From 22900c8c40beee5211924084c6deefb3b4ae9af0 Mon Sep 17 00:00:00 2001
From: Fafa-DL <516451964@qq.com>
Date: Fri, 21 May 2021 10:05:33 +0800
Subject: [PATCH] update

---
 10 RL/作业HW11/HW11.pdf                     |  Bin 0 -> 406939 bytes
 10 RL/作业HW11/hw11_domain_adaptation.ipynb | 5792 ++++++++++++++++
 .../hw11_domain_adaptation_(en).ipynb         | 5900 +++++++++++++++++
 10 RL/课件/drl_v5.pdf                       |  Bin 0 -> 2299964 bytes
 范例/HW11/HW11.pdf                          |  Bin 0 -> 406939 bytes
 范例/HW11/HW11_EN.ipynb                     | 5900 +++++++++++++++++
 范例/HW11/HW11_ZH.ipynb                     | 5792 ++++++++++++++++
 7 files changed, 23384 insertions(+)
 create mode 100644 10 RL/作业HW11/HW11.pdf
 create mode 100644 10 RL/作业HW11/hw11_domain_adaptation.ipynb
 create mode 100644 10 RL/作业HW11/hw11_domain_adaptation_(en).ipynb
 create mode 100644 10 RL/课件/drl_v5.pdf
 create mode 100644 范例/HW11/HW11.pdf
 create mode 100644 范例/HW11/HW11_EN.ipynb
 create mode 100644 范例/HW11/HW11_ZH.ipynb

diff --git a/10 RL/作业HW11/HW11.pdf b/10 RL/作业HW11/HW11.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..b3e7a1cd015fdc97e82c7430d36b5d285b4b9ead
GIT binary patch
literal 406939
zcmb5U1yo$iwl0iAaCdiy#yz;ZyEpDMF2P-bYjAgW2=1=I6Wj?NG>`0k?z`unegE;s
z-(!tlC39BIS@q3t*6P(%%Hont0A>y(s-4}L1tfR?fQOWo)X~%iNkD)_-r50Z;$rO$
zG$#eH$dhuga`CeBvM7-P*jQO4NZGmBI5=4pN!b7_>hFCV9GpBX(xiH%T-;owoZJ8d
zAt5B7gZZDKNdNtV1n=nrwD@}_051|e>%Tq#F4DhBqz?bp24Lgh{zn@-C+|PnI63~Q
z%gy%BHXdH~f9UeE{c}8CF2H}vvGD*{|Ix<F`H%6~**Q7>Q;wa3_aC;f^Kx+hha4LR
z7x#b8%f`XO^$$5tcCP=lnVpM+^*?plxj6snFYBM(`M>K7axt;C1G*r=zi+nM`#zHb
z*tuC$9UVcW0Koecq^c}34i=8@mG^!4QxVq_U;~J9v2#j@@rZMAi->WE@=Az`v9fV-
za7w(Rf>nf5=>IKYz@qE|bpH!799-`xfp-O&xPbmf1uGIf6_tdNBoh38Vdfnv?C&Q3
z7bYdG?La^m7D+o35KtUw=4cLNks;+_<z<lvI#`0NNI7_TSky?lSy_dITtO~C6MH0h
zt1VMwV`CFzV{Gt*su)BFL^#skUYHO@L_%0xTr5I7ToIS^j;e)pah=1)DQ2wB-x-11
ziW)m4kdV86sp0l&>rLs{?APpP773=WBmVPFmF5-F>7~+nmC~TyWouq1GcUsU@}^CB
z4wRK|leSj|l-JhDh0=|}CZ#(~&kCZOFlo;S24owZJs&ZD*z|T3$W4(nG4h#R|57x5
zT0|6ckCaK|MRn*$%b<*3RG?k+Q`R`3Bb&&X=RLFZQAado9886SfZ170#0jipU{E6}
z$YZ&cEZ=|Exxy4tO2>KX54Q9Yjjcem#clwlWxK1=sS#P^U1NSWn4!iJsfM8k(@pS!
zW@cjnfd|*iNlC%dvM$W?k>&*kswj66_P?)<97{M{@KUmta55Y`fnESKbV{<ZHxw10
zaVBmbq9hp=QiP(2NILlkOmH$R92AgQNHP<jF&8{MeS3&Ii1bPftp-XrxGo_Ovd=s=
zpn^;&65LIKopsv{rc?t42FdAK6|BLMUEahBw$xTE%y(EcOkg+^d<7R9ur>SCR~JAh
zb&4~<7-oQ|gSdcu!1`v6X)bM<J=~T^M%AC?+;J;(NM(osX~9+m$Td&z`&>^OcuK>#
zpUPHeof+s0HrNgZ4g+@5k0OHv|IRo6+Vp=h&)+cq7o8~pK_=!VAd`1I{{fULi=v4=
z&{aS{NQgz*#1bfPVhXf-ud*n**}Lko{s{>daTc}rSP&9=C$qm~T;Fxy<MCZr-OCBc
zBKAI-oulP{Gu?X({5MoZ92^`$?;33Hk@>D6=I8(dI{ek}_Yh((j!vSEo_c>&xZf2y
zSUC+?q+A@`oZjaad!HQWZfyosl@fh7MBT;2!PUvc1?XVr^=^v-(A?VOAG*qa`v1i4
z-{Y$ST^-$A%z%GPVEfAiRY%Z!*pRaRZT%mo|K0RIX8u_!z4z%w{&HVKRpxI|5i^jr
zqXWx(o!0)HGC+=e4j?xsdpjmJRyKgElZ&;3B@@U**wWF_(hg|(#|2krGe>*6cT+_j
zUCe<le>ur&z@iE?1L*;HIGNvxjf?HwFm`5ccCL4_;biAv=H%gdZ{px&W@qPOGhk73
zGX?!w<@YpX`!6&8tmyl0{8wW6+pm9ZuY@N^O6`w-f6TXYvNB=)GyGqE|5XLNSKqmr
zRQ25`$@jf@7yEPjW5nNZ_)}wlul>n@e}t4xK<`xJ@HaqQ9L>~#AU&4%e958?^aQcU
z*uO8I=-)T7zi%=IEZRz@Ht#O}(fRkK{bR<z%oGzL1u(O+n7zZ0`JJTx+m%1I{kP0t
z691$B&!+yX|9>IDf6*T|H_v|)pJ#TprkoO{2<pY4-WQG?mRU%vv+5duA2lyHAy1y(
zKqppoQgaa;g_mc|DOUc*&H=XGlE#J2ZTaq=ikdAn+*s0G`(~#juQ#s`6vDAqF4DvX
zk3+XP9}|z!?S2A`>4faKLWKBq5KU|-W?Xqf7`WJi`ksGW-jKjqev&mh*}hv1Zps}v
zw*9sbu%Y8F=z>pLQWcHX;b+AJc%Ki!sZQ3%BH2nX{buYK)O@SYVPbUxZ+M268iAvc
zSHkpWy`uL_OYrPd3q7~LZF%;qdFXS&mJKv!8X?q{yJp`1V0X3k(9FN>BPXOi&+L+4
zOzG9Lm-4}I1jaky#{JBfgDdd?T@pm>dhDyz*zJeHJ4{E#tz3Fp{4~-jG;`v+B0*{e
z!j^X`7Z6TsJ~$$9x|)1w-Qb7FHFa9>wsHFL^1!{p02UE}){N4Oy)qnzWPxabP1~p2
z5*thK1-F_!d9G@l*wAsjX1sb6?GcVz=L=FoHGyAhuR$t>(z2SnI`3=#_x851zNgyC
zuTTlv3eJ39mQVwOLxX7$S?)rQP!ewJm^4mM6YxtFx>~tQIL(zp<uo>R5R_??Y?qo#
zLWS2B(c4`rmy3zIx`Af2EymTJRhD!%GY~}nOtr$!WY`zRPKJ_|7c@G~5k+H8vX0)q
z1cWWU#`21p5q<R_gw9Wjk=ZRDc)7+is;RU}7x4x{@rrxBL|HIZHI_NV^7cDUNk8*I
z?Ak{dH^wa<C?O>u#6aK4p0DUL50@zqIh%9aHgSO_x)t@AnA!Igr6XUoM7)8rYx%KE
zPTvCN1q;dA-3hJ~>zJm!b};i5ag!P)`NGoL9wE$?A(Y142jyy__lB9dMY%<;<M@=r
zPs-Ocw|_l~3Lb8wlVk{L{0v-E$%-K^i$9^Nb@#Hn_8@p+^z<7wI<K^}iCtOWoV+68
zn+Wq8-DT#SSQezsj&?)yobf*1s|D~W7^$UsP*<ct6^ij6xNIX&o#0YW0I|!>DaWCS
z#4p|8GA>CGTeBni2{K}S?|+d2``=Q-Us3<BfD$!v1^x+t76lDS4P6}uWp%Z8zGYH0
zadC0<5OuUOe<x#Cv-hN8;sE+1=c)%_|BF%$SR@?Y4<YaT$0B3?PQKP4FDB{#%Upkw
z#5>tKYB*T`IjOvJ%ijm7zmmtFasEC2|8)I7<C~rR-wrmO*?y`Dj=`*m-8T#_XUJHn
zv`y%unS2U6bttjtupxtW(iGx>#J?U8+>bjHY$%;xUUJSyk>i)dfVYGFTHK@f)XO%7
zgfRnSGR8=tH7J0k?8Nce52O2jn0%a-8y*p(40pJwpioC49z_R>EFVq|C!7!##lVFU
zv#fZt^VcWybDUdaYHVoW7-o~uTvFXk0W5ZbogN*@%0ky&Cdu%#U7+)=nT;eeyd(o9
zj|m@K)M#!ZR{UEsIPM({aYBXl*j>mSel6M~9pQnDZw~E_iVVl#&Gu91GAUEy;8q%3
z%h6D_aHMfIdV0Q$DHLy@fK*aW-#~>JE5&CQ>SXrf?6J6B!Av3+M<F^i@rl~p!QX;(
z3M=T*V`Zh7(sI?nsdHKW`GfFN*$JN1>h?+9oa`I3;idjZ=A<PU=5<Th&a$7+FuEEe
zZ~rSk{_RQVKk=dD1a$ZdA*w)2H#-xT{{<d@<>3Fn@c8@C{lCKFPuKq&9{-d6{nREL
zf>}|!Zm@((!r?xWa-fS=sA}xYhG*VG#&jzt;0F`BjBc-N+0Rp^1VLFWv-5X)j%l5n
zojynIJDRZCrl+5FBh?Yy_ko=nFFeajTllcQlKW;>6E_M(t%PqvtuJ?yRobS09hut1
zM7Fy(4oALdc;VEB>)x(gJ+vXZ^8OgNT?hRUki&`8_}#R?Qn2TUsg4kMvpoFj&o^0k
z5P#*28z?gv6a@$l-7G_bI_LhpBw&bCnY*)O{{4JOh(_ZOPO|?>gV<v-4LMzENFZBo
zi&Pg~mxEGN(<_5%j<3jB?968#g4~4en~8E8g={n%ZgP<tdYY)2G8QJK1zpxn!;;%-
zl)kKs%ATsOcqr-KbQbFGOxm)W#3-GJ^)Q6ECiukAGLUG6n9q-j2uhrZtg!xk>9)9U
z2mN(zY{{Oz=<(#_89i~QZNlo>qV!}MDilMZe)v%wou!fN&!{_fKLU1>iyuz}v)=-p
zag*RLNy@0sz5X{ivH#o2@c%o1v$1k<vj2MqKkxSPBpOQL*5CAdcs1Nqcy?hjU}~wY
z`)qCkJN6w54!x2|SR0D91(HGzbs`L$|HJoC^D{<IaCH6;=~QEFOAGBSc(_^e5L`MS
z8a!;8%x_6D-x4EVVFGo6?%w>Dw5}n%4qmqoAA1g;DH>*u*E%{nP8Q2u6~CM?V3LLC
zRbgeqZMI#<!Oxs#h9ygZ9Wv`UPuOo~|E?4YaTTRC>fB#mlH+=-`2|U~m=*F%|8hRd
zvF-T$ca5K1L?21M{Ddkc4|4-7>TiUdq|`0<k&53v)(+jMmGmJ$-8a@ec9CRv<q$%D
znX>FOI(C{Y!FQt5V(gF*OFTwlL2}o6jy-;FjwloYroctp4x-oVZ%|*L$_)kJVtPdS
z40h8J5N0v^%7#19z4lkeL<OASh}_|!Z7>Y(ML)oMtQ3$*JceI%kAL&?8R{;6{u#Hn
zb6R?aHNF=W#XDhfD$7ECVotfJMP8&(lU`}N<jP`{d{XmGyWY7^fq>yald<~;^`<6M
z?P!~qnMa8zjuxXXjPHJdY<FR&C%LDq$Aeed$gsCvLr&~wnTc0V*nR_y`cE|YRT?Ax
zd|OU~XlA{l+AjuG9+MZ$HC0vVg(OG1MI`A4`m39<s&SF2JKhfs<~>u2O{*&L0TUJb
zQ4-!#^~@dI4o#-zvVP~ou|ot`#E-uWoxfK>No0SSO;8e6s*|kto;C#9r%mc+RWMqJ
zR<LPAy1UN|H*O}e^q9^OHZ>(O-PKKWr?Jd4EMFo;+G3laM$Of4qAQ>kNXtV`2?Srw
ziKEujtFRnIoB~QJ2Umu;2hGSCaxlUN9fwGUq+~_Q)lZUdk{`!`<Ce*K`Z}8nbyl?v
z9F1B!sdG!&H5M^36}Py474z}8pKJC(Oog3N7VSguGLsJVcy$=Yr!yCz(+fxk`(AV5
za{&J4ctAab^g}$ZnSb#%+*1OZWQekod(x-yPpw9$Qf^rxMrUAWFlVseye*)w;QdvQ
zN5R&>zXS{g2n95L%(`lQ=6_x5t*VpPf#m7TH0ebPu<f-P#Bej3_M8dl_Qrry5>)y%
zC=p-_HUZuO-Z-mus0Q0m>3iz8?yDRB<2t{&wxG>n0?)AZBcb&|H`!*+!Y0{f61(9|
zUI&JFEf^41@Kiugux;j81!l6Xbhr@tyU0|3aNy5~N-%CnJID^P<?oaATw2rGd#c`(
zMU~6N$mtXMl?F#&ZS_5GJtA|+I#Q0r<i*V>CR*CD>&}vD{Fs}!wP$VxrMa_dhxs6R
zcjv$^JZbW7vpOMG1J)dwKU5*+?Sz6Sy8>KU#7>p_rAcjCpblUb!FTB`Hb<%m@SaM+
z!dZ)8fze{Tg2{6O6yCH&BT^Ri+q*{(JWqmg{_%x>ifv9mhi0amoa-`tpqvm{EvSMj
zNtOR=?HcgALE<Rkx8sB)ItZ#28dU@~&SFdsWkX2KZTZ;Ti`VVYo(@bodeMi=JMGO@
z>P*CX(Id+{_067k)lMi!$7tPrrCOG^Yo85s7fyl3%Mo*&2(=pmrtVxU4w}_ZnJPx?
zC$^G)Q)RVycbtVi7K<w}PnkMK0}(<DMcfCs!-$XzQnv@6-^#P!=<vFI29I*wxarFH
z%@{8vSKQsW+1FA4nj3=A`B->nkMKI?Uc;WfvOc7R+eGsugaCSC@yeF?Bb2aP$AjB*
zve$Lq0Z%9X30%C_a<omj<KH|5mcXqXG{4J;9-5+$wn+1hR=@wpwM+^`wSomfU_%Oj
z`Pjcn_G*lbb*6zGJJ}E|1WeF|6!x$(#RUf%r>dF%CC7?!ZVC(0ITC$tSx<~fz|xRD
z^rUiz3t`sqZ9z8nTOnh=+?j?Ao7EID<sYCTzQaN(`giZ0PS4>d^V?4(Ub-=HBU0>2
z3?^4qsuY(fmdb9>==k7ex-Z<aVLBIIRi;zo&ouOnojE=0Wq5^!vWZtK7s(966WNm`
z9`P+nmt)$nY$ffmU4eGkrh>G*V#D5So1!?b*vI5*0+fk|9upB^5eH&}?1_Rqya#xY
zj_Df6Yj*+ef=6B`-dn*r4|#`z-_3{-Q((pR`;@&{)&DMnmwO4@5Tl)OyC*F{3GU~_
zNI}xz0Ur3nh|<5AAy4iJ!NS=lK~k~Bxl5HoQuTJ|BcnX`Ni3(httQ>;b}l>iSby3^
zrfyj40ms?J<Hti*A)2${|2E0&vyA-aLV*r~ebjJIaqV`^Qac^%Iq@BMB!)OZnAXbv
z&Rom8?N$NVK~vP}dLZ&p=}^>t?7xlV&Ua*ZxOFltSledgkt-a4bafDe&(bz+yXDbM
zyL(IBWnH`MxG_FR)BW7#c_GWPRyXhS5gs?*dn_j47o5|zW}Sr#<)^r2XqS#8fpIu5
zjvl&n^|=UQyg3G`+k(%AR9BSp?qluqa3QxH**VC^3cTHPg-Y<p=e*s5h1{XH6RuDD
zc&}?{e*V*Kw`&tRo5gsq*PnZMN{tBSwf1iHTx0GJZ{K44ZKZz`LXi1sC>o{AU5+1n
zj1403z8Z#zJ!z>pN`K-hbtIZ2K|bb3gFB8tKz#jCU8Os7bP(}27*P{`dl~yPOfcO8
zZ|g>1@e_05CBYm@+|f+vtr*2q*k^yr(%;D#YM*#Zzh(pco%evt*U>R=F4Dhiv;8TH
z;tyB>w`RPr>GHlbrC)=sq(70+k>1gc3cxquNJ}jSm%%ojDHlXZ%{M@15br^`EOSO$
zd`}eR2(6Myrw1Rjb;)jspwOS-bFQAzStuu3ao?L7bfd0WaQYH<s;+;UupMNJK)hDc
zM7yvjc1X4_3L(q%eUtX?_{9xS6P@5sb%XX5d&L&*D`3S_Q3Tkg>Rj^WgJl8dT&9CY
zW@c7NGe@r8LLOzwP(d6_aXTlLZ4?<Vnu130mxUdLh0mM54hv1<wh9&W*i34AdYL6D
z^crl-9Mzn2>Nj-z8|o<o8D*yJo@$c`R+2&Nu@#xXADWe!x5rpRkKzJ_oZ|u;xx&P1
zx<qv99AegjcOmi3Y*!y!16%pk8j#BDbU|S*2Z9Q@o(sR$OVQ)h*CH)i8R#q-QzQv?
zH2HNbdyc0L3)D66QAV}a<}-5+<iGGMZ2p>)UAn9N&38WXF$d=5<%Y(LIcs3o&C`#$
zQ-QyA<M394?@L7q-&tV9fWz+64<{&l_s)U}p)^R|sF4G8L9WgUdYj<&@^bf5o5p8*
z<XVG9Tdu4qd?Nb(77z!%+an?Pi-g9K#e#a)f&2PW#R7@0)zY~~u7O8N!K%81a~mOi
zomitRZ$^kI@{&DPCEY`ZFY~A;*Pg9==Lk?MIYO=;y30MQ;2We>4j*)^I(+uMu&`^H
zVfc<l?xR(U_vw#;1xd*gnU}dwPiKlv2(edugg~H5)`_~GLl<mKnT(nNeP-~QeZ}Uf
zN=n&O7|fcOP-iudohuX;mg6u?xmBit8i$74kf};7KQ5v-7XQ=Gt_D#l@y=t>$xc+2
z!eddFOOq@^%kKGWs7R;a54B+MEDMizjd;N_)8w;0uyH;@QM6dIB+Reg%7cRrHc%ac
zX6jCYJc=AK5`9*!W?$$mo8t2UoyjExp#~tZ4zO-8z4-jb7%(>1`$BE0+iwwg@k@h?
z#6*)LNegEBFd!c*+C6+uQRhV>Sz1AT8FrV~TjSSTCx8SU+Pqo%B|HJJNjb(bvY`s_
z<%ebnhFbH1>x`Bj26$`|-xX-8J*CeW=-N@)Rx*1kR}w9S?`Y(=a=Xlbsk_QS)p&OK
zl!^bl#?e~Pa7~a)ri<F>iDbmc8`_97=~JJ-ncCYO?4-L7P1?lfqu~*t^Q>F`TMX1D
zzbUr&X_t1afp+JwIMWwsy3`RDPhO=1d6_<pr*F?p>OX&S^?bX9AU{<A+MME*Ljyfm
z0#4*}<2`aKN@@u{9ZrnTe~7OwE0GrTJSi?!)bl^BR*3cUlOy;!Pi59BLa_n&`boT}
zX*9ii_H6dvrO$+Vp6n>Y09QFBQPREItkJ9#5?&FS60r~m0(Sj;;<yKK8=PF!iSoJl
zJ4N3mbaPIZIOd=a3>}m;#V|Ee>psV=KD4Mes-sZQ`b{koeFX;D9E>*D5sY+fKCyxT
zic<oIMo7XprZ?SH-907PNm#~2pxz90TFjx3jJ4aM`f}>hB9>wWf+h`hdHrHl1xRjp
zFD{H+s<5_QTPEMKBw{6xOiUXqZS03KXLTQL2^%7ZaWXs9qN96xH~kaCh<X=x!>^zL
z#Je4)Mg!g27SSYwd|+6JA0~pP8Y3rFni@9JcM%P<OE@uK8PB0&OQgUvKVIZ^_ORYP
zu(D;aJ^pX8$nJVXc41BM3g^}WmM_J9leQJ}Sml`@4d7JONoMAWOmnj+-t)pYB3TkR
zLp8a50(#$pUHCP>&LDSgIvjc}THM3hggsShHvd6oq&XAG847Q>(JtwB$w16@BRoyg
zhVD^5A>)$peE!H(_7iG|j~4(P&X9rMs#}^r$y*!8AqwE+&i0VHBTi)DTu0Jbenudf
z@;?opVNXC2Ut#*}E0%mDC6)|2Mw2)qJcY<t>-y+?oUuP7C|U($2WAH=@SzSR9d@Yl
z>`<fX%oUgO=3$Nhh|dhUyfJQoC+VmZSMG-IToVa}SR~ae()~-=>V;+fE2DEvzB~4M
zEmC7T<@Hw@q?b?~AqzhlpAa4P4CVfpT+|`FYHDxg#>_d#>A4zFb`VohCGRdkb?s2v
zy0-i>XueABD`522Oa7CHpF~P+yLg!?)p!41>|SOt!y6m74-TxCTCG3bJMqor4PhpI
zmTD<r=v8NSq-7PgtS|ez<Y}#`ywAssj7o{+UxDdKyZU6wmq8%kadeqRS;@GxxzQh$
z-+!h+X6(zt4A>qd7g9zSGR}!m^0XL7LCCT``y)bH6Qa5FhHp%(h^cLSh6ALCe8Htq
z=mPgd0UN^P_yLwRmagtFD|b(rl+A0_fq^BRh4`&<Za*WPP_Zk?RiEUBY-d0o4}FdH
z4w}ibZS^@k;Ad~{ce1ZAFW^7(ee<rI{Ci;<P^?gFx0jm03nMUmGFo)k^F+c;!S<8~
zezfrWB@dnBaj7b!jkC9$`L)2>$FFi!th2ync|!l>`wrF1MVhfn289B-1=Yop)QIwp
zxWx~LyO}FgFIW~otwejjAN<oMboI=Xf%CP`L<&-)C5OSUNvUnaIFpP(lgF^9f-?2#
zG<Mxztc3|&!i#2S)N6w>uJSP^Ew}^n+7xa6GFzsE`@$g+C*{&Y(u;jV)O%vmv*=t0
zyRSU}l1s~F6^lEz5Z}eUQ;F1zB(WVQdf)Ao{tua;AnGr9GBo_0VT5MrQu6NTxVR8v
z(AwnAmMV%Y<42+GFTYYuM`cGwW}+j~b`Sf1iNN|MD%B(*klTZb^Yh#67inXBco9SK
z3d@>M^RFbDhr_7(CNTC%<t!x%ME5gwC&Z<^UepVMQpn2&b>~*64%Zi$IFn23T{sjN
z)KY3wfh9OfIgdZb9EYZPEp6Zz%3AV&Zj3IDGptj8`B*F+o8z-Se@e5o8a#1`Y2bMU
zOf%5c_~by|R9D0XaN~lpUjCMwa#=PLLBCJDS|rZ9>JSv1Z0v#VMm1a785tJoebbJM
zcyNFVeZtLv9{XWbJ#zLl%rTwTv<UrSg*+whIr*9bhrIf941lz;psPMRDe(i5_{hYV
zTcnG4+%=TXY=X$SdNm{-ViI5^Hc>8u8lzkO7P3Gp@YaQH$dertqMvuSfR!zWQWrZX
zJ;pyK_meNH94g(IlH|Y-ma&g>B>30HAV}Uu>RI$&LXVIz@^M<3V)9Zg^O)<X#08jU
zMO{HU<e@@D3Ets)ae3q#$m0@0{OF+CkJD$KF~9)bazBw%8?Ef}gK^xE^~9n&!xFuT
z<lsY&>U3wbU1);jIR1)CxoHI&`gI|}_NQxe3A;5n9FDsgf72+R$1cn0bL8eS=Qm#V
z8lhTB%&sv4)RS*g>5epuhr%cR=Q693usB*s2=`TaZK6Dbu>tGgMo_*;KZ$xjf@goH
z$abq$Y3s<fBCh6TK{ptPAustNb&I`_W4gvxfD_@q?|90+WpTk0*nq=V<FvuUT&F`#
zSP0ENBh7EkW^tquwngckJGUh6!S)260PDKs+xu9DajQD%wchI+^3*8*T7%){qy3Z4
zwu5EBr}htZwU#`yS+J0M2R}?x*qCVO6xif3;&f+`(c}l$K<swo{p9WS3xEZW2lodP
zhMl4*^h>JThiR~2o*90i)?8Z0O+3AKLwrqWC&2YfEQ_;-jodOBmP@o`A1LJ&Rt>BB
z)!KY3S>J)5G`wO|GYC0si`YHUq=maSq0A&^KPebL=N)#BHf4G1miMw_%c!zX?|Ls9
zOWe>H=Miz%b)&Ln&NOW|9FSkuVDde#B|D+TM7(7+r!HSM1P~?7YFOtS9DFahOUjw1
zTS3#Tu6wU)y=wDmL$O#~)4Xjz8Xv1KGQ)bnyeW1@9t#bN9b?FT-Yy-$2bc=ObW3&#
zWG`JW`fwrY^83?a|ExT57djdHsn1sFy?NTB<}=r?CjZ?|eH`B&bds%oiqwZjU*0)x
z+}F<@Z-MzpjH^3Y(O833SIs}eWEk&>EZ#no5z&6UoZ_~-%!iauW3m?Ovp<4euw}5A
zKfTBBU8+6{pzQ2dNCp*#tQ(A0ms4`v<^0T(<Q9v6P6@m?NoLoWRsTGn$tF8qKKZHY
z;v#qB*MiR{Cn@_;?6(8%r9&YbEyC@`P9fzV$@Ly7xs@}~s<hPh<5@0IK4!X*5v`Dk
zzBqX}br5yfb??8me24n<pjuoI=vv<z4>N6o&l!()eqYee8|EE}TvtTOchT$)DjJ2l
z{@{#)GYfYF_U$Pav3;!sm!1c^FjcmRK*iO$ilyY<lHb&zehZiS#QA`y3xNFQ&IaXZ
zRW{ELFX&sgEQZYwLS}9z>t?bvw@@z03aqK8EkYGn;ZY<b6BjM|+|rLqSHxs?-&}1i
zc1dE*zbtuI9IHw+=RnH-O>--3Wpgf!kN?KXn6^6Ts<pVdn~Ou;f?x?jOpK{z&Uve+
zIh|hW!z^|Ilu8Sx6~o*qmarWAo^h=3Ize&V+0JlEFt-Dlck8z((aD2NWKvhTu^RL{
zv!(8V6GIB`&?9Wk7dD11*;_tTXh=)OukwrU#0UD82+zSxt+oV1rCCC{;oZ}3RRNDM
z)wpHe!LzEYqP*!3q-Jd|r&93}+ufTG;yg~fV@hZMRgI;@dCF}Ty9Js9MGUl==xs7p
z_uY9C-PmpP_)4ib!^JoWFNCK;X$qMRHA~Fma5xmK7u7GD)(T_*t>@vN>1D|@1d!%x
z^&c~-p4#iSs-{lk1XJZ(Q_IqJzAF}(6qt#tj_6O!I%8W?^5tl~`ZN#)&67z>!6(?Z
ze^~9q@<5t%BF--n2+IDD%;W*oKWE-(PCD-Pq8#defgz8*7yD4FzdYeO{05K7E6O2>
zSykjB(Nu!&M*RMl3b8MUzzBDAH*mj1D?raBo4P4Uu`pV5JpMkF3c9WrOaodgT#S=?
z6yc8;v};$hQBS<)*rYAK3i_Kdo{q=^S87ey%q7eO^k`|@0~jE`MmF@l16y`Gqiayv
zeN502IF$ycMzJ+Ky;nakmI^GAI!6t?5)PA{)p3R%Kd|pE_K;B;6Pu&>Kp(Tlp;AF1
zI(4vcN$ZpK*fooR3fA?lS6Ah7i=j_n5yVIASUR&y+RI>A2?^bpacrLgLeO<1q;Sd4
z5P@{(?mZX&NNgWzXhb68BU-tOJw?^<(usu$g;RLy6g7EWLSQ(?IgPH^A~A5)N~?)`
zJTNwhK|)L{^gB+@tnxU&4QSC>JK`PtsG$+~r_|{YM381AB*h;FJ_~YS4hTbwi51^R
zj{WAr3DZ>^lE8AY_}CYMPpyxn?$k3}ZW(E(wgdtXxpl&upVs1iED<j;rw*?@>Z~jB
zyeEo&Ng|+mz7M0{)MX`HEXme7eh4BFEHt6#yz|Ys?epWFQRh_9s8wD}0>ZzY92)Z5
zpDZ=b&tp?2!;&_14#}l5jmG*<JKKL8hkkC8b*Q;lsotu(2+_5NE4dW^V6{(#TgeQ@
z!MNsDM=H#43Bc)m-oX9x>M(xbuvj<N9ZX=ce}RZi+c>cqjc~h4hV!&S-RxY}aUWA3
zHZh1_gZeCE9gVkk{3RXQ@=QqaTWIeJ=OkEGo@s3H)>&h9pDgcQ@_pGjt_Pgzk44P=
zr^1iF9|cd?J<Kn89@hnocoBONRUMjR#EGlP<U-%t3hvTvQ>GTrw3K&OB8wia(rKld
zGRmT9#U}!$@s=c-g2c-(h-lWt8zxYZ*w;ps<MOA(4ZOq$0yhRQ@hV;tvWdrzpn1`a
z0N*0e@he<n@coi_n3sw!Z5rqcIAb90aQQ2$_2tn@G+4FNl~7BIMy{rllE<+Wq0S#i
zf`oQS)s$`Vyc<akhi`*o(CFaC(XE2mM0yZN_cNQ{j{Tj&iv3j`&_5i{FRPYku&!&1
za;G<aUHUi^Pp6Sqq#si(Z4LhkVgfE;dDk3o%38v!`DxhI;?_`G(5nxLDfWwm#N0uq
zx*p&C@x7JXcX#097>?Th-6nyz<60Xl(f!uJeafW1Z(pW{(C-rEoPupI37?@)y4k@e
zW7JVYc<=+A)}gvpcXNhI5)9SY_^KjdaoL>6WDW7C;lS2#s=f^6YtNkSTWx_b#&EOU
zp;%>J_u1c;ALsB3D8&74q2K|FN4ccm*>ML$2v6!NQ{AnIoe5oygKl}3XW`alVrifR
zNA!PapDI6xWAX}h$W7z2OtIvhIwifNsit0jJtTh7vQg@(5OTdPQ@uiSyFNxOXqdOQ
ziEgsA&TwvIDhnnmP*W;1t_4{c;2$7)4;(c*^A^zdjI|8FBs6a>%gEfqC512z{&bGW
zE2#@_<9A9f_=P*?PyqSJgyp3A9D@25*#p^x8?Lr+*&hC^_&E2BooS1+omOb6Wp&us
zHO{R0l*|cle&I6RK$Hy{!JWUsP|^KnXXOK(>yvzaWx-_z5Mw|ccmLL&*0+>HwRb-S
zaIZf*gjA=GSB<qT+G+_RONfs{$+f%vML-)ts~>8=$L<C%CGxmD#<F?CYzVBqqd&2{
zq6Zva?p2C+`=-$PgdO3cr4bdzBh2cCX|h&F=fjiM2m`u4qwlUULtDEhdB9Sgx-^Wq
z7YH>>zKUZO$1<0McB#mnK)FJvZBf{fG)}BOE0i(?CIIR9<<2E?NuavmJt2P*gB2es
z=BtX6T(?OgrAguEzVH?X+}cBqb3Gsasx2tZ!qKfVdcpmP{{11q1MJ?vFl@mX2Q|t(
z;a1=~u-7)gL&v<g>Yn>~3H%7R5$!9w6UKMs-tK@}NaA9njR0p18-U}(r@45=U-bPO
z=FxkT9nyMGtv*9SXlUVJ;oy!CTd;Z1IdDjKXd6CSdx3Bleo!WbxaFRE611*J#=PGZ
zdnJ3t0!qQA1MT$8MT+>zw=XelNmy-kRx!lCZ0w&#sd*MEoWiM)*z58~;NztX*IdQ+
zHcIffQ;kYYu@D{Rfbxe@NA%qbPsvu)lKEIHOoMI1<h-|E)!PQ)zQ+fA1+#lCnb8ov
zZ2#Et7W7<&OYn)n<r2mh?<Z341NhOSoc>C?`HDgKuj+uWu)ZID!reSK{yuw(JYDg<
z@B$6^tQBh${ScLEn?+*=g&+|1by(G$q;2_g0KUBvPZ-8%!idQ42O#Ect_e*E3x;>u
zz3_(kETY0$lir5TYKiH7x;GO0iuj5HF>FVPaYyhGjIB~^ifna}@pkYKoCVSlvJ0Vi
z*H)X2xF3~~(gvI@EkrY{SI*<=?O7Cs-0n^27CGsRag#7nGg?X|@WU^(@7wLG%VwBA
z;}}G_!-SdA8i`EubkzODKD&v&U&{Vs%Kndb$l4*Nch>9KH|6dE(@3RSDcs2qy`2rr
zROO5G_~pp$rf9}=##qLJ#suF#1i1EYloA%a%t>C{BeypiL|c1${Wjtx<1P9^EKAnv
zL#Uh0uz{_6le=QLY*@(oRU#{ze$s1A^rx3=<vkBetyQh7nH7=NsGzvDLeC+w`Xj`5
ztlrZA46s}07={6Cd<%CIrcvaz<<*uoVWQLYrj(Y<V%h`)ppoOYq+w^ynFoQ_xqDbn
zQM*Nt8QMzg-Ck#N(-GOCqtK6Ur=LSQw0L?W3BQXYJCVckBm{?ef4ic-T$^qPCk$8N
z(mS+rWppy8s+7_=5Q{6-{tg)?7)OrDy6xiI8y!=BStFt`0qz081wjlU0PTc086~pf
z6s6fK&@0-@6d=;e*Q?pP8z2a#^i^eo(-fur)vds57F^|-d@`swKqKHTz&?Nm4EdH3
z_`?f?|Hd~+e&g|`5}{Z!MM6c<s1{^n@pSm|Kt=@hi2H5xcw=$dZ1|OPbYl9>=-fy&
z@}wT@X&Ws9)&?TNJ|Ad|&~31LYr84B7{%erTE|S<I(r`h2E!2mj$|whi8~7x>Sjrb
zCQMLNc=mzZQrKmPqd^b+1`Gkb6$}Ra^gTAdYHkMr1Y^Q$;A>HK^ZmR0ad+{CJ;MMw
zCNY-pMeI1@1uVs|<4uBL_H7E6(EZ?<tzAR-Jc8fe0lq(JmMlp|I|f33bg*`q@}FO?
z>zJ9OgQRXTRoDt{M@^#g=HcjL-@n4>g4`u%sSA;)8lK6+$-^m{UdSzaupUW+@~_3C
z$Tt)?qRI)eTnn%g{ZE6%zjMgi(w7yn$<m8tRFTdt%8p4sUIuh~=lQ!e7aBX=X(hD`
zhV}U*10QO=9|lj{Xj+98pIbvW$1&w@@t&1=ON3~GTJXn&Ufe58vw4Y<wTif-KohvB
ziE>+JVowgj%?*}i#d6%(bgQ>J#PBy<RcjRn_<UsLC;H7kG7cknYw}Hzm9G2??uXD?
z0zr5q5t^vy<_@qbadXUHL7BwY`3~_$_<HM*AkR@eH<2Oyd(tqv2oreI^dQ`lKgA5=
zj-WA8%Hg5CSp)MvEW+|v@hl#v5!CUT503DcaAwd)yKT+vei&jzjMV)Y=&N|ox%1-_
zLklt(t@_mJj2QH(AFw7uqJW~stjf|z_jJ1XM(Ur2zU;)Fh;c|d9*%DHPi8uw@+kC)
z@ZI3XtNb#O;QY=y_bl#g1NY!X91>>y_U$GS)+Lc0H2z~CFSriyg}Ss`yjdS*t&OH#
zzN*FjvR&^hiW8g@?oVouOP?5MM*oPi*av|@Zz0lar|28}I#!McEkq-z)Ud6t^b8bK
zEDBDaw7g5Oj!TpnKTTF-=0}|6BeU3exb`nsegYRdy)$6HMQl$4RED!zE!rV+N&^n*
z(vRS&JAxu>j0+gjkD{DJ{MFInAHuB3wQC&;BaLglKc{goK6pBp%itrnVcD#G0hF4<
zO&RC8f@y&}!1y9Nk$@$!ATrxj)WFTazGT>GxQ%K06EH4<y`cU?h~j}9#<7lh#-H$w
zJ!q8?;4pTTAUiU5blLpTu@dU>o2X&L401S_@!DsFzv_j4>lgY^8E;J`=?gB?r2dZX
zablMTPEG=}0E%bE%qigDI_@x1_g7aaW3GGiH7H0QdY*aJ_B51WV-V@uBlx9#<Pzqw
zQ{>Iz^Vh8I0~eZ2Qr?^*<>&pdc37fQkrD6Ndg5_MMJ0$L^Tn&=P=0M(@#uBd>V}D+
z%3y*Z-FPpRpZJvSI7Kv`3Yqxd5!BA}`v{OZc>+=-JgSA-<@_%8rk8?cXQa;aUgqmR
zRtnuoO!l+w)5+vAgCjS(_REi-yO_aRn~#KqtB-`dHl>lR@x~IWMAR}dm2~2rP$b^Z
zN`}QXMkrFAmt&=RfoS)Lih&%*M4awUGc5`CHHBE&Pl!w<ZtAFRfa>7<sHhJJ!+0kv
zgBHB@wrj^NoHr*yRL~%5I?vXCEa?qFB1-RUT9F@J*rpw;L`K+BZ(k691Kw~#rnsZG
zSVUFr0p6XRo;p`2rd1G1^P`4(K}D4lsmaxhV)Hd@<2vHj1uK!F^Kq7ZOHf{88A_Z+
zEIefEqIaZY*lmFg(NSsGwL28rof>jX%I+$w^9>rl(-;w0vn!D$!mzQ_)v3UxhTgO-
zuZOBr%hWBu6=*?rxr@6L4)tu0oLWzp{qym=;RS{06$6tW2evF_I**|xwk+}sP4Ljq
z@h3Oh7qUxPjPwzo;d$iG#iM!s2fUJ7{aP`qO?3HHcqfP~b>m=N^yd{ea{)a^t$SJE
zH-O(LdDAL~rvOFeI_D>hWYB@CpY7F*M2T1KZ;^3ftzVAf$jh$~5xjK57~e&Eu>uId
zTh(q(0Wf9fk1m)^knLwbdb0u_AU|8<Ky`Rkl}02^s3m(4!wF1=z>JGgB?tBNRb8_0
z6%XF7_8J7jI?*^D1JYnG%&ob{&9z{;pjyOI8%{!$6O9(Sgmimjf?d8wMeVU_bekcj
zNPV*xw@v4oY#KszL)}MRqR7v$vrHZquvO|k+T(dZBibiCqB_Yl>Ywf!5dA0ysiQ(n
zUrQ?`hLWrYEZz=g49gf%mUyI@iDe}>(M^SKssj!Yz*iK4jN#<MVdc{b)Jm*qx&<7a
z5mnv&Gr~I4+7_2oYsl6C%w)Q0$&1~CJ&C3;jsQ*77iaWMauxs9?r?-6x8VBX&n0$L
zN?)hNMP%i|)u2;dd5Dxs77dJ+oV<KGx|{EBjM^LbbA0gGVw;ij*;=0<TNwoQ7uai_
z?3#A=%Fyp}1qu*brn2WtY_$F0hu^BspcpE(s+satX{6gKF)!=eL6&q8vdLkxfFN5r
ztjOLXTzraoxnn2oHN7YkNArG_i}-3%baCFjg%wFp$yoQOM?c@vSMg3fqCyqg(OGI5
z?%-@ZOa4u$4sB7M;zDF#m~mLA$n>o821R%Mo(`i~8@{@J5_=q1-2n`K4(<s#JX&>z
zJVaKE)+)g3!Mw?N!Tfr241+xW_8On$m|nbsXFjxtKBno>^GA;8b%rRtnXot6W^V&R
zlY@Omm?UvY&;#~d_#$1mE?~10zYOpu{>-`5_jRR5eCUc`@~!Y5hx)Mzoiby^CKovE
zp_6`LdLn$UXkU1bdcwKh1U<Pv($zKd4W!_(ih>pJal#%zft&dJqLH7^SG2Tun;D~G
zpyrm@Iq^&>(Jp$AyME-OCe;*ZMG$ENIY&Hw29<IBp&e~JGJ$lhpVOS^bG!e1i%gm6
zC1rbaziuq7jttV=tHU*gM-WPTJeC8QtgGH}PjB#SN)<+^U|8W%3@p`SjJ-HPg#NV%
z);fLJ*gWgkFIFVVckOESB<m=RUk>~iI26h&tUK$fOS<+8o=PN&kAH?9gSu1Zm))ix
z1w-BD+MBsEu+(f$OO58&I2>ge@h@&97{=xBZ3xzcHaC2&)l}HNUCODVLyG+leL|$I
z1vq|hKI`x!+&2tcp6~Y|l*aF1IvhmRy1^3PK<9LG4lp%m&Ycx2&)Yug?@;=LX6tGJ
zSc-DL-$x@akDArlLR^~|!(4XydA}ZRjk47@B;t@qJXVVjDH)bOgm_MKl86quv?Cc8
zWn2~ye~l&?4_H%d%Cfe_rKdSDcc57i-OyP(+ZuC51l)n$1P*%@Kqd`b)eqRj&3@jT
zb{Nf?QJYE`XK~+bl=D*g@_WwE?TzSY;i+C_pY@5Oin7`O;J}OUR8d8`lVM`UE@mK}
zRn84k$vtwde*d>)Zf#32t(Zvt#1cYZ;#ux9H2pH<k%DczFyX%U+|Vp|*s`)ASpSab
zqE@dV1-=F7qpJsdN4fD15zRDec2A`kd-8rd3D3|0jk6@noTklgYT84DCPp>+sV=n+
zH}H<nGE1$Zqq$2$(bDQR?oOZ7(4@Rru|1Yzvo?#&Yy3-=#XftmUvB$r<Ab~dUnz0a
zx!36>VV9cMzWMWh<AFYXa($8+NyPw1`1*>j5S2=GUl+Z%E9Txc`uSGv+(mb2%TErm
zP(&hf??gk#6$!`K`Jr^3ZOaoSFQpHKm+T#Zqhn1e^6R0Wy^L-}mfsYUg|t<K5Ey5t
z&tz-%w@dn7DmlLVPAs`&=;FSn%o(nF&gh8FKg9D+cwF&JTe$TnR*R0vF<<T!cP?n{
zzLmadz;_yC@%}oz=06bxDGr}2d5LQVtwJj+*O4!IY+_1TW-IH{ts)M&u9=0^dMF<*
z=m7hW;{S0L>FmRFZFRP7D#PdYS$~AmZEVG%l>28q{}_zLeWZO9kdMm&vr_7_Hs>PU
zy{F;NyjkL~G;d9nl{~(z&F`xhUh{=W=@SB#I={%ShhPdW(FNsGJSa2_<4YsB69}>#
zl*lG}`X(Q=?Z{LZJjM>#)CXcLLTIU<Tn_lQHJ^l*=6B0ekz4ir;-8OdML*Jp&(I&v
z;8|yqC1TPhVUlkbq8?w<kkMOcJ#+tReI~<YYHq<y6&2Qp)<*e8ZRPt}4}Qa2oZ+Dk
z*+Ix@fiaO?akgwXhO!OebHu3qnI0(;3dAya3j}eRg<m5Vn_$5~^|KQC`97sz_Pk+G
zz8m6ZP|Vr*=xYKKnu1UPsU;=AVCoKf9sVaA_t0;9XeH$rB^Q`d-n76Y<Gc}<;Ue6n
zU2R5~1Wy?|AmT%p++~TLX|Ob#BCC(%nQ_c19#Qtmb=kHrTT6WL`cXXKOL^^rj1B7C
z*=s#hy#b)C`{Bl2ig7yV0q}g<b#q!TrL*ntAX`ON!P88F28j_F>zWKlj^={NY3UoN
ze~Ik9e<=8NL~q5n$a6;&^4$2mD0X6kH8=w%0gcV9Lep56D}SxiFabk;tg1bNj{>0l
z0{c5N?W+la2LT7Ump{XUAL9&o+U?5C9;uZYQvKYAaF}OeGxX~F4Gh-C{6p(s+gRiC
znO|dM2t?Q0KRDqGY$*fgr&z*!`p#6h4w_?LC&Z=y^_tn*o}){tbLsg}5XOlx%zyIp
z@aH~dXwluO2ke@%+6c97&NLR{8GieFZMB{-S9jt$%Im%MCR2VwXV|FL>t1%MTen*`
zzwFfoYp##+1y%$r8M5B-gp{(Xd{J}8n&LKDvLHG6aS=|;y*U!WROk7AeDUjKjJ9J-
z;;e@!i4|}At(z79!e@5>&P#T|c!9jhHp}XUgFXD6__Y+4je8H8m9iNV{eH7ch6h?2
ziSjZvl19S7<HE+sI1Z_TkpeUGmieUvxH(oGcDCm!`6i<5jSZqr5)HDCQg~8xW~nm@
zhC&J05m>$pk`9w6;?H>YhtZDYe5vu{NxG0FP9cQpEJX4=7j=rD_)a?%D*Zxljku0@
zr5pp=DQ8#Cb7D?{1tRO&z_P<c1+N!v$Sir47qCJGd}@m@OtJ#YV{OaquFsh%d^XA0
zGToKQdPbddV$a|M0Tf^a#3d<-$FTkLY78cH){!yoboCVAY($ELeb60i%6LsJP%|Dg
z*U|7QRQTXT0nEZI#?ZZUjy4+58sDRh%ARbNS}U7!>?AbIG^DU_y&RXK=-q-44_(Z{
zI(w`M4$3y(QuMe;B@zt~5*E)|5|#D$k`kfEoxTpiB8=SxR1H``oAMb88Kd=vE#>8X
zj)`M7E#cRcre3f>+xGK~6GP{l)AwTS!?wiOb5IQ`zlx-8LboqmV!$(@X!51l;F!gc
zY};n=FgNgYKzH)iI}?0#O`pfvvZBf)n6WJopf4T7C<jFu(sE86woq2Fqe6p($`kx)
zlO}4cJ5NMAZ63CijS;?Zdkvp8x2__bj`P7kM_1}cK1BtI?(a+c&H*!QaSXYR)rvX4
z;OM(X?smCCz9oHSLN>@>g&3;8hM!D;8BN#@o5Vm39ao(A_WssYr;pb=#^OWfRIE_J
zweMO0nN`{m9Ow!pOv-@?bsY2zFPlhI!|VX<=zb15-bfUb{opgy7COb&&8bVBkxv`Z
zDY!N^0Pc-eEMvnC8#Ve7Z>fC#j8PKAgeJNRUjnk@5i5$x0lKntbYdDp81kVYh1$>C
z(>jkga|&JTuvC{L|Me7vXWSSAW3e_T8|cCiP0f?rs@&uod*oaIRs0B59IhZ?mzC@l
zgP`+bSRfVYFOIpt2?)!KB&K|SbsBsGENE)dP;T2i@!g0V>6w<=kgqnOQbEg6o5i%{
zbE{(A#3$ia;~{`)mcf}m)pr(i^>AU;)KJq?;bf{3x*6U}F?tDqF6fcig4Qx(yVO5I
z3N>?NNUMyZ)ojUi(MS<0&5ArqwMmUeR63BkT$H39rAWwDG7vS^L=X?vmb2~JPqVpj
zIxkuBjuG=^tkp(JAE==y3jJWYSkr}2;g&~5JEZ_<1&J_C>!ik^GLd~jJkP7%(>~Uw
zJ2^M2X!=ArwJtSGClcpzYgfBa6dUdrPTrzY$b(0AN*^|^!|0{MnrJS{3b_WSd$>WE
z_r{Y4GYe6t;F(X&yKiu7pQcDHct8;MaP+o!O-YyABierHq5qXy#oRkQA2S~2Rp?4l
zv?D`7z1LN7w^`d;A-kb8>4-`;uJ&=exN>bGaDh-$PjO|Y_%g%A>&J%rLiQN+iV=S?
zlOcM!{Nf6?IlNlmj#ZQQG!pw)PsdS@!u9U&4Xawug6Ug?7vX^J_a(R{vh6+IO`7N=
zebDwF<-d__c7uuCHSx2N)t*SCkShO;s{wUPzdceLboPLJlYEEF!X&>H(@I1iy05q`
zbRjbnN;b*Dh?L@t$8bu!t34m<X^EvZNiUR=-z+YDYH8(bRcy>HGzJ*~RbY8p0N4>7
zr1D$T2XEJOuHdCsyb6J2W(%ODg~+b(3<5V#y3l<9aj$iyHAa_W#L(dJiBrBm2XdM4
zH-Dg85~C^Z{EqR~{T95jv2}4+;aoxN)%!!{L5TjDr2#$7va94!h6cF;fvJgEPL3UK
zhOZ1<4?G_7ew69<q|E#UIr`G|S60^1+?IeM)VP+$VG5bvl13V1R}YO28li7TTmL>?
z%<{74$(<J07jBQG4j*owY!?4pE9W_q&6>xRDV@(W!LaHYn31ykd6dDZ2i>b^Cj~t1
z84WwE`~4>4p$xc!(^ih7^H)W^>_TJ3X<lAiPg`a#?v<%He21=hM^yCC>E!;bHf0+h
zh>f;%n73Qyih6}qjY;V0;xSvtI#l&hRhyEE+)F&E<341mdJdx%K*rRN&f{S*wzC(P
z9?hj?)&YFk2&Bsrkub$J=wvZnmvI7-FlD%u4^nc==_b<sfVShLXZG~#;MW}N!1EZS
zG$IlC__%beIZ3Od5^SajS?q5N1y-Lh&*P(}zzCKa;i3LwSuljvk@g4~B@E85eY0jl
z7u#Z{YoU=j3Q+Tb%K_AWtLN)u_%_n?oz(Xf-erXMvnKr=!8It_=}t-BFj;j~D|Gl5
zy1JaB@Cr<v<C~#cmebvBfUDIZEOz!{_vdvRGgk>$<GK>b^|BO=5jpCqo*yr6xh&}}
z&U(JO$B#JT-Qz_{%`H=-S!bC`B$4UYV%7}|qvrhZ9q`@=!bi_zr%+x7&<cXWuL5;;
zXk-4;2`)IzgcD*gv&ctKj4(ejqT`6W!Kzj{=|AFy{LZi|Y#dnKPwrPObSl93awJZ}
zHy4@XE~+gW7S{_djO>Kzq;Dbpd&Dj@iF0(In?J$VTSf0<NjLD6iy<g>V|iPA&iT`4
zi)vEp-RV5yqEk;_OTxt!Vkz&>>qfA+5GUOH7||GQwO<UKpS_@Nr48wZI7k~&sK+z5
zM_zU#KfJlYOz;g<w}2%;T(fW}BuKKdXjUlt*FsbjFhD*g%1_`Hl@seTR5>fg*2>r~
zj+{g?Q+uZ{Ag1C8aAhs)HhXate4QNhh$L+iwfoG$){`i0bmKI>#C92kKs`c1)i*z@
zp@q~!TSygM8?|w^SklD!v0ZhQc6Hc%pJ6<m7TbE?(Dp7u=eb^R`2<jJfy+<ZPdq^Z
z!gl-hT5l57=BNHJVV0roBY&E&$*A<%^{l=pSuX??0cpu8w(Pj<2T^nOW3xV<r$4w=
zFW<Mk73V7+w`{V=9Qho;C8T8*G{-4VWf8|s0K3%O_zwXEOk5l^^89>s));du+F}K}
zMOhRGc~K4cD9h+;)K7-{0zBd%v^h0#=C#W$3Kz9nU)u3Lz_E6CMNVFVF-bzSd)ivi
zvAWd%VeGDh;tJYE!H3{ZaM$4O&LD#m+$FfXySqbhcXxLS?qP6ucL^>_-gm#fcdK@*
zZq4~)PM_{R-91%PHPg@eJ#g-uU-SEcjHuo%dY!mf70XD<X;`m&d>@G{dBk>kT;6H&
z-403*Pmb_#yFbc`8!<<eU0pU@9LMKHUn0hJHg+VO*R5O7-E3V#HA_TnuwP%nA40q-
zKf0-&{MVU%zj@Q(GQAN6ETO1X*B2URw;k;)T$$t}O+~*UAUc-g8#-}{aEHXOHU_i>
zz|4U06XK#WR6^)Mx~(!?*s6=uo5^2pe~a?Lor5-$p4R%Kwr72z9uh|}ZP2=xcPl&9
zDZu?LflZH++c<oIWhIqQiHmP{K>Lm^&tC>UG7)ihnrJ7JHRVz5netA78c&S)e~wb2
zsYtrQ4wVhTVX`S~9dRzgkV?zg0n&M8$U}K}>%0IDXCv51UQ&B>P69~#C|Bd9741S>
zU?p|W8@8%qaMGye;Z`oDwIx-K<~POSW;RufEH7d2gRJ}riMP(=1kd3iU^)Zy$*o27
z-Jm_y>^t#|$UO`O_c_!!XJjZGhvRjt-;wnSHat~8=Uz(rHNFtwM^Ec#7}6La_%i*w
z&U>XU9@9ovoZ5xy5#&ZkY+g$k67z1-weuLN&A~x%2G}^D7GU`>{5oHGn$r0+J@JkJ
z@A3`S2SNGb7hYtkp=^nwdzkLnUUFOd<^~~?FNRxW#~PuHw=Du6x?6-zki+V$2xc};
zYfy&X=57nCFX1Di>u8Sg5*C&Iqki(}WfRsd^O`It2Mc>oNq21Iaec3aPo~mOrW}of
zuGeAimnSfEMx1qoe2;wL(brbprodIT{xv_UMV7UOEq%nc268zo^?(Mzhd<;lhT;uN
zzIWj*Btn<y9c%t2nm2Io5aN-|c(ljWH{3KaBDL24;mq(|D5O=$taIF4-@Bu6(=AqW
zk%R}K>)0blb{<}P{SI$sq;S8Q7l$E#Z$a>mNr|4)YS&YF-sj>Ov45I{Z`K)>)~)w1
zQ$mCWZ;vO>_J;NQ*k8<tIKC3?o@j4$NaNN`w<Nix@zr7_DyIWCfi6m|qrK|r<PWJZ
zaviK00o_CM0v7fh*q=Rn6V`L=*;ks%0o1y39osUb$O<GgUikua+e5h3M;X{F)CK4|
zvEQN<eyz)-H8bChQfhxE!#;#V8`eQj>J(ICX*V3W;z8#)wr>_ApXA7%O^>*im+k<e
zD~~13^&}!7QPe!XIwPi$KOiGlOlNj7U;VySQL&Yb9aXqS0xVU^Bse4j$Oy2QKX{l9
zKf}uXFcj}okYbGzyvz?_TJAlg5D-gWve+;WqEK{Cs5XZAPzA)M=LQ?|O^#ez$)fsl
z#Yx4gIXg)!vq?g{Cfs!y`a+a^k{q;aON%rY4|D{ZY`~#E<8ea69?2`|kP~eW#of7a
zmm|FvACt*U1ok~wOua_~$@hgO|K1Sh+vLv!UxsKiFwi4|<mezPzg9w9f%Aba!Q0&%
zoqAb!LzcGBgWS;;Xs~QN*iam>9y_~l$BKX8eeT^%m|QwT7EdbI)Gg(-3uEMKz9oC5
zSyZdv5NpPiOgx9Jgon7lRwm%2y|%Gc@{NpKly2yB^=N{Bs{@7^cc6eOrq$c`K#jfz
zZ9B_ChR~*#KHR$?mlaJF;_|8jbC1z5`$mWs=Rfflh$7zPjm}JoB)BGGpSwO}79mnJ
zZW11p$TCD!qe*%+A#vQwC%Ej-7LQ24F7t~S)L@XdW%v-tOFw^oVrigJHe>;%iPaEV
z!7zQtR<p$Z=}Uuy%=uRqk>iL)9tNYVI*05$bMN0QCkf-F3VJ#VN}O9M5yL-L;=pMr
zo$MS{^!VK`_!R3BAiNGhCj+=S&fj-O)4!Ka_04xtP-E4ohUx!z!;Z=QK!aOWfeO`+
zEf>S@?}|n$)t=J`XxfW5C9cgYH!!9hHowBWZvR;ut?z1jckH~kU=m20C3tJ)WfwIi
z%p7un!tIt?OR@Y5Xjvo6uq`_Dyo`ii=o(pYRnvHMHxD3D`*1VR{)~n{q>eW;uU}(#
z(~+k&8!w!OMbFgLO`}Fc5F3LZ&yp&C%e;9UwWTd!9X~C{rI-&s#gYL$MS+&))HU61
zc+p5R{b26*KLC+-igpR4ndk>onA`7+W|xU)&B_qH24D4<!D>^#m<vhi^Difltc}d0
z&w}u+C@1e<gQC+I%;<?3`zK3?D3)k!InKUgQkql#V9PLKWw=V4k2e9)i3*TS8EV6m
zwb&W%oQ(kl9+QvMlz%Gk;%ejnAw86%9T&W}w93+s=X*+J@%U-3Q)nYQJL)@z=Rl}}
zvEA3ormm$aY&illSY`MVv2FkmKb%{HjM)S5Cb<^HhX8Ce(=cMhY}TrBi>%xXE@_74
zv1U0~S46+#CtFr7@{dKAGgaMhPcfyTiJz*2aEE*hIYpxJ$Ftn+y|xnWi-uxFks;ZR
zvGB6wTcW<lN-x}O6-M&5IDn7TM`&##xTnA!>;h}X`SBWL&3AFWADR~>po`u>tx&4p
zA^O-H%^g0%<)fK6if@CmGXxs$o{2V9RJ4?IR8pjT?KZJ4-ge${)H1Pj1ujqITqhHF
zzt1M=q)O;3q<<`g@yejlsIBh;Z}fVZLqaHHzTSOHLi_x;oX;Ng?E+3K!{im)_`5h+
z#V^(chbg;XsRS1coDZ^VuK_(2JzK~J0zSYjV<>ga;(bar$oN-~Z_H7vmQR8^)hM%+
z3&ngV-r)fY`DL7YVkz@wA2k7|F%)KiLs#Z4&t(raeAad`n}C<YExE^i^Ui<~qTTHv
ziJUfsH_~YZw+Qo(U$WN&64N&Uj68i<S*Drh^$*ymTuV0{5}<ff_~22986MJ8yq899
zz{UEmcc1iZ8gmBZk9;CD?$+>|`dfCh=j9;QbE~4ug39|!4++KM@r=S=5&hY<L;eA#
z?<wyA_EVXgmf=Nkg`liWo8x=)@aAV}fpt&odKxY+32-ZK(Z7vhEGrykH}@}>n|lr)
zz_g2NCx&cJ(~!)T*&=dss)$6KWb(nc(PZ=~wqQ#>YJ(onRD@>!X)RAGi#wxHmsLsP
z;hTPfg5&QCeV6StY@N8?YdpNfu9H;ql|^28O5N&O21Qxh<=g_P4yoQH$hVY8CIh$=
z1IK~KzqiQ2n*5Iao)+{d%(Fc~ZPV^yhF65V-W}3)-Gm<Z^m?^7^6v@2&@eda7lFyR
zPDi|p#**}DCJ!#l!Y&b;XfNYGn5l}6GyCA<#dLJ|QAMER<-z^xK;JN|&4&AT#Ba7O
zmpc{BSXc*(Ll*mmFyXOuhFn>Wj!(M+TWRi|T*dga!U#f<NAZfDFp8dLJ7GoiwnQm5
zO+!c=ZmBUX;+g2MSvZ;*s!SDu&3vY2BmQNVqt});86zCubGW3M>k?*|dCu{-Q9<If
zeZ?b45hCKG!>x^0CKO%Gw}!4E7Y-p!_6Ee@e?-m;<Z}s1MxUk=;_kmV)0$QRVaem8
zFiWxm7on`)9cg~S?i0FdTuXv0iWxVFd$9LZX$S3>h&>6astm-O?l+&qT`VQDvP~ea
z;TMpQ_OSt>??|ZyvG>nn*n#3<E0oW4BY!TuaKkdpxl1}{ZZ=v3Sf(%0aibyYd8-&f
z$4T5{&08VBG)*6}I+sdJ{+2Qqar)qU&3c~v$tKfh@|cIz*D(^6p4JlObpIXNT?>E_
z;WNdpbi(Sf$k|N9k;v;G^O#Y#fplAoOG}5q0xdHG96feDaDd)&4u2)H+Uemi_V1I@
zrYG}9ez0SoZ@B3}jboWV)0k;!q~-9)Th_QId?hP~)kR&~H5Z*|R)ZNNBPE5Pp*bmH
z@opy(H76({W(TYIs!4jP*lGrzNoRpSoLw%sTixiw6q(#5e`mS0{7RW9V#7Ry^I`us
zxMWq|+U&+tK29NRAzhr3I~RajUF1Y4(8OuphLmHH`f6<NUEKZnE0RJtor>Cwnnzr$
zrZc~qRRhP8UOI6di<X|Q+`KHqQ&MP)N3FIxmq{Zr`zPn&m|5u}R=EF^m0^KY84nfe
zSln3@@#Iv$6B2FC<JbaHkgT_cv|fCPwMKliQAAqvT2NJ5PU#o$!n7@H#E*S8Gz91(
zw+*oDHOM2#$}e`(yk_%BBge4M!;OYnC!fFP?!bt}r80bxC*SysC4x|M;e@`G@-t4|
zYXzKx<;Q$aSuB)2-{QguEC@zNg3B{?#$;gFTlk7Pkrm8Cu)A0f6eZD+-G-<dBbYu~
zF1F6_($TYqa2tW`#*g=ebti>~D%4+<e6!pc;EW!V4qpjtzb)M~E68ihFk@HXpAiL)
z@3+*LwoTg=YFKFW)bwR7uN>VSy;2nqgO18eSCszDt&Q=AETye@jxF%G^&@V(G2y@r
zO;?y%TB?ZE)V%N9=(5W=aAA4|VriFOogSLorDlzlQYklUZi-17?8VmM@k++?{_040
zN%#W_Nn;y|*$`5x<V(w|Z3rk_g#@w+s46rl9OusH_)M7q$VUX)Ew6YvU&|62e0KVw
zZVc|3lYjPsUN_(<s}r<6UlA1kQ1{@XB;HFOH-OR(?XkI7dJJFJG~y~QZL0e%Bd1^a
z<nPX`b79{nCH&`%OBp&G#A*e%6qa@RtgfDNIkqX9{3=3dDF{9{X`zZ(C{Dgu`$2xG
z><rGNoGt65Cv`xZ|AsM0uGAWrAav3vIW}@@s9L&d$NHUsV?AoY@s<LoCR#4mQdI{s
znbo=CuAJ~eF}<84v<HWg-XCt)P6urk&V)UgQ&k9`=Lr;5=3F#ZL`hV2TA7-aF2%2s
zMwVFDGAy7>*eBRwJ-J}2+)Cn|bZWxV>S{J&l?Qo^L253~H__OE-JW{HW8xKVPBeq?
zM7>yIUfG#Z=9|t%NHP6J&=6x5<14rG8ADP@mhNMcQXi96srdd|X|y$ZZcmN8^>{i+
z$fRp%?nOt-Y_~J5WhG5zveI`~GSD2ziE3`tOid`33T(Ds@g1mIN0ZSJzYEc+&p!Xn
zkPUGLj=w`mxfk1ghZo%05C&PJf2aOl!2Y(Nf3hEyJ-il;&^67*$zQR027l!C2G?-U
z^w;=c+T;$2V;Alv+G=Q3=8Yb$TknI$SNnjLZf06}o*d9*RI*#1*2FL8Y=NAmrWuZO
zGYfm#mRf1x#48dE41F3UXsP-WQUVwdmYZ?D=xFve5eApm2Hv4ut_aQz9YG~~$$1Qp
z*h-{JTUWS=(9Y_Pc5IK@a^11A3GP;qnN~Ym6>YSq;CnO9&r%ZX3B?@8JRyBD5MP!l
zA7P<N$b@{QpEMShk;c7FCp0_;3E}WA6{H-w6J(ux_i9eIhA4;TkrN^US911^vz0{H
zWz$#9rw%2v!18@&w_`f4!|0zbuaQz)TA|bI0#ILgie*hLGCaZdA1Tu`hl9K?L}Zr6
zd5!?T<sw*bAx*{-0B>S^zUUI^FE7!<*jd1;Erpg*(@K)ilkcGLfV(aY5n4-b0y`E2
zd$}~-=0uw}d2l)JQW=`<-AsvWh3OZ0fJ^##qlgMry|YC|yWo7Gh!X%%vtrvRQFClM
zpEG0mY+z$7FgWKeV{Fd;F*px)3bM7*Ps5he2b8Bv9Af%e8%RpYwPGOuqIp=-B~BxB
zh&pv_$~3tRSG9+_a3&b&JhLHqK(u*QBYN}CIl}eWQa4R8;5}B}fcABFt(0_!c_p`5
zHM_=&K=Dmho@%q_71<=ANlk6;`TlG69_e^b=KD0YQCeLTj+~s#WJ$QJ_l}_KNdBuh
z5bE(qJlL)K%Xns-1Jrw1jZ5Ae9EBO(wdlq?@J@GPQ8pvb*W|<)=wRU!1B%JQe|i8;
z8jXV#Hm0KJM4W~>n^|1(I5&_7k!G2D{9yqk9wFq?H+k9NHHr7Eh-<OtEi891GdfWM
zqK(-z!E}cs0OMY_s3UT*3Y>^*ceO#A1F?@ugz0ddLDT7jw{jhy<3`aWB9C0Ow9H9*
zv;<EQkzZ{SyOpl{+)+ko;0I8vE)K*FXrp4iEIqVVJ2_wguvbl=qV*lFRd*%*Y%;_s
z-y|1|hLK)@<AzKAq0@<}n_|q6@^F(?I)Uwx>kdY6ie)&9ax%d3DVK!rAI?-8Z@3V}
zoghxKi-?0q5vsR?>?8QNAQ{)jxDro7aYYUS>*%RS1KciI&fD}-XF=i^*x}jrhvAm1
z!iP7u?jdupXjV3fz3(g1;)#LRY8s_6Pjaa9td>M-e>p;mS<ewe4$!I$=Oi1+bq!;e
zQFF#=2&2Z?uNA&wQEZ9(`5rQY8T1)ggIbIcjmu;lez));QG5gRqw`)^eiQxff%~%M
zb;+rELmZSb(+?a^bwQi~u<``9DTVRiya^zivX!#VMXLCq1yt^s{}sK7fuy??7<WSJ
znl{UPdLko4E`L%}xTc}`DLPnjRWPNzVFh|&g2CWIxyx3pp1@>I=`pR7wJK_IibJA{
zwcJf~rvQvOU`XC7i%goAu;}I)W$ww>#M<nZ)vUl$TVU{yFAla0(L>8SSaT}y%V(QI
zvW<H`cr~e5K8J5!2wYBe^c$-n8rL}ypD@Y-@jqIR7gJnlMiX+<?cX4&ODw~6s7tFL
zIF*16C_A1o<~z5$y5qZQ*B*H}4%5r(A~b}%p|L#Hk=EWEPKUS*!#AvMZ?8vVer-eD
z;oD@ddutRgNG~?LM=brE2ewD4?QdU}Q2_A|k`AY7L_?N@_(6$>BI73Iho75o)9^KB
zlOM@r$35zXA@~?bO^0XwTNm+k(HdDcQZ0}rZ)Rf?>B{BZ0!ifx0NvzjYQ`L8`bWI(
z@<;nEM%T_dF0NYwh0-pPN8?`$KU8j3T;?Yd7Bl&ZyQ<z8-wRR3ZjgAyVa@{+e9?ca
zy4<AKQJkN9JrCrhD}4-X+D!VI23_T)*3e<XCvFPjyhfWTIOfZ)gOzhfHMW{Tv?jre
zmfb{^eyfQ<E&3?~wyr|WZ|E!hgubQSi_l9ai2Vo3Y@|dETzMBK2TD7PN3l{o9w1E&
z*XWbzZF)wwPtPpM{atDvqWS~o5ot?jz|d_WXTYh*;Vkt8xPoR7(T*tpwNxbIoy?ct
zzmq>-@F~fzEWK1sHma-Q-Ri6m7ZquLX-PNHG>=VO!GwDSKe+mh|C@qpen<I$%s!sk
zEuf%lQ3TBs^NQb3tu;=yl#dd3z&E1tak_4Ij0~nH`p{Zbqj0?b#ooBh!rj;Z7b?fT
zF7Wfg`uk>&{iPSPgdfX%_tg%Z$_E?@B-uiEEAsC+M+>T(4Ic+zDQJ8A1s*f%6f{D-
z3j-&9qW&0ba_fN>#W!y{^ZW}plV2&`VLQlA=L$ZyNj#+h7tayE0-cL#?=>a#3Z?z@
z6FDO2c{5*FNwm!a^&$7txX1Tv?&ijp`iMOj;y}*OyI)=D(BBq6-7-X~45H8m|6SUC
z?8sT67|3BduyljZ+NHWff1h8uGNG^ok(n_kTi*$<e%<6#Wn+I<eslQJI9A6+z=in{
z;OVyia+7AN`*h*;uAwHGQJQgC^$K%*mU5Zp?0weAb)*Iw(oh36-mER@H>s44_0^#r
zjkjD0*yh@b?7*mx<pB9N6WC(!7RlEG?<HOedt!BtLw7OYh6CQN>u84q&k1|p8KcGp
z8bcjJoIFo>FcwQQ#S8a)Tn6zIoU(hy>_s=<<rc%;N80QbFuum%HGbTNcjNjl=%3<b
z`lezPjim_9>O%8Dz<e?JVgly!rJLLY?(ZJMKKr(U+HMyk%Fmc!5BQT-yvs++wNDa7
zZh%)p<ildBPJuq0C2$Mx>`*t*_R)@<K59#<JIHe$=?ZS)FP-v}FRB20Fca8A>3yBT
zXoA60Tkp$9|Bh*Wtok9RD42WvO3)ozDjop1yz4h==&L{!Z@tS8_Sack7tKX7v~btf
zP&*xr%#c!2=|uZ(+Y~7HL;`|Y1rss+khbpqoA#=`6nXm22ROxqGuP4a^PylIBYEQ`
zE!&8Be`5JP9qV1{vh&QO*923}x$~TAC-uzFcAxEaf1YZJ4gbd|8Wk+sfNqZ6?Erkl
zFzx*5DN!^l>4<VcBcr70&r+#DOqM(#`r*01%xf87MK)Zd0cy_Ij_KSaL;6|S9mQkw
zyCc8msoMho*p2aTyB9xJ{;TVskW;(qScPVS;~G+LqUS~_HnY@<6T`5ckn2`lCk}xW
zZo)G(&`xt5+OC>2%>r!LWH~Gk)o<-`h|O2#=Q8}oKy^lek?Eq)x`1RdfG;_H*;jXL
zO7>vaH^>$Agx3zRThE9aE$*7~L~(^hN3&UDbrGaMwVXl65l8aP@mr+%=z9U02#V@l
zUhaEUU#{;TPq-^^xZeq6w1*Gf&ePODm_uryeEf=r8Y{9R;TUoF6R;n@7?c6oNs#M&
z(H=HH@1LDy$I+Iw3!F`&Ae%r<#^YxFOtsOcUS}4-)Ja>b!#NEW{Ji)e>D0cxeDzen
ziXSDgD2NxB@oZ}lQH5}xZy4I^@$_fOqSCZ1{BO0|7%pxu63Uw|f!N^JDlM5Ani=HC
z+WU9f18L>zzL`#$UDfQq^bzMW^E2YbM=zemez+m>to)qbl4`K5=|s!Bf-NngaJkX$
zFw$<6tA0LR&+&9*MZ$cU8<J-t%aEI&KAl6u)3}>kk6vlH5B5ASg-sEQ*H6y(xb~QD
zQM3I6jzcwjWqZhb8hdz8v`^UXqXW(~D{nMM2Ua`;HJoy~pO3U`J}BO#G%ReSvLjP2
zbYC~Y+z=WwJPEXr()(h3I8a1OrX|;3AjTd4IoyJ*|41VGf(iDHSW95{<%(&m1bY@B
z+&z?up*761qkr8>F8*TjkrUYSBdm8$2_+L58<kX<5x8dp5BE+A{ESb!eR;pkbqhx+
zq70()l@1%Dr7t}}H&Bd5nU^mt_jQG{aDiw38;0`ZT$pW|8*-Lkcp?m**|7~J=NSv0
z;WhMwHPsS^`D0aB`woMIVVPo}C^YB@7jx$(P*^+sq2q=D9y2)js9P!Qln`a-881lv
z^-|cYSUwDIriPOMV+ZqYvK~I@(JBzd8#yz8*X9-P74e<ux43WM2du#2XT;UNb12`y
zp1u#$+&`#QbQq!rZFUFNb3fBNy|G|3{K}CDj?D{KgQfO+{e5YwaFJ#rGSM4_02g-b
zXT$4JSdpby`%2nG()PY|gSU0)mm1Ut07BpHR0?F)D1gi)K!77Y-<xibB7It_E^>%f
z@ybNt8G>_*o%Ud@i;nxnyiOG&$l+x+KVXqJ8<XT)yuG_9AJs3GZeCyhUp+225wGk|
zr|++S)!#LzP7kv&(_WqJ-`lBu*K>N1#!o+>f?png{C}#4|AR{ZLz({xs-HYH6EoMR
zoNXszY;J1i^p9%)zx7NfVtN)%j(@bfsUtDle{g2uf5tUE+b3WBdFj(;W@7$SoSB%o
zb^deplTkGO<eUE^D=Pk{<e%vM|8KZTernz3hC()<M)jwGt>k2Et@=sF|Cg5jr?LJs
zULDNsoNOKbH<$H4&g=g%6DuMKRC0Ix?D-#@|2b#5fB5yM4ojsXqD1|vUz?hL0_E;h
zLZ5jNjHy4JSUWo_W9xsb^2xd~el}LN6_*75(6{@4G+9QV8Zk3F`+sKlzsC1D>HnhQ
z|6^o-HvKn)e{v|x|C$h^nii85C;LBnl8Kn*lNV?ET)oe?|5lNOn1z$;v!73J`(FvW
z7R#rK&ce<0na_cR_%mezF_X@xN&dO=Y@gLW9c|WspeZYd7W-$S0XFVWt(=|n6Yc(2
z$o7x#W@7m~WBsi7Pfh(S`=quxIM|5U*_epg|D{Rze6cgJ60@;#e|Gp;&it<>Co`wc
zXFdmxfAlQ}mloUSXxP~P-RiT0&-@5%pA<LC=f!_zY@Z`yVfpXvK8OBU!ol(1(*M-_
z%oOpj7RzVGgMY1AxIYK^nH7SS`yZS7*&7p+&gUhT|9qG%tgKp}UFoo}vJtZ~{byQC
z99k@#OgjHt&I;zw$^0LHtISN??A-q^uhY}h3tjZyRz=NKZu*5kfhlOBkQJ6hP=W#(
zDhx*i_2vt#e{Gsys$g#zsh%JZ)1Ce+7*LSR7GpUqejbbj0toSqgr>fdw7znDT2x;n
zUet@hi046hT1LX|>3rj5`Qt*iq`1AJqg*!YmcJ$)={F1sd3r1ii;SC7h!TL#0<Y03
zpxznO_)@~Bux<r}c|lP;>;A}FPC%tpn*vHa66OtTG@(^kroN#Slgv%SPMa<W2i}Vq
zQ){dBI(wZb;>7Yl+N_M*y;%l1wTBkVmj3K9u;dVSt@67@P%0<N7~;mk5PotJIBXQB
zkj3k40Xvumd~u|4hp#X2Y&Chz9%Xl=lutp{3ZpY)7d}@zny<1Q74FGPX**B5w=Enz
z_f7cepG<Z9<=OWcCeMOf(@#MB^bgG)x@K&0KBRi=$+sIs9HrwLDkAoJE8y{!X9yxa
zH3JR4Vq6X<*Mp7jl+JP>6w=lG^w@;Nc?zgS?lL<Z_QH*M3IorW8TXE-O0x(Zoo^Tw
zs$gU4OZ6BsO3SReJpDoBe6Y6%?`?s_?epCf7JT{FDGSptG#o;7bcq=QCw>iMI1+y4
z?MjX+z0h*9?dOuZN0Pe32}@h}K~OW)K+`Q?_K{Uz5*f{wmvQ!yD^z#<bm-`zRe)Ds
zFnkKU$B43mMb?vlfVk!9ZH1p$r&1Lz9a47b$t>Qva@n>rqN#uOPGeT<p^mzMzQ+Ob
z(kQWzbV+d1f!ZR3l(_QVA-6VzZ_b7&SXL_Krf}ds3Ha-lpD-cl=?gglz3au9cd3tP
zBv^Ef)WTdC`@A9T*FxOqg@o7VXL2w@2V%(y`0xDh#^{w^2DvS%DMS**1<8rd6G{%2
zQuteIP%|1I-~sz#o7%@KiUc;>>mfua{D@3};H{OvMFBBix17Db{g3EMYszbE%yR%g
zop1-9vv7aBHG1iB(p348Xs$dkx<bIIK7xmoYx4CH{qzvhknH6%kP-E>$KtZA$b)=$
z0IK<hjxSxy9B0{(>A^EWbDcRTaM0Oa=Uv-<O9kYUI-LV|2|D5!$(M=r%8#-{;&~Sw
zJWPG|WW^t7z8Pt;)aMKIwnthFcx^r2ob<k4`&ExBGv$-yzRYZ+p8gOk;T&WHoI;dG
zSP<GlwL<8j-kq$0*@<+_;qAe%$L5{jLCeJHv2k~iB8Uu+V%=8!_KjT->-!?B_nB1$
z2Bv`KYd0U)wMr;?a!-RU++At)SAYIEN_f^dQdxNQfi<LK#rhi}Yz-1uSXX#;C}{cl
zAiEktsqRX(sn_T7P83)tI(y)tz@GU>PS&yPFdkuI%&YsI{;Hm!hOm#f=wzXwRZ;=e
zoz1U?-`jAHuf+O2>dZ58`q21N&qSdJNIg+W3K-;MgTKBdVZ8MR1=;-BR(E~3?hnI=
z`NQ<3*KZ3m6C*0{aa#zSjSGGYI6(lh2^Os7XYeItyb8UwEie;f$)8jX9LN8=>H9$E
zmE&FecrJeM?AGrQGrq1Mdnha(Z6CFx*%D6hmaOgYyimb3P3$&E6F3_fzv;eU2ef@-
zbjYp-;Y_OMK~2+MHBF&Kv1Kwx?g@mnLw$|t6NmY5jb4hqfYo^Tu?az;`T|x*aFM;!
znDO7MHdvxIyr+<LMn?Pu+6c&DemD7F@=@;pa`G5y31VnMte&#@NsYtl^voU>jA`@w
zA(3Lv&qb2aLXFA=@~54;Wlk9jleZcv+vIHMtvI+wxE+UO33NIc84n78KQ<N>(6}(C
z;%FzGZsH(6(A@i1+>KTtSQka#{gz}rk}$R-8JXt2_g~Cn+%(>Ydh!s47jwu!G4D4M
zhDWnt4Wf{Wqr4%3x~R?L?H-w>YlO{fesaioT@I%j_oA7id`uKTEHK9BWwu^{q<<k1
zlQ*~vfwHVKq`ad^$k4ia&63I?yBqLw`;C=vXZ}=GHcm^s@rU?`!nYsTb_Z@3UJj`r
zs5R=kAfNlXqN}C5UosYAMU4B{4@S2EX@Gk9RoLx^Ai3-WV(FmvO18+VqwqPOwb~b8
z9iqs?6Y&e^OEC<#()QORCl^cSIlS(?UpIjYWt?8~&|$m?*MV>b5CP~T?J4B={iu+_
z)aKNLnLCo#h4-u-QPp%*p^^%#8=59AcCd?H1+B?lFy6&2y4wOFZoueDD)8v5zpShB
z2#ohq7a42fbL7C`rNlH1!XNRQh6|MUGk<p#C7iw<&yS}WIM77C$ztw*FDS)N;2gYQ
zU+&@_6+>(GjL!ZOzk;k~bw4o?bqB#5!&zdiPhi-zw04}P;hh$BCnJ|WX|avLg?6Ba
zt}e6Z&ddO2OZ_?@5dIK*FSq`9eycb-SJ%ZU^^$zaFdgIj@VDwE#b#*wFOk(|b_)Wf
zZ`0+>CEk=*fAwUJmI90IUhPSFMh55Bx%<1M>$J9u;r6xULv+rW_0s!I1M)?iTDte*
zI9g#3ADMTz<;{{DF_nlh2y6&4b2k4%Ao^>W`oPKE2~b#G7KyI^6p_BqipkjBEqB!j
z3oW%i+Ok=o>p5+ov2wk)(185?sHtCZ<zcaKq9y&x(`n8MTLld#Nu{q<qD1W*N8M@Z
zQZLnjjFK2n!ckos_T&&dBb~3w-&w8WS`eTRY!!J6x!OAx!1LOk2v@L>4{wF)39&af
zYbr)pvBwpiOa&oYMsy5Gmz(IxKPtAD$BNCLhoh~UqQKV9qAiBpfNJ~8B3U}&DrA4)
zCu8)`kH2ovQ5j@!Q6;$*D7d%}b`oVfU$`laSd?Dc&O2ocF$qg9IRp%=cWus9JfrVs
z$(p#V>Fx-Er&+isoCM?TkpsCf(-rx)yAKdjoYCKLb97pe(ifX_d&mDc=L(FK9DD<r
zB^kBqnv1af>`Yv#gu(st<+Q#F{9@{_2b3IPW)9%-A^?9(4PJPH8|Uz#3&DU}7+Wc*
zs8*fM;6VGzi!A9V+Q2PFC}E|h*4xNx)!z~m4RjS28>6Tx{VD}HlkzC(1k*LDvrjt2
zEEYJLVDkH>MZre@<@Ift7Vz`!{Y1`Mm(9x3>wbC28gb$fWKc#p-5<L}c|`_71K}Rm
z-f_zgfN$GLANpH_&7~px;bKHQ;3UGpt5@kK!9f;6aKVj04>G&=&-R}&%%o-y-bMh=
z^aYk^)Mo)@y^*T5#lftV-mZKB3Hk%Le_S~qz#_y(1w7GJQ{y#4mu-*&%Li=bw@UMT
zc<hWc?yu^#s}a1g&_E)h24VBL_NrK?HsgKpUuT~Ie+N=iENC`*o@X{WylDsws;hoS
zx>R|3>`fR4hRAKcUsvygnl`0}A!x$wd)1)j<HDd`b_hl)<%ta<XK(lu!q!b%k{-`p
zl2+FX1};@gqsV>c=^4mul_RvB^AQ5UYFGU57cf%dQuQ0$GsOa>C$0*OUE-vV$<;Uk
z1ZKb9>E4)juTo#8l()G-ttE?{9$x2YDnFFORD8Ow?l4@|B6Rp6Rxj8~x=}oBB_#(X
z)tgS*D2crIy7X4!zKIK>Q{l97rt!kuFy#q#6H>^IGFd<h1(BJ+AIPl9_bApdrG*7h
z65NEFVUjPSF<a$VYGE^I6SID+#O8fEyA@)b#pj}>SAl)=kkn{ZhT8(o@7*?k_p+bA
zD9_v~=<ONo?ZNH^a<cVeRZz}g_8CxGxk7(6AsNuBA{L>Ywv>8(WmI>Kv^KAt4;bJ|
zGwh`aq?L^~gG!=IlgW`*r_M_8(Nw>B3HK)h)xTsDWesM+UN|qtx9Jje5KH#!9_^a1
zMa>%2rxKhNk@D_O$mG&M7Fvj0Q%zI4u$JpE<PJ%ouHiN@n561f&1!@V{@iH+qUom+
zWy+YYbY{7s*JX?(nY0AJ;OxMX$wrB21FQMmzOKsf;bY16crFFi_%4_cc6;3Y1_-nf
zzlHVqSlp)1Cn3IrnkJlHd3@$OX*78#yIOWnLUpA$?VqkWe`>6&ch+vb>olRq63-fK
zQN|j0LrvI+f%QwI=K1_4qv?lP6@+I}7oi<uo@i}`-vic$M{4vu4oTKhH`P9WcmHc&
z%7}X)U4M#3*CiRHDCt%pI$d(N8!b8Y-839PEg8tR9`eLKBY}S)9-$ks>e+#e;LfeJ
z)NWkZfwo1P@cCd?RN!L2eIg!-+$cKX$7+J5E4xI_M-^hpJmCIsWlD}`v;8dZv_LrY
zg!jqJq1vS8q<5|Fsz^t~*k<Oe*ZqKh2JOW%>-kfQ4Tr$}Uc_)k4&KhH#D#CA$(gMK
z^n7d<SLB!rOJ&Ro0<S|shqpbFVWt$M4EQp|iHDyNJr99l9njwlBg!B(=NOJRfwL`A
zk68~<54w1U?j{ezKdUiKIMR=OM&*0$h2D8oCrEP9N8YkNoyh%g{C*SQ`OZ9AZ!tS-
zIb2yor6mowf=ge~?*Gd}?ER#s=K~e~w8*hlcf7g8SBtM_%U>sfYQO$a&vNe(!m1T)
z?kh=#jw#{AA`VZc#6U<WzpkmSfy_hU`hf~z*6eai9A^q$9z)3U(&?7r^w*e50rE($
ziLX(;M8zW&(7s`;On#w1EXGMfSF6$1o!7Vsb9_}bshi|AO}G24*xHE24Z6HkA^U|3
z6!qE^0g(!2y0Oe|BcA>%iBp83?NSKFn9D01F;?VB<H?c_j9MW!C1L$r_vl~cY!r-!
zSR|W(oA>l_iGeBGU-@n|M%jOs7ou~oFrqMytox(JEn@9{#VcUSP;e#4SVGHl6Y+}O
zes{|dQrY9I)d6m(Y<yX$oS3Md0?$M@t4%6&wZrXz8)hV^H=DW&Iq|pkzPqOk7s*L=
zd#E0U+I#Fgc6YNrm^c)hpQOrQo6l-D`t7e4SuE@3c1QNmR>&$1@8B)s;J31T4(SEo
zg17SrKk+gW?ZxB-iiQp;=oejkcjo0q>HFKVRbOcc88=7t_wORD@w?3KBu^afvqt^+
zBpqbWiPve^{?z2_vXz(`m#J>dF~*g1QpOtYGvU3*!yO=Xw2&8*2CIBcnxCZvZ>5??
zPiKW8YSs8-tMNo#ZWCnF626=6KP`L^4|fs)uls)<Kn<WdxofznsjY2K+jqCULP<6C
zZaaF%`!ZU1OYv8W*YMuZ^BIn^6zjz_0?%6gbAjU|#=-=}@uR_lD;hr7hSu#@!ed19
zjG(U6hBK(2y`ijj&|f5Z;<S;)N-&wk<3-gWE&rURlJ=y}9up%7(*+4-#}%|g(iVj8
z^owc(2MD8tX55c7=kcvJx&lXa2KOY;GPLvQ&7lRzi|n9n_Lvi{XJ#BLP73{*q-n83
z1N9V~^_VkDM^f}m43(dc%(5a>j(X+bpQ*f+>vU@tNpzg*bWMft4FGo?4LQgn>-$D!
z)Q$CG@U-m{)p3j{(L+}nv>OQi_#GbHgcNU1DhBCxa~JgfBAj+7Q=IqRqwGB{dfT)!
zG&N2a>wx&qW4Wm`RBeJ+ujTZj+p^{fNLp9L=51I3_!*5v9)nnxJkp+UmD^rM$HiKh
zt#8mQ;@M%3vp=r0**Zx55nff>qnbX{KQ7vDL0X{5nyt)fh6^gIJwDJX$oLrkSbd@4
zXD2$~3X8AYcrM+uv>0r-6>bZAU}jGCSe?AEgo3q%{@yWY9^<7f(Fezp6l>2|7Ptju
z^T=chVUyM*=MO{Pc6fcXNj<H|ku|s?o-i&G((GlImXl)KCFHs|V1t3upJZZu!Z}cx
zRS!@rV~T{BuxRY8A3?SW)^8;Rh%lLPajY{Z=K|IHgJ0KNA_^f6nRWxT(gw9}9TgQt
zt_(`j5~(H^5e?jAAY_zJRw-D5U(Xp$P{>%f+KWf7nB1;z9Q8--m+P|vRMdmaLT0!j
znmrL5(1m~l=4?ZxJt6yNqCQhzhhZbedmSSRs^;bEwdHw_t2m3z5*<Y)_d5~NzMg=G
zt}YNVh;k{oV4*7co>}qFsci4K{p4qSyQdgu)US<r2B{oLqVUJ8KPzqOY2$>tji{Ba
zz4iDzjkx~kPmumf*ANEc<so`8JU9<pk)e7s;G2XD&1F9<EJ$V0&|s1sCi~bY`g{HF
zY0L?$lNyGwb5!YJc)ETO>rn@h-FT3hqr$pxOdw!S{k9x3M#ACPelHdQ@eNyy8_tsa
zE#q>diGshcmtl4zm7*UmRY^1u+e*wT`|A>qsyY%BFsjE$gzVGRT^8<M&EA^9-OlC)
z5%$AG78=X-_gCm|DM;Gi;b#~J{s>kdW45t$B|<V-TA~Gmq8T}Zo^NK4ZE^hysQh=`
z!f2a17Yqhz$hJu^7fG^F#mgEzZB5BBtyOW|z=H|Nek22Bq{stvSEIfOP;bQ+QDhOD
zbM=SFtqj?JG8h^oP@|Sw$Q!MM$)8C8tOdQjRmoeKDi;I8+0*BMc~~&2P6twI-$E!u
z%+XTm;tZ#Ft#x5SCPO8ndXG{Mmyrcl*IlqF@V9y|@L7UZAR<lzKj=Q_ZfG^~8E?>T
z0WGj3Ydi{vuL-<V*2x=12QX^ed?Sp*o0afBFYD6)oeu^W_oGNqzu$%?-#5mDVo62`
z(?T>Z#D@TFHWi+4^>S8Km0c8x7pKKvyTNnfm-7uG-)Jyu<WnQw;C^ow_iShhec3a0
z7~37#o{%xJEK&ju68vyOLL*YH`51qJ)<UjN2Ym3uc){>2bhbX1)fz)otVOY*^kF=&
zX-45hgG%Kql;OzxSI(s9{koTG=2?Qin8GNq)}vn>i5XcKNvT)(gS&3Wpg=T3)(kNP
z-ideCtE`Y_b#{8bRM>h?DMRXRr2}}V-`o}LXq1{v=F8`A!4TPKOnOfSz{T<TCs5SI
z(zqA0a*u_qIBNMglBqgiVBI??sw<D83UyJgC@6wR5iH#IB(NRy@x~>5yC|BfN?!|`
z&BgD_*@?OtvYvN0qWEhVG!}iY>mz&mBawYM+_Z!*A)Q4k#zB!WJ&$A8Ak&bkR$sHf
zVRJ0cvm_(%bxFMd$cTqDlmjM`08}q-Gd#Sy7J@XjktIQ<V}oQ)$ug_F#IZpE%GISe
zzaca1;jlG<0<a2nb$t#T$ln(FxmURSS^j2?@(5!g6h`)~X2-~&X}e5Yp7*KlU2Vrz
ze$K)kJySgQsw%z94sk6B_}@2|Y2teXu{Hwit)%P&f9OaO<>lNez@Z-Wa8m?_5(X{q
zp?cN{Uwt?k2vD#9#EqV_F4NL@&D}5sLU$$Da0Q~XZwY2e1sN(OyNL>77=2@L^<yiz
z%PwE}f8^#N5v<FIBg+}w+ljYGn^qk!Eyz8OyO>X1NWWRdAWU2i9r!Rf4h^pF?RIQ7
zyqY*>KvU#++x2fOj-EBU<Hhp*CDD*+qwFomHS(l+mZ6*WXWlPkHvT+1aFx;!a{Zuw
z>Pg@s1<K_#<LM?s5%wbQgg!`sr-}Bp$>22r9x++DxX^>!IK*R!G6nd@nKJ{Z`hFTh
zZrj*1;5YT=e(^oiufI;9SDZtl_5e7>a4$9!FO3z(kuzx)IQgZ~7!DoJUZ-A6z)HoC
z@X01ppVJ-GZkiTLX|$^F#Oi>+-iOBU7^ITKdHhyMcTs}+d|;&tB_QtB1!C68FWK7p
zn0no@sVdTVdv1u>WX)_7Vtyf>2j2*gOqLVJO6Cbruz80>TAAU=HA{$N`8Q!N`UGd{
z(Ux`2pycq%%0C=^Bd|t=aWfTLHw?>B5TP-f$9fcc=)id7#!F4g{O~6GjS>EVctOV<
z4tq(Z5pCn=93s3CPHfDOcUCm4yE2^mAm{D1e91?Kq}KD2T)5iWaNV_7V%6Sb_9DhN
z*Lz5x%4+fRvT+d!lAbkVK~A2kcupk-yd7Lm+T;fF%A$^H8mpv!^{>Ydgc+0)=}0!!
z1O;P=1F*hML=CvtEq@+73_0bJuI-Uxp^+<*oBUjc<@_t76*5?kb#k}!h92LS<3L_$
z^8t<M0H)pk;t<3ir+BzaQpc4}1TnMy<El59$D{6OE%X3~V^G~~iNG6pk~x8$8#gZp
zI{9he0gYs0*5X%VD5I}qRxRSA+Mm(C{`!HbQq52(%&ZC3Qk-=+q1#%|ZuOYOk{v%i
z^p|ImwQBJ!YjGZ88fqE`B?>k_thO{6ub@qg8~gwiTXNOY82zj9vZi~{vMHnG(Dk(;
zR7t&rMgFPquLCZo_akfekzPhA3m1|yK`si(#vV&|zYxdTYo=b`R!R;{%`vQYQO%`i
zpQC?Ra@eT9u*mj$aCz7g2p|x>4ku~62%s_&b=ch?=Y*88f!R)!;^7`eMk_AQ2l-VU
zU({B>zq;`5xJOP<>0pUD#{l`WG)(F>b(&E++`hIo!0&Nf@*bleyx+|<<tDGTcpqNU
zaM(Uinh+#({SNRnfK=Ui2etV6Y+YUNn4)U$RS=wV^vD!pf`3bii5106AJ$^SW$pJf
zCsxgXQx<}>5$eNuoP^`gTOqzw+km5`nw9yfG2a(xYGjP9{f!dR#~{+F?RwqS{%?&5
zh1z~}#ej=L<)m~>62jQfbXcU};erUAh<v`0zLGy{mpo=W9{*VfEq8m57Fxz+QF>jP
zp~s+eth0E91GMX+=@Bd3>+fC?AC=5M(u_xtS~Wi>P<$D^r!z_3v!S#$NqjQMCfbp{
ziO<j@)^I){ZEWB!^GPRS2yQs!t`0gGl5Q_>`hkhxi4+33W+J1UxD1s5M;kA4p^6EV
zSZdu3r`E@EAl+&0Y(PQEVv6qjmg!~mR7w;gt!$G(=f%<;B@Ncp<Hc~ATx~EiFnl(&
z(@o+?cZ0G`U*&d{v9e5Kc2YZ?xwJl|^(}8*oQ^Zz_iPRN?Fl(v$T{}s(=lwE(w8$g
z!mTwiR>&-|FOKF)D`yHkMWX|lk3XO=gr#WNv$^A&#2T|TX$)a{hr)(JC(xH~9)EB0
zZ!S@lDn3k@SsTX)JY|6AK*jpGP$oSP2^^enLbI9`HevX&g!3YUK!GVNAOe9XM6s&;
zKQ+d8sieCFQ>#X7``@#g$F7cshSuLa|Kc;{n%2Bqk;vYd7~NmyBtaUs)Fjj0Ea9RD
zd%RegG-=Yp%&c352=`2u%#jHa!AUo1rASU>p<;?0F8{j3O9eb;=WDS_B_EL|-{{s^
zb0UJk2D{=%Mfjq@vT@~$r}h7oDO)u4He~kV{y=HKK?o2;x1gN~eKmrc$V3Z><D5{X
z8wTV0wXTltrtAPo=&L-|f2dj1=GbD5mO6I^>y|u6*_ydc^o!y;x!F*|Ij`;7EH#5z
zog$UmZc^gF=sQV)Okq@@>0ZebvY<3jc?+#dtN?a^k>&?!xT|Z6MpdzyDjs4o2gi!u
zg2;E9q}j~Ot7-UL2*TL9(-28Y!8PHKtexNHvAKb+a-L4RtkJV3)|%_B10;o=JUF}C
z!YA(<FAvOBk(lQzSZlyjPC01ghG4{^q!;nU&Nt|YR3=UTpYT$DMM>a;D@4s3EE1u>
z{pR)Lk1rt>s@0oZ#ZF?dsBp5Ak1q*IB-TI5_%303_{>L!VnVs8e-YENkX3!9ZWpbv
z(i=t?_%rzEIu-GSMFxt!{3tml&>%LYT36>~zozcsM6}Y@)AB`{vFm2cR@cI44fFsS
z{+s$l&{|-0Om=)g^zL-At7KZ1gzQJ3L0z*F?BF$J#$F*0Q%BK<PFZhJxTppH>Jg~O
z$R+=vWg>8>`t?s<ZG90mwDsu##7R?G+2vkoS;7JvLmhl~ap=e6WQ$r0Clg+Jw#T*T
z_*H%Rj3P(QhP(!iH;uP=7Drp{2lzvgA=W0qKIR6FYVwymMg$E4GY6<jtC3{o_~fAW
z)X?Lu)_l?gQr#yI6XUVzBV!feX|i#m5{c6M@+wzjTRYwK!d!dU+QWEq=&vK7&EtHQ
z(S)`DlfAsjxxvNzto!jjIDvASA+%5tky~}MIK<a0Ol}eVGr#yZNeCXq(v<0Z6&e*9
zC<lu!%(BXQV<zAR>d_6n+W@R+>aZ0puHLk??yKr9OG8{&AVI})?#J2SmQC|jAhc=F
z4Z9+A!$2Ux5#iV(m!o*M>Q)PmTmD(E+!$bd=}`-iT15FhWK-zqS8aSdBj9;=xBnqZ
zv(?}v@)T?D^?GYc4eI@VRGjEk>2@yOn9JSU@I55kTRiz?Xl<X~w{&kbI#~K9;_|{<
z?IVgr4m`T<TrKrn8!Q*fK`L-CUzzqtP;`C81k^1`&y?vOT0!}U+T8Z6Bh<=}J;S07
zb+MDu20m5X3@xjuGFOenUH_jT-V9DG<?W6_*P+QdngjD_H?D?!whvoSz*Z(~LYbH?
z`1#G)WkT^wew{|%Oz8wo#gBq{T!_e@3l<qXsLZpKzh~LUWA{A1gh|X<4TuPp<=ARt
z7Tukt*}r0IVc!LS^GrV4G*=QZKW|YV0KW(7>zO>`^}toIY08HGb+Ee#H}YoSroJ^w
zpU{iejVpK2p`M35Nh7-WRj&6(yk}y(w?EZ~(;U+rTAJp!*?QlqdSXl}p-YA=d>aj|
z6RUs6x5_L>Kx_%w2boiYt`KL}4~hutk=H$HR(&asqWMgQyEFTnIH%{PQ6)&BEDMYE
zHyhu`-U!>vI9cXMsBDk7?k&ENbV`XL@(q5RiHWTn0@mHnFC8!iK^4+Ug}6oRLsl9t
z!X1WZ8gR@xRZPrPc36Z%U-c<StwK>-eJq!5YWm+5$P$!=56DbqQ98JhEs%`Ray#IP
zgi+Ie-M38LNe9ohG6oF|nuWo&+NUVJ6^DiUYY}n1EgPD6M8X_F=^7K&mi?0fE_;JI
zii&+1(xI59`(2uehzLLb9(!l!r0Q-uU96gES8_K>`anamxx!797TTi0r25gDFjpu#
zo}mCrhJT{~{<?geS$};>QN~IG-D9xwxczEFUmING&5HV2n`;et+mE0&P8gwzGwhs}
zxKo&+_)(UVddC+l^~NV9DHc-ds<iPV<_y|za3an(D?TZ~W@LB<5kotfnX%#ExbygZ
z?V396mX(rU<q@baNj}TNb=yY0j@HiWwGk4kBWsF2$yx(`5ATK*5x6u?qDLDpE)f;r
zL^`%W#(`Nj@8z!>E%KB<A<8W_w7n?>M7aOrAd-fVK@hs@A|;Nk%;V)E7~9xa2Hxq;
zZD^uqv;#fa1q`jwb-5l%{ZU{wc7cJK(bUvQ{Ig?;%WS)y<43tTJFmr&MCXg<e3Vk3
z$=Ict1NPx4PE%Q0e_SFhae@!yZ^)-$JSEJj+{;zIpIdwB)_2}`__sLGm${4$S{D`K
z>t48+mPwU;VGtuMU>=kp(pG5*!Ct}Y0h#BWUtc+oUH}3m!-CdVQ9~TvADP;m+*Z7S
z!92%aO;xCtCei?Bf^|W0H4A2Fu;gS`c{u({=P1JBnfYr6`5<))1uT_$Uz--~bNYH~
z!$KmWn!e+Q{Ck&YErti&_88Q-Z&9M8EG!hI7$YO?-@1^wkyZ&DG9i?yT2h!M<6Yhj
z&E$Z=2yW?G4{g*`or}?@dz^t$lVSTzLh)FE!Y|WRKb(}PjSB4U+Ge|d0yavB?!Xm8
zHbQMDC3Iv@XGe*$yW2?IG}~0L89yk&(0r^3pJ8bOSM$t=ClNvT`wMYR9e+t~m(lL{
z`Eql*i-3_~3-JhzsnTMEF7%oMoVl782<b7g`GXT&%24DPSy5vBU7D|CWBLpE3Q_P?
zhSenSjXwe$zDOY^+ROjSqYGhS_0oYiu7BkNGHst~G*T$Vi^NBmI6?)rqR)+)|Ixl+
zvoJo*ZQXh{Z0!!x#Hs6w=t8g#FICwVt?K+@Oq@QR4Y#<s{Sz^LLRN_4s3C{{D?*JZ
zk_$ZQ5_j#?d~HZo>9?aMk#l|V0%g#jjUk)9alLB$GjeodN(F*B=QC|(=wDI#!v(-p
z*4`^K+WwXr6aE`_L1qF-GhR<k9|6IaIKCraxP?dNh+xlE^*G2&Q5O!3Arur5q<j|A
zFUXeHDy8tpD`Z}ww}J9hx(9;cMbo`2hhMC5UR{*?GsPhHplA|azHFM~MXuP!QJZD2
zxgZn?+mBj45kj_Fv1Q%h<_O!E5lNwp1-}=0anSgKu%tM*I>Zm20MuSu9l(9!@m!_t
zn7l-oO<P9gjmF~6OKqbKUB7ouKe@!|kHV{*0(+LrLl^qqTfo;IUH@l9Dz&8oGY{y`
z>gY=UsqXhsAC+5dS#bN7AJPPRx>Q%<3y3;?HujSDnRr`dA7mK(zu0>Vs5+W#@%P}t
zgS&fhIB0N!2X_b%+}+(FSa3*!li&`)2^!p8gS!(nKsc{SzM1*vKXdQgcWu45-aD+K
z&*|=}uBxuudw11uSC0XU({SmbPd%|hE<M{D`>-e+;%cr`T1D7S`r4p}tXuf?(^AEN
zeW)dWhF5o8u7$oBQw;QBRrU4Cp5uIW6?}a-&ld{s1KjIpBhM_#jR;POU82^XztRjn
z2vu95-#*a_W*NA3&}H6$HaS0;QHwRz%hk&Lj&i^`U9@OzhBMX(N3zC5F|Wd;>LW2T
zCAtVz8b8RggkZ%p?KqZI<iYIJRSPnH6=ZEiMvP6TmNj>9ly&Ny!(;(T&?PQ@zkM}`
zvDi&3s*QZBu!Vl1^kd*$rO_AVir%I^06nz2T<KNdPovZvqXD8O7C(V8c<v~&@ch%p
zLU5_D>n3b*lC3i5!bm2<D{&&JEs_|uLvC=!GF{f-4SFSl$z82pkBsP@s})xJGKGg3
z{}$Aa=(rM3f-{A;l#Zbte&X{dvl|N)B7HS6it)Wl1J25=8R)hBZmR+U=+;|CuWj2E
zBNe;Vv{sPUybU@&_(`HQ32FBRpkq8Z)Wp4g+d&4;$DL~=MCdDmeAH!&dPd(_|HR)!
z_r(twW67H?U{WN9mIAL9$<v_~^!_F`$4y*0$HowI%B}Kzs)rcPpa%2s9DB7(CyDxC
z8}2J~+jm~9-5{BnG*I7AyDvs-zV(B4-BGmxIYKsBEd_JCc;z0k$=2bHMIt5cy(rmk
z4HC_n495w~CgJz*F%Ci`m0-=3h|m$#BiHKKCqEJy)e3&-^<`HMK76H|6giXM8HOea
z7Q#4O(Rbg47BdxVh+Dtn7QmGlg!2KHQB21p_rt%hSyg4SKr<9cfwRbPLN3mE$Y|*3
zRfPNYK2o+H?v&`6B{zT!254^NY@VTg4zv~JyXXImX~HW9BI+_Hua6!*8K*v_6VK-D
zx-^Mnj6uL`9IQSJ8>nl9Z)~)+z-6b9_gGqZI}wr(y<)Uk4VRH<O9E{WcIrZp+#XIN
zRwY94ga$DZFA`W{D-0sXrot&NjTX$dnvubLz}!icoipjr*6IAwBIjI*G|*n9DoXTP
zCoW<=_V)UX{p#SSbGGf5>!JtPoXRN7l|7Bw=&mh9KCcKC!ju-JLxOY)Kjwtx1jCp{
ztG-e#h026|e$$)$nvRy@c>xTc2DCj(yTDV7>ZmwbcC<|Qj!R{ewHKe1eL%BPPza04
zXsckIIs`S=8gVz2)9`klZ0WM4z-=Tpydn0~LAXWcK!Z%UOHVDB3_O?QR|%IM9M7?K
z7lQl%k0H_lyvRX%nQ{7!)P3}BAEdrc%DW>u4qVkIz{6=A1Zs#=1VQdnb0){gf{f9)
zA$d6Q09zx(l}QZ#3Q2a|FXd9Wo%KnXwidi~Gv@c_uMU}ok@@Z7E~Aao${AJs(b<<Q
zlKQelFHmc!?Fg)bTy1i1(H)t}bmwPZw|t{dV-(4JOK5{K?VKIl69!d|(W8TGtd!=B
zQ|=Gz)lz-T-46`pFeNUo2fsnzJ3TNbFVBdfmDukS!0-cQM)jMHsm2K>`%00VRm|&I
zTU8VeXJ0XwLiF~Z_+q4q9HrY>cRB^`z}BJMkKleCJlm%E{AR)RO$i=DLJsMh<2AaE
zDrh<0<Sg{SYg$UPUcgfjR{Ehw7a$I<ajnXetqSi_UD7SV&yNxw<MV{>3qjT&+DaiY
z9{c)*Q70~BhkL~IX(!mdAqV@<mt%L&+Y0St<tT3<75glXayx`3A!EZ8?RGE2y~GRc
zN<ulBRg1b8m7XP8=tz?#p>b1%RRFI#KEsA-2<;U03?`WKV{%!3c$RdM{VM2STxr>)
zqle8vbO?HsishBgxYrbATKAj*aoQU1+g9<FHLdiR!BdnL%&f1%och~*+e{I3$bE99
z5g7vyxNkomsw?!$Z?<lGpGEzk@@b~jW7n^ea}-rVh6zE+5#`MRGs>;amA2$p7b2;v
zs@oT`6skL1gc`#VUw1jaz{(>ivYhfMxU`7f<IRxb(YtOs7W75;4fXr-P)sq)Ht8@_
z$hJ*D2IeMW{a_?dvu1qe9}6Lcr1rjt*vFFX8ouR8btlGxi1%JVZmL$>dV!;3<EJMi
zF1<-iqL+PPlEGOfaZq{LRdI5=W20}#4|OYCaQFu^8l*gJC>Uao0xt!fyjqrnQ5a?3
zkm#&OFf%yx(taWu_?CI|-NM<sG{`n~OUB#AF`lmO$?<!^d?&O-rx}<ph%<@A-}x!T
zk#ddOSlV;x%3GRymF>>824l1g>`r$FFK^epXf^y*Mt3idyu!@cp7oNd3E>QjSA1-v
znh7}dA=-98_Vd~)jPLKKVUE12P6()Wc?n`gZIGI<UwJbCY6Axh0B>$Q{CdLxSx;tE
zwtFc<ZfhdZPO!m>IMp6OVOD^;b$hU%kk~st{O<irVa|jDGivvTzEtH6a)%q?Cf`E(
ze@b*e;=+IM(0>r!JltG=2D;ff{{(b{+5QR8%>}@`0MHF!#~f^rNHUn`?}6?|^!6Wt
zZbb)EJ5@tFXJ!DScC|5dV*StY+>gNTzrl0=!xjEVaBhIR{zshqu~t<8Al%3WK)4@C
z@P7;E=4N{YngPU_ix0rLA8BhoT^^1{%$b9a>sJ6sYaVt0k>(=j<N&tZ00zy?qX$6R
z08ahu2%qlbPBuM&AqObu$6cIYT`-UaFMxk@1B^5`fKzh=Sp8$VTwL4$t<4R5=OyRi
z<oN|;a|56@7my$yKz;K7bT<!xh;swq0g9U)xCR&qk9!}l2jqzlz_z(~09u^;G2fiO
z^7{Kf7&!Bh59bErJ%Z-Hw_Mzh`FczT$OUjE4lV%r1_Bqrls|6yfSf(<=LXu&W4vE+
z*?58YJOKO+?0?K1P)j_I*96G*U)(uR0{{RH<OZlO0AlB1*W&}u2F?I-#KWu0#R=Bq
z<oV69|030O*|~qC<BvEw5cIf!D{ukeJaCkqLzjmatjG0u9Uzau9x#vsAG_XTyXNBk
zRVH3OT|Q0@fNp0a=jDB@8D3t1I_Kg2JH{N?{g<9(XJ_x?O#XPH3adCk@&i5r&g8!v
zg}9Tw!=oR>W9{((Og<O@`B|l$>|GrI2Lo|cptHGI8k?#}iLt7(syP82#KF+X)Xvxw
z@F<WsHL*1Ohqy|Q#{ox-Ukttq;FaKP@9Jc1>P-H-->KNU7`i-qNIZHIuqqjvoBqum
z;xU7dS=N2@=Kz8#tGbHJ?-NChT`cYG9)HtYxB#mI@w2kJySuYk8=3?D7A(g0wyZ9!
z0H1Gc#$#k;#%*E(HZ|ce;^j8u<>BHr<KZ(g;o>r80P-wm|L8OEtF&x-K<12Hbir&K
zEIdHt=H+7HW8>ikSbr{F7It0^ZopH4jfaKnai88_JI_l?JL^BP^jNDxLjR$>nmAdy
znX;JM+y5oEW`K7Is|hQ+64*>i!H7@RLe`2`lkJ75fwGeWkFAlDinN&|m%4!&tDB{%
zyRfUXgP^m8;iIp|zbFJZI}1D4uR?%1SUAAEfCmBx?_>G?8wz0zxS<=dIGH+|8af$U
z{JAv0ipR>%CFN|bz{zLGC2MSGDsS<^z{^SA#lYRtl*0^cZR%+!Z0PD@;p%MaBnYMg
zoMG&3Y}D)p*$iA2nRQfO*sE|`{)@tKa<hPc-63vvHWqF`0sw^r?iJgA#~u2Yg)^6x
z5R;KHWR~`nv2l_!V^(&uuvHfo6E##a0^2&-nhBd38QWNz2+FvNs<82b`J7(L*{E1(
z8<@D+Ygl=inA>Wyx$uecSvs>hsd~!u*f4u~n%T13TB|biO7NP<D7x|j1^QdHICHC;
zX?dBNF}o|+{EKQ~XJ_FC?k^xgczId4IRLK|zzKzg<6qozJycUWz){Ew^-r!S5*{v6
zs*nBiu~FMNSQtJk(ck^{*Uv}Ko?l`E=t++%1UT(+1Gq_X03!bntqM5(0J8ZnzaBO4
zZ^83;CLpgL1>bM=%T3Prm&B9|U0h6^>;wdWgq57^ja5xubXk>NNV2M#dbqI4*aBig
z?Dt0e_eMsKRZG#x3h2L&asDPk9uxdS>H!X1K$?#Rf{W=3Q)7D*Q`VQJcIGY?fL{_1
z`=8xvzG>?@FTTLmqirGg$jyV{Je3yaNF4TC`soz{W~Z2<CgC|kX<>6&K-s`mxna0}
zJyOnOY1;2dEayi~xHu7^>3-7Kt9gB_kCzZdNs6$Ah!{M&vVt=kx+>Q9`U^%<Yn4w7
zYj>=BXkCwXeAs9jGEMYH4-VE8mi0UJvuY1?s@d)}_w%-LKdkP>w#iq;v*GpbO~4_u
zwubg97wZn!^p;azXO-usC?lm*R6(&lXf9197X#-5rH*{uqg4y5Mz0{S#SDGmP?z>3
zHIoh0ymK*H;|Z-38~9<OH>FR?LvS|;KXKy@TN-p%^T`F4vaA<qEHO|<q^-hk+u$5N
zmB|U<R9Pq#DNaAS=JXj6!VahNZ-q$VV4JgfPtM4<4~p=zz*h1xhO&F>37AEGF=Cw`
zJ*0E%@bgd^dZ2%6UeA+X*!ylOED>+uDy=lSG-rz&ildWI55BLH+;prZFjwT&b1{O?
z5^tzSp!ujup2jDQBt#kYgtNs9tIKM+&V9r=^t1~>>y&(cLt{SVdtr~29rJR}Pj#<g
zqN<bWxe@CeXI(F872?R-`RI(QokPqMyhEQkKKdYEduUfWCn<4j&zN|Utl76Xm7cI@
zRP|VHe5DdHV=WjX?!#}pbEk~(z;44+0>@Q~rySA-it+6u?FUgRIU@ePL5T#bA9IRk
zq^(4e=6l;MUNu)@l|MI|6OtA%qFcR8&j`|l(<x}+H)}&lNBFdXi8y^dWW=PS&P3Ex
zP-`9L+bj(;`Qi}v>#=x`IXNMs`)i{!u*Qhx{`+2wuRZ1mXm5_*8Nxy<if)0o-f$41
zyrh4IaGaM%dfr7CDUp_MA%2lIpC2UFe<-0*lAAq~>C&8CM&UvAEw{8-(rj*<3p=@9
zsSxbT_PiqNRz@bb`qjsB9v0kW=~L6<iVjbBE7(36Q&39s)PyVd6WBna4nflKPo_4u
zFE6lbVDa@X_3gFmNJPFD@aEf0oX{?alVIPbD3xR%tkUXNKzZMjZC=l6>FKeT(=<^l
zJ2RdZ=-BaC3`%rm=w)xMqQ%8Tp`n+VTOa3|hvXxcJz3Jh<QCr{*jLl-7@Yl4xJL8s
ztfKhBj(Laln%l_>b#CW@JhGhGg?>(Le8y?<J0Dad)~<g>nX1}B?)^Ug1ZoL#8PTUG
z@)xbPUc4BZI<LjJct=GDG`pSh+yZRoP6v(}!f$UVr^ywS7xZ#T8($vv5yUaXDXJPf
zy>&XF&)GSwS+r^ie-ksO9e#BRmY!83+I6Tc`YOI^n}s!Y_0p``&Vad9AgnJ>|4XGq
z@PIL~icW+A;<`S9A_4!X@{#ILp<6kO$wnBS*KBvKY}Tg{#}BvXWISV@=vZlIHMmEH
zR!@t}-85NymJ|*gL&st7Yke!m>r#_S{Pv0o*ds5Pk4yq{jl+IO%=$o8oh8X;(aZ~m
z%w5gxI5O-yW*Q(^6_Yqc#x~YG&kJlG{=7ofRjlEhM#@GnYrQor6#iWye{EPu3f1(E
zc)Hz|n;(T3Ca~kgs$hfd$noX*WxK5#-zl-`YF})9zjAni)#vjY@UVMuJO$AL#z3X5
z*r(79`00;iJTGGBN^-b!h$FSjsAKRly+}f$r@syg%E;T=WEzUfmUwuh=5-u5h2?%(
zkEEW5%+jjWeduTv1=cC})^#AnaVvO*vwX7gW*6rETJFmAhtR34u$5tQ!u?2HzMaJx
zf=TnDh42eA0hxm_M>!gnTp>l%r7fgmvglz!?S2@wFHKbCt*t)dH4>~%`<ZSZmlc^J
z;~U)AwX4K09R-dpG~|YZ+p1D^(q`As$OhZpXaC6~-k%<jM1Py5zct5S&C=hh<A2XA
zeKfHFGxgswOCK}%%Pjq?%6yFThnD%DRGE*;@V}xMf2&F!Km-4-<6n9daLZ-;UFKgu
z`GB9ls{GGd^l`_3K#Ov4{#lED(bTnH<i_6K=do-50LBl~(+`7+LJnE``Mse#X7QB{
zUGj#TC|RVdyb}G<1lru7Uyt9ZkV=ZgqEij^G*cg?@Y(4SdMr!P>+~M$5<&~R)BB?!
zeU%YjybiA}SDh-}-rSpp>;Xb^PfFIbh|QioUi!UG>W8dJL|<guRF}J*@3H5p>6yOL
z)l=7ZHAF{#3I;0$QVqCu+b<>78hiT?w?47sYZsuR3vn!}SZc22nRDrGIF$}n5p*%=
zHG^uOP)5YDRAQ<uHsm;DMn%3?=IBFtMkK9E`YOn(3I08M)L~ME?|gIu)q#x9v;Ooc
zo!3|>?ISZIXyf$!uRrB+a9C)|+{p!+pJm#ew0hqaeBzf?YRQaE3s@v~c=e>xOc_q{
zEHZOKe*Jbzw`GMI#z~Cyx@gLBhDta-T*R&a9dTTNNf5-?>4leXv6zlyy<*w>GC^9Z
zLkBiJ<)bqy0_dpE!5>-`4aSUOh3M^y5~eHFlw@n4)y)@lr}b?jZ9r1l*j~wUlEHH&
zg$61u?X%$_5V%B%Je6f*tsQeEx1dO$X30k(U3ziX|4ex^;S!u2SadTfM~fXMV{el^
zz;5V#;CrQL+h$#@N@keK;T)lU0^=#>)<;zxdqY5(pnxHYC6EO}Lh<0$fT8-P>mzts
zRDg8-I3D_d%-Anz=h)^O;=J6QPw2Zt*Ss)YH5ewTO@btP@~=;xp(dUhh{YB59KWno
zRxu?*5@;VV7m3_^PVW@%LRo3f;b2oseTmvgQAl00SD&8xmccMOUo1O;XfyA9RB4-i
z`I>AdB}wEFN(pa3M+rSqe&4)IRU)zD&eON=$lrdD_D)zPV`*fW5cnDy=_c(bAsB^5
zVtl>ZSBs`r0|iGN(5lz0KvD?jd<Ah@#^f|gn51=P5IX4@JrfSRyGkgb<gm+$c+Z`V
zoBA=y|2m?3+$GgVzO^sN@ZA+}MyTkLah&YXf-O?NdgSxQLXQA3<!FqrZ<IYjp*@o~
zOypC3D!D3o@@q@d!Y<?u@o!}e8*MQjwhu2NTP1>sG#TGsUnM?|f8XxF%^2bA?WeDC
z9uSb&aie~2BdB0cyp$d>SLX0ul42jP7ArZomAPNz(rChZd%UK>PQKt&k`InV$kv=%
zIoiagpdL2%k^zELm~*HrLVutZWEO(z@^hpQzq{ou(oSak3%6K_rM22%{cAEq%|@tg
zOM6Kp!LgzxO;i6QtG;V(5{s?8MbC)25-WyI%-*?x6DnUiiv-0=2!FX~u^7UpXI4{j
zjDD9Wr=+r0Z!yIuT{@yo-KFc(ZPFiMK2qFf);s}u>e?TDNtz4ihI83@24{X?3)ZeF
z1eJYKhi4C-6J;$^w|Zw?I>gq1uZ(S^Z#G4sV`{#+Fnl~6UO9>Ol|n6rW48cWe4-ws
z1AZ}<ML+ZB@$RY~CiC4`*~?2j?)i^FtvSk(;$F8wlbTiU3N5i_g#<_?!z2mJ65gt4
ztQ3s(=FYu?XXG66wtj(KH&n!VkuLPpqm}3&!<6FqBtwDflfVM(2|=V*a0=f(43Zgf
z@((nE1&{LQXffAMXLtP)@0c{v-~#S6s^3F=5FTK}qfTryz+AL33HfN4mZ>?WZ*Q~X
z%Dsv$zlewFZ;2oA)iWTsj0u>AwU0j|Z?kCUK=5_AK?<ES70)n?xo(>CUba`QM+{b7
zpfXFfG*dt(;gx?L8@sj3frp~VfS?C0<rM+X<UEF8LTM6%G&4n@(a5L|fj%b8`|wY+
z;^RZn9|HFet@vvxg+Gnf07Fradg^~qFa8>h`u7#%uRQ*}X8aZFe?c|=dhY!1dVu^-
z>&ag?<zFgF4i0u;0S;hk4pT#0R3wk|BOTpXqIw)s<CQsRTVmnbVY#Q|8i6F|r*3_{
zv~Jv0#<Ti^2lxu4LHSh}(TTi>W5N><oowGdsgcn1acS#*LX*ImPT48*gq^sZtN0JI
zK~@aw2cK>6Ezf?`Yp&PE)h1!5*H3&Rojlpa7S=~RVtW2QjORyGLW;Z%*yuY=Ya6y=
z_x027I!m{5=Np3+c^+rZ6M2xky>8K(HtdxLZGlc}j@nXJHGQwo@4$@K<4!iEC_+fj
zr!6(U56phi8l;&?nj^0y;;9g+fTqEjK+csWz@wwSO3*RXD9J`D?2mKga0t3}Bp?Wp
za9p^q8!9vDdyu=IDmF7kF~kIuk6iYkIjX)C8Kk#WXDgn*`p6|TD;%Mlb$|MkRrXzB
z$L(U(3hcc$FIsrOw^#LVs~#i;@OT*Y5l>DbJSB_M5|^)Ol4MpCiqT6H1ASBki-amj
zH5JeN^aYC*G{nNEHm(`h4#%!ryxtH9op^nA_EE}!iZZsp-q2iUtZHREE?sew8F^h0
zG~?xF$fIfWQxDszf4eP$NUJDG-Y#1!HiuSx*#l3~E-t>_0cJwY+qCb(?)95Fg11n?
z=$0GDMcgl^dX@=twy)m4wjUL0kFX}Ie>+&#d^PHKewCEJlb81<Jz34SF{rt8O$hU?
zlk!irvZ#HQ1-fa$hDpBkZOYm#HM-dcJzo?auXmF7I7bMx4~dcjU2nXnNm{a~?}d7V
zBNRL?Br1!3_6_oXQG7}rn=lnV`;go!ET^+9bwHdId+HZ9iZFe?pV4)xQY#1HPU2LV
zwIQ~B<`KfC^g^Y3$y1gi#4G8$ccJwCCxFid-v$ya2tO^IuC3RPQVq=`kdt(eA3NZg
z&)Z$B`GIaJ-|S?s;HPl>UE7H#_*yYBeq`0i{q#Y9O{}JRsD&vqqMsg#2-CRk3qq=2
zWVA=%kBSXfB879}_h<9Z2wAs>+*g?tSBGZD4^S5LD(uw!zpgajWVx3JtN9n(q4?T^
z<i13fHjTFKYIVeg9&H~JcQ}7Gsf^#u!X;pbO_pUqkfW;X&rW@oq7bPi+|<4*{DmKR
z=o<&=rd#-zed(zpG-531#`mIHkg`#I-=FIzOm>hsY({+fW_d_Eu{&JE$%~<9*WKq8
zpKjnC75IO0>VDWUS58OFuVZhTpUv0Jp%ed=evh+lGfv${<ik9VmgdzTAf7kPxY5)}
zJD>;~997^2-ihoJ9fak|UTH=y5oS@$oZjY~1*q3=ZR0p!5ejpfvAs8FH`(lfPf!lJ
zlJ?El%XNIljZoT;k8O<lyiV>=DiwHx0jdH6`v4)8Z&{PAyi0BP2PhR4FQV`Hb;fco
zHr2+X8K}6noBWA<CRZPR9u{_(7_ukMyG5)na-q}K5Lm%KDL}O}wPZ_68n)n`+x6&L
z4&Jc(EI`jX!e4b9o&u5NlzkfTZi+o#z93w)klHDTiy&Bf9qphOS4-0}woz4T_Vg@m
z60}vNok^_qGz?3@xg`o7|1`dF!p0hB)w7aG;$(7S9wURwA)p{t{pWm9d=*&1+G=qM
zL0*<L5q=11Sp0*_%PfD@AN%zP!_oV1Hd4^eu};+QuFss{;`L*ErK{3j%l9Dp6ZEj`
zZ}rYPptHKeOF?Pe`_qx}{Rr0_?0-(76r`;}9RjP{Kcfj<0G*PPAFzs-KNzl|sv{71
z)91*u#jDqs6bCP-I7ZGP-isboQeECC_Q9PjJyjKqYn7mCTQgSEUY*ON%O0BBXfX4+
z9sW!85{<1xtw#MKX5{C{@MsOzaQK9L?l=3G*0Lx~`?#DT8@`=EXoeH4`&I?`7b?u$
zeZzCmG;6YDc0HK=Xtf8qLHz|b(p5V13(9Jm-?43wlsuElafiB)9YzJ^D|S1h3ah0A
zW5SWNf<(q(YzAbH$_w_ky*~;W?v&MZAjMEcs=IB#{~W}5X4SGPq@6do>v85gA3Bth
zrd>*7u|Ru>&xQPQfp^y1E=?269U-NqY9y{dKH==mHsDEfJ?NR&9!8w7#qyr3VrHKu
zN?pDu@x-`e`o&(PltM>7$e8IJ8gUrjYG74U^fT|T#hPd~@?GbPTGLnAuk&;mDpfLL
zvt-o`J{`=mvY5BmoKvNCVK}sFKNF~ROEGDwr|K4({s2W;)OV+b@Ht*~A2G~Hv`D`%
zphi4uZ8OhuLJ>~I40$F>kCL}yV!;jTLtsobT38QkLpT!QpbCL7Mf;FKnj??>;)=NJ
z6Ryl&SYB~t%sT^5y+ur8#Y1)Tucfqn%$HBBWtkWUCJHx|w8xiNt#w`p>uVn;a5w0b
zEZQO}DW#G~UQNvwW6UJsyKH6Nh8=QvO`tcayfYdbyquaHht&<4Gsv0N!^Db)#UDl5
zTxY!&OubUAWDq$)aURW^ruASeGZ0JuVj+07Xg#GLY#bPp=k`F`l9$xW%OSM<d{{N~
zdT}-nZ1}dP20liLoGg_#DUjd?ZLA*8nF?vMT_9?CnnyYC<v3NZzP<VY%?S^6h_SZm
zTVTZG2TOnS;0>wm1x)h~LGn<Nz1M<{b!n>|#D0kCSL>%|sZN&74HqL1k&b*k*BBd4
z53^c|n+tLtS(%h?YW1LNXlAhSiMnk`$imDlAibtaI#z53hH-|j4!%ZA_pYDiS(aPv
zJqzgtIXCu2CZ!H~?)>|v7G}_Dtaw;g>Cu@*MfhVE$div`pUV}=mNKx_RkLn%%|(-(
zt|lOl$CAA4sJ#mO;Xj3qZDUk%b}=m^)HCO=O+Fm()!df9ZXsr%4~jNhM@~{u+AwG1
zM7WuZWU)!^Yz;OyyH2Y^{a}CN=Ii?Lr_XX?4qR}yT|sWAqIrwV!7V%d;)O0Lq}jCM
zGtcKq*d9gy3NC!on6_=k*gFHh?ZM2AMLQJTV38j4nL2zbp*NmqxcMSN(r34BDQ_wu
z&{&y>%KyYZ1tuf^!9e|E{_ro;iNGxG|FVJlIF$4+4Aj3&2k8EF=;qh7<o|aJ)W3{f
zJ<inpoAV(YVD7)04>{6ZiCwD0&~UW33gmv9b-R%#jbRTpNQ~w$1T3vjY=C)pcsU=K
z7*1|!1M7rI2X`BLfqpEdg2_<kHrlM86P{h)ka)q|PcVXFE+pH;!^M@0mbJL|0x@QT
zr{aL8)*^)5J{|X2-8=n{%DgS*^A^@G4wtu)89uA8eJZ2FTRSPa)&2<+(o%HdGxcz>
zZ>`*RPqRM(dAR?cJ#H|)^7Bh;yE(^a3toCw;t{5*WSxy6t-Mfo(K*|<9}^PG_qwfg
zjcg-Op_~2AkuIJosZscmM}Fck6scBF!pzt9(iX7|OTt)|EIdh#7u9;&TYhaS6!rFy
zwKLw-I8P-+)B)Nt-@Oi9Qkm3TwmL<>|I?B13~#xA`N`7VS-5|{4jk&tO3X&jh9;Fm
z>2>8cKU~l4;;n>lNp;BrfscO)e;G^3sAjF&+5V^7$|m$p{maj{pS@HByH<LqC0whE
z=X-JewWcM}ZOJra**XjKqQE@}(*%`c*Pl<?irb23(f4C#Pk3oQzGfI5s=;cmEuLLL
zpwPsJ*mjB_Gq|F_@TTX{XLE}y@NGyL#>Klofibd5SNn7eSbj6~M7StuVh9KQpI>f<
z9jT#m@!c1q!X((1k~6*>UaDk@xlV&zY%i*kp2Puf#Rw}LP(y!8ZGFEiwHvZ=f}w!-
zB%hNwOJiqRJY;z1Y(Hw>?h?9p@TtkoG4##(%`lB5AA(a*o%L!#Rj>Ffx(kj_(+_HD
zCG7o!#1qM?W3olNCN!v>%Cczzb)Zr!wU?Z}si@fp(BbHb;V4^b#_xSu#jLH8X2j3e
znuzQzguk$a3D=oFt;QM^2&ok&Dg|B_najm$xOU!<&FYAf=|w2$CamkxlC6|FCpXb^
z4bOlg8Kb7)L8|K~BDFn>TFrY<g}mKf?awyT%|4vmZL@GVh=bya7xv?IAWjl<6~hgz
z3R#D!{ZSCHYAAx!Yh3uD@%Qo>R4(wkQ@6oMBt4Kt%)OHO&h#VI5ByRSjZxia%WLc1
zHhEpeJYcFHPb3sDBj_)=5l_-Eat?BWW-y2bi%u^|I6wQppZq{nKr&lzx{*HdsiDOA
ziyszD{CuaKh|XM69p4Wc+Db*Eb(N}?PaNlkxA^{$1kHgKCN9<}=p&_s`>?O=c_Z=I
zS%D|7jP8kU(kVIg1Fn6lkctG@a<7%LGbuBcMM^j=+&?yH|3qv%*+{!C5!Uc8w?nhF
zhmI;k8u=Wn$9t;k!1Tp3gX#qua?}?|ta|D<FHcOV2WG4Z18w0m;sWti+i#cQQk*2z
z%mb??{osd&+cm!7?s0n)U7?wn@f$w43wi#$9Q0qfz345}sxpu<yXEQeP*VNrOY&sJ
z{4%QI#ZTrGUdL34ZAG#yILCn!Nn;Khy^l=<{9@mkI=F)s=*@|~4YOUcRBB!(esh`e
z3=ysTpcy36DoCxv%p5uiWz8vhSX+(y##Q%%W&E(pRPw~fOlw}KGCp|z>jS4Rd}<@y
zE6EWfU99x=dBD3JEMaQGOH#>gtTe=N|1N*-nq|D+kuXRlJ5@urLDJ1ECT*P53PBoa
z?enOlysw<gVYP8=1_`c@34bbq$yHC&yngWDy%Ec#WhBR;2Yl)tN-YdEM!rrG+NAP)
zv{`tJoxaviWw2>FpN$3F52f$E3*X>*kft8urr6`&Uc>8uOn8GhV}?T6@20g<-`*ta
z{ZfuZuZzxJ5$02H6*0k6au+(=j(2WjAUGio%@3|rf|Tf)c~5<rqDjxd&<GxG>eE>y
zgalFj{EfD|!SFO=e6W$o9eW$uZl8|r88v?%XU8j(<Y}(<)xbO&(-BUH@d|H^rFA$v
z7NT*^I4<<S1F;orq{?>KZcw<*^$-M4f=x303i6W>5kzY^I5FwdWa+APTc+0pR>)5r
zbDDe#->+{XewB(&lQG^nn!z-xym*32$?0-0;h?w8r72x=+2LvXDkk)Ui3vaR1yf~d
zA&$(;91FWtF6K(n3MO|MvR4)JM^_=#DTayh7aY8z6DFbRdVs(b)l_&#X>&rgJ%1<D
zoL!P>G$u!D6PH#6C)-*3;afDFq<cw!LezYmSnWhiPIh^vY9+JCo>CL$yJo!AOzxPh
zr@w7!)HEayz?K&DvC3Q0Q`~Sai@AjzwEp;|oIn?w`LgG{idD0)aLw+z|Cx{#QfzH`
z69tT+^Jpm>-sorfId&`Dcb_@(W0#UN@g=LNN|~!DDk>egZKIv^`;VOT87e8lO&aCQ
zh7Y)!OJ<%WI&I$8z9!7|h?08QQ3vYMQ6k}WVQq(*-RCGitkTE;zqXF<Q?yRL6pczI
zWayARy1y+lxfEFT^Y!C`$s{3bBn}Kf9Z?xfoVUPSYbB96Fe)P;$4p3%at%n13!=jx
zfa~_65V%4^>>7!(oKWyeuzIwnjU4q08jonfFhsS7I5CJ0=s4gRq@tw|kgl~>Od4NC
zW_Z$5s}>ThRTO6FLrCxWLJGdO5$kh0Gp_#1Rg9SwEsZH88e<Vt3Fqcg%Rp2w(?+@5
zRj=V=StEO=_BWZgR(zccn8D?B1+7BiD2fZBn%`AXyxwQt5`K6c_4Ljf+{`!=A_0x!
z4aYIUzv67k1Gfn6BB{OTY}trN`tl%E$&^(G-TS%Zk@_6&6A!B$&b1@84$r(L++w}T
z+jZN(FAV|>pUg|=OdDHB5FAVj+=$!ZxM3Ykng!5Smsk)S0=Gb<n=DNN71M`qbh3x@
zYF^L6PSNkV#sMSR7Aox2UC?(1Frr^R8qr4I*E}1?zU{k6LYgA(@13=!OeT&z@K)%a
zsOy6!X=ZTWsZZob3b_oAJ+O{s_kma2YsJb<?QgNQlak`!zidFaUmv|+<jg+<`-axt
zTHi$Le^_$1n2G5qwAqFu-XPJdpz=i86#nwXq&Bwsj?@x?x@CVnKCfI;63xRkf)E!s
zg8nwBYa{%dJ&SFviU+sC<`ypNJ1f0!Wg{h0&6=Goh@@%WqYJFN2s@@Njk%R`FL$00
z052VzGLwEz#qYQ1J~Z~ws`Q##vWA<>*r(LTd)nG$F(ZfQH1%{~3fDY6l;`zI2aa^>
zh^{xRVzgEAE`$LF{^+=*dTh#8qy;f{4#uoy<{M%AwH=XJ$gYOsvF__&ly`b=inzqi
zw|EiN8SH0Qi%c4QB)4WZfo1a*Jsg@XoJl*IWpeiEa(i@Iy03K>=|82b_Mr90G|51;
z1Ne8-^D>AHcbw*R(j_aFNLxuo;gX*&f3dbg$$~&z&(SgeGu!-6vyp!pJpN-6^)I$L
z!1etv+vdM1pMP&w6<|4kKT`b3HviKw`2X|gRe{lOfPe++_0Kb>ziRqljtKLx{hhsC
ztKM&iCHmAhNjDhQ2gF0YF8%(ZmAHdQ+s1~IAea&jBko0?_L}O=YyDY|!?PghuZ3Kb
z>h?{=`s$k3OHS_*Gkfe9@D17hTQ}=pnTYl62H}KhFdb+m<;#_4Tq?x<Fe#@u{36pC
z!pgAc+tGWEBx?6#`JjKeyJ&T1B|`3UDFc#tjqF#~6^<`gE|HJri9zmJ^rad%;k+jj
zU!_t{Uf)!SqNG#DpqJLw2G_x=K2t<O6cdi{2~DzNf6j$yAIH1tXT^lz_u@SfyNJby
z+kH%0NCo1xsm>AH)hZLE>f6cem<r_N=_TCH^K;)l=?4aW!Nn$bw7uyoXJ1Axr_sCR
zjpDMHujIcPkMjyis&TRsQ9(KtZ@AA<Nr_wSYj7F0+B%XcY@@yy*$2AJu|GFDna4lD
zAgV5dpN-cLuy!yvx0bR2p-WBT<i)0zA~Vg`J-dU4d_9L*9wB>|z*(p^rBfkq)7)`x
z&(J5>4N2s#6k}+fgU3;`h5=LbF<pqFdWld;GuLECgVm|<8NP4|kr2G>%)c%Ao?V!{
z|K90&Y6+dVS?Jr&Jl+OYt7Pwsn&NK;VG{@9<AJXtI;jaMr8cljBj69J@Z#L(DDDDM
z2t-EMd9=wUD7+CY$!^&{_a0Kk1(Apx!`MTeYz$)U%4@l?xxfDQ$rWbq=W^Fm;>f9T
zqEViVsBRy;Mj^OZj7=8Pl~C@?5t2$-8}uS1`Ca+am+H>~P!X9ct5F|d$oCvv5xY95
z21)nmlJtsCL0*CB;bUG9nnnDS8j|q`*Y=8xXD_FZmzz0l*WanSHAKdBoex)s>fx59
zSS5dlXNjf{Dp=I;+}Z5}wLN_*Gg>Kw+La|oIHd?xW^<r*q*?1ZyFqf>HuyT^qW=?9
z!jq)(SH_`-*H^5HqiwPsy0epFd1uJjxRJ^KL>~R>6n}I9F-sR`B~vGHds_#4yGJY-
zSe)J7#@<QQ!O+<BPi*lY&!#WL)&3y${#d`AlLyQy1MtdD4gh-!V8bp>u79QY0ML<x
z>#tnyFPMQ<)6xXs`?xu|{x;tNnS-o?p2|wfNP?iCK_DpL4+L2RiG$!_;o#w5;o;%n
z5fI>?AU#DwLPSKuMngw=iieGlkB5zmOGrXPMo2_OjEhUoL{3FZ$MB4SfQ*@qnVyY?
zo`L=`5hw%%1f(ZOSV%}%^n|#C^#8X%kaiHp6DT)mZx|>_5Hto93<ebBD~JrpCmhtT
z59p5%6f_KwUxX)!NXWnmwNF9NP%tpiurP3Nu&}_{zQA!1ECw7V1-mFbma-uN@PcKI
z!1$aeRAN;fI4a|()SO06L5N7Wc=!Z_G_-W|49~z^+&sK|{NgVpB&DQfWL4GFH8i!f
zb&O3+&CD$<t(;w4-P}Dqy@EqR!@}Q0L?$FAC8wmmd;cN#<EOm*g2JNW>YC5Bb@dI6
zO`Tm|yL)>3`UfT^r>19S=jIpI);Bh{ws&^-_RqebUtC^Y-~70JEEg0A=6A7x|Gx|N
zf0PRYC>Jy=EDS8dW4WN9-GKmu0SiaL4v#6Sj9}=9MadEP1Y0aVr>X;y3V721j*-(i
z5-v4(jpppJXunGKA1heUf2w4EE!f}6wE#kafdXzG3<gLTbekVZpAG&0rci8kJ#P6y
z@7ra^SB-IS*#!)jU1LQ=%EY&O;WJp=AHafPfg&g0$KcI_%W8d%I}|+~OTI1a6Bh9x
zKZ~cEACDcVDuMpEbye>Eb-{HfnB^j^jJ2D8>ng|9Ev`1^awRjBUU4{tYO8&RF@Ul1
zw7jT5*GFi){G|NosB~e5nq!#!1#CH+%&KPQO|R@}Rv2adln*LbSw)0dW6bNwo&(3m
zr7ow>hHp%J6r|S!1j)Yo5jD@2e`KxLZ}LsZM{Ug_4}AaSWq{p16i)o<_w9$3ucVY?
zcC|zqDw7Hx_fcsHgvyOh%J0zM#i|a=ZJ^`(hFSX}%Qt*heEO<~AbJAs?KHYJ8Qpi1
z1G)AqLWRTvB0=s4qJvapuAxp-Pnx((w~lP&Wt!QemglB8-|jV0ttLtpnPl-L8df<s
zqglM8Ct2=gjNuy%KlRWywzP;pdjm2gHojR(U=!q@^5dH-1-GH-4;G8DkjJA?t`Kn6
zI6OsHu^w&3&>mg0wen^BS`|8NzkxMBGJ!Wl^`Hgqg?&NdHHJ{K|8&^V6wE!#Y|UAu
zmVwPKz7GXU*3(kavmmh({JHNkN*MoOa{s}_lH|*`*)*I*Tu^p6k))`w3yNm(ioULv
zPQSCSfX3B$bW3%my7Iovp1$bDFk=V5LYjNUjob0W<kz<yM`l$mKexVqI&BswS-r*w
zL+yUJit?>koUgbV$;lI~;p{c)<Rgxs9O~JES;QH+kvX|Ac!Rf0$e;00l3$jfN1Zz1
zS>3+%X2GBcfndABBfQ64d;&aZ=@WKFaxb?9yd73TqkZXEQG%>ORP_e4OMX(r?P0oh
zs<wINynIJH`TgP;$U}Jy3H0p@w*oix(`eyRha>puY9G1MP|3GS=~Y)Q*}HBp+oA~#
zPMW0;AE9hX8c>EB`kfQlJ~o!2dMnpVxOg{zlS#Ivi2nSZU`ddDDf3+g#f`N!U091c
z&d3)F<}%l0Dw*ZYC@wnp`5&uTv#|wMpsS+fOgycno-Juj5J|x-d`okWA4%isL!fuL
z%tq`}mI7!3N=v&WajGjta!?5AI~cBgJS+)Y*hEFjUTiDvZ*QRkrxNuwH*6W#HfP))
zsPSf=TIHcsS>dM6CH2Rq+Rglk;KknoLlv$2s%li9<_E94d9G$I4p<+k8(~VXKvg&P
zh>`~{e1RvxwNO#xlTvEGBRp5cTv?VsWk2Q`D*M@;OJ#>oGZ(-isED&mh^+`8Wr$tC
z5=U7-YmtpSr7Qu${!au4VXRBWephr<4_(>D%!z|n%|gCk(Nv_%42iZEx{{5!3#sB8
zX4>Ag(9t#*ic>F>&oY%7z9FxfJdUY!?;mW5I<LpaUqT=_d37Bn9lT*5ke{^9P{xJq
zLYJLrV;ft9<o_&noi#Rl!j;~K>(f4=ZC#s7+Vc9X%Uhx+u>ef_)z1Dndoxo3ULGWV
zy1%1bbru`l!uK=Jvt(~Ut1e;2dfsRLV}hEQhmJxiJa+VV80S|CsbK!tE^i13%i523
z)}}@7N$Szl?jo>^r3*n&J9GGerxJ8BO|xr-`01x6+^99{J5~g%I-Tt@Vvc2LjU&3u
z<JIW*)C<ljHt3@5`0FjRG82BJ)<PIj-Coyk)?>Sm@S7T^<*yT6tzGbrnLMG~vXW?*
zMM#`KfUZv9m-aO?F~`eYcYR`Xta(2*$J%{MNP-J{?wt87IV*DA9^Xozbjo%(X1E3V
zctOf1Z;6CpYV~!A!{8$M1$ZS)C#9&=M|jK?{pky%X%=P`nGX4o#PP^0>em}})}s%c
zmWlUbGdZXA;g}eOd&;$2TX!||0sK$v@{)q@mhQU*$Vbqzp>~&%&gjqd(}eN>3XIS)
zW25GS<n}%n@448<mWp%qC5+&nfcjeFy||+V+Lsc`I<~NL+l#%Hu#C6dDM_fSP|X37
zPJ#?==v<3}{+%;5+B#8q^$^gDhRPn)^s4(Z43fI5tBw<Ge~f!?>osHRd|gFj2nZ2A
zTX@{KC0!gvZfuwllP!46sW*Us6^69~0<s-@c($L3AEhx>D^F~xY(;j)*1&_QGc-|c
zgUK^on`Dln_;OY-H_g@$9m|T8?JTAClT`}dEXJ@ceBq4aoLKpb7m{rF9JUnixYw<#
zZ`>iEC);TxUvWvPCTrWCt~54&X_PBmwk`tg<H#&T@*?pn-+VZ?g?V`@90QITc3)>H
zvL}new8Y)ZZ@Z&zGK`s{b}V13qz45DH+**%A+0$rzSEd`Al-G(q(J{!z(kPLmqyUD
zjuUxB<Cb_?f_anw+<;hOZSW3Q(8z7u8##A1uixM@euIp$u%nlc_^R|Ic%d$@%mZ!Y
zTr>HYnqw&L8^4Y9J6uVvEylp00jTSP<;Iifu`Il$y=8>)cT!~ogN1^(323QE#GZ{R
zPu%z<2zHqFL`YIY?v+|;o2O%9KE|*NtS)r<jDG*t1Ob)OvtO&X>dkKkzfCsp9zUqr
zgGWamHMjO>iVWM|lPha6KjF{5JABSSZgM_}fWAgsVDGr5brEQen^CwMqNP74H9>&w
zFqm1qfkxDN+&Jtu1+`-UL)V(xMcBfhlIL9{Z&|jYQ`WtiFGE0;RJ@sGIQAN?GygO*
z&%MA$=8P=V{y4uWa9!S5(R0(>B~p@sT3fiYyp8^lh$K|>^!bBGD-8rxm8b#%jc?~R
z2wVQlErX>JHacAjb0cXP44o4`>j6XUx%@|@PXc9M^jjDz=qG~R%-B%FH};*CySEY}
ziO;*e^8`vybqAkNQqw(0lR<&nYcKJV3iT2Gs4%%lNc-NH)79HrEhcsy&SqQ$pT9TQ
zhqG*%=!<dJt^Ch%D4&Bg=}jNBU}`LtT|XQ^W`h$gylB%3<j5CJEN$X(Nka+=%0AFT
z*KUPo9JF7jR4SYbzsHipHzx8b_agIRIb=GasZThbLENmjJ^lO!zh}8vQT(C=tOP?B
z#`s2`VMB(}F-(d8Mes?fEl(#Y@x%%0a$5GDM(T^rVYpnXoqc#~r$|uGtN`QMPd|(8
zS+G2(ateDb>G3qpGeM}=j>@~sXs0s~?pI|*A`_)7j`hQJpWpKI=8M4BTVx~6Ug3TS
zp=7+Xurty?!!$vIK?_G{$i3|xdBBdmok4yRA6zUO7*x3{BG|2+8-Nk7jl>c3>2(k<
zWo6kt(OQ}{1XQnk<1Z6=&UZdB!S(|J@<5rn#D)r7w?~73?7vwCZEvz<S+X@G%+cNM
zkhwEwf&?~*XKps~u$7=B{&N9=b7KXCC&Fb>vHBHrW=X*}DQ{z^{st-F<)l!sCC~$s
zUW8d{r|x03B^7nne#GOfC)#44uesS}cVP0jRU8=ofZ7@tU|2hXUpod1BFIddyUu;r
zp6^BG*x{uSp*BHdIKQzLYnawl%aWL+nMyqV_NCO8?Us+=r?pNb=vi4xhN&UVPztx(
z%&05H2e&X9ai);h&2d6zt4^LJYD#drdi(<u+xzPiBMZn;b--c@%FjLz!9zL0YX$bm
zE6v<9t{r);(anNM=u|Sf<`VR^dpV!&@WKU>n`APYMS?mf1W49m2ruoy{%966cveUe
zM>a+g?Shh9N}ffRWT?A385f#ODN*_Q`VtT2-ceec@j}s}l(mJ~kB={}k;>q+Ozpj$
zJ?$;+alXy02)RUP$kau%T){90wvWozNPyI%6sx0@K0Gi!cWKSQ<+H=3!IUn!R!<`!
zH(4c3wu+>O{t^?KnVFCmTK1(_j!~Yn3t!|r`ygNYR>WpzekIV(!X{kHymi_dbjwsV
z(mDBykg=bzW6Nb7M<;lva7~Vjz+o%@lc0&SVGt>VcB)W>o3ZX|e8`jVl}`F$5d2<D
z8i78<Rkg>t8|3y`GZ_Nv67^w+fO66xAZnJjn{Q;NV+JVxyJiqjKXSzbj|gdzgr~th
z7_W=$mZ0ss*Z~9-GY$cv!kzX$gxTN60a9(l1!_O(|4*q%!hsa`rh8Qp$GUETJGlI3
ziAv+QE%7UvNw;a16;5)PEfr6}lD7Zy!y(c_SdMvtSdA5)+f_WL4Z1)SVM+&Yzo3V3
zvN;6QslIk{i?(NQLqK*j8~w1b@?8#Gafd1a0p-$FL>9taoIGGwp!<)x%R)fyeGpJj
z?2T-TAOs}(jS&KZp@M)2@4w~-2rEE9YtK%ve<HY4+@r+aTR=b|C0#2QBol3?9KvT6
zL$dV$p_B@WH(j&QC;#CZ!hcTO`h4=`X^3XML#N$0n4P$Qjp*B13B1k&cZ3I8r)d94
ziU%;%wc<UEJ}Cs0eGIhNz<8h$lAR`dcs~R;X+FS9J#d}Q-al*hzeSRRfc&IxfCh?G
zzVZ;100FJUKgMSLpN#$EuEc|sh$tdgcaK<-GZCL)L#Vb(31M&L-@oXO2nmp1#^2wu
z$+a_<P=S7I{+ajG<sHhH`y5)CAQ*uU_Z{VFYvK1vZHWGJ`jZfl6b;BPRapWX^p~L7
z-Bwp{pY)CKp#$j5yYtpZ&u;3krXZk%v^@VgTH&8W%pjk8i@Z-@kowK%s67Qt;&k&9
z^s{0|^4HEEF8e;q>H24wq*5Di8$RHS>ep9S)e`EDXIcpe7iFeEKsUEQjkDfUH5J_7
z`EMLNaP5;B2WmzT#a@MiMe(jjw;59ps`*n8T?Kj{Fpgfj)<HnMv%gx6ze+FnAMw3j
zR!QQ831_@8mJi?lX~|?NHI8#h|8b<P(v|GT_3s!D9aH{0D-aNw!CCn|<?X{~2#8j|
zcjL#T$3RprdQn&7PTL%R>ir!cbq*fDS&!dOf5o((Fs_YA!aN#nD8aD2I!4<gHvXCO
zfFrD5G>^QmEKv4YPt*%AU}MqG3Tdkv!-Z@-+WR*(D|&OZ2j(nId-d`CL(M#*y111s
zXX_D}J3Q9RK-C-MzKm8L^>k*Ys>lQ7vCs1I;>9+wlb0Mru~m>jmj?6h4{{Y@{zrgJ
zlrgPnvtDKWKlWIFawF;gD*>im*w+3B%?Hh&VYz@&hBe!*epPW)28ik!p#N4*8QfBO
z-4q8P(U<7B7A&&bmR%p7f6}@(=I!sXfNrAdbBG)Q#yeyuyKaY<<e1A73l*_QNuQgW
z3ctZQY(sB_7iung)h-}X>FH=cI(Kaz$9~;g=3O7!`jk8TV~3GzUiw$9lRK8Bt%$vr
z+cAW255~2bPh5R(i&hUhY^$p6z&-Qnj@PL;$E~QRtf3SWTY3ha3xo=0G!ipePi>nu
z^S4Ggvu2uw$!<zL47xb1B!|Aix+pTq)$s9-I9TJgFJ#>_3DW9m8$FCZ9kKPvUAA*5
zUaSdycwm1!1!Ysvh0JxX=Yt17QZ7+^bTnHl>ADiCd^zp&v=IU-h*JJ({buF?BvfGP
zXeS_D^`qc<Yj?U6`u)XKx!BH?LW)tr0~R(u1XO4VG?vd$hbyOX_s;+c(iR8-oznhp
zo#AVmKjH4t0g=MpwxLf40indQ{zL;J1a$$e%2IeO0WgSjhJ{bH{BMpx-uCy@!bokq
ztgHU_h_!&IY|J<C;hQ$IaA~f1vOHAsC1F|45}(B}0Z+h5nE&RaCkuY13$V*AT)P|Z
z2#=ST-RytBxGX!)VnaalA0MOy<sLeYAfS&_+2}Q_0-S4d&6c0!vBclMe}YmM&rXMb
z5cxxRy&{Nu(uYiNh!o#j3bRLGs**iEagxG%FNR13_X<O5%WgsOdDYUL%FWE=16CQl
zJchv`t(3OFy1<YvU(d2|2FTB26n5qqbDe?Gi34Y<sJDU($J@P!HFP-V=EK6={<`m#
zHSI}_ZI50Ld&8|}MAMO*egkhd{H*+G*MqD<NZTPRP#+%?8b9o{;`{f@ou>W_Jrcff
z0tB4vpDhm`?K?|AE+apeBiOWL-+6c#G_aiQ&Z?`pPdfUGRI-5CxgTFhNUa6Q+c^{*
z=+~E`U#J0AtUr~$oQ;s`Wrgm{J0j_;On3B6>ye%|FJaDRgsHCrSRyv+X}(m-P4R?J
z2qwh8-*;ur)UKVTRJQ}S6AMsVif5(RM7!?%@p=lr>Bf0HLj*mjuGXvHOtO9;klh^#
z_axmg>X7kVnUkFq+)UHUU>-;{4i@%hJ2~ps`{B+|x{?{0_8kIZ&1tlwX|h3h{%a8D
z_2j+f-Dq~>#?tm=0GuKjXjVl4r_99vYYiZs6weA|R*y`K2_4B!!9YXssXj#dM5dZq
zZMfryBUDQds7tS(4*pZZ-?^+5(f3nqMg@yvIP0HJo!=0S%qFjovrZ@w_4x_IDAP_&
z4}6FUuG*|2KFU|kJ9=61>I?>qM4yeW{xj8ov+2hCVY%%hMd$9S75c9`{D18Lx_$0{
zDG0z^%>Wug8_*C|tUoaXebf!C{?TI46q_iom3*f?|4Q#&I}=4jmYwq~3BTqPFj63d
ze`99=Z_$*}yml$K#Y{ahx-F?`6BD!)zy_+oy}??i_Yrn21)s{$zo&#Tgu!P%xU8^g
zy;;obT9Z3s+tbXKtW6PIn<X%{^Vb2L_{bFBD0bmiy}I#MpJ3WazOT19!H9TePF!^i
zC!gyP1_7x~<~Dt9y;EaRpb57w>L6cz3z+xb+EJSIZ|QSA2DsO?Vqa>`wbclvfA_&3
zU*ZqY--x}lxq#yNikv##!o~ct|0-^R%G0`^S7>SGr2WQdQh?4Kxv-Ae>!e!zbJn*W
z&e6$>a^X&u7-KzM-oTiF8aummq}|K3>C@?n`6a5C$3aT{?Vtqq(Yw!3JF~(#wXm7$
zqzrXXTG5_Wj>CYFg>0-02#oxdhlg$hdi{*q#4K(6hgvw0ukGI*)AJ7y@b)Z4KH<>|
zI~bUcsUTR)Sk98YvHG%c^?K4k$pFLC>6s1pk8dkN<~K?RZ8u$#lU%|m2Ra$U)rxLc
z&U|T(n{WCMg5P$wn*IDByy-mEc1XH%%fWxEsn;g|yhEovi;}ZRTOltsXMp{o_FVCB
z!f}IH>Y;@Q0+N&xA^X30d+)HO+HGGnh=Ph#rAdhj2vS5udI=UlK}11%6X_sLdJTwx
z(u;uf-b?5mLNC&5AoPUZLk*CGGrw=GefQey?DL#^&V8QyM;<cYB$H&mbB=fX${16r
zmrXWnaD7IL&6#xA$EuY;jZ>c7m9)6(zV{>Y%UcyX!AkSGZstXe2Hi*2H#guLA*nrx
zR!chv8E_iXtHw{#h|ChWnWuiXJ(C+5KeGEz8VT7!DT`)mSF;K>bje!q?J$4I_R-SS
zpAY;aY!>N>>xzZ~Q>nh-_%eoo{xS9vy>??Hp*|qm4`I-`LTNE<v<Zrze0HN$bGDtm
z=(|LDgm9@;^Dm;6i80S7z$qHH#D77Cgsv}_nAY0{fDcq~KwLKTP{uR=B0AUmS7>WM
z=Z%CPs8+%*u66@q%LG=rg&Laq;EPSo_Ib|sCY){Tw0xL!2%8ZV1WK8W$YrhCRzJzW
zoqY|wnQ1qTz#Zz_E;X^DRjT6`U4OCdNc6Ha`FqKxZB*#Y3QEX5e`}|lcTys$#HsS8
zBvAHl!Ho#4a+^9|uEjxR&GS+Uk;mefpa#7pedY>TNK-27Hhf71sZiE>H{vU)<q+n3
zK7Ro0HfeIQ4B>pDi|%DMy?&9!{OkaKQ$l|FG%=yx;9>*XmP6<$e-tilaIphzYt-op
zCb-F8f;@vHf5X>+3e}z*FPHN~{xdvqSS~@WQl_WvcRfq8h9Jbu!2kBQ&|asb_U|~@
zuU$dlcsly+!p}aZp7!KFs0dPT2@{A+t$(D&r>XdzgVs$QfOycw6f{2E<Ps#cd<kks
z;2uFsx5337si#O_U#|HTK@6wA(bi4XL4(cX);lhbD&)>woWY}IDG#ZhhTnJxy{3bM
zFQ&A^u=0wrLj-A?uez-42GA3$4rxyFLL+=GdBPAk+2`kM_MEn*MO(%0b0?@yIl)<|
zzf82Oo%0Vh`=RH$(H)N(@{$FX%-(1_U4jk_u$+-X{u|xr9NqW}+x?tNkl8$RDEsdX
zm@#2cgOQ2E?V^flsz{5|up8oB@7;`;!o8)xG3xOddZ0lt3;)+oWL`)g61*Nm_GX~|
z?jtFp?{0BVuT?3;l_mja2mc0vmglLS5f;EgBDz$|u)9DSS_57D1vORF35JHT-i>wT
z2okz@r#GAjULQRbI!#61zXYWK_+sHjGiSgqGms^eADsYjW2Cw+K&kM=n32T}(pLWn
zeP1eMt<@p0Q{xf@oT}fv!cTrc*D9f>!<jo&m!Kg4Q0=7~JYaucI=8}!KX^3%5pviC
zxmZ@mp@1-FfFt}pH>tY#4Di_w7=QGrm;EaZ^+egagTVtg0q790!t6!r7w(f&3n}S*
z<|eF&--1%-<hmF|KUoU=*4{_GW7{`6xn;9f`9YS}?9YGC5&U<&!GDgi5?xq9dwECU
z+d}k&A1Te;uqx=kC8HmST$ILlD<>n6qAFPO7}9LbRDF1|?wbb@Xwqfc7+H|P=;tu4
zB*o#!@}heN4&H+zNT=M^xrdDWd>JNI;W4Z4<xHTe2G>5wfQ>!b$N3;jV!=ZVHJZ3O
zHwzF8Pa!thAx9CWQ?9QgO84h!1u@Qc&w%8E3`<T;=0-%T121HY*x36J(y1FW`ha$N
zVLmOxhuMc7bOg(V82uWH@zgjuLj@;VHyfu55^AKBJlkbKUQmpNo}vfddvx$%cIG<c
zM-uhH&ugh&jfy88^@;{`28~f!pQcLtB1q3Wj$wQmKGMfk&12d7Spys^HNOqx!o}oI
z8%&#TW(0w_fCo=D)^rQp5q?uLgqB{tlDFRubQm42J8_5TJQQD+109wd0;Up%9r@P{
z#L58hdNfJ4kv(_kwVldxkymfje&UD<o%Tt$f!vm3rX9Ft-z6xk9I<fpH^kHUw?xWn
zM;u#mG695u<o|?scy-5h&x@(dnFeRqV^pDfZonPs2Fu)ZJ|Ig1Bn`0t-8(cEE;%|f
zuYVh{UxFMx5Y@=eszG{Y4Wj*mIg&V!K4=N}{5ni2K%gOiL#wHUTA5khCCK;gH3WF}
z5;WXt&1)1^6^B|TZm%&*T?9rZ6UFzzdmrH)@MmuMIk9(&PfNuo`gl|y)S0&%O_tgG
z*~SND%PKht@D(jPOTykAQ{)zEPwCtS?x^x9@N*bESr%sH99!C9y?e{J>}o*`R$U{o
z5mI7xUcnh*Q@o-cL%Sk#eUp-NzLrx(EtOYUy2*7Uu&QKdr7V^Gz$(GFrYv$K7sC0w
zQ>JA|bST@&n;xr&B3JB7w)yhbN>qhC=D^+$zu<mCdBsz*w4!1xcl?>6Y@N)!QF4*P
zke$`Yc4Z$E`;3M49mNLcJ4UGnqxFwIMNP{0tV$}0!OdR2a&z|IZ#x(oy3lnuPCVJ^
zdMA){Y~a3A?8#$wJJyQlia^){@RFVssnGOYdmXT#D!qDUWBfp0)|4Cr6Vp3U6fF=K
zJl$zyI_r3h%m(EJ__69m!-BDA4$)hxI`_lwWf`T!=;rkyhw8dF^=~TrT_h?=d8>$p
zP(b$*4i~6!4<}0KC@Yc$1d?$5f@33A^CT9GYRy>EEv-Kx9GMb!XE|&XdnBGlC9XUl
zN8S%O302&W?z<xL*`arrG}~bX`AC7zy04q0d3dr>Fx!&qYP3>KB4xv^rhPZORj2no
zPtp1?ayj(dk@Qf{79-<GdQj;p>}m6j_Ick^EoIsl4Ij(y8jN`7{<1j#)?uV|>-%m=
z0Me;WW#k)3bhXY)S+Q|+_bq*yn`$0;Xlw0G&$C$iArSZB)0K)KO;2T><@jU4AS<M*
zi}I>d3!(sb?GhA`Q+Nr|RlNkg5LzA{VD9)aBf8b;-rZtwcGD7m+zB~i(@zp|k$im5
zrLW+ee}HvJ_Ky16%Kr^_P3q(QZ`@bmj=_u$;f-kwkU8YRk6s;P)c!?CRUqO784q7k
z+hKc~s@6z1*&sQP-R$7&tD<R9KKDZJQ*zg~$;U_o4J>#u*PpMdl|3{s<Lt}RLmvrf
zg$yfM8jcksTw`g&o6z1z;|7)NU|t08ULb72+hgd`1t_q9w*U(n%4$=IthJeSgiom{
zrawi?fpd>j#lc5Psxbe;>GvfluFxLP*hsO%q@Ch{+i3I;wpa~o&M)SgsFix6)Llf>
zJl2vhc%QwCC2QwQN0Oj+uIltS)#+AbuM5TWo%D{v;Si1A`kplVeA_R?9`C&-b?I|X
z#VI#|JXxM8-7026+ieAfHJ4+cEveVFljU@T$CERDra+E-S|Z}X?L$IKDT4dP;<Cw&
zvBIYzd-v66$?U_kL3VdO9?mG<E^kzMJm2su<m3OtIuUKc%hzymwzn=pGYCRdp8*un
z0{*v=;lC&EudFN;$jadVB`Z@UC^!SN@d^0lM_($54v(Fow<>$hFg7vw%umX^DWJ6z
zJ*~I<SByfFe3Q5a+)vy4xQdp>_&I`mV~B6FEgMM$ilLhf_3Ja4Dzu*^YZ!aD1bn)n
zt^9NG#%!qXsKnQ1M45YH4ZI)GO?e|<rv$o@p&}9l0w2)UT!P>~^*#DM9y%3~ZMthO
zbX-3JhT~8(JuCb8QSRz@gK1DNtMAg>2In_tpbH&2&CUGdGf?w(fXrIdP<bb|bCi3_
zA?cTO-Ng4cF4UvG3WIoN>b*!tUpBUf+2hC8k5Glo82QHA0fs|siVZ!b@rbB`e!-&>
zuvUGvN^Q;4g3v}!zwsaeTBf)M5QW5dhpBC$2G`eXnmOug1J2tvm+s4K(g-uKqpLh-
zS($>{>p7BF<1L<veB(lM)Cd!Oi1a%uRt{{YsTe8Q&8|sU>5uf6HZ(B!#8cZ;5q2`A
z^QS-Wx|n{Wh7Hh005*=B5gy<S$v4K2#qUoxnp|)c&y7DYiWrG1m>YUmg<#{k)zuo9
zCkA_j*uMR0vc!o@WsmpP&7!3I9^xdU$$I#eEr-nnqh7m6Hn){0K4DLqbLZ=osgvz8
zqO<ux44HrN0Qa*qe3*iYp(f-z6|HvJnO}^r$iGae33|b`V5gMp=o;4vzJi3D`0wN-
zJFrL2n6QwQ_K-9~;pHiVuXKKM`2Xmkd87grzX(>T(P<$2!Olzfid*5hmG*F<bMGed
zc|P(^EU@HcM)!i}r6*R5p1^H57wo#+cT2015d+)d{3HBx`Ub+X`XqwB`k4Le0pm_D
zu8a9nZd$FL8nHeRKSvBhD?)Z2rx%bA2b-UJDM^x>@jIm~&~#5Pa>F>zGUv=Qf{rPB
zzx`iWw<tmQD)@4&g~7?)U_f41HlWo&!mDd=Q3E`L_7BkYpIfMczq5tEGlp8M$s)iQ
z(qK!*l*<#4VmYDH+UlRuu5u<3Z|F|O<qUX`HL6#<r7cxpqk?c>Xe{mdHVQ5^NP+dj
zTED<#Gw5n#Q8L7mpM+lu&wurJPZHQRM5gb`-yXG5pHzML_LN-I{07gr0)ZZ8Tu$Qx
z%B7p1VoRUFO3{j3jr}mPg5BQNH&tE;+^zgmd(t0$ozGLGxRoVQD=UQUwFy(7sAPl(
zQKx5}y_dZ`Yj4(U-Jr0q4C_yk@FT<^-=4V9F6<ISs~fXhbro~%<1Z?Q9xz%Le}|}w
zqWIRQE9G_$Enu|XLq9YRi#TQ_fhkt~MeX~#!RN;(CER3WeLrwLe2+Q8bCyF&aV>c(
zH3=N#yiXrQhm=Qf5pTe*dAje<$6M!259MwSuz&SYkY^S1yaYk#n}VNXi!-oYZq}7s
zQZG1tJ-Y-mKyvn742Twi*CVf^?zgAkqD-e9S(g^au=+|?Scr#5vImz9MKT$iK{|4L
zq+yu7wmGBDK#hrK7lqf;8vVcV_Adq8wiQ(o4?64Xf?ThHlW}Ak%v+2Ge{1!Oa|o>+
z{F*u0B(c=p3BRr1oq@Eh$3aXJOv0R8)83{>ld^NM`As(UZ|L8`*!C3-7`gM+g<Egv
zHPqv~!E-ELT*QaFt8_KBvGn&Uzr2qeyNAkv6-j#R$F-GdTE)4m`?I~fS}ubbl2~4j
zkePiBOTxWbni&w;z64=-8vXj`PEqzrMu;sL=D9mX*$jnOiYTtLUA?RD7vt<eP^|e+
z#(8Uz^4~_*|7M$E!EkGKGi-A9w#owLQFz)At}3>9q=aJF4>P0+3JIswF}nm^d6-7|
zy%}s_4J{hD^X+v@4POL&hl^0Pf%I?Km}idsps)N$hLK^YAJWx~+*8!8P2!*AD=yk~
zG{mrW&LbcakE<j?`v^hq9%CGhzw-c50ul)uvE)|2$+dBQftbT74+=U7Q|<y>o^8va
zBInQTnDkFKZ0vxjeoic_(w05`Xq7oyWo2fFK!id3$a%Edz9Pm?%}9(88uq-sztWX%
zkzfC(?CfiI`=d2K0~H#}rv5grxf(8R!GTv#f&|yT9Aj`wylRw2cRk?}gzwnJ57<fa
zt|ASahk=K*{R>+TbV)ZJu-R`*S*1?|Nh^)N-gWX&^~xFe5|%d#B9bD#hlsN}*G&-l
z@g+M-_SY+#&s0uCz1<st`@!<hf*Tsot)on($M=VbSCiS17ObgJ>ha3CnI3ahdjaX0
z#~$1}lf3Kzph$mPV%?Ou;y&J6L%dq#Ve>H!7VhOw$a!76+=C_s-)6H9+~gMEHOu;W
z7G!5Q8&n>sV#AtwSOlh;fA)AYtoEQ{2(2#yE!1O>TYYOo*fCLo-KR+oPpg5Q2Clu<
zgEm6M&ti3AV?Xcq)sB}nJ4EqN7Q2xl!3s{xcRMf-f1j52Y&^)*{QXtBin4vslPQ;a
z{StI8P?#3u@?z2FYnFqa0ke}xw#bb~nW%6Y3){~T^pQGlQlz6zFHdyrkgN3qqw^5_
z^%0Dp>;Ye8TZBx!oAf%dBp?5FV}s;N6qSdJA3%5tp@+lEJAg^n0q2-%!b+B-ixHQg
z>euJoL0m9%T+3gP?SJ_w(5^1bT|fD@rPfqaQS&%|Rr#Lm>^o3zVNmO@rx71RzKP!j
zY5yyiX&5WS{_Mx~?bo@8HJ2Sy01>5jLXQD#Ud{*d4s;uV4gsujvp=h&!Qli1z|k?|
z?@5sc)k!}9lFhL+tO#2Dc@co-eK)pH$bY(Vv%axCE4&+VW7ksruUIpk+ZN{@=<oFA
zL0x4C-|p<|WpHit#5B$UQ<5ajsK1e-)|)~f@bDA81@|U}^cQrv0`^Z30C-?V%?(<g
zHPo)tlOytr&i}D<%3J~w)^ZIf(6C9btqPSq3z%jOK(kJ)0-^G#?n|STEqm0fmO1XF
z8=Sk4nku({>UL?1L0giPC`BcrJ@Q%Ao`=`z|A5epTTxP0Q2^}xvrpd*BiAJ-lT(6d
z(sSIep8p(dx|n7rZEBCzFhdW}p;3@2Xqi3_wAA*{ds1QdP#A49yf7;^D524MZVEVl
z40PtS`ah?TP%`;YjEb{bt;2i_Zto>txDaTRsgdo3%-##dPCDqMO_zP@5}u2=+tXw5
z0uR<ku-7F_bT-Wv%<BjY?OjLT)1Wo@ihHwf7I2&z=pLJ!yMZyVtcjGjE7$om`mAWT
zs6YK3#aHDk&9a!az?@<Ba;>A8M6jsX74ta}G>eG4*>M_0;fXE)R(F<CFWfIdqgqyb
z=UC$ZY3Lt_`g<kt&XxR2&{PvZnr7eDaM9(+#l`U{6FRqS@mvW$67^gIKn^PZ%mMH{
z#OG87)y-}SARhXFb;E;&M6H+Lp_4Dv+*(-u=Ia@4)80cyKZExL^mWh|2V<MTcQ&U#
z_+&BTGRg|@V`8s68YXvs7)06N1F@5C6KO8@*c(%y6NG$;bqA8$<hn1O{m?TzD}UnF
z0~3j?aiC{PJkam5KY%ZDvp0skreHcKx&%FOF+7{#Ol}tjhfFF>2mjisY<j`rTVC$9
z2kfZI3Wn@JJ38zOw1s0}lBEq!KYf2uc%ZVw4wTkT+mDK+Dt?TWZJyjcF3OJyGdwhk
zfOOUC;I+wIMd}sg?19x(UnG0;+Wq?_)bDneJ=DA4#eXL6actghbmaE3%3%n19C<yB
zp=+|@XtxftJ$7BDgt{N<y<1|PlOaECz>|v~zORjaTRBtP<yusi^*D`gNGPP>u>4{7
zz22*ig^}se687E2A47k=cq$`$ToAP&Df8v`W3NtKDz**E0JQD5%3*h3PC|&~hI@XA
z@{)0mLE!nvkeS~_N#_JiVS2(!q|Y@sm>l?~I9u5on1Pp0$6D}ItG#z&+A0E{5N-Ao
z_gWxCF7vMdvJR&KC6H0g#h-g!vookD@W*KUw8sOIY<j}srrcB>e9LI(iIeUD_lOq_
zaEc7MX9V$#N<aBKsFb*%NP~)T^h;L7Uw7wqet$AnWqw5>@tX_K696V7AbuFoyovLH
zJRQ(tK&MEa7Wh(*Bjg;kX>f{x02T*}WJ-dMcpM(5j7g*P%4j4b+%<a%&>|GsKz?!i
zFQNMX|9wyxouur;gR{m5YwW+ChX=Bu*nbKK^PV`dH~@64#F6NtI%(@rsK`8(xnr?w
zpI4gK1jJqE1EIU%5>zo$lYaCDVqtwn6DcMM$*X_D{bz{rDr<*nBQc63eJNQ(L!|lk
zn9Wgbc5m#cN{*1N=KfcrwJ^VG(mO<_v7rT;TiPbg>DhX+PA1~JVVZ+4DN=unU3Gp?
zqS3l=i@;_jO*Gz7?-}4FEk}atdU;VNpGVk&RzjG=c(#W?Sj1~gSC9}n-ItxVAz}<W
zd3b&M8FgzKMeKhh&u|I2IpmC&zyok!aD1fIk=(zHm=h0iWmJA~ObniqoO)~cRlff<
z<d2VFUT&kw4N_)i)xT8pohs!3<YZ#*8xMQFpZ-^(XyiDfKm@Qm2xVUAGWm4+%V7}9
zS=U%fDxp6Azi~kQlgU)PnjtlPbu|MBsl!-#G?TT4@_v^uOVLRGr2Wg)GN!L(#;FEN
zCCVq&`?I6^u4cEp1X#L_wpi@I6=5(p&Q3U)w$#`&rYr;guy6D&c%F3#^6?;3L-O?j
zs%T54u*R>yhz<j{yQu@wdx4+XX+oW|!m!l|%@;6W*)+?dCX8w;aJ3b8t`m>pSuHQx
z{vp^c@j;gBETJd-I?#<*6LX08`8hJ>(9@mO>wT`?Q)VpC(TDj-<Me{Jouzo4()M{$
z#OpHxJd!ANH3U%xOgbB<FZg#pPz%_Q)y!Uae0))4R{AS!dtnh;h_}dm-+KuHSm$t!
zK^mOwxHGPPW(_|=pj9HUZw5bx)Ubn$u<}^-Z19I}k%ZSXAs&--70~53Uz_!J3fzXO
zT%D6K3QjJE#|I>$f1oGN`WAlV+a1tN*6cA{G`XIuJKZTx%c_*Ha4LHUu@8Y(U4kY{
zTs}f9YvT#KggN`puVvT*MA9bN8F;_&5sHVA3S6CUv<(Ou$S{}j)fJ0Gbpf|)XLCvF
z*0WksswqXvTOS@)eQ~JXfU*(p^o1&nWO!BNf0a5PRf!4A*Eg(SIaFIcGcwJyff-5I
zbM0v%#C;Bu+!nG;`W`*0voATZuYiQg;*0KFg7OC;fM~I$u32|T@+!VSgkFM(12dqV
zG5tn&({LQun##kB-h&<&zS~8g8o0oV?Wz;LaWCb7c1r@^H<FV)h~|qN4SbVk{}>N5
zXEWP+-|i3#;kVW96cIFw6Z*^uwr`bs#PRuy`H+*(C5RJvA$F~wc%@5f>(#fBC^vRB
z(Zvs`0@5*dv6<2-ScyYV!I8kXMeuW>t-OQ|h1SM?BV--?JBYtMnVFyXODZs4DtYtR
za6i+jtR43%{7*o4(n{*t&BMLv*|kpZhX6kdU2oS5@6?HiJ$HWjbqMEg2VD17ff(hV
zWvR9BbH<Vz@DqSJ(W5MHZS7_&=A7WibDfg_>DVjmB49fqChcaWE62nI>^dr`==?4=
zGdA^bR<p12yG3`^i8W>gFhLA>1I~xExF3)`90X_CR38MwfU%}<Am18R>;Rt<zyu+A
zoS*@4BCm6xC;`t6@b<efn+zXGc>*I02;E0C7*aro3IxnSfb4k-0RZ&#8?Jr;<J}H8
z%L-@m(kQ8c&}y|0#b0fF4uskzz>4t^+Af5J5WeZ(14x*C0P_@_Y;qBIK$jA5V8DmQ
zPX%4TLa`Iz{|{e}O$DFQcq4mC*&}aDd#);rr}>RZov)gF-9h2%9wRIOJ;};Xn*2^l
z9P&%qdtF-<zgQ4l>Gjn+nP&=WDe7tJWIprWR<Nzpr;;x1%#silezvjhZj>uVE7A({
zeQI!a7ZJMTS}f}7IQgfsIpEzUWO~yBoen~IQ+qy`kaUuCsnOZ?lrBD;Ej`O=UHME3
zduy{U)zj(azZ6bsk-{*tH1<sKRaIqha^XZ`gTSUHI=`67^>g(%QET+;^w1Ys=ILrO
z>mZhEZ~il^dAoQILl3lYz?E$Py?B6F5B;~1VN%W|yfDkFp|#53m7T6OQr+`#%X72E
zxYlqAY+UOD0^w9W%(k+Zb;=~<F^QCsbXBW&zc}yRjuiF_xn%NFplQmg4EuDdNY3*v
z`*V$P{ky^m6p1I#4xTMF!XwgNiS1Q>_K{}8*aq-c_F0`-uhg0bC>5~$@;me$1eM&a
z5t`X5EPip$<|LUn2I(>8rR-N$81#GBR6Dn<t^9Dl;eFEkYoA16^@Mvk@zKxw9NUHV
z-kQ8X`*}hcWEvJ^v_D_-fF%44+(hcS?+<|4yoQb%aec5;(yRHRv$pqCez3`5PX<hb
zQy<~0G|I-utU^Tw=2offLzAD77TeKoLBS8JV=DQ}8<l;f_jvunkG<^m|K<4ot5xNn
z&sp;?gk{4+rRlx^P~i>q=vB<oUiX=>u6dH#BauUeeadOXyLf3%toq^%RjPzrqL-n!
zgZ{*Yl76R!(-MXk#n&tS)ILSUN0Rfz8z^LPtk`n!0&JEKVGV_gL(>x-sg*V%n=T|N
zM}Av`a3Qa?e@vzueGp{1N)I}91+cj(JcQ}N?qM{IFga_sco2~99%WdrbmgoobPO#$
zJ6^kZ_`4kKttBV!45P$G7ePA??k@vhw*C@Cf1$LaAA{a`o;eKCn$}dv{N_dON*QX)
zYOOA85g#5!@<uwRcHiF0flIHvw03BpP<5-guJ^crT4AQn;cOzSk4wsGqHe_M7EjnQ
znR3~WnIw;i9Mz4Fxi431Xmt^+-!b}YkOsWv^4)+Icmohxiz*q07z(M;=0$U&eP7*F
zh1n)?jRdq9U_8GB6)OU6kQ<}~DLCd5M5r>RlH%rUA&D#f@s-U~nJTvXT!a7tR*F0(
zwZpH???nDyHj11dBr|!oCwRB<e0HPwHn=8`8VxUgU*B*j^0?n~&f#Oi_ABSJY==Rf
zs|#Ya(1q%!9tlzjFF%NIG#;3!O{d_k@~XzA$N1w`cF<yT35R2X3NEC4VS)*jHDhfq
zya$gqBDylNd5VcTjvNDB=NiEN+TVD^)~f8>P0N?=D7rmVJmt)GK6jc`efOu_M#3S?
zOV(~M@n>Ra=+(D*j5$gapfk9Fe9TK)_10}}PMt6j8{F1o{SL4aj-APy)q)rw4>__z
z=-lskr~FCjEBJc3G|T$M`A#(C^mxlwcigBlbRtKyHzb1Gz0~=eZP}Otg|!@KxTp3c
z_0G{;#hZ3GEUgGW?XE1?G0!f>dCKJmi2R7#7*bu2-(LceF((zytn(8{LLYVcR{ceJ
zWc|Egs=;qWyxhAIw#4%(JUvU`d5#jd9`wR!9m&(pwm;V$BK^=6B>}&KEmW=<TdfS6
zUr?H0ulf0MrcmV1Q}M&@VvA|rEpK8>&d-d^`iaSgCA@VCauS8*M_Sv^D*BtfzZ$g2
z`nreh@OWrY`F%$1fNl3ri;~%O<m14Ct<#gBV&`fy21V<3?vexX&<>!DC#rZoMQE%l
zoMKZui)!xW!vuDn8Kxh&hF~{pmpdkdf+1AT?|l<XqsRz4B*J)4DqZ2H(!m;a2x48^
zDwOiF1h#)riLhk1m#Ri6<TEqVh!xVO(r)i;!>cm)2@Q|{BF0G-t`3PC#QoQGU%$V7
zT79%^{GK#(L^Fj0VKTD4vsylK%x9_?I2CEJ`8`aqE`C}~V>VS`Xg@Gy2}6;aXQ3f(
znx45u#}%b$=9ypHb%xyR=`X6gYRsD9BVNzbkCQ;n-EN28+?9L|J}F92tJ>bU-}qbc
z$-|9IquSJZhA7B1YnACC>bvk2o&ouGcYKa7Z!p8eN|3<KfP1_liMY;}k-Z<r?PXX4
zWr-6GAt5#O181W+&Ly6+BB3Vvfd&z(GW8$^4Hx#W#IKE%?UX?7CbUCXwhlXNbgR2f
zz5UH08}@ij^dBdbEM&LT5UU{o?qu@lW2|C=Qfv(^l{G@Y{4hFDxaG&CL@*5h=5lRg
zkc)U^9rg^XoS)3IXclOjS=Kau%h{qD`RB<&kK&^BRo?~nC=jDiafa)WzH1cX#pE+`
zofq)Npf}di$Op!?H@>xMi+o}rPGYu~VM+QC^>~_A>njC=u`#pX*;t`pJvNf^<fJUa
zLYxj(Xj!k@cV}Ol_tQ1=i4Om{7#WFD;J)Q4PXv{#vHo<KOV&moMk~GK^i&m1gSOrz
z_64Eni6O$PGc{o0=VB~RUDGI5gAM^FoHx&8qx_N{H(GmmZ}F)GX3*&dyHB@c2gQdE
zeYch)V`y210Nl2Xv2`kTRqSwAk9^ikIkSuY&TBHo9Z&UIPwq7%TgWhJ#s}T7OsOB(
z+>BPXO)!!_N4HTS3N_Wm`lNHLVL1f+_Cifh5p^@C!YgN;m37kTjF&;)O(>|N?B&C!
zMssW>Ys6Rm2cJp|liJIEeT2q8w7p^}{isGUu4)V&Q&Jo+tW4G=?HaEv&mxfIfllaZ
z!WP<E8{$iv?_#dbGl3*5N7})^*hKM*F9?RulXho@jsH3q|0jORJ5XnUrGt8aI50?-
zBCLt=b<YF1B=ldwkU24cR*k*9$6iKvKE#;XifZp1jI*ZLH~_@Y`WwfMMu1;*H+)rd
z2~ztxIN7t+GF0qov7f71JF4^X;_0h-^I+*uoH>NwY?I9cSn9mKd@PmjyRt%jfo$6q
zQikJ)KGGJ|_+*@+eTjf#(;eH$DN~d(fG8!mDuHBc`vSEC89LmpG+MRpnqHO?yac_)
zZ_VSh*V?toS1SyEJ}y4_rB(N`t}V&eZzSCPkO>yjd_UM`Mv8q+>T~oZC^(Jmu1lLO
zm5!F|o#>6uII#{`7<?D;22;~P7vae}shBnO0VE1!gHoBN#i=)3t1m&C`^U-ne&PIQ
zt-;qPzJ&-dn}lb7#1=2{kgK+cXJ>cRC^9#zqe9X!+^kP?M}4FjF_SRcf<*obUcbJD
z23O*e1*qi;&y1()exF>q@Vwe!n#=Cs#_ejz)M@U<!VO2BM6R5uJ=I%i_8V;71VF6-
z%X%!sNhPI!yl$KTez~3zpuBRQgzw9@yOi~e&ToP8TV{BnI2#{nr;H}3F4inlQ*XYL
zd@!w#=u`Ici+57q3d{UBK@(e&qu9kH-#&i8f(Mp080SUT#Hf))Xh<exxIXlu`46!B
z_g@}p8}b^V?gX}dp<L-E;c}2^;}DiRHB34RCw4Tn&U4jxf7l1EVB4MvD@_qhbuYXy
z*$iM>xaqyl-0gtV$6RRSKex45g87M?;K!+^hAeWle{#NVakS3Mjakd@X019vbf@0d
zaScPuTIsz|9J%s`p$;0y0cko)yN3U5(2qS`>h2N|8tKM2C>eNb{4aD^eR<TnsUHg8
zxi+13A(_BVeKvDl&R#OBWcyRZb@Z%8i3TI)DH4Sm?9qAjnf<d}i*u3v&7&#pb5<cV
z{#Em@jTPSu%-~+JEBwdIK(kyI#F=!{YO>KGN54I*qK}$vjl#umYfoRkB=zBjx<1n<
z>81h07hHMI*#wwKvkhvXvoP97Ch|GUKMGffY7rk)o;CKL<QeOh34JgjF1+iK@_PlI
ztRl!#GoKS;D64iDeX)=&#-Y+q{?@#_n^s?=#V9CFtiXkH#hpYbYsk`jC)1fb%S>!F
zl{e_V<V4hSC}dB*Z)UQ*+8dK7rS!)0B3t+NXj*93uF^{rHo0CAc?7mFa||b5AKD#Z
z^A`H(%l6Q5$=8lu<+zK9jRi{fAac*9`K#WF6mo7odB2JRK2%~o7;i2h`P!jFV8WjU
za<;Y`*ZM?e7|Xvy3r|^(H?(gd9VcaDJ{vZMoO!n+tBaS*G&sM!3_n`~vK^RsmHOOI
z%eC-X^ERoMeTThgK7$LnO}6|2u?A=EY~XF^@zw~lW<xCXD=!?JP{lrE18M<K5>Z}=
z|Mtj)D<i$)K1Y(iWhw`|L}EDFNEgzPdRtONfcGmh;*$+wZN6kn`hgB5`M?$ASrFfB
zz(P&F%@iyZX9dHTA5b1yr#8%-9xiNXBRV_^1f<&o%Tr9tXw_5qDO}#yC*baJGZ{kc
z-2akAoyuFG1yAN;tHZ_45rM9@%4ci%HA5Uk`<!@@sw=yI@->xrPT>v3Xmu|V54T0`
zffIuSVNZ@i3#4r)<xjG_1*Ep%>@@A|{<3AS7&k^CW&MfmMh^^sTY_!Cn$nA*=k?aA
zADU`D?RUKTQr5w2H>miPREDQ<LXv*TTAQG_qtUL-v9tYq!QR2}PLwbSiPo=Z9}td5
z=iL}!&{3-%v*z30K}6CvD&D1R0r3n&_$3ibIq7C;u8G~^!Zj|o76osL6!STe>>mYZ
z6bg)-*l{h_xb25wLh%`jtc3+QU4&z|)-#<%<LUs{L8IDO9#b0e$abO_-SAyR{+2%L
zh|>te<WZ=E3N?PHT8DkcJJGjOC#Y?ZiL$iQ$|hFl7Sv3$CEQ}O!9K*}J!xE5I@F|}
z3j}TBQU)JysbKS85c*Fo(?F8XYKaL=o$m4{*5M}xCuUQ{@Cr{@1wQ(Z0Z(6-@Ru%O
zbchi{cH+CT#JASsRuUG^PJ(-di)ns`xONTv?wYj^`RpUvyw!nB*pjB*uL{UFOMfmM
z6gO%~FTflAh)LtmcY&J>x5_wO7*K^+icN{su)BXcQ8$hOHsV!~a6{z%o5gEoTsiD&
z_snL$z2*#|d^h1Kk+FGFirhp>Cwp0wQp-A6MrC<5zi;s!cFZqw3>8s!oo`pJsCGpi
zP^bI8FLIkJ{bX0ij?OVBZskyePKT?>6U9_%wUX8n#)Q@vz%mAY`W&E7WRBf<oWeG|
z^eA<^YYbYx4XH@(54AdRJP4+n*US+}UJ$lNq*R%`FRL6cTB#Vf{?t(U>of3;UWbV<
z<}VIkjqMi3+{U-!3OkQ@Aa`8hT>zj7X%qrF0eHpzcJyF#GqzD|Co`P8?nI=m*WK(K
zu5i*+SYtynYs7%2B}p~1$eHf8$klGOu%PO&Yh?(fGLz(51nR$embS>PUV*73$?}G5
zoxJijbuG^wt4A1AUOp{X2>PB}8%@eckVGghhBLU@fc?%tMsEuH@;UbGm{mWP9O0Iu
z&Nv{P;9GoZdv_+AXmrTLU};SWqw|V=P9_1)A&hK*%}Iw5v}nd+|4}~R8Brmi6oyhN
z-p$!r_(B(XHhsJhI*l_Y?vWHi1uszISh3b-IkQ?8qn6v%f$y7@MzqOGrg>tnh0TIq
zGZu;fi)rWTK1)#wZ(IkxKw@{S084$hb)rM~@$2h+em?!K+Q+?)d=IVfJLWq!+;~>S
zKxb_eKqZbg6(;-|kZ7-e_&efZV&+D*1#$cX9gmM8aw`h4x<ucev$2(Rg4_^3Rdd|!
zC|E}@*;a#xPOok8O8B5%ie<2Q>rG|7rq?VYl-l9#4)QQ80_9wofm(YPJ2>C^_`z8e
z$`uvusyb4=r`A&pPzQ2k3%9WwjfxrCb5r`3ACxWmtw%pb%2rxxy(FHc#%g#N8Ua%w
zZ<UK|wX$MpdwJE6+B-<}4$+D<6(+Pf@Iu1kJm>exDFUe<<X`;VC&ux85i^C1Dq=&o
zyR-1(r!<42a5j3~NuqFpBeQhuQ;nu6>*w3PfpL~$E~G4CM=-nc{nbE2HzyaPOp9uS
zhJrfE-1-CSC%5}kw@Rgt^~YN087p-BEB1FougvCab*Kw){bIG7GWhLfPMk0SS*~?8
zBeb}{&xLOeVHFE3&YAT&N2(IHtdz77T8(wdk4-d@ua~_xp3J(bWI62U|2h#4_oCfG
zwjd(eWSLi=7{B^_<Ncfr`>k-pk4~xN=Gx0;eZ}VWrkU(e``sO*-?_u3qG^;2jj>XS
zOM6|R4$5E*=eRbs{55GGB+jO+m;1a>JjDam1nzuYhNGK^yu<z2m+K}e$SVn<C7f&`
zopA0s={%|_>8+|Gsqpzxh&7j-K-g608=>sVNo6yk#;4knrVo9G?-;XPQ#fK{{_G>*
z%_?9Eay9uK)%~`bJ>?QquZ`6~C(-Bv(xv2+uF;;;-`6wQaluIVbL+IA$$1_R^UQ$j
zzu4`&($((V0)ZAmfIMhGYeR=P2}YPj(Byl*A%>lo$*_iB@VKgw#Y-yTtI}Jae6U`@
z7fcv{w;V#-H_kOGEfcx|mlR>!6HR3!T_c>+k&{G27;A>Du&O_VfxAT_dnkSmcD-*4
z5<YvYP=7FkG=n99ALBcIbWzBVCcHs69q(ssCUplWBI{3igxULHdmmmS4S2JBmqkN1
zY04wOY@t&-x^|PtKgBm)cEWW6A(Kr{4Sbr}1w{$Nquv0k5E})>(B`Lm4|+d>AL5D?
z<@6FA>fcDL;lnLK=aeUIwE?z%%`8#pucDT-W{|3N;d{$nZ`N{nCWLOA^BRl$d`Dv7
zgP`0GA!}i^FiEV%qLgC0^!2f4!85^c9`nVtSHA6hXKc#QLz+%oh6&cG*<Wk-GWgi|
z#`xPp?`#=Jb2t8u5xa|_%w2nn6uR-l8s(9aM)<i)=*ikXI(Oscy11kpwS~63T+@}A
zdmwMM!|rbch^y5*`V{BX!kYLBCZq7`y%YS_l%w*GbM=}`oq6pU{VW$Qg&VZbnIi`o
zhOg*a&Xbk@7=SvZw}TcNn>9bABwO&}9QFsVeG*!@B_BPkbbY`L(E;|W-vKz)$M=Fx
zl{Cy=kV&8ez}tuc2#q9p9+vfFaOPvmq*+}^Pr%%7AEIutD?ZZmwltpHb)SdwT;<fG
z^Non<h7Qw|_fw$JefwXMPtJtb&NW(MT`(<%vn9?{@1zQ|N-@?kjTiGw-=4^WprIfy
z7(Q`72fcdN%+I)+@qz<zC{J5)pSFW3O|+T^(p>d|%}o0k#E!cA4EQ$|Xr2|C$Fm}j
zqNbMst}>`3wjC|(XY*;nBp=Mr*v4s#r3JaCR4gjpTxCGK-EWRz_bqQDyM7qr(uPRD
z!k1!m&I^+HTMro|(^DU`lQnQkk?O~cxw@SE+;0l)fIUtuDm8AIVfKdaA-vMPhou?E
zc|(Rbko9?AYt7L^wkP;?;$`4kTnpYwL1}pk6w2Nd=wp(<N#Y$dv?(r~nNuK~Ze;(3
zIU+~%&u+J_Y4cgbcm_r`cxtM!o9`f;w;x0d5fL45lkYV6c1|d?&gG@A|NMKdcYbe{
zQZ|h;x`(Zp!--XN-|O`I@#L7$jpFQNBQ22^Z**CcWs1Tn*J}v(Chv_N{g58<lHPkP
zwV4R0AAMBfkEG16WG5*~jeiihujeDWWuV~Q&q_Xa48gwfJS#!;T?h+54QsXqx|ekO
zNYifCtFDV6*8+>_M&~|9t<1JR1QFZcqfy?{Pey_7x`JDwW`~^BqXa|)*sR>?P}r!X
zW2XUL46=tZNh-Nn>?8C?GJ|GkbhvdgpC+%Ud;~=&nfW4{B^w(&GIC@xZS1QXD1Uf!
z5fF%~ldADuv+}ye7?ir%%^qV8Z`H97J6XH&|M%8TO>ge^!_QOqz$-d2{wVk{9Z;D7
zUeWxlm;XdE5#`C<%+$jv?S2W;K5OXeS5*t4JVQa^VVMN3H3D@r{9q1R?AeXpxUwa1
zMfuzxP#zNM_DAdNou8uOgPrrghwf<E_YgY?*$7`FB5Al?J5y($6s{1O{YhED&!tIj
zr*}2MSo3%P{I}v6f%^={MLrJN)k!+{A!`XPrK69}zPqcrO~tqexq-SL=J!2aYBo}M
zT08%}HRz~d>|Lkkr_Tkm3KX*f1-?JMb1LhEc@<oqJj~!GeNgnA>FMo|Lp_5)PtJn*
zxx9c0u%kzS@rQ2KobtTUaZ|d8^mKMW&%p7FdI|t?wFN7DbLgm~uyy|0M6^<Le`%n!
z{pPv{rTgA9FquAbfswP~r>Y_2Z0=|sryd`v)z8I5(dAKwvM*;Hc3%FDe#$@Hu3dt}
z$Hw?NtLj40Y7#$Nt`yUfrqQ;GxanqvJoJ4}bpurZ83;kVHRQy~KG8uJ@Nc{@G+HzG
zsa<4+Vw$<XW_$g1^=xFSf%}SM@l%gdWBKr#Ei3@9;_sXyHO3x?qRZrI38#t|6P5g;
zKdv*=c{B3PYoDZuf@_W+(od$(a|~{LY#R-piSd5zo+A$8nP|Rp3F=W*y9AXy0yO%&
z2eTUa|8Q^@|A&KnhCW~NIg`nR$~OF&htQo5I;p?@kLpak-Ei*7JIx}l8RnQK{-=Ut
zyL{dO8vm2w#{$QV&4yuRs|2$-g1z!&SKUVFE*dZ)PY4)T8jcLZuZyAh&JP>yQCcnc
z-hDtq0zpbwVO~h&I14^@UqltpY$8J&z4e;#vu~1i-o(p!`wWxLzqwLJ;Sjq#p{Hoj
zxW5pGPk8__AG`z!DSFKsF^BKn#X<=*Qnmy?@i@XY2zHDEQT5Y)b+cwKEU|<ceVj&F
zUxf22k}4PE%TdM)O2f5_FO+nF+ar3)F)=)tNdwB0e;4*O-;wGZYR5m&(to2D`?jHs
zoq%ab*n^n&`gzh}t_1dW)-VEZ{E<hDa(&E7J|i%si*QQ!RKt)&8d@2d$3A2r8DF60
zWE_GBxd9H#V_oQ7+=qfERdwM?)FPb5w<rOJlY3(@I;Fv-WV2p3F5}+Fi$BfUk*&7H
zZhz+W9{ri^r_75O<E%|s^ph-CkOwu;b+5@#|3}Aw<<GefsvY4p1{SehWcD{+bT*r?
zuN|Hg0i7MDJi(aEPAV&HM+?@(DvFWcI%%qe39m={nVs%|9Zbn`d`_R#Dqgt~`u!<1
zBOIc<u6ar<<(bqXzMyK<-L&=#nv_YJ8}V_xwqKmUR7~qxKP2D#FD%5RQK+I3-=9qr
z?)}+CFkU=+8OR!lY=kaCb_x9Jwc9qNkmELmlW-(hy`l;m`Ak)h*Y?CbY}6~%vt+PW
zLh{SU<wZX~8Sp3U7;3j6dqcZ3yQw5$1eq0i-*q;M{+<~nBIpd(wLm4LOpgz~P#_a+
z?t_~}ga|g+08;K8ZSS*kVVBoyQeV3h!hC4MR(ai{6BPbYXbV|x0P@6t6xtG+LHM};
zGVl-0z5^pe!XSu8;|gucBvtHhf&UJ3@b6tUk_{-Qa*=>KK0=ek#oaRll(8cHkNawa
z<n;hHb1U401c^j;E+v)P9<PhCb~S5YgP+b~QzkNdSQRLs3zlnbg%7rkvy0p|7m}aK
zJ*f-zUO$FqRI)sE@N^5`WnG&Aju9%0l0K~J^;Bs4pAF#pi>k_%C}U3O?;cGUd?Uqu
zZ7j#zA0l2XaxR&}xe`|*uJKBnSmoNScUCI2Waa`>Q0>;S42!<)ZiX!#fwmDH@~K7V
z{9je2D0zw7)p`A{?iG@S2ge0pTFSbM$)3M1!lAMQXdgFO5VX91qpFUkrc3UB2tl8#
z9n~^P(+*n;kue%4XWuHPWzwX0B2~BnzKLa1tf;Q6{ka<wYEw6hX7=6D4R7r;GoaAB
zqCt=jC-_ut2{5+>&vL<}tIRxTx{=825K}HiT27aKhoLiCYh$sUk0)SDS&4T__Py18
zviObz3$-6YYRuFr7OYF4^>M%7O{-KAAN3u;3I#RS?b|;RzMkJD{(Z<#Ypz|j_QTeO
z?^*H-SL08wB6TEqJk#uCx-I{(G9u)aD1ivpA_i$|j^00;%aW15FgT|!zInXSwyz&J
zHjJtte<T-`Q+y|OFa2N-$EJOXClWHi5k~`oUHYblc35h@rFEXB9<s2*_w9bAVVLq;
z--P1=9$7Mpc%#~clBeJE6cQBln|6VYd|HS1|FsbHfA`!Vd7%=Fi-po&f)ERYo~m=U
ze;WZRjDP*J)0Wrs{cqdy`)l$qzAqWCL5?Q2n(-OiZw;<BKEEHqOlBi+2~wuk@O5SC
z5INDOEv@lIQ>S@e0c;9PcQ4qwr5VQ>6&Gikc+}po4z3s-UJ+Aqt}k8N1lqg^^>lK0
zSr_9d_w``W%QO1qGZl%kQUdxKC@_(^vv}29Q={q+^cSwD(MTUj=b)MTu^sgH@_?bq
z^0m<Sp_N3}?&KD8{IiNikHR-wdwwe3O#Lx4j6CcK7jZULb}3$n@`v~>p09bPao<!$
z&u$#UN*x<+FVaP6&FTlY+_}mmytCHqWtFl|-wvTLUz43IO0U&fPY+Ww{T(x_ngY44
zxlq|1TxCExWzL_|OH(=85B4;yzt(-2MoERwu8J8aa1Pj&R(?XZH7J^;39TgPCwmnx
zbem*r=`QH^r9PfVK8%%bVPE=4V@Cv$u>=V0s=@)NrqzyYWXVl#n&8S$j;IFse{oT#
zQD_ioyTc&sN*GSUO@PTm0sb(5dvy5uZO=DAEhmuwViWL>{yKc{C0$oE;rjv&bg=|V
zco>e=U=;;cOOcLLEKlks=qGG6fr}VLIo;l>&pj$Fh;_eE+n=m4GNDIG_5~;2_#7%|
z&BbW?p5zVjrmPqIpT1Ca%HVhR0Q%qc62v`U;?f1h>{%1e2x<YG*tb>=UDA*Lpxf5K
zhX={cRflFj9~>U{nc6v2k%IT`o~xq9uH*RX>b=s%0Xdi=o3VDndhR;N8dxftbSqgR
zUF!CBu8(ymU*}$M;Tr|KV!Fll7}ED<t&fNO!p~Q~HOFGeEBZdsDy+Fm5`+%J!@n#W
zu<9-6Qqn_DXoAFF^V(pQThF~S?d_sFC9b}gn`CP;-XdJBQl?S@N(BP|vouq<;R5Xz
zn5+)o45SWLxUFGE<@l8GHLbSiMqQrw_q*j{6=9V+`dmczacl@=JQ_l5;jSMJbgm=s
zF@M18pA?y-QU6?gd4FQS^Lfb7lAe(%$vTCg7Wdw7Vd)oe(-6)tYsIQs3^mLNGZ?SJ
znc|XzTzi{TfAxJrq<!9|v-7^B!r_yfx)G!-`#hscq7F3E+9c7dXUZ%3{)_l)HphBW
zrr*9s-AcLw`JOObfi)~vgj-K0351mc0yVY%(2^3#mXeoPZWJ9=SHa8;u`~NFS%<-<
zn25>jRO0nviv;75m&`%M0-u?aj)>1S)C;TRNG&5NmLlJoUj5_*6Svu2L<uM}53kpv
zB7dzWFjKs<)FFv~0J<}-Lu_a9ws74d@=xCMy`$`}z-{UBu4L)59+N2)ClL=&-ManO
zSz?F+lR1ON!|>N9Lrt*`1er;|r^63y#dtV2Uq7b-;*941QIhqS*WursBLAItB;`NS
zg5$_>Lp`4(lIB3HAv*LS<nD&)nz}954G|I=YC?X4(PXnzN%YdJJ~YG;dsyQVKM2`K
zd{4SA^6hwl(||s8I_`$k@|T4J>Kf;5C*om(nvMnr;rFaq!Gq-;0m;*&^X13nZU?hj
zo{9tld?BTck94{OrFx@DzZkKacwS)IJK#px3Y4gHAH1)Y*d;y$7rY|_)-|8!*bk`j
zjukhabfJHDL$kAt5oCPu@n&6-wnb?#L)7HN8)olisK00Hg%}ogp@Aw%wm5<CI0`1u
zo7(^A-3U5`2F-I4TE=-FTyUnYb_}En+C1?N@Oh*+r8SiIIs&Ov=F;ZNz{rk4W{l&&
zE*#ZUm3hH7ELSw5v~XVm7<(|LKxnx@es?C=BJsw=qSJd@1}{_ZEJM3<39kUx*?ZDo
zmO!7)hMyC~M`|WyetryV5N*IA<*$c=R?!h!&s@y*I>#V;8afyr^cwD7LT5D)AFl7s
zG_GI0AWW~Ic{LcOpbc8{ckx+(ul~4Lyq!P|<=pw2r9+r&Fhz%;`xw*6^y&8>7Us+;
zJ<QC^vah#R=@RZ8Dl0jahYwdWsag~UTUkYQ$po-0JZd5J@glbvK!L0Clq<d<9g@!o
zF^BN(@E_1AR-vGw3z4CLq^~xIC&y+CU1LDQN`8RHCr~%+$JQC<TAABwy|wR(RLH&G
z4ccj0w_1TxZ5r6TmZ^)f{+=5Dvs+m^Gta=QWEEw=Z<er)9kh>5$d)0SY*PI<L-(J;
z38=}?+2eU2&8>mqIbwaJ0ej59HAE`0?HZ^?BG@UDfM~bD6OH}8WX*esKLNrW5B4oJ
z8nDpUC@zJj0kHD*OCPCFH}a;ast(zuF99sik734`-os~aDIo5-XNaVj83zXG%rgWF
zr+KW0-oelNNV#2i4PV^L3dnw<L8*V~EqPJM;egdTl?e0ALrSKN@W*iIlSrAiB%_gQ
zW(xY4=leMtBBz%iVW=Z~u<2g>jrFN>jW`^~uZQW-2<6?lGelvhr~t8_BGq<_v0(tv
zaP2+jmA6?S|HQBA^&fz}g3M>3&9b_5-Zc7a=C}7jf20_|k8$rRHI2r~sCDDT{RjgV
zp3-Au7q+qyGc{@wrO*Zqf&j9-GixPK3wolB+-Iq9JAX7Qy$n4kcb5dXy|TpF<4|b^
z)&4V?LGjdLE1rThWXmV_$<J*Xl0lJSw`te(7F1sYt)Y-}-rH&3YM;ph_zp$8cvwaI
zLj2T4zI;gWP^}tJl21)-hKR$~ZjZDUohF&3XZ<Wadd6vLLCTq*Z3=Rt{a^xe6k;Cx
zmgzT{({Ye+<$28><zU3y_RNXvgDWIO*L(NWK9z0g(|$&h=X0{}0w_Jya#H?#mn6g-
zG7oGGSRpEu7xe@9?J|P6JAfGVFNL-L`{%T0a~FW@1r&Z7-~j{GcCbN)(7zAKumV*R
z|7c>Vm)g1>W%~p9>g(fWX=izSnLC;%4{KJSwcac;=0yI^_Q5Dv&@)l1?02&K%^RCQ
z$$$R-HW^W#SM;d|u4!sbbS@08eMX6{9EEf)&{R~vsbhrfUxOJy?s&2Q{=;xw4A2Vk
z2aE`_n`u>m?Ne<ojT@*+ct6rSTE{?~4jLvc@a~H&z!{D9Fi6XG6M`&H;K=*aPRVQ*
z-RBa3RZ<NwIab707#d=9-lc3pA9DoQ=@_w=r9Rh>zj%esm8+k04ET2Fs^da>`VJC2
z`<`@=s)4_g$4oWgZjmt<`b=ZWn=D1?rPhHh(?IYaQ>2_2dbF7*Ws@3B?F2u)f-&av
zJALVw<OIu*CU?DP*R~CLds-hCM?anH;zpD5#y~cWLh+>On}h-D#-l6SsyX>=Vrv6Y
zjonKV%UkGV(2eU?4(^G9=V><<s+5Bqp){@wiuEJ5(qmWM-Ma=>#0?v}McYB{)cT5x
zeLcLMCRy`(Z_4MHDkB%JF1<8PqA(}k8KM|sKc)GpV|OF6yUBCpLe)o_<9YZwsVtEC
z^y*h-<COM8RO-A8K;dU6e;-RS>}knH^L<RCMuOB3lFvWMK5nY_kmRcz!~bCKEyJR0
z+jikW5L6JP6p#`SkPzuEk?xwIk?!tt6a?uG>28MZM!F@3?(UWt=3bZg)6aU>yS8_&
z?fdb5+xi6)=UitVaURF9@2J4|lg9wV2U3I_Oh40Y1`-nN^lxREJ=8tR{uK-1C&u!{
zzwIo-K5q#i)0tlYIx2xwhr=mOUtMX=I;1agpOvr*|M&=4P@!}B2YzA8`;vfH9FXb4
zr1g~n;P}bM*w^b=!?df_@bJ3wUabm+r&^`GIIp44xzl@>9l^422Y<?a6edkxK{mG7
zm3>Y)>h8-KFWW%u#;VYELeloY;P$GZY;BpelV<>TVy+@Q`eou~D^6Q{&(><Z1NH_g
z9jd?`yx2S`GFc`-`fau;<;D?tUUS~M)Ez^>d7bV0(fTc1K5KB(La8@&1vlj`X{l2F
z;q0tpp~M$g-4E=@nOq;y*OeyRthK8X_FMJ4szazLh9wfMx}^u(52}=ZnlYZ*(r-n`
z&Y`aK|J<f<trZ}R`rsUY1F^Q~7ZlRkMtBHaRNgrF-Xr6RS7+-m(dI+5LbvA{nQk5$
zO}uVY;2KKzdlJt0dEB3^5TjPySn~P7`K@XexlU%|S_27(q$FwJi*I_ZHE30MkFars
zY7(znnyv3GDi)3$xjt2olMQPmYC0aUr){M-V~gR8R2nzU{LaLF&ncJUp??j?P_0yd
zrwnNnJ&jM!<2#;}NS6dVk1bkPqZF4yvie=wSl+O}v{yto@blakPlPv%BD%oz>6Ytu
z`^vIT6Px$uBxbelf_2x9!(TA?ZzzsytRccH=*z2Qf)$}aw(-xoM!<zbVE*j>?RaVY
zmuq(atr+2dQJ(Ox6>ZBW(7=dqoHH)3YhR#qnw$+Dj);=k`&dDG()jG~b>`*fJm)>=
zRUg>g^p9qgz6}ONOLGqy_pmtykBwbA<t^T<;nEF2Y!6%zj10k`3HYUI@uDQ_SMeGy
zBiDm7#rzhtE~HNI^~gkuDt*RNnyDx0mzn@B9rUsYw%I#px?E>R)Z?VS^B4Hg7RdjJ
zt}Wxg9yrTO&%0q7@SYx-2>;Q7SJ5oHy08DN6U!}Hk)*3TVSo}pYMF9cJ!2b#0An;t
zS10jNn#B{(=Y7TYy`=jsaXNmXQF=wom=~t|E(HJz4sgM^#$W{vxc%@*-PW#;PM{Hb
z%Gr5oS!^T(aT-F2Opi>N`sxdbV9N1>bM6+N+{vg$IRHZ5Cm%p{2jh3}Ins^^E(tH`
zBWd&Z;%rrPM=29zYhyt+hSr`1c|N|65-jI?GF+eVl<Da|um~CV8U;|1u9K|OP{x6z
z(3b5nIN)U!yL*<5aYRtp*3~&KH;P4AegoHH8aQn9pv<|h7`C`leDjq1aM;kwd+7{x
z*TVGLD_8a<wT?ch69YRPA&>b~8P)uTx>srOYvt-~8#LF}T}JH%iDBP@zexM-VcDmt
zR!ny<HC)V)MNRMKb>oWg`b)80xytL;tAo5*@%)E6)jr&^<iZ!a&I~FWRhTJa&1U4v
z<ktkV*>?1mz>UXV$O&9hXALL^MBXU^0~N-p&Px6?<`bUoBYd5-eG3!W5&(;GNiHFF
z$9j2qUsYU|8QKNRiILj^skO&IIoz5B;02Ucr)K!%-9=nY07K5+n?n75S_n4uy0|Q=
z5a+cGyMfnocluDK{i6;3YHeg#loRx?v#q#yi818yx>BZstlckN%Ui<C`ay4m*5&dw
zBnixV6><y!<pDFRk6rzJ-f>~sjA-*O54uE6B!_G&mZ!odri*eQPg4Sf!@O7!l%A#w
zK3Tsgj>~|Rl+*t<r*csbxO}a@8|7YV`EIdz3xM@8EIN9KFaYSvFkM2macimxj_Z;Y
zGxPNk%t%F=v}LV2y|08>F*HDxSH^!C%?@#N58SkFR9%-Lfd^lSmyMB}Mi74*X~jP^
z3%Y#jrab8~Q+k|pZY)I`NXdix*@&*L5GZ*rD60`(jT68JbiF>{w|}5Om_}TiD53#k
z1p@f(xIk}-GjM`;{@>UBk0xaQ-;DkiVAm6?b_ib(0=Fq>fSuQ4m2rXt)Vi<Qp}E)g
zcJYBTVZ&Z#TOJlp9P-4=FJJX(bnNuD=_p~8|IH`;@BUZa>h4aEk0wE>sjenyLnCfG
zN{PMVM*+>5^a}RHu-1szzCHt7xp5+A;pIrJM&jx2U6)JmYSNjHA+-8>(|NX8b1kIa
zS^WiDO>Gq6m}~-80ZQ;#tc@Z&f7KwCW8P=M=-_kW8snf9$y5CZ!u&)^c_g_;&o&PQ
zyT)g}+es*1$<{cB9hw$buFt2zH7`Q$7q)p2mEleTb&Rvyt<Qoo!Hi!|DS{D@T%l|S
zs}(=D+*w;A)+uUfQ}K;zhlkcDeC%(oGO$O^ZpZuDS!^@vxbXrF&W#^$NqJIj7n71>
z2&f02;RG+yR5hQ}bspo+(VWkY!e({FNobAj`!>~Zj!C~<!mduIt8(}F9Nnvagyrnk
z{d#OgxB=O9+LS?14P;6zq_JUQMGb>IAF{2P!&aiLg7D~#RF0|3)zwjHqCG+U@K<Y!
zM2mCoVcx>4Fv6M^gO4vDPvEk4Ppge1b2navYxwy;Q9u!7WV3q?{UN?mMm(#xd$y~!
zlxW5QiD#3dnQeS-?BdW#jr}eBTQKP2rB$FUEUUgIo)@+$ays}D9iqbah}!qju?mFy
zWCAG-2V#*2FRTEEHNH{ie_h)CpOwA;+h=dMOYf5dPT1=N)~6eq%*Kxqs?0+w!$!rs
zr-#jT*0189V;Dp_lA&O!e_072rg&GPJuGNCdDN_0a2>ubB8`7=HS{pczfLYvR{mvF
z{gL+rp82RK5wd$WkE}Xh=~5b?a!9s0yhB|LD_VNzp~EuHr}+Z&B-s4^ueq-;>Qq8r
z_M_31$euAp9frO_D>Ud(dFRkS%6dx9%N+LYTbY3Fnrz<GOs@d0hV}wQ<!8BkYp&b|
zRP)=IK2;I&Vlx*zAB(3`v8OuPa+&K%blBnfk?P;jD3nzp--nBOEv#tD*2>6xvFJ5}
zPG*#f(7k3pIw+pnRF?yxr0^`x7Bgk-!{=Use}Jm-c;+Y;xVVZW{IOXhC6#BkDajMW
zKVGARxWDKu>5AubX`uOaKQ~EEJB5%m@gZybhIp4$Vk&s-z?BtWQP_X;X`fZV>}Wl$
z8s(?%LWh|Z^YFr$sNIu<XiXgksxQ&f0w4@0g#e9h|JVNGQaMU}JB}qdl)iky=gd~!
z7Hgw^Nba};(}}VJ<}x5WwfS+2IGRcdi^m{9<<VtPBX@YsJ`U<`V~G$}eZ$FROQ^yx
zs$0%_^LW-ol?S{!4@8)V0A%8QH3;>ZFq!6VqfnSj?!0XA;=Xlpo|Z@l$x5YNzv-$P
z3r$)a_Lp_W8*lmNU)I7N?KFlBu?QxHAKGR%sP&wb5=xo$(cn(xf?VPu(+NL}j9eb}
z1%LxovA$eMwRyZGBXYxt0yB;vv4HEPkhTNkHb6IZd;aaB{eSOKgC}ja8tTq68mw%3
zx1$JN%rCqVK%Gb-zrP{ncwT9t_ipmgS(aJ#ph9Er)!pM-YS){YV~csFURUXj)LA;(
zmM29T8o4=jj()9Hg>sd=ApCZ93X!7hlMHNbaI&%&jMx@dQ@@5B^J8|lZf<Qs<T2l<
z<Anc;zx|Z3$~d^YURUGSRm&#J6jq}wYA7xEnQ+ol=w(w29LAE~#TQua>%co92i~F@
z5YiD&*g{E(iRayIUu(n+akn*^bs%uebE*}`V!z-(8L|LC(CCU6Veuhr%m8+?a+F4=
z&BKAJzV|VoQ7+J%14g^K$Z1ZT;d-x6^MJVYW4S>Nv(847-dW?|j~bXR{-CIE5wr^4
zjp&D72tJosyvMJqYQx2M`tf{)pD`%gJQy*1)<sK=F5>3^<n6Vy9Fg~~^!~uiwBqcq
zYn#Y5HwbNt(@3c$aFhb2ctJ!@8M~8k!mCqRI`#0TY-(%(kbLEu7?b3ifF=4(O>#)@
z0*J+%GzC%~XoyJ?_>;*y<H@@=MHy@GNjG(~QcpM#42%<Dz7*U+{o$>jYcVI;z36z?
z{fQbbz@NAOPP--UGVV^R{g{LR2xPq@GP1|0;4IFZahDe0UY`e$<gVlIy0~L3!UzwC
zhj$y>HF9Q9*MHU#3pPS3h6$W{jFLE_aMWGUDB8y*?Xc``Si4EYL#@?O94<1jp{x0b
zm@-TNQ{gROFpD!g#|9P!76cQjeFVJ&<^Eq&5<CD>;IY28_#St0KL_uGU;Qkbr#U+h
zn|<^ASO>4m^&zyGk>u*`jzKoW$4#d-G<w)p?w#SL^cn}b{?Pg>*KkD)(&?V`%)AH-
zhv$J~9j}My7e`<J;OL&6XGu>~aQOU~4up-(z*vSkW2wYum1bJ7nHYD3Ezq12!Swb4
zAt^eA5C)TiG|2A<pJ|~{mQKy(eOHqIMudIEVq6^4FDx1veDk@Cw<47I^`WMf0-|}T
z{2D*gx?M0^-fJhCrI};VdVu^B=!RZB2-^dZVx929mT`968U;6d?x9MP9KS$fR-Skg
zelg=pnKO<UBO0f0n8nLS$za|0ib>92JDyA4*3dlfz3WyLJ_-h{AygfTDX{id4-ir>
z4xEe|Ca%7eUv`>NC|E)P`FHjK0mP6#0#~9JV&L9T0b#GQS;3ZsK$Z*tC@d9N^E;`^
zY@d}6Q56`rA`AeVKni#PJl1O(-|f~_K;0R71TsnjokyU0%bv)$`CVXYBGj`boyfwP
z74dZ`O#s^T9J5mQ5_$b@*E%7dQ?A5y7GlL!FF_%x_?{8s@u^Zn^G@RC@up?wD1S;U
z$ETh%<IXFNOw8;+Oc{b;=&JoGw{tE=5T5Rmh{AYrk%5!mOpcEvRP3Rk*?ao9xdo_;
zeQV~-6%}X3a&8<-?$JRwF%NWQGoq7-skC%0L_b1aRxGPB%Gp*RBkR?3Zqf=6=|^82
znafdHCMkjHu9W&YAzRkbGJ**kRD~)cBX;_B$838FEzr$**AjlZ=*jYrL73+`xO}2o
z8&VBGi_RwTT8CD=C9U**kFNXmmSne?&}c=rjnu+T3le^*h`SFCVxJdvD1O;3ZalY5
zbmLB4f2h|bLg|ZwQNa1M1=dn~T-8CK-FP6<fG9xyat%aE$<y8fBuCMIfc^l95$?p!
ztcNo%X))No4j&7RnN0U|`7hmF{#Wlh|G)S?^pDy9h=!Hzul&ja0xW-}g=S;_3k~$&
zX`wm)^4ihP{=J>M_HUACZh*j;;~l3ii=?BSi#^a(O!c2=T2)!p91U!p><t`EY>hmG
zgjnQFj4cfQr?yJJKX;~NW&O+VtC%?1xi}h`I8m~3{Q1EDj28OOKK^Ep{Rb`dpRN8%
zDEr@l7MhikjqA^0{z*y8%0|ido1pt&S)zYW%wI?JSL$1d-~6_JCBKz3u{8r|Y`NLF
z|3PExp3(xgQ3P0`$tUbEgIGVaDhrdueKlIv7qZOEP5S&jJM0u+`OEhQzDNRS`KWD^
z8>AHds|=SL`<=0ysae`=0w(Q~5yScK^hq!KSn>~iPko(mOSpCNaUpj^1l?~`r+Ee^
zE*uu47I?_wSewR!{=nxlG_!Z?;93rarjR<iBG_TCp$WZpm7jiuPtOX?5l%EKIh-zt
zIlbq#z~b1iUhR-Hd&!_lsCP@%#90~?maMU9&u52xaEA9m>%FD@>zvxL4EwZ@AogtI
z$fxEyVsmFJc(L14QkzVTszOehRzZCWK`Q+}q+t(3MZWMS_hYlZ;S-rqAttU)DY>$F
ztf^NyymT|m((kMz>cOGSjgl_9TK_C^*inUO6LJ--H~u{A<f+9si89TbRGS1hXIeFS
zk(}ytT~j)E&L%C|E~OKvnzdXex@d=`iP@u~DE?<O#`H991IE79&qgd?$P)V|e;4F^
z^Ko_{)l_A4FqH)h@@0Mp<E}oc4x`P=6WJe^bj)BA8~=i#AjENJ;;mplHf;O}a(>5U
z7X*ta6O+9_5wA+<iM#e}cg;9N-OnKw+adFm7`%8^nQVFpnirqXSG*v9j@~Zxe!gc%
zxe{OU@-r!j@l{>)p=3zdytcMG-3R_F?c0WU8LK0|f%q4dQij~QeEIw;w`gcEn&|i)
zR@iIbES-SKY6TWbYGPfbsg5B*bHCtgsl~`8(Ph{Z6OS<hO@Fa@hpF&gs4@Y<M``lx
zL9n6WH+D3b!s7uN*x1AemDs2p(X31M>Uu>g`TJ@+Dy`!ZS_eWw4{7c#Q34bUORrT-
zo~~TXT_)_F#@(>DesRB->b=#b+K;?*5~+0={hYBePfwILgZ@*z%vxT}?UAw51YetY
zc?1QJ0of+|%>zTrKO)%u3F{fe&vDiL!g^!vzpOK;zG}%!YLVCpVbk!}72JPT>j*Fe
zpPQPxlU0_8g&*R?{&8&hABnKv=jgA;<o}jQnw5j~KVgz)V`u*lnWO;`_D@Xh{|%_5
zL1Adn|3@YLCq?%Ef2gF<+%(2gXBg=F=`sijQzu_cSLn<RlU|(_xNnB}F{1tiyxR~6
z0In>53~-LzqrrpBm#E>*WGjkKmSsK27E>29!>kc;52y&NKepQndh}=DxMwxDAVk-m
z5+6<|O=eCCS38F!UkA4bU0G0lu*SkkRQ%3&t4cj7U@Y)5d+(c4(w6oqK?3dg0JoR<
z04ps=?`TXNfHS9rQ8=b2Tj;)a6X2J>3;6|?_aHcz_p!+f$|KjNIyn3MBc*<n)M%;6
z4rJ+>R=f%zBwGo#%*mX7LZV_yWoI7<vWt+t{-2OJRD>7oazSDSUN!|<;w}abgx%HI
zj<WdZVDgOc8bNR1=1?EcN)PASY<1YAjJkOuXWr&Mt-Mr?oX`)YK58;_t&s)CeWJ^F
zZb^53&n@2Vd4#~4?z{PJ+YUE+$@Ybu6sNRUls)*1+Ubdor`=u3^7b-a;qAna_CUvA
z#-6owt!8*D`JPs7{?kd%`2E~3hH7WrR9sV(CZEx;(q*pxquZb=0p-Hlu+>FbWhq2&
z&6iEJOG<}yOHiGcmz81QuLN9?@O_d*B6?G!&)I_ghhWA&g!1!BB*o9NOB(|_m3^hk
zNRe_XrVj)8o0P_(4#V<pYb`$3W!~b12aNf1dln}5Ne239><pQ&Pn)2_k?i60s8dCl
zjPq7IN!pBo`C+=*reS`d0sGGIl~WzF0GFqBT}g3=x0WF$`C9rd1r-{&p}}Fknt=<C
zuSy}Su5~^h#Y;P2N9I_rxwyryajA@&fyCs^Q1Zo~3>@Qs&(O#U<^uxn?#Qb3rn{$>
zZw_1-o9=~Vud1ApBM%neX*{b!8GNJjOi^dD5eI;K;|Rmio#f<s3oE;P%#_yuQGBk|
zIJkre>*$7;j2?A*4^wvDYLx#V0at!Q${=Cz<2)%yCSA;z=T{kR6##9NAX$I<u%{5M
zw)VDeMn3Qh`t?vI%3|1jz{)4zq6oYt^JkXj7X89=oGb+LR$HC6X71l+r~1`87Cy-t
zEejT)&J~o3t!}}J_mnMJt={Q<v7>*cvpDzCEcKC~D##&xsRsTRK<d9G6a4v?u*b?X
z09N4s)0|HsqtVzwGo-=n3@quWZLUOw8{r8$*ck>Q$syi0h2{`;MXO?6{oK%sPA4o+
zd#<~BERv5x;8E*SEhJ9mr0}Zw^|(>-fKBw?)9IxT?%wlVlEa~)*gX5dm1ELBLtOst
z|1t+3D;o!!hrjosWA`h`k0cVHiYNRj4?cZ{GoNw;h_%IJgw6ndQz?rJ&mp<=GoDBN
zuLQ_%lyyGL<pGHw_z2<b{TH%cw8@1pv@=P1bd9SUR{Yng4G=r1bM$32Rj1u&?o|@u
z%<qqt$1fS{YF}TR5@4ROqVtNpY*6AAs-9QGzfNSzo<4G+&#5F?vw)d0|FjL-)~K`X
zaeF$8phtz9myy+<js}*xFiWh<)=tp|kK7-s43NF+Cn$)h2}&l$a+o>Q>;4B+(eDFI
zoYkz@MG_8M9ev@xtyw*38mS%PQ|miRtW#}OjUP5czG#j*dvx@%sy2G<$b8k8wP7Qw
zwkSeHUWi-MNR#?wUprelFB*A3vz7Yv<$M|Tb@-r4gjz!dpF^B&8OMZ0rQDg{=SMxP
zOSx^QpK3WDI}cM@vc63=u~pNu$lFmk#A_ukcMW~Uvke1z5sK8s4|`u(2}m41llmF(
za!Q(#mHeyU4as>(+snNq>BP(L$PwF%@1+MT?mw#Ch-Ycc8ag@5(vMZsbx%KdhG*x0
z7+bJ>W?ow-lcwUg-5mXxwU-C8{pwc+j(AIRZH3=Ra~coTLSd`K6K>Wg*>nvwD3^u%
z0~FnjVRZp^G`irmb@jTIieQa0Yn8{8nr3R08K{(DGeT3e`D;GVgWIDfD<3Q_68T@V
z(5g8?A;)5RLyfSGK-+ho!Jtb%#y*!e0{0|-D3Rq=W2n-sxricJVV%Tz>?>CZLpC0w
zzO5F^B}J~KH#iWb<?k7f{~d)jd~5Bcwg+899F;F8(;4rN0y1fia``_YDoUcHGNUFp
z-U&Y9+!PX=yo7;Ad&V>^aW!Wwo+CBu+~Zn*%6SEuQZw*lfo-GK!aM|sJz$#4Vo$>Z
zgC3Qe$KI?Gpfh#ZqMe75fUX)D`@O~1B5>u6)>8GQCk-lU$2K*Ls-w~D*f-y61`%U0
z*<)B<lCeS3<*Soa6KVX(!dd%4Nua8KIf_7zkCL9=ye5r}hXVm7b>Ppw4mZ}FY{Bb7
z6X;tyZ~PkR_T%7_(dSkqi^l;R5x7hG-LGSlYE>0+>Cd`MmEN`6GP#oadi}&`oP7SG
zcFw;@XJ$d%!S-gJMvhnk8~afi_qc#$nHabK<<s}bmra76o3OB~AH`SD#lAiD&;7j#
zKxA|qK~cC55PL9+k6k`GpqhMsF#IOS*r4KjSmqZXGH71kQd^rg_cA0fD`_+MJ)k*=
z9(2(k*+0I0^0tf_hDEjIzQ)cIE_i@`B}m{IqsL!hsWnnp=&mwbx+bqOsMlD@9YVy=
z!MyqK$HfSHuiSJ?U2si3$x_eW9`DgBc#J|k^tIX`uD3HPXnp*5aOMoC5^I(x;0v#y
z&BfQ4v#PS#H)WpK_BS&owl=dzty|Y?_}9ZnpauzJ(2|?pBl-9>L-27g0SdF2hs(pb
zss-I)(r2{X($o*tw@G94SPB3&sbw2N*)(P9r*DAE<re=KPqKbB)TVA*$$eCi(M<Q0
zE>M8a<z8r8IT*RNG_Z8LwBINGrd1_0G~;7Lg5R+SdAftk!<yoS1$k1}ou)ZSYlgBy
zq1bB^=~Zb17xz>##y5Q*J<v$baEL5#w`#K8yXGz5&1qWL!y0PM)$TK@We$eAjInr7
z$vO(QPHn3z#d3jU>$!KO>A6}1ZN?Mw@O0|T9}OLIZFIICLa`_ZlaQp{xzV7SQ9?}(
z%$OVz=c(rUAXr=uo}D`5IW`K~J>z)nGY}o!^gl79m9dUj({rZE>eaWlObwRi3RqH2
z9#N?)Nr2StLAOsVbP{FbbkkDB?bA;JESAr2N}(%j`+tDKm4OURFp#DxoV1O^2DouI
zAyuZIW?lJ%vNSWJ-=Hf`7UL+na|SFu8`D>qU^1>=w#t7y?>;-@Pt=1W%uQbN4QQ{I
z3bglJ{!4on#4ArX#QlEyH4jknz8>qvMLz4wanbf*N6Wn7PO$lSdp=pkv_4vul;&ek
za?nikh0c>2uT@>HW9iC?pq9G2Dy7I|?S_voppQ>?IwHvP%G*{kC)&1;bpR%)Zs2B@
zG#9|zVN~cve6oW6^%;(=cjifs*A(x4*rvOgxBQtkn%PC|Pe(#Oot~?G>pvdltje({
zx8RbsvYe>4lwK4VW(0_Z4W$wCj$$2JZV05+-+Fs|{l5D6<_<1=;s7M=_R?<{9A>!@
zKmbs{N8o=RrKuH?Wa45`Fkc&H9VxO6X*z=L=hD4otSAar=(}iS>^)#|9vn>8plY1{
z)%4JN5B?D+|JbVfT7L`Y3DIVn#}MRK1>-2A%pG`3T}d;D4usNwsG1FtNXj>LiB;C;
zLeBCXm1Xs=vK-iefx?ILFnHpX?6+^91WL>-h<g<ERYfSImGzU_PEy^QkO43t{{fvH
zda6!C&T$%gR^s4ZtheB4rUE3U1!v%lTR!URC>!akiJ*|mOz0*V!MPU)uou^g6b}_C
zfT+tD0PwpqZii&Zobuh%%BQOoS{Z94y|$8yUo1J;oV9%vOl(UNO+#0VW~jz`*<-mC
zwK7aCU4L%vzatXBQRmgK_h|CeKd?fb=-{C@-92o*o%d9s<`0mcblY{2-BoXd@Q%fF
z+ld7?kmo8puX-eGBGkLkXxDj+V=)&8yR4~3`ed_fV>CvMV_iP-FE2g-5l#aoazI1q
zKN`yU*!32}yGh{4r@#ANa8>Rjey}}rPmtBdUFxmB&JUjF4t80%vs9(HPXbaVzHWE7
zU2p=i&1=@*vjD?yz!AI13Pu1M=-)mn^SF=n7KiPVb53VYU8c$)2_}9O>FP=|6ng}-
zq2dF@SdcMsCn%mtGzE%Pr6^PRKy4{lDkb|(uTp2EPdCUp7J|X@wYm%So=)rc7F`Cm
zXp!T!UOV>N%gjGO4k2wwUT{XY)A*a1PO>gMF+Qd!sa!H5<9F0(xO%h#FWm04D!Hmk
z?_>G#{2=vrE#H=5IVX$XmGXY+n373P9RX+ZHG21u3m1S*c|pYWF#Iwr{6jpCaZBQQ
zP@Lb}E@ppX)X$*8yb~cmuB!Xo*Chc)@9NE)x6ibc9BEk13_gnR2abr8iXu483pAGY
z-6<|#{63g*+j^YUQyjzMv=cSV8nb!E&OUnkaYQ_SfHZfLRCJ0C+yr+KuX0kI?zA`?
zeRp&48arHQ9AwtB1uQ!>?nSeNG0ZDMpbS${hev5=Z=Qp(EBS4$xtx5Z2QGRESB1!?
zB#LdNlhyFBV#2geu*{H+Q^h;BOM(@;mJaF1Z_C`$r)6Z9Afiq?1B{#dVca@t;~QF*
zjg@`R4vmTzfLiznIDWCd)f`^Mq=0BC`zz4l6rG?4MXy4K)1fEhszzC}U7@zLlNHQT
zdCu>1C%9oTJY%I{8%-^ZqUlusYO{EBE!86)v&n(ROeHSPPbwP?zptAvL+36Dh~pTD
zdu&ByXzg=*ZVum1myEy77m%U;XK^_uggO2PXnXzd3tH$XWubFWAaGgw?wVb;7vXKC
zf6deMdm8cG#bhy%LY!p?Qe6P(b3ktlCoX!?oBQOVQkuTDo_U*d(muJt`}-D6^dR|R
zku*&Twv$>j#>rW)RAoi|WQJ4W{2)iB(D?BaeyJ|L-qbI(QRgU0Q3$#`l<uD2r|9?o
zk<))-@fDCqe}6-EuFE?#q~i||cFDo7MXPuGdYHSm@vj@49={HUn|I7;piYJc@0y(i
zgbAi@R>#9O7j<944X80R15rKS@rr%s!@ZrxJ&8}O3kd_x2*wL2!ZBX>kp*n}A4ATb
zqkRi@;d>rpl_hejCGAG()R4BfCA|RDnx({OsduJh?D`?~{yuIy1eKO46u$r0d5OLG
z=~&g6RX>9u&gItr`$K@l|F3jFa40<tNc;NpvFUvHV7@)Z*lV*EZ+03xj`K$@m@~@T
zak)MrPE-X<T>wnZ##L!)fvC90Xg8Ww1n#x#RB2h}m&0SS_~|_<Znp35q$SYS9rpM2
zJj%M_Uj<ugtpUiTQ??Oyx4X&=LHy4%<{B>K3C~^A`N}orkE&=sMv7U&#e`$ye$Gp0
zFKI`<b?MtuuBqLtb01x2=H%$#G^+;#CIL&HRoyckJy@5Ul5e3PtaE;V;8J%-w71ql
zPn<b53pymL2ORg`6al0Kumi)WZwR@Xi4oxqW+z~w7);bZ)W}zjmm-O;O^=81=XE($
zBFDw9`af8&6FDZAYe%$%-c7?1)Sm9AnEMVP-^+49(whr>l5f#boH4APfru$D%IITc
zzC2@{<Qz%Ac>d>+9hTEua}9?pPsh5T?ZNdCj+us37gA-0cj+=?`mBQ%9>g~_VQzWQ
z4Q2-bcxAF&TZb)l@Aeq^v=n;X_-WQ!HgD{rh49>IRt|%twgK2%R_VyMnOwhXbR%1T
zzt#p`7plvpfqhuS-RpilZwTpidnS}wuplyLCB3<*C(9Rrm(hpai-88Op2~N8AH3Ph
zpd)W_vfbtOe7qlPY*wnDMnO4ty?`2!jNbb$r8=)W8T9t%-Fp%8wty@?q@$_BcNMD2
zY6aJ{w8jr_-`N(QwGKh8bUmSPnc-ypW=VP$7oClWn<tCE4^!Y&Xzg1Ed+EW#3%4%2
zr~PYQ@+4D6nv`{u(OdTV29KyCO{BIdE7wUUZ=qkR86O{-1<XO}Yg0?X7Wp1D7R1Dl
zT@7WuOFC07%aQ_`pw$$$d+FDlzt3%KP^l%FlUI=$@<$!8`HNGD&$D;-g};3wt8T4n
z3|`u3$?5Sj_G-}LA=)4d)V2&)1Q}K<e!XzYgPPqZwhmr(x6W>H-)=@qz2qHTQgRq?
z{pjPQq*pgrhJ0!Zh-|g=uB1rs*GGlFXB9ZXl6=_CKGH5L!&E-X$L-C&78FBK%*U^T
zd9|n3!B2Yko;tgn_9AGKA}Kik-bTR=e~HSZtj2mB>HE8r>1;3fgu1g@-zId=eWo+H
zDvt009|JZVAgX>S7gd`~->J3(T+p!J8Ytg>TXK#7(v7n=3>l1kDy9yevzI7z>7}?F
zZ|ymmuTCQ$Uy?9$tqH7R?Wg;=k+zj6onMhHPPhui^H$F@M+#0IUV7BL2V<K0@_P*i
zMu|Rc3fxeR=|&YCZ#aZ>%yAVL4*PhZ4KtnIsAi4qlMaTWP@&dbU!pfZZuZGYZ*++Q
zR3HB`Qt-Vy{KKazE2G`QCFtp%E9w$+Gk%VknTO?YfsUvPMGTeB^6<OIJ5ApY5v+=n
z2;v+|d@**|V)Iy6xkr40<9t=t1(?3QocyK?C!#wE73caI-gaW<2AnbTm@ZG6kicWk
zOQCGl-)mZ}0TG02p2UX%28{{SLMw43zT;3jsxlwsG&=m#WmG0X>0~4k>gC}k;24tJ
z<XjUkwdHKbOjP+<l!&ro!%1HlYP}n}VEO44D)NV$Fv2l~Qy$QVL#kcE*X+RYSdaDH
zt`}X=eZt5eVj8gJ;K0N#%iKK~J#dJB9Kpu^{FR0=)_NIC=&t>i@Thbyth*$@EXpLB
zGj*C+S3y1PoofXK1`U3<`&X^n_;jf9DW;DLe;JZjHP!0_DpKh37(x7d)6YHFu3vOl
zm1?Y<wxO*xLNCu{A&}}EdMK0PbatXB2c9&q=qd1fk^vGd-r7E;4FozS`?o2vQk9PG
zRgZsV;{jU@q~n9ltN^rSS`W6{#&je?Ru;Lo6{TO-PlrT1LTlgN0~V{+iFiTzw1Bb^
z!7s=84v%MnIt%^0A~tJ=sQmb$(GF=BSo`K#&1F~N%}tdjf-y5ox>{1Vu~MTp>>s*a
zr5qZhcve2CC0Evy7m9mpa55Xj*uyWE5hOa$Q|IzMzD_ArtJ^C!An=Ya8-aXVe%s~s
zqHnaipe(VO8E2l_$OCrmA2=$nvOWo|)5Ui;=ffv&Sfd0)m#7u+^|}xzh}4J*0Ql<p
zEzlb?WB-?v&K`JzeUvEJC3sD0+yxaRRV3o=wUrgK`s<tC7H?Qe2EE7_W)Pan0q9M%
zz@a0Ew48ITt`WVY@?9OA^9L%a?NlirblD|kPOtvk)^tre;w8{im$x>~B-OQMMF_DI
z`O!d5*{<?&!iUH4uUqe&Xv{!QM?pNUppW?TguBz_u$Jm~`HNu>ux?R;Z%kmE#&>hm
zzjgHQ{$>l?i3Lo%3;_u!V4$Qcq`+l-2lD39h43uWYw30b*r0yez}M390Eo&VGr(5p
zfQ<qe$Eufs5mD*t%KFUojl$<dfahTaD3I>y-p;|0nbtS%pHPb|t3=<V2&gU(GjK6)
zP%{ikD&efElZ?ew;`>RCRVyp&Ml;h=M!si7^I<fUHZKd|uu+86PcXku(1RyQ25ClI
z<@VBiK`xs2dKBW1G?f0f_J4P<%#`=F2hC){I#M!>=_piNfd%Lp`vJp-$+gRBgI)aY
zA?<6kI~lR7M1k0Zl*-;F%b1uHY%lnT@`5E+JJe>s?V6(=u*LUg<)z-xX~W+M?=k+?
zJL75c;3sF%2xy=4d6GH>)5qmSq}iA!#FvAaQBC$v*5boh{JWBvrd|}gW~28qnZgHO
zrpr0)zPZNi3y}qn6H|>{Y@{=j4fZlw-#_8u|I#nux74iX?(*v6xg>1AL1VUI%9bDJ
z*M1Ok_7s1CAVg={UFW>$_eyqON_si5bX`*OO6$iVF=pcRaK}or$H(U;3nok~4oAOt
z1rf`zvyKi)8TAh{x+_Xr#qieJaV#<42pK_3F<v#^UhV2rw$_zu6W)PqU?2YgxvA9)
z-wEo=tEze_3g5ZuwaWwPEd;+uy>IE^Tx7#}{Rb#&81nL<m0q|LF<QL*!;^pa7ni(s
z&)nMKagIJ~Lt;vU^>)PfnDDqJeQfR^PLHzIQM*#BM4k@5)Lvlyb>*V=pN~}}>%*l{
zh0h58oY3{y$(YLD6FA}#$0M1f422Kf?gd|OEbaN!EP4UHUIGO|7t%86Vtz>L46j)k
z2o*(6*6&CB+J{7gWe|g>e}JeTrYhSml>ND)dyFhUDg|1J#x~++H@tW>Q^RHP{Akj)
zY8ZP2KW8;#toaX*UB?uP-)9$gqk*S44eMHy2+#uh=R(mH9y)C(NJzj+aqfZv%kR`B
zwwS(&U0lA#X?M@~l;)&a#mvYz9|MCz>qh1Dc&#Hu1OAAvwfOfA{uu^M-PVLZ@q}6~
z0Bb{`8MsIrH)?!p*2(x1MlMx7bM&@!ab4vXyi!4h(otP5)HT8&c;~PgGgH(EYIWtY
zDSMc;CVgZaEve3{zSLE&<O#B8Y)5Hi^1CzA-7W(R3c#potc6ptzL~oGfn#_0+j#L0
z4B1hn7Hrc#!T5Gr9Aw&B^F1+3!&Iu2CX817uGO#*rEe6?FF0BGL@xrU59xQaV|oT_
z9JFv_ZmPB#(~SD^Q4rgz-E0!Pq)gfv-%uZVTBJ*HU#L9jxluZ-s15o9Gzs1YRIci6
zm*|h)aj@1?|M)DHm7wmQb<dmTB&>TQ?HxTgusx@9y?>-RWeCqTu3#Xu>Hu9*%mjaZ
zRay*-+H(Oq%Bym!B$6?EDM)yZ*Wo>uKvG)c3&_b=zYVhDcdd9I_vQdk_xA{eYRHE^
z4M<K-LgEn^NxKIKal)y^#lGOn=j=}Q=Y;44JP-SM`soPw)W=>7m5PB~pR6HB*}2*P
z22kzv`$rH99SVQjXyVJ0;fU*G;0|Tyed)_YHHf4ZzF@)Zp|aLON&TEO;m5}C9B|V2
zv(Q<|1epnm?AP$~g7~ZFcO^J$^z}E=t|YoCP6`rWiZ?kiuN3I(9V7d8DOA|yHM8lC
zpA0r9DGH;d7>%b|MoX;(5TThSS8Bx;)>=~??dnONGIm)}cbH(G7|YLMdr`<-O53h|
z1{o_!l8Jk-o-!(j!!;`-s|awpTvvXT%G9tNWw$+*jMq8NT)0+Qqo=Ki%fX>W<M-O$
z*WLb6cP_w4z5cR>@jT+rE56z8#|yTFrQJ&3B`NxC`(DBW;m1;T7||`*+0Y0CW_(_V
zcdbF7-sQ+ZtM+|8bjqFket+~nTVDk-s9*QuwhSEr4DbN5b*+q2Zj3lvR&pe#VQxj`
zgZ2{8uW%v8%oAx;jT*W;KuBjKjZ{@rWI7``+?<xW(ISXy^{{!`k#R4sz8XUdQBMok
z##k<`W}n6y=bbcAuBT_f>OYZNy+t?rcFK$-+>%I+ZrE##3P0Fvo&JhjZhZHXPI;PD
z_Zxyy-iR1?{uDU@^%uqHJhatJ6)0#`U8n;TCgfn*(5IR|<p4rYfcl8GOnXr~L1en%
zQwG%Eh4ExU1LHe@kanC0q)ZlitjL@8C2A4S`_b91-@oAlPj@qvd+MCG1s0<`SHx28
z(U49p!uVzNm5j0RI*cIx&;n}!EWY%Jnqsl^nRDp@e+!34z5iXWfuiLt#T6qU(2fD^
zRBnfylDSzYybwNs0ODi`&|e>y?~CFZg09FMmkCnnI@_M{lQPUU(4Ca#H7Ew}Zh3Q^
zl3>G3DDUYX__qZzalUY_X^?*MF$I4qFIqIkw4R@gP5#NPD#!FGQ?kg-?fSm1Ttc}V
zxAww^c85+sZSf1^=Ud;YSZNzVU<&JpXF1?Aw(ze)jGCp&U+}oe^K*^$-<%U4N-ZcV
zj}mO8i%7K1(bW45s(l>7I0Xv_U6L`%kJ)BUk)t><SNpP3ZERbRI_!ySRB|iRd%Q*^
z8+H`p9AgoXcFaQ$iYGKSqJGAE(O!^xm@(qkZVo5$ADYf+X$S$a$ZeR`!Mlpd=ER-y
ziKf2rCw3s?U?+E-eq!ZsT&^5@1$tjmm$eA1R*V^@lI-y)VqgFoe}CE`WD|^<dMZ(I
z)$;oAqW-%gTilSMFE&pZQ}c;JgBP`~&Y})mtFRlbHqrXs($ucoG?na>&sz;Vn#hWm
z=Vw=!utOnju4-AYc<Hz3vIZ^4);R5*AKOv0T9(sNwGuy|Oee<Jpo<aVC;J=#1Kd!O
zHA!qVny^KkseDTMGW~wiPP0mFxpsAYE@79*=a+Q67o~=Rj#pC5Hdy12!lvp?7(l|U
zs!HRE$`sl_t;rxS3kEso@f{{0)LFHG+u)A-zrX4_*HCm^FAuk8$gZO;k=Y~IxGFN4
zjPZSHM*X2w{0-f7)`IA<YV2G48V=X5XYFdNOP!R4?WU!aYZ-~)C90VoK}HfAPa*{p
z35+sP)k7nkpdd>-A^xO~s&n<b%@X4aAIe9rnf=-?ON&NU1e>k9q9I8IQ=wNzmOZgz
z4{{IHRW@H7;|bO9$wd6ppy;U$k&tJ{SS>?@{L;T7m=wM!)!HkLy9TZ;sP5tS{+u}X
zjPZ>{JCrB-b5N}qu}Oi~4lfepwYzRef!nuuvi+X7HS>qI54DXOOzEJvYwn~_txJme
zN2dDdehZ5c_xL(?{v3Btxn*jbTb>;{zv(<rx%Vk1F7BItJI3AoOv9r8;S80jE6*nd
zR#mG=d8|qfJiZ5ye~>~rR}VkExvc-n_AbJ!^by&Y(qxU6uywjm3OyGk$rV|U$@6qP
z%cRsQ>00edkX{U~<{UKGg(&6uox#g5!1b1&R?<4tS-J2#O0WQU5Wp_~1C&Y%7m3<Q
z5^8cQc>g&F{wP0DdSACT$QV~S-GWCT?pGPlNmoD4)84+U7KZ6VJVJ&Qmy43Mag*3f
z-*n3--|y<z_spvz=oxC}gKX<i(*aa)^BGzt)tbfrD1*b%cm-jZJOkd{TkwX%QDCTB
zQ5g2)KA2%>GK=?H-8S6Uz>!x4)WgpHEMs3QDeY)r#Br`LGCaJ+wUN3ahL<9w?M%*F
z@ehz59)MzS^9}4m62jp0%hTtf5C16?DGd!4-v6P0kKU^LJz!F&e{`{+;6vOTzYP`0
zc^4mucW9@j{iq*)|2+IYh}0ttvEMWncn4^_w)=-p$XB&eL^8Xb?4+Uag!irmV@F2i
zyQ|rpKRekOSQws)UghXH+)ljBlb|yrodPqcg<mcYc;APx>D=THs`j>Ua4Bd)`O5J9
zZR(9i4Io)xw(f%6F9{AvbFJckoG@}($dZ1%yo51+H%3LTN_A~m;GcS>VenoxmuKWT
zdMFEBt9jy8@7acva;J^JkwCRk%#OvmHkg~d$9ZIsdLxCx^KPP(;*8ls_;MFuSYuqX
zaDEwuIY>p1BE2ox_T<j&pFU*Be$AL;MO1%e0qGO2j%N1;x6N%z&NAQnkhHdz0WPum
zDq!*ntJulP+HFjkkjn*eU8<QmDuB@Qq1B?u>PFYi;<-<_2*KKE70u&A<}F->bWaHk
zqEX9jB$K->TyfGkc!0=2z0tYn{HN<yQl!>4X5O47WK%rHN$L>|p`FZ9?MXsl-d!zR
z7v*mG-t$<9)S_0{A^_Kxjd0{3wZ+Ft@6sT9=X72>y)x5Pd_j!7{&sALG=G2@@Dy<~
z2DKMaE&*{i$-Fx3!q@94yrO^adE2C4J$86;qkpjS?!sutXTP_UbN^8p9)IB0BMAiv
zYFi5(<)%QE4TV;yN%S`I_P02+-iJQ!3UJvbZ79oOKCC8FAf3-)dLN2BZ@4AtnnJuV
z5C+&8Q)hWyFLH+%DFkKR=xK;IM(=uBVpios4=puAOlkIfx;^NEIkqQUf+$VYL8zY<
zc+0@oGM}tO0X+Yhn_vT@UHzv3ejhDMF_drkWE2r5!~#&U^$B0ZGmM{XBYcf+>&{D-
zv4F2ktO2A=2){o-(uNskvU<{Ya=@EG`Op~^mirg4Jr_Ob4%tLbXj2pw52e~JbmG{r
zHK@0n%rGABSvkr5wBtmVs0|B_N2T;khnbptI{&IGzmd`;4jjSegEU^_yw|qj;W!1N
z60zZm)^O4{=j_@u+s(o&`*+SpG$jpvJ<G@z*IU;(hDfrY4HrV%hT^$hhAhLun1}?5
zN%-p=Z^`neM%-TJ9`E+%tlN95TFf|e6P_NgwD?9j)7L|+_~A_tok-$xtDS%lz#C8K
zLl^MeVrGS}WF%q-hv(uJ{v9FG(&*)pE|YBSA43F6al0&bZ2c+`9o};Qj*oWM&_{w8
z(uy;C=@;=n<YRmxx+vp6sm)(gEfynNIIkvmeRLK8{PHsAzUzDGjHk4UlVID&Sw|kW
z#U`&qKT9<~!*+<!$|Vh6#F4qs$KRE<4<5veUvUw-+~NyA6tXXUgx#BQ!P%`snm6Xg
z5jh?4IRc@Z{uJ6GjEs@hsD)!vg>t#Wpx+MDLxe~GI6vq;ZG0R{7+S4RY=IqgeFS>D
zwLFmbkAGWG@z<Eq?KwhT0qYD%BvHab()NoI=0|2SRewQh1TcSttd1@E3s}Tfi#mAQ
zREthh{r31`&9f=P7D9g!?vNaR%XvT6jhB+atA^TQ<o&KrD!(qx<fWW7AaNd)nFP;`
z-)+yp5WKXlQ1))=$xUtQ9kvn<BWx>6k4ZhE#Abo^o~BS71nN(CVg%Nxm3xoWmjR=r
zC%69Aub$_<4s$)ECg$w3`a}{jgdN#Cg0aN8DN!|f6(d01b@iAwt;0~<A=EotP~4=$
z93mG_*UtP{o##0CGNkQEzk3H7J)~6@!n=lpQ<FctDix)fJKI6q^zM9epi!ROBxl!j
zUQ;vgRpgtEvKr^cv|Q2+>)kpsOI<JN`ifeQU=&|;2`@MwYNWi^j5epU_lSWTN8@uX
z7qY#)Oum;d!=anWP-?j-of`F)aK#G1cGa1`ffy%mnqgTK!xXC#z@$>8g#c1q3A$4Q
zv+O_lh6whgyLayZssN{JidQs$J-S(6OH=Gx)D_vcu^C;t^s|bDx=Rrs>r!-0jdmSs
zq!=AcFZb_1QG4*>O{l-%zHf2$>=fFKGGU(t5BRCyu5wHzb1sx5(}usMtEdanI#v82
z=sR_2x@T`;>Ap%$>8@!zhMzXM+@UogD*kSgwiIkV5{Ldsz!=<85lV_OSNcxTiC0K9
zAx7FGB9ZG^_`AWRd;t?p2pLc5_@=?gG%Ahf6x{?>tS_~GR}!6cOCZD)P5bI$$9k)!
zxH4%5*F$rCt(R(OEZz>oP7tjCw|9<24xw1nwkHb?-laoJY!5{P*2lAHWadRX!8R=`
z<}qI6;#yU-vXSa=qRYHoC$+IXeU!E-_jF`iHc-@!3on8scw@<jtog4ag|l~osXK)i
zz;hK>B}tLAgzMnCu;;L{o+s;fTI&VB2oGwu_{h_31djtv5((<AV7>YU`EMMHzfun!
zSnS+ZEB(mQB$T47DA9H5$s(kEoIz(GknI9vRv1}gM31H{a734!uE!jtHwmjV2xp`V
zj;-Y@Ts4Bahi|W;=Tkq+nk=BBXc83WOO`kdJ9Q+|UQb^UUe|eE#V{`e=0wFFgpb3n
zRlsSkcoceV{)QEJx(cJksx>8^pRd2Tn4`GWDESx}-CI;56ca4&FY}=LG0-skxwEYK
z!u3#qscWN@u7eWgW{OF5PjS+sMG+jcMlIteFujx_F*SMZ)E$4Wt;3Ok`+zl++LPo&
zUQoQN;OjaKU=HjX)Yex8eP!!I#fp5Mx%SeenMtLRPxzU8McS=NfRx5#oD-7s!Fkm(
z%ScK4$0A|KlJ(^lT@xX%>YIK+?a-uSB*nGk$Zl?ZqI%*>^MTt4m<chjlna5yL`6te
zPwo5ZS@y4(M2r3F0DZk5^o%+Wx{bU8I-Hv+z@8VR-lcqmK^=i?(YS_?bgxQND>gR9
zT~l1YV0Im^6B{Zyih{%c&E?zEy0N+fw1WD|@~<-Ct1#=2-ms(t<V*7jOOl%Gz|^d_
zE0yJB1aQ0sY{p#{zd5pMPqLQwP!C^8{@UAu!lcG35?43LjB7@jZ?YA=Bc=1wSWbPV
zjf}Bm8lTjoY_KOmW@p7z?8i4?<-F+1$I|_aNo_VF*hHTsvV1Q}N~M)>6c{4Kj#ZfS
zw+U|0tlnm%FYEV>>*&*zS6lDb1Yo0-Y<@$mrEg&W0U9Wd#CdpqylU~b2CcO^K=WA;
zS+aZkkNj(r6TDn^13!Hi%UkB!LJJyh+<*bL2NDiZ!8Z|W>783A_d`{)z4p_mKSHJI
zUO8%$S*{Wi8soW5rRiDiKxfL3k}Yn?j<!2>#_edv9lL*e<4xclb^~D0ohb?c%2qD|
zQCv`}y_SH8X?q4BIVJ-Oj_#4(Ey#6+(B=$9*I}hY!&xQIYhXd2*|(=j^Z71X{|jIy
zZt?V~EWo4xC}^4C`zU}aNX<*#ivpUqLDWw$p<Su)-6jLX$bSgo^BMf6u92{b77CZA
zRFZi2RH>~h*kmXeTfqY+VY+Nt=0fZ{lYNXDO1cd**Y>l?96Dg7em~TH#luM!o`A*^
z11hHjtnqb4d@=!9vuBD)+=`cgym3ZY8c(Xvj5nA9)tb&b$PN;jyOGs!zw;8z`<H5y
zhx4N~{IQ?8$|<JHFIb*0XrN=G1xuo&6K(J6`P;xkLd?9})dMLFC|nHO2W9<q<yf$<
zwT|9s+S+VLr97nbynw}@q}JqiG=?hHhc(ytp26lZr`<98l4UY%axSk*-MVfMcksk*
z(1J5#zv-kc%M`z-k4c;62$Rv3Cz+mU27Rnu?dbn?3wA9ufZ7Os7jJ#0+qsP=Ie0hO
z>)DcXop;MvLD*e2kUOFoL@{1>DI41~VVK^hH0osQ&O3j%QJ_;fg>s=wpbXaRbC*2Y
zU%q<YfHbTnuFyy$;L-I${`e(41g;J{OS4KUuHx`z=d>Dq%hjRZs7O_H(NveZ%x@3c
zVPx-u*rKDlh%KeB!ud77Uy2LBv5L4E$#jZ(^`ZkumD4>N$OfX$-%<EG!aXAc{o;1-
z_qry%<!M;cnJ39Td0^_d_y;;yf)5T4H~l9Y`pJq%n`Lw4shhMujGke6cLLX(ZKt^h
z*4?Hn6vq)KCH>7lo&-le%U3_4{^DA=u!a(Qd~S|Zp{tkv?ColHs*|4gRuj%Oq7Q6o
z$Z7zFwumy>2j4K}6p=N06GGIMvYic-EFKuwYLYky>TBBVYBJjmmeE}mVX$G7xxKKb
za|LgFXEsPyB}0uHLXV9B=OQaL-%7$qf{-cyt#AY<YaE2b<iLdRm^|vF0WpfD@CRsV
z@^};}Kd9^Ckp5`o7^C8H(hjIvEYdpIpVcO1aoQT4CtYnO_40FvUdVg@0rFatO|0H2
z8I7ss>id!M>({R`=zV45HUIvf_efi^amwtt;Wc;*xfQeS@-&*Oi7$9ec@d0-X?t#_
zD#g3w4Wn4{m2+%`^+&=3P5hX~Ni3WbbfpUr(i$_BG2%DIzffOeD`pb%TR72g(e_S4
zY_fK*s@ij-s0|g#_9o-)IZk_&MQqun`SC`DgCDQh#R)c)24nWu%e|GXv0Ju?cc6M0
zM6``wQS;KlbeQUmtw;~6%B-x)QpymbeA~r29s@UcqdM7l!`NsG*rRFVI+VLN(~&bH
zlA@-LZDHc}4(UBvH7QtF;jJ~V&#8JN2NcFVr%z4gnof2*y+3%9OGMuQvpNQc!M}OG
zYV?W-CJAP}F`Cd}5x$t?`$e*7ZR$wzqHQDLIvv>zIFvuFHf<z6AjcWLQ4%8Gw-#Ol
zRt8N|HxUs3e+<1KxiPtz-D-22rAM_G>C~KxH7uiqID+{P-`Uhce*v`U!fMsB^Ah3m
zi#&4<8VMxHGoABj+wtApa?@LrX68{Iq~5S5#6=mga!T$n{%$-~$Tymy8v%i=&9mr(
z1Ggtbt>d)X8MUYEZ~4p1-uup!le@0WY*XcNJ+pmUAzgeswA&=Lg&fRRT?!Fcnp>pw
zsnd=Yk$7k|uSj5g_{m|Zkr9SI=OOnM<as|=fTRf1sch(2e<^%>Ijcy4t*hX%IUZ8U
z({JlHz$QsPmCVH6&(D?zaiF||xC$^okRfgODE!S#e>x{wwod9t4hXk{lHAhLC~LV9
zcX0Eysr}gQnL-AEU3>7MGxMvpYE2_a`tJ*}*w_!v^gl3lm=JZKj#rj8>pOjX+N>Z@
z$tH0k*dka|FnLwkT+0gk>by3$W9^;*k;0QTb4Fu)`-pb~U|QN6#e(+L067-$9Do?S
z%#Sn7P*>tK$7u4(`if#z-{aZ{DGsAUwg5)p&xfw!5{JEo9mBLRYMEA<`)o;sPO2)h
z#RmF6*n8`!DBo{yco38ZgRVgVDFKnr!Js7th6X`N=?)nXNr52*6a<v+p}QODmhP^h
z2N=fp#`8Pp{Nnqpb>824pFf^=J-S?L?(w=~uKU{i+VR=@6NM<SUYVbIWWFSr3)>u@
zxEK#6g`#+w9V{#T5~-sg$25m25km%jIbAj;B$CtjcSjPA2Lk0+H{+#ANLC@JUCo2N
z0QwaN#nrF$8D{U;C8W*H*y*x9s-O0>x*kowVAysdF8IJ(bvc1>7uD;@gL<LHh#Z)R
z8`7QTiX_37z#j8PkM>K|`C&vl>`vj&)618`J3l)m(qC?u<$T8Ov@P>JvI|LOsx7UG
zn;U)hD_NkGo%N>2zTw+t>k!F4zR22-roTbY5ON3nS_$FDXGBb2bz=Q+nHWiy>PnZ$
zdY7~d(z-36SR(5VKOQrpjJ&+#g>I%vCBM^Ou28A>(r~k3-cz2<it;nGTj;yDbHV+?
zUa_5{rG)zxPGr9Ir<f&*g127$%(WlSJ-lHGG;X&-8rT^DTuY!C_^6Mw6s6P_7liqm
zbws}E*<Z?C?l{t0Wd;H#N^p)gP*jYUb)t_{);NZXSw|#kMTSlO%1O<`P>2kfuwM3|
z`&9qYu{CxsUv4btmTm2!bHR)P;7h6K`p`Q6(;w6*m@(<q&FeSIoWb>Fd>xD|Y1UH=
z)FPtolK{vp$hS@%O4>rxLXYeMqu&jgbW%kE!JY^8oGRbQ^rNQhUkcJCO-3!jiDmOX
z@;$1%?IVL-TzF3g_14^!Qz2@0RUgvFk(?6X#VH!q4-w4}V^*seqw}B3DQ4>Qwkw#~
z&>Cz91>cP9JjxNr+OZBtri8oDtEkImQcM#RpR4+JE*r)#OK?nU-hWexlOHw-N?7EF
z;Bp0~mbAT*B7>j2a6wyU-FVwOV2r#<ozZURyEP{z&LB!KqjC7ka(P>SJ<#?|h1_cs
zou}BzVo+(9CzZVf@OPsk-2QSuvK@WBCce6NDq9LxX^A~gPMfM{u=Jj41%O=^ba&9i
z(^IL|U&$%W+%fUard7_4w<t$upl^|@mEPLOA%NcK+99ptx!rbQ(*~zljGrE%&nrTy
zIIW{Kko|J3E}gIo*XZgTP9>TF(=DsOGmJQp04lUW=l<R2yt*co(~D>PiA)hiS(p!;
zCS!z3RGqIh%d}xjvc?VrQDD1M>30^9)F)!@NI9;EuZViZxM&~QRwpM7OE(Ef^SJLu
zMV;WY;%&@OVe5;r=-&Lha-ZV3KHy70F2-Vh(7qRw_myM%`2o*$dNiSycs$nWL9w2O
zkMDU}=()G_y5R1Q6L+s?1VUnoTnf}CIC5DM!u*$OIuF!Ie5{VHpoX6m!aTU{v8g{j
z0?|Q<^U=Ch6&z9dFZq(WaZymx61TxU-5oE3GQ6l-r}3(Rdz1J)CXu(qSm(#9XK9zj
z&km{x!8q?H{V=iY<LeF8Scha4KBv}&0r*_X3S;W7ZzOrjC}|#jzs2g9Oj_^p!og=Z
z<W@ag?KPMGkM(*F{>|0Mw6M^#!@cZtbl=WTA8pBUUCiT0wxYj5d3GyS%Qp%%UHCA5
z4%@4hhXR{QoP6D3iP4e`e|%G(D-Xa1z4lF6TOfz*8;vKcxR_76<A?#BiyObr_m?76
z+Ukv6F9i^XR!x4?UqDarn+xGfR)GMQu;*36#JR-V=?9%eVZU%3`Px0kG`IK~V#@CL
zadg^v@J7bo45q#q&wd;6?#D9yHf|fm(ah~ZxrO~lu7wuE<)#uf%*`)mV&c{j8D=MA
z<X#s2g(8DCEP+abHuA<qixZ4ak)B#NXSdt&jYUaB@@-T!<0K??boi>}RxW8ocJjm4
zYKm*l;9;V@@-_msFHCV_Xw5|gHarb;D_sGgRCs{;FC5bc4Tf<`I_o<0diGR(Uf|XO
z6Pc1a`Bxr<RQi?5G?m%)pEaUBn!Dv}P@Ww;0S$wkHmpC@j-+|TJg{S$5KvJYEmT^`
zrvDJQpl-CK-jqcgfwirpkeW~wUpHHGH+L~vvZtwlm@VI_@W{_!+tZ*ozLHz;&b<A)
zn?N3;yJy}Fv8d4I_V!sySGYNfWO3<0jPx7>{|$N}YnWpweJLj51-^H0Vi)jxQ<(rF
zXWir?nOCSU&~Fyv0|>u)t!i*KLKeY0l+Nx|;LDd}vH)9d$*gQKAPp;BN*!;YkL|!G
zYV5D;?@>Q0FpHLE{;|V3esXD4;qIz^^g-Jvu<pj1U}Z&uc(gXng4-u82?Zs2K1$u1
zOX-y_IHUq_i0%xs*GE^pAq;v<4i50<^2(p>DYp+PFRgNBotenllEk_@?O{LD;D&uB
zm9evO!l9X3CO&UaHUCbEp6`k?)~$!`1o3>#8!In2is*HR%0p?u;5SEk6^2z#PGB%u
zsNt0;2L#EQt3N)U>_b^1SghwGs<^v)5Vk_m)|QLawA}JkQ|9%4qk{syUpxhZ_&+pp
zT<xvYtsTEDbA7QIlx6QAdG0xpje0nvt35+fZ4Xm8nk8(FvD)i&P%DMuKntgvDh_sE
zeY?~`!ZjQw5_~pA>58%?DPdg*p{tJwz}hU-jitJ^t%~LXGH<#@m-t4%L7V#JBhps=
zG}+sEtB7g%71SSgoq(GXIN|axzjT1*BJD0GQZ8j`h*aWsb`$nY??&R$RwEGNxTX|e
zzw1eN3(q&7s2Sn{>3=EvsQGS8p@keh=>aK_sxzX)dvmBIASP*8Fjd95ltF#?Ovqv<
zE#Ne2?cG^hU5Gt_g#6Wy+Zfy{&h?;!<qr-7Kxk0urKEU_?F&Mn&7Q#9lhA#O#P`bd
z1F5jGAK)gyP!n;nz(tqF93#HL!&yz?_hI{`s+FIz%!C83KOIm-wC9tFr6`6QV*Lg^
zTD{`1IMD`!Yk~1!fI>&k6kG2fz=ac%NvU4?e+hKDI#N5SQ`mrxvY$yNM_?FgnXfn@
z?V<+okYnpS>Ty+bg6dhn)>}Zg=NU<nuX?v`ZeJbg+N1WQsSly>(}cY3^0YeXt0c-&
z@y>Q1qN*Y8FCNGeUPln~H|%4C?$xKy2)N6tgbd)umaE5#>oMfm@!Q$ljn2SYIRPt-
zT*cmIZAXy%jqJ$&2FYZ&EIKHcI#`X1IA|Lg$Lzh=(?_(coU=*-8!bWzqd5lUJa~nX
z9|(qR_x%RNx_&bksf%RK$f;h?u*DZA*tkzr%}oA!&|E-s{fMMVgl;T;Zss=cN%k+i
zz`gohTh&SC!(E^ObFlZb+6X0AeNJ1gcbM2wRD8!1Ss+iUmqtXQcn5&<6&S*@w^F^n
zGRKnZgb3432*}HL3R;tmXTrYaKYrTh3HCop^s-ph2-S}pxQ+<pRCXt|%L-VvYDDxa
ztw*88EoHbj{cH6Y#<GkE<9hs8Bk}1E)VI}SPN~aog6&uPWjK4Xfb!SV8&kt9+^_8B
zn96NYJkpJ^Cdu}iI@+f05}5Mbq}i~9qNpiFx@dtBChrw=a%@VD`{(BOrWwz|?(8kd
zFk}A)aj9NRc!>{Bci5mmih$jdVFTp7Ry8lwRmhLJwA9>er*DM83Z9Nf$W)NSb1YIr
zQzJNAaj^j)ZBhNe5xI{C-mOw`LHqwqMMAmtaYPCg5U(uWIp`uEO0!;OMh~c7iUZ_h
z8}uBF!RbHu47;p@Q}iNO-}vA$yA=`|LM3R_)Q6HD7Ux$C9bUK=%Bqk3%5&JB%H8q|
z6%7Ng>yNGedbd0}@y^C{EP$$=lBb;F{fygjeompbzpD780Il$YFT_voTD9FHN9QI>
zOXw5eSJ&HlZ~q2u6@F@ox8W|g$g2A^Jy+$vdZPx0tpIKlRDi7K0>no0oH1H6`4>V9
zXXp^v*=?X*<8Y33MIq-RE&~zd^l!)Ig>Bw#mF9im3Wp}7!&%+6Odrvum&O>WU?$o0
zQR1X}*ANBaf=^HU)wp^>2e-uUGn<S{G>6Q2zULe)3;NlCJ7a>|z}ZvAX<qThjMc&f
zrf{4>V#pYPYp7M7MbeQgtM#*@qC@*A(reT${$*9H=l21H!J-PxNbs|un;};m>AG|s
zOTtu9Yl5Po9m9h96{FGP?t7_PE;iH8eFS8#+L}Tfp-dUphLiLnnxtYrMn8*}INv+I
z5(D;6{nzh%Gngwl^qB1%yGZZ{1oDXcN9kzFoU5WVzUm1N%w}FiGbCHX<^>R?Mc)D+
z=9IxdV>IGv23=a2oSD97ShGRaOJVc;13TNUknMTQc@{lhc^~`(2{S4_y9&p4gzgB)
zTBaeq5#%UEJMzXhkvK}8-=Mo${W6f%GM8P=A^Nb4>TYj+M(-yFyb_YlJco#+6M9E6
zk0~+j+4pWBFX-U>KRTe>gMIFoQcUnw?TO6HvG)GuVyJFi@)n2+f#aHkrgphX%<(88
zZi<R*grmlS{KJIEiAtH}q_#&glmydK@8!5}xrHO9m4?~<8I&F1>o4DH^W4`1D;za*
zuQT6E*eE0XwZ=Q$<yy+Sn>^MXmI3qWM8q$Xf2I|p)x+}rHFHUj<ih{@jP^Kttu)Bu
zA&`4L9Dm>U-B`Sm^%x<-CS*GCd6izLB;Lo`7&}y+&Ul4p^{mIDsbpR9cx|j>m|CiH
zyzEp$jbUC%QFMmTg_f~vg~9r#_;ZW-DVYa7{jyuuHMJ9r5n9~u#b}OZz0~yzRC>dR
zxMg9l3{cut^~&#T<P^e3MzhEp<N1T-&K-<?FaYj%lr@0CN65jBv5ZnqO?!`+#VOi-
zeBJ-vJ@iyGUH2?iXi&dOz30|O{JNg209No`&xqS+P%UOz!sUu<7gC@;^KRdVx(lpS
z(}ZCGXSmqmeT%jIP-Wy_dBaBXK-NeAchk@>Z|nBPX%0(s=hs-ed;Jo5Le=sXX6@c_
z2_eNHdM06EN26wSd`p4lxzhR5GH~3uGe=(nr?81M_vh-E;rfVUHiE6z!{rMt)^_@P
zKTBu=cXrI<spt<BmY<Y`%e+O-JW(nCmWN&D)}5~>W>?uCPl+2KCT9p4(Czluo`3Uz
z1Ei{gGsXpO10M)igvr$6i-<@DX542;ySZR3@?BNx&E&vf=poM?clE_`+K{w_+w>@$
z6qO85L+_@NEa`LjQGu9Zur1RozpAj5xZGW0&g7dciIWxG)Y=g~x+epHtY>ksJ=P=g
zPPEjNfc!JRGm4s&z=4o_*-LhGyQNq3K(;vhZxEv#Y|d`Y3LXesu{?lX`2aR;da>pJ
z-nR|=-=Mnr-Z98OCn{wX4WC}BtYdBy5?2kJrc1zPqU(L?YEOgw3cZ;!UexPp0%;uS
zZUsHwPNxAMuzrbU6qBP{a>`!lz6~NlFbu1isobH4JpR{Gh)#qjCbp{drZe_<NkqG%
zQ+eph&#&#89$~)z$GKC^waWq~Vvf7b`x@Oc27Q_OMNBbD29HbjW*U>6Z;bfG=u#Zq
z1ZgQhN`vdk_?1xEJ4v_g<xMwQZFAeGtIGgQ09wXuaGrzK{n0tPtuoRX%`U8SN%n3X
zlg9#D^D8*7GQGJaq^;?Ly^`IQiP>%C*TMAzMyA@0INU4{8Z^XqRRJ-D2iOr=9-Iwh
z59atVV-7%{yMnruh$;LNO7MjWi&>f_z$W?VV(Ldd0G$v4GR%oEj)cEI*yNQIMs5WS
zIv@N7DFgpD0OGI2FU~z<Rk8FHbiU<ny4(2X-+wVu!yZVIyuZnvNHi7Df6hl^Zr?nh
zdzla`vPh#ko9?YiBiWyxr!gt$DVetnF25B)HT#M&{HKIud6>YaiT%%8vX=tkZe})%
zGx>VB^=e1r?aVIu?>|}=YB|5R(ggD}1nFd3ml$sD6pCp7BH<l{e$#I`ySvNcc+1*W
zNQA@dKu?rAg)E}KUzTcfk2B~_P~d^YqlZt@oudknXD>L()?{BD5gDgEHz>PPP?iW4
z*;F1*)$=lcJrXfSW%p!f`EoRelk>q=PXg2|l^FT$g62p<O>jmQz6W$8KVE6kyZe5-
z@5F>?12%~%pZ|aw;CvikYszg{E~~0`O8Wt}4kQP4xt~}?r1QQ8<`~Eg(j2eFbBYHm
z&dFWu|AT*(pMnP@$+Lj+`-#us3odKjMp3Vn9|iD~2IgW2xquu1p0l<ApmFuDw<sAO
zw&AX+ivVsH`=JkuwGhr5mhx<LYv`hQ-$2Z^p^H~eE&Z`e=p(&uZtb@YaD~+qTJ{|T
z!;%o35vyOtYA2su@ve&6rl$DQN7fz>euHYKr%D4O)?!Kr*T+xxcF~m`D{5Wj&$XF1
z!|A?oh%6uE-Icc;`3=fv3>3eaqocLOL_p{JghX`QNlE^R?pnyIx_&cRGl6_GpJDhy
z(4AIC)2{y3fo1*iyzhns1<yHNG-ylV&q!>S6(!HLu-p}-#SU+XZFrEyuWq1h@pN9D
zUOt)jE9;j)l3y+3-j3aQlKR<U=&BA<@=Ea`D|%XNu^P=U_rvsd!q$_k+Rc$%<s5fH
z-vzZ|4C<FUupI&*NzOFcI`>WZMxne`OI-4u?|)rc{|FFY{NRv~Y#moVc)UN^=AY&M
z84g5KRj%&Pd)@RP-Pxv$dA+334;uk~7~p)>8z%Ai(Uk(O))!0cD;_=5L2F9f6Y@<U
z>n_~a87xt*7jqG+*>Fz*Og%h9ZiDsBl(w<J{pE#seEi^Z(0twQ!W$Qa!+H83k^I>w
zXS8(yvLS?-55I7kHZAh@bJs$7&R;tpt3@K<tu!xaG{4Dqg}k+h($8Ip#`T;$lGwV7
zCaz}>K#GQzf(5l%z=5hhWr1uCy$Udb!jW9Rqioi>NPPfM!FBJ5tfeiJ@QFt`kU(sb
zc9_4-wWJ-{dN=2e$hoZNw$BiQM-+@#zcFkjR8iLWr)w+g^IbK8y@Vm31IkwQcFA|^
zUGzSwwf5)0GC`hcRD^s{WTg5?Itn#*$-501KT>9&HWiudE|sI}Zr)c!mSUuJAUiBD
z!0B)tf8#k8aqyKyemQgyrM%7h(O_^@Ppy#&Nb#>0Z0wn8?^v%kPW!&~rjRh)fo&vQ
zL<2a`%6`gb*`d7wOh`d5iC(Mgke>TJ`4~L9FghZJ0z*3(6^%bq1W0L$P9x_-4EL2P
zM_yFRsTLXdnx+_al=5`A5G|LxkLg7`FbpdH80rkokzYK=@3d2hU@O6;E}%4;sl?q&
z2pkq<^v(>>JS@!_Ig27>zsuIHaF1Fz=V1sMg(TtVj6`j!Z*6=E6L|Z=V2Ff`>F#&z
za@|1OLuiC$0rpjf@b0Vr!p`nDUm1Gu+H=VL3Rveqe{HWq)-Esje&k$zt%hUVY(9XO
z<yfs~aZP%CW}*l)Fr_onz~laTS5xPab{G+?M*~5FOxzuP9l3(H9u8*+tUp_*L(ZUI
zj;4QHsYqx8e7cpwFp}8xIyldhakewhRUe@DXt&4#<&{U{VPS5yQE20#vbQvl{j)>o
zjf=;`?Xaa4eIH*5{#6KThj#RLJvPJb#rBWrs2ot!w}a1WwXXdJCHGuoWkYIZR#{v<
z=w}XRwn((a-ojZ^biFn+Rl`?rv0f!8Yi&erS!WDCIMTX{5|21p&p!Iu`67iwWF-CP
zZIeDYWF}P!V$nJkJCHk(rf7ZJ&y~b!TjQjMN`0E6v2GbGRByGxT6$mOy)yM1#Rp+U
zbP<wjp?hdZo)UKms65mqhU?68*`bh9BSIR;tK2i#Z^dgn&`bZt`sO15aVoR2<Wy)D
zaB;-M*(%6$9YlSRvoCRBI>=2Jn@mcLptV#pt*M;*wXmj9SgTWXyO}w%@NxCZS)T)?
z&|Rh)`EL?qMO5J9G0p-`ChRQ*w$${rfn)Y)mIG|LW(}(e=4gja?S_X3fnQ$}h1#ZC
z-kPI$nruzlA=*A3n~DnGnYXUUb8WO2LQeS4SWR3cb$hK7Q5mECJe@c7H7m_EnG+<m
zNbfw%qFww36#H@|ED3z!&a8{+dV;kk^zyh*bI=8RzhbW?p8DK6qau!a#Y{h1S;<j$
zX>?m9-t=2zc|!%<xkX)~IiD~w6~BMM(Q6_N6`7}ZQ$*Y!z1`2VOP%fnAaL&N?;Fs*
za|M`{s^4f`s<P&wH+_bZ*N<`susf8s61&pACJ{KqwKodQeJi;flNJzH6MH}OJn}r6
z>xIrVVT_?4azL&o#i;c2i&gTWkSR~I>P8YvQi*<+mk3CE#MnNVl>btU4@={L3K#Ai
zYl2$rii3&u6c<x5>SZ8+(9X&pMRa166b)h>jffyCx>bPlmjpCWkL@wA@nl27fzQ?!
zZ84}9bjF0O16Rd}<ex!{kJH8*0<H=|?xIxaT>*D-m*zaDaE{HlA8$G1Emz-z<45uy
zD{o(%GZk444xQwrF39uV417G+ogKa8^VLMjRg!*iEpGO0^kWTUcp{xfkCd##q8(YE
zwa2}mXSaB3ArN}bI!U$>zkB&PU(OdhtUClAT2ojobur;)dX8;BXAHm$4PJO^d86xz
zMRdlu4Y~EUgYNJ*;Zv=<uV}riJerOXCuTSFy<ccqye{;a)bM0*YPm}@CH6FXy|ikE
z_==|u-#s{5d8qpg&uu-!S#VHM{PmJ4qr^nQk%L)}GtH2_d{_6rVf=zv&?Vn<PoLLi
zAlw{*g3+!@wt}}#SDol^{>hnBC_3EpuI1^@$In2UdCOagHdn1c;DkmZW`k~{38g|b
zh?Y+2C*sSHd;-}7yd{A(3|WODEV$LU!}+V&Iz~^{FiNjkNBgJp-unH2z-$`TR)y&o
zsl{|ET=*~JLI~^B0Ko@vo*M#(M^m;nG4Moe@lj2_FZ_M%Ew}pEhwW_1c0!*g`)p>M
z+oaQ0F}tpn#XxHUc~|7H7-4t<-RkN_1av0JYcCBMMzN!RZt>14Sx#EoS!^@uGrko$
z=1-aS{FV>xGcu~;2;ZIi{&u?BgW*G|&$wRV)0V_KH&LElwp4=Bm$VE8FXMHK=~=>H
zO#u#-A=&ar-s#5c8LuiTs=og0!fG1GU|W1JHZ2q<=(y#gn_Tc_i$Lj4r*TWQjf$2u
z?oZ;;!>j^@i|5(rgRpr`g-aEDF#E-XGzV`)AP+g`o{7=y03RRwXY7a*g}I;BUt^2x
zRYb_kDh_P0J}+-;y?bz{V#jAgNMJa%=AO9pSlEW~V``>%H&Po=$WHVpU6m`(=YYN=
zKq(xgS?7d#bOJV5!|p%)SJ`V~TT5skgduHq$>>f6?rj|ypOGT8--vFRtI$0uNR2rD
zNI=nXG71T6<DGo&MCUg<<vjHxP=$Pao3bXb)`^+Z&NWJAHNF?8kdzMk31z!`ocCpA
zh76y4fO^vqk&2pE#^&pLc$g*(uUGt3Z6(iyKn4Xhma>FFKAWh{a4b0K$G6qCI?!qt
z?kCGLVT-#Q7lw=5WMN%?oj!=DwlTBjQeHLJn%QKM!x!FGV;<c5+M;cNBNj5p7I}ZQ
z<K`R5;F~S=F>O1zx9;~_=S>t6DL&|ErN*8pH{Zacc--UL-2dc#&V70U#N_cIvprS&
z`~-RD6e?(E;^>8$H)AJhr`68BS!wdG?3p*eWPPd-%%jfJ$78m-0tOjXYk9F{1oBTN
zKJid&tC?xdel|QW>{%RvW&8qsA*b`uBf^T$1}3n2xWX|a$mUa@cydZD#-wokMWxdg
z0uR<j06t4RPsmzKIj8Xkf~H21u+2xBkdK8AXy_QLu9Ig_WHa#+oHA-;_xisyutuOM
z01-yt&@n%g$e778X0pf7Pao3mLTvgSd*o6Vaz)O?TEr9($MYzH*G~z)7WF>3fL?(?
zdFYoWt$Ua4d+BFv8~o!~N|xuzMk)yMaMLD{0(=&#mDBHcT*bb7#+;9Bu;N6(bk~U%
zJ;B5It)65gDy#Aj1^cobjr=tP7^$2-cw{%0k-3<jYby4vIyFOLNrdj20o22Tnqq0b
z5SnB+6UTbVSk0(aVKjTjYrcDGRjRz0i2^4W;n+YYn6#GZCd7i836r!^*r+-J(*L|Q
zKbM~ZdKTqvfLt5$Z&+@;66;ZqS>w|Ce4+mL?$JN^O22whw9kr?4~K_VwGPM0LBd@d
zoVjJ6b{1~Z+JhEe)rpWje_qtI()95N(^YWG@5y6`?&Xdoc(PgE&UDd%Dqh`|%R*|s
zFF5apPkE3VQQU51K^YN}GdFbfHXgWuW%Z-uvvd7#FwZ0_ZmX-8>?TaWp6}4$upLb-
zB2ZEK4xgF&_?^Z@KuD+zUKQP0K4+qg$73iY+#~j$F2gSVGesa=FS7KDdodcDiIUlr
zoAjxHR>GWhh}dHsXb8$xsATNNk)&!f9ARoWl3MdVaJG4yN+6csS!2&?_T_^z6J-d^
zkyquBKDkI!yGz6UQ3^4gJ4S0=yZWNFB;^~%V_%n-Gy2}(ECvhcX?C8z?^HRlL5FL*
z;jEnGdVcK-=zv^%Nd`wg+u|r553r%TEJj*_5>xjb00Ua<j>Rm3&&iIBE)M+x@4LVn
zx~}4MEKq#3-*z={z@!tP9X>vu1(q7?m$itzVLlmA7cn-3R*Dw(VYNE!a;TV^K9{hk
ziK}>fpF$arX>TG?XX@R429n9vqhJUt(4zVHmG&8wS1HbeeCCYxVe$Cx&~&fe=i{c#
zIe8k9Lr2Omv+9}o=PqPttQOzz+HryPm-2OYqg9JK;ita4I<8x1uO6_9A5B$=|Ki_v
z=%4mG{N^;CG!1>j9~Z1-)KyM|FB4<I7*TJ1SDxv!cN^);k#bspN5$fvo1HJU-UM_l
zlijg%o*YSAUyX98EZ0sD%PuiB=fw0|b1Ejq7AHTufWETke<FkPwePNJ*t@V=sy9br
z(d+|;vI2vf(_fpqv2kNGGpyg}XF6Ib$_F+V9SvCBo~r09zzn3>AVLBc<~I)xA=@8a
zwl!BEr8%aiOE$AUb14@OL{GL(EYWz2IR}psj|T@X+=6AVq-`Nz5Gsf#$cz0^7r>)e
zvxZ;cspsU<^90WpeZkd^z<u?yPV;HpJAhMOm*?SnFYfn3(<Sa|!Nj*blTM90J56B>
zushnXCZ1=em99M;^H$8-><O%`B#y2!oq=K(c+1U@b79(9K}bEcHKo#!fXY3J=q+S!
zBn#Ge%-IO}kfjkp0YRyOLNwiicfK${`;%wUac8Evy2lir*j^L6obs@rQiOGtc>W-_
zWXp3jJY{F7dxsP?QDg}tJ@yiOWDFH|b^~7uSiuP`vB4Yu;QdO}$Z4_OeJ>G-$wjk$
zU6-yA*ue-!;K$;$f%?Vx(JloK6`gll@vZs{Z-I0U?~0W3JB=ObpJa>5LZv?t`*lLZ
zz-w0KY6^mK*-ty5)km6FNwXC{>~pZc@zRCvdb2F#)%Mg+RGg`HJP`s(a1OmiX2Qh}
z#hTzubQR2Y2Zfn<X%+e}YM-8^O$pHAw;a9$m?E26gm-90XB9RknXn@yV>gU&QY|FG
z&G$Y~^Vn(lPhcc7^03bWoTk!I8oY}lxK}Ui{-ms&r@cZ`i~j*viT;7eu?EsrpZ=t)
z{)D!3qK?k|rYUz*&X-_c3JWdEHr~vfh31Pi3$(i{Ka1~!pRd5a<X>rRxz*VZL>-f_
zX|`Ni?dw^1Y7}#alba5L4T{5T^s<#Dwr(9r*FDD<sJ@6XbX4SB8CqS@%&$n%GCLy3
z-)BB>XY#i@Psqmbcq1#;fe<pyvUiOU=Tw<C0p|~hVcyJk<04P|WgHOmM2&_l<KMzp
zgiWBW!wz#^u%bg@s;L)*+hblyGlqP2OBAiw=MPmJe6$6bS5Ql4){W|!{|1ezOWz4^
zW{f({_OQVngc%jgoN@`NmDiNjSgePKBBUjd*40;^S)O>mJfM&QS*`;?*1{Y^&P8*4
zYmW#%_=@#p<C|n3ChOhpEbtXgtnf?GG+iq(3vnfLt#5Rdl0}8kC4jyl1;D=i!B<{a
zIOPCfsr5F<3E)`$tj7*sb7)F`5UVVebthpa`mW?_LyrSdJMP|NARrd7joC!Vy;%WD
zM0F!&%{pyi!x}CCie_B1;qGGf+L3<1`?l-{1yj}`c$%{m?psPG;(^+eVJ~qN`lIE>
zjZVDR$E!p<lUP%y+{^D9_!S&&$Y<}@DUx^GLh<b=+27Dcx3r5e(OcY;q4I7l(EFTF
z-n}ZfX(xckDtkktdjK@?8d-DjpfSLW=T4(hfrq{{VO)pTvcQzLWSz!Xv_OF0oyNWd
z_Cg)TxX!ArGhPY*4(3-(-&@WE;9l0hL1e?Vdj_S`QTvz2S)0hjo@qNlsh{?O%as}L
zP^pu~$hEExa&w?2a%j`wGA$~(UYblxIvL_bqpydGW;Nl<HE;$POt%}Tj~=?h2W)X)
zLJM@HN@q}hdReFCokwJo&K6WFen3@9xW`yZU4M<IGy_8eWh~hm5JtQYEvsiKNGf5b
z!|L-4*h{>7zvc9-(9z39o<u^)sk+o9Cn$fKKZ@wq?r`yL*+}(Koms7UnNB>;t5*tA
zK8?C$f%X##tY2suEC(_<AJ~yri9ec;L}(ds@eZ7P-#`|xz#s>?wKq8#6cUL10<~-#
zK2+p8JNl<5aW;xFQ(ra?psk*!w|zH;i7J)M>^Y4KW(qC{EgK;Gzs9Tk$?c_<E*Cu=
zgo(}|$EuVR?utE5P3Z{BLMBzV?4MJx{<q)c;s_yZT+vPex>f*%E>JF)u^k47BgC$=
zgV0CGcpy*Q;N}GrO7>U}y)ZicQG^+6M1Fp;Oz1w#2h^Q$c0EA;<bZ$ikwsgx*DJj)
z{<$evQQEOuToyAhTuaXfRb%Mj4G^Y2&7NpgD_-#lLR-x+(1lB3pMwvw*>p_Hs^j}E
zWqaM51hlNPn_ETwpxnoC<-T<<4kB(Otgna4Guh2HIQZIIdE6t6XR5A@dsf_=|8xc0
zfB~LSH-Sa{1{>$V(9O==&CY%=0AmU~(be{Fok))UTl%Oo8{0Vm=H0JxNlu+aXp!2t
z1e;s7uuCMrU-?k`O)%xuq~y%Vo&fb;8kRrlXC443`ijq>9h1`q-osY@_Kv+asg0(#
z-DEZH@#Kcnu6*XUiOFTJ;s;T)DnFQKPx;qi$POHt{c*y6rLC8*`<%}}yhA@L2c@vf
z?ZXrvR!}J)1L*z2p@|G=pf^qOnq6?E%;u*%fPYm5lok$6RF4&em@^&Nn=iscg06%W
z(Rph&W)CYGo&1lCosJQiK0Ne|MB>V_)_>5BZm;SRPEUF`jZG`d%{2|%<U)qzXFBO~
zU!?q`rV`GbFtjivZ{(=9wk`QiR2Rwla3{a(k<QCE?{`2r8fM0qeoU^OS|29!U4zw>
z_mZ|5mM8<geH|t;p2-)}czPIdymbnnAqbNxmQ!8^iu)>tYfG}bR*05Tvd@baZas1u
zB@lUsS4rD4P}aqfnLYTW;@rO~lThawHO?0%c&!dJ*_tnqIa0-H=tW#8bg09r{HQDU
z^=Z>V#9A3sxrfUA;^Qp&Ob^?v946uBf>es)81ipn(UKh<d<mD8t$$x0mtjiBCu3?%
zuEM%$Wc3e-Lv{X4OXvWEb}S-esl?yOLrWMOg7}fw)WFA1ImZ=wL!sStWXme*9WtfV
zFv6!7$fxu5$MIFXAdsaSTb<COvgqyv=AB@m`kTI(Aa6`^S(|c9*h-WZQ#HsxHosV%
zg_8VhuDOmdGiip-hef6iYR_@e^~=o6=P6d)G-<YCRio>kCw;m!siaF0)iY6Q;_1%c
z-z49c+tXQv_T0X8(*~s!_6#J#kvCpF>1e_{p|-F=basakH?qEdlQ(VH8}i=1g)J>a
zd*x!iz|+q6&hmJjZV9{A<vVfk#c61fH}2w>`L3$Os3ZHQ^qBH-cjKD}vY(nZPydvp
zedfz7WCbwvo+ucmWe9Msuam>9ODSki_y7FD($7EpzE~0dQpp$<@4`tzZ5>{}tW{UE
zQlUMEI@UHHD-}71T|5fL5z5H25~dkB2URJsNTnoe(I8q&S4}rguuG-`JSS0g5cQ8A
z`o&}%_D}hham>jL#SmOU-_xsV?$Rxv<P>#fR&hKAon$kmP_vTXY%7;hjK*4vq(Bt5
z620}D5Ls|a`GleS4f0tA>g85*)~dKWlTW}O?%B0B5`$0IfwZ=zg^H?V*nd}S0mWO8
zztwSl0h4b;6%Uo6u>lei05kMGbS&Z_6^oMM;*~I*)H2$(-zH50GD&Ww%0$JKMSiBS
zB`Lk(O)kCPs4i^A>x)O{IU1<KH-gM{65bKJ7>(O;#6Kx`U;HU!R4-33mJrnGKU~Dk
z)ywBSN#|Br%}s7P1r=c^56^2WDSAsK?lmEysQ4=N;|%>*zZ@qo+tzRFg_p{fuLtjc
zekkS3;1k<yh<zGd?}v~nYDF0`GqDu-UUB+yYM7U-_sR2pP4M8c!~6AE7I~>rD%0fW
zKU{uXz;YwMSEQMqm}9za#TNSr@hq&s>1W&2)*AK;r@=8BX@{&CV9OT7$kepHwUw1d
z_r0|i<oyjYHy~pQPCTcX?4JBK6zwQG>T?Ikx~c&2R0JF3Sa-bq4GM58l>XbTKt8%W
z_O3n{>qI}gQWEab)q_1m@VN`o&!EdUU|?omG_=v~!nqQoq%Sfx#EVS_P1Hk$9kYAm
z1+daSd*fZs_3hT_QzGNiNM*_bRqdn|NkgaPR)J|QpgnKC^iH#R&8srsc6po&vy5k}
z)!Kne!pBOy^RWH5VZ<e#5o2wJ`ekQu?pte2e#Zs$vRaASRqXdU?^bh=2;(BNqleir
zW>~?;{MtMwY%5VUg&fcsXqJ_9l#Z|V&-H47Qp?wLxr(<PLbXUtl0$4a)?~D>VlKue
zzLtg&lpa3&amS%DY_0S~Yu|aGG;21~vq2vu#e#sHZcFNYHWSZ@I}W*WrH>pwRC!}J
z7hDNmIGNSX+jlSDh^_UPK%Bb5o^-bLb)sQeDi@3No+s`TJ439A>8L2*PV~!re^Mnq
zh8Yk)I&#T}<ZHS(i2}s1X{{;<3W-oEG}~@!ps%T`s!3=@UxpBsl+650{Bj~pbW?;g
z^vS9ln~_3+RbT&3=(39#<+vP90Ie$>9n{kYjIs!$#RpPch;E>1S&aqCV=-VeOHMN0
z320=JkYVm@xm#8$qZMveK@laB5u!atqU=df(T_ik8XG`CF|+`_of?LG0>f~_fkPnV
z`d^1{7)CQm=B$L`amIo655GY`0qa26Jc=3ulm*M8IroWS10Nevlz$FOD9ibVjdANa
z{WzY`p<BU8K#U{c{UYKV84sj50IP6m1NZ{A*m!;be1Q$v14|pHDpg)aOvx3)3#C=j
znwEqRTxQdAE%?_uuh2mVDVpE&mm)y88v}H5afY=tA}7$O|2p<!JZ+E`&S(Vyu>rD@
zWB@#PRN<OHNMSVxwrGU1#&`pW{-!?@GBd=VNPkaRk)9jtW-gy-=F&_lg=w_B2y;qD
zA@AzLS8F`bo|H;ZuMhFX9Bh~7BBDqfy0A}*D&1*BMp;JAU&Xt{tWnSknYuofHAp+m
zV?@sn?@4ys4}`5cT!e;hqBnacHiXdZ^B~w@DPVlR2j+uZ_MeW`Q$JUSuDPym_;`KH
z0!jP$!&;J&xL1UNu(J{1_i6m&q2?QH^u@F~&QhaP<D!Z?E+!xmatSCXR4!yu1qB@D
zsa)<}AG#5OLAkD30qyV4fV~FR1Ucr?h0Oy_PrDj$?B8Vc=hzW;py5RL8Fim*DN~cU
z)f|baYg|-yC&UEQs$A}=U^w6?4M{);{;-|ETmsV_n)bz2lA`>}R9e3K{fo8wfzxL;
zbCTl&u$}9k8hi7|Y;Rluvp$QsIs@J#xgG-*QYaA3<Ha@Sm)`o;;gQd)8os+dkq+Gw
zO*!(MWtH^PLrE--jpUG(B=;ap-TXOJQ`1FBazb;Y@R0!C$MJYPQ-BbXC@Z^b%~u%5
zH#YCiRLuNI0SpD5yIzj?FeJAfhWoQScB^T|f381Wr_c_aQV~O#?m=T%u$G9%X|>T6
zXrd0*g0(nsehA>@{;aXB`p#Ae9-#F)J0e-uA$3);)o9&RyRX{W8v}7#<k6i!yIZlY
zI0^Qp!}M)u(BDpg$^#>KKr#_MKVVGlA2*^k@1vj#r4!GBf#zhEFjVfU28}15omDLu
zOiv;hi5?gkg$1akD5xx&4O9cEe&{5?44jK52e6E6jepJ;!jQ{;fNWrqUR_<!ZLUUo
zO~|MLJZzVLJmBkR|CCn-ZXZ_U%2|}X2g6eoE@0QgVH?<g8=j#O;6o5zDf{C^!B(jP
zDJDQ8r)=L*e=NeO#fLmu?sdJZS~MMKHq?J}U$;SMBmqp=)pj+xd-)qQ;#|;$#$N0i
zedPKoH^R@36?ntXGbFK*n;g17p;JE>BxZWA88%Vke!2xj`OW~BJGS_;RQZ!xYrqBm
zr0;e{o;yzDg(>%3Z)N~j*H%@>{ZtWMdj2Sb`>j;3=eJuo(ttVw!q&#4bqMCx0I=r9
zpQKTXm5fel@$MZ5M#<q;i2eqh<lTS~DfG*|-GY4rpn(RBXhuVN;H9zy({!zKVlcN!
z|6Z@CB8%SU_R;A}(#4WKg6tzO<;u>~xH90g2_RryGmnxI7y1p7<by2$6;o&fFw)oE
z4&!b1pR#VG>Feb|_hpC$8vwb@8(mpJiZf1(F1N4mY>sAR_@nF^|8`^G9R&h?Q#<U?
zL@7Xrv8)q|pbB#ieh&%R_1~cJ%!;V{dk_ew+$9BxKwsbV3DAq|Z+HEtFL-i)T)H}P
zrpt*Tu1_tXXHv1S9r_Y>Lu`EikK+8JDF5h91#zs!;^B_hzd?3?6q_tjOjVNESTKeX
z05Ft7u0HPniCAn~MSM!1v`FyO-n93i$n9Me;`8op|FRmw${d3l+uGt4Ph8eSOw~PK
z4Coh}o~tx+=j^dfN=+JaXx=xHcMoc%kqtJSJoyAElPGey=MfR`+|+HBsc;OPM}_7^
zdWeWViP?AH0fbkLO+SN^!S2=vxJ5LDcO)qhqy@fXu}oKrF-3EZ1hqC2`uSy6F{D@l
z67?w^LQ?n0a}xn*<yS!0JV#tU@yv_nyJMkoTcQc86oRH5oEzB4<(72g%{OqboJLel
zm^UxdcQXxv!2wivyZQ==X<L3ibD{{7-?pOQB{iNw7M;_+;Y=g3_rpdv`Oe`rK+vNa
zs8P}pdU80IGuJ1nb<uT(6y`X=V@=Qi5QzqMnlvZ50*L}Xp2AUDl0X#VJFw6eUI4NR
zM&{Q6U{@(1p3oEm2&)Ld$*q<*YunKUW5Ng&XBm{O-}QYWbuR50kLCmeN^FoGhJ0Xz
z;rIqT0rP)7L4?$rh+R-|Fy=u6Uw<sC(Zw#kXWwfJ!@EQLoD+4!`E{S-;Xf^j3fIk^
zcJ_8wk=JU)MkZ%*9%%81Ep`SkK|0?)z{Ga8A`|9B=);ay09gbcylo<T%avj(GsVFa
zb~|Bwk;t(_p7!$zHQhKRnsEvjeF12x1%MA7ZNM)3C9cpBchR7fTO0sg>;tLbC2PW0
zC^x&TzI$IY8H+KGVW+ys1E{BEq~|Aq)@i!l8){5Z*sYGR{Nk^Tb9LVUvfLBNzMF8N
zPpz(@AWPQep&*ooP%=qr+{50|Bh28*1vCTb#952%yuwZgu22oUtXIgRR@}lAR?N*l
zVBQCFm?^}g!8p1dip-@h1Kg07eA$IOk1ug?wn^V$0oOAKRB#Q7s-Ow4*G2}I)cc93
z<socAe;#ch`GP_=zVf5-<HvUu!{AHcMV(T2jv*t5IPaLN0}Rmo3W*R0EKjLT$RFJv
zi55jxZ)Y}QZYlwH9$9_*6Al@Yq|-CfliB8Pb%lkI1YJ$l`P^wShw}AxUI~EFO0GjF
z+}0>xrjoCqoyr*aRWcyMc!GX_oK`|m^uQiWDa%30A->#ZM8F7FsIS&p>wPT$kjTFz
z=4#&Rr19@-&+@;D<1S7zy@~E$jPfJOJaxpAXt;8Y8<e%NA-m1pWg-=vR^sOiq&PB6
z6pq53T630^yxJ>X?qn>NtURX220!04glp@jd@Qq3RE@jX8<(kx)ifAh(muPn8JUku
z&EMgDo`WVGO(QZ+xYrEfpT7!sqBO#<dx}jb5klR`2gW>X_zvjhgKcw>i@9q>I%<PF
zYvnpCJ0~6A0|dfXQZ=zj7fsz=yo^ZzBXe6@X?mXkO4GDS0(j2>?=5_2QECmRaVq22
z;`7Ca+Fj~osQEXj@>&Ee{SF65>|TGmdoIH8aoo8`UzU-zr$fSe`xUaWxw9}d2s7OS
z-0~G^OXJPt8ZueT^dF(Kmy~xk7HNk*;xhs=*ey9ol`GI|pq#P<uq9HEIcUH`kivuP
z@1&qLDX~{niTo}04O@{;t#=KLn)$<UtZC#AD<x#hJqJ;03sECdK^P2RjJ0d#!Ga7a
zDu5`UjlkkExVGl2JDMSqo+~_eN-tkd9$UhiuoZI1k7~p;G6KGvb~doX&`JT@g>?#=
z<XTA=aFIS6DdVp)c!GVq%7Hl}!-KF$^?P(%vM*_iFaLHhDtG!3TC%gE0E`KZtM%-g
zD3cH~DvOxbs<?c?+x1X-uDiU6@wSHlU`oHQ_`cdGlU(BcQopGpJ@x18R1)twho%<?
z0uuKv!+a{QHQWG7tKlA?U!a(m*CH{D9a2_J^aOWPk*irEz;$`CGeA~}H|VPVdesgA
z7T0>q{4tRon&4U>a;x&~+1ZIy$nV$Vu6Ax3OrSa81c1ijZA5YauL)3H7&73}I)Lzf
z1%!{ALi|F{_lbk*RsC&a|8r;>tfdl}b#-F^gL8fB>#I++z>a|{bYBk#9c~xA6ud#&
ztEC^U$m#qNS`56UG9>)!2JV08+UpZWT8xhIffImrP{U8XQc+=^$1oeNkIa7t32mTi
z7MZ{9dSdupk`|@vJp8vCjTLY<HP8*0%L&jD^UHeO+UI`79|3iY73aG%7=;>h;(W(R
z53pAN9<$RQUs6+mDcgmkl|u$EoBB{FNWhhWX2g`EO3$KG<y5v_aL?hf$$NRkk2JuF
zs#?~7KMz-v0p06q0x}di^T@n9U`Ljc19Ti3(B59f{STt`Q$mi0yO~#32T)+XkB`vK
z1)QAbQ6It_-&=3kp)?zSb^o0ic82+*w28bK8r@{nj;rFYt=3BuNH;2EB^qXj6z92Q
zI<xBSjQRzbAi4O?;Z5&MfjZxEFJM15!iNn4cI!jHYFOHYEb0Kxtsh_;-2gm>r47t4
z_@NJDi3p++1?IAHB_^LyP*L@o_>S@%@QJqqG-VIVzG2HeVI55y#Sjy-8{f6?XoMgq
zS}Z_HoEG$;>MyXJlbF5-v!lvYZ==IJ^x?vS&m@FCcwSsiuyEyIBkXj~oRI4+ZN{77
zaFz1wl{0F-nDSA@fD!g*57Xy!p<hOQ(du4R+k`YBmA>=RZ*e`nvFR3+a-stK_=Gb+
z*=tFX0w4c#+hg*6jPzpH8v2|=#W<rlfRWHTN*}9+-4lrF7CXY+I{VnTqA>&m7;vsA
z%JbBwn#l{w1Wz~aQbo#yLIR|kz_Id%_{Xw8Qy9jKmg-U7fVG^_sFDVyH>Z1&Clhek
zY0>xI8sSdZDvHUR3Phy0JGpmd50^!xXKx5Iy5$lg5zSVPHDpqkN<4r?p+EAYkJ~!w
zc0muV_W5{!f6ue0PWB@)PnHS&2XxoU`!rC27<q$d@z{G|&QxcJe4|A-|2H7X&@fyn
z^Uuq`y2|csf#I;9JLBOF>p)Ps^rVkZuiklosMy8Hro_4DAEQ3=l2JdxNca>{*tn>H
zV#WAA28_K)V5kgAWg+l#3I})l5ulfN^3H=Q4<!|fL)Q-Cjl<Z5R}w}N%tlTNv3MpL
zftfUTFPB14N0#FBEW{^90di_Zy9oV|LR-d`$WW>PJGGK5yu3bNx3)peh8E;@Z-7qg
z#RO3#|3@NhBZHIxNqi>Uryt=L+rU~Pm-D%YVhp3daYI7<`az7e-glnBnU+6UD$P!1
zgI@a;#<3HZSB&o(sUlkJuycN*d}hFE*AFR<=0vJ(|9Ao0EdwNgHNY-=oT+OOXbByY
zgxmH8Huw~FtN^Xlf&_Z=rJ+pb-1%wAN<%%wC&_gp)|#kSlAE;JU8Eh;BP_*g1IW}g
z82^<lj1BaEzxy)>*ndsSdrb!W{}rbtuh9RR(^5#7kN<zcY03ZOzj<YU|N6ZEx~(81
zF9X850RmwGe?h;eLC-<AaBkkZiF51L&0Dy*x9|vV6A<9z6OfUR65XaGqoSfDqoAOn
zX93gDGSN{`Fg{{rddSMo!A=e4dd$W4n1zj<?fN2ExVX3kcm($d2=1}bP|&dbzy9;P
z33LY!<bvb+e>pAxf5U0H)WB~|3G_5FTB3)_RtZj=RxB=lW-|%$3|sghdT$ikK96kh
z0XE0MAtB5Sz^rUj#oZ7fKR*IGd#*1TT@l}dEj$9FrNRFvjY2m1`Us$(jiOx^dkFXM
zDsp9vr`g~PC0fWFTWUP+dU=SyY2*yBERrMl+u-4l+s-M$k}M--`*(VXlQPpBaCkqt
zE4S%Tv30-v1`-{_ozZ}<51@HcLSV=Iz>e-)1Un#uwVa~>v*h`Uc@!bwY2J|ne;@rn
zW)%4;teMMN^?<ZxfOM;-ue)ZH`?XnuNp41PRFE{t8M_?hdaPz7;xjgX+goiR=~Zj7
zyOEX`-rkR|nS^9^b$M)H50#uvDX`3tQ3~Xr76w#pF(m{{A+WGE-*)Ev$mC^V(!CWQ
zd?~P<no&xrw-f3IA(l`Gw<&8R!|)vd1-%7989}b`ofd#ujb#j2X>8cXG@)p~H4ZpB
z;K2ljG$JWTF%RH>ISj?4glax8RST2IY<$nL$N6RFfe#FCt6;xlKU5HU_qoH8SoSOl
zo|mwO|1s|%?)<;|j>z}sOH$e(WT*+fiG>5n{Idf+y^aG;X&M`rVAfSNDX^THv;&N~
z{1X6{M)Mqy<fZG=T3_nDNB$(^eO@gCWZ^DDLAz{-fs}vw8UOS<eIZY?|NUVc+CC!Q
zs$Z7CcV^|B!dSksrd*x@OOqek47g<!4UhX}<8!ydNL@xuA(zVKHj?+f-&DQD)g8Mh
zyq(e60ozRiy|0z_mR+(7PN8&WZ?jwCJeQ4Qp1n%Ed%|qG=LHqu>EsE${Y?p&)&YHi
zZ%n^ImV>w(#Q&-<Y*D1k=4}#+oecEF4F}96QwCOoNG0luk9IP#&xt+`Fao5oXG+)H
zmE_2?w#IPqZGL#L&wmKv&DcLeNccA)e5MTA*Pr+&`NO&(mi7T`*?$s4*}oX(jrI1R
z6M%QEP;4%RoB^OwUQ4W%Z_bkj6*)`uVS<AD9H<zzL<?N2O|_#K_?{~6BtNui;x~x8
z;gPmnk4xeF3v8R-xI5e`%k;1Q^<`Q7`!9>_U$2&32wsRN&vyT`XdZN8V74-AMae6s
z$g8Q|Cf8*Doy6C*aLJc|a~(2OyF?l)4wQtt@(^wfyrv)J<8L+zKZ||SIrnM{;5Yb}
ziTOWDKmE0K{Ru8LYA2<3uU&ewIrm_KrM~2nAHGUuBBf12qWSd7dg}tjmdn7HtZ0C%
zUgcMzL|zunWGZZ&?tebf{J($u0tCO4H1riL=YV`P38N^if*C2yYQ;#P>hm`%g)EmO
zo<UeDb}+pmmG-1(5*ygp)M3P?O9Sn*93FR<^+vS>7(L)wFTO|f&53qH7$jNz{g*=g
zfV`hJ1QiOpx|!N230w3=1L2z=sdng_{=Y%NX&B0Zw#EyZhd_|wKStg9i&2QivPl{P
z(Q$c_b@$jW7tuFC+Nq)Eq^H3s#IhX$T4S^<3ELogKqZuo`o8u9V?vqq!=EbZ0H^1~
z=YMlUBYy;@YhY8JHa?*54G&v<w8#qn=!|uNE$uDO)28ytLA$;;nYlqzyEn)+@%94I
z$)tYPUx@AhP`dy9VMZF5UIxx_v?+3LTkU}5$jC4=jhT@1!Nc3K)Yt@|t<IzGqz0*>
z2k@zs4w^H6@p~Eb?&hl2ggNEp0V~==XRNXJJE-oA$*xK<4E#@Z(ZBz+f2G;}w_nZh
z$E7e@;~?vkB<s|s&;1GJx*{)+q*RLssya}{RSodCuVh7PXc|I=r6MSM0Q+4WrzJft
zb?Z%L8c_XTO^Je}xc5s|_`P1AxN9Q{>w-|)2i6T}=g-E};?mB(Vd3NUVZT8uqCx+o
zrTy0e(D+Ycl4FWmK2VS%@_A5W>{aj$aOki1tefQLr@uk;4G({`q7qyrPa{dMq5%u!
zAB<j*k3V3v{Ii9l_7|fx%eonC1c!A18B+sfERA0k7yt4(5S*hp0NPf=uZXRW8X8|f
zEMVsk<~RYN2Cng=z{hP6OY7acLc6`YgmPge4X)Wt--t%<{D_u*Iu?vAa3Z@ixv)<>
zyWv{8t*arV8$b2%hIi%cbkml^r7Eu9BwFaeWw&yQ%UOOUNO*=G2p7$3e#+kvO%7dk
zQIxH;S$*6F{^GhYF*nEeNfv1oXe*#m%Dbuh1e=JiVa>Q2l%g&+LA<n&yJ2)2&6{ax
zk?`*EjPRuf!dXZ0meHyFIzQHd3)#AQ)~&?<;=84XwEPC0v-<${T2Xx#CPLwg3(?0D
z01(lrqX8e{wU^2jUF?OP)J>mvXdtj0owrPSNjMAJ7)K0Sp(jy5#WV}F1AKbT`Z!b|
zMHfz{*~h68uU>P=_y#(q$1O)ihNWDa5}1tDa8T4BC>T%qU@Q%KXaKd{{nfvJrsOFR
zv@@`j*C#r@C038eeDLT~jfYbp=;*T1^N1eYmdu3m%ATLHm`aa(Ir1)L2X(*qjo(>N
zHNee1WD7CheeblgG4<)aS!hWi<_4-AvOM2<);Hjhx_LgT1uTWSH&sV<&$ESw0IP;z
zqUh?oz()6_VR23u@09SxAa4Bj9PR;wFJIoK<5YMC#_ZK$MAirEL_{$^7>vSRV&V$G
z1i_r##0cf)mIO3!qSoIfJ$cU=gNnL@%+74ZQyNk#J?#8{SbNW?CfjanG!#XeNbf``
z(m{|SH6RKiBE?5Tk4gst=`9e76sZCN3J54oMTiKYL+GJMFQG%|9YPHR@_e`N-us;W
zKKsx9&Nx5vM;ODwo$Fp}&AH~Bm%$B6chz6yS3zz#wZ}k>{e1`>n1pV%E?`Uwvv)Q9
zK2ccrr>iEOty(6e5*2%|fL+72-_LtxSOJgjjUiPR>lr6e3DL#8hr9?xli~wT6BmnG
z0})qdZlNm6BiIJ*+N3baTetg%8nZ64&`WOt%}2u=5FXP23b+qX0^)i)om&t`yY9g8
z6AE&J2?kHY_PO?QE&`_!Yq}a>8R!J;R|*x%tN*+;4~SEWcix<vkTrg`WpiHZgpkqT
zKy#BAblr<h^>B6O#2%YUb?1*ymR;Hw->E=*_O%D!@jS<lBd!LEn|BpiHZMFwH&!RR
zl>NNd@(uKSUj>^*8h}yvg?jQHC(%cg#Iae~4CXbis7xg#ttT9k9b5q8AlNFnv-0~a
zy?Nv``35uHYT}V2Nxm<5BpBrEFND7or)aDf^!3uqzPel1)=it|{8fO!iPNTx!0;W`
zL==iON^wrei;g-fozoiGQWvmpJ&TjIG_c8WL{xyjz4KXORqF3w-_!tK`6>25m9aU$
zB!|^ec3t_$V7GPaL*iYg*A#(c@*vj3{w-j~Bmf335*Pws&=;>bo!K9Q0ohbyJNQrZ
ze&h(*(TxA<HZ7owhP5M(HXw)cNG+u5#b?A)ECESs&>=-uke$x_xoq25i@EpugZJgx
zVTHpI`6F)DsF2*`NAopJ^UN3GYdK-yD@^8ruxox{a|ZRpOuE*|Hv~@OUjOADqMS4v
zqB_-#xB@p=pak|5FK1BsNz~TKN&?)WyIsfvRmMHVmPt7`4_Eo8$x4(ld^Q51TdDno
z^aa<P{8{zT`NPIx;o*W?5ARB~#5U3BF~<>UPO4uORt>qn*@_ns71LaA2YF`rPRTXs
zY?(>i4gAa4D1SM@Uk&5o?D-5I8T;9+<!t3MYkoq}jnu^7RKM>~75M428^p0SGL5)a
z=xKdzE}8l;QOX}r<6=u6qG$h^w|Eu8e0~?W#oASn7>x8(<+HAE=Kng$L1cJjNQDj9
zZ9_&{@u%Ca##nO?Xv6d0y{1+hz)JprD-*mIGaaQ=AwM=0Pqrv!bXY!XUGvcC<=E2Q
zgk2Z-b<6h7ivg_v9<rmhDC+!4;rqsFJ;BsZi}8OYKV+QS%cTJ`*0TrVczup%%}p16
z#kh$nrjEW<@eEJIpq>(JfwCjqf;eWY0Lo4mO#9q#X!~4eFH;j+vY_c71WyzkO6H78
z7g^=xjexK3jrzbJ?S0RlYykFCojn@hf(oPipkSACU_q9QTm=6|K`T|SV~B(7KRvhp
zQ}&P-T%(u)viqjPTT6}A`!B?}FEv`Xdru--E$s+jBLf*z=MEmsKz1`gtE$qz$6zK$
z=)JGkX4-E^$X>=?ZoC*e_W%ILRX0^FTcHXhU8BkK`0`zmCFYz3<Qw^Znz=Ot&YHBD
z4?EX8+AgL8LSY)gy;cH=e+{^t3n5k?NlO)a#8IVb7%mF({0+JU3J`v)diyh6XK)*A
zR8vE=hD_S(J-fpCQwJ})m_Z0wr}UNmvP!e89TXoN=g7w#1ToBNk{qJ1GkTgxAux$n
zhwB&W6*|dEbjVsxM79_NfI9z^W2QKiK7I{61!0`q8BQ1|KZh9yZWFDf2RRYw%{Mt`
z@|!~r6iYc%u_P@%phc7dff-ED-|~ki+wFkBJ&_uLrA@q`7GL24iF}Cxi4+Iuzo{)O
zaI<yo{MCnJscE8`ZHy$??lJ9<xSboG%4KHy3n1S2-1OiET?_(rgQAgD6yCR)$xr$C
z+NM)kzg&0NW$Tc9?@m5cBF>G%DOm6q@oC)HTkr?#w$i30P@w2h?p5QMjU83`Z_Quz
z?GDU1U*e*DFt~l<XwdBzuE@NVQ>G~fk!_Xn#B~jxWuVz5bO(gTxPSuFw*rAfV}rov
zqq`dykWmQhxl?fgQiBlb=?N>y&aa4cKORP^UjcYC`d}DzgCPd7WHJgUg!<e7ozn6V
zhy^$^tP{ZETdHW`!fcj1P;{m8J*1cUd)8NB^w6iho@Vy!TVs-G6D9CBwK1Z`J};_o
zd(HDrAd9@&27>7c4>gV%*pN>1Z?_`%*t97q+<6lVK*odT^n1Ha0hal*H^$tyq*va)
z%uuqSW7ClBR_F)-2W-_#;tg<VNt9`0R-zI06N)eIy~|nzPqX6DiS?e}3B@M$8G)N`
zUu7(>geg7M)G**xS)Bdqce%@3nse>=@%J9Jme2G+&_#&)8a}l#0)M+@^J=QU(1N~L
zcj5Gw;7v_p>sTW_{&Du1eYCgAGwr958z$-Ql;@>7@+X&p(E~yc2RjOFzi<C+7oGW(
z{$wJ$V}-RHu1C;+u_&o5Y2Q+*py0YLx!r0}SFF1NS}ernG@K4lVMd-cqH`@Bf^{Zm
z*$%2)_Pf+%u-5~|fG2pCl8@-T*+Z%p2BIwYC(*`UiKmnk2rMP=;O~RXkpR$jW;m6s
zMPIlBonTNL765HVprX#xW?-c1DS%Z<&1C=sr<Z&-)&Az^uUgJDx4T4}p576TIV-}Y
zw;Iq8tXn4C-qsuVBVI^OYg0+`e>h1K1d%fjsyVMn(>UE)SHJPAu@>s^!sGWfa!lBr
zK47;FXeHsAdsgUqeeuU*UYW#d0X_$v_}3h4pgmHY14SM_vl%gO>0Sc+9Vw|0^g{*t
zeq4Bubx%I{&FqZBWPj@%OKFtdaTi;rY?27ZB!{C}J@u66|LVBh--A^$?!1ER(jQ*r
z&nKvg$N>zI!u7zsRWWxaCPqkZoVtiZETzmM#?9O=SXn`Vz3>C#D@50wLBy5>`s}9J
z8CRqKMI~e@%K?4N2D@OE1i`KU^r8RwEE!|SL%8pIzw={%k}>|M+>BBLoc?Ma7`lCa
z%IhmzDlc|@dRI9xcSF$dl9<Ss5Srt}32u^}TKYwR1!9eL#V44nzOJmgF5v;?Yr3Cy
zN~-n=;=_QyXFLNO@8i(MBq_X3S_TCTn>GS-c9JtNS0Q!LhZJT{GZzr2Y$&(0Ltx0(
zkRv+{w8S>g(VP1fwcj3}<$UAlaKIoGmKCWv&8O~!bFL)lF7y~s`DM6hUr6x@qZ~k?
zS_*oiJ33&|T!sRYFq~(oKcaUg>NxI~*|?stY#{|@XMfK&jMs8v+BB72=0lH%td9H<
zG$L4aJ)nJPT{&h0%V^b^_L)oMc-ylgJhD%z7{N|rTA%Dol`6nF({hV=5q0yk9`0~P
zTQ-&69tS@JozldVe>Ls0_IUB(+iSA!Y^AR+<2pBr<5ChFC_WPqxK+Gx%wfqLjCixB
z$IqJh5Z54T<S)4J9=LVPOuxE1<ypeKD_x=2q6A{R)L=fRRdCNW$MXjvl2$x3Q#{F?
zCv9h|`?JoYklR^U*g}6|HrGH~QjhZw|LAV&1dh%n`?>+DUI<uKw18lDHty&#t(3Na
zgY~^0pVXEKQPcOA^v=0fZwiS)`LFsHCC_c&)}!gpWr4m5#lT<IDF3U%UOX5?FEIce
z$^sZ^2kx^t%<WT^0d<)Xcro~6K)@pMAAlslyk)p?^g54y#s%%gX8?%B`u)c+gF5Kn
zD#8)<`dLm7x)b_~9zJ>%T1IRG>MM4>s@3#dIv?f~(0}Z*B=K%W>`VId??2k$-AdPE
zHg_8Z9LzE*Qwkibo~1KC&pS2x66X=TX`d?(Xr{~Y>~Tn!R~?Dp*2gM4^biVH1jW|c
z=rJL8C?N4BdkihT%q<<<Gv@8Fbnoht(=+*Tk%OOlcQyEK<ELPmMAuEd+cUg__r_;^
z0uK98zK~y0G5nT#Pf#`Nve8?NAVF5D*E}}Z@6PGLT!YV3o>Y!_#T)cAQTA}srzGTN
ze?%sqKUwf(Pe9d8aV*};ULU_=)3WH}Cx8OE!2|YEF_Ea^D=UFdR?Imeo>@T)YM1=)
z2YmwA?F?|6KHomJP1d1SE?IFRwV?KH^8;dQuu4Xr|6Y1i)z0s1^<k*b9o_3{ka;gM
z`~~aLI|Ac;6UqKug7%TUugRbBdu%j4RFxtxzJIZVOZy4>Rf>7sG3f#Xx4$1Wm*@AS
zMY;Qm*9=0h)}P~htWV_K2b@i0#c_o7y-?;>1(yP~_TL?NUqQB-8$J+-^s9vsbteK0
z=vdM%uw(ZB7;_3xr^S1dw;9^OwAxK!8NJ`L;`oHkF2r)l(F(y*Kvj8)kGhE1K_5Cp
z*X7|1-`9*b(Ol;?$-iG-+hneyx$3E6NR?^oa4_@DVJQyee!xs(-9VSSMJ-hmJ`3eX
zQi)rO^EM@osx@q`<-E;SEF*Y+ZGKt%IMd^1_%?T;I44-f!Wz6amfnKqU2l}Ci=LWt
z^f~dkyD#UnU#uK5zTKy6Nc9Qsgm2?=ix``g3FLV<D{-$)gGW3;X}uku=qm$A<&8~t
zecV1AboB;V6Yu(QwZj#KMgkg7g+?einqcWS`jJkjv6_2FJE-D<g7}gV{Ke-R$q#Ng
zDqMbLvsi@a4v}&G(=ijx@bATMehMtQ%f)!>U;@M0apy_Dyz>H83!z@1V8%iZp;R4V
z^oIGafZ%PiVWr)t@Jsl|n=Mz^=oQ4@-MDr>%({4eHFR5pw=|uoOsJjR;k+?c5q*5e
zE!i=2kwgY4GTB?qvQzeU=I)P3->63GT24OS>elqo=;B=8hKcFphYeF8c+t1P>A)3?
zyRa*&FT6|r`1*~iQTtDql5}SuaCj(Zfc7DLe$(q`E65`Mss%mst{XyN+EkCL>aJPP
z0yy7ZM-30VS^L=6Uz7cmP+iUpZChj7`7oI*u-QKH$|hG(BF55Z_en;tWN+_^{_mJ?
z$*Vk7tkUhfaRxthF6R_YnzhsCC%65YvRM6X#llDRh;HDL!K7QqvqnL@OWlNyHw$87
zozwKS?7d{ZwlnN-PI>xy5(LmAVe5cmfdwLt1^utu*jW!tc)~uz{{4r!3=fdW5Lf9_
zdOrhF!w%$75LvRhl=x>1v;uGoG7uR0L?~9o&M?RKg0Nf}2OSwXXV;J^#p}D{D`yI0
z-qn_aKI>~rZpZB)KZBTpv|(eEsK8g+>NhV{ut0O6R`oCRLu)h+_7;q!`&RMY^RN{A
zRr)j_D<v@(nN1S*^EIj(*@oBAPOx_gCQ-N_fSnfPdQJ~FJBvc6Ii`F@U)De(KtYZr
z!To2WyKkkC+dGFQ+XWP_?EM62s5Cxo&>L4@eDXe(sU&J~oTLEEDv~U7fvrIDXY5HH
zl}beGU$^{rjiXa)?fOev0UR@y%~-d`-c0YQKVn;%_CztKcKlPdU7RmPws?p7Wxp^r
z>4lT%)#`&;;a@gSwX(pn0@Fn3d#7w=^oZPgi69f@dyqjkrdka`(>jP!l8_es<Y7AO
zcpAN<LSiA?%0b<XxcRZzLFy66LQ5jNhl3=viD~e=A5?;`($}{F(>*||_uT$eT*o;D
zW9ySq4IhlYa3ELy2S6P?kPo^|1Y|^=n1#f%!zf@?=>$64sXsUd*qUVN1@zew_>2qt
z8JitEfZo4<4h2$H@_=751D)>_7}bRE_KAuQlIRFh2F#mA(+l%}!q|0)B`P37LU%fl
zP7)Mgu+=+n{!!|1m*w%8v5BVYV7&zOyBrB5D9-!EY$d?4!FVQ2%s2SB$|CnCw}+^o
z;%JgWt7X<avlt#$;SVruB+fy3FpcBOAx#PQ$2Vi1mr}oDB1aNY`=#FyQh8qXpFY%p
z;J?j_#zMHHg@}5;_q%_u3dQo|lmun&6}N3JfFt;%Ya&WR!#(WmPDA&b7gJy?A-eO>
zF+_Pu!EXeWD$rpM1QP{Zp53JlUh`rhJ1A=F;(~En)yMsAw_Z*#m^NE3{!aKv`IFFc
zWcPOQdD)WeyWj<^xW*+1f}g!<CFUDRyS&)ErE|#n*daIBWbd-Uj2zjKPD0<@1hyFv
z=H{dVUDXbm(FmZfE<-?T8|i{L48RV-n8(e7`$$)r-o3HRJ*_5D7q9e3Q9+pNr4So3
z&VPgQ#zG)^e-P056rmL;+OQ7De^O#5!MuY-SZ`-@T2uZ6^S6{vLrg4SIE8r*2V$w1
zfB~*jft|@0Pate<V$`ng<8cW(QHGt<c_e>i0O*h*VwNcpck;$-#sC)CeRk`YM$46x
zGP|T`$St1de{mtVndf8K(*$rchH}OnU3z{hOc3<8l{E35U*86?qqZ+OiQ`6si3Q7h
zzz8IyrtFL4wzCr~6U=#{0d`-@;ec~5_|1wV7-ov!eWg1d*n@=*#=EYmGdU+RPHrmD
z+PgWkEy+YoPE2ZRUsgH8Hp%o$AU2i(t+sb`i8wvNusq4swbVpZn9uX-oEhjsy0$#c
z{6U`1Q*YI*Z0A)qtz$Tzek57(I5N(cNqZ#)m`Iz%SIHJ#^uT{KSm^C1nv1;;r58Td
z^efV9@HLl^erJn5-!ClwEVd`p2qP(4IWHjI)b>X`&o-}{QNABzAQJttOZd*Bm{<_|
z!b(A*GPC3Ac0a@G>D4`?=^l8SJR|M1+l%jO8J4Kp7Ee{IDiamwv`mTySW2HW#!=uU
zwYHf1_9J8w!oiKa)iZCcb}YH~PNVEh?bKaPL)qd4XcYhv#6ZBHlm!8ZHgi(7F7VY_
zHQcP9`X@*RoeKZC;prXb4SF*ILwb{XKp&*`hm5msfgQCh0&bg!r-dD3dOfLOEdIRZ
z5%(n?Qx$-`XK4wZ-~Fl(<5E99PhER|`nxs!@JX*HSLH{kkFq+q^Vql}e*?Y=;*+NG
zNk3W~GE$zlzx+pfrTe`euX`pco+C%{um!i)2E_%|5w6Hj0pBZsa>PvB`}IvpvWqIb
z7X&{cs;p}tV9r>(_A^9~1G3d!szKu0b(VGmgu)=ED|||y^_Rm!J~XL5Uqu(dmx+o5
zbJM{JVr<<7*r+O-drn3mdvsAkLHcW-_yGKlcOhZ(+lHdq{Vg_G^A~o0S@#UmIhtO|
zWYdEb7t`O|97Vz*%bA*_Bq?}P;QM3b{XK95b8D@*>5P`GV5D7&mu|-uifX>pfJvf3
zn)qpn>$aO+rSZOYviOJSuIA=DOW^K$@dYsE^l(Zq_Re9QLedu~c>SK@?3T>72H*BK
zzu?K`SRH3Oj!IpbxSXLMrVeQeYpq+){O=HdA_>r*%AAVPB`(PyuyLP98@D|DCU&tg
zD~E_lapU31Rg&OOy_Lq@jP>eGpwSn#yM@&j9JP6vS~%W9rk#S7kJP&?fY-gb1a_a`
z>Q-8MSVR7sWlPFD9phE<=HlyaV?RGS@`p)Mhbw?@-Xf(5N%&_c9gP7EG2<Ai{xs2v
zkg4s^u@DvMiMtdo`0opsuUEW&{3apG9rg;_I#+foiFaVqy*Xq7B#~D;P~2{Z>`OQS
z;?`9~Qi${Z8QKv31h_4)0|``VPsG|~wDea{X?l|x%h_sl#agZ(RPkL0{P+CMYZVHU
zjG&0IJf+Bv$-s|ycSPxIJNc@4YmjAdGF*cq4iSFj+(YctpXvQt7b!mQv&>=98s*{P
zf8BjsgWJ)TsufJ*JU97MOSODTSJlNXT)d3C&ZT)Z4vGP!Ack;#q@F)zy7Q~G*yX<I
zB?gTLrBMsJZO%E|7UN10E@@Y?Wy>C0C@d(Go~~ZY^`+^p2pFIcA8aIF-}S^pTAz?-
zGLdd+`IZ*9fvM)p3BI`afH~vp49ka<sS75T1%AJ%1w^E<iA>$J#Wn@5Xx-p`=dV(y
z<V>;q;XObB9||5-{*Y)ma=3Or;<p;w_ylNW&lrw?l{vcYgQ_$_)eL={I%Fxw*irWL
zd9@%<<O>Xc1;j~wd`Deq^JlZ5$BUBA@d>~#FS>3ed?4C?JqAQXx7P-xx4H0b5}EpD
z2Y)<I_pf;i6~e~3P!$ftSpDi+vFe<o5fNKIdqm@HW*CKDdu~t_cp+%coqch=9wNsd
z7wc+5ExKgLG~7tt4aDQHfo-_fe2{&6+D^!n77PC!Ls_1OdAnEt2C0GIQLt~yI_F`p
z(3^k<j2|u8d3}D*`A7gzNWarhzj$qML1}oYmLPrn6KK&>#lY;vjksV!ofN>?i6)3H
zmp}YcJeu^@41_-u9R$`y_bJP-fhYvARd6|i*x67}xn)h`kU)$_oIPstvrl++TF2$b
zA{4Eg);hl$8(;9248~oOAoHQ%JVySMs6bK@qzxWKy{*veiM@vKl^ZBlf9%iwmL%3Y
zs;;=sb=Tj=%qrZwEG*Le&62g!ydgljl$S;YIpd_+&8#f)`~7KjIH!NJ%XBJrp0F;!
zI2yT~%+!uLK1=q#4HH?sBp{jn7*dyTG-W{=@l7f-Q57%xzLc1}9ElJrNxTv~Fz7t_
zo-Lp+w!qZ9rw%@B5hulx^r`9U1M(2{CrNZ3vOG3C?)u0wRr9^!R>-yagp<d3p)Uq<
zIgWl3Z;U@Q^WJ&2m~mRw4rcJaxT^UH40Z5fcjW87PeZl={K@fOa^#G)Zs_LuO?yA%
zkn0ACZ==UCBwe-Di-<yiCo+Pzr5?|1Sp)Qa_5rD77_s*CE5)qyYR;53Nw*^wpmYJw
zcu*EQFnZ9x4IpO0#rpsQ^9z`SKRQq>a{b{&L`w9<HAlUbj9z(7ZAJ)ryr{BoQX{aC
zeNaMrU3^d#75W<#m$vc3S+YJ&7AMI4)A#F|whFWmE<><%#JSMyLdT@I1nghi?(e#^
zy-0UT(DP!+zC-9yjQo*F6mCuPRnQg7_jP}87r09om+FocKmy|%7rj`=9RV#{=l!o#
zjM7CzjX@XRRApmxHzonechY_O3bCh8ob7ul;ur$(K?0b`s_1$nJL5?&dcVvxQOl6&
z#h5eU#fbVcI3-@DT8D{@eU6gHA0Ghl4CpJtY#WX8^{KC<DhTL7fNwesyHF&XFi^z~
z&T<i)NDSrCo79Dtb}|e*DZaf}h-~7+J%&gtW~|kaIFVc5bTNBQY@liRLFbx|QTr<=
zG+n*^R|{QnhHHf@k`?9;HF6oA65irHTiC34N90BZq|yS5O&NJ5aWq%2be)!4L5Xs6
zt>555RkfAzd2fHLkePtA1u#ylsGK)uquH6>zH-Vv5{wm5zsq0Wy6mr33_bp<GI@A0
zC|@=&FIKnfYBj`jC`5hv#~gq+I#I;{Z##EJRwCAmhXCn#RTlw(Y%iA!blw0^fn<A~
zgAWtpy1TW=izr_LQI1)vF06I4j>?HsuC^nkxnZ)udD(rSD_!dcK9?JPOXw*KgQU%V
zHY5s8S?DOtOleLw&F8d)sHGq0?7ctclW7<kEHNIv5elzv1{}_XGRCAnKFXTWBU)nE
zu|9ah*zi}_18(%prd7$8UPn9(M=_}{$95Lc+k7$o=;nLMcYI_^d*XVS^rUlHLLjd5
z#)GAI9g>{+>Uz9oM|XCC&ITju!ZlG14ONxH#%JStHh+cO6;<gMriUr%sSYLErs)V1
zf9snoa1~&CkM$<XI^dPBg5M)vZsZ)&16xBhJpd|l?mHl?o&KMHV5J;Wd>vwk%D#nY
z;A9~)ixJ6X7>Va5X&gh2S|AscM%wW}On4yp3<oBKiR4}d9|QOyS@OR?LmT>P@b!&Z
z>XF{Dk8(1K?*_u~RP#R}LyeRF&KaG~X@Iqy5EW6;lOvL!F1~qk(r3zGSy!wC33)&U
z;g9eq*%RRr&n7@tWSym4F`zSFoN$yEk^?ScvXiFk?eA)F2`W<XH1y2taw7uYmnE0T
z;jA3+&B(=DP*cyI<Id)6gW|Cte#k-n#_*O@UUkN}f1fp!j9Mg+>lns<&WXa~x%!eP
zE#s<&xT~buETUHFpx;(P)Ne;Vi@EPb?Dh~hn`;Y*sOB^8kl6@pSV!2>dtEblEBA#8
zHlzE5VZ!>EQ6&CqQqI}RAsG&_m$9j$aQbr*AY`A3a~&9F<EtM3m1P~8AiiNKaO{{d
zwjf+TD(C#>nQ`|^>uQS5)v*Re6M_=%Nv(+-FO%R?P9vwhtP2r}RoF!E!aCgcODo%)
zP-%hib$fLqB+8~r5hB!iN+m$WgZ)U*)7aaMRMoV1cFZ5Y?_1rOqQ&&h;v3kiqv0us
z@?~Cn5S&i#-eBWxzem~;l)%I7aqU05i--?8fzdiMpU!atZZZ|`4?4o6Y^KI_fbfCT
z>z2mTE<)l89m&NvnZtZs=O1^VHJlIZ7k1B6VH}8YD}dG3MuCE$3z-P=bL%HTl<834
z0nG88=(#I>zR$y`PHM+;ns*}x{1n?>l4zmPw7$`|4bb1Hif}MCM|DxGmwUW8w6UDK
zYJu~ky6eZqhQOk&9$>U(bV4xdm)4YQK##w4Jlij-wzq6fr=mPs8n}$;*k#@5rQf=W
z_t*XU6E+jKXF)ShV)q;Id#r!gF6+L;kPiO}|9t8+q9hO-)5vbH$X#3)7?`Q&6Bt=N
zBViL~gU28;DvqQn{j{1VdCE2#`G&l?Ke}YvymkGkeSc|RB^e?HI_+ObYzs2z2zZZl
zS2b=G)a7Q4vY$~Zb!*|{7=b?tl&?%B@0Bn*jiU>_B}-)-v;pHm<=0LGDYThR`9D-e
z8D949TBr=>TsK3tAMWNk8CZ*JraAPGLtih(fDX5%k3FzvCh^DbDQzRStG*4RwX9BY
z5Hc|Rxl*`xWtB~~l4*-vbG5xNa?wh0FR;x@8n0dFEC+-Ej`a;4i>yTYPrrp;Pg;))
z7>nAzffxR3P-^#3U%+rgQfhIZ$HKhN5TqeU$8(ZPm&h92Upt%k4K`=G9=cpp?f=W|
z8ae0NHG>Af-8P^W3+~;iO0oErFw33p{idWv_fvKMj4%(QnX-L{G`qPncMhYor-%jP
zaplt4(GP&+0AF)Ef8k=yy4-tMI9}G<R(JZG4704kBN-eS+y~pg_s838wfhItpj9^y
zZy$RAH9!~#J3B#Ka2=AZv+nEsYpsU_JZRX4Kd9!Y;hz!%5WL;$<DPW;@$9v+BkG;i
z{bvi8qQMf4!OsJsABPw0Oj*8NUqyj}V>Yts_Eu`_<(qY9zPx?UC?NgP`CtlKrRO+k
zO-Wv}wAv6fxF>E@KLQ7rs$KlXUj3E&EGhPyY8gg;?<D%K%ny6ir)p}wAe+I*S1@17
z&P8V*p$~ci<5`LZ<DexZ{G8W+!I>CnB4qCKaf0H(o6v}Ur?V%x-K`VePZiLBky`yj
zkJbu-CSCe!&(1@tgWRhN-3){WUOj9^EB@E`_k0$`AT5o|4IK4Z0T1T-8jlG#f-Zk{
zDbaqpFzFTN+RV}Fbq<8|zg4ClK-t{2R`)qMWe2xw@I?F%4(2qY@#6(hO_!|kI{yl7
z{S3TxzE=Lky8ws4{$FCDfz5u11MHNa1bhYmp%nrJ`vTewnnOKU6o~?VX}LwM9y><s
z&M3KZS)4g*-fKAm9{<_o)7`@snz$QoAMC4<CBdp2!uR&<Be!#B!&dc@z&$EjFYjQ~
z8yqN>kvxP*H)iK3!|Eg(gs63Q;b3U?T)gLqkp}Nc3;3#Iqu}W7^U-9T1QD%5jCkL?
z3Us!ScP}y}*U|SGmzPIL!{E$ye_AH@1o~hff?}IKu4kgiK;<O*+NpjxR{k&ov#noH
zf8To0`!APjs=mh+WU%8xLQuhafaJ+r$>*uA*?#=9!#393!Miw^IP@pn<j-}S)P3;^
zIXqDOy?veQrUi6)Za<OWTyj7v^rjLq31*Ztx2&u0;;{yj8`54mzeAc_WXknd05{`p
z_iV|Ow1s@*?BB^ecc1_WLr1;-vUA~qiubS7DszD!V0M;w=Stugdp$XC)mb1%{~-jh
zLK2Ofg6+zJ3QO_44QKCaPIY$rH3`_1b6Mb|r{Ew&S~JAjQZB>L88Glc6i9#(tqY1z
z{7=&S7pZ4%Ut}Zah=e#agT}-EO&)->y+}td8I3|V&w-(_BA4MNVHIF{pnxbUK>C6y
zwHfP=?<YMhZ6E>pokHT_x#U0({?{k#$6rg{g@YR4SB}i;#d|$^F>u+bb;fNB$3-Wg
zOCn@9jt%J?yS4I)X|MJV33SXtmZJf)JfScI0vsWGhEx7vHekiWgaAleU8KT4$%znk
z-HU4Uk_=Az4EJXZA><Ehq9;Smy;ZiX>#*WvdWAdA=C`)`_V4V(@I`X{ZRYhepGIQ_
z`J2^=?glwKshflWsyxC})39HP=CGV&$?vpDXFGYO2r=^QrPYiQsy1*GiR_8BOOPkS
zBqBgdQ{tnV@?t`2d+-2+wP<(;QZA=}E~~3-@GH!q_Bjn9SMiKHutMN^Z<MekvgD2x
zIa25dez*AYH^_J8WF<sx5*%ly%GF*_k-nrU%8i-G%2~Fw#kRR!<rb<T+GK0-P%J?R
zfxs7GH3C<96)CCMYBXhuDwFADc}SzM*v~Wii55D1gP@Y%KuTGi^^fDTGc-l}5tfKA
zL)5HWm9^vPD^cFKL2>mw_K!+Qi7MfYafif?Mrp!Pp?b=qL&=i<n~4s>Og2zDaaKip
z%nR}}=(p!Oj^FwNeO=VrjLh%tFTb$drvn8(55*MNk+1<|z|mcDx>n)HV&-){*Gl&Q
z3>?o@r+=Y`FCl6@$7;Yi`vpjhV9PLfXe+u5=*3Au%}oYwwI;@d+*bVu<}W^?`Ufu%
zq8@*d24{B*LUM24WhbgmdPSJpb{Ks46g7Yac4Q0pNH@@xzfd*0H_Dl(ZteTLlf5h(
zaEP=a++)8-Fu=_`W2KfG_|SuCy=IvxOrn6@a88!1?L8<HzTF9Ufc*w8aT&gL1cpNt
zoTYdH9nr`={P|*Y+_CJo^z;<*r*bxG8FIPa7dJ<Bu8OBm9i4u+dArZH!a!)oe92H&
zqiKl`g(eCS;*09XBwWoL1tMGI?)!8DspmAv7kgg4i<VqkLLom*+51AjsMv6-={y9*
z0@h&$8$!y$7#<Q`5;rM%DEaow2W``VE12%9Ix}j;-Hqao!Qdh9+s?RM6*!dn{;hXq
z9b+I51lLJ_9G@I&k3A}X4->V${Il*?wyK5ct$3emDGdyy9VW5?9o}G1nYQQ=L`uZp
zkeU!I>k^&~0e=w<vTKI!%C|j7%-wBlz<Z#gwuTo11CeP@#1yDh{RhsVzjNp+o{gRx
z75%iKreCgk-l}v72sa!(WZ%{*kxI4yO7NMmx?_)uG)~IW$+@kX2ull5H+mnL6uqV&
zoaYGMrv{K?DbOZ!W6mp)BcB9FnhLO^X2>C<2HWO5da{+I=L#@87A^qldWfA(-Ggld
z#YCtI;N(jcfd5Fyf#M@UABQ05qCV=pw_z(`iDGi;Fh5#{X_5vJ*97<8%#E8#wrHoP
z@xM&gs!x;Z89Bt=e-YfR&i4R<yU|c<V#{F7@|9*E?T1Z-+u~^nDQ(Yujpcq@qZosa
zs=$pHK;8)czLBn6u!M!aDl~l{@$~f_5aQwI`z#=%`z&PReku!m4LD)D!Ie;2ZGLr|
z8ze)|*~X{=_1gsJc0;wOxFdGy*Y{|CPS!4Scy=e6o$}|<{n8TaV*d4@NUZy{W-ddi
zd}26>7O!8@@fjBzShMm;VT!%l<`RY{65~D#(0Yn3$ZLM;x;s)^#@v)P8gmXhO1AwP
zo|`6sbuD7Sg>M1dh4sFNia7C?nZ8Apl?`N<p9|wFlkigA!>yCYX;^H5O}1X_#jmJI
z3}?R*D3oAGg?UAj%wW_Wg!+ew;xu!SAv`ex)wT32eCtHfmt17w?q?Q7ihX{dH~(LY
zE5708E;|SF3pzgQ621D>_hE6@`Uv(50RiyYB~$t70gqtzN|dqVq5T&}W)Rv&QG#<T
zmsDZ86;JZQ@^OW6VUuBm>cMXB%?A7|>C{qAdrX35(IEj&me9Zu0NOf4hbT+NiNN)(
z-MMASh;{Yn7o=_PT4g|4<mJMbF2Cd}lN<AVK?hWX+q8n<rre^{@AwNPb_B%Nn^SJ2
z^ousRPD9H!xO~#*5!9yo3wnAkcKbUc+QXMF)enS}Cr>Y>WPrwU+I-O08kzml0y*_N
z2F6autygKrSNTu}=tNWl&2ZDRS+0Y8uF-;)iosVeS$KO-%EDWv19lO%n;)g>Rs6Z@
z<YS#E^;|LH!aKuX*8-vbi{Ll4iZR}_Z-10j#Hzftw5Wd<KTdP`Duf0^IBA{)E}>Z9
zRxGpS-uVKNUCqOvZ*I=T)V7aR5taPDY#Q1+o@jr3I(bVt_T0G_jmt!-L0~^?NK?aH
zj2^#Unau4(QGrtf6%)=`)r;m!^jg`{UuzyW#a+GHq*d%eMXVrOMAIGhzdcrG7)oiy
zkAJ#j9ud;XFKidMv{HuZpQK%2ODvvQKS}qYc6YfEKVl~EJkfou&LGO_dTi5KFE+|M
z)8G5b;TnClcqr%dre&=_W^>?sGbn^>#>?yTNs2$t-Y}@B)4e98$xCf@n#;ffFmn!W
z+)e?uqw(#_DO&E__vXz+1R2A7EiclLt0N?($r(#lSya}1DhJO^@fiGEtNHGgpG5s7
zcCtK2Po`TSis6h6Kt<zrDsc=uS_c|)t|8S->c44b<O}|xsnGzZqh9t6Id?ts+2CxN
z33G1`aBF6uHuuYemW8dTK$)g1Y#wDslG~w54=<#fayaA(-jd3*`z<WD@)<kGiy66X
zC@{!X4W2FVB~^D-QHcN>Azm#};$M~wklEsAIb`R7?qU%`xdN}LE@W>2>>u>&9NcSY
zxo-H?53ks9#h+2j-W188b*tj}*t!xY?r&eJlczdu`#)f^sTcQiuNus|wI;IqNgMwP
zvg#I*<Ui13RDPgod)-U82B}HN$tM`J`zZJ{N+{Cv{wNr@Yx;V;c}=Nk&M)H7{^tJj
zPOAI6U*7#=HTw1otC6`b>5bsz<<w}w4}AtmIkI;@;n#<v(vRacec>}VAw#(}V<ft%
zFx!Ta%aHXf4B)UY)W_e(9ky}88JLqWy*%25D7<}ZydGISwS7NCRfg|9nI4HLG3=4g
z1=<Ku83U~rFSon38+LZeDAZ9P!0?`7PFfOk67)T)!!5GbrSEOwh81tc@L_>W&+AQ=
z8+xKoZNbt-kWcUimmeF?khQaC3pYEJbgwLV<uU{la`p@!mk;cs5LBkW$8Kqd!?6}o
zvt+o007jUq)s&vSw@^b%MA~gsh*C4M5MuAf+gmD`6Cr<6I}(31QjoEtk58qpCTFlR
zuK$CfBNqqjJxdH;{lvUFDPR)8Iv7<!0J`h=|5DxKi(QM_23Ep?=Km#G?gK1Sz#dY3
z6FK3mMQRUoG288p6rWL|k;|i*4sS-LtBMzVvNjLv6tTW;9X1sps)nFB!*tZPz|{#_
z^Bq-oRT(D6Gu_CKSvpys8eA|Mk`N@;YpTaopj=llr|aq4x58q|Hb+Pf!qh^~90UBp
zsN6`!+c)CWzdzC++$*_ooGWJ`$`kJ#oE&iw18II=e9y&nxcFGSel`v)4htCvE<wor
z5_V0n^9(LrTiF8p_I23FV3l|3Ii4;_ANhHFiE|fDg!K9Qxiwf<YS30P1s2@qyp_W~
zeVQ#)SwXq*K!@YR6|mWX;NKSK&k!9AH<I*}C%=)^;e`U{VoBF$3GDMHk*Gj(J;#-r
zk1mr+J(oZ~;*-L$%d9vE*j}G`QR<Vs)KmVS@d<;~`!=kwg`Bn-={CRt;>Ex)uKyZa
z3DuK}+1oZGe{e^Qw3mBTr8(nAMpZk4reDJ0&89+cM4!?p{or`)N_xvbofH2O;z%R@
zO^5SO-$d?J?FRc}zkws}IWFoK<)3iQx({nhHBa9|Q=k>+LWJ~uf>cLuToofshq+_x
z=Prl6Fq&6J18gJpnRdPMxYAfhZTi7y+><m5I-W#pD_&fGcqMG|tnk|cch7|!#`E}t
z*7xt7insalau*Ns=B>UhT)-Asmpcl4DQhi`fA!M5x$pLIp!9Xknllow*a0IGM7}8H
z)tqJzc@tW8F}B30!3V|n?a+P#JZO3Y1^RcDtfQmic3x_QX<&vb5VoJB+ql#VJUxT*
zrZpWULre;jWm)@<RKYD3Xq+TLqK|t^xo|fhh?IIkSY0g4ELcw)gD{ltl+ZD4@jDwf
z-6LC+&L-qCc;Znbm88pfvH=0ExXA7&s9?987cF=gC1Fhe;i6S`kX8GS(wJO_n559q
zgvQa$IePUwb5mVHIWb3^Lglre?tNqZVw<OWt2^Yr7mV!{{L%u1YT7SR>sJlY>lcQr
zN4&G1qT;-uYzla*o_{H<yPvROqZt9c&hTnP4g_7Z-&zLV8iN+}5pcO3pmILwLu*0o
zr2(kL3gB~JU{!$B;7j_4n*wHz?E+V^pGVdU12g>zAcZ!h`u$gND?^D83)u<P76!rg
zdA<am_nCYN+3gA3M%?bM&b)^SPkCHjffs(;k?t**Qx~Ii-|i8^2XZwJ2+a}z?+l{Z
z8d(Rt#c68_v}^0=$nSAn`%Bttw2Y`r;NN^SDv7cLmJ<~fWpg(i^%Ul}2Y6QF45=Jn
z;N~KMi>qJYr<Fj+emQF-&Z@Ms){AY@y`q6xOAJ_Wa@aOCgAJVzey#phS3{{U^89h|
z8taix3nW%qXf}DzFTwdEy4)q#gj_TJjVRU5BE-u(m!VMdi;4AQe6_vOk6mVm*Un=`
zQ`7o_50k0M9@%6u&TYa}{EClbD#P0trD74Dd>@y|*N&YY?|6<duUo<*5e_-jGn4In
zpFM+5?y7d)FTCuz<v>;&oPz^{8rl>Z1rj{{NY<zOB4W@uI);D)#N=x0Rz_Ns=c}7(
zLcfwG%9>6?OMMrk-g@yqF&?(vdz~%P^1xMfS+z`nW7?o0plDmIVy*Ii<H_+~AI`s0
z0K1QWw{ZM_SI7_qTGHJoHe4i1zZS~YSci^4N5K_RDe5&i2%W`vy99o6J-I&qTBo6P
z+`%aq;jFQiaC^}l!9{?X49VBn)FeqRmRA~a#7P}`H;X4~cI7f81sFp=!(Z;nWz*rs
zCw|DZ(lql#JTnF$SkeeK8!#69r+ydqkksR&ZuzOQbgIqgWGL(bKv^^`k>n2|@)<lm
zd1Mv?v*@y*V=&4RNSQhiS2-L~-Wt5c`FM+*pI6yejtmFkLpDy}VQoL^9&-N(YanTw
z!06CRKr1G-jOCmui9w>-5pMXjVlR`bOsTD;gqHk&xF-NR1P~?pKkN`ln~QWygGhM}
zO+M?nPsP)uZSjtO@Fn@dzqz7g&B}k;skq9MrD9<3e9uKFA_#l&;P&_+o@>otIw42x
z;-N^3i^7Uws&+Kvv{)!-GD!VZ&JiOv>HmEQ&%B7%z8?IBZSM?v#)_f&@N0Yd*#h`_
zHaDgRiEe_Sk0Ju-j#$VJ72A4}3gLo#$})zqNB2$%>u$VoYZ&0m%{YJ7$hB9RVz-lQ
za+)?I`Y05|_?mii-~e_D2)}@B;r{iq&mFZGTyPz&%dgCpM*&(mS_GCFa_EfBAE4?6
zS7uou-qy1+0K|GqLVf+qS|quXhac^+PmWOpldk0MRW^8tZ+CH@I;w{>aUh9~sb^GK
zwQ&~D3ZRO^>fr7y5<>Twg20dXY}<P$#DvsMR0N-?UR(mfPYXBM&M=8b+fNMB#I5~r
z>qkJO^j0b4Puen25ec2UJD;n3IiLD8^P|=3Ve>Q4mb0VZzO*!A(;q@~6}{w-72^+s
z>@Cp0GW8we+;vb@@09w2L@0*RCOLNmvXy-O;qF5}NjF;U6~dm8mdx8%zD+;iIl#!<
zw|+V6n|<J|_~iBO`-wPfzPb3@ZE4RkmWv&$+&>Cl6?{?sb#Xe#fnvU&VGYZb-Zqht
z!&1d)?zHh6ABTf4h9SgG3?};xW5kQ=1O#8|O7P#%Jxv61cA-xh-kb~Vjp-X0qs!7b
zcYXC}+a;3WU1?pHek#3y$)3N&PiHIQ`R9aMd)OzEnXH7gT4mO#8bJO>|0#m!TPE@W
z#G5H#yaKLRt}e#Sjh~Pn0$dnU7m*s&uECit3MkF30kDiz0+i;k^wG2Mg`871dBoYl
zAFa9kX>j$lA~2Qxs+Uzo0?Ms@zNM?dzp$9vk9`F`i1qTnLAPNq{k-XSx7O#0fv}^P
z=7gQgx1|YKOuz^6Z<gUB59djCA>x04@Q5F6+b=(7!wkR0i1X2>>MyR-@f;)b>;3Wj
zv`Bg<g*3PPz5|VJ^3JxDH6>({LoPji;FA=SQM<;EOiDr>Pj82YP#u03DVTYxt$PRb
z#Q8fA=N#D2>}(|TMH}BNXXW5KwO{UY9uEqHZI$EJ1yFd~<qdtR2`1|F*G+erQgXWM
z=Z?d%!);b-=HtI5zVzKWVC<Z)B4CHr#e%qTuqc#>K!Tp5cdV(A0<*}=XpO!_%vm=f
z@_5I2qJAoBn$Yo@3LF7~{u>DaOB?;~HVYB*nSbgHh(nFE7e63Nl>kOL>Hz$N_ewy4
z{crL~tpxi5gR6qh4gA-e&lsk|JJeBlB_(8~Do=PDg5ImnoUztijbHjUqMK?*V-Z^b
zxAb=w$`8HSu^@ZPQ-gI4m_7f@pZ}Uc2ZArx2`9Y!vIDV8N$jpaYw$gOIfOu|-_&8w
zwNda?ptUX(p{Tzo?R2~9$FusW+$I2?1pOS`0om8xg=|SGl44@&!;im=29L{`OD@HV
zmhv}SSaVZZU5I0WFh%gG;7QIg8*m`*-`C(ffT@zE!26HoU_@GJ(%ZDgNMts`CGk|4
zOZp-r9r*hI+m|{Vyr&($u=sj%r%Wnq(16F`+Sh4@C!NU8a+WGh2zr;%l6p%z>@B8y
zP}$thV5KHL)IMK)=?0gKb<tz~>E;9@^Q7Ug1!LaZI;I~BM(mmDK-5=?hl@0Uun@oD
z<Al2McjgYq8Twl?4?9bF`<8hbs2cnrvFFghMSU&!anikA6}?KHY>UH{8s)WmR`2{t
zCo8*(WVsjb3V-iuc@7LvjR2VJB*d*=4X1y1Wq<6Ldky(0NmI<)Z#-PR5uNI9fRU!(
ztVP7hyRjM+SPHTmW3KteMR)CwyhhBk?r>qY$>!_m)%~_^jtG28_h5ET%4x&)quGLG
zHiB=V(jP||`pcCm>$AAMiq@pj_P897G8-ber`WC!BRcC3r#z~#Nn7Cdb;}f^z0_}2
zkF7p8!5W0g+mF6r)b(^GS8i9juCM^j@|?!T2KT97HDH``%J}q~R%B?os(RX144VE@
zgEx5D^5Sc~Rc%phKI+#;QkT&C>&4n+f+~Csfi$3_ap8eRIlm{5Pz|G>E75VZ6S?KD
zdpVmeu1zeiAg|)1BE1ojlSfCRk)OQ1U&!^k(Vb97Bn5<B!4$l<x`Hn)!_iK-dIgrb
z2`2dqo<2CW2v7XLHxC`jzKrJ!#Y0=ixa_0bPOxL|B!AC|M)+O~Y2Lk!Edcpzqlp?D
zle=$@T=-V?hF|FQ*jGu!5kqV{v<=MihysW%dw|YE>H%Sl_32O)Th*hOThw<})i%e_
z|F`&^meiY^N+`f}?%i_D0Zt~$3x?wH!%O`*KY-_)iPgX+n#=IMtpcQM^FKfJ0i%=`
zEk^n;AUc18zQlw48Cv~%2!DfG?@@Goa|RZ5&l+nl3a7OSB05ihNCg0w7sGCz-|`#A
za8c-H%ZpoMF1*c%i3>WBC2&V_;pCgtbV<BJEW|l24RAIKbPTfB{|s_S7Yl@I3j!Mj
z2rl~vVvUoXbXk`qN4D?nOt5~CVm^8)Ur#{hE&<rR!XE1oA?vq(ChzLSwG>IlcHK_w
zt2~sxe6G0XGGCvgSCg>K($Sal`&_XM?$r*`#3w#YY?-^NdgGOu+QIq?)6F~Af5;@L
zogx#&Cm{}QyrzV&>po^)zbd%A%D?<bx-?njK%qu3!$%nZX7LtgAp_h8a&&W?@Y^C!
zD)eskyB#q>jfhVkaGN(iii_6**c17|;NEQ3aQ%VL`1nHs1@`1`sWw6(BJ2@s!598I
z7~s~!s>K->fz*rvEB1I(@+9CUcOVkzOz}K)3$ghIadzd)f7d{0@Id|vmM^aT4}rrU
zn-=eCGY6oUi9Yl4d-6UreE7l~S{gh8y-r|nRp|arrzprc9=vsk%&O>Fuh?v>sZ4&b
zY^dQdT}&6}&FW@?b@O(}OW0povDKcYEWaHRRIb67NmT4+?l8M+b3Pdt1fdzYD1Irh
z;EK9=nPDO_@Ndw!hx=|c&O-!*X*oLj!JPd^+wo+UnZ)2xPfV~_dV9upU!IsA_*3~(
zvh@w_zoab~9)b>~Cknxee~od|_*`L7YqUe=OS!i9w>9wH>YK`=pdTh|E-=t<V!2pS
zQ02c14axQkM2FSfu_fNMRBgnD+pzMH)tHT?sY)NzL>Gqu=k>)Bkatcc-A(D3pL8Hd
z`3+SBTFB4E2gXwG1ovH#8#No#ds(@88I#!y5w*^mM+6qQSC9>#O9LB^beuGib`sdE
zA%`Z<hyI6cr2+(9>2KdX6>9|cZ9f~Zq<E)`o5<dr*tz|uf0k_ja@&rOb&iY;sI_GZ
zbhu|baSaY2ja!I)$v4Ed#4EB4sisfRwtMJS7b+tY<4K*W%C`lT8l|3W4+Nht#t`hS
z>N8f&8k34ro2!%FmosUbU>nbk2<XdId&3WhTq<_?AMlY|y0$X0DOiPSD`WdS&>zKX
zNc{RBm2GB3zbRxl?~$FIlAYjLivE`n7N&ewLB@fYs*7)5gVML=Tx*F6p3DBd<&Z}U
z-v%{kbYJQ*=`N+{0#y3{uRszQ!VMhVh3dZ!_V9z66UO)(JNMX7j(7$fGTKGpKw7#m
zspNCu=uE}dlX#5aRp&*TZ4#SbH-egwXprT<KZ)_UnS7~QCO^xX>g$CFd3qa?VcO5L
zgDdTm*Sq|8vgAK=-rLE$-Z?3CrTw_w8tcCt4WTdVUfql#LY@uDLE`vW!#1eBdWDVZ
zQu;ie3a8#>`XI<Ee4XMH+Giz6fPP=YdPtCO9I1AJ9DZcciO%mCn1K$`?L5<8Vn(ut
zFcL{w9a~X_e=VTQTe;R=0qP_Kfm)aVeK9{5!G(;@7gwqs#-y&;nG35f(Rt{UfNcGQ
z?~bTyT^ercx*m~gkhK~YKD>|ojBuJFl(@(hJJR|muP2MmyJx3j{RCPA7+M3BTz1_K
zGfx^O=YL@s_46n_9tU81AndBn!g2C?rV4sYQvz)ik8LQ~&gcxOa<Ib?Kz4Z^7c2r4
z_XmhW1?0!#^_+18NgKif$jKmQ+<^1Ldo`y*`aB5%z<%skK>R<}aP=RKiUF!sZ?E7>
zV=II3`$gU9&|4Z(IR9tt0s+Ng9%QR=Sfz*5##aOxJNZM@vH0V37d!-4TJ+U{t#a2_
zKv1UNmqV9K_gYdNWoR6>bN2Qgpkavcjv7YET&eyGs{X{4LrtmO=Wo#EV8MP|kW&jc
zs=Dr%PU<XstvI*s6;4V<EY%(|7y0U31@GB9)OT}8&Uq@5G5mUhBa3#^(dpwWEM#~!
z*2Bl;M5QY`g2_|uX~W`5O$q(i8Co7LpxnX(KE<#lEG#V2m@ofw>-m<;ApWIRO{ckb
zChJEm;0O;*xSw}$_G~vam}_H_l>2Ojwuka<o?x%t(k<ca>h%~<*&d`NJzzIpE;c%^
zDjB$2RngSI_*(Xd6V^k;4wX7L>T@Y<J)~+2o6?c;WlCzKIZ3G#0}=g(+U(`VNxzZj
zejqTsyIXc#UGOHKiM~yWofFdH56o33ZHYWHemy4a@yD5d^$~AcPA+S_*6r8aT%Qb4
zqF!>ewf6zuNTCGX(kNW|`THDT*EVi8{5MEP$n)vY|7xB84Be!1R6+QJtMGj%+Gu?D
zQ1zKk2l!NsB=cWIXhn`#^UCc-ZRo7hOPB7>b`$VRz`-{3HweWZDYXhT=xg`h1tqU+
zuxbl4v<3Qe96f>El1+VC^z{z%d*jvfC&Q?C27|r1Xs<QleSzd>wT(5V6qWnhPqC%k
zyn#>q+2Qm<M?`44KK^F9>p}18o5)d<?^&Pf@66i(xgRXhLcc^D-?zL@HclxwGU)>y
zn<jTcHmX|>NAIB&MlWvkB5rjn5s>=z8(C)O?46j_5y#R8;WaD0o1^d>M0HMAT-}H&
zAQ64toiNyM8?rfa<lYYQrwUOO`s!D15sA^i#+k44{H9CZGN)R6P)gy{+8n(qXMvMh
z<0ohOUQ~s`uz|g6;oW5ohyvO5cm6+kpTK~e;~=^MR9b4W)zq!Fv27k;sNbOABSU_u
z_g&o9YO6X+x^30&?Cy0SNbl8`6xJ3&5!&HC6e4=AjVHs_>wYufZU0@_8>m_)@jLjb
zz2I~E1R0A0QNd(g!R-8@{~Z+Xg8ZS_Q~|ZEh14J8nIJ)TF$E_X+-FYQ)|Bh4Z`sq>
zf=c95R9*MxZ*cpk3j-9?o(q3Wa9_~#8*>rZhKh0|>(mVAz0}=J$;#Mqfg2Qd#Bu0#
zEiNJZdIEcjtuq5Zepv(yq>`R`l9+g%NnvM+BuX@(gIJ?qO_U3g;aWJ@782m@GCAQ1
z_FidJBAnuwlBXurzp*aVCU0JzmD%84hw=B6It_g@^;TImzNKZMM0NCC_QAf4Bk!j~
zW6aGEWj8jz*1yJ(h1SIzp5`BIY;;R`LVg51&%RR%=rsQ;?U!O2{ofM_;41%yk-z?L
z3<MOL1{0ZWXThJXZFBWk^@R#zI|sWn^Elpl$OfFxW}|?;1N;AB?=7S2Sdw&6fi2lW
z%VK6`W@ct)W@ct)W=4yd!D41+W@eV}_UWFP?$fj0>3iR-cmF)CrByp?@2ZN7%KQ={
z;)_nqlMT$d&S`thG(nqLi7ffsdM4N1jrLc*1*<#rqO6gf9b^)Dnh|{#0t^GEoz8+Q
z<^fLRekbqcm&xFBP+!c_NmrXV%QdDX^!RIzso(8*8H)^H%Lb%cT&<b8Uq>3=37xe-
zx~?(8k8a&fyUND!z?^GmJoHT3@s!p7>JJ?cwEO};<HOMywrCA?nj7-bKR3aBJR^Pe
zgR-5xQqmT~Sa>dmc3{_(7`qTie;`O`rNjJ8+m8zo>)X{tajCgek|8w(ZWeebfAdO2
z-`&<*PYbo*CU|b6xTLq%9A#dZN<qZR#>!_1=Wkyr*1a_DE>(X4VRsTzj(4UPm>exk
zFV#OxJT$4ODtwlW$+5l3Vm;--0Po+#tO^@Qp}2JX`nfrQB{RkIyn~f1sC^<K&Mi$0
zi2R;d<iC9SmG>LG3XcEL3jnA|`}4;F_Kmuu_sgy|U@ouJdG{|=20WOs0A8S{`qgv2
zRfXoZI9AK;AcA2>Es=q*TMnh0^@F|_3>97rCo3x>8w=#0ja6(~xb$y*SUJi2>H)!z
zuLWse3Hi#)1+0{vU~Kz6HMgY0)wm-Vo-G_Z(54Nt^uJ_1Y!i~S@qQ2<XI!TNJ)?!a
zqH8|!0$$DcUVFyi5C?I52e6@?rpPdT&<K{hck{7(@8uJ7^;9HSIKrNwpC)Hfu$V6P
zJQ&J7*r1zFoe#n_Q8OavmAK!(u42$~valYR*FMc(B`Z%^S~F(X9akS;5s3950oRTp
z`+)yIJZnWtEe6nIdsQ2xO&si;jE$ry`uYo_JM6{TZ3gOjP(8)!?pBad!=5rt^;s3z
z&2Frf=X^pRQ1qExA5;T+2A<1D<P=6&c|qQB?go!mYMp1Okfp+DYcUd`w79{SAL>>b
z;D)$vX~(V@*cM7GX><<<tePNz4u1|;m3J9oVmf4ki(gX$@<bCvxwQAm7!r@^PGWLt
ztKCcnYk#qBaL=T>crmrecdb6=jMwGSqq7r6JOl8WLP`U_VF&ZhUgV^mESz(>n|_ku
zuj5`v#qpQ}z76iDRDYH3U#b2+c8vKxEQ`w`W5CHx_EPo$7)Iix0X{Xlrd@Xmir0#3
z2L~6XtL%kN_VMv?_6wc!|ND*yf3P};!LZ56@_gr*5q;cqdZ}T=M34d3-m*p<-d^QY
zBk1U8WHu?~nmEg?1|<CE?$FpMbZ2}Y%(Um2?VM^Wv>U`qWt0m8B74X#J5e)7nr(m_
z6~Z^Ak(iF-WZ@)>L;!mJ9rf#Ee=^8;)>X^=mgG+Ta@P!)_>lLXu5kbFE_XkDOh`sY
zcp+oo-E6*4mbJf^Dt{2QhW-L71}tLlWUFwW)XSq`U0#LeQJE|13r8-OvlD~0*3C~T
zoqJyZ9z0)FC*SLeOp}?vLnf;-Nu1WxZM}`S`=<dtWqmDdN+k3X4inHBIqDaSo$_Nt
zTh&H=%JsSoWz4<n1Z?SqRXK9kVGvmWm@)135E{LA$Mmru9~uC$^2?)AHI}nao8mE6
z(6=ikTb_nFu$kW5jMvidP_3IE;G+N%e_4QgVpW*;k>LU$vk?~{J3(i8!xR5@x&kD1
z=p8uz>r@~2gIo5;H|($K9>pqGcPYDE3fymsKpsgO^w<0#=zVF^;5C1UQ5x?Otd`B?
zRZ}vY)pnurd-GApTjz;uZf|`1*mi=6|AV3J4b^&Kw0B1TJ;l4nhl?(hs3U{w=7t?O
z+2Tght*bZNe*<rUQ8A6>?lEY=L`#>TL)n%C%Kj(gMXk$Zw;CU^Hq;R_bQIGwkRSIJ
zShF^|hi5I5IZX6+L$#}%fN^8HA}bD%)Ep+A325EZc$I0^w<pI67o!cP+BqVT!wA&@
zI4}b(yXNkmtoiHly-RyXf*JOq3p>>b(U-K2iqoc-{=sy2S7%nTZ_l&!si3E-3cxS1
z`QAfVgCEU+K9&<k^3R58;NFiZ07aZ&J7ACYZ$ZXymsPWuh(}0TBv<DT;iazGdhOCw
z+LVorbg+O4ECs;gZT931NWbbx{q_Zr4F<@ARL~Q!iw8A-^$Y03<wX1G8~0Nh_jXz*
zHXv3NQyh@q0sI#bJP$U6tTw=I+{@^}{R=3IE&1aU><3ZwlTlUhFQD5&fH~!-FM!~B
z3cM#ldENVJTpM5uKa45_<U0Zd#O&pNpq2r^@9lc7>k7yFngRH#5b;s_jb6DIV7T4=
z;k^aORI+38e=Hj2zpQ<4F!3MUuDIgMmQIvxPay4$Z866L)<Br^!BElN3?S}LfXD&<
z`H%nTpYIi~9DABwcj?Di0f-J%=!}*zZ(9v+NhsffzUYqv+eigS&G|nm_5T%xYUgJE
zGr>Tm`#--M#uKgYSNF+*9_)sBrdm3+b#k$;6)n{&O~faXK<0loyDBf-_j(9DX>M<Z
zC@axF0b&Erre|=Wa=}pi?7Qy}fS-r|M;q5b=eKLC+-*%BEz?k|nUEC@iNK(*!$-n}
z?v=i;V&++5!d@#JVqsylmc+%}{aR&z-K;Tu-t&c6I{{0LD=h8nN^^kwL48r<k4VCL
z*Bat$_2EYw*Vmp7`G3|CgZDpo13=izwQ^Y1o1{I)i{EP5U>lZPB1T45!NTW%uV*R$
z%la75pZ>X<I&Q*vA-ULZ-|wGK1}7aGv_<MCPb9GP#0jxr)dR2p3)R3K+wirPui;KK
zthPyOaq0tk-_8Ebs<}SSl{W;?TX$aP>7So~{pU`b0~<)rFFbF>kUn%_DPSZp!5k4K
z#A$xs_2*7M{bw};JqL?D&F)yzF^ao5^ne7SZ|ehmPkk3n3%q8%s9}&!DB-?U4<pSu
z0CL%!u5|qwYlQy{44{G4?*&v?h|JDvV%)4C8`9UMow)A>)Pa@bOuM3qnW`G-t}MIJ
zJBUZwf3C#8AkTGhxQC?YPNpEWBcZR6NB|FCp%5@}3&)K)%)hCV!atd9we|nh94bt?
z>lS_ME7S&M>!M}V(^+?0LehPN?sR(bttEVUu(|*yXYhl~e_jIbo?d1;KX_dUHC3FT
zRlK?RYi>$C(j{g9cP!QXT%9EXY>E82(IHj>_^#mYE5H=uM%alA!$+_TEL;HT$_hOJ
z^WMM0b1eQ`ubB@5xR6VsNVF0~l*agC@7>BQ>J>iuuXLKnytlJwH{Owe{gA)Z=)vM<
zePwBc*C<ugF6Vi{F(8qra=J_YZdI5EKYYI{OaffKNgW0Z4D9^4Ctxl4SAt=~nlaa&
zAWPb^$eaPO3xOjl{d@0)qzVwu@YhW#=g(gIwH)}{r`QlKcB29_?bC)Pg?hK@_Bu6I
z(wM^)ZvPFtfLG+(-vN*5&w%%FRLT7(r1&2m>HaT_87|EK%-6?!MciEl@r19Xsm-T8
z*QT<<y)lL=qU#^)s}=j-8H_XCEiv~K`^%SaiX-zqFfeGkKOA@UAIzS-fUuMbywCUk
zm=9EtY%Q*9|7Bad&JOaB_ud{2OzWmxUJy)hEfpEbhzd|{dSZTvTEvYaVdT&6MN+9j
zx-oF`hO5&2YmkHC@tQ7+e){<P2v9WoDy+vu>RyO62zqw&3n<cw`!9vMT?C98k*$ki
zdfC$WlJ4+$B2@@f<sw*x9ir!2tmLVLuIT6~Ni2_5t^YEu`d6si79+p-HxTwo?w|Sk
zT!G)y+JSfh8l_*;i2fkz$l4(E`?4c(7Rd+o0vrb9`LA~8_Q`?GPjC3U+;D5=ZZld9
zcPC*V8r{kexk6x^pMkvGr~j?_UjGYmD7AxW#eTgCB#)@(iFB2g=joKgWOOIhY_7=p
z`JG=0Q{)uuW%lJFV4V0%UEWAXaS@nn(VIKX@7D5zv{uEUQ$t4_QUKU~XD<n=+r&da
zQsG(F=vYyzn*WV~<M8tHo7Xjyzd2@}a6t%efIyH4MjUu0RtFXK3YQ$WyK^C6daCss
z=r;dSv^_7%_xy&I-S&prRgt6>k%uzREQyRL@9>3o;=T>M_G_ek#`Bk+I`Jl(P!S9u
za5;B~SMfi=!JkG7A1;Kd#y?rm)v*68NfrN-=T;{EPc?#8B_Cp>IH|=?60Z{vit-cS
zC;$r?<G+v;wrGcBflhbgm@2I}hkWi;SD&Ez#<vZ#Ro;H((hCUHp8q$8|9=xw|LrCl
z_FDCq`uI0R1DG}cafz%v<^5-^RRC<Q9>`bOe(n574Y`FU8w1fOw?<ISy8Z(I8dpW5
zr|b{G3iXc;fOq8-w5bAf<FKnSXZ`X`QDnXa1_qozfZ6(Hpn<{C>Qpp+tU)E*lJxcm
zhcQ>@{6qEcuJ&Kx)%E8m=fEa(ZJU{YXibv!q71$OND+3*=m4qV)GAKSQz?N~l=u1A
zJ{TXs|2)n4Ggtw6usb^w&L+i>5Kk$Z{m<#{|IKTi!Co%=`3Y{{jGwcA==Y)xbg|z0
z8FUF?wD|(qXn+$`X$rMG-wEOX01uTXP(K1N;op6Y{vh4_|3CjH-}`^)1N*;EuEz3T
z$<=tRtgIdEap+h9r{t*lt*smktpH_u+P{_UtZn$LUDRm+C1yGr90nRjO=@8~YeyRn
z4r+dRY5_whQ+-1@VLobkY6Ux8D|;JVJ3}jdS1vAUNkaou-G8}O=J)pwIJC5kf81Zr
z(B9h7PTvslz~7IMqn5LF&~-4xp`liAwK1fY(KR;Y;(|7`GWeYe?hhG%e^A%_k5hkK
z_4hP!f-Vli^1rVJh{kJSW1>rgLrX{h$6fy@(gKPMzl#9jgaGvf{OtFE4se?3k6-;R
z(F01qwIlb(cMLeRG<5%2V!~nlkLzW09UKhptT;FT_mZ)*)|WSQP^Xp=5TaHvba9{-
zwFJn`_qPN8-wvXh)GE??W`_EJ$8rJw{<8wV_5Ak=2$@;{Zb~g=0jPt3p}w_&A+>~|
zm9c{f4huc)f2E>x$>>nglt!RMsJKwqhT_YEeJW3pSy{atbcA~od7^;~2tdvU)<Z&M
z;CiNi>&}{>Ya4C+Lgip;RMbH~Yk#mtzs{avPe>qb>9|BYv-5Nuk!?>}pfLTJT++V(
z4h6Ze7j<#MjW~T3d>2^sRPqGsX%6RH`Wg5aM2vms0;UJ|JIV8KbdY$PX2ux9D=D|v
zu=8|LQ4$~V4PDM*;)4OD+XOnfzKBj)YpUXBh`hiCFFK}_h)5vnOLBM<(vl#)S)jt9
zW`^7w-csC@c?45D29)54_-W?chfZ6APf1%2CibisjG-3b$0edJbV9n{9e@s33<e3p
zLXS{qlJatKSCu_6UXeX4cUKp)`y}<IxI0hML&kepxP(fUvC;B>rFQ8|F0--!T+kIJ
zKLcIWXD6-hdDVV8{lJtJ739T5ksq+)wVFC)N;N~|CNDHZ!25BoP)fw-Jd}v{1u@T3
z-Z0^2;>o}aqd@XzdTJyg)R-mJ&xPy@xnlxV_f}-qw~Ov<TdxmDvE<w|Wg>oEEG-r`
zy-VHji3p#IG-G_~9Q1@y*;kAB`z55)TFtvQ3(!|A_D_+R4@s07bgkOJ_0TG2<*=W*
zqOZ)(>YR1vfs?UbIPW$X&KlEg!2=$uFBxAQHCh7eg3p%U;~Z%6AT|y#jQd)qU9`q~
zT~J4$kz72wFs?u#FZ1SEV^bXi11g_K<52<^A-XKZ(BO{4n!Aj>s!y*K<f-;_sx4<2
zNLMhI-JA@6@#5@+lI}=I<@t4{6eFq_gZwJJ_F$SvW<^mi$1hIqA+y#5t_{kVXtZmU
zm{>;kKLr+r(S@|5(lK2hu$EPeNfyeV;19ZnZ;Wt4E#rY~h_=~->^pH|nV9WGMKP#6
z+lHzw4Gujx+Qx|B3=FS&VG%6qXxCUBo%kBo%x$bPKlT)nlAUT_EpAzc!X^Nh@6-vT
zUKf-D#K3s3s8|z0vXg7KB(UA4-4P|z^F5JO;l4tNF!5BiDMYy=gCtK$GqQp7Sk0Q3
zYKM{hW@oQe0~DLFS~1okm0vUQJwuUdJCZ>wEqa6yMp2Q;u9FP;ny56m6)|AoM@nZ(
zID^%@b;sNXNE)2<A~Xa5PV61*40SF4vlIUA<A3jjf5$`mzX8X8;o;x#ivRyRJp2P{
z{vYx14;g=p{SSEf`>Ma!<o^&4X#o&O^S9C9--gHEDEL2yh`%-cmxxHq!oc{CkT|ZY
z89m2@AlYD@`#q1$^BB^aQt|7DQ#n`SJ5UnR(m9Q|u4_pcP_C+)N#RHA#}*cQ{F9X3
zA$c9SWB&4zvEFOe?y39v*r1$JUc_Q%kxoGW`(yZxJ}DWlflUJ<5$AN(ZmvrkNkiR6
z=$uCqxtNNzp03gZ+4ZlsoANgwUall(?~M273uf8Qck<;KFRl*E`Pa6aap(Q7m0F8=
zGt(}z`Fn*ABWej5%t`@lFiyh7T80%TrI-tDVdEqV&@9%2=u>Gp@n4U7WaLnh*%LaE
zYEj3`5D|QhQ0b&TW#=?%3bl6c*tA+5(k0IbG$y(%mfnn@gi6W$w5iNI`zA;WOqgG<
z*j)l(kAq($&K_wK_V##EPb5;KajiRI2F8XQyvF4j7u`jPU)*o%XYS{<4Vu)l^=f0G
z%tDmLw`t30r-mhFk191NQP4#1jb4YT70Q-08u>KeD#%P}A2OzJ9_Ro`pBRg2Bt|xc
zptb5$6p^rjitUNUtefvvdTqcsHIXnvvohRT%Ll%_!=f@J&@}lmK3g|0lZH)Jk<v}l
z58MBhL%)iJ;$a)X-6m4FAHI2LcZbl-xMXwCQw^i|6_n#0Wl{8+Jj-2;LxNH|EdN=a
z`03ZTeE@g(k!_f?hZ{F1EpTfzSJCaw`_AVPc%9(p$=5cJ1+53wCXb0p+A~vI(0+4J
z(uZqF^1jhKO$IhO>j1MDeuq0jJhtN!=7Ox9RFb7nenQ6+J`4iVGOe;68*-X=Zhg*}
z3H4O<AKH-BC5cmo(213i%2?(;{KlW|8^xm9VDc+!xT+ai1DkTH=L+`-h&mn}556{b
z6u1019np7y<_o`9l~3+bfFa7?E&O6iAM~?bnPm+?icN}KG09_Ie&cx?{Kb@E!>dqu
zscIXxn`L!*6S%@M<ao)P;7|o5hUm2XaAvSwnZlCE(gGVS2^NI=2Q?@2XY!pSd=rb%
zv^9eaJA^bt5w`6Uqu?1P0-5B@p{O6Ud)QD;8Y4HJsLSsfogRcEi&MNOcg9Hw(wEw`
zo?RAMEEVMjl!YO_s8skF6O#ppr9P23Z(72r{B@q8-gE;@mSk1ilbB4SC`Kx|Sm`l%
zu5_)q-0HZLO%T8f-SAXX8~XDql0Q|!Vy_G7p;LrT=S}k+D=(AI7GoOfPxp&vcUa{H
z;p7H52@;GBnIyj&R5b@qKAOHdK@prEWNqbwo7h;+dh}Eeyfndx(^v_TR7A+#l=GD*
z*{hNzON4}@{J=Y>F}0QNzG()XA4#x)#Tn?R?~WYd<bM~uhMzg7mAg|d9aK|l(10gE
zl?<_$%Ufm-C1`hRpV7w%x#Rw}_u}#D1k@vcCXuH3t0K!CI$Ncd{P+Qn|7Mk>7Hv&2
zdd*!sDrxTKC?D4l3WpYXVFWJ(57*EpiPwN<*6$X7kuQ@;4Ks|P2l)w1l3x~VIITwj
z|CLb(txmZ(av%s#z~VG+eJ*;3&Nazzd|5FVpDeh4cxirvisqC@EPFmg@ixp4u4<JC
zm=r5;qVbC`zhp_(_o8LxP@;0T@`-#s*+q8p!CIU8BdyioeB4({0#)b>GSQ37cmu|o
zW*khAaG2|IVe@gnD#lg@4@z!UCIpv^5{)$pOGG}<qy-PqLw%2AEklbWT2em6$?p2-
zlX=nf`D^-;=A?WcqzrjHi(J*9>aP_ZO2x|K&;wzFffalTWxt|)R|or@$-!^GEC)<J
ztgmU_j5j2<{X9J;6cmUG6Mk|Ei@AZ=Tw7t-ftmC3X{ZpGQt1-thQUv>t))9@s!=M)
zAwvvnWKC*ziA(oK2T!(=(K@XPOE>2`^w|(RwsG-2Mb&czm$fU0h|tK-GrGtycH-=i
za{Hw15^_4sRL8LuY)Hy)cnww4>i>mZ3QVX%!sSE0TPVT)kV7A~%3F&=g)<uzk73Wi
zO0#d6gQYWqLZ67<d7NH7eiZBz(_uZtYOFlW3P$n0C~%~_jdFq%*pKU#VtNnvJnT8q
zd`Dpq0tA~R26}@SFxm(>5vwCb(fH|QUh@oxy!lh-`E;USMfaOgaTrLlI2;j!F%zVy
z*`&;XGBLRFEp>x0Bk2M?7A|04`IR7)8Zd7^iC@yqeA<`HGhpKIPsJ<#OukY%>{r;K
zS*e1P!ViZl!Y_Mt2nn-lt0sDg(IE*xz@kT9qZztCfvSgY0Ie^7wg?%)7Nd3|;kG{0
z`4tr)AERpT)6>f^`O6Eg|6Vx-oH<R@C7pbi6k6m2I@QM(+_}~m`nxmOujmZg1oDr(
z0DBV|Gud7kg0z~RT6vpcR{ZGE(04=Ix+k~wNfXd05j3nr&*oddebfRBRYsO|A;QQt
zc46z}3|a#bd$1aI{{Y;w&t)q^<*~1aA=#T!r$()=J2@2g40wS5kpPvGa*?(|m?ZsV
zwkIveA2t*s-sF1Bi?;(^sRO6nA>DjK|J_9B_d@8e$6k6?R{DP&e9t{xJrEQZj#`>Z
zA1@s4JB!*{*~N)7p=-YlDdC2T7=VlV@O;4ur}+kqEE77>{230xRw2dr89`XE03HeS
zC<lhBB!nK1?ZhJon<{_6a_Sn|;gP+m6&@t2)3xhy@%6ok{P4o@bggdP-bxw#3y?_;
zJj=HOjSfB!4$CY=^+uqQi*~)`H^TLU+FYO$8lRoa=kThwok?$RT8Nk+{vZhr8taF(
zrphiYppw)GXhX<q-ljAqy?3c{V+xhpot55PP{^97N0PpN@x!s8s7za*7iOUPeQ_i0
zHi>8MQU@PfGYo2~HnWY|;--p6ea!6Q^8;?+txI6o1FlL;51`O^(kB`({0CicjwF$(
zrt6DgQV}nr-3C!9;&|F&jDsFq6%gm%s+x+Fc9>}2PeK;lFc`oyP>I!WmA*|nVms&-
z&_DUF5cj%mRANH>zb^1(tO3EoK_Fa`1vBenS>z;Y1pLDIvKNPE1>S;sW1BQ=gUzyq
zGLe!#rRT{kDV!!_;hmUXI3bQe*hx5fBmDjRO1mH~Yb!foF(>+yYsfFU8m1c7n$N@T
zL4e=~T3UjdPnT&Rmet=Yg`wECn`{#5r^wt$Y{7TtB3R0Oi?<ZNZ~Iz<(o6JBclo{Q
za=!sbb+cc=;r5C26vVfSMv>z<v3RlAn&xrVAfV|`L<CEnNfM_PBuVWS*|N7Z>HmV~
zPQ2P)i{CbDMpEi^TLNO=vV4MU7iK9fj6X)OB6i7vDB@+8v&Y}LL&5Nk7mySi`hpj$
zJ`8_nmKBaEl)BR$gn&UP|I2DAf?*w|ZHuNI*t>_di#N@#PY}-lB9+$)rzxgwsKbEW
z)sI7zs~F-1X3&=Tn))VtP@14V6dXQ!+n#glGn`!v{k{$A%`J&X(CH|lYeCRks*nkm
zu!|=J7PXW{oJzb4?ln^Y4*H-HFK4AIl!Rb;mA`fmuM6BICqz~6;1z7acj5ZJi284$
zArb`fLt=e;#Lr=UC7933QpmGdZW-Y=!p}e6;%hi<)!T_b6ggs-Vnc{NQd}ettWmj&
zVOXaiMs-@oYC4`Wkhd7#pgVhwNkXx0F$L3XIv#i5h=*Abh#5O#xp?6<5Sx72d)l5}
zclCG0cOD0wiN(I_%QUjc_&|zXq4~}*d{(o$NRLf}?cN<qT_@or-V)y-;F1%dB211q
znh`>ZDKtPm#wi=V7nvU%!m^9Wz`2a2CY4T{3vvjXV!bnJjlIYXKK|;K25R+vam>-C
ztR->{>jL^hUTf?23C{~^b3l8rO3uemer3KY(>_BTzzoib@~YpCqlMi?*U9vu@h0%r
z8$e}Cat%k4`^DD6_c>%2y7@zWn`$ZS=9*>a3D^T98-KD(P|Zewe=Vd&`#>FYhZBr8
zTTE>T(S;HxJmw?Q0Q?wNI^KBLe(#HG;#+FFbZ6eD8tR{AAPqVY9UzNWIP1LmchoMP
z!oQG{`}b}6Tl6Z^%zNk82G*lapBW#y9^s^2(YXV%`>M9J<!r)Q!d?;55rYw_$+_eq
zMvh6*Z8!Y3g54vz29@o@b<rb=F&<Ih=_?4Br|R||88SJ7rNs{i>~~EuD}cmc@)D?l
z%gpNNa-d|$zmzgDfqVKK*vmgtNWqfJZ2Cy$H_b4)1aLqbACn~1m$l?Opl9}59$aph
z4X;*%Wq+OH=?qpYA)Fs-W6lL-O_)62(Ke<hn_FY;|86F-HsGC?vz9##qXak7!B-T^
zMVGY_tA=<-^+i_`$1_Dc4DAUy;qBdkEaA4enf=)01*?%VC~}WgW0zM&0ygd!UuQx-
zmzLl_JmuQA=2!<D#-Lt2H|kHvbZ7#uSs>oT%<$-D7pi-bU>zVX6Fi4MZCCs>y!}&5
zfm`7A9ln+mYQ_lb?Wwv%Za^CvU_A!gSE{7M*?ShGqkmrCqwo&k=5x(BW-Ty+Q-l3V
zxQAO0Coe+}s(~aX$x32^HR4UK_H*>7Ko|bvY=3pk+T?qrMR5ZS%z^EwDSiv}2d4HY
zB7Q$i4&x7b7-j!Fx!8$hoI!41vxI?XppnmSqW$CLV;#epqV)tI*Q#OlPp{PwKj<MU
zR@LSTWv{4e;!_PkvU4Oo@N8Mna@w9A;bHQKfuH0-7%4iF72+ZSMA*Kw(E$^B6y4M;
zfxfAIAbAmbb6!XqPn&H(JpS~*;<zA!-R(?_bZCeA!3t_Q$+w0drbCjjb5g2HpjIee
zW6hxv^-vF8v4?mCdBijNitYl^Y8!0E=Qh^&TInOW)QRC-GH-)_^2^eOc*W;+3+@Tt
zGs9{h<j&~@q$7<gz<FEqf=~)Cx!3js#tT})4=RO+;%QHJh>&~3*?33NLk-4d>LocR
zDQ}IKOFBb@1C2fCmea3!Gaut?Hu)(I)b7w@dpb$M%CMZIqoQGd$o77(n0Qz)3@I7K
z&}8`DK|oy{9X(&S&(UL{JEv9htZtJkrBS?&1pSetTBKT`!W9N#%;GmQ3;29hOIa>*
z1~Ub&vS1_q-ZNfkOIf&dG-?cZ#MM3Boj`m-4A*`^{K7pEQyl`hKCzOqNqBTVy*m?6
zku$<sA_jd|P0td+h=<{QT02*N4JIAdZ$Hudzz+S~XvJ3gf=qVjAzRT_PHbDPG8?HB
zn5EOR!PnI=ksMXR*!V_UL-W&yKA)JNOiS`w@)YD<$awP4A(k4W2(*j^E!*es5;HK*
zxr6v7y|t74NQXCz<})#vLx~OM$$U#Gsii87!^WpFDD!R5bKa=abbf%C+CZ9~gdWf2
z%x4`Lx6+-Y5xi=-mmMsfow!xZSkqYaSl!ZsU7X+2AgMJ|UbNJ6SPeMn?f_0|tlz?L
zp&qxeI5q1N-V7D6NF&&pJ))!>m$ifBk~1LJEfcG>)++IBsHgm%pEfl#<yR?aIfUk{
zj6kG?d}P~J_#P_1W%aF%h&dQ!8cn*y(5a(o6+#ofYV|x$U@?&M*>&BIRCMWrLBBMI
z8H#EQ{U~1i#zx63jfF?GhXz733<M7GFeF6O{>!4mM4apX6k{<)@OE+FmgaQJP;8*A
zq^5c@jbB6EYkrsnE`gILI0<lWCpDEtYNna25yU1iIUOtNH^#F|YGM3X6DulsI7Q4G
z1l#hY)52$0<;R)8TtmMQ)Hv7yd`sh|2oixCaFB>@b9X|ML9u#!KKoiKzP4iUf*uj^
zgvOdI<5zbJc@=46@5!I%mbeLfoIf)>)D<!ruZ$7Sl7c?t=k<NiuiwVKOUCm_!WS`y
zLu*=+t}sb<<|Lg_V;_kp<|VZnP4LSTo^0=FA&j7c`l}YIV(-&mOOrz0uW2Qs70OxR
z>gg+(peIVG*ZcnLa+SB<F?UMN$n2sFG;$Ew>v8M<d=EJ_>ueiBlP#D|Bz<}^qcyb{
zf>csgMoYlt)ZjRNA?eT<EPy-LfQ=bbUTFwz`HpceiJ@{D%CxcU7p}r1lv6K<vW$t>
zBz=@LbRJ*Ccscka+U{v*58KM*Xo;`hN?%>&+VurzxWXYPab7^lpU5w6!#@lE^yVxX
zh;3g>%PQv7-tFs<<;e#Vh`pO>tz^vVReZD;`9<WL$LCh|9KQjp!qViU$D9_WtMZ?|
zN<V(~a7E=?MTRw;<8R4DtDi?iAWkSmg(^lNc2;5F_mSlm(J2k<h{)EE>Wo08fZV#W
z5Zg^=#Ut1t34EyH?18psc}2C=qS+Df*1-C3h+g^<FP6cZm3pN`b?Y!l4fxUHd2G6|
zIiZ=o1R=x%6)Ob!sV?t<=2<F$Wl+fudw+j*x59}Dho4$_V!eyv>R!@mPsq%lL@eov
zHJVO47c1nmS)yz-3)hPf(qB$W0>;^j)7(&o`SzJ5^c1NvY=O3hK9MimN4ocO%2;nO
zeA1S`x@hP!M|rsm$%QGILq>&BV;g`9Pn99OQHd+7LYlr!p(};;7MU!WRWkdzM4(es
ziX;_fhE-DSo&0(uxM|Qm`lx{@nMy=xFc#$b+TKADVif~=zFBi_{{VFWt!_pa89}U1
zsZ6i{P8;8931RIR7W*d)Q{d$z)aGnRb;QNzB{fn-TCv0=D02Gbq$vvu+y|JpWvRtC
zaf>chEa^UHuzRY$hcBr2S59;%h<yt`AO{|4E%2{*@1zTWmgOi|vxB*NNuSVqTRl0R
z**#%CEEJv<748{Yu<NS>3bGH?b+aR6d<v#`nKux;SL62~YzuH6CZ=M<%Y-+&2Sb0X
z8HW)LB@xbii5!s9K&!+EGDjOOOgl~^XH<?iXLK&PoLUpcnzA5{Hht*ky7|tU$I8n^
z<UQ*l?KQ>XfR=YkNPW5QFi)d7EAB=>nOf;p6obFETBK!H{c75GB4J*BDWMHf6}6y5
z=cA$;*Rl3v2`YYYZ)PUgVSyoDJob9>Kq6VzTAt%X#2(c#<kVClPWl-;#(tgCsG*qo
z+TVbIl(*tqB<uR%8cR!`g9jUwbD6^QQ^y9$8*hG5xu7qlQJ##<4Y=b7uUsnU0_dIP
zo!KGxXNX9(%e)2uJEDko%sWR>$XiJwI_yt)9Q?_;L$B;NY_;5%NJ1N(Vz>*$8L`Wo
zi@{^gP~f;qhFDrh1U=5iFxoPxa-S;ppKt+WbgB-ZysAVXM1oy8Q2FQ~NA_)=HT@KX
zdT-)o14lEZns2bi#w-*@#j_T+SAxmpnnd}$6})0+JYww?GCTnx>tbrmEzhLURC!w!
zKph4zS``~=hzdC;3w<bd{9zog-C0l8q?7TobR*4V=L=`*y-f!k-@OP9bG)Q02Xq!z
z#P9c8Jfuh#k!y@zdvH4x7t^2k=sb)r>VC~))ZOYjauaTPlL?CS)9*2a6-J@RNEBaA
zo7B5GQ$K6F?-^qg%<=~7F5hvUz)C2lHh{GvU|NGWzSy)!QFUMKS>>G-AE$C{yCc9B
z$$5G*ifqpEVT;DX#Tk^hN!`5Ak4d=~r5Hl85LO3Be7Ak7_)crA^F4G+o4{^XQq*l1
zoJ~Zyz)*!piMMSWiDVo_Nm5+AmXEhkEOll!;f^$sOs4;cQmWvgW%pC(dCHl$-90sy
zGby86_nu0#_k%UpSelpPTPA2cXoM(v)vu?~LdbzYWNthCGWkNsFM_a>9!=(bXZz$k
zm%pNp=dt0jZ$wCV1}?QUq;i<AD-<{!On#UO3>2c~)1Qu1f$XRKtk_R~iY$Cgw5Ikf
z@aWq2*;O1ZTgZ=kr0{n1(0wk(mo?FQJZ}JtwJp-x%Rz=@HOr^^&SV=H5(1BaOWo|D
z$3i|CSiVUacF?X>Yvrt@Xp45>KCU<-qo_(vE25^3cz6$UxP}h_iv!tyS5)j!x!n&@
zxE&5!KtKGY<Oi-v^k4=Tr_vLODYp<$5zwyC8H3X6)I@4<deA6dw0F_AXk$Wxk%3xy
zJ6;_D0bF<wQEbEvMW~7^{Y3zswp9<T(S8NyzRU*inJ9i1qYhSha1yR|Z5#%v(-32-
z_&Zyi!FOZTnv=GT{%j-^Oh29V_S-CEqf7Jq7R^doOmysauM<vJKT%^lsg8^8imHZL
zOhWfn@Au&dylx7X$kA-Ig?ioZvxGB@o(DlA-^&JY1ImgpUgq~+Z4TcFu5lkj{W5P2
zdcN7ED_DPcULihx@0`1};sOLDWuv7EBepVZ9E;YmwPifUfzQL9Fd11#S`2$fa3pjj
zW6fYqVTWMMcYd$Y5N-rN`ex2$CKJuPcPjbTP)wp=gLAE1P3X0xFBja4T29G~!4dNW
zLI<CHZvYM|u|5`CT>zuFzeh4#MiJISR){+%{(<+EmDLHiEbR5CrlLN!aq)xJ4DoST
zKiRf_J6WXp(Iw0s`S)E+`F#3{6udeJZX=<b=o+a51=){p(VGUl^IUZ#zKbVGBEDqO
zet4g2N3F$@Lk5FHJ6mP^a5;!1^5x6|!xCr8>}Irmlx9|dF^^y`f<<;_*SYMWsrF{q
zqZn9|!_I=x0^!Xeh?BmM!xgU?%`Yxxu&fQNSd@<stn3-zd#i!%eG1f5>8c*e`bne8
zVWC9ClEiB`QF}EazuK7DYBwFR24}tgc)E*k2i2wCvg52?)oE0=8#*yT>{O{*7hg&F
z;kjDmyt&SB`bb#VOI+`a$-Xep<<+-|WW7;a;<-D}Y<AoW`)j9E7(fQ(jdi?(Z0AO^
zl|^4JoXG2T3>!C?q&wHLcKpUd-_4!hGNqw^Fh*rPLTYY#ULueU1u@vyncPvF&@UZ!
z^_kIYh;{kE{;}3UCY7t70?z*_9VWcL8|eC(@+D09_K}AzO}Yc2S=>GN!s!+>iM`x;
zW#M%(T+`QaS(EkD{=SuF7|FhUC_p~$!1t^JSgqKp;Bh9HFq0j8?ZQFCxrDSVnas|>
zJ*$!l5#^n$jdT4_M%V)l`u>NhP|~zWgwV7|<b@vxwv{AJREza9_^?eLR!qx60{Y4d
zZ4j!>UBq5Miy(IsZ5~fjNQ;_!+O*Cbx}%U*YGP_8>crUaULsQ6yhNh!n1-bgFq~yB
zNStW|LQKxGb_^Y9?AqE|LXEID-Yf!IP8ldQ`gdi<>SaB1RaH|{Q6>mkB@&()>R9HL
z-f$<xh*8n5lO$H=L2}hmBRYfW4<+S+p$K;3zG%q<E`0-Qs_X`nu^vQbPj*X!)!??Q
zbk|=?rAgPW$$5#JVQ(tFZzR6f1*w)0dUHqkele9_T|5fAby|yAHdXeh^8{n#;_f_3
zl@j0x>X!|}QzVWn%Q=SN>`bHx=;=ABQAX?%d5naRe8S@>BE!w*2veU^Rbz<v0J$!w
zN|nW3QBiSmRQYHiIr4&|9xZO$w^{d}SMskU7(zjSbLE$CJSeaH%I;p@Blzju*<!dW
zFg;Q56_n^!Wk_|ZW&9NlgrLY(@S5)-HXE>vE#N!ZwZ8sn?_yo%o}zqBLUv{7FY;2y
zq#<l*MBtA}0L1RaP>L!OU+9_&2TxkgJvVRS=w{ZSi*(W-pRt&lu5DgE4QbGr>=G|y
z3hzqR?Y(vx98)yTdIfY&ZN`9mxu}m&??EEqc9?vt$g7xAKPpo~I1MisY(%q;v@Xw+
zqE;nTk9XF1Vab-%Pq^pRCTa^iMoZSNbRYeBde7fV{sWtBPgRaP!$@heF)`JGsg890
zc+xJlPD4tpZf<}gQm6uKhdz=&dYW*<b%r$u`G`=@#9s=Ui2DZ=cQFxn5ks6~HQd+f
zHtHK}>6(lYrobvL<1U{#QF%XyQ-Nhmq1MkjH40WUg^6k7$81E+K*v~8`5w_T4w3Wc
zBn>Jv>kQ(Dw(^-PCAetJBRP|LPM@2!nMuC9HzOKC0KD(I<8JX?d-ioK(&9oPKO5_?
z?oq1Yyy{w708@8SP@m*~^vBdRZ@=!+Q>%URy>HGE(~$mh5oae0C!UH2*6~p*L$V&;
zsyyN_xl^0G&8CT42fOGm!Cz&1%*9Ld97CXzAkeLTWO<8qdn05W>73!5<eci<;hg+f
zpnU$WesC+k4^*}bHJhr?j@G8a>Qz8iv=fd{sLeZpd=%tt2=n1zcsYP=NU`fwo2WVT
z^GW;NswrCozKef?|Lly!DS{gfb{orZDL+lh!9!P<Zlu+wc-i3rH#MNbE1BHMVk)Z^
z*EX&z<1~OKA=b&XXSX!?JsR0YwN%3Ub61aD<g1x<@jcQb=Yr$~W~t>u@VYe8g(7F>
zg5~<|#-%&s`PjGgq-GJSZ7hcM)1orSRtP3!j;zM~tw3CB=x37<HjJ}EX|ap39v&kj
znr~3)vy@R8wLl5`-zrtAhWR(|5*Ps6V_=rHKC`AEV;hwG?#c4Gi@_D@0X(f?jwn0`
zpmE(=`cN@FJd!#ZI!Zd`I?7uzTLwIsHp%P@$e$C+y?@x1-Nf7!#3{E1?PEDSJY32W
z&=Eb<w2Q`y$WhxS$7$yGC{fHSj9|gLHP|ssuC0adHW!tc%gHn7_tYQo=ZL)l5r$Uf
zB6KIR)UB3N$q;+yA@L-ake2r5Dq*;N^I++Vb4j{)$mv2Lk#uDsL4a8v$7G=uX>EC*
z=`kGk6dg1|S$vyA@A7(^TgA7+UR++@pfvjw%w#!{bgk~5L@Vl&yQ7@U#pr#;s7%Sq
za@Y!vt<q|iE!*6&9k#7jyj;N8YVS=??4<GF^=p(MqAbN_+3$x5JLw+&W${h6jt@E!
z>N*(YZlV-PJ%nFB8iUJuxs@&AiUw61<<b2QmOS{ny9$(x$>ns!sSx0~R8~2vLqYWN
znWGs{p#l!YR(t+<Uh0+dI9Yl9da8!3dOIcMiLo}YI)B>jdXF?eDbO^SWSf=HfnLWI
z*ECz8?L)tlq7trtDAOA}Xwn%(Lyhm9930GVDmLx|@&;WOrkkB-y<y7pgU^ri#faHI
zB%Qpzpq7@*%*WccihCx<lZGiNmRV7?@YSd^#Z@j;K4>0x^*aCjC1GP-lzB(gc`^NU
zd!x^Ioy(mr&4Lh<vM+!GBps2j+d};a?^O`YHILx&qscv#?jyS6(%K`}yNdttqUmzO
zezFbfNm|dk6Xn;%bMJMP_8JxV(|ql;yX&d;uU14~!RMh&qPa1RCpT-JGWvxjH~39)
zR~47x2d@L|TIpx$&s>vl6zYk(qm7H<`gDT^(s1hZ#fH>$RCbhO?Y)Ifb=CGQ{VRGc
zYfgp-h|8O8h+<9R)h*N4G{&uM0pmTM6OtF_jpr;(35HClno6+1Qke%gY!P5v5^T-u
z2t%^RPPby0-mD<FnreZqhUwWBSKOz?Ud~yJG5sm+l;J3KZ>s3E%@oReS2$exjgiOV
zFG0p})0|qxsz9MoQebgI=1ROpPW2-b7~%V`{ttWI`U|c-Fd1M$elltx{roM+DT6#1
zNb&w;&g<@1&+ySrU2M}qvajvIT3(D^Nk>|qQS>gUNpIbkPA*i(Z)c0JnAnUPCp3aW
zTB6O#T7+&zkj!`u&ehJEF&o%tZ4A!5REAVP<K@suLh@uDK>W<I;~BqZ@dXd=I(+g}
zbEhdcozFu%g8`4(D1p(V(Yg24GFAk(B7^A?Iy12L{kAhP3gwXJKP7&#hB<sL@m=((
z6JHS9VbWl*9E`KJbN0zO=(t;&gqM8Quc(Bx@Kf9DoDm~E?cu#1_nsaQnOYrePQ{3r
zM=g87gbnmkiLWFn!D{}TXh^<x0ywxLhh$ocJ6H3G^rGftF(4rY@nUjE-EpV$MvL_<
z`x~)wGR^AEYjPF4<9GwHa)-o*q}Wa4<L2f7K`I~dOyf7g<<EHSxRi4%*wxdy4g{GZ
zhf~PM;YrFGmuZ`h9hcA8hr%D;E6`Ndl}!OjuR`urx06>Ax77C(51U6Vv$sBvz?<?A
zyJD}vm%10#&moT?(m%Yq_mBi}`Vz2gN}hZ~i?h!vm%t2A&19&bMeIKHL&(*PizTVS
zsz&FM?o?FrT)_JaI7nz?>+@_Lf0&>?I^<r0;LqwekxdhvU8}rvh1I<H{1^mE`E-W-
z<-o_lPb^6tG28n>_Ek7~+@oV5j))~N@6yVR*eec2+bh$gxOHQt`MNp%?I1U~G(3_j
zUKE8b(Itu_FlqOaxx(`%)NxGS9i21Xlq8k#sx*Q0c#xb8v1@LV!63a;xQqD4W6wq4
zlxI-lS1rybM#9fD0Z_+<Z(Ke)z^$Ae0&#1f2$}IQ0>&0Hc-VYY9T4}}6VV!&LTX7&
zM`<z;)&~uy*9cG{EaNOw&!N$+?Gr24q_xBY;q<3+4e4HL&K?wMt<m+0_t(EuUEQdG
zx4EP2748dh3{7!x3vjS{fuMA(JIqQCz^aH~LfmKH(eu{dx3vZeH0IY7Qg}LIi$4Om
zlNg&2S2L6v_7@?&Y@u8Dnd*a<2;Z&X*C+RE$MYzi8rChGY@+(1%~c?0U(k1$Z<zB8
zjQDA<MfuUnN6YWtf2OBuf08oJg3cJ0(Mqi&@Rr)n*ij5RwPy>v96P4?kepcWXSZua
z#J(z&Wvl}`ul1cGK`@hy@uQ~eBZYv0b4@*1Wg);Z!v|hUDU?%|A(V}?X%!KuP@1xs
z6=2MerI(@?uM@YI$e(H!hXl#Yh0e9iH3{KHU_)X<d|~Sg)*x)DqyDC}tVSb^p6Yv$
zS9QQZ|6`bDmoI$UZCc6o8%HSpmQ=>^up;ca<lEG)JU{iq&72^`=rnTOfQLJ-mHWOw
zm*`|*!b3V#ykepd|Dp70kgiQ+d0rvm!A>r6#^74Q+ACegs8K{Lf1|aKcD!ZRc}1r2
z<b}s+qw->f`+lP1sa7F1H;H=0d%W<$I8?s&2|==En!39cH?I5R_Ymgw*OlqWM=Z{;
zR+`U_x?fNDSX;zKynlKs6>!wVwu~f>K<{a_Msi5x8!*pXDRbqm<S&)E$=*ku6sYej
zrDN2tGpW5RnE@zY)G#M<NQ-5hTyBgI_V*EyKHGn?oY_DR(G42VnKJX^oAI7EoDg}g
z+UHm0R8V6nsCPJu(P7mcr0|epi8!MI*CI5TN1Jw>5w*#75t)hf@nPAMnXbW8n-k~S
z<a~=;epkvqj>9om7}={Uo4kt$`=xjKi(YfM>eB<LC`a3BysTg6*bl7uwoiDmNUFG>
zn}l=ajNA~YxNXbYMH3B(4<%)9e;(vYWGs`Pye||y&hn|HLZ$5O-rRDX_?!^EtIS8Q
zymID;?lMbRcj*sEKykfYS1moz-X@b9&mmD^VT_NaMS4vy|43#i$3}h~^!c!xRo)L@
z?CV5%q7raQlyT4IHLWI>_?ZjdCNu)w8q`X#D6ojJ2(ehDK^D$y(wK)`HfNrO7?!hf
z;b>W#i#^)G<38N++Aij=1-XZl8u%y=#XsYsg}XAK8akiIr91xo4NISsHLB{l^D@r{
z2`oE!iLWpTTkwPwWD0t*3O9ebRbPrV3-cWlEXOPGnA$s3n&t5vM?A0-s_q%w)=(+I
zp159&@Vs#!Kvq4aa+IDLDO|QOM$x)#x@ti8InyTyBgEu;fNc-1FT6%&_tL1g{5!(}
zcj)yx^3E$|Z<BW!cHgJI`JiSjKJ*n4`$Dl@8hzIlo82$^g*782sHYLoX!c2+5?zC{
z@q@<kbbQ4wtBU6vh^2^Hf~jUDO}z74nR#*uKY|s9SDfuWp-!uC>Io=1+N6vRrFrC~
zMlg5jav6TCjQOk5h#O6;r5G`x&-yh=bd@iCL-1o*I)Vgy@6<6;m94E&At~yQ4D9b0
z4D7BI3T2#NR~0@%Ge0>gNYnAkok>=V!IpX?3ng<-Q2>q{SpzzRF=5CsQ&CklDv~r8
zfyZ<j)>bpPte1anDR;<D$?QK-%~WML)nG&jW1OeB3OM1PA1rM#TO@2@&-B;Bpb#Jf
zr*pyxSp1nALyBmd7Thas@;JGm#_lEdoLKVar20(F1VT!V6J(!3RgtB9L}&kG!7WRo
zsTQ0afY{=-GuM`?$Ww=-Pz3W!U45FvMeZP1338<``6qtK_sgBS4MF`|qhDIQahqRC
zP{1zC46W&mQ|@%A^m)`MnOH%RIwo$x2o1!%uI+U_V+>nZ4qom?`Ww!DZ}#zvk~Q(N
zPpq)iHEaYe^EEJ-3An3DrK~<;2#4V`UK94ABO{>^lO@B?4QC|0DJ88^klp2}HZ_?U
zIgPDq?KWI_NVOy6xDX55GuDWp-Nm1i(y)}UlxBnHI7hG;7jsV(rddl{PFk?6>Wtgs
zDjzP1+({1asc+<QI10Ju7Wc3WZdXexrVZ;@HF<CQ-D5<P*ZgNh)bg1qC5xfc;@o3^
zQu&BFOz`Ovn24D3auN5%?0hmn;PAhRyZI<@XBiA^Y3C!Z6KnSMH{$bdL@^;)_MQ**
zKjhsKQ8mC52GTo$afW#tA3l4p2A5-1@m0u?&np}&=KOS>J09*JQQioD39J~j?pOcS
zwyG}~rVJk5$F8P6y^~ak(T^=U7$|p_e{N!St4V3OJ5oG)a|KLqAIVIeT3@PvWt9+@
z$Vhq5+S!mi(8<<?-cVlIM))u;2;$c^y^gZ4kQZ?DlUGP|--zA1iS29+&Q9PF$y54T
zd0w4uKe05Bh%I_z7r7MK3>g(E{Xn(Sro<9>0%gjEEm8~{sEArfIWnV|bx(tCNi3h|
z6Nw+wTDjY?W!x-=j2Mdq>2^xt2>*!wi2O)ZB7`CJvrQAcq)b<~ue!T-d4s>@^;u5f
zGUhVr95hRylLJIWD82h9^R#(eoNHW_@7NbiPZFKCAJ}s3iXVB>Gs_iz#RDVX;n}0A
zQ9K#h$cfA-iO7;tmXcGCjWi=iO6m29iJZ!YWi1Uu`_1ZW;erY2k?Pete4O?8So6E$
z1aRyCHnZxwqz@M}8wEAgOZN|(H*r0#H;x*KXPwnXSd<ve$$>7SBK|YS<f`n~bMNf8
z@g#ZTcx#EP*=BQ@R*Sg%7lycE)M8D8&Iym;XRdu~3Nq`N@!Kwpn^*tboJD<hp6pM=
z15#*Zv!-=moUsy2dKxYkLM$1na1lo{<u|7d5Q)AjKhuaz=;_FD^5z!4lz22kNLTlq
z-kU_0Rw*j%Pk@)D=t4!p5@Nnp@sGriQ#&QwPc0gs0dcx|QFVdB=~MF&!uBk|(7qXW
zinZn3)QJUKFc&U$F6v3vrFXm|vHuVU-5e#JKO_cW5X1H=$vq}Y7ECw#n%Ep<$t9pP
zRN3?0iQ(6YQIg&H;AJM=q$Mvk#h%p$9JTJr4oy17-EjgZXA;YBzpVPnF!Rj$0-7}?
zqc#|2b@j*B>rmY;a_@0FgFSC`sU>NJF6JBi(c?I2;jFq0(r4WQRb$x|#QC&XukdlJ
zvWEx_^fd*$sgiWFRHe>p583|G8+7sulCFHcwuZsdjxxQfY$+LGJ3dwZg3^)iO|vOQ
zwa3By!&7<Rv}KGWX6@CsBr3y7OMOUXiq8oP-C1gU5bok$39OY=aexp@Nqa$eJ?cEf
zJu@cPSq$t-@CK1$Qj}I?e-$JZvJwo=%M|Y<sIK@}8J%bZyWZcdBA_tGi)4Qj&vG2l
z^Ze<uHqr@ASGe)R1`68-bkDwK`(Q5}alcn6P0+fCa8}mxmOs$AIU5R|mNvStv}52H
zJh-maOu&tBMao&wu%&AZc0nz^-I1O@OF~Y&bd;$f`_-MSoKWp@HdOj&>=Vcdy!M@f
zdT{Q_1<VS0$Kfv5^Xa>iD>Jol=0Z-oyl#I%hH0~WwJvnLThYwDlERK#*@Vij;Vq8g
zQciISZe6WGj95OSXy!#>0VTWR%y~>#n`A#AOTsAjyY>tF*>ICUZ5>^0+~DEb{g|rL
z$f4IhytO)WV_wbCg64glamUAuxcM9t=tz41nOy*u%F9*bSNL7(b+6^?NNKxRhlDw3
zuBLUxR81}pIW^P=G|Gvo`~1qc_x2pd@$=Qt9dq(4<oWVaY;_fqB#IJ^_8`}m#~jD1
ztxI1H7Cgg@`)~e(=ee-vk7n76oj*7$6g4uP%vXx)g=e(pGN(u}&GPh+0tRX3iw;~9
z*+f2-4H(fu5Y;Je&m7*x1rx+q;o<Wu@_r$?2Tq=FW8W0ViZ6F{Md3I4to5mC3$bIg
zJ-8jhn)=<unaiGH`PK7=b`15o8RA{!flciO=U#ZTnRrrr4XZ-xaN&vfbov$7^#c#v
zxGByHnpu^at7n9)<BDUzivN-CgNjP4vsQm3ytf>z+w|M7>6+`|@!Gonl<o%l{iyfj
znFqb;pBqY$5yxtxkgB_|7T@xB9SZaz7h#r7LhseQsxpJl`zn~s3?R#?6;AKb9H&w^
zOy*q&ieS|0K+CgWQ3>*8$A-RybX({#tM&7IHZaGWfasbuRxl^~ls|*E<&gJftC~Jr
zI37Pm;GPyywg!m9!xl)3v}=%bRlSH}nAybJA?(JRt|=}_WNax6IbivJvG*3xbtFr+
z=n<m@wwPJ67><~knb~4yvLp*EvL%brVrFJ$Sqv64Gn2*ikKNt3yXW7zGw;3sXT4c#
zPOUmrSyd5PnHdQYdz&JZs~Bs&k0BhEvWmWtWUa}WI>WBWyq|X%Vx{DhNu?UpM=?Pr
zX&+8D*e!lqMP9z|87j_|bo~C<<yR^0)^B|)<*Kb_S7@at>BY=4Bdhbnx$0{u3pVoL
z8@Ok^Ey1rtF?FAg=fkxd`;Hg!Tb<jzB7|S5WLO;?9ycHPRHWDR9Us^Lr6LsNMv86Z
zRxA)E@%XHVTw^b{>l7cU7FE29YUgK;ERpmD%eFA*cDQ$%cRs0K&MutPukOANI9VgC
zwQ)Mig}Kwyo;r^`EIdPfkPg2&>cjV`PInb?c8%Z_BE9~+$u?`VPI&}#%s{PI(`NS)
z`{CgBV_NOY8Y6joqSPDcwxp^B@cELrcAC&15t)Ps*V;^TZLsZ(?T47TSPCMU`20<c
zc~D0C`;lNE48GIMzv8S0S^*E|JCpTU<hs3biJO6+fRvgL<K_ek=0GV?h4M8~c3c}N
zc?Rd){AOLj@$Ds%W28!UCM_JxP0sP6HTQAT+ALHAh|hAE_i*%5RN^A}5JP*EN?pNh
zATu*5yqCz`5C4NouF^L#C0d9_h9V$&*s7Wa`~-en$v{DE4<gH)aW76fwdYP8)8JFJ
zX2m!;dR$YEeNGR#iK$WaNq5h7Z;v^(gQ|p$!D~JV?+Ahd|B^Vo>$fU6%q;;`4zXd`
z(eJ1;Teoha1&QnCKOaY^d1u!Ob%IxADa9Yt6Y7zulMYbxiH$lybM`%K<53zl8rN}4
zp+%QEhZ(l|`5C78QKu0T3Ly=Uf$41OXtry?(0Z?0B-l4i)AeYO?>x?t_h>DTwi)jx
zMrcxUSSg9W8z|n9$+b^HH}tB13r})@8_@lgdkj+}eBOo~FI*%ggW&ss9lWA2j5?FT
z-rlXlVg&AX0^R7tH_vX%ge1&SJO8aB-;m9!MsHD>Ks*fT%5RQ}xNZ-APpt@P!v;;a
zaMEQ<HJ-Mo_o7FL+eSOofpAy7a&Jbzza*(2!CQuT2@)Qav(OzwthI^Ixpb_O+2A-u
z2Xo0vr%Qf74(dV9fJ)PpP$kY+I@eLK!u;AlqYWR1@#P)j!XzxK@_3{vE7k;}N0QhP
zbP=V67%HArcnDW(e9Z;Am`#{#Vf<v1?)6NrN0u9>x@#K0EkVqE(Djdwas;K-MJB@S
zIzQMbFNh?Lwnf&OAZApDElMY=uiK|T-Z_)l-S<=NLY4o}`{7;ws6;Gylk%gTB?mq>
zTHpYxL+M1snvO0ZBFIRfJj5$~$u`MQm1e76Bx&zby|PRCh@1VIMb>xLPSz^jq~uYq
zRB@=C(u>Ne%R0WD<7Mig=N#lira6sqH+v(}CfpYB6pun02pVVw^Iw`NANzYp4-%TR
z&%Ptw!sVmX;(*OZ-PnRykh)kGp7RwP26IH?3yP>PgLy=i>o713Vqbq_NGvYNS<}ta
zfaxDp-wCN~@ahpG$$-YWEAD+ClJiIIPB^FvfGa7m+gk%U29WK8h3vFOrv>#QOg-Ox
zwq-E~xO?9h_P%e?9zy1$**j!BA#3Xjtdrh0xg%can-1p!U&jvz6nmt}=H!i-eP6fq
zr`d<(lLA;$+g;bZ1`Y)d46Cp7CzWS8nZYU>2xek(nP-?a`vsN!$CyaVr0w%u8!!!U
zM2Nvn&cNVeXbZY(Y5gMxb{ht{GjN#_0}i$P-Izi#h`usKKSQg(5Clibq?oX5@WSku
z`O)kfOF$r`h;oUop^bj?4jjwCwn%8f=$|FK;}W1gPmD8$gqjF@mWJXCuW80hZzSBm
z!1ysfD1vC)HP60&c@gDiv1Q2|I4pUd?63`;5)-E9Uu<k|v_a~DmEI^Av}(v3B!3#4
z`Nr(z6L=1eKa@nZX-foHvKjA%e<xWEF+`705Nm_bb@Fp-55!G3ZUxslDw7fCE2_p!
zLJjx`;!*<NSHRR@O4<B<T3Ml&PfNb7)-{iJg%|QZdymh4k1rU}XJn4t2po4cEf^jS
zacHykaagE!uN<M0qx4}aBccP1iFtyfJI$x$8@;K?-@0@Ibb_Nj$yG>Gk&*n&&cb=A
z)IUY4J^eV68Lv*ylk_OV$uQwJ&Z=QaYop^|4Smf{5T7Ymb?x2Z9a}EdfL}Sg$$|gA
z0B3uXNYOu*<I`cGsBm&J2h!@G2N!bsZG1^Koy4oWOkC86Mk@ACsGm4*1Dp$bRye<h
z>u5_Ob*Xd-lQ!bbblF;pNEQYTFeU+sPRfZ^l%qbqs)!D#bY}08(u|&6tJRO+#77aj
zPhP_b<=7d-V$^2BNqS?pP7S;1@+#b(L`;%)h6ux*nSd@5f=4gZO<A$&`12`r&a!1}
zvBg*IN;dFvt4yrN_b<z^!{I!BxBC8vco1PI9mQ~FK9IISh_~b`E|@DLB?Bzx$kzfO
z5Y?@@+V_2NAWBum_D@6v<@q@~m@gDO$VZ+Y8Eu00o9=6lF&zmRg8X0^_tO!A)!Tg;
zBM%nec~c?%oe3t&c#(S*`H}s8_<*HKGU_A0bAgz%g{jEic7+DhY2cFw6YwDS9pi(I
zr1&TfCR7eE)^i}J@&@#GUN4n{U8s>|_InWo$vh%I!aPH~e0=HfS>rz=ynTUZjLkfh
zK%oyr3SEBdaTIu@%V1k<Nd1K!sbj0Bda0UMIV4waSge2kq$V^om39_;t3_N{M_Id{
z7hwp+l^9QW%>X0MN{J5dmZ?<mUFqTWv(1v=XA+(-XVBnQoW68072AM1ypDLBGECST
zwEA+&?udw$>cu#wAH`bi^|-HLW1Ew;zaUkoCnpY?<z8HU-8F0@jw|1sxmLLitHmjK
za|=HS3I46tX1~#R>HCwTfkv**+|p{5JA2)&mF^Nok0pX(EmY-#pN3c9+fGe(qX$##
z)zIVQ?dy@F2mTc5$e1K*)wv0yntZJah2m|kh9Ltgx$%_2e8+?v#4Exgo6Wqnspc(b
zT=vALHZeJ~fqf26UDBJfs3Ga?3#CRK(gZ6dlXwgysV7HE<G1Wl$pMui>B${o@t5a1
z5WS|}ws<p|eDTdHqkZ-X{dXpFCp|52eThtjBdmj0(v^A<cT^?SkFU!r^H=m$nh_7H
zE08zU!)s?rk*+=~^S%zQEfJp!vRATA4BW>FFoI3tiMGFbKfSIxG`)fUdX(580uqmM
zUDaQmRXvPXm7@+`Ik-4>RwFo@`dl(jqF5@W@%6lN@KGTox_WS7f1D7iUjQRP<}1OE
zms{&z?w{2O_=qEh`sRklp!QO+s_!_N;vV+3&J0entvo+?7pe*0bi5B>3owCAb(W9l
zvM#CJ;9#pmF~IAh4Pb@UMs+1F$fTGj-8X+#y52kPfEO{5THRdbSdfC5K<;Gc!93gi
z3CF5@!!c5ZvjY92aI6!`HlB{9&q#!TqI1<cN*7Z=3~cDyyhNxqnHU>ABkt)~y!hK~
z2Yq5P6b`g3>y(!+CipvBexdaYO${q7?Jf<3O<n^$+}@d(udnZrX7~vVc)K!H^c666
zGH6o-Q)oWVVHj$WCWL;yZ+wSr(vGaNC@h9$^@(`7kN6#>?x!i8PtMwXWC6_N^gU@w
zQ=hM3n^Dk~yjvX42775j)ltd;dL(-Nf}@|77JX+uT28vG@b%m_YB3rOmeD!UGOMK$
z;>+IZ>NnLotM6wjO$&12ma{ETSagOvkbIT3bSo8b{|W|uA<wz|HeY?9kSrf*fVbP;
zBWQgaI|#-Ui*1AvIK~*7YG9sXK$T*!M}8blYWSYPa1Mn@hkz+o6fqZ7*r6x#4bxPT
z1VSP_^sRqNc<f}RBTnq3GjnYpASr*q8MZ)iL-IPUL-siWyp?DF{Dt{@aqrQNv5g0F
z@w>2xN70XW&n?E%YRp5hJl&g!jDb90)UTs1RK!)PRiZ5$iUi`y;ft$OiR1K5RFkLu
zxMWM!t)?w&l}3sSai-L+-|WJ2H`h`_#lLlrzi`ydpv@h~)|Hw<6BC~5Vja(uB$ZVD
zG0*vZie9We9qoX80d6uY<h#UcR(8S3t*Ftx3JK+MY9=Nv0*esKUU|C{imft?64CwR
zR!9o=n`lU@rf=QPBeUK_WT){iX(}rdT_+YNI|EHFbnn`mdNqy8*k0L{ykJUdQ{(>_
z{o-_nz=#<0W6w)ACMi22zh2~1l@Lj5F5KI`XPP;0Ex93_gPTbMS}Ti{^5dNCS8p_%
z>#EzfA30DeTfO-qH7Ft=qQW4~vmE%iLc@lPH62sr33i*`>A0z8WVUgm>=7!HM-(>M
z4?iOG4JY&s%ZIH;8-e@x7RU(-5WG=Hy&uO~ZD*pm)DOoN8F42i<-a6;FaUCn>(+-n
zN!QjXbn^t%?JX2za%86-XEhKW^aoG*Xb)LhrC0lISMOd$zsYpJ8gEi)o#XYGj(Er}
z*0|YI@M15q{JON%DwU+Z%A$p{jFP0gTJ;b;-^k7IehL36;&3$eiGd<{gks2KtjTz{
zeQ#x;iNRoOVIZwGhWGIG{_8u<s;O*^A_HUT<xu0c<bxWj4x2QAA&KUS60P{15Z_C&
zF))Ju?2IopB3GGFiV)x+N4Jr36Ws!n5}L55-4>OE%ia**U4T1qn*3e$Tj1-IR|tpa
zc6S#l>#L92Z6EGJ5{Jy_%^Dx;KYWvd?4{5^8d3+8WvDTn+IiRX4zrbuHYnGPFI{ZY
z(L|T0(CWik*P+vL^4|$qkdMm5BV&MTc%O?uQ({Fzrr6#|y*4;4G$1Bt8-jD)0Cq&m
zjDVlDgVAM4qW!agH}*dR-UOYDenOM5F)=d;8`w*jSeTiE0x;N_Kp-c-9ie05;P{Eo
zVdg}{`U@UJ=qJ1h9WxUV9Sb8P5gRiz5hp8??yo~2EDsZAB9=daMdS=@Oc-QU#Z<L4
zX@o(TCl)4-awcvJlFkO!7Dj@$X4XGJPn4ZaY}AN2en&s~8Girs-i{Xb&UTJ}!3_Be
ze2b8QlgZC?|K!rbk|N6PPM|AF+M3#dz)s{HjZGXaY|W@tg_YkjD4Cd9fKU+JsRTjT
zDkg6klwIuYtxarx<^UrooF8<uik-Nmh^&D<gQPL&Ukhh<1`%~4Hb%x@`u!;v5zEg!
zR03VV(D^533+T+B0{z5qVg3!p<(GWw+Kk$ulR-&A@4C8w(dH-Cz<(HX$in)!aDOkQ
zAzOb&l$J|$zPwMcxQJx0g^H9^H@<%YEtB@@DdiZ_3L`yw+1SPG5JSNYzc(|5sXj0B
zE^^_Ixm^yg`k3h4s)mtw{*F8n<GM9mLr8^Tmme+75rrZowLvovJ4nmTNF|=^+5VeF
z9fBrrQDxvKD(`A|>+&1pt6D2OTcqB{4uA&*u!uS<!%2*xt0e?X0?+tRtI>m>!7BgG
z>;pZt#B0WGMn@G!Y~oJ%)=vdFCq)u>M`hIDrDX?bsy3g#qlT9sX+*7dL8njMDI|S|
zw=hW8J>Zpv#EI*tFLIjP>a7t@D&aAN%R2E!=!FQ|Hjtbb{W9W$FhgSVMvDwBN=OB=
zhck;V3lG&BY?Y)d1J6INU`U~l$<-B=yES;^ZoG?uQ<(1F)I2KND}H^4f>zY=1(Aj4
zJWHTdh-|d`mhg1<5~zCdt`xU`vBx0#5%CH~&dFA6Q+53rN*`mJ>z~vW;LnHm`-A!&
zB?I_7N)YIIgNld~5%71^jQ=u}4B&6*JpT$c=$DK?#r_i|<JVcgYx2K|lJTEH4f;QY
z#rO?6hzUpp`~?Q`SKOdqIsG5j8g{0?)tXi{S@|VK6xM^0grY3|j86n0Y;3bfFY5$d
zDM2)axl(w{DGUX4zQyzj{Y5>l&E?1nTsU|z&EP%;?Dq3vrxY4EDQVl{H{F)vPqQrU
z<h2tx(GhZskG)4<^)^mqa8CVZ=UYo)3Un*1V;xO9Zj?FWcSRh@Jx>RRCQ0e!y>~Q<
z4)3=FtJ4QJ(HlW@=9Z<1Fy*A0U@`)`{TH2FsU$I_Njx+np+#9PnZa?gM?v-nvjhU@
z;9Dq;q|^e3?n1DN-2ubcGIPFzI8}Q2k(q<#Vz&KXM|+CmYvT|!Up257fNLQD;jl$^
ziw!B|LS&6Kfk-jmBx_C)4!&5;<Lafn2w8CYZQRz`zSa#7c%zhMjq%0+ZFMX9Y@-_M
zGkztx*i>Cl+8jDV&pI>q17vydc@?d9zu<X4Y$%h8?2k;|a9fG@i2#+ena0zCZZ9;0
zH*(vb<Z!266_gNveizzK9t`~hRu(`J$c3eD(FG1^2XRVpP_tRHZalW8Gf^V47!CX!
z0xrM6g6zeGlc;^GJG<RpAj7S?lI%oVQYWhzxgti^YE$Lb!=?GKK^p8J(;q2j6-xJ*
znJ;|K+&()tcip9bUbM(4TQkUszwx02nXHNBYK2$)U{@m`57B$QMcq1Xk~bg9o;nH5
zW@xGW8wqO}`puW+GMJAaUgv!m()nVZe#9sFW!pLOn@VJDLKJZ;OGa+Fnfr2ouostH
zt2BJ5UGNV$sgw<CHrH=3TB}rM{_Jykw<1={{hQ(JNE5rr)-|qtq4^6O@76e7M|r|H
zbh5Im<^8ZHy<*8{vL8P8eCsmYZ_PZUoA;+};k$xK^(h9YUh%0T??FQ1;|ihEFhNYW
z9iZ{=Zx;?=vV)+tLNR3YJyK?SOg7&nJSv3krMbIdRnqd8vPfc#fc*ep@2*JUfompC
zx!O5c`^93S;R(V5l^pt?wN8IQz7eu;c2Y2L6t=Umx3m3e(KtZBX4ZC&%Jv3ECV#;!
z`yFsgL|El_xUJufJ~JyPgCwX)bF{bniN!_a?CA0jC@wY@7Pf!bx?ezF4C)rfAdD_1
z7S2Co;$P-o)&M9{Vv=G2FmM0>4734W76HNlXh<k%C`f2%C}<cMXjpg@cz8HCcr+wr
zL=;RkEG$ek3=AB6azY$jQalU{B3dF+3d*<CZ?OsK80n}O$*JB_{k#Ym3=9lBEc_dI
z_%~EI7&uh_%deLX04gjP1mFt<7zqFz6$}Cu?4<`l2$B;D?AHtM`wI*l0wgaCEF3%n
zC_ya>02~Yg0vr+o3JMYul-dh)8~}+5^_rMT5c-Xx0St))8uQ1fOjuH(%1(5p@iQ_O
zLq|V2cnnM|Y#ee5N~*WiKvp((4o)s%5m7O52}vns6;(BL4NWa0V-r&|a|=r+XBStu
z_wFA40f9lEJ_m<H$Hd0PCwxsz%F52k&C4$+EUK!msjaJTXl&~0?)lc+*FP{gF*!9o
zGdnlGu)eXmwY{^uw|{Vcarxuw`sViT{-<7G0Epkz0=@sH*uT*W6{Ht9BqRhR%ul_*
zz}-MQ1S%vHF%$G_K}8q?hc_h5A7RmiqB1Kx;YeAO&d?1V$Kf%^fa~PvKUMps*?&$k
zzyB@G{-M~PdMyADA;3Tn4+0gy54gK1o40UFsE}o?ZRTO3VQC~502r^O<>Re6sT60P
zrBw0M@0|<>=PyAiIbxDh62v+iOym8*(~84It5&_-js7%ORqGCj-W+7UvpTGC^!Cf1
zLR8S#5jEpl)+P(B9NUh)L?ghp*fMtV*KS8*IHmodo>LmP{H<xs6VmZ>j`3^aD92L&
z{%h9pTMyXn+ro{+me{nD+2b2Fho;k4Tr6mJo>2o3Q}A{o>E-M1w3<D<DaoAU2@r8W
zkpC^KPoMfhh`9S{Pm9&JMucI8?jw7(dmdM#<(_A@qo+CzEsgHAS>Fd-XgJLuqxqEj
zxZR+itU}w*u8Z^cX1HpXlg0D(jkQM_B|dmUM6H&wgj2<bJ+_k}XloB2#faCXcO__j
zt34W_EB=O8A!&_f`{8L8$q}0SqXvP&5A+%H)eD(N5Cww1>*@om{CctHF?V;QrJ@z)
zHL9MTJIc4b#k;EEHD{+*jw7^~lr-w+Nxk$C{T(we%&{xRAEi{Qdr70&yPrY4p79hH
z*Ji^j4<5UrE_+s_!+d_N{+g*Zy25=oIF95kL+B|Wt_vGiQd$^+d9nurOI`vh7n*h$
z`7(dLvTHY`=PQv2MxCz+Z%G|`CB}4Ia?%o>LD17tvfB4QK$H^$81i3j*PR9+SewiC
zF|N7j6AI^6q@AEHr7}(HQJJlY2*Nvd`D(K_UU>{Ybl+gGCnS~S7nb(N!=2j9umJY<
z)0x7N2^j=LMK_S|D812M0A&e2_c-JB(#pdvJ3q8|Kzm4tpI@1_Wl~^?5RLX>fgxT%
zxTyj^z%o_8YJ!1*RNN2P6RO60k%bL=l=+$N*3_3;9$5bdSpS-*s(!`Iu;)p#V1G0W
zw@M;cR}Nd_o&TOi4d5pSZ(;U9Q(6LEzT}i0t)2`F+hmP)<s`Snm`C)k=FCYs-N{L<
z=Uo{HS#@fJe5ktb`S4BDtqKl^fxJ|f*29^=ECxGX-A!XN7)H&_5M6vKMAk~YecaZ_
zU&(*af>blx#3hPM43D`fx`ekA2tKowa35Y=P+XQ-u)Ivu5EpRSd}7}$jF;B1$(N#5
z{`rHzeYk&~xhuwqMa~>Xlu^7Lmv~e#d176`i9G;cUTb?=x<VD|YYG5blC|Ay?bx+<
zaN}U7pVoCS%>E0H9W7X|$^e$(e)_d<=5bl))T)0E&Lc_=qm@UjgIK2G>l1+@7y$qe
ze5pyHWjx~$dVIE<4O%`k8A}rkFDKwqM;2XY7Cn3iUth!TM7qF5dhWznp`2NV!xbWf
z7D)mNUCZ;!(3fsE2Nz(yi9dFlm|6dx8-XJuKlSEb_E(*JH}{f5^<tbA%h_23++Y-G
z#}o8VV%R){9$vle<vN{Ym|Qd2KxXiAyaY$)iXTL2qV_<=VeZ#=uMVg#aHmvMR6=R&
zx@V|zEbEU9D(dX#Piex17z(d`pa-kl)anY&prY44EioYl;|*tc117cL4nzxdaTgzw
z^At*fVZ@4ylpIA@WS7zoEYc37Lo{ByuC($~N#VKX>;<3)-SNW?T-3nj?D8Aq$_S4I
z+RQ9Ff^~9kG&<cyxxppsB>^TU=bq*{`~i0a)O$gwShm-OI}$c;IK!8kJ`YgFG$XnZ
zwn&mR=<+>Z$~Izhxh#Ln?SO=P7unlEkWI9cYjxc^4YkrpzWuzxGsBJ**MUXI4c%v(
zG3jb|@(6rx^XlR|-30N{=toVMFOaVW@)7T$yic1w`r7Dch(8_F^~k0Y6&mh-tUHoF
z_oMvv?I28D^t<>3yP^Y333WOOS79t3C|Y&M$5Amc7?|M}vkmPCG|NMG2dp5fEN##C
z!Wb7D`b`J~8W)n3g}hCwG|NtEZB^l;H!5w7H4(T(N$bm)5D@Tk&@ku>s&@K47~#+9
zA5%rql>cA=`}J9T@12&A2h@I$Fpa9CRl4(yS&Ynezn_L*KHI{y0J1Zg@0{>6qH<>+
z%Mi$|xrTaF5E&-DVJahzUU4T*bRED&Gx<TZHs#`}jT)wRCdk<kF=9wg_WJRvf9=UK
zOllhK2A(SGYgojqTaTL_c2isi3XbVG<21K<Jd<#=H%l?&0%VuI_Lh0I`LfvuH%%@>
zVv`Fp-<!oGl?Lq{B9ZvvXU>okeG1;^OGkGN9_-Vd61gW~CH7dgIQAgHz{KpUJyY$^
z)_HTxn6^|m)CcWcoB2r^8f&WisFFEy;zei??9;cOLD$($UU6EPlQ%VntSlqONNoTG
zr@y9v-Ob9otbJ)vR*|TsW8S%u`8?ugh8XQ0Mb-PP3C^~3SsSq_R=!TNif~&kHCZbw
zv@o}XWh#B>jzA_c62U@gac3`Yn`$-jC~8FmA_cOnPts|krLmNlWh=rLwq*=;4X^{I
z_6;sL0=Nr2^=HqX+xsPTpH?HTp3MS4#q(!d^q1Xy&qH*y+Wp#787GpRrGHL!7lLvr
zk{<^!nw1VTeVfMCX>6E}&ylB4`|H6K9_>hb7Hr2a(Bvq`Am;k<S1zcwlTgn@<&|ab
z)+_{u1uzzvM(@uV$M~WvYR)~Ot+{-Y-H?So6lnIt&G$1uA(BpZUo#vZ!F4w2hpEIO
zBA}XM$KK#|yy?M7);mB<1})f!vo7K(mM@Fw4e~#^vnI#~y`@az$P|m##3CU<jHmPk
zoLFU^WBOmcf{>`0V#upDZirjE$VeVGU*@~0gs>H_<T-QCHnCrx+xaU`_b;yQ%Ck)^
zQVWckgzH1nC9+xS0U|ehZxt+^cb;i^4F_-Y4Oks_DsjFQE)~h*bq^agLV(TY6XE2G
zqQBMD$U8YfQxs*wmk06c!0O!At3(4YUw2K5)H{g<&c7K~0oNRb1wg2IQ;c~!6)(X3
zuv#XSt*h7O<)i7>V`t2F)Gjuua+oCYOk>NhPNX}@j@LFXi;|OJj)#5jvrv2doS$uu
zk-*lXy-p|Ib>G^S>hZ22ZG$YH)UsD#Js5xlHY%R$N<jRb_3Jar9;#%{0UTZJ@^E#w
zHU|@>?l99ugp&^D=c}Pr6iXY=0%p4f(r}JhYX`A*7gSFw5c~PojIOl0tdI7RC-4PO
zTJlqqKR}XyeOh$qoJ_8_q+QP}yiJUQ^b?ZQF+0h;LQm91`t0IPTo+D5-Y_{KG@mxD
zM?P>@we79gM@f=2CDRclBr#Z42G(IRio0Y6oviMXTPv$|?7W#QNQ|1Y8)3AhN*#L=
z;u(mhC?k4IKZr0JsdM1!@m>MeDlX3d0hx~Q>YK(nMW9oLZs)7vNLl<II48(6CiCsE
zCdS_i$lDd1inf+!x61E1Gc)8*prE$V;<SJ}5ym}-5odn1kO8O6mK^O>uaBhZa!PD-
z$7IxC(~f*LCDMo&=3aD9wg_%dt{h(tqusMZ&@9NK{78rf4BrEgcA5xL-}5Vc2Y!(i
zy0>DJ4%S1ahHL2!n>?jKVcYV2GX|4n_T>Y4!L7b}{bace=9?vv=pGx5emo{3unx}t
zA7$M=T+r2oUHIT{fvJMzb<K_O&Q@m7WQUDGe2OO)>?g}US~&<C()SCy2|umEAAIq@
zeU>lmm$Mc&C7IjU)LUy(&;{8EpuP6E>ZJk?MB7Ir3oSZW!-LjYZ|$}Jt@i*>xppFN
zopKzqL7#X#5Tw*eICo6F8in>m-?gbSWm96E&8)K|Q7M+)NQs`iiTq0UR$cvhv^{CY
zT}GP9(~LGyI}Z-xPSH~{=pOx1yiD)bU)gF|Fvfcv&!M;3D1`N);LALy|5r{?bs+uT
zxUnGw7BweH4fb=ZW^f0@d0E;`CuZGuOFrG_WGBzOUh<YIKQ)VY`WvGvq&9nt*cImU
zI_#WMR9U{DX7|tiaLuYY3_?PedK9-VFh{ampc;+*f~5gJBmB|peVI@QVEi0@A+Of8
z$$PaL=8g@oT+ZH$B}L5zO-ZT)R6rTI<soz}l5As&bW^n^hV&9;OA8yr4T-`&jZxP)
z)Q<`-a2ds@KQk?KV-)8|;y=}lIuEH_j2pl5P2nH*wc%|XD?s0k<4qZ`bHS@x6m<@9
zG>EMbzvh;z-x5V$seLG)eeAR-znXju9{_Sb6Fv%l=dU-ejVF&ssHR2I<*9lBc#=W%
z!tF0KCzzeBWN%0ZRanUa7IiS&QlM?rEIwXz@e8Fh5vvn{#Sd(`Bme8lM_E*T`6#H#
zeeVtSZ;fFo9pA*@ab{o{1JrN{3YqKRCfVA%M3{?`g~jjWU*zjrKnqjP(>Ql(<0rWF
z^-$-t@GQ4UfU#*CqpB%ex~$|eiIn`rdfN@I^O%()r8Ie9ERn%a797#_Fz`jSN!H|t
z!~Igan*PnG9<~iLuhV(}rr_*Kl?%raX{uO)lZyk=QhY<bh6Z~c`f7N}?pY}^LR(Gr
z5<ZN|^XLaKQXdQQ`14U{%~`kg6t%IQQlW`^T^!b?kO#H88dOX6ar_~m?-~0G09$pf
zopUoLgi!vlfxh^D&r!=OXCd&ZHnr%qp&`mJ%u6#I=D?~vxfA1pq8>V-nD-<%Tg0^K
zvld#Q-#KLh#fG*;|6QD$QAo1V1j((-<}$dGcT!vdivC?8L6;G&)5X>`4Bo7wOX=d?
z?85YM>ven+R(+y1opo8fBm-rl#OuL~Q%G<}9s1R#?5TwA{PdN&M<K5E<`d6nn6SSa
zy`KiqN-(#hj;&t(MoB0^W(XyOka1lO&bn$dW|86xSd6Ilv~{{1D0|6F+yd+3^@55N
zQm=lufG5V)P2n5p!8xH@aE6-d=W0;$8#Kz@9tc(lo=&`jnih3T!SrRR($<jcsw!T)
zlo|c|Q>w4zxM6n{bC;HNgzL%6=w>ip?FYJT=5sz$%?GU)TdF6uWwKu9+TUO*<F!Pr
zeh2%xb>LH{O4=bNu%ils17oB*Q89~|H~`+PtsD5ra^Dv`X~NVrufFnW8r0Xl0_Ss=
z2R3j*l%a&4$IOKJyE@f?n6^Q+=pQ@!?B0#os%Qm{^|dT}nsKA_K%6UTR~(`kH1djm
z@@lOknzGC*WE8K+Lv}OysGK@_spi*`V|wzGDHm3JA=FA$(7)>B>8Gadg<GqhB;D{#
zq|{<vSd-c`$@o``a4T7AM5H!6j@*~3ZNvwtD;l>RD<>DYPmT-AGtVb)Av>$)!w|EB
zvDFJ9uX^QKzo}fiF>5Z1JHYo$h&e)5(iYzqgXf>4Eho#q0Mx!?ByiK2iTHOAaC|rR
z{4r$%Gk*m}Em{$~n%*2UFUPsl<fX6WlKgGbit8yYH&d^ZWPc{uHO5q&JBtREtVg+#
z*xpOBoMyU~W<*~h=|QQ%^Gjj4p7`k=;ODl66ekxmt$FuMRO9yJ5j=z{<8OOy=EU*D
z!i=uadFk`?uvC=$SDj6#58V)ai9F6FNqf!%IZ3_q44BfO2q?7p9sLy%mS}JqXj>2P
z{PJ8NDWPI@f_z)j%%)xP8+4m|qK62}QY`|ac3pYR<`z-v=r$FC1_%g#-;(>dx?J9_
z5UM;<ap^BoQO3{Ht!;Jh#5!%vV}kH6n^gJ^wbGc*j_W^dPH3&%dwy!Kdr%DVG(hMH
zcue+n!{(qY$McxdgQ}RkLVmrFSM35-myBfAV37mYika$98NGyv<X+VFb|&u}^Ru0c
zbW~*-*<il;cl#o~5Wpjq$2`N~{S%nWb9?zMg-t_ney9$2AKW|qafqsNN3=+|>;C(Y
zLs}k|Y)dV^$^uO*oRDvM9pp|<`QkX-OkHBIso@$AuB_U9&lvh}2X%FomT(24PL>IZ
z!<9#abq>Aq`K5a2s@rvO>-ePINjAeQi7?ke*|e`=)DnX*cnV3k^kA<zGg}G0+RJ4H
zZQCwGvi{@<{%xdCyE{HZhatW0j#rLXh%1h@lx<IWx(gZV6dK_{=Ul)yWX1cmxcDW1
z5ndcQsRzQZ$M~JuB-y<JfvG6El}cr@Y<tqg8ZsM2XP@w%_`0h3zpA`O-QI+<%JS1L
zG(&YYlQmOfshgihBNJ?j(3vwXr{V!hx7pq278psg$Ek<9a|a4F6*ZA}%=9x0oiVg9
zys%_AxZBU|Wu1))|DqymPn6KJ%F4}jjkql>4OWW5b<p-f@J&zZ+zO3v%ot6u`g{81
zh?z76AGhQ<D+eRWx5O`asXB5J#9I5^xN;o))v$uTb9q{c5ui2Jv15?9)4x^~cE^wk
z<mC4ZZ{?b*yAe7Ro1E#@mSD(GtB=;)(O4j(l`tN_cXSk!=))T0Nks$8-;nMvuMN(t
zC(i^k5+lX+E6{o77%~05xo~SoEGs<%O}L;8L2cJ?ZEC|Ft+%F#+EFw0B-f*a3y{LU
z02n^t*{_CRvbhaq>adQKB+b`eoNiX9kJf*F+hYJruCmFg!Y#N5?Y>U!$(=}hlHCw!
zXhF&et`V>LsQOX)HpFHb#2~0Y-D&aU;S)7=Tisp#p0Z~_%c7}7-Ejboy>3=eL{QSG
zCbGwuxp9D_Pix=!9MMB9bpv-<Xtuk;vZ=NvelSVr`9m~IRFfDDX&=so9P~tA9kkU*
zt&P;B`V>XmR2jj>fl)%#!##itv~fV>Di`j9hNPar*+`H*==p2oXfu+hiHt1mY3D#Y
z`Hfj*B&;%ZP!fO|6Y9coub8=Cr~X~%ZgSA}^@?UZM=$s>o-LVEy5M5FWu@IU`q}cg
zFP8CH?q-so2G{`bf{;gtBjW3cw8!4lbkmQh*rmB26><VU8u-egg?a<|+GhoH`OEU4
z(8<nAl$ps2nZv_<eZ3O_&vE#_+G^(&yzfW(-&tjy)T|P!E8nkUT$dD*Rq;6_yz5jk
zDw|A;UBxhWZSo3_D6(*rS#T{zki>I}G!7oGYr+6PckXo{A<L`Xial?P9anajYFJc^
zhD3k!vb{l-1M44z%~2A>9)Q5!Y}Gvnafces$|V?C9<!z;z7dM~sz%6BImF!CLUIOP
zum{-x{z|vlN6Y6ceLiod#aM}z8kaMD)PNh8P}vh&B?RSVS)DxMUj1$ln+J=f;sFkj
zfirr4JbK%R+qjDw0(*><cIDGd#%<vG12X(=R_~%nd!wp3aU+Ah16_6H*hmF9ES9wq
zDes})Zm*qDjup6#>5%%=l?2Xw(qM-`Q9gFGCZa=g9Xo(goGfM`=*PqJvv0ln#Y6jg
z1n~dWSp22&C@eWCqb)OPtV+}N{5-0pk&^xP3epi&V{jdS^(+ItJ>|3$Om5L)w8MRc
zWEZmHe;W<|8X1HAQ_>jVUvT;VSpNOZz2P4u3Bcc&Q~v8n5`e$C9{kJY-#;LY|FZo1
z7pIT^o0ot8w%+>}pO1gR6T|$MHK?CFF^jfum_X~j$$}D})#z;8Mf{{(ys$lw#4|8a
zl<XGrT1XVMGixHd^3OU$Q*EmTxG<}5s}`0kV^XoxH#g7o`r;ya2%5bha&jMLwO2Nk
zBntg5)r9W9y-)T=v#Vd?_#&6r*W4Wxk3o#1%Qy3R7T0^=lu9DvwDtJ8<&Na;sytTO
zeMO&P>nTY8_>6_CS4Y~w@M0n+a4@4Tp7zr_lQX8dGD*F-S-n^TI<<$U={CWRPrDaz
zv2P1vg}A6<C)Tor1NDl$8LgbZ$CaH_AfzCEZ5rGS;`M*WlyXj<AWVa*$+od<{t-tY
z>J2kh3e5l#DjKZuM>aK>?@!jN=*|o$cPr}=&8tbm!x;@Ysq7!+q~E{@69K<G_fWN+
z&su-dt?+W~;j0+M)%&muBigMXrM=!VOF>wH$P5wdzE?S+$s#2`ubL?irD862Tj<P6
zBoT!UD5Zw;>*Pd2w=WHpPUq4S#4;&$So%I(zxkf`o+Zb`5x_z&@LFVs-E(kep7XE*
z{W^LS!nGI4g1Y2;Y(tKuLl<9^i{LDa>jDq~-|q~oWh|dL;^9ugSt>&t+>f<AV8s%O
zSDGVL;emtreHsc+UK@nvarI5WrlMtf-YH@A?h$ro`(WKXLS1hfa3pF55B2-4N7}KV
zw1?F2Jb6d*6)(hw-$FXvf}G{7fNfGjCM$TX;@y%KcI||z;Or$+9<7WbM4Y9-zTr2Q
z6^j6Kq4x#dFMMCMDth$On|TelBEL40LHBKqzqfE8ioK#|UkaXBBwDwrrmISpj(|_S
z{)(_l60`CwPGQxV$Ec}j;6xD>67Wq2ob@AnJbP&@feO-sT1{!3_JZ|y-#2E$9wH6H
z;Wn;=to1#fDnk_exjO#bJsdW$bA5{V>^lUt3eYVBCQOY1wi7K&S%)6D<Um-_tja`0
ztsJB$rGnzdR7u_BuG}YP92LF<@rOat*Cjw^7*pxy?F!)YtN#5*hA!{reTWAuh--b+
zO9%E<*Ynymv7kl=+3_Qa>6KRtw`{YtkYEA~UWvDKjzKZ{)EK)ZJI>T*rSX~`Ol)gJ
z3BnJSwQ>?~OGiYKA69+eKSE_gyWsz`73RM<D*fI7vi?R|^^XRS^*48v|GEZ{^*0Bc
zf7Jl~lJW2UFTc+EZ{Yv(*9P!c*8YbMFH9_q?0>GpzfY;vu(88qMR9dWXOti&QPtK8
z2ndj%ZaRM`<L@F*xE6}ZTaXTce+@e&wx=Yq{$|4r_>$09U0>g(z3bSRP~tkvU1`>P
z8Jb>s8a*U)X3txQBc{>f)4Z0TV=N?b3QvQ0_4QdS|Ey_kVSWh?htHZXwxSU(j5z%s
zcFf7UceS&heD%rpcJ{8^ul*_cL*eO-9p;4h=qk?+Wka6I7a5pc(T{5ME@dU6L)*RZ
z`jAHQK#RCQ>Z*m35u<s=_^?;uy}9@Wx{+Jpx{Ty;4uYA(2*fl-YBc2};}xjblpo}>
zJakC0aS?W$6^-U=VEgY$TWSX#O+o`+1K*8Kzk5JI+Z<<>(%ud$YI$nwY5p+g=IPV+
zAnx#nhiX-3C#=sVilg!7v#BPz*d4deNd5e*bwp}a{?XT`4!N_Fqjw~G?IQ%$>XG;Y
zu1(!OJ0|I;3DR6y7bMjJ-DJ!2E9={Yo&B$flVMtL0=}RrF{L%myx9}YB43Mv|47|p
z(<Fi*E*;Z}E!@x{Xu^_>&-F0ad|vOGC=&XCAm=J0=ld)Yj7H9I>Ogl=m-HMUu1GD~
z63nDQDKWbpLu<lJORE@vRwK?8r<9w}vc=Xyd8|V6kli9&)Acj0*Fbn=4E~l)!mICm
z#teH8My{AI+=12*`nq*v*H$+aEKtD0*65i#F0)=mkqvIEk~Dw`ZHhpzP=SE!oBo`D
z@iV}fWJc|Is(>(AysQy1_Sa(8H56G^i%XWefs;zQ>(9IbYr_5QJ+0sFiK1B4s^n*)
zaJ$SjQY<1cYS?LBbmi{s8e*^o!jxayS!LvvZ0zO@S4lD;j9p<2c!lfSzMm+Mo|4Y-
zTDlOQuJZ~+@Rmdi9}wn1T$6glT06ZWz(wYo?ZU7rpT!_NWBX{QJd+nZb1S2nix8@s
zZ37Wn+?5<<j3tfc0VBy$M28(#^mQgEIJhF#Nu5K68W=`+Y>bhuRp@N!$27Y#dJtxu
z%+~K3#mc)ij$Kt~y6FG5?U;7BK~aG2Jlj!uFZ5ds3Of2Xxz5<wUTVt&o9p<%@l07B
z>o4Hi*xc;+;_)$+%~~)T4rtM85ag>c#QcWH<49kZOxk^OxQ&zudTLs_fL*-<1xtFH
zb6FI-S*8{vh_-smcr+Il+TCSaz75yp8=ih<YYU^PKE#}4WzWzw!fWs}Tc3G_)1&7a
zBV1}5k>tb1Z!zO_x)!g56z8lm3&d$rF5=bVi4$+;FX5IAgk89g)y#0X@e-;kP{ReS
zBuHQc;L%56Y?6_J$8&SwZdk~MnaHJy79q%H;C7b!Ua#obu0X?RSm?l)kwZw?zuh-A
z53{O9Pply*DUQXRHhmw|C&3sB*%5MJ&yq)n{R&>j=LvGBxN~r8GV#%%aZQC^x@O9c
zS1y>Hx<gsj^^1nrxfCu`KYM;M#Z(*TGH_i@mN!f&EmjP^h=iNvcEE9g$_i%Bvax~P
z$+8&f>cXk#hB)nps_I6OfiUNA+pmIqE0&EuPKn(r?TbsdJT;4^+j!v81VT_zI6l(Y
zfxv_?bJ_;dH(TFb)CJGjj`WS?+*3@6*^0QO3<&9jkPRz%`*#iWo^o7cROj5&@(L;h
zG-0}-M~a<1IVP{2UDcTQ!@9So9=ozUrBXa)E{kZrYg1Try>?Qs`3xLH-)4kq2(Q~%
z>AI}TYRqN)D1s;UH6>hsw!rm^w%@N{h}VtQ8XN|p!_+qVcq7ifyndyY`%ml}>rdy+
z-&@!}?AtHD!#`OeS%2^F|Cjl9vi?pJ`7c-@S^seS(*DW&2-=kyRFx!u^E?(ba<;Iu
z{rQ{9+}YXQiHm{3!129>E4`hg8H0hL69W@F6Ei&{Gb<b8TadG+kljxg>0e}*jJhBX
zX(MNCW*{3q6DJeMV-!RlNzcN{&cQ*%%mJilW8nm41``lS&kp*JUH2a@VKNrBR=?l;
zC$lCW-~Xai_Qs|ROdLO@Vq#|n(u02fdy;W*(lfHM{FLG!l7W2F=sDOJ+5i6#>{oVi
zFoFc*U}s_dcZ6aAGSM@$1KIv26ekNk6FbN`{{OSwva>g_H829PhC0zZo0}N9n$jED
z*)SOW=7p>;tfru(&&<fg$zX3_Z{q00plRo#uWD=I3i@tftuJC{V_;#cFKBFF4<ZW%
z6^}np(EoM9zsPeSD5u$(*g1$mPX?6D9PC7FtnBox9E_|)?5y;Rpnurd{zXyv2W{!E
zV*TH(1NO&28dRYF{Shb=kP-Oz4w$ynq6pf`279MW@;Ve&8uLdolcJ-i3k@C0NM8m)
z2QDBFBcn}_1H1)x+Aa2(w)^&Ct#N5d*rAFmFv^wxG|lOn8}s;p&4_d4@yd85Qf2*a
zNY*uZJVj}zMpY#Ub;t|xA|hGF+ywY)(#++PvPq8Ja8+)2yS`b%ycJdBNO;=lbHj6@
zY55AYcF_xa`HJ+t%k_l=TW2j<(oPqyJe^h$Tz8z1G;U!*wch+2)Ewp^8@)nRie6Ku
zIt7hUX<UWG4nMecKkDAxYw*O%*paxmo%j(Mny(~fQ{fa?%f&DTTeu8p^k+)f`inNx
z{dR+-2Z$hF6->rer&5Y?)sSI^a1ZRxc<ZidwhV-a`}jOjj^)&6yq^!n{p1ta!8H1D
z#E<~%TlxH#Bi|2#X;E+Qf<pV<jQz|`Q4l(BAuhi1z_@~2dwhM0MbDql*fWP^XH!25
zl1Xy1|BBx3PJWtUjlZiZ*C6R`3Fa_}YWV6@Q~~CO2`Q^Y`6`miA>ex>z`c`!Q6Wi(
z(Mol1EQ_y~$$l$TyjW85yDBupu;%sWVU97ETdT%EPAV0tJsF~>sVZ%PM`g|(`gOy=
zv&bmP#?P&AjUCg%#Sy!3*wHM^z18A;WP~yJ7jRm;pT`g`P)hl**A7%?fTVzJd5+Oo
z*SKH=SCsEslH@qX3?0y$@I>MuDy%f{?ESRs0qPA45_HRbNz3PBA@`cJ9Q&~&vj#qx
z_Vnn8rh@3MtzN8znJG?N;E>=0FIgG9la0{VA;d;PYt=BSm*y|Ev@Ks_{00cRJU*YL
zMo*$FC@;a7N1z_@M@s+r0N*0OtiyMUEIJ#3y|F?mDiLJ#!%OQ&e?q{<!oEmxMWai6
zzRj@^gHh2|f<qL^ZMhsI%?pLRG&Dp0J1d#CS4*-&103Bn$Dum9VAMia1#fu~ggwn~
z{8=8$+wNt$3;cLQ?NCx&5N{AMUq62Cgvl9VM#OkmtKwE-Ec{5*7|Vvc-bNm$gYPRj
zwglV!*#LX#l8CVLRbOV7=O?sv?_mA0?pDMb#x`Gmp2_8|g$o@j3gs`W9TTMsV)z>}
z3=b9%q6KudHy9@z$VfQrK6rSHZ*^4zFb|my!pAZMHSKmjzg&@!jbNX2Pv|~H3S5#c
z6zcb#8daK-m<3tIRCus7cAV2MeW0(&jV|tH9+mHp$S5FrT)%%nKT#=z6t&r*LXv{-
z>k5bJ$&i|wE9pf!>{|a0L7S8+mVI}Lk1#^Vs^&)ttZa=6vP9k}EJ44?BA=Md+ku7h
zXkQG<)3MXOzHb(UI**4Rf2U4zRDodB)F~ezrX%)xVowb_{6`L!nsNG(%fi64)k#NH
z0C>Phplm$;5W4CJQAy|L5p!>xW$M1DG&YzAs_ba<i_d$t^XBCbdd4Nt_0r#jWWNMk
zURf1<8S)!yMDgn*xB2*uJZyUjphImT2~0Z0*67aQ_+sh5F;_0ytD2!ksQ!`6!zX*A
z;!9`|FUq{iCy`Pfxg@eC;|ct9xg9&UfTRd&9}PV*Q*^)MNM!M5_+ZmgKBDsTI#yTQ
zMFzoTj5>Xr!Y!I3XL-zgL?2rBfEjXESa1I;yr(aYi_?7Bq2GNz?pn-Ar^CGUe#8?0
zW??QrU^^>|#k^#Z{kqOB$Xv2s&{>+=VI7a-)x)gW_Q&i`5AS80+`2zezMvj>`h3=`
zAEx;zg~+W)Ei_EC6&}Z&KT(L4`mNwaOxbkU&>Q}Xsa@OPY?8K4Qiqfm^jY(ZmpvEt
z%?oc84AR4T$ujcpF&wtrx#h6zP|~t(dSOXkBaj07%gy`LY3FkV1(V5fgqnSGY^f?s
z4z9rIYIU!ET~elDUHy@jJA-BY7l@dZ9hZOB!~4s`=N~=1-=}Q<h~Q!SeMaNIu7~$?
zR^?ywezX2D_xa}(F6&?BV*YQQ!u>shhZPi6_*2clPH6nf>Hly-gO!c>Z{}2W(RNAz
z5x>SR2-6$fhMJZ8`n_$00K%f5ujofVY69wvW}*3bx(`zP4QT_WF|86h3zopjUE`z8
zxwHZBimAw6@9c^?lJ-#pu%;=TYy>r@mCD9=S;^r}j>FW^9hZ6{8(zxXpfFL7(KSf=
z0AsN1{Hw9~#Gw6hJZbLoyq9e+=v`07sLFM%1PZ8fe{+H`N-I&Pw9;_msN>`#bcn#J
z+}gH?X)kNhhMGlu0bKAMlnWGUGS>m(`;1EB>L8M<j3)oN{XLec1(*I1+VRBiGgXt0
z#EYWQK~nO=RB|GyT(cP5c{%oIVFMZ=GO{&e)KSyup?W%cj}&WYf-Y?<?237Dz2{6)
zY{hv@MRxY^!mQN3DJ_IWm0SvhQzEVL?j_KH9~64i(NL-`B=vmgJLuhzr@F0|OIC{`
zm<iC&po)w*N^G&K&htW}T2`@dD|`>cN$!LlU-E`$zP@uz9Op7U5p;opsv9qhYZSIs
zG>xqj$$7WP%#!7HH2D!F(*}fG*XLX3*eB3J>V_p%EIUPi-f#1LXwm<W&FMwL#8r8F
zv+i3~3h+D4e*8zC)uP=4iPm8cq239-xPGaM%3-qA!tR<)0z;=dk$Q|pk-3!u<*QrU
zd6ey)i<L9BZCzk-OiZjTqcqmYg;L1q0P#6Z$%z4$zm6ig;=$ZZ1M)R}*Mq%xRl*A)
z7H{-ifJxR|<|Co;7!r$Q=bpJY+fz6O5`DtF)F$*^rTol4X#{?i#NW%^|7oBMD4OHn
z4U}O4vI1HDF)aFPqzv0%qtgC6M9TDooBdCu%&!Qb|MrnG_j$jZUBcImJ>Au?A(g5k
z!_{3U!;!c*CmN60JRf{OArYnn1#P*=^D>h)Q6#L*Ckp;lfV+>j$o%w9>R3(`r<JeM
zX(UTW<3q+~=(gj*$UJg;Q=*{V-m6jc_j&CtGcBSIX)oOd`9SaA*e~ggxwtr!)8Q$&
z4_WraVNt)~c1?+znifl7ZXIVS9y~U61FA6umWwW@?A@qWFLk~RH)##$*bc6MRYDco
zghUZ@N~`_$sD4gYvfyZLkMFv0psUukAh}-MTpwYiD}sj*r{GU5(eLf_aYQ6*<7g-}
zHg0@>N*((J0KY2o0!Uwd?XxcE^#bTCcmV|3W%-Pq2J@d~w7mc}r^)eC(R+Qm>c{za
zZ+g;i74&`15BS%$_tGyPHsl|v7}{^I0ItsenM+N9&5!GtJ<@o+dG`4r3Az!~%?p4a
z`x(70_yxe<Mh5cI_Ir2%L@2<Ri8`d8mHv>wdpf6lM#Efv^oY1syQh47zKsD%jBxtQ
zEAT&3{ZC%~UPS+=T>W2N2T}REQ_+c{;%|C<1Ic{833~0n0CX)+yS@aMJ!9R<Z5&vb
zH6%#aMN67Ejvg5)Nm52jo(kZrqA3de&GR1g8&x-_N^3ZN;<K5t0bVY9fVKVN`%z?$
z5_v@Prl8O~?l7T=14{C3lN#fAO=NX5W;XftJ!n9gUq~)nOvrrXT1sr%Uhfnzxm372
z+9JUtXx|i<qCrC_L1>i`9vNGw%<EE}6~U^mE`*nQ2bW!lGa8vy%2#Z;IbkvLSlv83
z^%Dv658k&mJ1uEDTg!SY668s`A7S9pg$hOi05{5&3O+iY{&JHSfI%t43qU%fY_wtQ
zi~a@8yw9AK^b25O@2!-a+)=?dQBC|*G)0M@&c`4p=fCXeP>(w^T|4V4Od)KMZ#hQ6
zI5PJ*@+pnwMV<6tT^**sdCwp>eHx8*Vhfo(gCZ1G#e4=wnH7FDG1VpIprp;BBMP^E
zFc>BuLYIG#>K8&)#Pl~m^MB(S2Tu)WM`!Q?&~}3NX<1X1WL>7`Z}qYDS+-vttW2W_
z;}5s+sIkCNB|rPt9+fL<$RFbD@&ZU`?He~TdV1S_7OO#c<*+>PyhYKtV&<>qsqwU*
z^d#4Q!QZf)Rnfjqs`dg<&pn9vQU3xs9Di!I_ulzZKzI{l!*I;QE~!7xeh)KEef_A|
zENb9mZ3+3<gg>@P62f20>d2=H*SMb?M>r92OpVXkeg^jfxFEigO4GkZ^BMkm?HbnZ
zj&Vh=k%=U}#c~4ZIPiyLU-Rej{0Wv9KnLZs;FYFZ#4}|3&$MmR<=2y?{HIq8=^KQ1
zmlZF7_MnJk*cSlE+MHp6lA1k^Ka4ku8n~~J@Y2<6-#6pvv-J2}f_Mi2ZD|qZ<##vy
zk5Hec(=WwO*{MqCp2>J%Yie)E_kA{UUH}F1&m!4}FMuB>KDV%5+7IUsBZD-^&(!kw
z0WW|pDgHmxtb&r*|B(X0E*Q6XU-}1<h3or>XOI2#o1yWm-4_5~{*6y3a`6kmo8KKI
z($P8L<JBbpX+pLcC}ecEEb#^Kp_Ne2=kmbE@ddzm-}L<c38cj<&@KOx0G9_8pup=q
z_OQKoe+e?}$`1*5pQdLo`%Yf~zP5@Qo_`*n-{8MH%=1}g5T8wdyiZ?hALc7-PviG_
zgm4V${>MSFG1M2pm@donod;hFNRFxJ?Pr54m&bFEtzN^8Rkh*KL-=6%3PC<*nCQ4~
zQ_ZUG^=?R9srN2V0!=0U?4zgb^ZK*u;0J;iK(yl8=>w$J|3lkbK(*CwTf=E7TBJA>
zEn1+sdrOOz0>zyacXv&J0)^rfDBj{8+})+Pl>~Qp2@t}Uo_mkH?>T4u=icx88H15L
zn*_+-&yqRUnrq(!wsXtM_7LKE_W;Lx0P7hzP)p(&=z*sy+XAn`7x||eZAmU9-%sCl
z4I1Qh8)=Xqou&CqW1Lf@?kQ+#G&Tm3I5aZEut>g}{^-mjqN!OW#$6uxoGt^gf<?zg
z<1syIN{$FD*%_BLGP5u>$K4^5e&OYp9fxZ4G;+#myR8@mEUYffRa7WOfbaZ26?)lT
zvD+s-sp&i&M@J2va{Ioh_xOjc{WH=>rf>8eBtvyKY~kR2148rBy1NRGwWFhX-}$SZ
zCO*XtkP*<r;xhU&$mAAbk$!5@wg81`(e)`LUg`mlTUwOb3T0DfeV`{bceuUb&%ttM
zNTd8?5A~ls1Y1=Z@9Hc({1SNibOO1r8nFQTe^zJxMWHp=W_i6?cg!FE>P0Ncl*yxP
z;{MZh@s@VUk6;Zj#$7J_)kx;bxI^DS0r?eZR<3jHO!!8NN#HFXqs!8YH$iENs)|-s
z)48nPt@sv#xSM<w?mHCyQ!7_1!hckPF<enX66dkUnQ@5Tq{K=cwWUEl{ME3JxF+sf
zbrbtuUs)N~D%Sbk*?61rmWScb%i_EL;Aq%5Rc1?UfrD1qvs90`BKMW^>(<l}<7K-v
zCr1t>>6i%NRxe4^gLD2KHLhH8A*r*t9V&msm(B5UN<PSDQe#t#<Z@eV>(7GRv|yE~
z_>XL?N8P#x6_8m4`b+HqXAlQ#qo+0bH;F<w7hgow#(O`&&h<=9Ze;1Vp3-I&pRA9{
zYbwK$#mBu|hW=-_2}!GiwbT@KoQkB2hxY&!=3D2}HN>kM@u`pJR-ZrnSDSQuQ0aD#
z`vthuOw<)*?`kl^btn82!{NmD0DM1VZWwJ+>C#sI@`rnXi8UdpZ>G-K@6B_1gnHZY
zmtSqj6X)TAjA-V}l8J2Y;h?#1S|_rpaK)iBTZsl8+k@>mc*M76;T-8JTNBA6f~B9+
z_2)xK2Q)pW$2q}>OlRw)?Xan-Gdq;n#_5H%iaEm-;k`LlH1pEH?>!>nY(E&PWwh%5
zSsE1%_@h+npVv`;x3CQfJkY@NV~@K)cF?)%tQOLdQ%{2GK?%;8=xys?Jw*{6ByBe=
zmMFPRleP{F1O{_@%Cr=(6$mO&CK-HE;zad4yQPHaR50ko3((rV19o8QQ|dlK`99Xb
z>Uho8PnZ_AN$ie^$E9746Q3SLPhEVUgHrr(wp$UT{qXj^15LDUM!0Y6K8KeFa-$T)
zWc{@fHM>4~q%QFpeXqgWqllFx`T~iXpWFRoup&J_fz!*)P7HDfoSz3gCD#VwCEYQ<
z7V2@)v?8W^#Rgit-};ua*}JK0iLdVA$Xr(+?XS^G6O~MMCxLA?IXVH0X~*3(os|^t
zZ6fL4P99KS4&+TmMvlj=<fMof9quwR#HW8p8-3l&x~7oKlnH;xsFzSZ3n#4qv;B=9
zLx&tn_C)mbm7N@{jp9f$Ueg!EDydhjFBj5_o$2TIC=+N8+gRl=JpJDIbn#m*^j*ES
zP|K&xC8E<?w}pXa7o8EYvfh{^o`xNy)I|Q(A0j?7`UCm>CzejdwL!lGB=0EL{n-9=
zz|kDo?q6`Th>U`<S@(d)RJVc>zAnz<d;{nRnTXj5w=>Coh|?Mr>?fgohbwYp98m|O
z;XbLXwfv2zkj8noF7+3$V;fbGEf!G}&Z83rAP!*q;Z@Q<wmlazMJc`()!Hw52TE`;
z=6?Uf^df$aed%IhJJL!eLD5~o{gQLHakwm_lZl;w(yyP6A`L-R6#DDJ4wx=wVq^*0
zSVTFCMNEP+b1iptrOQ%sI&(K2+IZ8NXk2uOhc9&N)15emuGJ<tuRwvP=B*H->Z}^1
z8A?x{vFt$1GSX6Qm*qy?cl&m|rw5;x-MFs2WhI)Bca;^(XKA$(Ezb&P9r%ND`EwTY
zAFk<<;}N2*+U6w(8<c~VPTz`A-2*;+0p1bSOfP`?s+SIFHuUp5j;<N0aqj`;(qKfm
zE@1Cpx!&+YLMIzOI-O@c^vucl4<_l!RbBdb*_gW!G>C4w)gZOD3<&?T58qzbF{gKz
z7=>Lir=6uhvkDb+hsKf~E%D9|#LL9YL0^%83%kb-sh#^HPEEHq=RZ-puOct+C-c5r
zMq7<TqLL*mQaa@&ues6W`g;KBN`zB{lb);EW!xdB1$D1`bWTt1mk^!&`uchhk4@Mw
z(wL6`WET4Si!B{ia}S_vNxBQEZoA_MY!X@fQ({_ZH?Z(EF1%7y<at(1=bu6nb~LHY
z41(<VU=!>`8P{b?%0ey3ZH@&PZNj=<x(sOfqIM$j1?14w-#EUUA>M^<BNoAX6r`6~
zZ4t(qs;-QS$8Jj^R2Bv}vbgTW91%Db>U)plb=56z8m}@zB5SUF?nCrad4XCg4X-;M
zHv1*I+vQA6kInBUGv6^o@xnuvlr!8~8L?1pch;J(b}K~biE!{Cmpo?x=k0CM%>7(j
zCG?q7fX}pMl$BJ$BzZg5K-Wkb16q86+$Ak2Yn?xu8$(9swi;q&39#cV|9jyWOFO_+
zzF*2TQ>ONQYAm-X4XT@YhuNa&wCcq3Dd8#W8OYgSDQT-xFjrpQWmFE_HvrPbByQ>Z
zY+%ufhxQHEq;`AahWFM7bTj&z(u&ABmNn~ny9OCRt)QsO$VBGU{?w<g=^ns1XB(_p
zRhTu-o^)}I)bbk0Jo~e~|6i;hc>qri1aCvHwOEdQ5c0A?ZTt8(_W<OL+nd0!%hbCr
zc=1Rprl)=HXuBcNG+m~;O|omTyJ?bIeH?xx<H$1$Zg4pkH<akXg0**w6;h+IxcbIj
zgY#)%flgpVoUAkJSzN(Sq-H@>R_$Qe7*?suw-G?wkSLqT{E$rd<-`6G=a)juPbcb{
zb=IY|?TPsOKUmQ{M;GcCrM>FQb&&xdnW5cq&LSR+?fCEVDzqVS-lJl)GSjJNRf(O4
zm}Z)8JYJ@N`T<e>*eSf;B&BJ^TbA(NgAc~-?+}KIm{ceh1$}SLQ;FiOA;IS-jn3>p
zaJk$$8SWkv!XD^Uyh5?oRL<GC5~wW6En~3MWn>A8nOg}H>gCn;(XFVm->KW3o;cXO
zvAhzzblq@GEcA`9^1CB7@TL+cQZWo@|3?|i@8`t5zQ{y0)^G^Xr3*wPy)sC5$|Px9
z*Fx%9%V(1A0l8zpd8mJcXaDsa{U@+m7XFn4sRDl9cFt7B)^iiwn(JrAo}DCDeXHlr
zDA$$4S|WUf)&ztwR-8PFaI5?bS{pVr0CImxC>r+4Y&0c`Z#UW%p8|=3Vv*;lYINX)
z_|@)=GiX1rH52>|fyEqqqT0cGRZ{2g$fh-!u(y%fVKbbWe$v!xMDFnkxZ0WeB8<q6
zA%d95?A!Unbp3-ffu=%%%*Xio&=`Atn%0FFknR%k=SzJ3qEm0i1!Ug6(AqaRo_j#u
z$k>EHPPwE9Jy~Sm7>v!6TG~FLxwe))DL=ow2QX*nM3V5SOJjv|0muNV6P+t9pY-CJ
zGfJ;O>x~?r*)%SrhThZyXIGKu&y5VZz5fZJ{~59WPuBSV&JXV%wyi-NuJBIF)RwQ{
zanb0YUv#s`2*M6<JO2ma=HD)`y2q2;p62qOm{HQt+X;9uI@X=p;*Sp!l1~_t3~A~V
z?3l<57qz~8KFphM4j9|-!nqs5AHmT#&Pm;WleaoiyJaM8;+aQ9ImbTI^vL5$rxT@p
z?iKF`RCNRs0|1Rz`*jy-5`v(rqW+Z5wOLTX!8Ok{O8loL2{}bM29=M748E1X{<|W1
zfw%^!7Ws({LfVJ(7RL&7V}NQ2<Bvm~a_ulNv*3?dF(r|&WD%q*{~${F1Veadra?J8
zrRO}cHW6=SK~+?xbmyZrJ7ZgnlMg2PLp5e`i7mr=$|)tWvYt-;!L7V;X=27dpI#a+
z|8d~y`_MbD9yp}AvqkbU9C`6WB=<%*H>XG7Op#`=$RG3tX1u2u{q$DgZ{4z)1ZxYK
z4Q9lx;CQuCo72vFfOEqboHO=2tnGWS5T4c3^1k=B9pD1Cj?D=NTS-ecJE`62mFmVO
zv$~iy+mCuNPS@dA3dw7=b#Y#)woZlS64QIjNtK_bs;exvD77?&Qhs@t->R?GHZJU(
z{`z@>b6(y@oE|NBC2I=W$KCf&aCuw)MX@3ZLM?SVypY<!pStpkp&`-E@W6?`zxyp{
zBh4UmZKlq$Q+hVOXS6KVARFPlaINDi;oYP@TM?}YUxMSb9%qHKjS2r(mh&fk^{3$W
z@PD|*_;*{+?ccfLk0Lk!A|s(|s*5_DvGMA#G?$5NH_j;}6N{3a(sYkqIgpey6?k|+
zOlaJD6)zXw8bCf6Jy=svq#CEGETvDk0GaBkKW>e8vNJ*HK;HjTrxe~)Xkt0!CYlf+
z8Fr*55oE#`t}6+FFo3wV7vGuU1WL}>FU+5$Y335$<=j^I2)Rouaw=9&96%_@-pKtl
zXm~NwSIkQp=QmIW{3Fub-;4NT;*eXrFelGY5;YS3JcldmuPOUq9@iz<_GVitj-?N?
z^F(qXV%8CZWZ3oSK?f<x!%`f|KUzug#5645=QpP)Z2efd2UKgpzjEIL44ps%d5F=Q
zC)2+6b)~#Ajn-bbQd?fa?|GqRAS_8s^QE<OBe<pt&2;fxD~7IL>PlY3gx<AUe;hAC
zs?OJ;XR1E2A;{5Ts}ngzYmEL;TRWcno!ZnCIoZvt**mUBFgD*_U%6{vm1V8-sX>H|
z9;5;>Grc-77H@~k)JWfUr3SwTyxnSLOQvf*PWUOO58X9Z6%XW=9BdrL)ow|Ty3MdZ
zq!{^@(G=~_SyR?pVX&e(GGdrcdWR%F9*u?-Gb*D?fz@-8z`U~?*T1Hb*%lefcckO-
z-U|7f`}tQc>Hp%G?BB4O*H#B7(Kc!8gX6qdi_)E>rzN@?jRO|M6MX%ejM!Kxu~Bd*
z!_dFI+!=(PAlsRV9+NFON7B58NM;Av+st|-a`lPV&Hbd4n|MW6VbU<|*+I6at6CwK
z{?#;?LDS-MsRP(fb8&z@JW19(MMhPiu^fOZJi<C<4v#Ta(4bc7*EH`=UQ5GEqMj==
zV_~h-g$y0d+yj10tfoJ2;q<t&a+vygd|Bw^JC2-9<(7~|K;dM^pp+l6Tt(IHx~yhb
z<I@*4a`~q27ImtVK?D8g`#y~BEp%o|lZcCA6$ns&SF=uQ6~b7HSMki;xhF)J0UO)B
zs1_o<Dr;dz54{VVFk<D2-{eyJs>&S@6y-7^qQ$B)ArG8wooP8j@=4QCN&9+s(8=1X
zn#O}W{cR*jJ|E@#GgM~#(^miI9Qivga@!-hnhl4Vp?-e`s}wpiM3<8ZV^?6Cz=bU~
z&D-4~6Mi=6j~Z)&tgMa8gxOrk9n!n}H|2UJ2_e}flb{;Hu0%~-U1f;$sX%wSdjNh1
zrnt*%Ti2P8+&f0HU}y~$QBw@?XopaiqU2nRw#~K$@U~MMNlErJ+({&?UBH`lUPzy?
z;eEN<&Q-t-jrUb1;2zNbWo7gh4GP-M1=AgWbprZ&Ol8+cGKMGsqA3c@%ueZ5F~p^P
z?C!cnl;RnR!YH|9Yv@%za(5P>eBWkE!W+V~`W#=W)z*LE8PePmLIFsCMCe|ZM$xaL
zRhyiUh8`HdL~35Gpn9V2IP|8`w;OVBn{l=wF$dF2U5g;|Or~82e25~qxQD=5bXWL=
z2+#KL*>vHF(&(fj>43kWm~H2iDC%hDtEAG56=@=^Jg+~J-2a?W{cnH%AEd)yVd6-t
zH@jo$5(9~e#uZ*t`TeV`g_x?F#mV6X??aQ=w_J}R0=c{>!`I=WX6C-~jI*H!6HxgO
z(z=AzRnfvaPFhz{t}c*sw@Z)~Ss~LcK1+RdX~QoS{l2i}sCz)SE^fMamI7vQccs*l
zyOy-Uk5H#G?!LMjmy_=xW*K*r9FT*&O?gGfXDL&Bi`!NUvU9Rhdf8+{gt;1c5K@;k
zs(dC+{U=tC^(fd_f!zi;S&BCF*z1{P7L7ZTXNMW^)!5oy(WV5eKI{_&A}x@dn-_Uk
zmuI}=hHlk=Ybzw76-QczelvnDc3zTCt!1LEkgR_Wd7hP16)=sYr>nOmZuIW~H^d&(
z?Rzw*x?<u-dGjEVqvEHcqqFC-`QPAVpkvNE)>qO*ntk7XyEo!B5RxPLqAPpnmw5-6
zt<;J{;{H?i9h!?v&^d~J{n4`A6%2@wsTK#W|8xlXG<4FZ>PuKVUbQdK%Qjo%086&1
z^>*CEkeskM7rHG*_}TQg61<Cr>z!avP|{ib{OJd<wD~2*MmXT$R4~HLzaR3Bx?f1;
zS}U1m>G?_$B;Enef+!oB*!s~8YU(b^98$vcuDM}Dpo^YFuTSui-@Yo<9Rxk>x|#LU
z$Ll>xYTs18-tw})2V6e^MS4u{b-^mH{qsXV&pvo{Jq+66{0$jv#oGTE+MfT{T!lY`
zyZ_a(hoXN4Wq;m<1_u9*75|Rg`Y$pRjIx8Zrka#RM_uyRY)7&}RvA3{*bCzH98VwR
z338l|P10|ERkW;6(1E|pIA@=hTC;x5Nr)dy!l-kv;mJKlBr~Nt7|(3&UmmnlRn~h#
zGc-Ep@tE7ZoyJ_da>`OKrEj0s9tV7WR+SE|YI65lNZV?$8druW)VHLG5}mgQOe)k_
z+8UpZr!^7u%>BABH)n`%U(cBS`Tqr=)N7$lEDQ;;bK}xPA&w%m@I(h(pPgBnk*3{c
zx6$htt>jnb4P`eK+0A#LH{M>+$4H;JjKuOe$jxT!74RE;8S>vMX2SCMobCb2cK3kq
zPcL;(q9L~TfF8+gyc=(ayN3<jOYN~o$8GRPOYgRUZ}$M)>IxU|o}kLR)y+eVa{Pey
zXiWNAKTnnO(UqeLnTj{Dy#iT)BJ>Yz!~S?y@))hn4i^#7*5J^4073EfY@Qai8m`%k
z*SAVT<AT>sZ3=jwPYj_X%NeniaQqIqvp$@AdfsmvLJ9<@Wv&@aDYo)C906=1VZ-=I
zD~XLoJZ~(QKE}!;G^VXo!_J$8wG!fpjLuncytxs4Eu@<xtSK8)@O;T$z9IF$eaL@-
zGXJ+e@vrauyKhYQC79tX6GL55Aomq5($ix~uqQ$2u>a&SX6$%i#^VBgE`DP8<?mU;
zp9o>C9*iCHByN5EHzz{`!BJ90uit)O$89FmBjA9|dGH)QvNz10*PsHvdzxlLv7p~U
z_AI<p3;We0!US;)Vmck3)7d1YMU^j%Nev_L2a$`gGBa}4N^23mHXsaL;j6*(e0DX^
zk95;WlE!CM^$jT)YYsJD6Ujuvy<?c$3(n}aJ{oqy9Iksq4hPZ=<|&$Qz8N-$)gQ7x
z<!xUJh&W|aemfyqC6%K!>nzo9Hy<cQ;2kIRP`TC0c!Eg(HG9v(!fYHgTRz#n*o1r;
zJB@Ibf22TZJfY-h!>kT$pR#zXzc3rT4t8@8ZMhS@n3!4YO+b<bVO#%%ZU4*-Xj$l6
z^nkC4_uKaQbCCmSU5Sv*Ey(Gm?R!h7I%4ccCT{TJ)-v>Nnp5p&mLrSbs}f7N+Ql9I
z&L&M4ax`AhJ;33ciZpS>=3hXZmuz1#-T~k7LbhLDlQUwFkog>}1x^>!S))?c3pMn6
z^&y->ezUqld-f3})f{sn<onjFxQJFln%1SZ1@Vc3^sXN%_DZpOPtkd6A7Va56Ml!k
z4MgRLJjnmdG@^EJOE~vN4%J)HOLl+P!_z^_!Qdq_|ELCQm8Cr*7883$6(?LDh(#W$
zU6u%s9frRR9fg5biKt4<K(`wTptm*4$*tqd3s?@<J4Pt}PNmALK3XluGo?28P=?F+
zH~IGaBvR;9H|J#@%RTE!ZP@4XOtg(M$H&~Aa)WK(iAxXkru~%>m?_Z$+DoTXz-vAr
zlA(03R*|;%diDRq?*DBCf46{tOP2lFFaKk9pvCW2Y+Y%{=gwvv8!x0R#{I&WmNG_$
zH$K`(dj|ZJ^%Ra%FrJ`g21{or1}dd3SY6g(zvAhxBtS!_rA{v>HDP2(*)@A!Uz;o{
zlDDu=>eN2atDGy1v(S8|NJQAfP@X3DdAX8C1|@$@$B-pZM@=zq#>Vn+rHSBW62qs2
zT9E^xt!%=3z=IM8OkJJVrCB<Q5M>uDD+a+luGd4ngC!%L>u8$f10BX}mXk`9vs?)>
z`9mhv#>Dc*0LnNY4I3({(f3+5kDGiFB5NB$q#g6emXEEw0E4dq>Jd-8@%7t63?WN~
zCvuTL!igF_f6QV1$eulLqu$FZ-`ew5iASOBnnE|KDt9N2!8<C~%<@o>byTER?gBYu
zILTlF*`s@Cr`jp16Ndk876ZS3ucj&prlCw?jRx(SP&8ImD2^%DiFt*?@QL+_ADV|B
zsz$@{Mzv-mV`*#F3};?8hK>{oDBgyE@`?BQ$zmB-WPB_^+N8Aza@5W7)+-A)2Orxc
z5|<t)`)lY6B`Q61^hb_fXbqfy=%!!;cHDe|M8zFBp8On}SFmRebI;k0c<CtOa?ty#
z$7zX}!&l1AjxP1x#H0)YI?3(Y7*xIPS4&C5Ht={B<<0^n!&}oO`b7%=r-rN?Z#yCt
zRh4$w7lZ=dC%*#@WbO6oQE|WtGd$rQfPM=#1Z@*9Y4WwQ+#o)mpW&?_`zAW>0d+r-
zz~a~0Us#1!t&?}Lk)At_E7@~i9?VURa$To1BdrN1jB}Oa_NKs#h*n*bvdv{s^a_yC
zD#=3qBzSsYfS|`!OFXGR9_935D~La(Ff3o;+6^R5y6d-uX0*O$*fhu4I|`pW$gGl4
z4&o>9Vt(&%M@r?r;l;c^Cb{}~3h(X>(v+lS4eJbB@nHC3xX6lPY%T~m#x^1WSbXhv
zd`h-5dc*&7TtG&cz1ig0$uQc`>DUqiZHsV)zK{K4;J#e)oQr@rSRYS0Cc3l8TO;V=
zPO`rb>uV+aja^mHZ9@`b-W$oF>Sf3wYmomi5%vGs^9TP?kH8-*m}BTb>DNvkcDCDf
zq))m>90O&sv~Mj+73JjxO$Ac4jHF+oZq#&F%A$7j4A3m8JNEd0cm2W1p3`9CS|40S
zc=U#nghpj1Nz5lY&LGqvxu+>rI&5prG9kQhD=h|d2btR_ULMHIEDvPwxb$FyJCa*H
z49TLCrtn924a}T993Q8CX|UtFZD4;BQT6!<TY;CQ%jm(@4=NcaeeJ1*5(IF{><j^(
z3$!xa+q&a(O>xcglbA8XC}w!O%)CGjIB8!y&Pq37;F;4Ku;oVSEhX#a%5mzO2tNqz
ztZC?z4Ewgoi_es4=X{knXk!x`hxv%fc!JmzLQh%o?Ar&Ir5X!Q`4_r~Y4*GZ`TZ9u
zXmw4smS%p3B@^kt`WZ!WG5MRoJC(a!di<rG&;`g(4q6Yzy?Qnda%Ub4bIK=P!=^hs
zz8Tyf_jvV&T`vi}=w^6gdjsX_ESwm>#kGF4yDF>a+kxC5`5GV?PA#8TWC*dkbGQMu
z?`or|mOOa$A!xDkz*jU2B4=7Ne!i_=C^Zhrip%*B5ik}$mDMnnGMA3aa`+i1y+XlN
z;P`7DZD$i29qk9=^L7R&NcI%p5RSZx8wHzQdFXTIFjI(MrBJc!`<$8Ys~M3vA<tLB
zOoB;-#*8#%0Ms9~sQy5py1V^}wU@K_&C#QytU6q?En;8QA$giHHe}%Kp*hv^B|Jhs
zLVQ6cn7Jp)e?c^$$2bVQyH=yWAsWXvqVzIXpIf<K0chzip6k>yzn~6#KmiyvI<giQ
zLbW|uscXPPz(t0^NRAvU9o;@Vj-ZvaK5mP=ARMeo=*FkH)MOf<Q8T1iAsezWe2OZE
zlf8tWaSu4TMi8F~T-NwC-74*k^Ap3^;G>g5_W2b<dy@zGqp<@>Gu>UPdVdcHC%9cw
zjYrzBv|*K@%B=vlC)Ux@``-up48ewnNTWWN5JmR?tXl!$uMAz5EpgLNWcviHmm1Tc
zi>y%q4zh~AGCi;_*17eWY`8e*+PNBrX>Uaik5}@wZ}$gf;F~Z{>hF`_>`%yZBbxo9
zYAOG7?jjB{)8^oT$BT0yE5t$nPb#ecs!IF!s%!J!azfo_HDqBb@k(uCV?rsxVFN0i
z-|X`IG|7@DIax^*9wafnUH5M)Tp#&;wJShoM;|giqyWeQV#L-*SP%0#Y&q6yV-*Ji
zApDxwjZZLWbmI;?N6rhItLy67uHIFI_D#}dqUJWEz9TvAsd4A%ejGgF$PE=QPM%0D
zWX?@d7zJOaW0ermHRdfPDW3{MfmL3u6o}E&t82S-B$UwFpxi>B)}0j1NGM-QhQdoT
z?Qd0&`j!?(Q<2wraoFv>4peW5Ax5u@D9-Ql4VK=ntS-R_L^QEp!Bcak_526G<U-sg
z{liAf?8Q(W0tI$$Gj<ZYj~u6u#4^X6T|eFCnN}B8b#gz|N_ycx2o<lyaaPrPNxe(P
z;rm*Iw{ma{^_N~Y_5tP1Y7^`F_eK>D|2F953|T{rU*?sCgShj;s9Mze)v%az<eGom
ztY*?K88h441<A6os=V^|i2~bMFN>dkWB_oj)l-^>`xP$OVV-@ue(5_NAxYyCCA`-|
zynq)>$qP$PFWT->sn-EjyRjJ*5SrEWCFaLD%ZQxaV0}?IJ{Ncz(<;~)Jl!7rUCmAM
z8?nyUG^gFH+JaKQoKl-)AEBj`4rwBFlD|*{f3nYiS5-q=Y?%Z*jO?bzSMu~p*-bqS
znQt3$Gr&(8h9tP?ns$4WdL)74)ESa6A%|nhJ7FXN&1UiwE4$3#E>ym;9v%C$`#qr9
zlctc^yWCe6k>HoR)0L126nKT`bP2jZBn(6qv$`^@oQRVakNdw^!a)@YQ?Oggn*Nr-
zXIV}2$-BHBXZXvT4jH9u|5q@3Cz#e37%OT032ESuFb{dAFTUZ~4V>NpusICbm&Z`0
zcMqtgxsed*hq0|J2yAsylh5YWEfhkeU9eRT#aJ>77w{GxZntL{$}fwtxFFm>XB&8Q
z`H)k2=lZl0uVTa0SAYA|y44GcTfsHNlgH6W--@*Gmr*UM%}tl?)s0oh;_DuXr|nxR
zF-3#HN)Ki5(C4{sf()|_>Xn!K#*RIM^OI+-mKKc+O-?lOCgE1g?D{kuGi+P6DaIXA
zUa2q9e-(h*pPuiYwn3y8t(qS=FsM}Jke&>%pnNijYLI{?%dWDlp64vt`ENO{oacU1
z%ezciy9Wd?(@b5wWuxi1DWCOa&$aehvuLQ3jUT$rdS^7{N5%zbGp>vHiWFiNO(w7m
zrd=uKpCZjX83|neJN&CBX-+~AtKEjsyRrq1&Cs6|*_zvO2N{ywdpaV@VTrdr5_A&`
z0Us1;U;3Ug-*nKC2$NkqMYu@@E2OEty-n?Vtf}(#t7~}Exg7)i!p43}R$8NW%J$Hq
zZ2#cUIBs{=B9ow2SG<cY7D}H|?Mcozscga`qv9S{2Y-^4mAHywBF~s2G~Taa{sD!s
z9dLt;+@6!YjxeD1@kPYtqVeu58X-%}^G^@6okk7yy&ZAhZIQ7Jq^um*IPt3Q$Q&#k
zYk>kq2H8Y4X3mEhI{7Jnu|uo~o_E!~7?D$n_NDfAw1U)D<!$dhwoaP4479-S+ma*o
zF?AI8j?R^^EXye(X0(yst4+P};2hVG$u@Trm<*m`x-&kDY&~gaa%!S-N-3|Tmm4oG
zbnD$fkIhIXI!wkTh}w1|>feZxaf^Cm9&zB9&#1&3w9`RM)?6zXY02^IR`q-Ak43>x
z%n!mZdOe3paW!uU$924CTJpE6tj4Vg$=2H%^z_`Yw5ua0^IuJ7dQbh}TZq|EatcpN
zjCMd;3QNpyTl`PI|6XDEV>g&hapS+~nW=s-iv+uWNd~o;y}W$*_eyg_Of7pI^E|)s
zl6^yo!{~KZ9@Em`L(b=X5sDG66UF;cWLDCz(2~^sfO3^ZMj_b7T~ZLdu&1v*B$Tt6
zeO56S)EMs@1!PMVF<r8pv}3vkd0|NoHp#N$p``geFQ_JQA3NVnk}#@`sP*2m944NW
zUrYnW3GWswDg10f#`6$kxxJ^n4V?uHnXlCO{LK5bbw)CI<=2JeQQmB;$6%~{+<!IN
z0yM|U{r2&@X*{GJjN=(97vF8j>{-L6Ln5D@EFeeL$k^=j?ZFgIetxbEhKr06lw2vF
zAuDwW9u=)V`@(hTo84iGi&((~gCkUdmss_IkhBmvJ-AflOt+%4GH`cShd#>r(OV-B
z_W*f&G(}a!Nkn+}$s+`Hea0ZNysi;9XkN>-C|9P7W;q|!%iVMsC48f4OIr6N8gmyx
zYZ1i|waSv8EMRK^-DrwlVN}2QP|GGauE-3&@QcXRDdcy%(*rdhxbE%Qy&dPU%_V5R
ze(;e##_<(;%&X;~Vdu6#wl8Rg1}dlGmU@uU%^batvvHOYWSTPQ`c+v$-GF>8F?+KV
zyB%Yy+Qiad(2;ecPsuV89pMR%u+5_10qLVeX87r{nPOXng{1|4!=v{)?J#I`SQ}pI
zUDL{SXU&op%37HOo#%tLot829>R;fI@Nal@vUCXhN1xp>c@LNrQz_8TP@N;0!)w#L
zvoYT_tF2A+xQ+eca*o2EwDMe6{HZXqb6(GRSTs|$FM5)=<MZ7nT>?k=DTtkP_2^W@
z%I9mo#3j%ld<+ch^&j&tZAt37E-~Z0{Bn)|42wrXR?Aq~DBwEQK&$H;UEMKWs4B(;
zpTHA24Vee#FMs;y#3?s``R?+g;R<~C_W(sCXEUbR;?N~PU}Z=#;d(u%Yoj3d-Cem+
z=Lrivl&&n*xqEbg@g`%D13x!*Wx{*JC28UCH?%@lG>p!Sv=LlmMkkUXN3K4}hGb<@
z(cA#Wx8)zau2l4hRKKdnf0;{BEf(R8d}}}PMNyK!0$Bom<g43gHry6)WLJiBGe2J#
z@5n;_Ub}$GyBHy~7a#2i&h%%uB1NE{G*k19!DESkmd5mBM43yG;V*eE&RvWu@fK#m
z-Q<lX<JBkW^uqEi%cxnx8Ej4uVjki>sxq~RY*F-@;>HTzo^iKvPzs$hZ{UA78_zxT
zW0<^n0H`6ZUk&nrOSCRXdzQBKiHb(!EH&3g+LTH^;Oe_ti<9b+5nX;*;u5v&x;1o!
zc(z9f>v4l|*duit^9qlgEBlxeiyNHoCOV>oZ~GR@@=V@h3hlWhp?5Td(5Xdg3=Az5
zPfD*Jwe{cZHbYnYqD%Oqu@<GX_5_f0uF@)*bQ7iyxq)xHQ%nwvxYKBhCtAyDx=(k?
z{!RG&5}J(HS~$7>7t>w}dx>obmolYWQ7h4LZRu+90DH9!NI-5(ZsQwk@C#C5F^>`P
z2j^wF4G~3#MA;2TA3OyTary|Oi%Ka3s_U{H@)r1~E<v9q2|4zg(O2g9e4wBMan&h#
zCpzcxm6y&f0Za9M>TCJbUiom<6Uq$6NiaXVrdwr{rNlV47=7<IywjWVdF6(KfKV9W
z3Zit)E3dAx(S}WtO`z4Jr<rB(&_w?UCU$p*=e&4v>7)eeJ3e+PMb(2;O^u}e7)ZZZ
z{)aZE)u9YMVM<3?x=N64+0>d3D0YE3*32>SY15bVh4ZHBj1&lj&D(dBY35?DR9R;R
zoRGpe&0wBL2SvQ5bxfxJ&RV~71;SD$+^dtIJwd%J6~b3=ozJ3v_z?i~2i(j~ND#pc
zvOAW)h_mTe^D3R@9`v7ay@3iG%-0Wol<T99^O@yeSqf0mu}&oQ&MQh%c|{wiXI6)5
z2ARW>mvoIV#ora({8}y)YF{^f4btMz?a_I|$S!Ok+A9J~wyFWci$UzlMB{LUlI<}=
z>D*mHNGXKw-FTX?`t5f?jXoueweTv?8V*u|(B*zZya2DXI&N^xjoR9lsz5NR@;und
zG>XnU#|vqFI_{>h2eU<t^N+`G)MM=sw0h8S03HX*3Ja|X6?r>!M&s&u#u=DpCwl36
zq_eL>*L(G19zGaXa@vXA#?c+x%SjT1a}RKE4(6(=xw>gu%^3`^`Ic0_yGD9rPB%6x
ziIG*UTk)@SWNWxkCGyY4n7#ha5(yRtQx|t0N>$A>%uP*|HN!c){XF5n=GE)m>Cu_v
z0O#N$S4n`Ug>+5IV{s-lod5#9>x6Gl)FWygxw@UAaI9ag3{&G!8?aIdO!Mt{IMiwP
z_KvDW1HEe!r)(B8FUC6aDL(vQ*j|BFjW-#NuG;tr!Y(94rgNq*1nU~7S|=Shr{Aga
ztY2fiMd|zSKH?@QB}#{1(ca4<W?^X<+t4)nOiq;#U~lpZ02sIgS5-%nDvj?SlveM_
zeGgycCGsRUlX8|>8yHwW8`#XV6B)>A2rD`G>GAB--bTb*iX;1rQQt|#Q2e4fXm3ME
z^fg}AxQ!hr1Y%{EvDMcGS){FNtvgXqBBW?AI9O};*RJd?0zHXp&S-`48;HFwl`R<n
zQ#1t?=wq4)zKM}H{q>8U?3uO+l?2fGR^qWGZEg4>nMoAJR|cn|j|Ja907S8!)Lq5V
z6~;<%664K?Yl`K}xXa`?l-1I1@V*0Z12Zpek8<D$bDPL=I5-sxY_CxSbDOkd&r8WK
z>l;um_RM}&+Y;zLwa++ZA-|CU<YCG2yt3G2ApDsueoA`MTR(L{0d3f-Z*D}2svafE
zCM0hFBG7~f$TiyU0jAzsP%TZ(I)}##darq<psPHz#*q<bE@R6nrTN>9=IM6CEs??1
zPr7^7-b4T*l;o*H!p!2lUA9H^oun{_SCT{*hd~K9oI5nMHin!tHR=9PowlYWKkLCU
zu9qb2r45eA`<#hwiJuwB1|c{-Lto+%ui+SCGM>>KI5&KCieOtmphStlpPgw*<P2KG
zmK&^1=iR8Yw@K!mN^|u7u(mDkRaz?8-bkIgs&i2+su5*n7YvRm%3@TBl3ELt3b?*W
zN%4H~&TM$Ju#7Y8RCmfRdKwz8%M^Dmp9k5y<880L2Sl{82C3d^%pWiGZOD_=aeq?m
zW7J-@*kJVkZXzsPGK%RdJ9ExSFi^ChKflx?DwZTrD$$+r%|xgJ>lJj&m26q7)w62F
zBGm0XA#PsVVCaSY88k}nRh^~UX#wpeN(|-*o0{4&UI;&#y>Y_?d*^(A+|Y(Oj}96s
zs$AcrDDJ6gKV?Etv|U8o%!^31$}YWhU1ZZw8}8w-&NkSNeU)U1vRRe}nqlL^lAFB7
z#iCjP4Y>M<vS~N(tQY0y*-!xYoX*#itguSFET#Oh#iY#jE_0q7n6x)=qm{pl)HnEY
z7R)mYSzNxRDu(1ZqH6cPdMH)D(YyMJxr{eWT@!>U#*G&Yl}ni&Nk&+-wG$roEvk)-
zBSw|qdlg-h^|+0go*7akvCD>dG)_QWTQA)ejyx9kPpu>bVF?#<o0wL_af3RgGcOX~
zMSrc>qDATNQ#<%Vl1c7HGJW2ZE~OA;hq}=<|N0?o7_FPi(>1XK(VJVB44biL{$pTQ
zimhs-4sI#;w`Nsg&srw5Cq=asX>rQ>=UEPctrUr88ehFCdR)V6$DavR+d8+$d6-5l
zAM?mg5M$ewZNO58_*cp-P-Wkgx=|hFr7T|BE#%huP~Q6b)G0cfJ{29vL8%ocd8fGa
zLj7cv($r+OM$!OwVhnkc{kptS@m<2)Wx-UpFhy0(*(9w$vG>xlL|`qqtV_Wzr@OFM
z_Ve%s5f-(8jy`6vcPbFZ{9QiFATK<=r*O@eKtY%-Mq*`+Lb;6h2m(%`8oZDdDegqf
zkVI5lxz(l{ERKTLH5y=R`S~F)j*KgpiWOMoZQq3Avu0?wqHEAox-q!(TSM2}BYldj
z65SI?O%8bbuqTu>NNDHn$(V(hGt$f}?ED|Tag|3M0n<+ZVv+hR_IZ>dfX1usGfKii
zpLNdCBYVv*U<2U*)xMhW#P`UlP-$U<?z2QnTp5gkVGdvGn%N6v)-!GdGn6kFUOXz^
zv+@1SrTe6#1)K~iw9VuoaUO+oc~_-DGxV5<K=8RCW-s8;>C3HBU>$7qyX5C1JEj<>
z1WKoB((l}7+6VJk__2{ou$?mGdGaOow*NTs^U~!rc@5)Iqijq>fngDsyxP8KhD}5>
zOn6lfh}Tyj=H&N7(~5)rb>KK1hZd?!L+Yas-pIE5#`<6E8b}BZ^vdC)<PS@IU$Ay*
z=U?YtyyS0qS*2@`y_A1)6-;|8nY@Z46t;dkmebKLd0-+c+w{R_3g1`exOjKg+hvbr
zY}g+9c(B97B_h4dQ)p+l)YB}qBboqcIkwcr7?+%-6NgEa_>P#_YH(TbRaDvqS*Zc(
zvJBYGin1{;-_D5b<2yF;g!m}}407u3Xzy`jCspgI5&89G)aOH)B!|`4H;f?W>ugAM
zCIzx$H)U2aS(7SXmc1Kr(iG?~<wye{aNnZZO{_R!?o3fn3=^nu5N@z5veSO|#Dd~m
z*-HRIV*cqhR10RZI?SsUKF-&0m}1;1%pP*yd(dD`$svQs;OKP}c`bqNnRF1>ML8qG
z5H6sz_>Qfi_X1${QLQNs?Iop4fTUjcfR5VK^zosr(p#6F+fu8dHVZIV!Q;$k`+Uka
zQ(17p4Mpd3^BI?;+EA~D#UvnY>b1@!Hi;U@Qui}hj^wA=dnN``)UEh^w#~`oFTGqg
zq~3mk(G?`8kmH|p;p+6X2?NIBGPrnK`WcxkK!QD<F6^h~KbYv;zYIqvxO2YGt>5cK
zcL^^v+3k~kHxiBYfsOgO388{v3R60`Ec$%gFV@QiHKAly&^bro_=gvR%f}+*?HFac
zfD<*33+zh3KT^C(gV!zd6F;S)-&llSd&rJAJFIyzPA1w(dA|51&9kU9MD*x`-Lq(w
zsE-!mwu?9?N1<X({rmh1=1~F~i6aIFPc0by55iR9l!OlbED>X=SJ{fEVUAHGg4tT6
z#9CR6yVVOzhzA#y<wgm#5o<vTz-O<rJdb2*ybkQ#_T<bxugI{&O)bdvgN2#Xd<cVr
zdJM+d5%gApTgnrq7qEC5b5r$rQ{TgDWogL++~L_28*V?VO6HDo`Fi8!JJ*ZdOGJsE
zk+h2>uIb66R-zgQlB}})MD*{@$=3=2?GE|27HPAJh7pXz#2j0_tIuz-Dsx@04a#bi
z$1nfR!2ZX&muy0CRu#AgGrNT(Q8R1Pi6&(w=X6?2h;sQ<PRvLBQY-LQDQb64a)wER
z@}LXkn&C7`99N1d-yyD&oy$+mRBcwo#<Zl;EYj>QDB$?aGDXv~?C}9$*_4P%{tibr
z%SP2Y4yQsV%NLqpe>GUo;G8NWDRJ?bSiXj0_k8Z!%PaACn!vgC%dpq=HHEs0v@6-4
z`<zk#({lV)Cc%XIN$5v=<D?IY(phHEw4=v&4``xmyr~=|iCPVmJ9xZpVmLQ(Jf?#s
zSCu!esq?s(FhfpNf!Dks<XtL>8#caWaKuJ^ON>pE_h5Y~NjQ3nM6V3mS#o1W?@>|4
zu)2{P$-5J~9C4GX;5>(`)Bps3lRlZlqE@liu(WRt=!?y|>&%r^Cyitq;-PFPVsh&a
zrE3k5q6m*`>1<}cOiedS>Z;|o_sLw6=ph#peTXon8Ek=+Mc?)Slh%E7Qfye-mk=4C
z9XVvFabLpmcPHbP7-&VofehxZ$g=}s#@Xz6eh)}=2E1hOAT!3ey66C-oz!*QX}t+O
zc&cM3L(lMp!SRRHV;<kbE|`|*8W@|$b8BaiEwPm#-OsGeWns|s3wc5=meO&{wc&!q
zL3Bz90^KuEQHrQBWrBjPpD{+hp`G<{0@)Titp!aIzx&WKM<II?|03ANfh(p!I->qL
zMwfm6dPJJZWQOMrUHE`mHR<a{U#k=aE5_}lJ-<<Y*z4nS7*M(uNwh8Pq6}ud2$hZ?
z0X&p!reMxgetUS%PB$bqQF^|>LBlixcw<#x%OfwA;T>mvM?C#Df<;<}&7`w;Qz*hs
zXS$R#Y@sZLja@A9bN}&dXo;^V>bi*ISH^{@q&Tn0rY&C!>Upf$tndkL6-`-o-Kt_{
zk*I^;eO~{-S^kx~{LddBX!a>pmD?m%)`p-pd>!SEM9$R{*S?9@EXaz}{8cDFu&A_;
zyfCJ}+eZE-V=#0(R_JmU@PBxmS4eb|tv{5jSH;kn-W?M;&f)Y}IMVN<N)&QX-M{D9
zD!hmn%F1VJYx8y(KT7qN6%A^Hp>NWfY)U4`|A5YGLprSZUIs_>pRr+kMRX^ifc<Oo
zrH!6q@op(z9L)NsD{dGJQbuyZ>{{0Z6>5_m_#Y4DKwnJQO7{zec^YQqGoKWhKTaLG
zL$*j(wRW@T@Q9Uc%Tvffn&g+aT17N3h%%_zpD)abp3mxC9zohG2owh)HTI2G_IFM5
z$WOb?^-mR_KMT$NX#&D?lqzJm9m;4cuWUMRR}~to(aeE1eh1>&oz0j{0Br6SjQ+~q
ze<Sy<`p^&H3(`F*#sHB3Ij1hTIbc|LRVm0R3cy_=74@1XaD|ni2Vf<Rx9)DO{Z6iw
zbxQsFu7WA}irSWLi;=jA7tW7}cPp|+&y)bM<K1GmmqJF5@4&y#_2lHbFghFx*AaQu
zY^e_vC%ZZnJc=*8+j>$~O>;Fhp=R6FvLi@+tbS&A3fB6H-S;&Fw8ak}$OpG+i8@;y
zuIy^M!`6fL%eBvIx6uUQ&9o*Kbc#+F@A`3o(6QSdW}Zs+{_YDnl6d#qSf7{at>Q(U
zOFpzx@G6@p_NsgA<2maZUl|dTU1uBrk%z~Ncm;BGKvig6ijx#rjj4LK^=0U+5AxI~
zsFnNahxJ+jZJdlZrO9l&srG)S#6*Pn=%zPk-+4pYZtqh8KYqp72|jju*5|w0%UXje
zObsVPJx`XbQ;4+i=N6S@u)3bgsDCJtGO6dZjaoiSo8hBDm7s&gcfZSEh+XULO+j4l
z9gw2~4ul!MJ(#5Rtsi}Rk=;dP)$qcQBaOXLIr+NSz(2>w96?sKS8SlA+*A{|JAs(+
zu^PZvAQ~KaM&7T9j!q^nj^lC@-3`R}rQ7Ag`I&FWZlh5_Qee?7!6deW-b+;qn~ky-
z(Br8Qy+7*S${7Cm&QjsWXY4rrt|w7y98Mdb7%P4qp05#SyWMg@ad^)5Tj`Q72-YFV
zw2z+{4lWbO-vca7XcqVqbz(cMl*u6O5KgcMcvO0u^1^UjoI(}`T~>U1V<R&|GGdy%
zs^%I@AH#W462ww{Ie-oc^B01PN1?^~zGR?x$G0<|?~!rj2?85C;+2|4&s}v)>TNIC
zg|F-D=;dfJL6liIDIYY<Q^v>-Tx+}adJ@Za0;~E$s!tpth&v?}PqR8Y8EI|wg~;~X
z?hBK1lvcIeu2SK%smZ*QquNZ#J*kT(dT+dFNj%0#or{KN#t)ufs>SjCTESS`J0Et@
z1XkAtZ?<Wd@eON2rm_h|S-G)!1FES%d5o$>n4~nB+={_e@kkb|3BxSL=Va&3I}b?&
z4|T5Wjpnhhw)kuEeDRO%GCyC~srm`9)gS4(3OIug?VNFs!-YDS>FGDxq2X<?-km}n
z^@Qn}!O=>n#>|zjm4EToXvIL=0sqSP%Kh=0xK6QNjL&HCnP1^>PUY12*(hPK-L2Ag
zsdur<%AJg;V!mtaU^J~QHXsy*e4e+dTxbhrf)7~__kUE;Qr{5TrO9yyz*5RH1zxEP
zJceOSD?jj*wxg|)AR9NtAS$t8{OV9m7$4Z4p=j{}h*wG<ntGAYrgA!c7)?3ZX0^aw
zb{LYqa@$|}8kGHwQHQb&j{|oM*ZmlC*Ly7)jO;vLz-Ov{>K{<3OelEsTAA+6c$w_;
z2X<TFM_^@t@f0A2r@dLE*)bw!kCJWyMMp-em%{NScW1~J74NW_XXXkxxLKjlN)VEf
zgqfuH!9;sp!%SsD7)`<z{SnI*6(;IyikQJHmo9nE6TwO4wkb+$=&D$+GQ{N-!CU$<
zH<<_)?kcelRql^Wmwndna5Nk4@~bbZT+l<nIEzPd!W_i!%Y=;E2{Uc|`426+yvf5o
zqayRZZH3V$C>9wbvjY4OVGT-vCspB93U0KY8EX1rf{~MzLo^enUF?JyHcpWY8afJb
zO5b`R_);FUZ0lPinR+bYuMBb9kb5IRV3Ed4ZbI5X@o<avjo0WRGd%#e`Goc^FDwxv
z344=|%QGu~+5A-{{_C}HC%jMSP<(IOMp0s9*q9_S@fagZ`@J-oK`i(U8RheR5p{&R
z&s;6XCK)qj3S;sH=_KksAc280;rAajslUs+cz#67+*vMdt8^84_^s&&rJdb(JpJWB
zQIBF3#KhGsY2uhJj6WwKY{9-RV&oc7HZR-f>?uqJ&M|yGA9#|D-_H1|j}|$KM3U92
z_T$3icx;(<=0rw_VDO0hRv9lOb=WziZ60)*6BL(!=8yhU3s{}>`G-SgU2v&Uo4i1O
zrC9Q{_MySIN0iuZ%YlyGI24i)X5ds=He%?QFNtep@g05-UtH5*w#&yMnxF1Z+yi2#
z)}P+UgsTpp)>gM82c<*-H|~79=0>mEP&PARKnbD7>Abp0I8HqYnkbOTi%CN&>wWiw
z`t^XAY%8M}pP_8H>q*Obo!}EsET3C~ml1l>+^4kx&Ah?17o)EtqH4|~i836LbcaxB
z;8?)f^V`s>%rhEs`IFRD;z`m;|EEh{Z{2J6e8S|6A|gIf-!(<|R>AFH0p_P1*~gcw
z0`(6?x$Mg5>E3ztOIU~<P$&tFdf$kI2d91@$yAMO>){+(yL3jFY^8FBOOk9(a^^UM
zej0tE8f9BX_ZV3Z7MrV+Z~x8ET8vH65c_jbAoa#DDLQ!vjF3fPTMLy<oTf0wUeY)(
z+6PM;!pQSrBhtyVG_`Uy1iuFiU658Ko$<EYAzr{0qRc~%R?_z?Ww07TFsBuQ25@RZ
zxNy0YJUjTq%HZa(+#k>Cr<*CP%*+R=3~ksx7Ev6AfOr9?Jh*taSU2Y3EL&vH2aizE
z8uvIm51@zWO2D7K>;7!My0?N*wf46&E<X|pUX+m)1@h?OWXL$h@TNrss6l*XU;{pM
zUqBD_9=LMb8$#68#RLpeUIHLaBjah_Py9o&;z!DBC(-fXsT;EhO8*hy&(YLnSn-MR
z$poaYgJ#E_OVseX*2P$rHxNw=9VPftBJJ83J2=W;$lzy&)~D}4TDJa5ooZthx{X)t
zv?KGUM1lDshiuz7tQlS*Ks4OUk)w;-CaYhDgUH{UNp}+3Cz^!cw|pl|uI0o|(*AP!
zbkc-b99_(**IJL0($}`h%WmaZCV8v9gTX2`TUD;V!|J1$8*OZc5ZFJf%4?bwxwpR}
zc0i}EFCDIv&z9f}K<X4>?v+w8ueiW`Tb&4tLx9<BvzxHQg{s46(9_BNB41(*K{*nh
z6yM?MEs9J6s?fWAY?tsGiSXPEm0N8QkPEP&B_3h!dzJ%BU2EBBgJvI3hXo|3NxKn9
zwPQy%J(YIk?H^^1k`wF8hkaR_N&R4N4;Qy7=;Oe;KIz$HQl?>0Wy5XhBim~6BbLS!
z&pT`_d^>szcF;r6Un(R2$-%uPYF8T@=$AI!U%U8Ke81>~b!nYWWn$lw1^hCKHdG{e
zdek@c#X(q1(pb}TdQ9nAWcDMx6`qF_Q(XP$#OM4(ZFN5!uHI@PXHCExg61SQEk-XJ
z`}($X>d(Z)b4S|_!>H#m>QOeJT%%H6qiRrqEJ@AD>7#}-J}L=Y?yn@LJVmnjWpijR
z_ZC{@cYsnV3b*bw=a>q}URDr1#)tEWH}jYwgCVsmW@t^$_QUkT7d}ld$d_M)agW_b
zFp0-hq&*X?edHVF*v|DhU%x3S`JdOPYrc*AD;>q7*cm<xm*DsE5`hJlH^WioRp}Du
z@%@f*XklZ8wD?^Qeg$QExBetn;C}FOfVsxW@aYL|Ec54Pr4wt-$`|pnJhn01t_q%4
zTqp$;%F1tNo@_>>*Ycz*$x92iT~jd?mj1GeEAfbX%fQxV>nP7bI<>DB(5LpU`2;Q1
z3N>v)=~UKhxS=k1iwE1j9|Lm-8Lg6fYTdbYppZpKk6VEZV~9->CZ$T|wdGu|Us9n&
z5QAn0v`YXY5K7fsx}m3+?H9KzT1EQJsphjAeSAjpq4k=)jxcj!TCr#iNj0J=-7aCu
zqqfiq<EzYddm>Y0z0ijCLlF<+fj<g0bX&3N8ydzH<_Gx3!#4E1^7O^ZLqy5zDPxx?
zBd9O>ebvX0vTLf_K={^iy6Fz@=#?xF-~p+>UXtS@i+)!(7yYXhX<nw|%}Bn1e$p~4
zJT8i2&3_4|0a-l!7J7CTPdsaR<+QXzA{Zk8v!|6;DVNds`oz&M(!z6hk*y7NuY9y_
z$cDU9+mr=EPBH+1AeLP*+qI^_g-h~TJhLOg{kAE&kU6brR0GnumV_}EO(bfkw?2)&
z2QVS!%<D=;<;`k{7}q;7(9m%EqPU8e<i!7B?=8dP=(csyCO~j^CrBW;yN2Mw-Gf_j
z*G2*Xf&@<>Sa5gO;I6^lU4t~%xy84>yUyBc?Q_q!&spcWe|GcG-Bn%HHOK5ZN6j(D
zJKj-miv*s0c(+@my%=&Q2-I;e&S1YOWDp&lytN0|!_-HGSmIrv>Z`Z@JiOMh&qpWG
z(a{Bo&y*HCHbe^7L#Hk=Fbsv$mY0~F+_-GR@i`Wisjq2DzEZ~q_K*19*q&o_C#5j&
zq}dh75-eP?9?O=ge6{eZ9MvYZqeGPvC@60o;uFRBVw@eWrlLA8GFuC%<HlVjEJFE&
zn`6DsI7ss*MObNOqr9mtbL$XiA-{3~BH?N1*t(IpR@4Li4AX<exl)gAT^eQF!o~ts
ziGUeAoX=Vi=PKS&;yIzW$iRrKuKtK<yyZ_z$k(5)^z|pb-<W@Wum=zxt{EbD9ln<5
zi=HH%`z+~|OSZ{XrL9rbzC8d%OTbnD-)1xYsloJeH;;R@{<7TX#m*?2IGIHaT+}3*
zOAzW#3&FZy%7Z#2s_;R4hUq+aPGG^BP0l4$qJf|2ATu~RH6vQHH8LMXQBk`^u9d;v
z4$SEzy*oR=DG&!nUQQ6AJxlFg;cKfrN9eJW+wieirP^0*F3vRH455^W!%bAlNPrFg
zEIidILNxh6o7I)GS3y{^Vc~|}^CgKUPIl|+A)vH~QK*Zrd-HLiS=<gUNAsRF{XQD^
zr~8wQc`@`aHs*hlUHxA@<}dif486|edj#N51AJfQ=p1^R_ZH(P+E?lHxJGf{g-bjO
z*fMP=RYu63&>@IhUbaOuw{^8srH30ni0Jvm4)X1Y^v(ZO=-NC`?#k6bi4qryKGAzc
z>-hj!=jRFERQ>$jmlo7XO>+HLqk9wa#`d&47`aqz;#Zlcx|#>m`4R~u?HQCUV_tic
zC*tKk-pto5OW6jTtqc~}UDG3$r!@#W^Nq@m2{Up>2FuPL?&mEY?zD^;V$0ULK@Qs%
zyu8Vn0qPM;%D<zu{`7SG6C1(5fN23zRltFP>vqr2jfSF9^`RhXV?jo_UQ9=Z=;1IN
zf<*7|k*C65^?DZP%^I7a;>FzNeBe`VXrDj9A&);{6(s!q^+}U^h@bH4$><Jyz~(!I
z227{;Q6Eio7VR+llaqGp`ObQwYAlRx$K+j#Y4UCvP<#j8ub6JpD5JAaLnYQJw1vq!
zO_s~9N1$4Gts!%LvR%|Z1VT!;V%?iw1qq$=ZbPEUnnSfLqxm<dH0uDOmBrTh6+c?7
zBPr^;OQBzVah|3fDfK<&*q$jjGEFssc3bGg+g}(ROtAcwm6oM;5i+mJO9wfKm4~yn
zxMkJy6%=PDe<d@qI>-V{9Ps2^MYSJ&QwJ7LrlBE5&#dYxF#YNFW}qz1t!ZwFDIN{0
z_kHTJPC-(jWh_!hP{+Oj#>Y0C{BS6m9whipgbw$)^FEbuXO0vlgvrAZIodm#b2j2m
ze%&F6`Yibammry(AY+=TQiL{imeh-ZCNalcliGbXm8?2CG1z7O{A_H^zcf$Rfcrd}
zUu(p59@=<)33rKcI6w|5H{#etP)gU<GDjfSxHkK~>ycYyo2=9@h7jl(F`hkR$J(0X
zTar?jy>4_ge`z~!w_E?!95o;2tFzSllC!4}rlakV0ZHFAO0FlDt?JQFw`1PpfbNVY
z)z3^-yBP`2j{N&ZEHTdw4p)$8xj*^H&u1vHl{Wn#GG=UvC}D$P4&mR-ld>JXBGXc7
ztE;N{$#U{C=m#p#x!hKm`nN>T<?b!aIC3=UVBtBshGMRcu8jtNTCKg7?Y4WyN{q{=
zCCB-aeN~7_X56t=uIZ`LM{>R?UvQQ}(LUy~1e_My`vK>o@&<<bvpDvThF8;CU8`s<
zM#T^G=lQWEr5D=p%wBmp!5D4K{d1$sOIc(3PKL7{_p%U2PpcK3{hOGQXP+K3So`xu
zJ#RCyYGC%`WBXM3ei`ESsCI)ZevE!A9h_;t0hi4j_&zZ9l>11zf+?;Pr0)^lo{fDx
zdG|^EoNR8YKN;Z$wS-2vpR|DHnHU}EMsvn<i1SdVAyLHyS4HQ{1W%|-k~>W``wf%q
zB~eF5M>!V6(gCB}A=-N^Iy>m}9=`{RDMk79*OuJ3E`6{*cw{KAguU*lS{@ceRkP(;
zmDC&ap|6-TAetFG1^~Y!;43sl0$j}hwmgb|%+2^8ITZsB<Qf#nzT~eXfpEI+ub4Zt
z+8KlY8R6AR+tg0nrNO)biuJI+d{WFXYGeN<^=H}Lm83DHxIws}m8~#UvIrs=!3(7?
zO8%{kuOs^ABvQXR9E|wY+<JL?Q*)pRte0mswKwZ5;2C505hP{S!==m8;lbC1oz>PT
zxf}M*C~*+_wqSZKpjdw9?1RlLEqdjro8i!N>#%CxZqin**1pyPJ)V2=y$Aer@BB3d
z2Jbtz`Kjm3uCIshrE62XTJVi6i5=thM`7?Xw!e_;h#$KVA!JhWT(sA~W^iTIho>H|
zB3j=#qQ8>I=Ut+(5Ah|(FawZ@6P|MOY7pHpT23@o_-$S8x)GX>OQ+^lO#AIib6=cE
z=xT|fJY$RT46`t;N?eT4Cqm;(yz9EyTpert;^!H5xQw+DxMI221<Kli106sO^Iiz!
zk0!d%2bH3iAr=*4`J+zXHnet8_Od)du4T|9^VE_>5+gjt0~SrKW87qD;xN=QgTa6B
z+p9KU*~44D{jQ99)94`{&E>Jb{nAFuL7%txdj70gk8cb!X4DLC+e9=(RQi^zQKT^h
z<Gc?bx{x#qFr`4f{0;K50FvKBTQ;wA&v-tWuk*Et=UQLScx*iQWo;;@JH{%?f}A}V
z(wDWbxDPXsm`o}lZdrZEpK0rH>J**Feo^e|I~;2OIOy+6caI<MW*a-*Y?OP~f7064
zWTbG8<r6myznK|TeVE@AtrgB0IhXS?36heW%1n_`r(rmG)sWuhq%l_btmUvP9d%Yn
zTBtBbN0!U6n=ZwKrw<#C&V@oL@nhrjwu|%7K!*(nRGTKr!EX4g>JA#uuG{z0gAgE%
zw`&P`<m}^zn2&8_dY-1ouPq~HWQaE{U@Vtpd%d6awfbqIL~0VSgb?<)^iIrN*S0aY
zX*O;SVT=e~^8E(Q+jkv-k(lX5{TJPYfOrjWGC)akICB^WQCa_#f#3-%H(tII>XRz|
z^7h4Or=gZV2h66sfO}b8n<!5?sgyvic60tKom(TNj=j86+#rC;Q>X&)WB<D{#sBep
z{(V{FaItmNJVbRtj@dMijGPiP+0!c*+_g=$Nt5EFu}ek8W(Ds&>8g>ZOlxKN`H0rc
zX35r%mC-!9)yPCO)Eg7&J`5N$IH(8W2Iz>5ss~``KAAf;bAvA132v(oQOkO|pOl(H
zr<v``?YE^qi@z_@rdq=n3<H@3&eGM{APFg$Uz4DG(mrt@zZZFfnfZ$ZcBkLu+3}vU
z6b7Eu$%ecr*5V<nsUL0bO!^B(Tr`@`4Ss7JEHeEj!V$l8yxr1vqPdvm4hFX;MCNz9
zP%X5A$3DxnGi-e`weIzvsmvu|1n_47r7dVs!_vb6VyE?hQ#r{^&#lMqWKW|^mhHJ^
zP)<_V#faXGr9bu`GIjBa*C2G!i^@$6q4F+1KD2|9lwC!n3@2paDBs*ioGI{xcumnt
z^UC56LiY~6O>ylM*E4snF~QD8L#I;?2(cr^DzpGBmS-Dx{)y31+}uy@8jV-6sjb;B
zX=XxbvW~MB7h4gbg8ST|b7+729B=FsYc7Txd9B3_HXf|UH%l*!%+apJ$n%Jsu?3^v
z>@M=>ek?GQKe@Z(R_K(Gb4;xgzTFicQ=D4XI=5qp5HIe75lnxUStcJZRO=jIXTCE<
zEPHFihmep=m)<USb0EdXLejlqV|Boly_0#HF(lQhGMg|R$w{ogie7jpt9K<_-YGU>
z=i$3-e?r!GpSgyyt5-Ypz&ZWAa;;S4jEd5f0o2M?#Swf(`OI&`4e#QsFF)JQsg;3t
zt>Om>G9n2aRcuWsJHG{ZFYqye4|jRjbSQQf%PCcme&n{8HQ(iJw(b@3Ma+U6Z*s>q
z3NdH>b%HPbzz)CkFRF6<)r!PsvL%7|;XM~Hhp?zZO=y==T}^GIG#nO_O6FeCb5PL&
zG&~RTQPCF7W|VP=$IS&do7(wX@GVdvz-q$4F`=-QUXZ&shFoE!p83h*kpbr4e<acU
zH*fz1(x<<YR4+yzFKKMBC{X~3miO7h{(<+s#i?Fl_=u?T@FFmMS`<iQIlFweo+36l
zkwmkdz^?3a0@`U@HyE_XKXpiqe;5rPR|!hI_vZy?l}ftYY1Fn~Po&C*8&^f}L})4E
zTXV1nuG(Xa95@|n)I5sbBVY85)>kBtC4R^0!=F$5!s+a_#D;jR^Jt+fV!&#<s+g{O
z3UUA0UM#IKQd(|nJ3FQX5grBVT$FWv{v%HH6s!94|F6>HV0;7Hrt;Sct93N_eLrn#
zOxht#o=(fuph)xXt^V#sjz9iDXYM=@hCM;Y7>CbyeL^iN5qVt(?yLK}`rra_!|Obi
zp=xb_<-1LUQG;M&tQ!o2_YK(+n{pEyjI!GS{C~qI>;rR8ruLk&)luhms64?<>N`;n
zU5(`V*<CwP{1}19bhGAK2VARU0u1K1ROfK)irz_Gu{p9pdURoz1KYXcT|qlbwKJnW
zG@u}c3{9}c&ujwZL791`z#pWM93>wt^XY<(q_jQ-#cf^tnJhdg`GoJunq+^PN~$rX
zbvP@2JXJ2|gp3uyH=TukredbOF2)V~)fqM~#eTYjG1$t{65PYlwc!vYf>9f~!I;J|
z`Mgb*c}rEO$75_*AZol9@ost}qj9j_j<tKc-#S0ydJ1ApB>V9F7?R!&V98}So?^!T
zf^YaY@B4d9`kyII|L4?tuE}?HrN5~4dv!iz5*d76yCPCW7cPK~)(|b?j~m~M;6(&d
zWd7JZoGG2qX;QWuN;J47W~i218tp+rqnhj}pMP^u)T}|gA*C$3%p|=pSr%(<C!m1)
z)=ca*5v|93db0;kOlSFota46Cf@Z1}uVHrU*3~b-lCS0X7jyovhLwkXmB#v3;bTtr
zXFp!{xQpOEK6uRTLJiA^5&%+1K8l%^`wjT9d4DcX|96gRQq2o~NP^M_wm-Q99V++n
zKVt<|Ms+P+fK_eZPThQoqyfjpgL(OBAuc4UH&!FRL7eqVWxqiZy`t8lXbX}K<{NyV
z=o6i!Nk@dc)!2y28yLhJIB%^Y2!fFkj;FNZG#)Wel5iEZyBn?ESwD>rmi}&^0j%;l
zLXal&OIRo2+QFq7Ie!bWX!MDthxtBV07bKwfzjep<f*1!t9@!gEdCX3q>|)k-g-+>
zdQ{{E`$CINViE!NqOSZekxiszC82>AhzbG;serdBxqeLETl+>SqK!Sd)9~e4PL$Ao
zUjJ0>mJ0n#NtkD6ekeFIEvMJux_gI6J4;PL*GC?)Iq0vq9k38~(GV{Hh1#N52x)_&
zv>JTpkRV71qGf1U(&HQ0{bo6ie1$O|#Np5)&cdg?uKx)5aYKxee}lAp814K-P9X@T
zVS~RxRUE|MX0E>#%9f^W{RYX_-jF{6qr1Uh6HwTHIT7i9_t^isgZLj3nEuhm&|){;
z_{u`w>&3N+p9toSw{zQlZb2s~|58Nby`!^tWMInv+;cecj}hya$8?(a_~GA|bP$hg
zhCalW`%W`5NX7-KlP$&!eG5PkwzZLC7I8RqAuh8nGdeUa{<-~=N*e%LFf*6Q(s`zD
zXD#kWQd?e@IYN5P&ZgUnnWIV!{dVV-g?HxaP8fHHkR2OU{ZHQ#PfurPw4AkU%nUEu
z#OEhaa};|CMo->X2M2gK?MEb8iB`F$GU}nRmv7XgV0TAG3>Gz@@_t5I^Eg!$D)bpV
zc^t?PwCkxUU4+69T<Q&!A8Bs5)fjXi^VExYbKIRQv^|(Kw*N<71+~r;zmc4#(vguW
z9oplL6u~#|R<sd|Wcx_I1SxU|k2s6|FPBJ`PfMgyo+Y)|KbA<A$)4@<eiEDHpI%NH
zE3ozUQLLnj4iL9W6^^`%J4m`IIc|b8S3e$8(_-X0P%makB#^{|;<n$?y|m?*j$@0F
zuRmD5)n?pYjWi_UX?uD8G8aC3QK!%8Jv9|aWxrWiGK15=3V&Z=c|kFCk3V_Exzs0~
zuSL{c*v>@g#5`m~N(B$Cwxos>i(Sb@!u}M%T&}7#oPOY_@=sQ1=QVfuy1jx7F<37J
zudk%K0d#fVi6f1su2pps`0vRY7o0lw$5o+Y#QIHA*_({AX=J5k*|ipL*J>=3Wv+Kx
z^}15t5Tl2f=Poq2@KlCPXPojjKG-M-%2iI8w<Pt>(9<+0j0sZyh#k`u-JPAuBb4b?
zPSLalH|+H|!RuaD@_7vm;*o9oCneq;=f5!k@?0x!|8H3r|5Zz4*9fl0=kTdA!<`Y9
zO)}3|u3lnAlAsf+SGXgL_J?ooLm9r~2!7x~-8l~C;Sil4FEofo5!6E9Hdjg{nVdVT
zr4A-IPP7n$gl+LpcE|*~o%N0QB9QFxsAHS#wM>RGjDW=NX+I%OPeTQM58BJ5xc*p7
zaSfA2|1_~4Cnovb1cREkG}qcTXhz}O*-)&kk)G|8-s;JL?Yzy5R<)Prl!IS$s7eCI
zT_H89aIaPU^pQPF+ZgVBE=>q9V6c8NVg*T8me~4yaYJdvV<KU-Bl#LY$QHwDKXWM<
zwz*I|r$9PGjGjU80M>gOYE}75vI29v6=wf5rN{K;aS^z@>-(&qkzZ6gHu2u<{<+QN
zqU54WIq(xr361}=0r=0%@kfWTkbFz9&${-kTxAM$hfJ#X@aU|Hv8l%mH!A3eKv4OL
zDnQ_X5pc|W=mHXqzk@fF?jKEmg9dQHoyMhr#V&eI_Xw>7LLL!76^OEDMqvUUbW7V(
zfE+Q(R={`(`~K^Fo7JY77XQ5z9|xWPZ;)=|ZxB*w{cq44fQc^S<_>TI#63Z-8pa@R
zx!dpPpfo`JlNr&6Sm}qC#H)`u0Ob{U^^gK8^Tc+zDZ0)E5IOE;K;of*dI!QLk`!lO
zY{8dG4*>oKTmrtO3J?_dPnwIT_!n9RI^8SdgyNt%K*N87!hwP;Ksbj+<^O(j1Clq;
zv+#=@^4bG^WmxTB#BI>GEV8EX&Et*wPeh}JueQ&W{iogif4i}2pMZw36g%bR0}XSq
zTaVt*1{#*cPc)4VH0-UzYW-w@;N5@H-T(RM__sE9jS3Q6AYZg(UASh1O|s}|+K|M`
zGxU_OERj)T8c%X_d|90Fm&V4wxv}aS|I3DDqC@}phw}enb5U5s1VWBS9$U);ePwB8
zI8l5;e!c&g{3415HZ|H`2lG6={r|5iIs}Y19~ZELE%1xVaz}Qqtots$*zPx#1?_BR
zB)t)`ET8%RZ@4kFQ63P~^Il)K!JpH_YY#J@5R6oj>xXiEMz`m`HIwM|eze*B7nRla
zKdW!@6UVbz&(i<_pjpE<Pl&mC(s;U}sF(MxbnC03uE$b1@W**+4sa9LNYdIJ)ReJ5
zl@a9s0u330Xz`M#|4<LH!Af!Aysk|rk{vTu`aZR_s#au$IvtY>w(HGRSx}3M9<=Ws
z+%pD|6&c#`OJUBi>OHM`jCFrM#`nv2$rRFhIQc+w-41!fC3*~iZyoMYDXdm+TE>_?
zELZt6(IWl~adOnGV(oe79@TkUROhW2baT?+-^kL0Uun=p3?%EFeSmV-FmI62K!T=U
zPHol@oZn{lPb5o_ADs-#_Hxct0B+oK=}1?v7GXPUyDU#<FPYX5JdtVks13HR=t`Ci
zohEz@SUwu%>5b$c1V#%@tYNCx%u0qvoU(EB+H$ivA7V|+$=|uc)iX)=JHvy#B~O}j
zv=4ah{7#CE?Z7V3?+dmcWX*Re7~+$5$2Fro!C_#4JAa)5()U<@4L&v!erV?;w;!vL
zyf#RKLftnZ)hn&3viH*08p(?;*X6WA01pb-YWZ#_fca?+u1WSWQi!wQAXs7QK{DIG
zhNkM1HtTmUS!H>&!0HYFvlFbBxTQIv4<SD7a@QpYGo4|&(wl!Lk7V+pDjZ+u?Suem
zQKRXEiOoBj9=0`lv+FJ<lG>A7kpJpfV8zzd7NALvm8O;&Yh!cf59b#aC2oIg&H=v%
zq9S0MIk3&~@-=G>T}Gs(h@pom>18?5+3q#?;e`<rux4+`I6gh5_g((->*m(kuNr&~
z2D|%g3Ky|oi$XNP7hO>7F^F7i+r;(QG3(f)5>(<k6T|0ec~Edt_M)aPW#d45tv&=b
zPM#WGU715Cd=11;^D_Yxkuow^jP&Ybv=Ci^+_|=A_UootYHJ<JpH$8T*-YKf*I)*O
zizv_!((z_|rNITBVErj>W;s3WcWF$grm62$T0)RC=tzf`?jyE=YR%^k5ki(=HwHax
zcTHzc_Z5GTl=-q7oseTM*VrQm*9eE7QrF50CFD6<3B3pde6Mw8R9WHFp6wi;NMmv7
z)xZYJS3iG=k%yR<?Gr3S^=6nB&FQZ$g3Ied*U7aT`-U^Oy{_=G4Jp=FkJ=&9P;{{I
zW5&JKs1oO3UuyMH++#5q+#WR#W%4L@{KGqk`lzNq>H4*FeVSXI<dr=k%_|qj*qRbW
zkaD-#R$!o1Wtp`A)tkG~Leu=5kt&|%2ASac%q1zM$%fycs8}7Kcnv9CiXga_8TySn
zHeiL|c-#zj7SGUqatqR2%+oSsXYYzA(rYjGW!TVl)vEVIbT{eLt}zq6TsdB1+zllI
z^B^UpG_W}cMLPXp+a#>Sj+zoajA*$0YICxN<;ss|OddMf@{{TK@;D1R&2$iJCyajK
z6ns@q2yxj4;Ksg!(B;Kz)+3a$qt#m1<z2~YlJ-wWkUqcW)&o{FzvSaK^n2;V-yp=k
z2O8bJIo{3wL)Q88barUH<$Cl_m=jHcq^6J@Eq4O8W!*tuX)X=~Y4WU(&-2Sr)-B@!
zG6>?|Aj|jA0q7FA>K5$c5sQ&lPii{yO8|_2aB2lA`Ty=bT|9u5hJ>mbSUK`3ak>8n
z+2}p;NmIkLur6lyBb3p@mQ1%uez&^8{84;JZ1>@p3#o^eERLu{0y`WOFQaJH)3(d|
zXG(8viS?cNOtu4Af$d^<h`Ef;oE@r^3}>Cw0V8W)Q(}PVyti9OXzqrB?s8TrKbBmH
zP%zU-^b3HWVS~;lGG6`U0S}JHA14R{XC!}RkJx9Si%-TN?{#dkAX8wdsJj6Aqa?`P
zu52GA8_l3r4<;vZg;k-`3*II2_UmHg{dAhh^^{6=#HmtK(8-L-mz^MSD!waJKJG32
zrbS4IKgp_RNU0e>;NBXztFdV3#AVIpei7gabDd;#9oA=a&_?7Xy67(e9hrZOeXJ50
z+upSNdTr(V*sw`%akL4k_Zdg<0hIc4zuv~2MVkuiWa8XNUBD4^P)gGvnWD&fk;N|r
zJMLcOoe$`p9HUe+t!`cJs69}sPwL+H`1A}$HlbPW^H)q+=M;hV$cxgh3wH?d$fN}|
zO}$F`nhr6gN*|RXe9f~V=_Ix_LHy<w>GWnn77?OxFZ+MNI6CrFh_bDXBUp3YA%w7;
z+Sj5fjw!}#HQ`jYG|6<wg=K$2YKU2n0-RDc+<unw6Q%fv+CNK5n7;;<%&L{h$nL?i
z!*cJQjpXY;D9r4hzttSiNhh!I@jP`umXRN|M;Pft7(zR)7cNePI8@)u0|XNfG<v=<
z5GhOO*uAB~%6mUvFhzXzs=ePH>=I=X|9Z3)jVx8H1a%g?Hn}*Q8}8k@KPtdN^?^mH
zYV)4=UhX&OUX;S)sNE)ha1lDXl0J8AFb%@Xa4NIrStubk?=3XN&lSBZmSw@Rh>v_I
zP*eh4k`=!OJZh>s5*wn=mhkGL_iHaPUgGkrSi420H)NuJR6j2das71r-pvSmFNwF(
zbhy5;J>nG(C03#ZoEfJ72Mt-bazu!pa%<9kH?d-dOL2ewNxjE;ui4|mo3g+!zPTnU
zvAyCY?GX_voqOrH9~ebiUEv2{V=eJ%zU@9{VvF8eE1Z{w#U5(4QCFV7^=3Y<`%-sG
z8Y@oo0xMmT0|7oLuJ0sK$So7SOLf*Yjir<ESV_I2x+<C6pr@x(nq<q&_)CDZfW{te
zw5Mqb61Gf^a{r#VCP1e`Cg~*=Q<T@dsRVD+MqM8|X9%&7|Kw>&_@==<Bp0O_QipX~
zFLE{ROSlNA0R0T}zH5hTKpR~9i=58;PtzsVKc=+`S1tqy76CVNj_h;tk1xwy3$D_*
zuf$|{Y+Xa&NgKrrw#&uc8%%ONzFq+8ZfI20wgKjwiUW5iP28`TMA;#ieSO}r@4!tw
zjPeW`VrNb2?VgLCRb)dS@f}H3oIZj><Z@Jc7#yO#oAj)48GKI%kW0}$&`?-F$Cuo_
z0JLUIWzV(W*WE{p#|Eg-O(w?Mq|GiUep?H`U8Yt&wL4?~;fUoVPLxL+*U1<bD<g?(
z&Esw+y0X;Tn+8dwx=_dZOz^!9%dSjf>Nq|nj-hFeUoaHA9UD;19@h?nP^^2jRlB|i
zpQGfl#q<@6<GE8{I0~-Mh}J$30fwDrayt}r4?1$aWa@wQtL^6e)?d+QlmAqVd>%KP
z$(ly7oFrgy(3z0@1F;)W1ri>-^=%(&=s&Q#>=zGhZJT0^kGb}3{c_#o@s}VHFlhyQ
zx>EUGb{>V+ngq$3eQXL&_Hjbe{I}XcS{ZT^{}A5Tbv=cJD7|fs_@!{x7Gmvzv`l(^
z=gZzi{uLD$ON-f;GjqYFyl}xP#f&)NL-lfxHSuuw6>Z1B*i3CfChFlbicH(j(kql@
zhRz-6;-lp7%-%)MsJ|99<5*TH@t?7&D%Wz<JptjRWL?GZ+_|NGM1U!PI(+e95Qe){
z5@e~nrz@FPD3WiRt1Vur)IIC8_<e}(e)PH0h847PQnU^XICZN^L~HAg?;Yl+#(LRf
zI7uo2N}i~{_XUiiFso8@ryk*vo$8>;j=WpQ8+-k@Tm5$@H1X*<-+l_P1ZVH5^ryT`
z%-<h)F;tpX^_uYRbEZX2v1qqPm32D#H0zqWb*Y_s8f=hyRhIEL)5r*rJTr<+<xhKV
z6f%a+1?cXh-!RW!+|a1M1uXMeVJY#C%5zk92=Q#U?r^N0#AAB$EKBCGm?`=k={L8I
ztw&pyu?_rht2V@C8AW@g@R2DgWm(S(Qx@1zn%-M%J2$F@l6(Ysl2!D*At#76B(0{Z
z6WpadgNU1n#5?ri4d_3VDP>9G<RW=ivbh^GZKiB025$sJa&v{=BP9D$Ep<d^_MRX<
zxQL<63UOv0o}$<;y!={NLm4)5oa2IvP`2E$$wwyqDjuTMHB0Q58`2w`Gh}Mz;$VO6
zRO6U&jT_0juD=5C&Zs}U1}X;Ed(#$|#u?zZNhjvTeg*2@WRbaJ7B+v2Lx24_XV$^i
z!_M8}p1GUzmV?mzVu?3tv#3sht$*#;2uN$X#*S0FT2H}9v8ugBl~BU%*<e8QN84xg
z&68Y<%dGc2zm%#Qrs_W2GgUD5)VPu$_C6P8Wc-n`JzD3s?*2J{j$7x*<RXyh4NA~F
z-Og>yTMV0s(_VJ%L$-MvVv%xdJK^!_kIG5((9w&^&S=sGR8P19xY#i+nDIHCh5c(M
zU2Q!HTU*RUQZ^|pOmBEn<n#t%`3?WXe0`hFO@$e>^jLSM)6+OOHoZ8^k97VU?R=x-
zG6!OWv?;UE533lEB0)g~dD$7)M=Cq1B_pwbruTkv1w+qZSs6O8dbLtOr-yX<XQRR8
zEzIRsDHeI-LDal;vBS#b%^t9kYp$1NKAna_b<^mH)&)8Tnw%^1et9bg7r4=k9YwkG
zY~9i5M{H`*VjU&6V_}mv-sQpZQZ>^|M{WjcCd>MZlo5Ax;+)tYnFdi1=j;)?ojEwg
z$jrwA9$vUsFpq_}A|)Yqvm<fsX-fsf;W@XU#yRp0aNGRq^e1hrt*L7r=lb-?mV4d~
zx6Y|atSt<AT^cq}-CoEPFRvCpG%Ney+Wm&W$TSFQm3=Q17xy~wBMU4R0AS!J{be8t
zQfry4xnJhmpRL1BCiYSeUC`FpU=Tq2U<yl~_%g%PI&Z$mI$!sPwKZn9;}629Kf1Q^
zZ{Z8$LlLaAl}1mNt8xshyQp#HAlqj8JiqMBr9nl0A)l$35Fr6KM2FG9oYcM7B_0%}
zF~ee+@W^xh9UxTKj?yA}SV8Ua%QUOk+-WRb%9wSKkmV-%?fRk<1cZIX=}S9Sof<s@
zQ-!MbI!)AyWwEME>MZ1r$mu(Jn9q`=n0=^NIZjepDp+C~umK=4coD$1C=s^o6d{>q
zg<q*%Kc-M=LdI0^FvlGOhTB)!KDrq1rSAa@l6iAoPH<=QdeTCek14P4Y0*e^5Qfwu
zLv8_POGjaby!`c26pgm%8}$j-p~e0HB;lSMXPE%kE;bs?T3i@u?TO0~n`yh+G=U-I
zI!$z{ra*JCuB@(SoSJJ9d@rI2sbw~zUVo<wC_(^%1d#py&`mI-18ZQUp@O<Bx{yn{
zcI&st&I`UT)m{jGN?J^t-xYSz<z2v!EwI6#y}8o}nZByO`xIU}vGwWOLy6QMdOCo!
z)(%Bx#t>opvKZyM-fld#*fpWoPs@={$UWbdm?gP%F^70G)x1C~s@1ePkXFM%nGh4r
z=z9POt~IVTsZ1d;sHlhy7d-&k?cY~x<cU!nMh8k=6|V*qw=ssL8ga8_Le&49^%XgC
zQ^;&W666@`Y1`vn9z@cqdsX+*Hoq?QnxbyrXo#z5h)^BOoFyhDMq^(b>k00@ORpv`
z-FT6Ol8Pp<F*>@kyp=?>ooaED>RhPtxDXY<3wPlO+^vQuTF{E;@~X5H&#r0{my7iB
zKGbt68B;q9_5a9zCR9F%hZ+507q9(nvr9MTV|y(zWKmDgK$b+$x-OYxNx}-xv4>nN
ze@7@08Pw6I25{4V+5p2IYVod68L(ONY6>h(7@W2wX<Jq_$V_s_y_BS_+%ASmpxpgN
zye~pxB@pvbh;PBaTDWz2uPMc{^+TQgP$QW8XH4R#m$D2YA>SIXwB`xV^&AqL=B}-%
zI=h<5D6olJWs0}Kkz^=7Uds#&m0CU3;`BPJ)^41kY>cD87!e{q^3K0*8KGVoL0$^?
zO;^J@R!XolK~!dIqybobC5t^tR9nvKW4Pvat8oq&f(;fq1?}FjcQk;LDR*A(VW>d#
z&tpEYUX>c@Hr1v~Q@5UN_r?;&e!=33lraqvr4ve5s>M}?C*%Ba_jt7vOc7x**%STA
znhA^hQ@>eLoQ!YW5s_FV9CHVAoJ(w^hJxUaHYT;TVv_qP+<kwdCMoRh3$Iy~9PHPT
z>UmfJ#)<HO1N?-b1m)-I87SQ0ZmA@NS!WN`3x|~lF~x(E!pGfIo5L5;YFO+3%CJCo
zS_lI7@xLK*Pw{&m4cXk@%*EB&+}I8cc;{eZgT})_$wv9~Mo5TN+}_^7)rFFW6WFE7
zD&b)7YHt6u&HcA+X9vgE4xV~!z!onD8zmPTw*jlPvxA!>aH@nF>l<@-Yg2Po>DR1k
ztm@9j_AZXb&gS-}ULqo_3g%|k#{Y7z^3&(8l<e$(`+ik(7Y8?IQ*+>gTz_0p)xp)+
z)tr)zRo%<coK@M_(p*I3@6CQ{<5RQs4F10B>8w8`k@R$xR(m@8NvijbR>o|U>>Pg+
z>yJ%#VDpcQ0F9FZ<OB|Tdf@<e^Zaq`r!7uki|_AST$Jo=Pkp5doT6;(>T2$6FC_Hz
z-r2!a&D>RwRr!q+tGc<TE32#>(A3v|dy)9ti>v{wwvvgBx#`oD{`j1ohmz-yONjuF
zzl-qH6Mu>zW&Iww2CLM2K#Di!rVeK2tZ&WjEnTfB`PlhHME?90kv+e)YS}3*vSD7&
zIIQGY|AtXW2>*E+EovX~dL9mN>tG(iE<CrgF|K$_cw7_S<+58)Hwnho2_GX^^tgdk
z`ZaEHV0{~OXCX9J0jHe_vS7b3b1cMrd97`qjiZ56mUgAsy}s!sfpmz5WZL#K^M;$^
zoP@A(vlL@9W0oMu=rN)VckFRG+oF9ZS+6CgimO(Ji=S0h#?Yp`BxI|lk}AjSy<VS=
zdC_DJo2{P?FUz6D^ZZRsLFER@Y?R851ohsD50m+?cX~@S#S_&x8wdHYeAV$bcT&Ex
zbL3B%Fz>4B_kS0!)eP6_m3jLNW=FqrE>MgeCQfCc=$-n>aUZIi`<PzZV(MxH$pvMz
z{+2?AsW>Ucv+-eP6SGwa(W+VLOD*(O-g%KlW7rwXjC0ZoDI6Hd$L5zx*^WVD`3m;=
ztt3ZycUz@sGPg`*G6KmP0ci#7DlYz`hP<}~>11ciN8#*5lr)iujIfLEFOCrAJwXrP
ztU$cc14&}sB5X9V*QZ<0FyxBpFvVXZ_v-0j{*c*EJFhWUMv^}(^vy0n_6%jLekSzw
zrRE+b>HH5bmDeXd8PA%3bLDEKMvzpQgzzgL;p|Ox+=tcbBp*wD<+`VQ7b*~JPk}Kl
zTu0(_`GTy9^SaKE6^+l<yrSvgfErCWtfhJ^(6<K}r^Au3lGFrk!IL+@G9ya)^!u{J
zzO)^Q-D^KgEpx)$7c&KYP2AZI3L80E8V<7oGBU|n1Dm9QmNbESu8?VKErASrYgIMw
zHWqhT=8RxN4bCIsITz%zZ{2D47K7EkmK3I^J4;kNWZzNcj#AGnPg;+$&9xeu(1pI~
z^ioTI=Z%V?I-a~D)~i8@$vk|+wdeY&pmnKZR{W7~j|Q(ZpRq+B0XG4T`L)W2w?C#V
zva@N(>Be0*ChILf%<G9bAB0Ne<0IwK@-d{B!Jy~%NbD*){oZ~-Atg0_>={Yk9Z4FR
z;vf=rG>F1Hjf`>F|2^o8gGPL0(qwQsamM+DT6*E<iy}x2Ckq<$EBRZWN41!`4W*dN
zN!du5e0pnI$+vq&*_eLCf{hJ#EM%*VY0o6LS^M~c*Z(sm_%sv$oOiFSU0syToh2OX
z93AYR^b;ST3Ew+7t2r8*n*W26`*VK2kx>70cFLGrTUxmSYLSms7SNo|jt);#m(tbQ
z?e8;}lZ%~?jaALf#Pvy|{h<d~wXDs6InB+<_CMzI@44S=AWS(aSt$_AGY|*{_yhf3
z1WACN!@)m?hkO1U{y74|b3|lJWMm{HWL$I%R7?U~LP7#ue0*XuS_)zkYEpcBN+wF`
zmvpZfUJ+3+voX`N(bB)7fBF&_1Ox<RL}VOfWE^^8d}8|l^5b_02n!MB%QI|P7%I>+
zEErfUnBUzX3ZR|vFn>J$C>ISp!90Tn+KYgQgp2|lP>TtA1_KNG3=S3^9u5xp)DQR^
z1cwEW{eoTmIgW}k0+kakM__CgBK7OaA9$)0XEdB9&Ou1X_ymMR#I!Hz=wC5#ar5x<
z@e4@2k(82_k(E<Z*U;3`*3mUJGq<p`vbJ$?b#wRd^zsh=5EA+^EIcAEJ|QtF`ODXo
z@7X!IdHDr}MOD=`wRQCkjZK|h-95d1{R4xOQ$MF?X6NP?);Bh{ws&^-_7Bc4eqCN&
z-#~8fp5%f7!TwDw;Q4Qo{gYf+fLzbu;9%hpp5%gg=J6yr799Kw_UG8*DhS3-I8+>g
zh`6s~vnqceQFE%E;h8v3Amh_;t<#=AiS~zNe@(EU|1HV>F4+H&YXO7`3j_Rkuvj2b
z&>eu*1bpkS$m$B;Tf*|;f@-u-ay$WNvesnD6|-o^3QfxB1#UyAICI3Q6imX}QV<8?
z0ZcLYEXh{%@`dM9Sbq+Dp#YT4)p`LqXe<E#@oNGg7XSDWh{aF*%buqq8_pE}bn-uM
z|M!>uhhF^eKKt)+_TSU#U$h27Pg4h628?GsEHw2`6{N}g@j?7~W9EKSZ3#|p>tl_U
zN=cvuyc;Ua4{AOx<>wAzElLGeEA$gw*AsCHoNCQ_v~9e`IyCIEbXa!$gkh0MWRkX?
z#rpMUs~^j2eY)dh>`Yg;dpR!HDH&KBO+Yu?1HN+5<%U@y_Q#m@)JMft`JY<KNuKt0
z*_uW#JqPLIH0<VMmEM}R8k{GFmT!!q+Iq`bcXleVtoXdjPb0GUsx4m`WLBUhsp>WA
z%qfQ7BDnGCz8zEK;|3ZTSE<Z`UlV-9k$xYOcu@UFt>fTuW+c`xR2+l1?FSiqwqfI?
z+@+>{PM#liCRU|_h7{s@NxbZ-Q)JDO-gx--${@qZJy%pz6f0fDg4p!wn<ZWQsq%y)
z7gYZ|u~Uz32}_fpa7h7;K_mgqTnv;iMW_MrV2nWRAuwY5R-&gMwBtJCj@GsWxE<sc
zua>3RRC8H~8K{9a3wsO-G^lpg(u-zqk8g3;eyXQGkx^B>{<kGbz`%V*>_2$A5it<i
zA7?d&uIPoSZoI!$;S3myZkASyv3VZvgQFrdOh6Jw#J7_a2#=?6MM9IVO@1+N5%xTe
zlOa^h8=EsW<qJT4(yQGWX_iDtv@f@pkHkDd3mnQwxU6w%mzW|IE}kgP@?0+3I{=BQ
z*Z>kNUDXhWGNL+&l&#?|YpKCd;)pbG;+eCRbks0WNN3g49-A*|IR?b5Zk{7u$rI+I
zD)-(XmNtO8-+kMKBlRZzIinkuc=mGeVr30pQ$)Q8g36H}JRU76VqV+5_f!6B&*FHk
zqzh1(<txO|MoW`UrwV7GXJ_<nCXK1*Th7OE4@~xN7Yu%aJ-W|x1;mX@t!HuCmm>rd
zSXL!R732yLawkeEJj2Q?6*Vs{M(`q5n9eSiW#2EHB-LY`tP(YeX*sNn37H~@O6<$i
zMYM>LebaI%-TywLbunpFlh^C;b{E%2=7wOJasNcv_iMGJiPFX@y56u!hS8*Hf}2)L
zBv!8%Q7JPIbV{u{`c$zoVrS;<QPNA)(%|6!8#pz!PwsEOt{+UraBWPUOfgNF{|2c8
zXm!QBA!s2qw4i$(iU&Xo+0H&b1_Ho~%hxK>oj@WZIVOON7tVl&$<f0$JwX=!c6gdX
z@}t@#8pyf*KMuDtrFDXbxN-#W9QhQ0GAwmVfcdz|dJ7A?&jr52v)81E65WE^os<DC
z@Io)~hy3G3ImGz3e?Q~w#UblBFb+@ogZ^b8GLS45FumVxYK}Fj4@8X<bk%^RnW&g_
zcGrtn(Z?@5H|k9CW-yW{=yPJ45bUxEZ0R+J;)5ty=_2cdfxP&0qdw^j`5GnE1>w?P
zpKq}BL)>Bz5>y^^pyz#LRn9H7><QMTW<H*ZB*T@?a$G4|wJYI%cTkf3#?u6?;dDyK
z>;~Fv5{#pc6n!AwBkTJj)mufj*G*{+KTf>w)s4<7AHbzb%`$PP17B#{`k6KQQY)T!
zz3->lu1x3LV<h;h+8X!%iuwotM}|aMDZ!KL*#Yjd!}Ds9%mRD+(&Nb2JDypbd=aAT
zou@7nQr_{wJ-$8W8?5A>Q+m}Cy`@g(Owor#pv8hD`tWx;Qb(HwN7{~j#oo~|=hVH)
z?Z(qo=|rwygyv@68OxG6W){aJ=Ge=;-wf{0y@Hy1iUa7-BEw!AzHe`+b61*~<F#t9
zCay)2ys(fF+*EgMf}9$zIsh<%;iPMV$In_4`FCHIXcC@ri0#i7V~n=hOh5@C89l`I
z*+nDNXi|dZlwIE1^6V6TpX&3(PQUTKMcs=DY@@<ltzOc(t)OIM;E^0yjDz7@93wIw
ztJsMtosDY&Y8I4jyXFrWk(Sk1vnr&m`W>%U*Ebk>-gMUS0##=XDs^tc21`<dDrt<v
z`t{%K^7Z+eX=wYu^c2toI8qGjuzH)r90#||qA{bo&&N@3%IPMcum>)F(F$6s^>xy(
zr}~JKJ!8%agh`gROzXU7HCJI;1eAsf4mw<>H$|1!0Je{NwJ3f4+AaB?qh&^2KXpHK
zk193k`Wv~I%p`BJeh5iCI@ezkTx{##U`w=(=0Nslg)^^=-i-a$2RUBvHhVs%`k63s
zAPV!?nM3)+c>Fy5QsRtL?2}$y1Fx2v^#J+&`)#3qNbf1T45dd0nNMKH@>CnPrvRXc
z?AVsRsuv4)mkh)3-#SW7jhnsOY^S5T+iIqaUoVoERQ0&jyx2edwOUVB=<8jhS>?wo
zmpGn$udepFL`0?D^qKSu9X}a@qD?}34QejfZM|Fb%676VKkvs%>$BN)-eBf(>~*ey
zZA9~E*)7*mm%$|dJJJ}NmEcZt(!g!28fG>kLP2o$iviN${>`(TLR0cz@&I}T<lJ|5
zgst2;Xjo-io)ClC0y!@g!v8+2R2i)td<>r$#zOkIni|3w-N;Xu&S<0yxfVA%GQj-O
z-}lw)rHK6+!@X%ccx*QJtT%*7i@hx-|F}^(-eg(a@i~YF^?Y$M)o0xffWIg(9Lm@D
zi3q*_Xz`5HltG$uvtcKrqB{pjIEG;V(vMdC<jHIH8<g6<YahPnDO}#iit`*t-}=tC
zuAhivC~BPGox6EG>AT3y28097_)UsW$48V=+u`{fEqPw=j8<O2+5mPOY{QmYKUw3Q
z0+$^#7vzXQu^M0HTW<U3Hr;eDlt|0?+mz~SJ+Qzl->{ZB^&E!^dr7{2go-t%WBG%`
zl`DDZ>frZP7I;5s-QNA-#Y+EevI?YrQ&@G>fR;LxBvdMDWd=bnFk1UcPzJOMdS{uh
zqPw_(5W_9M%>Le@ImHK5yxoOl%uWXy1l?948v19$#TzMi8C%1h3gOqC4{v{xi47Q5
z<dB7><0HC5j-?Eti*t?OP7%Y~LWX4{gArEb01FtY7A-Gp0{2Kb>LDdqinMxfkyP!o
zSKO<SXx5IpgRVN%yf2^w#5FP;as_?*sCMu4&bje3N_`DyBJV=eP|rI-3Q=(E1%09n
z0|R%FSADsDXp+`f{NS+xzg>#E0a?2DWI#6TN2P|_Y<UViUrC-UINp>JW+D{!Sm-Fg
zb~7#X?qQzNl+t5O{nr5nLCsKNg=wKIr6z+W;_gx-DD7U+$Bmz;JcmB_3P1Ur7ObY#
zqmoeDsk(hUG_wp8ilg9Ng79v9U!iUM$&K`^@8!Uhid`gVNsE6}`ytzrNF=~a^1HUL
z-o3_jY0X_zA|vUThcl5Dbx_IHZt%d{*gi+beO-F!ScHcf*b`hjor^#;p7$GcyefPQ
z-aqi2ayT2>Ahx;jvCj!_pCRdK=Sv$mW^-v4TEmAWy)5PtMG<+SzbsuiR@7%(&?(pZ
zYgJ|n^qhl8;vH5m=Tt#?wpEt-&t$Ee2z~SD<hh{9RSc!}!gVZP#`Ct^0$G<*&*Gu4
zIPcY@g{tDA{rAmMVxp4;Hb&1M417E+T|CMpyu24bRF4QnZH3%_alcI!x+WA&13Fl(
zL)BLAaYuP$sS~@!OH1ClRMbe+h#4c*UIg3oVpBmqL%BYMkK{(P-1|5Z8%9}b;s=d0
zpKuIbQTuaWmBL;EgL4kt4!hi~hAvBrp1_;ezaZ`-KF7F8M$)CL!-eOeCbP{$1j~~C
z^&(Dn5P}VquV%K(a=ompnA%CPY2fy$_AJpvn}IX(1Hn|8ce9C?H<T+$k=fWtKi&`_
z1V<|&(0yC;8Np?03fhN6_?o7SJXo^~GTx1!2}`Vz_1-|oW=+{{+nb|3Wf(pd(vWNW
zf%uLmbLt@=-{y=O&j7D4-SEtwqteVtmrHEI;sd=HEh<X)q8L6GP^OrxcAo9+>-JkF
zaQ|7DKPZOh1yAdJIsI*j-7SaNCae%WiQg#3+w*t6pxTQQnAzQxxeG!)RJyYD=AGm5
z@=e24NznphAS>+`?YTXGu-v{`r??Q3*MuOL%!EJ2mgx66XYbytGG=GkH82SL26>mr
zpJB)_q$^hXN5U-WU<C?#_Q6u{3PUzmT9YEcDp?OX;8On5xa%<`TBvmR+yhLdtU2$(
z@$f|A<3g8xB_98QEOYE}pqlOj>?GDEuWrv}5!H)st1w_e6zUSvcXr`2>Z4Vy^15T(
z$c(m!zoy)K?8IoxizgPS!B;m?_|yKhJohvdi%!`SWah|z6Qj0DcnLrRh{2&XVVBD<
zaqz0Jm(qrZz2kf`&hUyQZIv(-lPaR3Q7!DE`dIWOwP;(L{1)MPjINX}xeng{VE~wp
z@_|FZ7jK0CPs=+W(MQY#m9uiF?8gtHM;MksvIlkq=%fIM^1T8uvqj*ne6>H<YhtA3
zovgRChUic0vV3T`?jd9RzgPhvW5_I2a(^s4ANqmOx#9u9aZxQ#T)z4Z%8Hn)`^sYX
zJzeN15w^?^vA<j-Rh~>$*vt5Kcpsq8wfyuec^g}f{(CFz7e*d3AGuV`)VDFpbpjul
zu#O)(C}=(2p+7wHyabFVWk{6u+C3}7xTIInpe|RK3_A)uf@^@Y$i-*Av4TTGq+FYY
zgcTYQfmX?{%x;7VlidxJB1i9BVQugRgynYm%Sfeoxbm{djErdf6xF)$oaVetZ0;-T
zn|B%K8Qpzcf8HHLL@#*Smws=kOQa3bz#t8CF3B;&^a)~+I}tI+OZx)Af)Srml84TD
zTJs?eGO4Q5c^9RdYwyg{VkA|TGJf^=o^FT&E0~S6AuDf|^kNIbQRa0%ca4tcTBh}&
z*gXzuRe1Ld^3%~~uWV0F*^n}B*)q-bj<FM{rUpXv7Yh?G0Dm(S1c!<s#r)7EO)BN`
z(2AEcPjVtO%mf9uO+-Hqlna!Lye!Touwn-465cblY3rxLlDcWTn9!Br%(L#)-=0o2
zZnY6YNQ(6P`?`5wnWMZeOP4?*Gh^Z?5pZnW^NtPjDp#I_;y^@|D5E%!nYV74?9Hrs
zz1uKgVhUi%Dh-zLTAA>OeWalI$x$2chX@}Jq8V#kjdpLU@s*H0{q@3jlO?BelK3WZ
zS?x<JaZUmdH_6(9%Ju=oT()ki-OIt1(PxW;uLH&3!^B7DgItcatja<V^Ic=eJtL-K
zXz~`0-K8i$$dF1BI?AHenBmN3c*jLBM5a180_%Oue@uV;KY9QEj^97+je!5<=-<9N
zrdB#fFF$7i%6pX6SZ&5Aef<_%DQ;DbWWs+-*gxult~ieItjSLo&7pf0!7d~fZ>HS!
zUMEL|F3yZb>Y}f~Z}PB}bJ6X+Efn$Wy1l@!UUTZ<FjO+)b+s(<aD*%hLos};INe7$
zXPcuo(#b79ji~0(X*~SBoXJ;?pK6^#Z`lL^sO+dOY`Y?))G2R&g*3j)`^_Eef_a4(
z6@Qu~a@A4zGJ&Hd(Wss!b)aG3hOou`TQhl9^n;YDChSR_f%nBkmm=>ATrQtytgoW(
zi;&;TTWgNSEq%63x86#(c4TYLiTw)Lz;J738@0f)?8zScYxCO#GLExeJdFA{_K0TP
zhSEqtPF_zkB=n|t{y4bfA*|StCP+RF{em91CGs2nX%L#p1Ai=fq6?;Rs|Ax*1H2T*
z9+=_GW>Edt7xx6>`&6*kzWA$mw95d<)4Os;^{G-`{|^;$rtUS6V2bVq>jFjhLf*$b
z>m&jF4a8b3fh9I&oy6B@ndt$i{Cz^`w)3SLD#59HmPzmEzHDTL<Q;9V4j4cYfBCSY
ztvqO+=QS2u%hmBbS3YKXI356@qL+v<2X^!#ZQ&dXly@z<LCihY70@L^a+HUJ)^Mo9
zVYdgPA-zr=0JB&A16D15J8F&b2Mqc+O~zH%NGZSbK!}!$e#3hve*W#^xY-?_#ucBi
zyUDHz-<m!7WxYc*9KUNJqig^3gyeJab@y5nvZ!zIewmF-eWUv^Z)HSJGyH|Wx4mnf
zJZ&L6Z<<^oBA;0~Rf*6JX$jGkx28id?z2b!3~t_!xbshc?(FEg+u}+cQSs9_ER+%B
zY({^Tw|xW1ME0Oy!Bx?(?;$g>L+B6~c`TFc?4*iHtV^&aq<rV6<$l_k=dAoGe$Os6
zi%HT-CG^6YRrAPew^JI7{~&vg5piOgwifo~{gzv2fe`#}kS8S(?0t9o_tvTghoF?#
z`xNM|m6e*d753W<vP=38`RVu1(D^pc%XTU{#e3r%Jc@7A)4^d;?_D>Q);=~;$m~N-
zpR(hdln9?R;=lX<U++Sq|KuHj0DPb{U7Zxy2!OwP0!b3&q5hQFJrAB19iJ-v+f6JJ
zUF)CR1Bn9<R6q`*#@gvU>;iZ%v8*ZpdF{PjPkFZ*c5Dp$(mPX<Z04Am=7Y5s4X4N0
zjXj4<u?xcB3ez8aW>7J$v2z5b7t&bFS$y^TvzNj`RTqhJ^2d_pUsq-W9+Uxy<cGdZ
zp4jiYNGGMorV)bun>2`8Ue<cT2>nB2WeEDnH!7Yn`F>SGH5RN~uziFhp5;dndu}ie
zB)glJ=N@gy?@Fygu+d$TZfbi|m_2=Z-$b`~K*5gLUtVphpT8pEoam#j6CfLITJmz?
zah+y`_WTc9YvLXUWW>!VZ-&4Ccm+wk<;q_Qje@N}m4kT)2fU=fqEyd?lUdFBMHZ0X
zR}(FdJTdN{z9Q$S>95YBqRY8n!BwB45o3!n9JN^PXY@8IExd3!JC3=r-w+)J>sFtk
zo5ioE1yL7ssSZcO45;nk|G4C%gi<wRzpPXgCT_f(wvx(|Kt9!x%4fJx;F(=DEeB&-
z?{8RL;wQG(<ka)N7S1Pu=`;Mgc7Ci|yP3rM47?!VA<c>dRDu{4hk5RF{25F-TRAi5
zy)w_wTsE<7p-sQGOiNLVIB?e-;ze+bK-+WRY1%b2N3oFHz?>f0tRg+dv3rJhSi7^r
z6zI^#33-i06>MuKJjALNiOF|EeaX$2JED}_EPpP*fmEd3WAGUE|M2#fVR3Eg)@Tt(
zNCJW24hin=P7*8xcL)xFg5a(NB)A0+9;EPs;10ndxH|;5poJ7xxohvf-Dmgi{=V+h
z_niBqo;7(27FBbuIp;gy@s2UR8}Sj&tecJFXyT}X9_NCvI+DU!@=pHea*%%#fJx)H
zF1RLj{YwCb(s>J<hT=?Cv2Rf406y!-oS454#8l8-r5%=^pL8EYLt!uTtk{a?cN}RO
z6IQHoxb2jA%;hw$qG>vxzK;2fxm9}(jK1!!I7Y(>cWJT~mtI6Qjxh<ozc$GaOPcsm
zXGyZj->1L~(`p<3ijhaOFSg#e@z+*;zSbz1z26kxtD!o~g{LK!wGU|o86Gq?{5D@k
z(OHfokn-9e+J0h#fml$h@%si62hz`c?0y$;AaVA3MpyDaP!f%^`oISL)nH`hJ;`m1
z57*{1jyl)VX>=FR{5}HGhdyJB_A)By6#L(Yzm9hsZ_2P}0gk><mbN$%PJ%?zJ$nmC
zf4ct(^{zOHf~V;c_G}s5J3}Kk^NxU{NI%{-&{+}hNJ!G@>+gy`M_fQZA3o+e`Z%)w
zc5{%!)|nO8%tuMJV&d74nF56H+OqGxIa?K(uZ&>{n4oW%NY9aVL+mG8c;(uA=XHUV
zSG1|O9B{G4p<-g87paJiG{5A!En7gr?ZR?^99ThxXVi}$)F;Ot>DbaW#H8ECKCR3e
z1Pqt)x+-@h?u)*pPj=ndtFUHNDGp|&#qpP;A^-TvkKl~G%7n5ccLh8lLaXf{Z}&4p
zLpYJv8*W6iGH<Z+Xe|c2Zy}bQTFbOa;q&6h_ikuH5~1ZBluJUz5mnma@E{XqlAui7
z+&0!#7O~VuWh8drS=N)cz34r*!hpmppbA#C;>`7pgyYU;d4Frp0}%xJ1uAq$4%;l8
ztq|(I)luM^Ii!n7igc12Mlmw1Su+=cl4?v-RwuYLwiz5<>XN^e|Ck{w1LK3Za&#}i
zSxZlW!g$kT5~}_i!c|JYw@2jb)Ajb4dM%f|F@)C7KPF9URp?{ZF&@VLK-oQ&&vHI8
zV3^OYKRGXXwVAN+1LxZ&1}5@B6_RAl2*+b<!}xG2QY7RCBhrtgT>HMJc0%G|qP!ml
z@=>P@!iyk3sVqSod7lr`&eI0a(dWfI{-?KuzuxaZ*c#sLry7Ov4ypHW?RW|Asdz-G
zuGZhYab(L|e(`PD%9J=CN9R4JS0q-AyZV^x#PN;FaceC4rwc9qX*caCC!&Mm!W`-K
zt%&Ek+>n;o@uq7=)FE+7gtae6chw3QNkU05M%vkz)H@v3I^o#zdZ3oxf=omBke0`O
z!_fc|ddp{4#;xEjUPSgPNJDqeoxfPt@Rd?_Ov8}fUxU<tF9`chj>Pi;z{z;t@)Fq!
zQ0GUZtUR<XSZrT+jwHz9%Cm5p`3pQll?W}>9{`_YN6u%);<m+;v+)0P(PkW833%^E
zK%aYWeve4yIh|?ZC%j32x$^H7_%@rf$)Pr2pERY5TR!nUmsMfayyeP32onc_p@Mcy
zwDMIPjXb45p%6=E3PmwNOF+$oO6;`6m_e2g9orNT97EsLrmIqymUnx&nERXLZ9;UR
zLbv<*RU*yKPQLHk@3dMMFfx4KWiZL`J6Z4dH$dT+%AaA$HzbMzF3D>NkilJ+_L?E~
zX?TwxYup|eW6}XNbLSVG(Mb2bl`rL1(>30{^o;XAxVUkjG9IEslvXl44f+J;ld^sB
zQ7GNuTMs>mHQ&I`jC$%la>?#Xn-mSKwES$c^Li_Bz}PT3#|LEm4mN;DH$7=s>m-55
z1maZtKB(pL?9RsSGv_$E+Cxw|Wdqf!VGO`o!koi+NMHYiE5-D4?wJ-StIKEUiBA$b
ziauXq(M08@Y(>l<%?q4FrSQH@Q98zmE`F!)s~TL2gT5L8T1eEz0pHaOL!<{Odh^sF
zJE!yTkCfgrEZJ3UQT6QkT~a`OqeG^<cTgu<ib5Dtb)5=n7o@L4xSQ57s;TpChP0&u
zxnt(*WvXm#bS)j>rrzaWpl@+TK>*c4FXL@1)XKN$g@n7vZxo)^>MNDs(2@U**WV*9
zz_JgB>uh}XcnLs!kn87+fTHVdJoZBXaTx&+7dm{DrQeQee|?hwdfXB+`e=0ex|!m)
zWP|b@Zq2kd!=Ja9--AXt$GttKQXjn&XqRduU9q$U+?9?bAuF5N@j%N5Vm(mG+W!cr
z`dL-+v69@z_1PVBOgq`5sFeu5IbBhhvWf|5<RKa53;FBhJC;ehDEg?}M1pmbz*27P
zRYP_T4&+$-4U-7}5hP7KhO4U={d0|?fecs75`Na=2vv1Gj^4_vLCI7;6mLSTf~yB*
zM~cQs-jswum}wr)=xO428zfc3_+S;MQKe@SjqMyQd2AMZI%_rRE%-8i$$&?`a$!Jv
zgkehsH1g%{zRx=&JrB%RR;I~psa_XvN6sy^=yAHnT^XB}Bw7}3ql`k~xkDC@`!K#Z
z?P1f1IA%>(iHbbtk0^Vi&7H?w?2FPb(Wj-9?ap5Sq3bHf9RI}s<pKnfc)Y(p&M@x6
zfsalcbg=QX_J_PmOrYaAK`U7r-{5v=r0<aCjW<lXt?39q=WD%{iv2PGguT|j9T7Sf
zwbZU}sEojA+#|vvv<unh$m*{^Xg3!={(|Li+Nybs)!0fI(>b59nyym@b7D6@5i<$B
zC+lO!F!Le&x=4pRSUr*E+02BwAft(<JcFlvdE>kvTTFxlJU2ArhW+APY2*yTgWk)J
zbPq1uWG`e>EmJ!DNF68R?WpiWV{X-3x=(_)AjXpz&;f~96M27(9vX8e_(p=4x~i3A
zg*6pi<7V8g<&lV>Ba!;yCwl@bK2;rD6|oVlUm4OZ@6UV#{_bfLH>Z5|3l!*<pepSx
z``>br|82GW{iSXZ`#fwTaf(J#HzoRBz-0U@C)$eASm9<nR2HVbXJ^kwQ49Zegh}Hq
z!sK8r#Ra0>K?e|doE6F>5L&f`rpkufrH&J14j*r>25-8htdm@gUha78ar*KYe1yx|
zW5z2}%i>$>E)D<oA7(XP<h^UiIgH$$3X+3MEn(+0U-_}@yn9JAx3`<`nW?vDYvnh%
zxc)p~nCHL%T2@l96gmVuFYS;d5pB?{LtQi;57JRyH4XA|6(@PyByGHe80d6!Rwfv3
z%I{@;toKR)qu#6#@U;KB)xhM(VYU6HEs4yg?<iKPvbG*LjRy<LD61&1hpUw<iS(tc
zfnTo0iLr;n^|6T%Z3>~fhz}jw?$-e-CnE(Q6AQ7Inc<xUZF?>Nq#sU6lFC3DwXmyQ
zVXg@FCZmmwopfoxW!9ojTUwZrk|mHoJlHSTa>v(BA38Bof}7RXjGqgg;XI4>)#*?p
z?*H-h;Q;3OZj2wx=#Sqyo)qTc(wNa9&jU7|dWY9*1}O(EHo9hO-9}$f{RPq${!6Sp
zI{EM5!OiZ5zZw5L-2;Raj`&s^_hq61xyO_~8+^hD&Lo<w*vQCjhm8Z!G0Uh6quB|E
ze|7Adh#Y(O`A1v>DaWTS?u?~UYFw9vsM&v6<eCRo#RGDC*B}HQA+N@Ny4*ZsAk~bU
zm#kpvMWNOeS3y}~a?FyOZj!*+7nnDr*7b1Lm`WT?iW^q2&>6{wTfEHr!i$pi=Y{Pb
zV`mFQfhwtN@VVkkLH_CS*R4PCKS_vcL7k|G?BXU?Yg=ejI;A!p_kKS0D`jRLNWwCR
zoeIb+F$IrX-;OIBnH<M;>D-ErX*j_<FOtosQePM`zzJrije@fIk;LQA7|pomI)Wbd
zEIuRdwVupL@H9^TWLDfbo0>?aD}YF!>3XUZSdX@5F;e%SdAX(9U*=(78FrU2U-AA|
zeO>(^9x0ZeT7v8Z;p>?~sL_ch&58*cFjdoRwgWP+CKg|y{$LxHux|FSk=tPDI}&Z8
zAYL{4PSbA$$Hgqu-F7zyLEzpPRJlC+cD}D$&10UPW%2=<<JB~Se~!+rcxl669FM?E
z!Rft5=8Jj=2D$hH!W%>Q74({%B+646cja`aRkoMM@wjzjMJMenkmIC0&qsaT+a7RB
zPV=6Xs++8=d`mR{OjF}3v{$tL7Ns0_x;oAIxJf6IYcmZScQCg2Y_=~V(huWGJB=jI
z3YRc;ka2LI#H>cg{}JkB(Azt7s2TaIuQLj6$v^y{+Dy5bPTzAcO_-M4w_eY$<i`wN
zi>zOU(^elxr#(n?0aE_;Nt&2+AB=||5rd8ly{_G1QTJt1N)UeX`Z#ZOBpaAL#8o6E
zI3<Kn%Og(hkCi(Uk%wu3dhaULcuRp^oz5*sjsf{$m5wsyM|Q}k!a>hsCN2F5hqx>2
zU!Vsg30*1$K?BEUYKSF`6>V7ZMs!bj`1Be}lS}5ZbQ}YT7R8?4wP3$Ilk^hL8Yy@V
z5Mz8J^?y_Xah~?$8D-y^S`Sf;a7%1D@UFavG8IyYPD9hS`sUa@vO0@kSA7M1Dk^W+
z{Z9TEM!ZK1AB~o}z9tRQdXkrt3RA33NL<-*NzhK!^(g5fy{${l3UV3ZUYCqkf6}-l
zBFoojh>?Bs1@99NlF!zUdPyIfL;Ki1%=S?BzU@I!m-#hIAWG>pHQCu2w@#zIwoB98
z?Ac?M5n4nRW_``Xtx)+;sZfW`kj+Nj&0z0y?Uht-kIwGe#TAbSKOd}$4?)O#B@T=o
z#CEQ`#iIc?4GEaq&e2ZVZR`%dxh2K^2xOK2gfQ`D1<ynHkc|JT`9R#Ffh$H<b%J8Z
z+=`N*4iVz$y9UAQbgD3rNX-96XEjge+K2Yz+${e3GH-wBwB6up_Zs&^bVw$(>E~hF
z%L&#RTjA?1Z*P_x{fJO3x@acNREa|L@Hp=q5$}37%f>*K6!=EhDd^O!Y}8XC$cd;8
zQ&jNcV*PcnE#>K~-_~i5T3q=}Z^lZD__-2xP_01h($HFz%#rRCeFqdy#q>k-rd0>c
zUslaKbIIwd#P)mZ9r}m?7`R9bPMu^$M#s3@L#=8pwNCE$GFgzVn_?+6AaSAr(kKV%
z?A|ivq$?i&bo_4N*2TE%0xf2-&WD5ccA%a>Gv<+ptio}#ns1;GT~k`h5j&aB1l2{_
zH5SVNl1tVz2N8YZGTR^1?N%|zFZ^g+`fXM*xgULHks6flfbP=IC@ji4v9Nc3z;3C@
zX89(KlI(c6Y26l8vGv3~bURC-i3;q?&Eoozv!59=B2b%Huop1}d*)I1ZQn6ZX9w5j
znw6WVvYsdmKeo&Bv`>gtYUJvNmv{!4A~?&&64a%2!YU^*rvgH1nwAN=#DQzrZ;<Z1
z(KyodX=+DJxAxiF&WMSw)O3jXs3=v@f|1ay<>aU|8bgyM;u}ycysy%`Mir9CPM_4<
zb<uhEo~ws#o3e@PG~Lf~yahMB+>D_lzU_SC_WK2{*LS;LAota}WzX4&HTuT<9|quM
z(vTx*+f9rV<u9=@sN#z^YUSb0X8Dlpz2&EI$g>lI;SA1GI`L9vE~G@F7X`jIVU3zQ
zvQ_HbttN5_s6g(tuZNQ<qwITC4V3NcZEgY9>H3@z0uNYpdga2;92epJ=Nq4E?j+Xu
zE@JsVIPsP=*;Ia&FIs3zq<$s0sEdU{YyPygX3s_Ky4u!!{-|utLr$;1#`hfX!Me3y
zrQrx>#SVEYUA*H>Hxat$hVpr&&{zU5{CiwySJqRy+K4V;?;S((7+gj0wq5E;i1d5o
zV#|u{Gr-5DfEg#gO{t`QGdL3JJtsCJYuczY5B0B5u#*0)%qaEs{amE&!UXZb+jPJg
zshLE$vNh=5q0o1EYO2mB-EIk5aRrZV<#}|+3napsZlkRizWEW<Rfo@up(=6pIOWTs
z*80v>DzDk-!DT1P?Me^re!@00hwAkEb{>TSxrp6gplJfXZ~{RXE-4hPH12VUd;aWl
zW6fq_O((~*0o(?vH{mtX>e`F>@r%J*(-<Z4Y<AD(Z8u($^$a9h(4gV$s)9*v^JDWD
zX2GMOw$BV=dmaf=srQ$-s9Jc3Ft=O>{Slr7NB-;W-^l1#Hl*h6<w0X@*7jR&RyBfD
zxoLAXIbBU1*6>H7f;91ZNvYC_(7U^XYI>2hgDfjY8lMFs>mQaF0lmZ}X8;cmTfSnn
zI?aIRwZH!C0)1cZqCRRlT^Q{~oIGu6!{6oXzW+H-+#vC%1C0ubq5a7cd$}lAKA2Fg
z)X6$Ek1&$h;k!Fd=8p#tJ<iJI%7qXSo|u_p$LycUc<w67QpE7tQ6!=vG&-iP`7^%a
z7hZF8)BFUuZEOG*<KNvjdS=a-Qz!bVIBxgibdS@pF{}CoRAoDo%DxNfY8M_h5%nq|
z@t}O@y@vUE6$^Np6FgmFZw)n7lSA7s8q&=PclZeIe(|{fv6_>en)`dWQJ5d$1Q0F-
z8`6aLFoc<Z-eZHu->eP9k4ObXY7e+xpm%r11Ye*00u}f`);n5_#(7`5u2MjBzB!s2
zN7xA&aUqeuwFkX7ep74jGyte3L0cIvq4}fPOoueSoMjnovvdkY%=R=iH#F)bZLR5Q
z(LEw|XT^~Op=5plVSm$}yYzCLY~~?I?W1`YF3LrMN-Qzn%2eLSD#Hrv&9k{J9N3j<
zW>zmMwjLQ<++6SXrVDl$A65qRT7@8JMhgoaE)8^MZtr~9ACY7A9!tPnr#4ed<8~?O
z8k1%i_YPIQ4hx|6{Q|Ytm&=UVDNZL^vPP3?hbd5Q{CL-ZfKUuV15+=HmVA=3d=Gt;
zEQ70bLJv3wn*bfy@l3hDVT)4FrC23V;}p%o;`F2E5y5ri=Qd;wlZ0HI+*QV|g6M*m
zc^mOn<_)wz=cxCu6>QYNs4BIj>BfY$?5L;QoFd0k>(kZyoyNy!eyqpI5x4T>uU+NK
zHyb9(Kvz@GX^hp6s$;%4>bH@v*j(F%<RcWm3opa08B*VEvZ^>7%9b5`!&W^TVdWAt
zZxKC5w!-6xTR8Yyi<eyMR_c~r4B1bhwIQyAX(smcCFRP<0_8dhft%qa9N&@CtqQ7F
zCv9QoaMvgUQ6YQcr6;wYyEiyy`|iFWcLc?!#yvzjgdsr(SwC+MT^}KBN_K~LE$ueq
zM=k5%qBGKZ-a;DFxmO%;-V5~-n6^FLb<4_z=XV=Qu`!+9nN)n?+oA5(Y+J@4GGyb2
zOXUgB8D+KM@~vD;Rq8Msk$h#61|!G)tyiAJi$rD8UVQl8M0Fy!5`E%j7u#-Eki-!o
z$VWe_<TvANP~6g5N!HUYx3r3k!Ah^d#p~$6YChn(oTslTg#j+4wq&m=-p<eWZ%R9r
zT%rc-2(FKMY1>Lml#JIj$ezFEuVV&&`FTZk-Pfw%>0#R7dHhG@R-6Q~lFZhOuv%f<
z+R(oy2Y<UVXJ$j^thx2X&a0hU@;W>)B0q0X5PMI3XX4F_RAk5nP^-@!|4{V#|2cyX
z@Uj2yL<8FN`}-97+pIqoQZRzb`A?q2E#5jEcR?FID5t8`4?DKVP9%@48pa#C8pj*l
zx=wB-PGwh&t1-@GtNkQ9L9+XHn;02tZnX`bS0??~R}|4pZzCAE&Ww=8*V>Nz>zP-o
zP<LUEUtM>(BYxoxls2m8CF*>uTgyb2;&DNDsMgp4j7YUkj%a|nNxJ`=ku4N*Pt0cb
z@s=OmP9-Ab+k9=BJ+m}xMM;Uc+a`q(I%Sh1VuqbLraFdui2;!x<4!Z!TBNC#)y^c<
z;<lM?;q4O>^IUOk7*Ze5cCtw|-MU#zTpQ~345<khXfH>9S#G0RTT(C}9?KTr)c2B^
zgwXij5pnwua@2|W){L^ZW$}@3SJYS5OI?Mhc2`%MIUpI;=VL1y?-1d`%kbA(2V7yI
zd0@Oa&UR&}=SmQJZuJbzqCR=xBOzvQ0kh=Ddic3eu5NZ5(*xDX5^OU=h4R__w30==
zSA)Bhi-h~%Kit`DBXZKeo)@lvNp3`5)M%fM9#@7jS8s>JFZq#444!{x2w&r(Yc687
z%%yoi^|^?pH@m5E;!s7Fg++=1qyC^zbi<Ee%xak{bs0C+-zJzlQUX+*)iUZF%_+8D
zg5Is;1$&7@DZAo|e8+cc{q^l+7Wb_ZGQ6bF5Sp36x2m=i)(mpYdL1|H=xTYtqezw2
z<{5gejLmMMj?fM7c@0uFzMtLD8(i_STX?B0L{!4J#2|1?U$)6ukbQ|jcJh-1>8h(e
z#n2iBS?5J7Zu<P*{7`SwMxk5Pt1UIDb(&hQXlb33yoj|n(p^fz+QC{kwWybxG>3(%
zH}xYoU8iCX#Y!OZ$1?FyM5oFLK{5BzGW`S<+0!_T${4M0BkTJ*ijzh3U+$LLhF4;@
zho(vdNbQ&AkhQlhzF6A2$1^c{=ws_M*^|{U$<Rag%`nr<If)o6bj*i+y$qR4*1b_a
z_mUb3pfiECW>wQ?HFpCqipw3++$x2T)UrZi@O{HXY5h*A{EYKkF$@o3Ti&Dc%;gY?
zA5SQ%sUCny-xpO{+0G0Z*2lJ5QeBSmseePFPxw&L=h6j$X`4T{ZliMLJ5|J(#GjXy
zg^#I)Z%)`oX%e#=h*JcHGs2#{_*XOeU%mg|#Om%LLVAg6g_CNqV!zZD*kpIb?Wy|~
zzUprf9g2Ofz9krgDa9;q%#*q@<)cslZpDl5QfuljU~62=j&d4j0jV&azxPKkBIx;d
zAqkGqTN((=hi6I@H>m`lzm~stS|D!lu|c(U6rAzulbvLNcmqC4(~lUuMZ~8i-rDOo
zj?w{X6uS1hWH)j5C2>N&unNNsL<dXA4vhuH6derl$6ZNo9rzYvunR(LpO3dy4b`RL
zRUevbJ-NxzHogDcN$P6kULyec=yxKYnWq_y@eaM#`BZA}ZXJ(L;ede}4jTT4`mcXv
zfi&-b8<Usl`URpe?0;?{TUV>%Z6fjMTe);OFM`X5uc%qKw3kelU@PB^hWzW}4<xt5
z+G6^`pA2o0RL9Et_n_qT^f?PjEJvx38yg^X#aQ;CA6U2je}4tu+Evt}H@}y7{h2$7
z`QhRNxe@A$Td?O{*6I`MBS9|R?*r$vj@N7XO8pf=r`}63B#4*mPh?+>o$1>Q37H;G
z&Tv@I9Hd_zb|*vwN<7$<%_rgKF(e-A(#J7#Gny%b6S1|#+TKBj8<s(oZAmsX?S6Pw
zO$h0HE3ee*q)V+F%U;Z==kN#ErqKFpt)z(Ko6dQ~mJLTev97vUVmo&BJnnvKoIq|b
zKjMSkw=O1n_>-pBY}cM7rYvhGnwEx&0s=#RLwn-}P1dfea`CU?y7o>QgSFH@N$p6h
zPnt}a1_KFQHnpeO`AH7hk`x$tJ?Jf-Y|9yIF(^_w%Z3R5MJp|$llcgp$$$%OTDwmt
zaVQ`x$@K?~_TgCb%g}5O@dtvFmPABN%1gD8heBtIvXuMU%;65!j#DmvUL?IljNMIq
zbhct{3xi>7wysga`#02E-;wVo-9?k)S(|8{t-E29$Jqp)_zq14=g(uMYo2QfT2i^;
zBd?HI$kK~UmeCrHM>e(BGyX20(+#@bmz6$?r1g$|<CI8_Nm&pr#;vF`fuu-d<JNB~
z>1RKmo62uWBY{IjgDAs=v3JK?^*Q_Em7v6ij=KQKGxPFF=lpoCjJmoNroN=?$#Sr{
zb#b~<(JqTsmjlk*)oVHYa@ftz%0WA*_PlrSV^(Yc)tz7O8;|53(sV+8leOdXbP#P^
zhn8nLmf%mpYx1dB%zU$lQMaS76XxB`U5SfaG039C*ZZ3ydk}r-_5CE2i=<cIJ@dKK
z->%hG+gs+>)tSvFDFi!hsK-UjB;A~~AUPUR+a8sgO`PkW>(Xc1B!CMt-z}bsul7rX
zl`FbyEVLxLQ{*y`h$n97S=`RQt)u6omVa*bh_>j>dRAdKZ6kD}_TofdG^Eezq{6J8
zl53<^@T|YwjAKpi$MIq!Uc%uDfQ(~bkxcg|<R`MoJfe*;E-WiEsSe0*h&2oIs?yF{
z_Ndf{Jt<x0Ct|<HTRcllyuIhyw^mdO^YqPL(qB^8qJ1Hjf=ZL_dW5*vF4qrtxb6vW
z+O&0RNvpbPB>&XEx3ee0vaq>CnUlvInD^8Z%{`~V#)x2+9q<9OWtbOjNz)b7LXFIN
z;mbT7Q7$<zot~PpDDTYZvyCcfD&q3v@wwF&La$Oaa(ZS-*A{xS=ctUT_o$AjrTO|7
zD7H<Sa|riyr<{NPC5j2$F;fhz_3E9gwp#zCzi9c)cnhV);${_v^t+wLX1%WsoY|Ve
zivIB#ofR<VaK3EA$4~*6>qNEmqJbpqLB>L8LoicLxIBS*LM&<gfLR%{-k3c9xHs;E
z9-unU^mn1%AH%%=Tl+u2i2vjAA$VH=|CrQ|6!RdrtILVL#mgtve&H;wEonb5oQD7p
z?RCrT*?09TfuF97p6~_>ad4!u;4M~{LOQ-C)#UB~xa4HcqSM~8Q{XNA@EWkAjj%G8
zl@!i{`SA?*v>(}npWfee?%42`P`j^JE{r%G@Bg9kwU(@4lEb(r3ewzNhjIn8)bbm~
zQpis9icS<#1oTVRIPi3KxWSKHTZRkVl0IE|2(pdENVpd$>n)b2h$^fJxu)5p^pg>i
zYL>baF^CZ>RhZvwaY9JXu?hF#vpyEbiGho9NmcrN0FwK7^O8AEm?}lu`6XfA!fwHu
z<3ul$kU-74eM(A>%`3k#(#;gelCss;XCo)nG`~P6kPMeB(rphU#Y#K&^?pBfZOmeI
zMC=u+p)1v)kD8B~u=Lt4tL`1O`9tLif*mS+$OIqc{;q-FSP5MxNAW8R&R?M35<&S!
zO*|mW&%^9&7bVvUxJ4|Bl*r*ukCS;IH{>eHM=>7*6+B~N7TF)xhp2A6+vi(TOB&^2
z3j>su9D`YiV}gNO+OZmeXb3JMgTghfZ+uyBLk))c5QK{UNhhlJSZv6Pk07ClNm0WW
z)8YkpVX=7D%qrl1NKjOfLLY@PZF^1}*iGv_5Ttt3(MiGpFBZ;>rP~fKwOgi*8y5U}
z6La#U%kiA%v@AG$tt5H0u))@RBky*;?#kNbC4n0I<<3lhrcn`ie8{~64SfE{1hbRk
z_4@G!vc_(`J$Y<VmRyat_@>o?lL(bYLcQBfuP1c|zI)0VAU-6R5Xe)HwE_jte83{f
zR)Z?P&)gfn*e%PNiQQEYC?f8iyIS&-jW*i7)WW^eb|l_dXhZwZ1I)p0$;j_9F^!$z
zTlgKzw5uZFfV%0WYCQe7w5hKzKBRlO7W=VP*4f_MZ2q`JjFpFJe9Y5Z<0)81P$aEU
z^5~{Q+hF;!by|dRn=37njzWL(^qQq6zLSX~=wK@lEIJjsc(Bmq%*`~<h1@B%ec4$x
z2gWh#r#>)O8~gN<iJ@TAkj*EJNZMI&$q8<x*!F`mNYs}!dS?29XKj-GV^VkiyBjXH
zr_LRjZKLYOlkBVDaAo>;X!1!65H#og$;nQ+24Sg5|CjFthdt5Vmb12DLM{;>3SI(Y
zvQ4<d&!k;xgh-y8m1>F_#^^7kc)ibB%Fa!E;<mgZ);;PPb`}AR6%Z9Y3UM2~HMWeN
zDqE&kh{2g%5f<fq6+|Im*W(=DYnWSSJv`y^=;){%W|~NFP|5AZg-(32W1R%eUjo;O
zOHZ0}k*EnhITPD2&hY7d6cV9*VXbYTIdOBT|K5bzLvKp&#_g7*st6H(Abegk&O)Yd
z_Bo;ONgv6Gcurk4glIv*yjRtpd5tT+#>218#TT@{|CVAC+MTehIjM~Qd6?LYX3{G>
z+G?J}P=MG%kPk`@rwE1#$G9y`7#LmYzpzX;*?+-lz;AO6pFC4U?@}F(<6G?IStf>!
z2Gle4j7lDi=ndDLl=M2&x=*j>Vo6$E2V@G0dC!pN*m(MMW0QZX-zH}4EEqk8Fo&Lc
z!sxm@rXI?$4-3HCU`X@Q60A-7sfk-`qp=z}KAV@0?`bu#R6;;cCDAJ`31ZyWjH(n%
z%=+U*?Ac7(H$R`FUAB*G*o+*M9kPAqYaSs{nVt8tBbLaQcn(NYkjY^8b#YOy3nJe&
zF`pQK$3L3F=)7C6d8^OeuV@~cPp<PXH14!QHm@=ZzU+@$@6va1iF%_xph5d8ift$b
zlg^~a($b*jsX6Z46b~7li7X8=F-P;)5m*C|1~4DfbjRLUs7t*gO%<-bgV3-|E=Kow
zB)(10Y1K^A^!MqB9Bx<~1IvV)9{4J=RrduU>%D;V?MSu2hkYB`u|uWHL-{XFPqV1m
zA8<dS44HhKw62?}NIg8nP_Gr?;lq#0)HBw;O)O?pcW3wI@QN}_?9$5s(tgT`>?$f~
znK?f6(%Zw~FP-<$f@@I;*1fkRzJ_bF^xE=~H7Rtuq8(P%x(f-hWj2iHEl&Gr&Fovz
z)Sfn{XqhDs>)-{PbrajM<T5)aT7VgH4qJR0gWe|Pq-*dQ7^Un?YA17q+2g4;x2WWR
z*KrEb4&LB=_%P!S!L<gMff)O8gYK{E6y`p!hA7?j8V%PKbbAOXB)KaX*j{?>?`9`d
z>g^ixTjo@UmKG0Yrv;&%`X%hav+xif4feD~Oq=|A4k}+rEjtPI7Er;!b<wJCp6L;h
zX%E@nILvONQj~a{&|}OG<0U5ORm~XQ35%pOm*Di1NE@`wm{sL86gHb!uoUNU!}0o@
zW0I{H&=-U5q@7bG!plmH)0GtaEitnfV$%<|Z_i;Yj#!TqavA`UCj-{_Te~;h&95fh
zs<b8=cJZ~*zaTQ5i)8Qr+`V`gCj&MYL!n}%{6KSF^i$ND@(Q{1G<xbQo^ijSSC;A-
zR3Y@3C(?Y=rpaa_erCX+!&8fzEw9|dxhALnK(@y*&2-+$^i`rpSjfs-e!2Dws*Lwb
zh!~~7ISc(Dw>TPBD{g^+OrB^VG-m@1cqD}^yI%O%G_s`$$m+XuB|T`i^=MHHX9<h%
z`C<5?-%hbeYU}yU-rUBA(UX|hd$z73Hc?EjPkKa5p<#}IIla)Wv=$M6hv_Ecc*dfu
zU&h^i{rh@>N{%bn6>i}pA$k+}v9auHeHMmFK+fMdvqrm1_$R4FL^HQETfc~^fMw=Y
zFVt3@BBbE8X8H{C&qGUcK3zpA>7_IcO-1f=4%_FxCs#wb^0d}Y>Q37Q*7>c}6H$Q%
z)eAIE?V3F#;pg9efyAWMdsHGdpuF+gQ`eAG+-%j_1bZ{X@b6VK?+=d@o8QdoplvP$
zf!03&)z?!n#+d>GXZ6IHSe^o5y9uqwzf*m{f2jbS&LjU{tC{8zRcDA_jWRSk)E!)j
zBke<IQY9Ymckb_7!>-_W)-zp9qHQRMun?o4SH0UL_#Q+Sb^g`&eiGm*1*F7){0`*#
zLT+2H{0j1`2eQ&<R*8_7Qqr2^HDrqV%E32E8SHHIWVx}zoWl~I`K)V|u5$+z`CI^3
zc^ROx<pkn?cGz@I)YN<Ds5p0L(^iHGq^92>=5k(6>VVY^d@<^hb+xCN+-=~TUHkVb
z5Bw~%Y>@XGMt%5Ba8Es6yyP9@i+F&3`NDX+K<SI$gOn5couLz~6+^A(ydExBpD!Md
z9|8ugB{N7msf(Bp<nuR{gxqa+r_eU22QtylM|RboaxsXT>L*O_87hN|3cAS^%t1Tv
z%U!zg{-ra|VArU|=FjXYqr)voN=X5Dq}T^EWjBf=Ix$j2gY_kEj^XsB!IR7{t#pWt
zRhxwN=!KWIveDraCS2$3u-{Um)&-puls&5t<x5*#X~^Z1B(4b@+NutsCcO$m4Q~&V
zzRBii_ew@?hV0bjL@1?uLlM?C#Da~gNb~YvAiF(pMZm^6Z2un&{4i0OFj3G0vAr0-
zfG{z!5-9*1(pRSSQFM{#+9c@5MT~iCd8HSmwj#MAa^ve?$CJ8em5G-!_B+kDp$170
z^B>ZMk<&a-`HnR%jB})>symUbl>Qqwq_9!TtVt&%R97-tVrgP)Nqef_g|qE+%I~C;
z1s^XZ9?LL@RVZ_-Adfun77j0*_((HAV9p>Uztr;PPFAjFlKo)2(EurD@-?8QQsj>5
za^3>A*G2cn(}~r;04;F`yT%}=(nF6UrM}!7A|6ycMNoP%+d1jO2X?n{CAV0M^K3r7
z8W|a}S5l@tf9#>4gd8S3MaQLpZpyT?qU@&saPlY%58qDG{E(2osc1NjY#VXbj4DfJ
zP7^%Bw^Et63ZqQ19y|~xV#eS?kwaRZmk3h@52ux+Pz|ImN@^M;SbEwk14iS8IbU_z
z2}}u}v+&u_<!H5SUz3V<R6&21w;XLd2LW~e;$U8@ehk7dL6rjL!W%z)y_}KK<=6-*
z>N&@vH5rzn21ERtbhtqfL54Wxw}~Rs^g2g*o7xP(0@IT~bOML5et8C2>LjfEQH`!G
zLRDuY`h{r9(~N;g_`#&($m@}&V~vweM_Qhe1Xi;cv?LX7^qZxU)|>={JF2jCTJTKO
zep#D{OZ|GPsTl*i?J%MJBYFA&E8AREKkm~II{Chv))aE=;V+HH2J`w0z8TZ<3*v72
zk6XB646n+ia;mbP7{9BDm}3)dyl#cc@^{IWYa!u%N4)ws&xz)ZnYJX7+Bi3+3qo%B
z?y~9j76&$Kns}upM@IV4#r<cp4fNXGDqvlvQe<KHl!L;gI&7-}P%E=n+!gN3Tn#OX
zj;gD#@%M}R;V-LJ>{(oe88S2y#Wi5;``14`AL|&9<)Y6);hKS!KSl8-_{uF-^#@wG
z>?Vu3mVNTkxIm5pdvapFCF33b@*wkb-fERqa#6C2DkmfNFB-#p{p@nHCruF|C9kyW
z19jZvN?KlTqh_|L8elc7vP77}e`+W^l{Dn^vv}qt;}tF5d{%b7Hjj~r;fU!}D1<V}
zk6q5kCM?SEg4v;nrNBnK#QSb7(^a+pJM(nQ4No^Tv?rG97bq#B-p?HJx|x?vWubbl
z2g0U=JplK^n2d2?nK(QfU};FwPt$?MYFn{3tP6F&Ewg@0MG5xSOLeK+hX7o`Os}5}
zH0Ao4s>M43UIvAk`^GY#sQsOkq=YVZb?pY-N|Hn#j6T}oN%u3KsWjBnU+$uA45EvC
z`i*lK8}@Es6~=EfX9xY*)VKB`Z&ix2bEas>B65`p4k&UDEWvLfFA6OkH}6ho`cA(+
zLi2YJo?0zl&QG6*q)V48b6BmXpZ9ppl){=Zn%;9o%`!X|>Q<ZN)dwihx~BJ>$z*5^
zA1*!|Y1nST{&<3Ky7YLyg>rAdc;$FjqP9p8s+JkCU9^!G=j4}=xH~OQSW#P1U;8de
z)d63w%im8uHqvFQRBClen0W0~Sa`QUW`n7porDrP<y0>gZg)Qe6P@pE#xKx-QRm>Y
z?$Ujic+0fiYuHwnh@vf*wmDA5H_m66SgoIli}`l1w}TIkVAR3mf^539n7U@Dn}>q8
z63o#99l|bza9QD$x!E<D)kJTUXyn<R!?3veh3HK96#rS%@_=^hD)|a#?ud=RL|I5$
zFH27xGe4p9eCMP&)z*Elx?py_{a3YM)G!>Mx@9b<=67FNeTc~N^3Rv~akE%uz6EAf
zrT*NXS#2&M_>f*aGsb7$3JGdc58>-kEhl*FRegzUgWdaMnwamrH}qfE#SZMx%Ve!l
z7_Av>H47M6jrCGy@d!OJ4IF!i+vR-91%y)M8DA*xySmR?97T&`(*+Io+ZS42zj>ic
z`{rZpx>{Gjp)x^HIfABh9+`cyq^}GwBOzpZJVa~5%|y#uTuLa7mPwA&Um{>gJZ{%k
zBf4OTu727&spk2#E(xRv)p_58zSIqJGQzesJ)Vg;=fDz=SlwqSdY{{-4<nrT+0Sb-
z$KUrcjznHiB=mXA8`8a7S?4ukk_Q3#VD}1qaWg|}Tz&2=NkS5Cu~VjHN}wiwb(h^@
z{2;@Q-7Tz)AyXkN599KsJPprNZU>%#czxX8iNpUE=Sm0?j)k|n9r{RcDE$MR7+Djt
zmLXLQ34Glj%d`7QuLoUioVtMWHXflB)5AY^JYpbm)-SuY$AZyy*tk{o;|N3V15=%c
zE6Z^UO*r4xOGvY_askY7+ASe&DX;Znc+kATDIw`JJr1a!HbYvJ2dvp(WAEwRUq^M$
zGwMg_RV>&-^TyR{<iJJ@D9rdsm+VZlZ|y4@lc(Fpr*j#4K3=5is2}o1;<BOlUSAzg
z$2fY;Z>B4f51e+ReSd8CPSioD*C$-Q8NI~AZlE)H8ArkMe1Xn`19RkKJ?=f-&vB0)
zZ$ESG9nZ&0$Ni`kyD|X<#37ytCo%!({GQ0Q;rA6bWu0<~<B;1oNJfuN^?iz*&ioF)
z4=x{&*Y}_Z?{aHPBrXL{w>y_&(JtO$oQ6uViN#_b2%TKO?sFc34WsUZk$Q%sILuQF
zzFnr<N0svdG2OgZnr$y|3BIbbw<=L0ghSl2(u7BFq%O*__uLR8X*R4L*VzPHR8^w1
z9?I$s@3$0II2gvv-avLV_Xkm#(9CfHS;7!vs|zET2#KG<35J^e4M{JWJ~*bM#`Zp!
zDi9RV<NleoBb>0%^};v)4r{r1c6Zth+v!4UOmc=hWs9*MPJV87)UB6OS21N#58&%P
ze}yCeSFV3z`ceI<EZyf%oU6Y$U;JH!{O{17$Ypzg8VS<vn+nLzB+Td`!g}PTK;5V2
ziDhec`c!ZzTcm^k`eC#K3)Ol+Z^wcCE;cgy^#LrHZH+QiBGI|9z@To7WAe<pTeLOa
zmqFr=K7|fn)c`%+)4q!XeP6gd@=NloSlCZK8>0&ADkfBO>-MVsB%=hg9j_TEcv|b)
zHK-*q!IZ_uqs#FNk^uEysjBXa1QQ0j$)1dd9crmdK!KoM+CM~l{{y1W|8UPgmg`ud
zhWwd-N%i>eSOQ<L_QF@2U#>?iP$=ky$c^f&*Nm>oyE3&-QkySkzU%u`1SgjbewIkZ
zNiyVm(HI09PR7c`@4sL&A;MsxDA`P0B#s|7O9j>Z1ygr2ynj+~OXrnTa}QjpyD<A%
zZ&{ai;B7Z^6>S<P|Gfv2wCOnMlq{twiDtfo=;%dXu=M{m^HWeFI)n<twcHsU857-9
z*h8bbbKe0%0oh2l2K*)=XHMEaf&`I}C=ThXs)-Un(qPYMz33MxZvsG}YDK^0{4en@
z{@H#1yPS-)GO!=*1fMc-Z}!f9k<=QWZ1DO4S66MkCkCo#cBtuRX_K#9dz`}4xd_8`
zwd0SiSd9XDei@dwV4DZoXt5#&#mtA4`VUZ?nqGf>9v~Lw4yd7LBFH)#w<6X@@T`UN
zD|~$|Tq!DFz@e3QUy7gVgpR#VxXJzUJX-2UbXJ!k;qfm}C<*<Hiz1I&5-kha(tKVw
z`rCWo)@pYF`YNC=@o#Mtf>hCMr*B+U_l_Yu8)et^RMA<dimuQ1X{oOHSXxWXZoyu_
z+}elqHO3(J{4_d%?0F35{|y)TpMLNEN1OrZ3&^PwM@Z=?WM}I4zA!pfI_xb4x(4{M
zBId+mr%inVI6_iiORN`NssCrsX#N0oH(uY0s}y~P<~bGO81Oy=0v%?M^?=)VVku(u
zPozqaME0Aut99(VTZvW8b2b}=aYCvC+t<SbL+ArHZ}ur~%>)-^9AmGhs1S;x900yS
z8S@Ji0O*26DWt1cy*uuhE~2!Os@X_^wH_foIswl;Y=r86HMNv)=`)D{;gA?vVE3N=
z1?q|U^L;qLSUcrKrjYH$)-4-*AlZ}2`3tntiNyb7yOyZ7F)GJE=WVC!`>O?3b_z0d
zbTkJ~G%eXkGQ;5ZG9NK-=z?!16K#rpX<j{?6Ga6|7h^9o>~2YuFI0V0EVM~PxK8&j
z%Jvch@1eRuKsuuS)@lYS)J`&C`5t)6C-#vH74;KG2R}CyY+00I>B0^lgC2piJnr{O
zVw0neH?qVK7<5|P|8|@e3iWi4M+4iLM`=^>_}$nG^?{Nu(8JN}|M;>0&?XpO@F-WF
ztl_}m3tHO!pi`IWfkQ1t9zgI2?*3$Npvk{}`+4Kz?A4L5)OU?8VCo6J2n9BiNG<nd
z73yx<Y~4s7A>&z@b{cSdJ1@%Y(Le7eg6_`s8w@t_?qx9>wPckkd)|H5r>`uyyG}P9
zppwc<1X`l&U?*`?wwO>o%M1LOBa0%sN$t)zw!B^WJ4@s^Pf^0-G(T9nEj4fX3upYT
zhyJUtDnwb<_5rVEz1l2_;9L`5=+%oove~KEDX853nx83&gwV+&@pRj8ZZ(Un=!c)&
z8^;)!z@NF~dR^M3C;6qn4$bH1V0gni?XhDxXx|-Be;Of%905$d#{z$7cTG2&m=wrD
zF?2Zi^kJHqwOX|gVYFjGnBx{Hni>xbbwid>TcjZCI<^v3Ur6~Y#9_W<-&5bJ%3g$y
zJ;Xdz2%VB*<~B-?eCIFB_D{Y;<r%;?Sy;CD1ZK1Jw)Lg+pM0zo&QE`rrjP0O{@UDo
zn#||*1nG=a+>GMX;nsB2_qm1k$0Q_Q-V463*F2PBASREMqzL}otdaR!>+N#Yy7`!7
zn)+x>J@1*${2HPgCwRew3W94V;%*XNg7RU6fW3U3k+r6%x`cv3YnsD0SKcmJIgD7p
zWZUlaFqih;i!y!kbtuUG|1`cquIq~2!xLQ-OVB~8<CxnSxjg~l&t2hT{(i>a4oKP;
zAFdOO>A$wD4c7{nQ}|*={&_Klq`jSnW;PWR;k$Bs5`qLuGIIacD&bYR|Ig+`>6j!z
z-5-YJkHb?X4bob12e8oR5*MStKtW=3c=O4iGAT65E(d8vP1awa^<kq+fTKAY1#<dR
zAn{M=hK3^LU{Xk^D<sT4^?1oOSC-t%XK;fr97FoE0?tTZkBoD@lbgQ>!H(WzNQd+f
zHkKQ=`x)ic2+BPMV$31Zs(a$qD5HNREE?(`Z*^B2g{HP<@yA;N50;2hu!qYKzrFCZ
zv@VIB?}9pZk|vGuIy&1z{RzcLsIfWegB0j;m&#R?XQBN2@4g@%^S;ZzFPK0Q=wC7(
zfA|43?|zAT$~yjEpldFh)-v>U$Ze=vjD88^j`;U2P51XL4bb*!jX@M#Ndi08Ed1WT
zs$u%``z3o4C##OgRiGgMZ%qvpeYG){76TLH^u+rkpD#Xb)!!=L5A#F;E>%>Cs=&wR
z09@bB*sXqn5cjDNTBp9<*J_jX(oNO&n3~p(n;+*56+crQ2O*4*K|@r4re7{F2_;rB
zj@#}qQYDZmvPgn9X%0)QzVfm)$o59-h4$CVnh6;0bjLiIzWMNMwq$67kRWP6KYd#9
zLd$Zpr!9#J{KZL;oqyspOL&QfCe#*Z1VEOVL~0$}#j)CwSF?hfh3RW<>^{4U2n`4%
zt-On)j|VTr$C8;nv!oF$Y<=dzf73-tQ`s6lBQy1$y2jhtq@+4igPRadskpd(f&8iC
zH)4}`!w=H;L}%Ll?oFOC`aGc+>Q2a-<uvSeFl9we37z|DyTdi?7(G|STaLP?m5F^!
znMix_Ze6M+cxy9p!K_%8`BR9U{6O><_i~vWf6;B(V{xd3^J+g`=1{WI3?G}4L0PYh
z_PuRmqvRw?Cv$QvtVip-qN=M+QPdPRhFNM8tjiKlJ7IJEE<c}rtBan^8zf@NT6PjJ
zWA>Hyay{Ry3CgQ;zkIr&*U_|*YWXl!Oo0+qw1YY*j$>eGBhGk|+2U{!ueU6g$2nxK
z3!CjGdw|pTjRdra;sa8W+|^6YL=y(i_O_O9TUx>l1!1gsij#J1;rfM(%a%#ntm8c7
zPMk!UHA`cXltxewsxC?@MM7UnU;ediX(Bhm(WRkh^3_-7T2Z8uAM-+Kr2DkcQ1^RU
zvvUy1H}-E%=mK{RN}=gV0!hxw)C<kF&s>=pU$iHbyR`TJa5NZ_^7XVe0kcirb@5ME
zu<z2RbWmff_4+fSMoqdH;bG(ME<c|Lj+_seNK<a9%LJ;!2Lq<ojX&06tyTvOdxei2
zLjqh4sE|){eO)bhb}Ck26EZrUQ6l%CC`KcKz3*r8Chwiju8=)<#9lx%HG6Qfg~otV
zd%o~V#>-p<J;vu1Lcau&3c-K4dVIIO_t{45r5c#j`zej)Y3w}$&BeSUwTH_}(|ogw
zJDJquKAOdQt)!%ilcbd|>`dBH<@89*6a&U$$sCx8m>s{LZ#8)_qW1fk<+qpL8jPLY
z37-m3zV2TmvqBnE*SV%nN?gjv4x?-)WOlSz|0(V-PJ*0lbKIOlc4S~v3K9r-^4*oh
z8I2@)$iI@TvDyEZN>NiI!Mthl#U!@r6w2RkROL5bEbE}~Cz@0dQ@IlW>#C^-q+?zt
zK&<Q9wmNWcRg<p1zCLcvQZ=0^PUhV_x5uy$Eakr~i6clAwQ@?sdEQ(HNb3XwVmN-l
za@7}y4m)T=MiQ)OaUoe-i1xf(e}NVm0nR8S0a&2^gUFk?6<9(jiKq^#HnslHmLxbQ
zOIvUa`N>aZvxs%H9C~rqYuK=TS`3-jo4EtEo!Uxt)J`07j3+fPuNEsQsg^L7^~<b8
z>fb7^YH?{fC?DOC0s&!lP5CtnWMdu@MD<^PSI1b2EYe0o1`Yv>foIxvA-6Y1R|0^N
zkdzrKTrYP?|1Q%kW9$gKE=%>TL=Ov#txRVpq5H+j+j-^kxxBA~0b`R%eb0`i-Om%(
zl(BbPX)D7gw8M3uhg;M~0{MBYICi(M9&<W4@uM^E@gmjikiN(REKiXpsM$yjiwG5}
zkIeC{A5kq~Qu2lSh;ROU#@EJ9(ndKND(2dwWCv7{lOamVnPyo`zX#KNY+ybzd%V7i
zp#oU7RnoFW(_k>6YV*gr>La#K&fV_9=pWAv?(NyM@Q)!ExF2pb)&m*26qG)7+Q^|g
z(RIP%Yk`1fk(|A-LU5ydqBAA%B}q0seym*H7S4ssX5N5`akj4gTGp9FMOK%r5MdPO
ziWX<JwQ=7$m<3b8X1d%UGwPq{h3b(wlNo?>xa$+@mG1d>6)=NE<pLl{J+~rliTAe8
zj^MEj&0`wN#crv2^k<pDO*%eIKr(AqN7f=j0i(Qjp?9mTpZ~&lZdiHnr-PHwu6&V)
z?90jEVvhH(+U9NXmhfl-51!uRN2B^w_Tcf44NDlv(*?<YLYEcX`g~z=piml;Gu!S7
z7Khqfvl9*BI_y8P3Vk3NjdImMe$V}U;0VtUQPSf!Zy8FaST*+3w#;^2K`xJtMV94h
z_hd$hao_%qcAGqQ=LqIYaLEFD`T-^EvHl8gvbxA3wcSF)+yJgX-B9{Esvs(v#H^nC
z0-r)TpeL1Q?MN$N+tTI{N}^#VNQ}9}HSN!|Q*OKV3xv9xOxm5;(%o8Q_N41#{ENr%
znfAQKHVs1?)FBh~SUD&M5wNZu)0z50JfmoyFGXLly;j0308T~4F|6RYxYhFVO-1ea
z*@B{Yj|B7hIDR1UCE<K{wubpeI!H)#QcGAfF$$UMZG)ZcT-X<HAbufkR%%0<ju#Ll
zO>R~I^bRE0^}rrUkk}UH^K#8*x}goj9*xlLDHpEjD$VJP{Sb}s%I5>Js%RcvxW__Q
zk{<~o$ljUlRxdcr(%u~`o(uFNC_w`2Yf|Ws-q>$~cCsYmUzTx3S2|7*uBB3A>pgv<
zGvA*sv}0#{3*LC@^hE8$>QV6Xs;PryCAS!@pl7XM_I&sHS8R38RY|n=_Gv;r4?KuL
zTQvi}KzN28xjnVl_P>usDeTZT_qVa2k)`>6$AbJCCmOthSkOrwP;ITvu!a8!fOV60
zMN&5yZ*bD$N`CvX;W*yHaD$<EV_4*RVZX8$`};6>g_jm{rDHy@`@FBww)$k$ZxCP&
z8s81<n#owe^R`Csp?NOtC=Xq>?4U;0&NRRLVy(xT+FIxu>Z(Y&cdY=al6@L%r6$lN
zEh(ZSg2`p}3Cmj(@YOnbMFhb*Jo1rAPD0Wq`%V>BhY_Gu$63gIW<T%`i0i88I7NAO
ztvg!1?wN0p_I?puAxa2qX>*Il=j?HC!tvUMdTxjKk-gPJw8>3wSBzILu+hus2eXI_
zM8wkwbKloYxF5(#Uh%4rmIDfMp&~jj|C#k*0L@7$S+BIH;Kk^x)4t4iKD`=}Ith_-
zxA*+?)_9ePU#^zlN7Qz9j>$#jj*#t!L2UTy6}*c;FVv*9naHCU&*uH#wRpkhE1Rcy
z?_{>9xZ%q1CsoPDH0(_}2k2<AJ#vEmJ>1r<xvNVIYOP79$nPRyn^oSA1md*h$b-!-
zhNnp=dSsM@Q$d@e3Id^`&sX(Jl1|W4VFy#)&~zTd`A%}T7~TP#c%0%*nPZ2!o7_xA
zjxh6?W|o|}*UQumljil)y!&oRYx8JK_{ofM<$ZuJT}2$X2<c+Qu}pwvz7crWlJ!En
zA~ZkvaL*=@ktc}Ktag;!fe8N-f=V(*re!>H+B<@5D9609In&84y^LhB^2aHE?1#QD
zSR!la5w0+H`%w9O!_eXQoOuI1Y&PJeCY#PBgf8?jojh8Qd^#k|uEv+}iHKr+m+;bI
zU7<YfSZ}_L9?4_svU4fsk8+b=g`D)aP#t0Qev}AP7DcT^@bGT&x1`G<y2){|j_0OL
z8R-=?-ad1~oIL(q&@~P~DUq5VR=m)6I{*Jr_m)v{Hp{{&1SfcKcL?t8?(PzT5AHCy
z1%kT-_aMRD-95Ow1h?S!P2M-#&fZ7vy5HG%-5;}_=|`)&s>`~%x`yqYr~^5gWTT-U
za8VZ$JT@I4VG<@Cu*P};-H?0dDUT(%_)zvz;a;#}(2ANIY4fQp7MmVB@slM_bzoye
zgr;KY>fzeEw4Mg6hneQ!gxlcZ7u^uUNWU*eIM}&GcqZ`aA5kf#HZ)R!$UV~81epBv
zWYa!Vc9`U`GXu;N4SB&UpUJl^u*adH%z!;zaRzrR25$kOZw_uxsxLhso4zJ-jl3C6
z>q++ETIqxc%w!hA6-093eRk_PD_tMfK@{234aXjax-4T2kpwe$Eb>av$|3+OTmGw6
zqN=0YV{V05S8Iijk~@IQD6Yf=_5iK~s!KMI-f=brio4)~?FeA}uT<vmd;-<pjb$M@
z^0oO@820R2<Xzd<4~J_w!RrbQo}od<Xy^(#>eY&y`iaKq&!t&$&x#VQTjy*>nI)>P
zV9O%Ej0~>-ry;z*Gc5kW$aq({Vo*Tuv_^eC|3pq}0TNyr=5m)1zJombLsy)}XZB7J
z4%h6UseSn6mqH>?4U-L!fU7Dk;4U=9dm1(830-1tzUDoo^#}R0AaqotBYe+ILHikj
zGTQ&)iGm5$dqFhs0)w3=<#i3JF!sft)M$WOepU5wtJX53kAzZ6NV;Q*JUiRA9{Af4
z%ad#q$KEt=iR#zZ-E}*r7%8qOys89QKbqro-n_{u&l}0LMC~s<ox7wdiHMU)2cuPY
zt>cuhD-PeZ!)ECCN?FJdS$x2wm-Nk@U@!OP2(Q1BNszo;bC>(xuS`}D<wwJk$x>oc
zMWLR><o;-L*e)UYfc`iVH2;`;e@*t`Z5D(VnXw(zmfoW9S6O$^?xp7M(Q;xT9p985
zO1LuZlryWT3QgA`a`tK_#{=h%S1D3Q$eU?&hnjK1`ww9K`KBUot0NOTckHpp&$REN
zH{}`St7nLGr%&l@E71CE=})(S-<ONcR>0Kp8@M6TH4;8hfNIIQCo4}OB@@IMco*Bv
z#Nx3A95;6NecF;=AZO}aj^ERyudw8S*IPSCc5_X&3!y8|&2TQPZ*Fc-`6_8;*D4by
z3I7&q6Ikr!X6{+q5mo+kl~ozY*h+wo*||6zN#1fAorIde@x=1<WpIUS&yQbKe(q<P
z%GTbx+|02ZRXwkH)Y>LFAUY3B+MqwX>VhNC*ZoG8z)rTQ`3m8K9H&Fe8CaEm_C7H!
zzDuV-VmC0nM^knSk%0(lkv$1iGs=?V%@%bSxe8IuJ<TXIIE(|>RgZC-(}P%2^tND-
zM$!v@+mx;I-D%lACx;o>C+$k=eE&Vf9^Pcy>GV{v8-7pq`pKWVCn|T9bu~d><3Em|
z<Z&slWcs<0s|gU!m$A3O^J`!vEkW$j#jb1;LPv%TMh6Jd40m2i5?H0)WmtSWQU&N>
zhK1u!xH2-7m(yoj0k<1S#U<fK;x65N88&0eW+3!zYqEhkY-d<M+>$O1Eqp2JYqLJq
z0g1oB#pvrqo-UYc1=`SG;pk?MfqAs2ZSf<k)ipIuvuAKzE-gQM)!#~!im&ex$Fw0E
z$k;@O))I)U+S0MNF&sjt*vv`UZo9BFtVW<XG~N)%+pjSIS`{~`Ui!{o@=0r3t20mg
zw-r1!TLZX7TWPAH)`K9oPc!|}XEN!V<gJ9NXPo7c)zzojJ!ywFy*XsvccZwWPhy*c
z9ZRG;@wXw^z}NK-A8d-7v3P>gDJRMF;HcCuMbk;VvXUKOaE_LWMnFaxqA0+2?*b{B
zpy<nTO6Co5fO3GU>#;2k4uN|G)rEL@&X%rXsFQHc;ekz&?tz0&{*9v~#c*EzWs$@w
z>mV8N#~4<9-(JQBi-+LPRt3xYi-521d*^i&5|ZP^i7$H{K2dL?1|Qc?38=%MgRkg=
z;K@vRE^sT-?kcoFz9}|S54ZT?79T-W#;Q2amLb*2cB0aMydp6zx}!&)Y4jd`w2{wG
z3Ni|uSTh1>E<MY3h5%%_(*Ewkn?^vUK9joDRR%GE;!c4wwv*ihHGu~W=2g^*G2<mP
zgErE`V;A|;n`7@io9x$wr7_#NsR_u!;Y1E5$ajejF>uti;0KruN%Llg77hq|I0!8F
zws<2B5#NmS5TcOzX0FGd1iqV1dQli!cywK3Av$>yzwoAL4ZR1gnqI6rhH_Q|`|Cnz
zP!%urzqzj(hXq+r?jtWxSr4e$NTUDU>?&5T09RYpOkI(4Bvc)*J`#DdO4^ACrToyI
zbtrrmb1%>cPWcKveO_LmkZ$RXr4B*SOeP>s7ufn8CD8y9Z6LdALUcNZy~pZ*SgEh>
ztyMezdE$6l-VZ9JEUD^-`so@M+_yKVC2@|DN$62-gbsaRy65wuc8qmL&+l}nwx{c4
zb%EtKT`o6Y^1~!tAO&WKgCqT+B(2SwrBgIGS32!IQnv(fbPSfBoAvF)XX)$0$7()U
za#ri2+Hd=XRLSh3f_E2pLNt-bcWg1f1rQR`a<t?eq^4JqXsw;jQkwi)92ec~$J+jn
z%YHu?oFDab;7WpKIuI?IgR{1zD(HSLd%EWl61CfuSCv!_ehM7q3k>_=yJ-kmzuMnY
ze4?@g#o)$%?PQ1LcEQ+l<65J)+Oq{qpCd|MJ(6uuLh2tkD#rze<Y=jUfh<8rI??+D
zq?=q{!Ct{4esB0zS!;KHbwTy=4&=f=nML1e>2N;X-^GLW)LVW9djV~6?u{|%+ui-W
zV}GJI>rP=Ev~VL;@LvEx0;(<X7L<3HC5Yy`$?FT6j<KZe2=yVVsY~5EB|;Ilfybdp
z(tq=;jE<0GWY`Jj6fZ<jfH8<1;=zoA=|ev79R7bD08oH3C@9Z&A}dtzJfi~?J7xo)
z|E{OM-rIq^xHRVEh8#j%AA}G$!r<>y6b3EJ%(MZ<Jya~&%a0uqE{JCQ()a(i2mUnx
zpP%UH@m{>1q(PC?lV7C3$$k?3?l)9(K`D5w|2H@bL2$0=^f*}{hfvk0K*q{q`uhwX
zN{GHk*$ChsEdEzq@Xti}pMsG0f{7XV3MSw~4ypzER|Zj9`^KL>oJXhR#}6#m`VUaD
zWBk_;W+RpG9vOwFOyWCJL8`VdTfKq_qWZ3jG&x;Bi1S;w{tbW7$Du<(9~U44ecbUk
zcPig38{FT8zdWFO*U!KBkb(qJ5a`-@C7a^?#RbvJyX4;ti%a!%cL$m}gag@KzZh0>
z*~WK&i}CTtU*CWMy3*bGU2uP(*Y{4r;7=C*2*|qH-V%JGV*GOq5!uv%xHqKZEa$H;
z&?K|Epz3LGNTL5YUl^&sO;7as><hF8%}6Y=QfB}!inu(8=^?~Gj}f81f^BmD;(7o?
z(W6bp)06lsm^Zw@-;nmb)A~n1C7<XJ-@SNwfo3m1?f%IINO>pq9ak4v&p&B1CZAY0
zBi|`MdI!7%k};DvV8yMlNl8(tj=C-&!Mu$M$N@38f3ELDbO@+V(*NKZ-~WIk*x}#4
zA6>r$ni1<YxScFF_~+i9;pjl~;&sD`n?v*f&aSb1zw^2GGc_u0Lb*nOC98r|g3<r~
zj2hY=b7{F&j*9|CVq4?Ne9F%`bNm|t1u;yTT}l!g_7W1bjQ@-f$hiKW5(dv8RDhr*
zV#o@*jnDE72k<25)yYz&p%>y242ilBKx6kG3HN`M!$8dUPk{b2Wx;3uHU|F2r+OX#
z#6m?M@8UNXcQUz%=kw!MpPCZ+1ij>JYB}cK5F*W~1}+4y`SEOf{~n2IBTPQsy#bt9
zhFK!g7-PTK$M?@6vi@s`NDC1E*u{P;h-MP_3dZtVQo*nPWBN|90PgaH#raWp{k+Ci
zj{{Po6@Ki{J6bYWH4Ng20A%c3KVHkfEXM{NLF)nXCAW|fEtlA)YMCuD<CfS$Sd@4$
z$dQ#(r<Ci2eqxss^^Z9e1E+fg@O6)tY2P+7oH6K(y9Q``Wxdy6CXE?p<=CzbaE)60
zMucF;uva-(`*>7bffQddVTdt$(kxA?RGzkc_XTE2QMG|873>)ByJ90PYafr85Ape2
zS)M$tC}xfYeV$Yx1w@XD&^1oE+m`s(48(}$_To~jdLyn+m^TkL$1y3C<j1ffk||_p
zV2H7u+hre*JcuH$<*~Z#?9DPSm%c|;+1ZuKe!ZV&1Heqc4v_?=8xsiuAZ8M5l=z|F
zTMc#8D>Qt)V-=gWW%p)y`z&!dp>)MaaJtPgL@SM)sZ}o*>)*=Z8U;J%oP})O+%Ws3
zp1txxZ(a9*v#PB0Rt1Lw6%+$HHs`CKGwTASErAqf*&q2@n(0p>lTV_)TUNTO9C*uP
zlz3RubSHHOKl?4h1F+o<fG3cKA^6wXNE81#%4HOIYRJN2m-<MTf+0LB9Q7XMO@%*P
zJqXH1QF}beIT7h9XfTt6+_;62nEL#UdQVH*v1eTb@rE`D7}aLZ%C>AML5r_-;g*(U
zn~XAuRrFy^KWGoCfRnp!`SB-(?Fe8QtbG7_oUSW3#hrR{s<cc8jW({ch_ceK8h^6^
zd$$r`RRP+F5mZbiHh7n8#;EBGZ{Z;B$CV||*j}NPMWHA~Z?tjIgvBM)i0x&Dn|-S}
z*FJ&OSS@I{+%@la`=F+n&oV3~?OiF=CHHb_#3A!qiDIP}WVBXYZd}B;gM2sR?j<oF
zqVu`<JW*PC%q$Cx+`(<AZek^=Ypyb$OS_Z!vV(Sn?`+GF2C@OKV9L!kGkhZho{eMG
zGE<`aN%ZmLAMFq`@&Z`(sd^Sq%dUMf0GwFKoO2KI$5vMSGr`hgj$QaII1}`BDV5Sx
zkS3EbR)3V=!`SyAclxo8{v-@wCs4VWe#Bh66LoXGEE$|$fnF#K+C={dKIO-c_y^WC
zUiA5ro4@Qm9yXTR?-n<)I&@J?dZbX0(W+sWZEud$>L#C{wuactWDai)S{h^@Eo^a4
zQW%t@W<s8-?#*rC{p<_5$0Tn~R9{eu?i79N*#%FKPbwIX4FGo4&uJ&?W|w?fO&RHD
z{U<B?bzq+Q7~8ndbHy$>cej19M>>gRr~dBtNtoaDSaj)J2Meuw1+@8kS}6Rv3?q!%
z;?@*-V0V`^J%YOqS$LEne*79r6$0nGtq*p68BU70UyI!=C}VAaWGyZ38r+1QK}KOf
z<xk3fFfzqf=9DQHSW?r@1m-$3gcNc5Hg<L&_Q-?s>}c(c>$!2|3q+vqMbVf+n+fr8
z=1JyQTrP>z4p-~1tR@)-AWXORdV|MAch}Jlk~YkGF>krED`JS3Ocd%{*(TlE-vw;u
z`BSD@zoqypX2>$wYL0`0ucq_#kns|K0n>Y7<&l`N|GAt>USJI`Sk_q=pdu%Ya&K~l
zUGE0bh22jLu}EEHZT_g9*w&>ItTlU+xroyzF9e0InYFGvQRrnf2`U(@7PqcaHA9{{
zr&|aBk64CWCUlLkvvtVyn1spJFbMt$_(?CID^=jGA={ExJ<24U>h>i%n+5ewGgV*r
zupQ@ueyw2(Sf?9FsQ=NOQ{#oW@vRMd9E}*^Bq~k>Gfo#DCv6`?^HNe}7RvRP>o$dM
zUu3Csi^}B{Hv4{~x+tSd2?1@l+D|AOPubv6wctlHnu$wz>x6foRinIh)uujHO&u51
zM|JOJFSGr)WUHusy6Y~|7(RDIvZ}nZDO~~8<{>1UJ@b3i-;Gd}Q~QWT!->NC#?coS
z?BI{EScPDFLzco_U$(nWW-&#3fpL*EdufBhBm_=9Ts_|j_S(ue-*xFa?hlYv2AB1j
zjxAEv;Iq<9#nR1@S&iH7fECsRHL80WhIT4f=UYFb2qQn<GsGX?f9QDC$I4umCcAN(
ze)$;4cE(I3WI}dcCUZ%Ivt;?e7|JKSrT+m@=c<RPmbGxfOW47BZZcnr+|c?HS!CCj
zfX+-HcbV0)XBO7ob}t8&4k%@hpJsUeI8d<}0F%ZP8!-VwbSazG6v&4^36rm^x87r8
zw%;oNc79Xg1+#QUXOwD`2iBzA=)dqT{%&6S7fn;{n#bjNdz)1NI^zw3p^SB~`;WA1
ztw{%F6wr?6&wU{zrmB9+^?uTzc!sIzj|Vmnvz)Tk0ooSJWGmOh9&p$IYJ2`F6i__}
z_IX{Exp!NHHG~bt3yPZugoqq?p21PrqZ(DCAEX9G7;a($@QD(@nCHrL{ztR|K+IBC
z5S;gaEAkR<Iv=YqEIPzw68ua$%K)8WKUc=z8(rgILVThhArcs!Zq8M{ylGbGUUEk>
zr?24J)DqyC#@YB0JZ&gbDlpw44&~h`Xn*vCztl4ReKZ7S^>92qE{xB+)nnZ-OxSpu
z99H)=xmMmMCVWH6Nr-~6rx^%###2N(FzWC78p9UNSEKN_o2qFvLDt|({>+O24wBJ`
zI=@voH{-iI3idP91uM}Hb8L^_uyv@>=8sQsF{zyWO+(Lj2wH-<uuq-rl+Jf&ck2=?
zw!B^Ebb+IGe2BK7CBS<^M(;CuO3GOPxqdW)e$M`z%LFuYy34A@j&}5CMroYy?fb%q
z_5BgX+HP$jQF@IriZ^|cb?#i}_ITaPZOa)7IXN}m6mYe7h!IDHAcE9En=FEXii7)c
z{8I9?5WNEUX<E%_eOm-}a-vuX=L<t<c@gnhnH)4L+cd%(9-uxkoj5;}mHK)8-Hx3f
z@%R{2zHm;S$5bP3of~#{wkALtvFA;1;85}D6U<lkq)6yQ2k$)Dyl$K0Q)_Z%Qn5~G
z(Kc-@f)a%d1tESA5*%Kfx!QMbl7aHmpEAY7zqFR?@3<O`pALLuWhQ?}o&Ifl3|(jh
zT5Z{2$}=j(xzr?XTWC;%4Hj+Qa0uV)+QQ<;NDUS}3Fl0FlZIHfYOaqnLMS|@M?r&#
zZY7T#z}|=;lt)*BHok+AA|$AqDl=`X<KU#cT)TN+<Cu(~)mpHCGP=C(x*?1p!K{;s
zb$(s(*~ZqmA$9L?>(I%`#m#xMAX5Zvr5B7#UFlbMfpji}*)P4@cw_*<-Vs55LG(nv
z^pvbZ(|gWcf2o7v<`Vt}Wm!13BixNIl{y=8N`TP9<3o-yn_Fu7oQ_uoe{dSx@Z4Nf
zSMUzFC_c=`oRomTerk}->R#{)X6c=GlA3knyWCORQQf-xNVVi<cg1nCe*5CxQh&M+
zGGCx8&aY%=uJIQ0TW2<_XDFo4elD1)*SExqM2^EJ;lSnuR0j`mmk<A$I{^_{e@-jB
zb?*gor{DzIZyj^H&#US$Q~!XH00d>r>3*C=JL);=dFx~8lVZh6=M{hNxxRN|P;caH
zz5`fnw1S(t9}fbE_KJ-Dn=LchjkD}+R?2k^O;|AtdSgT}akRFgm$@xaT*Ry>O#C$T
zR-1b%-z>4NhCGYA%!`_(i!9FNzS#kX-|Tj&^w5;xSut!tJBg!%FCsz1$ov`?+jY?p
z9EDroyn%OV2K7z#nzF!;9BXP)kDNt_a7K6|dOPtyK&Am?ay!gt<qmBZeLJ0wD%~7l
zv-Oqajs4-{3_%e=qShOXFHtb~Y962!$tRrJGwg3cqDoeaon3sU^u$ap_$T!eU#D8-
zuwS7ugAmwW81)-F6d>V<<_zH_qNwVWdFq0;UIvePgq}!#q9j6DgsnBp$w%ysdC9K}
z%ND6FWswoGhy|sx2+WLP;$YN7Ajzl%6$XNy>%_QotoW{E{euAI{7Jb@;?x>8VnZUD
zz}O*#h*t3BJU96Rs;>PHj;gzo{a!@!DFb;xl1#b8V4j9K2^bDkia&XL#<yt@VR3Ll
z<=08)zc$G$>doy;m22VDR<T*xZb#&h@QoGX7kS~Q`i8WknwK837>E}grmFYebdT@W
z-fIZfcEiy`H|b)pESN6!IDl}2$ep&fsU72)>+h!so|>Zw#!k*9^+QL_2CZrk2gB&o
z0YWYUqgCdtpOh>51aj=D8l#^vW)p~#h{wPkaHHM?Z@e3qW>XeI135a#wX5bzGYsVI
zv-BTlX0cRi>QYqjCi4JS;2>(g$%tqIgGf#5C4{M-y@qKGRGRsjvR99(Nu`izjD=E6
zq1;1jjF*Pcq6N(bdLMMbhK<06MP$M1`j7a7xemjIH2GNdppKEpTmo&GrxFPXVH`*&
zT_2+F$3GEqr)8(f04MbEM$ks1?n7o&pxUAFEAb%C$pLW#%<Cc|ys52;le43#p$#JF
zpPi8<A_pfi6Y;M<e0+?;wzhW8PQ)Bspi?T0qIR~<rnaCqC)1y8M>~5FJD~2b7AFf6
zF&h)RKBJ_gor^u_QBhS!F;iCyV^bAL5k^%;HAh2RCwoIjQ(I$q0RcvNQxglre|lEw
z*L7!NW@h$3-mhZnWar{&YzhK^`_B`0&W6sW#7vB8?)IjPN`~g90s?;p`xlJAz}Ec*
zH|VFzsIDUY=bggF&K7pIzuMFQXJ>mS9!5qJJ7XsXb2~e8Yf}beJDXo^7aP#W8BG|O
zoh4O7J>*0*T_n|5B{?OzI89ldb(rLo=`CC}HGslQGTPSCKr;;vRx4vh5FXC&K?sT1
zIhvR{{?Qdo`iv^3#?HDNoD3}7tgK9I#N6x*oUGieT*S<rtPJejY^)#@Ss2)VoziDi
zbun`Og^rwst<`UEfAzY6fc{@m`-S~)iiiV2C3AlD!Y?eX?E!{N#LO(LfAr2DO=eJ&
z?N<{7lLUxfpxb^Om^pua@{ikoHCaG+as0If0*B>K3jeysM$F9gw>vqAx&QJyB|~Rt
zQ%74qKG3U`9PNx%O`UZamBb_%)l7lTjM6qBa)|tS5dHHY4N6;3G_nNs#jj`nMyfy9
z=QlnQ7S^DbGD=v3P!cmWwle{BgsH8$GXMk=C%b^aZ{CClrnhP7+TpXKb0D-fCKA``
z(Xfk16_HE1cy)vn#*BQGt~=0Z!IK$=cvFD7gg$jSII#h9wOCWb+Okc)!;<#>c!A2;
zcR&5??hZI!{4u@%$YODFW#fJshrcl0fg#{J_~>W95fNkG0FL?`*U0p_^lI!17XjY8
z=E=~G!k;1SP=nm73+YcT5444LYgGCrkE>~TV?Hv9?S&9}Z&jVX=3cJk?S68c!mcfy
z4u&D>$}C~~c0N@DKiBxxdMaTItZ@4hUX3OsU!)m~BEQ~2WRnkz;)^oNASl%%ymq&X
zLYcihX|$6x{SqVDg%(xYWlL3hFMsY$d^R|jZY)8rs<V)+tf|Rl^~}uxNoJ3mv+?aj
zgRg8!9&}IqeIr~W;+ugWFgv7?PV5(j=mT8$YK8d6xk1?}GS7VCq$e@g!MB&`5f1#H
zy@bMCN<=)4rd=%MEiuGUB)y)pP^8iJ9g8U(Y)YpMe%NQ7BG?tT`%eTab(=(L=@#|~
zk`7`-y$B}Y*+!-owxY39OLlV8?s3_L*a|lb(E`lH#G9246b&ZzerA1DF@K`sW7UJQ
zB}1zg?QtV|(se&u`bdMEg!%F9XZufyqJw<Gld#>VxawS;xLH-_{Zc#+V_!Qk(-B8W
z2vKAFp}6-aeQgbw`us?DpD}Uok*r+9kK+WmJHt+5)f?|n?<4rg4YFOLu^l1r;hUn@
z_G8LGIUU=LM!b{C7DM?cC1qv}_`n)DBpm?k0XVl<5`On9nI05(@DA+r8+T_gR}X-V
z|7U%^ZC&O(q*&eX-X*R*%}aKPC}x^=0@JiU&&o%{Me@fTj5{w_OoNVozhq7hg~pMU
z_f^{=_3oZTE?aWn=mIFV#|V$Tf?J4}EAPQiu^S9XZHef|un2Jk0c5Oeca87tfZx81
zzj1AGhU7S<D9_-)2OwFvALm0kUiF$VLJaJo@P$RCzk%qysWNIA3RUSR;O9yXB<#BU
zkikF$RRULToGaEBdZ}5`8vS^FN==cD8dD!zj-*n;6SC)K)EEV2ZBKp00$=95V`D?t
zgYzbDDVu<id^f2%M#sKRk`X>@#2j(diq<LkBNiGgew4v-q;ye4#wCvxC^dY*iT7yJ
z+59ArUn))?@}3LI19{@qNRD-)ZUnIG5MmguWfoGmA>|)uau#s8M~orBI7y@!o-QRO
zSFW2~5&c5tL`Ek4x%eaQHm6MHrkfSd@<bz%U-v-9cR-NIoODXn6(-vUhbOcyy8WkF
z=m1gQFWem^nNk;<4WVg+13nLKf}o;RbgROTfZ+k>_*N_ZI<-;m0vCx*TP)S3<m84g
zOZErUdJLIBv!jBidO>}7+Uz}G(!2(m`at%_mT&QCDpek^40(V7K0t>Wp^m*6=eY4V
z)%CNlY;G0hh~F8TunSFDWWu-9EeCqlDcgWL@2B*3i*3bD-HgIEQ*r3ahQCb1>8d1H
zOVebS3DbG`esj`#+19z2##}bD7yiy#>Joj==4aL|t@?vobxjM|g1eTY=yS%@J03s%
zOx}uZERpeunkAA&k&wcR5Bd`=a3tpYdPV3K>tO>gJ~X@@?nF#cql`gSIhPVWN(5hO
zCtcU5SPxoNl_qdWu=EoXIn0WloFokvEhEwc4>wxkqKcDkio07O%%-^W?1QgRMzm3C
zp{^UJj%fv8295+f=nKgIg^uQA1_|%q67;u@=KND;|4m2#A+{Ms|7|*&^G_|L@?Yra
zKVbX?w(ehb+aFK;#^m3v+t`V@|FkQ9slERdMfZya|GlDPV(0otMYn3V%z?6R_ED(m
zjecdaz;RV)+#B_Kc~nmw0$*~5IIftJT3e!EL>s2Y)v2F~2Sh6^@qm#ye5$An>^P~g
zR^FFWw*l4iMmflV_3&21PeJ?ZS$7y%p(rekGw`CUCEi~?MJwv@9%W?j)`&~O9U*d<
zwN7<CQe>S^WbcG^JUQLG?ivL6wo>YDUGHv7OflYn-uHs-2m{0d*goV>UaEMS($}VQ
zYJ5UZY?~xk|4JjDt8+ABTywdgXINFf=m!WOfA<3hRGbM3N+t_Fg|<cqN*y<qJ~-lC
z*R+ye19l3ns0&YIyI$>JY*nCQ8Cpd|EHNZ*_PDq?3}hc90H>e~USfByeRw0qdy}!{
z)%&HSQTS~&@<=P3y*6<aGWg`Eqmjw$`TKSA8$T<rj){lkFZz|Lu7i}v?7Zfp90D6>
z?yjS}i~NX6Xd0n2Y&uoGoi)D71GxFN+pM(dvm*lGq7+%+#;x(P3bcr;JyvKsT|nBr
z`TVbfHM!bB6ZWRK8}SxKK}g*>l(1)Lu7Y0SKUTF<Y&9fM)uwx1zy##9!Xy1C7I+Ln
z8!1wz1nzVHTs{s#+{o;DUge!LR@~?V1I!vt8(lyq-EJ(JnKR9ag!wlT(phxP1~zap
z8fO??*D71U<VPuwE7YG_yBrlEx;aAMuB@#r323hcI@G!$OZcuWkRGJTtE^E@!5DCU
zd!4Rts1VW03Flv{XQ0>1RVlXCU+gcLlTef*qV%xzSU3|}7q2DGSQaB7ze16UoEfkm
zq)s}Q$AX;)Z$|ux9&)?QO6)6egot|Ch%Q0J<R}cuPa4|Tj_5=wu5@A}sMdNLa}ZE+
z=Hhl5uOkrgdKgB7RJvEi!G*ZW@k!$|OK*r{Urai`KiPHdAn7z|PoLLkZX3B8#i8dm
z(t+Cd%X|fEU~9W*%e=$xQz?hRE!o!1Z}+57(ar*95q0v)8#hkTyN0cx#5LgBP`{+M
z>QLWOC-9=jxPvh+d@o>%5?+BeXn<W{)}sKN0aBz%6u+^tX}Q^fC1UDARWh7OfNfud
z&GwSiD(q!TEZDz%k&qp5IKuTX=82m4@w^ty!Ha=*(rQ`hnIYDKsZ)4{P}Tysl-i1+
zO(Uq}1FppaW-o-|5*{&45hLj&WGvB>9tfph0sRc%Z=@}~nIadctA-0(&A_E;{LIaM
z7#5bxy^O**n$VAPXKjfRi6JcaUUFxFf%}MFuS3M~-sTYl58aX$r3~W%E8$Whglh!K
zw*!3_dt3BN8rDpFZug>iT`qBIB8R-xX_WhU-Mx~5mAbf`GW%3vMI7Wu@erb}-38XL
zo2%TH&IEVn3LZyE1V5z#arL-)ri@%t?vl~;(eNorSvLIDJ!joS3YA3cQo5s-=4(Ot
z^IL-EKI5Z*r4N2NO#eY2{Au6+O&|RB;r@O4;Flk%!uVh6gI_TI2Yv8&-sittAN;SV
zfWNq<zZ|ju)YswW`VSgF-VR+7h2F{zF;2X52Teg}N4~qU!xQ(t$j4)sIm0eMrLc8A
zF^U$z!Kgbnt1Fh*9O)kXUN@9<SG@uz+O7ZXg@>yytE&FAens<xyvyzB+eGQE-6gHc
zsm=SJi3?aP@hak3ycVkALp-<_+lfqTP>ia#-wnlOvFP5CF)MFAmM@@sf-Pdva!Pib
z3B+#o5e+3@dOUB5&AIhmo%Lc4f3iryas99t6Tl+O3o`_BWHO3#oGPuMUVc^j$t9-*
zPu(R84EcebSE)HW?rkxcjK$GnHhhzsF_XFT494saCDXPDlHy^X&#8(Z5zH?g8ITLu
zVoigxB+P|%zkP&!v*E?P7#nCrM*b~w`uky3Ljyct_`H$nb3+@aj@C^!&?kWtH5tM|
zBqGF&nNs3Hjt_I>C&aTDL9@Ir8@_AMCN;gN@}%few#`yb)`7qW+i4?BAiK}9IB{IB
zzFypEp7-aucoL2V`M~nY)6ON)nI_H5!|0D!92rO5-0|p=eFkFRv8?(cjBl3ADIu4+
z&UeeHKd|(hQ|`+GwnXGsN+$Ew)B(9(Y%)Zf(&Fq8$_as?A5jV*a;f8eZm=C#yfgsI
zC<1bc@su(XQiIfq3-qnDdAA*1a;#bp04px?AyqKXc8Z`lVIGJNHvmNZmhh=O&yRY@
z^NZ6rgTM^!;_o?obD=qOFtddQ8D-3GB}fjMzKDC1FWH%6FJJi4(37*XJ)k<QiRqn9
zM!MPy&leE@)q65YDzkFz)vj{v5kCiyY#h*#@^IM*1#P}(RPXt*WJ(P&5u5AM$n98*
zwB~4CmSJUWWk1;HZ8C#2cO?IzC;kbnnf@3Oda$;&{<hL|<Ib%z&gq+g3+79I=}+Yj
z1y0Nt>68ba)3hJU()0@og1aY#IyNNH>;8L$rEBt-;VF)H36ng>wCOH6hLtB2_!v)K
zED8j$tiWC3IbOAN5745!8l>eU=p9!<MEWs4!AKtb{Y&*@{!UjNVQ2TVDw$~I7NPY?
z3ZCdoTKXK0Bwptfx+UiQrZIQD@R;DCDKuX)svCo#_YjreO}NfJ9_bQ^-5pJ3nG5vB
zlYtzR9usDJ)${&s!I45gj&{d_YJfb1{Yd_d(`q@W!c;!KYpggYZD}hk<p;UaRv`n?
z4>F~#Vb(3NEcT2iWiWtO;@yK0Elqc~vBLI?<+BT0zbRbJ3`vi<$XI+=PRw=RYvq%S
z$A*GL5<#S9{>-fn^IQ$YFZAy)3OC%*>YzD;ijG2UTXQyiN#|rll1>x%sM^j|TQ{8Q
zT$tIoF8io_8D7CT%agMHmF)hz=+19jp6hpf4P=)75pU!AZQK9bWH;9@|Kh)v-G9LN
zkFxuZr+#apf1~XF6^{D96`J~^r+=gHpNnf|E)Leex7ho1WFyeUv2BAO4pP9vWe{jd
zhr(K90f*19loGD1`a*<n1Eu@|{lQ3TIs@R~V7ga-3<1w`-54`Na4SBvdTfYsr2x;R
z<bLKFsM{%OPR!7;*6=rGESA3%9=(>l3}{}@pIXYW#x)-at)Yl*`M6W)%S%hZ)(uOM
zKH;rS0EbpJRLb);dfn`jkt3w&_3|=Y`5V{gr=1Su{Yt;WtlO=(zraaXtX><x7jP?&
z%zyUqaN*GJpDjo=SwYOiu4UUzl@3js5<#=VUjRR?Q|Xb@=#(KCUdkzjXq;md@H2v)
zLGCi}%ax-pjIk62AW?GH(4o}H#wzt%GSWOG#vy$P-2QrQx_B8yN4SzvBgaZYodAkk
zsdFv!<iUm~ebi&2)e>0hp<mH;n+kl}VCyrivMDjytP_bB9xb*3ureIeAjB@CJqU8<
zS<LeKLbs(OlN2w{`UP?=L%}RQy3Ol7cjzO_>D_pmJ<p;*Jk5b_TAW+l{im(&hUBTa
z?>__QHbe_(Sk$`Y``@$j@N699$F`;(OSw{xrPR9QL38ah8`DMiV1R0VZxVke4~=WZ
zl@Fp0q3o^Js6|uo2S8kieXkag)#;7TR-?_)-`kYPuOS+_ioDiR%$E}@m6WH1YY^kc
zpH%qRl-y27z=n=K>p+*az|ZuQ73kX`F#ptavD}xEOr=TnvgGD?co8zlhcs%9z6kTG
zCt`0SqShWr&K<gMJXCDr$&yG%?2j3*;fPs{neQ|N*IGC^zV47k7IQaqsWTqTtRFta
zCIWA0>T>o2%cpc+D)>u;11YHz*&BY&9ekKJznCNc#S808>22WE_tOa~pH$%aoZ00-
zxnP5L+jU$2y}shjt4Mnb*HzGq*>b~}<h730<qrS~-&@$PHA9jDqkHjA00L31499f6
zZ`=v>IPW5^k&F(RJA5z3Z)J6RcSRNNpUXT!1wE~rmD~hY?(Hv6*L)Yp3g~$=*~jHq
zN_b0BNK(F6V|nN?%X52^2(N~-J}#~$_E&t)<QP9&2Ss}tXB+tm2~Wf&AkRiDYWGqc
zkHy$IdMV%VTy#oWx3Qwz)}26vXt$p@xggzhfA-SvZ9B!0m0sDCmN?hfXm7e((sc1u
zKWLBfadC2XUV1L~w27z7QxW%1rlg8G*0*S1Ze&hcQO<p9H?cS5d99Q9z*2#A5G00b
zOcy_19}7OC0AJ+vU}%_2#WdtDcPaL~<0m2sN8%3I*mOL1qv?~?*6a@jm0$j($S9vJ
z5g#0j{Zk1_vcN~f{iH`9{N#vaD-|=ZXKL#$s+wf)Jhq&)h}ZjWY^<qI)vm<TVwHLt
zH}s}feNsRHp&(lGQ^N>J)zmeqjHK;@AX)OZI82P8gFfbnolz8w*u9j>;aNJ{Z^K~$
z)cW7%p|vZk=wrli(`XWv%jyyn8&~&bwiGrH@)p!B;*`*Hl*iZ;^7QOYzkMx4r!6Q=
zZBKynXS=9Ym{(!*61I$G6LZq8^O+w)>!YsCmSXUAuG$*cXOYoMvAx=K$rOHBd8lq9
za6KZc?<;z2G;OPO@lF}0JK>K1a#*mFuY6Z>7#u;2hXXr-dDr!WdZOrZDMMAQqLCmh
z1+ljvPGCzZH0_n8U!>_3)jJiHCNeYU(+2b7Xd81SeSmb0oPFur)~#n1olx-OsU{%_
z&Et2;!MGB&fj^9cJK0fL8*4b++V}3PdA_q2SL}a9Wx9I#H0B)zT?h~zFt>;XCUDG~
z=ewxmMP2u?;A!ep(Zk)1I)7Iod21p4eiM20jSh`CUJixv>VvHqk&#Fs91Rbs=DVMG
zzB8~GSdOOjotA+BnO2-5>{+XLC)Y>{gNC$TatSG4y+7wj#?zwc%h-nXv~Wn=*lAa2
z18W)lJUU^iqx?Vx_%~;Cu^?lU)Ty7Z$luZXi?RT<pCn2~7ec<8pfD7exnsVqcjfYL
z)x3uWL<&hPuJ)r4qp>+DlaK>wYH+d5OL*X%RnRnb*j5oLCp3BD;hWiDz)XFRAeUd{
zWT|GE$Zj1*5_3pJY2d^<#xHAm`FOKK^T!(&^eN*k(cfVpm3*NV+E9^g4Lt8$!<AMz
z0HcIYOcHx@jX!<Uti)h%ezzi4?#yJ1rV&Qh5R>13rx^s!+Ef8ki5kBV=QR-#gX#mF
zu9`1SZ3V-UgFb{+Rc-ek&!<l%%nX`*;}APiM;KF9Bf|<7T(kCRoqffC5wOE%eupke
z$i&~CA!ea3&1I^e`Q9YQT#YJsq`kmeG_#5{{?zVrHu<oGXD?ng$5-MOu6vDo>;ct-
z-{-SBoncbc#8t+2KtR8yV>Fs#zfM@BiYL18-79?z0?M3aT4-!ahCjQWGmn`hLDwd_
zAQWkrlC9($Rr|@LWpl73>UeFpIcw~}@nL_Ul|G*I$e0udJm8L-qZ=B5o}Hx*<|;{|
zMO;k72C_Id1#L}&z*9!L&T&L&K;rZPS^Qo1`oA!ZxPFBce{18vm`1<DntwHoe!IE<
zKGW#;+~j`|=H&WI*za#)POiUm(EtBx8vVst|1UjR7FIUSzc-CebjG6bHBrw7u?pvP
z1_oV^g+g+zyUUfAD%Nh_!SqsAaU!A25%MOrDt|(wNMgr352g-)Sb0Z|B!<7yA8Jfa
zF7^UGzT#DVC&+d2ZGL&R!fh?W+{3evf;aVqlYLtKy5#Wr(0I>KI+6PR!m@3$d*k87
z=e`m>5e2=JQ)EC9-#Zfd!n8wej*E8dWcoA+z2D-4+z1)t-RtvZ#-%Z=yVi&2??01o
zeHn(M1wxzICIX|O9XbqrfCVdk+pt#3?=?OEOYz@RMRpDI*od9e9jjwB#U-~}_TnZ_
zeSKes0R$R+@RxuJqv?eai=9criMtB0G?W-3em7N1W<eVep1;=~H3e_%FwEJ0tnoc|
z>}@-ZHg_?*KO82CIi5KTM;MZpMR5dz&fJo%qJ0K_f@a0@*0#ZrN)2>8@}tAMb2eCf
ztT(0H#Sq4q!tNC-bnOODjg3(Q3RSx4OWl;`i(^|d4xCeNVGRzeeHdrr?`$zAtP|&Y
zXN$Ky`;MSC{oU5-sW^u@DM!A^aO9O}w5yP}jnIJhv%<g%v%|m&XVu-^>4M!_FkXX6
z#F~e74?s>1r6em=eg;@dNwbk8WfXkiqR2PyeP@VK%R18=PwA+^E8yM;+jA3t?H<oM
zH(fA;a}-+<p(L!81hF7ZcRQ1u5vYMC&cH}Zc#Ol$cv|s%y^@y9Q1mMB`Z-c^qW!j8
zmbVZFUc<d<$}@_Il@_n-Rfhzg`BDOd6qPA69{4hS<u<UIfoYk^lzyrS^z^EiT+Oa8
zcbwDWrgb{oU`%druWfTXzh!-$%&IuEIZglIS$VTo)1m6?DLf@OZ<o>5dI8XT3!Ian
z9>)2oC(Rsy!~LkD&_5{F91uEI+UeB6|G3{4SdkkkDL`YHDc3s%ojGs+@pQu-FJ%|$
zgJ9(TNX^fx?J=@svxMfmzCOY7SNmfi%LlW9KAZL+`nC6zjqM*=17~%m$^`MedxV~7
zAm5uO0#7eSDvEq<_?EcK)?d4P72f0oW>sA-j_eCQ-%#zZc{vz7L;K&ZY@dDTI4`Uk
zE3X}r{ygiJS73MfS_L7yG;B4F$m-~(U~q4=y`Jo=Z|CxS%gEn;bKQtnA53eS^{!oI
zc8a#UWeV?ct8SNO1sL5uTxr&&M5iq!(jKylp#778e~B%Jd#0OZYDt%O%8)<49y|Y@
zHA}b$k0KFSrrgg*WzADFfk><e=cw#wvBnAyWHgIdB4<T(`9|5U6@9TN6xE@M15K=a
z!7O@!Y)}FlMl6*HnI;rTfl{$C_iLSU!Y*&2l9MIs@|Oc+jOeL{8DemgB9R(Wy${{Q
znIVwo1+xWpu@u+NYs(_4-P9gfUz%B!Y(j_))&0(#NIAkiQS5ocnzUC4&2SEA;<~<-
zMlj<dknmlTt>NwK32x}d&1oDxAh2<|=Fj3G2xW5!$DT<($0~!1Z30jfB#*^!n?O0*
zO=s|R3@29NiSSj(X<r-0NIpxPa4RUU<SpDKpM>T3WT#NFYJMwaFF*9mK@%c`(}E8b
z#69t2G9hz2#(v&Ma8Cu*OBf`G=iW(xJM+bAjtTSi7-xYHS^Ua{ky$fgwXVH{IrP=E
z0HZ{7_R2@{qz~*edI~`6c{8M{iUe_zz5j*8LB1d1_7KUROVkF_Has?369J2lWph8$
zgs$4r%k^eZ@*t%TSQ}HPnV2XX%y-1BEZt+?9xa3TUYNqlCB|FrP-;Mgf~axu(gTUX
zkc9mJGf7Dv5>n=^?AVdO3!B?+F%^VNii8D*l4Zh?VH_;$jD^UFC^CKi_?B`_#jast
zVvKmk{#DvZ{etaR81_h*N2TcpcJRa`;Ur*y&@|4|YanYRbN>L&=TsQ3Lq!C09Y|qX
zl<*tx@@<zQhyM3?6I&!cbgKaTZrF!Vd|zifwVW%kw@K(^TN+t;V3KI=Nn>$!$Qs4N
zT;*NlmQ47F=aS=aiO9q}yKIM+whH9Ual=w51x(Fx*WAnP)#)w~JvKFSv7)8ZK*~CW
zZUdB{;edR#$wZxgF1P_mwl^2fDxF9YygMQjF&JRhm0v!C5ddAWzy~~$72lN_=lf+O
zu^@TaqjpRYhn_bmdrCuMzPCx8td#Tw)$_h}t(~1tsONKXMhgk-SEM;MQl93bvxD8}
z$p_+TZx<>a#$}R&Y4Z*eIt?ReYM4b%llzs9kHTZ;p*e(+0x1imoGqd`<N@RL^eUcq
zl6V_t>6*KGl}(l=AA<E(r;iNEeH9G!mu#&$q8~{$fvlWS3Iw0+1Uw`V<aa9L5yx=A
zjX#<323e}i`b5%En&IPg6Z<JR%71us(Fol*EPOx%A9#fY-ohmc4g^o;B4)XqCj=e{
zPeXnRzkgeov)_#>_APQlt^q;Je0CtEG!1%Djx*T2vJ~<Nybr_t-DkRBSnTwkK_36!
z!GmG2RrbT-C5WzmcI~+Kam~sY)~_s2%4#WU($k#Eb}Cj!70npPHrw;-0m(U;pQ=q-
z8TBH_4vvTf!EPqev_YB(4sjQ3_F`^z`MXBOtm_3!J0&fGDSaGpgRxx}gDPI6nZ!xk
zK6d!>oPl?Jhmjjv9tIUE_G}2ztPavRl2u^q<D7;)E;40x{Ngu&+*(KnKF-(b-tS~~
zE<Q#&MO<fXQSJLnRsGeKt;#R?U#r8=XZ`UyGKvn@>EI~TWzs0w2&CpPB;4#Ib=wZl
z(Xh|p#9@%9^qC&gmK={E*W8B(Pm?VO;W!H9-|5`0s<@qvVi}3HmO|x#s|?dI(05#1
zp$NJa4|Qs~B%(ZPik716H97^CLT)xHg$F_>sJMLNEmczOu8Hamga%^0T>~RU&IsKj
z0Jd7Oe=ev*1DlwJnGsIiN0CLh3`aB>`Ya4B6IRj(&9YXFv9lpkwp@>a=J+EdsFN^7
zWD$_lpVSYH-aLX+L_nHddiz<QIxOuA^b$P*ZGa=12^081!hpowl_LJw21?wN)kq3C
z#~8I<Zm1s@l1oR})fX@~7@QG~t{#e!EcU1Ah)T7l^*Yc3u*$O7bb+MUDe7VAn6;jU
z)Fbacq=HRD$Uxo_JW}JW3SM;^a$|4&Fp_M)X|G9QjYcy71#182_}vpqh$mz;wvMiU
zW&Zx%T*zO{-`}%1e=&c#|J|8*T>pJ09@k%{JpN~yc*b_thDHpIrcS1Yj>dq0$jNiG
za5ZIQHdZr{7E?1Ya}v>%G%~cd1SqN6h)8poyIHx>J1etD{kQ3NEKDp699)0q-*GW8
zadU$5+gMoG7+65(IR7UJcz+=M?+<MLk-7K3F)8&2*Zj9pP8JR(mcKXUcXh_>$R#n(
z29wp7tCOjT?X?^`O>FYi4rkp6Vm=C5*BI6q)U=Qs!II>f)TJUW_z5+UIDn%&3}L)C
zSBQ<t?OgY-Eo{4jA$HikEh#K)F}FN+n7~Hw%X4t+I4IY=KD_lgoBbw0BRv==SfNfO
zp@Z*xQ_DwF5EGaCRwLDUV29myt7lpTl(!%kjhyzDqKwmvg^r5h?sfap@E$w?Ke6KV
z<6ZcGVB+p$hn#nD$H3XG<+H>6nyoubR_ND)$rX1T`#ot;?!q`IccH&?_``IuIy_B?
zPT951VkJEuEk1wpnb0bfjJ_065veIYr<8zHNrHA+u4QO&<RBN0H`?q3dt4QZMxiKw
z@|bq&;6p&P4qQb930uIsBByH;Nsh2kE>;;`jK~rXPgB3`jYco;vwfl`nZ#gECSXN)
zT1W+yy;nr#UiO>*jnzx#CVj7lJLRhA31Npqt;H^4`!m-n-PXh%m_B;^vyG7TIJk!J
zaNdHN1M7lDJv~}jqNfK1?ndPgM5F8Kjw$811fM7|yy|<F`z$Z&w#2>WU5C5kDT=mn
z-jW=)HtP(%cj7`$Ep^s#`>qzQ19+3vmWPzClM8h&#ueVLTXJC%(#o32j|^k6=u>jZ
z$!^N8N)um22xV9hHC078sW9Tm=(Qp@nW7duaU>JPUto5t$oS$J`Qz%^6L0-)?yNpj
z|KSJi>m(5&p|1z<sbQq=Fq%_9TX5y&(5@k~xaVXnFYxU{&$T8;d&9lgc6{B$6eHd%
zAMk!Ruji!g>IXxMbYTnDYxTAD6>>#UvQOLn)A`*azsq5(Oo6omRjYHu0uA}&50%eF
zA}BKN_rJQ7ueJW%PxcA0&}wVCS#*@N@bkyfVV-K+irn&XXv5wBzFlALo81Dxv#R|0
zeYq%zSy|rA_=F^;;5GGQ<NZ^vRy~wgB`e!4;SPd4Trabn<)W-a8@%Wl7IKochDeNZ
zRBP&-r@i4doOioPR;+|l1Wg_ifTt78y$IPq%UkaZ%Wm5eZ1LJjBr#SYCVuDZW6cfI
z%bJ(x(D+Udoy)7Lxg!reL3-9{fAI1h;OtD+mAE)agOYWh|2iF)P<ndw?u#N`+!1QE
zH$iL7ATD<C2eMfk>CZOr(Wnk$*@SfX`6vMVpXJ_2e?k|2_{io^ZR6hhgZ2~O2FlMA
zfRRUt(0Im{{Kq}q%3cLE!+k`lwNYe3T5JLgZ7eI+9SLs^-E^8UEmQ4Lm7|PWIfxq7
z6T#{-G|VQ8<0x;slPEOva&Y0>68Bu(BYX=R^TfH*vBqVt{TI+)B`FQNFA{dsEdH=_
zj_=ng3L}mOgXvQu=hR0UF7hG)3Fr0m*(O}3FQ7HqdHI*pL!4`LL~UdvZquWi%7r2=
znyvK_;Db}UtDpiS=W9<xjnx1=AZ?u(AztoOo=L03qnAZ8hM0fR%m=aJgc%!v11Vpy
zX8kIT$?moESa+a78K#GpciB%Bp(Mz;nyG#EpO){m&K0;-d6HA}6|#`sP`WDofomez
zygwFgiikt+)FjeWtMvH-0v@HuR=0cvN2nR4#JRi_2GHiS=|^D{^}ko5T0lxJ>IZV<
zLd|8rtIVRNLR}fddo%XcqfeEgzVl}*N3^<m|2(l8!L*L|f{%4D*W7a^Gi@qFoviQT
zaOj(QKnY4!B3ix%X~fa2dymdHH%PCh86F8aTOB^@aCPg@Gzqhi<;a;TMAac*vwn-<
zpz5Ib`pb0havvvK-CF3fPv7UjiBA^o@(B=#AuaMp^dEN$PB1-|x<;8qtt?s0fNEt!
zA>M$Nb6z=buYRvCQ}&lNK;rm##6&-#dqR1JoD>xYL9IPa$rn41l-hiKwy(0Xbw%Q`
zbHgajwKE}@ITU!{$dR21g%s)3qGqEqgH)vUEM^4{&9Z{ms_qB(_ET<{+xg8-1Tt|B
zGCbDOEu*4TGKB|4g!50OtaC9G8M0K2B|3ozO!EAJ`d@J-tio0M5lw>j2U#P#UIp1y
z@r>`;wqvjSBzo?@M>OcM$o^0+zcdmDpR*nTafXJ;@nFl5Io{%8aX(j#A1G-cLgVg-
z@ogsl)5Ph^5mCi!tiba_;*v>?j-Um{l-89~YqeC%ip4uIHT`yvO~K9|G7h{L(6$bS
z8?|)LY!qOJpU`9yKes$}_)ZhPZY-`T&}zYps3)}J!C{D77;~a?u$T|Lf4Ezen1jgC
zcq`E{BHqIYFP4lvS%xaKn@o_sZ5eWt%DJhs0LiYQ{%+qCY7+H$uY5jY(#_2`7@A_*
zhvU6zDOMD%+ikPF44X8|x|w$>pB%4=5vsgJ5A2&MZGSi>tZX^|BfqX?noB%$$juLc
zt&@-)6-`&qFH(KAISNUK>Nhy@YKoI|@0vCc@iDFNjS1c)%sVX<trh_y!S0!e4=0nZ
zVi(r<py9uVgBkuzcZrtkZGdi{{Sv~uTBlqHz*Z$uaQe<PyQxOw<@j)*5~(SEl>Q@u
zO3j&4Az=qsTh-Sp^F*Ib4ilxEW#IDBG58@nUPj9%GOa?0>szW=z~hkYjy1&@%TyPP
z7Ujyog{usrWF2k!$@MpbF5ObKIr^IF{ZAKK_lsT@XDmEko(Zcr-;NH5<-qbq+beHr
z7G7|Ve}d8Ygq#VlFA>VUp{jFdm(AXzv@*rL!7#!JtuljeA!gra=i2Rrk9Fg$o$7vE
zTS0Ji)50CD&C3CXi%=nUL1;#?YnfS`#6{m10XLC~+0;<)@sC$b6h?b3ttkXk$@o2j
zN(FiM*|o?-`^JYKiD&pUhHF^q2)}FO>M2oe#aEP?l)bZX8qp@Ev-$LXtbvl03MTNd
z$(oI!)}BzS%@nI`ww%BLvrD=B`R7u6xLyhQxTDJt#5^hRaFY>JX!($4jjA^=MrghE
z4sp2~Oc=s+A=h4cKi5KQNw_*(5YCbnwapEmc9zU*ueg{ZGe^{)jXh_egDLxwa^#8P
zY|v5ifNnh4(jxCUkfbT~BuXLc7hd<IeNx3?#Y;XosgCze#v<ynV6R1eNW&Lg9>mn{
z#J+>>faXQz8PE`J$AWub`x#1oJRsYpZi8okqx-Of$Ii+`G?@2&)&Qean;E)+q6c?g
zhXT}V7s4p@C0+e-ijFQl+0V%MN=lMBlY5M*+TviaYQT>Xix}k|UA}3_od)&&i(x)f
zi@3q8Z-8LG!yrTpSRP!8H&Xggp8=9`N;=TSi@h=Z35AdDe5{M2g&PDSI{fD?(>z5B
zNr<}DUsopimIudAQ-mE<uvOltixJ1|CD@!1A~oE%3i7>knQ*KrwrPi=$uQ}x`tpBx
zdkd&Knr&Sa3lb~@4IUu4yDlua1$TFM_uvk}-QC^Y-Q7L7yS+vJz0djgx%=Gn?j7U3
zF<@3#RhQ5Hs(N+RH&<+n?IfiZrk{Jl^+zE^uZ{_l$x8=M=c3v^MRV19RxRkM7P==?
z%3Gga2Qcyt3fL}jzFZ6ok~PjipL7+jDZ|)eI(Nc^!>nBqWMy&dnWPjeX(%hjFCaq3
z5MYk^g;sVk@ARj?f%)UN#s8Z(8MeReSN`98R;OiS{+AW!i93vwoWR^|VN-oP1YZ)B
zFT`&IiLPJY`5?N8?U+%rKjCYEQNx6QTj;@M(0>f1=L7jr&x;gV5a=~^K#PGEz<Nl^
z4jsOgkuBM$?kxpnXXkbOvMzh)V3cH@l6dBs_U75ty_{bsYhQFIH(U747Xqnw!fk4R
z$@x}%{327z!z;2s5F5Fy^tm@|ti0~d>xqP5Io;E`+k76-Y`G?y)!;6CHB(cFDvMd}
zaYme_z_5A74G(I*M{MWkiTu2px5|1o*J9qx-Vt&AlD9&uYx9Ba2_PUhf&OaDqOhW}
z2#`vbu)`W6l-eDYrFio=*oQekBQkj*S#~(gIft{Knl3<&x=@DhJm@pT?w9l6Ct^>o
z0Dvxi_eA6J4LIzfJLKUG3eQ3e!%y}2F2N#;%=P`Gz!w+Iya4Ol1S{rOyBv}HT%B0D
z<@+S+tS95ri=RqbW<1aC*HDizpWRAehccstxx@3O=9l*63^+w4n*vlOv@i)j7yMl7
z9!HGa1a*n@AhBTa;43^a0=>lIYm6~%(M!qDsFBmO;P`Z<s=~|RyP9Aoo=-g!TcqD~
zk#?adnoaNWi<vjiZZboYkIasXDknB8`xdGJH!Gi%RAs2R#%-B8hVf_Lw1ge3{4}Hs
ze+^P^9eCYYsOA^VU#Uwnhy#qNZD=n&yO+kTxpXu4Uc^((E;u*4>5%SOuc78TRtc3$
z_guC4=-*2g$TX_-mru=`rk%Q+(p31;07g+!q=uhY1!yKM9yxHLu0oydV8R3j%Y(<d
z2&X2t&IZG6%2JA3`O!1#6nU4FuUQ`^373tbS_A7IV40@&vr>i8;)6wW{8$N8hsbQo
z>qM8cT8m*{lxynaWhMm~4vd#XJ#)Bf6c-{r<4DowgT8FB=+qj;csL8c7I54&UvIla
zQ&BBoa9V^idSrYT%^EgB80B9Eh}hTot!2H~`G!w%`-;JRn(jgFqQUI_`h~E0NV-Y}
zK$#vlZcJE<x+Lbp%_Y^Yv7YUz^;Byfl--5ISxJ4*bKbbI+y~pYJdvs}z#ZnFEpX<m
zz$wxE8)xSg;Ql?m;uZg`Q|D&`X0BY2z!vXCij#Z`RU0pr$ctU9k3Ohq>Q_ra4ys7R
z0VwH5jpyTNyn%=v-UlCp=_ZqxT1^uvBac#z<$U+d=4-|mu+|8GXnF?L??kiZ-nz=V
zo4T;N_2sr|#7e13#ie!|N~@KVXI<Iyya*qZ6truoql{)rqbcl~9!wS3*7ctNCvd7q
zG$M<fvq@MW2cKQQ3V5%TG!ZqrVjxAYTqVy6;VC*rFL|W`X9Q*j!W8J@w0;>j1;vh>
zbA5{tb+qbvwfbq?*&z5OEzwzqbFE!z1T$Z929PA4568g7wzhe)ilPR7N#g|PMC^p(
zgx00hXH6hIcYG3WGJUfCx8*W*^=e>xZJl}@<nnSIavidRu~d~~)m@#Yp{C_qkGA8r
zBMJu^$C^F1y+W{L7CO=0j|Cxz9*koGmH~%HPHPO%R6og!0%!I|ZA!sjY0SJ2lQgBQ
zxK*|BI5%}8#&-uE=i?|G1?f()dyBdL%F>oOUiUwk4{3%&jM_=jac&H2lFcj!P?iE0
zjT%?T90NI*2m%H!F6qL0_I0@25!~BjaZ%<&$d^bFLU^|jq6qgUo9TJ6C{FXf_Nf$x
zV9@co2}OFH&g4(b+KokE2;)u7cQU!8cyR3HySQL*H3hwrr{(H)8DMuE=V>z+bx>BL
zJhnwT%{71AHpA`H6&k^3S-6`*)9$BC)5R+q&pi8`eqC$M!AOqCa1h^l@QC>$OV~fq
z1KmxUeS_gR{aYtAVLbC2P1krE1>KY`UA&&I9Qrgw5}%{ioT~PHSbu19=yK?nYhtH}
zAUJFB8LjU#KDyAY;ptDm-76us&$n#nuguanP)sr`zh?=fE@B`Cm{*$*n`4=&ngMOV
zR^IWNu1geWOs4ZB>q`3!UNgJ%bAKdx%p=tQp*g?-QWZZ1UnTAubt&*!UT5UCgEP%=
zHs@m_CC?F;|HU&wU!P+FNm<VNB<NQGs2L;rAxDCAf|@HP;Z_7Lr}zT?0hE!Y*5CMt
ztD<m`4AN<cY+Rwr#h~==!kQVi@ZS_6_x!-<aGhU-6(>+)Ceniis9dxt;Cn_?GG35Q
zRwWuprR-3pyvwl(Yf$a;yz8X=azZzRb-hx`S_7H-c%0xB%JrIrpFhj=WaCQAXoO~Y
zbkap`;$$9pT#$V0CA2BBj&Kk=hjfWf6G*?mUJM5#(6k7$T$l*)hr?yG;*o4`LpQh^
zJap$Z5OgU|<7&#!b+~enxM*m$JB>-1p{wNQdvY*eu5swC4>nySVD3ApShkb+I7E7l
zKy!CLJ@n#|boWb)e(|i7hetq(r*YjUV>3VR!gWZVe!P&(UD(<DyJ&ji)O?Ce11G<c
zuz`R6#L>kW*}2PMukU286%ECCobz))?32x|M%jwBRep|Fr)&aiX~#DDZW`a)`QmgD
z>@aMkx_QWgo8{}w!U$YZm^r8+Y{N57OKfdc_m52MD*nw36_GJk=v}ExG?YgU7g!~*
z_Ba(Kx?WArrkV<Twr{zV4Ba%BB(5Y6gUS05Qi>v^nyB0L`%gGU7~^(j@KhHw28?nv
zrH+$1m)CK!EwbcglsBfR`f7qlb}_0OXSDm(J<%F^YsBr>Y3B=irA@TfO#!X5vv*F<
z@Y!PBy0Z7pC2-DOig^e$<+$Nl@mWYAeJ($e)RYts(P5=?0!+JV>5o`uRR_NA&O1NT
zt#O{!93Bl#GKtK3VA`sR;*$;5j~eCV@JZQ=6teVkQ!c71NKX{j;mAicmX>9YPhZR=
zjD)HvnpSI@s`jde$60TN7mivF<^HM${s3+}{4s8T1MK7Go%k)!FBzIcMz8ifgp9*M
z@JP6HdQj>&l<NUIPjL_DTGLMf4DIW2hnFrzp7=&ycjuY1{NyE{T#JsNbV!aws*An?
zc5d_YpImQrP_1{erM_<e*gcC+q-)l=y;Er7#5V$v3oa|fz#oR~Nr`MCXvmypi=5x@
zM^H1p;3maj<7=K>)3;OZC;0ymf3n7A;6|Aq(Kz)Zw*1PxwEUE6Jo>h!4r30R4}Tfr
zYx`Y_X&cx{A%aq*Hz*46s^+S4Ho@becoW!$jnC#+Vzqk4je1piI+-zw%p?X<#$xSh
z!JZDeGqTT^F)|;Z$F16npFdwUQ!;<sE#bUDFvO5;y}+?0v-vgpYl@rnMec1w_Bmg8
zzDmWX#U+W7Jn@G*a1Y0dl{nArY<Fwg=Irh)>P_FXh(^S)YO4f*Fukyhk`mG0sI}5v
zq{{Ptie6492?IhuHb(IXHAHa!u_vn%S+u^fB3fBa1~ZaxFMdCE)`4H`fH{F2fJ&as
zzqqfBhYCaL!ow~vcgc)5>4sWd46>W9MkDOU#;^U8cwUTQB)98)(DzGss%1A~2^iF_
zc@%+><IJ#jTb<st4`wg>bw)<GWHS|MZ7M;Sjusq=j84-L9)FU5sGU3a&Sl<LMmURk
z7`K~2QRCDpc2rF;$Uc~eIjb(i?CqUNEUl!DBFz%lT3r+<DF-mLkCzU)9_~+f@$>7~
zr^i}WN3fk6$BwnSEbXogYJ6=!ZpKD)uBYct6}iyl`!$fccc2V~@>LGzJ=njWY^+h@
zw%jaKB1=%)IPfoF@Fe7YGE2zpjEXtS((Ml)wT?nvdk&(gR^_$H@Pn5tZxxAkL9GS#
z=U|sjJYh=0Z_A-Ta^#9Ex9@wkK@Q`8R6bYq2H-<sN(gh~D#5Bjt0CloB70L%hJLW=
ztj1dK;w;;ALwSiQvpvoX`GE$C2#(s}Q+ILwY0E<wPdJ(tTc1h*SEB)s_uk|QQU&x*
zv?tzLMIh0WQ$6?|t^uzij0LWr-UdH(!-CHVY^XgQ`1ZyBAny`ujd7|m;0m#I28siv
zqBEFWu#!$6QA9CsP1igLutjPE!vLoQCC+kB;D&XxxR38#1+(e(s)JBD_^uvh0DY{-
zZA3gYUVkW2v{oQwn~LB5>tF<<|I!bf-nz97@)qQ&OE09SO7_QxkVC#%Pqlqkt%?<X
zXQO!h`Qh8f3qtTDN06H(&;_lKJL_MSpf(8A=9#hQhT!}tMZ&)$CgDz8uRGC_bUhQ&
zcvuGk9o(eyxLHK5<hvO!qET<C9dbJlRZ{_Els?wbGo_xAA_K+P4G8*Y2(`%d@XzrX
znqpD65E0NdN2?unHJzdx262eHcYDl2?Qf)gQ0W3of-$l^Jc$+`W>$|ClRms^63}E0
z(LHtMfNYiXCj$_V!8CNf@cnQx;N7kDW^C+a{kViC40a1bp|tL0qlKT(`%o#2SA31i
z-rY3#*x97*DsgbA6t`O9g9$5ELT5{OPXdPHje9F$m+OZsJbc0sWFOZrMrt`nHJA8F
zp5485>S?|)twdJ)npYJ(%;1Y$<3#DFUF!fhOWk0uFT>Xbb(*v8-;PuRZJH~}E}VAg
zv?sSJnhcb5iNK%LW6Jo^`59->M(t?0f;sz_6?vo(r-Wa?F@w}QgqO`T?y^0WKlwlY
zUXU<8U>sWH;hK!k?syW0P#?59MxW0tdAbfW3VEqfsXg*olwYSYs|)L!Xa3x5j<u_{
z3kVbBV@$9X|FUV#&GNkN?KTcPsqFWJwd~Q&<9@nNx5-Lc1tJwlzzH$}<-#`IE4qJ^
zwMG}Nws7i!I5OeRIIx$EO{v&@eY^1TDVM-4<wb|-j9TcmJjka8?&Zc*$o0}hQ`h3V
z@+DUZBFH|Xi*o{QYL;zO6H3-s_pqE22F|meOFSGpE9OuRAb3jmSm!X;7oRtDG_agJ
z6pq06jI<I9%lkGBURER`yw|X%#-X`RP&3oRg<C^&TI$Z9%jVERWd|xL<vi2yoWr--
ze(keqJn<b68e_ciCvd!$>}_%}c4E$Rc~fSvTrL=o5^~hIY`ca|mLH#CaA0?b;w)kH
zAv_WGvG?Ef9o<s(=@vMS?=jVOrVKlA`pwB$kZ7Ru9~DrAmDTQ53(2d*l+R6GnBd|+
znPYg)PZI4s327)gW1B>1uVivXt%JF9t!8-g4S#iQsau4b@1GJ*L%vzGBE+_3@2{VT
zE54_DlujzW^L6F=O>ScDIAQj5me{|L-34IUW*uSn_5g1^Dy7NGH>;H!a__x~d<kV~
zIHTK(PPsC!^~vZ?pU8fsoB7i0G7AY`BYJ>*HTR{z!6UqLrZX?oBLz|mciH4p>Exoq
zBm{C+5RnW=P}M5!)-kq~w+>wRjdgW1G*>8fm5%#`M+9NyTTzKhQ`dp)Nm=pD;~54X
zRHp8>QB-N_g;efaG937=7C~1$d52kTZGL#2Pt8YN<0uonXzI<2Y@D3i62bz_pehms
zzW(&Q<P$98!d6h1dOXukkLzXLnOzr5kh_oW+1A*`uu)Lfi_mzb$H*G_ZhZh;ns7)_
zyZax2sS3EESN_JO{m45|72igpdFRNq8dp--VM44hbuR#Mj3+KFx{?W>U!yp=Ok_U}
zHg*2gQ6%5zFF*T#zEbwBkq^zLWh%X>EFi8=fGsAUP73m!A?S`y{6@Gv`ZB}MAug~a
zW%AP4k0!=Ot`0VLQC^@#1MUefF$vBnz_1|+f%_Bib6i0R*(_SyP(93za^Q6%C{yR@
zbAu~ZGHWXNHVL73=DOfwFb$mO+$W{IT5Wo6UzJrDcP-~lg!p)U^SJ3>7vh(NE;el&
zvc|7`jYj#1-g429Lc{tsNCi=N9SD{gja%Bf983025Y#YtN4C8L85k2cjWv*r$k$j}
z+~*h-$oF`ycvRolXuRhx+PuDc1~kH=Tu6b_fZ+vfb#?Bhka1!^qW9fewNoWS((6I)
zU5CnU%RMs9D7K?sS;bYRW{&15`M09p*s&JoKSOM8ccO3B-(;-+W{7lvGv1FrQ0pL}
zD8X^xw1>NaGU{sgLhLRGAnQ{kE+2mja(hFVXutB(EVwPtgpEOP|B$?*-9qUwHJdfb
z>i@7ZM*9+zvt$cji*SS7g<g0b`07)3z0Vv07vKs_xD#<afAtV`c5UT*jSnHj{DAS;
zFO2y8u@d(l!(py6boym<Hx2&V4EhP98jUw)ddg{ia{&v#LRb6e3(X&ng4ON5F7&Ka
z;O0mA8Kw0MJ0vk(6Mgs=p`zR|NONVmD`hI+SL7bE++VpOj`7Zay?)%w9@k=s{~<#J
zk5?VF%}h_p7@tBW(X%kXuA2774XV2jzrnPD_*T5jGyZ{B5fr^M&lT#{AFu8(dcm+&
zWH>Mh4GG6H=ywlOLO=y%x)Xx-_J$<*3rA#N#X*KrSU5|UdQgL-Hy2M>ns~j6gTBx`
zti)QLy@E#}G4~aYPpxfB`=IADt`_QwCFn%eHjNJe`VoBUsZ$a1Bi2R_*hJeoI`~8Y
zvSl|nN=K8Y&Zl!G5H_ifP_{{|XH&05vxpRJyvOxi!$r^M;u%ixjN+J47-zz}PjB?_
zH~Y>;I~s&DZ~NJqtv$vwCQ!hYJZ;x4V1H%Xm-O)}9jy(jZ5AC%qJj)(DBPc_*vz61
zkE-bS<Yg!gWiBx*%Z#J?WvGr}xjZAH(0xr~Kvp3B0-!mFsv^|2r;x}i>kR>$a7T(~
z{0iaR*1dupadQK;5I6i~j(2~SIFzN*p;vco^_v4Gx7Vq6JHuR6!bB2UlB!g)u9W8V
ztKti{W7spx+>A6@o)A8YN2%Yy{Tf;mJ;D4|ddOAj>f5b~M;sHoTk5OSOQt=*Hz6}-
z)ao9;{>-kKaSDMo{msqcbo@qW2}k=?rH^eZmV1gC=7G>!<@un=aEU<#!}9C*(B^d5
z&}mM0{|gVJ7Jt1!?Eca1(aYt1Y0w`SSvp)d9h_6hN+u`GEmpeljC<#gdz`$BWBa67
zuj@ti&?aMaLnF20O5}ANaj(*?-Ad5y{Oj3MaVn%7=>VZas^$G5!1rXb#rSNRw*0jY
ztqk}duqz8I^9%f0$MZ}jEiL1-00s{p4epdtG)}Buz?s3?StlN%C+FUlo-398CQ$p|
zEIM9qWJf~EC$FOo-2|gsC372PQmH(72<gT(L%1&BUSxHno4Q4M6t?#!xPsYLU3;3u
zME0t`_Sd`J>2eyTj)yrC>ELjRZXY+!2(0oa7+%OmI?$&}47Oij5!?Hx7)^=;(zkAg
z)?`cRO1s9Qpg{FqJP$v>)tnX*oAgKCsq{8~Ume6IX@A8I+i$K|fWOunF}=<}z6tsw
zRg9BrRO`XO^@$@;f&Brl5xI2ZhP<XM>%_;9^=Z3$#6sIJsc0;U+51;H_ui~`-_p4a
zzuTBw%_zo|#Q?h@cfPrgn~j(FhU-QML%JiTYl-dn!yM*Y$Q~2-Wr_#9dd8jHZlYn8
zQnfi%l$6-FW|M7UWj_5(^`tQaSU)r5qtM{9MKmQxD|c@P1*M=WSepa->v>WDL-i_u
zkPA~-6jrEW(sYM`jA5uHS!$^PoBh=q^_K<>EYS}(Tz$WvW+YQZ+KNxl(Nq#(xzzJd
zM-YmtE9h>+K+-ud86nMYdPTI%n7Z%z)&r|B4%fz=db`NoYo^A-<1C1exTT}oG!DeE
zjwER{G(oMF<@to3R13D6S?t^M3rvcAjP6V@a}Ng$ZLu=zjquFF*zr;@M31lqzlHZs
z%#Ti_ejs&ZZ9JjyJ|ml4L%h{yI#h>V`%okNnp*W`OJf_kup6Ei15>&VVHn#M@nV%`
z9Y*!eq}mHg8n11ceds_=<%&9fGUO{uAj(l1?T&?Mll%e}TDXc5I%E#RD<pP&z{Ad`
z2eE-0?mY1%*d|QSbMdMS(9{QnAMIe~_T-m@pc;9tgx*$pg;5n<(FDK?=O`YhwJ$rY
zs!i2{)^+DK!uXsg?fCtRmp6i7n`^cMiYPF?=r3?=V{>Dx1m5Qs`;oeOM4tfkG6*A5
z$=>P<*{^Z)QYEwXKQCRoLwF29#=FDZ%dJayJy%6pPKfSx8>mn~TH^a$%&@_5!3EPH
z;`M9l*UVIQG3LA7A+B|*Dfi${X@?amhTzJo_1r<P9ko5;aP*<L>4s(X`NKCHro-uQ
z1(M9q5$lHB`(ij2K<)D6aTD$3+{ROUy*CZDa4ol*!nk1KxB^?-FMN#|J{*<SshP$t
z`?_aMA`R4Rp{J&x|F%Cy_Vj+Bjhi>gC(;?RElsk`mu;@7Jw!Vidt~8UU;G*d@MT}t
z?*1B~REOn+p!g&*@?^sOU}#?s5Xi)ui*nq2!@4Z+#;xmWab~&Mpr2_KM{PHxo2wel
zY!%D?GBjuO!_=O-9I6ssI??@;-ecOYNYAQmDixFVr1kg$rgA@B%;$Em)lNq}grpNS
zelZ-VPvw(VC5jK3=M!slZ4<O+UuFotr@m#-_a{TQC%4oQUD`N@d-NExvt?E#pPjN?
z02FUHj>hPbNv6DqV@4v;YnY5|ey@6&M6WJHo5p0GrT}<bGFV-qLW_}Sx{<)2bSS8T
zqpkzDF>4+1O1LH6yVqd#E?=Twq++z2LzV(=Pj3+?%2=`xsfG**f%`X?O<d$Wahywu
zBbw%`#=w(|NfFyDIfRSvOTXu+BUfc7onRe>W;DVT1H_$A;ELO`v~T^L^L~gap08r8
zZ<93>{`A+|a^-9j;|C~GJeiWJpCtIy-mqa>c=}zMKU7T9<hmJtcE*;H6{;J@p66p(
z)YxXgM$}(YK<aCVitt#1cY)og@4Is{9eMe(pf`%6J7UGej5K#$fa-x`#X-9oy3eYc
zc3|;1H=^0QYLRET)fjxXL6knJWJEu1K9legw5ombTv2r(m7m%C1Vz<+vvRG;$-hlE
zVp%k1)sH9g;NfI75OMK9f^0VY#nSKix3J0D9R*h0*$bk|HDO5GU{hb622q$>yG`94
zrD45psWn<wew%Ahj{fMG%^3epg(JOT*4yD?YEyYXCu&xHJ9ov{PEw(Myii*=o5)!}
z>TRWde;xfes&S%AvMmB*`zE^yb|oHsegYw=$Fwc+LNmTPIzj(cA5#AnNui6b6~e+9
z_`182=1Lz@K1YfS2c({cMc2Z|7BDwBY_LNwNC^y~8Ow$e+VBnq#B3!Fg@TvC#I^ab
z%5uTRV(Br~m;mLKN~}vAv>%q3W1tJiJ00}LDLIEuG4oxvTU0UNrkxL_F;}MN*!*n$
zC|pC(wXOv?{3kz~+zTHmh-?eoDAwO<@S^soY&VZzbg=cG>kr+j7tPDRSc2nKV(A|6
zn`&NWJ~$vcr;uN@ik{N^5bCh@gSm+_@UiaclCC-0@6dD#uR3=<8l6%sQN^_L^0uMO
zND<~@HR-%eKC=uZenRg9?a%EK;zYPVLG&>%WT=hMExKT~J16Y#&am{}XRj5~Sq?c%
ze>nDEUr<o8)f64UEzumFNem5`cge?Vl1T8>$TF3xeF&|b!yY-)dXSLDa>a=?;%x$Z
z+C_B{8xcACqDlK>ZWYZzRY`lvqp!GQcn(Vh!IK$#>BEd4=pBAcfK2FYT<fUA@hI_6
z&7@6|T@w#N7%>c2b-q>diS>&i4`+xfuAf{D8M$UO1xy5Kg6GXd3o)fL$ylcA<zu+7
z2qpv{PGqvy%hy7~<?k^M?$zNl)^-xkVg#3)CyiRATg&OzpD$I{+rfl7T%now8=@^u
zSrO}?7OAHI0vtM$lXE%|u*1r(pY2j$)WKVET(6V0vpwMI@qYh2FUzP0sqadKWQR(C
zHmmCL6j-ct7#N0R0e3ZaFBV}k)hxZ8bCoc{jq$d6fSg*DaNkApRR`+<Bc!xSO0BqH
zrIyMaj?>Hz9VS%}t6O;pd;+mbdUCWcv+4<k%^l=O>~l!)?=SO}m_<`EGppalT<)Ep
z5un+;;}^vCN`t%f`2ArxyvvA55Y+Vk`KHDZG}F~4WJx36yY7i>IgJO_45tv<)mzP#
zb8b`S(EA}^T{D8=?mO?=vc&dX&vTs8vSpg9>i+hS`MMB#PX|DVQ`s^cH5Loh!-iY3
zH1&|GRqMz++c>K5ZW_b%E62RF<S@2WN1WSFVij9yKl{1aq<Q-Ws3L~Uv>3y-OnM%l
zaqmkfjF866hvQhXc4OVuDl=Zmb`h}+7DYjXb$KK73s<UMR~TBb1k>8h+yO_4g_mgs
z!JXu=x8*z4s5@E1W*YYO<<P6vS=P}vhBG;Wb&HfUs{V)P{MF8s{WkHp8K)p~qckC$
z)J5}SD2>?-1D<&J9(NFRQQoHJ9Y>66JRNsdNsA+K#xI*Ew4Sxoo-&V)5s7%mS911y
zLxxwe+U@%l5OqhjX7MJ=VTw*^vS*(}QkBD@If_Tk0r@zh*|TaPY_sge>U~d)Oi;b#
z3(jeqY{G6rl^_?K*<;@fyV7;W#E#>t=`c_InlUa2N1TKA@lP<%)qE;+_fm5A#M73Y
zuyxv|+&X5@J#|5CBcI_=COiy>zP4{QCvChCJB`8s#!RD=IC2xq*#mr+AKg(jp6*v&
zK1}VVjcZgL4@ZVQh~@wny<ew}5rp*Iu5iXQA4<88{pLwKpHtCI*Y#V&>VWTC6eerD
zn#2LA?RT|fDNjYOD&nPd`9$e;G!sUUcjiV?5e|<&H+4kc%jq)bj4k?UX4S}klgmTy
zv5K7?50!1c;GE$wCpaR_t<luPi&fYaLml4I&UFerkFBemIbOPl_~m09!Vg-wh_~vm
zjlR(cRUjQyQ8wO!!*>8SItq;*eQG0;7h3R^1eKzEijN1OJ=2fJf}r0Ljzvk>Cs_gL
zhUaIfwD)bKa7j!N`Kp$mECLCD<gP&R29_55kIO&)|0D56^7WoZWfBRK?=C8psIh?M
z&7fR2@R@5-crI>aJZzeI(f}mt{uYGEOAuf#n@UK%tcbXjmzw46dwpy!2#)PTEw`D7
zXfVEBXr5#Gn-9VgE_8b%%)afXnE(y8+0>dl3Owtmkx;Xlqs8Y17w}(ORP&@8fDLOc
zbgcj$tb=kdP@^Rmb91c*EH=)t&@J0#W2tNxfZN#zI3AyCscdSg>3W4ggu=9v5aYpK
z?!ty&wIrRW5tit*cnfgHAIuoR*CW6oGdgS0tW8BsOlwKNsOu?M6jb@IKnl4;FZd#{
z8p}&;3+tS7sN2lzXy$XdzV~_&wL7pefqY&p16ls~OIQPC;5a*}qJX+iz7F;vp6B<s
zPkJ!HC7ty@Jn%XW;%90lHjd9e_S7r5wSUyRVZyO5>p9k`=_)0vDO{4+`Bu-2UIY7E
zZ(=MXx`qrTf9HC(x4CLRyG2_VAZ{wfg_K(S?FX}wcii_u^2HJ!is}?)Z`{@@>1{VE
z>2E>vTLm-)vbGRat7$k%QcSN|O$lg}>semK?zbUJe51T4ktP5cd#nETg5E4cU3m%7
zL!GUv`2D&W(I2Cq8AGt>Kh|7IkY^`@4UpE?DiqjfLG-AX+vnY8bk|Y`1G2ezyLlDo
zbM0+djwf(`sNLD-k$Myqs_-9espzxp^cnFZ9nGH#K&=#i)YOP)#!t4HuECA@AY607
z*|0~JTkc<s*{TqhRwO7T&tG6-gl8OrRE=TmVrp9;)9e=q9??B&G7Ip6T+PE?b<wk&
zW;Y2k!k9;3%;hnXQ5UC(qokY2D;14Xny-?-tw66O|Lu%=d2P&a#7<-|zL0q%BR^Om
zCT`$A1Tu3YQ0lYDq$R#V?JRxd>%ZZDP+|{L<M?E|dR|S?EHc2d1F#@^2wxdr9rc7!
znPj1A>d&%FoH2@g8sYu=)>A`QAN`D-s7}b8)xY`6CcrJRs^i?d#E@*~$p#A^oD1X)
zWx_lI{ig+DPRnUo{Ea<+q`N#mwKoNYCPL0#9rmf*@Z{G;n;MaUF^Smrcp7OEy$iz$
ziwv4U$it6Ku#8AGykj}@yq*+KlUfs0Xzl{1dZ_U<1Eq{0HPjQq0_RZJ;>=LT;%SJH
z2Nb6#Yh>y1SY$9F>99H9zS_B~tFSmeBkYjuOxqY_R5wdll(_N51fN9}_#@EfGTWHr
z2QVn(E*w}}Mi1}WXzGO1%*G$6=IiGg=o^$ya~7tFONASzlFWZQ>xH;%=(&#-J5S}u
zg*gFr>#%8L&Dg)UP5wbr7N7HQUnX5<<EBWCzPUV${gi409}R1af*;kdriDw3*AQ*z
zHV*3XVFh6&lg|LG+Dnx-S?*`{XYAOG0=ahqA@q%v991Zn+#Rh0dv}8rN{Eeh2=!fb
zN+X2Z^mbmx`DCkEqxfWFVE1m2D!dCwAv)Gz)OXP-UBc?Naqis>g^<4W$H8ND3kLe$
z9YR=a<&6O_p|~xeKx3`yh{}BzAHpenH$elSuyL)NQ2uf{Hl^Qv?+&$9L&qjqfSC0k
z2Ns*UcT?tt0ahzq(2DVAHWGGN@VnSBf)L8y0t!M_%w4M5rM4Bt&MHL8r;aMA%46_h
zK*hW0{VQa==uvzY<Fg3^dIHo4R6;#y3;c#Th^5b#`Hw>;SS<~1*5{3LpYHO%97Kfn
zEuin+DF79MXEo`N&VCo*;h0u4q~Vyk4b>of_Ya~E)y;xyWTL4`rn_#FvXjns!jp}5
zJd+#+3X{vmsafq=AA-j+u>~wM83m%!vls?XP(U3e-7LWJyresrI^cjf$WQ@mMLMss
zQSSBi>7nWHB3wGWA14{78M|&YTreQCKB9`-V%=<Azuvr#Whs}0MY*rg8ATR$HNS0t
z^GOvX1iCGNY@T)zefPGPa~YA_U0+l4s5{NlHK?_<r%Xe~md09>CJKv?2CXUSfHQ{h
zYXj*`tvJ>p0Awe}9xpiYV68NOy#d_#W%WiUU&Q5ciWd>Iwu4;@G!k47JduZdLqWSW
zvTbI5cF2Zg0!J8>Qw`!9QO8fS>7|2Z;_aTMCdF-1|KWo*a5oOH)oPwY@Kqu2mQTL{
zgQ-}Abux~1!9A9fwphF@P%G(QAK9YKJ~lXdl^`}e{ZvE!?EyN_!*j=Vy245qzQSG|
zr({QYIBF-}!G$|02(`k+I|aTv&1z4B5)-_TmK6g4m#A%MO8n*we%gtz4u0yLvLv$F
zxb2rpAM3>IRj2^v-L^_BYQJf^2{`uXaECsInymN{amRJTKCm|9Lbrx~w3gTi8DzWa
zy`m%;ag#Zh<&oEJUoNJ8tl`)4{ZQeK@Dz6C&R~uMsRho4MnM2#1(x&1CcC`UwT)w#
zi{XmFG4@Hu(a$yXsYuQjYDKZhu_{51Sai3q^i)TW6|7bmzJW%vRFMF|aeeQ$vAG$_
z#lhxj3WQ-jWh8Y4EXF)8&HMHwR%M(WK%K8qb9-aswy$)W@O!`(&cO*s9Y-BI73U<y
zJcZhj!cfexWcr|n!#>~cSG9WU<ZrS4_MqjlvRB43^?ghAM)hCqvv0q<JqZ`c4rDIt
zXM^=77dWMNEEB{9qB&nZLvQ9n7ABFOnJv@K>&ddResR8eU1zxj(DkK9YwS3pNKuxe
zZmrS#KJI3@@P5m^>DtKf8+^VSH2pxO7S|Hy`@6wPS^3L1;t||9){@bQIq(4Vl+EIm
zM@jAn5jaPOTW&SRx|#M&+eGeU9Kro6g16M?`QiFOr!R_16%utiG73!+<uMn2x~yvD
zl%)Js<8t&ywiHC!r{a+#i9)!N{trYE(U}n=cE(ylO(?{|=vYF=<mxJBDWdtXl8UY!
zvPwUWE(#b6zeC9-ffu60L1Kch{amVHj2${c%1sfCap4lJNFyh##}c7mB@gma&!@M6
zl}~8D8zd@J_~kJw@>p2KXiXosEIwT(L@LpYD;)ib=aILU8`1=*-fJ82{M5Fh%8E*Q
zN0Z1!HOcMyt6!GGG43XQYkG)8BCW4Rr^qwT(Zt)ctiD5bd4HGTd;7?wd&`H~Ya4A5
z<CEdG!VlhnHh|w+@Xx9yZGKT(DKb-QTjgB-vB<?wV<j=em~pQDztzHV`}B8hlpEFN
zXxC}w6*leWp0=h`NOog)HI1j(7YWeV)zVUA;^H@ou!lajnp=r(t?Znz2i?pNw2rJ#
z0XKYrvywBgFvMrmj<FV@{@gAt=xOwk{Z$`wqYwkzS=#E1VxqG3UEtLtJLH*6mn5dD
z=-wUG@U)uzwcz)6@)Qj(&+~D)4k;(mBKB>=y+lB@!D!J|x$=QLFpY+8$n%R3|K|X3
zfmrmIug5=sB;*xVEF~m#xnzSz9em;&+1Xl%rJkDn*`{>dgk9CAu^rhWpP(E+!{*u-
zqSUz$y3jwU3f4M%tGp&N&lGz{!*Jws$3RwBEDkP0wn&;u4OJp8D{*L=3e$f%vzs_<
zYa(MxZ)$T4z1oD}eQMtl1L;yeZDimgU+{G!McKd4UrB8Z*;_JIzLV)#Sc*oh{Bu#O
zq@@{>$@QLpX_ZZ>%;Gqlec%@jef^(lv|{O~I?4KUg#*gLgCjlHOrELF9YWWhAZur{
z;s0)D>^rsBKPfJ3b%AtWKq`G!8h&jnVSQsmBcP9t2}q>>R}2+B9ql_+x}hyT<DbJ}
zeD4(cRLt}&_*4um%=q-Qv_Lv|S~}pNws%Tf;7(h8di+0oZ)N@jNNStw(@4k*%Bv_-
z@Y)z_n^Eyun(0Z%(TLb-n;Gl!S^(Mbf$aLScKYTD_^kh+*?-UJy#hAIR(6&)|H<Oc
z_BV14K5bk5_xt{B=KLbxWu0w-d5TyVSOUo-q~4kGjV%mG<@sgFfK>U0#z2yHXHs6E
z^#Oe{ARWGym6`rK6+b>Lkl72ESk6*N<hz8n6^)1<Fx1%2ndZA9J`)r3pC<ih&G6a&
zVoCcapFS|<dzIcz1<?P+tN*8limJ4#EKIcObU<?j?=4`YWmILRWmH%HTg(2*-vO-b
ze{GqRmA-{6(3HWSp8LnZ=xGD{8d#LADzNW?S<0x>2v`8A?163kk2+Hc{|C|kdyRm7
zYbkGG{LXg|9I(GQP5u})c+cl=HTfHD2=Bkw4(9(+JD3@P+5t2Q@DJ^HH`4H4%3s<+
z_ooy78}<0V)r`L}h5WPD%uN5H(+q#BHRHe4X*xE1Dth3M(lO8h?IzGN11%-|z1DxR
zu)K%-U8(<dbpEfj`fq1$|LfTQd1Qcn^8cGc|JBI<cM1*EJ6e2t78dn)`whTLx_3(u
z_zVm{;|{>T_Yrxw0RcRx&H{AUfXeXx2;tMy;nTmD0<;DJGy(A^giZB57Y15jT3`eN
zqw0GoEj}|d^PhhfdU_y2(f{SAqg7|5$7g(xXJq-ujel+c76MG5&P0#T^sd}YOsdSl
zS^=ZfnSe3xeGIfI0<`M!o;M4vDiaX5-Y@@D0GReau7L&pX&2CCWnfSTG7JJaf!<?T
z8G*Jo-dp#c^u0}gk^rxP8PU?Jzbg*o`#EGfMmAL@Mpkt?CgAOV$i^91{(9gUSeSqz
z@5h-LSZV)200S`l{~i?nd8!!*3jh5P26~2nv00)1qf@kp_EYOV#a@G}(i9pO^f!D8
zKEz_38}KPT8E|Hp>FbGh$D}3-)<{|!%e8I&okrKgpX2!Jq)E68tay~0*y!}o;NgJ4
zCeR~^SAkvTXi2`R2F?9YS#&iNbJ)w&LAL3S0YX?%oF5-V(FOyM5YqS4tlM+0!;t;q
zVt;(3WM^*reVs)Dp{$obMt^qYqBFYQ)1UMy>E{twXb{?d4*V|!!r;0snF)X`nRn;w
zcCk8B1I}efZE1Pv!&DF8rW@yp@vg7Xy`;r5e7WD!dX%q6WY|HphbjfpNmVP@ST^<w
zJVU@~@88XAf8(|Mw@=bPC!fD&xBmpuKNHLUA%?R3buRwjKq%cGo%kOQJ2No<3vH2~
z%(8_KEu8y4#bpDRTqI9M?5C+2<IjlAMrL>*K?jk7Jl=rwJF(-sBY~yJ4xr7=<toVr
zDm=02QA)RJpCT;-bHf@x;|0|ZCEn_WVAKhxK>O(T^6p%anaGO6jQpBO4$zk=erMEd
zqYm1Rh%QDO0BFrp$mK+w=BE_};3q8WXMfz0k*o~T1phfEm$Lr&CMdKlGkKHvvpxM?
z#&%S^VQ6vuy_!%=MseNJjyVG;Ufjlft%qpWV35$ZA)y=-m7irB_rnoiZsb*uk(&Y1
zL|H$FA|q&S+DbaBgr#qq&WZK|o%o18DI*us^(bHLJAExE;ldlY><j4*g!lJ-o36>F
zw_lT6V+=EXNuZ9Lc(l+an#a)lsrL&T>oL-Xz&M!5xhOK`m#_*WGJ43+k-#@~rfge_
z7KK1Lm!9ewLS-Re6oOg&B_dzyvOV*SRhP?zCDo&2zc@inXCZq?$uhiv$>Q@D(8A*1
zN&iN9{+dYtF>3!+d;S&W|35)v1_rwSWqI+Aax(uhi~nzy7tDWD4hTz3K%8X-q9Fbs
zgGO}BstoUV`-cmRiG@}jh{3>>8&I&S{_(Q?2jnuoBQOx2-nE*6O_hZah_gV5eMf3W
zW>qHOj82Qs3WRqSHYRl-umNEfC>VeM40Kr7)R~y@|J=gNq{;}K2Y_G;Tw*XY0Ku5<
zA1;sqfPobVntyI%pncC67y@+JfEdX9j?ut5;yuNCsf_rHY%KVU48XL&7+}f3{FzvQ
z(*+R28ChA>fe$Pb<9h@UXjPfn=>EQz`pcHke>0H(oKXK41bENv{}2KGdd_A3bEWs6
ztEj)$IR7IA(9<*h>+!RdR%a~~fm_zsqQ?Z+Jd#9?d7|hL@dg`^PEtZ49*dnw{3!eY
z>@2ma0#aU-PtwwgaxERm0z^FDc^pTZ3XZ%hihl<eH+)<p#Y0#AK!4?4-o)WsaCGVc
zX!rDBXerAsZZ6VjZ8ia;1*zZ#7tWASq2+D@T&<Q@>;XXRXJ!`TM_jgtmTD8YgRK_7
z#cQzLG<n~7AZ`>vVO&2M%Mwez4%}VNgVaj9<t;Oo2vZ>LXggEJUFDA^wOjG+7Sbtc
zK>T2Pm>MRLh(W-;16{d9iUY<qSUIRf7lUfuftcZ?aybqi|8(?k@!B;8316pZ#t;1@
zjT=y*2L07*#t=GPHYp|TG38WtsJ$oO5d)+Gl)3Vt0!G6NeNo!YgyGni_#PP|lV;2m
z=@~7~=i_$8o**k;`^UMrI6qm5i7#`6xO3gOX0D)Wu+8`#e1$YxbSwC+ep0I-)B`@Y
z+N^2_EY+Qb6k43vG4Xtk7;y2OW^<94$xYwvT@R6*P#i=(MQgpl320&3U1iouJtbb?
z*|(4#ySS_(S1nv2KQD-Z*R|m7b*U6e8Wf7jkXS)9o?~JA!0~G#n(kS<J)zu(`YjL?
zBDU>r%ITW0)D8KvCqSBNqZjMFIG51_n22hjz!v)X+>W>^Q0ulGp`H;CX!C6tZ-fs?
zeKS$Ux*r%jlS`CE>nKHT`9jG8a}j>{IZ_9#cT-eE^e*7t?*_|~$$lP^FRbr`QrBh-
zzqNL|l)aVmpz=T$qZwu@T-y+ASrJ_DkKZ_>>|(FhHiJ9spxH+hw(Sh&a_BwNO9;Pj
z!&-m+8d80-GI%G7IE=L$ZK80Q9fPHq^Xb&@3CN7;#}HQKe9V4}@Z@{9iG1Jstb0&@
ziF~O^iEKTG-bvZ;g}IAc8S|)9umX0Gu`ZCxu)flD0k<x~eQbO;`(FIDlu;sy@I~@8
zY(46d)48xpyiw$Zla0BN<6(b?TUNhNpBC&u8z%f!(h0<{4*9mr^_~kFkHL>E0jpg)
zZdkCo82IU~IgzV}xq?Iq`L-&;eWXomz4B~P1mRxZ8FGBr`9AET@tNhh{u$7Q-u`qy
z|13mCx+`K`C{q+?k~?fIH=H|r?=JY*j2(41MAl=QSS9HEV===_PD3udNOIU-p`y+D
za5L^#9Ab2&T9jJ!N|KrA3(j+cKT;1Lg536Rk}XHbvOCP2hS760TY^)965rHrNJ0bR
ziZ5mes(}eDX{GuR!Ij*jX+o5(!)?8E%}#k3wj>&Zu2<Ukt$|XTw)Z9;9F|*W=g7YV
zY=m(KX<~(6a@mc888w?^R0x?wErs!f@x=ObW$z^h9oU4%qG5L%Ry5P_HNSG>dlGx*
zg(_+&A{0B=$2EzsX1+$`ChuYoTMa{trS2*WI}9(+x#Wy-cQKq();v^1<b0FiKKRn$
z7eB21O6-Yz;0z`n=WmrG*XCWiF<(KPR!%85zGYYm<Y%Y;uGT(+x6}WiJoSk=FwFN$
zOYtl7ED3jzNbR!_D*<<ett;|+%Mbf1(}(&Z<U0Bd`GtKk8FV)4Rs^UVpAmxcfIEE-
z*eb$jYhzZK&a)lcn94|sRVXPj+Xbd`xHBj%Zew*nJI)xcARBEI3SDktvdH@%Ia#Mu
zBo!zIm+f6hJKLyM=*g6tVD&s~su1a&x&x><F~c)JdJ~P^>D^e)R3^~)^o~XON;hIM
zKttNBi0Q25gR9kt<Jgn)%xjcz4;oJuOaeUlF~jLd@G@_GT9R6bGP%AXPwjZGo<1J$
zXC%>j0hz><kOQ3<@@?rnbD`5UKbs9TW9T{GNE=8(^-w{WO0;&z?3Bo;pLv84nqD%;
z5=JsY7dTcyTLz@|AUpHX``ryQx>iz$pBpIcIqbeWS8&!suQz}qbeC3muST|D8t^mQ
zj0Kog$aLS4GZluree;Zn*fAYb)9i5oh3$;LcgKX?Cmrt;eNe}MX_YCKd5UTZk?vXp
zNAKog^{sw}bj84D;&-+oUH?@SWw7mr*cCXlU5ITEU|cAsjlqc+p@NcN6ts=WQq{iU
zR_;&s{5<1kENa8PwW-j<2UcnSVJIC7*<CP#on`VUrMh_hP<b}nRbRkad7e6z!=5rM
z-j0--oN^#ycURE1s+yjGVDks<#$9f{GgHL!uHAyULP*iTXTu*$GzzkK=9DFtF|fMe
zkajsXW&{f2X0p=j7`;VF49kpyM*`Kq6RD6FY)qQtU|RLFYQIfq&Hh-eWL%;_Ghdlz
zL0j$Y3&RL`NPg-w$qp0x?h!apj^>QMXKQ=mZPY$d(>5unfOj&lRIRl%<Z<JEVXumP
z3#bIh9^;5<hpc)lL+xSuR4%G2onsTzb1szcqai4uBNWknK3XoP!#)xtG>ZB7D3P+l
z>ejR1;m%-VYswMFTm^{ML1*DBam*&6PU69vl*nGnpCo7slFVQ1keH;(9i>n_nb_ER
zY_PR4yX?8p#mWt;oe5wGf4Mb>)37JCYYL>1I%05eUT*#}HRO?bAWdGT*2uZkV9~Qs
z=V*JNq8f76Vd%^&@iK&Y?1D;QJuyIf+h<vTvpitYL7mNroD>UaC#&?3ljSB{G77l~
zmr!NP#*HVgszMrTr*||Z`n8bw2u<*kMIjUxw#$4w6gVq+oZQ$8MKRuPqsoc|pYEKm
zdw@1tOz04@tgDw&R+mUtdiPzDF@GiFN|kQd=zHZ=BtB+#bQbHcO1czT#3u0rPzsWp
z4uktb{d>7>J+-KVusXmEMQxg#)Hn<I2NlYuOIMzcfjAG3BS}GmVJaE!h%w*TjlVIq
zSngqMU-bR@On@YYrzVTN&6cIMSZUXZfEzM8mz9A3sKvVFpkqEh7WlfNrm~UjK(wJl
z$;cdvQ5>IbW!<MBY!^PyeCg6OZMJq1k;ehQmpa#fq$@lq!LwJ?KB=<sIG+7s>Pg~g
zaRBUX>lWqZH6yB$m#{A^>{eCTa>HSwfI;-}1-JArR87|<y;25}#fFprvttx#e?4<v
zmy%(&n%A2g?@Y9#Qi*VEmcM{0X6+;BW9?j8@{=W?hR{AH?epM4f2cO|ZD_hO;3)L+
zOSf%Vj8#VgIaC;Cy-n^*sH?DvOThjY7#Yq`%w(*SY3S@I2H5lUa5-DVpG%>A5LqRN
zOgxX%#i3hY;2A>Qs5}DMIpXFrGE^I@h|x-wmD_E$!sWVqD+|z68>8C?G}YLeHCshk
zIb@nGhKx#-<wF{h`dkQPt$w$D>r)6__@zZ57>?B}%de^3TTrRWw(WlCI&U%9@2cyV
z1^eq$ZHh_ZuaDB?9r*syD?_DO?tNnrJU$H+As?mFYJ9v4s*~*Dh)*_LQVr&;OQLU@
zd<(J>2NM9<eRa9Goxf^vqA=NzA?v`5Dpf&jS{v8ET4?2(^0Q>F3Vp#yzLK+K>-Y)`
zBDH8Z!!ojRXwzKMPE1iMNGx{_)pz<>P~^ds@ABRW;2X=x{mRL2xhwzJTf1#f)gNKh
zAHh?8s4=VFT*0m|(2Ba+Y)_*|b$??Tiqmp6`gJ=^(?)-Cv63}}M2K_TL+jKMp(bTT
zvDs$Swq0zGDBJLw``aevUN2_-A`_%BGp6?oZ;<v91fnQ<V-!I$V^~Dr2%-dT!~nL5
zP2=~yBj0|D{cNsNY!*lESc6cy@N|c5@d)qwtb$MNyPz|*n3l?2TNf?WA!RC;&kbK)
zqX`#;j?c!=)T(V(G$re>?};DOr-HLr{0daUU!x#C1br%p<S0+`3Ln;C^xCy|@=R@c
zwV2e!xwXqNjlUeSc`M^`z5V1rX}crO$`2!W3PE<Wsi29v9`#6zbR)m|jgFd&)I6@C
z1_Xn>5H4O4tofSleB63ZiqofVqOSOSbattdFbNQ{E1K`L%CuyWB*A%VxEsn<$<D@H
z;^q#v-l1)G$go(<NGMp{K(cwsnmV?Y%_SL-eP?7Zba>?(KO`DBgcerzMeZmgW$oi|
z|7Xzn;=AACv1Pa<>QtEO^;QJUzFfbkDB8^8DU7-UdQE;1BjxQ@ICqLLeX?S|ILu-H
z9V%7{MdSL3+cz_m>QHLk4sJbXDjCpgkD6%tSv!C~SJ6ZcJZV})vB=bY_rQ_4aIzvU
z$oHrC?|ZJIQ4l`NpCmWZIt3-v`xMv|oIsYw<X)t$mno<xDE}wDP*J=yJUjrmZk~Rg
zuFPZZYvSf(D8+;2%!lw|&f(c+D$^Q8eyDqnLyqt}uBf@qDI=KZgom=A3I9aA&j3Cd
zt2C-8tm5A~x?0m_YT}_P&?x#cu*-+o<x1$~$retfatEnUq-~$2-55Xi++}@GD*O<L
zR>A%hn;bZ1HD!N6=#*==iXFui*>Sj+5xwREfXl37w(!8mm71SwijDsOW-NSfLRnrw
zs}36zZ+~UtSIHT|?y{$Pgl3ky?%Jn%wBB}Emnuc6a@~VGPmQV6zpg{i@l*)2{HqXr
zQ13D#`P3tBHNE9%Is5mA@q2?u`m9SIVHc99!(%J_$@#JfHMJ8RfBZ5BceE|?Z)$77
ziI+Ma6z%=w+}{|m3O>f0eYCZ?O;XS3l2n2aw9yedB<y@ic%a`z-H9a|7^WJ4o##X%
z-l8M>{zI&%5FcEQ^qQKbRZLs@Tc*{w<AvU$Mfgv_h_eV^U+rS1pkQbDRf;kd%e7Fi
z6p#R!2)pt3JAExhCWXiTI^pSN?02Qoj_xbYZEiPgAvS5JZ%Yu^yWe-_y)IcBv>dux
zmwWY|`%9}NY&sEM)v{m>t40r!NJLVg^)S+bi}ueEP9;}nnw_+EX(U#K=*02Wy@8h%
zu29YH!xD@Gy7sn30oWY$avYM|gd!8gO}R}&A-dw(ykmu8<s&!6_=Ryw^))r8$hn3J
z-y+}+_ZG?2?;@~vk&_ix6UD{SRxVzNZ@;<j0;b>yr6ql>dw+iNp_Uny9ANb0C;F}!
z(jcfRAect#h&CVIa}#rbuLrgJQHlk<ibzU0VPwwcdrV>LhF|zrYs?X)1xj%7D{GXH
zhA?!-dra?k3{nJa(2Vj5DO_rtq=e+a!0C5WTyd%WYz}+T;ZcRytz$;Tx=|5Eez-<;
z;i86snvc@aLU;*jNGx1m2j$p)Es7FMlKQ5^oH@$awmW5OLbJUY2ifH{h!r1VbIZuj
zlHa7Ef=iEj7d-MHz#IsDkv6=RvQJ=(9mp0vj7!TwI1pvv;^MAmI1aIAhSUOcNc*kv
zMGFUP|HBx?^UQ+)dheW{I{18rz@^&}cE8#_YFY75mQK++Q4It2t%kM65qsNn__N^y
zW9I=kRfcRN(X7d_7`sq3onO$7f$U#7ASAK-nj}l$^CT`3%!B*QK1VpH<Q_ZIEF_qt
zw?k|RW;ZO7u95R^UvUPJ+EA(x;f{85aV(ezSt$z##zcN1{`ysr?+Wu9a8`&XdVbh4
zXlqEMvDh2GN-n{>A$eYDZz`tdw%>Fvkqn&B^#_>^fkZfh_#D+3*zAIVr@-QfFj82m
zf1&wU(bYBd@pGj|x(Un%s*bZ4(*fXDbu22Wq5L2^tGX70f#%}@?5O5gO6~LB&c)rD
z7;gK?mOexNs@3+4n8G!u<;}o1EN1okduy`n?p2049M%SlLv<Wc$8smYhft>VM<`~K
zr5iC4aTSl3!kNg~Zd}ub(?R(E2X;V-zorF1oSh9NeBDk|exD~|gbsg5zY>~?#5JaK
zx<FiRD=P;yx(Z_<i*kO!n?>Rp(+vk<DCD*>cR(}Ei>A{zsI!3JQM$2BFsM%cj+_vK
z0&i$X>bRiq5K#*ebcp15F%fvkD=6G6#JM-*EsZ;hv&p<0=9b)U9}H)V(b~E+uR5B^
z*_p1qY@Z?)Z+E<|44I(rNSRnaB!1#XZO_|#v=3e)9^~x?@ulEx$|OpNk3(L;)W6W{
znSHhEs&m_p5*0log9C}!g@FrVQ>9A-vm%$ou8Lffy()53_S(P`k>?{{20o1*kEWj;
zcp$JTAoc7pS>;8$&|ZllZ-sKBYP2|en0o@6wC+smlD##YR3V?%M1#mNc`V0dpByrc
z3C}sZSQR*o+YUlA-FBF_9XnW$gf}FN6huNu3-QqEQbx5wc&0#*LxJF<0>MWG^SrHm
z<V|?FcXj*>K0*uI;30#9TIvo7K~#6d;2x-(!|K}DBBwv;-H98{;guCdDw-si0<uq<
zR~RUTOfZRGaL?>bfkhKXUNgKK>-OBN?WdUK<y((jebxUw^wa_V`lIs~Zhd0WHS5_(
z?W)TLFaGOnXK2h!X8r3yrmanWf>!)z$!$-+AXVJEefNE<Hg6^_*@<S$GPzLrNIeo!
zSpn5z<7%}mRWnsa3%@h;0#3HadaJPRQBIKFMLS$9wh#^JXy{7_JJHyeYWM6p^*9>+
z9LAv?;6$508}i`#L}y&^48AC`D1%=dnUcY0Iw!jMIOixg@8<67<{4qDMFy?N>jhT_
zAIruC-kgZ#=H*uB*mJ7$@}kwbx!G`0_GR{qf-~~9i=tlUoe{fWoLB&IZV>;~+L3Cl
z1u<W(9j_LsKjaMx>jghhhwfP=d1r)XLa3#v8wx3zgp`|GXael7EIZIO|G6HI{AS+T
z(9ZBbUw@auxTRyeMfi?AY<hm$j3GVGia&aB&*=}Yz9+Efz?YBJKQw>n!1_y*chQVf
zE$DI9D!UMuZl1Lh7*d+B{!nv?jBSTeqnH_)WPOlwR;!RVvXDhqqtOXnvRGBR%A|Ki
znG4CosC=%FId&nB0>a1?_Z+I|*e>29t~R%LzsOrep1D1!);aNwk@-Q$A5QPB6{=aN
zSw&nsYhAQUtkZ1u+6rm4_Nwx-+N>Sb99E^4jp4(!X^uwiAI^Wc{^7RCPT3{9C5PRn
z$g<PrwyGA36Z2NpX+ckrX6zAGYt-WO;VmvnROhEUDJnaC_>?VMQLNdjr0(Fe6E?6q
zzesS#`7Y)_q3=kfIioPeBAq{6-YXxJrPVT%cQBT440kqL4mzdPPUfVt=CSOx@Wqw}
z3%A_idFNf7e!~d(FN8E432R4=K&V%B<VdeWf_#pUXBkJ&a(SnaNClaDtE!f3yLY>H
z?_RFxDN@y-M#soOjoBl{jct-WlGU;+brk*FABfXy+1xpGzo;Ma6GM+RCgn=$xl&<~
zYLR&PpZVAiHn!Zm{yp|T_tfNNmMgnX)UfB1efc=HX6J8izKN{WHONt4Aboiu3rg4x
zJ3+>k>Og*=EZ4-w#HPmP*{-*#(<4_Xvu*PnOO>S#wJ2bdLPaInfh?P8ui8u%C48|A
z;fvYQ)3QrSI&^@{tZc+|PIk5ztf&o=;)#$cTuECcTu!n%3RNeWg{am(O%#ysP}4|n
zs4A_aYNb)Bf^t+JQI$HXz<gVQ`L+UjTROe1pwO8~Z*$t|9ZsUaB6@=}Qi|gdHk1&>
z*>-B39To0S)bNFl3)Lkuh97jINf4NxQFYJAF1(?-_*vsat)5O@bqijrhl=tLA;ygb
z(q%Zh7X&CtP_R^!7L9wWkRVuE(DaJRy}4z9R!hgtV=T9<dp9y{3S+r=PZu|sU&9MG
zygqO0B{$r9LBk(bCGTKoFX=IGP|bA@B;RMVE-LIZuIH#bS0y(oyJ~k%x#+R-qURef
z*;3zCI^P?ZI^?{|JDgl+arT&5bN-cG$<v&g`b=4XvNa37eP$A$k;R$5redz2CniuX
z3T3WIFdOD)HNf>*t6{COQF_$1Q)+U(;@Ss?vi_0fb*E){v$CWTwb)yd8O`bM8sodb
zKPEg)nVEHU+D&O|rF-0KGdHkD_y+HOcRKhWqWQFlOre{t#Z|)g=vQ2&d4S0o>Df*x
zBU`p<g`R;>7)2u?k`ok57Zghu6iXK@j9M9rH_Td{G)ikYd(wE}-QjYGCBW6d%&{ZF
zw$KGQ-Xf14P0P6~sLHXtd_-zmK1%PPrI2Jf_xsXFJ<3flo}K*T;Umd+@7>J$y!ba(
zde#f&FW&LQC*x;*y6oYPIq&-I$v?2m{&JX&-ty7w9oOCdQ1aW`o=bkQ@_EvR51{-W
zhy3M%EEZ0rMRQmmtIiKzE!zXuph>}P;~mEndB((SEGHp6DnXbwyNC#dM2#S5AyOkb
zS(?CyCj0<R*csZtP0;@|3Hk?<ptFC5pp9bP8C2Z0OP?zf-J}eQRkbQs*($5yP$a}v
zhaI`jE~);2FOVLP)C?(@%hKF<30X69S-|eig*bWtCHPsw>WJclfnXrb@8d}C1-WJ2
zbb>EJDu00exN+RIwe#l<z3R3-Hzc>Ps@opz+Hc5Rmk!;Od_&pg&l-Gja_{cPlgTG0
zmTl_Rwci(yefrOmY@GW;DBI{{i36GvepSh~S}hikWJ12(mhAwmg{ZBwmR4aIB@K+)
zqb_cbxMUmGm75S}g2HV7fpD<denCn&&$`f{Ndv7zOhHjM<k+E~NQSOm5Gnp#10Is|
zPdy;TPwkhkS9Wbm_IfJm+JqxQw?w`HXJ~_m5@(AU-fCg3lf(($7v)h0=Ml$$H7jyk
zxKRIMD#@SB$$r-OU!2n+J(fb&YWw+YkUltdm^Zczr@8dp)H0Ri4{4$joQne2C7g`Q
zQnmutD5+uocp}%rB{2a>Oh6J7kpAsuIsOw8SAUMgKdsYOfyPRsUGpOU3o6ZjY@+eq
zhn$>4xMt69mxO<3MY;G4WzrlXs+R7ru!fug5zZhN4|7(uM4}ce+9X!A2PLab=G<nn
z%GlzhV0+1Ad#Xv;L{(H((NOzZOb0XHk;{j<G@1;S|CuPH1ySmv4i<F`choy(I~p8{
z!`iyIPO-Qm)aSxM{d=n{8>{?NabQ2IHq<7P7bk30YiRMr1=a-aL<l{NTzj-@<WBMB
z*X-7vQi{!g^sLicVU6MixxTh*7h?TB<Ht5x6E#&h@8<0_Rn|nAo-M1g<b_2fe|s3S
zWqOusV|skw5v#JeeF*7PKDIp_vsrpJ3$uR8{;<VgWkwG41n5$WS6o?!iyLF!`(Baw
zu2)Vam0c&7$cs<Z$PFhOXjcgJ;0Mav;D!tqNDPX2m{0ThGJ+WyvaHEIN6?WWKM~yS
ze%UPrgP{x_%}RKOr4I`xB4d@YwhOe;-U;dBf)hexA{S)b6ugIP;cQ7t%XZlOrl|Lu
zYwjmeFG$&67)8c41KJkSytH7L`9`dhg+f-eOcrvhX{9WtZ*QR`>_uy4i8N%fERWz5
zkDvvQc)6#LC_s;Q3pEL<SZh@*bU1U;X(l$+WnJrP4{09*N41%*L2j8$!dmFf?i#w5
z;H}`OHenK5!MeT9YBn|{x4*DAxog9pSk}Amvy3ahxb4m4yZkjai{1ZX^3lH?Os;$8
zPi)-plmATaWfd%A8*|)|JgjR>xdr*m1tB<^$e!Yz>Ena6LB0#M3w^S~neB1AAsEu-
zTbhZ|G!vzm`C&V0!L&jvVb@D}t1tnrVtd0%db1<V+!~2S82*cdTmoe-fijmsnd?85
zjX#z5;kFXyv{^VuN3DTYQ{cB$>$aazgxP3%@Z4N4=38|j?{NE&OK-3JCi!Y|1-ttB
z2kHiQy*_!Pvdf(|W&5n>k}WMyNo>{P@k{+Kl2u(0hr5K=_+cWfirHDjRkaBEvKY?Z
zj{;{n>L2x(v8vGIE#k_Ah;oVBClg-EDLh-2NUf-fY}>)-ZHww&(z9xm@y--4Wb7Gc
z>??epa0u*K4b**S3geGW9G)_9mK1~x^hWFUd)mrnbgodq9IE>iJ@INCUBY%VKd4VC
zNu%)eWR|=#nW4BgZ94G}iY*`)=OG4s%$cwkddA9Qt*=_;0Exr^io^=}ENhKC(7M3$
znDV*D;soy9!Jpfz+I%KO`Amw!%<=6sdtV_pr7~}o%3PyaaSGaYB2wUW(Ey7Eh6i|k
zV0NG(AO(JgxC*0oW;a!aT@abwBr>~6WcF4fvkTE|H$}6(RW#e{{3M!BD`4F`8=@hP
zwxzNo`W|f@>R7qgVA@I)f_lKzE7!j`IeGH!H<Kr3zu14%HScU!cAeVtLGskYw=mZi
z(y&uoUwG!?7nu)vb71OoIa59dilIB-kSMjeY$ah=q@;tZq@>E#&EGwvXUTabb*{RS
z8LsIi^<7rFmUUPgxHs~I%U^6d6GdV_lX8!RpDf-Uey(_TcyIAv{2vrs`vw@rw`p5M
z9i5hTI#5ta=p9D6oM28UURqL7C0CW6Cl4qcW37!(wN8&Oa4vVg>ip65W8B-l!p&r@
zbACmzEY}yB(Bbk9yhCPZcQ5y??g!l|xALHSv-?}O<ZcaxxShtX_m}2A__0K;rm1*?
zknC0|l<F=dLE;vA-|fznf;;$=30J68c(8Z+GBYjEI&|n)WG~B<933WV6Tu7;f*GG7
z!cVxxhMg)Hp&&P(=!*KLj80eiGOc_*?OxD!NWQKbRLcB~7z=Y^T=^y&<?rAZCfr2{
zDAWq0g<T3a7b;aqVoh#0A6>X3^^Tc2CZuCw*D7HhWXCGHR5e%ebycj2wq6r6>D56I
zED9Ec@;Zw+WoO}0bQUDsIsXN9ugY`OUMg38LTHGM1yv6=xrN&<wr$jqaNEUpjw<A&
z>K1Ohh&`)ad$bBiBHTH8#4{d8!y+y=Vvn>^wUC|h!-t8I55;>OX^9{5rU}>Ce0C0&
zy~6wuZZwEU38R1s%qgJwCv6{~PeI?xiXuH$cMhjL+hD-&_XUEnLWzQQdPo!-N!62g
z&e;5X|9Jx{XCAnOmG@h*_{yxt&}I8>T=C>^%@)jiJ~Mdn?#suQ&6+;#p~9@CqiZ(a
zFm%aKpW7A5FR)+M@$A|;p*c4VN=zKsY2ne6H=NyreNddK6%Xk=p#H*PXa9zL!)3@#
zWKnA98@`&jnki0CzEY|5Q<PpgjX69gCoi)+vv=m~oYgsM&-Cg*b!2d0aHP&!=Njv&
z3tSYLVZGEf&2w4cvPg5zd(H#F1L2R;zYcyK{v_+8oK#LYs&w{r_H|Kuc@oNC&v0d`
zav<w_`Gn@w{BBw0kddicnBAZ0c7)6TcE}8UQ*<U#Ac#AEpMz<R1e%!*4q5j`9fD&V
z!Vh)m*0snS6(s5~4;(mXbD7qfY7!%9?H%)(my1n#K`!2MNE6H<3x1GwLsTe(a!C-K
zq;F~$aNf+=YPOCwvZGASVZGQeCNUD$#5at1DvKzb3DRRiDzh{qJtjzx(G-ccMbiKc
zkA-M#OoWnHIJ<xMGbAaI)!gbKWZjCoLr9q|XHqMXBmNWN8=^ThkLJRh+!#vMZsldD
z#WjfK6-mBen{BC%k2lTTa`EOliR5>`dwwRb7=7D<ryjjx!BfhvmhW#JcI#{NlHVrZ
zxu30hVf0OVUf=h!IO#Gx^|^EerEY}%V<!aB!pIYmSb;&CxO&7@({U=U#(|Ow_hJw8
zI9LLP!)%a1PRn#yLYcCIx&0O^A<QBWW)V9xbZ!N&g0c3z{j#w7wB2=O1hntc-{xdF
znSIjx1V^Ti4A!UD2k+(gN^4z@XpcmkR#(_QgHM-cC|5XVyBb`NIiIm@x1)a)a4vIx
z!X<a!1kdH3#U9DSNOl%>0UA_24r?{6gOA`Sda)jl15S@I6NhdRq=yJn(26JDZ547k
zFGJWF$4sgEO=5|lrF=&`hcRG`CERheV-iF`EFt34-Gt$j5EPLR<S;-GK|~P2d6|Ae
zZhk>}ej)Gt`Fkxa$I{EfEpB0V+vzcj&`uWp1dnKK>6%foyVZ2j3FNeZtD9>aDWed6
zbB|iQJNFnx1m~K2%igNaTHPW1N0c-NNy*#|WkHf(XkLpWCPr{d7gJL8maK1|K9Kz9
z+%In2^tYVN;l<-tJo(7=Gj3rw1fSi@vY7oT#+PhfpE2{&Kfd+Oi`SvdsX<ygsK<NR
z3yDQ`F1rd`6|TN6rP5cKc>y0~Ki@Yp^AbK;nPQvdtIurCd0W|^{z3R~`eEO<!LP!H
zg=`7r<isN+kOoCaI$1jLd{?JHPhRO7#QV8weCK6eU?1bU#C2HxEO3Gyb8F0xj=SbT
znd7i{0fmlqhS2%pSs`@FX+6JtR;*%y*JCy~lL(3g5fo_JJ}=X}32(i(!HaT<C|8$G
z-ZT;kUZIXjPI*<LbFYwAUSYV=I(pr-j$U%G#8#-eRY93Vy<nvIX@VNk#QLTQYDmks
zh)rDm)Yc1@y_SQPltm``7-o?y*@AzB-m_%ud?jc`7!sC<pqX%X#qc(ghEB-{Gp$v)
zh{|eB5Kv3J`jBD45u6q^bLvpiRFYyt&8AZZiXGN=JG{q~-HZ2MG2`u}^=mqBYl%K}
z#ezpST)lApvIkb3eE2~otsHSKcb}-?X>YvthnEk$v70o~Ak;|NC~5pi9S<aeIgsh+
zqoq2f&NkXHMVhHxZkyt;`t|dH0#%0+=Tj~#ldeT+?<psI$0Ksrw4ULvndhbriJY4`
zB5i#5{LG1Ivmz5S7pe>W$NBM)1_9=A1%tx_WF$+0OwVd<oyIjy&d9V|U>ARqxWts~
z%?Yto8Zz{q=_nS0x-Z=Bh?p>If(aMeN5Xt|>8`U%nJ>i>yXaN6qLPY67js2&u(Yk9
zu!7QO$qdS2IRVlQ<Hi1Zxh_nNxT>H7E#H#JFR3usTIYIQ0z})ad!|@-T~=g@6%UBj
z$8|qb!_>t^wCoVpAq^a#)7D^bLCeM1>aA{>Q*CUF8v6re*~~S?g6@0!EV;s#XSs#K
zxREZ}Rr<}&FOuIf-{1B#H#_yYed`UAR<#`9Bb+_P+_>loHYWIR6U#vz>SV>q50gJ?
z(apQ2u{)Rbnf4gzoOC3I2IVaXvJQ!CpN)CKox@$iiSX?3z0UhwPq?fRSFx)x+#Hs}
zgw{kPry|ShlANAQJM;6nFI|>Yus`TyzErxvVR}L~g7yNLL8oqF${_LEnTS<w>)NA2
z#H`|(ITfpcg%iZR;e-ph7kt8(EEc|G9`Q4j8eZggh9~YbJn=7ung=@UC=RZno&T(`
z${!AepJ%%u7mhPKgyQkzZ5fUNS;x@F6kK;Cex#0^&1wn;9;u?^YJILu_%yF-v#3_I
zdo^2H26$CZ28*+J$&w{3j{G>c+#9Pbr~P1LN0iefrv2sqn0M=g52i<!E*LyMqet2K
zefRE_)~=c}v!dpLwEOKf^%t)?H5ECpcXEXEC30Ril(3f)^$v&PD|Hn320QxsR9jX!
ztJG2GD~(k-y7>k=YJ6iXV;$2RC+y$*-JN2kMd!rMDH>d~x^!KsrCV;d4!ufi95uQ9
zI*iI4)nU42QtqS<^`#A^2Z}z={U-KpkvAAn{X6)UrsB+Wi%`W{6uJmS+yKq6573k0
z*CaG0Gt*=5mzU|Z2mIv)<#v<V?7A!8TlYhYXff>tq0qh{(}Ia$eXt=Ym*SG}(WOEf
z2Zb~awo2omkjBA)xJO4rgfymBDwTC<93-!XxF)DaRs@TmNK6xyGvC7sATLJ{Q;r~}
z96?Mu`7e0(dJcM09y!O;%QFlu4gHL+kkuZ+qn-%SiYHGTM9ZX}Jwi5nglzVN<E8U+
zNj%4go@UcILyW^1Z6&l2(Sm)CS0le3GR|fk(mm}tsKSG^p&@*UBK`aYN$FrEdfmbw
zX?t>M>Sjk-pZV9U2)WsU#`lk2_UD_Qzv{6m@2~s)m-jq&&7uvPu3ETZY-B`1+2nEE
z8*gIOAKcB@s=FIb&G=#O!i`eNpPOHJ<Bu=@k+^m_fb_YDdfd4a0?1PSV1-1^vv9l$
z<VvZZw96%nDt|Cs5wv=pUZ12e@MJ0$pTq7nb*|G~Zn1G%LU?o**b?R4DpEGqY-0hT
za03akEmbV8K3Z5Cd9YrwK_#qtTZG!#C=@3a+UBE$rc(>#=c-~$OO%gq7kgPlMTn+D
zMYoE^z|jDo9atA=45R{bfcwN!`^1v^#Nzu3^cc5>qdH0_!lOvNAAu~waYp3sL?S4p
zh3;BdX)vvk?i0En09=R%F5Hfx{{F*5Z4I|Mabt4;bH~mk0CPuI_W`O{nl2~Ys@qcF
zR-GBlWkm@A6oOs?aXRf<uDb?-fZrSQiltZm-sMf#HZOR3P}3DNhu>U{e!zFP*FADy
z%LKlD`PCzDxu)eglnyI!aq$+NsbP;N!rZQJg0wlPVK*Xrr_5l3o>9z<EIcG}(nFj@
zlf+dOSBtpf!!4#M-C`aoX)%wKwCG3HxNy`YaaG0DBCbqlSfgjkC}u|V+*6zg=tk%t
zW?OArXKS=I+YZ`}+ALtpvCXzM*d8>hKC-23_8c49?-rR$HkCF75*<aa*D_EQRko{^
z0tMs;<#lqS+$?`2tIhIJnS&ga_hCtvbyts5&&Kl0V)<n|^)CxWA)AUqHp7o%oOU7w
zd8oBL5zMU?XP0rQ<NE0h{QzU#+&S@I`iLV;xZW$8nwsRV_U=9DmkUoGATC{sm+rKh
zY)Hb@b}i3XKRqJbcD2q}A^q@h+x0kO4fJDzioiIX)85v-hd8gjt)fy-yL8plyaN3k
zcL9nDkCLN2s2o(}VR$*JNIA-Er9nw4GV+$4OFFyJn*`hWQP({PtQkEw-j?@%IL&)m
zZFo;0-_X)lLq(f`-&D#B1sh8ML*+A<fYyKlL9_}&!p{9E#)-R@Hqj{;Ll&xqs8M75
z<DHOhNHeX?K7pR`nwcyUeVJw^!^}j?OqO}<D$~qln3;%~ahefimzi;!8IPGsH+86H
zX41@z*UY4wqF6ICX=cW2W?bebkk!nfB>ih*h{IJ;ARm$s+5R3p998x!$D=%GjmB)D
zjHpeLV%eFhpOl}4sj)~{v+pZls|(f@@Pc44;x1V2WnNjhP$A(yiI}8tp?u=_CIxVV
zw3uEl94V)8q(n5*Yi@+Jai>^aB0FSlbG}#*Yp7s#2Fnl~WVCjWAv(w)SKdn<WC%%}
zAv|uZP3kHm!%1Cbn1Rm>>Y*5Tc}%=MCe%bssEJqs+Xsxo3p@vU!7!Ac^cI~eHDNz$
z<}MEXuEx*{r%Vg-Si&b1giew|he9~NU<X^cEw}%fR)QWa5(Yt=7*bu^^FLH>8QO13
z-%sbD*N?^}%9A155seO{kWewzhtro{=yQ5ASenakst?od|0Q9Ar0?%0yg+eCT4)zx
zfVR~$>&qUSvEZ(pYhQcd$!)Rm=gj_X)7Z&_m-Lhi?;JYe;<39nZ*M8$_g^}p=bewV
z+{L#pTsVB~Z7uH^R>h~tNddMck*-K;I^Uq}&_0nqOFt?dPgiBy^vXk$yHaC!Yx_bU
zg;F6oYW2B&fi$!#m>O`|U2dn_BwDx0aU#;5BRC{KBrJ)LuqqtFo^S|z!qI9^ID{B+
z<cSu>xkVLQ(ONlZ2TKr#!)`<#k0(Tk#vx1=2g84kp&=4mrDR)#j)wT`(7I4#s5vBu
zBwp?h2)YRf8VU&N2?%+2yvge|4io&WNnvkiQh3{#6tW@RniFa5O_ZTQakjVhqZ=8=
zgqd;1jktbrOl*H4#T+?pX9QHQ&2F_@?2@V#dR2D@^Vri2f}uk-bI|6PBM8F?bGM<2
z<quu)LH+vSn!TxH=74#R%Y}Ds?l*f#*)=Wm__E7poqPKmE#mZ2-_+-F5w5%o!t90Z
zbk1ERx%9bUZTdw=VhZKL;zpXq9(MLu2Uy3bwbo12=~ion)-$bVpfc1?8<aLE&@VJz
z8E-pZt4pg3oFAH{%(6|^W~I#vOb-2q`E9D=x=<RWjIv+oyi}T^OtD|;v<EX~ix&k|
z+r7AB=I-1NiF9EQ=4S{$BSVmmrS)e_77_0;BARAsT4an(bNweE#>TqHG$-8o1r=Q^
z3@n-@iY`7;nK)8q>3R^Q6}6Z}p#sdi1-ZDL`hJk0=6rCv$vqWk7C{75AyZI?2nHDP
zLr6>d2_Ie)*c}Nb4kC<T{4h<NwuP<{3KtkZNoz|9+MIaZ@pxU`ne<`q&{JHf&-k$k
z+el@k?PBF(o6PEJ#o>o^tveC|_=WocZQYN)kKFju`z&zvS2rC@9@)8d`LeCsZdksR
zr?aA479{`PvgfPoST=LL@%kHoe(CksaInjh)8$;GiZsY(YZCLFT1V|{ZICASiZ(`h
zPPBtFmR062%j%sqJGwe*?HTNuF)%nVqt<$%b9``o#tiFB=X7mWaArnx^ex{9p${T&
zWgqe#%Kj*tiUwkGT#NfF<(^uNJWv~_9d>+`mDC(ww-m^v?Fu!J>2`oSY!XD+B#1B(
zL=IswoWIY`G<(8cZ*Q>6Q9%~bgt4RgX~H2kSwrRytJu1*liz9VvFckFcB1V{vD-SI
zrI+(^BNV6y0rh}j0l?4iNtjy^TAQs1?ToF6<L$R1#5N}ie6bag)4zL&ov|0ux)l*W
zcIc<O5Mmp`Th(?GBHh#n0l!Zi_%HHGZB~5wBRy}QwqoCmD-K>g?$%D;#}+Ky`1t&J
zTawe2->n=mVpZzyhm$978r-wxr1Z$1-LLO|{k3<=qPhV^!ppesUidIEq;opcWEPVv
z<UaC9d8#~LR&8FZ&1!R{du=X|tjr-64D7bz)mCQBi>9-5o_EF%GxeWp{<0U>YDxZ(
z@U{`Ts$i-!^tA5C=?7Y@x+9m?fA`Nha)-3KV{_?j8lj9%VGDa6v{#qAuh~rqoJ+?M
zb?oUu91F_J8y-4mdanyFI;VH<vo7*w%Z2Ob4CwiIQU6}`b6eiVG51P+E^R@~bdgX)
z>R~S3*a?eku}P&xW~R{06quQOGZQm2d1fZp%tUFbi-kv)=gaG98))mBKPGQV-XhyA
zw(IjBOW#=fqU5p#BcWiIL8b2ml?*<bbFGZoL*uREZR73Z9pjzjT{EmRY%}aL95b9V
zTup^dMV_L<{G$90-SWrTYaNpdCl}9;&ChShzr%i?^Y-GqO7HCQi2VuY!$pr2Z!3JM
zFi>n-nt5g>W@hruj4@x;oPugjN;Rjck}3URA}zaWoVBRHX_q6>Lci?jlog?XR9?7L
zg!99_!o$K7!kfc;!>T8o6TUorFf8YUZw>SC?~nrgNRJ{?obXX|jU^b@*gnRAX^f69
zH*fO=DntZXb9*Zo>oh*=(kz~p>9@%Ge!B1xKQ;ZpPZQ}xMsj8+M^1!A^23SrP(>L%
zUMV7xA^l2R9TvaA4oB(9aFm`3i(T!oi1pH4T>D-8La?O1+b$gR{1SZ8GnrNUN>~Z?
zNza#<Kk_co&(W)t`BI>;gm&ubEhP~#g508#iu$tVGTy7Kp^TSNFgzbZx(O@jJ*p$0
z3nCFS64a7IV~YwZjOKfU6!M6%d!ix+MkY(4_@Sm-M8NcDnE0uOC+{FIvYI)ByBe|U
zx;aDI9%n~k9X~R6sJUeykI$h9b{m8D2<>lS+Uv+1v0+bs8%i*d=v(&2jy>8liK33#
zF~wI}=+)A+bWKw8T+s}$6<acx(h)D&J}l<CV;PVab2+UY>=~@M$YxjLat7pRS!DUp
z5BjV1i!hZ-;!Bn+fi_~4JodWN71T)op_DikP}GT6R&?vG3(nS^Hj3kkGg%^T*K4ci
z#;X@CtSq?W<$H#m+oR;Rk=OigoVU?AZ~CGcfk5Ys>tDEQ%=DM9+4~+lJ9FmTDSgk5
zg$l~fTQao&mBl&n0asrVI)D86-D8<q>Gu5ca~F*t_uvIjk!;OReaB0bdmzYic7oGz
z6CI|%Xf-nyGozXrI!ClER#;&pDjA8HhA;!>blI5%0nHZo*imOn4v&@xdCYZ&8nf$a
z%*j#~Yd>4RddqA}gJrcv1~h)wSsE?PmVFjg96>bBA|4aOY9Zw-wvKg+-pClI6Hf@*
zBeRNBE#_3iy3&nC%Pu|xLaf`CsqMUbRBT6#NZX-f)ndo1rJ9tQx4c|?RsW+5;!_aR
zcfBas?(OcS0J}KH#I?xa>WeQez5e=b&peYJFV0^7pmxrbhxnvb%yMb+=2b0s3@MFJ
z^aW-0NAx!c+0va5p)DbQu!2X^0~H?eYxgu?MLeD5ThjwhmL71R0`nsNpgdsuF9Fl|
z2(<byfr3zw9F2(ZVuHed38slack79spio}HR?j8qGeX`*Bs3`8+Mxbx7(`hr$eM#J
zI5a{FTSQJv<Y<J?j;xC`Mp6-(Hry#rE0)sfGy=4(ij@9FLe#d;_K{7tnTpibsz{C4
ztX)K8sYjtdZNh7@i9o1rX!wi(j1lepse7U;RdE!ey2|+3JTh}c*4!?Si>vxi1JFg0
zof+V=dNY6=l#-GqXsY0o#vW!-p*W8g6s*{d@=~uw`!9NUnC575crP0<;+C_T?rRz_
zYgpwxetXNdo4fWOG4j?Gyz1luT+s+cy>UhDyxUH&>KnYhM{~CkN&8Z)npNyIP>u(T
zAlWgKw~i(RD{!sN$%&w11-n&csvQ)YRbgDo7w54%$3NJkeXs|ql57Z?ZN{^e3WGdv
zm7P?Y%Ufkbzqi6l7ml57!;~4RouV_g?A!_{#)~jAZFvP15WowT4kWHE?o<I$ym*`)
zpx9PuuYyYZ0O)TY!^ZGh>sZ@VHkD7ePPZ+D->~2CE3FG{zp*c8%lR_tM#~E8O56Q#
zx9v9jQ}B@eckrxbi~Uu2$$kL#+rNfS>?h%vy%eWo4?)0Q42AaY_F<5)+mu9Fph7|9
zR2Y9e#D?>ssRP-=36D5x2tqRuE~rjes)Q9$%N51xpc7di#1S_Ld*XZI(79JHK@Ay+
z?skjST41yLY&JVcoTJ6(V+;pkN9)jP<(#P&yG;V7bapalo;8t3*c#{$e6WmX5=w)@
z70e}UQJ!FVjxYa0WO*bKZmDaji-e9Gsxy8yivBT4e%d9cU)(LfM*QFolUg+EjMHGJ
zKTvo2=jOSrJUtNX);+zPv8R)l{{B!wPALBM&g5lsVaxTGTs~?6U!g~CJxFQ)gOsLm
zwi8??rRkf*Hrk5RgSnz?(2?K69IDK1Dpy@NU5_v#Je|pGNBjf@{dm%tCof#368#Jh
zSB>+mk=I!7aj*3>E6r-N<#mtElL%Brq;#9#711hLPsb8=i^JME?E<;hQtKG&zKh*$
zzuWOF-{Jg|<2Cmi+5u_5?a!|FwZrzbG-FL2PDt~5LN1g!;uq*{%6U}aF0k9VD$ef{
zBIA01J0mewRV9nnW@D;qQ)CHMhzD8P#XKID=0NGfT@J~q*;Nns*tM78WgFKDz~%$6
zN!<0ai@6G%lF#Xs>^7SuaTTo;rxWbM(pcJgu4|oncF#oBc5T9rEBkCh9j-QrUuO16
zxTDgwJZ~5x`#kR=VZqlO(-#}pT05*AJ0gCip|3Pu#oz5Q7MuQl576*Ep5@lv%iY>;
z{fddjtyNcBtC1EM{q(>c%BpgRpA%$NIrD;55(1UC=2mIqWUjx8<>gk{5}D=?3F5UP
zqJsFT6Ti1cS}6|_)pW;POe$g?c75`mzdzh5v$SB_yUE+wO&=WSnf!tmv*eHcyYwzU
znRK?i$p+RY>nO4^1ZKz~r5cdOU}YlIz;Bf~{aHd8WX>dqVz*hW1qs^@{?xM!HmVz?
zD1VNRg9I=(e5(|d^@75NBU?xodrzraMJCBhIC7v1zCPldvnpi#?5+9;>eF!NNJ}Vk
zBplI<<j9ebc0AI82ox5Wacq*YO8O_|R_4l~Q<V}sm6BfPr+P?#;wO?5x1o!BR#S57
zsXskV+;BU9+*@h{2_QY!n|r&|cxpHS&2KB*D95A|-~tr*tgOwSZ0HuGXr$?k7V;UF
zzr7%t-2QAbx!~=~>z=;&oxASZfAQ1OiMemj#X82Ho%hz<!51}Nbk{rY+=U7Dd-~n&
z-pprScKTgszCrxCO8WC%;kE3n!;>a>s=v2pSjAtleCU&+5=vhme%AIAn_Di?!0Hr#
zNtuZ!#B-K&l0%`71}8S3xJm<~zV+j(RgEh88>9v_@^|4Pc^>!?&a-5}Z<H}GmMw>I
z=(8*$kg^~lKLvBK?UPtO7t>wzEVdtwa1fyyVGKgVs2hSX5n&{ivF%QJ7T+<O-Xqd^
zFwU9-mn&mZE!f{0<rSEU@Bro?l0ShBY8A}F@+0`%3o<}=YJ<<LQJ;jnvHm{1KMCs|
zz;rB@*JFM>KG(&_+blOjm{J54>pS3kZZhUuB>e%p$@5Zw$GOzvI|m{x!#;*%T7xhM
z+oWUK8(}$n1y-<EQV-#MOkpYZzntn3`Woo~e9sMdzZX82kL9J9kKi~|Og#v>2*vy<
zsNz0&9@EY^{|oeaBfJ9BXwI#3!tonp`YGsR9Ml%D&)*@$cvb2!rnWX?YY$7?!Ff_S
zG+;UtAp>Cq-vhJc!N3q-_b7)!B0$O`Jbj38wmcbzVwvGMM=DLQmdXf21k6jd$oIiI
z=@|6DdsnGza2}Hp-(3-oLudXqbW{sqG16CGeE$-J2k@Pr3woFgqp<%@n3l_j1r04j
zScQFkYvPG;gXJZ-uIFQ4r-&o)`H=|yaa|e^E~W8c|D6fvwC-$7vI^TC!Zzaxus$dN
z=T0<9&(QPut^$J&A3B}FL)hkK#Op_x$_RcMg9(Dp48VIY<9osgDnb@QCxpWY4<XD%
z=!q~0p&0uH>{k->iZnyCDd+=fLwN;ph+`8ptIy#9v7S25tT*08{p6}o!At{k>7B$c
zM6)=SE#|w4r-)|ERM7WKLHFO#Jc*`SQ{+AQE9g&S5Il&qWv0Y;IA-F9HR#5#z;rFr
z@lv8$8lRaGUWnENPLL;zw7Sh)y9ge^6h(2&p!KC@YT}|bod%EKJL}bpQKqbe0rGqp
zAl(KR%SWNF)B!pvU9b-4gKZo6S8%?y8Om`jhhh1icIn*&mi=so(v0)mi1^$O_ajc{
z$oqMoyq_t`#?%)Iuve9h{92L!N!lJ*vwn|Kg0}bm)B67g_&dr*l$je-Un=`kDV)#k
z#1odUSQmt-nPUA`ga(8XYn<I}oym4sMuVmT97DKVPC!p30o~<hTpvHmdE^DGAFccy
zUXX4^{k1>!9&3OGz8{uZ{4kNPL79eq@poV;0lgp7*=^|P44P|COJ-`)Yx|UBzClwt
zn5xKsZyIpOfa3_?BOMJwnhcX}Ao(ox1IlQGWjej4PPEeJtMDkMH<|R=j!tK`qfcjh
zx@?~c-GcJn<Wn5SjpqDGK9Y<h8A)=E<c!(AecI;vmHbJhW0J#rV4T6%c?Jx`F@9|D
zKFVQS?+a2XwI=nr+LYQLrKL8gWtjgff|7b1=e@91r;be}4Sm|d)TMeoI7~gNl*24T
zo;@Pu&3Euyp-0Dv@!8bPuvj^X>y9!|jCY;EgNRQY_e{ASalRH-;XK09a^y#>M;K2y
z5o-YuBE3L5QMwcHOuFc1SSr1b_5wXy4ql-zdcg%a_E$w6>QqXpPPqUcQon*Sc{Iw}
zW|&NCMf0HX(ArzCKwsUDa$-Mpm7l;iez0S^bpi(ocwEp0Jv$RkD#V3l5?GLChhiIg
z-+J*(0@4h8JR)!*o=01RXqa$;?^OM8zOX00f(Mn+Z~^krdP@VWM^6)wFE-#i9>wQI
z(^&Aih|t$}!iC6RD^NDAK$!!A{>P<GN*i%L3sJ5kNDYXijSx~A5Qj6x-22M9j9pIr
zBRvU)L?h~*D2K_OxD!^&ap<ScgqyMMW(DOW_Inf7U61_R1$p;Id_KpJ+kk!Fi1qYr
zFS2FGMj(E%Bp_XF5Ox5FF_4{t{YziKdTAi6Ksr9xdMD!H2Iz<+O-5rjLRTF``C0>3
z=^*MfJ!QF)2G>wMFNeQi4-SA7>Cm0>5|}QJfikHp@~#&;%6~>){Soe!JTO6i4eph9
zz$z-s=}?Ro`*5iVZA+@(3&W|N{{_o;!#Ei|1$hNrCQpEQ(iWt>x4|w?#kI!glv|Ka
z^6~la@Vy4GPhgxh26<~4=6_5*MeRf%O{ohA<N?r8Jl6)qSWRd*W<CgKH4xVn$4mJ$
z#*1TZ9j7_QpBbN+C%qS+qc-xrP>p!{8$yAeCP(m_VI#siegOJNL*PobA+-zfTGI{&
zv@Oe(Y!N~yxe}g5Sc3UdOn;BCSudmQRtfJT+<@=?1E$-^FCgH(p&O-G_W;7(2(O#>
z+5+|SbM<XO$w=)wqx=l&8U%JMwTqyAd&F}$?5~@Ac4`*^(&9h@busuX3&1B8VSP3}
z*RHH&AU{0=`4Xi5`D<hPSAd@`ZSa_AJ4bUpFb(`0@V7Q;lu|=C{MTdqZvoeLF+!cd
z?>FGrX$aixoz&kj9mC!MO}YYU5CO{_v7Bz=(_AO4zeCiwTR)@~Ae^_aZ(nY|uD@31
z+h9UlFzKL`9&U$o2;^Sa9-)2N`YN15puU9nUixWSe*9Np9F$0FX-r6iML#X8!=Q+O
z=i^u-^bGPGLTh<1$_NB%E1q{je*)rN0^WrF8ba&+O6W(>2Cv-+uhLrmzPUc;y0l*(
z9A83y6VAi55YsA5M`AkAOxyBod%kU7XUdYFYtxQ5y8O~R|NjKYJFg+Ug7EVH*L^WS
zT1C(h)W4w}(hKd#{b-+DNGEYyP?ntPjPMxBp;4H=i*=~IlN}ITnD=7cC79k1aPoW1
z&&B%vI;6Oq0qYFAGK_WGjc2XK`$p=|pZpWRiDL+x_2*AMi7*56|AT<~{Nx9i{sGgw
zvHh3$-1V5gsNZjyfaL`U&tv&3EMJN+7W1ny^<!F!kdBas&#xgMd*mm6=>K{8^Zv)b
zo1)D!3CEd3F)vIPwf7<Z?bKY)UrF2h8s_@{TG}RN&@R>SfIid5X!kX?^?m-8k7K5|
zp2@Z#k509qP3a^%nrvCJpN0Ksq{4p_b}aS_;4@RQoymSB+nMZFOxKH;fg;8;n*4k*
zE<<m$m96X;Jb<7fWEkm8Z1W>8O1+7)$Ak3!J^DtE5MbGjFh+;eUesM4)O9bQ-2EQY
zJy_1d^m|jMnX>gKGWJ(=+W&R=Kh=@{g-$IqU_v|irFs*37;qjzdtLmW!msJ>|5}&-
zf{t#hr~kKQQ_q`VI|s@LEQ!=Eg7$XlPwaqSDgT<C`=6HE+a3RLxt(2NmfOQm?zg8s
z)1HYyq!rrn-G2(?TgcCxw*Ad9wCCeielyC5qke4x<v_8aLmxtUf%bnY3juXh>UONV
z)_Mxctec<=%g-R7-b^0BbTZw;^g(tr#kc9N-zKlavL^2lZO0lg`Pb;VJ>8OhF6=|Z
znUI64Y5dR`;VgtSge?fO%(W&T68nCSqt+!qS00!8UVamyoelV_X(h}-*o0*dmOUto
zeX1Abb^;!!cs!<dOzkM&N1TrFrCQXhM4N#kwmcsOpq#%<-cPZw)NT>eO9K7XBHBk;
ziaIpMjMHJ+Pq86Ol;S0+9Y%bvUi}XB;034;ZKOM}-!WoOXr@eY-0$GGk^}l0F=U?^
zOQ!e~=_|DpXd;f$HjexWbd|?LUxZ$=zE3rp;xE!+u~)O4;_lK=c;49GYP3HI57=IT
z2dtB!#=2PSH?5KGgQZw^pXC;~PmPQHmC>eNC7t*)u|JAsMp|Q<#+=*R1Y&&SVKBvG
z+V*QcXRSe9`kjbF>2b_ov29StuSA%v?^mRb|9reN^@b7moM!0w1+6;2eVl$gjF7HH
zzt4=xK8EQ#aFM(W!N76*v6y`!URr+17BX!U%wHg4efoY6#h}vL?8DUvJbxk9>pWUB
z#f3cVq4iJgl=c0&-tt0h&mk;-i=f9I#r_<{h7m5{?_v7~kVh{=UO^g^?+|-<*BgLs
zQ;&(~F4gzV)R73ia9mUIxhHAw$OO3IG^7s6qhX~05m!q+#C@rqn9k*|i#<k<u@@MY
zSHUO|(>%Q=7?O)c+`3pEg@Egia3z-W#oUcl;3|R7dC;$;IZ|w{69C?`N@p1{QlqWq
zS*WojkX{{7qilnG>2kDRno-te;@S<wb@jkf>0`*2d%z^g3zG?0P3led6{cvZ6Ywvw
z{yj`@6aUlEINB37_to_HG@KOh8rlj7#$GPL6axMv%Qf~1YmI!Cp2xZ>*e<|)$CL0_
z8^Cs{j}cDt-(ugrVKU!=eXPT=U_X+E{MQcfnTri5Hu~u=Uw}MzCiH0!_$;NJ+XL29
zTF@Sh`bc}gdP;k@2dwY?GvoNBcE2=^U#c%`4_IILe=v?;dT*>fV14XgjBikT!1_V|
z!8m>i&-v{E>+}D`IEJ<dtRLEb94MdAk4?UezUfn#{?*X;Utl^IQ>4D+Zp@>9k(z3h
z|7x_m3jzJ#)IA93E2nxJfHE&dKJao(zeYg6IyK@nBwxieQ$L4c_LI5;p#))!-WNTa
zd`|CMfYE1ioBn*uCQSd-t{g!4RPRspO|o|vrZI%I#{5<o{Wj`jPu_95eKJ#@qj;|I
zG^8Yi^YQr{Oh=xE<TE;?{)p+*2ox86#TXamvkiREoS&t4ot6u5LSBn9qaFZtwa@aT
zp2}ClU?Fq&o}sH|3wihnY!LD;g|e?2%2XHHA@@UXvKvT-D^o=Ko0Q3@n*i;TF=9V&
zru-2o@=Fj_4#NcbGUzL9N4vN`%3JJ1?91T0Np6$PA>9Z=5X4@k*b}0?lZCL{-X!c7
z4cqwS&v3l=zzgWJtx(1S!{=2?CoHc<y}lk6Dp$i*)>-g^dKAaHAEu(d%26jkm2w>n
zFnwEf7T6Rg+66{xy&EQ3O0oV)h{~TrrfoUeb^BmA;;g&bckAB01$<clm>ypd^oMXN
zjxbn^8OMuun2f%)&pbDv)FDnLi}4H<drnV)j6OOj-=gk54~i`|w7ojR3R?))smF01
zD%z=Wu`fT>z<n3mf3jQxU6tifX!`EzA;j}2u$w9E$C>c}wB6Rr(}ca4Cib<ActC4v
zzJvDL8ekQjm1u9*n08dFO<}|cT4N68d@v>b**bqCZDVifF@<KdPyG<5eLN8pX`dQn
z68m_~NK1x2Yk2_%S|m&#gQ@B=7^w_FyrjcO%O4@l(jP)(pII!zuA4<VTKN%e(UDMy
zYtzTz_un88FZDNgd_LB{i|~}rkHlY8FL)E{TGkr%GY}RbOxN$zz0_ho-}0^gesOP+
z-o6F-FhzTCyiKg;pbo+hiMF*<jk8qCev+QvyC?do`PKB_jG++^)0wKD+2e1Y-ht^f
zvy67$LFCcf@!2SXYTD85Q&~Tsa;=^U+mO;njr3unHL~^Er|r+L{L*=re__Y!d}gL+
zo_jIVi;T3e^<2)cq;1d1oK90IqwM~7V|PZ(En=oWbN)b&$(>HspZHI0Q?Vu>8Fnn$
z?*qj?Kb_6_7tnf!>pG-?Ghqw?ohSG?P*IZ*SS~#i3_Jf9LA@29L$Kzwhtxj^aLh||
zNZo6|R|Y&pATji%5#-z2L+T#_e*S!2U-f?M7s1+52g|EE2>btE0O9~F$idb$k*cH%
z|0ST6L16jTfSXK6r3g&Cn|L(wf^+*6=RK`;%x3?_d;hoV_`hA3|EqcbtFgBQ<BXn}
z(%C)rXUC1}Bj6u8h_f_LLb?Ge;`KR%jR>z9a0dbMN`%fTNmG!Xrik;3t<U^~4sJ%@
zl)xw(=WkRMEjvp{=L0(XqXX3b9DXcQbo#Rt>39<7c68h8FwVneoUxs1$i95ra9D4g
zlg%O7f_j(uyo>w?n0ltoml~=2)2WA0Pb%2ntIUTQ{(9<R<tmg3M^k@N7NaeIfPGzW
zz^ewV(`~=hX5$>BD$WBx2~V^I^lh^Vs15cv58+Y6-X=SCt`5o1^!n4|GG(vy1J2_l
zgvI&Ngz&G2%hS=PpAKQ^E4+{P0_`_R6X9Ia8B#a2t?10nLgTzF#U4JyR0kL0Ww^AV
z4S&=58ah{lAkO5_I=zfKfZD$-o;UsbVi8}OiE{jX$Ps6M@SZr+gYTfTPGlEJ=us%c
zkS<1G+YzZhOLt>Bz<?hRF2nJTf$98u=qOD^e|R6-JASO6gK#<KLzsFHY7y>3SO8r`
z{Yj*g6WAU>lCk^-rV9G@3fBE-z$zW+zVNrV!(_CHC*%9{cKgLMI;b$2y(s#cEcM3s
zVLOhVl7tq8<Tvsv-oF8#dqMZ#DXu{6#XYl)?Q|RE2-Mi8LXDb^aARtha&BrD`vR)v
zap1)@bs<#ZTEA)d4`fH}ML=w&9>DTzy#2WVbD!Kul}#{RIU71EEodM74e8(`s8)`{
zy-F`AR)?b=dkTn_&O#vHZYrH87H5g~r`|MU-zKPI!EbvB`r{e`o!>B1zL9=Bfb$(K
z^pQAA&&Yb)s9R*>{It$%!p^nyg{8>HH3$QYbKg_{Uwh{s+g5eQ@!vVuwVj5<j%ky$
zv3;GFOXJcMr;xTOiS63-VYY-eusCESeMI9W72&j<Cat|l1Fb4h22;1OjZ_FG)`EIt
zPsK?p(k(pJ3`WOFr|}F7Z377c2*Ema^}graoAj-WKPEKo+WGu`=brPs=bn4+x#ynO
zjg9#+v_Wz2*^G6nm)RaCpV5vJeW+8&t-QD&)}d~g8haI5tZ5Tv%WMl`*Zh<G716KF
zH;TCm-X_*-$$f7$`lWd>Uj0KL#w>q!#{APB!B;)M#m||Cy4ZZtbZaxFTdQ&2_LrPf
zId|>GbZa@L-9Bf|WxDw?lvUA2z6Q^g5&ORUtJr=T`~daqV*(rH^KyLDXs_*53UP1u
zp%1#6YRoZFF;417{pGjaE64QjG2)|3Q8&emvHAQ-^F0SSo+`%XM7vZem+wK$HQ#Fx
z@vkw*Z{>RvQ{%LY>3UJuiaJ$3GsN0%^wUt^Y!Y<~KSB-sq)`X4S0yCsA~`M@LmFdJ
zOE<4G>y#K3@CKaALk5Z~e?-<v#YUZ_5aP>;`V7xsqrUPfbB+3oA2aG8{uXQ|`3!s@
z=4wQLTK1{MdWc`jXVX88dQ#SfVjL1~`96x#e{zX?P`n2-U3<xFTkbzc4^Qgp+J)vm
z`^|mMw>Rf*@GQAhK9gUd`C@JFRKJU;L9UJdtL(3=LbzyyoNnh&j<?I}gllBX?Xz?H
z1!6u&T-(V$y)kZf>ev~&+dw|2MLzxw?XsD8?p`a8fjUmk_oVZmndub$lQ}4-yQcbn
zlYP0#z6Mc~?GbuR`4-wji^Q5F`Mf`LM*sFPfm}m!gdUe`nW5qL66{tP&kgwuc@7)}
ze*hnW<Hk7Ezy2)V9TNF6)gS5?>jzE^&Ugd)^*j|gucbNmA)~#bXmqC-7Z-^43Iy`q
zsY&+Xz7q9#T8!VwPu-VbA4+-K1rUAulX$`)UuS&#!q{tw3XmT~&_&w$6yIs!euc<`
z^PYt=KO4P`(g%pjx-P;=gE{XJRcs>iK5;faq!$hMFGbbYiE6eI1%HFfJC4)-fM`J{
z(L&r|i*O#{YfjVfB+*r$6D|1|#lTLq{FFg6%3cintaz3vvBy}dCRnrP|AS<)g@wge
zO5H`c=fBJ|78Vv378Vv378Vv378Vv378Vv378Vv378Vv378Vv378Vv378Vv378Vv3
z78d`LF!764^eHW;pOb?)xv5_K*H_z<h0o9o;)B$#T$T-%t49wh^JyH!y#;g}O^_zo
zB8$mlW|k~wW|k~wvX~`{*<!HBVzQW-nVFfHnOe-f`e$bMcJ^j=_U_$#S5;ZByDPdX
zzO1awh^)-`987&F_f?=1Jt7$A@+E%CxGb{ro=50cLZaw&B!CT1Yy+^tI8N2yuH8g0
z0k~WMiEbrBssQvHuxgyUKu6TvCv<zt?AE;71ny-wq}gNTQ48>We-T;}eha7#L(XGp
zS4%2yjz9uKNN;*kQW>qoo-g?w^mVeO=M_z%2Zx@<b!X{6Szn_Pa=Kjq=IoUr)|rN^
zVEjhB3T76a(lNA9wADoOG*fzVs8^*KkWM1qaT8+spl`t@OMIZMlZMu<Nf$sJh_8SR
zd6h)RV-BW^<oJ^&SY9osB+bPWfAkFLA$33mM2<rFFluZjUnkP*+bV!Cgrt7c^WNII
znnn`%c7tCFbr*<w&5{Ce6^OoCd+Hq6BE|BHKNW^Q{_<`JDF=Y|Lz|u0LMafJ*|7u5
z=mI-AtlF#B4|N7EZF@#_h2+08&o#60Q4{2N&gCqoMc2a3?a&||J<+A2-74h<G|y5i
z^~qqcs{|@1mUM_r&>W;5G!=7yB-;?@Uq*e~9g>2^r{NAEBgz9<K=5xP8HS#5=?+Ol
zAphzRf~Gc&wL{r9-WGSr!1RZ)fKc#d3+&r}8cQ{li%PoLy2UC+;Qsgus+ecIIV$)d
z@KZP?oAy0s{_q~GQm#kY3G!K=wmbF=n%eG~Ty&rJt`CYKzEU0boCenx=3GWR_YTr9
z<tQN(W05mf2rv!VOn$+-D~=~^D*dw!hu-}QrN>mG4{C<!82LuZVM?)@M(p|ndgm+Y
zQ-{|-`@e15UrF6x)tiH0>{>Ctkp%qRaDYX%u?>YM9U}5*HOpLG_QZo1)APprY58y4
z$`c2$0FC2MW0u+JX{<4_q{!`=s%@BMXi8&}WeiJ2vgKN;E7n{R>jh<DaLS=+T9zeh
zAz~fHFkF<lugl`$tQ7a$V9Epf+^iftOGT0;yBvJ=pj5PmnL4LbVk|8l1}DMY!bGu;
zZu?hm?Qj-@a2_Mb8`Ici9aL<nQiMHj-<+~q7ly%yUele488vTo-soMH$l0~-5O}tT
zA8Zj)5~%+0wNTE1eTJWfm|#&&>dB5qFZMqB^CtpB@MY7Vlz^fMv#-d*K?~{Ob{IO|
z=v%bjbRMStM-Q!{mujPSj84y5Wr9~nQL5T9VwqpfrK2$j-g1wL4A7N?>wj%cxy2)6
z?SiRXO=et|a6jzHIcP>rnhBD2Ar?e46cCpM>x)>n_)vKK6=9@g+(IUpbhq!etCVx_
z=jo3a(1%_?+kBjV?BGT^+Un>#%>w7f8!N8rH3tdbr??e)<_jDJP30Iy3nN11pJcm*
zzs#qwb-;rmo6lc}5U6&Y>6L6ACW3WHbjw@Xi0huN8Wy#}0S7wp=B02Q2~~C4IZMV6
z%jgCKpcllYM1~y}NosC8Zn77Aadz&bxLuu0{EcJs`esg>M^Rnr9aMQ#L#LE>QV#C8
zHYR@@QB0;P6wO`MbGO82)ct%0N=d!-?$Nis<wyc$ILXqT+gf68Kq}kOW(o?{QeCRj
zH~X#FvZtY(%0ESgK;C*T(G%^JDp^Vd#;sJ+BM&K^<O$>4H`e!q-<93!H<p>Zm)~ig
zPTyX+B`yfKld$yNG>$Vd2m<>xM>ZbSV0>0K9t)IJ^;;VX+6U%zYwyyYpu}Qmrk;G(
zZtB(rd=!7`g?3IQ&-V5Hc`S%~5j_LfBM3ZKd2l2Z7#2XKU0^O|t5Za?4(^)8S1gF*
zb`7l01H3}IQZr{s@lp|v_eO&&bQwKX8)^K0H_{+OKZk=WR$pDfM3>^lLvw{VNfYzV
zE|geJfTCuwoi+7mwH>rFQqiHam0`z?=P)ivtDZ?O2w#Fn>(WT8ZrM+y)aTGhTX$H^
z-(*|iHmy}5lr}1|Z4Z&3dCHfc;j$3{ofL6m!qwQQSQ%^NHu21;{5^)^f2pkCOg>u;
z5i&G1mVtzHrdX~s+M5umx>`_K=y3EgcHv{1o_F!z{)W1)N<frdDdsgKq>;~=`57IP
zqI79UWhK$}H{KM_;$(?2gI$}Di7jdEz^*189wW*+b$~{MG5f!46_Mo$L!?@RYdl{v
z&}A!*S)7xwCdE81N{ZzMWH#K`#(LLOwK_X~z*Hns6*DEwGL}T2hzmjL5q9v=1~@2w
z4xDgr8_&MEkWa)AJ%?o-M!bqU#SVUH%y0Vcv76KkOdf>R_t6mx!DC72T!uD+<*yaU
zycBIyuhL1L*Qq=^$9CY_UL#YGHsCnX&`cRVK*r02-)WI^ryWhmxz_pi1_vkCcUuL*
zRH;I7^B)YYqu(|6Nl>6^6<nEA!l-xK)otV94Vg~*8WZXaN0nkml9U<QC+A8nb~vT_
z+bJ{O{`U#XZSK_kVCFIfe=3Cv(I2gx68tmKpga2r!}&k|VchEfi96yy4-?PI!6hK@
z$$DXGWQz#rp5dc1_8Dy)rTrE|pfME2<~&;prbI?9T$IRa6&c_q{U@RZf&2QAy-ivs
zt~9AT(#_npU3=H|S##CZ1ektxk0h~Jzvzzr61dcDwcNz98<46VBN=4Bq4q5T!h;i$
z%(=k!g?dWsjWD3^n9B9h@CElW?`Z+=x?-cQZR+CN_C`;O{c(3ReRxCwjzz$<(}8{|
zl4fMRnx#lPL6O?_o0+#9Qi{;{NaQ6VLgnl>U0W!%VlS=c2f8|{|L6SCAWauhCh`n{
z0aFu9nZWPM<aVSqhoYIpyBSFGHS^!85Z~22#wo+^h8Kc3!h(qBQASaurD0%B^7u|S
zc;rUpWX#BkIn|t-2jvT}ke(YvrF9qR>451nao<Qs4$`pv8ZYTvbLtTgN7AOvv`9M`
zgx%EVlNux{a}ViC(_wkYJ;X1@YyIr0`{`%qVGWY9sEi4>Z<kL3AB}b$Mjhu5Nvs(%
z{2-UwQiG?E#lKxi{D-&gp9t9hWrS!>rhgwG`oh!8T~)2|X!S@-tt6kYM3n-aM2(vq
zMHC_bm$Q2T40#ZF5K5dTR7$!~cbJ4eDdI2;Eiwd~t+7)}{SsqE?BQ&rYC<DK-*Sci
z_jHLgqc{9e*KXh}2g7cM05;xm$@7JZ8cBY`tM6k~>Q$Y>qSkB2(nrORz9fl+nAxfn
z=?WJAO*LbK;V`R(2d1;d$jvLy$5`omS-2*}AJ3Cc=%sJZcgjN@DNJ$0-0eP&*6As%
zx3Hx4h=VcqlA<!11t|AaN<^ER!0X4Xzoq7RzOmF42R)|0wWr!WE|JANIy9#?XI|b9
zYE_0wao;fqUz4hI+us;&E1<uF$W9IDzTKdVRBd-?`-%&Qy1nI_)mKqP=pQt!*>4PN
zr6jtZr5;ngR31~jLuzMuqP>Uu7Gk%_E#cI7^C&VhgPEfE$Y7mNWX}nqXE6KebImU^
zHTf!RoUdxJFQ~E7nX4u!W~p<qYx0=h<cFilbZYSVuBXfdyJ1D*a+7kJHz!?8$+&T!
zHzw?p|6a+bttE$xlz1jBFW@6Re8R`5&~91O)?ymf$lMg@FjQ?(pZN-Gcp)`Zu2k2u
zWV5V5HTcaK2fxUZ-9quTf0!ar;)^j^;5%9B24^@Wkb%u$f82RuY3y(UHmBXG74tz{
zfPJ(svNpk5HBJfm%G?(lA$vv_qslkCskI4?qoo*Un#N&UQ(%aGuNn7UPK1U<S!c6P
zLcvHv7+XsqN0L~DWebyv!QS@w`~+;G;^WKvPJj|C8O^G5-tR&jS&0No)CJ91H$kkw
zjjx^(@2yUfRev!X_jT6l8yBH+!j>ai{{HYVKUxeU6O1d8kJ+zyO?J-kb~H)g=-`W+
z(x|As+A4Z^NTMe_T4pym(g@nK$kOkqD`4Nu-Cyn^)sKXkBP|!$KN7Tus=hogpZ3Q1
z%ka0NV<rloJxlNGyhfWhIT^yP6y7L&^B8!sDK!x7(7!o5Ng1>!SyfyWoj;jM6amAH
z(fOcWzg?wz>o;}gb{A9f+Gqz(4}gYwea8>E=n&QplQG%L_+EaQ7rdEFt(ig;4a3lW
zv=p9MFR@w2JToWQAs%Q~b`-)xraU>$QGp+3Zy#l&3v;GDijlWMMzhr6TQPTXoroS1
zRU;t9UU%VZAT|jlmBQ`-ejcKDQjeFIaK`*lf`zxwlhOGVaqQY<wBaV{X^ZUQM6(+@
zo9@;)WEv#`vM3M5Cd#_J-Q1bPtiDmm=uwd~0f%NjNm5r^tIM@T^Wbp`5l3Zrj<nJe
z)k+IJ3xkH9^KDdPbA;hyt86st`#~YW&I9bSL^>Leg#U3tW{tqr7#ObX&WX3tBb%m)
zorig`tu%Srz}gogy<K>Z_dkZ%vOx{gyG)!)*{N<L*4WC+)ny^y?{zCYC)=kVcSVMH
zo_;DTJZGEM$9{%LiDdsV%KR)6pn+hVO@P=5hhASR?JhZwk2Z{SfL*aZJVyB}GA<iF
zgF+T}L}$RqFA%+SrKx&Y$XUTslh#|NX|7$cMD#G^3zY}y{JM*091>2K%`y`l8-j#p
z<Dp$J)9<KwRQw{c`h%go;gz(f6-5v)bZA-%A3;>mv4dk>2@im2NGjNhhJj?3PrAj6
zvObKEw`ov;KhMuPb8*IIx!}b6ysPak9I($y)<41j#2>m8hPVEMt=}?>fWuf*&Rmgc
zxFQ%Yv`Qs?WwB%eQJzJD?7`-`a?gvqBu$Mo0V7fboBnKOxsjV+xY72qeVUo~vd0!N
zCmE7b&YA}P5kb=6I0YFia)$O=eRG&jK!1mBA@2vvpjQl3I0tS=+>GHo);$Z$s$4jS
z#Ba}F&2;`orOFzmSjao6noPqV^+6me<+gb<W^bNhqL}r=!Yb4F^>8BrO`*WT<msRI
z9>J+IW9muc?ffZf_H2)}QT&J5oE$&MBp{8y+F7@Exa_r0kE!>v?L|e6J|Q2*Z6cZO
z!O=c8IEs3(t#7V;J)D%VEB@j~-&;@fJ)Q$9fO;`ZTt^pEdUn*^i^iTYs)4RuFF2fq
zv+piy+D9+Q5k7_JrjNo$bo0S=Rq!AUjtt<k%7`V@ycFxC8LJVNKU<xx_SIAvUCvBe
zH5~3Y90U>-9gQO-zCUxG$~%%D^D(>QVTC~>y!C72Xw`bLRdVbLOg)ch>R-;q8YR1F
z8g2Rj@)ZI(d3C(rk&*zZf`VrxmPIGX$omw^mz8CpKdD=q>`bkb)>1MUhoYaa{@nUA
z{3#x0_1JC;-W4ZX@TvI}G8swE$a(fOIbRGveiw=<bu22R3G>e2^Bg5S&iQr}o&`s~
z5k-R7Wwtm;ZQ4LcHFqMhh>bh&myZS&$NEB7vXI(LnKDIf9r^xe4f(BXmppiub=<P9
z&rGd;0_iu7X4GuWu5D0?-nDsr-{l<^YF!(I_#VN7E`!b=TKiMZ*Sljx%6sM-`}GcF
z{^i*hA;~%i;jMg7EdQu_4b?J>Pu>T_`)@jp)L;s~8(0(SKm@g$^aNpURopw%(GvBt
zLM7UR=<3(gUe~r`SL9Rz*RtFayKFwyIQ<lqF|A#PBy`7_;Vk|i_{o;uHHFtsF?h1w
z-Kp^v`7Q3R%{48`i64=jXFy9tc;A~v<#?Cg&BU%3e%Y74TLZq$N3F3y__eeq8x*=b
zo(`IWv-)TIxAvC9GSD-u)A<5p=fi%UERmi;lbPU<LbyI=+x}e0`dr{jCy6LaSe)8I
z>iIZ<5t$igI2%J9NqNC4eO(_14GA~YEIg?4c@r{s(pMIT)72a3{w+JHB09`kK`o)a
zp7(r6ZOai<pH#@-b=mB`_m^?iwI1^B(GE{VZ4CLeG@VNBZ|8Myhzc~}sa3iXyJeiO
z#jnXfU1P%|fAH6uCnv<BO|WZhDqzQQ6Lis%GGL`!FescAe7S;=;U2A{e<|u$FfI};
zVAamqz^>(Vl{VookNYy{&Vcl{sJn9QXOOEO?bLcDYSL9BHcUq03Z-b7lu|z9gQV=X
z^>gB|@@#j1iPq=PPa*62Sw|~VvvRYRVw(r-L4f}e9hZUNA+DvQ>J?X9m?BpABS(lv
zE*nx7gBv^~5q#mR`AEu)ui#vUrMD?2${_dK&Dsl@k7An2z2fpGNvD-DVTpcMbxswM
z4xw>s42-1zblS1nvvD8YESCrpX^fiE`r&*UlSoJfC4HeUtB8O*l;7u6xGAGYbGn<M
z7k&N!bH=u;iJrQr!?vNA8nu^7W2zwJJEF6*Wz0o?bF^vi!?LQCqVv_P=aKXs3_{JN
zPg~2(D-;13Z{VsmB2IRz>s$L$(KnuH#BLNro(4S%Q5BXYcv;E(8sPp-dW>+#VMveI
zt$(Apxu(xZjgUQ=mocO7GprCr%*UUPqP(dLOWj%KmrXsL#(C!Z7`mxS3!QglwVcEC
z7D4X1<O}Y5Mv_B1JOf@jztx130_3Z<t9uZ;?|4_#WCi0`x~_7=HF>fivZn$3L<ye)
zDMxr@DvC0>h5pynTgE+dPR0)yjr*<RvV5LtCCX!-nq!9dAWggqF)`=f*c9^Wo$nre
zgUleVE={j9@fv->n!q(TwAgg&ibChn!cxP^IjdT@m6el|K2~|ki8LjGMs3sNF?Cee
zm0)`AGE(}soTC&z2yj`Ex-dGVzBmc;-I1r=T}R_rJ@g);Z>PJ}5wetNW*yi4iZSoc
zhi8m-&jY(l0?*e5_f9c3zHg}oF&DNKm;86Lf~kqjp@;2tPgz^1w=fap!H2fmP1r1M
z!iRZJX0FPZiBRvUxyPJq@ydLe`Q%xNakJyD!3iX+y%Fik=0PI@-#1PQV2OS{NFI|G
z^?eiCN-G6ZNyf##8d0DB08kfZwB7;JsgjGJDyx~*&mhJ$>fw?3*4u4b>SY8g{Brzq
zL3T@?0|i$!TWjwJ58psD=Ac`D2<YqusF|`|=vmrr7Y!x`jGoDOdKf!yO9{=!c*M9C
zXznkP3J;D|)DbvoeMqPg1QDe4CvB4<EVpN`hiU>m2dfR!nWv>)Zm{uMlyt={X{mW#
z#gCYnC!Fx15Jcy6pEJGC5MCzi+ENk{;(GmWR%Xlhnc{zJ8*^Se`mqWK4fh?4U^;j}
zMezCSia~~c8HoNRC$WCuOAJFL*#7qLY>J6Y_cGVN|4>lIyKjn@RIYjQLwtNtS<4U<
z5^OV)RVCoF{o9t2ygOXB1?8A}zaS!;l81t(Z)ez9n_hHoE+e;&mOg?OTvLr}rLs^h
zNbPZZEK=r0Jj!S&o5Rnp(n2gr2=%jVK*ai{01+^zO~g{u*E<S)IeNL$99+s`Q8CDQ
z>l?x%($jp5XtsZkz&NvCsB23JG_C&i@!Vie2%6DzGa%q5z0BIRqJU4!K*vA)3aN%E
z-UQvVK*ov{X!A`c&PRePT&$0i*tFY06H`i8%kgRtCK|%s;fqBIS;`?6!^_gkN+7gi
zhL4@kMZjtaT8gx;mvvdQtDDbz6=`rXi@AL1FHX8v*;9bN2U})9Ju??S4Xe|QiDi8s
z$$p7|v~ip&$9`oSU*-?_bRKdX9Mjr3KJ~xf2{>M3TT5DuZ-Yu5^!4rREM2&kE@_M5
z+S(!PwG!a|QUqsy)gMSai|oOZTxJT@q`@SeQ{9UuU=Db#bKH^nNa;J;^u3K8`5K+S
z(_R9MNMdlo$ML!S;V8V*qv2&R7jts;b^>}UatX#z!^nB9^!eUAQWB%NRs(txEz7jl
ztg*2(R?&MDE_tScT6iS%(Mbr6q4l~X`grzhul52q$}PPKRWma_ZjTyt9>m(o6eQkS
z$x2RPnok(CI)B(3nz!Y2|Gxf$re*0qO_DlcQbSI)LT?$s!%F`hAz-#&>kmgXB0A0r
zgvQe4<z<Ug+Y0(SJsz3h!yeI8iq9MwyHomc?-~9g2F-nPKZ<#{<G~OF1M>7aepWC^
z&5RXJebG$0VI>_qhV3|ubMaDoybXsAeV<BvJb}Op$rOwi{sZ~ice9=!{z8`HvCXhJ
z@Vsb`F69>IXt!dT>fLDAQ;1{kZ631avYs-6yhoV}viEfwH~3JYgsnIanD`#Y3!Hau
zhwF9Tsnt#wt9?|j0?BEg%tq#ZwsUw__fgxndW?eyNk}4gSW&Qrdn!Y=Vd+Wqyv^mh
z^C|fS1x*CAILPH&#Ob{9JjGeIR-4VUD3sSXqny5doUhL`qQAJErn*wY5WQ-wzut)N
zqem>97R=9+*xg1}ui2rQ2iXRS7CBl{og<_|D%v^)JMty8{<U!%dT~MKYxdm;%q=&V
z%@geSAjcaNV=|I^%<+5Ca(nd8I>|ce+8B{TJv7O4JLYUg*Sl`cizUTybk=6#C9q6@
zVy2m^T=luumQiq>5OQEyQDyY7hn}4kGy5}4`xSh&`Nuje6L_<WZU8Bz9j*`sEmiW`
z#mh?7tqS3jebKiK&<pgSypvgt^%7E(fKrKPtB#)}Xes%=ig#dRP`vNdgPy&fywX44
zbrhBdvM7fPniFWEb@*uTCy(4N75G*-OtzVWGb2DT70-Gp$#`ro_^mqX;*WajJ;-*Y
zuHj0)<XP;NHe$;xv<4b<IjqbQt3MM)pG=orUP*7AL@^hyh5E28E-S9-3=$7;;T7CA
zT9ujr?)V!&nrqaA!Q}i3F;5{T{5W52?OTYtnmi%A-)@(;{w?@%)%Cm(5JI$I(_#LI
zc1Bs9)+hPisY5o@guqBWLeOP6!7u1ba`(F9HZ`8k=C~ek<>UcRVqc>hn8MG^HEvbA
zqO8I|*<<vxnIE%gLJL))an*)pVjD-E-lQu@s&==<@LYL>ruV)_1&6TZH-zN}+dhn)
zk^II@;zrloN(@rSrXj^kIxC|U5mYn*T6=nuZij2j)y+JOZir9y-Vy3IT~%~BEPSNo
zvA-rP1>6%H!U}&>%+@ChpZ==zpcH{|qbtfF%t;8JPt?V5x1R3n*dRQTa+qn@?mesY
zzWS6kqruW}W*xnf?o(6M*i-&&-KjP4pE8LXBGVRII3wU;gO^@riWwjs<w)14`D5c=
z?HHbf@I46vb*tMSBuuEZZ*cUX%1K|?%(alkBe&le_%%KvolxDc?D4d!ZYI6fJ0ijK
z%EU!c3dxH_W!z1tvD*7xtuaxrtwGOfksuwU>XfY{b@iIpR&u|YlgKGqGeyir2A?}Y
zIQ&<Py=Nz4To7Iy45yr&m3t(=bR;RCyiBXd4V9ImKzbY#l*0UN8SIl@QwrAuEGQ%v
zf$F+$;;A*|@dN79st>W9M)v-xc7;g^m-az#efFAtMeZfH1t|^F*@YI@Od_oiH)bl?
z$jBT&Vx!QMw-iWOw69RN_lm*XJtl}O`+HXlc;P^Bj79!ov=f#GZP{#ROtdvHQ2x-q
zluQ0RS&Q=$RswpMTVWqiIVzuUm6`BaJ4@c;G|=>6y&wJ^Jr$4DfZ_DMOF<amY-YEX
zOIw0MGZKU+o@k;a5@(0@omDO9IT4++lJ_em1Q}t@5Rfr|jo9gUQ9*cywV!2!Tr(Q3
zN{@SilM0u;Q?66uFkUt>h%T~J+`GxiJIqw~=?%FB4K&GdLdP=nu{E=1n)z*VYXWr9
z##!M5&A=<q%e)w=iTi4lX=%PCOgc81uI^J|T2wRpE2~+Frw{as<{FF$pHXVj@I+~w
zbXy|inI>||MLU3{+_7CW(Mz{oHEm)EmUttOlPMFt!KPK*pP?-ytb<{}P|Tr#Ta2g*
zOB;R5B9J+CU`;N?CmEqFB)dQHRBD%_&mFiptWlz&jcg_Q&Q<~TtwY4EUawMg&FoaI
zNu{b5c0RI3CPO2)>Tg=X5shNa?C+ldrp)d%d9FMp&&)xXje7VS?H&kaoYel(V}=v(
zvOk*zl<OvX%9IQM17d<AsBS@IFPfh?F0gbKP1U5W!mV}*ZS(N+18W70Q9wQK=qEmx
zaL(=}Ws;W%X<k&kO{(O1aZG(o!NMPokfzcX=knK{5JOy-)K}oZMhxNs>|0cZU>m{%
z;)ZZn+Jwr%BY@i`rP5u<GME;32qi6~{JuFDlHQGpc2AAjYaZ5gr_h};Y*v-_$tBkW
z#AQ6<c$feDQFjisC^R!qFZZ2tO1BS_aJ0Mx&N4E2H2=~cd@%j)=X5Ds@Ttfhf!JTq
zioYJ`wsnMvaNLI+LGYjCGiO_zv0M)!c5Z`{X2+gPN9G5uAPyw2eV)Uk<RL@G=n-Jo
zXpF<8?NW7){my#jvqv|qZp2?sPbg=|qsgPj5EoacwW9~~WkH*1;wS$ZqP^c=7LBkn
z;Cp?Sw+o*L1E0mtv#6ck!P<IsebN_;j~tPnFq^Kp4A769TDlz5LFz~b`yWgxcptDE
zZ(iJw#(l}nL|5$>Q|m=voc^4>Sn{M!Gc=jn8HBUmkGc9s4~2R32<{4e;~&D+<b1ma
z|C<;+TUXpg#V<K@Ffr5AEI5*MEJ({3Ksuu$W9FQ$jKNQlB)+B4|IHHOIs?gI&lTX&
z>>ITV*?|M3CTwc1!n;_SLE4Jd7axb@c+(vX?Z#u4#V8gn>1}BSp$lzdsE)Z%1nl#z
z4y-j-$*xH=O$Pe{)z<|DLZ^}kF7|0tBOUEydtVWWT10TL>lU#M0vfeP_pE8<sk6c|
z)$~Q4jZeFA)i>?NM}9W|>uBhR=>*S|4dM7&d`fv%<dw^(!uBX))3aiX_n>0-@=U<D
z?j;bYT4K`@`7PGa&W7CE{FT6)xCBCoz==A|z=;abFOEw3=EXY->8P_H%-W-_)MOJ2
z^|tS4&LkrJI}hXx-3XT#lqetN4=~RIjbFa3ZZiFV8%j)A>bBmk=~xcC80;W+>Gt)I
z^8+{SclJPgk+JNE0G@_Y@3AUy2i9l^;iwkKY*+n=*$Yu1?`#TM?y+U`&C)#-h_c58
z2fm8!vS2%wLbc<$n;Kp;Umzd8cmCpCMW^!3szFQWk+#TIcFkbv*JF;m<|lc!>|l#t
z{0+{ax|z3-q`bb@y!G6{=pD^VNPf}VVKlQ825%|-Mp&i6-e)$3?h86n$}9<L9Gz}5
z$}*V!x=w{Ag!bG4p7v#h>Zf3Al~R*UaK-iVx&-%)ur|q}(BaynUwjX;l9Vsp3slcm
zq$U-rb+ih@Wi?+c#yo&_+f6UyNEYa)6u;d|!ZJ%dc=g^uO_ufJb((40;MGtUf~pgF
zNT%~w2k<Wx9+JZ=>*b^S+jr6znR1-oG;1SkkBkJL>Iu`Zm~ZQj-+E7**0Z-zH`*aT
z1gQEHANnsL><kL?!V13ie*{l6GJXHFVPGFTkX`!y;-Ox9Hxo>|w=rAfQp&WavjSe=
zMp<^j9>?7A<Bg!dX5k$T0~b?n4VV6;*bMq=IZi$vbdFwC{+|C<QJB~LEZg72nmu=l
zF{;ugj2LT4V{?UT^A0B+a^?6cIgVMC<BNL49a<+B^rkrQmi&sc%jP|CU7>%%=8k0Z
z%rofsi@D9PYG?+;J?V;lX3WpJV{<K8fL)uk*=Zhy-3;mFw6=*CbGw}~##~z*#vlW6
z8Dlz6l2vfO4r)OTcpOE%PUOcP0#RrNkPSKrhDLiH(4M;`obxGQKYsJpeFkK_`gjwl
zVC-9URlN4N!8pH!q4H+tzR#|#@zp4TBS+HsBPU=xBDP)~ZT+0OaUU@L5@R0%LOyhS
zc7NM<3>xAlTO_~x31)nQ65l*=ySyKDP{TC_?m|+W#FB7!J!EclrlxA07R}X0$br@C
zkrk*bn;oh>Y#d6YD;BK+lcfvQVF#^W1d`b_xjugG+5|N{Z%r2En&<D${N9=d-D+lr
zUBT^#Z-v-LN;3Ld`>khzD2XzX``<zKK;D}qu#BU)Fq{|?ee_>C#&3%$J^fB!bHdLv
z`X5V#a3J`7!ZZn{imv(lx?&XkK?v>e^UyC)r=(Ao*P%k8MuE*LxuD@8$=4r2=DY+P
zy}Q>>b9W3=5cLpKyn#fnOTWxzLAM51?!HsLjP5}WZ`_o+Z-Ymz4tnKikH3@if88ZG
zYj+|~+3j)XQ;(`1NFVqd_^?as<r97vR25{C=is;FF<0;O`e*&f^2pfY-{J>#3BGlu
zMCg>nucMRVWTCs#?l-ZMC5e&NY`fNV%`P1q|1efBSmu(8G+S6`t}~mm8Y``^92+ID
zwjYN@upgI-GAmJLlNAP)rx|J4vX>W<a?`PI+axfn!5Ov=+x#eT7eh}xjhMs0q7`F^
z-QZ%|wsnS{#U&VDv_M|Qjai;t4VvK?1fOq?B+Mhb!;yCVfwv)N)^Q%nkLYxJTjsT3
z;p5V;%PH8~DE{;C#?4`}J*<{NB<l7s)D!zv*!_0$uWFJO0ZkfS#1l*3!XFOw^HhF2
zTKFpM#2CR3orU&Oqsb@@5M#$P2>c^!!r(uAyY~-u@4vm>6R~u5`fmDD)ZW&?-p<s{
znV5@F)ZWJar;3A-vFRr(y{o0Msj{TVf9LoX6IB&6HMTb~Wt1|tG`DajW@X`Gl(us=
z{pnzDW8`c~?EKTklu^#q&fMAJlVP2ii~WBv1WVf*nVT|dSekquVPpQEc)>x-pltw(
zjD)lV01O-e0Q+14pf!Lf;0q+w7bwUtU!cA~Lw|vRLxF>Xg@r>$LPkKrLdV9&LdV3!
zC7>X}#UsPV#3ZICCZnXHp{2ngVqjvRW}={`q5kJ2V9?Oea4>LaaByhUxR|)q|Bn|?
zHvkm|ObRRu0*n*@jtT~W3I^&25Pj+i1@<os;NKQ7aEMQRp<!U*;6DW#Pypay5D?&y
z5KvH%ke|{%pT_}^s8C-?n1#QfDH%bNI-;}q|H*+N6RGLJP@cIaXZ`Ur02U4t3mfN?
zf`^KlhL(+;gOiJ!M^sE)LQ+avMnzRkT|-k#+t|d^%-q7#%E{Tq)y>_*GcYJPBs45M
zA}&55F)2AEH7z$Uzo4+FxTLhUuD+qMskx=Kx37O-aA<gBbarljVR31BWp!tFZ~x%%
z==kImcyoJq|M2+q{PGVjFaX5A!us6*E3p3s7wRW2a7ai9Na%lXfq}byCJ0nWC=%u`
zUxk&RjU3TPS^QzpMgHW}^uUs_Dqmy#_&EcINzS%I0sIHrzaaZR0~YZA3fcbv_J848
z1t36xecn6>RDdAhr7(gz8~p#bL^s(fc=i$+;)`XKRv5z>?|~+U3d}I=7R<>;7SC<o
z3c~F;Y`X>lWarsw_|{6|zby}1*Z!mL@FWYX5EKT%7<yx3a<Pcyfj;}IfP0@NP@ru0
zsUba!o4zWIT4I``Qjw?t;3ba^jx3r+4af};Iu*+O1xMHKOYT0VJ=@9YE-F^ra&vb!
zD>ich?MB#eF%M7@BEBP@5rRV3fCmN+2KIDfS{gn#&=sO+OP(He-DV@5MjZMQoV<i2
z?%+{3j1@J{!+FGykeMS$5_@UHK6ULbh4V@8w!E=kcg|46LDYIJeIM=YZ1<Xmo=(u1
z1U_NyA;>;70Qqy;@t?)RW1iKkdO?5)?Z-EYt?N*4kp@{G1IPh~QVi4XJM6n`WT)Kr
zvfZR`AfED~QG5?iL1ICe9M7bKtgl47!7gSM(7w9~SCyx;#pI$yYNl^LYMG4SCv<T(
za+O6@MnyX_u+yD1)#aVexY#I(ANlP|M<xiMmesq3yr#5dD%n<Bhv;zXZVo>whzmF=
zu1fMn^Hu}$y5B1N9!Lfpzx10{q#FWEV)JeXeB>8@!BOYC!W5)zgT)KMi+c~)?%79V
zG6UVhD!j4W43lte=Y;r<H43Hhw~q>(wb=ymL#j+%=q^agz4vc>`&*bV@oH{f%zp7-
zMtoY=I#w4u+>G_`sU%(1Mh>XRU;P)PUeGi?aGx5t1~b3bEnHkzkX|GTHt!W@Bjx^|
zl+gC%hawOlj-ea`=tBO8)V?phF<8y|kZP>^coTeKwtz6+CVGpT!1`!e%F)PtgZPxy
z$^`+Ic<yKcz^h1o3ZNyBFnPxwN|+5zKW5A73nd+ve$-rcrF}mUQYX2kw)|j;>E2n{
z?_-qVnOLECf>1v7q5;8h?OFH3t)5Pp`tbV@5J1b37<!c4Jf^qyehb`NtaXO*+nd&&
zs;tHCw-XD0_aVhrYKWRAjJ@Amcu!wW_te)OUM0OOwIsJloU#_%p?7HAyHtUG5qF9(
z`iLAfSNlnaua=Zd*pWy+XS0GP%uU^yB;N;sUX0^jZ-HqBEArbPtH9H*U6wrQD7+VA
zX1}PP3O<P6h?ADI+kud24*@2yj_9Sna+w{TOI7YoyBN{I*GC^;gGt4cP_C&SGalXq
z3x4>{u?l1L%Bx&ZIE?!XUv88Q`BLfV7oBfx_nVp037C>QtF#e~e}`7vsX}~{1Ae5n
z-h%+YO=osm2yGk6X&p*Epern&AO?LYubcWYt`%b{7w;z1FBrpmd^<cI%D3RW1%UTQ
zA$Mz0yn`bI`LSeT{t_6D-LDP$2EnaEZ&aTAS7Gg@){ezGJbaFVNW*wsM2w5Sh=6V%
z3ZmTxS48{P*-saHwsuqfo{T|n?5?dYi`m`M?&~&?znJGXTRwH^x^esf0|DGY0NSfg
zrYEw#P42YW(JK`_LA~FHjeqdI`ejl>gaDxf1gP8%WNnSbfr*nPY(jiV!LYY27ZYBR
zeHRAb7vE@%y~?%u3tqF)#6~p`crpkVwzWe;KIpyK>*F5f7U$IG4DmK8pVutz=>-$L
z7<;k^ki!TOL)F|NvET-2j0qr+SOn_9HkKxRxtl?Npt^_H88&InhRnEJjhMQxtnb#x
zqt9)<(sd8zOTkNw4?-$}*Z95(U}sy{4VG+*A*%=Lh>c1%$5F>pT<qPxBc7z%?ojt0
zWM7Vy6AM^SM+gK{szjff@}#T0`4-O&@d~}%n5)VF4s;VBfC&hI+T*yr!pF~B?)G9*
zffF8$9eG3sWCOe4$*d_n@e-`By0GPZ-x5%h-;zt)y-#NZSbtE|EHb(fe6v+pgNKLD
zpLFUzJJS##^X8i6^R$_)HX|}cKpXqPv&S!xc<VM;6`IER%Vi6W;H#zg*zbKUjC}HK
zmWK&|Ph>s@loW9^OjU-Tb<8vT6WT}TJ_xWvcWle}A>7z?KjN3@efz5GH*C<Ib^l29
zF(O1HVo7uZR|f)A(!2$`hh8XFPEe-jKZz=kZ&}?&mfo*&5x+a>Zxpl^##mhnsrgG&
zRj(OPTE#x4@45|kNUB^%^`me^eyFO*agrwP5gXnQT0qo3U2XfF8w6((cFvLwEQPLe
zDCfno2>zMyV(b${9oVgcvh>VnXdXe);{IUn^ZksmdHR9!G*focgo*V*I$O~27mf!z
zlsMAwXI+=6t^SqBBKs7?8Dit%#&~Ri`}Vf~{iMa`0L?L=+Ul~qwQ7s8KS6yYa_3wG
zFbn<3eD{4QtO2&(9#yNah;MvaVq~<?oyfJd3v6hY5#dQkt@$aZR7YQ|s+mi!bm$k8
z1izCIA>y^*pgu+Q?7iuAQK(5*M@K8m#7_|5bchO~NZ-eL!5a@)d+eUZi2QUb?L+zU
z1Cz!<gqaU)>UP32+5hTIu=KdhYe%i&6*5}FFp`*@(7n3~`@PEcB3b@=W1Kcn1uG>y
z`HD~j9qf)ASTIrlrx8vnSh1P3)9VS*-J2gMJ4lF(;5(d*NKxzO4DR$!x6#gGB7i?T
z{(LK6?{#}tZ`SF1oooJ3yO4=|Z*5N<PqdkhoPV4f0igab5}p6k(N2`)AQ55%1D?2M
z+KX#s_MeBU(d|s%fVNX=h(jVIcZ0pG(E2d84fgt=h9D!bbaLOsnNQzlFXAi-v1}y&
zFPB2do=J;<zORih##O?1=m78UpSf)DK_a|o4>kri-^|*_+*<?R1l((ocFgfs0dADc
z@hP%L$K;JNb2lDJ^Gn)5=wFEg+^4#U0M?rjb1oCC>QadHH*85a<ZZuAz=khoo9z+a
zsGfp%^sIG&UqYQMk#ZQ;>eVMGj}ODc1vzt03>0UCh<G>Lv39Zgqtqt^h@~w}bJm)j
z>}`IU5Z{qqR~Z8(1M9a?+&K)8)+I2f`$<KhX(A0{Mq9P1A&&I$`al3IZwRXw#n5!c
z1-5*yCXcD{ye9l@^`^e55JHl6U^Xzc-@5o{K2KNJ7Ijo|>CIE4RY{1D8wlNvd)New
z>CGgoj)o|->`z_E??d86y1R-JL~ud=YSl<ceqAxT_7pIN=axbL>n9k0*|J48a%Sbl
z2m9HJY8v|;k6JlPRU-Q+2X>XWMyWULwS3pFc8X7TnJR5Nl_ECM&UmD9Fakh#<QMUs
zGf05X-F^TPy?P#|sWrZu*bsTPGptf^*DY`xSQK2zcEZ#I|2pR3HAH-D0Z|T#f^4jh
zu?GSKEE!zKc7^*Aogx-kO}a^A^D0g4%yx+G%zKU#qSiD4NulPmh4CYi-1eTja8E2C
zj_|#`O)$wVg*`o<k3L??I?<nqO03e(wXgc4^z}q;sF3mD_Df@ba^Fo^y?luP*htk3
z76-y*1Nh5^It8B~bb*aIJC^la+s<=G9#pp`E5BU#2s;qH2++YM-P4xT1fW~$W|TP>
zaF<1~-Bw%3ptB}FE8>;MZmdnn>yB~H>6lmT8)NcAj&&Hwi=$)f`QvQxcB&x*L_U!&
z?7Jy!cNtzMOyM?Zij@omW9*}7>y6@UfH?%eRc2k0&gqNZLhvqhz%DBu@(<brbg<i`
zKigU1f(VzF72c>6nFTpA2eWj6A(8PJU{e*A7J>+GD!WryYwm%&F8z46*!&%dEu&wc
ziC<l-ymEihZ7LE(1<kd<qBAEw0N}3eS2hPen^kQ0s=+xDrcK>i?HYnwr?&x5^MSvD
zI*Z;+s~Vy6u#EWPeEEB0F(qVM5i8dkp$vR9J8cZ41CAK2Pz)Q<+*F&tIREcYXKrgt
zz$_a3{7fIp=?&9&K{TPSGg^MvvBz6?7&V{f(%A=_U$1DM-?aMB2MAF0G<V<=Jl>X;
zpl<L+&cpc*W#f1C0s=%4{kwns?CklkWY`%Bn)Pu1x2Iv3Hc-WqD8NVt0br4$KmcJK
zqSueEJ$b*c#}>Xm#)<|Ny~t<cY4C;CN?JtM@fMmOK<wmS5Wt`2gRN{=4>1}`b1wW2
z>+@U4r^NqPm{gu(#DtR<?(PW-ccAa{1t_O~k)PqZLL1yAfB?Aky~m5WpZT^!J?(eQ
zUI+qg%lLg}PJ)Ht9qydpHHF|{>_h||(Z|;)=#M~c`wz&Xr<qT95`mxaDmXy^aFsU;
zh#wI{pC&?{FbI&nnEtPL{CbtLL4av%c@UucpX&gY|Myq<#X()}_awtc^nz&F_4GAs
zPx6fd7y125{ni_-A}|~Af6-wU1n5=#_ZL{ot^I^SGShWTXAA=PExlQM>J%#RsZ&MF
zI|yI^EE;`<PjzFbF7JAha<+egTLuBPK1(TXlWDQmRw#$YcU{QWO;!Jz`vFXgZ>eSx
z)cH)G#ya3XOO>p<k8fd*epjE^bKuU;BA+@y08;j?cjp)oKm@~iKaZWpCiSnH=g&I<
z@7%bA5(sibji&om!l~5~%Jv2Uzm?I4Y9;9in(u=%{nEYZ3y>wFwC6aD0n*(BR@9f<
zPB-KE@0N2>(^CAZpSIv`g~YdqmpHniiDKo1!VH%<?HATAXlSm@SAvL5p-VMN<-SI1
zT0L*_0x_{)4hq&8IM9KC!WA^T1u_YiqOt^ZP)O!9)=sVU%{nQVs>9HWEn8ouuAK8M
z;qq`Q7{G;EHR&DDGZs!NcAJ9(sZH%HCY-RRbC68SqjmWOWM+L(`|WLv9fuZ+YTR_1
z8@ZJ=5f&~CWI4`pH?W7Iy>{yu(rx?AGqIg3`S{%zWE{;4FR0rHc8@GZMg|yI$XeO?
zZg}U;PXF9S(!@#C<XB?UM(59+K@7~m((f^l(T40pM9!;a)deR1I1ycymuyi~UD|Dl
zA8vS_C)A8)q0L&=8!x{K*hVmp$W7OP`yE{13r}Qqy-Ayw%xd0PT|e((BX<z^)8nCV
z|0T^t(%DK;ndUyw&5cuLv?u=5V&tApNy_NoJ_vnLEXkvqpAiS(2oy$UsYtnFEXnVn
zB8SW=#qEgI0z~3}ahKEmu$*>O@k6V<XDgCXLvuVS<EGD2QPB#CyM&ZWGXD;}r!I#1
z{j-Ak<Q=-q{%G(L@2vl=UJq-JE`5m5Uc_~@*pTu3IZ!!lD7E;JXKW0%JkpYpek_w$
z&8Omh?pfVFMu24HWOZ+?k4G*n+xPq^LxYiVK*TJX*UOw@63kd{#nqIySyQ#b&a4sy
zC?j-bWc*%5t<n+y(fW6B@#EyJY)JqD97}7M>|Nty%79ZGC|73NT%Rbl$9}a{rx8vH
z#K%3a4kc6($!8jRoUjk;FHKlgr$P>KKBc_$GDTO?H#&hrSNiN5_)n5!7M9<>WZS1%
z`v(L#7HQ+z^ZoX<6Q-4{DwXIXSaVk}m{IZ>_T2kfws|j8TyM@SNEZaiFFhxY+$&JC
z=%E_3iBY(}LH*gL#O$D3szGP<n%(3UwEYXFP;2aHO_JnPlHFSM(-B8qKy*qY*bmsT
zO~+%BsxkmCRVdGa)mjrOfjn-q&DyqS8vS!_9T~;3b;LzzgfYG0o+Qf~+N7hYOES32
z&A#x&vO1<WC%^vSK%X;AOnlG2q=9xX$5RsKY5SONc>S}43fD)GHo^8!XinjhA5d1I
zu}+7oA%Lq16R}2UO6K<ExO+G6cMk51dP^s1V2;w95B#Dff4>N}FdQ;Dk@oSQ$t;V~
zXBTK3_K^X;8i<27YJpJnqn0$azR`1j*pdOG(;p@YX$O+5!IP7t2aLp<fF5#G-Od*D
z?^~!}0H;FdRv9W|DE&Wq-Vt?cI;FO-zUP-J(o4wG6B?Xbb319%CuOk999$vFlE=#s
zi~+d5w9=ORSd4DF5J9-_?kRJ*e{%n+BJ;>6C-!{GX$@uQ{&!(dbNE2P+BY`|rhq$+
z-M+ZALVi9l;#3|tB4a+a=Nh_z6L0yKBxzfov6Td3yZHw=jX;kj2p|CT+ahhhIzRaw
zkqZJ?3_UB*a_Q0*<M4CkSMJbXOb5gc<~#RJ+f;;)1PHz!#(WAg`TZkC7;*72U<(59
zk%0i67OxmhZ`Uy&&v~yr2IEAl%pWRYxsBe^2o57K;TSC3-2=uNh}yoBcE~wvGDY<f
zai{1?;${{kCwdBPyMKx;)K_i3dst)R{P0|26gSd9R;bV8E^BVflTu4Si`0J&Hn*-L
z#}v;GKfocPy|2I(0Xt>YNzL%wm^|WGl^VHxrn)bbwJzNljbmdL8GBTOz*w0hq~5y9
z&HC&p5?GA8na^%%mWFq_*^78_dmwT3VI0tj_Va=M2w2#QDOzb6TN6`kjo6yIZ~IHT
zG&}=4r&evkF=P}Q9rS1Mm%wgrCvOdqqvhS-%aO9edlE+tdwd1|-J0y<>lVsC&DrM@
z-*xf92KKOl0i=4P=p^~4$;<g{Zr0wc4*%?S_}p7l_?W$wDf|lL{mF^!33wHV5PSW7
zSMVSAOg0-tB@>xGdH8W`tmz8~Zi}>)-cH3d)@^z-&2Kjt*6|M1XKr!j@8NvYYNP7P
z&K#P^>nDrsdzsJcXNCv~_kUSpN~3Hr3TgE+k9p6FIZ>R`hP8{t4SY{i+_|$aa8w;*
zD&bbKlJ=vszh0l9Zg6Vn8A#Y9Op<P*53-4g%s6Zw$Qp6~<O}=hxuk@V^IQ0@&A5|k
zR~UqU^unk#WR3Qrm?>CIyw(nl(vb`C{ryc%7mtIIh{5M1_n&fQ^~{s}bZ)(y^jX67
zahuf2;$|E1t1YEWl3d$&m90-!YA3I>rN_>tGQST4>v$B=p9&RGbo%hC>CGsq$U2;i
z3&8yqLI^Vn2`A%f3AAg=zFD?aUx?gge~*xck5&Y4WW|ioP>xg!fyvKvAP?|hSm%>d
zjW~9`uqE%+eXDxET$oVC-Hax6HfS~0K!z*Z<OkDaf|4SeS6=iDhZp^kp3!*eaiNWI
zC8D4tpVyP2YBFmij;<E_SsnrCkv$TczxYqAGl6{3RbR_cV2%+@wX13aQ!8-w7p))(
zDH17~e~%e<Ga6rM-j@^|-|AJRk}QW7dZx|&778YSXEud6BrNPy#7Lcah#EQD_ez+z
z6c>5LAHbN_KL(Jo*WpLIrggiR{HTO6npgYYKUZ1x#VS9uS4kYBxf@&oK>n(p`8QwI
zHD~=iW~+jbP|a58%lCD+%6h;T0KiKlK4wTEvLgetWBiEMB2u#+MqT3DK{7sEjeYLw
zKt_o-2;f<Ns%aQ!ct}ByV)CjH!)I&B=qW};!%If1M>;dlnA}8|h_K4g5|%GppXsLF
zh+Kf47g0e}KXPbBaG$sGq&XDerl8=s7I9cM-7Z?=ER`fdTNEGNaCBp{>D_*Qk@jN4
zZmy&)t0ze2-WFAs#`qRuBY3te_zt7S)AHHXIBeGU(fL^)Ob0tB_{?TG`X<zeKVqH8
z{>Kf90|<b#f71@;y;t`y*3u>2grLR9>e3En6`P-jHof0gkM>MxeF?UkB?b<41J(5N
z;>RJ~zH00DW5J-bq6ZyLGH1B$&-ZQZ_uisBM~_z0k8CS^lD<03Bh{W@2J)Xn>kIQR
z?8#j}>$Mr#9fP0z;Amcj5@!V?uOZw_f@Ifsg?_zimM-u*R<H*=M5%a-?T311AEHSu
zeti*n^f7eFe||Hc%DaeC1!b|TR&6jSNJbT5c{&)d#Ym*>!seSdnchro3|MWgf#t7`
z2BC0qJys$skZXwtc&g1fG0A6IU))W2PcqWkRkhG*b%rML_1?P0sF-(HN5SpXi_gz2
z<TBJ3pVGzZq)JM%7Zsf@nQfepPwX>q)HPbCqXtxAmk3u7c7}>0*wTz8NuNE(r+YwV
zIo_T`bQBV|w!$)#N22&Je_z#~uqJV~`J0arxtkNcbFn@e)zFrq!FuQ>snQUIj3RoV
zAAlrE&7SciR*ZtyyVe1@L$@Jg%Rq<`IVCjOy)xtEVQ^ja;Nu*BkN-@U5U&12oU*ds
zoI+R5f*pq}BA=hGhDSX44M>z)sSOm<P!Y>=X2z~K+c6iXBAMwQtgDy5UpRL@!!z>W
z8Psy0AO=cAD+sI+9qDG~SYu}YVOV_*U=F^BD0mMn@|*f}Ry(7d=LRJR4DOAg{goH$
z+6l>LVL*VGW527MPu`!|7};aNs~TPC2h2|=NB{(Q0_MHKD}n%-L{Gp95TM@j;j<^u
z{M%9fP_d4@E&0PuesN%2D0>>8Fy`eC8_&ZQJ%LqzLBAESNUlD_{y>!_ejD#}{V9=?
zZQ`n_l9gpERQ)7WaE|*4jjlSZv>=_%U4*p5ips)91QMUN*7+JM4JC7veDf-diO2!f
zicserpg>+x;DZZy?j5h%_fo(yS3#xBoO-);@xtL~d;k+&`Gog9AyL1E{Gcol1R&8U
zEv_$^*WP~<Cs)=7!{h|JMb*>VSNk$+v+|owi+n#L?e1EaUq9&ih~lQ}8D|Jjp0|FI
zC*oYNmcHvK>}`T*1=HZR-`A|e;QaLOOwmKIz<AH}H@@Eo$}L+%vu)Nei#o$fA16i`
zi*lZN`F53mj6#X`7q+FiAp`Xl1VhVqDJEbkin5;3?q9q|)y*o)W22;V8^Q>Gfz1{+
zq?X&-B{?%oodw}JrVT|{lBSwUkj(Gn=ImBz-{*vn5BWM~z}?bbFS7jQ<(5pe|8!o+
zDwB+4T<~+#;_WsX*ac>fuAuCT%Xpj}H#f*B*_Ag2Jgy!(uHGI6V@oRDq)W68c3W14
zs4N6$Ym@XM4!mnMZb5($wj#*<j0YZ~FtPq=?fw;|A?OOnC~P&}^uvz}?Useht46jt
zkI*ND8Fkw`+3>mXKLK_}n;lZ}MkQ4?v!>DmoVJl^|Gt7@F0X`)%%$Ywnxv)Pl=TXB
zc{Ys-ggBODpTil{VQP7d@ELefUK)njt&05By=eMb?6BTw{C2FK#y$dBK7Bm+4-6q6
zA93#>0h*_A5MbQQ;C08ZH~s^&DzfXCmGS+$Yexw;HojhO)X`Ee@9dOr>;wEMUJdvy
zw0NpQuVK7K7gECT%a>`#0ncD95^?nJVE;Yo>%GePjo>eK*7zL{R4G+`doL8+kG3|@
z?7I80q=5XsoAs1@NMkb<RGb^}{@>Vp%dj}QZCw-sgg}ts4hin=8j|1vf;A4op>cOQ
zfdENk!QI{6-QC@xad(&8`qtWK?Y-At`<(mZ-XG^Y=ST5$7qhx*j#+ceG2ZcxG2g;a
z=`+3wq6<9>XWXkL6z4*Eqx5Af^_lc<Bd*M%RbU3{+;NY~ALuVa<|(pO3bk}n6w(pn
zsF|Gbf}jywF+-DRk;O=KCeC*WA?PsOCR+=}jslseP<k8HFz}u;$vRI{qw2RW!RmZ^
zAkGj$E~TvFu#zG6%d#s0^TBx6*U0nK@=r4*PYSA7D^153e3&0oq9?U1%Ztn-dgc*`
z@N!-@SuD%Xo!U>CD3361KiS`3`siiT5u$PFl3h*||4doJ)K8qKZ<aN3>d+)Z_#Tqk
zY#CaJ@-bS(m7{GU$z<qyE?ojwJ<0?4`wtNz#^e%k;5@DCPV&wTdZ5iB2CGd6esR?O
z9i?LtyzdzGWH~vwWkT&9|HB40w0#DL_#IQxBcW6CL2aOW>uA(#menJ*SZ^GIhrXpc
zT3A<8p7uUrszW)LMEVer>2(<4UjPvkLN{kfxzwYsrQ56s%#GTDDqJ<Xhrg7MqpK%M
zjjt(m2u+|szuZsO&@i6fCFK_Ot=_KqeDfk@dVa60qelAYCn&Ox`UvdI5*_!*Gi4}y
zz|6ei17*?Vx88!#j@m#3sKl2vBtqQk3$=rhrn{^ml19|clgq|PcLpeDpMrQv1+<Bm
zQNx0dJe|lP39-CNLHWH}ppvpA@XqK)4+j%4qm}zgd2F*C$tP`LE<fYw&IP;9SmbqU
zrUancJGwHF2NX^XZ6K;5XFG2>Z6VRo80qLtTF`paJ#co6-x?{I?$NXvTrMDAmKv9`
zJf*_Uy;vA;mU1skl}lAO{(7taah#tl7(GjGS6>DFfs<tM2yu5k;`jqc?WlF%{Rb`+
zzrhZ2g8K)qtCd5})Qbiftv%#7N(!NT(H%Y6an~;z$e222`GoW~@09Lciwb6QCG>21
zs&+>TtFW@O_E<#2Etx-a4)%#@wOVHI#V7jmVzkXPhg4`TNZI1Mylop+)TaU!Ms3av
zr(`)KiA-%)KcX^aYhkWEfxAFu5(AQH_pqEiTeAnAtV$yx0{)`u%|n-7Ov#i22Csk>
zd1A?d<Mg<%FFa<f?St}UJc~Q+IeJI<$^2d3ZyJL%OYqjS5m$=IO>{n#GG%9QuT4Z)
zN~RDw0Np{^Q)7P9?~WaeQ>V5}IkN4x)J@x`VJ&)<ZIWJuofUj%B2XHe4-FxAQ*iah
zFk{l&YSzH3jG<jeHBl^fD4SpUoCy0B?=9itF{H?n1P|9fP%hFiZB1k>CsL7z$bo<?
zKo;T=@2ut4*AeM+E=40-k(Lyzeos2EH)|3_NI|rn-7s-Xm5B9esE!nR$iStSIcVT?
z7eD%xF4_lctpptS9l!CXWLLn2B5wpUwpOMu2VMt1Q2lxy0UYcUOsQ+<)yGqhqddT;
zBAbJlk5=%f9v-ybtzAOQbpODOB9|;c#s2vsUHnM2@I6z3H-#7N#j;Fbe*TGAPE)mV
zheC2tC_~jjbMFo2OtFQFI){GO$?F2YexB)Z&0hFd{W82d<rh&pR=!aBl8YaIO(0oI
z%6gIj`-xN;JsUo_a+!-M3$Kv;>CJhta?9k~hIU50Kzk6&TW#}CmSd__j(T{XD__J`
zro3C6Cezm}n(YwcHcgb%E+OcwcILY!dUDY9A0|pGd6B9mD>m&V^k936St3_fUsP<v
z!EN9(a$dHpUJX{#npiKu-OkCmyd>`F7n=J^P7m762=a~0@ZZ~L8?~4wo<{;*^#796
z%rox6y+U~QFw)hbT_fH?7EX$YzbkUjGby59K?h(`n6!4Z*jEwNhaJc`{(+;whBSdi
z(=lwcW3TQUE;R0io^is^0b5lIv%j??_CJ1Uu}o9CdUbKWq`!b&edx^qK%2cl<a?I|
zd2@AL7fqSEoI1SB*p5j07~LyYU)5ay9H|U|L{I>?54zKB5dB(nWd}rneXw$1c!jH^
zW2T`V>oZAlF2z$?q<_z0Ib}I2D!Pz;(uuCH^5KI}cM_xp-PS+C-(2R>@&ZGh&DmKL
zIe>`PuAGXCyiHvy`&QZgx_QxE=4s_>PQ#+6h8_`%UTme8$Dt(`D^Wp986-r%H6B_`
zHX!H|ZDIKBBlhw0+2-^<eJQPD)bi%>s3eCH2nr~Jth6FUynV_+1!IZ>8WIWX8RXz1
z@)HG2LK>Jr+hs`-rC%|*cZtC-2i5HU`p!M!eV2LQJ@joH6N1-~3QWJa8YKL+*rKL$
z@2D5N%iUPM9o|T4qsQnL<5K#nSf6#3t39)lSD3vbyD5k=T4&R=rZ865!4*bV%YTTj
zChy?f0KeqVG9ra{%5#2yWxCHD-QHg7Sd+rRn_ONQGFQOF(p>VE6X~rJPqy{N-pH~P
zdcu13e2lfkJlA*s$HGkdLP4IXn5EXzM+Am(wOA&>?gZY4lH9Yb2)9g~e#+7f9mYn6
zJB_fOKo=j)U-t<&9Mjp*U{&v#<YO~M#I)t*@#Su2hmzeT_UnA6pXCWK0kQF4eLHwl
zI{HPtFF;?Znc8kjWdjTpKtEQS96;>@n9I}n3mQ}F$>Nu^-?^o-g6?MVT%B%Ii1dBE
z8Q*k~22h>lxra7LeKd)+D5@5^XG$7(R$qBnCqQ^7k7GHJ-A}GDmy76H5*?B~kTpMY
z>g=AREGQ^DHO?(pY$Q$WU#>`p7@i`@BoJ%EG%!>-XP{#w!{9n=XukfGY0;=*!pdM?
zikgdUn9I~LE~VTdZo><8Mv_K&8+=(Z;H5-gsOrBO$>qj<ZK$eLZ=vgnTE)!sI!H6O
zqV@utBcf{!L9Hr;OEW=#bxv$}dSg?4OljC|`fKj6<&6MfQB~bze?c-|GM^1EXRsCs
zhTzaL`ejn#nY;^B(icfJ9WTWD;OFDxBc*^JyZBXV0G&oSI1eEOe4U)Nyuz!zA{Ff1
zcA(EjxFY*NHsPYq#o#Ui&ogJff*W5V(^72!Pe{S{_I@U$^hdBdvV*C}N?l)R{qu6V
zEGl=#a*NdO^}<Fe>>56mf;j6<JLE46w3D_5z44ZeI|~3k)$+|dZFPozM6^@JBH|%F
z0#B2wx{&V+d~`4CSKlbGE(M)%f#r9@XiSXxolQhHaH9_ebK=b)HtR>xI-wM1vg=p2
zXgw9CJup^e#-mWnno!RV9;ymrKQ~b1(g#&Cwk0;2bs8s1jxtyFi&F9&)hJ;S_cL>c
z3o*n=W)z-@<;BDp4mC40l|;>o#ZvbFra8QY5xiPM#2vf4Qcs9SQ4-hB@bIcy5^i|%
zKYYo(pyXDwe5kJeQNt(gSdI+h@nd;f?)%N1YKC$X<P`^m6E3MhtXV}T<-R!!QW88v
z?7@SSdH1u^3n(MMzDhlwDn22qcPj5EfOQBr8!Tgbr3t80i@p2TAIV-T^eX=49;ZRq
zd#84`?owi2rqT>vDoMESq~UdV*#IOTSIF}t<o->`F;IPa^<3cuux|ezY<Q;DWef30
zWdq=a{ggE&30ycOC7vPFEn-zPL0^jlO1@=hv5$(;CB6-0(rui-CB@e!#-&Xq0t1c=
zXO2o>rpgh4iwli%T~a+;p!?t%k+Pw)Fpu%bA-zP*=>qWA1H-d7UG@6m8ta8IYK5#;
z!mJIyMM5f{cGXW|g)$j)t&ios8*=;&tg<qwVe-=$2i0N+lcy#5O5W<56!Ul!O$qwk
zHWs{}Yxv5#h0_RcPin&_%AHm*<?{EfjjZ2UT*odg1EOor+K<%u^&`<_g<~??W#vuF
zm{^(YKA)1d-d%Ql;J}tA+P!*ET<6@R!w=_%>QFRm)Hp4#hs#NolyNUitVT;~1rW9w
z$+r%_t76kzIqL5VBvS~tLVmhc3&qvXas64{c#ALK$Q(p0JwHC^&%M#>3Gd@aZT9z?
z>{9oa8oCl@tZNvbxfcHV$Un6aCFQWlzW6a$zNI?Lhe)$tI-ufpO1Hl!($Z^3Yid?$
zb>%E5Z0qzoHcMZ--`Spvi&xFtJchHv^+N!!GoOo(^!brld#C&~sCPI<$_4?xy`&U$
zYmqx=aeZ-j!9|L^x6;UlFI{sV8tb^#y_vpDRjY$$uO_SxBe877aF3yup-&K7PHA-m
zm3OP!a5yZr7R{v6u?=nK+?s~>+OmAJAnMT&c&Kj8_TruZ&1)<Dkg-$HMuzSlJ$}q(
zwv(XVt;GAHKDLp~)lGalVHKlo7tu)SyrvFpn-V`5pLE<p>GGX7F++Pd!T5SXM?<Rr
zl_Fl-^6qSk)$fIQ)2&}`IgWHs0;|Id_F%3`xXHYcQxB@Vv%o8Ul&1|qSTvx|n-3sm
zux*0YQi5Z?f^y3aG9-<ROSZOd%C%QG@Fm9xBMP@Yb4-8k5FJ<W#zXGdY{9;VcT2v-
z=2FR~u-~2<H;`o`!#tMH>{-iSluXjh%M;3TzI<%2W$RmVYy_&aM_CR~nZ;9pVZM=b
zx6h&tv0?s77<&EDclpWNtt7B#VI?zng&K62k3xioOk3}{iVaq`b61xC(StGW3tm@F
zCdnnaPiO}fL?sv5%y;K^u3K0QS9HH6a!hRzDF}$P^mGyh_B!f#MTCg8Qh4igete-)
z<*PZL{&Ar4E0(U#Gjm1FbVzv($(tii_z_E?9<4)vRyRJ}l9g;stWnl*qzdgps$ndW
zK@34qV8A$!XISm90q)ll;6+{$la0BNt(qy7dp*NMOEG|)_M#X}TpSiy9D%E>c$zVt
zci>v?7t5_m*}SbMPoOBp%96RH;0SHTRqCn>!ILU06|p5-dP=KkOVM-FS{@VDwaptT
z``n^BJUKSaSZ>p$ny$+<sFIfn2+q)3S?H&Vf<HO$!{Ksa>KVr@8<A)~X}Dw(SuSF#
zezt(ZGFrM+a<Q@yZvxNPoKI*T=$#3n7Dq5icXEy@<8v-OXA=|G9Q{Sz1BX6Jm1rWC
zVbSA>MfH~X>`}*UA(PI?TJmY~@oV1uD%&%QrDN`7J)qc`a7bHvJBW}+uB+kIR59-&
z9@J{bwb<Mu=FQ%9AN1vE8i9zsjAPz{HUrm^WU7j~WvN@YOpj}p{R+WYZdGf-qOzaY
zClieb3FnWWCIcTEdhbALC&5*NUUya#WzV}sB&*~)yb?vIe$(~&*Wu9Wkw8)jb?=ZT
zPpPt+3XAm`)!*b9bu13@92?zHoHT6@T`4Fhpv+meD<R)n&Ml7Qw67qvotp`7d7XWS
z@!<5FqLWNXrJShcD`EX^ANFYiPz<8+kHzvYU(_Ym<SEf@<sN+UCKS2K`&haScN2I@
z>NfzfPO}hmSRp{KShy5xC#^v%!@QpaQ4hKen?rbHQ^F*j2l_Rs6hEALENR~*m^9b5
z_pI=#PZ7Um%GB_idJhE1$?#ySm_@@GGL9~vd`uBN!?doOsh-6_kiS@D9)!#$pCx!u
zQ_ZdfPE)&6`)UDq%wXleDEgBi5AT)yHOocqSLB`n#*DwF)&s!lS>aBX30I=384dck
z;$8q|_TI9z@2|kU?``Vyw^{w)fHu7n*jT#uE)vR2_@A``8i@dHI=wy*@f-|sP>7Y5
z6~wqkYA;FdQQ3K0O7+aR5<{Q>a@v<b@^iB@(^=)aM)b846_HZN16$u+Lj^c1!CO(U
zCQ9Cx)GrflDmr@I9W8;T-X_hk+H$j?Gr~qB{xWK77>RWQCKVweJyluWhLF!wZn+*}
zx*Ntipa*H<kUup??$*)}4y$6jC{1reNb7dH3osC7jxsED>>K8iS<6aC^33ci_93%W
z`PxVI(=%yiI<;dD1ATe-<`sutu7o?za5?t;+-ZSXT>jz2r4**c>7vw6Oo8mEhZLrP
z7W%!I1x2XdOuum5Cu#d*32zcTt~0q#*M;05>bjcOTXEs;qP{5vIG|!V)#$-CSRstb
zVMKn{QIBA{<TBirrKF?e2fM9R!tRkMi%zed=)5_R)W8Q)5P}=+vAOl<tfJp8>Tihw
z$nuqF-lTMQI;w)I@tJO9t^x#GgfWgsUGvjrqF9iia2>%Ld90I_lGZL;^w0gx^KniC
zPNjsiO(M=2ousj7!K7=}ML#7?^otFyh!u?@G)<`QGiQW#Va>=Oh#*P+r=RR^^4m)!
z5A>iUwtNb8PK}^DNg;J6{za}ZNgi$xpK=d1bVcgp__zE}T}dvLeOpCzLaAsgomlne
zI&4MmV`G*n;(~>c4JsxbX|)Dluta%1e#CL@?>C*d;6w>Z%me}CN5okj3vp{)>%Q0z
zr!&=9q|&TguL+jmE(^`NwdTKIWO5+n$Q$@Yej`kk&q-1WR5iF&6SUv|<pjHt%5t-X
zB|pV$R2vhphw@<%Hyg>!SXVEzzFwqUQQ>9x@Y84ey1@@?CTUCI36vX`jOS(@3fAGg
z*{(Yy)Oh@&mBgQfYht0ImG~^gS<_5e;{tykIz8INNgo_d2U+g*m}xv)@pnYy(wmpv
zKbGG4&3`a#JKt?kv@d9K<X5o3zVzn0$Fi%-fKmKH`@Qlt`&N=(uSohH0iQ<{2VMlQ
z{Y^gJ;(p4TfOE889L~KbB9`eE#hDJA-+vpgIc3T1%GR4M;BKT`X39utrdWSglj)Zg
z#1$4v@6FWy{iC1Bdz)wE_CPwp^G8dKq?K1mW|HUh#Rdzui1s0!y5ERcXG-8?w#w|I
z5=+&nwH0(NDP9OmTQ##EH>*euNo{IJt8#S7;HQXq@hXbNxenNVXuK?dqtTv_DF4dM
zX{Nq1f){Rpi}6}(@8l|o1f3|OT8BOO)d;^4bR(FBcJ*UTw&?^^J6Q*^Kb0z*@9k+q
z`ni^?r@$kmqbcX0OE9{xbE!;U0#->KBZFb=Vsz}N&Ula^konEEDSl6|_SdCpt)=Tr
z=N@(>$0OKDr6koP3)L^F4@(J~yG6;GTsefY_MoNNmNWcZw^uP+zA1xkMY-Xd0<NZ_
z+nLc_=9&$t($v^pCC%s`x50-8A;`o&6C5|TwsH4>vnlaJ2+0CqCewVy=L*IA!h8Cs
z!@#G6bzx7~uO=~J3-r3U!Mda!=p`PJTBgDqt(w8=34ztXRKDP9fGQ;-?_uIj*U{LU
z*fskjjof3axjf;jK{Hs#QuF#l%I5a5Ltc*hLaLKlw)aOM(%OgL`CLc$?8~&}ai97D
zU{J9HKH2?cRGTU`J?rPIMwjSiK$(_!{{e{s@R;a}+dpuB;As51R<F**F7Zl5Nt4vm
z9wC55-43(8zoWQEokh>pPAuFtP>L8r@(J;a2*po?475^(7Y_7Yrec0F7(e=QHHT76
zY-LUr^2JFB>g<&*<Jdn~fAuDeS=Ez75A6?Jc&RMF2l0P)zU1+`SR1_~zAU}J)!)(o
zs6J!{=?Y6fPm*{v_wWJWQJn9QdJGrsI;B5bH>p>Tp;Oa559k7l$(#U-*jYi|J?xj4
zuDxS{kk+R`aySIMLz8(I+RSSxW^DbXCa->w@_k3vlC|aB-fjs7nWZvPd25P$w{no~
zbU@a4{3|rky<WWC+4kuSSXK+2N&V#k`p*OT(y8NWPfL<GRWM@!j{wO5zK|GN<?~Uo
z92*@Pe^I?nsaeQ`rZ^ghpQe;_XGAD2dG+o`nl8OzGTifEUG-uikGaX2D>hV%i7ZL_
z+`71RwU-Xw!!~XtD%I0f`hp`%;@I`_$sX#&3wVXH5ue+WF~niT7USaCi-at>3`B-=
z$j#1!G<t)v7Oqy453dPObnCJYjK&uS5w;g^XQ@14=5ME02ITnX5e`>-cQh3tZyqLv
zd}#A!MA99eWz4R4+O=t;V_A$-SJbb;VP}lJXOQ&O<B6AqK~^cAAg@?r%azgBohU!w
zGPX-;Z9Fd#2vH&&C{-V3ZN3rpt$H3!tIb;lLI_seI6KKt1b3A$HBKrypP*k7`*kp?
zjTCC4*)}v`^s<qWV?I1tv)HxjJVd5+5%QLx0Al?YmfH@BDE`%%kham3Uf#0aYS(uH
zc&(XW#azv9Qmg&`NsB$rDRnX{B*wz%)f09%Mny+}n)ahmMQRy+@M4N%Sc6<(nhGju
z0+r!?lWQx`?QjWd1!Ws2+3@+LO(!XJYij88{aT+YO*56OyP!axiqt#uhIvz-<NacJ
z%pegeUz}*Vht85I#0Ydx`%cPpbB1b52o0)~$rP=4KMb<2*@@84uo>4kyj-P3uS4z4
zc3>Q8M#1BDb)=IL3o(&m8pLVZYi+u;_<BD3sO8X_U#4a7_;$iQ;zl-;JZIx1j|VIw
zi~lgMbrdQerMkc?WDvQ<<3m(^@COb}W=H0!^G@0QXjySfIqQu7PFG&0{j#`qI;lk;
zO{w)h*FT|&QLH`wCL*3C*?vmJik4%Mk<?yG0yp>#Lk2ZP2P4Jnbz9@;M&iMM)aevr
z9`5Gr^I8YYswesf@k=~`0Io;M#A~-daE)JX)n89Aoe9s|`Ri9Ic@NE<o>z8L2Yz!a
zan-L1ko(m#jxF$ct!#t|G_x(I@mLp%pAW`|-I?HUJgv2NGYTMN3UxCvEp8j$s^eEF
zh(R6^hMoxuLKKyMvweUQ`&B9n+^^_}qBBNI#t}?ti{RopQyP&HB^PL<$!3kaKyaTQ
z6mtw*_M*5eQb3WR1J1`Pc)O)~46=!0@CQx@2OvD+od?GhZ1}40>8qRTn8#3DwToS1
z>F^I#5P3j<C^wIaQAEuQ)_WJ~-Pp3-I{XC)A}9TgZSWW4064tR&#qClVSnI$LA&3*
z-2Cb<wyZUDDj7+8-4w$|c=rYG$@220HE)jvu}sm?@?yj=A@u}0Ya7~YCOeT#yyHQk
z$j$;(-U`{9LtrP8{E;hBj`P)rkUOQV)*F)ZQb2iBGDCJoR-c~$wD^B~x@f80^q|mt
z-aA+HQwoGuWvG6?_CGq&7jG;AYtGS=4O_eQtSoeP^4+*xmobl}IlqJ3#L`2~Kd8O`
zC1xJ?<9Yv-N$jwozFLC5ny{FNqpxtMT6Jy8h>Qe?D|lcO!xmq^8N_j)2pycLYu4`e
z2uP2XJf{+gEZxz$nJHLW>BW$A<x49~?=aRNeX*0U?Y(+Oq5XY5sgfzIDz84PVenF-
zp0u2W3fnURoK!oOiItQJ9;|DMu|es$M=jO{4IO1u+x{FmI$obiUcDn8EqMEoClB&G
z?B8aVrI^WA(oy4x277(J0Gq}oBo3ak@}_g_eZR!RS^m7N^NfdtmsE~t(iA@`tn2=$
z0&#;KdsI^NBud~#S|5L1^z_G7k{16D;VSrl`uxII>LWBp=$FcIeV%zi@D`cjpuddx
z3TyZ66@&T-Tt`uFevi+6bdd*B0pb1Ffn!6AB{cWCbl-_%8CaT}dpA^GBHD?U7-q?2
zDK>1X>u{-G!#r>+cmBY!y}Kc!!3!i$=e&9s*sK+%s=x6;G<p`TBlyNegjlnOIOljJ
zCmK&nXpSP&=s=~g5HtGwqh$%tJ2C&IlU%K2c?0TR^{IP`$L|0w!xyqk*`iUJe<^nN
zVh%Ek2teHu07c}Dwc^e_1zmTe(jU0m)(=OxO8VSh8h-<a{sM^p{eU0!5(m~VHgy2n
zM!tjI#lW`trH0%u@h)q-GSu5V=1H-vrqAU#jAE!0t}BMLJ13(ItF7*Z6FFkAgEx>0
zO$HP1Xx2s53XC@|WF*vND+^Be917L*^>n7mI-vALLm&R%B)$E2ZBi-(pJu4ea+KtG
zYlyAEK}xF%somix`iACof;8X%z~%f6jlb<_86FecM9u}$;2HpV)Z16n@!-*U>TC>I
zs^+ET(jGy^S^*aeehV1%|H4us9qk&uds97ne+|B)Z5f@ZnsfGMJWy;{-qd*)a-Bp<
zye78(`PTN~26A)WV6GOzJt=rPy&=OxwSCXDhk2_aO7i@)`t+Fjj5`X14_bjp4}=L)
z{C@9#ON{G3Hz_5)O-x$=G87{BW{`$Zh}l;h98_`CP=V?@+_^vfr3ONkq4dQefY|;8
zWsCs@p)L(6BW|K6lX)MxzJQN-CD}HWb6@x#L8ht}CqlbY61ro077$I;7QVP!t*l5o
z7gkSF{jm^fYIruMA=w(QtAC>}aH*Q^8R-jOSmLc!@6(ma(cTT!0rx}l5#CO3@1#q$
z{z!tCr~Sgbn4oC6VqHtMV*Rd@dI|;k(siw@_{Lz#^`6`T?nB_r-i-)0^kVc@(FU>u
zG*;SJ4888Z8^3~jcOE!Br1(p?-{0OVTmzv<Z`Hw#@kdbV?Uh)O%CT6n^0BL`ItfMS
zQP^s&!R>V1qjgU03O3uiJjicfxl6@cAqU#&*R7@6dcIWp(23_lW~7*StlI@4uI6u!
z2WROGwd$MhQk)}9{((DK26V7Ke)bUC4UObI@q^rZz$PS5{R5}B_ZO79)qTldKDvGv
zyPE;s;D7NirTTA@ZZWw%0*pkAljk}hSek}<5B}#fyPaNUAk5pqlyM2XUGltt%%IOH
z=4-)CBYBzmwDstYJ-^$uSVX*fpYQgR1bT=o1*SrH+_{SD>Yxjp7kzn|Q?UAExt<!(
zW^qM)lIxKkBoFNBdX8TopD0q<tz04lOT1Mej_VhB>&&OeGi5?IFi&`0!0DE%=2QDw
zH2Rms*Ztuufn<y3`JDT0fQjX?uQ-x!t#H<I)s>p8oDs`)tSH<V*}UBOw3j7z%J?Iq
zmpa0Gk3PSy)Gh-`|K=YL{qNKNZ>m5!fN3oJGArX7jrOnD<AIH{(#chHNMCafWVQ-&
z|EhFw;pxNa>|;=a834lkCD|9-(f?v1{U<)L*WOv7<kX3<yCYAw|I`^_Cj7>)IEpA&
zyh~j?r=7mz5C&DJt)Z|`$U5mv>n@J>A2=V9M|!|?a?}FuAb<08YkOK+o>%-_^*|=3
z8*8+YdJ9C>?h#iZtH3Nn75k5uF&%>G?<Wr_{%f<LnW`h79!?e@$xKI93Z5kq;j*;G
zJnKx^@)LuR>2!pc01pJiZAbNYVhDoz{Jccvnoo2*;L8&PiS6o4Lr#f+T!U7*yb_m1
zS2L=}$VM@4$oh*jv!~YyrOyarw}5i}=cZXy7gEn}*zh4^^#wpi1=k-qe~Q!ZZk5me
z!+?r~Pkm&%Y=FW&jsrb?-JN>L3U0jx{D*a^$G3XSKr(@&8jv($26XU=HRId=`fh2M
z!xXpgn>2x}1E8iW+_%wZTu28JZ1kRhNB{99<g|1GNK^a25A>fTgm*8pzG;3*CP1xR
zQgardGDVhA^{*7}|9|H&|IGi(8XkQAAJ*{T;`{Gwc<>AGasM|pJox^7(}w>YYIrEY
zr~ls?9)GJ%@_#}N52nCb=O@`k^#<P+W9iJVxVXr-;?Gs^OG<k7069an^bedEVDI_F
zgx$(qLGEr9A1<p7nNq?e+<PCX?^_=q>7MSjFn?Wz{rz7WtR5nG>jxW(#Hm;^VCpJM
zY5`97x1?AJZTdmvEadOJ8Mdn~5L>=L-Wru~N%-!JU#iE~202TAy`XFS^&Y{|-4a@o
zB9gqsxbL#{tBnLdh`oM4N<Fa_>TL3%XPZ6EIF-ReJqg@O*d&GbI6gmU_4VU7Evy6q
z4V`;Y=v|bT(V5NCT}+^em;;kh#~(O+VTru`^7-XBG56m@lnA7zsZ1Eg-bjBvJPmQ_
z-ydFVoqoD?XI<=MVq(j{aeTK_keqHB^7j*eWxW+ZMh76P)fq#q9yE9x4WnK2RsBtY
zO_GTvh_df<E%b3{rs88>cdzg-7<`c@En@XV!n<(&3DjB2RhTX*UXPgTCiN$9qT(;$
z@UlFUiN&PJ({VmW)?y|QP0eUA4&0D}YSde>xcGhlDIwCr>6UAWMU&Px$_`~F?YlRG
z-noc{q%cPi5y}}wlX;~>4IeGf-2GFJh#`oO!FN)Bbw^IZt6`P+QR}O^W|5=<ry*f>
z?1ofO47CAItjJ^d-<o`s@T&9SacfFrVu^7aJ(l3L4e?<Mvpr!Bdn(7((CNF6f!?|M
z@Z1*V4b8|Z7Ez|G5;bXu2L)jrJcLX5#ZxFM>2a+?ekRmp=1A~dZ8bUezmrfR4t`?t
zy3JHSvP-?$GcP*^Mt=Jb+-Vf}58TBWIpiQ>a_vmC$n2-^S+v;~sTe^VV7xQN-|zk}
z^85g!39gjo?DKao86Q44*HEtKK7e-@Ey@FqjnT*D;jrZ@$O}WoB<-mhODx}gHt2Ee
zR(YPUfbXvldu6xE4r?ly>{TD%%NajC@fBXV8d==;(M$G33rC@G_Zr*W7{gN7bR@qq
z$!~WVy>?Mo>wUXPI^E8G%+w{!R4iqX_ns<6dP4K%=~4#5?0Lz`AGjXNc&dq`;lVU!
zZGPP}=h2-H;p*NpO=g9oMg@yB@pGeCreYs;@b)4e)MBnxen~E|Z=_g4x?IQhYa5)0
z%+RkL>mdz}Iwx_6d3l}a!P^N~`SvCHJilvV49Ds=eRw_$yXsLD;+Yt9Q-ur?5{l6a
z02!UCV+L%m>k$xBe5yZ)m}xhM$&WwYbQ&Wqcy2dI!VK&kg`sISj&1j|YOqzTWO3>W
zf2EAz$BLH+I&K4bSn$1c2g-At6SS1%J+)pK&=tliqFxrj#7o#=$@!fRYVSi-d*a-e
zLzg5;OAj{VUxsEKQ!Td)Oa(0a8{f+5rfSv1Xev?7y@yw@Ov6yLSJq;BMO@GJQ_z3d
zKkCaOS%|2(?R&8&=fyzLjHW+uu&h)T=nIs)Q3`)<w2N!q-BBi6uN~T)Z+FZSAJ5C+
zd>N}O2SU3Xhqcv|>eYpz8LUcYXaP50>XQSAMqncRMRRH?OFQJz*^uW3@wO32v^t}3
z5&c~qe?F0tMmK^`N^!SbV9b&~X*H<9M560k46|J|bwpnS=<K|{S9~&onU<48KBlsu
zgb&Ryoflw}S!E0UmKPP+#GfSVI)~%W)|{IQuRB?u#qHQI`|%XY4Wwi8=ja9C+ovn@
z!u%ZBHN<VwcEUV-Djm*x3H5SIapUkzRyTWo7Ekiv4jDyp|0uz=^NFUO<@z*p@U-^Y
z{zUc4k)|7V2r?!lMg1sIA61U-S8GmmSx8Gu@Pz}}^5zm&$Q`h-{#L$+%2%8yKdmuB
zZp`l;{3g~y9PtWi^3GXy6FNr#q59D06h1UZy@uK@cF<I&*w0d8^B;VMu-6vE${ckm
zj3c(joz|*5`P_FOcJg(=v+v@xmp;;By5KHTfTrnYtTr6sgNMGCEp6BhyO)QW{I2+n
z%ctk4okF}!@ryf2l*^G2VEMDBcj1UOks;w?_(J=}{-PiL&km-|)X+l$m`h%tbU27p
z<XNJ$xNuW3OuTj79GopaGS_;ER1ms3Xf(POX>agNn!gZ~Pa-?exoz^+PtDLj;=^tG
zK3LkXsQsJ32sq(w><8M_E_@${cx(X#&U@&7lTvm|vNQU0P<~BIq?Hl|$7I+{JzkW!
zGy1?|7fzikteH->xoVnb{9Us6gHWTjNQ;u+-IOK?e@#q)Pq`&;EM9oC;VkwiakAfL
zX+`vDw&B`T;K)=RP;Zd%huT>d#Aju0)(^E_X4ytEMcQ}Y6Ep(GB)JY$g9m>f5BccB
z`{;Sz<Q-?yy2m@bCxu^{mY6=u8d?0=MmiN%s0oLef^w{0t=3%}koOx;J`?>w<p;cU
z@3O$2TF%tryrEN^odfvOw6#|)t;Bi&W?p_|8MP>3oWKH{eEl9s;Z^Wa``+YAVQ;?H
zfQAGciJfS5DSlACBB>%$V?Vk0K)Aeyl*Q?o&(0SeBWyO?Vwc;Jk8Lio9&W7<s;r62
zvd1UEv$7M?GHsNBnG7g-`@9QQl-jlPMEuArO|?A@{w>)>?$;6SzYpOke6D71Hx!$u
zF8zHMcwJXhgzWXa3H++vu+-khg*G>g{j!e2D|-@B%hUZG^OmBgG!<hXMyq(ZLmk%q
zIk01)Ph#1UZF$pvreIf|i}(^bK2*AYPffGlnFvD)(WQ9yw54i-iG)Z-C3IN?%;3dR
z%3QB2s4TE)n6sss)U`(}ThtZLHF-Zh<A@R8_&RbfRB-xE_+6=N`{L&~@;F$sXZitt
zjo6-+W6}Gskqh57dOc&IWBgbVBghJj&BG7b1;6ur3<cGG2FZfv-!65Xwp^L&3T}-_
zTJ^P$(33&=YD3_wQK7DRB7!PBLFuIBYYd2vDbuFs0#s_AiQWZCFD!ZYuNMsYjy5K~
z(bP4(Q2l~?Di{iGSc<nHlhzYKqFX3#8opDu$bijB>&p7d!)XQVIN$w>w&NOMxc8n<
zff+Mq+I|f4D5$MD0MtcPHI|-s&(`mPn6(7Bc_W8amo0)h;t-gNGAnDlqLCV2(Z?4y
zz0FeF^C%oU_<)`$CrGcYw%AZho{MZ7c3vR^usjruC<nI&0D1X<*Z1qN*i4Zd@hcxf
z!oqm<Ad|P5d|iZz2L3j$s|Xw#O4c0J;rf`84*PBCS`+4N%Hp%sU+EK;w`|XTF#swE
z_@P}>$MhwTP9KgjFFE0|-Gm?N%3Y1iD#B<RJY)Z$`u{U_`nT`;)Q>K$Rems^LfqrQ
zcUVTRQ}0Zxud2Pm&sLU=ZxahE86!Sv&^>kMB>x!U8?9Es()|1*xJ-XN+afLEJtZ~$
z6)b;gk+LU63qx^8%Kl5EI{{<2YfrD(@tI<L=)G2Vzey-><gl6=n*AydqQ_L3LMdDu
zVIFHHp92C4DLu6ZHp7^OGXEeu!a{gP-jP8<cE{3kd@O%tWUAiP$jZ(U9Z`uNsLGOP
z24A3U#HVTcm6FyDTH1C#kw_o+YP<>gwBZ{xWsJ+3eSA$^jH;N<c;xCA6qvlBm|wut
zfhWwg6w3uQOP!4OXw$>grXy<}V@TH7M4EzY#Cu*mu!kpN6Mgn3O(KxM%Q7qn_q{S=
zM@gbn5lA+?<1SE1r({s;hn01NUr0^^yXE$4rl3RyrK3%gw>y4%g=-M<r}WIqslXv0
zHHgZ4@`P8}xOqxZZv@BQA4z<p@8wRzxLm^zLh6CKfqBEU<TGc2;GV8V+}0~IWV9Xo
zes}48^e2<IduE@3)m6ArB3{e{p;V4=$F<MSCc!!CI^tnhihWjR%gBq=H0398FNs(S
zL?*-3qUIhk>wyOiL!V~$^c*BLX47ulYc<o4#!%OI*Am`vFfhz*f8&&RK@wV3kSoFo
z?)pOZ2aZpnno2OM!2T-RUZ;S{!Np%7R~TE$xAUx+s3ep6%}eQ=avUU`jo=HpxWxF8
z5>+naC-88`Va0cEhpDyn=-3weDFQ2YUk?`UfzMeCo~GZW!09Px541qAcd!V6a{&xx
zSMBo3tN($nL|CGTulVmLmOn0K0a2BA{|e9j8w};;cXqy)d7D`%N%X!;D)JB9=b4t4
z(qJ+3Vo4JHAmS#6kIgk*j(^~+X1?(+CV!GZp_Lv%7N05X^onIjWoPAYKhUW4NRWoO
zzOcT@%b2GA#_r3%LFfBEhsw|_8RNn1i#W2t0n|FDm>-SKAy-5YBtBh=DeAhXH0a4a
z08;N0okH8oijX<Vh%sf}3{SN>`_dh57mzWT8*;h(wtod>^9kJdzVd~xkBaI~Y*DsX
z_v1DkLVlA8K3r}^0?5s8zS-(3*5Se}D&B!ndL$WVQoMfVAo?W?H&M=UM;O!ECqU6b
z(}pG&7%(@&>@m{@UrL>;ISJ`ZG{w6;O}izgfiIOW+uJBhI~o0jM#Y}M7WxKOT55NZ
zPfN3Er?3?PVJYiv%Cb&UtRtPc`kzPwyK%*>sBVFZ<IbLzgZ&+y)eR0F9$zkz@-Go_
zn9}Ga$Ghbt^+a;L#3x+u?DZal-u<>gbfycNX^?)V-0R+usQ(dj#S>dy`{7P_<PRKo
z+L}`dQVXql-vf31mz7S+<Q%Wh<Ib<MeNhI>`5&@W)YMf;b3NqYW>Gw02Qt+tEJw#3
zQ6yz<ghll})O$6240y|XYNPx*Grw}Dl9g6&1E0kmy_x!(BwWdwJT(J078=;zcu9_z
zaQ}g$Q;gq<QHn+lXd2Z@IKThMP+i}?i)NZV{Eqt`T`*BwfhLIj`O0vz3p<edyxHH8
zfL5AJzRRHp^X50yL+6E?6~c#`8rorEkC{xG1MH=@yG%p`KGI4mikzHlJZd4nDKgy_
z1HJa!oXE>WIRznWyhsAcys2^9=@^Zbkx)_%oqD#xkosP5!N3q_{S6P*5*vv&m5rd9
z(OXg*{$WL`L)4)dX-ya7{N+6mQo8XH&3pSKvxMAc2T?0naLHi+WvKd`HT9u|)}rkD
zuklL#+{3Cb<Gx`ald2iGP?3DfMQ_hZ>}%>-0OCd^^s*h&Hto9>D|+JZ6p&T+<YS(x
zSGs!@_;b7SJ~3y%t9KA`$>9PV1rrITlKrlm8bTl=&fl9!|DD&XTfg<ySNpD!ma!o(
z<ZQ5{KRCFWHaCk3xZzFOO>Ooz(PkIRO64l)0R>cE54N>l;zT|_5xYLJVIo+MUMB(U
z<`T*1xML3!ysgfS)^9)iru8YV`X(sCMBxz;3R)DOIJt|E^Of{~9K6@PZF2w+pOkvD
zI}1tQuSr;mw9L1dAYx(tB13`|>?iT9`JZBK@cI}&lVHpqbb}zc4<7($-)g31qcl*=
zq6pFfn|^Zn_y;ay=9_Tto}8~d{oW+*QLgaho3W;Ii~afy(lNM4ums{|n$e_3S`XMM
z#`vvS<S2K!gwR_C9M0>vs$od&&bIIB2z!{+%F&z%K2Me=JgB@Z(fFKmXidHIGR;r6
zv0mB8k8~r2$#Af9VgY7hOd(4cT<qRo{o9O+vb^fHtCk~Q$iXqm!%>&E5uBf^Fy!EX
ze4tZ-AM6{5CP+MdXn~VmGouVcd6$5Av3!GK-*=tgE8FdRzuG7L8Qug*G5)eRE?L*1
z=v86XB`tUZp!HTw7M-wlS90J8h`Fu7s|$><yBE~r_pEHn3ktqO%yb$SEY_f`7JTK!
zk*g`Ot()cOSc~#*W2IgnU$fJ!pdT+5i;Wb>H(HytuGTQ}l-om0gmatWl(aukC+Gy#
zxZtelcXH>WeLes2lCH+PTodi0nM$T<iYnq0;#*}`@+4G!%<3tE6qBrc(s0tp>C%^_
zFWPB}>tf(~zc*6mnP1D>=SlY&EfhI6Z3K@^kF)9&%@7CV+Iz7k$l3C8_n@9aP>0U&
zv+n&X;)}y|G5GS@N;13!Orr5$)~Jy-y1poHQZ$7|Fyr)6%StT~_II0R<~?Olo~~pe
z)u9+pE_L5%VsOaW7rTXO#s$=UY1$Z5)k4*KjT|XQ7%zT7$j5)L7H2Yj<SGZTwHxnm
zvv1?k$^1MR+jSq(NqDRw+x*I8__f$zxGuLAHL`5N^UA1K0jDc}hiAgJvDA*ow-w*&
z>`dI`E<Q#<pgM?8My2hBbCmOT;XnZIm-g?yl*QAPWey~U&LZ@j!PDl3E+NvS#BuNK
zhr#iQADgC6q)oIwBI8cJA!Aqq;SO<4{2ttU|C78vXSjm!TzV8NAM&nb$vB0vK0?N!
zj8>l7AoniO|B&%1xkGcXDQDf6Lnk8oniqO(8vn^&4zEih+qMDHsM5=90Y<QE_fWET
z#GNF11^2|nd8{+s-dCUvrmHt)!2f&<_uFk)xAtjUuI7D_u^kH4WHsZ!L7P$4IB^Uz
z{%}3(*B>r)3%@pBEGL%Z`3^q}8HrvMIt*T8iyvt*Tu@pYkq-2JbIT57;S9dPBg8Xo
zcXX;wK2~aYNpM=)=<^!V&wRT2<iX-aE5dYq;wM+R9vG-TF)e}P4bQ^r;-n<;{y&8s
zTgacX0niGVeYK?MWdNboXQpMnG!SC(TWsBKA1I6HK=FiM1;2B^<6qppWQn<8Xu|Zm
zyj|r$)x<QuR$9`#F0VHY54_Uj8EmbLoS#Dp_kNcX?6wx6-@q<n2_BSG?UZ)q(*bqY
z1e;LMw_Rqesrc>-u@D%4e*Mi(u>_nF@9xApo#ox<mOXu0j&#ta;}2(ls|p(X`E%jW
zesZAzRz4x+O6iLm9J!E69eK3XuH);dfl8P{4H?N%<VvciS{k?4P{fvNln;NuW4Cuz
z0$S@a7JdIUju3g4bS9_JtN68KNM!gz`Me)rGt*L45&o9fB_~{`T_2C-mq?RN5<5eM
zfvhz(^hO2nO5Q9Q^de7>{Z-M4;Y!X(ELXoxh4hZC?8?j);jBbxH-STCj2RUj=~vXP
zsvA(%`NyxnIl{COcp73p5_fYQl6nQ^deB*PDF-#23qBEa3DWo{lrFGNe0lkSaV<eE
z^(Q7v?|g!kHFqB;q47}(>hZ!Sou4Ly#!r(6Y6ei{rp|X_#|g6U>SuLCLma(qU=87f
zUbiL)sj|hnEA`Vfmaf5ENt>bUmML=Xuf4`)k@HkOe6)X~u8~7DDkQI}E$JA@aiBF5
zwP2_%XYE2dGC;$xLr<-$$97s*Gp=>KoE;f5)N8|W1YPfLDYVC>?iY}OXKECw&$G>)
zo|%#oo|VTzL)wH|#CwVa-ug&Y4o{+waWL*`lLTga&@^vH(o{5^m>N<23=X!}Q?j*i
zWu`*mi%t5<kTZxjmiIycD2^}xsg%koeAlCOKDWj`cV$7#*QJ7rV~OdNwvnRdvR}lO
zgU~F!=$N1cD`c6cHCN8z-lOA8rdmO2z*3sGNG^0+G>2dqUe0C|AlB30;ByQ!u(2W_
zJaQ*=H+_>F#7*pf-ph&`epf?FB;4KmPX2RBPLPr0K5kX~8fYLFZrU^o)hm2phlTV<
z>b3lbacQxwsMMSOlBi2gL!xGe7K@w;nczER$SQ5-yS6`Ypg(XoK<WZME%wE*TI)P#
z-sljz6w?syQGnvZ=8PlD$T4N?^BoU%UJdcDbX+L(4QYb*uV9&ad(8}?Z;MU&j?a6A
zN}cw+1pNRLyG`E6vZ6%Q*<G8en3s*Y9tS5(tI^rS{tZk3?hl;PG;eis*dSWHu=nJr
z#uv=mQp5`IcIwrFdzlv))9|>{_9m_*{^m5mGHyH($7*6%h*-ZDl2fr|5$pXbD)#r9
zaVYq{m-_d59A!#;!C1Q;*$<a<AX&(1Y8ZX-?K19n$4QIAn}*jPl72_Kptc2H6?#~G
z(s^NlRNZTC444M;=6m>#Rl%P*fxhR<cF1n!Wt!P>^jIFB{17{rcS3`VR?K$QTvsw6
zc058VERXbm;PkYjdx=&^LjfB@r;r^H1ooO_Roa3IX)%gb0n4-qU_P|?(=EIMateVM
z=jw+lE}D$YhfiV`Ghz?B%30<09n!(x@WXJT|05jV!uXVNxo7jt4nD3!sUTN;a@2YN
zwJ6-K!$-n=3Oo(j{?ap>H3^@v*r^G=I&dx2upH|4bsTBU)K-$Y%p|>Ggp<aF|1kP_
z)7W0?`ZSCG&cVZ8nE}o#BYa1KJm(v~BK{!ZEM41S>p*$aHQlB-boz|i)Z51Fsz;2m
zkn~j%NJ_1n;5~>_*27-QgQiJkDcqw=s%qmvhO|Zrp^p29hf{%TL(x}%jcbfF=!kW-
zdEytl;K`IOpSNQz!zL_K#&1aB?`GMlI$ucBHgFZC{rXWf@ea|-R%NCB?i_`YKUZ8v
za&l>wNKiT7gK?l+DDdlphYGor{Y53#uDnQ8Q>QE3DcHi=NY1-M&2)rAb$lp(?vXB3
zK-hKt`&*Ev%{LQ+-}VbFqr@iAq~hc{(ebd;(jXr!eo>Lr7PonidNG~ZCAa_}lSNIo
zpOZ0Xd1#M&SVU59VhU4*_^;^mydcDqME~KkbzQSXI6=<(%`lcw`1iIG)khMT(=-=i
zdyLwy^xE`Ab|z;fUu#8?*iO&l^Ap?c7pFp;-nrs(fB+Z!$RtHXloqU}`)ZWfIR);4
zrUhAX87eu+EZtsN!+#YF@i(_WlKH+6lve)UBIdolnH6%?$47=-xiS$epafrq{%J8g
z!<@=ug6nIYf#(5$yYX)~Q4V44a;mHacr!+iOfpfJ*^<;hcd!|#N-$+vk#Mr-Qfh!&
zj`M7{N>9-SK%o%O>dhXcBYo=XNJs(I#s=#nDF!%8lyPFqL@n8&7a<|VWQuv1?XZ#J
z?xN;zze)c*2y`Ho$@Z`QgTB@Wm<%~kd85nE))j1v=coS1Uky7f#JoGJ1}>9(#>=ev
z#`T_P6_DNIEns@DW&==&hlPh01E<CU64?;Y0%GlM)&(JIj^3~sqxkI&tLAk1DCKA;
zEQV%H)oF<5@q7f%*w-VuP{Sq>4j(;^4V!4fw$^FnrEytufajrGjE_6E5<~nt!<zX~
z^k+@=M5&4wZ%j!`i!v}~a!--DJI}(_Qh!OVh$7(n=5;0tD<@(gQ^LVDsDD{U^3x2E
zMc9p_u}Bcf|1@#$&DgQ0<*Hw{0Ibx&Xfamb0z|{><j_=J2$l9*1`!GLEFs*Nk-0AA
zfA1e|>woIm*eiw)_eyr<Dcs3o&tBG$lL_D<1e^--#8{%s?mxAzt9K;mkSY^1pz{ts
zdjU+D6TrYng&k|E!?OL8Ak=c;qpi}{lM{`RP5QJX3}t6}u1q**D@Y<p-^E5EiAAXT
z6_44rG-^Q-k7`DozLcRv2pC-vb<b+!)<vEqrB!aw=cTaQYw0_n_BF+6`uCi-VGluf
zsx|ca1=>e&Ci?u33~lx@;C*LH6Er?+$KWRhc1eI@sr)xWoBEI#Au!k-eN*2N%g-Mm
zWz_&)FnH#N03*)<0!)A4E|JnO#3STfx=t%zbiI&Zlznf#Mo%Vi@MSn}=#|66fJwly
zdjYoYu!ClfLGSyQ9PbIT8^74)o)uWz)4CQM_wy6&GKO@<7}mc<!wS<%^wD58B5Ffe
z<qmMvx;$P83Vlz=f5~6e6CEnU<Jn~|Z(BGN$vO*%Et*mJVbgJ<pf5s^J!x%<53A~+
zu`WLXXCX&rD>O+3fmnm+omse#R-R^={X_#@;8Ew{dQIdA*xX6T{5N$d(UYUbNXCy4
z1NmW{%|7Z2`LBvEN_DmS$-2S|@KL)=<5;#uC~XI-<h3>(8s}DSzxE>sRmH~p7U*VT
zdtz7~c=Lfk{Mx~0{v_?gUViJ^7RIwI@1z$;+~Fj8RrGSNMZ{T&xg(^#O2i%g5_+7b
zsuj8~9FD_WnqBK_%xR4c6(pa*Bs{+3(Jv^=i0)o8jXVnFFKczU4qgXP3B~Q;L4X|{
zm8S?%WU@#}%}z_Ch#a-H`+H`~ms4?RDj8em3EXrC<`24cXL-iW9`cN^8zr>^+VQp*
zycdVFm^t4UrpWZ52#h$YUJafZ67R3ajeKEzTrSsrQ^@2%D4THWt4|I#G+m^9>0!mQ
ztA{<4-8?~6pIotYyg_!bLy}k@eB2?~E^wf0=Fb!I;T@Wt^iXlXqMjxAw}mbjf4^Su
zm`g%-^8h?<-Z{jH96S~K0+)?#iFDJYlrBhPI&*5=`f%eHvO1G4STx@`w+H4na(3aN
z&Rx#=tF+>CP_GY7C_4H`s+};bjno+-;hg#m?~;kCcqwSxxORA^=Fup3MC*No6F+11
zuuNK6?ch=e3Q;@HIBEg-C|(v_1nnVNQtn%hOniWYgCppWwI9L~AMW^EIgv-kEM@m|
zmfn>VjU0I<E2T$z$8EvM3T;dAWpQ3aB+sF+l)D+*F|7k$gWpVp9E5zCdauEZDj#u{
z$$EWnMSAO3N83_(!s3)fRZWmp47eoj<$D31NbogN__0T?@1qiVz45us5AzXD&zZBS
zV!Zgzdv$16rRY_yax5YSwF9JU7s1nXQ?#BL%IYHm+X+RT(d3P=RRVM-1spA@?LGyL
zJ$+$I;vcgOMK|hj$G<nByVdfNYPDS#I4K+{(cySM_-wKU=0&H$1=Vv&WS5+p?n|!_
zN*K4ItXVqXXG4?DbcuKIIbOBf9WE<aDlD)twx5>Az}qQ$-Ong@vHq-<X&xz+IGdZa
zvM%=NWPtK48273u>)vjt)`hoplQQ98m6dN-Y)lo=R$;}R5n}{4D~CQWFyG0d)=0kE
z(>cLo{W-0qD~Dsbuv95QRkNe>G-BV);icwjX;-eJNNuy}eQy#|V8lYo;fvCLRd}C$
z<iAznokRFIO}M;LaXs9u1V*tMeq!r(4NtBWGFIj!1Vxdv8`44;j9<BZnd2{IOI3pM
zVKHa&uc2l-JHCsK;r)uKLtHmv?~0pI<e3r%YefH`&kz>P$`!y9ea6>?W1%JdQPI#e
z>331{w^BUL<t`bFHu4|D(=rP%YA9@d^A!q7Vz#rl;VM=j9q-S|Y%l4lLpCZt+iQOS
zLd?%|S|tf8{dIc4)qy3PN@wGN;r?XFQ<W%?jb_I+s?`y?@apPr{QErN#>+69>@rV2
zoC6Z3Ia}t5ZTz9noapwsU7!V@bZ<}8r?e55`i~um8>u5reqH3kbrVM{>l3xq(v7Ic
z{M+>+Lfu+z0moxHMfN)QAb1Cb4J}W-tSoOT?*cH5aDP^)5WY@PVp9d?hT<v9(f`BV
zTSmq4wR@sXun;V`LxKbd65Kt(Ex1c?Xxv?cH4Xs+1PSgP+}+*X-Ju(8G}Hf?Gi%O$
z*L&`|AMX7yv+jrLuCA`CRaL9@-p_uXpA-y$c0equOe;ScoF$yaXx+GX+{NW3(t8((
ziW|qx1Oq<ai6X8XvTf*6kTTHx>Rq`-Xd$MsiqT*Ro)?DWEX#=hK^kfecaVQDheeiB
z--zgp2ORwbmzMol5TSy(=+72(%$9#?P&IWqr{N=}8V(c@!w^Hr;0irCp@L~pzJ-^E
zjp1?R*n61r)+_es6w!+s8OtFS8n0G>R+jb2hu1@0sNe!Wc&_P9M%O*+BV0tzA`Yg$
zjtxIh`=0{|5%&loSv6o8ha7QcXGfBZq}Y#H;LT?(*&1L*G3t+2iXuL6?v0<og2Zg4
z>lu&ehk3$#JpO($`WraYD@gN7v8f^6Ugs_NNSE$+=8cG3tg-)@pp&zR%FqB;qF%%~
zg#e(}zs{cfb=DknzPP($a#Px?U6bm5uu})El=O5RcP^QH{3jF9Oy`42v=S#}P2G&x
zh^dUPiJF6g*njfFRnzJJ0(6zD;5qJ;xKu9Zfj>U76aj(YDA<8il4vW@8*%zT;7VPn
zm3=zghZW97Ci6Z3LE^#^%GZS_w`szgz5?MGS1R2etYn)#DZ+gr=nz?`(>DDGS3(8X
ze&x8*FvCv#%1Y<n#JaB|lLWeLBS(%qd2v4EFCfBB^GdD3$5FlAbU*`OdOtsxIo6z^
z7ir?zz#!N;$UVU`hR<vU&jruY%B(Mu;u9k=RGO+!S30~m^BS!#8JKSK(dejd{Ifoe
zxbt3_<gPr1uGWf%6QNm}w$Wb6DpXebH%G7!rL@Nu(;SYMu^>Kj;F*DRXsggXo22t7
z$-Dwb(xm48Z=h=`7KHs9gP^jndr2L->9;Ld%yyMEG3o$?&-^r)k%@ywY5eeTuertx
z9qk*U{Tn<TfmG1-GwHtI+t{zq+X5_3cVFcTk6$#Jt5)-Wn`R-aH~K`~1y#P~tj0?^
z<a{9j<%3J??FXbw<Qh2cr}7h-oOxnp9yBp;e{f?bzfWO|6YC)<6W{^6AU{XTcaN^9
zo6dla%DGWy!RM4RbM|(6h?5}Jtv^j(4MP0~-RaTxVkAY2R+!{D>x0t81gDc3dTB0h
zZ;@ilCN-EU-ptE4CdjV5V@4}`Sj~zy>>tQfrYrmfMQQxW$k!#L5jL0e?wd6Ih2{M`
zQ7=B54W`|jnn36LHwWJyz2fd<q&%r>qxq9ZSAd@<Nv9l^bmuN}%+B=ZZ5vWjJl6H%
zemVlBJ1a_FE8uLAk?&cxKqzj;X78{$?#n#@Z6B$p?K#Yy>njsNOLW_RyNZkkhCSvu
z1LYRvfDEq&ivk>_<rXHdEvHk*8-KKI@o7*XYeK(}{&+A;(u+UG9wjRNJ=@V-&nPv#
z4_w#FF}EZO$4_X*OQ;ra;p^f)m|0tu=42{ErGS_7$zr!3Tobw8)9_oK>B=R6ni4Z?
zk1H>5r!m{r_>Ts32byQ;#7JKoWK=SFucNdyEv~5jvKKz_c)=Omew==}BFCHl;}Xrw
zvuArXc%%4v-+?j7vCCLM&9bp6oeQ0hkFpI|*)jdpXpW~Z@%83D{8f_`{WRA-N&Zhc
zge^&%QpvJ>iy6JD2ZQem?-WJ0sGq0S;jy1L+ixwF)mu1qoJ707t9-|Trp2|K>4HRm
zmFJsA+zdfRQqrP_EJb6~P`uZ|Yw=?NcxiEcS#QuuAd6|--mR=9*kjP?M7^*vp{7~F
z<wWtr9g%RoFm(X#Vs8$met>&Z%bCmFl>wZg^%^eF$v|f>e(XKlU>C&~tEg|xYB3^^
zQn|n|NQ5|F+~t1w*pRriU6K_2Fj>*i?pLPSHjS+akt$$*R9v)-RGJy{x#%uF6WyZL
zv0EgvBBK#TCAjMNPRyDbxJl?YFyEH6`8frepHn4zIPo-J`1US|DMOx00xs^cDDyA)
zZG`Q0p$tp7TFhU7bpV`<6f^sTtLQ3<W45yW{3W2a<KcBBnO4i&6`9@5k4aj77!O(U
z<+3Dm_CmkEuRCeTQ#4}Em+C7h_C{lC(sRLJB;@-ADPcC{{@qW|1a1B?yJO!)PMlcD
zZx9=8^gb$ve1Ixc2CHc6dn8dW<{N1~jV4t^KSn5(3TUTCRyZ%5eK-~sJj%3Bg|H@V
zzJvK;UzJCij~?_ura50b4}sKP^@JkwU5o=0YxxV)YUxMFh?{wGn`3(9?B@By2m7QA
zISqd-)GKc>y(`XDM-Ls~1Jg|3Fadp55-^4n+TZN@n6&BjoD{7c@tDZY_#h@_E2xiu
za?xBXSA)8pwe=E84XJNAcD@<v&?a5Sk7939YXnyq&6d-qOiwN;m8w&~XexJ}nZ7s9
zTQ)Q`$9mDProEA{Y-1S6Fri92yeQSB5LNp6I#Gmtr_KN>Rbc0l7v7-p<HMw+qbTI3
z&dOmz`83mTXC7{oFe5iM*^xv3mvnujBLL<~BN8YTmEKfC$=Yy0l9S_jauCYYYr6aA
zNHNUK#j?4djmpt9Hq%L;$+P|PsF${s2}|2;?ES)d5KhgYf3o3FzPac6=&3`;4%{Hj
zJeUv4svo<aY}0>aI$I}p9Qg)2IUMR%NkTh&PMu<|I@}u5xnH(ubd13I1S_;HUa3Pn
zXtx&7A1rPWR{rAfcJXr<7D?x0UYoSnwhVZA@ym-WpoG5o$ne|23E9+H`OlOgl4z(d
zyPnZlyI#Vc@*XZxp&~lAsg`Pnz?>pn<6_N#Mvkn^y)c6bX|BRdD!Q|0pP;LY5KKeO
zNBwEL?99WT%%n4%s#lM|f2g48M-gSj&53kPjsE)xMsk8Pb+DV&XuC$*YVW1XbnEG=
zenq1-ordWg?*ReH><8_o9hJ^;^?6Y(kH+VUgt?LZ0osOWom|X7VJ1N>sDih`5V=eZ
zDis@dNa2%o8)$K<t<@ZjY54Z0{8@sq)p!`O>gHRYP4SA9eC8ND_cMMw$4%^8weJfi
zK1t7Hei_O~YDhMr@@j(XlL)tmx{pTgms!SVl&Psg=5uX#WRk1BoRxL$tbvK(#jXIN
zx^fUrgkTY>@Cm0TG^@yq-N|t(n7vL}uF7rG?@J2-=3jts`e=67GAQwtjPhex*-~fN
z?r6!4e3~qWzMy5Lq8cz3OZGz@Eu=7q3`ul5tZZZ}W7Z+F8!l_0F@)>J(YvUR6`X~R
zboC~_sk1D+Cl#R`7}0rCR-@foZ)A@5j%n33FBy{tbrh~)A<W?AoQ7Iq1m^|VY{e11
zw$|&uvy!>`v7H%TZjKf>AsVCCX1mnc_E8Elw_L{Vw%nQ?usAjv-y75YE4x6DmJs(!
zGI1U$As^MB4cTH;DAJv`a1;1vo(M;e!T+<}!Hk{Bar&23Db$9S%{2`-<0`_mGFkiK
zs5?oYyVHddzlQ##_m3x5y)Qr`k%3(Ok|7$z>9(C);~LOPe+>sA2N~~L_Fc*kyV2l*
z*;y4y`*;6fBmdKac(4J&J%y&^bFKwkBN(dez^!Ofsn758$((M$&ajZp7!OUT;@MtI
z^$=319PXy;SEdnPS%^dbL%}4YC2C?D!cVm(o>{0Q$?jZ)Q;kUSQQjtROwCv(+*<EX
z32J9H*(Y>Mhq#ARMtm>L%Exl;pm9lKh7WCe10CqTidzoot2XI%wX$|()K#(w{Pc*R
z%SF4rc(bS6B=K*d!83`xKexmY=PUBx_JzD(^*hqtlYY%Ec53Bm-_KdLRDSAc2H2_a
zj=L33L;kE7o4iL!)&3Tk;v$=h_Kwz+`|ysE!=QjBB-;tpov)u2T1M@s+daLGuqVxE
z%!d6<PnUkEu=i4t*4Q^MefzvsQm|jWpRK3HqBO?+R1C+glL8;qH=WI!P$ZI`73JiJ
zOYqi+V(H*RiT>&rb^FGVtRi9HL|B2-`ww5SC%1n(n3EF${D6{Dz5JPVtpZ<NZo`=K
zcfoDeV!k3dc3*{;TgUb4lf%qtukWpoYuFB)i_Zt}eHbd1Y-%5~O6V5C^CR*is#|v*
zZ9*F&xF`hdAf1<#*}UBQ6SP)&uHPGk-h@w>h{q`JsOJ@i*=x<-l(bW?FfiHK=0#(G
z`r(<M5CIx#fcAjqPKDR`5^a(b--Fsy0fjQx9Bt_Mcyj>xS|c^@w`{q>b-Jcsi0_?u
z@(9bx`=hcrRb-tTJ4FjbzK{<{t-ovfva<iSJ*{xekH7X&EbaBn`8hDv@(LRjBv$m;
zpI#X14y>$sFUm#_t?(1=Wx`Az`MKcE6R7Ac6llZa5_^6BwsNd??n_+nH`xnao(0fo
zOC=@eDbo*W8Uk+;&oL|p>&0XHI<#^X^M+<D>4UFbJHoPN93;CIltrM<Pp!V)xt<R@
z?|jrRnc~tiZ4HIy<gz(-L>BwBDY=_t)K>+`;d%0f?CMR3B68ea3^($mmSrv&WYY9_
z@lNE%c#L3t?K~zS9t|uMc9TntKz5>90AVE#*QDs$hTC*goal7XfBAeO(=6GzE7iI{
z2UqDyB%x`<d>L`lGG4InNuU)>n!~czW_5sP%Egq2+5BSIueCGiU0&P_M|w5)l+(jF
zu%Q?lFzzz>xEp(Hp(*30RF~X+UX6r5(iJLkJ&97Edj}jZ3>>r8I;qvW?n>}~Q!z(@
zn2GpCGEp9OERIBu2DgI>3?%@cCQS?6r;;ahB@PiVnhs{TP6Kyosu~fK5)4Zo1v(+H
zZMz=C(>OT0h{eUn<fGE6Kf#9YTXjly=kIv8mM=gFxy=b*xNw4m#Q)66|I0Tv!*fxD
z(RYDJ`z&A42V!u9S<5j|fnVLDTEGz5ES!heO7*~|)kCM`J>577W;7id;}>!2EX?QQ
zKem~*(kjB&_Mn~lLD!AfkFC3EsgPB)Ixj?m#UZ|5i;jyTO3M5}`M{2xp|Ez;XFG#j
znF(1;_O>EQ5&O>He8l+R9INiv0r5FE;b>!`&f@DH9?$Jsld0jS1?5@~#NrC3CcD#k
zW^oTwWUY?*>Z0Zp6Ld;JY`GyhH=Zd1vj*Bv$So$zI4!^Fi?%fOtt~~{ouzXMU9yxI
zyT786r_Zy=JL|pP6dywQr2y>5l$!CNkCQW1Aa`WflzsmzC{zU$EQ=;IZGZMKYg-VR
zgVK^7jbb`fh9Gv#DO=|<srF|uHCU_!bz~fq9GM2cyZ7!y4BO~uwk|MT3E@Pgs*4NZ
z9e>I1ca%1{q7`z)to$dEf$fbnpfqyRLPfP$#Wqag3>y9dW7-5nTrC1biKSiDbEIHw
zZr0~jJTXuO!h^awiA(f$MRZ8lV1W=s3X_cymAVkL{bf%(?stJBii=8V$gi)+up52?
zv3MHrqeMaM@v!*gU>e%-*X`=g&MuOo(qIloZ4aJYnX8v@&p~NEe@Vs+4dpC;T#egu
zx6ns*&{ffJc@O1}aw6`qCNE%It*(G~LQ?uv9n`JyE4d8WT&VfVF$WXFFO;wB6W-N^
z{abotk@&Z{T`vABy_$)vhF@rJ3648n+2=JuUGTqRFa3h}&9{<VN9iP!GD=w1d4o@<
zibgD<D7&>8J3LCLqGv4Vjv@uQppU)((Bl8y;zfU^zzK0tqq<(le#X%1fr9spyj~{L
zxnDXU-7h_|b&1Dkdyy#&{jvyM+?QWrDm%t}keiF=D@BB!(g(E~(3x^~Ho5!%*aYv+
zRCeMXh`<3C>8AWl_|}!Vv1~d^e*l%03sRShWT|A$_rM`;W+SX8ojjT5*rHrRy(PVD
z4js82n}=DC<^g0D^)DUkFEp?PZhQCXNR_%e)}dP;LS}8r{#T!v{p-@)N(MIvaF&RU
zfvmC(>~xVLg=rnJR-s6BDdpskc(rK<{PY!+P8w$#k;2VtKf=_q>gp1Z&K&s<ZBXK~
zeyN*>aagxBM_UBanmD5Ie~9OY$1)~Kt1tLBBtnyjT|>JwOZ}eYGi1VmB63IXbb!0F
z-{D7PdJv8?-+mag7Ak(H1PZp30!z@M+I{~NDDXfCB*wV9dYj+X@1lHQFQ95Ce4m3-
z$-!5^bfw-U4sb8t)yG9Bd{u^(R-%PkX@mT^3nkxRSbPE{kd}S(4*#ZW^QO2byMl27
zl?&lLy*sAVO3;PO*d(56o>MTVf)=%<5aJkn>SKP8=6A1M3{b501Q|A0Ing@`pL9dd
z{oryDNFOg{+880pM|tWjOohZ08mA|lN-qFN;b}1klW)=Z;MYtDW54&jW%?$>`J-gB
zv9s7+e&<3IRrjLJE!9%VFW9-`xVB%+!(Tva-S*oJ1}cu|teew->gVAx=&L<-*J?O$
zFOCJ^rz454_Mc;rf47bp0~>aNwDg9*WRl&3V8W4SV}2XZj2Bsl$bgfnj-TM~Z+C>8
z#4u60HhEQ}Kc1V;r;oD_;8!Ancw&`4a%?&>hQ{)91zKkBi6K&q4dCzE@^uyljxV06
zN&V&*wnC5tEOCF>-304e-AArU395eFjVB_`LGo>&{z1`*SfN{0-P|58ZH+j*yAx!f
znF_hkZbm4ImJlYZAd+$CyFqfZ#k%GsH)%5*+4}m<uW;{=K+tp@4eVRtd*nR}ZlOVD
z&n9#2tBoTS@~Td-Pu$jeXf3LQ(}ku91SR-aLC3ze3vyhRJ}=3bJVEW1u_RuVNN{^t
zT<3$Bqw139O$DD2r!|&Pqp7|(L*6gn^85W6iP?<osu5U)jxxGU1Mb`Ua^VSrYyKJI
z7?*Tko_NYYGnH}jqKUFiJF{rw9|4`E>JY*|8<(U0Zr8L<5=G~XqH^fn<>KOT1+4CZ
zG@a5tV|L*Wzwc*{AO|{3VbR$AZS6i0@J0s_se^+;5L0QNt=B>mb|6n&v-$|{(Y5km
zT0Vik*H0(2B6HZz8<||Iy*?cWlDkUbsbi24)i2MhrRz(j8<0wFhjUi{y5qtvQ8=w5
zlhVpQj{ZP$(aK9b8`I4~Ndg;2pk)-6KED0x{oR^jy_x<MZFVNvjOYo~Ro>Uh%g>M+
z17n$3(Z^Fw^MydS6R93u&bV7Iu*20?rvn*LQWcSn7QvSfah}X^fYk2hQTh+v4v+h#
zWBEoB-<7RD;vLsrYyXOOVIQN%eTEamq0f6LnTtA9obq-b$vM~t>U^k9^ND@Gw5+nf
z1pfs*;4WCQ6qJ`ej>yAFzJYI!M2M{GdHk8K>{w{Rq=LH4&p8+rSDE9!{oi$a|FbJ}
z$|mX9P4P^9Y5V7eWgcGfyfE^4G76T@4l|?<d%Y}cI2D{5o#-s^2IlJNqT5Ba#M=Z%
z=drxt|0F?<JQ?F&`9o0IPCDNZF!=E<`@v*mO9?)y0O}rcm2Es;ZfuE>pik#t4p*M;
z*J<_W4$%l`98%r%b#!Oahuy>jNDZKW0rl{cb&ep5?S#ngpZj73*C~h9B|5s6!7KW<
zdQVK{kbxddx%+7Y2}YL9m!r>(AO$Se;clO$X+f){#b1ts3k9CiTfY{N6wB&o-@OgI
z`gI4EhFpBFsPzn9(cAjNF`D+FnePmQ_4(zEwN4Cix>CZo{DD1PJ?fwh^0~{2M0Hb<
zVDRhCBeH|%8RafGl)&zvsThGsIe+wQ<j-qvj+LY?;<7+qtBsd?F1XsoYQW>})L`hS
zdg3C(nAS&Wn^}a2E;v)YU6FSX$#3AF6?%jclEKqV#(f?30Rm4kR0y2f6qxRj3`Yj9
zz)#|g{c~h-V&Ox&%8zU6y6&A9ordR28>ZY5bdKKLooZ6w`Vafa&rj~gDEuyy8gyQj
zgS5$NUsrTijgF)52(OS(V+MgaKus|M6MxY~ZX!mKI5TxDS^P3vRGT@gd<N8H`sYjQ
zY|Eq<FWG-?#fs#MUbJi8AYz@-rFp+liReX=jB)CJ{At2)k2tAb)y+O#e$N4y0B01v
z2vNe3`yZ&4{C*IwUL}^K7F%q0T{K7bz4<?9E?k><s!oF6$9obKoOESc&EGYtwf`Vm
z((T|->a2g(ev)L#a82Q;b#dq0Sx{Z}!@(@mWY!%A(b;!hg~*~TRq={$9T*|lc)`j~
ze**TIPz0^3M&ZB^lxA>v%BA!+fkn)$*QX&>K~Qp|t1vuNtU&soZ|r~djha=PLG+k+
zS&$ouX9AD5{nc%a&f|ttKmf(4=c#*@s(@zEkGc#9JfH5Q_oVt>4xdV_a*!4~)~J%n
z{`Wi%88PP-{PzAmtEp9bdm;8F8~aHWk`-4p9A)k&WX+K<gd8Y39w^)llH~vDSK{sV
zkMzgj%|D;CScU(g?vF$n_RmRU+y0qyb8tpq{fCIj(4NdYFLUFn9Om9zg1u}^U+GfM
zm44m!D*Q33uruYQio7!>jJ>#h2E@5yun?>b$}zI_l0j(7E08%c;$YjR{qW2*dWza_
zMAX|H+}559{KQCduZ`^_MkPIE#H$ax+otc)dvu46{o-xr`p%ezC3h8_WH_+Rbf#ti
z`LyCoK&$BEf;)uB-??j<4mc?Wr{B22Rtl`O(nDvLJsavG3**C)&Qy{%maBx2w?9R_
z@J;KfOwm^Z-R!=%AoJ&7mmPwIVe)o6QLeM1TS7n!6SdP9dBl?z(E=~a{<tX0_tQ_-
zZsuDCVC(!`?!%R&#EmTw;6W4A15s+jj`U?IviZaJ&FM|ePK{~8{rnz0oHXQyo@}GE
zZP{t{EGvf+qH$9wF1;FVI-sF~KV&$ybk!!Cd=T|i*GL48hP>Gbzt|Q8zlL`eXwH3D
z)qOqpqOKU3MVEa5H&?A6Pn=NmYf9F+R+4Sm==7MfG`m8Fdpn$Q(PZzse;c{}YeOKo
z5*^sMXB9z&i^COnT)#I`&>DqTZ31>1Vc0M2xp1wXP=I&bKsJtzArZ{ZtK_f&W&M&R
zLm%Lj0=NP5Le38Qs3IvTLe!>jWLz`2BQ-q0V}e1!Yl7Ja2H|J$tETmV!$krE4&@Cj
zyBg;|h51vy2B3`dh^poW3JG=_;kWv@lp4Y)WfBj1hZtk*e||Gnna$1_D)Ds)fC_HG
zy;|nWD*H;bl?4X4<Qfr$n|(Ac!l6Y^+|p4QR>LU+&zHc`=Q1%-OcZJPWSUDZgehM!
zSP*MCWS{D-HIIXviz~=DQa!s>;FlK8x2?D+(%THe0=Mmm^1@`_!L#6ivI#NIvgMAr
zvsN^SWe=yU&8JVS6{hl@*idq;02Q5j!ffIvMIgb5(W14c8iScwhd{~EdLWB0G4w8y
z4mzK=2_|V?wILjwF6bm)%?Wyz)P>dTJlh))>UuJDe#f*>Y4#c%j0_m$hLe3?Gdpl?
zENk8_sLm?oxu+=6{(>eY4?Z#FLohN#ZHx#iZiVL8ZsCK42P$6<y6#*<pD5r6_k`nw
z9Y|R99vH!M*+k{(w3uM<>2zmDSgnr|p?S_%(dS?U{~RM4u$*^fn6SeeEc(V~%%fqD
zaH7RS>6d@q)j($e?+eLFpOM91fI<C%g|L$t>HInibfE7Oj?G(7j&ou9&(-n03(QR%
zI8p`MpD3Rg=WNZP2G`yL;gz&FLS2p~^pKPJ#(*G0D(HB@Rz{jHQ^ks|-g8c*>9>@P
z*rx@p9fxqyw{Dqar&)ARmY^yQlzT`A+c^Kke4sGRj&!fA5Z$JppR$xj%JKbo_f!AF
zasFo@D5S@T;M`UFrX_%|dx7H%{ad8LE|Qg*3U|_lV6HZ!EveM44cv|1!~xuVt@oXj
z#)r~io2vkrgg>(<B{pYI^RkV%?`KBxBBzx@A})mE4WuWHO3&1u={S5H;mQKr7rn$r
zEa3pTYnw}lplm!#XtfQgJJ|YG(Ny`pg}$lNLBp0|jToiTqqJw3GWHXDJJ4fEcn4km
z+bkh!_H<o4npMefU#=;;A0|@YWf@<tC<|LpZo71_LtJx3=lq(5Hw=L*LToff*hkw`
zHzouFdty{PpGlw-XW|0u;7s!Zz!8}<0D!#@Jm#n5qqcO{-Vslf?R?d4G;?6|%712|
zW0|VCcJ7BXc}4dn!iy=vbyiD}WW}LJvv2GdUdLL=AD0Le#fW%)LtEMShgzgcWdRnq
zHKvYNS~RFaE?T~L1=ikhK+g3umU+rBd8qLtyjBaPf_q?3al!eEy5GHHHqwwjQJ*J8
z2P)dW463$vU@Q)v?&=S6C<R1Jq89tY2l+(5ZRJN)WjJ$T%**mL2;Nrr9UjhsvoExN
z0Yf5Cdbm;6U%-?_Yt5|~d}kNlXAdrfQxT^5Z;-oiH%!glAcA~F#tGjykWYbG1P=JH
zfWGCI@{GL&j07otH+|ots}~LMqn2l|`6QeK^X4eO?xli_OsjILUzB{FK9uWI^a~Z_
zIV&T-K8fHLTEyHBT!e${@jxz7^EMkrjvWJtQqHb&(JFtCUWwuW{S|e47&w|6XZs>N
zo3J(x-?PbXc7sngedW9Pq4?dAk;Ib*B~M57%m<i{lWkA~SHGb+5{Btb4z?Ve4bKTn
zgG<*~8PL6qa39W?$kK$pPc-A(xvpI3(hMLrg-T_uQ#V)n(egh^<m^^rE5ju!HD_Qv
ze*puyk{Ir|o{0btio7v^TMjl`BW!D%g;e|8S8_}CthV9X;~aVM4fk0);linqV(!YZ
zw|cjpb?Up=fktlBSZ3RcCz`UJ0DK43B{N#K&A0g>hWw9IL%dJa%d>DRo-jxR=L`vd
zA3*w1!m@kgZ7bFGiWEGb`JBEP3k~Lk=fg<vP8jEp$I)iahl2(tqZdM67Ue27$38hc
zT-5nroLnx{d8)HP`V+}6{8HezxIrDr{qKkN|Lc&?)YHxiBQk=b_9>$QNezCcboX!b
zW+`skAp{9&HBO09x<C(lyt6_6Wa~%X%&&Zwc+M0%Eitgwt}COq`ZL_}U{sPb7dw~d
z6=$ZgU&bA~#HgF)7!dn>sWvk`lwtSVqBv{1NYnOLyJM{stCVwXk7Ayt8c-wnOIC9&
z=;Y*fz;wDw6xZLz0RlkcA~w*ujc}h>AaeyJZ%@*N(CaxoS%MO>GD|V(^<iB+nUsmX
zqSg-7455`v1H+B|=WW0ZxS?jo6EXzcM~MR)!fN0bNY3n~)n7{mgxeDCfWHC@VKtB!
zJJUYRm-i5h0)nE*GcoM9#u!mqe*qOf8lK?ZzW{(|_6r`duimEK6vbuXkln5*)6D@@
z48TR?<BUH8yf4wJU;mi6A~T&6Q9FTdUWi!r<fOY%O_4qXDRpZUgN%55Otz2aE7fg}
zgF5uzqRP#_j1*d5Zm|-Rb5?rw`S1p|GMR5qU@RXlyDNN+uAwYn8v}TjKzL(CNMI=s
zkDcrTB}crmW<IiHuQ>eMj?w=DFnwiUd8JEz+l{GTrryO1(taA*Ia+T|gb$Vz+Z#P$
zP@~`q*Rc<KXZF`u?MopzNdu^tm3VUVFC5m*j#C>w^9$IdUMj0xA+!k5S-?YY2E?Hk
zR9}HsNc?P_pSMP;?i{%+8^zm8r-y}dcy7xp`wVC60E*p1A^z?&UEgmamEvO^mly7U
zP5Z{?zknWL(gXjaya-9&n%KOX%44f(t1NzinWK8hs#dBmAEdHuGn@2;)UQ_Z>654b
zlzmS=t4qSe8^AQI1v1{Vjgmolk6Bq{>!G(=^wkf$&dWR=HnrI}7E@O%uvQ+x?4q#4
z2iK#mfcv|%EPVH8_7zWHX;pM>7D;<Q8i^N7?Cmt>6W$YmtnG={lVB|X7rD=`5xlVw
zN<S{n!7w7zQ7-Wm)vKyeyyN9@?jt=Qv5){fodiAq@}(>H6zy`>2HtkB?+$A-7{k-a
zC-`4czw3MA^%}m1JrhN^m9bNX8jDW-Y<!<4v+Q(Xcp-_8u)jeigu@&2gw9==jXP8#
z)(v#}h1(-!39S$fac@2g4|IK`!q@xBO{Q@f!Ae{m$hJfk<39Tp!H@(hy;a|W8e;-&
z2+S0%!#B}Wb)<Xpdt7Lm5~C70aex8`G-)K8r*o#t_ujLzs`R_xJuxk|lY0tGbiNSR
zPc!@5WpgEZxC<rSFQ_PFroB%{kmpmCh}{nq34q;>ZFfY9yoDr#$G`nF&@YBhmdv6L
z;PC#7`S^;u@~`x(F|V+5h{5bI^UalOs3v&(F95HvMzhs9{)^Y8$pHXv;ivS!Jh=X|
zAJ_lE>!SaKfEC~Wn*vsR|D}Kx2OBpV$A2MU#rD6KfR!pj`u{Ir^?!_j)&F;raqx7&
zKPiF#2g_v#g|F4L5Y@JP4C$S6Yr3a~cB{F2W+x@*O{p%?KnJ$XLV$&yUX=Cgd*6LT
zr)y%=bS()xnnkPf7)~uexh2cmFrv>#qRL<bhY7etUA9%n#ob?kse<|N$0U7&(xh9N
zi9Z>C0adwz84Y6H)9k14na`=!t1|-S|GqmMe)-?`*D#yQq-ER_8^^CgcSHmD<0Di^
zn&|*huCb{Z<lkb=@L<1$X!_5&wSt#S2T9<Qr@w&3N#tXu<XIu(6l!Ij(af~*C25E5
zrU-v_>**32g=T<d8AwZ_Sy&2m35FSv8a*Rc23%AbV1M`Z!Ulav5f<s2$|G^$5EG3r
zBp*CuD9wT!>-}SW7|`)Zy5p+>rC#aLja$69zE4+dsUZu--e*9WUcIoYq+Hp?&=Mg@
z(u-0|t58*DF8axPut0pIQA-tB-#lN28CstyAkX+-Ar`P{Ih`4jMj0Zheg&r$9Kab(
z@Z9j?)B*h3C&~lv;Io9Pe2z7OeSxCB5n)c1tl<OcHr(D7C1T@8&>=N6cVsK1k~RB%
z9eRtyPu>^p94%=BNw5A$sOE^)oZa=KAJ5*03_<xufHB?#<y?`+&LflRwv5y+Edj2}
zz?K+K!ZJL&QS9qCWy`u3d?43hkV!=Y^kY)}6s>Dpk7FQNq~Gz=ks6Cv)$ZLtPieoE
zaogHgwvg<^k3-(`?&qz(Y+d6;r;w&{Z(KzE3t)!jqAo_n+9XSvMY1(0)+x&wSupzi
z5KIrD>Tl!hZ!Xie*45ZnC^q|G0RV`kmGK%8U7z?A2Gy<<(!i4YMSf_fay1BxfcgdC
z(cY2-{4Ee|W{>2#@8EeoQQ*u7)g0PQK*@0WK_bexAJjzGba<_WU<u_IK3?0?<9|y{
z^gbW3b6I}k5G~+(B};W{K8<9slGcy;>LAW#mZ98$SI_5}l|q8aoba;v+vB>}gGqhR
z;25&u*1vMc|K&I8plB^-)T*!2oH=?j8eG}zT_tB%voG}}u%&pZuLeb*_w$Ki9`uu5
zeJyOF^k@N!X56Ih9UDGE(3As{>&3L~A&s!CqmvRj0?d0HnysaYhKSHb*~u%<uv`!3
zfX=Gg*m&J1jtnpHdC&;13iERHj=Tec>`he;Sf(Pg$rDnzufOug$YteK=&}mFwMiUu
zC^C?LjUuyc@zp0DjbO9d*L;4*C*oxU%Xs_+mEanw$CdT<;74)rn?}go?*$=+0{loj
zlB(En=gG<ZWy{hh(FHmvRp^-;S*S*$N+MvpY+&orfc5tLoMKFPxXEOIZzty#4kHd8
z+JoWFi=ML^?HRZohc|^POCeDWPS!JATCrB1w#wS1VuxCFM$SZAlH(Y*y&YW=N+Jfo
zZ=Sx%z$P3x=(ns%w3SkZRC<C9!>M;r!6}UIf9i&Zo}I6MevdjzFXX*IQtZnfyv(h~
z$jfQ@zHEw{LKj_raWlC)kwa0dd4YK+3)f6FfAiOM{!rCceE_;!$o~C4CGiewoi}zj
ze1>WObAH%5mmr8Y{RpgmS*{}M@cuQecap+kAo*$#E<U&SDwJB?_T26cOb_eYiW+lK
zt4`@M5u|y4$Ajf!Sfx==6Q+Ycm}XP=TQz2?+Y?bDWu%MqX!*NSiZ$6g@@UeLNg+C?
zLRgtni$=6W`AVQLANMg65VzO#&8sXY3Ee&tWOXyO#vihwj5$u?M=~{u^R0A6HXhZh
zvbbKAY}z^Wd?l`b0a*Ez_<nR74B`fhX9iMJM^dPA$Yx&s36NVBLH+9Xu+4_VQMu%k
zWa<KVkvqS8!p)1hr7#K6p#&`6c?!3iq4O*hbilEm5B&>p!U)=<h%ES%Ud<_F0P#_p
zzb=o8#F^xj@`J9|JyC5IUsrsbU*BI|_tLtMftP{#DpH_fS+;}g><z-!P|p!1YK~YE
zNB%K$+I%Jox(GteNQ|$gxfsTzoBkr6B6t0Ugmv{Z!)Tj71_@#j2K!v=vp&=|HR61}
zBBCj96GIVC(3M=nq~d!*fVowAs`c^ml9qohSJkU#lwKR^b2#3>{<JKe$WHRSe`-l?
z(bh;E5}(IafPeF<#EKqi_^nPFmrMl(DCx~_ng)VBLlMY%+}0Y0wXs*s{%UDb7s07B
zM;{rdV<{T<)j~8k%*_a2X5rJzccT$hAv^qxKe8WUIlE&@PI&PU@tszr%FT>@0E*&U
zN8A+h`iVpDB6@psXrn_XbT6(a@L)hC5YUR{wJZlk;EC#yKO>|q`f3PhMg3FyvR>eN
zJ7;{LR2NRdGlhAt4<r6ecy%>&W}x~!bq(g3Zq?1AiD1br59WTHrVJ_YmV<9Dllrr$
z%aEHU{x3blKdMA1*q~OuJWmal4gFTa5l5N0k4oF@S=lPuh}#z-7@(-K;IpYOwzAJm
z;{iaYm+-BcBifB2VE45mrTmFUOPFS?HW?tU5XdiE_+ja07q05)OX0u(^3yU4|HY*s
zTA+}P_r!2a;>H}ZF=BK7xo=9=&(xB$x^}8BX3J6AX}$%FCz4^hnTe+yjBKFzR+c%)
zQAZi^Lt=)>J}WHgkxUa-RN@(VAj_gdt<6zXEQU6)37q7r2#~IwvHwKhs9yWgWF7xz
zKn_agl1wGHnym)v>2gMkm%*sG#91h?96x6=QqyJ8Q=I?6vmj7gLC_ky+3hGiKzTE>
zczmbzw%l8(foomojX2^SW&6#(Ax3pA6sdtjZxo{ceYl%%)!P`mz+~jPDBrV^2}mWd
zysH4hS&fHx?{dX!hoJr0hm9{#tjrR<A!Il+a~q-ht2h#mFy=RrI2s$><j%NfUljIp
zPk3A3bYpO1K{cqJ+YYQ)1&K^ySbjWNT>x9B%KDiTbiYC@wx!H%e)l7#kehaf)1N|D
zzQD@JtTk>Z!OVmROj$R%$_8vC@zS8DhZGwivPv7-1nUuGAdSF_Va>Z5m$b@t?p4M6
zB(FaOODlj(8i^F{@8tqNR%GU`yh2J8QHIvrj3XT2H+_9B6I$u_wkRt$Sk2I0%cf$*
z-ZQj)A%Tv7pMncTZ)XEy{HS|Eg0!I<eb&D7V+1QzqCRA)SH-R~*j5vO0Cd>yuK)`L
zks54hWkx5DKx&wqEVl!R*lh~i?^jZGo9suO69qnAR*SE85bKXGH<nR*3Ef5T1+3%A
zq6!ftvVOFs>;5QQTGV-xh16}QG|bKgZf3^35KI6A@XsnP(uD=hAdUnOFYe7|GG+mr
zJ{(LM%DFOfg`h7XNNxmJ3e$JOKc3VY4CvOn(VsV&`Gn&1=lnixH_HZ)+OQY2m5kr>
z^MT*l>(BCr^GsyRm4#0DXY8N`e{+}R{(+H4>t!2IV6FEg1!)^)ViriRW*ZbFdt%xh
ztktvTq*3^tk%;M<qEi0#V+pc1#@AiirIY3CzCzH8Rk^Wj?&qFM4kjt8$lHspwDa+<
z;(q0GHt#pkcmRDYkW<Cdi;`u}wBNDSqUdLS#^QB`L+ltW#A_ZdB^dXo5yNSmDF$ls
z8zrx7mHk&!+S26aH7dLSqCX;yp*a}L_Ueylg>|Q@>NJ3ZPk%<~P*u~Nom<6^T*g)*
z$(|OcG5QVI%&kL&E*%XQ*URo1^}s-Qvoj)={{a84tsxwpxwu>qPnw!OZS`6?^r0|l
zt3?*fJpxG@iU|tgnL5#37llm~T6>$}!R)m!_C7`8mtmI0*6rw4%yL@Sl(IPwOKev$
zU)YHZma%sC1Y@FA1T{?F8X@_*z0A$-hUkVd@%iQsE}Awqc9zR`EK^=C-~3J-ev9aa
z5Jy?Jn>2w4B)lLbWS`x6Rc@WQWScah?!NBzE!~4+EiR8cJDQTD1JYZia~$=YM=ST{
z_2Rc!4t|0yfA%IGZ|hdICV32h?uips-C8(l!BQR7b5-ojaA$iXoE->nHMRGy+F6Pc
zZXkuQ9pVGfCqJaQ8xiLKoS|Btb?i38UL}&x^z=pCOT1m!gv7TMg-*vdXAPZTTz;)|
zj!<a@OD^Z%iw{g&TuxM>^F(N*d1J5LX-c>cPwu3r8z&HtJV@z#$}mNs5)&8*`ab(D
z+>d!j>Z<?rltKSaMvIdEQEFKv&u>efIG!sNcQi!wOF5?KmPiYb>RjPt%m@P9#4`Fc
z0an)KEVCjp#!G*g+_W|ERzTP0gsyvyJHNE*62bf()eLu%?1%~voRBLweIPb(I$hK~
zo)B)=#^yyZK2Tw}ZnzQ^8D(mN@nF#+8mEPG4A0=2c`ZY71`3f)bYZGi*LrqNJMp@l
zuPTBjxH0v<u_#jTY}1g(D>kv3G7kv9IRH6C=;}O)KIVVm%V$>JlNce`?Ka3KAd_yh
z>!YR*y+Ly1siD3)SClTMiGcJypT*`8jQw<Cwu@KSa&y4*-00U#WuLh9*;_uxE)94%
zKIp*|LBFV9%KtchZ((NZjIE%ag$pt0_6(MFV9l>~|5ZvEo}{%PzI@;Z<?OXCJaWGv
zGdV`NOlyOP_BXsx0Z&S-<4JTp1R$L^+ylPGki`bbweoFPqkBAVFF<xv0~^x{x5wP!
zIn(E3LS3hQ5Om_E^!w?#LY}M7A97M{7@d<g+<R{M0S|fd^5WaQnes7{vtn1O73u=_
zY=KK=86JW>h=}W=0^wUUS|=+0S=0g|*Vy8Zuy+VE!bkgG)Pg(x6sZ$&&9F)I-N>~D
z{{o0BetM>yeQ-~k8lP5P1N+0$c1T=_b3>HX6TO1&BOmLoCL+iBHXB=8;z!(gb;nh?
zK{SxhwCs{j46DU1ak_J};IY0fbA#Vw-wvlHkfSxbuzxDsEbyEs22m%QA7h#=NhGCk
zW5VfZQb|Xucwr)ShBqBkW)Er-d`%?1HCy963)XpTb|QGcp6Z6$GhN;#Cu31KG8Imm
zdfJ-CiifFyO1NlkLO>HuwyS)%1fH61JwYDyg~*mJHbB+F+}HJkH)YG#D06&A^CkN2
z*OD(3-L<;g^P~7!O(&qnQ$@wz78Cb438qM>?ROiyaXx|tMNd}WDtyJj)hdEsSiJ^m
zUa(gmzpW+3nBJ>^>Y$<i;f{jC`J^RDnt>Gix*%YQIOR_oj+hmv`iARFn{KAp$>%uQ
zSmMQDd$NK=T0OV#4u(mJ0=h*_$EkCG4^}6xKRO`s)*V;Z$ps0dF_e^56YN?QhwH)}
zQ(VF#!^H2{B%*M4$+uhc9s`s_-S^OLD``}r+)oX6)|ew?o<r<AD+P@7cIY9sNht$!
z4I)Bw)H9pSOE#LSVk)zKUgd``A8gK;L3TNBUiTPZ8L=$FqI9ypNHxdD^t`I0pTE&I
zm{?Ytg!KdY7+J=clvr3lAH|WJJnVXBfr8ED<<s(HHPm-5-rU^4+qaPrEMVY)rzH2V
zo@fD`wea!_`-cCP(dSQVRC044%&FL|azVM>|0%D45u?^i=<QzM@Qp34($ZkCs?u|a
zvc10yXvkDG_3g^-b!DEi5i`|^erj(<RD`dZ$+Ac4?PA6Eya2cL&bayFk!{KOFZ6mf
zkGxC2NR&9Dh0Ex*G$S3<+TjqStcf961zwxzmM~Mm&Q+;^L!7ID>>3NHhbx`jDFEU$
z!<`9Mv~w(;ckYM&Y+PI#AlRcsgY@lfL|Y_Kq)h1#9`Nl5GYZ7zG^MRRDb_^wYq=B7
z$I;?0p(I2{J)fHXzUA%~-;A+TZgj!9!Yek04LxXSfIY)D#G%&mp>(V?lK<4C`<qt;
zBQ99-vQXE^{ANyMTfz<^VNqQTcMJ<0#03dTJ&%)pE-NbqR+xBd&5*ImQ2YE*mK4P>
zg%2Lt3!rN%V%=)%z$FIhL|2Zt0<kWtN8TFkIVsv{xlNa|iEZv>7Vu}cc-i)8Ya)_1
zT}Cp!JYk357x9|gM-Aq%?LN)QVp<<DJevP0V}Ri7g?yIu^5OVHWc*6~*jmPsZi6Xa
z(uv%1GQRK5)&v@Cp&M>6RG%^#IZW_v-wY?wt8%25l687(y56%Nt@b2)D-n6^3Trbq
z`7r%Q72P$?aG#;Z$85v8PG2p^#_fFYVO5?C!u^E7`kbcNxM-i@d(w@Nt@`Q8-Ifmu
zd4p{3PM|56-!{#+{O2hBfkA)Sw`M!*t!14Jingq^BZbSi7yUc2!c0}<mjZ4TJ8~=}
z0x=YE5kgW?WqmHW$9Va2yf_VH5r^2tl^cq%xP0Mgsps9;9V&rRGmBPJa+O%&6Affs
zvZk}tZ2Tv7Qy^VmU+)R2n}|yJH|S31=_dL}dDe!dkk<GMe{+I;MFmNf!#lw?xIVQF
zOUDYz0?n(c60PJ#r^uV>CtC>j$#>qQ7REsoygskEK2gwoYIC({cpds+#gs(H`EVex
z*P>1)gN<NyHEcpoJ{7m;Pdv#umW^<pxemoxQA`E6QtvD^X@ZqQXEwdWZHIzYdo_QW
z6S4b8CGPY-A4%?OHYHw<($uMPEoSlIs=+>VO;yX1!z`Yeca5NJlXb`Y;Ij%~+}oA)
z!37f94!&2dMLoA7o>%$1rl8}~@Kk#u@{-&>vTC4a3F|zEy-1YgdLFu-Y*pkAU!U=>
zy4668XvUIgo06mjd|TOud@B*!1=pL#>592CasrHrTId4k@EVK=OI*hX{#2*oS#=m1
z^9VqJL-AhgBT`+$ad(*>--7`I_;;j2pA9Ctg$cWXWsO85(dH4h3z=i3V{Y`>Nc^Fl
z6kg!p{){f0WAZOe>GuOta2Y=HhR5JsUHr^?0{d(_%h17b@ikSWwVVcNZ4jF=hgZoU
zWwNr`SG%g%`vMZ4-nBb!+g5R)$nJMSR}vwUrZXEnFCW?ysu2}WH=eX{_N4iGh%mBx
z{!A6)&t<J}2X1uW(OC{A!7mFP*&Xy3NsBZ)0@U-xb}_Ie<YO^JIa(VbyDBRH1<Xc7
zDC>YbL@3)iNOASWjdA2N+1DTwmD;zj3*?zhLOy+PI?=4#+8g}sjiCEgkth*u>0SeO
zJzVs6Co6cAU1_jO>0*Lls;6K{(hBm~1HVCGg_sM8Jht^9J?HjMr^37^9<H;bn=W~}
ziH^iH0?TdZxU$$<pCH}`Q=13j^E4oS%4C1&0|CjqXCUd-m$qo;YLOj!IBOcLU)}g9
zhh3i^VEJv*jY@8)vAR0tZcH<Pj!#4QsKAu>gHsmSlzlDSRM*pO16lVL@A4OXOa-^6
zp2rpV##qFUZ7aUtkyN8t{fBrS>gU|y>h}@sqHBK$53EAOa{m`g3UR#E>9qriI6V{{
z&~cAbnxU5;&oLMnMjrg}E_P9RyV&3-_VqiqfDM~Gf^IJUi5>m8o#erkJp)16;Bndf
z1|+Yj;JV*%0=G(a!=rh{2s5wb%AP$M$%(veR}(qNZa%}#T{;6d%R3fRb;g)qneb2)
z5)bQRNsXqpbUft%=0gdyJ<J{y!;*fWF=!1a{+8u0<^2@k0Qb?Ge#)HcA~BE0OGxUh
zOsDV{kBS;WRc1Riek~|`w20w(gFnl{8ahpE3Nn4|e%Ooq(T_lCMX?BVgoftW3K~?M
z`gzGl?IMIaHYZzmV&=TCF05}Sv_P>m=aZoxerm7Q=SkPO$XBnSEwHKuZsCJZa5Fx-
zv#d)sG)l*Ja-1`<Oj1wZYSOi43#uYZevX||TJW9;iqvHn7v2UnB;udBp1Q2gC!h4P
zZsKx;*_K+Ch|Gm>w@xae(-vf$p*lA}8AYdqvUz>Ar>GR6W(|bL+l-3?$uD;f`%E4^
zU>d6_^c+o%``5yrVEvXU<{Jaa<y&_8Bv%sgo9!BZ`onr0n7U26U2$y+i9)P^Ll<>J
z5er5UUf8Q&UMJU;e!hw*{E;03o>01~7Zd`pkitC)YV@gbdS6i*h(NW8Ldi$#hjR7&
zwuTmVEdIknu4h><i1~FSK|EymFJQX0`CKFMbFF#gna)^=@Eh41dSEq<5=VFC3PIMZ
zRZGE$7dI*5Dze&qoQ9waEv^eXYD6bEn1Xa{<@e_g^<i|Z;ZDMBOac!YcAz3!Cr$8{
z+t2DN;_DNg;*0{ouUFo4bhB6;Vs`abZJ_zHDh}yJ2sS}fZYXG-Tj&qDnP#nyx;biW
zZWvM;n)9wVLvfLX^*jCndg`QoV8hDH8=J0ZWTZ=VQZb*2uB$kd&oA&Cw!oSH%v+(s
zR&qBm9i+d!*`bHftWo=%muD)=djZXD8+e5#?zo$}t|x5ux#?7ti2HR8q@Y)!$Msm_
zALqHeU)Cvq0q1X~=Y>9dln&J2er6pUuJq9~O!y0UHxh7%{3R@NWKQ!h;8_zeR7O(R
zAZ&wIgQ7l@d-)?2>64+&zSnli`f8Nhpe>agh$$vQ)}*WHcl}c4soOGZ8B1kIrS2E3
zl_+-%KLF|zFt{lbv-PzYMtSSQl^%A9G)2rPFmd`fBEfJt69el{F_$YRT{Y6#=>;;^
zkwbBUj3N}ahH>wQ*}Dcb7ixTd;&(IU6{AiVS%tM^i!DX5UK1MwM|!$=OL|-t)HQ=+
zlUMheoZ<D6I-KF6*#s5H$9)CA!|1Gs%`7V~yh(VPDqI4bM2BofaN#s*7or2*FjZWs
zZ^u|ny6ZQT?E59Su6*Qbl^SNzT(;wWF|^%%Mkw{A>nu|k)BK-(ur`(Lw%f0bnnjW!
z7oopJA*qL><u69dxk6cweSW?FbR#oOPJ|$a!mpYZZD4C}B%HDG^*&4dm@3lGJv^MC
z8SvZZG906B0nM%H)9j*QYhH6FUNdjfCrL<@-<tR63;h!#7)sv-g%>H_>R^|MZW-Z4
zVpbIWbauHzD6My|Hc~J&akosg?mja}dzA9)&Bpa5KS0|?r}m44&qkB|-@!C~B2+9V
zdXi^Dz!7zrf<uB8k%H3i+z42ceMg0woDIBC+l*M|dX_m4C!(A41zKCK<$p60{{GxA
zBiN7>H#kojZ-0G(q)eOI?w)@r_r;6pkO?%&t$n_EznY%_@o-dh<GEv`^%~r+x>d2O
zSIEB;P)0g&Q7%N8bJvq0v!C`7xoIf!%$nZUAqeTk0qyl8y3A?;7Ul;Z4b3#K=?S=8
zdftsXGx=d^{V^E2jjLK5D%F$T2BxKmO$p%?f17#tYkpOCKK&12;xRX3Qr6tTJH+YV
z?FRF_h%ae>o*5qrRtYrSb?dA0Y;=7q3f8)~%7?WFW@DYSeA!Dro7!0<$yC?cthD(o
zfP6V6{;ZW8^TZt(CKnXjuYy!^GTMgS3<vV9?{qa<_xJgy%o>fS%^on`wE2}=k4-F_
z?z95~-#Vr1<e_|c(C{-99ym*z+&C66=<92#8&#OX9S&%A0{t#MPT`QZCLJ$Gkqls0
zR&X10s_Di3tbm@y=!3j!xOOW*!E;MyUD>+Sg|g#l;*v1HZQ0krW5@;>(V@F(%S#+~
z_Usf6psX7qzRdTI*2=cQJ#jSrOt#YhSwR!=Vw@AErvBseay_u9N5+1VJEg_!Fu#Of
zSlV!Q>4k8$3h9Igu>qB8y8h`C@~W<*-mXT5)A&@7o`ld1oKYHHZ~4=+XiGDvSsm<9
zqN8*)ky7rwp~N)8>ifQOWr!)ja&(AfZ`R33HR4%P+RY|$d4$ZjbXc6aY^e`z*7lyb
zM~GK~q)VEQ8T;FX=57O;<IcF0hF{AMh+m&;0FGJ1%X%V{Ofr%&tN8fon>}?$&O7e}
z?O}!~!Cbw<k67fCy^Q;L)AJu%U)eRjamv;;b+$6dIUs*{_?nk99%KJoFAPOp0qe$p
z{dW0v4Q&qIINFK69(lbo?QHBy#1MV#H5aOh8@hQT)&~Xo!1f!0zWK*N8Xf0j88_5f
zr|jt_*Y~#=*h%M)8iN+E&uFmM*-;%&`egJ^chlwNtxTFtNe8iJ=}RbpnesgjPIPrg
zmwVBhVM1{>MJ(5MNsK>I*>_8>$LJpXO4V4p)R>${eP*K1ehZK~c)gOM^HP`E45e=>
zdvLmR9Z~x<Obp;$omWb7D=7FKqEg3s=G)KNxgEjUd*x-997Bu3CEQd3_m|zTnoQE*
zCJV1`U=4v6B!)_LOV;e-)cPz5N^Hly@|)HggZ*A_s-tm!=^3+)zQ$krV8y2H*j?7w
zESvoEsVL<1<1(j3IY)jPD~}X0Le_QqWB)DA0I}+QS7CsqJoR%CGj+5%(ZYI7KJE~^
zO=JG+$X8NR_Xc7ICwkBmV*qlkzBi~hY}#0Puon+5SN#Jv7<qMFTBY@A^#q&gi*GF%
znJ^Q{#q36F^u>SU?JeW#dbVvrG&lrz3GVJL!GpWIySoQ>2=4Cg4#C~s-Q6~t-Z|&K
zcm91}-w*wv`vboX)LJEb)fzQx)|_JyXpvIw-&K5>+K=57__$Yhi)WtN4MCK{KdGIR
zj(kZI3UP$l2f2?}nSF#t85riBh)Nsfll7sAf~Wv-q<U6Epe}R=$Nw-t{1PjBqgw&-
zNij<-M!R=McHA>Xb9MN4^9np>M!d`BzWIbXdc^~V-x>BuU;?c!)=E}7G=(1qx)g6p
zz(obRIR??AljIKw9@}No?sk(C+D&zYm`4{$>@&iTCgJ4aiT2n@JWlJ<k>Mg{xKN2D
zbWX*c^!k~?c<ZQSr<hFyc@y(P&><`WCoP2phq{SLK1C0@tJ#zSq7k5dZ~=okvtQ<*
z`dEe{Vyn>aoyu9>yfXkFTFtNUVfB5%s1(1`VTfEDmJwU}&0nbcdLaEX*1mbNq_-KM
z%^j<G+rd>`2*2fJjQGCPRa|)6Ym|<a7W*yisEtCYPEt$E#;U&0hd|$MyM_dR&`49x
zGtom~Y($h~YlwUk&j1*Dsnl6<_>y}hc4kGn<n|nDY-7Qp`IEb-Cygr}J1~i_ulnf3
zbj{9LV61amI!)Kqsv<dzXakoZJ89Xx{et@^Ij-<rE~HzF(x4qqc=$lk&5P@}Z+DbH
zmD>`^iz1TLt~Vn48Fz$V%O~3^+UV3Cje0$46Sr}ihB)hJ5u|IC;rCUAdyZpSKc?7G
z8rW_Fr1rkVm_?A@LX3MC=7SGvnxX^<W)_49W?63K4LCloO2V(qd{=Qor_KTosG3V#
z-UU2E8@I!j_t%7$vFJ^mmWO7j3DEdV@k@zG5fTq(oz0OvN1}bh<VDS$%~`i-Ba<fx
z?hq*{ECV`6X4s_f+f{OT=P2rDU&rdX);6M^DnBYj4)}k<sXWRts>>Q++lPYRREx;p
z9;mKqt1)Ud#vDYqokkoy3WTM&Dg0U?30{VvdTDs9aFS5vUDu5sd>r3!V2bb7leHqD
z;H<(I_sA-YGai$~woVVGn;+*%^++3nG;uPilaGMCU8?5Gduaw!_Cqdj)sAnEjEXJd
zWf;$XfZUnU%FTroTSMxSA%N+3E^U4)f){a;fLlVLj5`Q^D0gFSkO1(S1t>IR2Ss4g
zyFT)nAD+pClT0a$R4lR7bw&%@x)FhJC$5!|&z(mFL#6lRZ#Jjw;ldrXu)Lts29mtH
z^9kVKwBpWdo#8Hj;OGl%um!u&ZRe0OSLBV*v>J91T<^0N&{o!2xGGQzxD-G{9CXU;
zoi@FE^SGolaGqu&g7`33zAV!oCiHV6`C8O{jqW7#ZEcBh-+MCT37Czrs1;efYPke&
z(2zhAtlb!J2lJ{X02SIK(CE9zrChdK7qhUfKXZA}B+b>t>HLu|L=rZ|4SPw~$x}@F
zv#VR;1k%GT<ejH<)yh>#4r?u;0yTTJMyquZvQw+GzW*aWQKM<RmdxIVV6;#tc^oIE
z^{A>i$@FWmHlaNY<huw<tCp4|R(8?Q43%GF6UV7_gxm*PAqF@39GxoT*i4&1e~i`f
zHacU=t!iE)JniN1zV0Ia!XbL0eQ5hJ+io@uS*Lg@yHi@m%VMv2pjGM-mvLYDEd9%?
zv7b~Vo0Bw=tXz{h{AK4i2#TRK&}hNI143Zh`V9JCP|4AS4iUW#36wUNeBe?#?NmFV
z2A&xf1`^MTqK(1c^sG$_+=QQ`a{d946?g@$ajrr5s1)<2DDcwF`2d+q{+&ELwe&TS
z8<R`yo6xY6=H1DSgyT-#x%SxhB$h<qt~&B#733{MZ&c|dr6vW>586tUvn%rfFEBGi
z{wA{FP!lsUQ|#x8SDii?f-4hwJ=e2}j~*iVA=;-&HD<4vNo=LO`ON|fhhfXe%P(rU
zT6FVZ#iDIX3~6+iYm$0Vl#`aHy4bDrq-{BhE%Bl~0*sZU39M1JDy=PVq$6ZdM<7v)
zVJq1%SeF`}$@$C7B>TaqvJIJy9d&p6MJAMqh95`Ri->~cExrVk_!+DyJD8@{*&C{O
z<@Mi<5dtAaP$dwh^<#eRyvUQ3HZD#j0of4|m-|S;w`#1?KQ@m7@COU93P~6mpQ@Rq
zqm$h%`*~&p9;<W+yd)ml(r;r_1Yxq9dU)`YkEILF+=yS-r(5kB3e6{2mJiX_PuHTm
zc3j0FzwUF@2+Za;E>wecywEff$XSlxnwGM5G?)}i$N8F4TNZG5!3?rFtss2l)1dOY
zD<s|{(&XH-*Of>YN-|_tVK72-zI3R?iugGWB*)ipdX%vti1?;9D+E2aFqKR@P-f>8
zyO&6Z%#SoV9b>HtB@O{2?9bI=&({{#qOOlx#z@J;i!G^i_U}?r7=JowjALfkGjhUm
z_?TN4;Y+hO?9`f)BCk~kRu{EPa3gDA4A2~Nm3___#$B9hjM(6`xLqujVMD>pr;o=E
z3=p=0yq~5xdCUfufVh?y3rmdd$j4P`r&fl+8IeRSlEH$b_!@f71!`wLRENsV8RW=F
zZU@R>HV4&BH(rdXaRMEoRZ;t0>IsBfl0m%`=%`fKoaG`UyhuihYyJaIrMO$gO}sZ;
z<$^lV9&h78XVg3^(xv+2z{K%0m`_BiYghr&=>8^YSM&)n#S#c75qofY5znRV)nwIi
z5PNPV{knVkic$yyDku0M4Y(Fw!zNw^Upii)5^bq&!+vJ=`Ry+a#jz&iflNUW3pb)a
zHFF}JGqA(eujm!o`Tf(o{X3_Nd1-dHA>8kHGCE`kAbLc?RaJR2UG^#f{ksIw2Kl;r
z2<&SNRB%XCF_P~xF8nY6Gml;AxA7|WOKelY@{;UF%pt3eOM$+8o^Z9P1QS9AY%H!k
zo6<w86L+y36iuyElCV;I%agQbggVB(dfg+5kqmniig*R`YLp{U(-%3ZzA9Vd&jL4A
z)f#G&FVT|lGEO#oJfmND?@Au35X9wC)MaxYg=r!w_z*0h!<JhYYqoic4Z9a5Ypy(B
z=FC3MDyx7>C*IwU<cBUiy&GN;9gxGg=Yfo-iJz~P(wUuiEO>QXq)QEheUy$g%qk!I
zX4Mue=H-edwN7}$_(NQUG(Y-O;VH2<0m2uPdo>8}op38cPcMVM{xv`^`uph(-TC;w
z4=5uVE`S;8ZLdf4uV)Bc7ziiuH2nfr<m<cmgi%1Lav*#xw=D<zE*-=|ovZ*O>wqlC
zxj1qLe6cCv<58aT*f$#ybg7MJCB>Fpq&CMTnu#n8GX)mjJZ0QA0}9t%oYz1-oNA34
zsAN=&^Yjzee4upl0+IuPRZ^sL;T<SQw#B!#<F3z1g>^qm-H92R(ZefvF{!8k-NU_T
zIO*j^nuo6g#_h4=TTtE(dX(No-K{}ttMJ#@sW0B_EJIdjIdG@sbQmUL8Iy4s1O_KQ
z7RA}YMJ7)BUm9o}crDY^(|#pz?#$)WTHCLT-7x9MCD|3a2Y#;0Q<xrY24s5_Emu8w
zWytVd92o!NQqy+jV#`n?I?VRYi+a4+tPs@dO!-3gEzRCxCYwf2YMvDrK&+MA)?%WU
zV@8ytYdLt~y2Kql|GgiK5jmqq5K@j({jli^`wd<hlq**SKi(Tgft!<!*SBEU&&%*(
z{zuJI&Ao|m+@zP6D=X%;IjivEmT;``MZqdMXYxiq3c-f?0^wyh2NdR@WAFgwPK`o~
za9q8WjbRdhH%g#>-h`ilr4plYOWY3Vprxj}xOxKE?>WID;IhH5(ludY=9M|73q$5+
zh!*p^$fLkbk^h$DG~(wfbXL-c8bXu`U^hYmkBQ!R>SF$$<HzKJMnTxlaSSyb{Z1ij
zNitUJnU_kHEk<y0SPAtPxqX$!Fy0|!)1lqrCKw$gn+Q3q=(-+=r;=f;moWPcmB<c8
z@)5FMhzp_w3#QRnfgX9aB(N3O2>qzNml37!1W@P&2TcQ|xi+I~R3SswcbUoHkA;wE
zMC{PVP3ke9PgtEvX+MqPfGq2@RkU6FKN6g-BRm?N<=A5655RchWpc6Ykdv9ODYz!d
zCQ{{tIMEWb;@{qs(_PAXn9Gugk;RN(rnOxO9!QDPhtv_d=L=M0gu8ea&+8*m%Cmhc
z_&_ZLr`aToBb~na6tz}JVCN(s<Cmv@FJ>IB(v1Gex#3Zk(29dm8G4BCFv{kNC?-+{
zVr*FdErH!|qQ6SZVu{rzGBbvK$(9xtr;@9KmODpCa<@2v;p^$7?I1nGner>%t*WwJ
z0`Vry^+T!Ym!)0X{4rh%_u<kiOanp%fS>AZU?Uyd9WQwKiy5hpRn$jG)20}l4h{#I
zs{3Z$##eE+{hXV+rrds$jj@8+NfSWHK+7jF#?a@UWM`c4HP?_up=y`7yPta2m3L$b
zZR||;P*c&=lQmfHZTdcu6CUu0bW`7|ngt4WdkbXF{D)R}&PcolGc@n3Dm{&%+5|mc
z1!at7{<nazk}rIxusI@<jjuR)C{X*@<;;O5wmgfKcoB6^F81!<hBf7c3MgxuSS)x|
z6E*$C_AF#7b#l<Ed6M73F?d~e?}P|XXMloMhCO0`F~Zl=otRt?*PJZI!3XIxgyw<H
z_vBTH3Jw^i#8`v(QOsJ#=7(^~ev8Mvi3v=WlK5=8a5)yh!B+Y)FHOL^^r@Wv+l!D%
z(;dY{f0`V+cng5A7jSsreL~(vco`Qk4r19{z&vikoCoC?uc4Ec?U%2?a?&zu?AYO?
z?pYH`-?;kIF%TRy=nTP?fbeHk*PR68$|+!30~l*%iC}xjZOYl(Pq0^#c2BC(*mjhS
zhETjELM}nWsJ~t0BV@Mk7BPnk`{GYAC1<S`c-C%B4*q0cKAZIigz8+UJF&dq<L2{G
z$#SI5W-}9SKONWNSCc3M`ntQ_fM(I;MEys$1uogI+w>tlsMB2x^DEww0s(gdnzW84
zwXJjeImxIbkchIvP2EZS35>h;0p+U=_dz-#G9%L^ICYnt`fq0b@R;}<uvOJ-9?LQM
zkU?TBj|iV=>G+M;W@ydZo%E8XP+c|}E2G3PWHzO%Q23sUbTFKBCTnodk(_dt(KQ3y
zW!am}Eq-G~x7t<&O~hjAxhGmx#{Cv-ho>Q%P9&}sbA47<E+PZVH$qS;)aA{xJ{}b_
zfF4DQF}S9$@iVWg@Z4nYhRioCXqT;q#jUf~h0Q2fu(I5UOiISmfh<j22{sB(oMf>A
zny0Lr>{~;uZ42~@9ERnnym4NOaC!(HaUren<h%(yDrxV`m8Hh%YBcAQIuAIi^g4Y-
zI-@+DCypxzkLa4ew`J=WiJeWDY<TWx7HD<><Dl4yZn@YM_NUTN%xwlAbJVtDl-d?+
zP9uZ1V8{M#*CMN{1C_kJpddIc9>qeAyMZt6pO?bUsiCSykHzH1Ka!tnj(ZO`@Gc+A
zY-OtYv5k}BGqNhyn#59UK_FQa`|{T%2Gwmw&Sm!&4iUPl_b?>6&aZ#C@2J35PUPP3
z(UkgpK_@k71*Xc>5#eK(wpu!1#<NICQLS(*OC{K0Lx3-%Z&t_Jb~*Y`4?n5=jDUzo
zCux6Vb^4Zx79puJ#B%<F>8I0_$GOfuz;UsU34eH=H{y5e&B4hb3B+&*1)q6q6sSK4
zc!ZOUKB#U|olBnfwO;+ey4MwP;wSQ@oatdG$r;s#Dfz<m54VbBH`9$Qf4nFsHKQ3e
zHvMaBsW~L1GeVZI=2xm~(E;bDC)H(syvB4~{kbb*NhG65N6k+0OFv^pe!mowtw!2P
z7l}OMIElK)H3Zd;`RW2CXA*Dmd*e67)mRa#cLwT*UxdFKt{>7Wjex3JZk$zimmTq^
zDr|JJS{+V!sl7+(trMm@uxpJSs)3BX#t!PyvN2*}Sf?_1S=dRgOb|ga)EN>JBB+yO
z6_xX(Ce2s9M@_h5aZy8O+akg<$?}*;F^#xEC)DGoZXo+MLUg}oGtmT+_+YT;5qDf;
znx6dn{XhU(N;mZ3ULN_H(hhv(JRKCY64!c|tjzTMN-t{LgwTIL4$|G71n!Rs?{Z6{
z1mNHCJWnvhKS6;xsIdKgIS&lLgQ@NIi_+YNgeHK~E{#@dHQfUZYdSe%6l#*bBZ5n#
z!oTSRJOnOb)y*|^muNoYHe#QxmS`sUdB4w_uNjsePaFLKiJ9|))gpik)@R`{TeZZH
zY%wr#>}stJ*_KGw^*1_I6{r`szXR34#v6*;<2f%ip3)F!^RlcA&T9FvWFRBHCA}?!
zbgdBxwy>hIvMJJ*Dwl>NB6OMyNL8}>DtsqyV{K;Ck9R{|oWYP)q`QU<PpmpL@p>FF
zcegv=*sEM-m=XR=Tz6@3Pg|Jebd1_1*F{lg@A_l5H3x?<1INavgHev6$*4Nf{;uD|
zde}R%TiX@wEn~E%3O>k^nj<ZC{#E6J>}schxs}+f85Z{=Q>nHlPZ$O<)ZK<SKF60|
zVV-S4<7JMTN&`9LD&S$#*b2u;6v7SH*F2ToYq7xTP-~dwhagEHQWJtU{glz*l9FU4
zMmYAo`AeOGyW-%wUih(?goItjO;yrDJ_@JlMr!Z0X7aXTb7Qn&9R3N_hUKx?QnK`j
zsgcU2@_|?hK}h{jmsuQall3WLdfH&_xTjkg9E>gL<~*U0rt4R>KEFn3JSNI1sXIT|
zS?Q5?Uhy<|CE5M+h~5PkR4@CvR#-Wc9i^}989_Gozc<Rj3jzYIxUwl6=fGPt6BRpX
z+)4=;y=ItJTOL>od!aT;z4KP)u%@d(_<mC4<5-r1-+h5_K1v+-^`8qfxiAM8#%H-?
zm*bZ39u#0El&W}wT#@Gaa>29|7CqtprI)RiRqMWxKA-XC7y>chpX;fSzj3I^PIH#5
z?w*|L=WSLa^z<7KV#qJCov1kAQEpbxDjO=lCoG75EX5Hx#e9=`sH{cCGYb(=;bE`h
zAUg@I#~g~OWmhm7wfKyfSpj<=e>q;BWrI4{WQea^hZ}gx+0-W~0o1*Ds4{;HZgcru
z2+&5lijpV6oHPWXN<5dhN)Z1D^6Eo0G>8JqCp1_T>5#BB*5GDGY|=mtYFcTXaM)_7
zv&uyIP!&UkBLf+$*uDWhsKiZ_rL%aMO6*@PPZeZn1g~&R8lTgno4P7(XzyB;MX_n+
z1Zmp&!EXcM2lFg}`^IG!4Inv00mYtKNG-SCcfZ?Ry*yUPYH!4D=-V2?ThfJ|>rD+k
zDEC#&PeHfI$B6Fh{Aj2#ZwjDavLu@Q(hgClKIhd)&+whOIeWU78@+3T4q?Exv<4R*
zo%2+O4-HHe_MZWG9yP;I?hnzN!wVDr4>eLX+<+-TAfaE>=VMP?;S*XjFEGnS;jRIx
z==+^E(@P|wlV;Srcin;4qQ#HsoFp;6bDq@9j|#%eQ#Y42fg}OVq$}1{L((0D75rO;
z1f>B|c4lSgD!&Hts17hBv}%p9Gp{S>)(KfO5Dv5Xxx%JKBjb9yzG&ftC<nDG)|9A`
z<O>{3uC>i_i-%LwCTU=lI>~2kOrfVD&e||~-kOe{C83${mPpH#mp<Nd?pZuv&kBCp
zcZFJ^m<=WU+K{CsP6J03pw-mSk5<>{$P;`nqHm$IK1gc^-vZiF&7Tx+k*8VI7U7jg
z9JKLJ*c6b8#1_ss<)A7xXd9dbA3CE5PN6V+vDeiU1K$>3D{(=i^3G>|>_pu_s3@vY
z*8(QjEXxjWfcAt=Hn<yi84KduI26?~LrbD)tni?Elwk&4>$s$qk2T~pscEzE%=%j$
z@fW;Dk}<aXbB`;nN2%$z5EQzSW!AX^XS9A2Pgn>_PI-9m*P{^ZPdp{~(AL6xX5bX|
zd@qQX?zA07$NlQ1?2S6l3d#=@V~i68d#G`EQE`P8r%`yZ7#<hI@LhnrnzUF4#9YC-
z26BOfw^wtr1uFPZ!gl}aUC2<hShl(xt{p_y`AJAGfSf)F>er!&P(Voc4HIbcob)6q
z+ZQID3nzVE@}iLxfe5SkI7s><iYQOiWzO>!U8X~@qJEsQ*PU$4VGVhv8)*9>7ZdB7
zXd6tbEgYquE`zQlt+<nCg$%=6;sQ((e!IvI{9*;|)z&2Kr(|!Yp;k{Pr~ch8QmjY0
zt9HvKuF}-e9Ld4Bi-cRJNv;qn9ifZBD>h(;b_JzylX3`1+U<`zdin<BS%dumtMUIt
z&65lJ#HSTFd}8>3R@?qH_BXhm@gLC*|KeV&VFzpyrWINAlNy@x`q0c-P4TnwPcp~|
zJgoL4QCU;e?N6F>Dv*Fbmd|PIBp6$NSWc%Q=X|^AZ(`c^(B~qqWuZhM`~F)|F4Zgj
z*Z1)@IU?l*i3xBF&Qpmh;<gv3fXs9?s;`w95+eu7f!0H61P{YLmFlGj&ZTe(zM{RX
z@L77UUP`G{*w*^WlmM(@Hq?X(AzpcA4N^$^pa`>!D5Jz5Q*!uxmgM#<5nzXD<feoy
zsKZhnRxTy^3>k1NZd{e(zhcWy6|RU&ft2a#>ZjnJF0!v@vok*F%+cFyA=*cAEnOhy
z;<R4%`_w!tKilW~UUm)nn<8+c=D{7MCmDn4H~U_fl<Ui!4x{LVq8@T#LAvk<dy>Jw
z(L#}@r+nRs%d*VV2J=!T<w#(94&Q+VnN4t}@lP#Pl&{J(4b7a0FH`BoLsmd1sRGgT
z=x5l_6rvp7L{|@5iw{Qw<riYBvMWzDRK~bv|H3S4V7I@ONy^{&(-}&GBDO&U$SgIF
zSUBKU8hKaAz@1HxXbv{T@BMaEgL?#mL@h8@Kd{ed@!Q^G5+a4*GEAUDZmdjO!uTxL
zhw4+Gby;5=t+yJl0$w?SfkEq{S-)vuyCYiMl^0aTAv>vV2Pnm9Pylot3pn_l2&W?!
zrt9@@V-LM_&6_&JfT)x;`Gx9|^)$HaiMDbbdfNMOzjjA-D@hZ6%?a9KfQtUIe^0nC
z;!Sc}VuR>60SvtF66Jx6jpHZuX1sOH*tfyBdlpaUF{dv`5GOSd)R(NOIm!PSKm*kB
z{b2x{X@65U{`Zfr$?Xhyp@si3ffq1i$F+;Sb9z7VV$Qig>ht5jrWr2`w9v@8T&&%6
zK*+SFn8Q)ZdV17k>rHF56DyB{LSt5M&RDKRF=<Tha}iOsG>+8>$csmAUQzSMyDfe>
zc@8gd!|8NpQ3_$SFvD!U>u5>rR(A}dL~8onR|-vcF5Bm5>bnTn&HZ>m1#c@Riu`?L
zJli77{5)}zB*!wT0G3&z_%b%CNArsiU`CGM(P}IfUxt;~EdGb6k`ykwvp9waaeTtJ
znJ9Tk?R4!o<;vT#od~<slDUAu%m|a#HD7~e-nlg41q9-xVOCIPA`Li1C<8@QdEB3C
zAW*Dizh{WO;T?p86nyfKq(tlsU2>tA)1#^p7_ze)yB&SZ!H5wp5G_TBpU^U99&^8d
zIS4vJ(km^cfW%OOLKK2V#7VgqTZ0&}LJ~AWXZTu~^?m>QY|TD>fywPN!3Ky;9Xr4n
z6m;L{KOlPldfJ#u=k1jFO>DrW>VM94zXO5=t(w?8EHE3=6<Cqg0(H}4aMdfd?)oq{
z)d*r+U*Y0nKn^8o^?F-x$v#+j4lpLvNsRCw;jbo@Vag}+CgEp5bI<dIvKO<5+^=j^
z`<D|$s@W3sN40knPlgY0I)Uqzf=}d0+<#xDaMAbuMN=-`X{o%jqaTG^ZON?Plj*!z
z6KL<&0j*!?C7=kpV29k>6XgLMA!+0E5uQG5)JFG|;PG5HkbvQ**>|7^PN(GK4K3#;
z>Llj@4jARtV;CcN$S-Z`@)MmmU1BBR-qGsZ4j|U3_X@e@w_PXxPNK>10e1PfCvjYI
zaV{{3himK~)OoHD-dm4PLN`-ko~N#%pQ{l9yO@9X`sijr?aW|)p%uWhcXcS;Hae^7
zUHh>ES51w;F4nBTzsm<X-K|9NS;v80rE-KBY}l_TUBiTHokgpR_ya;|UCni=XGjQt
z^7G)-^(W9IVfs6`p-|x9Dg@phsO|#8ZwI0f8L3(0l56V!fc&#zig)5y!VfTDe&F>?
z!7o>S_V{q4pdW}^O;2|JC@BPf8G67B&Rm(Ck5@Fu;Ml0t#2=<?PocnTFh9Vo|8@5#
zvJKp40K4DwiNYAY(q3ogow=d7h@Pe2Z@N6c8S?SZ4_JX+jG3MjRFl6$#tRtp{xR4d
zXrZ#+5f98jdKw1Oviz;A=X&OEdul?!_C!<uwiiluD<Vzt97C0Do%S}=4NUd=N2%X$
znq1&)BK}*ycixz{%(3LhS)7g(&+=N&O~i@712k~RJ;Jd7QD?$e2o1mOJaJ0L9Q4Rh
zIVCx*WqdUvmzqYuUGy2h6XbvOi{YKP9qHfQDEP%C7cDcMU&i#Y8?Utm(vAw47yF?f
z3EbKOxw=$y;7-h{lm7MmxRDS}mhMSsERy5LLLKXeK)=K&IHoTsh${Ra==4vd`v3EH
zUEJG0AVX`*!S4#YRx-ppq6mi*4iik7fjc<Q)Gs+tz(K{Y_Ypq6Abm!mfj%^nHcH4T
zf|j5_DMjq~vRGlRA^rYPQkW~T@@h4JPhgODuOYqp-h=W<4$xh@Ti5y=Ym8wcOc&GK
z9lj-;^XE@1AmJRD^e)@23H#)m@09f0;c0&JZJr_tJbe}K<>FtN)CL4w-7@ShM(L90
z3~aA4(nd50wSZ@D%Tj`$zQTZ)fpwk_@bk4b0@RSgoyV!@Yv_rU&?t+#jfUJWwaMdm
zk;1bn=k^!b2+{eo$a?RMnpA+=oJd4CAg^E%FTh!@7WJ-F^e*3e!w^M3_@1pLi9U)K
z#{zu$u{*sg`uFe!`nKRXmuir%$$_LE(vu)w5=0L~vwHkz1O$Mzoh-V?kxucCYP#i#
z)&`Te{%#t%C$rn+y1iILD~@iGE{`?16p)@9N|61VBY(bbe<5rr;%-+zbob%Clt>o@
zfxec0safY2ctsu1gac(=qR!jr-&{6LGD>Qn>o+fP;+zH(`q_=34=&`pnZ{;wozr_M
z10uVBKtk%y*M!5#J5|1-&PqO3ql(@54fwbTwk#Xm=1F&i4UD2hl?Spk`}2q8clPhZ
zhIPu7pFX?lG6D~3*TvT;Oo*iTtmaQZNnN6`Hv`L~61>zB07wJru`#~i&Qg}<d36cq
zMw`RMB@3_Qj$c)KhOfW&gnVLIF3We1n&>r@;R{(u&HI9!%%1!Kfp4rt+TNf_H@%vW
zJif~X-$xo4*8{bf702_lT&(Wa@-jJ-tGTP;uABX20MtV+lq~Gb?WG*WfZo;O*VABl
z13I26By4*V5V-kHLgU!=)fRF=K)^xdp(bm+g>Gy51-`CXY=0$@o}@qgO|~I&b-dN3
zwimVat^3B>34o$(wTiDnSW30k;%&BzPcek!?drMNnvQjVLU{#U!~K!#BE1djO&j!y
ztQA^o<v|j{E-RrYYYyIW3l&E1O>=XmW26u{)zQ?V8V`l-3w6)xO?ylGNq6H?UE_i?
zOnQ)2P<uf$@yVun-ag&e;Ul%JX09*&-K#b14~VWL;U0C%#cHm5yf=fLAAR>_p(J>r
zs)6r*ra^-sq0p=@?hV6`=jL?eyXdYS`WD~d<FDX+3+|)`!XK)`mq`0O*Kh#ep?Q(4
z{KY1iCCV|ML#2fXkjHYFe$J8UBKPS*25c)`5P(?`MW!v=dXl=#K+ab0s6du}O`tEC
zWL|ND#lBd=ZT@{{ZX3doE0EC;BjSELh=6$caT|f_Rwr@ojD7mB&V*zF@BURS+dXGU
zm-cpffM*-lo%ldqV+BuJ*NEc%R*+CQ5J?zmF5;zTK>l3<VBlm@hOaB*C6geZDEu{{
z?aXR{p9paDEDmrXXeqF`-_X;}f06evP9k+7S@Y-n8pj<+Spzozj(p3aJ5Rh&^RD}(
z#=?-AeAX$R9hh}vH1tUpJG>Sf=xxB+(cU7K%oDWu3;B~3^xE0j3>*8QCWD{mUGUa6
z{5E@A^ydAVmII>?Wg+$#4+d@zB7%igHZmZi$U>&NZ!e{-E7<##j_EFb0Z1&BYtHLZ
z!w-<Y{epxAptNjJ58PWpZ&#XCcM*`f=Mg}5U)~!IbAf(mDD^Ws!EnUtykRyb_UDg=
zK<=AFzfZ2Ia6jKAFEMecvCLW5CCC;+i|J2o(Agf!33GDS>s5Wt4sW_*7?Hqx(B97h
za^#8IPcgHcO6&1y0vPsWj)E~-Z1%;h+KBH51WhDJctqX)fIz&9?9n+1CJSJ!O4^lb
z@&CRk^axsh$c4{x8)y#=?55TlEZ^X5|56Y3U8|7!)t8en%X2TT7kPwtIo@}EO`;26
z#hyoqscBv20D~{I0qL?0<8lp<cn2-iOWynztSE9e#^|RBa(<HkAD%FpBfqtRPjNd4
zzvTk~Abb8i`ko&FFL*VeV_*xbb5=h_g4Wh3!Eg!_gp=YS7vXvh=~H40XejCKzbbDx
zv{QQ%-CWH^FP+IPqZizI^*?`-0_@68akMR;8-63BXMp5XN#6tscin9FcVS8{A}ijl
zK}w>_3X*L3^LqV=mb<j7Kq(+*Bl!fNZ+*_^68`ke_UrB$S#k*tU>or>M-U%mfH0Cs
zLsyj9Ck+NK+0{`S0tRDQ63_s=yo$_kD^n8clT>XAqMmaR36_WB+~Ia8LhX!OFgZ|v
z69<yaW(a(E78I>`>)x9D;;1TLvrxr^#V3a4D9_F*vT!fh70cTr4AR61C8_FeD5`z{
zIdnTNwhRgOxJ_995h?~0h+Q5Pf^IX#qr{qS%SFWP_0&0vev{K$J=4rMQ?sz4NaK0k
zFLHi$?iRl^D2o>KClkdOZ2bhy^liLGcqhG83-zTt-6Hi^R*Lyfe&^;>$l`MWd;ZA?
zKtVz~SJey&Di<}{%Ro+DV8<TLdp`kRcwE&F67Nj72ml)xyr0La$?`M(t+#s|Bh#Zq
zHZ|e5%uge(Im=IJ)s8<I8c}2Y@IlNuoy7`u94~J4SmHa}EW}G#6@t6RF-<5iz#ai|
z-xI)(dmB<$Vp+3W<;f>tGKxANNZKsNwgwpAEs1eKK-98BaqnJ#<65!32Lb1+kX8XW
z?QMetny<A14y0-r%TdPJV@AOccb3UjyMEz*sJ2xX@2a&H+{B!2>bOUKWBxo%H!(5W
z(6qc<dsYAfLWXhaxL&aJa0s<bihdwx=+`irooSTFaWw20Dp|*_T5h$9cVU2y-JV?N
zjX6eQS7);&LZg2+7UJV^I@&h2H=hwfG(m=u2Oc$Xh?_%JfxirhvmSUig(W{Fa0NyL
zBrgb6p6*~8y!!=v(Ronx`Gq`h;Ve8dAiKx7q-ZbnER{dRp6a#;65zh+Rfg_bn7joZ
za`<|ymA>=c4F@{wQC#_?F}<iV{GCO>9C^0I3nQ7kN>lR%7uwu78jdITWi@qxRmtzm
zjB&j64F(r|Il^Qhz1pJ-&=%x)DsJv*v!h>Dkcs@ZgTF$N{u+<P9ij-EErfpj2L!Vl
zSL0o9PC-+y!4eo&&ek>dsC4>J!#qDclmoL4%(K-3&KuX!yJ6nRWRfNj&+S100u2DT
zAWrleOraYL9??!+4dq86TMa<M7gEEr$IQ#Yg;WuGyFBQ}oG&_{XPAJbW$}}2v(WYF
z0-rYDx(w)7zx)&cP$=B$^$*N;a@gViNXSzkhXfS`Q3VA20U<vX_;43}UuyI-BYYv_
zR-0KGD%+KOv<nXHZ>Wtpyu={(^zTJFqX__D=X(p^WL<a?v{_kt^TD=hsPy>^MET;I
zgX8XXqPSxMsXyPftcz^eFfbbS^9=1J-?0?z{dSE$XPSSr9Gz;y3k!Nypg<93sJXmJ
zTCl(7^y8kI#Tz8gCYu`z{O%1JUPcdkqjI;@;plTb$LveLS4{LUJ43S<NCI&q#OUP6
zbFb(xkXo)zm>Kh%JtPIIy42;|0s$25r2g2#z6DvJ&Bs<h<Ox?;fqk@#&Oti3Jr3QA
z89S^3o?$R+wQ^!Vd_dZB`&<u2^6|V8oqBo~DUC^oIApaB$#sFa2tfFfX#=)p7ipWU
z3~VY+2ZkvL2Rx1+syUwY`~Vf+hAH2DdZxyYtC<~iuKO55S=_0o<vSM5w4(Kt5~o@X
zX61O1rrK(-y*Y0Q0`@)Lb#AUCq6e4Xy){PctFB*XplSiJO7pDI^wN{I=6MaV$sV4t
zJKfapa`W#rJLfbX^puZK3!DuK&)S}!`K>lu{dy?;<l36*fNB~W8qo;ByD%;CAFjmh
zIZ-*VxC7nra~IA~UpG&|G0J5@vG9BY{TXRl{UW!>n<CDRH5=z?kL1TuD7VV3A_1ZX
z4n?1H9LXu|k!KvpYn&e2Wn9`3SF9P^QH~b3rwqjwH`WSpIvCh+QN~`2gy7y}w-i5p
z>HDj()#U5biRo?eZ~E3DTVId-NtQJ?1*~)^H*Hp*$iW4+Ug}<#XVNREPu;8!Aij1x
zoi;9yZDX-oUAjHR)HTdiM^~LRq6|{JNvQ___S!df1){h=!e{8|XshTB2(*{uYd6#u
z<e|83TzSHIA#bUzXg{*Q|I!NhxCVyOR;h1;y)*68>Gi8I1Iz}P)PFa`(~`np)f9YU
z15n2Mbic-m{*ddS<Ei}v6#uF6Fy2P;wz#<;SWb`a9}c;f?KC1yPQ-&C_h;#}xEUW>
zOOB&^m)Sd4GBk!l0r_&Zc;eX;)CkOD59Zbj^_D69&h%BHS_Cu&ANqqPxC?0I>V>CQ
z<pU=Ai%w=ZozOcR0k3NL@2UXXY`Pnr=A;tYr51JpwuV4=UVA@kkh}St^F6m9;`>gT
zy>C87SYx788&a>JK&GYMp74}xX6}%r>a|E8BU$}~eE@JTAMCgWGy!~A<Zw9WF6hB1
zlJNUEr#6hpI|u{)5N*AQ+GEP9rYM%0I8bE8zw>4yP5E>1vxQCf(>YDOWy_tfwbiT|
zkjnjJ2h%OK2z#~T1n!nBKD5`}K`byXKhw&ml5b1Tf!dPiyTw1d@ovNtOCZ;7dy9oW
zSHa!R1@ZaN{_6<s|LN2H56IwlDECs;9vmU6J2yb{?5O}gN_Lg|4@k5ZB#@qQs3aG-
zP}*j`%9c4<7?=^QvP2y&cX=W8_dsj7Q}n9>Q??}Z(#837I?_)||8ERnApSxS#srIp
z*<WvLi*~ldUNhS@?QX6r-j3z{7REot&vi@wA+f^ln&|?xKwh4Q2w(uA`#wGoRfbQT
zo%9rlt~WZMQvy=YHn_4ul5>~Vbjq~sx0RNB{)5{8r^AQWPx<CcmDBA}|6qJ7ka5(Y
znTg}MVH&Vp```3jJb?S{pe908Z{=9kWkb09)5y<I?BfZ)Yr^S=8YOUWu>a)7{mXm&
z-@VEIAN&peKM)sk{e!p=Xhw_K**Y`GsEDa(YS4(-xj0&wILey1F?=_1GBU9>Hn4U6
zdx4V{%U`}jMI8oFTO&JT3tKY=Nn;aRXA5T!I*I?yPN?i*Z^Fo+Y^P#t0ldhBh~;ln
ziVT1M&G5GtetraCm3D@f2uw_j|LKL8g|)MZBZHW=fwReXlfQQ|{4lXKb2ca9V)+Nf
zp?juJ@~ADY_}7qY?+7k#sGu$x27f^!`>%qbv|$NQCq+`^UlGEQU1rux&KcJ0oEbsG
z-{r@*b#xY4hUK1nHtdeq9p9aL9-!LkytjsAr&Ch8=I2gsJMk;EhT68fzkWWKc=7?|
zz5CDaqqDC#y78{AlK1uI0p9C+DM$jb(git)!var2ZysLS{O|Xt26z4AkFN}Tv#web
zyUv<lZht&zb$#mQm~#<d?0=*_-CsWLN4;$CUoX?pAzHgIeK4QAX!2aTcop_%rRB^!
zKA*p5A~r_5xfUoyqnGqA=U9DOp5>hLqc$;`<_ogq%%uNHS5&}}g0BZfqZtvEXO=qC
zz^AOJvYgrw(%El6L#QeA{3X-~>tYw|{vnKyhP<rSM5Y=DR-tR>FlXtE)a4S_Bus)O
zFTO!3GZF%CS-aXw?NLPhJy}RwNOq}>8=UX1mMb=CHi8pV9%c+(IbBgLkUI&ad}LJB
zvg<YXpbjdhb533uV@m2Lt#<C$D9_~TpZE@JQl-2|C&4G=8vD@S(Us$zsz{B&mrzFi
ziJwxeA;<>EQiKrBs5rhFEyAdz|IAzkhEs9XHMK$*Ru&nryz|~j(tR^iSJ<>oK%p@(
z`PQeTX*9QhPJFRh4S9ADPiA_N)u3Q0g|BQcrkxv?`_&9HAOVHMtT`XkhJhlB_(!x4
zkM2C3ME^9yC~g*82?q=2_EhF%Rc}o}K3M>-K`5JK)}AITWq&h!(KqzyS*9><%G?l{
zeUu~j1hqRUNf?cEQ%T4stdnB(EEPktf#{IUWpq!pxFXRNN|72i<>=^4vkOQo1E|NX
z_{1)7gj;7ZzR~dZ28D(BP7*=dGs)vIk4hHcvcx6lm`zn&{Yy~einyg6+R%N-pB55-
zABBEQ8J`l$-SuJ#orFfZA5(sWXkjqv2T_P{blCo`;7PGHqgq29_5k=ok?Crl7k)#g
z-V~|lmhyngxlrq6ePOn7!O5X1F0`A1Z5wr81Ns2h27lW##9V9q!A6%Hb8H$D_?DWx
zW3-fIh2=RiYc2D%A<d8!nRo9CIw~|;67_<Js+@4Lvhg)pexlDA#=wdQQ~kQ4y>GWM
z*R!HZ9s<yU%k*PZ>(kPH-IAi<q-a@lb28bEQ3=DMu{-$vA~Y9;n5m}-a^xnt*-^M^
z?2_1kxXM1mdv{HG07`oevz>kQVX}Q3gwKHLo<H93-Z|Uy9DROBtpIpK!mOwBLx2Uo
z-cHVrCI&YDdC{5v^P&s=g%oEZPBtzE5d(V(6ALqQXCihEuKxlXXCgW#R>r?LVCF=`
z`Y*%~7PfQOqGMua0v55b6LE2||Giu1Uu8hpFkvQQVq*Ch$o$0@SpyrB{{>|-N_6t#
zcFyJ&Mhue92G$lvLbhhsCPa)3O3o%WszjVXocdp|^cU(JE$p4`9RCSW%>U`P@PC8J
zf7JcoVUmf7^>26n-{IuH(eQr&%D=<=3z@vU4F5AwvNEwTbNq)5);%+`%k7u(vIc{v
zBjQ`8kMLqyrjeSOn~RGJ;=D&O#qn$uxnzL?mPSH>H<`4f@DR+d6)rftfx(Vp16D&N
z1$_5(>V;KrfVd|dJ+C{`KFE;v&gboxrswunNqL9()7x=Uv1}H%&Zf)LmLA}vyLPY^
zzQ1(h9)3DE!_HGA`^D?XZf8vH_x-Ug-|bA6-sa1gXo!ItR*2U_-f(ue%UhnFce(*U
zj%8y0&+#Qxjlj(_(#PaF_R%U~z_i?U2;7CAz#oyDPoy26m!~X_&cT<x>&D#=H>@ZA
z>$>I5PJ*IGn~)D_K;kpmmA2nF>hmK2qF;_|=l+Ev+w&&;&(p#}%gzV9_YRK8)#aaQ
za25hQzM)W~-k<jH*mnqF4m&4|^mqtEKMMv|?0;bgPX#u+@!nwS`XqhI;QJc6``);x
zSYY1ay4^3^9$qt>(W70_mt55^Gw`?ayQbLu!Rfd8#a?3*yLq^ixt)sLG2S1}+)3Hn
zCPg0s<fLSfvZs%aWX?S4kA%&{J;;Zp*uBaBat!0B5Q=K&KI`w4qs_WYilf`O!z)U^
zW^ahVK+M@PDhef=xhsk}rQ?X)a$O%VPuOwZr16kp<o3ZXq8rGb;U?wb*3jtj^xL}J
z-r>S_#Z=deYIe#lfvPQ|2hooOyT^;t7qjW!4YjJn0}z9jNv_rNbhiE5qdm*abal0^
zBhA&|!nXMXo4u><6Pq3!iXRT@8x#~15>y!oR2wu@5d>5dJX94JR2M8%!563oM5qc-
zs16vYg}|WskRYBfP#Xb39EeaoaH0BOh`XeCD14lxB|BdqcjMBx{8c9Us^CYeCgQZx
z$Xb}iZB4Q_#=zQ=L>+0Q4^)#!t19EPG{{;U!#2in+LBxxX>boz*+;9a<F!`FTk1t@
z4;kB%NDfq8N2~CFS4C}%IXKc#j8tX*)B;5}hOPM&nAm3S0bQeJY3o?U=*V{<W`Mm>
z{hBcmF$CR7RL4wHI~lNjzU=8+_GebkXBVyqP#3$)@HN0hsGNauTc04b#~`7nw{zk*
z;gLJQyX;T2fCn%14xR6#*F;OI8WwURDRGXc2D5Qc;;7n4dHz{>9_$T`5T%-xW6wh9
z^{pPxc<v7phtp}hF1|Demf3r^pdI=b*_b-L53{2V`)y)xugFh6rIrW4HB|z&!D!;n
zbyaF}@QR?4%W|LgiZx<68vv0RRx)Hg@nG#C_hC6WLWSnzWqJBuQ9ZLB5z{tG4Q#oB
zAK(0SntvO%e*>o<I_l-jkMU2?iww6KyZHlW7DI}Hx~Tm3!2?=Es+jyZ4=0VthVNpA
ztfFdoeduVZJ-(wzqlps+HQPZ3uQ_cV_eU8#e;A*1ua9`rCq)6Fw=^}Z83%7S6@R`M
zz2kUij4G#*D@86-=!`Gm2(jdz@4u?*ll4<hsB2W1veDh~%?B~Yk)<K3=$iKTnvOaT
z>A_6{puW)_>u5<q*Y9}uKE)m6)a^!hwYwhFxT>bGp{}RzADst>(AK_Kl2nnM-(?h|
z1yt?2>EBJWPs$HpyF*P#d@kAr;rU=sd6SRApJa(eO^gNpNM1^gkK&5GKNLhzA<6z0
ztQ0m&D#ogeGG-t0rAx55MH7eL%Xn(5wLJp;rL*Oz%F}GR=CZQ7I}80hc3eCr)sC~F
zUFxv*;jD-857a$mTo_^!bfuRvvF?#z2v_q<eX#Waavq3*K6sqsd~K<`Km3Ciqs4d1
zP7JMc8TxvLqbejH#oo-!>{>@*qD~gpI{#qGw_oVc(<s;j`j<VE-sxjO(qw+3B>4=m
z2}A>Xgun041)lZ(?9B_^5HEu7FWNEx8SsWYpy+2krPV;81(D)}Vc4Z0Eq6k6b$~5l
zI@vHo*Dwh>YJ{iZPEg}ScvBACOS^M(3Bcr=WW?2^9I;woXH>DW%9*I={WIILmOQ@|
zEczCCe9NS|F*Mz;9Z>w+$2<1L=tc-R(JZ0PIE_-c%$lF3x6p?@Eo>)JNKb4VhFGL~
zCh;`*lwYTGj-y3tQRTy)|6uT8YTCb8L$xpJhY=Kz<EMWx_y=(pb-kg$0aw|qy$*{!
zZ3E}1<TcTAy!&HLs-F=*k}!~|G)jCqdKY=R@4I*MnQfvshqo2wa)=&02T^pxd=O3=
zw0j=={yn2<ffYxAiwQM$(j5h-0yxbMO+9Dwlvm7g{<IV0r=t3Ox(OQPXz6y?5c=wI
zBT_%o7Bb{<<&5mvKsR*M>siZA_h)LgQm_T%@CiI}nnC6a!u_gnvvws~#j2QU!Q6%C
z3S8$5%|hg(Wpgs5g)f&>$=vrX+JjnxX&7rka&(Al>??+%@5$_?2r>jo-D~o9A~UP#
za%`35IAO3gkqLJq7fJ&7c|ZL{YK|tCE&F)l4%wGPWgndIC^|)6EusX11COg=mPp*W
z2_g}VUI^|(8I$AEj7?K*JJ*b9AH7Kk*I%@WbIeK8VdC1*QLma*tDJ-?fH?KG)=^Z`
zbZUa(JY;GWG?zX1>j~l){n$68aMi^dQVmk#_CiZ)NBqIA5h!By>h`1r;csSZu44n~
zzMS&lkWg}=`Rl839`sodp!D~`3{|GZs$^PtiExCX-8TUvOe`#T6uM^zhr&=pl)pVc
zNTP0Oa^n*xSXqW?S&-%wjy!I(2l$&`FF#Y~9mq2!OOAhV1=*8p+go$HPCstO@LVO-
zK`AgST0LoYmE{snKs59T+trn<PNKtG^7VA~LY^vr(M`cf@kmWS4br3<4ayT!d^;R<
zMmdq|J3x%K+YW6CX3;xK3AC4fRNkb;4k(vC6N%_-Vmnv)b<nxNK+fYh|BOb$*U_!p
z*0V>3ejhrR<Gsc9eit(UcY450L+(&p;l45p#)Vy`{-mR(fn<M`#?0&3Y%<h+x4zTz
ziB;$xf*omt7*K;vK8}`3jJlp_&7V>-*UPR4N);^R2<kB0AAle(tS3goZyr?G6+ajI
zr<RDDT$N4XCP8dWF-d3)+s-}B!;8jm|4ZpvG_KA(qw{z(9L5r>f~Q0RDp&1%dL_U%
zSJQJDnt5|PC7rE@X>kx;bz-+UMtPM<UVY!APkG<v58^%2gjydMl>TV_1ey~UL0-AJ
z6c0!8`4PDzqp-ag3Jpx=2-&y-7l}!cWt*yPNY#veDT|cT>916DxHjT<MGC01j{M-F
zQf27{)WFU6%4%%=$log@FL!;SNToDYeM(zeZ}Amm_xB|=Zv5|hyrLYDAxO=-91B@>
zi8a@%6<lT$l4{h9_|27nR+k6=7-P$RFs_`{_DW@Wf6h?|X!Q0q8(w_jG!*?!!#Z<l
zr^F=}v`Nq6QVeJ0>mSo5Wz5%z>Pnp^dvwvMQ$OxnrF6~8eL1FHw0`PR%uQeUG(Mmn
zAfg?PvTDq(G=T|sGa8}Og1c(!n$M}iD!3!_70`>+)+<E+2L9bg@3gES(#$`snQ&Sm
zymMQDZ;<(peI&5(Ga?Z}JpH!w2e}hPM5l-@T9@2sxEptj+B$~Ex3sjk`k-K*vq%0R
zbV7pl>(}#hn<(t^eb}fEKW0BL*9&N;OfH1dd&4MF1I0eQO7+vtiK|)EVcASP9yap6
z`tHtlSM%s77KzJZH=d6Dj^VZ8^^&!c_2UZ6^6zEf_BE?NV&L+P%X#?g>N`D;erp6E
zKCvODWDlTpyDgG`Vf>=@oo%EjJ_f?sc5ixFUsKp!^>8b<(L_<N>fDCw>%n{*Q(fXO
zIFGVqOUvR7=Q^T$m8~RJJ5QlsY-GDDl?Oi+Mn?>|_F-ZsQz!;?i_~hS*>P+tg3kz%
zdS!hNu(j@oQiR-nDI4*}p*jLtYs$uK%fG=^QkD{@q@#YvW{jnCEKhE!O-vsi%-rXG
zNurFnql~)kgnQcKneYQ2<;FQru*G#Hs|?w9T`pcCHe^-n$GLSIEJai4!))qes)6GM
zbJC<&p=_r<h_u(NVe5?!gD|~>o91`TleNpvf=H#7rfY`YJLnrOy~10H&q}N-zY|9I
zWo)$nN!ONJn>l@Z^((P0mtfU*C#c#&+$H=Ny=y8$RC{neA_|gXH?zGMYD_`9$Vk|q
z<umw&cqB&7M2ty!j9*vPMFt8PMtmvq)qvr>qafSwHzz}elK2(J`Ehm1?>iA|f|ME=
zMl=D)o9EB87yOxicowXDa1M_697^=DV9g?33$%2|F$gfhnMcPiMZ0FLOIfc@KDN!A
zr7(|gdRa>>+^LwgJwbT559B2)sf7a^N<kU%{#AIj)lG_Dtv0g5^AaUoZl$v;IjQ$#
zmS`Mj{pjH&7gbH<`Z}jx30I%kyQG)@>>ZgvjZy|EK^pJIxyX}rF(IqF{`#GqWil)J
zIeG2(M_M3dnDY-PW@4Lk&#O*togUa9Cb?k^Qfu)BXE==*QF*Ih5@hwK+U=Ffzqpro
zzGAl=-q6d*TSFdbfLY67@anpH(kf^%anm692~U}#dk`dhA!cuFd~<w<iKYG1`OHis
zo1;J2e_!dY$k#FwVdip9O*54_&!F(*jqYeWAV{AaGNy|0`vK{vFfr@SitZOf8Ze?a
z+TlCKX>elu+@f)7i!d{(kJI>WrI-gEu#~Yo$wc%om7O*<W7=#N1!WM)zs$ZM%RUft
zt-@!jn9TGgg#;+kX=k%RJX!jRYe*_x9QN}0q`dHng?g1THcVL3QsI<1ePKrKZT<S4
zCW=h-=X%)2FD+M^D+x_QNd;DRkPe|>l9gjh=B%c*ZgvD=u;@M(x!49{PJ5Xcsv7OY
zp1hHfeH#Nj@_ST#&Zt<qdpiS2lj43D#h>eT8A$E*0VvHC+An;n?>0Y!w_gWS)Ni{U
z;b}rz3poR5Ne?WwBx)0}<e<~@p!^@HOq2cBy(3@LZU%oMA!De6PIB@Y2eMniHCtCS
zo1$jp{TyXXl0K$Hje=Ig=<T&iphsSYFfG_9WwRPcCmK{Mkc#m9#z^_A8W|Dc_x@l6
zBibiu6uNQ&M|yVoj~9A;@7U_oXm$^Gvp9-&rEHF9(C9Dzg^Qbh>M3Yy%QWrq@2Bm@
z27WON4BmTPh`z_?$bX0_y2kr@Oo1EwbOJ+ovE&m`*oQqkL52|TXLMN%70E+M_}|38
z=3V1Zq4S79A$#?a$`l%ZtUm{SPepqQGwbx6lgAlllas~AY=H@G?{&~_r$<8`cL=Q>
zEqe<hplFg^I0qfG=2Kmb4E9cZArX8=H_e)A$&*etmVWvE?VF-2ae6{oMo1bZy40Xz
z(f1XY{t#LNiss@5!85d4@trG}QUs$SXhBR%uV)JBotftYIMWX$ZS#6Vkya8tR86|C
zB_`q0ylThv{@)j2G5;?BG(gM0tRQ{$EtxR+ARe&d#GA)Hby4?IiV$h{kNmj}9Q5Cr
zuYu%LnHIAG{`_#Pvk|LvI<bzm@z(g*cxU{`>h9{v)l;h=5HD|RZElg<&H$hTo&pXW
zJWR9EYOjo~uWcONJ$B;wNi}T3EK*lYXL#gwh74vOl*<(1O0}5&@8ewfq1@Xy4@0+4
zKl6Z)6=lPox8-b2lss_PLY_ASSvCVuhs2~*4>U`Bqi7*{TGEaQrmUF0n^ki@N*D>d
zc1Gd-yqMNlaY;WfZR%S`_=F(;n5i1PEc!OqY(ZdUmDdE;Pv}^dl7=r~QIxy3=eS{r
z1x?`cp(TThw{)bLQ>)29tuI=E*211ZM3cnc!H0hre7Fd<uoOqgRxCp@B_uhLC;5^@
z#MG6rDr>SSTXGz8ATb!CF*%l+lT!ZxjD;)IHo|PIX$ZSo?|}!x2Oc<a0zlM>DN_w3
zMc3cwc$R~^6}-KTD|nX`H*qycsY1bwxu^+v{hQ#2F-U6)JjzDQs|mvJ%+O4jDU)~-
z!bB*q4y?$IJi|8<K{7}irAiqLEwzb2P}!hZD8)80UN$P5)D9B972}J+zKH;fc`HJm
zpfp;npyB%uPb#WE4UZM?G)jtru$jnNilOV8l;nTu^;2;2h78Ue{jER!Sulk!lKVI4
zy#58ua0J-9Kh(E?STO1h!SIz*<rF~xaa@2id6T#w!mrAyN{SE*6Z8!3oC`APEWLf0
z<3TWzy%B$iUD7=$yA~V}(B;X=if$INRxxsdv)-g<N=7UD;|^d%q3o?_M!H~@l0gyG
zv#4{QB)TPBM`3WEY+W`*ui7d76kzRl|K493qJ&az7G*LhH%4T~0lW53%;y=CTJg=;
zW9huX+b~A#curs?Ero_!N!*H{K*F3Y4t`fsWE#{XHctbK!Un)1;xYOM!UW;a=gY7_
z&R^x+qL2}O{+;0<d@vjgJ|FxX4up@tQ^k+sN%)%{+z;XQgyD6Wl~|S&#bl90VCrEb
zq?k0|UBLw-rX?FugUAp;tQx&97W_U4hmy|~grVCnj$(c!m_*?xLFv;nh4Q2LOV6i<
z<9mXb*s4g<T<?(JnG-H=F6$istEtqZ;*|$2&-7B>THXRQpZC*Ya0rW7>*Yk-3vW0Y
zjvRbRb$`5{n3t()!gy@Zf$xI7b}3_xqq-LO986_A$OLpe771e~Q&B48XMMm=)BDn~
zM?a{8k9G7{R<!k+n}6LCZo=9LBUxGYKJ4AObLS;5Oiot<?Akgm&Wfz~XE(3uc$~;`
z7BKAJGhcu^(rKLQa4gH5%BzA(Qdqi*e6rpdpUSdj8Mc8u$4f-XNFqAOC_MN=k);SW
zoyxF57$oRwAEbfs92{`ell_}BGu}1t$_p>N^l|TZtu%1LvyH~Aec{Bjc<c*b|DuHj
z>K{DNwSNVS%`+<4uyLlx9FNfiajptn%%U8k?6x`9>^3Kw6ioyqV<EB<OR(oyx6_?y
zOg4xdAka1%)dH>ur`+&12lPIJn7h4(iV&+uCVP>Mm69NjdfMxHpNeczD-`4^2!hA+
z{s2IMT*+&}v)<XWXFqY{27b~1_;uS>1w(GBx-A44-{FM(N<K`qo;#^dZWN0YGkMep
z{vI7;i&<qhn4LI27YD6LY$8Z!Gufur(t7=={`~U7@^*G73j=zkQEyI8^k5uh7-1YL
z2mH|ACr~4Xut&67>;S|j7%jw9EnXOKcJXJco>OrLHJ4{`(MV$tWACsD59B>9sVEs@
z5$T~7xn1EA7al);;ljiI2Y*qR?N;nU#i==UJP*fZ=Z{2oqm-*+tC?E){r{bRBm9J+
zxlog?>F+a$@tDM345JNt{S;l>4vAsNtio!69yo?;_-ukr8j+D<vuvSKtkg>NQe(V5
zKGy6sgE&J)0y~l@5gXJ7{^Mwl=~&<@ap>!T9_cAP8|K1drBtaFYK2yzUFcNCE56+v
zj67V6jcHU3*0)yj=UI4_hwDxJ$2<!n4CnuP+k5!oa`|UAZVx8Bsi_S(WLwLpA3A+{
zx#cw)7@a(c@{Tis5Gpv%6^u*0UJu212RsJo+c!YpWYD)fvqi`2F(MtYsIWQ<#?^Oy
zm5xf#M2*Ne8I?v77YUR^M9)kh@N57F5Myp=Sc$bF{;qZaPXZc_Ek^W5-Y31!ee#n(
zIm-@a2uxel`sTQ%On>1kvi60aO-Ef+WW_Y9mc2@@o+bCH0Kfev^DW>~#(|Y0>-4(V
z8%QvSJ*Hb}R}>OqQ%%jZbX#|Q><3QhBr{Pao64nVgiR~7>a9k(StbL@Gp1}RrV5DE
z){sU<9pVH|X408ll#gs3s2a=)XA{x(_g07oQi#_eufz9pY-EUk?7es6r#2Je6IYKN
zyY=j|kKK2lvD(e$HogDN`}C)O$VAAj)eQSbj~$wBmr90ySo^!bRetwZ0Y9rW-tkqi
z#_f@JArawfx|VLHTj`;90qSUrNX%vO89MSzJ);eMIU9hB0e(W4BfJN39?UaN@5hFR
zplSwS`Ra}W22keYH#}nmo|(|n_-VP<JM_`j!2rLFml7B|U}RMbr!sH4X<DJ_XT=&m
zgyG*9wUf@P-vfXBC198hKqRxw@=%vtoi$jSMQpD%)mofinkTE|x*#h-sgNqB8l~yf
zAf?dwCy9&_hhuOi*XfRT2~3G-P9qV<{NBrXMX%%y5;F-J9R$=(tWPl3?hK=YuNhqJ
zV0<EuSWv?>z0Y513Y5kbdoRh`+c*FG+U6!cUae-HiV6iMIjJ=6#*`JmE%~JE;lrYh
za~S^l15`%vuisaiE;e$z;%z`^4-LxYig@@0%!vVW^6#*wB|0OEU|FAtV;4F$u#FM+
zlR>iDtTm^a{pL(^Ho1^oOs*tXlO%TW^2GS$IEfoJIgQr{rZ6niN?RE#uNAa%WvtSv
z^efZWtTi`S94yVR&U-K;7O*?u=zuc-+Yy{mt?dzqeGGjt@C6Fmzvn`K7)BmG|EZsv
z4+lyIFU|qM($qD0f}@<XdcRPkr{}(KHe4eQ$F7gro{>hoD9wridBUl0S}0&egoqt~
zpKa$XD{I?SW)RHJKhwCm4>+8}kmDFumS$^BWIBqgRF#_2R9ebduhSz_Vo^kED5i2y
z3y7$o^h9f-Jux=XotW(OI<noI-V2fL#j1Mn?f|*i7nNAK;Zwh<x~l98^70MuSG?;a
z=EEY_5+-+dZ~gZNjvPs)UhppdvZ2@r6e86xmIqxRpkk;a<5qx^82$w_GboW@_F{hj
z3O3A(GxeY0l-A3Hp~qDM#J?JXDbOl`1MHl84KLrbqv*1D=`v9AYxnyn&CQH+LCoJ5
z^f_rPI9*EQcTeRArgDLce*?ZV$J8idS&lU^k7|2JWui0LiE9LiP05P|vC(aIC&zkY
zWG0PjjrG8s5Pm@JWRG~p!Df;Py*H~wBhR%_VuF~&ag5YVfrOXkv|vaI2(NDF&a^gR
zT2?2i$Trg0C%fK-^=`K*jdk!Cu*Nbt92QMw6vNS#wC_2gDxR*TMK#s>A;*9DGv&8Z
z{^q~>EwD9T23xtxoM-Ng{DH;UoXcTues*DYd2wZtTAEa$HE0jU2i-w$Ff~{$P)lQp
zyu=f3Z}W(R1y{0u7=#qbR~yxKb*$PgP83OubfLM}v<R@I4v*x)iJ7U%{yj_rmMM&9
zs1_0ow;xsRy%qw+Q#3uCxHw*48d3fqa7nIxS?yoCWQL+6+<(6sTzQj#e$q~Znaq*L
z`{}Xkdv`r=*O8H|D2lErswT?d&Sh0qeO*=+T?Gq5B73SVYr119tE?~JG?*(NTbzmn
z{doa6ILDg^+`J736J2UXQL`@@5(tO})J0YVQ4|GTl$x?A>JqSbxB}NqN!A4eaHRF>
zH<<rm{unen2^Mdg*=0^LS7VKqG+7I@P)kMWsFW#ZYEeCEHQJ4dXfmQ29hs6P5&j=a
z2`MdQq_R|z>fJ_{gj<eHAD;$4yn=i$pqv%i&e4;{_G@Vddj@QOP2`cWj~8e^ybH&0
zSZF~KBO@CDXCUTs_#w-5kP(35*J>!>9pQrNIcXicgCvOnC*iq0DOi%)+14U6u+)}g
zYakz4byc0>3vf-h!<8y4=J7U=+e7&A`x0ZJXJ=D5tDa!R&K4^g@cT2qEz4MS!aUCj
zD>4So%43ShNlc35N&{wzImB!-hnW-13vs@Dtk5aU6lMzo$adhYx~pL-ky^G_>@|Dc
z-mwqc8c8|Tn~f$-t<ln!WoMa$1Xk8o*VeZ;wzsUqmZ6ip8!)I*4MC?kUhEgAi?i9e
zEb*+U-5O&9U@G15iTSw&o>~DC#2lH^IIsyqAJ<6*^Q>IDcLAvU#(t*=lROwg**;0q
z(M9`DI?|-1h9y<$Zc2-9Zg6W}bzr5R6?(I?RwVkuF{Ii+_trl;Na33Pd0;hXKZtD0
zv3}hab=BiQUJdii8Pj;Ejs`B$Q66YpXz0i?4W#=?oG{I#u9pl$bv0XcNfi^#Lld9e
zU?!LWo!v9cbMfph>@4nVEp0E6*#!#8g|b0X44GUuH@h;ovU}p_37y&xQZ43ypE!Nw
z%n@Qg5+nmPw>7`Du(iCkvbDClzPi1*v#7&N7MT(W5lW&A+;nDhRt(?*yu+?n$QKW-
zu92)%u*mLt=}|J9CjST(Tx3HstJ7r8Y<39h=sQ_jWQVjN4nGs>u=f}K7o%^@3%NW}
z<f$o^g%=5lj+qrr0KDcO+NvkWio2^hn(Q|H@J7W5I8>R-_TZDfH{0HoqfK1BpGHox
zZgZ@7NfdKZ+Wnknf_MH<m<I=#O}2DZceIE<y0CBpp=;^%nF1@OXwHV@LjDKyb>NgS
zt9J<{B8)ia<eidHHsXu}NsbVNmo_p+-Y6IirpXXgi-BBJ%2h7VH3JkMupS?~#eGye
z8tcLM)F^BPlX+d1zyV3(v+qLc7^z1>n74#+Z_IN&Ydn4EQ?3t;%{FmP%d=v19qi%O
zQ%_wvhfSR6Vak^<`0sC1Tuv%FMmg?42*A9G1gDsyC88N;rXUu@ZfBx1HQApWxO1*c
zqZNW78YIn^WJvD6x#C%~_AHvkv)=4PelkCBW*n8c7m^Gj0r@yeHF+?*HsXb3kZ~4e
zIO-a)VSACf9?3@hiYF|3v)<7tdh6s#D|!+Lhia3wWfgg@tU5E`CuXjkI%No{rKO2=
zG#H?P_3N6cIeMEFt6EMMljFHkZ#*2uN&l7k3h*zNsWKgAI_4#$W+xvMf^txaqeOv^
z0r`;nzf?9=2#a9_S23*MXKA_7y_Gw|;>tb$xQD+=qfcyjhG8@uUjUbJGzmP~E5B#4
z-{1P#t;xxm<9QDYnp5&_TZ)$*w|UNVZXgR|vxq109EN|BMp%UFnH0qe7U=u;m_K3W
znHA<JbC#*nxCW@*Dyi;zd2xJcoOl*<eQkpc7FHIQmsW^d31SBw2jL}>$AYQfuR|FP
zW|-9)!lI$i2FZihgM*%m&uVX<lDjEgv64p3sIr1w$0629q(Ie7S5sZ=3No%OD2f%@
zj<Tvu@{X)qPE=Fsd0neX#&r)QuHeJRWTT{K1DBO`&6lu=JcN=(P8LEImfR8jq$YA8
z-I9~i1vV-ODqyO#2`*ODcs@c%3e})&TgL1|s^&!vLtqUwNO)e_5?O}Y$#25iliECw
zMm(pO8D@dGF|2C=tdJ>XOXH<(iPW`N6SGsZ{n?q>`N@SziN=dkX%cKM=1X}>VcV^C
zH%$Yf6NAY?e|CCyt~cM4$jpOwcgDuKpiytK2lU&&x84gTcAUM3%Z+q?5LYtM7`s`G
zY(X|9Pq)P!MuHq>u9~i6+tIBDKT#={tx#|Ta~mGcBWIEwgXetZov+i4i(VdPpzK~$
zL(4ZE>;T`zvo;ncZn={vf9ezy*S-8B*t4(E`eDqBflMtkYr`6^B8f|nw4xp~g6Ynn
zGdD9ov(Q=YtaR2oF{kTI_K0IHf<5!@(HO7l4Gzs5TIeixR+d(m5HSk<scAL<2YfKQ
zFw6{7EE9ge5)J)FcyC?I@MC9W7`>R6J%z=plJbDQ{nFyZ#QMipCngpaz)Ey1M>2&C
z@8SkLeqO_htF`k&tpIxbsc&$SjR-uX;4s08?uCa*G3waUaKWN+HG|eee--8@OKXKY
zw9;=I(94r_ju6mN$#hBfXLD|AP9_*8SEe#ju9q9-c6qGaEl-p+>SImYvPmJ)+T!{m
zF`aI1JU`wjHA`c)PHmz!*-}XDjH+mcZf>k^@&UYpUXxRjK8$Ou_guj~#ibJ&?!|?N
zg>WQ_Gn``TbO+%u`YOkDhJ(K{0>?u??xBQPwOVZwYOO@Jskv{Rb1pk`@uTS3u7P=3
zT2TZ~bWgfC3&7dJNR*TCqx8Z;0y~)u&az?x15R`ey)V7+0ytT3#;e+a<s(jP$ex^c
z2PV%&2_qTBF-sY+HNk`qpq5k2Ipz{`Kl1?d2=f&4%+M-}oEYT8d?KAB(V~@r(7fHl
zM-QJ~I<s_s>B7=|OP81E%xZ{r*j$(oNfgXoT|TtDv9`H(X6@|S<>f2O3P3|^vA@*c
z**d&+p?|SYlr&%*7DN{G^w`nk0(l4G&c(o`7u*xEuEwG2z3JYoPm2}W9~`V$@((^o
z3O@vj<Tb{S@mf}gvVRq(UhPOMhk3zXT1{KQ1-SCS=aa6jsEQ203^>q3@C<bej*}Br
zcnltNWYx^rxeR$Y8dzL((h9)N{=DJYB34w7l=mgTs{;orRGmWcdCZC?UQ8BcfwjPB
zo?6vpv-_C90T&ZU;e-L45Q$r=Y=-$;mem8SX_^a`Y8uLn7Z{!|`brQAJU^;`B(b0Y
zv&byOD;9LaZZpwJw7X+n>POwMm1q&LSxT0ZBwj}IbTIE=8fnQVC7;9j>=6+KWF2#G
z8hRY&iu;2R@7Z4kFQloP!EcyYR&77fRURu=I-RZ<<Jda8!m(DwI|?_Jbb^OrI(K)K
zya8mwx>VH#u9D9sw0bKC>?|tIsHJs`l}2VVZ>6daw^*@))$!<EhOKKBtpz}U8wfw&
z1O|92jxam(dAH!!-G<wC$K1jE%)A=c=d|2bqt$FJwU%3;<S(Z(=?qD%CxPMRvUwnT
zz(EAU_W%s8EU(7pu0a^U;A^7*M4w98fwK8wZ8kNBL)UvC>gC1mJ0>B&Wt$F|L($8+
z$&6YzwF&I;Ax0@76x>MS<aBN@=!gp?gHtmTg!^qvpyCqH3FJ7+6!Hbm*Q$W-ebaZX
z?08L(Tv=R3fzTDe+=aZ{!X*hy1_lMKEwkb*t|Y@i=lNC5vMr6)<NqVAS;>KH?8e!p
zQ3e9OMJ1fCSC}dcfceGQB_*jQNquF0x-d<+-l&?(1fvPWjU&X3It`LUtWk}M1!7bl
zI5dPcTCB5Q$ulaeh-d0MC9f_Or<zLEFHIo97*wBZ_}-6Xa%|r60Y@i!L9FC*FejM+
zFK&6R)tK+61Gn>n$Q!Q2sayf~H2wOtiuFx^)^oC|`pO*cvM`7d#vnG0c#Cx!FE{~Q
z?BlU^GzQJRunn<i9h0$W4VAa!?~wkth)FT|Tp>s3>!!FR9)aIK4u9dact#9pJejn;
zSc<K5CnqN7Cg&$f!O5Z8T8#);ohFJm<PCQNZ+IJ|7MWyrwvKHd+c~y-?5J=;I4PVF
zF!95{JlJ4$<<MRV`9L^%2+&8fwwF`>{^|7hCwoACX;`e<gXgEl#`=B0BpVya<Yc=I
z{A<N|o%7Of3oa|lxl{@qwd+QF26@~|<?>{qP;knhK-Nhcm&@2b2|k$>t!%dQC1FJp
zd0*<`Nmgv*aoJIip<u;voIHZZs6Oi7Va^jw9%g+CIL!((7wagelE9>|2I_dD+vqi>
z8gUkAFG$J8LCP>la3oI2eqWH%-!IJ`45L_aV+5%eBZDvXNgzN9hiyS{G@5#clz}xG
zNdz|4GgIrD>Wi|b9=1eJG=Ec(Q&Pd37U!{Ush(*7W_8R=p^PuG;%RK!F2I=6M-#y_
zL0%TJ{!AiJya@d3bFwdQ9Ws35hZ}|qy1HV!rs2?-tV46(f6SzZSx!<uNb4{)MrQ~-
zvq&m$)Bq##%~t>b0lFYr&es&=(E7H~@ZWMp6OwhYC3DKQxnms@*)ul+O?~k7cP^C!
zdvm4Z*U!2^os;qb<tD@@{0sB@Gy`9R)fiTADwb-Iy0m<zkSXQLxj0Ts!j+`G%&}dY
z@GasStaKq$$d&RXQq)2Gv<3)kFaI6JajhUc0GfL;bs2H>THO6**GSobjDs70abtV?
zrg&mH<0XIc(dRz&A@5Pn=>tJ_0~suSi1WCTGd_oL@7yNFaQ`9AqkaYO-UQ8XJTkoh
zx>`5tW<8Nl=F|C1p2lHmVT$X!J!{GuSTh!l!#3%lLMwEp-Dy&0K+9Ibdf3w2`nc4U
zru@D?GdVlyv7@m81c^hiw0mrFKeiVGy52qdc7Q63vqO~k4#iPSw<er9bJZz2>x;B%
ztk>HtXR~0-pDn_p03^#ZEnyx<R~7fy7BZORCUFKw_z=Qx>^(on4Dl|>n|}!yQj*Cq
zEgEYdP*xB}q^<VM*vwpKzOw`zfMT*Jo63S)%U06W^klY|oz4!jF(xB5D+wj35G5<7
z`ssePUaL3jt$KTQe70Nf)u$!~6ElnRiwk4RV}u>(q9FN6vew`ehjjJc3bHE60?P49
z?^n!~YNT~wnB1uipFfe*Q`pt)bDYCUx@%YDOh(sKqdi}lb~Z&;O6UHs=T<)U!Ahl)
zdh*F9ZN*b;KZ(I8uo>S_eJLm^YNG3S)ubj13HBU9>7AW4B8ljWrkOSjhS4a0`Zwn5
zv~Mv1GC%4Zm}3sbRrD)a5*jIj7*rZnQcu_D)W&P1c4FRHaA=&k%J{7Brg1t#DO5sb
zR2{F4leEudrB|6jvuFV=BG+!dlFUZAa-OK{K9SsuJxt5JYAvAI>S`Ega_Kb1w!6Pq
zy9GZW)A`F6(-n2A>Z)pcSxQ&l{n^hRa!>hwNy?`6IayEUZ$9}h?@8}t-jlYZ8p-#i
zby<<59|d@iq6*lKEW(nTSiEUy-f2A}13=82M`%V?F0MMxeX6EqG5{%66<m@9_L=0w
z;+lk^MIdSSbd-t6cq^!il(=G*=XirRdF*?BvKSQ$m2#zO*KAU;ia{=DPXUu>0Tj3n
zrpRfO6&|(=+#5K9SsM7gMXu!UIBVO$J_K2O%QJ#_6NREDoc9tb<MjFS4^CktAqs4S
zE%jaC)l>b)lb|?3fIW}qf&UR~>mPtV6ll-d7;`P=$DF|%q)CD}<<LmbNMG5g7*(aA
zG?g)h)@v6Tmd^<}J!j-d&N#znNv)_{kpcY6%~Gp`h!3J&fevy>e-JIj9Y*)#a_(WS
zY(ytUBHkOC1AMdR{fswx{c?3qUCwyvC4Dv5>45>5gvTNd)JGqd16)C2qHt)niUU+T
z;dyo6_pulE`h1i5pUl@l+ee7y#hBZQc_}|=&$JiYEA7=b;kH?2L*39^-L+isQs85@
zvfJ4s+1>2X#EFDOwVo7LFSeK3MC<Fs&q{~o!^&Y&C7UwSX6|tQa7ic&8|t>Yv$?x@
z)I4SqM1p5$<`(7`sTZ!4t8mK4_WreS#Q#29I0_@&>#g@GayYUKBwnyAE*}bluu=g;
zl0_sTk{DlKF$ZclM03e}-Ub=aJ;ShzVxa(Lbm8dHqls*mH$d}GV3cG<OacW6pFk+3
z`)09Zyn-Vw;acd8kECrhQ6XS(6U+ocYk1g0M|vK=3Kq2tR^dM8`Y>mnAmR3YYq~Yt
znrofhIJI$p?b6158#ElRZEx;up5MH%Nv5%CXh6zI0e4i2hyf*YJlXAar`v<}Tz$TN
zLOZFsgwq14IDP8OxwGea5@9ani{vyeZXY$79mw$cFukLuLzt|=y##hY{sM5jHz<7{
z9vaSY40^ty>JIjDTE(*v*wD!}#j&<EQN~q0jS7$HhTdM9m{|W19OerKHUsm`0J1ZI
z31f3q&&Vse{M&rpENEbxZ3A1Lm#rftEFudQBLyzI;vpk}KF$jWnSiSZv_g&)!iuzT
z(n7AOKlx}n^ebIF@wjPex<z8$>Z^Y@#D<SE?_sV`Y_zj<c!~5iAyS+X*UdkYd^9Q3
zdDjfxAa${{@{;)O#ne*jaOw!fBGL8^>q(-lD%!)hAK^))W?xoG-p>Dl!I^;<4(sKK
zu-?OVWoeXg9?mRzN1IlwfGdfM>kVM~X;?fy(wr3)>o|z}1AZzW(*;LGMrfupAmU-@
zDkr%VCt{iRH+b399SIn{rAoZR>rTPXsFAO86&D$bC8kh@)z?^yYjB*T8NR|}8{D#t
zOhL-|lA(z3CkNz*s*z9x4}hhok{{*+$<#!9#}J;llg7BvrK||2HLa8&?ZTRdJXly&
z;5^;(wS=q}kcwqHNZ69$%39GwPSrsgd{UAH?8Cw|G@&S_RH4fu(eQ4v;sr$p0^zy_
zUsZ*il$3=IZ}GM#5)6!A{lA%SF`r}nQAa<?&0yZ+1zM9$+0oEiljI?($-Y<IhpjTv
zmrk#)Ui$M&pvcXupTkRd3*#qP@sS^+vG?yV{{g;00BxRTjxuLrZ`R3==cn@h{PNDq
z&erPoYV6GzTd+yUZ&cB>u)Dasvc0-ZyjgN-ad~rNi`u&wiqFrH=2tNej7|@NJ;6AL
zfDUk7%D#L`KqwLlgJpIY;oA$AkSNxNMb}aIbfT`-JgnFk1SFAgNlE!cU<pPdH9p?$
z&dz!|EAZI;6f0l}`);YKL`P)#gcrDp3xQ|(x}C^Sa8&h8E%>^M073C70FWiawd-YG
z2JZZ0!jyo-qBE8&>8=z`Oe@3O@3&~ZhzL{!0|FRhHsYNGU{Pq{d1b6JIn|q*IW&8S
zPynY`D3Qj4*4RXMa&C4WrX*%oaq}~YlgPn1JAF@E!El~vB4gTS?`<&{R(Z62+d`Pb
zHboDP4;0h=D-%ayQyov1Dtax#hVz7A-3OAY*Hm2%LLtxvdCsgG4bp1KF9`PU>Nd9Z
zriS2nwr;l4nusn5h0vA~hMUkm-F5R=RPD$>!40mQ!Dgb8a|;8W7gSM+YlOZ79O-wM
z9L?B{1HL{IR|qo>iI0pbg>p{bESPb%K0uzll2`KpKJ#fW;}wh|t=30ij3_2bMQQR%
zglDfpU=KeWEWYj2gzCZRq;ok4f5F>PmkjR(&rvm*6@5i;lDKkl3uumsS>J(~D|?)R
zLKj_4u7#m96&iOQR*uV(FQ!fW@cjHK8GDY=RvpjLZzXgYg>5s=x&0%I_sgVTg65|u
zV(oO2Zjw}s#o9?qF^P*KqsyZL0zr5MY*bvXGZ<29D(J5%{E9U}BD)ySfy6PeVI(Yc
zimorqZ)F7~hppK|6B9sQr>A$0A;0H=lz2D<>tQ8z!F4R(4l-t?Xjz(}2q_l$cmoq=
z3ooTYtCLX#J28pD#UiVMfU(;k&(^RHO{TTpr2B&GYtW)G(X}DgB`p=z?$pE-$-%p-
zrCFrZi)?A)DZWBkBM^L`XPTwa(p(gv_Sj&IwquNUx@<7r9}tGvqane7Rv^g3a58<y
zlQY^qAWo#jg@7cGT{^hj7IqP=r~KUE!%m$%YCd>Vtni8x>Pd8&)Psni=kS8=x}Yfz
z50=;rQXQjK(B-L5bW*9YDC%Z1z5^)G<#^UZuH#AXX2svY!WUWbx6q%e7Php8ZeZPn
znIZE29a#S|mG(Z(TW&Iwu>}a2h!pYAHjbz+H{`{{Qi6=!iOc>n=`0YZ<)sy31xCJg
zm@^)w&FOy<0f`{yv>TX)*L``4L}}uTCNTxH(m;~WMmb|4zfqDjPnVpEDv`Zqq&YdI
zWL3~4UuUID(uC0Nv$CUI5nP3JH~|ZSFP;+AlEPtDnl1ZY{W!L5)wVQ0Apj~w_2w}b
zE0a5h|AHI}SWWmo>xPo+2$r`MYUbIb#|J4QDU@UXAt3ED%njxi^9W#*r<f1Nb=qWe
z6;eMrxH@-r{_4`z<*TbV58XVgpVRMW9$dS%_VC&xYj@xmo`heaA;HA*?UmcBx7TlP
z+`f6})}e<Uc;tacZ$Exp*8#0FvqY^1B#XJYut>@`c4zOOy*m54#itfY30MxyAOIK;
zuPc}D7lu2x#P6<My)N$M=w1UIsT$S}Sl?LChT$<k2=`TVFVkP5ZBBi{SmiKI=*5Mc
z;lavG^88&Vr<j^*IeI40Z9(HZ9H$mcUE^3sGnKSn1OTFGHYXc^`69d3%H=Hc=_sEc
z`-X~nk=0&+4<Ox=i@fEe&YwTOP%IW#Jp)N(KL9(FJsa^hU<b!^Rgn`x>`Q4>oOqrU
z=T(AU?J3hWeFT_ta}&%T!nvBj^XYo8z=}x;8>VLazvws__~*J{FKEx*x0%0ZzIdSe
zepn^O7$okkiMr?+A)8=RY?{phQzW$_ag`Vouz?VWflsQJNaJ#pj|zHOCsksk)scjD
z5g<+MdRzeZepE|IBSfPvieclyh#8Ky4fx8cx4>mk>T@V9CWV(478bnK)zzil-KiYP
z)}Q|Z3WP^0m6_4MxSrmkF|e<~SRMm0yA{WM%6`Saw0qy~jmtML(>(x4sTIxpk~-e3
zpYtoXtG7uq`26t;$M3s&`Q{^~M@vs=PiiExle>7~()DXMI8avwXnc2k0*DD*yYuAZ
zuY3FnnPlDWg*&ly)edwLm!?TO*N^}YtHFoCK#F|#UZ|wr+xb3%L&HWN3KB|ROh;)o
z=i0J)QZN7z+lid<G|v^Wm_RI7<b0Ly))b^=aN5c{T6>naWrfpafUBx6Y6(jO+nP|l
zKoLcj1N&fNCzaOx*=iyv6esxGnkkia%axE~*e((bne{AP#3#B1jIw$)>GPt5bkdz?
zm`GINkEkLbYF`kNiV$ev9gMsx>!NMpgqg5R6-Pmka{FFN(REUhNbA%8h*mSind!wC
zjaEw466y18l{%&I(qt*FNn&WbgQry|Y7;H3t&NX$iHmt<Z@;F4`v~k!d>q!^yYBDr
zphHyp<62-BRUeR%xGl1|G#^>4*s&bPGhUR$gdp=u#cO*jq(S%t>7-j+mIcm2FV?a9
zmMh>lT;~c-ssd{|pESH*#%(-BP$Kx$e}Hi%_PSWk#e2@Etj5}`%VIW}C9$J?wiJ~k
zQg_*mT9F-VlfybhYch>&qmV2oE5&-TRc%)Z<|cI+M0)}_u(1mLpm>4b+w1)pnI(|C
zH`bC!w{6e#&5G7&kXlOhwzuMWEA;XHjODpld;E1-?9|$Lj1_CCFRS+dTCL93YBw7M
z_sP`mf0f3?mzeX+!_0rCd^9KLWx_|Zr5oiNjj`s~%-HPM(%AOO&dRaVCs$6b+^RfO
zp}`f}3wi1CeV6aQeDyLZAgGdt5khG4Oo1t1uUxOyyY-3sQhm9;Qa@HdUcXs-phO}A
zbwG!6#0xAP-Z^q~_t@=+9+m>I{*x0uxCR$M8NuXBFe{)p@#aI6ypkfw;(;A#Xy`re
z;kmbvdo+nH_Wxs2<Cft#Mi<BC{+f4rko;<^C8BX*x|lX?GfhhPI6=1tsqhUh81h2i
zw}Hz#vaKbQv}-Afq&NVgd_4%^$L>dg25x0IrBQbj^{S`}k*udtmc!Xdw}UA`U@g-U
z*U`$>){8WJgCfP%om$Q?5cUC*o1#!DnmV#VS_1M|X$j+O;-TavON;yORazrM_W9WX
z#&?oA%UonW66Z9NawKQutXz~!G@f@@J}MuRPs)ba{LF;gS_$$;3P)PaHf@JEWu7%J
zm>11BI(}^T`0lCQ)4KvV>Ml*|ov=^12qV(>Ng~176S))l6D6gr5UYBqx7Iss95K!r
z7mbj_%j&hpSi1w36#TWYS5h<m8iM%!4FU8-B0Y|K%QIZv{UoY<pv{*AltBd^*(w>l
z;`%c)ozCRs@<-MtC&REaHy0$w9Nn>UTA^s0QY)zmilOIno@HppWm1?hK@MNw4O;>@
zhmd_70lX#uj@!uM*x!FJ3f*c06?xW?H1Z*?ijta{u=T2IIF2*!x`3^9S|9&427#Q{
zhLu|@%=$3D`lB&+qSfw;jm61kuQ^>EROhPm)urZg^H6iGxp8Fk2r2(Kwsm~#)Yj=O
zf}LI_J@CYb)r<XFzuqT}fD|lM7AniLE3<2r^~&L+M~)spdE(^h%`=-AmdYKav56T9
z*pMY9I|zs>OQJ!EFbT9Z&gjGRfd|{)x$EAyumZ#E&Vh(^Z5VP3hp+OGz>Pw2E8;3R
zF9{~xh%}EEKiySA*-=d^P<_xE{*H6jJ7*zI7fNsK!Q<g6cx;|?$jj6h6=Vw-A&2Y-
z#ajpoo(;d517a%4k3R6p)zyz!SlBge!)n0u14p(686yKx9UyhD-(kK&`+i8*&kl2Z
z)WJ-;n3gtIH`kXpmPyo-dK-)6dfJ__&Sbq;r#-Dp8_OGqz@(90I~_nLXvI{o&r@!{
z@4#!L0z?3v!^lPtu7tGjau4IfERuO7Xp+e1uve`g^PH3*l#nPF6*+55%5+r_kfmUb
z$6lEgM925+TlLbDGKZ3m$ckmQcT#t?K#>0nK}QdGj~b#U=)b^oW4h23rJ63XE4-pg
zIH^c7|L{Y+EQCo{Yoi{fcz+Wur_@xA2dS7w_Jh~;Z7(B*Nm>g);=W&@Rdu8T^$2sC
zxo^~&PikyQ&a*Q&K1V{iQ(|9?xjt<f158DFKgN6A-l6ribxH*d-DC-X8rIIerZwQ6
z`5MG?xfc`M>l7jyF2xm|WI}->0pc1)fJc$w>xTH;46+2BpECKtE3yLb0r*t4oGr*%
z1ddkeRFoGldINBR(|MiLK;xaAJF3e{EkR-xSLWU>E0%AC`m>IMcOA@cS+dGK_6SU#
z7dl`Ix|+zgjhZGd@klBZ`#C_?Q;!sttb^Ww4|$&8yF6bE<V;$pyD~(XxPOw=SNt2T
zE2+S|#@c^@xy;<Ao^;Tk=@U;{q?r4he$HS`mXwAajZQ=-qchQ2_5yn!dznSV1Q*rQ
z+UZeAUg~uE^ilnoe)9OK<7bbbJAP5WtfS#>U9?MP*xEdOk7IjH6oO1^T-Ze>6F}!+
zxJAs~(!3^GJ2bMjp^^PEcI=kkNH)i&r%9A`&}pK&`T<@-vT%+CZlj?ix@GA|3hA=g
ze$kLqNKhgxWy#v)&k<YONy9_UF3x2Vo?AWRA~LtgJ(CJ>6#9}441?qOY(~E7s5sDc
z?vdM^EcnT^Eskko-Kc2NQWhgHy;G#aR%RUF1K(i&U|1vC8fM1hJ&Pi;BLFRT1kMWn
zsNG9XrKi(_bX?Vwo6Jwv8udn}G2S2*J%iLtN*nHl5z>Mte^_#yV{7Eifxfl@Ek&Uz
z%(yj`Nb#plWP0i+1gTlhmui59kTuUo%}QF@_MY;V1^dJUk9o&#{Pa`sc#okX)tCov
zWjdx@1lFdQZJV<lTeKe)<vZ>Xe4ls}|F(}wXB$iRd--SPx0%dPM_n$#Cq@xt(xV?o
zb$Pnuj$)I&HAq1P(c%=4K7uec+VB=7Q&dL})Vz;I6t|fWwf$Y8?iIX>cUZacHxC-u
zP$+Q18{Q3%_x)4}<I)EZj_oe#?fA;DTbSU+b3<ks;iQ)glZj*@Sxi=(s<TjE1i*Kq
z9`F6*z)yWQ;gTlzVo(ZZC*~%0*N?7~yG-YEh55OKV@HqkByc!0n1y#o4)4N+5$7MK
z9)?XsLl}JT)^xP~g;b%vrni6k`!CUtK7wtmTx10)<s}6<F>Y7J$HzV7@FqX*y;q*q
zSb0&Z%Pj8;yfyFQRe4qd*TMN5=ghjKqQUreKdBq4EF`8$S32(<cAT=~4Bmz?pPBk#
zU5tE37EoH29U(-{nQZ|jWW^N%>|A8UQsBn?Hm*(k67A^SV$KiOTIcoVbZfdZJw81-
z-J2#A9u^5trt0Z>HknJ(8t{l=i69V|)<SJGZgh<vKgG|oWLgcfgK)M+*q3P26mIx^
zaBP@kAbxDmY`nIiF0Lh#hQ&rk(zTGn8>Uq#<ntXc3qHnhtk<heqUrgmV4`IeOXjV}
zQq4@wF5~x#oQx$w;1W2(Y0~VnevB1ulsuCr7w~(rZzSRGCIVef8Xl1|h1SM@1-QxF
zUWeA3<LD)+pvtLvl|(O#rEaxb>yC1ebKUvwLU*~l(p_t>x3}8cZE9F864mcjrYgi9
z(_Tc92d+7FXWZ#J3(JekE3MVmdTXP#y}Ywbdl3uyBKw01u!e>6u{+!672#g{+bBUE
zqg*1HgJJnIiHs`su%8Ceu|#lPmLnj<OSUDMNcD8*rGCHYyxA!Z21_p;Di(`p;kl7-
zqYf+9fk&`W(&19zr#w|gNWS=hX<0aHJoB`g#aWE6=JVZro*o#Lu|TH&8Ehn2OWOHM
zV*52}D^JAn6GeA)QXNlhB<(L4?VDMb8WNQ)y45XF*L<;1ELSU4x>qJ!=jsiyDU!W1
zk?kDVD{~O<8VoR~M%yoGod<22iC-y6qp{#)WoMK0_$4izT3&uh_V9a_mz`_ZoaJS^
z{6P}&MUr{y$e*#|Tj$C_IK|^z;-CDbgQwxYXDSupm&hKODy_5o59Z5El8!8{3?khE
zJIu{EpRHhG6G_r^W-;zqJ+!#CsM9J4f@sLzhEX+DC4;*sjXgD(B2^ID%<Amw%EH<L
z-H(CRM!~_uJ{RwDNNR(twbDW2NwTQ5(!u?+YQs*xa3~aeW$_>sal!C^u%e(@mMd&;
zVO43jL`~%dZr;lXhj?C&{Kc16S4j)rDm=OcZ^tVXKB^&2u@jD=<r^n(hZE{}D;<U1
zDb@8g)t6@Qb&TkL7qk<*3)SjNreQ0TKbjyL-=zI{{9cY=Up~kz-eLYLoxe?1<@R=n
zNl#^_@>8X$>QZf~UT&4!<?-_5Qg7+-(vhWOjpL0|jnj=Y<+J4r*^AlB*(=#=+3VR`
zQx8oQ39q4hdBKF9<H$xb;JE1yGY)n<KlBsHR5Eildo`afq|1x7MZ%cqKBh!vuMW~P
z>G|S9akX=(bELD|Io>(ZIa@qeyqLa}zH;^ct9Pz8iN5Y^A7%s6U^LujX}|e^>={A2
z&f{lXghU{ETpvm)WgMK`W2g53*<k_dJvQ;4vJbKYFUYeqvADRnd2)O48Zm-GcAOT$
zXH_tfYvZ10y1Xgu0*2|VHZqw~2@GbM7)`O#*H0XK5|t1tl8p{fWCEfXvuzu}(|!}Y
zLFN)l0TXgtEwn`6qmUIH+VD^RPZV*D@1KAk%mS|8Vjg53WnRy`g?WZ~o_QzpBJ)1x
zM}}TS`%lk4^X%K6e(q^Og*hYilmu=B>Pen{?wRMFee2ua`t}#z@xr^_{o=cS_&x7^
z&j;TB!S|CsR=NY|8@)Gqlq><Me8XGb_~tjg1<2C$frRINYLn)_s`p~e*Hi}BY>e*v
zF}WhU*YBaw>T6NzFrhT01QKcfqETg{UgSfx+%DdQ{nvZiY;|JF09<UC8KsfHiY7l>
zbrQ!pURNa(;8sFpIZufc+0}UwFsC8N8C{lH*;EE9ZwSh*1pEML<Ok^_C+MnT^1vJ5
z*KDOqKhcv}Q<ga?ZLe9_D_P6S?2>d?TwY!VZX&v&;E1q(s)o!o&+#(y?RSczWZ9C$
z^(Hw*v02qIgsdz?QbHDr5yx9Lj~vdhMMs;i0-{hdvQTFwNirR{wW&!Ken~Hw;5dx5
zV{@EfT2lxCqc9TXQ-+Z@4An3^!(iaQSO1=3w6(qH&=ux7^DyZ3lgt~Lr<vc6t4^wi
ztAv}l*{5<()%ZI9c;m^&8}e_=D<B(9jn!FP^on6IQA`!n#d53Cy8p)28xP!g@W$<H
z4_|w%b*J^F*3&JIdWvJmfu@{3d-~k@i{~%hcjZ3fDVC7yxL)7~Bru<TBJ)J{iNX`b
zCn`@=pQt_2e4_P4CmN3?gI+N04%|ngJJI90*X5qdy)pNu;LSmnbjWP3Z>?XwaqY%~
z_usmowy{ydX<G;YA{TE(Lf|?zwD&NegNdGdGd@FBv>%xtj4CZ`@-g|IXS^p6u>f@c
zs39jJ*5hMxy<Fl%A&CO1gXikWWIk`1Q%Z*Cr*p+(D%Ck8D}gQRft!%~zPa%JMQ~~#
z9jxuH%*@Q#=`knmypSnI(Un9glSv5)(H414vsqV>z%UvX>3gYGE%GF%h9$eIV3{&<
z>K{f#{XL9}7?<h4jdFSFsA`_9nC6rPkE2%1O&zcc-(|iI7;3);l;Eg%w_jK2iM<JK
zl3U}}xh-y+8}3!HC2UQyJ$8L!V`6)4XN~kKX)4w*Db6M8ZvpqzH6u>&3t=2s>eDTW
z4%Rjdi@4%UZ>-Qm@VTGxj}!fpJjxq?u=C&t%G!W)bkhm}9m&E89*MGRD{|9WQ3k<g
zCuir&Uu&gp0UX~)Zsl#)G(Aq#vk5H`eDKz-ThHiMt~g5B(R4otm|W#`!EiNMEf`qK
z|FVoNB=C}B$vjf-*!CM_%~8~os-uIw)d#knqT8m>y^-S@xzWyr79R@Xh-Jkcxuk%7
zgdzedlt|nOxa7-(fs!0q+;9xkh8;H4-0MCL%H+Y2_Ibfh+`e`AFzthR@aE>`E%9Ql
zWai8<4rt02PMBA4KJISI!++hNU2?r>LnOP-8Q=@PLHEuk{A^Syy$)-Bj(LE&%{<0@
zl8$D{?c#3Ii5&1yPJXs9TXahQZ+mY7rO8p93uaXP_3!&uYgcu3S6A=qy?Rx5t5>PD
zBU-c;BqYQlAwVn=W_h+S#x}-)7c7j}Z61D>u)%(2%y=*u8@$ZmMdsOK4{+u@8$a+I
z&wIwl#-8z<!`z$y{VKozc9zsaLP(G;eHEFJ5jP@k+_-V$Mr8i7Vq4$Zy?yWYeXWD7
z!>uE&lb4;k?AceGy+VfcbDn?G9XGx3rWf6G*G(_EX;x?S>hW6q#qFb=`R;sQX7Q=s
zbZ>TPZfW(B8r%BioE@@m+1=XH+Sl6OIy8S|UcHvjx$~Ci-TJ&c?tIaWFTU|5FSz>!
zbLy<T?pe>i{kG?i^kupC+?#J1S$;t^@!L1_WchgN+aSr&Bl24;>Au?Fqq#$0A&PAR
z+~U2&J2y3Zxx(beTBCNXQr*#Pu3z6;Tx>Px7Z+uQUb}XFUO)4tFL(S{qgFrE(`ma<
z(YJG&ceD;vTBGIMg#LTm-1=NDjLc59iq)1Z&RgB*Hn(nV_Re*hQ!-%16zlEpcDwt!
z-L<`b?Jc*3v77E5du^kcd);$)|KuAaoZHpg*O75sl|KCE`1fEM@u`h-(e2W6uZ&(b
zuxck|&9q7^{u5_To_Y2ewSivLd2y$rHvHzfEpxjTb}#H**tZbd@E0vR@VnDp{fwTP
zx?7gEE~)e5Wb;(>vgVoQjW^tM!yPxg;D)|#Np0G=IsV+!+BFLUxwRpUw}gk^%h8=o
ze9ku6*G#rp2E*T8j@a8P47P`3l}!#nTn+a2zM5<0a*ayqR|}(!aw(TTdv@*W)!oU-
zxzW+_`e?m0I$GUYS>J57^7+}<=0}^k+{D_mvr|)HZFQ!bAIV*Q>2x=r|LEy)89{4C
z^6jzFAF7Xb+M{7?w%Hq1t0^!1J9MbCYHnhDyi+QzIlKGvxyG6UgI9XW&E812dGlPS
zvnt=pZ|*hQ<D<D^vHe4xPW;t{j(*1ANUJqk??vT!y!~_hzH&qCuZ_}QC!?#Q=g5rv
zd^>G3rJuLZBQ$I3YwL^k_4NbIgU!oNU2!V@T-q9aU$>p_<n^m9@z<8{<(8=}QwOIG
zO*Lhmb>_0m_4iR?U77H0?K0!Whx<gQEM;~dZ`SKNWNDy~=Rz0fBl@Or2D*5_``Zhl
z8S<~YLXT;_W9m{3eq-I-Tx(`#?)c2?Y*;K#3xSc*)oZRQ=F|(=IKH7gFR3msGz+7m
zb$1lUn)&>j#<UNw+`J`h+<r&1xi*ZgivQjvcJ9)W8oR5c-!`{e<=K%+wH@Y~yJSWi
z?M&ycKhkTpcK%2hJF4g1M@RA{{j_p(!$fPOF=5}k)!#Vj#;2NM-TVpt0J&N+WqoIU
zcFo+H_ykuu_LSu+@jF#zRZ(;EtLNjdK*_pQy{F3`gTU8>lCRl_g|MuXW9jYh8nEe0
zWA&@=TpZsrU!829SscB0q2HFdvAOm@XXdg>zuT$*Rx#I@@7#9V+{Wonch#Nw-sk(1
zo$6Gfd`bUo>(j-F-gqU7*XMsDHroFtdb&?vM^r!NV0P~6t9ZI2zGG|rwTrF$whrFr
z)XysEkI%{EyGmUd`mvt*#dYh~>8l*7a&@z|EJ8DI%<sjH>9QQeR?pz?cx>7X>}G?#
z%`Q@OX>Zfr#XByVo*B)T*DcOXR{AZm{Hxto<+BgI>7_4w>D_m~s(WR(d*zkSJ~+`?
zwW?a|PHyTPYPXx^))raWm0Mz&%r=`x;*;mA4~>rI4=wiNcM>b#`oE)pi9WyFcKs!n
zL-zi9eI!4c-!Q*%USF+_f6qfYX?)ex?9@g3x9yjuxlT~q5AHs+d+>W6`e`japctRq
z+`1|Lv{qZ+a8(zXzSp>K+x~6wmRN{J;;(`(AL7#iwP*RmI`J!8_TIW`tN8UTUIoUl
z5$XgJzX!ah(r(Z0tZaSV*c;dMs{P4srPXM@vUP07>ec63?U7pUu5SOu-F36Gr^a)I
z$|araI-QAX^Dp%zLha{|=(i&KtxoQe8((_aW#i-P+xyqsH@ChO{h{cQi(;M(zIreb
zwaWckzuup0seagIziShFF=q8Q$@H}*JteNEDfC^iZO!e?-PJwSy2`y8;QI2f%6&)W
zy+8O$Zl~Sduzq9wZSv%+*KqmS;hiOXHFP{)ti_SrwDG+?YYX?R$!#vr78Vx6!os?{
zC;DUE${iD(h3?^8JJ-LcTWEDcy;XS8+}vC^xN$>wdQE3-XLIMF4gL0>xs$*D*SSXS
z<nDE~{_2-+URt|$@SX5_{99FjDq|Z`@htm_ez8*QO~qf$oto>f?u(`RiTQ<{3-Jfu
zW($>KWpZ|Ec2#e6Pfs=LH?Ou0ya(&*@%PWW`u+3YkS6PZ(4XsA9Bx_cCBXTL^)@G&
zSsOdB#&`W*u2~<=_1g2@gCo+w*$}4w^R3;z-R|DSez~+wEcLf6R%=`4H>xo>KGQq?
zyMHm-7(G5ewf^KymFAV3HvQ~KzTer@iT{t!Z4bVozt_HS@v^}#+?vYTioTe4pmMNs
zxN@X&ta7|kmeyXhZ`;23Be7+*GB-?YjDNprL04(;|LQESKhAMccb`l!hpI=aN5k>Z
zQqf;nyKeio9r5e!Is^v0!OKf^zc+v0X$dj6mMwdFq3ycjj>4#Z-{_j_^wWel-gx^}
zt9KUmt?$mADC}B$%^hpkmTHy7MkiP3?9qRpDmKfaj9ak>qtR@1#w*?W!odTpyPeu(
zr*XPmuFtI#oBgInV^yst|Lgl~-S}PF|24%+b=r2>XZ4%+y;{FES(~cu-+N%Mepo@j
zxNv;Wi9L0-isDbHRAwvll{J<4sF-@8;%|2?h~CtfySHrGwn+u%z|z5`!%Ih&)aS7#
z-z{{j-P+*GnC0p6?8Mx}n)2H6?o)eCoj7&!RJ<FfKi1G6oD3Z}1?_;>z~YI&a^W}8
z*YDZ2N=>A3b4l$@eoAQhw?6(QtiGzfyY-7_3dd^U1G-y&>3;e5?7e&UZai?{K;@b{
zy4Q&Iz3rOcXsi=ud;7JeV!zUAHg^b?3|;3V8(tS~e_C3*!%Xq&R(lsgOIs~PTeU~b
zqE_w1NZMLeBU-ceC|WD_mXy>Uv17+5K@da|5#jX*+%NauGoSOEr(`1fz2ZqtaZ{+>
z=?O;*3-J!$cEb>_hY;BKKqAEB1u9AG$ToEA{Cut3*iJ!kyp+&X@ZxUXttbO`m8R8d
zvh!qvgY@3v@?mmYX%Lo@JrN^0pvVyKLQH`-iu4*JJwd=~{Caj`hM|W>Xzvd_Db!kt
zTSbMYUhQa6+p*{WPVc|0Zpaonj=xx?#j|5@tYzDZtB+dvWo7-lyfkK)3`m9++7JU+
zX}_5OKAk2t3qt)uTn?R-;$};XUn(=|w6Y->J*}6LQjc_7>54-j>L=X=ga+#XS-tyK
z+VDlIn%{4Kr3A?*zeg(Hl?w%8QDtVqANu`}4NmWt<4D+-`sJ>5Ys;N>>QLAwU__*o
z$hF>J#scy+0rmUlXXIOU?g#rH^oJ?$ADC+RsW%2a!!?;HBXAl(4Ve8&lYGO#+$6GX
zULyLsu)2S**nDYYNI#Ed#e&aZ3Sg&oZ^$$=c(tjW>PJ=}pM<e+Zhq7RhPtm!Z90&;
zCxtA5Mcv?Wt*JT(DyP$NG^LkPXem7#)LA61Y+bW5BczNxEaJnBB8_z+P<n;0w2E?R
ziLH<QW_Bvd{)t4gaO?fJc4tfqj!)!-H*{a;a7b@*H8G*8?wlyGQv@;+7)eR*fp?3v
zDYKP&O->Ab+w6H>C=SyRZ+perv`=^I90{p-?KMsyH%*M~dr2vezK>7R6Ae7lA&`T+
zS75Yn_HFz&zVrT;PxTZ8Yi@PU5*u$FydRuw`rRudE3Dc!=jZlwT3|cinNnNjLT~wk
ztgP56v4vW()_AN8vClJVJ?vhndml5`=Cc0^=IL%s+}znNHHofD5l;?4;96f<s?)-n
zx)zl~QRIfIP~6uwCk@pH4r^=ccShPq2nBTeSzqJedZFNv@jfg(0LR!52A#}cTXz&U
zpArnI?}F~dX8{8?s`}%tgDK|DUaG;Q=|jS&O(T&jcgC>PI%$>At=ga-ghuGj0Y|Zy
zhIKuB=cT@Z$P{dM0@19D6=_}JapP}*Psb_qA3EGVm?&FSzTU-`YWNfZ61G;o)a}Y6
z`2e==yhy14EsO|kt%W#Agf|~pw!9JN^)a10`W<aSeHMDJN>!un?R|x!yR#9?Ob&Jj
zyIU`VD_%d)tKOTQoXbScnq|J<ym!gMG?_3FaK;&mT?J%C2kDF|^d-wj1Z_9lyVgog
zn)4HqZKjU70CxrFn;HzltEll5Rr{K8H-?EUsN${Kt;8{h#7>L6h3^w{$4ltJXZ+%d
zEHEw+jSPg+e)aRR*tN~LH!E-X2@RWd_QmS;@3gmOr*Bg_LC=Wsck?6Kf1H9NhYMm?
z+AcFLoQ~)!TzRm%xtP3ANR9~(AX<-lh4sH5tcM&J%+s=dv=Dbp`niBIZ^{CQ$l#(0
z3&n{|zmnDW#WrP}NH5a_6e8|~Z(f~G93~;<EA8T+Y|?6(m+>O(GvzkO2j>sT!@Asf
zIP7x3%2zJVbC>M9l^8Lq%Ah_f7?CCe;zkEvwzR#kpU?gwwk@?iNkqT=8sDrqBgGb>
zBJTYnb@RRhc4+T7d!E3zV&S)9U256C`mDez{xtqNYvG$b?$a#uc*#_(L^m%hljii(
zYT@7)2P|?LWl4uZT6Y9c!qQGz=_N1EKG?paQ?*5DsCzze0RU20AIYg0cxiws&#K4q
z@~UFxvf2$l?g($)JSg0u-+k;{@}`vM-Gebk^u~l%8BkWEEnsN<Modw@p$-vLR1;|W
zIK^k>V$~+Ks~gls+>RpGk@sQ4F&u#R1RTn@SzdPJ$AW9#=#T4`el5^f!%!UwRvI@9
zr3E9H!boN?zz5<?@80`DtL#lfLpDsH9_SQ$P<5E)E^cimB;O)(nptvOEDyVJc}Fk&
z=xqRem33a9kWm+sHz^rM?)-=Nr#DtwlKeZy`5iRZN{Y96(4wtG6Jg4op{E>2qUp+l
zN=zO&V9UQQ<A5SD`M!nNtj0R;bx{6BJ3RMvs2D}L$N{6`HE1{#8H6J9nA?Szd)_NV
zhFv(K_T!HB7ndzz_b~H_V$dlhIt_$u)9f;Mte?<OX}iwGIYUlUCt6O`H0ImBdByW~
z%Ld(?>x$L&P0e$p#k_qtw4W;JJ|#crr4VHNRma?)O$9cwsbs&DratTBtthTNt6}IT
zo>K8_`}I+9+5AlQol>u`(f1ieVilfCUn1`41^(Gr{(UU;*J~VtI2bYh>}-B~z3_a|
zKZt(ivkEM$QZG49*R;dvYQRN6Y@mD!3;Dizn~%8dc((G5q_zCqTV_u;z6!sIiun!V
zcNk9<x0BHQ7b)wp{g}4iT^*H#nw+r;v=x4|6LN`WAyy{nv1YXWUk6*BrE+sZRy-M%
z?@FCv3BG?rabbKLGBK)DJ{Kb~XS;MY!eS^h8Tb4$o1gX1lQr&Y%etTsQ+I{SukTN-
zay$GE`n2>sDVFvoDVA=b`)ebN3^D!Z^!mfg?#xA%&*abO&-0&G;8%C5cI}t1{c};!
z^>h4mIPvA`d|J$RSq>UDsO}5%!D}hqgUbhZ;h2ff<(~(;0w>I8%gcwuE*5}tHF{nP
zSu#sHaO7RT6I5zP{+t>AEP4n~SDPRd`%PAyWn(!0ebV}^Brc)hT)*K@J&Cu{ht0pn
z*M%ZhM?QoqB!rfq3b$yw)ZU9-d(P@-RaU5EXvQdx=F6?Zb!72AxXU5W3s>MMbwJOw
zz(<wJpfg1=>=sz-fVRGDS2Y<J-@4#_>-@ic)^^@@ffmjGP2FuY{4ic&Ore&t&oZ8-
zP#QZ+%e*RI<#;p%{kiL6F60Mw=_Q3e!~Yrq-ZZP;^N(K4EHsx3in`Dukrnv>{WKU_
zxacDuTwq%hdB5LLR0_0gXo>QF(ZyR{LB9Wk>t_G8{(=dfZFPs^;SU4ZLNYG%*l7~e
z!B*p*C8RDD9063%C^fyTWFF*!Z>-ysYrmX9LdduI>f&YCF#Hut*}_FYa6reh0qffO
zw4zB4M^P!oQlNO-W-Lc8dma3VbJih*0KlcEF#F!~W9>rSG)t>d=)C{KInN=NZFD)0
zO}3sC`Ct{0$4z>-uvvTt7u5$?0&?YLpxwVJ+}$Q6Z`1{7u_(Bf)ffDgIxm#nas@+v
zBDj87)N3=}5owK=;Ocm~Y$&elo~tyn8^E>(sJ-l~`)PFb*Y;xY{QAu&zymo9wJ?dB
z{QF7tAbW7`)6k3}2MDq&t@DP0S?jAq@c$s5$sd#id%6|YFL_oHG>5AMI2>E0v0PJa
zo5$I4>Oz1LV*OL5S&Qzb_{4Jf>i`LaQdf6*7U{Kpu|j#d2Sme;{Ffgc5~%{61pf@;
zs;%WR*0FIScUslCY)nooVwM0Bo^^%uE>t$SJS_W&jl|^`vx?%rLpYoJyHp5J6!;It
zdiz?L+WXh}&aE$Nr1%xH->yUM=yv&j`Ce7h6Xo)2r;-bj#WM@|?irdir6!0gK!!7N
z<!0;fm2|tPqKL&?6)Up$oaXISp*H7c-#Q`kL$3O{ON}(uJ2r=;4*o8^h~Q)b1oZl~
z4wb%VdMVJBWhWy|uqw%ppue2-_xw>MM=}59q3O1oqbO_(eLCMByzX|e{d3-M)b}r+
z#MT>B{2Ln%wPz@gr3<}+TN|H8$a(Qt^RKgysZUK!i=t(f75IMG3>%qm-~Z;F0{N+9
zdAA(tqPhI49)a4o=+2`w%>Y^SO&p*-jItTd6dSsuUQ*d0?@Qh~xZj-pOM7b**^>=^
zTwdr`{M~Dz1f0rpw`j6mvZ!9eP^F_%_zYj7NrS^{Ii;g#1#Xm>&Fd36yJU$5Q#$tW
z>tWU;9?k;cTDj%IJ33mH;PnmMnu+ULvN$M@t7^Lc&8rL|Ecs87b<H4!{@)0Qdn<Q;
zB4GCA_6s*tNgs0jRdbjGxY_@KC9SIaT#j&uZ8dMc-K-&6SE1}$qYcBwjJNiNuudf-
z3ANim3!u3Pqa36-!0~<s;iN<2z7N!(d)rcXNn}md8l+%ssuM=e*-XF+@D2z^zl5(e
z8(@X|O3ObVC&qRpvRjW?JCcU(mey$De|rSXw>}z2GLbDW^L3QYC4Riua+<CCh}Srh
z7=0DAGUBq>|IsFzsF>ABAghZCRwov)L3YLt4>aKYr#}~ptq~VenU6=@CW@o-pEUS1
zcLQLejZ@ZW;Yi~8ebMS5pU}|5C%JxkQNFxXCOcb@ZCtqG&m5w{oc+hFnwgI(Zd$qZ
z=l@-$XwX+nk~mM)dnAcZ*Mn|SaIa{p%$28w^?5U@mHK0^8kB-(3m*YNVhH;s*=%jE
zjiX0+PLGVu0WxoiN1!YJx>Z~Tdl)(FC}UjnqIyf$Om$Z_l|!+h)OUO}Ahc=E5Zh2H
z`8L>KTZ=5VonPtTR8sysplrq*@a5!?6^qQW&<L@zph^ayY!xQ(MFc+Uv8~Gepa4xT
zr+Nu!a>Po&d`)Yj30^F*TTc>IH0!WuF|^?_ReavuCf+D$<PZED>gP<Kvfi&%D@Vo~
z<r9-wqFcG-ZchGI#a@fulndFqHfX0I$g8sPX@UQpO}B#pi{sD9ED~m#a__{p0NWGK
z0JQp+ecp19ujP~Rkp70DQTMtKHAySCsh3!b95SaaUGXzt<R>m8Y@>7Bkf+;eVOLCi
zGRO3x=U}oBp>)Ee8`()N*CYq^Wg7~pUhu$|Bq66ghAH|MxJOb!T?E&d3?;$DXGWn0
zLf@^0ELEi*+-~_+X!;9>v{$GF8Sg-q*d6yhOuAUMZ9-ihV2BOD<*7&QIA<!cR<%`}
z-SL!3bcD-`i%G~xR`C5jYx{@q8~<kG%ZT`LjXt)Nyj#4*)kP<}+r0Jc3Df9jzHO_s
zo>TUJkmvjy=g%#~0@m0w%0c(;b96BsfG{(|^4b3xg{$U0TRf=YWoc__pE-ZZO?fqG
z@oRfr*0R3VHwn~lF0*hSS2=mg)9&@g(!fmfmp*J}{iOinfW|5AW%>MH{gtat+YwK&
zL*Y-b4)FhuID&HB{(v8$KH?HnK>b<DxfKnUJvo>lIZ6lR!UJPW;e+7|tZB8i9xM3p
zJv|~{dG^#T8yV>DEn65{@RL5@<gmCd!*Y5+u#zFBE{7;5_?}b(9U~|AQ4GXaE}A$G
z299pBWHk+K`gDPVeoU<XwlGrv;fA>PwXa}tZ&Wb&>t=}PtEMswwXdR87c)dhil46d
z?zz6g-TTku-tkg$!up!GTX8%pr7&#4#j@w<`tkeew$b}n5G5%H&sqSl=^cy3ss+N-
z{CijDSd(cN9!XT!1~|I``Oy&NWjDJSrr~C(aZr%Mr)nbdPttsv#LER}boCpS3Psvd
z(@n|zezzxqd^ZjGJ}aE+#DT*!&Usm0Ppt`XZE{!&LA^@;*yJz(j)6XiaMVv~kn4_x
zPR~r_wJLs%DjSG$JV6McKERu`?vhf993R2rUR!6pHHqpQIecB>6<5Lbw&D93aqzNI
zbR<B6%l%q1OP0giu6jV6&2z`A9xi}=lP>V#P~V?|$E2;AeZpIf&1eXJXuK?|5P~tn
zfu=B3v>UBo=;55q=GXIQ1zgA?Hbg!VQTPpN*PAq~RFREW6P@lBpQ@{e#P;0}cZBv%
ztNT4xxlIU48Y?8c=g-EP8EO^v`B~pycxxrNbzZ3~B-YTT#XiLN_txE2^10J9;s?Gl
zYA8&~O#n4J&e;QWEH&_V`s0<iy&3VO0<aX)_R;$bxUBavi=4t^#<b{+^;ag;E9&K#
z3>k}ZnKH{<Qqy+AplQUX@}lFnbOVovb)aJHn=3(xqZenYHDoSFEsv*V>f9_j|M@X*
zatU1sWv4~K)<0So#1AG6@EGSu1q6xcOdM?$$y7d-RbDcWa#@+Xei(b=8g3UFP5Teq
zg9#n~dEg>`E=QnGQ;YG1c4Z}>C(>Wk@dskWBt=>n!0{ll``%jg<*(vKG}o2%e(|5c
z(yKyAOJg#OH+{b0X<n?NBcZP3rJ&R|F4#At!AW9<Vt0hPKY0Od%nfCHc93g*_BOPm
z>((^aJq{hfQI^vsTGxHfpvJ9b@Zg&d$KjHo>I7Q42@JNqT6jGY61lfLmJc-OZY^s}
zptCA@x2rpA@NAg3&*SIiW9hXgQm-H?ech`v7`sw$7!P_k1nsc~VWUjx9^;$A!qq}}
z`rm#&D#QZkqt3RI-A`e}Y3KsnY;2y*`+6#4*;H?O0A+C_P@I%a@%!T`){qCy)!(?P
z&(E;qa;!u=uk~Ba$m2Avbara0cs8Sf1HPfzzEoGnWsz{aXuo1d$ip1W^KOjot>jC)
zgW%Ki?$^t@4{SWR2PP^DWHqXoFIGa|0|rf=58X7@l8e$-9{(~_Rv1PcrR%QLJbn94
zlARzHYfXM_Fh+KNzBcZfui`}A^tEyjT?;+@Uz0n9?LgaJndBSS^1aXYq_X_n8M`*2
zn82G1C$nzxoGB5;F&C0m1q0;h>Xkcxpt&H}ttTS-{KUI)F!^}r^tGdeDGwkuPv83e
zwJq*lc5+mfMbX2#FqTD!A1=PCDKVVZ4O%x#gSc9*6EuccP706=nYo5!8DMu3dbgRq
zUSf9SV*d0UBnfOwkJ`Rlwg-4Cy!plZA|uQj?l*SEx_kaF4gaY2ngc&M?e>CkG$*{h
zS7vKPD`Qy4g^f}*_3RwiH08W>@VKd2j#fj%Z_Yc*LiCSc?HXZb@cQ3nHw(KhE(c#2
zj!MW9j94tj8EFB`bNt1Gj%>QQDfoN82B6O=(^uea`8Ll(K9%0*S}&^xGGtnHG#tpA
z5r3&wePBhQt1w-4cDQLR2!ZdY%&g3|SAk}$;~baVpHG%G+o%g)W&Ag7#uJGJ4X6z;
zc=T#iZ&!b*mQ}72`a^o2wXR*?riobWdk12kMeI6Md9nJ8C@oYQbXxES@dGQu?Qp#R
zm>5P%$f`JH;qS5quF8>)1MP-iLbWBY1!qhlx-5bou+#NT&6{<f4_)?)#qKKFYM42D
z*How{j$<l?%tT_N9EpOykEPk^7dHLkWG^oGY0D{fYcHeEpDJQ*t~$ZaA7xVsqALrC
zOF6m|^S&1AOhZv8+Yyc-m7w2xdmcJ9I;)RSqWb;G?Z+RH@0%4Q^OM&!BeEZBen=Nf
zHOVn-(b$FF7=l;RQ;H24T_G-!OZ9afG><NIIy~t5q}8<e-Zb2J%6C9-#}Xr-axZoy
zMf_~IFElKuKza(%4V6f_2t*VDqqdB#p<66J_s}GvfGbp{exInmkJ+~BQ3`b*G`L3p
z#jjqJLo=q?&^{ACowH;lViq;2FW}(6`#mdPTpi*%kTw;!z~ctdOpMwSeDjf#y!0cs
z<FK~z%Xn<V%5okZaw<{IK1>Svq|T(WtRx4Lh0BOcaSfczF&D1*|BrsB@|mMrj>r8J
z{M8W$z?FU07GKrd^;auGTO;KUUdk@*IN$fkskkSUh3ua#a7$U`R3{eyJi{M?W34C6
z&mK{w3UU5Jj=g#}y>~b)Gb)tc`mBTWV6{Cn*4Z7G4>!NJFUaQ#Mpfx<*kWx%+gDni
zxI(hb3V^L=-12GqrQ;w$dY_rYV<|hF9Y>^6vXx4!!83I`<&-bXn|<|Svwc$;w!!0w
zrx3=(PdS;QX%P(afOo!z3-#~tORJUUni~CM(?Uo}9v~88lJ{^yFQN@DM~e-on%9Uh
z0e8414KNt9q6B7=L&W-Wvkq<am@urfC_uf|#or;P?mWFxr-29typ5+KeAS2XzZ}F0
ztx!8r20B^Oyy&U$ipQXQ&D^o7cUxD=B}GRJhp(BT^CSvo@rN937uq=6FsdwWo)y7^
z)=X0wkx&QJrGN2+ux2f(s%L+1FhSa<FE7llxW$I<I4=;FYWTMb>>-bYCkNBi)IEm!
zeJ-BtA%7#Tt@&cqFgk0g_&Nj&sh7Sv1;@|!hpc$-j7@yu#OA%g4jYz*S=yN)@+#(_
zQ)=KY*Nh6_ZX?eSUR#VE^LrQqM4CU#lfF{DC8xjEh6s-CTc)*-*=AR3UMH`R47Zpf
zVeLdRNpN9oMYfC1vDNagxeEGD{j2KrIp6FvwNJCtDntZBZ7bNctwHRzk~kvo@c7)}
z5b)#N{=-skjzh`1owkIjXNt}5axPAGt=NGv7yWH<T3Mr$zhMb{_=<0Q0mTgw>7sjF
z6YB!&M|GD+NzhB9d%!-q4vPAE;Ck~5DnmxXGR+|m6M`Z^S?T8HI=Lbx2bq|TN1T<B
zizG4EBVMXRsr&5y5gViAU=3Y4hen*wi16SmORS8F3iu-uPX=_QH#`Qr2hI02N3J&N
zZtSwFviYizDtFFV0MNU0@X(LF31#BP%}ow8u+ZSP?TJCe5;WYahWBdl1?1JWxZ=2@
zYOWMom)zG7U(r3WM<yjnMcUr{f$6;XCNtE>yMB?<BKzl6mSsDA;FLNsVO16q9MkQP
zNWeIsYga2XdTpZ^Asphlcz&iAa%{F*wcIUmtfAg#8t8QN(8jQ`Vu>V-gr{k?20XTG
zEN@kA-%h`T*0{I(E!4HqhVQCoToJm(H->pjdvAI!==lQQQd7_D9roI5)fKgq;g0Tq
zQi+UCejS_oY0w7tz<uoP7h%dUm|>IWmh@UQ-MSBbblHK~_cK*`PeUSS)mgm*DN9kV
z<owIOLN0D7%%wAevamhw=%Q(-1<#V7N$1r*5$$GoTmS4^=Ho*stQa;su*N@<=sG^7
zp!d&>UOH^R!K=Ul9*%z-dr@7aq?(9fm+@Hd+><HuosR0ISFRgQvBt@i>Ew;&o$ZX5
z?!Vjr-z+rkTAtcuIEl<nKX02T74G<w=Qn31ZKMI%^=hF=2FRQ)<p>gk3rNrY;-cGR
z#4FMLz-{N+ItkBFk-Mv;g`l{;Pm&0qs8HCHdit8rvM5F1!!zN~2#w$2Pr8=IC=T_2
z?^S=R2Tw9<Np-EltF_N@9~9W$f~KgeGQjw@9M<FZ*7+jmVao)L;Wbjk7wPaNrTw5N
z{Gb0;AGev`>%fHJfzBqsZcP1Jx2&I-V(F~@<7C`X31jv?KH)~Jv|r1~#zp~k5aWmh
zk;%5L#K*A5ULQ?zD%vy?Li0il&b&thH_~;y)BvmT_s8||uu$5=;x7SVSRh}X@VcG`
zOEgJRQa7jT+QG%cj*!*h*x(-4f3?DqPL)qEuaz_P%9?%B5a$Sf8vRCGXvReiQqxNt
zuIij*I@7AM)_w&aro~Ex;*?wQi)r@#mi$^>`Y6CV#Jwq)xdE{=3J&(TvtVp}1B~|W
z!HGgEbEc{H9Qkd}a>3)1EZchD!!6&j5j>>u@rJAtSSVH{E|e|J2;$jg^@%dME<j*d
z@lT2^o<F*=A{4+)cY9x9<yBB~(si~DC5{PVr+IgCW!uP0XI~XVmp%>|MDj4xWB6OS
z{x-Yb5xI<Ln)d2<3IBT%RkqJh<mT|SjOcrM^8O4t;^;g22<cL?P+=!UG9I)p{B1Q4
zbRq>I^dVp_=IvdgL?!1=xZQk&q9z#Q_6B3QCXNuYumcOV)609p8o&2<hwKwv{_fql
z5Cl|)K$ethB->RJ`k&bhT>K(Fsy<7YQ~p9dv8+!P4SbF{f_q3*6ie5vuU8>g1N~lm
zQ7mgPT+~cnDv<BG^^XCzAyb2B{6PrlET+N9AeF+Gu|kupC+cx;bblb-p{M_atb&D8
ze=%(l>~))<26m?pj_SB03GIx|fN*T#Q(a5%Ra3EetbLidXs}aId{B@Y?|wI_xncUj
z695LnCE#QqA2qj^<`CNN_CH~O23N6;`ZTAu&E(3jsQ5dFYE^*<ZzItW!2O1$3dol2
zmUk#*+tPOr31_tSDP2d9N0_Isx)Zhd(03!%|J1W@!imxHpb}9PSii$%inP1y!L{Q^
z;N3K=1w4eG68s4RG|iuPYNjYL^$Vtkc{8=>%r=hgOq})Uz}>#8$FLYXaL&14$B<`N
zHSl)}KM^nCI6BPVX~2v*dVf6VNzqJXt1ORKSJg-zAVxUozv1jfUZIaJVY=uqt?+v?
z$DZeNexH;4>ozB`s$(%OM86yo$&F1A$b5?Ttwy@{aDtf@J{2!&9(QQKW|J>ZGnH#3
zTjqs?*nD%%V;^P$Jwm*MlqT_FWOru#;724I7W%;BR7{srN2S$gDR(su_)jX^U$=1~
za@PW@`@L4w;<n9z1K9bJl1}z$73TcP6{I<ErRf^Ir0f)e%b*&7IX>^}9Sk7uK|K2W
z+J>I0W?us%J0316ieVtFo=a_S>qVxOI|9yNgd>$d7;ks1_l-5D`i!RIqJm!Nm7X%{
zbQsP|I(WgSt>nV4fJ5u*J`Iw(&2E6Mm%$W+7g#q!mYZ@y{oOP2t=+Hrq~{m3UF8b7
zG20I`B&DZqYaC`wora${K$e;j<6H~Se|znVUR=o?G@l+|SL3SpYh5ucNweIlUREW$
z+w)cgZ@)T;hr&d<Mv-&mA_5Q!DTkIi>6-W>UI!t+;~%1)Zs~@sxXC@Y_dh$c`TFl1
z0qU`44|8&Wo~`;nCR5Lf7ESOXDcAZJ!0{u-urMyJwIG60jjMRPx*PP7gufv)puVUL
zi=gD|ySf$0C1X4)B1w=}-jF^!@Id8_4#Y!U;Es87)rXUZOF{5ab*g%C_rtE{(iE-I
zE8hc8r(vH0H}#$r>u*Q6*X)#7wtW?aP%EDwm}%|?eI46Ndx8qnv<gtU15XvR3eKUX
ziARO5Cs-p|a_PfSPjyNklO>FrUh@5Fq2Cx8G|I#oeKedQaA?*awiz-Lq$vGKMtu(&
z<<el=G6U4wdZiAUzvJ{jpWz+WJ#M)R3tF6w41FEtIAsSrv#7W0&5IRwq=J*moHm<|
zX134{<Suh^J3+TLgOQYruI?iLtBTm`B|_Tc+k==LkV_ru;s7`IdfIXG6bf&BM-Uos
zo1;j-ZvO6gN}p7dq*X1o1c{{s9HOx6RwC>7DHrqN^mUk^>}82OW(DBcX!;Fu=k%?0
z!|d5s#%s>rph(n8H~!q=@vJWWekG)W6-`me-cuP@8u<jQy)QK8n2|wz&8HEzOrnJf
zRcO+qr*f8O2?YEshA@6NdBSI7SgEHRw$sh>?<0o1zrajFZ1%ZCkqABho$6i5ntWj)
zlBvj@Wfh?u{YT~l4j7T~!mC3Fhrwi{K!{-c-LC&pmDl&1vu8h&rHOZ{QI}hnnyWM?
z=%$Zbcp?cHD2u0N0}G}R1$cWGJnCILrP=GO3C^<QM2D>UTdHT`C<cALKilWdr<dt~
z<Ly+!JlDMY9Jr6Tjw4SH5lgC-Ii=dP*L)SqA;!PBNXc{_e<>q#9$mCAE4WuRjh+Gd
z*jx$vOFv>DC9#+Nsl)_1xS7-vVUZd*VzU12L2~c$O4T4i0dq}SvvS4kUQuCbxZRJn
zI+od6xxLP<Zeo7k9H;N1MuVa982)vm(@g41@wZ3}=BQB1&&-n+DzTfjiXo)x@-Lt%
z$cGiTw$f{x3+qy8?MLUy2f%k(o#b7IFa+&5N#txzeX8?hgq2Ru$JBd6m<`D3(3pKN
zaRhuJc!0n|bVK_qX5vyqtON2yP+Mwx1xDU`(74auX#6+Uq~d>l6kj<~<f_6pM9^c$
zc}wh(NOioOhz2a`6W%`aF{S?M+N<#hythW_pMWc4e>8X<G5x@P;mz;w=%19W9|Yd9
z<i@K3M5l?i^a#SMv%NTdD@s*2s^d%o{T?U!zm9WRQb9PWK1uYDLll73FE_bGInJka
zX=ejkIU>k+5yoR%5**VF?Z;~>i5~h>;rwc?uzojRp!58Bi!_IGDJrP=e^vkdZ4>wN
zQQ%Bl!&vOOwC)j+7Au(iuo6*Tmvki;Iwfr^p#CW2k4<oLg`I;oi_(`OYIo2)8dFIL
zn~w|Hw`#{9=HdU)$NoxBaRP0?o{vNzS$zQlblF3Je&hMV->-Y17spY{S}E|7el{qn
zMy~L86SzW}lr^>o`QTYfE%*$32`6+OrOblz50ekg{Ahg@?nz7{fQBnX$z5PrpzVls
zNc<ntc$i0#f?70QHP(2?$OcYQlUe9GI53A54Yn)lXb#@}9bqSA94I;p4h?(g$wxJ|
z5CVd7TgJd^9+&IA$0ilw5w+f%+u!QNF=HQ*j<a8|d}XtYLwiP;A_q8vAt5C$GUTO6
zWjYXqc`0%j=X2S@;dDvE)fDsxA>EyH#<@9z1-vbQ$Cr61VoBiOA^|$7V&mM7i&SK%
zM9X+?icaJH1!gUpUKF7Pe*LH@`mISZMHoeE)VPi6{i4F*t31glxn~mbZy<isTlO|d
zWb4g%`PHi#CS%JC=#*}5Z~cA3jg!b*;Qy>I9<5tWq1{F5ez7NY6QlnN&F8TE9BNzH
z4Jlvp=K~=eL5Fo;KydWkU(E;5%%Y7KHW|rQ7Me&i&ap0OLQCylZ*ys_){KsuIQ)*3
z+a2}PBDX6<>?<n+v7ZgUZ;bk@r=n48HE&u*_aSZPgwE{DbA?o71sY%sx4UQL5|zV0
zv3u4d|Ij-RvjP8@R&<<1oUexh4_Nj)-mQ9n_8!D>{Cl{5slE`r{fEBOYVxv1?69dp
zRE9Fv^*C$UO!({0w849pHQ;()MQ|j^%Q}j;@CQ3O#ICKQ`N~<1xWh#JwvdYUZ&%Fu
z{Y1_3Nde=&-~Rwe7%j^m<R#S*aQ>j3CA%Tb*){F?i!h(AGY|cez{Z^88VNMr5Wt0@
z{DX#wR)2~XYqGc8qT0|tk$cwcX#B`w$R$cGK&lOvbKY6;!CT&~;Pp$#UE1i8KPm+`
zM?U9B8~TCuGm7^c%UXkN{+Hfbzg)vv*-xY1OXD0mf9N*+=ZN`F;JH_tNi|o$zU58r
zg>oA*IV}fb9@sU`hs4$JL-?YOswA0P<PDv8jVh{?F&hdZLpqC=`p2A?hSEOZ&gQiW
zqXv6DK0&(#Uo-fDhFUo!bF9yE3VSQ;LiO;^*2?}?F8)>0bZmY<MqzBIbT>0bg{c}H
z8jDj9D;#F=SbtbQ*anZJHut?1hN85$T|y9FsVyS`6vID}&dm#^e*!qSB<r0T5mQ6w
zy&yo+;U22#b8ye)oLdhX!GFCiLu}TI^4ZQ4^+?W+$0`C8+>xIX-;wW+%mu7NVKt5Y
zN_M+&I|LE};KPR=tDQ?T+%-6#-JrG4p-{`=3s@6Agwa~V_F3Hq1l7GPT6P)1JzU3m
zW?Xp^Q*M<jQ^ZbsYe@Dd40bo2#m%Hgm~LMg;9v>IifjcsHsRZ}E3Tz>Bj;=D_+~9m
zUY<KTx4qbQ(bF<(|I=L}rgDB0vod}ov`1<yE;4wi-Xm<i4qd4~mwy1Y?jTOzl%}Jn
zVQ7NKf#T$vkf{`XYx?Aw(5p$^`o`4Ds2vCMMS12*;<1hXkM)kOl@n*&wH!&8(NM`u
z9C3mtTXD{}=W#^e{(d)IW=ot|XpL#K$^a3*1jUo@%>HnX@o8#Rs%T8W-`o)y$52HO
z!PCXoKGa{@^6XSuM-in91T#(Ct!yg$aKOb7d!S~#z_x5^YB%qJ%E4)xn@G0lwm{B^
zRD>O9jz5|04>RJ;R4%?QVX8gN&<;@my_0Www;6iUZgG)xsb7NPYgRPURa+xtLrhtp
zp$maeo<g<)!zEc%CXVzY?V8SBrjTZ|H%C>B`r@qiX<PA}hTZOuZl9UM#kMBF<fUyn
zjArifeazV54sFx5F!__SJC)`KwOI|?TPUJpX>vh+gGYisUBuh+<p$5aTCh){TyY*&
zW!|k`155$8DH&svmsgXHZBklseF*s}X1vlPQ{Nl?(jk+rQA0$Zx7GqK^8Jd0ThiKF
zh7u7=RDH(Oauai?X&ya@e^SRCgElnD-|rJU5Rk|@7Pd&Y`pAnBsr!Jmx-Wv~02BE>
zdWKsw=UmyZMSnoGn>@){6p?HJBiw93Bn__3LFadUZ|}N`_n2k${l^8~W)F@+S+4ra
z5R5c}moXL}u^y~d@k}T)<ffE*mjcT0KTDnvTYA~cy@YG^C`fBC#D&|VwX_`%8k>aj
zvq+Q{Cb<cVr}3#1z2hohxR&fJz`Z%>NkvQh)e<zN6#+UEc>ZrtB;K$s`*Jk9R;2PQ
zBm2Wi(5=D9r?{FpHfXySYtCK5yZOYlTdIrF4VOJUqDZTw7#5z?Ny5pSKE>mAP<4zd
z+{3g?GI!;Vn}(^8_iECcW%HB=6+lhrT_9SHU2rTOW|Jar*Em?0^ss2~s1HMPR~xrB
zPq1w3T6jR=I&SUL@Wd4_fY83rvX;T|RLaX4>Kg0PF>(pNU~&Kz&o&wknD_1S;+ia<
zpVg}FX0i_VvfgU~ecbMc<a2>89NZ7lu4Jh^DS0DkgQ>BOt=~Of4`rS+gj!9QoCPiX
z*A{AkQF?jY$$tHd-c={f8*ov|(-q}}$4nmkxJOI4Y!cDR4p@L&EL{oQK8$7Z`|p(E
zI5D#Q>W9B>7<83d+UWJ(&Wv;BEpwNNe1w!AU~EmkeM`i(@Ek=yYTqwfqhXA`^&mbV
zYJZoi`|93!218Eq>&h^SD-sfgar-b0&ZY<p5NUZ*z!Sy~P6|hU_8ivORBC@*4EbUM
zAO`uysro5Yd{K6kG@Wu+-Pzpshdq6ypNXoDnr*MYL}_KHxPhc6PZb~NAeMp`eev#U
zi><X-qlF4b5I-IBKWC)1Vjl)+5zDii)y;>x7DmgWm+022a1glH)Q+ObH%4XEH95f|
z9KdDSwSKhKXT^t(m1})}1kWEw0A-~u?97T@r#?`3o(UOZ@^HDz(G!b(>~asxG|#aM
z#w!XToWXM@M*DwEo}Qsdk%a#Qx9Cf>NrKg6-~x_o{;v~6Ed}%I%pC1-HQDF%ZAu|+
z7qViT_f`2QvXt*7NnC{QB{3|T;JGSBKb>>97&=fT{Eqfau%0?xY!%3v{49IF+K|1q
zJLp14xMZitO6W(`LY7mA=W5dz50G?&Vi2<mvm|V&hwch4k8Fm}qp>mT!5C$rSJAN4
zYr$Ck$!Hs?VP&Xc)V5}iAj%hm|2^$hfxUL%J~}cg_Y7Sbio2`2@a!OuIx&Hk;W7{W
zUpXugH;c$-CcfC^9}l7!t*2_|yD?O=2tBH2Tx}{BB&0eMtob#SZ5-2|iov)&p}gKd
z{zr=osxgeB5$RvCd>S6=?4<K#G7=z6Xk8FD5|#>MctG|0Y8mpH^@7(iuIW<NQ7-$3
zrHyXc4I?|ut8U!-|6E5E2^_-oty@d2uC~HTXOI}grX_!{l@m{fB=6f>(E{joEz%jG
zi3y@>T$mi73An;eZJd6tR4ShSnJ&^S<ni&C$7polf+xuC-X7;l8X>+(qFmF~$Y=Hy
zY>R9EqyR78|4maGj~%`b->AyDa1`EMt=VtlE4t=PdCY4K%yDHB%G54>BYcvg_roPu
zWF$&Omw*@DjUZ&Qp>aBB--A2<QZesLH&nuKF<rvaGm-VXv^F1p4S@OcJo6XPD>d0Y
ziN2T;KaPbIEAvW@<6}&aNGs(ieg&L0xWZh`+O+X1^tcsGf7%#j;Bl2>%FwA>FEjAK
zS#d8D<<S*tDz^|P*eL0qSfh{8kcSS{YtAOM8k7|dI|e6XkzZD7d8nC;>rm@~qgY}S
z{Bam|W~={2sWdiYl_`kB-}B)NvTaTn<cvwJF2Ii+Y3Q!7%<?RBRWyhAKbTGJTs3@X
zbENPx73&aj-9kfzdY<54uMgpL5_vUPXlK4yXE2{kz;}G_=YlDx4xZe^5YxrOXp7js
zxdtE%aT~C}d9cAabOfY2m0pR2bjmHQm?4kNNOFHRWZ<&Ikkcv;o4oy|li22#iU>Q@
z_4T@qAERL>I_Yotp<GPC-V4Ndm7h;t6$h^u&R&mnN}p}VvhM&;cXvIyPJo-|Kzupk
zW#NDM!XOv+yHt%y`cY3%N$AR)Fh=1PYO(gDObwHvp}yw0pozz6cLu{-b$W4t_SR0K
zQ?9V<vGzQe(^iCy@ZZ3<%v29y$~4$=VV1lo&|j~qH+U35ozW9NM+%b6guQFgJ7}E)
zs~ljamD@wj*znX05uAAWElayJV)k8ZC&6#1Tj?rzwVQ>0M@4v}(Hdz0XSOl)`H?N$
z4;n0V2yXh9&7-Y)`pRa8`u$s~KMR5lVz9d^`s4@FgC`KjwbA@Qe}Q2kCduhkjbq89
z8rOu-n&AH82s#95FR)StVndVQIfiZe{l0?zA7+5v3e(Jcqz@L;nXp29ChGfluRExp
z7&s)&KPM+6H)n)%GK)2N5GjtvIN!h)whnK&m(rZ|O@*n_$DjOl!up*6rMesG6))@c
zOT`q_)sw9Kz3Y<v=BQgSiznj6Nh`D{s4V~+=7IZK(0h<pgoig|G14AcXt1C|9;nTf
zq09}9#Y8Y-z=f%kf5?twjND~F82-GM{C?w$#Cr@S^nZJTN*bFHZNUSl1C}-`%b9F`
zpy~Z8%@?G7VNudI{N-bcBHRe7S#IEG&ismb==?-9C*95rpYP$0|I?tL>o0LdJ%wYc
z-)7RZde$zHgdB0<r_AzdR~tslnct)N7lOop#$h*E_vY@_qJC)gj~NyW=3(`b6%!wz
z^J8nbVHnkL`X_%CYD7+IsBp-=2(ldJ@=4ojNr4d?n&@9VZ7=*Z5cI)2B<r2mt}iSA
zPKAC`ihGv6O)`64VDv$>YfrcS%B=l~0Nu6!I-b@^u24~>CD>4zlYf9jg=VdXe<R(Q
zXMZgiJehB*$X0ee2+1jmfE$bKh(oEzBS+t{*H?L5iVDk{f_FRMpVA9fXV>XBXzeiJ
z)YhmaNC#aljpe<VQ_>fWY?2k(jPaIp!)M6fLD)1}3IP-Lu=1u0mm2WsWOQ>7uh`jC
zjH;)0Y6O9Vv7ZRWAM!+I=iuZIP}H6;f=f3^n&^`HMYvx$%0?;_lF3)yv3>uQ4Wh-&
z05Wgs?MhlYJ}GSmJ`Efs>9?!vl{QGHQh&Uc;u^YbAKzvE?jmygGj(`xF!}P=Zu!oa
z&yg?2@)BH^GUTtl9ZHJGMdRu=8mkX89^7Yw%sf%srmMPo3z-_gv-4h_>H~&~kAWF)
zn2U)~|F!_@`VWJw)^2x(NgocX?_MQe<Qm(YDL$~y$L2c^C|AhC;2#MIT?MsXn;+Ef
z-RErmGyVQ#{>fj(``H+bJgy0Oj5NvU>rB6RVq2y%74Xlue*x)4Pw>~1WG7DWMQdQ1
zT6xR3)iq)|i2=r1K1%6Wvqk024txyF{mv{lcL@{eW5y93k}J7*XLBy^7^;5`xl1#d
zY-+`P3X;dD#&aIrAc~}-E7dutongYW77N(Fb`gEc{xX^?iVt(POPe09@2B)<DDlx1
zLoHN^4kX`Y2bxPe8^x(=i$*p{hsS;kxXbIWEeK)>jVF0dg*n^o&meWNt<YyS^~6_F
zbSs&Fa|bM&KLRE%t)ORz%?kE|*Zm)GdFNi%RPGWSirW=<G%0#AtJD}N{Rx}miYhg2
z`WUPszr0<jr5mDl+u4sZ{2%aQ&W|PfSy<pgJAas3Bcbw)^A8q~WpA=WbZJh3p!`}|
z(xLrB)X+tiQ=#hQQS0X#unLxyz8tmXqrGe~c>9RVmf@qR;##0iRZb+nTr7169%>aV
z;MpPvcK3lL-)Q9I&v3t&`ey&Jhzz5PwYJSVrq1EhesGg^%PxI$nB{rDTTpC)YG)W#
zzYpzPQSv0Jn~xq29*lOr(-$R=VJC{OL0GU`Y6p9nCnFRS{xqX$%>mypnt^}!78Yz_
zj-AP2$d$li;9&CRk4YN?baOi4JZ(>@{#5wq!iu`%LN}gvj_SfT8<i&B7E5Z}b9)#2
z_~$2s6}MAK*^?8t&2@jXZ~HazWv`p%)E(5mVm?-H9VtFodw{@`p5$O#Abn`x7vJ`)
zv(O}Fr1d)H!eKKW{h^KaBL@{?`I=9-bdDJTI#j-GF1<^=#h42x)mn*U8-}E@p^xog
z{8Y$~O(yeyKHe2|>+5?>I<+;tXDz}rYf-V%a6zZmzOgVMt~7z{5_el%wn`Vh<7?Cv
zH!Trrx%evRet;qcv<T>wp9<@lEySPPP=PyBnm&Y@)ywe85^oM+SXzhdGR|$hW+`j`
zU+F|bX6f2VXY<!kZ3)7zz8$U~qn&o^j~8k!f@ADXdW6h??{JjFzVhRdVqjqGYiO-8
z<K@bDpnF)}(BZsey`ouaKI}XYedA(Qufs);PID<?@i~!0gDI=$j+aRHb8bD=H~<_K
zKBC%0*~LWx{Zq5?f`?jQVX|s`yPNnf$LbysQ_FfiipJ~k7ZC?|a;<s=D|f#e;RPPp
zw_(MK_-H<6eD#iz1BfjK($3X~opsUN+PDvWVXh%~`~osaAvk^sQ<#Tz;UcI(5kd}O
zSXw5W9_Ey*<-Mrp*x4@ty`}|IUS3Y<(V%}m4*I-(ZvCzhNk_6Z_9$gr#X|(y_K8x3
zDin<DzA&5nydNhOrtvFkiKzL<us1{tGAt6*w%)f$<cN)2+B;{BCNa^O6`;lsVK=}+
zLlj=>)A;>=za+|8X74$0MkHjSe>HJ?yl(^_a?$`n3&l(e!bL|lZJ<C#pQ!ttL#HXj
zx0ld3lGf?o)M8zb`fVa~@mSowxRxv+!*g|dB@`H1Ka;&dwKB^#L%A^~ueRwvhw0q#
zGgl^S%Nd9Q++oYDtRz8&VLpAgmDeQzg2j}=7NTozvpWep7NYUPBg6)<a(n}UK1-oX
zBN!GII>(-Z4GqsWrm&s$%CirKBg&${^A?=F%FBN2Ap6j|`J)tSi_$9)u7n)31Mj-P
zquu^W@j}GUmY$CqT0(iIke!e2i<a*t=<B9G@pY*U#%FVf6H_`*Ph%}L$^<G+*-<=Q
ztd!fkaf<8Xk$d6T&jWhWrU~AMWmBL5Uy<38<b>FJKiwkjg!4RednqgnZSIkF)+Wz1
z1qL%NV%c`CWY!?9<(e%oBCa2o)X~lOGcz)NzH;5+1L}Qv@}Xx(I$-$F^pcGrvrnC^
z)3%c81Ir_!dh5@jDfl<-yrr0!*hmdE4+V-DGDdRTc~-K`zKy)C)Xv#%)2^dky`y^T
zOBtiPtkuXa_nyLA0ZplgVvVLBjQ9t-sph9Smzc8Rfeo`{m44s3O~^onw4%*TR6V`>
zg5(A~(iVQEv$}YbE#oui<CVS?=(Ai%Ok{fAZT>nx2L&ZXkD<}c(1rC0$qL84j4ktC
zm+O*)Uu;J!e3|vf>U;!K0{-q(B|Jwr<?Z}k%+%}3n)hDAKyGtK+O&crEmz^nqrh@2
zj#=-vitm5vDFl#=4Nrbfs_J%%T*dd@l7~=<c$`pb4EJ_MKuD=TTgpadP$o2i#i5wL
z&7wkt_xN)yf$z??_V=AzS5ImeJ>GPKlAA-!HX%=3kjA5JmK89qWlhPvE|}JO8)($!
z@bS`E*j1#S3!w(Yjf7f&4|B)&tj|skH`?qYU-vcJ>=3_GTxN;ifrvzB&Fk2v<{O(e
z^kt~a6TLS%p|~T24=4tq$<t79g;BZtc1+wep&56N=9v^i?N-n!lvIiC?<YU^LyVs$
z%!zzgz46^S@P$<e{qt_#)wUO#KmFCY;iaX^8bM~+^Vdl)W{ne$_?8J#spPKob^G7=
zPFcg^e~?={rSq~Fo!iLf%v1eQgT;w1ssd1A7<uSQU|S5z^M1DL^T`JG7tE+k+Q>b+
zjXbFwwsWB`JP4(jG?^famzL6q6QmDKNr6q{mi;L64&}~Pz(H7863V0_KQ8gY4Bre$
z@V#XnFnnf5Byl${&C|d0mD7Q`*2*od70I)!=%qPC^l>HsPVV69c6b9(5`>?c>S-=W
zdW3pPFfk!<Vh=^-{NK6=e|xpMXLlKNpXL`kCn;CB^2EtFZ)LR+h~51Xfqfy&fq<j$
zH(T@_eE{wN-bU5$l~sl?D)-XSB5~Tu-Bv(m{~PQbZ*Cx8W~=izAe!xeIhb_EMFyII
z9juB2-e)~L9$5`uB|ZnPz3r-n$?o`X(Ox;>wL9?e7bmGb>NA+?-AZy?--uf(8LVBw
zqPk4>Ht$>y-DCWL20uUA68?=^7HxOCgJHWJ(h%<T#Wm@6&SuMTf>rjHS>UajRLbfv
zE53aEQ{Q}?pw_*1X;#>R17v|e)%44P6xQq85m0)_i2F!z^5UIusm+i2-Mbo1M;Z23
zCoTs@-Xd{b<d&!FC*ZPMecvlY6=Jm1L>OQGGQzDi|F=iIT&u2mH7Ysno*>d@2WB?f
z_N*^Re{S-P70Q%#`}BVh&}}TS0LazZ+S_>`BB!y@Mv1X+`H7nExb^+?3wiqc_$j!I
zuqhYWuZ7}fJeo7Tg<oQQQQT;{d$oOAcH7?1U{^N=yZa<IayOU1JW-)R7hF30<kyBW
zo6?K)R9zZECg^L+GVp1%*WY31Zu_jn7^%c&G0vH}z`H3P6Q6GFF`~+|rDM>~xtD`~
zWDK0VvBb01%nwa5&ex!K<Skzy_<Bv|-ua$*qoFk%%4WYX_1(=z-Ccl)Q|Xi-hHV+>
z*-v82yHgMOBfbpvW=9J4&b!p@n#P!c>^Y|mg}D+RM-1Y+m8X*zdzjZnuj}&(W7R*o
zSiKMPri3*mvA6bGPo*Fyxv{@*UEKtdCc!78duDtL-~-Ieh}xZ#(7k3`Kpi!9Z-srj
zjD_8T>Q6a7r>^FCyx>(Yc}7PvLzPH7B^KhG0w%vtSHBOozS9`*K3&I~Eo<cgRDTKC
z-3ssg-KM64si->oQ-Skx%B&C8hdrog1O2ZR@;jW`x$^T0X<Ox{spdT(qsgoxuE*@g
zK(JRzEmw3VQpazi<qn2vFGTaMs-47SGy>l3U<|fO{P5PVY{B$N;AE$iM4zt^`qp<O
zH{s_e;l55)TkiPI1L3b5%S|b%mQsAa8<wjlnmy#w@U{M*+0uzB8-+KSq*HdCU#7NM
zx-Veam{lEKZkE<N$R2&{Y3I@v!b#E=Y@2r_y@kei0N3V!Q|v8wjBRGTtu^=wBU%UX
z4;i_f#INKpGp+A4VkM(W3UIDR8$zGCbX7F3j`0uhh$yI8&C;%YKa-b}h52}El%oOm
z8uby++*A<z=Ki7`=Mi7?6ItpzW(S@<yA;HA$wrbKq&JY^<F0(#IQ-=B6;S!@n~rwX
zcifSy++@h}4r-TD<LLd)gK?;-CH<_CteIvR`lTsAMmeRB$SS)7$Nq1`2W;};ZRLyI
z$L)%rCqA#)R{03;q&5-XTY@;;ZGg?9ld04g<Z#{V>WcMls&ZPkaGB{ir<7h_^FS#F
z0B_`j)0G_K_6t27uI7ROQyAjzaX+z$cvrVzW9gSqF!0sD$`ru?r_RO&!F-N}FE4R7
zsVGURrhqoVH+g{V>Eqsxuenn9XZ`I2^!8>7ZU#J_9}SSu-|${Nt(<Q7+R#ZdnCRNH
zwcdL*NBL&P483mva17yDmfcS%H^pfxcy(*s8Iir1So%MVv6Nm{Y3oRTcQv`-%>uk@
zTO`@LNKWKM`s>6~Fle-E)&+>XYAMRc=r%J5j+_GB+wgf~BDMCL(#!JGnwVOD(m1|y
z_ct2Tt&vUk7J@$B4R{fl5w7XJLcX_BrFfHKk>Jhm7y|#=_LFLs3NPngb5&1<Zx_)W
zP-BusD-+UVb+kz8TUDi0TiB7`^JB$QkN9z--W=c6oSxX#dA_S6Gv)=sO4$GqH|e)y
zh;Yw>b`h3kFN~hC?B~E6Z(;G5Yf?bk47!Gv9Z4K?S&aH66~z@Tp{1#QoiP2mW}BJ%
z|Mspu9?G=+Z*RZd&ac`Ibih!O6?1-`88Nf#kR&NY5)wlaBSsDlI=4FDt!--~Djl{G
z+Y*t?mU2jvPC8;zkwXr##xVS@`<WS=@xJfx-OuOu{<rf-*Y$j#>%Q*mzV7QjUH44R
zpB-FIuFfP?2i~lEKDxZ4mlwHg18GjymT8vcW=YEh_>YqUqu@8t58j*K4!mYid~#w?
zo5kkY<FCm2erGK#5x?}Fz5crwKSy84x%XYxr;;BUyxO-ONV=DLD*D$u8O#dvuB@Hi
z7hY(d%c^@>;db01y<v-*@bJnvj!xS8F|#9#ceK45XiWT&tVjHmD`)$QNmo*r-12_P
zoqKNfk;T<5hpvX)Fq<Xu?{v~XB7T;+ykk+CSM77k#{-Wfl7hV*Qy3Hc{hdp5mzZkZ
z`;vd)C5PXt!SqPSJnYuMpN#AfU!L}Uq2<~sT|$ko3ZH5|w%&L+@Z9fbu3lQaxxXM{
zRJ)+rDW}srVbp-#u6)nQt{Q6>!4JnZzZ13j=+r!-<$ZSyA24=J<{uT^uaX_J9i1}w
z^#ZZ!!1aRU)JL29e%$j=L{4ejN97b0c%Cji9PlJow>p!)FwtPe>1Ju#v59vLyFWFg
z`be_u?Wg5CKVl|j7~rlaa$odkRb(WofBzzP<v{NK3F1{BZGJoaI@Vr~wEvr;o@dGD
zt~m!6x8&14GBw?s3s+5hxn50Apw*mrmc5f9JSYv;Iyz``!~VL*IOB?K+|k<bhf>G*
zO`Ia`DCS~c@j}gn?wNX)#hzV$jA@*fPR>AI))h5%joX9f8qd@}t^Bow`M#_DTXO0T
ze*13UcMbe4`D{bF31)3jSDpHO$G)3uk{{m0_w@!R4ou(K9ZV733+d(WD{pj_Jr3Gm
z+id%jbtK1ZBggi}o>qtN>&L7%;OpeLX}9*u%A@wzURZG=k27y;S^m+yCvOB?>*_C?
ztQ|yCyIN)il+W54-=o`W`VM~f6}hD5h`Z*Yp6<uSPM%f9;}<!fdvSbY$;A^_w>Kta
z2Alozk6JH{^vJsF5A*p~`o2uNP{?o>H6Hifd!#z6FVZlJ*Kx_bGp6lgVsg^4Y!myR
zOg%RCGGA-$uMS!Ma#qfQfZxnpM6nNU?LAt3k>2EXK07KpD??ngE~u;R{DRu*HEwn4
zR?j2Cr}+h9Yog%?M}3!T;MbQ`8{Ffhvu>Q2AzJrt)P$!A2VBQ*PVu=~wYab~qu@?r
zvi9?ht;ceO%?m4>%X1&yy1J)AaJk#H?PRv++z2lX$^6u*Uj;lm@wC|esps7Z{Wa5l
z>aR0hwxnk|yJ>c0uxiFsHydo_Oh1(6wk;=g)zaD)tZwbz-zU9=pL3?<T=P$(&TKU6
zel}*{Ttvl;ROZ+wwe7D>9+Vy4M`<s~{FQTp`uc32l=&#>Qfnc9b5_+l+4-=CpT4-%
zGSKQpYVfn0?|ZuP`xM!px3Z~aJ@y@iQAW~Tw`K8l0jIAITBgVxJKa82d6s?399N@P
zolv@_KXupdBHKvM#DZ9TNpfSgXo}GIczlPQ|09upLwH(jqBO>_UCrF0V|vvG&#4=F
z2NzZj>Yc0ozJq<L2j7u7?jV1ms4qU0bLopy)&H|%xdx}&W%km+CpVvKU2w5|@Z+zu
zA7)7AoZqDvXSi6TSM3?sOVcquexzB_f5enu%G~rO=G8f}jjYh1UwXQ$UcG)rc`y8&
z?8U5&H0clbE)BAO#IN45w-y;@4<wzD>HQQdTEO5MzO$K~W^endc3cJbNPFy9&mU^I
zV+#$sWiI26*w;?(?_p(pBjhjH8oc=Glt=yi&9z7LqV=Srx6<0(HK_}GY^@qsoffIj
zIzH$aB0Iv$m?69T*t75bTwVLrL@a<EtDSp(*3q6gacGHoz}n8gpX`>-F5-?e`?g%_
zC%*6|;0ix)hD@}>zPLNxhI84|NSbwxlW*@fy~d^f_t^RGz3Eb}<#Lg3v#fGlY~hsV
zTN2^5w}DFwI=$9*K0eJ&#0GEFB{@75E!7^dXsLfTE%y`sP!GN18E0CmMQ=f!+OFct
zv9D_r8@{O)%?}*dRa&HeR%?xRU{7Xw_g1T~3Kx9f8oU$EHy-TBa7p>5oxSqe#PLr$
zE`HkV`%7TGw%^<LcGlv4cfE;&8B;~|RPC=tJ{Ho9S<O4icUSkGYhN9<?QXNEIEqK|
z_S|10G+TZ?q}#fKedzZ6N3w?8lAf|csl^p{^-Axm^0{WIX*mVwTx93#Kc>{(ud&)m
zUsvAnaap)-`klT(?ZbTuHk#b|VH&T(=X42g23aj(hwIOca(e5#w%FgjxILnaJ1*wC
zMp@wlX~Ejmub*#CDBTy|pceP4UoEarXv&#&Xv;TR`Xa**VVUn_=C-M_bN5CK8cX#2
z-&nu7G2?_<&aUkhvzvP--^tm+{hiKPkR7|U(QHA%!}fj8tS=6<r>y?<bz@`hfOhxp
z@-VX0+NN*R&8_oVx6Tu;h=_nCb*>=eXeW1arNxVLRgD!p;8@ikytc4&fb%X~Lo#zr
zgV;ky;4$U$RHxP`@2<mNH$6{u*;g2KV;6UFs$Qw>T24)PVTrI&`$xaFgq|6ORb$S+
z3b*~aFNmur(aReccXP~vAEn{7)47?JgDcy&+)Nm!HSd*v|6{+U4JURaj8%(yuwmf)
zZ1?7Fj$w~k$AG1tl(z`)@-VbWz2Vv(FInbHmf9cksBAB=$f%wEDNk2;&w5OK$Gghc
zlkUIbH8lMi8umOdzh$lamJH)XE=NyXD!>0k1=ju-GS1jccvI`Tc5Eilm0L36GhKGr
z9{wjPmRDbl3KCB#>nlHPuRTTc;y_vW{*SW6XKJzYvSVBuxnHNAx?~lrBS}Bg=Y4bb
zJE_IrD*DuScpeVxZTNERpx>#>l7KSqw?@T&yFRL~e=)j0<%e$T&5?TJt{ShJV7U1e
ze?s9r6SvAY{a1Iz8umzAY#sFLrkom7-($Ti++T9&p2cr|-X^Q!GD}*eW^sMYyupBg
zwxccgO8nkQtIw!$<_VufZG0}$?-0!wdzN&6GhyGM3<JT^j=cPYr4qv{oXD=wFtsK5
z@ZH-o?_1{&y{d-!AhIpKzS$wcyo>!)Qmo@$S^c#PJO9+DS-Sm~Z%2PxBAl_T@)P67
zzJ`BnSbEE#%<W+0PhD>AjgR%BUGF-=*HIcH=XCcDY!=2}newS~YL$*nsMDLf4?V5&
zwA!1FURJxRJz(C{Yx}S*b+W4@a9pg_8&1HxZJDEM@XMaZsoXG;^dHx>R^^dP8rEvX
z^?Jk?;Y%f_uDP!g+rXdl^YeCXTFlkwMLYX+O$q4J-}T;aSB>_#*Wtx}z8fzzG-<^>
z(raj{nOW{^6qRr$(l6WWcYV&BzMtl&rT!8Me}bVwG_6hDDGj&H+u6%oYOY!SJkKQg
zQs1HW53%Y4Ld#p3OSNU{9}>9gDYDdCpSaUGgJ*9KUO3bD>#kU>RHH@n{0;5v)}Cnk
zm58a2{-GJh6AN{ImY5~gw^2<OO>8Ol+xvErICDa_FMR!m>zvQW2TN|%xyAKYIN#Cp
zijeJ)7{YaFPtJ5{^zGbnH5)&8%=v1|N$Hrbi8l>)#@oIov)5G$)CSgRBuBIS`rpYm
zN5{N)I46hUGV5|tai}nMrGH_~i&MQ_N%8sT<M~cn*|b#kuYSJ}Guok*bTzWWXpJzy
zF--UA0!cJmsHWNIX3|<6J>z_JmQL^A^$NwV6UzAfpFQq`FP)&{YWNKopKK@8_b7Lr
zSeCo<itkN)YlC^`)`dwHoi9Tq@m;28OYoB=7hdmQJSKo6OgK`#quHX<Y<;?Qt|KQq
zoUf4*KBFkNN9KBDj8HT!d*IbcS**npAA4TZfm<&PD)C!&eP{7K+wVy>OSe54-PtS9
z%C#4?6jt1_y{vtI_0QfLbFaq6n+qMa0?Lb=??*LR-<dJ`{=0U5wEZ4&ZT;<ME6ujm
zuCkn!?kY}O61{i+ya2}FqLmlg9_;clHBZ4;yTLEH{iemK+deI3{<!>I<W0#JX1k>q
zQ%q)keS^t6#kqd3@kF-C0!_`_)r&gY4z8cLZq7Q*=VQy(B#X$eby9Yw!cV8e-W81M
zE-;!{{6o`De~a3to2HAteYULe@-`dWmspIQM#78Ro~2KBbS!=MH@}jM?3|6-&Br4T
zKbf5`%b;jny6Cpble^MP%{{Is<Rt%;Ux(e+8+!{!^9!d&wU~=8rwbqQ4QnT-<ns;E
zUe_LMTi}=9e=966$3JWLi`b3fnpgTJO*7W0%gVpCjapbMb{H)@@W3r;B5VII6(?n<
zy+?D*?{IdWdvw*WU(0Wa!0?wP$J|D>?0mIxb91_#$&CA}Wf{5B538&4EO{T#JlS0Q
zX8H5(f~x1fk@jwj9(G;7n;d_|&ES=P$C}iD12ZIX`5zf4FKdK0CTM<j#@h7vjUB=?
z@%zMkha2}d%zpY@hFve7Iad;s;Fc8ZtPwR`_&=#t3F<T3p3Y3b*DPYThRvv%d5C`V
z0j_@_=l-H&T=kZy%#QjQ&4!uvne>#4>7tdvff}W!a@x)%CZD?T@L^$Tis*3)cco?m
zb;p$}snV&k?+31zHl1ya2r3oyA3j^((Wl=2`cvB%9mgm9#-~VX7vJRP)a9B>!e_R-
zO;{Z+#;@OXHg4J`kjTcuUzyb%^l&<I*Z%?CZcN@ILH!Rix*o)w+rBkf|2BW`slox=
z>zB+GX$AdBjQ&O3Ij2oIZ8yW}YByc@I=bIuwsd?4&&4>VXZ?XUhE;X7aT90Kd`c5_
zEcX1Tj6|z=KY4QM9MUG&QEfMZ53J4qTVeZ+?Nt^A*BbnH#ctj7_G4@(75j&n+VNz9
z^?+Kca9ZK<_&04nlAu#v9Rm1Y&2=nxY{ZKk_hfQ=e{Qv1;aS>#;Fh}9?1K%_4G#+5
zlvy=D=%H}%Z~G=C#NYSil~N9TG_yC0dg-!Qlq4P}E=tg@&&2v;i;hLK^~``T+_gKc
zYf70|>9nl&giaBC41KD-efnLqQNoXX6S88vWxMlY-DX}ACF>OR{QZ4q*%#^0Q=qke
zw5J1Jd)lU_2V@+$b6rGVJ?MfQG1+Q%P2cOA#i^BvIz^8(lY$C^H^nrhd6&oD1z`93
zX6=~pD}hj6U;Cv<dao#+yZ^NN$~|p1{cd|E){35mhJzmqU9Jc!!!-tf6qntuv5)C{
zc2s9)(LknJ@Gnj6yC>RP&yjABd%OK!k+|s#>zMuzakd^{{NZgP>A-It8~02coqVkK
zqu8f=TwODm6>*y7UP1Jcy~|pY!#YJ%OL&9F6nz$PG5EbB2uVDCn;xEiz)+1R*|K>R
zjyg1@@S1eOOqyxd=2j-r&D%TDx#fxCzA=^ec}t3(ht7N$EK`SOx1YEb8dLvaZ|G6q
z()PFFJv~6WiVkXn7gPcx!dHAQ_Fkg+r-Y=z@*eG=3%;enoFG}qS9byj+Z!VWxPB4y
z>%V+SKl26|UK;EbQDvR_)3r~pz6h6z9rqvYf7~<U<3QPYu7_0I#xH2`KX7!=X;|zD
z`>r({wpS~l9VP09)NQ_QQIE;T*Yal+t>Q(ytDWfoK5WG^58z`5sH*07c8qR7Ds+mx
z-|XCxX<ZeNJNskA*Bwv()A0Y7V?_%$pXNT;+uq%Hcgf&xNn6u`yH;Lq!suT8w6yA!
z!=lRpmC-a|bA@(74W_wQ9EdNAHI4c->1Zs?vid|{gd`%OZ<46cFFd=qI{afI_oeY6
zt{YaKdT{pJ$~PvxSz8YFyPE08I#*aG#Tp(z=xjyTuTBxx#KC`;clI&+y2tlV7YDRN
zMQ3YV&T6)+D&DZuoqsULGO0CcYqn8-X-2r!qBPAdH>S15Z7Hc1#Z)|TXgcCjno2)f
zmip-Y+se55&W1y2oek}GIveUn^=9!ioj1j1lV1c_{@rR!+UPCO^GxQrZ>laiZF@Rx
zOEk@7ie_%JZQ7$MgX@K+CR5#gt6j$J&-|r1AT8kZrTXSU?d{1?V<wH~1^I*uLU>+*
zlYrx|-#Cd%WsoQ&#F?6s&Amc-i}^tUvfZl1tJb(0+Bq7nu;vRk_<NHrY%CokLj}A*
zn;>64h}wtv@Iw59{1&XTa5Nx0@cjHiZ{&jSKq=3F>=+gtyondc3lfkh91be%#J9Gw
zwDSrk+xP(LFNh>tx{#<83Wba+wB&_)hxi8z_#q@Jl?nzqfQt2k$Y35SizJ+Yr;*XW
zL;<pk8^sM3cc+qQEH({_0HMnv;20ztn?j&$iW~(ALLP7oUQ#Kj2%Ab(6k$_o@JK^-
z1EDEV8XZ02a+EcMvH`{AC_aSZ2xZADWhqTzvlt{gg^FZ>C}e?S!y^qNP#P}R3jhmH
zhFq30B+CF<Dh=5SL}4#*G<c*Vdx0qI1&$7nOk@KPg$=-g4OAvej<OZCQ85srG3f}U
zF&PS!#$=*LHi2RaAJb_Vl|-kriQ4FFWo>je)W#rM3`AKQ1GSh*A@njSa=oBU;eL1n
zjl_tk1Hx2Pi%~H^!P{UAMpGJt(ZCptLAVKHDBXlHkOoYSVnZkfC{A=B5V?s%mEuSd
zF83Bb<SiU|i-n;907PjD3pCRqmI#!sG=;?m4QvY03v7zA7f_7R*(^EA8bZM(bhcar
zTcKgd6gC@2FOh>85Wn*F14o5NCUP(kg@b{klNeM6fl?Vtl*#~<MszX|h1-E+kQfXa
zY77uXV}Qfp5kmn1L@CRFHZvGR00U738gOh9gGoo>2SkZ7=?Dd*5y~Dyp#cnxLez#)
zl(k_nv_Kz$;w&YKvjAnu+r}Dd8w=XTq!1$)h{7`97$hc*f@%Yzs0}zaJQ6VjM4=Zr
z3{X0X10aex0FFgsGN88rWw0^1e}ThEOeRDDpiG()Wx~j2;zY1Bab>UrM+Fo|oeD(J
zsld_DBN{|N6oZI~L*Ii}kbi+FTY&~WMj`A4qOcb@j0ACxyaPmuQX$+h)IdOKFe|}7
zRAQz=9F2t0VNw8;PE%Bg(dqCAE<q^xK;A&$Ko*BF04R<rWl<|IoNzJ_g?Ye%c`O_`
z4v4~Wz_H+w7~?<`!3G?igj0yH0wOmW$`Mm304#V3_D~Q}m;xM)gu|SKP?(V91_H+*
z;Y_0SKvWbl!EopR<QgCf*8qo+aGXh~$C*m?I7B|U9kmpQqNO+sTn8;gZiMD3h81vB
zcqF<Kh*AR^x)NuzP%r>d1Osq5iA5y>2Z#a%4p1f&`3i`_SHQ7IENDJLp}q1Z0>>b+
zsl;pmL{S@XG!mOZOl?3E^9gWFKnd3YQOYvFYit+<pqI_0Dp~;?l?0OvvH^&~2H;pE
zHpCo4A>iaT0LO&Rp%W^ADs><hg%uhHsP`Dkk&IY208C8&0(wHO2|?%uMob8Z4!yv@
z%~T2+z(^HKxpp8HRnB6g9z#^oEX2}aVW+^*gcm>+y#_1;0W_lL5mj_OVlfh|afCAw
zRjL9ORM8m3YKEv%6%D2%c)^5~m7p|*_W*)Lfl9;V<^ol?3PE5l4Of)F|0sc$5qLqY
z`-m!A4lJ~s#v;NDs4~tFi%PKNZb!Qdg%i;Zg9OVoG1nrhR0S-kqSJ`DKvZrO;W)Ib
z0R%_y<yQZ(KqCmOhDiX0FQSS_MJy^oCzeY@6@h|S7QA2(TOLG}z62J0NoT+Y1F2##
zl~w}_Rzu7Z{RLF%WQbpoWPl$~380G5M=S#Xj2IG#4!uC5n##cC?F6dyKCsXZCTuN`
zDxgYpfdzAM<R5r}!+0Wm35x}|1s=g<80=`OK$Pi*VGMV~LA<aSbiyk@<xeoZ!;+0~
zx!<9XT%3XWi=~Jnpo#{%b2xu&jFBqE#@K=%23uJgm2B(p6Y3`4j5(0dy6iwgVh$u^
zEFfq|06}BPfdo@BL68?6U{^&Da3FeO$cquK2OaWqOnEtCxpshwn~=oi)!_01gjXC$
z#IOfKh`7u5#Vfr0c%h#+0C`r?fMvWOKfwmrUDDY@JL}bU%j5;^cmgjUFM$__qc|Ik
zH|0hIdwB=&1f=z_vkx-UZM!bgCHec9>AEoOD0aaXybb<KqC$9%QOljYqXN9yKDu1a
zc+&`zh```L&_;>~+!PdQ5@Dw6g$@KJz$2KfOCm%B0cN_yNrAN5ZUxDLAHpLsjWHu{
zv`=PJjbV+19m+xyjY6Z4DHxf`G@?>WXcQBOdBsPUGafk85FcL?2g}8Z>fp&tcY{C>
zY(gf7hld-7(~bEdeq<`_w#XD3nMN}L38T=+Ac0qeQBdeyxe}!w<r&1EA4EcWz1H)?
z1ZKLrsG^~dqFsT(Llp&u8WU|a_T~qYBjA8THKvgNMIk%8e_t#x@Sm3S@g6D`92T;P
zXq1mPnI}JCg+h%~@=#mAR8!~$6AL)y!FkGw&)>wc=JWkF@l468_#aIpirDde{Cy)W
zy#zcCxSnc6VH(k>P86yMm1@Gk4Jj-W3PrBuGf5R4M76yCM8{{6Dms+$_@8JQCOce@
zot=p#-#ZMQLTxNLVPXD0Ca~XRuE%_7Ml71Qj}e3C>t(c_fqNTy`LHMy9)rSWdCOZk
zyzB_QHbJ2RuOM%pQm^lN*ga6Zs7AgpbsE8D*UN|vA#B9<qWOBS_wlBB)7gaQK<{T|
zKhx{uZQ{!h3G@<hyx{2U@9hPDBPNI(?Bi=n{^ONG-js~u^RsxB4+a8-(EtOHJTwxC
zS3}|Z-(vn~$bYK_(EC><f6BRkx$7@?{V5OpDdE4O>o0fxDG&T9;lHBm|IJ;W?d2im
zZ>Ad#JN18h4}gvm%Hs~&JHq}0ZNL^-!p<8KQ*er=KyIGc2kKKO`UYgh4s(HgcWFR|
zP2s;S@W;_4B82BVX*?Xvs4O5uAIN7h;Q)tTp%0{S(J2XiNI^pwk>VVVu^`Q%DhK(-
z5oOtIl*buXmO-JSBcm#Y&SNSV9Ub9^V{ocht(O4_Bsk}($U*8!6{8U;zu|Il5FeqB
zf#D-;VPGhur&5-Ua!JE6oJjntVAu$sGH^H(k0{GRY0=?jS=fj=a26cYRpf9;0IAvn
z7)rAY(}%;I%Seok61tzuQ6W2w&d$RyNam}SrP3isI8u&@vi>S%A+S_27P@Otkz)~A
z#^GgIER+=*j=?Q}YQ1ojK*^I~a!klYsPrY3$%HJ#2syZD7=f`=;~C0Awog?KvdpUX
zF^NR7iY*wrhZv4wbOt1bRWVF8?x`3ZW2^QNWCu|`8GV#v6;APxyd8nDQRYrXj<`!3
zj=}I9VIQRMM(D#JBc!SiCsJL*^+A?j)u$NT1dh<hra`hy#XdF-rDBHbgX5iQpW_sC
zdofH75}P=>>iN7ZV8n&Na13HYB~Bq33TbH7vKU1*ULYlhZh3~+!JuF$7dfmB28D(0
z5{6@tj2%%H@_s69qd~e_)mI1`X$xd*ReVZgz&)X=Um*Xc8mBbCM%u!F^rWiIOa@9b
z4sQo!<VV!YByJQ`<VN-fgehDEs_28sX@p<keqlr%EUN09NMll%sxbr@ar-#T7IfLA
z+UJn!M=8PKa?l;B?S(r~)wK-L*$@aSW#L{3(&EGQ!7x&tH&7}ZrP_zpi@{BpYP?{u
z1gQD|u3}Z!UmAwts_P64A}UH-4zB~pP(oA%Lw9Y%F*aNjsEk3#wzE*KdstaET;r(d
zLl@zyaSthR_+{$wvUHe>Rr?Y!n(Ep}hxv45Sx8x`^c%>Hh)HlfRW(jw3qpJo;PZ9>
zMpIocVVKj=U5rvr5aQ*(i5D_yJbW9&(I39&4ZA6_jis9@jcSh3nN}7oOAP<cf?>|K
sGPi&l7)&cjTvNVda{g}#lm{OVDXtKKe5*#KVw1+}=~>w?o;3b{0U*D2K>z>%

literal 0
HcmV?d00001

diff --git a/10 RL/作业HW11/hw11_domain_adaptation.ipynb b/10 RL/作业HW11/hw11_domain_adaptation.ipynb
new file mode 100644
index 0000000..c90b897
--- /dev/null
+++ b/10 RL/作业HW11/hw11_domain_adaptation.ipynb	
@@ -0,0 +1,5792 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "accelerator": "GPU",
+    "colab": {
+      "name": "hw11_domain_adaptation.ipynb",
+      "provenance": [],
+      "collapsed_sections": [],
+      "toc_visible": true,
+      "machine_shape": "hm"
+    },
+    "kernelspec": {
+      "display_name": "Python 3",
+      "name": "python3"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "b5cFq_TgWlQ_"
+      },
+      "source": [
+        "# Homework 11 - Transfer Learning (Domain Adversarial Training)\n",
+        "\n",
+        "> Author: Arvin Liu (r09922071@ntu.edu.tw)\n",
+        "\n",
+        "若有任何問題，歡迎來信至助教信箱 ntu-ml-2021spring-ta@googlegroups.com"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "vNiZCGrIYKdR"
+      },
+      "source": [
+        "# Readme\n",
+        "\n",
+        "\n",
+        "這份作業的任務是Transfer Learning中的Domain Adversarial Training。\n",
+        "\n",
+        "<img src=\"https://i.imgur.com/iMVIxCH.png\" width=\"500px\">\n",
+        "\n",
+        "> 也就是左下角的那一塊。\n",
+        "\n",
+        "## Scenario and Why Domain Adversarial Training\n",
+        "你現在有Source Data + label，其中Source Data和Target Data可能有點關係，所以你想要訓練一個model做在Source Data上並Predict在Target Data上。\n",
+        "\n",
+        "但這樣有什麼樣的問題? 相信大家學過Anomaly Detection就會知道，如果有data是在Source Data沒有出現過的(或稱Abnormal的)，那麼model大部分都會因為不熟悉這個data而可能亂做一發。 \n",
+        "\n",
+        "以下我們將model拆成Feature Extractor(上半部)和Classifier(下半部)來作例子:\n",
+        "<img src=\"https://i.imgur.com/IL0PxCY.png\" width=\"500px\">\n",
+        "\n",
+        "整個Model在學習Source Data的時候，Feature Extrator因為看過很多次Source Data，所以所抽取出來的Feature可能就頗具意義，例如像圖上的藍色Distribution，已經將圖片分成各個Cluster，所以這個時候Classifier就可以依照這個Cluster去預測結果。\n",
+        "\n",
+        "但是在做Target Data的時候，Feature Extractor會沒看過這樣的Data，導致輸出的Target Feature可能不屬於在Source Feature Distribution上，這樣的Feature給Classifier預測結果顯然就不會做得好。\n",
+        "\n",
+        "## Domain Adversarial Training of Nerural Networks (DaNN)\n",
+        "基於如此，是不是只要讓Soucre Data和Target Data經過Feature Extractor都在同個Distribution上，就會做得好了呢? 這就是DaNN的主要核心。\n",
+        "\n",
+        "<img src=\"https://i.imgur.com/vrOE5a6.png\" width=\"500px\">\n",
+        "\n",
+        "我們追加一個Domain Classifier，在學習的過程中，讓Domain Classifier去判斷經過Feature Extractor後的Feature是源自於哪個domain，讓Feature Extractor學習如何產生Feature以**騙過**Domain Classifier。 持久下來，通常Feature Extractor都會打贏Domain Classifier。(因為Domain Classifier的Input來自於Feature Extractor，而且對Feature Extractor來說Domain&Classification的任務並沒有衝突。)\n",
+        "\n",
+        "如此一來，我們就可以確信不管是哪一個Domain，Feature Extractor都會把它產生在同一個Feature Distribution上。"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "3-qnUkspmap3"
+      },
+      "source": [
+        "# Data Introduce\n",
+        "\n",
+        "這次的任務是Source Data: 真實照片，Target Data: 手畫塗鴉。\n",
+        "\n",
+        "我們必須讓model看過真實照片以及標籤，嘗試去預測手畫塗鴉的標籤為何。\n",
+        "\n",
+        "資料位於[這裡](https://drive.google.com/open?id=12-07DSquGdzN3JBHBChN4nMo3i8BqTiL)，以下的code分別為下載和觀看這次的資料大概長甚麼樣子。\n",
+        "\n",
+        "特別注意一點: **這次的source和target data的圖片都是平衡的，你們可以使用這個資訊做其他事情。**"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "DF-i0sVlnUbq",
+        "outputId": "164a5e20-ca5f-4574-f385-154f79ac4834"
+      },
+      "source": [
+        "# Download dataset\n",
+        "!gdown --id '1P4fGNb9JhJj8W0DA_Qrp7mbrRHfF5U_f' --output real_or_drawing.zip\n",
+        "# Unzip the files\n",
+        "!unzip real_or_drawing.zip"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "\u001b[1;30;43m串流輸出內容已截斷至最後 5000 行。\u001b[0m\n",
+            "  inflating: real_or_drawing/train_data/0/106.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/107.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/108.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/109.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/11.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/110.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/111.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/112.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/113.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/114.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/115.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/116.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/117.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/118.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/119.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/12.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/120.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/121.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/122.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/123.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/124.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/125.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/126.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/127.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/128.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/129.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/13.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/130.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/131.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/132.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/133.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/134.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/135.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/136.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/137.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/138.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/139.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/14.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/140.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/141.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/142.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/143.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/144.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/145.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/146.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/147.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/148.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/149.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/15.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/150.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/151.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/152.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/153.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/154.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/155.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/156.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/157.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/158.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/159.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/16.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/160.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/161.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/162.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/163.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/164.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/165.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/166.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/167.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/168.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/169.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/17.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/170.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/171.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/172.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/173.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/174.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/175.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/176.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/177.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/178.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/179.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/18.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/180.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/181.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/182.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/183.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/184.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/185.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/186.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/187.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/188.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/189.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/19.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/190.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/191.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/192.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/193.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/194.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/195.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/196.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/197.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/198.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/199.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/2.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/20.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/200.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/201.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/202.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/203.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/204.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/205.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/206.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/207.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/208.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/209.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/21.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/210.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/211.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/212.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/213.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/214.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/215.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/216.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/217.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/218.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/219.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/22.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/220.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/221.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/222.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/223.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/224.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/225.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/226.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/227.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/228.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/229.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/23.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/230.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/231.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/232.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/233.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/234.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/235.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/236.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/237.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/238.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/239.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/24.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/240.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/241.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/242.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/243.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/244.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/245.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/246.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/247.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/248.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/249.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/25.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/250.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/251.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/252.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/253.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/254.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/255.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/256.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/257.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/258.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/259.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/26.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/260.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/261.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/262.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/263.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/264.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/265.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/266.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/267.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/268.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/269.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/27.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/270.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/271.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/272.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/273.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/274.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/275.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/276.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/277.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/278.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/279.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/28.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/280.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/281.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/282.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/283.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/284.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/285.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/286.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/287.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/288.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/289.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/29.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/290.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/291.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/292.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/293.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/294.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/295.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/296.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/297.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/298.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/299.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/3.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/30.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/300.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/301.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/302.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/303.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/304.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/305.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/306.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/307.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/308.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/309.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/31.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/310.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/311.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/312.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/313.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/314.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/315.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/316.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/317.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/318.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/319.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/32.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/320.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/321.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/322.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/323.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/324.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/325.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/326.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/327.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/328.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/329.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/33.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/330.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/331.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/332.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/333.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/334.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/335.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/336.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/337.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/338.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/339.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/34.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/340.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/341.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/342.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/343.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/344.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/345.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/346.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/347.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/348.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/349.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/35.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/350.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/351.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/352.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/353.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/354.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/355.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/356.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/357.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/358.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/359.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/36.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/360.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/361.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/362.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/363.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/364.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/365.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/366.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/367.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/368.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/369.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/37.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/370.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/371.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/372.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/373.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/374.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/375.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/376.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/377.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/378.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/379.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/38.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/380.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/381.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/382.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/383.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/384.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/385.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/386.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/387.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/388.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/389.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/39.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/390.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/391.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/392.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/393.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/394.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/395.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/396.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/397.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/398.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/399.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/4.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/40.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/400.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/401.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/402.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/403.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/404.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/405.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/406.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/407.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/408.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/409.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/41.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/410.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/411.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/412.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/413.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/414.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/415.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/416.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/417.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/418.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/419.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/42.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/420.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/421.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/422.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/423.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/424.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/425.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/426.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/427.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/428.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/429.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/43.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/430.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/431.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/432.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/433.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/434.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/435.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/436.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/437.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/438.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/439.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/44.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/440.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/441.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/442.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/443.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/444.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/445.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/446.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/447.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/448.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/449.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/45.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/450.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/451.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/452.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/453.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/454.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/455.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/456.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/457.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/458.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/459.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/46.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/460.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/461.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/462.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/463.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/464.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/465.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/466.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/467.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/468.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/469.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/47.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/470.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/471.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/472.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/473.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/474.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/475.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/476.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/477.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/478.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/479.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/48.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/480.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/481.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/482.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/483.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/484.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/485.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/486.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/487.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/488.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/489.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/49.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/490.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/491.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/492.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/493.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/494.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/495.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/496.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/497.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/498.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/499.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/5.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/50.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/51.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/52.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/53.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/54.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/55.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/56.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/57.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/58.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/59.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/6.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/60.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/61.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/62.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/63.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/64.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/65.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/66.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/67.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/68.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/69.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/7.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/70.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/71.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/72.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/73.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/74.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/75.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/76.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/77.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/78.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/79.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/8.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/80.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/81.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/82.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/83.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/84.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/85.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/86.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/87.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/88.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/89.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/9.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/90.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/91.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/92.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/93.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/94.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/95.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/96.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/97.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/98.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/99.bmp  \n",
+            "   creating: real_or_drawing/train_data/1/\n",
+            "  inflating: real_or_drawing/train_data/1/500.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/501.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/502.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/503.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/504.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/505.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/506.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/507.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/508.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/509.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/510.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/511.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/512.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/513.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/514.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/515.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/516.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/517.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/518.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/519.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/520.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/521.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/522.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/523.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/524.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/525.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/526.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/527.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/528.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/529.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/530.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/531.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/532.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/533.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/534.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/535.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/536.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/537.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/538.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/539.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/540.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/541.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/542.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/543.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/544.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/545.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/546.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/547.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/548.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/549.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/550.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/551.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/552.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/553.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/554.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/555.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/556.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/557.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/558.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/559.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/560.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/561.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/562.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/563.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/564.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/565.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/566.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/567.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/568.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/569.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/570.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/571.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/572.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/573.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/574.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/575.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/576.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/577.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/578.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/579.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/580.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/581.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/582.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/583.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/584.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/585.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/586.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/587.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/588.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/589.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/590.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/591.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/592.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/593.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/594.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/595.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/596.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/597.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/598.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/599.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/600.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/601.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/602.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/603.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/604.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/605.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/606.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/607.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/608.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/609.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/610.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/611.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/612.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/613.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/614.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/615.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/616.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/617.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/618.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/619.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/620.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/621.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/622.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/623.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/624.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/625.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/626.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/627.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/628.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/629.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/630.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/631.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/632.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/633.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/634.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/635.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/636.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/637.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/638.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/639.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/640.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/641.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/642.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/643.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/644.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/645.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/646.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/647.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/648.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/649.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/650.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/651.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/652.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/653.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/654.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/655.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/656.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/657.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/658.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/659.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/660.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/661.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/662.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/663.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/664.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/665.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/666.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/667.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/668.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/669.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/670.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/671.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/672.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/673.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/674.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/675.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/676.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/677.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/678.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/679.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/680.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/681.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/682.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/683.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/684.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/685.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/686.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/687.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/688.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/689.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/690.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/691.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/692.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/693.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/694.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/695.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/696.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/697.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/698.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/699.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/700.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/701.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/702.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/703.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/704.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/705.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/706.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/707.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/708.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/709.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/710.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/711.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/712.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/713.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/714.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/715.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/716.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/717.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/718.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/719.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/720.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/721.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/722.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/723.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/724.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/725.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/726.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/727.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/728.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/729.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/730.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/731.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/732.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/733.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/734.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/735.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/736.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/737.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/738.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/739.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/740.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/741.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/742.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/743.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/744.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/745.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/746.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/747.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/748.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/749.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/750.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/751.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/752.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/753.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/754.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/755.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/756.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/757.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/758.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/759.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/760.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/761.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/762.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/763.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/764.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/765.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/766.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/767.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/768.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/769.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/770.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/771.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/772.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/773.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/774.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/775.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/776.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/777.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/778.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/779.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/780.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/781.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/782.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/783.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/784.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/785.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/786.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/787.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/788.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/789.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/790.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/791.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/792.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/793.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/794.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/795.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/796.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/797.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/798.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/799.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/800.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/801.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/802.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/803.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/804.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/805.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/806.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/807.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/808.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/809.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/810.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/811.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/812.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/813.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/814.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/815.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/816.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/817.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/818.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/819.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/820.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/821.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/822.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/823.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/824.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/825.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/826.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/827.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/828.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/829.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/830.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/831.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/832.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/833.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/834.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/835.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/836.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/837.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/838.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/839.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/840.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/841.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/842.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/843.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/844.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/845.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/846.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/847.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/848.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/849.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/850.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/851.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/852.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/853.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/854.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/855.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/856.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/857.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/858.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/859.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/860.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/861.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/862.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/863.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/864.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/865.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/866.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/867.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/868.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/869.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/870.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/871.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/872.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/873.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/874.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/875.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/876.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/877.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/878.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/879.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/880.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/881.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/882.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/883.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/884.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/885.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/886.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/887.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/888.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/889.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/890.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/891.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/892.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/893.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/894.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/895.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/896.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/897.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/898.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/899.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/900.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/901.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/902.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/903.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/904.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/905.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/906.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/907.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/908.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/909.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/910.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/911.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/912.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/913.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/914.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/915.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/916.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/917.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/918.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/919.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/920.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/921.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/922.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/923.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/924.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/925.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/926.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/927.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/928.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/929.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/930.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/931.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/932.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/933.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/934.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/935.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/936.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/937.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/938.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/939.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/940.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/941.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/942.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/943.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/944.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/945.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/946.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/947.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/948.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/949.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/950.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/951.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/952.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/953.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/954.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/955.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/956.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/957.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/958.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/959.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/960.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/961.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/962.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/963.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/964.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/965.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/966.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/967.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/968.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/969.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/970.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/971.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/972.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/973.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/974.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/975.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/976.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/977.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/978.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/979.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/980.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/981.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/982.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/983.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/984.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/985.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/986.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/987.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/988.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/989.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/990.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/991.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/992.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/993.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/994.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/995.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/996.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/997.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/998.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/999.bmp  \n",
+            "   creating: real_or_drawing/train_data/2/\n",
+            "  inflating: real_or_drawing/train_data/2/1000.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1001.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1002.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1003.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1004.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1005.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1006.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1007.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1008.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1009.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1010.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1011.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1012.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1013.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1014.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1015.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1016.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1017.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1018.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1019.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1020.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1021.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1022.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1023.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1024.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1025.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1026.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1027.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1028.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1029.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1030.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1031.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1032.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1033.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1034.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1035.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1036.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1037.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1038.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1039.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1040.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1041.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1042.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1043.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1044.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1045.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1046.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1047.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1048.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1049.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1050.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1051.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1052.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1053.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1054.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1055.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1056.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1057.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1058.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1059.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1060.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1061.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1062.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1063.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1064.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1065.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1066.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1067.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1068.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1069.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1070.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1071.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1072.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1073.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1074.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1075.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1076.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1077.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1078.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1079.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1080.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1081.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1082.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1083.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1084.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1085.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1086.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1087.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1088.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1089.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1090.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1091.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1092.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1093.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1094.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1095.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1096.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1097.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1098.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1099.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1100.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1101.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1102.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1103.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1104.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1105.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1106.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1107.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1108.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1109.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1110.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1111.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1112.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1113.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1114.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1115.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1116.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1117.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1118.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1119.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1120.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1121.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1122.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1123.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1124.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1125.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1126.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1127.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1128.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1129.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1130.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1131.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1132.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1133.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1134.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1135.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1136.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1137.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1138.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1139.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1140.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1141.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1142.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1143.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1144.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1145.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1146.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1147.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1148.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1149.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1150.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1151.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1152.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1153.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1154.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1155.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1156.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1157.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1158.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1159.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1160.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1161.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1162.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1163.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1164.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1165.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1166.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1167.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1168.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1169.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1170.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1171.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1172.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1173.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1174.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1175.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1176.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1177.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1178.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1179.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1180.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1181.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1182.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1183.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1184.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1185.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1186.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1187.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1188.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1189.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1190.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1191.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1192.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1193.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1194.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1195.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1196.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1197.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1198.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1199.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1200.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1201.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1202.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1203.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1204.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1205.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1206.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1207.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1208.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1209.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1210.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1211.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1212.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1213.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1214.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1215.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1216.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1217.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1218.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1219.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1220.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1221.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1222.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1223.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1224.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1225.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1226.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1227.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1228.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1229.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1230.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1231.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1232.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1233.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1234.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1235.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1236.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1237.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1238.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1239.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1240.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1241.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1242.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1243.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1244.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1245.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1246.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1247.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1248.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1249.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1250.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1251.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1252.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1253.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1254.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1255.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1256.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1257.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1258.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1259.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1260.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1261.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1262.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1263.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1264.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1265.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1266.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1267.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1268.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1269.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1270.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1271.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1272.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1273.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1274.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1275.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1276.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1277.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1278.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1279.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1280.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1281.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1282.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1283.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1284.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1285.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1286.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1287.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1288.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1289.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1290.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1291.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1292.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1293.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1294.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1295.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1296.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1297.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1298.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1299.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1300.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1301.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1302.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1303.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1304.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1305.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1306.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1307.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1308.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1309.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1310.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1311.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1312.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1313.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1314.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1315.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1316.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1317.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1318.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1319.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1320.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1321.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1322.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1323.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1324.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1325.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1326.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1327.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1328.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1329.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1330.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1331.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1332.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1333.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1334.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1335.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1336.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1337.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1338.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1339.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1340.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1341.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1342.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1343.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1344.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1345.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1346.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1347.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1348.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1349.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1350.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1351.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1352.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1353.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1354.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1355.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1356.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1357.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1358.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1359.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1360.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1361.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1362.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1363.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1364.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1365.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1366.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1367.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1368.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1369.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1370.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1371.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1372.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1373.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1374.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1375.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1376.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1377.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1378.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1379.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1380.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1381.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1382.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1383.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1384.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1385.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1386.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1387.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1388.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1389.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1390.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1391.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1392.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1393.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1394.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1395.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1396.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1397.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1398.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1399.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1400.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1401.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1402.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1403.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1404.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1405.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1406.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1407.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1408.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1409.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1410.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1411.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1412.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1413.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1414.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1415.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1416.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1417.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1418.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1419.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1420.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1421.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1422.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1423.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1424.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1425.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1426.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1427.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1428.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1429.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1430.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1431.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1432.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1433.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1434.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1435.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1436.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1437.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1438.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1439.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1440.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1441.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1442.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1443.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1444.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1445.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1446.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1447.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1448.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1449.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1450.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1451.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1452.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1453.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1454.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1455.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1456.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1457.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1458.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1459.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1460.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1461.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1462.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1463.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1464.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1465.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1466.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1467.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1468.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1469.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1470.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1471.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1472.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1473.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1474.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1475.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1476.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1477.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1478.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1479.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1480.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1481.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1482.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1483.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1484.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1485.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1486.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1487.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1488.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1489.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1490.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1491.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1492.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1493.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1494.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1495.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1496.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1497.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1498.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1499.bmp  \n",
+            "   creating: real_or_drawing/train_data/3/\n",
+            "  inflating: real_or_drawing/train_data/3/1500.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1501.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1502.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1503.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1504.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1505.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1506.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1507.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1508.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1509.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1510.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1511.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1512.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1513.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1514.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1515.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1516.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1517.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1518.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1519.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1520.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1521.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1522.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1523.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1524.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1525.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1526.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1527.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1528.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1529.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1530.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1531.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1532.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1533.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1534.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1535.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1536.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1537.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1538.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1539.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1540.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1541.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1542.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1543.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1544.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1545.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1546.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1547.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1548.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1549.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1550.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1551.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1552.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1553.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1554.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1555.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1556.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1557.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1558.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1559.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1560.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1561.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1562.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1563.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1564.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1565.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1566.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1567.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1568.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1569.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1570.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1571.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1572.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1573.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1574.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1575.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1576.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1577.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1578.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1579.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1580.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1581.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1582.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1583.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1584.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1585.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1586.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1587.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1588.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1589.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1590.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1591.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1592.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1593.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1594.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1595.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1596.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1597.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1598.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1599.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1600.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1601.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1602.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1603.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1604.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1605.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1606.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1607.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1608.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1609.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1610.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1611.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1612.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1613.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1614.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1615.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1616.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1617.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1618.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1619.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1620.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1621.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1622.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1623.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1624.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1625.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1626.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1627.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1628.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1629.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1630.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1631.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1632.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1633.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1634.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1635.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1636.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1637.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1638.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1639.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1640.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1641.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1642.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1643.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1644.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1645.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1646.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1647.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1648.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1649.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1650.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1651.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1652.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1653.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1654.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1655.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1656.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1657.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1658.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1659.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1660.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1661.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1662.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1663.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1664.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1665.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1666.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1667.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1668.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1669.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1670.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1671.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1672.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1673.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1674.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1675.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1676.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1677.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1678.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1679.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1680.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1681.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1682.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1683.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1684.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1685.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1686.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1687.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1688.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1689.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1690.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1691.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1692.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1693.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1694.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1695.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1696.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1697.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1698.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1699.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1700.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1701.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1702.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1703.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1704.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1705.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1706.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1707.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1708.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1709.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1710.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1711.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1712.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1713.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1714.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1715.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1716.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1717.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1718.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1719.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1720.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1721.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1722.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1723.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1724.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1725.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1726.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1727.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1728.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1729.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1730.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1731.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1732.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1733.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1734.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1735.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1736.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1737.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1738.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1739.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1740.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1741.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1742.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1743.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1744.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1745.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1746.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1747.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1748.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1749.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1750.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1751.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1752.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1753.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1754.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1755.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1756.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1757.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1758.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1759.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1760.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1761.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1762.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1763.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1764.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1765.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1766.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1767.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1768.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1769.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1770.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1771.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1772.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1773.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1774.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1775.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1776.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1777.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1778.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1779.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1780.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1781.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1782.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1783.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1784.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1785.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1786.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1787.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1788.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1789.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1790.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1791.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1792.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1793.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1794.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1795.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1796.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1797.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1798.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1799.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1800.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1801.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1802.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1803.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1804.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1805.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1806.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1807.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1808.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1809.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1810.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1811.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1812.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1813.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1814.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1815.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1816.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1817.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1818.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1819.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1820.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1821.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1822.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1823.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1824.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1825.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1826.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1827.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1828.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1829.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1830.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1831.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1832.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1833.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1834.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1835.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1836.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1837.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1838.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1839.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1840.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1841.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1842.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1843.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1844.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1845.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1846.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1847.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1848.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1849.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1850.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1851.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1852.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1853.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1854.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1855.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1856.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1857.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1858.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1859.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1860.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1861.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1862.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1863.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1864.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1865.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1866.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1867.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1868.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1869.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1870.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1871.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1872.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1873.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1874.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1875.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1876.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1877.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1878.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1879.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1880.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1881.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1882.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1883.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1884.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1885.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1886.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1887.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1888.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1889.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1890.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1891.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1892.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1893.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1894.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1895.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1896.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1897.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1898.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1899.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1900.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1901.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1902.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1903.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1904.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1905.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1906.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1907.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1908.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1909.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1910.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1911.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1912.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1913.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1914.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1915.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1916.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1917.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1918.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1919.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1920.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1921.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1922.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1923.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1924.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1925.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1926.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1927.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1928.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1929.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1930.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1931.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1932.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1933.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1934.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1935.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1936.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1937.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1938.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1939.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1940.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1941.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1942.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1943.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1944.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1945.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1946.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1947.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1948.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1949.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1950.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1951.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1952.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1953.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1954.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1955.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1956.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1957.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1958.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1959.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1960.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1961.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1962.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1963.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1964.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1965.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1966.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1967.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1968.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1969.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1970.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1971.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1972.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1973.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1974.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1975.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1976.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1977.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1978.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1979.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1980.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1981.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1982.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1983.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1984.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1985.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1986.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1987.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1988.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1989.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1990.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1991.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1992.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1993.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1994.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1995.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1996.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1997.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1998.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1999.bmp  \n",
+            "   creating: real_or_drawing/train_data/4/\n",
+            "  inflating: real_or_drawing/train_data/4/2000.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2001.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2002.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2003.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2004.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2005.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2006.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2007.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2008.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2009.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2010.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2011.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2012.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2013.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2014.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2015.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2016.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2017.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2018.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2019.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2020.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2021.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2022.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2023.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2024.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2025.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2026.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2027.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2028.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2029.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2030.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2031.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2032.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2033.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2034.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2035.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2036.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2037.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2038.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2039.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2040.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2041.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2042.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2043.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2044.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2045.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2046.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2047.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2048.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2049.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2050.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2051.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2052.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2053.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2054.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2055.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2056.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2057.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2058.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2059.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2060.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2061.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2062.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2063.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2064.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2065.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2066.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2067.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2068.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2069.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2070.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2071.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2072.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2073.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2074.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2075.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2076.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2077.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2078.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2079.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2080.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2081.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2082.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2083.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2084.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2085.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2086.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2087.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2088.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2089.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2090.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2091.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2092.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2093.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2094.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2095.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2096.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2097.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2098.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2099.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2100.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2101.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2102.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2103.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2104.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2105.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2106.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2107.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2108.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2109.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2110.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2111.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2112.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2113.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2114.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2115.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2116.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2117.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2118.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2119.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2120.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2121.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2122.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2123.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2124.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2125.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2126.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2127.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2128.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2129.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2130.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2131.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2132.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2133.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2134.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2135.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2136.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2137.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2138.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2139.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2140.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2141.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2142.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2143.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2144.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2145.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2146.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2147.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2148.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2149.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2150.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2151.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2152.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2153.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2154.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2155.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2156.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2157.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2158.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2159.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2160.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2161.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2162.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2163.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2164.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2165.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2166.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2167.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2168.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2169.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2170.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2171.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2172.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2173.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2174.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2175.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2176.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2177.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2178.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2179.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2180.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2181.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2182.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2183.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2184.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2185.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2186.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2187.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2188.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2189.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2190.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2191.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2192.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2193.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2194.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2195.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2196.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2197.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2198.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2199.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2200.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2201.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2202.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2203.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2204.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2205.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2206.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2207.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2208.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2209.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2210.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2211.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2212.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2213.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2214.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2215.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2216.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2217.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2218.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2219.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2220.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2221.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2222.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2223.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2224.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2225.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2226.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2227.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2228.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2229.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2230.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2231.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2232.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2233.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2234.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2235.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2236.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2237.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2238.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2239.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2240.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2241.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2242.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2243.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2244.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2245.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2246.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2247.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2248.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2249.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2250.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2251.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2252.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2253.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2254.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2255.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2256.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2257.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2258.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2259.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2260.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2261.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2262.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2263.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2264.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2265.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2266.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2267.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2268.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2269.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2270.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2271.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2272.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2273.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2274.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2275.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2276.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2277.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2278.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2279.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2280.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2281.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2282.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2283.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2284.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2285.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2286.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2287.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2288.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2289.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2290.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2291.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2292.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2293.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2294.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2295.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2296.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2297.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2298.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2299.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2300.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2301.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2302.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2303.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2304.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2305.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2306.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2307.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2308.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2309.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2310.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2311.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2312.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2313.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2314.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2315.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2316.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2317.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2318.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2319.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2320.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2321.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2322.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2323.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2324.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2325.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2326.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2327.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2328.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2329.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2330.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2331.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2332.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2333.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2334.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2335.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2336.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2337.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2338.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2339.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2340.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2341.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2342.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2343.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2344.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2345.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2346.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2347.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2348.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2349.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2350.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2351.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2352.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2353.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2354.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2355.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2356.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2357.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2358.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2359.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2360.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2361.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2362.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2363.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2364.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2365.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2366.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2367.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2368.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2369.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2370.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2371.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2372.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2373.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2374.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2375.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2376.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2377.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2378.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2379.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2380.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2381.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2382.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2383.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2384.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2385.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2386.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2387.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2388.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2389.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2390.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2391.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2392.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2393.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2394.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2395.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2396.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2397.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2398.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2399.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2400.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2401.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2402.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2403.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2404.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2405.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2406.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2407.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2408.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2409.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2410.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2411.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2412.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2413.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2414.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2415.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2416.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2417.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2418.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2419.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2420.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2421.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2422.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2423.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2424.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2425.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2426.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2427.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2428.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2429.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2430.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2431.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2432.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2433.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2434.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2435.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2436.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2437.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2438.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2439.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2440.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2441.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2442.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2443.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2444.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2445.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2446.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2447.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2448.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2449.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2450.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2451.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2452.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2453.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2454.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2455.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2456.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2457.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2458.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2459.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2460.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2461.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2462.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2463.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2464.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2465.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2466.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2467.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2468.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2469.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2470.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2471.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2472.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2473.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2474.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2475.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2476.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2477.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2478.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2479.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2480.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2481.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2482.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2483.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2484.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2485.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2486.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2487.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2488.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2489.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2490.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2491.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2492.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2493.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2494.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2495.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2496.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2497.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2498.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2499.bmp  \n",
+            "   creating: real_or_drawing/train_data/5/\n",
+            "  inflating: real_or_drawing/train_data/5/2500.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2501.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2502.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2503.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2504.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2505.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2506.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2507.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2508.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2509.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2510.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2511.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2512.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2513.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2514.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2515.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2516.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2517.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2518.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2519.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2520.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2521.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2522.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2523.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2524.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2525.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2526.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2527.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2528.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2529.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2530.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2531.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2532.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2533.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2534.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2535.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2536.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2537.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2538.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2539.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2540.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2541.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2542.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2543.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2544.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2545.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2546.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2547.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2548.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2549.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2550.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2551.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2552.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2553.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2554.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2555.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2556.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2557.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2558.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2559.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2560.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2561.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2562.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2563.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2564.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2565.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2566.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2567.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2568.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2569.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2570.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2571.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2572.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2573.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2574.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2575.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2576.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2577.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2578.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2579.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2580.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2581.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2582.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2583.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2584.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2585.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2586.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2587.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2588.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2589.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2590.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2591.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2592.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2593.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2594.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2595.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2596.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2597.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2598.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2599.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2600.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2601.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2602.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2603.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2604.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2605.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2606.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2607.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2608.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2609.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2610.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2611.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2612.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2613.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2614.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2615.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2616.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2617.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2618.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2619.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2620.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2621.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2622.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2623.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2624.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2625.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2626.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2627.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2628.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2629.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2630.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2631.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2632.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2633.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2634.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2635.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2636.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2637.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2638.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2639.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2640.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2641.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2642.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2643.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2644.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2645.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2646.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2647.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2648.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2649.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2650.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2651.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2652.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2653.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2654.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2655.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2656.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2657.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2658.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2659.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2660.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2661.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2662.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2663.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2664.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2665.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2666.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2667.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2668.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2669.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2670.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2671.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2672.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2673.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2674.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2675.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2676.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2677.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2678.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2679.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2680.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2681.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2682.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2683.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2684.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2685.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2686.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2687.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2688.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2689.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2690.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2691.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2692.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2693.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2694.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2695.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2696.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2697.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2698.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2699.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2700.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2701.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2702.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2703.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2704.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2705.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2706.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2707.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2708.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2709.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2710.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2711.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2712.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2713.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2714.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2715.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2716.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2717.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2718.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2719.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2720.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2721.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2722.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2723.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2724.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2725.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2726.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2727.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2728.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2729.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2730.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2731.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2732.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2733.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2734.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2735.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2736.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2737.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2738.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2739.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2740.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2741.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2742.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2743.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2744.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2745.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2746.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2747.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2748.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2749.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2750.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2751.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2752.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2753.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2754.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2755.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2756.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2757.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2758.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2759.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2760.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2761.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2762.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2763.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2764.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2765.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2766.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2767.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2768.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2769.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2770.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2771.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2772.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2773.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2774.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2775.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2776.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2777.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2778.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2779.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2780.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2781.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2782.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2783.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2784.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2785.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2786.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2787.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2788.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2789.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2790.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2791.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2792.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2793.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2794.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2795.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2796.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2797.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2798.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2799.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2800.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2801.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2802.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2803.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2804.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2805.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2806.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2807.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2808.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2809.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2810.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2811.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2812.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2813.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2814.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2815.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2816.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2817.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2818.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2819.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2820.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2821.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2822.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2823.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2824.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2825.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2826.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2827.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2828.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2829.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2830.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2831.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2832.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2833.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2834.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2835.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2836.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2837.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2838.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2839.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2840.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2841.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2842.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2843.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2844.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2845.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2846.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2847.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2848.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2849.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2850.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2851.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2852.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2853.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2854.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2855.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2856.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2857.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2858.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2859.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2860.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2861.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2862.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2863.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2864.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2865.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2866.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2867.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2868.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2869.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2870.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2871.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2872.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2873.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2874.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2875.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2876.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2877.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2878.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2879.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2880.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2881.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2882.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2883.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2884.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2885.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2886.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2887.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2888.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2889.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2890.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2891.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2892.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2893.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2894.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2895.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2896.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2897.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2898.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2899.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2900.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2901.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2902.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2903.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2904.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2905.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2906.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2907.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2908.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2909.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2910.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2911.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2912.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2913.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2914.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2915.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2916.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2917.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2918.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2919.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2920.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2921.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2922.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2923.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2924.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2925.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2926.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2927.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2928.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2929.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2930.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2931.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2932.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2933.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2934.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2935.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2936.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2937.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2938.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2939.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2940.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2941.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2942.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2943.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2944.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2945.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2946.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2947.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2948.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2949.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2950.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2951.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2952.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2953.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2954.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2955.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2956.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2957.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2958.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2959.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2960.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2961.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2962.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2963.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2964.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2965.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2966.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2967.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2968.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2969.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2970.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2971.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2972.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2973.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2974.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2975.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2976.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2977.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2978.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2979.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2980.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2981.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2982.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2983.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2984.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2985.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2986.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2987.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2988.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2989.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2990.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2991.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2992.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2993.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2994.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2995.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2996.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2997.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2998.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2999.bmp  \n",
+            "   creating: real_or_drawing/train_data/6/\n",
+            "  inflating: real_or_drawing/train_data/6/3000.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3001.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3002.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3003.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3004.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3005.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3006.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3007.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3008.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3009.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3010.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3011.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3012.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3013.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3014.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3015.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3016.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3017.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3018.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3019.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3020.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3021.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3022.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3023.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3024.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3025.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3026.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3027.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3028.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3029.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3030.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3031.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3032.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3033.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3034.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3035.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3036.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3037.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3038.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3039.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3040.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3041.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3042.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3043.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3044.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3045.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3046.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3047.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3048.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3049.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3050.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3051.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3052.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3053.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3054.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3055.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3056.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3057.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3058.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3059.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3060.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3061.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3062.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3063.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3064.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3065.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3066.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3067.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3068.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3069.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3070.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3071.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3072.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3073.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3074.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3075.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3076.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3077.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3078.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3079.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3080.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3081.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3082.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3083.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3084.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3085.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3086.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3087.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3088.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3089.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3090.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3091.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3092.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3093.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3094.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3095.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3096.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3097.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3098.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3099.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3100.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3101.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3102.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3103.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3104.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3105.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3106.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3107.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3108.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3109.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3110.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3111.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3112.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3113.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3114.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3115.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3116.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3117.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3118.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3119.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3120.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3121.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3122.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3123.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3124.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3125.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3126.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3127.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3128.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3129.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3130.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3131.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3132.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3133.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3134.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3135.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3136.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3137.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3138.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3139.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3140.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3141.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3142.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3143.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3144.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3145.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3146.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3147.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3148.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3149.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3150.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3151.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3152.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3153.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3154.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3155.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3156.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3157.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3158.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3159.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3160.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3161.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3162.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3163.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3164.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3165.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3166.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3167.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3168.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3169.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3170.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3171.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3172.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3173.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3174.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3175.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3176.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3177.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3178.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3179.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3180.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3181.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3182.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3183.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3184.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3185.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3186.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3187.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3188.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3189.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3190.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3191.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3192.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3193.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3194.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3195.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3196.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3197.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3198.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3199.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3200.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3201.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3202.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3203.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3204.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3205.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3206.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3207.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3208.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3209.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3210.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3211.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3212.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3213.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3214.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3215.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3216.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3217.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3218.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3219.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3220.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3221.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3222.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3223.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3224.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3225.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3226.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3227.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3228.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3229.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3230.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3231.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3232.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3233.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3234.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3235.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3236.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3237.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3238.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3239.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3240.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3241.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3242.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3243.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3244.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3245.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3246.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3247.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3248.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3249.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3250.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3251.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3252.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3253.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3254.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3255.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3256.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3257.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3258.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3259.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3260.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3261.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3262.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3263.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3264.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3265.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3266.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3267.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3268.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3269.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3270.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3271.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3272.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3273.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3274.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3275.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3276.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3277.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3278.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3279.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3280.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3281.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3282.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3283.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3284.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3285.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3286.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3287.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3288.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3289.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3290.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3291.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3292.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3293.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3294.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3295.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3296.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3297.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3298.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3299.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3300.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3301.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3302.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3303.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3304.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3305.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3306.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3307.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3308.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3309.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3310.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3311.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3312.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3313.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3314.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3315.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3316.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3317.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3318.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3319.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3320.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3321.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3322.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3323.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3324.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3325.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3326.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3327.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3328.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3329.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3330.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3331.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3332.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3333.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3334.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3335.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3336.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3337.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3338.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3339.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3340.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3341.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3342.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3343.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3344.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3345.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3346.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3347.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3348.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3349.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3350.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3351.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3352.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3353.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3354.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3355.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3356.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3357.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3358.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3359.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3360.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3361.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3362.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3363.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3364.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3365.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3366.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3367.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3368.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3369.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3370.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3371.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3372.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3373.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3374.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3375.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3376.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3377.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3378.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3379.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3380.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3381.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3382.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3383.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3384.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3385.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3386.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3387.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3388.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3389.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3390.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3391.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3392.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3393.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3394.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3395.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3396.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3397.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3398.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3399.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3400.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3401.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3402.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3403.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3404.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3405.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3406.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3407.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3408.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3409.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3410.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3411.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3412.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3413.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3414.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3415.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3416.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3417.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3418.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3419.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3420.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3421.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3422.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3423.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3424.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3425.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3426.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3427.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3428.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3429.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3430.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3431.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3432.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3433.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3434.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3435.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3436.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3437.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3438.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3439.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3440.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3441.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3442.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3443.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3444.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3445.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3446.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3447.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3448.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3449.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3450.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3451.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3452.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3453.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3454.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3455.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3456.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3457.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3458.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3459.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3460.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3461.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3462.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3463.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3464.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3465.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3466.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3467.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3468.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3469.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3470.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3471.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3472.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3473.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3474.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3475.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3476.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3477.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3478.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3479.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3480.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3481.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3482.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3483.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3484.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3485.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3486.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3487.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3488.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3489.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3490.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3491.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3492.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3493.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3494.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3495.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3496.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3497.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3498.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3499.bmp  \n",
+            "   creating: real_or_drawing/train_data/7/\n",
+            "  inflating: real_or_drawing/train_data/7/3500.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3501.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3502.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3503.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3504.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3505.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3506.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3507.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3508.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3509.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3510.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3511.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3512.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3513.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3514.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3515.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3516.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3517.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3518.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3519.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3520.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3521.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3522.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3523.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3524.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3525.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3526.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3527.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3528.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3529.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3530.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3531.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3532.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3533.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3534.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3535.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3536.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3537.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3538.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3539.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3540.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3541.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3542.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3543.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3544.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3545.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3546.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3547.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3548.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3549.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3550.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3551.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3552.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3553.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3554.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3555.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3556.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3557.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3558.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3559.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3560.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3561.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3562.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3563.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3564.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3565.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3566.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3567.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3568.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3569.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3570.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3571.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3572.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3573.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3574.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3575.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3576.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3577.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3578.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3579.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3580.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3581.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3582.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3583.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3584.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3585.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3586.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3587.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3588.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3589.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3590.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3591.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3592.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3593.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3594.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3595.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3596.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3597.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3598.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3599.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3600.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3601.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3602.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3603.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3604.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3605.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3606.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3607.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3608.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3609.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3610.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3611.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3612.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3613.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3614.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3615.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3616.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3617.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3618.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3619.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3620.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3621.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3622.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3623.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3624.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3625.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3626.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3627.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3628.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3629.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3630.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3631.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3632.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3633.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3634.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3635.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3636.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3637.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3638.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3639.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3640.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3641.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3642.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3643.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3644.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3645.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3646.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3647.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3648.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3649.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3650.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3651.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3652.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3653.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3654.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3655.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3656.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3657.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3658.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3659.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3660.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3661.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3662.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3663.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3664.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3665.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3666.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3667.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3668.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3669.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3670.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3671.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3672.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3673.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3674.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3675.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3676.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3677.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3678.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3679.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3680.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3681.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3682.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3683.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3684.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3685.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3686.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3687.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3688.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3689.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3690.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3691.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3692.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3693.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3694.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3695.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3696.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3697.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3698.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3699.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3700.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3701.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3702.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3703.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3704.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3705.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3706.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3707.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3708.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3709.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3710.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3711.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3712.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3713.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3714.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3715.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3716.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3717.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3718.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3719.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3720.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3721.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3722.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3723.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3724.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3725.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3726.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3727.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3728.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3729.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3730.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3731.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3732.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3733.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3734.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3735.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3736.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3737.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3738.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3739.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3740.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3741.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3742.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3743.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3744.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3745.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3746.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3747.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3748.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3749.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3750.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3751.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3752.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3753.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3754.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3755.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3756.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3757.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3758.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3759.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3760.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3761.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3762.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3763.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3764.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3765.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3766.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3767.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3768.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3769.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3770.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3771.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3772.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3773.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3774.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3775.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3776.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3777.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3778.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3779.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3780.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3781.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3782.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3783.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3784.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3785.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3786.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3787.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3788.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3789.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3790.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3791.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3792.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3793.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3794.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3795.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3796.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3797.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3798.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3799.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3800.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3801.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3802.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3803.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3804.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3805.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3806.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3807.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3808.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3809.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3810.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3811.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3812.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3813.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3814.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3815.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3816.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3817.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3818.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3819.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3820.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3821.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3822.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3823.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3824.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3825.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3826.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3827.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3828.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3829.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3830.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3831.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3832.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3833.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3834.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3835.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3836.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3837.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3838.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3839.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3840.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3841.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3842.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3843.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3844.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3845.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3846.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3847.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3848.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3849.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3850.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3851.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3852.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3853.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3854.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3855.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3856.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3857.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3858.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3859.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3860.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3861.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3862.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3863.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3864.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3865.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3866.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3867.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3868.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3869.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3870.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3871.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3872.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3873.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3874.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3875.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3876.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3877.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3878.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3879.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3880.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3881.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3882.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3883.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3884.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3885.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3886.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3887.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3888.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3889.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3890.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3891.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3892.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3893.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3894.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3895.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3896.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3897.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3898.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3899.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3900.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3901.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3902.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3903.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3904.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3905.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3906.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3907.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3908.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3909.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3910.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3911.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3912.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3913.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3914.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3915.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3916.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3917.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3918.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3919.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3920.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3921.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3922.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3923.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3924.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3925.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3926.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3927.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3928.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3929.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3930.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3931.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3932.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3933.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3934.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3935.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3936.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3937.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3938.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3939.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3940.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3941.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3942.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3943.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3944.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3945.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3946.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3947.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3948.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3949.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3950.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3951.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3952.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3953.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3954.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3955.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3956.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3957.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3958.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3959.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3960.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3961.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3962.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3963.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3964.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3965.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3966.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3967.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3968.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3969.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3970.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3971.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3972.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3973.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3974.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3975.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3976.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3977.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3978.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3979.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3980.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3981.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3982.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3983.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3984.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3985.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3986.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3987.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3988.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3989.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3990.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3991.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3992.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3993.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3994.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3995.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3996.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3997.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3998.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3999.bmp  \n",
+            "   creating: real_or_drawing/train_data/8/\n",
+            "  inflating: real_or_drawing/train_data/8/4000.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4001.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4002.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4003.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4004.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4005.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4006.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4007.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4008.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4009.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4010.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4011.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4012.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4013.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4014.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4015.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4016.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4017.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4018.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4019.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4020.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4021.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4022.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4023.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4024.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4025.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4026.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4027.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4028.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4029.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4030.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4031.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4032.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4033.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4034.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4035.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4036.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4037.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4038.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4039.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4040.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4041.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4042.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4043.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4044.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4045.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4046.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4047.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4048.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4049.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4050.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4051.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4052.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4053.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4054.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4055.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4056.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4057.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4058.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4059.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4060.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4061.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4062.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4063.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4064.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4065.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4066.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4067.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4068.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4069.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4070.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4071.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4072.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4073.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4074.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4075.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4076.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4077.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4078.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4079.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4080.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4081.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4082.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4083.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4084.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4085.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4086.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4087.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4088.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4089.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4090.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4091.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4092.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4093.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4094.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4095.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4096.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4097.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4098.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4099.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4100.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4101.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4102.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4103.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4104.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4105.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4106.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4107.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4108.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4109.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4110.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4111.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4112.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4113.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4114.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4115.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4116.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4117.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4118.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4119.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4120.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4121.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4122.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4123.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4124.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4125.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4126.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4127.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4128.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4129.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4130.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4131.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4132.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4133.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4134.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4135.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4136.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4137.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4138.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4139.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4140.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4141.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4142.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4143.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4144.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4145.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4146.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4147.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4148.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4149.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4150.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4151.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4152.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4153.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4154.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4155.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4156.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4157.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4158.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4159.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4160.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4161.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4162.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4163.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4164.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4165.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4166.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4167.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4168.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4169.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4170.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4171.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4172.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4173.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4174.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4175.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4176.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4177.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4178.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4179.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4180.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4181.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4182.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4183.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4184.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4185.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4186.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4187.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4188.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4189.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4190.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4191.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4192.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4193.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4194.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4195.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4196.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4197.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4198.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4199.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4200.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4201.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4202.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4203.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4204.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4205.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4206.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4207.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4208.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4209.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4210.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4211.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4212.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4213.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4214.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4215.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4216.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4217.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4218.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4219.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4220.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4221.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4222.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4223.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4224.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4225.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4226.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4227.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4228.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4229.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4230.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4231.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4232.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4233.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4234.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4235.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4236.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4237.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4238.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4239.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4240.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4241.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4242.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4243.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4244.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4245.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4246.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4247.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4248.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4249.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4250.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4251.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4252.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4253.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4254.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4255.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4256.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4257.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4258.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4259.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4260.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4261.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4262.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4263.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4264.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4265.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4266.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4267.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4268.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4269.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4270.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4271.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4272.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4273.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4274.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4275.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4276.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4277.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4278.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4279.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4280.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4281.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4282.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4283.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4284.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4285.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4286.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4287.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4288.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4289.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4290.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4291.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4292.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4293.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4294.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4295.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4296.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4297.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4298.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4299.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4300.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4301.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4302.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4303.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4304.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4305.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4306.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4307.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4308.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4309.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4310.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4311.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4312.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4313.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4314.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4315.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4316.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4317.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4318.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4319.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4320.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4321.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4322.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4323.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4324.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4325.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4326.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4327.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4328.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4329.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4330.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4331.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4332.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4333.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4334.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4335.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4336.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4337.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4338.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4339.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4340.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4341.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4342.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4343.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4344.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4345.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4346.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4347.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4348.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4349.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4350.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4351.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4352.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4353.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4354.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4355.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4356.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4357.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4358.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4359.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4360.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4361.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4362.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4363.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4364.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4365.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4366.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4367.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4368.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4369.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4370.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4371.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4372.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4373.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4374.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4375.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4376.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4377.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4378.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4379.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4380.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4381.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4382.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4383.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4384.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4385.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4386.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4387.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4388.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4389.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4390.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4391.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4392.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4393.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4394.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4395.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4396.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4397.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4398.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4399.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4400.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4401.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4402.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4403.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4404.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4405.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4406.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4407.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4408.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4409.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4410.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4411.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4412.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4413.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4414.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4415.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4416.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4417.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4418.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4419.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4420.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4421.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4422.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4423.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4424.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4425.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4426.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4427.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4428.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4429.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4430.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4431.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4432.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4433.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4434.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4435.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4436.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4437.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4438.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4439.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4440.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4441.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4442.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4443.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4444.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4445.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4446.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4447.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4448.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4449.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4450.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4451.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4452.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4453.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4454.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4455.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4456.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4457.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4458.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4459.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4460.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4461.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4462.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4463.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4464.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4465.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4466.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4467.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4468.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4469.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4470.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4471.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4472.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4473.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4474.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4475.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4476.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4477.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4478.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4479.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4480.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4481.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4482.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4483.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4484.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4485.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4486.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4487.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4488.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4489.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4490.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4491.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4492.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4493.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4494.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4495.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4496.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4497.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4498.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4499.bmp  \n",
+            "   creating: real_or_drawing/train_data/9/\n",
+            "  inflating: real_or_drawing/train_data/9/4500.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4501.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4502.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4503.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4504.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4505.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4506.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4507.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4508.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4509.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4510.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4511.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4512.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4513.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4514.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4515.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4516.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4517.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4518.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4519.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4520.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4521.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4522.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4523.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4524.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4525.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4526.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4527.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4528.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4529.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4530.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4531.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4532.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4533.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4534.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4535.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4536.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4537.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4538.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4539.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4540.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4541.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4542.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4543.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4544.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4545.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4546.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4547.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4548.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4549.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4550.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4551.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4552.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4553.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4554.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4555.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4556.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4557.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4558.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4559.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4560.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4561.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4562.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4563.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4564.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4565.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4566.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4567.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4568.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4569.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4570.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4571.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4572.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4573.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4574.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4575.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4576.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4577.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4578.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4579.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4580.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4581.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4582.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4583.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4584.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4585.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4586.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4587.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4588.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4589.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4590.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4591.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4592.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4593.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4594.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4595.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4596.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4597.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4598.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4599.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4600.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4601.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4602.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4603.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4604.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4605.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4606.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4607.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4608.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4609.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4610.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4611.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4612.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4613.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4614.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4615.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4616.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4617.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4618.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4619.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4620.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4621.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4622.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4623.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4624.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4625.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4626.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4627.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4628.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4629.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4630.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4631.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4632.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4633.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4634.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4635.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4636.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4637.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4638.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4639.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4640.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4641.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4642.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4643.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4644.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4645.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4646.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4647.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4648.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4649.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4650.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4651.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4652.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4653.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4654.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4655.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4656.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4657.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4658.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4659.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4660.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4661.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4662.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4663.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4664.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4665.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4666.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4667.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4668.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4669.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4670.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4671.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4672.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4673.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4674.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4675.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4676.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4677.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4678.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4679.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4680.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4681.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4682.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4683.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4684.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4685.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4686.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4687.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4688.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4689.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4690.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4691.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4692.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4693.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4694.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4695.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4696.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4697.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4698.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4699.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4700.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4701.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4702.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4703.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4704.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4705.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4706.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4707.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4708.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4709.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4710.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4711.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4712.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4713.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4714.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4715.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4716.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4717.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4718.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4719.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4720.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4721.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4722.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4723.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4724.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4725.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4726.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4727.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4728.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4729.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4730.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4731.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4732.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4733.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4734.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4735.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4736.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4737.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4738.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4739.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4740.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4741.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4742.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4743.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4744.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4745.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4746.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4747.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4748.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4749.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4750.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4751.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4752.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4753.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4754.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4755.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4756.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4757.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4758.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4759.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4760.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4761.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4762.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4763.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4764.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4765.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4766.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4767.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4768.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4769.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4770.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4771.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4772.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4773.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4774.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4775.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4776.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4777.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4778.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4779.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4780.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4781.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4782.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4783.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4784.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4785.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4786.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4787.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4788.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4789.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4790.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4791.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4792.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4793.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4794.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4795.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4796.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4797.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4798.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4799.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4800.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4801.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4802.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4803.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4804.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4805.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4806.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4807.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4808.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4809.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4810.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4811.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4812.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4813.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4814.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4815.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4816.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4817.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4818.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4819.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4820.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4821.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4822.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4823.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4824.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4825.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4826.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4827.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4828.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4829.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4830.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4831.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4832.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4833.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4834.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4835.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4836.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4837.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4838.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4839.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4840.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4841.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4842.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4843.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4844.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4845.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4846.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4847.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4848.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4849.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4850.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4851.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4852.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4853.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4854.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4855.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4856.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4857.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4858.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4859.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4860.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4861.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4862.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4863.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4864.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4865.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4866.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4867.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4868.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4869.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4870.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4871.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4872.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4873.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4874.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4875.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4876.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4877.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4878.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4879.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4880.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4881.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4882.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4883.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4884.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4885.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4886.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4887.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4888.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4889.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4890.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4891.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4892.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4893.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4894.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4895.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4896.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4897.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4898.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4899.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4900.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4901.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4902.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4903.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4904.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4905.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4906.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4907.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4908.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4909.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4910.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4911.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4912.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4913.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4914.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4915.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4916.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4917.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4918.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4919.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4920.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4921.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4922.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4923.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4924.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4925.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4926.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4927.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4928.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4929.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4930.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4931.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4932.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4933.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4934.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4935.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4936.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4937.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4938.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4939.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4940.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4941.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4942.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4943.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4944.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4945.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4946.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4947.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4948.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4949.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4950.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4951.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4952.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4953.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4954.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4955.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4956.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4957.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4958.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4959.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4960.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4961.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4962.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4963.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4964.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4965.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4966.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4967.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4968.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4969.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4970.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4971.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4972.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4973.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4974.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4975.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4976.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4977.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4978.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4979.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4980.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4981.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4982.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4983.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4984.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4985.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4986.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4987.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4988.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4989.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4990.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4991.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4992.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4993.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4994.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4995.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4996.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4997.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4998.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4999.bmp  \n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 136
+        },
+        "id": "0_uO-ZSDoR6i",
+        "outputId": "59c9006b-81f3-4c95-b525-fafdb3dd2780"
+      },
+      "source": [
+        "import matplotlib.pyplot as plt\n",
+        "\n",
+        "def no_axis_show(img, title='', cmap=None):\n",
+        "  # imshow, and set the interpolation mode to be \"nearest\"。\n",
+        "  fig = plt.imshow(img, interpolation='nearest', cmap=cmap)\n",
+        "  # do not show the axes in the images.\n",
+        "  fig.axes.get_xaxis().set_visible(False)\n",
+        "  fig.axes.get_yaxis().set_visible(False)\n",
+        "  plt.title(title)\n",
+        "\n",
+        "titles = ['horse', 'bed', 'clock', 'apple', 'cat', 'plane', 'television', 'dog', 'dolphin', 'spider']\n",
+        "plt.figure(figsize=(18, 18))\n",
+        "for i in range(10):\n",
+        "  plt.subplot(1, 10, i+1)\n",
+        "  fig = no_axis_show(plt.imread(f'real_or_drawing/train_data/{i}/{500*i}.bmp'), title=titles[i])"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "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\n",
+            "text/plain": [
+              "<Figure size 1296x1296 with 10 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": [],
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 120
+        },
+        "id": "3eMs7DbVt4Ee",
+        "outputId": "fa42d3e0-2bbd-4c37-ee12-1d48e99d681a"
+      },
+      "source": [
+        "plt.figure(figsize=(18, 18))\n",
+        "for i in range(10):\n",
+        "  plt.subplot(1, 10, i+1)\n",
+        "  fig = no_axis_show(plt.imread(f'real_or_drawing/test_data/0/' + str(i).rjust(5, '0') + '.bmp'))"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "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\n",
+            "text/plain": [
+              "<Figure size 1296x1296 with 10 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": [],
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "moXQw9To5TqZ"
+      },
+      "source": [
+        "# Special Domain Knowledge\n",
+        "\n",
+        "因為大家塗鴉的時候通常只會畫輪廓，我們可以根據這點將source data做點邊緣偵測處理，讓source data更像target data一點。\n",
+        "\n",
+        "## Canny Edge Detection\n",
+        "算法這邊不贅述，只教大家怎麼用。若有興趣歡迎參考wiki或[這裡](https://medium.com/@pomelyu5199/canny-edge-detector-%E5%AF%A6%E4%BD%9C-opencv-f7d1a0a57d19)。\n",
+        "\n",
+        "cv2.Canny使用非常方便，只需要兩個參數: low_threshold, high_threshold。\n",
+        "\n",
+        "```cv2.Canny(image, low_threshold, high_threshold)```\n",
+        "\n",
+        "簡單來說就是當邊緣值超過high_threshold，我們就確定它是edge。如果只有超過low_threshold，那就先判斷一下再決定是不是edge。\n",
+        "\n",
+        "以下我們直接拿source data做做看。"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 278
+        },
+        "id": "mn2MkDLV7E2-",
+        "outputId": "edbe96e1-4689-4a72-f9c1-bc0bfe4d7fae"
+      },
+      "source": [
+        "import cv2\n",
+        "import matplotlib.pyplot as plt\n",
+        "titles = ['horse', 'bed', 'clock', 'apple', 'cat', 'plane', 'television', 'dog', 'dolphin', 'spider']\n",
+        "plt.figure(figsize=(18, 18))\n",
+        "\n",
+        "original_img = plt.imread(f'real_or_drawing/train_data/0/0.bmp')\n",
+        "plt.subplot(1, 5, 1)\n",
+        "no_axis_show(original_img, title='original')\n",
+        "\n",
+        "gray_img = cv2.cvtColor(original_img, cv2.COLOR_RGB2GRAY)\n",
+        "plt.subplot(1, 5, 2)\n",
+        "no_axis_show(gray_img, title='gray scale', cmap='gray')\n",
+        "\n",
+        "gray_img = cv2.cvtColor(original_img, cv2.COLOR_RGB2GRAY)\n",
+        "plt.subplot(1, 5, 2)\n",
+        "no_axis_show(gray_img, title='gray scale', cmap='gray')\n",
+        "\n",
+        "canny_50100 = cv2.Canny(gray_img, 50, 100)\n",
+        "plt.subplot(1, 5, 3)\n",
+        "no_axis_show(canny_50100, title='Canny(50, 100)', cmap='gray')\n",
+        "\n",
+        "canny_150200 = cv2.Canny(gray_img, 150, 200)\n",
+        "plt.subplot(1, 5, 4)\n",
+        "no_axis_show(canny_150200, title='Canny(150, 200)', cmap='gray')\n",
+        "\n",
+        "canny_250300 = cv2.Canny(gray_img, 250, 300)\n",
+        "plt.subplot(1, 5, 5)\n",
+        "no_axis_show(canny_250300, title='Canny(250, 300)', cmap='gray')\n",
+        "  "
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:15: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
+            "  from ipykernel import kernelapp as app\n"
+          ],
+          "name": "stderr"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "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\n",
+            "text/plain": [
+              "<Figure size 1296x1296 with 5 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": [],
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "8THSdt_hmwYh"
+      },
+      "source": [
+        "# Data Process\n",
+        "\n",
+        "在這裡我故意將data用成可以使用torchvision.ImageFolder的形式，所以只要使用該函式便可以做出一個datasets。\n",
+        "\n",
+        "transform的部分請參考以下註解。\n",
+        "<!-- \n",
+        "#### 一些細節\n",
+        "\n",
+        "在一般的版本上，對灰階圖片使用RandomRotation使用```transforms.RandomRotation(15)```即可。但在colab上需要加上```fill=(0,)```才可運行。\n",
+        "在n98上執行需要把```fill=(0,)```拿掉才可運行。 -->\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "WZHIBGknmi8Z"
+      },
+      "source": [
+        "import numpy as np\n",
+        "import torch\n",
+        "import torch.nn as nn\n",
+        "import torch.nn.functional as F\n",
+        "from torch.autograd import Function\n",
+        "\n",
+        "import torch.optim as optim\n",
+        "import torchvision.transforms as transforms\n",
+        "from torchvision.datasets import ImageFolder\n",
+        "from torch.utils.data import DataLoader\n",
+        "\n",
+        "source_transform = transforms.Compose([\n",
+        "    # Turn RGB to grayscale. (Bacause Canny do not support RGB images.)\n",
+        "    transforms.Grayscale(),\n",
+        "    # cv2 do not support skimage.Image, so we transform it to np.array, \n",
+        "    # and then adopt cv2.Canny algorithm.\n",
+        "    transforms.Lambda(lambda x: cv2.Canny(np.array(x), 170, 300)),\n",
+        "    # Transform np.array back to the skimage.Image.\n",
+        "    transforms.ToPILImage(),\n",
+        "    # 50% Horizontal Flip. (For Augmentation)\n",
+        "    transforms.RandomHorizontalFlip(),\n",
+        "    # Rotate +- 15 degrees. (For Augmentation), and filled with zero \n",
+        "    # if there's empty pixel after rotation.\n",
+        "    transforms.RandomRotation(15, fill=(0,)),\n",
+        "    # Transform to tensor for model inputs.\n",
+        "    transforms.ToTensor(),\n",
+        "])\n",
+        "target_transform = transforms.Compose([\n",
+        "    # Turn RGB to grayscale.\n",
+        "    transforms.Grayscale(),\n",
+        "    # Resize: size of source data is 32x32, thus we need to \n",
+        "    #  enlarge the size of target data from 28x28 to 32x32。\n",
+        "    transforms.Resize((32, 32)),\n",
+        "    # 50% Horizontal Flip. (For Augmentation)\n",
+        "    transforms.RandomHorizontalFlip(),\n",
+        "    # Rotate +- 15 degrees. (For Augmentation), and filled with zero \n",
+        "    # if there's empty pixel after rotation.\n",
+        "    transforms.RandomRotation(15, fill=(0,)),\n",
+        "    # Transform to tensor for model inputs.\n",
+        "    transforms.ToTensor(),\n",
+        "])\n",
+        "\n",
+        "source_dataset = ImageFolder('real_or_drawing/train_data', transform=source_transform)\n",
+        "target_dataset = ImageFolder('real_or_drawing/test_data', transform=target_transform)\n",
+        "\n",
+        "source_dataloader = DataLoader(source_dataset, batch_size=32, shuffle=True)\n",
+        "target_dataloader = DataLoader(target_dataset, batch_size=32, shuffle=True)\n",
+        "test_dataloader = DataLoader(target_dataset, batch_size=128, shuffle=False)"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "hdwDEMrOycs5"
+      },
+      "source": [
+        "# Model\n",
+        "\n",
+        "Feature Extractor: 典型的VGG-like疊法。\n",
+        "\n",
+        "Label Predictor / Domain Classifier: MLP到尾。\n",
+        "\n",
+        "相信作業寫到這邊大家對以下的Layer都很熟悉，因此不再贅述。"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "3uw2eP09z-pD"
+      },
+      "source": [
+        "class FeatureExtractor(nn.Module):\n",
+        "\n",
+        "    def __init__(self):\n",
+        "        super(FeatureExtractor, self).__init__()\n",
+        "\n",
+        "        self.conv = nn.Sequential(\n",
+        "            nn.Conv2d(1, 64, 3, 1, 1),\n",
+        "            nn.BatchNorm2d(64),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2),\n",
+        "\n",
+        "            nn.Conv2d(64, 128, 3, 1, 1),\n",
+        "            nn.BatchNorm2d(128),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2),\n",
+        "\n",
+        "            nn.Conv2d(128, 256, 3, 1, 1),\n",
+        "            nn.BatchNorm2d(256),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2),\n",
+        "\n",
+        "            nn.Conv2d(256, 256, 3, 1, 1),\n",
+        "            nn.BatchNorm2d(256),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2),\n",
+        "\n",
+        "            nn.Conv2d(256, 512, 3, 1, 1),\n",
+        "            nn.BatchNorm2d(512),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2)\n",
+        "        )\n",
+        "        \n",
+        "    def forward(self, x):\n",
+        "        x = self.conv(x).squeeze()\n",
+        "        return x\n",
+        "\n",
+        "class LabelPredictor(nn.Module):\n",
+        "\n",
+        "    def __init__(self):\n",
+        "        super(LabelPredictor, self).__init__()\n",
+        "\n",
+        "        self.layer = nn.Sequential(\n",
+        "            nn.Linear(512, 512),\n",
+        "            nn.ReLU(),\n",
+        "\n",
+        "            nn.Linear(512, 512),\n",
+        "            nn.ReLU(),\n",
+        "\n",
+        "            nn.Linear(512, 10),\n",
+        "        )\n",
+        "\n",
+        "    def forward(self, h):\n",
+        "        c = self.layer(h)\n",
+        "        return c\n",
+        "\n",
+        "class DomainClassifier(nn.Module):\n",
+        "\n",
+        "    def __init__(self):\n",
+        "        super(DomainClassifier, self).__init__()\n",
+        "\n",
+        "        self.layer = nn.Sequential(\n",
+        "            nn.Linear(512, 512),\n",
+        "            nn.BatchNorm1d(512),\n",
+        "            nn.ReLU(),\n",
+        "\n",
+        "            nn.Linear(512, 512),\n",
+        "            nn.BatchNorm1d(512),\n",
+        "            nn.ReLU(),\n",
+        "\n",
+        "            nn.Linear(512, 512),\n",
+        "            nn.BatchNorm1d(512),\n",
+        "            nn.ReLU(),\n",
+        "\n",
+        "            nn.Linear(512, 512),\n",
+        "            nn.BatchNorm1d(512),\n",
+        "            nn.ReLU(),\n",
+        "\n",
+        "            nn.Linear(512, 1),\n",
+        "        )\n",
+        "\n",
+        "    def forward(self, h):\n",
+        "        y = self.layer(h)\n",
+        "        return y"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "lxdBIPhF0Icb"
+      },
+      "source": [
+        "# Pre-processing\n",
+        "\n",
+        "這裡我們選用Adam來當Optimizer。"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "hrxKelBy0PJ7"
+      },
+      "source": [
+        "feature_extractor = FeatureExtractor().cuda()\n",
+        "label_predictor = LabelPredictor().cuda()\n",
+        "domain_classifier = DomainClassifier().cuda()\n",
+        "\n",
+        "class_criterion = nn.CrossEntropyLoss()\n",
+        "domain_criterion = nn.BCEWithLogitsLoss()\n",
+        "\n",
+        "optimizer_F = optim.Adam(feature_extractor.parameters())\n",
+        "optimizer_C = optim.Adam(label_predictor.parameters())\n",
+        "optimizer_D = optim.Adam(domain_classifier.parameters())"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "xuAE4cqJ0itR"
+      },
+      "source": [
+        "# Start Training\n",
+        "\n",
+        "\n",
+        "## 如何實作DaNN?\n",
+        "\n",
+        "理論上，在原始paper中是加上Gradient Reversal Layer，並將Feature Extractor / Label Predictor / Domain Classifier 一起train，但其實我們也可以交換的train Domain Classfier & Feature Extractor(就像在train GAN的Generator & Discriminator一樣)，這也是可行的。\n",
+        "\n",
+        "在code實現中，我們採取後者的方式，畢竟GAN是之前的作業，應該會比較熟悉:)。\n",
+        "\n",
+        "## 小提醒\n",
+        "* 原文中的lambda(控制Domain Adversarial Loss的係數)是有Adaptive的版本，如果有興趣可以參考[原文](https://arxiv.org/pdf/1505.07818.pdf)。\n",
+        "* 因為我們完全沒有target的label，所以結果如何，只好丟kaggle看看囉:)?"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "lRAFFKvX0p9y",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "c8e9d016-0954-4f86-f428-91c1482d901e"
+      },
+      "source": [
+        "def train_epoch(source_dataloader, target_dataloader, lamb):\n",
+        "    '''\n",
+        "      Args:\n",
+        "        source_dataloader: source data的dataloader\n",
+        "        target_dataloader: target data的dataloader\n",
+        "        lamb: control the balance of domain adaptatoin and classification.\n",
+        "    '''\n",
+        "\n",
+        "    # D loss: Domain Classifier的loss\n",
+        "    # F loss: Feature Extrator & Label Predictor的loss\n",
+        "    running_D_loss, running_F_loss = 0.0, 0.0\n",
+        "    total_hit, total_num = 0.0, 0.0\n",
+        "\n",
+        "    for i, ((source_data, source_label), (target_data, _)) in enumerate(zip(source_dataloader, target_dataloader)):\n",
+        "\n",
+        "        source_data = source_data.cuda()\n",
+        "        source_label = source_label.cuda()\n",
+        "        target_data = target_data.cuda()\n",
+        "        \n",
+        "        # Mixed the source data and target data, or it'll mislead the running params\n",
+        "        #   of batch_norm. (runnning mean/var of soucre and target data are different.)\n",
+        "        mixed_data = torch.cat([source_data, target_data], dim=0)\n",
+        "        domain_label = torch.zeros([source_data.shape[0] + target_data.shape[0], 1]).cuda()\n",
+        "        # set domain label of source data to be 1.\n",
+        "        domain_label[:source_data.shape[0]] = 1\n",
+        "\n",
+        "        # Step 1 : train domain classifier\n",
+        "        feature = feature_extractor(mixed_data)\n",
+        "        # We don't need to train feature extractor in step 1.\n",
+        "        # Thus we detach the feature neuron to avoid backpropgation.\n",
+        "        domain_logits = domain_classifier(feature.detach())\n",
+        "        loss = domain_criterion(domain_logits, domain_label)\n",
+        "        running_D_loss+= loss.item()\n",
+        "        loss.backward()\n",
+        "        optimizer_D.step()\n",
+        "\n",
+        "        # Step 2 : train feature extractor and label classifier\n",
+        "        class_logits = label_predictor(feature[:source_data.shape[0]])\n",
+        "        domain_logits = domain_classifier(feature)\n",
+        "        # loss = cross entropy of classification - lamb * domain binary cross entropy.\n",
+        "        #  The reason why using subtraction is similar to generator loss in disciminator of GAN\n",
+        "        loss = class_criterion(class_logits, source_label) - lamb * domain_criterion(domain_logits, domain_label)\n",
+        "        running_F_loss+= loss.item()\n",
+        "        loss.backward()\n",
+        "        optimizer_F.step()\n",
+        "        optimizer_C.step()\n",
+        "\n",
+        "        optimizer_D.zero_grad()\n",
+        "        optimizer_F.zero_grad()\n",
+        "        optimizer_C.zero_grad()\n",
+        "\n",
+        "        total_hit += torch.sum(torch.argmax(class_logits, dim=1) == source_label).item()\n",
+        "        total_num += source_data.shape[0]\n",
+        "        print(i, end='\\r')\n",
+        "\n",
+        "    return running_D_loss / (i+1), running_F_loss / (i+1), total_hit / total_num\n",
+        "\n",
+        "# train 200 epochs\n",
+        "for epoch in range(200):\n",
+        "    # You should chooose lamnda cleverly.\n",
+        "    train_D_loss, train_F_loss, train_acc = train_epoch(source_dataloader, target_dataloader, lamb=0)\n",
+        "\n",
+        "    torch.save(feature_extractor.state_dict(), f'extractor_model.bin')\n",
+        "    torch.save(label_predictor.state_dict(), f'predictor_model.bin')\n",
+        "\n",
+        "    print('epoch {:>3d}: train D loss: {:6.4f}, train F loss: {:6.4f}, acc {:6.4f}'.format(epoch, train_D_loss, train_F_loss, train_acc))\n"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "epoch   0: train D loss: 0.1824, train F loss: 1.9425, acc 0.2798\n",
+            "epoch   1: train D loss: 0.1747, train F loss: 1.6179, acc 0.4222\n",
+            "epoch   2: train D loss: 0.1471, train F loss: 1.4900, acc 0.4728\n",
+            "epoch   3: train D loss: 0.1009, train F loss: 1.3943, acc 0.5086\n",
+            "epoch   4: train D loss: 0.1259, train F loss: 1.3428, acc 0.5334\n",
+            "epoch   5: train D loss: 0.1062, train F loss: 1.2801, acc 0.5546\n",
+            "epoch   6: train D loss: 0.0911, train F loss: 1.2487, acc 0.5668\n",
+            "epoch   7: train D loss: 0.0983, train F loss: 1.1978, acc 0.5854\n",
+            "epoch   8: train D loss: 0.1133, train F loss: 1.1724, acc 0.5958\n",
+            "epoch   9: train D loss: 0.1073, train F loss: 1.1322, acc 0.6034\n",
+            "epoch  10: train D loss: 0.0904, train F loss: 1.0863, acc 0.6180\n",
+            "epoch  11: train D loss: 0.0935, train F loss: 1.0693, acc 0.6302\n",
+            "epoch  12: train D loss: 0.0883, train F loss: 1.0300, acc 0.6444\n",
+            "epoch  13: train D loss: 0.0689, train F loss: 0.9681, acc 0.6624\n",
+            "epoch  14: train D loss: 0.0722, train F loss: 0.9682, acc 0.6612\n",
+            "epoch  15: train D loss: 0.0685, train F loss: 0.9147, acc 0.6828\n",
+            "epoch  16: train D loss: 0.0567, train F loss: 0.8989, acc 0.6874\n",
+            "epoch  17: train D loss: 0.0544, train F loss: 0.8864, acc 0.6948\n",
+            "epoch  18: train D loss: 0.0469, train F loss: 0.8289, acc 0.7090\n",
+            "epoch  19: train D loss: 0.0386, train F loss: 0.7910, acc 0.7208\n",
+            "epoch  20: train D loss: 0.0344, train F loss: 0.7653, acc 0.7408\n",
+            "epoch  21: train D loss: 0.0323, train F loss: 0.7361, acc 0.7430\n",
+            "epoch  22: train D loss: 0.0279, train F loss: 0.7048, acc 0.7476\n",
+            "epoch  23: train D loss: 0.0235, train F loss: 0.6578, acc 0.7764\n",
+            "epoch  24: train D loss: 0.0304, train F loss: 0.6403, acc 0.7744\n",
+            "epoch  25: train D loss: 0.0205, train F loss: 0.6064, acc 0.7922\n",
+            "epoch  26: train D loss: 0.0163, train F loss: 0.5798, acc 0.8000\n",
+            "epoch  27: train D loss: 0.0210, train F loss: 0.5692, acc 0.8038\n",
+            "epoch  28: train D loss: 0.0160, train F loss: 0.5047, acc 0.8256\n",
+            "epoch  29: train D loss: 0.0162, train F loss: 0.5004, acc 0.8234\n",
+            "epoch  30: train D loss: 0.0167, train F loss: 0.4775, acc 0.8354\n",
+            "epoch  31: train D loss: 0.0121, train F loss: 0.4674, acc 0.8344\n",
+            "epoch  32: train D loss: 0.0153, train F loss: 0.4146, acc 0.8572\n",
+            "epoch  33: train D loss: 0.0106, train F loss: 0.4228, acc 0.8514\n",
+            "epoch  34: train D loss: 0.0120, train F loss: 0.3631, acc 0.8798\n",
+            "epoch  35: train D loss: 0.0106, train F loss: 0.3788, acc 0.8696\n",
+            "epoch  36: train D loss: 0.0099, train F loss: 0.3357, acc 0.8862\n",
+            "epoch  37: train D loss: 0.0080, train F loss: 0.3365, acc 0.8874\n",
+            "epoch  38: train D loss: 0.0107, train F loss: 0.3356, acc 0.8836\n",
+            "epoch  39: train D loss: 0.0100, train F loss: 0.2909, acc 0.9022\n",
+            "epoch  40: train D loss: 0.0089, train F loss: 0.2918, acc 0.9008\n",
+            "epoch  41: train D loss: 0.0083, train F loss: 0.2711, acc 0.9028\n",
+            "epoch  42: train D loss: 0.0064, train F loss: 0.2483, acc 0.9182\n",
+            "epoch  43: train D loss: 0.0046, train F loss: 0.2543, acc 0.9100\n",
+            "epoch  44: train D loss: 0.0084, train F loss: 0.2540, acc 0.9152\n",
+            "epoch  45: train D loss: 0.0041, train F loss: 0.2339, acc 0.9202\n",
+            "epoch  46: train D loss: 0.0074, train F loss: 0.2190, acc 0.9282\n",
+            "epoch  47: train D loss: 0.0048, train F loss: 0.2370, acc 0.9198\n",
+            "epoch  48: train D loss: 0.0071, train F loss: 0.2318, acc 0.9220\n",
+            "epoch  49: train D loss: 0.0034, train F loss: 0.1876, acc 0.9350\n",
+            "epoch  50: train D loss: 0.0045, train F loss: 0.1872, acc 0.9374\n",
+            "epoch  51: train D loss: 0.0084, train F loss: 0.1950, acc 0.9346\n",
+            "epoch  52: train D loss: 0.0070, train F loss: 0.1916, acc 0.9318\n",
+            "epoch  53: train D loss: 0.0049, train F loss: 0.1941, acc 0.9334\n",
+            "epoch  54: train D loss: 0.0099, train F loss: 0.1793, acc 0.9382\n",
+            "epoch  55: train D loss: 0.0033, train F loss: 0.1637, acc 0.9434\n",
+            "epoch  56: train D loss: 0.0023, train F loss: 0.1728, acc 0.9420\n",
+            "epoch  57: train D loss: 0.0043, train F loss: 0.1708, acc 0.9412\n",
+            "epoch  58: train D loss: 0.0028, train F loss: 0.1847, acc 0.9378\n",
+            "epoch  59: train D loss: 0.0069, train F loss: 0.1737, acc 0.9412\n",
+            "epoch  60: train D loss: 0.0036, train F loss: 0.1593, acc 0.9468\n",
+            "epoch  61: train D loss: 0.0038, train F loss: 0.1557, acc 0.9474\n",
+            "epoch  62: train D loss: 0.0011, train F loss: 0.1480, acc 0.9530\n",
+            "epoch  63: train D loss: 0.0032, train F loss: 0.1301, acc 0.9556\n",
+            "epoch  64: train D loss: 0.0040, train F loss: 0.1401, acc 0.9536\n",
+            "epoch  65: train D loss: 0.0023, train F loss: 0.1346, acc 0.9554\n",
+            "epoch  66: train D loss: 0.0057, train F loss: 0.1721, acc 0.9456\n",
+            "epoch  67: train D loss: 0.0029, train F loss: 0.1329, acc 0.9550\n",
+            "epoch  68: train D loss: 0.0018, train F loss: 0.1368, acc 0.9542\n",
+            "epoch  69: train D loss: 0.0018, train F loss: 0.1217, acc 0.9564\n",
+            "epoch  70: train D loss: 0.0025, train F loss: 0.1293, acc 0.9590\n",
+            "epoch  71: train D loss: 0.0031, train F loss: 0.1214, acc 0.9608\n",
+            "epoch  72: train D loss: 0.0041, train F loss: 0.1260, acc 0.9572\n",
+            "epoch  73: train D loss: 0.0009, train F loss: 0.1003, acc 0.9636\n",
+            "epoch  74: train D loss: 0.0035, train F loss: 0.1338, acc 0.9582\n",
+            "epoch  75: train D loss: 0.0057, train F loss: 0.1070, acc 0.9622\n",
+            "epoch  76: train D loss: 0.0058, train F loss: 0.1066, acc 0.9662\n",
+            "epoch  77: train D loss: 0.0028, train F loss: 0.1194, acc 0.9594\n",
+            "epoch  78: train D loss: 0.0050, train F loss: 0.1160, acc 0.9614\n",
+            "epoch  79: train D loss: 0.0025, train F loss: 0.1187, acc 0.9590\n",
+            "epoch  80: train D loss: 0.0025, train F loss: 0.1405, acc 0.9544\n",
+            "epoch  81: train D loss: 0.0021, train F loss: 0.1090, acc 0.9662\n",
+            "epoch  82: train D loss: 0.0040, train F loss: 0.1000, acc 0.9630\n",
+            "epoch  83: train D loss: 0.0015, train F loss: 0.0984, acc 0.9702\n",
+            "epoch  84: train D loss: 0.0069, train F loss: 0.0954, acc 0.9678\n",
+            "epoch  85: train D loss: 0.0035, train F loss: 0.1349, acc 0.9592\n",
+            "epoch  86: train D loss: 0.0021, train F loss: 0.0909, acc 0.9684\n",
+            "epoch  87: train D loss: 0.0015, train F loss: 0.0911, acc 0.9710\n",
+            "epoch  88: train D loss: 0.0012, train F loss: 0.1186, acc 0.9578\n",
+            "epoch  89: train D loss: 0.0018, train F loss: 0.0885, acc 0.9690\n",
+            "epoch  90: train D loss: 0.0031, train F loss: 0.0822, acc 0.9704\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "o8_-0iSSje4w"
+      },
+      "source": [
+        "# Inference\n",
+        "\n",
+        "就跟前幾次作業一樣。這裡我使用pd來生產csv，因為看起來比較潮(?)\n",
+        "\n",
+        "此外，200 epochs的Accuracy可能會不太穩定，可以多丟幾次或train久一點。"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "Wly5AgH2jePv"
+      },
+      "source": [
+        "result = []\n",
+        "label_predictor.eval()\n",
+        "feature_extractor.eval()\n",
+        "for i, (test_data, _) in enumerate(test_dataloader):\n",
+        "    test_data = test_data.cuda()\n",
+        "\n",
+        "    class_logits = label_predictor(feature_extractor(test_data))\n",
+        "\n",
+        "    x = torch.argmax(class_logits, dim=1).cpu().detach().numpy()\n",
+        "    result.append(x)\n",
+        "\n",
+        "import pandas as pd\n",
+        "result = np.concatenate(result)\n",
+        "\n",
+        "# Generate your submission\n",
+        "df = pd.DataFrame({'id': np.arange(0,len(result)), 'label': result})\n",
+        "df.to_csv('DaNN_submission.csv',index=False)"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "ZtXnEMUNCE78"
+      },
+      "source": [
+        "# Training Statistics\n",
+        "\n",
+        "- Number of parameters:\n",
+        "  - Feature Extractor: 2, 142, 336\n",
+        "  - Label Predictor: 530, 442\n",
+        "  - Domain Classifier: 1, 055, 233\n",
+        "\n",
+        "- Simple\n",
+        " - Training time on colab: ~ 1 hr\n",
+        "- Medium\n",
+        " - Training time on colab: 2 ~ 4 hr\n",
+        "- Strong\n",
+        " - Training time on colab: 5 ~ 6 hrs\n",
+        "- Boss\n",
+        " - **Unmeasurable**"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "duk7k43Am9xH"
+      },
+      "source": [
+        "# Learning Curve (Strong Baseline)\n",
+        "* This method is slightly different from colab.\n",
+        "\n",
+        "![Loss Curve](https://i.imgur.com/vIujQyo.png)\n",
+        "\n",
+        "# Accuracy Curve (Strong Baseline)\n",
+        "* Note that you cannot access testing accuracy. But this plot tells you that even though the model overfits the training data, the testing accuracy is still improving, and that's why you need to train more epochs.\n",
+        "\n",
+        "![Acc Curve](https://i.imgur.com/4W1otXG.png)\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "s6UfXzef-wNl"
+      },
+      "source": [
+        "# Q&A\n",
+        "\n",
+        "有任何問題 Domain Adaptation 的問題可以寄信到ntu-ml-2021spring-ta@googlegroups.com。\n",
+        "\n",
+        "時間允許的話我會更新在這裡。\n",
+        "\n",
+        "# Special Thanks\n",
+        "這次的作業其實是我出在 2019FALL 的 ML Final Project，以下是我認為在 Final Report 不錯的幾組，有興趣的話歡迎大家參考看看。\n",
+        "\n",
+        "[NTU_r08942071_太神啦 / 組長: 劉正仁同學](https://drive.google.com/open?id=11uNDcz7_eMS8dMQxvnWsbrdguu9k4c-c)\n",
+        "\n",
+        "[NTU_r08921a08_CAT / 組長: 廖子毅同學](https://drive.google.com/open?id=1xIkSs8HAShdcfV1E0NEnf4JDbL7POZTf)\n"
+      ]
+    }
+  ]
+}
\ No newline at end of file
diff --git a/10 RL/作业HW11/hw11_domain_adaptation_(en).ipynb b/10 RL/作业HW11/hw11_domain_adaptation_(en).ipynb
new file mode 100644
index 0000000..15c4ccf
--- /dev/null
+++ b/10 RL/作业HW11/hw11_domain_adaptation_(en).ipynb	
@@ -0,0 +1,5900 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "name": "hw11_domain_adaptation (en).ipynb",
+      "provenance": [],
+      "collapsed_sections": [],
+      "toc_visible": true,
+      "machine_shape": "hm"
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "accelerator": "GPU"
+  },
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "b5cFq_TgWlQ_"
+      },
+      "source": [
+        "# Homework 11 - Transfer Learning (Domain Adversarial Training)\n",
+        "\n",
+        "> Author: Arvin Liu (r09922071@ntu.edu.tw)\n",
+        "\n",
+        "If there are any questions, please contact ntu-ml-2021spring-ta@googlegroups.com"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "vNiZCGrIYKdR"
+      },
+      "source": [
+        "# Readme\n",
+        "\n",
+        "In homework 11, you will need to implement Domain Adversarial Training in Transfer Learning. As shown in the bottom left part of the figure.\n",
+        "\n",
+        "<img src=\"https://i.imgur.com/iMVIxCH.png\" width=\"500px\">\n",
+        "\n",
+        "> \n",
+        "\n",
+        "## Scenario and Why Domain Adversarial Training\n",
+        "Now we have labeled source data and unlabeled target data, where source data might be relavent to the target data. We now want to train a model with source data only and test it on target data.\n",
+        "\n",
+        "What problem might occur if we do so? After we have learned Anomaly Detection, we now know that if we test the model with an abnormal data that have never appeared in source data, our trained model is likely to result in poor performance since it is not familiar with the abnormal data.\n",
+        "\n",
+        "For example, we have a model that contains Feature Extractor and Classifier:\n",
+        "<img src=\"https://i.imgur.com/IL0PxCY.png\" width=\"500px\">\n",
+        "\n",
+        "When the model is trained with source data, the feature extractor \n",
+        "will extract meaningful features since it is familiar with the distribution of it.It could be seen in the following figure that the blue dots, which is the distribution of source data, has already been clustered into different clusters. Therefore, the Classifier can predict the label based on these clusters.\n",
+        "\n",
+        "However, when test on the target data, the Feature Extractor will not be able to extract meaningful features that follow the distribution of the source feature distribution, which result in the classifier learned for the source domain will not be able to apply to the target domain.\n",
+        "\n",
+        "\n",
+        "## Domain Adversarial Training of Nerural Networks (DaNN)\n",
+        "\n",
+        "Based on the above problems, DaNN approaches build mappings between the source (training-time) and the target (test-time) domains, so that the classifier learned for the source domain can also be applied to the target domain, when composed with the learned mapping between domains.\n",
+        "\n",
+        "<img src=\"https://i.imgur.com/vrOE5a6.png\" width=\"500px\">\n",
+        "\n",
+        "In DaNN, the authors added a Domain Classifier, which is a deep discriminatively-trained classifeir in the training framework to distinguish the data from different domain by the features extracted by the feature extractor. As the training progresses, the approach promotes a domain classifier that discriminates between the source and the target domains and a feature extractor that can extractor features that are discriminative for the main learning task on the source domain and indiscriminate with respect to the shift between the domains. \n",
+        "\n",
+        "\n",
+        "The feature extractor are likely to outperform the domain classifier as its input are generated by the feature extractor and that the task of domain classification and label classification are not conflict.\n",
+        "\n",
+        "This method leads to the emergence of features that are domain-invariant and on the same feature distribution."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "3-qnUkspmap3"
+      },
+      "source": [
+        "# Data Introduce\n",
+        "\n",
+        "Our task contains source data: real photos, and target data: hand-drawn graffiti.\n",
+        "\n",
+        "We are going to train the model with the photos and the labels, and try to predict what the labels are for hand-drawn graffiti.\n",
+        "\n",
+        "The data could be downloaded [here](https://drive.google.com/open?id=12-07DSquGdzN3JBHBChN4nMo3i8BqTiL). The code below is for data downloading and visualization.\n",
+        "\n",
+        "Note that: **The source and target data are all balanced data, you can make use of this information.**"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "DF-i0sVlnUbq",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "outputId": "d1f5d9b1-abcb-4afe-bb3a-eee6bf94ceb6"
+      },
+      "source": [
+        "# Download dataset\n",
+        "!gdown --id '1P4fGNb9JhJj8W0DA_Qrp7mbrRHfF5U_f' --output real_or_drawing.zip\n",
+        "# Unzip the files\n",
+        "!unzip real_or_drawing.zip"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
+            "  inflating: real_or_drawing/train_data/0/107.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/108.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/109.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/11.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/110.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/111.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/112.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/113.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/114.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/115.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/116.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/117.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/118.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/119.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/12.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/120.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/121.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/122.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/123.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/124.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/125.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/126.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/127.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/128.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/129.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/13.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/130.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/131.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/132.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/133.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/134.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/135.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/136.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/137.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/138.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/139.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/14.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/140.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/141.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/142.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/143.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/144.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/145.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/146.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/147.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/148.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/149.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/15.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/150.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/151.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/152.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/153.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/154.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/155.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/156.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/157.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/158.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/159.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/16.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/160.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/161.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/162.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/163.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/164.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/165.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/166.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/167.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/168.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/169.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/17.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/170.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/171.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/172.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/173.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/174.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/175.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/176.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/177.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/178.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/179.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/18.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/180.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/181.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/182.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/183.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/184.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/185.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/186.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/187.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/188.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/189.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/19.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/190.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/191.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/192.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/193.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/194.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/195.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/196.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/197.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/198.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/199.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/2.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/20.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/200.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/201.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/202.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/203.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/204.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/205.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/206.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/207.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/208.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/209.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/21.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/210.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/211.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/212.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/213.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/214.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/215.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/216.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/217.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/218.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/219.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/22.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/220.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/221.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/222.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/223.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/224.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/225.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/226.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/227.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/228.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/229.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/23.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/230.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/231.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/232.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/233.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/234.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/235.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/236.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/237.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/238.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/239.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/24.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/240.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/241.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/242.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/243.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/244.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/245.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/246.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/247.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/248.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/249.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/25.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/250.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/251.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/252.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/253.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/254.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/255.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/256.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/257.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/258.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/259.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/26.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/260.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/261.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/262.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/263.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/264.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/265.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/266.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/267.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/268.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/269.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/27.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/270.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/271.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/272.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/273.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/274.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/275.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/276.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/277.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/278.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/279.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/28.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/280.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/281.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/282.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/283.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/284.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/285.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/286.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/287.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/288.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/289.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/29.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/290.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/291.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/292.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/293.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/294.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/295.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/296.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/297.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/298.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/299.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/3.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/30.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/300.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/301.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/302.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/303.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/304.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/305.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/306.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/307.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/308.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/309.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/31.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/310.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/311.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/312.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/313.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/314.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/315.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/316.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/317.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/318.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/319.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/32.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/320.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/321.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/322.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/323.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/324.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/325.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/326.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/327.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/328.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/329.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/33.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/330.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/331.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/332.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/333.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/334.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/335.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/336.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/337.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/338.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/339.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/34.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/340.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/341.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/342.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/343.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/344.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/345.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/346.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/347.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/348.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/349.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/35.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/350.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/351.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/352.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/353.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/354.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/355.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/356.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/357.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/358.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/359.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/36.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/360.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/361.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/362.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/363.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/364.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/365.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/366.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/367.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/368.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/369.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/37.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/370.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/371.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/372.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/373.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/374.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/375.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/376.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/377.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/378.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/379.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/38.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/380.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/381.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/382.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/383.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/384.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/385.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/386.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/387.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/388.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/389.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/39.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/390.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/391.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/392.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/393.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/394.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/395.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/396.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/397.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/398.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/399.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/4.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/40.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/400.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/401.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/402.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/403.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/404.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/405.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/406.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/407.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/408.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/409.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/41.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/410.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/411.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/412.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/413.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/414.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/415.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/416.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/417.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/418.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/419.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/42.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/420.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/421.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/422.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/423.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/424.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/425.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/426.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/427.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/428.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/429.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/43.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/430.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/431.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/432.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/433.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/434.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/435.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/436.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/437.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/438.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/439.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/44.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/440.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/441.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/442.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/443.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/444.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/445.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/446.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/447.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/448.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/449.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/45.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/450.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/451.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/452.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/453.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/454.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/455.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/456.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/457.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/458.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/459.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/46.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/460.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/461.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/462.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/463.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/464.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/465.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/466.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/467.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/468.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/469.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/47.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/470.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/471.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/472.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/473.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/474.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/475.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/476.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/477.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/478.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/479.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/48.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/480.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/481.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/482.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/483.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/484.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/485.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/486.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/487.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/488.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/489.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/49.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/490.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/491.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/492.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/493.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/494.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/495.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/496.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/497.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/498.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/499.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/5.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/50.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/51.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/52.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/53.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/54.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/55.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/56.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/57.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/58.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/59.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/6.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/60.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/61.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/62.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/63.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/64.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/65.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/66.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/67.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/68.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/69.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/7.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/70.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/71.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/72.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/73.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/74.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/75.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/76.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/77.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/78.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/79.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/8.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/80.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/81.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/82.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/83.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/84.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/85.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/86.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/87.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/88.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/89.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/9.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/90.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/91.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/92.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/93.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/94.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/95.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/96.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/97.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/98.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/99.bmp  \n",
+            "   creating: real_or_drawing/train_data/1/\n",
+            "  inflating: real_or_drawing/train_data/1/500.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/501.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/502.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/503.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/504.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/505.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/506.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/507.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/508.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/509.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/510.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/511.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/512.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/513.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/514.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/515.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/516.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/517.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/518.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/519.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/520.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/521.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/522.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/523.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/524.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/525.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/526.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/527.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/528.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/529.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/530.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/531.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/532.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/533.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/534.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/535.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/536.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/537.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/538.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/539.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/540.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/541.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/542.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/543.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/544.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/545.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/546.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/547.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/548.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/549.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/550.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/551.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/552.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/553.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/554.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/555.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/556.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/557.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/558.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/559.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/560.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/561.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/562.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/563.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/564.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/565.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/566.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/567.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/568.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/569.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/570.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/571.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/572.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/573.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/574.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/575.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/576.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/577.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/578.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/579.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/580.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/581.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/582.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/583.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/584.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/585.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/586.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/587.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/588.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/589.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/590.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/591.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/592.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/593.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/594.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/595.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/596.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/597.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/598.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/599.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/600.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/601.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/602.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/603.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/604.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/605.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/606.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/607.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/608.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/609.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/610.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/611.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/612.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/613.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/614.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/615.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/616.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/617.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/618.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/619.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/620.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/621.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/622.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/623.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/624.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/625.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/626.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/627.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/628.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/629.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/630.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/631.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/632.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/633.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/634.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/635.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/636.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/637.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/638.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/639.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/640.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/641.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/642.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/643.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/644.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/645.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/646.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/647.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/648.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/649.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/650.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/651.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/652.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/653.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/654.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/655.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/656.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/657.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/658.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/659.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/660.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/661.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/662.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/663.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/664.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/665.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/666.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/667.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/668.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/669.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/670.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/671.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/672.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/673.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/674.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/675.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/676.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/677.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/678.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/679.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/680.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/681.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/682.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/683.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/684.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/685.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/686.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/687.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/688.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/689.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/690.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/691.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/692.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/693.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/694.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/695.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/696.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/697.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/698.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/699.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/700.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/701.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/702.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/703.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/704.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/705.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/706.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/707.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/708.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/709.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/710.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/711.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/712.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/713.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/714.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/715.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/716.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/717.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/718.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/719.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/720.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/721.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/722.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/723.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/724.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/725.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/726.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/727.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/728.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/729.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/730.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/731.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/732.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/733.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/734.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/735.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/736.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/737.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/738.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/739.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/740.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/741.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/742.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/743.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/744.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/745.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/746.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/747.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/748.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/749.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/750.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/751.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/752.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/753.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/754.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/755.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/756.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/757.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/758.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/759.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/760.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/761.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/762.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/763.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/764.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/765.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/766.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/767.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/768.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/769.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/770.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/771.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/772.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/773.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/774.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/775.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/776.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/777.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/778.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/779.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/780.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/781.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/782.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/783.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/784.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/785.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/786.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/787.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/788.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/789.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/790.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/791.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/792.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/793.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/794.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/795.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/796.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/797.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/798.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/799.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/800.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/801.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/802.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/803.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/804.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/805.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/806.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/807.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/808.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/809.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/810.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/811.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/812.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/813.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/814.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/815.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/816.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/817.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/818.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/819.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/820.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/821.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/822.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/823.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/824.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/825.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/826.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/827.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/828.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/829.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/830.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/831.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/832.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/833.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/834.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/835.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/836.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/837.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/838.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/839.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/840.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/841.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/842.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/843.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/844.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/845.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/846.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/847.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/848.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/849.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/850.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/851.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/852.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/853.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/854.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/855.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/856.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/857.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/858.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/859.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/860.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/861.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/862.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/863.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/864.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/865.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/866.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/867.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/868.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/869.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/870.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/871.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/872.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/873.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/874.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/875.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/876.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/877.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/878.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/879.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/880.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/881.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/882.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/883.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/884.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/885.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/886.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/887.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/888.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/889.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/890.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/891.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/892.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/893.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/894.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/895.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/896.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/897.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/898.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/899.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/900.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/901.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/902.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/903.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/904.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/905.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/906.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/907.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/908.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/909.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/910.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/911.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/912.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/913.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/914.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/915.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/916.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/917.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/918.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/919.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/920.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/921.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/922.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/923.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/924.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/925.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/926.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/927.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/928.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/929.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/930.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/931.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/932.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/933.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/934.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/935.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/936.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/937.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/938.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/939.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/940.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/941.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/942.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/943.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/944.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/945.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/946.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/947.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/948.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/949.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/950.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/951.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/952.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/953.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/954.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/955.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/956.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/957.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/958.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/959.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/960.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/961.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/962.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/963.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/964.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/965.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/966.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/967.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/968.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/969.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/970.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/971.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/972.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/973.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/974.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/975.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/976.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/977.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/978.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/979.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/980.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/981.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/982.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/983.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/984.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/985.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/986.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/987.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/988.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/989.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/990.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/991.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/992.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/993.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/994.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/995.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/996.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/997.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/998.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/999.bmp  \n",
+            "   creating: real_or_drawing/train_data/2/\n",
+            "  inflating: real_or_drawing/train_data/2/1000.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1001.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1002.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1003.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1004.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1005.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1006.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1007.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1008.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1009.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1010.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1011.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1012.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1013.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1014.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1015.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1016.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1017.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1018.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1019.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1020.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1021.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1022.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1023.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1024.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1025.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1026.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1027.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1028.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1029.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1030.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1031.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1032.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1033.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1034.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1035.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1036.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1037.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1038.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1039.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1040.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1041.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1042.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1043.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1044.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1045.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1046.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1047.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1048.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1049.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1050.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1051.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1052.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1053.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1054.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1055.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1056.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1057.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1058.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1059.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1060.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1061.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1062.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1063.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1064.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1065.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1066.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1067.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1068.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1069.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1070.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1071.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1072.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1073.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1074.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1075.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1076.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1077.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1078.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1079.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1080.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1081.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1082.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1083.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1084.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1085.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1086.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1087.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1088.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1089.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1090.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1091.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1092.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1093.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1094.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1095.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1096.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1097.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1098.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1099.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1100.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1101.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1102.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1103.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1104.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1105.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1106.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1107.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1108.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1109.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1110.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1111.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1112.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1113.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1114.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1115.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1116.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1117.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1118.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1119.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1120.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1121.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1122.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1123.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1124.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1125.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1126.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1127.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1128.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1129.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1130.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1131.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1132.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1133.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1134.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1135.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1136.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1137.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1138.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1139.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1140.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1141.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1142.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1143.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1144.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1145.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1146.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1147.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1148.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1149.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1150.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1151.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1152.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1153.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1154.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1155.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1156.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1157.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1158.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1159.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1160.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1161.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1162.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1163.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1164.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1165.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1166.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1167.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1168.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1169.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1170.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1171.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1172.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1173.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1174.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1175.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1176.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1177.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1178.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1179.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1180.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1181.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1182.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1183.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1184.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1185.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1186.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1187.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1188.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1189.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1190.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1191.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1192.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1193.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1194.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1195.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1196.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1197.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1198.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1199.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1200.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1201.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1202.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1203.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1204.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1205.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1206.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1207.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1208.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1209.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1210.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1211.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1212.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1213.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1214.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1215.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1216.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1217.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1218.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1219.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1220.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1221.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1222.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1223.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1224.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1225.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1226.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1227.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1228.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1229.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1230.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1231.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1232.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1233.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1234.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1235.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1236.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1237.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1238.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1239.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1240.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1241.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1242.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1243.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1244.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1245.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1246.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1247.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1248.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1249.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1250.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1251.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1252.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1253.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1254.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1255.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1256.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1257.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1258.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1259.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1260.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1261.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1262.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1263.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1264.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1265.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1266.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1267.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1268.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1269.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1270.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1271.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1272.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1273.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1274.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1275.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1276.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1277.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1278.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1279.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1280.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1281.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1282.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1283.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1284.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1285.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1286.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1287.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1288.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1289.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1290.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1291.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1292.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1293.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1294.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1295.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1296.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1297.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1298.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1299.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1300.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1301.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1302.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1303.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1304.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1305.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1306.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1307.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1308.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1309.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1310.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1311.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1312.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1313.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1314.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1315.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1316.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1317.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1318.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1319.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1320.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1321.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1322.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1323.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1324.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1325.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1326.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1327.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1328.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1329.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1330.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1331.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1332.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1333.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1334.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1335.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1336.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1337.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1338.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1339.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1340.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1341.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1342.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1343.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1344.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1345.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1346.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1347.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1348.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1349.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1350.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1351.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1352.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1353.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1354.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1355.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1356.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1357.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1358.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1359.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1360.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1361.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1362.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1363.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1364.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1365.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1366.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1367.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1368.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1369.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1370.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1371.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1372.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1373.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1374.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1375.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1376.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1377.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1378.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1379.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1380.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1381.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1382.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1383.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1384.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1385.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1386.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1387.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1388.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1389.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1390.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1391.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1392.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1393.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1394.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1395.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1396.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1397.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1398.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1399.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1400.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1401.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1402.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1403.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1404.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1405.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1406.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1407.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1408.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1409.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1410.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1411.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1412.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1413.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1414.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1415.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1416.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1417.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1418.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1419.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1420.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1421.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1422.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1423.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1424.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1425.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1426.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1427.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1428.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1429.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1430.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1431.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1432.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1433.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1434.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1435.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1436.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1437.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1438.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1439.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1440.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1441.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1442.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1443.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1444.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1445.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1446.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1447.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1448.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1449.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1450.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1451.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1452.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1453.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1454.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1455.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1456.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1457.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1458.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1459.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1460.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1461.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1462.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1463.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1464.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1465.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1466.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1467.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1468.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1469.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1470.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1471.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1472.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1473.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1474.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1475.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1476.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1477.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1478.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1479.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1480.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1481.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1482.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1483.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1484.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1485.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1486.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1487.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1488.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1489.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1490.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1491.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1492.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1493.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1494.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1495.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1496.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1497.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1498.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1499.bmp  \n",
+            "   creating: real_or_drawing/train_data/3/\n",
+            "  inflating: real_or_drawing/train_data/3/1500.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1501.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1502.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1503.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1504.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1505.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1506.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1507.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1508.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1509.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1510.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1511.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1512.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1513.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1514.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1515.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1516.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1517.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1518.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1519.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1520.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1521.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1522.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1523.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1524.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1525.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1526.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1527.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1528.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1529.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1530.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1531.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1532.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1533.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1534.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1535.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1536.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1537.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1538.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1539.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1540.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1541.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1542.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1543.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1544.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1545.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1546.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1547.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1548.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1549.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1550.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1551.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1552.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1553.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1554.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1555.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1556.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1557.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1558.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1559.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1560.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1561.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1562.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1563.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1564.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1565.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1566.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1567.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1568.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1569.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1570.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1571.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1572.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1573.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1574.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1575.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1576.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1577.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1578.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1579.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1580.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1581.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1582.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1583.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1584.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1585.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1586.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1587.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1588.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1589.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1590.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1591.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1592.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1593.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1594.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1595.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1596.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1597.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1598.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1599.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1600.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1601.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1602.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1603.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1604.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1605.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1606.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1607.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1608.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1609.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1610.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1611.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1612.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1613.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1614.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1615.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1616.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1617.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1618.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1619.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1620.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1621.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1622.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1623.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1624.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1625.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1626.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1627.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1628.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1629.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1630.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1631.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1632.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1633.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1634.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1635.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1636.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1637.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1638.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1639.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1640.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1641.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1642.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1643.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1644.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1645.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1646.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1647.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1648.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1649.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1650.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1651.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1652.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1653.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1654.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1655.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1656.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1657.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1658.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1659.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1660.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1661.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1662.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1663.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1664.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1665.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1666.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1667.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1668.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1669.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1670.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1671.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1672.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1673.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1674.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1675.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1676.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1677.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1678.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1679.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1680.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1681.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1682.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1683.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1684.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1685.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1686.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1687.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1688.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1689.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1690.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1691.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1692.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1693.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1694.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1695.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1696.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1697.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1698.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1699.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1700.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1701.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1702.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1703.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1704.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1705.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1706.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1707.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1708.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1709.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1710.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1711.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1712.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1713.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1714.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1715.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1716.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1717.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1718.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1719.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1720.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1721.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1722.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1723.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1724.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1725.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1726.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1727.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1728.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1729.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1730.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1731.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1732.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1733.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1734.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1735.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1736.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1737.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1738.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1739.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1740.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1741.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1742.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1743.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1744.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1745.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1746.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1747.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1748.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1749.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1750.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1751.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1752.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1753.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1754.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1755.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1756.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1757.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1758.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1759.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1760.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1761.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1762.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1763.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1764.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1765.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1766.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1767.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1768.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1769.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1770.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1771.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1772.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1773.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1774.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1775.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1776.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1777.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1778.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1779.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1780.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1781.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1782.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1783.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1784.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1785.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1786.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1787.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1788.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1789.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1790.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1791.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1792.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1793.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1794.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1795.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1796.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1797.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1798.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1799.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1800.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1801.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1802.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1803.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1804.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1805.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1806.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1807.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1808.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1809.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1810.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1811.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1812.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1813.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1814.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1815.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1816.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1817.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1818.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1819.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1820.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1821.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1822.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1823.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1824.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1825.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1826.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1827.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1828.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1829.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1830.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1831.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1832.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1833.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1834.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1835.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1836.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1837.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1838.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1839.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1840.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1841.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1842.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1843.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1844.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1845.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1846.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1847.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1848.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1849.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1850.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1851.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1852.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1853.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1854.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1855.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1856.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1857.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1858.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1859.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1860.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1861.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1862.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1863.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1864.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1865.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1866.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1867.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1868.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1869.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1870.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1871.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1872.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1873.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1874.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1875.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1876.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1877.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1878.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1879.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1880.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1881.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1882.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1883.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1884.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1885.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1886.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1887.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1888.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1889.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1890.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1891.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1892.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1893.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1894.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1895.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1896.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1897.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1898.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1899.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1900.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1901.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1902.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1903.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1904.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1905.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1906.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1907.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1908.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1909.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1910.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1911.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1912.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1913.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1914.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1915.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1916.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1917.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1918.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1919.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1920.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1921.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1922.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1923.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1924.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1925.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1926.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1927.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1928.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1929.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1930.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1931.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1932.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1933.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1934.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1935.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1936.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1937.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1938.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1939.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1940.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1941.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1942.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1943.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1944.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1945.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1946.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1947.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1948.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1949.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1950.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1951.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1952.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1953.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1954.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1955.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1956.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1957.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1958.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1959.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1960.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1961.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1962.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1963.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1964.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1965.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1966.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1967.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1968.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1969.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1970.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1971.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1972.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1973.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1974.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1975.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1976.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1977.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1978.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1979.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1980.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1981.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1982.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1983.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1984.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1985.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1986.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1987.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1988.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1989.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1990.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1991.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1992.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1993.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1994.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1995.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1996.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1997.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1998.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1999.bmp  \n",
+            "   creating: real_or_drawing/train_data/4/\n",
+            "  inflating: real_or_drawing/train_data/4/2000.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2001.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2002.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2003.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2004.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2005.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2006.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2007.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2008.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2009.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2010.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2011.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2012.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2013.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2014.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2015.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2016.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2017.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2018.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2019.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2020.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2021.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2022.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2023.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2024.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2025.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2026.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2027.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2028.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2029.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2030.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2031.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2032.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2033.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2034.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2035.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2036.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2037.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2038.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2039.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2040.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2041.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2042.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2043.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2044.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2045.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2046.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2047.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2048.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2049.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2050.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2051.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2052.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2053.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2054.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2055.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2056.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2057.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2058.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2059.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2060.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2061.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2062.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2063.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2064.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2065.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2066.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2067.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2068.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2069.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2070.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2071.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2072.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2073.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2074.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2075.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2076.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2077.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2078.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2079.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2080.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2081.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2082.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2083.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2084.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2085.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2086.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2087.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2088.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2089.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2090.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2091.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2092.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2093.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2094.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2095.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2096.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2097.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2098.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2099.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2100.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2101.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2102.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2103.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2104.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2105.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2106.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2107.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2108.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2109.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2110.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2111.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2112.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2113.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2114.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2115.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2116.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2117.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2118.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2119.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2120.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2121.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2122.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2123.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2124.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2125.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2126.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2127.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2128.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2129.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2130.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2131.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2132.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2133.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2134.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2135.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2136.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2137.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2138.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2139.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2140.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2141.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2142.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2143.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2144.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2145.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2146.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2147.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2148.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2149.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2150.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2151.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2152.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2153.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2154.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2155.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2156.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2157.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2158.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2159.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2160.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2161.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2162.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2163.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2164.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2165.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2166.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2167.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2168.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2169.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2170.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2171.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2172.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2173.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2174.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2175.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2176.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2177.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2178.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2179.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2180.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2181.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2182.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2183.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2184.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2185.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2186.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2187.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2188.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2189.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2190.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2191.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2192.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2193.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2194.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2195.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2196.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2197.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2198.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2199.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2200.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2201.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2202.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2203.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2204.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2205.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2206.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2207.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2208.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2209.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2210.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2211.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2212.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2213.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2214.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2215.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2216.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2217.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2218.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2219.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2220.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2221.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2222.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2223.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2224.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2225.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2226.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2227.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2228.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2229.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2230.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2231.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2232.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2233.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2234.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2235.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2236.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2237.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2238.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2239.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2240.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2241.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2242.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2243.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2244.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2245.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2246.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2247.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2248.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2249.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2250.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2251.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2252.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2253.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2254.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2255.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2256.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2257.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2258.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2259.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2260.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2261.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2262.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2263.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2264.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2265.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2266.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2267.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2268.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2269.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2270.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2271.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2272.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2273.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2274.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2275.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2276.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2277.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2278.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2279.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2280.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2281.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2282.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2283.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2284.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2285.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2286.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2287.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2288.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2289.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2290.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2291.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2292.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2293.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2294.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2295.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2296.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2297.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2298.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2299.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2300.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2301.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2302.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2303.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2304.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2305.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2306.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2307.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2308.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2309.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2310.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2311.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2312.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2313.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2314.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2315.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2316.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2317.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2318.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2319.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2320.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2321.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2322.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2323.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2324.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2325.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2326.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2327.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2328.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2329.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2330.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2331.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2332.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2333.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2334.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2335.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2336.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2337.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2338.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2339.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2340.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2341.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2342.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2343.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2344.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2345.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2346.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2347.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2348.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2349.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2350.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2351.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2352.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2353.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2354.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2355.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2356.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2357.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2358.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2359.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2360.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2361.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2362.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2363.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2364.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2365.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2366.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2367.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2368.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2369.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2370.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2371.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2372.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2373.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2374.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2375.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2376.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2377.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2378.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2379.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2380.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2381.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2382.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2383.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2384.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2385.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2386.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2387.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2388.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2389.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2390.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2391.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2392.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2393.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2394.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2395.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2396.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2397.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2398.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2399.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2400.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2401.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2402.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2403.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2404.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2405.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2406.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2407.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2408.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2409.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2410.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2411.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2412.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2413.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2414.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2415.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2416.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2417.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2418.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2419.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2420.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2421.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2422.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2423.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2424.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2425.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2426.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2427.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2428.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2429.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2430.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2431.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2432.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2433.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2434.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2435.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2436.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2437.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2438.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2439.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2440.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2441.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2442.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2443.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2444.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2445.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2446.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2447.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2448.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2449.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2450.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2451.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2452.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2453.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2454.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2455.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2456.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2457.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2458.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2459.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2460.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2461.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2462.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2463.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2464.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2465.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2466.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2467.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2468.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2469.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2470.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2471.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2472.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2473.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2474.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2475.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2476.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2477.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2478.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2479.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2480.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2481.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2482.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2483.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2484.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2485.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2486.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2487.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2488.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2489.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2490.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2491.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2492.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2493.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2494.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2495.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2496.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2497.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2498.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2499.bmp  \n",
+            "   creating: real_or_drawing/train_data/5/\n",
+            "  inflating: real_or_drawing/train_data/5/2500.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2501.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2502.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2503.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2504.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2505.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2506.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2507.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2508.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2509.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2510.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2511.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2512.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2513.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2514.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2515.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2516.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2517.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2518.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2519.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2520.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2521.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2522.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2523.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2524.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2525.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2526.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2527.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2528.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2529.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2530.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2531.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2532.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2533.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2534.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2535.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2536.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2537.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2538.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2539.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2540.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2541.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2542.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2543.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2544.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2545.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2546.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2547.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2548.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2549.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2550.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2551.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2552.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2553.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2554.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2555.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2556.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2557.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2558.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2559.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2560.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2561.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2562.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2563.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2564.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2565.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2566.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2567.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2568.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2569.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2570.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2571.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2572.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2573.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2574.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2575.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2576.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2577.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2578.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2579.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2580.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2581.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2582.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2583.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2584.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2585.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2586.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2587.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2588.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2589.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2590.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2591.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2592.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2593.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2594.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2595.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2596.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2597.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2598.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2599.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2600.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2601.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2602.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2603.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2604.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2605.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2606.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2607.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2608.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2609.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2610.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2611.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2612.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2613.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2614.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2615.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2616.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2617.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2618.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2619.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2620.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2621.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2622.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2623.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2624.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2625.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2626.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2627.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2628.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2629.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2630.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2631.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2632.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2633.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2634.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2635.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2636.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2637.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2638.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2639.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2640.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2641.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2642.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2643.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2644.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2645.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2646.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2647.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2648.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2649.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2650.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2651.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2652.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2653.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2654.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2655.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2656.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2657.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2658.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2659.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2660.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2661.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2662.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2663.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2664.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2665.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2666.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2667.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2668.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2669.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2670.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2671.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2672.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2673.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2674.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2675.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2676.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2677.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2678.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2679.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2680.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2681.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2682.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2683.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2684.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2685.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2686.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2687.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2688.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2689.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2690.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2691.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2692.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2693.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2694.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2695.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2696.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2697.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2698.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2699.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2700.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2701.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2702.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2703.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2704.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2705.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2706.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2707.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2708.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2709.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2710.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2711.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2712.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2713.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2714.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2715.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2716.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2717.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2718.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2719.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2720.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2721.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2722.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2723.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2724.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2725.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2726.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2727.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2728.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2729.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2730.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2731.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2732.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2733.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2734.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2735.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2736.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2737.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2738.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2739.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2740.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2741.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2742.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2743.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2744.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2745.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2746.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2747.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2748.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2749.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2750.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2751.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2752.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2753.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2754.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2755.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2756.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2757.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2758.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2759.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2760.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2761.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2762.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2763.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2764.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2765.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2766.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2767.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2768.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2769.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2770.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2771.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2772.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2773.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2774.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2775.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2776.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2777.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2778.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2779.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2780.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2781.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2782.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2783.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2784.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2785.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2786.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2787.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2788.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2789.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2790.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2791.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2792.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2793.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2794.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2795.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2796.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2797.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2798.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2799.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2800.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2801.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2802.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2803.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2804.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2805.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2806.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2807.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2808.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2809.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2810.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2811.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2812.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2813.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2814.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2815.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2816.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2817.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2818.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2819.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2820.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2821.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2822.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2823.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2824.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2825.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2826.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2827.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2828.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2829.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2830.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2831.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2832.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2833.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2834.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2835.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2836.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2837.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2838.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2839.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2840.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2841.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2842.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2843.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2844.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2845.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2846.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2847.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2848.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2849.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2850.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2851.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2852.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2853.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2854.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2855.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2856.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2857.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2858.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2859.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2860.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2861.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2862.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2863.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2864.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2865.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2866.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2867.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2868.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2869.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2870.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2871.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2872.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2873.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2874.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2875.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2876.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2877.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2878.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2879.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2880.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2881.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2882.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2883.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2884.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2885.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2886.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2887.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2888.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2889.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2890.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2891.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2892.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2893.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2894.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2895.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2896.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2897.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2898.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2899.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2900.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2901.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2902.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2903.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2904.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2905.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2906.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2907.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2908.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2909.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2910.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2911.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2912.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2913.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2914.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2915.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2916.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2917.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2918.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2919.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2920.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2921.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2922.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2923.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2924.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2925.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2926.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2927.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2928.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2929.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2930.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2931.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2932.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2933.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2934.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2935.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2936.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2937.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2938.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2939.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2940.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2941.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2942.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2943.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2944.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2945.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2946.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2947.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2948.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2949.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2950.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2951.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2952.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2953.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2954.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2955.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2956.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2957.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2958.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2959.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2960.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2961.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2962.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2963.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2964.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2965.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2966.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2967.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2968.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2969.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2970.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2971.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2972.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2973.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2974.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2975.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2976.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2977.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2978.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2979.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2980.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2981.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2982.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2983.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2984.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2985.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2986.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2987.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2988.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2989.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2990.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2991.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2992.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2993.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2994.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2995.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2996.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2997.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2998.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2999.bmp  \n",
+            "   creating: real_or_drawing/train_data/6/\n",
+            "  inflating: real_or_drawing/train_data/6/3000.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3001.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3002.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3003.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3004.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3005.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3006.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3007.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3008.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3009.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3010.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3011.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3012.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3013.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3014.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3015.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3016.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3017.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3018.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3019.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3020.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3021.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3022.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3023.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3024.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3025.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3026.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3027.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3028.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3029.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3030.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3031.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3032.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3033.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3034.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3035.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3036.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3037.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3038.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3039.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3040.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3041.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3042.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3043.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3044.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3045.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3046.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3047.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3048.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3049.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3050.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3051.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3052.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3053.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3054.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3055.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3056.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3057.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3058.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3059.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3060.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3061.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3062.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3063.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3064.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3065.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3066.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3067.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3068.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3069.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3070.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3071.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3072.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3073.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3074.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3075.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3076.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3077.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3078.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3079.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3080.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3081.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3082.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3083.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3084.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3085.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3086.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3087.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3088.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3089.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3090.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3091.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3092.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3093.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3094.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3095.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3096.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3097.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3098.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3099.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3100.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3101.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3102.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3103.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3104.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3105.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3106.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3107.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3108.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3109.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3110.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3111.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3112.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3113.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3114.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3115.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3116.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3117.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3118.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3119.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3120.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3121.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3122.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3123.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3124.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3125.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3126.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3127.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3128.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3129.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3130.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3131.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3132.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3133.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3134.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3135.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3136.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3137.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3138.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3139.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3140.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3141.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3142.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3143.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3144.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3145.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3146.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3147.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3148.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3149.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3150.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3151.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3152.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3153.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3154.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3155.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3156.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3157.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3158.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3159.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3160.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3161.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3162.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3163.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3164.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3165.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3166.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3167.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3168.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3169.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3170.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3171.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3172.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3173.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3174.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3175.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3176.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3177.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3178.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3179.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3180.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3181.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3182.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3183.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3184.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3185.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3186.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3187.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3188.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3189.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3190.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3191.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3192.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3193.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3194.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3195.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3196.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3197.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3198.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3199.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3200.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3201.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3202.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3203.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3204.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3205.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3206.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3207.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3208.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3209.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3210.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3211.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3212.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3213.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3214.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3215.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3216.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3217.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3218.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3219.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3220.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3221.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3222.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3223.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3224.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3225.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3226.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3227.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3228.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3229.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3230.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3231.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3232.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3233.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3234.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3235.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3236.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3237.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3238.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3239.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3240.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3241.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3242.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3243.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3244.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3245.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3246.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3247.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3248.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3249.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3250.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3251.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3252.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3253.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3254.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3255.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3256.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3257.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3258.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3259.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3260.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3261.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3262.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3263.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3264.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3265.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3266.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3267.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3268.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3269.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3270.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3271.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3272.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3273.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3274.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3275.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3276.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3277.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3278.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3279.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3280.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3281.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3282.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3283.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3284.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3285.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3286.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3287.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3288.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3289.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3290.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3291.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3292.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3293.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3294.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3295.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3296.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3297.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3298.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3299.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3300.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3301.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3302.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3303.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3304.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3305.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3306.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3307.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3308.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3309.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3310.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3311.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3312.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3313.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3314.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3315.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3316.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3317.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3318.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3319.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3320.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3321.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3322.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3323.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3324.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3325.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3326.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3327.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3328.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3329.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3330.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3331.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3332.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3333.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3334.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3335.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3336.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3337.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3338.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3339.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3340.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3341.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3342.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3343.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3344.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3345.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3346.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3347.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3348.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3349.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3350.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3351.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3352.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3353.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3354.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3355.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3356.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3357.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3358.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3359.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3360.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3361.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3362.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3363.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3364.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3365.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3366.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3367.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3368.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3369.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3370.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3371.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3372.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3373.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3374.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3375.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3376.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3377.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3378.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3379.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3380.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3381.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3382.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3383.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3384.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3385.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3386.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3387.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3388.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3389.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3390.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3391.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3392.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3393.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3394.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3395.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3396.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3397.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3398.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3399.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3400.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3401.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3402.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3403.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3404.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3405.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3406.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3407.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3408.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3409.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3410.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3411.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3412.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3413.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3414.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3415.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3416.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3417.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3418.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3419.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3420.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3421.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3422.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3423.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3424.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3425.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3426.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3427.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3428.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3429.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3430.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3431.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3432.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3433.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3434.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3435.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3436.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3437.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3438.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3439.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3440.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3441.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3442.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3443.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3444.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3445.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3446.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3447.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3448.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3449.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3450.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3451.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3452.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3453.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3454.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3455.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3456.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3457.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3458.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3459.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3460.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3461.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3462.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3463.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3464.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3465.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3466.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3467.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3468.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3469.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3470.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3471.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3472.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3473.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3474.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3475.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3476.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3477.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3478.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3479.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3480.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3481.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3482.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3483.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3484.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3485.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3486.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3487.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3488.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3489.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3490.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3491.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3492.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3493.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3494.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3495.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3496.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3497.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3498.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3499.bmp  \n",
+            "   creating: real_or_drawing/train_data/7/\n",
+            "  inflating: real_or_drawing/train_data/7/3500.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3501.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3502.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3503.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3504.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3505.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3506.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3507.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3508.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3509.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3510.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3511.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3512.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3513.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3514.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3515.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3516.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3517.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3518.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3519.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3520.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3521.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3522.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3523.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3524.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3525.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3526.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3527.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3528.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3529.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3530.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3531.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3532.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3533.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3534.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3535.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3536.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3537.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3538.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3539.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3540.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3541.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3542.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3543.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3544.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3545.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3546.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3547.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3548.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3549.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3550.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3551.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3552.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3553.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3554.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3555.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3556.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3557.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3558.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3559.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3560.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3561.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3562.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3563.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3564.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3565.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3566.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3567.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3568.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3569.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3570.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3571.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3572.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3573.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3574.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3575.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3576.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3577.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3578.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3579.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3580.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3581.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3582.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3583.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3584.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3585.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3586.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3587.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3588.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3589.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3590.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3591.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3592.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3593.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3594.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3595.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3596.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3597.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3598.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3599.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3600.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3601.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3602.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3603.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3604.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3605.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3606.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3607.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3608.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3609.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3610.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3611.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3612.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3613.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3614.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3615.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3616.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3617.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3618.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3619.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3620.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3621.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3622.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3623.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3624.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3625.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3626.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3627.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3628.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3629.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3630.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3631.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3632.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3633.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3634.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3635.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3636.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3637.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3638.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3639.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3640.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3641.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3642.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3643.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3644.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3645.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3646.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3647.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3648.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3649.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3650.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3651.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3652.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3653.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3654.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3655.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3656.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3657.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3658.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3659.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3660.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3661.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3662.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3663.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3664.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3665.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3666.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3667.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3668.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3669.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3670.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3671.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3672.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3673.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3674.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3675.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3676.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3677.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3678.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3679.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3680.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3681.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3682.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3683.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3684.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3685.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3686.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3687.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3688.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3689.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3690.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3691.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3692.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3693.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3694.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3695.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3696.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3697.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3698.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3699.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3700.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3701.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3702.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3703.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3704.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3705.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3706.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3707.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3708.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3709.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3710.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3711.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3712.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3713.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3714.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3715.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3716.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3717.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3718.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3719.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3720.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3721.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3722.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3723.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3724.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3725.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3726.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3727.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3728.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3729.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3730.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3731.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3732.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3733.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3734.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3735.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3736.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3737.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3738.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3739.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3740.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3741.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3742.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3743.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3744.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3745.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3746.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3747.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3748.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3749.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3750.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3751.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3752.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3753.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3754.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3755.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3756.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3757.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3758.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3759.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3760.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3761.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3762.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3763.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3764.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3765.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3766.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3767.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3768.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3769.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3770.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3771.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3772.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3773.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3774.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3775.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3776.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3777.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3778.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3779.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3780.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3781.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3782.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3783.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3784.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3785.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3786.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3787.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3788.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3789.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3790.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3791.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3792.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3793.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3794.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3795.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3796.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3797.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3798.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3799.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3800.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3801.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3802.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3803.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3804.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3805.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3806.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3807.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3808.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3809.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3810.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3811.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3812.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3813.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3814.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3815.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3816.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3817.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3818.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3819.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3820.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3821.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3822.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3823.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3824.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3825.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3826.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3827.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3828.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3829.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3830.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3831.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3832.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3833.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3834.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3835.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3836.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3837.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3838.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3839.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3840.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3841.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3842.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3843.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3844.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3845.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3846.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3847.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3848.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3849.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3850.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3851.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3852.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3853.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3854.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3855.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3856.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3857.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3858.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3859.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3860.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3861.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3862.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3863.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3864.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3865.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3866.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3867.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3868.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3869.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3870.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3871.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3872.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3873.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3874.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3875.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3876.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3877.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3878.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3879.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3880.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3881.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3882.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3883.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3884.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3885.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3886.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3887.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3888.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3889.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3890.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3891.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3892.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3893.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3894.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3895.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3896.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3897.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3898.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3899.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3900.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3901.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3902.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3903.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3904.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3905.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3906.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3907.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3908.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3909.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3910.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3911.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3912.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3913.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3914.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3915.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3916.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3917.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3918.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3919.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3920.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3921.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3922.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3923.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3924.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3925.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3926.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3927.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3928.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3929.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3930.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3931.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3932.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3933.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3934.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3935.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3936.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3937.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3938.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3939.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3940.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3941.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3942.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3943.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3944.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3945.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3946.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3947.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3948.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3949.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3950.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3951.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3952.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3953.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3954.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3955.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3956.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3957.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3958.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3959.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3960.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3961.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3962.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3963.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3964.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3965.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3966.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3967.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3968.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3969.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3970.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3971.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3972.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3973.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3974.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3975.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3976.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3977.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3978.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3979.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3980.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3981.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3982.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3983.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3984.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3985.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3986.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3987.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3988.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3989.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3990.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3991.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3992.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3993.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3994.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3995.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3996.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3997.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3998.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3999.bmp  \n",
+            "   creating: real_or_drawing/train_data/8/\n",
+            "  inflating: real_or_drawing/train_data/8/4000.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4001.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4002.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4003.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4004.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4005.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4006.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4007.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4008.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4009.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4010.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4011.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4012.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4013.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4014.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4015.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4016.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4017.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4018.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4019.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4020.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4021.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4022.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4023.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4024.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4025.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4026.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4027.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4028.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4029.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4030.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4031.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4032.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4033.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4034.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4035.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4036.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4037.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4038.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4039.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4040.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4041.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4042.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4043.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4044.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4045.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4046.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4047.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4048.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4049.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4050.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4051.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4052.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4053.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4054.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4055.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4056.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4057.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4058.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4059.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4060.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4061.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4062.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4063.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4064.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4065.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4066.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4067.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4068.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4069.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4070.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4071.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4072.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4073.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4074.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4075.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4076.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4077.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4078.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4079.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4080.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4081.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4082.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4083.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4084.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4085.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4086.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4087.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4088.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4089.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4090.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4091.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4092.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4093.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4094.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4095.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4096.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4097.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4098.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4099.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4100.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4101.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4102.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4103.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4104.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4105.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4106.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4107.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4108.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4109.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4110.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4111.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4112.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4113.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4114.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4115.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4116.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4117.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4118.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4119.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4120.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4121.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4122.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4123.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4124.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4125.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4126.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4127.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4128.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4129.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4130.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4131.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4132.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4133.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4134.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4135.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4136.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4137.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4138.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4139.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4140.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4141.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4142.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4143.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4144.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4145.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4146.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4147.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4148.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4149.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4150.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4151.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4152.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4153.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4154.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4155.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4156.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4157.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4158.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4159.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4160.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4161.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4162.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4163.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4164.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4165.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4166.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4167.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4168.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4169.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4170.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4171.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4172.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4173.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4174.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4175.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4176.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4177.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4178.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4179.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4180.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4181.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4182.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4183.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4184.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4185.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4186.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4187.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4188.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4189.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4190.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4191.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4192.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4193.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4194.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4195.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4196.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4197.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4198.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4199.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4200.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4201.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4202.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4203.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4204.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4205.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4206.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4207.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4208.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4209.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4210.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4211.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4212.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4213.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4214.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4215.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4216.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4217.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4218.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4219.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4220.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4221.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4222.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4223.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4224.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4225.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4226.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4227.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4228.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4229.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4230.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4231.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4232.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4233.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4234.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4235.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4236.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4237.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4238.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4239.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4240.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4241.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4242.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4243.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4244.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4245.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4246.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4247.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4248.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4249.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4250.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4251.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4252.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4253.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4254.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4255.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4256.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4257.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4258.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4259.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4260.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4261.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4262.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4263.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4264.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4265.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4266.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4267.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4268.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4269.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4270.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4271.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4272.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4273.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4274.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4275.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4276.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4277.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4278.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4279.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4280.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4281.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4282.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4283.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4284.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4285.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4286.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4287.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4288.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4289.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4290.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4291.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4292.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4293.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4294.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4295.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4296.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4297.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4298.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4299.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4300.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4301.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4302.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4303.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4304.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4305.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4306.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4307.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4308.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4309.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4310.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4311.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4312.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4313.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4314.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4315.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4316.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4317.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4318.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4319.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4320.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4321.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4322.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4323.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4324.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4325.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4326.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4327.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4328.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4329.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4330.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4331.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4332.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4333.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4334.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4335.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4336.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4337.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4338.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4339.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4340.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4341.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4342.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4343.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4344.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4345.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4346.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4347.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4348.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4349.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4350.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4351.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4352.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4353.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4354.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4355.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4356.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4357.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4358.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4359.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4360.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4361.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4362.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4363.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4364.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4365.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4366.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4367.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4368.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4369.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4370.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4371.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4372.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4373.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4374.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4375.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4376.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4377.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4378.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4379.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4380.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4381.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4382.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4383.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4384.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4385.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4386.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4387.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4388.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4389.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4390.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4391.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4392.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4393.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4394.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4395.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4396.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4397.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4398.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4399.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4400.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4401.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4402.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4403.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4404.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4405.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4406.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4407.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4408.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4409.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4410.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4411.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4412.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4413.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4414.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4415.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4416.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4417.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4418.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4419.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4420.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4421.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4422.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4423.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4424.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4425.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4426.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4427.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4428.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4429.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4430.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4431.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4432.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4433.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4434.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4435.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4436.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4437.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4438.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4439.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4440.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4441.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4442.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4443.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4444.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4445.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4446.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4447.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4448.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4449.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4450.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4451.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4452.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4453.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4454.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4455.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4456.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4457.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4458.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4459.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4460.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4461.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4462.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4463.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4464.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4465.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4466.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4467.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4468.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4469.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4470.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4471.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4472.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4473.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4474.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4475.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4476.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4477.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4478.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4479.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4480.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4481.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4482.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4483.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4484.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4485.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4486.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4487.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4488.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4489.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4490.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4491.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4492.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4493.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4494.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4495.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4496.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4497.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4498.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4499.bmp  \n",
+            "   creating: real_or_drawing/train_data/9/\n",
+            "  inflating: real_or_drawing/train_data/9/4500.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4501.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4502.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4503.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4504.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4505.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4506.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4507.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4508.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4509.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4510.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4511.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4512.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4513.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4514.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4515.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4516.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4517.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4518.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4519.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4520.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4521.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4522.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4523.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4524.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4525.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4526.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4527.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4528.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4529.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4530.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4531.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4532.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4533.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4534.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4535.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4536.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4537.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4538.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4539.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4540.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4541.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4542.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4543.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4544.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4545.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4546.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4547.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4548.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4549.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4550.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4551.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4552.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4553.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4554.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4555.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4556.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4557.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4558.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4559.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4560.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4561.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4562.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4563.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4564.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4565.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4566.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4567.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4568.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4569.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4570.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4571.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4572.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4573.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4574.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4575.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4576.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4577.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4578.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4579.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4580.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4581.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4582.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4583.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4584.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4585.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4586.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4587.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4588.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4589.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4590.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4591.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4592.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4593.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4594.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4595.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4596.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4597.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4598.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4599.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4600.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4601.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4602.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4603.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4604.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4605.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4606.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4607.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4608.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4609.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4610.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4611.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4612.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4613.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4614.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4615.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4616.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4617.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4618.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4619.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4620.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4621.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4622.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4623.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4624.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4625.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4626.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4627.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4628.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4629.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4630.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4631.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4632.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4633.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4634.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4635.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4636.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4637.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4638.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4639.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4640.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4641.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4642.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4643.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4644.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4645.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4646.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4647.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4648.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4649.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4650.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4651.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4652.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4653.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4654.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4655.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4656.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4657.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4658.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4659.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4660.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4661.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4662.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4663.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4664.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4665.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4666.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4667.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4668.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4669.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4670.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4671.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4672.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4673.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4674.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4675.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4676.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4677.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4678.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4679.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4680.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4681.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4682.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4683.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4684.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4685.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4686.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4687.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4688.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4689.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4690.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4691.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4692.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4693.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4694.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4695.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4696.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4697.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4698.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4699.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4700.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4701.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4702.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4703.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4704.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4705.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4706.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4707.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4708.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4709.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4710.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4711.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4712.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4713.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4714.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4715.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4716.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4717.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4718.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4719.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4720.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4721.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4722.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4723.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4724.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4725.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4726.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4727.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4728.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4729.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4730.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4731.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4732.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4733.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4734.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4735.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4736.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4737.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4738.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4739.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4740.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4741.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4742.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4743.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4744.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4745.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4746.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4747.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4748.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4749.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4750.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4751.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4752.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4753.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4754.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4755.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4756.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4757.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4758.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4759.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4760.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4761.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4762.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4763.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4764.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4765.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4766.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4767.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4768.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4769.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4770.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4771.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4772.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4773.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4774.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4775.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4776.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4777.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4778.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4779.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4780.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4781.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4782.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4783.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4784.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4785.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4786.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4787.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4788.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4789.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4790.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4791.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4792.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4793.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4794.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4795.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4796.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4797.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4798.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4799.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4800.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4801.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4802.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4803.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4804.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4805.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4806.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4807.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4808.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4809.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4810.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4811.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4812.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4813.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4814.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4815.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4816.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4817.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4818.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4819.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4820.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4821.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4822.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4823.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4824.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4825.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4826.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4827.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4828.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4829.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4830.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4831.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4832.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4833.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4834.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4835.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4836.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4837.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4838.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4839.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4840.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4841.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4842.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4843.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4844.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4845.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4846.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4847.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4848.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4849.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4850.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4851.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4852.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4853.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4854.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4855.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4856.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4857.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4858.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4859.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4860.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4861.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4862.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4863.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4864.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4865.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4866.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4867.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4868.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4869.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4870.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4871.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4872.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4873.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4874.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4875.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4876.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4877.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4878.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4879.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4880.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4881.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4882.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4883.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4884.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4885.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4886.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4887.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4888.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4889.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4890.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4891.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4892.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4893.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4894.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4895.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4896.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4897.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4898.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4899.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4900.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4901.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4902.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4903.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4904.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4905.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4906.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4907.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4908.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4909.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4910.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4911.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4912.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4913.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4914.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4915.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4916.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4917.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4918.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4919.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4920.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4921.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4922.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4923.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4924.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4925.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4926.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4927.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4928.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4929.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4930.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4931.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4932.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4933.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4934.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4935.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4936.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4937.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4938.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4939.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4940.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4941.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4942.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4943.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4944.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4945.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4946.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4947.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4948.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4949.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4950.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4951.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4952.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4953.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4954.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4955.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4956.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4957.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4958.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4959.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4960.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4961.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4962.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4963.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4964.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4965.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4966.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4967.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4968.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4969.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4970.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4971.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4972.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4973.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4974.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4975.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4976.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4977.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4978.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4979.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4980.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4981.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4982.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4983.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4984.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4985.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4986.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4987.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4988.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4989.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4990.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4991.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4992.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4993.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4994.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4995.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4996.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4997.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4998.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4999.bmp  \n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "0_uO-ZSDoR6i",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 136
+        },
+        "outputId": "18f1a1f9-5a11-4437-a94f-5b98114c7421"
+      },
+      "source": [
+        "import matplotlib.pyplot as plt\n",
+        "\n",
+        "def no_axis_show(img, title='', cmap=None):\n",
+        "  # imshow, and set the interpolation mode to be \"nearest\"。\n",
+        "  fig = plt.imshow(img, interpolation='nearest', cmap=cmap)\n",
+        "  # do not show the axes in the images.\n",
+        "  fig.axes.get_xaxis().set_visible(False)\n",
+        "  fig.axes.get_yaxis().set_visible(False)\n",
+        "  plt.title(title)\n",
+        "\n",
+        "titles = ['horse', 'bed', 'clock', 'apple', 'cat', 'plane', 'television', 'dog', 'dolphin', 'spider']\n",
+        "plt.figure(figsize=(18, 18))\n",
+        "for i in range(10):\n",
+        "  plt.subplot(1, 10, i+1)\n",
+        "  fig = no_axis_show(plt.imread(f'real_or_drawing/train_data/{i}/{500*i}.bmp'), title=titles[i])"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/4AAAB3CAYAAAC6y5tAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBsM5xv8Di5ncn1yWphAAAAAASUVORK5CYII=\n",
+            "text/plain": [
+              "<Figure size 1296x1296 with 10 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "3eMs7DbVt4Ee",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 120
+        },
+        "outputId": "1a9814f9-5956-4254-c65c-f7deb4241247"
+      },
+      "source": [
+        "plt.figure(figsize=(18, 18))\n",
+        "for i in range(10):\n",
+        "  plt.subplot(1, 10, i+1)\n",
+        "  fig = no_axis_show(plt.imread(f'real_or_drawing/test_data/0/' + str(i).rjust(5, '0') + '.bmp'))"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/4AAABnCAYAAAC5HZnbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
+            "text/plain": [
+              "<Figure size 1296x1296 with 10 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "moXQw9To5TqZ"
+      },
+      "source": [
+        "# Special Domain Knowledge\n",
+        "\n",
+        "When we graffiti, we usually draw the outline only, therefore we can perform edge detection processing on the source data to make it more similar to the target data.\n",
+        "\n",
+        "\n",
+        "## Canny Edge Detection\n",
+        "The implementation of Canny Edge Detection is as follow.\n",
+        "The algorithm will not be describe thoroughly here.  If you are interested, please refer to the wiki or [here](https://medium.com/@pomelyu5199/canny-edge-detector-%E5%AF%A6%E4%BD%9C-opencv-f7d1a0a57d19).\n",
+        "\n",
+        "We only need two parameters to implement Canny Edge Detection with CV2:  `low_threshold` and `high_threshold`.\n",
+        "\n",
+        "```cv2.Canny(image, low_threshold, high_threshold)```\n",
+        "\n",
+        "Simply put, when the edge value exceeds the high_threshold, we determine it as an edge. If the edge value is only above low_threshold, we will then determine whether it is an edge or not.\n",
+        "\n",
+        "Let's implement it on the source data."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "mn2MkDLV7E2-",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 278
+        },
+        "outputId": "99414b46-b70a-4d39-81d3-666e28835596"
+      },
+      "source": [
+        "import cv2\n",
+        "import matplotlib.pyplot as plt\n",
+        "titles = ['horse', 'bed', 'clock', 'apple', 'cat', 'plane', 'television', 'dog', 'dolphin', 'spider']\n",
+        "plt.figure(figsize=(18, 18))\n",
+        "\n",
+        "original_img = plt.imread(f'real_or_drawing/train_data/0/0.bmp')\n",
+        "plt.subplot(1, 5, 1)\n",
+        "no_axis_show(original_img, title='original')\n",
+        "\n",
+        "gray_img = cv2.cvtColor(original_img, cv2.COLOR_RGB2GRAY)\n",
+        "plt.subplot(1, 5, 2)\n",
+        "no_axis_show(gray_img, title='gray scale', cmap='gray')\n",
+        "\n",
+        "gray_img = cv2.cvtColor(original_img, cv2.COLOR_RGB2GRAY)\n",
+        "plt.subplot(1, 5, 2)\n",
+        "no_axis_show(gray_img, title='gray scale', cmap='gray')\n",
+        "\n",
+        "canny_50100 = cv2.Canny(gray_img, 50, 100)\n",
+        "plt.subplot(1, 5, 3)\n",
+        "no_axis_show(canny_50100, title='Canny(50, 100)', cmap='gray')\n",
+        "\n",
+        "canny_150200 = cv2.Canny(gray_img, 150, 200)\n",
+        "plt.subplot(1, 5, 4)\n",
+        "no_axis_show(canny_150200, title='Canny(150, 200)', cmap='gray')\n",
+        "\n",
+        "canny_250300 = cv2.Canny(gray_img, 250, 300)\n",
+        "plt.subplot(1, 5, 5)\n",
+        "no_axis_show(canny_250300, title='Canny(250, 300)', cmap='gray')\n",
+        "  "
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:15: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
+            "  from ipykernel import kernelapp as app\n"
+          ],
+          "name": "stderr"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/4AAADPCAYAAABMUgpYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
+            "text/plain": [
+              "<Figure size 1296x1296 with 5 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "8THSdt_hmwYh"
+      },
+      "source": [
+        "# Data Process\n",
+        " \n",
+        " \n",
+        "The data is suitible for `torchvision.ImageFolder`. You can create a dataset with `torchvision.ImageFolder`. Details for image augmentation please refer to the comments in the following codes."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "WZHIBGknmi8Z"
+      },
+      "source": [
+        "import numpy as np\n",
+        "import torch\n",
+        "import torch.nn as nn\n",
+        "import torch.nn.functional as F\n",
+        "from torch.autograd import Function\n",
+        " \n",
+        "import torch.optim as optim\n",
+        "import torchvision.transforms as transforms\n",
+        "from torchvision.datasets import ImageFolder\n",
+        "from torch.utils.data import DataLoader\n",
+        " \n",
+        "source_transform = transforms.Compose([\n",
+        "    # Turn RGB to grayscale. (Bacause Canny do not support RGB images.)\n",
+        "    transforms.Grayscale(),\n",
+        "    # cv2 do not support skimage.Image, so we transform it to np.array, \n",
+        "    # and then adopt cv2.Canny algorithm.\n",
+        "    transforms.Lambda(lambda x: cv2.Canny(np.array(x), 170, 300)),\n",
+        "    # Transform np.array back to the skimage.Image.\n",
+        "    transforms.ToPILImage(),\n",
+        "    # 50% Horizontal Flip. (For Augmentation)\n",
+        "    transforms.RandomHorizontalFlip(),\n",
+        "    # Rotate +- 15 degrees. (For Augmentation), and filled with zero \n",
+        "    # if there's empty pixel after rotation.\n",
+        "    transforms.RandomRotation(15, fill=(0,)),\n",
+        "    # Transform to tensor for model inputs.\n",
+        "    transforms.ToTensor(),\n",
+        "])\n",
+        "target_transform = transforms.Compose([\n",
+        "    # Turn RGB to grayscale.\n",
+        "    transforms.Grayscale(),\n",
+        "    # Resize: size of source data is 32x32, thus we need to \n",
+        "    #  enlarge the size of target data from 28x28 to 32x32。\n",
+        "    transforms.Resize((32, 32)),\n",
+        "    # 50% Horizontal Flip. (For Augmentation)\n",
+        "    transforms.RandomHorizontalFlip(),\n",
+        "    # Rotate +- 15 degrees. (For Augmentation), and filled with zero \n",
+        "    # if there's empty pixel after rotation.\n",
+        "    transforms.RandomRotation(15, fill=(0,)),\n",
+        "    # Transform to tensor for model inputs.\n",
+        "    transforms.ToTensor(),\n",
+        "])\n",
+        " \n",
+        "source_dataset = ImageFolder('real_or_drawing/train_data', transform=source_transform)\n",
+        "target_dataset = ImageFolder('real_or_drawing/test_data', transform=target_transform)\n",
+        " \n",
+        "source_dataloader = DataLoader(source_dataset, batch_size=32, shuffle=True)\n",
+        "target_dataloader = DataLoader(target_dataset, batch_size=32, shuffle=True)\n",
+        "test_dataloader = DataLoader(target_dataset, batch_size=128, shuffle=False)"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "hdwDEMrOycs5"
+      },
+      "source": [
+        "# Model\n",
+        "\n",
+        "Feature Extractor: Classic VGG-like architecture\n",
+        "\n",
+        "Label Predictor / Domain Classifier: Linear models."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "3uw2eP09z-pD"
+      },
+      "source": [
+        "class FeatureExtractor(nn.Module):\n",
+        "\n",
+        "    def __init__(self):\n",
+        "        super(FeatureExtractor, self).__init__()\n",
+        "\n",
+        "        self.conv = nn.Sequential(\n",
+        "            nn.Conv2d(1, 64, 3, 1, 1),\n",
+        "            nn.BatchNorm2d(64),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2),\n",
+        "\n",
+        "            nn.Conv2d(64, 128, 3, 1, 1),\n",
+        "            nn.BatchNorm2d(128),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2),\n",
+        "\n",
+        "            nn.Conv2d(128, 256, 3, 1, 1),\n",
+        "            nn.BatchNorm2d(256),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2),\n",
+        "\n",
+        "            nn.Conv2d(256, 256, 3, 1, 1),\n",
+        "            nn.BatchNorm2d(256),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2),\n",
+        "\n",
+        "            nn.Conv2d(256, 512, 3, 1, 1),\n",
+        "            nn.BatchNorm2d(512),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2)\n",
+        "        )\n",
+        "        \n",
+        "    def forward(self, x):\n",
+        "        x = self.conv(x).squeeze()\n",
+        "        return x\n",
+        "\n",
+        "class LabelPredictor(nn.Module):\n",
+        "\n",
+        "    def __init__(self):\n",
+        "        super(LabelPredictor, self).__init__()\n",
+        "\n",
+        "        self.layer = nn.Sequential(\n",
+        "            nn.Linear(512, 512),\n",
+        "            nn.ReLU(),\n",
+        "\n",
+        "            nn.Linear(512, 512),\n",
+        "            nn.ReLU(),\n",
+        "\n",
+        "            nn.Linear(512, 10),\n",
+        "        )\n",
+        "\n",
+        "    def forward(self, h):\n",
+        "        c = self.layer(h)\n",
+        "        return c\n",
+        "\n",
+        "class DomainClassifier(nn.Module):\n",
+        "\n",
+        "    def __init__(self):\n",
+        "        super(DomainClassifier, self).__init__()\n",
+        "\n",
+        "        self.layer = nn.Sequential(\n",
+        "            nn.Linear(512, 512),\n",
+        "            nn.BatchNorm1d(512),\n",
+        "            nn.ReLU(),\n",
+        "\n",
+        "            nn.Linear(512, 512),\n",
+        "            nn.BatchNorm1d(512),\n",
+        "            nn.ReLU(),\n",
+        "\n",
+        "            nn.Linear(512, 512),\n",
+        "            nn.BatchNorm1d(512),\n",
+        "            nn.ReLU(),\n",
+        "\n",
+        "            nn.Linear(512, 512),\n",
+        "            nn.BatchNorm1d(512),\n",
+        "            nn.ReLU(),\n",
+        "\n",
+        "            nn.Linear(512, 1),\n",
+        "        )\n",
+        "\n",
+        "    def forward(self, h):\n",
+        "        y = self.layer(h)\n",
+        "        return y"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "lxdBIPhF0Icb"
+      },
+      "source": [
+        "# Pre-processing\n",
+        "\n",
+        "Here we use Adam as our optimizor."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "hrxKelBy0PJ7"
+      },
+      "source": [
+        "feature_extractor = FeatureExtractor().cuda()\n",
+        "label_predictor = LabelPredictor().cuda()\n",
+        "domain_classifier = DomainClassifier().cuda()\n",
+        "\n",
+        "class_criterion = nn.CrossEntropyLoss()\n",
+        "domain_criterion = nn.BCEWithLogitsLoss()\n",
+        "\n",
+        "optimizer_F = optim.Adam(feature_extractor.parameters())\n",
+        "optimizer_C = optim.Adam(label_predictor.parameters())\n",
+        "optimizer_D = optim.Adam(domain_classifier.parameters())"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "xuAE4cqJ0itR"
+      },
+      "source": [
+        "# Start Training\n",
+        "\n",
+        "\n",
+        "## DaNN Implementation\n",
+        "\n",
+        "In the original paper, Gradient Reversal Layer is used.\n",
+        "Feature Extractor, Label Predictor, and Domain Classifier are all trained at the same time. In this code, we train Domain Classifier first, and then train our Feature Extractor (same concept as Generator and Discriminator training process in GAN).\n",
+        "\n",
+        "## Reminder\n",
+        "* Lambda, which controls the domain adversarial loss, is adaptive in the original paper. You can refer to [the original work](https://arxiv.org/pdf/1505.07818.pdf) . Here lambda is set to 0.1.\n",
+        "* We do not have the label to target data, you can only evaluate your model by uploading your result to kaggle.:)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "lRAFFKvX0p9y",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "outputId": "eb1a0cd7-e2fd-49c2-e6c2-28d90b87a813"
+      },
+      "source": [
+        "def train_epoch(source_dataloader, target_dataloader, lamb):\n",
+        "    '''\n",
+        "      Args:\n",
+        "        source_dataloader: source data的dataloader\n",
+        "        target_dataloader: target data的dataloader\n",
+        "        lamb: control the balance of domain adaptatoin and classification.\n",
+        "    '''\n",
+        "\n",
+        "    # D loss: Domain Classifier的loss\n",
+        "    # F loss: Feature Extrator & Label Predictor的loss\n",
+        "    running_D_loss, running_F_loss = 0.0, 0.0\n",
+        "    total_hit, total_num = 0.0, 0.0\n",
+        "\n",
+        "    for i, ((source_data, source_label), (target_data, _)) in enumerate(zip(source_dataloader, target_dataloader)):\n",
+        "\n",
+        "        source_data = source_data.cuda()\n",
+        "        source_label = source_label.cuda()\n",
+        "        target_data = target_data.cuda()\n",
+        "        \n",
+        "        # Mixed the source data and target data, or it'll mislead the running params\n",
+        "        #   of batch_norm. (runnning mean/var of soucre and target data are different.)\n",
+        "        mixed_data = torch.cat([source_data, target_data], dim=0)\n",
+        "        domain_label = torch.zeros([source_data.shape[0] + target_data.shape[0], 1]).cuda()\n",
+        "        # set domain label of source data to be 1.\n",
+        "        domain_label[:source_data.shape[0]] = 1\n",
+        "\n",
+        "        # Step 1 : train domain classifier\n",
+        "        feature = feature_extractor(mixed_data)\n",
+        "        # We don't need to train feature extractor in step 1.\n",
+        "        # Thus we detach the feature neuron to avoid backpropgation.\n",
+        "        domain_logits = domain_classifier(feature.detach())\n",
+        "        loss = domain_criterion(domain_logits, domain_label)\n",
+        "        running_D_loss+= loss.item()\n",
+        "        loss.backward()\n",
+        "        optimizer_D.step()\n",
+        "\n",
+        "        # Step 2 : train feature extractor and label classifier\n",
+        "        class_logits = label_predictor(feature[:source_data.shape[0]])\n",
+        "        domain_logits = domain_classifier(feature)\n",
+        "        # loss = cross entropy of classification - lamb * domain binary cross entropy.\n",
+        "        #  The reason why using subtraction is similar to generator loss in disciminator of GAN\n",
+        "        loss = class_criterion(class_logits, source_label) - lamb * domain_criterion(domain_logits, domain_label)\n",
+        "        running_F_loss+= loss.item()\n",
+        "        loss.backward()\n",
+        "        optimizer_F.step()\n",
+        "        optimizer_C.step()\n",
+        "\n",
+        "        optimizer_D.zero_grad()\n",
+        "        optimizer_F.zero_grad()\n",
+        "        optimizer_C.zero_grad()\n",
+        "\n",
+        "        total_hit += torch.sum(torch.argmax(class_logits, dim=1) == source_label).item()\n",
+        "        total_num += source_data.shape[0]\n",
+        "        print(i, end='\\r')\n",
+        "\n",
+        "    return running_D_loss / (i+1), running_F_loss / (i+1), total_hit / total_num\n",
+        "\n",
+        "# train 200 epochs\n",
+        "for epoch in range(200):\n",
+        "    train_D_loss, train_F_loss, train_acc = train_epoch(source_dataloader, target_dataloader, lamb=0.1)\n",
+        "\n",
+        "    torch.save(feature_extractor.state_dict(), f'extractor_model.bin')\n",
+        "    torch.save(label_predictor.state_dict(), f'predictor_model.bin')\n",
+        "\n",
+        "    print('epoch {:>3d}: train D loss: {:6.4f}, train F loss: {:6.4f}, acc {:6.4f}'.format(epoch, train_D_loss, train_F_loss, train_acc))\n"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "epoch   0: train D loss: 0.6985, train F loss: 1.9766, acc 0.2498\n",
+            "epoch   1: train D loss: 0.6149, train F loss: 1.6372, acc 0.3940\n",
+            "epoch   2: train D loss: 0.5808, train F loss: 1.4832, acc 0.4580\n",
+            "epoch   3: train D loss: 0.5382, train F loss: 1.4014, acc 0.4950\n",
+            "epoch   4: train D loss: 0.5447, train F loss: 1.3219, acc 0.5188\n",
+            "epoch   5: train D loss: 0.5326, train F loss: 1.2951, acc 0.5390\n",
+            "epoch   6: train D loss: 0.5226, train F loss: 1.2403, acc 0.5532\n",
+            "epoch   7: train D loss: 0.4900, train F loss: 1.2035, acc 0.5592\n",
+            "epoch   8: train D loss: 0.5101, train F loss: 1.1856, acc 0.5698\n",
+            "epoch   9: train D loss: 0.5225, train F loss: 1.1246, acc 0.5964\n",
+            "epoch  10: train D loss: 0.5220, train F loss: 1.1093, acc 0.5912\n",
+            "epoch  11: train D loss: 0.5066, train F loss: 1.0706, acc 0.6052\n",
+            "epoch  12: train D loss: 0.5185, train F loss: 1.0377, acc 0.6286\n",
+            "epoch  13: train D loss: 0.5209, train F loss: 0.9984, acc 0.6326\n",
+            "epoch  14: train D loss: 0.5053, train F loss: 0.9694, acc 0.6466\n",
+            "epoch  15: train D loss: 0.5004, train F loss: 0.9520, acc 0.6536\n",
+            "epoch  16: train D loss: 0.5029, train F loss: 0.9117, acc 0.6698\n",
+            "epoch  17: train D loss: 0.5030, train F loss: 0.8761, acc 0.6820\n",
+            "epoch  18: train D loss: 0.5070, train F loss: 0.8350, acc 0.6956\n",
+            "epoch  19: train D loss: 0.5002, train F loss: 0.8015, acc 0.7050\n",
+            "epoch  20: train D loss: 0.5012, train F loss: 0.7576, acc 0.7180\n",
+            "epoch  21: train D loss: 0.4745, train F loss: 0.7245, acc 0.7338\n",
+            "epoch  22: train D loss: 0.4758, train F loss: 0.7112, acc 0.7422\n",
+            "epoch  23: train D loss: 0.4809, train F loss: 0.6570, acc 0.7594\n",
+            "epoch  24: train D loss: 0.4655, train F loss: 0.6605, acc 0.7594\n",
+            "epoch  25: train D loss: 0.4652, train F loss: 0.6085, acc 0.7730\n",
+            "epoch  26: train D loss: 0.4646, train F loss: 0.5878, acc 0.7836\n",
+            "epoch  27: train D loss: 0.4659, train F loss: 0.5475, acc 0.7946\n",
+            "epoch  28: train D loss: 0.4590, train F loss: 0.5473, acc 0.7996\n",
+            "epoch  29: train D loss: 0.4525, train F loss: 0.4873, acc 0.8144\n",
+            "epoch  30: train D loss: 0.4700, train F loss: 0.4803, acc 0.8260\n",
+            "epoch  31: train D loss: 0.4266, train F loss: 0.4585, acc 0.8284\n",
+            "epoch  32: train D loss: 0.4336, train F loss: 0.4383, acc 0.8366\n",
+            "epoch  33: train D loss: 0.4315, train F loss: 0.4000, acc 0.8538\n",
+            "epoch  34: train D loss: 0.4428, train F loss: 0.3905, acc 0.8470\n",
+            "epoch  35: train D loss: 0.4312, train F loss: 0.3500, acc 0.8614\n",
+            "epoch  36: train D loss: 0.4079, train F loss: 0.3686, acc 0.8604\n",
+            "epoch  37: train D loss: 0.4254, train F loss: 0.3233, acc 0.8814\n",
+            "epoch  38: train D loss: 0.4171, train F loss: 0.3061, acc 0.8840\n",
+            "epoch  39: train D loss: 0.4090, train F loss: 0.3154, acc 0.8782\n",
+            "epoch  40: train D loss: 0.4138, train F loss: 0.2796, acc 0.8910\n",
+            "epoch  41: train D loss: 0.4126, train F loss: 0.2800, acc 0.8922\n",
+            "epoch  42: train D loss: 0.4138, train F loss: 0.2514, acc 0.8984\n",
+            "epoch  43: train D loss: 0.4031, train F loss: 0.2489, acc 0.9040\n",
+            "epoch  44: train D loss: 0.4026, train F loss: 0.2448, acc 0.9042\n",
+            "epoch  45: train D loss: 0.3953, train F loss: 0.2452, acc 0.9068\n",
+            "epoch  46: train D loss: 0.4011, train F loss: 0.2073, acc 0.9196\n",
+            "epoch  47: train D loss: 0.3797, train F loss: 0.2056, acc 0.9196\n",
+            "epoch  48: train D loss: 0.4075, train F loss: 0.1796, acc 0.9260\n",
+            "epoch  49: train D loss: 0.3665, train F loss: 0.2022, acc 0.9210\n",
+            "epoch  50: train D loss: 0.3878, train F loss: 0.1768, acc 0.9274\n",
+            "epoch  51: train D loss: 0.3766, train F loss: 0.1872, acc 0.9292\n",
+            "epoch  52: train D loss: 0.3856, train F loss: 0.1672, acc 0.9280\n",
+            "epoch  53: train D loss: 0.3860, train F loss: 0.1810, acc 0.9284\n",
+            "epoch  54: train D loss: 0.3835, train F loss: 0.1606, acc 0.9382\n",
+            "epoch  55: train D loss: 0.3757, train F loss: 0.1518, acc 0.9376\n",
+            "epoch  56: train D loss: 0.3606, train F loss: 0.1551, acc 0.9420\n",
+            "epoch  57: train D loss: 0.3900, train F loss: 0.1513, acc 0.9360\n",
+            "epoch  58: train D loss: 0.3733, train F loss: 0.1433, acc 0.9418\n",
+            "epoch  59: train D loss: 0.3781, train F loss: 0.1549, acc 0.9374\n",
+            "epoch  60: train D loss: 0.3671, train F loss: 0.1418, acc 0.9410\n",
+            "epoch  61: train D loss: 0.3714, train F loss: 0.1424, acc 0.9438\n",
+            "epoch  62: train D loss: 0.3735, train F loss: 0.1149, acc 0.9486\n",
+            "epoch  63: train D loss: 0.3480, train F loss: 0.1226, acc 0.9478\n",
+            "epoch  64: train D loss: 0.3759, train F loss: 0.1272, acc 0.9476\n",
+            "epoch  65: train D loss: 0.3868, train F loss: 0.1163, acc 0.9488\n",
+            "epoch  66: train D loss: 0.3570, train F loss: 0.1249, acc 0.9494\n",
+            "epoch  67: train D loss: 0.3590, train F loss: 0.1204, acc 0.9528\n",
+            "epoch  68: train D loss: 0.3621, train F loss: 0.1064, acc 0.9514\n",
+            "epoch  69: train D loss: 0.3715, train F loss: 0.1300, acc 0.9452\n",
+            "epoch  70: train D loss: 0.3666, train F loss: 0.1163, acc 0.9488\n",
+            "epoch  71: train D loss: 0.3579, train F loss: 0.1032, acc 0.9572\n",
+            "epoch  72: train D loss: 0.3571, train F loss: 0.1044, acc 0.9554\n",
+            "epoch  73: train D loss: 0.3607, train F loss: 0.1103, acc 0.9522\n",
+            "epoch  74: train D loss: 0.3675, train F loss: 0.0941, acc 0.9572\n",
+            "epoch  75: train D loss: 0.3549, train F loss: 0.1085, acc 0.9538\n",
+            "epoch  76: train D loss: 0.3855, train F loss: 0.0926, acc 0.9554\n",
+            "epoch  77: train D loss: 0.3695, train F loss: 0.0804, acc 0.9634\n",
+            "epoch  78: train D loss: 0.3608, train F loss: 0.1004, acc 0.9562\n",
+            "epoch  79: train D loss: 0.3665, train F loss: 0.0821, acc 0.9614\n",
+            "epoch  80: train D loss: 0.3634, train F loss: 0.0922, acc 0.9612\n",
+            "epoch  81: train D loss: 0.3746, train F loss: 0.0880, acc 0.9592\n",
+            "epoch  82: train D loss: 0.3659, train F loss: 0.0944, acc 0.9572\n",
+            "epoch  83: train D loss: 0.3665, train F loss: 0.0999, acc 0.9542\n",
+            "epoch  84: train D loss: 0.3551, train F loss: 0.1000, acc 0.9528\n",
+            "epoch  85: train D loss: 0.3457, train F loss: 0.0735, acc 0.9662\n",
+            "epoch  86: train D loss: 0.3575, train F loss: 0.0822, acc 0.9638\n",
+            "epoch  87: train D loss: 0.3600, train F loss: 0.0789, acc 0.9630\n",
+            "epoch  88: train D loss: 0.3516, train F loss: 0.0861, acc 0.9632\n",
+            "epoch  89: train D loss: 0.3534, train F loss: 0.0663, acc 0.9652\n",
+            "epoch  90: train D loss: 0.3590, train F loss: 0.0766, acc 0.9626\n",
+            "epoch  91: train D loss: 0.3585, train F loss: 0.0721, acc 0.9664\n",
+            "epoch  92: train D loss: 0.3643, train F loss: 0.0839, acc 0.9612\n",
+            "epoch  93: train D loss: 0.3680, train F loss: 0.0639, acc 0.9674\n",
+            "epoch  94: train D loss: 0.3507, train F loss: 0.0689, acc 0.9664\n",
+            "epoch  95: train D loss: 0.3654, train F loss: 0.0658, acc 0.9638\n",
+            "epoch  96: train D loss: 0.3551, train F loss: 0.0645, acc 0.9694\n",
+            "epoch  97: train D loss: 0.3816, train F loss: 0.0695, acc 0.9676\n",
+            "epoch  98: train D loss: 0.3600, train F loss: 0.0687, acc 0.9640\n",
+            "epoch  99: train D loss: 0.3623, train F loss: 0.0954, acc 0.9560\n",
+            "epoch 100: train D loss: 0.3498, train F loss: 0.0613, acc 0.9686\n",
+            "epoch 101: train D loss: 0.3638, train F loss: 0.0550, acc 0.9728\n",
+            "epoch 102: train D loss: 0.3671, train F loss: 0.0917, acc 0.9582\n",
+            "epoch 103: train D loss: 0.3597, train F loss: 0.0653, acc 0.9676\n",
+            "epoch 104: train D loss: 0.3465, train F loss: 0.0599, acc 0.9708\n",
+            "epoch 105: train D loss: 0.3656, train F loss: 0.0502, acc 0.9720\n",
+            "epoch 106: train D loss: 0.3554, train F loss: 0.0603, acc 0.9720\n",
+            "epoch 107: train D loss: 0.3583, train F loss: 0.0462, acc 0.9724\n",
+            "epoch 108: train D loss: 0.3674, train F loss: 0.0629, acc 0.9652\n",
+            "epoch 109: train D loss: 0.3669, train F loss: 0.0615, acc 0.9680\n",
+            "epoch 110: train D loss: 0.3623, train F loss: 0.0734, acc 0.9628\n",
+            "epoch 111: train D loss: 0.3548, train F loss: 0.0614, acc 0.9688\n",
+            "epoch 112: train D loss: 0.3677, train F loss: 0.0535, acc 0.9700\n",
+            "epoch 113: train D loss: 0.3502, train F loss: 0.0537, acc 0.9714\n",
+            "epoch 114: train D loss: 0.3513, train F loss: 0.0556, acc 0.9692\n",
+            "epoch 115: train D loss: 0.3518, train F loss: 0.0447, acc 0.9718\n",
+            "epoch 116: train D loss: 0.3491, train F loss: 0.0554, acc 0.9704\n",
+            "epoch 117: train D loss: 0.3554, train F loss: 0.0605, acc 0.9694\n",
+            "epoch 118: train D loss: 0.3543, train F loss: 0.0542, acc 0.9716\n",
+            "epoch 119: train D loss: 0.3615, train F loss: 0.0480, acc 0.9740\n",
+            "epoch 120: train D loss: 0.3532, train F loss: 0.0529, acc 0.9740\n",
+            "epoch 121: train D loss: 0.3449, train F loss: 0.0579, acc 0.9714\n",
+            "epoch 122: train D loss: 0.3479, train F loss: 0.0395, acc 0.9746\n",
+            "epoch 123: train D loss: 0.3475, train F loss: 0.0421, acc 0.9734\n",
+            "epoch 124: train D loss: 0.3581, train F loss: 0.0538, acc 0.9734\n",
+            "epoch 125: train D loss: 0.3534, train F loss: 0.0581, acc 0.9712\n",
+            "epoch 126: train D loss: 0.3562, train F loss: 0.0524, acc 0.9708\n",
+            "epoch 127: train D loss: 0.3454, train F loss: 0.0422, acc 0.9776\n",
+            "epoch 128: train D loss: 0.3405, train F loss: 0.0408, acc 0.9742\n",
+            "epoch 129: train D loss: 0.3396, train F loss: 0.0437, acc 0.9774\n",
+            "epoch 130: train D loss: 0.3548, train F loss: 0.0527, acc 0.9710\n",
+            "epoch 131: train D loss: 0.3605, train F loss: 0.0493, acc 0.9744\n",
+            "epoch 132: train D loss: 0.3554, train F loss: 0.0291, acc 0.9798\n",
+            "epoch 133: train D loss: 0.3692, train F loss: 0.0351, acc 0.9780\n",
+            "epoch 134: train D loss: 0.3574, train F loss: 0.0448, acc 0.9776\n",
+            "epoch 135: train D loss: 0.3637, train F loss: 0.0505, acc 0.9738\n",
+            "epoch 136: train D loss: 0.3533, train F loss: 0.0303, acc 0.9800\n",
+            "epoch 137: train D loss: 0.3575, train F loss: 0.0407, acc 0.9766\n",
+            "epoch 138: train D loss: 0.3654, train F loss: 0.0473, acc 0.9698\n",
+            "epoch 139: train D loss: 0.3564, train F loss: 0.0477, acc 0.9736\n",
+            "epoch 140: train D loss: 0.3594, train F loss: 0.0439, acc 0.9756\n",
+            "epoch 141: train D loss: 0.3615, train F loss: 0.0534, acc 0.9716\n",
+            "epoch 142: train D loss: 0.3626, train F loss: 0.0447, acc 0.9724\n",
+            "epoch 143: train D loss: 0.3552, train F loss: 0.0477, acc 0.9736\n",
+            "epoch 144: train D loss: 0.3594, train F loss: 0.0401, acc 0.9748\n",
+            "epoch 145: train D loss: 0.3519, train F loss: 0.0512, acc 0.9722\n",
+            "epoch 146: train D loss: 0.3644, train F loss: 0.0423, acc 0.9738\n",
+            "epoch 147: train D loss: 0.3492, train F loss: 0.0314, acc 0.9786\n",
+            "epoch 148: train D loss: 0.3645, train F loss: 0.0343, acc 0.9774\n",
+            "epoch 149: train D loss: 0.3485, train F loss: 0.0623, acc 0.9710\n",
+            "epoch 150: train D loss: 0.3539, train F loss: 0.0359, acc 0.9770\n",
+            "epoch 151: train D loss: 0.3383, train F loss: 0.0357, acc 0.9772\n",
+            "epoch 152: train D loss: 0.3428, train F loss: 0.0140, acc 0.9856\n",
+            "epoch 153: train D loss: 0.3711, train F loss: 0.0338, acc 0.9784\n",
+            "epoch 154: train D loss: 0.3526, train F loss: 0.0218, acc 0.9812\n",
+            "epoch 155: train D loss: 0.3636, train F loss: 0.0238, acc 0.9802\n",
+            "epoch 156: train D loss: 0.3655, train F loss: 0.0326, acc 0.9764\n",
+            "epoch 157: train D loss: 0.3746, train F loss: 0.0398, acc 0.9764\n",
+            "epoch 158: train D loss: 0.3770, train F loss: 0.0177, acc 0.9832\n",
+            "epoch 159: train D loss: 0.3667, train F loss: 0.0347, acc 0.9766\n",
+            "epoch 160: train D loss: 0.3615, train F loss: 0.0455, acc 0.9730\n",
+            "epoch 161: train D loss: 0.3699, train F loss: 0.0316, acc 0.9796\n",
+            "epoch 162: train D loss: 0.3600, train F loss: 0.0281, acc 0.9800\n",
+            "epoch 163: train D loss: 0.3743, train F loss: 0.0353, acc 0.9778\n",
+            "epoch 164: train D loss: 0.3729, train F loss: 0.0337, acc 0.9778\n",
+            "epoch 165: train D loss: 0.3600, train F loss: 0.0285, acc 0.9800\n",
+            "epoch 166: train D loss: 0.3825, train F loss: 0.0279, acc 0.9772\n",
+            "epoch 167: train D loss: 0.3800, train F loss: 0.0271, acc 0.9802\n",
+            "epoch 168: train D loss: 0.3631, train F loss: 0.0196, acc 0.9792\n",
+            "epoch 169: train D loss: 0.3825, train F loss: 0.0466, acc 0.9738\n",
+            "epoch 170: train D loss: 0.3749, train F loss: 0.0351, acc 0.9780\n",
+            "epoch 171: train D loss: 0.3659, train F loss: 0.0300, acc 0.9792\n",
+            "epoch 172: train D loss: 0.3611, train F loss: 0.0315, acc 0.9792\n",
+            "epoch 173: train D loss: 0.3542, train F loss: 0.0258, acc 0.9808\n",
+            "epoch 174: train D loss: 0.3645, train F loss: 0.0245, acc 0.9790\n",
+            "epoch 175: train D loss: 0.3623, train F loss: 0.0401, acc 0.9798\n",
+            "epoch 176: train D loss: 0.3489, train F loss: 0.0208, acc 0.9798\n",
+            "epoch 177: train D loss: 0.3673, train F loss: 0.0254, acc 0.9816\n",
+            "epoch 178: train D loss: 0.3676, train F loss: 0.0266, acc 0.9802\n",
+            "epoch 179: train D loss: 0.3599, train F loss: 0.0147, acc 0.9826\n",
+            "epoch 180: train D loss: 0.3705, train F loss: 0.0163, acc 0.9846\n",
+            "epoch 181: train D loss: 0.3721, train F loss: 0.0212, acc 0.9818\n",
+            "epoch 182: train D loss: 0.3705, train F loss: 0.0374, acc 0.9772\n",
+            "epoch 183: train D loss: 0.3504, train F loss: 0.0094, acc 0.9868\n",
+            "epoch 184: train D loss: 0.3629, train F loss: 0.0174, acc 0.9844\n",
+            "epoch 185: train D loss: 0.3746, train F loss: 0.0151, acc 0.9838\n",
+            "epoch 186: train D loss: 0.3766, train F loss: 0.0217, acc 0.9814\n",
+            "epoch 187: train D loss: 0.3674, train F loss: 0.0159, acc 0.9828\n",
+            "epoch 188: train D loss: 0.3672, train F loss: 0.0394, acc 0.9772\n",
+            "epoch 189: train D loss: 0.3692, train F loss: 0.0283, acc 0.9794\n",
+            "epoch 190: train D loss: 0.3707, train F loss: 0.0163, acc 0.9814\n",
+            "epoch 191: train D loss: 0.3647, train F loss: 0.0093, acc 0.9862\n",
+            "epoch 192: train D loss: 0.3716, train F loss: 0.0436, acc 0.9774\n",
+            "epoch 193: train D loss: 0.3701, train F loss: 0.0438, acc 0.9768\n",
+            "epoch 194: train D loss: 0.3543, train F loss: 0.0208, acc 0.9828\n",
+            "epoch 195: train D loss: 0.3705, train F loss: 0.0153, acc 0.9832\n",
+            "epoch 196: train D loss: 0.3621, train F loss: 0.0349, acc 0.9800\n",
+            "epoch 197: train D loss: 0.3755, train F loss: 0.0227, acc 0.9804\n",
+            "epoch 198: train D loss: 0.3640, train F loss: 0.0187, acc 0.9832\n",
+            "epoch 199: train D loss: 0.3559, train F loss: 0.0100, acc 0.9862\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "o8_-0iSSje4w"
+      },
+      "source": [
+        "# Inference\n",
+        "\n",
+        "We use pandas to generate our csv file.\n",
+        "\n",
+        "BTW, the performance of the model trained for 200 epoches might be unstable. You can train for more epoches for a more stable performance."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "Wly5AgH2jePv"
+      },
+      "source": [
+        "result = []\n",
+        "label_predictor.eval()\n",
+        "feature_extractor.eval()\n",
+        "for i, (test_data, _) in enumerate(test_dataloader):\n",
+        "    test_data = test_data.cuda()\n",
+        "\n",
+        "    class_logits = label_predictor(feature_extractor(test_data))\n",
+        "\n",
+        "    x = torch.argmax(class_logits, dim=1).cpu().detach().numpy()\n",
+        "    result.append(x)\n",
+        "\n",
+        "import pandas as pd\n",
+        "result = np.concatenate(result)\n",
+        "\n",
+        "# Generate your submission\n",
+        "df = pd.DataFrame({'id': np.arange(0,len(result)), 'label': result})\n",
+        "df.to_csv('DaNN_submission.csv',index=False)"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "CpheoH_rvFbO"
+      },
+      "source": [
+        "# Training Statistics\n",
+        "\n",
+        "- Number of parameters:\n",
+        "  - Feature Extractor: 2, 142, 336\n",
+        "  - Label Predictor: 530, 442\n",
+        "  - Domain Classifier: 1, 055, 233\n",
+        "\n",
+        "- Simple\n",
+        " - Training time on colab: ~ 1 hr\n",
+        "- Medium\n",
+        " - Training time on colab: 2 ~ 4 hr\n",
+        "- Strong\n",
+        " - Training time on colab: 5 ~ 6 hrs\n",
+        "- Boss\n",
+        " - **Unmeasurable**"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "GYO8InxavGsy"
+      },
+      "source": [
+        "# Learning Curve (Strong Baseline)\n",
+        "* This method is slightly different from colab.\n",
+        "\n",
+        "![Loss Curve](https://i.imgur.com/vIujQyo.png)\n",
+        "\n",
+        "# Accuracy Curve (Strong Baseline)\n",
+        "* Note that you cannot access testing accuracy. But this plot tells you that even though the model overfits the training data, the testing accuracy is still improving, and that's why you need to train more epochs.\n",
+        "\n",
+        "![Acc Curve](https://i.imgur.com/4W1otXG.png)\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "s6UfXzef-wNl"
+      },
+      "source": [
+        "# Q&A\n",
+        "\n",
+        "If there are any problem related to Domain Adaptation, please email to b05902127@ntu.edu.tw / ntu-ml-2020spring-ta@googlegroups.com。\n",
+        "\n",
+        "The Q&A section might be updated to here if I have time.\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "C4TMXG_YCqVb"
+      },
+      "source": [
+        ""
+      ],
+      "execution_count": null,
+      "outputs": []
+    }
+  ]
+}
\ No newline at end of file
diff --git a/10 RL/课件/drl_v5.pdf b/10 RL/课件/drl_v5.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..138c20889f8bfce368873f618c0ff1386fc7de01
GIT binary patch
literal 2299964
zcmb@u1zc54*EhUr0Rcf!I;26m5jY@{N_Q%8=<Yrs(j_RUh@^B&H<AJ(-AYP#H|N`c
z-q+=GU-$35zxREB&6$}!vDVC*wf<|(-iKE4kt7QTD<2jHZ5jB3g~36|PHAgsfrTL?
z#HQ+Q2W1mCa5Av6HDyyYFoil&a)P&&*`65Km@;^nv8ZY=QnINyIXD|RsX9QR%C@#n
zlpGw~yjPXv3>++FY)ovyjxLi>V@j|hR78YL4(eoJ4E9RN!_LKXRaM;_>I!vGbby*b
z9iTQw;5gu|t6oGzurQ!D##a<wj{OH|S0u5C+dA7gQSx%KJvKLX)S=|M>=C5m>Vu2>
z`s1oEN*=ze9N+alfh%6Xn%7wl&g;7zyzJLK2weBX`76)Ke_hTga78mE7teL4Ts-{O
zV+dS-a`RpH%l)f9H~)1x59co;c(3pC@Lto#!~2`K>w3KG*X6t%*Y$Y01g`q$<^FY_
z=U4f!cD%g5%72Z^%Xdv5FW;~7Uv%)XU$^7qye{YCxgLk_7ax3l*ZlGE|0?Idri<?v
z{rp_l?fI|QjFO-0dcOF%ujh}S`??)J_cguzJlAvxuwT!k0Q;{z$MrY@*J45`!24@C
ze$595JNxy(VB(rm4)$MD%)!C+dv&?55_*(>mygS$f0GYTZb6Z9`X#u^P)A#52T;I3
zp_FiQl2UOpaDswqDHR^dEAqe;Kjqc1prA_H+BktXB{?XsC}NZ3q`cw{yrt-1Yor2o
z(qRMl51T5~&52FM8r&ccuRp}EKV&ZH1I69g+~A?Dn+`}GJ0%|{J0%Y{yB;Mdw>C~7
zWsa0r^TsCSVC!rLj&`-_t}<*YY^n|hHjZ|e92mK?iL0<Zg1VR+L6xN*g8ix*7&?Mg
zuD9PcmyVR|f1i-cj(<;xq`8$7)PYUX3S{^Z)X3Ht%Ju|mW9noEZZ-bPMvhJnPy=f$
z47Y^**K(E<qPGG!5zm7JHc)HFKb*%<BCqhvsU(P7zafnw4`;3l)Rb2X>W5ABdC<;H
zPe1e?sEv0&B<jxlgwyS!)_qrpaPnz$4|g<Wz-whHSsZd&P3jcJfuA#oE8HD6nRntE
z`X7D%q!1@BV~z7EH;nr@hR#mBVC;dZ*`gwuz?`?G-@=Or>7$B;7*x2u7*5j;Ecc&x
zV5aEVCO>&^z}QEXH_-B!EpPe7qQ2;uhmb3Z_mMyTU3{z9>1W~yZQ+DE^J#OeFp7#h
z$MT<q115(?6Yt$H6AV@C4Knugd)y^G6Y87);2WXN*nU~pRJ*ZKYZUs}9#p@19_j+~
z=0kiJvAB<?sfAN7e>_BRQ>q3bu#aK67;ra!-b`fODJ5ZgWBKOS9G5I^CB<ZEM_&on
z+JG@Z`S-(2QI^i{>7v#O7EmU5Nogm%V0u;>Bn4Vn-#^Krq<!*2xWF<=8u)2aKJ|ic
zYvtxv&{|^KGWsOp%s#mYr$Qx@W>pUQr`fErjG4|)5>>3?T#aNTZ+0{Eaq;=qLgd;M
z&YVb&o?7?nPfzf^Ebtdo9E?;gjyTXOSxcl#Nl_@=-{DRYd5~02Q#Ih_KVY|TW+xvq
zOCd6uM6l(T67oih0SB&y;ZyOb3M=e&G8?e0V6bz*OOjR{T(H7Te1;;Z$|`ZCYkv#E
zZ?${5FMdnWm2m!R<FGxHW0SXaur{z_Gcus$_`B#`ZkRtBUG60|6=y@IOPit!8iK2?
z<PEH$;QnHJXy6FFs_{_#k%WW<v$%nkxuJtO%M)``Gbc6)8&F=&ZA{rT%x%PM9L@ig
zzijdd>S*L(Zs%m{KzXH**d)yz9G%3?3>+xAI6+JGE6u^l2{t!&GP|@b>{lx2@AO_a
z{Wp65>iS9*ToL<^1cJND)bVmS8PHam8;RMNT0tq<*~A=;E>#a74?DPVuhT4?U`E`)
zP8xd2+0`vE7t<@kD0w*9K}+d&o#EgIbC>*ST-W4cXJ^y=)#|bj6(^{*I@si@&ciG9
z!omZZvdaM|Ik?ybF8c<x%w-qg-iLBhatmBrsK2v)sp<Y;`=8cUT<p)az0`q!G`d>3
z|FE{4f2^(KUu*kcuj;kE_^+1rN|XMbzpJ+YM(clA*S{0@zqO(qe_K&LZmz$tDEEJ}
zqM-4-UQteN(02Tf6$J(P$|nE8@ufBWgX2q-^uKBaxj^{>2T^8|<fi1jGTv;GJd~Wj
z%6{2MHc4Je&fnHjQ^C*zYIJE!udE~oKPC8g*~3*9w20u}Us-<2Yl!l{Y-X?V)c=y5
z{X^MZ_56Fz|Ffax;AFot&%YI{TSA$}gbfMbE$_R@u<1D_Uk2<=%o|Kz(aLwRd)qKh
zp6!V_8*63V&y0Dsxw%!|rB_Ie_Fm-1Cmhpnq~9XlDqoc}?;iL#A3pg8(R~RELXsqe
zh9fL~z12*l6cgR-!GE+%Him=t>X0wgDzX{jr5wRmZuS)7zQfHxe@Gw_r<6Kp)$ynC
zSIbU2GqWo(MIHMV4OFcjkP9cS`0g*q(5$s=Um|_HVWktVkomi!A3r{M{HfOUo+1K5
zDmPD~y@U#;@$u4Y>srm#R?ZzC{z?{`dLJzc$+=HQ<-!G0sYg#Fb1L-<u}@hrh|eYB
z8nDoI=W{z#-Z=E7>pI8}J)Rfadd=v}@qjT5eikUJr<`2_jpo36EFb4u(b~THt>9eW
z{B{{>!F_~V_}mB?+0)1`Qofsn-rL}LQFebBTkS~!xyE}QO^4%0)tw#H2?T@BXnPA9
zBA;tK(faIr`rIHtTK!GSLY=a5YfQZuDc|&gDSoUd`+FnD?ZO*toW6aW03$5|4r?%4
zp3~bjrBDkrw}=|ShpS)0v<}HuoK)#c_sIAHndS&-=Qb`Ih$=4lF<muq|LPDVK)e<|
z?*j|oT)AOQZ7Z&6WFuEt75jojdu3r1<MHRC0``du9)gC1w`wG`(#(u;F8R@&w*A@`
zOwZmRB*ftcGostoF-e4FaI?fCt8z2arYRli5_4mqWr(RDFy_j3m;>6}$=clLS!T+z
z^^9SVo68io-(Qp9ETd5h!3m#H73OE*p*xnj%e>2ar7ZgFe53buU7)1%&4?IUl#QUa
z(kMY=p6``uHlf&jriS(W-sIwtpgBF_VwHj}GGg1XZIXoCBxmPxECt#08d^EMv?7C}
z=r^`znh><+z_J1)etBXgI`emt2tgFQ%Y{+(_6<H{5$@Z;vRj-*I_Gthbt$iA>4kJB
z1~IcVZk<tK>?Irw)OpZNP*-_suDiJDXl?RMMBo4J47CbdRMHZ{4f5RnB&te~q;Ufh
zC5q4dskJUb!rse6_jbh?Kmq?8Of76r{@f~_Pb!S_46XYCU0rJ}m6mzwBdV=wj(1^_
z$u3Htw;S2tg$;|Yry{mWzpBc*rLVl6`aJB*X=vEPF3A8z{6{8fxT8=YP1~4P8>uV;
zLrE~NT&Y6Ll8b~uS88%Z;nC5Q*Wi9@ZDnlYo{|}n`EdU9d#wt*m+>m;KYw5pyzN7t
z`f7%!*!S^uI9;`&+->iYjBMZ6YUw|@KNE1pProOULu8779b?OMWbD;g7HvX(i@ND0
zcS0$7!qP`)^-#C2>Al^4`K12m78T5<YwJ~2ni1clolm?oDqt?-e!bt#SFO?ZlO4b4
z^T{4IH9lUL;<9`BktVLnHDm!jq$rmtj#y@_OL8^X$|W;N%Vo;<299knn^yvnz$;oG
zE}`f_A|J-KqkBFidv5-ghP<ealtnkc()w_-CU7zIm>3cdM<abBcu0t{>-)}p8h;xW
z9)S7G_idOxH~AZEJ}$)p(I_E;4MU<NKYI=<R4eV>8n-&T)gvur`MS5+w-D{r-vo#n
zW$JVD-za(UN#y6=mxCIDrO2SvKEC?HXKo{{E0DGHcc1?e9bTD&-@5M#)BTACK)A>L
z2LzD1f&kVax-*b7a5DP~2FMtLV9DIcokjW=S~4~Op$iCK94R@jT_jaoH5>Cw*X0tz
zUAb$2SiXO`J35pcS9kR&{|X*lmHejj?{M>f((@a~h|4^>9Q=|c&TFUaiZQTQ)mBR8
zk(_}Y+i!~59%)d5-YN*}WFD!wJA%mUGVVdi@ylxjd-)4-P;y+ORE<j>u9AQ7@ORv-
z;9v}O0AVk~?{UCji!#*I9JC+q3}RqR1bP{LakjIwf?8kV%s+g;t6_fg`>%ERi;gQK
z@*C0q&pG%%pdUVgzu{RBSN{#q^6|6%3(xX$@ce~-xVgBmvFa~8`_Jfym*a}AUwD>-
z8;oVJaB^~jfB=kg@bU5g0cgPqyqe)ZCh*@7?Jw-{FW=(|a$LItlw9mwY`-uymjDOo
zkz3h1sMr}8LH}~J*&doZIVwUO#BHtZY;7*5nID9rSHAQkan)a*v<&FUJJ{J?`qo!L
zE;bc814m0rjw}50+t23U;ug4q4ZrO_d=x$n+>(`)kpvJB5P)akF94qbG$q{3O#nbn
z4qyTR;0Az<zyTnFDO~UpQMv^nfS+J>08qjOkT28V1t{VDmA=ehi3jBsugXvZV|TFU
z2|ygUfr^TTigE)D4GkUr2F6W%tecpaH;M3W<KUAKQ;?Gplaf->u+mfByH8C@%D~5X
zpPhr7o121OK$xFXh!tGH%T5r`(a~>W-Xz4rBIKkZr2?1d|K|_95x~8H5QM;ngm4c)
z#6>{DMS!;e6d)%k;5=MT#jhU(L?mPsRJ0rD7?@y%vReQm0umA;G7<_3GRQcBH+UaF
z#zn!S;t)f<tz>|9&mN!CFFNH0^~2)N1j>C|G+c%b&(SgN+$AI;rlq52U}WOv0mEVf
zf}oQrDJ3l<tD>r=uA!-=ZDb5JF*P%{aCCBZadmU|@P82y7!({58uRLPY}}i-@8VO_
zKBi}6W@YDmDk&{1uc)l5Zfb66ZEOG1(b+#RI5a#mIyOEtJNI*bVR31BWqW6LZ~x%%
z==kK4F9ZPTnyr6v_CNT-1^GfmMn*zLyW|T2(G|RqaFJ1{I8gD#l+X<9Z{OqeyMg~O
zI;HqCIyIN_7J;EdAI2RT?it$cOV+M9`|lWg{(r^UzZm<AuW{fe5(2n*NVot5IKBvF
zNJjjR7jxcLLvy!d%Zy1Vm9;T!e!)%@vJshoR=0%o8Yl)3W%vQtf|^H1=CjsT_rstE
z(j*t!dSnT(n!^U!16$-X!2uyID|)C-%_7ZthV+)I3x+_e%jylXETk``h0pKc23V^o
zCC=1*WTJlh^=DFl^(ju^BtbD!S6}kW$lV2n^BeJNk9-EVUL(ZXrYsLP-_q21ghoLl
z+weuLtTaOM4iD0(TI1{WQiQ}4=ThGgmf2?>fufe2o1cA18z`0qS;AhO=|A*8j<if0
zXLLDLM2ok8p`5XK5Kho`hb0CQJ;v!M(Pb^$64x%lqKkD!*})Em1J$q*|KrdT5-43K
za5SRQw@*gAxONiz`ry-nmSXrhj`)!p(<zr?zg5{|_40<&z=b<2G06reBQb6z(_ZqQ
z^xQ0LSx(L)T{@GXHfc+a`}hbmgKGIwa&`S|#wCL+(DF)!I?^!z{X_D7bzcmI)c@{^
zA%s?apnA?1qeaMc?`E8cukwVBg1a+8S*hIpog&poME4aePN-+5n%~22POz-+(2SRc
z?eZzzfHXA>!U0*JX^X9i-&&nTs)ZwOgu<N#hmqoRYEtBfNZBe2-e-#md>}Uf@KH0T
zZcKIRluVk6mfF8~4MaClN8CP5#&}8lxcm)1!kuxwGP-eHMP#@1RtUbKFG;8(<7j#-
zz-P@m?!#y=io5=iQF%685lvtghPF)3T*O=bp~wX3(2)&K(pwb{$j9z#M4X{#9Wg86
ze)qZPH1z3lN<*lNO7rwl+ix3h-j?^vbPJQP#FE9~y%R0{`Lp`c4dEy{UlD=S8Vd3=
zNd1=FNsRWKTtd>lMT(<U55C>?@7RL>#RL}09zCA^oNtjd!B@P{*$oGr^7v!)8(yyN
zx7PtK4H#ztx8<W@XNHDZBf$l3gNqa#+rucBd}7&3aRv%6!xoB`S~7zAd&=%X%q1c?
zkh!1Tm|+dEc7O%)P`sl*!2o>5ITTto18-?K-ds%PMo__z{fLXU71jANHED(-7BDpo
ztv3jV1Hc&*Z@GR-@JTO<t|CKvGD<q4pL{ZMD=VWJ_+Pyq4k)G#OI$eH5~v@Mz4Rao
zTEYU<hPidfVA4r)g9dmL@-<otN=ssEQi_&8r-+VZcR$xtzLBfyYVq-O-)<>Bfate)
zjEq*!R>FbcNzAY|eWI8#HOUl!Q(M{-a;Q+^bQWa+9Mgq*70V#^i*s_ykPtW-JpX7X
zmZ69sf&U*bl>7&Bbwh>9-<rlBhXtKx`O~ki39qj7pf80aAK5g^t0ANWqqVyV6`yq!
zU`{6mwiX097ko>qud!vtlae0XJ+9axSXE+WKvdQKAi;qm%Yd-LB}e*0x8j_890H&n
z4HkuWrcI{!ZiF`+{&>Gj=SvsCSNZf?!5k7|O1UoLVgq7kGHSnayeuGVoQcbEkU7Xl
zk83p8iz2HH_BA*omyQpdXj?NRqf<wuTjy|{GYP8^&=dv3yrX_XPWH2HmbMXnSq1&H
z#)EfxED7Pjm;+2q6i)_SIt`}OEgm`)EA-`^cV%8rKHxRC-P1%ZJCZuGZq!<y?D7?u
zF+nOkyWzNxS{qZ}wmlMbw^amtkh?DV>-MJaiEM4*YI|?|(Q<6`7$E_apYnhkc&#J>
z;Qzx#kezJCH%T+3qA<|QotHjZ+$cdNlUIE};iqlqI^xVrv62?~0~=D?l5~!&h*n}Q
z=p`ucXKDnrD5j>K1MPdcOZ*vMc-t{NScC-?k-L<1r*y{J^xc(t$R6{es1EZ;ms;Q1
zRZe=lo@#z$zg_Go0pmDIcN;r>mSnMd(1!eBJ2N4K#;8w1*T{jEnL<+6>*3b?3x~&a
z*)~rsTA26^<plwz{HPY#O_3z4?wpCXZoD`tD+2zX#K)QGM7alMQD!|kMn_RIa>-a0
zz0X`d-g&`h-ker<N5g^g)Ot<bbqZPCbA|&m;WUxLsMZtGDM!^3+mBrrJmx&zB2TMa
zF}-O}>m}xTeN?AgoaUBW$-B`?O-EL}k({Cx=9F}QNV@no57*0uUhLd{Td;Bad`uIj
zU7E-;vYv3G%(B?;Orhqu|G?-VXz-z$a4SFme&KuT3tG4MDWX~#Q8<tojkB!7+d$~-
zw#9mXeV(kdSmoT@lNVwZ<%uPaTKl|bjwkJzo@US8Y-K_XDWh$v<_b;JeM6&hMUCUZ
z9nPv**W>hV!?B|<g*wGvJ#k9N4?9cQ2XDVaHHp=k79tYfo3xwEroCU-#uo|0*`+^Y
zV)%$KxR`>!e|#pvcFL4{a{JsIp-^jt@srD*&~Sum-P6jc06?uU=HmX6xY$uhRy*<f
z^QEvXU$UfEa3IR2FdxNDY8^dAufsWGwfGV7FuzX^S7eSWUe&?RT~TtP|Fj+T;lP&s
zckyY@Y_}hdSrn)9N>aOYwTSh>M-N4}<eo?FbS|#eMlFkyzv1}W=z-y(W__AYmnkkv
zs?pk2Vmr+^hlV=qmU_kos)!|?-FeTaZCw%7<nOGL_TSuJyg+O?k9AA8#tNseRQ8jZ
zOhnN_2_RD1OK%my=d@N@*5*CP+qtjU)<bQVlXic|KFs4Dl$O8+8XcMXiafUWhgroz
z(L2*p=WuMDK%~{@_L>9DB@6l=S_KAPbH^0puRctzCF>kQI^R{dC~;_CRkYv@)#i{!
z?R%wwp|kPa=XE-vvoZwZ8I7Y1rcJ~cp{pe2MQoM9oWd>h7I)%=R;jHou2I89F8#{S
zJY3#vM=ASbdRyW**HAIR@?G?aj!H6rtl;%zQ<b`#&=_y%RW>e;AlAcj)t`8^5zP^>
zqQ_<Q9oQu0Xsy_xThq%ZhR@4eJpOzdeuDdy)lH?<b&_Z>HIYbXZ6fGBF6eYir4(k?
z?$`A9&tR(!vgf6f5Vz^J8tA@h>7rQ20aoo|f0TEple&sGzyWAM5pk4C>D_Ux{cNJ$
z6gN1qnNEE&_}Yt4Lc!hCK6A3$)EPH)_AcW+^5oFx|7@`idY+$jR2Ekb5FwsN-3-T>
zys4S=1r7*q3+}PKxZ7Z|E!ToPtzc!}V<&c@m5h^e&ue#6<JPv8OV4YSb&WI+U<VRW
zK{QwzW_3Pl{4y#R;hed1bwGr>X|6@k>Zi~8I)?uS>EdzduHfVY(w*;U+8%>W(-tAz
zYwT)ul?8L3d)t5h=<$W_BD-(k12APd_xaj|yKumGKfjwxtGa*VW-o!W9ddMq6jDl$
zp|E8Mx;pm?qx9}B@$EvfCX&Q>cS35Bp#_gpj%JwaP0gKtNwov=q#)Vhs_pcamjvbI
zJI2)HMwQkLqL6$C4Go;<e8ndFLZ|U7?X!%7vh0I1o$St8vdUTcJ}<m;%FPxB`}CDI
zQ7xojeYNqxE+f+}JI&uuLE_%~LAR=GqN5o&c>1j!qai9^tD%>T`>1wIjhJd!dV<O)
zE$d`NZ6=!H0Hxtgc+AB1`C7to!Yr3H!+Ub|wyDIo?K~R;UD=(X)+>Fx1SKAQE&S=J
zF2z49ZoN46ZRfw2Q;~1h(_OD{woB#{oA86VC8k6qj&)^Lt&8?pt8QD>LV7-iBft<X
zT}(1}8#D3Lj(KGrjk+mr>4#A;;~7x+sx%|!RHdZUih|c|B=huPef|I~?sES_STJJQ
z2XSp^dN!?f+-;7vj~AkY%!>LysFx0D(Z8tcf9N5I&fZ~bLBxr2e#z1LSzp+fpnEto
z#71H<)Y<Z-18r@rA6oftXxBfZ_0m!@eLYO=ia|rYg?p}a_EplKDWdbn8IV@anbvLg
zPAy*`-!EqN^_cdxRH7-kJ+qKg9p#@#NRf!YL+XJ)cl_*vXS8h(LA<q|w0v7X>_Fyy
zS3Flex^G8BLzZx>8*jx-ol5g=sp~-tom~k%N5$O4lI7CAN961{Nmjgok%l@URiIc-
zc;1sV$N3ZH@v@{qVu@pO79_1s_w$h-aG)O6R4J@7Q(yB;D_MGznqv3sOat`=Pfm=9
zJQnF&3y-hMhYIAeq}wvK)U86c_`wrey3hQVpDY&VJPEra_w|Jlr4IqF(9eWdN*fjk
z`<Zq{pt;8nWVO&V-kC}a$`=>4)kby_v?+AW;NmICmYPqqkEI_O9r_^Na<@8M<Vgnq
z48()q@Ay1KxGwjt2J|#fg1>W(U327N%b?;<1@SmdLC)-TQnikaj32RRG>LMmwz8NA
zPc}9A9J84*Lv<AykGd%ZDG+qL3){vGji^Y!z@{nVPYe-)8w=5n#4^fyLN?ei&f<El
zdrqIg8i@}-P8$|ySC#RkJmbZ$NbYvLplr}%Yr3mpV~0<KbB289BDUD>l!aC#*Y9W~
z^2~fYbWF2(#uNH=K$Ir&$$6{M0QpCpFN4J7x4vqHadgnr^#22%_>D0<_?q+_*Wyc0
zR11SQq}~xirj)*%NnQBs50H#>9%wjfJ{5DdnScf~ryQczNA;EkJAa@Xzd+h~;v1b*
z?HSehQxWY^p>kjjI_(p3UlyB>4!jAWFNCQ(cH)6dTLV*jTY>m-qB~k|i=5DeYtEVP
zz=4^mAhr<OqA*uTt4%9JJ}KRHc^wYm9Yq~h@GZ#XQf2=L?MO88+=}3oi_BSFDrqCx
zC(Ofa2=uvELDLd9!US1NsD!*StgCR5qqC?Q6AC_FSZo^K&+uBOTSEAuVt3A^^+}AI
z9<TYn>3J#j@yGzFhl)1gcdw=VeWJ{Dl(n9Bd~An7i&AKng&%4AxI5s$@ThjfX>ayL
ztkM}(vb2x&y{~X!f|Bu6%#+t^zsE>Qq-=AsagxNQTDWk!G<O>3CTN2xgCS41)5fX5
zDsbSaFZN>VZ1u-p55f{A_HJg={JXcdM2$4ljuQkGwlm)3Q|J0gRt?etq)R^CNrK|m
z_I4A`D&mwq@7=jj8(4w^IJFYF(#cxqG56f#7UvsJoOw3cHFcVs9_0uJ=!G*yqR=Z^
zBstPI>EA8eDvx2Iq>~}sj58tR<SQ)NBj`g?%+5y0o2W`vXIeS58(UuI-oV30l_5M(
zBciL9+@`DG3$B&&&Xs#<Lwi3*;fH)^gD;?wab~jJJs6)iNmT6oSTjw@VfFAs)K?AR
zK#rsqjmX}AM)W!ZPBrI-+g5w4G6e;Mc+>%yq}Z9uI`lJeAWW_N1LC1;<{MGc9|SzD
z`K{@LaTV+`1TEHObIw$+PjHpn(^v4q+YOwi4>dI}-O6mesb<)1(EhEUJ+AW7{=v7=
zAw=^5LOrk=I!9Yv>woT?w+#mxh$z0jCn#&lt!ALL!%=-`hP3=;{tM|)KuqoCXL824
zlfL^rv@s8s0tr4U3(b?Yc}Bv4q=E-dZzg@Ykz+}Bt^Fp1@#B4E)C%WYUr#Pc0A}N4
zad%b+aM^aUU&Jbk45^X%;@2!8PJ8GLsmeTFP(;Za@K-aS<(Cn?BbMH+fun#WdfOz#
zcxOHR)oE7yURH$)>%{r3!owdbyVMZSUo#x?s#JnhC#xk}e6((r&lkOekd36~Y!NF5
zXsT$E^K4r;_@4>zoW0kchXbzGxDX%lfh{sQa|`0wjOa`Sm^Wv$HR6V=P4h{T#WAdH
zlC63>vik7TM&z(idMPp-$W_=DR)7QAzU(#ynRPYsD+`h_?g<^#73zi#a^e#BfYR?v
z?~U&T>52&CqW2VKKEGnLw(i1b^S#fS5da75E}X|;%>qY37yg1zFCM{xSu>=zr9vni
z2z1;=J4bcuISYXUE&XtyS-{Qz!e85To*oX|7A5DB@PwRkMb^Oqu{yqsW7t+E&RDbV
zW`X(CVKW>6LF#!@D%Py9w*IQw-CZj<uvWI21g+q754;hcG&Ra~Jc79e?)lc9<`C9R
z+f5dm7~}Ct>1W>6ksn}!HISBW?8*65XhMM1UDeJ|V9`q<w>|A>bbLZbN8<iEiBK2b
zaa5v!O<nFlJhBy1P4bfTh1#q>Q{Yp)qXjbgHaDZ^+~EctUC&-ktm>!b98E~|Ke4o<
zW&MIZNW_hhG<P~yYRxoxFs`mJ<!;0E8JS`$ABI`2e`L}*okeaD_W-poVYk0Bip(vr
zy)_Z{l=tmC9p4Q{hPLmf0{MlQtL6ISTPz>7!(VhDK<_8`_gDZ!+i|bR7X9}bdOtnJ
z$KvL+p^Y9`P)0wbh_mbzqMhS+uDmlj6UV$q!Rdsv(J(V!_YjB3Y?3N)PN9Mmoi^l+
zRagaO=#KD%X@%fSr}zo2fiydZ{Ay9Lvpc>I%HC7wi@DP+@kZu#LO7X?q>mhDgISQZ
z<5DuZnYL(x8@>vER_fM!Gc%b_*Rxk6gr+W3VU#2bw6pE1yhz*!k>m~XY&ZZ>PkIjv
zVAx{4O!GE?Y2aB1W0UL~js5~|oww7KZa+To`4jQC*-vH#C1d(6e_l!Uh}QOH$yI4q
zQyikS06yg_{ovIf6V^+(K%zM1xfdTPIR%UCYeAcphb1Rt_9ZgeS>*5$FvSC(GTymo
zX)l*6PwLCRoM@>@l;Q`}c^hUU*qV9i78Mg1sSoYh*r@i9PWB2Bw}T?~DemfB9KF47
zBoI2Jfb^qI;TRtQHj5UuA*APd;OV`!tXOUsyk!iTvW1C_SH}MtUBvM?e-BwOg##5&
z&-3*U_0dmxVPAXTfK9`xcHN5aow)apMKR?w`g>7?l_!~Vxo)1;X3mr+P&8Gdi;%k+
zKAcFd`3VPlx-?Rr!h!bUlVL2t9eNOJo9gDbwl*#fNEqYs&I*@I)?htu^bkqylM^0V
z`DTRB$>07{EKkp7EMxoeORm$hi?SabhrWAA$BJkl+=4#GyZB|WbVqa#bSyI1b0OXk
zazP@<O*>Lh81WK%_4K=5;imMXfF{4lv(Sn;6wc-1Hb|&iz5;fe!PeRhN$f*NK47Bl
zhABBvfHIUmwDX;T>Tz`u5&7GKq~^Rwj7hQ)Q3R~ML0#Iw%HX_M`bT|y<tx>Umf$7%
zS}IS=c;6Rv#nd`j8u#-H!+h+9OBaHpjt;H-FZSI*BW7a=R8uteqN$e*cCi;I3men~
zp5=5}Djo7CW2ZpT>Yfzp_OB{N7DhF_qYrbcvE3i(r7wPIx|57u&D(*P94LBt`wI>h
z719#_MQpR)nPT6%>iLKCO8bE>h3!^{H*f&onekS8rjCR~-G`pHQ!^*Tz(Lpt$pM85
z^No#r&uLe7_?1pZKDfP_T~lJ7FvE2(99UN_z=u`WDa=Ks6f!pqv6ac3t*%ztP!va(
zL?tglFtSDO*zRL?E3a=97SL3FIH?VyUtSZ=Df{;T6IvZ;On13JHVZF?3*8G*|1KW8
zqL`0mBmlusS#2P6g)V+9S{iH6q$)dZ_6}uxQo6G<$wWKVyrdaYaG0#;2eAS@c4@>?
z)6jVx5&g|{rw&VEaulIv5@#h*Ql7T=A}KT$+p%g^!&ya%lVe7YNHpS?)o%>`WXQ(I
zCZtqEqx$)sV`6@`yfl~kre$=0X?+j5WBEsbp%EWg`4yxUYM%Y@@sKz!VawMZ^Eu9-
z#)mFTCjbk5u6M+AJL6QTc+knD7+YL|bv;X``a~nXeOAuwrtrrIIAAq##(*T=5v$OR
z6m^896-?RolX`_&gbnX$R71vhAKav^+^wVdC;oKr9K6G^L`m<4I_XKC>QvX1`*z<N
zN6c^l6a~raaGs1%^-hn}<J@j(B<N>VK}z=f29w>zvTW8aPtTv69A7SYslX-3+J6K2
z#OR){026b*|4dth{oS|4Ee&f`P)N>@P6MJ_T<;xgRvCQP7eVI;J<Fn`^8_rdWvw3*
z^}gaY(;pf?%-rE2_{aE_XV2OM9N^+RuZ9Eb7Kia$wqq3+Cbp-}aA16BlN%^4eXWR;
zZC+XmtY}C4jHH>O&S6;jYRAku*K$Hz;MFbvJ$jJZ77p|}sxY=eZWq0O>}VKQrR76u
z#&JGo`sVyg)PAd)ZHTtwY22I4l^n={MeFPmTWQEa^oC1mS!-rXKINQu{z}4u1T`FZ
zn0qk!pqKRqmdjT0`h8=cw0i-esRuDA%52&F{eyQ#;zpv6%PVl7Buz#%<Me0d4=AW=
zmMSX`0I8u2NUyh_qsDzrlDdfPKE7AoL(nmgY4m*qX|F)<DSbSEM_d#)8z0W})x;Oq
zTJ<0sC7yhUGg^faA3^0*7-uU~VXXzy#B4L}b{A0-9}biXKw_<0UcN@b<&ADb0qoxB
zlb6-KXmz&4-%iZFhe{D$fYXwM!rd)7DN|~@huO%P9b@RYB(-%eHLt(O^IHC6PJqp5
z-o8?Tp|1#KO<8=~j^*RGUmZVFOWh;SX`GJwmQpCaEf<lPKP#v18X^|6p-hH4a2VwS
z2O=$#6adRZ(GCOigSU`?mf(*U$h~N65>E&B^b|ndlC7z$U3^+^af@WhgQ6+xkMJ&9
z?L~LPE*I>tjR#vW`K6b4MNwF2SpXJ?M4^U;fxRwss{(ys=k?1>l{P71De?a5>V;Z&
zv=1}pNkluwQs*upVi*c!x@c2hdvtNfUH9<z_xjV2kFju|j`|KHUqXUl7wh}%@1qX-
zvf8TR1UXBgmtP<uB&c<4O+I|Y2_XjA){jeC93t<iEJt>qt#+BKg%&|+*aeWuC2YlS
z3v$-Ftm)Ft?ui7Z=Rq(m(R6wZDqs5B1$Dmv5d>=iz1NDTkI}PRWvsrnY!tBIE2(n5
z+Rpx54A}%x>H@)P`u69>qLYTb0wo1*1ZR@?G7_~LJv=sCqIZ=_)D?&LyS2qd@2CzB
z$F)q{^5i23jx9?M*SWpY=F9D=PG!sHNHNm^39u@;(f6(zA^xYAxX*o|2RZt;qgcl!
zDRgf^lo^l~17CIv#W<TA(|E>M4hu0u53EIKs1qFZt!J!-rdBu}*yF=og?sWnX+NUd
z;#)L)0G_^)DH*aR{&q0@;H@#C*-yR3k)EgcA|w$1f*3fUfI}B;HzB$41n0cp(|`2z
z+37h;##gF$y1r84>oRj>h&Z>7z=?kni=b1f$#}6EsTR~b-HX;zs`7!D&)6VP<+(5x
z@4o^~!gB}KaNynhiyyFqGS6-|zCU*|pbe_HJ0)HcXyaZFvZTV3sNUk(aYACvmG=pG
zIHS0AJwtMH$=NcGEH#G+^vB!8iI%C)LSeT@whBT=X7cBze@uPGDYekOs4SG~5SC-H
zYi3EO2vebzWOj_III{oP{`HX0k-|ic;!DzSDfJdxkfK4J*7>;U#S0Db$9lL;eUW_<
zIre(k@~1NkQT8O5PX&h+W~jOfXK^6;?ulteyzjCUpmspqopJl#6Wlc^o=u*gJ|f1p
z1l>i?ADNMmgR#t;8mI<AnKu|)wZ3<j;%P{6NZ@O{bo>BfVaym-XG~=ub%~caPw;Sd
zDPlb&+@Cg!!e;JO@lR{>LAJOHRSQ$PCY*3bq^2>nWtmF{e+s#_xKM0Db_hDC9raA3
z<nI;10dF|)vVcc(!Iv#ftun%tdMN9AFY0TPe5$;o$$T(&;*Mp#Y<f-@CCSs1HdLAU
z?pBU~8a+KeLVnga#NgLE?iM>eq1DM@;{H+*4W2LtR<yHS@mI$QINxfj=rq$zqkRG6
z7!Qr-`bVJ@gl;)2C-ig-?>j;ijFG3KOnzQCA@m=abQt(aYj32zahc@sTh%Rit<FEF
zzNZ2R_M)DbmKE8$iuyIGg*%L`>(<qM>Cs-epmXb|z;TnG9VZGph*%*s5Or6S1kbM!
zPNGFAc&EOUSZFAxbP9dz+M^lr_zS4vxShZMn=;VHI^~4}U%^weE0nh23(k=?z-Z2B
zhG2gEk2z?YEwX>GE-^-3CJ4uVNaK7;WpiLvOFbV$Y2iJcvXX|$VQ{U2WwOpK>A3Bn
zjTy9k5&z?nC_UY7cW0Kb8~R$BB^(=ayyoeZ?=s>gW26L39b*)R-|3^$6EN+JJc^X*
z?g+rwcs%nIL$2UE`Xbhy#Gpm5XB`)va6o0eC{tdIwu`Joroz~n0&6d`Vqk-ZQ3G}Q
zMHu9Ve&#l$vnD>0A?-O$C=EI>gPKw=La%D<-XJ5B>fl}Ra*lcRJ0QLoOp5^h)RPa8
z^TUgWm90EuUf_v>QYIL;f&*VP@EH*Md9)&BQ!_F^-&Kw#SLq8gi*9I9xEYcfZT5@(
z4@5@lb1Kif8%g7V-KcPKE^B6KV%m>yYwN`qUb;uJ25s9&4e-p|(WoHy?$@1=R+cym
z-V+&0pZx*d2l3YmaTo_9%}0rzN2CmAzIocfz5<Thw#}^BVnA9P_xGO;AC0jgBC%Dr
zv$=Khwk6BFpY&u=<@<aal-&px1c}`RdFH=y_VY&oqzTwbM_XsP<F&YHFry{A_ItAn
zN()asH-sCoUjycoq}$($9ioN1Bj1oXyTEuF50u(`GHP&cd+`kv3ZXfF%!8TLaomYq
zQF?c?5i0L#yuHWc(Iie<%rCT#wo_1VC1YLbfr^i?^?*^5sWA`@nS3yI)Jw4!4it${
zS;Td|H;7j#ZCx(Aun`HO-YO9JueA?DYUs5Fii=69snU7OxS_MrOd<_Kh?g7F^J{fm
zZRsK5jW(W_p;*RaTuhpV0~B4uwFe&)%~@?|64igugzH6R3&ls)8{ulJW&Hd`)Y0*s
z0eI!hDMzqEj<uEG;f1@R(HB@}Uk#q^egw6qAB@S(ODMM|j_QWM18TNreMI+ieM=@~
z)?DiZE?C`?aP>KJpHU>gp=PRtbgzM$BtY(~+&|K**xVFueftx;lJ+GswNYGQWHdvH
z1SN-E6Lu{rC@z!2pimlIoWcPrUBgg7O}i*0-hxFt#0)`MXs9yvV+4v$h#8`$Va_CN
z<;AzHjC?0-VrCgl3hzvU^jnBkJt3UOPqE7~zHy;Wef2vxLz<Tbb+hoR&mMXe2R#0z
z4Bu|?n-EbZy+0XA8;?k_4BvVlwPr~Q>#2pE+$b2vZA`}UR0*CFc@esHpQ5{1(Gx49
zvdeZ~9#Y*nqLSM6+W1TYaEn^UNq%LUzFM5gQC#}gZ}hC=B=BstadmAoxEk2L>tANg
z&1xKjL<8CH^MRgALWqyrQ$GJI@QmaBcm1%fkMoCqn7v;1%Y#`<`j$0~W@0~z-Imbd
zyeJSWeJRd@jZkY1Uy#-jrk4m=gfbMy@?(*qB3EsrCf)RBIJ`mV5gy4rvHQ)kRS0wo
zs72nxfv4zatK+%jog-EB3r@Xbk?9%zBUv_AZh^M8H49*WAxtUpOa?&pkvSk}E>D5t
zw!Dd3f{n*Y?Ps2OcZnsl%JV5iC)U!sB?rK&AxywQ!0=wO{du}M9Duz!v)HfCHehUV
zE#H8R#VYI<-n<nh`?Q4d0vGfSdwV<cIB!so7d~n{EKEp=+ZkLK-<ZXNR8bKWTF&9z
z)-p0l?e`lu#)1PQ$vDYI1q!n@Ye$wjyMvN~;HhX?)A*Uj@H%X6p>5ciO!kiWxkYA_
z2;JyWSkrBDj#e6tD9(^uk@(EUyS+OMNMDw~eQ@{`t)u2qF=Vd^a*nKFjWDf|<aX~V
zSM!0~GU3y%sAawR60cNWUTYFMv6ZU)ZgT6A%#`Vo2bK&n2sSUC4X20uX+GOa#!g*x
zh&a+{orLs(yVJ`xPm^gq!iH#$Vh!@OA*HYs8ckP$qWAbFFTz5-*?Ds5P{p=QQWit|
z_&RSz4YkoR=Y=Z5Pwrna=YPiiuz%tH-{;)~So0q>4jjh6p@*uCH<FU74k@S&ruB1=
z6=q1e&9<p=yoy2F&wd{o<}fNhJlGBgUf_s<=eFQ7Pt85PjC}aR0U<Cp(9o6z2b$Uk
z8Wz8;!T~ZkKn$5NTAtcn1RV`9G8kd!I9*#m$K20z|BNI}b5h(HSq0tDZuOlE5kap8
zmGw4a)5->kQ)v|za}J`*G@kvcp0~52leW*7N{91kbMw-&Dx)herL=Th8`y4$k^@7*
z2yj5J=fY2)uTmrLqSrAvV{3~(=NnA5@Xo3BNhr{Nlksya)Vo+}8$;ZyzA72Zk20N$
zl88oKF-9Xo*L#=<Epx?=Yp)~gqboh)GU%R|Bbc0h1I{3VKuOk0h()@}JCI$N>vuR1
zw72>-MyBIu{7BHlm;(jYZ$|e&np)Cv9X*F>cf~PMzMG9Dq7e^NC#38}x>St&upkZD
z6Jm)(BNt@|+0-eIhhECD<w7^JdVRmmunv)yX7uZo!Zj(61K2v5`o>r7c07p%tU}J)
zNnRc%zV|KQz%7Xn6XVNq5G%89!?8&groBe5v^d@7S}UlnKWUGf*4p1OI4Xv8R+CXT
z9bCxwCv%4Ht?Kl;IZSe5e+Kse$IMgQqr`9P-!fT-_8c5u%rSXJe&EneYTLX$v07dJ
z#vIupyVUR9SZ~4O>2TAm#?{Sr{oOS4;T4+jwyL(7_H_5cb{vex3nDqgNp|{yMU0==
zMPEF8aL&2`uj5~*+<(Ra+zQeDj02#{JeB}x@s&hTp1BQNNHA}nf?|?(r(zYUEoq1G
zDQp6APFNO6eZ;i~i{?7g`st)3;Z@b7*AMy0X8`IC4lus*u&!~x5a-X5<~mP-r_IzE
zfnT*587+tSuES54F$Xt=bv&sFAwgc7^Y4rMvfCn%Mc+dEql@%1EHoyUJTAvbk)4sK
z`xYLCzKk~y0?bEW9;lsQ)XZmP=dWefzLc^=epR(poMHiVvOCBK#Sen<(*S3j+ZKq!
ztv3{5o?JL_9Gjc#dJRDrcb-1|^2%bzJ7!9NgX(KI<Yl2-Zz&er!~Xs*`Eu!*b|Ht0
z#bIB5GMvxEupld;_fAtB6t(Z#zb>8$=Y|~xOdG&#Mh-aq+;4R#LWXe^3Nw$}>l893
zzBDi}c#9P{st$a0mja&i3r7H6zG7&|&qA5=j)KxMqG#WEr37zid_(Gu5j&TJ5&v95
z^yF2ouW&uhz4vOb+Z!wG1rxsCmsYQN{r2geTlp8SNVuX(AM(m_eUpN<7cPPi7`!sS
z*G{?Ds?XP#JRjg-r?0EKYfCP57}A)_Zmz+{QoXX|3kzi1=0+G=K53D0OJe`bFLW}@
z*ZO!g$k#dDfrB>3FX<_d=!LUMS97%+)7O|1q?b?f<+r1r&u-fWE)1kqTAFX&R5oRj
z7C;Ef5Is!BiCM~xFL>jgy7GqD`HTf?5T_Uf9~>(<iWVQPA{L$_Yhz%90`e<Dk+b!5
ztnk9*x294BUcX)eA0d*}W<X#{%*~X@HUBjFbtAf~;{Mw&pV1on3zTG)l+~XNeS=&O
zd;=q65Z9!5aN#Jn3Y;2_PixOc&X|i*t1dFdkEIXn)*RyMfdOlqnaanxpZcT=5SX8f
z^`tw$eqEL?$e#I;AXG_d6a>kZVqp@OzBCJOoG<?r={*@ovx4T}_w&@0ySge%@v4iQ
z%fopJFa{0NIU8q8$jK~hk7*HK5k*tzK`PbvYP}5aIn?rX!$1_wn=-^F_k5X34fESY
z@6K8cFT8gmLT0sV-Z%|ioaGl9O1E-gK+2#it`)OK=6ydOt@4ajMhIm?j_u&9`mn=e
zmz7kW4i|pHL!O_L_eR)itzBso6F#xNjW}K2J_NDvq(8V)^ZE~l8!Chpc$%J5K2m)_
zu`wrbCR1QiC)KKt_epcQieZTgfuf7@&Qr&z-Lp@7Qy9w{htNBWMUrboZcqDt`I-8A
zjcfHx#+e!88R_kDDG}Kf1kn6fb@Vy5hROrucE;ZzK2(d2v|o~1)w;lGKckKJfz`wI
zz%vRsV1UtTOU%%Sly3R3OmfgGHVq3f*G@1jn-NmKPmfym%!dJ~$A`o12Ka=a;Lr<!
zq5Fz)7y|KB9Zwwuqgq@G<1IIg1qgNyTj2l-tchjT$kUws2bU6^v@fY7cq)=K=t*G#
z?B-m8sm%jR&>2p;c7}(%y0@g-s?k8>Qvs`BldBl7@A)}P?>*twJ>^8|J###g4_c$;
zEu3@Io(se-u&Z7)PYFB7R<#!jc%V`O2Yf%lfo*OWSm*BF>&WQdJ!6eRfc2Wef$94V
zXL1x<)k2p|(tbBVnC#QV`7i4HpZn<_;Yo8lZT2|BlgpTTmlkorv7_hSDBQSDka^ya
zVZ(gjAAQjbo+6kl>FzH^3O&f|A?4$nr+GOe6|)F=nH%l)N+tn`tWRM1v>Xm#0K=&z
zkyV-4B}u0s)(#MzWa@jB4{odm>kE8@lE=E=Cm(FhH=IlyJUul84~Eq9y);twb!c1b
zHs9UeGav!SF*@q{AUQHlasGBhD7D;6%F`C+eKW4#RwB%tpE@B)`-_q&UUI8uWU_WN
z7?3fSlXB0RSRRgYbfo+8(!tx?cf*45(kFJo$l;V(La{%*4GCsFTcFWy8+{JKg%sQs
zm@E*u<1N)XLMc~2A+Pef0xj;)X!Q)-i7d|s@**lD)CgphqWZH(wLdbjqv%Kb$^t)y
z^vdqje3|x-f8Q*~P3+^3)rZkTW3lmLH2S5;^DMW1u>*90B`h0F4sz^bks>KLkQ@r^
zQUrf9F82%h*?o@XFp2l7Yg;|R8#;0P9Fp(Ua7*EYps+Ucn0U^~-7CVPO?M93Vg=hw
z5v6!Mmh@Wvg`OpE``b6m+989AD3#U2;aFPP{RNHg+z7e2c~6Ot^l|PUX>ZEDvFPlo
zpL_@z>J(YN2pWwaelb+Wjj%QUBkzFkm9}nMUk}pTpOPzi*f+8)$3=vW9<0T`5Md~Z
zy7dE>U{vYQ7-`<N<)*jje&OAJA@sjL(2ZkwB>XMJ3$nZj9@A>?#ezPR_nq3s=_NQ2
zg0&1j%nFKQa=wQ&MZ>G5QiRV(OYVY!Ndil>?F*2Tp#gJ;ytu5!gB)^^{*QINPl^hl
z!RV^kN2@35I04RkabwgbKQVw!8N<r&Qy*00*d;`mUq?$~VK;*3fcwmfOW)OPgLrOd
ztSmICx7KwTaP=9lAMc&zrqlr01!yhZKbb!9j`2Nz;f(AU5A16zsXBRX=a}EANXzRB
zG+6SysLCA#X5_yy2@feK4;l{S(N({lxu@JdHSWt<E8#WJS#3=3ANV#(zU$m#_`L;n
zgj=2*2eJG3tkF9f>#sg#gUw}%7(n@3CAAIurbP3Y?|GIT1(sSPMin9T_5;Jd>_YZg
zQ6=264&99elcf;oR_li<LT2LUBB3bml3_RNS+-+q30Z70Lo$TR{Tt8ZnMa(1P!N%t
zz$ctzyu=6xtiiZb+z%L%z8AVWvNPJfI+9sDP(Q?>g0uP(vOQeLpNx~SXCBb~;x={+
zrNL47@OL9WU6}8N&(Mq<?~}z_FCbeKZ%#CzII=)#tOYAhx|(*M-yKbjq_>L5Tk*Yq
zUM)}xH>{?TSZ&^B^@#VWotXSekqf?DW#@NBTC}kiUb$5TE^xk>ixqzB>F<A}(dJS9
z&M|f6&;vTYURf5KYQKS_wB|7~Ay}TCX|8ylv9d#GBpi10)tX@ZF>FqE_>I0`<W4_l
zm?M;=iW=oD7b}eRX{WEy!auwZfMa<iQ7pv5K_6G+2*U7u4?NjKuLizMTMLF{OuS>2
zF>8AMgF^gmlQ;AMW%ll7&1-zD(u(eqE0V&X%4J;^VMS3DfiW!`jLgPL(eH38i4v4O
z#T^^fDr?!8KqF-o5Q&|yt_b}&SXet%LK)yDVPZXchRt>1ehGo2kmaMze54)v^1_X1
zV3-C$y9H_M=#dTS_=?C14!+Lk%wI2P++t@fy?H0hX+qK`eV?O>5>k&qUV^PngKBL_
z<G$MDhnujZ#EYmdW}xY}kF4q;Y?t{(IXQsf(3hAY`6kxmc8oDiSJP$P(h807`8}6D
zul^?!O0Gsp`S^-xpN_<vT_y?od2R9Z6?Wwq$P|(f2n;XOtaeX8FUftX1zBTjwn!+w
zKdCQhzmNkQ_Mq^^VJ>}O_)WWKA6{+o+k&bvE$mds{<OnB=|Bdo06RE%L)axh^}_ms
z;NfojfeS~`r?ME+i`@^GM--@Rw~x~FKLq5qVwiq-OOd@$zIJbj+MYbk;b+xqgEL4H
zS<b}$3*lP1wa%Cv)>(NGr34?I1rfo)z|7gx5#3`&zOlIzdbC{uNCa3JKK9SA0RGz-
z0{p+cb0y_q;10ev=Hvvu{=$^YFERLscd-8c%9V+Ml_U5y694fVPPqBGxG!H4`~BjT
zTf+JWS2u!I;vhccn-U0q(o%|ovUhn9Q{SXghCUA_yvZPo|3$5cvejk%b<h_SG1*k#
z8}~v#=OPE7-4?}qc#q~531jKr%NO`Db~f@DrV8Z=@5VlCPL$MaQXJwWa?PDhdVVu;
zHC-SPW9M{^-><bj!AzMrBom6?l2Ug;F{j7#i8x_h`=I3~KF-%fp6Hh~<+xXi#bL_E
z|C*uW%ycA%2w}ts2S3Tg-_-V0SW4;j+fR<C8c&wAaXeehj`rh^TV?L4u<l@c*}*W^
z{HUirPgj*%Ul-)a96QPCtj#oY+FhjF<JC}0m^ulDxS%qO3z6h^fVPYo_0*6aVLDDN
zdt6UVxgH*3Sv+88vgFc+87Bn0zY_i-n3`oIc8Re|rVVcZ!*cii<R_*8mKxj#ggEie
zQ=QFmDx*62#m&odjVleZ0%JMTs=?WbOsCev`xtD^J<Y{jE0VeM#|cn1MdC@^2bru#
z$RB3ex;mCkSDu*;$-h}=|CHc0g!CX^9dW-ph<<j>X{|QC(uL*YeflJ~?X<&}M!n^v
zk*}JIR7&s?Fm1bLzIfhwz;}E9jnNl}Po=CbE*{!G{?M)&%~fYteDB#UD*@6%gZ510
zQS&D{kzsm8D2m&+IwkZUz2%dWm9KhXl{*{AgRFzdG2jF<?R<E|GfMu&4G&(U))BQ{
zEcf!3S@34uD{8W0JvWn2V)Z)mhB}55TP>pxt)vVOc-jwAzBO7|iEpfBMOi<Jzz!Mp
zu_!^*3Bi!Vel`)kgHetz;Z^>uCOYMe%8Etyexo||V-H&^ww>@9{>_{K>OkGh0ir|N
z7Z^!~xzV3(*~$r^CeON}cgV|c6F8h2Ok{Vz<+P%=I2*h*5%nPdqKP;48_DSN?_=TX
z%}5fi&q(lg8OpJv&J2^2j3$h&ND|$NbYjBxM_F%tSqrt!4x9<R$kl9K9F5O0zZGEp
zJh(r4G&QI4t`0JllFw)c6UVG2iB^W;dxw5jG94twZMkASHFoj|M1dZo8a(7AJ1g{`
zXG6#n>hK$dm0?*Xyr1$Lg{+WNX=V%FFNN2!hs05;>M<A14d4Y-QB`@Px_D`KvfHjl
z2&iOqnh5EPocWO@CVJK0z5S}Fq-2XJE?=;wIIZNRuQQu{m_Z!6G6%8Dh}7ukG12PL
z3idUc20?RcMJKuDZ`~N3AL<lnT&&dVKlcvR0S|bYwaBKe<&F^^@H`l3w055-v%oT#
zuD*5XVnIJ+@l1zBrHI;+s)4$wAZ30un#Z26sGw@puZ)90^R62YmiIe!%dSlZmuJ>r
zgNBC2E$Is81%&ZcHGs`oXsrxNKJu*>WExx);wv8L5Asc7NRU>v{XeL41t3jZ4gCO9
z4}96`i0v5fVs<^Yt3K;73>x|-$gg*fRc#*~m{fo`z=QE17rUjouH{|u2Q@T@8CmuK
zP>lTzo>hm}4!nAc{;ayGC~XBn*PE^JQ_GnqN`@u9i>mM_YDO1wk0^G#Pm$q6eIe@A
zRH0AV`C)-F<*dYsNd3@I%e%VSOod~OS=fVKy}r$Fiqlp;JBn7<`po8G6m@7dKrRbZ
z6swVu?k3$sTaj$KsUn8`#hJg*P-@5zu`>Qe6i9`iqa8sh8c|je7jtI3-*R=|>Vdax
zh~I<F)<bp|&2=lp651ONikdCx@fAnVMh(i4_}6U%AraJo^N*E%oH1Hq1ZST8lgze{
z>b})4hDPnnKH=<<mbx?;Ee?H=l-7CPyR5O+IPS|@&fQc~c+l+YjMavn7gEwIbpz{u
zQ)FJikKXjSaSwBY7fg-+A7$Si)Kv8SnZzKW2c$|1Akw5rkq!~03n*2<5D)~ED$<1z
zI)Z>w1(Dv7jsgJ*QkC9&m)?6X`~2?CZ+3Tfc6R^Cghy_9=iGbB=X2hD6m@mHEYjsS
z)wlhJ7l#->{GHY4?r!Yv)LON4GEpcAAI&#9b%WRO|8i$_vr}$=6RGS$DJ{-%-^m2t
z>>@U3^kJd%VHqb3ZANI#&b;0^Ml|{-5h-21yLM}|kAb^}MkApVCM|vAU9TO{R9(^1
zTY|s4E<~vSO}Auo;}L4wP}+tzga6ma1Z`{fkA^``nZU29(Vlrf0=@c1A$cc6IHBkE
zkTSB~((nA`{ONs^c7)9fzxb#1mmb=YG<&}<YFGQ|GkRN<sM$dO558_8D{Y{wOjCc3
z^IZj<#k+!>HUhg_cP!mnkMx?>M|oABVeMCmHD3TW<1X!Soq+h({fnWier~{I44bd-
zG&|cVI#ddu7!NhwJmZn7>FE`$-`kn);e&@2JtF(fPiQGB7r6N-5!S2UZF$h${3GMh
z3u!xXXZph~!!7$!s|BO?{K_e2c7nvBq6=yo%AV!%{d*EW7<p!f0z`#8yi|X8rnRwB
zcqM1$xg6_`y1jmTA+;6usBU>Y)AS&DpY@`6TlS*NT7g#Jxu~zz&WX9WyWJgF*EWlE
z>z~ou@ncOzJ&vYC(~m!J;Zd@x4%5r0MZ2#&GrIV*>H2TsVX{y6v8ebmo7i;PZ&rlJ
zaVq7o>j}=Xl;c;i-@llpCEPk~;PTPRVVSdI8x=As4C87Xf5B~-+>89&#3o77qU&dW
zKbEh4R0Y07KYy+-OfXKX!O6M&y29)RbtQgBsG5K7)|t7%m9G?!_VtB}rCIVala_pU
z0aqpE?`4fUnRcCK9t77f^gFKJoJk|NZkDSy(~NWVN4dOmHSuk}d`BrUaDH!J+Qjzu
z2s)?srUGq~qk&7m-%DY%%i2M+2<{64p@9#J<Je-6Yy9*39Up`4q2&cO=FKfWPrI;~
zv|L^ou?2&@OT*^S<nS>;p!`P_*W?2*ix>Ffa-?l!&6>oRPJ$<DmAm5r=jJjr6kp@|
zHE}MpgkNNx7nONkthMp@LPAu>-DqjZl{brx(B$q=+^HKQOL=ELpDja`7;d!hfa|TN
zxM_K3F5jCzvJ1<^$0LiE+Rg&Rkzb#vL>oX?d<<V3qn4{4A1rUS-^1yMYt6a*HIqWs
z5YDiY8^%yc7tsoED*Y6xCz+(YX<Asw%_Z<+cL8(~eRK5Js;X@1yT3^-Y=3XMLQvq9
zY+M-Oa7Z!1dKWHwPAlhrK(WMuz4qwMywRX~F@gyYjfU)UnQM)zv3yN9V0|WkBYV$v
z1V{9LX*K(sjE)(N2D-PjMRqH^@-?9&8?Z--J}z~Ax>J>+@v*aHz30~y&V75@cITkC
z=qcqFgKpM=s_#V_LFIM+{@#7VRpkq*jaKBZz&k%6f)!hLwlVLRwj0Ao8C>t$_B67|
z*iu<652R`kX#@{dx%TZ$JlA3@E(_S5PaS)n5?gAq%i-VlnBR>%@}hIjfmZsKcKig+
zMq*}gSn1&(31BvoeQ#Y%v%|iIiW{vvmbvylsWfiuVjML`sIFMAXUv@s+fV#>ZMV*z
z1st4msCPjTzCBXc3700imn%;C1NeEl(!e*yqn$Y(56z|tp^aY_JMu?{gQJQnb0?aB
z5vGzJ1BM&@J*?Ek3yik-*A6AxEPTmSrV`Os0sKF*Tu-ZkMU?&COUcr<55GfzOE2ho
zH_W3LK5Z}pf)aXOR~qtxNO4YLgUw<u3lJ_B(8K7A051zLS*NO^aQ{m39|FV~^gsB`
zfJRj-_D0VPPmv~c1fTBl{V5~t3ZjoLKlw{<m#Aa-M&AEzGJ9ee`7W!B%tWAVq{rFg
z`yFu|u{h#$l17kru0ZF@@|Vge#^joud|xZsFZ{RG+KZ$pRWJ8kZ8#^M_8=KRp1D$E
z_YNyKj)ga=2-<;y#vHM}tyA5@08+==&fLOB2ax)%GY#HUncvQXRL{r}3RC@L=Q>8u
z5-;HkszpDS-}WlE^wis~C*37Fsh_w0OHZo?QU=e`sqs`Aw6`h53x6vk?1W$sHqU?Z
zreX%>aWArubzZ9ww)M)t3{dhji@%eioz>n(vMTO`RRSYWQigrPN=3gk;)lO0-gf*r
z9#LQ+cu1n3#|{6@w8!vm9FdA6=6gZ~3%jZM*IvhQ??aF)r@EtbiKf0|dCbuWECw35
zoxPf}(|aet%}`nuPM_ue)iqQ0d*TZes{dcTsn_fMnwPGqdR;1q=r-kLV<UaTNEf#K
z^%N7$$^wBug#r&xe!ng3G8l4wY;34_Iy6h8vl>Rd7X?<z5}h>gw{khmtjPsg#N08N
zV*Q+Cq&T9k_TwxBmh?4U>RsqNVxj36OWOlRwc3!P{B`+gyQ>1h+SezYNjOuh!MKOI
z6@l(BiLAF)mbg4Ooj2W}-<Ad_QC~($Ymg;(Vey@?w;>YNphstcnt2^>N(fxzG)OR}
z?n&QPrG-s9iwnP%+%Xx5vDCEqjefY_1yZeXi5%Jn84dV<DatJ@Exg0nr}!}@e|SLO
zDd3LDS4Y@Hu!**zsmd#fXgUcks!&6(HxZye^1{}v-U_4f-Xw%0u#b1zsd-E_#-HI_
z+BR@U9ruQfmB%F}opJ1zjXxicpFm&bOQaAXPgU<u>h-rO$==H<JbBh~ErYnVl>!8a
zS&qJ)g?yK11n;J+)$dNihgzIoO#k>;{L>$S{+m|SCPpQ;QTeghmoI4F&{Pji(y#tT
z#sc)lbXTat>wcC`GD2oH+?pJ*#2u`Qy1Uh?);Ok|B55{Sv?oo>wHa6$%G-lLG#74C
zVNxm+P;$e)u8+@>G@7CP4k>pl7B_L^1$6sNNH?xe44ChnE=9Xe2GMBtr{W9iEt1P~
z?ehJJqvLfC2cOo=fBoX=LK95Iq&Z{xmO%|oN0|8BaMv1a307(O<Z>)KH>^BecJlH2
zkwIgLVoS^u?mvfDnEf@Wz4^oD@?;tHUM}-pk*zV8oIB>L%rs5)Tiq&XBmAoYoM$Ex
zdCM2AUdQ`m-9}rd2U(WK8Q^+_khHkI<&q1NcB&{wLAOr_KO4Mpd)x4v^|Y?(!}wOO
z&quF!#noosg<>L@6y7Z8ZM;nM?V>Nfy-S;6*t`1ZoYJK`K=DUG$-B@qZuT>i4oMh1
zu|GRNAm#3Q(>{m)D;LRVeXIHu&h-}sK`xRn;sj+y{&>O4qXpUoS`rGPVqDGg9TO(+
zCcNId^V$@X`rRciN<VbPQ{_iY-PUmbqN>hkq^(PGo>*W0Mx6+9uS`KX<E5#Is$HV`
z2xm~OAOHb~J-=H>(k^@B4&~keIwI1`!T2og&?Sz~`==GWvg<DIrv_OFx9y_h1DVIY
zKUSW0tV;Dgl3QHS@ox=+;#IbYkUU$3@O{PT;a4d$d3)rb5B*=>2ea7nORDXhyof(O
zG3VJTiml-2`?)rfvee^2h+QmoraUWVRGWT?x8gzV4`uw&+L?UVhobF2%w4-@ock7v
zO15)gMwJvO`^4o@1eu77teqL_JbC_zx!m>V%K~?F@{NYQsz%gnPFdR?ZQiuA@Fi)C
zS!AA1ZEN&Vc{?wz`$$*qw!*kZe)~7hp1!7-Je@0Ro;QLaafSuXOwu=J^e1!A<c0NY
zq@DY9E3A9qtP~IHTn&n!#i+STPS<T_>ZuqX)BqL4oQ}1$VRne^JGEc*UE*p=Sb1tz
z)ph!PHni&X#^chq%_2h91$aN?B<lRs(8?4g)iuI=AXlkt97-7xifD|n!!eN*<#&j&
z(kc%Ls9ZfKk_!+e7eE!R+-|1}SQ1hFJKL}HJRmbnqx|^D`{paA=eVV(KV%Sw(%24q
zvOo>GIblIM=XXq=q<yN@E)hBQyoS5cZSaUdjS<wNcRkI&2j^$+KjN6{7YnVvsX}J-
zmH%5I>bC1&SK8r4cYoZQKlZ~zobaym+FMWGWq!Q6Axg`Rdc@fC`sq7k)#F_T(oe-t
zf|tG<QYLF?_I=8FKDGb)QI;*O#yP_lE=g=CM%nftvXJIeF*5$hS3K^*b&wL5pbiRk
zA+uharAfgx9*`9>kE}mT=NpKdPc~L#A6WJ37W=W}d;hR>R2`S%9?>NjpC9sgZQrXa
zUE?IWh~$v-@zT&C*o2PmossT{#s?p6`>y`TIfpyV**T#J_lD*nuijg{{;`szPdH6O
zR;)r~!KLA`dZyl!=Y=qx7#0X9i*adb|8{#U-PVBlq{POF?0sSPuyT!P;U5<tZk8#x
zVbhFn8Ma?MTw-sH3G|<g?r|31CT%&MpObAG?=X_Xt!)m86tH;nu}pK<oISqd)W4|V
zY#_uf9~R>NmeN8n8S?={IzZ_Co|dBI{?j=ThWV3~*NsP!fgB;tg^zuX?;ka;-p{*l
z)MrNf;GRTN|3>wMGI?0byu;(U%tFrHS7cjErlppLM;_m`nc#t@SzLAR-;9WTvG<Vd
zAM-_3r(<79p!I2I)^xvJymwx%c_63V>+7jIdBhcIaXW=0I*R`R%IIxjJy`Btto**k
z5NF=$Bu8x2pH+tmQ{1A^hn_juQdXhh<r4wNb)x~PXQ#S`26Ap4S?gCXSa(lu3thhI
z%;JMQ*4pk&w&QiKzs1bB!J5Ezoqs`QD7TN1)4#4+p0o`L84xQuD=`#oK9#3r@vi+p
z;&lHxWbuDF66*hk(}~^xud|W<ef@tu8|nWCmwO;0F7m&eh~$yH@%1#7dZ_05vc=F8
zV`2K|a0${Hp#=3aqNFh*_+)MkN=)2Z9V4`;7pR!sTJ(ys72U!Tg=r{IQCoiTLH_(@
z>+r(4qPm3}(dp8IJw8W!rxxU{<>zXD)%7XB;jD23bt!ZuDJfe?XM@Yh%P8x@7<wDE
z&-aB#iSK)PGZNIttmG%Osyf~v_{p$c%(zwD5_;TB_0tv3;d7`kdk)`Wz%a4w%6Z;7
zV_dvHdMD~{7o3C3n0tpAkMp?WW18O4=fLv1vV_5+y2|u6#x)|v#!uo}i;ti_Q%Vkn
z92D!ff0QvHp-(L3`%8=&-`KD8zz7m$k}ib-PNNy<t5=3)3wX^)8Q%&nNX~PKAQe@+
zK{CgE>RQ+0ajSm5ib=R)Cs5^_5mD`~CdYfRSJ;t>3Ch%%8+o=$)jqdkR<UR?y{euS
z0;(EKFXm>$(&@QpH_@lUoYrq|g*~k1N$X$St9&JcXgE>ySVH_Fbuj3Eb$(!LM>#u3
zR}}|G^oa>jBKkOM@$Hh(m2)wSPBuBj`Ke*u3^5Hv&*pFLFLOfJEcM6s1@{#5?AQ~m
zj2>*KkfbOUi%jqEoY|XF=P_T^VZ%OCQ(;-l4{*Brn6H7v5<|z1HG)8K0*?4VMxiE$
zxZ;oSG*YF40~9&Uv0<VX56fW(9i)Gk?+Z>328$POtq{P&oMvv4cu|5?{bEm{aw1yr
zk2=7~F|ErqIHpb7%c9u%D%Y6104?kceU@vleDUmY7-%ag2W`IE{|L0&Kj+%-lcb&i
z0k`ueGC;EgLc$^q1XKveFs?z7AWeL$dcs}E!G3G?P#hIldBR9rm{->QUdDUSy+0N~
zAUrNOa!5h-HiQ_ZCGeem^fNP*9^I!1TJVKUzm9nT6}@a1h3MgAE~2NgJgyOx5bp#<
zB^BE(_J)a)-56d<FnF(3Vk8cGF*9P>jN~{H(v@TI(~}&vB+J;94}0;>_Wr!=)3CX%
z&{~?=dXyjf7vYZ2P&WMLeV)YXHu0Z@(?T%ucMWN=3JAz7^SZ*JQHJuI@7q8<S2-R2
zQNneNggqG=oKtDfiK10A;qBn_b++V!<E;lU4?kS*%G_1fFLb7*@Rw*s9^C@lJg&QB
zG?0rkPHKhBW2#tx(QE;w(>GK6ne2Fs`KddhzGnelfwr;OiiZd{4rKL^P1KflSOSm9
zcgen2m9*IFo_E1syUXip(xeT(P;d{N@meO^esx0z=rQME`)U4Kg0y2`Hi`C$x9=@z
zwrw2R0fhzeJ>G6qz#ha4KY~`z7-lC(FqRQBgTXps;*d$)B&^{#Kd`nIwRoNh2e2WX
z_>qza%2?^dJSvT9V4VW8^**P8fpzfS+3Na|2lWZv!VpMWmm;8kUVJ$g6jlH7)sSuw
zAtdXPbj!VTj#dB?C_3*4dYMOw7|K=v{a6yZw!Q^!3fn2vSfrzE%woSy4c7U4akl6O
zdPV*QAK)tT2&(FueXk6-KSr?J#a<LBYQQa59govF%CkA6AqDr>QN{~UKvggMRX_zt
z;UGLuiy$QH6q?l+5_8ZF2W^v5ND!FZ0<+}aCI(hQa(pHUco2$3pn%mgWT}eBsD<S*
zU?@LQ&Aehq#>rCs8Nipl2o43s6+h-^s6xw8&iX8!<?HB^>t;M35X8fF<R%VW^WkaR
zBfpX1H21D^13(YWg5ih^`?UAIEHkXkb`Ne!Kf7YR2IS-H!1xgo5JAt)We7B&qgCL|
z82+5;3(cdlsD{BEm?^<Bg$>elH<Q=^9k@64a6>Lm7lEl_Ufu@RU$nCUccsH-=2EKv
z+1%ej;m<)hC@Nd0zhK!^`a`+`QimfHMVxfNuHHK5$OuM4f5#|Zl0OlpOf#NZGEC5N
z)iBnv)D7k^TkyEGbWO57MfA{yQ8<YxQ3=U3{V52I;>DL5&e;OT5>@D`Pm<X4=&<_U
z3OqT~h?DYoauqWB_F5P)O~tW`50H`za}y;<*vB(Y%{X2ZhH`e~pCEoSrmyI*ArmQH
z!i4tl??I2Rm{$BKk<mR&??sEhcslCuK5@Ut4BeQlKVjdWaj!p&s4WbWmxZhCxtAv9
z$Yod#+CF|-u`loX`33}Y-WnetQBm^QiHE7^XU@T3x-lMxb&tHTTvR&3e_4L)UA!4D
zNHGLeZr~zh*Jv+EyWtQOmnpzY|0WBYc+Ix6lnO`M+!&FQgBx{{4>9nQeZW?<y+&hf
z{`g0$IVC5KcrRz4)1_`2JVnYq4_a%G(|d$*eWZb2dA4#yqJhxnX?idcsCWA3YV9yQ
zCwa2sp-8qF>K1%Q;oQI5hN#}txu;brJAoBb&`1a2K24Q1U^S85|E)_SdQ5={KV4Y=
zMXL$jSbOfh%1MVm%$%rE$t5>b;mc8MAc+$=rjc-!pem{^wrh2lA2m^PcC$xADM8?6
z+`1R~S*_LFf}^SP{lO&FmJbxZPZt*xxFBwB_p;WW*RJ8@w<qT35>yHv9}H7$Jg+tX
zLoE^c#(=Nn{F2dKwI|iW82RALbxHM`+YqTtAs^TCGu8b%5!nboN~a~&!{SYn_TqDa
zYEMVk-TbB(`<l1FDygQfPxtUfx&qRt?RS@ds7HW2<vL{`%IAz8KfI5#UB4t~PL+D>
zZJSQS-i1inb|5=eEnJzuzmzt1TsVD%1l7Oa|1$-XIGao&$euZ0q;Qm<Kv9%khg4mA
zx9!Ek5GW?_lNK#j@Z0t4v%(^Zp@fm5l-*Omf(F<#ya(}Tz7^tNtgBOA0^fig0jcYV
z?4*#p$>KNpy0X>DvXy1Rg47GV_;Fq7T}^13KqP3(@EHugRcjOGPYh<g^jgO$#ZYiA
z`=VhIBSQ!T$dQNb`dk6D5K;S}$B#*Y#Z}&<ta@W_=}-g==0)*Bk^V(!67+|h_gJ({
zy?2YI;h_xPEw2ibS7m;Ei>6}<b$B(+??(wrVAkGildmS)qMEZ(Tm;1JZP8Z#QvCVY
zb>n!o(evYLo0f7<!>gsmb~9LLQPSAuhOy9khho|2_`18ii>(=SW8)dzMC@`vd|UNk
z2!EPM)8<}85)2~#jd}9^4!<oK^v<H<AE#0goeyAE5jjWJ-YJSGlDDFaa@sTRItGqA
zXIS_z|4i-YceNyRyowy$o~}Q+8h5t%Y?bzE<Wl2=KU-*n+eP}BHdI(e3OO}19qC}|
zwmG3)1iUd|L{}SE_in+1$p;51pr1U=^jXHecv9f&eB4C~p?20=K3(-&IpfrwnW;7E
zZ83R!U~Y%qPx~Zsve4!@gwU);pW%cW(hON^zGJ#N1!p45zw>{TT#V0mF|X#o0j(RY
zQSGnlR1nL-mdJZm+>So_lOV3%gB}7c50RPT0i18PLy__c@ymOCf3@kNL{Nv{3$0l&
zUU8KaZYP112Ctf5iF^z2znbihR4QV${xxNH{I>ATM}l_!cbb3R9#8LGYF6|x8Mxi6
z)*Z-K>|1GHpT6kZj94$`dWEHjp>c>#W0B31t;6Rd>(UMZIR}P6$%fZ7*5mtE)9BSw
zxWmV&dOWR{6*AwvuD=?n=hx>ezC0*;9Vc*+QObL38$8UPe9^r{Hd$iGYBF4BKAdQA
zpBYt$`6_igyg2F2!I;>}NH~RnPulLyDzw_$Z3akk{u?V~tMtV}`zMx{lGOEEDHivj
z?8xXD>fZ*7WbOOU@E`j4<Y5itxl!1j>4IsO^})Zj!;NJ7YbM2~F1}*<<R7q6Ghw3N
zz7S{;C^j?{AL>`3kB^(a^P+%t)^~idb|xk=+iI1JKztS;{r!M{-FowSj#v|4{vI?K
zCkL4&K+L8TWQ44DuokCE4{|=GV~1qr>mWf3*1sc4Wa<v4*XApx?yK@_U%JRr7x*oY
zKouMMat%{2j28Di4I8h4QNHK69exlbSE(tM-zXd}wOmU*8p(PD;(W{lk@NNu+2Q1b
z%>U_`@H-|neMZ<-JP;CN@a_64g8#|M^>TvAz{3XCWBnqO@Zri^+bNs`#N##{e5X^k
zs@b6HWZp~@gTS&%YK8lV!h828U(cS;P#7rkF^=1+_?Cx>F#8OufDVJFzGuUba8j_@
z{lS5OwlzK61$%?~NzQZ(P;V;mb#L{Hek;vR6qfVtS90&)iGGv_Qa)tPVKzyVDuPBC
z@(?e@&N=)(k?0NxBH(<f2o1#z!r&LeaI*vVQ$>*L03}2{=X$^WOUYGg>I@|^fe->k
z>5+S?r+X{#5D07^*^H$g+oNio_8d*8VH;N?ON?09_VyS(J=p2`+G9P!wa_|6N{^8g
z{KS^ssp@T3{JK9C2~6U2oR$U>NTlaR=u8FCVtp?M=X;m+X3I(YYluKDzJ=W5R@RU~
zr^MSktLenUmlW$HK>WH8m?ukHT6*w~>qxJakQ4Jh+-b9rA2B;P@#$S*SV!^sR!T^G
zvZV2s0obhXC+m(_82wu0lp(4vbMa>HyW&Dxf!{v*oJ~`~kLTVn)Ek2pf0Fe=rs_7v
z1<BhWh_v(5?`EQKbT*$5@JHDVaXahCM*(bzSOa7uivd=VU?Awt*^^3#!w*f`#q*el
zZp0rz=`;xHSIfoE{D24UpNtJW1d$U0)(N)xX=;M5$V7B86Rn>eh2_vLSxR;9zOL3i
z_YkJ!#=@{!m(TXe;H-7VHRijq^4ql>Kq&owcVx(x_HnR!Wrf945ENPThGVt~Z8ueE
zH?BgM$x_6)k*THr`2j>|%=G@;m#C_4X`e^=z*z}_c7TbzZ6VY>M4VUWI*vXzv}MN@
z-(Uxs9k+aXX4lo(hWCB@;>i|WO{-uv7W;|CV)pNXwz%lGuQe`PG^`s%ovuJJRNi}#
z%}m$NEA$BpJ@&!(bmx%Y(nbiHSDt+ra<#X<7G_c`x!bRNl{i;l2^V@HFm-#axb~eb
zWmYV7g2$>8ZpO+h1ZhaK-a<L`49}+*d+qVLK&!)x#UUqAy`wWO>y`3lf9@o~koX<L
zrE1Ik`#UIky6qUnhgcK360cZgfoddZkx4-K0%Ze1D$Y)?y|5u@ezyi_z1fe;U|Pny
zpW+8K0TMKr6t`a@ch!Hhc;&k<>MB4wtmjC~3xQPqyk&q?#|N6a>kv9#y+rG`Tog`O
zfQ#ZP@M{GFePWGL^!!knikqgu=97+}@febR$2*0YqZV{`hpT{2XtpC6Zh(~u?Jm2!
zl_-W2mVw}zFFwunTRt3AWGJ*!QC0ACFTqh|`x%DclEzd$s7BeyhTzWG7dQD*X!Ydr
zyq5%Zvmgr^On3)~*{~x1a%ZmkCYoyd!RvS#OHtwvq$0{NI5`b6fkyVwX&qLT79}>d
zGxkMnheN`{dNH|70b98AVC$W?(tfZJnmMkd{%JP#MO*+#gzi_=#|tocixP~7H88O&
zfx;T0&cDd#TKkbmdxkoR3Fd$c-%b4)%y#bjoXmg<Xa$m{YnUPkMb;h6>QoGWW8AWp
zm_S{3uueO4{ru$W6jAN)<*VH)D_9|cL_01d<y-Y-PT_efnsGZ{-u>H_VN^-=VKCqI
zTkY(6firp)P;7DPWL4>#%Wow(MkpQzem)plM&0qSA(5jGu$(}{8wiQFl}9ti%bPZd
z3G1*~{r+~|6qtl7J=K+H8dmqvYi;H%Dz5kT<pnafq@`B{^ng>~=fZpuU(WR#bX@Eb
z52aa(?*QOnjU}&dOAJ=>;V%beNzznf1kkXwo86859mjIcd^sF^O(!ZKRuZfwgojfI
z^59<L8M?$_4g)NT<jvKlGT#}ufl9u5vRvr3<AlU{l;2rrlLDxI=JLXLr})K{*!K2R
zmeh4DtRYuSL15g}Bn;zo!1uRU=QG^`9e80jdXFzna%s3lxBdD^?5W%@1QaQ}ig9qY
z&2Fha00Kz+9nTSMSTN{!m{n2D?cxiXTLSiD5)(;&+wVc{jR)b_EZRUmZGYVxg2e$#
zRLOCl7#zM_)s9r1^m8hKnwLXfj|isVuHO?^q5Ffey_5%S;tw2uZW?zA0byIyS0@Yt
zgwGBDsSQ=Uz2Y{BEs6rY)+-3l6M#JNS5Mg1OH9^*a3E>GaCoFZD&}-(QK0g~l^MFS
z(*Fp#g7I80rwaY5&7ED{Mlk8qVPM074b~JX&>#fI3K4<NFg5R{vYoqGB4qoW6c_vR
z@jmwZPaH3eHX{*ujF0RnyFCoL10W5tr~LNNG+fDfQP2%KtxBC|8bp>fy`L9`4a3cg
zOtvFiYuVvE;d#>8T%&<ZNl%v9{AdSzZ>V*$u)P0UiBLe(b<t4LPH~^d$LZ(yc@&tW
z4yc7{<i+w#Y1v*#w0<dGw?auJaJ!E$;C3Dd+wiCx+Gj{x1s16DUidf4uX*V?XQ-4j
zgQkpCFP#O8%7ueF^38yR`{lUcwzKL(t%&||n{&-?<QUid3!N#YLYMp>x1XLa7HJ6g
zjpPdGhrL}U`+aeK{r8A~Gr@O1I{a9sPOmpxN=pbod4CcuKWOM)EbdlZd-R<4QXOp=
z3PTbvkO96~W4nz4@-2gk8azCCQm2TWHPqs0IKgS7Btt-&s5973H=~gvNUzLS6gn%y
z4hO?Mu^?0RQ_<-AkFZ&gGZj$E2YumM3(o*hKDs6dbOHML9=4Os7XqKvFeGOK@tAF<
z#q#4@;o#jXdMJBCsP{t<Ag0Gme9+KK`G=H9E=5==SJC1Fh#qE<7~-Lbm0mG4EJiex
z6hD6m+FEI+{K$-NWdZ{*8{&ssR$HjI0w|@%V(b|Qf=4?^UyvTM)A_2J*Ab35iBp7q
z)B)NhD`Ini50G1xRaeRVN5~gxk#Ms|QA&O?NRVK*!WHW+DD02C5M;;uo|4rStG*yZ
z$G_~iod&vN5&a(QvIvKGuL21%f*^W{;N^5lnG#3`L@6}R*g*kJX0@RX<L<d0Q^9^_
z3t-1~hrmIn@)Yp2y?=M?VSmkw1?G)KqiX!I&1RWc?8b@M5)Av>5c)CjjXy~J>g3|I
z0fr<x4FUZs0dA0G>;^aq=S=?JKL)3g_+V+IJom&h(k|1=mULh~9TGn+v)U{ys>l1T
zaQin74H!zr2ZgxJ<U>CQ{0{ZvX?F6xv8Cqc*iW#)s^#2{7dW2U^R(becDAMYcq1dv
zt|^=(KojFi<fs#v-7)o~h4U%qvQf8%jAx};RqvM|1*(#dZ>vi)3K5ghRe~P<HBUZs
zs8P0AjYgTDw&W_pbUD0N=j{d3o6q*c2?SI9E*mpKgL*TWye1ViT#2$~JxzNTXR&`6
zSZvm2e$Lgaj%D(TM@RX}-wtrE-!F3POuo=A*{trm;ERt-f?-=BS=8$+4buia?n9Yh
z{@lxn?K3TreSJTo_a|8$pglb}fJ-Q!$+-Nv+zZG0quJOSno3IHh%UB7Wo!sqG6KX5
zSm5a@b{@)|zN;kEvEZ23#KG~ggM!j-eXB)J(a$&C!2927Byg{natUqk_mJR{m$+i~
z_cA*e#XBAHlPi8Y2qZ}i&YYMvO%gIXN=!`b)TTP3sw~%hxAI*$K#kJb4H2B$Jn><>
zfgt_V8h7>dhXUUA^itjMw6(&6^$`z6B>Cwg2^e$P4u?>c8)!?xcGiLQieSb|5cspr
z#@zU%+Tuzf)`@zstv-35b|KmO<p7Y+{jAE}d#>FiVjn)9`SLyZy+C2WR&`eYCdP?}
zZMH(OPqQQE=k+-4;8o)hr}nfDi3+Ibfxg-UR@Q|qYVXH3+%S6co?aMd_6K_D)Vp2D
zyEaqJn;{ef2*YPQoG&R4!$C0fR)vfa#e~U{1IitW^#nBZWKV;>EQ6k}GH8*m2P4zU
z27#P#rXz1NKODaLdl!N*^>R|PwomK|T^XhsxW>t6C}1ns-ax&bd%dqpBd{ondt$5?
zqrWN52x26CyB~!fCA|;{o4t;-QB%pv`q>&9nbhBH!vL*IbC+U&soWq<DV^~Wz8`+~
zq08qIPkQwI0N?5Wm2b~OPg@cc?=WY@2b~rj+3=)ThcN#L%PJ*^cNt9;H&szTaP1ol
zgK%W4rKghw6vyQi(ngW0@VzQ5)B27|55Gu4i&FZZ51FShGX0W(<vV@l{mOr7Lv*lB
zx9Uu;FGIwRMY~C07|3ZgNoNg15JEbyQEuOhyGNfBD^g4QvVBmb(cW96`~4~SO`c@T
zf$R4|f9TrkUNL$p{qEX{5`i*ouj5-ljOgXO^JGx`T3P~H#)DF`7#+({dEwu06I{vk
zqKF8K{W?K+0|K{CW&YNZOQ_MSJiGs>VQf0Mc8j|)GA)WidHdOYX3CF3tW_&Fz@J`3
zg5WE3;1{dq_%Ccw4=bu*tSXTT2$y&lk}S$d1?kjK;c3xGAO;6RQ(*{TL1QlWf<R=b
zmPtVX^uSNTsyzX5!zpJ6N~m6)C}C9!I-wBA`t1<dEQT{zu0&xa2MH{Qts>UR?^jD1
zYTH+K7IpaD2<ED|p5!zIpwvPeiu86tP#K9ed1#&UkH~m#`?pn1iN4-=x`;44c}DHe
z0cx3FpWA}D37T{?ZCXWI1&|jpG1xdKC7vLayp{^w+91X`uk%vGSu$U*l;3snjC_N|
z{YZKt2mWxzaPdG-+RkrKeNlJH+x4@VC#_3F3ikTThlhMepJ7o*JbY|Y5YPN@fo`}K
zgsGACFU1k;bPVcuTsEGUfiMx}p6Msx<`>+|53PuK_ZJgh@3G}j<C*Wq>Q`5M<{j98
zDF8i4VRpa1@c4-S%&WKx1A^CY9IAO}nM2Q$mf8(H3-Qn&ARxKPpE(~bPmH-<4I@gB
z8y7A4?tH|0q@NEr^GG5FTfTfz>e=?=3%T6)c0ow#yRoyn)6k6zBq+yc?YIJ$@Rk**
zWI=!m=#Tj*;0^!g27%O30$eo~2u~V#;8GBeqZ0u6sx;`9bgcv)qXp6Y`a(B7brUT3
z7#eFr;;B`c9KdJSO?P>UpP9zJ>dr5gVuFT@s}$Z?q0D!H&JHY;(jY}12Yw=FY1Dx^
zx7A!7#S_vO6f6%16+P$=!n=NBsx%;)i)UYY(0e~UfX~S6ee4o1>a)xgiLA%&-=JaX
z>@@D^;C!ktdHw?2sXUj?bWiQF?~<Wvo@+dtu;xqHGfzV@<5lT~qz9ES=1nqK^j58)
zUBJ5)s!pn#_BCkk-s95z4KU@XA8mu6yJRy96&j}}IY0+-B16=)78K1H){d=GHV6U_
z^WQkrd$b#~jI+>dQBBgP9=g}7g0;&4NH0BnX%rvOv2*BG1u5JIW(zR5#7+UF`17zj
zWDku&O;uxt=W<6>UDb3KH7NN1PSm@%w$D`oHh)uk=Imy(tXQ_MG}C|@&tE10fVR8^
z?w>e^Q(}LX_!k52_%vv<8Ui7PJz)c76A3JU0nj|q-r8EThIAZ~$`bm`NP+=V2blB#
z?V{TZAJ_L(<1)Ra8yECmz3x$jKB4Slf}D7{xvM-0hNrC>cC$5<pb4N0vJkzh_L@kn
zi;L$uz~dY|p=*!-aWtunRX22lBds;2gMzRpNDg)c7X6n2{NMK+G3<o!5mFr`83yt}
zt#V*T<aE9g!alCGLm*kXw*?>w$cb1tB@)x;REov}KUP6vO$I$jZj#l6VjFP%kFWp;
zl4Hy(xeQP1k9!5(QG?Zq(a}PX30RO1zEuQLjSj_vFf{Ow$1taGDwe~<Oqi+)fH#`O
zDC`r1{fjpc4L&L99Ke(${Xj|7#z-W<i$HfwzIiJk%~0ux2G4tVkr8oL`0Q|;7<A_@
z=vg8gVBl>pI6#+;Ex80xYIxdv&|kJcr=dX9HjVMQ?0z8AohPd(M+E0GUa>iF-=*kl
zdiusXB5<Qj)qbg+r<%MqyEK)<+K06Mh1>%-y|S;BuA^5sYcX9x629JF)XRI7mh93Y
z(|&Lh>d?(^{2{6;biDpH6$!y_v^`H<*5|D?9u@(@V!_NM9lN*~#dC^uo6wE0C-e7w
z1Yb1HIOAs}X3eB<(exoOSV8!O!rpw+SCSiUhWweIfe<9O>!e>v+V6#2`q_}VU?cIj
zaDU;f9JE7a#5lz-hw%7H6?H&=2(xC>nTX@WUoLO(X-^~vNCz>y85$u}?QBb%fNAMq
zW8uZ3lMXw^oOorS@E}DMWMk3;M}(Qn6E#`=Pa3ztIw&AgGcinp?F`3}Lne>^u)unE
zfly!6l>muV|Hm9oYkTajZi&l6vj%DC!91>Nlxcqx$RRpw0KB1zngrfNb5yV|N{Q7@
zYllJ(F8jZsZ4!6qEQdr>d!_Z~{a30twN_w4^1(1}Z6Fbno;qoGqw)Ra;x28IjR+mV
zaNJ9PQ}R3kI3`UL7~Vhw5I+Ng_Zp@FdQ^iI7_NpAYxHt(YvgvBmE~z3IuMX3hBB=r
zJmc$ejLpAh-pNUk0PVR`7=AuP>1vhqpT71;YI7C-`HG8S!568uB|1sGWq(P|>*qVu
zO5s8qqR<`kI|L9tR1$(gKgP0M$<OuWEpU6W@prTi^rRnPvit=c0j@0wug?ZRgJ?iH
zoPek?Cv0rkV;0+CL77-VV76)b;TKf!kNtu?kX}Fz4H9I)#aRuy;|>;owK+g|3X)lr
zVSt|+5xhJT^MCiOBfkCaMsAs!ZZ^$EXOj|E)9)rD_{q9%6!x!YKjC};?a93yTLdDz
z_#Owcprc8U26EsEBz;w)G!W6tjIbO9B<SC;{fo*Cp_i)qB7Zq$`86vrV>iy^TnLnb
z?MV*loHO&m>%p)MR*{j#4Y1z9mdmwJsR2@%3xHle4@!`|1?xT5z+-;3eOT7|9pAo&
zz%E&s1%`uSAY?>^lxsmC^HtGHT28Ltn$lxAnS5VhPgeJKIvBxHI0ypUgM@GCXZ`Ep
z7P#JJl>?D200zHL@lxkeeGMDZabbqqtnGyZI$EG(1N7(!{T#&h{eNgj3AS?t^s_=I
zcOj2O^FpCJ8Wos`&zhh|SeNn`Uj6wy+_5q*99o$LAi=X?W3UG0JfjP5L_@}08kyWX
z-h6S0i%SGQWP?5TKqCx<#z8n5Q0j-2X?q<!KZT*tfkiqn3r>d}yHvh5QsVYbC$GNP
z4A$G1tpLD2SpcrIVU5on22^_nP^qe`|Itn-kjb28qw(`ge`jtWK>F6?;0FY2K5SS$
z!hh1V@CQ9K1VLBUi3z}Zx^<Kv`%7YBurxkqC=4Ln8=?T!pmF^wz&`nB#Q>rIz6+^y
zeFMCq8Fb7?@^28UOX1dsPWKg@m7^oYc1m02?EX|<-ZzRb9Z?~5Rbq28QG3)7T11Ce
zm9;u(ss4K1RYsHfsoy|%nB_h^O^WqcM0DlB2luUr-dk4GZEQ&<*1vNE23C!%M``Q}
z1zuOsVRvLar|(VhoX2~@U{1vqHHIW)#wdE5B@-pp%V<{hbP{naOL+qGoD{RgF>6H{
zJEU454$X^lfixPep1&j*h<4$QD_$T9aUh<xE-kpZ)3F)*U9=OAZu~NwC00w5mapL&
zo-IN<TNHlLSfnt8G4Ia$r8{jd{90Sx-Kun=2*gC9TEyo`6IYAz{6Mg>GLM-X{<%Px
zFl!pPh{D_G<f+q11W}jDnJp`REdw#5Sbh@v|MM!90tgU<Y3?)#6jlny-l7j)xzh#%
z$ks(sh|7gDe&&~ye=8T@6##d|3JE^HeePb2FUdLRTVh=85{ztas0QdY;@y+4;$OGi
z+{pemNhKn&l8nFBV7v%~3zYQBl*2GX5{zEzHV*<J4Vw*Vmxor9ScAa~3Jofb$^a;5
zxgNI4TK9v1QfP9*X=6-`L<8^Mr$nbe>D)EDMRo@BIQ{f8V%_??UGh&^11-lbo1aAE
zxz@NfKLRnnl6RLg@z&JfCawE!a3QJDq-ZbplU4?Zp08mL2&fj$_NW^7W&>48aYB)a
zq`{z)akg7|+asgwz;>DY1`z7S9b*r%^#VZtL4v^7Q6f~kMIje!^B77<Z^@e=kRuJ?
z+m(5(WCop@_83dNe7CI*){h<SjNS|kahZ<OZ##PLzYinR$iZB>4H~NSZV|>iLmSq`
z-6pL}87xGXb14Klp*#8*Hg=Fa))WMh%2<?wsq&_J27*$wh5bN<)k!c3_pH0Nz!Ei#
z{AX}qhQF#~Z`k|?-oFC0GfT~m{YQD5(Z3@UOjHNZc;}agn<JN(Pxvo9_TswYs<h5G
z%#4BS?K%1+cUgVhy1F+tuo9_EADo~&GHQwDSIO_;$|>IjUY7_wXnf4mdU!v9(Czcc
zWZm-(!@CmWT|H*s{UIWFoBoT8jxH{OIJFxc*3y@u=J;2a?T@ea!?_;jMFwc6H?xmB
z7_e4?0xqACW;mpX%vr&IYq98tv9+H%+|L)0%RH&gL5>*>#m+aeNEg|@RMyPjyU-8O
zS$SR2B<1UY(sw}*F(q#Vk~;$oyG*x=m%$mvC|xR6fli>urBj_;%2P%UgpY;zoCOV3
zG5vALn^&uM8H?+X+H|W8OSBdP2r8G9i}Kn_VVSTv_tqt0mFU4Y_?;)lxRpSTy|W-C
z(Nck}1kT>0aIFcCf@hBtJ+l_!#WkJ=rnt0X*IvR6?-hX%k7N++AHwSNm+WKH%!ICI
zTi9xe+>hsY4%IM_#O%N^f3nDCYKOJf=rt=}NLQJe*WH`ue3`J7Z-)Wch4wgkfP5Fm
zg4P$>;9z3BGYdEcV^k2s^N|q-*P6HiUTUjG|Gf?Vf&NPju3OAY(gL_x<FV_@vv>dr
zPs9wlZ;k65^nDRqMVM8W?Dpk&YEM;wkUP63pH>PON;aQq!P1r!0c(}Z0W&FI8fYm}
z8)5F-+i$DlVRR`reObR?f8hen|JLlkAjhg!Qhxf|y$TI%PaB#CDKeFhL!y*=Sc;D(
zC}Yb*iLJANRqh5|)sw{-U@oJ(k6UA-`yvrOD9b0(wHuRyQIUv?$Nhsdr0&qup_WSp
z%NX?E0uF8vWO}Cd)j-hz=6pQf!}l+Mlb5|ptmF8tI9Pn10D_cyV=fH3&RTS}>dT3W
zWG)WYaNkFKhxD}t6lZU?b>EWHgo2hzEu|EXI-fKROnXf}XdIVp6!^2dCAH(fM%ifm
z*@&&kV1YS>QJaVU!bm`rsyUTGgYe;Io<p<PG-cIs^QX0Wxjh=Sf_+1_2FGVT&iAby
zU{j?!sL7JRpFxB->so<#p*H!?878QwwF@p%enxvtEN#+Nz4y<hCavd+6hx8dcCzMk
zoi-vxZcaUCBS^j_Qqi9GlULW6T>8`9S1TC`p*6pY!g~yKx}H<5(MkTk+{*?m>N`7T
zlvY9Ih>oOE-@U?3E0WN?;Cl3h_fBO|i;tfRieA)z^byR7#l=D!NBiS9<;s#k$Y)DE
z%o`LIOBSAs*=e^rpu8oqChPN!d~2dM70ox49e@=iA2FDcy9|m{TJ~DgW-hADEm%--
z?_yP}XGIcwAg~Gjq-+gulDG1Oqkv-ofGp!t4(03-;IL*fFJa)uXF`u?;RyZ^z@j4k
z9&=!I5sI)hU>^#a^@u{C9m0OtD$MhzZ#u+$N2|p8W(M~grM!#YgH*5R%6z|m4>r0!
zTw4+&;X-@;X&ETKII`&4*J3TqEz#u>Ya#(}>D*?AL^EmM0AIk8U>}F;cY{IsK&)jJ
z#aZIR#*SPA{4Ed<=Bn?Jyt8dm0+poe;qoF^I1tPLsVEWw_}kwl<Zk$)01yvBqXI}U
zW3xPD>@_>6R_%VwIs&VUy$$&V-}&=vCA!A&No$JOVmSbQv8>s9>}{DKP>TJglGjP~
zbR+xEiw20(Vl%vCDCHrw4m@x~<+COQZ1VvU2CvuJ(`9d%qGB}!LLc?_AlNh&1qo0>
z70dbrfz0N6S?~xyZksGO@dQ3woD~RKTO|$#rsW~RMGdWHrsht|43C`oG`TpR9-g3_
zuEGsmCAc}D6s3ZI&K3m$m0SVLtCc_=mo?<uJVa$kCY}dRldEO|*PZO@+@^)ZF1LnI
zpE{K`s+)p5Hg(z3_&sA*zOgkl0YRo75Op90zx^UNJy%e`0t>MesMO;{6~wZ~HuVC$
zEg^}%@TZHw`xMa1TDNEW*#N_KCpsix3P1EXE-zcQrlW<#{vH?1-tP&#p(DMPd~N;q
z%MJ^bF$|a&3WOusWPrMn1$-~nKe0EU4qf200(o=n$ltt~0WYp700UH-@~<8eD5g5+
ze2A5d6VHbPhXKUqDn|oxkDi*f){QgZ=V_oVEv?(92ATjgo*mw9UJbL+7RZnZSy_o@
zZ!n>YR}_aeDuLn^c{9K+YH%|-p1~X7WC%-DB+#~?<E;2nl#5LdW+qFdwm$|qQTDg6
z(sIIyW5P@h1M*K#q4fD2O|YFEzPB);f@iI8>^}m48VtSw!Z0zUouPPvm&c9dr%<FN
zId~zVzPJ<)`XmVihd|t?3Z8cA5CtmffWVREv7J*86FAwcE;cv_G)MZCQ5C55ROBas
z6ohBtS{eT%Y9SU{uX|xIRUDXv2+;opJ2G1%PAAZrUJ4ROwb)7dvZqr;i3bkn(Nr;9
zfrU=IbF04WA5p@ra)3J0zd+2{uxLwhAcEh0|5Xa`xA%mDVY4`iMSkn9LrCU!<-GE~
zM4@N%a{<4ef!V#OUm+QJnKbjy-T9l1OvJt~NsPs?dltuvO}%*X{AOG!7fs$B3JOuF
ziI+(@IGE^-Ll%2XbyyyE?>&s(6E!-)KWgbnUO|i$F1d*H@fV>Fm$UE$v25_gydP%D
zx_Dy=;DnT{`ktAX0sE-SBwWW4)nq4plcMv^0-cuU9(RbI4D{(>iOrO5V#1UK+qGog
z_|BZWagqIbC*4j?B~YHFQw0f}b?=Y~WFXOU(_h)kL-*IlvZ?yCeR-oq|C4^L&~Ql5
zg^;ayJ3$)w$r&b{8@EwVOC2ZRK<iuo@yUg1n){{H2ukA=Uif)}hdQrciI2PNtHN?7
zZwM9YH9#f^hk?wm)PBH)#0Ov>jS~r=Y3M{nAmK?zAh|=*IT|vVf`hQ>S2x8Wvt7?s
z8k~Fsr1i-sC{DUi&^(t#Daak145itlJeZRP3kS55j1K%+KY7^30FLx@7Ofegy$k6~
z5!hzGEd}US;SuOmslv1Z3(|W8!?Nz*03SSuJ?7c5z#xG2PXR})P|2AckpCP=B7%}0
zHdkAkJ8`{*HPouNbIoz2-6aBdKT`%K+TKY_3FI?uh*BWaa{8Agh%Q*NrAhJlS%Sfj
zs$>*F<duu8Ks^LN{`9x_+LFQR2E68`?3XuTl)&tqR@!BoQzfBK)E_E+EvxyO{%^14
z@d3pNRqer=q+{l6pn18s?YEABOFO+Zv_Lq##iPxj0IF1eNX@O_dIFgSsQKoHjqhoH
z(|^|42`anvisS%H)ClE&P!Q4yqacokaEPQo$of=75m{IGKpKX4s`Z1E2)trw0#t_r
z^<RJo0IWf7s#>nhOL8!G7#t+OL<kYGc%lv*8+il32LL+jAzjZkoKA}#FE;;ET2TdL
zMe_*TYab2Fe1xwZj7sMKRS>gUb^`Euk+aSZQVK9U5CDCEG807r!I{N;*Qa^O09LKM
z04OKK@_)&L5*yVLERM%)cavBJhJwb^gwA1UvHlrS>%=hC2+#rFH5|GBr{V+1Cc>YX
z8xsohHm^(k3&T=F6QRO4bEv)j&IuO&6%;!&gB?(r$~s~%EK6MvPJZljZPo2`AG6I8
zT)-UnqF1}QE_^QTpjWX`=9R4e#M=!eh?qygQA2kkjoH4_G>-O8POE_-RfCd_<mM(8
z3~objO%nA!pm0(jirSX;qW`>2&@oIXGbZylaoi%}WN*0nu$g>NKjfDnf`#?s%&U}O
z;_exas*NoM)VJl2rQ_g2Xe$`h#8?CMtenv-#<nLzrZ*VMRoeu;f2Z%0I=w|lkyv>u
z;-xm2^&#ud!dZW+sd2a$Hi@OFwTxgm3#M<kh?F#rz@*oy!X+ba*zoR$&7uezPhONB
z439Y$IAO&+Caokr7TZ;byCbBtG)I@Dbe`Mb%CZ*m0!hQTb(f!VZI$Z&h~reAuKKSa
zg>H8BTBb%;vEf&^lvJ}J!GW~>ZDU-g=2zo+AI<7_uwh}-zHg+jr1JhI5Zrqg@oYYi
z=CK)NZ2u#7YM}fsyZi9MUK|3&3-y+G_*Pg=H=Khh@E;!AND;(!)MAW2=$?o<*Zm>R
zTpXI!Q?wXy<>UUt=sA7V(H_!PMFW5G52*WxzWwiC8qVMUvcIeqpEA_Fvf0<P={*-T
z>`roKm{G}b{ks9whiu2{{7-FZ;X6PGTf2pR{{6)n;X6J`@Px%n84K;|jcd{k<C6DS
zLl%?1N^>oZmwiX0&)xZEC(Cg0WEB)LPoLTl{MYCoBq4G>(zo-gx6*@aI+jtVR~?K~
zMOYvpP~x>pmNQr`<ghuu(UAo^>FVLFx>tL&f1~do{K}0;!(t&2fMy+~Jow|61jJs|
zl<;jwyYSfhvr%EZ1%O4~@w)9+IeF6glf*@*{X+8AGM#4ga*o@hFin1C^;d;S16t;^
zPx)Ra+XP&5aDF_!zeK0$zw(X0N$-`+CUD04<3{B-<(Sy!=f6*vsvLwYwl3y7mg!K_
z2D%Wxp<&{E@DGVE9a1?A65qdfN&KWD{+88h)Rj1DUQ8Lh-{$Ra9{ZT@$<uziQ}pVG
zc>Ab$Mr(cVn)>1+<G=UmzPj!sc0SS3?{IzSkh6~F@ViRZOL*I*0niX7r*H2fS5AT^
z?nqMdw|Leq&`Euc6j)yyiuIRLOsf(oZTj&+z`u+wQ!*;y0_S-Ig$d#}{#xt`sfV6s
z84V5@*`5+?n?Upzdj$d~EcR!8Ps(JCr)hcq2JxyP@CH=)PKqyDbFL1BJdHMO*Y=WD
z=AT!NI-(U@Sjcru9DctaGfz-FcjSR4ZG9}(`g>JSC#w^D81Da?!Bo5BAsL>V@!3#V
zBc%;>pPQ~kV85WA^_L*70jsqPRjSXiqWACsRhZ=2L@m+RRN^+lllOf3utP@67<RI=
z>~8m5>agUzQ1M{{`bgjYx$t4rNY#I>18TU?73I$3iALrk@uV(sBFK&i(LPZ|>zV(p
zVT*Z$o4m{V5w1qrWP0)z1LMg%RwFO8t6E)EO4Zqv9~o=s&C#RuNQBKHDRWUIYnlIH
zvcx)vve!lsn;ZJ$lyZO-bF!s~dgR0eAH6MKXH?%#Rfs^Rs=vTmeQ%!<Yiq1OGYP_c
z#isc^@GMsNdpC<zaTd=n<Kw@Vs=v!K|EN!Y^=+^vCHqfm9ucmyt4(8|PYLt=i&E^l
z5~QVVey(2Rk9EhTaDi#ooosY<Y?MJ@U%T8E-DcNj5udr^PjJcCsh>dM#sSH#@cg{n
zP5rK&TO`6gF&ZLX91&EU@rs>#yr??piyr#;$FC%_zFHr;J`Evqb7DYos<6ZFJUJk#
z7w(lH?eC-;H1|KfbAQw(ztz=R_Ws(3p+Oo}8~UvhaR}W@t^`HrCyEJuCNK1|Gl!NV
z^~hKsG~Np_pg*m^aZl6yibUvNmJfLj3D)LzXpH2Qt#ysVZsKj2*^Ef&xQAZ4fX8ro
z7|zJy>h*;0qNG>cBH^2X6M>8H?zv3y!ePNAZva9YYU?3a{&5d~Bra$;e%P1YK>^WX
zj#M@<9XY?a-4&}~0X9N{Fww#CK;W<@(gT6S;(#o<A7C{88)yF+*3|ZWfx<})5{i&0
zO==(_Rf5u`g|47<2uMeoq7>;M5IRa#=^(v>6qOc`P^2qOI!F=ey?3~qbAIRlz8~(V
z>wcbu61ID<z1A#aj5*h9CTBpI<{T6TsyjS}@rzsik_EVp%OZ(wMcj9E8Voml$pSRO
zk-z4GK$|>|p$>#geLaweH~`>XgMnJ{i&4=NL$z<D;J>*P5aiJn2nfnml!^mMF{Us<
z-4_AuyS|=5`i1u3DqBMzH8T)Z9y*kXK-xbGBBm{3H{qsdth#&T&pcset?RWbzku2r
zAXLyaN`g6@DpLZmHh`|n#?wIfFQRq_g8f010IUlXVY~q`QUu?+K@K)?X-N|4_FQSB
zE|yY;o7Qw_vfuKR%Gf>EOLXj(bUDz8U-h;qa2s@Deqt{1yJ->pMLNw98lBt?QgR1^
zOilwUV(=>?R#qUQW&kQeAeUhcFSM7%A6epo0xekeh9lcAfcqZ=q6%#QG{x-lfFM80
z#U5XR>q9y6pkoCAf8+(R91tfxye$t5rUw#}ZzAeB7lBioisa)W_}|+v=86ZyFvDKb
z<JBHVUkTrs9>2k9cn(FcTxrx~_iE6HgJW1|u+2elL7uK!L-6zgYHlDFVur!-RK3L@
zAh{x?1rG^SuO7L#VyR$dI|LyvsvTd@zfbP+VLUk9ego>A1C$K_k{iAB9)&xVg_>Tb
zBJ1%VEC%rYtPMbG1(4fWzYM4n61>JxgBU{mEsV<KE0PEa0SybRw=e!+Gi~S1$sU%&
z@<SZ}e4LFPP)cZG9{}7H8$klz@bg|}?7<tL!UT@se-vfrTpdRbj^h)!h}sthm}O-^
z2Nb;wB!PXvtl<}lasbMyfDDz>89<dI0&snk2`0dl`SDD{auR^Yfk9@6w3n_TrzIqh
zgl|Djo7<iYm{Q|jAVHHe3fhGLaGcK98K*CYlgH-6;J}#TN)0kzU#A1&7c*9*opjv9
z$VTgGa0Oow1pIZNz29>F;-A10NIwAq{idYj`%@rd6XlWo=P|J>;l2nK=jJz$oQ<{v
zT4Nl5A4)hM0ap!B=j+F@zhE|9TF~CN1RxMy;{Ml#oy)*CFD9RzP2IR-!eZ}A6U^Zo
ztVY`yApU{JqVWUCHR7mElGgdL*Ok2nshYtj&sqPRm0LjRbgtT7D-}H@pLrY|kjXc~
zbX&sg$#@%&vzQQ5Ru4UfYG~NWE$|yGh*-WC6Kf>@VZyOTG5rmX?&r)8tM>e9QGNcA
zUWYAi%ZSrg^NLCFe2tZV;Uxsgysim{TODX$d^?)rwuz6~X6f`J0eb>8UyR96@}ZZ~
zXA%LSVl-#cEB8JlikX;20Eo*Je09!b`&4R0X`Ej9{gB11O#zy)DRZOsV{n1(Up?p*
zEOUo*hZYol=iy*nXKX58XG9ZA<}x|Zu$F%9twuOwQBJx6ui-V~Y@9gF>}{=?c!4l#
zv=H@``S_acua^|@aS*)C7-@o^m@8{eKxnVd#7AGf<D7Jm(z<L^2jj)Ufc%U0YAlyR
zei>@NZVOOmehs|}kYxbAi{Z=!!$DKj0DO`Oh{Ddq3aNa~K97lh?r41)3UU+s8!wrM
zXz1ZcgGW2prn<qV3x3c-@|Qibsb&tJhJi9(Z#zCB027X$2RiM<|HoN(x9Svyn~IDS
zgS4Y1ia@{vZZF-!0cXm7hc<ytw`COjt6itN0aaI+cM%3b+|OxATN98CTyeR4+*f=M
zn-`<vH#S5IZGU@xD+ZC=9!bz^5}pS4XsUdUco%9tOVT48mosG1(X4_qt+0R?Zom4F
z%<#aS70PJ-gI(kU_^JOLeP#!}jikVnA#W}72TgET+`t|2jWb$%>{_8wZFhl|k<M})
z{%uyp*7NN3<>TdX>x)9wL9w=9=(q2ba0?v{W(XuoQRh_YD!6HAais~!p=}4?(Zcti
z5a;*xnUTB!W#NFesO9_}j`2zCh<-aAPyGWe_1EDm9J#<+@`Vu~pi4D?GjZt(LSZ6%
zinQSKJiQF~^i;j#b#PNl(%$`Bkdg#BR&926Dk4P?`1Eg}U4=Xbmsg@8kFkC_2ok#Q
zrKJI%UVk;?6F~|&%w;=N04$K<=@~s33iB8lRVTSDJmi{KWNX;r<$*x*&%3BX!*Qz}
z^U{pt!+l@97rblxmz=%5&w{Tp#N9E_HNawxjJ}w6H2IzkN1jXBL-pQoi5^t8=jnkF
z)1x60%P@FJX#i?^WA~ANW_JE@lHwURPP+5@Wfe@84>bl>#=Hi514{MzY?9?k9i3T(
zgTbaxRy&LO>Pa2oAS`$WfpmUg^{lP~s6#y#3A{~11FrT4APzv_3p?!EiVPs8-`|)@
z>#$(<Ih-jeDG6crTx{^WBJR4XSO40>$mn-d5SdoNK=7d3H!t(F>G%(6#iR<rh?u-O
zp}z}lAGXz{x&c0?g`fgJJycA$A?m}xy-O=(0sNrQ6Ii>xNP!jtU<(_jO5e$VdYWyR
zWSRz{^~^3%SUji?j*BH+eBGPQ*$j8ngPxw}M1B-^lO6Tl?NiD)cLV;px=I~R2fTdw
za`VJ%y@t4i2nPwHxl>qNoFeSqdX%-Pzy>)Le{zKlvv2E+Kx#MH!07H-w`#@4@T|T{
zt(wq~!Sw>o{ZPmTt>OGBitaJm!XZD>DA26O^`+6|K3PB#(E)En1MhR5`&M7=iM5!m
z-Uoq>xV@+ln<w#ORd(b1d!@b~xqX$Cl<t45->5$kwx6tXT^rLW(rpZCz}9ca)~@4=
za&xWDPmi?nRBJcUOkyNpDeP#uBIqJh9hNTHle*D>Ag-&#Y$l8P`FCXRL4sEssVu-1
zGClpIeN)3wSbM6i!nf)_&9NdsS;^<CqKOhR{~&Z%nq>3}&sZd^iO$g(KXnujKQI7_
zCSr0%qi0WkM2>w_`xUTz1=_nMvq;C8(JfhAUTwcHJ~|Tp&EMp~2bj;6T!@v+Sl+sa
z%T^~P`=3IwWw`S@lih}Jf{E<0$9zT}#+J;wSbgbLYNch-_R(UK%hiZjaL-22Zmp-8
zG@lgb0;?<Z=%j^u#$Mv_mXmtM$}4-aU>#zr74BDrSNqPnLoqPTse3xqK8hTRneUXH
zxvyv2Su9#9Nf8>7D2?q2)<4I*PxiqOX7_2Z=-O2I)3)5l$wQ?k1iRn&MK4UgdG2+_
z@_@lAal9Gp>7!q)<KxxNn{A1MyOULlQtShE9%dEp=0<q6eH$XJoIs~Qx%^F}D7IDk
zC-+I_G($Zez|!B!%x;IXW`0GY`Q)Az3ZQJ5pF?f_Ib!ZXC<N_GN=v5*zP?^w;wk%6
zUK`&SgkRwPP;y+TU(B4cEML5(<^fjVRV=uoqT+H=6&5Cm*iY^*{lZQfxzwnkF#kK!
zIbor?BL1l99*%w40((K<$`_-bCr|y3306PpMUUFfSvb#C;`v%sa4li9%{mwtm%WJ^
zC+i;x8pcvft9@7K!T%i!vY0^4n~dN)dn?l^z9;)@$-*z21bn&AM~<$vu&AB`)5|XZ
z!tJ*Uts#V0uM8Qh+^7RWns&x;2^EOZgUt~94kfdzGoOfm2}Nxf{BSvoGFdG&5pY_i
zm6G=OGg5CY>>Y>LoLO1gkk-Ru^?iCiYDvBRq=7=Z!Vah1n?D>359!4C1#A%T1}G#w
zM8d`LXU#xx6z;tKo7<!Z$G~aDJY`*aYMSLdWy+D(R*0MVS%?a*v$IpoY5q}~6ce1^
z?(`6djn5BPKK8gyeY4%$tuh&rg;h`ddUeRqHUEf7+UiHb6>%P^rI*)2akR`Pzw2Gj
z>({75p3uI}m#(j?HCy|UnkPb$^6cbm)t;7@{$LLhl76n1yvzP1i`e)Iks!o85CrhX
z)7OBDR6!vj5NLAou?Z4dceZmyeSAin<@q`H4sjU4VP36;kei!ZSV+2jaXH*SlZ0N5
zeeL+bp_bs_^aruI-gO{UQak%@Xjv!hwvoi=n+Se){9cWmionwHfm$|k_xjPI_Re&T
z1CvY$i+&?wbD*)5(fhS!{`>dZ(1xQ6x`UpBjnY9_C<4-eZfxWrR01OCdyqv%em2wI
z)Y@kWF!!0XC+T%^1tCcU^Om=Bmt!V(*7k?szGcpNPDaZYcsbYfE*5?!6T_-!BgO3q
zXZr?rHI_|3JCs1K=Z5zyop$=iNx(p9R_&Nb&)Ki7*7gI4C`3wXaC`70HO8-Hr>ph1
z!=324ERm#da{@do++9eAui{iU$a#r$6FwyFOih2-H)<8<5&u>2NQ*iWmap;~0;Uoj
zc=0GR!Ld>+=rN_q?CRY^Jt29w8v{Bh{Ir(UTu8&?3?+}OE{b|bI6GA|{_VYoSoRX@
zKtCzjX*j>vtPqt;!8X40)qN=ks441WEtAn{KpY#X0X_7Ty7CG_J$)s;955||x-m7`
zM~kl_^{z>o{C+8_Bj+=ypWHbMXp$B)H>qr1vc3#brnRD7ee-u(Ud_lTMmD&FsMY+&
zV?Lvp5QpOD5fO*SEeeT*Ey0!^nV^z@2rhEQ466}~tBZg7t4(6O7GszOMccGnCu1ra
zTVv+Z)4K*BAw=;r{M2TLmQ18SR<K^p_eHBhG%1CA3yuOfE`UX>e(FadyH%Q>k2{vO
z?q;lpCP;Z7f2x{%Vr=a5>#>NRqtWBC9<Hpy=&oz6zy{RlFUGM-n_X=(MT<H5(_ZwN
zZ{g##j5{^}5j}8xHa_o?Ta<2&F5z4`>Ql7;+P7=d|G}uo`zev2h5U$D8v~X%<y7w^
zQ_b^<^x<Qzu2!*&y^LD1&s>0(L(G9c{yu}pT<LD)?cxiagv>ykom<@J2FhH15B$$^
zj^D-ST5<PVhQ0>8pDMhy#N9K^<=OLxOBP(S(9LyoNbj|Cd8vRvVGAjbb-%Vw@xhmu
zc$FO1!d9xeuj1}tJpTvO;vaURGg&BfD{Pj0e;K}-(6?UvymvH^`tzgxE;}lry5IU%
zH7@T=>SPO@-^5O-lEjevJfu+7U3!(K!22V?%hIkex2SKci?4D&F??@u-|U%L-zp=G
z3z&;6r%3COG!GQ&eqw2CZXmX#N<P%7ZkpIzZ@9p!dRDq+Z=!42o@Z-6OP{}{zML^X
z_42%d?EX<+YMM4TQHw9&2emH%;|Goh0c$Z;)bUUC)@;OYr^MLLucFdC=)H8-1sQ|*
z=4vtxh)Ae-q?zD5+JR|T#|em!vL_A}Y>_+uVf1F}s8vb#gSq27DtYzZ77P>>Cyul!
z<!W^f?mMO?E4FIIwbomo;v?7QjfmYlXc)oC@v61%&cv#<XUCMng7yh}9UWG_(9KBX
zM2}Bp<-5Tu)8B-+KQF@i$eio16(}*ul)QWYLX~{wxTME8>*&!*>=!0%&swZYM#k$=
zn<uJlE2&p?b5!bSH_vUa1vG(P2JtPdkh8g2p!NK&Ic$axR$;LIuWeX2_!|fPOX`U-
z_w~CZ5*hw>y$%^{5vS=bRrNAw88R9Edviq6pUZQv>6~z}54v4=v{+q^qe=y}`^+q>
zyuNd5b8*>#IQ&iNTBM~rD|%<G6xh(#B5FduV><q?>9;0y5vu*Z+dbNQ41p;U<7VXF
zR<r8UZ@(xLw4>eWU0SaN7`wBk=FC+Njbi%T{-6MdlV>ITwQBdCs%3LQ54vo0ZH7i&
zS?}h@`kCkn2ko=RQ?0_b?M;mO3(ZpTe2l*Z>?dF6?_j{3C$D-aseA!n_D9-neFAXC
zJt<;0mM;bhw6?CBHU*N1OgIGe>Gc->`l?qc`Gs?*sEfC6F<v>oa6w632BMQSzf>-0
zR$Mjlxwp{<#&3|)htJRzDM=pOX^wb@*z72XyCTl*b8;#yi&<$M_2rR-CUhs|^gq%F
zHAe!QzrvnK%mv(t*q5?_2Fl^KZZYh~;A`2!B0wYH^oAP;Q#xU4(3?=~5j7Eb)VK?s
z*Cojc%cmN{Y5*qPY6EcCGvtKU)5bqhJ*S(gEWGCq+rDi~ZVe~@c=<b36Xu4Ha0a)Z
z6~pripyR<72Gvu9!*anM<$B@b#!DHf;HR{~gRIBz5FnG?FZQ48ehV%%izHo~KEb=p
zrlfg0=}f-A*90q5<5hxy#pr2GOGAnfa2oL9unjBV2_^-euIV(wO__?mv!*+JM}W#*
zUfzju<J?o<Ec(IHBjC#kT#q#1n#S#FUjm+7{eo~hhn{l&_1J-g-+GAL7aDCsBG=%B
z9^TLsJ3BlWqDZmx-t)3`D@odFe3OfViJmShPd*;|{bFM59B`U%h?jF8F^U83o`a=$
zW#i?ZGmzbw@(o1lw7l^49;zr*#5@D^HlOF=PrYTz6>(y6>H2z)x>9Q0?<#@#y8B1<
zxW1N}qo&WMRuk{La1VIo?^DnByxt+MJu5hG?vSpFSe8z?P)p#SX=Sjl+aFs=J<Ic!
z0*IHH$7Z%^PlIqOrK`sErq^{=J$|)bjH^{)JevtCD|P`>4TO!;u1FqZfH`YO+n`r1
zU^Ii8>dbJFW+2o*!!QI<$Y#x4HL9VIn;Z;(h{4DO;Xt!6s+-_Vmt-s&M@s49BYcu5
zWJ^QiE4mZ%C+eg0hue?2(df1v-~5YV6W_DdL;<PgwM``eMuPG03+Te8DaU7B2V7<a
z0zp4CBXHG75LdJWblQ%C5<F55q;K)YFO&Iax*UQj2buNwn@<~m`P8kES)T)jDfrk#
zSJ!ptr-;Fx@9JLKiCUW1xmRl+MG(lgN(k~N7}u3Y|4%To&0_{zlulH=1!*YllWmww
zjr$;NS9jEPBcofcA|#1Yw0iKgv6IsJT>W(BuP?AxW?LhgcP?y8YWAnG$yd8w4pF$1
zy_-s)jW=^yr-$mg+m7lV69ZlhSkoFD$yO9~K8t(=CI41Ktc00%>S{$qFH8G;d@W9Q
z!o7Cak!j#~bH=!y0w&~iXbCrR?sbUvUpUWq-qLKil4h_ks-l5v=zLk5ZK`wks@Pah
zWzb%jJ&SaU67e`$%vZXnDqf$qVg(c4^<NL^?dN>5&GVGjz?aa=`{dpC#F&Jmpz84H
z_}AySD}1j{HDe()*=08u466dZ)E_`3cKAQ&0_k;_;*^1Jh0>^7&Q@6%z84({a+kD;
z>W`JHXA1WT>R0gTfT_=C9Cbxa+4wBg*48`ER=>Hy5jQTazCYuevE7^~O?9y~+a|Zg
z0wk2Qgw2*7?{%kxjjA#F)%Sj5zg+d+Ch1fKyd-?rN0XO){C%U$E*evB7+DmDUx@pj
z<NJfi`TKqlO#NsM*}Bgpl3&R1+2p@qnmrQdHyKB1VlQ>_+SBa$Py{gWK%bMd>1P-5
z^}9I?cGWXvCZ~UdhK&WR_rud92k+WMwe-UNJ3@sZ?&y^wwJL3Fcl|zor6l03@0s2q
zrSa?Yq?MAI`5m2D0T$`68z1T^CjSaS1pjwj4*(rbMNQgB9yF!4F^|PgmOo$XY#A5f
zJF|0>n^HS?eX96HYxKWQ3qsz90`Q_(lrFpd|6TZhH}L=dE(OSA(8X+lISu)&`)Orm
z`MSgO76IA!_GLB1g!|=TojP|{A3ktUeUg$gacJV?Oi69<yj#N8ou&itVA=<dm@iw{
zu28lC8SSna&3|3yem3dYP3qMiE;P~1X}eVD<JA>S8JA3I)O}BF9S7vl9Yh4qVv91Y
z?KV)>FcZEdbJ`Sa`jtprrQ9#tL=V^zp{1f1Plx?k5z!8GaFY%-F+`xbs6J!vN<R*e
zXfh5WHM@4Fsw*YP_>(PK$e8{uQDd80#&fEKyYZ!@B><k9gQ*32(5VY$iS$;P+D(`L
zabY+Jxt;*=4aj+aF?jrqi~A|Mka`F$M(LR39Ty_(v=)$95n`8!bVA;<A@{KR<Fl1f
z{2UOz&vjRjd5l=1!)SEl8RG&-35WYZ8{0qRD2*-$l06E?GtV7C56<!jJ&LjbbV*7P
zAmG4Vmj~G!ra&B(K!iXJXuh&C7ZQ_>VME|-!h|5F(nW}L1Y8T+PW9j_Bos0bt#S=q
z-E)uVPb4UdiXUpK`fo-V!wV553J;Zr_{YZp_z}536p5pHcRvC|4Y}G=nda@<)!4e+
zb};!6h#i|FUOe<q=BuwZ0`kZ7X;}NcE<>tNF^I%UhDWb58MxcgRSUTeOMhrC1__i1
zM?u;nRoYxxq`rPVPZjsM_~WX5u*LBBCxewnpVWZi4MwmMi^*WU<z)TK9m)#cX_!sD
zTX$aG!D10`bLJ={j|s(h7NAIP2VerYNpD>RXWzXGJN#92ZOP>e^Gk!W<8Cf{LRkcA
z`mYuPn<0^Dfy8OV+~tU61%ci{9?F0exGq&$cLCtUo><f?6$ypIDtVKI8KJO{^-;Ml
ze6sD|$n+L!%eFK<5r?7DrJ3$wotQzLxEVhM*2ZSKn3xjb5XYO;wI!b!o7`UlRo{(N
zakP&#I3CgRkCv^vl|P<&j-DTXUY0!_efPAL+`ISa{(`|`7>3D)oZ}M-+hC%q<zmrK
zdqH6x{j0uB=q69|;3~e7P~ueqJJJhU#_uNmCZD2`ujLi>8PGBrH#eF>hzR)N=EcJn
z;kku)Wk4VAz^}vH2uz?IvPW3A%=;x>>PerQ_KQl)+2m~qKV}{@p}EFUE1hWd92IX)
zcPEPIkZxPX;f^m&G;~Jsnx^>9p}D`WZ?C!Dx??x>tXr|U<5xYD@FL34!{+64I(#+e
zkT&{$@9<R_WOPWj2OEfcznY=s%+q_$BvRx$#1KITKFpgqikxJ5`J~dc-$1D{f*ca4
z2sphzFgU#z1a2BsWXAypPvZYXfp|vh*{^`<T4R%TL=#yci_7!PH=f;^H8mOEL^#a-
z{3eP!8x4t{Q@{ipi3P9Rxy$!#{IKE{^Glx@xsAV5`OA9K_+FHb68z`a=n58&*6FFH
zQbvIpaerVIlBYbYq%3fG9J2R4fu@<UN;TlS4&I%EgcA7p+2E_f(re9H@oGxy7(#w&
zfbfIl?E{q@l|ckm=RYI&RlGVdmsr&-+T^C!IW&lGgM!^fN&TmT^Biq{@7xrsFJ}?<
zKHvaSLvtS}9*9hD$Hzd{JYy@wRh&e-A~qDYnPiOdb>c~Z604s%LPLvHsOTC>4~$2@
zS&j~bp<jF;Q25k%EDcDr*fUZ<u6D1^zz#dIy260X7*&ksjOH0-9F;KZuNgEOCX2qg
zKc;nq0tgmV<vL`MS*Zz*!Jpb{tiq=yzIPx04LU!1L5`UI%ld13y=%`PPW79+1&_}x
zZmTo^x5kr4xOn0z3Om#o?sqfBqrJKpVPg&lYZqq=2h<GU(|sj2glTTRkg^~c2x-Kq
zfF-@C%4lLG35IPB%$bCl`+=Ts52ed8PEh$m-4`<G!5ekeXGiwDCx0yjT%q0z4SyyQ
z(+?mNzE6+n_J930y!OU(DK>bG$GYL7gmALI6H;|3{f2enQU3jhTuBm_j=jy3lT#mP
za`K83?gah2*cWEOipl9B&;TuA@^6#DHm4o{lDDaU#_DzBEnz!biIjcHRJ*e!R9D_3
zMzXE7D`6L|h3u<qrhlFV_BFohhQ>c)56XkHfmqDmibFPK8>CW)>Pks4IO`8;<N&zn
zQTEAhBpZq8y}X}5&?BFxk@~OgK8Q8R*>vYb0hQ25{Pv;F7>w?7o=#&3>GfdH4sQ#@
z^B#bii~XAZAArUW3I5?oDr(mx{$ooYNR5IHPma9dhxEiRZ`vxRl*jcnPz%~1pfFn-
zx|0aTA<t_smY}wwAvMAw<=P>MVuFH?f<WiJR4l=A$SjBcp8a=xbP>b*ed+cZdu$Y`
z-RNHZXn)-xb>1_K7;5o4<1K>rPynravBcRQ)oc5evWK-OGDdB3cC95%R%Eq_{+rp~
zKU<qi&VBmUNnZAvq_5Hr@?B4Gl3x0rR9Ma>Q72mVZb&D?>d(zrCz&te&onD&C!ECa
z^qTM*tvEm#pA#0GKmtDL9n`yqP^T@uIOXX@zy2-~Y9c3jCshV$%En84cBaXedSuBv
z9#irrzw38B|G4+5W`(GB+nMaP;%1isWkHPwR32o-HF$#>5^fkl4O!GqR2;qyRQH$w
z&gD2Lfa!f8D8rkb1l%+Wej|g+=jnq@b8x5bN#_FZanAZmA^yH9b#TzLa9H#TVa4-j
zG51{ndA6LQ+uq?(ghh|jTGi&6kYF0%-DwS<C2s-~6gZh6Hp*J^9f}W@E~RID;k58w
zO!K=vmj{&Y@n8f<O;22<pcM*~)tzkdOB4S1gL?KYiywa6$KYiA5|FqlvgvW9FHq>=
zq0V!d`tqwPG|%{;PYW4XLS=5};*br8rH&epT=(K}lm!Xu2z&ry0iG0<N<CH_P>M9Y
zgbjxytI+ZQ*biK&$MS%g*S+VR`*l9CNT4#MW}KF}$N~w{-h3!N=gH=y@CeRt8gBK9
zxiy{GN;^l04+a8?ZO`{i)~k6e0bUaZmhx#K0;jHZ<ts!Cre1#im$&po3?&5e`jlG;
z%IQ+`vgzsEEVdXRwTu^e7E8AjaGSeE=9kR|=%9xu)Fx29iU*fY^*bDy5J^x20UmpZ
zVS@6P=1~L_(9vLv?v>j_3k0m6#Q{`Abe4{=;s`fZ1(=Brwt?}T{&m&r*;|I4aiYuN
z@CT}}=Il(Ii-8pahSp_oKGsOfUWRYQwMV!PVH`yS8yy#B)lbo@wcF!oSTvnu{xiS5
z@W5|gO-kDA3PV9&3M^E1w+p-DB%66FRrP0sG;+ukGWec`hK!!sW~YfMd@AN)gRJHz
z4Wk$8%fx%pytXo@vdQXH1TDpoc)01uy~Gb`WD7uNq2Eg!Ebtkt%zKp7aU>oOh~x`a
zK3#zaTjuiRi9YbKnHyXZt|<)Y+BWXXh#QX|UAEn>L=S7cSC!!B<^NdO!}G&{8-B6T
z1P;A8nfG~pJ=U3IG}$RG`&si*g94#xF;n8ZIm34}^_UIir*~RMr<saLLfC6rpMe_O
z1<unm&H32z+t(L2XtB4V{ZE_TrE(JhVep>%P!13nsbiqktwgr}1J&gfaD!ydW-LQA
z3lE<i%=&86yvKot5b`H9TF}i9(AKrO0(#o>Eg8@;I||b-XQ;rg2*Y{4e*kqqjs*cP
zLT_Q}G_7pNh6Ge7^M?<ekadSugy}|XdXYK|mJ_CI$q8-WOFRDIp`}0_B#RL=YDD0y
zt{IhWIQMGA?q4gN1=#AAwP{(_hA*jf>{abB2l`0m=}n*;M9~OrGoPHZ3<G2eu`i$&
z5u@Y#W@a<6bdepZ#~_H|7o$-;ur@Nt+8rAuXBp94cNIW$HPInu*ytQ!lIgs<5dvB%
z0$zNLP&kkd6)8AiVQfnlL`DYuU*{&0QwTTcCJALti7YE-bS7)@!JBZ<jG35c-kxc|
zC*bPU=gnr|rUN(J9^S2&?UY+B;-!K(yeRNJp}!5W(Y?>jRd!~M0?E<nVW9b^+<<N&
z`GF}w?=4~9!TBBVYd-`SSe`$SoUB(b+b%5?shSkedv;bF<@-ybAI7gVuCLVkF%2*%
z#XNu!2pMue<A9R)e|hOB2O9b?ksQaj;I8aJhX%&()=k*v7S9kc2nu*UrlO0E<}TOL
z#G?)L8Wr5(&k4hAHAb)P5C(uv3~JN;YM)wbzfvdnb8w>5(Bx!BuB(zSS?WD3-4PrJ
z5|jSmkJDzmgv{9=!peY~YOY3ss?sE&?LI*KVmMrj9?l#7`T9jq(_onW*;$ylC_oCl
zlAFcrSH#XKLr1>M?Ih~)`%HX;vS?+;9oA-z*Sngul-7S6!!$5FK7BGmQu(7?GO(?k
z1we!R@5DS(X`SxP@T(s>|8?iA)oUy;G4NZQdd4e@<@@9PiK;T~llmXF3Yj(c=vjzk
zE5F<giZy}7^8HYo6%OIL_Clz&cJHR;wNi*W?WgwHFM)5Z3;u>@3Ft`QD!<pV5F<yO
zt_oj#>1k5*+=lLmXx#4+#dLf^NRvA4bCYu)M?>TCyz8AwPJNq5KW@VIGO%J;L&RD%
zQJptP-Z%&BM>o$bW~M(T8i*AjZfYjJW3({tWbaCMfzPwbOxHvO{;)$;c_l5r#!0iT
zX7SknhC>U-utTX)&JFn*Ug|NU^^8#|gU{rS*{jg^Pp+-RuTqg}9}(qLTsW`HP13k;
zO>XTD&HbA4apbt`IsNEFnz?#~cFOqI>x~qEDrwHM$g@fPQ3t~%T~vJBK{HOCwo(oe
z$zzNx#pH7fT19<vzwY$dXv@>n$IQT}e1V2)cgnb&gxK@(IwP;HNhPiEJ(UR8n7w(E
zd?bnF*CVaM%FpBwwOCeu2K{LYy^AnidNYcemK|u_U9bjL!`MJ0SR56ojKy~Om(0_@
z51wT*ooy{I<m`eD1@)wf*2cTKR+oGxm(|SfZIO3;mJb;qf#ft>65Ydx=??{k{N5+4
ze7dURL--+*u5XpVQu@cI(eGYVY^llomZN-P8~0Od3L+BiqgX8MQP60~Zr7ym-HH7S
zHUm><BdQl#e$I&oDtC=^$@~ePq=E)<N)8H@4cgXn>^|aR30UkTo)xBDfmWu@qPZy+
zj5qXHyiV7OuJJZw0Dz2Ds=^&55R}a{i~;O0Pf0w}Eb;^l&P$zyrZG`KjF0C#HyHIK
z-0?z!kp4ju8QfzqPr98gG)5Rww%6yUOb*#zre_8!8uPRxK@bb04h+VDKpF%JC8XFq
z9~V53_A$Pwnv?|6bCR7i#3qaM_$bhIFz4x>`rk7IF1f|dSR!FF(?l}lq2YahcVhHj
zUPf&BI&6D&+TW!08!B{4GNWh%>I@|spsqpLEEW%1%QDHhhCFl>_t(ag4kBW{<h^c-
zL{bSkRDK#^k}*3Y9Y@GhA)$s6_~ujZ6Sw*&Cm)n_8^)!Up6w{%3YQ$A5^gq2086z^
z^kLG=vWf!;WLYwW?*fgX)1SnEpzSs)S0S(Zzn#mR#CaDZ;PS%`aMM`ZxDcxX-unRc
z#|{E#oN`k^ruTpo1ZAF0G<Ts;IF)WMYM|olfd4KG{#;`MG40`Ug%B<d3EY0~B3%J^
zVCVq#P4HpaXgeSc2P~h%dNa^vP2<e^NmvA~%qK_zL?gmma}^Tzxc0Egm6xzv{kttM
z+zWgtAH5pGuX9frZ~c4WG$hIBSNstQ<aV_{9v}~sr#i1I;mUvTWq~A*W67a^vqKK9
zzX6TrS|BkxYHTQw3j2J95w{W;9E^S_kBc(tgF660w<Xzajh0mLwc8-D1_<8!)vS^d
zQYOiroGSadkZN=MhPw(D2o_AW;mA{abND|4fUCNq2voe`f#(`241js{aR>~ClhDM5
zvm=#L|0LjPl<lZ_m=K+(HB?_dBQekdZ4@WYSEbkuMe)9Jji*I(eLd8Oi^#o|lUlQe
zY@INB!VX4&N_E&Dj6CUH_x+$kDrI)h*$OQWXf~ok8?VP><3$5G!uc4dz+kk^BxSqi
zm^Q|!kSeDcNLbAV%!UlF261N-_>z$AbQ@MZ^v{vwKFN6)eOkA-#0NZ2DYJIA!tC|0
zvL6MhIUX)%Hi`;5o5S+3u@aqSGphcmCR4_lQul_w+u^FSZ{iEp@mHyyUJrUAkGFxd
zRNP}E%oaa0|JbMht|IR+`gEHj3{|Y*Kq!9W>%q(&{JisNZgH7gKvko<kACCn`!;RQ
z!?_}$jO_B##3&I!jmm39Z_jyFTdhSZgTSI&2+V*ShT}Ro;cJH+F81qx=+!%T!(PA8
zlL-VSz+uKjwjtUpsali`XBC3;B?0SKnx-k@{y8w4nqoHS-b4v#Zy>qghSEKFL+RLN
z=6@tRK&^@rT@MF&d|tFbA{UG+4gSZzBi#$KpWQn8>1nKK{uV^<M}~%hUu)e}z(mH8
zh!4+rzEb?(2h-uO_FEKSXA`6uEd2!X-}N=ig9=rFY-V*S80ZXB{PlUlzn4?M+VE^_
z-Hl>&Cs>SY#`pu|AWr+&XI|zAfA&;HZrej0&~GyS$bfHYw{8?MriG2W@Ut5w_|!}a
zhrh7rX_+pd$>A$Sg;#{K+~lCb2R5r55ZRRXwc~jSp5yp%51}H+vSysJ7E!JV0Nb8p
zs;<0xF`CP0aFsoY&qvS3Cc#hG%b)Ci!ueypvJOQ45WC@+9^u_K{6IM;>@RF4F(mQ#
zRR|F1Vcl<=*@tZp$Y!Y6BxuLYG;C{;&HQMTi!ZcGV99RLXC%Dd>CN*dfy}AADB7LD
z$R2>yW<UNwPiPwx@*iJIc^>S0H*h~_$N%_i>GWRj_597Sc-=AL-LN$L$>C*)cX>=l
zfkNfkki%6RW-td=x&H>98zQgu-XByGatjP=_cVfCW`@wgIRni<VIWK50!3UY-{Ah`
zvd05LtXRsH%a$J*@aU&iRWNYqi+|9!e-OCuD5Q0dRNIOFf2b%B0xtPE(iT;tkPm)`
zq98U4L3jQ+`9RJt`#dat+*cN0f@DE+a^;BWv=Abtf4)lZ*KvTtsOWA(u6mAlOMN*q
zmD>{$U%$m8?IU^iK;>t3`7mFqNcjTs%D-ss`w$R5Adw#mCj!2jxKL?ZPFpe7^z8`;
zBnyf#(SzBaCIxuQiEG16H0Q^jPR!7<+Ce2|qse-Y_4-dc;d@OlczlmO>3B=mxuxeF
z9l8w{8w(y$5+?3cX~FnHO6RA;mmG*A%BIDmE3hnCeP%!&v0{<G>>p}R(@f8s^+02$
z{O(x&f_h}Q{tLM!%~(<T6RU5Hd}Q24QjdESF-W6AZFy>=_ZSwV?4Tzs_OtEPbw1b1
zD=Ix42>Es=OPYbEH%PRBu1m#Y%937_p%cm1$sTQ6(HHqIWavEq(We*rc>V#WZNn3H
z!r#U3PuZ6`KU>OkhHsl!@=6r$4&ugGovO834F}tERJQ)c=JCx|)L4F*(WX?QJ!-)&
z?RCh}f3afHseSK6xVK-vy|vPL6Gi<H@jPZHx?7WN<<DN{2vst-AE#-Z@R{evTySfJ
z0LwF@vgds<VM>*acDND(qy6dml?s+ro73rvV4yl8)pOBKjqqA?7tmOUL5|h*Z`ZpO
z`>gaA00>I+mzZb&%OY%`;kO{0boE{@4&rjO029HPu|F(1Uh((cP?8xNh^g-N=c627
zJ;#ggqqNi)?}`!~WUyF`tA4~Z<4KGOnKzwQ#S~gon!%9x)WG~A-jKz6Cl29cnmb8U
z5Xy?Jt=#9QrmbV9oyXo!!ttH=U}NC@bM0K#xfi|P&Q#BZy=FQ2WB4YD5zka$u8%S>
z>dy(_gP%&+2)7Y0YIUsQK<po%4#=7F=##((CSd2ckoFDQ(@B8@lSquT(Io4LJR}ys
z*pS4*nh;_1bG2eEzM`PP!-hz$>8iFoMDB!L>C-nZ8Eo*r3G9m{iOKKLXo!(wv*TQ>
zcv{P5@0^|JTr;4**Z(PI!b~3vZC1S^MrjmcG=p^;i&lKg8==Yk`LV)4%ZiR56h3x-
zfZniuBE9k>N|@pXn1zsP_e8|@N5b8MN$(SJr7Fk2j->x$HJ7h35QwT&1vB@4AVaAa
zerKKV@dbCgP6I~GsYi=JmoMdXDs^i4A^0~UTioASDS92&&m@!Bw+>@7+F-HA34%uU
z0L`H)5LOPkA2%g_E)_T0doipzGYS+^{m*{m6dM)+<qO<$t)T^FP{o^kJjqjwLQUHf
zo*l3I8lOsExGb2ebs6-$H1-<)WY07yTPOy|dHy>TnZOG^bxZB2E@{cZ)8VP?i>^rp
zVg}8|Qb_t?l$mr$5;^>Iy}fd;qN?$tq~1xnhjNH=x7unFwf3JSrw60n;0}!K^o#}G
zaPQYW6FFO7+&`Zj;$X@DD6!=k+P2SoI4z%*XA)DSsyY@y(I(ov<>$S!@eFA1=S*L4
z<ao-%SJ2x5M@FuuFMscULq>b+*H~k<$}ZQKq%s!rA>l()FTaV=R}OtI9Qm+<X!;W>
z!{Oc|iXMLZWZi2@@j`+>p2(x9)oJ6K-9(G%E*bZqk0W{JlWYQ7-TAVL=eirLXI7E`
z{R`9ji~K;kNIue#+oVQyeOtL43#`npv3%5@JxDTFmt&r5=ow`;Z2I(dXVK)*-0cwC
zgL8B9CWO?@Sd1<UymRRrFB_R3rcSrhOWxii6OkRnK}kITwwVrZW7{qoTf*wZN5wjN
z7*^-8sF4*M0@@xke*Y{R2-ZT(4*|h`d+$4WjIq%>M1z_t5biX(1S#O6N)Q-a`lUKF
zv&bC=7uLZ*11}A##oE?yA|)W%1~TqRiCeU9-{REYXR%@y>Dj(1C}MQV5pYASAOMA0
zZz13^SWf8S3O6&L@+S?#;qau9I99K_^4K%!q8LC|YUV;s3P4fIsoPsTyb!h(Ap7-S
zU}e`cLo}$qFKSYb49Bqw-?_eYhZh1B0W`c|muok`O(j6M-L(8R7^G&Tpa3Xs{ZS1j
zSPh_-S5|GjoZcq`0awR@fo4#wkkhlb;efXR1Z%ke-FOLoRC6e6dOjAMYIl2<yCG{m
z0tR{OO+B5(GlT`pIJazZBV$VFjELla3B86wf5>s$5-H)PRm%|=^CKtaRPU~4dE9h2
zY=R7y&jSeJc77$8X1Bva(|M>Mr!Le0qjEVe7$e}1to6I7*NriHzz;wNUH2{b_Wu9w
zQC~|B7|9P73m%`?P`K|DyI(QwJ&9CMaFY*kcm6B%6p+AEMle*qm-<q;+ad?JN;5<>
z7Tbt06<(m4r``*-8l>b<lEXOsbN-@VDGQBLr8dBo*e1YWsUg~&q(D*Q#XEV>n>Fb{
za+xMF;M)%1F*_I$$$)C~UjU~T0w^2&+Yq4ofDJ&Hi>6_?(%^6Y>B}KRWe;HOML@JZ
z?c=hp3MK;7%D|KP_wi&Xb*r$(%N&)ax@gwZHW0u0t6D{|SF_HvIjz!)2}R`{+pLj)
zNlmbhO>I1(;V*8{mtEfG6)L%_+~~aZPE^7sFw7m;2t`|xL#&0!3r;ZfBl?~~!4t|y
z54#OrOZ`ZmarW8&NFnN`{7?(AnTrsxkZ9-3a?7uqi{fpnf@V}@oHN+yO9QQBHi^Gn
zS<+-t!#d^S5sI`gQ>0DkzoV6<LwT(CG0|`tQyZfnsAU-GN_<Ml&=JO+V3DVut{lHz
z%_Xb*_w?a^QQ&uYLo)T-{{Q27;pWrYHv$d$Z{R=~maKq90%HF>!GFCGK%CVTVs2dl
zOXX;yklL4qG>|)%9_%QCx#;-15QLdPGyr|9p_fK1f9c=90YN0Vq5(L|__qxd0E)J&
zFJm0gHlS6^g{8lEbQSWqh~e@l&prROTcMzA%zL1n<#a!c(_INZ+&?w$IiDCo%uvX@
zp(mdy<^E}=T$0QI?9Z`Y+R_p#S?|w8Y8-aR&rZ+!ULgJlE&xL#Uc|B6l(uiUbOWnh
zPWtipZdoe%Ztj=288n}jsu?|uc`PYNFT_IwEM2jr9Ndey>q96*8l&=ye+cTxk!!xy
z%+W0MX$tWXf0#@OmKA+!oS&O$AeZL=r#av$<{PX2hV?kjyvu7i08j4M4FX-<pu3m!
zLl(emxs5tA)U0PtEhvFpgb!6BOJa9TBvpKtcdbw!C#D~v7QHcqRIlRm^tm4P(!ofs
z^*LH`<PJg;-$C9ou=rLBam+STL<0UU>PrwEKKusS4g(UJz93uvL?D1pWyrkh)&Hto
zM~Kl{n^vIfi>QNN_m;D3gI?k7Qa-70zNc!^iy2*f3GqG^D>duvdqviOe-NISH&s))
z^l4LKmVh%{v9+%~Jf%@1NFW^k_RXy&FRYIXZ>T$6OWgi`=C*h0(A=;T2ZVlZ01g&r
z|A`w3fg<VAK+DKS)OI-+`pST1OR-Rt#Tgm^dma@5f_({VAugahF5Wx})XpOU7=cTe
znwAwXNrsm-1naTVkn`Q`_1&?=sLG+@CxS<R)T;gnPl@5zSPuA(rw4=mQs>ho>tD5X
zE^XdNLij0Ip0pwyYTCB85=+>7T+w|nSQyCNh!e^wezOVH@TDwJ7O>4_uxUsTMaerQ
zP#qr?<kk8p2~e6Kg*T4?u^5#rVytmRppka3w&jS5fR|8mI)%Z{BqazOVl#LKiJNq-
z$(!>tiY-0gNveb87jXtOTnTIWPP!v<(<wE2-MONCv2b)Dd<~KOz9!$+#qH@e)g>*g
zKE=DcxBKsAmD8(`x;D7dU*uA01ewVDB{z{-)U|KFPKGy`Yz0(MTUP9FK#2GsK%m`6
z0sDR34Yo0;5O(#EqTrY_LT7^kgW~i%u-|Ig!r<KN39)R&bgc^N8?1&tL4cZI)Qh?u
zt(0`+c%t$N_0+x-8{fsX5dB_%k=CxW4SkaT)~~(WeKod<uk+^9s-GX=DLzvIlq=k3
zT5}WhVu6BiXZ?o>CBi#}yw!aB)H+t#z4t0GZr8`+-sP(<6n)edgzClxZHI~Qtz++?
z@A=@1DaUGGzJ2a6XO<fLw6^u<HZKLA-=8h2GtH%C3oq(xV2N(&FXfia#Zkt#yfBEW
zM2+1=r3cHmRKBZ_{9SfR@W*)>PF_g%F$)5`9T#xvhAg0)$I{#|j8TvxhMEm%)T|+k
zBa|GnA=65#*+5YLk{Kk3`=b7iliF+hmz!Q-DVY0Nhs!wj5dlg|RVd!gD(+vB`ZBK`
zxqOCO$*OjP8c9xphn)w`!q9wa%Cv>32lczT6gPZEc2>-plwY3|My3PVlq;0P&F|<2
zlfoKIbBSA93BGYO^J|l)76sG4VTc9brFJxLtcOcW4(dU-9NgW(%^8Y0o2s>3clxbT
zteRnlG)=FX8}v2)@^o(ZVlV8ZT8kbm1IGz;(p&+@kZW^ivEu9}5}pdv0g%_*a1h_}
za?LkXIH+HT9E#ZrDGl&libn<G>hR`o|9JtW&`aKfNQq9CS<k-6zqkSo%7@WO{Px@}
zpL@w*eX$h#Ti=xuuzxTJ|64y$#yKq%JR~>^G!K`@LZJ@N^e&X>z=qiOm)|oYdK1;5
zdSOcP3Jp0XYtIdx+R%iGw|1l_NF31T5?CKMn|<)fg;U-&K1co!Pvb!_F+ZZx+Ep;}
z6d%lDHv2N~<13}CCyz*4{q9B5MUFkd%FzY1aPEA1tk2$pPn#TWjUs^#Tdu{v0o9NH
zz0I9T?eG`X{J3XKWJS`Y&z<<yO`^hJ3KwBr8FF>k(Kh+fztog!R-<Jx82p6V^e^nR
zNr8sLcS_GYi5dMZt-q&pw-4E)fDJDk2yigs^!*OJk*X2xKpFs)4(2Q0l*Wya1-8gf
zqe<Jm?q{542BUVbJZ*dBK+w*)9!cq{OXjoH)(<;wwSPTMJ4yTw%o<W?7i}`~F?ASS
z%waXX6Y`9Fkc;O+(N4Yr-}elAmDk)|Rt4F<&m9unu|~GxnD1;x=KqIK*ILlClN;fC
z(q6fMH?(A&+*~hp+j`X8I`;<DZ)sT&Z_$4#WBK>se+zTCe{JGvK2vhGG132J;s1E4
z|Bv6{EZ7<(cW&7`i*geyXecjCWZhZ>ZHq)d7L|ff7ielz$1sQ;sFN}3qQ6?Ye^O@E
zr|lNY>d$%JbSiRqwVBDOJ`3yx58-jr?jNB!Z2Vp$1Jo4`>8KGl^?+ai=vN%xaih4Q
zU!)1$fu?U~`9}(*99M^TSFf0vF;9_=e{K<%65=j3T}n32MB)0S^{2-it8TkGzJd3N
zP%!F;mjt%-U@2wGWuExiz<Vu4DwWp2eg#7Ihh`AI-_`WD1GiW(GCGZS>q{tW%cC;G
zFcs5wPtL!rAA^q$smqu%F*P5zKREbYwR7Zl_)Q0FPcgNl&Wb7fY=KDc&ymIP7ua{O
zH7EgFHw908IF925oP#zjddFb^0a8e&6s>@p-d|+BGY><u`eQQAwb*7-VYEz5gGzwT
z$hGr%z`A16&T`Jt3$}(2^8iPm#d90h&Nbi6qWNPbl^+NijT?b2U_@5Fya84Y3UW2a
zCvSum!%5EwHjjVu3IPwCFPF!e`w{3^apCZyx5E%$M<rZJ$jGt^6s%VzJqvSK_MKu@
zevxKC=_rG9;L)vzwtw8>q0b2hNqvju8GyB`>}Xy#-$X++0rEeVul^&e(>;r0&E2B!
zi1dLRMO<`9Rv3=gE1gZnw)jABHhcGTNi_-=2!kxe;fu}>^y6Oyf@VhIC?J>dRwugf
zA|_<W?iSDxMc`bw73e%7z>GKd2i@mrEX_LF>?l<|Dbdv<DBl3TV&48NjE6O}sgybU
z#vyQC{vx5oYf2g66ILd)O3+O)tDx7p2e%l&9?zJypw736z_0IFZ1Z@);M-+Xa8nm!
z?_dOuQe}rj+Y%bR3EY2wcq*qVIb`vnFzYrO?pGZYcs{YT;LMWim*KPzG$Cv^_VVcf
zzdWTkf|^!Q?m<Xk(Jn1a;9K(W#Q>0@dir++Qk<FwJoNHUg9~cKMMS3inkR#Afc2(k
z1A@OHRWFOGMFrcFZX`RX{&malS!L<XHkzAVk-I{aA78e#e|*-6Gcg~@imnR@o>5wS
z2|wf-i_8g?1k2(LVK({S>+T(V8r*6*;KnJl4?g^Hb0u6ApT!*yp;lfUC)Gim{sC05
z4ik^z0L9vlHbf_!YBKqng=ippJPOD6$Lr3TqBhlL%5(1H+D2>0($r`-esBM1F3IJF
z>3C)2a!3{b+4C_^VFY?Kz0bsxsxSGQi#rsSUszl@O<sH1`O&VGADa8I(fe;aH)R34
zr!e103_E|CNwqYbChCWy&Xqhy0@RP&$W+T$4FxS_DB~!s+ujPRl6ju&|M-+daWZbn
zJTU3{Lb3JLOiYf6>-8qGXs0<wiwDUCs_#PHo233z=JWpxU6YS@wRe{CHqMUMJAG|T
z^8e2Q!5IN_--rO=FUy2NDDRAZn~(JMeJ0L2-CusZfR7)T5|~}1tqhWFc&8LsbxA{x
z12m-2*BxnZi_z4_PWyI=<1f2QqN}nu_lY7(a4<}Ve=I5(WV}GR&UXv4XpD)Ac*t@W
zy7`fVK<W?L4MR1&@N7}Q6`s?=!LrQsK=Zk`5kMAHjlz85c?N4B2iVxvV?vhWZ>Ffq
z!D3^HIX9)Mj1uW@W6{PUI{@qi6bP9}d={dDY)V$UmPKdwxZc@P0-<#QE|~jviy~-v
z52$?I*-(DV(=&`_W>KBpzZXFI<)iuCtJ!%$SC!30h_uTSxC^6qY3}53PplEuW)mB?
z;(8v93$~85j#vpK*gfTp<6f(9@LX+mjcOB+ssuk3#c?f3J`B2us6mMQng7`y{yNeA
zov{?r0&}GD9=D0ltk<m1J(K{OE*RW(4sLB_MQUSb0fo*dDG1Hp&|m}x$7yRD2-=g#
zoP(#k<S>90m9kEHkJ&&jXGceVYgjur=(I@ve#(Tp`yc|>wzM(=W37^2$FS;YI(*}T
z9VYtNL%S;iFXU8Y&o;VJcq!O@KKPllQ6#M4(k%IoAl@<W-m&CLyPEY}59v$^XNr@$
zeT5Jy`?@+|MVHl<h)GF%^@Wv_mw~+!gFnVcgVu+<Dz<8IIa8pK_?IY}ZeY*##do=k
z=cq*%`d4+)HUW!Wp;l=ySe1f0?a|=)<kgV33)pJDZ8G}8(yX7h#wsVt9K6&seT&+6
zOLyCNeL8x6NjFwhmU+~ejOdo1zR&Yh5eu5n5Y@IqNvrWGF$JosS!hRvmi3VNIpnJo
zc=4N!-$*yqKTad%Ax6FTn!FLRwApNm87d30Gx6+{-%{!NYqSkoHp99@mV+Pk$@HM*
z(jU_%5UIY2<_O4gy+_%+!`+0QBwk9nmMr0SZhX}mlG%&SVpi3A4<8(b<Mw>b?vugX
zy?v#T)7U6``|D7QASrm1;tE)zmOcunI%jo;=(R%P@^ohbUcXQPl5N5WE~FHu0-Nn+
zcf&RT{HJgRR<@`t2`R?+M}P`Re4x$)2(bDE>ohT@;m&pNwy^b2IOf37vf_Fv-Gr!c
zY|$_VK6#jK;VN=}V9^g*64ttFL6i^l%*~Z#ek)yXzl%}N=i4sY_d{-zsj%1l0zM<h
zH0k|xXUG!CnGoWx8^H|wyrg`Bi8jLGiT&MYa)`mbgk>T4z%Fd@1tVm0()uwR*N23L
zI=WZB9ed7(a~6VtGe7Clf(Hz*0RoAc!pliV2K3DBVny;njJ?(?pTpCKZ)b*BI?DjX
z!`lu~<wC(2Ons5W)9%1+3ugKj^%mh_1%by8?)elvX_en#^}nhSGcv$0k9oIt7ZJ{0
zHov)kucF3?c9QjK)hXx7+>)%z%}>PAaLD1-Qrd{~7U~zO?DOPPwnxKsfmK)_Arg}0
z_3|SZqs<kRCS@^@`kZ&mhRrqYO+nXUT>@6`mZQ|L=(u+-snM<PaGM=lGuOqDM>CR(
z=bLvAzn#+^kku9r#SSYx^b!B*yY=gag3PeMHrRdv<$Py}*g$)t_c&dPvp2Vk$5s=2
z)NU8rKNJ1QTGslnhdA#0FF*_}`l#i+rBb>*<Z5UVr?c83R|xf)Y!}U<L4M~$f`bhw
z&|I;pp<Rw~vY@Hdl=)A-!dH`9*9f7mUU!d&p~;psg<+}<)$=6ttfXI;GRfRwI%_Ob
zto14@p57NohnZNVDuXjpo>=t-k+O?)tELc^`d=4ab@pB#2Uu~1Z_V!;WC#wzKt`ds
z1bosBFg$}jC%ZGLO4I@mFUxn?dVl>#^8hPyk@j>7gL?vE)q%nG$nKylve33+IBeP)
z;qw9&cQ<XyQ8_lXdT)>R71pTT_oxrcT*Lky9hZ4p9Jl8we|1lrkjxjO`HB`kpa6T2
zU1SW?Gk1GefyBwKAxT(zVF~TYu+Ux|G<3vy&>wg2|6%Pb<D!bYb!WywMsiR(XFx<k
z5TtX6AtjUshe298B}5pyL!?YXP#UBiVhBM6B%~CirMsKC+c)le&OIN_m;2ivzyaBN
z|6~2vde*a^)sQ&@s0QSf?IBSPA0HUzV&?+xeC|ZzL>`*zN|@g-rZh+b8av*Ez<w<Q
zC|TTw2A~b5bLTfn^5&Ufb|p6C{x<^5GfWzhU%<EU2+)yGf?gjs^o8n?&kYo*g32~k
zU~r7sR0KvWu?)}E(r+jRp`USZH<G^e2^$S6<+lYQF)g((ej36%w-aEu&&<+|lj8Q?
zhm2D3Dg%Nd+ySBQi%nPH)5qvjTBtZ%OGooj&P}ujQ=I_<Q9zER(<%a9Fq_qaN}ft5
z6tqcX2KJwE;>P^n`vo9d-t+T95O<JTz?M7$<=r%*3pO@{CF6gDfHW~fB-|v$nhxw`
z5J)J#%W-|x23B!Qrvf54IR!ygj%)#;;Ov@5H1NH+4>!xH{g9-vEx~rZnl;~LC0q_U
zO|pUU1P$s|d_)}?v>?kP&DftD1k5cfn9gUI4IEikM1#AO)|lrGjbH6R>PLaZK*d^r
z??wf=30?^WwU^WR?>iuHXPPt+3PNMXHTOdI03RL~pr1u(eo8Y*z{e2KHd+MDaKoz*
z7*;Y)L}HmVCvN3d?d`-D1__`*A4>U4`%@?sE5=6!RZzwU$C<|R;yLdmlWD!U{QWvG
zr9%jmt<dA9j6+MqE8mr0OAqNmw;IF)+_|voI`KF?0tJvC8yG?$h5&8yK#$XEM9UUG
zGdTE(f4MKuBv1kjG&wFTGeArqb=QRzSmoF&^-idB0mGR<D|R#aK2%^i=Mo>UiJ{W2
zJ79I9G-E-p01KJ_D`yDVvS2*+ci=qZsqVLl2xj5JY|5!;<<lzPKDT)nsn?LUznXzI
z6L?uVXg(s7_Vv=jBXKg4vu(Mrs{Sc{@+KqnnfI$yoWAjCR13OQ#=E|_A}m(&fgUsI
zB>O8~;^wWo_4lRH&UnAkIib0PLHULEf)SwK$8F<ckL)rnNFxZhI6@i>>NRO{W38kj
z-e%(64Jz_}X)`H>{jf6Aq`*vCYl}1E<j}rk;+vft3~zYwNgB~?@Ka0Exs>+<&v-jU
z`KdNME9e1>;2IQOMptXX;nQ^AguTcjOK&u`dEf@&s0!q;I~Vm>S?~0nDedIbCfk+y
zaP@(^;n+Q9>fjI_QEHxS>V<~yvem1V6i}pp!=JsLiPqkH{+yQxyT5j5hsN-Tu18r3
zg(h_E)xHWwMDHZOx4*H^pBZ(te<5Q%R&Y=IPJrFa;C!&xdlI<iBuO<Hq{kmz8VcIw
z%Qu9>^^I5HmJ1Jy5th7Ls{JR5pmW19nig!?+`hs(3{GdkncXu9a{)ucPlh3Y72wx~
zef8yn1o~$NL60oN5A5EQGeEZpnqm;=l)*$$3DIh&d@UeQ)uf0fd76*g5T;(le+!0V
z4LcEf&&uqd=?Sns&#HPy86bK}P6*U_+Q_g7>}L0&f+6Ags#5i3U<sRD1`GS-Q-ST+
zYk}U)u>rtu(?HafifB*?4@UIGmq_vqxIlces;2Ug10zyRDTs4WJ{wrWC!YkIZ0C5a
z$VIIWw2&RGcN;klPy}W4LtrMaS;R{oQ9=cJ6D&vPirZ@d+&!q~GGumDlNZt`>wE=J
zfIO<)K2ZUg4F<q)yUrR=0Udg?tKc(P^DAH){QU&bv#8Q&Tx?Jcz&igX|NX7rVxS+b
zAtBgibG!YC5mmwrlc4r|*YjULS{0q$CC!`5p=WpHbdW8t-r3y9xysM;Hd+I|bLj34
zJEC8j`1w{V;33CHyBbO5ZUaPj_j5&zRb(8{K5giBvEb|5xlg!FYV!`~vX_y69u=hd
z*}SEeU2}t)erUY)vGuN!_!0Mqfqljxk9+*P?Tkt<WxvKwMnPB}RL97AtziEc-^cvP
zP{JLMOHAttz340CVau(Z#(e7adg<78KC9o(xpNz~En+Tw=~7&&cP%cL{)VCJJJInD
z)NSf_STgS3l$-JW7h>}LRNvW)x+BF0so1Q-w3aQ0fvDu8i&fe97P$~ook6;WbMbP~
zgOpnpB6k`^4R5j;1YNm3FH*C_NjRV^sx8XvK2e1qcVNj9w#ZYAzJ77injp9j(mTtI
zDZqkmK=tIO74n{1Y+>(Jk?z7z5tuxt497_Y73fl_%k9E~xU~Jdx!Hmjp2kZU6tMq?
zYFugbtWHr6&!e)n7!pCIeCBYlO|^0hAD5+nz*i&!4U-g?5jhNdMMzyeIhl;RiB8g{
zZ{Gi<r6aeziD>ryvT#U6F@|Rs6WMq>5(rx=WCObqQVGP}rlxflb3y6-gvFCr9N-*0
z4D3C+w*PXE3s)3UUgQA9IUPPdxaz(&7N`4U_gFCscf#4y@NNibF|oivZL=DUBdihD
zoBJ#pKb_~@Vt4~lDEERko~*S{Z{n?{$8^sYbsy6}g7%MkU7p%I|E!o<=$1G?`1Xd5
zCVL}wQH}k4%&@^tDtI&TKql(RO?0qHW1!#oCpS6YapDutQ|+f8`efZPccDvVb#_3H
z<$a|V8B#L)w>yW`Y<({{i12$Y$m~KmT!7a>^oXR)pX%*SPMrm#JFGwm;;v3m1W48`
zVjI&eed}g*Fu(Or<2&XG+cg8^bq@l^$~mTDfX{xh8eA}JjN>Km?1aU19|oSB`BMMk
zf}?J|3z!=C7)9`$$8a%N#Wp{+bl4j6qI$ZintIkG<a*(mGnk$`G#w5)HnDes!-q)r
z36ciaAnf(;+`@<o^>3YnpwSCyc)x6YRxs<YWi)Oe-j+Cr-s*PWy6D5s!uw&+rTe^U
zAuCaUDq26OkVPG=B?R$Fd+S9w?tJR^$qTl1@<A)^ZwhjEwwC$D&sRRO#lW}P%O9X&
zesjmNi0MP!O{H(7gc|PPb1651Bs>AvoR|Q&@;P+A9I@5nOV{ZoQhAageL!iqRRi88
z1{z}*Y+%QH>UK(K9>LuLC5!PmskJ?p=vJLg>tn${vi?zj5oojc9b{4xH;EO8LfwP+
znX8}muo-kwd<&nyF)ojePe!V>e6(e{k3oqw8_~pDOc;TIraMaSF0^^x#GGiq&AZ~G
zNBmeiE!*+M##%|E6{(-1DqKdO@=w4bSyTcUy)_=a#cBYB_tH$M@O!#88h}oaz05ZD
z8E172<UF*t?Q;2a#%RhLO#>r;DDk&@h0r^j`^tq}tLehyJjqd-*&Ra1x~YO?unfTr
z?HM3a3c4!ZfM)1+_Yrx6O#HgEsz+r6bWgbIKkQLCGb(>v9*VD6EP6nP7n!@nc6u_t
zT!L^Mq8lOQ^7hd=;>-)a*A#o8#a;RXeXdoqSZH3Z&%qb=g~=Yj#j$ZM(R-RN+vHM{
z;BuexkRb^q$a^$x>Y^>*FKxd!L@8+X6Y1s@a{>roM8OH7deTkz%Hq^N_%3w%Rn||c
zIj1BLhHo_-w<;(#p-up{#Y;`7jX6D7HN#k=fCdD#2(x&yT}TD?Q3L7JUVW202`p5|
z(=FO4P$I4&G5`nBpsBbUyuZVqh*OZi^OG>YrXc6Vg0%D-=b7~9g@RWOw3}mNinQvf
zj>jmWO!!!3xsDm1Ljl|d|04ldAN<X%uFgJA0|;#5S%@i<WFvCqCT~Kr=|-wP(^5#m
ztG9k+KcTO1yrk$(z7;l07mjPI_4>e3k1WtCJrb5_Ba+R{G?dkQ6|kI6U@dyq@e6Ai
z!G3oRvZFeMn(Wt<-Ual(rgF4!zJJcxTb0Cc&5eb;&@A4JgAv|3=5^ffE<AMwtWf15
z@aLiZQ0ODi#XaHX-1oU4Wspt;qmZ|vfVp^LUP{|kR+Nd=_+wP#zS6-(pUdU`xp9~x
zM${h4Pxtv_m?>;dm^;Fyn=!B|l<+Gtq=D#8@c#b$9sRzot`9O%yHKFxhV6`xw8iav
zH1D(SoeB2~MO%}SB90UeIW&*+p^gNDi9xrLZP`Ei!+xYTnBj5BAMc%PgJ?gDFEP0U
zIL6BdyRTpLVIZTq?sCTqyXQxBzXi@(%euYENSOU=@(#%>R`2^4OLCk0WHmaG57X@=
z>Wf1DU|1x`gA0~21_+69rP27fYMvSe>M*?f#t-4Kud2S#J#s-nKPu)-<b(lQAL$0g
zcn$CZ6*VK8_`8JL@r^J0Pf1jcNbGL)P!-Ds*tEwAPWLIx(Rh9pM|Vep4C!8Aldr(V
zG1VOu4*u((Ld?s4?sZwqWSc7z15PGy`R@4&_C~wzuk>|@oe}*#jrELy_FoHXgr{m#
zZ0BrlatcQcA0DsOI}SdJa&;C3G|B+Ul^ZTsp_b`guYM=$VTy5}cA?Zccyd9WWkl)^
zR>=KGkU*LV(t63v7k1R%ci9c^Jh<lTW|ql*(fWBFyVl40ifn)`78kXNPob`ykQ%x~
z2tGvx$&MdCyGHEpV5pWmRH$QpCGrKn5{K(&DF)o?DbNp;UJ*^U92*z3KTa+j<fz+N
z=cohiH-U3d%?2fq0>*MU90nVvOTcB9-B7`OF9%8+6gT<K%(S6D&tg%aa$`xykJ2!|
z{a+a4gV#!Qr=fQg4qowmUIP^nGpgOrzQ%AgzEjve@e0d1=bshCISEyX2^&bfaHWAV
z;(<N+DoumNGX90o@-6KvV1sXl(%(|&teqIYM}h*PTL$|wo(BLsGHM3@k`gSAc?|Uq
zUvU%%q7=GV04;+j50x7#qr$N{u-iLu(lW(S$4QcCg_ZB0=MKvyVK-Ozt34WQ)|i2j
zbo@~{<|h5FV}ukqHt&byEYFQ$Ej|-zf@xae2ElTVRH0j6EINH)ClNviOR^NB|9t5X
zoE}Cy8u0JMq0zSn=AG^s9@V@Aq9t2p&|&cl8q1ZUa8Qa~n=jv%E0wf*7!AtW>8GTR
z8cy5T3~u@0b?Uwrq`D?*WM1nYKJS5)Z0LY940h09$$k}L!ydT`yvR>lG#8?v_!r!A
z5E$Vr3AntVQf3GzFtE786QD~C#9NF7qNLJ+0*$2Gp+Mbz(g*;^ct>NY)xih1j8BFG
zK%dPea3_n=BS5;lgT`_&?J+doUPj3W@G+N+SCK7&VIO^HQ2EaLG`A<!p~+>{2!y11
z8TQ&f5~nFzlUF_^#sP^R*X=@G0=qveIjday`&8bBD!80~Je460xFgV>?q5%(3OX6C
zhQS8VMqSVUbg(ic2y4P!PeaXpQulU5a$vYDkH_ri?OT?Gt6J8?ZI7}k5t)Zv?jB~+
zecVlZrg{v557&|H#GUJJ>5LU85;!#P==4aH=4mxMh?=%k)a-@_JDSh|p4+71H=$Q$
z`BGn>%ZWUW3*Sy3r1{2cFQgeVsLUr2v@I~pqpCy^B91u|Nok4{?mSNsig@fmSek!$
z+$1{MBR>4q?V1i#;#Rl1o3uecFRjC%?N60rFMVR$k2=8l(_QFzVCHY6NN_e!{s~7t
zKaGzrk2{<7H@wG?uK6*G=0@b(?eOo3yI#tt85$B}&pS8*Ke;tqHsk<73e7orAD<b+
zQxgwI5v+9PwQi2%Q--wWC9M)m=o=-{cRu%Ot~<>h3PpkbpX;wPP62rEo-p@+UDM4`
zc9vtnjLpNR|8Z5g(!kf4YaL$*LO+lGmk)6oKLcRV<=x1Ze_h#D8X7VXzI4t1b`KoA
zGH$@0@>{S><>Gm}^%v@Oix(W|VTX`0VdU+HvG<)cv?*72epAH7!fsR9*5)PB5jPea
z#V9cKx`SN<O(up0cYfsY5D%FTJowT)KE8aQ_DGyROuOLY>TJ|}E58jZMjd>{WlS1$
zCFFP`GbkdrwB!RUfz<8~_izXQ^{i9+DWT#0Ol)pxCDXdGMPHXnZXu<%l6ETg&3w>6
zd}9&dN%-A-CFp1)NOrP(>iG(@t+hP5Q~lG<S7}4e_+#*~&-|meG&&5SSskIy&yvEz
z9<F|Hk8CY`NP`~=lz19ry9bEdWdQqxS+a%<Qa6>WV3gCHgzI&{d`XJ$x)RXt$iw@|
zHXasC<XgZaa?i+K++~iy#p3Dh8(mVS56M1z=c{E=JAWI}giX_xq`~1u#Uya}U^#$1
z85r{;a1%pyS0P8*Px+BJEiS25FjzIHmI6Y7xfKS?T|O<iRr(h*EV_{22e2zSjSiS)
zH0W`09?V2aR{XH(l|-GJ>~=WypSriFD|gPd<3L50Is4a}U=_=nGLYHRG(lif0b8>B
zWWeGs=8+=M2kR)DGXdte+OgK`yr?F>*SahIbg%G<yy4s383A5M(C+g$qZXbg!LoR3
zkAS0AA&j*A&ri1v9n7Fx&5wqj8vrC90MJCd#})#3Q5ii7v>8U{lMe&$`RqwbHo;6X
znNGUY`;65B=<OndPltMSu^*Qil76>ETt~N9V;fHR+Zkq2{i}Vkl+nS&y|M)r+<>r#
z&)@Y3Sdh<${Fr|}x;MvKd?64LPX}#Fgx-(EDQt2y?ypo?_y>|c&W*Yu*gzz2x(>Y#
z{L!T5KyKu8!nx^3iEXaB&uS>_7ggBW=}0m}S?S`|ONe6BY->{3u~h3tj9-#Lb9=T@
zGdbBnh7?n-$x=urj=0!Rkry6RPPNIx^SLY=b5tH6GlsxHL_|dRmUcKs$OUhwmnlh{
z(;533=crxzOrYyFjjLOjCZ*YW_~JF=!o%IS7OC$@>>AYz;&j;mg7zhCLMq~iTD69+
z4*0_w;LKAjj=5(mR2#-ZZwzYyD<hk#oiW1}n+qqT5-TKsUfCy<H)&s2&cr^(FdbiZ
zi*lvhRx3yVA};v0&##k01vLL^+k_VSkJ3qoe5!7!p|OeOeALh1lb02POOzON??r0{
z#TaIHytkaqvbizMB7Alpm(lEwSqgp7#nPT0;()yiEnxe@4ViZ1Xx`nCA)ly0Oiu+j
zp8x1gB7S)%lfI~y)x7wUT;X`?M<}Q~vKr`XkZc6V>|p_Zde&$uunh4(VsSm4nn7Y>
zkjYnkfsgG^f%%<|GR|UKn(`D!g4}FEVbkv{`2Nr$Ukg@?)-8TGbe3`(RMT~l*<NiB
zYCKQh4L<yQ%YE}w$e~`KN~lhZordM5AL`_jYe%Y2+FSz-zJ{gl-ErOf%Bo`J6&U}_
zhQ3+bSkX+FbfT1{&Hz4l*|QpozJeJfIimcX)}8>Em=FgpjHpe>r#I>u!s+PNs0WQM
z-gcfwn64XlP{zVjcaUyMp9F&z&PHA(H(53I3!aNa(iHWheK$<r@vT-u6VszvU$N0Y
zb-7(7N>VpN@=8$HT(dV<#Mf|l5lL2}nIVyVovzT-P8{nTavBhw{H<2@4QW+&UQ5o^
zV_TWvaa6Ll@zMbb-t8P<cb70t^!%*+KyVgh>@U*Cugpp)*>C0S-^j>!y)9HBqH=0G
znl^aaF}>DNw(ZQrksQCAp>3%`{L#=!F+<y{AUBvb6|fP*6KH8Z#dH{)v&mA2eURg-
z!U+o1oOcWMT(z&wA|6}>{a>q#TTnqgvNLgJz0vGIyF%PO#9+xGU0&94cituE2Os@v
z*?1*?Jo|LiKmW&nZ1*?#)&_XVl`F1_OE-A#W#3x;^qa7Yu}nBP*uU9*ci!F=h`Un`
z5`+SG@jv#Gm2v;NP=lP)G3A*3XVg#OvvHSRNW7J(ivs%n$-`~_%Rzv<p$wvgc9gPE
zf&aH_^%7Vz#=K`vo|RpapMz(io64krIY*QGmI{a%m5pz@eyH8@nx@EB_10Y~CD;du
z?I6t6RH|Y|z2E57pX}TiB?)Lc?E~=s(c0Ipo~^DSc(^u$0#oSwOf7C>z5*Qv>es#R
zCiZT$Jy%p!ITAziEHDNQ$jYaxdh;(o+WGl_KOp8ZZKYcUTP{7O0A|%j7zrOP=i=f^
z%@s}yQtM1b)tG4W=;(-g`#V{w0Fu=1nmUGfPw9T48dUg1`Nw|PI@YsH&z=+0Ne7Gg
z>l<1PTw-G-1)P^%cZzPw$A$x8f8>Rh7<#jc&>58A$Aq@k%ZISVO7v+>o-by=ShE_W
z#ct;8?+QD=$}9cT^yNYN#-14S13sSLBAxF6|9*_Q6ZZ1BSno+55@s^gusFRZEs*&=
z21oZvJZ{P1j+KA9PaMwE{je?_1^9b^VV_~(d?*KOWp?bxAUN&`?F#<Z4HXF<NP0UQ
zM3W%i#Z3!flGDB}rQx{0$HzbZ7l5X(z$^Y>V?O%BTk`Xn!Pmb>!=QQ^IRT8M;NSYl
zidI;(dIyk~ICEr$lmv-g1-HtU$UxSD#Ngm9uXi*Rp)6|jc>aTOX-<TaaTC0ysU=bW
zTjgiqj0?*h09@5dX;{nm`S17%8<>f7(e;dDyZ$>y(0-~l?#EmJ)`+lS;eGiSs<Nsn
z1aZdyNW|sg0qc`k%Uyfhhn#Err$ORxXHOunR>9T4d#{55&52MCF;c>L<opl;q5|N3
zZhHfMjn#@K8$>U|mr6Sf^c58!$%!%=?c@YyC{adIg6A`o;RsH4NMn`bZOB&y7jrB~
z>G2%ga=-W)3}z8K#0E?bb2P4!$lb1r0F|^3r~H@Kk!vIQ_U^n00<=P!ydug7wxV0A
zFu4Z3N&b==oc}JDL^Eob<*NrA^}`I%7jR!}(9=+WaC!sdn1eS1fn&U-phM(f;SEDy
zp#j_{);k{_dYv(aJx<up5G!|mQeHnzetD2@+CJHTZ5jl9d>6J|)l2HU;t`}g<965C
z#+=WLG?dflMFW3t_=juSl;jC|n8wCk#=|>_%VdWU?AyCKQ9k!!Lz}amL$-<OOT0?;
zFVM1>T3RulL-Z*f(1ctGI+Pn1N`Ci`@oj1kN0T2R2zl%1mC5?wt31yH%{3G|4QGri
zg0~afIW^f_Sz{aq?{354y2eP+ujNlK&GO~vmIY8kx9b9qa^htLR*F;qdQr0?&e=`5
z*gpnWvOcJc>>g1`LnZ&0tK=Fql{!H?_^`7Zuh9IkJrcn8Sf3u*{l}EON4LBZqEI50
zs##ZwCT=IantCJdo=gEIoQ__sif3KyB)OTs=J-YYzFLd*UwGAL&jw-r*9Bzs4mZxD
zta4cRh~}hGp5}e$%M!Iip*Z8WKVLLmTytwqjVe3rvL1J9Iw_HO%i{fiU0??tDD5sr
zp=nXSa{J4Tor$Et{S`BK#chd`sV{<fuY$!Xj$e}ip2D+vVUQb={TDL(dFUY*2wU^+
zP^8PuZBu)cPqyuKxtR0d(BkRM^KPA|KXujuGP68#g}g+<Ppq5C8AR@r_H=#qv5K{t
z-rO$T^dMeQ4{<5D$(VyLV2fX}b(tR>zQ*ppz-Y$MJX}KJdN)t2?v4{BFL;QA#LU}g
zEVO30vn%KqFzgl<hQ<G$$|rzpQW9he`S6?m++Y109Lvxw$4;RKfNn++*w%~rRY?mK
zvL4^nJG6rq?#-9Dm1Qw6`Vj>2x-96udl|g3L4CbO<neo2Woe6V*x9~hMe(7X`q4pG
zd^F%&acc5U+w<-3%J~gaZ{S4;>%T{_U)8v9M&J0qCn-Tk#n1XaJa%1|n|nQ|aP|qa
zUM??#8@fTJqLx)&62qo^5F(vZtW0#aE6K>8O=2ptOzvz{x?H+PM`ona>BZUDma=(Y
zb<i!37yZsmHHri5y-@4=)#sOHEJsF~&rDGyXQLIT0x#6{I`s38j+d!)tj}Wm*OEiF
zy$zQFvdb7~^b|8lz&%1(3sV)Qrnmde6o=$cC4(7YeLu-ZmBtODxXyymNJNa_E5*o`
z*q~pzONL)F{R@K2cPjMtQ3Xrnu<BJZp|r>rGjBRd==DP<+2klz@bEGx0q$OVqPyD*
z0|&q930{oLc>MYtD<oUK{>#k*o09gL?(wdm3^SMz<T+ZJCA~VTyYb*P$8nw8gQ{J9
z`*Yi1ae0Vd&B+<-YYW$h(odWn;TK5?%8b`$mn?i9ibP%W*>1SbG2cX(k4&Uy*xC;N
zaTcAK`!!w5uqv#O_fM%QXZ1i6buJ~hz}H{zuYY;pEnYFrAzEC*Ur#37>qrZ+or*8#
z-*csM9rtkM?WIc0DQ=^bJV<54w~>YdJ-TZhFr7^VUlu`Np@`Or7GhgvS?#OBj@6@G
zh8@mqKBM$FF|{EG>m6q_!5K`CsI*?pxoGNYN6OJ(=T{z~br_|Sw^RzsX<_#E4?<QJ
zZ;_LR2IlLMmzV*?<qmN`vC#V+?9|hly3HjSaha2`-Q%-bU3s6)bTjzY7RGo|Dz9i>
zhI9tE*emZB_8*_&8t1gG0%1M<FC@Lq=2uI~UjOjV``rs^x%*;}w*<HGk>)!=hvjvx
z*zZAyoq$m|o66ewPl)QE1Z_NSn{KIDlr?A!^awhX(dY7|czm&I|HSDNxk)C=d4|y5
z8=tW#;zl^N^Sa#Ai&Kdkd};sjJc=VhuzHgE;~j0Dw_71qx~E$cPlSS=c-GTH1=!e&
z^9}xEx=L<9y6TCQV$}aJEdMqzf4`2%K++d|<1n2Is@+vwR_{WNC-|c}6FDZ8!GzX6
zhmV}Z99#xZm6pB~#mkij*@UL{ac&iaWe_a%0;w4mtfSVFC9FwGD(oktccY#9%li|C
z_oOy9+?r&J?qhJjTJPQ*y!#?KB+FB+mzu80PP{x(;84T#1uyQVq=v<yfe{BYT{&s@
zr~F8d{FV)Bi&!&!(QEE!Gc1E!rqzw&%zAe;xo_TD_}u;TJ=Sw1$1(6z6Uj0+0nsn8
z<0M;520OML<bF*_zC->Y#NeR&$G#uC=1UtrV*t6rB*ia~T<;Phhiqv^LV8uI4Qnse
z<?^!`ZRnLEUfg_L`D{!vgLVeen_YcGml6e^d{J>h@=y&`U)J$Lk!>k^5%97v71|y}
zj3&I*w)l0=zxZ3RUqaAKcy{bLdD{qf4T$5&`gA7=TVq#F8C)LfJ}H@|m&yrh-R@8#
z#ebh!%zb^%{47eGum*#Ta+l>AGNjXHvbV)%WCwSswxqm-mo~p#0kCpQWe;e-f^Ikn
zLnN)38cxJ<6Y*fb6u&1|$-z?Bz^bvGs;EdfD%VjFH^cDe`btssUpgD;JCGjVAz!>S
zk_hr==>H~xs5-W7ATJ<?#Gg#TpeARI0uaqAQ??_ueIFkcQ1$Q%R|`GxO}a=)lv4!m
zM~{0L9G8+G8yW)QyO>^xt>^#9i8?ob#Bn~p0!JD1%A$)=pveL<CkN%bM)#*PZffR!
zj|G)KS%FP5d{zM&s-NIj;Gl;`9W*Vzm*W8xjnnz@PO&r;hc!X+pVGyEdX&X3=ux;C
zz(xFB?tzIbQU-matxv6rWC;Ngurv8TWUh@65HFd)bf?CeG@w{0r1C|yZ1r&(EjaVZ
zWysC%0Hr~iN@D?bdxgk{z_}XmqCdJk=frh>IqG-_2Y*2x8<T+RuaXO0@Y!GGM0pz~
z03wPZAl6qH5<o3=&T(^EGw4^Rr78QYG<6OTWsA`Q4KJ+=CbC$<Knof929@J-%@o%6
zfgUH%K2{`S6Hq8`BH*fR^!TW90c-<0SpS64<o;Y|>%J;ZI(1CgbeK&3NO@m@8N5=R
zuPUFI3Zw|rlz3yc%}5~0kZPAYKB|Bgvdv~B8ktMe5|t6g%gg{ic~tn~mLUSvP&6e}
z^u)HQPfSG=GL%*-fS@tv9RQda1`#Do8EoLxsA!P1{VOcZCB;9+!<Q6G?C#fglb-A=
z;n*!Hj)qO30^jv5Z^S2KeH1~Iw;^+Uf8A0X&nKao)o>8=KwAI|hBG07W{Uz1N`3dy
zILViuUSCllx?u0YNYLh(#!BwXEL!jxUx)etAH2fbWO--O#FCpN==kFIZHt1>{;csr
zFZ!i;lt95;UyF?mxe!y<z|4a1Mhj8*Dk=YVP$vh3rqH0{{O36-*k`a7+0XNzLIHM7
z(UByhPD7+bXpgEBE95Ll>@mVYj7INcFo5f1!)V~oqV}0#N{_muBBdaWz4xi1ex^k`
zrWj6U20-<k3qIXM6WblIdLPRMxrvthaFrA1X$XkK+0sCgdp+Q|bMnC?p>Gzz50%x8
z??Z8@zl5Q(AZt$0dE4GxkRgyXBquRC=ne(FjoMi#9+bc{0#t{2jSU8}_#OVrJUuT(
z4uJ(3B!J4_CNQ5$`W@>jeyO17D-YmAC3@GeLvGI^vMrLrxND;Nc|GLU6j5w6*;fsl
zD2p{U9nO<bpcN88DHaw-s$viV3QDuebGQ$+#ODesfiR%C3Ex1Vxz5-sQVN3K5@WX@
z7Av>Bu`=9cZx>=!&At~A`<KW|`FI0(@MNqN_e!8PEL-*uEP9LoY(*<eTsnfh${0|R
zyZI){M-_F?S@P<NF&^lsgPa2#ZpqgX44qEVAbB#{s^CY+_Qq|Eol~_#0k#Q!c@d)#
zFRvpE%3<q^jpSLkOq_#oW0UQ$yy#jVq^)-P1zP~|=Ih%>+&b*9AhE#!fn_o!_moQo
zx4zNY%|v8m3%>Wfx7Al_WfU#-Nac}gRF{nyx6SWhh8FL2niw9o8G;(xMq=doVbU52
z!QJ1hU1)X0u16>g;_0p|mr+vCeIbCVp%WGy6H*d4O3Qy|p~tRMVOMu-%g?LIu7k3m
ztls^sF9Fl%tKZC#LWOuuIS1Y9O@J2XM`s-JJ-WIvnVDiMfsgHjR756Yy<c4$6tXDy
z!(n~t@v#wt?EpGGC$t$so{}Qpo_2iib$&EYj4!zL0*x;?+W}v*;M0gk0(2Hk#v;S}
z0=~!tEvqB$vr_rKnf`$2(}(Ck57C%N)afey<gQ+ByaWE-lVR?S9ATu*WA7`y{?ecS
zCw%<>!pZ;j-?;sFoDem(KIDA#;Nvwa1@CwN%>hXJQj2w8Q1c(S=t(@V)^GRuM4owm
zq5Y|JvH2-t^<UWYG`v3?2u;CX?9>i79D-+>U3{2eW|GyXTEEJ8nuBUsVE^_C9D<-{
zJ0Hz`U8EMjGms6y`cK0sc6alx(DX}Y<`Per$7``ZBb&kE)20e()YKztC(`0dmhH3b
zWbnB#CW;3rc9P3s@{t1oZ#IPGi{G<d$YB*O+4hsxV@`@^&R112v*l!RPhUJo0$EZM
zK4j-Mg%@USZLjC+%2so=7MXK<IZ8dj39V<+##OBR)PfCLV~EPgTqMcOEc2jadW{9L
zd#V*jTgg`$&5fhTe5&J59C^uxzS$+c)8ZgCe^hZTtmnr!y;h;8%x`A@bdZKCB4SU6
zi+A}7u_DxWehcZ<0nCV-nDjY-=Rq=det$9B$A=W~=@9TLImY^O=pgrmkhlH`6L>|>
z(wj&&+L5cy_GPcz$(%MZ!=#99XJrqeqHptk<3Wv}NI~8Cb=ZP&6v5s{=PSH0G$*mV
z^37=kmC=?~pv8hsGijaR)iKiVve!c@Yy62<cS%F?B3aFu!cnI`Q-$x@X$>mt^&w%x
zs{4^-!JF$0!S++Oj$N6P4`SqRECrg}wT_PgNe(sDVJiz3$N%X^iPAuJ>@*(HK!5(F
zQ6KlJa!n`oQMI8@-LjfX1pz7o3ha6_XnU#DDlF|fY<hLlPv)~W!`5^1=Tc1RAtaCQ
z3hQvP&<9m)_!amfMXzV<3p^Q$7;g`W@xDYw&?t&?t*^*S{nceHN;)OoY0CtgHDC6?
zcxT`PqaUv;ei^RzozGyWf?!N^tyal6U`qE)_~w>oecyAwkGdUbzPyZ4;X3<~8|fXJ
z7@`dfdqjRE86ka7#N!XcLGw+_g=`*d0cqDTAyl<`i!GwJ24IuXxa8m+^pVy**XunY
zkv@o<k%H{g3`R=k8p4;8Ke8P$lWz&nM4zdy^#W9$u!@~0>Ay7R<Ehf99YbIn47s<)
zgjQdP2fb29tn(|zB=Ecaq`&@=63UHk(cNga!<IRD1XTmWa&h7E#J8FtacB0Qd6)$l
z>?z~GKj>p<*z|eaTYyjx-qfL*uX`hN*#G_EIlnL@@%v`v34w^MHN407Pmgsa4s_La
z2|)W(Ry4^W1zt?&#W^s^z5eewTpdr;N+=F1|IuqS-Rt7)e(OKrz-%UX3$^;c@3UoL
zX3d`}P6f{YM6-lY_;kvwMJ(F!aQFEac$nP`o5s8~?ylxS6aq=SmM5m8x*@6x<Q4xt
z*_7X1+%r=6(7K*H@~vZ@eM3d{Hi=CBm1ZVRey58y2-<Y)5sC8JJ<dDN3qs0^!KKc;
zcnHu6wY+uE8sC!=D&*_m5IK`hR@J55PzL81{w*=)o2flx`nDHvt|xW)O?0U!Qthkw
zhImXPhG5enO}r+$KL@#&GfIe_j+rY(AJ56Aj4sh>AJvuLulm+@W`&_kk_~@&jWGcv
zJa<{5^;yT%D+O+WNx5g6^i@5{uC=$&oWS-v3Uvs_);=bej)1(QK?o`7jj{u@F7C;!
zAsJ?t)`V#@=XD&M`Xpi^w)@KJD-Rl+Eh+zH5+q8ui-l$#(HHCXi*-H2MU(4TY;qHc
z+7rSE^C?ks0i}WjzscBaEr;N$s=|^PymJuA>8SiCmur|hJ)#nn(dWLTn1tt<9tqF^
zZ&?YY68q0>1mrIC5&;|9vVv$iRkhXg(=g5K$tMQ~hJ)M8?pskn#TXzz)r}ou-_wEv
z^Z2{U(^WyhawijI0U$I!PF!9MBP2c~+Z&0ilU>y`g5sn-uYDN-V3J1T%le{CuxW;G
zG`ugR0cv4EahWodG3gS(A<Xf10z;=sVPN$TS|q~cY~Z~EwEqiGs%KQj1UX~)Huk=x
zG*3Wh)sos50p!9v(IS5{OB5!98!M}n;8efHcj&$H8o)KO>uLuIOo(%O2mpzsD)81W
z5=@tdZp|h=<mdfDWhVtW_=Z+^Ne^yRXXbtB2-Umsyle!88!#Nb1=%zA{}gL|gBQrN
z8F@(FM8o<wsWdRpN%By!Ksx*Eiy}x0rXYF?5+C;`T@iN=X?_{p`F$)v6*Nqglz;#u
zsAmR{Brh)e%#ZRwI7|Kw^xWQXEr`rx13RDKqChnJ$|%!vs}Cizl?>L$OG`hV(ZGJQ
zhP-`m+Q6=5P>|g5U~%VnGORYM?T0}k<ggaBNpG?8rN#AVG9<_mdIYFFFRE=FeAc*I
zzr*gTs3arF$T5d^=Qek`*3nOrfXj`&D3uG$dd+-O`#^}j(PgGZkmATRoI8KHm7gup
zHi)q;5|`G_mCXQYU~#oWK5mi9t&JbRTOCLIsK}hI8>|BT7KwxiTq4x#FTK%b5ToJ_
z8=>16O?f*Wy8p)wIP?98OYGFYii#s;L$}iozw)~6xfK?Vo$cs;u+o1H@sExJjh`u%
z<zTnKfA*&mClhmlDiON-$mdJ5Ax~zZry1HAiuA+&i;+X=!v0<#*h{jO7%tzq9(&dN
z`E;n;$t{7uYslGL{~7l5q%W%ACn0`*Z0YE?(1Twr=P7j7Dt60^7^@Jh@M?}k=*#|c
zOF7#3RkyljtEjZofhD;-XaDFoac-&B%D6hTjv=fC*wH;hp&%%h4TxQU(Ci-HC_T{d
zT?sb^Ev<p0J}$tv_8Tf>@A3kP&KfRM0=p;^#Q95-Dz351Q4yN0?Eyz<Y61nKRH3l1
zBjKPfT@Q)t5@7`lkl14YV#XKfNnC;$5S$)Cqv=ibp+~U_s^4LHmwcUK0k%jHjip|;
z6pf`xIxTox4gDh#lv<*x=?T?SMM4Y&xm7@k5PukB$t6JQ(6s^}ZAp@Z-uYm}1kTJA
z(aL}2FmkqGqy&n1uxsN2x3oALjR#rWM~sjGNI$^0>M;V(mWd%DM>yGHmKhk1+8v7O
zbEJe$zf&$ZXJe-11W_7NYaol1KnryA$!2i9AAPMf;Mpg|XrSZc0v-v3c@qNGx`hyM
z?Hu6VYJ(%h=SP{5h}nu^B<NZi`*5iggaR$biNmkF<U%YN(7|A#mZfmZ@9s_$6`Z(}
z3_YH6Gi9jC5)j^cl3}=@6?RPMZ(5!ort@IgEO(tr%S*Tct*6D@Ag_01P^iz0{09x1
z7N4}AyBokB)dgy=w~8a+E!TWpXyB>(<dDx(y@f@UwJ_L<W-N}osr{W|2#}HWAV+W<
zMRI}8Mc{DaFNZ-+oW&FnR|n2fS#9@!O(F!$`@fRM18{CIem|7J{<TvDG~!Z}4BTn;
z782EXX2b$P87IJ|B_IZMb6hPzr#B@KrTfgS7G}<tmp`u1SQ@0*p1=KLhD6ZX1L5B}
zP}E0OLI*6sB0x%x1Q_eu$G54AzucQcpk5P1ohWJG${A6(DdKp`^nR8kknVmx@_6>_
z(5)J2`Hc`Cd=sL1hfCq4i|$%PSsm3v`a;x{6l`B%1OqbC!h4r9gKcZep4>sS)YG`b
zOxU2&jV?E!;R_G%LT}#ll74vwe6((e!07`^M(;g3ci|WTz;0U}xE*e}zw9FCjT5g$
z4!r;I)<(pO8S6pi%YT39>yiIKyr0X{_C-&h!kM$><^lO+;63@nEQVc#kzHiQht>?F
zMW;WjOlH0*rn>RNPflpB4Zz%hiE+U7lGSdu^hpxtegc()mO*XAj=qPdH~M>`ryJb@
ze8P*L2WVpkV7RK><PRULwn4A$)3X#r(f4{U&yts>?&BYeV`{%hpMIX?W~*6h!|BqK
zPrxIwfjZZ+REU!yihKN$x1vYp3(yS5wk10@qheQ?f!x$t><BtYd+EEWGk*Foho(pQ
zHFNrqkXxSCW92o5YyBRV?|k$A*taE416y)S+RSh{VTo?5E1Ww82&<wBMe<xc<*nQM
zrdL8dydNgbp_S`mcAT(85;)yCSs6pPPt2)dPh6K?Yx(iLHB%Ge0)8fcb;!GOvTlnz
z)M==3YgactB^}CF>_J;v89=jKF@CkfX=hVmj)Q&&jSZSA#sy<h$b0ts84foWp@jy8
zog8Xc*D1-<Y04OQ|M=v{=tr7G7z3$Hj&>)hbcM%Ol88!d?p@fXz3DFRUuYW{ywQRW
z4>_lT?CLjeT_Mpki}5-)DZsYzD$;i3S7xpkD3m0=>+6c&zM!I6JIlG4%b6BkO0CF?
zANQG=SG+A=SEo3XOMXfI*I!mZ=IYgFbhoHmlkO_CKMKC0<BSsHead_J?6OXw@moWH
z;9YLvU%-gRD*<w(5P5-DO_ZB@&Ozu^PQtXFW;UAPOkOn9Kl)qpkkDBs>{xh>;c34|
zcInmS%IZt39}YvG&z_=V<L93E(@m8J9@c-53;Xh+N(4IQeJ^R3fwHgsJHu<}y@7H#
zX6JJ~_UVg+N(=N!{w4lM-yT%eyOz8ll3n+zYM~pDNq=GDr#Ea<<G#lWi3xhuIn7OS
zQU>G@c0mhp8Zr3X?}>lVp9nV$VSaY-;%HCs`>Zz?Xq6aFxF9XP%LcKzp=>;%&W)}K
z?4rT#b7Vv!faISCOq~RhO_YX;(t^w7?zrzOybd`0iQfF4*eoX|8#w4c^~={Z0fsZj
z%`4B2Y))J{{_V4PcY<Iz^(pTO0;U#n^is+1c_vU#=b^wa!^>fUa{x;0I>67FNkfl*
zR<1o|I(KfPgo@3f;4f<=B|_)=B+aPKM}beg5it1HGQj#?h`~t0y|-i}XkCx~$mlB@
za#=34vJfPJL@A3R^iN%o)j^1hU+pa%$SgAs4zCtTgC!dSWk1pBx(bl&JVsddN82de
z4In`t<o(b{E?S^_xQ`XWoPhJib`b|l*9m9aR7x#hwHKSrFF_`MW{vxN|0VR>_k4D3
z>ms=M@#3(3)An70{PEwx3XZWDuP}Kb4Q;VExY13^O_!kB^20`4bR_~P;5hR0cp#V;
zv%UcDe+@%bQ9xN`B!OsF51RTRDmb7|ties1xL!CTK~1abD!*Cyq`c4;0h>+x;_JLB
zW8EG}IUdk=H2iLS+2G%}Gv}GvYZfq2d_n7;;1GoyR%~e-+B(l7>{ZuZLv9e}enfm4
zV5UJmX5r2!f#bga2!QEvVQxhMbVn*MzzGsOUWNBNKudZygNR#ikAxy}Uq?#@Ir!>{
zg}W3nn5dS`C<g|{(AN3gWMd5{5`zzVWt$U=yLK;}GIe<ZBVXv6M_w0AW`{ZKDqYp`
zR#(DxdMMG4r%Vpo$>`uvVcb&6k&z+q+oQPQ%xyLyuC?I;=`Ob{QbhZ|qoh5QLan<S
zZY|$Rakh_g?m3fKoYX&T)IS_4HQrplWjMdH7<l&VZQkLEF~O^^Ze;{BJ-Su?dDOh2
zs=aWTROSQnR+LPo`808O@RjlWw1n-n9h?FzithfUe9gB{YP<ik*+i<5))qxcGGO~s
z+I$|0D@7y83hCGWTo-yR?-(aImZ(C0wcv%*V8oN(nP9y8=TL2iuyVNV6t>(v^qc9M
za%apR2F`2>!s}zI9wFBF9B-)@HKzO@Jq_2#;Ce-ZWPBo$JD=Z^FOD&&myS$xLjMd8
z!-jf748Y)*SR>4RG3eXaUmw|JS;F2}-8Of}G}^_Uh>yi7vbaEpe5^(TZg+p8de%X&
zPxC$Wn%H$H{n?H)_JK?wm;vK8cTNRM#d`j{YYoCoE+(9E(<k2*dXXg9rF{2tRv-8J
z5zmovn>-ga>7U;cL<-vAxCW2bZ(yAeH8QYHXrb0qedACZ6nq786?z?}4o^lP6jA?w
zK43)P!~?z-X7gJ24#i+rbM_xz$}8ghAYRWWm5(iieRa_Y`_r=^m@HsTXL2QEUqL9C
z36jA?TcuT78j{JrtY<j-qEm^5v*9s|jiNr%9o%wl`ZRGLUgdtZvvu&|w*v>%mia7c
zIm%NLU>q=*_N8Dsv#YKsji+610|q)^dPrROIr<n9<g#J`$vKX&1&1{l@c}+SrSlV8
zStR41jDTX!Ai4#54Gg0m<0q`L<R{&e2(P`{WaOMKx2lC4tqR`I7k?{QFZD<_{f4iV
z9ycE}pV53JjtS(;{RvhR*Vu~QOu9?Un5-2Er2Jy9+(2GX>GB0>h~G4>r!4FKb<^HF
z%CSi2Tj<>9dC`P}`JP<Q9X+~qeQGRq`or$FxNAq8#Z)FG58pac&SsPvq+lhziV6e|
zhplHA>ao2ivCTnme%F9g;N2u=N!S*{g!Cv$v62GpZ{9D!Y=XgXuy>46yc)M4N$I}c
zp_4oeq2}kJ3)d5ZW{dru&2T8#lD<|zK-1EQ5uQC^%LBW~0`?{p4j(WhP(#FLRJOVL
zHM6+C>hR;obZFe2tf!4hXJjl8fQgc3K||mS2mI2lQUox%rbH6R{aZdNxB}w1^pLq!
z)_p!mg~3%w#Z#a#vhnCuhRHKk++fgZ6zINz3)E6h5vqP|E);YifZJSJ(Z7FN>k-KZ
zcR=wWmI>l#s7T<800q(m&uMwC2L0-r$pERoZ>k1$U?2*sf(-6BaEYNnLcG0UnB{ve
z@MNZS1MX4NZC-X*zbklWZiMRE4tf5-+*@}}5I{np-RCz0k_%U$dEJVjD?Cu=HK4BB
zlj}{<8)=Sve2~wYwlX94s@hI;^D7f!*|TmIR%jaV8hRjTn?5@omdUbNDhE+H=UC6%
z-`<k6#(_%EjTeB<O>Lux#XYWiB_P$K<-C*W$h%@34$t0ZUI}J`-CiZ`Iru)ML97tf
zKS;avo_@ImHakzc2C3L?+m1dVSU*jmLCq=6tU7YF6cVj5!pgW69t~18(0vdgzqRS1
zGU%A@4s<K!Di2h0Ke)P>6V}qjaT&VR%TYuWMu7&onajP%^`xMz<3A>RkNwGq2(JRt
zw^AVcSzI7Yu`r~7TGkHMa)PA=`|oQS!1ad8qd7sZ`B=bt65+6H>jD_$eVtDf8QAPJ
zmK37uhS8vF*v1go>l7MCri5NEAr}JtYFgi!H=G*1l{i^XTgWCc;tzO~mjyHW6LtR<
zyl7$1uam-IYAlUu1AgFQ`h232jPp+5`p}4uqg6KTm%Fp-vaIon+zeXtJ<6ks(>La-
z`<z`rsJYyORZL9KhH~(XqHDa>87F$4=4JjGx#Sv}<{6~+A+`3#*K9p)hAjJVeb3v@
z`JM|o`(big2-a_!4EV^-?H5*Nr&fdKpLJ`Rw1x`Rb*X)4g6Jh9-2=KEwG)q?QS4~R
zk>8vJQZ*!m>kzZ^^U77vU*Y<GKv#;Q;w=FbC#Y9pV^Fc~(b+S~WlzECpA)RXB|<k!
z^3A)qx+yB$va6)(u{XxPmgl_92X6cQV7?F#rCPa<Ab{NAt!I_Pl=UjKXl0|Xow-2|
zGfOiUkp(Pk7PIAX3p_iy$PZokon)X{9=_*5tp7^<ldL2`+W7~Bgu|r3)tyPYMeT(B
zalsfd%)gDOCBUNRR|Fw(v5}>&pDDoZ%G>D@gypI?x2_%friJ4U7B0iU5Pv0EYuK2j
z{U9!L{#<@v;q#LmcB_FF!R&c$a%6?hEIi<hhN>OMc-6O%6a8k%A{6ZVn6X|Es`6x)
z6DB;4d7L@zNmjoAg5Kb{tk4_MdqaRBn`Gefz~m4pq}&O4J?@EnY9x`|XRN$++)5Hc
ziIL>T-o<=T7ivXFsf$tw=NH&NdeUu<Otn!PMU7o~a5Y4OpY=BNS>e^6v+{J`S!7;{
z=a%)V-o2-tm?{u@=IG>zySb8~&2UK0ws+WF*6nlgO);1d2z0F0sg=Q}OM(TzS~5lF
zejc4gpNJjk>y3^y7Elm+95OyMK?!)Wb*iXODcDS7yVISa4wg~)xxw-9WHpR46I+WP
z5dFzZ;plYMUE3LfKKE>M?hv463juq-_)#ruL-|1zV|VHpR;kAcsbFyM-_8AwCI0N`
z^+$pr_dNZysBM-z4OaI|-2QoNS;d2N$*#lPy}uoN&CkJaAzDn2?MLx!Q%yT5w)W?z
zZ$=HEU^wB^=}Ug0fW^sE>F0^rd0aP_VX;nX$x`!_4PhyXh#?aH=)wXyT9~dHoD(&&
zzOOu?734nHv8#x(Yh;*=g1fKhFY5fBO8e(=S<l(>;D}QZSJ<6O&knWeJduKIG#;lM
zBc^>7@C&`Kgx;{Ow<l%?*UyBm`Rzzb{ykzPxlra8R9uQE19sA2-|5_`b9cj_4@)ro
z*`>{&=g-A<6+yIT4FvaPDN1{#vvwXqS)d4<i6-@*cN}B^KV+xHFTU+{5|Z<64JFYd
z68A}s>DXxgteHOyrnh`Lu`YnbU00qCqZVT;9KGW?SJ>mQ_-AA|Io&Evsb;@@XhE!i
zYJV0AFMIj>b48ja3q<n!r}R(TL9ZE9^*v!=)0&*iOtBC#FT=fsS|2Zd#p$6fzLz6l
zN*7Np($Cv7V(_E-uAvBXvwGU&6Os;Smcqg>S_PUF-`5j@@$c1g>#;u#e7YOGmoZ)K
zY>a;x<YV~Ffwhy>O1IywB7V{qMlPVs@D%<7dbm8@p%CR`@ok{ZOY??&u)sH=X0a>O
zfznbOfKx@K)qhsGEK>gb6E@H>lYs5*)l=<>&j)OLHc1y3?YByw@A8d+z`HF62Q+Rq
z8DoSo`-BKF11eD<3pu){V_$3IKQ5<Gd;Aepw|?3?)EHI%>fO1O10}dzmO=`$H8C3t
z(h12#;wnY$V7GlDpx|1qE*xxYzz_?q4`4Kbs-W&+XwbO#tD=e^gRg#wmPQ&}G%2J<
zAb}JT=#2)TSa0A+Y4t&q0|3rP6;Q#u6n?VkqU3E9=ss==rosl6XRCMyWEg?J0w{qF
zD4`1RxuHN86X39GP71^IN+LiUWiKWag;6--wc;gCK+;YfZs~-ThXF!?05;yP<9CF}
zzK)?$!V#Zu93esHUBzO1?qwX0$vQ59&s0I2;;?Dcu4imM023e021fg!X#v?*G!>ws
z54>DJ))5kT=4ffiPI_zEJ+=S&AXgy3QUAbi3iu^3#4o+`3itxA6bdpcu^{IFdI<mn
zv8CDFP73B;j)eoS{GA-U#vsd8w<{gJmbeeB7aB)C=sIbXd@oLwsd_%VC^-Nuymz8)
z@P$+AQ~sP68&D3~oY`QW)Ky6bR-G1cs!DEgtYRD!QgwA(mrH;t*an>G^LVOR1a9YN
zV1wp6GA@qJ$c5xjfA3a#@qBpy{$SnT({V50#JoWt(@0cfp`m?X{CL!iV)Wn{T&9dg
zQ;6-Z5Sri~a8K0+lSSt2t2yS7aob6tgFnVT;&Uduw&LA{f;1ZnOfSDxSr)}UIcytH
zX7Wm`_*&57){%I9?%b+X(8J*AF^#d{_Lppmk)y%TKwYSVj0f!vq}kp}|7h4vyw5Xx
z_;SC{Z~006jGqFJO2`FY4{2VA&KJ3_x9+>r77K_!VI}<TvJd$DOMv}@Q4IO*C#Oo#
zpMoE&L4Ofy^rbFZ!efzf29HvQWNdvIhABu2FJRtj(!Tn`xJTc8@gW$@ePYW_&}Rb5
zfW|`Q7OOn(eA(IQ=K%Mgz`&fdp`d2l%+$FA-14(kyCk{&u~oOmla=D&lff*DpyPQ4
zY~c3sBGzx?lfCX6X(<_*SKsZD*s^|~ekSN7xxf-ZE-HE?KyrH^Z<?74p+#FD3N%bt
z!WsSGO2EmE$6F&Nm@h$5g?~ngMFyR4uzXdRbr=XHz^iibj|IP_(z1<_ARH_b4=)c9
zM=hSrry0Y*LXBH(yL}42D?^3Xcy#{k-WeQx{w0y^som!1?QPvtu9iHMEzRvbILa_z
z9F}cdsS*;)X{ma`4No>><$*d#K(0WPfG6{b_TxejoGu|zlaZrTV9{{)=E##xfgF7#
zbXu@_ApsYI`xZsK*jH#LNLV~4UR)=FAr=A4|A)1=4vVt;-bZJK0Y-90K@^Dr3_=*X
zVTM)&X^|3;?(P~IX_1nW5F{id1q22Vr6iPYltx-Q=J)WvpZdnRuHQM=nZIT~wQKFY
z*Iw)1_qy`}yZpxQKnH{S{hMqGru6tRgQ)Au>boq-j~iR!ZeAldy{~fzKzlc*Ffce(
zAvNRyP2{($gzUg6)2-+zfuQHXpc8t37B~U4H!xT}+=~o8S1+&s8-b-#mH5y-zz*ON
zi;5Wl+wHbINLmJCe)h`Y>=@s?^W|1~%f*S!+V#1(fU~?cm^TB$ad)AszP|qTYhOVz
zzq6wc=ck7o{y)2lN+q&j+wTRFWU*s9=4>Z&9Hqk`aNlm5=k|6$J_6ekHu;qRV*d4n
z={Xkk7|d_OeH~z81OFT>{bc(jpZD&ic~g=j^a~Lf{#fPye0dlwJ4rfpi&_qtSnQ!n
z(2QPsf0?su`}kpPLqcfkKI0Z-Znn4AmMbMQE$CKYaKCufvWFP{PE|)F=$YeZ>9iy{
zOkFUx4OXVh1e)$GD!dPoeE_vp{7M3@77{w4CV*y))nrlDwKpILpxfV`AH`sz5!`zN
z`yn7iNDI&)D9v?bc1Z$E7~HbejKGj=^NR^K@9d-TH_P!w7cIB(#xw&i{V#~Y_ZHC~
zNmDa3lY}6zO}@rHR{HJdd$`F$Ss-A*Pp4TTk|d3rDqFt-=Cf8_rA1<0MShL2$6(t~
zkBGrwmtQu39)4ohfWSHR01^@fdLviyD-!e;`^(1;fz4Yf2>}{Q1**j0d36n6QXYBI
zPYjV7#}CH&SKE$P5|UnjuV26W;VVP19w-$1TA$0~>}ZF8_yB$WN5cetn)U*i?yZqV
z8vVSs#RBr6HK32T4_nKD6+i>|__F=sp5wi7d_<S6?{!*cJg)#ckF~P^zsI-Fe)^da
z#;0I!&^5Lkoy!DWXq6Ihk(!tY-gq=!;iK2(g45!hR!#sG937n%R>$z#cEZmXZyxCI
zo0|d?12=bN^RTsc*dBkk<1KLrZXG|}=piH^Fzr5RckFusL~{PUww9KWk?{(@EpKFP
zz1I1%-RD63yvGnfVW>U$wN=odK72&V5#Y$EZN#2EC@0a^%MuISd*aB8NE`l|UR<&o
zlb;#Su4K@+L*qkdJ9>w?u>=IE4m;Rag&Y3<GhN^9Z=C7tOPKJg|5bwBH-z)iMXbY&
zr?HPlyFwrOR&(vQ2`*}IwNCW){29XSOz)3e7LWp3bD2A#DH;p}MdlH_XS{pxJ;l8q
zM(`3tqo<~48S9m4ud!cgwC00^kLf=Kd>eK6lwDdhU%A(xcGOY43&)kb!C?BY;?t}e
zNe6b}2>1XBf3T=Y6a}0+rDI&x^I7!qL7^R-s~s+2V=jgsCnn1^0xkR1(zrkcd%s1k
z<zv)vzy<;|MKR^QUJCr;&=*G;C&aK$(}Fm9u}X*8tZ5bTmq=vDW$dN0s+mui^I$;7
zzYU9k12bGou!GNDvrjp|W&=y5Uq7FH)3T8EsJ|2jsT33PJq}w$pLZ+xXlHonGR+M*
z1e|nplo#*fc^L^$rd;}s&)=k`KK<~#ql3oqQvlxImpK{`XC-sz-LcP~XYRdGg2UyZ
zxP3h25a3w=5=;R0E-l#bbm8<G6bZTbRaS!jG3Y$Y8K8%NM*A-Rl4<Ipuv-O~c{Y@z
zkYVc2VT{+W@p0eeu29T2owB|zc7jY6;tUykfKIYeFqxZu?w`iPDkR=9jOLz5qmeTD
zT0n<pV<0Ds+^{q&4ECBcY(C#*#6!&tM=nx&PtXz)P4?5GolUK+t*>9dzP85LM<wa6
z5AZXz1hg5_<dWx>Ix)$zHGC#&C6I`6lFQDqUp^Arzi;E<#Sx-MlSmbrEOlr_^9J&)
z(@ZZ>r*!49j|Ktskn~X`tf*~h@oG<QsTGqfriI9xuId5AUY`_PUM<v8)8sW6|4Tbc
z1;)g7T`A=WW+IJNRl1eFTK*vam0<xu9oJ8N^88EupH8xu;g!2&JlCW$JvmTv1iVBV
zr5}fqu5Fi2sz%l>5&b1v16>@`yd`DI(~ktN5YuRMic@VZWpMnmG-IgbzFL#r;|O1u
zacs#@`TPpij_CXi#A>+S(bv**_YQZw;l&1NkF+CHiQ=7PQ}ODkhd$pyCdX17_MGzV
z$g}aIBbA2Om@=_xxZ`MP`m+Se07LIC;8<`CJ|E?G<tpVSWbWDALf0$RGb>9~u5j4c
z;pw}}E|rG*E}T`>Kz8T%`W64#!zoSp_fW8^XTVwLBm4UKpmBrs<v8rr!9}_M&o(jp
z3swKouw6KOH8%U)<jvPKe9%ewJ|l6^jN7PzMV8l6rCASy-=D!(n*kA6U~W`W60bUa
zG5t_M6($yxU;$R!f+=PZdNR-LG?uUF?QFjA8NodJ#t1&$+-fj=9Xl}@&Lyf0SVdNS
zHg!JEp+oxvjyZ8ZRM39&p)^@80H<qS-n-}kM=|6(BD(QLkN$&=U%(_9fi;y?9YVxM
z!**qHhr|;#k$zp3Rfp)*to|wx9hEoj3?b%h{-xOCj8qA?wcAt|%Wnd%JAgsp!zmX^
zbeFQSa-77$jaWobBj{Mz^JF0BykC6p&uH@rpfAtMV()TGVHV)nK>E98N7Rp?3*(=#
zSPw9NM|;D5Fu%96tOP~D-L54m;jVfC^7%9m7BQm_`&NzUDi>yRr8%k!vPtRCdqlp0
z5^J~Jy+0BVgtnvRuHXJtA+|noGjO^zl&*l!Xhl?T3Vm-hAei)2;~fbM8}NtFFN$9F
z-s9fIz4~8Y<2GmUy{}pVc4PI*MqL*<8}ZqL0FAkn@~{HUVbs>=&s9`*ZCOhFbYDUl
z-__;6t1Up<0*;m#KshBeaDGJU@+2{iOO)U!HBaBbiXpftxz#l)t@alHALbXnRuraf
zf*TFaj0rYS-UDKT6b)BA8X$b8x*bNehEy^TY$>P{P8U*})4x5%OT_HSa8iw$>b#p;
z)~4xgPj?(jDG<4?{!P&Y>|l6gS`oqZ%X++C(|tL|lVo6AzuHfY$FwDHnd#a2glnL{
zN9|Z^%Yly#Dw|J*PPfAl7+m+E^y+o_f#2FPY8dGDc#V@Zpuzj#H}2Kjnw#H63kea|
z5fslwrK!Xb!H6A6K`kN@5?(6<fffhiey4}cRruEC6C|?fb~0>kuklw1h?5df?etC~
zf%szHkJ`dPADzM+pNgZQsgfuB5)EJv^V#qlz@CPFdMc$WvN)^XV%{AX8rR^JJ#RJ%
z=Sno3We4a+@OcW9ThpgQsDS;FH~uy<+XdPWp`9c*2T+_>+M_|upTozrKPVaG$Y5WG
zO9D7;-gWeaG(BSON3#+D;ac5iti}Muist8sQrLh~0D3I$*Bi5*AOJ-YT7r||%*gDr
z-?f|5XagUk=UY3!6bjzGa}jY;0NqbbPw%M5sUFWy`bwfkVG`~~+pT`57u!9C=eq$E
zervd;<_Q)oR|3I_Sy%f26BYoaC6{pM!?t_dbAjER6%GDR9zY`3;x`VT%kOd9iQ8|9
z1ynS=GdUL;IyM0q`EbggD`v1I_nf@ypIkL_76u|)j5^@!x8?%R6=LZ`{m)j0hD`7B
zWqvcySt3Bp1su71pBxS5DNrzEjMX{xuZ*oM6QlS4piU&*hKazgFZG8|daJN|kdMKO
zYa}d?YVki(*cL<cq9Wi_+C~qsxojys(l{??fq3p{M}6>N$u2YmG!DGk?jR$W|26?*
zRQNS;{#x3{^5sCr*#?V#Mhb?hfRzC$9QgBKUie%ketVvPm_kWO>9^OP!P)a)+AYrO
z_>%>|2iH&>1LES2;L;<O9)lZ^+}GCr2%mc$egVXv?D_2oARW#o0lsA4Gv25G;B=i0
z%Wyyd5OkHA6Y9uVWzt}J4b0C=vIUcl!X~&%>{m5!P3@u?{EuF~I6tLi5cQm!^N(n{
zcI^=Dh#wfhaT*?d);K({V$($dJ4Q2~=o`9FqfpsEvsDr{$VWqhqLEx!g~2oH$AG;!
z%L}0Sl}Y*95pV;JTW^_4t${(rC$(h}AjvPlAwV}k^283#-DXd_!&D4XP8Qr&^;$g7
zJ2%!T?KWF`k}58F{#_BOWn~pCAlZ(q0J>e63A6Ey-V3^Y?&s+ku{U7xevXeGpp%il
zTUG74b!Xv${IJg9l7?>R+n-y;W^)A=&u*s_M^SpwD%B;wEt$&{6Ljadqk?Eq9ldyB
zkPLvBq+G`V#%wr~>f|X~zxy|Nctp!3qgHjjgP?(+p{HY@paJeK?E9h)gA_&CpP#={
z?AQ&7WXV0K%vWqz>3-V=v9_a1jhG>Y(#h|lg5Yzr&4mKWcF%%a%jJ=nlwcq#%a|N5
zrQecfJ#bnZD~!yxJPjfuTy(OoVoex}m)mu4GKie}j=5;C^#JQKNCRf_M1W98`pdYh
z+BJ>HxwQJjh1mTnN||#*v`pid0e!(YV6>JzR@rR<5pT`;P+Jq8&2U#VI*J^Sw`g)e
z&`QLimY1T=sw>1CiJjZ$eheE3`AYQnmi}{mo94XWJ-~|K|ALbiu-o^G-=_v^p4B{g
zq5uW(ZV7NK;wlvS{??8RHmqd~35?DaCY)dTwOdfjI*|`j*bN;_5sZ6M+YbSlEx-sY
zA>$hQOvOTg>@q)KpEa3XQ^<nNN+uejriL0JA<_3^xc{?cF(rSMtXl@lxASAV+4{w0
z3C&^K>h#1==qMnObM`b#HHt%sx#1tw#L!f)r|gj4WNISlQFS>MhO_aveKIeFiElsv
zW0*(^FoFDK{eUki+mOMrsLIKVR3xUSy%K?ov>+kg8KD8!9#GSPJz3(-qQ-DhZVH&e
z2E;AsHpwd_@(hM^_!a)oNs^rsu<Qe4Gjb$m7mgt~S`P(ERxts?0VI+Wg=p*5+R<Zi
z!o!TvpB`Wx$ze+cl&pOt->snU-@`zBB2Fh`T?&HO^eNRzYX-+(Xxx_u;t@H<NZ3m7
z037G`%{E+PwB*|^wn9L{PJ#Nnz+orQrw-XK7^=@>IH|4P`(O;DHX+^HJ@@ZcKZ<BE
zl-i9K-6mLKVw&ugS%a|;qxdM*=B8MTM%;!#d(XFS)tAQQ-}YYXXfk{B!_14mUkixm
z>>h%?FFQxWjM*!>4e-&`n~{~j@v1#1=~vPYf6*-?i`f?EpU`ea)uZ<lF4g;Z=!7p@
zF%V&}doJ%06Ed_s>Pt-?qu%wAfHR0S;SjNgni^F6kBauQ>LWV`uf236XPoWha5#A7
z?#MMR@il<^^C=zy_9d<c>{zqqg@BLyN;1_H>OOFXWWWHs1dQD5%lrxfR|oC`u~^GM
z3l;mp?vmW3LnAX1@;TZ8Wp%A(<!s4fB9_8~aVBH4@l2xb!obH9o?XA{_wc3^)UrX`
z0h}8FQvIse^sT&;30v&~U8w^hWU=yKa`1xo0^F#&Jjf6No{q|k#l8tx{T|-Z=zNf~
z-#+_v=OyWE^YRQ=0F>&$V=p0@e&bt_2<a?i!^%=~K0t4yVwm60iGjkAglU(#REquX
z(F!F4f{XN<GPVF#J3dMQ=(ZmAeUpQ@Ef9upPJq=&k`!}!M{jx#U|m(*=g@?8+A13>
z3<MH4me(&#;g6QJ086ew6Z-5^-m=NoxYuNN0(@X*XaKN%3&plRmkv~plOxrA(bGCl
z&EiKsIPwt=SvO@GQkfUxK{IW?rhrQFo6h?_@!89*U6OlxFMMpB+4RRAnY$)ugdhws
zvJcG_**qXxZBs5|;x~BPaVLJ2_G)Bu_p|Q&;OY3>M?~MFh(Eb9O<)kP5Lj`~M%49e
z3c}>IluarUTivHasC3lXeh>!TBAczVkn%eG&y)NUvn8g&;1CP{7v7MZGwXdam8PGC
zX|#%fP#IhyTchDpT#`+>M)1A-Ah}NZ#zqMg5UlrPX}IhC1GiFMhHrdhmJ43aY4YQ=
za?pXQg&CSNB;b%<D@A}*J-J2)KDv)=ahX<WKAZ1%tyYTL2V9SW%nxL6opn#{KdqQU
z;d=ruHos6R*>9AIL4cXryFsV$9<N-?38Opo{^*T&{yD1nI}mO(O9*JU$EhOKP)!QZ
zG6po6NcIhxvB$vKOW(4*!B-F<RMZbtFRWsie3ND<ppZ-rV2vXdJALwrIP!p+rfF}7
zv7GDVK8}uR&5OqIsI}TMY&we1`CGrJJ9L~V)Y}~#h%0o34(fKNaaEDRn5(8mg*k2M
zrD~;e1Y2^yBTSc=lBq6ln5=5Sfc{=crhw6&DrQQ%JjX@P)huaiiU!%b1)qj?a<!MM
zx<Tg+aKB~NJ$w(ld$@#`XSW*6C1ITra>1FS0WQnK+J4)ar~ZRCiJ+-2V-oVIj{*m!
zu|-iV*tLKKIA}f?#C7}9&-ogbeZnXLbtFjzrdGU66sY__Yn!wj-?Pmj4ohX&?6rS1
zm_3m0opLc(5EX^QX1#6@dX5|Onv86e3~(~9-Z~n|LOBQrm}uLCUH8=(2*f*uaN1j|
zQi1h9T6&9}_9jTLsS1DM%T(VurU>0ARxgQ%6I=y*`MtKcXn3VQ|MnVw<Qlm89>rRB
z^!}Vz?ds2~+vGcL8(to223h`#pKEDD3FCuTDg`9S!E)!k2JH(&Ssp*?$^x^`#+ybe
z#}fH@NgdjQSEM;p1FKB@;Gb$?fvOnU&_6vg%88r=YIB#~q!8>}gYZ|chd0*_FqntH
z3i%uI-PJgqx4p$rO$YEH0BlgIS-{@%jgzo)bPZdnpV#S1pUiu0$p*{rr#WWx^}M_A
z#;Tx|pe6T(i{ZK{#|sT~v%CA~NkHS?T3pRJ^;!RV*lHpgQc#=Uva`Cl%%1_?Ib2Vs
zPu_zpy#SqCi*Ugl-?H_cAhA$qA(>cgu0LQ*kHsuA*FRvePD#m;!+L40UasP8Sdc~v
zB}8!;Sl6hAL%(g*dFa>YZfuZVzkk#j>M-j+NqtOjvm6Xc{B30hARcb^JpW7ph67%L
z6RoR|YF|JvbTq?`v0(P)55AIt-*Ny}Cl4WNS#0W-;D|}dt$jI6Uz2RHxtS{ht3~L>
z1o?dA9>w)O=56c@8nAfG*+7p^^P5Dv$d~{nD+0vW;@P-Y&JN6D3Yh?!{^KP-vj%Yf
z&upcb6e7Of^0ez~5Ej`07+r0a6zIWhhgrgF;A%?93i<d$QhEqU&4Ue^xvi9gCBD4r
zG#w@>kQxZDFUe`}I}W5MJ<%o>0^9!hkv$BkIB+B&or@8gSj=%7hCSJe!{#=$#ew|4
zKX3z9T&++R41){;s#^4!bO})A<76~$0D9)n28?DZ0(UMAXqg?8^bUSGa-bGXq85NT
ztPJ?ffa^G1HSCh&S)f}wGHtTHFAOLv;F)mdGl#())XBh4ZwWwQc{0&hq`%tZTvlnl
zR7AYTmy|DH@Y1cHT4qB4!w<C^U<btmo|=pLfLU!S1h$?XD%ynchYb{)6(Zu@FTLfK
z0Odp*TbUGar1N<gQ1DBI=+fU&h?j!T<pG+KYUbOV`+axb&<ZmZgvFFo&p%zI%J^MN
zaW7-HuolUt=|BvwGC7BTg8g{QDJ+;#6@SxZ3A?axVecHJ;sD)FBJ*0|j9tS&EnlLQ
z{8^pPs^!C3ZLmDhokNwLx6s`9VYQMOTT0a(ytKJvAScUOHvjHN;<fFb7;Lt`h)2P|
z%EGBhZlqfIRbT{l>l9eNl=|2QY!d(&#y3<06;svHms6(dMzxGxbO}+PlyeX(kFJc}
zl*tb>|6Glcq3_v!9k>I34N^)=9WN)%$coANj!kg==fKG#d+Nt8oxD4(zTRvgYj0HB
z7v)-l>!+xk{-jQ*Lv3XfxcJxK6Pw`-%H$~Z%P}N+@57z3S7nk}Rq%S3bYk~Q*%I%W
zbKmVfoA_@<)vG_fB3hPu-F6j;j@kr|s<xwLYVR-K7*cw;If_x>3sKhg*Ryc%p@j_z
z*URynzPM^5F+_a_Rwx1)GE@26PaBB@(ZZN8vX?1@0(RfY@$c)O;8-fhtC(8Av~UIT
z9E*J~$T}1TN-w)iKE4Hw;JEV|v>nzbr*`@HOF7Jli}lmL-z0-lF<_rRxr8ynouCV2
z@%I$_qJ4fn5Q3a=J6@5psK!S8^$}8FpP6xx-yn1CUyvu9RS@WJAk?57DCU>jg!A8@
zybtRfOn_a16axY2-i{T}s!{Y8KD@cD%_@>7_+0gFq{BPG^46Oq+ay#QIc3-Bek9#e
zG5gxUo0mC0$nPsV&;NbC>(v#JY}#_0XJpLC_FDe|NSv}@ZjcnOt3fc^2ew<Al+1B&
zJ=_%-p=Ydo>L2fqmVK`;%g`qP%aV81wb9F0<~a{QemeVd#?A*ucaY_<)G6oWa+*{F
zSZyyTF$Ub`loF5iH<LoJ<`Z9gz8fXZX;O5?D$IHiLtXyy+QaOrF5h>>W3DgZ%Guvg
zj0TC}ox%YIQ}-<@dp%LIk2he!{vsdgEb>Y-#P5q&_J2U=r?E0z5>}7imQ+H=9o#8X
z7fly;GYiv>I%uwG7hzy$OW3MM3^sp0EvYGX+)TGPW!KbBUY6X5GSs!)=oymRo!9K$
zTnop(0)_=c$b3D?LW=0)HJCF|XOV5lBdQMxIp3+LP*r}^wWA+SJ2;4-zUyyaiBUR9
zru-=hu0x%<z$R&>%q2dT-m`1q)f-hJFAq{(r0FxJ<#Ib)&v~RBgk3{o6&3&Po~uw<
zD)9K==8l8m#XM=BPK8lx<Uz{`+QYykIWbx{o0^hM3VRQ-;tK3L(+q*FN&$x;Fw=Ap
zfvZ8zh?d+ikY*sgl$#W;)o0Y#X`|AGwlC!9B*snyi2oOiot^d@)-G$A8z4|^@(I|@
zr!2h~Fl3yWicv=0JFTvFGA|PU2Ec$?^vOclwZ1ebKdwO-?QyID_71?h!a6Bnpr!yi
zk%O^rYRkg27w5Bm(^$@n1t85AU8L^*K4$(t_+~@be94o|H-5*J$4Degcg<d%&(_B8
zi!q;r**Ccb+SQs_eK1^jF&$WEc5%oW3&h_9+{Ew7ZXj_Q+GOx}tw(vpyBwl`W-yEZ
zYqYbi!A@r8<mxC5G>a_2lmT1a7fH+Xli%|MBt+R4kf@{$WpcRcJ-H$!A<DPeSrG}m
zsrId|2{K~bx`W+PPNes5{}Kto{fu)Uv<fEwM&>PZ&{xW<OTxtA?&Cu6IsRlY{>C+C
zND7^+q;|my^7J}d?h_Z~l>x!GGm6o(@WG(=N8CghiZD9t+pbo)L#}`ICnu(m@UqP(
zWOv>r*|e$>BO#IvO<oAud2!);Pgb9Q#qx%#d-E)2l;lwPP7cjfSCke>HMeCXJSxrQ
zGES!ZVDv*ynm_PK%kPG5ng`h}T=vPrZ#8=gT-Wa|@*c}A7bD|a>@1jwNgQTYGecMh
z)>7uv6kCFTh#TZp)05?g<gWY_?t-GIVl>@~bqL0^N60}=q_2M0+E8~}{Lt3W`<YIq
z+6%XZsH(xL8<1yo4@4M;MqpkwfI-<cgw0pxXypz(F~;!$v)pt;(2-d!%B}3|>?bvW
z4Xof*a=2zW(c3cVQ}uvNen!XJi|(_9;dac|y1lN))34)u(~^npk1gfkj;1arVI{Zf
z{7ncAw7xSrL2;v3Ao{Qs5(K2zgq1ah7b5P~0RmrdVFn_6*WMKZR?0{UU^(9)j2I;c
ztCr<hGSY8m0np<MhmUK1=&?VouQzNY5SY4Gv=AbdU$MwRLjIAIn{J{?E2V402va}+
z>7@h>cvfJ$L)81R+2VRMLh*)(RoM4kN7W4))pCT?Wb=og6Oa1+mS*~L{netLv}CJ9
z3G-(>^Xc%ab7)`{qDUCc0+Gu5EK0&cfe%db-pwO=E!;1Qe1*7Utz{~UVUk(Uzabp{
zW3nORw?G>Dj7p8v(Dc3@dW8@9yCEa9qR_7UerRW`he}+*_Je|2QCO!8QMc#|w(cq_
zD)NUBVjXY<t{~kwCT%9U;G0T*DVG6NEvE?yX^3d9w_|e5xANby{uU~98C_bNRiJ8+
zir6A&7!Wd;KvSLjLBw5v_v|nqc1Vhv96)hY)<t526NjIThN9Z)JRjaIBX<Au^Hy$I
z+nQ;Is};nqK|iMN5zY1FYm*&qmZ6ZVW2lB_>M+N&8#6P>^C^SP`qT-#@rzl$%R5v=
znZ#3Miwm)C&czOK8#*8Xu4?&DeEuP6v*9sOGszR9@?J6)wWy&aZNyu9)<A!MwGKyC
z?vXqmO`q#VJu=>MHu~nLZI7O$8#?lUQlO5;SVG0eGV5M*jOfZWndOTM3meE{4hnKG
zRdx5gZtLP$o2!TY@tuEzZXKD8tZhy<(@|kj2QN+=gO-4Yo6$!?q+>0Qk~7`5n>GJA
z>)nRIm>?J1Ra!JCzgwsYU;}Fj>?S_Qg(Nio3(E`RgA`6A#)tnCl=gp(?0w1tI&^%A
zu7sX*-hMX~3~KI--j67q8hY`qXuS2OxRHOi?dS0V)^SGg3a!ICT{hev=3aOoJJi?D
z*OUB>MPl975eCM(z+El*0-KT15VXbChvqUVq&1M|9DA^Ds7$^m1F|ENs+oB5lhvZq
zIxizSBkoCR<!uAF0&DwMR7O(?Kq?YyzL><S_#gn9>OT*~kQKjyFO15I^hBRIs}Q?9
zP88Q3DNq2y4Le(Zd!3P%&>nTg-nDI#9_@Jx@>xB3_wZpv$%l_SrHk`l`U?8p_;=m!
zov*c4Fk{Tb=-Q|H{4?xiX~YW*7nyK>dWuQ=8T4|7x@3sKoGU@v3=MEBH9@(I<FBjl
zq93$aDo~dqeV9RPIH9LZP+XL7Yq9~U*Lp4yVQaoq%jcSFbKgf%yio;V^TbwO4`{>}
zFOANx673pxCqGxJ0dVu2!lKgn$mue+x=nFYLc?dT<MNAvU?qcTOh(R+6vzQ&E@TJ<
z9=K}q0$^a5!U!Yc1+LG!?*bl`Agm)2<PV%`$s7Z`(~|kmV7QF;RFF<oVLT=fpr2Sz
zLqmGSqi;eAruByZQhMOvtbPc46zD#S=X0L9O91Mr4n_`vjY6vVi?ZpOLAPTY=lUUv
z(x8)2fcye55G%$dWDzD_dIdU`Iy04l1<Sx^AO;J(b}4Edh&k2l#ILQbi1=52Ql57n
zmX-s{=aWhj0Kz5=35zz6whqJcG7tmc)?-5LPE{tG7k?*#4Y`vvR=Y?Ez>{YyL9>&)
znL!iu3Lsg)m#gLk-BxKW6oga*nzBJL5`w!Q3yQF2!F~@;V;I$9gKmpc!B!&0A#)N%
zn(Bt}o$Z%OTM&~GZC}M(&?m0wWLRgnnme@=$Tv!P>u8(ysKp$HyPl&4O5rIdgQ!zL
z{uF3mgPJC>7AGf30|kR&3wa<)B$^~ZBntpcp;Nzbx)5A)JpADA(F9<m8f>C&Lc|@Q
ze?#DLi1=F@E^S;l<Dh?@M=mXJI%aKj#A{7rqO<{ZFz(OX0kg0dm@h<ya98kgQ^e{1
zz?IQ2zg{Hd@{*JG^jf0AsKM6__{UIr%H$>utZE;MzPHBP&>5$36?<loZgXy$Q|r@E
z@;J#8R%e2}${b55(sq-plyWKoWY<-(pcfnL**6aQVqd7Bv}lgySc1;n5Tx+;R8!^3
z(@{B<Ifh3|xv(B_*%oJZJ}1lgqX8Z@E!m2Nz;Y)cR>qc(%qjq8Zj2ZbeAGb@M^Y{W
z__(aCQ^%WaE!$&!ESafK2wQJajLI2CiQ>#}k2BY~Y#1H>4E*!+)5HKY_}7fUji*_T
zAmUA$_A8_c7b5jd6o(~+T%Wqz8kjKIXFmz#x(DP=J9;~tlEWHwE#yy4Jx@ELh@ed^
z$>BeLR#dUwtBc;TH54>W_Y%fs6{a=pR{N1X(~l|O&RlXYYk%|{ziy1kk-~a8wV@>%
z08Pv)|7u)qGi>`ej6L#lUl{?SrPsX*i5CAYfWT^}0|YD<#M)}m8~!3A3o$pZ0qGVl
z4#*TuSN>Wt_|k2l29SI7{Wgj!gEQj}gvY|LuQwRxs+h1LqYU7?-#%ag*T)Yzp^8tM
z-Fe0LAiV&J0@$@)!s_Tr$M|hw70bpq5Jr+qwM?MHx*8_r*Sp^qhZ!OOsCyh2U`zxY
zBth%N<dEJ2vrAVN9k`&37HQPquRSgKC$Ntazn_QxR3HxBE>Tp0#xwWJc4SLVZX-d{
zJ5tzpT=paZ&T2qZrjukpxN5@X&UT{CRsnm5GV`Qd;uGM2vGwbbggG*}e{|bHRogkP
z2LZcLfRD&h!T_k9AVks6-DD}}1*oh?7Ps)g`_zs@u;6-t)A=djZf-g(dyL-*XsLJT
zGFyIgKG|4K5drEiGL}Q&v~0j=5&}r?EdULW3pDXdHm@3*d(Y6L2ym80d*r2aO_Uk;
zu=6UyXu&w=qLEEi2&&|x?8OlYgfMz`5`-Rq&jLAf8;9c@T)GFe2%w&|<+(7&>7`Bz
zxQfAD$mY?R+<KY#7NFEPtm&v1#UeqiT8zF580gsbhzcgq;*lygIt-^$4%i&5HiH2}
zL4#OuwwltmTNB(!57`!mRd*XE1)E=Me_}3!l>l19flQ=?5-?EQrgMY?2iDCW?gTjN
z+5r}od?sw{O~T~Tk_lKv4eAy!+f_4x&=VtwKf&o-6a<hy9nUWSIu<}LMOa!}23y)b
zjWy&)Svx!n!QUFhwRs_C6q=Kc*v^i33qo($DfiWFa7M`vr1KYX&lomQpTd?YZ>>y!
z78BwMF-c}>{(>#fq*<Jetkd-*Lf_cyBsa)Ppn2_}C7Z%Q%Q~@Lh(TT$lV+GY^(`LX
zqYib*&kYUr$Yx0-M$+kfhMm1U`EwOG@Na=SBaO%f)Yaa(d&zY7kA_)uzaf~ZY6L`P
zD_fG-mLD@DlbNlte;RJ%!x(Y5q|TTdzdk}PjgIeD*VVh_FlRAv8N}o|)ll=c+6rei
zXkIj?W4|6d?D%qMZ(4bcE&03nc4U$fwnVO3o4B=?h@=1v-)(|VKl480?`_CAOCVoH
zY5v-^G^{=Q^PUWdYYw7dxO)<E4ea{sN1vYk71*|e-<}-yltmGP?NQ!eo@hN{HhLL1
zcxSzm1$Up#j0LMj%?Q<0*M>un_?y%bs`pwVfsj_fN)x%tUaINMKUN7hI?)n@u;+4o
z1bjW1h9y94759Pa10-64P|s8I$J>FFgiznJT#vJ*SdPqR_q}?8OU4Jp@2)+~z9o8L
zYWTU<K4URwx@6)6?_%2kXEYA-u=`n{uAI@@M?R^^(#YjUC*~{B#AyeNTl;DZ+>mU1
zPq6m3!C9=EF6Uc<z`F3Ck}uuPcL)ZURa~?RM?c*4AG|GW2UGU)_gdXOAk|*YIo279
zv-qJ^Y&fwXDLVK4e0TF{VWMGeEV8kzx+s&eqE_IFvVe2eQDLk?x}mQTC<cDr&wFvL
zlAMG*HGIsguMs;?`Q5EPcRPDLH%c_<C?Z?GLMkWAUoEci2a11UqngcYra-=d*Tl-w
zwT|-qo3cby*NClgftD#8D`G;y`}v^b5sADeF!h8+j9OF4YQpCf*`ILs>~WmISf|UO
z;2I2;lTxI7hh=-c5Qz<74QSeg4TuH-OSko|Z&zsBnX9j2zIt^f;Iq~O7WIZswhbpO
zGlZ%{i+Flg{F7wEd}dIdBB1d(<-9LWT+<eT!8WyT0_k^Up^U>&z~Yxi30VLO-%IvY
z*aE()p{<2LGLXmZr^2v@MO2Wxn>v17-|IM4@wBu1hJXS3>yDE7_@;E?y<r(p3^&_*
zm0ZP0mosW<fXX!qo*k1he}}N8lnPS3kutu*-Mz;l45^s=^_f}JZ5V@H&K^)dV<!ja
zU&_UwR%tDH%y@&MG%#OId3y(}YMTM=prvyOg9Q_kqdU9KUX}&W+8W|6?AGiv@dlW9
zDz{{;NpRzmj`~oc^QiD1;KFy+x;zgrAdl%dcb;`U93=(21{<<L9jiQtZUA;McECTW
zeuQxqx$&{!(tL=7*m^xR0fGQ1GT{tlNc_KbB^^3mkbYjMear*#^`ZRgodl29=m{~m
zD)h}q#A|EBWIz7yyKL<N9e4e!fp@hwVa2tE=8f%ve}*?<-4&&c#Ua>FheOykcWBZY
z(6-sn+rH*%-vXPh1DWeGER{?lOn+!OL8;2{`8HS(9U?>l0>j=4Ok=`|c6s$_-U1K%
z)7k#evV&@#Iyu&y@7j9gu4)}Sac`Zy6MyIOR0<lO>wM0B6MW|wXts(3IH5HbyX%@1
z0yvpU&V|PcN-ALkYv|8cgq;b%15?&<*qb%<0H8KryGoffzp^`6+OFZRo~<DceKLvK
zXl@+%Q!LJ^DFdqMRs=#IM22ClDM>ho%heH>JNeC*tt1Q)->aDT>%|Dr3|>PDIuK_Y
zJZsCAX51*gz1wN{HrCK7e)Gk#NV!~+*FY{;9|b~e1mOHZNk10+8XNlCa{lV{-Pa@q
z@_{QW>~=Ou>TdOEA~qNMyCs^{I_J-0GVgfZY*4S?u!31!Ny)Ua@F;x+o^`kQGW3O!
zMFOTQHsM`#-((<&K&K{@T#97$9^1o|5mKou4x{<jY$y4yi{p`^XRb+WG$kUTqB>!Q
zN&s%{u>l&2(%4LpYtMj#*O%Pihl8qc-K%Qv+Tk<bW>Hm|#RKd3YF(9rYH@z9vP;`2
zq#D)RE~)DkyyYghN!;QZ%>^lJ1FY*|WvPJc+VG_e_B(KDLlMTh2H29~fxXT}1S8~=
zYX=zIdLDTlGWU*021hpek-LQ9{b%6lK7vOE<X)|45WCMKkDHRQDSC^0WAa9i3~n?^
zZ3hL$o+h08P?eDhv*tYVBnAxG-CTrKbOTOkJ~1YdAFX1WfOF7$B#hW44GF6AR-jq=
z@CbN!klG8HxB%cyuv&7fYaPW2NaO-cHQeBHIV&@$C-aw&C7ipy-sYToYkX`_yhfR^
zUQPXBz2A=x;qeVl2mc=yV(Ev|qdbhz-xu@4qlWu4RWw;U$$a=9nBv9Gr7~VP_wIh&
z0M)0(7}A#W@kIqek7NUOO7YYN({Y_YVM4&MD0$qBkG5g&k}Kso{-E!?<ON^MuXE#R
z2?hg|{twf-a#RaTxtPz9SE*nrA-8WcE%-BGz4cMUBtNZbqMBHxYxF-kJ0arr+O%*Z
zwLdp&XP$6Wm*wgcY@T@h=G!yBE0ge|3(C!!wd^S_VV1fj-hX=jsb7q5t8kQ09%uCG
zw=_dK{Q;Qnp6PI-h0D0fMr^)_0!D}8R#X0irS*8hPvYSlS0E?rZ;N=Eg?iM*r7+{I
zmafkoam{;esoQ1+uO9Zoxrg3=ze`+Avm-7A%IMDxZ7D%T<S(u3<SD(XCZf3b^l(!Y
zA|K68FBDJxX9kUmd>|4J;0!B&0QUduSB6(A!tXV@jy^hq)NcI@B{do<d^K{W&-6SR
zn{cj{JpbwFP}CmR-gDI)mbx-zh?hss)SgUt1Yiel6VH@UiOGW8=KGi`!<A?`h2WXg
z!tH7VHWfM@H^4H=ySu@9PXiw@rJpY3sL-1A!Uz1>k28w`DmZDmUf9C11y5P&=N!g*
zAkTuaj6FxIPX0ejOZ*!W*O(v_t51#CObkx+4L*O^c)4ORm^i};b)|Ny3qzG~L@-)u
zNewZ^m3PINgn@1(8J*^pcKZzHwl`EnC*oSo3HhMnR%$YLW*bti-$h-4&~2_Ra6!Ui
zNZ>UZbk60v&o>9e?bI`-nu<>O`#B9zErcdr7+Ch&t{_yrxPvQgM>Zjo>nqIjn3D`c
zFAXYtgr3UHx(=0va!%j5;zdy)wX!Cf1f^~?xX}v&8`%)~!_yW%Mu1$!u%a{b9>a{w
zw-ri%i?s83Sj$fi?Gx_oyzB`O=P-)K(hZBs*1c*JY`eeX6%_=ATx2o!ztA6a33J#S
zim6#IV^G0Xt+jK!xe3uFeZ{2HGSajEDZ4V*_6v+vqC%&i{HXMaD8LegiddIu->)F;
z91M~A`MVJ$3wDsl>|`m!x!-Y4G+ODxLCMYss!C;o(bh?+{G;&gg<`sR(-ZcW#Wr*v
zH@?6y4LI&rrN~1$WfsWYRU!3MLa64MfP6pck&21vYZNH(wS1Z$41k$aLqJn=uNLdM
z7Yqzwxl)+yW!M-K$&))L9@p<O8?bOjs!-(^ZcSG|qH6<z$=|qChP1u~P7mEEeAO*{
zF`GhKcw8*nARs2-IaIg{95ut2UF8tIh_n7NC5OW_N#CeilYbp=t)rz-XGar?8`?~Q
zVW=D<K(K9mdjsqX4CM9&b*;dOsgoL@H=MMCx~{6KhT{{nXWKu|JiPm^`SI>YE(6-e
z6ZwZEAMc>O%>wMwBp{aU4cl@6$^~NLHI&T{lhKXxT4{V`{&O#AfrDYCCC<ZIZLD+k
zJgr1&J75C2CrcxmNDi6X+Wes(jI`{0>s(L*1Xvu72&cf?(;pPI&Zbc@V{ms6uX%gQ
zS*V!QOz3H;9`7!~!DZ{xJhtj>pmK@pJ@*ac*{H5b5Jh~~&vq9UFsz@5sGLgGUg~*B
z&kX&Ov`4?@Ob<S#UXKMVhPZ{1XQQ5VSKFrYT4jU=OB5niQ+E<%8i>-9XivDXCr<rr
zJX$nldvyCJQC`2#D+knAmhPbw3ostz8X07;8`e)gMqz8)-li{yWW@B$JA~YTi5ot_
zE5MLwFDrCxS?0sRchKO6>Tc6ziI~?Cg~{C8<f*rpi%0TIr|T0*s(3}A*#;iHpHH8d
z;*4|d4DLY&*Enu^6yM1$Enyfcm>gp2p7X4ul|Y-wRk1*)iV{Kk59m~bMH}<fapu0Q
zpJ*CD+c!P7rUzom^_4w!9+NdoK(dgz5WC24Cw=8M{t?Ot=2yX^kqIwnDfC}DGpD3K
zzU>(Vau)cFT3u%_(BhT>?QSqVuQ&Hb40t?_zg~C3<MbxzI(RHmU8axyAyjpXFww8F
zg9-A0L|6f|{|vL*%1H(XHSl-YL>oG(HX9Y&itv~sH(BQB8_~~#u-mx&Db_bWDR(H`
z<^h@p{8u<;2me|I*JS;Y+xyOgTS9Dmd^*%#Jav5}H&{U4bwL|1Et3*%LX<+gM4t^f
zmLwOKv^);`#@|N*OrC!PywWOE_?YD*V*2zIKo5R66J*^=8uBIQ?*xIzG$RoZRkO<W
zWIt`@8xD2*0iy`+G1k+k*Skq{y)WQC6*?F0%tpO$#gT@GIwM53;<d#_W&0n*T{~G1
zD@bo_bQg9nKlpY2hQH(nGJ8)mfvB-mkOgMRsT9IxH0DKPq@$G@iQQCc;KDr{`t1tt
zk0GH)Wv@ngS~r8B(TKSk15owYqR60Qhkre@TL`Fz1!~&I3X#`KIu3(H1Z2`ge0W_u
zb`6Sq$vB+9m**#C&c*_*rg5s7LY{IVIY-Lzk%>1Uowv#f$8Tk<0B*g$TvKvMkX-||
zTDaw+g!hX9?v;Gu83tQ$50;91=C8J&M9O;<_~AXJLnh6qP#E@ti+4d{?LCUwaTU!4
z69-QCF<7eSKkr$3P6YGx)M<;_tyfEs_CR5IfVnoZsZ#ZZVfpv`+D&3<Hnn>&#|OZ)
z0y-Nil3?6;Sw?6u^8$OC(i-$+ww%f<0t6SBD3DA*1TJ;O!n5Tr;%-WsU%cjv0lm+=
zzbwO2VR)Uy0F?S79EP<#VK#PIdE@>F56r!XHg7+1HqWNKQ+Ly%kD2Bqrx##1=%tyK
zj^FbYk-`P1@oz3A%_i*@9T%VI{eIjvF-Q?}k5me+{XqC7M>fJJ4AeO){4(N$pjKDl
zH?N6`IyiWsDQH}>42aw8HE}zo<CJ>yVrAbQe9dlcH+azLJ!PZHp3z)fb+PsCuVQq}
zJ`}w2BKv%I;P;Tx?h9m!s{tSUPTB??_|@BC_;+(Kn9}C9bnVt)^tR#pkNL!`8di_U
zQSU2|yP`GPu^ncl!C`3&SuCK~D=!G3W3vblz7Cl!);?v2JVW~wAh@kHv3TO6`^P!_
zgj8O!pn)2d>(&O{F2rE?@?LF+U4^(0-}mC8b216UZPTS&KY~CJ$=6<VsY!Ate-*3v
z5S=;vWl<<+cVlgU6N)=)aa2hRWITH>2l!ZIzU{I!Y;XQFbxF6b(DA>Yp7f@}dlC*v
z^Q*6?T6D2Fy4}OSoY?eyPi%gO*V9y3&O_v$<EGPG%?}}P!f3<0xHB-tV$1WcuIcn_
zPrxQ?>zF$l;K&pw5rTTuko_p`j8Oq2NRsXYUSV=PGH}gvz77YW_diOJ5Rz$Md2ID9
z@{U*slSc`C`Ro3>5YedmC>pLg`-4@nukU^=azT)QfQJ^d_P-F+5DfVY2U$d%qGPeP
z%ycZ+UZeXq$C#!J9!T#|RkoO1Yx}oIAlB074aJ==HCuc#I8*Jg)!Q^>l={ciTc`;x
zlE5O~vUN9R5bv;0*gd1uwx?e*m|F3IL+|oLT}i<!^{U3b#U~Jos?h94YG%T(4m?ZT
z0pjmTx5{5N+rhG{sJ_$%+uaWp{R1pn>m&IdAz1pOJSp#Lz56w!6*p7&j-Ay~qF|o+
zT-yP}u$399cTt;6&u9?1rzwreKe-?)0JyO^g9RIH{A#U`N&0Hz$vedzPa6NKULdyK
zN-il4f_vjQ?Y1E28wK30AkY;4Ub&ghSpWlgCKg1%pmQDnMgg0`1nSWYZ<u$X5c9oR
zO^_06o34N@`4u%FovxVMIe5j0F$Y)I&V1)bXz6e@N3Y%P&Xb$ncaMX5HDBwlE!Lb(
zGK;uW3X%Q{7_G`y9b{7@OdyOdd$C_a=jgSA%p~t1?H+CHRME|LAXWh&HND%Z$Y=Y~
zJVX{YnNOb=W&9?zdX4g_!cS&i*$~`uXV__A3?%yVGu;hV&2iuOgMFL&GmYl=i{S~<
znnjJrl^@o1dPbjyllc7_Q?j*CcuKw_;@myZzGsF!RL`b`*fm?KM%^X2W)LD;sk*ul
zAIKQ_Cz(e>G(x&z+tAqSX3U!S(A3}-LbmEFLb(}!q^k5mk$KdV{`ppGjn&k*(T{5O
zU(ju_zTd5n5)Bpn+-#^ApAV^-7qw@RIbYN4p~g*5PW$E*QP7T>KVP1_(p_gZ-A$9o
z94Oece|sIyA=f4YucC`Z^=!gFFY9#SXUPrrV5thYKMRi(l2>js*-<dzL^prKjlA{}
zF`$>_^?{%@0pC|}ZZ~s#InZtZe|PVYXa)-mxjq0u+JD(FfcIeA>`<c=DwJBKTBZvO
z^ZnUVkBOmIFi)v!kP8AVsN-V-H!?WE^^Y5qa?>D;1mI^v-($+XpuH@(Nw`s!5pNwF
zyGtmw6xBd<8uVZ!YF)>L6nwzu!v{C|h1Z0t>Ve)<EK@;j&+)VyN4s=jJTb`u!8$pK
znZ2ottFxK0-Cutlo?DZX@bVzJk$?RY7e{G&Ihvv59qe6E8g9>BFB6*1Zf1X7eQaz8
z+~P+`8@rhO^@OyH>;pMD4jE%xtLM&EoYD@qrYJdk69-c(dkd7dmA#a`i`Bo<mv6|L
zxtKUxIl4MHBYAm&Ox02HR?aT2GM2{9NIqValJP(O^YHQj@0+?>x*!F(c`l2mE-CpR
z1-^Xue-!xNAOEZTf0g!sE1|rtv4zWJb`M>Ff}2R$TiBW*xlvLsCT8}oNFf1k)a92h
z|8w#J2^nL@2WD0lmVe)pa<}-aU`PQzL6oww=idn)Az_}sGS&Xalib{>r~i2C@*5hi
zW_C}2SN?iNTH3)=56LOOBl1@UNFH86zRPS4kbm8lx3V?k1**+0@;|E0_rF#9-~9x1
z7WaSYoQMDJoPYPrLsOt?R<2&05B^b4Q)7GA%g%8@^73D1iPCh?vbO?y(d@Dm|FiKg
zANs5D^^m**moFF~|D$Uzul%!X{!>u?vn>CVESZP0ml<CQ7w>-v9&lOHLE)jSvauuT
zpQS~~Y9o2Lfo276YIwN-?fKB&+yTie_*aSlyKD*lbyfSa{FiO^UxnxLm4B8{#o5%%
z8IV@if9Au6M5&uuSOG)Ci&e_h;kg-bLBq|_(bmlFQX;tjix^&J^Up8+Yux-lh~a<M
z|Nkcm1O~}}NFe{;()AAs<p19#koUhxAka9MA`VC(KllG8fqxCr|59V&|6XH&(AnC|
z<lmFULpx&&v%kkKl2?cy^^ZZoBg~JIaj<o8)^Id7F#`n8-O9vFT|pWpZRP5sYUV8C
zVCU#yf7!yqz?5L?YUYfRmC=+nyOcuILwg|Y=wNH?YKC+LCL@%RnZ1RpB~qAQkms^=
z|D4b8WB54`Tv7g^JO~U1gZ}#ACxLLqFd`yiB0?B3G4YivFcLB<axzj<vYS`0QBu*<
zGBVK9($OJrbKOHS-)EttV-;e%&&|Wn&(C;IL_(NXoQsd2_wpm)D_5?Nk&@jYC%?hV
zM8^cg9{hj#!{a~*80aJTDgl@o1VMla5Mcag5F-c#CIm|RuL1*U2mzFkh!}Q-gcNw7
z1`dLN2?!ui0zyJ46u9dL+y_Asgjbn(q=>Gm851)*QSk=8%z?2;e`uvvAKbpp_uM(?
z3dwbv8#ih1+`Y%j#?CJwC?qT*DkCc=ukhfZqK2l{6YZxux+bP(<`$M#)-JAY?jD|A
z-oYWEVc`)kA`@OECMBn&zD~={dz)YIt`MLft*Wl6t@~Kt(ANIB<IC61uI}$YhK5H*
z$Hph-fBsrnTv}dPUEA5+`?G&=cyxSnSuZe%;O}bvt7iYLUI?IG5Ga%YN_<%_FvR1s
z;s_`q6A#f<DK%nar)$i-fiNoRmpLC=udwi`Z&N>a9wfPbn}7b!&Slm9s@eZt#e)7n
z)$Cst`**!2Kx719pz{b2AT($?QwZ0k&y5F3?=a&*&W0(wW#@8El6Ql<8g*J4kq)D2
z%Q6-@WAxjcy1Q#B;l!EGTQ*1LYTsu(4pq%r{P8KR<-qzSXF}3@NuSrx<P<BOOg%aA
z4k&&7x+T=xpX%6wsa9oLj<!5mZ*yTALmxoP6?nH-F6?D?DbYy2^6dS9wXfT;6kg{%
z$C|YhZ>!|X4z?>dCBl{55BseB-n#Q22ynWH61pCLf8%VPzSU%z-pCfdWo#KRp|ZlN
zr)QIj2MwC*pvUdWwfUd*_NgXJ-x!psRLp2^u1@Rvv2}OCw&M5OpDrKih8N3c%iMR_
z*B#O?2=w>IW>rT`vL0z<B-_R9`kf?C?9U#dx6)z{EncfsQPUQ1h2lYC7PE!+HyK2I
z%J86i%`%~OMW^P%2l-6nO4_rJIJRP|qGy!;<cuc{e@lI?!kh0ddzvKA5woiPg?{09
zwfm9DKzsW%Q`YhKyg1d_N5y&<TMO^26~ec^>(Yn`r+LuKwjRDLeySyT?xO8-vHLDq
z*EP=M-TA(Oqm{i^rTp-;;LL4LJm|o>45c=Ayi)ZV4+`E4a8F!d<$N5a6#AXArJlVu
z_ipX<hnqzcZo7J7_YRBkpb6toF)s%_N@Y!B@~=B;dpz?v`(PIEvxL@nl0`RNJB+H)
zE=gW!oN?!gfHq&1NX(lWJg7;|B)|%NI1wq4@LTeUciR)<7aP9o@_3MYT|&uP{P9SP
zLAWX&1b%irVXJp>a#nhz?X@_Xc*OAQ_e4@h9v<Z5e1TpVE$!I*5~njXHF697Qn`fC
z8X(N9%1Ab>vQ}@ygIvN49RqNYLx!`Mmd#Lyg5P*hjMnHzfMcB%9(2EDB%s0jO?&yW
z+G+~=qbVL_bC%X`Vd7R?f2UgS!Y3|iyjkl254u}kEruMYIVKQ6XBYRO{aZFHmJWYW
zGk-h%qH-YZFVUh%rximrF1=Xr@Yd;@&ohbgcVtiH@-{AZg%r*>RIKl%HwDa`xW6YY
z%Ib4F?TtAMxP}Lflxg3hf0-f~vEup$ZZOsPK^*<N^36PYUN7DF)w!?otpJ*L%lb;9
zQIqzs-8T(W)<+8KVg;Z>NeCgiGsWRS6-0N_#$&~g3T!@+U)>~w$$)l~=13S7=kc&(
zIMV1<IS44Ve(L$<X5F1OyNk7Qhl?85Wbc}$xnqt3-ggq!!tAOU9ttlqxi+mXe)(-}
zUR2Lk=(l^^7n9ujcH|Oy7*M5$2ld~;gSKAkXwNX#)@N?gEV{=z)CKIk6SeJ-N6GZq
zT|8L7r=IScw33o_J(=<4HD{Olls{$aTQaAUKWusqwSS!b{E&D;Iwl#;{7s8X+t1c;
z)nDa&zs3&_gu6DdHTd;@e=1#PEXVYe!~2KH@Qv#81g)c-as6HUWdn&A$`7{(N8B#b
zD+R}O50;PEA0^Jx+ugjf>E)k8@HR>7YJ-G1<&497({Nw6K_VAT-4L;L`QbtK5W_nf
z^$nh;$84RNhoTi~c+gR?Rr>E)QS|AsV&D29X>&oQ$JgB_@@HQR{*?2luT59A9lSYO
zf8y8M$X=9k7{G!D%?dcpEQ>|i4s{0v;6V(z^}h$T-6b`q<9{p~Z1ZZW4Xx{@(}ljc
z=-<&-IlFq+GJkF}?z-1JX!BJZ^Txa}a{2WAtuve9GajeqryUpHBh_QtxW44wk!Rm4
z#b}!;aK?y4Fp%$5irUK`>wX+Z`rSP)ZCQNfJ1A86=Ok`#q%pHgr(q;DEi|^jk^OA2
zF6Yn56E_w&SDP#R`@FK9co6!~=^{Y%LHnmH7hoLK%>vzoR{U1;#(c$0CDVVmuDr=o
zPV(p=z~?NjOL6Jo!<`{KsKxHh%yA1BI#au8+{fx->-d|32e0q!>|zVjd)RL4@W-a#
zRy$pQuH9XmD^H6&-5=DxaTBrYnJqvk$xuWcy!n&p*LA2j8Cz49{LqEA<xtb!@ZIr6
zjeXBK?Z&I4JBI6BCkt`7Az_Z`G;tZVO761iM<E{`MFq5cv_H6wh%?SY(~fWVR{6a&
z4`}(a_-DWL=^OKfV}G+VzON24TEAv(#JnEv3T>Y-g!l*Lzpas{$V;daeNcYce`zo6
zoA-?;9K0k0ejXQ}p1sg5uKduqD%;G(UXW9u`|SU)_uf%WtnL1H><TD~pmY$BDk8lX
zLAvzbl@0+y?+_6M>C&Z3@14*gAV}{m(xrypdkVkNz4v+cbDr})zq8gkf4uKn?^?;q
zOfs3dGjrWnx%2tXjowM)z|0q$_vS;L&`0^AFp4EeWWJZ_I53kGOq!+0-3NVq&P&T~
z4uKr75O_i7yo0d)o;J8hhF#T&EiY*-eq1*F#QPZI)Z7>WoAX(w$EZut>EIb6b3=qM
zU=@GX8$M8*q9xHVx_mymjHP<3BS)b7zD7J$p`w`VgZrkig8cG`zj2I8SdktC729vI
zHNtbTL+20eI`%KHY}j<~&UJix<EcqhL)vND)0e!1lo#XJZwbgeHm<t#_tlD9o$)dG
zL`zv-EY|ZXO0>ul?doo(Z(3L!@>h0-^`Zl@k%@_OcS<a@p-p<DXR52jLTk;C6D!-V
z+fE4wm!Rnkm}un=6d9U!+D~}?v1ice(|Ak)PjNF>VZOl);yJqN!(uYb)byEG0c6xz
z8k))$3%|!)o%uM$ay;T^NJJ%=S2JzfBjjx8<o1piu_t9_5Ztv?LfF)qh8<gx-7nrR
zSKRD(#6L)2HBGfWv3?0M;5ns)1>RV3+kSL*qIILl3OacTI9uzQ+4De=SpfvM%;d}z
zfs$AhL_pyZ<c6A8N-rjRS!s7P69#y`qT10@==V#IkMo7bnUN`!p&zqy2@+=JFH##D
z3L@x%o{+%Ps21d()(hFB&D!=Jom@C~!lWqZBTO(I*hiNj(p07s=q)r(Qc5?&JM6X_
z<`~PipKr)E2T@u;^&aOfiOwrEU0i}vna3>72vQem)hf}a1ykW)lZbf7Ls~w!V!br+
z?)y}qo4Xk?19NCa%PB_>-{X+ibbeG#Hf*r@^4Um1agPVow|L4BQYgz{{wm3OE%|#z
zEQ3-V5Rh^eyO%j9?$<#@3LueduV@Eg0vhK$fd9>?uM9X54iAxu^5`lQmtRJQ=^e7x
z6Fb5akW-hS0K);O0O2`H(nH@vGcWyeNvC_A=N~=hgBlr622XllU4pFQ%JQY-wG)|~
zAa#8+nOR;N4+Ml<xZ;_XZJ=-+o%sec(<9@EFCWtnH&{^4?o7?{=f^%7N;C~jBRdxS
z^Cq9LZL+!ZXtILw>VPz``URG#@iX@D67({EK_PnAbHYkbEccPtXw|C#7dPy&C!Qt{
z+)Rxc^!=Iws7{$I5cD!9v=a~st((sCrd8O*VSR>^73Aq!-s-_Uwd@MW&tfj_Fq>(H
zV#|JO<L+cgSXAxoC1^60r6%d@DP|hVZjgw0vRKPwTc^}qM0UW{ay%=59H`R$96zt!
z{4i;ohaFl48@;W<OfIj=a@$~|on38mB%M>Wp1D7+mqyyqWGMuh=<^BXYrV6x!y`7n
znmF3#<T`z7QzG<gH+@u`XDr{$#W6_@+KrjV!XT~oX{~_ODfJdR?dj<Wd2O#o8etP1
zMW1QJls6w>FKSSL?QIls^SBCd)dE(C*~K;~KIegM^%YOgPt_@(@{HIxpF^8EkI5&B
z@Ok4g^P{41VwWHx9P8yONZ}=@0mF{jD7SE^5Z(oP8U8XjG5CDc5ehrCMr(C**;Zn2
z=#5%cS#XVTpe0KCo$|TE8mEnepk6cwj<P?!u>J={HDlW&cjF@5Y?&`Xgz;BRp?NK|
zd)#Rrgrh$2t!U;MuKv0#{daBQ(hK^S3b2T`@@yNK%REi@*vYpgztDTl*zw^<BM=Fa
zsS{zUR|v`zp6d9OTK(<a<a-Hdrz4u`XWUA2HbC04dV%xvsLp_US{*A4=N(Pk$J}s!
zQ*ThSgx(~rpG<6%XsCkAevNjU)y*d-6LCXrYbW}QW|4_Dj*nO2mm9_iV=k^Y&A#t2
zh~6qZbpSfp1od3J%g8I<mWD!4ht<Z{)`HwLv5nIray2yBeO{y)iPL9MNo3<vd#5@C
zRWRv<v);A{n{DoT@3bw%z0kd`>CLsfQp0Sl#I~hC&KG}TMP{rPO6$d`>l*nU5%d0{
zoOEGCA@-q>magAO**=d2{8d4&W|6;Oll-!1d~+I;ccjEhQ^N8&WsY9FJJvJ5?%^3T
ztrMy~I8p&83qpYlwUlFdyiKV2n6GG1?Ure5=|fH4Q?TMN-0gLDA`Y0god@dzWQYyA
zpR5I!=Pkzwr1y3;fR3PN0ZpX`E++GlYm$#UB(MZpiI#mP+RD~%*lOj}d?TA<QO`t$
zQ`KW#DNF_HhJuB-atCv|1f6KZJid=%os&*Dq4nbk_wZv%C5AI_l*WOt^Lg}HJenmS
zb2Soi!<4lSD;x^ndxrJdRAm{QMJFY#V)u}T1^1a1PN~3vOS)&Zi$gz~)&RM%=z!7=
zj(l_`sATIU<Sp|~W5L2BAQREAn|(x}mHHBtgS)n!mms~vf}wscQ33Dyy=M>4E<wi|
zvd`1&B9I@OA&WDdyEEe+#oY&96l%EgUrw`F;Fx6JMh%$}!Zc4iAVUuBuC!39tBb}g
zrD2<_^wQ>hj<IlLv2*LZ9{GXh3vY?s<}}x->_%2P)k{#R#zr8OyO(EhFSr}-FW+Es
z2`ZuUt^MxF80bw#wJNv5ZA$}Yol_t234*VrnVwLN4_g+SnwK(|_RZhXQQ)4b51SjG
zJ}5Y$tmSTS!oo4DSSnu@%Hc@b1EZcOwuY7c5m^5gr!02Xu_sGsbZg4IIr^$MY-$po
zoCJ;-8AeB(u%wTc@^seuLXuFm1v%R$OochJP;iC9x-JhJHk4^gb@h>4DG7>;O0?fV
zma#X1*l@q{841>t;_+^=g@O|raxiw{X6RzF&Bnr!!V^1ernHA(TU4N62umTT57IiD
zDC}x><j~-K6XDbXyGw;(t;v3?zy3VRJ9bkS8?oFqszv)uc2z50jmj`g+9$m0^~$L1
zB;`fqB!O^jjjsyzIZL=}(ze$LPyaX~e$g6X+f~T_;pEVJ5KZ*D9Vlb#33yu%o~i`C
zPC%k!*M^gkUYTaDMJ7J6Yb7BlqP5&Diyz1njxCqrl>PB(dMwUBwKdFcnyyHZ$M#8X
z**t|<Kv4%!_Bp=4cTHQm0%5!3yW3xLSSmkkN1r(Cs;Qnz=A-C?n&L7_NOB$S%wNCI
zl7%>#WVPf)AmuTuD0rGG3zPa9_%^2;F4a<8;l|^WxFL_{m!LhO-DBaxH2D7A?*q%y
zQ)xgQ6zJJnmomQtoqwGv`tdDuyg;T>U3#99l~<jJ8Q@Y}Ooic-@Gzjp-PE{V2~AtV
z@a5yd8?f|BZAV3PaVK1`D$?##BlG21P0eG`m6&+}%!(cUQsRf6wAMQ4TnAICxKJ<(
z0X?n3^HGp<y;<_QzE8wrSFIPi3q8J2gF11gIxAg*Y#&GTQD%hd`t*K+&Y7u1loIie
zJb|XpPOoBj#5!}N&&Hq9(=UcR3aPZf`gc+3YmV{Wiv$cCHCwJz*13EMf?)@tzLSe7
zClO2M@t8U3MV1_vm~XmC`!i4|3f_jXwlc2<I=oj6W(sN2h?yS*R*d%YO1N*GM?=rX
z`6utEyXr;DkETjFE3Jv*RDyHc@Ip|rkdt^cnC6Zf=DbD|mfgp6I&bTgRpM-Y#Ji{k
z?BOGH63z6k-d0)(h4j-_wFbiA#g<I8N8Bm<dB~R3m8BY$i;0=|JG_I~!Ap=~y&8Lr
zzCsE!5(y-ho~845BVkU7vThAQBGzli+PzZ{qXjIL?s{&K&LAsYxX<vM0t#V)dd4g-
zSW52`8{X+1b{da~%aInKL$SQiNldXvNYuTzJu0R|%<H&vVz<Etibur@&&|x8#v)jT
zkc|?Srz+@J<ij6=v%r-GgS9H?a8NbsCUO;k2V&A9<=SBL!Jm>Orli<Q4UG$NV6AfF
zgnAk!QHfazDP`!*wJuM$QDF{S(1k_e6U17#V{!<wiwHAD@%WY~{+W4R_LWC-S1`yy
zUd#b}N$=6z)heZw*(A&kOTCwR(PnM{)zT%Xv(U##rI$?0<RSLHk02@p$oEt<p|EJw
zk;<+c!)B~tWw-5ANdY`Tr;MkYrEpjwYlK-Y1db_5lRGrs3ja_dZwBU?cM$!lkzr9a
zx^#XCg0f)+L^AV>P}>UVjsS*(VPB*8@Yo2t=}XWIM!`|Ba?NF=jdilzrKsNt?WKll
zx;2C^*B`YqCz^s)+PT13*IG-PVnr7)3TCbY;p&0yD8PQ+q5F5Il4!8I$a7b8Ar|^T
zc6BS_%&lftqoC&YE=`7L7o00>LmDztqw-`&o+HB+OFtz7gp$oAiUPA&fGLdaOk-Bh
z)%FXnP_D`v%%dYNK^nRe7|itJosMF}UM}OB>CrW|eKdUUQGUEv=Ya=w?<sPR9DgK}
z{q=$GF;H!qd5EUxX6cE(2Xe@F5eF=(11km(lddO<0^RMZ=#yaQN4!9)qR^MNb=bKw
zl3;Tvgc8|+dX<Qh8dzxhaC}c?OPKuNu!H3hy61(z#-g2d%o%$^pL)>=^sk7`TIx%X
zxfJd>j$fnIR|#zOcC5(mm!anQLE;ip>>~2@B}g7c=T?I^otvs?l&17@TX#Y?ySmbN
zkdT9!N2@nJj<Pe{x3+k+%A+{lAGYO;)Eb7onTI%Cv%@~MW1(3@nr>WzT2I~BtiKOc
zG1Nz`vyNK7WH=hQDR9qIGXdshMfw;OcIxI7{H@SUfGOL!N1sOaK(rgp?eG+{cnKn~
zLp6^lKI28Fxm<!8>u3*-^5iy{1ob3s>7p({y`nMOXhi`{tI7<X=2cjCwa3KnfJUsA
z-NX)OWJKS@aY=gf?KDi<0n5GKws^?lyne_0oJPbE`FMAgvkaogRYMciP%ElCmuzZb
zsJ>Du(8RoSirUO+s)KCh_)J5a5Eoh`xuwz7)ok3NN0Ncq3xgjewQKeY#9D4tjS!Yz
z;EDi7A}|nO;c*G-${Mo>>;p>Y<2+V#*(?+a9MF_hj!@9i-{L~0H5?+O!E8I5K@~n}
zo%Qv&@};vQ{^bv~c;wM2w{4@v!rQ8KlQ2SAU~tXw*qUX27QL&>Ty1U_J3K_IR!D;z
z4{gwO=x)@qW$w`>AI({OmgYtj>0)9Dbes)L9}vx*T#WTgcSSBiz-XOSW}H^-{8le1
z^WC9KkZ-VeZ#j9<0e;<6OK~9WDR_7{N+Zd&ROqOm2vUVP1*(t1O%-_)Co~l=3cjH5
z@kCa481|N#-F&!Rj-Jw}Pu&?+wZeE@-xF~<tXs})t{}qW9O#A;EFhu}(`06I;I)Z{
zVui6p+(nGQ0Oi<)aDnwi2zSHwESf|8l+<OmW=4q<6KfY+px@wMOk$ak;t6#_mBv0k
zD~Qp$V|JLc4ouUNse$?uxpZJ~f(<;*t{EL3-QCIVw;yR|pUIl{nM^}9M)XoGsolVe
zGN5np+q%jgs4Y{?UxJ#!sbWE_vs6gz?%a{cxSn=}kAyYDe2^O(YV!KSbNq>1iBo9E
z>LrLjS9jy~>97QFzC2Y(p4KLMWhT`HP#yEymB|BH{j!a(bnR)L2@{@8T#`jRCV88r
zQ*Fpc0Fk9&Vd6!#>soq#RN$)+R+YB4zAAv3oxM^LB#x_gySwS;nROeA3@9dKrdNCB
zOgsUDVD`-=&_^eU4mc_I3c~j<K`n4{hiz3|_~|@S9}CCU#|xse9jE7LDuM{`8Gtyn
zuC;W|3tdy_Jlxcv!#@>mI`=x%l84UYz`YRRF-t#GDS0nJ6{VPY$RWC*L3Ees;SN;J
zX$HId%M}&m80_yV!B2hDRCF0iK3v3`*2(xH&-)pY;7$|PoQ-Ls{aT+UZ&(MJQ|6%P
zvdVoT(d+WA;fG^>u2Qk9V_GQ#W7}k;JP0z;Nx<6_s@NG&1GbwA)Z){5r7#PazXj${
zktv~4hpk#>U<bZO35=3j|1cCp?*i4X?t&)D8+>3pds=8ca0#;5pHP^Lx5a-6tD8%k
zE!-chsLg}f0wK8uUFg_h;SN+}OXFD<KL%8koHD|fEo`}uP&!$MuHNGcb`O|<fUk7E
z0h`5>&`Yk!^a%v^mwWms7&5Je^&Hmqu_D13q>{P98*^I5t<Oc>$Hh5OJ^e|v5~7X8
zd{n1k9Wm@qsV?u%+D%KQB8)kez;MAqqV2a`zo_?$(ALMhcu`ZL=n6>u`k0mv`}`py
zc1rXF8Z7!F{yg}o)_mTw>Wg+T*vkq&kpWXh5zwX4)?kh?%<W<7&r74Gm$5wgD-BGt
z;Y`cj8g@@Hvr-ie-A&k)mt3$|%O7jGt6EX}3t<HxKMr0Pp60KLHWu9QP8g{**eP)-
z)Jb`K5;MQ8zCVb9pEjS4PLvm8p@&$X4ITQ)x>I!8ELP%Nv&JjZth}re(r^jNQSpU;
zd@x6&!~#Esel8+RnUhr5o=uuhhAJU7Td<d)zO8xQQK50ks71Yo394Qc%E;{!RCs}n
zy>+rYcr}Az&Y*w27y3~|n0H$gikZ@?s2)9OEIqKBuGuR*ogPYac(iEYQ?h%wUtRPm
zt#2+Vu3%*zGCAsYRE(?UbdXgBSZw?S;<agJCjV;ESS94~eoxwxn!e4eVqC#HCBBQS
z(s`EgLujm0H)dtE1~NPJ9g_b+QZv^2H0~0_b7Y<A=qfcYGPSf)2j>n}(-%*B`ewr|
z2`dd0LsqA!ddMGX+$vFba?W{di!~nGhR$j@Db6FKn156O1?xQ4hb2YI-F2cP-Zz2_
zf<iTKo2lI!tt(=lrFa_a-?*{Mv4thtH4t)=!1H<t{B5G{8Q#5kj)5|laq~LQW5>;i
zjAti@dc95(NO-rWvF=6R$Lwr#4-8K2P{lPzMMrQYApdACX!_on0+{j%T(?B;<3QlA
z;Q+Yg8-Jc#1G9|TJ>MO3itlw#mE(6mbxA~1HO}j2wVlTP7_f}X5N#-oD@OGU`W5uq
zR><LS4~@lMC5<7CQe<eiIsvbhKpPm=4F-ZlQ!L>-2=>J!pOY{x@5f%vt!|hLu(E~f
z-h@=SZL_EV-OQ%$DewI(sNjV9s7=J~L;-~~akVlqpUxb*RGlG(plATKN$>2Db<QGC
zJ~U}b(2E+3%5R)rJ|C%?KzNgF<X1vDccAsKmi0;(_D#niDin;Yw^_6qrU`b-mIo}N
z(~58YWxk%8+_bTG64uq|5WRt^+B;7Z1cHDz&&jAqD3EXl9(Qs3;@(YigYRu)Zew98
z6@)4M4~w>DA{hp2&fi-LK`p%xp<a%qV`}L&N}N8rA80h{X0`iiX5Sr{6z4sEc*b&V
zApc1tkb<F@Km3@gTNjYXw(FSQ3>;+}?K)>srI17q!VQ~<EK{Aav|oJ$hL=naVpv?J
z4ZW7|@ATV}=}+2O!t0x)VXh{cm{}cIvuv}}d7(66w?ZmjHU6si8j!(F6{=Y6VtS5P
zy(Fg#Y9<#9N)LVM3v*)DDbEf0M$xBSyS8^$BD?6rchN+;n-Y`2uvXzE$hv+V2Dz&v
zTd|~DZDDk7LEe(q?NKzHMto+)>k~D#x(y`e5mbewzWu%FFd<<pFyVj<XB%w;{L3ZC
z#r48GI{-*4PcxxAHAgwt&1}$fw-MS1w^=K?ZuC2%t~qPZ@txfi6QzZNC8|Dz;5Vc6
zStWdfb(88E_{XL5`5iP&s3w1<JqdxDF6^RUOHW&_jdt?cP0X<@O%*=qr-e4oGPU7a
z^zbX^t=Q!q15UCn;&@Ce@|O!p?Y|h-!>Ehos$bw5_<P^gm+TpqbPyikixeMs;!@E`
zjQ<Ip9Yf`1MAKy!NFa4>loB?j+jMa(r{smd*~M1Orx0q^y5}6zdl8o89KzTl*Ai;b
zF)9WGnlf7|nv$|abFW^Zwsq4cneIjm0$w>dn1!EMedasah!l23o@8E<=tD-yE7O)K
z%tkn4wN$qx(MK4s9)b7+x=GDRsGB6wjr$fB-LiEfK(}d?Bw{pOn_kK($W6EeeOHmR
z$q1bsof`Pu(ZJl&B*$2)`9M?Xv`%22;dFg>kwroD6!Dlj4?dR>Ty=|eagb=<`a$7(
zJO{JwB}nHnRl;}sC`l(?w9ibh6J|9|3Nkb->Gt+(kq?iCoKQTIPntJsSf~osP(9I~
zQnUMrI32QbmOLye7hP9xD>Gz!)vDQT8oMp$&Em!dUa^}*8|wQoW|TQPB$c<R7Nx5k
z#G38-=ODcxsLf~{+$<W|iiMwHymqKIA=ge_#)3lLI-+vU)mK1PTz&~ki$DV=fL0(>
z(ebg%{S2>S@$l)qocymzuU|~jzYr_`h9Hsy2qFOFviL=GIk5s{jEl`%$Nv^f#Q6d^
z)IYOC?Ek`({NCtyd-SL|f0IUkXNi8l^H*#C&Jz9Ct@_`iia7sd)Bc%Q<NS>hvHhZo
z*nfjke<x#pf90>X{*S1l--r2YPyaWn=)XP_|DG@6<LCbm!j0nv_um0GUUs(s0NnWa
zU;GU(;^gN4jSl@=yom3QZT<k<UQh!&r)CGfNX^U3{-5AB_J6^$IR67H`wK!;{zVcg
zzjgdY1^sbBRLz_qE{-N<PQWIT?#|L`&HxewEK93#Q~xH>fF(ZaUyKq!eEn`N@Szkt
z^`DR!2lbyw9h<Tv#6-=^S&vQml@y!0nY%OFZ*EEaj~9tQUStiZfxRf0nOeR5P3-+L
zXkLyN)ZARZP(2C2IDnP`AmN`!c7(Xt|J8KqUn^{C06O{B&dL7QPcZRdlTiBy_XO-%
z{jISRu!$N#G?_U6@iPGe@1Jby?=0P)R1|P&oz4E_qW;97*kADQ|N7cr7?gYRik1R|
zjQ4&M?hy3Lk{w75P0xE<wcXXas_gJBQ&;->%g=~|t0z6N8pN1Wim0|(B2&r0_V}}k
zpJYLt5y`xC76*1sRwc-gyW~d6Euu>gZVm7u#pQNdWba8iX(N_~5n4mx($SUqek*P6
zbZ;gx33{!ulNYDQh5KuV?$>vRSzhOy9zL3DOwdn8JK%Ubia_F($F_&#t<Fza$<uPW
zhGTy!YPO`^_7Q5^gX0b*IuyQjrI4Y%cK^*YC-FtLI1L<gH@``asN=|IftCAfrHf1O
zr0JaEUijM+r2COCPu5xf62m6~0gC}fyfP`HdgG4w2Z<!Ln{Pg5u^xnms%QHTtM~Qb
zJz9!{kt6Rn-~ACFYg!hLFJwm8_Mz^BLqCTCz5hYq%ag1<t*<W}LOFvZKk%`sg?{Oh
zrs7h(Vn3(Qlk%=}uhrH|mL*N3So>TeSn_$)zHO^+f(%JpRp|S$W4b6s_*|d7p3PTh
z$wTFWtIr3aED@$x=7T5u>j~@gz>Es}$~YP}-*TJTT=qc<xR3exE;T8KYBMB%c6gxG
zU#^B~`7*ksCmi~R$`8csa6IQe6tEET6Ir^0&ykA9|FK(5ib*leab5YU=VwPNVF~MH
zdENf1+^mOd6^gY=f+QmZT@U;SbK=qR`lpnwn@EDjqX3;6+B2o>yx?)$$}=`gtc`)3
zN?&PWJ?jl=Kd4b}&S=G+O5eiII7PgwXRteZKUUO9DP382i8P<gQC3CYapr$IgN(uB
zm;QC=0qR`x8`QV>i8P49$qt_G(K*LC%6;u+0_LhVm64~Gu1X~|m+ob=p7pA-fxeI1
z9yNXh+(<pZ*te#IcJfi-adiFc;;OF*uOClk#MJOxIV=gI70E!8aI)gWT|<YYo4du|
z{p3pP<>Ci^A{x%5M#sO7edK(i&ET=H|Eeqau{(OXO)yNbiQz}D@Iukt8l693`r`&=
zZ4!y%UgqSo$w;n+7g>yVj&zmWza9gcp6&;J#AdneM(v)bG1X_~nu}gA*0R|9zS2eU
z3mF9}1rgaTEY=h_m<@ZCJNtMVW)y1HRKx52=w_?(vbex{ib<kaj(fljIONAnM0pvR
z!x1N9CgLv^GP=k)TI#Ds3SL`?akM?YO;R!Rn#XjTPK)F_U(-m@+Y$Vj0QO{MvD7_r
zxd<rU!%jNRl>0$=BvN1Uq64o-p=P5lj<p&}zm7Qxqm#{ae^4a&YPXuXZ`sDiFqIfe
zSek5{*GoRwG`@qdJpI0LPjORF{kY)!ob;olBh_}^rJSINA)?kN-@&?CYg|;EqrGnn
z3(JJJ$UwVG&snbHOly!tMx@x1cOHd|T}WNa7UiiK9^$U?#r^oAO%qXWeTLN%cq-~z
z<W8=JM;<UHeU<NC5QFt6N43Iw73cbt<I5|y)t?0a%QS)W?}+U05cI$9i+QOzfBR`R
zsegFoKUq@1iT?J+T%6Rv<5v>#dzGD!8hHHS+Lhlr14yVHu%$A9uL6%>TPbt%Py>%Y
zxA@=m@PFXMzn%L3*u!)FlZXF1LHut#JQv^Z!0-<b57U<a<>8wF5C7AFsD+T<`&x<L
zStPaO`<(I+%0x<l@Vx$`P~A1E8s0qrxq*c#%I1nHz9Cy3XB&hvIWU0jaYW_x@R>?7
zyx~6d*h`KvKW5|=^CvMmzQT6nkzLG%_!wqx?-=%QG|*Qm#7erTQM031Wxjds)OY8!
zohU1K;TWmHs;CsW`+QCxhud4QAU7j%i~+8XKQPdKZpP0aGQzA(VBI^6<mJQ0KAMnQ
zDXy(EyDvsvWp8*>;oHrpJ_Nj{p*D%F9eA2S2+SO0ykYokv?%pcP4sX^>Xo*iZVrbg
za5tCAheaZ{ZMxpnm^`J085pzPSBiz*e7|o|5_2zpWzdLm`)qaz-ZRhros%PX#jBCg
zD;S5(Z)b+c^X`{*v$iy|WZTgTpIi=B7?*&|m&77E7J_c{*V+t=In(bwf!qP?&ScGX
zR0<3epL*+l0P*;9(4D~INrZKjA#QY*;!%@NVWH<&g=3d$VoRg`O_Z##%=pp-pSEs0
z&(~1kM!<(xMm#lT8Suyxidy(Rg6?xEpO(xw%+Yig%WaUDnU>L5lEk4Kf3$9s?Oc7!
z-v8`2%{8xE#t*K)V6P@~V<D@bwB(;UX2^MB^@YAlHS{@|lqzku@>=b3{p?P^y*|V<
zDtMo)J$7<$RSAkGe*8iQPqC_``JQv0)Yiacqi;v1LqERajrFZyh9-Pfw-STHj>L-f
z+8%+@2UR*cQ+TuSORaadGm|y%MrGV$S=D({_=U(lF-0ZErEQ>H#!$rZx`Q{3n77S@
zTQ3Ye!Rph1ZKtaZi1e=~N_X!^^3oi*x!0LYKF~@G2ZJ91cO7`%wZ>zE@vCfKCKHv$
z^~Kgn=kqzz;Hr?aF<PxpzxlcSy~+pmIlcKp)y=P5>1Ac7WCA(T#~5GaqoXDid!U~<
zZWk1g5q~rA$vz$akftslZj$c})ykB??zD-zxZ_(-svEGD&@#!a3oN~0?*oN9j|WAU
z8ht3-misompO1WKu<U<$A8AB+YHy&wNYYFtETZ@bMlAZSooW9?N&LNI*_(V^X81Q4
zhH;9ILiDf5hsCxgR1b)>HPG^J`d2#rbkeky>Xvz|e2YS;`RU8YTB+?Dx1OBXGf_<7
zJpM3j=P#oo-*9K&6<;|J)~NTA<ReF_tKWt89YRMfoVq1}9p%nz98)dolV8&>_}uBQ
z2DwUoh0qMWlKrN=NGX-M2g;IcJ>I<XMO)bFy!Ec>ofZZiw{|KDeSDrJwwUK+lQ%{u
z<IeoYS3{7`#$lB*Q_3%$YElcGDqqSJio}~NjZB0EWE0x>zfTLoi$8dF(}b9Zd|zty
zfQ3*g&cm@&spG-<)zo$yI$4PJ_IS};X6@*uGF?@7|Ij^sTK2thB!5ZEtPOflWO8}$
zYWbB&^~D{NTkT#u)t9NWgV<TfmmK#Qf(bs&K%o-vh#iNo8r+@H1;Z&~zAtGl5J~mh
zU$jc(tY4^x>OZ|Bc}puwI_nef**ycg6{`rE9ERp};v&aTHC6t#YX=UzR+7(NH+PiC
z3=>1jH1&T}5FV*~eor|a(~XP#JV@9BQyn5PCSG*Rd;RF4_dPnhLQXZY)t{bLbv6B}
zguLkGCg<|#s6eG}+b-!c!vrS`5kch-Oltcg5ehW}8`GbeoO1~xuJQ1`6OeBu3CPYf
zZ+~-DIlA{t1z{`;p=!{s`hmv?O+0t6F&FZU_^OO#@LP$89BHh~S8DJRfCS~4YB?cY
zRt7<{K%B8@LiahS&6v=OEktFDZ9t>fgE;Wb1udd)W#ywyRKBHpd*t0Pi*vD^6S0>m
zQf4oCIPBt#n@mZmdxXwf(pyCD$A-NRDgs|+#BKe&$f3fhtn8wym{qXmUxW4vF&5tK
zVIo&y)W{j_q~jqyd_?z!jp#kzbP3~!gO2ofm_;r6@6<i0a<#5n8vz;3r|yx>_Z3X1
zic(eHeba8fvuTADO&eoC{MX_4UsM*q^ez9UN|*nK&WH8&FR9XhuR{M_4gF2+!^O}4
zJJS7Ag!+#W13hX$BmxB2zgOtL-}$Rn{d<M}uPyrDtIoN84;1_^@BX2+q2~IdMAV`N
ze#M_<-ak}HzrXTVJO4-3`R~L0wWt4Eb^fns;on#0|84CV$KOkHK49&af&5vTbN+Xf
zKY*t059JRhAT#^V+B4t`{+Vd~?F|0P#Qy1b|6An`AID$H9}Zyge^2?NrtsDYOwILs
z_~kDd5IZ|JFZbUI;QyopngPv#K$i<3T}gK<a}Y>D0mKYQgKmRv08)+{z|t?JkleLv
zzh8f=hE(qVvHWXA<pBr~-TYdAGOj}Kk7eLJ;N5_)AW(V4|I0K+S4gjr{{I@I-`c7F
z&ufg%vB8XAum01Mc`hx-a3lJhhi8z}FK&uYWur4A!b!5^?zCez|AQ=-SE_xTSH!yM
z8;BbzAUPEj=CWq7F)wOr$R1N3yg<TduX}Rak~M%;R;(U5tnY<}4L@A1J+j!4t~o3!
z(8^WZP%@mK2&B+=;j@HUP(T)hHDA^*@@)Zv1fNjRpXBhR>Z-SU)hPt|bxo-Ym!NPy
z+6SdSx1*qhL}Qjy<QI)u`3KuW3oEqnug9Xukp@B0yH>6i_WlD7Xf=xYT&0l|;zf4c
z#5<C1P{f)e#=1!<@RbKF$3M5e$~BS2;02b~iq7E@<oy|bwry)w|Fmgr)8a)1?2A1u
z=^HC`REj^jQ_A>SU*7(gNr@+9a*>~<bA*|+aDszD8pIkDppveY!+OUQfOYN8U{!&8
zDkS$&62U*&8o0X0mxc0(vVJSHrX-(8|6$8bvU`WYo^2)eXk!NPHc@|~qIa!_XWaXT
zfQm(u?#q(-s<P>R`$3Yn4#X2;-y43pRJXzSOmPMra~8t7CV0UAzLfM$*QcgoQ?pf!
zb`M;OJ~-YwA4IANa&&wr<a{TW&)0p_@6^T;Y<RSC0NuM2#^PcTJ$EJ|Z+vKIY1w8)
z*O^kdi>e0sau0SdG(5gdp!X@<*Okv9!ffdrQA^}iC3X0m^{HY5dn>i6BTm^V@_hW!
z$Sy6}qK}9N=VyzmHt4*ZCzj}8t9nQiKTjh7Np;6%Yl`Bft-71eku@m3jbid+xaQgc
zaucjYU*V4BZk*_Q<Zc@Dsq0=Afv`uZBlNbCmz#s|(zKW<iBUz|6TMk&M||N61XJF+
zo357-ue~|z*^PMiE@^Sj)=mA<SZn5E+FU1%uzdVQskK8nmSLK`r#Wzl15Z4|q#ccr
zUgaaa+8srH2DoA)&JqlYzac=;+var>$K-jS<KbxJ=zei@qxwYOcCH~2(I_WlMzDFS
zB%$(^|EH&7IB%jxFr7tYmxcz(GbOPbmX`HISh&Xtn7GD-Y}t<Bg;z9I!HX>bO`GfP
z$U4lH<}N+xM1!7}r1~b>O<$cYt|5$PJrO3V7QQ#%#$+++Qo<fAavLUb$cyT%0cP1%
z29G|oVdd)8sII69zpa&#v9vFeJ9DUJURENclk?<91Xohve3-~C<~VrUE}X<`pfgRi
zGQPbJ@=#lv0$tfOV8`&rxJFq&vZb3Lm-?sE8uLWt!ixp-u^<wX`%JBuAU~=#QIYW^
z=%W0nuR`ot5ae+$72OU6$8__F&nDfhK6mF7-hoFuvTw%CV$(=ewfYhF%((~b-18Xz
zGn{^*--|Mr@PW7!!F4k68-|1+*`Llk);8nvY%jE1=p7F{z)cZO;np4C^(8wEGm~QW
z^X&dt19=T!K2mTfG6igaMwn7xn2>yaOhtVx5;HAtUuVKqSJb4WS2-dc5@<q;S7gc2
z?uqi{4ww@VYk!{HSNAiaOlhGC!L4tGqZH?exY%M)WpQ=o&*W~~FyxH#dP@|lfLjrE
zz<#|n&j`S?jZ2yevJ{BnX<(P970|05R39DH`}4##!zS-FstGfw#O<)$F)a_Ht5wFy
z3=Kf0E>&9xB$OD;8Qiw33Q1DdqLI?1t|9js4o62%<*)fN)ii#5(iCZ2PxV~pTlel7
ze$9#jCAc7Y+_gY8HKht0X?19wKo3sYH!P<JtI$h&m8c`7k`v1DoNoYMmGc673(768
zF-kpNlsIRHul^Y?Mg->mMbSCgs!1+o#wJ2&<e2H19Yf0VEWe&d8evzod|OIiJNm{B
zf6tqAua!4*vt!*Ma?`7CR#KFbL9Va)RO&ZpW*J%8NsiIcZx_-WgdK?v9lrK@701b%
zB=jkhqeBZB>L%o31nt8MMUOL&=lkx+E9M_#8^dLKREBa(&q(Fn`}>r;36QHkg)2zD
zWfq<}cWi9?jGh9REuPDajD+%omsXQ5Cgl4g``KQ~?w}WnkHo)*K5C)3&2V>v9TB|Z
zExjPK&AQ6!bbX>{LA)Fw`IqnA(sxSb8!Qz*49)MHlF;^L@DX~Q-dv7WV#=s;p`e$i
zF@4=gf|^BaV!2aZnP!zlNIeWiaA~VZ5=q`5R1y29r!(c_z2f<x=ixKoElAoc0Rkqx
zG#_ger}nLxIIZ0cC2Lu<$e*Yzx<7s@nrmdT?dlqL;gh8q_qj;<RfEdouT;n;m$!Rp
z>`^s;A!7N|q;{4~zH+#TV4&j(xqSDr$xQUjh@rLo8&rvLq%EL2%yi5@dc#lAKnVkL
znK#{$JeYdknLO>8jQqrXru+SEd7Y+*yJIHbYw`#aeOK_XnoNa!{tn*DRI{m<*KpY1
zgSJzTJKg=20u{y@^Ehao32rb5deBm3dt=Q40pi$4rDOuzkbL}bHo+s4D@H5a!lZ5l
ztpT=wQys@dlkiE*oh8*jwGqS2cK_`C$+w@=daWyLR<lkG?|k+5JM29Xq+MNkeYN*^
z*=oC~`baDDjArH=RrPCaq=>|*kA6n4$zDH1mm6mG6$(7RJEd#gK#GzElRb7v6cs<8
z+Ua4*8_)crK;QpE^!Y91`b5dh%$)A4@{L62n-dEWQ>G!*NVn^;>+hrlqQjfO_-(_}
z-38EWg7PAp)&r2lhU|KTk-i!$>!a13qe1(T+cX{tOLk_|;i1xwo<E0iDjd}0=i-u1
z^r{d>hu7zp?4I(*eXhQ_X?oBrv_xlT3{vX`QI3~dWX(<j0$-ltJ8X2V8kVQTOUEiR
zse;aEFcFO35W=2OP3yXya|5~I5Pg=6u+0DuS=$%csj{Rex8J-%wRI5+rB%9x!)+~M
z1-2FN9(qYXa1Sh)WTu%qWf|MN9*N_BKE}NfANP5FO4jy84_}A0ve$zhmfoG>?8^G6
zIkRax+xMcSBjufM3`ufQMhO>sqz$w_q9vC3E8)rK3K7h*WIL2!26NZgclERB!D;x0
z&h)ugjb{vow>+}@%`DmbA?doE&LpPl{P#Sr(fMurg$rtUl@hJT#fx8~?Hy&ik5_oi
zkJTwHI@t>)+z`<_6*!MA>8~>hcTZ$eG2|gOd;1wYc)U%oa1|?9$Ph_w^5qAm31kO(
z?&Z1Ibc_4OcySY^JYbbOj=r@O`zE;e@kfmX+pKEiWRJ*?3-E^&QVtewq{Y2vQLprG
zQ9Gqc_#tvf8|PR?%$s4H)2(<FQcXN%(Ii-cdt_@bcf*y~t+2$lEV{uv6E0CRH}6G7
zBwrQ0|3c9>S+fXna&iD`{N}C;c@bb!Ca6vzt&c~(lzVHxBZa^B-uj}CXcvJUPvi<J
z9jqC&aHG4+`<S>@Rlo$0Fd%Ap^DQCdss>Zf--en?4l;6vVnkzIv?95p6g<cwCpz@D
z;ca8l5hViSVKf&C54GPfYJ6tA)+fpLER^%?_!i~2MrID@4Z7L*<9tHvo|uwqp`PHK
zMxO;euRF98Tpx|LHcND9QROu?Uqw>NyzKdOkLl_RBCH>(X}y#rRDA|SX3(!Ei}b7E
z9qw6GK^9+L$KB8mh5$5}T3hg-<Djd&BXnn(xga!3NsMKxkzwIz4;w{mLsnOISOYhs
zY(pz~&V8h^Vxz@5Zc6s<w`Eg+4IiBq6)jB@n&k68^NR9{*5XuIjpyE^i>eUHnRYWd
zl(I_5<ic4x)k*<BZc`pxNs&D`gmGeqvBFT&O<2SC5T*K0<*IK{KXy8=_;e$4#W?ke
z-1)zQ4@L}goP2I%M5T}y6Z#?S7DgQds3I2|Uo|9z^%I&$bG=L1F^igg;+TCOo%MA_
zxW<I<WPn*7cby9bOBIope!aKh>8~<1rEl1~GA%yB>+MXXHl&%246xg#4r|K_Z9o6;
zLL-7QYw2+5xFpfJu=lh~VLD${xP8R=<Jk5N(t+mFCuUlGWd0jrMFD&Vov2m^E1IB;
zD3aSV>3(X6(shGSj``LFl=j<j#^*W{jKK@zen=?E28XQ3YF&!m1a|JU4{jDEEA=Ym
zRFB-DW&OMJqWy5L)N`i!!s^6Rrb61XVeU=6P4_n*a<j}g%%TfF-;@zPT%X80Ywn<`
zz+DOCjMJVBa5wZ2!Q2vo%k}IP!<r^?C|?G#j(X;ivk$5rb(KuH8`t?QBwXuQ!pm*)
zj3L~2m&%3EjIU5Au@nnm?eLn_y+&ZpXR1SIG6ZruPqt@D?1<!vbyg0rB*yM2sjT?`
zc(i}E_Hn$FjmPKDnPbaT%Xi(Y7^feSx^Rv4vw8OIn!bvo50}IX&(={A$5+umO2r#Z
zHRxt-w^Wq7dF$E`0q6N@J>JM_b4D?ai!a~Inw4-jXLO?e7|`vlHTn{`FF|D+_>laU
zC+_wgOb0U2w{k#7v<Ih!HCGYZqx3R~xG^qI6klE`?-Y*MU<O7=+awYeG+f1r3t!P)
zw@7|}d#Q9mKYP#PZJ_S(5>Ic9={ksIrFQvf$%+_I8zmls5wT2s@^hN-6u92~<%t09
z_Q#qw6Q>Wl?{pc5-yT%Phx=Od(?mUH?<JF3x?cDkUnraf+}`a(J83jikQJ|dRT+AR
z3S*4F%0eK0Z&LYXCtY%sSK1)@v^1?)LEKJsJe0JOP1iaMk~{lDfh2Xxxh1sus;D{D
z!dz{No&t{=M9e#02!AI{?x;M|-FG|U$MGPOI$p@fR*Wlhuh7xmw^#eU9&Z1-z0%HZ
zEGXD)EnV!~U0FnB6k-UQl?pQ*sR!p2UL4hpif85bVDKMj6mNJsUudRtr}Pj-@zCb#
zlbiZ#sMh1Z<r*JSktD=p1m>Eb;I#Jq@JJbd?)AdUEn(S{YYcli(RN)5StSF53v+%*
z#i{Q-zB?S6GcPt~r}x&62eUmjt+T_j1bjky;x?-pKQl*c_zdcnC!ScTsW0@n!wTx7
zSE&*?U-y#~<L$^M{_4P7HwKKpyKT}%{>VjF3N9}-^I`6wHxrB5?h7>6IcoTksC;(n
zQpVrZiQPY&tXrg?_ws2M{+<yPymG%vxnMv>@|hUjPYaL>SIpL}bjv$eEhkp5Pmwsb
zhs!%N9Aa1`$LYkw3wk^Y@%#;;*<d$Pn}X~)dAqO&{4FO(SU`2P;Tqp_w{fjMG-iO<
zmjb+D&sU&fmB&iDW|`o>xET56Di2*`P3?^AxfJ12jhc?GX3n|;1q>0-omFvnQ}oFl
zp)!W_Wh^Xx(duVy<$J9UZ62#cw=Y5N9h}`K1MF#P5xT2Rh9Vq=0Zaq<HAmfEDMz?D
zYZpNFLrP*7jnSe0C|oCW;K;|fSi@<kcpwy3H~Zx$UUcfMs||4c%{xA(k@AcvRqrC=
z1MCOS{fQ>>n><AH>(lY&4w01(kh?Q?@%D=%%T^SWtB1Hyf@h_yk&EuFS0tixsl%P3
z=O?P1<P(pw<p``*bu)rE<r5>g>WXj5{^~Wk=AS!P3-#6~T&qW>C9W26L>X|%@DmIB
zG^kJJnnwrQZC@EUOA>D!&kYBgK&lx(wGmJZ$aXk{I(Nt{Cob$1+dV76d(6(Ide44-
zbj%A;?61!d0t=Bpr>(BWeeyBLsuTNOSo#vA+i25^E6bpH5{;Hg)<h~$Mwp3&Ste#@
z$-Ieps?t+H?kIcRS2SV*_C!yQ@n_|yPJ*Qe(hb*_qQjA66G|T;q?<24bZs5ba&WTK
z9d{wugJE8IKdhoACF~!)*m}iaiA#Bt6Wi5hvVT-69-Wh4P|&k(ZCMOX7Hx;(wUj;2
zwk~=arO9#C5tq{aVj<#8D-O}*-q9i7Pux!i-2U?r?~Un;HKm^%P=S46O~e+$G_T#!
zyEl9;qw(V8qZ_V{u-1mlg7xOsd{?F<p?XTIq2Jz;97*lCnX&`wi=%*>2|B<R*1}v_
zrg0+yxNTk(c>2hTXyhnF?`h}G=bN<Yc12JE*^)*I5vxOyKuV6>XZ%`f(p=^ViJXS%
zEBd~c{hVCp@9OBmRQeM)Lg{ZS+UYxBTaGU-G(Q~TdU?=88c5?rKiVgTP0h_Ub*biv
zaWvVBbsA!BWqZ`cF%9ST-r5!I!kI*d$CxK2vaH^CYnhetuAI)X@wE=w^?d!M^6OMX
ziDplAV52*`vM8>*)D%iD&r_K*NfZt`Rbn@d+T4uH$H(5v#NwG&zPZvmxUNxp6jCg}
zx17wRweuk*cW8eiPqQ4^Hm)ewe}#Ku*h2&{*KG2(GNnz}npuuhyT;8PZ&=rL;t_=M
zdFcd8AQhclcA1hwyD5GyWTcvF7bi!;@H{ED`6mkuPFaf%b5U*8C_pfyU5~dOv7MP{
zCMj3PvBb?kqkB83sfLjfKn2hBdmITIRSSg8OawiY<lG~1_;`JZxPz}`b!0=ZS9^zs
zU-mKW^i<Q#%_r)Cm39Y4tGZ^NttRsh<r8;F=&hVoR#OshigIoJiVN51ZZ;y@J&A{R
z9xObY7(v>3rXMk!Lys#BgA#KKtjet?@WCt<raPKO3vY*(Y5^ViF@lm8uW+<Rqm0|x
zG4<{^y@HIkAQioaaY4Zg@+;kFLM+360VQ)IxY*a;h`sI8kV(!h(GswAn~V}}*Hp?;
zFLRNkSU87Vop8jE2?Ld99d2&~Y;Mr029iW8GJ_=H|L#6Mv%Ziil{s-*6NwLgWak2C
zJdFeN;tw*!f`jeZYak+7p~uG}u%H4xOh$K^i1T?|iHg3+i2h9f><81Or*sZg8X-SK
z20iHBc-Qq{?rN242o`3}hNx;uo%(P2&MxY`X^HuekaR0&F751O>bMVaV{c>VdQ+1r
z$x~yg9l<h;)<MZG_vXSAYquQ_;>kmenzxggTr<Oo>wG(+zb*5%8)u`$iwNmR+1AKd
zt<B_15H&co-(`*_2s!He%KTuy&zQXhghC;xjJT8LrwdP*?)5)?O0*KHKb$DXc*RM|
ziWw}cirZxtDNiF))Z#)->L6S7g|x=jqZ%O}cj(mo-O{`4x)0C$wrBu(E>+(>%C9=^
zivn&`!!z-qS}ux%<2Hpol)2Q&8S(f)KSw1|p*LW~V<|E5L=~|ubnw!JHn~3EHZ#<O
zmV$51OUpo3EiY@Xep2x0YAoTosScH+cqE>Q^&{G2y75_p0o-lLx3!Lst*G%AX=_%Z
z&$NV?>iWfn#frg5Y35nU2M*U*%9-WD-3Jjw6YEpQa~Z?Wc-$c`?qu;ZK5WJ}+1AC+
z(P_$<I)Cz36YqiI6<P#hztFOf^tvQY!HcV*SBzeMY#IN0l$s(Ih+<Rfi8QgxR(z@b
z4v5JwzEd=cGpeY*kj2RanIbQS6ZH`p>BJ3L?B}`Hewk@{ME`TEgzTH2yRT&TbHq1W
zl2CKi<y@0bylHxt2LQ(00NM_^1Px6zPBj@RS1L$-1IymQrS5pS<`jA1XQ-68$LY?k
z%CQdFJbW5p*-w(y??F=@St5xocq2N=a7;B(zL_<ad1ymNOrlcjWn5Q(WIxi#`s3I>
zs!7mQSglq086}C|yC*rWk<E3T2UqLKC(J*+XT@n1>%0&k5IzaT!oISsGnHu5xsRLm
ztH3$rn0o4RIn?TSXn<o`+gX3$*e<u=U;6X|8{2~La4Ii0)A}q`^ie)Ktd6+f@$t^n
znsWOjs6!?8+*lO24@H=JLL-0CZUsigo=HVk(p@U<QLr4Rm^P;*y=DIuz;pGJe0^qV
zCEzgziKCGT^R>dS$sI#DfUO`FkK-W(9d&~gN@K^|Aq(2y)<?S3@D3uAT|jugSraGV
z^@<sxw~~re6=Y-4Ty=S^x#mp|2+ZTTDXm_9HBHC{oNQed$Lo>Rghc%z4lygMn6E>>
zF2d`6)+e9mXEE^#b#>yn(qu$Cy!X<IJ%l|2YL!licE}(*dTDLBOCyc-jn8JA-Ak!~
z2D5Zsp^(UAalGAH^7{RqTQC>cfWF>q1V?O8nSP|-uE7_rdciU~gml@r3_jYI!|FH*
z0%QD(S)qqUT0{H0`JP1ma{K#|W&OI5BD&p83L`^Z(f-QF#B#n?Zsk<4x(RE0DqXGL
zLiA2;>vt!u`*y=**Li>JkiPhNtm=t1)lx_tP!PJ_1f$0Fka0d?C|wrg?hI)|8N{uZ
zj{7n?#D>cSJAWFM8?J48!Ytjy(X5h_k}$+dl%A<0?d7id=Cx(RCvuCa`mXJt!4Gj>
zg^+BdOW`AcwBose&?|l*2hWKvZyh!WJfVn~`mo6H!fEAL;*2y3DP3L{Vez^A4boYT
z5YT;%qG({Ld4|K}#w>yb)X)0tK|A2W5ws}Y?TXogUS0$EH~1o$Ufy)X1?7TA%G%RX
zzI@f*X@_4l)|I5VVvCMHYlEe>;d=HD_jNzTe(6M4@C>!DmDB5+DTxx4cUd`NNN>vA
z<s${Mm9M5TUq`RxsuJ&6S-l(e`)bmftM2^Ml0-?*V2Wam>hOESGN++I;_>1&CQVR2
zG4*LFJHiHDc^vXd+>gX||K}T9p?4xFqB#3b)=IPa2TUYmsw#$z-!mcbby>yLDu1wX
z#?+6U$Tpg?H7RTNh<=?!{Qv{{0dYs&>kJ#}8fVjqD7u{zd*P=hc7w^9{yD0Z&-5bo
zsO`e*kagpCRs3DQ&{w7v+ZuLGl$#No=)IgJR@XEEJYYg5cX~q4rX86^67kYC+BFtY
z?xv!3TUwu-NnG|zkalM27*0!RRL4j%OK*bRj!SDU#l6zDq1#ovf?=cV3~Tp5SZE4(
zwY*W(o^G_Ug!fgu$&bS{<hf=wcx}%ct`*1zIfJ$%)7ra%tgc%C^DY|lr5)=2r1Nb2
zJS&oh70(cSV$cdz)0Kkp=Pd5pO?^z9>D;II5KUZStlHmhlUd3TF}8G261X~_99Fw*
z(q!82lc(oB_@?s7E^d_cLg-j^{0T1tmyQkf^MmbMfB*NsO@dm&ymH*8qm{8$p0?9<
ziYHt^N6VPGaxGO+K&{f?LzH>)U8%bQei8kwFG%fwU8-v;qkdV+=uy8M)!>`5a(7>-
z<>R^Ms@-4&J}i0IagP1*?h-Uw3;4LihJucL%1;;lRZ=8Z`)@7=&%0EHMwoP-Z}78^
zWow3nx-n5YC2}g&)+CNB{7mHuSLZVmE)X~mNOUy|NlY<$`tq2_h+E3QdT~xGuvcle
zT+yetcuh^!ZnY|(zk#-Vuf4+vUpH!!87Iw#;MRKZq||C1)%6+ko{f1_)U82O8x@Mx
zMQ#Q$t{l(JSn2<eQf|c1ygw#6c<rlTRGpygi*NOMOpY0q1!0U`W?MQp>o#NBNH?E9
zbkq{`dUPiv`F+*vXemnv|JVJ_$^M7hQ*pr+=3vPysE!v`E<81xtpMh^ZM2k9CnJ;h
zv9sfS;ng&@FF|w`d{1J2p0*Y~1fN!PbjK*PUC%f)5aaIKsMn9wPhd@_e}ufvS#?@U
z(@aoJnzoZOwdE}CkTiaO?d038N|?4e*ZB{smzN;KcUNE@l-!LdtLbl2q2ytc1MbCz
zZ1=xA34DJhMQ?odv)ff44D-R%5mQ?v+~cEmcf%1cr%ru9RD3kuzWlQORS}07Xhf6c
zwbxNocg$o>gGgWTYtlv<7F%0qdFa-K8YGajIN4gSZv0dzv%@2N(t?amhBD_<1#MA`
z>zIpqRx-Ar!@*K|?hMmN3GyUQh}aMGI>E?<&{p+FCxp!#^NLu3{A`8E=NB=F8`|No
zBCmC{em)>ke3^fxpkrb(T|4vv@z^qb>pS0Afp-N&VmLQJ*ZlMfkFUxpTLF_-hNlRx
zkG1@=8-e$M*A#QqK0b*cTzH*}b5lq)*p@Mi{b=De;l@oTEdAczSSGJ)FE-BqhBUg0
zYEc-9|Jnn^LR%paYsSYcbz3BMOT2;`dQWHLJTfpExNDg3XFzZ5?uPZg2kz~7BV35g
zg|AvBtOn;us~a_TUfa|ks~|D=AS*04IYW3ApBe7TjO^^1rQUka-7?ijzPzm#YLZW}
z3Cv`lLNZdHSSgH0GhFHP&CSSSB96mX=X0(h=NR<a|6%Pbz@pl^hEYURN+cu&Ndf6@
zkq+rj>5}diQ5xwkr8@*9hElo(q#3$n=&t|FAoqIjci;E<zURM>gD~gpv-jF-uij^^
z?a8`=TTJPz{LXnvrUC!1=BZD@!97ZiAm?Qn5Q#7DKI_J7O6RIWp7Y-1tnA4j@1z)t
zd}LCyS-VJQh6|&PNfXv{@zVpNHhOCx0%@n`ywcQ*852=<(lx<c35)8?U$l2Q@!yY|
z6}t}C`Q6!3lV&h4qFb3wC<CG;fWjM!;K8$ICFGE0^3Bd{bHU&-!Je_bH}6zhK#L1+
zb~yW%l)Qmh>_XV#dntW+TX~p{>U})flV^9G`Fx6Jx3ra+AJk=-x4b!E&*mji`yub6
zy0h-q*>uQxIqb|Zk8>LNLvg)eJSW`p{yWuU=jq5}{X)m*uP6@#7Gm|K6AAhyL0#cG
zrsEUR)*dwewL?V^@E&u4K@v$4vMYhZxf!mpt~oN5bq@}Hp#Cil%DvOGkvnCoTDxsR
zW;uKX`^2W-s}ilyr!`)ZTufH+uzZR+-;=4@;oZ-4k0^oT{O&vHg*SL6??-#EkETzP
zoRh7>n{F;?Yxx8+$MJUjp*YFM$@y&FzLD`7I9nzzyp2qCR{fqw1e#iLJJOh))`c$|
zI243wpN3{Xcnu{dg%5y)!sJl+z@m_YGYe2!4(@k%nR;}<OMc*KYRL2z%@Ak7_0jb4
zrppI=ZT6oH<+Td7ic8#H`}Xr^bzVDjL%k!R{;9xmCVKBVO*62@j-}6fO5H^Gc_?Wv
zfr?@4%X?U@N?_{a)ze^wg^k`3_?nc4`D2Bqp+g4@H}s(N&0LPc(<fngg#vWL1VdQX
zow#DuA_9bKLT~Vn@M`!Bxta4yYF2wJ@&ibV=mutT2}XpC?V<@rXvGN2vmJElKebb0
zdD~zQm={Fde^j#ddcB3q7EASj5e4pN1O<wy7UDBtRu8a+Oz{{z9pJ)OQ&KyFKBoyt
zX9WWCTDX?PibD`5_H0(fi);B@=C&vgMov@bJu7#8qQ3p2fMk7n$TvlY=hg_eT*Fxj
z?^jCcA!+T(yc!%Gr#9M-2CJ<;LEsI0*;l<wmL@&yEJpR#n<eG)M!|zfs5tGtHq%&z
zS;y~|r9(T$%U+@am1cE57r6H))HqPS+7lQHXkj(7mz+B*rO=+b9lyea%2$0EJ!tBh
zgqPWnh^-XsCpaW?tdh7?Ud}6d#w{PR5FP`rib55@;UIH+;>ESqq`yWTpy(vkYad<C
zi>Z*$f2J>emtn-_X}A;JUS+64N@|Fvud^kF`=d5$WBhO*<V!3FRjWFMu2H}T4h4AN
z)dzNcj_e1Yo>2Y#CXML}BZ3bIs95oHv}*Pi57zdG#U8&A{HVFjv9;#mUC6aN?O!uJ
z!TM~!T{F(YB@)p$45*TDAzonqbHT@GpK7m%G=MBJvV%oV*m=1GQ%)Gp@d?h)+B1D)
zQqSF|QGI~iS@-&2Pf|NDyd)_Z2O;6G=X`QGv=YM}t}{;FEb2=TyqjIcx<0eM*A@;5
zP3>lw>h&Dp=I^e<2s792UA|+dnqH{t`!cI$5kE;bI)3CEheNArETf--nsO{h8*5&K
zpZbzb88<08nVx3TJ2M|T6syVRd#sTxs;uQ?x*Vf<RNvn*z9>X)dteQ$eg^a7=3<7j
z09nt))MdU4zro@~%_f9f5?{q}bwB!1hIS$D6ar-`TC8`4IwM%9<H-!(+D#8u*wv2o
zETPmumOl%)`Kwc{FP_-CBsR^s0O79`yJMsDB7A%#Ve)5i@0@OVH}bBOAW)d3e>K4|
zih6|VJU<@E5(QVC`^ZHP=cA}h9DirCEf-NvkFYSSLy2mbBynQzBaT?d&9jdi2fZHV
zUcw^|oE2_jhE*>5l)CbWq(681ip-OWCce88h2yQM5Umq>*;bw9c?GSBt{%)6BjQEm
zMG+;EI7%wyW6r+9oYfJs{RsV|V4dI%<eQv`THMU7wO0tF^v$jVCh9De#&`91U-}&<
z?Vls+e6M{e{=`&UO)EuIue;k;H6>$sE6DxD_+f!MlV`_W`CDt;l|VJg=gJ5!90~OU
z>Tg1IP$b9Nv_^qV(q4Pm4yn0`I><Cu!+>l;%zA$C;<Fly(o4%nO95C^tr?nzWxQ$+
zYH0HBD&yWEct^F~V#9|&BAkfCoz(&&3h&z{^0Hdgs;8Mu2jrE#`xGe}HO8W$zX7$m
z{P_G-sUMae)jd}EkoNZlR#vDLBF<&vm<P-czn4jLk5!Nv*1Z1doF9>?Ow(f)AEb;&
z^)qUQ>Ma&>rt0mC*Y7x3o7b@sWk9<_UbYM6#)P2YGq042$p^W)s)Al7UDS*Q2w_?5
z@SCYR67#LP7Ztqh8u)U#9kh-dw1s7!e46uo`%xLSZgUo0ecjolcU(iY%UNuxNx#f$
zx@V76?iVMPuG|-f`*PkGo)jE9ax!3G(b}JM0kOOE`W}R=E`K7diOSsPm3?x+;$zH7
z=8*N{_EPYGoESn6Zq`!pkGmtj&q;ndd=UT1V)HpXZ2!$exbya6aYCAiZQh~@^Zc*y
z%er_;wu~L;sG^HnCdHq+R(IuO@;S{w?bg}y57ak_t&4efwgQ<OL`oyQTe^xby#b@y
zHSp(7YS3fx59Mc+J!hfue&?kM(`#;?p7FaW6-|M~R<``i4M;C9&+CERE0q-2r@y~Y
zqQ&o5D}E>&<J2t$@4vwRZNsA>b}*Y!*i<?rw=01{Dd&5Ei-GG}*e_ANIv=>#gVt<k
zs`~D=VR;`Ik}9)ZbULtxG>YwJsw~#$a9QtL7sxuVWLiBl$557bFi~yG-l8V%oTrze
zpw6NfZ|G0*NmsHaENMWZg;zu`>H*bgKAD6y<}K+Ari$KFQ&;{0+5y2}OVTCyV(p4v
zGj-en|Aq>h=Zp;c$oU}LOZ@|)LWin?R1E17lZf0q@v0>ABb=8nMkuJG*<bY(swkMr
zM?{FtD+)74#UQ<(LW7SG#o5Q@MV$Q@J?8k82@SWMGwbfRzHA9)i*7MEgMGsMWsO%)
zKD-OGz#=VKqbirhCQPt5+3gG$$xI%l&RG**q2^kz#m&Ga=Su3@rBHq-s_>(7c5ppa
zV*JBnWwU$n;=-EiEED8|`zy4V%UzlnYp#(ektztpnMSJpKo8HzfxzjLiv5mf`J{d}
z->d1djyrkDwL8DXNbWVUEBURjc{K0~M$dUYG4B4-pGx%oNbq3nl0Q~o+w14T2#UK>
z-KfX%XTR^$Q>l|&;!o7@#0irpV~q48#Mi{L`h{JV)1bol?>|^pGCv{Z9p@8j5~*_v
zot33n@`0x1kPpvtX_))>y)ehtH1y(v+#*|t`DuvsFZh$~;Z%Z^m!jvA1*InN*~e+y
zo@n}o@rKHshMMhD>ANbP_0iSq498Bo8q(^m)>93#B2&d~?4ch~%<uA|?Hv|2($p{q
z56$&)*)JlR(%eJfc)%##B1fVZi&>R<+xsn6$8qPzR^=DC88p_qQ|}8euJuyY6w-ct
z1#ja@qE$xZTNelWr>CB*UBSW2!a0@}!kH{%->^G2R~s`j4GkPc<qNVA#J(X8Bqp3R
z^<xK0^(VloQ!%TL)A=|QNJih~Hst4Nw%LD@mG>}eu?s6FQCutFv&n!tdm4Yd#bCSv
zq2H$?*46DM!dfb1u}3VjdFdrsA#~|!&gvZ&3HG5TeK8FzA8memPo5?LZ)S!1v&ZUw
z9@Ia3E*i>M9TvLKP&{0hz?l6Zw04V>$XFiKZ{oz&=5N1=`W*Z!Uaa$b63CO#uX?|j
zY2;kZtEe<2G~9Ij4iC{$sMq4As;$_b*nq^wE@u}rL4=2R)-aY0Q*Kr}B;EG|uahpo
zk(>j6U%tP8$4b{NT2r?~s2KEbJ1?_}_aYtKE?A>#m8M&b1eR1>bF-k<Qw008i?0~o
zYa{#I+;gzSm3CB?u35S%Iu5Jt=l+FxXHHR^KDDTawAzfRqy?JAJ7+rmJ>mpTg|qf=
zeoNG{G)>;rwi)lZ1N+N|4#*QYT0c8taEw#D@l-3ybFTOFBiDRPInL|<z>$VhJVu;Y
zewUj7t#+(XK+6<N@JcQIG{wg-FJzFS<L#W{Yy*)_Yc<jp+<h};gK}!RG{X6_>A-{Y
zGOd=0FO4m#J{#se4x1YCezFEZvLNAowK%k8P3I(Ds<q+lSNA2&BicT#eaUAijlO-b
zXY+)At3cl4-N3^Tmjcyh{JhpyW1XBAqU)NIWs=OXF{0t2@*Cn=D)AeuEt_8Pt0F;W
zo5{C++DppvfZXy|?+P%L_%g3pGkM8L)$TYJJK^|p#tgv0p{p0iAkL3$_tHEF%w)$h
zSux4^W^V3HmJ}Ibk`@>#n-=&C?r%Tv|Dj?4>{aW3?Y(bNTU{3*sT@e&(*Ry42mS$x
z)c<e-#P0__80o&T15TZ}J`>^}vY(ka*javm`P(^ZGkMbrvyHILxHne8{LQ@Hr)X<`
z#d|UjR=X6RNeFY0VBNNmzkf$*NC<tlUpnKfyv<n}{eyDZOz}MVQ+gITr59;G6*q(K
zz7%uW@bM^mS@QWE9)XWX<B6jue~sJv9&gXoCU_IP0XgTRKlf!$xH#r+h#yN#Hk3jM
z$6hyfs$Jd=*b7)spYKpqCl0iy=HzqbwV7?6O>wR~2#E1dyG#A_kp||p+Xltk+?V$n
zMahZduHN3WUO%2XPK&$i*e$8)y1mA$8y6e$h?Lw{svAv4ledaxuj})B=C68AUJqoe
z807WDh%-))3fj-vKa+e{Ka~D7OHFCGt3T5`W#as$NzGo;3(sIN<1R1U>LqPIgOFdP
zMXFE}5)~)16vPCn9KY9S6aVnp^AB<TxMS=zIUTcwiLJ8ER^&mArLPLV*)@%IG7rQD
z#>SPUFv}o5=OC;*!Y?GJSr)MJTg!KlnGjud^<Ab0zdqGWT%&PB(BXyq@tl?o&IhO*
zBvUAk`zlBhl||lWNJSg9R~y$#o1NO$XTJFOD~>1|i)~m@aAU}&CWrf;QDm1SmGwIL
z5Vpij&=z%%B(}|#xQ+wWl*{KBH>41_mKN!&s({VC0Brn8A_a?P-!{tV$8j%-agPMw
z)JUJDHDZ!TJLMjJcRbE)#C)e0t4^=w!?!NRNzAB{{J6d=)}`YeNJ%MiEY<@b2fu1E
zSExI0Y0^6v@x9W6=JVcV?^5rhgiXUK3!;xhOwGwIJ^SBB@~iGE;G4WL(SEwLb%%_B
zZ4R83d!j-tA%%MEWLNuK3{fgLw{^v`_HjLfEH71%>gdXomP!OV2DXwqAm6qRJ{||j
zCMVqNnCNx_4id*W2WvmG_p9I!$Ir%z8QnP=14`e{wr2QJ-e%r%xP3L~PoHrtG}97i
zMo}w+awT-2<kF;6JS0S+q!Xb+R<|k3gT6hN2>(bsi-L>b9bP0tu^YSd9`k4MV1$%C
zsqX$4GTRd9l(o66=datF<IJWGGlt*nIU`mPG1MO4-P`#=-um)+o<{dO*}zgu!y$8u
z!qZ21ALLRW^F2%pka~J7&Z`u6#iWQ4|8i!;AsD<asBZA4xzY@qnY~=Nwe?s&MDKX>
z2R1G~L4M)S?W32P25)AZUzw%ccL*;<&o_TKh<@6v>QApoOJPgCAl!NvG4Dx@lNma0
z*-!U|PWi!10ic;qfdn#<EO=%~Ziw33Y9xbRO>ro7>HW4*G;^!_QTRzB_PjjyIcR;y
zv_izA<MwbhCPtzx_@`0ic@n68U!jLY-?tU)bl>$k(t}&<LGRmLhI$mg89o+vE@dm5
zc5m(s)H}{lCUwM?QexSQhzVyDEUS<=xXi8z$ip$GvNB5cg^xsuLPHt((mwiPY<89P
zRetb?QH9>_s<owDgS6nd<?=!%?2>QQoji(Qj*1LI6&dsL8eOHp9f$08WHTNnwV7;G
zqw$I&CTs>#%O(BIo*Dj3y>XUeCTzX01)UrHd`w18r`~UzT|c>8R5X?gbt~Y}Bis5L
zOK=bRVd7%&=zJ+U=MkpxiBo!GgfTRYe4MPuoGNGB`L=_Eu@E!fv}8qf??TZi3*8Fq
zqf}EK{sPgZ2E&+ndM}HQNndC;DibrjJ3T+kk*Pt#Euy7>fQUGr?b4)pT6=gBv>h-m
zV>o}VWpKl>x#cEHW)1Bn$&tTdRF(_Ei?2Vn`S8k+-liI~S@5!BaQfsH;08*ebI=;$
zhKvd0$cz~|Di~AWo-Q$FzA(tTcOJx>9#6t7{7C>|^j5pSnuL+W+r^mpZNgzi{yAE6
z5xeM4sr$}7cnOePOJAaR7Un&io;@;u9DN-M=10MlxIqfHVu-b0hZD))ih0Zbv7CUE
z`O&rz5=h*LY$m6gjhOk-LzAI}x2C=%qzI$8nMe^prd*_=&2H_%nEh^X-D2L;m*K4x
zRMxvZO0TJ$sXo`-_cUCoS;Ib##ve~{lnv<bQ><((4yIHB{wGt&)0k0_f66ZlavWem
zaD4FtbMzJ&Gb-Ex1>zm0*N6iwX53+E@hR})>VzB&(lio?BCB-o;n`Puqu~YZD-}?+
zGq@LQXBMnX9z93+_=DZXR*2rijYhP272k`q>aAly`{!g~X}C?1Nc~Nbbi!b!ZHjcQ
zV)<=nq|K<9cOK~DTJ*xTFJuhb8L=6$)4Rn=QszEWHW)|=t(Xc>#b+a|-dDIk_b@v<
zBC}E6H9`xOf$QSM1L^(%T-$BM_tI+N?|2=p)TPU2NP-vb6C#r~Or`B_tD-xnN{2+k
z^LM6%h)|+nlcd>mWhUiL24r32P0Z0>CUN&iNq_5UJ3b7?;o_`@>yF0dvfxgQXXIwK
z9K65D`P%sM{-%AN7iv5IQ0mm3@HXpN^M;kpr)tf851N1A8ymeHe#yKalV)mND~4P*
zW`;Ma`Nnt3*N8Nb8>3F3?`~gAeV8rzhgPA2=jeh~YvqlIj~HwH%(h9L1rHrnTuHan
zMMXeD$aTWw!QC#oIKu))Tnk3dFZb|*1;0@1mx}C3=r<EKGhE6#O#Eb8#Kdh)8LSy-
z93g07a8z+vSG27R#yL!AmAq40n1oxjv+}-IsZ}reYxLdWSgfY1uh~z7MLH98>CM$m
zo4c@@8H$$KNRyuH7(T}~$HgnnNW;Od{!|l9U8S1asoFhk?fh<xu9=};hMTpd*fzS<
z|5c8qX<2-5^`oXyv!0jmeIU%HV?_0k$zyL&y#b?WzJ{tutU06W=C^lR5K{d-Tv_nc
zQh1ICvcA@M_j_S152_}*SEm>oMe@i&n*Dn2-@U5TurbrxNWOu;eDW_glQnD3!vp5#
zxuO8yP;9B0AZJIpka>6OCxvfm^;7=9i8z&XoK|gQhg@`gGwi10iKld|+tP&|ROv<x
z<(YR8*U|MKjmt+C^&#may;L_7a;h^Lo&T&ziakv0yE7t~Bl4!WtbNoB^@DWC@rTEH
zQmmqaSt0~`BEbjcA~{*C#4c-T%4tnc6NYER%6G9qzLYN`@vJBJHSoj5hg24@I@YY_
zqWyG~JjAEAb1MTna_%?9kh0_Zo5^CFw>`3MUoT=Q1h~);M+7e%CuqgbJ7qVZOdECN
z!*=>DX%uI+z39CAknrlmZ(mUq_gr5nz^4=xb>+E`gyo{ku&4)%J8@Z;-b%mZb}quX
z7l()Q=Hufs(K`H`C*+<(?^B|b_R{WkyW_O9E(I{gdr=aXqB||I4+aS{I7&30^&IN$
z7F<mSeAq6y%^2*Uz2ov`Mk4zWqtVmDqcKQTc5Y^6SoLL{u}?ttTCM8F{_=4MREJY&
zWqWXV1~Csoye#kVr0lDa`!1+|z@kVUy`^*TjA!Ohps2NpoBkwo@>A8%)yT%tZSo^`
zIm_lc^7`F~*-VYjE|kf<<Ba-8B=~ZsmUleU8FeU!(2R>erl-03a9mRF>4<ic@)<s}
z_G$g84wxwD^+pd9G_B$8jvRB*F_)(@CyeAi3<+H{mN<?0$iBtC3_<zs!%m1Qy-$_I
z>!Hk|j{1({49hE4i>lUPPZe-_z4a3{e6q>mjmr*0Uyw%lz>y*vAu!OnY#$Pe?;kTD
zz(;aVz+1HVmaPmcn1-h5`;vQ@nX`<Vc2Is-KkZ(5&FfQr(q*K2n$}$``Bt6rs*}c5
zIup*kT1WTtQHJzE(d*g!lITmRZeyR#F}^=sq2?dXhMI)j<-s55XvnQw^@BzZ2^;Pk
zZKA(af7@+K(j5mk$u(8!XcO$mM*WC{cDN7XycHh#*w1pZJ~8QwEm?5x0(gSmmo9~8
z0Kad;#Z)dP>IyzNj40|KbCFs8QiI6BQs3Ux$`YFQO3X|zWM!diY6-REq2--m2R#CI
zJv2M_w;!m5Z{+|SItjF+gPs>i2mN7Z1+I(y>JGTY0;}6W%mT|lCT4-9p8}b@KvzJ%
z@$dP_u!cAO$V~?@c$oeMk02uq7CH`QMrNQ}Iu>>oRw$f;48N|kFhk3D(Xq0!aj*f`
zrHNsO$pPnM!n%in@_!rXZyo+I5E~mC6aY3xM)rRi==W^z|J{uK*5Mxm{SAP>&*+a-
zZlH+C|8Ahab@<0Xe?#ft27=XNxk25pQZ2uhNWnxGT1pN8;2(2>f8GAoSkTJK7D_kF
z96**2kl@Ym>n|oYPC6JSff``Ia%sR01%&<g8&MI%C>N*$_B-{kLJ9K*vcI6<U!`VN
zSS~tn-Y1lPfqG%rzo4A-H)@78{6~2HiJBScIN6z4q3pxP!p;D23>_;2D+k9fng;H&
zF|Y%~M90R-0xh*i$I1b$-~Xg+7+C+8LH|RyP-=h<$^jf-3UD+FBeXmZ02;tn|1jw9
z<=y^*`TsD}|IqEtp#Qs>LQ($j&GbJY|L@cf6=gSr{u|WKz)S}$CkqoR9Rmw7^Yu62
zP)a&>CIHR<l?7nr{&yCDir5?Qpo|8T*!!33>~RnSHU9uw|1Y(j*jR{x56}iEg!fx9
zCw8F19<0a&^zy%0!HE^7Q0V`i3Qn+a(~X*d^?ZZQ{~V>_<oH{Vsxao2)r81H->uvG
zL`!0K56l|)Z#TUl1c{8_v8JiuW#N7Jh#VvHS*(1*(zLPfLZJL}wYv*J&04)1e9UJM
zWKsU%M7@+(?A8}Mgy-A@)-%C&bQue%Nei!8{J4lvFWupXtQl(X@l^}_;BN&LGFHB$
zDKqBvVkS7}B50&7dXT=Oul#Lsab+HK#NH@M^u_F!xVF|gpLB82%xM<5T1~>55`G(A
zLr2E?EcK2_Pt_1ZJjR_zZ{hUgF&<5;Vq;3h2z@nq?E&94Ysqm;Q+>gY^|T`<)bNsR
z=>FuqOnm?3$nAj3XGSi05m=LkT|5`~6#Qt2m67Q-{$+F9#DqwPvN)Z0mkfzSB)vMS
zom41u7t|DY;i3ooWXY>eSp4>1k_$&mgrCPgNH!>|<%?@Pqs?CHf4?lHCL3WBV!WdE
zBKUP&1h+ew=c&Wi;bfLSt7}6yHmAhA5rW^>pWqma*Q~9d$c=CBLE?ws(mW%IgZM5w
zJ_G5Nf1F1wzsCWWpU%JZfKY1RYAWqn<>4N@YF5)gR)7IgdYwV<K8sCl%j$-cbvcs3
zm&N{XtaRu(ZeDRFG9rhXxSKk%v<Mi!cZwdyv-~7_dA6^Sp5-DJ>8WjfHo1OVy$v})
z{F#vurENm-<DFat0vUzaf`<bXIj50Pmkv}r1p)G|H4%NXo)TfQ6eqEYIb`{(PKQ*y
zA^5$mhUaI^wo3>kL5(G!2}Cb5pGl7L)RN`S)uQh1Z_v)G?g`CEB^W;}W2y@i4_7G7
zAEsPOe8@Yp!Z-0|x8~g{-YWvX15DE>hF2E@&V{+PW_ecF#cP)Ei`|WnPs_&TzVXho
z@<o)EfxdgTMn!ec5h;^FQp?|q<H@?QlAEh3s;x!7D$Sd^z0^mx`E)+LRZ4l(a^%Hr
zR_EkPf%^*!tY^1SbV%+ToVtd5#%);`{GrTBysLt2dVou0Z4k-o(0CxYbFU?#p4#Xn
zfo?i0!0bboK}z2!)wkxuj0w`muTn`CQ8F_5$S|?(YQ<Iawigf%1=kz6_mhY8RK7t1
zhn_UB)mlx~l74$V$g*2iwwZM1_JjBbt8zKckQFUXR#D<JCkkiwQilKxG=ukF$Vu^I
z<?@mrKDX~G$DTaU_N&RVE=|;TZ+$zLf?7biPSKfsAA>SYGHIm)^If|ZQ_D{Jn^-BE
zF*m~1l)312z9}p3*e89`>K9TUUScgRZbbcf*+#kp-}&rb%=><!4Jw(<s*Sche9<$G
ztb*JZocDD>cdT0DMlAyldAGDs39}aD3L^qb5SLd5MLJ*Lsr2}Q^e*nYzW6Nmk0vxs
z7~Y5on8f{W<$MHeO?BVAQv6?4@L_|=%HJyZure^htc>4n9#|vT@EXKyu+lldSMY&d
zxdHBv3O+YL{Ch=v*sja-Kxh72(H^Mf0O$!=NnM!f{};fakKBOv|5daHHq1>=f2_ct
zaKOsvz|M=mnfQON)58f=&4oS<txQYH#Q2vp;+Z)9ETPN7^4kgBOl)kdzt`#c`w87r
zhA`8Zn3?(4aq%oHu;#yxiwB;DjRjQIWq{V9g_?a(Yyvt5c3eCo%!B$1{(d*PV6*;j
zC41PI*>6hrurPA|vw8mixm5$4-_HKGO0}C{aXWm|l<6IaSw)Qm8AiMq++;wA>LVm4
zaV7a^?00uw+-??m7u6o|b947SPrsu{YhZ~34mXSL2YSAf8P1cLM0(F~&zz5+Y-{2(
z?*t&q@HHM`T>0EHqVRIPEyGv644JE2mSpZzE|>=D^>k2oO>Y*xcZ@_I5`crl@p7Y?
zhO`JqV>Z#j!3`*3=vf_2?HPzUJcNU5)!}8WOHIhl;H*S~dutyemGjk1*^a>AF5HV6
zpK`fZiD$UJT5xa~`4q-^x!ad!Qm}`nJ@slHp>5idGsD5{Zc;)v$-5;IbRWaPt(tY@
zy0#WA8Yv;(f_r^FG%#2(B+J@01s!*YS)n3WuIIz`E!I5+l(quyuWQ6`aKQ~my*%ye
z2kwg3y$f{aWp0|qNan%8g%zc+96h2q+Pn?NaQonAw`b?*qS8G$xONqpS0iPb9msHv
z&se@N>x~vJR!86h05q3Ov}-u{sXT>)Bi7=@osv<n^}Yx97Cq;A&j$JT=>6AC5O$~f
zYHp9C6pubtmhP(DS|Ma~5ur!l$XGFb{kKBZ8yfarnVdr0?WyYsIw@%v$@TmhNCvhj
z(=Qy_j+SGnyIS`ae+(YKUUqDGK%InI%%e_akAz>$78UFN^t-<pNnD2S_lG+da*_p~
zI&nceWIIR3i)amRXz0-e-=l}WjO@RxnLo3WJhKtp*o0)=b(4sO<i7$ReYNi^K06Y1
zswrl3n4TEmZGcP@Et*m75#tvvQ?3)2LGnGod+V1M{e<}*6~F$LD@tHlGfn543A(zg
zWzjj6s6RSH1AP#TQZpV^$KF<wui^=A;P2d|G%}+~uc1DgEZWdD95}og%%|wk5RE4C
zYh|Vztlf}Gh-+t_;X=v;%D7o%U7^n7@^ln|v&$9fqoFK_n??=2&e2w=ZAg+!7}5|S
zDpT3`)w`aQomR8dMVVcrP+L*ys_;tumTK>%0gsA~lCyOj$F@Z1^!#YSvC!#N`|NiM
z3>R_xpnz)7Gzt#A2orhdLx%XeQWtujEK&n>O5R<^vh3)9=UAN~vAOGzeP*U`q$_!}
z2uxkh(yC=ti_s}EX=2E<q7OyLEVh_i`Rut@1iM?*M5rGhKY?w@(dJtHIP!Q&drAJt
zFLV-pwb!YKqBHNlKD#dOE9>bZ>3k1VrhKh>i0USAtl-p!Tv7P_p|Uc!_%RshxaGQx
zCS9?wfXPDabu8BS-mKQULlNmfut)s($v*2*4H`{N@u35evi;TN%Ey}tB$%dqa&Dl0
zt?Ux$-O;XpQ{&}j-_~?r?edu)_>+fMR6b=-*O?=tJ3M;qe(=$*;o!wtI!HjJ>x(&b
zO|F47%eA&()$C!~SS$avEH#536}e|qF_067tIKC9YWFuO3nkPc9-x9lKhXFHj8wp-
z<0?0QFFM8sFL$+;z0c%o7h45jPa&#8fiA(`d<^wYm+q0N`xjp=7|Eec`a+j=xs7&{
z{3VE{b+7rgOzv$sIQEjqsd;2gAo%(RKuNI47ltmUdnMeX(cN%xGk2RyK#3(dj<?`&
zyz8Rlmu>c3%u4Y6;ourk{OiERU9F$2h+$oToVS3mGaMZ0(?iG9;`bcw0Jq*##Gr^(
zyamUA=eDzzLLQtA&ld^sEil3fXql$9j0`&biyE`<GqYiUWN6hT(Ukmf#0fn5*1gC6
z*m|f4?Kr^=4$d0BXGoS5gRh-&<2JzQ%*=!B>WD5=FYW+RjIfQPJKg~*w-(GfMMxhP
z8CGRH0AxdgOM1$K&1~9hp;)o7Z|T0~!j!=U$dmcvFDw-_B2!9-j+8CQ+zrVoms%{Y
zPA(@Ja&ts;qC210G(E$0Xm|4gMmb;F!}rh2|D4c-A{6=3en4tzDw1+|Y%J;74%$xo
zv8)4KLwhmy$<P2V|9kb$9K*sI=6tSu^>b_*)esj#<F$U$y=?|t8%F+4OG(e&NS*0(
zoV2C_n=lmSjl0tpUv0sAfm76{1uNBQS08tYu}(T<JU#aG{qbDV!z<B{kU;_q718V2
z>j=6?@#hPa4fQ8a#Yy!EmYS#NmK}ZC&1ptt*pa_uGhII?7-7VwsDYwX#zRNyFSXaZ
zv?Nvh*zJmsPU2kf{2AZ=T13Z!lM2>*T7%ul)brCNKQh035mt*0V~ZgHYm{QkbqBb$
zSRL$Q>U$dP3zYmP2R&%wr~}M;R<XM5akX?!)=m?)E;Z^E)3s{H+fPqc2iKGWh+6#S
zRP=5iDce7!BYnz$(m`~79+nZ$x{jM4Gp}?{V8LO~8^qn<0osRv16MML__M%ZWdIn=
zhDR7xm1#cKgLeSnFK3qh$V73=!tali0h3;?_^<&<fzWLnRJ+l*Mrrh3LlgScEF;*b
zTx~fbuW@hurK6LelhfhpBsf{LdQs{IyFShKyjXgpD11kYxZ2Ba-%VNoINe=OBoege
z+{i-l1<&lQeXSwLAOT=4w(>-lW42)VGAxi{2Mjx8fk=B4f(#w4BNUyx(>H+=^sVVB
zyv)&`t7kN2vfxZnc6SmyyuNh1*p?{c!FMx1=;COfFbe67F2;AOTRUkSoe&-s?rSgB
zlab!bCxqhLb+PRsA?IhG0;T0iOJW!B`ttIZz=>`sS)>9eTYQhtnOFyYy<0QV*Z1m9
zWqd5qC;!RQ4!Nm050LjF#8rFQ<J^8iV3{0%PR3Jgpj%5@-eHDe<8Jubi^vfdB7Vf&
zyU90CeOtq%zl4W-%>rm?vp_&!zm?0$&T5&mjP?@*m`I0o@1!2gqrwCaWhisDU35Bt
z7hm7Oi<h++np`G^D*FK4$^_I+<7<8zKanNH=dvH2Kma(lNWX&MET_2|YAxuGBEY>i
zQ0FWQuRwLd0%XB1>j3jXxm=%(CDcejRT!*@lADJzc>7Uoofec+MLxwdqB1WD@a1vc
zyF0U-`C7nJ0Ow?gq(L1joE&UFE7MI<+me?_pV!{zZZB@4Xi#5JkvuxD%A8LF(+N$O
z2j%(9&`fHyFYek`m^HYRZO;ns4rUJ($HYlVJvTyU&KtL-xLMv}%=MxkCw3J@#BVB9
zm0{EMTCPWy!uGA9M1!6+h5ztC1HoprF=%~b^KP=~)YxRw>Ve+YbQ>7_BOl4_6{*o<
zB=n$1NMx`z2p$d4cidIZZ=Yv+*9*1)BPQ3Ps=B<wct3;+U81^OegE<N&*@TC@c_vZ
z?{X2@Ct7lM?g`y6ml=%_>ys&&(n@?G?PVWJyD+n;<$(5Ua*g0A-{K9%ou+@Ug!qm1
zJPFO#3sS$@D8nA>(HQtk7IdJMF;DjaZ5RO}NZk{F^noi!&p2~fJ8u9GjF1=@ef2&i
z+nK}QVKt}_6jY6-t)<yb^hD$dFB740C)lDTbWU)GhSB@%b<_wGlvg5&NK1&&l;*=P
zekQFESNW<uw$sU*1^CfN5dzt$-zWJ+(BJyd#PhmZFTYg8&ct^MEMx~&XWQsR%o@8Y
zT~j=?0iDiyY|^-lAAo*V`>n4xGe1-|5>kqYfp!l;%)OcNISbLH>C~l7K%3#6a7e5{
zSnB!02s=NSOD)5N$v4;X?rJdc?wX#@lUh7`Z7AC;_>qBvm}O$Svv>SqeSu?cP~$l{
zs=?-j0Z5Y!w@N6>0L(6C8<)f>rdGkyWchG)>P9d`uta`tQmm@)1bVmCah<I%_`bfU
z+w+St7Z}jTCEwGSPQAbsg5aY}vZFhD@D;dRBP!x&Y>xy_ZC4PG7#mjnggyVh8-I@n
z2o6rnDeT_RyfSSIj7Rbdr}D{y!7N)a?(qqh>l>{gK#acy7iP(?tE_P7>3arf*f7Z0
zyPd)FeVHz(84I`iM6|&Jll2Kb161pQ=SQ7nmYQT@s;!`G<rw?2FSe-<m>w{eidrd+
zjd?7r4=b42L=EfV1W?|w3`YYSfJIFV1`r~newLpEgP|@O*B9Ivu@g~DTzmZ7q>Es2
znxtX8LD&;8IZ~F0?Ot~{XF5F8-XknG{J3isuCqB!!XGuElTt*{?coc4!PLW@n8;kG
zy>W3?b*%{*e(R&c%RCBDRJ4|gk;>6N-QLgzxH5_1>;(F+@Cwp(LjH*%LW@;o=nOCS
z(8Ym~f7z)v>;APA_1fMOjA%dx0qhs4@_5hAv&}q#xWExgA&C6^WVw`CP~+AtAN8HN
zvjgMNG7%pcppJ5sH*H<G;?E&@&A+I5q&82P8%k|HsYDTqD)spkMu&s7-p~925el$=
zntr`o<?i9;0DZ%A?dW4U_h+8u6!&&vg4~M%0Aa0Diq+JH+>W6djpa9fk%&6>16r>@
zQh-A=w4*`XZav(c_|ISj98DDQ6NC96N~sGblfOK0a<X$0Jo@&`snUU{b~nK(Dinzr
zN{A`|Ax5#{js5uCl>hKuZyz}}#FBf3oB#?gpm$6t1S_J{`fTClew<W)Zp@#!JL_$G
z%{ZY?Py1_+IP`e57KqD=&h0gZaJ^7&Bqs__V)7}K5s%g!a1Y9BDnaLFfIY}wLd5O@
zA3ps1rR~^}Nfm%F)+C^+t)jgcFgR`CWtOv3o~z3!b5!PI6ysw|R!$(Eh`{gW1IuRL
z7pmb(P<Qqt<<c`ITXD5{oz4BIY4M%A2Jg-Iw3~%EeX+(Vt+;?`Qm4dY61zWGA$n2;
zcdh;W$dX@{D<p7J)8_z-R|T5-g!t*4pdD|qY3Bxg1X&Qm0^c<?y4(jO#g^PAPWZ#N
z(0ek{o?`M^^%}46+^A5Q5W`0V@&wT6P|P`@SfQlkCo`oG^vieT?SiqMN~lJ~d#zV{
zQb1wcj0p|oO*$M9%{AF~e&63a`2k^qImbhDty6&PT9|}-tgP~%)wya?;}r-2t8zz0
z2IoxNoV`T=+JzgF*U@U)4vS?z>TS5jV>g37o{#FGk2zpow9Ik{Wzg^-2du}6pux=w
zF>`(GYj?YnXK?IZ<yU73Ea(7sj-*89QP|fmvBQIYWzWN$_7bQk-iEJGS7B`oq>lpX
z@PLG&_`x{R_Zzd)a`jCUhZ;KwpNCG6QoFeBFz-_xYT~&WV4*^7{NCZs`7dBCK)-yl
zvw9laH8_-avDEY353NHcRk=Z3kBPA~PPjYAtm~Kk$SB0y2EjI-$V3<t*v5j;E>v2@
zPSt6kC-2O+m8V+LP+(vLsWk`ZeNBQ&IGEWa@9*%S6uZfi_+$*Qxx}G1m-`<!8Jf8C
z1IO%#rqNJdhBXj$8u@F3Q^S0P2bIH64fLDPO~M3hvBrUm8>3e+qKJ8r?!5+ikpU_f
zn7#wXDS&;}FW35JF}>$@@ymN$V5=85m*r@TwfSPkbgfh<vs{er?6O9J>b!`YtnP!X
zN}a6af;yU;^{^S!*EVARKxFQ^s;CP{?)B(U0BEA7@;w+W%Fap-v2Y^dm$5%7-|)ss
zvh)xS@GG0a7Iiflsiulg|1drVQO=xchqa7>=OKWexmkfz@-me#+~x!T*hl2JADItU
z!d;wks;lCTYQFS)EN1*NG49SrJi0LhlQ9Ls@>N<(_25tV<@l)MJ-^hhbqzKjU0G$m
z_XL6cgYUO!b|bIY+WT%Tm+t5du2~7WCIZ?l8>Y>ye9n<U`txs^Fq<Gd6aa40bO}x5
z9a8*n)F0pgeK9&>8=XK&({*51`qQi+cpNO<KR0Q~Pz~BFsfi1|k?*G?f*tbdrMvT?
z9r9F!p>6u5qut%z$=rh6$Kq$9M)5eM(o-gjJ?VNt;6}5lE}FXlUV`aHrgznKzkGT+
zC}W;1y&0=>d3<`XE|D40x7^asopD@#<sTD(zP?b9o-|}%<$bU5_4nCrA4Ig?zP_t<
z;~SUj#is)T(EMm237{8|eRUsKdFxY-)ATrW0>&QP59B5~Yxq>153e1E0ls_9fDCFx
z*(Z2{dVhuj$I%;qg{xJL?&otMMZ{a5fFRb)-H%KPK;U8pP@OoiN3|$_Qi*(&0D?%@
z&n6Z1Jt^*~7;*05efte)#r}iledvf@@_`HBFq*)IpRdTlafI4|w{ZYONb#i>D^eHp
z<DWJ?^)9vl$~Zlp#66`hPk8685oEHO^zNAIbL^`(E5$G2TIEMdxyV6EOA$a#?hNzg
zko4NI1r#Bu0es>Cax}J(c6f-~c(Ge-unQ_y{-OO)1S(#OxyQY}Cu0`Q+eS&|?az4*
z9RRAyv*O($*Bh883huwefb7P1x0qyim*Cq2oclLlOhr<Pf&#nDA6LnO6EKY;gAd!H
z9f#j6Z>HalRYXX3Lps@<$aLCL7BW6RX57r42>it&d9=p6kzNt~msJCHBzmJ3Tu?1}
z7Ywkv%#i@K6Fbpj4D(3`e}{>e=6Z`rRfDC|$QVFX0+nH4tpN{lUr<-5EmXRs8kF-F
zIn)>h>Q+{ME5R4~jV+Jt7$klHck#T<+;umS|K5p%=-IqFrEt2+BR9|_U|iKWY5ami
zxsQ<xp-gLO(()n7xWxrQ#)Dlmz}6$8gbr|075r|DdM7H67_WTdw3>{xJ>LU(F6qZ*
z)v$Q~8s;Wjp8+aau_V(Zc(5-MPaCW@M9#ZFc}4c=!lp0<V-53r;UmEOa{<4d;lo*6
zZoO0NqmpO&8gN}HZ*7K}SCj#iWZ#_s@OGa^W2c98$GU(Wq;Q3pAQ*5MDRDPLX*MUF
zL^*>13pG`x^1!vA#*K#S9@OlF&EFnyUZ&n)lRzDm+M3Ohtk{rWcak`avP~)_pl$_J
zdR#Z(?}`oWnyClR4AxCV{93d5fkktO27nRgKQUq(6<VGoR@UD1)TbAWaxp2(u(H2E
z=@quO{t;MZ*Kt10igmR^$LpJX{J-Cn&~xQCRZ`)s#JATzI&yJn63B*HMM*kN05%nu
zvJYbf&%~d^qQmYI+T+<nSEn7eI-OGkKOuAbmXnGwr8v@!6B6tYrw=ngr2~g;ILEb8
zRbaO$eZiI;OHdjQZd^QbL<(09hlPkg?m1R+j8N0&z%=K&L4gs)K>JP<j4zC{@Z*2z
zetdj&3vfY480q>pW3IhR%c(bu8|k;NH7e6*qhZU1>v*p^ZY0!^?Kd$lG-8{yhDN2r
ziXzLnKK76+0VBU?yKhHcHe9RyFsn=Q8;qlLXve*7SCom+7_)P>7tj`u=&tWRcmu>%
zKOU+C9j3kj*N)kw@enW_PinM4Xmtl`%c?mC*IT9<LcLDQU6r80pyTMcMsw|58Psv0
zGa?lr=1klB71t5IuTE)W>e1n#Mcoql)xxKXp|lH|%*Zm1b^=vM;pA_;xeAE@98EVo
zMv$t%YLx1y4O-(H0NN^QP8gajUsqS!-uR_8fN@&6`c==d^kM0<(idYIy*0}tgqy|K
z0Br{79_>zA+5pytW>daoO{Ftfqu)n*9x}c_#9!W^4y<R3z!EVK-hj|*A1UvD8qC3S
zbm#yC3l#DZASS|847hM~tAHDsU%RB_5T+J;UXu=kybyzOl2&LO2pomg(sfu9y|taz
z+fvfr%d5$d__LAcH>1&^cV};hJ|V_hGH;cvqySU|8@Qx09|;U91frIrXZgZs^PQ#o
zj2mXUKZ=(58W%YfLZ8I@`Gp4sxhO6B+$;={3XY=#qe-QMPVZCK{FSn_<-p7QHTSST
z`jFTH#GPY)dvvz|%L=yDkFQ}4P$>zU%$h-nBc1y~Gt{lT3!Xz6$NuuibLwEtm1oe9
z1`yQ>5kQkd*c?Fm6XQVW48S;Gi2T_ZAb^r<!PM54?0|RBM4XBSjmVpLRR9t%KNiU;
zSv9{Au+!URDp7V%i2v;A<K9;s#|dF=J0c-ZZ7aeBmDlTk;A6-st?v8tCP2%gy>PL(
zIE@#<`tw28YHP~Jrkp%<@PH>bj+-7`mLPq-9YPe^1qVb^03`|cHoV%Mg83$-I#JC4
z`}2nczG%EPb05rZ1cY@)k4Ov+)R8QTWK7J*zHZa?K|}4VeHI$T8PMX(q$YxGqXajK
z_ih+$vbg~+WBZ6U3hRI}X&bDco{WC64`@K(4e%vLq<XBU0fRW*Mzj25m!nfMj6cCa
zv}Y}j1r1H+5U8JOKx+RL%Mcp)xpSI0+~EtJn1c;=AX(OC2r6rZvZI)j`WLqrYfv*Y
z6g-G9)z8PIR`GSvkda#*7N15Lpl$)p4##jg^`?#PYr3(<wVQe}ym4~4fy@375DU|@
zdHvmLA-7?!G9<gjDz#W@E9?2qM%U-%pw>u3jca3@)KCe-ksMv_T2%EWSQyvOKF|9l
zcZ}7m#Rg~Nfrz%)NCzHtv2CG~93bRYrnDmDymk)sDJOf>XknpbZo0TS_o~h9yCeX(
z+%_bXA51FSVY3>cAHC2kP?@{#tIy9>7^E;K0d*6&X%fH@;3d{0sG?6ZNRC?OGDL;O
z*T4b#hZ1(Qy-+V)XKU96w={;i_&N}sh~~6wN9zZ}%GtTK7)WUbW;CoXy%bd|>rjC1
zifuLDcR~u64zPnQ5B+FcrdVZn(^Du?M@z>!%amqdxKEDR@Z=oUn!o;H)m=ZC#66}7
z*e8HHGeYkRLdaK|VLdvYJDNTpK5t5HS>-n<bZcqf|I=(RCPIW9I#m{qEa&Zg#IL^!
zTjL-yUG5f{QYO4}i$s|izck*G;xLqZ$LrGOAfNokQz#3CcRB-246oY_xwN57dx;Iv
zi=3MGPjRU*%?GX2f%=rcdrhgI#G1`sIk46L;gN8iaadP2fGq0xRFa)0w=et@FTQwa
ze&sgj$$X$wGA<XSt3nIFkf(#{5U89F#2VchSIm~ZMuM*P1=rFTuAKW9ct(1v`X~d9
zFhi&k6j=&Vbz|-7E0>2Z-LDw!FCzMBKWLCcCR!f*pn|TBOkNeZTpE*KO{W@g^f@p?
z_5#vyh4lj|uu#^GM;DW}HeD+Cr@fH18VnpI9rK$7jDX=vx^7iY?3vl|H_;)cT5YjS
zyVPIdh&A9qu+n)VaV?QS>A<ENz;hx?<p#hKIR?<g?;tcmR$MBo&uTxPC8dunmtXZT
zZ0H#@m$=C%Y{t0s@YcT`CFCt;b4q2mPqo`WO*(7<?A73IQz}=@K%21ZPR*bqj?`{L
z6(*I$v0%?ApPBVv;>2syxkue+w`Cj>_%vz((J-j6b1OImbPppFxS*vZXnGP-FRaX6
z*>>H>pf>9SCuq@{d@n=4A{`s1M#5JYH>CN-sjbC_e!Ixo+eYW71?-4C$tMH^AMgp5
zV#hZv7Ww!E85H?(=%YGJ&;zG;x#pF7gaH!ew~JZvY^cg1u51Nd_b~q)2ffLX6vK>T
zV^ca!7o5LNH^sX~1cd;NoVrVd6|2zDg<_8kZ@8`oG6zn-?7sx&Cp+i2vhOqY<0uFa
z-k%yvPzzkJ5GOrh`VWn~dCHO;ck0z%RGxUVnJ6tx6G+sK`JdOay4BYKdpnrhW#c=p
z-w5)PC-C<Ty?`yVAl=6j=e1b%Rs3#_sdk{q_CB+=b%(VAM@y?8DidYnM0CDd&ur>(
zJxg(U$L4HsVGZimaO_!I%$7%7DwZwAlMatUfnJiV#*GuveZd{g&^0eoM+V8xxs$rq
zpmUBHj3x_t_R`i^y~EkpWMG#)=knF6z;XQCeA4>Hs|Qlp2Z$kr^CS)X>0SPn>eoPp
zdSI_~NN@DRqvFctUZ<sA$EpmoM<;5VXYnaYJpjSvwUi){Pw~XLU0Cm&&wg1WmVFCw
z!>>+TVlMOs`M^t)5HdXbQ3rmhtyC|~I_jgk%mTCXy}?Uu3&_xA!QsW8orRA|;^1W!
zBjZMjRbMg?UUqqe!nILDM5q%ir4xNNC9lkSd1C5S%ywkvrF?dIQvLN?evhfw<Y*!y
zpbRj~f9Q_%*{Tj51KZ&MY@%m^0YS9uZ<srQt*`(99vDT+&h5=J;W$!8jkq)kY*jkY
z`?)z>0Q=sRYP}hsFFrRD5k0>=e?8mcQDl$;1i4WV>!yL~Zjhk^8IiMTBhE<QL%&B>
z5PHqYRAZPvq5Db_i{>|(aBWvQeKp!2*_cNG96caT0`Rm>r3*Ydu*+y&O2|2#;$h<@
ze*GH3I%0oNa!VN@bQj}AjS6?!@`NO1B21%bahsRh&1PXJ!9<}-=rp$!E>zV8zhJjI
zlH4=qzJIMxC^OrGLKb6>6t1<B^au$(oBjo@_BkRj^ka>(;wR5*-5a4cuGrD(>_+0&
z<6a_LC@=#Twfd=B&C-=F9Av<^y2*RV1&QF0xa-#)JUdomx_g0;0yG9&s$ZTgo8Jrz
z7Z)WmC#db^G?pOEtk+lX^?+AFM;mUfX-}_r>lBlbeu(r1lz%}IMFo`MF&AUI@8E2-
zD9r~;f$Jb-4%g#PAx7gS8KfZuz(!70iW?fca&V@jf;s)jlZz(O>)p(!ZuM_vqCbF!
zn)h`-0<T$U_SN};4zddoy{=v$SIO}4pp#!d^~5ClvW#?WUyiqi*$v?WOoXB%i<OD$
zit2N@%QLU5i!v`)M~eWRfcwn`dU``H-Y?v$*{<}M9lw_4aNT?RR&Nx+H)l&oM&fYi
zv=*56?dEm&qLGp=7wyJu%VD$S?}a4LIeh=~YI;<^m`2ERV0-xZo$lkXg@T8x3)qRA
zz^3jD5}-9Bl46bBdgtU)pb&>j=DmH&<<MQkJYfs$Ml~J)F8|ZDWuux8VxVRZP-BK2
zkt*B#k`jt**cdN8Vv={m?iZ7Tk+jJdcN#r#hg$PP^6~Z~sE=wjwGqyvgAUq*dQ`p4
z1pvwkL~%V}QelN>-!?NpbT@`<@BsitTK>q7t<J-(@@7AJtj!z8?bVJV)Ck?^5}DDn
zJ6v3v9Ag6_`4ohR@!sewj|;RJCu#Sr#a<7bRLhzCm}@1ODJJ0l{89gFARxrxp0$=B
z1vi>@aM6wB9Xd9gELD0PH*IBQZ>bJzaql7qreO}d>rw1kdzM9?tZuQ<Tpe3KBgZDk
zeuhnhU3AVbCMS>+i$7b|v(gchaOT(&hachrN{AmDzkju@AC>m(!@=>`#^9-5CSh@M
zCK?@+AQjYYC{-=BUc3?reDLyOXLhm=4O@FM)=fNmM0@l5T%G&V{cXQ?PmlUBwKTeX
z&?H9yQA#FiugcXB-iEspED|nD6p{99Xb3`^x{pDxlcB9+aJf(IcH<Ada1mRxTAw~=
zI9mHQ*M(^7r&U}x-X^2hM{TFq&C8>%IE8tOim~L$c~aq}mdh6ZMitud^+s_lY4KVZ
zrZ5#fW69+Nd-c(k<we6q8{*YGKYtB1bU*!ELh2I_*+J!jS(~ekOPCsjIlcjO1j>wd
zTh|!2bdWyr;+%09mHBzOvT@<Ee&Xf2QO_a_+fL@nppnBIQsd%%b$Jpy*XC7q)o|H0
zc(rG`^~avTZrIQ1VKvT48ei^AoF>Z`fx5A2&-hzP@=cQq<4LO`;&n&77&qiG7qf93
zSqoDu(~R-UC=+dUJ~WoBH{du@1@0;!gA#_<H>>wHtIN)8Q#-o<a--{D^q%&4+h4A&
zsxR0#0Vh~aTFU-8T;1e@R11;Qh*bHOzcfDiYEw_hJAr#yvhK-*C6m6Z!$ao-1#zB<
zrI7#Pq05EG#`)Q7>VyM-d|<X5iYyNSuueoRO;1@1N4UfHl1GEiVw)h=I$s)}&<V?7
z3STJIX@({hwMnzl`GIHa4ZL|Z1Jj-bp60JT)@#dDt#s$yphgn}8p_RU8E1}Nj!*8K
zK5BwJ+EJvUv9~;dWX#=#3<4Tpl7qCTQ|qeukLLK?t}oPSZ>rK)ZVo1^`D#JCjnI0W
zSlY$@(85|A3p%=ZF+jPI5nwHSD*(}fX&ECYSzw*YP<ALT)1FDV){TEm+3HT-e9i=5
zU05z^!?g}$Ucw047v8IjTC5WnH%Jn6kpj~eMy?PS;9utd<J+jfYlMHkRr!}hjDIx+
zhV43`3!3-@q`<Jj-oGbi`-g-sSi_rlGyek5KPQH;vodi4FE#=hWWW6e-i5qQ3}J_+
zyg={%{`-GsqrkxWzYO|&cQ@VtF(?NUGc>1$?k~UpVNfU%{ttuxrMsK%{}}WyGyDyt
zzh$GqQ2u`y^gng`3%$Q19XcrV`~RFNEQjM}(0?HXhJ}+IKrWCS$V>-hO#S-yze|CE
zk^A3LVAy}p0{d4|VE%S;IXg2k@PWSB3_H1;gMk?M{P~rUm;?46_OH9l#2mjh=42!W
zK0sq21qS+lFEm$=kr>8Jf8^89i?9+i!JheB`V4TE=XK_dEGGjo@VV~h-^`?8zkZMV
z-^rwbo!WVmNdxQohG_mvCJhT4^d;v%k3uh0mV{=~)MNbciX+8s%un{PMN)Z76d0Z+
zFsW*RCX80_lIr%pnBh~)D-WZX46)8HhK+o2!@a%pi6=(JPR^xZTB8<w#8{%@nP~wM
zfd^FN)a1O*<lpe_PuPZ?pP&x=7&zM*>w5BwJzR1#T$MGO7)+_dCu=}?gcGTPGxh!C
zWP5(d&pa$0T~oVFOoB?*1cB>Er~f3}k_5+KfN~d=RM`k)LeafmKP5)`I^T7a@>xhd
z*1Crf!KHe^a#+lI+4R;IHunz%nJV6s{Js0OFCo*UIHY6<Dcu~){&xy6o?vZqptDFR
zYx=tsyn13zI%^bm9{usEiy@<BZQ{#06*JZ3fU#Q1#udWTQ~jOHZu=VVL_H-Vucn1q
z0j3lJ`ougNb7zy+?pZhi;os#C%J1F1C!*;}Ro-7hK;|UMvs#obBuQI)EA)HiVXgD`
z@t?z3?>Bi8J_X!yZK1>T?${G4*|=AN&4S%?YW@b{vsxRwHjDCYTE)%GfyUa31VYNm
z`ao;5V!koy`yIy>kBbBydv>zDm{O-=CpM57FH%0s1U=6HwHSH4lN*`;CP81Y%CMUB
zxGMW=n+Uzy)z=PnzuSURF>9W28!ar{3iRT1#omgh*4iI0SY2>G6?=Z^cxlm76Jc)$
zA%aMop~a4@8-l(b)bv{o>!^|6>#okke;hGFQ16I-6fj@cv2l-NBe-zZqI4p9f>mlu
zyall;Rh~Ec>21?6+=c%43v3)Y*vU5SZR_4w2wB27m#<}q)c9uS0`4}B^sukN_1V<C
z`eeKC`BR}DPiW$6QQC&F6q8$%q0gx;yW8$zapoWd-pvmZ9$_QE`bmLBJ3b~M&aB%X
zg8A{z`$xbFhW*aIQebRx$p^P$az4G3$9Nm^|JZx$sJ6bY-#3)Dv}kFeIJ8L777Z@N
z-Q9~rQrtDr7AWpeLUEVi!J)<7wK&0pyTi%z-1j;6z0ZBmxaa=${(g7djIpz`laW2v
zNY<KbuDRy?e$)$LYIN%j8Uhqw&+mKJoiCz12}RGJiB9R6I3Ysh5O~k|^NT%L*nh=Z
zmu*Lh&4l6iIfty6y5s?wo2XJh4O1c}#?&;^eaSL%Z44Ktx-dIeXUB6DpYYt>@OL*D
zt=;Xe?{Blzg@%4ypB5&9rbvXP*)Lr0Q%$}p&Ms=+tPxYhP{0=o5(Re;QT{Tx)@Z0r
zt>O1DVR!<fFUhm@(KK-#sUd+@`}C;fKDnFPCb}fyNa@R_FT*>HD0{L;VeChYJ>1(K
za+uu8uCf5|MQgjY#V6&@k7Op@+<x131U2zBe!-t)H&yI3m~>kB{58M5X83{n>J?g_
z6`l?G8ifv=_e+RAOmZ#-t<f2QVOpg3`@i%`{%J1%HTeG@YZds|{wH1-$j0-(U90dP
zMnytgL&Cz$-rR!qKkH1nIJsK<izv(i<YZ_2&sOH&h{B%$pHSlda{zI`v!_ono<4bo
zfr0V-`7=yx0vv2CENqgOukZ*cNU10(NXg0H(0-tQL(M`%PR_u?$il|X#l=NM&nLvo
zA@~6`gZ<+sXwRQN$Hu}Y#=#-xcuW44<Nx*J;Wq&P8QKkc(Em^U{r?8__u`r%%OCT<
z{TO28O#9;hI_`~o_Tw{=1mZ{jIPLSJaa%T61qTY8?*X!L+t;IU+p4~qHhF7k3KCc6
zT=vGQ21XUD#aPnTwkdlYk<ZlwF?N;?OFeI`yalWV@uMUNN6FvIGSBo*g}Mppg`Nl~
zzc!@7I}H-<*k}--BI<tkdPVxCUtLfTp#kblRU~`@-)o-T|Dv+E(5b9L`hUS!{yWa{
zZ*i^mlEC~YCP2?__ps^aJcq<j8Ebn-)KxX$WAKxGPp+3wBrNE2c@nv>z2&!66D{+<
zZ?8zQy_xAs>MbVDCh#w&?#5Q64aa|BffC*%T&H}0^sS*J$|}E6(iE4Z8;A804>Wt!
z(lGlCmOI-UW<7k6tbE;ddX0(D>vf!%uKLo(P-dg<7o7gRbZ#vqRvh=+m}e}jR|U1L
zsSwjk=J9oDoSC(j7(Cj^Eud45&t!ZXG%HIZt1m+Lof{PLoi=1LQSI42j=PsgSoTjA
zcL{IadpKe{W+X;?uWZ9VQkJmQ7=z@q>v-wtDS;Dh0R=Hf+BZ^HPe^c+E?pH<;sOaW
zXFB_jQ9H!0>f`UP6YhlT8o8*cb^qH$Vjz?utMY%s2mb{j{Ck|E%QacL0Zxhlnx2YG
zcV1PM;@5Y(zZmWbPEkV9ldRQY^|$T!d7Q_12UL1V&N5CQXa!HbfP&7l10x_ua!{!-
zR1!xcKd@7PKn;-l5A<T{kzf5?T;3I1&4*Gn&DM48M(vOL71;vOMH#WmCPoxxmm%;}
zQ}3p9W&u<6KN!kKx8Pdz;B)wgb7^j-+N!{Y@+G8A$tvLwdmOffT9_{e<GOR^w1^L)
zC{8KXbTdvRu~;UkH3G;#_DZ|j_QR&`L}mrtp!e-sTBtzWE<>EEwyCyVPi@xLbi=}O
zO=Xy~tCb)Vo*H<9tL%{t)CDyCjP(P5Vzf{8)~{84C}oIE#&)j_sO4BjdSDL;R<`c+
zIj1LMiX0iG>?G&^(ge4pZE#_#lQC1>BGA-vHgnvN$i#Et#W^btk_jLj2Jv@A*uD+*
zzHy0mHT*+!TnZdG=ch>Al(ct9Vt@YPPC8fKpfsgeKg6eB{>Nr;_P5Wgho!kBhUkoa
zG0`AB8zk5MdjeG%l-lV38Ylf%{LJ9KxyaU{^4t21|8IApKoC;9*u;W%K<Z=L9XNE9
z2gzSDT}jc8-?n+v{Q!X7?tmOe2TwUuZWy*<S;q*CAqPI;ywa}v0#k#@ndwJWcGrms
z!A#5QTLf^Le@-5Z3>mmQ2r2ko%F02d)J)ppF7fWy14!_y5$CVP2K(=Nwdd)f8xl??
z)s$k9f2h3A?lt=XU?dxtZ^9Gb#r(j~BBZ9<A8Qfcch`#Xjm*X3>8d>H^6H_aCVE^r
z67P-v96kWrze<iKB3(N7X0Wfwv)qi4kn71!%BLfcnkH!?XfnL!?zAPC0s{ewDRX(+
z<TH*BC%zq)Mw7lb5{Y?}H^}8SA~?>UW6i_KzKrPv?T!(tfuoZ-n|!{Fy4qnlJJY;}
z$Q>cd>bGmnexhQUzwqrs2hFR;hZPQwqtxf|?1$<p#9J>8C3MMXy&R1OMn4Pyo>&^{
z2dR}X{aoxf_4H0dJKtHLzVr;tj#2Jg4L!#LTviH!W@hDn8@w43@=NIV=>I6YVmUW#
z+3EQJ2!?y7q8o>P>=0Dq+-E{uO*7M#8mgW>A$*cL;a;P%AmL2jL!n$jDD(;R?<%%`
z?Q6{gyC<-pRj)3zqhJ6>Kdwn<##*T>^{B2g53h;Y?HA100#WSu`KWFdir6=V3)vAr
zA5LMw*j_p<lc`np2P``<7ger(2?!V3<|8sOVj7ENdKRcl!Te)Jk0C4i34xjlng$%a
zKJF6MIJNy);Q^qALFf$ZxK;Yay-2KY@fkSLDs!gVdoKphRG!rg7pUT|TKgKaI&{D_
z%>1*l!csWr7^Jhhpc2{);*j*!cashv5VGaq*Z49V`inFI{_ctS+F-qE;*^I0qG0g#
zxc+_yOyf%{97k<-(1TOvm9T#rM2>H-7=vspO77A#CxWLP?64D3MmA^)X&jY4y9L9B
zfdtm&9WhdD-!nD5&^kZtgEyEaT;FY6r%m!QNJ_fU{Hlu;Fd@gdqjo!9J*O}BLjg03
zwQ5FZ^`#$+Kl}QqYFWg3(mWx!->yXiazLr`0C;;fRrE77DXV<yf<m)Y1s@t~vsxRt
zp3o-cU&X!!C}TS!3fn*9qa@>_#8PqK{>gb0cgL(pK&QDSDOd4j0_o~4QD5uw#)-Kd
zC44yLo@HPXb1pJoQ5rd?(pa71!}F5a{i+ggDz2ju7{R!oAU2?q6Dq)QjECUVn`rL~
zQ@W54D}q*RK`_tE3NBSXZnA=IM3(7e?!fhBgqQCN2q#KQdao?P94Jv^@@!8t!eiDi
zuX+K2>ZqnD9ykHu?{H}ItYQt*DC-2QUjfIo(>*qJc<9hphzMcCi`Jo$qijB`RI^P|
zW0Vr?iMPsB6Vo}OBiiW8GL_TQ7>!Kmr@i;^B?+*Ce6zgUyU+{yQOy9&%woVaUq*Fx
zyk&Gd*ZkNk#rGd^-!-Km;F~GMGqX>xOup4q?m}9@lUUk89>}fv%YGHUo`^*DONRUU
zGI5rO9pg&gqcJ$MJDbLd_8uN}RX}m#Ug$-Rrz3YvUA|or7JH|_P>G^^cspU^GML>F
z@w(n5#undXw>#k4vR)kMMby6KX2YXR>oYc3O=UraP;@rk?3cVsQHem(l)qQ)XA2^s
zvu_C1xhDuLf~`K4S=rg>E0Qi>yZ_QeSdSD6BlWQ)lfZV`JE<3%IYvRE7;ZJ`K)QBn
zvx~axpQTBO%yyp$>Epz7`+S^MIvsoC<3Q;HS<Sw_*KE&3q@b{rnGm7*d{)jxu9;!r
zDS-`>#)LAHvvWev8ku?F-q6-&_%R7*6v`6l0||#!K=OFdZS9-iQDYSy%pFs4Rc|g0
z*{hBQn{=0}W2kzjN8l$(-=boUFlQn~#=3V<?oL@Yc%TDjdK=lm>VoQO&SZZVpB;^t
z1h~xqD-!0qM7TIJm-k7njqw6fLQ_VWh649K079-ip!Ds7S{p=+T;I#3+6z9k%HD>Q
zC2@Hw=rw1fM=hdV9qEn6g^#|{4igSO<lh@jegOR9r0RdvNE{`%F8GGq!)xv?Yx4m>
z2^{a3&~h(iRmp4au<7t93@ECoeUyiz!eKDR>8P-v;FiPQSr}Ltc$N1$hePb_qzmR?
z2T%FaJDe;~16h`8K1V1f9=G@*UtMbt1=g|)=L2`v<#k2Ghq`|SV$qJalf+76hD|^R
z;yP6&Iz;WpAk~94mB5sZ`bO)7U#|GSDf8<~1}01^PBtC$vm{m8q?4dlCbp~3bid5&
zbD7=r%~f2QHeh)d*k!(KrS2u!lJs-~>$hKr{XwdBH(sc}2yd>MnHcF-PL|3mXsFYf
zJruZ|F7?pDw_gF{FN_a}98xQK;(}*CN9%7VmPaiI5*<H+576z?T75G*v51{COmRJx
zk9^7Pd`63QXCtp6BR%)dZbcK4d=FozX-@j8EwT!J090IpBrrDW9A8|!ie$htCfj`^
z8|Y4N4317@q_;$1wt-PV>ummGIQI~rqEafTGL6Y&XYup#$WHp1*^cr!-><KC$jF^L
z9pJl2ERYJ?9daFZm@+<}yK?pb2n)2!hR;S#XpbhGOn-~pqr%TX!7SS#Ea}_EV$<ni
z;|ZP=I==QuR0noUMf)rIj{ilQFrFO64({KRfFz$P;1G0pW02fEFH5fWH=o=ia8H1w
z`ldiE><eu!Uh~LME+V)iC52jvfhRcmUszA6Nan>|Nx=Gwg9MjX=EGP~5Mu?c_=Js+
zlndQmBN71@GSS_oYy8qL^lRFDD^)0%jDX{I9b~nu){INza;ZRkMXK8Vcp?)SZXYm}
z^Aa;AiD#VRvOus;>?#L64COQOsJ+gxFw|3n0#Bk=YEiVE)w~wS+FRi-&6@`Hm(fU(
zvpxFzFW~l?(6i%d>z<Q}qGRcFf!A*Ig?wBClMAN3yR1597fSLpZr6T<KlPfDJKK~v
z1W-g(C>6BA96M<W*{l$Di%dgq3G#e8aAGw#kV<zJ8Z;#48<fP%i8q}S_@N`z0lwQr
zKP&tEJ`mtWT!vHSWDg52DZcIW*7e#Opse6?2y?tCA|~TBs4c0xO^_6%1d*8?_xV~v
zHjTXgq^8Q76c71$zdOJetG}t~zpm2GL^rZu4TrSJr(b_cpK3T1>AWH~^+U&3RHo7^
z`sO|PBUq61EQMF?^-;wO$}{Koos<K%y9qVflE(b^ZzvNgO!LOYel-Z<KSw`8)Psds
zY!yM$hkaCVj}69#K#tyPs-rT`GRjLKi$=A^Mw&YV0qM!82Y{JTy8-X?O~0G86p42d
z%F(aK_5U|9|9=<v|I1vL@g7Cg^#8%-|2dsKO}8qbc$D+ol^6&kvcXq1B)<qUzNhmR
zX{5p1(cd~7@bEqN&3pCdD;{d~GpUa})x4Y$UtwiQcoSRroDm^6khL6}<g0NawC&Re
zsA`Gx)n1a_P<iZCzm#pv3TyiM0H6RO_z=yNYgdU?Z|@mq{7jo<jyk<Oy~kt_oiJ7M
zLvd&PQ0vK&bLtAqLs<6DPOgd@ayHofm}MiATA*@>!REJhs=yypizHQnU;7T&DN+Ki
zwE6-iF*BF~P#&==RACg;At*-cxt!WU;^!e&*l^B2I+GUi=$WzkQSF5e)l_q;`Fuv?
zDzG(bkzR|)QdesutM>Er;GE&xlRF#2tAf#*d4s5HYhphp`0pAk)z3nn7m?k!N-I7N
zBX}dwefMel)dHS5y#=%j@-7Ia^l@o8EliVSTKg;SBoIXHtf>b3T~FOCE3+z7UW3p!
z2%j9rXRA8woBJA+>fc>^HN39Hb>n-?O0mP*aT1nlG&TBEi@h$&sQvohb(qR8ODgu_
z)1R#+EUpJYrH7kM&xU8Ya47rjiQ$6frC<9E>&MEfdj<sA17J}weF8dG#$Sy>I#Rf-
z_CNj-%1{#a-yfm;-;9zDO~L#o^Lpy~8RnU#qWwiNGV@YXJ0?fh&Ogn8hJquI(q}OL
z%Yr8HPoIJ8Oi}UNE2nux2YM4z1K({j9b}btLBYvNFK?zKp_CR3af<~ZHf?%<`VDo3
z1daYq`sB1zG<!cO9FIwaCr?!e<cpMX&ot~RVS|!3s`u#0au>Sr(Pj9w+f%JLX>K~h
zcb1lMD96*Xnfa$11(Z`^kR;b}CJwj*b?r%4fG3Ig(TU`GJ_V27zIWfWMhOXrv8Vq&
zy4HRTG-6EUwWS>$V?I%^VfXlb>d}t(I~tPvkv6x^=NT>feoNOi&jY{!^CWu)X?}B6
z)R0;*;qnI-$<cot_a|7+S%^zs%vK;1?rQ1zJ7hH>+m)%$L39@^HpNn28mBs%F+qEh
z&{W@8PR=tGJ1!nMsZgt45b;zeAd>ml4t^}3Z=Aws%=a*#Hn+sSuiIU+w-_P`rkC73
zmr>o1+{A20Z>KOSSr@1>@;&0zMNH<187|Ds*)L?g<Mz864}$nH&b7YTTPP^I_YA9i
z&EK4YCROD!MY(6aGB{D$D;7XS|C+|j{~qDKP{6<1*)x5*;%nL|W%yLOu9W<#&N+|9
zm7<rg6X|)vnvzur#GT&24e02u^%iF5Y;kCP!dS(qRkVI2o0+Hga=Zin<ARJ`iHL?|
z@GaEH_R(i8<5}4QxewOp>Vu`sU5=*Li_5sQVmUV`qi^T}v8ISH^GKHL3f~t#rH8C6
z*0c{NW?8zLd2mJ!a@8;;H<7f3k5igT;hmJ}EIY~6Z<P8S<_8VS_0RJOG-%dY7}hNe
z;(ZLOw`&-Fx@ZdyQ}aSd-b-I=Q&ysnOzv@<&LCgRo3AJj?&IloRc?Njnpk3q6B3kF
z`|>Vu#ms*v{F<_>D)CbvG5Hq`9GSRJn?Mu;am@Tj6NIh3aCUVhvN|Oa#GKWiQWsy|
zeeh2-Cq%FKE(0?tlH2FBQ$I>W@tXAeibhqrCV4EF>HLmWO_t7#GRe;Q?E$Bos*0gp
zr{JKJan)R;gxP^eIiVN>tDvec4y^jAfX)zgpz^)o;{91Osln{&zLlEWyThp{XT$^G
zm2c6C-0x?WtAU~;c<V;%<TeCgau6W_Aj6F?Y2^-gNpxIm_6=5=xsUJaJt0i>dr6Ui
zv_*wR;c;>EKY4F|vp9|<fRKD7=ZMP*yBHTF$ABI*<q`~!Ubetn0Bu-`<!m&AJZS2^
zcT=w`I(kigIbUnQ8BP0!S-mf=#oHUz=d6LfuEZ>^_Gl8~8I9+oB^XQ7UH3w|ATu*h
zmx%I=ewG(e(R9nB=QZy=K>+r=Kb58Ke<iibv}*H@|K4sR=T#`+WNwDC>l*Af+|z-M
z6rk$MIFTi$4@LUOTUKQ)zPXCG_3?58_V%QBVgPr>it-7DxpOJC1U%1*rwVc&b-$~e
zj?;VHThCS^j;B{IFJ{xNu0q(w^sXU-c2-gAc*9iGHp9!k<ieB;qo5!nIVVLr+rwR3
zckjM$2uu0`ui*5S*+ucdNI!R;I8TkrX4iSKv614VlE3`%uQD?O&26W?t?gWaZgoHA
zJh5k}X{}0}ljLn8SeNX8SRbt=t60CooW^F*r9ml-u0NcWV$kCCYK7fEN7dms_oTNu
zP@Ci^$M6RL|7q$g@tV=SwocOGm|jB5cID76HiAcYv!$y1m9bS`k8KM6u{1EZMm_!C
z=wyG3_ogLd<Qjt1CrDih(E7oCuOm0;t%=@*#~)m3CxA#bqWk*3_kSJYy<=XqtP6cI
z5c#@(!N8^=S^)N=cUE%w0dR&K{~Q!6C?+qv$`==Sf5z7TLgA6T7oq_bdh%A2R|S^5
z^Dv_=C+8MUeE?uCEAGm58X9p^h*B_Ht0@|-@l{C}q#H4|tzA#q&t?kIW)CY3F*eYs
zb3s3CY1XT;NjfE+TaK+_I7@V|^TED4WM6hla#bjjL@E#hHKu9a`5kj+RLBNxEeU6p
zwwfPtiw;`U#r7$4(Dy~IUQb2TG=JU+iR`|^vEklx*$+n~>`o@ze4el1+mYk?5oYHn
zyQ9EgP29sGT?vhyJv*S&fqjB{5--y_CYt*Cm(;J1jP+FErhoqCx2^bD@8cMUB(`}K
zIRiTFwD`(WF#lqfmZ2DXe(UthleZ{rXk>awnfhoGXP&jSa6f=!HQ6{(WaU!Jsi04V
z&mPNz$@<Fzh(t^p|AI>Iz~qa7N1H@|hL=XX)(1r>Z8Rzd7xcI2F#n5=PWWU3vAB?P
zFoNfmRtXP&0BBO8AaDT*)M-Rc7kpOqg<DL_cXErPembqg3aaaNMhU-fQOPfDbmK6c
zun=tyw)@8@Bd)Ldtw>So9nipp(uUZGe-bWV-1VGM{*yy49&stHSknPrFH#>0$IW!c
ze)sfl7o$kTK66jSZ+rOFmCxNYu}HccGLh0{vFiowIjpm$qAKy2I4>bHQW{fNS$U{d
zyA_{fKh*P&_Y2VytQ&EPrdKp}#+->5LdEj(lZ%Tik}gLz&i*q5OdQZAodr!IOL_XQ
zsj{6N>7oDV=Zzk+M-Kohya#{}<P6!qb6s;1_OsNx2wLuX6JvkVAFtJIL6AmS>jKnE
z{+Wi8Ce=NQcZd4MbYb>kO-kP2hLIsjd3YCZw&DCEuegA*%FQXe94Ezz5+R-!B24*0
zr_(Y$W44b!nfY^Sm5<9En+r<lR|>qR?=Z%J`GW^pwNe{H<PvV<L-(qe!qNa^EBG@r
z!`5jrvuL*w9s_>36Pw|^7%{YFmx-#OlVkUkik!?#1AW0I4!Dqm?BBN$CcNXw!B3l`
zl<ibqOPIq<otU7PGToTP_PrvhuH0!1K}dFH-Ff{?a?jt)RF`<hLrqJPBZ$##ti0{R
z-wW#|E$U}xckKEjoqnFQ<kz8_KB+iKJnAre{0_YS=QQ)<h$C!Vha-+VTySd8nA^?v
zWoRR1D&tmAz9`a_&7j>WCCgzkyRHzNS{13UzvVCDu^a{3DrC>d3T4FpmmBrBI+ysW
zcalm)-y1H>mV7N@VA0-*jE@7WlDR;MUP@E%Yei*ZEEcxO8p56ol$q|`-D;@_G!}hR
z8yN6V;g2)Oiz<~w2)$d<^k)ll+7Mch3ueMw4ZjDbBl_!IS#d$!j?qy<ja@lj(Wpc}
z*RF#{HV$m<(qxR3-vrE6z731vkaG`n1wRYbjmjWgfueRzW+OUxvp16a%|_g)61;we
zu?qJu-?R}2#k0s?#-xt}H@IUk^v)`0-NMp)R=VW&BsSNp%=ub7wY+`K2xn6m=AD>w
zX2nF5m?s*%)4adxlY?hjb0yCeTuReyNhL{Cp;_l@Z?B?9cb9uMpzMA_i>K+9!s#&3
zk7s*|$G!#U3_>O0zbdsQSMZ)c0PI02=IZA<Qrj{ITfZVykDH6<eehO}ay&pd+adc9
z$UA8ont)4e)MBP9f*JN_@|#+*x?v0fB~@)8p&FegYNKge8!;9G399KpAIq0lovb5V
zPV0@K2rWCD%&C#w)6O~0G6D>$+wf&z;XjLu<y1j>P1dB^jmc9}N3Km#eZN(-SZM~9
z?$0L*N@Ct^lZ`+kJn{+=FmdB%9wP4;=bO6t+X9j9#hQFESHiK8K35YA%QK;!_UXf&
zS12Xg#JQnot%PIR&ktLMbhu>g-eHrP*5OQ}i>w+hSiIl0p+K#B3yJ>@8z=u~8&xOZ
zVL0ztInLLqF*4}mP6@_r|2(gTTOe0`ToK7!KZuko9BQjR=so~8W4-Q_LAJvkihL?f
zI)8p*xOMp@go%WohJ_f}ppr9|JQtqRAI%xYJDh~q=VE22<yr%+`?}M^8+zzs(xe=m
zl$>|;{V0x}S2X)_uSd<8N0)r?l3Gj`H$-2u)=s>4|6_vbMez9PwHZk%Sf#qMDN+XU
zy{p6tGg8uJ_|@}#r5yKLY(hrK!qx{sD}Sm26=O?6$ns83b$vtCO%`8R!0vqdG}ji8
z<n8!ttmYGboR&{U*)_g9$>1ZCGI6(vo8+j(&7JYHGWM>4eWk7amN)bG*}83bczkA;
zc=ydtS{Te)O`1hvFlOcX`JC|lW5NUrhelCpj5*-`C)-{84O2+yVCz_7akop3bEg7@
zj)SD@53B$M>zIauLQVxMOg=6&EqxvSc*10dw`yVq#qRE(%+Yl@Wb3A46owQ@7hjK|
zw!LM+*4h`MO}$F|Ove!6^a$@R6c;wv;TLwbeZ{sKGPdl%ZfNG1{|##1yA5;~sOT-j
zU@P8Zc7nwqm$#4A8yBL8jTEJhH=Cu70~U*V9fZK&wkf!hfib0EHz;m0-PxQ^5!-jX
z4-5XqY75jf0&JMsv}u!TR4?Ed6NAl2xj}m}0{nA>Q~T~)W;r(Xf^7OsLdz8lTIYtT
zGWRm1J;dwEa)pM<4Y>P6^0ArSL0^?*Pp463s)a>h2#Fx+HA7t+w>~9ZF5^O4^Wm^=
zB4SqmIqf_7Po&h!8uT%jRGUWGWFa)#6rCRKUmiDThrIO^nUsN%h!~|8lv$6jz0`ln
zZwFj4Gb7Zj+Z{H;UaG2Yc)gVsy2k$~lp*8qa$rJJkGE%SJLdpCIV@<rkIy%nl#O*i
z$b+UEiWZe3X}yVC)OzsVyx!^l#9VioTsW_%r`L{e5ngj{G9UT%Y<R_hGR1vmCHL_(
z49L8*L6?(Y7daxk%(M>xu+KJ=1No%V1+~g5y7gp-6Lv%IiN;`pW{5o#s|i}2y=>hQ
z7{T{3l|MJ#r5NPcu6foq<siNJM5np$d6*l#qsJ-JKVSF-w+I#g9N8Ru@1yR@muQXO
zFOA-4%Yb$e$!Vysvo)(X>~Rsp`U6%!(Dd^G5CwP89BlrUE9Yq297(Q3O;9Ao^!~P%
zUB7EeY-e}d#945zCJ-ammtCKxgH0SS#XWavwu^6Z)DC?oGCjg`IuPznLDdoA%+IOM
zW<7b7_|f}bb6f4QxV`YRj&axTNNp1O!%`L{j%LQ(XNE*!9n-n0QmF!&rqk8M<&Sw7
z6Sr_2@8A8pq1_{Y>(=L&P1s{F&)Ar{*D7Nq)|2*CP~D;_R#P&j-`|72piJtOVsZA!
zx?6()--kKX5%N-b>EK&w<8ffflM_ZN_NQ<ks*qC4fO_#4w0<IYUahfIObD3=KwT$<
z#we21?q$4c@AuGHHOsr2GUpLC$VJhq*Tl|6mPnv;jkRto$?8~{sptrF_k6fwsL-aq
znX)CvNmse~B`AVz<+9|>t`dp3uOx5Ld0)Djo>aA0?6$(FXQkI<GimFYt<h{R=gl-)
z%1!b7y=L&u<V|IISEF%oA+4foflNp3b^N{6wZ?Quk;{CvTE?d8JMYKJPg1KLBp!9Y
zd@M=fUtlpoR8i`9FmnM!H>`#EEbM!`aj&<~H><~9+!b}l9yLo^Eg-3hjieol{9|Re
z7)YeM^lmSRw2a8d=kJQHPH50Cs3{=A3AvstsI~1k%l#)L_HUwPdV5Ij6V}rxj$Vm;
zhl}8IuvEpqt;HMFE`_`i;op0IPXi|6fR!JMcpewX`(B-QfwLk=Wb>d#c|Z^?)Or<C
z$v&k)rLMK>((^5#Y4S7Wm)fLO{`mnzTVeH{UaV`<NC-9(>SHOpn;W5hc@!;zZ*%};
z^ezHz#%2SH!#;F+jV3V7M<#5y;2cpK>yvqYf0?;<eKQ?)5bqeHulK(5Jjtnc6!4qz
ziNWFTX<?ctgE&0=jHWP}rLB@Z%nihe1iY>xsvjyb-@m=B2V4PKnT;zUS0oA4{w6c6
z)1vScN)8*RQJ36Esf|GfiRXN!DTeE$YA72Yulc9nM`g<8oa)bxQ@V}9YXeID=~Uf*
z^Qo5xpjZ7bnG^6{Vqo*`MT>6K2<on!)sNiI2pSSj4uBi<!4qov;i=8ttI!jd`nxt=
zi4N&koRqRd`>4@3y+^??i<6CO<nBo=pI!;#zY+aJ@;>h;iz2JRtBCHMY09&${$&b$
zYJ9SHKLQ5IXw1`%aG!XZj{@f6qyG$kp1Yhj{(_IWSR8J~QSkoiqKt|}s#z<QPiMW`
zq<BhI!>SJ@28T$;6V2E$eP;e{Q4+VYo<ShW>+C(V_$Xrh?F}8gDTV{R$-lD>DZ67N
z<mv2Qpk((U$J4@&hkckbJ{s8&nMxuL-ueFGOd~qrN<+I%vsjMZdD4DE(FaHG)C5CF
z>)sM&nNGnJ9OutJPg0)*EWJ!aqxijNfC|VA&Qmf@^Bg!c%W_pJGv3piLiBzFoI5%^
zMH6s4+h}B~zWYh=?qI`BC6`|#o_2q9^peB2_L!%{;||P?P^Ft65($+Off*eRCQQWj
z(!rW4sY@whq$Y(Nf1X`y(RFl<tstNz38OX9{a@2FORou6_GrsWgEZf>I<abwOjjnT
z#CDTw<v8V};yB|k(mSl)qie$sRAs0ohksEGH9zZPE&RHnr?WW281Ap(IR7Qv-7CeZ
zZuzU8jy7{+7Wu0<qhiz@XSZH|*C^)j3>TV%9#>!_dt*KTuzHFhuZ&I``LO}Kgq=UQ
zvWZLcrSN$exy^xvdN3|?t=ql;=NMgWI?pneeYSn^f}T>d4)%GYZKA~T&4E~I0<Uzr
zoh1zST#E&XaOFqPSAt0&zo^n|BZyuJU`t8Uo|btX8h^Dt6|jJ6yfl^(wi4VuC&UZl
zdbYUY`aDyuzeA!-MDLUg>|4YOv(l_9$f8lCcYN!QrWM$bur7)LlZlyV1=ENR3ECfC
zF6j(<XA;0C2wp$0Wqf<uZFXQpl<P6BH7=+Pwt`8MisSTzZqO??4n4o+zb8CfQPCzm
z3GR-1{_Jc}M5`j~BB|`$248v+vLd2Ben?n51v)-H;bb*ahMo(@7}yeTM>2v0T-fI%
z!kzm3srqtCaK!#D9zwk_mCY-V7hXCjaR2ktkOWnSKve&gwx*=UyA?WGMoC%SbPf+_
z-^PI)4;J`s$jEB}55N(sN_h7O*br!2DaC7lGTRb$8IV7>Xmj*u??v_19g?A^Te%E)
zGF6*nY(0%bIAMWKPFs9IwFSu~WUnYz|I<v$yQ20J)Sx}lR+rE_D@{{(ph{czlhVc_
z;=+kj>-`ivi4}<un>Byuu{$mZK7i)cg;!s!NF8uf?j%H-!FhlXt^YMQ2nd>E5e+&z
zj%>^I#NVgE&Eq8u#^h6-kMb&X*e@aRGl*Qkp*F;gWItU~JI11HT4Y9r+A})1wh1SR
z@PDU!q@VxlD$?-~f`^z-35t^N5Pc*Fc&<vi8ot`Xj8dS&>48vAjw-H3_!$c9vO4e)
zpL}eOIV)rGz>Gi3Waeo^dQ5Wkwu%(@>)I`z-`6tj9O`U)t<@x|C7XQY_%k#<Z#A0{
zhKn|fnI_t;m$4O7x=ki@v=E_4Hxd1tTAE3w7yVKw(EHLyqEJ%G?p(mHc)wuDXnmMt
zYW{Z2(`r=tG>5dqk*EKy<NZF4(c$nn+Uc-i&L+1WhoS6ZFFc6eV){xEdW!y7OEHV+
zFV)a>Sn625dQ788a=-ekZ`mSNT3$aAp_3(Xk~hl{byO+g&PGj(@5VJO?9JX>VDOca
zdtk`kutl2C$S-Qz<_ovyIyGzrLsqyWbyx*=WOV{@T306_1tn%Fs$H_8LfQx|JgT5#
z9!#g{fwK@FLzAe>D~v;+oHD`oE@XA}<Y`mO>^X9OVN+f<C*-L?j(On4aIP}$PES)0
znk$9dv{=NskTkQM7teW<Hq8Y`_5+|{lFXp{#YriLs`3Jb&iSLJtZOS>wpc-ZTzSUU
z;at!Rm?ufg5jNP~Lu0B@Yus@GD?jxunK0_oEV|+4qqtq<oUScLNiqgV5l9o8VoYqL
zf>(bLWJ9{|9{^T?c&BAT6HVH_V3OCPGWgO1no6T*z$mJS(#c~a-ilFU;n)0qIp%%A
zNo+-BzxQ{WzqXfNojofDz8B_GZ|sa0iRmdl5kKNiLOkoOOuq;fwl*-CM&$@&UM0yN
z<u-5YdnaS-*Y&PxYvvk104$eSMtg(FyO~HsmJiQX2W9_2#qssxVd`dEU&rb~aMBuA
z<E!f;EQ2~qzT=5<tZg0^zBw9rd1)$NJIk7M;in?v*+`Y|)p^J-0H(HiZbNJ7ZZ;7I
zJuwq)<8a>2oJSS{`@CEUR1JbquEbw8F+6fkHD$!opVL*yZCL)XTxU-Ayx#f)V1;?&
zEG)5h><vqMAv&60&S{CSlok{P50JH_hwd~{A4UMxxHNj`{P+K?O&hb=bnO}bFj9AG
z4xY8S{;hK1)hZ<zFLQx*32k7tf+K9q>Wozy^>3MWdc=ORZZK1>1=9nE8F}i9B5Jr{
z`<V@jN4zHU?u0<c@NvC9x`6Y#J8;I>+4r*U#7p^rNo7c`tW+v0!5&+gzy_5-#9})E
zpAc#Kjvmq7a1Y#YSky(<zz9Zj3j2Bqiu=-*zm7~-P17Lk(R6mI;CCf3lfsyRqe$A*
z#pZkXpfL_<!x?V{FYlC3zjKc(6`GB^K-v&Oo{#UXbG-=7@QxAK7dvsh-~R2BY^R(u
zud_R2>7$@;Bz7)w1!DZlR*APV=rqS=3@tUyb&WBLQ^vsg*hXAQVlUTEvndU)U#Eg>
z3mdb3iU)R6$^Gmg0ZEOQy;s#kOj!qP8FAF#Zjoc|2*|;nQ!Rrq0%Y%ZG_NdlvRM{{
zguq-&6t`X6*J_W1D#iXhj>`8+{vb=tJX~~INVuBdr;gec!cw~nZ!vuF(-m;?kuWFD
z*&<4OEI)p|_WCFENo6@smnh$`UV4wP&b6}w&H<LkSFQ1luZrU%3YEXEtLEc+2fd|d
z@?#0#eAvZV2=YcWVaZIq8#&{(o8<AdVnVHnkWlT8MiQ88-4%(nl1Nt*OE>oXL^g#$
z>E_TzosvzV6u&FDezZA2O`NS~mpSaHHaJPGmPlo2hYRaCJ3W5&igW``MTxYB39VtP
zk>6It%))m3_#<zmu?Y07;=b<bjJIiL@(wX<W+x%oCTV!z8=n;}{<&0|wf!)=s(PfM
z(#;}=cor%4g)`g={kV+tFf|L=B7iCkN$~49{$Xah{DLf~d&KIfl+AEKg2F6e(%_T7
z2e5fL87}Hdmlp#joA2$qu+8+#nVxDVRPE&%H`_9z#1w8!Ydx}W<;NB#yq|~1GJA(f
zNcw)mt7gUOxxZ-k<Ozl|NG`Pes0qyd`HDoezG|5GT5CF@h05pSeZQfy>L1U~!FQ6y
zRX;9wYRRKe3MK##>KUEdurfgG_Cgk1{Q<!8dnE<wNhLQFNv)AP5WzI6Nz*r=Ikrz;
z&8gpTZXUzlT?cHv>~HOs?mWvQU5GlMp*rq)00jE#BVgE|S?4B{OP0i5dl7sA?y`F;
zyAn$>?o`KwT)30;igY=Ohih3QR1+z^Kv7Q~e~mFb_;$wARLwok&WeAf<k{(jnosVM
zN(}VS<E5_fZs=pQo9Gy$bpE7K;CRmH_9cKRToL(7n<ctEN|S?LRsptE0*aA@;QrJ3
z>QLr69~yI87uT2|QX>c^vTNevvqdl}Y%WQl9q$(SS1o4aQ2k-xRhU1<!z2v{cq)!`
zgbU%=UyAuK(_a`w4QLT=3A-fk)NK?*fKH?%rK^uG*fBoTce>Z{$E-^;#fCKssez;7
z19aSp61N;K@EI>0nET3_M2nCymdJCh$4;ScWoyjI>3pCmK4%C)_<Fd!xp#Ux!7nEX
z$b}ARp+gi|NG2VHk|^OyKpG!Mc%QTwE_3#{pmg!vTqSI^Cp)YEBx))_p+QwU{7V{8
z_D}Z0>3b7b0jF3KJDQuFoddnIl@_9-ehSN1j(||b88ebA9d}~jK2z%i+m@81gGN4+
z-5CE05a@y`DAG+N7=HJDt|@0>r`j@I5+Lpfws*%5-FTK4ey00^?KZ-5I86BErPuzH
z_YPlB>}X+34_Ow#$*K7lUSBgulk#eCcqoe>No7j#Bl)r5+Qa-akwAb)U_Z6o7^i*s
zOPaleT?pxy*}*&rx9YcDA#nMjUuf*SbSX$!r#7%wEH;{O#{JD1`dGD~C{OTyn(SMa
zTH4JE`~VUW<-^kNBR{hTV#15MJ`AkYd{}6d5@J`9N%gaibQ~H3Nri=H&NFpFH_R#X
zDsA#D4ac>mK>Kwuc@fW<FOsJ6=c6ds1tCo3nV<JJ)Y$8LZ#i`@?9#wokPlv~&4A~O
zkNw42T}?Va%vr5xv8SKwhvo*+Gl4qZroU}eBYP=hW+Yx=?5xUwy+R}9F7)V2$N0Y4
z$8Tv1%;4W?Z<`N?8i5PZ->auKXf{4bt3Yx!OxJe5&4xB|npU!brre<L)P)>voOXT!
zORC*9KlqNb&zl-!yw2iFX^r$f3yCkYYhPj`k-j)il<Y?ls9aqac(9rb)*MfYJ*`a;
zN(smVIObuG;PimBPDi-EifIiK;)&^d0I*Iq7?P+39@x-4n~advcNu&D;Cb|_w|RA?
z7xt*`+2+Iw?Zwt%I9bh{mO%XP8C}PKI3J|0Oj8C#(*k~7BPs>)Rtj#dY<-2ZHa|xt
ztICo*j_bbK)4m0+s4xE_nU^F;slFNg?oO2~cP^4@@g1be3Knk3i`UEqr%k!iFtkl4
zcq9(*E>brDOlXBc_d*bZ>FhSMNb*g%qaQ2NbfJhvU>KE2oMvE3_?=j_{j1FbvI66m
z@?T>$EHe&sEa1^ID=L!_>axEk;IgGZGIWV!hIvcl+Kfo*PHqdRJ*}cwF*)^a7@3-m
zwWL5f27IRbLl<rQ=FrGoY$gsY>~zt^=0)PfXKJ*>8Y)@!zc4%uU9bQr{&s6r+#=t+
zw3Q9ckSG1(Acu97iP3r*@Yi*UR4{&kw%3=2(jujI4ED1)v9vW2Tz`t^@w5h=F5207
z#+sRwEu9qYoD1*ED8EHbRqjg<_`&nO;h+)|ysAn)qXP!LcAN*j34ZvT`Sth&6$(5N
zNWqFyH>3}4qKEA)3soCiRSVhC5kH1h@<T)6Z;2NbTr%n3<M&^6^{c*&T6O?0p5hVB
zFL-#71&@D-0|ly#lGmXh_%fA-EK?9kS|rM}EV=QWSdjp3a1%xh>X~Z?0Jx#ePdw_N
zhsE#lw?}gs-s{FLy`T>H4t-RIeD-Ft-<WEfGn(R@3Z|YmBl|Oh?~E|SJA1C@xwmyx
z%czbKUM4(u{#0MlsO=Jxy&$!AzAz~3?Q3s>mgtVz9OMaHePsi&^gXYVN5>5$e*oyM
z3A)2TF@M_mCd~DVo#Aw{p|QUfEQX%t_P@Ts>N#V5=_Bf~x5>Rk>sUw|wQelDFs}>)
zjV~C~TP625Qprs>P35&5-W9}qIw`f7*AcJYhTm&8FGKL=`ajJk?7kg{y2-Wk$Gtqz
z7M7$<>?pNNcm6OfH*qErWv=jk#8&J9z=XD^H5~X_FeR*VaGP}54?b@oL&zNoAV<?l
zQcwaRO*h}a{{G!$g~F(0-JVP5)3<7lK4N#?qNzolI;k$cGeqr&dkd2tgRk@O(h6GE
z3*x87X1Z-kYSj^RgoK%M$QI1l9p%U!rTFF^!(*{EpFj88dqxmPTNY<QPMS^*at_|s
z+v4$R)|ZlkHujvJ&a9ZS%Ttr*sd?a-Cll{u=6$Eh*{<<>$|y{kRZ=1}oqL0r;Ln{V
zw57i@aZvqm+|&L*`~Bn7&h2UPX=mTV6+f%-v$v7G4$UIV;<wBpQ!d`kFE@DY1uHGq
zNxA2r9T-+ua3KYxokwy*^EGE#)xI&FC&Zyukgi>89R#wtgxJ&CYO6qJ-jMl3yTA0k
z(WL7jH808DNce)6vGxFvGyKp7POj;!?z?+>_IMR3={6pCF*D^<GnZ;tpJ)AED7?X~
z%+VdQ;#DiV@Qlb%GYEobO>|Gnoz;bJ;rxQ0!ohQAX8MafTCHPPpw&Wk899|Rbho6*
z#5v#k_4#=151K20))wa?ycp9Clk0*bpYeo8D69pyKCJDY{l53a*{<YMzq{7D?8OjM
zZJ3WC&QjDa*UcjmHL-!^qmfe>>uv<ol6s0Jr+uu%wZG#<3w)!!U7MTq)+^pUZ#g@J
zxH5IXJ1W;gODQW%-oi`{oVeXQ>`~R2hM>a`_y~&-X+OWN>ZiLEwk-_rERW@}DwFFz
zEdEeh(KQqu{zxPJ#|`GGPL_<B&Z<gLHUP6<2WmZJ=tp`fYwR$l9k~czy_z~t&)%L@
z`&>~KH1Bdn6n8l}%VdBOhNP`QB^gJz{iWkVj11@rM@kXEcHhbcp4&QC3XcOLU%y-$
z-{0Y`gWiJkZL5=tK2=9VZP4t?uWA!}tP+XtuZUh0*JuZ%@w*PXjQ%_it&foDcH0##
z0J|L-%6w7S6KV4(@lMCj80tnp+NfXJ^^QUSO~<95A_=2k!l=KV4!Sl>F8$%FXLJ`j
zSV?cME3KY`;9mv^j<dbgo2`{J8fdQ<`dFq6UD1?qERZ07q8b{jCGSnVw}NIS@hrm)
z;Hax6<ax#<XLoF6{+5_oB4%S)U4`qnOF?P~5UZ9j*(|q?KG(v?phQ(LwoXHmWk4B#
zn^)3vw($UX4RkL*?3?ZAG&)yiL0Mb?iT#!cDPYCN><IHjt1)(3Az^P<V-GhNkF~`c
z57c)U9AtGQoVQ_VUS30KJHJ^O>40|;;cTe%#Jlr8h3JbP(VWfE9+7r{o*RYk4~t)K
z0D1n)b|-}(S^Li^K37@{(Jq>+=!e8qfnJkM&uuJlN@(yq0yKP?hkbB9*$ax&&4uUw
z^r1SRyM>;*3#xR4I^*dL{IueQkwmEcILojU>N^B~KYDBqde$Cs6m!;Ey1$75?72+)
z)6!K7fD}2VXFdR^i*U!@$!!gcxxQi|HWz7*iiCXE)-*#f&q-odVu;?pbiSgT+{7Jz
zydx-$iULLU?b*RP!cI-Lz}mzb1_}7zmUC(v1azBhNLxcP6Isq^HmH7-`mNhH*&wj=
zefi&6h_>^fi6RwMEot(=3-`pAqPs2$^>tC7YthWzXns<DEY%Lmmpzeyy1XTEmIRqw
zFFl7rr&#weJd>pya3_091v*Jzr<x!bVV`X~9Q9YQ9y#gP4{u*;kM$C$7N|xtZ>EBV
z^ld@=SjYVibf%kB-t>Ieq-T|Vj)gpfqa>^O45CgyYtKQR0U8O)=bnYRRrrMww6Ykk
zOro&BN-Yv8Y2oD7g2nl_SJ|Cj!#H@Ao=0T@-kl8C<?p&IyYoB<`G?x_j9KeGK^F7z
zEu{yB(IFnCYa&V16)r#BrH+cAqe(6>J$-??1)Xrp`ZDj4GyKABm3gZT8l1DTw6s~7
zkEUo+H>LSZOJdAZEo6(yE>nR~3nWy5o|m)oamf@Oo{fJ}*9nrdf$OPRqq0y2G;5R$
z!e1jTDAxaVC?l#tIa#O|a{uundQ{P@6QD9h$8Mvogo~H>@fO_c`mCd(p?pZvE3wAi
zMw|J*wTz>V0$hf@R~Trk^z=aT0U+~^!=Hzjo={DZbN9wPCPpsW0T-MPB{pw#O%cS4
zkAj&ZWy!rqpVLt6EGWv+M<XVpAe^34Dm{3(p-VrC>_9C6j^|~V+v=MFduI1Kg*k%L
z1HHO47pD8AVjG!mg~SthY8*tsbqMjUMUqT;(?>Z`PUagsbd1w7O&XxQ%D63@nWSVN
z@v@a8!Bwae;8RR?<&?cDphK=*<|B55O*$}Z4UZPY`dqn2$sq;FD7mv*zUxq{hFaWO
zlE=PWexczj<!rDPgGN2u-D6ns0mHzRYb1Hw=t(8FAF1rTA8N~7{d7wtX-D5lP5?Sw
zJ$ZUQo*6V{*rH(KQ+s9TAQ0MHe}q%XM``JKj}K*;A#>_s`c|pMvPk<qDv?ir3!cv1
z?C=0U?tLG2<GRvurU7|kz&?T8U+-Zjj@7JCCol<EHESl?N*#RZ)HpX{Ja2e+g;tjY
zy7=9jZ(eKK=uPY;9S8^SnUe9^hL1FU>P=6wcT)5sr^2ACtvh*tmMbZw(V>IC&#W!p
zQa<+S*fx7Ey=ku(w7m!SSSP3Ytx>}jY3N7t-PKk|>&!A#Ho*|{(@}4C4O*GAV$C5f
zdpJ|LqmhXPqS0IAC2f);RaH01$NpZa&*ZCH7@J1H_TKiskA}hgimzPEKZlN~Kttp7
zI5e{6WXfPWQw<a$^$n&@4l!km&RfhqKGJ3V2myGSH%g3)J2Tv8=9Io!8F6O<_w_O@
zQF!r+KwQwlQzWDW^PJ7YLXOEEA-F4P#nV?q7DR#T2WOfuCo}J*yd7sK6IJ|a_bj@D
z)^HR>>X;-pASeBZS+hnbb6PlMp0r+Pz+*#n9SY~Vc-smK){~hEcLR*FUm-*sTe7E@
zU|v-I_AFYvosaW4e%~X-dxX229aJUoCuBq;8hE!K08^!5?e|0}8dKExd@^Ql*Ijwv
zc;Pu4c=V~b%-MAtk><q5%ACJBT|SeeR=-f3^uU<VSe_nCYZXQsPCnyWwti$V3bnLx
z{)m^A0@VYcqykVwNL2pge@jU)-Fv$KGFO|BOe4N)`y+{0xRkt&`c0qowvm;?GfRw$
zGW7=gh4OCThF9g4_E;ftzqz&)#f}+MvHVXz7=4U$BS}xE^YqCExAQb%6#|3GT1ALC
zbQ*|n*J9)qj%c<AWj}Ea7<Y=RI9NohBN7IT&51bbabEHfmN9PBMSZ)-xfQ74Ag8L9
zkIF+LEt-@znq(V$tHwerWs)Pr282N0u5(n+J~6-B=}?itB_{n68IY^GSlsVPZpQLk
zo5UFrLfiK{CtX#y>_euPpA{3Hi2`nLhcL|-9HwnkpB}R}FTAWmkMD4>p;<D{-&><&
zkX~Bp-?O<<d?{1&A186MFb}03GQQGO$dvHpHQs%Fc1A;Du11VQO>eYwU3iTjTxEM;
zlNalhaD+=v05c?RHhMrc&#ai#p*+GXd@3{iS{<9k3losNmWBI->!()m%%6twpmZd|
zqufAPSEe@wtnzit@G?f>c_~tnTZr_x1ewc#u)EOkrPc%B%PkN$Ijbg@KY(TRO<Mnq
zHW|Xuj}gAjbs1nr{!Z%iVLdPUReD<~zEf-{QXwa+bl`c4OSp6FfD#D&UhYE4&08S(
zEeqQm9tM)B)T!g1Kzpo!ju1CEd~LqoKh4R8A?wGN|FGIWD1LqQ5y%H8ax_izJg2p<
zkx3$cb4n9+5_(4QO15&eL=v8csPDDnvlQNF8eU0ubS{86n_BI}8AZqa7}h&thtuzo
zlZ~8~k3>-?z*&q|NX#iD1vRni2P%tj*EEj|ShmFjdDSI()rgULqDlk+^#W8`njS+2
zKyCEDu{t2WTIG?dyzGA(YwEHYPX;CS#DO38KE6<zNB!hNe4BT-;ve{<^mb`CP`Vn+
zq7*h=N*}fq4Rwwvq=sw`$k=P7i94NVg9EY0lk+}sw!X0ny#P1AV@%lyx4S<ijB{L>
zq6vu6LiRRRYEUOcaw<*PR;My8DOZK820i&r+)H055|TGuwxHxlZhslBEwxByxP(M4
zh(yY#Sg)*9ol2aZxMF3Wyv&#wwI1l;%Bi?0&EM7Mr{9)6m&KFh3Nq`=mn7cSdMuY6
z2zzUK*C|@SG-GqJAlugU4V9`0IKd+{yvx>iHPU)AEBtE{IA_ECbXcyYwtJv}$5;7X
zogwZdJpI*N*YEN~GaA(HSyTG@^>lfdGU&5R#|@)Up=3JT&NpuM=X>8m?DiWX_&<mt
zwkeL=ifrC0Pd`>uCO9jO`~4}Hn_CTbz#DJYVVkNArv6hP>mZFU<#@)0R)$#6doLhk
zZT2aqBiOzCQH#srMvkkkzD{$@FHf#e4KG$+s=mg9u!hl^!?n?3e7f=PNofnpTOxXg
zcVrsA^eXy+WYH0otOc+FMfHN50c7V8F2kAKSAqniv2&~)*E9^=a9-;CLEo3Lu?>Pj
zP&d;tRY~^$!+gf8U=-Ynlyf(bE%3H42ut5&2V8G7*qG1qPbY3u@=UnYnbpR;+*o)z
zsdc3*T|qU~09Gc^1(lX}lJ^Qg&<vu6niMoKoAzxfQ%TF$Ri%ydzXDt1PgOfXp@ZYZ
zSQZr5&{1_L!b*&mU`3H&MaHa?AIjL~|2i=?@t@jsX!0_Q)_;l0;vAH(D6RnV%mV_X
zCb2LRinueLk$~Qbs>7uw(C`xT3v$?5GYT0pFrzF>oI}HBB&4a!)D;1iEva}Ggoe9B
z<uI*+A1Y7fb@Aj*9sr>{S>3W<I&o?1YzKsbQS#{tNJ;Q!89B1s=*VZ|r4hr7_%n*5
zZln{0)LLPy<+b&Oat+8%ShE8k!hN5xZ8|-RO8gIMpbuu*twBhB9J{Gso9g-QrACr;
zZVXZf@9DLuoaS-4pv8`u!9N~pmBdWSzV_!#1;8joE>QeBh;KPlPMFrFuv84Opw&Al
zdb=<i(#Q{HVVeJ4HOIb~9B;%AzL{84X((TTF>$T66kevUb(C<DKkztB4Q;ClA~>~}
zurl{!Z&HgbC%lTU)5WBKfBcxOO#e@}Vjur!CmWx(&GaTbal`j{g*Zcmk-Z`f-gitT
zP;#Wmw3u=RF#Uh9_ZDzbc3b1<fC@I!Aux!7lptLLBO)Lr-6bUrBAo*wA}!K6gh+Qu
zBM3-$mvnc{FvD;kjQ70X`Of>DbAJDG|NndM@1pR`JkNUeUVH6TJJw#d={ht$(FsmU
zaYrhQO1f*k`$DPV$FYMx(s2u$hi)A>V*;^;RH4_I9eb3^YQa_St+#@k@EQ{==r<0G
z`Goph17!N*h8M1h(cMYDXsE;X){rD>Pwz8w5^3vU5vRiOG*h6c*-U-icG@|{w0wb!
zNB;HGEhIU{;Y)B%$4%X3RSMF`9>c!Lc!r4y;@n`3IAu332OC>8g`8F)g0(U!rfhDR
zyr);1`ILwTnn41;<_7-HYTG}B$Iua#Mu6VNm@UPbV$)}if8xd`!onveCuS!m*93X>
zEBl&Nn_`s?C|adifgX!JOn;`DT=n^N`><BLKM9|KV)uqKNFJAN_uAJBP1EF&X&x17
z`~fV~62O5(hqN^%v(bK9+PfT6GO^_)z^eC(7D57fkb4FqMZ8^Z5vF4!sC>s8X?2To
z9&+6^=~Hdb7iu!S>&}k1#X(b&sE)T(qeo}~rBU(aXsNqdM+)WdzwszrCa8R1^fkqP
zlcl^UH5kU1t=RgA{8gUHuEX|`ryt8yidX#tr`nQc&#raSNrmqg!QFl73*tiY7v*t#
zbZ?bmdPj_^6Rh{V-!G%S?w(ro>Kxln^jC)BXbPnVkHp2(aYj6M4Nl8gvq<Z58@-&_
zCs(;R2j`Y{BwfU;d>pTRD;)9SLp6VFSNpsBMXwhO)SKKwZs_Yd+s@&*sj}v@wO+6H
zwXaN9Wg5f1=#-UkSHbNY?WA6nZLbCCu!*H#kH}b6XiK?O*@WZ{d64W1aI}Ofw-CMH
zSI&l%7nH>z!P?am`tO+EQi<8|b;tLuSoM%whcp|h$+tK7Oj0NgEsyNWnUI;%f8eY}
zs0U=6)@EBy9F5r?E)^#6hV7MFU55%(nV99Tr#&raz7|^k^r06Fv^5C7Y~a>Is!c){
z)1cwM<#cs_#D)HSNr_<5Lih)Zm3p5fY>%sbWx-+^Y^+MBz}EUGvji`X9-Nx-p+pUx
z#M0GF=DR~<Vs)_>?`H95_71-4Ir4YH`&`d7&|k#Gawq4idGTPoDRz6@dy4!|={R0=
zI1x%%85bViO#d+o{eQ?l>JL!?ASp8<z~kd!;$Sjh{3w6%o|4pHx*70+&dk@`PKMTt
zc0w}X{Rs0MlzK&%N|L}WJ#JHiq&Kk(krasN#X0Tz$`iGxtt}NMN;bK*j3rT7fP)C0
zKia)GGgf86Vb+&Wv|=orG3p2oHbxY*o)iRp+>>_UaVw76C9If$PD3-w9CWb|&-Y6;
z%WKKi_o$gw*D%|gn{xUjb;Jn#6jQWFmbgk$yn2jX&n|pbw}#}+J0>sCRUFU-Z@Cu6
z>oQ8Rd~y0*pf^gFGx{k&{?W8K(!|<)nWI7SI9$69*-5am`7o;M?+cMYKE2H2JeLvv
zT(|V^y|^)JoLXI3leJ~lkE=0OO_xFh!bXQQ*J{KvK1OZ73iIZ8_4TH@+X(#)w^4zx
zL}rPU#W|XJA=i*pz@2^gV;W(t`I(sUI!XKJXR$9Uqj?msH$sbK@MPcgZd!?1B;Zti
zzbL1q9_gkM-(5pPO&Tz^bKm#guFbo-QkuZ0-`xDDqI=zvBKJrA?Ub#kYcKB&Jlzt$
ziH2YXKFi^+6~R&($I63SPg=mu2UNA|lj)!LKccvBFAJlt=5CV28{dpKq-e=Z!N2vK
zf!LrQ|GK_wc$@I2BCZFtUZ4x<GNsMLOaY?zG$Uo7Fo`@OWX!_K6oXKJVkn%sFLUjf
zVk<n$`~q+zUg~?rUabEk>qvL*h)aUph6IBRWlDifq`{Ae*^ZYKPED~liF@Sc>#t5E
zNEVD<z;ve6M=C_m`T5YU=RcX*65mAof*cOiu%Io_%VLSqY6NGX$_p@URm&Mlv@m?l
z(k2~E49gR|)T5AE6O4hFjh;^XInHP(!$eg+A^_h2;?8#l+7X0fS_0X1s5``*-QiSa
zgqQ*mZ`gEX=mGIFy$}HuEN8$nd`%Kls^QzW9TB-dfVSL~_87G!#9+bKl@}3B^SG#r
zsIW6oHLxF4yYG4Bf$yDy7;9k$=f>~)WsUH|Zf?B=W)2&2MBF^B+$}xIBj7+JvDeE(
z`71sw?P-&9C2SDU)G=&p2Me;IL9R8t#W<wS@=(FVGF+kZ{!q-|5r$}Z`<Y?CwU*F=
zpu~Cr3#rh$0-|8{+VwNg*Kd;#F}IyNFf~`_51}DN`q5AO(%&DsMKz%P5F>XDcUrY8
z?{=f8QctS4?(TItP{0}=@ISSZ*8HHS{94Fo{~oaP!*%1?eGP>FT%J9|ZVhbWjd(Z_
z>_eUK3ML?XVfOeP<cZ2`scG_kVUKPFxzAe`6ZWCkoaMwoz%(zH4@Ogpw_*vFZttU1
zE{3I+A;n6<550os>_-b0&#90`&%*^o8sSG0HhGTgw=`47tKd~-gysZLU@Tx(f+b(-
zGhBjR)f<km5i-SIjuA4uo|<!sYqJ!KF)B_w&Kj7fdu4WmC<5zZEi>yPXWW?ax9t82
zpGTBKU->WMzqfcZbTC}_nbj+X5}kpn8(QNW5292Rn@%cDyPIreog6Uj>m;tGMLzT~
zo0+rAPRw#mm?~*3C@Q%Fd<=aD3pPl|A$~4GB|^N}pLaE2*CbXz(Wivur@N!Bq@Hwd
zP_<RY_@YZVRkl!d+^VI0b(iG3@^_I`+B<2x`EqJIq=DR2vLBPiiRG%^$Xv}n13~*g
zvpc5~cTja_6Hz8kx8m8@aBudDTqUQEEKGKyuM0!CC5z75;9)no?78pNAIGDa6L(CS
zM!BE|@#O@QVf*}KSA{OQQsN^~&!!6RPl2b8Pt@MK0tpOF>>zNLDm)QQ+aa#+Lor=6
ztaLJ$)I?Q@b|2vp?aC0%0+$_g_Gd&`G+aC8cYrIyud9H4hSJ>?vxEOl2L#@Eo~`i?
z<UkKh4ef6eqV;x;yn1X*mz8RCd9=cc<f;$QCAy*oXsun{nl2(z?3T%-yJfc}Pb!p7
z6rKwQ4Y`Y^t-RAy9JI<S<SduOnLnVCeOXn|at69Fwxva8U7&3*=w61NfcMwP$?m`c
z+(j7Uu3f8iN+|747da_$$e)o$+|GPTd?+M-?WOBSDV=)ZOY8(QXs2Oojw;VY6HB~Z
zezV&rSC?#r=@C`OcMdBJ6kQ)-!|uR`YnggxaeX(+<D;vp^#{4)l`$947M>H0Nz^4+
zR`!A-A--voFivsrto_NVq@rxV{hAWr>^bFff_4rTIooMhLaY0>wUai<!Tog+0bPBL
zU#`C_08$jSr&DNmdzzqqNw0wg#lGVa%ASE97W!b~q;L;&%ytI8Lcf+PoN9wt^+fXD
z`fZnhTQXz`1|5RHdB6+M`%OY>7|k`3EX<bNLDs;m?-$fbIc)M>+{q=b4x?29yv7VI
z(~(qfgn}c9gxCGXPu3M9R+tSSlBN)T`Pd-}S$~Om`!O9=mLpp_={0I9@Rva$)s<6Y
zg;S<M7_JqnarqRO7;FHJ4W^C&{=ap(4#V9T$*YlAze`a8ZqyNSozU_W3_UDRYB)$w
z#^dvwjY=eywt%Ac;mc~XI}dW9whu;5M~T#I#Xzt8XYHST@IH9NWW0km%zc9)?(cu@
zDvyJ`^8V(>xCk?zwCuR?aUsS!%@cVX^??VtJIX$CWgD*x$fDv5lCL&4&J+je6@C@K
zQnI2AiUav<m<lR-#Ck9do3@x@$5s#xfO68!(oM1by_96Q?en<uKnf2B+^cF7V-&p@
zH$FjJh@D$y*n4rF^d{M=P_QXzwNUuyd9N{CfPd(^U1qGeqI!Inqann@wr5$#P2Fc8
zz&BTqic^-S?9tFMWXa~5=JFyzL0=Z_&SEOHLd+Sc)J|uk%8q(S;h?n#J8w91s4|wi
zn<_|)nbE3+ChWZ{<NRJ8yUnYnSRzzJj{NA;jC4J9GB&Bs5>~;RqB2V|_PRcMIVmrh
zV05*NkhIlD_&3W81Wey7r>ln$KEjhKj2L_~xQ?HEk!V)&@@k_1=y?Vf@Zk#smY0%O
z#+wY^WE?Cx>}V^#t03i7xsRHf|65j2+II2Y9n4%e3x#DpyDQR2v-nXsKyajoniUb5
zi>NcH2$3irkVIOg*u;ro`nJ(oz;Ko~T9~Wmt%aX+GE>+c2o2MfhLaJ|9W{x8?R(W#
zm8Ah@DdUDF<l}M`QU)9~%sXi+BYh^--HApnmqs|CeXy(o?OxB@2%9GFds-@Sv#>?L
z1rYSSkepw826Dnt3TTgwskpZ<*4P|f8H_U;o*@;)vY&*=%A*x+lb1CGfxat}!>Qp@
z+5O`!wb`x=SgG7pmw;j9Kb_0?*!+M96!R$}qhJ1_mT9w;Sp+ENW3xa2NMF-TGb;WO
zzSYMGB}D@-+OemKpPI>tuyCU#A~%)3D+YiH7ElTcZYsHo-{mjqmH3Q@Z<xZ~<{LzL
zF$OXK^HK~vW~*up$=8pHsUyjYkMabhKwT(snUGb{c)@p91@F~I#21B!XaaJdE6#b{
z!SCP5GEKgGq_~;U_vpriIOCu^wm}ro0HRWbKh5|3YoEbqWB)iK2asgzA7`ujkLC&E
zJx@obNW=RxT^R4rbYZ+d(uL{JoTuRUBR$Yx<}LfjdBXU4Ik<sWSb4a39|DE5azEte
z<NG6f7C+C!^GaBG__^4Dj7F^7=Lx?4K_aVjw0@^0`4^It{Z+9)vuE-1@bLgyn^<|d
z*x7$n4%GRNvS*zW;oqwC9~b+((toX`|7LQsf6~&wApYMaC;O4C>UT^319`$Y**RFb
zxoEgJI9a*)XnuX;<YH%K=K=aw%-J4bCM}xtOfNtF0QY|PDGl#AyZ>FDupddgexvtK
zlhSaqbFw`(HZw7`r(x&f{Ld$);pOMz`+r$Z8c-+}|Nozp=Kq5^Y4Bqeq}j0^wcXnR
z4lkG9jaHF$oO^(`(bz~o8hXzy=#7JQEuQ&C9V;S?EA(m|oU)m9d(X!V8Fi-v-ns>N
zk2y<DpTllme{=?#kWw3NDvuU|Vo2En<<Mm%;G->QOE`w~ejseQwg7V>U~kun9y%C`
zLYU21z>weTk9Yc<Mp>$pfP<y3`89t%1GP36o`EVH(l8{zX5sqfwTUwj)^N=?-Fh^t
z;1tbOZwW&l>7fv&)f<AWXQ0?s_)Y~{2N-%eo`DcI;j@xJId08opnVhwD8?QLSK5~=
z7v?Ju#h`3<Gg={g9|(pyy~Fo;5&cUQj})qlVQ?fhFnYgccmC2T9_B&@LgA0Eq~~AN
z;>$W$nq_M=s62rXR|=bPle@xC!11tP(mmYU4np@aBr}01bNn;VcP`kh1o{D-42*mS
zoO0^bcLv(!{*oS5xZpd$FE9B`Kj`|&i4ye#RS53D>kkt+3N2a#1)5I8H9Y|7d<*9B
zPOeD&dX1}oryK%=Rf&)RGZYlio%|~g%A!H}(eK4Y@ayHe;l%l6EIAZr&r3j$80LLi
zTo2M;R>V$)1_}c-fg|d7sGyAr!Yqgi3=G&0)o@OR@0wKl)ZA8#qLN--Il*JAAue4q
zQR9<vr>9CSuT=aDJUp<VzLe9Vi~E8F2rXe2pqy{e^KzmwBqM=Xz_d(`J8YzC<W_my
zap$w3>}-zCwKY(S%e`Hdq<Q%ORq^7|_754?pY{w=uq{yLRIZ55EeD_`wO}*88L-Bw
z-Dl8|3D}Ict_S6KM8=g2Eq3Z4SWD#6paG3=yd@s06>YjS+;n6;vI<Ph-0g+U+Bm0S
zT*twv=g^iUVKxN3S_6*K2M%H?5J0J%fvk82fp&!=23N*QXp2`#7N`^8yD9AxuYKG+
zGhjgf`2ehR0K{H-;vs-;xEA<zW~vA{!23Shq9@KnK|QN~6N^g35X1G_L;gKZw5jC$
zZQxu+;%9S<t9HFW#Fi~09^*0!n+ZPyHLFZ9&r|1}rh^8*ms!w`Mz;sOy)gL7)uDhJ
zI7a;2#YE~+tTj1so&?=iI+5(%RY!egqdmF9kLe!XU-EkLA8gT9RfIU-)1VC#y_@yz
zxhq9f&B(08yYE#4I1&9+U))j8-CA5Tk8!zIl?SRm$CVTUhrN9Laf;ZaQs&=|*vOfl
z7RgZWadDstnZC&JbU7LHB3JD#+GaOinoAddV4=-`dME1)RHt+TZ}fufw@@?0Hw#R)
z<ghbS<`rLVLxr)4Ad);Q^VM(l<G6<<J<7_DUmmZw^;9{*+l35b*(p)wD^Hi}-1O1(
z5SY8>mdDhWXQ;H$?px9$52J=LHHDF}e}ig<keg`KbtCthwuBSxGb&qzU(QGwR9h$>
z1>0JfWJw4uR(|%jtD~{44&BX(8+bC(@9~!Y?XZ|y0Ly~!-7t8*1&){<A&1G!1%q6z
z_WcH#eC2}n>RMcz!G1GqzHaF!Urm!Bq>n2PiTh0L0ETdrUcc~Qu%mohneVD?i_2lY
z<0F-Jq<6#Cl}w`#rgV}9*KG%E48`)xaF9BwrU{ZZ)om)2?(G6@$^`EId#^iPuZH_p
z1VtmgKn1h1xSV$mRH5nD#F9TwOopOt)MenM&#v8)>ztgY#x%y$S7x_2wAnJ>!aS$*
zZ*n~~kHLN<`Lbp=>A;`dk?DhvvWPPf1%~zLbM&>~diHs6u&^GX1wl1`<$DsQr;3lh
zFF0+OhrT~egbC=;%5AePKO&j<s##LQdQ2eL6#5|MgAx^c4>4q#ZFospEwMcH&216#
z3w%9U3mAu_2OnYc;F!#s@Fg<z(B#dBvLG`siN(#QaV|!RR|`$7Mab?JBsZIVqQY-z
zcz)wmiMW24^7}EWVEdzm(+`wB?|ry#P~4I&B4TPFdnj)t=$hb=S8E~~FP0?e(wy7H
zqH9oA9d%(hpIOns@ENBcF7gZ%Y`z*E82E&oJ@rOPJS3_9)ZCA_GS^(%z$5u;ZMylm
zBRo@!C*6R}>XpizS`&3LxVt1agfI7oWJX1mhN1X<vWwThF97qOL*HccLYh?f?hRVg
zmH4KXaeyCOGs@iHRF3dP`roA-j52YINHU`prJ%%b6Ix?@Un-OKxtVVCm6q_*kx#ZW
z4E1<!M7=o9!HAhCs^2Kb>7EJNf<nEU?3QDN%rSANmbQ-8+HSV^8K@?PgvLSfl|?~J
zRz)a0QSzdjLRqe0rA~2%@1a&A#WK%kV4{Ex58KiEL-4aS%q2Z})2iC?>a_7S)!-PD
zM@^^Uli-)m1rZtghS^%WNwjtgU6|Evgaev+z>^3OSqj6~b~f1EwQ+3GQk1)TI<gC>
zOp=f<4-`!*`oxHz{MS8Bikz1eJ0D&60PI;<cDI?!gxr~p50-lT$<nd{h%BV^%lIw;
z*VntplVa<TC6_ftk~H_?#ft~8CD-h9;LUR6U=ruZw2E*HUAarZq{&;%J_h>j>i70L
z8}Q?)8#?NQW>W-0y>{@Tjx!JpIE0T-av2YK5RbuxV(8P@Lq!lm)an>u)~0S%11~m|
zFbLNAapp}Epo`K`z*hdAgqdRmY?m7x37@q=ZAG`8fsE_7t5|#h3;Q&@8?Yy#{IKnv
zGtiuwXI}%@C_41S9EykwZ9h~yFVel>2$&SETPeQjbb1fk1A(Og78NFeQ1qYRCsBmW
ze8CX)FxZdXKRuQR@0kq8pwc371u-A!cv+u$eqF|l!w$1FogBt3C8@XNkrJp6uo-(7
zy$$IzkVjwpISP_^%jNJhP?#K|&##pN*dAE#hc<)2kLZ9(&p;;!F85L4uo=BmSAKcB
z`qeuP!gy$D+*34kUi$4BDA@!f2A!9^1>XWD(L7*>tBq4diGYeehu6;JpE-E{{Wiwi
zWGA-1C4uNrKnaerHhWEiS!_K8vILA|T-HKG>mARWfpkNZg@NV?Nvh(aXrBqdK7x00
z4CUeAy(`h)-u~w#S4Kx+HfK(cf!EUa^a`tgVfQKpK#F!?`sw_QG^r*`H6DikqmKBj
zJVXEeh7}0FGhc`95T5A5W?-kT&LJ|ej^k4_kVWIX>CreDc4weR{`K1kfcB=CzJzjE
z(Q;4b=P%F?L!8&Af`5Vz)WrG;7My{$>oK*$%9NeG6wTexg&Vd&Cjc%5p~O*b+dPV3
z9tiLTxFPE@U8~j^2n7iAm{N^@tpgqk1$<O!_lb=fP_7i8tfFh!ZtliitROlAZMv01
z_bvhRS`!Tb0v3=as39!$1W58R@^KIFYcgh9<S?})BAp%4yiRH_xd=?dt!yM)!H7*c
z*O44!3(ulbUPm#Fo2Ol+SZ#ciyQ>;?O2?$4>)cFVbB6BCqedVK#%_L`WuaL$SLR}B
zbY|VG#GaxaQR_6~&DxIauOmjJ_1N9nb`^G_169Xeuvg=}uh8JV4<5zf9&jJ5@RR>C
zdcW4*i5F+cYfQOh@lYh)+Io771jLY5Qc*;O+$W1(?k<CoM}7Haf~^zRFRO=axM6L{
z5%1mi=bk9QU$4+ipJ)GI(oJN<u#q-;71Ti`IVmFaD)!?y%n86L*^ie|1HhFlKJ<7Q
z=vC8O)zPRv;6@ckQqlQE_A9JIvVJ?@0vx%@HWvZfo;m?!%bf!1w0;vh#pU9MaRubk
zT@jg)k$C?Um3-mYv(QsK{MaPu3zEVq_6#IDgE{T1haUnFYo04uP$xK2|D+$YjY(W}
z3fZqXMWyePV%*@U!$+4P1t(5v#}Z}r%hF4DNPsQADZBV!JfVA3AaM0T1%O@V=`?I{
z26K{55Q;>CkJm!kVap4!nQRa{_*4)!qrAK5stF)%|JoRE*CGL7Qm%UisDO6ZOdRMX
zK6UB{AfNa@K-w>^hayfwF{c!e!}X&~*mhs?1xvlDa^RiP4T;cdD}ceWE_RGB0ocQL
zGjiJi=rZ7;3EC9vacj`r1i*2MzM&}Kg=0*3mmCsV0^kQdIk=(*-Q6_-C;}X>xq|gw
z;&j3W;6W)8;q~((S5sBaKuJfiV}N;e6PMZ0Xkht#2AG}(@qCqIG(+@A7qe|?z-CS$
zfUgFRXF~yfQXsutfIbCof&no7r?5&R=w{h%eQ=W@qE@g6ynhTd7C60gh10u#s|N#+
zZM_#8j|SG`w+72&MM&(9hNgmdKcWDi8s1@pIv3##j~oo#s`a!u8Rwfp+yl6&*F%0e
zR*r{LIV<&VJlTN5m%^K9y8)Ftr=Q_X<aKC_Av}fRxgsYvVTZQ@F{i4nZ)&74M7uiq
zIoBK2DUnW6X;={`SdtjX!%R%n!tTamt{TtQy|>CYg9L7gi)3Z~I_k(4PEhl_j&P?l
z^qP03whvX|Rz@`j+(U%52%~VfIL*io#_4`+xiNFxEJq-{dY}u}9{G^?c{ZK;v!;Cs
zxv?3w>h)IsH9MJU=<=c;8pj()0u9&!K-$+8jZ9AMXO4S-;IYJdOj7;s_)FM{yI!*?
zmUnc`UMK<&co4h>U0jmOACGo(td>J9d3D1USD{Rxz)n5ni4AHlx(mF21ltY>w}<cV
zf)}N$bO)M|@)tc#0lM{|UnS+gv4i<w7Fk#AFje68h?=hpZCJ?{IT%*m@zB`ez{@A~
z$IXKFGcy(Gr^k7<AWnecGnxUWU~GH_1y&=s1N3HGwfZqA{^nW`Zzu2&*v+vWCUp<G
zj{=|WL0jO(?j}|h%aZ<~=#q+L(9<cg1HI#KzzFMQSSY&gT<Ah~KTbf=yA@oUC9s~_
zdL)_w%e`gO4fp)*Xg7e-r|M7l&lT7NFZ$#QK$pWTN7*xw@JmnFsX0hz&#|fuU4L@$
zeE`<e44(s-^);j0Xafw4DHCjq#(3|*W<-G^odCpza_iYJwU<5t%vvrXJag)*NBbDI
zKz`*6<Q=;6@u9HG04>n6XaIT)j&W7T=$*RajzjB>0hJO=^TzuOL<1ncoenq+a)9~l
zeIOh^0>FNsgn70CriVg%64oOP9zmPci3_YU0=BCFp@_T>-Mb77OZ9e=abL`5#2TKL
zMV<ibus8>V_yES@9Z)79gjW@=Ibgm8{s6t$dAeK#US5~3vOyw>fpKpzwRBRP4D@&$
z7(!w*0^_vzMt3n6p^aXo?)CfoMo>IVdps?9n(1Oy8I#1$cgmw}xm$oaezby%z6{&t
z+Pzo{E%^?#tsX^z<3{=gkIW;#QSQcc8z#&us^Z@1;#R$%UUzLkonTpg-Og5}S?)yg
z+ovBd`da#g?oz4^YvPny&D|gvQ7U_Gn0NsnUgZ|r(2ElZ1ia&GYm1s$J!t+KNXdT3
z$q{mX;&R)x@UHeW+b+v-b*z;<((xPYE&IT(klb*s;CyIsU7Kkgd2#e{vDdK?b>NWF
z?wUu@x~`Z7ca1y~a}i&gpxdy+{cojeTp4nS+lHjeD|Fhf2BFi-+pUOz6|qjyL}1L<
zVAi<Bwhfz)3>~IJ1Kp_-x=*=9*P|{s9N|(w<uxL96ayWD?p%<1Q3i<w)M5Wg2S)xR
z6=N7baUZ?+2E$dYg>e=`j)*Re!Fm_~`cE;{!cEhbF|h*xq=JVUs#OTE6U)<Vor-U4
zkcWZ$#C_X<Doj#v^V~|f0Y~ox`lA12<XGZR0^Q2F2ry<VGC&R(PWNQPW*%3;57@Ru
z0L!on>kZwRI5#+YT9_3KfN9L4d%=ml9%@Aq2|ZY;Kkm)Xu?kJEKi!osZ$iDt;P)Mt
zp;Hd;qgxplg7!_J+bI$spv#?xr?Wb`EU@JSz2gm~*Xl<B!mu$S4_g?62jI7{e~VGW
z0E&5cR(c`i2++qKBRb_xkX91U*AWliLWi1=d0=h5_NFyCWY{+(z?Z@{08Ib8TW6q-
z1h^0Ea6J!yly~YWY`ZKY(2dr%7>wG01%tIiUw{>(?O)N7wQBL#Zx>){83L$}!Z9}h
zQOs}9)HuYKK=1)vub^)ZTl7MM&sF+*;RZCbr;2Zv61u-`hakjo%~A^G0kcP(81B&<
z0uvZ#IBNSG@HE!i<yQT7Km>(r<x21}mA675_XO*Qbn$x7W~k?w%@y=|0fjbrzeNtU
z0!R$ok&IAE_&%41EBpo9Ikf08bwwKHB<&PT+2#(#$!|i@Q^K;t4?iWc-T@AnSO9xx
z9FBYHA5tVq(B7zUDFDc`#yepf7&r^GT}{;<A+jJP8~|&KFe_h9`;4w{gpV*H1J_g_
zA<~_IFv8<!x-$14K$n;H_s!ShWdb2GGk{ZdRc_-e#3MNrwTxysS)@6MREj3h2&o{g
zJSk&~1<a$+w%pth;CL7Z&2QrF5!H_wlA%P<zF?iSN#S&@qRuM-hb*V>qBWy=p1iaP
z6%N(mJyHN_3qMzbJD-9X0DS-kbenqtLg8>+sA)~5nsR_Hyrr#to8{p(W=c<oRlSR7
zUHdLYxtqFmqt>^NwL+(WmkS2=^6gOc&qichQP(t%tGLR8Pt$D#<6~Z;S%JiGuC^_T
z)+2;phNX^#%Tp_DK+f4v5@&<y{g=E7-c*giBB&q``Yy0$k+~>rg7`A46-?UvVNEMZ
zOGvUabGv&4bMO8k^^DX$LeIiVh<P1GhHxEe7N)H1-+D;ivSQSFQi(eS?L`sl(Xa9F
zQdk`vIkCrV(Yy-DC?e)i6Ah}=>9|0)jqKk|Is+w&T8n1fhv&%^x&|ycN|-xoUh$qm
z4t(B_TNeM4lo}z<-U7X<Nt6%v&+xpz_i?Xef~!s=t2a-=$gqA<Tp|mdxi^6hfRqEC
zhGvw{pbV;F@!7XSoAywEvSAWY9#APwoRsQGjPmAm@QI>}1UkSe%HwJ3H}30apfYLr
zk?;Kok5xxr%l=;1z$AeH?cG67<#@2r%INf9DcJ_4BRUHkzLj?y3~oXydNsiC79Txi
z#xznq&N=-8urtv%yjSVj8E9)M?v}5FvHk&9jrSSo0TkyW9qK+t=#dGP5_pG+g2Gg%
zYi!b!KO^_U%@5E;nW;lGqf<Eg0a9`C+J`IY;JqP0<%CNg#qMJ&>u;G;&1_W6l~$ih
zU<9SZ9B&%vl|2*aI*EH(9dnZ&m@3T%KZH3eEQM}g<%jrnEy*3B!uqXY>nZ6J!P{mN
z7z~Av^V(B%7lZAD&64SYj&IkJ24<j+iuI<)LdFeM6b3M%^FwMcso{C*rR8x)`Zr41
zxH3{(KE`==Io^bEOw|tO*podfmaW)!v8V>8i;pLwtrbR@8NXaoqrs?5A{?hDnt<(0
z=CP2|-N3{Q+6P@_%5ZIK`p;8N&#DH>B!{<nZZEu$WZ(OCrCVfMwl_en2tRkie9<mf
z&pWXX!&E=3%nFf%QF?P?vDjkr<PI_mSP97dzx9}Zs}N<5ovEMd(qY24Q5G}b3+PMo
z-icSQ?yb=vE-s9_c8m{EFbWI*(psVS$zl~U66JnpNAJiX6n&4h&tPrQ)-snrgcGf&
ziqX?Ngk0U?yPne#ob6ITf=HR2*(9$o+eqtb%pdEMU`<Oo30>4J$}D+4_j&WFAj!JY
ztNzM;gh`+vJKXiXPNzUByruS<YVQM9z#p5$71H3Nuk3*1iBUU}L!p>5`qX0zyO7Q%
z(!6PW1jVaqR!`H=StZ%$`Vef-vPAYsJp9n%^Z|d};TK-jUWXT94dx<tHm87#FnnRU
zJ<)3a421m&W?`6%dp<f@S4NT5rMtQ0`$@4r0Q5mJdUe`eeNF{1&pELar8;xA2eb*?
zrh;jq4a%oFPT*nV(bYF$aHKh44W3QIXTZlpb{CY(G3%Je(I~}{&oI<dXbv)Tovmo_
zM*V)Tr~Pc`Hm0m2SZZJha3>?oRpB$x<F>4mk}YVS3zazT3&8pbS;S)c06mv9lag^m
zd;%DbB(miQ&!6;f*iXQ^8NM8zGRIT+)}zs(sFi{GQb47`0ek4tf0A1rx-MPRr(Y|v
zD8(VfoJ6`y9c_rgDAi5E_m804i(u90mnVa6R3!bbbMIf{O@R~bfFs8BkZADnUNlMs
zwhXvq?ZSCLRfB@JznUbLJ_pwS4|DHi7N9YBD5UghDxhXVzW{>@Mh{JorgixZ>*p}X
z;It%WJd`A0>_P#g>sG~6Yqx><g0!^(piQDh6-BUW=^{Ksb@(_FY;gmq0a{9mf&GF2
zYx)^l7#wx6MSVQv_CHOA?<39;wUPUQ6ntoTQcuIr(5^!Uc9^+0Pr0iuesp*EybzKl
zQa(~F{|zt~rhs+sq|@zoy5W`>a8z`h!<&6+2S{KYCz*O1d5_&|KI+J}Ts%gkO8jbE
zB9~jG=VC<Ofv5__4Z+D+147lJi5rGZucuNX3xoQ;eG5=g&*!+@qv&LJkXvh~GmuXk
zFx{`hvx0Zsu5>xL5>*Kz4ApE6Y;>*t@>Nr8;FOj=x4^6B$teWt0k{-5%r@e+Vo^p(
zt%COJE-&wf#*AbUPoueaG<JE)izmflC03WsLQRCicegjyApAQp?fO_v43N9QE{e_P
z&Iuc0q{`HlD%7v^bLpw@gZCMVp8H7)NlT?cE-FFk_wPHJW@j^~U@2b*;bKPxF!{4v
zTk-m+9}5Vh(PbksUp5tDh>p??!XZcVP1PlP!?HcT(k6@CYr*DzWlx3~+^(vE+2=-d
zZ@lOxJ;=3yU;HN7h>6^m`y@W)s}e2|bVQ`?{tdZhbD^iFP1$IN3s{WlIVecg6Ad~8
zUCs>gCdc4E(gE{>F94$$e{?qIcehaF{E1p${Z2^p>Ci`E%0N`kQ!Zf};VYlPdkq-n
zf$!C!$nP+w6A29dxB9A5_)ahYmnPqfEJbht3r{d6{T*OgWdBP&(}@xWKND8P2%RPK
zLj}rk30nx`!7<JiivUwyelxS*{1fCI>~krskqz&d#H$yXiFj;-oSTW{LWuvkdawbo
zrO-)DIfR%#X04Y3%mr(t<3;ZQ_6PA~2@oe)AnFiU%Lx!YZBE1B^FcqC;`nuecl^76
zeW>w!z{ugvGd<+OOr!@O_?HvFlbU*nC&`#Opd@a*E5M8cBy{l^H9<JwC$-l_oI~Sn
zJ>YXb|BIEfuf7vezyB4ZygSPXTlPoitg_EO1!|a`RsUH}S|bPGfD$5={NB(3xZK|>
z_~_@Ghf2jL&(1pk1gYP7Cj|vao3;KO`Lhf#LYxLOhf%KI32K0Po8G`n82GYx{05`)
zYNk;!4VxAk>2VRl3&Id*;N5%-eIrjQ5jci$G`f3i<VifBzFI)87cr8?<~K{_D-}m6
zTA2E!Gl+_o_qEFReVx1#V;u7YO(U}q=En?;tc<Bzm2^Z3GVfCZ7%u$94i-N4KkcLV
zr_1*oe_Oui`PWzPC9Um^U%j-k)VDXLd7*D<XUwJ~t8ZsP!v}0Cp;2TLH?stuvx%QS
ze`0KCV`R)GV{C0=Z%V_%{^zxP=Y-8K>{uWWs4@9aZqx93GVt+V`LRwE0b%{a?K?jZ
z_?P!C{FBB@ywZ1JlhwDkH`W501^fecPCPcVx05%1C2C{!(#G1@+Mb4w?Y|S_uiMYf
z$^Ul*n3$3qkSA-k9k<gQ9+8caaWyx5ea|knsmpS>;`ZPhWeMJ}m|HRr@q=aKD;tPE
zJT(6Pj{eyic1Q>kp8eoiP_*t!NkR{7r^^oI_Vz6fF(==%dw1U8Vm*eIkiBhomx(aC
z#G~=yB6V73fIhznm25C!s;Kz8D5;i9H`!-X3g7qAbBt+Imunx*xp2@vKXN1XaaNHg
zHOc*;^R_doWGjZ804%N_@lZgalmyP7j~lz5%OdpfzT7o^BH--OSTUR0X|K($^|k(5
z>3M>X)Y9Ct;%Q4{VVNVZZp2;{fmqu;wO4E4V?ivVM4#a(HAb?lq~eUO(~cEK0#npR
zQ=+hH0lkNS|2SrW5ZPuns!cxK8cL%LKH2VLU@#>j;<|d3;?kwy*RRDzMADLz736#W
zr`s^`G3zEM<YYwYUHvN}_vx(evjEyk{$;Cmnw7^S?#RI%>Z8^>#XKHo$QD%Xk+6}~
zS<{j<D%%q>AJ#21<)Jt+X}$G$crvTtLC*_ratXKkg@qe#V_A9mBITNPa8>K{)~^ia
zeED)y2@lvHZ>>@crs^#38O**5Yo7Zyc3?jn=R(CXz@lCG{2pD%jp#4$NC^$U^5G_m
zC}!NF79+IAv1M0KnD5OBAes+xT7?cDUACjdqxQq^NN^8&u8#0@J0gp?ALZG>>%CW@
z@sHUX*hlrp9;tsS+wA<jzqjV_{Rd?G$5x^LLAH4x{vB(7@je&krevfNcotjbT+aWE
zp9c2&#J>{qKkw1|U!}tT4MNVr$MN@4u3_PnI!cfTai^WT0KQBC7P*2I`TY9DU2mGy
zr(ET$U+)bJ*tvC`on5JD_$VmkVIz0nX?QZWY!v<tE1)EA+##C@db-f$hX)pRN9@f0
z`hf5=u<<)P=E2<G*xUqDQf{2x3aqWIzdv7F>+|R#5d?ymPjs=z!xL(OF;g_$AqzG%
z<w8iXXkYb~zjzCCryX|3>%s@xZ|+yGY`~oK@>?5=o(P10QQ9?K*+I#jm5mC%yO(ux
zMV7u1cji8pWjInXPd9_v2qzHj!s7X@`}oc03h<*>2O4U8-86nP*YKk+=o*acNLJlK
z&Oe?DW;v>B#;CzOJeSrpj<NKnJk7q-yius(s4}{8;I>;@0V9)*<~Pf{{Wc|wY6(y1
zc!tlp@{4ag_0g=rt;^0MJ(91Sc7ZI!bhobKIBjpJI?;cpj=B8iy}ia@r+#1njDEKo
z+@d9L`F=oxfqInLvj@`aJbR`)hxspkFIC<Npm|Evf5Bb&b+YMoTct~A{F|31AAoV1
zwi>sXh^}9Jy+d>lu6}PJuhB<O=3<iqku?5|w$j$e_!CxZV@}i^Y}Ak^uWq!(Xu0Z9
z#T{uAGG~ocWAnYa#gf>zw8szeenMMxF^QSz9m~gnmt<cE$OztAiOsd$BXQs*3%>u5
zNMtU{(mR!bHvFa9mnT<o36V0`!L+7K((-gwLWKoECH*09mJMF&TrS*C?!XpKVz`oq
z)UGz&HCY>sJ$&|xCUxWk-{qE<*;1VMEz_jt+LZIv4M&yAb?N)nvDxH}=&7&V&1zJL
zm1%99RgX*l#u7p(!PQaW9K|}vkUMAOYyFT#DUE|Mfr0lKQdOdC*g|PCY=?mHwZRoU
zbxO+3VlT?K1K$h%zeY*7Hk!@`O%NT8J7dGd`z0nTa}Oe{16jl9;<legw=ep>RHT2W
z=wryte_dALej~Y7qXH2dxB92Yk>=VGs<;=*I@CDGa*L@(-V9nt1V)B)e&(j^8J;*+
zUG~37>EX|!0b#ljB4xzm{h5U(ZZE^9Qpl2O*6ej<!h<erI&xQIhzQe@E2`|9&7EWk
zc83BZ3KDTV!-pw@A1yj#S-3ki5{!(d<oTF_mF`nX8ilSZDUb(=gc6o%bbo9k94jQ<
zZ`*lo5)+jhJFq&a3w3ud><QH-*s_VF$+lFw)!ltDrEU1CByV)%NY?OZ>~V}XBr4m!
zb5Z8g?nr=v4fI{)6FWPnc`~6eL#+=l;;KH84|mFsYfDpy8kavA7Feo|k9`t;@4-#+
zS0&HjNs>}}@d9d5jfzh+dPkgirAuaJ`9;_*CpdzTC%Yr9Vonm+A;B`Sf@&u|voCwq
z8en5&xo&!J?XCqw2*sCx*Pg~XGW2_z1h`+GEE?FJeJ*mv?sz#>w5gt!#8FJy`u>sv
zw@KVnHGYS~*?Dmb)tnjwva5PIy*oJp#V-n?Pc+J&IxSDM#=Gb(G`y*MnVZ6bw^UIN
z8ST0Ey2!GO@layi88VFXDkn<xPSW@F#r@U(s?1Nc`Vp4qYJtM>fpv;w@2NkiAlE$C
zGrQ(r1*<KuuaC(`;S3CoQ`<jj)|O#&QRT9Ro*q4S&?rySc>C4Mk%si80jzGU^P_m>
zod@L;i^;OlISB?2HdDSOm7=<j96d2(ga~|QDJeM>5dm7QZkoa^%o`mGWA9sycS;*9
zx(yoY1cWN@neWY=YLYS`Cl!>cr|a}gg^W#gY!dV(-XHkpIW%{S9Szt(1+y8L2w%zu
ze+x5?n-y$o-b_p@R1q(?nI_+I^;cR}dr=`0HpF>)G8JB^BYUrH+)Rr|kV?VQjw|*R
z_iXc*4gV)W-z8Z6(OOTH(~;w<6v!vpqe+vV&YzRaMLp`Ol5((}cwz(xyg4){J<x}{
z<MI)^ooo9NPf{ko`{oO1Kq0v&+QDHj)_q+c-&4BBTS%3s(x`MXZ9K<c{X~4!q^EJ(
zjh;O`yC<n|hT<9Na6hErW8XzOnF=s?WZ0RD$7DFu?lHW5Al;B+V6p4S6J>2p7G>3b
zpRTyEid?nAMi^Z~{rTQxL;fs->i4(hLf@~dLqt2G3?X4&1dJ+1<I5kezpuhplB(uD
z5jMqcG-Dm<4|_Q&t4y=8vF=MHrCK%M%Njv&S^Ub<l;38*JR2MFp`uYpW?UxQ2=lUe
znWl~n4|A)AfU6&?%H#*xkptw?Zr@#7eb%67{Qh6BSbyGmnjCAmdg;n7$2>Z`7WtLc
z`IJdV-_wZ1PU5d3^dz#>{%_|$jaGztQDo?RO|>n~vf1JtNE%&mNfP>0OdfEX#b(=@
zcjQ_})%fIe9d3H5`J%X*-z$@c52Gefk<zJxMGi#~?^0bHNuQZr&Pb|FaHscvY@EOL
z>C!_7m0Ut=$5%c6<#qONDPzADzjPFQIa*ugJRTO)Sw`Y3X29=QSfdeAtzD~{6D0}3
zdb<eZOu;)IS$b)j2lhl3I=E&ma%4L3gWD8go_0X0!9MOKfe1<bd+S!U(&4@V4|Rp2
zsiyfAW~<k3J?rn2uQgSzwZnd9`T91Wbef$uO$Y)rIXvDx5=|xVts>B3IrwpImSK>6
zxV=w@U`WdUX-biDrJ)tn!&TdylyrP;Sq{FnOv<IQ<kvk;EvYj!KB=3foo8#^$;F_4
zx6l3t(F?qbpZYe&czK6S^!*5*_|9rsJqk3*e$q%>t|r(v{OTs#Ab(rogT;lRwl=|y
z$*TIEFjIyEhO)OujT=rAkk<Zm8OkqL(TJrHIlLp|92b5V;-Ek)O{ZHa<Ft94U0JMz
zm-m`)Uhi`QP@X7XP~<oT<@|-L2~Hq&mQ2dZA))-4*h7e%q8LbwfNx3mmZM5;`AZq+
zS;dkUHcZVrW(u+n_c)R258oNBZjBZPrMNOW#I-)b_BURUUdHTBsb>znF86d-&%Pek
zJwUoN6q#-j-t21ZxSnpF!}}q{{{mqzbxdHh@<<T!@CE;zWI>6~CiUA?c2g0MEf>iR
z+#05%EO_B&mN3t!C|35b>+!Ught=!uI8LZQUOAJsJpCltdj}SDQY_E*JnZRf>}9_2
zKpe55>bE7mZ_?}`VwGK^gJeGPQ&-<JyuMPAc=OSq{A9Yd?ENa?qFmdGq^ZMET`2y`
zc##IB`4utj(jpcjOQnGXGEx8Z>E5KO4EgL)K7Q8c`lb(O)vZeD#5QwY`Q;e(J+$AA
zjLNkqyDArcLm|vp6DRo5l`jr%^3X^9(B&MY{io8~mXA2eWJNXdGqY($*I_O0V}o`U
z$CIO*9vI=~ch(v+;TJ!}1k~xvf9DZ1d)-Nwwl#KP**ss{FXU4jce@J<0pIo1SOT4b
zTWw_6?YRRI4J@~w^bfLk*s=^HTcm4aH}6cnTWz?_8^+yItCnH0*f?UBVUrPg>*~uW
zH44feIL~*^zJ}XN7j@mPcD?#KFox0Ri|V{ZWXc8)kw~t6D@(T{!$f@r=dLMJxMWLm
z*4vw{DvXi~C9(F{!EYMB?HBf_yo4k&zkkB&lc6*Ueg+a@(dW9v_P&=OO)#s*w|O}>
zi&x<dD|n&eHkNbz)oq-ht#=KzuhPhs*Fp&8?^RVhA^N}SzvMN4hv|LZ?{;T{LUd~O
zYv_&Sv+zi^f%QbpYqq!S)7O_9(o2?QJ>cSsaz2U6>^o}oleQsl+uvJ1&B?``r5;rj
zIg@{?za3bM;BD&gnie`lg^fwO&AdH3cG`Ko3A^dpISv<Wz-R?GdHl^k{lifOKD0t_
zpW)!$*jfI^<C?#Wa`}%&-SGVkx8eI4Zo_vT`=Lm~$A5nLuTeKY0Dn&-{0^2lA8FA1
z<ER@>zK5JZF|0hC+#Kgu4j}mCJjCT^EDG1JyFC1S4}qZzD+dsg!vQ?~yReWSX#E?N
z{#CI*EBz7pa~^fW!Ojh|m-PpV|De);GXUnViv9OmdQS5HSWEwk_<u)U{_`oE-<AFc
zqHegj_*uDVIDpt29w7GS#}{@^epdeTp8X$VZuox0ehC9Ve+%>C|F<UXcsTwT*mJRS
z|I0Bq|JFnm2mjv>=ci`uv=?1)cb>n&y6e->(hPl%U(U#L_cenrO{VAtl}C&>Oh5EK
zNjGol`b<7<tJqaq_0%LH>l1J7nwZ;A;PfFq%m{1^vEig#r`+zVTXs3#k6nITEwH?@
zK7zuGmY6uzA3pdOCkVU*o;^qusC7T-tmKr_^K@NYlR69_!>6YeD;&3K+J$(oxmvCc
za&}~}37-v?k-}XZHpkY8*=c2-xLUH0Lj^<Ogao3!b|XnzQ`)tM$UNRU_cT|rpv#0|
zwCbDXv(D5|hvr+Qp7WD<*7XM+Y{Ph4Xoa5@2$hg+!V_D2uCxh1d;x2T5P}`G$~lhV
zwrupo6fXn2tYTR%xJ`KrxnVX!;TzXC9B_{|kR?!0dW)3?=l-5=GP#v|CNQ)Sul;k#
zs)-T(u=ek#p8bTasX~VBNl?`M{pyqpC`mcWz@s3>A0@T5|E%s5F$RW?8H346poZ<9
zXrPWZjzU2UEt_RA=g%uWGpZrR!{Fz`jbgl@vHPDkT7M!|J<qn+NH2Kd$Mr?=pB}cc
z{^_m%9YuCXtnp(Y_lL8DJd5|kTtlEe{to6qYbXSElI$OhbN<A+&3dK5t-s6^pe-06
zi^&g^;q1me@YCIJog;5{6ae^xfE^9GPS1OO&`$7=4gf!UdgRaO<{2aQ<AM+$JAW6i
z<QoPctLMMMYhG(nQPdi`o(ITfxq8GLp~9}{WRRf6@|rZJYN3GH&C^uTzUek^_hjAa
z2B}`nEn?``uFoZo`E?5g07UV!pJc3Yy5^SK{*qFBJoCiFvXc{AcZp#;TRqxkUo`xM
zMphI`92TTY?!oE00+FL@`}u&gN;TU<V1!7ua<798HjVE6m>+2l58?4u$w%*Xz<Hru
zX2!;5hVvWU-M*)%IX|(g7ML0z4?niJnxl<ejE33(xT&>n2*}zmcQ2y2|MqIu`fI;p
z!~6m^8>_^LiE8_og^u?2r=HDSpE*5=Z$~iCGHMszsYmb0L7`k(>jbC8P1Ch*i_^73
zD{uY$M%qKjdFQ(kDwgv3Z!&gBE&x@*PLL@sIysZY7orkN*D<f?AU#6`zwpemh}3c{
zEpBq0(sLYj0S*U_*2B~wQzRFCZ|M{?%T)eBiYkE@QA(13G&h95w7mlZKzkzf^^Lb<
zem^KSbkqr$QCZCT$atOQ{ANBtoMOYMf|3Xu>h0{kIlsT%56VBTJFN85kMj6YPKu<?
zw#T|%+bIj`oc?>F;qBc+hbPkT5Po|-pc#4q!CV9~*AJtGGd{fCVg^7u@cxoX3csJY
zrw>Nd>q`B>32-)%q&-sF4!vl!1Hfio3~H6@>m6EJ%ST77RFt_?R65XdgOX7`M}I1d
zyuVR`>3D03`FJZ&+({5pGn`@A@}kIggFtXt^Yk~HsH#Ts@N{o&Xphd+YdV(ZKN~NT
z-Jr(x7j4G+MWINl5(xL8gJzaR{GZ!DV*Fw?X5YP5+!MLj6Az9XJgn+u$@s8@bPfL9
zKRxRli>HfpCmsTOl5o`z0KNB@{OAu|bUxM8yDPcCmE`s*)fa$X(*}CYxRpgv!6m@V
z>3Htw2-(#Y8P5x65_|!O#JpOOh)a9s`gupyqkC)epDF7SDL6LlDJzcYcLY*?dRX`k
zcreg|C%ZP_-)_|&2tKjYvv?i`RG0w=$3@is!3o81so!WA*CRxJqdw&SHpzgZ>YTCI
zpj?b@tr5R){S$X=P$~TaSJqvS*KO!^I8*<lvpe=Wq_?WKz!pC{`!9Re>yj;j9zM5k
zL08;3`!cd(p#W8};CIQ1K+hcF%jTN&=bIJ9#id2IjwZ{E7|c*6;*NDoqLSbe<SYv9
z@Z)zF0!VqWlMHg%uG0nc0J)BNK*-#gnL~K!l9>Lxug(qtpeg|c_=rYTd2C|??Qh}B
zA&fi*Q|4}N>Wq&IRMgeglml@r0r9pbXeOSO@rvQULCUp4AT=a9+kli-I~7b;+97|-
zvy9768pnd;l#_0bPt|^|_3*T_TU_eONS*WhOzsp#wX?Eva>^uVIa0UpUhRF(7|ej=
z*LbCD$Qw&A%aNZmSMy-mHe`n8TyB=z@w(RS*hR<K{d8H*6-5W$we+6FV;w5Ht6(4c
zbBHeBj$CVQ;;zVVJxG7vOCxkJov~j8S^rR<zX7n+nBXV0Lz|x35xO@hzXQ?18zYA-
zc1QkxtYZUVgA!P^+uVz;XGN~JCxI22)yhQ$b>Q8CJ-pw}nXU4NBy%5dDZmG0_t8&z
z&$XZ05A8=ep3))^0$^Cr2UMj4h;<S+#X29rL1%LdxPQq3>MwQl?hdIap<EgNhKQc~
zByi`k(eFFti%d=)9xfK^lhf1bK0ak>Y3r@3mL#`ZS&Izw{-*!50nPbSds+k9^TfV$
zl!Yfm$Dma+=bR1CwX`@~#d>VD{pN(j8APrAT&JBYd|^PJrbQ-JtYiM9HP4ClQ~xuf
zvhMwQU-u{wd@i8pYITfl<XmL}BD|EB%VK4jFf~?LSPv`H?uxQuVpD4_(y*kg{u)wN
z0+aniZH=*a3|S)CO&7DB&8d|Bbh}zW2X18^_KWU6MD!2U#^(9iWj_nh0Gpfp)zzfc
z`2;KlkAu1l=11uq6B?UupEu)NHK$NnnMy<fC@uQ=a&%;+FeU&x2BYz9yYyiY>$waA
zpKT0$6@nZDGKbf>f49C!Ksj&3;&-czTPbr06Tki;jDSEco%3_Pa;w0m9YJft^2~?&
ztslQ}CVy?$y)LPFIt&6fvUPZ{?oWCfY250xr7c|k>B#rnZyx1rSJ^r_*&80NtgV&C
z#kG)-7zxe$Z(XNY*<R~*4E*NwP2I#RI9!eSO<>jE9T}AJ!!TxiXb<_5Su|T=s@Sk!
zY{oOrNLpS~`=zu>|Ex`fGlG5@3lwFBh1)L!briz*Q@~^?#@SH`QgM4fmB4+#B`|H>
zu-k2lz$F1-VFKq2PYR8oD(n%%*P$vO{?R8tRSoM1n;iLJWl;S(ky2j8?O%$yi&>62
zGQ+D%m^x4Uirj2O*e_Pg$}x2GNOr0uNP7H-&UJ9;EGmbZ?R7w}A!TzPR{c=CCU@%n
ziN&MOHTfCK0&h{{%DLuSg!`iDRmpV5`cAYxq4qx;qRwC}vA+LyH)Y~ng7=ypue#Q2
zsY%?fss$=#gR(^AA6GjhQc(Q*{+E&pn#o*WPcL>)kNB-bKIXGM>E5IJqa)21+sn1P
z^8X|Zhv(|<4=s95`)DwUYGv^QwGt137bA550`=%Z`S!@QKQn-F#`*wzhn2xG-&0Da
zo6h}zh_7O$;%^?v19+gTpWX1k!>DC2tK}_9Ij`^-FGv26h9!W6uZA@9-}qT8{ml#x
zIxuAcd_i}jGgM}ir=$<y@~g`{8RQ5fZJ4&R^F1tdYJU4?1&}<h1EO9QREU@-(&P?o
z3J|$J^#yOKU1Uaz^|ZUWot?283ca<}tXa@;-rwim=Ud0ly+;3)&_3og8*#k6!>XWP
zJ#M&??O^_g7unydvOf4XPc$VX^pj(l4|=cXu_r0xm;chofQz~~V*FcdJp`5_^rFu#
z{JBdJnV4^JX~HC4^AD2{nc-ihTIf-pCH70{{B<|~FF*0}+ZoN0P^H$ZszD=|dy-r>
z(R)S2@y#to(i`f6Zr4iB><^Ijy_kj~gLlsJjblAF+K59fH5dwWXvoYH7;G3lTI6^{
zVtTf^vJXo+^)?iOEgj(I^mrUDt--9OPNqz3D7AhIe@Vq7l$-?o?Aj(CB``3FK7!vQ
zWPTU`jOk!7^tjEmhs*JB^D%3IbM5MEM8TpMr?{bbxOkKK8Iob5-m*#9Lj-l9l|rBh
zvz<}UI=Tl2*PYl@*!(kSfd@R*8splio_x!*;v0!kxZ?T-iBLid9eUO8Ph!=Vd%kL_
zjbRooK8fmW4`Uj5If}aB{$=^aryV0Qes$A%r`|S3KVKLJ^C{2|BRLC4(oenrFY4X`
ztg3Bo*rpT&l$I`~K^EPiG$P$dNOyOagft@EAYIbZNQX2Fq@}yN|4F#_KKtGKJ?C8K
zeE;=*Tr5~~%rQrgXO4KDdkpmK@w|razM0D!y1%n2tqmP)WB}$^YU6}hiJlp>n;Owa
zutNIpa>UMWy<;n_4PM=PeHc|;=KeR{q=OEp!6h!Ny6)o*w3|plX8Fg3QHwQ{=R<eT
zYA0T;QDwCfy!m$m9r)Mc{)0C)XtC2`lLpu8vtsZeaL#rV?0x(<H(t#ZC2H_gRP!`W
zHtxN<OJ||+J8TZ3Aln4N^vm_ZtHu>X8e7Bb>M~xs>OJGquF)W0w<)kvyE4<g_lvaU
zJ?8XOjef2X%csFdMPldB|Ew)HuKdH|1_za!KQQFmRD}qWd6V9!=4@tbeK@jQc{h3+
z>3slU_^D3@RBJc8xLtQ~CaE!V0oIedKxUnn=u?MG$=Xw1i|2LU-_)qbmtEWRp17MV
zayvipNJ?^8`hcnKJ`0xAxa^&AU-q7H*$KvI2zU&<c)r@HL&PwlQA2#sUbh7oegLl*
zK<q%M73JB9=c}7P@PMT&hHCUrfPd(LHaABKfffD%1A>6h@yvd4t?LrUiR$a*sG%mr
zQw7IwgSZ;?mJPn@wQ^hQd}I($NBXHf)rb)xkmwFxzf**RZiJ3ef_x_+@c_Ef|E#t^
z&%hD)2?RoS3w$F{mIU|S$$Tg+2*iE9v1+|csMw&0slnkqpBRYiZaFXMR=hh~G=rTn
zCuP~lW`b9H#w$gc@w8OJOe<LV@DxE(wZZbJr!vX;_;MM%4R$8H_-4;re=&<x<aQls
zoV+oO_2(z`l3&&&#j01kEP>zl)$VVd@}8f}CA-@Rx~e5NoOlzeO<m0`O1jxyUiW<9
zts$^)E7I~lBaW0QU-#n#U9Gf(E)PH&SL;)_yw`h?=NR`hW$w>wxe?BKXVaSqgf1t1
z-*YFD)eEos5=2^uPdhd0N)7`LL$78F_R!64XHpt{1?Buy8M%sY65VT#{m$KwH{CDW
zE3Yq;S+^DM=URthxp{iYO37UNE0JKv8MpnhZPPlb%Vfsg@vB|2nd|s?LO?VnUky1g
z3JO~?ZUt$WuG75E=_|ZgAUD>Sa@^cebiYWx-kZ8+KU?`VSCB)>sqSjw=wm3R$~gP<
zf!P+28p>n}8FI-C#hJ8d>s;L}xu4c#$wr2CwG#DXl_F(ayISI^-{kMppykQrO2#V5
zMt`tP($$iGeMpIByaq^^(l`09b9i*M#MO{kW22HQ7SN*3qLKWi01t%7;nf6YS}%A_
zJIQGtQxF<ve_E5~8Kkr2o)kWIj>`Qc^V(JW_wSS$fW!athd}ij7Vh!s-d}Dou-_;q
z{#yLKRT+}f)Yk<`X<FUr@ZD)G%II2~+gfSsT61yTEZ_>u+5qZ{z;|I;W}@3ATi_cT
z(e0)I4-ZI5Qp-qJ+XlEVY6=9!%18wK-Y7rbUIGlITa42EB|RM-(aq<#`}A}SfWuw9
zw+{ddz_)9_zaF3m9soYT13+9t=4Lk$3DFbXZeW0f7>I5+EkHudL=3mF0-o-dv;luo
z?CeCq?@eS<^mOb%M7I|=eyq&3Wp!=df}{k5KytbcHg~DzyZgs~_fPa@F9am6t7E9i
zXYO#P`pC*aN5sr@qX5Ydqy;E5Ya;f$><U|%+gbpT-WKZZ1xOYoXQgRoZE;h$+KwQ8
zS&)FPouRg_j4&S%u$-orHQ+@S;8AJY+*N=z5z9X;hW}B^?eBFd>FMbIq)l3&AZ9)x
zgj|o-?;i6UyD=}(wbbHqONADR0W!JW1pfeZo>YL;hu6BqX4kIzQJ+P|OLQBnJEmv3
z>J!ZgINfT-X!Tlc5S9r+Ka-`Oy@IDCr6T2aApM5(DBkMR#nr=HX@>ghV!8%gQn>xZ
z5*vzge1pE}ppSj&Fk}lDZKD=W99IszSEvhP*a;eKBCjc>3?6Xwclp1A@J8)DNMp8w
zA97pA7FUE>zRZn@R&QR!skUI92{gh)X>ULW;|-Q@oF0;`H;r~kJ4HsEx3h9LkRER%
z2cdj~n(001MR}w|&P8=LCr~(R*ZLu*ee!(_?jyzYg;1M4b6-c5{CZG#GDAcY^Cb;J
z)MX`+K*Njrs91?n3;F!64au*Ubg#)O&xbN`CUF2fs0M|Q*5@yuxL;U7!#pRbLmxL#
z3i%k%on$j3o0jo(+CzAj)0u}$(-dbNr%8`Myk7vSP75=j@qIsh6gMP`*GL+-dte3;
z)B4FsV4F&ck5TO~4i-n=m|N3k9$eNQ&d1G9VL=+svram!c<yJ^`>SeIof61HgxF_g
z9eXx4N{X;pw$KFm2TgGV5xtI{oJO!Fh_vgW&dTdj?+8F*j_wX)l|vf>bqiLhkTM$H
z+lxOmoI%hBdC4>-wZ(dXhMDKOUtUC4v(HlPMsEds<=N&bZr%bEbhOPn-(GApEA5>9
zoP$2Ygg2bCwy}$vN#$au*D8L_0{f&mWpWp?CsPOFo&ld#JZCmion^<SZJ)bUrXbeU
zH&t+*OJghA1COG3b2-SQ`Gdfh4;E5W3beRF1K){}HcaDDKu!kJyf&*1MWM3lheLm?
zfEiI}TCdn2GhAk%Z%o?rUXWFW4HfydNxrJ&JT`-EG|3A}7^O5XR8c_)7Ksd6vGPy*
zGVZI`Hs|CW%SWM(7_aP*UX2(A6hY~>@GdNWV%dE^VjpGzBJ~YqWXeLd<lD2?hh;0p
zua3Y;ii-Mpx)A|kZM5b8olygBd?+_FiP#}Gn)H)t9LMot^Q`jm>(^!yM}$xh2Fqs9
z7Y^vKP81TiHT}{|ROFod7T;rCYNnv|!Iv)AF_84*+qdD2YcjEf1;DLi<Icz^RgRMJ
zM?@WC=a!{h+n!;#`F_uQdc-n`yc%BV`J{@-DNLc<Ey#x6y8*MClvlST3^horio)@g
z+}s1H=I~Uf_I2zk+NSi_Lm#wGQLw3uh6f!l%jPf!3{xoDHF1+@>lZf~xJ0p0aBlty
zw&jZa4|j2Gmshxbk~*5%jfU@h+z7#QaAa<4G}Sy^mTa9)#a{vi(G+ALRMwcx3`5hw
zs$F$TB>B*-NUoRaeRJ<ju8>fgKYjdbS^r1%(0|yx{jY8&v){fGh}iG;l-ck0l-X}z
z5C6ECeCzSoyXPO$^Vgfn{}qJeZL<EINdJZmdAG0oFCrXo3*q02^uK^`ye;y7E7HFv
zL*D1~Uqd+FzFvPt`d`>g{tpn2?6-Q^|G1reH`e%-zJIDB&A|FQ!;y~ZKiE&cvjPEL
z%(sJ&|LxVy{NL0S|7SBQ;C>_PoA$p^C%;SXf32|o4=9wgF#lPfe5z0EnI>MlrG65&
zF^+q9IKB4lGf)2%3KFxa&-_>{>PD~NI7IwjrT&OO)-?EONB^lps{2yX9$aC|dkIO9
z)VI#-FwM2xH#(o%haRWWLHz#6k2Y_0-sdD<Kw7THIEJU;yG!OQc-Rp|5FGrHO>0cr
zaZG^(kIqIu))l!2PI*^{BR)crB{AqNF@L-pil76u!ZQt;$i#sB1go4FNhQdlm<RMt
zyDm8@*6WXz!BZ;bpF;hDm63abNCLq^rQofO+$kfL+*X~I;iXskHaR03M`zH=ht5-a
z1)nOWy-zkw#!L^B{Ir!HCp*8WOelBVC%Q7|&8a+Z9{rH7?ssW7)hT#M_=+mH_Z`<M
zX<ny8zo8t~0<<^8Lr6p@EEqbtcgT%I9<Lz&Z*<sU_m|y96f*Cgc2tY297ri;qchf*
zoUCb&9w>?Sh}JvUb68H&**qrVp|*B$-0yckqs+^?YVKLIY;&5?VX2hyTOO@Eo+2z+
zo1RfmCd{l@%A0EX@ng!Kb~0~!ui6Tfa5)ux+Fz&iNJth|IC7}eyo7_Z01y9j+P6q$
zWcjymXC!ov;C+fpsL+oXK5QN`o4WA`IP~;q)}aNuhRf4bXq)?fA1go%6_$QqZ*=Bu
zwI82XePZt=Vo<GUR!ug1T_{JHJNY!!Zuets3GzH^zpc3JU%rU%COH3k$6}-VWv)Wc
z@SoeO(9_*bQ2rMw#K8DxDfF8)nkgb-%D*61{$npZ4<oYvRxbT<9`w(J_&+JW{{wP~
zm5%Oq;%04QrK@TB7#^_aQ$2T16RDmiF{(`!cqO<K0Qbxx+CxAZ21PoZo_<xVT3@ek
zYm8gJ@A`T@hfh4KM!#C$srNvqZ~mN%TRR{vz$xd<>=48Kv>Qbj&$8vO|6CBxx3nf-
zqJtiLd>kq*9nxt2-pT0VM}95~skD32+vl1zR1^$eG!NAfoNr);cyVRHgmVO~Rj-8f
zWsdt8mgu6vx6R!;A>s77L);sI%Op_9@FG&MHd}}$J^HS5-<1ZMwbk0=S;r7+5|o)}
zGQ<>853*7wSz5*ns7U{Z^$ZPHau?O)=O1IZ*g1tM>xVE(Ft18MyH<7t;?eOXX&upt
zWEvtw^&t7{Lbg*x0M(G~-{)3U4#5MO(%6UjqV;x&gOp~+$1^Fx!HaDOtlv94T&^BS
zIsh6x!7rADCBS@1=)udSUNm}HCyQQVxfR)ZHM&aqwRw5pk^6j5GJfYYoFp$Mvx(Fz
zDI%+oN4}k$T>U+|a9&OPsm^e8{G!c)&kmF?%tI77U%pwXM%af-`+iMusPGBSQ@j^E
zbi+f8GgWys5~+KK&^(PVG)Yij@wq9ju>jh)5S5O7(8MsUC3B4x=PnFo^SZp>?DBbf
zN@X>eCX%MP^LwasC`*)SE*M5oQd%+nTj;oAUz2Ky5FrP(pbBs#w)BV15DG}4Lz*~x
zcKN5iTyD~kW<q`9BTXYHgB}|Mi7~hPAPnILOn6IL>Pw0M(xF&BL58UPZ=RSP4Vd4*
zSVQda+9y@jrZ{$vnc<iBJ}rUqbrE!R1wquI)DrEHM$J>dVZp9x9Q3iuP+2s97fvrG
z5zL_FyL!nK-l-ok(8zuwC<7Bhn*EG?*a%8dB=wa$viRaVG_H8^FIW--KUMavm}XRw
z@;KE~A~E5F)3O68V)O~J!-zo-8oS#z=;Rne+`yBk>JWNDpLE`qIN4^DopOm{P>GAK
z=DZe8=|mUZm-h`K9?;2|E{v8Lpo^nYa3B+2tg8NeR9+7ypo{qGQ6^;kimf0=e5%ir
zuS`tQ6Qj6lBCpgNP1up3qe`o|Ub682<n*~nz(frtel;UD+ltmGHdS0|k?B<QE$XXp
zTCk0)$%;{6I<~aT_##sjO@(iSbi72%$JVn9Ieo(lw=qJTkzpKBny=~xj}sRsS<Xz8
z3d#x_eRAq1>zy0$w;dsu-Xv(fcPbq-V#a+IEm;k9G{%ujUj-;|*CN+!4Wm8F9bcPu
zGeuhD0F|9*>aL|1>%LVHM&^j4H+b5apHfh<o*F}1;>Cbt<KUZT`-!?I=Ebs8poDB>
z-ePm!#Ho@YJm1^+Ui|K|sAJxXgLnS#ySrmSd~~*_uZMj33ucV>$CMhO1&gWeE0NYa
z<tuwJhl*2<1v{o>Q^?nsj&?QKKME8MZb)K=3@E}bxfmjGh&!4{qStrWZL;##*?zXF
zpByOA^n1}y<8VBc*J;Hqd+MS-Y)&{c9rL=b2`q2S&U#*Als{eH;6C>t#@s{<e{FtO
ziSUq=IP^g($fkcNzI7N&%~rKqz3DYnt(5rsRZq{?o~3=0QB~8Y+8BsN#mcc(VuSel
zKbDLy!J*fuL%|C30=5j`HNk+cA(ITU)$ST_w#3k5?Q;k7ZWrP{Cck~-JjMBw!eU2P
z=P-~y4~b}?nqb}9anW!$negUPpz)}vw*J=lMqXKr>}bs&n+{bqrJ!ydFP+HK=Dfqt
zGwbny!BEto3DQRE=h3LPc*5)bqPMa}ub)rIoWA+kfv#Ln8^7-Nwp2|ou5GjVHCjoh
zT&gY&X0wy$XEt5C8XWwEK+t<#<>Ij|8;(tdM9}9H{;Ff>ADQ__eoHQO6&O#~ig=T;
zqA{)Oa6ZT(ikB$nwYP7&a1CdT#zzid2soD59OQjF*qV~$<zkCt_=3l;)j=Y-e^|j~
zQ(;cHLEFvLz8?Gn!xEjktjAb*(H|?yIH(9y<q)lE;!I>~>q01d0kU&`acbN^FI~fi
zso^>3vG!`V3DheKyDyH{SDKn@)rOpC@;X134BWUG$@eD|&8H`eXtbe5Fpyi&Wuc9n
z*p%zsuARs%-^ezo2jij#wCv#<>vofJp^`o@<r%d*LQoa{z*kO6iENeC7Dk~eEamA8
z-N+_^%)T`^KFMxHe}wuJbs>W%X@VixhmUQd!O^9*+%GrnsEAfDu4^yXy0pGteP(iU
za@tg(dmWq)S}4u%&Bd+eQLcAd-W$a7Y<-^jJQbm%8*#_Wr3pcmb~7(rGbS_DING@i
zf&4r64z5=!TvS2u$V5ihJCHA?tC?u465V_HwLNgN6$P_^H2M!0c(K93gQMBmE3?HP
z`|+F2mv)SiRjRL~UbN#J`W<b?!{Y8Sz@WpypbA)<8b273UW4jpIcVm9Ds2jtsbyly
zV)4kxJA6j4mz1<IS!&(Di_F)VYv+1g;$TUWgNy*9^`NtU>PMqI<v=SRnIlTD?poXC
zJW}X!V6h$z;q>JWTnkO&i}LpF3~+;7Tb|#hO?x0T#Y-sZT*LgRbSED1;*vV$$4F-@
zT(9ZGb?NX{)59~NeDIK}*H?z2Yw0{FqVj?jaD_89x;UO0KcCn@r-izrNHM62%Y9rZ
zN3%f5g%grVHNNE6aA{+nHwfOC&1$&(g8hL#U{z&3(w4OI?C>%XtQlLq^xb0}?+MZS
z6i+hr@Pe{KaI;gHhVaX+wro_;2rh&z9cDzhHLKU`?(<y|3%O1%kmLw;>7mwwnF^MY
z6KCj|Ybr^WQs9_~SpZbuQ~y8<tn|gj`5Cub{L0p&ldblKI*l9}QS^x=CvMzaSL+9=
z@htp-uH7<KIvq&)D2~-Cak(VMy;FJRZRFmZ*BzLAmR@NL5RH#RpSz9bbME^TBg)R^
z@yU)X=Z(peVz{9=jibG`?E0dSp0=#c8&`1b37c{(uWV$cjQA*3ZtAPE3-|Uesd{XK
zTV=V5BVM=vxC?V~&|};fPnCk0BGnKfRPP6_R|c7xJyE?nToqB3l@g(?Qx5n#jf8y9
z!YN+D_}Z(g*sbRgA9|!4{;+;)yr9v-;N|vQ!9>KA#pk5AmbexUJ=ieBR(w;zT8Rz$
z;r5IQ2M*ov-dtl<1qLlfFxl(Gf#C`dt5}IcTCs4O%{`g#YA4*&L<%N`QQXXr(JmB?
z3ECb(yP83?E&HB6*^Ty2!tq{<8ZaN^w7ke_cKssb)AO<c250?2>d-pU*_v)0;v2-B
zE78LAu5vzxC<^})s$Fy(#IFqKSO?sKRVJ3$cw$2?88I-!)kkh>zAq?BXuz?<n!G<L
zNiJwqVK?LG3>0OU#c{LMQo{s#HJWTZ&xjntNj|Uz5kh@L4oaies-smfU?A9Ytc7G!
zqhM6#LJjyCD-%nm{VI8sP<%-l5{@`TcW>1J22%X%TfwZXlt*0MJ5n#{Njc&Lc;Ope
zt0&+WX$=CQ_pt0lHN&DXzaa!^KN}D+$inY+`9^^#rAGlJ4EdsQ1ztdl4bcc{*F(zz
zPe`QK1N8&x5Q!*>CC$^vko(Xdgu*@S$wgB=rqlw{I}|6iS6~I^C>bJp!YFBQ4(bq9
zjx4vWlaDuS$nm-93?2(=_ix))!c2y-oVeO8`P5|aV7YVI`cQbi=l|w0v;44QR^ec5
z`pYqF^A66W^5uBjS|@SiBZtSEIM-(U*9=KVFYVkR^i+3G%Al>F>|ajKSX^s2n9jjV
z+jF*BAGz@B&JY-A*{@2SWNb;=y`}xqUNmx5c%mb$55i9tn14m$LV{}t<{5i)o?Ry?
z*oj$lo!yQZsKJ`la6uR{r+DOWH^gn=4jH^+bkP#K@KW2|ujn{-uHBxR`o=cpeB@Ww
zKh*dAi|g*}+OgC4GQ03hYBSQ*D_9crCw_K0A%zGF*FP&a9zkB$nia<**lgK~)%&Tr
zm2|Un*qjJw<?tPwE<f2y&}cdgon`av#;bDJvqoBNSKoG|fDiOE4pN7}99ws_dT{-7
z83sRnCXe6#L<D^)!U38>`lmw(8HfloE9qTOhfL=b%L?%&)}x2v4mjxPC`_+(MG+st
zOyw`|a?~_F-uW2I?<evzbQ5_Cw*BL(4&o9=##mIE`iLQxr1iXYkkkvZ=K86lV8U;3
z&rtY_5vlhCp(HUJ!n@}v0=(Ie%JUayE)&R;Uea_wGI=^-f6|`G*vLeY)`$+rgeS_7
z7_Muy$$-MnYrQWVA3&og&5CNf_E-~Ld>Jl*rqa1YiO3o(R^I&4fq{QW`2uqY!d*G%
zvKp2PhO~B;WI}p8+5W`u3$zBmZ$Z;2av!sA@8BA%K@6kInrA$*b{&8F6c+;P=eM(B
z=;3IELDGIbjGL)rMT?I<7Va>iaPyw4y7CG><bi*T_d414Ld@veu~k;%J!+ASJPiI*
z-nE^B1%2EzSDUIKv^}qOnS8CHXx|oTsrs*{($Et!T@J_(N$RfP7JNFxeA+DZD7kvn
zBoZuZL}WPCFU)K@=Y`^uU^83@`9%E&lB!ziMy_9NZ$FbG%!$o9*F22{#hHfWYnFz&
zwROur+1>Z$N@h8DQJZio{ZY@5%2R*+?97ba1Ra$w(`D@u+METCY?aOrBxE?D9Xwgu
zuvI>5u1fjT7V4wHjs8`eB+b1K{xehDPu}zS$Iq;{Exk(_oPy)C6Le>9c|Q9P1@%cn
z4Q0a?W%xUap!eQ=68sy_()|L|LkWAzgRvb@V8Zpg9EqU0^$Rs;myq2Dr8>4b&(-GI
zBSEJ!o^Qf+#~crrgv=M{6(yaU3@ytn&bT~<1_A>OU|MsYC6dC$^fT6=V%6(|$noPu
zbOUT2hQ9YW3(<CX7D@JT*B|$Q$KL))DFmJC@nor3%T#L<WdO;$lW}MxL2WEw@()a&
z8t?m%=4=${i;Lifn*{5%IUfFeU>DOGZe0XI_Iz7Phkep7<uZ!={pppO6?ShlQ%{tY
zTx#LW<-t&1PRrLdgT8JTA|2UxCfHETGVFBpB580Ama6J{qfcW%Ff<Zr(lm)#Vu;-c
zP*R7*VSSkXWIu&OO2KB}uZbx(eb53CRaWx(A6_c8ep3~o%Z1pQ&*h8kA${)Lx?~pg
z^>|cM5b;sFU2Q+i3i9`85h9P4PN;50PeaH;Z(jP6myEjoVev06YS5pCfp+mU(6Hhn
z658Fb_Ad`HB!%qP;dV+AkZ|9i1bKlz3S`pwn}noI^f|0XWg|ZK*M*nV`I<@69WYM#
zRT*wpib-&k#FmcXg_vS4b_`Nw^bDWyD$>I(30)GeMW2xT#`Ck+-lBqbP7f7Y_Q4f{
zqh-{h9nFY&A?&OiOp%m<%uxZv0|H6ruLIz%{SkIrbxv6vJk&LCvtOEDCPBkksE~|R
z3}UdSR$k0DTptdppk<S*A1szzDi_(KXS71{39Od%F2pR?ioEH4ktrGwY2(boOg=RB
zT`pISD~gJ_$i`YrW5#S$FU!Bm>2b%S0OP#z9|_}`R66v)F&Jq2dg3$|$6v(fYs%Oa
zcZv&=GHWneRi7!_IBJ&Ih%3a|z>8rR2V|~SYpxi1lcCB9((9Y?hZKmJFkEcnmcP6t
z{+zOQ`BWn^vEBV*-m=i5MH3%<0Dk;N2rC#CpCw+Gb6jdJa53aG2(#knQ|nVL*RSK#
zY7?1@`B4#KQ6%t(S1k;WjjLRpd22q;vf~&esY$8ID!`uE6qo6+E^C%Jeg%l~&X${q
z>)0m>s+_1hgSC^2a%=&gYnCQAzC0-89LC@gd%CXp@H;U}W(c?llhJ0PwyHr*f_&)I
zD7A7=gQx$1S>59dS0!D-$24Ty?P6A;XnEeOiDseo$E5jE#p7wkf|q)1V-TRi7Ps#R
zJ=7^mDX~X7=XRWgIg0bAPW1Vh`xs+3G%we6E{%-s;W2A$VHRA%F>y@=lV@mz5BW0l
zY1A9)5{=g0m8gn?j+ety>Jq8s>@Y@0ozlZJi9l*mg-0}R^M=Y&RQAWd78ymfmS@Nr
zKA{Myv<GxsdlsEWw0DtU?dyFo6)$ZYPlj8e9g2dSQ4#m%mgpN?zrN*6XMx^OEz}o>
zwO!Iy|BC8RyPDGWMGa7aQ`v@_%do6t;KY-~{l1hrXmp&|Gj5>s4yTVc)Q5^Lp?@Ty
zCK#-{m*8}H22Ptn$62#s-c~$XChv72CQ{H8w74#KESo{vfuM+bURpK1M5Sh37rV}_
z%nYnneCd3&ws*LmF@nApP_FXi!LtizhgbWi&5+$J?KTBHPOA3%KHmg<Yn6(w=eONm
zD-#c?bT+(x4pTZvChs-*E7oWk!k0Rasj7dqQixJrj7vWq{Dj++R32w6|7>FliS;33
zSilc_T0(-x+!u1gi<fN%gUZ$HDl|`;$C5QP*@_txW_W3wBB5&LeNfJOn^u5^GB*nz
z-|%*<sD6u!uP%pqT&Wk|=|#$|v1W^Uss}m02L&cX-fzvctQ*dy9F??jG*mLb-YvR5
z3stm>ZVMOrD7!h<w>vn4VP6m*soqB>L)xh#fsr~mQZ!oXN%A<qiZpt+k%t>wbU~?@
z^su03qH@$ILrHqMGLV`!I06G4yUvWdo3M3=^2Q>nkc`!Qrtth-BAx>_TO&<T<zY{a
z{abym;Z3j}yAiZ{!o;Enxuw_U7(#mN2N&zKF*J~A92L{SVy!!y#PS}4>v`Yx>FA6G
z^sEPQhoWO_{?ki%OO(FKpw=?-JyY$vy5hrB!--}+f+>82U6^83jBLXmC9Ya`RkdB4
zjOF}IF&tsEAd^1(BFAmseJOF={mpZG*0`M@OgbbG?#HUjUB7eJC&fAbi$>-ZcIXd<
zEmcaE9=>VhJQtE&#Rlor7lIO~&5qTP)>pQ#FWNOU`Xa3ua4vB`_%RJVWNDbnKPg_S
zbF^*7E3!(N;W9{BnN?7RWy;B8V{1>rG*9iOeOFK*Ck%XdknzAFRaM<1Ii^tc$t%I;
zDrc7qNA>9%_7?8)qSsnEjh#nbQ2|OMODY^5(bj#eLPzyYfsWVnq1!V&sz~dOTtY69
z(Tj++1#odW>-#xW3N>U{{g+N=xJEAsXI?y)grFAn)y9ouQEqT7oo}sADznBEsijcv
z4Z+N=oNEo?fyRJcT04wC6t4Zco}E5Z>!`%Fh#VoOoCL*Rip*~pWl0_Q@WL$nuo4Y;
z9Kwx$L6^yXSiklq_vP8_(URVS$>lczbMnsQ_MYyaq0~KQ*c{31UlqIlY%Ly+BT}BQ
z4@Fu(6<D|U9RK8j0&wIF?0zJpoDPwM#tZp+CC{tnr07mG5Z!mkg-S*lou09JmB&C?
z5OH;=6%S~bu-cg?^CvW^RoVS~ko{4C)|ZF^=dmk4{D8XTgj1f#k}-d~!WdF5@*Er-
zQ+L^N$h2<hX|B<j6mjL_pOT7V7`oLEODz#e4_jqpzaf9h4c1dABI{xaBSJE6->|2O
zRqC(d6okoN0qgO60+pX0X+kd0lD|bjt5t=OaCeq_eq4(zZ(0=_y3qY?V{5h=)Ne8x
zgN@&xnwLdg%cNX1g{M^=mi1BT<CerzGNrJN2U5k1?|#hEJG3znoNbcpBiSX6P#`O7
z(v>$hKB;Xy={7OTwwfvP<nHX}>$7?Mb*Z04myVz_VbwI#;mi8FVgYTs8TWVCB`bS-
zPrhS{DNb4cEW|}7drwTq8sz3)J86a=+f(`_QRv}=5Y4xh5BZ$>!~zIuSO8?pDCWeu
zPZws)Q3p=NOTR+3_D@EaV}k>W3XhkNBOFTL9v3TYJqv0gevEsnL)E_by)xnD%sC{#
zU<Vnc#E9Q!Gi5NEB;B{JdCMZ{0_y5iTPj45Ar9RMLK+7_MR%2qEaO?ZR>&selUBM3
zCOl#`-OskUUYr^gdF&Q(Wlw63X}uhjV+#vSwN2E_JtpL!^aAx%AL%f?*E70IZOY*5
zpX5P!7i3aUsNWy{V^T>5JBD;k1ml%oAz@hh>w?rxrL&jvpUI-dNcRux2QVp_&@&pt
zocLG-84jbA8r^E9)(f>WDVedMfLBzBTt@$X9WSmw=2{6NUaMAl9#nfc?I@`z4b<rf
z%;BC+)HaoA)H6@cN!!4;R+uMq-{{m$RQZJEiYtpMM~_<KJbix9wxznm)Fzn}@LCSp
zWihU>p_*|vc0Cb*t9ZeDbVVwsItSL#^A0%r?gcr7IPoz~H-N_fqiU9{L!9Ap@CU;c
z{-2G@5sgIK6q{D4kBDlB!yh$@oyR+PHaDci!1K4J7u$R&Lf@&wTq9`w>{uVuhDO&Y
zMX6Jg0k8N*o2_*RkBjf)^1BPP=kSxVmQN5)p(#xKDdi)_Hm90AuDY!@RjZEbaCt!f
z(R8Mjqq6S^%(%kmb9L9ASr7#2{&-DUcZ}<q8iD!QRd9z##**u8AszM)O`ohGOq5R$
zg<Ob|*)oa5^O$Ui9Z;|A2>h$~o3v8i>t~zq6589b#|994_6vS|w#z>Zg`+@0A(EoG
z@GQ0y@|$m#2!o@iz#L4r-!o}0aTF!=SGxzY^u8x`^+X2#X?wLCZ#ClU?AEPdxLQ)f
z9)>g$_a$TcP_;*`B63-ILe63#oN_JCvO%hh6S6`f`9kIj7OTuEam2q2hZ71D;POg&
z8Am3)1NDr}#4wpZ=>0P+hZKh&%a(ouE#VgE<czE4XIkIP-qHua^tsY;ACKufPws14
zKqIKX)HWbN<S&P#d&Gyrg!3ffoF7<o-%EyVA`F;aJz=cmc{usTxg4vz$M-WkwZjU<
zhS6G9*_0fV-|~|ECXB1uBqP+hH8}VDoms05)dy_~D9#{(sVDZKi({>#o!@Ewu$CS-
zUy879;7*PrHoq7!@A7aP_w$(<akz@jQmdz(+<8wJ4{;QJ-UIU$w0ZbVQZ~V{cA1XU
zUSnO#rTV)5fmbw%brs!t^vB#j5AQPj^C?sFn2Nynd}iZ?&XZl@2t2mQ3tzrfi=j-*
zBW_VuBRQ=gKdhdD_rudV_Uz?lS{OOle(lEif^c)f{enAB{}h_A-rlz3o2$b0!NI)N
zaWpH$;`(rLTO11$O{qqAT3@fALsG_p+nM1feOxGBja~j{t*d@P)5)eQ3&$HfgcYeg
zGa(%42^SAHwxRPLWW_6<DG@>;E;L)#@|PxO93*kAZ#!NmD_(p}&kC+whCYeS1wl*o
z34IhyebKp>F<fZvcrm|E*l?!Vpt9=|d_ir|H>IiLsmWgWM*oA-iBH1yNh#!zgI73K
z(i<`~srcHMeL{DZBPYtTQL^h9-sa<V%aS2X$?=6gx1?xq%pBAZwmJXj|J$GF-G;aL
zG~s`<$NK+|wi7+wow^hK&8e~gHG`h+PT`53?k_Z+?mYk6`281Do)`e40T4cLis{`E
zv8(_f<9B`r<IN9n_eMqOhM&Rq*ZhpTr2QMQ{$05DEQ_0CYHwm?rn^xw`ukXK3gX|0
zmFaK7y^Hnl()1^o#a*%g8?pXfxOcJsUHSiySZ@@Gf5rM=P<sLnDW(N5EDXR|wJdBz
z_g8@4GvN5oC>r!PD3w1SU3;f8{VRe0bjzHD@i)CECOY>2K=0}Abqtspng6^+4sbN^
z^&Md?=$b_F*riQ`gWUx}wBpBmDFi4Vr$|L;Q2|5^1CLMHDGapp3}xEcdMaxDAspa?
zOvO5bBBudPvoql%&t8M+kNIWBiKW{-PQ1yEv^F7jiW&_(+o7fUeeB6+=>Mu>f=h`t
z!g4Ptslnp331L)2sk%z8?wQd04<ab}b`us1p~=-eH5OZ~t^0}^ZdW6DplLPNoI6qm
z&xFvq{_-wk9M&h=sp_(lVykQKbMwoUf;-Sgz`ODZ-w4NxVGQrV@x<;Kr=9UW9@Po=
z16VM%mOzaEffnv9NW-86DRL}X{uk0AmEpWJ_ZI1ZN<Tb`zgBv~)adM$(y-6IqdSDB
z@-NmVm&Y1eFD4&fgW7R9<a*DQ<8xRPZ-^TLzE2MKlU}PhD@1Z%*Iv7`Pxq&~P0NZJ
z_vPNwIYd8~=hzwbb(Ip%$h}oOx{K|Gjv?A2wS6M1zGlJ2UpHS_J1p8Fw|=56QNCX|
zlDW6RuX~h3b-oL5JWvfyvy;bVh=B`@k;uf<>D{;LYb08^wl1=!>SKOg8?y38^ZM==
zB!lBpyyY2uNAsMXs?ooDyP)KywiyHO-sCzf_ZG|{N^&lh?3xpHd9oknnnP#q>(p-U
zm=ocjGqNjQ?x;&hRVpbz7J5Ux5IIWaIlqZ}`Ng@6<}~7A$jqJ$dH6<jxlVHKEg^%P
zlMr#`Cf%~m7bG7qdvL~*BlUURZWtx}eshkBH|20c(f}R;@}w_6whyFLC)zdp`&B;G
zEonpm@zB=q?6w9<7=Nn)O{SaFp3X9r0BPChm%Obpq^$5uW%;9vf2pm}mH7Bbf@s~A
z7Nh$b&elr*CrLxV<~yf7EtkX2pdVp9>i-~VeBkUcs+c^Uu3KhhiK?h5+}KdXFU`A0
zBs`ZWjeBt%On`IA<Yas>MlbpDj-=6yJyIUGIW(2|1@*=V8L&eXvMJCzx2dDde-EG&
zZfvGe#KaKR*D)(AqmPfwgj$gRW0{RL-@Lp&d@#B~6JUUOV~*`#SU7HLwK|Z#F3ju`
z`Q_eDGHqQZpd_!b;Dwo)`t(#?MMHy=gTs0DoZcihU_{jg-b1H-a1S`Z8903CS%Sdp
z<}%+I5xEir3tQP$i1Ul25tX&`5cbAu7a(c8Qlp+N5sR9t07x3;TuboEcgDdu1Ldf+
zHR@wNHCv#Xofv8z!26B$xPapa!BJxl*{$5)lNz@O^XXR-^YWe)?1{qyHybV*!#C9A
z?}L-J0~fMF*~mLW8Nu`4(jWk%|Fn(V#dYRIfC`dZo3HhodxECgcI&#eVT<9>o$;!W
zO&w-Y--GL{u{-lw9BI4C!cogJ8*u79ZsB=Xgos+v`~f>8^F3VS?^_Am;4(r*=7sLt
zU&hzZ&s<CoJ~i;E+}nk+HFrhsjE~PPEiFz>8K0l$`T12!=Kr$B{=F!wP~9$0+9JrQ
z2OyE2m>sU>{xZl^==fDQ85ur@hk+9l-OkRe-G!rI)0&D8Q}aZY*=#95iGg@6J_AMY
zD5Ee!T5aNuX7)|(SugrA=C2<n4%vX|HIDDiS%DI$w~j-T(yrfnerJ#!yt02L;pl$)
z(33~ad73=^-U=4QRegqX8#Hq?z5E^=^T(3bt)!BCv$>%<HC|m(Tx_#Fy|1end<S=+
zkYuvGMOj1>;tYcey1HL<(JCi-P}NvCp0=R-;@meC6xV9`Dse|;!Q@Tj$2Yd~H@3ph
zOYG%;wT&Y*sb3l2h?c*%`+Z(r4em#i<v+f!OC124a^K2-Zyw=wzjdvyZt^a%=ha)u
z;5*ake*Zmj$i)ZOYR7#>{{*E0fx{FE`X1L5?JvF=qkYG}IQ5*N4=wUcYEsme{G(%W
zS=pC*H%n({NAvAF`^DZIeCzKGr0!F<A7(wEu^$yuU9+|0?VERM9Gk})X)aY)%O{T-
z-(WMOZtCHNS(BFc_Rz5|^M<bRTbTgf0Bwb<wXLo4o}O-F<G`E#Eq`xIH(Fo*$0A+(
z_N`zgNHQs(3+SvjJ^tQ|k8UybhNF^vlMY8zL;dBok&(#Y;0)*Eq|g9Dpwlbcbv8Fo
z2+P~e7P_{(lmaHww<L|UTA*KP>5fuMGDWJDbJ2s#w`0s_Z!ir&%X)ZN^#<s5{GjGA
zz+us^?Xc>kAums2wt4ct0a?0M8*K))|H3ff+|<lHh9S6PT7K~!G$eFWjdy?zK<FKk
zdF{Q}k#&>x_+=OGUs%}|O}N3bSXuoGP^15*>I{GU@wv@1{Y=x189qSv2&Sl+=#LO{
zm5>QO{bqC1E&z%HApJPX0(;hOz!~nGfXGxMPw`D+ivwHUq|t8g?@d}8!wW&+wcH%n
zF@T72NBQtCEDG2HTztyzT`YVfsb|Z}TY-wHsTn;wRzyNFPgeS$UDt~A;$%0NTv8zo
zngDNdZAf1G7fUDXPL$6gu9pHbQu9Ve5?cGv{OXrCj_PBH|KNC2a`*Co?AObJ-@8OZ
z;l{Ea;Fkn<T<JmHcccEn!KSmb*3Heuy1MwqfJ&DM=PIj^JJv;h;w9@ZgLa`$YUQfC
zQG`nhg$Y?Bzt;@loQHcfmihD-Is|2`CinNuN6Syv9AC7x4Fb(6F)>d~kt9ly>mC9m
zF<XLslL`Q5($ZhZT4sEUOW>cEu;w#_zmYN5Obhl5*g|19-SyhA!#vlAJr*qbS*7Uw
zS8vw?w;I*`CZs58*7B>tTp{dBzacYl7=b>c+S9wHGw^5kzn9r~lno-rwue<{#zq<y
z0M=!1G?E(#=E7-3IJ7WXN%kDx@IJS*h}4QrK#z-$kG8ij+T1Q8AeiPU{*8llUw5e}
zi?2_1=W&5<CjiUE_7$9!_ZtU^_$Jei`_0%aHl(U{oqI5HW999t_pbcUeGA`rn<=R)
zNZakxEB>XRKTj|SxT~%W>x9D1TV_(~Z6(~nRJ05fH?5(Jx^AU2Zz9m(Q`O4*bTMQJ
zjBXnE>H;uoPy@p6<cWT3V>_!7?Q@UJ2wrh2ed(B%(-#j{E%65Iblc~7FE9F2_H^VN
z=d#!Nr*B395={48FF^DfjS5Fc=Pgp&{3fIo6%)Zn`v5m5i?|`@=^v{S<yJJi<Lt#7
zX~NvJnLS_!I#UJf)!5;g>cuaXhJh+@S)1Xyas+fwfW7p!@OZ}7w(cIS!9QO;?LKPD
zXLx`6@2k`ztq?S^_u%b($Mn^Gb*@u?b~Qa<E2(U_C0gAGj2DWve;hE~RAw$f5xOyi
z2FMiG@eG~7)7?l3*{YXO)YCj_<;FAP*O_l_g4lyj&IV8%e;6*Q*fj$_CduqVy<1Y}
zJQO<GyMI01!*f4WG60535<q9agK8M~xYTZJ-i&2FR99=>Ks&nmD=BNNH{I9Kb<N#R
z7hxra!Sdaard28g)xm{Mzj>B;89DXE#rvhA?dCen@a|oD$k(d#)3~bS>No51s*h}y
zTkqYyKar;c0*<4n{v!E4HXCsD{WCb@Q(X~?$6MSD#l>aiwz~Suxuf<;5=TdXNdGCo
zUt{DbDs<4lk~Q!)z0b*Yc~$2&Sv&*%kp+=ECijVCve7jr<$60d0Z4sMw8z}53ws~N
zy6!SBqF6xfe10<+N#jxLTj$)5sJjFhC2Z2kg=>e2r@sogPm%9@eC77?uJdtK4VQOq
zmOhpw2cEtmD*b(3|L1oa5nYcav!aufzt*38UskW)X^U({`<;|g`tlasfYOq(JF?e`
zv_*5hhroJ$O8xt|ZG5Z`>W&?;v*)wFU7&h)IzfG1<#_F0e?IczH#En&a>^}e0S=M*
z9<<<<%HQK&cimQ0e{t4(nYXR3u~!WqqSPP^(hF(}A`A8fU(Ev`j}Bjn@`kIUc>3{+
z^X8iCv!5ZO1xXU8XYZJ_ne><pnevYa{Qz(Ui%qUA!{&j+(9-zz0f2E}klj21ra%Dd
zLMMwoRxjI;!}sh4?@%(N`b_KBl~gz@Pf)Ye4f%qK0UUDoO{o8{sz`z;^bc3GfjEAt
z^*4NrMk(3oTl&Luy5ZrBKjjFDUtH~u7x7o#^q7ZFwtBB5_90{Ll31cFUS3~Q+A!o&
z;C;l)4TNr@AZw~Dk%@0kU|M(yAT$~~-jvS+vo`?W5#BSe6PLQ=aGwjun_RFb-6l$I
zAsA_%?$%cT;Q#I$%J(%+qsPpW?YFrTqRZRPW*+9k=XbpUd3dJkRXlzAlvcg=Yi+H|
ze&sDd%+9pvSAI${(AKAF>~Bt~n4h^F6OEPE-DP_P$EXV_np%>^UVik^@`!JoSTt?j
zelI7X>%jo;rNRxbqPK9f{FWE;YE(+rO~=WxN>0&MO$a<L#h90)a30Ek4*eVm#`g(I
zDTjnzX`E5{H5*VfQ2ae6z;eLARU=&W^akTWcY~g7!Uj<LcSV}A{+!0wE#ojhBx0%`
z2nHw=$U$rlFcgG$j1lC!!Z+m*bc&fO5HZxUFCe~0<~)U1>XJi%u-46e;8BHhM(PC7
zNW|ZOL-40A<3ZK?B7w8P;i_p70i^0q{2QgiLa3$1X>}wcGC1;_aPod+$cYI-qQDcO
z=B9mmSX6hlgfugG(kgUM>9BzOnG@NkGjr8Bv3;?T7^6eD!RvopdaKy95M1T@8ZJkX
ztQuA4n>89|@u0fnyknl?IRLl^(8fl45g<Bm^08E{p1c`nRA+_&;cZjLGr<gYntBTH
zkRA-xsLJk%2$627jDD9ry)-VvS{v)tY~Q4pw8yp#*bpI~qWS6$(<?)aR&=Eo>uJNG
zJf8Cxao904Kp-+4<Z3HEhi)XgEh6$Tpv2B<bMy@y(U2kVfY84Ku(@QnrPw|iTH4x!
z!P9QVB<bK$@F?x{=^Xfww`O0MSIzyT8`S&xA0QoV$wt~qu8yZ;6ZW+Amp)<|S6$t?
zyH3Y-Gv{mPql9kDORPM#hdqg$j5%y_cyv#2VT-Pi<X-2Tisz{HsTZj=SR7vkYFz9^
z@;Y9xCA%H_o{78etX0<ATdy~dHk=M@Ub7mz*l+^ei`IvS08GPZ)V@OFa{5@~d^Wk^
zYCe&Z_jF)6gbLvG?dJVRaS}P)jhm61INUg#g6-bsb|GCFD=^n6y6Q_7Y1KLFX*ii&
zk{qqSs??y6d=Kz#8Ql)!$13bZGUN^eIuDBM+}*c}c&|b3$Gr`g&27^6C`|yT!K1z(
zZ<JiK6N^iY$#Z=qrZM4?amH&sSAKXoTE828Tz|D+d3~}y^8&Q};b!V*Bz7$Q+V!{%
z$?eP8zOXso#T?T0Jh0a=<EO#<>ovPZ3~uk1<Md$w-%vVoSPWy0vZOLqZYUjKvKO+O
z=v{Jo0Hq^y{IhOuB44c04W&aazU)o8EQM^r4W+{<A}YrYUN`rK(jjX)$N-i|eN%oz
z>BtpVDNR)Gmh|7tk-F>_R-ypH5B(wnI2zqKLU+M3Qe`-OLehJqQhK=u)u$6F^EziH
zXUxsfQ@`XFoue)P`a$2Ja_V1iSkV6u)bW3c;`lo}1^}D*6QzTRkqG#`0b|@kH|XgZ
z0m{ZdI4}VYw+qX^d@utJw_6{-99RH{I}FEt7;J#U?Iy^*4+g*o@VQ-_{v(xxo&g98
z_}t(4FQPc;>F-D){~Z<w>mOMhcR~MJQUCjOZZ@_*nWz>hOqoxxAiHCxT+b4;LS;H$
zEJ>jo#4)Y(o2YH3BDE4QDOy6aSuJ5*o^0EH&K7yS>D0LQ>_dCa`Q?^_{qV)2nY*=G
z(UFDSA^a630;CrLvDE9?Mo~y1gdfbhyR+D3y7UdISV}X|51P(iDJ!9Oy(ue7j%+2=
zg~VLISPHDE_F3**RxFxM@Q!IHm|&I@=RCLmre5n&y8nc|if>j2!V==lM0BSJrEICm
zNJ(87wFLq>Xz>Z@rV;@<jrsFZ+h^-&%8=2zyT#QfZFF*nn^T#mKCAH4EN|ow3+sqE
zzRNlLrj0jEW$LZuZd+98x_{dnE%~Yx;_Y~h{OHL728YDw&r34=VO-pw2?r#bL@Fm@
zu=4$PFM3St%*wp>U*L5nTxi5bz_4`233a~kg2(g5D;Xir)6LEWv2yxWj8{~OcSB{Y
zEMrT@e)1~f?seW%Na5#Tk{Y+1_Y5m(bS4lr@6xhtj3;oW{v<UStCL1p)!)t)vyqx!
z@-`YeqES%mnfK!0fme^nyV9TEK4ZFsyyo~QEu_a9s}^FxXkfssq(+!xa86XPU;vph
z-%A#n_)?`$w@i@?PetGR$xG#-RVjWO9+=89JKvGcwkPMI?BYf}+@=Mo)?88r*mGHK
z+2u3WdWF^Ib|$_`t{<ip+qG)OD#+J*B&h_%`n(C`V~aZqaPYh4EWXTs!0o1z$ZjJH
zI9v?qIdK2*Sdi>v6P=o>`jKV0$7|jnI}u-zlUe8%<*3N9=biC>oU?)AiguN^=k|wk
zAQoSWI8n*XU{HaXA|LgL%nN-gp+O}+m2;0t_78oy0w?j<0*g_2ReB&p0N2mLWq_1{
zNY7E=yE9rTeKrq#F09mMxG}d-hTI_Y%M!}$o)|-8Bj$(9!moNDIB;kBSKk_mySQ^%
z%TYlI8i?m8d~&C(A~%Rs*EWbxmAs}SQX9=h@L!62=uI~5{JA%a_VTCIRpIn@yc$BD
zGdzMJ)=W`HWU8qC3i79A%Z=3zg|U^(7DCwZEK}%oo36m4$@pQ|Rdcu+o|6L2>^yT5
zy*zHZw`!(_Uk9Wj<gIgwC%+Qw1O?%!W!fQEBRP(v0_UmJvR2@bDvqaT3`$Dz4^hFu
zd95>XFw1-Qb&EF~(1J>jn$N6<>6p;H);38K-^59c@oYJ9uN(ufp1uNdtG|)C|CS{w
z6D#v?hPbT%2@c@z#RWYBJ^P=GZ#NPjsftgWU&k*izZQ&puk+m|T!)IkgDW&zfHv|W
zc43F$dj?WjZ>yf1H{pnnnZhWWNh2vJhXkiU$J5v8hv!Axr%9U0uD$_W+loc%w!P!V
z<Ib)lr6cO=$_xx}UPS+o{JKbH=jKWzah-OAKmYLI1Hw}p5BGIWVIcLqczb($_4W0u
ztE<@9*sxFVepH&zEOtj1X*6tYZx<C5sLfRIBg33Z_k+Q~K|x%uXEvjSYV5p~<>lhQ
zkAwsZ6H|UsEis(eg%lo_gGGA?J{1*Jtp+6(6|L&movX|9v$HeXWO|raVTACktd%V-
z0_^PUuONTsnNC!ko}3Kp79zvE!a*!4DS?NFe>cNG@#3A1j-0ggK!xesr5|NwWq|Wf
zR(>oIk<^DGDhYVc;k=mGULwIFVj(|$YPZ-Gd2nz599`F!$T`~B=wbddmETXj+D24e
zJ&9cc&H`B6TOG>UzkI6W-WG%ni$w57Ow3!rers}dZLMn(1*ktJhoIo#^z?LI_p6KT
z>%DeDcSLN4_lge7-(%5maJtBrc6KbJRHpl!kGB#dBM*;f+^sVlcIO1Gt*t51AH70e
z;1uBJf6mH!oa}ye8cn!8(_n9Bw^ZFSHRU?r7Hslt2FQn;9Qvr=y8uN6g+1{nCDN*@
zCc3($i6uaxx$sg@QEkmMB#+80e*XNqrLE0(KUXw@thKfEQLw6l!c)X;3~B`nw;%b+
zjQ(N70CtNWg@J4_?HTasgvVibe(?K+1)bgx2*$?i0RiyOpFdyfke8P?pZq$ICWz3B
zba{FCKzTmlO$=SC0(=k=++G1HDr%EZSYTivyZyB1X<S&?&*kNIJjVvN%Md*FrYaXc
zW#!ZHa$^&j?>#*}jpgztK+Tzlo}4(a>;X$@!iDyxJKKqz_8hirBouno)OlHw$>S3f
z)@}wSCKt=e?j@oqG&^m<xT6ZiC@`<;xj#lkjCE+++S&pQqpA>}$v{e1HzOhf&Abfx
z>z6MU<7I}b-9KKojeS>y0Gb>NJ$+8=N1%#bwDH(1JTkcUY~N_=>qm!$LF59>kr&vB
zDb{Xxa&#mmB~9dYPb!jPH5y(SE7doVdH?P^=j)rMgavF?>pc&3baX_NVCJ;n!h8BO
zDmht0O6rUK_H+`rGlNM@;D-;I+9bjP0zap@VP3gWyb%|trlNY^^&G2_Fa4Qwq0d9;
z?yBnQIQA-5^J$BMo|ixeK#5^7#qs9zVvdiBA`?vBkBf@~`pkE)TBk!JLsCDWXz__b
zpa#7joLA!~KfgieG^onT%8H4KqI{ZL>WO#XQ6mOA1`ZC+`1tti*RKx~qp$gum6d^I
zFODH|axu6)Zm1X8#-oMS%e{w3M?gC5CMrx%IUZP9Sg_fwNC^tIF83ujxSZ|*?RjIv
zL_<RZA3t%t1H)kNdn_X(14C|ZE)l!P0WeVpYJ`B<2;KZ>VPQd~(u~`7O^%}J;&gv=
za})Q7QX2RHY1GqzKpG`FqOQw})Kb^8v$G&$I7Gz!?G2(1`$uKzv})Bly1LwM7i`?z
z_zSd*jQc<t6M1{-8Q?M-Ev&4p%*_qv%I9%7WIbdr`|<^gL8qh96PnntUK0@!@nwp7
ztpg;!fR&Y%iV6<aCXs@KgaqGIk82hlyVZNdr*4;rqi4O{ia$kv)YyY!8@#^Bx$0+K
zdBS_@ht@KsHj<y<;Al3^%v>LBPQ0_WBAC$B(qb_AL3iRZ_*qoujhM8uxY&%yXouWH
zqkz1uQP%1q(CNN@{n6Z<u3V~TBg%-i$?bIT6{r^_B`hX*!wgaapuuj97A4#0+e(Es
zh|9^zaoBCJ>2`feNl95*G0-CTJPP4X2uLrW$8K$H?Qq4!#)9qj!p#F?8TFfn(o$2u
z9lyoJjmKp*`!O~q`tf~SNWJ02R>;t0R(|l?FW0%(12x@f1TQ#aw~w7G+6zl%6*g_-
zR<*%7(Pj~PC027WB`LP<7rX6}yq7J<Z%s`%_m}%%VPJ;S6A{&*7mz=}bFfiL6s8fm
z%VJ?;d$u*vZ3296_sc`f{d0q+_0ghl@04onOlRs{gM)(yx{r~bAYLc)xOQ<}P87Ul
z#X9j`q!hZyjjL{Usi5`me8MLG^<r|raUb+k|IlZUnKHvzwtGa4>aBZ@N%LYfZc#m=
z#Ea9-1ODwPeRnIA9wJy{5=O>|?Jd;TK>juAUD$Oxkm&=6Fr1FJE*HBo)8yWL7o%1|
zUoeNUw%$({4&`w^+TguDMZ(2jg33jJsVyrzX!(G~?R+Gle5E;7?^+WLSPo-hZIF|Z
zIXOF*2FVWezxnoELPEWMs?pNgPD9zMT4$_kIi-#IqXr!6LRi_JxZ&d4K@FcKNtLm|
zAJms*y+gy=i>Ya@=SL}GeBM=GzmkxUe4+8O@jSAfZF(?%76sCvEr^j0TgT_;Z~po7
zC-Ba)f(L}EuAQBogTqOhU?3oZmNzywfTsHMC&bY{a9EW7_ZSo`EQg(+udrw>)!=}B
z3$F%w5ko;u&Fi=a({|3sf3z|H&7|xQWCd?ju*tk6M7hR_U+xfSF7x4f6;=9yqj6gv
z{wS55dXbVVS7lClLBbbDU!cGBC2_ws7(vItC@m>j(;e_hOvGP~0?zL+6IoAu0&m3)
z<+C}Ig|tFmSNd+T$ziCyz5U0J7+sR6sHi|pP;Y0aBXCp$FY|jJAFxqHxcO6KV`D5G
zX2U@N0}-q}eLX$+M<hi*943pZ8Jl$E%7q`icP8hFkP2%qQhcAugJ1rR)VhSI^!q->
zCqVA)aq#3qdwF@WiKncs8AV|~g@?Ctg-lQKLBNzbf7<1|InJ!8sQ60EBSu<L(R?Vg
z=Od|@*;KVph_aiKiK%HauX}HseMUtEODPfcN-S3I51p?R5>?@yQhmWmk6P=qUjKiL
zy>(PnU-&mlcOyfI(jW{iAl)TONR8wmC<;h}bPO#ZB_JsvO2g3I(%s$NC0%!afA4+Q
zUH7ha*S-JD8dw8!_CEVO&!^7Ww`wXJU8K`-9uCGHHexeVe_v^g)YQ~~6ZKwe0W`28
zqq<VuXA0m715J(ib7g(KxR6l%V<j9Te{JLa4EjlYP&ZLgQJp4tdJ}l`iVSfxIo$ek
zI;8kTMMVPx0}BnRAT*@_8c=c@lKd+~G=3`c#VAYf<;Q}YlS8<}c}`;T=nuPd4So2t
zqe&mCz5+A@B_>3r{c|9}R##I4Zr$QGX`IW|%8q<0)w&2;GF!4GC76W<5>ir`LH_)L
zg1w;(Ij>EePxL90UhXS@LuLIxgDx~*>+IR|hQHFLaV31c!+Ly}lS_2w!C{YhFu=lO
zlQWC0%frz`X~C7w=|w~_Yuk|z=x4HFC~~df9O4nO8a;ph+-9L3w;wWdc(UHRy&`;>
zaHskPOCxGG4b+ekme0JRZDuZ{&ql!71e3DC6xG+)2iNGBB#6?{6*&G{LD0=-Y_Fy%
z_oemv7rq+AjdkKHz0zjGd{or0++GPK?A1<#DjUAy9xZKcj8jnS<o?mbgn&9t5=-SB
zE1-q&_wUAUyuJ18#;#%SawZ_4SZwl9-?{Bi7S8Diaf(hzhzt##E`1-C{yTE$FMxvE
z>+9_nroJhNmN91t02W<Iat%)5{qw}@Jg?Y`BxJsId+auTptNPB<kJ71l+=Snw03rG
z_QY|%Nn9rnZ4aX)zv6;I$HvFwa@{0eE@DJb@yWJcf=lv;R<>F+t-g_wgwxj0^#IWb
zil6;+<%7!4v(@#ue$#WHfs?bT?M;>V7i$S}-5hVw7W>mDf9}#P-<z@cfbyd=%<^s2
z#rrttFAnSdui$Wc<)YZwSO9MBNWPAif70T839w#vcD5dEMJI|A3AprG5!7U4vQhvY
zyto4UOBuIvp^Q+NuQ<!ZKtq|kq8=abYk1ty)8o26NoSfE8q(0xinY7Bt#>=!O2Vto
zSS;{=RE<C6nz3|rlibhTiZWLLAeXkT?w_ozz9c~_u=O1131E@KdtWC#54H8sw6U>j
zeAfBSksGIUI4|sFlIUrqcn-RZq}}dkd3{r}*bT!gzu=*Th5O^xPW7LXXJ=;s|D^K2
z?*T)H`__2hUAx<x^I49uk9a@ao~jR2ZNiIU2O08H*qp-r)(`~m#;a^ia!LU3%;DaG
zzB4leh#Q}Rz2h812myrAO%cb9fS{l!qE1_&^{c3;@G2TqT2F%pjJdx^Ns%*-ijF0n
z0=9J?=<BQZdAJAY*mk})4q&K35plM6PN?ad015rp>Rep<Ai6bE`{nRpd%MPVu@Rq=
z+uYpTu+|BegF20nSKG3in(2)POkaQC2Os+0a#vRu5{bkmXZ?|sgokJS!tqyod@_C4
z27`#GnUCP7&%!*7M+pHdq9kimv$olng>lPORcL)nq)dv|Q%KaWNXJbzV&X{9)F)ME
z{kWI*rpvPK?(c67Q%ov84kN6Qcehspy=M#v5{|B+aYcFgxw<dJfB(+RB%S6*Gbtg^
zC?7o<!bCR&wI%EK?>k^if>HuKZF|<$bazgB_t*xN;0WM&(8e`%blQb$0Lc0N{rlhc
zc0c|wi^;RSX#sY2oRizzD@U0?wDc316jSB)iz6kO=2XVyML$q6zD769`~ovm_vJ9C
zt`BKnS6xk|SO@x@VsgzgL-usnURAGl)cAhT6cLrMRAY_}hRDG{-Qr=rV2SnH#qs8V
z=xEaL7s>`y0v`w_tKd~p#p$FfD`r0<=;gjhxB41K6NB#E!o6-?nEvzc<nv?ue&_F|
zfas*l_)qO|XCVmOt1ZVlPBI!BCI3aH47j|AU42a|IbHsV{KgoiV}qNUdwP1>uyb1a
ziF7*L_2duMCHlLKS2&97P+>e7!G#*fV8gSO_AuMdZlS3Lxa-jb*Q3Xl=#rZa$-H<U
zc*~;>Nv1o<(F>&`tT3jn%_`q%C3FAU^hhyh=|Vjwt~V=dFe|#cPouMYZrfkOXpeDq
zaC2qFbV<{_hy#C0##C5d{{73bKzNdr*Y!W!h_|4#vb%6F;+E#`PS$)u{%Pi5jd<jM
z6Eq5DQd%5fP@+<-R{THoe_f7O+Dl9MXTHkx-`?E?(&(ii9+Qxu{B+tG3;p&llrROX
zCb=JAO-p+>Qw1%aZuA3qUgPs1IV~v1t*)#LH@=la)x^BZC`FH!MqNGurRM@*;Md7Q
zyv!wlHkOo71LXGc<JM|tWOt#TD!mkF9~4RQz42V17G9WOkMU?!@vfx1+;m1h&B!wi
zz+W|Fca3}^@%ZuMKd+N3op&cdJ+6I$@sf}U$CGIqt}!IcXYlg_MUoQ6w3E@Fm<)x%
zZPg!`Zrj@{Dpv2r2p;EKS+f@BV0_jyHr7;->+R~9uvz-SCrRrg;pAndcokpn5RZ85
zy&YW}ujZwP<@4&*E8`~b*8!M8xAmxFV`DaR)iN~7uCCQnxS%=#xF5)BXl$%@5AYL|
z08Xu&CM~tHx{4m75J>dKbi!Os2CI92u10`eB>LUZGN>T@d-DF#h_bTNI8MDB8(*8U
z6dS<TC<Az)&^ds;0Jkc`#IL*nzmxL3lqN&aGB{lkdZl9Pm5?6IVC_&}+Yjl)aBj^-
z(uqyv>+uAs0+^Kf>({5;<;K1=3EFHP8WfuO;AGpH7KScrj@MB4*CsvmU6P$o%XdUz
zy79U8-QB%a`>Um^4#OMe4nhder4MdlF0J#7<M{B*sLm%z;pyXaoO(rB=oTfDt6+#}
zX=zRdc(6!l#lXl&Oqvi8rR*>jnwAV!EJb)Z0K(*L6i~bP?oS^-8aBAcS)TZ!qE8uO
zPT1Pn@opaD$@<Zx=Yl#MCSqr3_!!soa6#fzgWGqE>StM<Y|`qT4zjrJoT9-dMn*=F
zM4w2xo9Pop96xw^-U7@IC&6}+1tsm_{w~lZ2}{eTjG*@y!n%?{wL42^vIHLkw^T`6
zcT~tIz(RRedBO#m8I;x=t{}#5Y~6JJ^=%aKyod1Sq{aq&vas#J{=V1AS~r-i@bK`v
zn~Szzy*1oL@xI6WZW|1rWbnn|k6tN7+t}EwurSBa`)kSv?F><dnA5blN=Zrmlz*e4
z0dx&!c4i85-q7U?MoWSbwl^7oEy0=9V$fM0ZR?-=QlzG&yn5qyyn<Oq9tyhsu&F}B
zQwemgi=`I-EE^dkr3f09k@X?XMvseckJxy4BB7B=JCtT-X0_mX`Bd?(AHTK0V|8?e
z314nJGCz%aT;XyzE25q<XdBm_*>=^zH7yF$+TxXWxt64EgY@e=!+aR6IxF<*s4+wy
zytZ-;72e<P;2~CbcCJCOEJABFBj_gy&`;4f!-i=v8!7h=4n{JVzj;IUNf%!I)#3{{
zwaluZ%|MtkTKus`YkJbt>1A4S=ttK;%W9{h984CD9DDWY)2Dss^!=F%rW<xYKXhz7
zyg#|QS10SLWZ{n6%3gf-EAlba)l9TP)+9_=U%q^~enN7<`s7Hj33M6R!LGA|I5fqv
zP;xem26as#D{RZYXI%iUh%%ukRc`m_MWt?>n*8i|D&ods!LzP#%x}cHMJ;6X*u`%1
z3=d1@{%(L)%gUgUuca%gUU0P+6!WZ=*<c=kK$$5%w)fR(1`$71Go}Fh%eG9!`^fwt
z)ro3(ZaJP8M};dRKDLKVO1}0hR5c18AAkDAmvzh?!Xg&+)wS-}_7Fe9qo~cbwWtFA
zAIA;uXPLXgf7E{(t0tO;CMD5i*KnVcr2=Y6h8s?_<30FD)=#XfVl9+%Xh$Ioa@=5;
zzscTPSXGTN?W$1vRc*DVY4K*=M>xpWt>E*JcKPkI{QN$toZ7W|>z|kr;r$a&RKmLQ
z9x-<*ojjB~KK@IqRAn=d!R7KBtnKD9F84cJ850wbkJ1PRtiznh+SF90Qd4e;MKwMo
zIwc1|aGpn%OJZ$pog*RgzUNV+X*Gr$5EtGVnDFuOF_VR8?1>AYyZJwk(ay}w#K24z
zb>`qA4ZpB@CIF=tbz(O<Waxei2Ov44fxsv|WK04um$i0bfuVnw19{to23?$8{Szj7
zm0N2sZuE*$-P>*h#7tKe?EgB9vpnNa<>`3=)z;RXPdtf|iK0_-;6zs*0w5*;Lh_s>
zXnAFfp2;7JkTL8uLuqS7p{q~C{0wLn%u+xBd&kU{N3Xi_(?mgmMNBODFZwyfBCjC=
zs$4a_w7aYNp`OR6mbv@Q=MNAlOu7_rFg%?X)S7bnzjE3V4uI;!kR$h53gSaTaL6cr
zknHJsF^#ZrbE^%RW3mC33v$=khwBk+1#1-My-|-N{0?42KX1~xDPvBvZ70qn6W^_A
zG?wk^$(*Zep1+LwG?N?IJ0&3!hrn?AYkh!@3NYPIaW}?t--n4Q+y924%>b}R^9TK@
zmKMJ*BJFCbx^sE5HPHH0=0Jx(n5&7EcitSJlQGSqZ}NFCuHPnY1&W%=<bUdvhXbGE
z#;cfFK#K73$f>B5TW`-MP2jMJH)>NuK*{4L#U3O`HtYSdz0e>Q8gXX{k>45GH<R^)
zw0M;i6fE}<dSXsDUsT8ZIT+*0&b@hk7^}`z7wVX>{u!G@Cg|xE<}tse`~58OL2uz2
zXBRo7aH+QbeQ$g{w$jNuK#?os8T17O1s^?3MW%5Si3G){<IQnonPnQ?PX7edb#;bQ
z%Vi>HHuCpV5VuFmaw-cD5izk?N_7PVg^DUN6j7O&Ss+v3<CVFcejwWbh|_R(a2h49
zQciwjAhlOG4}id^6hOIOp3J+zdBxrTg~;RlLcukY`@0Gl3KTOjvW1m%(p(qEM5b~o
zibZT}v9B_@v!oNSPWdRV+JEFs!6}G>l`k?yi?T*u{;w?#Pbk(@jKN(H{)BRRO#*Fp
zSYN4pFNgT(siL4?61&I3`@409^uE^K$}!7G+OGsCN1viWXcAp9JiGz*s7HN)`L<P{
zvE>63;*~_g1Xg*NDao3k)kG9;)KgkoTFuxg0K0l2N~BI-uK}M^@dcpp<vmuw==|5Q
z2=V}yY_-&Pr^>z&*uOq4^wO&1t?_ixmL(Uyj1w;36BxJ9^jw~N7WQ}LT&;DGaao};
z7N5fWeG~r4>1td#VSUx#y+N;j&Mu~T&uVUAAt7!quJ>As+eP-{BO{qwER6d_K<bgu
ze8T666UN*X(?o}E3T0=fFX1w({Vt4>?U(_ef^y6R0Q}wG6$<f6^Yb~M5&6@PJ|V|r
z>0lNYCoq9EZ(GO>#ZuGIymahs?6mNuc{tj7`Gl4c3kW0xyDjW+oMQ<oJ==gPdKn?&
z0n6u1+QusFOe>k2-HeM`ENV|~)xF*++9QRt={c{Bqe>py-S+-X8NeBumdV!c&1$l9
zmu32UdfqX00V{zd8w+!3YfIVrEc>T7+4c-L`>`FD*JoDIf7}$v%#SAu9MIg86BAY5
zt>#yyAfQgsxB??&<~gW92V(`4%4(u-ZtijTt!|;d3@3_5TX%Qp6PyA1|De(D!SIHL
zh8*gTlSOpltcv(%Q%KWi&z>>I`C}8GL|B5p&Wu8Ekadz7YeVUEwiCBj!tf5oJuWSc
zTf1PQ*ktg+fh!o706`!H`h~U=jryWppFqacYV+&&grs+OJ)G==p=*!KS(@-mW6!C7
z=pPKSuTZSnpa&gyEN^VEmiq!y6qh;3Ns`&srA#L9Llo3Y(t_z4N49dF9d3uYYWuxW
z3Y92y^qTB1e|?MKp^=fBce-EMf<m~uhJLkFXfObkz+Xv1N~#HHBc-J$|HYW3yw`S7
zBHl(ReS55ONL0Kk`AqgHgAC%8?FFzdvQ~l+MTvm4HGrY4pc=W@+w-;QhmDPC%Lr(5
z=o<aNaJ!p)8qtzQqX-$DkoWlMy28tZlJsmgrMrjYJO#tDkEP3@iMea*ZBf|EuZ>qy
z2+yqpu`nUepeW#@(1#K{u{RAz5el86=n9L7Ae`@FWq@OrsOvGy7&m&>tg%SAoiK;)
z18P=(xVNJj6`Fkq4*Aq(a4qmMhna|@n~eZ52MmqcH`*LZqj)P|2{KcFW9Re%+T@$#
zlh=bUeT!b6Op%oMY0iQT%v_&plax$N!GhW_*T$UtCQM8pt?fc~i+5ie@)V~}RW5!!
zoH8^rbBwQv5wI!TNd>Ls#Mr_-+2zLp9o1bE#KE=4OYrqQ<i&G!4qZcO+5njxr-q4Q
z{fd`4ILI}?1oo;l!6gD5l4502^qp?%0(WDk!bXhgfdQg$)1sOeU2?z;k&%&caNu`x
zY-wpxjfaBdv&o14B+U5|AS?L$qbEPZ-&)M=6&vcC5j&L5p$DpE3<^*<qhAW;1hYI^
zb5~MVC)T%jaS>uiA=qmE5H!41{%JIznkXtxAf+MkZB+lHk+6wJe>2m|l6LioK7GQ(
zDt$S<%le!GZ^!Xzk8yPF6TH&QL6P@XoqoTv<=1uX@JcO0n&)-+1+%rQ>*_4b&A%rk
z_*@>LhCgOEGc-)eA+MK3HOefT08SZbXbX%h>+2Lxo~Xr{FVwq1V<9S0za0*qNRW`E
zL5yGLc*q2aSJ%`GSI9-#eEPHvsF9bKS88f%e}6w1J9W9$K#GVgCUyD+<$YAo?DIxs
zRaAyg^jG@Pi#YbKMWUe)d41Q1GixoPi(~}G^j=lph84dvYf+r$8*))AhJ3Sv1ACmY
zAI0>XSIkyUR13LPTIK^jm?A>OnZG3R3x8?Uexnns1R`R*HLZt-M;_L@n>$@V(GNcV
zr%<1~!i&amn-{fTC~=U{+deWH*S$c9e;lH(#k>U2AAnqnPpyffq8}jU*FuFkIU$F=
zHo5fLQN&LrU!gTWePb_L<+S~VjA4Mmr-@ytgco1Uf~o6|m2|8?cmne$bpqX8NyU~f
zeO)6Z#q*|B!?!wIR~xC?L6<omX=8>-92!wxv4UbXF6B>~pLKbR{IuMe&>e+G#>9|$
zsU#&Nu!UZ&9UiK0G{~54*{k-2fMR?23Zvn7AVqCYCJ_d;WoVHI4?FwTr23lkA!t&K
ztXTcnZ3bi7Fh=dDi~$wj@82J}9x<y&t5qy>gdI|exV8NhE_-A?njZc^hMF}WJO}hQ
zHB@!@LS@Ln6=pF()c=e@-|^hi<H@9PQeMR#Sq`5+D6lD7CEJHf{6aBiJ*^g2DRaVh
z3o@GnsiD1e-CxS|4GhSYD$+k7QWWeMV(3*H4`>2NU&)gtM-pG)*(KIem@Dss4y7HD
zENI25$N?r5%#fYc)>Q`JyOc}}LO2v_OG|JvdNwvChvF;^KQWg*dQwT(Bk9(uD0lhp
ztlw^SK{<#yX5N1Iy3XaN+ub<DCgWiP`?nTXlTR}c1xsGK1LdayZjGA4oVoO~PNt&B
zKLa>;c#OL`3yoe@rlt%k+VE2i6FKOYeLx9FYM7^EbKNLkL1KMHfpUL@m7^+yb^4<y
zn#5zX7&rs8GP)WX)qvmQ;tIKq{$af4H4oO1`BN12MADPJ#)lX{3U~O#@Gm8naKdO&
zdK@}YCp#dY@tI*g7yc00(s9bP^D62+C2RLqm0=~<H*ODuM`X{~Iv2&U%svdI%Zz5L
zKNYmpPT)4OJfsMJ)z3sonD~v6#Ux+K^$2bmdUbPyPskHPzu4fR*BaVszuFO<1L%4G
z7mf;U%tRX%Zca{t=g%MU#Bmu^B1z2?X@upS7+6G_barqk%yY=emH=Gg(l3wV6^U|k
z$Vy<Apm{?pEmm4y4#3S0P(2(R9ZfZ`jKC2)dwSL<CQ>h|j#+yo+cs({A;eF=u%xoi
z4lXdz%AFhen9k(U*~X{K;Sv)ETLV?)kwaQy;#(aZ01{Jyjy^Gxh%+!Su;zw!cXhS-
z^EVlr#O-r2F@r6nHnR-ayo_?tNL)ru?VGz`aBzU_4^eXS9BRvXKGy+rtS3}7p&Bw+
zR|rKJG~jF33w^_;;OMfuF>Y{IXoVV9YqYKbZ|AioRYQZ9Re^rR&d6_7_=E3nnQ(Sj
zUEu1QhI|K4|Nn3MQUohovG80O5ysW-#HZ}{^EbqyOa|Gf3k0b(%JCKr7*lOPe?31v
z6%ZC?6UBP1Xky~i6~!<F2mFM?Sqmh3Y#UBbPk%d)kSKGGt8cL+qJwe`Upm{L)!PdP
zjDN^f43_QLHkL^5FFxXU@%Mb#6b{!gH0*m5mGRNZ+y5V0U*}P%pN35QvfVpF4UP0d
zt`#8|QF`JiMYu-W7V#A=>XR}+saV+9@bxXmfjmqiy7lVHGdtb<xm0E)=3DROXK}3Y
zPpn)H^6k0TC<iv<@U{rb3*xy9PPouQMgXytm6gr18kgQwpv+S_&Zz*2h0)jFWvd)Q
zcG4vo7-aS;eB^?Oe%Fy=7FvLn{AaW1D_7S)J3Ao+R7)#yZ2m8>Wq(WBw<t!L{(TwA
z9{2ab2MqqBFxQqVeb&M7=%~lZ8g7|f@)HSnAV(gh{?Qr|ux#9s-N!pQlGYJCb3UHd
z6kgox<q#-YI(Jj6cjSF)f!+>$-gTs@=VOx)LWvM^Z=gyV=?^2efdy|i0+aN<?ebhm
zq_WrvT^>%5j&$JU<RmXIYaGC!wsE(#<mes*Zf$$W(>^oz9bs_s0ijsB3K%|msu%TA
zLI{FLY=RFeywyzavK4-&WM(poYaPxqJbykmIhi0rFs02aO+FTpS9#lQ{aK$2w>0z6
zEs?d7TWjuOUDxKdoB8;}H(_)ju}Qe>{TPZNdMau76+hm|$!SaFFYt4s58`9_%sMm-
zzE9(kt&VL2L+5KWORX`bJQ;ziOv}#6?<Z#pxT}x&)MRn-@oy5)<H0<hx<uM2xZRus
zoy+mJph3H0)O*Vf?`_s&;46hji>@V}64;A7U(?E{sNgDI%SL*~=DvLgW|Mi#;Ed?5
zf5I@XmY(y*Bx+xDI`e&ULrq*A|Iez@)h4}nKsmQI&hh*3;r)A+UAWfHlws8BM-_1I
zRi;hwm8i}yB&9it@J^KJiu~}c_UzOY5SOE@%F4>9T}UT>(~F6TjlL&lbbAx{%H7p9
z>Q!r$pE9|JOnmNJ;=XNF4!|XW>g4eD*Jdq0K0nfCUX)+dpMyr&CPn#N8Zd;AXktF;
zT&qDrY(|bk{R;Q<J?doPLy(67NgD#x@5xmHZ#`j2h{txC6D-QcDuTSCS5=pW__G6u
z7_7v=j^01@76U1M3~b3!vMS2T^q)6@cE0C@S`u*jPZZfg1$j|IY5viRN$DH&E{1gA
z-2D7o?h#txf&fcOnPbSS%{4$|)0wr4*EO5X8*p})1LzU%GRAjuYuR@zt<9Fe^^%{K
zCo|`L*`oG`El{QjB@rX8va%9l5Wnm)R1&Ts6GVz?6oI}|`@R<<WJ|Sd>T7TF_APbI
z5kUB!gZ=V5_yz_B$Rr?Q1q6*vOaQyVoQNqqZ`%BvsH`IK4T<@~se_qN?zXT2xwECW
za>}14qrT7C*n-#7rh!LPLQRB&*=H?kg4&N1QuK^cuiZsuR?{G3eErt9+y!hpUSFSb
zi;r%;m4?xfi|vIhE!D4c;i^Cf&&gtPnzW;{O${O&-UHH0PkVb{MgnSgX;syxAr!mA
z6abHqM6MWma(WSN;mV=W7T5mn?(V+6@CaEBPEJ}H8d-r95bOX*2^7ayD}Dy7|Mbnw
zR_EpnL6TI!shWh=BvReo-Cg62JDeOvE^X$8GhH->gS0^MFTafSQV~BjT@{`DO<38u
z9`hsf8q@rB?TYx%VY?ERL5P^BbxUB$Ks%Q}IwS`A_qVHu$7qW~v2jJIDM=E=_pnMj
znZ|#B7V*;&X39^NA|e3xt8zQt0HGh?QIMwvfYKz3LNyFvXruRC5`;XfqoqaW<D^z6
zf<TdfGt?P?x}i<ARMGLje*=O(jpaoD`eg=(|JRqc$E*O(-3|rGo$ivRcR2hg7l8u;
z8qK#sFAnEw&`kh;d=zdMCF!cx{5Y^SuqmUGlE?TlDQPrN;32~|7l$>TUz8O1YWT8z
zSx1GFA0{s2yzXyB#L2w9z0E*;3Zy)8G=DWSfBW{$`}*Ir=_PeBp7?<`QKDFBuY@ci
zAXqe`_oE=wujW4IeZQXZBc&)Wwcd-QjP!!*(Pq-m?*A;zJX^^JHWVnP7zmUa%9NCp
zf@@<2y1H^2Qhn`ALb@>s4ToyIIJ$s(yhiJ*6_u-}o`c65pCh3-zGp-j^*DPRy9L}P
z(si=MSZ(r`kLEARL<Ma9UaEP38F33VODt>~IN9NJS#TMY-exEcSn?pkLgg*@MRBnu
zx(5^&Hm|t!tStEnfiSi%enADS7AcoKD(35A6nYPxho?oBn*``An8z4$2@P$c?8+J%
zB;k|Q1IfNV46+LXH1z04;y5$=fn#Do3-fCsI(5nn48(NG-Jh+ZeD(p;$ZX!UQ86tz
zsi@w%eutxs-U_NR3`@xpcZn#t*VEF-Qb8dki~u@<1C2txul2^-8jh%u5%cx=KED5#
z75H0OTiHI}20X%jIYPMAF(EqQwggLtGhPI9y0<s%G#?-pka&7xEixoApcS!1{ITnZ
z0cJC_`YKI4@y_FEwLN@Z#+!Z+a2&?CgfJO@tOl<e$O>vA+0HRpxX%_#O)Z&Px^GlI
znA@WP8zW%y;o+Z`G1p)&;Tl$2Q)>gA_Sx1Gy+VhVEZRJtm{?rq+kjssCMJR-2FR>>
z%HWWYkg)3WERd^+<xn!)oMc#U34coWOAEHf4pms`;f95daSTngwzai%kgToyy4EKO
zTE)8__vU?M7p%}c<TJK-1^;z5eC=%^9r3`~g-ZE+vor6T@$Vt~9|hd8nf&O##tI6c
z0658@>J}TPMnyG~_)5ST+Nu|NdhjsHbm`tV7y1<q&CJjM^<V@9Wn@sgLeqa|r6Brt
ze-i#9e|IpN9hsaw3q0G(aismKBGo3sPNw#qGDZmcn0gq5i}@cdLFLoG=)VD4u^46g
zXlV%&A56TwM?la8{x0Agp8vK;bN-FzgB$VYZ%zlL+NynR#Wg&Lh=^QVJax6dD#fzC
zZg%&>!$3!QQV+~fqdJ$CW>jyvGg%1_cXwIasWJ<7ARjfBHLjq>tJJyd8yXtcH#7(X
z0~FNIOG4rK@$m|vYrHEUklzUdMX=??H>+RV<?pMTjwr;HN2XW*q(igKm~H3Y443;O
zYEluO#A-S=1P^w9qfoKI(Jyw!!*-8_goFTOl_047o!PNS_eQF9yADN^rh1-!xMIeP
zQJD)>{Sf3jdU|^S!TryOORcM`^LY6ZFWjO<2x89acU+K}`G(e5_Y#ej92WlP&mYfI
z^l3W>2X~N`tgxDF=Ahz*H-khEaENr@yg~cW9huv~FO^5nq>PTD7-DQ}O#h#7oRN{i
zyM!R+v*o=cL4c*%2<8K%D?pC|2{WM2#P=lf*ZW4J@3^mZMFWter=tU$!|h0^`>6&G
z;c#`g>?Bh|A&+xwDko3~{QD1gck%rzM0fccWi+Blvrt!oq*R4#XMcNXpL-LICipEp
zd@b3~*;()(zEtT{DJmwl3=IcpS5Ej`JU$P1!c)KBl*f*bjRCsL#4dt1*@GH@|HvHU
zQxu54elR!Z?PY2nQ5Q=N{Cs|X?!?kW4?=iZrIWuh5QuPkLNW^r3z;x+5zr@0?Ig`W
z;LPo0EhHo)Cx=~FSQunIgC4cDwM}QSFJlD+5#sS9o+|@=iAS6Eq0m04?E*&`A3qGJ
za=<(P1e6e9r2p4oz*K0xc>~OltJ=Wfi3x821d|^DE8+LSLUxPqe_tB|42ja{&WGDg
zsrnmF83&L;+!*{hNV}h<68lnB6(FKs!BEr=f#kLOLJ_-Ix8#LLg8%t)B0AB(iccP{
zcX_xUn)UTT%x|7X)F~&OP6b5YTu(O$6HJtN%kuN`rm}F}40f2#N8<j^-+`FObk{1l
zq(SI)TZbM8oJUzYp9la>0a8l&nUj;Vw!U7Xatz{UBci1l%YOfJl%{P#CDEP01as*5
zRa0{{TV)I04?G4D$!j1FiNrl#a_Z>y4GvZ+d{iy-KLaC+dYh4tcmTWwWFQ=k1%c@a
zhKl!Jr1cz#MxddjJO#{F0P4XC%>0ZdG?0`b&C19uE;iBDW>%(s0J#9*@Y)-#92_*7
zwqXfH11U~|pFd`|4P^ZIpbA*C1{`d@&*9SlBNgPSMh%*SxTzL^x>3o=y>;T%d3lyV
ze5;rA1iLs0*)H_4ZU93NqzaC_B|r30xr?%~fjPVO*`MdjFEORUK9W;0FX6zt!jlYA
zXbe)ICV;_SL0J5W;R4TuqN$jfW6dw<jHwrv`}4Iny#__-nienrIY~{H%^9iB4?eg{
zE=E*&1X<*d>laVf%^&>yD}%oHQv3-|+{>``6(><6?u52wyWJLtnz^>*)2rK$&)o;N
ze$FPGwK>|`UJTS57Y}Zp-g!68+jOqlm%!?cZnu(AZgDa+*vUfWe+_TqrsQhxxHo*@
zPu$FJe^;`4e0lqCW<PYf?%@$9_R;FNWku6#`s>0sxzA}L26M5O;$E}HI@H`E%LuXj
z17(*zC2wYlmdKgOLZ_`Kww>;&ES^Sog2VKbRL>qY(V=b5#|>_)B6KU8CJ1i(Q1-S^
z7u&zZvSR1rrrZ1^KOfzd%TIc#@}hEff7_|nklUldSSZ;`otOXrarff?{~tX$n@}ud
zpHuw5+*t76y;A@C?x6qA=WPk{3;*vM3;ug6XKQWipk-%j_Wu9cAecw?lar&ydj~n&
z&vv#p|836vf=31HIP73&YYnzzrvG4S?f9PO|NX`SAt6u%{_neb?WMXoJ?gA@xQkT(
z=3}o0Li8w|oN$7UkJz(6#^KU?A+JZm73=I$HWly}?p)PQ$ix;<*`}sCK9Gk61h_PR
zWB7YaCf2bO(f*Md7fCL~#&dY<t&+0;rOx&uHEE|PEiWxCT9G={!%6X%W`5IMgR_*;
z`1rWbrQ8YURov}MZ<eMQlkVa*z5nw^g`4q(nY3_oW+v)x<siq~)u#`aHzxOEj<*d5
z7eqfr+_y%FO>Xwt4n6NRPi+@xoenAv&*-WvY!^AcE_}laN&6!k4tFG#w^iknH?hLS
zY()2ay7h?&j$wf3VGu@tJ@a+CS(sr7ea50sYLjtFH}g@$O^-EGj?&@11D>bS+k`8X
z^V6B1AZX^|Wo0qb!{<J$`dLm#Z}HwCL;#zE{V26)LpJ;%o-rhC;#~-maK)zW;twN^
z(^rIc&h>g6cWF0C^&n1kQHXbRp~cKghLpRJ)+x1TSod*)^0n8ZJ=W;4$jI9ny>Hl^
z3OAW_iVPMrs`RoqgMrOFIz~kMy}FdMuqlnR{3a)RHyomOl66J2=t_EvoDbd`6@ovX
zxSgNIay8w&-aM2dzQ1p}x!=6-dbm-zc<{ErCN}ZRY(G?cko(o1V4>!7x!qkQC3Q7n
zaaeVBxA!CfEr=Pa><V+6lp31XmPW$0lB_b&$st6wQ^W?QroY1SilP<X<KP!NJ!?U@
zqVg0V;cfte-FrW4L2GT{v2tXEy|`>|K@_4}|9u2ebL%RH##83CE9oRuA)_w9@jh#5
zt+636H`*jxd~mx+Hu0Res#{FEpU-A%eDUQrOg+-)cslgqYX2D_<l*wfdNR1-X@mX7
zS+@WF`lA6P@>z_F5|(MpNo&oCE6fu?_xpSq2j9)eFeYG*a{Jw!5)7^pw<@cXAOJ;X
zIv|@VgPx~8!ocU`(Y`x*34U2nn{v0Jwo@K;6c!k0>5b<B`-ar$l50u)VR@`+^JV4y
zHy%Dq)3qx2sP=9L%H-L!2T$7W)zYcsQ!np>%gs%-+ly?rrprC@LbKxwDIbXV0<9Vz
zHZ0^7B^`AD<_W?!C?10MGt~K*v_)2jlGgMm<rdy2VTW#C%s4UbdPLyI8z&S^${5Be
zZDk}$gp$gCi-8m>KO4D4`Q;7U7>jQpyE^!o!xOw9x3`C_o{uP~6^x8qWXFr|M_3T;
z@bR<cUt*H`cbCEz-+WxoFKq`>Z}+o*-rgPhJnWj>FV>I;i@d203OqwP?VruMa2NEG
zo55RK^YT4xQCk1_Fbuu7Z*rn<mc3D`-lUfyo`70C$SxG$2L}3^6cl3M(;A_ZL4<1e
z2L6%}K~B60%QHnooX@;Gd8f`~YzKoaJW#1=p!fgQ5B-Z5W=C~90&yUWhNWVCXpi9F
zoSge2Ey|23ex|wHko-6NBpZJMfM9PFgQ(g&IgJ=$Bs!mZ=TL}tR^SY>inn)UEwWj?
z(>w=RYGnply-YA1ISuW&Qw=*-$nMJOP~&$vX@tq~7z;<<!H%Nrmgvn+L$=!E-P<+)
zgMmo*I&~E2{b7x8VOCUd;MrJ`7(WjFn!?{6^q<u9$dH^~2xMjxvsQK{LICgAWzPAJ
z%mB<UMzGy?OE$a1qg2R1%-y6c6XWfe0L<+e29K$lpUMeJlhDing*EX<1gE7A=1WC+
zy^b*D>v5A>W>W?eVKQ00qmQS@kqctZD|bcelJ~QV_vdx19^c_Ils1e{9*eW4Mo6l_
z-~$(wP;G$QAktG#+!(d8I+Igy6;C+na~^Z00L&;f#6Iqf3pexKS3#(J?c>{0iCprX
z9X1&IW(NF+u)XQ>-lQ~V9`}wS+V&3M(l<(rSC?%}Y>`jVVV>t5k%-Uj?n@tf-St%~
zKJv6g+vSPR)K`CdGyEM1S4CA+FZ-EU*KM)?7N+jEq<4hsY2q|g-CL^dQlMv@O8ZIp
zF{4)&(Frx0De56rur_bp7(;<s`^(yZn`c7`qeep&Y3C~km5d=8OkQpj81>RdKgi}k
zn<kW1JpN#fN1XA>z{sc{brzi4aUO2m3Qb+Fo}aJ;dLO98QjYRC&+>PLvKJb4BwiyQ
zWo~+;hu`wz$7tBTom$bpBisJ^qbkNN=P_ebmyP(#*B$TqDZMkq=4?}UgHGjfgtYHg
zdg+H5-rST<5EeTH&MTV7TSc3+ivO(%41RihHe38u;v}E=Tf@y{(|yHZGuLBi_>j>#
z9;7lm_epE(bz=_68SmthcyM6Y$|?bVJ~t<nmkb{);J0DKAO48J?22l-<SbyY-fuY=
zZut25MX)y6X&yZ!@=P^1=j+MP)vfpd(hgMy+o%!=9u-6ow$x~_aJimg(r^{_Wzh{C
zZW_a=i?pLculk&oY3Ccb&mMe6XJ%ZUja<U}h7Jv22ns9&mobtjG%JJ+T8o*Hr@BVT
z%8=YwWNK=al4nAML>3B7d<hqGY48s$EDE9KObi}CY8<K3L5S);bLHjLGJe}szFsGS
zR64hD8i9|W^`b&Zq@-MzD%y%0&pMWyZr6DvhF-z-Sm1uMnxJ+agO|_ie*QyrjpdlH
z-<G$cEo|Em3!<vPUhL(uAxXCJ&J4Ja={A@c+dDk4kU!yh*Y96{AkcxyV|aZ>l8h(9
zFP+@=<6AgkAx`ZykRI=6t*vf@>tT89#7wd#BRo2=7l)t!)yjja9p>NOi#<c!So=`X
zCdCBXs&9_?PTLa2NCUGAW>iEj*-snyct2U(jDM?)1A{pSswqTK(y>snvuVN^4#70A
zl-X10&_OcEcDSI`qnZJj20lxvW&7_*j9Xf%3Hbs8lT5xM?T$DnkQyhPesI%WJ$aZ@
zxiC5pQG@#ucpA^&Km9G4#lH~AM*fXoswnbXTbEe{XB90QnrP)P!jRlljzd#A{;fnr
z#@E88sC&L&XT~A2k<3u}3yQp*m`^`Ug&h;c-<b~A6+cq3KaWcW_n{f-Pcl^^(_;y_
zwVgw6Tlpd!)A4aWLViAB1NqXJy<~d%aURWRQ-7nWh*Sn@F)%8HJ_Aa(uAowrB5;5S
zpEW7A-vkEcndBkua%j`GKqZ3_Gqq&?t||G|a2AJt1B3mb9ahO`L*r{nW3CRuq)XBA
z@MOX7oJ&id8GjUl1+mgomr#GW?wD+Ju(H`HNo_>F+G78Oo0)?j87>q($c#z2hYs~F
z`Q&yLW5xZ%fx)_vL+Vc6$d3cMlqw;W=9qTnd{><jskdNP&%G!J{dVy0b#MI-p=!~n
z&|3Du@D{n$M<i1j^e_^PmWm6P>p%R-dB@pxLG9Ze2#bS6p=Y0|tS$Q17hSIha<h}=
z>yb?;!8^^8+Vb8yH={ob(yY($1){hl=UGu}GTog#7BZi;5!=9^Z#|JZ4oKHh%Qq2H
zgp1<UrrqEFh3z~Y&_!UHt~i-#!WVu>5L=8As9bXCra98B#~@*P0%xuG1B=K0(*;Uw
zJEynPzv!0&l@rczQgSY?%8Gla?h4yz9hC=a$F=AUn={LDk?Y-<r)(z2<M;!?x~siU
z?mAR!)VxJn-+ewaw;aH9EOxgzb--?V{M8cqJI8Au(LNf~=2G5}<T$>YtUGnk^l@A_
zY1rLTJsp1VaV}pq$k5efIzX$RrO4FYQhlLzJeI%c8dB}%VZ0OS-l)os8y2Lrkw$qh
z=yEAcELr#535_)<&`Tm5BdjCnI)0<!X2#$@zS>CxnOhm;k!rA;4kr!EHa_m%Oi;uP
zOF|G#EyqR#j$=|=aTLAhB*w<~B;VXLFdaU+yj9s=TsXO#&QAVHU+Lp>9%l7H5p<h(
zrl=9eYfqH@Grv?7)n~Jp*)41lf7z%FYR}AVV<3ECbO0|Q5juON_FW>Z=ufLhSefp6
zxR>MT$bjNQu-NI7>x<pwpD9mSpc<6;_!B(E@Rrox;VgVo=r?PF8oM3}=jAL7gu>>+
zJ0gf{5*~Pusr|zsKEmHp?unoT*cELxvsA$h1;PmWvGg-;eH5RqNHPeI#0$p>=L8|C
zlJxxFIr+a`Z-~n*URD1a>R2x_MGdC=a-y`@Ks3O%TrR(sAg4KB{-GoMIH6pkCS6H=
za$o9)pjj(Rv1IHj5yY>?Ea`~>$_Kh)d<=+T!+jd9Q5!gQS<Q2rotAnS24R*yyjF{~
zfd_CI)Nx{(=-0MJXb{sgUNY#;u8W|cP<fRQI&`l%voc|XrV=Uhxp$+f(wL{&Ad|Vy
zD00rbjj8Ij;lBFAaUpqbXXnBQyNIgk-A?Woh`A+Y+KlStyhwz^>virdhg!r2$NGz=
zUH|#}_X0(8cSnZjZK?eVS-oy+Q4v8(r5Sv(wrCLtbF{v<;Ga#>B1yVP_cu#Y?-fQB
zAJ0^WkG7w)Y`0C_S@;)mwX!YFMn}$>-o;D?qGCyWS&UFP?R>nrZ*jnZps}(|<Sm}r
z=R${x>j<=eAV|R-t|0dG$`T^(xoNS82P-n?W>Dyr>z#H5R@kbuqz0Y{#9DW>y(70l
z0rRwDOp1TfrJ&lQ38E;p@}1#>Yry^d%+50k)s9wbhtbv3qk5u~JPxV-<5}Cwfe|aU
zar|Jx0);*K)J3VyyqTwc+;3e4RnVzq*tZcw2K`-LyObrh#xO^6r$MPt&x8&<#+^&r
zm>QNxLraQQB#R3Z3!GigCT(qv)5Lar%*0OQYmbO)ZcLA@O_$d=i3&{muFvMs1$rQn
z65~`+!|j#D<b<dXbHjv@{Yp(~wI0_-EUSgyf%Co1&5X~vG>CIt&xrfCKSMScE;c6;
zrwr+#);q~42br~`?j3#$jWC<cqWL<P=X<$UpFe#igG{Ndn;zePtN$(hZK}!!H6>uM
zZu!J)_H^sAI;h=4%(ET86OnxYA8xeKJlM;Z%;O>1b|AzLnPA(X=zmJcrizXMIdC$S
zHsUaO?s9Wsp>j>34offEGDYP<fmE&knKStAW~-??X-w-3U_oV$1Jd^;k<PzqkL<;?
z1ozr!DD9hZKcR>$OP_a*VzB4p{D({Gjvv&jF&gWFFw2t=Zoj08F3M^b=2GfhXF`C#
z0svc_t^ut6xRsw?Qy%s&ptua<uu7_iq}G9Lw@sJA)oav2`QGI7TWUh+!c0mXd?qBQ
zlM?1!f`sEsVuvZ&)-mvY`PW%@LQVt`bFnVYpPe4le#n-(>&Apmd2MCP7BItyZ!g7P
zSX_S8d-Cr%qiX7CwPw!^O_ZA$pQfVjy&E2V8y%FMI$hzXHT2PcJ;x8r=&*$_%<&Jg
zlx}i99jY_zRWF{=N8g<tP@&d|bGl#F@|M4eEsUf2mp_y6Vef~rrD5}mcrRruVv;2Y
zb29-8|8x0kLdbJvWu!9gS+QeL)1DqrkzEEr94XvAa+Q}F_`g@sgTGWrt)}*KQod?j
z8MlZ>S%3ItEsk6r3IcT$)$1!ZXAxJ5@CIl|Vle6a;}*B!G&EgGb7=F*(rK>(a)~uE
zv2D^6`J$%NM~{BBF{a>PLl)a8WB7@{((5SQD2eN_G$aduxB$xs=9gp;4f5L!!LV*n
zE}Iy#v)ej&?iD|sesn~>D4G4@VPn~$vp8cnSgu8giHnLqrejb?C`uU-;mi$h@eVJ{
zCp8@&e^kxH<NW%{^#y;b2maE~e01`}d=?#vP2!{9X$pF(eE)nB`m0Y?uYK`h&m~Gw
z-k=RI%GVmUp`nRt*pazfMlRAp#kb#L^!GkRKKoM3t2S|kzZp^F^O1X(a*S^hx#SKp
zJP95s$3!BpG2b)Lz?R;JRgA}GM3#A<eGk+MdODp%D*-(h=a0Pe{P-}P9XFjiY<esM
zlXmk-w-*1qyy*Z@r@J56pcrnJ<;<8p*#LVA(+q>FoEwf>*nt-&Y^-17)X~LMcS|I}
z`dF2ivyc^vgqn!2<rC|^dQqd46Sf~`=UlN}ay6qMr#i^E*%5tcGZ-6yNrxSP2|r$y
z@N2&1Blh0Bh6gv8tkHNhi@^Q~Sy6r@x;M8!M(~Z6aZA?ou`$3=OT1<$jKr*H&-cJ(
zRoVZt70o^2t=<Ez2WukV_2Po7smR+yB1mQ}2X2^&ZEtVm^2wb#kEzt?JPifZ{VaK-
zHVMzxC=soltxNngXAy2{(<2CNPFJ%1=``CjR@9)dmavILvepPdr=I#$yk8%oRch>i
zl@%SJP<-`Ry3q2Ip8jZs>XpJ<*MogrK*pyOUlN`cU{XhI+C?ot$X20=QdVvLmL1H@
zuHk(Nlis^sPTB1wyg4{|M2Ym(6|h)&f0Jh1$Kif2^}+j#!p`;t88*!B_xMa%2%yi-
zzGE%PO$#Z>636_zf?;1%tR$xm*nj0GP%k`(A8&cO-d+Ep5GZc=*BtaX-{eI@zbI9E
zE86YOC%li8(DLQQ%nCuR1MZ&3OGtX7*-D#*8na};96E)RFKCnynEz5+dM>`KEw_j?
z&NjW<h|}<y^4!>X+n!-TYRzfnGx;3uwW}2d*CGL(6kkZWR@>CCEaRJXZ(*N0r-A3$
zv1sA1jPXow1ZLGU%G&Uc+=x-l7lmHwPPaD|S4T`QTpb6h?-7B&BND8=?R2MCN`5|{
zTD)N9kd!(7l!XQTmxn2Z#)<-&;H1n$Hd~tE<39>~eNsR@*PVwIh9GdY2emD$`edZI
z=_FPG`E$4p%?b7T6TK!bghYK&!pK$-zs?{`U6|tY)xEXZLiGHRe)0TeP>IJ5atX_G
zDpUVL<9u(I+sfmejJl(yh1v21w#EF5`<S1fyP_u*o|>7WPM@ucu_i!iZdA1RHYq7|
zbhV3J$PIBI+2@ysTs_tv?<DD0wdGoTbYH==BpEc}CC<GYbQQDbV>Q8;v#t@>t2klg
zXTCwv&0!i$pSfp_O&rsCZkN@hJSfA(p-2yhWz5au6v3Us{+db)98%MaL!a$~;LU+V
zR}pK=H5L<}%Sx4~+bmUF$k?Z(6z}1V8=Jqa@5dOOVaQ2n`kwT$Jz-e;sN(Hy&3b_e
zxTrilN+pjPbS5L}FL#luM_%JGRtpY-m4_72qq{$B5Z^Cgi!Z5i``nKYOs!~o_W^ko
zwe)m%qNO@wTI(C~xvhxDDe-Q6PRC%0uAF|ddZzP)0D<{E^-t%f&KlM8@Fx(Gq2ix*
zXCz;czSp@`Nxe&5;9_k(VVR`*^87_>tG>RDDd_}fiMF;~-d%3s5T<{_2uIuNU*1=(
z4lICU`d%W7;KO62vpzpQpY>Kcwh+oSRD7E5NiO<}=cum9nj*l40j00B_AYUmow%+|
z1$*^9{pE*gV}b<{iumqkT!RnONYG8`D@97<G8*+L2-buC8OUzf+)8Wo)jM~m^pEg;
z4FS~LNu{;bu_?uw`t?YGxVC4(Bu{}E*p#si!Hv<Woj?H1DJO%j-IW^CA>$lt8SG4s
zFH^ReypL~7i{dj!N7^*<yi<4CtM<WzO~A~zUT=^>l_w{-c*boO^{cF~n-P@|nm~W`
zO6n@>lz9^w)49K<liC%zzJ-`n9UK_1@6#G2LqfW(x$b2?@RPk3b0Sf#;vbfMetjA9
z+GePb{iOC|8o`&kSUUp4sjZjg&JX%>{)w)qNyy7&%&7Tq=YQ6#se=a?d-UONjjGv<
zoXCe35O6JNe9cvgOU&&ti?``wQ`V=|c%rx^XT9!P$(jaGwVG4aEY1mUkxd3nk#VJ}
zqGa25jvC`EC#p^#xJOvrKYr`tu`m)E&7g1&{hCo>gThq#FuAAl38bkJr^0h$siQ12
z-^7{<hUaz1#`UMB$+oOHw!(jzr0tFbWmMYEHslNaK}s7F&;TgFlf`QXH)W19fKgr0
z5QxI;yjh+@%cb<j;_Q%7V=Tn@o3*6EFllmCSJ;?M{%CN9cra$sr61Cl3Ihp0O-z*?
zjYJ|p<?SGwQ~4aKpYeYDkNLi9L6efUWrTirVj=loFHw{oWz8$=37fT*pXW=>ls<dS
z+Yp-$k3xK<VITQmaG6u{7j-xIklU?T1K7|23A8WQE0hpF+9VVWe}-l=J+DaKFYvz?
zOv%F^feN0tCx(-{0SXNlNZ+l`fo*SwW((Tk2+RYwuDSalOkvv=L8#r}HriaeALgbW
zT1zXCZ)<@V81vuDiz!;+Ch^G%E-WNYB_$cO{G*U79}c`_LqO@Pw;yIO?j*ALj_=WS
z))x6<L4q`pF*r5hEjF>QoH78h&&UEVe)TxX<P;v@zx=*{R!&atpFkj8_yGzgs&KpJ
zl~*3P34PFKE5!JX@wI`N`@}71%HRta{?i3WPiAi8@QuK*bihj(TnQID?D8^B8cb*b
zk{%a8!vI`QNrV+FJ)i{}f1ntQ*k&5_e;xS$9R2gDWF&IPLT;a^Kd5x#%>gS9o;#XY
zr9GYv!Q<?Se?ns7LM7?Ng-5SEqNBMsewjWu{-HWPoUu!>7%(!g8?LU`BD}3p_LS&U
z+bH3T;5OWaJoAV_h8|m9lhc>dLhPlEv%T#b*WbM}uRD^5weMPu+LiK$zD4I`nGn@(
zCAMFNd+28kKoEJ}%SYb?zt2*ZHHsQoYCF5FQ;N0tC+}rsh3$9RQ|E6`l3RP%p5tqg
z#ttzM)2UT{b`}|PGca<6V3U$UXx>pR&+q^Kyi2*b+*{prtM738D+s0jG@{t+eILcc
z$!${dzdOEH2?3Z+(&?8}n-m*zY;m;DQqwz1F8@`$kl3ZhCragM!KZ9ja(YLi1^ZVi
zx>b6iN&!)65)S|>FwkTwXa3Sai2hs6=C_Qn7eCA81KOkauXYboDo_4s1`Ba3C`c5t
zL`3pbyUY#Y^SoG;`qEcogbCYZYI)cDP2Zd9>$h+U$l#n*nfbBcy2z?7<%eZR?aa#q
z?t$7m^V{wC6_dtlhvjloso5yAK+FKgW4~CP%1bJDY%-|4+08(EF!$`TRsS_A7XI*$
zygU<hLJ00!0vS~M?kg!2;Ubay5uUN5m)Xon(*!fF_HQ3fl{7imxp-vJ|HBSfQk{D3
zv8T&+IBr5?DMNNy&E;^<GoAZzc%23%HvZn*p%&BASbxlp>$+@m=tA)+Pb%NZ&}pxI
zuX<71`B0%S5}7WBP{39)5#rGHwCjGW4j=9<NL^7m-X2e*e=KCxmC-q7#_jexVZWY3
zk~H=$1%zbIIszW%&+XBa8Qd;a2qYnmld!r{#bFbYe?2^vYNdQArpv87w8rv$1cAh*
z02PXRT>!E{5X*WWSEkrdH_wJ2R?7>Mx6XnB9cM(ZLCCb^plJJ=F_Q%f4TlqT{k4~4
z$UD(GQ}#O?zc05m(bs8&j9+aF-V@-s${cFn@R$33@%(TpK+pPzz&~fgq%7ku^vPau
z{xpuc10UZRV+b<h5pTwWPMj3oMcE92mICYt+Gt+?pjENgCs2fK-TWH=A)|%@Wjeo3
z>i8N275>)Qpsmwq8B*|m{fZi|<yxokkk(pe7AF_E$Fa|K_Yp_?BFrgJC{C21HPGZk
z!0pK6SJXSL#g=O6Jo7L1-Wdt{LGfNcDtj>enEaCN&l+V{3E^k0)u8U(JTgq&@1yH;
zjsIQ~#vO-|1>v8l+WNOK-@RLh#m3L1$C_9ppV2Hd=I|?DVNT}+e}3{V-ySurB0n1q
ziX3Qa%16=51X_~^D(9YO2Pq`m;H&N1XhfUF;r>bS4?#Rr(y@dCZQnqixIoOucsj5n
zw~zOq!{N&?M=IFm2n?2fsM!jl>=KAT@2#B67u!I#i%rMDKM4a13M?>Yr{AUC3{b<%
z_krzat3k4^IQR-pBi3>h5F!OZ2-2?53Z)fs###SQge4=6GOZbH$Fs9mVKSS*<0@O#
zedeW5Va+qgJ`xd_^+fSoDkSnJ-WCpi2$PssW6iIMO`JKqE4eClce`<CuNlW_S>%?@
zKRG0_xeZZVm+bk1z-DgG)}@rWF7~6lt;eUF*sw6ik(W&)60Fbl#$HSQ;#$bx=Ks?m
zVjPC*9Cwww_gsW#U1OhBFBvU2^8X;}E5Mox`@Ur`YJ?zcbSXU;A|R3i4y8effy9P1
zh$!7TrpyK;q?M2yAc%xx1Efo7K|;D)9N~9-p7(vf>s*)O+;-0SpF4ha-}D&MoAZ>D
zdY1eSHgH?{6VA#mgRHpg#Pge_4#h2|^RQY|ScEk$mw>6?HW;;NreK$XWKUM_x%AJ`
zozKZ)(phPf(&<DDau~riidz)TBT=rEMY`9Ruo1$O&L@u9!L77^u*l&=jD%P0W_)hl
zVcQ!GI^r0W&Y+@LTn+@~rwF?rhW?r=eYP+s4EyPzk}I;5e)Z~-ev2cZQPuk9eimea
zI)xD4dG!{r1*of8aYBLn4YPM3hx;^xsI-11ew7QFYXO~rP}lD{o$>$^<SE&=@e(`(
z6CIoyhg||(#@TD|vDF;_!gF5xWvsxV&#aSnb>Yct?wXeD?EknG1DID&>{}{SNRV*L
z4gB<5yGp;wCrwyos&f;PQ}?wXdp4NpHD<^D7?)9>QSY&tkn8jJIzDXU0z1~o8W&f{
z)A5E|a-02R+^=O;dsd$o&sorSum1Bl>IpqI$AMmXRVy2|VWu2<EqMw2PR1~&M>mM2
zolnE(3HXQ5(U`B)YuKx1jyc!4iML?R@~a|5A5=5eVdRPmAC=EQTUwi4yvwO}bQdh9
zWvLQ}&do2Xau`u--QgCs%Udm`fk<gI?N45QH|`N(v7#d@d*X;-{KWy*H#>21y%Uwr
zb#-j>I&&~;%!r>9NS=T_Cw$)SPRA)<5`AY7nkC;nHx7t)CHeH($g{Qk!J_!DBbxFK
zy0D+FW?MngZ)J*2rmy@`TPzWK$v_N`=rx)?ny?b`?l$?Gqak!Bj8+*wM!8^u8Vlf7
zivvGr_pPU;f_EU+dBrfV;sA$F;+Zeze6#j@e5l0U*z9!NSsNf%|4FQf60G3A>Nncr
z8~P*P55UY)tPQWWyY47SV6-~<R8fSI3n*N!BMn542tbG82vN-CWsI=Osj(mG#yf+E
zF;iR{w7$8F5n|JWTP+SwV&?@k$(?BILHa8z!m>L;3stx6Dbx~k00D;2ic9b_1`L~-
zRSa3%K1Bs?dk7zEn;!dhg&vJ5kp>KtDT@afD&T!oEI@ab^(mnw$F*rv!%Oq}Py#})
z9|N7&fE&6Bt9z*WRm!Jlr&3*+fe!KtFoI$-qezFMO)=nQz?Iw@y&ex<gOPz@O%KHs
zf<hr5c9)1r!1D$<BT;g9T<JLB%Kxs>UsD~2g%H_6Pz8S_2K*(s7lxGelvxZ_H<Hf+
z`NciCiDnD&y5Y9DkB-7xSWTiy0n*L;TqNzzifC5IKIFl9W3mVXL=WX=;LECuy0r?>
z@kthMs<YA0)Fs=RhiQR)gdc-0xv76s4$lWZ0oEV8w$f}s`-+FQtYa@0@GJP{YyG;n
zElzQ43y-0z<9&NyTIsGMv^6cf<OUs%w+o`qME{(Y{xULpEIr2Xv72A6$YcGz0=1EF
zrNpxOv8Mc-ENr7J9nl9I>*mM(2K#-$8die+akutO{Wc`Bn*#npMfYxyQ&%Srd)ICr
zCeO3=M&*Y$i{zEY#0L&_T`ynDh8W9Q3V1jSFK#?2_ct?@N#5^fBx(4r9Oy^dBqNM;
zQ>ft~y`kGXPlqyPM-aD)2U-~_9lTb*71XJ<GH#I(o&s|PwnzCBU$#xg7BrMmaROCP
ze)!|{tQHZs$@m<=@X@(-+w74p1LUsV4i2bc62WJLlNnyR^pl0~atGieuj_4rM)}X@
z-Rs+)`OfX{_s{lKgo~_JVX;pg<p2AxOa7G+?gTk2+Q;nBx?L0;c*ZFn$MP7qLzG1f
zIKb(tt7W{PV7mW`t@+O3p}_Z>{g~WHCd?~tHt2{MXoLFr>92dKUn*=37@9mjk8rx8
z##SF~15(+)v&UFm0-hmJZa5PIIDP_9Hh*hO^g&@ipT(M@%R9-Bh!~*A7O0N3yduY&
z?w3v;MS*4O#NPp6tGFITEI!S(4q%D6)*N#}CS7I)8aZP45Su;i5)Bq}O|3rGZaJPz
zExvEoMy0~{ZVgkq&j_8$?E_~G--yDxEpxK42nebuo7dQ`C5Xf0bh;dgUYOkX-TXiU
z?E_3ZNThTOR@F`)s9GB-Z`4*G5lwpj$e<Q6ne<u~1`rfv#6!a4<rEqC0D>8MU5CL=
z769n@gYHIi4ie%n$|v}i)olO~0v6W>9$k6mBpoa&?tSA&)zn6hmM^e3dY%W(yTQAt
z)J6#<4Ap_~?r`L!3FW#8j_S@YH7yWOi#Bd(E#PkhbF96U0)e1^fu#Kn;qh7oRX4Bz
z0=l{-YCpYuZ?)#Km%4iAp|i1>>A(UH@Hs3x*J0+(Zvz?#{klr$GSD;h>`EPm&wv(0
zN4)WGW@r(BpgN9$wquC$a>i&)3KzJoJsX?qgHuD&@iDV9a6fwvx@WS43-CJL*_BU0
zJ~8tR)^C9JYyy~_*NzsLAl$&+lKQ^P^hJ7MfCh01pjw?RB6+ebP|~7^ltzai{oo@i
zd7w%_9wZp(0RJxC6}8-X-a17JF!w7X*x(tbkK(};ENh|9YzjS8_T=_`2dxHAs8&JZ
zw~|2V^U&Hm<QquN!h~5;^fn*V&d19Lg@&O_%)uxweO1HM^b6jZ7~yv%kr<3v;Q&x@
ziGNDBr$%>+_Pmuu{|0*27&sN5A2JTydzAdZ!D4a9IvB8qgx?v^;2%eflR>BQ*~-B6
zr~>V)iY$`nP)nHEmD2^lr$J448iD>TvojWH<(msZ&Fnnkha1{+0Er#H&+*6`cBdeS
zaSBkvwOtzMP(cQUZLk6uAakVwLl-c7n_nQQA)<DJEx?E$i*0lOY@*f+&_1BW0uhQe
zD?T*aAka{q$uTR|sdPB+7xLcJ3>9{@RwiR|<%_^80?NjVw7sf#>JKTx+qot5c>BGM
z8NqKI0;iZ4dW@$YuSRx0^z;|)x)aWCyzt-PP^q~`CmibTEKCYmW+IL0xJW5)WL4rq
zPm_ZslNZabdLh-{eTsQ}Z^p}qK+o@b`a#EOeEd-UFju@bV*G)A4n*+%Pv@W8*uY!v
z{gvPD@L))*?0-bRAyu0<k{ca#<!s1GqTe_*WWIMnPMDND03ehp@7;ChH$L=xD#7&-
ze#!rd@mHsEYvnZ&;<i@3C6Q47Z2=unSJ0m^FIa!EdEI(O5#Lcy-g2m}Mc_Q4@<1iF
z*~aE!(xi~%x4y@DAF4&{W;k}qM^V<S&gIq}%a6ET`D{ZRr9<!7&o#$vR{K!l2ZVWS
z2|3%0Q03rv_<*Wx^z4k4c8m5`#M<$2kK9o6zsj;hV_Be#>iEr(*R?hH%?=YHaor|l
z@0U6i;pnw6Oj|8z&tLqlwn^7Lgn1hXN-<=*$0fx8>BkI~u~N80i(2wZNGWm1Fo1D;
zY?H|88G5Kzdgx7$@U^Y<+D9WrE&Yg_D8Ek}S2dI(A5lK_t8O)}^U7|ah$t2)rR7Dy
zR#IHsmEXM*)(W*@or)#YY5R-m32QllVIB|IOfN?ESs+f9dQ!=Gs!2c;f8XEy#wAJC
z@Bc{JUrtiY$sBx-5qi`CNC{3Aswm}}i>lGP5eEohIG#JyA4YhVykLdT`@eFSRD|qy
zb3-%cfeeNPYz;;No${Cxd@LV&6;7w9Q?llE{%N!WU!9jn*WSMAuivZ!B<K})=?|xv
z!#Veh8j~9-SY##~J}`0+Xyl5as<>MASx+;5;^0Fzpx>ZLKcB1!!?&rId7ASkvL&hU
z1VaHJ#2~2TM+doB>5uZ;?0mrs7ojBQ5MJ&Zj6ryd08M|vHVoxX%?+L5Ajh2O3!%_%
z{WDogG3bZeX&H^<R^jGW=QIVv0<8O<U7Vg41=!j$@L%KkzT$R++hZpHJE3ZOzPSsS
zKGIUdFP{L+!HrW9kuQa?fHWPs-Mmf2R@(&L)Fkv&__dm^WRqy=KPX;y9&1g)?{ntK
zdr@EcoDk6}H?0tn4<xZy<>&_ke2{kx7p0nVbFI00UVIQ*r99Lrr;G0CySFoV1AC^F
zJmj9ucH&@{GiAR}_=}vY__gxeMNPZ9zj;OseirGNb<M^;qt6!u`Hc6q>8$NUh<u0b
z0TuJ7^4cFIqh%YhN=}wR1AV`M30Rb)Xc=Z~2hl4q%4fOr%~?tI-lvitv4XAP0XM(F
zh$`IFYRaOSP_@|0Hf8pL=Le9hqWSoMG1uuYa!9*1$5VNl^oT)k&yr4XTynb->ul;;
z=)!x*gpFc&b14qMw;Od)Z7T(Np$1=dm?NEa`Vy?)Wrd;(PUOs!2vL!z9sG&y&rU{r
zF6#g~T!#1Qs!|zNTjHrC+=I~^&GwUtjunVIa5a<1{zSxKn=9gQ*mn-`t3LLZXyJ8J
z0a4hq%Oe$3%#iODRKOlkSEbU0NF-3mW<?Vrtgp5ErXA(k-8Y4NA9{hNSAW-F6Op;S
zeLwLW_twVtpQYy!5xs^n;IdEsB$0HC#QM#(l4;(=v69m?*TXXQ0CAaj)9bzQ)UI6m
zPAUZ%{*hj~#DkmcsMAMRnUH~9zxs5Dbq#}&^%^GrTvCqmzM-O9R)1M^Iu&jQRG6Pu
zWoo`?6EA2n-L3D)ky<2FM_l6&JTV-jS>a;U`LODEs$G}pK<&ZR1%|WSx2@m*`idA7
z5o~g|(}1<lMnxx>OTR!hwsN!2{T!rc{&&DUB3<QVrrKa|pK^1NQ?`zh*n~`CJ%4m-
zXTYOU1%56wwIz3j@##VOu?+I)9LFzi375X#3Y;;XLv!0SQEx3Af1K-dp1fLngeG_%
z4b%WT={Qc%d))MIdb1|4zW6=U%fIq@_3xM`hYmE5VY!j*LDw>$mbO}8po>{-ag&=-
z%sQEw(%~wuzX3u<Fnnr0!WPE#MN}%85!&ct!|M}Ym!BWp7j$nu_6p^u&5RdDXsf!&
zR>!)GFJhP<i8I<I#i42dDLu_5&-$+Iu?U?tG0E?hL(oszchctOy$xg9ABvVdl7E)u
z)dPW{2F<!3U+*WE`(<tn#7O88=w<FY85=DL9JW3jNXMa^ZbVeppM&BHpDUlN%kQ&6
zlvmZqQS`1yMkes{D|ut}q6)lS{BVtOL`SCjYUipXVET*mFh1xuIwr|n2yN-V{1V0j
z2(Z_HZ(g9yENl}1U<yEZgdCY6B@PdxfPwfan&kgOc<vnJhuTvxT-hFw!{7*j$mkDB
z`M!z<C_^<IN*LRDw+;-Sk-mFf=)3NFiI5$CCltD0n+F>8WG}TM9n?FLt@+98Y+hQn
zapvSzO4w<16@xf0ep%>_#@Z|mFx7|B;|Y_GLC|&RB@E_=F&z)w%l}#n=%(d(z^X9Z
z>+}&7fPMRr$tPqp=LZ;4t#g;G$HiU3V_nz+rWC+>_>*FnzFB89rW*o;KnmQFr^p?z
z3C&tIrGMlB!mO1E2_z`jcWcV5ITnxI!$s}^gQ}fO8|zdEb&{vVgs+(WPs)%;t>w)q
z<P=MO7MN4e+c5bx4lC~)cd<EU4G{{4yxsQ!LpJ;MB5t5i?NqcJKw?pZ42t2W17<Q2
zVw~VVS}5&kh9nm6>fGzjY9>!)FhCXh7FnSB^<(9U;sk<9$Bwox>^@N?thrqa_V(Fi
zP!jMeqhBHZ4M7MsqxTpH<-(lvR;(ZUjVnbOr{uc=wHX9+u)$j!Fsu+Iv+*z>=SL2|
zhj?8Ds{<EQe<0W1VS`Jx2zCox1+vD@5XdVadN%<1mB;kM7*KXP5VKe{D&RtIwBfpS
z`Y|NCnMIxla$(FWbSQJ{EUBXRK&q3b1>tiyQrg<w%)sI(>cs_`wDjf!gjzKCEp9|f
zqN3!*=gXg81ZM%{*Dmz5HWLrbRqyf9ZEpZeYb{`F_dIk&SBe_qsUHe~l%KibL_APj
zZ~f!27NgBL>@b2CwR|C~CB3*1m|8g1;ZJ?w#UGaxkR$+AH!A-SSdIOiRzfHyYwN)l
zaz7D@7){IqytH%yD4yYu5wLj$09ZLzNu=F!RW$a?YAH1wWv`s!6!Pyz1)$HXbKRN{
zvH%YLw8aBGUm1%vb4_)%!<f^_3p+AG$~s!P0PVJo1!{BeDK~)aUzMl+W3#&iIoaU1
z%!xdbS?28=|2_x)BU;fd4PZMKAX4!;7RWAdFn#3#aJfF<`w-+1FQ9kH0#LZ#f9gLe
z5O1u{iNUlv(4gk?$5wgVfP^7{?C%EE4!$7JtA5x6g1|&`jPN&6DGghJ5Eh8+JMAm(
zX|5_cdGv(s{G0E9qVK2nCsk5JEAS_;ao|NjL9-{tsCQTbIMlI_*abwt21fx$WYrO4
zcDG@e8=A{Eur;)-YC70Jv<)@)EZIq&03!Q82igTBJPEK-x9eO$SnS-~$KbFcL}!*v
z9P;R?{Jmm5x=3o9fecgOZ^Kje>>=x=<q(V(?s0zBwnB}Jp;hX2bu-C)J=ohljBpg<
zZIOJvHtXfV`{aSFH;>W1CV{gs-sMq#%G7T_IIHh~*M}_I01qjG{q<&P$=kHYWZDtF
zT}WZ*wRz!uI`ITu#b<j8rvz1a_W%R(oJLp<IjAWA4D|EkeTU&M9qJI-u`51Gb=SCZ
zRp0{)17E!QUF&mhZA!O<HY_8pJYN-s=c+yq4JMY7dPx9dLk?nKnf;IbDqSkCD*LY7
z1ZDoPa=k+}tmEZqS!kMb3pUk|5Kc28XeOXLB<g!7ixb*`PbJ5^4ZVOsIRP2Y+Jbf}
z=(5#1dR99{93TS&z9{ASTtG|lkgf&dp@x0{_~Qg@;7^}Xesg4?;|>CX%Bbb9bnJJq
z_g$3RtR%dYt}q+@YC#50IE$l@A4Y>MhQ4fP<)jb>+Q%~z$9)0*6#P#wU8Dt0RrDB5
zrOCpA8YpH%h0U~+{tZ{L=K!YQgpSUA=Ez_47!0pZr(P$`%31*pGN?d5xjhs$k0Xir
z^@`dPmhbfd9cdXxBG<@{0?!>FBYy5ZQAm5#hbPqV$FZ?Y&>$_JZBop4MK`qYw;GGc
z+x9n5Tq$ZS<{9C^!`xQ@v1&xHk;^sn=Xq6>>5djsF}jq;1Vb7Y9OCpu5elc%jhH3@
zVW*X!;)fWiK(&yyQmg>}SY`YhFcNZbki6?`#VxRHm%Nrdx=ZT_TtajkokR26CoF(4
zbOQ$vC2A_@l*=gwGuw)%iAF9%{b`}<p^!Oh2s>wSi2#6Hi<tl!2w-KHlI{yA!ksOz
z!cgE&B@+Hy7<60C9QD5n0Ud@0AmTO2!L*;KC58GnM{D1;NnZ_Rfs|^}L%avX0th+6
zj!D$@fJHbWcv$7mhbCo3;D#->&{SIgq$@yyu5XM1rY2`^eLxdk=M5t?&#nPBm+@#$
zG?1pe1os&aINI~Am<+RIWyNT{*m|l7FFML8N+(}}i?jd`JB*O?=g-4<@V<{0_`M(*
z<ly!|Oc|bo(yEF6&u!1_v9bT_{ZCl%kL$@8Gws2`Vf%|As#280GL`DTi`8^rsHqS$
zH-i#;F`f&U>2{N<->EaNvlhQKY_ps&dOWXaxU4ybj=K-K?x#q%OeK5%i0i`@%0lR`
z)u-dP$_j9zjYzAS!@4H85^h{dd<fWw(d2xL5&P*iH#NAS(^1cLJ1o~aRqIA<^^!_g
zCGlc~bRDY)3t<aNA2iq?C?z$N{dU}@c-2bI>w{BoMR8bBzNCD_Y)o2i^3s9$P{#0;
z3#Y|O+064cRz+`C6`tmJJ~$_HvHGd*{b+Dpti#9fca}Q$NN1`UmKzm0$C%iOdvi6R
z!pM3FhW@57NEl8KSYR?$mhW{N%dqdPe1vrwOpKaQ4y-x4ob$y0>MN+=v+AAeURR9I
zJ{--+*yR4O>Q#%2ES?hfv}SH`bEwyHwO8_6c_A*n<u21!_ya9{k2l@Sz@N_fM1H{K
zXC}-`E`}`?WX<EXd++gy{E)R}_$PAA9)$XI)m=KVls9N`W+ugw!M`x);k8eQ*mw{z
z<aaVp?!jV$POqu?k`eJ~NYOE;li%zfyyqDHns5tH4*}Kj-w$Mfycq>|W+B<3dZ<f)
zVhjAhhR&5|;#@}!*G8=H|4I9uVu!O72oZB#-+oYKa-$ga$Y}JZ$kJTmzxV#nhxpJB
z-z!B<W!~|1eWucQnGRE_@{(k^E<Amrxv>V-YmUiO;pK+*Ysi)O?bPjNBn?NyJ^S;j
zD+yscimH*Rnd{d7b8bD<zAF6r#^G^QMSY>N=VF`zi+XkIM73MEM=m0Czw@hhCq`n}
z6AF-03<Pf#nO+_CHCb?TU;Mw9{_k=Iw+PLcqIar$FcW@nEYjqzUOwXVGo6cs?aa>&
zDtJt9n`c)=`2L}ue4FcBUG9ZD@pB$c!(YtpYAnN~eA_L|mOH&}L`X=@HXxX}qAy=|
z=DJ~|MGLjKzkr&uZnE`!;(FqC!TLJgX~oyISBjSp@}5Y-EEWs3(9~D89hA728o7TA
zQH!6m@@PoWjqbJnQSwly<lwjt^S5#r?RL$JMvC!R=a4vbbj9-cN==h~(=B@|i|AT6
zJ)>C~dfR3i>N9M>SUVtF<wUxcNc;7C|7XKoXlIUoxdRbohB8K~^aY3!2S|YOdK00^
zKjaR|^pEB*aP~X@u|0XUI<vE4t%4ggJD>77+>lj9XWs&EW@QvT3u}Bp&#{o37FR-j
zVMg@?wa{O>?@Z9+6nm*|sT8pyIFd>JWt)~AV}_kJx)vhOR6}v@$o+_W#^L1g2;`Cq
zSYe3h>r?#SEZ${4akc~?Vz`;9bjvSyWr<ms1@${?vp5<LNt=8K?mPv%YFO>#D&=p-
zfdRE7#LrqKYwA>aFN1I@M;6X1;Ah>R!&iPhVT3+ttaI$#XZx2$`_fz{$Fy(`h>i8x
z$=`3~MZit|e;ak2X_*`B>I4$f!wqrrgaIgfD`Zl+Sm%9n8Ti28vqn|*kQc(BT}oW~
zI*hfRxD|88@rciUENFUPb@y9{O~Tk^I#2W`$QtcoqZ=0^#nz5FSUvP9`s;n|z=D0H
zx1Z)yFPgcqvZ*8!5}kv5LVD=1Zh<wo*2oiWD|w^~+;;mIxQ22m6?;8TSnk-{7np(X
zd>-hAa<3OZgD!p7_$7%O`;B}4*%VeSE8U<Xz5MO4D_h{1?C#p%>cB;Z01m6HQG~CW
zFKz!=mhUBQ3@_o8R#CAz$cgjWr2suBJ1E-xz~ejZ_pbtXDlYN5sd*p!@p^rwjrD?X
zh4SQvYZU|gSzeKu?8(R)2K|WY6&Vh#xD@yoc7g3G@S9RlyUvSuuW)9B`X$)xE?oU`
zbyNI`{KY(p*J%_i=m2{GLzlljew!F1F5_o$01-2rvsKHuqjwt9SX^9Es`LuuP))=(
zV<fgA`Y%m~Ai}_JyuWBRr}jZX1KM>(zh9@wUDi&48e_{M|2-X77wa2lr)*2z;u)5+
zSObD^6dkvn&CeG|iW!APw<wwhcNHq>4a@y{;CLPvb8l5Db5hygF_q3RgLO$*g-Zt}
zSTbw3;<oj9RLPKkR(RKxw&G(Ge|{y1N#`>q<u+`XIHY_xsoY&-+SJ>fCQ{<X`4Mff
zjsFgnL_Xx$>W^FYIC1{H+F@=hyvk(Xr9&rx#r5}nRP}t<6%Z823q}&QoB16m$FQwC
zr-S8q{%Grfv!nBXkxR7&XD7{>+@wIdmy9(Uq+E7Lu27>WWSCt|3#k3@?KwzcIc+n@
z-vSHHEXiVl%Gw=Z!3q&!sK-?E>FC*S77nP?`aBF~M_L#@HhK=9TK|niE|6w~_Ehj-
zv`#(v;D&aCgq(<Bdi<#->Wlxz!ID_~g=R-0KXf^i4<%<PhmvzL-+0dhU#8w%Y!=bB
z@<0uYQ?|Ps?_7mJqsu8I@(@zc=Vl8?ri2Zub^1XNK2P_`xGTRc78}Nk39HiuGRi8z
zB0Om^IEd&Gi?pzlM9&UzLZH_Zx>~Q>q1ke!!9W_)kqi>>sTN6O0VW$}Z)?>DfA2`&
ziZrB!cxBH-BkPLf4F_O;M8&b*VIwB>i5~~M4pTf+da-RDN5x`c?~P9*S}<l7R=}d4
zdP2Dp9W=nsKL+qk6yT*1`TtC)CUmr5D~N%M84`p5PscmHzeNYEgbE>%^Gl@Qe#G0&
z+G;vaKS)c$C+jl^=ZM?)C3F+~2-k^(jv+Rnrfh@(3QWxzAK$jca)7w2OecNVSfbJL
zlH_+f>QHJI*be*aQ>4icCxF&i>z?H?;`FV|JK0f2G5?-ZGsx<<2M;`>ew7hoWJLr2
zNX0A%+_P={Dg^Rb|80optG`dEp$Qzj!`4DbMpT{OFbrBy?uJ60=+i?Ay5o>><$eUh
zN)>=)K&W$)x0_=qoE+SrfEVTbKcg{+70QGtRlKBsr<HJvscvK`Bi`<)XRdLZ|Ao*M
zVgx~M#Gp0F4Gy1M)2D+JOGhDdO9lx(tHl?9st;7qqfDy{#4o=7&H_mRo|7YE%03f4
ziXVDAMW}6m{_A^!&r0z{;GF<t`wcXq)<rQYc=4(}6$DrAL0E>MFRNcm<$w+$cJxt!
zAImuaC|k@3*)Lfk&~L(X9*#XMT7mgAEvS${-VO79>}gWHQAoajCGo@9-RFVB|F<T~
zPlZd>K437b#W1+O$K|juzKLA2Z;WQ6z{b0;>uDr!w~&V{5I}7{qqPD98UG}+K-Wv>
zR`eMmpJY|xF?zw_{O`hG{>BMIz|%VqWvhQpCg*p9A=Qy~A_T5ZNw|-tOCLJAUJd@=
zW82F*;q3cL+24~j+!!%3BHTc(S2Ik3Qp}X0yY2Wy#%-KLH_1sM*P`5`4S_vhvOoNy
zhU<&dwh(4AAr#n#<37{))il2I{$|Xh1K$|GKenxpNk8|{R)c-m(jZ5}L)G7-JACHd
z)#M&w!QQKvxAXa}M}W-(y*NrTy|9yyxAB|T^8au)YDuM+8!Dv?PB=96i`Diq{7E*1
zQIKqJIuP^}@$ENuA02qkVrFZe4D=PxJLhW1vkyBQM1M%bttS!2jfjMM_D407Pj8=9
zRMB>S2or6H)Dj`0$InL?iTGJO=M+Nsr5L3&r4D#8_}}d*392U~cnHQ#rMW--HM&10
zq`NS7j@JGuN$tj0j)40uh@1Qo;4O;woqIgziLDvaSjiLlW7v$q*Btg0`8}T`BJ(i!
zY>FkVs8idpWcF3&XV*QDAIqmIzEnM!-fY1gHlQEwBvl`|*)`<-Y<a*5FYU|#0X?S-
zi+$50i6)&{#$pxI-qJ!&l-D)%PGA2vs<o=ROAooi>R#>21KkhXrNIx#Tn84$7+A{?
zf)0l5jt@6A{7iA+jrVMAH&qiy$lBdb6elHsr`6klA*kW^ajw|xWIpIV`=<q<r_Pk#
zKEeWjPf$T!1m-RPUQSLsi9)@m{gDPb_R2lmhzg?5D0A5cgcp**%JxLR2lNT-U>FL8
zczdTA^g_qgr@J<R8FJyStf2xObYgJ(*S{uI;!Kd(rka&p&l-a>U`Phfs32GV-NnAa
zB^_5rqSJZevQxh$iQJ<zR-vW{FLICp*5f+D`QaaNFUqjU{Wg>c>c;O17qWH(Rg%Lf
z2y)glciw@wYeWz6SWlvSF7YwUC<@#(L&DvZL}P}BwNX#^{f#ic&2jqF`0XgxgA!3f
z4o-g-M%L!tesWmCKp5EddH*RE7$;Iwut0GSLf~NdOAaxF4G1F1JrNu>(8z^nfUMC6
zbYpU-stcpQd^cmkd@oOv4th0z9dkXO`^9s?^G_x?{F(T_F~}yuHJb3UqUKT@*vR~Q
z#hahjesh_?w-5NTELfCm!9gg3Dt?|Y5U<m%99f7YG!Jr?;YERo$sraT{<*S~K);)4
zo(uGQit}Mb0g2p5m-Om9G>DH1AASx(kquWt-I%ro3OeFc&IZjXsUbWzUi1Uzn;J$a
z=by2rD_93v)Q#g|KGcAk;Z>&msodsKpo9T;U$H=&AMah*Juu%eI(pMA5|VmV3~orY
zfk4XG3*x~UKeMJ96j9B*M0&h?WmjIwk*!cH!^an&XrL3@Y_+!;fmMq&CscvfQ)1om
z`Yez$*=IXH%}UVG5nA%^w;`D52<%T)j{|D&o)*V1Xw1*gOVm)dz|FLH@M(?>TKJO%
zr|QDWQmMilll$?X1wJxX=Df&v1Yc9$biG_wP?=*rcDD?f+V-b2f)>BqDeT5Q)-X?A
zbJTx)#GwFreeH{E>e-^o-*0-{+eCVjDJl0s89j;yVMSBVST}s}aNx0V7ke@Z^n-4@
zH8(c)rRlTTN#pw>)sJf3BB%myA0gke^zfK{qPFli(<L}QdiB7m(^W3l;i$^=qk|2_
zdT&6=RA9D_DW!ZS)2YhUIZk#Ao4EBh*aKof#1{(2lwAYp8K%gMSR``vd^kyhj=#R|
z8LM_j!t9uT62-#I;8zz|_UUDxQqBDdlkZsH*6ln|<0*+boivXKVZLWCBL){V&TT$s
z7!$bV&F<%sY8Sj)EN?&K#GP`idWVSKDdC7fD&NA*xJ_3SLr%3(=(c9=S7DE2y{(wv
zeq{6)xxJW+!~WlaR70(+hmEz6|8wMJ5pG#sRfA7(K`TN~LH{`vKv2nqVjS{qi?(+J
z$Galq%*imv_NEum`s~U2$F<FW!xl&ffp)&*L<-E;#a`*pq<V@x{HLbv(d^Zb5EYl{
z;P0GUg6n&P4nFu#)q&&vi}=vRen*xs4Uw@pqzcdylG{8&p8;#E=teY8JMyyrT-j=L
z?>nZuYCA_b+Sv5(f6(xUq*@-a*QQ91_q`XZ`lV@qLRwQD*ar<a+WXfhtZ0)Ew9~1o
zG!=R}a=iFJu%3!__eT?N$krE^b@7sd=d6)x8vB(KSx4+~;EQb*DSvq<Qxd{^gJv<W
zgi&%tGE2nn)G2ES>U|W}CGisS7lw4=SZ+oa4NDP&|NMD;eR>z6uJm!{kQbp@?W@?F
zr*L_nd??yRjtOMtEHL&u`BfSHt&=iseSJM>-I5XSDsYNV$!e4_+v${skEypk-Hy}@
zbE?E4<IyA_ju=Mq#H+z?w}1ri19O%~Z~0eJ%pd1{QiW|5Au6}9I&`GWeit0q_IK)F
zreJvVbo07H`lnoWjp`i2(ahM4L;2hOpvq;6bv9*QoU82YXd<d9w}TX_;!+t^13`^P
zN976Yz-vv2)K_4-e;x!p<xs(&+R3%#74B8Txe&Fi+u&<>(!=_kMDi%X<9uU5pW|K4
zl4dpCaR&xnLX=MQTZ?<<V0GmS`Jx{EC)V-hEL=v|bM4m6^Q!*a-cPgo#?|?&E5lI`
zLhMs7dcQ%<qy)Jn1?YO=x-#66kx7xqT}94w=fqmrovl6wx)%R?_|wC}`oRi;;3BCA
zGnsT*rjqNyaWPCOvK_JkV)3z8%IbA5W9!PXVONsQUds09j9B9TXo;NW<+TQu7TmbD
zJaFLVAWqZ6Jg@WwU0<ZI3R@IV&Ud6Lm9aF(y{21VOJeb;kAsfD2}Vy%Y1oqeh2)+)
zRNder-B@9%y4`X-8snJbDg4z<Q+3JM-eO?E{)-jlz+k9kT=FEr#}wKGVmRW*$yP^J
zDw)vX-}RRUxotGQ(uS3c;TQXPLIW&rqh?B(OILTh#)JNDU>{6()vKX*GO5Eq{ghjJ
zVste^S!w_0t22_t=vm=|pN0r(Ia@+h%?qJ5U5dm-mGwc^_scO(x+pKm(iMiI7UNsh
z_Z>(2m9!aqmU7^bUxc?E>35c^XpI(CVRpHqtC?5r%q~qyX~X^~zY2|&cM9MnoOMi#
zw==;kWQ*@UW(<)yj#-JxFv*o3(t}XJ=Z=u1_C60))yqG1oTs=}a5gI4`v(5m-V-|c
z))>2GSXsWToytXX{V1o!l-U`+l=AI^ugu7YmUE_4@4}-Uis2=m0)GaJt!ed`XnN;l
z6|31-cm}_l#M43=9I7%H(`H+RnwV(%zEP}}6GVlOfqs8qCkw}y=jGA^O*Zi5;y0md
zO)r7W!tZ58Db12`t@ek@kL)etEpo1BvW*GN<zemRO174bqr-g~;sOmP(yin~b`F0Y
zc)qdyv)ET7*SS;pZhazRafQFcAW?@d+a_WuuRn9DI-2F?Oe%&!X<MYlRFUj>@Vcb0
z(N7Z&i9EU~O=sD6y1jf|0lqB9A)#V&xcB-Z@9uaLn>g(suAvVYAxRb;tV{Ll8q@iy
zh4&Mjr$+@4aU}<}&uv5Ck?+qY9^OlO6tsg$k=;vcYoH4?nD7h5mCyWAUbvcK(j8T9
zqau4#X<H-7`0x9`7=q47+tt*fvPYg*9$qg1h%&Z(V1u~rc|&IThA!l|j4JlZ%O04C
z=Khj{CX=L$ecRI80#bg=3T$0j_xE2%0lTnYm@kv{`Ywmy1IX{Q#{>DDX_nQVTJn3{
zK0Zw?h-*xu745By;i7L6#g+C}Dif92MIE{&KYSj3i6fzZt;lfAz!dPlNnb1PWEsE=
zlQdqGbbeqP%uAms1-_8h<Ho}Hdr{g$`9&B9sx0zzf{EW>9>stz-<7=Z4B9<|P#0nT
zq%F7mWSM!P_tqEcRvOcHj81qs+xSi%tvq_B>MmuP<LOKtCd!JN8xGvh0<#pvVwWE_
z0vlaVeG1zgdtucU)mF}f*_o{*;kL5>u4PvsQA}l&-J2UgJds*E>6Q!hSriicg}G)q
z;Wx{{2j6YNEn3Lg7s02?@pRg}%n-BtA=x4G()ii?5`7^l4(@0(fs_dF3))8@JWE+5
zfH4d~@2I~pa}qQ-;ms9h6A!Cc@%Q>mkG{t4^}k>R!6{ZfnPG=nL4+}C*1GSc82)*y
z>85+jS)S98_h)|7L3B#WPlp4&D{R8jnIQg^6HF*`pDgTz)kKSkB=Cinq`dcU5@fon
zi+SNrcNbWo7w^+T=<U#tP&p3QV%t<hN2eoy4AVvU{2po@I1`*~+B`&j2`tiF%tVHv
z)`L!zRJiKyM`@1y4GLTSQ1RRL@?O=oD~M1EuliCuuGIb$BXp^qVt&eY>UaC6WGL#R
zIN)i0?&9Nq(xm`z<$0Y)!_XbG^qLz7hL2zUHkx}-QQ8ti0l)aXaLttw`cGe|-F{R$
zwpUKspZ@E}Z1CW4D<P}DdW#S_P3iyb;IpRB452`6Wso(Uz)~)q#561p`2$!Lm`8~E
z-CWHAv5usNqvolgO?!%{ZD@xEaP~N`X1^gR##k@vSKXR!DcxiW4_qi)9bN^3%plLu
zRE3$EsOx{b01?0)a64eorRN7BC?|Trndw76JaZFHA)q4`*a5!C3Sq#XTA;OVK3y?1
zRGH%9M|}286$nmRpPgf0u%$O>cBC9Ullx8clX~gC^GlFMUsyBqy<(4_b1v(J+f@ov
z!e9vK*oDt-%uQ~kB}7Bk?xWiPaMdza8s4Z5`<w*UAwdl`izcenAw)>nk+e$e-TO6H
zI+p%E@4iM*p5?f}RdDT>q3eE0QP-o74ru6R*#$V(=mbP40F;eyQ4Dalh|el1)?pp#
zak+Gp3mvY|5j8k817O2sPWE||VSV~{V7CA}*bx##`Xc)wZOA2+wT@JAqkaGZ#KqLi
zoAdaiDWZ!a{sU*=!f3m!@ZMatTx}^HAN3i_h!xLNA5hj9SG9M}_4=JVMQ`G*1hGb?
zt(K-Ce?h3a6Grs=FdTLLs;&ib=!dCUMc@A-rGI#7eR>Ns`+o-;Gk&%Ie>m-bneE9H
z2<!hIcsJtVe=*j7|7_)rPq63h`X4MtZkYqTNVwUT>Hm9y+>*xwKgtCA$5CRG2Lk$H
z@<=7mC~QeWqt73S%Bz<ZDcvl2c}>FxZMl{U&5llfiFp`$Ms&32eB-=+wBt_#1h9;o
z?<`-wX;X@qJ=r&_Tqhc&s~dNjCMM6{;I%&ov0EB`WxaT7n!i4#td~sc;~wcBJt4nz
ze-|K8y{b(_-;7m`&`OzY(p|XXC%O;mdSpQ?f=<pZh^$q&BE|$no;#Sc$!KsDTvyk`
zYP~U4t)LpQ78K-cxK!tVpXB{KaRxPz=9$Ao18sYAe+N)UW;u$a1Tttx)K9=C939MV
z(l)cRVRF%zXH@I%@t@M4g$oxKDZMsWO-aKMm}xq7kgmh2&Wi5FLWpLgCng44g%N{#
zt=@J}qLlbm_h9AXT99FJH`7W^3(%@Is!M~HzhUv!gLIPuPyuLKY#X=|_W_4AKvS)}
zVnq#Tum0yby>dqlc;5<s<&PSmqKU(n9DSsQE7;GoL(h>6TSO=i)Pd*sh!v6u`x6D;
z1s%ILkU)Lo^T-i^Zc;^q=imPaN+Vg&TEV1?$ArfYVKyv~3*6VDz*5@&0#Gsd;iWj_
zN^8M|{)*s_4@il3y|qz%r#n(rpTD~HHHKvaA4g7M%*5VcgI+yEp`;7lJ|4y(2l_Df
zPW;fi899KU<E-Pr6AuIW<N1H2loIz0{%-Gv=WND~Qh>RzEw3p&r-3aH*d-(QxIl5Q
zw!A6gct)EMA6;R8ywj>1={k!UbVDWe-hH~>LOzSCIz`XUA-&PjJigTU>5VNJc=qwp
zHd)oXey$fbdK<+T?&6%MiubGN+dMjy2bwD0lBB(av`0q|_7QR#JDA}GZTIjqJ-#%M
z8(-7&t%m8KxZ-AQ&-tZKh$*Fk`z$&#>6&ZJce)FWZ}{InO3M0E4RC;Hu+X)L?G-c@
z><Hqo*Z>fu^>#(uAenAGPMfBaFK!$1js4tZeHQRB^ohe-{2X=S!OR8x5suUj&W;gm
z9lHFi^Zh~fGM}U$bmv{0_^ytBkE3P`YfRTgayecq4``??;J@8`aS!H97P9fON)xW5
z*xqjbr{bo2p5{vTW?<LMlN@C2h7g<RrFD*ov|yAS8bhKldRJff&6vBZ0^l6hmktdK
zX}*7XGM;5)<sU6;w^@)gbxl`*)}iI8O**GOI>gR68Y`PG-SNj!c>R`^X2d{daQlaE
zL<M5f&0Mu4T(K66v*XNpJ2RcnCAvdSoZ1FMk~%EZ`19m1;ma>pI?8#dOLM{39b9f6
zhDx(IV?yn0UEKg?fA+PnrZ*Zp5)RNVKB$d#2Nm2YPAW_QjTuc2M|B7-y<tUN-)<nz
zSkz0P(3z2cO{utS()ql_;IfThz;7-Fo!vDkA?MxNyqoxJc$;?>6Cw`zGVnw8#EA0b
zp<ndda*TxS)pw=#{qZ^3+FN(=ow!^;DJy)=S|pYnm}DA!BqHv}3Ch^r`i8{0xz)wz
zZWn(0(21chDSwP9N{yJk1ra#U%DItZkmAWD^~%9Tz!FvzKl;(QD<kGQF~LKT2`76~
z+@D3qe>AV8{yMIFdFQ2ByIc~tACuHa=Avx~F8B7@BS!Os;?j5zX@ZN{yq0Z?sgm6x
zMplOP=I|rI5B@8ldq)R-Uzk1L*at7R)hxDGJ}9?;w6MjxuSf^I(|+|f>STS#nHdYN
zWnx)*kx-Lc#e(npfSJLnl*stpO!G&%MSz1-5vZB!)C>~HA8A$ALlOxZ&Q?<$$hw$x
zg&r@&`sB^0-{lVf^nBGVtVzb)Us^)lR&B|&I_fb4zNLmVH$Eu(;B+^7S5JefW_J;B
z@`4ze0|@V|evcR+uX-MdJpelRDPz#9aNsP+43iYrfBP<3l^HgJ8X7bD7!up6SRtVT
z^_ZQJ?%$^;KMXY0RL-@SPDcirEd-rrTdyA-R&mc0?^8oi`q@*Xq0{#roc=b<Eg~`|
zD#a)=99J6HEzAuUPe}jf)m>~+7)g6idItFwV@4V^-US2V?{e|*8KHT#j3h!4+F%8y
zj-TV7FyrLzPPICd>bp<AwGJQz?gq5=bfdzyW|4yYyiZS~LZ@F{#Ia9V3%$G3Gow^3
z9q|jjliNv4m^lzXCPcl33}-#6ndNIH+weW2#=F;0>iJ~*AaDh{K?`XeLe%`y8fVLo
zvQ{=8n?UbKpvY~5oYJg{D84=cc){=^m2GWgA6mFPY#ynt0Vp@%Zo%OH2nJ3UpcB)^
zcy1B7du;-aE|YD*;@^`$Lzd8OMZ=U|4cUAtyrgD(xw=d`$Ti6qVeL$x_vpuIZWx!d
zHS}y7x!!m_`(6zOUoLU>196D3Uc6<#p!~CZx5C16rm#*|)!@P~nD%bT%$eA8BSX0c
z1v^=ytsc2Cs<w)P%#?b@TKPDjodfmAaL#w-5lQ5WgLCZB585MX(qP2wihGlyP0k9;
z@)`$<fw+KFQPkv6Kp0B4@y8I}qFUA+Qa1`5%FjTq-e27wh~v91e}J4mS|N9a+Yo%Y
zHtsfy6v*l`QrKo-jr9EO6)Tlmo;eO}_ABU*4t;p4IoNbm=|JXftGY<7+M7oUs}FOY
zQ@~G+XHyheD;wOS>pgJb`74$JFnEw90RMviJiC(POAF}*Kq2TPrt@NO40eRLO9R=!
z;wGE5M;9;;9p44)+!ICWVzdyJI|b}-V<Plx(Ij?YV0bO!$11UE5)V}U10BjN!kHfG
z@;Aoo6D64%W!U1ub?L_*6=c;a08?2=i<;pv8tJ;HYl)7&*OtVQoJg5arWAfuhX)n1
zw2%`H&<1l)0m~xa{uzE(TADxrAn>P95(v_V2VNc#3<;Anh(*RZY|sKume1eU<C}*i
zQ-D(M0c8JO_p(G92ssDsyF!X5A0-S3=uDgW#zokoi4Sk8BmlB`0DtE{*9JnNPP@*-
z2fpVxmWU2q{!v01jwcY-7=I(&O1wxQzhMxhAVv0^r=`HDlROA7sqq3H#0GYNKH{7$
zZI1baB|H|xUh^6QW*}e<q{vAZBfRt!Z&mgMY)J&5t=}6<^By{8C|g7gFW}>lm9*|6
zkA}So*Z-MqO(Nt(Qnm{WI-#2IIU2iY<&9?B07@fV^5);v3&A{mFNShkp_=Zeg1?0A
z!pI2mdv~1yr;g}mh{G{op~A}x?y#U|ccpy^ImFKOUlk)iPJnw^Cck#JowyZNPm8A~
zPMilUt=Ti|{bXTOlq@ZtdKjH6919hs<SGZOdKgZ)y6e+4{E2IL|Av>8eZ?^2XUOa*
ztDRc!z0kkfe<B{MsBf6qwzUs|U9pix>H_|D(RX!{7IMygV_*FS&btoFw!IktAviAq
z`^v~p5|gXqZ$XR^pPD^K%sKaU2jT@X+aDKHLIA7J^b*?s)T}9-;b!-*@ZJbjTkX-o
zIok+0et5VV@(Tl<l+TrxxTq`8)tJtuw5I7ht|sl}Q62e&GGJE|iM8phyAl18{;jE%
z(A*#^K2qaU4j&nEDjehh^LHP=%b;Y%6K}EXPkg;hR*S3RYe&Fnc9<42YCIw^;xhQm
zT>{*cIMe&mjhGS4S<3*{Jw|f68)^~J&&#?IDY91TrNy58n^XUw7+{dPZPxx5I31$R
z!num4(8BFG#t*Pk9F4&O5qj)30IzZ4V(gcBN64wrCnE-odvW|#)R67&H~<e31Wf@g
zP0B<TgE^3<1H|oQ29&aa8#S6V8c$APcm@KAX9S~)s=xUSL!eLmFlI(HkVFpUS`$^p
zq9Pdl+e!i}M9!1)F+?P`%p-$$l6Qm|`kZd^AO>5ryFE9FM$z!MixQLotnZ-!hbL3f
zj4%N0VU-0xH6DjdtJwO)sSlXHXYxjie9a;s1=7DIbE4d+O`{>RiVW^Mof2@l{u(tW
z*S0E!2Exm>Yk@$<KT{QTW38AO`bZNG*qWRNF<^K!D%eir^d<_W_i$%u5#WZhS$h7!
z1^3O0waXcMpxi1r<{osVs3iR}Lep>uvET}|*|`=?a)%C=WEl*OK6~Kzx0nrD=Pe8s
z3^>tk0g*XSH~(F<1YF^*DViUsP6-uZtR`|gs|EMFJ+5u2b$e&YGQ9fJUZ>Gjw}QVb
z+sy-36&nthf5%>=?v2N$vPu4s%jg8U$p>I4Xtp|*kUS3+4WpLxBt&)H3AS5hocP|+
z;zc5ts{M%q28FbEY&T-aKcJtI9qzdj-%$Q%i)dR&nj2uX>PrhA9~7+cXw7WHn@rZb
zANb$h%KQ|Lrc!K@|Lop=nEzY0sXmR+91I0aro=rEzR#8n2&<{$sE!wMyK-xUs9#I0
z&;kblbPpc@k`Z=cRIPF+UKJX?DQN#Cn>_a^H1zmQzun|zRR;JFleaAm18f1>aBYAy
zNGPIy0~(Ze;duRlz0GkA-6E0Fq^b<JUn>lp(|Y-b-(#1f|D)S?8Le8e_TCrhZzDtV
z1Am^7_D%xhYYs~8zoo*=vez3kJ?BudPL=Hz&9ST4op2GWN>}?f%J6i6oDY#t(|peM
z4F%dxi%)DkN6rK<lbiBIl&Gtq7Wz7klxHz8NjJY?EmIN@pV=rdVficuY}X0Mqf7UW
z@|SXzI_X0lKRQfc2R?@MT2wQD>raY{A$#Y=LM{2;b}Iv_kl33cr+ynh%uKH1YVqSX
z#xX&CyFw)k`{|y)%!p2GG*S<exU2T5owCyv{pBWqZi&a#08Kr`%DU{nYMbYf?s-v)
z)r=V-&{vz-bA}!5)H{{W1VzgdQSR!Rm;JoMUWV`VMU$Jl0ZDzq|JL4zUvJMSvlWfI
zO%1ePLN>-sEUSqL+Ypf0LQ}vc8pwVB&0+%D?`Wca&14I8I`QI7dmPfF-3!`w<{e=~
zmYppfTzU*z3z<}nXMn0_W;^59RUcPUCc)tuSFH92L?YSpfAApb0~Dy19V3_Ko?F9b
zcHe^MWf+vH{t(eBte0hY%GGD681VpAfc0mC#ou8KMwe&EgVEkew0k$lNWph|vn`&M
zL4Gzd7+0Ln@G)tJL*qqovLXrk)SQNyVgqin+}HQa9LFUT8g}vgxNHl5Vk;ubTBJ2Q
z(2R)Ec~YCOZ}8DXNdKdSnKKJ5qu(D33m64FzPWFZNff{wUw_4(Y7e8mW)8QTbIZJu
zvaYpWXc?X7Y8@kW8>D(OM0Mu-AgQ>%c!b#~2UrtVylvC!%jAdMmAfSO!~vLhHB!ll
z?~<l4W(f2gUJ-*LG%$?NZxNMR(GS<fe-ntnGGaw0(OL^pnEw;>PWRU2;VBN5EEdn+
zl1C5{Czv+ABuO>mkfALgilmacHyQ{^+y{aZF?ka-KsaQV3V##<j0*5GpQ6a4thKY9
zt&vEDFP9bJA0I|36OP&)%6L)Ney?X8FwqSXqF%($y14}$wgvy5P_*Wb&!Zkx-lQvV
z4dLoiY5e*n?EoV|Nut|2^_64dykoVBDO$PksFfC%JLF?@50?vM9u%1@%y^lb<v1Rv
zt6ZL3#uUAe5ao~8wiki}5-joPtYGW!!d$j`fb?+<YkT|!vUXo}4!#;0c$*Oqt3{--
zojm|B>Gb#~5+fumfZ?c*87_e!cr2WQiqY&*;S+Wawe_0fUb>@N2Q46QCyaQoM1n^P
z1~UvGmrJ`P_5`#8kl(l|J%I@Gv|e|G;<({H7r4v%zXmrmn;rCN$AaBDnc*Lcll@Vs
zt<<rrfDBf4KDp&VsWS|E**`xX+~_tM_AjFWfszuPsUYY5&yGyrVO|YYyeCA>(Tb+D
zIIdW@+BdRxA-;GVkuIP0fPTg&P~oTM`b46z)-LYi;TmCrmEl4ko9z_fGasY<0L$su
zu+alw)b>U(17aKeIjlL)v2iZd0F|n=Kn*SLO5}l>nhUd9nBAv>*CB#|Jcz>z`eA^>
z);Da*y|yo##r<+lLI^HE%#64u2B_9a43Oo|ea5S9d{%=wthO`4HUDsk0Xp~e0RT;I
z0wI~Gc4+UvWyMWsE#b!m<*V1mXn^7X>6h)xS0SbTVVBxd18FO6iN<0}d|y2=SLXN{
z!(xO+X7YSrsx==P;FHm)o3%>o32IZSJd8P~tIf0dn+hmwLqc-E#{?d61w3n`-Iee#
z2)=9HMFqx?fU&Tn%zwC4k9J{(9D>V#lXtmUIq#%Mr&W&MIm+*4lEE{F6W-{qk+Hc)
zhB`GM8C(NJvE=$4n12H8K}nIAobD0wg_j8DY0OoWh~KP&L`H%<v%vw60B7foE4^&@
zd6EwAxcLwm9OH-^-;-~RCf!pivaB(M8E3cJ)9&TQOa;%^WIwI4A+&9G3%pi-f5((K
zFY--+l|Rv`cicmM$bCQ~wFAN3ittq`X{)#e_!<hKjKm%_8epzVNPXbhtMjd}`9tsd
zB54JtWJ#2e9u?(t9Qb|U8Cv-JkN=2gBB}(_Kqz-C_&#@|PLB%QCr{xRhPljde@hNe
zXs*#11AJ=v@xE{WH9=1?mEy4ki4V`b_vj$D_SB=HopkW!Orc4)|LSy3>`+|weh(<S
z@A|KKF6bir0x(O>{|}ytM{8MS_A<hK^lnq~Kr$NKSa9EK7Y8Bua;`ihp3(bR;3MDV
zGU5M-fcU2*M~4xNSr0#a`wu{-qWcm5RSB!WkW^Bp8S45m@crLC(mrI6^1RlQmi{AH
z4K5OLT1>y!nT8#y)!Z{KNnVJVXV@wS)f2*fVucNU3rl*$ci#wcjqZmB;XmxP(ng2e
z8ckqTY{-SM*T`!ynF$DzCHQ&$R;z-kEbz64=UMD*_U85=lOM0v$gYeYZA&=3tC22{
zbv5IZ5;FU>OqOO2^D+~@n{3e$ud(7c=t9y9=8N(8%<k2*+*dx%LGQQr%{yg2@Tpo{
z^`jN-Yc{AoLS1xAp2uHCtRh1@T_#MJ#V*9!6r7<5Z=xS8zYMRp_18HO_P)Y##F>U;
zJ2klQ|M+_Es3zL3dsvVN5_(CHDj*6H0qISU5)=_BQX+^+K#CMW0V&cUw1|jO6_5Zb
zQbX6!16Tl&j`ZG(^j^M;`+nc&d4K<WYu19S5Hd5F$#wSGXP<rShRd1-&fb-;zw5B;
z%u+L|Z+u8rk#TnnID`^5#ZgwW>HducVTOR$%X=;8w0Z5d<qm{iM^1H(xbn|-lL`v^
z8iKTbYSoHiPS(;T{#p1R4wji3MiTJ~#3`t}IgN^Sl7q|CS-$5BT_fJS?^6VY&RowA
zLuQKgu5!`iGfz}Wag0%+IGqzgT9Ou)!bR^a-qd4hq<m&&?DPq8{de;My?HZ<Ph|%0
zEv|X|&vV`G=bR^EyUcx(LXpX&7$oY;{8xXQF|2_HO5XRUJYpsABY0&5CUCdS4y8GR
z9m4+e2rN}RFf(mEdi=Gs*sC%sKI31zqqoF%TBqN&Z7?#xdASykx~$)$q@Ab#M4SA3
z|4lN&c5chs0<$mh$mPg(JJ%mOaAo1|!T3Azd?YIQU~ax<c5e|-PiLQnsPgdMd}_<A
zK!;52`s?G<2TICLRUW(}f_h2S3l-&hM>{!ptxi)PP3J2;PF_EL<|Of48hSZ-S%;<N
z<5}ufC&DFt6Q$*`O3-ir>~lcR_jU;XClQ6$_nv=ch;~lVyvt^-5F=)Kwc%da8r+ED
z$y}s_MV&yrm}y5)q=5z|M64_5FxKRB8rHbx<Im+S=`1vAEW=Gf{RH>8LFh$IScKn?
z8+Z++g<{+a3q<{Ro6;{#*Fj_>6zra6W1iNua0He~y2bqrmFK8rib#dzMe_YhQ@(QX
zEqmk9{T}@7E4ied-tiyl6NoG%&}Mm5y!@e&d_~yYxZ7vm)S%Qj1Py<=ZlsA!Yj4r0
zOx4cA_lWul7bSz1BL6D~-nP!pBSXE)vL!29Tm|yQu2+=kKP~{O&TnV4@h{)}^S_wC
zqfK9b`>apX)aaWUqOMmGeb3?=cda^>J+^XdJbuPGSNYVG&i+e$oLn7gR#;o8^WQ$A
z&CfWnric>eCsO&UrV0tme~4MKA_bg?+6C7e)PB3B<tjzXd(qJhZ{77OQWld`@etIh
zst&rF)9EPfQyIc0lNbuF;-cBP#9x+1FV3$HV4vJ*p}aljKU{O_h$zhXN2CVbmhs67
z234k5+fQj6ZXFF6n}}{h-=(GwjBu;Nda-3PallRo-u}D?kuRsQ7~0ae1u@^Cw;SL=
zh}N8;SxErvLXzq`q<hVu?L4&uS}Lu%qA(j)TDN&}D0_nFtEi0AlMYh}%0`RIv1)IK
za5h41gI`i1isx3Ral?AA`UYYt1HhvsvEe7`UhJ*5*AOH!kL|N7pvuyhk~76$aDnME
zeTy=kOhtWx6GV)jT{}vP_qE1{F64r-BA_ylRV#RBLGrOvoHJglz7%W93Z&5YXVEGi
zV8R{nw}(1cmBd@duKlY`Ir*8+gL$%%#GY$;T;abj?l1Xt{l<-bEAsgDUnd&N&xL`7
zwkE^R>XVPR)}QB9uGH)MaWpY%>|%vg>5LsWCD`V@x37!qoDOYVp9mJKp+VU5gkD~k
z(+is7D`zLA@>!%;!72V*y=i}niv1$&MQQtNxWZ;G?(gCN)88aysj00XcC|g`sAhK?
zf7I)L&y<tPX9Cyl;Xmc-yod^3((w9!-U56buPO1FZ><&vs`7{&e7_>6(m!x+rd42W
zK%b6P>WBZpzJjD*vFlP~<9plV=ihZrUmV&scA@OpZ#WA5w^n3B9#5&NY9@()kG%Fb
z`}e{0hyB)Q#%qV0jjlFF4lq5(`#ZygYMPo{B8?DTk_YR<g85X53M%v0pXF71q5~s?
zmJvtXezfm`UofHC`q{IsF09(IK8gx{?oux@h8~;4S_+ak7LBVO+-bsh;cSC+HQo8;
ziS~`XGQRf3G7Z6_`DSiEwY{DyCAKD#vbep;*55Og6U1f{ZSFJepNikPt@z-S==Z*n
zqUZ%Z0#wiQL<M(+Btf|>@7BJotprq&ZHr<SVqZEfaeXqDMtPYex4@r=<Tun;)Vc*;
zi!T3kK%vevKKd^5#y8e*fs76=x^H3ng2d0rJ_qNf%Aug`TGJ<|pRw?iP9x~_mZ18y
zbY%CCEy|h}K2E}?VX<(6y$KgWLbOZvA;@GmwQnr}4BfV8Lr%}m?;@tbm4Af+wXZgo
znQ)@gbL(b?J#mv^fb|pRY4DmPklPo%4MuyQGCP5ewV_4hG;A#ilD9N#s)3EkdeTv+
z&Xq`xe<Xn*anj>=PDI+NKcm8sv=$K<=DeIICo)_(0%U7SfEhI*@Eaz(+|r>15oI0%
zorg2LMDE0~!9KeK6?djrIBAl1@WvuB;8~71;s?&dwBwsLJ^oRV3#{z6FP5-7%#CX3
zG8ROX+;yTvyq*WD;GF!>lQAjF#PFVOCRDh{Sx@f1)dhMW7N4g9hCL^ImObi1x3Lm}
zWr`n%duB@j7Lm-b65q7Ow`cI7!}n0WzrUy8KB&t=U{Te@;canqN_crvk*96UP1De2
zz=ve>z~+__4R^ert_wynqfRX_K!1G)gu**qb%r(1=>lfh+h|=+8|J&FK(8g0B#!9B
zpfcOyXkhImPHI3-d)Enk%qP{8%}$AKKDUW6I)Sc-ui@n}enL2;y@d=};1O>qhQRCM
z(9NiuD~@QICo6g8<kb;tZIU>-9%8Gl?!r-aGksL3hF*{tl-zzyi7=c6GUf!Jjsh~z
zYGT&O`7;fDWnH8FZq>YO3giF+)nLCtdolthOW|9hJm4Py8KS+eABOX^!CF#=^fJS;
zN&v-Rqu}ot0FgD|!3JLHyM3|;I4bR3R4BN5rM2pv-SQw`kO4L+7Vcq?eY<BS2;v>}
z&yGw$M-8rN7Fv)?@tk=2A$afAe=i_MDDM7pu!(Z<-o1K6;<R2Kd$*5`+NT+#i=iJc
zY5bPAYx@<Ansx2D_yo>j;MEY9Ei?P$Ovs>(FhR`0fc6&y{u916Fg?%}zp>>u`!s66
zh`S#0<bW0u%UOsq<F=58=s}gQ#nD9^zE(RR!!H>wq<4;J?UU@=abBp!1&je+OxejP
z{T{bP8jWpa;623b!a||j*8!=nl)}ds+HusMoW}qw*csi3oA5bvj<%iZVh>W8e3Ho}
zc?lPAzupIJGL#mi<fZBCbq0%0OZ1hkC;#G_9_0<9ohvAZLeiBHZz=GC|31A7n4>~J
zn9ZYK6o`^kNaYIA4)C8WQ>_Bi|5i|aQEhwm0(``9;cNhL1lm(h^o7WS^m%LyJ1SY#
zj5vHB6f<K3Hm1Q69s~5O|CG!d#KEi21>xf03IVvymp|*%>xiQsFt;c{PF`?hogiUJ
zDrn0$pIUOI)xStD{H6^fz9<ZN0TBTA3c@*f{;E&M)$1E=?yeFhe&>0YlrQ}JC6|7%
z&9J3X_=Ml_!)lix9=q?{{PUGohB5vQQ~g&3_QGALgV^m*4Bx9KTNzRCi<?z}54DX_
z*e?I>@+2%KPFj+F_G&B?FhJiV_8-S%-gbmCER9q9gpCkbV@CDve}wPDiNaV(D_z&W
z6B?J+sOK!`VP;gtPl<aG8G&~t4x{$sjNrWYQ;gYbT(+3lAxtkqksBWvIHPO=(KOHm
zv6)P%p09TtGyPVJ=SyR)rPDKEx%u3TWjCLZ)e(kl%(E5ASzJ9h=Op!eFAE&r{xxsV
z*wl>gI27Q9t|^I`tpt}uYoX55XB?(eW&Q@D55>T%>hQ&j7q^syq-N4@SwV^s6^eHx
z-oH$=zQSOHX-lm;yP}(rJ)h3XfwvF5g%>lH_+7m>3LSWS&;L8zAD|xYVrg0Vt(GQG
z1-1mCR}|)d)bhJmbB8^sv6_nbXLqMaH>Y5L^lW%5@NvoC&o`<iw<hB5vIYa>IpWeQ
zQ{c0`rASr}MjQ)F5Cgt_`gjAqn;DFoBFnHNS}sopAq_!O3D)A*N6^?X*Q5-3#&KBY
zJissl7eH{K0fR5aIF_4^U9G6%qV+(p@91wY$+ar1<DZWu0tm2GP(HXbd^8NgJNlZ}
zz+t(?uj-c&`~?pflTw-Z2aq7c<c|htuK=BB<B9O+PcI;HUBd+x5V=Ca%m@KDAsmD~
zi@rdH54O1AU6;=Cz#$z7o!jCbp)_ZKR7cBl@E$R^ve@?8NU(XGWhC7A5o^U?j5M}}
zi3<kg9VUS4?f+U>SD^Z*@Ywlp_CHJ&DgdJY>|yv{w#Ge)0b1zJbfcvsx3`#^VxhuX
z5b(hz#@;>Q$dJ_mufwY$`aYO6&yeGRxp1+a^K|lTgQ@jbQa5``+Wct!zjz+yHunC0
zSQ&8rECQ2vNrF=^)R+Eg%PY##;`t?`;{`fTs`}Grp=U4rdSGn2GNblp?bIjO@Ap3i
zCQa2XW)l>1P=1h(hW9y)aaS@J*guO-8ntEG!FC{Fkt;f-*}SK=)2DJ5NfNd@kMPax
ze|X7n!>;ix>KA{Ov9WuUHuqW^#N9P}6CaC7L6W9hkoDuhu?t4=gshm+j9{ZlN+lbi
zHT*NN`Cd!2hv{xVRgFGf(cA?2)2;6Y`3A+gjr<q%o%M#q6Y`m#n#^I;Cc0d6&X~3y
zPSjOjtRHXdZ00jl`WqbvjS7IkeuDC*rnI^*7W+y-2+<<=Jq)xcfY_XAcNTHov<lk}
zA&&C(0!98plNcg<uIVx&@%qOc7)nCR(ZY3zz&FUVkkpt{;i8J?#6H=Xo7x`o-n{or
zX~Mfd)rDhzJVIBV1!pC`xQtk+*N5vl*(^oZcdayjwZeJRYusBjsh26~%UKYpzqhfI
z4^~6cYX*%+zf0!^5cE8uPv^3GCD?d8(sdN&yg6vI*wCgXp@cSZ;cR1fYio|C7LAK5
z?euflx|@a8zud(gE07G@#=(s_C;b(FPx>o*De<3I>kj>&_k#QLum<fF;60B8$tUsU
z6G2SiqhO>A4`Q}%x9QvJ3BPBL(l>zXJ$@vK&^Hyt)JfE-ygbB@IC6rR(<J=w4~*JT
z7t!<Y^}pYY(KeZh>OKvX#qzO7ttaZ^4%X&SQ{P>Wec9NbcNG}%^2AzSjd=!W6q|b>
z?*19oGl=n%;CY$;X8S{wzJ*s1XzIBa(s=U@mS0Xz8;UP3Q2FE0oAAtc`<YJ*4;V((
z-Pe{~ToTu&Zx=XIJ|r1@P@d;sH}Jey+}u;)@S;XU(!80;i|o&G8~Ksmb^cBQ!Y}0C
z-wdD9Z5n`0H?zTrqn#VX=pPzC#|1}(61hL-eGi&{Z7YN!$fze(W&}M~NV=lY2_y(c
z#Ch_rU?SuBHkn5bnFaVpwrPSrtL+n)N=vhgtU;D@w7>0YqXXVsZWG|Ag$Aa@#Vj6v
zW980{L{HN}ub<h3Vq(bRQj8Q>kps&+YH8?GP}BAddKxSJwretm!7iR#vA`NqzTZ=Z
zF5vriv$4^={n|9rG~8E+QJitdLtr1STyWLEGBoFL8d_oz-7TJVNnmuSnKEQyJl;=0
zM!;r>!yt|#lH>lKfFy9y(e?u5uI*JZi?(2ni}CK%n_k1l@BLh7`r%p{*2#zDfeOCN
zq)_-%BCF*o{7PANJFyn_YS+<$+wt6gVLOa0z!6UK+m+E#QtNVd?fA_>rT>+G{r~;O
zyAkCvjyeA-l>SX8)Ubu$|Bn*vzey2@srkfObdP$Dg1jqi(rV3=yndJXc}_fyARz@Q
zsd(MTo`{TFxd2C9P+QnsbTBPSB4P6QK}pW`(?}qCR3*|q|6|uilK#uDnK6QG-$G=t
z2$Fy(u^SX;&D;oRxAlz6YPYWX3G83o!!=7@*lcdmKt+Da7UM)E*oD~5woScdwVmd_
zub{aQ#7o;rH}wK(&Z~Y!Hxr+P+vhX*(`VZeH6VVl^F2bfVb@Zv?unyc>`k~ItGJ-m
z?B%Qg5_6XijqdrXT**r*2C_+B94v`MUVE=_xFfS)V{X{_w#82yPg5S`=%fo3aJirY
z8Xayhl=CBIw;z4M5R!(=KumcG+&*rRoB+0Orp3>#7<M>8L7asnT9h3X5Gb!tZ-Rsn
zA;GXmK#B?AkbP#YW{_0-<A)_mZ-GzKT<l`-*d4RNsDmyDY>i@jjGIjM#=Sa?q9TD(
zbfi_y8G4w=K@%0C$^Lc`4@T`5Ng7Ltp~M(SYE?;6L-XwPQM0GLWoiXb>B<wta97+b
zFz2kSrUjI{X{wI?fJchpKtlG~E)oN1{UhoH&NohK-Chj8ap7JdZtKUN%DgP@=*yg|
zm?uPftQ!0}6vqWKE?@$UQeqY{#92pw08iT|ZsUc%tZLL1$cEwWCUC*bc*|fg>$S+6
z_pXgRMAv^j`!OHr2yk|kt3rWHA{VEe&Xd(02DSombAX=P#bwqi$9@{a5^i!jdBecO
z1nc%VX4I%VgAey|Z-8G^){L9>p}ig|(d#A@;{bfidalRR#9}FIDWfZO=4B*O2PP+q
zXrQDAh4H_4ls*GlK@?E+)TYm~t7~DezJ{aPgub*F9Mq{d*Mkp~Td^Vpyhm*3wx=#C
zZH2CmvXgG4;_(H<R_P_gim&RGY;w>8{t{qjeA2eq+ii1_JuyHFan=JTEnSxpZ3R7K
z$}=f0bhm;*A##Cuo&Rku4XQR2?!*A?{G3TVCFj5u`kLtCF1F{>&?0akvj^=-Lk5#A
zBP)Bue$vUc_SD`D+QLrpq#nm#qQ;oON3PpG#q2dOX-@5&r`o?5^7h#JeJr(qP|Y{W
zBid*|_Ly?Cz9|i?isx0}_+Tg{wcuX_G0PH(TYPOA@lDFIQylKrH4&Z9=4XHkKub)B
zyaZaZS@>c_l;78Ww9?q|@8Pfhy#^Lu!!-|!P`Veje`8o5G%KH;wQg6wKzXq)faiQ!
zVWFFQ0dKsn&1;4Tp}w<8l|3z)k6yP1zY39)_4^TDctI!r0JC{ZPTRv)@=Y8A6D5=d
zF(mqPQg0S*`@Z;hU+IET3d#7x^AF~|VWn`L@Ep?SwGrQ~PxD48uKLV>d5p$3zmpHi
zs$>2*Cmr_F1AWg6(vrng%3yE9G;lB)bAQ4e`|2##Ew6N}gd@qZ@%uAdY$wF}t9-l6
zb7kt|R3(GN_w(PFDA$KeZml)Phjp=PD8adJokh&RQyD`95|Z0Zl2;BSsrualb&KCv
zFjYRTP5QHTnJhj`{n?pQcC}p23;mIcd;V7P55l={$~?ch3n6^hTfcU`;`cR75n{}9
z*KjvJk~QK+wcOrH_E`(G_!{rL{3WS+V^MRvD|-3(scom+-Z9Ab{$~?VL43)N1j9lO
zkJ@_PFMZ8eA9gre`Vd9~D`50EaNFkL*}i|+JR|!(w2{KQmWLYnKRh!%o_Xx~a6Rfd
z$y|F{DmriIXmnFaZkTAEA7@auvyw_PR2)RC{dV;>S`y_VusEN40RhbKxy`YdpO`wm
z)Prmq0H+zCecCxtD3{1(8mJ&61hMw3I~1pD+JnXR8aoqf>2lc+(jsMUc{S4uzIh9e
zs}@avJ8N0^bNrm@Men1W7l!1}d;P`lEb9e+Nw6)~IbB%4tKp$pAH?T%7NchUsh>DX
zia!NgKMHJ{uM;pb-NdN*UAcy^*@Ufhg9)nv%~a6M!OUe0!QGk*rgbCZ`9Kqy()|#d
zY1P@^O$9ypCdbem^_8`D{M1ril{B$-qC_q~=oQyXx%7t!l`jJ4s19z|$WhMJlWPdS
z0@;>y;dqUR5oxtPX6hCh@^8rnpTL*RcCYz99y`{l2s3oMU47=Xmq>S@NV_^l$d|eN
z(3mh0-k<6~%EMZlPu$WBJxGTgB%=14vvY8*RD7iqgHHOrJzr=UaoJI6s?w95{QNZS
z!x!HAN}L~rsaZ^#n%CcwH&U)413Sew{iP_;s_D{_8ZWXTGjG%#_Vru-E#nCX%7<t3
zzlHv4J|ve#0)CPHK3P<nv61lBWOaS=X_wmUhNf0&B+Y&$6HOTHW^+0ejnp6G$v(#&
zax)ETru9W!eKyFbLAYeLQu3f^lF-Ylp_pKw!{OJyt3Sjf(m%IrO;a*QSzIf^y!Ozg
zMSmLW`2e}oxPLyS82jc@+eq{1?dxoN)?M{#IxOjmT%bKuid7+?@!gFw3WVS8;K#;V
zOZhP=d}J+Ux*73@3@35a3+0QF799~~#K)aMc(R!A!BX>S>(%!fu>@}iFiyq9>oOhG
zpLd)9mN9&OOFd|(A0Vc^9SuWTL9i5=0ReocU|d3o$-KMsN>BwlnKCwFTE&moX2<vF
z@{+F&8-K<MS1ysiVYkUc-MpdWr0I=68M*9n=R(O0L1E(sVn)w7E*rsjOLwrsYf${<
zuXmTQ!Wulo`&R2F4>>L;hIyKRe=C}6+LMU2Ff9usct(7rhPBmP2E|+%)C(~M#M>Nd
zXyv*Y423Z|3mf;MFt>FU!K#t6DWL5pI#8&6K3J01Tz+DhvvU|Q*!C$5GaTm3?dQ2l
z<goF8xt`zZ+G6?KmSfsJp-TEeh4Lx=)ct1?St~GN_*Qx*&5QnN5u--jR6gwOgho^_
zIy=6gy<#jajtwa*!ic@v@J#2dmXC#}Kj&cO$4s~cUAJ|K)WLP)==V>mg>&OKK8AS<
zRhi#P%=e>l?!9y$>6CtB3x4h?%<u_`5!iux-!O2wv6#VjHz7tgF%Wg<$;F{l12;r)
zVl0+4CA%`N>HCWh$9#p^R<7<;9dT?!l}dZ!dZ%>!lzu6%xx$cYmt@u`s9Axp(;T%+
zS6<s*+FjwckIkY1hNg2H&%(z)ztW9WpHcUI-q+BH^cxe_?>lNNoB0uTCLE~O&UL-H
z*1U&{|J7Eme=XK;tk%e<W=AL_CQSZIEV%%~JAU(K3HkzkP59Oo$-Un5??&L+_&c><
z6ltgVX-nqPb$n?WaWk^`za6Au<&LvdUQ0>3)`#jAVJu|IaAMHm>27w0wXVm<;_KB{
zJ^(C{tvat5nD^}6BOoFRLEg3~JqrzQ8^3D=X*0KzHYX-_lRQ_?PGhGr%p1@nr&{$Z
zwlN~85O93VgY5}ZxW<M0fu6Dl>W#bKM347MXZXC=?RqWbR?&V3rJv-qHpGJ<PJV1L
zEe8iPn~}z6w2c{4gxRD(ai|MPyqTF}NKCZaCgKAjxPCOdN*eZRqTC5vY6#2?%;*re
z7AYh4k;GS|B5Ek1@#%+1Kl<4`b#Pxbg?L?ScfOOy6T=G|EYL?W4Hg4mKKRfK3!*K>
z>`U?ak=+zz$B|4j73?7PJbqR`wk3PfmL8S~#R8(R5vz9P#SI;L=>1+ihF{UW8lvRR
zZNVOfBZ$f%Y{u+dOcYOl1++<?s1?xjx!Ue|tzKONMO%r3w+X#T#T&~Zy$t7qky&V@
zcgLrkd(#-~4toHyOTtKm=zB(t`n#&$&lk``Yf7*-?WkKATEqoGtoMCZC_GqDp2t1J
zQ-+A-zMm(%j0*ybJgD$6XsBq^GOkeEv}v*R|73D<!k{(Xq6^YUy`X2uD+WA%NVn`8
zHy;v-yX+y58rEE2l;)0gt$<r%xeXS(-pmmi>1TsAVyTp;LU|@U`=bJCDo|J`xS)pM
zydb3#@w041ebtG`y0tP&3<XIZu%X%V2s(?;*uc}-l{+pdx>=l-6g5;vKNo+pM<Ah~
zxJ(JHFMxQZJOYl~KzvA7Q`vjPCD7a3NyGts6q3sbOL9;v^<D)9^vNyBB-?Kl;BM+*
z4*_`}I7VX|M=W=tHa*m*j#1@wro@TL0D@)C1}+y8@2@7oAD&r@O|7qxI1BwODn-=q
z!>4R?^Pv3I*O@Lk8MDI<?!4la_}N>=S})Kgej2vOASXqn*=!Dgj2QBZf=8lr5=Klg
ze=qk>at!)6h<`eV-Wr)+#5`H<zHz-vpWv?Fiu);mIBya4P}VcX0M#-V2qp@gyuHgk
zOkf!Bh<JzQhBdMdB?aS7)Uf1fIA18|S>;iaUw4$G=L$qE>k{;i2~R4ABloMCn)ITq
zjJWK_Ui)dghsO)s=4d2rq$;fic)g|8q&VJHnaqm~o(YDygqB9!Yq>(Id~}OMPu-YV
z+0!_?_5j-?;}tx^3fY16yM6nJ_b@za8V?x8T}sobquh2`eMSo=-6YtI9mm%`&QdV!
zdWGW7kohRaU4^i3x+~T``ZbY>O(S7DEq-Xg@_olp*e}nbedJ8UvK5P^Y2&b22j;`s
z7Y`$^)<p?cv*ns~h~Iz2uii^(-WsF$=qiHI*!O0ZgW5>t8}vaEq-6K&n*si;!*&F%
zvr(PooV$Le-Q5uM#w|L3FA-@*Y69bQFR(@GwLTZBu2udcqHrKMMW^?+jLh$k_ycm|
zb;BL@7L6d}y_#DaAK&|PM6SKM`0e7RXkwUf+jPQGzxc)#CGRp8f@rHUo)n1lvNaGV
zO3d8rf+B*vP=KfX48*Jw>%<3`t8h=QraJOMmnXX3X2*sHMj*|ff(1cXU_x8Njy$zw
z(0mex6tK7#g!H2)lM}-F!XUd-=yRh!xJDv1K0Np#CrsAjUKr%H`t7#(l-S>m&C-b1
z7hO#-G5K$LR1oLC2e4TdeToSKsn>RMjbyDCEq+WR?B)Eg=-KnxLx1Q-_5yH(93Xmn
z?ff&F_p<4379)ykov4BVwFdBIp2k+ys(;8TmkbDQ^ly8Vu#w5a0+z==Zq_`oTFMu%
zeX^GFXycxsG$*kiPnHuC48^05uq^2{i3#GUAN`KW85iOXqvA~3AH@KqzNv4m<+E(K
zk_cLr$beyf8|Hor6mukLq2i1Sl)&z<`t=fqnI0-#2wLT4?j;ZtdBnSf5IbHytbj$d
z1{QRT3(PR<!)z-Q_xM0|Wa)InK;lNVG=pkKCHseEBR<}l;7+CADgA{mMSP_#Jby1o
z%|u$I*wN39D`nRH?vi6iRQ6$QNZB?qcl{bRSa+Yx%TxJ4yC@uY6{^zSphPT^3Dzv}
zQ|z5-Vpq$7kD8ldsxkadcl#l{C8blTxvhcwscM&-vgB`W-mP*%?i>1<KWU<MJO{5?
zIn3#6zGUI%c<K0cc^|6%%?hFy>(@+G*wkDT{VcYoQ>VU<Gyj=&A=yyxp(Z=|D#ehX
zoub4xUatxNqyGG|j^iOK9iq9Tk23P@In%FE9gYd~b;>XN+~dP<r%R~s_g=qoTKajG
z7#9^7l@`8){t)~b;5*B^?fEjHXwO15Qrl;Ug6Q3;*N%a>pQ&FbaN~(<I_Gn99$h8<
zD6mM$&TE=0s-{Q!t%BO=K~N_9+UjMaZSg@r8uRF9<e>LwVX=%mVI@|~N9;1sB^V1C
zJEoGK7|a~<lhvI&LbQ<<xtX>$eQtr)LSN%exlw<X5ugJkEq@&bLzZoydrcW67AB8)
zXppCYdezPV)1kxfMm(m*lR_H%SgY=;daa0BTp9V}B_*`pw@M!I9qZ8%-xCezyXHNx
zpOI2_=hm~);h<7#d{1Nj_>k4^rK7UEJnR(dow)D9N?CsxGD|E7GF1HhP;?(u6vuK@
zIboyy6X-AO+?6x&&BMHNZp17EqO!t>9^c{V_e|PU4Rx^kqdwYyEPjAf%*<n5Xl31t
z0pA;@<VTumefd29uoqs&a)LDD>6c7%QHA4mN+!p9jaS%1a3sC=%f8bK9!?{k^{v0?
zE1sK)B>5}4-S{24FsyK}a{T;B=jo*cJ-_4OL}FWtTOUS^bQyx*)`FToSbP5n*axYu
zGLPeek-BvPD4#aF73lqS?#fBQzuZeMCkMIGt`Uc!@C$SptSe`5zUGWw{Wcc1zEE)J
zJ)*nt_$$a{oYYX2R|g?4<o9;=`hE_-ryDMuaFsiFB#nl_>S^$W!YF;NY(MXh$Da%G
zhB}|KUR<xp7)sf`@49wl+iK!qwz=H5w9Qe+rYID{&u4Un5d_NsHjN>CP~$eA6MF2J
zI^V#750>urL5z2nEesO&{23N2ZT0iGmhC{2+h^R_*`1hm2H|E9XQdw(4B26y4K7bE
z2abEfUx&8hsPKX#7RS54=%rXK^V&!F7Iy|ya{PA}r#U=e)J?<psPOZ8HP7I6<9RX4
zwd3XcWtI~!4u?nwzP*+Ew{A!y`ngQi!iT7z>Ix@OSAV+NCM5XD|Fe~;Eo-$T|51wb
zBWDtadi9x3>8$i~33SH5?zth7YJ)4h)#k6&F3iWQec0zJRkftFaCCGdwIy7&JpUsh
z--d3}UExU<LF|d7R(hFCZiC<`#}~TKVriUck+WLw9_Iw)%Y5nobfhbl60xV7nt9g!
zI<2Fqyx!{7zC?W=7rTT^1G?D)jiL$DA7_~P&R7_}oiR1Em`u2HMo80$_nyxe^y#lQ
z2cm`{vIc4BHj_W2)(2~5MfW0_M50H3(^C(;i@j|x?EY{_(q^A(P5*4kj?l5@+<2r*
zolhTID%y!2jx9EKE2J~M)X6;_{$fjO3S$r6{YTC>JblfxpEb1e<kXy}#<TXEvvz}}
zd4a98mN6vq9wsDzS`8htA)am8?)N#<n3UxoQHph6kXg`>8GCXjQS6}Jf*hlD-vH*2
z)+=-fYTAai<F?Ox{Ql~cTc!9rm%Kvz5B*_XXs#b04U7>yg*Q#ds+nf1p=!@MR=RF-
zg_SjiK&tuhS7eC?#5QE9I`PYPPji%}g~$4bq!48OV=R`9IxYl!(|~QkwetJ(7=tIM
zQE9n$k<0YZ711_o@h8O56Qn^~c@u&klP4yA3a%st*N=}dK6`BLvH6!#<u-A)&t>WP
zcXbTmG4B*K=Z^~V{w4q2Py(HW#!#NdwV5F)C@JSdjIgqXTcj$qr(ULyH&il|C(>KT
zdb`E)Q78e1`pt6JY*M1DrSJ}T=4U8jv~2v6h6f9RmMj0=&XKJZ@L>ySGzh>o-9A)d
zhp5tgyZd~3aH#6c^I1OhT)+2rcfrwy+M<IV!{AZg(YqIl8pV%(&^Y=WV%nwNCh$0G
z!1`1y-F!<ls2p~8-(1t!wV~Nba{3{_sPs9$OM?a&j<EyXs0&Nebpph4xG3*3JD&<4
zh2=}9>!(*++Xq?EmGok~E4nYz#NOrw%g~Q6q8P}YE4Q!%2Q(v>$D|+<F5g9$6Y}$w
zx(quO6=WLvCN94()V}9A^d`Z?C?vujLwWizNM5OjqV9OmUwA5kCF?NqhlYywt54Dk
zUBhMBvKG)zU-@?J-$Gq)UT^FMJLvhWntZ9oIdqlZC>uMTvKeE1X7LfEQ$KPPs@~%)
z5}M4B(tX(#lPQ?2{8!r*>0o{d)z^DF8uw~m9J$|d%r3PF-+Hz^gVl$(aw_SVOU}Iv
z@T;4Wt`&$uYaIuj>RoZls&KBJ{H4Jd*J-_n!%lXm4gVG(i%U36Yex4w-IC3nr94vZ
zx~pH|^k%}5sBavz3rRYK?L@v43XGRy@Hn}*9DY9zeGEBt7%A_)M#}SgX6TmF%NUV!
zc)UK|6Mh6aKD!a9gcl5BjN;`2vWs!Ik!@Zle>d|9CBc*$uSe_C6(;Zf){gA!gSOeu
zLuCD;YAM(64O_~E&YMx9IQ$6Q)OgKCYKPCU)0h}A;nJYdj8mi6iyA+|GwU;YH%ISa
zB`_%>6|9@9Q%<_J(KlvqoyC9J%AE=htf(*_+y47<n)>N4zKRvqp{El~^~VlFeG}6(
zTGm)*Z*vehRtEGqLqSQhWdD!~>iszaqqY>W?Eun1&WQ0~gTaEpQ(!^0X96fK9n6z6
z4nE02AW#MQ_vC^PApkwopjNzbg8VwCLAWW;cd81xycK17v{|DpZexB*<gpWKvk<C!
zFkALfj?n|;gA7n_8|LHIAilhY9(4mA`}8{)>}<9y!tvuJ9PVnF>ZkHE7g74ZOd~G6
zc@w>e?E)@?SZY00^qqMbA2;66g=`ss#QL!99N9TN80IlkVL+dOYHv+E9q7fvkwK#h
zw=A`Vj+ZU}(Rzrd0SuTWZi2x>Z*5~>FrlhprN{a&Q|tgM7KJucs+60v`AmmUcLxn)
zYKFq7(dyH;5}Fi)z}Vm}0mM$Q@<b%$keu-LpZ%(#Lgpg_kXiYh;H<^D5ZA$M5m(xp
zcovv!jUxbl-IBn&?(!)pi+RJg_R0eml3^TH%_`u}3y@gq0+5Kk&k?%;Whv2)>Y389
zA>Fo+@5UQA5NT|lN-&;<Nix>EcLT@!$bUX$2ax|phBl^!{_lw)Yst^~KebU(knHI}
z+gDs5#DriL0BN42tp$8uDHf~K&qkE^W=jLxc~DLPomeVDfYBY};BA@|5oex85lBT0
zz=Q7ygRQPgx`*Oc^c<c2v9g1LVAPP#bJ(l;x~NzAxwQiFi3RA7n{`2v3Z<C^VLiNv
z7v^S7*H6P-#_|q|X8-x@<8S~x_h7J{#xR)1?lha<m2;pyE)op?F)jxEbpohxFIdL+
zNoA<{YRps5zVD4eFMdy)(fTrX+dy2D4V10V+3I)jg;MK0MU(fVqt~x?+e={sbp$%S
zTIU*9gGer8Zj53_rngsfztGMn9_YUfwS3^BV6i5Yvq~A7mqLB`X3cO`pvLpl#TrM_
z^vClV&wl(7Gi)~3(#|YQ#$JZpamyj@G!}=y=Qw*6P{*q}caO5qZ0l4j4rCpso90e!
zcOX;;E{NCY%I7JO#RaS8^wofyxNZWLHSet6ArwD3xT^k0S$tZlxtMm(df@i=Gtjpt
zk2FE88vZ+{h(yeaO!+Etb>qI2<FjN9p8lHK3?0krN2B<bbtg(X3xHr}(Viylq}lpN
zyNTU#R03+NX{07=1BreC5u9aH<jBKk3*CED;?I9SZGw(ZQTSQY8|Ya@l>C1-6z0i~
ze+X#-2!c+*{WM4yxDl<Q0RJ<7;X!bN4MqXYnCPNMIG+4L4#mx*kjv`=hRlGiArwh;
z_%m-`hG9l01UGuo;IC3c!G;eZ)?Ua}1xlnT%##OomVf9q6u`@kXkcaIZ`@I_SF#yk
zGiMPm=beoI-N(s(xDn}KJ{Te>Q^LEvUEW`zY9jdV;mn=K=)~pvEw$pVVZOl6_OT(Z
z_J$AeGtW`6INTHA;$QBF*(;g!kJK!_$n}wvQc(Uz!JTeW$J?A*u6}VYG3oi=#v_vH
zWaED3<N4yL3qCw?;}>61{i?X4L(@_aF=r}FrQ`jy=Q>90p`k@({Mx;+)kDLS*j=Ii
z%e|S0O$$lIKU7L(^s*w>a$E<+-$Ikj;Jdi6qPcXf>GZT4{^!ecU^TIRzx2YFvZ<&1
z@YeeYXwy_1&oRv_JNFQMz)?Yoqs))imLnO+_jG<qcfqZ+js;LIXJsu2fp7ZHyEH58
z{bnN_5ba*}xG%fCPv-2)*wTFSjxS<myMT}n3m2|Y|G27Em!6y7r|n!XzEh<xYr)zv
zbLAbr{ensrwMR;QP%p_l2rLvJ{kvTwNsZUH*gOT5)z{Y}j-G~WQbEO{Cgo8soy{k8
zcRCAjffKzF6;M>7_P(IqH@^iq$WXInxP$JJKY8P1%SAgw6e4;4{a$-;xlAr;C5RD_
z{@Z(XPBKtvwmTsmD9Yb~LL6v2?mMBAdazdu_|(32f%ZU`njk&HA{xBMgP%)HGX9H#
zeARxN-_d(Lwzux8tN=IG{$M3$#L*P)%J!i5uBvLW*R%8)YV=p%v|_JmPl64$?s=hs
zmn1zn0g$vN`hgDBe^T{I#`tc~blTS2etLP4Y-v-p?@*N&y;;_Jd+T8D!<F|HuAAbi
z!#{8hLAXC6&KE=wsfT-?YI<B*88oUC5M>8POVxQGzGOh}?gNR|Nh*)@sR8W=C#Rvl
zT{oS0BF|Zd`*U5+Anw%1w1%npc02rb`gUhya`aQ`jv?1sinG?(tGUYvmilp9w1p1Q
zbK&Nl#WP16-*$+0&i5gK#$?VS5q0$=bO~b+Lt`)>wUpPZ!wAm-lj<6Rdi7Ok`>@;9
z27Lm%B@@8lb>pmiRf?6)+-wyKWuxd)nf#Db4}RFaHqc5qCO&WpEOcY<X*(XD-(oY1
zyM9n($?U%RnE&8Br3#{xqh8r@xD)@hr1qjX%Y6D9YImoo9AG->GUNBN%<S`_J^7kq
z)L(iT13!1c?VPCA%XwmJP)6%cYtOKB;Rf+3J_dK$(<1#`CXo+m)|>Nlw5w+Zv&=OP
zE*Z6#g~l<hy7%pURz)^1kgI%=ZnzC`U*Y#uIr+rvTGt1Ah%7-zQaG{Hbf&2T7Kdnj
z)Jns9X?n7p<<34_+;@!B2KgGG9D3z+dvzkwbHXJotAho$;{U$i_xm#WttN5QK|?60
zQT52DbLrRnof%u%-+J3i`#nQ)zH2o$5ZHs#&*CT-{!J>-X)H+(Rqb1#hFQB?v%_?A
zns$vliJr%vV^DKW-UTNd-vhqoKV{4IL6Bi?AbYCmo5^s!JUNL-&XSQUwfbA$V^Om=
zk&s`x!ZqOR{cwW5#>-D|&`WKUhntU)@aEI5$e%9h*5Gop>cWr20WtQq^T<OVz9H!_
z;-AIKRt@iP&g+)1WV;|duJpR<b%mU4LT<WjqjCTyx=11SiRY=b;q-|Z@tc{=9NHP9
zr&WeS_1{>SSTtRfy56f_?XEve>1uJ%vKysZm%<YKjsE-#wHIt8yTMaAV18VDZ6Rlj
z)g^Duf<?!-N)G~vb1ds!lLs=cm(=`u(`$`Lm1Bs{H-G&t-nE1-5(FL={nDGPLkO$5
zWNG^KwT{TrS$DFN+SwbF-*Iqtitm(jJ2S)M<tt4%f3G(&eHVA|CDN4aTYu(if#%Y+
z`}MiI&!t4W4BItd&rf0u`?k@1Q6k-c?l7A4WNq;;<KyOnnq@LnrG#)8d8xYVDCNfE
z2xGaD{IL>ZKwA3V0-Sg6;3L=YwW44DDOje<VhxfPncq!Ch|ixke4*?&(gCajyH%C?
zsCN%4PV)@#?M#YBk1Vho{}TlM2?U(MjqkMx6`QT8vqRe{6{<D6-?qOUlol!@fJS()
zyKjfMGjVeam>=FRv~0|y&w1&$Jv^>i9*p~+4f%^azFRP|Ss3lZG2YCh>l~G6E?~k4
z^WkVhfFSa}o6H#~XXq^xIS#~5rt*LGesTo=-SBM0+9?&S&Hv{G_*o@raxfoVKeV3a
zz7<8ny;l~cX{_4p#%3mzNAzm!es`8n1@#H_-<Te5@w^nWBCU^!8l8@(G@qejt?iLl
zLjqS>CX|nh%#iCPZ}`RMu$LYhf818z@K;9Ob9_1!;YRWt)x5k^QJ$+tTXSYAR=8gL
zty)A!crdbRmO>V8aWn0eMG8F=z8x2N{>-6h80t`QC`Vmn-gM4`gg$G8XOo#I(bq^Q
zCu?VdFY_gh4;|efP9GXJ`~EqcXN+n)60&_HbE(7nevbYh0Fs2_iEVXt*kIf>#{I%k
zD^vDsH<wW%eq$}Ajk85{<YiOOp;6v31lg`;dgDlK?`>p!=T8m%FFp4Rv;b1+9iDYq
zlK5>?p_e7QnaQrx8g!FAeb^9`>YA74V+NTsgr0qQg&7obUmD0mSackm$d+pPKLtsX
znW*@gN*q$;%LLY<7MOc45NYPK8A0?1VL`v~2Q4Cgt(DSarHlQ+ZRY}AR7+SLr2uD8
zth;bF1E%gT)xy~mjpY9Xmd_w0S+>@g*#0616)1AG(<FsLWP+HPiD}~+aZ(J3FZ=44
zIBX2Lps_yaAe$HXFBr4J>XdWk5sQAt%&-;LQfy(sKsKx=b_os210ngh>VlpJ@_b6R
zj=<K5o<Rcix-Qh7(#TRvDUeC-<v>ig3jY+UKHSS>hta4_Os4}I6c@SI3JXAs9%u0{
z53B8N4S{h7xjHIraE3P4WeDoH**@9wgzr9>AnMb9xNGKPZ~+linRN-p0apbP_9TKq
zHB5*84X~8%UNibRM0q#6;~y~^8Q))?LY!C7$jBzXa{odi)<QgkvBAi>6Wx0_HS}+8
zHXR<ITwWN}_Iw?A-c$z5Txs|Df6h+mI47|?0D=m3a7*|<rx(&ZdSgG15|#`fK5KLi
z_GQac!k!z}l-nPSTzz5pVO(TW%Yz&Bs>C}8LeI4)<_ApZXe>Y%*FT^^z=8p09E?o1
zg&EZI2pux<iC%Iyr0qZcfj(75`?qR1Slsk>R=|6LTI);q>lk<_lj=f?+TAldx{)<~
z?F{A}W?=*Y_oV01cS0}m>NY{6^ewoll+PSUKO~WT3B6pN+YOPIspjS4t>z`a+iy%F
z2IGZN#mpt&bzaUmj08i@`4O-Td=T{Zq^Shs6T=4`M~yS~1~~3l6(&L*)}ksm>)HGu
zz?NPfk=`{{mQACk%f|>?bz@f#KIre}&$k7or7j6J|BMK}rXThEzSrIWfF>mNN0GB>
z4|#`u^{d{)Ytggb|GQ3{{4T^iY532YMy?ZRO=%SUzke^wzl2V?rYsxJ0sHXgkX5zv
z_^yKrSe+sPnVIZ0ulAoM1^*V;IB-LW5PYAsrXGI0JMwtHGlb%$ecia6xO2sJSu^@@
z_gmlGu;56QM`yq22=C7m5d81fbrDfrweB2B>kz>F_l3JhUd`jb9z9p+5f7gG=`2?}
zjHtwi1y^n@emsFA=3z?zg~|4;AQ6hM8rgf{cyLsA@b(km{zgZwrA_u<|BaE#ii%CX
z_h1ClP`9|>x>Q6c;e-;z#MK^ho+mzMaL=xN2z#m1X&nCk9nsIy+O9LKqsFl(44|FJ
zB<@T7@5Dm&kCUA1Ah}%>u9Bp;SCg);Z12Dh1CFUOYvZznIS8aIo)>mjPE)<zoV+g6
z9A@xpp?paGtxTPADF=EHiY^Gm%uQw>sI)tK4Md<A^n(W<x{-B|i))~A;}j*zpX+yz
z@)MGAcm36C{%SEFE>(`Sd?3W2tqD48?tM}j&X$PI_^p3i5U40)=~mrjaA$Vi&Fhg&
z*6vB^v)hY~rL{L}Cha4K=h~kfcx4&7F_V6X6U5FU{8l$+RG#m%fA?Rh)!WMb<@{y&
zSH>=wJ<0fmabiIKTP&;DlS26+YUcZw*3szxqUxnc2eIQ>c)4t)%3z==WdnZJZkzpj
z;r1^vJL-1Is6AV$@+u$Lai3->150XeN7`KVYqEXo^#qy%sws1$TW!vnz8YE<Q4Fex
z*%l|B_=O^NK2;RJPVACMPwN|ghBWt)#PAPz84*!kfk%Wse$$D$%bnV47F^`?7h+IE
zBD%V=C|q*>^uj0IL2)J;u%Kah%d`W{;5qSHJBN`$NEQp(V7fr-!=lDlraD&Bgrlma
zdYfNRLi)AyZTX^=S)7#c42K^9$fq@DD7}7QWA1>&M7Sg-$mRf`Y~|GBF!7OL&rScY
zb9-_1BUJ^$q6(sm*2{yt%6LuUPB-41Z?DC;#`{V0qTAo2zk^j%Ql^KiH^o#CMBlEN
zPuFkuwrDOduHM;^JEFthHp^6+N?H|5z8y6plq7nC7g7G^z9io-VKB?-QKn<e1DW7=
zoVvpt7lY0Z>G4w;kY6M--+l^2SoNGo{1t1YAP00tv3lBK<ElGun7=hec=Q0BT*sqf
znl#|Qc=xIs?vm6tl%FH7nZs-43<U^u`03++YJI02&v+31`wk*GLT_a@0|0c}MQkDA
zN-br`^F`&Z8dI-7c{kD@TK`C*Tq2Rf9DazieW9^PMbm7v`He}$7Hm8UJgMT))B#L-
z?0Ezb;ofk@lC9oG)z#O(op&a6Mjn()6Fu#J_YVza=U2;}LHiCx@cH!oXLU$FgI(R%
zU~~qooA~>I7q&`!hrhQ}Tn^t~@=iDf6O497jrcV>Kk(x?>W$zVt^rW$xWXgnzu<+Q
zJie5X0(4yKlWjc3odY9E!~1r&>&Hjx1093+T5fM19wzh`kQOui-Rr`7%7IzR#6Ii)
zg-=4k5UN2FWzX;PQ1P9%?gZbBcS_D)9+kF_FjqaY{jVas|8uOCB3J{mZ%dvR$7$G&
z(C;s!{&%T4`Ta%d|KOm=+H|VJWjFuT*u8<>xg|@+>d)035f2Kjzin*c-hh;QDJ@`R
z)Yh#yJeBf8wRGw`rD2>}XW`5xBA?g(5Dn_KhejKprC{y*PUaQc7vrc)XPmD#dF_lX
zt~yDv@<={qQH0RRJJBecE6(U!d<lc{8}16vtVABU3lzLWcpThIL<9)SYd<(NI(omz
zT43J1TNB#YSgUgJfuy-&X|j7qLpf?(D#eRkX2mv<;Z_)_p&7VVJ+;ZQ_xWl7ofE1#
z--cLoIREJu{jPPVP%=Ff%!KQX-EQvC_Ts&@EKSI#sZm!FIrmFPHx>;;jmj`Wk|XSL
z?h8H^x~u$QkdUn|X&`ScSQ;#*LWU$)*sqFSVC1iq!X84&40sod;x{RZZEC*@2tJ~j
z@ni4@SZ`S`$gQb7n-T$~JsfLp)0Q~U8Wz?An4_%fbxh7dETVUom`co<9&fSD!@1E2
zEy4h|AMfk+mx61cRLuh$BQ<Q6&68ilS%*-oueZcqIqaVh6Yq8obZfJSfUzU*V(WvB
zl$n9%PLUV}h77tM8J}Oduo`~}h9KQWas1@wf&q6QmQoJD&bDi(=NEyl5_v>hZYJ@3
zjmyR9alk<%-tK;U4v0Yy7<(X2Ez-W0JZ|caHBgS}3_Si^ogYLDC^Pd${YeMfK*P{Y
zm#-Lr<3H0NwBQs_NAAz%nA#u-ifZxj=K`XLu8~_AbI!nuHs8ln61evdUxczgsz90e
zj3x-*Qg5S$76>lT3_CQ0K)Mb0NN&Uc2|)af?%Qb9Qs%&9l}-j@jKX_5*8GrU%60vy
zBM8u|03f;TaNRV|jd(tZGWV&ChYV(H8!Tbow&Xpy=9T(%$74WFT#pGr=8Fh0I)Rot
z$aE^uq!b$wUp;q;ewi5n@fDO|2m_}k6aX2zcvmt5s*P2f@H_|t-gmBTy75%7FO-bm
zLz?nKh)gMF^+EgAwUpmqf$!*KZ$N)=MKZdq&@w*ki~S8@#22(N4)UEUv>#ce2+Uyb
zMP9DJO+wu-;vggD+&WCV#`Grx69CiTVd^T4a6B2`vRwA`0)^b@gA0fTDSRwZADz7=
zY-)^Syv8h&jwMhv^^9hq0F!O165H};M+6gCsXqi-hBsW!4ex76Y5-*<V=(m_1u?|N
zI$Em0u$EG(bVNM+l~7f&vZgemtGfsx!)&V34lbwBl`9M2j)@JUfhyX*Lo?UwPXY@Q
zVG|3Hfhkd1AmHI0rrR;LK(*-J#a!HYjb;yo&^uGoH*Xctl7lXN6(19&f^zEBd(#jD
zP?V@N=^%)>#~kLW&upzh)hmo5D*Uf;wFejR{Oz>AvMA49t0G7^gEqFVz~{xoI~4e@
zcW)(Zmz@z+S!rhc=)E$2srB?@pSsXi1!ly~fc^t(9eTV^&KNulGHaH&toBnD_@C{x
z1nq;yPf*PZefrN8XM(#x$>f!s#nX@Fmynh8*0N@s;9}>H>h*Qb;)@PNGl-{<H284k
zT!7kcy;JS0$BwzjyZuINlx1sU$EJ##eBApU4eFm45x|U9$>Ez@9fUK3AwtD7kJM56
zCOLvXMCE{ZLzMwRykwcacI9+OUC`5rlLjc73xI-}ja0k{DEiw*%b<@l04+?cM8`jz
z_7ZlUed}xW4(r$V;Odkgp;ov?0M94`-{>LuNNIx7#I&h9pUdy}h}qegv0Y<r)Q=}+
zd%+MbZj{kHMfv1&IYpt?uxmsV43!mY;tbCjXT23kgTgeQLb#x#`wW;xF#mppw9wm*
zKxvkSx3AoeW`uSjE8;Hz1GZ{%gEkl^QPG&apBIXj4_C9|v<3qp#&{_PfoaS6nufiZ
zU1VL*+N*j2a>0tIqHq5!+hguml&~&+MMhCNJb$74oh)?U$-sN*+)JoY4Ce!NaY4im
zN7p!pKa>#i;95b5-jy*~g9#rOo9}~3JU`&qgqkXfY3Pqe8N)t%m9seE<$7O030Qv{
z=CY-(h-Jps+OxsM<CBH$r&t?*@_Hw{SZ-y4l_^~muQ;%ZIB+*nq#hB<N5icPm>acu
zF3)s7Or|(afpnGzBPMEYAY(aDUMlictOw+&ZTgzrf!(V$bPs+I*f%pvbH(<hpxq{#
z^>#Hh%ZcAyZ7b81xgY*|yxwf$^Fo<Bq;lSFG~&}^#g{pw)nU`8Agzi(;i%Njm762*
zVCZw^&*oFkn$1P0t@><XD5oFdB=^WUc!8sGZNU&Oo}i8&OVI88YU)A$pkwfUjO@nO
z%Gmg(K?#pJ7O*hN+I689&%V&WWCzHt=5^>@BX*7bMyUgqqXL!RscqijN)^aS>^+On
z>-*3P!>;DzF?J*=rS8U+pMLz4nj_rF>ml9Z$=ixb-N8f-ccROGHeqV0&xwZUKbrtI
zjCz|-;pyz3Lc#x=IczCGDewj!wquz8-3)L__=2s$lAy!lwE}VZ&B??6z8=ha=uI7R
zn~39^LGG`=<7(yot4)bdh~`$1_g-AFTt?hE*a^(v?5$FI>-wK#$pR%bC4BLvy=RXf
z0|`T@CJ+X|>G4T#25MeAcpY)Qe^#&mzq=>}7I)rTguI1(uYEgye#90l!tOm(W<hhw
zt+SrJ-H6Rj>-Mz&!1l_=iu}E$Kn8K`moxRjn;*Bn88g{YET5sg+SV5m$i<DhOBJjV
z+738C%JS=L>CMo=B#1g}1=cqtp=ox@u{8YH*v<(^3oNrL*zuPePNiZ^n@=fSlX|LH
zDee?QX*zCtzV%FrfUw$FOeaC5;AKJo<usiZ;%S51y#bLIllwwQE<I&CF6As7=B636
z?j;vDyA9d0-u&Xdk)Xm*W@syQCh5Z)!VC1C^xMXtct)Dw>ulROx--UxH4k}ZpVV9*
z0wMt9ToJeGi8yRIL6JJoL02EX3!%I^5FEIlDq+!aNannyDtMiT_Qf)KjD(^y_<r?p
ztsjP)XiT&Zt5m#3)6S+)tn{e|d8Sn6K2_a;{l<3gwAwiVV~MU+<1$w;E>O}h;&*d$
zOZoW4`|8g>C52tkFO&U?ww%5w(fi6uG?>Yb?_KVtCdVh~{~uLf0oHWewolhcfsIDM
zKo}(wN`pfbm6p*PN(e|vD>WE35CsWQkPxI9-7yBDfFcb_3zE_)^}l(Z_x--_f9yEe
zfNl3L@B6yW>%7jBTSSF|@Huy)1>>UP-lekg_jR4n_n)D?9TXipk+dJ4+NFP9J1;&3
zW>#A;C#+{r2FwnbC|&;X&&8D)hI%E3(@AY<Ee8DR&vM4x&{O3x+N8bai9J_$BoC4v
zKEWl{@~2xO%~#8b{WS&jd83faX<H;&fV*vjc9;z^gx4UtPYW_dy&RB!7v}OV&QhAx
zbNY8AN^bmw=n}V-`BMq5e6dQFw<s6L=atiIY{Xou6<2oBddPKkK#;0aLWzU24!_wp
z#I8(_&BW(^>TO@cA?|uS+?P!mc($UspN;TbezZ#c7MueJ&Vdd9N$Qwc*lxeD#fjnv
zn%@Gp_2UxSml?V=LQ%QmKlr*hN@<Hjg3-KTQ5iVueXLABm<OgEov69)VS-|5Z_UbC
zds{|}U!~!kHnA1WkH2B4oI9sn17ddj=0X?FgC~N)6>GE?Ws9?{%`893(u2iD;`!F9
zg@ssozdz{c*SuxWYCRjtpdcsL0AS;PZoJYJJdMA-J~g2H0+rXPV_X{519oU2*V;Fi
z8t0`i)WpBW^vGx)u6v$#ZeD&0FK0eax@hSc{+nWpKp^LA7C;>{ZV8BR=04>-F388r
zAIyf3;JiEP4O(YD6CRd)@NGHP>2VpYTTM~n5&cg_PX^y7y#ly}kshGHI{|s-RQYp>
zkSRY1;hn|0Ogve%vOx)0rYb!@&kKhd{O@R%JU$j*|1(^JamsN+?yfZC*{O)Poty3o
zK`C+f&3~~_Y)Jb72`<ShV6i2*kr-}C1u8XqTN0A-ja<&DuZLp~YZq=?`lYdGOIqRM
z`De|rWn>FI8sF2hltLuioE5HyM@sDL^Sgdc?Dnz%Hh#ua_DRsn>z`@o>Me{TemM*Y
z{F(fENe6(=+P|*5^qenL%;L>vz0STAUzq5CTyF`06)LXyzS-7}Q@`J7kb0xaYMQ$(
zJyY#8@reVURkBr~!LL{KQch%9Xo251roHZ;W1Z-hL2v95j<}?nnXcRa<hiU5a@3Mu
z&3zlkYCuw#<brOxQ+obsq4{GqBWBPjUBfa)Q`|np7;%_xHBwab4&THHgCf)M*1F7a
z`;!uTYTpOXm$&Sjo#JnQDG7eU2fumR$DRd0kpyMz?JmF4KQ3Ofk@DtAUrSJ@KQ79h
z&l2TX0?g{H`*a_3{CZO1<N)>}!G%!oGBDZkL0P^4vu5yM;fJbSKbteTpwF0wso)JR
zh7ZDE@84_`I}tFkE~-eJPBc3A2ZoZ{4s!2zbSoyd9C2VYjGrRve#V)GfGU^?z}9Yr
zV5R7dO7K&BrT6WylojL$FCGSgy3<5p$d`8($aTnC#G`LKAo?80>(M}R#ELCZ0h8@Q
za^w^>4X~1qB3i4o%uHP+3P#Xgy9WHoqyTog*hK|7#a7E+vlCS=XT34<OC$n}=Qe%s
ztiDdZJd!7Lly8jGo!NK+?QKqkK##6SGI7J@ugt82=Eii!T#uLn@dpf`{$8{9d3rAV
zEb1-Vf5+S9hFpomH4ebxKG$X9uJ_~9-(9xY0aadu_tp6CE*HEKcuT)9!)q$aLi9K>
z*Z`M1OI#A?CGsWdcQQG`ZdAB%qS0fzZNZej3@YGDq9JR5fvcyzOa=YKFm*r=5k$Ou
zi*q6f3KuD(1Oh|qHjOat0SDbPpUW6Ej3}TiIsX=q<&hlTcMUbbuE_EdL$DF~^csI~
zVTju$5xI9&8d)En+?^a-w4@pP9g@ams&Ga7ac;JT#n&x^alw&q=bv`e3%e#kU44I#
z$kMOi*J7Qseq;F4Yh7*WTzuathZV@r*xsmsMQ%tHLxy##WNqm!zS9Uhd~UuSvlic>
z5cTV)Z3kZ(=XeyU3J!lkMd?mXh{WAJ)e%&wYd&mS9o5nH#H7vg{>Q=Jw@i)U&AMEP
zyhmPsw!v@t^@41sVBU0%<%^l0G9G=eYducsFOR}+9?cD=GV@1#7<4sGy)moziizS?
zJj0?(p25$fO`S&%<6FsmBeZpX9;uUMTCI~_IJEkvh{*)Y6uZ85{K8Cdy#nPSaLXf{
zAN2iL2S)XM+H<9_VgW{V=|a@Gw<}X|L4O&paf2ef)7!#VR`pfmBzjeWoRGi08?{z7
zX^MX@ifWd0_XX5(kT+WoX}BE8W>^vYgzamJ2st?32djl2yfw<_1iZwX=2(x`lZ?If
zPouVEU+Wn*KFQE0kl~n`;1wLm^LIsQAiCfM2g1`A9o%ppnHzJu1c9=3F+!}E7`lkj
zt*zfHeUP~<kz66zKl{D-m%|S|X&@C>*r12IjWvO%+Qe5qaCNjml#V(w7i43f#ps}~
zzsy+Pb#~Ohf~22gC1RE{<18U~U8Ra*w16qf1U*fp_yp3ZFoq;{(8G|2Mz4cH6B?Pw
z2Hm)23JSFWQdQn-TM}!}rl*2o4_nE&Z?V6h#ix&HAae_~X&^iyo2XtBQe?XLn4vf&
zTwVh6bO=DV$=z4qXRp~0ZSMlq8*9F7>kC}gbm3gkhJ95y3>?R}R_nB)lQxS25K&Q6
z7dnR$$&_2rq)G)q>N{4x(b==CC#YRpLb=*|?J4zcGcz^RzR_<5@`?@$dUPD1<haZL
zY7(?Slbje_Ygl)fE5ZYxZsxgS0E8eE0_c$Tmcle5&55*7mhgMjkh_ol_G?z~l5AqY
zdn6B}cxoT@TLdGb=P+0qVv#424zgsWp1SSG3Hnih4C3c2?q37#Hps?IK=LSq;+OsQ
zZp=;L3VdM~YSt|p^aZW<MzLVh^foCD?6rja70^g1_zcr*j-UE+7tb6p$O8AdBOw9D
zxI@Vy8-X7Uk4-F*6rLBc?e8W|2c{5DT3c(1UdG~yAPeEdN1W1wz7DmLVmIVEdZJN6
zso7-`av0x2HmMz&tTcMK)iGoVYO10S3isET#`ouY&F>;n*pH?uY|w_QtnfBb3@!wu
zgcsoZUn!0D_wjhIB}07rv`j-0QWJ@cR}p|mr%0DfUa}BJhGHZr|7k#+ZFfI&fu)42
z`<9yH@s%OINTn!lYUs>Swn-Naj-yTydE^y%Yu<m@(uWW(Zst3^9lKUdz%*<T)W=P3
zDwWe<5pHFBc2@OIfg#~H<nWkB&$EZBQAlqn(s<G9ybSz~(`2w|5Z3MKG^+F(o|)59
z8&C6<n2guW%<&jF2Vehb(1O`It7vAn6LJoio!Q{)rP$4j3V0uX`C-pV&wd?c`9O!m
z?ngbNk<R4M{gKvs`Yqzj#hUVwLq#AsFEQ{WBF#{}gj)Ei&85>-)sAoX<eHA7p3kFA
zpZlQ8>;lMmR(?~y?-(uR`T8*{+q&IW&h;Ch=x}@|Md`h~CEU^@U;cYVlt}}1iP+rU
zgH{Oo{_gb@JizZsSapaKrvb2zohlTbUCc}7#cp+PY=!4=#BJgC$rLU&Zf4v|`lB`|
zUJB9qW$l4(xg1XCc%Hs_-|1@8g;qfLUNCl5hZdEUaR44{X<d?qv5P$@4sMBp%7{#E
zHD}o(W-?s!tk^PfYPZ(?ezq=Ov1BsYUV~n`SA^3^wjY&?z?JH;)BH?s-z2NLXk;`b
zLOaT=T5V+Hr79`;y?=X(>W4=;5_hpnzbGG3X<zy#c`*llBRS$t5NSW^;fMV0{5Yk+
zPw$@fG+x%3I9%=8v$U~k+I!A^na#w+L}GF;?P<^axKeR*=dn{6mvtlPC+Z)E>c9@^
zC0I#u-x3#2+{F|r^yKFi>zaeu+O??%?Pkl=YMPov1tg=y3*8hSFI?3-x$$F^{=uNt
zuCiWoQcbg_AHp_wrbL^%)E50IJ^xXg04@EVvF>(?TP{T%)oK?nue;tvYs()0>B3^k
zq=v6$;mxM!cwrp{Q@2CNJM2lE7|y`%eJlg+U~OXW;FhVTpLf%an9GmxvL}m&d+iv+
zGi`%g%d+MjN_~yIcU*D{*l{d@uP<RZArys2rhUOq-dztQ59-*ZIk<*&C8Hlni9z+V
zJ#G|tJj$5}H6!C@iJi1Y<e%W{UNnjJhutv4mL5{;Pi0TZE+k4G(ARoS3xz+aH%n=e
z&4e&0kM?>AjcD~SqAB$@QAeHIT+WAXHKpQ4AGWjY*BQt3>l+H%>ONcj+0<w8_(OAT
zQ3Ab=Hd(nhvgCFkY7RSqh-XvW@E{xp+ja<0X_yC2cZ7b4MK>-4MUmUEYbRy#Ox^hN
z)hz1}$HqA<(P88fxU<S5;^;zL?zi9svPrq0j4s8LHG9dqP!=qekXUSfs%gIQqw33Z
z_9clY$x@xe6;ZsDpLUXX!|SsT1zTrg`x~vshW~E&D%G1+tM!E)?RH{Mka+p6v2wfi
zUEPnrT4%zA_{lYo_TDQR)?M>CaZx#rRB%2Sd~=+#22hPS>zX*Ws(#Q9#<``NSFN|H
zck#U&^86LoEG7))MSdn6u%K8f32)D7osrA3@D5zaDdBHAUg{$l|E8wm+i%%>5pYcz
z-u9`S7Df6ss<LY)zU15P?(-#y-|y>;tKXK5GhqF7pRZ88%{5sIJ6H7BB-OW?YQ)xC
z!{|@(C`yiPjXY_m;$CdVzH{z1FO7`y2jYy@D%W?HG>&)1b>IGApv3QYr+J^w%m#FC
zJ)NvCS!*&om7nD2h4!eNjxE$mSB&5CK*9q~Pnwq|EF0t_@C%K5{@Rn{xH@+d$d9@h
zupTJI<6r9JD;`9|^(ez7)2_pFnZ}5MSbR`-dBcaW2iop|icGk#VeJLdjaEJ%<^Vre
zl3=|a%+$ce1Z97wfe3G3yYy^#a%*Dibf;fbn>;>n>x;kl<Ys;EeKF~ucvXG2$DL8c
z#Wx|8&o$c{=xy~&NAbu;U78A00tUmWEPX-FrrmuDuLb<OOsL?+Up;-1P9pF-5b_@X
zUuhal&({+Uf+u@+8I<>f`%e$je8|VFWe3V>scHxTUNh5;ylZ1+HeD0D-X~q9;aac%
zk+sK$BO;o?p(2AnfF8QqxijJZwpjZHOyx=V&;HJl3sKrh;x}pXk%YqUzgIpOdwRL&
z-SsylP&N+D%`c>IJP8n<9qdU|K&oDNhI|Br*7#S1x7!k}kNYx)i=T^c42&9ly#G#F
ztSUSc;p^x(%*)1SJuJar)<xZ2`I+&Z_DMS}z5F1QN%YD$PvYsi)RE|hUvag(0aAIg
zlActt-{c+kbWcKOO_Xpsd%E-zJ+wmpekuZYS+jAsmF35kq}?W(Yu&&*uy~f}i5|m5
zE^=aJSE4VL<TZJOi{C(YNS?C~4c3OG4L#ysXdUGex1jG=e|@<9#WGT|GVr0b#jHdq
zf-Ep^N2uFMo&~Y2AAE}?n+TWptwXUG!#J~r-g*A&!yXE}ep9?>DTFLsnumTa*1%qc
z(+6Jnygi6QvMuBMkz7OzYe6dy3&r}VyEWfqHK_?V2X=lW5U1cfZG!z*!vt?Y=p1g+
zzz;?70d9ZR$@qGTB^X2=*#~~PqVbi*gEEPGFKNWO!fsyELyyN=GW5B`;|>)<^SRaX
z8CR|18}zZN8`VC=JZy~249{on*=jtdJ8wp`fCFp&>;H<Yv{K^i-Yb#D;0!*#c=nIM
z$-gSBHE1{UA5#CL^a9jeVDS5Cz|`mV|M?rv70DC78~vYa0(<rhfnL7P!|HW(`M+wi
zXV2nD9+i{s(uXR(zu)lxf1{v+%QNo3hc3exa#y3IMd#dYe~8l3m%yP#=GW<W*a}4E
z_-k`N2+kX%f5IXjS5ed1+0=2<-TI;IdV?d*+9-g7zPgZY*-xB@#4K%X;J`%ey!)bH
z*4*WqH?xk+0!fS^MH(hz!F$x&5ONe-{JIL2NN41kdJ5gS2lp<(>r7jsw-Q>+>s%8U
z#6{Q~BPy&~taP?lDWs3Ev=lMV#KeJ$N7PEPJDmC2W>S+Odtibw?QIMDm+H06nyx0<
z+pyvnH$`1SWsHj>4LS7`p6FL(#zuDR_?LQq&3ibrs9)pgsC7JZ(%K18o|%tkl?a>N
zEoZcts|Znxct5Sy&OZ@0=lrGDGf(KfxW`g{ejNAMW#_LBgA$bi_u4b=tDUa3-y+x`
z%h#o-EZKG#aH(66pIQ4|35H*+YHW-0i#zALH>qoy2N>UFocJAgve2mCg{`YJ1<msd
zF}mql8U?!PT-h^mqrsEl(zOSy8$>t0F8~7037I{ab&yaTn?ouBh_W>OVgs6YZ1C?g
zXXollFr_@i5t<|6`hW|Ct{78-(<8O?BjSx5X&?@NxY%;Z;S^VXD^%7S1$2?ak#cOj
zUMB2N2X9O^>89}yRPae3^}Poh#=yZMp2?C9E)I9nr$Ms);G%)3ML|;k>Mxniw35Y(
z5XhE|iD-fpS|u8^9_F9el0rZDm!pH<P@@ILQ(;KF6eQrPdrfmxMZLBuTJ5Bh6Yg`O
z7C1-;mACB`1}g+Jbd!!7gMDSl4U&AdR}Yb@vSvvSnHPg8b(9@)P5sK1@ko<}zAq+!
zXo1BP$JeOAi+0`&2axPuk_R`?q$lb~!yRMbICFdv)f-O%z3>j@R#8vD3xD-q^viD&
z6o<E2dL=RHRjTXj>OVOTr(xYCBB5x)1ltbmEju@+J#VwPyb{~KlYR1+sQ%JA1Gj71
zcGyh{mvnT~4{gCPy6CShj5=NkrTnYS6KrY^R#SRH>v@Hjf~4Sxz$Lb2p->FlmPOsz
zzz(pp31I`O%MUDT_|>Ac!&!;e(zY6I$nPsAK8>Sz-4Do>Z=7%siF-O8$nz5Gw^GPb
zWsxtN-KijHz_}cPh{CR>w2*PWqC&10Uls&rZ3K_V&Vm$n?jY>g>MsuGJr)QQEQ^d|
z-pkPAwJ%MniU%ZDKozmsGmLU)aGoBj6_t-i4z4|-gc=<u02P>z=ZKi?9A>BolT2{?
zCU(M*(3%UpD%xB3RzF6MAElk{Z^g#~&aFA&INFpTHasu_MS^v4Si$wQ2r}6`nT98n
z-BI}(&i2VwQs17ue>6|x`%wDp-*v{eH?UcDOl)?0!A0GQ?oWWdnb2$6Z}9emD0voa
zob;u^N|-WrmEW8sSK1uu?=WmZyP<5rdvlo0I19_UqOo6(9AST3)}}ma%W|~uC@|YB
z6=vW{)?3?k?TbIu?Y2%&H>INPlnr4mH99tA{50=9f{3-d#2EN^=xxJ$JbrzF%lEtc
zdNm8&I=aJkpdD*sxB=vbYyxj1otXBL%#5*bT{jFPn)8=LVokJ=Q&Gn1wNe!~>js24
z9R)Tc>8$fmJ-ZYqWej6-1A|=SR<aadtc3jQ!w$VhcSLnzCFTS7)K19QFo>-rQI{6t
z2Q99vNwUT}uoMd%&=jwmo=Bapv$qk};c|cFj^NR6k1Xgaw$iXrB{GFAsOv4=c6sc2
zQopye*0}RyCVhGOx-RUBJ}`{@uh=&^bj%8H!ytFKiW^>CN51^{;=R1r(Y|y?d=)(X
z`qof&!(vI@56hGlpda{R=#peGy@^M#ELmk`fsIz-=xO>1{|fob>r#y<>Veh7B2==T
z+ijo_^f5gsCPKE1#@41$p*P(kGOYf2kY|N6IqNgn=T)vT9&+!OBt%KgUwhXF1~HM8
z73V1kH%wDn*8Pd0k9x_2`ql$8zU_0EL+{a6cuey_tcA!b(o*d&P>+URf<E2(vt(b-
za##C7U6|kNX)4%V(}S?uX_v~Ds?JP%r5~g2Y@VJn4<)(XKRiOumh2{8!snm3FV38(
zGld;?6%}M2eF>R9q3cDQ==T<T{4u1meECU`84)==bMG(5p;)e?%XngoRh8#w>)7d%
zRrf~XmzG(HXwmur%B7hE$IyU+<H6oC26#%dxo?(DjkbJl<3Z2Qx781JlCIW6%jFHp
zgci!OIo&>s+*h>lI(7)JU}lAmP*>J_{@nInwW#Nzg;u0~i;VBkS(3sb@gy3Gjfy|1
zH=bAE{e4USHLeuwz|+ivb+7N@vQSdkQXe^_@>hR?MpD4~ltp#p@%vaM9!ltdyNa8-
zlims3Suc$Sic(S7SPywNar`z?e3D_VKI6HZp=Eu>N_*G{C-_Y`&svx(1h%*srjGpF
z;P3Ondp`DkgR~%AH|fTaurmBX;@@d*T4?N;f0uUrKZZkmP+u&zF(xt`Thx`9$cHS1
zGlF`-;gUruN?^$3duhHKY6EA-ue>{0Um{MAk{hs6@w(;qg~|17DW2toexi!B=YyJX
zPMr|Gr&+xltM)VT&=}u)<$YWtO)dDsB;5!QcBr92VXRj5hiCEK@y@);k%*zN%75%U
zXJQy|*K|^kckG9SyeC1p2tD5(c(`FF^es#<@C$iO?0e;lKn%fuy+Y_d$}QGJezGK*
z6hq0*$iX<bfJGe#KQI+3gnL+|{$wJBdo>J%C!4=j4w?(P7^3asbMSJq*ZlS%CFCTu
zrPADrtBu{af+Gs0H*kyia#=5(h3dy&ZJ1wezuHvg8~=)Qs{Gl((ffFnuRJ6~Qh76D
z^FXy91QsK9DpQ!hX6jFCBmHyj$Jm4)9wslv%a@<!u*Mu=AL1fC-2$g`t&IXlU2iqJ
z{vwNC%#=`Hor;v^VZC?(llTxhWsT&~i<y%M_{=EB<1!v0z6rZuA$c^{XQT4$Y2XIJ
zclt!%?wv_h6%wo<!BDLaFYmK1n+9&sw33koYy6yvoQnbyFXCG1Ea4Qm2saM><`-qe
zSo6ABRJ>x3qnoN&*|UwO!;7;*KjsO%;U6GcZc76j^Jxm;KA#%gqyvU!?+BQg>vnj&
zXEp`2xMLs!Pt!YyL>g|JO5$j6`DcCp8paH00okw{o-=npp-F46@#FE_Fw{X1mbd31
z2oX_ymnaxj3~v>z1K>80A`8R6JdA(OrS$9uu)}jtpM~qke9H!251SY{anOPO^2N+u
zB9NDk{`Uid#b;ex=3t18qpgp(dX(g(PM-fp1rO`t7dpw|t~K9RqdQ6AtsPTk5J085
z5{xYfz_tj29-LN;&WC9z84g)@l>)b3dT2_RSs9gnnAM|m|J_%hBUfJFr=n>d8)=~r
z26r(Jnxld$rd=Nc<|j#@P2=A!$OOz_L0vGo+v>`jjoxwt)_H&q*4+nfX8&xgQOE14
z|GxKZ_x`)JV&DVa`}?C?23dSihHy$gdhmXbn(_4j*~psW*I=PGkc0zV+EWG!RlNKZ
z5{!UbaALs0N&(#SjnZ<1_$+~N{@Oy1gQuu=?HO}=v>yvyYGMSRRY>1U&G3&4<_<Yr
z1&>;*cw0RDJgc@gzS&Ba>X(!qzB*UK3Qe5We7?-Qlr&I!%VYDEqOP(JX;N@xKHl}P
z;_aR?XL&~EvWVsNhzD*pA|u&7G21I#tE1SHR;-1npfYs@nqjaHT8AwMBKY$Zzx6BT
zuw)~ZzKtO-v$Y$A9+=$e=T{vw9yGH2gI(0(J`w)rV8X>_Ru@^%g-k7pxTuWpI>I)K
zbuoov-E!{w9(>d&;SHz3)$HItYjrUZ!syu9!<Wx>1c-SNg%Xt?W1#g3@AYdYvaI>P
z4Fw%0h3kv;c+X_~tjWEnm|wdLYi-?;wB=~QJS2;!x^T_XEq|zlStxM&TR81ew#Riw
z6?fC`8fC~mJ<f0&WZQO<|EY+y{89T;$nMXQF7mq%J2Hl3{8kSlBYWR0Zh*Gar7Hw=
zq$P?F`z79ei4O8m){p@me3FU%=^2K2<)i0_3~Hu<YHs#igFhHWOKB+md`be*Qf|1H
z5%0i=W+}rcJi~La<CB%&^FUF_&lesG{ByDI1Y^JAezaNx<aATVAEma&773HVwx?_-
z1tHM4(opDY;)-y6MqFiQqp~|WM3NTw^b4xgZ;pnb?nO4h1g*G0YDs=&VCc3ChBEE9
zlbpCLH#C?t@)KN^5x3KIiw25;?O-Su)k_gGh!~XKNq5``w}>1*y=VOs2)o>P741D&
z=1HKz^)$appdTEawpRvbN4mQoT?KKQM{KFr@g*W=SL&xC($y06i>#0lPt&bk8H$w`
zdJOxE+np&OhY#co`E0ER7NLXr&0u_Nc%&5%MHeYRw!fPYYlA2m%_0c)2cPrf9qywD
z+%SRqZ?-JZc<vC&<Rz&~ABKP|`f_2!%M?&=P>aF&wPHSAD!t<P1l?PJ(o1W6Ac0I@
zimUq3s-7I$&Z<<4p-gp)JpnhZWxac{j!av_D{|!e!&skRg3I{x77riJ-|Vu!K?@(U
z^m&aEh<;i31wZvuNEGQYd=6Sdm>1=SeFnG%<-HV{GJ_(N+i_<W1x}_h-WRAy)~#1L
zGU7JFv#Cj;!%2+bU~Hou%%@hInQ#NGf{&JW?h?s7N#U0+e~ODSApy>WBI-*Jh<O73
zHhv0F>A~*Gl0$X2$HNlpz5!vRx73g$#eGpb@XybzaMuwsdVZ4wfAFmhZlz1gS0r%w
zbScQ+E!AIv#ZX5r{qCc2ayhw1-;-y1(rNjeHz{yN>y?($g5>E;j+v|CG+sAi6QdeT
zO?(&Eg_8Qa#@P~V-wl!h(1Ses>R?J*d|u8o6Vh(BD<MAve9N}hn)at(B<AQ$1h6*T
zFDzIhsn#}L#A={;pbHYlUDlpWR@`a+x*3l53OQPB%ohqtVGPF5XRmLwSBZO`4pP;O
z*M+i|ynYp2oWbgFZPhzBjYy~Zy2q`>`@H-Cos5ZS0y8nBIAO;Pt=7TE39Ysv^t_v?
z8|X7uYLAFxiq&z}z&^l(nDZC&ug-O2&<jwWzfp`YT=`r1=|OQG!k5uvDlhP@;(DsY
zMDIkON6#OZz{k&l0^s_}WmIpqv|@doDO8h35H9#vv>_m`dulxi0u4;zm*1bF{<~Jc
zv(%~zM@B=C(GTSe$&g2Wnbq?XW<Skbw(+VVW1DH!%{I6b>XIjxKFAN8&?;(yEuS+-
z^{Em%rlvn)&AiXrh-B!}rjgV5lChoj@#+gf?IXf3OzvI?LTqfla#5~2JaF;P4_qta
zgW9j(tjpfyZ}^3NC4d~^3$-(3!qF4Rj%<9^U7FW{Wl(5)Ghg6BSLzei$rBGj<mXY{
z`S=#=lQk9TzQCXSw$!XGnOQd6BU);AJ=!WBa)&W+{bq&pD3)<5Tp)N=J5eg!X--f`
z%$lCGzVK5P&cyi1!s`1Ev+7_pb>TZ3kub@y_R?>CBgZv`S=nD`41F%Y5f43&e75xf
zFJITD_EW=O!S!<PD@)H)aNP|75Ehv&uBH6w2{EDiauemMiSuw)Y9+5xkhlidC4RI%
zwx~cIUcL*$XqID{fsgMH=hjK=C4D|-?R<JM^hBuB>WRRmP_|?#i!kb+W+}SrqY4XL
zqw_i^WuC8^@rB<ds$#VGM=#Cj{?29jeN*?cIQs{Ctskyv1!uP$`T&nMhi8tgNV33D
zx7?Xdk2eOxtc?oqnfb=lF8$ISJb&eTgBfRdccH4-a+zYpfk0jJfSmQTwgK521u_q#
zDC;?^=}Tggam}sEupI0HzUGF(eqU4K=|(pZ7kH|A4jG;LmTg?O6eyDCwGyb`2Kwe4
z4q`R<ppV`+9A6RwVuWWWrgeAfvU6a4I3f&1dU93Krzd=36-^qsS6ec^^QU7K+3XHV
zPnsWdF4@}USQ9cm+}4|)pAdVV@BAt-esLiL0V3L?WW><_`FS25;5$=J{%mruZ-F$T
zpba0C*uH%L@W$rUm8NA`)=3qv(O>9kI}M<I6d-FjboP=G;Kv%gnxC4MtKJ59H(mag
zj9m$f8ZDbLu=DQ{{9Y@t40QDM86g_!;Rq0ngpJG49wlfa3(GvAksa`yOC5H0JvfB#
zi+0^_8h2+qioY$BI_EbyQAW}Is^!B+vFns&aV+P#P23PwDt$l+n=HZ;gM4TRkd=dv
z)+T9-H;IB6rYZCd9#V&SjV`>Id^&~TvdDY5!3bmN9XDJ7&Cb$Wlm%6Yu!qzIfZoT5
zc;2))+Lq$$S-7;~#t`i_cGKfPy{EF4ELj_NuxxK9jWkJ8eAjLn3(dscAqjsNx3n}Z
zYi`fI`WUj21QB$g{n;IG%|~f$P;qR$j0FIVjnvQREv6t>EqhgYk=yd-X+|9{Urmch
zDjw0m{dmF#BoyPWq!e#@QIEOJO7J|-E7mp^4dH4Cn5MC1w-|a_>6cp^ts!OFJ7`)N
zpm+7rd#PW{@8d1%T4a2d;*0HdYyGU6J?xL$g|<j=hbkm_X7ZRJUImZd-CJZ(gI`a%
zgD9;?Q!gVg^e2!aw^zD>S`^ojBB3>cIM&i?)C_{eAim^n0vXpYl*r&M06^2%XPm2s
zJH>_@>N}hiG_vW_<J#&XU{|o%?rauM&gm3e<T`^{TV58eXEr0$izlq5HM{E)Wk7l`
zo+i&q7Cu&YS3d}vZ^ICby%)ud3>_{p1lnbToV-d3*QLVBGiF)^zyHd<SneAAA<8#F
zcH*`GTs9LYm)b`K@mqh9+r?6v2k6EyKgqme4}zd1V?k@{kj*vW1>+bD!si$`CTkfJ
za;;*pi1SxwCmhju*TItQ7K|)9UbLoT-ZriR?&O_y{q3orlbg|M4npeveX#58Z|^UL
zQY!fv56<1W3SRA@^erBTVp+lk@HBf#sjs;p5aZ)AwBDdqD6M5X7bWBctv`jTBs~AG
zs1ZJhNf>!yDQpIIAvXN7QOXO90a+g{E@olo-p2|81`?gwHR%6J7CAx|zjOx%C;KJI
z0~I(at5@Kn#I65jr@=7?jwS<W&d2$Jekf6}%?iL<Cl6ZGyTekF?+ujEZ2P$N!g&<(
z`i`XT7Uf|PWEKsJuT7CR2j;jq?uo%AlQLUw*6GthR!cHkcR|>xRK}I&Ab&Ov1vIfZ
zhzh}lBHR{;6)Psgwfs%cL`J8*<>7z(CMA~^-twz96yaepdKM<Hv<l`GR}jf=&Yc4g
zgf9lG{7YHl?DlQjk2WX#QM?e5`nWwtg~L^Pm~L7)K^B9!{@aAaIPHBl9d*}7r0-P9
zD{Wd<()+RIxBpPD)zs}Lx4ZW2BI`OWiz~8H#cp8%dKHjmkVM=M@n*9qMh)d@(p>wd
zU}iHvAau2D@`lH&=4hjE;IDI*npxBZS))FPO1{GIj7?u|vnocs7CrBfQ{Eu!P~})t
z0Gwx=qX(k!>E<bSVVnfPh5)@Mb+Y~>F)GzT!Qzy-h`NywIk~4_O@R)PM2nI#9y=_N
ztNT)`<Q~o=irs|b)Tvzq;!Mk4+%;GxIm4_KjMpl}9bvC|EM|)2uoL<{PnVMzOPXmu
z$Tw)t^Y@CV506wdk^1UehM=cK-gg7nOQl4RDXB97)$89>VCe-vivK3iL#eKCfjrGu
zC<`Bv#svIr^xO*1ydl~2fG?spz)J-#SwcJSeH?4S9BT8RQea4mPiS)_^QCChA=R@x
z0f|@DriBasj`>TRIhx%c^BB2-t0T0kI)KmX83Uu?QIAdrcyx||GisWvJOTo#4*)q$
z@n3cpXav=H$|IfZ6e^_QSMHs#_S$j=7n7QtT`<vJJK@#?k|DvsuzKb?5idC-DR*{P
zJi<$g7?Y#*WLz$UP)>yDH80WP77p;=@Ejd^<qS_uMl?=A0(EwIP^SH~RyhUT^=ijX
zz97{McLP$wg+TS@LjWR_vPuYVnoSMW+teJVuDMlET%OAfH#cYpGe<-n5OI{O|MCv7
zpxzcPzGg*oxFvHy;a{Py`A;9Br}M3P(ZMk|!Jl>16HfB*e6ZiKCZEMRKLWfr4W|h2
zV}cw>1^(X+*6LL~+rKX;HHaX%f57IllxGYKj1F5pXIrU+y+{{OXo;?U^_tauZHrwn
zp#YIz4Uc;MYB)Op--oDV1j!X8L?PO3dSY2ci7a5g*!$1S)v<E_h$7yILR=FYT8hNB
z1+#2gPlFhCDJ&s<YNY?m>3pB(@yFQWW}nc+k?(5vi_<Oo9jOJEqWa3TrX&>peD{@`
zK8ZRPe(gK66yw2eENRG92WMABu&zgtm7KD@+qs^fUogXV*;h3|$d_uVT{`90qI*NE
z4g0tiC^22kfv<zSYuy+QF4e<zp|r;bmz)%@iq<)LfPgNuBg3e<^CWJ*VeKv$i}7}P
zmxK|BE+nNx7y9tRQ-_)E7F=y9Kph?SQuMrvyg+f~lrOYq8IH!p3sOKOj))=8yc+%#
zx%jeDtc&(5ok7*S(o7PWg&;N;0QmaRKr^`U$E<+<p)KECWgkt;AwUaCPsC1x4hi+)
zk}^=BzaG?HFkjy!TLZbeyE^m)_CDaeGF-Dq=iaw3&bg|{h?CrOb)Ux#%WF+zCmnAl
zl0H78T77o9cTy&#1e87bj*?T<kQ{YnZ`n;kDRX}v5avp{37Cqf$mFk4^sTK^SW?L5
znNZ>&7>ok$=M65i`6jnLoJvjLF_tK;^XGUrd~##CbQOu`s74W_GN>dlbQv|@t@;WO
z0rF+@1?2Ty0Lf4ud})iILJ3g*I2)>6dzIm<J{4pW7JI-P2)cW{cz_D>*Qm^TCY2|6
z-ODCs4fqcDcPk)ZFY4kN$O4}^o5_)HL;-TvoVw<}Uu<@=Gtg9nPfkfmen>t>b;TT?
ze&=t&(^UVxrqj*-y$%fG7GMl?$tsf3_A_!m(6@cE;4vo2{9b)g<}Bcp?9R36Z^r6a
zUkI5NX6IlGxoR*u*jrcB=*ew6z_QyUX>yx9X55Hdotb{1vich364xuux^<+lqz3G9
z9`k397#c+VBbTM(X-k^lsTxWOVHghq3N;oQ3S53cpF~*j4K|KptDKLzsIDP^rXFCM
zt)LvgCD04-O;ES@$g4R^CI-}6qyr<n$#ae?mA;ehMAbVyj{4ZO(FElfw5oZMTIOt{
z(Pzc`L=I!JBN`^Ynbb`m)>5S^Et<q0&RZmSGpi$`KH$%a{ZA@@zk2b+wFtX$<br9k
z@)EEg?Y7?8%#fZuYD-f1nFynv@zUTlup_^8^EyiEbiC25%IRP$@N_M}bz8`I-jACR
zmzDZ8I6%UVkFy(kr4QJUQ!(sNcYb(@Z_)b34F7D^88UbTn#o7pXcD*z@6ypiewR44
z%xrx7t!l}Er=f4YMr=)xs{t3|OHMGa825NHtoW;3_(Q$haG2EdCsx5WSPU1j3@0;#
zO1xiVVXyM;h#FI=3Le)j&MOb*)y-tS+Q)!U@ZqjoVHCzE;J#gX{&+de{a&i)fvD)X
zt{0E>W~oAY%L5*nYuIsJV><<ceVC-@Z3|dDmSU74&?cL^^K5wLRS<dRI}1CR6gIo=
z_c8G`%)fYhdazFf=z%RWl)X_W1CL}eGb-2%^jgX230N6#=3To(4qxG=C9_?5DDa35
zS|!d1_>;d;q);-5_ysfk)JYjy?ZamtkPbT`4KE@b&@6`Fj&GF()n_oNc1c^bLnu>j
z96mZN=2!8x!#E4`l;<Yre7+Sd8q20uf3!XE%c}ON4SGuFssE&+`(f|uAJK}7=~SFY
zvC@efJ}>g|Q-}*9i*uw32fEi$EQEx-^%xe>tHbg6ue1qa7vK-RKA9a<mo8GL<U5rD
z)u1}oB~z0Xjo2CwH(DRH=aU?Sl6=wcRu|n=@B04yBV1>mFc5?Q5UM3nQdV<)@s>Bw
zgCVslj+gJSsU&(HMP=mu!!YU=ALuzUfx!rKE@*g|urWnuOUwdr(S~O(&$P{dvHKuL
z0xbpWJ)XStJJz$aYW**QR<abJt>K8PU>4-T=@~^2UdaM&;iXp@rL3?EneBdaDOeku
zb^)&(L@(vwpM)>RlL0Hcr(0t}%f^hS{iWfnPXaF=^=xTIG<S~cMxxyQsP`CH{qTR<
z&wx5z{Qg9u%M;2Sianr6gCT_<r;H2W&j*jKT?q%f0(5BZr2DNGp9}va<miA#tK@~9
zL7LZET8G%la5X?Z1|YBay5pla)O%IU54#e@-XE<ih$|nrEM<q3qNHTKR*weSu(fY$
z@GY&h9)9M?*M)y{H%TFQ^H#EBb_i5c@dGQgrblBHopGp6{gevQ2dtvkp#}iReZVEY
zTf3=Af&5Imx-SM$txUsOsgmjK70_G9w4{!V*db%INJiY|wNSz0Nq#-kz#ewh$bY#j
z00$Q%h$3fXt|^{g<AIWL4l>{t>cBjx3Rrj-z5}rVia7O^so5X|n}rOfz4p<#u1qMl
z`~{d?v7P;?+b{iS;0u_-@A}j@_o2RdlTh%z`#;o6rV9aF>JuC&-Vx{>O2lB8CBA7~
zQ^M2u&=*jF<s8JpNyW^_w!wsRNRlh9XkY|%4@H2@$uL73eDa<H(6w8I2fE3Z--3w~
zQ4amc3@wls3nze})*KdbNBV!Z`t@-CKr2QiAOuhvBZ@^Y;w3$5QLj{uvru|cE;pm<
z0uEk6pn4vl5<K5e0oi=^4J9D1&j3wEFd!pdYDvK}_i>pp1Pet!J<do5BFBWsOGN18
zn}h@3Ti|jKFQ{}DxJHk8R+ZvgRG8MXx&+~p`B>FKYIZ7!P)QCKREh4a3@QdHtgf8y
zY{-|nz@GR&F!<{hGA$NLs6d?q4Q|w=6!SA0ovQbkE7mW1AYQXAvmraA^>x3IgNWsV
zVa~Zc<+~r>&9lRYVAKSkx|}(8SMD0qM>cvzO;^73GtKGM0z<fZYxk#%nPKz?FzP23
zguCXF-SY7)sml7O0-}i7U2%*1NW6tzZEybV0Oc2wRVh?WDbT~9W)U>YpjEyF{h)y*
zzlLcyLn1zRsU+^98_#tb?-=m12Jd=+<1_tiGMq$3h=z(gPvMI{!qi<c!cqnZel<|E
z2+X<@<oDKOXT;U*`%o)`!%%*W=+_zCy6xJ_F??p9LE{g@8~REI9$x2^@Mwr}bFA6Z
zo5Sq-%|7CDJE9{Cp9aDYqqG}aktUowKz|(F$aF8ECtJforgRrJFqbu61VG_CaR-jc
zMYf)cGj0+5296yV45?*J&gaAq>qlSp_tJ-R-2)jst1z`5MV1R9-}p#0VvOw&h{W%1
zzcs?e6Xp*x0WB(wsIGG7U;A0ZU`j(~3|5i}ccaC+lPJiJcV+yifaQavAdvZHkf{z)
z0v=T;Rx!lvg$aPGD4>XkON9{NGjm33aN$5k*oknGxT@{!&!S7O<6A~`&&Uo4DObI;
ze+ev<xXqX1n%MC6-^A8xxIP)~+}l+Ix<TK!(BUGS>btAL9T@}lWbod0ZZha+h*7hL
zT_NBtRlzUK&rX0Z`}Z-50aZAnbv(HF{a)Pf+``+-!|g3A@^}9IHzV@3eFy{)rU=&0
ze;<X0B3w7!#5ObSt@^vrQ=Le8(Z5<Of1EddRW6d($WlxMZ!7nWhe=P~(Z<eL?{%sh
zyJb)}WtvZ2xCvFbi7WoiE*i%S6<uLwC9Y3A@)WJtPswwvIsXFQ7VkWpx?N($MG|6F
z)Sbk?6LUGRxZr|!1&N-}roPXE`)+FYM^y3Ryln^C%s)A_J?4ws9X<A6q3<Il`3Vd!
zgIyKZE@d`HrPI9bBZ)$KUBKCt;_FEG*ybg0-i5ay7Pkyf+!h4|!c>!*)d2xXkb&sw
zW|wDkNBbCc(Z7o2uXeC!<kxEkZpgGyUF-5;dc84Sl+SU#`2=<vrrX@Mb=O!sy*S~`
zv7mIfXZ~Tvtk8RkJ6o9nk;}_Uovwpu)Un7s8agkqgHs9R*y$QVY-R`#mC$3<1PbB#
zqzdo?t&_ezlfH3X2lw<Bnm)-a&nz4)dXH^}OE%T?oC7zaNvTxwUGt+g%x_;l9{jQl
zJGq|h=pwAZKSL-Kw-9|wUHo;0ynhkaiKpg^YTZJ=6!&EENo()k{t%8BN2z`3_>UKr
zpaGaI5Kc%om|s#;;N<1i8ecHUKU0`Ekm%sAitmY<fO5D@5Cxf`hUN_6ATkEP$oB+p
z5YvM4!Vj<dsOB;%h#`nI7=qi^IvAfHPdx$1H0O$fl~c1<hJ^ST1m2?)(}8W5xc_|D
zEOufe{L1I8W4oq}jbr}6wXXg~<ZbP;wbc5N`}r=eNE-dm_fWzgi)!|Ce>eeu_ykX2
zp9Hcvwm)HK4oSxdeC}#VbPE7z(ASqP92>bHpU*?Q%}-8_3t-fN3KJIl1Bc%Nw$ebj
z%&j0NrA!rrs{v6-q=kQ%%cnZOHUHDKOAy1`1(ycpuEJfDlZlxeb<>u-D3)ANYCO#V
zSeq!8K)oQ!Pvb=Eq!S48G=rShQJQio>~F`k62R|RS)p0(vI7H}pWv299n{oo%{zmm
z%2{!J$3kYl`hV;nlZ8Z!#5w3J>yloL)lw!ZJ>l?iHw8z^<1gMm2-iyJqtduLm3_Vi
zf9HoL?2++=cu|ql)oSkw+2EK3tC)xb$yV3HJ3Eb6lfy@2_r+%XeYHslEdE!dyb(z5
z`$cNpWWZT_GeLm*p83sF2X6rGl2|nU?5%kB#~hN<M2cP?<SqKy(m9t-_h8w2FX$>(
z->*Eq)8PY&N|i^2(-W7+achz~U!FYEOL9$oS2W#+P^S;R9|$PA)LN(-@m08+Hn!@r
zUzJKm<K2_YG7-pZ(jSoy)q@!ef?5Pw>PcBc4zUEl1%oeo`BqApfaV&Lw@iWD4p3i{
z3lSKbYp>4YF?yi3(<R9_AH35QEqd#kL+PC+;g}{~)cS8-HGjQl(rtr7S|^zb@F~ja
z0&k4owN|l6=Ar@ib}O&rJ{$Jm5@}MB;V5}dH?0E)ttF9RiR1bFzd^U?5+<rQ(e)9b
z7al^}+X)i<_HY00ew-m#Z;#EkAwg(}X$Lu8tkQtu-hic_e)ijWe9$l-lpVitp9Q}1
zOjz{mRXCaF90`;$(1s6+`XiQrr`a&}0{o~!y-)r`6zL*Y+%CVJ->+(ToK7mGKF`4l
zb>LB3$B;N5eJG`jEd!FiIk-OKCiTEfODATjI73?|pSyFeq|jTV)?+T6TSV6wV8IVY
z`MO>mCA@ML7GezF@rA~uFnCVqHJ))9PI;H_$aCMhpDHtKzfe~qVI!_}K)l;Spmsj)
zWqo!>TUVaiirh|YyNgu`L~#Wx>sjnd1kIRD)ovk=ZObtloICuBk(Ta{E?Aw>J2TJ}
ziQ5l@iN4Udo4Kt2u~|<nafAMW`I3dD@Kmb#TLU~2i%j5T4|&reEzI?biAv;&__p3x
z1ktJLc}6%ROCqUm2Cmz4U(dJP<YGS4uw3ntQNy*|``)cG9=AbmNQqowo3;n_N{;l|
z5KVB6I0sUyRJaCCXPy7sMZ0$$?HV5k$q|3f8qn6ExH0RR$1f34*LgT>)Ne!Mu{dK&
z=82~B`;$3xqvV}~;2|!p@EY8Zop|XfS)j>Ifnbt8PuWPkv8715-u1$+hyIq$9$MlZ
zt50K0bm!EEBSe20FC-)&YZuB4n_qNlW?D4s4(C@1`)WYww_rB(?YMU3kg89~SW(7B
z-Yoag9SFa(#R;Z^%Eu?@7R_B<cT&{kz~poH$qtu;Njs*Su^Q%oXxI|VGd|_m$Qi;x
z4QN}n=i{XJs@Wc!jQ5#O?Y|FzTRJ{fy4>V<S#hHI+9<CmBPYDm>~#mGohe+U4toqF
z4XaNBGN=B-R+>h?Qb!&wtu!fkH^yB4!~bF>k`gCX`;81X*ZwCgQ|E8uKYUTJoFY=t
zYNMB&c{ZJMABp|1Z6FQ^x?TD`TU`F%mG$g77(a#E{O=Z>J-@>zWB%ux&b|>r1OIk!
z$rE~XGdfN=M$57dy)DN4Y13u8z0>-={DN+M`UhiI+&Q9Fq8m;WQ|j6Z%Fc5#KeV`z
zz=+=P1hxKGN1A${uEc0>^dbe&ThvfWzzcstX!zWlzA|>sz_^FK@!;|+b%{<$2qmwZ
zy2*F~{gt|?zn?#{*Pg>SAn*FAjb&6Y2Ts#D63=|p3XQ~~)a7`fRn4x87rAUqB{zrl
zYMWw@jB1&6*k8j%?Jiyn6oB9HE6Iqnq;KzM<QpYA3OD=0;B8g8n_Cw`Cqqd6gcxJJ
zDitS2yB%}4jrmhpp*Ma^^A%h1wRu`@+dn!K<%Bx{W-)rPbllm9M+8}s0mIDT$)L$n
z>yebKFYXBSS$W95d{svd(3`1Slq~S6d*&2h(^4>=dRVeweKpN(2GAgx0jpWK>FaPS
z&^@8Vb@2>E7r)@WXxezb3SyQv5uRE6RZV#J0o)7J6B5_wq>rpgW57<x4dj4Kpw<}_
znSPp3pV2IDfZD#3I3QSVo>9)Dh7#9A7?t1?!uXe$=kDpul0es`3O~$Z0Gp*LTMyr|
zP{a;W{FmCnFosad;Yv4<<|j)d;l_M*v*-=YU`oCM(<JBI7AcVbkg+n>kuX@g$igul
za0fcb*in?A3FQ_jse5y4@|Q<YLbhQ*inwwVpS~U;V+%-+nmkb&pXyCPm!aRCj8BNU
zWN>**pfh&E@^5unBlsEF9fK5Z!0(h@rh9)sFKvh#`pMExkE$k%Xx(;WEyo$JCE3Eu
z3!RnlSqd{Z)j?k1n0mnoQDEGnz@>j!LT`itlNc@h30`%u5=%Lt%Lu{$C6X2X#!pRR
zsz&jWUhT7-g<*ISJ2zy|6Ir;hVs4zfMJ0wZR)Z9`+D#-YzI{8vFY_jkA220A34DTI
z`m_z5dkewYtYc>>8zj`#TQh~{1&1i0>p~Cu0G}!7beRfLs6Zv*`u6xoOJ+I>{h+U|
zB{LVHXZg=TB!S>>0Dl=o5enUb2A(6YsTs_bn%}Eb`yd<CP*Td57*$fzc((BCcs#Hr
zBD^CA;@$q`7P0_;Lb=yYCa=Z$$wV#tuGphh-_*OVr)4~nOx7+VZR)(weq||SxLtt}
zS@>;lTJ3s`6UADLL@S+FX#i_auHZ07ITW$kD;0Ug{z(S^S6WE8c*?n2Yk23wI^hqc
z`u$&D23}vGw|LEcU2W=?B0;Q9+}Zj|oNTU*Mp@zdcTQ6$q&wX5DS_<x;(Y=ub&2Ya
z6)P*YNj_uP0nSzfyDaE%9`mK98K_8-US~eW!eEQ0p9KCEd=O&&h=`Q1U^}?Q0patB
zxtxyO$BEJnAWq2kf?I@7X2QI&I`G+&EI++8i)M4?HlbX5TJFD)Xk(sYoFy)rFoZed
z^-Q_0y~s%8E%<BCckKkFD`jH}l|N6VqdWr-QwTKYV{1P)GJ+|`q9>Ri-#f(V_}@;)
z-B&h^{}>kI;bLXR@e;Zsk#?<R;V-z@IzAUC#wi{N;{$4^oI9qOxeqEmi~7{G_BpC_
zTU<fr%B-vyu5$gUS;A##ULsbpN3ar)=l9vKwu1o+C84~Tali@&!6GnS(*x+c+Ee?7
zgw`lx05^1>;-@f@!mGpxi=C60OEGe!ypx4uDej`hb)FSemPkPT2ACPmN>pNgW)%De
z;oVuqEDH3nFhGV$sv%HE7&&SQQ10}O0g54j%69_{FkDKHVqRyx!v**XsWS{dv*ZA}
zf~%<>2*TiFZpoU+5%N88<ka<Eapda}_jV(Hb$fC&OD3>JIuHfU)}DjZP%ltZYki@?
z2r(PBtpMfLPquTuP&f3(^3%hBYn!i%bsF{p)1J$7!uR7H&cn5yp|rB}Cf)r|!2$Ha
zh;;E)W#!gBVPwtU7LBtSNET{(h1{Fi$`T&M_UXJf_;rb#DHzN3I&YxeilgJU90k<K
za}=*C{daU`3B<o`ybsHMeGj7?wjs_eJ@0A%xW^~9vj2CQ>EaWU=;?t`B!2(v$Vr;c
zX}dAC*TmDqdnzg$x;K#&;++L_5KHASLP;M9r2aaso+&#x{O*(a%6ZWDU$|*-EePNL
zoPrFptC!$FUot*34#p7D?*84Hn2*OF4eChjBcFhyQQSodnee!iUI3^(g;qvry<U&F
zRFU91C#2$5f>JnN!%k^<%KMd{Zz!Pd-PV^DN#xG|D(8P@d=ptyb?8bU!-lV8)XC_Z
z8$mJgxjIcSRvT8y&?~e35bXSqRU#$8m_S9b{;IXV2ceZ09G4-F`cEx_l3A?`w}Qcr
zUw*${I`uUSVPruCUr5tKSzCY;Zv5|Afx*`cEXH+J0ye+30j!$mZOmlZ$a%Q)gdg$i
zJvomGSz5=(4%Cj$KVl?Is{!Mecq-;-4La7AKWj%$w!U9;9*r8B$P54=@1<z*zRa(6
zO-*cvbUWeqJY?MFeiym+^tCx&^C_Bm9VjYZxkD8oy_;%QM|RPrT*3%pjFov+`O6|$
z^@u1d{7CP2+0kvp!L2-d#{)W#@J*^v>gtK}f!WPUIpUkc_smY|3-iT~f}S*>zJ%BW
z%0L{A)k8CPp*uo{W}NN`1R_Qtqj)pBYJ!9;>j1a-gk7A~s_n=#9=^MK$09c({1&#@
zR<HI)*DI9qJ5`GtC!z(ast47SmidCa(eh3u4f0I}ob)z<MuUUjHZ^rU?-v80+7lnu
z<<p1X3foO8ln=}iHC8=#Z?{9)ssg5#Ym|(eg8@pfBau?3{)P{4EGcf?uTBqX7=WNh
z8tz-1*1Ab&;76e6&Xs!BqS2S%x8YF-mnoo?1MC1BO1LHt=b9}M!JiL&!UG-jXxGjs
zWtU|EYxKo1#61th9ys|gi(`mnP6-SSU@@B|*^{q=<4c81l?uBcZ?$UT^Ghq}l&Svd
zJUd=_Lv7^p*2#5RT(bfbT_=-!{fnIpP5pP=vSV~&nd7_6HmJkKsLY5h+db39N3``1
z%yA84b={t%>wX97vDz>h?#B;>n<%|eLN^k{CoC<8xP^lOP*`PTdhupsmgfdcOyxt1
zLE~}c5&H+x5vv*n)}rVv%bQ8XH78dSjrtfm_KaPtHH(hsmcrbZmr5(QxMdkfGZ2;z
zkM4Lst2=7{c;maGLvL2HVUpvLQ=5F-{eTHltT?WuptVzDp3!1}q1{d+A@g1;!!~TE
zBi}L)YiacHQLV+>HA|C~;5&O+uVR%)t3$?2;U(rEph`A<E%*Oudh4jDy7zsU4u_!`
za7a<4L0|ys97PZT1sQT^hVJef8UZCl8j&t(1cnd;B!)&>y1VN=&*%I8{@LrCGqcvt
zyRK{Bd&>X^ew(;Yy%9QC^*L1Ny9cD;?ALVuvN8eq7-o-N>I>eR>Zm<Iidf%{F1pCf
z?Q^<wN#5!OWbb^H1mBNmgX(ebUTLV0GC`h+Yde@K{0?!-)tYm_`8n(UWC8+dsDyU0
z1DW@u48djmd}4#hkQ8kdwPgS@lb?PB=(%mZ)F6QGA?3@z;>86LiJ6+O%UU|vLn`At
z6z76@5QkEil?}iqTn8S$?<QwvIbcxJ0Fj9c1UTwmpf{E<HtpHjeEpV#!7*m_>^d@s
z`HC#nCn>8KPF3$yojWDE5@6$gsC9;X2*m9U)O>MzO41h#@9IN)tgiYhvr)gV>6ihw
z)^HdOZ@gbkk}1jf6M0}lHGzyaHGTEruLa`KH~<=ZGPzESoD^bg@d3p3Zx^s76HE;a
zOp3X_*bQRXo$R`m!G4nw;6r_TN5CJ;)mbh^YVl@4EZzT@?<U6Q>LikIqm&L9)lIV4
zjH|M*zvU)@dymc(D@;1GdMXC~gA$vnbC<h0Py4t>JR$&+m&$Z8rdzT*^gqlsMdI^z
z)t0N%GeZpm&lAP8bk3lfcXBx2chJ<lO+_@GN`ypiFPtO{J{J<#qkHb0_GZEgc!mkv
zgABd;lIzRO+P3fxljUb{UVL9kQDKv(PEHJeB=WJ9Rld16_|Za2Thl@*8yAQ)R66<3
zpN}tAlf-=}HBEKlCh#bBybx*JvRzic#`0nPld3C^vyJTRpQLUBe;!FRD+R#Stp+wm
zkU_{G%&zPW!{^vmw*0SSTOlmy<l(+|)%(R0Cc%+;cn*SRP*uod0$+yGcT$xC^3@E-
zt)uMK-I}gDg*Xtt?R~c^d@!iT_jg1@EGs#YH-oCGAf~$uTh#FuACWkv`G^w-v~GBg
z2kMMEMZcD2RPFsZWg@$06oQ85BAwMX=uilPOG2;Qos}ANzAAKqe&$;3-rI+W`<GOZ
zmk$e1lffXp)7NAmYBvT!G%lp~IGGUSB}aA)a^!Bi27%~b2m6C0yut{z#aCoN1)XX1
zGjmUmjC>6vf=q=}bP1$FZG(#jR5w<Th^8&Nb%4NXNK>nt*Ls03?J-UWDZjl0LHN#_
zI@pKaSg-t56W~Ma-`7KUSEZd*@2^LOWJ~fErm>oKzLO=Sgy3aJ8aO?FV_is{l)=um
z@+V-%hr^$31!I9fs=~bH03lj$V0g{ZEp|jTC~3prGVwN!z=>HNEqeKhsXvgr4T17l
zjPN~9_EJeSY|F&Mqvv|oYwY@f%LYKToL^PS3(j`@wx@L2%5LcL+kqn%1~c2Oe8bhv
z1v<-M1V;!Q&aQ@c>qU`5LYYakRu&s8!bDw6#`=O#kLb2y<FJ`ms{Ss&>*?vUn5c9@
z+Mc$N5ag}jlRtm50>s9&f_Sm{R~0>MCVWpUo!&n+BrO3u2yWzVs>T?%NF_?kx!a*<
zow#uh@&l>l{#aiX?-w-)ZS^@=2p9f&jJpGl@Pn8WLE;F_$smrt@l*(J8^N*8&`rAV
zhzyehdA}P>1mQ<XsZ<k%S2g$js`o!nAc7;#PG8gWEldaz#eSQq$-X%z972Q=`g~^y
zBfP)b;~V`&mmE}(H_qqysMr%Rv&Urt02iF*VdglHVc!x)2(Y>!z~^7q)g8XkSH}ss
z2r@}00fm2ge@$H)!I>h{SEfq!9ieSBk3JsY^X-r7ee&Qt=3_gTzsSw0w%vvgGXzJ3
z8<$2#@cEUHKpx#{wjHWmlXjT_$46RS;hw&J$fwdovr~DUML6dH5$t8OLd?`y(sB0B
zlz*HZS&+1Yzuhn4GEjs(l0Dr*I*bn7etotC;uBy}GfJbDJUDpH!g$t~=Hce}_bY8j
zzRTIYhL^6Ld#pj$OQD~{D*okO*6Yw8{UJzQ7~gJ=F~wT;BDyNR3HE0fFhIolK0a@N
z!~1XeKhsFA)F@eMwZ&)aFhU_Kg<2LI+_e+qGy5^aTu2ia9Tg<A%tgVWPJ2hbf1g>h
zkjnn{;_~`F=cZ?sHc_l&nSi+Cv!yu#qzUeY&+_8klbyK59gkWu5$lyVi2wuk!w=}x
z*5N-TcI(^Ky}hC*9vze`O_PNtov+3gmDn@P{w7bjunBS79yUd?hU&j>J1o(7SIC9#
z2~h`q-;~}>^EnU^&@JQ+>ydX0{E2-3I_+hE{Y;g->p#T-R*e%9P~hay!<lbeuC7Z;
zDwS-)_JVP(reoY_cq9Bxjir{wFYoGAwT$Ym`j5RP*mKVr!OXin2Ux<FrjAh9k0=SY
z_Pic?*<(K2=f&0sraoprhHXj))i0LUZCOogL<OlsHJsD}^^CvU*{vn{y%1M`@adoa
zkfXm1uXdZt@@0;)nGn87DC{-CJ)y_JzRB^Z5nf4YZ6+*JbVStmnz+oSf@OntZ^j&b
zfz*nhZLP~){~C-ysuddGHpIvA`430&@Na(I*W+F^78@r!+$0Kw1dvwa0x(23u6StM
zslt7vPlT^shEPZJT?gJ)O3-xb4n0Eo57V8${yIO2pmtSiqi*QWO7(0&4N~HOXsnZ0
z6Vs~Ms`$?@$p?jZV&V<<Ev9e7Z&x$3(e@()mVK-0=lhz;W{3})Ry5?hfwy`njk&Kj
zbRGG=Kfg};&`h6lo{F!Xh^>C~;*T`U>dCGmgPi#N>p&ngU>Bq!eT~Z8z;WvRpra*g
zf6JG9Hot^-4F9&v&Hc=V+YA^!0S=G|-S2u={p1sYTKtqOb@k*~mp>(nb1%T99atcp
zYeVDfUuT;AHQ^Bp%zTxfL~*KG#C7+5PZklM86e7nBo&mNr)_l|@2VL-%t6c<OkB1x
z`A0NX{zjiVw+Vl(r)jD~_}Ff=2to4F%A+yDB;>okzk$4uy=p|7uv(*;?@>0La+Q?W
zPT${ZFXPNRf7@a_#AqvvL8f$U$rmz+k)p5F_OS@vi`KSR_Cb{vC*>^P2IvvN*GtN!
zVxE_DOVH-(bzz(L1x1+x8mmg<(K~A6U&0k1?uS&fweFLEDA{^=eW+qgasN)uBX)n9
zaygkO`0lo!{wMpxwQMYk1WagBR<2BC-#zGAy2yHK;#x*x5{t;maflA3E)Bh$&sftB
zW=QfshTMYcU-99T?uC!bo=DUMB16-Ie9s>n7%H{z*$r^~%YStxb)eT*6!hl(My&B8
zZhAz=UB%uH`p5m-l_TInT{{TLIe)6Of9XTXs3YE3F+vj;Sj2r@e<o{g&7wx`$X}GF
zha{lA6L!~c0wBeZgL($bQ#>`Q`zT%l2?UWp#oCTeDx;P$<VM~PyckIUvF4?g*<6v~
z6SJ|#=u_h2fvvpSF7<2WFQ;9rm%(*wH1Sc#=4lUoXREDNRL=O$3!JjP>j{#O6i&I#
z%|q(BMaq9Bun!Uw>ngmfcR(_A<WHBTfMU@yymG#R5~ow7`*I;vBn@d{v;>fCdBmBo
zyX#%)wN5Qt=AmzvTsD#8sgGqwXcI1YPk5Hetb8z`5`FrKmhYFN+Kqc5BkN4=r}sIO
zia!EB`oH~{dN}i8F#f(kpbFpQM27k*xdhuTDI|wk1D{ODdB3X>-^aLVR1oz*X%O#U
z+>F=D*C%CsoUN@esFP_3SXpMMXNrk;yEQiQWx6pcD`Lu`M3h2=@6~Sn!=&cEL>4J0
z#aV;CfDl5)`YZDv+q_m4!iYqYd3EC0Yfx<M9!G_q<Owt&hn*BO`m*1YUxx^En+3n<
zi<RyQJupKd_V@V69rZrrKyr0o&Ad4kH;-=1z2LWs3x{4*pGQn%wD4m06AunRkB!Pz
zkBaHhaIpu3p@h$4Iy(QES*jlX<5Z|`Zz*SnC;e=I=SY13gkp$wrrDF_{zDz2*cKTV
zA5sygiM2ytBRXNNPs^Igz<$p5;fBoSAfBiurN*u!7D%qX<8_?DDc_v2k?2Pp(CGSW
z0?@yYT5dV((ut!J>#FzmOkE1Z+{~>I%YP0c8=uWq+iDYl-jiZ#tI6yJ^BV>1YOPLl
zVsjKk8;yx~8sjsn9l!km#9KqHGn%<(qwfo{aTBmM7dt5u>u^(f6D^E2;W3{h#cVC*
zPgtfYR{zmht+TGJw=bk|`)_Ob{ZtI!(hlJ-O|n?6>DplOK=_6kSB)UqMz%@P4k-kV
z8v)k{7*FUTNqk4aS(rcWR|<6LLlw#W=vdCM3}U*@d>1Ew$Lp78**zKQHoD-AUXxB^
zjy*mfE0Q*JF#Kq)iOCSx$QNRl`s$nQfc8vnlQAfp70>&G5Q2{qO4_xDzg93)dAYnd
z!2Aku1-8fkE`}2x3#>)lqMcqm3y-^-PI|;@in}smiLH3neN}SL#HE>s-?a1d2=Ut&
zZM8tNr#*LKKbmUNuzuEUFlS{L_!t=+@!XgI3UQv87Q9}JI4)AC!ji_S=}?w`F_z5!
z_mEG%Bpbc03u0H9o~Ge*CFQ1s?o*wHpb0k%-#$`YGkasj05}QT=YTrtL#7InT@8Xa
zFuFLgYM001@b`n-<*O%>H8NI8zKC}+eQJI$z)E0;ss|<q&4KFIU7S)Bj}K2J59Woo
zMzVKpdJilaHb=~DYK|T&t|{K<>o5)&rECMY;D4fb?8_=+M=Z4Em3NbZ)}@pX?T;-I
z-P>zW!fEQ$wTl!Fr)wEdzbYrcdfP1T>CdYNQ@Rux7tPny9cl=*cZB{y|NTtLt0w~_
z3mvLfy^k3EsD?)Ouz^&y>rI1uECcjiN0)a97m*plY--{TdRuRDSU9Q~Py?c^4Rw!v
ztQz4<QhaRcPnbHoZu$um6~p0n3PE-cIN&dGO|j+^c-&SmeUHP!%H$u;o8tPmeYn5M
zpz;A9l-NC;$`|k~)62a`_UE~^Fe8ti-poFTPu||CBFf+i>82}^rnHYscktCYiS&Fw
zg=Ht+C9R(^LNop8)))069LVh3{xYA%imQK@jPBy)8564PUbN3kL6GjL+9s_}C3<2z
zle}2}eW5-57F+D+vLB-Dt+n3Ei;;D_R)#~?Tz=LH-ljq35_K=wN;YU%XWL9=n?4F7
zs$Y%#lfcM)<u7HV$nnk7m3=^nhLcjIc|j~*%Sfx0-jd_<EmYcxZY*qSswNf|J(g{e
z6+KogT&uZR42K`JpSw`V(PEs3r_QJgkCQ>5L_h!*=;#V#ubO{9Ab}(*y}U;jOU;vQ
z+R4X2Bazn!T)-L|C~fW;&|5zJwgRx6uD9NswHk7jWRNg^LXU4tdH%V}oU*sS{(jIz
z1)8@#qlTE2oZgVW(0ZRIQ1GkT|I%k)LnDw21hF`^cRi*Z89-QeYtknaqRflpm8e!H
zs+J>=bi+FMAX5T#o-`3_k6@EgC<XGxN|)K^lio9eSPyS~ZP}@U^gX>M?Zw=-*3mvS
zgtVq0TLdwpuJZk`nr&%qTD4|*+RVa3dcavG95+_#4*k6&IeXd_RhM3p!=$le*C}{n
z(bWYP<UXK=1U62v&GG~RYQe&(n2qn5zM$a?A#NfKNbF~lF0;Dsd`h(%l^EcM`+SLo
z8DH&;-^Jex!fRo8jx?eUj{tNq+(*oDLht9rwzl1if{{)6uQ3U4IvKyzbR|(w<c=2a
zI1L?-SyO+jEqpOR_%D;=P>(M&zw^{A@rt=;Vfc}nzt$67&cd~)NFuV3h#q-%uV$L9
z$wj_pGDpmM1QT^1j*-Rl&-AWasB-oKiiR*-_<Td!j2(aIfUFVyi!_VZQIzi`c+?8s
z(hB_=SrAb?b$!YsbnnEv`P7wkyW6U2?lH3jZ)=XDw@Mhb3_ZH+^Q3Wvy)~JvyUJfR
zyxz}KPlgoh%@cSE$!RiaV-?#x?&s2CL2`<QM8AG=&3O*{DZSWs;4l>oRbhXnkn%U<
z;(>n1Wa7gK;{Z?fpe)beuC5TGU6<?pW){PqbN$DcrUtmvn!0?rOlvEDV_`8WZM#L^
zxG0=C1^d3zH?c?LBC`KbB=HV2D6X&81V;M>40Xp&oy4377ffk}_Q#Ct&1@l9!{L+=
z+-hAGw^fDGj2M%};ylM{N?qbN2u;5de2D-31P;X0##82Mw$E(!<vC|cDIK8~c_6;e
zn`uB$JM`9`dg%U)XW7M1)}ZSg4J1VuJ4q}~CmtQQr`5RnTV}o}TQBBs4XYxEnZnt7
zqFr4*wm|Tf5JI16{qBG7RPrheX~oFf2)L7ViOJ|hdb}72xNi*8KwwH04qq@?6gDgn
zKv4RHJn=g)@9`?B+4ZC?13`8lGcr~?KOm$4wHt(7YwA=xbM(CUeF;R?{!_PKrYx%U
zY@wUwII(+|vgAOMK$vN@Qo>3ILS-senw*rpD4dojG-6rmaY}b6tFP<1v6^g&p?{;|
zG0?p(oAv0Vf1fRG4h8vS9VAfHWaIiYAw3lHLE_$4YLpNK1OXmIfZtiPE3{atVV5B9
zQyL`MSyd(P8RCgrQp3OW5W?8}M{6v+X;9O}4uYv2h5Wz^8b}r+_>yNG$d}x-7iECl
zwFKsIlf<&|U6X^x@zx^k0OR{NTuD)-vs*E)FrD`7RZ1}lr1j&Z#V;WoP`lEDOBQrQ
zAI^vM$jy+5H<5}n^jsRHffrN|hg2o>W-k;*X6abmczZmeA?JUGp}(DTxfx{yT53wg
zhS={GwFThj`R7zAk%a7o#2~f^V4jm`f$)~)#Ufs;!W@MT9%%5hGnx>Ixh9M)W8Pyp
z(Rr-kR6><&fE_hasy<&tP6!0~AJ~ud4~V192;B5nwZ99Tf2U*$8j^V2<_RX@hMaO5
zJnw$_Zn#sFmQIT~#%Z~gB27rrILb*W;QMogBG?Gzig9B;wBD|}R;8(%3>Q$$OL;|>
z{kq!O=Ht`N2+RpIx7JSCbSpdeG^ANdO`b?&@kmcUcDI3cI5X;E`MAragj?-{mUWf?
zI37mhr>!O`#YT`D(bUNCJqOQT5aP-3I7)usbdBKP;)A67GgTZKwwwM7SaA#|Y43QM
zK<!{Qt|FTX8kP9)#bm5WsB-pI`iAmnlLwYn?T;(C{)LkFg5)kttH8&@WJ5i6{suh-
z)s1vvGwBb$GK;0YU!&|aP(H0+9q#dU$7YV^zglBiH)<&?@^2gNMBtx5OVgf~K5h)G
z5ox-x(I$iK2Cmm6`4oCo<+Z3j(S9#f?CaP6+e)hA-__pTl*h(Q&pW6<fXUuvZt31K
z8cPOx^bg@ex(G<(|EBCek-QCo|6F}@@|<ie<yk=CZ-kMZ*kr|*FTQGawKr=yLAPfZ
z%(sKFh{~fKWTsuyao)}Qk%qzPTi*%?UF7s?$f_b?XQUi<7*kE@BcxcppJvQr8WQuN
z3r|I8NDF3PO_JXBi~)lCHSIYf(KLQBB%;x`1Pn3WER;leS4>28;(-@EQv=<6_j(c@
zK2s7UG0Fe&ne#KMyvo7ht4D*VCc^M~Q_*^Yvp?-_+<CG4vX*&#0CMyZa<uW*z~Fsh
z^T3P=jeR{@Kd;xmyqt=Sdp(csm{LeP2ZvfKWRUZiP3LD#({*?iXK1CwqCYP6f!eVQ
z^}}{-l-!6QR&*@or@}&*7Sd9Fs+c{Ldhz!2>lZBjLEX{bxa~Esp9FjAB;@SptTW<Y
z81gfms4U>$+6zPF7w|9WQW{up1R1{fu~D@Z`_Z)<Uni@zW<+aU|K@1a;ZhH%U)oS6
z2#cn_<@Bb!97YM>?|+PY>lM`jYSE(1bo_j8v*(%t#WFMkw)()<M$bKvoglj;x5&M(
zj4Pv?OP}~{KOV20K8@i8=I;U9t4!4&QH02c&bqI^X(#WwkPeY`i$C);PwAM#HvgH@
zSXZUt7SBv5s3UCqU04iv;T95ToT1VC_p0S-Y_zog%NYL`JL}%zZ?v9J&}Qzk^RSsZ
z{>T=9WOz$)x7cp-OukmG_HcfYd<+ilZpzM5*Pcf>{QK(Q+AGcbB2%3G*<n!q5~R|k
zggyVxS>TcJLsMFDmnNC!SPXVu<$jPkBsNqwYxJ!l>e#p~T`9zk?0raIddSREi^^ki
z)`txy*p6DY>Zjf1OWNps0aySoNQbgCZ^3XY-b$a?MfCf|lH!w3nxvx{@t(1ypKB@`
znmdQ*%;ZMq_JeFiq^7|4EFCS}++8hA9sc*|WM&J#CnO}w_Jr+!kJ8eD+CI*ff(Q*W
zTT63y!8aae?*F~Na4@yD6x6k`a7VF;3JVFUSlU>l+<`|CK_w@9C)YR5rskG{%9frs
z=9aIYD+(&wxVvdux+*z2I6FC7I=Ztx6@207Zt3dmWN+$j$!2A0?`A3Z%*G!0B>3#V
zPs*0&P8ODeFD)Idfhxpc5<(KPvfz9Fuc_Xd+gTT%Xvf;_ZhAQ1&8KrVH#Y~nm?yza
z-pa$@Dp*Y3Z}<q{(%Im+W}ZJ}yT+9-9P?d>UutU8CaRmDr*PHT9%Hwglr58hf8oCT
zH?jQbio#z`C#O^+M^<O;SYm8UX5@YL+R^?oY*zH7@=PK}H|ve{#hP5L+*HoC#wq93
z`<vgl7C~SC@AdiV2zERv-rnLN<J2!AMta$&7Z*P<m($ik=l|ZPV%jiE!&U7QUe~+r
z1zTLcQWJ{G8N5&O`Awtd##N)*8+h*d6XVHI+K`$m8}Ry0cTooHq}VTfqTI(_5;>h{
zj%v`gf$w3V6Hyshzw%VPdF;4lQ1VUd0bP>7up`Tkq96Y=r|0!{>zkWWZ$U1L=lb{j
zi@p`&6%>h*QQ4G*M@g||i(OAMq2-IXR3a*Y!^_z}@r69EpxjVhr=Rl8YlAB8rcsT%
zlnU(|3{Y-tZk4-$`N9L1C$RdhPgyqUv!2{*9?~MDk_r+a2;A6A9u?FzvbQu<ny9)R
z?nzN{rtGU-YZY>KKLHNfp%1LzIC>)(;L>oi7qoNvlO7v%J>PzJ_OAWz=IdGzM*410
zQ10sAw$t6Amf!p!i!y-;SAK}a4-U5@e3|~0aH0krw-XnWe1-hjn`#=cKnvGTeakOI
z*o8C!ei$Y5LIe$%kNGL=^SmHGOkU;M^{ugD*mps4uziK~!$MSIiqaRW8uuY}(Uz8L
zcvuVarcez8K5P|A^f2;WOA_=AJX%4v+}<_<nJ?FW($Zc9U0iH{_Sz|TiVG79IypF6
zjEI%-)rftv4}`{)rOIZNVu(D943naK_=kJE<53;CnLi>b1tg$Pf?QD@^r^7-pl~8i
zX7`&zwKOL1D<fA-6QkHe+G{gxu7PYs1t&KY)|<D`t|mT)nvin28HR_Y{@0`gqS;oV
z4v(9an+XB<?R8I~MthU{WvrStLO^AR?JL5anG&o*+&(O^`OyFISjn?+A|oUF?*YcS
zykBN{Bp^_(W|u{JsPfMuP*h7I2)lYuF|6471y&H_9zDb+8L0SQEAj+zp~@@Y1!1T(
zC51@-Eu+kL`5*F2`UGL?mt)8lWfVhs%k5=n`=FoP%~r%nP_y@6de~Dz#j~VbyY5cC
z`$9yIp_whd3E^ypf64KT$g9eT@t|>X;nw8Te@yya8<<CLHjyxuYcmH9SkpQ*5#@|s
z@tjX_L1~`Z<rWSpl$Y&|&|r7v&YsC8)J;@BPz)o9*xsmdCV*ADJEsiJm0YISvNP`j
z-zx>`CJ8C=jB3s*4owQ7|8+v1tni_mkx+50QWy#4#+h0;QIbG2at8d#v{5BZ14W5u
zi?B^o>I~2=eG~sV&?fJ}eavu)+6Tq9mH4<JkApReEU6>Y3G1L!G|`%ah}VC^85!<F
zBr766l&G1;3ym8Dx%bo=c!A!QVjaL7(L}o&6<Gg{5wVBEw61Xct&Ds?NM0-BZ@gag
zo(aeT>Kue7D=YnT<yx<{Tq({q)J@w%X&#qh+`01=WSlI*E7ytni{yNeRN!N8j>W<b
z-k~vCO=bMl{ac`amAhYDNz%|^^16IK^@+<>DWLhMORM219Dw(#ke)z?<s(a;g{h={
z7n}g*tujzC%u|BaebPz*x*Q0uquqSqWRY0eKEHRq9ws+QToPTU!-&<2keU2o9hYR2
zHI}cShaGo~Q&CIIFOpcW7k%pFw18Q_KW|^BcA?PV{{1wkthda9!jQ5y609mnkdHf8
zBamzIr07v*K&yUB_!{>RTuC$EN?DS}?{7C{4bR26B#C!OOEu1M-A@^JF;zbEH~u7+
zEt{K;q|Im&a7&;|#LzmkDDiBx2WjuSrCli9#w7<63{`|zN}sQxFS?EbbG49IDLjDL
zLB^jNVU$~_Qw@4ti<#LmzZ_dt`^T5~DFXAPX6|~A(Ed$$j4go&Hi<xfN1((J8rkyi
z%g*G6{&HG1(?4&F7t7Vs-aH2kVd}d{4>fdB2v80?3efr+{Y0bJ|9M!X_QU64Z_;SM
z3?CziJTRFhL~38eVa}C4T#>G@r|;vq7SCgeiYm1W6s83=P|hc6yb&?IdDnAN{iyw5
z>1Y96Sk!fL!2{pp%Co=#VK^%B*y!8a7g{Pq3xAP|{y(9S+q}@GV|E4L?go_e7>6Q$
z!@VTXhO*K-Hg}Kc>n_D#5Tikqv*@b{K~kupTkH|D-Dz16@XwU$?>wnW5>VLn@bj?c
zx-4#OUEQwi`*2KaUZ<$jd7)Y;kuK&DD)_u7dWjSpJP+sv$5Jdj%q|=Ex6DDT;!v&v
zCv+hzI{^`*s~onh9iR}VqFYY5DUUCDpG`$KC{F=~dNUztjqL%ZPO+Rbnn>$y^bZPT
z5h3_m5%_B<Hg_lOF?89wGFuV8^5nrky8l$qwf*}E4n;sIGC}7g=S+hN$M2y*zjH%q
zve{w#T-(J~a_{!sK(rPFfZUrk-dBkn;350)o*NKo5a<D&(UxA3EL53v1POC)%!ncq
zo9>XJm$GF8Dr6$yhKFS%Gf;`=DYh`wMT!D2*1Qj(l2ZBz*s(|D%CpwoKAD}A7F6O(
zT(^qkf#zWbcG!2(FX?LED=TTdxc6OJ<AL1h<-y%k0=s(>N-#SO-85CvxKBKmBav{W
zJ*@3=S5M<!INP!ZV}HzO{sX+dCO{1*At$9=NZoPwwzX-J9tbL^TFetXXbFsdeUEY5
z)q0zuXEd*~gx9qBM3a1K=(LXpYIx(Sp2u#~f*LweqX#FqF2)K_LBlVeP(k$#GPbMI
z4WD3xHBFpwqzgg>dYZdKN;#Hx`G4;?l5>Qi`x&i`t#197?2ygh9-VdHggl*>vO`5Z
z-t5{kAuFtHmS;W;Mk99-I^X=e#*`|<3&v7bawHIyu|(c$`|s9}R(CVPF6$zUjxqt&
ze?*|NldS1F-lELT=EamAS|QPF%r6DxP0T}v<bUB$%+0f=|7I$EkiK^xy!NRV>F+#V
z*J|pV=`s<t6meyh?F7Mg-U!_<#lO;|y3k?$6I2=4G9t(qVqdyZ<MXp{h~o5vK$g(I
z?+unQB}7|nk?6I}FQNoT`~5W2se`{Tn?p2keH0s4rqjJhNP^V0GF7}*_+5{*TS@I(
zDzE|6%Gjr8<tosbcnkYcsjxF2OS!N3xzC4ifaxAV><`+wn{lb>*cSt-@gi)}xp`&H
z`6taiv0o_eHtEuoDoAPL1NKg+KO$el>??C#jWzpsrps*`avT76mK0PhCiKUq^+R!g
z3Juuarh9pnd&&f1dkbM-j%OA%FG6d)-%gM<A1-Eauj!Xc7c9;!4)Ze>(ZyXrntYsW
zc0VflyJ=8?<23}D_-?JQqnxt6ZQ$FUYH>to{^=xO_4vrw;Y5zjOO3{eudV~XEJY&k
zE>q}U<mctJ;=DSye*+Kj>HJbJUgLvS!f%gWTFgSB{H?Hc*G_wvx6Eswx+(qIgMQk5
zT73*?elskN&fd1^6PfFxSvwXo`nP;cR|mJ$gD8Zg8$tTO#vvNb;ap4~``%vEU0hdM
zTf)ZZ;Cy}?fgPj0_72)uy7N)%bBj$@#@{r<c3iH|Lz}K(Q0N22?h^5FzK=rJCerkE
zLqi^)la=u2Lh*oSoQvhk6q*N(iO>5r===GaO071Y$^%w`1f1yI9lIFY`3SpzY3{Z*
z>+jH48~e?md$uCQFAxE<?ycu+tU8P%YTEWrmb={TcRnK#f547;#O?m`i-g-_<jC#J
zzbHM!vul&NOzw&6>mD;F6bV1W#PzY+lda=UP1HfW0c&f&2vlrB1H{j8vp6?~ZP=e<
z{Ug<487&Uels^qqT^^>^l~*#9eHo5cBBt2y_xBrnd*0&0bVVU?b>Y&LWQM=_+s`TB
zFuQ~?>_V>HkEeciaw8<>A#sCarVr95@4&mbz_%};cG5s|*M+l)*S4xJ-n{bm+RAw)
zlX1@94EJiWGWE$u^4WO}_S}L>TL#6QTVeEEQS)z*{~137O5m!zcCmQ7Fs%1b!x8y=
z!^|M!*wp@4t%3&5;`_ZlUZvjZz>=*loG|0S^M?I=m!f$xVK+~<f)<0v!x4*hWJCM@
z-DGL)c8`?@`Swpr+6oi@XtXxXoLs}fJ`K>Wt+g#MEK`;Nr%>}pKEH3v<WsLlhV9NX
zd7Si3rw6A@B3(T3Pvast)^p_=n*)FRU0GV(ZM^sxaZX9xt7D`$CvrA-nMFr4z)bC_
z`Si{B$FR<YYazcN=jUU|j4z<M#ENS4;d*w@m}gr)jGb(Lna<m|(X%TQEgK!}@pM1_
zL9yP$7qiydY}$fN7e(F$u9YVHi2FBHX@3S`e)Ws>_=RzdM6%Ae#GP!dJYO5-V+^X~
z{+u6MfwYDybrPC0<`{<u%G`BqUzI(Ux{3KD)sg!^OnZ>*mv<yf&iphxU*yb0mU&*Y
zJgjM19Jd$l^RS^5qlZDL=2wbSY##*^m8Wc?&QZvXnCWLMvtJn;tLf)_ZzBCvH*CED
z3grqfMeRpe*xb-ijit?RW^-8yZGqvH`(R3kK>;#BC`eopp8!1PZYmEcHIfV*JX_<w
zOnC*%tz5?92;zXxJ}gVq3ixwLms~}~O0r@XG883X@^k3Si(#eOJ^p@~d8Sb9qf?Dk
z#k@^#&m?geOtyLdyGHEVt7f9xlQ^Pc(G}3oKwqw3o0t6q$(FUxZUZ&+6k(d|9`J6z
zs!D?0N6Jc%0%h2}F-y%HLocQLxE#^9-=y9uEZ)slivG@BY?M-i3__>Q|CkjCK*09C
zYeV~^GL2|R+|9AP-j6)f`F5F2l*yf0_+ugN+`N^K5zcb^ze8T5DwMue9sC4M`r#bw
zGJ{8_Jts<;aKgo5!6%wQgJL>Sz)2*Xcp)WcfR^p4eeU1X_`M155|u8>eHx78T4D`z
ze#g&-Z@1C)gjy{r2{BZ4DWC0OW@UB|jP7HSiy|^kV*qC&iJ)<TA~G;dFV?&VPRE!*
z%u36ATf^Tl0aEBwBW?02ZKac>*I>iB_|8y3iPm~w?&n~dn9^^NqVGd!IUD)U;)qa!
z(ha9yVj`A+tBuakz<A*{fg}wFHbbdFsHX?LJXFvoTqDot?o7}D7V<e(9`7dG*BWXO
z%DUzAKghjlKBv&f%XmF?bRpepkJ@+xIK9i^xi{sezPF9<9C#DlTh4nlBpa&4BGDpF
zM1VEqXE>^Gpcs&xKx9*)<c<8!+Vi4_PR;Eh>QU(3)uGGb8TI=2i<0il+>xOA_D5Ak
zQ;CE8ocUw6>y8!SsoT90;{Lu|%edhFK>;)#ju#2LQ8pF_H~wK$r<B*zbuhTS4)Bi6
zK~F!38!=c@5b;71WRB1A#sz=rXJb3+p-uTL-(n%Tog4IzLM(=Y-!TG8EAq5&JYFRA
z4}*)X*Na2c)9Yo$)1#UrYp=hqfSS|}Lj_yhqWUeOyo?2m#oWHLdRD$70zd2WFL1}!
zEow%KO$_b_1LO7z)_QiCLFe`?OOo<K9lDxAS|I5!s^gLWNn(|3gJ<tlx1y1KY*=4@
zzlNYN%c+DuxTi7xawPjT95&=355pmllVQ5Y4?Uaoa*XzDxq?^L&}S+sImI5BtbEr<
z)e&G3_ZuGDvlkp7fyr<Cm^VV8lhD#AA{6JVmIJxTZ{I^}?hfY4%6_4oP?VNhaM<-h
z{BXWOmE38U>#2y0!;8GUiOl5jSwokz3?>y(Ei2-jK&7w%u0a$|SayroUl}{sZ|}l?
z3(jK~_=a6!)tFnyi3~cRg)$;da4K-yDU0W`1mWz+RYu_AgZKOG|Al)VH9E<qi*RDL
z+{|t`8Us=%LOq=^$N*KKRn*|gsNl)F?u*8kOsBIt5-dYF^;Wl|TM6yeaXQDnLH#$o
zn=?laI@B=d=+P-#m38`wGL6lJez{#f?hN0oBfajw|44I~OEj@#eeT-&C~sS;)<CbH
zo6X`ze*OkEBZ5q>tJ`k@D;o&UQ2G%@RPaz7P=G)17rSs1h=xyo>}JKF7Ah@1tnNHk
z#IFnOY<hQ^@~`mejg|As3?tigbzvIg)d%!jrMfoXt()55C5J)52qlHq+ezuCY#YOH
z`~*$OlV`utUt2RQ#j|BmF!s1VBO0g$@)d<NI)2lpv2cU&=VhEhb&X_!gv5J%*^@|=
z^XPhM*1P^PJ+a%`XJ>lwd~KTgv;MjvlU1&Bx?CKTv#iSy9Dfy}3(Msy52oK)a8w4v
zKG1i>9`!$1=mJj!-t6S?MI60k0q26`HH<>_QNiAeAyZZrdcz}cecB~jx30Vp<{>kZ
zy}q-)Jmn)J&+#Wby1xvCy`!IXIr7*U6iBEG|CYhyDJQnq@O$Fg-k_#M;F2Mhh|5UM
zSgy@><9slKR|3No@ipH!p4&<YmMO*L&t*7yyUmXCz4^!Cow1bVo1G6Y6}oqgd{HK4
zr6~@dQBU1S<e%JIrz}h6UktbtVb!l^-J|&G_Hq;(tp1L-s>#2<6^ohG`=@#rj(ReP
zx$NhJ{K@f^VX_?+MF#!Lw$U7Ykp_VlE5Ky#N_Qyc(Kfxk(w8Wc98vk?5bdS=;6AJP
z>z=+c1V%a+ci?n8Z|H1%R(f-@s++qLvz4lGUQs0LgBc3m6PNqO(8`<Pd-HpTS9vXm
z65Mpjv0NO#a<M*9GW)}bOZ?Rfdhqf>c~@E9#p-C!myE&bQtm+$N+{cJm|U&1LrqUR
zU{G)!PPxU&570!vQmrbQ$t$k`SG(LuwlhP44IU<vw3+{)vS;yE&Vu&OBeh%~LTgJ4
z^z`$)%P}4O7DFt~!9nL?p~&;y3)7?#!3i|}MBec<Gw;MqAih;Pad(7sWF{4`=If6{
zDNr2+CApo2s>0u_{D7$IRS#U34$P(SSxqY9M-g-oMHxX1J1<Zh5i~Ly=!!$?Dul%d
zz+vaRX@+S!xI5BHB|k1^I;XrGB7~vqE)J?5CAlHg+<6MKg4R{-Wtm6ud6B%F^n)xH
zeY$Tw8_|QjUR)cO9woKo^@|Ig0J24L^hpE7X7tUgjb%$F>}<M%l#2dcMPc<9l_s5+
z=1+_bB+#Nk7zqXm>R=Uwdsc~TFBxTiND#FROe+dvFXR_vsEVh4tT_QU*KPW(+|_Pp
zN>?WQw%ab&L-F6}6VuYh5oSN8CH0>kwE|g6A4Iagw(P%bv5DzVIz+ksBGJ;JJ12}N
z8mxKbQP*QBMbxt5e9|Xj`KR|0c~R>H$8d@*W_cwsG;_1SX5sV`g89E-n0nSD);+o*
znCgOKVnvuu?@b!liNp~RrRm_^j1d1`X_c|dMMI>OTZ{6~gVi(<-@o0n4s=Epd6lb&
zm9Wc|Z<Vv(JTDW7K6mFT0Op)DG$f3ujKl{XCfX1*loxWuTYxq3H+rM{BTqpqO%l57
z^Uwhm%##YoC#p;dK?O4qpiI;RrOFEd|KhdK2{xG1JY{kf2&2QwkN`Arjnfv58X5-T
z(*G6mk_ah-!al)ykG2{=-DFf$T_hVN_!$`lHZ(~$FmtPjKmTr-4(u)*PUPooWL2QB
ztotQ5B;kidaT)KMq1^w9V5y_8D3y1}_N~7=G*C9*=>_%=XAKNO=|jQREVW-T*p7IP
z{Wv0NH{X|HsG*Mkg~Wvb5)`KtmJby8p3`6Yf%-Y-ZKFK3DWP$wn)N3nLmjEc380%$
zBJz9L*x)sDZsF!3&g^?>{|l$z40W))e|enC8#a_%2o%BYQH(_&d@=qLDgI@+z^gp$
zxE@VJ3>9$Kc7dm@C|+VatY1~3a*rOsaOjBuFfh=P5^82VeYc_jbVorKC?5RP>&bf{
z69`7Y<jLN`62oyri9+!z?|`tA%XI(0VF!BpJT+HA>wg0e6d^4RA`q}t^Pk`9dHJ~k
z9W~G1I0sBTohfXDf9*v2ApLqG5~_8?w&P!sNlt>Auo0Vd8VBn(Ro~kb_tjgfw<DLB
zMkiKUzqOmZJfLy(!FQFXP4V$|sj1c1r9XQdfo#bH8)t47ZqaA+IMOO|KFj|a_`)5#
z+tPF<$v?XqBW;AKF8Fc(?}=LVY-^<e=GrXM)LBWm&b`I~R{4GNqKCjhR^}=KP6f*Q
z%%tjAVdUXLV0zSACeUgfwlHL}5SBDGqBYy@F?A{5`LJF*36lduFJw9S@9-|6@1}V_
zIf~!4Sk|yZb6s#tezaIuH$ES&Om;u|_(OYSf@eC6VFWY_>I6}gJR`XIke}D6p5Hes
zXaoZYW-2f>20%jW9AAh+9|c;%pxW2$uwPDE)cK2}*<bn3`t{we*56O-=H{yy=!}TO
zI%PaP?&TGr5MVf43~~K)6g^ZOTNy?J7L*lkw4Dn7`!AZ2_wnM|x9KvL;>=_DvE`$R
z6ilE)f3n`gpoWUcXd)7y(hx>1u`$FZ5j9jf;P6meiDF{E-t-tpDXdsfd!i}?jV3z;
z!0(p8LK3i6<J;H50O|qEXJQ<ZkGVB(G3+Kp9-B_g%h~_Y6})>5a(&fWXEyM`Zhr3V
z%-HLTQS^O}&QMgOCVeDPD)~Tf(@DrwIQktqk?x=S9)~G9-kED+1HRY0270ieZGCLv
zlQi9!La3qV7(MJ**e>oo+158c%VFu+p^Cl|m0yyzZ_}!7=?jFr2NtI@J~ygC)xG&D
zMH+f*`G27J42@9CtztGZutqN_9yf}JBCvVrK{PpsU62nAm{L&sNm*WNht+duz*q(S
zrO{MS>f-sGzZizUDmf?yZJ3dpHdLvNfrrt>U6;^ADvqYCWF+C=jT0Yj;`?}5J{wJ2
z5hnn#EfBW7VdZ*)H%B^2#TT5OAwrfv=iiS$pc9#-n5d=VSvIrX)uD7D=C<y-erxoE
zb+C4h+yHJkiFdTQGsswl@3YymZtoKka^0jk6rnH?Goh3499^*Dz*YOI{#9=5bw-8=
zZRknaoV57UP#4PAi%)eV4KBy1i}&a^Vwicn7{ZA$+ff&mPt!$4!;mML9rD0J>}i22
zzULy-`g7rC%EaT9o{D7qDH^Aw&h(|S>=o@JP4%?az>ks8(tq@H3<AFdYstyq9LJ_C
z@zrS)TL#v2La^tT@Q(_=1-as_no^a@MOlWbeU@Iz<F8)4Bmb~u`)3msg;j__1Ix#&
zVxW_}@Qi{$caSk26_wGaYn%HZu`eGtd@Dah(BstWO*oMa+H{EWmpL|AfHNA6xI7^R
zuND?)KO6yI!v_j9;AQ$eg$cksajo}S-YCMn_xqyJ29L=j_Nl-bfh)~u0q7%c7#(WA
z+zux{<b+rD<oCV2_vG!lc}1c#&6XSd65Vr`8;2@>V+rbw^a+glXmpmn9RL)vz1pE5
zfW(Q8|HhnL{@lwtooxAZ6(`eUhFZ6|r&x{Zhz+jt%fO!ua8Q5W_(?4WtW?+3SRgrW
z*h9!;<6y8tey{HJ=t7$bpRV2dSEB3}IeEb?V9VxhdC|?PA&33(X}ps9KJwoqo8FzS
z0~?!CM0al)Df-e^gdc?jKIqlMxJ!NbC0PEB<=WMg%T)AuA+4k=^8~avFMU4tGY;89
z!6p!}p(*_4O-L#-Um-c&)?Lb&Yr1;C?4J5pCDI$k4`t^)y9?b!7ZKc}Y2+N`VRMon
znl5|3$VMaWCvw)ODA@<`p)Ceo)2vw{j^`L7ndRQ+rA6iZ+54ZeICxM|llY|-W*<qw
z7A|$QRwFH+D5PuT>A^s61Lh3#{hf1hUF2_K-ky1^7T{jv!Q{uxZ=is^yXm@W1Tx%E
z9j@u{usxK?#)1@da{FL6VazU;Gux(of4>|zr7Kdfy`CJ;I32~MY`utSS?K+=q>sFs
zW46<MDed+dkF{5+;`0<hGE~rjo9?kTKvCa8XW<cG#~9*f$Pq^%?>(&)_sy<x){U;a
zc)b~${=lvZ<3BqXCBx@>tsT<3m$B}quRUIwn8tD#q_30^!INMw^Cm}E+!dPD*VAg(
z&FsW?lRkFW7uP$qILELP-P1mZb=PW!8!gj|?aQ36v>J3bv?|kEL(ZzxPe6pWa+UF{
z{wzviTFUh|uBl4fHrQc~-a>s;uJ(x9H<aGk_<q^Iw)DXQ{na{zm|BynN5fMzvN)#3
z3qx(Bk8);Q2-*8SCb-Rew2)TIWVV(ZBVfLUl<!vK)ztN}V>tVDyTn+iqxKWnDU=i=
zu&qg5I7H8q>308Ugpw!xF2HhRXa4-JF5515-`!DOqH5{=1(Zpxx+HetFB7oFC%^S=
z03*+ash&-PD?z~Quw2+cghDVtPB~sJ96W3%b%>-mBZjE6l4IszF6$wjkYi7-jpTxm
zL$a%sbLlrCTv&OyxChE)?L<oI1AtY+F~a14hPK2$S;w-q)DO7B9u=sy;ST{+6FJ8<
zgx^<5Z?ygK$9STo%H!OSfmG=e5I8A;M>&ibLnI7EU?{;X*S-0RNJ=oNhb0$u6gbWo
zU_w7Hk>SCbHdXPVh8kl?n7sGCU2s9jb^gzx|Ek)r3MMKl1|@)ng{i>V9)NWi|BL!F
z=G;bmKN6@%yC8&_wzJ{hjUxW~zoFdS3HfLETlD#zVMsj~nJ?@q+(j+UiVK>I1)%;X
zVY<Y008p`^5OyRT@EmBBFdi7@EgFmFgBoHx=6u1AVcz2@uVLRC;8F29EMzF>O;twd
z<YRn9CObeBi0)&90~al(`Ji7>n#y4{3@0YaVfg|^u#UCGUug+d-AiXv53i@3?mtx8
z#wf0ZamvRI{Y&7~YFzm&mM+q@aLJJN%Q$H8lEJ^nFuPHsI=;zc@>KQPoO)=JvwPP1
zYiA?pnhFPbDUup^$RzquG0MU{k39-}`ayi$u3<*fqsCfIp#mUysWHyGLBcJ3egCF7
zCwgob2U7bpS+2Y8EN?=Wg2R5V$C$I`ca{kpf}-Qxk_0>_jXKF@N4MxJe-sqPdb;;W
zD*;MB+i+Enp3w3Y9FzHLtCpT|p7Ku_Xt`uPIX7=2dobZFXU@GQP$4e{>_mCh12K}M
z)g>3o@!RjyBR|k&xgM@Sp3}`#J#Y-GULKMkJ!J-K*-c_X(Cx2)9ky_x7ynJC9Kg#Y
zD~B2C3ZtCobk&A({{ev+t%uKlATdB`wzcg48<}-=MX40`i9o40UEyIdNS^<DqxGl>
zypO83o&u;M!#rL(fYVWH44gte(FadHs`1o~!$4uXTG@&&X5QaD`@LZ4tV%H2$I4-~
zZBG6R#U7%3vG2yAgdKmhfc0`8T-ov{@WoJWaUVVu0gnNAP!Onr3Ea{$iUr738gRP9
z<@Rljv0Zrjvm16;@fJWmwFtyWHeleL08i$8Uy|-W24<}1QinAz-v9kMhXVdZ#H^w0
ze`~De1SEHdjz_1zdu~2^XoxJfyVsK-x@{2q<i|w>IvdfAyN968RT#CrmxfnGWOT3h
zzZTJeyDCj;kd=UUzXAql0`&aoP1hY=UgsxZ&%iGa7u0$^ef%R>b=yeH35cSw5NJ28
zM-o7TQD3ga5FPi)<5z1aq!GhV8)i3OSq~oV_tAk3B|dYq$>sy*ZuYV#KcwA^>8FFO
z^QdvpfM|q%C)Xi8Sd5v+0VXe|a;?lV_+FNBqfXvt7N08@$dQH>bm{<PE)^h;9AQL7
zFe)hRP5wPD#V}$cmLay`6=kKWHsy+sq)Tr<z9~nZ%Hx3n3@lMomkhjWj`F}Lqk=oE
z0QEG8(j5KYAc36{&jIpri{AKDI~Rx{XD=-aOvPK-j2X6Eo7BN?74YLJI``?pkC}N2
z-kQHf6FJ_KxDhmt;cB+$T(ocp#)lnP;>##a><TV;JBnm??gt%sGZ3Jz)qq%vdh_29
zr32}kQiV{Zs4sJ6fVZC}05m-b`JaATMm+&3nf?D01~8;o9MADDBR&aw?*pVfMc~GG
zRq;)ENIRX7t}`9Dm%31ssXQVre_|$l7726jPN~BN$LrN1Y;!yFt&6~_e!t3?z&tIN
z^k7dd+W!WhAL#i4U)v^%@`8?c%n`N!1t8|AjYzTb=8j`qx>+*bI!0;Yu;O*<ya#!}
z49jD-MNetA4$*+rzJfhE{@+Z!q=MG{CqZIR&#$O;#}WX|YlW65g{enYL!c^Y*04vT
zV}hs!cR*5F1dv1WqACgK@IVegiy8s+C*a)R2lCwqW?z*B7$_!S@lfaCvS*<Zx6E!-
zslnw)8+j!~jQdtvJlY6$@hiiEDyPIS$EDg-#;rz>(7{jr?Xw*p*4gKwlua^R`FRuV
z<md3sqyk_clR)~Qd)%{r^w-dq;1DA0#nTCfylJt9qw2J`3sg*z>rPn@M2<6F4N7)D
z>;xA|Fm6Zl+uydDq+WyvOxQc4qKvHFD42Z_o;3yN*{<#}!80XN_eG-l*;99(%pi;H
zUJHncGJcuba+(T#7LM23%|N|QRJ7Cw72WF&6;9@T5kv%FV%>W)4!`WtpM4RH8gLZl
z+N7TKEs?fM++xQ#_vscP)73We_@@tsttm?1#dkCsfX~Yx)Ks2NnGRfX_>AY~$DV*1
ztsY|#qyxV#4=>?iy6~0`?$2Q-xKga8(sr6yjtz&zbHXGlRIU%0Wr*?{TNnsT8<>Yn
ztnEJX;*{q9MMJLb$U%25@Jm?r|4dLAI=i9tv|nu^ZAI?28%^8A#v&zyZ+{~11D0<`
ztF`?#Mst%tUzEs)Nl12WYWC)Ldcls<XT8SnX8;pSW`Rv)fmKIB{ZY=40Y2#KaP%8L
ze1pB5daJp0FJrw3z-_Fs_w~gdUppZ^r!3)(#`Db{AE8iB)uH`=-EO6+2~|e2rsl<o
zb2D|PRw&?pCu*W+ANpC3HiHJ$xuL#hJyK|N`#?P@_wO**;5>z6FE}dKweJhmhgSmx
zZc5?L!|g2<hyAjR|0M5$0ai09aOz&+R$6UB5ixkP<(J^D9{vR&D4Y^w|5J2uVBHeY
zLYH}DXIRMqeze;4aOP8`OmhIo<;iY>&XHsL?j)%1;f{`95Tee0{MWmAvd7UxFc$#W
z)Pr?wF#~aFRr&$#1}8=TV_0=9G(Z_Y5Jv_NHcAZA8KTs6BnDKC6i!=SC(n<^&=&Hv
zLNJ*0rdJcjb;)6G3f6`_y-6;DzWobW@~07i`yxyNX818TRQrq?`l=OS==(EWgFLmn
ziqlwM&wsl39r<ShFz{Ss@^}A75xv9QQxM5XX9!L#kyy~{AL)`VT;WM_YHpjVZt+jv
z#JkM?*+@M3LceNhaob0rnssr%+)*>}%PQHY47Zf#<kul~Ce0NENTF@<iaX)FC!#<U
zwEncIloK*5S*xEX%J8SEnQb#QTFDVN<j-&OQX%D@_D^b?af2kcmE1!+<-Lb42Y-mR
z^gn8)3Q7lI^9WkRCQY;CS_OXVA%&@kk$GX|z&3#7BNrK74@@~FvuZA=sNlz+7z#-r
z=?}!1a6HkQu0;!>-|odTrur@0y_Q*?Sw=m7YM~i%0+Jf1U!`t@rSH*+0o+f*_Y(7)
zE+y`bd>Znm2|>R6Y`|vf;W=Q|>*94L6ubT`>60&Je6r>kA@r!omNi*ZvX=P1<SpNQ
zvAVCM^Zr33rme#Jq!lYDCn<hG&Y=tI0G!O5<LH9hHs_f{nL828Pk$nHJ2d6$>lifJ
zl^OP3x1}?T$eWW8RsE`+70b5IyM$#s>3hwr5&1_R-|H_mV1)rse+X551Jy*C7-Zy|
zk}*MZb#BXab^CLCZ`SQFE)%7hZ~XdRhx{i^Ku96&G6=)@4iI(#DTthcr47k%{dPmC
zd{H7b_`bTiJDz)RX|fnmuoVtgdR`?emEyGE&K1q~18-HDHO<)0?RP*C5(r&T;}Y4@
zb<Tbnp=%T=o1R=8d@VD2C0An@W>p@YWEo!I5TBoA=A|!eB9mJLgo_iJx66^q+F?1-
zjQN>>+iGM~j*N0Ww3GMX@{#Wb(B8K*Vw-7I<uP@-ZMT!HbZ**GAE?DN8fL^nL%}Pj
zHvyJv)(KA!hVRv#54{Kde@wl1Jk{_2KW?6cV+$ulDA{ym&tsGwvV{r<$zI6{hwNlz
z#5rbmW*jo3tUAZuk;vX;`(3?W@7L%1yIuc0J#js+ecd1T$Nh0#{8xS)j=vUZpboie
z{>4a398X~KneOUU<yK~A-)UIax@;+%+!`IbLpeeG`#{dAhS%)n!?CiR9*+&6kj4?H
zT*#x*#r#mTx8dljZx&tUA3k>gG<v_)(7kH`(j}WRug7uRb67u1(7CGXWe-GV#b?H5
zr&uX1Ew6`MZwXVkK5d_rZLliUW_ViMX8nh6V1RKx^@xAp&}!{{8#+TM53%-njnok*
zFzP-QoODl_iBY-lzK-SE(k=X5zVg7=p`})4U;${lX^dyo#2m0zn%sx?I=&l!l+%RS
zVDgvuofyee)x`>V!<71f2Ik6X<)sJ@b0)VTj}(NK*!30@%V3o4ZT05e0gXLcddU^J
zNkhUvyTDm?WjSZ;lO{DZo1IU%;qjiw{%x#TyFHA5<5u@co27yO{N}X;DmwUwd<j)#
zWHJf%lBOKY!V3!Q#XJ~Pr)3}*GE%{S32{n9<Pk#47epA5vr7q%K#X^n7WO`JWSsuM
zAQtki$`EbyBR(qX*{5>}nNgL=67wwcmlgE6N)wI*ycS)j@T99Z&VMc>1Gz`bPE@bD
z<?g<^Q$eOP`5;gJfD?)m`fXs93-(h(nGR_kkB)?lnn~esv&BI1xJGO1lpha-K>&SO
zcy$}_9)*8uJI@IzYcRyVk9(iX$pZYHpa_DNzl`NPg35tJO8PJyQWrVWAV^gj30ZsA
zNm=m{a8X09TPPGY6^XqzHeKxCkoJdcLx8Q1)55&Z5AwgKBc2wGew1rT>K~rLwdTXh
zg_EMlDJ&MB-%unT-2vv4P<R_XtiIySX&BPAZs`&O49L@R2wytmPr@Out=g%{076R^
z3D2?evaOW2vBJ%kHibb}M0Zi3WKXNV0;d_<uO+Z8##vqa;l+jTOi?Sh?*?y4pAV|`
zDuKwr6hs{4cSq6_GXN&ahqDKHltPz8BgmjX6;|RPbtYB$qrz~q@38?%-SVg_CVf{Z
z>x`msA2<U&wrVg+KLL_g!Kxq?g-auDJuTb23<ZNSev$-9vrGpn!wM+!4N<u9gWPTY
z>U%i7-($48nm~#e*`<K;KCgI0t}5uYZ7Cu4OH?YvN#^h+q>fd36^$*Ix0`UeR&5nZ
z1_dys92x->ae2{79YXtt^HC7{WJ9IUYJ!t!h|nZ+`x~`TFOyrq)PTstG6NgXZLIFB
z#-ahLp@S8_@Ydn*@PV{JMWP^lE1u9N|7L6rI^hbe#`C_^9uw4STQzB20-($&NQ00-
zgpMLm-w8w*s>m(5D}^@f6q5kyF89Zz^Bmwuc?mHiji#W5jph2O5v#1=tZf<XvTwv3
z>v5`R;H~qL7;=?<8iUt{pOP?yXLQRNw_vh|`Eiidwi-)lk;YG`hX$VDwKP1zY6W|$
z{5OYLZ2%NG*v3!~i}4%-Jj;5(?l_~V9-!SoTHoqUdDwz$eP^?VGN6a*jPWQU9O6pK
zLr}nUr-j9I8fUzWL;=xkHjZNl0MP4}Iffm{h#&aY<o9DHMt0wc43h|;A*W9~kK#~~
zpX{Rsg}p3)0qp#NReE`r2{snJrUIa)H$gEu44Y1L76~Z?4*W-P8M_?EaTV)wMov#T
zC+wWFVa}K5pL4C*x<O9JVx-+UvFW{>-zJSi&BE8-DO!AvU#>z0dF~80<{WTb!sjn7
zzmIZ`a9mM_<4A2-ZZ?rR#}6{z#0jJr2H#^cZ=Y8VHmfr!UW#(=wwVaCSzC=@7VP~q
z%XD>V^ts0knbp*CA+hMJZNCxK1zgj@*VNS&8%V^55Ej&FJEuva``yk^deyTxBXV#3
z#(5}Uo=V9P)Yq(>oLi91!4j6M#sM5|B_R|C8|lzzc`5>{<ev9dQdg%nCGtM!ic5M#
zJ@ot-uDVY#tyEufvOxJPFAQtN8zt1Zw4s_8Ego$d^ol=_Tkl~DsNt<^j~G3q!--U}
zNITw{i@~GF9vfv#KBS^_9s_jB_pK+!M!y(8>*xl<1qTBDg5C4zCFGxxeotzT0y@18
z#3Zd5X>q8m0}Xp1aAVT?W&w}%wEb(jOsxBk%tk@DUZ{rd>hICRZX88J`tDR3Ih)}W
zkE(^6lYifY^|9af!|$_!PL<CABnZC2L6Mm6I=r<alo(nwLsS4e^m0YFJs9Os47K<x
zB~{xT+^#KBMEGb%eqxwH<PTv8H<fRFKa59JNy0y8CFfB<17b|&a|nTP>pKE;Fglja
z=n!@XQzUP!rU1zNzDojz@Y*k^Jlquvfr9C5fwz`>E7^ST(|lEEY>o>iGC9k2`*%X<
z5GF()%I8R??YIRD&N?N_A~j-vC+D%x=qX{iVyQ%gb!A{a446ZK7;s9h6bZj7GI)eP
zl1TMEmDN8jLUvcuh=PUK01CS7_TL(URtm!o#G}|{CO;q(@SF%7O~yt)n$tZ`Ru0K=
zzfxd@9)_!cZX>tQy;s393|iV-GIN!t6jV}`7B)ND76R#GPICO`!PqjC0O}6RENh#3
z-@d~XT9+ToGNAAru=<TuP<E{MeX6A$Hem0MMPz__`#Z6vs-7W;Nic2IfWx`#c@z%z
z94L>JgBo$-vn>pvOwOfifGrAz{9PH5t+w5B9jP<TyE!bNWA3DDDZqG#(eF`F0x-H<
z!ZQHw(c4?#UuzyJkuoT#5I2j=^tr+n9bZln{Zr-E{fpbM|LUv-H{54Q8;P3vRvVx`
zYANacyL0|WNHEhDe^YmgiG7yMk1x7aw<TRoHT^41eJ`C;h-sk<iv%W+;U&{FU1|ph
zR7^DWqywb8ud(}-o#lx-(eqIs5yqb?A53xAeXf$ye!m(iN<sZnkZzIvp)BmFBFUPf
zB_s11>F4>-_*7}9O2OQ6{^ty0lnLNsLtnf<<<89~88YL2MXSc}XKvOV6<D#anNoa#
zb2+aoYe)LejD*q`XwHg1`e3(9`BS8{4|s51++it|C+$}sjD<kRURim*;J=NqZA+1y
zQeiXK^w7-hI#}q^LcA8@3rn5BQk;id<+9bvIS)U@MA0+zCLD&_;hXQczH2lOW!CF_
zo_<d=_<5i2X|1`$L6V~@k>OMK_m)(1@vvQ8w$-~P`@Qg`cJmY=kLt3CyXN8>GcRjn
z%8*8ja5ls3UZOO)KY|lTQZA888V)s5k(@id`oB$nPrZVC6Q<nbA9$GiR$@yYY*nu>
zYZs#3yH`^?<wLAKsh5<Am^mg_I+8&NWq$57t*0haYq#XY2zj&sI<N})HHY&rFIa`N
z#(j|a_vwGHz_mQ<7NgBxoyS$}>W<*>8J%Vm*}%^d<7WXQLfN<gZUJ3!Q#dgC{*tby
zaDZP54^o^PT<p4=@IX(a27gM)_<_a$tHg!wmy~>RWP+TN?=s$RxcA1$mETV(wcYE$
zs?6t@stx2UIZsReSB$SYm>>A9xs0~|xxwDK_jfa;%9ulek_3oY0q~mBj2IX>`CXqg
z_gg{mq4;l9{GUtJ|F0fPK5*-ZflDX7DgCT-Du}#KjtGtmpwBzpXP#h$;!}FGYbE5o
zHsQ&Jx4nMiilh*30TaiH<wf|r;#W0pjNE^#IvQ1F@-#Sz*iVrprbw!T1J*+!5)LaV
zOqWmZ9_O_isSpyqY+@bgRK@b9VDX{2`0rw<tsjlayD||b@~->#BclDSob^{@277Z`
zdz><dKV$Y6Gm(-(eYcs_UeyvYb_TpY<A=7rjBQh%FLkfbAAMl_OyCb*Pn47>^}ID$
z!N%g?RmUT`rSA<ZQI@;1DpISXL$44VhNtb$Wshk4zHE2>Vv>FvBec4bybvmlKwB`4
z*_f*_wT+n!vbtymPK())h4l%a9Gb|+&^;=jipIiv1Y2eUG|}%_C&FDHBgs!GT1H4I
zBuL1|lo@X(d@>RWOuKgHUHfViM&ME|)kQ5h3D)NQps*$tqrc=`KMd#1ClQuZ>n%Jq
zNGt*ii#aK8$0`zz2$L7v`pOAjVm!@xYW;ve>aAjK<VadOXILOcdQw0(4O$=+B^ly&
zuVbe~$OQdXLMsHp69_J!R$53L72cJ+hnf2{Y9yR3x1;N?arT^YJqiUhN~ZEozkqzO
z=f6SuHOFQ)cdiIJC{gyQ`{_mz+9p+%WVi9YN50YHna`q5esYmz)H8LJj}q}WtvAAB
z*+?g^WqoRf3lG5T{HZfTpuBx_W2hV|9;BR?M2Z@fdD~v==f!}%x-t5PYw|peWtaL9
zlHIT-23r3~ipSp~k3@gIQ(>~>(_!)oeZQ1L{kXV|iaY@~%^cbJT8uI}*}IT%lFW8;
zaRh=;FFQN@z(}qA6eDEktnVGJkF$Lyot+&cv{Uj;09$IsonWOy^M^P}!F)tGR|B#`
zcN}iO;81Y2-{i?zj@<YHHs>IPcT2jiq;VP(7HHEh%9#Af1e*>@wJU4tpjJ_EKj+Xr
zl0_>oS}<g+1I05~%R2C_eFgh|o>ZnMMkuv|kc{r@38~fc`xQcmMGD|VlcirTtumZ{
zflZ<DTH#xX@-#fCiHL2zx3s;Gz-oxI-NQ0JD5|Vkb-nkUldI1i8UET>)8o22(HMri
z*s4z2^sLIi?+NxeX8gqnMD9>^m2BJ0B%~Z0Q_gM9G+cpvoK_uZYA`b!FJ>ny12cXs
z73LvX`|-(g%-l^axL&~NlA`tS)YZWAN0pY>roGx|TdOwe$e&Y|g`;jqybL*dY?f`A
z_ttUA6af%LcHS4ETdKtS-GziuWy@QN#LF6y5bv3f5&%K~u+Vh4f)tSnd;_8;Qd@v`
zA~CnEQ&=0`>h#wS;evD><UtT0CUXN<i+%(EbyDCVQKh5#+BZNTVM=&Pqap65q)-A<
zMPh>MHp#zmt@0=xY8W>bL=e3D9e3?cvFmd@&EUc{fTzd4;N0N}w)b*4Q=Cr`q5BbU
z`5f*VAVS6M&{CP)fTsk;(Qtkw>aA5b;5vn<ku*#C%Ea!NkNHzfU^4~eWeJcN%|1rn
z6`R3rjlb6G-`PG1H2gfI4uzWt-M+<uZl#L+By4DnbSMI+JAFKx8{gq$F(2wQIqO)m
zsaD7aU+=yCm+>4{HHFI|T}Kx{M1)s2es%?L-}Ngy6wtj0jz}MO_^b&n3`1hEg@PCZ
z=%JJcJhZ+*-Zgho?NfkvGaPOH^W2n>PV0kcWtej-aaMlHldD`TlRLpTWhYHi%---&
z3->v8YlZYlB)Gnzag7vBoeFkteQT|ma*1`OF=1;4>!Lw<PlV*9pjYp=J)UccFS;X|
zENe@=*QFm6VvC<A6ib>-J}fixd2sf9#{Oa@Q#$l~?R#N48Zfen0CuTzB?VK=;S|qv
zxZkM5zk2$imEKz&diGs~wn$Hz$T$huuCdUU6DbClUmSEmGg5Vq`{%lFNM^KnI;$0B
zs`7Zdo~kl&fMiLz1y0fFAtMy3ZwZt}=w4!|@+gTkKMCv!b|)J0cwNk63VpzM8Kxz~
z9BTZUf)mFvm}~_^lYU^3SP|k0u$jm$93vI<8FmV<c&-fRU{Xehob+mlxm(WRW`}qX
zq1Ay$O2l=r<G!m+l&gB~LtjdfB5J%WZdnR&$q~vt0$u^ww^h96!YqcL6;>}q0qu@b
z&Q&Vr*9AjC^?V1=KqHD3>b%%or2_tV<WjD!px}(HdMHNoce~<d9cYl{9xl*_wyL2^
z6~RcH#O4QF!UJP6FkEaAh|q9U$jl-dIeR`3;qbt3l{^IWrzt2YpET^igUJfbh}sQ<
zJXK_QBOcSr3jqN~rC4_*;*}f$GdKw8>*0rySh6E$ciniuhpB}c7&qf^E<zXO>xev`
zU6?AT60tT$%yZd-EEa@Vy}&3HXrds^#;^OW=5PeY3%bU7!1dCQ+m^mFqBm2tzES4J
z35Vf;Pl4J}3C{uM6=<AJIw+f{DsjJS3=0_l%Ap{2+`Iy%NeGhsG#{@pefi?ze1Cm}
z#P7uCXp2#{NPMiL-!~ES1;-+<Xl9igtnKTgD<1GAqxD!9K8Z&^;3?H^Qr_kdlTf0H
z!Xmw!wp60tcs{|FQU-fZ`MTaJz1{lh#@el00!d2LU;A*ie*IF?FChcW_rOy6`A)#Q
z1UBZ&?B_pacrTw<b-AvnrrMe3lP$Q!i4ID<tUTg>3$DMqWW*7K*{+!VD&Z1z`9rmI
zPu%zcfi1Bw%p_a?@yM6-Z<1k}Igfmfql@Rlvtd_n!CKPGF~1xrqn?#g{t~uuMKluQ
zy=>!d;9b>{Glc#OwdHmiIo~QjUCzn8l^I!l8@V@M5wc-d)rY?!hTU&B4OFD5e}jJ}
z&jU^hoP2cOfLSDH`L?5d_*QB)V81FQZY2oWvwAynCDE~;(+!|Q49^}KW+caix4MUa
zEGIt6{*A2n)kt>?i^>%J@`?Hi%mN|tcX&gXpvp@qMdBC6ilI(RSD;W&>0$w;GuxV1
zQxH|^>#$6>uhDV?$k|c)oA9w`n~x(PSv~Gb9p`7ltxgYl<n&`*XWCRlX+EAFIp~3<
z1112Uea>;_`M|S$7CHN|A~X)N!}Rb0Sr9Gks}+I}`b{$Lrc(&6H6AezF*amofa|F)
zdfg#`Niv1Cf}c!midJ)&$)X^}L9ZFFLCYn&IdO_#+NgLGkgnJ7LBfBcl_X*Bgn0iJ
z916Wx#`Q6tkBd=L5srM-83M8YTmE0da?Es`r?$+yOxYSzCP>#V&W&6)7<9@Clx5Vs
z!WBuw4x<u+HMx8u!n8F8GSWkp=fC;BBZm1VH=%X6!4Wlzp1ee`!+uJ+pO^nml+Z|2
z94bn_IA#&kj&7Ur>NpeUMb1W$&j~As;=Jb9E3TuJB0J)a-9OL(ckB*S2xhU_4Ca6R
zY#ss$&x?nj{hW<E=!(s7nM~BWvAVKiRAyG|I@i9Ep5D__th#G|@ulTs_NJG5C?`vA
zL*cmJ>H<BqJOB^Mi;-g|g8H(m5D$I+G01%RUh(UFTj=wW5b82evb1s~7jd8%#M~gn
zw{{FHS137)bH5*^A%dQ!JG+UGl|d+=I7c#&%j4VHyS9+a&>`LHhLvb!>pTT=mY52G
zo|A}}*qnaQ;_>^NA)nWefInW|;8^bOa*f{W6EzM7&d$!-+Wl+e)%34E7w1cS^6-tA
z73P;Wz4CYc2$EVg#^Yw6{$RO61NCHe-dfonaYb%DlVrFAEyrYV!SqIFbJ}D)J1`+9
zPGB(-Wske5d<a$smmtPVP+6)DFW$>#)Gy?gkTmI(bGTp?fL56~_+nJ4qfprjqs@N1
zcCBrp)beB&Aeen+X{mm-ywS|ueD2KrSp(?=m12aH$6``ys_t9K<so^=*O8D-D)Vfl
z>#>t7p5sY74%yl(<2y^B-T@9#LkkRBSWgo*sZo=|!s0mi-hh4@7GH|T4BCZ`^1h!%
z;<`Rcb`e3ZfHBHU$$6@Z<OmuEKOa0sMs*lAfl4NWnGkqxF?kHVy3u^{?7FhQzrR>o
z(|X<HNV#R>i=!PL%@oCsxy1~Z=H-Hn;^JbvZ<$hor(uH^BUx_fw%iBo4)87dg_jU#
z45hyeZ$L4dz5Z4vao08WBe5IV2Tsf)H(w<<y?=%+u=ue1DK;3j*L_9c($uT@_SIts
z$}@pqFiOkHUkg}Q_q4U+6I~dpg>L8Ra(Fy99&Zix{ou*tV4z$a&;Ed}oernC5Gpc2
zgLoJ5)_;3Kr?yf`c#<@T(^mN~nu$%iq@!v0dvP>9q5c<D=U!FkKpFsjwtP=C$rMH<
zJsFX#bM-c2mLu=2>l$++gr<b`C+D_@yvbUk3w?gxNc<-GnTp3H$W8SyuEd~8mKX0;
zUdYn_l{)cEw4p_8apyzV08L!8Q_r1K9bKI2?GH;=I(296;yaR_o)e8`2Gp*n*!KFY
zjS(X2cfZMC(mps07Kl5Ilv*^ncSbSd9-3gmRV<y+gwWmJ-wU7R7a0_$q{N+d@;5?s
zmd$4}9m7ww1WWd~Ywbtmx^zBIS=HY)Bn$HMP4Fq$#_C4;yk(9EgY+=Nf9Pc#Yh2}@
z_s+pePb+s}{@G1Jl@Z*y4<!!HmX_1s-pNc(OrX<TSIa(@o7Iw|31UfSiE5aFDWb0k
zn$^2<*1(EON`CjH8Qi}w`nW6R75z=2EMvEFV~o=O66QUUELGw(cWyM|BQX(dFWYN%
zq--cCm;&5I71~8~z(vS#MZhFj8`a?PTe$>NRpoxXxBTXYHlHAy$D<!Y;V2H|SOpIK
zPfC!1Dd*{3Ad%(fgwA2HS0&0#t0Cs(B&0}zsi2Fqp!41Ai@idH>3~1et>GEZu$R**
ztL^$Vxan|?1n?N}=X|2t7)~qXlFWGEqwmN5Zyr!@zU|#VulW6ONH9b8^maD8%yZvO
zdMEjAr0>P>ua6tWMYn`MEp)kUwhW+gG*a+PIm3%FwqbEwp4qlP4`+&TG*m#@F>nm?
zY{;E^v3YRSrHR($gT+M%(@-dhbHwi~{|(`wqh5uJBVEOgcRn+hvsHu?-(Z@WUVv4D
z{-zEIJce0n=M4ygWgk0zGTJ1ld9!)HPg=R7VPjG5k8tLlz+WG1I=r2QPTm*tsKaG<
zw+8C=Z~HtIn4A{NXx`~%`Zyw-J#{uc9Pq_lVZ-5QZ0gP*`bfxZdzff;u3Yl0I8F(}
zsf;8D8kh6!^cQxyk0c9$v}r?_cEV5}1DhydM76cx>|UN@>ZaC>+=`&H)u5BfALrnF
zos0Qv7X<LBz>{@?a4<`wqR404_m&3>wbI0F+QTXze~E*6d9C5MzD0i&FRh;oN$KJ7
z=xS>45zN6{nDiPnGUX*EZ?fqeyc;`c!xx;tIa=16*loQYhx)Sl$?r!;G;w}<eGcIS
zMaP=L4{Wa4zoop){$lN*fgFm#D^jCrp=XN|Mp8L*X%!L(bL*KVzt)$k(N~676u_Ww
zIa<tU*-5U*l=Hs=qauh@INy#3Yw^o2B6pjv7?xnv)o1l{$Ey`Bi|I~kmTW<A>ze~<
zp&6q>^;x*Bi-%(ab>7DnRN}wRMB(Zk5$YK&9~vl^M11VJBl(3$=>oRQ-uPFFFpVaq
z2G5lS-4#Q=y-qpE^yc^GtX7E5`kMu|Zk6InB767{cR3-k^xCt5EBRWcUy54!URAhx
zv9VsE8W|=#GOE@&Owl0`k!3g*D)CD1qNd6T`>bzZ^b_|W?nD=Z32Jk7%<$Xdt4ddK
z(Du8POr1o)n)kRQKRO7nr(&l;9NN<E*7}0Hh7rau?P=s?`bs-JLa5|(vFi)p)Wssc
z9phNH_X6iX%}6YtloQ2raYNrMw=ccqck^|vDJj<>=hPk*aITJ5%Mgk}@Rm5Pb7Y<W
z%-Qp?c=vNb=~cP^RXU{Pu8zl>XXt3n`SYAHgl?MAD<{|dJ_O69r+1mz89bNG&?c@|
z87yhjjfXI;rRR<%R)o%kNJ#>UD@zJnM0f97TFUusSfIO7oA>ft&i5;VQSW4Yh!}c$
zdV(ni3$#OTbbNkAU-9W+VqjpPq#R4mIyz1^nu)6-_iK1K869?_`Q135^K@ZOiEEiB
zZO(p$o{oN%DalU~&g%DK;T!a}bRuIy<?oba&mfmtUAP{V#6}bw7cL7ML~H1(GSe6V
zyVB2oqBoftk2U{xo>%F&Ula7no?TrwjS^a~M$=^i#01I>jpEmt_(VJ}LoE-MY*AKP
z)_Pvc9*$UMCf?^|+@+1L_`+Y?Br=wFA^xN^%!hq;?~R?;FQxNadQ>>bRW>fdm6Dj`
z9P_>U@r1$q8^sz-w!`YagjkVw#L~|q$XPgYYhE}`s=j#I)y6CUUZtYWW%rG)u%)j@
zzjHNrPM{IM-|v}Xme*<f5)`{<g(EI~>G2%j6tXMaD;c1EFg$L3)T`CL$QI}3SZ$J?
zCT`k!T~~l7#M3Ks&i-vM#3yK3+nwvidPtii3%LO8O6vOg=by^SK4)TLh&z^(S5uS_
z1T+K!ZwoJ4DL6=739s?X?tJBnM6FML{GKWGre4HhfEy_m!zSasw}j_XiyIR9zE~PY
z>wg+&*jTJz^7F3ey-m(_zPsqVBz!bySHgd=XKY4hDgT*^(adat#B$g;^R7Aj{_ezj
zQFOJ``Vi}Io(A5W>W-KHWbYj0(#s!TUT?cmYftrT!4f)jG8#X5KaEX83ID;nEllE%
zbGz+#tFwdRf(Hij(gVL@Av2h;(V(n#RolJ$%-;vuymL%fwWWunlJcl{Cj0d2>>}|x
zYvO+v<!8L-R8BhIOuob7@Glx&Cl<M!t)3Yd^d6PYeKKA-34gUhXF0MAfBCUc_bQ69
z`l24Mt|X`-pPcw{$JM7W+9misTUVXMG2zj{hLYDdiu<^v!{RV<|3n-M^RBjDdMNv8
z_m9GKIAJMu!04UR_N&B&Ev_F0ntd1#mwsMttRd~{$AvR}Tc7^qb=e)#msZTna=Nf(
z{qD1sT128-MZSydD7C0xj%9}9gl2$7tjTMKEU_-ku(R)T8J1&;Xw``y*T)yM3n*@~
zWfzK%^fmV<HHZ{hPg$AOD%-z9(i4R`vK&$j7U{J-De7tr^pf`W^BDGe{-ciNww=*~
z2ZU?{mq^0LtL-~7l9Q9IPJc4dLIJuQEY!`G_FDPX{U(HB{!9Fq8y)ZO=a$$1BrmH%
zSI6P)mKHV2`mEkPUr`I{_UwM1K*GqaSEoS$eM7%kC*ySGxd<z44^}w*?CUU;zrZud
zzLpwJ;w1jUv&L_<pekGbQwR=M^?YR$#SZg~U(MOWkphce>_ynXl$$-Z#M@D@`B6eA
zB4yTI)%rMGfk9mf6(iI)>x*FOybe!*tDh1!Actxx6*_y1##p?!B2`6PY_Eg;O@N=j
zWFUx!ToQ5_jLkh9A{eD`I!9erR)#aFpF>@p-Nij55VG*-7dLxj^Epye=o6eD7`*SA
zeyUu9s$aA68%?R&mFtg0btM}-Z~1s*6B%4_y40&_KBDD+QCnculK9kAZe2ZIpgY|$
zDh9HvRs&9R#Wg`ZS{{d^&`8A~fK-qB7xWFf9srf2nrSB$lucEgc<gv#7<Yw0nt+UN
zFI(k0VMXQ1QphECML1kS0`VB^Z<j|ceWvT(=7TA+FHV0~U|0B%Vp<tu-B+Q%D&At|
zrkPgn2xj>%W%QoJ)i#~>FJz=@N&DA}s>9d(Ttzog>y88LwLw#ZJ4^4x=hdjM$vi)N
z>@%FX>EO1%W{sJ9;S-wXyk|D<RO818L)`#ax@*FzRQJ{Z5@&2QL?5>ywz_Qd86TXn
z=m}4v*e}5$eK&7TcEw+#_IxWJ@I3AOw!uZ)7xJ;tuvpSVW;d{l=BmYFcY64RKkZfB
zY-#Qw1~%NG$VC0(UCdmcrn!@SEG9<oar@Vc!#Qa(m%||2ey=U6(~E-^XDr7k<NM)Y
zt3ICaD=fe(<-7Fq7M#))j&6~JxlVZv;jN!sML|ADqA|@{ilIhCq-w;O&(;S_6OK49
zbZr$33bd4X6*URb!SC(@_;*WCu=9Y(b#A9uI9u9p;F8?>3@{LY(r`6~0d|;2AR8y^
z@@r1i6U0&COK>!d!1eqy0@Ad0h#_1xrp37~E{xpIm8TXYLKBEQN<0tkCwVbNDHsmW
z1`(5nhDLewv12Gjhw#Nv(9zJ~k0A{iVAJ&)AtNbZ-`L8Gk&!f@DMb+-M_k<|IfSR;
zCP>NA=@-9FpvFOg@Lxe_f)4~DZe{18D#0m4iiEJgtp*c)L{i5j)bMM-zXdnuQ#E}R
zG#xp#962lZ>4gzjHdga|JyrdwLdL>Gw>S6edkI3+`MEZ;`_7Wp#9u6(c;;t`vc4TL
z!%md@rGnQD`Q2Q_eq@IiD>N;uGcm$+s$4&@rwL_Uub-=TN^OKm!D8M@7(nf=I_noo
zL4@D89Byx$zqnJ=;HFi5C$$b}$~4|c+_G@%5$T8B2+Hr{URxLTyt2;lSn#~>G@Kba
zC;U5rREK$cE47qQ$^dF!^!<QYdi|)hO`OW$-YsD2BWnrgD;A51-rW=MzRz?VolE%e
zPeyg(yTuojvFGG@(WeV4p>V2w356GB%MC71kEW8j)Z*DK9nT4<W{o+BY8VK}xzyuG
zcqy;RpH^odtrg1e7s+_Tyr4q&5L=>yl&acQUvLF2pNAFTGw;S0Z@VNYHpjjeOr040
z^;s}&FE;k`aX2#Js8>0D*+&*F;PPZYb=UMSMfDF&1tj`by1OS8ci#C*OUZ~X^w5Gm
zsVOS(L)uou_kfKk{_?{<dj<dQ{8X(B>1Fl!kAE^e?lHjrOOIYbX3S4^d@}fZ3m-lo
zw@oFyEOd?PVz#qTxM3|(Q{M8v{L$RBjQoo8?*|VtoE$L2h{S(BjM&2wv;=OM^>*9W
z$$5TH`BlKv%k+J^{&|}OcEvxae!XKfeM#)U&oIE`@BiihMp^iO?`vW>nc%F3NWK4;
z${^wYm-d;>{?F0@AG}K%7@gSiVU@msOz`8|p!P7XNoZNN_PIvdRe#$tN?02&O7%9A
zLtAZ-o15>tali;2k4^ESY<ZK{Tv!oddj6yGw5NGS*RV@#?~bbu#2hxf2Shyh5=3KF
zHGR6Hb{AiB>QD-6dYVqUk3-8@MkAO`RqaS#H8iFGojp_e*ya~26QvsIM{2@GtUF9M
z=1KuLM7AVG>mkxwTu+D<&VNSv7IS)#Gt3+KBt)k*qBuWe)O=PN3BGzc7iwr5^tB!~
zi5SKb860~*KKJUzaWEnmC7LLE-1i8jDY_sjjNgCz$}zM)IixCpog2>wSQ_?BkqEwT
z$#jdHWc?rsH+_1=ZXz?WfcV=>&6YczjjzF-bNJ*{_if|FCmA#m?-uWPD|t!vZ=pY1
zogTI~Sj_7cL|+ljg(@<FK1RvIgq9ke`QVh~FcI0GA&{&)e_u1eu7^P$E=#iI#6e~l
z6_J2+!URJ?s47*6uL}<#x6aE!7bE&`fI*VQDSD#Kq=s<8qicDHAv`*t2nC6`_fK!3
zzG6ZKm8zF=+k%Q&JmHdrw8Zd)>-vSbS(OeYUHD!$QfB)X*8eKswV6OJ%-mNWqw2Ej
z<<ED=W67c9P(O7<dPARDL}YH8xb8~$9T480T>XyfzB;iWwinOw*@gkHxFPA`x|%gj
zvGS~8?)Ud+Dqh!`N5*O#$$8eNwI4KmgdNB=<vCBsuwAv=c$U?P$9b;S#K$`ufYF3f
z&gEQxDi3zNjd<D!cGwfoNGR;?<EOZ-lGN2V`~|XO(oV~<^E1!wh}An@e=#O?6hCBX
z!u~!t164z{0XIxUJv!tmZ*IsS=N%+7?wW*&F*_HWhGRr9Q;!Tzrh5EqBivH^!8fY>
z23wv8c1yfZdx=KQ`}C^B^c^|@SB9k@HQh$t8UfGKQ@WjcG}~%MkMV1lw5%uEaJ5>0
zs34p_(Qnwuedh2AM&U(}!uB~9gFV$%&k@rl6*Ltb@@9lAW$Eq>eNV@;m<dde=B%#o
z^}gHKhSi@@^=;zwm@VTij^=wo;?3p8@4rEOEDf8|FP&XxI30Fi$XyWj<`o8z#VyEz
zT`LK-m3o`1nnKIS8!cU~X^<|`w`Z(9j{MMiK2T_S*+su5VkFrTt(Dru>+5wu8!_UP
zS<#c*&cOUI)zG@CeaN=+1)sy8yZW-t58l;Ay~z)}d@dI7BpNZVC$;pGXf8<6*~*2V
znXp}I_!}cMp;Fz#ZF$;jp+#y)5$Oth*22H4x1&aUe#@iy({F#LE8k$dT{F;5rBFRn
zFghh+VcaytaAv#S-)@Sbjpbk@iFiA2D-x%VR8^xs`e8!M5S!O@u8W@dn^Q!fC@NgO
zygJpL`6$8<(=R23m5!=9!9MQXx%E6m0=@L+G^UD*yqqH7=Bi!}<IRCZS0p^}$_$Y<
z>89R_0)EP;sarrl*E!Np&755&yG8fSf-Tn9o<hPjg6?d1%g}{Cy+kOUiYNO#N1k4q
zgRN)MO3bo~Dqr#3z01Zs#7;d;kEhK5`KuzSAudcMHBUoBCaKsR51LLT)#tlfVIHE}
zp-G~<&L)3DctwxAOp_1SXY5ctC>~mJ=F6@!g85a@`>8`CvO~uM6NAI5gvg)nZ)lp2
z3bI}--oBby7%DL;#C)-efQBm~er!9lLKS>J0LKd29bJB?69CNz!bFc^#%1e=!`@G?
zs<A;|wv@h)W`ZrTX!PL}u}vO^zi`&jI{Scg<%=Ncm&gx46CC{hXJj<^$YoXPp8Qbm
z=<1~Z;m>1A27giE(Kh*gIz_(7i?=M@=j`Hi+c{i~IB1Pd6TXCT>Whjcgw?kQNQ3#a
zN0MMy(n$;`8SoKqoZ^F-w*s%;ROiG){zxX}&aK-^$Ol}s$H&2KA_hji`}<kH@0)gH
zoj65QW|tRekj>r}9(J*iy&PyMwRvpdKjIfp>DHx>KD~#zssN{KYVK#wV*onD^Qt8p
zH~14I@7*Tg-CB5;3zjZkV+!P!{8yZM=*O0s00*b_QqiX~<9Cra_O3Y{%@NlE6nN=m
zrM#g<W+JoV3-0p|nrh6u%3m$Kyu({KWjJ#D#xb%L6>6H*b&M4S{slg;1VH-syJDZs
z)T5Pf;3Hreqy)jt4_U2xWZSjhe?wdY?RvVj!x(WN(GlFRMo9(y(XhQn*gS-T9iT4L
zUXojIUXWDCp-FwhnNK^8I5rBt%QX7B%ZzR6t`l^OO0sBA_RiN=mR;U>s+?gE%wjMz
zCZluv0B>z>#%y4`CudM2Xt)=dbIU~xzSU;=;yEp0TpzjSV9U_f(8G*;CHvR=`Ulr~
zg>VzRVcx3=PrH>WxtHi<HO~{nNe+p6dxov149?^Pt!HN3$k$S}UcXsR#I&`v3{W-u
zh&zP3e>zi5y*Z@q0&Xe4ufr9>a`KhmD7+S7v;8wndtwt+{HjE1l}WX6(5mYArSV41
zw__5M#rK%#Q=UOpgWn{;2lMnj$!<}!M@Tl&SvcbL*`X7<aeVlzRnhZ~(3$hZoa`gb
zNgaMuM*Y-Jfi^Y%hnhz7dTf7~=%m70Eanr6GpzIYd0`^YZ+-uYLwCC7;S@iPz%wN6
zkTj=^UH|~QR;gv;IEE@DF-puSG*{t~Sozn;S&2L47LmNL!&qK%>LT7l)0}V!nTty3
z8;ZJvcUjJ$lXg;%X1jZ>XqADl&ZegEm>+^<ZuR0esrm93mE%=Alzt%5wJ{dEF@rfT
zAuIC>7GE<NMiXeii~R!LI2#$51?My8<g2uB*PyhH;igkYMtJ>*u=DrrJPH_GT7?8E
zJGnKVTTKG@J#>1HQ7Z0z*b;+GJps=lo}|je@el3&IkCvu@va58!m~7;Bpks5lX%xQ
zD+WO$dSQJqFfIc<v2hsC=vqYr--Id|^p^p@LPm6;L5=<XD2+;JqmchudsWmGm|kiS
zJXpG!toZi#$ig@>*l~@i*~lyntd&c%;l2{_VKi>GpVa=+tezV2A0|v&ht++hP^Ys2
zcSA&eNeigkj==Y925KUh?5X$=j$_!?hdw1aq6Gzm-8B|M&icrBIvzWD;yGgIVxTaR
zpiT&M<~&LW7Q>nk$X*&+I9Xfp<`)8}%B6YYgSOVB6s`zJT1!22Ooo6f1XVL);EYjP
ztoVunCwNR1LT!C^L7iGt&9w&U6pzPA|F#ZUPMam@`unD!j_-S4K?rGNhqny$vI|R>
ze4z`3*6Z4jD}t4|O{^~QX3n_H70L)_jXd?47kJ!<^7Csq2IhGYMMYFIuk7cfY0Jj+
ztgtfAFZ2akOi{{~6GM!j{7oq|18!LtmM0)ZN?eVCOuy%@qt4qse}A!By1~$yjk~{1
z2a9P`3E1|VW7j&#kvq*Ky$<r~!hE(>X4QZ6dgb|Jrnie?mZ`~bRyXA5;YuU>x=X?`
z6;V+WrY(C<^^$7?$2Gd$5HIZrR^R%yU=*qdPv(~`t%H06ZpOXku~go(D=m9z<~Hqx
zw^H)F&-#e&U|yJIXNf$P#b*3eH5p#ExufO~azgRN1-LC>#@-UI75};<h?KrsNrpaH
z6iyQ|mG3KFoed%W7vzLGv)B9wm_>%np=vGz%WQ8wN?*?$*hD1>{RDD&jLPVh`(QDM
zIwX7;UP~3WgeE)#HU&*YeWP|5j==9m%HPpNiJM)i;EaSgv<ncxYQ&R}lG$9Av!v?m
z(8ULru{+@?MJ#VPL>bJQp_|`JM2f#M!P=L1;vt?Rtq!~Q$dilbCqTHc1pF>L;x`4f
z+)qujlT<DAf!h-z4@796Rk&KHrk!GlpE7v%QxEmHvqz(XFf-qOcIgId9OPJpdYT#C
zR;Tf{h@THhgH03=9y4B<FS?O~L`yRLq$wxQfn$*(`fh7D>r82H<kpCIBr?IY85i73
zVE0fW>nl)rG`MaX`VZk-nG$}1;zAt0yv{@1fWyL+0`~4bMu!*iTOkv=Y|e4$1s4Be
zyv|%CVr{pN3FazP=5y9V3$01NmJgE*#NdM$8Quc9#pwe*IN7u7A$}^MB`xH^C?;7P
z&Zl($kiKNINLP01j=Af$i<PrugO}NS&#i0cc|~JLoIMka$1Z+y3=NLs<U^v{yfP`m
zP=T;eCULlRR(I30rK+Am+6cUI=<V;HiJ|Q0QE=Fk^Xr!OR3m4z&Ee*$+UM84J72-M
z9-5bQ#jywek}2_U5trS?<<!*<`jlo@HWno|N)Are+5c(Zr?`2A9ty7r!Og}@)}uLT
zHQ`{}ilc|c7)bsUSpi<qFVs+-Ah5AojLHa)@EB_aA}81KJu1$Qsxu^Efk%%5I-+h3
zFXR*A6nphn8yUBf9dXS+#IHpd=tIxOo1q_n7}Z^rXo|y|M!rrCrBsg7FAi}FmN!|h
zJ$f4YbfV`{q00V#U8cgwi-#v#B_AGDPmbJ4D)6+tnJ$xfS)@=mRyE!>)M0w@ObN1q
zyvspL0+{alVfNgmf!65>+2)6W(>5i9UU;2*?B<j81$y7)vDN#^jG9(21mz70S4cuO
zbT*w|Yx{8pwYhP$2OMg~AZ*B~hh=~q;iDY!qM|{YHn-klMJbk-%8k!ft?EJ49;8F5
zHPD04RtWobNl)I(cJI~2mMUVjsIG5yed6LEzvL?~>E*>I*ejFMv7Xtj>SF#&J?Ro8
zAyvo8cSe2I2i=G6Fo2+iUiA^74lqMXtvrochpcpTF^Xv|9JN^rBksT-_^`>Jx1rhl
zr}_71H@yF_xt#QrXJlQhR27&PdIk9izUb|+LSCX?V;af*76q|xThFl1nyEghb*b2T
zg-YMi|6uqy*}H}CqkZ`ZM<ur*yx)L;^h5e*aaZ1eKm1?27)^4;vsU&+^PyBl?zIds
zR_zFvV$u7S4~bA8N35Ci`?iQ;tni)b%LXyq%|zE;1P>=A8>J@Cc9Pu~93Gb~sV<7j
zn|lG3tT!^U<+=3(>na=L<#%uOC9n`$S);hIZ+V5F4}ztY(7E-L2yY*;RIf*s8RswO
zk;ci>R>zlcrr2exirMp*F9&*i2CbeSndIzMX{5bIs1ezo_Y{MBjPXMIseWfU<I@pQ
zS|M{@uPYHp1Nqkk+dNss$<9~!^eRk+x){@l=-Kuce7$$9jVw)fQ5<?kExd*`7I~e_
zD^;BsZEG6fU1u6;qd9kfPCo3HOGt_T@GTC4yrsz5bYVt;o?G%6ZS|?nnNxIy%l`TL
zvtm7cGN_bC1eTaAsuX(fQU^yiKb+DTZe5o5G71W-TIqp8EmD(}qd~lXxi1=^6)^oj
z{9t|d)bjS3LXgFu#w=$ge5+61zFJ4nInraW_!gLPN;`klh_lEVUsoo~b^0B_gzqow
z{bc((WECM4=NXacq|VaBvQNcx?ujzn7G2WYDdP8x7-+qmyBRK>)EAf9?#<inxln?*
z^;oDZo=t<dcvHm*Ba`&<m>(HIhY!JREjDW(pEz5cDDP9Vn~+>PdEW@s44JF<{n2wp
z(-f%jAV>RHzd!k9<w*3+n8?L35TG04ZU|Okm4~vp1h*K`C5Z@f6&N(o6FAnnVyh*G
z43KU3*<yfA$bMD4zz{wh{RZRbUN77z+21WydXEWYN95W%i<2Q+`QxFmFjfGF>g!Om
z{qJ*??#eiv@K!D5v=x>E=|G!Hr+TOskU3e)T@2%cbG}`3xdn%Tk^^MbVAC^<`{3H1
z@%`!NJ<W~_dD&t)r&d}Gd7P`_`@AL%c?TD+wP#g=CyTL=rn`B}m^lkwZzgItIC7Hr
zwlt2W))&n=&-{d06D~Q;Kn?%8qlJW9lXptO4VF02O1qk@_}MuiQjy%%KWjIA%==h3
z+m(^v<q`oBX(2v*6Grv63{qS;z<28wxoOmFyz18dDzLeApwUW);&+f+x%^D<*?H7Y
z5O)rW-}+h|kcE>LByf@)pu)m+AVqq-%!FefXE9NkgCQ`NJ`U$uX(yV0N13E>g6&M>
zVyV`QErd;!^7Y%r>tC+#Y6@q!BwK$74%Qm28scUZe0;D8D7rXb7RhEdfx*dd_Q%#M
zy~UcD=?p4N-^>X^nQDZ{RfO4k3WZFU^eZE_Qbl^j%3O32X@llWg6O>d`P;@e!+OsG
z`yQYTnEo(GY*Zvk$>BPzPQU5|C$_j6zKRe^f1+Zb0C8<Fi-^~M3QL`(wMl%vWh~(8
zNpBW$hp6y+Lb-gmg(j!^YoYYayS0?RubKMyGy6P8<@e|7u%5e1gbJ7Hy9TjP+}f1{
z2jF>qBfZ_%MEUR%@lmhHqVR8v`%FQ8E7yZ;{ub^w6)jXO$gj`ND;8l?h%;D6=4r0#
zMG?Uw6Up`f*%~Sph!lBg`VSe#DUFO&DG5m>uH6TuO}Z!L1w9P1*1HN0RIJf}oa!R)
zR>uNz^e?vqEGH@|Klon8)el|N&>9iavS>PL_?8j-o$LS6aXWDkoe1XKwgz4wFqSJ_
zM$7-v0*LJ4MfPNpkfu8FzQKj*kvSoDtQ{1}#0rKg_ymmev`*cm+Rk6|=Wk-5gBFcp
zLb7B&Q$qKq{*@+hnjx8w*)-Z8or|gg`-#<{50~J*wo~wL?w|1lWstezFfPist7WE`
zM?d&U9_TsXyrqPa!%6c7p9syDL7tDGljHr~abK&xW<@b=^p(nzIVCO2sK!&5!t?@f
zS0wZ?@e6CGW|!D2A&l>G1F`dst7fTl6<H%X&hG}uv$1*Li1QE|Kon0K<K|J6lXm<a
zb%mD;qnRkQ{RR{4h4z%fmn~~aB}|DHuwexW+i_e}+r>|?cjK(f-QG?VV>q48s?wZj
z4&a(DQry_jHP!`Aye5IYoKyGfml7ACXVEndaSOuVCHLN2y;QV+Gj;csq|$)A+k+GC
zT_$$El9u;6`)tlHFYsZ<;j5+3hlDSVa5TKzOuA*B&?VtO&A)8ohrht^Z<5CoT+xI-
zdH%7J5;|i0U%URg3e7S2`4VEUt4Rr3&q?y{FMa`mks&>ZWs$LFgvok!$5|oaB*Tmh
z&?;YEfKmR!KT7`>YDmST2$ha=rvLhx0hSYoifM4XwrS9V8U9!BfyT{dIUer+$>3VO
z9t%<M<BCF}qnYB+(n$<3ca_i~VOn)!Id29n3?~hYmz_KovMJdo^Y2qyc~h<u8mP)x
z_x`fZtFLa3%$Qpp-93r@^^@94TOMa2{^&5@!#-x?{6OPhitrGOkjyShs7eIzM^s$&
zwP6dfi=)$G%VqX=Xka>lLF@gDqcQbA^(ET@S|cBKwATIpN8V%-ND1QhZ`YhnYcaKK
zE%1E$(NJ5_xQvrX5qx+1fJykN*NByf(3{OFoBjutS3%eVQ^Fme=v-5mFv#4UU{*mV
zlkJWimN&uN7=B8Z-1$bG`}dabNhS!HuH;GubY1H6<Q!a>dqfXy_Uu+>c;G2b@_gyK
zpdr8CwEBVV{wTrZ<9Ap8FfDipThh@_sSw#>OJ5G#FBIxJr1(v@k-hs`gd)FiL*{V=
zq@*p}2tcKZ(hAqNWR8T`F5r^wCL0qR9MmgJO^Q7o6}N)rWBKzp?<_pmy!Ez3XuUS@
z$)}%&i#gG!ojx`Pk%;tY`=sKuxrP>fJ5#^I)pj>QhI_P*o?V>NpTb5ucayz&>)<4K
zCI7OMRp21InxY$swjD{7nxC0!Bord{JX_T3__$FTc;VVHZoHCVtnGK2<;M;n>kLxS
z-|-Jo9BNk``n%cx!?UxO+b#-?-Qu195*Yu?V0x$tYLj&e`>f4Z83EIO?}xo9^IHL@
z|9}IIw*SuN@O&dWdSgs>cb=>No4`#trBjba>xb4#DrqP}BL92aP0eK|)8M%)Io9F}
z`PT2ATP2Kq7@n-NULsmwjZHr6Omb@t+YZ#P0feXsmf+w>rC8pE4HtMybuPL)%PW!~
zBwK2C4?*Vbic!>a3?!)NM;IqJrWr377;6kA&z`%J?+w^G(ozbS7L+mwG=hK*<HzS!
zB+r-KCH`W|;%IWC7O6Jm+S5lB+CeN4J8TiCZH`iPRc?_FEty8n>>9Y_oK+^R3e)x?
znH74pW{G57ebtw0q!4zEu@KH=`Aaxg+CCZ~_y(P3GaG|2uhcvpP9Dm8eI1d@MKz95
zUio>%#|k6!yZ9462{YD_I{!2rh;!X)4M8Ihw}zk0N8Rc`K^whh_FXn7TWPzO|C?TD
zoCpKX_1AVXU_&ka#(iWK&o=IY1NDQ;P|X_!8()kCv*Zq16h6%)QxzlbdGQue@eE_~
zq?7bRr!gwn85u)r8v+{HAA<tBObEmWs{EQeu+L^hmHejLPks~GloF-?V^03#{6Xhp
ztmthmS~L7dE6gR&r&H?|&rCZu0|yRcFQoqjU7ReQZ!Ah=nKhmkIQ<x_j?)Mo{7*xs
zgt5WlU3X5L4&?Ptw($i&&bg2B*F84MbPpZGeRB!XA~9!c&xQ!Lt3O>eGP1hVBJ|14
z;?GCp1FuOVu{^Q+|L42my#bpEsBErtr2I$jemveB``h1)y|McF+EQ;D`^25qwK)iN
zkQ+R&{}y9czJ6(XGVSkYdJS#j*_+R}b5}p|Rh)aB@;~#!x8YiECkr}Nip-N<XCPgN
z#-^(L$mz`$xncdP(s9J?aZg5}5SEVbdU>>nl2lJid5FP!d4WQC*;mz6(S`o8DegG~
zrqm8$Nx`(88-wA)I0vRZxwYe3KSwicFKfhR`!Wo%ltZ!cUieb4DpQ&&%PXOWEPlyg
zu3c%=N~K(o6~FK4CFyRcXPMJFd!7@mE@%|@DDn1Akxi0`2$f&wy=u!4<<*>c8@g}h
zz3MX}R13?(vShZzbiAK2At+W)JU$^n%#!#xT}1iAHk15(f+w5g7SWMvpJf9k<WcLC
za>*FdHGn8l1_<okJw@?AAdiG^WuyVL)B<7(wr~$f;AGgHNQeTKJOVPO=cj_;umoO`
ziOla=KJc)?WMTMW3=lEPu8>Ee6jf=dpvp}2$%qiV-hCwea1`kOH{8s9;bAyNGU&|T
zEYg4)9w5r5T$|RZp@FV&dVL2aJdNRBWOk-HZNYvH^1)%<RS-ByZcAVjeSCTCWN9Y~
z;%#6_Tf?iIYZEMZQ*|N13QqP=hzj;%1sLJ&`Bw;`N?zfJ(30|(IRNF&;AhK9IFPtP
z0-Re+RJIHJa41<Fo&XL6n>i<sMWM0o>Ik%?XHFZB&jJea5N0B;ia;otL(3n=sh70z
zT)RRF4Sy!?yA<VF(iUINTL&Xrj?ydP%q*Y6)07V@#$#?xF95Q86zoHMB=XOCYB#0T
zL3#Mwt0CFgc5sWyvszLU@)#5i7Rag1jpzP`Mu2u2O7?-*7c^>}XNi*xgBJjieXPp*
z|5f-GlH&_zfeGrcTQC7LHnN86aqf9Zgi3w+^otbQ?geUj?gel?=d<Wwkhd~gsi4I5
zZ<K@ZUvowVwzrbmTA!0OT=Rm)OA<8xKcDbgTD9~&0Ra@sOQ5Ng<`Z&5GQ-7oBOwD1
zK)4WRrose?8fl_B9H$DH0gyc@^jAM{Q-y)>4~`|U)I7nGhk;IO$|cl+8k4G-($a%f
z1B{Zt{WV-EPUyLHU>t|ss^C|Llf-t!<RZHBg(UmZ*xv<t^=E&xhrZa+Tr}xbtXLl>
zk!Vh)ek;jUntA}o@5Tf&tvEKt6ZMb5Z=!`p8J=YLFX%F5+kB3-+lXAah38of>Anj)
z4?MNKttD_Q_9)O3Pa@H_w9{uzwkF*1wgu^nKw7?VH?>Eof@`p-44@0v4NEz_R|?#Y
z@ZnKN_AAm9G1MG?@--i3)vajxaYYJAOJ2LQ`o)SN(3&aEX}9`rB!|ccp+zp>7g-Uu
zXNCQ_+;+CG$3UL6oS2gF8HnlkEOTZ(|AR$<gl{s#050pll#M-(yYo_t-hmQO#{zl4
zH3=mAObd7PQ~pP+fve}BCbGEM*UF4AqO@!y@E07Gf3rh?YfIv}EwBFdD*k43`3Fk<
zi?f~#lOkR75x|_AfaxQ7Sz(7ciZ34iT~vvWfPWg$TF977u*@>f{|XU~D#iZ2y$LYa
zBlin%dNou$<=ZcGd$(^I{V=!Mc0FOG^FK&Fj;QNzkL6_llnax<cuR@%U(d=t+~ZF_
zO2mH@3u)&ZHE%TAYt62+Tw?UWiqfG?c|^bO?Q;(%-s0BzF?VOr)N<`t?v|5+4$*{}
z(9{?@b^G><bm~CW#h-?cc}x_-g=|HR%Hc1_n;84XaU5^Oe}}uj3xw}6{C||a2T)UQ
zw>2&zp@v>V6A+|>8j66lP!t3aK~M|<6^Zl~iXfd(1q&DzktFnvND%}=k&ckiL8|l~
zdWZk<_ul)y_s)F(`R1E5gAs;s&dGW9v-jF-uVpMdeM*-b%jjZl&KX1+<&&j*GY@2L
zyu2RJ>+~mpT-M@S<HgWiugAQ576udQ)@W`uh=7{s=tz}C4Cv(*K_(Fb?>p<&D&*(O
zVzy^hpi;Om^qQk^xL2CXThRs43UM#tslIT~<J1a*^7{TaV5%ZjU;#(J*WBYnu9q6r
z+3~rYa?A3*d;YLP=Yztw5c<;g-l}uX^tk-0{q4HMN~g3~*=x36h6%Gdg$F3Z%O_6j
zAhl;fKAwBidGE)SU51KnrSgjWw-!+Xr<>8}8m58rf|S}Pjd4JqcP9TYE9yu!?=W5g
zFtVvY4bRLIsxKuVna}0cL@7gxvnyk3)*XOgFq;WwhkU-Sj|Sq7Hh}K+V}K#1OsP#|
z@b{85AUc=<vs%Ec{BjH(Fjx|0G5ZRQsQIo?8L$~9V{SMX_i`(8dE*1Ho0F4PJ-ccj
zO$?50r$utPK2&3|o{s{R-uS`g0sXvOete`ee|-7JoD}qeE@gEW7bHD}1E~Bzxd9;v
z1{At(A=>&6Hc01+wj$7RFO$%~gi2)L%{1U==_KM*TK_p}zdf6ja;4H}w7N_V#3fXb
zs+dw8=qeLix=>0Jl^MsgK@Z+@fB{CdjpgKrrwqLlw-%SPy+ozTj8Hr3&iPrEP1{EP
zQa>QMZf$9QL94`a;%gUh(g%m)unO3bhR|0!H5MKLI^K~XOV5)JHVuf4*nT_F{%iV_
z{KT8*xeKGiT{2=r2E|*Rqcx{;m)PctOdIttf3j^0*1W&+0QCS-5o303+YAK=^Cc6`
z1NAD9l>v_8(39o4Td&?;VVce9n3Kr6+4f*TPAxH#&}qs6zWc?aQql*`er?2VS?Tik
zlMqL~fy73fL8aqovG5RV2TjA%3;_$#Q`FacW()5%F>O>MVMH&U=%r#~=Lo!5arLFw
z1mD>|r@3>tnhh}<x?3fvyF2B|ou=-$i`?xi#i)}tzpCj1U2Rlx9<aB$WPPz5t9EFo
zE`qYNgChm4zIrysF<BdNo(CtgPDi2{YnXx2IchF#e7)b(GXRg~fPg>KhlPUrl3bx?
z7a^s+U{**qN|y^f?4`>AzR3I+#ktrJkLqO#@~kYf2OlA5BGDGW`?`~UUL(rCxk14+
zg!9_a;oXtAD@RxQ4L=V24^R+NM9EFZdg{MBSTgZ&FC5-zh`sSccHl}=g50tRT`mAN
zy(MpdOpuoVUI37eN}?|lD`Ma~k>8;8;#n2G2d8t|!2ZeH!b~OcvpdcC^)ZM5xGrLK
zIa8xwVPfG?I~sj*lnTtG)P9-6oY@U$HnE*`Z&kQ6NkaFvC<{leXrLyqP3XXppg=cg
z8AK4WHCGA>`JNqnxq^!aoSw&wJSSeaI2rWf8}jdu@c;T!C%OPjn_9sgI_G7b=Q^a}
zJaAC}!0F*V6X)fn9Kws|j-PI*-b0eZKqFit>qzGBueqSy9o0vgVS;cWK+Hyn3*ZG7
zN*VtJd}5FbQ4)~2U#boGsm@awaEFWUREOb$ZK)h|C{^M0k;(cy_}1TEaC5tlb$(uo
z0-8WO=>{rirc9ap$vLk6N3`hW%7-M-^YVCEBPq>-OYVvWC9JoTFX$^YC?~#gh?_sE
zDX7k``z|}3>jfouh{>f1k9=%>a8-@FXKs?h0uDul0ehR>J-iA;vhGlPsq^Za%=2v*
zyP?T0(}tLrAc~apX9h_TX@m)9DYlQYim5bANll0@9xx5fnw$=dCg}P!a|lNRVp0OS
z$%WT?|Hqf&u`BC+y^s!ZzEmEnO)hgjTq=)h;mMI9U=0&ceC-jLOHfQ-iE>2s%MN|&
zH|6>%=!5Z#LAE|G?+4kclfW%7G1AkDlH<5h7WFN?$d5eo(NnKvDTK#FQa0!E5&I0f
zne>j#nz-`z_U>z9aRH9&=qwfI=X~nqt`Hfuo`rI-&&JW&O3H~3U;oGX6GO$z_N{Yv
zT*;b~A27_COYfV`y{Gwb0k(4P>np%>kQ8h8ZtSV{<6GX^imvuP*BII^F$mGF%TW+)
zLJNEdDc3&=ef;R;?fL9{cwNW^!!enU$Gk_Qz|nWFV(Gp`Sye{iz^q!Nh)!Nr?cUMo
z{5@3OT8%qV^M&~?T7jx84EEngBOSh;_bIuXXU~Z)PForJ|8_vngCqGNeE-KI7cb-_
zdS{%+y__W`!wf<0KE<ME1uq`CjZ;gOWfaPY+jAb@yXodfk(SWdUEW8x)S%$!ROJLu
zJ_Bi7eDrQvD`|U%9icaz{#AtB{Il$ywwLa}Zxcds!F!<0{$q7uMtk3Pk#`C+!zF`!
z-B)BI@aL_9Icftd`LnS_Jy!O2+&AD`DD6_&l?3JJJHMzII$-&qqrE~NlqNIjTkWfr
zEs{IbHc*>P&lTTWSW8<ST<Xy!q{lXMSJ9~yyZCYlG%~l!;Y06LDMyF;EwFtk7J&Ex
zYL6^|P5F`H@<VqHnywSBS{xf#E0K$Tg@I1}1r(v&oJukf;3AOnoOfIvLUk7CbQ|$O
z8#9@@VMZ7*xL)m%J5=+^Jev~-Bt1;1$21<q`j`g#T{Ak|{_$u!w~y4XU^Mn#F4Ljv
zqV`a>F`Vd@4Jhy#oN;P~Wl4!5EsIz5ZLl~H0gz;i5r8{^pl;vpUxqNq0@4m48+m{q
zoj8OKJVzW|g2DI>vsl6JUqJxb?W+y>inhE8nf$;B{B$5*Le{;gZ6{5-+j=XBdjCuV
zM3(A(`*^GEER|Wzp*^9XTImmRE68kvvuB!NMi!SKCBG6t$+Cf;bt@O3FC`B9XOP89
zz|Py+n4}AfsA;`Rx+64YKgxbFTWS?~Q3$R1B5{4XA-}3g1j_CFTMbDAsPi}nvT%tr
z^*_&7huX;MT7A|7{)t#HpoJ_zK!o^Rk&6Vq?cUP#K!wYYP`}oWv35KK!l(Xi?I%*O
zeJE3A$6>$po8K$TJyD?AXGL$iw?BR&5!DiKj+!v@!z^~NNC9xx3($l97fAWdVjdzE
zRDb^pgq-1WD(1`#zN7}|D?-zhQmq8Q+s!E~=A^pCiEw1`Vr~rRp2a&{eP$lu`S2{(
zC>E4lm<uQv-sc1>2k4~T0zpEndj9#0;xs8;7Kk&zwIs2F7v@YsiE)Y3cdmq9hY3y#
z(txdnl_3Tzzf=t1)l`gN6;UU!_}qSC`PJVEo|!+r<-eW8UZ%dnY0O|#CwFCgC6_GW
zx_^253eB;UO1$aM@tZ<$b?D6153ZY|pc@3?bx3x&>B-MWrWU~=mn-X8ZDDbNPNchG
z2tM!vSJ&m3X^auqLBx^PJ4E@ek})^OMy=+~qaf)~xns6di=lEe!Qzyfth0Wvjk_g8
zH9jeC&7nhj)UB=AkHy_=N1?X8c2WxEKY$NZydk6Q_*jSW6#h|GwsZRlO$e21kMMzA
z2W%-CmqO2&apC?JeK)nXyFnM1l+lYop7YLCb(se_Y8Q%l-NeePW5}_4T1&}jqvKZw
z<Cw*{h$_~3S0o6pnTJrJouYp2xyJsq^|hIO8_aRc1g-!9d)}kGEKuu-D4e$PFH9>^
zRvp&ZBJv{^I|4lSi~bWv{-lL0=c+<92iKWa4;Mp{4_yd<CcacA6Uj?c<EblzoW1gn
zpq-!bLr7nt^WcPupbqkUQLRsl0`;Nlt-dFFt|Ko8&HXFjHHgBicgy<7fz&Bq<B@fl
z^3v9dQ1T(6sOSq4YY*m7R0<j<*4_DXoJ$WO%Eg0*MR{WZbLFKdkO&hMgl<?btv(ZY
zqKlUufIc#4fFAsbUUkc=aKG7PevViDbosImworrb7e{%(pVRs-tD+wZNi7vEdaxY|
z(NW%!n`8RTE-`wPa*sQLL6TQr=}``rF(56;Og4&)U|ba>613@fK$0)25Oci%(W$f&
zf@aV2%S3_-q{fi)Dv+^?0WNU%GLyc4h3msR$U4A8B5G7#g#v<KgS?LisTunmsnAre
zqEzXAnuaZVY1MUa`-`}_NF4J%<o-@fsnp~%I2NPS)#H;NWYp;3+oC#@5)sk3eKs6&
z!<bLflfwJy;Rl9e6}pY7ug4&c5;W0WN3`2cvAkf_0TCPg8qpUb$R_pp0SZO@I7#XL
z`LFKi$lw&tq>N=d63r)fY4c*$HT<wXWrH(IpKc(ktRMo`v?cY3>wpT}KUO>7Xl;0u
zd|8@finL&MrD(fFI<T#~H+2$XH&i_;=agp|*w$N@QK-FT!YBDHKJ_vtjZr)6^3~jX
zIz#gjn#yL`2u}EZLonUC$pbfL;SgCQ&r~f9j^30dZ3ws3PVRUcX?=%b@e!bFzppzF
zL&4IKsq+{iVkUj(`7E8*cl9KVkC9V;98+BDVP0Kmqc564a$(mf?k-^NGU?0Qidu3)
zYRYyR&7A`m5r!y{`~7UcF`?*2aIIq<lM)@c(wh>jwhT!?=X+G1A}t-UAz6>6Nt27Y
z*C6S@BFuGFWCz=#GP{uEc_D$^DP-}2!3{`$RnIF>E^Q#RbdUvHM@6$wK`b`HYmIaE
z2MiL$p~MrL2L-;;pj%zWGs_Cta3zx=_LahN0*TV#k%evoPkXybDuw6@qp$d>idGtR
zqBbCqY$#|VOehY2tNKd7<Z9m(Tuspx4oVF5i?Z)upb$+iEM*cOMrHVGMsq!VK|FVo
zXH994qYEo{N7nggb7)cOg%K|{9}F*f0)(EPei~?0`9o`{iKhZPI5DyVjW&VH1cPE_
zBhlZHzN@V_4E4j5u<3(d_((4=3R>j;h-TJTyJ$@qE=|p@i@Z6L$_?mRC{JizLuN~m
z4g0Uky>R7%#^ZlxRtrIzhsFi#vxDs}`(WDWf5=w%GPpFE4s;wwEM0xb5qJ?wp6*Q@
z^4bvTO{*vwKN7h;C?8%C$x<kzc>SV(B*XQVEU4-QK`Z65tV`k|-c&I;9XDA!m88EY
z-*FCKr85hY1vbgj0|lkAAn)9L*+gKF<JdYV?kECoxh%QxSd@@5x3ixUgU1>|4uTuc
zvs6hQ*7Kl*OVt<H=}H$j+f(|?)ysJCURR$QVu>Ho<6Y7lUT+Y}U+$F!eO<jwhoivj
z#q#Ryn6>8y;_N)PWz0^}5z0T=C*%U_ZDxcR+4?6f<eA(PMMmV_q7gbj$lNE6iNC(k
z_v>D^c|=dO#Y{EgMT)o)j;~`={ps@@4m?uS)xNV|SItkf;gQ0mb2~xcBWeeU<2I3_
z6N2=9In00`l0A~`c&_}9V=f@`!3@5F0`|R&+J;8Al2l#4{sJWHte5{}h<%96fx(D!
z`xPOeGG-lMf_91Pp`N%t0@$941lET8{De5>9c51zr0$HL92y>270wclTcr|QViyoV
zpqrCi9<#h?%V3aus{BAYW2R6jJC^wRrbP|W#MURxP>V8RgqB?$OOk&mPh!U9Sp)mw
zLpn(N%Ad$109mN&i3H)AJUC(kUo9BP@J52#!>Mk(D#YK1XY+$ci%g)*?Y$A8HLkHn
zRtPcW*>}f_69;fu&nX9=$yMVdqGr&|oV=KT5rD+X48Dcx2OJI?d`p4dd>O$4(czNy
z0wAQcyfvh}SAQJZPZ{z#sY`PW$kUe%cpxSgv)l4=3VH&WEMPQ(elyqO%eWhPM92<F
zvy-QDXTeLskRQT85GI;1I)OrB(>IE+eND6LKu&~}4aktmDSUwo@$eVg=T@PGR0lZ%
z_C%a_)@R|$@xTv&h%N!S_(aHGXp(yWT)OPDA_Bb>^d@{!lQKhgDbzHqUku8G0l-kW
zU0Jj5Rp`($9X@1YRzU+Ie0-J2tYY)K6j^-0aRvLd4_r;Ag!*Efhae>yne<?^tPac+
zj?$+rljod)5V3*H=AN@MlvoNccc@vvxet`P%0Z8kF?`dsktC1j`hA-p(s!;%RsrYt
zT@8u7kWCL<66dUWMhIvV5aN?R-n5RX6CGYO$Cu*j$x?@fA%Z-$kQczC;C}upYQA|Z
z2S&L_hZl-3RKbTV$(PH=*Yw4K0-6}rDIdubne{FBNzA!<AgImm<0aX4h8fyN^{Ud*
zpd2X$q{(nBe6v#^UlHdQbq^1T0R>|8nb0$_z0oA*B}@p&d+!qj8h&Vp4RIBI%?Z2$
zQl6me-v)oAxe7t~7S?a)0t)}iK6BR03ins|l05GKS=miv5fu2Z;v&b53tAbVJR_t)
zAq|9Va*JfM6`O{Gj-{#q_tHQW;uN?+A==+s`s1~_FKx$<0AVJhsU4%yNV5Sy2fDO!
z6aV)+j`$~~;!0LbmH9re-%v{vrFrT0yM2TVXWOO^Y$}tV$k@Dh8DmGwy0X4@`Fi)t
zY=NglRrO$u2ahY!%4N{lDjNtjvTX<mAMRw?2mlPfi$qs+^!J^sDW^NDV3^a6c!O{L
zS;Crf1vQoZ<kq#6tC66ZCa+}fs_K@U6<H4d*K5*F>Tky6RPJ~QzGGGu+x=D2EN;Yf
z>0aF86TXF6n^$iGryx`;Rh+}Zk$s|uwtm^UTH5f~!{*P&f4U*qU)?D~V6D}JXLo(4
zDc?(EqzUU@V+kZVN*+hxfqX1N-Ezog4hP5BY0^fI3T36NF?!3wh5COgB?Ar+7*cjU
zP|C1Eau3ZjE7p%G4H6@vtI!-oy_!ylBEiYx1<tjWbnOidyc}a;bq+iShvi}GKMxWm
zku-C*j##10LZAxhY`m`p6D6a2fG6(300cQHN8urx&JV_K8bT9?lk;SP(I$k4=fKfk
z8MNRCa1;n3kSPeB!34cOanNm?3ai%ue5Ra?-gpC=LqDI|4~rh$t}sgzdcKrN1ujFi
z&FNFlaJy;U&VX*p&mt!S5A27FOrd=0UN_5FlVyHGfK^?_0BPU6Vcst|d&pf7g0>MT
z2SFY$0fDbm&4~k=&A#(&xX1x&a_2b()MT3XZ<3vT%x!nDFl=>0Vis6oN#4*){Yjiq
z%}+UYysy-5Ux$20h}1sV&Ep3@0=P=HfzRrQ{Sf4bRGy!*Z5I8G6wnJN4q)idLBI{f
z*KddwP(&wZAR|GtU>V07&^o{JOOUyiSea;0;Fp4MGz}ny8P?i(Uk7GRc*qTYY#kP;
z!4nC7em|<m!-M8*spg)4cgpBD-^bkD)mPuhCCnSN91&?u>i3R<Q*$m$LVZ1pI%mvY
zUA){E)yBWM=jKMU&$+NO)WuOleq+h|=rhhP=H0AlH&*tFr#@cDt3BDA%Q&1=!;zoA
z@X{1HLhr}#a7EzbJT21^ufaf00EeQbfjBi`X1mU~QBKyu-TNHu<~!;KeMez7VX=yD
z?2S+2j|~7Cm?@GNIMpmJNo(Ktj{UADdChuW!>C|3a6`hC#g9AO|6>7PXo#+*ij~e?
z&uPhuyPsBtg+4@*<ce5>Zn5hj&mfD=Vb7TQ?O<P?M>2lBo8wjd43L=}I=xD$C)3Nx
z+~iUz6Q5Vhee_nQSXsg3qxk!HDZ+)~&5s!i!i3$Oobp_t4nwmZG$E{Ck?G&wZ*6fj
z9wWG2<9E6-GDsUJ1~pNi6zn-w-M8pl0SZm^n_RBVqM!F7qd+yY%wim<uO(k-?Ru%+
z1MXQCTF{|2NKZT(TWB7OX8m13UwKXoqrwL+2`|40X+=h&?erQOo)Ta%fS0ziJ=vMC
ze&|p;o$Ozf)^|hI`uMlpxEtvph-!oQl6T_9fc^5@zWwj?)>}B7=OWVgXtp6NsJFkr
z+<ObfRpXwXbpXV|SfZxSgtaSRbCPYap9`ep-*@Y{T+dOv{y3d>6<GB|X3IgURZU)@
zH+^kSEeqq3`_r*|YUHM6rScTQK^6Vfym>s@f@$w`rtViw#mhg4)DhjknWJijH=^X(
zuTMW*9-bv<`3%H?P%Sr9_lJ~RhHF-rYE(ydnY>JwPM@x1h7?%TqGrCF?QQR>{*e1}
zSigFOg#9rS1F+Hi>A~xKQr0h~f-+a%$({^RM>8^ljUv!CIa+D;a&Eso$qh`kJElc2
z*h^Ay0s|x*M5cc<%~<RHbTC)9(NTX*!s+0r61s3K;G`w!<fpMtqhsWjW;jM*=&FXo
z{xm6hH{f(hgI~%FSl#C!*-d6eYB!Es2bK7_t2yuOtv)$<Spj$dgHtV*5IAgaF5>uB
z-X|(T1KxD+X~zm>(|?yAAY6hTPu8v}oCZxEemfvt{A988C&btt>Xw+r1=hRv{v<)6
zUaqm8`fLsqiPpnvVN9-nGSh$tBSO@DPjYoB8O7V2v2vo&>irrS#1KhQN#g$G@k#x7
z_eAxnMZ$WN`yg4{9C|#nT)_+(SAKX7dc0N%A7XDg^Y)zjW>I|-JC1~U0n$&*dCT)x
z#a~m`s$O}Ec>~N>d@Yg-E4mUD#HCVojZ3rD;@;IX$&&9*nRI?~7w0y6T`wM%jJMG7
z?<e9^{V6WgHeZuWNXP&^7SyN+cqX0NWP-r3MM64a-(Be`$#a$wplB(yyNROc-~Xg9
zU*%;*<>g$*A-CgN;w84EMD<pzkAkbXU{bBA<>?dcoO+=LZ}qO=35?g{5kkB=0o-1<
zo_|5y0y1|Mo<!!m_D^%B0$<IP>|3PMIO8=5*n;Bvy#3j-r}v}VB@!mP!PGyl8Hgz)
zs+73!e0zD`FZ;s7<F`S0FL&MVI@L~e-9?4vTVID|sw~lY@7mDH!f8L?*Db%vZW_**
zA5ozZM>7a2lx??prKFdg-izORJEf!tTGDqdECu6;N&GvyH_z}dI94$R4>Mv9F_wbn
z71s9!CBs^HY^%sjd$jr^?&jwCA=a4fd7-6T3b4kF;>9CGEz9z;YD-LnjD<jun;{Cy
z$Dl<Cj{uR*Au3kqc8d6yqN70pFpl5$PiIM3Lu3lk?Fh`p`@Hg?D%La_{ip+9FHR*%
zs{pA39);h9gjO7G4Ow^VDgIs`FL=@d%VfPktRuN$32X}{a!_ev>gVA`5?PS?=!GKU
z^eAkP83HN~{F8!#5wR|mvr=h85Yb1}fwQ1Q2KbYclqZyVfbqpxYR?DOFG4C!sY6R4
z7%wJq9!eU~n*JjHfnqgEgV=ogXo*W6n$Oo})%Wskhe3&x@26UxD6v6etcpG#*Uvx3
zPWf$eg`Lqhi%`3aPY{4P0l}a*6R71``#=w_-TX*>m*ZV>nVvbWQnGJlsPAwi)m}>O
z>iDj3iNeq9{jb(6`6*n+3~?MK%;amot#t&v4P>AdZVpU1-0k0^x0wKWL-vF>kEwr#
z+EJQFDjc5#MbZ5>rutKW@n8ykF7k+b@;8eX9Lfcf;{G{2eVt}{Lp;J+N-&@|jPNlb
z<cESg!AoW=jq}d4JMV<LjI&po#O$U}de%4ZvSemZP%&)N|5@3vra7HIg-H++HCHjY
zk%zxjzC;Gl3EZ(6h^PT;I#+SpN4i1Ye96hmI$qeK9t7N<z;3H_gQ-B2t3T`b)gZW1
zbvw%h`^JK!1`!6wv|BaF4d))sz^$_jU;7l|Nf*~QzdzUqw#K+ql(7>_nQh!I-`>2f
z30GH}iXkt<VtjC5ea2O+&>Mu_S?IYzGB^XkKFB*TAB$eQ!wB1%{_OE0p$0j5N0%3x
zt0|Xw?|V@M2`tfmIVsPvSA=HgwjPJx4lZ8A7X)c`IO@Ns7^^-_YVpym2tC~y^--J{
ze3z2SI=0jg`!jNSrdA_`52_D3?>Jc~!~!w+2Ad!h9o2r>t%%<}+5O0`>hd6HX-X9W
zC}zk7(+~9-g@QV*{l1L~<T~;YZT2HP028JpNd9NjPcT?JF<6vc%ANt9#|S<<)t*R6
zeW-DgraCW19jNxA*W$%h`^&;!P1=nj)QTHg)h8z@<fDoN4n2=yrqsRELc+7vH)mxB
zE8*8U?;@b#<Jf){@Uh-oP@?H8(CUsnF2out3^nopQ)B6g4{1)^FJ|3yyaa%`g<?9e
z>_ULnhf)v%l3!h%7Gv(<<e&$>e$L_o#J8s5Zv3oPV_u|>^HTL|$z26Z;5On5`#0WT
zdZp5WBeLH*q3H6~;hWm1)1-yMkTd6x1w8nw?x(TXdSX8kIwWlz1A2117GIGs3N?wa
zcrJGDO#;al$_rT#qPnAjFkUKi@e)8UJ19bjyoO0cf!w@dBJ-4mH~@HQ!%PY9!C;oa
z2z-4jjPD#Zyu)ws;^{qC&eT#sh=5U0g<BA8SM%k%%ez<bXFNnrBl!KJID0RVK578J
z0!(o(0)#|2_{$8#S#I0_!u}I*L)??yUxo%w#p<arHU7O|ZImun$jpKbxLN@I#v0;<
ztilig9FYtZsBVN$JYY_EG)c3^U_YLEoI|_ixjY29!pK{&2GpVkKtZ&C*)gOqosAio
zHH24PfU8}PA~^whuCqK7E%@r+zrYJ|iouhZ`}&=L--yv`%+~wwi_*o``#Wb2QBYKU
z0)xHbWmpPF<7?QES!aGCP#2Mq#TiI2AeQ-%2D~p&76O`nRRjg(+yDIi!>SNHk5$~?
zoOC;HhiFrK_v1t8&!7RDL=#E(js)}@J$#5)1{Jto%lAYjj|ps6l_UD{<m&;^X0*^0
z1VIMJI?Q5pEx!GQl_dd*wO{CeP-SkZr;cRDf9^gYR9OUc1mIk_DZk#wew)>;(|8rV
z=MAgAZuCiStphK!gUQ#r^wKpLnBMo)Ztn^T&MW4cKWI45MUlCczaTmtTIH7G#w2=*
zQQOG>PPc?UHu?1OalEqve6uNQLl|9<qJMI4+<~YYxFLHxaM;WI*~OsU)*%_zHY=B#
zmkK@?NKhH?<`wTZeTz!vroD1u#A~C&`1J6?o?&hENZ|<{^Lci!hfn1<yClI#Sy!b&
zPNZhhL<<NRMi^VRf>7fVdc((dcuN7fsLIC8{LsMRa`abRh?oq71;KUDw3VAHD~)@c
zDsh|P#yk3C{&|teUAcEJN-g3w_DhxmYy)5boFa0_^~JnY_OSTRpfAo#P40c<=ANA7
zOA^Mq9%vUZ>Mi3PZVg;oMMSYKC_mP0!`1)ih(yB}!G8~Pl1=M#9w6tRB^Kur-CD;K
z{x+`wK114cDFe`j`A=Jlfe;FBysz6Ef!_aL-<7AeVghfVu0!)Bq2F7Gf8VqWSAX9D
zNKA7@fja7c9JVNYJ%}nz;?%>T+y8PTP~+7otA-bZ3}mNBpJ%HVpOtiIw~Cziur$*R
za~J;>fs#J-shKZ$y3p{l41gb+9MV2v#5@lOgT+a`xpA=vGrtXcuk$$JU&FaHq?xR*
zPcLYzOa^(NCNa#GL(IKJCNoJpeOYhnZa1b^`OeOG9{xGXsJgUeSZXetb|Sg(Ap53D
z8R>R*^k$ytsNARLfAa!*Cc9qUSDm_AXD{!#q)7)#oIL!%{#!huz2<!0t{kE8{IAr8
z=O*NDmaVdzSG?q%PT0HTm1kwNF`rtp<Z9whb&->-PF32JS#esE-p{vF6&5zrgm?><
zM{|U(Z@6i$l0_>vS*F$zPYxKP#0lDBZF)FdZsCE1>yhMs&3P!CqGw*l%8tZd35&Ew
z-hh(Z2Mmxj{r%^WQHy}p2C(Wlh;<-}hqT}TW^5ABZ+`O`z<zS8Ok+SWiw>;NGl5J-
zaQ)#h1R0ehg+hui3)Lgxi@KEFc`tCb8#Clin2)oQmCrc!xW$miY#z1$Cr+^0u(oan
z;FSk|t`7?!^h5wFtu)P6OG70tM@j~$OsP_X(^<f-C&CqSm=iMfL{R@>g4)(<ccOj3
zhdeIG>1<9)#hBZMhDQ05K#$2t1W+u<sVd!ddI%+}JNA79YF;x7dZ4IA06<)JA*Uwg
zdYJiNOUrH4Hn&O*@<Z~{*`dw+NmvTd+93Eno1b^JKI_o0a2MLqZk(Rj-yWncY@)~*
zWQu*26|^^6IHwavvdvKdBFo?N6skomY6A_n5fb*uMlrLn6dQ8XG+_c*k(`nrPmHD3
zt|VRdwz>Smcl#dTR~#E29G;6*=3@eDoQ#NRH}cBO{ru7gfPD$*wOtgmC0o8wL}d6e
z0m*rRKZaU^ac))oh;5@bFCa@hBEX&luj)zh)AB3ZWA;<{LY*nwVU0?)D<8*?TJK2&
zs;nsDoJwnJYc{?k$Wrcmon=)F??R9}iaI96;NmIbtJ8PiA54MF6oT(>#o7v#PcG_S
ze`wPj8(y_AqXoA(s)8JACwdZ|S{3vM+PNv+n)ZhoB_hVUPL}ZBa?OEWRb<KH)oR#X
z_CJ_Srk2B!x`?&%GGU&E<C5j}R;5?JQI1h(;h%>4%Q=N>Wvw)JvXChFclv^;fSYGM
zk(;-Qm+0s(o&VWfUdH_Qq5LC3clVdv*OBs}pGL>Gp0U@mG)@qF7wHEhWLrghuQ>5U
z?KT1RkNykYr1!|+v!mA2<XtYMOWKV%U%8^w>F)B04<|!^KXF^{g-X|n7ps@g93K)V
z``-^}Q*!kfAfw1q{YbKBHHv6rZt;-x`hmr-qD;NUA8bu>Yfe9cirE5vciddN=Q?P?
zzSC^f;GgFy!OA<dSz6}LcGZqne_0fqwdy){AI+^fu8(=|xTcPR_Dq<4<(l;s7tEgT
zQY%Wo8k#hE=h`Q}0y2nDyLn5)Q-8g)UR=?qjXUSr)NeDc^jEVuUKgx{fbvo(KD@9^
z_!zXdHl-Ks&7n2(Miz2d_xVnG2RB>VBur_1SMQ!*o~+$F9;{<N@w%kzvr5^(xns^R
zCbh`w*K#LU(IUV;Aac&~NA7aTh4`u{zGMOBm&J1TJ_i3jz#CycP>I<`e*7_c0KnJ-
z=^eZu-p2H;Tu+uOuR9gj7W>`sl%g}#lrqv_2D5tXOlhD92Mh+aq>G<tT{#I2>UhKE
z&J#^(H@k7Zh{651WPmzW^9SO6Reg0`JM$_AZehJX9ro?2s-DLK^<ti0x#YU2(+r=j
z#g?2Lg2vE2U={lb`c4e283NA8dp_$m>i5TpRg5iw#YYlxLJhUYRSt-v#oqW=wEz3{
zS2Vh(FL-FdD1gN5Hnl*R>U;sxeywrq9_)1ukkYNMscIa=QoHOKWdEDr0DFg<y3>OF
z0q(lPq`o(1MJS&B<P(47_yh&5W~K%QsXeS-&NLj%f8YuGU4^Oj@qb=2@$ayYdrl(H
zD7hQ}k%MU?X}ptH|JUmAQUpjH`}Dm@B<Q~mv>1#MEH0YI`=1m2->)`+&FSCoS&tKP
z8w~Cpl0e#1i@2fAKf-EycjAqC&9$Fvf%cUy^l!zCcAxjWRf_H`t=v$jnX<uthSV2G
zQ!9qjjyOBUVDY3sAR1|f@A#F<#rme4kf!KB8lXFW^}@X?`nL;*Op;{<l#OovSdpQz
z0qW<XyVs{$$+2^n@ld?=Ejg~>UuD^tTuq^)!;y>c@$?*8afgGW#fK;dlL%92e$RSe
zF>5yGR@<L+Ll~w)@n$-(tz<#^)1`_iPfY3UhE5=iuZX9j^O|;Si&qP8i~r5LSYtI7
zCO;J8>c2!bT8@9sixIfAH=#vvvmP?_8YbH8NmaYJCAh^~mm)Z7c;jnB@exQm;$!-2
zCkvRHq*|xvJyvx6gGe{p6gMfsWLaJavO_=wsrOBrEWwe!Y$5{mNPScr7Q-!XCbNNK
zJyszkimacT3VEF1*-4j|G9mwprP+B3L}r8qV9diIB7;PZ!YS7ja+WJUaF2gRTGGHM
zb)cK#Ehc94SOCp0V};;R|GjOP!hzV{L<qI(#Z#<7Lf--&VQ-yuE<m#TOj6>)Kx<{p
zLpD&IbmTNqGf;sMe4hY`2H?yAey}$I5(V0?Bq1$-f;D4#b9akW@Iu-^d!??XF8<!H
zlAp*)jxaosX&$i77vkKJ!8AGZMrd^VbJ5C9C5qG%JjEOPQRUKe5Sm%NC4iejs_Oa6
zKLGZHoWEOvNKpglIoHQfJ||`f&@*hC71IxM;7qCe6Dv$&PKQb1>c1BQ*-!YA0|n4p
zcnAWTNPxRhc86-@Gu=iUtQ%&$i3B9A`<<mBZf(OhLqrpGwonku25~aQJdE_uqmhvo
zVlu7_wLEdS1PR5616t8zMIbzGC5Wel1$oZV&3q~MBrhHrMKlMf)(LJ?dq{$VCS_Kb
z&v~#OWnnpgT&8wdN#+63L`7yK-OIE_i=P^NsQ_sHPzKl1CvT?#cO&<27lI0CJ7Hk3
zMj}~z#ov0zf^N3N*c6kF9Sb;~?aG@Umr~kqXiTTu=b1^pF-{-C&#8T!zjZ-|drIlz
zsa|t)MMgGCQ^FKeX*g%*`-zlTL8R$#>QGN$(Kz~0=!RHGq8#V>8b}v%m@@UDs`D<_
zjU8Ggp6INO_f>Q0O-O<;(CmvsXDr|+&$AtHbizJwzW36M?hePlP!`^^F-Y&Y@9_Gi
z!am0eqI$YG$~2NUSa=ias0RJnYt8`PbVL+=f02{>x3_vMBN8Ys!ql?eZ}<!F;B)sI
z_<g@$&LcOx+fjJgPiN2*>Gpp;Zib_aF&3~C{x8QQ{?rljS3s)RX|;A{Tg2!3zqwaX
z8OV4*4wK5?Z6s_z^~`xXRSbL^D7y$Je%-6Qa_U>(oVUJ($px<Ot|rUA+(LH!JG$Vm
zlgKGGK{xJ?p40JN_6-W`Na_ys@f0DF+ux~rrk?yvmgAbdW9=7k^f$kFCGzq=kqQW|
zU$tAlO`OI#9Z!)O(E96VULr(!rEA+7=%U{f69)+iF6+Yq2fY)AxA7Di|4KUCG|tnk
z#65W_DUXUE^gQPHGtY3}FrN~BXmW^o@N!7n`&Q>~Wl~DzIqegB93|HaQ|ivPR{JZc
zE9AZXfy1b?3+Z)b+2Y)|s%-wag~!gbgZ(@LZgboZxoVRNs0t0!4J)oWf+Z;WsHh%#
z**VvbIKWYa72xK}6*=_l)>DaXN_~iguR03l174b0+zAI;uipyQ$_5<W;Kml_IXi;`
zsg5v3)4nVc#l>2wxDVxFTMFVle-_)rK?h}DR|BGQt8U-j_V+G-Xp@fcc%`+zy`X%m
zW+nj?n==>_%mpwZV0$a|$Hv=e!SRD>%49mLqJWbOZDA<!3GyMT7-(CwJd)Z(qz+eR
zEWeeKJtbni%W7VH=aRVN6&3G-sAN;ET%qjO1~BH~&ZlzzO+nAHOSE2Wweyq?S!h~D
z@U+E}>5OqO(Q_wypA?>%krv2lAzh;bH!5YVayFinR>?jRH4V3TI&(Rq4i%2Jtg?Jp
zqJ7Df{S*JyYhMZ_;jDcqAxQ2*2{z<lwnHjbJPlH8{c$QVL^BF<OgCqXVb4Z=9YKaq
z6p2GGk?gLuGF$e`S;hG!U3(_5G?Ay)>7YWxF-8&M4WAP2WB$$#e*%KMJyKw8g~g*s
zfK@}I&dY^V=f_QTPe%~W+Fz|=&M=Ne5B>N3Q)Su=y6F6qer$d~?(g*eSUc^sBLu#f
zKVF&Kny5j|+shtJ$5!qm>jq3xQ$u>Yx{c<#jJN9v8}>9$&R-nc>UuTr{`hJjW+sOZ
zRy@k>5fbnS4^<V<d|G1n9H`|Tg#BVMG=5%1;jJ)QPY-XIwy%pNV3U37iQHwn!ri!U
z$`P8w_S4IBHAi8;gFYL^e#1Rk$n_9OxFL=%B=^k*3T@(1JWpuGSE~VX3hB{EdLY%7
zTlg>ZoQPz3f91wI7D|I?F8~~jYilq+DWS3q7EeftJlvCHI@<a0HlN}8JuKW}zmEPO
z;yec1u|<E^It-zVosoL^(B|*T*Rj40tyaCe4`g_RAjIDAB5p9Alg>)xpwmZD31B4g
z4V4lQ<|Lo^MlSgElg94<v9g6Afk6vjoRx~sfX)HgDdA+&Gt9?&XTGhzDh)_ztSY<^
zo4->hD9;=Z^?m*ZhBNga9sgO~v?TJJ;meu|_y&2%XzSaLiI3dXMRG?3!cc$I4|L^6
z9O1}g&ra}+h<G{q(yB`K%SogvYtsKnRqTM|YV_(Ts`qe9om|_Yaf)+YtvOxY2+_mh
zJUo0Q{zuhod!1y`d{S26w?LfyKOV(q(8<eO&wOIX{yams_l7;Dj2a$`y^IE0XD|vv
zefNSM^T~NSe?K*gkF8ILeRC1FRusn9WX^-XoiJ}liu0U)jt|y&k{G{dOWwsXL<#~=
zNT<<md+V*A>{ljBg~(2epJAw}_)8abW<Pyql6ukWrN#eX4e?Fc{K8$gx77nVP8wG(
zS-ZaXd=7>ghQO~^_mz3sUhfcTRATt^4ej>}YGZH7V9>Jp$Ihcy?s|u*LhYz``1V@_
zGm`T_;qASMh~tt))-E*FK}4@*?vdT%TQw$8yQ|q!4MjxRTY6g!tg{#@ux|v6!d`ep
zaxk7ZEzwxgCma3xHoNig%~h=7D>n*z^uuGiHW<zNZOgOJ;xwU0gU4p6j9$boAQ`94
zvD=RreD}r3`nsuKUUa^4eBe}gX6^}n!vJChNSo-o?~D`3pXiRb0#z@pz6`VCia4Zd
z;i6YvP>f7%naLlIQY$^M(}#VRbw?Fc6{j~o)wo}se&Q&B%+8LUT1t$fzd{NIw~{o2
zzR&>Fw3;D74B#jcbaFxMR&`2r1iCsJB!YU9CIkbV`3$wfrnpirEdhkbZ9wVrmq83@
zlYaiXEI)X&P^d#G?%RRg568b01X+O5%SnL5qI<lIsZX;Gt5g8xafbtvO)T)jkY}JV
zNgMXu!R8|=*hr|K0}N$mubb6%_j#flc4+ln>crU@iOqw2sZzjFxcWxem420wQXm_$
zi@vef4I6YuU04@+j1Q5#{1Wbr43-Dbwn<erJph?wS5!SP=LNb3`JekwVst3yaF7;y
zY(2RH4O$zFD!f~U3wcTx*Z!dAm1fvP5t(%<g?1Ui{0l%2PNXuB=XB45D{t!vj2r`(
z)p>&wocK%uH+Ap<iJiW8&kf4`$Pxr4g5@$~%l%BD#C=}E2L}8UpI3|>K(#k(#9=)o
zgaAs)000;8AnU$P*lAK8DByR|g>x9^ILxe2p$|(8Xw3pfs>222y!TufARiF#S=(Kh
z4mOi+k?QuUn?qrN3g^M36R8^HP--_o8=SKMBZ*`8<5?%0i5(H39S(;qCv({TMOJqq
z2-qOLud5}E6&F(IAddQ)<ETm56H@MIp$lUQ04QGRvN}-6J{cvCn#OBsWGH;g1~?pC
zyGOb^#rb<mkx_bKRjltLME~T9L4byR?q?u;rG;!VlQid@wxk|wMjz+;X-4;(wtF84
zYt<03)RL5e3Y_4i2Xvj`T7ZEW5*uP*gXljs*N2iX?TH4Y5H&@fSTa$7nE{q!q8@T`
zwonnu7k>k*^D+Nj^@Jv+76rT<a5Ncs`y!eOxY{CzxV{1kaMC*i%pQme_;5S+o`J{>
zVqH&=0gDk`*I6L@yav|%c|70<pqCvFB9<wu2ETRw+m3%gxd(7>TIEt0`j7v9#zL}=
zoH}7s7X2+mw-G~MSesL6Gp>H!;t6%)dp5B7kp<wu8p8}`@v|(V5KSz1dmNlrzbySK
zU|`a&sNEBF>-nhkMJ{3DWKCsEN3P?AJ~YSx-d!J##PZ$Oe{EqG4odgqgW3=pOJ@xK
z45C5pd_4e<<>G5#>JFbb`vEv3d6`N?8IIyuJEZ@lBwe-}=J)OW&MQ;&ft`QbyQ7Hn
zX~!|r3Vn}=N-cB`q7Lywokh*+Xlv!WeOE3vZsmPJz7}~_5DAJ?MrIE_LEhR5^fLI&
z<WDSSK$_6zkI$KBh$YgqAnUx(K__K7wpw)hf<b}iPtsjXp*D~-S#3(V{4_iu0E(3z
z2@|;vQ6ZNJcSVd4ixK&f6VLY}8d;z!cR2vUZ(&IH$=~H_n7<FVWQB+`T?eR0bcBb!
zS+9(z8uk^iArOOk+Z2+#7*HVY0OV0k!t0j>;UGTFM*2Ap9ZEr?TplpJv}?zUJt%4`
zJNZvdufJs0Ug8}vX6Lg=;2<;Pc!Q5oZp--6Lsr*!JXG3^r};uo9qEgwd&Z5lVF`a`
zzDA#;%gCX4ksQ1BjTv12Lr4yD{3Q4|!c>KNVm1%KHJi(lA;B-%*l&hmIfGO7mg!$g
z_X<A~;J6F1N%33nvnJDH0AGs|7u}ZQs|y#YZ}n{vbE{UmA!b%ANB9%r#3w!Xjs3O!
zl-oaz&0z}qxc!vr{Q7@4v)vgpxt%>(8##B5s%!Dvfr7?0?tHv(*NS=1rR|!p5*=$H
z=BWxc&O(HRa`8+=b^OLT!Y-F;a|}Nkp$MPvT8RMAboIujVWH12qc2DMfa_0ntFooH
zLb$B8Z$$|a=P+>0JXdD6Bzo7-ZeR2m@$w5LZijhKBDS?Lw~8TTcTlZ*zCcHi<dwCT
zYdFEysNK44Le=Hhv&7XUnUc!$|CjA&hoZx}RsWsM1B0aN|7$?Pq0(`Gq^`_yNW)R%
zFytN6#MHmHS7JEQcXnfS@X;ZQbt$1ZZFS|RCM)z<Z4utMtugv>!ejP#i^qRbcB3dz
z;GmoL3*>ryIne9>v`{!@qYdp$89M2I)beiPxRlq#<G)H0WFYjociLxtB%mo-j)M)a
z1r}d?X$9Ip=+$9DLT`@+`LBIht$4KigX=|2;s^0?>Sfij)#Z!D_3p0pQEzG)K(dnw
z4Pjb>jSCJ|^dY>5zHj!<@9~7Zo~?p;%QCzPXEo*j6U3qV1L(oW?f5*Vjo_}o*69;h
z+<Q$VtMRCZQNm3okgCB^M=CUwP2f8J($>;`Zo&DgpT`Q!O<u3ETPLf9`Xa7jn<9^r
z>V~RD%(K(%`Ya6ZVvQC3`QV4jLk2G&FkCgf4C5edKY!ZP7Ry8vrpdmSXE<+eN_Z;p
z>^lPM^5ply-74u8ra2+H(xZ$nt>qDBAo~l^?A*1PtQEM8@gjT=>FK61i9DZnWbs{=
z^GTokZ9;Xq?v(Fh#t05;%%ly~?ON$lSQZYe8tIC(2`oGEzwd2^zRAIW3P@TVmGdf&
zLHyaedYL}udqyI0+<s1oHnHH>5#|FIZMeeBQ2WITBQ2Q?(O0cLtwgFYX)RpIRWdtW
zAN4<(SU*avIvq^5Cbe8ByA!kcF{#&NW{>Ei4xq?lkV&ap&vo$Di@>k{pjI$89M0zb
zCr+&}xJ4Doq*W0DK6C%hBs&+hHF~3sMAi;~R=elZD2WjQR$RVr7_mahsF3QEQ?c0n
zw#toahK_Sos+rubZ@`QimOh1jJ#m@h%l#k|E|)Fpxt>>Q$6`6MRql<Z_nt|WlOA3e
z_<FS?n012n%`*PSSOi;XGV8O@Pp3u4J&guf`sLeB@F_|IaXLdJAN-in;^$Khw5y>`
z4X;x;;-MMAc+9q#R>vKnC=X0p=*ku82ig|J^~`p|Vr&E+m;XK~@oFnp)0v4_!vFdb
z_Z2fq$I3lGk-=T%8;r0Na?WVxj%xPCx(m_le{j<Y6!D%1ct&BbX};K%v#MmkX2Twe
zhaE+<#_o0;&LvEUvEDp-Ve)vI?oxTg11Cy@TO@K{h07Rb{X;6h!vegKL|w5qM%rEL
z!~Sy<8)MRhwr%wR?EXz5U`xLz_abJ{1bY0unozvc{xNc$ZW)1sH4YC0?l)X#E{@>;
z%6oCOK(d7XHwL4EArT-kXf~z^Dx|M}H35g*&${fh2CN}LYgv_lRydRrvQHuLFD@N0
zpl|5q)HK+P!$Ggn@XzG9jyWtM%!!(EMa=;Wa4TBWKZ_9{8u?00nnPESH*<k51=(71
zw--n1hOC_Ajlf|I7z_S?hl_^-V89UP+J_43rgCFH-sZ7e+w77zVk0x&$qnViZyL!w
zsNAyW7ym_KROWuX&i(PL4qHG0qxdt!v8G;!0X<F30|&Awbi`A~8Fi)LQTa06hQ+VN
zw3ivfed!Tx+J0*DtHEKYIZIbRl`QR-Z_SNgfdqy+LQ&`&{ci(r$+k+k=F+$9N(KC2
zGlMQoxZM8rmVPT1Wvk|)fi|*%LVn&B9{qe%yFQsqOnUsr!=a1Mx`lR}tZH<Ygb8Hb
z0UCnSDyJ76m0p^b^=EA14Q||tVfB2DPrhO(Z++R&2*s4ZHvJC{4BLRxG@hb^<vs(Q
zHs!BEj@66ZF|KX=s~G28u>*ykX`I%!9Q;ad1EUB8tVQr0Ka?#v`PG%VfL<;+08pEw
z8SjT)H()39B%8ilQ+=J2m2AMw6b?uXqi(|gfoReDNSbzc;NDw4fcj2k$I;6vcupU9
z;X)G3G%XE{;wUoav?+P7&>M{<;zJTX=pOU~-gJ}(HzS|HfcA_z^mQpGEbI!l4<J&;
z7t21=rOXz?xUUpmC)N2o%A<N?L4kMq-&6sF+`ZT;vZPMf#&?_@Ftt?!^os(6iNRjk
zs*o=TZ|DVF@UCuJh&mb>RqWeDoFrrq?9Mu6JPS0X_RqcmbhhPXb8i9NARA4-A8z4@
zf*6p2+Bix0aL@o3qLDXi3!|LZ=2J<h0{2lQ6}tB~0hk{j9e25@=dN#jnr-SM_KfGG
zy4Wn>O!O%2lotUyBsbi*AFo9a{ZOQ``&Jn0_S`%&$ut~vBKxjS!CFTJYNNThXr~wE
z{tZCFXQYpbrGHPs3Ix`hb>e|?EBOFv+|LMQCB{W<n8`y&tkx+A#Q_ON&l3LD3c}Lf
z|FyTsuc5Qi0KL@dFf0<p@=71}polJ8TD^?x$<(&VY~RHTE)TWtY~;h=ipraHeGTxo
z%|u-IJ&(WoCadm-eqC=R#$UeJzt%rL5<(pq++6P`Se@eT!CCk;%Bqpr1!->iF8k=p
z(1_O+FD(&l_LZ~uQnh!Cx8FDW17QI$c;W&bOE<h-+OESe)+(!>vxPPOY11Oohm0{R
z@vx|}rI=bBAmLw+wVzu)CI4Q0K<P3Iqj(>J7?s%W%8Z3XzSUZ$+snhxuh^s<bbPE~
zUZ-7iOw5zz+l*?l*cHjzBu$udl^@KeiZy3GqS|EUvMN7_sD=?HDO)!PpKG~vak86I
z=^kRFCdxfYx?Q<s*)ZkYt*-67f&jWXMgvO=k{rYBo9v?HarF_K+g7&!5HZRbL;ynN
zBk<j_AfAp<(nclXd#K8xs8lnyv&Xh-`#j<C0L=B0A`VgiLVRej_gQZfqtqU4kH7!$
zCbKHnL>*1wK5(jigiu#;9?`zvJ=tPVo1A(s-}j-Q3wHcK+6=r%3on$0yk-msl|6?$
z0!k%Kq{-z3TfYyc09p(T5GjlhpCXI-H6Y;4r93K9uwn#$s&c;59*jdWXNU<w%v!Xd
zGw%WGGb?usQKiLfE=V(7G^q}Cm%<eU%|0FKK{Cq}<B?=7iYIMI6Utzz7=Y{YiDW|r
z5J(%#_w3*e{kuRvHgIug<=Y*g#!J>t`ZR;Y-iAT5`3$2#d`6o@q6IaO{f;sh0Aq|Q
z7wp4ju0iBccDn``QvUE5kipVbigmVQ>#HAFUWNGPgjh-d92QaC#`9L9(LV;lffah1
z?-HIyp<YKicLPBGgA>GRTu_f&H5;$p(Et_;q(Goc8(;$flO)oHTCiIh7=38edI1MG
z-BFrAfmehQjg)q=5TcE0AW*G&nY7*uEMSHRGg|RN<U<x&ref0SO-gm3CS2C;&<iO5
zMNUgIpB<9V<5IwTA8K;Ox|EKPiUO#_w@8}CZyZm5ptBgD#dDB`%<R?_>^ppji`mzg
z)gBl=aAL*Qq0w6ik-0D8Xh=+#a?t#7_pk*WSPexBZYbi^ro1x=3{skOnG!FauE*sn
zO2q=VG98({kfH)sfnJ8hS%D6)*MZ?bObB|v+d7#Oysg5cPbpaZa+k+bvrQbg|Lo$=
z<LLU-F~VZ*j^G2p$SsI)^hraoqe+Kyz%%zVP`541<Fu;NE1=NeLQ!C#LD}R+LITK<
ztB@89H9=P}NJW7hb1&;Op4qQ=rmlR?RVzY>Ej))YTq8;H{C3K$H;LtZk|xPqe#NGP
ze(1ef(RiNG+X$gxm%QASy81fJJH27N$mC~Rp%%BAElqPclb&9?(reV{CC>s><C*m~
z=`ReEI*)lg*KX{6QClCcKDhdA{O!l87`7OTBJ0_X^&9hF?u?JM$~(SLw=W_x$5gTd
zel+fY<;jZ(5T=kFNs|F9B2G$DZ<SPOC^ABRo*3Hi08=wwRLFgdz2Ot3nysC)(+N0f
z?=UIS6@?247z{_>F96kapKbf7@6``SI}=ihp!YKaHJBbn^*hu_8zda&kWB24mh36O
zdX4pII8`L`#%EDzc(d(osQBHiGCNxE{;CAAZt=AdwC_1v0mnEGZv=?X#U!we339qq
z=`ow>QxLGVTlS6mJ|?qE&KQEMn?g_GfQWfV{ouQU$$}^^^l8x}iRs-l0SW%9v@@la
zS+#JEjj5fCoHAYV;H5k3qg~yY=VcIQjAXn^h^m@`buu;QIf&Q{huEY-q1E-E0733%
znPWNY$P{}mDfN{d!0J6B@BOUJ5-?Rb%JH%KhF$+Vw^X~pGZS`Ck0iE<sLaAWO0Pu^
z@MV5Z`*sEw9WF?Khs$Ht4^wir_hVhf+}38e4?C>abdKIR>2Mu%3{iCyII8qLLb@GD
zJ>)uYyf64^x`%2#@)LjL_ZgWSLa4yC2jH*Po!U)2yat)EfFN45X5)fpKv3oToe=TQ
zJNy%fx`>hXz#X1Sai+qebpx8XG<rwAJCLf|i3G-k-LSH4Oie25oakCnrTZJ6hx?9p
z8Uxau+-6B}%9lb&r*yH_*BFyD2gxsp(L$JN8RM7J<4kG?5xj$lDqahUSX8b3?%>Su
z4f6^@9Uw`8RQRdY*f8jFFa!VpnEDcMD5JN1!Vt!m_05_Vr4S?gI+h|k5yl!OvM(WP
zGRT@Gsc6QMeNYOMeP2p5vZw6(E_;^$>Gv)F?|NNbX1eBh=bZDN^PKy+pZlipp8h$$
zj~QC!9{z9?Z^44I^~btD@SwxTWS##>>mX?awW_x8<;4)y4{VxTy3Tyaq<GUbv#j#f
z6m7=WB<9xEYJ5AcudVv?i;Tc?Zf76q%A3ayWFEFG$sXeGzTx6wZC~T74oiRf6Km0I
zEHOP8nRxE=D)$1#&u9_E{!Aw^&&E5=wYfWcrfENIQF3gz&cptaN$z$YdV^uCue`Rn
zpU`RDvSoPF$CXZUQPg(B_WnxnaJJ`vx|vQSk5bmB=`YT)LjZ;}44v$F)|F^m#~J>d
z!XfQ;dJgx5Y|HVR>A$h8Ttkdg*XkSEtG-i?Mr|DWm|~REMT$JX-4Wav>OJ{pbK{sT
zTl+WX-cTozJ)`WxaUNVk!$YTd*ucgxbi}jTh#-0ypv^%?Kc2w&WNTgKC)jU~CXI(Y
zb{1!bvJ#>&?%#r$qBoT4pJ)aH-eyD1V#|=#=AZmMXTSOL@Xp8)N0DKXULNSdGbGz@
z)k2N5pk7j#W#bKT8hEO+JmeJ)D`?;a9#Ji#i7(y!*JrJz{lC@B9yeILdQDjUWvz4+
z&VVC-P4D8=dc|5n#_C|<ov6J3M>q1>FUYe`Qued7hljsDiAqLu^mO;g2{p?8!u5Zc
zc8K87s$Dl9>=sbios>)cFpPWFTa=a6e&V_kA9c7amnu7oqeSly<ExIhH|vIRh|?X5
z%WgGGdvqzAq>Zl<dTlB#eNt}6Jr$*&e*B2WY`z(<Ir{XgAe#)0g@2=ge~$HzfgP}R
z8^sG99OaPbr00Ym;uRqAXjrF2agQ@urO4y>Kj;MnWTkNPr0@&uWb(^n7U;eElfB|D
z;>H7R#L?kF_wV!Lo6VtL3JLN%N7kVazQavV4i^g8fdmOZhchC+b#iJ9N3NK2!4e}<
z2%3WOyK#de2>pd-C&!ugTr)Rb_=p;XY>#rw!9lVnQj?@_{WfqZR*JWJRRQ$g;kT}s
z#h>HHGodv%N5p(;xwLGQLRNZz3A&F|KK!vZS#|V7@Np7lBJ4jGh9=ZRPmcmB(mq$s
zQKgA|Oe`me?MyiR4pkptZsI+P-7Cxb{f-8H^Gcark-<75|MeLxd2F#iT3^925=qfo
zs)-CCg;@waLHI!MWnpS7xhId8x{CGWH(!~XRAw(se4uk;7|tV~GjE3BFS<|Vo_V|S
zT+_XOu45u}pYtTmUqQ)A&cG@dS4le=XjkdSax(rUFi4L_@hY5g(FTppb6ScsmS0`?
z#KA~%tEhBQE3lmdYg8VDr^{izdpARf(e}!<gWEgdaz3P+H!&}iTNXu7{<}%8SUM;D
zYM+}zbOvkQEFG81`|+4U-xolE?CMe8po>`O<P1}(HWjaWD#OPOV-TPkq8_9Md0dXu
z=2*MI#ALZ{pn*m&<g<3>Nz9VLF%54Cxz1wOpYP<Iy&gZ3{K}HUn&W%kh4mY{*(8-K
zH+}2;cKM~X72b7TjKf9uK7IQ7+!>0{$U#v&k5yyKaOCVmDw<VMnfQDqkYDneK4CfU
ze($rp8b=#=gj@HL{f^EZ2~R2tGdRt>u3w;G4UNsuRhcAfXw-z@8s{4G=!T9}C>1wb
zr+MN3|Kf&^pVqre`Xm15;zaxR=QREA6`nJ>*`WZ*|L;YQke?z={O{FB+8DO~|IP8j
zb<qCXr1gORZ4ZdX_3CF+NH2|gP*GZGUOy}Igvt5Ry}RAFyt*`uF!|+opJNWYXj#>F
z_BmN2D-|Z}#AZ~HA)NG8uB^q5x~mixD9(Wqvm4)W5#?~ygUV_ODdQmcl<h44FwkNa
z-w!0zOH*ku)12CyWxvfudn{%r*`%pv;}B$yZ`mp5`XXJ-Ji4;Xa5=|kP6+Nn|MsD~
z9OyBZJEVy|6Z;M)`*7@whV4A_ePOc*L0_Co^UTTX7WLRZ>*`&m8^dDGiUp62cl704
z=ZpqA(x;bdS_yLlo3lPw$7=fXVnr)hubk^DqE(!lw?4<?IKy7TfKo|r;&1)Fft^Zp
z{^->)u}|nH*T~oKH8ClqUprTI<<nBSInVnk{VQ)z_xi3hI+%Ujz)@NCZ^L8jrg|)<
z_j}S*yR54(l;q*(^1CM}#;l#KyKjdcZ>|W?sNUrO3uRb7k066*mxXqyr{2}Q`<^st
zvRIsUzg?~HX7s|>sL7KvYG?GrpvoCnK{UVK=G%1=Q5b=B`8R^%PhlSHgV*ogn<%-C
zZ9=C#L2#lQ<Hc`1g*jJ2G7WTSCQCEUfnJl55*oA(kCxAMdu>F4?{SaOOj!wz{5UUB
z?a^czH!eIMs%14ZL=0Opp@kSh4D^&PUt=e)zv`ko#e02Kiovq1oN#1Q$ac3RWPJRM
z7rOm0pA;4VBk^Ziup-JUU?FzyYDG;8c|7<JF|aMuCL+*SJ1j<lya&b#M_v<#PBI+^
zPI0WGNCam*fWXN=j1aix7T6&FA_I!<zQ?~*kiHeUMirx1i#gF^uj%6*oI2<Z=<-Nn
zMz=_0C#s0b?f(edT_Wn=iGZ=_qNU{r?GgPPT7;~kvfIyL6)iuz$&2oFQfc87)F@Q`
z-Kiin{3iRvF2xp!_Rm&8SC`9=1S4ofuD?V#sMLN3tCctFyecKMAar3TA<N*U3h*0g
zwauKxy*%k=hUgP0I1I5(bInUr{_Z6H>T><Q+4p#BdXV)IVu8xHnvZEjO1SUFW8%N-
zPoc2~#T$elXnjjFNSG7y3Dv%&2#!emf;y_b5Y%Z+g{07vR9B6dYMwH)0OsMHXCVJ8
zES@+rv<*RR)<g#b$A;hPj@D=?zS5EJR^yy<^7ypXFUvWM4g}}lM8H-uOoxHZsA?k+
z+j0RaNbS&BR`^6=KbpUeOO4_e(t=nX=qzu97F#mCNi5&rvAAl#*Kn+KJhS<Q1*cMi
zd8uvMsk%J3J`Y;2bKX2(HJT!1#*mTA71M0C^-h>Ee9;oY?Chd{`H%g;xt!+GD|-XF
zYvjdQ)yqdgF-5$oWWB4cToKYT&kS$ACw}5shqbiKE^^z7NkNvSxW@fpFI1}iyc!w3
z*J*NT=4&$1h}c;|T5{@V(cT#oB!{(9q;@>f@~Y2jTg1n6Kbuk?l+x8<5~hVG;sQHf
z-h4g|Idv~&7nEdiws>oJ;HQ_m>M-1!!VhOe6$XjT)@}&OlVtQTv?^MKzbrM`mrE1+
zsh=%Q@-{;GVEW){f5|jbHCJ09tYVPwoi0E7l*#A!8|khS^%;FOL7^j^f}!7ZR$gTe
z+YXiKqiVejI4BS38mZa8TjOiV6B8~x?EE@1-e-;WyD{fUv*g%OrMaB#n=b#b^HQUZ
z=WVttg(6=<zNLl*ug4H0v-`b&ZEb@{F=H%v;2`heP>xrDh~dnCFPuac;4Q-oe+JWn
z@U<`G5J~yGplSsDs&*4z_P3{x*z-N{l4?t*4c{xWXV(k#-$W4ZL$8>Ne~ssyQa_QJ
zxpVjOa9X9ejRfbMp5>XahUSL?Hs0BvgjG#P_WclOf$Yf>P8-1pi^kTX(2>ojKeZ-)
z)7fxVqK_1vv?yL_DAQeFeDnazNIx!h_cpt0Kq}^x&bPf|;saU>n@9Kf3X}Fe>Do`y
zZH8n9o$G0@hi{7eTz&Pj#OIrF>f|8PU2~6?v5hM834Lz^dR|^0={SPcF((1Tef2))
zfr~$uu_Uj-l2F}1j3AwOEjwQe-Lk3t$A4-tt`tW7Obh48t)NjenEK?OqSzinw}hdt
z$^~N}_+j|mzRUH3$I?9MN0FWm|1|>NNba8+G+>{@+Ww>qyVHMt`78qS_w-S9sJC|L
z)sHSWW09A{Fd`POnWIXkF8%-?vb{}rmK0WZM~=FR`*i7>i<2EL{8o0r%BJQt7I+Q(
z>Fzok{kvthv{*akzjiGu4Wtl{Jd`SOpRWdCoX&$N$b8YuYZkD-yIfYk!pB!5!2lJQ
z@P0(b5Xp9@JJxE0hkk|}L?o~4Z}Di=BMS?7v~~>@SMGsVsj4?w<5i+oe1rs`2fr1i
zrRtC6_N+P10R@#!|5D7-)<w&AM2{i3Y5mdBE6oUSAq_}2?qpLWo8=FA4%G00yoU)G
zP2OrnW~h~b;Y9B*?yU#SgrD!dp$iPKtbcjCx{fd+pMbrUl?&efIULOk58%Rt_&W~i
z@s0nG7L-kO3plkn-TU#^E<q9-1NbOda^;QTdH3q<^&Okgovyt)+JTPm`djD?a8*~6
zl4iS#8>Gz%%NSuP*HKE#{q^w!|F2wHGiB>aCqkFFJhP&olr$ZLeC#+2H)gewp2$wW
zuY)lUuCYX2&wMjZH+ju3xL?!jtx`RsiM`B3GrJWu<A5-w1*hL1?_6ri<>Qxsp$nOD
zxc7{*0-8A>tQx(%oZns(t1@wL?g_ev*0|C8ie}S^haDd$L&^wYqu|A5^%o~kFGfsf
zbuXH81Z!lf+L_#8X*-TI8TPsVO5|hDVXF{yK&MG&v^;gvT+#6I<bwgAG_+H_|DkUE
zEVb#6ku>YltJ6>1Euf-cs@my7=%%23^<=?<2AF^zvd<<((?$N)y#5<28W6jiE?d#_
z;ZvShFpkok-&J+%ZmG+09x@u%NY0=fJD>7V7o|bq57*#kf$Z9C)sAJqCTw{wCP%1k
z`4r_{{q$@#?~5o=MzPZAsT{){j>><Bky>*DAnT+rhS1+;r-y&W$6=dxXrOa&W<p>r
z<~{FO$D1Ugp{Xv(X2Dqy%JQG805Q6_(@mm{6nEqEaF|?RY&ZaOYBZ4CC?L@rggQ`-
z&^A2}vJ6J!-=!gC$vnFkW<GP*VPM0kolJU+Q1jWCgWxxO!4kjeJ4**dE`ahYi7*<C
zamor1=Rh|u3n5aUhrzh}KYmFAMm7sCJ{)BWn44-4CyK0@L5)Lk6?)<asu~nXy})zh
z1OlJcq0s)jBl!}b?#Ldweka=He1&%*Cwc--UEYih*A&$Z0J6M&Kmxb2Kg|fy+Mg!(
zkNqhKCCre+eKMzTO>WXNJaBkN?pSROE)V}UTc93D1p_u|Ef)M;Ig&?f4o(W)7{R!L
zL6Q?2bE<BmqX*NN5ky;Z47iK;_}|&#PBw1L=-au%nt=5=a1S9rExXlTewgv4$ys<R
zmD)BihB|XO>I6lx+P5IYlqvJA)h-R$|1|h+*1T@QZ@E#%%Y#jlkIx$t{IZ+G$Fkgb
z&OA})nL^I*ciMkzN!R4kN5{abs5|_Xl5Zlf*5gM<j?p?DVNXlP6ii2MT8xCBG&>lX
zFvlB>mMc0xjJ0pRukDa!t15A2bjglu<>=|}haG)+znNV)^A;KT$1Ij;2MukvNEoH(
zDVi_y+ccb}@b4iyor=~d>x_nts_-Ly1m~4p%2;8Zz*T8AM5Vmpwf^X^g|ZAUqqa#x
ztH3>N`withJwt5XgC>cyLr=_BbY(cbPPd}-1|kjQ>7n$v7;1^f$Et{G-a2{;golt#
zU)Xk=ux`&Go9&F~7^7HZL#jxJfub(mlZ))j*I!SIDI--wNA}9ZBU-HGt85sL2=YM^
zp4`qT&6FH+=Sw&hGXr8{qJN4P0aWc_49}CoPO{aBC=F!%0?`c-)<6T-DEcl5K`UaZ
z8Qp^*^f83Hi!QL5D<jlOFui<G0$`eRzJ~%?gkTUD#K%ONA2?8j@&k>1^n(XMl#|Rx
zT9C>wAA{)Y_q~e<PB?WUCN9UeG$1{$8B2a$5rUi;nV|>X^-s{)OJo~RHTE;7^EqfE
z)%MFI@gd^b93SK|EDa5Q=e~fTk@ca2=hC$eMl-moA~!M|DxwT+iOTOL;ZbL>lV|*i
zOG%<+km}x`Fd1}vs3PZkyCy}S%HFoK=3`EH<rmX=0G@?`sVjmNK+t_U2cK$v$Fm?h
zio?^P^?yoFe``5i)u0G@g!0$N+6F&_O32U?KFUttfYPV*7(XU%cDg_pN2NmHF0Hmw
zYwnK-E6lQLcHkf>1Jf^mv@m!I`#lyeL;e?7&Zm6lfKSuHo8msW;mA#fK7HbVH(!L-
zidkvlKD)Aq#biL=XhlWwnDLJWnD&gD;2YHDg!=%i_ls_P{ju-(5j299ew^?iq)jBI
z!Y_MLazDtsg?th82(i*ckmC~_oTE47DY5+h-rCw3=r+f1zn>(gAhSRwqK9ojC~$J(
zdyk>$E!#zRUWYE+IuAxr-}C}NFOB7WIN;T^z*=F#2i&VPk8C*R?`3@ZwJ`?-7T=2_
zS7JQ5#tGhk4(J+gWGx*AA@8V^!B<9%<<|lgYs@BNaUN4L-IbHw&%%dR4I4WaT*3n-
zysAhF`C`)tw;$`-)ct^;dT{(1Mt5g_Gf4xBWR3KK2m03Z40Cx#_bst*ZI{4%xv!r(
zL<$?_(!2dlo7X(u{jq+YYvFIFWO~bTKf#;<`Ne0zTAr*OOh&Iy5JZ<U>fwHR8RcT9
zz#x*W>ZDUMY>FxpO1bt3wRB<uM}F}=Tbv0e3&-RB+(V326)HAf=BAuyoseUC8+4pr
z5}_46sWNnJCl`%H2GMJeI!{~?@<ch?7G~`t3o#v6sxr3t&1eBW747M;FATwVxw`#L
z&F=Xfo7*op_a{q5iEQ*YC^W1WzpMB2$F8@#h&(x{QCI}$ly}N4t-A}BOU{y<p3$JD
ztZd;h@85$af;h6Zbv|8P&#Ij*@{To%A#PX#&cqb;blRITh_|*sha4{6^;7go%jIK6
ztDim_=uUCy5u<9>Cc2XuYP8nj4f=6D#CJs`5vJC1*f;Z7>G5%<lx4;lct=9JI&$?Z
zPW0EuKN+H-K3;n!ym0hJWliA$U+pw0Nf0s2`)pn>5yK5wL=OHN?ut8B{~A$J3hZ#w
zj0)LEdt->39C?K{+y9dIO~>l^XUdPOL^1Jlsz><i?;*S73U~x1{3A6x74M}uo){ZB
z>RS;!@5j3p2&4`7n{KXe(x^wL)`ZY4Ae=0pHtzkyie&saRc-rlCB*WUIMM0ZrP>r-
z4iHdQhf0{Spr*(cGGbh-?fb^638!G5@p2JZOYU>zLLYD=b3f0GpV_-!^@-Fw`uv)5
zx&YiLUaYWraNy$0k&Q;j@>eIXGxU2eob?yG$yqBQ?!VYM@ls~C3`cWLwfpNUk(P)S
zieMpu4F-b7?m$YzBjB=dU3fdz)w@sgbBuH<*TV!E=KdJ%$g8hk+_L!n+#>vH1Rqa@
zto$(b%Vujo?xJdO)Lg&s`2OzSXVg_Mx}=RIZ_^^y@3jj^2<uazUQ*vwYTZje)VLn>
zP>bJNGaBz`P;&HUESIW%%hcz%xsr(wKChdq^wDV|G-SOuui?uLI5g!ebbJ^!dt9}5
zy0Tbd%E9Q5ND7{L-4kE_>@h$mpTT}c@YT<W|L@?m?^(@}$YS;izgwTCJ;9@to`~Im
z5<aUTkGHo&k7xeY?=?n&<uMP5G>}U@GDH6UKmQ6rA-lsJ`F;(5W^?}X<7J~T)(T2~
z#{-vNHz-u~<TQQP@0Np(=<{m-{R$*Ms~k1r;)0I{(oYW~wUR3^4^m8niv{}An3w-S
z0SPc9Ruj2K48!n<UOh6ojX(?&Fx&R<>o*M<&dMYsLsrI~@?zc>bq_u+z-E?(NtRwo
z=BYIkjyGz!e?KOTzq+!tJK^&rIfZC>M;5K^4hYNGX@bZSF_UMlSE<ole)F&jol8s>
zrXIRl0m5pR)vw}7KU^%DeYsk3%57xB0K_h8zUjM}^3i`g`%QU10`b{X@Y{e<+MhoT
zV(B7VLzASCa^-Y+=T@s#He9S0S(HKFQjy1-8;sxXVJ;las$$If{p^5RO4f~??+NgK
zxdiQX*(_y_{ikuJ2z_dHB?eQyBIKt|k9aoTSqkt{aEXIgj8)IH+?VVz_W>QXj`?!m
zK(`HLnYHxRuxk1aYbh`8&9r`;cq+_dP*e-EBH_qAWmKWfQ4RYp*2f0FHnh)Y%23ka
zgC-|>EPoO3rPCx9Sw)GAN()_u_MN9L-~=-9+*sU)x+L_(@<{A6m>>gP1kCgp42x=@
z>4zv78Xa*}15}m;-SrV_(}-9dkG^&X9`K1y1w%?Q=O78>pp!Br-iruIe~g3G55!3G
zN#x<b;+hg#fI6$sh-D+=Hee#|^k_s_0Eug&>Zg(`=<*t-aLmGC+Ev6v0zxxU@%%YB
z?xa-ojk;~F{@3hE6&)C<oEcSnKUESzMEc%ECG3CY2JXAWh=;xoba0&KFbn*%NKS=v
z!x9^my_`-5w<UCI953B~RBQP6gkn`AibKG`r1Jj#qk9pnmIx=LRU+A~8D1mS$q_ZA
z?7xO}{xz(P!lx$dAUqh~52UFhI6XPTG3d~ds|8hPj{(v1@EgbK`V%H4rsxTM;+x-5
zATVqYkA&?j2O&0;uAFM*>%YG6v}JoltwqCU)6rm%*htk*nq7+SgrG;^|9zvJ@c?8V
z;o+!LMfx1msw1B@JQCUl=}RdV4p4hPS+;^D4;3adJ>it?Z}@cSqtFVgmPEDK3rBYN
z)qia|l9-IrUG~L4q8q=)oH1JL76QHC*ll5v-Lxa^>|ZpGrilmLY(`Lp=<X|1%s-X4
zsiJ~ZmrdD8Nwouw#}>E$$vTN5)RuuwL*G)jETn8KKx#ZTxrkW!I28L7Ry@%7-F~Va
z_x+n?OoaWNQ5v|)vyUFGihu90QN7eCJt!9w^k!jIwdDSyHOe?}$9J;=Gtxb%MmY2C
z*3U^&c#En{27Lpmu*dcYCz~K*y0FxGff91^l^lM!NJFz(#Q+vNd!2XM={=%j)gS|7
z!_K)#tMi7R`f+p2M!HLk9h+JvC;T37=JjtcVU33SJ-2hCVcl;ReO@qwapf3z|EFUQ
zx0%l>M$98J8F4%*m~+I_XcxyGQF(N9d|WuBVx#SwJD9!@V5iRB6#8M2nW{<`C?5RV
z=4dRH5xIlvC#t(OJ_c+*o=@Bl+)5Ot9<n|o!fl!JBM2Rz<#PA_xbhxp;#&Mz4z5=6
z1qk+4811g@vH=zcH#-cDKTKnQ!#Dz?F)srI^U=}o7{A2BijjqMXffJcvHuG7nT+^)
zR6Z7np(jpQG+lvr2hQ^qE1Z%l=OsWGNjt*K5K;Uo=2gJ-luAT+PxHT{!VwNvbKjT~
z!TBw_8QUZ|n8XVA`!{zjcZ4rPOq7jO`|q?Q>Cos5DMCC(a4xw@7x=-~h^(Wr2BWVC
zTTfvKwFtI48I1_$s7Mts)ANuK1~vb6lRVJIt+>Mh9YpK*D3nHvH;T`tJZd`j8K~Xg
ziiF8WwuXG}l7pH9zk<V+979TW6aM~vWu)5i^BCA8L7PwA4A9g}Jf0EBx5@@trhM8;
zz`P=OMZv_rY+3*+?wgYP#!TQbc?H3*7rylT;OP#`{j4_ulRgUixefchA_JMv#WyEP
zZhQqhd@y1nu?_iuZn7zoHyh{h`*sw}JPd%l;1+*rwz!D$X3z54w6Cajli~Lc4rAv&
zah6)ZCF`F#JFt|5n3ry0J$!LZ4Ca>XdmVf{XGFa<zxc^zls?L|_1>{x&K6Zi+zsbK
zPY?!mkt7|c*tF5oq)&Pg<Ad5KT^Y2NRiiUoFuPzHjbE%eyy@HaP!gavnGY7WU!p_X
zVvrDjG*?uRQEO5YtE8M%M#GA<S~y1tWiR2)HAm#zI~NlzymGts>-_yZ#8C-*6(v)D
zWBG5JwNg?6w3hQkD>wGYfp50u&$aQAI88^Rj@SgG8uCcGa>;Z;G~i@^m-XbsbP^@u
zsLzn&fKCGWOe7v7UN3rWs2eeOedbJkm?il^Q_Q2%+2IPow}9{Lzxk$WeRTJ|RQ;qc
z6TU&ts*4{Y_PlcP4+m${0y=;&Ph1%Uu`THYtj%KIZHk)y{Mt%@<x+ft=tIH#gb=Ee
zGa{@&nYCX3@MxQ%a~R-BZ$lP7&!DBdN&JB?n=dvTSuVOO$sPSYH(kbEcK6p7zU;K^
zwja^PU*?Dz5e3xeB5!eRMZ@$vK8E*L*B~h#&I7{(dKt9{6>19jOxYN&smMCKff8!3
z0wy$?_5Ll|jN^opsit#`YbTw5e;>u#+k+r-tRg4KiI)R%j!p5cW1qJ0{=)lel;n+2
z+m6&gaCwEnt`Y~?MjsTER#zQ#a{~BSzFF`njRP_42}t%*T+VCtdnGuP%<@O1CSDii
zP=F5LYny;+$L*!EyEvSzbvr{|=o8zc-sQ5R`767*$`qbWk+7m<B_(lL&p%&!<$YW(
zAmZq^<LMtYQ3Q*1CE2Duxb;k=-F188Y>HI`e9s-$a>VuO<VFz7G&_Aqa-&Cia>gP4
zMbixsE{cWrR_sM~UE^|I!DE;LY_M+rSW)Alw}`&Ts5cQ@gxlIF%I{rtg+>LQs676f
zfLw5USNQ17*&mUe6zcp;*YSAA22R+LK1d{IWT}Qzys<d!ndLYM;TP++ZYJKJ5tU<D
zG`w@{&>>I|5$1Hl5&*mV*TtnEa*6G+Br*MN`gHIOF+5O)lX9@{cFb+iz=%+NTrxca
z7SaqZ`fw!9@t%k<gC<Npx;+v3_;^%NyprmAB$&7t!#$_OjKMr}(FsCKm?5XXhUYhI
zPkv8eC>7DUw5l)uea8=LJL&QTKxW%cr;~cTibp5jf2I{QTP8^-`l8eU8W?<AWJ!)~
zev{&Hco-cEoU=;ipZ7~Zd0GQlb>tXuv=LO6NobpsZfa<aXO%H8A{;~9=n;o310w#?
zRg+~1tfT#RBK!K+9;@`#y8^^<xBqvpJ^XvkkmR$^kW~QgLec#G=b|y>rzjpRd{;3J
zbw|}pS2h*>-5HtwD~<A=!s=VK^iK?zhGtCC8@Bpz4>|<iLtli?mMj${a;@mgKK5db
zn_DoP@1wdIuIVwhVQM9t`ky~;kkxFRv83O8ujMe7+LX8cxZR~}ze96<g%T>V^LE@h
zN#v`Up5_bsS(YX2Kn~wEKS|=+5|S}Rm-~7mm^i>1S5AZQ5I9h!*h`OxO{uPd6Sz$d
z?h=Q1ET;UBZJ+KZ-PNNs9z;o&(132*!>y&`6uEluQ{Ovssb6K}zfnKHW(J`5a^8Kx
z6Qp;d4q`-k2y+|5gV$VB^986*r|E6wA7x*H{KKQK1vqx=O6Edzl=!>qu5rRIYO+-0
zzn;A%NFs_=-7)Q{uB2siJn8`6p!d}aiV2AD+4a7*OA}O^!S-+K^6>hh18tsHnlyfR
z`qUKVhGPJbScg$@iTn5?QRm#fH&f*`?G<@`GuI#Wc8~^ar~}GGb;38_3R0@tF=t3z
zV}KjrY1G2clhlFfOY2bEL9fxbF@G9}WfAyqnkM7umQ!6xJF$HzXE5CoFg}2aA&to{
z;w(1OIHujR_vW^%e@;}_o_zW`(!rrkz%RCqL^ZJb`1|^Cx5CiTyZkkCr6(JFyfxEv
zlU0qU^6qN;vF313qQ{BxY}5CZ+U#|f^3$M+CDR!K2A<s%L=d5cQW4)~X%I=uYqN3x
z;wvx^m-H2ktD=$9o`{d=@^`9&VB<GsC)zAOR|a|Nf0-ea*{_hTx}T338v=g3*Wn8o
zf1{`5V`1+QdI7-=a0v#eTu2r5mKE;n@-xW}OJ0%$2vL_*BbXThb6_n=-ygAH^=<Jf
zP!41xgV##-YapV1gS5}#YndtF73T0&b!1(Duz5?{fjWib`Tj^W)1N;)1Tm*%SwaX9
zb8Fwzf4-aU>6x6N0xYxyKs`y@vc1peMHxtSEB`!zGk3Uw!jmQXHm>*znr8Ot@M32;
zMw&4C4C7V>y_LMMjuw)7XOc@@FGy78co6wg20<yK^=^o1RdjmFC3YI~5o9~FDNbs*
z^M0|%!)R4y2?`Ntnt%o8NU#+L#sW$g%|CTdW}wWQ{STD2AToKE03d53@=l%s8N%lC
zBsyu22rOSzH_7E9(C7(cE({1kJyHDEdO(b#iU4CWq-iBA5eqv(!%w_$0O$m8FL72C
zNs9te>W>wMt4qxp6e5ULk_j0iDIH|xJYU>HH@<y{RiRYIkeGmpRk6_Xq;v-aqF;Xa
z0=B81Uomoy2QC7f*&@D0#&W~==SjgX0csTO<xB;EDcMAu2c)|>xNIV^&l)^n2XyJ%
z?J5*80KG9^>b?q1EqBvEVRW8=cMOuLXhc~?cA?}Fvw_|WllJeIdvr!3_hJhCoQ*TI
z-W;M|@fQmtN<?)cHfQd}k|we|Z)o`5DRnLE@jjek#!rHxIHVVFY4Wsv*tc<+p_HJS
zE@bn{GmxL)kN-MoC0T{BB)mo2$d!5JNX8sha@am9r45q2kw+dXnInL2Fs9?UmQ$+;
zD}R+KOagc7+tDZC#k5uheg%p5Ee?h3q>m!k^&+@RO~(#xP<k5?6O;yayU~jJU3onx
z8fk0W_llPUCbug~BhUAjV5)_6e*f5*+m9Pt!i^YBj~Z_oC~Ww!Fezl&E}JwYzA<kd
zVl!y)pPShc9$RSdkGkUAGu>=<pKFKi*g+-ej85A3Zt_p}O#jj?ZB14*v7Q)S>N=9_
z8GKIg*_3WgEc|3{+e9X6nPMDqllA_`euV`#?3lGgPK1pJD&8n>v@6)AU~}w_!HY|F
zZx4t#?b!psc&I~0gxvkFL<$;^kocd$Z2u*csMI68IY<9PpAevj-==0G`yk?v@L_>#
z%0nOp@cL%J0ALdWlqV4r3xiLc)q;^(>ML9iK={DmAtksdbU~y@z@Pu*XUd68^tE=z
z|A-mDhRF98RqWHxqd{b73Ftl1Lt8`giORnuQj2;xEH|RanqV>Tzod=H3z`w7Jvlfe
zTH3EaQF5Cej$ph$;Q3!<9cpN)Qu3K5a*s$%b+*(l5c)i{ZFjDkfnD8%FA0|^93l@m
zfB4$4$NU-J<KdHI9}m51J|pg-t`D#aZ?LIs_PO?`Vup!ngokyE*|_e688P~GoqPC3
z&%V2;j}D&IyjedltUvGycA%vXF+tJrPRHj5;)_N0o{|}OZyEY;X}cQeW-G^utar$$
zGj(yw_{`(;Y<*G_ZFLc1d`<AAa1Z&qOYa+;u{5cDjZtR(g0T*TV`h|$&%MLj<OU<2
z;hC@ftoC`qgv9n(GXu-G7r`V#^~e4T*x5Vf1jRz?<2*6KSI5voY5MoH{UdSWNLDG<
zg)P(JDK+|rq{B;DR$3G|LeZ7o=kj7oMQc%p@iQU8D*d9K!FA~z_(i%>Yn4F<PhNwD
zeZeRLfH7U<dv15Ug5YFT^}PeHw7uW9m0tgyu%>T#Zr2CVoD(}tZn*q>UGz%`RR?d)
zahn8;^QfS?P=>)X^Y!+SP?`1qybWF<btNcTGn(LIGQXFpR6%_=-&&}JR{o6oe2W-r
ziT6PiAYf6GlndMcdjxSd=z<#wqM_3-8LgkRz1Ml;msmUdj<@cIuB1sFv&iovO{5T1
zP#u^6Yq16g7hJIz2sgo5tCHkH7di`v7o3qx4Sb3j=l;1Dd2DJ;+6yc%3klpmDvZ&^
zPUa^DAN9Pe-mOx4R-$;Y&7oAehg|oc-Iu=CMOcxTXZU2apq>D0qN=%1>rh_wqznfR
zO|xYHRLT<u2Pd?Y4+vKmfNq~l=qx2T-Su{pE-aS0<xCd8BkX>aa&vu~bu!>>Kbu(p
zXGHYZD;l_0mxT+$SRFDQI-0HM+yAzHxbw%MDEWrbLR%b+`|B*aK-~>FL<O=)*8r05
z3$_v*0c5IP|9-0YvSABopOo=tPaegH1ElSE1@HcSRVy0PY7ZAZK3@G%Wwo=^bv8$<
z@7D#X09qcd1&WBHtA=O?kN5Ne8o94Wx|uK;Z=IihW<$vfzwXNxDu2|(MC*T*=1NJ}
zXA;#&T9wv$+PjWhFPap~WsZwwZfdG?x=j|;n_||k|7C7auN8Gan<SMldTB0&=6v&_
z2wH-lT1Pipd<Gi>)a_SS#_8F!U4n#Pzx<fyqVhwEpT0g2@ITG;8H#K^iTE)J842Y{
z^%RxNb#F{Jb~esUhASR0{7D@nu=}2M>f&M*L0xQRTG&pv;0Ot$)L5SCWvMdeC6s;G
zQCxM{;z%>$PqO~Z+N$iaY3R?Ct(@O*y=-xV4x}+LH%D8Jcd{}_CnJUpfkvm3U(J*_
zvn{QHgu4wK*zPsZPkZv3H+-%3Qp;g4o{8;yH4KBf_ofbT!1s`ruE1iN&?0WdR39kE
zsV+E{Oha-+c^)|oiK6ZqoJ?_1c++4~n4?n59CPv5kVPfa0cv?ew_V`*7^QwOm&>K#
zhEAy8IFYeoi}V0}TN=6exI=hvjHGlr;TA}nXE6)x)c=vdID43&l_xZ*b6o!!PFPff
zS0b!@GTaeto5D(9|Afv?{FXo{6EL~Q;0TrJB1y)<5PYOCUb7zIlD`*~9sW8G204mO
zF<c_0RU%AK#yp}vg;u^oHAiWC442aJXMBVrm%5)s8Ahy1aQ9ftEb5C-dE9$9L@egg
z%I6&m25I(_<qE^+Tv|bVydkN`oPe4RcRl0Xale78^`9oznC#(GsM^ufFiVfwM@Vwm
zK+!~DQ9Zs*`I(^I_8K5<@_Wrdd_q45jO?!!l~$59s3Tfpi>7ZgcsoQ{q|4UCEtSMs
zm5*-igQVd4%uy{!hg>k4)1yc6)?v}Qs@9jf+Rhf`qhEcwr)RR@VX?S&8TA046Z8~r
znpSYuQekGx)YZW})8v_Oe;>%z)0Gcj%_6BDtKU>EgvCGOJoD>>HdJl$q`5<WJN?}3
zpXQ0nm#FTd_AehrCwffD*gCL?MiZW*ewi<dQxbeUZ{P@GleK>4kAyfbz8pTuo)?OT
znY5M5ylu9=ckJB#mNn}7?o3*G589Yvc`NC)5}rFr`^^<gd$@58QF5w#pDpm$g?l1|
z>jPyiAIQ-|qWuFz_ABn_aD$WVINU-x!nS;X)5W7rpw8YHP+TT+N_wm}lE@NiHyXpv
zYKfG+*`NH!K#js5r917lB_b`gX}-qCV63@+nbs_3YSstY>qxZy@9re<1}&{*9k3F<
zJYjn>JKw?5CV*^tA&uT2T%o>I5jtcYJmMarzx$s(@E=d1lOGB>S;<=VtBtv`>i%t2
z>lwzrLM~OPGr0JFc!~l&Ao-YrU`X*3`oGM>|KT+HBP=V?8$4S7m#6sue=j9^P@d9$
zAAAuyB}TYRSt@`2jFoZv<<=KLgvRAS$x0!<I18@4Y65%g1qi;NV-*_D8a|7R)X0Ow
z%1!}u!CGm+<6Wx?n#S(DbDkO!CDPU8LfbI$If)>CZwL0Om8x#$21o+hP|tdpF6EdN
zEmFi4d1a!?S+xUI#&DH1p_9%IAc2HhD8aC+hXWPapVrmo%<)^-I1iS~Efq9RoUP{G
z(`vm;`>2%+n5VvVSM*S#l2dnJjM&MY7vr^ba61?Mg8-K1^`=Gwb5xWz#a_bhpF^Qz
z$#5X`m*7_&Md$S1lZ{P*X5>UG3bd|^G7EgvVagT-OiULd%cUQwQaI8FDK=3!7(*{k
zvQymR)Oel)Fhpq|LnL#bdTO^D$BK`=#>$!AetapbkSyoL$pt4;veeN9L54*YAs&FF
zdKi4xHl0o#zUQ*D&&%o?!mH|8`|zr#H}{8UqVI;&yU{bEH4woFjU}!^P;Vyp>KQ2R
zGLnNxCRv$;CJPNfJU9oJbV>1Mi{gcI&_S}p&I>}&guU6N!bT7_AHD>%K>JT9G=Hed
z9HlHk!7Yc{Nj4p}O~mripl3;%Ep1ORIhm@+1vBImQrIFDpu$-_hTxO-a94E-Hx_lz
zV%4e^^aM}XW(ULqn2eF2C0_{6${W)TUN=P}J@<Vd@`LToiN#qOkqGFptUPd@W&NV1
zh<Fw_vO^Pz+PylNa%G@<4cjzKe!W-BCkXNNetwk?9DWspo6ZS8qSEV6lKB#YVQnF9
z{=2moM5dRj3XljbLVidcfo<Q-CSMZNq%hkfkq!DGHr!Q~5l~#FKtMg<PBh-<hTCLn
zP()Ij+`)s;eZo_SDE9IRqEYf{q~W{dXe0<0Dd3ssUCbhr(|yAB)X8om`ez<Be#VlA
zv|c-iI`?<t6ptf!d9Fe|rctke77|9hGWj5kE_i5=s{S()II4ofTMtnCAc_EB$cz(w
zc<^xEYPjc}p*$qQf{>pFv@|S9xwQ5vPM~t~zu3Lt=<~{hJwLT3_RKm{H#xFO<V_#k
zPeVh8@ASrRPb{uNEWD$BBAdSUTz%`+G2Ee!ymbt>?bq|Hg&Latm*0MBy926*xCv-O
zy8*MUb{_*Wd$#v)1l+wUxd=k%ysQ8N;m|AyHP-r+-&H@~@xlE`=4+LyWou>-D1$uI
zemikFfjRu5Oilg8dWAxfEsk&c&j;1xlqZrsLw`xt!^L?I=|n}6KgJ=qO;MVcbxl~T
z2^T-ai?PdZKzi%XH#kgLfmZ?58b!G0Q5$@n_MKj*b<|F>)R&N&q$uiZq%$|SIXKIt
zEjjAg55h|;z3v}>JsH__l}K}i2NUU`P<r(1%IkF8VNd7xJ+_)N$AuFWrcRs->E6|g
zxkq1of82JZAeX2<zhBZNQ9jrH8Gl3f4&5Gy9%SPaEXdG?w10>dN!&VHYAurb(^I-d
z<B=;0E;~rgM_}*a)aB^qZq%Gzn1A2~54fNQBiSf@-EjXd3RHSEXxqN5g4~N-s(CiR
zw|TR}9V;%YMzBSt+=4b1D^1Zft3oa@upaAfNw`a!Ca6*>?TNw6MJ?qL2w@oF;Q$MK
zM)VUjiYs0Pq5t*>12D0sUsY`xU1ZWH5S6L=f)T^p9j#M<Rm36rEPyuc@qjjBxCKm$
zivt4|hz$nX5^)hk^|V+lx;$zK5OV*-qR<5&+rr?%FC7?xK~E2mB@zC|HS(nfP`ek%
zO(7Ft7N(3A@CNA*^FO`UMT7TwPM0_3et>GxNKAHkDh4J7?VNR@hA(`g0WscG@06fm
z9Y`y!%bo$wA3L=0-g*})h}*NE+J-&>By{lg%QT3Brc_51U;%#h)FToN0gi;o>9}5q
z*Ub@F98Thix&>U$&%@{0ujTWN23Oav(ov89thonDKvqk~w&xk|x;AXS?g`x*=DA5?
zBFvNmxac7#tfBi1psNV9KF|iWhn@G~!SAmry6-W;aoWHCyR%iO9;hPBJUKmZ84L=@
z7UyBZ`j_bPBgs3W`_aze+m`|rmEYI3aK&_Jno{c<Bx3*dWS+}7!Xre`y7w1`v5*0U
z$J^sd6$)@DIZl#{U-6`=s$DI@C5N5^(s!if5h82c`1#~1M*mO~+msh;9<V@jSYe9x
za7~^3S2+NB1+`PYTSJ^kK(<l2&|10^nO-YRVy3a-%O8w%wxeD10Zsv|aR^SVugp#J
z|D_E6J<kiO6d|9Ak&A$92%rSZii2d~LlG{nm2<a<QuKr4Rp+ef-MF~Mo}O9^cHFHy
zJM<!*r6E#jT&A4M)nEBoTD(%76ZJs(jc;)9)m^qF#=i^BQ{BgJCbRNlhR_@4byrXC
zSvvo@bmX`qSLG9__1n(6C=!2pS@3-Omowq}QAqvH?5_?7DbFV~3(?*lR0L!IMRUX(
z(H9MU<5~I~2g_UELIFdHBc$<`RryR)qxEq!CXES)27kKq<Q~S-d!yXucA;=}|D3k6
zjeO|Mx`<|nsn}NyBI#|4V<mKKn;Yo90f6*-FrD>lJ3Ej!-B3gOEcH}>A@8-__vn_%
zx!7sBZ%s`5#d&z!mr~6|-hlvdD~Y&a*`9*Ql&Wla&~{*is!?4^7gj_{P-K%YhNZlX
z(E{j+Bv!*eUKdc}%xeq~h*0%22t>gB(;82S7wBOYX0jOH8j?-^>wdJ&$mKKe)qXZ=
zIJ1fPRVZ+#j2-MAuH5iapG&~ao9z}G^e8k>18L#Ywr6@5k%W)WAunmdWXZ+DZqk1v
z6qQ#*e2IbR(kJZ0Fo~;y%ZUw-zbsu!(YZ3V8a3!-Kusk{e{h$=Hox6-=Q(N4H(s=V
zL|jO5n#v+H+p~y+()LP>%h@!GbQwlItFo-3Y99lNq+9w^Z*-$>MV(umx-o82M`Gf<
zC87RA;;Z#%Ni>{c$JwvVy0SX4`R-0%{+20FCk&kw(WqRDJETAnk`H^#DsM}@9kZU~
zVO`xyFGhBi7TdYZOFiP|LTVTEM<=f}`W(dS-Nt5o&2|?n6&actc;y+L`KMO+Eb67D
zX$lp^7z3&w*XkrRFs)++-{IIPDLTn(^EAnSP?KrRSuA3L?F)XgMzN>&NU&<~X_}n@
znyg0=5_`GQm1MT=U!>AQ2U!v}UNm;1Yywmwc<j3k4}|}sZ?B0aV%)GzY*BBg_u2Mk
zMbQ)1-Q(_ZQ0x1#Rpkg0t{=F@U7N7bqg>wh^tl`5_5_e-!PW^J>Zs#wKkR1XyiaIL
zlU2>Hg<evpFpnbYJN+@e|M|{R83G->Ud9SmG1Bh|Q<Mq-=gzA{)RLQ&&ph5n{cB}O
z2x?8*?t2ywtL}vnHy&{#YJ+^%cjSIo-Z@<k{Tq6;DahBtg0J|26$+7!g1z2kSsBkZ
ziYJ`j!Zqa;Bhg}xTN}m^N}uWAnY-yIE>hotup-DlR@*#(jz5Q{$*g_dYTZRl>bEW=
z+2~p=i9v?TTF*cdpk{gTu+Mr`1u#6H{F8NporO2tRzGPTmU7YraqwQe`zj?gl@ERL
z<$d$)bCYq7Q=8Pclyybuw&@q*MBjh|qVkvZxA?t9D_poN?I`d;yY2>9eA@pyAP-V}
zVWn%nb`5}nASG$a?f1{I8GwSl0^toJoji1&#|*<YMwf0H9dA>11kcN+sv@iKRj5*u
z@u^=94wtU4a+2#ip1G#)wfLW2mXsaC^*;<9*<t25<3m6eb|;uGGeOX#_IcT#xYT~@
zt3>5HnD2S(h=1SiIbc4V=lRcP<)Ej#Pq!f~xs%XjCK-gCEN4b=D|{f`qga17U(x>%
z;S<O?npgY-y|69jlYh)+&ZnNXvLS}xv&8P_i$4;CZX1|~UeZ8b0FM}jBWE^<8IyDY
zuWi_Kc+nP}j^E90nm9A;;xW$-VF`Kel9lJ-E{D<>FduNHL$IrrEh(lb!e}hmqw=qm
z`Hfm@{8cDO=E<sc#)dn)d?5nNMHvbH=kkuJAws`s@y5UYO2iPQSGGao1b-_#d{5Aq
z2~I%9oU}^b`OZc#@jHa+y*biZGGmt-uT@b&xeHBRqaNMX$Q-NivN`^$V(Udx@YC;S
zkI)P>HPF8xxsb$%>Po1+Q&e1d__2~G3`QsGhxPTd<@|cMVoN0y`QOvk%mWJ}Q>f!_
zOJ#5n_~8YNxY$SR4$Q(@`hI69&pcbXNU8rW;j=T9XJtg2+mxYZ<LGm{`)AJBrsw&6
zl=xx3TFF-ONysH^w88%O6TP*rF0Y$4XFI>O&IkMJ&&-9a|IOO-{_VXc(^1)`Q?`~^
zFF!g_wiF{Wr~ER3o6^W{=Aj2c10!W6Cay_m>yHaIf7|CE`8u2;3&oLQ|Du5tWz?F0
zoSF6-v{n-lpVwnJx!@x()0ERgCHN!Np}V;ZC4iVwSnHyua0(ahkkg?^^!Su<+?J(U
zS|irGQao+RJ?cZ?eLVkEhFGu9?Yzlwafa)`@ZVm)s}(}P12Zd!+$n?+84)kSs1gxz
zGQ|UNqO1@bXW@F=L#H>Ojq_Ua>J+jmZGVV1dg)iNO`f5fbnp!$Mq~@ZlPvE=M)l@J
z1U3;&87#Sld3x8*7)igw6d}JhG-*uHkkGy@PX=Eh?8n2Lj@vl?y={je67D`32qc5v
zU$1gd9!XqBzgml&FqTmy>*PR8)X4itxB>d(Jj6fH_yZfFM%VO1fj11sj;hs+FglrH
zhV(z%`aIPCyqRqa%A9Ieuk6PrqLmkWXCAM4!@ZwjNbKtMou}AG(`H|G-dxnpd)=L#
ziS`_y;>a2o9rrIYn4^W<OdVF(sqtn6kIn4)--d31!`TyIn1qzG{#~}M#oFK368(oS
z%)eC)b-AbEZj~VFZ^rhO3m$Q}lGzIFst#Q4MRPhQhZtUGqHLfaI&1lHU-gAeZA*P+
z21(yQNV!<NqJd%lnK3)9rAmu(-9-iG9Vxb}cr0#8|03aL^~AT>hXw*Y=6aXCkS!h`
z#jkW#P5XeuLfGH?)f1wJeds=G#<DvDG0T%viLW03O^<$TKh1ITk@ewTzTI_dZUYr1
zzgvh23A;|p+jTP|rHe}MuCbI@RZiSTOBS{6jGM;D<V+rg(-?VMZNJr6`1@zzt{eK*
zO5g6OQEG+v>XiETh{BX3H&kzVEX<3HDAFBeF(9L=<YSt|m9W^1d7bu_BsO-jSiVx>
ztNU61KRWk`5iW*q=mqJt?YLP!XYJ?OcA%aO&*4QqBjsGtQd<Vq<8OaUxSw8O|Lt*l
zA4;voR);h9^`@Kai_6>lc#rKb1(Y7N@L&0na;h%}(%Tb0Uv1jHV&|e|SB)b#7oM;w
z(ecbT4^lh#_RW-3|MhtchWf^}=nZ!zohnir72I#H){7l32$P8(O=0%Wm;EtZcv5#K
z#A|&pD=|5<Z)bi!$-|2ox{dk+hd*8}h;rN)BWa`uBaRMa5O?9K6s6j7ec4`gkm_-I
zZ5G!)P4d~C;=jfh)K>77WDMvqpM32d%}hROQrP?Rox2S0@|2j<Su2Y6EI(9eD-7cM
z(%aiHqNj&Xqa`5PwDZh6y7l!`fr*LcGu*_D`*$8$?mz$SUDz)2%|Gh>q?-KLfR5}|
z4Gvd&{p?#`J<%VR|C(~McxWIGnq19s>t(*l6@HQRi1+JniETwVeIELRkEIY3&sa1@
z<_U7~YkjE=ky`P%{azK|e1D5<F;JIjdO(|ZQ4VwoTwK{?nfh!l{;cdD4-JYwsu<Sf
zuNhK;;ImhE;g^7ktx0HN-{rq2emBnlr6aR_@M4Y?nmGJJ3n%mGe3z!4M9a;iZ>JLR
zZW%p%gF*lDzE9dEepJqlt*RLnr}5##Kn;Fs1fu?Y`aAZpJWphcO`RGv|HmOOdV46%
zUXHepqMcsL6jb1h3v+Erzx(2Qzc<@fUsNyF{Exail<@)2{j)}!n+8>XC7YboBmy;t
z(P<)ZZ%JfJ^y?j8Je9kc5!j-!fg%;_#NP2%jrUY^_T$rSw_5Jr7fGqHes?3r>TlZt
zYiD-hi(=T)hexDF=ecl67+l6S$z$!-HJ^v!u1?81d*8Xw#iZl0q3;&DRU9wnub1dE
zum5?H)6a%lFuaEjD^uV*>wDpJ^4{!SLLjRRQ(ommV0~05C>ZLR97_&QZyip1pJ>l2
zU@)EO{6J#AM+D*?ihPu7LJn_O^G8U9hUX{g>@GES$A--b<TgC_QWbulowZQLHN}LR
zbaW^}p%QW?!-A$sWBOtX^gowgFBpVzJsGHcc=>PTZDw&n9<SR&`X5!lSxF{ERhqxb
z6G5Lu7U{fWr(?Js(N1ribx<TvRYdwNaVHEj=~(j-jTY5DnwzeyzR@!&tjfr_Dk{Oj
z1Z|M=KCdnu*08#2kzLd?94hU}U~*J4aq{XsPb?HMbW`m;oHUf(9vmiy`CSqhU+(NQ
zhFyxgHNqG_W%m~+YgB9hP0x4ao@cbYG$}`Q{m-ixuD~n8vX^qf=5CV4?%{1&vrnQ6
zjK~49fcB9ZfzP`pxeSFuaoJT7Se{ljtVwysP?^k2#tK^$-1{kJIX^|8m$xLXHB!|5
zSnM|&VuJL!!NI-uC;vPKmij#^!<KI^dvdNLyX4iUy^H`RAc=y~mt2dqLnL{_+1y>L
zVqtfqGDyn3lBs;7z2w0AC$sYRh6?u<hfk@F6ow`C58A(d?z_ASGJ2fFwzXT%RAO~0
zn}k)h#1fS~Y<Gzs`Q~rgYiM(IDz9m6H5Wb4sjuUoih~vGXg!Y1A?doI(KodFF8)od
zoJ}IYmhy}lXP$PlA(VNHOBh1rq<m6G_<KDOVU^stb-{?I+e0=vtVCts3TYg<`g?x=
zk@!E^F$^vu(g_%xOW$!HR_yc=2O}NkwS&BBgq5|_Pc)~y33sY%(3Mb$0o|XeM5&*m
zbkMC%%Mz%a;9Zv5ddDu97a=Tz#Vs3Wzkc2Oh7D1fc1d|aOx%0G2Fff~L+bHb4A=-e
zyA@$HVKtXWsut_a`mD)ldeN_{Oej*9(js4Mw1yO>4I?AEd7&*wHn_d(a~71)aHz<0
z@q(-X4A>Qf$4kHK##_S0dt`99=}Ixp1$PU{2kK?#3(`E06j>WLZVbyu;JJuIU)ei4
zQp&|e0>X~Jlp|8T2R0@kwR*nBem2Bi!`R2EQo`yrg&`!{vY;mhGwKv4yi2Vcjp?0M
zb_L_fp}`ltnBf};*qhYF{_-FgHR32pQbNXVmSf&%cn*@zv2EoKMM9LTYj+67bH|3!
z#7uIy-=f%0blAA;r}a<4$#ASoNcLn$ankF-6aV`w7a-++voA|%H=!ldpGYLb)ETNX
zw6p;qfjRb>(z}t(lVJ#&BG_$lk!<pk#kzf0mC#?p0cjLaNXd(f?$*Z+4zh*I-4zRU
z$=I6_%_^Z4aG`H2Wn9D!Bb}EXKa0-K7UnkKj|2nt<}ekypM)v2#!VgCBg?{?!-0OR
z^|?5~_Md6<jBdicX94UN%4i~Xaq{oZ$bxKxR99}ra`$fiu1_(h%g<yM*ZHd4G*D3s
z^Gs~?eaY3B!VtMpHU#$n(e@T_aXeeT_~04{1os394g-UQ!Gl|HcOBf_NpN>}Cs?o`
zL4vzWa3{FCy~*$1ySxAW@7=feectPt?yBmlu5(WHsndPF)m_b%fYBcSHG0sSAB?@`
zN+aP$eN&LkI!?DlIvnUxJ3f_0-J6kXD~q4lX3rqpP`)?FJs@bHGGk#AhyZ!+l4YBl
z0L;Pn!4O%Qk@%s}fG)R)Je|<-QB8?o86oo6b-Hec>m?TZy@M8OUP(Yq4TjGYf}8Kz
z$ONX#p1?*nlpd@I+0qu;4-wl4!Kn`gqex;g<TA-SDO#sCmop8u`}a47iWH9nu7rQJ
zA?sLlbm37WfzY{zqAY|xMyUuF6GcY8Z6X*@-x=tF)^a&D4x7s;6^zRu+*tA7ytf5)
zk{BFcq2YrW<WGO-#E)24LT&b`5BQR6O_85L7u@8^0FTQBS_`0cm>SB)K?~Y5kVkTY
zVBwpCa42fiECpF=y3A_oXL$tS9%rA#P~bVi)ZYuQ7<8AQSLl|7=afh7yxfBbyNLj^
zFN>-xkKBo}$+hNyheB0Y1qBTP2$k-9&N#qT!qHz$1jguk!jF%Dw885W%Vq>3<<sas
znSF;u?GlqYpv9TTXeg*~X`FQ?bJ0T)c?>D*F%0^CY$#l=rR;%6nmIuJDpMK{MO8$r
zh)tw*j44Fk)BZOO(fC6-M8Wd1(0&Oq!A31~+x`GgfpF&wWm=5C2a4_ZCxHW%z-8qw
zccKOQnHbqg4G`E`N7K`MUbelgK(ysNP9;z!@ald@NCzWtJ+#>m&1HPNHeD8fai|v~
z&%c)0OewO~Tz`(E<r(_vvUxGh#6G9o)CtS>mJHy8tb8v|C?bQ7)eZ&G(s31?siRw)
z+N-Q&i=_y}G&H5T3t8>cJcG7;A#ts?P&8f8Fgxf|*1j@F8}WN&4aDuP!hBxn6EH!D
zbz70s{riSAw-b>H!GYt8A?xCurn7V<A~sgZvUQTN$!9;wrSFm&Keuu5g|(Kpc~$p4
z-M#Mkog}f&T|H6DmYoC}oynPT79;znxMDqDZ2Z@_&4lO|a_jhEY)<1%yT+X;+U<=}
z{+Og2Grdl7KKD-z?By7#+mYyO;{p7RQ@>-<hZ81Kl`j$=O)#XlaA-U-uaZ@Wve|tj
zUFjzXXT?m31!)j~#Tl<<<F1o2PUwVaP*r_vC<vUfX<7)Kxj+5d($8o4;yCJN$r&Qt
z{5zVJ=^G_G_8#vwUxNCzpWzuk>^rt_oWWb7zPI&lRXRss+iB3*jLN;@gaQfSyZd6L
zCwqU>h&8Y&kzDU=$ePH?`;G38-lIADe`?`m<3*9jHiPHgW<eH3bT8Ts-HbsMr3t1;
z`em(Gq{EhC<Z|}1`xWgdcS|%7|JCtDGGg#C4rQdcIcuXhF(^fKfz4e1u?G_rGd3PS
zuKz2ZD<8%lrk;(GFc>TZ7bU^~s;+0b$us!IMV>jg_E#06a90w0<2?v0C*ytvvgxkO
zGln1;c4|2C3H@!3XrVxN<S%VzEq|ruC}<(Ib$^b36f^MFiNt>eJ<EthUlDb0zaVb0
zupY8FM7XBe&pP??w?m%=V;d6;#Ko5Y#ZbfH2Db_aa^P3iHb9SF*Ih+=<zYJmrO*4+
zGuyI*Ml}D(@g+L9IR5<xZ1i}?2d-{MP)wl2&iuh_Uax2pdJ*>)3K1h>EbBjNcsO=A
z@r%QMRqKyfzQRF1;kT7@#L$@nopFrT{T=fu)~k6X^Jv3pA-K`h-=jyI%=~$s=m>R=
zu+k3>?}=;<t16oID~MXn?RbgoPSQx+*0G3EjtNad(5Q%HQsZ}il4s+eBEKp~e~k}@
zdu3dsAI3-YN>xM>$_6G8V;I6z)CZ!5>uoX6C8tiw)7R#Sa6}d&(^s#yI?(jS1(lDL
zpQ$DU?fnJe?EJ;etA`LU1p{@M)pHHPB1E!sI{EP#Cj=W<TyqU_UaWLRRJ^@qm5iQV
z06#Qq8DF8A*cdxHIhYt&{}r`0w0MOI1aeZaQv4MKgISc_?MztI<qa)NjGS1MoDH4+
zq$RBl%uHC+AjVGS6hLlH76}uGnYj}MCp(LXt(C2VlAVE(3Cl+l7l@IGqPQ@NFvQ96
zlZk_ft+k!4jfssD1viVNjgyIkovoFDlL>{Xft8~Pi;}E?qa_6p$OR>?$RY-@f)-#A
z`%~bfiIJ_b35$%0jTw|42Nys8E7X55?Ur%W34{Rv06%lC<gJnQa-h-w&7unzstADj
zC!+tM{(nn!aR&o;7Fh!)Clf7bt<awi#s91+{u|*z!2cxu!iy!gJxSl$vNykL3-1p{
z$5g#hF%d(W-cZYt3X1uV`cWBQT0CKeud^Q#hz^3|EE-670x|~emYlA$XWf<X;GeFK
zFZ{<gS=`RoFBTs-IK?=k*mj%UKbQKCmt=0%(9)4rNx@W!$9^1c*=z5jo*_p+@JMiL
zCc}_}eCu!wY!9H;bE7dR*rko(#IEW89FZx$>!$E(WRzufXdA72Xm>dAi`&OHu}V<|
z1E~j=(Oh2@Q{AW!L?^UEWCv`TNJ3V1S-eYTX+KpYgfoQZAn|U`zmcir_kF3DDC#iy
zaXtxp*L7ZPVB_;VQPa|0%NtpiD1ES^;O<hsQ0M8radkL5r|836hB2h{YtFMG{#kzG
zs^v(tsblbMjf2})5;BJ1zQOhXS#(8ju(1tvH1*<r^w>BR?{XCFSz^$(U`^uc*?mAp
zeyo8xd0!27Iyx5H&T*f9yP|OL&^Ka5zo9!8OY*&0+v@_-?jzWG|9pHM&pQy)qAnOG
zkks@t?a^`(<;J@>Tl+Y|fWPF8#$w@N2&q4{%Y=<awQP)2SiQ~3=sGucnoSvFWX7@u
zI#S}cZ>d%D3W)?9qWzvqE@iFI%lL%I&b&K;MW)u87LA%#CIP$gy*9Fh9Sip(Ju<AA
znaI#Ob8>O_oer~3`G&$Ni!ztS&wrxf-2aM(v#|pI(Yd+*Z**=RDDnTUb91r&C-v@x
z`O~=rC|;^;Bn1CN|CPngy37Bc_Vhoj{EvJ3|E3-OAM|u~Ha5=x)E4RwzIpvg*|%cK
zURcx=7Sn#+__4HM@E>1edG&M`T%<(oWvvVsn4PRVyu4I@p?OMKY5H+w=6Ukue<Clc
zpi<mcyr1!5_wh0w4he&V+itDH{~wXgc2rMJ{)c-3jUC_PyI8<CZRWY~?jQJv%@GH+
zO?o$vpAL_j_;j<!HeIX<zViW&ZHJ!Obv%p4b}u}%tCs&10NC@>MtofJoBPpthl~i<
zW(&OAz~LfgjwX+ykRb5Lw7h}uLdFj0_$iRmEta)NE=Oh@;)H(Pq+{bt8$^?zb0=?N
zD?jnDw<Rb}5rD0M9Uk1^cykTTL3+==r#^mge<pLSz4AJ(Dx(@b^|Ln_dB!jfMkxH@
zo!K`oBz)AahRVh+L2+)Cul6I*XJhUToBRj^5-nttXbk;df+=CnH+WPz#T5DQgS|c_
zK&Mmf#S)15af9pQQS+)1GwR6bVPdV%b1MitShfdb%$e;6_9R9qEN!qb&t$_pKYr@5
zApbEW?|b}W^Db+R-@D;^yWVv<JT`i+s2q0s9sH+_EK8$Xvc@AsZ5zKxg7Nd)0Q<a;
z_@Qogo-}J@o%8m-?!La2%4f*j*jhsFHg(M{L>#ptCng+KbG6R&*AA6O*LrE>g-5@)
zufe&2%|0&=7n|BSipT*#KJWR$af<nNE<h(M$!9-tIL{j-tFZ=%pj`y5BWWdiiWL-&
z5Rj?veX?!mli}^5;>I5LSJ@isE56Fp3PCzVfED7#33%&C7(I7#^9v8L;pED{sPDNw
z7SZQqYx}wbLvFaQ{b}<?D|3YA%}14nVRjmX2QU9mpj4^in>WZL$bde)NcboI#V%1J
zNs^_sn%=38OV?=n0&U0xva`_fBp)bH@RPrh_w|tDW=k<<yKYD!)fU3VhB;B!q&XwH
zKU3h0pJa1G8#4(ye84(EnpE+)+im=|H%n|${qtD6ulks$30QPC@s~1x@6XpHvatwZ
zMbYQnM52Zd-2T**cHCJ%Q34n_X13GOeu%CE`)6~8f{o>i4|Xw6Z2OAu)H^o6C^^|a
zUre2xFn8xup?}#>uT<veXHIrde@7&W84_qbe^SG@2$Lm8A%Q)F=MOsdEKes5F;3g*
zvK^B@NStLfKL7e5doVGOHjXOFLOXqTab!~j>>N|f;6x^(WE^ThTQ-}%((cKvHviLS
z{zj_1+4tr7%w{&f(;YEJMu(@}_u=4PyWpA<IgP3IsB-+x0%K;^8HuyZZd|p%>y@#o
zZ9~Ma3#a9zS;L_Y@8i>RtI8z%hwG#J=LPKYp8TC4<k*jrMbv{&ZF&8$(%a`UwOw2#
zU4~yQ9j`2u`1J&Sv=B8!RrmMC!C;NHYP>l3))Gv!D=b>pU2dm81h+Iv6mFJ!)l-(2
z6}_tWDV9qlsGO>dvFA=0R?#{_R4LehR88wvtF_lRULESD`MIxl)2LQHBW$Tg&t%Pi
zpe7js-bu_Yx<nE&a&r+@nu*GjI(k#dAe|{z_;!?hrHUmXUjDtXL+{K{`iupS1-=4R
zklIJb8torVS=Z(yLn;U(<0>YsB<UhG8kX17F!BZy1fxzksa12_3Ny;0Wa#1+$(@v|
zZZR)m{io+1JeiE6OieR~QF!cySz{ASGbH7C6lFUf@%Ojst2B}-%kCv0K<Z|WW*;{r
zm*4W7!kpsC<rlxa3^G-aK`MZ%!R|CYZ8;AUwjn2wBbBS1R-UP>Q_W1$tJ<+0MY_{l
zf;78@II*JK%Vx7QNNMpG_&Q=NYj*=k88Dmp8%6q1)6XO+E8pho1iA8j_3+Zkf+1NG
zkEZ5U^%TXYn0}S*yO~x!N&ych!H;^(6%%eBRGP43O`1g<3kWX?XL$J;Gii%T?PT^!
zXd+DC)DKDbD(^z#jGLQFuiO-}S$f&pV@<=haSne)_8aDgle&Ym3Dfx7wbA9wgUG8Y
zchfr10tXy&?Ui%isdF7Pwri)8qDmVo_i0D)7Cwy+@qT;zE#=^;)6F8Jp0b%P+DTNg
z0-?GUdupOM-zHU}@Zu|5=D`ma`D{&x%@9MAj_N6eBDM0;$!!GZ=8OSc#yaR*Lkosl
zgIiv}%s|T`&eZ!~kH^oG%2XQJ%)5c{uo_ztEyV&^HsT}Nu#$M1_fBqU(MX&^zZhco
z1Yav#<~h$7l|&-KvPA9{splW$@yw*%8N+w}&f?+vSXrSyWl+2VP{UXP>1wU4GQGN!
znKc^<t$TZ(DWe-QeE)tMwJN)+vhw7ZnWOUOHH(i%d#Xhk8>m8|O4zWe_w@MgWX#ng
zGbBjpHdnUJl=B{Y-zEfoH_2--w0Br>j7op;o$I>@K<tOE!CB?fH^}hs!&`w|@JR@2
z!-~y1CRX&;4Sd>9=hff*K+AQYtcBGp3z%pv1{{mY%lqA{#jBauuN9cd$SP&FWx(;<
zHu--3#fmN7&sDpg=@PVAwV`%RB`;|2iuzTx_7A;GHQ!i{m#MmYn`X_VzHx^QSwqH=
z!E-a>+*c;R&;}|^^}Z1?X2@vp_})&!@Gget4A&vp?JhAy`EBTAsn6Bz<--H<Q{7|?
zo@*mo{gkmrgO4`1pweBD&jtCIysHs&b_kWjl3iJ2TdSsD$fv@6vo~u_Rm_Z~auZC}
z*ADO46GwVQ)^TP?<?EHo)b~<{whh}-AWT7JH_5KHMX2qus-wBNq{}Q64!vs+-8D|n
zw=lHc-N24IwPeB0VTDrVe$pITIoDn_%;<ykP(h<J<1FIQK8j&<U(>^`U*Ee(CapI|
z?k8MOo!Yufm6X0Js!U`=-%>LA$Egg|-A8&Mnjf9-9Pe1r%%SlVacSrf2<KZ#Qz}X5
zHzL*Kjxu5$Vjvi-jFCT|^^N7zh&nEK!N_GY<6$@wS_x#@_OJQ3d~eO5>v%cYO(!}X
zeD&JY%b|T?dX0`vPpxVN>PmRHIY^LXq0<C?qDyiooyXLIg%Q@O7lS?3Ggi^yZ(aWV
zg`3t+WR1JUx$IN_uHEa;-oDicA!{5x-xATZQ7LuWUKTH&sulXxJbI@OFCtNuiZCR>
zT8NU95~P4B@^etuXwCkH7bA(;M(0r=!9X>f<2=0~_p;X4Y_eo*k%DhmZKbY*O~P<X
zOq+*wo#)<NpVHhxNguEU?M{zP;rZj>k>QGhmdfBD;!VqP-J>BNb*ypY>{yemqilS=
zTjCg~boHsbrXPODJtUZf-5FMt)AAh`P(#uHUg|~fG>1~}fwQppC0P)*bdiarP@g9|
zc7DE(@ot61blNEIOOjAGU`68)@6E@HfK)h?oz+)eiv0Y7?|vK9+C~I_>j)H#dgl^W
z4;HHH4i(Of5b_~lI_vHEGQnIFr@r@5Id~z51*L*Wg?45ER*!*H(MoMAdH@Ge`1R1_
z2Xw6Zc*&e-9Os2iLNK1J0;v%v-k>^;WMUeu9<~4AP-`A>a}lI$$uxuj2f5I^vz411
zb`C})_7dy8zn@|(wZBn+X2^Fqg@8)6@D3}!XJoNVskk4Rb|9USde1njtJ^m_F~dqT
znmoy3HC>xx^-eJ%<exI;1vY=f@%}(cWx{zsbhQa43d-l6!q)6dB|z^(X;$Ttd229k
z?n14R^f9aOsC5#qTlK>?C#k|N{wkef^V2-4Oq8SE2_eww@>ob_!A}&hcv1dq2`)H^
z5Ay8PF*gV~$Wlr4&TAM9;u`vgA2HMos6OZ9*vB9T=c)UbszF+=VM$K27V)L9n}&U;
z)-ZcdyYgW%@>m7bKcq{({RD_IbZ=hJ?~DNBA*8k~!ui*|q|oViP*`=AlGMlc;)HfL
zmMQq!Q}Gjo_EEY7?485^JbS_k14R0h;B48aT19m$p-@G1Z`i|MKXfE*gwm3nio{Zh
zy;e6oFzAT&J3BMyUORJpOXW|46|?VoSSVz1aODQ)Vj&qv2*$;<mGZY?!4aJ*HSYEa
z^;?U15=f^$dzzOc%=>|03qZZqlY(&x1;BoAXcBaNy|p`GP6dx}7zPL5`+Zqgpss@a
zHYX<2`k?{0dPMmlc&JidFul{o#9+#-3Q_sB*lQ|u+j2CQ&@uAQ2IdbY(Vwj$E(4D5
z$vER>OZ)1X4y?l17TKzYDrxSYT&`xx*4!%=<|}?Ahn*E0ZtmjdM+XWp|IipQ>#9w>
zR7iN3O17mua_(T3X`@g6fw$vNv&=lVTUg6NZ>5*u`=Z?Spmb0Vo%s24wCLPe!BO|7
z@6Z{`v(JgeYQi-s+K2z>DEynp0FAt;-rDXustNzsekR)=#N!|Sm6)@QkrTw$<`0-e
z!Ors0*4hAK^9K|GLLm`Rn?LZ576tH6`rp?-V2Q0W6rO^XV`k%kZvL!X9MJv$s1BM1
zWczc7A~a<Cd&vIx5cDV1q4?uNK|!v+IQd)Q|B@-T|HPCC@Gr8QY+Qd)1_6OkznPhf
zo0|;;Wk7`WPcHkP1sZa)a&becF>`Z3v!S_i6n}v<|4#J}YySe(e^&3`sDeQ3z(3SD
zIaqoA@bpiq{%MGRf$Bf2_g|FtPqY6ERR4Qf+5SoU|NmMTdXoN)>Zd=5o5SC9jg3Xg
z+`t%OV+KVs|4V4{@7aGTCL6Sft-~LM<KX6D<^oZ$0fEfyZ2w3B*}0iHp{G~W%?WyH
zwJ4k%oK61P{0EJM>fs-~hZ_C=uipJjh$;sg*FQiP5ZnJ8b@@AL_)$dp?||ul#903@
z`ws+_ofE{x@gK2;m-&}9z-uWnNihHn6mQXo{s1rQ08LRhh$#RdD+{29qAth)1UMJ~
z0yOpqhLM7U`z!nll2Lg5xA>og0u})N?_~fA*#91f?t>l~lmh_NM87NoL;%Q$h)9SC
z$Vf;?C@9FN=s2&?(a_KdvEN|gkP?xTK|k3<LP5p+p5h%NB?$>F7ab!j5Cj5|zvtoO
zW&<;`gV_F50)v8rf{unx@ah!-+gp;iZ2$7|(gDCihAD={goAkpfW?A=!-9F~29QHJ
zMS!-%pT_w60s{*NkAR4TjDm^=El~d&01E>L2MZ5}fB+8_7seZ!4}ix)z<vu9LVTlO
zfb`BDhs{4W7nxGHrW03j;*^Tr&>;W?6%U_)kcgV*JuMwQh=Y@ho9BbbM^Q0x2}vm>
zWffI5bq!4;V-r&|bBKkble3Gfo4ZHg=PyCQA)#S$@d=4Z$tkI6dHDr}Ma3nhW#4M+
z>KhurH#Pt4>h9_7>mL}LoSL4Qotyu)u)eXmwY{_ZdvE{j{NnQJ`sViT{*PQR0Jy)2
z^>32>C%Leoa>2sG!@(o{kqZXa6}rM<!6Uo{B4P_EAQ{-ddB^6Dj3XSIThoa`$*y>c
zYv?e6ibn-nr#|~5+Fz3W&jbtjKa%X<1p9Zn769l_#e~Iz!vY8Z&eZ*S?+g^8xPUuJ
z(uFZr;eI~XuOzSCObxdOcKyTw%8HA9m|)ub86u5^t!67SlSjBx)q!W{X)N^>qPphx
zX<c4v>GEWWaGb_31qK&JIk+>VXj*X3f*%I%)g_;CkM*gMyBx==Tq#+f=-GHG*mDoE
zFIg=0ZdsCF0HH;kUn+ga+rPd5*4p%*X<B~N3+%9NnHojC66vudMbh~V7AS}2!Dp{4
zya0X*R6)!BNu#$v%8J(qJ0xf%K_V~<EwV8!`=0fQ+MfYKFM#eT%wXro7eGIp+6$lq
z#rHNX8-lS}%hn9nCnaoGa1LCZtQS}(K0^{XqnLRCoFYOA*HpoEf@7rL^s#aFiWAUx
z)!cmDSN#nA;tbF_l6sqGwDY-t>jm%y)cu|3J^xon1@>hc%ou#W8)sZJZOKO={E`71
zhTcRu$a1EnhPs#k8y*;mOYX0C=iSwYYJ_`gIW5wj^UO%`yj}D|+x_XW*D)^D#~7@l
zF1nnj&)H?>vA3&Ts_Tr*8REWX1OzqN-`DIu#|YgVeTRuig}8wCIXlZ~rw5LPsq`a^
zvV6yWa1a;rvesCuyO()lDdC}hwI4Sv4G_uYE9>eP{_vpm{p(l-7`u0Dz0yAek;uzB
zx(wRX<u34&?^Ay9h8o?@8ndC<Vw&GOkYBmjm3zBjFephzj&u?F!+b)JTh$!xapHK#
zm?Ieh)1mZuu)`8=OVy5jg_k&lMFJglr!@8LZOcn}m2nY;d{vd)#*)v{J)(eu1YCqp
zT``-sB%47s_KlNoztj{J*!y9lut|W1&jNp)zg~?hGD=p~danAW1e3#b28D1VLAB5c
zL<zQYRK&_SyH|#g56$766FMv%T~)wyVymRUb?mfwR)F@NNyo3$k4cD=-Hnt36F&jA
z&xO`5d+b@uN1RDm^CcOhYp}$m$vQASE{8@`vDV}<_tJhu#P`6qQC*-8eg^7%-z+Y&
z@2G56OHc%+*U}T0PIVY5G>Q<*dtG-Q!cf7u;`KeOX1!85-P33lHGt4!GXQ<lI0g{G
zS@u(WWh=3j8ozGkKh?BMtvpDjJ&O?4`oDAPBn!@-zMtWHm8VCzkm5T7gc0IvFw3?R
z*DMuD)QKmg8Rciwq<#<2i2)qHI*{9`TR&|NA)*~L_Xriv33|<mNh)+qudptUMSkbM
zPkysDXJtaB({HQv9+X(~0zeK9c>(-JD)C+8DfazIz9DcAqxS+>4Qn%ZeYeBfpU=P1
z&==S$<-3F6{Q~fL0o-4<p9Z-lKl{11-yHfzs?`PCHHB~&KjYSc@i&xS0IUorJ>s|1
zft~y`FMu4<-KSH5-t4-7eTG`hAAFWpZVcVOUH~z;Cr{_?n@X7Qx9QJ*YVEhXF92NO
z3XBaPfMD%eCAtDH>d07C;Da?I27AVqFa7bGPJY^hr!Q{a0J;}IkE(bW_-*C<9^&<Z
z<oBSJWj}X~m=gH4H$m^?kJJq<gq4?5D`=*8V#MPwUjRhIDck7>s$DyjQ5&W0BAp{{
zSELg&*z_s|g(Rv7Q9T43N%8dxl%gyId10zBb&6NTFv21*9V4KOEXc5@5}mdSDs);g
z5ji9rZ8V;rc3n|{^`7{j+t?)W63q%$z%Erb<*?fBTA#}hVSGI9&rWpNDhnKVic6wN
zS$QvJ%dl%+y>GhW%w;OdErv8N=k<nrRJ4jYeC;3;I<`Z8UkZmbS$iFYR8{EK{^ilK
z#N1&)Ye}B*UfVNa@l7m&0~#AfANbj){$%{tSK<2?Q-7xIFj4dfn)QTpOu0>@vnnIB
z(9d)Wiro8(UJEEWIZ+xX8arPMLn6<_)Q!&_`=;uJu-&UjtR#7s)^64=dU<EZ;y_IJ
z{ok|9Piz9Smj#Gxq8>5V9}kdqv=#@*GwDATkl1i{-tZk{DP6}q2<8tpUAU$U0Dykl
z8OBbyN`px{y)qB=nh&6AuL;TXtT4|h6R#3@T%IkpG!N~sE$c^eH{!E+mJGj+3gUq+
zB5xH%T>5V+ms{mGUSmGWJCpd%byo2-A}~{0nPIaCM7kKe+^f|j{bUc^5yzm}OO6f$
zi@pGaj>Ml|0BMjj@eohTg=pxII7e1jSj5H;0R#D(;dIkLxBPCMt0(C{g`%IavtPde
z#yz3R*Ab|36c&z?iOd`*n`YL-{|>5x*ZD61-w`n{`3>@W45<F!&f4P=!zmo*&YL$m
zZ@d6r3+F$-Z}#KQv&k+rEGRR^ZoluNil{MkJjiOjNUJFMjvt<-jFDAT+DC`^BYOCQ
zS-so$Qq97sL3@byGJ(B+fV`LLY~otuY~4lK2z6y<0fYWNbR?CA4@mB6@SD4z5=^3U
z${CFm)~aVzIK0El8Sj+i90wfG>us4yaLev{1J0pIE|!|T<{Sh>QH#`v=n675R<cJp
z_A-PON;6@keR4F>VOXd6;*R5Lc%quMtd8f-)Q!S=j00qbIg}uq`MvNysFkO9aj7WT
zWNUG$Z)<t6wQ}HtV;8K?&HEjaXJ=tqONEAX1`=!Y4)~AcY%q(ZV|P8E)l`>#BBN|p
zV=%%u%u=$TCQ`A{`Egb7fx@jo**@Y?U3t0z6<dGa&%IwXDoawYmdd>fpa7C{C7RZ0
zRQq}>sg`WkGOvW#7WnJ}LqPMMl*RhwmrkKMvl?o}jfTK4p0$We+|V;|P2a<iOIjl?
zt`Avw$bw+f4x7tSH{86hzp%SBwD0aDPkQM`n#03O48eEb^6Zze5j>;6@MA#IjO}$S
zTTUv!p?vXCPq_NcV|1rhfLl`=!4eB^5vY$w6oDx;$De4^ZbUF1&wj{xEEW@l3fRmN
zggftX!kdJ#+vOQN^;AIwHnSX0lSJ68W${oJO27YA_$4=iPK<!3lRN~hc>UWJlPUDX
zxrLXHUwR-*tWorWbR)C?HNTWssDo6J<HEL^_&^W)7OEzyQ#-3>^dDne-YPD>rdxZ6
zx;lPUxYsOK4=I_~?6GvZDC^hX98u+d+x{csR9*%nallLAR4(1b+O-lgQJ9`r_pRsk
zPvEirzI+jXP-VukiDG)tZjiLm_rP`pdFKOJX>OHThFWh#1n&Lv_k%+bt|bw>{KkrJ
z_6yFm%uP&n@U9QD86i=9q!7v=ZXpGHq|&l%8&#5CBb!?=QRFcJdb!zIF6;CJWBwQJ
zn;sF$YTm>SKH&VU>moUL;yO<LJn#NXc$N?IyChEYE%7BnIpiDM-$ZS@r^n%x0w+{o
zGDk5-yW=Du?RCx2Y?4^zMfxUxFsLszV|>ope1ehKou11L_*F|(NNgXCl8<#>ztnAi
zST8&adFQtECBi0kp{vrvmwq{J8uOJ{ObqPu@W_~TxjJ$rc8w{Z<bAx>Y;D*_5r^()
ziaDlZn!pFciyJoR$1*B9v`hN<fKk((8`hrBfn4o3SM9wedYn&Er`MLL#4iA{5>Y2%
zhIk{+dJf-pnmOO!Ku>6IPJe`mhdNKZ0D$4EKTV+~evquGuuo8kxT%xWw{K7FaHevC
zv#q!KjI#x5OTtfjjpWGa=9+!2^nBMuUI39M=niabA0D8uB0g({bloY!tkQ}J@bd`(
zrIS)<Yn9!ybp<X6+aApvpZ?Gp_U$)(fLfaN+gV*;6bA7ziQUR)MgLI&77q)Y#qne(
zi>gqLv3s=Dzf~>;7Kh$w8omHt0I<Z5meisWFqaj43B0H~&9~7y4A8en1<jtb^d2o5
zD#|UIqoSQH`SV>Fnc24`?GB5PC@JE&?^R4llv7@H9s`x=S+^~^A~Huwq#M{;k4q#C
z-8sN#1ceDCcJsJ!*dB8u%FQ<K^C}GL6gML5HI~W|%|~cxi|y5&NlOt}ESO<Y?ZHZ-
zBvUZ#q6GQ4A0p^F33g#)JWN}BgIrKNH(Vik*gd3mh0~Qn{e4#z=2O>k)dh!@_7<&V
z;y9POJbOBG5neF-DaO-IJ?!(l%sGx&_a15p{riyFe0q6h8EQg?B6Zb%D)coE)$Qoe
z`X{hBZd8?5`A;eocD5J{M4T<7TS2&b{c^8XV{(g|Y=2$cT5tZ%?weEL<0%4b_%dX{
z{2lwOtu;@>Z$A<T>xUy5dR^6Cr+6tDINDU5hY#q-8hZC}^K@$82S#8d&N63P+oXJ?
zmb?>B>yh_ClqWb*o7w=)t$=30AI3E~>ZDebWIKrEFx=kO&Na}@sV#hjH<cz9<VJx{
zAr==JdjV)R|2Aa}ZUKqPpl^TGxQNhnse-e&8gBa>l?Y0+K0H0M`MrFDdO&nd(MsvL
z?V*(RjQjA5R7{d!@9OK1&n-lbl+lfoRYoQ>G`(kwE6v}61)Qeat;2b`jEa}`<{s&a
zuHj;n;3&2*EUR8AI^o8#l_T)=%a{@LN`l5}`(FUggwfUImcF*xDQ$d7MbFdqaHv#d
zYieq9^w&V;cV^x}hHQ8#*Kc4lP+J!=7#)M)xO?e*>#T!M2X4`o!8$fQp2(>|y^a$?
zj}|mF8CzBymCg)azC%K{s8HB4q<8N9p7?CJ3wcc#kB+o-vzHWw^`>8b`wv4&GpESp
z0HGHE49D+w+xq1=a)Am;y@lAZ)WFrSjdD4qWMJMmRUQ_!14TEp9!;Nu!hprWHZxMS
zA0Dr=>I;V4`JVmhsa$!}EYXrt=q0l>&`7v>u8<bKjXb6DoR7MiB`Q73g7)#`zQ<wz
z>h)21UtCI7A5lFSH$D4idj@~5$JeygfF#91+Mz4xvY(q=b8d>`K}YvyAW~|TYeix_
zn|;-M_Y8L!Et3^4oP%V`=ZO7oBP;nD3uwOKHos-75VRnMNwM?oz98yLn0R&Hs}0SN
zg2@vqrWmEe-4l$I{;y2rKX1%>Zir^{Athb!NE;wd>7Vr@@a|k`DeMrv@2BtedM(lT
zI9FB<B-`WE^RZIjxmDk;k*9VJkXj6RSx;gL{33#$pmq}9&C4Vr>0AL#Gii<k4aoV5
zOf6eC8hy_j_9nRMK0T?P$&uxsP!CbOjPl|&r-#?47I&;{WjKDb^WP|6oA}wyC*fWI
z*vn3Do_?*9Kk(7rj^u-E2`8N6qPnwJ#V{M+3HoYgm-XA?I?P?4giy8EvUE02X&h72
z5OZbU!eRMqjf<BI5H()wY+!R)$AS9!gLiryWY5%o9y=^Bw`Vv%D82yB_M@Nif<NE&
z1z#Plv|ExtdSuUJ8~S`34baljPY-VyLA|oJj!p~3nW&3P-1Q?aCS~Y*rhXKT@4;fq
z$})L)<8!XTiHl8^?z@cpTV$gzXoDxX>wbcJ(|Ph)??4`R@W6-uwBjoH*X1gjuh~#y
z&tQMpP*lD-{A)2GLb9fcx5Co78D&j2ZteVCI8HpImJ_nGS>pHYk3n?p7E|rJ+0P=l
zRWmzg!%+azCGPip9mNFcw+f3>+Z-!T4Smn<*$-=qPYqKf44Aio{QV0IWA_(8EZ5_?
z@59zq(&+Zs5Pa}6tYzDSb5*{NaLnqWNBg$?{srko-!Dj`uFH;p0L=7dmH3R?B&dfz
zLiDqN|0X<HV)Rp?74V_K){sF;fIuo~;|+-e?WY#wNG)?x;GPc1y|gc>*ZEy4<Mm=4
zFE1{I6q*2)*J8~8&n03tM!W;`sfMb=r&rcmxAF4Q0yLh4g|UQbJgR~y@Vk&pfPIf7
zOQ;j%ayDd7uF<CBsn9TbTYD?=*YYB4#x|#nVU+6rf@y10%*T01`lIMaCT7&*bE?G*
zV`fV$U8+$TyS5EPIM#!M*`n|7CPK2nwHW-`{o+FYi{Q1`sSK>yEH>qtG@`t$B1R(P
zNn8kL7qOF>A<DIiuKJU}hncWGsX8mU3V!w4yWl}>qbQhxn*rQx_bP360&8ki_NIn&
z6#iD&kyZaOU5}}cp9=K%@uyN!Y$T)`)E^w|_%p(GO2ad*O=F8<^O<w4vA;yEjG3Jl
zXd(A~-#R;JIV;QWhUJW<no>yhCy)pLV1jWw4}ObF6>@B+*+$FPNM^?wySY&CcWl+%
zP?1|iSu5@z^ChFe(-Fls6GUl6D@>hz<@@@OkQb>%YAdGZX8MhDTyj8hJ$ByigMI+-
zn=GGt!%Zo1y*kKbc(~&ubrAHUQC0jdcZ+av@59C?>Qn2=a}F+geIBjH!)BxCm4Ce{
z#&fE$X0+))ixKLZ{UYqZ8|_igS&B1pe4%7N^ws-piVzC9&{sW`6DlM){$^tskNV*7
zTmSdl!2%B-r|0GN58)4rZ)dq)0Bz8jPCf^Kn|N+;eYHyG`6A?Om20!K?$U_eQSmOz
z^nT4{U!2hJC(geBEQDH~q_HxtiW-Ws_K2&-=Q2MqJ2-HKOA;*bC1%~=1MlML$Z5eC
z>^jD2&T)HKdfJe)5Hi)z<g7LXgac$5SCtM5a4X(rJj`#CT^tI0aCXyNK9{yN88yN|
z2dYLruD@mxS+zL|Pp!8VZ@3>*oo?BK6|7gj4Ze=-h>bY)@R-qYT-OWt;w_Lbv*5&{
z&LFs;()w%#>k{baE%CUQrt)+hZcjB!RCtL=gS$Y-nGDGK;W%6GEP%J)+?&Xm>Fe#t
zS2urwHFy#D-2sW)%14<I)Eqw=4JJV6f>i@=d`)F^>xNp6RTbyD5=ma2<f$<8NqkCn
z64#Ar1J)f;wrjTyLh(m*MHD6^b&_nIEBCsT7O59NNYM+xIQs731rRlHNJG+JqB%~2
zobg1KqKh%n{&b}l6bBq`ePAO01$E2$<ex5N4R%QSbDPN~G9K!!%=u}XPM5ncAQPg^
zCa5xHS^$!>vB{k0!RTj?#-|JMYi+#?C@l6?g$VcEv47o6>ZI?_xidso?4c=gv&~iT
zg?3h9DQB@a(^5<qaleBq&O*);eczv>CiZ;4tskGLd{8MqV>8TaU<YsZ!JUsdH>-7@
zyfOD7(ZQ5$iCUR)J+FT2o3eE-Udj;x`p$ln^;OgaLaxsBP^;>zn(EbG>|C{v-yE(t
z#KZOetG_b&IBL+QQfo8ZXy(=p_yr&}nKn48@Fj4Fziei5(b9*kp|;WQmRK$`Ut5xK
zE)Fl|{uGfvkp*?aXC~{b51AX&hgCiQ7@oEWUtK<)l1hFOHxsAD@FA@qlC#J|wH4#~
z$du!;Ssvt4)vIW&vfE2y96BVT_AR3--{5?<yY!Fl9H+MXDj+PuS4?P~E7U}V%k?A6
zgLf5FScgg>alk$R$@}7V5BqYO8{oG1mlzR}(}M(~>Bf;~%Bx2@;IZ!qucPN!AjQ@o
z)S6Pg06s+9Rf*BK;$J-Ov0oJ|(Y_BW2L^M4!`SR!0CPn)`JltM57AWzlFuH{kLn;9
z-*5h=9kcJdDze!-5i_SBcJUphYpa`Fxl9kPV88}r?TMYp{b(xrJ;q%GpUEEe<e?;O
z^a7ZX%r4$mh!>5)Tz!UGaUz|Su5(;Gh@%Xnz-shhvMVXl7Cql|YK|*4ci#&@UCEW)
zx9}}k(bOMf-~~VvpM4H#$_M$m*l|BQEwAie6fE~}*^L0tqgVJ4h@YZ&W%@7k>wz$o
zs}}|R_nuSkMe+V=fCSDD&WH9NB?yC9z3o>oN@_cK2uKHdq$Y_y4d{5RU`Pyj2shik
zVh?6(%2h;h;jKkrHPxk^4B74kQ6#k^x7H}GC^q?m+<7)?kI5uINgPi}Qhp;Oh;O>>
zN2<gjlXqCs$5PYIl{i{V3cyQKV^lXHiCseECb;Y)1;W26*IfjEcW#V$j93)mCIQ~p
z!iwi*>w}vH29_53t8i;HV88luj~!3@UtkRk+>>|vAQmol9;0b}G;KBr80J^F8q@Zi
zIw@57oa9Wq`(=z5NjIw%vv{^7=I(+SOLxN%oim4o+%bB4rRcW{f(9P#4%1HUKq3J-
zki@=^e<#zCs<xMjvPp?>U%N!5&j!GAU2<HDKCm+y$NjtsOL;}&bnl4@ouzD;99_le
zcR^IUqI@wazrum=G_y*yeC%=l7rS#QyO4aUjLpX<`UeR6k_9J_(VXZMlTPh6p+;vl
z3WGmeieeG9|BUooZ!iYRavU()hRv6#HThY20{6}&eCNv;3<i>INAxXzJ--4@rO;Fr
zb>Jv{?zaLOxs|}nfyaIE3(6*-RH2DBEHC*v{n3xq_GyZim>@}#T4tpFFxK`;@ij{p
z1tWxE%F&e?=3%ljHXl9T3TvtS@ET_79B=NioE|1|V#J8o9!lRBCc|a5hqR*d;_dS7
z$_VNlWk+b-ay0;T^<)r72{qC*?J0IK_q?A}dFg2~69)6z6KPU(A=;CQrV%@_BDK;B
z>0;}GUq3`l(G~!I<;6F?0CeNR{jX;n`B^r*Jbqo)3G~m&E;MBmkhocD^Cy|z5uL4{
z5wY(;zP(Q&o8%TqEpedNijy7b5V%+n8GC<1RF!s>G{;W55bsO_Vb`Q#fN};}ntXjP
z1=*7wt4BsMBfzO!S(>ydf{j0t>??d*khdwJeIdQLk}kV^Rq*z%=ryz_LcpJpwI{cf
zH42yIh34bmL3uxu9igaUHeaG=b1T}(@{4^7N-s^#PlN5M721<omTdMTP2*CM+(>Ws
ztA3iET&25LG)<2`x*dNzs+E}o?C<p;DyhAjyJM7G{vKl|_QBH#yit^$LbZ>qR0pGR
z#>O;wBEXFN^Gw%;`GzApw#nLV<kbWt+w}pNRuS*+ysuR5tAiez9ji^^2LEX@xb_N8
zG=Frf-#uACfB*4o@KxCbF7pl<KDPj;RNx{v=|R#?=nX0L0RnwN&;kti?%ds<Yw}Ja
zjiQgsCSQ$An#d1-s@K4)5{)i&M@4*Q_t=E(MSB2-_{vo;y_hk@XH%6imMr;tGn>Z;
zr8JpS_QuH)(I%SMf_SEYVKn_oP>`4rC3$L_&2F}QZyD%I(}|FS7L6asaN0D04x4L1
zdzZ2?=iXT$Qo7>MT2b=NlXggD69KqHAX{@#132TrKAEu{GQcw?=Yb0Dn5jwjZjfKm
z#c(gZPzLSZQOVtnXpeZLxVl*wUm9JALAX%a7z}Ngq0X~g(S-i@dns!iWFPYpwlDy6
z%atZG&Kq60lb*&d7_6`m2b}?MV<Jsv^2r=6$Q&F&mXMkc3Rw3alZiulq;r(X^J}`k
z+tVHk@AcxTL^tEKhGLLud(l!mU_;-Hw7KtN_ixUij+pIf6;XD#CFPEE{&S)O`wM_+
z_24E_jpnO%0Q0fXZ<_e%e4<Lr`KVqsbRxQ@{Ip!OENB2quz+h+GS7d!%7FtZev-!l
zn1(?{eG(GX>-v;DCnVFbV6zg2r@rw)f>J2*L8%3ZiDCF4(|E9wqwHH9%n=$0PhMf}
zlJ=x&m`t>0t~R^u2s0gBZV-fBI!s0pw+mEU$QkF4HUQqbUYlmf*OP;v(CWWFd8<HQ
zsm3Qz^0;rG5!IRn)D2&g$K7lAfTL;MZ9yGoW|Z}r<n^kY{jC}zm&7vh`pmYeyH!K7
z%kLfaC8NmV#`bk(=>`IH^ym6Z=86JMi%)lFU+6oqVMw29Rx8|#YS$zUH3}LC>3^Xe
z=xUZ#nYv8p7EW}@aJ|0ermPSOYXmF)M8~F6j2!h;mh$hNfv>5E9h}JwsgVwht}xex
zOfE&o64pLVWbs*6HQj1db>$CvG3om<@LOTYk-2s3YlzEunDI|HO-N;=HSOMl42#ni
zB;*L?H$ITdR|pG{S~R{bY9yA9p8_Q)VL5cf3N-LkFwS}hkPa{Vm0#@{B!4&I>lq;|
z0I3P#k*3krZSEZjBG5os&5QiBC#O(y$RIG(Tp%UMT)^Q}8F;Ez5KUTkgo((n?vH8!
z_H7_21tS!sY0$=I0(k%QP-EG|yu-UXxj*xLLO3Wn((ViQ-O`&&Zl8yaya;(f?GG{g
z4nw7_O_V%7Hgs@CMLR9);#t533T72ZzW{Poyyj|f^ML43OD7YSgBNB4`IWZ@+EVn<
zOQb6prG;@EK`P{;BshZF3=(-g4;u)VqG`<Ar_$7d5gaBY1IHs-aC9qDO<~CZSwc4x
z&eG&@0dKgZ?AQ;&q7-cxQNp6hNwiRL{(vx<FhhJ0RD=YKb*Py&&k>$fkW6EQ30w^D
z3~MixM47JWJ`8`;FbhG3!FlpT54=@*6T^lnp!pm8rT{u~T$0OS%aMU;Q%3bDrF;t9
z6}8%ahbnHG^7066@ks9cp3;vj>-FXfW!M}W%sSUj((;n1C6KUAj<MI)tVvanHPuW(
zOB~a&grNg#acN%>218zAPo2y}4g`4K*KV`%!7(tp@|D+cx>7S=cV;xhSyga?E^*2`
zZB_wS0^7bq`*8^MFG1lxaMtF+4_{RjM}Rg!+1Sr9s1JOzJFiBKPNthrV2qyo4M4EV
zVUb@Gv1e(2|Elp?dC2A9o5ZLQWgeH6H&hze09zXnlbk-Y5q?zP4aqU|%}WP2zW$T%
z9%@pQ4RJCFim3xgg$^DWR$yP!tf<Iu>}c>2cY#!hR1x-m-C1sh#I+{o<?7Kr%}fos
zo*Yj(>W>@7Zr=ba?uKoF(Y>w5`}je^B>I<C3UfvQOk%UNS`J@@l5GhUVHCx!sy4OF
zLaec*!I1L|lG%i!6H|lG!orDR1?j--3g+H}D2A^WL)TPCzCSBwv`iL}pX7@R<<qXJ
zPnK#vpV-gy*O@}imKHWQ5u3eaniRmre1tuXCkN>hUF&2NEzHuSqN1Z>C0wba%p+vF
z!?pTAa^yYVsCUUuW`{G*$h2v!c7EtaD%9AS#!}WwH>ZmNyhj$AeDNG}4_2=>R`22F
z6c(DIaiBxs#CqhHYkzh`Vut+6W?8Q0YSg=0k$*y-aa7dFz8uOE*oErvZ?W>EogX1T
z(7*D6l-R}G%3j~gOt~tWh65h|1aW>)V-*)Q-9cNl69$5Dl!RXF_a$7(Wk7Fw*g?q9
zD=uvglFM(pR%qd!xbGMv<dM|WtoUhCa^B`UDX4OE&?=#J8sH7J<2w=KFe6NC$!SOi
zi*5D$<ft?OOaf~9>oz-X$-Ge?MO=ll(tmjK99j<1yD?WX6+jG9H)H+Lh1UHae%-I3
zd%`VLcPl!-HP)dkkyctA_BFz;%G^QJ-*?%p8kuSr2|Q9y)=Y)SzxCUsj8FrvkxD&Z
z^9e7QK@6gBRBT+|j;;renSedh#*>rZio@~jw7JxC$!UMRp`BJz`xviH=1whtI_uu4
zKMx2zkcku4N#^duC4STTdbuX-XK!3BXsZ=Vqpp%oEe~^7>G!=h=YsKh{|Us>VaIZB
zd_!`I@O+~Ei?s1WU|7fZ=2#;WU2P}+M09Jmy@^G6XU1}ZyEm?bIZkDvTntMVY!(YY
zdWPup>OPkl`H#vWZD00KHR~;|Il-TE^IzdeP-Z*8%?0l1;Kmgv<Olk>^IuNYHf1EU
zO<&x#^4eQ+_7YNL5KY#NV;LARSgQ;H-&Yg9zw<F{ao-3H(qQ9Ri)vMF!-1mljbNFW
z#N}ehwrPuDtJHeCE8%@s{)DBul#&O@MKM8nZSa|HB1U-0FZBX4m5!P)tvd29hS~<?
zy+l=oTU9J!57pK1E4Wg(DUGIq&Su&IGS(axxK-N&4L(fL7JuCep6`@n7KatF2V;eF
zkI#uEinDGrIxfSlCgOTOOO`ZbEeCifnpp{YT*Rt?7_VN#Nz3ky5Pz|%SEE#zPA$mu
zBZc+=It$pHh)G3brSBMH^@K$`@fnk(!KM+=D<?c5)X;r`-HA)@&j+a^K+Qe$kF=~)
zo^mGt7{GCIe`@;#b5IPm)?vs*azEnzuMr0Xj``fCpD7{a49nz~L)q@oCpX3;)p$y6
zT)i6(0=q}$$tuNlQ%BUy01;=|9#?rY5%px4Bok@+1AAjr+1rxe?};j{t$49*aF(EV
zv5+NI^5%$V4&wHtugfkGQ`SVD0Xy7XWovOrlsqp0)KL}2NfD{7UpM5LgqtsbD#efj
zia<nSl0@w^NL|yx*7wUh`h>;bBn9p`W&+P;sZ2$b2^5#Tg9(}vf#jxC&Ud*lfCJ?V
z>1qv}+CC2fIIY(di>Zv`8NOo;CtLImu>fGPpihJQa{}E^wFUvnX6|EYF@NxRWe63#
z*DRLr8g!I(!yHTSbzpI?;|o9zI+7AvJjUEP=;%(^yPhUIPbe_jxFprS|21!(mm{F@
zc|hgZhS?fdCduXC`?`q6$EHVA<>t7s7QuWM<E&I9O78x>>?$ca_K2-}<pJM!0~FHI
zs*HDxr%1L%o|pz|je4y5PD3AeNi<<0o}Rxd0{Vx>azJ>5y+V(cADK(zx}^QErk+rI
ze<sir@T*Q4sKB3FBi(*FxE9%FyTLqR*`agPG_ma!pMOi`f;TAnL~Cw~i6kFk_M9>8
zdsweKsWq=EW~MOytQ;KGM6RF~nRq~gCYy8BP4EKv1?iG+rf0W;ddk{zzL!KklX`=c
zT<r>Sn?)8cfO+Pc^M!ujqfqEMv7N817OIaIxaw*DnOv8A?*DPiMIe!Y;u7qsa#j8P
z_pEjN3qZ#Aen#?_6kEtNvk+#TxBX;V*-07w9ATQAr}L3yn)YVebYR)3Yp6iYiYI1m
zYwU_tmPYgm<yHyF6+F=%<@DR>*CTjt+d;jG><6*BW+ais`Q1|eUkN1+yK<{UCOJy#
zA1p&j6<FSN#+2}CNN#r=CG`z0R=5*>L2GmJaFc3w_$G<0YL%sxl_=-h!F_M9Bz2fO
zlTH;8I2AU~{Jqo4%-ZdG`ovta@@G&N+?Zw=^OkKg*sNqDkEQ*Dma_UXm&Xd>vFs=}
z^9p2@QNz>g&5&E`WwcF}IHpB|??2amS)t|r*gzoAEz#F_H#U_va$;CfIAU3!AoLJ2
zJk|e``yHvVgI$idysx0V#gWyK{;5Eq4N?kK+$<e)r3tA?HaYO-FvkOR=(HkcA#FGZ
z&zR2mvt#w?6#0!mjQEX%Z&*zmlcnL@PX_&};At9wpU*iBG567^z=tc==?r{!@S&`n
znX%h^(}k(K#`)-0#>2(q{t~;`D(!p3ZwkLcerC(Lm&Z0HWY`U&@Xr(jhwC^hXo82`
zNlzD}VD<qUb<$#INAt+GeH>rRENzqp(sbp%3iWbB@r?NZDutU2`#Esh_s|5Jx?ws`
z2gfYsS*;y@5?osm9bGu%i`$Hy+R7wO>&n~&vkd*{LZ_*6Ym}Ps{*$r0lgYTRvX<5C
z!qUC&VEw9TU(HIl%0j9Eb6xX4?u6W-NK;<=2w@JAqW+|5#5e=SPMD4P2m%9|C>JOJ
z*}kBFCOu6J<`R0PG>1Dro*8nhxZWe$ETss?<AIAk=X2&OPdrm6pTD0sgiXgr;X@j{
z+MK$LOg+Do*o@amU5^s;r)CXRawvE2&)Lkqb9L~xn3;xH=Itfdh?+6Z8L@pG#CpeD
z&8kFjwUe)`Zv7}uy2Sr+o%2I8f(ea5j1UPKCaGJVb$Icudy=&Grhy(abwnxm=*}qd
zK__m#Mw?$8F*X&{@E4LIqPMLkQfH<Yx$AU&C+G)Xo@gk>5oZQcJ<ZS}9}0qRkg_!w
zS=bpBQmMKke;0|pN0*axT=dT{j&R!e<_wqqQ~7wA=(XVP*(1sm{cp+DPbL<;ipC1D
zI?1MnGOH~fi>DSa*K4fe$72Gg^qm>cdj~nEs?xgI3gqNBGrELyhK4DU3-6V=eBB-Z
z5`72qpO%FvS3y}#n{e+rbiJikMkVr_F7ntv(nQpmy&|MSg7-zCxVXKnDkwdKc&YMi
z67q$wa+!Jgwn79cGrN624-zZaT5i_jnbchfA#@LSCs`>cBeJBCOH*1O8xE<y$8JPw
z!R?AIbUYEf_DN(eBDERU6m`%7xA;)E_r~BI_g$37LAWNK66)yp-0d2!C;R9n;(1}k
zCJQ3$+>gSHHLWiXAlnP=_geiiwJ|v<qf`T<06nEnl89Mf^`DwIq8f=JZ$`DfWqBR3
zZc=<Wyg|}8ky+eEPM^?i-U~MpDsB$)+>K7O?2VWPp>x5V-*8tz<i6+y3==^x?`m#B
z@BbG7EkV-0lU&D&@=d1SnU9&CPeMUGee0+79)}go_^bV8o_=gA;CdXba^_Hqp`sl&
z?s5*SE=+1lspNn&UWcsQ%N_X6r#-AbLSi_r4Zvn4v(o@@JxQ($Y4hbQGBzH4IL&uD
z&~vE68gR^rxCOtw`8*Nt+qZ0DzIvKo!d5owXMb#JvFZ|AJ;X-U6zscu85B1If~03B
zBdEq|kM_>94x^?CZ|;P0%NUt9v{-C{SD?uGyK%^^D8}eb&j}I*SD1a(<mGqt2b>&Z
zpzBzA#N^ys6DIi~aCZ6LV=qQ4obm=b<I~o;X-nT%WxbD2k>polz499w+<JqGfS1Q4
zoE|gHUtK=t=I_fzOvwk@l(dVqMV#*~oB@n}e_Dp>%1cW~?&f=MCR2#ETq87}Hr%KO
zBxfBxYwIIl4w8##;<T<*=ljPLnLGl=Jv-K;_<vN5UP+>cB#35LlHnC1JbbQ6`CF02
zH~R-vKWEu&Br}n;Loz-A1cKN+DFB@G{VKk-h1%$Lk)4(t<%i=;+}!d{)SA0@rrp`V
zliWlE61YgER}7Nn3kFgTBLMz2OOBZtJvsZ|O5U8QRE^_iCv-kC+ko79^y`}PINSGZ
z1_J@l`TQ%_A{miKsTJf=0lH$NZXzU)`{aLG@^fgYxY-)g)eWT0Cpr9S$O|{h31Q9x
zl13|z=(`Em0QdE+eFIrd8&WqCg78X>6w8iEo`>oP2R-^#Yi%-lv$+}=*O!%-C+G)%
zr*8PINc@XyDgMa<84eIUgK^0rLvz!TI2o)f&Mq9LkZvyMy?Lm@aL~+>COKexf0I<E
zynuklNcSE#mKdy=)Z6FxtmVM@$iZIaarG=e3aq(eN%_67E64i0dL5rxX3{LP5>awL
z+2@bKuUbL!Zfsy4PDdYwb4rO4Zz!z9@IfGf`PROTb$2$S6|}Oymf?%Dv36BeEJ!)X
z8&vyyRLX~9<A_(gHDr`W(0vBd!10{p(z*`~Xy;aAb#od1&4qw|bLX=3j1kxZGJObM
z=M;P~qYoBHW{ADMofDS1oUSs&=gW^gd7O0_034Cn`V@vZVoP`tVu~;oBOi4}bNtEV
z^(<KBxvQauce@pO>Bi9sZrhgJ0T}2z0ggQfe0vXk_@~4zakYOGF&Oggm&!mob==>X
zC-kpW*6&uwNV&NrVHb>j2|vob4tY$oNh2Jyu_yDcx|&Co97^H|q;3JgJ?g{&$s(g}
z!+g!pBnqq7+O#zE<(!_GP)%Zx8jz|1+iq|d6@DyZk<aw1F@hYa80R?u06vv=KAn43
zu>x$Jyj5wj_lFogam`rVHq~o`>7JgoO3V!Q!k?57c>@i|&%bf)ROF29$Q);%TC*?S
zB=J?tVD0VotsyrV38ES)TL+&?ZfmwOxsyT7EhlPjX@L4ExuY~{1E{3U6a|8cDKkI;
zG~CkmrqTh}qMMps!hk;PGNwN8{OgwSYb2U3x`BZWV!)4Wjtymad*X$^iWcPQdM>Fa
z*-Cl7VS+qw&fmQt&qLCz>iVVTrK4S0jS}oMu`&mHi*N=;ImCqe*O3UdBW8IQhAtb$
z9wYG;?x_u>&CG@vp%)hEB9GqfR8Y#mWB|N^c?UJS1&p`vEOF_YE%(_c7Oe@>qsq5A
zQM=3IBkAo}T6c!^p9>vIU1r@af3#TnO>c0oi4aLP4iEb|{3}<()6G4F<c#FIU9%R>
zNn;cvKbs%K*I%=}H!w!8h3s^_UsHuH{5_+6ovr4WAh1Hrim(Jd{{ZEonMlVW0LC$&
zGx(8fXQ%kadrNC*ty(L1eE4Hcs<IT_j1QDyN_6hE=+pRu-@{s+#;vpM3$j#&5@4Im
zmv=6uNbB-|ax;~D_vM!!2ek3;hwZ#TZzQwU?$A3=k1`^5h6q>C0x(8M#&N}G1<R<l
zZ1Eg64;?y=^xXQKVBmw)eid(2(ysJfPUB9#fWdWbA&x|0pZE|x!5AYQLCE60H^CnX
zmr=8aQ}GkbkxP>WgeMGF)<z$9JYZ)hHN2{%t|b%6r68jZagmXl==>S-z2F0~f9%!i
zUODjp0D&~m2Wt^nL8QT|K?<0nTdnh<-am(S?)}H-US;7O!|g*oLTCQ~9<B2FoY<&}
zq+co5E9_)qjVh#w?-JuODx8!V<B`Wab6h^5I$mmbw*U~5+&gW@%z&O3jN=204%}qd
zXgX6&Fua0ShBlQ(1DMpe;KUL?177A~mrE6A85vWmpsZ<l6lzwM$u+DNt#X#nA(HM*
zklU*f^Dy=V56A0WNx9T+^<T9Q4gq<iJIyZ3{jnoDhjMs3v(#fFk&-fNozo_^dtF}2
z?(Q3Jw%ejdG}#EHB-}wD90SKV>`!{seO}D?zViL1A7>UVZye625<ip_5s|?pFdn!S
z<=4Z`HF;9m7Nmyh8t;hiWwx|}<h+sGeYQz%Bv=r|8tr)aj|#c$qadDp)|7X8-T9Wy
zH2n&DC^kU=j{g9Gx+X&!$^k6wtVYtHE=MN0{UZ77#36OaZJ+Ei#ct9@SuMe2C0`@u
z-SYI^jiav64&c{xS+&QC<XFk4ME3WN{!^n%b`iHr5~%BqqnvY}eDl|(K5Iq*nq_!3
zd)-$47~;|_lIF>!p4skZXoN0_<;c!LVZg`)C>S7g6_an_>*)(y!9JTJLL-da3&G^G
zu_0qt>Rj>i<GAOVwP~wM{i^zb)&9XX%y*3gJO)Iw^CS)t!59FMk$`Yi=OeD2{-dE@
z#RM;?TiMGU&8^heW(HWU<UzIed*c}3at9n%kf~b_E5bG%lSe5kyi!dRs>vjBGP;wJ
ztfv^`wtr4~S1sbE#l@gKHpqWfuDepbk5ts}ukCQq&2Yv%V<mV1^~lHo;Epqc@5y+j
zaXq84P=O@N6USBW_!{(am3i=rP3p*mZ6ltUHo7rZ8MW+soF0FbdVCUG$F2B!-Zw*S
zdh*32QbQZ33OOazp5yW!`SZO-BLp@p&L2-#ZNmpAcOJcu<z9_y%O<tqki!if)Q6^X
zl#i$R?_Mq+_!35v(n#&D^vEqVJKM{R7ecVR3yW5U-Zyn@{MjymXFa-g^fi}#s7nvS
zdp&t>oh2=9(oN(?8*KBi+1R+w8wa1^9;DUZ5bD-?os>xh%1bZW1k$W(#30(hjQt4w
z*!QkeP~83l)FX40x3dbdJFo-hJdz0Kl5%?0Lk`?I>`yt@%(q&3`+I3+ogn)O34Wpc
zl1j%RMqiYZ)6*n&tj`g?q5Yj{r(Iaj6UYpZ@3~n_fVm{FRUJnkDHz@DSGDWSJ?}NS
z;l74hZtYUdZBRIrI=EKc4`GbwxCDEgZ9`PFDdG6x)h+C%wziTvrJ1&f7><penLEEf
zrb;Qd%+R$r6IZ|f#g6yv7Q!2=aAMo21-f;1U8@*q^MimuB$JRhJXAMYhNq-U9mvxy
zo$eJZu9<Hd<iD1#L`)Pe$N7tA1bcQFarman4-ZDNYL=JH4VopTr`ZcjZFHY97H-H2
z^~lcLj&r*oQSrs>;!m(?_PTRD*}9T=W@mXN*i^C30LVQ#`qn(@Phzd1yY`3Fd@9!P
zX(4pIFvKn0Zwi$=b`RmqfCmSl>N?g->GzRow)%s_-)5de97LQmkO|Jrbl~9k#(Hy5
z=)O3&gG9X1b!%&xZJ8Iz7KK%Y7?Zm_N#iZwrrzb6&%_a{+a;7*Y!;TVOXfndPrq&u
zpcqw9qiN4lc_ZGs@c8#eT(MdTRPL@SmGb~67(C<=it_cdxB^c$30Hg=8>1j+a^s)E
zy6cPSF5vRoZ!J%FxF6QJ`Ay3}%9jq8NKOj5`LX_eDdrf+*M9FnryC4?D%MMHE<NjW
zoQWoFt0%XhtNs+8^TT?|>gchHxT29Fic!C7Fd#VtjyjG;aa`N#k;y0eb*Xs(!ICLT
zH{;ZPm3cKAS)z_OWq8>>>q>G*x6|{lGut+4V`oyny3}Wu?)v6SiR8v*cFEvyJ%H>6
z0Q9bMTb4`LLc}bKw0FT7Dt@`eS!=(Up}0{Lov?Uu>MJu*Moo-A0y(I@mKf`slRSaQ
zDtfR7?=k9sJpOc%F)pKznDLW<YQA@X$AgNoXb3GSUBWT6DfKlm8FY-k(aNvLo}7P$
zcHa;DHFteH`lR;qL#BO}SQ6=mJjRm<LId}X!rYEM>x;6uSa0p_E+R{njzI4miMd-I
zqoMU9y?1&)i0(AaLR+aWWV?psfh0k<mQj$bJs1pQpd*Y9Ht7{{9)jWvJ2-5uBUo)<
z8)Ah|O!Xx9W7M(a_ve#FUor9{%`DdmG;2H(2Zh%vPZ;$C9`#sG+prtz1#Xp<ktZeb
z0(ot8Srwd*F@kOSjQ;>2e=%N81{;yoS9kFW_2z46i|#_q-&|l1>s(j^%Raq9u4(Hc
z(Heo$wJaA9?#6d9AXZ9-k@y`AZ$P^vRRiTw{{YthRHB4h2z;<WIbMg`zxdUN_yFdc
z6951w@}(q1-!Te=WD-Uy^a5f|-10#5s<VCL$m7?Vn8}snmB&-^kIeO|v$xDZc#iJD
z#}q^^igJ)i%~E`GlisJBa`pA=RHWPiJ&$^CQC$w-&U?~=Hu2J{Zly^v)~b};STtD8
zB^exZ){68Z?yh9S%^9N<VyfUTG@#RSMri=-@lDMyYHa{6X(*(m0Ywy02dj8vT$AC?
zg<#bL5#CR(Oxtal+C7O6$|NKM_qU!gj1kXKSI5UYjBg$rhaG?8@%sM&-yLb1pMtM-
z?+oa+BTKlq*0kL`qO#%OojljXW<|<}z}^OV-f~6;UEu!!gm(*b4x{3AjZsK-uv3<I
z>I8&vFb66LHRq<DrrMo<i|>Tq0khO^EsPU7tNAg=Nr=r8!~r}K2b!ehRtJOB{{UyC
zyHq3IfQ+mT@rYaS?0%frQ{ulX#F{?8p;)Tj>K4{%b>yP%0EZ5-jCaBwIs4+cZw+g(
z*!Wptykta{<%CnbfX2*`H}MWQ!XBrVIp>o~t)a*?jBga%$rhPscbNA@bM`O{Yse5I
zgTMzlcL$z8UT`s5{uS|D`ZtX2>>gJ-b<T@wOinVZAhV5?zPMZy#|NH+6ue5ws>u$V
zW=nWx@ip8bz}yxvV~jsM5Ef3E>??ms@RMksDt&ubFv%T-tX9GRc#y?lzGEEpUD#fI
zPfC|9EF*tV()8aGNA`=DtQT3b@&)9AHIUmzesYc^R$ak29D%`Ha5Gz474O?T8K&wQ
zgywN`Y#w7a9PMCO0;-@9k&FS`zgqLZ09@T^{tEGTif_nccetavu=Aw}Aw9Va^92Xk
z`__k!5?Q_$X!m+sIEK^glRL(CGDqYXw{e01CvGvoW9}<EH=y=0wNLCz&k)&LTWI<c
z={lX6drOEcjB>6?4V*Rurp5!H=y|SRMYNMoywoja2YhZKJYamT<2e5SfSzj`OP(ux
z%XX4qD8nRsOL2uK<{XjK9OtJV_1XA`d^+X!rY)j^)Z5$0^GNIi$mkh@@yW}P{{R7R
zTI|8rr$V}%x&wopbOmgHdm4JS4u7R&>DTjWa(|*l6pWzfK44MxJ8Ih|u#5n*wQo#a
z9)6h>^b*goN!ha{f~_TW67sOf0N@N`1a=ssaYY<}RB^O-_WeID*{s%+U0m(a8bOY#
z?nnNERVCH62zZ-K5g$e@KbWMmtP|=_)oU%{ZF!CSJI6TycH`gPlskjasLpZQ-mn)|
zo%#DTNAdoo)XAyczbRtOGmN4!0R3wJ0JZR)%KE)aXpOZa7z_tYV;SS8J@~Gp!uPQ0
zR=3)mw&^*M(g>p@0156%2Ltoyc&-XPO6}OJc1-LKAY^0nYVNfC9`{g(L(;y-b^ehn
zNq2V)2g-;XzBduKBX$R0rE=o2_-fGQOqEJ#wEC@<r)>@F!r}{-l2mw;RGeWIM$?7H
zGq`dTo`asFm)G^!H1Qi*t>Z}2VOD$lhlgf5;fkE(lU}`N@Y_YT+-8#Mc42~Kn+G58
z9ChkNTwenCSsXLyRuZrrHN;+FA5Gb>61F0hts9!F^*lEJ0PLPF@XUI%TUxH8Zw&DH
zc4$jT%nsa*#kecMCm%VfAk}ScH9acz-Q*UJ<~NnsCvHH_ImUlKYWglH?d_php;+RL
z1{G023O$8<x#KHSqWH&Eu-k-5%!!knqv6NoSdYT8rHJHBE~Pz989YdcyI{2gf&)nX
zxjDe^R4%+ldvR|(5?mLCW!mVGAlx(1u>{vAH12VO@6xJ$vUFlYFvp?ARPj@4*C&wa
zXYm1&NBc$0<(-+Gx1LGo@bAGSb5SMy4sjg82T`<@13a95Aa&0{SYK~h7i_7=bDnA$
zAx2%%NKbrcHH)m;wZoL?W{k))45S{%c6i1D^VANbJ?g8=e{RJ6^~pHLTEiDN5FB}g
zRhade(0s%;J*rf!S1T@^Q-8}Uki)u+5l7oR#R0Y>AG&%e`uqFUH@vsGPnkBH<eH>N
zUzKDmzL}$#EMJoLXo)eqM#IyPYP_1A(UZ+-Sdep{@+u)YVX{HyFKyp=eGNe@e=nI6
zmXE(ZKMGvPWtpb7ygS$gliRtfOq&jR{VFc}QMs|nrObe`w|k-x$_vIidXJ~2H|-K2
zC?9g3fYp4_!TRQqtXbR|Fb~~5Yf9c0`!eM6=X>+e)@)1W2$TEA6{7BU@VGn<o|M+Y
zC&Gb@4lAtiO2syzJ)6d^1;3i0ju4{-I3MsXx$G;CM&OgrsI5N>YQJakovXB?%9Uic
zZo}qM0sjELh(CpC7hpX-<@+KtAsbly>z*6y#~+1L{?&?WStW##hbmFV3~Z+aAE6ai
zd)AtDjdC%@JvxJ*raw_x&u*pLf)+qG0LPGUNYDG+{Y`XSn=^;;9pm0>45x*G1Zcj%
zbv2pDUMk+TGS9DGxC3dK!jC`?AIhpP-ofcyuX2fEi_4I4^0)J?SWu|voSxO44qE6$
z2-*(g#%o03Mox2_fkFbpxK3M+eQJ%yqOqKn4In%We52nUwFULSRlwwt>sb;zJ8mbM
zO^mfRqdcrhe0z1O-g|S;ze<XVn~a@qrC;LxDdK(oMhWUidaFiFJF!@u$n8<?q@t-Y
zSg{l2Vx;D)N04(<jFFn}!_M)s5=dOq(otOm3q=%Xih2N)QAHpMD5T960L?8XD9s_*
z`tSY`-xZJqo+8rOSML7+#G|Lv_mu1340ww7O%RU~LvMD)mP@O9APXru9axoN(;$vJ
z16^rOI4zO-Q5ht&6&-qm*1UdWYn)es`~W-|d8p6!@3hOPZD(MF9m-geOEYKh{-0dy
zYJLsT^+j<lyF_GS@_8;)JL4OO=uR=uUOJlSN8eof5&XZv(vgrzrRFn}x9~5A>`WnT
z3y35#s*(bhJ9!~M404Eh2a!}Yj}KpJ*SCm;C9=I)5t3OvuPbsCa2zRSB%+a($6D<q
zjOB>xdU2o9qqRg0F5alXHs4Y*fAlJ==q(R7)&3c3y55gxqpkj(rD>M9#jUJQFPV;o
znX#U7ec6j1aaVLt0eFMM+F$m4rn{$4W-?Yg%{`>@{Xil`;PP;KXWF~z?(OZy8G(Fo
zigMM-Yko1dw}se9p;U57!r=Oofu0W?cs`Yk>!=&jp*n{(eem)fTgprMG`n=ScX+?D
z^xq{Nqyuv}X$U6?9u5X^jzJ={;qY#RFCm`#81*ZN?M1X=>J-`#Igqf705iFd&;gEe
zPIjGhs_TWWr?{6-)7botw-QJ&N6Hv{pb}2@9OnT?TG9T})AVRrU_cp<?<JN(UC$h`
zJf5SkPSwjQ$Ds@_D$`Q^r-wX0VGBnFmu`_0osLU|KHIa8prn5f_-^3s8fB^z)Wm`^
ze-y#4QtQOi&22TpMRaY^OEayrvZ3^5#sT`CK9wK#__KJWp5i#vs5xf<9Qq#pM^9S8
z&s}14svho=HST^E_&VZ2BoJO$$PP@F*N>C`0DW$%r{QEtDHfhA*P)NHv#XEk{Hkj|
z6t&hu6m<sx?yiE`_2wH?95?Y3#cHa@v4rsNt2wJ*gqC*K-)fg%zn#eWgF_F^_?0-W
zmfONQ1+}q?;?5h~@bX^9C1xI+@Su7C2e773dLmQ0TpzDW#=6&CQIrk`-fW&fN=~{%
zh7wlX=`D2s01s%}p2JJ9wPVicU{yb+4NWJAVo4)B?P(MfoM&_G{zkYq)R~Uvf0Xtn
zt6$$VR?-wZokmm!&ma;ydy38&i8)x(SSZFfd!D;3-U9->^y`idSNn0<yN2{R&1OB|
zlx|bHDO5U=I)VWorB;&U^T_9~sr-9avbk({jt^5#T}X=YpNkNSskHr0HfN9tE$47g
zb}bk@_5T1{`HJ*u?#hBja=!J(Ymt9y>DSs?s3v4G2V>FK1sn4OeHhYmLgYMqcngiW
zzyOjBK_f=Wcp1;7G`E^V88)^%FZInp_L81e%je#e?j|xtLfvXIcANuEXq^e&Ox#Cm
zKuf<pMrt>2YE8h3ZhdM%Lf*&oq}}*ZoMM?m0ogvZq1jGDbJC;dG`MVM7#^mW4rbl=
zlxNgaHjjFC)7u&E?MMlr2JJLs6*rSHT!`BQWF4oUT0sPa{ol@-P3#&X-kyP<aXcXE
zJxyEM6m!qlny+n$ZHPF_9&t{2M&7knvalpF;%%w7cOIUVTFw`_yM`Fmi@SwTz0PVm
z<lfbL!}^M8z9F!^k$1-w>dvHg&p)L~+*Uni4K_&L6}n~;PZ%Z0KRM~RcgEm<8imL4
zCQ8RKg|a(vbNDe)TDQ7~_J!g?$OKTPBEiUH<DtjhJ$iSldWE>P@b;nQsEkKxEPyJ7
z8<k1U20MYxbz4h_@y25EG=~Rs7H_Zl%{_1dC$}{a<N?ri{V8QXCI<xZisthI=AO9^
zD-7;GrA=`@-1CwL8SO$9irbDj?^%};??ycGc%u3N43D|kvD{C3k2If3P^FFqNkVt0
zVx{tcQR`7RQYZnmQAI0&xuTMmm=9LKH8f`{Rr^%1oE~eYg!yEVGDOr-noQTCoy<j|
zicHdI1)`HQW|#&I6q%&WD~xt&DKkcB8TJ*w#0?rdc-r>nRe2rNe4ANh2WiO}RU;rW
z{&XLS9u|xr^sAKwXLt5(z#Y$BnC+VL-BZH)9;>6=L8WUiWE&R|iQKem%a92qhFpSj
zPI1(ZD;MEcgQeCrIdyGOSn1YMG-(6KS!S3JagL0OjFZrucF3;<PfN49tu9w&dUU@Q
zd@L_w@^0pu)T?>(EwqEkAb`160f;$a@`K2$(EL#FZNhF{e$;gT09(2~zwZIhwImj>
z7HJmR-Za`0KisZcA9=Dd*F8N3dz>pE^Oh8e6+z!F6?ybtnCAz#LGCk)#G$Gh2`9xL
z25lqze%biR5eIXRZL9pNnYGua@jr=;$A;#fMusxicGIyDCK<M5^!e4p3^Bk!4mrnG
zkfM*42$-LdM#aW|05~1#vnAvkzR3h`*dAtQFlQd65dB9T==#cP!}cvb4ll&Ip0^$4
ztXh-;A#or@j7uKvzr<8-^v*JSRwCVL7B=v`^mdoGP`Q>TFoj}I-7U%7c8;HP5I7_P
zJBh6I3+q`D`$y9zS-x_UU9)41FCI=ajOX7ql>Q#Lnmdb2Z6Cwd*38=-7(024Fn1EF
zr0wJk5rbTkYUia+v{W@mDShIk)Z!)$O4<$5Y#wKukQ4?50;6Pd2dCjv>0U0=v?+Bf
z%i!1gjkeUaxAGlVdC7MSN5}!&*XH?2z}?3|{gdLjBZp72)HGWwWdtmCut=U-aL1`X
zc=hgg9&!P!?Q6nbFV!q&x4-cfoVM-3fI`4Ch6O?Her#i(&!uZmk|@TdNmO>(4Yu(=
ziS<;D>TP@MtoUWOwYQB?Na`}-o2Mr%f2BUxNz+B-mzOal(>oTDXIzp=$;V~qjt6S5
zW$@?3mQby{TK%roJ4WkvY<l<nDtli8c&(9N`*%*4aX1p&Hc0GpJx9&|00OM#Coi;b
zPNgbKMX9pW+adkTWv~VloDZ*W{{U4+`h?zDT<u@(r$5T8+xSbwrglfv^q{I0%Xu<4
zC%4`npRF@e@D{aw<wkr_6dqwJRt-O(!6f9!PyYa{R&h<cT+!lbnK#<ec^V{XC6N8~
zg-ez6$pGS(%{0~_ul0t8LHDAINxGGkf4)>_^2fbwT6{Xa)9v?3<6U)9Br+7YZ!Iz3
z<=k^x_P!3eirOWY#TxX7XvjBhf_mh0n%WVk9oflK5ji_V%7FMxM94Lbb)_JMX!Mzo
z1C9?6=kq49EZJqXXTFhHq&`$jELSbHfg6h?Kotx+6VMEIBzBSbQbv+l8(-F64}qKM
zI}9J<^(XVDp9sI(R2_d@*|FKNs7=Yrh5kQH)v}c}vM{|)<Q8|OG~0F9PT184lMJCg
zQMZl5cR}3Ib9y0C)2z@a>Sl&W$L3epkL6Zxycrz!wyN5$slGC(O5HYFE;Gp_^vy({
z4lL3(iFJKgBb5Y;mIna(=f6{&)}G%(KW1QFc$&f`WJSA?{{ZQol+FJDj}-&;teCt<
zZ5`X({fAO2LaG65Iu3cu0u6OG-w$Gz#wmuktgAd>$NFTP6VLa(Jt?-|51B6}4Xx@j
zq->z8UQD3;x##9N>r2}q@@RbRe90C4%yELKv#>zi5Hdi>`Wk_5Su@Tt?Ow;?4}%w)
zmcKpRI?b$6T}Vo!qn1zxe;yX7N$?`|V=mqzwHO?QfzS1;Ria?&HhFK_!-JK{>Dr=w
zl5#Wn4F3S0)$4=c9NUin01`)x^S0Fg0P$Yb)%YCCXD!QX!J084D7I&ko4OtS@OvJ;
zD!sfrhq004<ws+af^kj9ILNNU!+sS10EB|&VusvpQNB&gKpSIb>N)2XEvJX)F-LV5
zg>@^~h6^Iw&K1TFRs(`DS|@TGS~#t}jyh-7u2|@rmZrO`bo;xN2L!_lI3HXNE4Q}r
z?ynq3!@~N49s<bvY=Hg@>&f>9pEvfUsuOW*aS%O2=Kzmv@%ai@u#&lfY4G>N7X^IV
zL1`NtZ=92l_zDJZ(z-n};iit}GpOtL#E?V9XQAB^53yt!{HnZqlOt^?rT1rOBb@tn
zu8&NER@A(;he6e4N8wql-(mj%fwF}I@x?op%8c{iEglQGe4AZT_7!vGnd5lbmmNw4
z$mF-DL0VRt4ZWt(YoaV$d;O7}zwf35*FfGF@g5E|3(`7$=!QpbH{erS!d@Ve3XKB!
zbN<{v{8cN9Lyz%ChIMUX&eT|Gw^Lk0Azg`Xz?CVMCxAFAKkusZd9CKQnn)*&<C-=o
z=)i)E4hTPudxwQB?=<g;;>PX?Ehb9|pUZN&<fa>feLtOZpB3~7WqV&3X=)n6`~f(}
z-Ivt;a6$h7X;1g7s*LQ2nz`m|epOHh1Cv!{eksyEH*?U{XKb3rQo97k6O%ydImf*v
z1E{FD&t~{}t3j-32FBwHf2WP9lgmUpeM;o7(-p1b7>&1rwRy%>{FIFQ?v^lrLPdDi
zgR9(Vy1Y7tsr}?9B?;lj@hSEqy=&qQr3vsW!xNIT+(WaTssUl2!w2xLm`~j$o;En+
zy&xWC!l$P>r{DljYD+=Ba^8lqU|717WLT`mY^bX@l4RnlXNrf|s{k22Y1!M;kAGT4
z=Yh>hv_>~KC$Oi`0Ocd(oyWCBnpSPcnr$n9QAHGhD58pY0dr1P`GqoyX|(PZEpv)q
z)YLgjT-U8l^G4<^3q=%}tsQ_fMrkOea2GU`Qf7hJS}3BX;bZ8lFYFH$YVq3JTgsZ0
z$INT1H}d*@=~xg{_U*~Q=yP6|4UN8=WetV2YaA$;#{)gieM=B>Yvr9A#a<@x%y(l&
zwQCu!2=gWu-eci=Wx>Gj_zJrJ01<v9OOSP4MR?E2ZmWUcqK|L#Yr&KitanbMl#itD
z9c|H={pG@{<YkXVA6iJDF(WH~tY^!g_OYHlfB=31zG6Nq_=R(Vny$a@vB@fd`CwF*
z`u_mLr*GU|c#+$n+GTu`Sp8h3RoMDw)qKl_o2r0ghyp(ET>VcUg8mfk+pdIoJ4%O<
zza9s^dH(>uPquz{9xV8mrJ_Z1s@z*-U?uB991hu68;9a6e@gh9ujwq4>z`n~wUNV2
zw#Wp^2O0Tr6evT1+@9H}bZxOov)Znmf)-RJM&U+(k34=Hoc$@0Mk7^>50!YyJ$-Za
z>r9UB&gaXxONg4?lss&*515hH^7Z$kON(hCDzm~_!lA^g$2^|CmCWI74I=!4-Zg#G
zlpx7~3G25fAD&qK4I@Tmyo@sO5(gmT?;M5vfp5?0PkZYKxO>ZJ@sWm^M;*GFg>_9R
z2Q8@BhITC9=?Uxye?UJfNjq*AeTU1rVg1-EBjFV1?vvF19R5{d0-y*!R2*a2bU(_e
z9a~9hgEpn7h}BLT?J@FC<LQt4>WOuoCP<kEsi*wMY5xF8kA?1f(HMox(JtuAl_PmA
zjx&S6{Q#jynRLtv8wLhFP6_=s{&ipbb43FuRMW;k>E$|pbsQSzj)95QtT!{WkS<fd
z<LQsesX&{)#hH_GMuQ-{fD`JYk`J~4sdKcmk&U@I_Npga(agwBsbjHFf_~DUc;nye
zOD4CYyiC8^wg9lf{{To%pPfEY-S#b8p-XfG4ab)Ho=@s&Bihr<z<toFIrd}!0JDCT
z2loDo7yd%}Z$Lle>OcM}nHIUCpkj4>G&4w8kF`hBJa_b_qAQw?x$?$1E>HeCf2gID
zZH?P-8&sZ8wNU>6goi@&5x=(dy{e=i^r-sed;Msa#5xR+ynowTU(5*q0FS8u0LHbl
zBJ7U;09VtrM7N6i;6%=$V~J6n+W-TFP)-MPj0}v_T4u4QU*F%`TioX595X{KZxgD8
zMcuW)C3BIG2&~T#L*U;N#|mnCu9n6k#58xxjyH7ygJc8TcOV*v!*+fU@U(M{H&fGN
zX`AO~zgJ?QovI0Mx(68iX|)bgS258_p|4;W?IR4I_ecKCOLUmGmpI^h)i&1jQ*{i3
zS<;FkI4A8%)a}QA_DvTW=7}x5sG81`xs-vMwEqAa!$V}+G<K-n$3yG&{{R|>2n5!W
z#m6#CgnH$h{Aw@wNHj*z{7v+}M?dLl{xu!8x1vPy7S=SZ8F!3br$dbQ_02fhu{O^?
z_-~@z-q<(UCJ?lCqBNgqWsX9dRe<imZaq&Uo}#+{0Qgq-w`{Mec*j|sXDpG3;!=Hp
z2Nef{H4Q?}%lkk30@}(LorE7}m=h=`mcYp88S9=$rFW4{BOoUr_XHj*)u$I@if-)V
zqWDMQV*Bq#qkQM9Twh2(^a8c1XYljFb{l@r;r%-*av9+c-}lpGn&}o$e(_(<o#rp7
zKaCa^q&D^zc6s|PtT5zb_h=XSRNDqHN8?GnQRV^OiwJlCae+Yqso;K8-Q%e^9`qR#
z?v@!nvM8_|F1M#7KNWO+Pi8*Rrd-=G1N)B~DEghp@-^eyABiEk@b`?oEvNx3O%3JU
zj{b1!8bSg3s<8SR`a<p~CNW7QXyqR(xM%MIq<*!=_}ju>9JcT`h;Jb9{*@KNY4f^G
z9h724ZH<NvjOMB`upc8cV|F<8re>VoTA5M-MHEs3NSkbc^IeX&sLMBnG;4WISzW{b
z0KgO~pZn#%O5*Eo{&79Fng?rqxBJ_if9#^Qi?S7p5;oYl?@qNoTm_F(b5L9#m@l<R
zPRm6E5NTgfE6CfMnvRNkjGUf>lTtEh!o?q$diJOp%dsYgZO1(O3T+(#D58px3Mit0
z3MpwQ0HAfEiU6J?@{vxcRN&O!hP^B_{o67mJGCY#%^9wOY$X&?Oe_>pMNP&OQc*x1
z)|aMS>b&XpR}!=_ZkNhJ<$k+!ij5|C+^^a$GCChL^V_fFY70G2QL_>oJL}7GTMQtb
zque`Z2l?ip-pf8fZMedpVbkl^r?55ia*^pq*EJhm)J?g!{?xx{uzz;fkAgiho<&u+
zwEK0yfnoEcbHWAO#QFevs;xQRH#Z=Veo#eEr|UObWa&Mu?+ok6ksF+zy}DwdHfipn
zS#3s~rDluBkq!zpOs#|491sZg&suDnl#<)W6UigSgq2oeLT8hKz#RHx@v1l4l=t_N
zT-?nh(@1jfBbH<JW7H0V+N*ilY-E6a4O6(((mPEG`U|T;8MlZSLZ%9Wco@z|&2FMw
z$aeWqjys~9{*}b|X~EPCV6F-hbI(CtYATV(Ur;O0tgR!^qh}kI{J7KQRE>Y!K)=XT
zWm7z==hUuhJ^MH$oOTDF$W!;J1LZvX{{TwEn%zy5W7JQR<~tWBsM;`p&P_*^VS<Qp
z>X^k!K<T-1dvr9`LOA4l<kL;}7b@&VN_8rSx80=-y>`c+_ka4-!cKpL{Tx$EzHzjV
zZ1Yvk<|`sq!Ol@|du^#V^umme_~xMBf<X<D>&|I+pYE~zXy#<ub}V^~p1-X$$k_Y&
z=Q+u!w`6_8`O<DagZ}!e)SWvLiH<Nb0qukRX!DPJFTYxZoB_;ydYscT2;tj3wh!tl
z>K0v#9(G9im+xbs=B3=n__EbhO8Lkb<m9swPwPq~Onl6z@Tt2CBG4=W0H1M+P0!uG
zl|j7^bv}b&<MgH6nd+aF0c2U++-=?KoQfL_8CEg`DnV>?9qJIkmBPluq2`+;VrUu^
zh;MLE1u8O66;W>FIHr#KPS(6vDu`vZjwsWB#j%l(LG4<xU3h{_0u!$RPCrvz-~27l
z589aGx3SeP<NyXX)}Z0Q!5=dN_<>L#ikjSo#gBrdk0%K&?a+&G`WVK3n~i(a@5*>}
z8d7IwvTKc=Bsl6rXZlhZ^`u<3<sa?1AEj~c;-84O{#(JN>GtRbSqx7g$FA+femE6}
zcdB@)%(35i=ElHD_oBC+6?OI=SP%VcLOIdtqJ4M_fZ=hRh>H)*3|4*Lir&Dg-Rl~C
zxqrH5o*-NP1CrnP@8Mokb7`i}Htko%*LSX01hjV-8UFyj_^OHj00_OZGDmN$U2Qxj
zA+?SD&oVIo0KP>nMa<7flj5y}U+VP+xsZ|wwX=|q`|13!KVQbOZvHgfM45)hU~_@?
znbs}C@C+-GT~kR+h`c*w4nAMCT+4I+0DTXTAIhbV#8)t2Sc@Gyf(uyLMH3&#X>Zn;
z9V9;zylZ<ZPi>*6_Iff&AzNur$fqsyvnuq@A#q-x<BZAh_rz%!1h$)SaHl<EYWe<q
zxvxn#m$x@;c+JJb%6}##55NlatrF^8SHe--z2xs4wsJs2Ow2RoGG~+1Aois71Lj8R
z)XH(kZry3MAQVwWNDJPrTc4GAJ$w3poYg_rri_rF{c4a1*^*O4k~;vbdUT|W;qyrS
zbAl*Os0{B?1_Cx6$*Ag8hkEV|pnK2+c%ujMsh41E0lfDoprn=eGhk!sKoL?>(o}#^
zMHK7-MHEs1qKYU1YIHeDf}a`rvFpWcN^UX}M6^&xUuthP>L!}G1G7aSqLsiXqKW`0
zJW-mK821Ka_eXk($wdt#pjk@AA@7`zTCXg!<p%75)A6ce@p1^s_RS*P^U1)@bLn0a
ziQ1-5G=yY=I5{;KmvH8iYq;ekuuSyeRaSVhlev8`deV#r=8-gxdt`n!51W!cV0}hu
z14X;6gy(<{THEmEjy2s*D@Bsl+CH*RJFm(+;1V}BIw<S<)`|pkT-xxKoh)(vx?n;}
z5fSBo+Ry%jlm7tfHPcAYS|O6+O^N{|V>ttp$I`m{UkPa!A~la$xlbtqM-tkg0Y^?w
zex&3QdE=!^dGNm4?#YB&#OX4l2&H(V2o5+8kKq3RXQ$&_bujL8)buH0V+dIC*}Pv6
z8MV^qk$XJy5D(BO{<T&=5bC$r0xN3^WoGD~Hc#f&nXKAecz*IrJy%GDW&jnE7htlE
zKwwmn@7k-|c!~>U0Y9}+{{YiHOAGYDkNVcj4+XL?c(!!{<Hdx9k4DJP@Y={h`kb0m
zFNy@BA!BX0^MMu!_T{Sz-^PsxNp+$RP}-U>{F)O{$>Q@P5?@vW+fY&bqQLwG9>sPa
z*1XM|%l`lnS``;MbSg>c(G#D^jX*W)nEAP}iZR@)81eWT#+Su0NSh>r`rr|R_Kii`
zkD`SY4TSRFUU_!#Y4-W~jF&I+pdIqZpP<bjS6zear*jR)^h`8>GKm#r;DCAjs%4Se
zo%sI%fa5<yRBZe|dXa{gThUkLQe~D#a&hj#Mm;&=u0>;K8lN-7*7C4CrM<9k$%Kdb
zRu2mAp|mlvdy{ZaB%F1@&+?$MDaJYU+x>b|CAia;Gv!|0NJmxjgMN&t2j^6t`Vk(~
zTdA8l8`>B^`~pe*>OQS9{<Q+>l|Q(8;C!^tIhnAkN4ft13eBGKc_RvuLl-2H$IK`3
z0Y~Xo#J6krW<~!1b~OX}8lS7kKCu&ZK`Zl?W9`K}HaZM@Vz5N_n8}?#@6!JOg*Z=m
zf90xw-?iuTqw4Y>)*^2SG1mjzH1J704E_~>E-%31b^idrVu3yI<IO|gCN&?@kE_T&
zu@j*HJ8d9mzZB@>LckH6uwE;j7dnVtqT~^rjH2=SREu?}j1f8l4ta?P{ZyaUg@={N
zc$nCRFBIyK%QQC4YXT&UxJUz&f<|)tvD2^=@!}0#w`WqiQp`y)xR3t;KmxOp&<BvQ
z$t+vjl21;9uWFP*j`i$Qx{2e|)<WG(_n2#`B)Db!tvi=LsWn`X7XbiYKsc*jSf;dI
z)qKLTEBTF#01wn;ewf7uLQl=<+lrgZ<B#P{^8WxDcMBpPF}s!{x3w>u{@3YJ`BdL5
z`WjjVhWWf>IL|{~jquX!O9Zw~f7RV71JPsyBj_1h@ipgd9u$+7<ECq(@Lkhcc!$d;
zB6yt!Kfb5TQ}~G6A6hgOk1o{W7W$Rs01@TSB4g;^{c5FM4~}h(r;hdLN^Mc7PRZ`2
z$y4~L2l1|cpai0dDnKelKQGW!bl`qdR05&-sboI1!Nmuf072HCp_}C%w2Gye0o?Ve
zS%N8zI(KRSMqwK5UZ<`qEYVU&1d<%6z#Ni#3IL1_Y2^xxk%8Kte7OGM-rdRRQ5G%K
znpOd{QAHO3qKYX1QAHF0Q-Q$;(9>z?xo=_Cs0$KcvHAl{rtZt0Y2MY}MxtuQZ3PsR
zwY|q+qLaNz98D`>K{)D1YEpI;go-AWz#TiEO4zord6*<|mS*5aI+8m3Q><)vV0^(B
zt_LiA1zwg<DlL)Z5yNfjgR+DDYl@{#XJbVajmP*a;(g(5=CPFE@Fie>^cs!63wX^C
zx07g8a7dr0>0O2FI_$+})qHiXCu0;)HKP&Sg_2mZJ;GK@`hJ9x%5JCB^%Q)5^6OHO
z!9MF8ME?Ne=DGcxgP7&6z8GuvF?qL_x-GO>$C)mr5{&*Q^r};MLe9!q#pjH?Js$o@
zx0Y*yKBhRz=kcz!Kj9v<W&1CNpp=Z|UIsgl`_C&M{Duul9<?o_J6UL!)`0YQt<XCE
z0Kn2DZ_JvnX2SP5i%$&rc4>fzTGh2A1Er3T-1^|NkL6o7+69%oJK^xpi0)+#xGm+x
zHmC<&@~8azbg8a2-FD_Zl1X&xI&U*ekDz8F^sM7Ptj^MTw^5(scp+#{(<lL>k&ee*
zVW?}i(SfDtIu(p6K4-qw8tK9H!b!pUD5{#ATF$6|>Ru$%VnW1(wXoU;{0>Bneq^6|
z=7Qc4miudxbNk;iL-pp9$)B8B&(B;y=RaODYI!`1Ov}FT+%RrfwQF`6<hm9l4xj3S
z{{TwIxY8XIEE1WAbLEv^!*B=muA)n8rsUb({Y|U!{{W8v09uIJPmGI8oc{pVvmE~b
z<Fxr-VKk0U`!4JIqw}NtF6X#W_}5wXE5n>vU7w|_oc@%8%J84~@x34R=O_45<$Z~<
z%che)a&SLC@T+lYGJg~C-{l|3*7w+M$Uo?JymcREkbms7qRQzoTF&SL(3l?|%8p0a
zWosK4VFj_4?8Kk*`Bsj19FvjL1XOEpbN>K7mpL7T4gM6qRl((L=g0kWZ}6q;<Y=Uc
z0a8Zbc<GE|^2I-L=Zt~%sD-uJ8-<<OUr_^*{HcD=bKchH@rA#_r;=TV%t@6!DEVog
zMB}Zz;PuCp-{DK;NsReY<JV!Q?3i<*>J$#SrwnI<QG{XqE&l*~ns&y|-C^uh(d?LW
zqD-%HX?CVYGf{*&`>cNoQM(+5=cWZ7$%i^6+PUgzVZrN)U`EDvxBc>YpsV2gum1pi
znqJO9&WIQQbB~)ov~!-HpEUCnhvvcb`=|UU5Xf=EWcI~sqbnIUt|n>QxHP^*z19B!
z?~_N6_~9G!r^vvMC(@n%dQ$l^XQ8M066fwW<x7@8Mif)F15Pl>-DyN_KZcH30M9Ga
z8L8|a>^JuJKl8>_a&y=ofAQRp#L^USNZ3v@)1H)s3>>Ez=Zc=TV!4~~X4zx$bax|h
zYnwQo$s86<(Hwu@v0N2*pAj`^^$4_ka|FwIX#<I*Y;1L6HsFJvp^3;Gn&9XVQAHIX
z6r-gjEl>p%VvJA&qf*R5o@!qpC<ULAds8DuW0A*d2rAifPC8HpriKf3+)tRpoF0`{
zN!~$%c<i8YOlB-eJxw-%7m7+KpaP00sQ{viC;+00C;+DhBAZ1p95GUZxqbftrA11o
z2DGIvSqYL-<I<EX9)R}$02;q(rAa;*<c~!eAD>F?bz^IZCQ^n6n4P>T{pR$o>m4{_
zl2$bzGY+P-t@OyPV^)}h-6LP({{T3mSv=syipLuL)f|NUdz$5yM?H&Cu^f)5pSr@L
zj)S85<J{H;qo|3SYGfhpk}7ReQ5X?KMh9`;u-S<@$<NlZ+hILVenb)RAILM4v~qu^
z=~5_@7|8(oGjsV7M%Fpxoc6^zL0s<7;m@!5SF6gAo}<^y;}XB7Lmoe^N}^7tSI40z
zAI_CjDCCYi5A*f>s$c?+PeYEhD4}XKM7YS2fc9cD`qHp<Awh4L^vUg3VvJ<qdlEa;
zfk9y0Wl23dQshMx%#%iVnecn=Za-RZy1E02Wh4H&AMvdpv#Y2X2R$*4wH%f^IbERl
z=|!Rl%}dMWnSqi(2Ytq+YwL*H{d0#u?J>{mR>iRx&OQ0SqwL_XBb@L^qRE3P{i5Kg
zK6IRP`H%R}US?iokb2?Hf1O(LImSBFW+FKsg<6WRu4hQ{Vaqh1G4;u;x#D%3E58Sx
zyjMXaXD2Jtsk}~3-MIwP<Uw;V`GG&y$UVa!@v3s?k(1Zd_5ABjO_)A}epOlG%Q448
zpTdqrJF_vA_8%{%JN|WD*OD-O#%oG=Su=o7ry0#wmM@jKCA+Ai$X8}mfH5N{cdmL0
zu0sy|dSw3qjcLgWWsvem7{)5I#0ltrZus=$q35q3{cdS;D_ky8+HsN&J<tCDUZY^j
zI*>hbf5xsd1<P@qb;dG38j07~)bge>whvMd*Kz*<8jZ7#y+6;bOx$kC108s%*b$t9
z4@`UdQ)(#-QW6IpGB_V7rjR`c;G&-R0P~Np6&^t9dyshPOO*zo2pr&j1v5DVB=Ovm
zf2}y>N6Z;>z}zwG{uJC(vPfb6dQd+B^c0l2qR0a$+x7nd8aV#w{HUUfAQXH50AKN^
zjlI-k@&5oCW@*dy#U&I5_lB*6*Yn281AUxGpda>^-yQ3u{?A<Uyn2e~ydPz$Ug}p6
z=_zPuNDH{Rn8t;7AnXaxHRw@zXT%u-ShS<-vrvA%*@=yDR<e;w=a_s+)8e<a(QZ)}
z%$7N!k(Yo<w&BP853PCegySHBF_DA)I@h;+K=Ay7OVUoWb7^I7Z#~SVqnV~>1!CHZ
zm0YnQvCwhJ73W&)dQ7t0UFm3+sPLWktT#F`xlm6SJC_aYNg2X|dG1n2C9vlm{VHU#
zo=!sGda=c6#*v1~s)p{=u7$W}$ogiTkvB8i#Htqa5rFDYlZviTDf`uS*}RLEiMdAO
z0Mjll2xBBaI(Nrvb_<Y*2H1(tUo_@{LbQQ_1Ewm}(FC<s$t;H}>OE?bN%N7=HyEP9
za$Z*17<C++RZ_*Xl27APj33>pJgzzQs0bjCdWu6EOGYT51>&1aNk9b@QBna#6i@+0
z6i@+06i@=@ly#)VJng{bRRO!<$t^zEW4l&;=uBWA<Ie-=M-|hEWR_KkL{xB92-*)`
zJ<k=uTgXw>hIa-85!4aVy;9TSCYz>0lj!~)wT5;<mYGDY=5e{QdSH$K9X%?68M@||
zCYf~+S^Ud6;91e!ZFLwMm4WD0^N&!&>0E}Tsc>S5uHR$Uw)|P+jZ4KYruI$i0VW_7
zKt;v~P&xy~a!*R)-HWj&y%#|B5uCBfG?bK7H*h|Qi5f{2BO9IADkvP5CjevA{{TwT
zxwE#nw}If4xmPe<Htqz&4T0RR-Wff14yPo+r_8#1Z+sdvc7#W79E-mV-a<Wxzh6$Z
za?a)nVYsn)EUjUdEUTgv+aeNEEtA0HA6?bx&9=p$*eu>_O9<gmXStqH87CYns`KsF
z^EEtrbj6OzZJuAg_VL^Ym2fgaP%+1#C)+hXmvIu@=-y<Ci)|I$lCvN6c?9#0_!;^N
zWsn+c#c?Igw1V93SmC%=^IHdK0CEO!a^3q>^E=oyC0iZ(eT?Dlp;z;K$tRb~8CF$a
zfA4f1sp8gHq)3}<u^B@fhEwhv@b6FzMQ>pO$RzTiWg!S7C5grdP5|}jJ!<?uTSadf
zXqi&k*+Fm+$XJjG9Csp`azUWKW--RndDiZ$jqMbn%7SnS7#&SW5-3qbs_e|0%sytt
z1Ki^v<D7a_xlwCyyDZ~oD5x#bcVI9)kVwY>iVCdECymiqDk~viK4s%0JYxWL@7Ib-
zQg2;>q6r$^koj?}WqCipElK^J#jqOPWIZEkhnU|%)1R$dH%?)UPjeKdW=6u5BnA7x
zkx@J<?%BAvD&(A*K41y=ImqlPlYIqZgTO)QkFTz9N8$Y{2Y{5}eUBBPEaG`3n1Vdk
z-;U&ePMtl?R%{kH&PQSCT`<2cq%$^1@tk+=YO_XpIsGe2MF8~A2CFa(Iv#4qQ5LB3
z$|V7oJ8Ovm^eY<>e=$^=J&}WuI2@jF#cf*08!gmNG*QVdl+hzd;YRjC2PdUPEGuU!
zT^oy6^5#Y{MRbnN0|S6MbRM;b!#8rdbTcH<rt^irpJca8FfCqvvS<6JjjG3t0>h{s
zbBzB0vP*EY?P%jjuqBdWQ6tYlNCfUDfS?x7YUu8KlW{AL_(zO#N@Zu51v{CyWT88Z
znf4@-NbOnC-6hqn%y$W=yz<<OurHGkuqw*INgxKx6UqJ~$f)O#taI0PQo{su32km+
zc4SE*a?zK@N;cpKY#iW@Mo7*M6H2m*`&3J5VtJM0kfper%4?Yw2}n!lAhrfbBZ1T!
z(bQkdwfi~^A~l`Fk_!T?*+4><U`q66J$sRm4P`@b9n9t#ZmsQ9p(^u(<(3B<Nx|9=
zJmBDr8m(M)4FtZpSQV|cEe6uY=V2D_1an%rVcpf4gp0-x1E}XDRT#9%?kyJTON$#=
zBz=*|c_S~H!2H1#6_|zY*vG#I8;vE+hLNdS>Keth#k}@zmiA*%TaqXL0G2L_OL<{i
zl0jS!$BZ$hx70MfH6gd~^G#<5*rtn7+OmAC#5iVjQlvIdL%5#3YZTfVMikmr@@i4(
zq7c_Jl`sgTS6NhytD}+>p#YqcFaakRtJ;5u5Zy>*yV7s1p|-eblFIb6BP=ZHNWvCf
z;dvW}W5rvKQH~v9ZLVh1;<x_Jp1~y3)cIDPa<SfcJO^x&I027ggGSE5bhn=F>rv7X
zQp)KgNN-X@BelDz3$T&_Bz@uuIO2yXJ<740Wur@dXxA-yr`cHVXvFu|9$GsOys7|Z
zIL{{-^fhNp(3yN)rRkciX)HH#1||tN$24a-bam>vQaXYN=M^=|uC=0RD{paRms)&s
zTFC{)(nQ1;E+kVU1;Gu1Gm(Le)teieEk9fEt%Kj&P5qlR?{#vMD?=HTx2gv{LgSJ#
z^D#89B5ra7D9Kd|xaSMUQO`Y3<58BUXZK1^94|S~WBqviYBO7{wI<`YWK(DqP%(2$
zO>}()R2<K;HyU8^1Og<$LLkB2-GT+%0Kwf|7k3W?CrFUR-3boCo#5{7?oPhR|K9iB
zJ@35lobBH3nVRYDnd$24>R(r7yn*xLCJx6<H<U$EYR8wtT3HKk(GAU$>%B>kMG*=3
zCDifj2XT4|VEdyJR|o&}S%Inh`c}ZeNyr!FF6_FX3>9R@T`t&o6Jc1n<3p?*g|Wxx
zU!-#WQ432MPYGCC^!2-&iRjN~HAh%yH;v|535X5=@08KaJ+sHhwK==B(-h_lspSCX
zbu7C|nHa5dSTz=<N#&(bg6|`*M)ZD#$?$($G)S$BML;`}Phg{upr}=kRNEka#s|+C
z@n<Yu7B!JMb%xN9@!u;;m{9RWo@iJ~>_rbq2o%<59Xc~eI`(Moq)s~0?zj^NK*rMD
z8DA3!Jy|62w(t*Q%T5wy^N-iRdP=c>ZzStwo{Nj}drolbwOQX$H#1`RnY1`w*?*}t
z|0QT=pp=;>6~dEQ>qzJ85m2|br<Zahv6&L)>M46JS@7yf<zQW&IqYVT(?z-ahcO}r
ziwbY1nqC#`X5|19dj@u<viqqJ%>6=z;7RY$L0+()>Z)vr{RG<rZf-E|Lqq|oa2S4Q
z=#^sjHtFK!c9jztOK0!X@b&uoEODs5qA>WV9O8Aank(OIbl9Q1Me;kvBRIln_7ya`
znTHG^GZ+oUFV%imfYvM$6qnX@ML`)=uwG)$dAhh?Ygg4v&qVg#4wajS?3pA&D{>jl
z$@V?NI&MwBFiazUVcU?fR~AuRqcWe;I;694Kn_ataY2}n=44`FV!kxnmn&$YzsJ7s
zUg-+SpG5IUKjK~J`}s^b5I1Qm))oD0qj$|s43npCzAO%<AD1g>IEss<B~dTUVPN@2
zbEYf8>F^>(<-4b8OCkA6aC46wXgDYH)I<8MD!SVq#QRog5FfI$o?FGfIK8h7Y{yT@
zt{A?P<ZB7E18iRZ`e;c-N696>P=&d8)y5DrbN_}UxPxuPMxM68m;_s}rMkx^Tc9|v
zKU+|-vjXYpip=Peq=>+2q5gsRChsoev1=2tAOH0#{7y8o01{Sbq2QH@1cYU8NWR-`
z&~Y*HN>M_B2niz@F7#F|`>n``?ZKCYys5`Fd>**UUB`)cncTx?^TAVP9ZMhw<B-8-
z>%-#NtD~98)MtG08`|S}5tLe=GKH<ET=(sWHLsUD!V`H7<Mg@lM+T-Ye$rHC!_wdg
z!JAG}oa(BC;|s|Ny}D4De#(S>gaRVUdwVSfqPK^t6#SoT@=r`Dz|===8#DNyMA`>%
zyjT?`U`wrxcS9cXKXP1OskTLlR7S4S68LKxtG`?3qOEv-O*g#K43FfeVZF+P%IUba
z#Qz6wp+5JjW|l|Qai<Us-oK1h8qn5IMB77Zw^4Zb^<J_?jc{CYJ<^?^5U1Ztvaj>n
zqjE?pp4xUUF)o!kVG>B!`FUT)zVm${y0aI{a|E-OoL1HQeCSHSs2mZ9vFTe+;s{Fx
z`{;i$a;#4c;!nLKPEEZ??-dI2g3rAbYkSk|@&X%Et(X24|0^+icpWZ9R&2pQ91${q
z+6zyP)6cz+O3q~Wfw@=lvpnh-GHZS+l*c5e%THL6f8ffpOz6E0q<APv-Kc~V#;dPp
z4QkIwf7&7$aO+Jnz6&MDDjI0R?(_El`KFPAa>HILJQn`>#`$<f*XFicLQZOm=s@_8
zirrB<K$4xAfW3J;MSgV@F@!rGhRh7sc{1-hHShKtcO|O5ZJgnLh>d!LCST*H2_y29
z6P|h;oqfsYHrzIRzUA15IT{v}y*XLt2=1jjb5?vt3AaDrw@ZHv;&2V?KhPOEV|(TL
z&cHG0c+L1R7toQ*zUf$xZLoFb+0Knrltekhm!|AR;TCw9s3Tn2ddN>zYT#rap2Imo
zp=#hzUiffLym}F4AyaRJCC)drx^t1Ap;bzc@q^4BVo;hAm#POCMEdYBI8wv-Ill5h
zTB+JRDlzP9AxV)HqFGiL<G&da%`CuBvfA*j6y5Ta00AbejasW!OR1_dJnBc&n<&9*
zBX=cu85>HN9A_Af)?eCHyw4JV=29j=0{f2r5M_EgS-GO4c80el&dL1ov!KL^TsRiw
ziMxMKlauk@a}ZBsD7QO7aI4e*;8MRG3{m)HkJxd4qkCA_cG4o~qv7*N(YR>1Jwa?(
z$e09<wEtK%bR6Zg&+VZ(pWW!e01}X3_=Ns-J^7uckppJQr+6N)m{wjqx3$Gmj$VNY
zy(Yht&^m3L8Sifv_NrNSGv9;{A6Kz6i&V@x4l6rta+hYvU!WLRyyxMe$j9{0m49WQ
zHoWh}3-7{yT{mq>InGvn!5lL~#r=6yZxh?%m!);S#)~u?gZgIu=f-ub^pT2dg!;-1
zOF#Rkln-7+69P}W&mGe!kDY2ypuf}MqqmFe_wl5f9?H-<JKYsW!P5Lgl&{(ERY{*5
z)!d8TqC`@#E8YdzpASotw&agzyum65#5t1&qBio0^vor7-YNxsXtWl2=x>jXShRU*
zqSXggdD4<{lSqE~ml3?4V`+mv7L<V7Fz|d7Wo1clQ~&T9%=eA$yhq%SI~v<iWrgkA
zTLq#Xwr-ZPg_vl^<*MI{8~m@Aq$c!;O)t6;M#nv3;rAkc(Kcz5v>6d&UBOI-SaNk7
zSAOyNc`nwn+6jU3?LGIb$(8(z6o|3nwafSd0>*!y<e1dd?@&rC?#$<@RDeJ3X5@!l
zo+`+gT>#27(9WZNu0?WG^z{&4g=STZ)qry-{7CYu!y31-{82b;YGVGwAT>oV`pa<a
zfduunun);@_!PqGX_2GZL_7lZ&tEov4RV*Go5|>-Tpt&_Aty*-$Z^!yz}LSRB42eI
ziB&s=yHkcw-P}*dWwOb&JuFzOs~I`og0T*7JS;eHZaM~x6yQ(0{t{eT{dQr7+`%uZ
zyM(Z=)`JcoevB+a>@?&$GT*;hc5}SB<8~$3s;jd@SW5A!RAH?c2Gcq%T)}aE?JYE8
zy#>tXn3qM}3!?_@1d_npLT?Vr$ScnhepnZ)_qH4_{65ciMyrqhvKmJo+#^J1XW3&E
zNAW%dB^=0su5^P=wU|PV%S@3C>l;iW)Szu&4AVsiyz58Yr^~Q%Q5}^jh;-33_5-a3
zp0O)u3>vBv*keZ&f<y_+f=M>`35o4wx*$k#(VxF^?E1A>6kEI4y1g8+W_Rq7p?1x|
zV#WT=b||@P;lw|UMrwba9xBhTS{|jXa`FdGQox8UmQJP{P>kX`Hw*34Is2TmO|w{>
z<UF;jIdVwC%+ZFpc#7(=hZrq*0rNB9>F@TkD0mG+9C{=%igw)GJCm#6o-BR<G^?em
zxvIv%c<jW{P*q(&A5-=1>r3q)CcA{hreUEn@mjBQu|X{>FXw!h)SrZQesJu=g<pYl
z6{F-QN;lQ@CaetN(P+=+KbG*>iEe&r<?!v1U(PwxdX>%}VG!xqyO)k=p?-K8bF~t+
zZ`oPA=;__vj9nOYo%IK9%)ePMN0w%xMb;%xaq_D}gILV%M6x`0LE(}(L``<v?<yxB
z?icos@CzvcGfLQ%_lh*^#LN#PQUR1&c@IA%%^2Zm)6Ga8i=x~76PrG&>=5!oo3NBT
zr*>$|4}4f*b9<zS`A$MnR7#kL^5dfScL%??Fj<whF=I0OI-$e5Tg4C2J1BYbFGRp2
zr;oc^`cR`Fs$52Fz>aMbX;SC0ubLBKq5gzS?WD2^TwEKOm-#G~i}~fobR7O<1f%4g
z_XsM*38t^%N-nPgRttV}KFIwrJevF1Lut#PVZd4_?X4X2TSo2g#)2IH8*t!MNYMF>
z><;VXew*!6yJO<KxhNYH=^1|-6Jg2CG?B1Z{z@PE_PthJl70X7H;nabW^M|w27fIj
z91q7bV@z)O<Inm&fsbJ*`!%$CZ}f<J9oih^PknUaISnh@P~Qts*bb!D{%q*z>e?Zp
z8x6{f!Ql>y#Nvtf$r$={YJOHWVTQL8JKiGnYCO%qH=QxjxeJ?)=;~d5l;rpH<c}L=
zqtf79mx^|b6wgxj{-(S>nC>Q>%8b}d8OyZ-_7c7j^eG7N01LK)za7)xbz3AQF(<^3
zp?DQeyI%e7bX0s$6M)>6g=4x4J(54aKbM{Ns~*pA-j+G2Uw^DjHZ)(xnpk-LAjpvN
zISB*xvOW>*AXZxCe)Y57=&^N4^$Kb~#(YbIPtpE39C@uw=v!wGdXLDp=LsV(T3FNi
zL9cVz{k|Ln>YWw+SC1ZD^|!}eLVZJaj;=M6vdP*%_Xf!YjoXrbEiO0Z?KfOP1XwLe
z>2kz6TqrlTc4ne3mYdASwq0Vf3sF5P7cZA6x)NRPCBL?JIVUt~#Zem1tI~@(j0>tq
zk+vy$QoQRdtIjw>4j(sijA-(?zv?qzCJRv*tNBJ@&L6vvQ^L}Szd+c(RKLU1z5zG&
zi>@1YR^T#t**Vsd$U1vgb<>0bV~)Zv5|I8!RN}51t(?~^I|x68{!*XY6~a~7?%-3v
z74Ph6DzomVu-{DhvSq)Iy`?c>o*c-j;~e7cq|GZ%Z=F}qS9{<4E_&`h`5d`kmT{7<
zE(3F-JdaN7)7ksy2)hpz$x?H}I&8ra&&6$2Pi5E*Wk2*MR71DNiwA~d&6v`*w3(DA
zw-Vq(DjOQ14dGZR-d5bCy+Rt>CpP&W(+?kG`&nP+51W|6+1FwA!R@THunakIE%S{z
zrMND98D(r)AiT4&T0#rIFHTStOe&L9Y~_tOSPZo>kt-&avm0!F7Y?`J*hfUvKkUY#
z+)!>3R@ndE6(v1>1R+Z3F(54OH;Si{3zTQbCR}FOzE|XKoG8+w!Z6I)b%+093e=Y}
zESP^$@Vi+LhAA-%*s^B}SFA9TG8Pcgda|h509P#1!YV5s?d98hZM+HtU-VhUj|hDV
zsQ@cPQp~eTt-|+OtTj8@Iw4IrrsxcjevkAwe+Ay9M?+&q2^NcuEKQFO-K8ymWW;={
z-;-E$OpH;&4M2}e3Rc#S1JA0hv-e9PnFl;$330>0%kK8KGpT#>5BN~+Q`sBmnZ!3x
zXBWWASlr<O*~qLKZW7yAHtoP!#i7)y@_c!x_J?Pa<Yl+RZ^YI1$Y%Y=&bUFq%yd<S
zU-$JTx|Crs1HqRt)Jb~#97s_HA|YX-pD#BdUh8QilplQi-I54}unS-YV>LPWYJ9!I
z=1xp%kBsA)DMPKlntpxZ7ZsN3yCiqhKa@rpof;un(K4U@tfo0Pz<%?!mw%K71K;;!
zFlPPJ29FlYTV(|45`|lB4Kkr~)M;R;D#_>eNCMDjS7Qc&C8yQx!|{B>9asXWWIuDL
zWH(>E+|ndyexJvloWF3nFt;|56*mBT&HXkD*|1h5qD5Ih^)*tWXX>h|Hwqcz<POJH
z!U|C{i=j=zbR%gga<iC~y(AK-D4QD&?FFz5n>yLKkr?7QoLExc5XSV(1NaY{b&(8r
z%?LiTX<Tkh8w20m9T0DqTilp?mFO<_loUF;vF{S=1-TLV3f{gefXO*2sYC?Li13-D
zERbA$QuqT`l%kAqA)Rci!ECODqU4un5^3&7voSiOetNg?Af~Jo&d!n`aO*%9vos@c
zP<ZPN?CoHmL~*pp2Vai~^;8vCtk(#jvyZdpI@q}bRzPQP8(EsoV737q!ah66m5-G8
zYc<C$w4S#zs^H6GS72*|Ni%H#51Kfh@>iNcx%`46I0}Rm1@CwgIH}lbD-xpk5DBG#
zyBQJFjT3ye9)kegNu-Z@*}t`=?m5LBp^Eh+Qnvx?FXxhvX`b?GLVLAtG?F~Ur}2u#
z@q?;;HwP`vVt9Z;K43cFDIzv1eA8isu#_x?Lpu=x)ANX`N6+l8RlwleHScoCnj<T@
zv2}TUUCx=6HcOi2&3#(|<3R15o@Vqp8xUH9y28}jV(-y}4sugJV&~zhCO$*$55#9l
zf7qXCDmT5g(HOQWRO}f-bX>%7kDL-{?Uwt5=M`#GvU7rJNOjQ1zujCF=J{JiK<ZI*
zI^eES29N#)8-BBX%Dxm2>1<J*?n@5zam+=P*#2dST8RA>5_nI?z6q8Wu`@a4h#a{u
zM2J}uyo^)NjoKtBlqUTL4oy}*MP<%D+FcbsZr{8^6%l^nB0I^{+fxCJ)|nP((S8`a
zwN!(YIf_R)(D305K}ak0VJ0Os6>4}l{*<M)<CdMIB0zS#fE-4zWeRTUYbU+J@aC~J
z#l-mhE_g9}5HsL*2KHl9KyBQud?{*2<_B_=v`^^#^J<KRqd54tRL~dR)N5i#^_yj(
zsj}}mjq#7Z*Om!%cL+kfYt1wB65Ee^DN&`2CTtGcTFpI%#2yc+4&M2tU*eQvbz7-O
zf;Xb3f6|z3>$yB4qY(BV)Rpom@Qer)om}tk*!ZnAn<4?yInxyf?LkaMrx_^;Y3muC
z?pe8l68;CJs9U>`$T0W~U@cy$fYJdCZs)!Gmz-$`;9D2_)?N%sArqCHWHE-Deu#}7
z_4(-s2|Hg)w=DPb>#IHa@XLMF>*DnJ7@tv;&aI#A&qI+g4z;QJu}kdF5dsokd^gYE
zJ5D_C4X>%-&isWs@<7rg+&3tXv~5$$c2F-2pdRZ&w?(d#qeec4yV=i+J`c2rNqHW6
zS4Z8n<wYC2w7ZjjpMkwkrC`7Y2{s@Z%4>`G?7qr=ex3AOea!d0jj;Pe=dcL)^sl4!
zYJ#|@xE%Wf3x($)Io?2EVXu!ua^%VF58Sn~cHHj)Qe6@@xmoxVzsdD#%zFTD)|D>_
zzTWq_Z4_L>9eI?#48QI!#(si*tEfz?D|3L~wU;#_x4$5MPzh~~@IH>oF}nIN)q2}#
zKKcFZDJBO%4akT4T)R6Hu%uKo72Z&AKU#1;`mlAI)n@qlT2n|Oe}(gk_q75b9)I94
zls>fJXen5K_?8v=&Y`M&uD_F}omj~5(?&zWejB66J@EWXAuZ=bRZ>?xrCd`KB<$L+
z&VJfHGiF#T(r@l26M?U`SH||Vqm(!<>hg6`BQ0Jp{&FSSiR!H%GVd=E_mvOLI1-qj
z0@nYsecm*z-C11;I4qAJh>r39cx|xF=c35jH4@c2_Z^GxjlxGp!ymS3wQF^xoL53S
z^I2=YbQdq+{81ntVUr<B1Wb4`YeV?kNkMAeB@NCdJu6pfj**t*R)S#7U&SQygCAuQ
zWQ#;h$<;;-9H~dZoo%F-I@@39deXaG_ZGXh)OO17VDWFmP09TKI+$Ok83#6Uywi+8
z5v{LH6qM_->*E2tskx=oIVzL4Oi+$;pl_cpM;rNjxQ=EG5Zu5_)+K-J5mMx91P=y@
zzyBQxxtK`LXAg<2C*CO7D8G9YxAC!2!-5fvsomoOK-Bs8^7q40;6S~p-eBkntISRH
zJgGiuTi9C5A2>yYa@o)J7cISbyxx?GrqS3$dzw`Tjmp#K?{0PFLVu{Md`Z?Sq<{-=
zVHG$)c7Qt=q8wDL-{%>^`|QlJNQ(Vw_why7ZP?CJ@#~SN$ME#&hUOXZRiDHzHtc&x
zV6``j{5d{NA+X@sopGP-vrW#TW%z9Vx-3^vjh)cWT<fRPq8mATnOjF?-4l)esJ`UW
zPLY>lfSw{&6qcV}%9_Z{lW#}zp7ndBP4)M`n9qMf;Q=`O>o6K>c=Nxw`2Ps6WB(0l
z0H6(s6M$X)V?Z^Wi20U&u6^R&$bnLKf$nlnrMN!8RF9vv15v-=OPipC>tQYK<Qj-=
zqGdlwB`pM#+QwJ+*R?Dynv$?}JKa+~QczkPmzU|Y_cu>)1J1UMMDb{P4(o^rugcY%
zC<x3_$E}e9eA}WW@77Dmu6OcL@J%-NbUu0c?hkB6{DHG#{(2T^M<L)CnUxV9enqi3
zu1dq%o5z+wq_hyDS;uv++{jRx^G02IgYET_3k9Ki*kf1xU7g|aB_Z*-C9d)jNfj2W
z1q4pZ(J!u_s>M7g#1IDfuF5y$v337~2m`hOb)gcwD^ZIa%)@>RQHi(hrJmFDCo=}=
z5w(HSkQKD-6%E6k59BBU`ZHd@*upV96rFa)!(YWk3xNpjM|OlU1p{(F&h6x{vng2l
z^%tn0wPk#~R=wdhTKC|Yr&=Y+@oXcGnIIgg`(#sGq+?O1z%e<z;gK{J`O#vi$&7-i
z7m;f8i-~PwuJEQiAle&FB3JeeOA7N&MovC>(JB85>^IHR)#`0}yISW0P9n^;zid#U
z3$Wz<9r~*OmCY9@R^T}gN<bUO_^qmTV@elG&-K0cge`O-q2s*?0)f?*@Cca^De92&
z3_n*v`-ik^0jx&~^V)J|8FQkKEjpUOzy_Nd?q(PYYWHx7U3OX_(g}yx4zi!LQ}eRW
zZ6!goOq!nH*R(e-np;vZ&Lh-MGxDL5`zpA!ct~c%$qU{7Ro44u;_5BAi?N3-KL(f0
zOE{Dn0W2xv8;*;uplsb`bTb<U1HIgzj@&`^GsscimhQcss<`I&eY}xjM;x&drKA~w
zrbo<ianW#Xz4Dj3@x*GW^cHlS&{kZ2eIvsFxrzs@OnOJ64{jUkV_3`tn9*vRJ0#33
zYOlGHQ<u>vZQ?{K<K?<*d*q1mpj{cYaCg3KL`TWqL2Fav22&g<BZs9j51dmubv0po
zR1tZUaO224Z72<Z>C>7K831DQQd`%n@=>JdZHRSSX}icm)@cT@DPgb86_a*^S-U8I
z<)p!FuzYduF4)6-A-6Z$?dH04k7GtRq;>{8=PszLn!p+LAi&>@3VB-5u}>FKm?{A_
z3BDQk6fVu5-&bs&uCt~;TPRtRdM8p}urx{R2%F9F!CL0(e9+Xb-fOYgAMbB^5Czi*
zfG|*&!p|V)za3+5LvzADK6i~0xZ^D*n;|=}M7!8|9T1F~w)l+H)mUoZdS4F@9UG;{
zn~jMXFh~#)?u>m2<%n5MmMHK7JUSGH!}a%;+TJqM-p0Y$EU6z|g~ls*Px+>20&@_%
zop*>ZF*X*SG;wdwK7aPe{x*53I5#5r9Wg4G&8~f8JkH5J1!o`38RwnjGnmtQ4_}Tc
z@Em{a@=0T0&r2`bXCtqf{xahSCV=;p{x|nX`^#H|0fajoUVWC|xUY!xzpxB{@eKcG
zAer{QX=p1}xfsM?lYC|MsyvZOHh!@@YUp)A@J_2vM@~e~r(>l(e>A|m<8$gvsfma^
z_Tc%AKxJ}8fF;Hz@ufgRx3W5`>X!Tq06t_gZYg3XICY(gYQ?)?wGwV0(Me*yn3!n}
zf8GiADK%mvH5#7G+mL%N*>zZOPr%(nWoqXdZM0gKgQK*}CI?QMAjxhw#K-C}fDrMQ
ze(?*+!_A8eYwpJoEteb)x&+liVn-R61&5U#H}X$KBOjO3+=A|5cR+QVNm3XT!oJ&n
z0Dwk(<4}H)(@7_bdKLPH%&sSQMxvrLjA&>d$eN7k-$4+GDtNXtY#i(r^iZiNqAdKL
z;035(ioTRQfK&%oD%#lt#=|cGcZ$PZFN~?mRG0H7gnka^qfSQ5*054P_56N1i+G6S
zG~~%hC^7ACu%9%I7hqd?SIk>B4%f!>Ue#Bg@8KE0wA{xS)8y2wN6Er8G2x?H{{<G3
zrUEq{hA9a=(RStRV_vLzRzgwtlO`nWetlTe+3?x}-NT^k`}+-XResz@;qZqzwXKvv
zid0h=x2<F9=FP!$u8ZmL@uum*u7?jc_;91etQNM6?#D0`t1W>C>^&cIJZO+O=?F3^
z;mFjwgo6{_ZH8Z|04yQPyl>`NcT7F1u0tspxz`dXY@OHOv-9M5<$?Lh+tO5~d0Zj5
zS%&HwJ0V7M0WI;UD(-^~1+b;Oog_$HGV_hj4o}vB>KoDw8$GGqhz&DSf1{_xGfo#e
zmrZ-kj*<2{4e_4p>EuP6UVeLya2FP4#<i3!6QrX%h0I}0BNDNXIxR%B9_dFsu8+>^
zb)_elCZ|}r?{*1m--Ls#gC3JiXvk5#1!y>9KWGT{Se@^aa<$e?R4;JTm(Y_NVlaGo
zR~KHvL>Xy6qA1Uc*lo@U;OE!A^7CPTyIk{59C097{XtGYP(<LS{Yz5k`_ns1Yt{B=
z$_aj<ykB`a>u-boY+$O5p+w)Thk1yG$0j|_v|iFRcc5mw#HSl{y--gX#oinGr0V`M
z##DLS7AhxRa#H&EV-#@`XSb8K-LGBgNI6Otf%~r?bmQuZQ78i#QbX`&sWepmgL)t5
zLn>=F9O`@3h+jXa>qX^xN6p^`n>)(o4Dltad7qS8x~hlW7IoPVe8PTuaPLFeCcG+D
zz^DNBfTk!M^!rSaW@X<<;ur3AHwf5y?e=%Gaa%o^Esf;2mfEMhVj6BzI5YA##9w0w
zNOhm7@9C0)^)&MYvtmQ+MP3pClfT%1`uX3!{!fsZ_QeC)@5v1jkCO!EWQ7_0r$q6;
z(|nq)IrWWUsQy3R#~2Ft!o}LL9ci01tZIvioj$c>JJOq)(?MHIL@T{213NBOczU<G
z@l=a`mkk?B5*{fP9>9bjsj~vZD*27LA!@a7h%Vfhy%Sgc#mv40wQQ62;`m}!^rhTb
zu2k>BsBs?kpnDVSm;8nl=TFpGep>ds=1rR1Sz!p9)~V+foFjlIn`G(?BYK4c2p{h3
z&f=Ijyu$~<z*Fw)g0#wpU>E1@FdD><*n?-2kqVAag7qX`yvi8213Q!+pT$*$YrZC>
z&)^fGkeFrt#0oTpd%5D$VqxiVkfJFw$gOFlYLT@jT7JqL?VUXxMjcB|@JN+`{nE0~
z$mHC54CA8N5Q&Wc=%9ZWi<{%{+v*CIc$Q!?`xK`F?ZCi!pKN52GK<wF@vDjO>#VT)
zZfOhG*+X$D`F@zp1_^=!vgN2i&|(J_sde+i8Kw28zvP*z5SN`hXtLp~wgK2f@r((v
zpwt=idEcBU145HEV5dd5zS(Cs%c_9Ij$Yaw4adgu-yJvKQ6@{nq~AyXY}$<NI+s2M
zCaMAsfn(w*S^!)YuY@ni+|_6E>;sJNuKo{Pui9tvkI%TJBOj?i0t)O)lb^Nn0Oa=-
z#Y0E4&K{@M?_X21;I=Vwq`vb1{gE(G1H-^L&J`e5zUTs?zjyx!#Q%T%!~dDX1R2{H
zIYJ$b^{xL&+8S73f>>C&$e79gN%HeEDZAMjGePuC|3(hRHc&EF;G`mxqA{T1axgS@
z1W3ePp^{2aeW)>zmQ>;(<M@X{Qi+?4`)^86kV(SU1`3>%U?JoD=bQv98PC5@sVNv(
z7#sdQD{T#w!p=qp{Qj2kPnLy+jqGpuj|1$$0rvkmz{*L+0)+pjU}Yu)e*c|iVdVkN
z|5Mt(Z^_0?#sY-@p<rVL4*aWG|0<Lnpa8=EP_P3OK=_{n8~_Cn{^I~Z!SN3T&|HW<
z6l&~X1GEXk!Uhx%guj#!7Iq*5gnwl?fD90T%->5KYz>u+p_)vPj}lDE#;(wRRaW$0
ze`5dolh!5!Nac);%=JZWT{VGAnaQ|-#&WPTYm+gF0S_5?L5@Ik|9S3Ak`A^`c0eWm
zd4>OEn3R~59rSG+?f$+>LpLTdC8m$Y&gO>3ijtzhot5<s903v~sDl&WhUA~u?MTKg
zDEOb>#@}22*S8^IZUwZHNx}+v_aBW7ZH<hXWQ}c1p=Ll8SXlpF_g~+ZYif<^itT~~
zhBw#hAHOI?mh`Bbhu}Qni5!vO*9XZM9)#B!4PlmT32X~y<4;!`X_PV!o3onD1ap#0
zG2s3vev3!vnjcHXahRz-o+v(;D8$?wso6M-{`kbz>lFhb0V_HpEX3jEHte!9o$wvd
zrXO!N6<wTHe!ao+Cc;{ct?szp7NlFfIymcfnIUNF1y>n>q;<l*e@U-2`(1n+cTf&m
z1YtM#UfwbM@QKR6+mL8K(uNa3g%f#e@_F=aXLI0!xG-mgo;K3png#c*K!d037}eam
zH|$SR5t86$p={L`77Fe{c}|*hBea_fdhry`kYeL|l*MOuVy)%cw7cpnq_?Lp87Ls4
zESYWSufZKPtCIS@nk~D;NjU3gSMO4`KXr7!y#6TPOzq$w?v#}WVGbY@5MxR%m};k0
z{N7(TM=Ksj|4m#c2PS&y`OygZQ-_%K4x9Pg4DnBIq>O(!3n$R}Inw*Wuu-@K=9M)U
zgdO@zA|)pyK{W~iWq{W+z<X9e7aM5|s%_F}jo$Lhq)!zBis&uDa<slN8p;;5(D;xG
zlaSb<!Y0zMdCudg!7m_cCUTQ%pg?=szzfBP7AL0+cCrY@8;HnvUT(JP+T`i8aP#F8
zgMGUpSc0V)!$lW|-0kM8vZqH=i#Vs2Pm*8z>mXk0WD8d6#H%R>%pcKun=LA3-x^8O
z#yU)#lnB}D6ZQ8MIeWFVq~%aJh1>Sgk&R($-*0_9B0&3kzkF-@D9T@II6fdnh5NYR
zbm+KCa3|(!QhfU8&?hnm_cHS9{->;$`Jo>sDQc`mij3e<0qH*FIkbL4SaaLR5KC;6
znxC}*&rI|cmJl?Q{WYCih1#zJV#~K*JR*u}qx_{2zw_Y=Y=((uBq{RgoR6Dam3b8z
zD<=K=aFCZD>bo4UBin5OQDjwR*tr^?vrs=;E^7@YNj^U`_R=BLcrpHEr&BXO`N``D
zQ;rUfa6PmjTNh6pWO6kT>5ljPb9rrbBnLU!`0+PiYb#n+lgQp{(jPL_uTyJIwm%VD
z_oyx@9aTL1lF&AUDo-bFzFE4s_>RL%2ui>|(|q|6e<K1<dy0j@(kJD9O7sEoUiytp
z&%`D9ZY^t!YD?#P2d`qcN16qz^Dppm9Bv`wo$fC$sR@|g29+wtd|<w4s}G^FDf726
zEb^Qr+{H<T5Q|q@iO#qPvn_R&+`<>2?AZwUPg0utqRhvxGK71eEI#eM`u#bcX4{pj
zuPDA{?Cef#VgRfS_noeejV)_FU8rUVtnK$*Xt;BvwLjhUj-=z(2Fv_;RC$a)+{TMW
zx!<!PZ-+N;?1MfeU)JDvPL?c8#P)SlpROR2kVx6b=Adg~FbVvpXY354k^^s9l)bWN
zr4<m8D#`i<b7EEmqRF?^dzzD|F$H(el>5tukMriuHEBiT4~6BH`-UY_P{Mhb9WR_v
z<o$hD>9>*>=c5E<_f(-_zmKnrf1aujh)Jg4S7d~d?R|h&O7F*7rIkmmrtqARm77~+
zM3LKe&I}!6+<L2c!dC$(5%w`A)#xm#*F;Y~sSM+|cV{k-vmeY!Q{9?J0=_#pQRY7%
zrci(71(lRf{(*<zbUy$843d92_kS_Me>m*FM=~ZQCj;o;LGz!ngh|!h2;hetEIdq7
z#^$DGP$0<$uxcw?2PHdwL*xJ9zf7X$P)CTdgP5(govqE^k(QfD8sO*-cD8@{E18MD
zm7_7!|DWY@a<FjyFP?jtc9)Jf)$r%3TUE!~P^bTD8=(guM?_EMqqvHQ(JYa$NuGzh
zyGr<7<8S|_#Dk$cdjeTyt(UPGWDAFg`<Ob8uYNXlQ@{HS9r3++(Dh6&%HJ={SC}dk
z%x`QoZJcO^5tPGV$I17TJE=R`JCo`!5gE{4XNy_m81~jGt@34iMG*Ecb4z69!~1*Z
zxG)DdW#do?T;YT+t5ub^lbi}7ljwepX{k4*L`mkSVA&<<H)O!c?$x9zabb6gfc8@F
z%550F)E<8LWq*OqVHlWedFV>lHCH!JeVX>shvEf^TYVjT$DLSSSq{lA-rakc=kU|J
z6nekjlIXqjn{QSQhY5T8QJVT*<LBSNLhmUXbM#+#u$&*L9qj6{HJ58+{ZJzFlVA9m
zMFft%%`G0x_jcQlB^5$!btsgf4lxvC$Qb-844`_UX%9n)p~4WU{tz8ixJ+LysTBQH
zwpU0Xb0;^^_S@!<iP=m1Z{8DqvJo{x110hB;FU~pQrNR^qahzBXX)ziDF!0!DU#P)
zi+nQ1bCS*=E6thn6TNrn`&~8u)oorY64d476oiE=-r6IR_zrLKLPBR(F|b3;CvII_
z_{cO;0x#3o*rPckquBD+OdwFwP$X-xzib*l#Q_m{gAUNRy%Pp@bDJ89jFnr7iR2CT
zGL59L7na%k`#bX(4cRTL_32XIK5&f1n))`!NH!jp*HPZ5M8NrkB-4zvefum06YB}t
z<2@~oIV|p#x|E=iaDR84;Qx^D!W$Xfc4JJ?JD^u~xlUOJHSfLW*9yxtp|8V1MRx6N
zggzw{u-vv%VUhEJ6&MT=BN`iXc4)?seGn+jB@8O;jmWUplzZyx#M;m&gQlY})KKg{
zG5w_B$YB+5!o2C>7kh!M-5My0DkRDi7<~}?9XvzAK|6khKG@1fjRyG@?KNH`(yJjn
z#>0#b%2fYZ(X)5|ej>hhkv2i>DEdy^dE?7|sAhzcSL-OrTHUi-CrMRK(LrL;i%^8U
z{X{<7z+7~N+e2YCq+H7%y5kN>id>o{%u5*PAXr@*xoG=S3;i15-O6x!rWm<!>{*Dv
zX5w2A;T<xvQ|qGi3mFq;YSc1h>X2uMT|R+&5gGx=Mtd&UzgE{TV|6c4<@|fR*q?_Z
zVli^KLr<uisL1wAy>NSe)cjA@fesW9?ANPf7r+ZABVJ(FIwG=pU*>9|%nM{I#CNz3
zXhFEryZf<sK|#?3^KFn*cKI15Ftw`*{tcg+rdXhVep&T<l}h4!F_BItFY4RWT0Xb^
z{Z9+n*}JOD)UMkR70^53_K9-Y4BzybAb*?Ku^@lbVED?*weNJR$jGjyMx!+QVUSav
zDM$v{#8x$zHYCFY0cr0I6ZI%Ef#?jAOJ?_Ikf=t6DJrtMAi3IU(VKU8MvYaN$kwgw
znX5kA`~6BPSQ8!EV@%rAx9Qf~jYbg2%^+sbSi1@xAug+*KN*h<1m}!v_P0>fNfc&{
zu-!XZPwILnp1Rk4L75*gzQ-{E7oek)<7*t4=LzB&6|!nkqt+#&BEw8q(;NdBaP&pm
z!SL!q{xIES$mto~0%Y`@F6!@N<;Cj>o(~+O-(~v#MVlHmJ8uGT;5jL2(U%cD4mBVM
zc`^Hy03KYk0D+Sb-X<os!^uWPzVSWPYgDEsn-O1JgAfW#hkxY08MekjYSPc9iP5H}
zTqP+VoqB(P{_w5^L0g!Yub=W!FYyD>IhV-SGTkbpj)1Rl?UJM>*ueWWAGG#$=o4Eg
z7lxc(4zjroK=(vNX8t~g%?JpzKZ9&2qy<tTWc9K=5MkX{Oo$n8_gyM4vAKrOL0R(n
z8cgj2#MP!Z_TsnC%6-qwaRJSfs}E)OS?23EuAz;mAVS1Vt9OuIKH;^xa%<})_MKR1
zf{roX{Q(8il9?ccX2)Bq;^CivmY7}6m5#W)y(<`*@dW3=>KblnBzBS|FP%PrmL?;R
zeJ8Ak=$9c}fjA?$2v+aFn!;zm#t52_JkV|S+3TpHu}f7~^*p%qNJu@7v2TA6AuK|C
zfZ*Ou5i$7WImRq7(fjfDhtKA`irtZXu;8MHxvvLBgh{`!Oot0H<$dieK6pCxipfet
z%lj;|x2QTpn48;+om7+U;MDL7`#FyHH=^z0OcinJ!+i~hHRPSvvjEL{Nh<6qiDDDs
zHuN8iH~8Fc)GtdL8x6MWRu+`x9Gs8TFmT~OrtWX<Vd{0xWAVDJtDXfMF-1R4{$%xx
zFzHhB&oq23a(vn^{!`^r9HlGR&o)N@_Ow~*$yHk8?olsoyuT@5+IM><UPR~`D_06J
zyec+bSJ&p<>p;=mPT#i%VFW3KSh^gkso7uEwGTB}$S9D$OmPi^aG&4qUnu?=g1L`{
zCUWv|X*f{3?sT5{cFYP>jHKHNwR#Vpo4-xex@%J9G(`<6y9aTvF-3Ahr&SNFnj%dJ
z;X$__B5hs7*7}qz2@-sE5?5NcpbEqWD>t@xcf<JRnZk|Scp2kf_Jn{juOrok<0w_m
zk{@?_&&h3&*$N}tS%zKEi=ZpJ0)k>TD;kU&cK%UrTaT+lq2}7V-($P^50>DkR<29I
zpPXXU8H`xS$Es=&oZ}(0(*O(*_|bjgzFU=4_PzgWykRI82-3D7PX?sP;uc$s8IADI
z3wHX8-s2P0StTJuqW5A&;1z8=NjzDS$??3;`oiL8bf+IK8`oNH?Q}O<z+V{Bedd}x
zYF`8+XgTxugMCii>um!UuzvuL`=TaoFj3cIuZ`{CrHTF0O+ftMj_!R5L2-Zxd9Az3
zNZdhN$q06j!9m%a*B?2*%u}tMj@f-8aI3dvmC*A&whHM&jUXW&HQ9s6`*SldI$`qn
zU|In)XV@phHi8I>S)Y!j^eCkeycC(J6{n327sgp!hClrz=mohw`L{HYpxIxB{Q_6<
zfWwRSZS5QSt-7=hL^%-x`7bib3bMjWD=XnP>fTepy7@L(aN;eM_OpNoe<Z&Say*s>
zirMauW5Vwj>5KLO$jG6@b8g<vLXG-+)h;(yxX?3BGB3iEBmP|?u;+Ov*M2n9B9oIg
zq2A~q_A;I>-@ye}w$(M}rlRejQ6uwW0z4k<NaJu!a!B;r3PIQB)SV&c>=l#EIlqtk
z&ootG*C(rd_@EJN31OP=l}6<-M$-JojVntN5_iuUQ{Ce}dy10ruVPTOx))CkJG=yS
z*2$PI%>oLg?I9eHGN7Bo8V`C-Y+#Q2(baq%X(jTc;S#FaPxsh1<{Cbj(uljlW_$k3
zmP40@O<Z=`<;TrL$qTyI92ys5a@x(BhU`vBjN1zQJ3Ec9i7?eJuF`L8O4Z$_dTl2M
zplbv{ZrQG?72ad<wnxi-PwsbXTMTba(|O-0jddT)^ix#s?*EX4X?^n+@K~wxNGWrA
zh-W466=^35Hhp2#EEZMv<|sZvZ0+C}cUY7RkN-RcX}zjh#EtZTU?=-5P#g?W15ah1
z_P?!3u}yZin&GW4)N$Ov2cHz@9^epyz%97uT0(D|(O(3$YrnOyX}AZ6>>D>Ch{0$5
z+2c5?VO!fa^%o{jV#MeZDt&8m^6>mgyww2>c`}{{Zxva1Z8$j=Wj!9dYX{TCqW~Qj
z1nXDwMKH4JOJEYHI4qkVpAcY?Vm*0;BH|Ub=g+(d=!of^NxfCS3cE|}_~VxeSCi*G
z^m_zLyrE3!uyn2-I-h<sl^cYR3sInM{<Hs@OkRVUQgH^?AMjDDjxG0-2`l$^)t@Iz
z&CJt3dx;CIejVVO=@L!eqdujBMW92w8W3chcBOIksEj-w3TtPI`u!<Il9N>Q6+Kb1
zTqRuvqgZ5GW0f{j2&oS>L=6{-`MFQotY{#Zp}s(7Cb2jskbG;@2+h<ZZ<_=hC`L>T
z=6OH5N7y4@W>!F97i4f%W_r}9QGkUyi@gqJ#ZU1uilgPjQa_vwOg^E(1zl+U!2xA4
z^57x0Vo($QGIEDx3=8;+&V~DEJ9TdP+~1YL0|J1^sQ6Yi7103mccazw<F6`@#wWE-
z-^w0`zNPqX|5<imU|wG$;6x5asKzBVZz|ItDv3im2oQm{kV885!J2W@h8VzusC4FN
z1N@oQ29KTP{W=IjvTu55Nv)E(#urwz2lsL-5tot7ufDJ;kjSgQ>1d=d5ReLk_@?62
zq|?yT{uw?aD0(GE>K*zj<fxcIcx^K!rpe+HUD@+B`VEtSQ;r~0hF*A@QUJmq!jW|I
zOy<Q`O-;2>(}Nm2<YDMc=ljN{Jgb~u97cM?tSLppW6MD2gM=+rFK6o4aDdvg9PwbS
zOgN8@8ILSO1c}QjA4?KoM&A=e$G!RCLqK`x8{Y!Pf;rf*1sandknd=j@d6Y4A$@6l
zrf7JJ-Xd2cNT6G_wT5BwQIok}hG+NPN<z0^<hCK)kGF50-F6<Mc&^60LL{VLWWt$0
zt|eHKFMBk&Z^Rb*%z0RTfG{g=m0Qj*Hov4Db4>e&C=72A@fLLQ$6#T5YeI+{=gJ&j
zU)SXms3y~Q?<Q7S*C)sNnII&$(UnfDFI_;PjDvK)K?5|!CHH5cMMIo=)Jd2c?pctJ
z_*-e(RiBHk6qehAc-a{`qp*JUjH|E1dj8wDGea7jC$Trz$^@i%u1m^+2-Tn+?F-w-
z;R=K8)?a`2RjL4}p3$8WF39J}$$Bb6mDtDo)t}!|J`xZ@4yr`V8}`M@Ql!}Mc*h<B
z&~+xz^)TGm%Ys~N=tzzu<8(8{+O?COGTVF}Cz$H2Tg>m%=i2basWWtM=`KP|8_uKz
z1hG$Y#r*s=3ChEjQAQd7GqA*rtdH7eAA}9p%H|c#Xeiy^vIZh_J%dXd^^d=wSTmr(
zAs28Izt-|Tyo=Bpqx;jc?opQjJGMRd^N$u?VhF1CM*DS>gSGs4u$)|koY<63Q~hP+
zuBu5ye1`fUp&IC78m><dGd9}xOUAapAV=5eA#n|SG2D1<<sTJ(yJqM?7kbhUG(2^i
z9sI@MooGZw>Vu_|JyNhhqua=Xf^ONbnL2iCC2Y0r@i&QdY=Z3Ncz{}>B)hCM;mt1n
zIefv5*TqDtj)p?1-3VzLlLS9D=KU%wG2Y-v2eZGyk{BkUqDBn?WekQbb1&+2SnqcZ
z&3K=?lRTngEvpE)G-s?94a#|d)#s}0uM;JkcToCcF`ftf{C}jaO18lZw?7$)5P*`t
z@MrpFG3TcK6sx~u&w%K{Gs)j{`J$?7Uk|x>H^L9IIa2#F3iCU`S%|=|-#sM!s4;nx
z^4Zvf-7>ZMeB&7IE!MP}bVA?XRPdrkCE?(ABlWD_PdH!#ySi&<ad~f>b(WK=yG_(2
zKF^>}?Kkck5`!R(-VQfed6++256$r&-%;Cr&h9Z{K>-1M1pHMMi~rZ_QM-MqC!gw}
zl{wzl(~LH{!gy29OuKU&GCf|q_QLRAXI$R(p!tgQ<EZnwcl(gG?Vccl)K=@QaG~SU
zGfHm_>ZF~O$8E!6Rfc*5ERLsfTS4a?QR>Yc8FbJjs)n-n84Sg?1Ic)c*o*qq6cnvP
z){hk2(UUvz{IFHJSPlpA{rR*GITWhX6?%%b?VxG@v%ocUXPD7)Q<33&a>M@%tGQUi
zuDi*Db8uLQ0naY?Q=dHF{@_?Swzu)38^|yknkkIMSlWz~Y-OX(-~VXq!)8o~;g67$
z2+N<Y{-QZKNDRUml~4B>%F%=P@|#a553UX9vhH<E%Q==1!M6ZYHi$NLPBp96k5{R0
zJe>vD3s+0Rf7@Mzul#EKB9lmkM<yts)~erM?Il#?@US(fhSM1Jd^?|D&7~VewEgV*
ze(@~<E#4_NE#$NyoD;cccGAI#8lt4EWA-J}_oY!|b)2b1EE)!~I+Cv_cO(1L_|z6-
z&#e<abpbGQ7v1%~JE&3&OVg+BuTN*He<&!01S1GU4;3-uQ$s-SsS6&qj(^>Jcf6N6
zZ11rwPLz8%qSFk1SkI4dih@4fTNF(Fti)+!VxX3~(3FA*Ys)hcHM8l-S#!HIM|30~
zu6}tRLGJu?ML2!<05i+tLx`yzZH)7b#eB|O^AyZ78^C6$Hn>K2`wpL6m09+!Cl__X
zKgVlwd|=9`M0e%{%DGO-WFA}hibN>#EbpLEJ#qN`K$=toBY&KJGW~>h`e7&$d2!Cm
z){M>YhS!nu*X~w{!d!1*-VIbf>O5Ur%FM06Z1E`3hbM<DzsHQW?&*UHincautC7n*
zt9I3px)IR)b3&7nLYaiiMK?sXij$B!diti@1A^2)9f*TS+Ep7!7lR}eh-Yih!E9cY
zYywxN4!f%LjiMn44w-rx(NfyNdh5dNwEQBOdJ$7h+|;PvTO4@dfHH7^kD7X4F~r|z
zxsM1hBMd*&mrk1uj|>C{YF<1ir`te9j-oBZM&>6fF1hXky#T?yw+Qe~5idW8ipZ#v
ziu@D7H|QPl#M8BYz{7iq$buT^j~j%5{3h|;EUyj($0NdD)K5M*Ll67Mpe=RZ;{X9Q
z_Z7>Oh_?0}0`fo6B2}UoIhVJbFtu>_b-?5Om<|O94dl8V8M=Xqte+~ZN4@%EBA~+G
z&wmvtu{{pGvGE)W6!tfol}=&%TWo9qCK57*I|Cyg9G+_f{#Ry32#y^fM!5<myo*CM
zJeRh1Lqb+)Jx2yTCK(yPX#+WiztN`X0AbD{pvlSb)e@!-zv>1df=p3T0!0Tyqdlm<
z@~~0k?RuhugaZ+L{ePG9`}=RyJQc$=0`~#xfDG!-`~VMXII~0$h0lUy3cvh-iie6)
zFX*F3oe|g(093a{7(VI{5m{W@4dq|ae$J32H7bu%5{9@4pS_`W9?pG%J@uej`G~W}
zl_4UgDawXQVMQGoOT8XbgG8d4vY@)5Q3kHdSsT}0>^XM6Ykv8lm!#KpQVG>k_=`<n
zYTBdI^+m|fGR8HzunK5HN*%Yk%nTF%m&J|%`S6eUPv>Le9!u+_yVbMFREN-~4jUpD
zvl*uT;FHG2j`MHW)i^J-&Gy!hSTno!@4EdHN7}sgKX-}lDq#V>c?6u$4p-fll@gum
z5<pmtc19I$dN(~y6!_RRI+DZB8&Vj{chg)goCgCwZpJ%9+bcD{zXT$%Q<L?p-Jo5Y
z1kK0C*l;^08TH&hUL*8$iQWjEz7vj(@e?eD5FXu(Z5<^t;)Qt!p(2A@JN*4kRr)#c
zJRb)vsS9q!A*Zc8(&$0h*HcH0rhBz1rp-;JY_y*)xk$V$mYf`^bY0u;#-@G>3PPgX
z1R3yBCFow=u8Ywna}JxA!kV)6N#}X_N1?hK%@4_C0!uTuP3g9pt<ZTNU{DN32=s~d
zOHqIs(QCg#168%S{Gk+!8ab`eKSK)eFBwsqDGz-S#D5NO=0<O0G>~+8!sic=(JMOL
zjOb9^RP^?Y)3Il%oc;ZWw>!WLkmk4(-9f&&+U@RfaM>;MUe<Qw)zLS;Ec||vLPmdt
z9si~`$1S!*B5QF0V?%@atq%h#{2gq334-pu5yT*NF%@Ur-^MYilmRk1!3aU0YdNK;
zrA;Ph^*N2dM=GFG>oaxBMvZiQVl_uEWyB*39K-Dw1ZyvQ8)F6eXtY8zGqw^>H@_J)
z>k%aA@`KNld?Bc-i6{iDyMk5MZd{pgXOCVoP5X3K79Z<MQ_t$WaDAwAO2dgkU=n6k
z!`jS>gJt9GtVB6tkP7n}`nG)VZUG%fHq!G+c!HC}0PlYIZVBB<m<phVaL;E`)JJN5
zRY{=%UzuS9`j~&09CC)wb{oRy)<qkn261QkI3TjGp0u+6HDSZed0xL*3Qbc_J^#sV
z!zo8rn;@-}npqL{64c1Ns}b6`f7WMLU3JZSpv*_v2>6wGA4guVo3`E1jvF2j4Voz&
zpBs-#5cX=7N^~q3r@?`Ltm-@)w5u?3fNSMN_KR^is2X%~>fZiLm^FKcu1{P94NK4^
z>tzcU8%oP6D;9fA36V?md1A%pQ151<WfqOrH6cmO+9gQbV60X~d3s!L|7K?Kl=VAf
zli<4q8~-5rbTZsuP18$XgzY;8tjUdmep-lK{VICUgjYn}iiZD^B$)K;a-+iwQF3!e
zjzah#DVh)jsp%kpwdKPT6EsjuLy!o$Vo#>;vk59P)mbnS^2PY)*t3cE0siD7uRxmw
zB7oY9ftq@kcFUU_58-wzxC7IXN-Pi+S*~?}UyJ|*sA%3oP)h(_;`b1reE$f_OhL~S
z*3V%QthVgLe6O_pJeSucJYmUaTb9ZpjSQmEIt@bTLV2KwnPQ7@I<#$GA8UFoSoL(z
zvO$K0ClM(@&W#5VY$4qX)#Iw+=wGrSrr|^!TO4aQ$+r*tCOr<S9$3OP%PMj6m{wDs
z9yP|Ky6{p#*q=Z6ba%?OpEhc}>^zT9Xg!EBZ|?L{4~+mCK@##OC8Af~suDe2xD{u8
zk!k6e;vC)50Iqd$Nm30S@z!|1Xvcd^KohRj3>Dlj2?-weGWw7UVrVrI1GDt+I{$>g
z)`ktve^)%9K8b!UzU{u5UK8=wKgY;@Kt0f_IHt(-KAYUxAUN5L6F?N5MfUBmv-KS5
z95mIwV@i~5Jk8v`vz~H%uBht)gU~#DtG|#<i1_`M!>T!4^nUW|RXGraZz?PuNs;+V
z@B$A9Y0}5cNohw2uZ_tUL7Deh6<*lyA?U_RocdM_eo!A5lqu%tNDiewJv;+MX6s^@
z$GKF%G#m0HDwyx)+8NbVUo>+(*#g>pg`wr>SiL{;=OUqY$Wg(WYZcL@Ac|en?{&D7
z82rpoX97Zm2`()26z79wv~DCtVamro+H6gN+AAr7=V=y~zU1D(l!~OccD;c%mCAm`
zu&%_t4(L8CtOK2rspnbxg?J3RENr#{A1V?mcaYdLYOuh$m6<eHlT%~g0Iec_0a8Bu
z2K^i=uDwaXxr2DS)gsoJ&=kekPQUj5*n019xT3awR2yXU7)Gy&j1UCT>xeYMBq4~5
z(Mu9F2qBnZOcF#$^pY8(i%u9~^xk`q-icnK<ZSQve!p|BbI!H@$j)H)+RwB0TK99`
z_gdRk>W~ifLjCjpvqg%^NuXCr;70OO(sZJ=OY!DcImd53bz~qZb>u~o`EBEh6$}DC
z!u)o0^+U5cNPqTw(?FnnL7pSM2WNH3g=Bse?Sh_HvzDa~W<ap25>7x+XmrhAC7lz?
z9O~D#!t)<8xq9#To}Vu)75XC!9~^CnDLbD7<3F`4kf7g8jRuh&R5*%mnTjBc9jm}?
zn7L#gK8Fmi;b&o*Pm2W@afF5gh7Lpqij%OA`91nX5_3@3d?Nf3ioB$5CjVv!$Y40*
z^^*0ztKB!NTdiK~$c8@&K;YpCs<17S<IT-faZNywsS3mZZ*YY{R3O$r`;Qs1y6z6{
zhgq6v_8h{g11jt^7^7?Cgx9dsaS8@u8_ZeZf&nO2PVj_e5S)zk5pi@a2>uM|4F-82
zM*}GG!`&~Y_KZ9pjoMv<dMw3lGLnb_q($;=Pwtu#3-}*B!X-p$ZLCI!pTKNvw2UZt
zDq}TVyDK!$`#%J~+BEtnc|C?=`7$2AIea^q;*gHOT$3*Z0rP>K9@V+wy}>{WZJ5BX
z?!C~|)a;4khLv~AxWlNn#3b<=T8~2zFnBF1_%uD|Gak4=G=BP(>2#>71Qo#kFVKUl
z;>Z?(!R49XLtmh>RIn(!h$DnxF3yR3k3bBhF@lb+@a*RNESrmHUS~Nu-EGQbIyrI|
zIm&RzGM)&zvQkQBP^tKnE-%#8b)9WDH@w!UL)*Ri3b(f@j@Q2A<%G)n;^wk;2~5x6
z;wvS}Y|ZyKzzv>*MsVvCIyTLc@h`*W?Ntp#kL}_#d^CnA!B28o^b;Y9w?EEW$`5(T
z(iOebLFPB(T!C`oagkz0iVkSOs0OwD1Vdb(_Eu<Cw#T?W{N*=uUFjLo-rul8%7CP_
z;b4jOc!cOO*lTB~yy<g)>%iXR?sr}77$(S_4aF6&B~D%FAsskMCO~r&DoJ#Q5qK;`
zn5JVYd1eU|M`@;{EiusqPaA5GkjFCO-n05623RP={Z^P*5GTC$iP0uudMHW|a_V72
z0XqCu!UQom?ZaSF^2h)_cP9u_=+AEEOVsM32c$+&Fwhf{5r}Oa(0~4iNs-u$AqV-S
z`vxOwqDqU%0o}@d4eAHt78o+aWeub6$o##gpE#6Ma0ccDFE%rSqZ|m+PLtgH3bsg^
z_6e&W!TYwJ;9Rk0#MZ#V9B@Mr4^RMw(RW%vh%C5wqNQmB$T5AZZd&BK9kG+#axcQp
z`!Z2fKvyIp5X0KNwLV6W(;YO01W!ha4itcxz>N6F&L9Ec?-2r|f+u3PfqtX&(~kwh
zLldqz`3L?j!)~X6QFdKRN2<LJQ}@2#xTf-}EaJ0ASe<swng$eI^u!zqJdP#pMw>v1
zR^ko{#NgZc!K*;ZY!I~R0K_>bQo%yU+Ep$?yd+C3&+4=sR={KcR-KO_1Ly{CIQf}0
zo^0Sr4;vZy8PJ}C)I?d}Q%x9d@4N7A*z#W>AymjFma6nakqwU}l`k1=x;o{Ef{Gq{
zE%F_WzZn}|$$RLA&!D>@Ct$?Aod1mtJ$RJ}=w7Dr^x%(vj|RVJ3I_ZqMQ&Oa17><d
z9ca<DI?*9XpUi;Zyc*!|+R>O}yvd{_Cq$q?^m__GVnIAyNlK|*WYqj5Ys9qQj7>K+
zWZ<mt2a2PC)=HHjf92P81ip};V+LM354Y-jLHw(!8B3-|Y7F^&#eZWj;X~eY_<y8b
zf1tz!Zdq+iv;5n35Qd2Qi0J7{W5kvKk-6eC_tpCIBy-Wq?)8i3jSk4w#Z=xa=?{y=
z3jUHn!j@NOfrOl%?cgZ>ViSac1W{wj{8ok}{pN!zy0TwoMu~gRGK*KyrY_1Y&%iA>
z@(2u|SHyVGV@fdlP24MmF-ns&0zT!XFTorN&q5^wS7+k@Z@T3$g5pqm-Uk@C6wp7m
zdZXCEvXM`J`FV_JJs$J`GWk)06Vms0;Sy-C-RzS3uRL?06D<IJnxsMy_*xGPmhF<0
zf3Ip-l>ZbYgKQ~TGlAuxv(FF$NHpQ|Q$SnQyh!RQ5ss!9<ONXSzSs>2#c~@J7z2Fo
zmQ|bvP}?m6PtC>17DEqa2Ko_6V$&!X2=)RQ*x@47%(7uE@e&d7sVd(rw+fQ8N1$lA
zWD(Xc2lSt2HepmwLmv<vrTJuj5pSoKLoOxIE<WK-73?=N>Sei!7f|Lu920QQX;Qv)
z*I|LD)%E?+5N8o#!2RtIr{~@AmpWq`qSsYkC*RWX8B=?~M*&G(d$sAL6<*)PP`1^1
zOXX}w?dxr*Q;F&;{m{C&+f9D=ZF{w0E*DiZahWQp`0-&oIQ{AZLK>M>&pY|NrrUgh
zVLE19^yN-`HL5OQh)l6E4WFsw*`KzfTZ@7oW4Q~6XLaHa!fm|e+hbMlO>sVQ{t4NN
zgTF;)?N&|fw=cy35#NM5Md<puUfOi9Jl_uq{@&(}e$oP3qx4iW@J`34v}fRIoAW;~
zf#Nfm$-rG{FmV_n2n6C0zo~moQSU;T%_rbzV@}TWhTh2nzO}RK@R@JqVBxcel--Wy
zm3gOx=(Xj}ZpP-CHl1ro+U*v{VgKH_^{OU*4jW4FVhc^qNhU3}hahF?Ib>pI54SkF
z_nj6yp@HVl-oj5yBx=I|zXX33-{`wPeU4&wRfla)gX->~=6bIUO91?`_fnFP#~hnh
zrMxW#7Rvv8s>H%`EnQLBGHP$Jt89&6=##C?=$>inv7hs=Pzb2fT)}0O*g`^Ci8W+K
zp%yQ2QYj5Xd|0^OM6$^MfhHbD<H^!wIUuL2Au$>rB!DM%@VI1`24EP^C2F8+wMfpy
zQ5-KYfi&I92>6_k6K#aXMY(=z=v$@El@;&pKUXT2SGhi^YTA?kn^fkpuph(k@At$K
zzp~G7==fY|qhCIi)02Or`VA+JqRP(^C^Ac>lUdL9&^A;cHJO{YVbe4{ya8~#lE(ld
zzFHQ5$4^Z{>A_FQ<p?f|F32wY=b?NREG7lj_jK?!7BepS?TYZdgcbx@1~YgbU=zse
zM^e34WHEIgpgAv{0hNVjZKj!3(lHAlbg$9CgX;j1GvCZ>A>!Jw+D|J{#7Zh93nM65
zQPfC0R++P|C9(7>Z)w_{*!xZ8mWyAT^!h=&6h){w*ou^TAREKS9!#Vt-2(|ZBaQ4W
zdhtTuJ>lT9^nEc_8oCD=8ZDm!#at{28&YDBcucLIIOvglN0K`wt@X9=`%TOXzCXVX
zaDIz8MLxj~n+!(H!DEm^rP8T+&)=RGY29}(9k)nQugVjxsI-+}%!SibNC3Ly(wz6x
zRX-C!W#G}!6ZPnLz@X%<Vn9avPI2q3j$rx8TFGDqas%nPP^4E`pJ%yf^04bRH0c^?
z-HAjWZW)Cv^zMj&cuYvDe2tV)ntA``tWJo_7<$-#+5SX3!!b9S{fjMMw;S#7go>Ct
z5;3f_0(5-$7%de&GFal~2X(;gKfm?HEVJ5UAvA{HEaLuQ#5KsYzKY*rN=5&_Qn#V+
z@6?~)vQ)E4FIA&;G{M4+elbEG=a|lDkWaNzKyttE--X>fZS#R0{k6%`TY&p%Xev1J
z!(#d8{2toFM*JSaU|U0JukaW$ko|{$-8rTJn`+r)^PBkYWh+hoFqRG*ah{HgUs4CS
zRgHR_^X-%zyXvCXAWig;4;26T{vk`5f9K%v56$VM-ZlXE=p>-?rX18nooC(oTRR$4
z7S#B|ryO42_x*{gC5GECDkQ6v*xmhfN1s1?a6|2ZsXZ1LR$ls6h8tWLRu@B(RGPn8
zMYg^;j37!#X9glYH)Hf8YrDVGt8}>?M&tp51w8RI9x-{B9KW@h+zAMM=i^3YBGmDK
znB3Oc-v5R_%`tSHXeX*cuCtDF9&j|4-fz%J*bc$*q52Cp<0UKS=9Q_OZfxW_y?~P=
z-rEdv^3{mTJ>LwOyTd(X#_c((w<jB*Y*5U+TnA(9{&>e}wqpBAVC`@w!A{o~gjAw^
zan~a?Z%O2m4^&VeIbot^_rUX98nzr<dM8Zr!R_U){ei}_2V)7z<~1*?;%ZIgIEX}R
z3LC%s;Wejqrpo@L@`n(WR`V@nP>H+ZytMy!z7@c1!r@+teeR;yVP;0%xg(B4w#3l8
zKN4(MpC4+xd#Clz{Y(2HJoA1ID?+3#wddL~UsN_m&Ga70w!grQK1it|Y(mxfRUBXb
zwGcoq1&0beV}T?tyj>UkU6&50_%pG<{3WzQGLH^l;M!VpXf}pXv!uBD3&rCYpnRO1
zG2H6jOaH(F=IfbRy%^2e?JfbR*XrKi0ll+`f1=u4c0ZZCVww_U=2T1t%AoIgXLJDA
zgn%N1EW#01e%3|~DMy)LFg^6R7IKJ6yM-KHz(sHzG5x&dG9>f8=g61MVg^uc(JPIa
zFn%M$Nv}r!11B9u*+aErJ`_zb#q_kwL4M9u!5<Q8stB-MK+Rmv_jE|dF72n1pPE)I
zA6ML}X9A{fZXw9yHVtaT^j!o{3%yIUzW{_xp!MVVePGD)`U}jv$;8ty*N(Bjs%PNn
zVUz1fgS!KS&mSbN;{Zogw8T!%m&q?V8UWX6p^1j}GUj7_0cJKSCwANrUsItGhBZeV
zEo->1RO!I1x&bQ&;6k83ymdh-ea;hf$baUd{jZqYE01yLG5(71p7&$Hna?&x(hQIw
zPbXu<7K|E=7x0~|c)o(4b|UG+U@h)|woBzq!hrzD(Z_TTa5+WEd8eRwJ@kG%!w@b;
zrWlI-Z~$^dOH4t)Ag~h+NCMcIaPCdI=fKhOY}%vcyBD9LYu$Sz8L2>3qgy!43E{rT
z4WQKPUX@%1fcLs)Fg<ujeTe~NCg5GcKnL!7J;x+=9BBKYqUzq(UsxdAXZ2u0F%T0D
zAfW$PFMbv9#c%!PxD2uOyU(8qnEd*$>PW*C>3P9*fwqK55#&j13%+M&EKN@bD9rAq
ztJ!=0dwSD5CHm9ACoc7o!bE`*D1dE%9h;Og^InENoaVJU5pBUsP4Mo&61V0COCt#y
zwMb4wVBRFoz%^TBg6BgC=Db4}wlr3LuoFoIZ_ao{FDsG&uiXHUP(hu%cVApT0_{Q&
za3Md$UJEN>{>%=5>PL$7P%v+n_SZwU%!^wkNr>Z|WP|8H;y8obl*>B-n2HD4Ob`XA
zuaihU7NZLwar?>Zg4PK0GbYj0l@g$Hs=|zqgEo?adO34~TCPJvts`w<M@PVp`5aLa
zFM&A|kO#m3s?5@=eY^Jxm`p;wz9bsLGyq69A4AM5_|G>`^|R4~TR>Cg?Q%eE3P)qk
zVvBm&rV!KC^9yp~Fj~9i3F{Z|+OP^)MCOg{0f6%cA{vM(M6CA0;DQSxH?9EeeBVX;
z#9L_>q}*Y&SKBxVZ3hqyZ3jHFX!q@lD3AEWm!CZz)&`nF-VQKSK=(vh%R>e{wk^`G
zBNSfCN`FGQtN}roD^*OjSpQMhJNKjMY4X{STsmM}&10>Te6M_@C9zt7Rp@`h<T_T(
zI6ytWr~hFf;@MEoCqdVgr+s`i0+qDFfe*XNzNbqBQ6Ry3@+*!@8Xxl@Xj}C66dj`1
zsNSVZ*4}7?-i24u7Gpsc>qR)SA7V_?P^P^#r`K{yhdM^kIBorHinSCs`>9u7Pu93B
zDAm2podiiPUQzmr-)9Bir%c^jt8TAaS8HcUM7J^W`{i_w(f9h2JHH(QoCANOG0dl*
z;&D>!b*(=yBh~iXcdKnUB4-NO6DhSNgHPs){$e);h6c~vfM0=6N<y?_ke<JV`WriE
z*F-KghEx3=&Id%8uS|s>E0W-7X{2m3>!0HlU+aY)l+iPo0JI1UvdGoR!%Iny19nAu
z8X(6-G+45Wv>_O^a2S0>z*SjK8Ri75NdQQW2=tvdk(`B4`7RXjur4SA^=+0$?Rx}a
zx|(*53hO-sC*KY25AM7KfxZ5eR<>Rjgc(&|MA-x1q-*pZC?4%Q92xNeA8El`Ru&rQ
zr#dxPDAn1iAu1khWDvk?>DRby^ET%OH-cj`Y&%3iMXrqxveorPTK5Q%se{Js>RvHI
za9G&_RQ+Da1y5lP&=Y{h^VZ!)lOT6BZJrF=P)QL;p;jQK0;45f$V9}6Z$J4|s|Gzc
zH#Y1xXj#Cqc3Xs49|g?=yvBWMHh{YIz=A=7-T1s$TIk<;+;TVH1EbIT%FY?X3BYt)
zdl&F+P5V{gi~t6{#}f1iPdhk6=Oy!-@R{sVv#Fq!d1NiLsp-%gD3bDgaTrn_kCsJ4
zmkbZs?|BO=OyNlxC*<<veg&H1gWHZBAo-ETo)DNdF6^GGz)<CznXt5#y{<{F%>tQj
zt_z^BrGFrO5gLF&0CecPF$uKHOP{#E$<HQ@0~*>QXAq`mG*T6YfJ(HHBMCqOPw(#=
zM+w^+U-^2<$p;aj1*1Jy;QwuP>G0Qi4sc6(T_A<0GT=U-LV_qk`ba0(bkWRKVg6Lb
zMk1#m99{OVLlpvR#b@RP3qks{$j`2;z<Q1jc(ll$<pQs1;D?i=IGh(1Ap)YBPtl?1
z`_!oEzo*^||Gi-eD=iw~=4UsR2IM?nos7=?O!8T)WZt6i3zGLX@v!4KSM!VPZmhWq
z+qh~m!+XRwAKlW@OPpsBQwa-}DvSJim>f{!_@OI4y!}VU6;B)YgoMWhNTO2M#`xlP
zQCo4Gfzi*K-xx7a>er|nEMPe<Ay0fBHN7AC_R;jTk=Bn9zemGSD%2GqjyK9wRUE2}
zajZKXjw*Jmf1`9w>V~&+QW@QBKYT=$*Q6E;5i3~R6pN`+P)P@TvS<%Q#s2SRT*%3r
zC82*hoD9sM5CPxQlsQvH&g*n#l`{t`Ufi8b54pzQbHApxA!aiB?H_Dxsh`I3yy9JP
zUc_G4HveANEGZk}nTTFfnSeG1T$k(9dL}fWE`o8cA;x7~349Wl=#cEG7^ME9<BG=*
z3X4I>etfaBDY3(`;2G;#XL%)fNZPD7H_<^Ub2bJm<-=~e^PWxD{L<GxYki2;VoX|B
zDOUwI7=z+i2Hx|jebafG7nqpth{z^k+7?hG@zwjMT&hE_u)Rtz-LnaWmA}|Ty{8V^
z+i>Zq`=$VI2=J2xL=gP{a{_n`Belk9Je{j6^LBt*ueaz8DmPhmU#NOlZ#-SGe$w^d
zl_&p?zhlI2)vkF|ZkjwUc5CwS$z}m7Te7KG=@Xa#(Ql3c0;i;ERgpLF9*xyV-a_xq
z=(@O6h9BHZ>;E1Z7N-5521sopj*dF*|3|X=5$nHFDe2_)6Y}>Pl0Pf{xUn~wzB1hN
zcjW{tm~?EiKLl8Yi0aS&?^e{6YmrxmtBs+4y0#j~0}}7Ujffop-X|Z+fb;>1g!@gI
z*<k~c&M>kAQ}G4*Rkz8|T3I+PT}imLWVmAkFGcr*%|oxG{$GT&Ie8OM5iuk8*<w|~
zqVyipbe6n=NUhxskEMY~kvx8I?y`S1tHRIE9uTEzb6cLqwja+LORvS+PS=ci&h53q
z3dXqXZoP5KP|WA-;+LThe)RN*hPEhb-ak$38K6u#BpR+Xt`e12!y1){T#H)Mb-Wx~
z*FxLX-h32BpC@KWEXBtNHdLShr3-`Dru!N1CiLu6>ibqncYwSc8q5)+@d(!NN1Edt
zIgwOW2|BMKH;+B)6Yn$o`HeO=&suzCejSAz7&LS~2K_OmuvzGl2vWA(o$)^cu06_^
zH4XGl0n$@Gzc_xmq`I{UGb2nd`ro))N1fE@M$A>*M^&Eh)qS5?i|ZwD2frg}WhVuZ
z$R=JRo4emB)}Ww4>8j-DK(OB<xq@sqtZ)x3g*V-WHVc*6B}b>9J~^NrAtZIx!Pw8^
zwiskLSk$E`9K~Dq1W|Fi7UP{5ir+f#cAhMGHTL^p5a5jcCryhTR!R<0lmE|DHsI<2
zb<(p8X(zYcr%`K(KK}8&B02je<!pJW0AIuAiSt;mRQEEu)SJ{MC$uV)1mG|e?}aYC
z18vqUUS6bmb@S07OG#94_<#tbY3*OrL{6U6Uk3whl{BqRqncLCdPN{fc-_?Jy4W)d
zztDS2sdTTu;zN{F4cvQiH(Sl$P~GEDyX=}$$ylHAeNww7A+hSJljGUzjxk=Q@%0{j
z^s43B`<=ntnlTj{KHegLFvwWk<3_rNFDDb&9Qg9KY(g?s`c7NlU+fnKhc2#8)p@_(
zyybIZ<bmzgt+7#~$xSslNop|m<BOZ($h#YSS9Vn@WK)^?VUH{o8z!#yH|hu+WLUKB
ziQ`J@^NA9xwzW<-Qv(-Vs4!F?{c4S<6YgllA7h9nQuSAG@#2FDGI{cMkmVnVmjlCu
zDP4tKguGuUUZG)g=X@uA$5839&!S6bi=c3an>{w-(Mz4nlPv3Mk%N+^NvN};ljc+R
zFwWhb+#j#ELWWo#m%5;niJ_l_O`(JN^ASpK&Wc3xYx!+#3(v3#g*<hNzFTiQgBy*K
zr3f1P+g~Uneu(A$?F<?8e783Qx=Yr+rDU%;Gf%L$9vpn9pKquuy{9WkgQ(H(3yjKz
zqyJ95CIe;ViEE%Qko>nwUU~rD0-!*$S_#s@I28&&JvIr*1o4zGJrg4WnZ5<rd~`7v
zuIvO-907EBIchWzSgoNBoN&T{+ULg$z)P>|{G1m&pAUwR(U5^Ow8q+C8fbO<E(QQF
z04~UHX`lGzt~)ysrkBANPXANQVs%JM5j|mgK5h$dekS;olfmHyqTmi_uR#V_t^)>4
zs6+^1`X~xuEmr};^@GG!m;lQipEbZE7Y>lWTLWpdAm1MP`yw2W>h({huj0>|!gGw@
z8DKCAk~+x&lxj8m$;Mbh%Fmh2u_B;r?&gPfS&BDh^WM>qKReFVLZ3#h0QBW^=tB2|
zMy;vQz5l7Y^hp#K)4DMNuTG`;eHTaZiIUKJS0l(A_%Rzh0G0dTntNhokPbWFkATNi
zVE8JQ;;(jUcmQoJpj|zRyu<>;QVqep3RMH`;_8~6@5DScgLC>E41|y|;MbDAIgS-s
z{skP>)B$xIKeFflJ}8)Pjdp8efh^ZMT*wg5(yrSfKCgn=0A`gRaHO%=KP3ZD9F`9B
zvh=2pEPk8q66BSTvDV`VTJrx_qBMX7G-^bQX01+)JfKPiQCtS7+;Ws&WW*Yn8uSw&
zYA5yq^<v~PN1^k^9h1X|9JO>D#;~qF5cBe#dXZWsf<vzT29lf~S&OgnP(-}{YQqhF
zj1<(YeF8mRpaeM$8Gq9k+`G`s-Xk~&S7E$;X*f(;`;|IlRI0>98S$URGYIChz939R
zMKC46ic@H4rik%ER(US`GVTC}DUCBXJX!-Xs*eQh`+i|iNLQayji4rZg3eG0UCzCE
z3h<WRGi00wxyPgP4o--QJAnK&0eR%8gR4yn4G1<s8ZI9QZ8R}z+P=y25WRxHw<4k?
zzR>>nXV$=andwT}v?HLvae4aUKS^3(0NL$4L*CCQY%kLcssR8VEf6UneHS%Nr5_sy
zWQ-01menb&!D|pd0xBDU7V8g(X*@dpJ@@0^pC58Z|8lHubnP7sIByd~kCqbAJZ821
zbgK4z3zW&7Y}6y}9)GUL^r4s{INqnhYcp>fhkF^$+R-{=cpx5Ko3=Bekc{ybcSR5W
z)ZcGqMRPCLoL%<xf<#x~@0xoO9&Wd*?x3k#jaNeS-0;267gE{U1Hw_h&cd~lcGl_M
zE0M2QS!e!^&oy`4c=q_TuV35G)xhBxTT8;Ej-8%emRfQT*-u|@X{BBoDCGNYKSmR?
z=|-DzJ7#hNYFJb3Y?8qJOnqz!F;)_+bho|qv~EE<)Q9QG@NzFLbywI<-$IhCm&5(6
zGK0JU_eW)rb7n)kp3K={<2Rv}d-kfJN%t9FRdbq&dXAq-mr02?OT4nOIHX7&6@^jc
zr*6ZN4N3>R4l8ak^?Fu&kFvs1aIO;b7gJcS-H>geg6A`-AzCvNpJiKV4ZQ~Vn$^q@
zTjC`bJ@-~Mf*I^c2CI1kf_brzC2FG2c??;Rq+HL>!-yr<AWS9CPJ8k&VtVPxJ;c3=
zG{A?pWe|M{;$^dUU%C#(g91v<Xm!CsEFj2kV<_?#Bk;v3q%<awU%S#KP{eHIQUJ~%
z0g?y>WMbiSGTuQG&5zrm&%*(BFZ{=jwO3>?7a>}Z)pPtbMCS=KiW~`WE!q)2Fs~^-
zngEI<5*RW86mbIb2<A_B{Pm!~b3I3mecx-L3?KX~5h4N!{W^=mRQ4>=17)=d#{<C8
z0NM@F|HvZ=D{mLvwBzLfPvpDeFiQ`I|JnV~J)MK)z5CPMeoX^&NlqlXfWfP_Qa19H
z)s^PT?cg`u!2Yn&RaI29L-#~#u1d;RRG@>P@EXCU=WfNEQX(Uf3m{x~rN~Tm_d8R|
zdv%v-qh*Da|C~YpxPRO1&&VOZC7Q}a5|Mv-PGq<`-G}qLvUWGJH?u!dgJu?|Ti~_-
zQp5lveSFvjuDRS}k}s@@mTwYUv}Q1jywr%b2%sPZ5E2wv@Y7i@sR%v2h+h599yJ39
zteoaWIq41+_!Pl%s*PZ#esOwsiypx|Taa4KBTfOCZ?B5LVwOCNs9?-2))Kda;Rn|J
z{GT>nI!_d?olmZ~6U)jx=bFOWV<hwQva)h>pH;Zekj`HEpz`G*;;qKrs+~K)1|u-9
zPb%RGkRUZLDj1&GKF~j7i63(R&Mn(pv#Ox;5nU=+rhAx|J{oVXdgt<Gu!?|<f0(_#
zptdTO7BOw(**JLb5W)k~&=*vJ1X*;5clvV*!g?~__cYYO$-^aqX-F4XNaU|L<+r7A
zc7Apu6W1XeuF^L;dc0N7#IN9DzSNZ@_B1y$E6b$Z#o~I@Sovb|q24;{=|aP`b~q4}
z70HTs4BU`;wImxsV8{xm2L0=*+tR3&vB%MZ25uE0wwT835!2^fqOkeg@!wgr=Z`gO
zf1~OtL43I0;P4<mnrc2*80}<`Jwk(hFR6_01d=SpM2G!Nny3a`?qs!A;i}ZPmseL;
zmzTYk3AksbrZZ<ge||y#($!$KL)fEYV)PT#=1w0eM9_l%&5Q;hKA!<sWtO(EhMAAj
zf&&+`1G2BY#xhWBm8l3Jn1kPC$_W9p*zo(`_FZF>ra38fTD4xD+Hbq;zT-8{>&)Lz
zOJXRF+xHW@@BOw<SLnDx2X@o<r6O#d#Eh3Y{yyK&_fInJnVL%0%lJe3cYedPEZ6j>
z)BfsUkI7M+QMFsQ>Y;(5Vdpn>|J4Bp=y{szHO<<LYkV(ZTdWKq@N=C5U*)b3)1%a(
zzxlw{x(XW^Qug|X0vU*$J>4?%cfZ2Ou<I4<x#SbVb8V)JU%|WL^AP%Hg<XS0m-yK1
zQ_3ardekM)yoS1Omv0iLRXV1ZAM~@M2QI(k5~jMMfnKG#X<dV*zI1cVa<uDb;i#Ao
z$X^g8bQEI5tCUk;UDcfvQcM=vWN1Zs+bW&uIE1fj`!I&tFWGfjv`49qv)zE0X!mZ^
z45vnPIlN;<YTWe^Jk2v32{%=0bA4Zb_xybJ;})-e#*sIIu;!*O6AwU;N<%mQh4r-O
zKd`*tZ@y@gIpxyt(SDt^JbUHdR7=mpFTUp#!@fs%#(%vW-WdPMgx{JDWP%T0bgTq<
z=cxjV`oH^Ygzy5}&UnL|r{s`m3FL#od&PF$5;u}gal=gX$@224iod}|v3H)X+~<Ci
z=9BvlT|shj&7eKs*%shensfX%EfL3oqXM;Y$iD80ZFn%wGq;$WuGF8>KnTYC=crr8
z)uGdGl$MsB9R6{B`7$uC_TAy+PuICSHRSHh0kl1L$%JyBSGXPTEc86d%*!(?v45nk
z-B{(lo38(@`o;am1v3WFe-Eq$23}Id!UOhKD}+Y+2ObxDtPL?NGBI0hjFt9i);tof
zsV%Z;FGwix+O}L4HF)~8D@plHQz&Oz+LtaqRXpK;52;s(_n%b)wFniSs(W;v>m!BU
zySD4R%#1EAv@T@4L05I6$yhckmiU%M#ElCCq8@1KljEgq+P-EF@GxKrT7-YkPe$v<
z8Pju;M}EeNo$-@Kkd>Z`Ba*<oWg7~Abvso@6SjJ}SN^CQJb7aF_Rr)KwYR@CwFEs8
zM_XQJPnZmbzeWYnsC)g;(-PzY2rQdU!?|EaZ1vQyH^1M>Bg~VIDJAWz>?@8be^J(v
z`(FM)HW{?Dv!nQWQTLk~FJ8*&^ynopcAW0#EfJ&F&1BA!pg%7|B;LsLpEvC&K4}i;
zlv%9FE7JFQCZsjfcx|Y}F@fZKca#u~y#l<Fa9}V$Vf3sc{aoh9xBU`dTW6FH1DyQ5
zlw)6v{WoDRhUYzq_biYaloQj`UhT`uTM!`)O_wj)K@^%ZN#FPbUNKFQ<7-~*(zpuj
zG1Af)8XB^(v1tTVyk6>xzx8sg#No>|{bZ?`p$4s)Uq+kG#{R>pH==T&4~bsZba0Dl
z_x4>}v`t?Wf8xEvZ<D**S?TE4TD)pXr^^o*u^CK$3(KrI@T+m(;pBg5ttQle`{SQ!
z3En}F`CsDmU40n>v_=c<bW<2Yy?!ezm=+8Dm&JKm?TSCXrY%a$C|12knM_E4kzLY^
zUctEBMR1x-iS}NQ_wFJ&WRtj-r~IdCw`|-g!R6%+AwcU+%%_d9qIEq?-M{07&9WP>
z|G8HY0uCVx5H-cY(?O(74YqMtr)kn%wP$HgKA}o1NbzTS6&3x`y4G9G`g!xXiV<ah
zns29nWYtWjBJ^yy#9V^m4_D=+rt1hIR^+XruM@$qLXWtN8f%-YYKdHe{aizreoLE>
z1>@lP3#EGFN41(?KR<ra_TUO~q5K+z>n%I|wX9K^e4(8CQA1y29-nD2)MzTL@*qz`
zqJ^YQxj0VQK2fqG@Hu_PgM{Mj_6N`VeBBjqJ;iqWyx~mF7V;l7#<k5!=4tn6F9M?q
zd`vn@B2)tQVZQc5GEqr1h#pB7+Nr>WB*GX8dD&rsM}I>?q<?R_fBZ(nMr4%x-s8fU
zG$Ycl0gY)o(=Nm%7yY<A+|@RMD`Fh^T%-b9mM+yOotC?rE+k9J)Ixio4L&9D<^2;p
zrUXUDsgGy^k1sV3nIsj@*Qh9Rmc@=Z%E_RW{*2##CmU&LX+J02=oIpbS=th%i@@F$
zQzK$QC+!_ZX)LD;bDCl+X>l`lt53kJ<In+bSy-a)+xqj3U8O#@&xO#KDEEK%Py9wI
zGLS9ZQL6vKqIybLUjN~DHm-2lnR5(L+i*JGk`L=lSUerZ#kk~t$-)P`JTZ6okac1I
z>SHQ=nLrU3jqh3bWNLfV2nl`?qo|x7!h)V1x=%_E%v3b4xQd){P_h4mRMEaCdN`$e
zwLU&PT*6aHrYZhLaSH6Achg@L<#c6lu9R%uM|wIzP&}QLGDafVx(7vz6*!*_2z<<o
z!EoN_ZDZmMi<Qx__8;y1{_*GSb`vM$ykxSBA@Mf*h#)$$78OZzEyukgUyR+h<8d4=
zd-avesZ9pzWUNW46nUewBR=uPql~YS2%=KMR<UjX<|nDcshsW0W{vp|dQdd&M!Sd2
zEHj~v^v)zs@LS$5hL?ilT01mg@tgkBAP;8yDp=G5a>m8(Z~C`mZ(32ivx?{^tGLcK
zxXv|mH@;RBvuWfbvEO=NxGKwol~@=|H3eOQm}szBnk8=0S)K6qK3P^vRQ@2-i=PwD
zT?rDV|MTl{rN`*Nn@_KrTLaWLgI*qefHFFBE<1XkweBBERG;+~DydazSiPexe`MeV
zdu1ZGG25F|E`H3dJ~C3`I+SrO;gnE=3on>|_sSpk@^&53NMdx<)@ps(S1d9jIQ)6B
z^5`@Er}+iLQ@kg-<59&MM%^1x9)ytN;K>ql8V~%bN9!R(&Fhz+MyzdK&q87s-qYs*
zV>5Dvrps9P@__$*zo2(F<D2KizjE)#>>Q(P_&z%q@I8h8QAr^wt%E{FV5roL89bPJ
zW03CT-}yKt2XQfVy-DP`*L{H#x;F*0C->3edDZV~jHxFWpLq#77i{M1e3r5AmeX#X
zmTV0y1^b)S-yPbIs^FX;YnUJPv?AI|h6&uVWKFMV;=pwY%wT_6FH7dKFD!qwT)Gt{
zk*F|nHz#FOIF8eY<xy=pDbyC*r8F)=MO`Yr1r>Qrc$XC!>VLBO)zfTuz++}P85o$f
z7HK5NXy><uF6KjK8ekMnQuR6Lh?7CnKFQE)bgB!w#Og#`5lJn?7wh$>&mUxGcc7AN
z`|kK>xo0(nP_bP>-0J_vhh|;OXum<H%E17(4Uu^!KffBhUrh8b&k8^s?HTN%lWa)u
zER;0~HvQ|QFf~|gwVZaGCf!qd*!)rd-H;4luasJez+kunjHA1E=6#M2S@8%WfPxH~
z>^q(O!uM~BIk64(2>*Gb@N|KG@){L*0e*7*I)u7wJxT4I(jG;22Y&;(8mgf=gqfyC
zvwSVDa(ee-YM<~Ncf2ESF#&u+Qj>)AppvR)8u-B($x~ZBn?=>hwn6Z@V3S|!W5Cjt
znkD~(AGdBKEcx!)_J2d^|9lm{TkM?Im0%sr2|j3Ca?udHy9-%=hr0y<AoSU-#|Vys
z7`aa4wCfy@T;c;Bh*B^w*nE7*P^%6%&qSLk<*(vH6F|8vpqn7K@kx0zR@w&4JkyRk
z-?{N~f?_gAvDo(Lf^d-nmIFW7=rZgN_jgAATZta7{^>LftYc5M52eS}hyR$Z|ABni
z<ha-U_F1xTfo)qu;g@Tl-mMbitCQLFzkPy0{t~&@RjkUI&2n%#1Sutg#(B|G9V_8`
zg~6B#_LR66x-p7}G**nDiLUfi!gG66V{jb}X;j8z)u83{^S}0vZ^w&FQ)&W28Z_i;
zcWwu${U_zs$BS$Eq?ro;u_a2-rexLRt0={%i1NJ`lOI7}0L45(?)<kOk*$vV{5Rq?
zO%>%o(ut&Uex?U#U3A(gI8p`23CLAmJs1aA=rb6eqyX7cTrJnCZIht~o8J$Bzl$RS
zrBZ*S2PsTO-=Y&((pvo1=?5S|tU|yP`7{|WRODg2!Lw%{-%$zFg~?AT_$-Eo`;46d
z_a+46SO{f<9HpLn@pw#?rxOBPa|p~(KoE?i0f~F=-~%>Za^PK7N{247R@46?Yx$>v
z<6LC&WY`Lp-eUxYB>LMhQPGP1A=4W|z?#F?|5jd0`gUh-AP@x~e-N1cVb9eJ^9jtt
zu+OB+)Y$4TE4Sg~r$DmHCnkM&ni+ojc?((l0bfc^*08b2R7Cdne{viv1@to4k-O!<
zJkR7;TKMmIB|rs|WFb_rEf%DjOoTq^YByu1l}A9Q!G^UDHWQrxyr(s&Zraqx<rB5q
zUB`hBx2aT;d{a4_RW`hRHwO5&Ev%|vgKznI$-I}ymQ9qMG2x4nNaiV@c|E{qB>e(r
z-0O6WvqPq-LHDGUSa3eu-0Zx~*?ABx(b?oX!uL`S_ORx=Mxz5sb~olUs<1zwMCvgq
z!G#pxmf3|;$YMzIV&Fuw**Qr=;m9xarl#E<sfuep`n58QG7eWE21NTtvbFq!HnJp#
zT+c_)zad)WW=tb8AvRx}Wm8G;6(Rpt1fq#>ym-x7?$_z$B#P)g(eQy)XM>-N{1hyH
zkwx><qwRpeLaS!KZ93HH#FE-!jbF|W%?SFV<g(7k1K)|guTFHHSJn$mj;fOHQeT?q
zrmt|z@?m>8A>KOScJCF678FI|Ssw9grp(^C!{_e+v;WW0Kn^}r?d1Q}>wbXUs~gBo
zXb$66KWG12n^zlCy_c2%3|GMQW<7>c@^%NI-&7~n%)1$S5k3Ds?r}hlM%G_;%Nj*@
zSDy!SJCRXOD6pT`hIFIe)O!rSt4{G<WW^o48yoLRsQPaifeD6V2xKI`Q``0m=%LE_
z*5+Q<;M&t0Q-uzrZz@-P{E16n<P$PExWNB=4ATPH@7S+x^FHbOKbQXBCj9^X3!{c)
zo*sEWIH}XqjpYf=wfuMKN!SZq5xHELn3Z!`l+|kss?=q+PP6AAqvgiN@i0{9@!hX}
zS?JyOJHyx~->4m`Kl~~xj545HPAPs9-`<t;-FsZIef_@bP!L48H%;vCy0BJ|@wwr$
zTUnbM_gBtgXXvT6Ef)7{E-FJ}2b!13-+&sC4IQ#*z9GlC15N*3bw2yd{#ry%k6awd
z#Rmf*jgMZDf?q%%w;hyP>erL1n1A;~D|Z_H9V8w+ex2TGY3>^g&Ax-?d`(v{O*B9t
zz$G%=?14Mn?*h6og=mjP8O3NEMJ)aA!btj)oc(Ii>sHRX>_aFwo>@66aYje*cvM{J
zwU{{j*9Fq%y8TY`=d)iN2Z<`DQOd(24Hg-{N}n4ei%j?ojzaiR3Nd!TiY1dLcW*&t
zA(j+avBjwvF0e2Kh(6p}1AR^RKQ$ZHSOYCD--RvLLcck^1kS!9!*$_Sia=<LG;)E@
ze-8qgxknGNmbgL*ZUDUqPh|ib+s4tk;_9YNo~5-ZRsSdb@G8JCWNv&)U<S6RQGi&>
zULga2e?Q;=qr%nIjFuI5JF1Q#jvJ;bFM+T5mw#}ab!l&m@x17(5FW6}qBIn0$q4GE
zcX&FsjKMtVc9Lk|1(#?@;4sWM*C2|DxxPYTJuZ51%4hfwY7D)q=3QLqFem<C3>Tjb
zEN4sA&vhDCa{hgAjEjf5z+@-omx}v+-1RlJ2qTD=He~RTR_)21nPtGtO!omz;h;+o
zIp2Hs?(JD_^D}5}g-@HZq|*{Y;drkJvj>s#<~wf!1F^wIU@$G%?;7Y=vKLEuZX!5j
zoy8Qc>N7)V8BAmJ#l#^&ZN8g5J9+8Xy^ri&O<K3F4Ih5ne;EqPNYDKaR3SNBX&`y4
zF#}>>qP^|>R{YLmsku^b*+cRtu`W{fyfSB)8JxhfHLmW=wIkfnBC__rqgNCCyI#el
z*X&9xnUrBO-)~{kl=`yhlg3n1T{CwsAF(FW$^g4J63d005Vk6ib1+|n{7U}NaA*3!
z==6_}?BOkQDKv(p^y7v5X(Qvpl4O*`reu9!Rv+zo<eU_##@&V{dyYt-CffeWfAH%=
zD!L8H*L7dFM6`XZk;kBH_pBU@{1Tb#a#d4YhRXF<=w1&|P`cPFq+W+zpHukv#yREA
zQF{gNv6yMe@w<5nC5*SIkk189nLcm)aRdp=wtQJsA&_zUOgtR+|5bJ>+00D~E;31&
z2@aw-7kyLxYw2!6jAZQILBs~YaS`I|VWDm?+D>(HL_tSX>lZSRGZNU&%O>|#YXC)j
zZ^COn<Zd9vet?=%#GR*%du8mDV56zAkp8W2KGxo5Fl%FfnF)@NUKXbXRYb1;6f#AB
zM<zR1xLjf{{>9Pzp^%obaQW2j;;nOAk<+c-n$g8`nTMWH&r~%#q?%^=7T0~^SM&NB
zaZk&$g2R{dqch%`_NsUs)ANJ&pkbeT$X5{O=Z{w&Gw@?~Vt8=Jps{*OxD}N?A%Y}*
zaGe>9{MeMqqn6F}G4GUujd<F8Q;DtqZqat3@bE!II?4VBRwR+8p^UQG5FFyk8=UiD
z9^8tEk@zzsD#)n3VIv{5b{RyyHGGmk<OmplW<$mo`fC$RqaU8_ZU@)F3I96y7_r|}
z%2F~BcrLu)q2B9_)N(DsH`Qzv<}oiM52)rCLA5Bos;hKh_xvjsfZhIlRMZpU!bh;P
zI;m6emkUO?%zk$8{u4F!qdnbBrHG+>#QF4(hDCGs3V&6yggC@+pkjS8=1+IBOmMiI
zM8z)Y-|4v}V3IMue+ANkFSRWbAp=jK7@@OFAYyZ~e7QauK!Y6HWdP$veATTDmTRVs
z{NO3q%;368$qla=?sj$6(V+UfzZDA<-iZ8F#n%5ez8QSxe#;QPZ1%R)uQ{7@Yc2Td
zn`HH>!GBpyiXY)Ndf>5nO^dA`sza3bS}~YuNgUlx9Q+gC?mc#3ay>2XU&c|`IFN(S
zX*kaiTZb31`e7{fp;MTf2^om)zoGulz47Y@tJ>;!=G(vZZZVzRk+~^f7iz2c5o1Jg
zm6Oka79`vaK-m$Kg0=o<AbE1cmM+BybRGWJ_3~SZ2@t?TbXxo*6dzFQoSPq_A0{2{
z!WzH3jKfUl3lJ$9Eqw7(_L9&*CaEj*;Kis=&>1jlo-T<0N&OE?#movraFN{dHozx_
zvahK}2VeWtp8NUnb5u7u*fdFS+vPIcb?IgqlcVT}uWFi#=p38DILcW(gx`E4b5l<K
zrqu_L{49J8|L80$me$c)Ph%`O%_)6*ERR7c<b|x;w7Va=i=D3|JlL|B{-cm)%=D9;
znCl!hP-COy^VwvsWe4)z!%yNa8aGEDrs;sN)8}mutpB`_<}2MlgtF<|N1apH_&<^p
zMk^jZG0ffO!qu%dX2q1SGTdU-|1u8Mu3VQi^r?+(A2Rty(VkS~9zg=|%;iLLL~vK|
zgMt8}0?UzT59%numD!)cQ{IQ`SnP?jch7IsgJl_iPHtpcj?k*xPsvbEe*dgzJlS*S
zaQ3@fz<l%gHETy78#S2Y=T{2@gj9<BQv|-<A)X}>*p=`6qcTulC>#sjM=*~W0lQVI
zczx!8y(i|~gl&az>I*eMz^AiclmZRdPQ?LXhDr{uDT2w-w_A+k&_tiw{5Id&H3Br|
zi>vDUUnK(vmV>E64uGVbh>arfx8AGBguZe`Q-m$J3C(wXcu9J1$GMM?;>za+Cm(s1
z<%V4X;Kush-qTYyD9o!&((2Ej5*i4-L<1mGBvYuXDd_}Y!bx|yAzz6T8|@!GOE1oI
zeK2T3&D_&X;RYyJrQ2(w$NhKd2UZAvJHGJ7QOIn=%1|R1JTFNOPCoz00+~O+0z1$F
zt<+HSkS_iuE3fTi<{t)!d94A#%FXf86!ei>4zulPgo;PWgnISGY7l<MIxnakX)-Nk
zMmj#nlL6rUh*gtsle-fT27vP;F$u)hE7Tp&7nyr|M$hpY$qR8`W;OrsraILTceaP^
z12MOZl&(XL*cg+(o^t^jSNHi<YA}X$nG)ph-v|Xi^}N7X9Qz37I<nuuv;3ZJh-QN6
z@G<-oFT~({R&JSZGXw-FYI<Kn2|!9q8qoQDmv7tl#2At#6{uRnGCF$mX19b!Z8IvB
z89W6<C}j0I!1=L8h6Ye4TOZXryn15jQ03@0tX$bto{-E;*)>c~13f?<Z=B~q>6Hh{
zYu@tJOC)cx8Ae8USY$1S)HyyFWGl^xTN%FZu40(&PJj*A=)!N}BEkY>q3cl|+Ci8}
zuid}x6?5xydr%Rgz&Tu=0P|z|lpTXNM{>r8)YA<ko1l|3*Non~Bs}KCfnzSY-V@c%
zTHByB4{p~*>JdNB_I%9g|KXNQBiWvok{vxB6GxN1QzmJ2<9>{gJ$ts^xDnUl56*&r
zZ)V6w{=Ivtu12Fn3|j6~OgJi;U0qHg)h(weH0*IVpstTRy7Z$03B36zO!nnw)g1@)
z3Ej7zt-~1Uya^{E^ab@#<@uT9B9YyOx{l2DUC!6h0?@}a!llz@2#EW|0po$>7N*jj
zNR2D#J5}<leZL(+1uK{lzHX{ZsNvUaVA^VWNe^wH0WV8(g5f-~)iO6R6xOk~;kEs!
zOTg+;(j7L)*Q_F1gw&8)3a~KlHX8Iv6|(;L5)ll-B8V{WU<^i=ipysy3~C4ggL~aU
zI0~hgTbOsvK`#uib06#jT7F~LB3!dprk>+|c?-gY>(hhj9z1@>sE{xn!HF<O1Lwn~
z)Y#lYy-79QTRh-B3%(NI(l3#cra;#dpyyFEbIJeF{6$xnpy4XfAovxWA`5J+80j*L
zH&0S>MQjb<5<(zM2zV)%JO*XD*cY_m<lE(Mt5r7<(;=#ENGt~97JKjJ>19rEUFzGt
z`)h(=QzHT%A6j3hS=%DDdBrLb{!xo(MjQfhQOor|0XDd_KT~}m?Q&|VMgEZ8SOb=M
zYG?qX1wsx2ECZxq2Jl&iX}3z{%FN#ZR!2I}()oT^di2SntW)fMt8;uXH+Yd=Gbe9?
zC4mFhLYxJ>q}HEU(Re8h{h>w%aIA%!vk5Wr@7Gx=GsI^ZU1|LET)wfE=7MCO$BOZW
zKA(x%PtQdXsY)lH?!zDFL>1TdR(>ZgFvQH)*JeDr;-suodBC7GDPhe~+1LKKY@r{=
z3YG=*MuEGp9^*ehxB{WplfQNeJS6&EAygT%b<`S&S<eRsthKkmyu9}}F8q&4x$X7_
z$=~4`u8tp-<!r2;L#&czhS(R{zm_MjuA?6duZ*76iX4#hf8%~KyeWAy_;Z*8;Z+=Q
zi08H9)*b&68v1_cO&+fBMz+Hj-o%N4-{XC6h!x#Ox;X`TMZ@VbU-7y~y9DJvQK`{{
zp}vOfyVk#Kw=_35?C%NEQ9W6ydw<I*CbqApw<)yBOt{xVpWLID?~YnRmzRjX9<W8%
zejr5Wx$nM;0r@HwdP?t)<D-XW!v3|c0%ep(I-yz?(u}1F{{EMsDuD-cshEU&_%@Wc
z$0MHE?=6XztgH)Z*oJCypU3kE_lRBs#cEsJm&2Km=)7IWil1X)|0Z?xA|CCq=%!b&
zj8BHSV{5+YAM{4aJJV7aZiv0iZya-;&s2rAy+VBoPgM2S`m5uFa#!UULKS5ofa`pI
zcB1$5`KCiK^bfzjv+2#Vq!>?@(v$9zvpKYn-}Xl7!^6%MKU+HA_GVOYg;7`+9SC1D
z?AZypv)dEYjrp0uw-(aO<C?C|aZyUNs{GKjaIm)w4kx2Azm+vUjad9-@EIpoaD$uv
zmZ@cv*H&s<zqGxJENgjOlYxi#B@Q#aKnq{#dJ1Dw%4-Ihj7xK+R8!MrIig}eB*bd#
zXw&-!N2~C~Ss%a8oYE<jKQgkp8dpQyGJ$4zIb_t_TDWQ+DTI{}`KY7ChSy_;8OGS$
z+t6Dq(#!Q62Ua<!8XTY5_>m>q#2@d2HzhM+#d*GGHbddUZMiw2yo%OW5DWQL#1<6C
z#smM+1!(7nnt?T4XkJJt@Ac0TyY`~#?JqR9jP%jA?K@I=E$p$YnUc-LUubq$+Y;od
z(Afvt1j~6L;U+|k7$cIR{s;){2(|E$&H*GFa4vDcEpoWQJ<0(Oj+Q&w1M0Hu<m%th
z(P3jq6|2fL>`aMHml&|_HgLT8>sslSc`k4&H+Y0EE9EjJwu%@`4a#f3pIlD{GBJ|I
zGf$wf7>W^;o@|*@@(I6s{+Vfa@-$*vx&E)#jJjW0j>BB8PV)=FjT0?$eRO@J@vp5E
z{a<oA&x6B{G;W5q6JA@X`pzqgQ#&`kJ9_^cOHlKn2o9%M{ixzA>ovsXK$sEsiA^i7
zzk3~t<x*=KrJJ7HV)?kLKK^WdCbi%ktn7RHxd80B3bEgpw4sdpao(CLHe>b8^Cxu>
zrs@T-ZaZ1M<W=a2T_fiHAJVg>OCTcdy@DP+u!;hv3?K~Y^+<AT;vS?n;7m#*m%w~`
z7y)c};KGix-4Ry;;4ttjgi}KptY(dkPK56M$?@H%^H@xkOUb`5+mb3(5INX*u|Y$#
zMGvrZ*fG&g0fRtL&=(JNL3R|3YJiOsd}KbprKOpcgFv`!Zp9-s9=)@B_K^V#w44s4
z>lEw802BY_x!uSc>$lQdt*^&<2-#Xm6+keve`>NlN~}b=WVV(f64W6DUiTz0bqmR-
zUAzkjsWKVc=Xjd#|FnJCT!<i0DawgJ*u=IVYUV$<+F$Et3Bb(6T!90Vc`rZ%4*p%B
z6M58>th~XlLFr14?<sfngu%?|4CU@<U(Jl9ByFSR0aZ^H0vI~#@;{*A%t$RX#ne*{
zKfvaG9Rg8Urv=COB;d$_V6d@+-77gm-I8uf3wMs!-HqJQ(1hJcaJj8zXzqItEp6xj
zQ-S7+9aGZw6)o<2Hly^2zD>>zMt2us2Ord>Ad0G|SFg_4EBf&0>q#HUwok|XGOw8O
zRI{V`VrGV%y^<<LbOFF+6@Fh=z-a|R?vaIw&Q`^cg5n}gUe9r~#hnxFXN0ZpB>%F^
zCU-rtN~W+uPCS_?2THcv>iquO!tKjf{AXB&)rj^)=7$R$4QV!4`E5pm#A}7?+y!Uy
zjc1lcN*L!>;y)sYf7yyfu<N&p_VI$H(uw->>l9YVIg{v8==F%x1xI!h<J9T%B6ih9
z*UVVm>)oqG9TL>efrL{V&fOT5wf=fkHSl~IZ?K$RZ5D(BQ_45*tYp`gG059&UIvdw
z3h?baL0&?H0E<Kwn6X9fe}!*^0Bnm3pNyO!Xt3gD{4sTSAI&NSIC`i&;NK;%Nf|@R
z|BChqyp*|fP(0w}FS=Zkd|w)0<KsEv`oF9hOaSP@m+3*?E9=%8f=g3UNC1vp92PJH
z{;KS8Ah}8_0Jmjda+ongjtG`uERSQUXWr!g*H8bw0NfQ=$;bm)K8M%gH4dS&K>9BZ
zFe4}zN2O)aV|GW>0@3n7Isbns$52}s?E*`+vVH#NMXC=zP$qHpK}tvKxn5mkSX;Uq
z`ybIBRZyz!x?7}6hmY?MH>3RrL@9ySsz2;Uli7>VPdXnU%{)Ghei#n50wdx3eP^IC
zz#t>hj#B-R)bxLm_8ve@eO>#g1VRZNg7hvJIs(#L0*H!0KsttqQUxg*s&oh-9hD*o
zB!Gy36h*{{gdzxnROyKH-g^mfkMH~b-tW8rxpU{v+&MGk#3aYP&)IwJXFY4}XJzHH
z0WyNm-@FBp%f(6)@^NDjm6|>Cq=!7LhU^s=v+A50y6lP~#rugSv>uNrN_=R3^RMuV
zF;tm}qb}*ob}M)O;zYKM)!zYjSZMtG5l@emz9KdJluJAv?M^+!!bdO*XeJ3gbe=iv
zP+|xk%@9DYN87eDy-_8+!Exm|oHgmp?XiD+dv@D!Q!A^d-pkM|Z=X$_-v-2X#v-R;
zVm=;!IgIF1D)vtrL?|pwgaz_>LW3qU;x^qssS!<ZIOe7)P9V7yAjhmLy8dQgARJ(a
zmtP(t;3_>O_{mZO9{}hGmX%i`ku5q^cw8S~TV{tJ%0++>cmDGL;W|@XQHU-(=j3F8
zf7o6q1*EGsQ7yQI7XshD#)H?!vM2pbq+sHN+$4VEfne^N$kJnxNSr@R5lWh=oc#Bh
z83A~j;k4iwM5yt~i1R0&vI>&Z$?w^5<B97)xaX?J>R$YU;p$l<<-eK2S$Oz*q9`5Y
z8+H~>))5LIq#cxj+eXe-SNs?aWFe$(PJ-=I;+LgB<tFqW7l1<Zbtbjlml&<-{Qc=+
zZq-88+BiDI&1ZvgV`alb_3ZaYw~K~n%`z*q>9noj?Ngao)|WjBR0QfSSU;gs$|7Dv
zGW8fsTlf?l+V_?%smI~i_-qPho){^%XD%tdkT&lt7zr4pTGhq(&CT55hJ<6@MzES=
zZi0d_sTUt4*9{2oZ6CX(tUc;VJc*b4oF|Q?0brvz%BUqve&xdgeaBak-bM%SBD|14
zk4^jcS2FXp?XOB54d2pk$c(5~mR~|y*K9#vrh0XzV?W+}LwU%M#rj@uUK5$i{yZXJ
zS<Wt7Uy<8r4nQ`<LytC1@9Q6y%WOVARy(k4EtlXAMXB765)ym==q)q`^P9z*z1y-C
zKfKNG4LtL4sp8--)Kl8&O$P&67oYtd)S%>;(>ed<1OBqJMcw9@iXkP>S9`n720<jp
zr626o-TXGK_#VF>k5*2;Klmh-eY|d<rtv)cKT|a#y2%ScwzB#4zK?B&p$N=D5Ig$j
zN%`ZY0x5IA2RPo{ZZFC>x1S^bG9T*u-nz>Zp;TE^MnPA~Wt->DQO)_7Qp39S&QlPb
z(k?}*m<)JDK|dtHqip0kxcP@t{e;z1bf*>7E$fXpdcdb-1)$3AH*$Mo3t{Usew)c7
zRQlm~%#=O7fi1#InHC&jdO~ic$d59gaLN$Jl_wNSw4932?)E#nG1Jjn+_r$E|3Poo
zzqt~s0y@P6WKW8+6#vp=bF)jotKh3xHB>_^(*Y;xboet376`F$jH2J0kHxTH9E(X2
zFQp8Wee{DN7*6`{Y?kZ(7k}zxe3^Q|pvQjH@u2Hyx~J`ui!Vo;_hN}JmPqJ}RxovN
zeKDQFE1oZ%TagbBzk5Io1*8C?t(`-v-%cU{X?V=cvGx7dgwLMsIU9VxyQ<ng|C4@%
z!^?8vytbF<Q>reH2Q|y{8l3sQuez>*JzFnYf1^}xqkKgCTKV%iZQ$W`M*gKKVU3`|
zm}EKNMVFwdY{zJS;c#We)#6A31h~}C`MMrqQA=?Psu?uhg1CQXEx>*%Ln-M@EXbt!
zMrwSHejT9SNeDpC_On|z&K6qEchG+H7$xE<Dc$E_{A_>fof+dR+J9mv0FTdreXKPR
zG~3ITm-FCw#k23+aU(x+?=5~8$fUnN+>O6RPES;OAFQ*-ySb9}<qhWiu1@GDw*hzw
z{Xce!9y=A)bW-uFqBu*J^T|ZDZHOO6A8p)mo6*8J*I#&e=E=psQRnaIVhK0nq)NyQ
zlLtyVudwi|l&{xTJT4VHQ~NncQaxi+!Y|%MdKs!u9mRn;Dj;|kmt-eNmf-j}eX?7{
zECs(jeh<!GMWf7EN`%VeFTh8{YRemU)^eRDQr>aINdr<DAJ?vn<D{iy*p*8&>x%lY
z^vD{C`T9rXtqJnNy>nd+ep8r4W{gQVpf%bUogd#h6^~%|jIO%^<lPOF_q~o#Hogf(
z@tXQVN)4bK6KFI4U(*hkMOEJ9&gwk{&!i~5k{qkJ{9gK)qv#Kb0Gg#=LDru&MIsdi
z!Vx?+NR9|;RW4KG*KR#`diAIk&xG#s<V$bIW_|>)>~{UvcLQEJjXOr)d+-fDsquh^
z7vQ584J5vDhQKI>0KB6~h$e$Xl!Fk0vE|cnxUv};p6RA#BR=KhLLoa3;D@t8AY?Ns
zxQ3Z`#Yk#%8em5(9n6Ft$_Zg>iAH##dU2DyRV^_H3KSkUSyAebL@oiK3bZT^jE*%a
zQIxK7>5GdOA@)ANb;i*O#d9+imB`pKw^$@KcMJ$x83JHMUqKXe4U3SDeTvity{kwo
zfNbOC10d#AT^O|<FC{E$fQ=s57!d~nvgg5n_c7*cHwG2vCEdSDLg)zMfX0WD0Osnz
z(gFDDRSYaDPKN=UTy|9fwi(!v#i<B`eta{z^v7WrsxCKGsf{1j0P~}&*2O4#*}mr@
zV5lq0V!Hjn?{pW%sF%tokxV3WcUVf$*{v4~9D7W7fkQVA;LE@MHiFqr@|CFrOt%N<
z&KV(&3Y=DsfCEj4&}o$KorCxp1M43G9)8k6h~3+>w1Vjl0-cCT)X62ZTVt_^!TJ>6
z+=~)&(CZ<ge)5^5TLy5Pz>CKmIHo%QI2X`emDLuED5w5=6ZrrZ8A1#AB)~HFLFJ8X
zxeL$L(hvnzE@;FGaEEIF$+7`)(kaj=W(++u#D0d!Cp8;+mkh5R7tIQ}MBFfA<uKO+
z-eP%-fJbf41WQo@umd$A8U%)0ZsCCC`4W&}%*F%pdH`eNnA5rSR4)Qy2e2HV1514r
zq;_(nLJ%QXTMqnj=YhPnb$WUC(Y+Vv%P&>to<M@Q4AwCncPm!-D3t2k88VeWm1g*I
zUy)A;m|JoU(gpn-?Gi1N?w*~=(qp^Do+t4waegv(?`_X(F3)x`!V#P_CwEJ1z6lM-
z^qO65EcW-6joQy}>_qQg&~ZQoWm!4vv>-7iJWgCc{!W=VsatIjKy9lxK^$|DBUDm7
zMcOBrkR?BtC`(wJBrOdJoaJwle|glJ>8gjI2*>+e;qTovu?lVXc0mb79b~MEL5urd
zmnmW2V(0_c{uJUT|HW_tfbtOEkj)nNKLOmf($aG?;mlVE)(c>~qac7B<H*2Qtp9EG
z05)E|J4}Qe&>_67BlzO)KSph5yi&gkodyAk1g_m(h;e+wjqhszHFRd~^xzRd$l%U(
zApY<~n+wts210knbl?69bp?QcHvnUyiS1z#<K+Le0e8<0))tM_mc9hUGwrX?W9>OK
zr<acdZMp!W=x%Teur=-aJg~-U)jN}UjBL)557g3Ef4^Zpx4HW5vS}|*`m4|F)Mm6Q
zzehatsm`hwZdTM%C8iy(w#IT65ijSM-=a+Y8qM9f;8T9<+SCx)tFGIY(sw#>p<D7n
zO$;G=bK|$}iws`?OU+5|g<J^&ePL}q!U<%`Kf%6#6`-&SHDaAPgOtWIcw~qt6J65j
z*|C*7F%jn?^eS1eumI&-j1jx+3>Q}Y5_2MP-(#{of|ie-F;{KI9bXFUj-gIYPW|)l
zX{iTlcUQFN&m@5|@zk5{gRM{$roc50JI%&^86!0HivpaVOC%~U9cqBL+4B~G9ddr}
z<PHWKpK<3?68aw<n_uN|p5T0(?)+#Hlyi)M+;v}nZV7xbql(>Tx5x2vrvY*FG-#-A
z^s0P_pMx6TW89a|CrgQL>$!4Hotg9les_ZGOOuJ)h^c=NUho9INc>U%bH?%h)8@p}
zH`y}0rSELjcG&;eptNDsJqmUJ60K9arUI~{o3%`d6kwIHVjPo&B?ZjCe9+V#=ywYr
zgvrtacDNEp3vB}w%R*7!;SoGBR^p*B(oz~>m+&(AquDz<g`;WXPg7U^Xb?{M52TMb
zKOO_Ca-K%jgN2f%O;tH)4+FnV7vAgh*w*TY90Nd!yadm55wZ!WpCK6xqX195ga!<l
zFME6g7}9*NnGx)d0$}#In`D9{u;~nldTSEy(PNV?Xn>X50KAo`k@XO^%Y9?u5$mpS
z7}sWa6CzyG_w$#d#@}-lr#qu{$YL=GvgVT3-Fq*Oj9TxU7fPU9-96lrQ1@wDS{*%d
zZAS)>SOd0!7a0+b3E+rZZpGg&MUsE!Z9NymnomA$+e8k(Yb}4d@STG7EDl{JE%7#2
zi@7%J8cTzhlrRRyMrl{TGa?y|c)NUizv5=I?WJh@pJCb-YXLqgXupzQvb$zJBf7E~
zM8vXC=*Vjz7@?na<a1JJ@pCw4dth$+#qHO#lDq7DKfa@V-^E2Ub^E{gVawi<VB)^>
zp5oKx&4lKxN6Kbmeu?e~4r)S~z%9!xZ*!JA>}q;gS24^>8=M;T!;I8ohJ{~7FfLGs
z0pciLNqW8FL9PP{V~wtke;8Nd*J7U=eg8?KT8F$!Ek)d(*s;Ou(#SM%E@*8|sPFBa
zR%?FZ1o9H>mH&fNAZJuFL>NT}L(1LagQ|Akgh@g#3F$^f1kC~i1E?1Zc|{H6DEu;a
zftd+F6Z#XG02u-xfN_LrVS@-TVStSS4H3b%3%Q3A1pN4I;Bjypzxz}5=vZVix_I3q
zhDVbSSd(}y#if%X(A=9JcvsK6{4zRqt7Y!?5`vyTpmu=IX=)%B&CVS?{oN7>?+&o}
z9$p7BQS$i2mN!#xTH*on$)6b=Q9InMe?4!KFfA9Pd)74j($W&3rDl~W!l_pBb;x2X
z{Z_^ozNFje+yG+%4{FElyv`RGf#)mi2ao>%nGfNh@(Np^oBqh{1WIs-*Zr2?cad$S
zz|vJ)T)ME&AP>E6c?EYtIjq0&e0RPQE?7~XiTKwaGWNJ+IxJ)I(8h=YcWjSwCJ;KH
zH2TC79Hh5WG!h#4QMzM2>0kfDnyrZ!j2c+vp=FN4<k|oN0d}_ZrBFB1fy*UsAgS{u
zl8}qnVbHRlSMw25eHFe+WnWh^{@56P%GQC0^TgZ)W{2wED6K{P!Ob-wZS62Sj83Hx
zyx})`+sxlHcIfj~RlgCaFhHpYR<N9)`Yk|Y>89*`Rql`A6{N+ps`cLoHQP3z8A6%q
zOXOsW=y|@-sQmSEPCiQOlg10iD24L~QWD7gdA2H-c*C*S#Hy-^C|OHEwzZ<SXo~bf
z!Ua|ESy~oN%vsowsIWN7-HC}0Fp9IBkXXufKuVJWSbt)R<0fS`p<G9_c-&2oI*|8j
zn@!oUp#wDOAQ~8oTuHLI3FN;TPha26MQSN80zo+~kbVYPt6KdU?Z%t7wiLrOr8cy(
zWZn=u)A&}iGjG33NxW6awe{GrfP&^Oy3B8zEEzp1YbHi^KwNY}!epuGB89S*$=vKh
zKz}RovBSwuPPqaDzyHS2mw>`vF!y@d0wdV;X1sexn)cQI<uF7by(lk^@6_`u-4JH{
zADsUG?+hCiF;tRW$2nam_~HgU_i^_OPJE7E;QJIE!>?k9O`1vd?D%uIm-hv{PqUjj
zvYp^1#hWH=UNFBgNktd>az%M>tpC=Xs={ZjNevRLL+V>SbJ?yMr&yn>P$2QSzTJrL
zzF0;VwdXUUi%LW#kR-yCk=0%r&ppTQA-ybyc{`s3JONAUGeV`vG)CRcDbJGUUKibK
z+E;oft6s$c-O4Ll^$qey&LOGu<|<G1s@jcUs9jN%G-Xd(4gF5^^RZrvaMJdT+*d7}
zm%if-?zRQNz6qi-j}9g7YU+kRQk%<|BV~;XSsvEeLp?Ft;lyr3Fu3t^!9|ETN*qRQ
zz>{nPI|Srz03z(^j0r6`O_~iltIXpK)8<-u?jQxr<l9ZT_!ySL1jlJpKrTr>?YY7n
z2rD3iynj=sxad)+Qjy9-59Xh~d;yYFo~bSPW>`i$3>a4c0cZV0(py10Ty14EDngqg
zswqsthD{AdeIrr_&J+739mf=PSQQm<Z|oZoedZCI=d5_h3M5^qFkE3wV1eBgCAQ)x
znecv$;F@l!1VHAn_O*l`>mz5<vsNH&0o~T&_y9I5a^?~iaWg{(YFfY#bcm!JIp5cV
zG2I=4#YC6_xmXCEBuVJ|Rg*-?HIF~PqvH2F2-6H;79r}w>^*6rU7O#k5fR8w1yn$9
z{zg1>DdKcWIfhuEvT>vwZhhEYXux6|4RnzJHr77@rvM4nCyw@~S5@%>-vx~^!nEL^
z7vSedAL+o7G!ub*mHc1i?q%mlCm|<SRv=rq@;(pZQZf#&U=jMJxQ2{q(NGb_zb&GK
zS?Smf$wD_x9-al2(Scd`gki|c-knYwpcsPwWh*<F*K{%hSgz-=5yfsV;PBTHTF}mS
zjQUal-rfcr31Ev^L!%Iv8VgQf1qk_Hj}_>lg49km0i9lbTZz>6ycQY3<WADW@<{Do
zIU_TkX%E-I=V{33!{d4Fj0=S9HMF_DpHz-ah`u^?aR1derr=)#mhvm&q@U3Juy7;5
z*si&v=X=AZEr!Q{`N?P$<}*;fBPrD>{awq}3s2+lXO|s~5`<Ptj0u(!Ck9~llYL!1
zicoJL#n#IS$pj>2rxLx;PTLtJXIM~y&;$hbe2jl*pFIQ{O1qLSM?U!Bai~_Fw5I4h
zXG~5a+uf3VM50NMZ0pL7uEvNN!R*Ghf!oNXh~2T!68wgP1}SgNwKK;9Ax}}1vlKHc
zW6oo0u<L%u3ubUvGt@qyK@#y&o_K7ma>hbYf(g$CGLaknC&Hc;PXp_59lhxobo^Uh
z`s~A(s*=B6C<kZ=Gl9iV9jOHCE~r>`!K13PmZ9Foo!nBhhQ_cv>mHgrt3{D}Y{u0x
z`H`W%B}=>V2f<&<N&KT1AN(iv(*?-60}Yvb!NSV5&H{&~bPQGoC-ydEHh?&Ys>R7)
zO!vgOZfAO55WsE)|7Pd@h25U*^y_DAjHo+r41Pw<b1?@zr}Omgp`)b+mr*o+Zl(n1
z9x)EGu|P1!f*nqSjNDNFsdh9t90cUOHo7OYU?bwFfuJl?3?;Ph?L8o<A+e4`uH58;
z%7SRY;B0C&?!iBMR&E1XEw=%hL2dcC-)(PcPoDqbTbr*g+bzQ9d0*wv%L{9_gHETn
zrW8D6<cnp;#4O1B`Vr(JRoS2tt6Oa5*8}6zP1)A>BT#+hGWQ#tiym^_Pq<PuLRU1#
zQ35Hc9%@>u;vUoB>pmQ&OqjY*RCsVH{5<h9v(ohZ&$fi1m!7G1^^h(N9>Lu0Ii-4~
z^~>^d!uQ+~kqyKqjjY7N;A($81*rd#4H$+Da8-cTmYat)y${8`_eN3=3@F1=(4~x6
zy{~%y!Z-oQZ!S1oW5`7X=7L&^j_B=OwEI{O6#WRDP^#Q30SZNsT8HdXxRsR1fO;gs
zyeopUt^K?(`gpqXGBBA||3+fN5q{It#Z~};o_FwuZDrHFVE1ltry@yy=wM$gOGqHe
zo;tJdUj?3i`!IItzTD;t>|0FyXAidbfj!>3^xaO1HJ|o;s|C4c*?p$If8(;SK%oFl
z<~HsHxk$o9(w;xe>><S|Uhq3DjaqDdg3JEXFfUsQpH%eMwTE8C{vp^EAtDZctU6jZ
z|FN1F&}7QYmuSScb2GGaI)kKsN>eT#{j=k=sU~hNL!JIkzPJKo3tn#JDBzLGvH&Jf
zs31@`D%g%XN(X!F*o&>8DBffkpkY8<>H$j$kFyJ6;Nth71dJVLi1l{Q%2UA{gOBEP
z#KoXuk60-0E=i7J6ccVe`GPt?PI>V1j;wlx5NSF%rE8?Jopo`;(MwbSaw@kx6(vGr
zl0y%<9)(?!)SlY=dU^qi*7*F<6@Q@@26IrOgKY-6sY6xMh<h=JY%*}Jdtyw)o6;_1
zN{BbC*lq*~i!#qt)oIL&@h^_nY0Q_{Lsl-|RDu?Z9^!jU^kEm61tzJ&n%=QMwk?XE
z;<Wuj9Y0D}aj>W;rj-tDGEYd`3s*iF#$RLP_eL26x+4dpj_LUA^&51yEWunFLC}(T
zQV9^3BsERnSXT%<Y(vHztPa=taB4#41#`^{Vv^kneVRcILuu<%!gg^>;h^1$Kzjby
zOpu(!NYKQUcQjC0E(-9K-0s16TSHh%`892L^}sSBJgXFs#Hru83X58PKnAnIsKCBq
zo7`l^?f7Af=9!CEcu)!;XuaI{eRokIT*`)ccjn`d>Qgb-u9zMD^y$6B@qmJ4`cXZ8
z!Urr>0IO<u1N6Md(u6q-?ha1nI6i7Dr`?c<%r1PfhX}$G6859`sUf7p-OGw7QroWA
zyE4By>i(;gQ)|*urQwE*9U+1`U4vpjlbgP$C$Ear)W@C%-dmRIBbTS|5baXtc0SoN
z!^cN)fF6cObu#c~i`7wq$uud6Lx7y7{lWlYn{cb$^9`qJNNzrCG2xo#q=0r*xyWf)
z0)f$n9|Hl8Vgj&6%i{baG$yJ%@2!m&U%@@QU-$#6t~_7g4iks>nT~ocn6P5kX*9&%
z=c8RlK*6*F8cXa9u$F^(v^YmVY$U?`kgZdPXC!t%zHo}Y_e}ZPdDh*XNrX=?4TmMX
zQC&A&5rw(Ih+jT`KK9Me6;-jpOJQ2KeK;5wqQ`DrOj;S%Lh4O*^MCC)@2K;P&;JDv
zUrw0Tw9UCXfV_aB#%2<-SRqV!y`n-$&L>$X0<N;yXG@5+v-uZXaFLxf78YUCDrk<R
z-lLTgjxCUJqs3b0Z4gTqpyFNZxkpbea|vsEr=Lq@rir9OiR9m0y+p+G^t^@lb^+}I
z1<OzSv8FfIp%DaX$WzP!EyQ4T;=@H4vN%{}iku6=8o&x+CM*LMwA==VbYfQ@mx+k@
zm8J=!mP(f}-gUd<d1XWyh7^@tq473&@H1)|kjj8yL2z{xAZ*qfECDC`?Ha8H-p=_W
zc4--1Gu=+)dXGJedS;P!Pz?{q2tuDNm#9IDv0E<YK$U@aLa^Ab?2V=_Zhgz&_`8cG
zT#$G#1!akxa6s8UVlYh(hAV$vaKEmNBOvn{j3Y#<W2Id$Fs9Kh<^^2vR|Sj4)BXWT
zAEYb^f<>rQ8j?%9wK5vrh^HNV4T8W?hxs<9sJ#e~<KCl9_+u8B|M?(L1i6go_fIuX
z9^iurLrYVbb~$1K(ZIM#cHO4aHgv%pnL_9z1K&jb0_#z(+;ZV72LZS0#{-c~2V~_D
zTNH@+!7T))d+4Ywi1Dv+#oyiOpak1p*}TVyn?#k^tF`53O2aq^OpqHs1H6!5O;&NG
zVG+limbGc0fI4VBEqJ8KKRs2RY>%glX{xp3koQ3%$v+d?qUNWTwZmC((m;=FQiq;X
zLfa~!@W#!KCu?NvMsJ3q`Y6H86)v!z0|XHe`K-4QU2AfX_5reS;jnML=K3%sxb<Rd
zYI+GiOs1>RIgFYTI=xsT3`O{ulYu*JZ;i6O3|IHb*et(^fG^*qhnnr*a}Ek%AAH%P
z{;l1R9t(7?fJ%GYXYm^_xH`f>U+x>yLlJ;hdPBysF)eTw$A~3<tsDCi>L~~t*ZB3^
z%u*Z>XzK6_E53(!Ms$hX5QYj^CKg_;O)-T@E|F1*%UL-icDxL6VKFx$;A}Jx<n;*t
z7rb%aaum38@o|d59Q-dP?G3Dk=lXqJC@L(cLvZh#ZVPjmV{P7-q0c1y`bOLbrr%GD
z>G8=L?>NFHwf;nsUc5<Mh{Sq?yDG)kcu?qMDCOvX8i>lQ8@wGay^)4@Z{;3O=Pv4>
z7ga>n$!}YdeRrh_xSbIJT4$SHQ@<*IOQxXdTq^P%(zdWT-wK+4xk#D^CFz=VyQ^oi
zCR3SJC&Q2G$NG(`jYW?pC(4o2{2kqcD>PLG_bMda!uoWz<XSSRTTSd3EG{pxm&-EY
z-LO&y*K?|%=`ke?mwtWB_iSyKIlDy$D4yu32^OFBN<usp8st<kh(Z_9CYeAmmM96$
ziec@c+WGCoH|k>@ot)BwdIVbPy1UT#(ZtaH1E4YM#hf5c0<1b5pO1D7{LrNpq#JOZ
z_4@N;!0<p_b~=0$*^e!_HBKt$@$eLj@Q8pnJ>p2&1+i)fG$LS_3mN-X0+<#%mFBog
zsQ=00VHD`)02gwyV&7Y+kQb6aZvcBSa#AdH0gEKsTmbCAYZ}OrM^uCiV?QH!yF=^t
z*&!Bm?p1=n>lRh5L-tfaRI;P1ZK3Qn7v#osMJZ(QdwE3-sKECy>U*YzsWD<Ppo70Z
z@{fvmz^^#-@ha}_;sZ|Di@C8kC6|8;NZF7>8r9wDVc&kGslqY?h5^-ivE`pHw2biD
z!G&O)_D_$+n`%(p{QVbm&5oV}1ut~|H9}I%ENyTXT#GK+C~V8l0rn;F#OVh=5jmL;
zv^oB9b9DJ&Skv@4wePih20L19!9`0qZNd8T7l_7==JYVoF}6Zg4Tcj^DBZ(dSQvSR
zw0b33eF=IPP{RTh!T?<nVzgz3u$?|IhxMGaDyv`LQF{^BTyS{An6w&lzFD58bKk$q
z;P&TjhZ>9*lT_Hwf|_?j_b)0oXq~m0la2V%qX!9@MS`J>R54+m;b%!wb%pGbEE4|l
z^3}I2-q#U0e~HXbUWY{)*?m}U5|bk2MLabKq+-o#KuE`A#p};=HZ`B^r}~&quy8{~
zVk6Oy^3lmt?Cc-qv=Rgh+at>sbJQvu^|IUK-|*>&hye8`#9%H&uMU>9sK?7spB5|n
z%T&nc6@7n1Je>U)t4??CYv<r;L&LU2jufsKdn0WO_R}|jsk3>}()4NFC5Ui!Xd+{^
z&WD)g_l;fEIx)kFW~x>nrMC^-uf1GRBsIlD`mjdt+D78VGaP8kI_YE#*=|y$p+V-K
zZ%F})Wg3ws@5Gnh*9Yr{Y+0HLlOhV)wznSKK9Cuor?gG>y%Ui~19`!C7*j3JaK?7^
zi7aCkW1nNT_tyL=kd5L=8FfPsRaWM#ID!dx+%zDE)Tm*rbp(r7YO#o?Yp=1oVYm)%
z2C%idEfd6{I<iSz$37si4K6r<R8~}zJBYNcf3<Slx*jj)nrwKn{`9kfvBuJd0AKy%
znI}|~4|7tpcn=EQG-12H7_gtvKeRTn6BGM2hU|IAt+b~<8L>zd1(-0je{6CL$dEN!
zIx9dMKAvd#i7EU47J2javu6(+Uys~eSG@}T@%*TTd_)y7CG*6Sc>XxU-CfJIzvWFs
z_jeVjU2w=`j2~LX>-XpLqvyO7f1zQp!5_|*!FONg;^>LNflt_w$b+FB;pEWM<(yA;
zl}~I>P|X@Is<kBTuGG!deX^@PJ=gfUH(%fH%vYx=3dK0zkq2N{ARwbaj+Hk)dNSI#
z*l8RRRXd66F+);c<W%4yfriwnjE~xEPpEjH%Ycim&?5i~Lr-$~Z6>n&@_a)2uVKe_
zvb#@@7xl8GRn~@#J@jF9`#}s=mFH(a<K>05GHdS*IZOK=XlpV<i{F`rs;llVT2>IA
z%nIEa{lrK|Z|B#AkMV4}=6`6wO*CDs7Ll^nMy4<(3{nD1sCLve(h%vt*;Vgz7CM>r
z;Rr8~Ww|^ZZsZN~ihaWlxh9`}$|&6^)7(f^@AWnkA&kStzu{3U;RlLyYV+64)?z^n
z{OxO*-Irjir-Sp|9&YH&i*8P5OP|BL?|h!JG<Gj#hG>zN2Pm*g`*UOvVyG{bVpF51
z=Z`;LU1Kr~x;prZ`x;SJr<&PtSM|-Wv0JYa%FbRVX+&}c>A^{Ae+DvCI1%-}&t4*X
zpBmgLNf|o7C#rc$d9Skn#HyY)PjuHOmoB_w@mAZ+{nYT`=5DDBv3b=izlI!J@Np{M
za@P?1HJ_%Ky%KDq&DfEN6<!ntmY>YEEtSfR-iG$yaLx~Te%Tel%S1K?>AD?sOHmZc
z$rC8z3Y|G#Ntrxkdk_B>1J8Idf0Sm%e)Re|oQ9e0+C|RwA^#fI^EfEp5W2`-&8FxN
zCf22|n&rR$A$<6_xv@Us*$w*FNoBUJ?s?jL;^7yGvw1Mo9cJlS>Fg$;?9J&Vci(vF
z^r>YBRUMwx-XT0snGO4q$acw$Lvw}3c0~lCa-rl78$oV{ocGD`*ixCmgI{ceRKge^
zqeG#>P?N85`vxNK`t(i>${b5<D{k|PM}FsYCTubuQ0uFDfz8Uo?J{;31eZ%d5G}$<
z$wttYT-nYB4{TN`&u=sQ=MB8JWiA}n!2UaME_x_rf}a&~I3ZTkc{r*AXYW>pPaPW=
zE3rHRW<?PTWF#FMVM1ZX@&Fi<(UC)_M<tPn-*|vx)_qf~^sh0X-U1KTnOev5O(NEi
zRz-}&IzVSDxto69Q}x8S`?nF2W8%@enhaJO{(HBb9bUzIv)1Tjl%AiH5T~QjGBvaQ
z67)N<kD4V{P_-qmec3)8!^qFs3>Nu1SN^1^QnguMqRjcJnBb#Bm#NqAgIo3k(aDpF
zQ&cSyG!U%Rf}xiGeFbQnHQkwgg8oMRb~)Z-^=W9pl}|IHAJAu0Qp0cfIEkwhRq+Xd
zhz~}^ja8|8<eJ?`JG;6>EeEyO-VJhcAuC!LelF>GHNi>enync1)dU+ZqjhVoR!dg%
zJ9m){?OZch=~%}O-&bZ1hbJT^1NQ>f*iZY;{D-7#wHysf{1F5f3)(^H*!xr;m|Dq^
zkTFrU!;4g*{e0wp$mx(Jae{%AcV{lU4o|jeK)m6Prj_WrsC=PY*U70k7TLd5MUpd-
zx=&+FL&U;IWz1>zP9CW<9yzGy63TW0$Gk@|?>dvGqXaY-jEpCG7Z}SmHjfOZ0@=z{
z{)`VLpJ!xawT69O0t>BhMfz?C#1|#*$@bZybUoG27f(P;yormBsQWPEG{wkvDtA0|
za&M<-U1;ret-Bc~{R-uiP;=JHOLiL3aX$<pL`*mXla)`6=?~cj{aDc=zI!I!FGD9>
zAqrfVIV9Yg_CxanOW~2qeA>eur11dHdqbfQaJaeNJi7xZ%8>ox4{{s3C-#$r5=wR3
z-xL=udWgASJ^OP`bK>RmZNDBr_BKBc&7ENGB|byo6||0X)K1n{H~iiHOm5_k)T}Mj
z>+^kn+l!pk0L6wSj$cAH)TMoD<;4>$$RN>Z*mt;~Nor%3*lQJ7Asxg@y~?Sz$7dWq
z#i+$yceG9a;m?-<`@lmgR?DEbT94hu5td+>df<V1Q000#p6~E<jB0ykq$@e+5H0<=
zat(X_d1?5C$~F=Wi<(FpV1|%t0C5UadhpsdK+f6;3Biz0rcW&&Bf_tx915@;xT#;j
z;>ty%5XI#H9p-aY5b7SH2ZuA{T22iC;^gy|6j1-KO{s|k;Z3F88?}I^1{9S6JheaS
zB2E$)n57@0&#PFqf}BI=_t+_gk1adZz-N|@HG?tB%KcIxu#RN`{;s@|7&M{kK;)~B
zBs~1Vmz%OLqk?o93Py0+jKcoMM~_S^ObT{n?^u3-Hx_j;V3UxjpOjc?A_5-<6!Lj?
z{P6)Yc2fchxyCo`rL<`CQw_Y87udgFcq$<V{So-pd%T!StwUTpoa=L$?{SyQ(Ox*v
z87N%vIt3Vf=fG~sbVM&@&oa{~3KWWSy7Lk!2+fk()$D~bqy|=3=D&1R6yP5@Mn()L
z*wyFX#-dAU0KBgV^CD((LN20caN7Ad56>tk$PpQ?vQU=<hV0UHWaZLLS}0vl#vUzA
zHD}!5oPiBt^^S^qM6WxN+R0s(kp?2i*z9wa8|ogHk7xQd;12vEF1jfy8evMb0MaNz
z^t2nFTq)`SlM%A$fwA3=3mYin#5Ks(F#K&1P+a5L2MCN~Mw|j1Br_Tov88Cq1qh>g
z!-g@hc_A|+z)f-m64nL+k+Of%)pK#$Ef4qbvJ=;VHMv?_P<gl<ZMp{!k5l|uSaDgA
zADUom_CuQ-;wAWw^nUSyB5)P+s0e)N2<~pbIWwds$eAtV9T!xH6c-I#vl>~s!X-f!
zpP>HGZo>NtPXTP|no8~G8#iRKSs~y<PG@Kze>9bW6Z+msa`F!AzyopnaD%<R0O=*Y
zi3oxh+>=r0%u;EqtQN8yMnYx<-ph3tL2bV-Y6nHX%ehQ?K2*}97qZo55Hf<1`U#(3
zeO7h5Fy+&&l<Sr%Gp3MNe5UqW@y^UzS6J>*S1(OxWRV7_*E51dKI)w4RY-SiydLqY
zX-9@+du2V2LSGB)$43A*B3rsy)TZ>+G5f{l*KZL4ax(MhKR!T?9mlF$D8X4FF1kTL
zov7~8I6|d=93VP%W%re&yYH*pJfp;06TQ-kXOr=HJ98`as7CdKMYO*~FJZAc?#}b0
zzQ$KpgYAEa#k+cF3|M#(s>%WE9Tu^EUL7i^%LDyCk7=F8lzus6Y()pW@jr(k2y*Sa
zD<^QrRba~hIa1J#<@Tj{OA&}56a(a+W0qaieg!UAFHHsh&w-_e4aeOY#UrcyRsZ|r
zzZc=rLRL;SxI__oNA?=0sty>}?!4r0@zuWli;p#24E4g@;K8;{#)7AnSyY5K?88H!
zvcrR%g|+*OO<&6`lGa;Q3%JsY9FK@YvM(N&B*bsds^0uy&FTIl8O5$8$!I4(vxtzM
z41MG?nZcB~k+ft9Tm2Ep((iw_>#ixP&S`rjVC&R0C-q2VR6M&kWNz=4slzKk!|g#n
zX<70hexA<aT|B8tX9Qy+{Me-Du~y0$XFU2QG5t-8Z!7Dg^ZK~cjtU85dAt{bl_Z&-
z8z0oeLuadnm8UbZi|={uG`kcpT@cC)t)<8=?`dd9Gu2`_Po05{!^p*i!M(Fo6BVqN
z)!J7Pr4i<-4Rp&LcHI|f!G2T$4rwwpo$#p&O0vVhEI(b`NjEIBVT05aePjV>gpU`X
z_l^M{4&VvFuuAT8iwF>L%TomA<$7u1FbbiE62k%$!V$+L&v=^(dw1?1pYO%qg}c?|
zyFevNa{vUWs4E_9N^y@3<@q<oY-e{r+53D}garXp#$*W#kTRoqrau)Jz>Y}(Umi@R
zzP}8ZiCT2yWnR~)CR-V&0|zy&{Zz(0;?zv{_{q}tD@L!6I#WtoBO$+Ezd8RtGj{P!
z4FB=A<4j}@?QJY@<&AgOus5#$-`h_H+tjo&v5doMqxBiH`f0J)m-vdL-Jpks&h}1+
zpSs=8JJYyBwuax`xxR+<pI#XX@;MaZ(F{BdsM_1v$ot*<3Moqv|EL2H8U1O#ux|$v
zsK5414T|AkO?WFI1-PqQpOQ@>Sgj4-y0xqib^(vLee?B2r9&s<zh0ua1h^{v!E@pf
zP25jD+_PN#?vcodtxwuxvZ5~&6p4u<5nWg*c;l$F7@SrqPFS}tmIk2_*dSK6e3{2`
zx>Y^oSIEx0{OnU{PVIOnl#F73TYlNB2vi#t2&0vglM`Ru<{zY$mQ625D4oibudgGL
zSz^yECD)}UMk4uj8)6&@_cCLCJ_$5Qx|q2ogqKzgKn{&n)kFSO0d>UU;b;XNuxBgC
zv-s(Dsah@iE5>4A8K``NR76Gl!Qv1k(=&VTO4it(p$XAvf}Jv7$`gV@Yjr+F9~u{@
z1AITzme0uXTP;0_l_m{)y;;O@hUN?72y;s-0a^hdi~#QmwZO-}f$546zhw>IyMJ}-
z@=Kb-YjmOK)30UjuoDE>6~9+H3XHO|LMpz>3Y1hwfk=P!Hwe?^2)|(b=7!cpp!LG#
z^O>!O9Xkcx6HnIk@{T=S!y_!sZD=8Pu1mlLn<~t78jUvx!+|mBibXgDix9K8ARC5k
znxDR&x(RD+HkWoY?s}?b<HD5GdXWMU4rIfPTgrG>SC1j%jo+BF=;XXn-)SXZJIwcY
z?4<R#wo^$oppCjiWy+jOKW7?5UvF{N>1`)6V}DD(O`#H7T3A}lQrZ3HB*-b;CmEDI
z7EyhVLG|vZtVX3btyahvJy%g-e;U53kMs0~@KdYx>5=nhu06$Y3g3kW;abQ1T|}J+
zUc1YYW7u{yShok$R;Hc1JcntfC0c3s`(*BK;vpyuG1<KIy|lq3M|@k=h<)z~rM$sy
zuN}L}C6=Afv+6RBomE5m@*7Gp0nJF$)GR9JotBHWtZ~#Y-8=dNWNG8*c*IlDH9Mc^
z`A0BVk7A0dPSKRsUD`9L?>D}IFEPZYUEZma`?l3#!!HS13$b3N+yP1GRHJ=SDqou!
zx++$=x_!6pJ2OK@D6Z|weC_UHGLk#(e|&oMb0G(q#x=V+TMg_d^#R{Ss+L<*ubfp;
z!?clGq%~uYlhr}miHWfd+~j|bo>xfNPrCS@L*LjFLCpKVLv@1j$Xsqfb{$)H+T2a)
zJ3)HOzCoOj$o<EvGe8U}v3`u&e%#itcmwvcheCYEup2zPL#<i(&5U5IZMpK}-vpnG
znu<T??^X=@b^g~6X|ZqWL-xLFZrjJo&^t^FJ9|`FszDDoQ?1o`|GV}86&n?TUX*$K
zv$*`fy_!XUj1X^d8te%TAHiM$WFsQ9s`h4Eg>%r!KTKxr8M8*LnR@xW4oOnC7!cGO
zAnY${k9#VWdImi%w!#!_hERfFW!vO(#YT4$z_V1`qK6M-ww?<n#EsZJ`ifn~Y&Fp6
zkD@(QiT1a7h@!K<1e;~DTx0uU{X{fI__N*gWE8>?`*bxrzy4M;y>)2WS$XW^po=wC
zDC*m2%Va6OIJNX`>3OuYr(^PUV7)ftD!FNCM0NZ+{d48X)r(yCQ-dz2<y(avwW9b+
zz{na%{>DX;H&KG0@Fm&Xe=ipgOd02-I&I>#`?&ZX-nee*|9g^e%KeKAF@0C_>hb8)
z^wf5pc&ToBJX%PPO3k2u;{EGZALSvIk`5-9e#c1A!=n2XKMgH5HS!TF51`PCdknhD
zB1{G@j}i8I<toC2i3BU(d4Tv)sg1NV(EgW|r(S*lu!BQsKpdh)ITs(MrnP)iy2wZA
zGBmvzcY&E+?T0jU0EC?M^L<Bw1>&FoUL^p2a2Z!Qi+=oG1<wS{egI3c5*ET~>qUz@
z@W8w>unm+tf<h|XRN(DWZ)D~1z;zhKP9=akPX+*KvF^m^CWyy(>&5b6;xaXs`fs4%
z0HkIl(!rt=Zb=t+4d5U<Y~W-<h0l~Yq3KED?T+>I2MKHtYPA_BJV079DLqqML&grK
z+5H<%-tc)1hVb|rxW8PVfk3_&J(~4=t^>asYlPa;OGQ#Y!l&Wx-s!BS`}Z<Lhms-(
z0zIZw;9qk&I=2yI?^E@4@B%9j@8iR0n<<+qvD+PjNG4`R$b|J(4oI}2H>rddLb25f
zZ(Oz%#xvC^zg2^-hFoQWIG#%+C5C~lBHi>YSJ6IEh$w(i3V#yS@j?H@91QHss$+GL
zg?bsT-c_K1z7YFKh3zxx<$B$`oVcir6mWe<0p?oYL3I}L192ZyVA~D~V1;!FJWwt&
z?66<$@lLF#wcuNM(;iK=GsJ@VqYWRfpqKVGU=m$ZGA~b9Lpek+WRNo=QLD>SmGm?I
zr-y;j%BD%7^yBUyFE=R)+THNXCGqS*d@~`-S5Q;+Ju4J--1p|7puOydD?TspO9ryA
zdYm&GXGppJT#D%p(OVQEGC@8r=1+oHj{vg!Rb4vfFt*z@|E99EpZ?9l4hx5rKp_6M
zimscfj5UoJ^A=iFa8!qV>o=#S-*)Q`tMzzWTx!>>PoftJfeACl9}`|b0P4Qh%5u9@
zEV8SZH!aAe?u`%b{hz4w|LOgMD8y0E@a};Jq3+~4K=T26om+eLJ-v}$|2bT2V0E8E
znN-`}KD>+|C5Mh5u2+-A+Tb_8gsu@oW|m~m4+mS0QosHogshl5*MF8-`QJvc*7HCM
zO8dJZ;u8bIoMPTVzo$ou4Ad^*!IS;y$A5yv81q8sp1%8pdOXN2L-#+}RpBx;?x;L(
z;>302@ILF&`uBQY!(e=+tkUtH@6z>d#S4G<$3}@ut8X@rF!@sj{{|Ia#0%7`(JgSc
z%<3j<*K)|#W6G6F7GZY5u+t8s;9;ZHgv=`Mzt|$`xI2hlx~GsKGc9%HTVYGXpBdZ5
znKRZD&=}H07U5%}#?jj``lF)svifA_m1^mr4jbA#dDk;MoCmo~LB+I?>c!=1uv_U~
z+Ua{B;$K%+V!;k(&upu>%eU`a4YxXdPhrF=eY}(M3;^jt*%}<U@=ssiL5LBj9YfxA
zvCzzoL1$Re)Fg@aX0$&+4i67`=&nVRpD%qIdYYT_?jpxh#vQgEH4W7yEk^UWL0mkE
zW%-%*6nk>;d}~KnX5ivH|9G%@NJju*UoT@p@0hHz__5UGD~EaA?tjLgw5q%b-Q7_e
zMF)pmXg9hOo1}@xvpy+XCHsnSjX4|Xw3qR033Vzig5TT8;#3&2RJD4@+5L3$reVE-
zwJ|YOkuC9<lQ#s`^Kwj8bjVRcE+oui5G$b?xA`NURLE4Di(@iicQdt!(0zpXpkvh9
zZ;qFbAlOAAz^IEbSz=ItBeUZ#vO#|NaTz9R6D+z>eKigAQQCqnar1-?jJ-r~r{n}l
z96QG6Tgu;`$De)u(QNb+jL(-5=qZ<|^XCG&^_nZ-QpPK`wD}&v%-+P45VIq(+VV5h
zkkFjY&;x@EpI4`78CBxik>_vZv$R)i`^9Qo%E-gLel?GiU29@U;K?+pjTpQ$x|XN8
zBJ<?K7CvkZr>RAC`IT*E7hg74ROn1MQ|l#7LNh9}b87Y;NxB`Wa_{bE`dx#a>Wq2)
zZ`C(z{L8X>ZzT$QF0wQxttT`2!tCK)DIzM0sG2G2bEK^!s`2VeZ_y$q*b}!P6y7h$
z>qGL6z4x`pbSO5Dv8s)4J#4wvK!6ujEq(u6!<T>zAo!lenEeYFB1s=Oe+H4h)kG_X
z$lW`HrAm)&re2x)l#i~tK+7~;wSzpjo104EgFj0Xbc0l{K=_>miO9S31a$zonjd1D
z_3QiIfd6_<h~bu~rYE<LJXh-$)%^B(vw4FbqBV(gx4Xwby{$+3@2;1wbD8e#<V0?=
zE&SBP6hub+=RmL`ri`_SrvOhyT5f;nUqi)L=RG^WbFQjkst;TJ6526eFCTJH@u~Sd
z>vY1<_PFbisP%j5e<pSm(*N=KWCKt)+O+PTcgTX;ZDBtK-?N>Cz?CO&{!UXF^s3rQ
zb@JJ78vfDoC&#1%&zold3yT2E29sB|R|gxnk@}R5bKZXM6JPZ9{;U@;$ua(A>C-@g
z!~YzWSxDH7=Fp%z=D#NCAJg>j*XxvEQs*|wsLF3_+$F$Q*Zrp~@$p>G@JWoHNrUI6
zyiNTgGqSJa`N-?HJd}pUcDb!*(`%(dI9Z^oNNDW6sqQ7}L-}h<lLC~UoIf5OP7Rx#
zH|>TcltmekksEP?y3@N<%-Gl25HPclc9nPe{6FUhQs=tlB;>(N;LGi$uYT<46ioX#
zs_+k1zK0IWG#l6$ETnx<lnavJ*WAglG$4N*{TWxC$tn|*9n${tS;^L1v_N47DMI^0
zTg6tHxY%rlVTPBYWSh*Zbkh+T1LxTQ*wHgMia7-9drdAY;{}W;iEMD=hA6Z4T8uD^
zzc0jCebyO>bjbJmaqR&W${~tY`FsDg<#j%UzjM<udlWBZig3}H(gzori*5;GEKHwb
zx4RLj7=XP#_s*$GNckAc`a*nPhT1l?N(VqD>RJKkO{HS1=)*OpY6*G|ap*ET4_dMd
zH^vhp{p08}a{v&FWx#r&rU^Da_U+gu!7~3FCzd`)E7N|$KsyujJp@^Hl1})UIx|#(
znX>ZoAOlw9e3{DsnLjNnEkuPCa;>j58W9b!V-Lb3rr2{XEtmYQMyEse6Nr~@(>hBI
zGJt{DZo88Aha<-?w~GO~Oh^F)xk%)q#rC;dP@TOwCa5CFMj!0q@5Tcs2AqS<A0rU1
zPW}V9utWhLHaZv+L&G07Z<+hph+|t<*y%$bBu;`ex7u8r%+nKVUHua#A-8D&6|r~5
zMhw~eP;BttLxevN4MzDO!(>U*$jK9_YuaR`tcq$!=Dg4bnX;E@r*ToBc|6xgT5TXT
zffBqvR9kK|01tP7g#CEgl^7QBr($z@DTihS&GeHF8+R)48hJqv1R1%d%Qs2_y49&c
z4te239|7Wh$rY~CD9{AZjvk(3u2mnOBf?up4#5sgkPRI_D>m39M4pFAJe~ys#{in|
zf6LhO%%H$PTHMTo<oTN+Bdw3D`KBMR;Q?R!Dip#)#ql6xtyMex$WbhJH9bW}`6Uz*
zwBagwb=FcC$Ml=nM~nUPD5n?TDFIxB`IIJ1UJHLbgU2zH@0VB%L^5(RGw0)RQP&58
zcEx}?H#ei7UF7}@0c1>Fnla|myRz&PA9VT<x;o(ix$#_48oK+~N<OqC4CHG^M4Qoc
z1jcyBy1<G{(blFy<qr7((fBsYx>rUG3S(r3V7e5ELea@>6(uprR&1}`Gb$jzXd!`C
za+8+#@s)sx%S%~A$N(6kAW8G9^e-X>=g!tgRj@)`c<5FHwaM<W;llc;A$8+dxggVr
zKmG`kL!!uchbX}t$2Y}AAeVsLjb~S$)j(j9ycUGIPr_EI;ph-qr37|)Z$5<?S}9D|
zQ(VIz&24e30c6_&2f%@bm8Tuqzi^KP;^f@`y8?uLLY5qgXDu&5Wf{E%-wQzLh~k<q
z(f#F9Yr-FTxv0QIbRw^&jUmiz6)lDZ!4NRrS^KZi$;i=dygdWB;)4Pu#BQR5&N3sl
zl^!VR1A<JP6xXhPmOcZ<#<Rg4X+bFL$pG_g8V8(=hK~v|JR>W3^lT6K@KH1ds7^$E
z2_TCXAu6KK9+_L$*MUiN0Wj^3M9CW+JID!~&vEOeX43nwg!WTJxJiiKMa~D(i)k%E
zmvw{jO!Joa`4wdN#TPl!r;f~xVQpJggOQ+XJg{FY@DH<xOsXPXF&aof{n2c><kMsG
zR2mTk1+)@;0a6?KZJLbPTss`y&T%6f3dw9Jj>l=UxBGYV@k5H^eZOC4z)A->#<Jp7
zVdEke!5dddO^sAs@x{O_r5!3>2mu;?Br-VHH3XDA&|v@w_oj-TUDtx!wO+w&NL+MZ
zfR!^0+Hz3}AM%<TvdC^)k%kM4yzBqA4yZVPU*BBY{-vY4^@dB42b+&@kQZjCuNO5Z
zeBV*yN$el7D9X?aG0kmtC$Wm(vhP`(>olL;5_IP-7{N0pHPJ*yPR~|(U!Z#Z(mqf>
ze!YYV2&xOn#FOp^ldhVmQvDGrMYB7;Wq!@cEB<MqFwOfs2h{)3pfDd3b<W3T0=kPm
znr!pfq|FFbBE9!u{7#aq6^POO#o8T5SnY<I*)s3tp9;m^CrI<|MQnRTT>bJ>#y0iJ
zwijso0WRlqF5zjWX=5<sPcq1>9OoT3Z;wk>T6%SLwl|*F9$d?pR68~gDhe~llJafw
znIT({R&o-dw8vZ$!wK-!U(dHaYIVhy<p1)m0WSb!_=af}T^J9M<9C{BdH%25z7d~*
z5c{~2doIN5(def0fdv&F8%A%cs#x{1V!+P~O>KTsesi4J&=2#8u&ALR8r7L3-Kb)0
zd)jn_{~zc7|J&JKM3ZH-jLr8m*OPBFG5nv~|I0h$Y4DprSZ!t0cV_BbLVayds@_gf
z{ub*DIiDY&-<i-%@%it%>w<u7s$uVcDERW};|4L*ATm1nBEuT#QO(L*&pR{G$^ZBl
zS^N-U&~y!Nc2~gTP(d;1ZjyL2snhibr2@O?+Ih(S{yWROy^}n8|906lM#e$6W7R>O
zySHb`S(#=cIqB})<rkrf)Qs*Oo1hH0UGq=f0r_1BPr(uld?n~oLs*Pa)1hpE$8wi-
zpfQ1!{)mJb&Ur%X$kNNyfvI5E4Crt)I((RGC=T~4O5Y;pxK6eHL1~!u6;^uPE2tT9
zIc0KcpD9VFttmkf*_v_&wq+O2y#Z5b@$;X2`Wc!GHGOw4Q@(ut93O!`R#0tek7uNg
z)P^3ES}vHI5*_%QYSB24`zJR{2$J6!=LI3vC$GEUE6WT3bEqxg^hDO{4}FmV0liqX
zD-ZgGZ&*BIE05PpRZUvT7^;Es$PmobW(Stwu|;iJzdt`fIUqexZZLILFobq5ze*7_
z1?%vl9n}tKdCMj<4(mGGgBU&bFI6*U1zZO?y6v2aI4Of{=~ZgvsKfWGZamEIOfQPT
zHR&*65|-(&p4Y2MAFbzh45Se!lHxQ){e!J;Ro_vC=!LMae|Sy}@!C9Duf>>jGXs*A
zz~LeUoBb)&F9d{efb8Av9Dpj|&*P8kIQ*me<VhrMvo#zv9!;9w8vB;6a03u|+S%Iw
zoh?0inO*d;oMbceYUVwRp5j%~-QW7A8!%@Dgmnd57{RMwqcY87Y)a{dPwzvni!bGD
z?<ZQYR3;?=31Ekm*gNdM$E5l5gOg;be$58YW$@{OP*(Q$0EnxJFtJjfS)4xjAXF41
z8^jG={%S2u>dTMD^d*HG3dEgYTRuPlawfummVN&_40WbnNIfs;^yN2zm*_flqEN-s
zqtWdgt~BN6VfMV5ark(uL+r<13x@=IXLl+ta70)#jsC3CJ->22cFritP00^z-GI^H
z|0T!%FOZHN{1ix1Ow}Isi)7&*Vyu!Xy~nM26N1eff4r7^XK0$_5{awa2$uo|K2b@2
z`d`qravn(?T-*ynUN4l;Lr$K?=MDlZ^o9|`+^1Jc2W|fsYi}74Rn)c%!@v+j!_eI$
zEiFAWlz=)&=g=V%N{G?}14s+fiZhgeq=FzIC840wjWkGuNaxu;&pGco|Gq!pA7%E$
zUVE***B#e&-<P=k<vVJC+tbPrTYZfFXl(eu-Cuy<Lht;K3zqsX<zM2<dI>O-6%W1w
zDT#XF7&d@%qgEHvQ|x<nasR*25FSALXmtP2dG>5m9N&GAr-l@LqFdup|Mc5Z|GI2C
za&;r_?SGtmL<qhuo}lWDdko^f4UjKBE~|b+kr-NRw~PLNcZwQZIP2!<gU#i-n==ZU
z_o9dXJ~HP!#k^i7o^wcLR0?Z}=oZ_)6UiIk|KgJ#M|<W<IQnCu&8@OkG_hZ{771Fs
z;FrdT5cESYx~Y=Zb#zN*YA*YZv}NAUOyLi+v$E#))RZq>KZuM7Tl^S7%|~2{n%htK
zimqo0U|uyBD|tU`?NH!@YcX7jw~YkXOSPK+?&7DhpCHyo!oQPuct#3PH?!JyEWTzq
z^}0zz{nT|jO7K4ODYojZ_KCAcJ<bRw#Rl1bPwc<lLAH%v+`jYKx0Y^(tg>s2I`$BU
zo~USeRo%kM3^9+bc0d8G-}1`cNS~Spdu+M2K1`GNR`n;829h7P9%o4B%QA=}JL~#8
z_QY`8J3xL?-a7L~mEH9ezd~caDC-8$47}hj<n5~VthzBF#MI_S6hd?8ziEoj7z8Q_
znDP!wIM4~%*&^_TMb`Hs3P`XusKe69fs$K}89H%d?lx2mcxb_5y;T{}AmBcikOiRL
zMiE3rVI2!JVWFTF84=X3l*tIeWnOgMY+Q{3?Y?a<ydw!c!TM<q6;nfIBsZFSc%cbB
z5Fnd|ng!sgJtAW8G6JZ;?IdJlrUIX_Ab2}w<RUTG2ut?NI>ziSch0REI!yp2Z%7dW
z&|gf1_tf}RU?fP8YuAnL(xU>`_NIHk8Xm#GOU*n40&j%tjTde>h!cR5h$yXI+zOED
z!&mD_xD3?-l3v5QQ^v@M$GLuWB+!JPK{E(=D`D0<#i3L_01;y(eQ}={e3_RzB4?o?
zQOE}Arb2MQQr_+%hY`TZy;xx^avz*=b~6K<{U{#3&QBJ)%uvh_z?IxrC=uPog`;An
z#{Z8cY9PvIOAUZkuTyeCHD&1`&Yv-Fq>sOPC9D(_=<8_n_$ZS<yX(50Am)#EVe)<5
z=ZoZ<poZ!j-Ga<e5zkl$mU0s*uLhBxm0HY`x-q?KZ?|H3Yq3xk+2BsG{nS1<VY9<O
zq#}_C$t(+s6FE~r{t0>f04F=y8n}0aB~q4}ccse^c&pRsw+Hx)Wb9B=>f~@+vaRrj
z%a{q7wb&^qoz1uvX1y=_n7O<CP@gnTNHyif;$8d`d7BZ%mz0)f4QTymM^vU+0DG8y
zkq914^=R}dl56Dz61rTda%Q#BEZ=&;&@!=Hs=>9G`c=L)#cz!{n1KAMzTgQCHlh`Z
z9r-TM7&tG1XuonEcCOa;pZ&yJ_wDZN%ru#($Qd?*{CR$-i$p{1>(C`2BFUAQcClR^
z&%2`F0fIS4dnF~cV~X)xI;~D!EH5mSw3%(@&AvZdOKcK45H+U(AD&HnHcr^DP^&!~
z7q{Ya_`PUF(M}T<Wbxx`d^D#12g(H1#uq91djtfIa^%Dl!~wCIp~^TDpi7UzOzBqE
z;WTPiQG17-)hY%zpp-UsNO+=@EGzV3Pcp!+*?9nm;qHvW;n3_T6v~DKpHcx(C2JPB
z^t|2}O2VLjp976P4A;F#U?q7ILnvDD>SEO10zrWbtYo1@4vRpUjiRI)0L(;6Odo<h
z;TK-VV4e&*$AIK9BGTXR8n>cRsL6C%h++WH-ME?>C<$t~ZNZ3|w<i0!ZRrfN8|rON
zzsk4xt87IMfj$<`tOMA>kti8x;EM=zQ6P0Ki0zQJ`W4$W7KNH8IxqK%LK3RA;R#gV
z$>GA2c|LpjyU9{R2OJJh81qG7cE$F$OTiGq%kP|co|bw`fGOcn$)2wS8xWU2dM$#p
zQx0WB4OpY9jY2EvpnTL;oKPwMb>8_LWIM{3A6oLa@)i_x*Mtzu!!`zij8WE)QHerJ
z!pQxHs^tD<t_x8-Z@&VB4|8Oq1Hafe&TJqg^wO_!ZboEs0FxGfCjLSMM>~Q&|0aY5
zs?Hql4UIz}D(>V!qc|oE=-#h7V7~5(qiC<6+#SvS_X1$}i>-&qP)Pt;(}Zc_Q`jvI
z$XX^L_N3oDmkDxE#u9^3P+=zr2hY(s{2BO~+!`=?%C6Sp^{X+gal50H>uYxu$n<ep
z_HBHds1zLD{LG9Us$rIhnpdDO{<ef{pL+TZ1EPvw@a$kiwC607<LyQ=oG&w0E#bUS
zA0WoQTm%|JlrsX`T3I*(#tdBa#{emscRJ`L4fv~8Sq~~aEi#i7J9j<ZHc$0C4?xoH
zdMH1-I#&RQJ+p%UBKc(<^ykO<1BYYnGeZ}9%A^rwH9J5TmZ6o9Q55Wh|86cJr27Z3
z)oy6OogT};d1YxF5%A|Z!-EE>Ht#AB<Q2saa;&s?s9b-HZ2_>Pj4vhE|M8GqeHC6Q
zTz?hsi+LjPosv73OZwlN&3)n|VE=QRFnVAq&^iD6g!;upyW=s6xnRQ<M=43QW@(vb
z6{@>be>#3HO|*;sP%bFC(^V|u;|0(>;5Y&eJWnzz{LLeh-Wq1_n6?CLSp1tW0Xeu&
z?Cq1A2RV>&QL8qfEelvt6!P?$2op`)Q<u|Iq!Dx_Sg<ABz@lp2b=Wz`u2yI3Xvi>L
zg7U<vW`N56q|4RjPZ7bavQ%s+SXg3kgRc%i2@*!%Z8d5mfI`7s^dP`cCjb08@ecEa
znk?pNY}$D0*-B#aH?P=B2awWFJE3feBi30V5ae?E&*l3&14M==5>J9#!^w(H4G&pw
zeWp&T>enMnD4+=9kYsDT^Aa6&CK*+-X6C~wP_92y<zQ<Z4GH~`?9ks42e<k56-m#s
zZDxLy^R$F`iVGJ+#Qb=F>R=CvZn?+~s<gS)Nb&n`9BWgIw*F(Y*IG?zJ0?vIn1O2G
zlKSkJ?e`~PTm0O!6D^@fcy<Oj9!P!z4A-9?64U_*(L@?QJKu${UfSF79lXtN1i>)*
zk8g;1!*<&Auo0?sAQ{tUFNmOFPW)d6ixPCl4LG!Gr8Wy+s$QN{(BGTz=Zczc>mq_I
z5T;0_Bq%1m6krobPM44f0P=Nf9pU$mobN`%RvR^)wEB>H{KNe|Q|M?0cGMj`bR1!8
zgwaO2s|mmee`m%e5?xt2kP`YloTksk`%4qce`Z)x@g=?6Ah?w#(T>YOTHugET?i3M
zd9KCn$Km!)vr%lDplAK_Ug1gT3%;cjTidQ<(K*!}_x|}m>*bU{MbyaBh1Qq99!pqZ
zxbcCgW~R!`9W%7c=W??bq3dmN3!E|oTQI3oAR|5l+m0v4KC%5C78=w8gn1JaHC%D>
zBlUm>xIux{i8ljLT#YB!XZ+SV3OkR!llkhX$MuPu?OS%BZjW4@4zmh42GaHTzm;$K
z3M|!DP#S#mAZB8)h%_~%G#qq*CdEc07V3VJRG!8d?XotVe4ZSve;Xa+t#;iMBvGXd
zotL*iO*vU^BHjPA*`NK)?nBGm?c+VVB+fr|se5D6+h24RCCme?)HnzS*A@!mzKF?D
zbN{*dV3J$rj5UT`?Lqefzbp_C6Zh0S8sR*v0*<Wh(P=Emm_0oCVWjMHvNr$3TWsc}
z^ht3v06b>Lc%2Q|xw?B1<5T8>ceWy}_AaalAhpD-a9%er5j;<o%F`Eg;%`D>cC(LR
z11xosK!O_JM>a~m<9d{_qU22t0m73e$(8H%k4NaMKz6u2kgT4o5QWZ8<W4`@o;=@e
zwSN>4xT}t?zs&hC8(4|%yR86CArpM2)#>21fg^Zh_(?o1!&sILqMtT7P{ItAa{tr5
z(qOF#o&EvG-@=Exu%Z+LeA?i6JPLM?=K5gP<H>Ar`?S#)Z!TEE%;PJWV;ifv1^!sG
zyqS+hy9s~<qvyKnl3B8MQQDLL9UsT;{hJY7wW3iQ;|ETtDJg`)=nGBo!u#Q=yBF76
zugPB;kJcSqpvR2RBe8r`5FtqKfK2Q_1(_l*4?JpTqiiE$l9H{dN$RH1uD-2<T3Xf`
zb59ntBMB7(dC%a?VAgKmbOcBFgYuUR@=4@}=Z<P-repQ}lgB$s{yVDmUW}tQ$FnVU
z^5uYdY1w&e(3?x;zl7&k+h#{zHZOc(C<5Kv05!LbeMJ@KcIlWG38HO}!35#Mr#a72
zEDvD^-d0Z?dN#`677lF?QLs<63<Ywx8OIN{Jzv&&B^7RD{s)yXk->JtJsTa?mFG>~
zV~P39PV||!M0~X7$KLh+?47>Fy}Mq4!O;X@OU>ffCUL^FuO~i52Lu$UavM<j7VBk-
ze2Z<AQfr^^i?t&U$Vh!s+v0_lP-@eXriXp9Dx$atmS$V)n4}Z20VQR_4ok82Ng|%y
z9p(Nn0JzlRMBgfm_k=<?bgi+rtsr*j%XgLAWw?}5328lL#XhYfiepmU_f~UO3AmJj
zP2m)+T+D5l?$!N`#j^H2(}O1?i@)5ctDpNG`9HUK>D+vzB&!tLSzO7WY#Q;QHi!IP
zD@)v(Sc4&*kkq>5@V?-K7-19@``W{S0o-}~y}=u`_`Zvl=T{C^&e6U1w3xeiNg}(B
zQv)s-E<{(=kR0-VMxTz+eZ6ApmyFCMS_W~iqf$h!MQj={{V^CCFgHXE8Vox@?cwK<
zz@-2Gasc~EBO<9gb~D<8b&p|UF^TgXPQ~Fxp~@F#bm4LU<f{R|Fyp}F(*80gQizzA
z_K{$r=WU;(jJ6Vce<)dDV)xl|^cmL})6{_BNUDUiWpP9<cV4*e#79Uu_s(tMz)!rh
zwlvx`q}Prb`L7IszL{F>JWx_<tOi|{UlL809&@F3d)JeP6^T2{d*f$5x3ZQc4WMrM
z<I-4+o|%DSH=8#Z+o}F_iR_hLW${Ae0FO!BRowhOa!1lyD>h?h&0YU}ry(A>T}yt?
zSY4ZAyxqCnBR(KOF$B6JT{a{rk>TV@@&^G?qwmKHNyz@$zR%d0x(<${o#Q7-H^1$%
z+H^iOUc@OrVp+j#BL2MHf6+8QdcUaR@6aOZo?Mk`6O(ncAjLb;J%M7h)byaL`GX#G
z+4AkHjyfB6|DrMBG;i9=qHO{9^{O=GF%4RW#_;Pu<RiX?ik)2^?w5kk^nBm&QWHY#
z<o#;yCzy4K#PkNc?MR06Bfs51Mg$AE1aU)7F`&loe~THTLHG(QNHGjm>?22|ST3qT
zACrL}6zNTdlHuB72TUuPO!^#c!!ZLPnlS>!Sj<O})(?3XE3!cMgaabT@JSya=bT0v
z3N<fANzq5ZdCgOGU{ZXwrkmVFA^OEYgW=n#w*B-cuvkSY(?)A5aK(iZIi&DWH9nk`
z1mE^+gAqpN2wD90iRm`UQbs`WV<Di^6IUcA%XI+#2?I*Hu}lHcC5{4JM;T!-FIE1M
zflDLi?O_`7o4*~2ku>0&-`tShGag7HtXq)Ay^g6_)7fy$h=H!3NR!1^G%S%M^%XgI
zj~T&R(K-VL527g{_=h-+4suAM+|y`8vp6o(Xj@bo3z|;zoYoUD)g{);dm05=Xft1b
z%nyxXwm9u_L4@L^1}qc~P<EPbGy}8Yfv>s3K`z2C$N*VSB&OEvVA6p)3g~*k`I=Si
z_NF8=9L}dm%S!=cc|I`B^-~hcLN^6E3mI0MV@IXL&I`iq7O<Q4niC&Ic2PKs(!Jnn
zJdO@u(CvsC2r@$);lr)lxZNMr3<Cno`z+8-fh9qho2FaUH*#nS_-;66!dX*uj{r(+
zQ@#gO_qIoM)cjaD!=~x1B`bUMbqNq@(gK8X4hI+t-PnT**VLuJMqR~O;ZnxX5?D~6
zhzBgimJ|_D$t#Rn^Q2OSK<=OJlR&3-tu$Gi_EP`ao=l3fYVeL4=&uZlFPv$mO^4Nf
zRfHqHa{0^lr(~xb@wd}UsZxyQSaQ!KipvdVJXjt0VN&y>uPtA^{@@`w3Qx4H=*aM!
zaIup{uOmz4JfM=~%hIoP6||Hb)L0x>_<a1vM*bF?eWfIms{YuxCB+r^_dX+xP@<yu
z=S$<;nGN(1W-5GXs_WcOlOJ^}b~#Qq%+IJeg)5!Y^j=l-ytp(~+SY1i#Ls51sSpyo
zN*#IGN_?|#UDUoB>VXcO=u=?}0pUEoip!$0^hF_SC#Qv~+Qw8z2+))7`i~RCgWl&z
z^+Nr3&&b8q9(52{-Dej0(Sg<`I+g>+ZJ+m%Des#V23Y!T%Q~J)j|wtLYy|Lx5$?Bb
zo$9A6;D)}YlJsX|-7m2&VqFd#n8sC~PjwQO@Ebx@Em;bJ)TQ%IWqsx?IUtSCrA&>e
zm!<`q58cieIvT-gK}u}K=}tyAY={4|lhQ--TZ3V=P?&qke)J|TJZ=j~n8VB8uXZUK
zky=S5#|p>4Zy-p(N6hgV#cPyOLgi}eHjECh+lw`#J7qDPIv?V+Bkfl^Z(N>;zS<{b
zviG!Ns?EXn4dPT|qnoV4O_-7i9X*boDo}VqB9w*0?Hlr+k558j9mF6@+5o$BEwJ55
zqmzNO$EO0>i#Mfdvn1T{#pJR8c^W(c3a&-nV*3W~#@A@ws~Z;4@5ZdB%GuoE{o&(C
z3b)+HXnmR60O{ZN)_UaVZ^*v^fjSK6J#KJvS+0u92UXVsI!W}GSgzWmOiQ!gOJN$z
z^F9RgseXLG9kWj^^I$IoaX#$m)n{FAhER$Pk+>eG1<3-F{pq}j)(5F8)WVagtx}Z<
zD}Bb9<_&xYR=?2cT8{r+gSZ@`?{G%!Z!>7p-A&0K2}S0y$U8VH8*TUd91yUuj7|5x
z386bL5@t6ySiX2Ocjt4Bcau2GZTjm(IEZC&b#K)&cDmcn-CO7Nf9;qGCD=&f1U2CI
zXCJ1A^#2)w`B*TRls?U6uJYszdwn`_Um4Yw5eO)ooLBW^O5}z7nVloK*x_$I|GKNT
z|KRw=BSWqLzSCbiFIDO;vXvU<U+wTmf%>Q4@h$Af?7nhjfIO^HXGg^bjI|3hK)tdR
z@E*v-|DL)T0$w`eRD&ioCJem-_Ai}CGHlOIPOcT~Vqq>rEnvKP=jhp%+S$0jS*Oxv
zgv&oW+)N2}FHo1|hIp~Mh2q?gxI;gR)x7rS7H{77l~l8E_BCjCIR=_o{Av1~D5*%X
zh4y~^loFDpe*X2phWiUU<ZfPS<GDhF)#@FVn-0XZ3v=AI4!%cpXYoT6%IiqgVqCE5
zC;*l<lG`a3=1XRk$<zh9N=<RC&A#UVrEd?EaAypDD1{s@a<&PIEQau0=a;6wg+TcJ
zXo(ZOrfPVc$V5d4aM0-lmK~sgV^rT5=wa?BLAK>?p-piQx90C%NuoS^9~@0&uWb`Z
zrW?nn9|nKc{^HJ$UyTyak^|IY@lvU<L9}_Gb7uB>YE!XQ*&xuZt2?t!Vi2v^m^p^l
zjx9iIGJsv)#<!52VuW*J6=NM&$5(V+8r`5e@-q9Gfm!ixiaSq58iDUE!1putGHWEn
z&-AUEUA85+#l#~I{fU=62?s#r3_~tsjc0FcB2fgi^RzPWvbRthsY76Lph+;!PKH{%
z*Q~(jYmy!_H|64QZT}IE_`y6IRSn^-ffmvY#Sy<xgpd<=TP)@)I2jHo6FZ`$HXf5f
zjYse1qN)ed(Xhe;1eps1#NGcB6p~tLPXYd#4cMld8iG|SpyXwY9r)DB1K7miiZ*Ow
zd_@9iphU$03%Awl5Gz`{HOvmAC1Ml7^+1;r{_#<i?z_GsRCQIK4eG0LrWMYv!owU+
zsIC)<Xrn;2*(*B=r;_6ARGC(7Vdk6vMzPWdg2?-?Fhdrjm<GjgDK8|L;qA{TLliX#
zRkH?;X*v&|PoytX!GKdp^=rTrtmqcKVu03E)A$tAOntnaQRXJjuFT^^BSNhw2qh)Y
zG((Mzawx0#KkuV6oBp}4^&0J#nKWQCBq5Cu@F5if@J+AJ#9$8_>IjhMs$@18`f#IH
z652T<ngfPP53TUQ%-4Dup~f+Tx=eE|Y+@fhO`1PMWVe_{-kn7DA4NRy^3#pUlUaG`
z&_HC`w|&zyz`L@gppiDA!cBjht5CBd3e)a`{1i&I?m6{G$*+T2-Fzk(&k(Bb{hRq-
zXL9r9k@9ZKIlyJUSou*u8+w_ja87#n=-^;$`ttF;bIUWUy4?qzw*2l#FG6f;I7J8U
zQ?C$De^jE+8RN)_zUly@44GmM8|`n86xEGOx%v}#%{b)93_hEVv{UswqrOFAGbQ>^
zj!)r|D)taCEAR59w%4N7-^;+2*eAxEw#qgbJa5zpP*+1vy61#eauIN)CV@`|_wnN_
zF=W`<7}adH8k);dsKE`ze2IW&V;w5vqJuPQH$(IH@_ZYfPUp9oa;??XFG}hw*l3))
zyU^u&#S%ak-=s)iIvf*AWWbiv&^h(8CYWyBIKz#i_3R*Lv`#<M%p~T^f(B2u&q4>F
zH*aignvr=g_sQr=>vetOj=a^?klzjJNy8iq=d6lc-NY{fQ0arro3pjwaeJ9rR@JSa
z-*CrfKjLr!gJH?UU>Dm6OyCw<rXw|W_T%VfPe91tg3fO1^%eU1Y#h+KKi;mN3;hdB
zZs5}4xUKT!+#Gj&R}$y$?D<gZaX@(u4cPt2kQyI;m5=?7q{Om3;vEN+;OU@+0=o}j
z0#RS|au7v;|0KX#lZX@U-@^OYE%kO=MFQka4==B)4YO9Z=bAeWOG#GVpZzD_I|Jg%
z73Jm47yEts`ufba3clmR{z!6gJmU|pXb_7KYksQ&&hDXD7GmKfsY&hR<T`{{^JG5q
zcs3{*w>Jj-$muG3)#szB=M2L1&s%0^cN}|?b|$C&oB#HWp`;%3)}vzAfYv%PvM8LH
zLnrnX0-t;y4|uVwf-v1gAoS4=T6mt`mnlg~8+^HmCgm$fx3-j)t{+W%qiY<%&7qfv
z<H#Vw1}UIzcxq~@zL3GpAD;#tRnbEzo@e{f%^6(EL`^iVjeQqM3eFj#>5m|r8q>Ii
z0p%TeJQQQW4_t03s9msdafh^Vhpo_rcK~wtU+{bXbcCr<YrDIV-H0boj`7GC+sVV;
z_Oa<Z{@E^EY(|RyK*WniqU@|$L|`crP<DQaWirUOW54&GlU0bo&ypw10UvQfTPZr}
zxE#ON(Qh`>?6+>#vd`$yzA^gl%Yu)I$>?wO>(kS}ztKV4bpz%N8)feREnzv&soMPf
z{CLS0r{4t&v)0IVKLr&U4LJLU4^-e~%xuBCroa@u#`z;E0OpXeb0jptAZq_oaEDyf
zC##*UeW6jm(C`+zSdk1HY)YQhguPOE`q<76S0zaof5@dC`tbTHM6%`Jaes!T5iD!<
zjWr_Tb(aj)rB+Zc6(O|tN5-GUg==dh;oMli%2(XL+#ta!AuQHf!&NQ_1W_z+Bf&lu
zH@=t0id^vNi`(?hY7N-74Dax)|3z{q(z!1~+_pKe9RpUF4dkz-t8Ch7^r-wqf|Ck5
zdbpvPqw;irqGrkV%-Pes52pctC}zHux?v9scUNtU`pO#x+D`4&^STST-?(lJ9YlC3
zM%{r%JL-5Yj2mYs0Qv}>9~>X&PVRa33|Hgh)1UV%Y~o7O?*l!=0pgGwy9)H<rh<H%
zbU=c^2QJq2Gl&S*n2xiQw>S+~TtO?aFMhn$Dpg1GS33aJQ0MiCht|B_>sOh{JDhv9
z+h9JHf*C}Oiy+Vpmj}_>&o)2xUHu-BfzZ<GN??`g?d^q7PzW1jNmadHUX%G0g$Zm<
znlSfKhRWK=pXUTr3c{rLHL0bcot{B*u#shYi17SnX(F&(EQviz?CKXMjt}{1>1G#b
zwiKT&QOV<cQq^%q19Nlz>=c8*;}GD#eK{O2$u-H6>Nn_Qe1l>I0wGc!qlcayaDI#d
zbX)av<uW~B0(0M0$xtk7)(eENf!xxX@DIfyFdXMhEn8|>ta^r+#rtsea59A%A0k=W
z>Txn3pTkizM;ZIo@7V+QVUm(>l>9dUvE!bk&((k1&t?$q4*EW3NPD}cZNk{s9xo^?
z1t`U#KBm_^aQHIj2DFi;nNl<GIz*fJ(GVRS;S?De*iC2+wHDvA)RWAu?qhc?TD7%t
zGJ2eVqWvVrf-*-db5iWmA_@J0J9F=HUNZUL?_}b_zd#<IJhplq{h%0CQq@8?1+JfY
z+_%^jU*jLH7;gHd(xyr6bU7{TVu>5YviteimZziK;sY*QD&*{7Xz0G%4FYI)GB?^*
z`l%F-N1lm(BW-+!4E(LL-aVd8k<K#IXZQs3VQR-pV9zkO28q%Qzjs*2I5SvhzIfo$
z@?i0iw8;H^*9W{s$N=M?cLF2}bNqzJ%#BJY6Qu9IQ5!eRwbhbIvK-eK*6`+YLy|kN
zN92%CJdthVo-kiqU%&Nud2i=emCE(`oYkhD@<90z<J>2D10dMcAHA<zJGvenv>Tt-
zkuKLTL;l)ClF4=uJ(!f@VvRM-47gk;$r)|T>Ix7T46nqeq5R4--Bm+x@aX38hgWI%
z#EE_iTptc9Q!u`s*Ow8Ehg80~NuBr3G{+SJR<hN3Z(s#koYc;j@O)mPRuq$(kY%Uk
z0bz=CUXXO;aIn68^*$Q&N6fKVq}dD_Rr<(WpUJbLbumsf9Q5~;C=V4jn08N%eEYbv
zvNDG2+1gUF`p(Wy^b<ZhTsG?deQD?3m*fmW1W@g~ph_^bbE^l3vhsSZWg-r~K}`pd
zzjU@~`Hyu1sx+oI%*68U*ZVwv5_D;&VSnuX1<x*Q22JKPMJevhgzSE<N)%(DE5s9T
zDD%PQeSBr7g0?1Jgq#Poo($=$K{?0(jW0pwJXJ(k+g~E~vS1+b4!OSkJBm7eqx?hy
zHE($pE<9o3H)>*L^K>PBKq+wfg$@CPl!l9#1JIxcOb=zOl>f%a?KB~q$KM2(x)a&u
zHZB%OuvbZqIxX@~)|<&AiLnz$a&wjnKp))}yjT0OJs69Wyx9MIJUbq-SE)#9vZeU1
z9-WYlV$iL&>D=6Gd^Qt(grC=hX|UUCZY<48+AJX3-BE!T=r5@2m}MGhmV)=J^;MQ?
zkUTA+a(rIk;`4iIr^JvYg_b{5Zah46z;-|g$+Ug84(Nk_qL65?8#(<#4Y~e1oa_Bg
z;&fZ}FDW_1Q~fHq(CZBUgUUh!|K5$#T;Qt^t;4gMY|*4_t5nV8frZ|Vcj%_d^9St`
z53E|!<k_yowaW){PTSu%yd$^N`oki%#k2B3VUiXpqkNQ^8+x-}<xjzr>wPl<!nf_p
z+I(4v2uX9hce%;juBem0Z_w|@u+>EGU>sB#&m{tAeT_U>cl@B_9^<Vo0nePjnO7Uz
zq&R)m%Q5m+K4;nk&n0O;F}?BZ?fVh}13=A@_1{fv7H8fr0tB^_2WCbUt756)q{NZ!
zqUl|ZqVYYNvSI1wEDZEeg8@OH=TZrQpup$I%7u{qWyu0SiF;P`AbyZ<Mn~K6(N|wX
zO&`7zM{eihlIK>w)zJFAA<9q#f0%{VBSLegE9q`LliB;emyKgFed97T887}QI=w0W
zCHiG_U(sNytSz|Y8o5sjvHrn5p;1y&l6A{hXm4@9Pcm7PZy+=VVP<7zWo=EVnI-KE
zk!27v$nqJ~Vou~#K5G8^^TQBU;Z3d($|vS|rLkeh<-JE~5(62n<$cV>;B(ZP7kTJY
zi@{xPo2frbxg<o8^Ec#`=GG@~g*}q$syMt*C+i`ba|>U3cbgqS;0HHiRdr>lZg2sV
z_Vd4$nISMmTF7`mi!gklk(K!j5Nm{vjaZYWhv{BvM2G?p9RYthnPPA_U`vm-PN(Ot
z0<JHQ8R&%Wz9Rb(^=PS^5eiLEIi3M-PV|iGah|`~!LGR+3o6#z^W<lR4EN{FoX#Y<
zNqGC{FP(GcmS||8e%Qc?G#vgwG8O<Awsg(L^O(`k26xpS+a149FP@LvDfrD*Auc9{
z`A%a^Kui12d`V_xW@ct&WW0RIp#lix0Up8Zaf`y!{pCK1Cdyc!KV8g#K^Q49bbS+Y
zw70HyHoT<2!E8Ntm@5+du06b?g-Xu%EgEK0!WH+OO9&PFakTZ1((?7VkCVj%p;%N3
z*MQT!K4a3>ucn~QvAf(5>L?5l*fIhi9J`Yxg>PsGWDDb=_6arg@YtNYzB>N>ChY2`
z@@~{>u($W_#pz$k&j<Gd)oba($(XHu2t9-nIG#?ezop@ZsZ1E(aNhbf+_OE$(z~4n
zx_g^5S{z($_9p0{^LeNnga9%d{MWxGo98h+7;Fg%#(g>-z+VO(HSd4ko!LgVXQNVx
zffeC_&i524e8-%r`w&_ZJ6}XpL<;I>3@BmUWE(>-pSkf^16#<O%Pm*Hg3)NQs6IP*
z`ujEMkEk1ILX_NqZ|o15tc6Cs)SdjYTupiPaYsG`mklYczK^6B7w4^hnGSE}XYMQT
z+xh5|IgvwcUC0DzyV4=Sd3OCO-*!DqwZB*qdbc61I*qHg=Ut_?KHkxm`$ZU8=_pP`
z6#Q1X<N~?FjOQ7Q$Pj;}cr!(}6ELHVVb^(?*BAQ*$K~mMf>2=?eiOh4*cfdoZ1P(>
zhs!$~v=r=<OWci@iZee~;Pb@cQt1-=W{&>6=J%P^i8~v-fV|ExLJo;<re?aet9G}2
zOEl5uPV_M%=5G3*Ei($*|E_A-``#HWUE>Q|4~lffQ3S(<m}F6;E+a+zX1gxi4WiQ4
z;@Ft2@X2Ik{61FadScMu&hb|lGn&#mOUeJi%`oU6Qfh9yFgkhKc~4DZH~s`Rxs6x8
zKW|+g$b{}!q#I<~mJ2Awu2AT(46jL#ys7K;eZcX4FiPXm)V|g?RA4fo7r<?LN?{%O
zmSP=D1u;8W{+NE*U+GQ+6UzaW=H9}L{TA_a?+cWPz%=kp=mU|q$8MMkYqHk)89fmZ
z(SXwcT^mdTNl8rRCe)@J6x2k+sZ{NHEJ|~^+;grl_L~%fe|!%Cw@%vuLWW0ctgw<^
z;9+f(lWYlKTMqtuk%sLlyq!i%I-o?rVV60GWwr$#C-aB=1av=D{(k?Kc}Jy|H_I26
zbx@*60~u%_8D4wk0b^11Fk~s6tlZ|Ew*yiH{(eRwvfcZ^d~}gQU%sUYx0MXXE)nD{
zG_Dc~bPN{69Pj)(yx0vr?&GekL9_UhgY#rO&-5Ys!btc`Nz`l8>>`OCcsolB6Ci^k
zO;0$Nq60I3Daj8VX~a~iadOE$kgWyrToZ8$?UTw=`Dn0Ok^+{Fh!1c+S1<ndkH`9q
zWxqK?zj?N-EGldBDH8K9_gyW4PQqXsm}}&q2CD44FTF7Uu?yrWwxj`@7-96FYCY*=
zByBtby#B)adIc`m3KHCxHVySkGzn8%@^ekhZt}COy@km0qt9m-yLs2omg7m~M`=`{
zC48R4=(w+b98k?LJn4tg6){*=x4k8d#s4-H@tH{rAokm0jFK8=+;XR?Q$zV)t%1H?
zq+CaU2x8+;h%5*yh}sBcX|)sC<Q^~UKIDHDFtz?9n0IFQewr05i#}pk90+txP9IZ4
z3#m4?HQ;`tIqxSclm7^wRHC5MKcg^rY$Pw5uK?DcP7;Sw=!M(8drxGi*yFpxL2YCw
z+@V|Bs-XvKFCs~sj<%<N%?@7GtxC4+`$d*k;v+yNg~Mn1=>`DgFc>+x@t6-<s8}10
zscTL6Cftfbr2{iwe(7H;coM&B8nXK81sDu=JR}V#2qk9H*d*}r+4=MvMEz4~v;5xm
z-?!?ArT0RfdMav}-No}PYRu)#azNZKfn-r^m~LKOH0aKC8*iX1g4f8#rnMqumHBvk
z_Hv^=@*KE5$-)VgpB>Q3Qc-iO`OIsWnT_wLU;Uw(yZl+ddp?JrXf-VLsK)a^Y76v7
zx94SHEMS*+eHJLGM5G7I{G@N<&I?JHd8VWh%=}C=xKOZp>BYcGQRZuz$IG97=jqTq
zWD8!Ed2{Q0>%;Zw@Ef)5gW+O>oRiLL_gF7-Y7!vXqpMjRjls6QA_8A{7NclY**8<X
zftX5GlER8A35(Ef47e=2>NyTRoOFG&In{bSkB=m!-XWcy9<5u*rh1_}tomfGakKPU
zuhc0}NNiI^sMmua^c8}9*UJP-aL?Y|FwbFvl!=rqmo_8YWvRt+b_0w;NN&}?OH=!)
z-`>7?)Xmx!F4K<*+gpBfS9z&+_^Pyg`MtOH7{@QD^kBLNELL;A=T~tA#{G1k65945
zFA5W4qoXkDuhOtDJZJm2YqVXmoch=Ck2+793Z>doCYo@-+?M-)Vuk>#ssz<|DGUr_
z(-=n(;N-iV)MGkxnZB|2-s5+F?$f?IW^)Xs>%k3I1Kn&zmGDSRC`ltJo+s~xKn~fn
z!DTr)Max2VI4|oo0#}^ZQ}~OxnZ}PG(fy|YN0#DvfW53~q0Fe@-Kq!F=`Mw$>pzS=
z$|W8+fg+tw67_5#45C8;fUceCy&DENzfe<zVim_=+ZE8O;X<(Dr_uWTQ!QCToF4N4
zB*8CR$RH(BdBXfezivVbl5bg-<`FATnnR>z2cXe<crtKr_T)Mr|G$M6xucp}Hqd!S
z&ayUy15$se7fg3-r_(C{$I9+=X|bXwfEI$uKe#gJ=bEQj?0MfUeKnt<GuCMQ&tZ=s
zBg6hfxqUK4(j`P38u?1J#$V5TEW5Vg=_pfEa*Z*aF6~bGqgaT?Vm8zoxFGFA34Wiz
zkTa<wZB-!k7>5M@F==@piP4NwLGXIc`rLqS{YH8t;f;)W5x~u2O$?UD-^_Xlc}fC6
zCKK(MK!(bl!vzBFh%oNmCj)Qpr_(_PI6&asr;dsma73Z&ziT+hrA$GA)h#SeamC@-
zjJ`r4-TOdR7TBHdz<5C6WP9qrOoTOn^X*ANjg3}ksKIP8b)|jcC=DcxWpS(vm9jV>
z13a`<TR0xZ%Kwb)D>Y<lXk=tx?j@@F4UH-d_`~@;_`k{9`BR?mvxI59-I)3+7)b9*
z8NpceGZ=7ohAj^fgwtU2a^PuD{?7pAz<t}O>e4=-env*#UzGqHZ0H7gN({Nr;X(!G
zeNFNR@+cIK69Gbm@I-7@H6u-P))QFa4|c9-OqMSYz;HuO3XX9+U3lQSM9`A}+=$@9
zr^tIdk%BEzDUz^>{um@VmO*)Zpo2=v{U>jF$mr&xUfhTY<GK~(=A)Y<AC;<4Og%r7
zfXg6|Zl5l&m+%`aqANz5@~NW2TgFoY-#^z^#J524C>kL+d}Oqq(aYv_Ej8G{gr!Kv
zO?SM_*W>(+4N~85t&PXT=V;w`*K_0j@cpkH=<Wl=?=tiAzPlVl8sR?_1!CEkQW}$`
z4>NC48_u`+&X<oG3ovZe@`Tc+^4-qa=#mMR87>Os+)WP&qq`!D&B|#5lAYhstm}MX
ztTdB!G7k`n)!GT)UwSdA0&(Hd(g3O@^=k2Vc&6*WFf>&o9X$j{+}OKR4-_GJW2-)N
z)Kw7bGtm>i(Wnf+z(vVj2mCWs6Q^O!{Sr-f%ad=BIIc<PV;<;0YnFYd)j|LaCm{er
zz*V$<enwRv0m*Lwluo0}`?MMW6qS_}@tpR3Mh*0t4WTuNX*3oly4!wH4f8nmi*S87
zyvlta4cgR^W|%(on<uR|;qWBqo`sg771vv)MPCzvzqPK8-epF>hn%MjeE6Xnud_&v
zuO4$kb(_e*pR(r>FkR~u0OAFXP_BrsOOjxHvZwKTn_=0<TSW0^PbwdrUST#}ZEMd<
z+0Ie4Peu&kykoY^<7Or*EZHGum$ksom)}2}pFIzP`9x^j6#s~tkU#9Urj7)i>L++o
zgaJ=jx8h46XTjjGp%(BK4p+{eY6CB2fzE(i9JN9<h$hAwT&}=in)Spr=WA`<dqbZX
zu73aS1H?t?;9#&wLe*7c<5BnR>0R_oI;coIL?pg@-cUKq_G`5i#1!+hD{;5l^mc!{
z2t)^fAq{e_tOA9##aNP<A{KlK?WUdp_+u%ID>7S#ulZ*Jv$hdKWf`$ODG31gK@9x0
z8eT|Lcjxd)-DY;bO$S?xlhPUv^!{DDDn;!1)TpHVn*nnNH8es)s;Tk*B_C@EG9vp7
zP@{&3vArHci?qg834<+9<5`vBFPsyQXC(%gz<(%GLdlbOXBMen=%QkmvP>HjL%2&L
zv}zNyeMV7_9xm7ZAhc7}n_6QRy`LTd>}~y&scrN|X%v~f)S~egu~W%N|5K4FF;=1s
zY-_?JUC?$Xz7+Ua2Cx8aH?f^Z>Gwi68>h?kpDAx_BjIWmR)pA(+!6qa)_MB-)gO(e
z^j}sTPh${{{`k_cG}dU+iU_j1F&$#hpPjL%YR;qDV*Tj=azhU3@F}naQr)~z+iC$i
zMJRFDCnCrbW9FR4a16%%<Q6NWteN+WB9<V#eH*3t@g}O(j$U9p*9Cp?7A@BAW&oEH
z9IY+#33QBQ{O)7%a`#D2&kq0SOXJ}rexWhJUploPY76@&9uYJBDtpEDyY@ftrMJ!u
zg*YW34Wzr1_^V6u1(d4KOM-mmSbj7YRTdJ;--@BL-p{mZOg4UsJYYtsP=wtoJ14V(
zTq>J+2HE|oGfTMce<Sfj9Gd@-!g>4f`q|d1pc%S(cRd`~;;f&0OD}PDH9{cTHhj=n
zvdTzM78t6@yMw{30WQzK0{}?I4;`X!uR%$PqHl-Uv-1LHAccGuk1+R0DK4C~P}p8j
z{yh<cQBfB@bYrRAK9)RLA79m+-c0r`y&TJ7O_VD#oSM2z%5ae^6Z(fGwiZR}4Q@?%
z=9tR+IZ$*yZCyy8U&pB|=j}_G_8dhh{l5I_6h_Pj%Vf8hT#UjQMWM`U3z&AB^)g|E
z>a^%g?V;ff=|i(uoSLaK)Kf_kCiXA?aU`^>>>Kp>*AE<fWdZdK196Xz{9BKi<Y%|n
z5aKKmmz;-o4j=77yhYWo+!<q1VJ5`+ZAODyfJocKxL~S{f%J=NascMiy6Q;czs;O+
zqrf6lQqRv~lP~N!>g!$RQ;HtFT0WtdH%f!E&u_|6-$Yxi<!gC<OT`}d(#A}XyXY`O
z>-pI;=013JSE6TzS{+BjR094cGQPoHcQxBDNamu}+^IsY`#y9tzal?MOdqEC>koMg
zY$)2>j4-z$KPD@U2;#Uae?{of8DL)qh#xSn%RYjcz&R<vjz5O~L4vmkfmLGqFN&CA
z%FI;H%w^MzTg<29*S1#wn_qD}_j2MRUp=ZV*KT75pkXOIJYJxJg+HZ-tW_ldRwq&h
zAAZgr$OU=E?Go98(`W>8+cn^qNLV%FQ_i}w<^@?;r;$QJ`m0S_m|Y&+h72q}XN#x!
zAXr+^|AYtH*7-TP{8BJP@tYqH;NbH@#V!OhG&fb!p1`u4?#e;8HhYz!2L7eE6l`U)
zM*B;$hcSF$=++vrPrh^po(HnxJibC2PvAP$Pz~-$kqBw!_1`zl&-KstT8^rh#bPuf
z8p6YV_SpB8<2B&AF>jS=Awr`Set^Lh1zhm;_u+`*M!;9#!N@^}HUN%K=d|u|JHRYd
z;YUQEk!&#3ey3g?5k95OT?+JXa2p`QyV1aX90fSEovE-4ogM_d{BC5c@jo<{7nS1o
zpP>fBd7ZCFnB}TNiXe~xzfWwCWi)^ahv+K7>^{E4wOQ{1VcZ{Pts8NC6Tkyb?iuio
z8E1E)QU0`%6A%Idpw|~<Uzi{#zsEw{yrMwbk_;t>oEC6+@0+A(gl;6lGVButAmnD9
z;Xw)!=ym)bIG7jcmp>7K!B!f@Ao%<b8Sdl`rr_@l*~O15nMn=5dRK%q_o#ER>=>c(
zyuIp61-ay;vU9L3c6RouYbfKJ!dKjX{@3X5iDB6)U}GLZ??^;yMkOhIOI8dlgIM-n
zr`~ow#ryKZ?HNrTQ0NxvlY{LujR)QQ@qyG7GWMh7!E)kpgkeR9_R7}UBQYrQ>XfDN
z;ZN}xV7y(7@n65f8?1moogv`#){@7FpKNOn3DPXf8y>-1)jVl144O6Byk~|wA~xOL
zBlNFZ#LG-oC#LL1_}E^S6E}&x{$#b#<-;&n!aHhY|EspP;IMX>Rn_?B7p8YtN?y0^
z(V1GO^uERBE#DI*41#<;%VoYBG??8#MTD{L*~AzBdgCctXHwtTiW5^9g90AI_Fc%;
z118guGQa1KV!emQY_q{cDu#Dd?<A$~r54#lwqzIqiAVpNS$byqa<tRd;Aplcg%6nT
z3;Ew;AU0zC=cupD(1WrU|7C9sX%Irl;1SvXUgbq%9^)qe%dl_(aC<kxw!Z)HB=e#W
z205u^7ywxR_qi`5kn){QA_6tkJE7Bmd`ezervY=-fBr<a6JVDIM6|L0{Xv9vmaWzT
z+a1*;8AiyVTSG{`yv%=3_5}o#wNwPJzb^T|v`qU6M0-i!zX3?XBUTwbil+ZN7znJ>
z-I0_Vf+WPg6ezHy)H3|_R+2s9URy5hXmaJiuintDNn@-BY@Shf=|v9xD?_GT%5J3x
z`P&iZL1Zm_PaW4Wr`y<)fq38EUd||lv7#7Kx>??~JXK;zX!8N}`+}W4O~z0`|I6u(
z_Ib0xk4~dDW#8f(7lVaKX&D!|v99ksr%s8<iQRrfUP%()Ot^_OtF&C!irLaFj>63I
zHxNkECjBm(I54AxM%-tcx9jsg@mwbpnre^S3bs9p!$a_yVDbJEzZbN(0l6!tMi}*r
zXJd_;uI_zLl{VWJ&sde#B&l$(JHAVZQ>Ud7E_OV;dHbas47DQp!8w{GRA?oB)C#0k
z+?X%kXF)P?zruz_koE3GAiF4f>+hjzgO7in`>Ecl74J{+-c0k!l-^83=5H}pgRKRG
zlwOEhBs=O$kaHjU%)k3^hu>2=k1G-7ZXYDS(YSRE@Vrt<=}RvKT_~ka3@P4@D0VWs
z&Y(vfPCL{|jkZIazQ+XO-s+k8>6_f^la^Aw>`<kIuk<K!=d3R-ov1-c7$7g5{)Y=D
zgNm(-Q4Xu!YZUEH1{@0bitF|HTm8h_LS^1&@yzSUb|}QJX`dQ!j`Jcgg?%!>z5_%<
zwVZxzVV|fVC7`C{eGoSCo=J#r*TEmKYs9bfqPV=VsTsrqO|s<a(Ud5)D$!~4&bP2n
zE~jz~G~N(L`-HzOj|S7bmv4Q?x5c(8+``W=n(WfaPM}byKzxE)e+=|Rm=XlGCV<+A
zOPNJWL|~vXKZ1>8&pk@;KD*476ITUV&nu|T^D4<_eI~0~{5`$!w9e$#=e3{jfjboL
zPPOvtVsCoxbNocLEm+b)ZuTWEMH4`Z|5*$p8?JCnsRWG%Z?QMjyAQn+fmy3kLEzsC
z>i*JEch9>-IUUU>-cUJD>!OMm;-0n^Wz=rG>r|Ab0zg%5JihOjSw*}ch-mxU#kY(x
zgxzmn;L`Jbb1lAP1M&1byI7(N7@2_BGwlKzsM@EOR=0-&sjI{!2;$dT<El@Ezxy<4
zZ3jIakf%^ztgjwF6(ro^JJYH8#P?m#M})$X;VXP8?X|!yw=LuW`iBSyl}o;;bzE`Z
z4aPd$I&&LkOXK@MO7nd+HwDviL2II3C%yG9TtF2c{G_Jjy_=twAz_%-9(2xy$^WM7
zpMQ*S0ZsangG@{2mIz|YP5Ree5;x4>s~I=i9!sCb@0i@jozz4)Q3|N5*l|U{Q0tPB
z;|F{CKwx8HSDSn8@xaL6-WP`oGQ9p$oP&^xQoP=~|FYnh=!bp5Y?j}}EBZ;ITCy7s
za;IBfBN-9x@ps_c@gfl3O6}==W*d82b=sCjj)Z(ViRW0iG704?=?uwBTZ>cu?<`qJ
zsaJ)Hg~6kp{(^m(SHCU)5GE5FefItu!zf1op4BMUUv|dSWdFOW0wp~(=^><|>61_2
zF*E8%n#BDmkjgPW1%zcIg|`P%-7fNq{?BT{7bM4#gys1#MhMf@V;aD~n+Vn9DZn%u
zqX8`~K^2yN@-7zAhYN>h$DTI!5b%R2J(L?)_b;9DrIG@*sY?G313D}3&UIHL>z{C!
z`aQ*+19Ye9reyk#yta=QE2%sDH>h(D|3dfW&Pxu@DF8m5eZNsef(!Ta^WOqA7E)p}
ziX-%vkA|0H#`=?<blfq21bQ`O+jB2TH-K9(3K@`p7RBUQ3wB^%$ls+)MCo=@qAQ4=
z)YaE%$GajC;d6XR3%89QnMXHkBP;Zk?<DAnCR<gTyEfFT#+nU%(27KW98z8HQd-{h
zf*VEw-SLvQ>x>bDQXYpNqt{X_cGjRaPG!h|)ZBsx`41j(ru3p~JgKH`AR5NRrf-7%
z2xkN0oMer{3@K5maDLuYjk?zFqQd#D)emB>?jwRJWEynyuAOa8_%32c<xP<jrZL>H
zjj89=MZ<#R#_RNTSsNY3z7C?(Ac^ez56|Ntpp>Ase9?F2#V(v-=o`1v7E!UPSKnU4
zWgBS%gTH_C6g}Nvwj9j@F-rJRojYAXLcsa9>7F=~2$qS&=0R66K*t@Q`??uVQM=FV
zOqoc*Sx0YDbQ5gCF(i6_0k~1hJIgM>qeLYF8YYAcP&CZ!{QHwCbij`&_3N_UP>#hi
z4Q15CC6GG0=nK8v_Hb0{`=1>x1|x$X_#k+2V&jWro2$bM6)4uyU`cbU*mzY|@3!vE
zdq@6X^VJ@K3OqFHTQz9XFqopzcKOW&DR0%M@op{ppNfOK(IDqsgQbE0+O_}ZtN-5z
z)Brv};09ILhmN&j9_!Omsy%@z!#?V-!`}YZ=)vzhl-gp+_pEv2724S#YdST{dfy0l
zDSt^c_S@}U1nQ?Z(2L;J_#<&C2@hb&9FRvX4J7JmPl@Y&M&j*_=gL!Kagw$lfL=L8
z@JXxm16Z8H*&xEO#X;gzNnB8b4X*-4*g~A+H?)Y&T6vU29AbnGq8+wCuO-`CVz*oc
z2%{ujq&M2#X)?U9y+Oebh?>%l9}hj>jF0X-!03F56*O!PWQ0!0=UrS1Xf~6OuifX6
zCyCoBk$~#+9h-^g&_kZpevzYm=-qaRG6qYZi7LZbE{jI6Pwq{;Hi<`4K?K*p9~2ED
zKrWQ!+4F{ymTU`G`7&;WP)`Uz5D65Zf)m<yYPBP_zgjah!lVpy)+9}HLE)BX@vpSv
z$M@oa4MGGJfTF#`QoJ*1q_23WTn^OApp5&O$hv%b^XEr^SWB(y-4kMfr5Q;KhD`BB
zB92!#c>j^`SwJw2$pZms8(IzeiX59|FZx)VIs~XB@ezT}dz!PXn+8!r4#a`vqPBY_
zkPE@QBDem^57o4JOAU79ct#2NTpDx!ukIuTfEaq9k14<gVu9}l=TGgB?ZF1TZ&7VO
zUc(&faGXxC*k2(>Jy0NZaYljHxMF(<sO&n)7N-ETGexHu6lolg-78B(Ir91&{HtKW
zKE&Z3@uo$%oTFm@atV}s-hax$2Gb1+m}GVPNP~@CuucaqgNf+J5%6OeOWEb`_^AKB
zv`aur!rR53p8Xq@3=G#egCNw)Cj(dGV?gFV@jRgvQ+7!BRF~m*<6BW6Mg1tygdH-X
zBN9?jB5H=BT}pxDyAM&}{e{c7RdvPwGZ|l*AfJ8uZ!ypNuRf#3vb<T!WPr6Lo3kX>
z8@FF0Nx)+K^vpiF$1@tdC2+Vz0uqGHl8D=P{WoDCSUA;9XoB@uMrgu6<f-$7<m4B7
zX8a+;e`|ICR1wwp6CkE~iv72I2Tl$)klQ}YDfI@~vd<7wPAPgT3P%l#I-C*CY%zkN
z^qzHrJQNaDZ637DqS;ON!|3`|_?UG+5L%=TI?@>3K?iXHcO1k<c2r74+?K)5aLr+%
zD4th64wdF-NDaMBsJ{5z4k%LU&Nx~lDJp$FC#o_N#k2y%0?o!Kjj$S{(FsEC6t2xP
z<%xP%KrBz|Lvp!49Vcy_Q+_J|$McNiTlc<LSgt;by^7m>@q9RCA~T>`<%<CsS74Ix
z10Zj0>;!xZyh9Wba3RQM%Q$B66`gptDCc;3znwZ+DZj{eO;W06KDKe~Rv%?Y&W-f0
z`YJc-OgU^X{TZE<n**4~Swy;ZA)H>tUdKto`jqoRgKrS+?r;B@;xCCly0NwM1`G(v
z83N8u){S4}47D6R^IE;4Pa|OoX@SO+H?qLu{vrbm`Z6Jl-HH$CwOtY$>HX%ZP3xy3
zS?&@|n>h$hHb#qC<_|wYNtxPpdOwkb3fSD=?|k<|5^B(tJcMX31~SPJtHmzFU?j&F
zD?VIqC>Y*eYb7QQrMw!lPLnF12ZD@p{~P!e%NIY5$7wa%YlDk`7DoD3gXIG&5LgLG
zjtOdQ`T<CX5xQndsR~W#?0K0F1Q^V6L0!w=szlzPq^M=z0o>fm3j};CsjUNeQ;GUD
z8F+~RNYDf(RYM?;>@Cm;bqncafPpLskGKHhv-8Gi5+FZbgu&dT)&iim6)>bJ?DH1>
zYkI_{(A6JT{ST2C^S`oKkh?6EjqJv`KTvUwW<p7g3O3&6ApFJ*H4Yg8k_x(JEjZj(
zfhiJB7sEzZ2u}%y!$);I3BjHN0w$R!no3@ZlK)~?GO%oEn3$1GBo)@6Cp_ViTNI|G
zj|{u>abWD6S(c=)<<rJKKnR$9n-Q~$er6VOS|`)}`G2wZ)^Tw(Te~Rk8U_ml2A|+=
z!3pl}?(Xgo+yVsm;O_2$1PC77-CcuoChvat`S#u4ez)9j?|bear{_1_JzYJuR<EjF
zUHv>&wa#uw*mLz;-RbB6eGfqV$M1;Xe#y`zuP4DEtB9@S9#w|nn|HDDj5_T}IKTQn
zV<Kq^m?D7fOd0<1dvLp8?yR+fE|^DrR1uTwW18d<0(V_TLNZhWA?pZ3z)oHy;vl`1
zAz6_yECs6~*2V6%y)k%bOW$7C=zZ223xO(C`J5pGDsF6%7lee>v=7im4_VE^1#^n4
zP~cbisY2*He5ErUJ$ZQ>r`$j=%5VW@_i}q3i+<UkjTEo2X&WA?Fcpg)JnzGMop0nu
zyp-?ez{ZdYgwkO_8rGZzI}Vj!%;vXTB&6Hv(vv*!_<>DnP!zGx&h5+UN~)ijLZR0Z
zaV1NCz_~j*mb?JFL>Rd-W+*v%JnTScT>h-H>Xy5LphP!~lY>2upgcW!Sgl6@3^=KK
zZy15a?c4DI!~qaP{Ks;bU%yXjR%z2}Wogr-iViqZ&4>pYm6lq^s%O^EyLPXUtT-J0
z^t$Hx68#~wqBY!erym=;YcI^{GO1_6&1imaPnyooKQ)8ur#ROa>#?0U$#BE5WL$mD
z6{qMvppR0jZC1APAblSu_{sL#n+{CQ(z=xt<2xH{Q6%pxe&P}HEs=1(o3}PBQK!ZT
zBi4pQPxS)x%v99gs}~WUz14seTgcrWjFxaOH0LMOE|`8Jk@xs>`QQLKTcZ5x8-m$g
zNlr=B2<w1?Z-}dk+1tXS{O-m2<HbY2qyQN?{S-Vmxsn|?K0mU>`W=-#x5{I_A@Xfa
za!RC`#znk{$SanL@_PXX#(Pu)>3(OpA$LeQ@N;+!_hY<$WGksurnUpAm>su<bycIu
zZZLCO3|xlnF?4P`N|$RRT}NVPN2Egj8l_b*^g+xt0BWDUV8TTM763KdFQ2>Shm0+M
zc3E}nAYlL{WFQMMTQ>7GB#>v&JOnDy3`#&yPNzqJM8HHDIT(JcN+L(#5t|!8IaxsO
zL9MJVBmeP1iUr_2f!*E}_yKAHoYdVuwN+aKo~JCo+A4_3PqGo%lMM-wWX93uQlyOv
zIe$aJQxJMoPuh!_Pas}Jx>i0G{vc1zt3AUL7`ib2zRI+xlV}zjyXj`_BZ3tRKr7i<
zhu52TWmkWnbeY%j4AY0T-f&kfk-jzi9X$~SOh~3=rCZ4sLyO0t?Q3RFE{bQ;#j9e7
zO|eb3J1L3e+OD%JlG>oCsOK8zlIvvS2a>ndo_=r9#rC!tX3j9Rl7%ZX>8rO)=#5!E
zF*=c>sntG;FmM466I$W~Dq7X06oaCK2|pCU$BdgCxZI`MA*JU=q7YA%#q#vfNvK@m
z;)`L6CctF~Wo~3Is(0BKjzcC^HoW!mav^mnTWq=<>XYvV#WOhcy%wXwXRQ+mC_qk!
zj4y{Z#Q_a`mSUB8M)Cs{|5SrPQi6n4CHw)?ueCM{E+8MJ`&|PtuXGmIDG!wJ=i~g+
zG(@!9)t57ki{z-oEhMObd!A`bDy;{?+hzFreL!Mzi=jbYfCT}G$Wnzm(QN8o3K<ai
zGZ_x#UVNv$T2%;x^x8QX3bqsCOAv*x*y=tqYzw_`Znq3Ky6R9a#4HmU(rTlMDJB2;
z$6LF*4Zp4nUqn7Fj_VN0S6tr&1IkU$Guuch@pB)!1p^9(fFN<z{c#DnE^wqz(FZAA
z)QS2#8h0>5X@7|2;S3G{>mX73+OH%iP}9#MB+%I)zDIt%TnZfY+(Eo8OFR2#GM~Ku
z{tsLvR<v<o?t1ixfzzfpOG!5v*H!bW`tRjPQgX1-+VYZ;f>Vt9R8D*kSBi*`-Y4sV
z|CDA3+B;!*sq{P!3WUPP83)e{TxXtc2$DVkUp`PGL>F(2K_p8N1XD#L4yxX;kH{5p
z-iL*KA>6o}^?8mGT#AKuZ5sPt!QUk>6Xg3nXALt}+$Evl!Be=02K+uaEa7TH!0X-j
zqks$maPdGT;$vRWyGRQ|euyUGOUu#qGsOV3f7il}dc&u9$bc#j+z-|zuww<V9x5Wk
zN)UR2|6sWP;|)?LAJi$EKU5{(mv{(3PTd(qt^nNPK8P9Ij+SGsbH+!7&7(?-zDYKe
z*`m(t!5X<DhYI(;Kymp1rI0_ZSDFh3j?!}dTY~KkkaBWllBq!ho8x=orb+ZZxj+)A
zxmbBed_YcXFf`yKyh>^u7fIJ4w4A}?bvt=tfs`I-zy-g9eA?Vk!t=26yZKqXG9o~n
z7hF{2gW@^*SMkaX&tPrijfrRhfwR~=001~|iV|9ItqLGwV+J5?#cD{Mstdjo?7$6@
zO}RoJgkV;)e%XZO*>J!prxHLb!(1t0(tha`hc<gm@*s?{N54%wFAo(^EdGGJGf{A2
z!fNSqr{Yab!UOUv34SxFr+i%$s2xP#wi^g7&6#GJe-avb-QLqQ8ZLOQ^7d&uOo9DK
zn_M9;&IoI1L&^`K@$3_}N-Mb$F8SJgYu{1C^D7sRl7zs${(>1jWt<BWS=8sx&Ll@`
z6Vrhc7T@_z;wV%Qg6|)CQT5ko?YD3J8HW+nkdGK#FFw68(B{Dw(;@txru8$_vL~=u
z4=<E$>k;GrSikSVk{}`e$UqVFF@t|32RO+llY^1pB@GX&0KOSb1Ha@yM+o#d%Xc>w
zNb`e0`)T0dKP!4Wfl!aGX@cuS*WBVwoPsQwIsQ#4reLT@LpOQt-tR4FsY_Wb9>trm
z|D+HSFxNVa3fu6^j0`x@D<zR%b3xqwE(;BEe?nL3ZZ~rUEfEB)Im7TTnc;vwa=oJ+
z28Zxm<FfDCQ2B_MX#oKnLO&@inAjx^13S#}nI3m16#?*t5XrEH>O2|T2-}xE^THEe
zw@t3d1?^x<J*sCrCx(@hPcF2>aqRKlTxQ$WeDiY}eT4+z<5#`$wm51p#*ZC&94x!R
zZfdoDoipBL_GX?vrIzO)lkRO(Yk6A2F8{mZ)Uja-+@%xoag^Z0<3y`spFNov?6h3_
zy1av@H~agDPHWsX$i(lKGWb@iXz3UMnrS~A%qY%hZw~rq3a{jI>?<lhlN<F=(ZS{l
z<eDs6(&A~KUBqpG8+=|j<+E_X6S7_|CqJHj?s5enzq4${`B|-IN<19S+)?k|7p-kH
zy`${`UsKa^B5o$(Wn`DHyyTWYndWW(Xdsk_7jou(b3wXrr4&4J<PY3o?=6F3wwP<V
zrziCiQxM@&8maPbD!;=v-P3)qqmBF-%8d5?>E~LuNTT#RB}OybtD^oPK&}A#&$mL}
z_5B)|xX}fH!_{^4ccw);ECA7WwBV`O<MYe{IP@C(mO1qbz|4c)F5lKm>^s#B^AZ@O
zxji8_0pCq_h7U}D=Osn;)CTZGq``jgG+&Vd8r$MY2BXlYS=-`Q=9*veM~?Wa$m1;}
z|J2^tv}vn5y;<m4SRLkTpphZ~<YYl1eDk!?%b@icNtD;Z@Tr?DMMdIhCB#@%;{(O*
zgC_|4T30$Hv@Y9({oaN;@@d1k#jE?yC)8zZN2T|4r|ie|CNXe&iWFe31MbybX4V`!
z^EBg`N^b&syoE20r~d#|RkkCWEQ|{x|2piM%X7n?kEt*_zIaGt$brK!2>~na>=Mj0
zcZB!~iL*jr)~#9XA)Tw`ty~P@fEzk@|2^SxTV0*n=+oso>4>~}Z9m!RP5T*bJ%OE@
z2AjaTpR37kc?O4L&N%Ph>r=N(A1As`2h7BG3pwL$9Jm?RGHnHv{Dmf3t>7~8q-dbD
z+ix<X{&sH-&Xk^L0J)}Ud`lXlf6xoe2sjBEyhN6D=Pb9K7O1oeK*kTRALEZqBRXGf
z^})dh6PVFKlw_?|<+;e5afz`2<Z<)m#Tg#-WG66@bZ;CmlpunQUQ!hjx~{T!X~Mf8
zP;En4Rpk8-L$Lu6+aI~K(n%0u-g)==3pww}yLURL`YgxybR5dhF4G^D%{05|YF-Oz
zl*55C9%N*N&zVVO2mqB$D$3imcScs2$5mMGvaM(}*k^3eVUhG-+&&Md)omT5qFUzK
zcPwjW)SPW58FHI|=i4wfvY=(X0nZ%eD2R!qFYsYjTOutN;-J;9Nwt4HPd~?>_gp^5
z->#QjlnRF5D0_r-j869jm0`6(Mb()8{#GAyYwXLkobJ0iK{VLHJGk-pAZ04y(iYEA
zRW-uJHhw)2cvOIBEh4NRACr1CWt`J_CePvm#cFmLk_fJ@Boyqe-|cdH>*tgSA}^p$
zFFRwH+=}+&B18)=r|+Tx9W02DjzSh-OGPcDun8?&5Am${LFlY?{N!pb=X<sXnNoUJ
zw~~2Q9Cx+wNcZ{s1-+4J3Az#dgnJqRLQ(*I6AtwO5)qPC#d*~%Wq=^GdZm@&9NZ3(
z!^O^pcDbO4xh>z8{OpKqdcv|&j$Z14*>h{o1_zg_cQu)hmCBMjN3y}Qb1{Tx4%vef
zBvM|cY6JL1u<beFXM|H$Ch`lJb9ePU7AX)g5cz)ldhbg>U|OKbM|KOHY$AqG#)kvr
zmXLNx)P2(jB<C43F{zx)Z{SgAlv_A%A0{MFTItyCCOA!{j_MM&3&!Xk52Opo(I$eh
zdeOAYHiN*SrTE_IqBWEF=S16{PH2CeVlYP(mV>;ATHpezK3Td_HnN(WiE*Eyy&{u;
zW!;%+-m@)iC<MzvgoJyuZ3x%t+e&J-y_D5769NUxTzW&Cc&;|4*&qnXa#zebkjDU^
z?^3HLv6^t(@P@}i(yp77(9D8Cy2=n5Dzk`?2Wlgrz<SEAk2kWSg2S(mE)})<Wd}V6
z?$paOO20kGJ^Og1mm)yI<f*Fr{gHu>R&DC5a8JPdwHyJ=9!`+ALv6kLbpp`lbAMwQ
z-`!kH6isL(t1#rfTN_7ZUyY27{N8-};rG~<NiCVf)*02W4ZLW$;MU#V!;wAZV=4Q7
zrF*{CnLLEWw1<?P+oHLj4!;_#{Mu`^v>gAq)U2~xG5AQz`-1lfL`WQCYBnViQZcD6
z#$NX$vQjWe=9|2YYP9EFw(cQixgD<Nu{Je*(XLuTM{lE0r?ch~mEt<KM2mEw0dT9j
zr(2XqC;>vJD=y<o%~;Jvz$lShVT0zZX{C>mX=zzsj%~|m{4DzI>MZ;qU$Y96SbHIj
zGuhc_qRJf+7twsmS(6VG>d2MHJ8U>Em4bR$B@;2xwrZyZfVvZ_8dY#Abs?D1EdqsJ
zI@=H0@jT=Vgm*TqifHNu1Elv)Y`rP{D<S0ZmXZ&*Xmaw4s!6QQ8|qZjypT9Xg}20@
zMTG+bLl>irx|TGRweT`iANvx?L@+`6RrV%F40}liidW@b?Ro%G@H1EYv^v?o_tfNd
z&e?V7_TAe{em?c?G$rsu@ZIuEa_L6SH<`jAa9@uPNDC11@>_uu^8RuiPa6z+<?i5C
zH5H)q5hMP`XNK715Cm8ZwwYb`4tB)FACmILqNMf+YxeTs7GkrmnH7mMPNV8qK{?1D
zQepBChquQIQ_b_~G)Y$eUy_TcFD7vwYZ^YxxEPx4>_jxz*lK-zHbf<cy-|YzdAnE&
z>mDQ!zoE{5a@pu&=1An{WnV)vx!pVM|L&wZ8Z;Wn4)X7!d@mODa~{1jzBP}V1PYdM
z?^5Xgsj}i#)um5p0kzlp%1D=YH7~4OcAm@PLHQO{$m&R_vVGI6ucg||pq>f1qHFuq
zPrsT~uZ=3_Lz0{g=4LV{fEMnNijM`^Ac2ija<Op*`_2lh%cAN7>GDCX4Ye1ybj})n
zIp340s*%I6c_@W5xEpzo0|e~dFcgNM{}=lTuVz_tp}YxjAvZ!{CXM=C$%P^bDC~jn
z3I?^WcW@BX0+2@oF>D%R2#4M$H{4^7uhodLt%eA|&x7*A3YV6*m$~$EDE2O?G}CoX
z`~d^WUvsHJ0>lQVk#AjshiqNu*#r#gCofuQ9NhgX+s1tBCND&dE-FK|5CFDWRkg+p
zd^ehKnZ~1?sVX1YUlvkPbBEs!yKfmBwiaY(mrk)4`D^bzFKe0`br&QJdpU!ju^6%o
zIRe~*WopA7eq#3^{&xHim9NR6(1S%;2Q#4PB}2Vx4)y^8kbKw6El3C!?vnEPMLWE$
zCA2q}3Ez!Ql@Nn_o;+BHJvbR$p0|G@X|zrWLH?@mKx)l&)wYseMlO&5q6g`jyg5Jy
zAE_@Wb<nA*NsCpuXQb-=vU2N@Y>^5s$lu4a{b;@@uU@d{o$_KG6?zsr&z*+?3wzQx
zA*Zz2YhW%!R;xR(3*-YiWkSzVu5<CWuSk)wG!Uv%l5SLeuJfJP;@QM*zhnhhq?sfB
z&Tdu9tEvW-_c`5?%xP3<6cQnoQI@%9IWE&6!F3N`d_~l(OsSs$auv3XDxeE2Vz7h@
zBqkt-@sS4{dj!$p<F7Y3n|K9e*hYGzCu}^VKJXL7ZH6MzjQ)P{yf&P~_lFDxfV@>5
zhaBMiGg*!23olggnFKSpZ~#@{PoW@z58&488zh%@HiY+K0wlvZ-5!?R4ksL3`{A*|
z$?JQER;2Rd5U>k8K}X?IOh+~1OIGi0gSrNU^;22zz|(2?B!#a~Uop&o*<@Ji62EOY
z!#L=`CFnlUv-BVTN;(lQA-<_}(a{e>#A!!9o4cI1;xDQT6?kesBZ7<T-tN&iVs5@E
zuc^10;8gjORJ`ov+;9`U_j+97=WW+<U^i6L&K<Q#mkJ|EYNW&t<lPYN$2|a(?ex7=
ze0R~X-X^rGcXGWJPqUmf-^PPj@%Mp;vX~46!6JmhF1)j^I{{|m%3@H76rp&2Z{uyg
zc~J`j4mRvatdsMcFpuBe%!@_UrQ<yd0Y2YR$W6?WqqSsu`p7msr|mU1dzBMmBJsh<
zH|238N1v-iRhkG9#!SUS>jzVH?>aR+fB6QUuDi+opeoeUsEXQ85EN03l|>aUOb_@<
z7zj`**ZYExyCG#axN0?t9UugQ)OtT85;#L6$$|;+W>bKJHE1eF08b&b;}7+OQiKI~
z)H>w@0WqtSTJ||v!LNmck~!U_dYGX1IT$<gYea8}>+`*=xIsDfUY$y!RtVtt%ViiA
zA;FCX3uxF?e?&dgueO2sxoc9u$2S_+G*H3dLM29uH^6ZcgnWV(eH4k^Uct(AIaLg5
z$pN~}U-<`qKwt&z*+Sul7J{cjLcmS={ZC-B45vXOr~4u~xg8-(E?pc3OE7>7-WWU?
zov>)<96@Q%cM&(N55IJL42eR(q-Q(?zm{QwK5zlZ=`2}<Ah*{P67)9=(p^&6;}A?g
zK%E1!sCaC01ZpXgv}+tw!8Rpa+lP<3FQ5YOEnK`bUE(yOBAM74J2^X=7})%_YiDSQ
zip0di2xJ8Qw#&oApzL99!k{i^XlY{P%%J3A==|%qgpGlj34@x2v9mdlg^7hh+{D7n
z+!@Hu!XRvCZRe<DZ(wA?@ZQAL!pKBXOo&0q!r4jQ#8KGJ#@^1>#MT+e$sl3tY~pBd
zXKmnY0yH(Sb~0g5k}+_y0y42MfrTqFh+0^KPhb%Jb;5fSBRgXg25A#pGq5~PMm|1N
zq(3X|o^jm61PK8F@g?V4&IVB~2fX|LZfVBf#fE_V1B?7p>fdD%F-HRr1{niqXA>=O
zuHcUj@Sn5LAKQeTk>#(9vh*VN%7L)o;grvfs{fphVzBLS#?<yb4jk%dyDoJbG-05V
z%_#d~Elv>TWcIL(B&)VfTpue>!Am`Nl(mi9?Q?;zJMZ&{-IcCRJ!oiw{vL~rfo~}g
zPX<S7+%cQ5gWIY+y7n6i0F77bO@#fCwRW7Wr54<CldNojt0B_O@*u1&e{P)cZyRgm
zI33;!1o5!XVq7s2d~6vRl4iAB)ybJMt5PD)FTlDlgS|$BS6?oLYG7_6g15hhmYmns
zV#~@4#gzpA&}@K{UFm$wz}L)Nim+^N$=cDbYRB3mVPy7XLRsn6w$7tTt5oc}V3n?4
z)v-E9yNwm1R{zE0+P$&4Ws&d5zoR#3N7aMg;MQ~9u|RY3$Q#=04Y<?y^(Oh3Oq?&6
zB!rm%q1DqHdaZIc^qA*sf*!xqfyY{%tcN$Uks~-OY&Rpq)n>j=+BCceykYKBgQ>WO
z#I9Oi`c>19&F9o!I{dy8ilZ`1ewy=hrKkQK_pUB37Tl$tA5OX~?H^TLOXM{)V7+J(
zH|icU&%)XWY{#qQma;}i_#vq-@2-~1M7vFR?=J$q_PpJh9mrg;jtUgRt&*d1NH1p6
zAQP4XFh`mpMp5XTMdQ@n_=1c+4;^3M^`wrKHTP{U$7M&-Nn?m0-UE@Mc4cE=9C)ra
zV;v|^l&-6058s8wVxs=R{lWaN+#k%GoPYKhoc|7w!2%Zk_dEs{(_h^jJ&?aVMj-H|
z%2r(9*Y5v#IWxy&_(SLMOTT~GdHe(8{0E!|D+|Y8dk;+uuZ4jm+jJEKk{U8{WA*@y
zSIlh!`hBFv0dv;EgbWVxvPHY89y>37nbh4{+zyVJCyTs4CmtyJR5G})XXXz8U5|#~
zDLjyIXw|Fr|DQY0nuL$bNRL4d_OV@Bai?pmW!q1h@bIDRZOaBti)ebf52rgA)Rqrf
z@p7gwpBmTNLPJBf@Y&mt1v@|+^~9aP(=|P%(=mAYsdY!L<3{2Mh?5huPr>OfoNu~K
z(QIVVF=OH;fIGh7z}sMA)l&wDoc`dA4`Z8;op5c-Eg5KwQdG~MVbYhQ4R!TdT&Z4v
zu7l<4|G<=doW6mEc1%ANY81A)==7{eIG3>^pFs&-yy=w=cf`4@o6$XiEB7dZ=n8}0
zPwG3h{XR%csAIX*(HWw~@6x<`-=GH%|680I{apelXEhll<=8Ih%hLrS<YrA<2PAXP
zxIy-V%MO}rWWVAa?Hd7wK%9lV^Bf97*sc+Da#n!?mhJ)H?#`~ym$4)FH|;^f@S;0b
zj=`v2ojwsiOE)IS^(qne!)EW&CO?E?N=iga^2x3#G?t`J3g!tsG(8gXP&QI!`@4iD
z5N1bjo{49z5j=Ru_)xlEWHPADk1UKlq#@{I!H`{xz9EU}*wg<=6lhGNW8+QAw93+G
zcd<!vH?x+XffAY;&#m`5Q;`~Kb4)ntej{Nyc=^%@-VY8tU>WjD+c6D_O_%v9l&_B#
z@6k}GSln6fq}&+|S`pT0o1PZ~R1_p88t&`wQw{rTDL1@lmkmx(mFtl;DlUz>a$431
z9@zY$XvB2aMVqEEpXUl494a}uzM~5xBP_{sNGpYgu0h|zsK94q#4-$5w<rU|wCS4&
z1bKk%r<Q?148cKr2>l8GhoGmxmmIvE>*fIYw#jW*t{c+jMHPY1kY${NvW!E!&~JMi
z9?Gn!pnOq>ul3#isX>#$ss?A7V@Ieb_EKvd%f}m2am9Fti;I^;#MkXH#8jio^<S0O
z6G{|cj_w^vcXLe$17Ab;Afyx?p*1BVVCZsi`oQ!el42AJK8CM>4ldz^a>Z$7MTKvP
zFXq{~U-j6NzlQDwLG=Y2opa)&>4y=_n_}b6)xiIJ@L}}%k{@j(U=Dm;WD$X~p0%v!
zM*8K$Ec7>0a-UCSC`o3XE@S9C68iSCxDdCyovpB9u_1~SBK&Qg9e9Ae;-`j3<?HFA
z{7;+P`y)kdDsuV)_fVpn-^c)9!q66DE5(>Jkjxexv%s7gM-J*C{O%k$n9pLJh5JD$
z<X*TnIGjFXV5?b(Bs(JXu?H_<J3=H&CLS^ap?}{U!Ktl7kUBLAUcQL{TH+lMV#t7T
zB}kGqyC6vSR*iea5tc8z@JoO^Pa;D^|MiM<9h0S)maqQ%_w9W4wiy2UO-AV)-RJI5
zh?PIs=vT6?gXhZbxJviSS~PbGR_=;k?z~G>CP}6Ypba?Vsr?x@`_J%bRHRZtF_^|7
z4Aq0my0i|`<kGwOo=QoHC*g{_sSFWN`m1Y?eWF_X^#q3Of^W8^*jg&;Uz?nSktcWr
zNQL;Qe_W@*=ELmvUMGtgD>4tkwyLnLnzcX>Bgtm?1j8m)l*gJ+C|rbu&6poEJaRl;
z-?<I{Bj`R4;PeTGQ?jquO9~F!)}HU^Jlvy3*)JxWr8`z0-`e+O^`(`&!mL-z*FK_Z
z$Rr6xlx6x^y&|79K>en99^|m(fQ2&7is0LtYn8^AYJN-_&0j_xU`|ZoEGIKLE^En?
zjzzHitj|ao?I{y50w}Er>HZ+>tT0i}E(a@&qF$*uP%R{*5SnIS9x?D?t(h-fra@PD
zV7FjKfPWg*>FH#4QNySoofV5(>(lpb$pUX$#}YgQbT4Q}qX15=*`!O|bE>=jH+ILn
zUHmp7{ewCEz6b}O-<Q1GlN{tED=iy&b^9h2km%b)9fsP#a9IKlfz2?w+sd9rzvG#J
zN_J!R*!)=1TGOdLCMqeiw!U(u;0NK#XDRX3$Yk7Z%Ob)Cj5JLQd@J$RQ89@dK~&M;
z!pFM|rgs9QRvsKSr3cTHAg#SynBtkP-@iX;YV#m#+3w%z`<$v+H+fiMd77`Y87oBe
z;G^xB3n_XqX2w4_X1PLB13TY-=Wf(^k&liCRZXm^C?_UEpJ*p-$EPcI&;ppn+q0DU
zw2-z!XHvJlez$n7Y(o?D_DmjgicF3WCB+T6sJpb3aVVL(``*Jit+mt{?wcWd{LnPk
z@}9(eeX*{$yI(F+Nz~MvSk14}5!+JRnpT|rdT9B|q_b%{tCi7c7$mG>JKCoWnx!7s
z=gVaLeDQQmo<ZyOoO^ERhRpS`AI2Lq)V23UhO@WLX0R14Eb2SCiNmhgJBYd4^X-|L
zJhz2P+V0ODLRHjg#dV(Q)#xQ7_!MI2wN=`hwQtG-$MHs!WAAPPvVn^lx_YwMBniXf
zR6BQy{Bc^mMlS68s%71mtQu=p_tU#$YM#*y>>=NZv*hGa!uo|O%qnM#T-XQSMjn=N
zaYh?!%13>zS6fFmadC07S$Rmtip>9@DYft1_C|!>Dcpbec?TLnNFvwlnU&u()C}+0
zxRZU63(rSjuFmVrU88|zg``pa^X)_bb+JNHXo7>*aOC%WWx8F*>4}5K`Z%-rc4nO{
zc17P=Cto2hlTM9msX=pE4WdlFiXtD_xrMvn`LZOfG_L*W(g=^s#oa}Ga%qmKO#psD
zytSb96>f5}X`~ePr@Qn^1upDJX2Y=zE0?4~W;UOW)T2!n@lC-r?C;Z>6{;2D-f84Z
z=;2UXVe02&Yhvr>)T>#QDAhy9Drl`@rG+DuKHFQ)K0nW&(k0{+<cfN^lQALqeY)jL
znp4UsC<#ZVt_w)apyaIF2hht>%&=0UU-jf2>@T*JZL6!WIW;f?O4L<GQfE})F3Zq~
z?NrGMSkkgwBcxG`*=v^evUHbLXg>+Hj<b)+P!N+r)z4**JrulW6u|Zxa?1P06FY{D
zkv;VD{7yHVKbDw!w2@NkjVkuy6~Yhn;&L-&qx@9d<k?xfq*hm?7;Q<ayPK@+9_xj5
zanckRik<vK)Dt`7pN}vBeJ!e7Nczut3s*b6BL~jo#QO=8x@_67E48fsWJWD5t(~nY
zfyGvqG8olLJkqCm^V`d9Dxq??n%@+wiURQjrJ(W5C6;gpY3dSv$6}#TgWj17+d>Yo
zy>05^ecpfkSZ+=GZ924cIYzW4#-lN9EV*oY-qWc@n>Jart(&}gCMNr$n^m(VY;5e4
z*d=27=9~?B=GQm;AzUBL2`N$*whm4l*^e3pnI@@s@zW|ShAy|gYcwlHXAkSX8gdaU
zGlzcymgTJruyD9FmC<MKXnwO+Hbnpw<*#qhJRWVZfDlE~*k4~6GhzD{D+f3PfELn6
zJfXrD&|kED{ew)>fc$#4qqtZ`t`2uM7bEk{NhBrSQmf~a*$2!7-@^LNld>6+?2I2q
zH<E}ovP(&~FV~zkR<$!@7Zc+_Un~h$LLQ`mULDNQgN{xf9xYiv`=&5w@noXbCFHbp
zR%rvC>}ze&VzHY0adF`z@78*{WKZuL)&XjV(az8U#MIl;TUpt39?B(M>Q_>qPF0Ta
z2IQ{evRiHj(D5Wc^{2a?+RaW1%4z9#yx4p3eN16Y4O$F&EJlAs*%gh9*4HH#JbD)y
z``E_>1D&o_u}fWy#gaOu!1Do%sj{xw*Uzotb=lMY&Q0&KR^14bM9n)LX=RO*RJ)bY
zL^^&Y^FRcgO|Q%C=21oELhjBvJoK9&k-GRL6~XiQQ<np%fzz8OGy#h@(kcygEEQ=e
zz!<;GoaHAeE!o98&QzO&Iw}p%!?vgE&{aO`E7v?LU7!0$Ul&Cnw1O&8kaBNre<_o#
zsqo@B1TWodgg8WdlSP+U{ijJng6?`I4kT^ER_2FmL;3_+rW%M4*vXvo`>TD^O7`uE
zyN9vt$|%hc*+5HMHkED4W<#CPM4<?)7^<gN$4+?$7$d5tRm0l_33rP_gTmgTkIEsq
z1x64O15|mp^fLZ{qYF3-U8dD`$f^EtHC7%2KQaZPv~H9E^VUL{EN2xoYw<7}hErcJ
zze3f%w40sTu~Sn=O6d<Q*CfU0EUAiW#4|rgP>TApa@hjH-phhaKhNE)AlypKhHRn{
zU$$cS)pE0rI5bg)e}zg%FaQBn+8(j1Nt5$OA8#(J(hb4`B)omu30&Uw-kGu_UJh#8
z6lWs<c0|LBO<46ZvRDlq+gA1xVWynDUP!-?i%>zBQ{!A5d(7RG;8*7AEUje4TGEEM
z>78)+W)h=l$JhI^y+I{@!+-d_=T%zCo}Dd2kt2!L(QwtOjp!>G{eUe8wZuE)_~hvm
z2WJ2K0U@hmRTe;IRilZ+Y#H=VWGGqdEwbXt@UNWsFgP;D{)A+vhRyJij?3F4BN}>v
z!8`ZMBkh@yu!G)*&P*Jl!alw=KP)vUotBQ9np0-?uf8=m@^QG}wU2QOb&A`t1y}Lf
zqKDks`}-`K6TF}u*#>@}RsM*0N?)}6Bcb_e^AUn7qFSXuBVTZC)3Sn^K=2qHm6A2h
zE+DOehO*>Sei|~KO*;`DI)NfwA7qKbCW!DngvF$VgnVBa93`G+usenrgP^BRkvVKG
zpwwC6BnX8?Sx&QmjTW=dPnl?VM>Dzr3phY4tzrn(2|?!Czc%{rhb)y5toGe2?FNSo
zG!Me+3TkSyO=q6h(Wpjq1IKL3?34!32pi`vPP6^ETkF<OH^;EWZFTS3o^cUtAxAEu
zvQakq^rOBKKFt*`$DE^z;3UKeu+lXE20|8tLsA~uVHHw^vJi9WKZMnJlc3UHH3Y0M
zP$9a<g<^B244ACBj5Z#At#75GT2{p_-*IV?@3t({8R-uqNh^Cx_ZIsCs#M7kYY705
zAD#+UX2pQCvhiAG52bQeE~l}VP9nfQ5u6N7x}LmQPa@_YQAvaxur|Wpc~ZODGw{F$
zVkyss0_Sk6B-@H2r0J1+VbRh{b6mv;U2#*yMWFfgfRa5#$;<oa{pQ>_1sBl)GnfL@
z%PZM7ZQ+Z}2(G(SN*=l7i4iSi7(&Ma(pzC81>#WGa2xxC$l1$;^md@0i@<KDJ8eqL
zZyoMo`Ja8!<&paEb7UZ6wrla{l)Mh;{k$pWZg%lhKT=Oyw)6!A>$*4GQ}XL;#Kv}a
z*oJPRSH)NNN5J=zK)G-&gD{ccy@3*6;6(`gd2Hv9Lm2GX)3JIG0wK^A_A-@O&X!HY
zPF*+HtG)mOdcM6y$en;#n{q{{jpT<(uaKqMK<-w_ke_0oQ#7W1h4xCf$%^Vr3s%5d
zu6YJ&-n#tw%ks}jofml8K}Kn)Mk~x+8qM)oA9wv8`ld^Zxav2;7=7FRLAEdsc5P=5
zKTRNtkZ<PPNHIPEof1v4o7Xz!Zmvi?7p?5`7$XcHOrI;g(1!+>sZZX-x+eEW8sJ5o
zd^;Kwv3~bhY{qf(#%gZt=kZ2k|5L>MZZZ{r$nEzrw46@%Hk%iq(Q3yAkF56%1k4k~
zSL8dY*s3vda6rw6<a8?1b%N1N<oIRC>;R$}A5y5!C+qAm-!1r8UK(x9$G0a{ik)<(
zr_Fw6YkFDD*GezG&-!k1`OxPHD3`Rf-sixE*w1<q9-SBTb9{OmYsfa8pZ7SLZpdw4
zboe>vOQ3|s82!8OaD3hM{0a^IIM}>+bDF$9s(Ie|@wu)%TQa<i_0P<|U=}{g1&hS|
zO^o7yqZZG^YcCKDBR_lo0QX}33us5w#n#B#!p`;=Vh&_scyDK8U}5_U;$;E@ydt*0
zFl;U0FCh6ZzQ3SfI~Onp4?d5cnGL-9_2pm#AOCZ9;3Os%@KK;5c+39#mgDy==dY~}
z@E5)XM)H3Hnf`S0pYf(Y=kl9U%zvenFw<{h*_k<hlg!G*1kR71gOih)6|8_T<F8bf
zUkiB4&d9+DzFK-tHgGaHRTlUgs`g(}f2sB_Nd2RH|0I=_m4)e-G<G&du3tL+q10c7
z_!p%9QNI7;wf-{uzaaJRUn}z;*#Ey-nCma3%KzdI9RF0;m>HDJ4U8>p&A@cc-{fC@
zPyW3Q2;12?{;F^+Z0z*R%s^%)7J4rBKmTH4WupJB^hMmA!DXujbar$x`EB(VRT5kg
ze^q=%KJfAv6_54*ByYs}|3}{FH>LhuQGS{Kf5N2w2cX~o%NzY)-st}%Z^Zg9@kT6+
zO#e>ai1i=xMr?o08~qp4j6$6AKPHWS&tT1(eCm(5qu+G==N-u3H_(5;fv~c2vj3Hl
zG%ef~1{!VB@gWUgL6I{G;k*i>rHm9r5dtD(=vN!{J5U|Vww|8NJiM%~zC|QlTxOt=
zZMFNUBlQrJEG4XBF<atv!}S%NpVNM=I{+FUjqtziJaZGiIV-=L9o>KF(PM9Tsy>_D
zcJx}ZojvdLIdVLHc}ZU%NLxHV+`re2ndo*U?zgprKsFG}UW9!E<zibkcIfc*G*?@A
zaOtsJr7aP;xp}JY+lL4Na`1q1k01Uh!LufK)zaR>NQCJ5;%g15_KXn|`qVu`vjSDP
zq{~42VzuJQM4zHGe(KW3)1%%9Qoe->e^?%`gO4mKktT$0?5sHDM-~&a<<I(D{E2O>
z%5P}<+z6AfU$_5!l3u%0K0{oTDVqZ$FIcr|wh|{EFC}S+xS*L?tRKqnU2RN<LHyff
zeCDI4gE6?WGXtjh(aF9tPT!eec&VKT6zu*$chNm_Tow`PS9mF<1Z1)VjzMHK!m|u;
z?(Azcs<($(_d=o7F*R5UNnaCEUaW9m9WRNO0>x$Gd{FxtzD57o4(T&9a*wx=k#U+S
zBN=jh<Mky~((dyVXsTiRC6+%le(X3ode!#|nULS==}bA7$LGK)v}?a-8|_sFkHT2X
z)~qJ)2GUptJKX)(W`!_6wtj{IByzdMUcn#<ijwc+OKF?mEZ~l=Zs!Pc3u<!NFE}~r
z?4xaC%@}CPa{?D0b|$|`m43Xp*TRH3AtJMIba$+hit)W%t(hj~+!za**J=K#<NoB{
z$ecnDApo~57AxE#AI{K;<x0P(tj5ul9`N!0aiMI$(a2b1!b~UYdo|tDfoF;GCF0g(
zY=?VgE}dCLLNPku1abG5bw-?O<F8E3-}TK`oq26|vP%m19s?lY5Zu?T;#h04o!gGq
z(3hHd_`1-8K@ai$o7X-1nC_#eB25+afjJgXeCQt$etv$R%cPOoi{yyuRTzUgh%?<q
z)&(So*|<xqZNA%IH`N@{UzJoXWM{_>daYE9%5ZwBDhaF2{Q((Bvzn1s=Sp($^S%ZY
zR|ukxCWZ7aLSIO=PLh5PrF%$eNlpeCd)Pwk<N+P09uJ({SLQ*<7uhJ0#tFw7K1KgP
za!ZEvlxt4=`XY#pgcqZy8UutEQCN2tvkDCpnukc5D4T#th^+4(nC~dvV0Og5X}R!h
zSr5{W;DZ^5>tb`53+^#qmu9Nu=ULh}n;++h$NnC1@SRYKVtvW|=l;58!jZmt9Glku
zu@GVJXXC80sXom+R<ZX`odO>QoVKZpqnrV~_EW{Va76AnrsDvk)Gu!tlws(zBSaDa
zy=s;!0R`b8BC59$QE*R?Jc%@0ik!}oR|4Frz_prE(2PJ|_Y)9hH0gt6DueMWhd|Td
zv?(y6ySSWhnqV@R%}CS`5G3;atuMBx)=|jHdZn{#nu7ZA*jQ$Ura^&=z?%PgjQ<pu
z*-Ru-tTu(5sEAWSH6$;WG&|GOaNRr&d%N?8)hr$}(HIYV*mxZybS+HLt*9D4if4sm
zz~>anyh*k3Jle#<Imhi!5y1}eyjGbt<U|psbB=eca=7jiC%xt!qKGGAEEzC%sQ0^U
z?8!z}$Is%^;Fx~s9BCcdACHizm|GH{dKrU-_@veXa3zs=p^%3;rbmvij~)gV%BNHt
z_&V>m{a&6{jxP3#j5F)V<FH1>SafDlg^8Oys1pqcdQ<rbdS}OtXKaf*;F7~{vrdHV
z0TPWBsa8&v*W_8-haENS(B_gs433|dg4JHVEi5^(tV@YVD4&WOlcZ&E2}ww;VWiyk
zW|v?_b*a&%GwoF^P_{)|`)1hC_Hw&#OSxeD#!GmR$8W}(tUezJx^&^1^rMjHD+$GR
zYwhDgvsEe8JW}dp^q1%BiWS4~qDA?gy>_70WlN<+-B-(!hC3)PcGlsq&i3?KKjwvO
z^viK3bFC3mii`u4hm`vl+uD{Le<V^*&&X#J)Rpk*z1~!<m?4r2eU&gW`)zTtf_jIA
zs^Qsqj@l{Ed4-^~wMD~X#4w4TrmV@$PL-t~U?sI`IJjo1<K=qR%SSG0C{{_xiZN9a
znJM0i3UQHmE?@!aD+tBl+}o#h*_TS=5c@*IX7gm1cvdnsLUVpJfHv!G17+m4G?$$l
z)lhT^`;dx9<2+ukYxIy=t+iF_{IHl!Tpm`~HkGl*mrwbtzV1yE#tI;gkjsXW*wD?$
zYf~oc>30i4r%9<l?l$`6PGwq@*A~-q8{OeN3JQ5x8`TOGx!#5)9HR4|T<LZwme5>|
zXcE6A+uYgJTbVb0LsF4a<~kjDXV{{Sr>SQcpY&1mW-Ev@0#=?K-r%iJc*0P{O^0#x
z`;Y+a&bA-<3GNu%6JE9St=O`J!)l^>TXT+DT6WRC9V^*(O}IYcLq*}Ni!)7H!f}#!
z$t|xxif}|V@#~H)K=mTjcDAhy!*%pnJNa-OvKo(QlSabn-Brn{<*`71p7thZ0-!SG
zlDe2JrXRmIoWDQXc{*;_GC?lbG4??eR_R;WI4N43C(~Gatrbx!Q=}yGCQI$Y!B_)?
zCwxXepv(-%#WAM}Qc~hrl}X|%-*NJGt6{;;LdoUs4WP|aE32=cmaJeQ7ewy(>dI!z
z;fb5P__excchI<We4KspYca)E_`qqLi&Gm6wwR)~oy$*Kv#7+0uQ#S{6BSLOLk%ld
zSyr>eFV{mA^w3_&d3w2n(v|9^Q(pJeZ3G=(9isQAkKriANh#c0vZf+g2Qo&MuX}oe
z)}#fGI8UA1mSdJmYw)+~KI#~pTL)}PiKGcwx71t_3#(Fy)$HOD2%By~mZe>b&!o<^
z%%wzp?CA{`vVyC#kvcv%Gz!F8cQU3{3+|}-0gsy1Xng^zac}z$bKjko4#kbww^e5Z
z_(=!M&n>dmm|089;J@bJ_qlgBi}4~e;<9qmh&QBBEGtX1<6oj1^{A}0ar2Cn5Dhn6
zoco+gj!<Z$ZKI;a-K|X0MK_%<S~qV!C6X)fS-?nx@clv3QYCWB`|(TocoDM*Iw@6=
zim)4TRlRu6%OR1Utl_Zsnm^bNCF&GyVtaZI^IY+{D&U&Ions^*J=&-c$w|xj+TPE+
zj`{fIc4UlywSq);4_WDSmb0^@f&rJs$K~ndDb}v(+Z9wJ#X|5B{vKd@ZiRn|!6cxp
ztgL}rv062XXZ4G8m^dwbmZuXCnKsfN(BeWrbm7saz^k6L7<&Nn!Qdek7Erwqi~o8w
zSX=)?srEkdIG~&bl{K}G*;{yGXGbU@SUY6rz^5(XedvSJ+t+avGP9BN>3u?P4ZNSu
z)<=X?JiprmBSr4>xml}R(?@O&4(@kuMqE2uv_aECXg`+stxNHfPpxaor&&X{o$(@B
zn9~r`qu%GP4)JP;iI0-d!3o*(5TSxO@kSpU&SzSLKHDM<F38;DM(>$zS0wHsr^lj?
zu#44Z`26^Y{c^ACqPfbq>#j=X6mT&XwXES9qd|G!U@klcjO0I?)tJN;RG_rrp&JhV
z(D(9dQZSLI@AKeJ-QkW*Z)<9r)pDxo^hJI-jzY^e>kBY=oe<aRe)()0Fc9dB5`qqE
z1Zzcbv9De`{=+Rf*7yx!yD67@i=`BNb+h~{7{3BV>W}W-n{eT@7Hu>gabj(|*Nr9#
z4cs41I?0DvJq=~x#0n&X0b#9`HK{*g(xi7~zgD8fbf|^EjYKTtv$j$&M~E45nvQM9
z(NYp2e4DTIaO&90KDVw>&l$uc8soT1M@J{NRZ~(4<^6f~>^Wn6SyVB<^8?S-Yw~!x
zLT1J>_v|gBwL2vHss@QLvd`tt#}j`Oksn27j(&`UXz-Ho8D_&VA+~xT(YZnM?!$8f
z#6p+z9a9oq1=NFUYe)_J0o3H2${*57EDCY!apl^=EZ4HZRk3Qx7}y4vY${H$d?};y
zRMywpTBpOg1LIe@x$48)CB_4<ijqdtQtr91kZ;$e%odlmAt}ZfsQ>|?XVNM@m*>R9
zcDs^h<|{83vDsDA3y33wmt~nupV}6-m!l!kbYIg&5y|O4Gv?Q%(+z)MXfjhf1-?Fc
z!}FdOsV_B5p2o?8^r$WfK<%Xd^%eitLoTO|!p!LjL#PTj&Q*J7esC$83M+m9DYA<T
zpWt>GuLh>3;x2G5ayzC|W8}V~kS7q886)!UONqSImFeNJq5Zd-jA?b7-3~{-epL|?
zVsyfRSN)e3Wf<2FLi@F~bF@^Mo+IDG^VC6u*9^qZ=jYKguNLbT<zBq!t|aGCkONK@
zGEhWu+nQ#9Z`2*^bKP2u$3rnGKGGkilDbV#A3r5pCY#gpVpA{!q6JLkYrc%49@p_I
z3xK=Hs0YH8xLuyvdy!nu?{R!eQs9-^lWB0Gm)Ww6V8_@W$fA|wM8*Y@<RX7IEKh1J
zw8V{!R0tZ{<*J!}BOR4kGN_`<Y2}7Jl~OPH5%Kzy>su2QXyCF$^237o_jSHleqHk@
z+_fmUj!~|NZ4%lv_`!Sot^>8^(prxfdoxzKFk@ZC*|un=Ogc9^b_{8x?U>TWh;aW|
z;$W|xZ|&o(Movz3itb-D0ewltw4gx$qXDmhJYuWLV)-<>hN<heSmM*!P0w?Y(H9rv
z7N~H;yjg6yF!#c#g9gEblSyihq>Z&e0ZekI!eNw6C`AkL04{17Cq-PvWn`V>DOru&
zi8mUkEnfh@=#00CQPYEQ@5HO4S6V&>0QXS~WYa;LGgCD`Dz`|QLnJ!8mIB@xn-}uU
zA0_#aL~oM2Rnm>L@UbKfX^0I>fI2F-y8-QZJ&npnkUyQnIuj`Cs?bmA2CRCFG7o(y
zHwGlVmjcu)e@x79{QSv5(=bxdTg6{5WWX^rU24t!T4L)qP2UWOf366Mwe@44!)JLL
z8jR%7C)bLUnEnBwf@uO2g-?8gieFz_qU0*%$gA3bOxgl1-e4qJevu$W2!v{9jD(rO
zaE?{}{29^?D5=)g>)RntDc+bH)vCh%8f8r*%$hMN(2^_BJ0eGx2HW|gk&A=oY4n;d
zxbG{gWa_{Q51Prt=H})qKMKSMcEN4o=N=?H%b(>b_c*mN%RTOt*<^Xu<Ac^GYw2`F
z!4%`c_T9vi^41!k$ZLjw42om)4q|muXHC0PCWL*Pge@asRF0q(&x<Vawj?H3&*DhP
zLtw2jD*N20a%5W!v*Y3w=y0#RCa1V|qy($G282C>3dR?Okkg?<{#ZnQF3uw}neRgD
zk7h3GZoh>cuq)eh%1g)YTLSYEL_y}Ltzy}@C{v<6{7pBhy)%L?nFB9eq!&Z;36F^P
zz0V@1I__h!a}3qw8h?rNEA)Gw6#>qegH8Z`EX-4n_!nF9&kCP`s8hbt-+bWpUiIY_
z8(X)amf^|lIy#4h1?ITUi><w<-4e@<sD|P>qVmIY5jUA6j}y4w)h9=~eCLcQWdfoW
ze)XRDxi;#_B=4*@zs{L2yXhOc@6ZGjwcf*{Dq=4;=NVs?jTS80Arv=@fEWVigS_Et
zAK7}p5<(j$0tGT#3mMbk+BzYm%X-sOg$pSmiirJH`Kl3xo$cx~>(cQxJbDqyjs9A3
z4Uqe@y;u9p;|&{+A4a_Zf-US(q~1g3gRO%AC*aC&QI7NIvgj#prjB@ohd0l$<*2u$
zH)DAw7S7+Gt<&^D#ko+YR3#$Y%75&>p6Ggx?{+YJVRy5hO6|C({Iah9j@Q*7GGO-U
zOMh1V8)%-aRj!7I1KXpD=XAQ4$E(ZmQ||@utBSKXos5Ecb?`5nwY;a76R5<M9fS{i
zgGyp!=jD+MEkz7Iy9pR)yU*n7Um?cQyuL35i1XlsU8`27?Popj9WP(ztKG{hmulYc
zSQ2|{$hVJ5Rb8HxFQ}Zi30<B<FBG@w?l6A~3;9cQ<czrY1yb@113Yy4Zw>2U{r`xp
zV*Q=0V*Q=0V*Q=0V*OiW)o&;N8Q}US$SO`QPR3uv5GxZGI~eh&XXIi8@BMGKii@3<
z<JVzUPUc^n89fslJLj*|zvfbY)9qgn`$zfyi8tb6W&0(Rjg^ZL3~2s|GW%OX|3$Lu
z53>DT=0AI-{~}lQ_pkI1&HvvF{BI|#*y!1rflM4M^vs-Kvg%L27{NyWRlI+ntop6u
z|20{~_AilDtW1o5hMxZ&gPeX<m%l$`f%C6W)xQ|zgv9@EgPy?%v@RTd&mW=Bzp44>
zyW}6zSO369{{i%wjg#xI%(N^gMXf;i?c8*9cq__pa3HOw85j_j12SG-kcdpFcEG~@
zkR#H7=S;Gk2qS^-ZV?AENZIizN}eKbW?18i+`Yu<%-HturJ;e5CIPLsBIIHskaRA9
zB1-WgY4DH|oO5%q8ChMjL={|EUddT=$;OjAWmLT9F+3<`_F_)MuTx6Z&K3WG?U?%M
z4NJqASRMkIVUd(c(}s!!bJa$Yl*K#4Fb#Z`Eb5j9nywY#;K8%X2wlO(PI(lLwDI=_
z(XwTd{e=qAiVO*u1`qsqySh!S9gq^UhmDoX866-jM<nd7CuYKEiQ0*?f@3u#S#w>=
z3|i0Y{%3P$ib2Y}XQO2r%HAR7X;CxAtY?bB!cD;<1rvN8+Moz<lNN<KN$@Lku{s>~
zP>vzK^1t)oGsEWeyP%)w^Ihxvn?B=ro$zab(Z|r0MR%e2=v7bjXN?|>Pl)q(lj&`{
z&xaq$y^i@;mos*bzqU%)vv_$=wEG=AlMJ@X{TzwhJlgTb6i+#93tcH#ZGV!9UuJ)j
zI<<H6>9nI%%^N(Lkhp%tm2lJL<@!#US60VdYFc4abm{c~&o5CM^wi<)={53W2dn5y
zwIRXiC^}U2rgdNWeALeFZTUE~D(5Q-h`4I(@!;BwA2?~11TX@#Y&Cd4o?DS~UVS)q
zgLH3z9AqBghZups`P<J>wttPV;$-`?*Z6k~bYlBQgcTFhUz0I^;Wkjw|DA5*ckb%H
zHvaFRUBmv+k^Iv9pLQfHf8T8X2}i>9-z*0n0<|F?Peh#Zz!xk46c9%k#KRC03KJGb
zAaR(ZZ_`#&8?&_=JK}qI;kV0YG-+#XEiEfF`{`kdoh^PLZ`zKJX=l8n_q-8K^(*k_
zKUn#tWe{$?c)otI+uqu`IyySKiY2kXfUW0wd?w-I;=0tiW$-pzomn4*q`|F7F!S@h
ziKSX4%jt}?r^Q6p@y3EQ_w>a?fC&nSyp)Sx=6`yQyyQ0*TIFi-^H~(SmouWE#fF3F
zTsYghS|X02m`s(XCb}WUM!QFUzi}=O@qAlXwDWqYtJNkm16GM5tw3t9n*)OL5_VIg
zU9;%5@mpN<d+p%tj12e<4V0m8P`iGOpCKGpzXqRX8*06@T_nP0WZZwbGu1obxLmKY
z#CRQ|$ociBhy_Sn(VcqF_AX&EQas6=HB5T$=WZ%Q8bWQe04I)<%^^YKoyJ{R^h>VA
zQw$GTyqxZ(#?$`((7~>X*|U4NnoDAT9<JU5@aRgvbQn!ph6BZiy0!qu+QS(48E?kC
z=`a|CL^`%}bsYXuc%d|(dA840%Sjk@9PIWm(kh2O<W>5p{Aj&b^qp9ET|jU&4%m+n
z?38_a_8?9!r!DGuyM2M3LU?s12%gy|VY6#21cCs)KwPj1mzVSz#ecOJ6Y!>A!=pws
zwQzebq)(q-A0C3UGUn^!F1_$Q>-~@i@w1=h#oR`7j2spZmoy$5VqXpS&`f0b+GUF0
zh2wJQbS8i0^W2>S?Nv#Uq+7?H6#vd7hRzi<EMjPH4@4Ar98qtaIOhitA^^&F75@kO
zIN-MT33jP(w+-O~>4Z5eA<rYSi5tQc>H-{D4M22g#`djpECkO9wOS0wAM%6Kr{XF)
zANJ|;V^Q1z<uepWd(4pp6rB+fXxwKA`+WJi%&GZ(szl!ZMc!M-Rna{G<9q4ul8_ET
z>eAgM-3=n$NE>j$00jX-LO?`7x}*gJL=Y5_6p-%j&ddERs89QSp6C5M@B7aWK6`g|
z_v|?{vvcOmnVp^Enf=OiGF0Hj4Ro`yd+gn!>4biFSl1ZtTJeux<w?rE*=F<t63nRL
zi|#c{I}kxB=Pb2!`zW_etbaSpp*E$qMmkmU7~;Oz^WLBR$>;g)MB#RBYR!4xg2(EL
zcOe^b5B-G!cH9=CkNy~!gh;|$GbTOw6FDdR36H2xCGesjyu~6m#$nCLAKYsp%Eu%R
zYBl$sY|CB+^T1iGwY!)m)Y4cvt-8j&*Xjxi^FX^MEkcFe#H7P>6T%V~cF~wHNl1-7
zu49G==Tj!}LmRZYlu$B<R-hzIuKK}jufrWcNjUnFH188Nn~z16gOm&rtg`js!@TM+
zs<3i>^r2e)gX#NfNdAM?^V1W`7cT8*<T`9jt+bOrkR{x`S2^yEys@Z^#(D|-HmCHd
z3R77o<>yk)ys*rvO&o)FWhGbXp1ot&7pK8PVYpPF*Ph9DBfZf>y!FebH_EB{bRQaJ
zdWgMluI&A5hmkLe*4JF4y&?W1G2IS0m_rh4b7CUcFPEo0ts{j?Wp~S04c2QUKjFS3
z4P)@ce2OB|PvxEexu;Kds@to!kt+YOPncb`pl&fypJ=ZeA5%QeQ3qiOyWEAoSZH^U
z6vd}_Dx62s@f++ygAJfl=z;nQ?*tw5%j-r$tvd3OgsL{GU5TMOBG_d93+<(P%(VCx
zDCv&RTq?gB5bKfP9mqYDt@v1J8ll6oh1&*KKn|i)E=M)iR=gI<POj=xBo(Vv>i=Gk
z=aECDsSVdf^|+^QQOrHv4mBh4`D_Ej5-QsIwr};zN*t0Lc9|8lLk#(~^STUs{Gq+8
zwfO6TJ&b^~pta*yeP)94iYd1cw2N%xI<88~G1Y3(7Yg^|jZ{$|r&u=ggw3;wCo@0g
zkRj<Fn7Ozzgj|TaKqMR>K)`%MJS8utYZce#Y1G@;m^5iNZI_K#Y(AH<%?cksVA&D~
zq~j=k+v{U@wI05^E@jzSq?}-#7Nt<u=Sv$Kltk`zAFG#Ci6`m9z}BYn$f|hEkqasg
z^m%@%IiVi^3RIqjOnuVZPnZ(7R=WD`xGU1DXa*zaa_?sqyrd#|jeBv4S)4oX^`>$~
zd!I1ZC!vmhs7dq4^ro~wYLYY!_07n&d&*%x$ua019gQ<w@;R}&S6$;7C+DZ3k${8!
zsAFV+tFY5B>2fQhV=vR3+bppq$^1Okt#{Wp9g;}e>k9e#WKg8(j3*VM8N-<spCxBm
zQRG)-KJ=!a^5R?)kIh6&s)i<T+^Y4tY@J3G@4BditttORnDcdW8xNUN0=r$wO}{rh
zWWCxApFLvWlMScG31S(Roz=jz=b>dbO5H)BpIebs-;pg{c~XsMsb9N$Thy|FlH1#r
z-Dk;&J&~0=^O8=q<dfG<lBU<tbj=6!qVw(Eji(4Qu&V9E7mtmse}4G3!vDI{Wgm6E
z%c`{I6=J28kH11K$lDF~E9FVUBTj8tECrKYzitwL9&u5x)_<304&R&H9ZL#JSdDx+
z+%d$Ta-0f-FIU_KfSx-zjk2jFSX9`17ZMfrZr&v1@Y^kvaI$M^^k2L(F5<*NekZ`2
zteyYfqTUORijLdIOGCU7ab@F|kMxDg?m{vY0xQASjz;lb+Z%h3Kp<+!Jwhhq@ui--
ziH`3?cjD@jc5|=5bp%|U)52&%oPtqLR;3z|MEle*AV7<}S)S@Avv$4e&i)7NUIKbw
z4toYo*e&1ZpL{JhOhW1pw%zJeRj{OVa8OMUiE-GgsHl7Pv5qVnFF*>gC&%<$cysLG
zu6ab=gvp1!SCZatV2X}pZ7DFYeNo>zUq}kEYf;OjqQQ%Ezxat>Z7-?K=juW3nhGfM
zkh_$)a2aHL3N5M3+}T=Txc+#y_?Q(aWs=gfAG((IIeSaLiTMD4p;p#0_vtnQ4kUNp
z#&W)3yM3{(yEN_7<w276TA`|bwM2?xXHzQzNsJ()+}by{j-4b@xdid05GSwtvURP!
zR@Dxja>tSz@pRDc@Rtepzx-6LU|lPqAM9>`8IwBt&M6*A{{cE)Adix&s`Qm5AOA|3
ziOieJrNg210|Rr9=^bU1QjS+|VhW0L$mtr5lZ=FLmGT!GiM`Ax!)yv@z!u$Rb>3PV
z9Uk2YV_1H6ZPo8n2^+gZiEf&dAieaK%eeo+t~+f%!|+n)Wx8b)jW0<!1F2vA{Q4gk
z_4LfG)-K<OVp(<_91$4`a^9aGpp{&C$%>uxD!@1;C?^A=Ifn-@<=yQYqm20&Bz5Qd
z_Ns47H9rPw=w_SVYf(;<ef(j^sO3lPaNiDcM)Y_R)}x$jEM~an$*Evk#Thq4i?#il
zu6sTO&t@NFQ*uHon{?L9A`Av@d3|vtGOAZr*=xF+Q67dagkfhStLDPRV{@O)YETW&
z2(x#MeeUz9;_M|~hc&;D+bVI}iQ<C;Racjqg5P-T?Y;culijhaNIWd?f>Da#9weyd
zO@P1cj+0T^yUxA+Dh^V}tJ>>!vWC#g4zrbr{`ElkaVz}gfIg1u@<56BtBWDzS;+(V
zruPeZOSg|YNGRVUbzdAlCY9DpzdA1|++>Y|!Lo@qK#E2u8|5C~`vJ}X$S-3C4SE4a
zeWfk8?_Mw|c6%hL@I|z2b!;Ktx@a5?xJRmo;T-|FUq7mOcypR4wj}1Yfu$GqgOdAZ
z52J&JHSS-$)1q^WKf2SV(Q54NgFd|tf;(^(9UeiBjZA4B;!Pv*IMyZp0V-2J_o8`2
zb-Sx8dmI(mDP;;bXGZEuvx$%<?8Mf+%zXmt1Z?UfVcQd%`<JCl-G#93GV9Jp2JW9$
z@EOiLEEzO*N?7iERw$xBH(Z6-`_yVGcfm1UV3OkyN#?rw^*3*BAWltO2QD}U)TX?8
zuZK0Ch3E0nNid?UcQjv#atUn`>ElKU*9X$h{!ON#0Cb>efJiG98A#5+mIVqLQH3bF
z-}vg0bzW=#FvfkXl!Qh0>Ry<j{0k2Fo}0u=4{FZ_xXI#1Of|B-e$ZQsRjS(0W(yc)
zyB)l-T;?6K7!TNM51B943hPXUln+q^5N*1ASPlC6WiXP*WMwSyb#E<6pLStkq1-$c
z-mRUZ)g}$vPkDG`JPKp35J^8S`gbG;$W^qKz*UFU&yd7OmMiAlli5P1=K6ZB)z2_F
z!>Ejp3v-M2ipOF8e)9`8v(jHU$%C_1rgPUuU?+>dZ4iKC<^x~1e{{0zTg{1wM)8y)
zt@1d=(o@x_T}s#w4Da_<a0>MhAbVI03+FA*q(Y>_KNT`-56V|cmix}pS4aX^UxeL8
zlO8vxs&f*wqynOJY7Hk;ICG<Ag6lF|g|;P!$?Q0WEi~?v1sihPC*vBK%$$7Dm*MHv
z>rZ~KFA`bGrTp=gq7q7&)o4A!zt}Pwr7t;2u&Y@n*=cX57T>)%;$eCRjxMpOO(7>|
zzjQ-vz9>QXI{v$>uqmhf{Ri^Gk$`lG9?}q}szjEF+s-b0HL$j}x~{Iap<&R?m&*J_
z8|e!R0(HVZgvVWgBFR)PC+l6wU8>1VVSsLUKnVyWMs|wgop=@1>di%Tg}^+Z>>`cB
z0v~`DQg#ncsM;t`2s~s2Bu0(HD%6Oq_3iV0+7i`B35_cTXo~lpzv4#$!etsMHaD#U
zRtp58nU_;Kfe$@lb>?PqX23}|wTFRg8fQVWpVa6wO}bWk4VFvYuI$>z)Yd6HxsWA%
zN-G|<Qio0NYooWLSiVYj(oxIc@jB$HD8{K4PQ#b=u`$Xm{bXC?5A<GxP@!R|H#c54
zj1KMX!kd<lYgY?&8FM7BU3e?H=RRi62sCGA>~lQSDu1gX^a6(=rJ2I#RxKGU6jd9Y
z4CRKj(l}!?C|v=7$fh;J9uXi%r`t^;!s9nLfeL6vYs_3A57J@RUFD7<yUO8xvGk=A
zzEM#d;d`jhCC9z7Zj_KU295wvnMND|6L)Pb44DpU6~mx1@XO0|k^S{GvV=@EGWXXh
zLNy}^kA{W(I5Iz#Jci3=Jy(;>`bx!3553!ad^C7$2m~#*-hELwc<Ls!UbSRXaph{F
zzxX({>p1*m``A>q_i8Qd<iL*4E}zubX4OSKo@Mzs6h1=;@T6ZAZhe$ecS%QB(PB}k
zH3P%j0~qvNH@^5-E*7$5=Ac=1Jo_Se_LJ-TJI@X#rlrtd+yt&3+X5|nc7Zp5tM>VZ
zZ^}p9?GjLI9+%s=8A5g2$bsN)Pnc`O0U7YBH}#GOojz@mZ+tt6?n8MjD96I|LKwfr
znB<64!mOI8p{RFdcKXZJ^*w1Rsu$^4&()<raOowUeyJY|CbAx1zH0``i$rLBqen;#
zeY!J}X=tPBp&oxs9@g@H!^zR6VuCGvZW?y7)p1dW`A)Kn8?`!-{_>htHbb7nS7o0@
zEz15<zbx~bj~pFM$x3893FDvcb+6rZPshVGF#8(cc8%+^Jn*QHG(GK(8>4HZ8(IAD
z>=SHuKLNd9K&u~*LYv)O#!6;#aBO5SQKwe1r!H|dsQ0p!e`e#uqrH}kme7=kUJ*NR
z;m~mT%<OeRlhmU4Px5g~YAM4hl1S|S$bdKd;q7Q)Z{I9rnfp08;jX|7ofharfA&zr
z#mH;s>$IIE^~AsgJ^Z~>+jKX;bkF?rAjOqbXI_5M_gJls91<s6%bKP(1IhRer(1S|
zg=AMIyxsjm^4e352dGe)Rfn9=6iG0eA9A?XnyNPkm%a(uZ@EYvnbC++?@#7E7wXPs
zb}b@?#gu%>abK8{h}W*1-=<P=w}Lb%`4JOG0LuGlRQfGE(l|Y89l_ot4}U1?c2$B-
zeq-CKP;$=(4h^+o>g~rPf)qt!(8}Yuk*py`>^<X#>&ne<@vp5utTXKl8C8959em{K
zR&1ziYd2b7|J?5bkv43_<&xnWo+=@>OzR6Z+Ktc)-aG!6)PQ)}Qea=)KRx2=w7J>6
zZFTJ`18jY=`xgzlo8_V}ON=3Q2GEJc?Jdzeyd)e+dv9RrJgF<>ZePtG?t5JHrC3jW
zGEAEvg#zAU%*o$$19cI#Yp*yZBs~RhY1oa^yti>P(&(h?Vq%DJD(-?)VTKdCr7ZQN
zr;{3fxOWtTFe-c7L!&G%hnjX0qK`zylx2Z;=^DeuoUJ8$<KsnEwdL<m9mhb0Xm0g8
z>*YwkyM5bOg1RLIwO7Du(&chMR%A05{)MlnL&jV<^Lzc;hbE+=_@f=$lIHdbxbLNI
z2rq1_r)$wIbO6GOL%d2-M92gu?b2&~W%T1W=z`0p)CMXBy)T<<8;MiMf3bl%bGY2U
z%Cu~UpN4gy{E#ZSvO>PqlHf$;nFFS0YTNy80%o_Drtyvx9Id=@ca;w7j)8rxvgS)@
z8^XQ(<%E_hsQ894!Fszolv_N4j31E9AD~&Kr!zoN2NbG>L;`Z&PDPV6s%E%xQbo)=
z%3P>?C~mO)$fwsVz3KIJa%!#W!MHEg_56U2xTTXyNL|w2(&2~3q;v{Sr~KVEBejqe
zvSIy%$_Rt2rb*I<c{^#_M4|~i?<8)UwrAyy$g#HQ8)$V^zbrZ>z(z9d)H9)uSi9EQ
z(XAR%^fJd<LH0V7awD{Cw_Y?(m?4?7WJ-@T=QcmZN4*=4(3D4{3elpt-m>pKyhR>{
zU}Qen15ya&QW&=Sb~YdEsR~_N+fTcj(=k`}QQ5(emV2@rlh?q#Z1<X=rIm1qawrnp
zqis%ddZB<T@s4_gc#7LTk=YyaY|j`do-=zrl#iT2Yx5ROVMDHu%+$FNLu^9_cqX*y
zZh9w@>g!K^T$vQ6Totb=R+GtX(kQ#~h0xN=kZ%71Qj@c0O7BDdF?l7Q2Uj+5#gpG(
zQl=cqaNa`S0{k)uiL}-32RtA}BQ}bgJLq7Zw+K84BAr(W$-J`2HWL~_c30yW*GV)^
z_Y4=eNacI2K3OPb=M>6wnZ$!Z1&Z0|6XpZu2aNK9N8%EQ&nd5tZ@*I)FBTQA8NJay
zH`-pP#XkF_r0J`6LnrO$*atn+L2Ge|ri8CCShj4DRPV!sF;4W`?o7(+K9xsLDU=bR
z)|jy}=CMLchY4d?y1X*W4|xh8ZIeibq>0naNs|Td#OChJGLO6QsuOiG^?ohu2-ZUS
zDo>UBAa`=nU;OTX>8lYzROeloAIpm5+lNdsn;Y~j&(YI!Z<pwCWe8u`NufFYU{7q-
zAVtwRv%SdX;??EJV0zCXY}RW~kDmfVlIk7$D%L?7*OLdgmy_1IARKY3YphZDiz8Ie
z<QXXMluUm-*tFyEq2BO_OY-Jc3us)JzMnhHK)I17)`Jt$1PxLRh1X+W1$eTF*2dV=
zZG^%njrMxuW^!xQPF}5eU>Jm^^^tB3>QQfal6$YLV9UpdJaw-|p=Ntj#9ijFr_j}1
zWeEvXfh_1;Ft4lS-P~DWAc$<4+BBN+rw<_XE?({&VGCQ!)c(4KDyvPRrcHYJ<UPSc
zhiKT6Y}!N>cOE_s!<xF+#-i)gbjtDc*EJpow_r`=ix-JsOig}#JGmLe?cpyT#6tD(
z-P1KF-ur1*4O-`n$+y|6hfOu3Xn|cNQY68B3Qdz;X$J*-HR(#>=%kHn(!~@bF{THE
z@LG-=H{YKeWTBw8ZEND|Jhw=GCM6+v-7?{D1g1edo=2UEQQf__fie>%-sd4kUGKj)
z^E?v&DxKTyn^fCV)w^X%eA(QzpQ*D}BX4Z(bTsc@(_Z6yl5n@0b7U{oq&8m+{$^X1
zv@Qn@fx}KC5ftnV8(52Ft;(%ek4oo+d|)m}ol=LM7Me}B1t-YaElzh`+PTRrZ?7BQ
zeZpO^<`wr$(*5@3lgCFeCHnD;EBO)iw*+B0c`%3eagv6iQ|#o)?Ml`L)8)VOM*pS5
z`eb_s2AG`~C;a5a$p53@0)g+r1p?oL3k1Fg7YO`SaKU-uAFmz$L2v<|Fb^O2-kM90
zPXKzhhn{`&`b%s9|M#<k-$M|fKlu{&9JPPZ>d)%^_MTsW2W$q!MF`4!Ml07jj(-tc
zaL$N-(dy6Y{nqNwaQfqG{&Tkfi&lSD@3&Te#{WOH`hOv~K$s3Hz|SSfe;!*POvfwC
z%O!I5o%8<=EfDyt?_dT06k4ElmM&Gx%JVGu>De1Z9c~?4FLxhLYg;eyn_aL8C0%bY
z(J2Tk=?c)Di#P}g)13>oq$GIj`PaVSbuC^&A-c2etP(9S9O5h_;>UpqcyPv=vn#>^
zAPwJY(&822r90ceD_~`c?rz>-O^Q&uZ)FvQ==gp#^gYolc=<fVE3XI`ash7NZq)L0
zx7M}wHs#imSLD{S_4oc(NcP)K?%Ph~>}zyxbz2)pD_M8{v(Mjo=!Bp=bOQWmc~0fP
zwm~L%fh2qjfl%^v_wfLmJC80nKj7Bo*7LM-^YS=jm-P*9Io)3~$$~ZOSzYr2i|B&i
zC0l!cW2qP2c^JSipQ4{v{fkikG?A<bl>hh91BLO!PE;xcA?xUKG)JB+6FP>eVi<BR
zBJ@_s#s#+A@n#qbp7I6J14#s5vo&|E@FEK$-a;#t^z(|2jyHTh&wRG7HRg`ztUdDo
ze9DR4A?(qijp3F^`pohD;B?;Q)4=yhrBC0~_N};Cl6_b^y6W~=70z@M4qmy8?JH+I
zI76JQ!Ae^^-bvB$#>TMB$Z^ZDyE4Bugma%HxTO>x!|re;_bETtJ=@{Ny$R+_bVlkY
z2Ek<Q9t1^I@wW7@0ei9501x4=QZJ0yp!83DrX@NQDb(*U2_z#s@SNXj-ELzpz_{a?
z>(ae&nMKUOyFZD>ky1ooP=}uKcy|D`Ho%A<o-{cVrQp??r|-2n;3{$Xs>!XH_?Qj*
zy(K4&@RRr*4nfOMnvB(JAKsuAJ1CH<zkPKmxX!#<@JZ~r=<;c<+whQKKDt3ZmSx!y
zUowm>Jo!*NZt6XIFe3d6MVHljcM#>J&qxE~$+oqF0u=>cqtuVVkUehQ=YG5?5H|-7
z33Tz;gSx~16(>`;gHeFYR*z-?{gjf);7Xvu9uOgl6%mICt~+{9B91Z^?+b?Q+nSE+
zQo^w)uIYC>0)$Uxd#Y)aJVYu9AiScU567;1IG{Hky}p`?YKm^%CMFiGa@BuacbS?(
zBHc^{C08ky!!g);UJI+yJ6ANrT6_?BYEZ*yPCW6enH`-t_63Yi(ON2cjkMa!G1nO;
z=iY?s_(NK#2?8-H{b}$g67*N|cC(CA-bP7C%@GM;T*uiy9(^9WHh5H`sJ&Xr>fk+Z
zp@F^-$vYOqWyvY{Ipj*9@s|(zf+waYXil(L!fay3E4}KRidr11*aFu?hb4N#_ROmZ
zdqn66QzD*^bHOi3PjA+*mMjmW$?{zkSX)s}Np8!j7jP~Q@@y{ezIZwEsi5NBm1%Y5
z9=TCdn!Z8atD_=Bk3<aT_!B5!cU)6U5p!G>^LwT=Uh~AqX<gE5yMM=ku*kON(dRM;
zQ&};=I1|II*!l==_YqA}EGmaIIrJ&5$+cjT%H-9#21-)isr;^Yn$d@)Ev~u5%^Gld
z_6lJf+@^cFq%XI245(geh!}=#VMQt*?ou5kUoQ_?p~_=h+-C`l<XsaD7<j+%;)+F$
zqvxSR3+vF}hDeAr<(f!RRe)12Jo8ygD`K2M_@<Eb)EEzA6U_^88iLlYp>7=;`)A?-
zypfhYGpy@X;kBeaDLlg^MPD_MD{q_rwao#>gZ&y+@Vnvtzs<fOc&=bUm36M{!Tom|
zMDW}O`9t=N^TNL<pWmhg`RnW(KO*Xcc)>KR=eeNI#=^63LLnhA#P9sfAIHCQME-Fb
zzpv|;+P~X6P$4jQ@h|L&b0Ys;8-J+rmzI7`$G^%M@@G20ydd9gv0u6OCtjTml|ShC
z53*)}3Cg)ZtA}3*9EQJvP$4K6&zYI{zfFa6Y5ijqqTt!U`vbfGn<9KZ)Pv^1*>DUd
zk~s^KJ>Q>??SB;E-<nsyL+Za1;d4a(lJLK3<Ij)&{LCK&?vIcDoXCII#vf|@dl44;
zsSf&Qbo>($J~!}w(D5ILFqB^qO!5O7ef(U!VE&iyM?8FgFT&r=#51$$7i&xC|Iy6v
zEJx9~$bO&sfgSMM@i|g|5aIK}KUnq;MEF}6IjD4n!5JT@hPimpB;m|pJx_wf3(f~Y
zGP%A-WJAxg6a9tG6#7^C>?}I{FRT65=8vR7BH+9P?2td5_?`3NUy%B<djB1zKh;}*
zCH8+q=}(#erw;vF#q=L^1U_)4cBaVB_Ww|epG*56wYczaCw#w?w*S@;5&o{Vh0nD%
zIKTUDn4Bf%`coRP^TPi^E`FAV>i5$4cWJ=RQTrFI{*cB$*88p1pQY>iqhOpf;$O7-
zvwHs}tv}U#f87cGH?2S8|DR|*(}O=~{SP_;zmNbI^v7WE{oo&r1?MvVr;hMb1^6F#
zgzvil%rka2CJ28wZ$!?`n?H;N!oRfuf7d(z`Z4|NLHtYM_?H^;e+$RY1oltD@mme~
z4`}^az5kBZbGH8w$$!x5|EBe4{Qo1Z=MJqOt^Nlc0razSfeES3288e6KO7T;&n=Qa
zB*Q!Rn*G4;Z@--ZJ!C(=6o3i{{B;(;zgR`-`-(vFa(ds_Nc!!vN@tn-ek_^<8hJv$
z%Vvf6ikJWht|+P~0uXRD6lL%qKuluCDEK?t0f4$Xzz&A?V*uz7A^;hLAmBd$p#)IR
zVF0)Wq51`Og0Ourg9Mi01;Af`8r(b~&~umsgd;;80hI6eri1%;XYHNU`C~5wCa<)m
z({gb4cK32{_n?yl{h)@9U`k6rF96EJ%PY#mC&~j(xuBxFBBBDk0D$xY=|_!7T`!P-
zzyJcQ^Xv}|g8UsTwBKS5A@~(@2*qzPM}qvQ144)NOWjzG->Un8=eIq`y;T6`9A`^8
zbpV1`1Mtp|0GlANJOnWe+yihhFfcGNa4<1(2(huS2}$vBaPUbfh>1ywi75zi&i}se
zz8(DW7lMn8jf;m%fQLswf`^Aka`uBq^6eJFe^LSBEkK9?hyX8;Aq)T#Aq1Haf*1vf
z#6mPfq(CfD!6$$A@W1^b0}vz>R5Wx9Oe}2hasU1z1VBRmaghLkpg@q3P>@j3(J)Yv
zarnTCgvcoLM7*dn+E&C2*Mp&GB++RlvW!fmI*r%(_&x7*%b_#J=x$7IT6+nQrI+4i
zk$<9Rqwp@nTadg*f68{N>|Rr^&-At;YwXMW<#EklW_B_w-uKP!8rb=U#Aj8u^v~@H
zDH+=Pg(hTIwGPbh69Py`AhsyyIH9AV3Y?=r&r5^?VsM>-7!?{EO>%}oqfYk*AJer-
z&pR=4x}?@#{F}^ZX9%FP2)ye7k;ovoQP3Ckww?L~g`Z=<`YQ^EApi&YyiG8RJ>VUq
z;x7I!MujQ%WsC~*C5<H7>mD|$6w7#1=oLYA$FLj2raO87%T?kkL+Pid<xB&Q1B&kE
z@Z6%Ij)~aOQNcq1C^0%`w`Yo83fPCnO9w>ay0ojD=6J=5wR*kP)GscaYO^rf+nA&9
zI1s6yi7i19E^od|d4ZOJNL9yX`w~-HWu6Kzos&1_=xX=dN`E{;1fUlaV;OlQ0o}r=
zxYI(`i4wn$yD#wBORKkf{WkgQ8o+^z=`F27&8d@3ECN7udB-RgQ`D6B6uXiTnGDl1
zy{THPOv=YA9Zh|{K4*Ly=T58%g^1CsnAov!4B8fcl1u?a2h$q6rWar7AL+DyJ*Mto
zy|sh@R8Daf$|r{=+PF&Mg@angT0&l@rjJ`B(=M)^np>ovFi^|2YGQIt#3wsf<#GC0
zqa_u+4mX*vcp*pO8)G*2%FVB5c<rR~W|0g^DAE9uT#`3k1oZ&^O#Ubn+R$;q5W8Lf
z>x5O0>!UuV5|uYoyGI)iG1R`O81Q-lB{yEARM;gc*sNMvSwkq@Y@fbw_d9WZVk2?T
z;RUrA$){xE37Wgk7_i6JfBIf(@8}kf$5@Y3XI7OcOvx@t^M3iw!eInpBDYi<*lT4y
zY^_RZvPWbhLz`qqnZ)*3Kx~cUboO?Ed=l_=$joxv|78??p`CjB)uH~n$wFcPIm0KG
z-=$&E4*|4DZRPaJt&PYya}?pmfAuXX+wl_{nU_ESiTW<31E*8|qDZ&Upj`5Jvy?0n
zE~RrNvyGwGeLsxiI;Y}}uk5>?%s6@E)Sbo|KN_#-5L>D!z_nJd6#FtXf6Ljrp^;&t
z`>vhxU_i3bfXG^9W&ddOV%_kdo80oL-{27yLF{{)y;bJ!78NROsXE%cB3shBFTGFp
zbQnzLgo)`y>a+As3;g!#qz>Y+6)Mog*yk)-9~STnPEANna@sGzz=t>yU0T9hRR761
zQD5VFO8kcP@X0J!)yTrh(bM1*qoM*uZ1yT=>YgQw%MNs<rgaS|c{a-83~T!(6ZO)O
zjCyE&+{=OMMAQ+_GiXdv)o)S2Bbb6Tc^gItG4|zalVDTM2%v%f;*v}mP8C;ZX1D@r
zgV$n7mxOEKt2ItCT9xPH3Xev25|7+xbI?pU0^;l|cKJ-125WUs@3ho@@ro`DY+tz&
zaP?@~!Fh<v<@JEY{!Pte$^Kh`QTa}HDOx6NB@4n<_Nt@@N=_OU4UYB#Xb%)9L@jFf
zN*dPrq6@KJV0LYMnuUXLr?F&``D`~_uZmWc?YsmtFufaXY|nP(v@dB`yo>-s^t+|u
z7Hd6A<=b#!SslCrXn$1bDh$!B@l@<age3dC7OD6^^rNX0oo-c#Td#2eOo?*@0kr!K
zNoa1YS00lpTuW1bUDO)Tp4KvH<r6$ZhDKRe|K#%iKuxFhY0_x?#2&m@h~|;^Ky`84
zMTy;4rsgqAo|KgE$7a}O!%mfTV*}tjh#e`(25rhW<YNr+Zngzp?3Ei%t_d_$7Lo(5
zy8+|r)&+wn^LY_Zo@nSN#@(!d=41GBM&|JFhgP(>rbm_EV&A<~{KdWQL1KU$8SS3m
zn?ZAn5V0m@+$WZ~0h)oWy7lp5WSw0{&l55hhEJxfV#{+LYrqpxtcpp335VSn3km`g
zwvsh-s*9H{;5nkXK$TG6q7ALDnl5qBaQRA#4ZVe}KAL?7AfW|u7!8CimZY}~I967b
z*JXa@bmlH<Ty;%d{Q4+kVUi}u7&EZ!!9LX4Pm1(%>WfbH3x`+<*@m}<Pi;d_53-K)
z?3y&|TX+k1&FJ{cVZpiMDF^`D9qv}VkvovnRal4{y*D%n>sdztk6^R%<-7+Zlon>Z
z^Q!``jLxg9yLZ+%BFbF-ha29mWHoFo6~w5ps3fxLs3^S`Sou)c>8erlszqY!0z+HT
zEsHsUW53GcQRy(`qY4CY^Jy~l^p(_pw^f9H`lOZHUQ?nqix9M>Cf~Sr+kCNM@T9^S
zt7drFSf;eUBuI3?u%s~gdL8>HUP*l!d^{BakiA?kF|{=sUMP(!qg<)#alsA{swg^E
z%GgV3aM)ShB@FC~G63G$DGOp{d&xzxG}#wdwA#-F?sfLShB0H9`j87@;Zq+mg8k^V
zr&e$K97$$N@jwzhXzO*QjwGZ8st|yDu2HvbWXXPC^_)hx&F#?iXSFnO27|j}@3za)
z1si-njF~SE+IO8grtYmD@NXW8EuK(xY<+Q_hTD-LfM5jhu=w;O<W{!V*#6p$7;AI1
zyCD^YdliN7{wxh_jn$RLT723=CZ)aQ%o^BmAOcvSpBCD6X@rhOu<%cO6-&DrCmbpf
z>D*+}Yin}>7ZNe5pRsRxSlJ)0{&ctZmicv$SNsBnR%FU!nmur0$%Nir*sDZ&#WzZD
z7F9IEtk&XPZM9wxB>FyFsbvJPKf^3EWPuFe6kH&!dI;ZteOy>}3JzJj4eBz&yicm`
zB6{-LH}<Hgw1-$_H$};Dsc2OPcch-_UXZWyC@et$l!No`T@mA|i$$K}^X8jUalErG
zfwfJi&UfLot*2f+)ae-RS(uV!{4Htq3m3<|V%<7jse}e3U&ODJ6m==}My2i4hYv^%
z!*3Hhtv%j<BQ^H|J`Ubkd~8y@qj@}(x>snqkh))Chf0@nG(M{e)15{DB0cbI!y_U1
zq|_=q0_d(?#}>YX(qMd&YngXyun^c)45zB!NL_7*w+2jVVOi0dNEx0K*6#HOPM@82
zk$M`qk$ayfs_<e+*GI>b-u?UZUYghPQF)?rFUC&2y+v}|dWTr=ooHeAvzLjYSIn7W
zRPYgl0AdQqNJUQ0QcFiuQAJGwG}ZwCM_J9$%^isV09@U?J;4Q5>5Pm`=+HYrYa0_l
z13=^0%G%3AT~|@>%(7Ea0N45i3w<~9zVG(>&#iBums44bj_&u@{`QE_+5=qm4uEKZ
zCHZV@y{tj_9tgYmd3&6l-vD8fYtCmd(wWsy;t3)M!W3t){WtjXd6{pp^cig9>ShC$
zIm6k*#?|HwZU*58zCN}fjI0L2A-;~bejxk>gqd7?TtV9$`2d7TTy3qq000H&?7X+F
zwF3zAfH01yo{k&{i-S`c9Q)tE*M0+ggMkcSSwPO+<A&$?GPZ2im%yk8Fz>vwt)Gjn
zw>PJjm9?{#rw!fN0=8CeHvr%p&1ZK3L}$FE1DPxc<{=T}gmQuG|K;z0Ui_uh{|3&U
z?Y9!!+UL&<Le~E4xnJ-7^_)96!xG*FdGq+!bJr39pz1yVPz?Qgj_Cye;NJs)%Ff@=
zLv|)F4&L4#qTJkmetukzw$@x{4E^QrZwvfV^5?*B+T%KF?-$<D$=ljl`M7w~oiWuK
zTua!;lMajov9_h-{G$;6AK&;Jw0?ufWgS~P+p~xhTRH<!%D`;;;Ny0)aXeemfzHwG
zXHWS5@V4LJa0Y&pYY-rQc?ytNasdRLBmnYiJAgur4IrC62d_YWd2VW$2EbX*Go+pW
zCifr=UO)f+-49X}c!=cXXis-`T24og&f3S*_Y4O6#MuujfCb<KB)|pWBESf+0h|C7
z5CX&iX+QzE0%!tyfH7bJSOX4#E8q$E0k?r*AOr{p9s_Ye5|9eK1ag5QpcJSA-T;k2
z3-Af(0{VbqU;>y0mVpgm4>$(rm*@~&2r=XWgciaK;ebFP!VpP_0z?g>12KkNh1f&f
zAU=@Wkh_p@NDL$ik_O3zlt8K>jgXI!Zpa{H60!){f*c_sBjF&CAkiSPAaNrJBgr7C
zBIzNSBiSQeN4kl04=EDqDN;I80a7JWBhn|NKBNhxWu#ru0f3E6hD?vli7bpPhpdTg
zf^3KEi5!R=h8&Naj$DLXgWQVTi#&n6f_#XAhC+-&hr)>>hN6t3k7A8-9VHOu5lRwD
z4oW3TGfFSYB+3TLDJm{1H7W<HD5?so5vo0^A8H6{JZctd1?qd$KGa#%Jv1~lGBj2+
zAv9$)V>BnUTWF8aQqYRg-lBD*O{49iqoZFy=RlW0*F?8M_eKvvPed<3Z$R%spG7~w
zz{a4(fMO_Om|(bJ+`)*)$it||=)suBIL0KvWX2T5)Wo#Gynz{o`4Y1RvlDX`^B9W|
zixo=(OApHlD;Vo3RuR^FtP!kjY;0@>Y!Pg2Y)9-M?5EhTus>i=VjtoV;jrV#;h5q0
z;6&nN<GjTg#M#Eh#bv>j#x=q9#*M_y#cjeJ!#%(w#^b_M!Lz}G;U(i$;`QLI;bY=6
z<ICV%;NQfL$1lV0#9tx6Bw!(sBd{U}BuFNxCKw>tB_t-~CDbHzC45AfNBEI&fe4+5
zg-C(OhUgwq22m5yG%+$UBe5K@HSt~Im&EUhXGzdVSV>e!oJhh+3Q0OhHb{v``AH2(
z{YjHa>qsZakjYrcRLES&qR2|g`pJ&SX~<>BZOI>!7m@dn?^94wNK@ESgi#bz^idpL
zpu3=O!TCb;g{ljqlqi(!l-iVjl+P*OQ?5{vP>E4lQ-x8LQVmffQL|I)P~W1?pl+w$
zrMXC>MB_n|NYg~Ka*^z!^hKwOu@~zvF47XyO42&g#?m&>F42+F$<VpbJ*8`=+n}eW
zSEl!&PowXkKW1QM&}X>AP|PsOh{Y((XvY}K_>OUdiIz#7={8e7(-1QzvoNy*a{_ZK
z^F9kJiy=!WOBKrkD+Q|x>rK{t))6*bHYv92Z0T%YE}>l#zT|u<<x&?r61xDq1A8)i
zCkGOTAcrGI3P<;4)XO55-7cqJ9^k~`l;QN{%;%isBI8oyy2Dk)wZ_fFZNeSR-O7E+
zBf#Ur^O9$nmx%WY?;YM6-YqCQ)Eb%${lbUKr^pB6d(F4W&%tlY|D6A;0I`6&K&Zew
z0l1)$pr>Gw;Gz(d&{d&lLIc7i!dk+Qgg=O&ipYw<MBa!TiVBK)i<XM6i*brMi{*(e
zh_i~@ioX<}mSB*ul1P)7kff8mD)~ZkLW*9>N-AAyN}5sHMmkG+UgnaFlT3lknk<j3
zr)-7nzMQCBfZSVoWO*g|F!>GzA_aYgB!w|W21R?te8mkV0i|0?Z<SG%Rh6Ta2UKWO
ztW|PVHm(R=3Aoa%ileHlnxs0V#;)e6R-=xjentI>`iKUzhMPu}CZMUJ`9yP6i&g8o
zR;@Ogww89X_M8r{&TXAmU1D8J-8|hrJz2ddy<vSeeINaI2KWYM2Dt|NhVq6nh7(5I
zMgc~jj46#BjbEFfn;4j6ne3V>n8umTnhBVNnDv{pn){o7w4k(bv8c1ex3sb>yNY_%
z@M_-G6Dv)tbgSKKD%YM}+pw0iPOx6Kk+zAoS+td~jj^4#ldy}iTd<d~e`3GrAmtG6
zu;M7^nB=(Wr0kUHwC}9xob8NoF?1<*#c;jqTJ1*U=Iqw&e$n0Ez1xGsBgA9ky6E+|
z>l>b`o>^WHFLSTg-Xx$g)$YUQbKhsuSJF4x_rTA<ugss&-_5`M2K$YNH|B3D-pss(
za?ASGyW8})gKtj;$ONPXLISS^zJoEs?!jh*l!9`Cv4Wk0Ki}cG6LV+huHoI9do=fg
z?oHoUx}P6{7vdQ*5God$`T*sD<AaWed=C>Jo`%_kwT1J9$A_OhvVPPS!5i^30ugB!
z*%2ie_53l~W4Fis(NfVlF@!NUW2T>|KdFqRiw%q2iL;FR7|$P{nt+wylQ8jA?dj`8
zro_jICrJ)TeaW)P#m}gpJ$$yGVw2MIT>5!YDotv5>d_0w7hltq(kjzg(&IDGGJG@U
zUK+e?%@oee&7#Z-&w^*WWl!Yj<TU3B<>uy5=SAfs<@@9>7MK-u70MUBF5)aoD<&%r
ze+9hqd9_q>wWPmPwe($?a9L3~bNRCh;)<|JNac;njVgz#iPy%jyQ{BMzpD|esi@_u
z&3;4wCb^EZE~*}@{$4$z;bz0`TaULZjrNVx?=0U9HyJg3Y1VG;c(3~YLyKZdQ>#pC
z!v~2EZ$65CtZox-tNJAPsj^+5z2dXL=ZX%&j>=A<&evTcT{Yd}-Ss_EJ&nEcy)9o<
zzI^J_=<Dv+@BcbrHZbwk=Ig?s%i!ja@6hpZ&<N^C*eJnh{229E`uL^s;t9ctx=H!T
z_9@+|;c4sX<r%M;li7Q7xO4IIwDY+O(1kaPii=%Krc1NS9?QooA*+O|&(_%1%GagW
z+c%6hW;Z=I5nGS8FKlP;@bA3a)!H4~bKN`M4?DPUkaH+}*m`7mG=J=Of`0N8ehFT4
zs(Lzta77?MAGI8SfrbXUPcgue2@?|o3x@<32OAsb0ueDj2@NIfMH)(KYC0w^Ryu~u
zjMUU@LYFS{@bdHX)3S<42t&oW`1qk`l|V2-7dJKz1uiZH6jYYbfBpB(PmMt8`i-Bu
z8K4Din%_I2K?n6OPH03kP(c77L6AX5G%_kG3TV$j0>JA43Lz>HJ+BNJv9=XD!*vqS
z5uAp>C|lA<3VMQ>_^x^0!NejXr?^1L%)-iciJf0SP)JxrR8C$&QAt_limsl%fgxyU
zS=-p!**iEod3pQz`uX3udH3G^kkAJY!(yJq#>FQ*O-xG9c$t}%os*kaT2@|BS@pWQ
z=3P_s`<B)ZAKQ9*zx4GFd>tH`oSL4Qots}+T-w~)-r3#TKR7%B(WZp}$mf3dUw!X?
zpbPYFe{*i5pV0+D@;f7(5CxT<7mY|p8{O(UF#|LhgG3heu{UBe^66}lUi0k6B4gs8
zWZpa@?VPfIM%bPIBg%du>{q&e=MXnxORs-*;E^822K@hP)7D^LYt~C;G7G|ahNqIP
zLh`s;#oB+w$502?&Hvi8T18!?YOVe2T0Vy1B9HJVpJ=ZSrA|j3QgI=GQB63Y-BDLn
zI=graK0asdSRmCevRh+tynh_&8>XuwAD0r5+xeVbMu7wY9A1+elWKce605DigT<B}
z^!Hn4-n|=%5jP{Bxm7Vm4&BgxF3jw0QIMldO6n(ySDoi%5|Uz_C0$wR`vSAiqs_3I
zl}2;B$h}#|RCS7KzHE5rg79$H^O-=AoO>gAqMi}u^$6hU61TmI!M%~V)x3(G#l@01
z1rl9;jit$75q#XDtw8dYEj<kQ<Hl~pnOzgB;EwY|`Q~LOqtiGVXNQ`)zM%M?er4C8
zl{|q@8`c+=pT8@P%kg6N^=eD^(W5He8u|Qu$k|xUkl-W9-MkN(n#<aT*3&xknmx!u
zLzOLFw|NY7TY;#o8=!}1`m=(_tt(eD3(R^m9(bG9fKD*b?h3<|4P$$O^j~c8F=38_
zBZ-X~T$jtN*yVCfKGDBp`p_N#&?R+m>hD%&Oi_jBtB8Lvqcdo{@Gj_PKPRbX^k=<g
zXX>^Tef931&)NI1ru!t?I-{c<PZbo|*)Ab~t!CI8SR52|DPC4OZavhC4*~htOros-
z{OwjAt1oL-&{inrNOduobUl=Q<7m<MsA*{Z!gJ+G*B)xG4pEo}N7xsJ@{l9t6?@0k
z1S%%mMmLe^<)mB%1$L(=t}3<rpv#-)h9*JA1sTQBTHn!AP}X$$ue3F4B7k^CaLLkK
z@Kw<_(R<w0#+Lr{&R;RIvfOyby=-L2sjKwx1w~PYS-Jh<qEWeSkM``%n-s4FbcYmJ
zXZA!TybNBsQg$l#w8sn&mqcehzFOwh706QE#+FG+p%l+pKCe5ZS7j6b5tT$+CI{pL
z@LzAb2w?UB0`Nxw?6y*;Mp64wTQB*cVQg7+|5j;bBY;nYr<<pGZLpIP+I8AlWd~al
zZ8ea6T9E&18);_tg5S_RI~#?NzQEn~)l%Mr=MDGOUZxifYTwIRCG`?4zszq6SHXED
zONM&f+cwN-c|e$7@B8p20?2u^R3&$6q9*t@d+=t}wDD0$VL%?wvDwN(gC~z*I-JCV
zT_l_PzUjb8ga|!;#OR*o{HY=5$4OT!-P;D~b5iTW%BA>Sb7ia*uPa=u$hO`!l|L{%
z>}8CebnO;XY^vc!-zfw$R2NFuDyCh2*z5B3F>HD;V?Vs?M5<lN^SHPg0YpDha76&_
zO_GwM>5JP(<qlTX2e~gkPUb&btNP;d6ajP!8S4f5^Lu@CCx^q#?+z-QKrO?-ZhY`G
z)?j>3FxdmvwR>##Jluy$7AC16aKe$F=N>Z3m2tXTp3k}^k})ioUsaU)G{7QT0j3UP
zqzsF{bz{|LYmGjJ{B$Ku@3ex{A*DUZS@9Qjn)pM^b5Q<93c7lCOjlLZ9yb$>2JSYu
z+JNt~kfeIDbhHg^6`@bc_1llC9W$NCH_PLFbvwfQqM;m0zM(HuV`(fF{9H0?QnL+C
z^)<H5zPP8TC2&1RU7Egk=#VPSE;7q~KL8X;1c2lC5#zSodMN^sXn;Q38z3vJoWiuS
z8j|NYSz_<I+dTBSW|i_@DeJyn^IZgR@v}Mtz(nDjuyjcBJ}soAczVjAB%n~!kbwYr
zW?$~b)fpaIZt=1e7V|Y3ij2DF81t@EhqFg@q9q(tslP@5QBnjZF|d#&!F#8-!zA)d
zv+6BpF1~NLpS_I$#Q2E924UDvlh{pe3EJS>k|F)afuRD4*X?~AhTUAV?je9)<u(K$
zn)BserA=Gx<R;4lhxD*Ap1<uBMx`aSU+f76hd=T^e;^v5DRa<YyyupX>6JGM&zgXJ
z%1pLL?@oPjgw>(XNbZ*PIP((6O6?Am(`C&)o4}-zsV8+(p%Ve*RhYgrd5iw(&ZRc^
zY>2m=?t<dYFNPL$HSr@uLrlJ8_NPX}xU~&qZiU7iaUwc;N0GSPV-nt$QHP|*PZ#q~
zq!f*-d)Hk$xLjF7;Rhe`2GP?BIot`H$$~I^sDd&MjQ8<B%oU^(eH4DbmzZrnpU+Q4
zwQZ(-Gu#K3x_cPP$y(;z2TM4l0Ht#1wulETAZu)hcx=dHddo?wbjPvvh^wZg<P`h$
z1*y%+Xr+qE#o~lRGl_5*4!9`ycF98p*Ho+}4QvxC(>|KjBGLv8T)R=nfl5|#-zSah
zOg8u(&zxj6K0aaBXDDWB`=YJjVE4CU!B55u(v0kd0h4>09ylH*ir1OjS1ZVeM~<;N
zisESu_SH5b!i_)AuGhqwk>XHX^+7Svw`Gb6Ss8kCb=Yf=0bU>O=!~TDQpvG!G&*Ig
zBaPr#=~-%XKUrzgPS0Udfsnst4JDK?Fvx>L<B~gf;q>$QCPBXk)1GgzXRjz;e|D+U
zy5mx})1E<xwP}i%O0?!t8SAsVr$}D~K9dW#9XBkO!SO!kc}5hs)vtdByHhara|P02
zc$OIWJ~ewmH2#)_%-#+B>1D0XbW@&Dp-}e;9jX4seI)Ob2&a-uj?D1eD+mCY{GPi}
zEdsDGw0zjAZCaeMs4;BS-%JGS6kGOv5Y-y3=8o-jUv-#?{DD+hzb&j+q)?(<wD#uW
z;Zyi`EkPF69WL8vS91&nE4O$lN($VJ@kc6xCo6Uz*2X&dS)Uq7f4z@?ta)N7quv+R
z?R0XV5_+?aJTWEPk-R4VRmHth?(w+DFPixmIn=2XyOKRc`nVHnh#u1)?ZRgD1Zdp$
zb+kz$OH8>(D(|^Oz#s#g1xwFWG^c&d6At4#F>Yh6*TTsUM;66Z10=IE7pkh5)p}Y5
zr}BfFCIaI=_m34K0EYQc1hD)J0USX~*j~ikPw+c@)m+7%5Rfo)=ZEQ_`-?T<bnT}`
z1Zi%j|1Isl56=FwvKlyBDY=LHCmd|>-kqXWi+<}nw@j%Dq5W$^91e-dWQt}v9T-wQ
zCHW%xid1Fk_b!#sYA-YtOMM7gR<GQcAM083!HxsXgx=;)ZrNY)>kj(K(()~q9!U;(
zm>aG&OX_K+N20nb<P939)b5VbN72haw}CymI#rnbVg2=KPqzSdWWrtxrqp`cSoO3J
z`3(-x!0hWe?nr#cXZ9*C!F}m7yp>qNS7*U@Ep2XNb;JoaTa@h0VtG6>SDM+q6El3R
z-(*Pha2Dp$9eohV;XlR54F)pAb=<JBr(GIPdBo1)Z~!JT;dJ6$*MgCjgV(aWjH?96
z<L$`}p1gxCzO*rj&c$>{jLp?x-%=}9FfQp`+Z8!UX1i#=UhYvpvqKx<1b?E`BT}Dy
zthfRDR8f14S!z`Z_9Bx#jBB{Q5lbg#ZqN@lFk`=X)AlrtmyA%-Fg}(h?D=f1p(<W|
z4Hku^ZmMB5qhnN{YwxCb)#Q7xp^)lZIW2T{Mx5kp!_u{kw4tz;vV?W+F9x13mte$h
z;~TIK{Q_~clkVfE=!Z$Cm%@Z^Yr?3NbMDC8*A9Zd=$CLkXgF1@lY{RffG&k=`rW70
z0fZD09IAb%RzJqFUrn}hs2pejUpt#BTs9swTO#Lhcf?k`G>`rD=9906Dpr&EsEW73
zmz|F@g~_zc*>R4mrP^{2Or}f~`dNe9RB7%)c`h{KR4`{{<Ty=f3MrI)k+r@>A<NUL
z`IN8|t(v_p!<E&hp?F!(w=05~WTt3*6n^{Zs?ov2tIn{MK^GULlalhN8L4&Xyx){_
z;&HYk1!GB3f#sl)N~Nl~v*P2uJD#5q!0kE{${33YnCoKI3(%^P(CPf-e!PIce1()5
zbprudM$PFhDrOv190pdxg5PVKzf9uiQ>xd*Tem!1&9p$L-T(O6R`aDJBrHO4sYUZ}
z9_FBQDqivOIw7nN0dPG1ge{B!3{F<AYMa6~!Y$hPtgqYNu7h>2k)(c@=)15Jab@tG
zX7)%1?^`s+k9&orMiRu(ILc_l>$dDM7%bI^R#gvY<7ybVR0`v|tX?T3o7WukFmgDP
zQTm;Ta!;$JHgl73y1q0mN^u$Cl}ofi05^_KkrK*14@ggrU>5g}nQ5HFZuo%uZJWuQ
z@{>w)P2Zq#C_`J{T~*M8a0@q4FZ`JAZ)qGP{n%ufNm9)!oG?*@If`k3cI3%N33WF|
zsVz?byQkHS2q1%lJ$6UuNo~zZcOhlX>qcYalbu^-cwuZs8IS%r+xn-+9R7-B2i7VN
z%PMxs<)UQCUOA_Mu?Nw9N(kUp25hAw!s2;DhEQ6uQ1()2Vbxw_U5?sD;{A*VX_XO`
zNXV`Vowk5YA2;DByiDtUd$&5naQc-l_~&U6<S$r5-LM(HBG`a60!ULabAos86fAOd
zc5}a{?Dx%Tcr$vcW)hE`xN7P11~ew$xEUVm=^3gHcts0VD7N`$8)7gfO@gM~Y`ZEQ
zT+vxhp{Ca-z=Xp&f@tUxHQ$ZOQgKTkRd4iqj`+d`3<U7ulk4eB!x3lx^FrYkqU#2|
zS)uw^y>ZGd8cWLoFg{hS{<U38G*!kaCetqu86Q1E`Kp1r1f!hEcjG=JWC4i{gDsR9
z#pzwkXixCuC5|1jWi15fI)xox?)o4<+@%pfkrx73XlpL4Gdxu&M23Gv06VtV4D{-0
zlTQXKU{Ny-On<g3^W~U+W>`Y-N2RVTyZ10oDQCx_gu7<7UY~s)sSkzhb#TN;dBZu1
zzDUh*@a}e_p9XO}uWGKNUGUL5u*`!ibgc=XJGd3uSHB^LR&th_NTdb%JrPH}uxR#v
zK?df@I6QmUS>>+gCfr)#O&tYzD1Vwj0OP%8?@0{nF5URbOLV&=D(-Yk**<A-Uxq(g
zsK8C{G%lAmOyHh+j5#)FhgW-1evr~mYE7?*W#oQn_D+Bm|Nhqz%CQtax7sdO(ERLF
zRiQ+qjaP7UJSr?V3FydlzXgVq-A5kmWG}6@4uZ-|M>>ZVeil1b;PiqY!{8YGqz<hK
za}9i1_it=VDfO1Rr`>ulTG;%`aS@Hvb#2w)23_c^PV@8E%UwQ2236t;poM!x3%~p1
zu)?Z8mLc}?qfMx1&hXaBow&d)xB@fVanrKNv$=tA1Tf>=fB*tuJER3yhBsj+5nwFd
zI`?T%#Y5xnQ<4C}O2z{)GUe%CO#BLQ9{-ro;&y@onXUDp;9nh-O6uZ_XcuKkpn8x|
z1K){wH2VoU11I%A32@k$KT2^vZ7hWe<dea+NH+%H9<)ci%Q3FGDhR-oro6`^3^wrQ
zem^VW0^!%v2eKWdGRPn6&6DxW;g}z$qcXkpbEmiu@j6duU`L$JT$SmCD91}y58{>t
zhBaS%yKM?Cj7Eog3rl4>$xH><p$_gHGDoGUynRf2yetq4k$_0a$modPkxb9idQ{Ks
z$tcn^=_?pn>nQSh@4oe=wGFr6hRrdK+;E)$F~is0m*dhaBfDq0w)j4nei{*BePmyi
zd1ER=**E87(V7F*DY5gw$eXV`t?&}kj~36!o@?%iz3Q{uUG}cIF|K>>a))XyncYko
zb&Mmst}A=ap(pQ9deLxE==0ts(kgH|`JrkG|7afn^ijc;kshfTvrTlkCupN68u--H
zCV~11KWYX6uvm2~kmf%4=`3DD{)VZGL&sPc)am3VS_xa5qo2*qLwT5J0$Z!Ep4Fw>
z>~lV(Sz|Q)k8R7r?5OhUI!PT%!-=a|4{pA(g{3eH*FBxpxIW4+r(oXeoxExRV{b!y
z9Q9_DG%&luyXmcpJB6#NNo6IIJpj{DP`I+QSgW$+sETWl_l7L=f`TvZ#46|O@aF#e
zQPRV(gS;?J!0DFI(8!QEw`(M*|4estjq)T`56Cw3j}%YiVbN{cCgevf*;zJY#;TO~
z(=CSE)CK{r7cOyRdp*~VHGf$En(5l~KW6{tC~Axw^$Cn8IY}9OybEY#)kh;eZwz5C
z2jS76rKP2^m8G`3{Mp(B>gbuD+!d>rDpt{5XpcHuepI(wYHC(c#_>M<9@~<6SqxPq
ze#QUC-g`hbxkUe>C@Lx{iXw<K1w=r42O$d51*CTn0qMO73Q-V|E*$|udhfj}y-06L
zmEJp{CgDz^oa3?l&+$I*UGJ^+bcJM+`DV{I-=5#>y{G){8yT1p57L?um+39cPQ{ll
z2|8IGYTR5_cir7KG(zxWw-5-KkSRwRS><J!lw;IG*mO?gRCBw*U0_|N({Xm<2uVn~
zWoJsjv_I4?BtXx^fi6RY73t)#6f$LLtte&jS>gffh_T7i_`-vLBS`4DlAVe!!o9X9
zaAmJdk2Feb-qp}*Te+GW&j2p1pRDQxR&V(Q4<H($8>$M|tU3$e<og)pbcK8V03{1z
zDp%rXs!zl99Wp;$1sQS8_KqhaJ=xq<EuanV9Ej(jLkfn~#6+&aP7VmSgVCzHW}pW;
zq0$Z+1O}~;0;S1Z)Eb>WWC^%?v9!23u`BSAsg_hYlyZkG@%z||%B3rT(t=DNY;+5}
zMu-t02%VrR9&$<CAk^VyBQmhhS$`j+SKunN?72({m<PU~Bah$^>}Ip0)iqwjFmLM+
z?vA7u6Qf!DXyFyNh-Z5*ru4|RU9#~p)n?Ad1#!~Zy8)w1DTmffZ%mPAS>mjvIpquQ
z`1mG`LHr`zXN<DSyr+6^CUuwj>p!JQYShksyOoxjdBUjR?Q++I#r!!OcyapPX<4a0
z8(I?%`SxI*oC=jDFX<3{&T(gMhhCeMYsJwiiv4wY)SQJU_R{l>Ml|20>tYh)*557Z
zGSk7wWz@nA(qE-gXy7D51~m=UWN8fYyHOLRd5F#(0(&MXK~+8q-yk8c%zHKzd#B`8
z&>%*`gs=2)Zo<m7_}mZKMS11E*&cUE`+R#7g7gIosf@NtXv$9pc-&JgG=enC2FGNo
z&y>XbNVK@t7(!k~ldluW6E4WeDBk@XsEcnvd(_lmWR2P=Y8fn+o)OBLw~_?UR9tNz
z!)at6gP#r032&~F)j(j($sZp2$P>xC0olW%S~sjtZ#xIAuK>7ke*$TuWG%f7$ryc!
zB;RqmEylO9+bQD{JFh|zuE79GOW8w!C`kLoY+AEg5Ef<AbOb7LOQj}lW*_4u-^+n>
zaD&~-4}bYMe??3cUWgn7-i}SbKu+bNKpYyH+Aon75)yW_w%A8xar^|MvZCeLC405$
zXyOzcEcHfRyQD!OOo9cSSG3j-j+3*QA#qKx@6~T+x{aT4Xg0kCX-DQ)D@H|%(d=Wa
z4CV0>^0j@cZBp3BaI4r2Vv94d-p62HY8oDqHt@p`wc~lqe}deiUT}dH-x%bX=d*{D
zepHkT(|evFG|wxeN=-p}y@&{>4Q^P5Jlrj2U%+8om>ub=X#nYhrMT(~S~d>!&hPHk
z%HqhFg`I#1MZva+MoR;>`I9ydKeMM=J*u^l%HeP(T`RyUvDE|e^4cW4PEZf0+}B~&
zmm;V)k*IiVkq$cq_joMg<H=TLi~f@0$_WSHPGvoY&iJW0jv`h`Jk_6%tnq3>Kk`;?
zh-5f4uR)`GZtr8vN+Tp`xYRNFYb<1O>7^^~QA$TbUdn5233o<a4)jy9W$W&!3GM$U
z#^0R5eTW%7p-|xmT+^+Wka;i2E^}_`3cPR1JBe0e7t$CC`lI3fAHx=k*6H-)O5NJI
z1*9yN9~`c3T|<S?w7t~AyzI1D5!}miB^P_m^KwWexv#^hvNGak9I)Kv*o&>r=vV!W
zux<mlXWmc7aJQxKMY^PW^jRv>)m0m~YDGn5Q&I3k+Z!L0Lnr(#MKf&LR8`mNSD_QO
z;-5wl16JZIno~Ay<B0{b7yaV<Kh?J57DE!S)>ClC&Cc@ZEk-*AQ`WC#IC<p1h^uIu
z)4QQ-w;8t4wZ_p`S3xElRXF{zCTdg_NxbTlm}1y&uw{Om)e85L^XI3BxHcBmPTN%C
zT)}<hp?rn~uk_sZE7}`^gwpZUma)dyu9l?=-CR~M-p*8)!l@}y@FlWc7ky2k-+lV&
z?&GlaVhZ~>X0b)`fM%{nh_}Hb|Ib5@0`3JyAa?>C@t?s{>GP^(<YqILt#0Vr%ctzo
zy}Iup_o|I8*Uj1Bs#belt<<b^hibW`++qs%Wd=ec_E2R#)uIw+$>N4xSZY{8kXE{Z
zRJy)}y%Z_jQ3Ypo3lq-mF_EfS?NF^>Qezc>^rc#w)|3aE6wc(gao?;!Q0ncxv7RqR
zF6EYKj!t=b&|1|x@Xrzs#E~NiEvBk{o|43_KoV%r6g=-9iz|tMQI}Ym2hRZX&OuGE
zU_0o>jLa1T`_w8J$X{~1cOt`Q`gYgiQbM8ndCl<V2c=y{RR@X7Y0p<zt})M6!d9YM
z^UH+ok{ZXc!+9RhKgVGf^0=mZPefCo{#r3jF?U(=fH;!M1n;PDq}b9X{IqCWzbV5t
zvs3ew8KX)%6NmD&3C3O4Jl?V@;Ygh{oJP!hLB-n2a=X(z=aE!kIYuAiiFDhwiA(Qq
zKINoP;3_RPEo6yG^G33<&hk9YT;IoFp6eCeTiwU#gf=XsTkoV3@n*hYQwr~~IULng
zc(o^gJ7%rk?V8p++gQNPSXogE_52ODxw`OTUj?ew7$r%lN82(mK%EJe^;WJ`u8<<{
zY!o~-#M#F<4>`gA8bn6?)apxjTz0#A`3O3U&BiL7$3!j(U|tBICQ2qjR^(6Sg_1Z2
zREhP<=IkKT1GC#JS)=WS1~x>N@|&?$%}xxdep0=0Z(vZE49crxU=>7}CCTkEnrbG2
z@kmzf9g@}pgmDRL(vt-1!{|mdJBU8MPA+PsRd-4Q4`hbRyIdA2=#4cCLAogg6{bKN
zvfm=80K(P+pT+5m&*JXD(0KIgJV*k7+k?50_Qq2&9@H;sHbdexjqph%0x28zS|7>n
zh82zu9X4^;PPl8EZN*wSMB*~on~^{EXps!ru(Ewtxqhu|b}No|1)3?V2BT>X|J2ok
zJU$mMbThIyH4lnEi_~!wTtS7hCRiN$3I)>hh_U*JkUFx^QMUY?%hu^9`;QV|+C@f<
zt3hQ0x?wRPJ%N=k2P+whpsIn^ae+`s`5WbJ*YxwRf}c9r>%k3H;dgr6b_X7d;&&O4
z_7)RTBNTksq8;td!521KE^bM#2HKq+o>?WYIz(T-9{C*O_E=7t=vYFwU!LPBx;(H-
zp1hIZQk!{2C~Q6~|8u}5=}E)F@#SNdID5%{yJ72V;=~^;>-`-itfZq)D1@xl>rUA!
z*0i#cA-fA7^WX&AXAqTjiIS7V4+iXZ$%vAhG%O|dD7i?)lw;HR(kyLpN1fK3SCnl{
zPHQ>E-u^nGA;B!rfjZ*_&czuoZU5aRp5(D9uGkzMU3eobP0B5iFn;e$FEDQS@g&=7
zG$^~TF{wxrSA|@8;B6k8OyQ;YM#1BaD6KNBz1f;xs!&;Sr%S2HNa;Y+j6ZZ+IKE3e
zTS9Dw!VZVI@Y4whBPQ`<?Q})w5urlI6~mGoj;)wH8t5B|#~IrR)y;bn>oJXQTyGX&
z5!<VI#5|GBh%5m{{R=RM6MNEIe*?hm;$12k|KL<jDdfl5H2578^JDSpYS)pMjOBB;
zVF<&X-rQ(IY-GUb{HK9Z&l~5rU7~u6s>dXZVLhgmShcL%F3P+%s%?94Ly~ia(B2V$
zAx|Rz$szkxq{*9GD_d^)Qrlae@?8_W7e$CN=Z+%`VU^Am^>K6T0h%oD%{v$$jZ(hj
zmt<dWY%#A_?Fr9Fd<0!Ag?bCwNZc+N8H(C79vPPyo#(x<vDc`S#%*T}+w*QC7@#2i
zbd4a<=bX{x)z(rq6YXv%whs!M+2qZm<wqxM?P$4fwD>zgRo-WKoJg^Cf`)TtOK^v%
z%fMfuED_OLbF|tKXeUx}MD80~gmoD4)fP$m9b2RVnFg7=%(0Q6B4B2uYr6g^eyC;s
zA!kI^r?V7#lVlSS<Fm_BD{Z?&_n_VE&<UEQ*LBIGy~xF^dIa2IB59Ets(xum>}H2A
ztOpO)!rn`FQ~k~<4r<01MrIrz&P|FEjl0y7M?B1mjx^F6InsG&I6GT*SD_&5ewJ%q
z=+#$~<3;`k6pgmjAGM#Yld9CF>nDsRyV?dxutJk74aRwGyD%3cEqzDd2so8PRXX-D
zp10O*Xe+dvBv7UKjYBda=@uI@!Gr;J`Q@x|4<GtG`QnT+7`(OfvDvXXiJ+3Au1O2O
zN*<`1Z*Rd;o#&Z+ha{a4dH<H2k!r%1`xx{>yhbez>*<ds#|g;06}7HY)!V(b;YJ%I
z`3A~xDZO3dJfmdVH9D2q`RxeKz1UfC7q79Ptjm~h$09p}-O1~RmNlMDo(T_)Hruq=
zQONkq*wEZ%&Iw2Ig1FM7-V9%0g6w0UY!KAf$tzD#HV7OFkS;D47X)y;P$SbnUZszG
z;a5q{pMU19C{4<c2Bsc*vDW!|TDEO#ZAi~5s}y}Oxi(FbQWiC-LPA#>uDHt9#P54m
zCD~hE$Q&P>@Xgk&IFgiHUI>l;B(P;2FK?EE&>XY^`#>rD?J2h6Vm#(Jt57mapoi36
z-jsY<fA~=tQ=3y|XR$|c|CqRVlBpJ_Kh>GUK?NJFHY}2<JetSceo+rKR!?W=tzL{i
zK~VFddd8l#HJ7$zmDu@F_+7UeLY0spS(6&_;PHWOr<fuYFJ8$<v`cvpLsK+bV+-2k
zXD-N>vsbB0-FwkWPbf55O0%WCfk!;gztxpr^6c0eIq8BA)~w1py{YUO#pVyU1r4_!
z%NBOBy<A!{fp7PSyu%2hDr$qSCgqpT*zi6WTN}o?N`3qa&&Hf%n@XgC)!KmMq^0nu
zbt@ysO4;Zhsm;vlMZTTluvRI`w!)!(j4>mhjCv8oa<%tE_Pu2K$xR4#26s;NYzs*X
z*#B5Tt0B7O0cS;kr;riw3Kf~`UKxRV^_wA{(CN>gN?kqu`Xh~JgFD6NLu<Xz7nKuw
zUC{ZG?npY|79>i8z#E7--NyUSGe59bnfwXgm~9`Ue3!8Bc2_Mst`rGH#c4CEOUNrl
zby8!DPWg@83$}Nsjm|~I+m_VBy&Xsqw)+_U`E}w*z%|&m9(!gfb8<JUHdQne(g8*}
z+PHC4c$|F$EOWS!U%5ML2BMW<P%S0hxnL7z59VIN6)1J3#zHb@yi?$e8we$75Ylij
zOa>tkFrd;yHkiQZib`chLkH@SFMzKa|J7F&?{E_Nxx>Oopi>mdc|~Te;k~r5r9n{7
zHf}FV^57f`nA^;LULp0ss%_%5ph{%x8FlaLvYYuAc!J9WEF+0Jv{n`akh_8-b~G@q
z#qE8JE6Zx~%9W)d(iKJJA(Zi!HM@Fm;gvxO$+1%Y?2pS4Vm0!c0VSXG%R$?J=?Z72
ztCUMuYzrU6g&Yb!1)|lQ2!$f8&O-Q=v<%<$<k#6IoNMt^F}tMi_Ayw5JvQ(=@~`=`
zwFEAx;1eISA3#1<q#&g<5JaRa&e?Wrbm3ge%#B5yI(a>HS2v{JsmlU%#@PNEomY|1
zH{{`x5S7`$K>1IN1jRh$Z@0lr_m$Ja$a0+Zv`XyOf<DE7n;OPO4+pv~4VDHn!gE!k
zfblfGF0+r3DK)PYdHDfblDWtSOBa`JdlNN(#W$LQJH#EfuB3`PF*U)?mnF2t9}eEo
z*}KEASVWFf!yHwWH6I6-{k#fsubc-P;5z*JI8-}K(w|gPSSgCKhD1$)e)**pPPeEc
z1v7Dccl973gvCAB18fqF70{pwEYO*z>a-*{gkvYya36!T(Mja`vLNxi?0K|b$~p{v
z2iZ9KHQ0zBwSt2<WQ3a&4ZpriZY;c-2xggnoCg0UK5;pc09b9_A`Y`%pfMCSrm>T^
ztx3lUF#(M6%B|GH9St%2BtZz|cJe~y1oddt?igf4C#YU=ECkl^W<#@>RI>-KOcK*@
zjdM01#G6O3mGTSI;k%RF6o?5g-^}2A_x7>E*cHkNA5i<6fORdw3knHWQ*(%$%mwXO
zI04KLZx|n{cvo)+g<UNYXz#PQ-sZCm!rO1r&|Ku2*@$#A#hV2SHH2ZD7Qhcoe8gY>
z%Ch>hTY`a8bIxEc#|JF2Co<$&O&p;@T|O^LE-zRnZRl89n4N_+rmK@8LGbo0w2z>2
zLsw^zk$F+GBvwD&gcNy;j|_C>bD()!6W_0EhOx%Nr2^ou-9i28zF#tPtk0EUabx7%
zz~B&H!!2Ds<dV>#j4lyAk}fu^LZ2N51~zH}mW<;V6N}?-kq^u2B78a;a)fHtMRc{g
z&$ai_88fF0lvk#o`M^ilA!?bZ2VJK#491C{3%MwB=7HrQm`43tt!zf0oC^|n=osCD
zjzisaip?eN4q3$Y>!dO~ig+s0$!)}Ts;?hV(^!@{;iqf>kSIW}yJMK;ZrSv-e3%nr
z>a@$)RN1Z2QkOltsJ2t$^O`rkW3Tg5RyC=)QAkWq5J8jL0N+eM-Za6QX(_LyhlHMZ
zm-XzTH7EU@KH41BRDX^mODRXK@=p0<T%vl5S84FM#d2++O;wt3oF=ED*Q^?DA--iT
zKe4q08Sb<7C@-Oq>DW;9erSJ@%IA8FdS?rD)!VHE!+wcYZwHeMz@z6cxR+58lg~=q
z%(;OOztbK6__lTR)}B>%NG^^f<c(?ib9@JE0}k%|Ab9FN2HB=-E=^%HNmSRYQfpbX
zta@d-skLl1e>{WT7;L_OB-4t!8F79z9`60Vq^Q4mHwpQo_~blX`v&_(6{y={xMlxa
z`<F{K7Vt*6pe5cTlLyoA)+wcO3IK*Q;?vy#=V!V2!9aN0>=d-2BViw-&jMjE3^rN&
zC4wHFQMq?LZlx0L&25ITMZWOG19_66eVQ}0QOF07#gT5%lR`E39&d2KpgWgYA-jwF
z82LtCAqeZJWzuQ&$V_0pKLoCXdgW%ig(Wl{y5+l`T>XT$3#L2HM>W5DB~Mz=hUhkk
z#vbblAvxPqzC=d4i}#?nB@ynvn^^vVbdOD2L2m13xc(QC7r+>H@bVba|0}H9AkUr~
znk8%vE<7h-W$8iAOmvtL#8~)X4bsvIQF*>}3kE`&IZ<q&?ngErd*e%x;8k?w?f8$a
z4Jp{4TvOi1K-}`O&E!m%!ZBQoo?BHv73$l_>@(wlB+ndGe4-fR&9|Y^ueC8>Iecfn
zLv-2<Mv5@3^0!VHrFuLU6(yTcDnFa@N@21iliq7ODaK=-6V?8QOL(bj{Z&3e^$Zo7
zp^1LpzFUEhN%k?O!=|q%z2R(85$SxR+-2v&&6NhHwH($hNVR&1qZI$Ng6}!hJt^Nr
ztcsVJmt6RaNuhl}+ttwor;(>=gz`s2X`GcJFph~P$=OI0EU0E$cRvW)gI2$>dkP(&
z2Ieyg!kvf!8h4YzTBQ&dd%CxIM7mjF-KO-56wX|9BK+|4eT6EMWn2IVlOXdEQDFA&
zC?&PLQ4ZWE1fQToMxh6(-+{t&Ux4TC0MFgkhO9$0*UqhSAb{`N50WOrW~FPweB@($
zARq_AO{P|^AP9Wfp&tJ92_IzkdF3wg1BKpPpzP`x&@S*k^Dx_p27=RqH14mgU(@sl
z{W_nC9j*zqNpKntP#A<9(<||TGTLuQp`ktYze77dfcAl9M?NUxSYkHmD$7b+894}M
zi^{_pz(}$c1sjDRT@*J;#od?S99E}rMUPl4_}@``&NKLVJW;y0Xs%RD5t*mwcw|u9
zbRQ#4tR%ifU7bDE#O6qQu=}M8Z)U`_UkO2;Z>1gEYk{S2-&iuvyPTQ-p5mDJ%P_V;
zlN*OCM6e>qig)`%<lc00&2I!Kn8`dE74o&J=#;$pW|JSM<?5mNFs)0uSbLf9Il?Yk
zUi{mg(cZ6d442fPwFXI*7WctGP<gc|JhOt=_7qZnkg49w26I+73hqoBes&*&YM1zt
z{60oJL-*K2lcZNJ{>PMd!|W~s=b=l1bgLnu_=Giqm)DDg!Bb+AmY1iFm7EbC^eEVX
z?qJM=z23{D=uku~FqW`EgJ(VhGpO8QBRDNi`X!{KjmWz-z#fx58}s8Da?I3iM^^VS
z7ToM}jo4-y^#t`hTN#E6*UO8ry<-&W_!3H@+-7i*NLa;UdG_?2)jmc}-&Lj3i@Zux
z#nEv4O3K|gHmudMQl*F^>CMpN^BmmwD?L6Ed^D9Ca?_eSs<oLhU8mx`7~dOUrENvQ
z$W|}|FL>8>X*_!T!n~xRv={dX^s2sW!YFljc~HSR=X6%NcN6cMs;s$F67{nRFP^1_
zvzH><B5uV}dW`$3+0+_l`oh}7#RsyHtDaHQicfgQhE%p{6biQN4vSo)BxE9d*8X{g
zH-(CO)iZ>q>qF;-l}>+OmcB;l>)MVstpG(>vs_M}S$Zsi$khGVb`s(BB-WMmWEHHv
z1Rbo|B1JKOiz#7R7ug9XH$#Q`_rbRA#9_lmAt#SBv{pIta(&hYC74)FSNCh~s=td;
zE>U}~S$uqx#0AE7w1!{GBkM$+96t$}BY%WbaRy7x`8JEpkw$aTS9hCTK4LzF(5xGD
z%Ig&8cP_)raa8gR?maJN?F+J3wVV2+(%QN#SFS`CYmoQ~%<suaX)UV<58xbD&K?X=
z8Eky!<L5gAk(DV5spdQFJT3BEoUX~Os1(!ogD<iIOKZ635`}%dfv&AR(d26%Q9f9E
z=1a$zN>WYopn;Pi$`$4KiFQ-m_VLA$qEnV@4YhB4Wh8_J@%pmg4Z%P^4MolGTqeOo
z4Ip6tA)~UrCtc*&w)1B%7e@jzghJ{gS)@=p53(c*ainwG*{*Qabz$|hC|)b9p`qbD
zUNfb`BGeAXbG5S?%=d?Hu*L^X_2r$Quw3fH3Fehr?k`r{$4~;Z$E4G$Eo0c^bZ_2u
zzAVb8e1+{Y`QnBuXPraj>$Jm`qP(q!GqveGm7|{s-0M_%_A#ojfT3=13hhRiKqn--
z%a=xx5=uR}X27P?1-{CH=I)6!(?krN$fpM*&LWOfkE>>vwP(7-n;2~3vM0?J)B{A?
zVCkD!=|x|&gsMW7d1lkgG1*?oO{uNQqRMo+?tD*gK?UMuGd<GXR3)Kv(3-t4wIvmS
zWn>{?LUg)RX=YpDlz5tk%FT-^j-F)&n}*}9HvKvexhT$5cjoBF<ax=-`vp!-(`JDX
z(?8cP-~BR$q8{mIz6Hf$du-pjy;#|!x9vbW4WIYQsAzF&UTNKxtyY)3;K&@iOE^^n
zXM$<I?sF*#jFME`A#%NbBntyq^c`k7rSbMXp(nD5JF&D=7O?mA^Qw|+*_I1dU2ZqK
zALryxxuqDa#P!*-2wvWJz>L*L3?Xc5mBhMMN+(`hQWr9&y6qB|btC=`ZiXC#v9@0=
z<2G^vL%TE0uU_aq+jB!j13tOsDI3XPV$pc^^dYEUvxI?_>C5$jW?aai9)EPj>m;Mf
z?4IdWTlX~Ok$U{s7c`88*y@hALZo;5Ft{$IQ_BTrUILpVH3IL)Ugt?r=}Ob>&L_AL
z{m%bk|A`qatL>9ZSGjGUCD+Hz1dBgT<!IVEPeKlBTPJ&vee>|MGMVQvB{ko6s7m`v
zS9uv9MNh#}xtqDnW75#5Zk(p#Y-UplUVjxk6WAK}iiNa?|4?D3PS8+UYo2DE%=%p;
z7Yn<i+5X@xfx}ky#C(yVne^>yRa+q^Q*>T533+9;cA6K%-P4zkh^$o<-tbZ%9<XAX
z6CDar>kY9xo!V4*f?VL{HGC$&;@e~sdM;h@G#ARlBQBQWoYU-2u^|cH$9TtXy4_tS
zy@-$O7Mn_iN_Sh=1;_>Wioe#ayllRDMDB7>xhTXoi#EmMNy(0r$aoFwWbE=z764uC
z2$Wae-&;9x?yc{xwHe}6FP(`|)EaiXFoG)zq!^FBL_J^(OE7q1jr`>qiM4lGKlT=X
z@-&S-+luZ(;&GRGu)MUCB)}+MsE}~hjM2Meb~Qo-xdeR*W=v&zmTY)m?p-bLe3>3Y
z;KQ`B<k&)Q$9rXKA0q_X;MB_4n}DbUN(|AgaFgz%&q!aNC_Z$8fZ`}7#D|vMgI1(g
zh=w*gaAKN@s{2R3S{C;b*t>8REH*e)I11f4J_POa0t+TjYrkjBI=j+LA>mu*1=hKw
zkGhjfsQZiJLb!*Of+9Yf>b^U&nbPNQF*z|~KKv3t&W?VpgOm2v>@s<wC{?FK0k1dL
zi#E(QXlluM>t=~xhn`jTk>cCvb(ZJ6F4Zn)Lo+BAd#IIGobLs7VljK)@w3k7o2Plb
z<r2$sL>OB|HWKayJ<Drc(zbn-lT0Ig#F4h32t-Uyyy^6Mj%+hVJc(Aj9(G5K_7yK}
zL8LGrN4ZSB*~iPidk<*CO6+zZ?F-dxW_u2h<hp1NrB`AD%Ewsdr~^3t?<Q3}dnS!j
z!WWdBsGl=j)o0aE5PaO}@oNXi3(#|$cpcYbQ@O6jLu{|dnwjtpRlPSk-%J}7bXF&9
z;LZK^ywv7nMXKKX3p8SWL~$q2n5&jLa?2?ab}JMt>c$9dwlmfgo<^3KB_q!*(Bj5)
zM%Bi!PI>c^r!IF*BB3jzKXchoE*zHTD1N<L*`2cwHOa}&6!rHsoC%7KHNxknTq!Ad
z-_XBWD6A=<exm#4<z!Okd8wk@*FLIEtpN1iLEkCTPQ}Z}Oq%f38%n2(F-?iq?d^_O
zg?6P4NOz~F^%T60J5frEWwoQImyB>x=we{yp$KT}=(DC@3?S1W!daia_ep)5R<gol
zX=wS$$8bx30<RwBe8hRFu(4^OoHxsQ!>6`RSDDVcwy_0?O2&10X@pz%Aqn~ewZu+~
zN!yKNL~645XZXHrKLM9F6&a(jhunp#Ow%B}Q(9sTEi|g4Jtmk*yb_Z#QaUUX!SWOz
zqMNZNvjYnxPNb`0ms{>yG}sUNCYaNVyx1tRp`Fz!wG|f^@mj~@q&V{w8rhR&3P1m(
zPBd*PokBbKM1<Z7)sDQUqrm%q$MQk;PK}@v&!&KrqV)w%`Ctjv#DtfMlbhOg;eM-D
z3nRyxJ~p{>7x7g=FR+!E>4ltj!_uK$pxYzzIPM$TDWR}M680kJ85}n9OS-17-@$#$
z9~u(YMTFfAQ}EThVY}8qqMZ1obUcwb6(ZSdLrhWl(KM25FlR*$iRB?T(?WS&zh}{D
zSUdIQ^Kfqo+5E+hj8qu+GLG_yzQe_MtJL5ZjiWTdoh0I<rk`egVDEgKGv^5FqEm9h
z=MzI2hGeUJ-&x2RImk_3oTMAk4l7q`5jxw?y9LI>LawT>!PnE7C!h^|VBqN!0Fj0;
z&zg}nmN`w>U=J_ft~$p(=S_?R5mob3oP0f*Hfj2HA(lgJF@vmK>|3>?n0$kZHv@w-
ztTWQhYUaFRX-Ha1c}7$>*NWRZRH6MUXZI>ds1WmgAT%$KI*YlqZ90NHYIP-b(;un0
z4SgMz<F=kz5BE}`)!Q?C=QwiaBlO*yHds6%q69I7DN3sJ5gdKgZPm5|CEGMdLcuai
zKTlD=dDW;Df9<8267GGBfedIm1Dp~cQk`fZzLBfKl>%iLBMPhxU!m$`-Sd{JDh%FC
zNt@bafAHaO%5yG?&BL*KCNG>%8n~Lm4pnP%!~LRmAA(!wXOr2g!QbkA*eP}O`Xv|U
z+h@I)NQ&l_ZO+AC8{un9+zAuQdk~U4L<fdvIPi(qnkm+Ac8PR~Oy5|t6y5DYwWk@_
zVM+Z|_V1~>@3t{zRLYuHp0*B@^yM0Y9i4xb;U>_xXtF@jY4cdyDv`%jz0!eYj`rlL
ziIAv9>$D`Hw4`)EA#;AKLqQo+BBD^?JnPi)8-0t+4OnE<ZFuPj-_Lt46~vZGa=yh>
z(mNid+E}g|13cU3HEz(4t-XFZDSXol$Dt|V3Mboz<(ZbGQMHHh*V5;_+VHVWBzd4`
zl}y)6PrSHSeN^2+Zw~S*L!pFDSh~~1TA9_6qRl*~DM!?T1Cx9&b|u3$zd9k>)YE8_
zsg{i<qS>yzp!nmqz{LvEzU8)~S|1aUhoLo!M4Wi-+jc5Bd3j}BY$6jzm&-2dBiBe*
zW_RRQW48IVOX!?L`t~xP3Qrx?NnA(~ZRCBD+1}H&+5PryZ^+O<GQR6o7jgG8VMm^N
zGwe|9J8G{9e4vLAv@)08cEF8n%$Tqwd&W<tIW4zztu$(Fdw9%2PMtnROuJ{}W&Yve
zpnGvR*Z4CZSewyqeEfD!LAH;ynI3+i|6M1$U8KCfXFB^3tfar+8ZI%|OA;oUn##Lu
z*Egx1+-_~K!P5eE(P)!?%DoUe+Ba1{KCkhp(%O+Wy`xO;=EY^L6rL8tRf1l@Oa3>#
zpzmBCVna_~#~7KD@Ld{6LO#roZ#&W0tvaAhh-{4`OXi_;+*J?lRv2!>_Q^F|+z_dU
z#Se{Yfh~mjFTgtEI$EgFM5~!LVsb0gTA?p$)UUHz)-1iscUF9}?aY}l-f?KTo$ti;
zP2U~OQKZ&F2)ciW(OT_^SC1#Uf%V!Nh1)VvBmG#=ml(G324DCZFib+-cHF*nCC`vB
z_2FcL=z3$92TDu+iaat*MQbhnsc-n}1;FwO&+rdg%M%*-{cOCDVK!B{z9lwVedBR2
zm5)`?GQ;eYPH~YEI^FycVR@U2$cI6+U|rtU^4cu&@$MOa;b0+uMLj<su!<vK$skW!
zH6j{}=@>s4tlw<5Q&@oUAb4~2>{<C5rm<FL<*&ze8h)?{@GRlLc^N$KEi0Z|2J=&F
z0%3E_mAE~Kn;F)U8GYUk&dMNFSkzYM`i@6UOzx)W6Z(-p6K}_|sJZ|c*n`y)vQiP#
z@!I$U{wmH`ULc53R5&1m0&d8>zv81mOhqi;oecNB%2P8sZYxZDN%A<{NQLzLoW3)y
zJ9+tYXfsbyjm!E?WS-NiEz}LRjkOd%<OG@A4XuyPm=e@mT^u93(Q=>vDHl~E-g7fn
z>|uKAPYV$~I=KOs0M<_<POJBnNn@)uU-QKjU`<J-oN(ECeiRcM(NW)<o!rKuOXBS$
zEJz||QR?rIm>ATQn)q?XA}y?fp1~q8%ezQ(cdj~dFD5siSY}=>l(*SCiHS&rJx;qr
z*f2r#;SEuW2!E+-{)JvQcH&c!1zhnm^T9ODyMw?4Y;Qo>f&WKdi(Vc7VNdJN_A%Mk
z>HnAQ&fnyr1;+4m=VhdQHP~GcwHk}W#jf0$#zCw>>#{aixcSoW&0fy{OTPa4)^}Tk
z9t6Z9AX|-KBQb9o=3LJie~)QM;nLsVf<)y(4yWNmFhe(CL93{NEzR{-(mmh|dy{_i
znPm9zZoWWlO!3I#eCAitzTbQ_JA_b)?vPg7+JyDN*WK12<HCP`Dtuaz&JrC{yu3Jo
zx^@Cu=ll03GmPD`))yYr`xu3$P*5K*D@q6{q(@Z^^^rFZb8emcBrWEi<uthe9n#g<
zJ=5vES4d&F{$@K)>W7h-EJ(o;v=|>08-n`D&q)|=u&3|VGi4^N1R1b{40?j<h$Hf?
z5Dk^&NY=-wpG-THGzSz9e#-spC(n;}2V=7KF$zo}=n{Pw!+n<oQBnu)@IG&8qCLO&
zU>q$%ANjEeIiZQJW17Iny8|)V(EO!?s~&&7s=o$Yl|p-YPvzjM-l#o4bmg=0vtQ>5
zYD0~r5Dg$&hh(kn2k|^h2uOI7^j=wbXe<r9_rJem*i75U81x1AA_YqI@^+x5+LM7U
z)uWq4^6Q8GJKz^XTH3vXFZLwOzGOlFqC(5CC-(J=zdrQe(P$Ei$9s*4<=B!%KRK_F
zAt`h<I<G9m8FVOD_MeB^KtL6t`r?RgxbJqy;#HC+p&-0Bh-ii{*9=S|=bVJ1xN-Ez
zg*@8!o>YPoIyPsaB~gB{Z?JOxq6PI3C7Mf#69!HLs7qL_q91eN&!j+10``)32>Cuy
zZ7Hsyb2@m$Z#MGcuf;A}IxtKMbDt4Xk4Z*kND0D|ow|{pJF-)^8=9@<HS;QCIyOT#
zRJdLhUo!Ma-*nqh(c~>ZO4Pum{J_Jd&Fr>t#IUpH+ew`bIX)wYlbUShM|nJh{5z!W
z-P&b#-1<FTUsK|dtS^d}?Ma(w?NW!g<zM#3$Hs{XFX{-mrDSvAbu8;~6>1hC{X_b3
zF;6dgh^hRr0MI<YU4X5{%~h+UOMT2=+)X_7r4KP9{(~i=BrfgcZAFM||M1YqQr<U%
zn;)uAwKv@JTlQGf$#`sG%PrK+W@L6MHoo=)zW<!R{WE5->1JQ&*h{<TS`B-~*y2>Y
zCnJnV(uvsX#+&Y)IvV&|S$HMF^$3`hp$&FZ=uQvnJuS3G>E~JGV|(v|Lx4*oU;Zh4
z#fx1#D{2xKM%FtyXa@Iu4DC<z#?Uugq_L(Zi&B0LX1z!MRM(j3sko1%{Uxdh?R*<Z
zKfeEVZ!1@(>0MF%91I=0eD4f#3@HuK3})4V;tvT%#gpqI%x13&*0|3{7Dbzxc21hg
z%-Iy(I^0BYrTfs+Lvx(tvl3Mk$sgxfhZIdRa&5O1RU!;bPC^ERF1`AI$uMkuis^lu
zY*<;Ce0do+D@~(~*^NTkPs??bd@2MzZW*J_yh5~IQ8JY!Lz|v^$%RQm>(?F*zMa4f
zXuyg}zhg?pBzP`Tmgr8NLD}euiB~*MAWA@*ui2N}Iit9nKl0MJVuZK3p1AsSC;gMe
z{*mj*<-J%;p9r}UzNE2bxl+}E@>_xl930J!B!;>c#T7EVdtqRSV7G2CwNAI`un4rL
zRI(;<FY%_+g#beb*XE0n$T<a_wMPGk4-~ojEgf_)eGN_Vag()UyB}~Xy3s9dl)lz>
z9$RTPp|HfWktI3l&(**sJMZg|Jm$W<Y~vooJftRgim5Rxm%Hv}UbA)~Rlu^+HG8ka
zn5-}GOvZTY^|eQcStL0WDTf6tnC#DM7pw=X9ddr`b*Mg{4V%Y9Rzhipt=U_s6Y0oT
z8!y2s5E|ocMdWAF_{zsiN@nQx5|d(LQMcBrd_}lk<sMTQo5x3-!RAAlH-v>68gDr6
zj1}L8I?(YoFwpZgK_`8~1|Z83V-Y3ZYbuuoD~eSgFlwD=<cAEkUZ1eV(a*5i$I$VV
zYfsNJl5qVr9oFc+H=s+F;n*Iqk8uc~%>_|R0~I;;BKFO;o9D8SjPZxeY9^3ut&}ZQ
z_Nw%hnzVcxMBcCGeedqc-pyeZJufoFN)dCBQw{cRG2-L}Lc0@k5-Qb#bY$`AcLn3Y
zX)|Qt&)dTh)On+~oP+&?pPp0^Q+aR^e0p}2j*^b?f=uU0l_M8o`~zjr=H&(Ey#t4^
zJUdBkaFmV-8+hYay1`K)=-k-iqT+WC2g=BJ9H9djGNID9Tu~CPbc5?^=&r}bUpV;t
zR|fP|x6xTqP6wDzJACo0J9qe*;Neh|jBn3Pz})}zbJ9L86lcvpcoF`elA|8*nR1e`
zp=m(AVK!wWV@6ZtFbHvhPiXcW1|cRu_JgAN1vIHbOk`iV8@{DjWo869zzdb*9y235
zNT73p1d1;UyuSRx1UO^C>q~-}m5dp@z9d*sA`S`w<f_bH2v$J>te`aT`jU+elm=d3
z6DS5+bZLO)^gA9_W^iYy7b+*3m=!Ppeqkd7dH*OaD~jd{2>CO#tW1pmU<yN*eemeN
zQdbBW1K!)O<P~>yP4%qxQLW8_y3WelQdi65^vOpNL&~aV140*_@IUV}?g?FFY$?WZ
zA-hFy;`bmoyqA9S$`F=9v<X|zL{MM}Vr%bB@vFc)Vs%Zov)Jy7T5(Q)u%owXeLY&+
z-1E>@U5aC&r?hVYq8H#FB&Zy$_Og?iRxCljQK9A2gyu+A?Wc*cJ@FRPUcK|Jru~ia
zqw(FUxtWz*;qXW7S|j{4rA1|#_zOGho_3id6<U+EBlESVo5N~%+Cp|b@fUi+vvTlj
z#c632&fGxEoot3qhu#yUzEE0n?d+|0oL0KgwC_1dPT1NAzcan5Fr6K|u$SBDHmy6m
z;0eu5C2hSnqTyXNPWAr0zzPk=5r(%-!}Lp5uN{Z8bTe{|f}=c*JDzAvmNm_BHJ=tL
zZeqvbn*L-7o4wRr+`wLVda8Lr@unt6Dm)_O(=u0~@*BlZ4~2X$YINh`%G)YRndy1H
zm=w;(r!s=XaaBBLf1Dy98pO6m+nJ=yp#dWbGoFdvIeyeyA+zxq+uo2=*wi%hO^pmC
z)7jjIcKLcLElAFcsGD5dFAlf8yn-OPWIpE^`h-Acv#l-saSdUu8xFJh?H9)b_^KMx
zq8c*Vt{aAh-DED0A89zt8cKIgfj)c;T70<l#mG{Kr>~Je0i3^bPWVn3@~WY@tVnUD
z?Y)ZwTDMmoVprNbQ%~8@H!Vo%KX+t(zUzqn$@)6Oa9_AYu1eM{A<G@*9N2}=6t9V;
zt5Rc_15chBCu+D0p}zX?Bc`K#+=J*D7tB4Wrw(_jCNXGue3~faJdTLG$DaJC?tA}a
zq85vyT!d(&Uu2woo)f`crXB^?j@f8gx`6%Jqn$ShEo9AKx}S=`@68*ldik)fc5M7O
zMULrc&BQ=ti!pOpa8^k2g+a-SF3V8u{XUvATs_|0L7o$G>VY2aVgc_;gUQ4{iadx;
zd4(s`?}8~*g)5|SxhBGxlt<7U*N8x{@iy$%TTWd+c~13LqRtbXYyEq!UE|N0vrM&y
zEmt&!qOO=Jj1ODC;UFdxJ$^y-@ztc9Tfwg`&Kr2~Zz!o>_Y;zSESv8e9oa_wjLpY+
zB8m6h9l^&m*(Vq2E>gPrja=3m-R5-mNK*~nD&J9TpSFw>T?qTQAMc(eILW`mjdOEb
z*5i#8MJ}C39tI9^5urZ4Mg^fUeM#2%%?ImGWE77+=qYh_L&THekI~*1inKd&r{vTT
zWtk7l=kM1Tdg}V#r&x@!zkGg>%8dUEV<l7lup{qHZ9d-gt)AiZhpE(l@pO;O-wxQ3
zoihLM%#zjOEn?MOKuLTGS4mAkN}0fQrY7XEb+g5tntS}?G=~FPFTR+&6p_&2nPQ#i
zepPFjJkYN_hoXv3B1g+#^uZ&F6@|NG=3N%*I9IxOb@E_-$pXi&k_k~(m63DepKy<-
zyrUB-PRVrhtXhwU`;i`t(^pyOnDg*;^i>;rAIb?G1_jQD=qux1xf(0#K?U+9VVRmt
zohTb8yc4V<qNV#$%0TMmf^^qNfP1^??PsSGHtQFU-97dA`RXaA9Tmo7<h(WyoVA5-
z-I70UW}-2QPqwqjY*ud`cvAaAx4;qF25RE^B?96YS>Ecq6-`Yp1tN}K6q>FS_{_%_
zEpAP4mL3nii-)V(E#;edR@!HZ{gRaIjL&rp$tDvw!BdCD<yo#5m2j<-tdzS(J9T2k
zjimV9y3Cp%M)%ACzk`Y_wf)fjm-iHSZuqsIIQ@J$$FKbm_HzOj7e$`Lp2C!og1E!e
zeZo>Nl)5Y4*|5)7jSFl>(h~-+f4Y#k1o;G+xfUJ0m)7D^X~yY9Ytx@E!FDgqH9D3e
z_F7FbW;?V|Ly`lTFdG7IfISrv>}Y<WmwzJ;CuE}G)=Gv?>M}TE&b)1lE*dZFxSJZH
zCWN-3-ucYkvbdFja<$?pgdg^6wsja2rnlzXhDT>)W-h~>@Fo~_jG)#DHw*H|y>lvL
zh$8tqXHGo!w|V3~DCnMRb|qd%gi%RtNqNShz|iN@LwHT*hXNDhPX;B9xz_qkp-d?Z
z_fO5jcL-ss%WlnvwpQXCrQzfk{l<^-d$wM+7Wl00>z|8HjrGv$qd=tXJ_MI2<?IA@
z)QH_8Q{q71d~EO8@!pq@g^i{MuBA<xhpoD{-Mie)a-1yseuG>QPL7xIOrB0zh+3Y7
zt4#$|h>NJLCPX&sg_UW}3%blpWV~Y)`|f6aY%2E-r*`O*93B`7Aze>hVx*RnJwhw?
zOuKa}enwBcPXI3|@9v|{>CnR;Y6nVp6K<O|58wC{D*B-->`q4y4-MYi<K^dvknEVr
zpAC1f2z=(P(oCG3x^3Qj74Nn4fXn9^@^{6FP>!S|SnqWr#x~Q84UE%gf(~7QTog;@
zO;m*N5SIjVax;~jJ~3_Notq%<{?_6}nt4$jzB7%t`NwW#=MCH=KJ~3p=BmzbBT|B*
z3!*a4nICT_r0$LLn;v!`Ql>j<N=T5Whj4wxUp&X~{DXTPuX6(XbIb%q>N5$|<z;g{
zXE&Z&pQoUt<jT15CV@s^Hq%OuBH&Y1EM0=B+o2EJ$7D4><K+l#xskY+KtjesXHvsA
zXs<QyE;$XiUoO?0XDjFDMeeS;Ywlc&i+j%Zl(o!5Rcf7v5;nSNae2WY-%X6kwwwNQ
zRaL#%j>{)gn~K5q+wsME@JoA3>kq;-G9Vw=3m2wq6Kio#-n^M`Avr+219{~b1yMFv
zPWU;jl#cny2fPAzpBOvG&-QTRZ<r!rWg3}!eYt9SavDZ(vn2h-1v5-S1b&0)Hv2Ek
z%5Pcm{y{<ZXPM`?(6$>m9{wu>9XKT(*h{G6;!*G4G0&kh|7Gy}I~Oz;2O$3fRG)zN
z8D(+OvoQi9vcE`3xlkO5s9(8QQ6?y0AqF(0KVcz7SM7JC{-WG39B^FhoG40bdJa}5
zl&uTu_H*u2bVK}>)Ss7oAoV}qE2`OlOX|<d{VMer?f)I~+!x>AK<Xc0o@3!)MRQ8C
zanLgYUfwS$W+pCrE_U#I|7TihE|lVb$HNE+(|*+~|2w^bg&C!kXvO4U0~I>xURJ8W
zR!6%p;Qb2~DKjJ5e*kH8wf@;3zGOaVw}Vnp+<0U^V`2pN02<)S^WtP<<T~gH=<k`C
z*gy}YXJ-Kvx<B@TFV*=yN#B)-(g>6!PA=3f(zE`YCjHC({+6Kc3Ota*^_~15bPm;^
zza{AV691C)U7P+O2?cQnlKzl(GXv+Ai<zDU5RC%u1}PT6ozDDk%Kb%;e^BmU@_GJo
z<^BTh%#3Jo2hKj)r3de*?)4qmGlQP{ceDMURqo#cy`OcL16BA=7r)m8^!*-a!hgD@
z?+QGS^SvtmAPCi<za{AV691C)FUpM$-W*8!L&^<kznR(D=~>ab4H7JjfKeBPR{tY%
zGXpxyACa5s+wj;wn*2{IH`7<7W<n!1Q0gz14KowETHhfzI`cuZ{i9lc8oANc`8`SB
zA?JZAe5Z>)=-jt3_n&U*y8;j7e6NZ>2>K;n{j%+TaYx^ehCfL97J~kWa<icraX~;1
zt=wM{tiV?JSF?l}t;gRZH`6bH>wibN|FTMcFiM!e;xscFr$JoytC8|082p`Tqci_!
zg##wZFN{Q#I{a<0{ELy!jIP@6Nc|H=`j>|IEvbLNNM}Yj`)^786Gl2Z7=Ix34|E1*
zPA+;7#%E<=r3bX*UsKG?9Q17eZpWY%|NGv6(%+vCdVjb#d<Ax9G_Zr-@YSkeMq4%C
z_lDm>#Xr^?ehVUh-OCR8;Lo-8d$>e5#DRwV>j;37`tx!Rr2brMe~|i15d7J2@UQp!
z3pDy(Dtb2R;9mbkZ(s)A>EFHKOX@%N2DIXT-y6`ga|abf^QEKa^%!Jr9#{hhkwFfS
znWMjz)H2Zp(|HX1T2{K~9Q*=z?g|Rh3TPP{Jg_vN<2N(b5w!*hZ3aP8Z8IG}<i-Gq
z#BZBg8T^$-U3Ul27FrsZTbo&e**Wz1z#wE`X=N>-uVqQb!pv}2>+5GGW@b=;j<voO
z85`r5k>uN1tuGh<Q1QQuXFy3q*ZS8r1+!p!Rw$`oYJS^P&loV?F)=aRw$j!$wI<_W
zV`M;;i26*&3=#rb<|4XivO?5Pw{7*%H6&wW;b4%^dh{g$+-)YbaK*1V85tRrzFvhY
zL)Kc?L;+la&cn}d_DGeCj-87MEr5)P1!xQ?8|ChU`h(dzU1rq%qes?%-v1x9SbsgJ
zvwXEzS-#q<EMH-b<!AOPI`hFp`43&21B4Mk`SkyI2lxJ^YjdC?ZKz+reFwk((8+#@
z=s)k;|0wUE{J*4fGPAIuB5(hA|C!X^gzSHmcToOcQh!yaAMW)xA^TV5er@4jwEquM
z|FDJ23PNtIVCJ5ajh>U0>>$O={2wB3%q-}T7a#bC4oRc6?aRV~1I7DS7-M4m8^`1f
zOmwXzb?s!#Otehz$x6umcl=`gvee*j{9<Bc`Ub$5*uMd=ua*9$%IK?qsPfMM?8hqp
z6u1B&eSs=YE~al_3smE8*kb2m`5U%aL3RIzEp{f>Z()n|JJ`CbtAzq}GFIlV2*%3z
zErPMJa{>ed&MXMcv6BHY-x)ZpzYI0}S*r{9O~AVci#^Z{4&J}Q7b_aRzONK2^T8wd
zzXn(6s{M}CZ{hEM8?Mj|@f%YA3|yg`{Wqlk8Ms2P^f{3F2du8I0L8+>LJtC22XMuK
z8m0f|SQA?7zc;y9e+l7#xGQ{hI9SmR2Uy7T)jelJyXW6`g>Mo5|6W)4O{4sOR*zq)
z?DwM?x*-nK<3HT%ugd*BD+S%`zajO1zSn<POej!5jpRSEQqb$%4y68}uD}Ljt?ZmA
zcO2CfP$|ZLk4&Mp{`;<gGPHgUz<;(Yuzei`P}97q(E-%?%lpraSajxtCi_?QKpCi<
zEKDeK_^;V2lwzR2M@`y-@7ciUh-#r96!EtV*PoU6mn3#}c2o`6nV2|!D(Sb3RkWn<
zO8iUGzunU>(d}o(`2ToM-?i!wt@kZt{Q=cxN7<jKnKCwdV8MJz0Q-Ud-=`GNYW#z4
ze~WEsll1HA(!ZQ*^pesqHX_OyW;k#XS%Ad`IM^*^Q4H+BlCw3?)&<1u4EzSxR`+x*
z1<Xv$%}h}~DJSrqjjeSp8SV(keO=5cY6{ZkW~k+zWY)lWXZX6hlbxBB`P<c<`ycl|
zW1JNe5*5M#gqRrj!GDbZw^5TWV9fmg)TG!b%GLkRQ<HA(f&>0gr*r)H%8(i(^$dSs
zL14mv{Z4M<b!RfElOj|WFig^>r`+}#_Y2k6TZqIF)AwUxDH3DEc&bK*n}^CzH|g#4
zH7oYl^!GFms}J8?=g}>zBVPj>kmIzi8g;OdyI@Natxx?&(W@fQI$WqPok}F@N}X&w
zy<M-k($kO46Qcjo>wT#uM>kZu#gRkXYIBIMe}-C`Rs34l02z@}UX9XE&cOK}c~vvX
z5N{{Qt1g~%*~(b=jfq;#)W{@8M02eS2lJY$g45*Q;zUMwXQZ{KF~7p%5jjGde)Ey9
z9Kk2<3`i;AK8CAw$aX~#u2(yj>}YeU=a61&v0t3!^T|rW-Sz60(rO1SSU%v|xQ(~E
z<qDm+4w;YI?&}-AG+nhT4amAgDmTuFC+!k~{RRhT@T1P*|JT<E4VFEA(ry1)?0FWj
z-&vzYgJJJB>2~nU{5*x*#)U)cX(P2ukg8}bya%5#TEGd7Co^vmW4VSSuW2LNRx`88
z=-OPZ!D&L0+2CBKs}(#eVDp~)t9=YRxX}XXiHL1+G04V3R8xrb27A(18l)dp;Ad(9
zzFU>*$3*g4TOhlmI?FT4WXGpzV-xe-cJ5)d*+Cpr(pAd|f?Q>nZ(T-SrrHx_LiF$M
zy|1@>&Wfteye8T9eQ@|*D`ZOwmYD&+VD)+E1~?*#bk4wrRNyV@XyxD8Vo6(5!4olL
zfIZ^_mDU*0xU$+kE!|m<VA9@g$9gsgSzUqgXU=KP_b1&uw)FxsK~37;*GF=MrwlLQ
zF*y$WQC|a+@Ll&P+-M%+mRb3p5SnEHj;YG0kDak${mln<^pROTJ7hrR!R8(pWP3GJ
zq8D!Wc814)Y(<>g7smKxabttjJ@dqNz*x<yWUSGn;JTr!UNv~(7B{DPd1p_pA;gh<
zBuRFuebd$phTcq<HApzSwIC|H)uZ7{D}tGO4B&*odhaK%qlq-DxBGgcPKMh#w?l31
zNWtbh6?NhE#hG6`MuN^duau>fR`a(JxQ@xN=_q{bMd5oZ2*0j8us1P}gJ<GaT#$O4
zj<%nMxb`?5^j2UEJ<RBExpq)Ry9*MNtO0%<bGDzhCNIh>EG&awR-*eB>AR_Z&Bh#@
zQFWV;+VW%ahmqLx$9V6)+Ib22EE<NfJd;+=QR6_L;nDAus%H^3>T^$Zl~~Xauz%vc
zPTh79Yma80<H)|nLv5Vvc)?O1Q!*xU?6Q)Ik-N<GK;1VVF(BtPWHX;=w{BbWNJl!`
z?_<OO<%QF><eNa{dZ*THE`Lg(SShWL-XJ~-pd{C*5^qDD$J*hM(T>~Yz(p_8ty1LS
zvSy7{WO>FVT=7^l<LYC_`J{cVx{=q4)#vA*?RIstKdgG8-F1@1Lm=z<gieI^NM^dW
zk>&lWikd!wO=b5(RT&PZ_gT~m-El&kUJ_s4y6^ACInjQqx|qw-F(qG|RtJf9TKZaW
z;2uNtZePhG^05m}m%4(h=GvQ0*FuK9*Qq%d95yyHF>?ZRKbXuI6?QRM>2$I-xDt4A
zXuOWA^G(PzyQHu3`L@v$PZpx%4|hoULV2O5dJ#`DH&ufuV?T-@=TG%c1&v4H>T@bB
z={^ES<tdt%_N}x@z3VW~-q6LH3WL-UbB`N4q^I^56E)(uM!lSas4QDAYD@LJJ+Gu8
zVD1*>mm}P5L+Z_h54!k2b}rMzFTK`I7M>jb^xnL}zwR>W8`YSnoa&0BRL@~IgK{4W
z@h*;Fu5sbjYd$$sk!QI}QgYAc#5LI+9nz-q;HjnIrek4qk4D`c%6u;1)bwGe!sR*_
zw}j(``Z}rKzk>VW)T}`dZMS0u89HID28SwVY>4C^?~7vRtY+u6jPUT3ST(IoAQDWT
zV<*uR(G69jYA0WV;L;}cvJDxjdvf#z+&E=Pm);f}y1_YtIFa$lfDxv8533k5uExf+
z@pi|KH-b;tBb~$qcbzpK#{)@To~!z3+G7M0=Z5s?2y6$6(^{0glvwsAq4@QbUopd#
zLD4PV`55(U-35dn&d(9Jz~`{vu-9Q{k~dxUSjNb1B&HSPOtE<rTkOL^oB3R=D_6av
z&EMhBj$QK2Ov*bUrzeFRbabM$R5J166G$6)EnZ<e1^L-oSrn5#@u~F`yvX$IV*xh;
z!aZ|yjoe!PwsX$|uNA5{FL2tSFmE;gG5H+tC8{DfOn15C@DICGvaqovwW6*xS6EG?
z?nD}%=)@hIw=kqUsXM)E?HiwHy(^FWB{EyZ{G1QLy$@6L<g;ZLsM>mQ**1cn@JMb?
z&kGskk|t?Gn;(4PUeYr>thWgonx|Ez+=&*8pGG)vM@<Mm6tti?U2j?!n!&bq;?!~S
z41@e6HhpyqwwS_7tX*(KMt(X*{U;2~TL5l9xL5@7J4-%R6bf<f6Do3TXg*vG&i!yB
zrlo}GzCSxa0iEto4hdVj1x|7PY<>7utMl-hvT+zpTagK8_>R>J>F(q?ra?Wt@?&YH
z50s6Ubi665>~DDNsdhM!LZM=lEfWq-;hT@btuE+Nb!WYYV<diR+;qHXGKlYHC;6PQ
zA1ZcuTGY(S_`XS%Vl#Yw`RJ{!*}_?mu5%i*U35L()u}%6u{=snnw`Z-3aSJ8%jtuZ
zz3h!qrBp<KsD^o_D*fi!`pXtX9ZY0b+K!M)O^WD2W1lGZS+|pyGmTVLu6McB=i<zV
zZ8+kOxw++Q`rC)qna)Fo-~<+cw}5-?_@v7sV-|(uVj}sxa=1sN)cD;SjwTm6q;Q*0
zc~TfNr@4_KS$B7=#8ydCW11+k%7YI(xEd$#`n)K|zO!A=eZf;HM_Dme;!yvHdZNqr
z15c0otPUk^h?g~;6}BFfG)(elvSdBnSF@U}-0uqqvYJ$lFA;}}b<*iFt!4Vx&jnw|
z->MUZ*U=VaUfEv62oUcg?p{!UM(rhfV5|)+pV!=WHiO(N3)bVs`}o-rOR6a)A?8|c
zWJ^K(yCc_m>$R7aK3^d6o_U<k6wJj*m6$XkmnUOu$BQGndffd<u?U%O=($pG#I<kg
z?2v%X{8K^u8vNkwn(V=kH{O|N<dkF~pz$Iqtx`n{7aXu(K{r*_bwet=c3<jksFaJD
zBJVCP!3B&?-Ql-~)W{v$4Xb-8{`g7A8ZO@16wDD`WY7zDL*HUtOJQ3-DTqf;)Z*pr
zE!_Zu&y!NfW|j8$DVG0>y6*ssBI(vfK~X?Z5s5M=k|pOjWCSEf$vFqfnL$}VK?EcU
zk|cwG<Qx<M0m(TFNEmX?GyFXRxVwJq{l5M0{`a~6KHCmmU481*sZ&+mU2nZ-&Sv?0
zvnkyT$?gnHs{X}x%#=B;D{UP$S1|;H`8#Oi2POr~g-gFVKl4HX&2PTrEpodOkNRTz
zuFYNXl|_Cp3pIWIaGo5jd9+tv+{Zb^>mA~&8;tj2TTMn<kKQ@-k{7@%DS2NkkEifo
z8G-gO!Ane4id|P9_Zi`azv>r!NMId$6Wwm)&He7txHsVLa>%M_;-~bRHFYg+8L2U=
z^*K17AsSZhMrA0(lH@T77wG`5khSoZV_Hb*5|0HeK_VU(?)IoE8h)T3Xh0sNeNXIw
zp5dMC;VJ=S;a>J!r;B944jx<V%Mf_!$WZuXD<;6<GyP68v%zRYu%T<UdBN;r^9Wl+
z$oGPBH*gI_{pi6ZcnPXDU*dh{`yxH;;ICUswHY^L3ZTvkiEGsM5Y>C{j<iRQ!+hSX
zkm$?JQD4YHQQcy|M%S)s=dsMFymudshOhV9`=r(Q>N@TD#8$tEyQ3&=py_))Jld3Y
z*h5_RGr4w2aOSmdakOf<T@ehq-bVTc+U`I~S`;fu^yoIfG-PKfi}Rl2?cE;Hg<A(5
zZIKGcbr`S1Eag6yMp9mXVBrj(;kARy7_#`)-zl_kW9SZ}&kb2MBpC0t+sQ2G+d1rF
z4&J%Ll`J{_3jNk=Ng^Ze`UT#8wMz0;YUoGGr})R64{RojUmfJNeVW8|x<+aCEy1O-
z_{$|@t5E)136XO>ofR)89tW%Uya-o*DjfBs0i(G72!rOfx*|Z)n;bABCSm0Fz`DD3
zvndI#taLx291<9n1OAQhOUo;TeIue(y0;tS6&34Vn@?Y76K~%05qKQcN;WLqT?+Ya
zW*e$P@UWW4&BsLt=it~<(Wv1=r-(|y)^upAeg!Xq=}{h&`QpBfw@5;b#muMInb^qz
z<=Jai@>3*R!xc$aZ<?abhwbDjjL~p)T-|;D&JTxH3Hl}D1u-F*i#*Q^GgeW2!k`_u
z*ntWl`whw5&A_a`>ZWHl-{JX%rMs5r^&0|#9VuR4qGzvf_;vxTo{NSYYB%q0V-;hS
zFz(u<&c?iBCPAZ!@p=O8%r($)^=PM9VJ7RiET9MxD9Nzp45y06B`>v?l$Shq9|&4>
zF5|rfd!bkDOY#<={;r4n`|!a%2v^2(Qs}V1(u&sfCCLOiJi$GxYSC@2YJq&9l*!_6
zud->G#GaOum7Ru2wN>`y63><OzaQnhK?|@o-M<KoPE1aiO<F9UC+047Zl=@sefutQ
z1HAJ^brg#A+e&4DZEEvjVD_PB7!&U_B=xP*#iTw)J3s$%$jUhQ&8?>;bm1jNq4WDn
zAziA~8ukx4B|R*!H0LlM`>^L4lZG2zjh3&7kMSC^J}x+jn%_)CXTR-h-yY}x@G0Tf
zSLk>J#>pcMM2`%jX61;(F9_|mfa0wLGK>nIue^_cMv@i(vAGVF``9AB@oTh%<8PN1
zZaE$=l&kxDi6%3Th%YATr;JpAFDog!4RR`Ex2kdl+`A8iin%;1DD`ZJAUWgU@=UQq
z&(kO(#{g9BW_|e<d-sdCOcUHyI3uiiFY`;1sCacUj(tsd>8b$t%EW7v;aR&Y4g^tV
zYrk9nHTb2zyEmnuFZo`66)cpAwtl1>1qEG@`r-x50@#eTmRCPOQ@frQ@=5i};mUid
zB%3D!)dTm!1}ZxPx({lZdh6#|8Ml&5`)HYx6r@K2jr<e_^f)!>moZp6QGNI~8g<_J
z2#D9dY<9XADx}Iioo$#9PxoOz9Hn@pHtDILn%6OoLgJFvQ}W!qLG5A;_FTtV+gxAf
zV^Ln}y;LF^R{wr6cM(U!mE>FR!o|0tU#bn=;l+Jn(LR&%pYlnRh}fJy$~&wG;#GGE
z>>FF{f~FMRo*r^|R}&eIay3Uy`r6at#sH5O;1QBQl#;t7{xi0BAh|-6+)e!4X*Vl~
z%b$1zJ`(?ic2w_p(T6UI*29oLn9E*h=8lDJLF<gYwVnsaw&$tsT`PhUl#MCD8^2NY
zqzQ60x$*Tq>v&|`!Q9e(AIDw7%uo^i>j_FO3O^?)@C4xzD0%1N@mhx~p3176%&0>b
zy?7S+R&dZ*f@IRw36~}pE7H_?w)#5<D&*vA;C-iz_vVBx2XP>`%D$Il5I+=AGKIGI
zWgdXEpH|p)>FG}Te4RUvp&;f?JA>Qw>j-QhlATsUwVKy@cK52Msd)jxfl<|UfrUHm
zPlWtk3G>bNiLXy)jp-TPWAFyzxA>uWh~4r5o_7Eu03SZ|8L>E_>GD<Q(4tQnU|DdQ
zTe_T~u7d02C;9!Nhqvbq#y-1<kUR4?cMW!q>^&=qzYw=ls(4@To7Cm+;PtyOyN4zy
zhD&nS68eeBsV2}odM+njb?p$kg{m+Y!F*?HCkZ|5px4V>#CI@|S@7C?4FUQ_8ry`~
zMXC~EX$A$DTHtRDWMC$2ehD;{>K>b07i3C!gY1fVuJb;uhC6BR#JxN66|DoF`3JM|
z#3kDmX<57E(cZzQJ#$(+i1!s-vsAf3#IHUk1PyMb*I#zcLE93%ru-1T@R8pOdXR3t
zlX0ODh35YDOv$bCxoFI>Ey1h3fr{lMJ-3@LhQ^{O)_e3yD>`M}W*O$HUzL+W(Oc3v
zSQqb4>0(@c{P5=2Y;2xyBtQuJ&HQVwRB9Xdp}W#F8e@sEQ%zr*r`_Rr+sy&R>c#Xo
z2W6i#3@M>yE_%eGbP=}WQC<Rw5)j`u*k>fKr(_zFqumHK?~_Nz%R6RV-!05rueYMI
zkse*Yx~J6W=JH(N=2EQAfwiIL0y^2pz2<(oZOU4IpqKC`w0f9p(2yI4d2h0WHZ0=Y
z%lZDQWGA6$DjuZsTXW`6BhB)DLw<L_z3NWg{RgrKj+*ri#rXUXbWoo>Yh#1=t(BqN
zVAD?{c>xS<N8GucCQb)(-2tFngF>DsVkmrEYf?;ZpkR^M3t&Goie~QAW_}v9fI7Bs
ztzIEDC<^81PAcS=^T#sU+m+}#s4sNAvS`9~pHA`fws;dFP$z{VQ|-~SPE+-YhEpCj
z$X!p-G|-m2QIdp_Je#(_giA$U8k9s5ixL73DdD=iIL2TXuJd%N^S8>~qEgM6rZ_9N
zNv^Li`NPX*bn2$+{Jlxnw;r@u+2l2A1|`0Qqb31w+n@Qk*JnPH-le&(YBJK7V8ifK
zUgC(Z4<5M$C*GGxHanuMRm#$4yqf{KmuLh%n5(&}psa`C#C)R>L-;AVm<lS&1s__e
z^T;kV)aRTtr+<(qOwh%|(#%Mb>-(z_UM}Z%nIiSe@}=-!;nArwAWi|V<MysMx?cjm
zG1=6uSLt@Q@r=OoP#^;%&&E9R74}WaGs<3b=qVp(pc#gGUGoZ2Cz^k@&3K*W$SKgR
zeA)~y0eYT<6H(N;onb_@GY<KdJEl3;z506A{W<WOyRQH7*v~C5YidP8qQcD9nzHPP
z>rI9Whok}PY*=67cwH&8;)j<GRSpb|wV2oyqGJVVZOFrA*~DMEqV%tTC2RWg21Y&&
zSZ0N+3%_aZ1LBaQ$S=AA-1SY<n^V>+Q?JcOR~v8Im>genAM}S`9e;Gw+I>MY!^6@r
z3aqxWua;}(jo*FDYjwBR%D~4(kEMObCf$cmtpRem#9G8?q}o^3XKOZ()DVWhldrSB
z_OzJs8nq?n{Uad)%NGLX#Bel7nqy4ktxw->0fZye*NYVu1Tn=ZZlRq1aSQmw@fU~6
z+5>Cbl@ZJ;*Nhkb7!Q-59xpcDx-d_)_YnqC5clFx`w+3MWg7xN;0viA#AK}Rym?R_
zB;ONgx&~qbwV@vjcCpE$hc19nbFEuj@)jwVec|uMADMY)WWnfqx7+b$yK_}XWsCer
zC>9Em@Vo<29x48UPz>@59ugJ~#3J<h;u>;Q<iE>9@)KtVfTRQd2Uhn^89P`w03bbZ
z{77I1cGn<|-xIjVPT52NP7eg;j*ssTOeU-VA`h8W{C7?hU>gz(CvqVX!2+W12rRhR
z05{3A01z0&fsicE!U@2efCD)Bhq*#nI8Lkg4{?Ps{|QHhlzrYjzvc>I=49sl<7$%Y
z+m*-Cw#1y*YcabZ-xM(PVjDOwi1_GU)nGHzs9H#d3aMB(XD%0)b{)gKMOLM|^Kw7M
ziTIE#<C#i!JmGq~M!Y(;(J;5`UNQ1Kyewln5h{9>B2qE61mm6=#aor>DGQ#1oyhV;
zS?ozIF1szR_|S559y+<!^4y8R{Pgg|bX>bvj~l0W?HnEVcekrplW$|%**nwT!pYD}
zEqV4XYT!i`^mAzB{o<V-!h$&tNt~zTZ*F2zQ@`O8M|<=95~w^ptQ*t%^-Idmcg&=|
zZ;P2b-&M0+y~yaqzfjrCk!|IR{}wBzTcoN>V~Y=s*r54FBmrrrj+6g;z0XrFE^Tpi
z1a7+u+uXust;PL4nxvz&tRmSj7aVQz%<}`--l&FOljPB6BV?R;m45F%yHjOZ?DM|T
z^q{)vy<irP{f14r_}9Eu9Pf&lvRLW2p%^^+o8#p?6`zmuliLE@fVfUpzUz{)W`0hW
z<?P&=@4AGiFwIdbPq#a6jxHOp$`#Evh=1FFI&TSmh2Td|%2CZnk5iAa^aWdHIz1O6
z$j&XUWiKvVn*nVxc~rZ{fUdX0<CS9Q^`UdSGceMqL;S}U0%Z}^(KJ}<?y1kbYKB;#
z5VLpnQ-x^{$dbO@5hfefHl}K#Ptb-CxMVmgvuqv)JKC6Lczd?UHrlzg(o&U>esEll
zFZ`am=PC-7nUp=4ccBfgQj)DANx#)RPN_Jv8eaBA(Yd~_V6Ua>zQ|W9sXdZOTwM3P
zEMNOOG19WMbnn7=0@c@jiu>+}7+_vGkZ}=3$DO{uFCXlHF?ad6Eb0V3@iQtbN<hPv
z%X-g!*Ye1p5YER(il;=f$US-9o?aqsIyB`;ujlR)FOOxB{SJM^=)IK(LBsPNJauv}
zawd+4n<a<ok-3_7^Lcu(-%v)C2&C!d16lRx9+Hs{JeTt7`ASMVBW2jHt~;`1Qq!<9
zog~X!m0wKPsp@VC#xGLMogr>0D@&JKPwwKonaGuNb?sK4`LT;07MPr@Ze>lawhkYa
zu<vCYw1t>Z&+1!W6F0pYzOp@R!@@ghuVaOgJc+kLyMeeHC&quwrbGPe%7_N^dX7|4
z#~ovj0t$D+0w-SVC#y8*1o%ujkJaIBdDIEC_NM#3v@X@pB?5akrt81&<vXZ-vh@}~
zRjOr&t&iImRk)Yq=SVnqbIFC!<*D9k@$sCJ$BL3b<C7Yt7rX&~oA8_&9WR*H9NH2l
z!VKoXp`dvBJVF>J6#rS#oA6kA+Z%f}yG&HPRflX;zQO?~Cl#IM1aHDDh%1^XL2uT#
znc}yY<xm%$QfWJ`sjeyTR_i_fc#r3Dw3CUPL~n!-N<-|UuFg9_eOYs1R6YhbRGtZn
z6^V=s2b4J-tu~B0dMOw_<$lS~^rYf>STNaogZo$Pt`DDaf<}7S>62c~2E|s^%zZ?W
zxbk*x3;ikUfq%xz6#HiIDh5`$82S2#6a^j5LUX#+5%YZXQKA5_)5w$H0&89|c`b6<
znidu`HPy(bZ04%s!5tp-xJLSTXJ-v_HTe7DfeCt!Tn!gaaa-GmiF!CXyVh!TP1<(^
zDP_nfjqlD7r5k3|Vk{&Z`lP}L-VDqbgrd6OnABGm5Wbmt=Bs_dCrLoOv^n>=H{s(6
zeWMP|S{x#K!NxBbcY5vYl0q;jf-*3r_GRWDHP*MVTq9037_}rg&>4JsOh$f*>e`Cl
z(K2i~e{{#)#^fU9gTXSjy|ww8rvo4924Nqrzj=SpzIxjI1-~fu{x?YyLE6asSb9_!
zL)tR@pQjLBocs8qzu%2Kc-HMDh8FLfxuQTs%;b03)JJ)56eohF<S;8uiY_ZRm{`mx
zc2vn<7%b3Fdobg{g>CyaQ|c)cH>c}io`4GNdvU+|l-H^9=~o*+e7-~>=d1RFsi^Jt
ztwStK_KtvvptS{VFMX*1-GsW>Or9)>juaLCdRpP9exjZnff(qW3tG*Y$23iL7gLWf
zJvF^@ckP)7J!t|9Ew=rM9_F5lvclfy3evH71tZ4QlkZ=Wv3PgeDdoQ~?}bzc>-rzX
zh1qi7;mR@QN!Z`|h(8A>p&6N7QQ%jb<aOJ-)HY2lL!>qEd~A~3ZC_vJi$LeR{uWCn
z)lG5oG%wW%AHQ$GA_`;kR*izs?g`vl7JNmsZ||*>4Zp}4y0zp7Ht3^yj_XOPkaELc
z@G>{$H?VkeMp0#!ZOE`Fo}Y}r;q}`VMm+F9CA7Dc2R2__(B9t6UBcMxS5FjFBk01)
zy40RplB6(t#iGGNNUU~C5svzZkKOYx87)qq70zeCe+%2-U}isuZLqPh{>QM5KcX~D
z^sO9#tre$0j=$jLV&`Dy`f08mpLEcgbwgkOtbj#uwXIMArg=s4Gx(k_8Nt2hA~VXb
z#Cp&IK7XcFAjCzJ<fX(D!Mh?RFB6cgR%4d$-d#1Z9kPrXzfleSp5##cdSYwYTVPAe
z%%zjt6IQqu!tdd{XQ_*d@^}9m@<MOICLsa4E-WNV$nvvrvp%l5C;r=uhd16kkAC3q
zOsuTscK)`${}DGtz;pHM6lRe`w%X_COgEr$Dc$g4H~6w37NgR9dIv*7&30>Ah7Kg#
zUF_u*+^~D<E2a7#31Fwjbr!J8_N-+{jf02x%qnX?oq=e~b4ORU5ioCO;+-!73&xPN
zaDK?{yqxnedd+gaW8r)!{5b1VlD11%M*{e0i;CCRd0dFs1HRmuNLz{R?g5i(O?^X$
zyh9tkrpBAXxaVsmkTD}L&v#cx4kKk(iVB%~xe|NCgP-Q*2wnX0K@k{|eO4N5e>f35
zYz*2itm|p<K1RsJ8hHh74T@Sm`=u?!aUZ6NUv36eX<;}@iuU?nn9(yhZf0#hb+`;L
zU2RkQ#-2mZ@+i^@i#mguHD?+FM#%QiM%d(N;}16Y4=oOICOb+E=LcimL;jFcA0ce1
ze|=aNYSfAIAGn*~JwroX5a^^SC4`jEVeVt*KDkX(e2GH|1w?yuFp?jfimPp9v)WZ+
zDPc1yK#B+X++JSfoLBliABa0yI3M8HDqB`)Z{T(?G(G*jF$l*+yJSFPqm{Al*lkOM
z$Jq2m?QMRBL+$O_yqp0II-P^rXt1sK!`!9plB@>o!s$p|?*j=|aB8np|45%C`eWps
zDQ`fEmW%R5ML6U6=^gCc+@&9w?3M<$4-X$HAK&1dkp-madJ{;=<P21~$N_nJxx5w}
zH`^E?6UU*#!`-cT(BtF%o}TXh{%~UAB2CTtHMOyqyfeu|Nz0C2<<!F72eX}#pdK1t
z>56;Wn!H|X6T=GzadGplviO`c9j??I)VyjShB}~-1BY3lioGnx0kpi@y)c;^)w8mV
zGw65~+}tyu@N|`&W1ws>R+<oxw%bU?KqKmzDjj4QE{9#v@6o#O>Vv!Sg}ssSnU*{H
zU7=@k3tf25?2!T8mUTODSBlJVKV&ld0$8tNQ-ntb|7HXz!X|t3-7^6!B81R9pneBJ
zb9r}6L%k3-0HkheidH7PBQ(-QD)uk~no~C7S?~7adOD+<&6bLW?=oE-pysb#g8UuS
z)HgQU7EE>jyybhhQA=d{%RqUNbqohftqCASYPF25tr=-)2{ko28>_E2*71|221P?$
zK%6GaTn#`YWJT?rDodRYCu)kiBRM!bOQ4PgkF7|mKEEna%{{lw_wPfWK7G#B>|I)7
zHKwvy^pP3;ylNN9rA#6ZG)^?gUvU`P+RHAJ;T~HGZAiKc=sw?yL&H{s!}2g=v~y45
z+^Fe$LYKK~iW1jC5LQF@ob?1c%^D-4l5MZ#-l1{`Q0YWYz`^FcLO0=?sNL4G=qvN*
z0-+J{dCO$8=82J!xNU9CxACbMbv(<L9qm|GUj`WXZnDYtGN0PHBpq8(M^D~4Z*yCA
zn6M4=@>x5<I&q+Exew!b6x{9##mQDC;tQWQpEZwkoa|uw7NRq3HguWs(D$bI?o36z
zI#VgUrnlux=V9LXe@&FRlL1AyKH42-IQNpQnFzIoNYJa*QPZk(1K5j=>});uU9Qsn
z9u2v^IoOT^jiBqvOY9^vnjF7ZckCNlXXE`}4g}6g$4^IwhXYpCqCh$4P2KathMm)8
zVWfn-%obGVvDXI+jI%T4yG7jBv9EI8`6p=AQfFx$?d`4f^`{4Np*uToa&x!#=ztMq
zL*A;ZI3K7KqGQ;LY2*oyI##BiI<3B01l`vle2|XTTP+=d(n9-twD9L~cJqJiw8j}h
zr{%G&R1G3~9b(+b(9(~JPg@qXw9Hr==Oxy*a@f)uhEAJ|5#lsnmN{D8$yP!1?Kq%s
z%Z;<e=b86HV`b4Jn<Id(G8@nr%kvQEpzYB3bW9wJYsemTg76rghjEx!D@m1*uGiBt
z@uSOfWVp0qqPF5laB3S51_+4&8P*_x8tr~)#`Cmw{y9+Es<W<%6eMtce21;W+go1a
zObzp`eobxOac^&m=(7eM*cN!$Yf%KfB@e3gK$M6WiJ&7dDxDRPJ(z&#56%GFK6jRZ
zIgCmHU1O>ree=)fzieQvH=CxuCZ?c~(!<?e;mtu{SRV$eJd4veQR87Tx;Pp#)T$eO
z>}1@DLlcqHdvLIkmX?x}L&eEqQdZhwtNAZoSGI!Ze8`jnhRhMi%Ap4wue1%CHGZ^G
zvbmFn^SeS+j&WVfep*D=1)P#CSGMhyl5<n~(H};N<#^dML$!FjOPv0x*yerr>3MH}
zy>>cte(OJanLVC{H(8}tdy`3l-SSP|fe!ekgQeGXdCRB6Y);o^PFZWe)g({+u~Un#
z+Ac6`y1CC!HwNJ2Q$<II<i3Av<{pybi9^8=6l@qhRDhF_f#^?K!0ma!7)^zkmSzKz
z6%qhH8f1eR2oDp+?Vcs}_1U%JS@klKZzuogzcPTIC~+ERSdOIIo{EA4Q)BGJ3^0)Z
zlZ1I(t@ahf7`6unr>f>@jB0remi1?y>n2-aVePP^J*k>;);|B`gW@_~D=0HQ-plMy
zjRzIodlSd&xH1wpS{5>iXxhMbgP9=;=lAh2%=2c)m|b-A_VzS~E-Ws#1P2cTopn^z
z>NasRLxEu~avDPnl}dTCg9EaYRW2NrJ#%vv9PtciRvI|(U5aKJ@lo-ae8IixtgG|q
zsXgXE>Ya>gy`*;YM3`2|`9nZ>xFIGcZkdftetu`f9jddz!Q?32f(PN<jNsHijD#}r
zW}&^jUIc82_COkuXPgZG=Jx5Vd6Wq1F+aTS7}ufV{MG(Q<M+W<Mz^egj!o7LBXg{F
zfMV}-vSeaw?G*s#kX9A53NMf>^n8i{W}M2*BrU()+#fBd&8vX$mQ5UC?{G@T*NCC{
zgzP(~xiA&7JN}&fDY1X<^-dwK)3^@cDZqRs9)}|l9iO?h3zS@U%)}PUqtH8FQE7u1
z``d6tQlO49e>neTcO4ttb`XB-E&LE(`8}V`0~l(c0hUF_>bYmW(xoXw*Yi^+oy;#M
zbZHVP5CW-wK-3#}2$Jm$bhKXCuJJHU39`0HpySm(d;Y<pQ$OoZ$y)JIbUlS4!1O%J
zF^l1xuXa8;13lb&k;__kjm>GOM&~b^u^1|^UG}1(>EjIe#>rjexb-kMtM{6{dj^iL
zKTzYz6ND1LKpTV>n{7U+f#?*Fvd#S5_UfZmKk%{sRIeO<%5(^zxk=09{4UU0814_5
zm6OzD#qQ=h-Tm!&b4?Xar<QIzq2;>O4zjh$6Kezk)AHBXb)73XS-^u*WkM9;*%W8i
z%EZp@w6oaH>#};>8+|6WZt&>SmsZ4J4!KS#1GK7QEx7QH&#GnIV!Z*fRCUK5VJ9tA
za<#{sLAEtJhZ%|9WAl=%9!J11c|_hl_^w&3E@)zK&cH{&5qMym3_4z`c7WFG*?1mr
z#3e%Dl8IF9%YaT!+9lY9t&zHLfqBT$3e~`1-Cnl@_++_g(tCeOGrz`pYuL1opWTT|
z8vb$x2kQ8H_Bwmx&8A>h+iJT5Uz`NU32a`+Ye%z_&*At>7<$q7&LMcH#-I|X7jHi~
zVnUzH(pb3fkrA#77y4q`^P6mC?PPZuq8`3n_TN96CUC<Sb0*yZDFXZ74mc;uJ!hKU
z(5X=Zf+pahvV(iPhXY8XC@BRbdhL!PG;6?_JVYqE-Q76|=)F5CXVj8d1G`&d4?LGc
zN34{BfGOguu6M=9`9#R(Mzd}0-bAp=L`4JzgvRhl#9}tP1bBpvv$hDU%X@jyCb`us
z2ligd9R$YFMyf=<H^^+Lp<h0K{_KZ|pQl>~Ut&bI=lgg}6n9fAs|V>{pit<W-xGh?
zMgBV%hMG8WJOS)Ufzk{PpWXMaS;Lth1K`T?k+qeTm4ShQySw|G^o9h`Wzf0Pck`u>
zP~%1SAQtY^krmKMi0NE7e&_EKW6@e!%sob}@+Yvv9bE_w@<E2IxexAS4oM1^z`5fI
zUG7^;5I6!!N5kh$<*a|qsKAX`Sy?%1`4bfm^NF>$5N}ovp@tSGmBrw$7eXog;dATV
z@cPo$Jv$vP_6mFGXHebIJ_NpCA16e9IwITkO-v5wN-7-<roo=d0vX}6BV%>ib=O5c
zLQcL*{UTpw!fX5N#gpZM)GXLi4_uJya&SDeIX3zVj-x@>5MlV-ldk{!#5d!IpPW~8
zqj%AHn9Y{I+Q8UiPAy2lw%CI-3a+oX_DCHAvb0R;Q`NDEoXipR{*Wu=Ez*_5TwY@a
zsaqLJ0HhFp=R}i<^&Jh`-5Y(if-veh5Aa1{><y6RgmI)7P?fU15^DruZ`^Pb?aM1j
z`$-lt_&RHkfEGTdK8_ZuLKfHazAZ@`q1kYdP{VxR2&);=Zo39u>)a)~XCnSWyV%RY
zo41yz7!xK-V{4y%P1@)$h9E?zns-q%&Q*9?d5&5f7Fzl?sr8;Vd%94HrRiku%uAwk
zOZ26kntE1_JaVnu5tjMI=8kEf8M3V<56G)$J=nDCBJ|2$v05Ny|2rp7D#Lzxhl|U5
zy{lU!<gNRC<O8(niWW*2FSD3zd>l`e>uwKS^gHBGIM8tkrAEHC@@*|2Y#)cTZZn52
zXpKP}+5fh)aZze_Gx8Y{y=R~~Yg)n3&5@>()2{$JP8S7T*VlcU^GWK~!!bKg#<v(@
z8);xo;NkvyTw_zo)<r>fN*R=W44E}U4w=}ANi;np_L`7kHgk6fu1}b851LQZ+k{I#
zcb?q6j#6v{oStOxQSfrJy46)CB+&0UW#9HmR@OP*>RSR{<MZ$@MjlmCU-3!q+X;NE
z)^m}muu_M4NlF7nJW3K5MZ@0xHj0MDR`=_?*%WFNEQ)Z-dNr;m-<ELr)`K@T3V=Y~
zr2M-+L>oLCL!ZYSsBXjES3T+;m&1?dozte}?drL#NU9IP@-*yYC4=E6Ut>aK!LHsm
z)6lg?UVDua{m+5LTUg^B#BuRZ&eUd1z{SDXMvWF55B()D&*hw;Mk+RFSFv+*)V$+!
zTkP_a4oEy&EvP%}egQgJE<Svx!@aec!`fB`s&kt^PJDUd($S1~36ck=DrP&wwg=v*
zK{kf+bv%v-=^SjU;h)dnr<8HHElM=QO?v5C@$+Qr9AU0sW7@#nDlpJ!c%b>l+$3MY
zcH9974s&VkeTjT8t&QQd3{aL*$&a}`sRbK29F>D_fwf?R5Upz6vlrLJyArw1mOY*e
zU7WIs{M+AqCA>d40+r96FF6iswmDvD1i@FKb)F}Fo6n+<PY-Q8&lDF;Gav_T!;|AR
z)d#CZC-CmQ6U(K5^Vd0f{_mNQk`5<rsaX*gN|f!SQUB=402!|F0li@DL5A0XJ!+bA
z+~(|M{`W$Z?VFlDo?CJOo9ymVS+{2`x82o!J%_8*qNQlk#Ir9S6uRUyL@EL&5&zLY
zS>xF!mrN>a>wfW}`hRHe>}kLYU}gJk?<~jJ-dV(c(|=*(L}ot!dj9`(?<`WCzgN;v
zJ6C_~X#HuY>(Bd4krn=XCH*AvM@c_v@Gm9(kL{gB!W7Qy^bhQvW#Iz$9s@`VE-nU6
z#1HZe;0gvd)c#wN1O(6ZzfdW2{Bif}pB(9*-5Jh#MvB0R1XTc#jWhlbPNY&lkt859
zpIhxuO8s(g^G|!2|5Hyus`K|s`pLI`l=PD?{_Jze3je*5ev<g3q@OhSmy&)tVExj1
zKS}&i(oa_Xmy!^;oAWyT1K!QS1nl7l@I2hW7Jss{6J~a9hJVj`fOO-ZcZMUuL+9!t
zmlzSaqaWMC5h;HlC<5rqWd04&nxql18{FK{jsD>o?~jo_z#Rt2bO0P0Ib1U;+p5@@
z1H5d;0Grr3E#e=@h>*FEDgor;oM$8ZAFuy$Wcniq+%Hr+=Z_PS6h-KPs1gg~?^Oko
zm2D*?MP>A#FrF*VD5^%r%mlCw0T-3r8~~OyNgESeK$}xU6++DK<VZj=lGTJ!4Z)6v
z?7M%$F(Gd{H?f?(k+D6%T||9e6b%`pqOqwt5b4N`TFA)Oz!*qSa(eQ_%GesQt^QBp
zlTHgd7xkkGzpH`-jhz$C{lXl7$=CG%3DF$a|2o7T3m0OFK@QaaHD>R3q~0GQk^KbP
zLz0S~gZ2P2IwT?8KM&gD`bR-~NGb<o8^Cofu3@ksWuJTKuYm;2T%11z_(Fj8M#Yh!
zy&-bK`la|`7kz@~psR{(4>hX30I0o4V@)6Ws@FuEu$_4A*EcKflb7@*2asBs`&Y3x
z*qY22@Oal~b=p$(vh#XCI=n$4Xt-KeE<FFl67<ZRV#uC@)XTl`_DuK2C|&!i>dcJ~
zRqY1)f)B^ly^bvS4(<31qVGrEff!LyHLrC}YBSlnw{|eRqioOBH}mO*h~|-?UK{I=
zh_vca6v(!IBk-Dejg-oT6=!++g%gc$E{pP)U<{A4R-;7P7K^sBz%IQ+$}tPY0f%5e
zO7n6{bK025^pVY6N|f$C#~r@MRuL^TAj%-#sP@|uVBJ~Gc0Wcz_3iuBD^*37uTT6P
zX`H=?`3S7_njE0Flr(y%s=TpmYJw7+yL+G2+zIh+$s4HXq-<kP35h;9Oqi`JTv}^R
zX<MqyAokC0Aj)QQ`F_hUkgkZmxOfd(HfEAD%mTjnrS`jC(bdP531Ir&56U=&%IQ(h
zn8!v*rR9E8v6UsJgrUmliIlTNJjS3FMyC!{)*OD*m%%$ZNiv|cfaWp<qZq85&B77k
zGsan>p<t6(F4*o$P)w>|-kvHC(@tQi;-AG{q6y~lrzvl!Yyl0(h%3BS<c}g9krDT>
z(dLsMvUBfD9bcim?u&w=ce8@2r9k-GwkYPecjW4RwYR?MCXV1<5Y&yQl2QE9)~4hn
zd}&1d_5RdGR<eqttdQ=NRx&#YEg4}m%#G)A7e6KT+44-5tD5I15?{k`#<<ueoySMc
z+I<j%gVEIBdcP!yO20wgtfI%spY!drB;TiRTTQ&A8;7ps5)hXViyNyqmNW81%Hm9S
zg_~4x%A62l`#%+V)x~3zZ!7XNo_=`7D9pF5w($5$(GI9hEU!>y{zc9d<5KRcZ$4k&
z41LtYvh4~}TXVTrw;()S)Ksd`JL4WlDxap9^j&hzSlO)8%rsM!_)uRY+(Sx(!+i7N
zV)~V<GB+q{h86SjgF;Jbgj>?DM4HhL4vJAv-b!{-`c1Z&cJiiv63wTf^ef?J>|HnY
zak;E7X2=weaJ*%B+DrB1P&CJ~0gB6&)hJg@d$XqY8ufED1s}AYz=CVo-Iwv0gz%W2
zmKazy>Jh7lnkTigDH_u$kA8b5)pe~wQt72^gqkLifn(qY$r~ImHZ7z@UP|6ArTNU^
zH{>X|toU3Tqd@wu^PTHQstjfnzPAh}!>~m!G7Dd{YaB8`>-HzOP?3hgNK2!L7Tcjk
zabIAteB6FCa=}q$JoD~{ZQZQ(Nutgum%G1ZHF4zy?Uz1yp0Wy(|1C^WY4{ysC=b5o
zjo$0m2{vtoqMLo1q+7A04!f@8eX}`wYtq?;(!UUsfk|ZjXgqD=b>Qu=be@AQ3I8|B
z17;S1sX4u`7b%^L{Zv8XyPuNQoirX3KM!cHa#Fg4O-w6%D-%U4i^4nj@*_+^&H?LC
z+1hAhk|Am8PQl*y-(HWn3*ES|OqHE~!V9hYmYS2GYPrAPBF6KK4p;n=yTON;z?opY
zi1q=;PVUS8opJQN*Kb9aHnS0#d~ZzB7f%!M#cXHT(NlFa<K?Xz>L0CI(F8%>z8@@_
zeI}z;j23U01AUjt^h#mOk2+Og+|MjD-5d9z1oK<jD{kRmZ_H*LH#ODj5prlaqX*%<
zdG?qm^LEu`{pehW>%&H}%!Y-=*tBu8EFLZ9Yzd;9CLwyC^hNYdnItbh(hGs=v()l^
zGkT!%$mce7mGjG~D#NSEoKe-Z23PT(fL;^&Z(LQl+-jB=+x^{lL!T|RPXg0`&CA15
zj&JH4HzT)g-(|yx9c;5DYqb-yq^A0LnEKmO(l1kHNuN4=qtjJp;|ULDyO~uQoLJPq
zWfTi)u_~=h1Q*3=^_D%^!zG8&pnt9H35yx`?AZI@wNC%U@|EhVo7CdyIlFc>wTb!a
z9})y8ryLUbLK<v*yaFOel<-zc?05Mx&<fov->eX<bob?}K9d)DfkLg;l!GUN8?=o_
zjunB1y<p@2+^@VeO|S2_KzDHe)xHnUhGskT$YKSO_DMU4ooPlYt@~8{Jjjz`hwYMW
z(hdh{*i}R;gj)o}@E1Mz#K=hx)A7QByu;mDJh%3;l8y6bq@v!x3w3(s5*aV;@nuvu
z_C{9KnnK#=yDAFs6-dsuOWadivDxROX5(&8C$h&-FFw><{jj%AQVe45<F<$$%}iE3
zLK8PF{&eAHtdjO6jQ7`qt#brtJB;P}<Xf#a>oe08-O_Fz-CVRVqcnEj(#|X7&yM2z
ze8<V4>h{K-`L&2}P3*4%<4XOp-#IjuUZ@xqwVOOpOWO$Qy1#6=_su(9+ZwZoMx5t8
zHs_MuvYjyX2{+_zZ?i79L21r*>*6y_UP2hnC%M@TgK~oyd$d8>Z6?o_^8A(8Sp;FL
z7R*M{FUw?Tls^-DXcSuq`J`WI6%D4R(SC3H{0YyEr(;(&qq_|jDzD={Hlodap-5(g
zLxgEu@uH*4S#0aos%<^V0^eVMr$IiboX^h4=g0qw2a1D*`v;&9z!v_eJWziJP{_v4
z%<(gzaLtya82}WDrW;GYdlybab4cHP54ZPHSeKne47NJEoqC*2cg*t?%158j9@V3X
ze=J4QsC|fXk)jKKC9ZZMrxuzx(#%wkb^TgNPSwoUWiJ6&orP8BPTg0wrp|M_tF@bW
z|L!yK`E~gBPh);TTlkEOTJVvY{9w}HKqO3%=2@f-vCh|}jQ48u3|et@uJdz|R5*Dx
zC9XBDNSvTfeDJPq{9vcDn8bEdI45Zy*z>5jtPU1ri=Y4ehW<T8G`ew)>X<>f$K5w_
z85lhaH}>~BRYP`bm8y|A#X*x4nCAQrt4h%T|8Bgsj0cCZW<ssW%8pXpKvnaAsa)>7
zEo?`r;<4t~5--W4s;WGCIo+b&!>r)d8mqktcldxVI5KW`IjeN|v30{^Yq!Jfm6Nsi
z&{2L_4`&lsYdXkMeqyUkl}Enyex@~7CUAEN>?EGut7^|22UNu2VZo2gQ6f++>tWZk
z?#|I*`8d}lB)2m`1A-K8>1F3S5<Q?!BA~gHfu7r2;{ksxP?Pm`s(+maJDMZ1-+gcB
zaJ}zvs|<da^|o=UaNKFB2n_m4BfYnJV0y5fZl8;j@72%ownX5FwL0og*|nB}8h}e<
zWdeL9-tJvI<5lyCv%PVxggV#q**oDD9<aXjoz;S!DS+7pVFvD?2IDHrqPn7fqy@&e
zIya#*vsn4o*Yb1oNw-x-mohjI%Hzo8f|1o~*Vxn1bm6zm;Pm>_Ehg4>g{4#JJ5x>r
zI^dFxG|z++zJS3I9l(|)(v}u+*Gg*LnJn`YN48hIGqe$Af*oi=V9I$2ZHASW5GTcd
zJW-b2(<$|^MH+JeI??95hHSV7<r1K3381EKz(nreTp~+F83S7lTpEe|K<c^o{qOnJ
zd*tAt8=nZ7oof%mA+09GI{|P<rcf>I7Tu_0V?gE053rkNXWNL02NU_L?)=4Nem)oH
zRV(XpbzM;Ido8F3rPksD1lY%x6AbM1P;XQqY&IcDwtKtFkIUe6n;uyGFN*`2h)%Lj
zjV1GUJT3;-#=&t1`t^qiSLd<k?K<8eKy$-iaaixUEYLIP@Z^r^a}l-Y=4y{m)H=ED
zQ`5qK03KuPDp;p#YCJL`HAS<h))APd(RLivaMIV%$E%Br$8&R^R#(SUQX0d<(|XU)
zTB!l1*P`7JxCiUmfD6(%Iol6hASdvT9~-y`LP8RO%csBqGJY(}{m^HKm3vihf)9=g
z)co5$4XiGZ)ko?`fP;yayK8!YW@ULq71)LH0TR`~YV)>%Roju)i5pn1Z=19MZnV1{
zZNbHds1vZJ?2{H?>R!H+OH_#uKm_V?kD2sxK?w+mLKR>E`ygqk7`#FXKh|PF2Z8n|
z-E8ogWe9!<ewUE5&GO>+yO^L7Uyeu(X3ijts8Qa%(vz3o*_|PBF0^@tX+(!ag%q9P
z&D2*d>#IDON4SoV(7RuwX_zP~Ksl`{)?fn)$m7lEes`b-V{-KK*`<kkQFRXv+AIKM
z?IZW5s!E=^ii!_a9(xOB8{dtfet5v@SAq1h`XbUgr)}R<RR=lw_D!F}vAJ2Uk|f~_
zIhEG&+qpS{#T_gy)ym3j?~n>e;gpRf$Bt4uhfux92&6g%s1Zh!CO{1oY?5ipWUh?|
zowY{H*b(~-Ny7Yr00J(9G&3UQ0Ym)!5!bmjE30+GClYnOPR>3_*cA>x&&aSgn7Wq%
z5?d=Ia7y?g@x%7|Bb+qHZgbQ5j)8&Tot^I1*2wMkm#2uk)S!nI^JfZ$@kaDWQ}#44
zX=_R0jBek2e%2~*pe-wk#>S?ibcniVp9pkH^PV@M6Zd<d_S)DENLWaWP=#1B1K@?2
zQs=5_fPXkhiMK1FiB{$UE?B~Tcytu+XM1qF)~M+$LMFnIX0Z#l7e8+sLQA|<5s0x<
zi${&_ZQ0B$^U?r)3j3f95F*`af8;%3{nm?0%=@7EE@b%lzaD#Tg~9uFrl-?-H;V@6
zQ+9T3`N8!OqUhz-o^FOShef7kd%LUgs%O|4$ELfMH89Oi9Hw-~sIZO);wcp+B{`#`
zW!N~N__q(v^O2R=LhG_9a?2n~2N%-s#~Y`z1~H5q+D!I9l%zFmPX@M7AIbArsz0tM
ztQ8m;sVpdRphEWYj{g3G_IAJV@hS<4AoD$fQz-J66-!F{(t**sonsWG*BwMXHuNj2
zyL)RO626xm>-+nXBm7P6<*cNE*X)mCU%bsdt3)cMOGRTPqFiPsuZ|vwW$;<il6iE}
z_^`?ctFsKo-TVpX`5mFHm0Gbqd)x<#ODmJ^-aa(l{J>;(RF(kJlLB(5MaQP<Vun_I
zQra8RKFa~MH<uc@mac0N{paLO6%;T04Noyamop=zw&4%&tdM$r)ILk;5L$&5j$z#^
zL&=o(<UY@3>oQozJ8N}zD!QkxdR9<Dx!T#E4qda0GHR}}az9kqNvGq>$UxTm*KI8?
ze`shL6cnwaUIHVFJw{QchGne+Ln-6?5$_I7Zxq_Fju=(7c}`AzXO}h7JM;-}AJlv}
z12#*yr+#OQ1NqELnLau?+QY#n70>YUJWiF~BRv}hEGQ`up7yr2J*H=sXJyf0FFIDT
zMVAAN(is`YoTlwKvNFHQ$R7T>&dM7lA!lb*+q;2I&`(46ZN%g>li;jIU9q?~tEvx1
z3H;;rgLd@`w48sO0^$kNbd5the&}O*@(fXfm5JUr3Ws8zP^_F%Kq62F2HCv#T90)>
z*4E=g!xiBkjEr9SOlR0V|3;MqdTdnXceXC$E?l9Ip@R#qd5%IX+E!m-?$UsQyO9v*
zP1JR*3I?9NC3@(CEdMh#?SsOhpA1K8=1a4z?Nq!`Fj{M(qn&4<(?&LNBMjGGgM6e?
zS+f|_@&-5zffJ0h-%ozsAc!m3k#OZbp!4BJC2l1=Sixa>*sZ|Gs5>!K4qqN#LAK5r
zw6te9K=23^OPt40Lpy$QOlxSo#>27L)xL21(;3Q<E!>@Z1f&<*L)Z(4!+d=My3Ii#
zFtn$p`4k}<D_KJVlt55Hs5GLT5frLj>BXA0S`4lyn>Bf4jvuch+-uz3^C+7ap+-vg
z*vLr#%8F({Ku8Y*&lzCR_(*FuA%M{w;v>{k6P*UTaG7RMJEVv!%VSLzP);$=12o@5
zH16So(8FF=w=0cUF2KjpBYMCw1Ce=e)<gUD-QG)I9X&u;P~euY5suv~W%6%2UiPfe
zKYS&J5Hg}Y&rl?3DqgwQ(gR2F?JKJqsF91>MJKpF?(rBQ*m2GHcMW0(W_|CP0}XoA
z1JPYU)W+#R!?(C<waN=xm+y>JWZY?WE7Gfs5w_QlRMVz_dGDaLb~GA(WC7^)%O>*4
zYK2{i1qtwikYd17E2dSQ0lVmC8a7eIKh1~5X9#Q)m6={Z>xejtm9<GQmn%X1!Nx{-
zu}8@1#1f+tjHo2gj8dkO=7ZyD9&%-prYa_irpUWGV(hgYqZ?bsy7VZWIDT%3O2=`p
zvKJY_R3Rs##{p6&x$Fo7MJ!D;KYrU+<AOAC8P}UCD@wHrFM8Po8H71kdt%1|1neV6
z2h-S*g+wzb?`kWPnCjN10&OC>r-QI<>b6&Xd_1qFCg;GQ1Rb4P<pZY0iDslkFA$Ua
z&cbL)K!|s3+bnbC-UeX(k4wDaM5c3%i3qj(TqxN)z6OC2+4I*vrTDcXTQ1du5x|XM
zDNgR~IIe{wyd`Vx$o;HYqdQXV$33F0T~B@Xjk1khVH-y^;Gw^4j{n95CZ_xj?Q#yt
zMn^lH9I2Lv<%au4Ai)jFdtx7YtWi-IX)YJ`&-%%6ke<MY7rQ51{_tvu;ws50o)58I
z>98%Ggy%Qlz}LPvOye=%dn6jDmo|DCMd$St9tvgN+WKK#^W@1|O7IDn>q*Gb<VxWX
z@#*Mj=6Xp_eEW`$VG`e%_K_6;ob1ncsZgdl9hbV-G3s9~@K*2Mfv3ZcQRMG7(4jnf
zi;&r|j)8(}>UzoN1#9)i`p<+q7xbpF@==)V{MArmxRBWx#n60SY(>I>MDI{+<So7~
zQ=imyJys$Q4l0%g85zc0WoVqRcjjht<R<Hm+E#4gQ(G=4TayDpXYapwwj^okYV+LH
zO+)Tm1546vYLjkz!FzQsO2B<38{11DFGt&>-e&L#v?m|35qw_xMq-I9Xg`~O_t=A-
z)tWZj8n2a_J=^2;6kf<t%F$xb;r2%=uy^s!a(f7*bbF&?GjY*W8o7ZY0w*hiRvS_W
z`_`Pu4~K%Q58C2qw;d@?hZ%XkR4GfM21}c$!;ek58Q}6ehD!sJ<8<%<HAQA0@8d07
zE4cGc1H^L={p5JUyb&?=9~%5de@Br<rP=@m*1pP#1KG=koJ7|>!XKSE-5Jp+l3kq6
zT&+`i+zJbbuG{I@S+kvBfTOGGXaXw4>E?RwAMiq8`5-=6L+|OUL-A~=f)s24F6Uji
ze=wm-a?<N^G9Lno)S<n7wnd6mG0oVOUejMKO*xvSnnTThu+Z35Maqe$!P4Qsc_Exg
zvDemObLG)^+n^M6T4h9jq*)#%dv*F`-}lis?h%Y)%2H0$x`9JlGK(1(zN!QGpRC^4
zJ~`Bw0@{C%1In^nJh?E|^f2xhpO${PqW;f<B!Cz_073&;b320oah*Ycxc&+Pgv@;Y
zz3cxeNCK(O-z(`?fP$YO4L<`4kQM%WCH*Av2Xx^l4gRI1KQ6TYXV&{k;*XO44M+l5
z`20sf5&+u?0}DWx0tALYQl9`PKy+T_e~<s+`YZeo*Z&ayhx-iwbIKWmh?afo>fC>Y
z|3PN{kKN#(iqeQw?eCQOkHjoR8scx2`cFh@M4J6?mHOAw9}%74*Y^Lp(;;He{gZeh
zAb=b)SSbf910pW<=@~QYe-z#f>G(e*hPV*}@3~o!YY6{c)+7X+2Ela1Om>P7691j)
zh=uGFS|bj`I$}Ky8p-&B{s=%%{6x6K!p#YE8{|xIM!Cez4J4e(K!&(r1ww8k4qy&B
z&A|#pc1Ik)Cjil}Sx+NipXC6;AR<B`{+<I7!~QH_<f%{~ej4jp1h%sTAiO;r63Ovr
zhzAgz1`(kKDNCLe2vLSO5Q61dfnc?W<Mf0TPzpFsPk?YWtfwJsfNVh67{mcwK}fc@
zHB>To)MS(w6=zg7c6B_}Soriu<n%`pfgEI%F*Y*SM@D!=)Pxg=;>ga%1mGb>0OJEd
zBLJPneX7Yn#N~v9cl>~bAZ4FB&97l0+}s>U4k!Q(Wvp*~4FlkE(jI+9B4O`ERS#Kc
zCPcMR`Obe$$VYWL&w9V|^%Qyo4w}r1LNSY6it5t32{&0$BjY_s9EsTEZ|LCln;AKU
zg_}1C?e4KG^)h+`TYJhFb!))KbGEg7$IV-&qx!ryqm*~8cH|qJznJqLZyz2MK@N)=
zs^&WdVB>=a>*JtAaCn2u)^zTd+gmODlknj!)06e%;i*RIoptCS#Pwixeb_V+-X0A(
z=+{5m&eyFyT79y0I8Jr4zq2x*2=d;F6nG=nqACKm!Y75r**48U=mH{MX-Wpz){0Sx
zU&FTlGOJGUQn$6Bxq;JGp=eEgxT)19U=pA)=;YL`tHY~sg9V5jZ#7JgH^qU+=Hm7y
z>tJw*jYzrMi^&Pd$xKzlN*zh<LC$=qj%QKrr^(L4w$5C8zTbKm(;rBfr&NwIm)2Bj
zv~`vqPPcV3s!XNgHKb^4*hET!n{wC>Y2*8!*G0X3Rr9LMyt(_x_QH3=n0g$PMFr6d
z+z}gcMEU&n0|9IaLp0W~bqg&m4rTpqV>9$CC0H~e9TRD;k6Q96uD>eTnpdQ;esdE<
z-h6%F87Ci(a6Q>#bCfC#e%*i%{kmx%bBW=^5?iWX2>~qTvU~`&`m4y3{BmXzrF7-x
zSu6r__CoVz`<G)44>Cy{#uAlY6_#OThlS9uIdwGOuZnn;n@}ypW8yXbP(P^1Sdp*8
zU#Ke0M<+2P(onLh_>PBe9G~-US`_i9UFOxbR`n1efP<Uoc6D*cv%ASRIUc^#&N4K6
z2!4N4{0k1xyZebKB&3%=d~Zb$IY7(0nx<jO&SJ^k8laq0Th9=@m($KjN!Cno;2;!^
z4(F68?V%pedpYt_OroUp!?qZK%YNE2?Gdv%=YVJy`--t;V2A%lvM#8C)5D=8YZBRe
zMd5hQg+?10@|#Jpi!xh<R^==#_ZB`dc*Hl;+ub-+JYjZv7UjD~su(`}z%VxQ+u*yF
zrU%8UA`Y);=yK#YM}}f1(g|47YF%a)pjP9VH7_Auc03pTKNqB-il!M0(lBYvwQrfa
zVJclyP`E(gG=|rYcFce>6R9RxjCIj%G)e2dRF=y^KuuFtnV}q9I8<sqI=;s&Xd0iG
z?64@iFd0f#{N9>mXQYFr>rz<fc%`#k!p%e3xkd~$I%(b-#V<VfO#C*UU=c(pcgvAH
z3VRK^oqH4aI(Draj38%<sg1Uo1*FU*v?A0#SFbpmeA8L~QG%o5$@jWI*-9qj%ML8A
z71=FOlugRARmJ+b>O>@gf^iqU(xg6B*)LvSGgo02z)*(mlPN&^1zx6Cj$DY|wu$6W
zGuG_0C~p$=-Bn4xI25}y+K1WXn`IFF+Nn}{`SsoYB%)fS#cX)P0~KOd>5<N0#m9aF
zCK;UCfF+IS6uXHs5Adq7g*^CE#@=Tu=k(yl5d-^6FQha&F%8e+(ak={HjwW`XZP7n
zwZU|pq#G|0%lKYof05&h_2zwB!WgXXHZfy;g^1x#A{JHGWo90cEtQNYrKi0o&j>Rd
ze@_`2g2EmmThd2o!4T73H<sC^nd)9?Vwyggpy33bk^JN|_g(+l4Q_FXilfxY&&NTD
zj&Rw#&{mg&`0svv!{O7gT>Lus)`5mc7IjjnBe6SlY<ewPINtG7YM48F{g)re?P}zH
z5`?o8Ju!>&ltUGOUU@*w|4ujg0_J#l$b>tEBfAG9ILmWmx<SX;Ga~xVs_U>}{4*~_
z+(%(WwBw!*nxER`%6e>d;G;{Ua?|ZOdu1zg&57%iCvX&+u=h5GLWHE_>OD8%d4_jk
z=6r${P48}%6~uxp`XjGCS7Nu{$JLQ)LLtayfA4F(-(bHF%N&GpLcA)*H&aHf%O^9e
zsSHONMX(HC45X8zQj9q2RtuBY)UBB19cgB}N>A;QUGf!BecHe0jE*7G3_|(b<}>jQ
zTRb!m|I%@T0SiOOo59UI>k8qu!(HK(?Ea1=W}=$(Gy{EgX}7GV3M<aH%5>X>eKf_D
z%2(>*2j^0$MpN9<dHD(Dn?<bb`i{x-F@zQ#eFmuV8`>7rZZCjxE?pdG-rjcSkLS12
zYcRqwM6;cmvi@*AVHDnz`2M%Gnn!lTm!GV>Z}`B~#DtmBFiP;`PDfLYLa^M)=1SX|
zPQX+yWM@W5w>L0ElhpsPrg4zzfj3<(h&hz=eQOL(!xP=0HII!%IIL}NP4{Gbb$u~p
z=F$w);K{y41RfDIduef_^~-fPcXoWvo7`&KV?i!uuWjI4B3MozvOm{1y=o}Rl)pe3
zz#x&GN6<>~IA5*gx?z{}bXV<zi{w_0COqOb6svWUIg;P)f}rs`UJsPkCq*R5n8Ahj
zgjkE2qXmn!yEI(hr&M{pUVZc~_jaFeN_FGZq4rzR*MpL5130fXUtz4K@Y%Rfb!!}>
zQYqYJC*oO%DOq1qdT51#cQedz!eCR`u#uF-PvBXa&+vQJ%yeBI-!ZAs+~nbz^;BN}
zx)y>}Ke~*UYPDz!cX;lKisrYN;YTUz8wH53Msxbj1|DT7c#W8&O+Wg;cT1id<VKWy
zU_YnfXg=%F<^BNl@&1dH>;}nllW@MQ6ucRxVo0fE;mdY`5)a-e1t`(Sn~I!t^7mBT
zY3Dr&yEL^Lf^;I}m6SFN4}!T-ziI1NOjm9Yjmck0xo5b76M2_wC_%()ARQ%F?u%O_
zCf2>@jkC=0s(RH##zmh3-pct*%~8<b>%aONE}4%BY7#4+;1?>vi!$g*0awikwQqeP
zdn+;<e;JEjq<&FBUm9gyn66yyqVpv@Ljo@{)q=~fLw$6@I7OpS`W6LMxw9YXuwa2%
z*e{7+E4rxRa4ph*s!Gg`?DEBrtq-Z``=(|1d~RM*uen|;nA|_g6~21uTiGqN*C^^o
zC=bzMOL1c4B0jDv3R0Y~&v^UikbJ>Vf4V}Q5@n5=wuHjC&~E%P!tN=!;OVPN@>Lh_
zFy4wKS&G0lUJ5OQUb-P#fGT+*vgI%!YW~tE1~fA4B+R(5p$NKJ12HsFE8!)9;y|KX
z!S^p+@W&OwfiI#^2Wf{2V)f3@;WFWOwSF~A>uU4-g2qOAAu02Q&9zz-RfU^_cEq_3
zl=G|gX6Em0=Oh_?@D%i8u5A%%+X|v~dHO{At1FTSEDTUxzx99E`|7wjvaD^Sad!_c
z!5eoE?(Po3A-D%faF^ijPVnFaf@^RI?j9_7_&UtYzO%D4yF2gB{@#DS$}de-b@e^>
z+`hN#Ij7D!4-K-aF0hEqPpFf4@s%y1ue~KkKRf`2%-O3Kzz10a$*p*2UmH<A<d4({
zj>#9OAP6-`Ux!R$)2BHK{wf=Mu5T9k6Gmq(q`D!KsKt1r)?|*bNknZAPu+_MGuI>J
zbbX~+7R2P}7vz1%JWk--2hn)M!TVq65}zk|1g}D93(vgT^^O$5SL}=g%n3o8mUF^=
zWPqW?$*x&p5$_&HzBBBEvbC?O<^wA4JP;1dCnHx9)WKpiw|UbzM`QpUt(^>I+bzi9
z7QA7Xu-0OLT?dDsb3*$F0Wb;Wou8<?vS(-!`RSU+7wYh=Tp}*H80lRRVD!q*Dd~zN
z2ys$Ji~9#cH+TrfL<^2gp~2T^N|v&C*k;C$tNp=LNvbRQ0y(&h9Fe)NNi6A!f}$-`
z#HR@s4<ptzH%K9OwNG<m$JIq|QUZwJY1T@hxcmd)uqEcT!;MTtND;erD;7T(@xLjD
zj76qq+~p8ml{5rIygaaiGDC+CpJMcD{wQnPbBimaG(U(b>jjp^1=f*`m9?00jI1vf
zPXk8ru3}lufIfxst*%-F0ZSIQR(ocB6M1Tc&{S_)ZCy7*_Lo-Rn{N`Cj@rDit>T6#
z3y6RiEXie)E&<M?i4W~)yS34*!2`=Xa$Bo!$aXuecoi{|H;UP#dIbC{9lymUvHCN}
z37x#>B(B2bZl+Y=rW^NRi@phhTQgDN!gM1rZ;gZ9QMAD*26#VnMFh(7vPKw6?Xn>X
z42VpJY7=%2LY~uKx61M~`sk}i)$M;1El>{PpmDMiUDKeFywQzTB`M4VV}lr}7tL)3
z)+7p%jq7HyB`CIqgJD8#W5wbRUsPIVE1Sonwc%BFDl`@I)e{m<8=1cq@Ruh!_GDJ9
zUSL*a#qmRe)a+FpULqFZ#dLJRvq=>HK-3SI05G=)ug&c+6dsItf=yPI30J-pO4<K{
zjmn*LE|p?bRXB7G!6u)Iu!5W%s9_o0qw0-E;8*ds5QlD7to)rvLlHxjp1fZZ*{nlD
z2vaA0-mCc);`Jb59`JQ#C04<Jq2z~&?F3lG_L@X61ckV&xp!J@%=wAiWp!=lUcs`Z
z6TGon&acjGo`abv3P+wKs;jAsQGxLqrMb3fgKN^o;i+Ra5M#&NLI@{Vr6j%_%x7Ba
z%J~kJb@0tjBwRGBX|KR2zIR@Pga%a?i4<5n@fwyf{D#K0Ph6w!rW6S6r9s_)h?g&F
z&ZBI0OV3<m{ml&AG!w#D1M|`=H_cp&!HozAAaf?{EAS8xz(z6;+LEhUX;n`xusV{@
zw!qE4Q=Jl{tMkhG?x57k22d`1>xY!F=F)8&TyJORZe;R~<H6bG0$dT<R)2L0Jn0yC
z*Q-36kcd5jrg@ZC^<8Op{)myF;VY7({S>RwN5Nt}htTPcs{lIxk*^<G4_eTS-03oE
zrvq4bj7A*JzpFQ(^s$TTLZ(Tcq3gvb5IAPrh(nPw`l5~N)J-$+VkOo&iVoA!O{F(y
zvjFY%Unv-HKOSLyB$1REF$a9yf5o_nM12{sHJ@npk<?zM;^OLDI>U8$19rD1^g_vE
zhm$dbI7Pn4`lSondiNXjq7wsw!8?P<LB8kj!Y)2tBp1sTyXCUT9KN#XH<C1n8cd+1
zi4VN_?0}+uE2L^3nXV6an=WB?rdi7H$pQZ&){~u)wY2+#Y;Wl^SE8%&53=rr1HKYt
zTh)r4&K>1Ds0pFOh=Ty?c2;*uBoz)TO2}2dl9%aDA7JMgO3@tcGDWJ{8N}i06GwQ5
zN|-dhlu4{_G_Ws?JV={D`ey7>X+t#3PJ5^l$IxDWFuV?g4sj-`d_GYm*D(cH$|{k(
z%E9XvVB3?i>*=M`5GQiPQ{5=Z*BD(ZZcjq8j2Uw<n#vq1xvQGRncw9Ai;MlJsUgov
zA4Aec>f}P$rCyZ(nN(i~6V@u@80;OaR^6tMHMP)ZzcKT6FJ(bzsDwmfAzEZ+Y-aF#
zg@bYdCck2{;@Gs+H<SyV`}h!ZYyo)*@**K(<Xrj|`EWWJ3{v}^lS&oH#d=E>uy$nm
zNvcE^&~sRF<UD9pdEhy;hU_O+X=$SHc!@4@cGm2l!(P6Q7f-_1(5z1YH)f;aCW-W0
z$wdRaM`1kA=?Mv+BEz6yE*=5|^x8K=>g^8MoWr}?uujk;5%85XPIdtx{I!WzE%vsL
zP{(nj_Ltc%p67}gQr-dB%;OKSBgy^IX)$O3t%dpPyN&PQ6u%)z0y`&VM*PRI-UmBh
zXF4DsB#>_@6AF#F*?BmT&}3^k+a>2&;#0q0DDB2Fi=ZOltb=H1BOULn7jPaph86@*
z;+kQde>N6FiVZwigMvlw%n+iA2bWqpbUb8ygEW`gv;>HQP!BCPN*HMsf{^m}fC|_`
z_m+3LoTbpr4)o$8dk!_Q<HzN9sd;v$$*d1qd|urK#Ed@%`=)6&oj)c*ZP?x9w1UPO
zxQ=J2GV9NmRRie(q4eg+NC1jH3imN1Atwa5LjLa34obGod87%yvi`!!kb}usa3Bu}
z5CFmWCg;;=hA;APgNbV4Xsm1l^}f6*%<k+ox1#neltl-5JSY?r;gqVWvYRAk@t`&n
z*T#%^oWdqK+R)5m`Ne!%N1P&k<<$Gv^f6a9(9E=uw9~4VC(?5Ey#<CENPBib+Xy+G
zX4+sMmBbj#C|3ypieh{<zK4u7_zs+DT*91*;S21@R#gHCyy_A0UfsM#j|1rtw}Tg4
za2Bt`YFs389PDwyj^gRjtc9kEk^N<_Dq}GzvQzLzMAN&~jGTm@*Ls{WzZWJU3(8@E
zbVBsp9fCnd2P*}0q#=|Q%`&GG*?=1nLH9s(j(7`h(YGU6hCjBubkg}H!yg0eD-YOi
z+FNP6x&o7o8t8Y<KM2hr1|<lEHmfOBqPWF;Sc}TwEa-a}QGJT5CIMj(^8~>o)XSOv
zq@obhi>x|X`EV9hE(Za*8FeWWq>5M}%htOZs6n*^@j-hw@3ZshV8ZuhATor|i3zaf
z2Y9pBFuk~A^P>7|hM*~k{p7lzyFln|t&1kU;kl6n%l?eH(xxf(YSuy=4(tqRfEv8Z
zWMij7Ua0D-q~9a5gnAmh*2~AvG0ihQQ~)fjaQ03$d^2$xmklhh!fx3U^1Z_lgvAH5
zm632wjF4e2|4Jb@A|>|KxCsE;YR$>xh^nlm6&7OQIyB5>6tu3f9+uKTt?a@OE25m%
zd8x6J9yD#c>`0Jvpiz{)4{i6SUFlH_8hqarp?;axKq0+#1~Amypl%E*MYzKj4`7#5
zX1IjQh(S1H1IJre=ud3+YgQ9oDY^<_30h-B$zfTii9TBCLLui{O}&>M!3^={V=l*#
zJtFuo-`pCf%lmC&8=UM|-vJirP3ka4{C$L3-sEI~eGFn7vWV!sn3qX@6iqv+f*?Zl
zIjJdZn7Z-Otu?YS*vn*sB+&^Qu`$Y7!YQ<UTl|o$Uqe8aI=5jqVIhRtD!W)6Kh1(;
z*DpMedh!DO#!%~vy731H=yP+V@|3C&E)5tV6b=-`j{(?Agofg}2k<tN7*?t8X6d&O
z3SV<n^?1kSez#<Iv+hrvH_t?`u!q(f!5Y`)PGcK33%)W(`phMZ$5o48j28Vq*W;bu
zBu-=AK;(_#vz5T15CZ9|-b&d8<A|YS*o$bH^Vv$-TA>J;*~0u+cwpxESX7iicypmb
z0zt5=t~|%8XHJ||E6Zd%HwXEh5LY67pXsy|#6$FEUF~hkzrVOSY^vJDhe~|r1}cGy
zTIJnL7n|}H_*E=Y#T=U63V-7;P2=%?p2L~syLU*@K;|s}b|xCObPVi7Pnr{1!WrY1
ziQYA8|FHa$zb8Ec5d?P@gkG&m1~MtCI!Ty$5f2dr$tH%7m)jXRpsOodQZ_YX{~p#4
zAIDeBp<PJt8V#(P=|1EWhm&E2F?N}AfLJf8k!vXi1y~I|AQTa+bvlqFw(dFQDj+mJ
z+ap&zMu>`a4YXg(?iL_+u^OB~5^Ku#26VZ$7A(5dATO7&2sZ=h{apG842rnHuBedA
zPc^mV0MMRfsk9_FuZSV31c_5V7q<ur<7P;H;XsjmR0vu}JYlTqO_|Zm1iI!@PHd~C
zZ|R*CSaMcsBAutf92$g+k%Vb^E5q?2teMsv+JNx6N(K?>`xx>7#EsS%azJ8*a9q53
z9uId7#I*kewy!Bvc|`eM@v(BH&?~>aV)?joKUZbO)U169I6rl_I5C!Jo_Q&B2qRJ{
zu&EC*6o4*~I7xM0>o^L)nMhm+z9p|z4aB+-GJ=$d5O$mx+noosl)9k+w(B8<6n3XL
zdl!irsT4Lz9R>-L!Yf1djJ*=uhF6nf*qr%d3im+m%`nxOmIIMER9FO1JLmi<QRGfS
zWgZrUaAGVZmdNcy$$I@_(>yTF(_(5nl3>hLG{Z^CWppPPRaVBa@f3tOE~HX#p}0i5
z7^4wH$(pPSOIazDIpowbYz;uKE*0v#u<`)_mY_Qd$$WsEx(ke&^pvR@wWKK*$pm(g
zSeP<zJZWrh?|QzZSY%WN8QSJsdc;r?CN2iV&|?2uR*HbWo<P#r(+_djK>*${Gg8TX
z?6E)_Xf{w&0b*8H-ZBJIau{CJ!ek6q@<nJAxrw{-F%DTCda&r0!w#AEA<o+HyuxIX
zomB|JWOG6q*a2dw!3lvRXlAa|f@D6ErfM4!B&-_KH)xh}PHGv%;4#>qVyf{c7qI@#
zljL3WGZ{o^3P`T5VyWhFa;^X&gMPHSt-(k|c?8aY878AOaoEj30^#5Rk;sr8zAJ9&
zusApQNYr8kcCzL-W<}z#34!=%Be@GrXkb1$;>>6Lm0av1*$iJo{CqWw(FQ$0=TcKV
z_NQRMsLH5_AILzTOO<U`Ax~x+Zg^!SmdsMmN}g;qtm<MeW)r<-D$e{|MJpK%Obgo_
zaE@EIX!=6{9@-LV4J&!Be9vfv5I3`iixo4N<xBBwd2QWfGzc>z@nQ#T<4;)Q6yn*r
z$z@ibV7F>e$rY`J)sR&75r85@xY)*Tg|tJ^Eaa$4d4M8@a$-=Os?$7|g~}!IxH;QM
zple7NKf!|Opos87wuW;Uh-h=c>`Ud;Oih6hfs@LP@drrK+k<$zl-@Hi8y7ZfWUZ(g
z2l8CYXkJbh@Evj3boxEsadSM|9C4bYK>QS;WD{+z2B}Ce!v-roeae$zSl$MPrxD<Z
zB=s!bl8*#~1r5ymUKX8c(75F=eF<5Vj3)q^810A;W6lkr&BY*Yb8|zG^ovAwBAYdo
z#*?$zO@j6f&G$><$&D@P;|X)rGO-;2uHF?0+#&|qOq;N+fi+I#4osdp{b*o7(6L@Z
z!&h<#FHap<bS~xLA9Lx#`*Q|K&TAaE001(H@uYlArx``k8UU_!I0iInjAxudlXmrp
zMQ<7oovWXc0RZQ1Rahn;Pp&GbQ89@$mKv#Dv{9+w(H1my1DdwF%^O`YZy9#i1$4Zf
zxsigx5eK^XuQNgDct16C=wep24!s=~y`L^-@8#DhHh*Ubz-?&{rxltcwV(J|_<<yZ
zBZNa4u}aV+U>$DUd1cQW{k6(vXZq^`>M3)I?1&)Sd4F_e@$N9XTsZhqi}AyH+YZ+k
ziqr-+rH&{yHE7K&kdn3o;k`Ardr`VXQcBUJlXY%`YOF%uX^?)|H-y@+Y=*ezg5cu^
zAoI1#DlIYQXOQg<6&t$jlxCp)kkKJ%57N|2D>A}6q4eev79k4aEmwSG3`dr;k2+Hr
z8SQ%IDPY3%nX5PjL`PoMiVKNP?ROS79ZwI+rjnD^rZ&H59w;x2i(we0OJ;n3QV8WI
zVAC#*9s)n7;tWy8qa!mpm}bwJ`>M!Pv=~Ft%!=SsX`$EdHXF=B90abKgox;sC-QE;
zVk)%sQcLV@rXTjgHD4v<4Pgi}32oC&;wge3O^V@{S+X*A(MRznuS;HAPF#)mT>c;)
zTE7=4r0p!AJ-wV$$TSPN#@mo&=%SVEw3jM;kj8FcGliQsvYCExhIGi7OPY?1FiCW?
zw{2qa@k5b2u9)2KoV2#;670{)Sq{<O_n+Tnd>h~}h!c-adpYahiepq$lGf`a@V<z8
z+R3n;lCXNSoZeq7dpNkWPvMxiyz`JhsHW69y%1U2l_gmyd;Y_b-`7voj-E0cbg>8t
z4n=AiZwe2#%e9<(;jcbsOyM}_lf-GxEoPa6U6!?Je!ezm7e@f2ub40g$5&!(cM8#W
zE*LU)OWt6+l%W>2Z;tT8_ny}CJ|v%KvpMoR4yb52XK>|tRHWsI@tlcqWN%?}ok^B2
z#LDrXUf_RaF=<sd;tBAQNKPYt<~?tbpQFT(W-ZfP!mhbLUAUYQr3^uMV__zffKjiS
z#w#u5yxwSxAsEVI5}z)ad;H32hZ9bZ_qcw#4;qPwb45KR-wJP8ACTbv{{3$9gfJ@|
z{knPIJo}wi<AH1`xX=`5twrTmR2SrrJpQilfdg(D$~_vkgNb*>6)*9~SnHiOs#mK=
zHpk>tKwteGRkn?2GJniFqng$_xs=rXZj_AP&(k*caNtC6*u{&^wMH3evixxVLRUG$
z3hnO0b6vOn1X#p!gNzq?$nXH-*HTq;R530GWffa(yUFtH0B8OraG^_K+w_b*#7%EX
zsOGUZau_-5>9`{ER3_2dZzY1kLNZ)-RTy?n<y2-OPkVOEr}mCil&*9klP8;Y#b=?$
zWf5oB_4FS0t>E#6;9zT&@hkLMvW*~8!<1UAv1Hp=7$SO~(M$p?<v42!OZHV!-mwi$
zooeK!p+JrUY!~gLvRTiYx>bGkP>4cYthz-m7uEsl-*B92o^z+`bv$Fwt85Nw5N;JA
zEKZnI?F1>}2w|GWrldggu{34~&yatrhKa(FaR+X9LS=NzLwG~`-F`{BS-UF<9@=)P
zAzi+fo19dKW^}Ek4;C`DkmEUuTRP(rMl#A4(6e1QgH|Onuz7G@6pwQp7p}IJd8B~8
z%0GvX%^`ybc|t0^^yP^ezFMtic;+t7%hy1>*~S6<j_`-522^%@)*_*C{;)~$QZ}lc
zxJX4qHw=Rjh{F{2tjg0?%()LN;Kvd1+$(HH&z$;oG0>rLN6oREtj=iQYQumSxY2AK
zBJq!l+eEr4Eq!g@Cf9Kg>PpM^Q0s@ua&JB66M;d`-U?`BEF-Dx<|$;-rUHqV*xzc`
z$oe{6OcB{`*8z=Mufb_mq4&SoLDM`k6OExtLR}wGsChI*-n1Z&2Chr=7;0nlOO7PS
znwP`*$q4|W$iS}#I9)Enqfv_>2J<1<@}M<@d~2&#xROM#Tmg|iZ1#3@V0GjHk;B#z
zpK9)oAXj_>Ugz;nI2<bQu1dBz3IVb!cqi5yP9*PyLTQZ3J)DvVMn?!J_l04tW7qbn
z8b70b*`(^)7TGjsW5Z79PBtK(Tf@$B4^As4MxPqvU0M6)W#i!WKz;vk2Krw`Ja>rg
zQ%g{?2-&5Yv1le&S?P;+-AZ?Gxo~BAhyv>f`<(u3#se6(zN`7fYe8a0>d3@Q_oTGl
zKI51#pP8OP->*MMAyzG2`p{?KaHb!(r7CI4Ve0Dx!I0|SiR{{;1FNXu5Bti=5q(Cm
zVUChDbY)l1u+X^L<V;Ku46DnOnY{Mf`*7cH+XX4<-j7<S6Yq*sh}h>7u)=)B!ghhJ
zN)e6SXajQ=fMbui%*Y|*kWGaZD@^2+7avQ=#c+godq-5~>%)2s%8lPAMh`G~j(1Jc
z;02K}PvOaH56Uj8F|d~7TczOUeEooN;ZIA&&q#V473L4e-dpFK+2<hK11QDK35!K3
zP2L=EP=ajAU7purM+ZyDu(C<=-y3gBX@G}Fc~=`ijff<aVpI$HjqZ4sO`(;EfB!Q(
ztk`Dw-C36MWW+aK62H@!6PhnaiOuOJp(SY^bqEWSQAA?LtNC+AlqpJt$=_0Y+&^)8
z!VIV49^!gjOZL+uewOzRvImchAK7Z*h)z49kMy*l>IghnUs@}@HD!HFUYyFIwQ14Z
z+=fn9MBiybC&*hEmsSdv-f0X_jNbe5W(MVQ0*$1IeCrgZZso>GzURv3B4MtDAbQdg
zX8Thz;bDLAVn4=42x1A&LyZi-9|nQ1k^C16-PP1{FS)rL{wabPV{Z-m&zxeLDL5)!
zq>#!F#$a<<%P6ka+iT@1DZvhdp5ro?Z&*wUZTC89dmz2*kT`34O{y)^-pNF<Hw{I$
z&0Z(N2W)kvoqjG^i*s%tO+LL=R<4HuB9Lz2I<zvhu19R*-!ZXV#Tm?@M2v2~S?b|>
zJt@*>->r|`!m;Ou7HuOu1APMxtUgPrpu2?=E(EIN(CeW}k}tdv+zlf4R-YJzjS$j2
z_2(`e>W1XTs?sqmo<FFVI8%rI8hI&h56|Fc`P`?J)6{TxZjoyo>GLyp_LctTU6`f9
zcV^#6B1ZVUG*IGnc?7=}>k#0Dycz}ObqVCs+_@td5rzAM&zcp}o*$EI(QW44=fix9
z)>u-a@bJ0^AR#vBW@Mw>cw71IPr`T3=a;!OpMy__yLhhKH=DcfUQO){RXtNI>U*~E
zdaWGl6KPNu8)Bb~gkMLof=A_>XZjwOMwVU^Of)@r`iE#)Uz;zC5l`NHT42l|^IdL?
zzK)0^Y4>)i;V)TIg=m~!cPKg{HQA_iJyj|EddiVJI5A?&;n#<^8;05#?zfan1rt^A
z@dekgy23^04s#dyOR<Ee_lFv~oY`k=4L2o}t)J_n$xZ6RKhi(zeYjPY%9Ich^!;M7
zC@@?N<9ByHeRrUZ;mhnoFXSat5tv^VSjP)P&A*z)9QzV1uPU}VxC%!iQ+Ti&;Vx8g
zrt;Q=`;M9#w`!tX(%Yx`tI!gQU}%}+SBliQBRa&QGhcq>c<oQaDlTa|Cml_*(?ij$
zA}5&$8pSO})C9oXj<44G_bVrR7Y|1Vi_YiY6+A`0bQm~a%kOJFlUV&y@-l>v4o>{F
zyDobYle1i^St1tMWJG7N`a`xKvU0Ed5#R;VT7yTr%~Wxr-M4Y%Pg+q*ZyEwiG`Jo<
z*R%}sab~rw4IR(wr;hf(C8@F#7Qeb`Z0`P?o7eEXhJ7W@Ugsg~m}g`@eUG!*speo{
zB-On44KJCNez+{hlKS$nX!9}ZJL>ONdNX6=WTy;CUOYExoK^PcBd>`&1>UC32E#=3
z_MuVSNXx~Z@C!aT<`iZ{#=UNl!h7BDKGY`bH9E9<`=?X;ES$S0-%Ag$do$8>0k6*Q
zUF+HcP|&Ztdq<}2rzwaF`9Ba;Zy-QOYS>_nE9HE1o;y2k@8%gBeBM_)gffZhpwY;R
z{DA<V6?VFOx*sln9Pxf}{#-GQ%S%T}vP^S!qyl&+rB<=`Z1}@@x7p-KS8Q5pIqs)-
z0WhOCr-QwYCk2c{_nUg-NIrACDlSn31p9;-{VMsTK_d!I$oND9pDkuNOJQT^@M>Oj
zSA8Y1@fK3p9w>oL4W$-XW__2*C5cMrhzKQ-_=Po=P2}s+ViG7=phF;^{?4O-V^62;
z5v+S?r$D^sGwgW@Py{VCmYO3%z#@2b8VEFc@hGU<7PTvU<#Miy&fo4mC>1TFY3d%Y
zU+Je>LtUC(?@>^~99da!maL1q!KZ%^2TKbl(YlWT3FlQ71z%<E@`gBREUAgil1}!s
zwxpRYuU9U-cACa=WvydYi0>6Q$({~3w?6ZVEhnF^JkHA1i?PR(-N!Pbhs)`L8iDFH
zXkHjyl#s?27{~8D(I%9SlWY84u!7I*Hby$mPOj|riGA<8ZJRtE9~Ms@VThHzJQjn$
zZnQwM&7{pXoV|YRgQ5R^d1|1*ch@l2YlBZg{>6t})rV$Ep=;zSuV!m|ngCw#{_E|M
z+XhikecacflgHa@zf{3nR0|58EWCSvi7Ap6jwO@kFReW5kRMl;6TO}IzW6HJ`Cj#`
z2xRw0v%;O=YZJt~2M&Mbcg2=B>x^waE3k>{!1p`|KRv+-t7j5KIZIhEtViTMM8MVC
zP~f<Mx*&Y)1Z%mAdqk)ph}8c5nEIzk#$Tf5{$;raAPe&^<r=tv|3S3|6*(g(Yfw1g
z&$Z6}m<;NvHrcO2^*(|lf%0v-vab}54#6@1S?Uevt6ebgKhXKtq2T|i&JvDB9!zpS
zXfZ({xIg}Z0v<&yot+fT97XMI9qjFXlvv|p`ZE<P*#CiTa>2lU!Vt6Xw0>+dY69D#
zJIB_R*$ECE6A(D{no}jdU=V)PvS!$nO2uRn8g98bd=Y{soQe!9qa1Oiq>xgU$@RvW
zbLS3PfO~d_lieji$^Tn)7%DQ&+udqeB{p;JOdPRwIEXP2)id)8R$WsL(gFBW)8}Z>
zj)=LfPC%Ua?a6s>fA<^R?Et=Rqgy6fQVy~L>2S~aV$@O1nG*|3Zk|ZKq_hmCJ?peW
zGmKG|tSZ5AY<ZBk`9{q1)rfD)qzzhS(_MRm@5zMLv%AWKY0edwX8vG@w&UfQAxB{}
zAB~uEGpC({F@Kp4AAK7wHL6O;Hkxvknaj=XnF-PC+*j+Y>0Yq2yrOd*dL_{T$LV;N
zr7uY9kHGk0HQ<k5j)9d%_33X!Cmw4=ukQL524m@Vl17$}+j%L{?+$c^e7SBW;gpZR
zhgXcXeMjlK%wSrqiYObrW*W#E_~N7eIDUMHRynzBXG3pB34Zr@eBFg)(p}EEj9RJG
zn5kx8u-(<pOQgoanM7L_ofTtOU%Jv>-Yc@4mC?19;#8umG+BuOD)+C!So$h6r;QZK
zxVxHLOO9#`gE2+*-KXc7FTUHo6_E|WA^%K*euMfZDu@M^)rJJ<UNeSw61yvOYafHT
zifz^P03Jtw4funZ{3Cw%-(S7Vz`w2D|Af5lr`5~K{A0Q+{}U=Vw%?Mbegyu=YV69s
zRIo)P&i<p-`vK3G{|}b#Pcr{1h5rjn7YO8H|4p%(q$Q_RP2AuzGGej-SoF6f;vX^D
zF~tILu^2*#EsS-SEUD(5d6vFEzV3Q<#IZQPL}26C=j6heevY`)dgA5V?uCQ#({_$c
z;k!P9IWUDV(D)hb1-@`KIZZlrYNLY?jr;`SPz|DJJQqY;J7uh&VhxQNmYP~ZDLpeF
z&hrvOCf{(qywHuP@7QJ0^P$zR$lyT*{dq)_MN4hZaMlM%ohnB_y7WED%4;8G@PNrK
z4_jP2&KyC!%a#i1SfOmu6k*haplnqZkMg!nqmxh3W~x#wav{X6N8d*~_EMYGu`CGv
z(J)mBGAV2DFrgW7Ul{IYO9?Xvh*fonp^r)(8Mb5?G)_rtZCXIsC~OPYzw!=cnh=BT
zcEWs-y_%=&Kqax|z-46y2ImoDBao_=)4%D&6=t><=dGl+uU)H@<Pl`<uCz%*kMwaK
zg6ZtyBf6gPNJCnv(poe!TRaX^q}`aST@YknYr+dDOAf5ePpIj!`>AA#yKr$J=yn95
zQwFQ+KWqpna;2`-T2<HyzxiZWniS+@JHrK0BsQ|YhXwscKE^o_CHgAU)*?(bzb0Ya
z(cbOKXmzY>alF=LDf3!Xk5)0=IPyzWm$`gQ|I+kiQs3SD2YX8vna^=}hXS@Q^S*Z)
z*e2Q)`5ZApw&<_t&lv8zSR=Z2y&6~oRgf_du*F`E%=yYju5<oyvNmq9FYnO!?Xcmf
zLPVoVvh?zmfaTDQ$}vDP^YOmbKu&L`ba2ZbfEh4bDTU>OxhzlAjn6Rat59aJ1UOfc
zAz2NHbZm{cyS{EUh_b2G!my|zX)JPE6T;AJKOUY{X>r*C9BlR9j;GN>6g|6<{$5$x
z<J)m)P*T&s1;=M#cX!aFXY#yZ0ZH9gqlK-n%!T=|rFQFi(WOe3cX9e>%vfQdw3V09
zcnKzK^F&IJZ;`(31y0(c$9qkNpb>O559!xQfV9i^q~n079N3s-{aqavx$&B<;LHNa
zu&tF7-$gr4Rvn`}*MT9;`ErR0ryu|Z8f2fD=Mc`ogtY<eR$_~XyQk;et$B(_Zsv?&
z?NH;s@?HdkA_aL`d?3tdX8(|_JrHP$tlD{ddN8}=)%fvcUWcXO)Q*@*^HQMQj&#e9
zARHP3J7x}w@w+%6vaX&nZWF)P_3cq~Jw_V_N}O0KO+A%c%ZN9NgQxk1$m&qV_YW(W
zQt6m!52r4o*);kDwwak%?XTp;i9SleB|M)ICN57>vFCF}yu6n!PvcivgJq`0s<oa9
z6H81Si9TpasSvl1%cBfb-jQ3(_>d>OQms9Wu9KiDhh>TQ(L%`wMVvPXy(jf^$6h;5
z|L*MfWB2FoYr3}k&A!uCy85tCai;ETU)hA2<<GnDGz&fxQkPwZqeJaqCD1^!pvhOS
zo<hR%$*is3jKnq}BKqU-$CHO5A}T}0jnvwZ24^JS3-L+jrO?Mhwo<@s;%W%{LebH<
zNIqu{Gkb56&h^3(kw=jS339?RCMa%z7;l#nf=Gje_(8gX&(3kv!17qI%pfAs{&t6g
z>TlaN)-?js*$3F)y|1t`|0v)2%g^lJrRDvlnU<`~Kc%0sGC!rCfznof%DiM{e#$=i
z`*PGjUHrS9`n`h6%#2*zTtC`l<OH(*C~y5E5e1Yc1=5U>lau2|vJ2?UZ&IUv>d3z>
z<L}%0TkBlRKk{lAK^cPVz~7Vc>-4L?8{FU1<4MMETKt=&Ki1>d8C3tCjK8(@Q!?2<
zj^00v)sJMJU&iV$C_Bx{!U@WsBw=IzkvIlQRC+oBO$kOW&>+5W2c;01>X0})x|lt^
zfX@A*7iix6n6JOdBKs)?>zDrhr!ZexLge3r^}m3l{}a=OmHGdhHviwW`EQywy??D~
zlW=<t^#`}0|4Y*b_<vy9Jjwj`f3E(yE%#qBZMc8yjY-mT%9X?nlGsuaLsbeO$%U?0
z?ShpQ>XSqaxyB-jx8X<|n3<71dVGXiOir1vSZe#2^5s<bGH^P2$!GNRa;fF*&s!tO
zCCajF?5H>O0|$P#9~z=yK+e}R3uQ}KN}3>schdAjiU9b6*Uc2~0+>s6ZD}eJbJ@)N
zDXWJS1f^-;#C&No=Z^BR#M9O>hPy5@(4>8XbI{xZ3;B9m-lk$8R+8#cu+{fA9|F+$
zBHe}hpxgIotk6Wp)`0^4g&DLkDxz?T^R1@Wp2f*jqnWN0KGlnnyK9GoXa>E5Oaw%K
zQX1&eND{{;`XDfzfE-v%OBU3CX9rA`fB}umRR>Kjt1^8I?jXRTN+6jI?Kz);c|X1U
zre*4<&Kwp=4uvf^3OkTxLy7m%h?9WrS~->q4si^K)ikfVu;g2%w=)kh6iz0w!TfeJ
zthJvtma_d50R1Xgol$Yscicw!5V2fl5zjzQ+*1OZqF|PH=Q$x|m~u-QESqaUzIo6U
z%!;a5RDl#Bc~hbbMt~JUml;>>UB#%^;^#5$xa^)v56~lRLLOljU48+(B5{paI-AUF
zz@_Jv!yNr~_@&*(e5$L*ksMozq*K^lbE5KKCRz2&SchO`714PvWeq0z-pB4qz1^s)
z`y<~YWS2gjkt5dv`jYt0T1;%gwPsW6yR)q=yDd4!X&wzjGuC^kblDT@JVUpG`DUM5
zeL1H6IAhPXNF}E9Gpd?;kDL2F)KLM%yGut3tuI90qOtg?ElnA`Cy{%O2RciMJjfzf
zBE#fBf~`xrnGT<31KA+$MkON}agKlo^9d|zZ?C#9qqb`GJBwRW<K^=#xGr2|+wtBN
zm0R82j^(uMIlBF5fvIcuqB_q%7ZhUIbfWPzw=9oR=j|D9rMOTX+xi^ELs^Jdi~=!J
zdK|P_T3wjSan5CZxD4*PU28ev-4+9h?bKD&NH&&d8qL4hS9wB+qH_g-g&tSztP;dW
z*xXu=spdO%udEP#yYtztGsgLPRb8_pKTRtWD~3IWZ6&mxcE%a{8Ixjq>EZVN9xx~z
zwRG}&tg_9%p<oa%Ss#<`fRk=42EkOAqjfq`f9E=}*5mvA*4FAbIts$O9lVI!R<2~?
zW8q0XXWkw5_D=(lZa@M_=cq*J+Q2d?`mfLm2H(A#h@Mx!l%|mSn4dlBdUfZ(@rv<M
zUv$;%vfCy%3{yCC-<0DR0V?%GUa<ZC6n7UL%MCzGso3zvHQ>mV{i?DmUASd1oTwYP
z_>w|CvtF)G@q;(=MO23%y~I(m)H;lxDs*0%&tgW?<iH$o+PvV?G|xlSC)3aL<Sw_i
zu>%1E<+$-BOBj}H--V;1Mcz-V8%)+A)X!SN(!WT0OB*6i6A@RgSb+%#=snYIn^Y5n
z7ThA~lNB2;2*V})O34$v!5tPQqE995V;Ja%CC)<Fr|f<|;rT9~g*kB~)&uM&l~5=~
zC{`9zB^T?y8R8=Z%sK|S7N#=^t~eMo;)Ej41G{@syF@lku^8T-gyY$(7V<}Fr$?;^
z!y50!*VJ(Tvk8tGkf1j9{{GDc#FX$q(DfG>`2!-7{I&KC2+o3VDJTQ~XZr^DvwZ{n
zJ^SYA;$Ln6f7hwsvkU%r_RUjA{%slmJNxEI$v-FKPun+71Ni4;{Av5<scgb8GX4Vl
z2FT3L$PF@YSQ**aK-4ck4nT%3Bg?-wZ=R;>Z_S&h`Vqf$?_ZlY{~Ry;S@Q<?ugshO
zg75c9=3k}oe+3|M{np`~q~nyUi7CE_01NW{l7XYKhXB!YR|Dt7MZlCo;eb*GR7)i#
z$0?7G7~Af9!&AephHlH63VpPt*e`3ZxU)`{dqA|TKekq=(AQth!%X+zZ7y2)ks*=q
zVpBl2g;K@JzGM!_#S6-@4C`ds+hj_jK)0kAQ{8v0eLjQ~TJ(zIa;Py*@*~&cICLR5
zKC-hMnkC}x7L-i>I4Jn+<~+q(Cq8z@@D<m)YhqUg;wisuZOtZrxEZ6>g~?N)iduK7
zwximMAUOgGH@PJDtL6w=DUlD^+*b;X$L`~k3w?ZnW~+z+Bo^31Mp^**B2wIe&b>(J
zIwR=i3j<ZS^r{Q<gL?bY5p6ZY=Y%h+`J}M+lvC(fF*BF$DI8(vRN+V0#h$&%bA^sU
z%@xpDnP1}R!;~TvjUnt&vyL>`+N`UP)U6hB3g|?qNeBXlZE#zegfasCKJk<#!izD6
zn~n!$rxU#SXu+3~+@}5xXUp|2nLGwjJXBg|TWS+bYC2i4Qco0HGxd`ag+|=nH=FI|
z%#P&6Jo#D|0hX3X^r+bTP#~ZE_`GwSr!D2fR$p{k$#P-=IZrfNt5wCbF2n5`PB*%j
z`Ie$XDe0k@T09(uGuc`Yal5>DfH5ZGH*}L+*6?h?q5LPOlb!-Z2A+*ZhL>K2wGP2@
zm8yHP=A)A4<B${+hL@Ljv%v*U+^W_#{)rJclfh}0Re6yQUuW?4@(v8S`QvG8UbQ(y
z;Jfs5#zKQ?a`<SC9bG+)%C8H4;ccepU_00zWgWZRTkj=G@85TCc+ckVM~*yroCfId
z@wlM&sn8S5g_WLYV@|H~2(s3rS6`M?le4e?Fjep0cG1Ux9j;m7<HnGgiEW}*c~&5T
zOsDGN#tu_Jozm+7-7s!<SsCz-vnly@NVK#*3xgOjPu=7>#26XP^L=^dgW0ef<BAg~
zI|Iw~s2w-Dm5dd72DN^PikWC5M2(~(zCaTi2uP_hIKHpFT$FfrtGG2Fx9s%?<dg23
zK=dYmgXnh->}qsu{w7*%I>iv7){=r0o^No}4vx>y&v!0|W8h=UE<IfXD|135%p5$?
z>ZV%sd2ZEnd4~@4Bezm<%69Bm3}zYzHxxGy@CYw&q-S+NmI1GIV^kSoxAYR-%5hkr
zuJGYPy9?t)UH)Cx<MsKL-IoZyP+qvvGS_R&(W6lA!;BdZdF7Qw3^fvF5k=~6AILE!
zEBW<0?!OPrmYGsH);DmPNC96qmKE&i>ZR%xbipxnvn8-Zt()~QUs9!wVOcj52+%i*
zItnFA<;Mif;c0!Fc4px~s(<wf1b>Psm9;2jLMx(_!RgZ9Mam2v!p275WKh5v)fGFl
z$?>Wv=(uE3Ne1BvvkeO2r7xE|GQUOLx|PzwE-o&**N0$16HknKi^SI#!;LwD7AV&*
z<3A;FtO2WUI)oT15^Q5??T?DscMitaD2L44kH#E=u&ONK`jI^)NC{EY|F~1K0glHK
zHUJzIFrmoOgt8pkF^TFPKP5myv^huJu$lO}py{#Pmqn}ns3Si4f3~b0rlnVntABuw
zer<aH9T53z(GjRX&=WfPiO>w>@%tGqu{@!r-*|tYF8<}$|L;2W*P)}Qj{Ms){&(o;
zNy$Ga<4>cbrvdzPGX69=da5J!i;TYj9kGMThOvXt5%5P1v7Zh=-uQpbImr48z2C11
z@qVh~^-J%bz|oHiVE=@3Q2sZZgG?{%K=gqi7QMd__WcgqAS=sH^{jr)Hu&U$1!1+P
zrS;T<pRRh^)%oGp{xRwGNPhkPk5j*N_SbBK|In$wj%SdS<!1y38kYYd_XBnB$J$qZ
z;u-wO3HJAz{Mx<zAMp(SB<L5V|Mm_2PgnkqXYd~e;&&ManVE#0On!vhaI!Q1%na#F
z!oUJL5H)g;G_!nZ@zYzvt}it#O`R=B*jYJ1p*!wB9RN8&Ax%GKiN?=Yg18wqfBw{u
zHdH_qjq0F}JY6I5ROXC<9W?oV2p|EnfM{JoVt+i905t(BKW4@PqH6r9=-b~7;Zv2j
zztj7l@#6ql|HhBQ`Jd3^{QOjc_31guKMC1j|1D+SuR=Cp?Ef%i<EKy#E+kL7KMLG<
zlKfYx{a*m@|40(FU@Nnzh}-)r-U&UvPO850pu40-`BSBH{uFl^0qme+Ql+)QFbw=)
zP?}SY8OD|I;FLTaEo9kq<-Iq@X`>w0pP3v+4X++C?zwihd@e8UbzYUXK(3*g<A~@X
z_L(Rt6Ux7PAs<W@n%v0Hh%V*g_3#$3ClRv3n>_$AR^I_5!}yw}lv-RXVLWe5C@Vr|
ztm`y)p8zk-_uZ)JUXm06>qe{}RW3G^)I(0u`H;1FyHH2#4e85>U>MUhGA}X}nVX|^
zqfp_V3=uo3eV0{iDBjlU`Ky)aA@xAtnVW%82~iYh8s8<&72dKL{EITRp%<(fB%_R!
z^-8V9?Do5}<yyfv!xoB1it8m~FzOGtoDX*R@03XqFtfp+XoSGw75yOoX!m|6Au`Lx
zE_n7*dT;qikyGF(scK*Dmc4QmWtbCgBIi1DxWYC|Usrw4&GO;4Ix`IBaDy?9Kf1`t
zz%@EbVb9I6uA}LUWxG~kS<*2$zDi@HN@r!avEH(Mh>zIU&>r1giTv}x{NZ8`B{YNS
zj=`sZ%4LqgZpYUSV#G4?vJ>`XH}uc&oayG4CrE@{J^IJVIgnz5eWbnGCp@v=dSMl9
z8^;&Y#`%3et~>-!CaIA^WnMoS`OKB6=H~V);-#nFM`ECtaNF;Lqo<;b|NcZ~Xa6fh
zu2`Rt(LY(g9KUtZ|7!grq5O;W`*T1R7kgs&A1>n`9r&xX|1T_K7M6do!8NVja;344
zt^rD<;$o2KXm9{vF|Gjs2#fv+#>!ZB!I@{z%WLWJ5us4B`J|cEt?;GsmG*hy!^fUd
z6_>fhW0jY)!6@Jm09aHKAwRGmJ6|6^eWdfXyBssU7T#CnB1Aq)xmmTn(FrmbK3*ju
z4DH#dmbA!fttunM4a#w+$A^2=wu4!tNf-G{QHRp_=8YtwFzdX{w_Q}ZuJ2cOE}KG*
zxa5-P3ZiTL#eo~o(~Y^JOz@gx<hnoe$KCI2Ry+G+1)@iZt+d&~<Y=;JRO(%LF1eN|
znGMLUw@LXj-;p4`#BG|aRJJ&LnCen2RGmEvHPI;qT7)}8M-krhdS9yy5PvVV%+3*<
zK5t}SqY?S4XHv|Za`l)C6DuaKxOC~cCjVuAN}UouGT3KCoJ=Vj-k?6`Wc^{b2=y9J
zn;YBTsARB>2KG9UIQ%1x76F%Q^iY?VqRg||h%Iw=VC1QDy)%ecCgeI*j%0uW!W8X0
z)$2|Q!bs86;>QI^w&MeC{NPws+IO--N`m*L7k~hY&KlU&!2I`wdC9CATc`ZRFI4hv
zD(!UJmiD!l%`K<;Rr#QckWamHga~tB0XJs~H}-E(FHjN1x|C?(f?@yx&(NUa=vQ%Z
zBd^P%YPf_~Q&b_one?e@?eh+$P#sD{mg>liwQ_A(m$o$3W8sU&1>a!EqrPaDUBmTE
zCYOR}C6wP#4IM04<BC}Cqlg_@rRWZiqi}Ra4$J{03L0_iqjIJ86RxXj#f+x$TQ{9v
z_>{1hZ*^Iy;<nqae9>=|)}q(h+zQw4SW(Mok&1~RaWth0M7OEXGJ(SsJ~tCKv@G3J
zXqlRd(tU3D{P4Q&^In;i0vcYJaRJC%j`Z^8y$;IQx59=q*}y7QuTf81b{X#V{Dqmy
zh*(Sg5~NI{f^fU@I)?-k{AP9=7WW{Up`&p8zB5M&f>aZ)ayng7nfGDf`I`|_L7f@T
zQ!RN%ogYrO%$z8<zvY{+EH|f4?BbqZdTa7NA2*)G)gg!6Y`9ERRf8t4(5KofZJ%=&
zElDmaSXNX4$j2=D*jh9>xoN(P3ZMRH?A4JO<%v`>gU_Qf+vGYM-SODK{w-hKhG%i9
zf|up6XJldT4AW(SV=1(xBz12z!(Z8+AZi+8NO#D?eZI-I(s_ZUR}|{7NU@AA!~cjO
zBh#U4YGkBnX<~mMcWykrXLy1s`1sq_(D$i?f#a>oC98Um4+i)yLG;rX^Nv;*3;ZU{
zXXSQzK3mP*g_<oFnUC&TNLF1<Rt5(w*P`#Z^b=Zy=9j;wZ((}feP}ukqwj7McN#k$
zQr1iJ@oru^hmpg<x;kx4TKe|=^n7&k6WKsRrF~;&f$Q|=LvypM{lU(Z$h#2)lZX4h
zq{!)Sjh~OhF_p5l^ldH<FS{!W($B)$<{8;ysiK-1jz)r5R7^L^wjQk98?GvSynVlv
z+Yvt_-cB-(<vAL0izb*I58k+0s9jL5;LU6aDxGgsFvx5?&gOitcOJk?C8?h9Zh6}I
zZg05>)xAf%$~JJoxJkP2l#0LILCit#%DmeCl!l|~L||D~)~mfqXSW{Rr?4V3^90AF
z8@Gj3BA&b5gI!0K-rCctW6_r1i_O*G@k({8wF0^FaO?OcZxI{NbHS%rQ?1%Ck>Ngj
z<cK|zkZ|fKFxOHUX>UiRT~^VOebFGVC1t?xvn($GY0FIb?LhZbtkqd#=;n(~#Y|&b
zJ!cvdVZAo3`hKZV)bN3ZRR*h&EpW2O8=l+PpadvUGAuQDW`3vQ#n8mZbWpid%-&w;
z(XuqS--sU>L|@bA-agUZ-n3$8$2Xf&anj(H_HJp-Qe62c)OI(h#lstH%H51D%L*b^
zjAbiogSf9rwDn87{z-?mixY6Vlx=`^+uN?LbZ6hWHf3M#6!Rj9IuJ26=V1G&Xe`=|
z)ycx+N<pEee%^F1j3srXPg|p29Yv>z;d)9}uAdaHe5xi%MJ^ZNg;Lt%Ct*qg)}k?-
zn#~lR6oacR?LO^Fy$Vv*L0LG$Tq!oD{ezt<CY_y{yrwIIc3*vz0*t|=wJzmFey1CU
z9TjW*NjM7@RNR8i&k(SZo1ea2e>19QVz1$F?#qCWG82Ym%|OIgHeuHKAl}Fr`m#uN
zjX7nwrmbgkHYswR$37)3sY*dVOOWw>MfDDMGtbxX;HCAZTL<GS`BT7K)R#$>Fwz?@
zW|LP=65q6?=E5qYsvW>z<Ve*y6h_&;*CFFF)4khAzu2r1dZ_}dZZo$y*3v}#DvoEx
zXL&&yZfxSrVPB4++j*8?thm-piaiqH8*G$+gAShD4r2)SP|FBrU7VLollu#$mh7fL
zjFh-?WFGV(*j1ZnI=zY-I?B(}-o^t~+-8O7%)&|xMrJE%F%=V5h4wP$5?%N+w3k?$
z-4_nstl6Mn7(Wky0nXy-H1IlA;ZtkggYG1#;-~erZ^%#GS^8%1(GeC%6yGz#+zK6W
zxYNdmyy2d%^qnu?6!!Y8c$ulnCriPsY@xS*D>TV=nd>P6`mv>|7Nf<E5~3NPD;1bx
z$6}L0LPk7ZE6(jllfr?+tSeFEkzjQecw@|+S~hsuOz+rZL;Eb0iUpGz9?_rbvu-F3
z_daZBk0By%lhaMBIu=x7mlB)TeIgAe#JAec^yy8fJ=xVJW$?pI0Rc8>LY71bTNfG#
z%IZ8>9&lmUAYz<7j8qEb_*aG~xp0VVGbxyuZ{ku2{Y^q~ao<kPL#XBVi)8j2OW|I8
z3D$&<x|OGfC}8o3%Z)k*M7^B&dS|<P&<4RwK3-;x66k*d)(c2}P7^BvM3f^}9Cnid
zMTgQ<QEg9;Q;<ADlL5X6u^`EcpuZIg>etErnznJKhmb0NL$z)Db!n=7Y3pr=$KY4D
z*EpfQ#;3{l#qBU;_G9)6E5jLrbkODR1kpWZFmKIOSCqv%ygJ${0pA^8UyhA(Vt)6(
zdk}yv4E+A=M#qNO_%ZPGk?la@qru?wpJB+~@CYhN=hy~uL07f@A3)YW3^@F2{dufU
zPc=bR#h<()pubP94$$8xSHo}oc~2Mrf+YV9e;(`4UN8<;_8&e9Mix*dd^V7|{Zq6e
z+s|h?evbKMVdvudLB;Ufn8l~A{Rydm)b3AG*_lCNe#Dcq0NFvhGCuY3_oV*X!SiqE
z`bX{lNnL;Ktob*j{&QXbX#D?Sgn#Wk{tNtqKn@@yI~NHHCnqC22g%PzK&~H0pppLP
zVWF%~kJ|-6+poNBPet^9nF9a%x#?ePz_I-+2h4xlfP3n|U#0zj$AIJh@pb(w=TFnx
zD_0WV_5`OD^%I@s*8tQW_dWzNXkk#y*%ZfK{$xhR@(=T^fo(4()5mptey(=Rcg>r&
zbahKnZD))Ba_tQy3^E~?!)mAhkDYtLHJ*)~%<n0%uhAEdPTjxYi2M57B3>DcjBcH|
zKluBhh_!E8HumkH1c3$kX3d_@Iy!mW=UDI|L$%^KI5o9_(?n&1!4e|fv?a-ZCkCJx
zn0+P0M{-{#n%+8t-YD^o%`J9}?au)v?LP>A=W3=#9eY<c%nt9d^3Y@0o44oqh5#An
zK|h?qL~`!R=lHQj^K}Ei-ZHAT4YDVv=J4Y&mWzi-sEAjyCgXM(Uz)=-ANpDQ!1U2A
z8nLh1SuipCkz>o!O8wETo8QT(x&&*r3lhw-3{p9DLJ53O8?dftf_XcS_F8C6s!l&^
zZ09ml%nSP~T_h(~NBx&o#;P%tW3MBA7tb-U*&^U;SStL<f-bDsRj;d1keRWL<l*&x
zs)U9hEpmY=kCaK#8#PQUPmu;}*FW5kxOD^x|Dy_-Ll!GUHXs4%g~?}0uIm{B#6VIS
z2yk`}A47WAcZ^q<Dg=obIEv?eXSUM~?CneV{WBj^YvwJ$Xr4)#InA@-2M2s~z!b2a
z#fj+DaG-$I_Zoy%f(`4kfbOogIfKuKVU_>_<O*3+Fwv2M$sAbTpcUx6r|1n4Vama#
z=GmW#TVU%syEQ7RJ7dOtQDa&#sGfqJ`F2ARzi*Nm6R~F!kfP8d;?JDk`yMe>a_vP>
z#jG_J85Rl@DTRdch1_Kj*#vAHRk2muJQ34jG}Y_p^_9)+MU5}w_N?zR7TV=Ir2;Hp
zk!KRS&Z8%Ol$pj4)O)dpIKBHNapDv<ok7iB8lZ2OO2`D;m8~?|sRVe*BdU*!!aEHi
zuNc`*B5$_j>%9Q`PNsz6aO9BBdT2@9PQPe^f)|w%PiS4oIkx!-Wl<GdE{VtO+_EeN
zgpJKRG>W8UO-Q~BocHM3B(Yc|uA6qV)#0re)7DpV&DIqd3ATGL$?Xmm>$xQbzhQLd
z74@*KqN0zboR2LZ-AZZIEHw@`^HTAcpfQ}i+}kz`t@lnWKX(&J%fXF74J^q`lQ~Ts
zMl-x$Tb?Npu2tWmSen8qwG;HYGh@=1u6XHv>&=X5)--Rg7S;8txeB+L41V3ae&#Lm
zc%P#{F}9`rYj2P7W=tt3Ry7+9c*??M3#a%%s02BKB%b}#n|R7gd;3x%rA9=p)t;@s
zq@?hY*z}v5q@BDrUI78kNgZ@@0=L4pxIWNVyI|e4ay*9Uvrx%Fl~(n5Zw2R4NLq}L
zqu=RJBdb9mYF5iheW_efv?O@+?wJY=GrvchI`pNLi47m$d=eu~_P6_^t<&qTH$&9%
z9UrS%iin~J)HbP|tUFRrQVrpUZ{Bwg+$FtkJ$%`w{<<L@1&=R-Qrfwqr|erBLp@FE
zq`<RCwB0`1H-Tob^r1NTZfSWgC5V;W8+!*EzO`QNp3EN5eR#{B-aNQxs@j_0JZH=f
zM5m`HeRGL24cZCWj3^i{v>MapAdfhjMJ-*td1#1I*QS=#?a<)3<dE1w-rgd#@d>vw
znfN{z1wjEDRVg3}j8j+KEc<6)Ux7+YDP=Z2ylTv)*x^g%l&Wu6(OJmby6Q-Jfad-;
zfR6}n``f2C#jfD>H@%o;^X_bLuoXK*=%JMGOFg|GlC?D!=l9<)VO>^Gy3rQgPWgH+
zSgL$a$p7Gp)?u#jT5Ix)P2)E^`zpDiiECOZ)r9~GnK&!{^kSf_LN#Khyg1ozXsTmw
z5N7lK_E`tG`y8hI^U~+|X_P1&O&0uw8Y-1aRkK>D!`XQ76dQLNMlbgk2EV)W`2wV&
z!vI#AqeWdAzV3Xj$~p&m@bJQ+XNHyxAC%#xlpvSd-GxI(zf64G?itiGvz6AvF1E5~
z5^r=a(Ih#&P$MMO9{hfe^Zqfv1fp<vD4wBFS`6yGNiOi@eDIsEpr8_{JV}g54zuzq
zcA`Kf8g~FzMfa9qX@hZQ1AUnP{{Lg{Ex@Aex<+A2N~8p&q@<){Na;{P1Vp;Kqy+>-
zx<RBHltwxvq*J=Pq@^UJn|~PaeHGz(<Q%^5{9ep8Z10=BcC5A6Ufm$?gI(zSS?i;%
zGYvX?zbpfur_PJ+(SBnUB#L&pFEwN3oW_D74c(B2FIugQ$c=qV0uhRHb1;KCO~_-6
z9j6IjN)<DUZ*TW$_1Myv-lq;WB1C!Qt)!I*M_s@v7tyR&(I{<9p$Y9)`4ubUeZ`xc
z752>-GppVG*<OdH8FJBKqtNc0l)?I?bU~@1=T9euACn`4GZ8%g+~tQOyf{_HMx`R1
zH8YSy#SDw-HLHK12%aak<diE@hJ&<UMj9w4P)*kvfgiKHS#_(<x3#_<CQ;~vP%cS$
zWH1HgULP~*ruxS=XQz--_&xr|vG=f&G9NRx4h`#PnOHmvj*Mfk!3%r~T?3a(kNwIR
zp12!DQ!pfnXe<L2jvP~{yT<k7O$$^?Kr-c%yOLd|to++rN;2qzO8OFoPP3FtyepC<
zuN}ueunBcb3QAW#@*Qk0<wgFY7ea`tW={}7(`RJdV1P|I=A^Dew5sS_J?_U1tI><c
zof7y_ptuKfjT3sqP0eTCSMb^Rqj+BLFM%I9q#i_)A(`m06>~;-RO`}VnlHL~;|34I
z5X#~5-}|7A_$7c9+^ZflioMtI?Zd+)7ZL*TF}KWY^~9)08sZ#6;^y=)J5JTyGO11n
z5?Z=mEkrq1lW23AY@-eeNnoiWTW(2BH#n@rkv4Z~=y$$nwQFNZ4#e^xI|a&dysys_
z!d!dpP=Qo;TL{e!!cN>JzEJ>SK&k@^a+AePtNT8hr>isX92&V5!=Qr#n$T>vB55#G
z-~Pz1vObwndF7x_6fTM`v?D(_^Qn54916j6(bmkA-5Si6qr98Y<#_YZZd^XD6BdmN
zUl{D=jf2)#FK_rDVM6l9_P4!a+@GMDEm2x8QZ9?ZA1`?eInD94zeJRDxphC9y<NF|
zpM9$)w!_%6bN@M+U`33|VcS^o=yBEIQJ>YKZOQDm@?L+{ap(Mi{hc+jmEFbm#sA($
z{(CK<I=VsJoH=o^2nRTEjre(O`|U1&y&@a{WMBZ+f;w|l1)Pa=0FX#`PJ{!!eBq!j
zcFDL*gt(em0~*>Dp#HO1bD5}hUaSEv#1)`k*6$VPda~?SfcnpKy=?venCq|N>NSXP
zjI8uDj6ewvKm&A+IBn3go;3bdfCHiZdB;~!(X*e6@~;BiFY+79|8>R^M!>0i#O3A1
z7|*+a{x@TZAtKA~1~>;uNY>kzS=vC5u4$J419BQGJ>Z;}Hn1o*B#sHA`Z~6N55?~Z
zu0A}vQVZ<!aEv?d*mCBqj86%CMR>J+inH13K3at<1W&}NdrlES?7h#F@_!L)w+>m+
z{$?#ErjU~}*}_7Muu=&xgU6$FiojbHs!klr4Q~Pr3{_1+Fp$rSu=;Kqat>b_<D5be
zYL)ME)Zn(qWl18y<oq3@6ij+}(PpA$ON_cMpC9yoWjWH@T@3vUm&)(gOi}XM@cq&J
zwy3;I5e(BxvRHUtJpOyvA`T04yeGBc<4ItlSz%Tb(ZT{yMMS}$+h9#eyq;Rf#2FbG
zrIwhb7E@-WvT;cb{zwzf3`iX>+I}LqRrYd!-o#V=?lAW^-J1QF;@9}O@Gdw(#b0v<
zS1Lr~8#gTAN<_)x)oex$?FCb7iI5u*QG)X^A4O3*a!=TMO6F)tQJ`q?m6X4WPhw`X
z;T9>tWD(d;r(Jzuj_rA;cS^tRo=*Kn8_PD7mbgwcH~~?ox%d?0&GP(=LseEwDb~R7
zG+EZ7iu`2-^FiwN$h=oD4n#S^$7Uwqooi;~zJ6%GJr5Bg8r6-{j2HS+e`JVX-wff4
zX6v+f%#kBY!MtnhlrC=x<Hxxl->N^gvUiNVFz9ch-?8)ie!$Wo*)9+F#=UW2wbNe{
z{K-Sz_ci(pJ+}?z^F<Ci*o>G2>xw=-izO;v@`e#%Fb?|eLI>jwEKrf?$26%9$Qm1Q
zLh?q2s$)`OUQyo3bx?BKE-j$B<xAuN>jwXxMmiVmxutK*N=WwTuD>V=G(Umt9tuQJ
z0SlHJr&gHGK!?lP8#}NR<*H`1P2_fLNew3HpFdj(1Aeb(eMZH<1&Bs16}hM8eqIWc
zWe9%4V42G)6HaJm)-i*`aHmt2x$`FJ+^bswW-g(Q9zGwEWFXvQD?Ym*LQ;045%TjW
zlUC=GM!wLq7=7Qow-C^*-8D(144qvMyH&|KZ_+kBX)fX$A*2P_V&CL~tjLeu8l**V
z=cX2Oz^;3c*^Id2;D|7Cu_A0-zMN<LL7ma|7A&bhGsZ)TD&(-0w&g`$y23#k57^AT
z;c25hB{VhrR}PawpTBXFvvu=a%;SM>M3)@)*URIXKsqR3iN`Z{OQtiP&jjN6=XgBm
z<)6pUZx@e?dHm0?aR5EA&LU7HO2<YA{0(@}pE5o+VBr19e*;(<P87g2^i0gGCr{6_
zAkf&Z0QRze&!7SW@qxgY0Bk1-2WS{i{#^w0SLcSmm@C`G-Cl8~mn!EkUf_S8>7~p6
z#{!>R?0zorHSl<5CN>)2rcpD1O2MABSQ&t!F8|8pL3n?j$pdx0{~aHQ$zOX3*t5c~
z*IeV2@x&4U^q{<^8mAyG`?JRBY2QD0?ea?qJ^lGm-5J@ZVpETi%N{k^r^IujMjtIR
zW4G!%U;*w8M7yTT>ggb1(Gj8&8_@BsuM`%S3|TU};5sy$<s490_P*#(TTb=iqKO=w
znJ#rKn|iaO!#ZAxHLLiz@h)p)l`dkl4J+$wnDq%&b1QvS8x~yHumYr)ltm1bVk+f0
zh<5mh<F{>GJLi`)5m(0E`EFO>g5lqN`t3RS!fqRW@{BuD_A5W4M>0+i<iPETH@;%l
z*kgQPnv$;BVesRDCa9GC=2ELdm4@bH43Vctym(Iz(Y>ZhrOtS}b<;pO)V^kC(PUL`
zBzY%ehRg$%U8jv4AzMJDSpAFBS_D>+o|<a{^_q{5WTJDYWJ?o5n>*wSwsQU*c2yi@
zB4>-z+57RBq@_<V`>DE{HN|7t8e-6n;L%9GPDR!d@!8To_X%rwgm3;HV*Itt{Z|lp
z)i=0@736p4r@VsOC8*5&eX`*Dngp6KleEwb(#ibIZ7iAY8+P){dkrdmglA>jOC0gP
zVN3f(rdeVxE;ANTr*vPk)8)w<g@s8(?U$@yBI8$PFy2ziL)o#u3#Dj?`q8wVNCS9T
z9%|Yc-eveDQCoS|hpa=3V?y~$AYn3{brX5ryadf%VV-RXnhc%CZ*7Ir!ncCVAq@NA
zUg?qX%R{gc`Bj?-*n2O2C9pb_cMAPVx7Y`DoPj2lQxp?@j1a-C7$Sid=q<-dd*hKK
zcZOECzT6J^w`|iVWH$04LoQ+i-z2f|%H@xwWnHaoIzmN0wBDbfN!Dy&6OLgJHnm}!
zAqN|5{+N=QJ?cm6_#ief=sAR;DBLSHk`vf*n+bF;<n5j>e*K`e4<TRh&RZ^Q#Au`L
z;0JD@rUF&Sy9G<v$k*0J5Qf^f^P`u74k*RD7{0&8VO^rtv8rWa<S1+_l(gxUE;fhG
z`dWwgRHjVgPMeEr#<XkwT|!Fb@vT6X74xwL&MMJmIGxRhWLOEX(F3m4O>-}lq}AM8
zeG}j!2?d2dblX&OW{^ReiuuCUlD{B1BJC@Q{ZzO9&@)+IVVs=sAVOBGnpY}b5?>gY
zbddpVuWl<2brL<bi9M-@G%i^taCi{+=8Iy(A%DYX_or6%tyu*)+g_H%O<Eaj14yB6
z(|ENILZ-i1jBhfBCT9H3)8OZ-olE$F>~j<Om-!&=TY=@t0G|mLh&2}&3H>8_ky5ho
zd6&nU4RqB4(Hz8nBUzz6$M*S=@WN%%Q?pdv)tQYO{Wqdqw2c!JL`-vTs`-2*Yi9G3
zz4N?CpoA8K#YBAUL+YKEQExOm6GTy7f6>OsP@`}%^y>eVNvFr9nM79hOeUp+=GAS7
z$}OyYVppCCR4oB6=7S$x-&7Jj39!kJb7tSU70hl^0*5CC7Sm|gPaF-;c2A{C8qTw4
zO(v-Qv8$>d@1&61$VM8MhgyuZlXVj6bSi>oqB@d0k$LXEyW3G1R%kF4hKW+>19%cT
z_eeqPm(B>J+!))pMrc-<MPMgTDt}mceV#QHhK)CkK(j1N{8~Q17j!H9V1+NUtI`S8
z$f(Al`~mhMmFcI?#>-f1$Isri9lU?v`-9A$9L3(+Wu*e!Z1UbEx1wLInEx}3fR%vh
zOsr!fIE_7_y|6wwBLO2bNDl(6BTff=6ZA(X?BgW+qnQz~zPLCeGq83x@N>ce#81)=
zfl?2hHh|%tET?e98Cij^0Y9g&0W01!f~wx1{0%T6=g9~71laSr+T+Xs0^rZ-qwB28
z&3HEdYvNg;40!+LStoP;cb>&S&w8#d_l*1#<9jTq<u^O*$8#Py3{jQCVL})*2WsYk
z2Ml;~LcLyv&#m_`c&e%6e6XJ}8DG+i^dzj$5V4>ZHEm(4Uo*$6)jREQe|@TEFIwr?
zyyhsZoplO*7T0AwM6N1aI%<h!eXycJBWr!IZu?aPXIZOGWz0g`2w3RehwZ6X>w~oG
zSS5mK-zS%wYbZ-fOLykK)uT_{IkvTWqh9yT;zw4A*=NoEv^lmg2qRY=+se&N&f;Sz
zk&j+Db<6m0P(-SgpFUE-9@I%H=kDL(+d``>1`EksnavyX!naJMK2o3I!&o6%Rj=<$
zq_xZ<@tAz0;zVhwu*KqeG{QKY044W*EByee<hb6}@-;U*aTtKO-X)_H3)>%1p4;j$
z$x6fa%F-GwC=5y%$su=vUtBm=s;X*)%C%w|tZ?p;SqCNJ5ry5h%oD%Rr`-J;fm@cJ
zkp~I}#zt$8Owfn>#t}-|EJJR-X48K%B=+piOedLd-|i|7*gGqi`1ZtNgt#H%aENln
z230Q0x67gAaYm2yLIZU}`CnG?CO*_t$uRPDmY9XndY15oNA5E_qOceQ2{aE@8)dvZ
zFS=O!F(r7%Fx<_dsJrsY54vQ8x3bIL45q)wfB!@&ot|S*eOu*VuV66r=5qplDGt?X
z8~ZQfB;L2jhx53N8gF^JO-!vzzxU-feq||<I3A1*E%+c%vU0h<0=<_`i@U$U7V_KV
zto!zM>rrsVShjoZ;6}ki1is=X@ec*TFTW?Euu8GjKp6>3&`($=qNKP9dyUAq>qra=
zM^FvK@f7YqsmY67Wnw4f)St-Kl7y!g^^(I!b8PsgadVTwft;t;hZde;OE=Bv26xKg
z=da}`clW)yTyh?#NNkK@x7!K2RWOMzKimSU6%dHnTeMuzgOR57=IT7tEIuROw;sd~
z?*Y4oF)~GgjhH0rMOfvgCq~7h>*R-Ai;sxb=P@~1AL^cb>zh*AU7Tj8BrRMAQ<zbU
zIWSjq0wKkzjm7#_4crD7B67!mG+vj!-~zR3c>bv;PKHmw(2<<vNp5mICzF%26>tlr
zYI&_N(cu!JC;bgC?A=28CM%Q}iIp1m)B$?LcOhHM5v{5M6!MXNbIzqj4Ea#Rei+o0
zyNw;t-_(PNc@;_LbrJ*X=y}+|C8}k3o(xK{ryC~T?@8J!(2E>tgO_u_LnBJKL9LGy
z`&KqU^kCHUp%!w`M_#rjHek9^268&NY(qE!49#Gw$Ju;jGLb?M;rS9sGuRotngxQP
zo}F%yJ_u7%s0IoU{x{@EZldOPH1=u-@MvfBIF~$pfgFxA+Li935W(O?L~NzF>Lv%j
zA_8$}jBbL7PB-`b({a(htjR_<A4Hp(=*`@_C_y!K!B}(9F7>mA-yVw~+eTsA^St#V
z#P$(?na~e=PhCEPwZ+3ijpEh{*8XgA`wZVyrm4#v`X=x0TeNfa5U!fI*&lvP8qDP~
z^y&Bn>M=c^tTj*eOhtn*-BGlC7qpZlSvU1e*vz&M^SJERXHO(T6%EHsec<vHt)f6Z
zOT-u#?sa?Bf;mbb2=z8R!A$qds}|(pazj!$d2QP<geBUdeD(%yH0@VJP}Y=_nCeJb
zNYM(xS_!U;&r%Ac7f_ab>&asud{;lHgBew4ftUZT&Qnm{YDBG@GaM$Q$*djlfj&?Y
zv318cTtHjnv{R8u#5-CHfdh$>eEEaDTODksceJQ2aWZ=D4IMftJ<r22x!Doy*kD8#
z12r51M)BAwA>amh_*@u$k_PEbeMY%NL+H;B02=f!oC?CJQd%{G3$TO-{ccb_3B+o-
zeg9=mv_u4}+W;hgjpNG^Kmb*C8aZ?RCy95uh0V)qJrRmpuOLF|<y>8FT1B9%yh<QS
z>K)(|aZ~V$LFL=rw9pY#mq(;?fLmmK;HBr2tgY4X1FDjLXl`y-Bf_;2(Z>GcjesVi
zR<tfBa2_*Wy|~G+#+fe>3=g8RXm0YQl2P=V*Hb*|3E{i93s)TbwihwsfT@6F>3gFu
z&jTkC+8o{pa6y9rb(gTcqzPii&*)L+@JCg`$C2?<M!G|lJD+k)hjibeLoL1a^7;}Q
zQYi(I{fRj^+cX_sA+}4DdgDd5el2nclmaRyyseOGN)XDR^eB9$lO@`?Zo21?5c0!t
z130`UziEp6J}7{L5Cpsn$_vzKQvn4F%Ay4k0<pAkC+IJ-=J?;*Sz4MOH&G@>2YbZE
zqr&@4aJ1bmz3~K#7MGhjq<d}k>$4DEq9WL2#L~ie^aCiK?ym|y5R((>lP|!YzSij+
zZYJ-nCb|)oB+hD*j#$6Nu+D^O^Zb#pB1aIW5WCm>RM8As=??p`0*o5ilQ$08F?%Vs
zON6O<<#gz^8!uW0g-4@0!)sk`Q*L$ozvbBGFDIL|akiamscZzJ3v!ByHt|}&*VZPs
z^QgRq?TwIB6{}}`|0nMHJW13=fkqR?>_g}E+o7K#wv705SM8R;&@tA+^4Qpe@A4$d
z^y}CnH!Zv)XI(+)F50KSoK?tN?HrqY&yoC`%IqzkrLZv%xVwD?BFjUri7}>GyPX`C
zJh3V)yu1P;VhwRNdY&)0xF;-fB0`96bqelR9FJpJObrvHGm;5`O+=x7O0hbQS}Qk?
zv)U;`D<8;qw<s#!D19&k?;K$}8^5kBAu$g?Snp9F*J+D!S>2E~K<E}CBh??0LgL(M
zLoKv$G<~EY$nN*l)Wkf^!wAh{nQ3zwAf!C@P97qQmfV7tEZUM$=qY#h!YwJQ58bIb
zu`$flN%-=crW1&e@!6u0Slw+IHaC^jEK<-R+0B+|HzGMl`9{iu&88E#CVD?Is<3y+
z#;FmpI~kfne9+6v-*d>Oi%aB0&|Q}=Hqm&FUP23G&Uj!u_L<{eI~QL`ng5p*btek6
zlk73fXNo#th~a7bB1IkO<^No>EQ~bF^^A>9?#l!h>ydz7lqbGmG|Xp;I#vK9{eS%_
znSm)RPgG^hEOaM#LmE~lI<^yY&3QEvXlPe}dRf1xIy2@IuT3B{7J8PGJ2VaJB^fk9
z3vm^wm-KrE^>62TMNQp5&-JqP|6_%(Sy9Kp#zq75iv&tCG(czAvlatAfQI?s&2b>a
zKd-3+i9|m)10<mR9%>Ct*a`YyQ8hy?py0$v`)h==*e_w%Lgs1)dK&)?yq3{3;x&4y
z_n$!QlWzYT9}JwqsiN(np4m%teqA*)VDK`nh}zljz(m}%pt#<bz%bm?nCsuXKtX@}
z$Eg3?{cqvN7mV`40Ay-<`YVSZGtmDMg3QJW_%#F>aB&DS!>=L8EDTKl2|=d2AOsos
z7$h))jxx}M8JT|-sejXRU$3Eo86@ojrQWkV4=0-clk<!Pbe^3vG=N_Ixgoy|>f-Z@
z<%EDv&Wc~ZfhW`{O#^+yPa=+Ke*3=Q`~nT_Do`)!_Y~@hQ3H5J)BN^*5!91~xB}GQ
z`uo}c)#rM$>{o#L+uHqH%l|_Cb=^;%p0qET>#s(YYcMnb*nqCzK!0%N6Wap8S&JTc
zsQraMI0*62pI<DO9_!aj4J;r+1Y$o(g#`Qt9bdrj6KVt|g!t`v0=;~dy}D#Ku1F2P
z8eRT|2Cs)2P8Q+{bG;^NxbzUb<h=REx&C$v{S!6(stmhEYG4EEgMg{C&uD{@nTGD)
z?QS5%KTi#;|4VmU)-zska^E}Q39M&#Th@#2wxE}<fFYOd#?`0+G_<Qg{YMPB3~SHd
z_dpAA1*n(xd&Rk4dI<hcQUgc>{&TL^L=8aoIU^Gg{XxXQ0`xkg2T}%*Fa2|*5D4x6
zpoL41!|UY?tY@6yB$f<B3upHxHqgE49A^N%{BzCz;*36F3@10C|2sJkG_)%~{b$+d
zZ{<AJUr)=wnCoTzp3=f)V>(ZPpk=?dxn8#Ze?a~9PIw)(K+goaAOWi>oD@|!Z7~2_
ze?bhO8_Kz`xf6B3#a#M&iGl5m5u9A^Pl$o-?Ain@3GwGO3H0(6wu%iXEdl$Z0eT_P
z0sEr?dFlS=O3TI!j43^N3Zxj|Y=PHIpb&Avl@>I#t3bV^-&3??1A0K62n{R%pv-y#
z{Y(+_2ZEd|#Fe04-0x4Qe>vAn&%lcr!)0rD2KAEl|6{JdUJ0*(7?|nlfq8a;+2w$;
z8NpeD;iU2JIu8)upXUsq!i7Kg;(x{{ede8XqA@v9)|?>!uV&|8E!01)*1wyg0l*?U
zC!do)6bIrK@C*RmxlS4^zy^rv02@Gy_sQq<HDG8p;4B54IMA7#;N)}q1js}Hpy1Jy
z-hkC}PClnkfFdv8)Q1rG1gI@M`J6rhD)9h6jo~MLe<0t#|5d{_+v!lQ$*|4*n~VnP
z`zI1y?u^9<j8y;KReDC@sWI+nlro@Udv2-)!YF6wDG#!$(3Z9{RkkPkH1ae7Y_5SO
z6-jOY!7-PVrhjXUQJYB5R3KtO3t6tL?Nbcz>Gi?=+0d-_#w*Ij%_>>N_AxOYq8og$
zeiB7(LY-LD#k2d}ffWZmoG~#`hX;-3NMmARA6}COyWWUxN!glxFDiCqWz+SBCv9{v
z*?xq}a&}gyLix~a)H9EJgp12OZNL7N{n4lLqB)wZ=k1+nuw?vX+QsFiRm<Fb$riNf
z%SK#*x950aqI1e1Ju7nFh>y0itbHeBUyRR-+uz-o&Pp5O%ottZ9^H$UFH7f5k0~y(
zkmcme<jqu$=^vL7i(IaNI$ZqBFWUD(TC9C^&v>+TMNEuqq=$bm!w1HVFzV29f6eUp
zU|{r3J+^$<^8Q^L8m0|l%O=0s(L(U-4vo7)Mle(p<eFq}7o6J@OS*3-^4~B(uAG1l
z1=rGgXP%v*D6I7C1+>e8g?=;`mO++OeSs!&S>D}ObtDF@ZFJd$?eSR%tE>akcv1`S
z3ikKcc{Y;vkq-U(CZakcjx3qY?W>X2Lw0uo6%VK5n4CC$``yixSQ<Rg0H1QXtmH~7
zaHMP3V;VD|RUE$Xws_+8;~@@Ml5RYdUKa3Ed|ZK9Sj5lLX18m(Z}N^yiQD3>No=U=
z&A75V3bqapxmNS63FHfQcgo!%YeZ|Afd)-2c$*iKBf;g{pG)s+&D(g)jC=r7N%38}
zB`T@~=Y5l>c94QUE6`t(SGYj<$%`*c&6zWD83I{oSdzS?Ecddp!1QdgQmwgxe}kGS
z6~!Wa+f5r_$15+-N;(l3F3AruY{>d;fc|YMl>FP`Leq~g6nRw{vp<4`JB|=Ts-y&n
z1luxeV2Rg>K=|Oxx3YbstoL~bWgU(i_~yQ`aCmuAi%~eXhY_zqeBLdb<{k9Bw~~GQ
zfo$*jeh5h<d{Bj84@B2^4#f;P{sy{82s|u(Kv;(nchZ(z8?%Eyjjf&su+8r9sb4SZ
zJ(^KR)NRxJdru46;K-rb<n>Axm?w!Ub9D*W5ggTV5k3``<?5~4p(1eEzbPLJ1#4iY
zG*T6GOvsjb=w&aH{ynvei2o3lp$m_x;yH)?o1I)c9h0nq8V@4|A}O_m`jqrfvnb8h
zqC>&*>0uh#>V<k$y3x7dlw_X_miuist!eMGvEqnuQK_c$Mf&!|S1qBy0~bLt1i>T_
zVH|=9ZSkQt9ky?)=7+Gxr}~VdM&YIdp{YNckKc;@2x-+7Z1#e9?Wc$E(aqU(wn@iF
z-g?B&cGT+yamfR|z+v^!f;REINCz(^gc`!0?-(D{U(wZQB5E^;w@j1fV<qYT+WLl=
zOd6?XN$>4ftS$4=bhcKhn!?guTJhfCXjLZdcWid`MhAQ!Jrw%Fr<K}Zx^;9VABDh)
zN^FKj2AFRbw3r0?V<i`~j2oef7`i!DA+TVD$2JPie`wKO_0fAXLco+4sjo`Jy)dFh
z9^jqcXV|q8*lDO=Pe@4xFQ@-tw4adlIeZ}4gTc-=*XR9rUdHO%LdaQ)yx-B}6*o%r
zBW4<uZL8bd>;>nd9zIOwg6qH8yYaEEJDW=L_3R_DE-o^@5ph#IGw4>WC*Y#|BRawB
zp9q+Yj=R30;vrjblxRAjGU+YsSy8|i3^b7}+-LUHVxMjZdc!ad5z{mfK>Vb9%C|`1
zZ6GCr_|&vs=KF_LNkx9_L+sn_cspa{_uqd@^3xY3tm}W|mWecp7jE>(Om50g1lH4s
zRh}{|O}1K;8nIz!&8>+mCb7t-sW3260<0WM%>hD|Jwp?$-W>*?nM7%t)}r=?K2=yM
ztT;f#m%-1iGNj0FZ!m((Q5vxH6qB=KiuLtZ0{n~@aay7G%$AK@oZ|R=P5Qr>8YdUi
zMNa!h%ZE6K(PX8sesb<YhZK27JPGFh9m({uIz!^P6yoQpWsRT?_?F34f(M71Mep=5
zS2T_viH*-q8rk;aNtn@Zv$fSFGVC)yJ&phu`}VO5?JnIhd|9OJ4crYFQy#t?)*oh{
zY#zyY7a0gvLf#Yg|7=XiUAm_r@*uFfL*CHBG9$}(Fucp0Y!G+QN$z3&J5!aRt%nnc
zKA-nQR04$x3{){R@`tM8IJI@mSB93qr%+Ku;o(_k>uys?k@)5i>vH!7xN$s~<i|*r
zkJ=S0g7e#wFD8j$)ykxOx6^w6sljcN5vf$E50R-DgA3Tn126~izJof*xNf9xx*+Mt
zZ7V+4e04qcu%~f_U4LI1VYLSPe!yb~H(j%IdL(I5*p@@}D|Lx_^u1=?4~x-#FhgJQ
zwaesVw%%5}pLg!3w+}N)OpDA9O&hMr(vls0RXCrqy4XEcu45YfzR}C#!xR=a497$3
zNN^j}n$rGx_z$bbGq?ogcRxm=5#Y4)%risUriYQ3%ek=%HB?f-udTb_Sq;YeMiD!q
z|B%m_=;jUOYr=mu*(rlS9V3mTa{LtDXa9>N&g%lIKxa553AUzXoXn-yM14!{47cRa
zh~~gCR<maf?AA%%IEw@F^uAEOBe4M|4F~6ZRtNC}&u5x}5)a{ylntB~qvE8p><SN9
z1g#ki#Z&>IRw#m_#E-d1n+epkyFsmBv`@?f9691NDMHmBxhuk#@$zBU+mulahjaFI
zKS=YVXZZMWdg5@jd1yt(eokKjnoti0@@e~I0)$6nP_M==OkDbL<(N+dF2%8IDP(&C
zw`6HN%<3UC`sf2xWvIt+-re}F{$^siaqBP0gdTvgCD|70@(No&Z?bYi6ub$+gq%<C
zqYfe}8DG<-l!PY<E`oCWqu@%H(_AU|EY=d5mKzl`uQ28S0$AgH$ud}Y9(82=IV`xS
zdp>mp5n#OUgd=0!dJPI^<m})`Zn;+XQYmH`VkmV~3sojTh(MbKB4mGeq5#)qWCjld
z(`H1d?9lJa<4q=dJRpb`{yl7ZQkxv&&Pzj@JTZm<t=vZpcKm^du`A1a(JI*($yV^h
zxgO8aNb(U3D0n2-f(8V7*3iN!2IIukz$pB0f_E)Tr_6PH9rKz7*LkC;!QS+M+|G!5
zwO_*TZa$7$7nNi{+ams?KN~8t@;zvJL$;J>_q2V!kjuKU_ceS^?~c<5*UjdIS(c+&
z!p;hH4%@<Uhl3>ZEzt6ZroxH(wD5^lE(OnE-WB1?7&5+9lDuCTA95fh<2)i%Eub!v
zSZcNG{>db>L_#P$uvI@+4<OV9`-dZ-F@6>@gm&&8Kv-7b>-~9Bw}j0l@_QIS7rqWv
zFK!jSkqTD4jAJv)_(k}}eA+`rLODYiQjPi%iP~18$j2m*kcDV2F#c~-936+7MB;K8
zYARKME>JDRaTJW6O-%@p&R9ka41p=}Ghu?v{=;EB4PJ^S1<M>}^#eRcy&&c>a94oY
zZ6oG`IZ5u18v_Uq2!fh{5oiut1R9KCCO)lnbYT;u_ZW+)-?bL85>hfEAZQmgHu#vD
zlfZ_l%o9PPa4qM`X$I<(b1&mEpfw6cEHck;H_nM-dB|B7#{@fiIFQMGU~F6zJ^0qp
zg+@7Nsz^b<FJaM9=fPRP;F>EiwxP$@?G!VKu9X&l2y<(=jXJ&2EHH&8H0&{NQ|D*g
zIT$5@DI-#n4y3ocx%r>b>QH{zlhRc-d8L+%@W~YfKk2zmNjXOqC2%_u-mh$V0M(B~
zLb}$s2rU@B6CGMs?pd!`yz2AM$Pd^>jMhkn!UH1*3e+2ULn2k-efT~4NyglA6Yu#}
z-A)tjkyB*zOp{f$xMAX7hi)$U#A4n<GcR1iD_X!*5Q<zx9z%u>`G%JPyvGc2rh}r#
zq?dpsL|hS(O(PFBm_n25Ks&E`Aj_AB_W}!m&P>_@Xa%pp^K>7HmhlOwy*q&AOGWIU
zhp9$bM=!p!4{1(2jeMvQInSmM6RRIPT!(Y-K2?x+zlF_Yr6W?I<shY7cuDzGXtWhS
zcVIv4D#Xa9D|<b@H2KT>1f}(DXosa>)vjo&Su{bF_BAkjqc>o`@Ye3BW;Tj^;;k6t
zfAu-Fu?@V;pte6Vfk*^QY0sapR@wpJ1R;2z(gWWP!;j9$zbRM<+D-Jf_~&4UyIE?M
z)@>|hc3*njk5n|LBJT$6e4g<f>!CIIG@@Wf{p2XAjPNkCm5&k<H*fVG9?T~%^?kXD
zt_M+E-|x0jm$*d8*i6J$)D2B+Z)&iFR!|t+Uo|i7uKX_A!kLLD=cpt6ko|MKL8HwP
z476CF*@dnxKmi#jy8TC{`PGZ$TD3gDH18)OB2Yd(RsREv;+(ZFQ2(F4eBq!j)<ImR
za=Vfm@N{TbfO?sF@eJxEE-2?TAEyg(6{wf=d&Rk4QT_kVbG>Z+|CsBq8m(*4@&L=g
z(f~Cx000BfndPJ?>`9A(4X9fC*HmGrh<{Ga131wU{;yEOsR00RS~~zp6{iLOz-b2l
z-wgl&x?go;f1wn=7Gv1y(5`@&|Li<)nbGPG47s8K;Ie*Cso}CQorn5cCC<ND;eRyz
zUAF#zK)q%I0I>Q14Y1e<F#95?qQ+^9frSaEVE#9A*eT+lr-sYx(_JrbI4hP1I4hP1
zG+mtX22ee=bB+>#s};06b5l9dwx1kQKfnKD0r+bSx#D?wS-+=vc^TIJfg!)1mw$nm
zm-Tx^YPj?eyqNp`^IU&h_g~ikkGcMO%3T9*_(=^w$C{tN(w|ty{*@F!SpNqpoLFiv
zJPogz6wVmIS*0YvS*0YvX{Drdi~&>#=fXi<vQfX1z%N^IHT1Y@U8a9VkIPW@JbGNM
zQqwt)Jm6eGaIQ@DSF7CwJY=qgG5l7|>6%CZ=mC6U4mu%)6K7xm>tB(=3D%z{h2QEx
z{dOo_FDab*u>!4AAX6Cd`|QqiTF2-dDS%$S0x4W}V?8B>%Wk`WAmtTL%FFsagL=u$
z{tu|Xo|M0Bz{O;LElv^u(6V1)h5vc3m#zOFbN%%`cnzcgpa&v8kQ7*0X-<43Kn;eI
z#=qKy0U*3TPYk~mclvEFu9p~2>o@_evuEP-X<Zm#`y%oAx6(_$4eDY9xfUmh)1h4f
zLH@;Y;P0Fy0HB4q64YyOk~m%VD?z>3`QnuDFI)ff#PC}N^=lvoW_m`D_{_o#^osy`
zNq|}mz!oTf&p-Ol0YHfV2Q^%J9$qswoUww_Jo7**IJ-50GJT&H7(hwsudr8_9Zgqb
z4WOZ20qQ>=mzN#ke_+V3$K_v8{$>4MZLYs1SpOTSm&9M4LcMJL&(9U)oAPsouYnp)
z)JMPo0|r)Lg>K*t>9j@92rN?h@5-dp0tml5&;hkl|2s0nSqe|USqe|USqe|UMJYT1
zS54u0nfP|PSC`#)|JbYlC*t!}Q+Qq`i(GN8mmY!_bKlF>@C@n+IsBB>etrYxm_Jtd
z*Gu6wPy+xMU<1^t0&{fG0Ph?>Tfhs`zvuTlMf~%;;kP87za0|S%NtG;b^?9UPGitO
z8QV?_52wlR&WR1b<=p&jP?zl0CA)Do47oh--z8B0QL4NQYtLiIl@t4265Dpgxn6n*
z{-4bCveW2~xt>^;u8}vK;XeaC%W2fjDQz$TX#QPn0O9?4VgO}c{5ihg@a}qv;l%eD
zg#2eR^l7R(ATfXh`*XwqdilaZU9wfzLk!n?T>dpN{CZsewgDH<^|F4iNDP;15if>%
zJ*)xbo%?fNuZcCV0wc+R^}9hKXlyjV7BB(fUl7A-#?f>4r2nPt3V^fh3V^fh3V^fh
z3V_oLTjz-3|4DX*)1m#`s=q+X>yaA%pJZ1!UG{66>)%QZAn){_P_Kg+fGh!s)r>&>
zG|<ET<X3tI`oG9@4!9__0^qmQ3cv0D_40+&ObS3>eGnf2exC`@r-A$DN#TlT<z?!O
z)3fq2wa<AL4jS6ejrwgVE<P(S>-Q(ri`71VK)s>>eOWBePpB8Gea=I@YEpuKnd{%h
z+?>W{{9NH{AcYeJ5>V~INY8d6N1wHTnQ8yV8{;(I<s4%GrH%MG!2g+`8#Z88$I~F0
zUlKt646mVm_)Es%|E7Ed0FyeNd_blV+Urcq2mt1f1onDesf0mMC_mFOp7#B7H7}1|
zVWML`AHAZe^iHwR{|&zCQO%pEMn0L)F=AEBY=D{Nok+o4X=Er~JQqi57|bW0>4MqE
zc8fhQjWNqH;VB9>{@`-#y#~3mQiZba(@V2sZ+3PH-+vvkQ&c`!o>_a>>}@#MXE+?S
ztsv($7J^ndQ}ZtLj{RQi+Va}uuCe{&=3y0D+L5&aman<Pd_#JN-NrPuM<&)erE$uk
zv)l)VttB&&#xcjsGxj4?!|TU3>&r`Kn^Pq^_6HMt!^WX^SQr>y%@j-y=ibHKt9yZc
z^t!ON$cT+5%iak!p=vTDsDF~<O+Y_JNPh)SUSYa{mR8|RA#ebn_qMnDXBOT!Z|0e7
z{unZpSqU9pwA?%z&0m+n=T<DS**r4Z<@Pw*uHj?;Y&o%T=svTT)x3CIT57eqHy1P_
z^jzP2ELwE9FX#X@KqV5tyHl>T9C3c3CbFWe1X1RoqOjSbwAi}lxy?)Q!Le6Q%P8va
zsz-%|AU9)I^VJmj^+`N6dE~Uv*D40Fvc9lR$g7+;yeoW1Hkov;CSqL2Gn7-ynPO2w
z?unvP^R#szW3R;`gpdD_d>U-^WUd0|t#MRnlff)sfVpW#Gj)EeTH*jAO?n13Pj>$L
zi~EqDdr4ljKy-z3zg2@%P<W#4@~oh^fc2FK1X&I92fnr_f7&kD8)(Ij`%b<tr3)^m
zT|>nfZ|U2~GU*w;cC_WoZcis<z^6#556iyZYo_g!QoKL6$KyB8nhx!`-VyF%M^KSe
z%m`W01ZA~sM6DO5%@6jX-hj=9sJQjbix-a}d-Fv|w=)QQKWU7ydh~>r3nH|>9qdK+
zQ>>{hbg=3qS0hgHXO*ZLCH8p1JTl@FxdDd2Gw51RDo9QskTFn9v_m1NIs+@h`;9J^
zok<(~6%yL*_(?3!#DKyAnp`bsm#q-2d~lAakA_kmQ5?{dtznomwJDaz6NGW%um%If
z&jNer)}AdLY4BFBTac-UqFUlU`pPBR{TQu0fB0eC1H?o|r;>Q5j+kWe?;0_-u4OHN
zTOl0<kBK)-igl%-Q;i7rgkucakcwro#NbFAN6I|WCImHpFwOep>S7YSFUr;RBga-t
zglN?9Rm|>X)0&|F__B$?@y$($6-y{l)L?`sC=(GM1#$u=)9LG^okunKTqIhV2Ynkb
z1aZ6_M9^1F+n%+AIW)`~Ol#f^rK0h`eD&nn$aC!=Hql~-sL0Q0J+&){<liXNIzP>3
zcsS%f<%fFQ6%T`rB--gP)v@dZ8@wV*uykMD8nNrnjXZq*XX(S@aY8&4-{sf#*a_di
zBApnY<+5i`{@yo;{G^NCpuXLRj(`1SG<2$!q}w19WlB9jBZWWNh3Kfy{9fz_&&Lpg
zm4@#U{PPjE0c2IIH<>vKBFN~IN2uJHIjjtYb2^x%n=2Cx^&<wWdC*PWzL4r#eTSW)
zSag7_q$?$dTEu)o*@uAFFKEhd!q_w<O_w3aVetG_mxecenpFv#RP_V7AIQR=^huSD
zb#tG^1irl^2w>)|Uh}BT-SQk(P=O=->MrbIjFqbA;T~(Qorg`a<$>r}ThdalZn5;`
zWAXH>Zl)d*eQ6s05gtTD9O>EmGMWWCYLlM#We3lU6-<f!Rb9J9`-;m{!k2nVe<Vb(
zjAU8g<xpS?(4BkDw8FA6XMemTs<lt+GYuco6<yT;h@9O?cGWP>zC-wCO?5kYCZ`xL
zGWhjO`I{ic1V$Y8X&6B9XY1Xfhr1)#oZt6MUW)cVvN3<Zyvr#n!A>@jI~M8!*!2!V
zD8IS<Dc~cKA1a(6UM%qqjG0F&aluKF3AgE2NlcXP_=~=YotA+y+Y`5}a??Whz~Fg5
z9O3N;iA~!59B<ZFC|gJaM$+$)bUGD?<0S7J@cD)Kls{F{d3L$~K&TI!<sT$wgx?{e
z-SIKEr0^i8Se|Yk;SzpEsU+Bg|K@`OgJ`filkO4?|15!snEy(!#T~0~8nKw0T}C*W
zHlOGtjTRre-CpO(mr0};zXiR>OmZKuF7&>rE7KRkDrt<H&S<hQZ&3+8rZf2pn6SVR
zNt6X3PX-1OG%rv?(D*wew14o>j<rz2y&2I#Hh|Hs3;8Tx(-56SEuAe#FgKf<UJ0Qu
zgyUATjT#acBamXogv{^E)jvDHa?$LoO)<Ce9jyA|`&NONIRIOki*nSNf*^9VvC!Kk
z=C)lkJ{jDryA-Xy0bodhLs%K?6w&S$yusyGN9cl1a>*8Wqy_P0=H8=iE?)QzPal9&
zt-?NhiAmx#GAg83Z7~U}bI-V^4#Lq4UN-5A=ZE{B1n8_h-{<vxiFlXLn`7(xqA~lP
ziDJk?m?RgJ&YpN@=z2QMg6e<|nKL%ZW@by?Jr-CWSmum`CvVkxk0?kX_DL5DwQ}sL
zvk|HAV(v3`p^ie4=OjcKPrlT8D8*Op;q-#&gC>9ebGU#F+?S~RfPnyXa|-fjY@VOq
zwFIZrdUfihbS%<6BX$U~AmL=pbyWNs?hJW2*Zs<*0!xRVIF(S1oujCx&BK)=eoi~>
z$wNAOp#r*BzM64gLnPxJKgd0v66i2QO7Q=L2Bbbm)`_RN<jF!UADN%TiYyNWsj2NK
zQiHR6Khl@>hLoC00Mg#LxUO+PBXeegH7*t0L&m$PoYDwe744HSRwe{5D^$PYs5wy_
z`G^EIC4FV4=JP{GBK9tl?A)Y<$Qjg%EzyD}a!M#kFMCrBF|;oX`-4l8ZwE&z1bN#?
zH+nGJ&5JXRp8%Y;JF98AmR+@-9gbd^UrpUj@a`mxdJ_BK-S!9F$d*`lSif~BAB9!q
zvv<jMH0g=TA-xRPvt|{VEK8xS6w2j5QDBt}|Mt=>z|ve=Y?65CASwZuWh3yh=Yu81
zc>+paPn(uq9c_{u=&R4)RMZPcl{|U^LFVik;-MNxf{Y-K8gLhJyy~WD>g#9oZrO-L
zsN~1D0#KPp;lrWSI#9<<6jc)ovsm%M*tc#dm`LZ}hSz#Hj7a?ht2y-tIA5DZ@wh)B
zneycRJZ#jQMWnngtlxWUI8J1)_R`wLA0FoDIg$M^@VB)zIIDfTln0a_nd(3*`%0Lv
ziTcX*Fb_-iRGVi$RqSB;3dJn>S}N6v>T8g%5-O4>i_-VRd{!JB{`}jw$=o@y$!K&3
zHT{X5Jj04oaI~aN5FPvCMa3c#q%ESRGlEEZ*&Q9`@5(4kLuz2(PL1Za<h|SCA`;-#
z`&F|nyGEq+HZ+0MgIES(TQlcp^E4e@9A1y!%$rxO`|j0>kmE(Iw77`lw$$b=l4|og
zMQCgDRTU<-iNHQ3hUMkZjjSzt-_vHcoRU)6v`*}WtF~~ECT^M|8kr)C;b_J&5R506
zi02b^*C4DiGIoN#>4x4;poAcIp<|&xySxsm%aAImQ_=ux6(S>+=M(rZ{)K46GU=01
zP!fI%Ve)BST+&Su1=4d(is`UlIHq{ogo$q(44~(%VPkx6f!bQqfgx{IJFF5J4`;uZ
z(eu>L`kf3MxGf&L(g#1f;z~^ja7GU}r~9weon#kFW+)o;NJ*8qDl@VgBIlVUWS2}H
zZ@{W*D?LJVh12ubfvAUh%KSQ+OenpUSu|k4%*x0;{D(*=)(vi)Xol)>k^rifaL(YA
zG^S2nOkLD2auk47V}qR6>ySXYsO+A&0Fn&RU<7?F1F>xBY2l-M2wAh2k9w^>!eM)f
zP-ggVyvZufA^pCJN`>Vds>%k(C?UZDMQx$(WRYr70A?JCEkar<PECUS)mL<2nQK8=
z@D6e9oPY>HLv)zc19tz|F1q$4lx67X>eLt*ip6DI__o}=jhkCz#TFE66SYso4G>CT
zlu=20EUi3)=)W;!nzY209nssruujPNkk}oSjrWbD%^pvk&sFnKy|#8Yx>+iom0E|C
z^pW-^vHE27tQzSfa~o_%w(V!(41pS7k8xY3KemnOkT!<FHNkXo4(<6)R)_Pf+$S+4
z%x4MX?T}~CQ1Q{poPi$uY_fqIA5iD?uoA8xnfNB4a0!Bx)CE?OSi;=-nQbRW^I;cH
zP|yza(+Ou}KE*@}%~F9ILRLa*cR3$JKKy~(k+|saqf|7R(DXq(mhB5qe^JpJw%!Y(
zP$OIoMkQP52?0U=w#g)^Zg=G4DA?JG<{ErqiYpt<t=A$Ir%;BA`mEs;d@-{7-im;2
zXCj~vA2RZ)EA_~I5@n!9Q7O)uqRq6lecw{;;P*9>KL~77odvrbhgEec&s)gi5psfi
zhgh?w0U|xE{;sxH<+ATKR&>;BEM63GpE68MuIk0`+Y(>$8V#855qrMlY)BQw{5TW_
z=Sc)3qpyKJSN}AsIa#7q=a!}m@k>g0sLhzbY!CgHyDhLncO*F}I=7x7-v5+E9-GNu
z_nK=>2-Z_Se7Zm-SLX}xIh{)9?j1s6bv&CR#ZN+&Hp*hr1KG+*(U=`ghPDFPx7mr>
zsu{j23GJ#a&N|4g2{NTZC%CJ6AoJc!fVzn_5n<IPUBpxsFITVtv5x^S-J${81VG4q
z`AHRiqDgEmu()WmM&*m9xF+Fl1IL4*4Zl7p<*n@*v#`*mH>n<F*er4tQfmt1zEvB+
zM&<-$Hg17-m?rY~ACTChlM4epil4POtKQ!kFtwX`6M$hg1k3m=c8W@exQ~6#0(ahX
zC2Y&_Kz}AFWx{$<naR9GfPG*so$GzhrrvrTPab?sLyDmqBN@w3Pn2)_CMmH3k`h4=
z{~<9}^~k_&59{!5?>&_@UqSZ|!zkRGVit~C%-&UmmHBb{;V604HDq#m6YS5U0w`Ky
zY}yQA0j>3>1P_M4JHgkC8wqp^tT<>!X-h(J%E*xv(Z6oUIcCoefyY5=!nP@o`f{&{
zBJocBDiW<X_GfSy6(^JGnc9V1TIVmM9uN7`%Q`R?y$iMX#Gk!_Eg^-|>kgVuOM}kk
z4802zlPVHL3m&E<&Mx~QZ%|yW$4CS1uHD0o7L0nvuNW^eWEj6SDKCa4C!*z&`!VRT
zJmak9YqK?m;lM4?_U&J9Z{uTDp2k&a8le?Xi3xTc?^^NK<9zEDwBGFp1Ei~4Y}@mg
zH^|A{?k#gaxK*VUkz9QI0bKM!esw-9Rj&AAxUK6^JkxiqkA>eK`$4Y4vTz{`^kQU*
zkfesIj0JopWIC``d}Tj0A2Rk5Z%YPOWg)R>sNatP;l9<T@$!$*_Xm2$+`Rb~!_Tt_
zcPAXimMXwEzrzVf7fhLn->)#8<c{lkPGvFltrq3Uj1&vj)FBL{FT(D;FNfj#Ngkg@
z1soc?)Z1bud&S9qW2o!-HSnBue90Lf0(kXph2ej!iQbSx`#=M85OLItV73;}llOj*
zk+|Ic9Y6+AF^T%9H#w_u-#NIYxz)eQXtJ3R5o2?vINmwhgxA)dj$$7VGhJYN-q~<*
z`5v;y^xF(C>J7#*+p+hUqGh9y(i{`Q%}1(FGvn;wC`n7TH~i4s*>a|5DmT4r)rE1k
zLMnXF^GcJfd%VbkHui6)A(pNW)ULgnZ2^|a%kQPVy~DP;c}P2%D>C7j5u`!$<j8*t
zOr<?%RiHj=!qF4oMs2!x%VlPDn$qC)N2Z3muf_A<BzCoWza%X|!>6kZ@2|%0Gw<n}
za3lJTeh4>fD+{^Oi;I0b{~aZ-*ZT}RF?(eLg$Lh%%qK$?Fj}#aSi`)YTFiP~VD<UU
zvDJuc_dwS~Psr|Q%ssqf71yQVFG$oe$49O8@3`%(3P+BFpQ`IMXB7ghe83fUtA22X
zs<?qY+VxNMa?ALLjO%JAV%4f}^yam-e?a}itnmlq9}SxhupKQm8U_uq(Z?YeRN5B@
zVwwA5b_#5i&2a@cv^x2J+?9-pT!i|R=DWaNvAqLRL_&RBtHKp}L+1OB<AC8cZq2V*
zoiyCIo{R03h8hzu=E~Rdi}r1oN`~L{Zvr(3kL-RB3-ppqs{551-5r!FBF7K`-ngCM
zHgMeRAL4K+b*mVuy1zzQ{Wvq)qmDDSH}9uxNf$G%M6w~yQ7mE$*$nk6urj=|T;1t?
zr-$+CRGq;*=~VuH^}_3=hw?q_<rd<3wrgKiz05WN>!h2>866Xh$kOoSBhvS7x<JC&
z8rScAkS8;a$0NV<x%yF5e;F%xc3|;JPLlrW%%fd&*a!lPo*M@b3m<*-C@f1GX)`#`
zfOeXj|6)X7m&^~fV~StO@pX9p#lhFT1rPT)<20}zq$`sa;KzIJTQe^L$B4#b(bNo{
zJ-mUbV4lClfV9{w-tqoxr|lA}RE@zMl^haZ%{i-Y)S6<w;!o1;1B#vPZ?_0p9<5va
zkl{Ysdu-;L2}3hRTUjFTv@|hH?A@En*4w2JE_LKawj@uGA5h+_`REYsN=f1MV;xl?
zKZbp1`p!FqZbfwr8BYRfJOP_(S}AH~1W1H58#-;4oPaLr-hO4YMuK~awB^Ne_%~a-
zUoEb<YAen}FD%(<uF+6Nj2+D^RE%+B#KgLj-GM6-pzwZiXEjkC6Fm98BmRxB6lwki
ziZYgn9;vrCaZoCEz7{iN&wnmb-^GeA@hvP~6DxSk{i$o6R=bhTsYga!0BV71#pZRi
z^HyTYv1%7=SC-jwJ>O=FJ24*jn#}CYknP-**L)aHOPaY=?yh#nC0FbcE_&SKAK$js
z41Wgb<3RUe61!3CCM0urpdB*|>=C7f{F;esq(L2|DdJaY4nd8&=T)*l(#u5oiW!hM
z*?VBSPasrpd<sm3RKs4qiBrTQxu6_|Cz5cCROC$#b#Vmf|57?sz*#y}z*#y}z*#y}
zpeyc)&hwnj;i~CSFEjs~>ftXlll`HGzoISrvVPB?{-r-RXd(WinEf>b_hL)O^*HT;
zmi;PFuf=H(q&EKv^%`srOmqMmpr0KuMiLn128?b1wSXz#{>Fv%qI9T$-_oJ}|H$S5
z%mN8GO&fX5<qH9)iCM49=D_-E#;nu6e{T0b*c=$>8P8?R`e}3EIiBEZ(~M1PHb$kx
z6~JaI@xJAko<HDDfK*)>0{JOXppR(4{yqC9Z*Fpl&X)ygWlf%3(M?03&4H?q(0ada
zh0AVl@tyGs7d7qis{ZbNUfMaE!xU0`=Fv7w^S+J@t=;h(`LBm--<zmc_G%O?6&}A9
zJKl-Zk+HY2%r8xn4!tvWytK3rG&(3BO!V51&<uMY+w32WnjO~c&mONIwib@j&>AP|
z7&RHz6>2@`+H7X&Ieca0X*z1A`1Jsm<gs%d_5G|m>pkKuYARzpH|-VK!KNmo=9TwK
zhr4@Y+#^AY_EaqGHJiyeg-Z6a%SJ<+?%OPFD)xI;Qwy8!qie^=hhz1w24+*$o9^$L
zTUA0>j(5K=Y(@t1o9W#8NNs1&YN+sh?a5<1Lpy{=kA8e3O#n{)c<+c*ab0C4B+}~5
zeu(?VR!Xk@_Xry)UmO8$dTPQDCKuOYQ^JhI2-RPV4)iBRhkc;YA)a(@G-900GZgYq
zqr=93jSd#$sO<kSI^5-qtP#$+t0=3W;Gp_qwqF9;EbYk_-Oa~3M*uex14HU?6q~_?
zp~(?CxG3{s2Y9xZ56c^BC_Z%D8o@9po|Yop2<+?2*Y&aHFnt^Ttd^yFA)0`!J=Gyb
z*Z}8s%+c(f7ZjOj=4JO9KH*C{*ILhs@NxU8JRikzRM7(Cuq+G#h~yDE<f|3nwt5)7
z92>&!;<2C(Y<xrManEpo1(9eo(HKQ(z2>_<?Bh(eaRr`I-5@&D?#H+vRaxLBBW|&<
zOp#K9L5f>WlnbH2!#<-d$b>ByMv-NMc<x6pk|K(f=MV|w<@xM~Ppw4baNciLhxXJD
zY~la4I;f#OBZp!(2uNwvH{S(XA#w=R?3SjRg{pn08iwoj7Cfs9Er%bQ*T<SaG<hY7
zJhYDN^`^x+D?2nisS0(E3Kj0D=$+Okp59vmDvg1y)^Xm!^iRm)rk9^4z|vxSXR+x7
z3D$t^)&>hY3v|L#qCe((Iqj6ucK>E~Lfidjs4Z&P(&5{zLXut7f-WzTQ0s)f^1h%c
z+_DS=M-gTkR((LEfc8cfN;B2r-AiBfFHizpI`_z46lt3B3REa~O~x?9x0rU_m>y|)
znn-H*iichX&O3?PSP&}65Sxf60Pm@;NK_nneeCEB6bhixq5XO78fF4Dyf$}noNQsH
zK%j%<K>qZm1s~VSt?H`wHwT)f0~vXQAqi>&zOyGrhf+~UDUo0`%U1XW`c}+^j{C75
z6-=X#$#sbWcu-9G@9Ak$*KoE9(X~0<>Xu$7{t^^9)8XdXpM-YPP$M5fWGE>qoEkwA
zMaOCY>Q=X}cxEmlE0}qWH($0}PJw#sxSbLj3lvLydOLhlzDJ4Sf@nm+T%K29<a3hJ
zKy;*7fi&%|&3Di^S}_Kt<dbT*iK*VfQoZK-vEC=m=dqoMI;l{sk3FeI9zB@u=Jm9b
z(9bHgQzkuglvOJ9z^K@*SfI5@%LAvOO08yrV{|bNu^Zyi;b1fVW&!#mR5)qYC9RB-
z{oq06R-E=!>zc!e{;Is-d!EJRGV6By&yP!tw<(5IIs++Xg}2%7bsNM?y~pr%Zc}#K
z7>pjp52;_U(U)A#-`{#>=1*fV=ZD`hx3$$fg+24+#YXmG%@T<czTN`Y=sHYPg1Kn5
zRs}7b-kQ#REZaNZ|HkIPe!oPuCKq1d=7)B}R>1~vi$J}Q`p;^p25Z@n6b*K_&3f^E
zu{rRtoY@@ef3Z23pV%BM*R<?TYz|L>HixqKi);>9G)QMQhYdC6(Z06`WZxY1vxKE8
zaS-|pge5q<XrD*Hzu4e+%Amr4zMqYVO~NA~_X5`wNQdWb4(7kx9BM!|hjt31YT1|S
z-kNIm>cyDf<<<aHi>{nIEh)v0wq%`3AMhXj&_NE6yB*&(&-M@o=K-^k|G;B?tKD>S
zq*Mokf<WUtaGYcZA>5*<%R^ETcS*qUNb?zE7E;Xd`ff-KP5zKUgVT=gvkn{Z)t<vB
ziH1Yx_KUQHkR3<y`9>!U^|>Ul%Vn_^rS0L@6z>}lGicc&Z*TKH*Y#9gMdjAXc*}$@
zl%}x@-yfhRHeN*4%k|L~wrwLej&@c~si!I%3kjNuXh8`}=aCUICW?W)P$+ht(}5HM
z)Yj8Jqh|F(7o)qf930QJ6G)2T#MOn^#%gDqd{SLpP;T@K@HD#VC!-S2vwb7Z)XOHJ
zoRbufGefoJVvxx#Ab*&g$(L0l;14Fz7rfEZ0BvS%jDWZik2F?ws2z37KgG>up3c-g
z8s(<-!_HReP#@K!00XsU+(v;i>W>d0dGq{$hLaM!$M^K^FYAdym{vz>J`)YZd~O)R
z7e11IzovTivpj^+z+rDX22AP~p{E^m6F+SZpYi_>Yz`WyHiyGqmm8l7gOMl8(p*+q
zQmF`+M?2W_)NY|if@}^oKWz@M=WGt^(R#2YJ~we+>eAY`jLF~CqtcxLB&WNx2^}&-
z5&ux`sc;C?3<ugAq{F{G0ookQBu{J(Yf%YN%pjY?isC%^iOr#D_s*Hk!M^fBn}h14
zD{F6AiaEb53<_M(F|-g|q>-zL6P>Q7F)K}W*RTvOlE|%nCu-KTAvjltc*A!gJ3d;y
zJ79#f>`JQ*ez$3V9GXLkZWKSI20%5mm%5O;v@_EFu;CzjD){}|rf;>tpzOQs<WG10
zKjPjpIC5=E(@rx(nVFf=%vfe-W@ct)X1mN#E;BQgnb|HgGc&u)<?%W9c29Rt-!En&
zI^z4WBa~ax(v~umO6_O8>up|AT*nPeD?r2VNH)f3nq)_BV$88d#dL|~2t-)WODQLc
z<|r~u8xY==#q_qMpBfrcxEL51HH;sMgwtZzB#Sg4p<p-_%RtW-&U+}GOQtAO#i#V7
zHI;0VBQo$BPDxwn!5Rv&I*Qj-fMOv|E;MN3&;*_{p<ac6NG!;e#-My(H&AJVYh;bz
zRn-3+dPf026KWLH5f2M78WhXTd0S*gLSAu3hQhUN84K!HRG6>GNUIb~my}Hn**r8f
zwYR(xB;x7Ze`r*6D(5I@QbqIdklc!>E9Qd}8-fu~Jy=+I#eNbY_$!qkAF*GvD~X?d
z!VKIAk!dt-l4WBGQb);N&f8R@*C^HOWI<S^3uSB7nPDl-xkXrA>}d2}EOWdO%}A3V
zgmw}&z5bw_&#901b3hSSr9e6iud;bzN*fIG)eQ}Cz%StvI5ZS7%ybzd14t$z#sfJS
zWNY6R9SE+;fq`*?)+TgMmJKi13Vg&!0+5NyvymT+#Pqi^+fR9;VpsQMktxeVk|^4U
zcW&v}&TSJ^Pb<gYzCZ#KO$?{b%S3dmBE|XzlM}=u^LnMlrj*tjvO{)4iZD{>EM3b@
z6ljgTgPKUxZ)?zdlCpTphoohv6-=}&V+*gm4`SI2<I@aAu{yxVCDRj=+K4U6P*E$D
zs~R9Y*5(bEcS5bGXRh5``rIBBA8Fc%h{Y(4K!q*`2G(XGT~fk4*<&3zj?vT}coj4s
zhZP)B7sB;xKNhQ$6OkzOf{cup`L2@~e>4wE7sfE9Iffb|UOdD<Ymbx0LeS?NhCDC=
z9si6YqtcL_b;qQ0cDw(yLMu7w8`vKx%@vW+d19W}50R5Mrby$bQ8sfLd({uh;9YnQ
zpCH3#5qcJE6W88S)Zs)u<|`_cm$*PMLvBo+SjOB-wEo%a&VVOtq*AXj4b8cO6J!#2
zXx<(W2}2Bu9*H)YhpEr{%c*_-3psh0kn$5z2(r2*J~mKM2t`jxLmX)~K#v#7<%By=
zpr+qaVtvX2a!bpoFjyI6D}OaI;5$<NTD2`i8CenKmStr5PH1XrlpG=hcl}-<g9Eb;
z!5hVr#{he^t6pDf0Ys%MDQZtAt?;1RhfIP7rYlBOvW)aVn%((RbOrtvWdkEo;o~7P
zxnSpVY?wP3RHd&QQ`sd<P$Tk-Wybv^@u4XFmduysjT`=gWM?2L6=+l)X7Gf#2cPrT
zF%Q;^NwW~Ln>r}X1sGCQToz)*{cR~<4Tu*<)T7%nv@1<8Y~s;3G>9OtUy>RkO+S6i
zLJHx^2~v*l{$dVQpUgq`KQRX`<InZ!HOEiU$S6!mlLDBw$hEmk%9QMtOTv_pjZV0P
zU(Q3~A{uIA+|`x*mS4CGQhgL-%Rx?vu}DOwp{aYninUVYHlW+dI@qUHwe@s`2BGg^
z1u?q@pW)G`e{H=@ek)|Kd%sR&!a~!O;AftSW9KVm3ru_W{fT#I>iwO@sAlN%Nt5!1
z(Q3%(TZD^05}CVGNC=s&HYNw74-tiekZ*@}N2CGE@0P9a`MnT=fW1#f<(P9EJCYCo
zo;$8_z+J{$+^@+=dH%Y?wFZaVj0E4tQ|<e&<(JxLqdZLr7Ut82+KgmeTPwNYBQMmX
zs&EG6(;t3G@P>BhFasSEC!+5_&*6OG>5Yi*xg~8q%vpom$lF?qO%oA{hPRT7Hmy@=
zC55mJCArSHpt5(4cq3En?RkBSt++F+Gdx5mCD`af<Em;fe(8Ms%l`Pw$*{QY|6mS$
z|AIM$%Ob~yE#H0BuB6}0Jkb^1AU@9|E0k4Es;R~qVF&Uc@~U8S>Vq=2=eg7hnm7EY
zFWnfT;(m+K%Ak+q`fr$nz+cRP;eRs+;J+~kUOEwd-EV&}he*S}n8Wx#nZwWfe=rBs
z%WlqpGKW%-sefk<KmWlTxIUSKWC9ptC@vx7xplO9G0MV({iVcJ0?r@a>h|vY6O7-0
zgUg#lYX{Z{xR<z5(#yvioSS_f_t!mvEA$He9iDDg20f(Bj-WlC=Y_cT`$Z(KIG{iI
zJf8l#vru)Xt;R>L55rIUfID}Sk;}(e1rw-{ntPpfXeI)UUc;?b{Ha5z--5rZ9CrAK
zYV4JM<nb_<FyKQ*a^P9O@S`}DI9=V({<r{n#!@WWW8gLgwJL>UP7jTLW7ctyG4rvp
zW))09s6O8lh5vF+MD?bW0qvmN)nXFxx^o4(mlKw+kA7|_Vmqw9>9u5swjm^b`~%CL
zH!788`iq4!{z_MTs<GX3IL`TLMPu(HrP-h-dYM2vdZazPp(bfupv1w_x10{nS9=v}
zf!|&>EAc9LpmwgeNoo1RLxf2&->XOsJR~9drD+uUrKKUWFR5wVd~(@48gFn#7pGF6
zZPhQtrmvH>N2N(>zep&D6&8FcQ`bKjksmzrB)=PdDuf_!?SEP)i2v10_??P%JX=(d
zO86HE)l9PKm%pN7=_v(b>1iu%UqAo{al5ygaIts@56Q(ZN^(WfT!GXCpX*}<GfzuT
zaz?ywo?T<#M0~>TGy(<Gw0BNve_L*tQSv*-@cX|FBlme0y}%S*=N>o~wfg+Z690TL
zY!)|DxPD~zfmzPWxYgNtRHhF`<KLcsBQY3rCP}}|hGun@l!gr2v{A_Zs^15}gLc1&
z_;57DO=q#s)vKI~`uCx!EN&bG`u$Z&1=xb8j46kMQ|f(^)=sE>7vZ_%>9Vthc3S1U
zQIBufs0x1>0CRk^_-Dvh2!JC_;qBrzEyI$koZiCD+K*Le!AHqbziN&NEK=<B{r)iQ
z{eVgG9szH;Ss>@B!2M_(q4o}6s~T9kr_`yPD-?Gf<{os5D!`stqt<?p`_r-B?6!WP
ze4hf>$~8E4?z!h~h8S~W^?C`@>;BvA^vBQgH|R-f!sn%U>=Fbvy|<f-5_th1pYHYd
zukiy~srr|tk66Ks5?ysqcgWjHYC0sdbVd43Iz@m%B)5@n>geKqLxx_S?UR*n&!LRA
zLkSJui8R};+1=L5J9+BbySJRc)p(MZ`r{uSP$@^lu7Fh)an~HoPJv!vq~_D9v*xzP
zn{Mg$i~aO%%`^jL>cA63)R@LoD2e`a(A~R!<IBcINtW09&K@b8d}A6ONwvr7A)8Jp
zZFettyCkwq-WKB<YVM9V$_p;<xdRZi%fCJ=cX_DAkGD82<(uRt_dyO4LnX>q5nHbv
z3fAa_K2xu}N5s}(pS+C(3${R>l7?^1<Oph0oIU;mU3TY8dVYsU!gK5AyXT3=@53XZ
za(Fa_R(BbU>73l~Uj*^xuD^k_c%>=$`c$8YhE%%<%G^kNfxEq&OXrO*Ym}`^`1YyK
z$xRci+AY5!xc;ydVTxaXPY>`sXVvKyW!=@2SyKa^qi~iT`$lT|Ysgo%OTwWw(f`Bb
zwIgtJt&P%{A$Mk_w};vNV?Pj|LW(v!9}Q-f5fd`*us%(HF44OpjP|2g(Dn_?v~>X#
zcpHBP1F%f-ECH=uL@plorCN-8Q{L(UI5-_QDmOX`zqqck&uVVCXB58HjTerU38F6*
z!%K1?VSt~!1#NFaL<d-lg@OtreLqN!zcTCpcz$V#p9dQ~4Xik=<=k;kW470%9fBkA
zD|@0wvu7V3)1<`Qku9Q^W9VC0SpV)o&Xn{SPW-7E`YAu7L$DO|XrF<q#S}52I;>kH
zZ3noZ0>KPzD;aoySKBhh<G|nLS$hMVL2GH&zo_#EeZ5aU{O>8qzxICmpH*J`)Aow>
zAGTMYbGrXj=zU74{!a?>|7s2OKSM$O9@@W8+Wuegi2qMA@ULjae`PQK$r|eaLhtdf
z;{Lx8pT95r|Jb?ytLy)Noa=v7)cpTULH^;#_Ft42|H=L7e}sZ)$QxOi8oTiF0wrw?
z%}rT9J(vD!f2ke*+3_i$;`)aa<L?fZ&$5?)wg0fiUpn-^>)-rim(N;Of7P@4-&=h8
zzJ7N6hb>q>tCalJ{yhfUXQju#+JETa{OtIfKz?$SzYJ$TM<~Wb^!MEe6#KuEhkWkv
zS$6T?d{=@0{6aqiDSYaN|I*I?eLRIvN9E7q{o996I~KNovt(iW-1o2cIjsM2y7Q0Y
z{SWz}aQ$bx^H=PDzj-WeTuhySpEkKJrXr@s_9mu48B;rR7YiaLMkda`jZ~anoJ<XE
z5nw&CJAHL)@Wh=CctHMyZ*t5AXg$A!z(ZcgnDj@pZR1;BKp7K4XOhAYQD>pJ)qZSZ
zABl*VK3+)c-RMaLNDQ5nS5}UUj3g%}YU+Qyhkx>svx=qe+&}lf{Q2LP?#y@4rieq*
zm5xht`^r)sUak+H8~k6}=U$I~b^RH>Iz0*3&lQL+A$;4NHX3=@J?;LpacBPV`rI(r
zQZYZb^x^c<PuTV6NZ@0RqvU#6;4>~l?l*1zc&Dhc9AoYj7Y5-!GN#^mGY?qr2e-LP
zS8AbuPBtnCH@{)aZN2%lJq&p8)(v<vlzhAO^xmX7$~}^-YUUxhZ*<|MPjy|=aK*2H
z_SNA}^VUP^)>*F?0B$~Zbnw|z%*aM{?|8n_6MAmCe>|Ud3e@|&ck6Y2?A-58zSjKt
z<qnKLnnN=>wycI)XUh@r?H>CG_n<kz)8g{|P-h}3ljdD;yUf3sonrak<xiRV02X80
zv)p$=_+8-j5%c4vJ`B^Iza!>u5Ge5e=C|>3`;puA@%`6#-`96LTg;}a`0@+hBGok)
z)wSg`u6^Qeyp#oQzYpdmOhUc)`#+|>b$_UUew<bQzIUffX-r)nt_@w{*6dY;u-}I1
ziuSv3D03H$t)!3E;XPj8G~wQTh}Bt-5DauV9(iPbli=5e<6M)z-sY6MRasS`$5ZKM
z%31xyVc{kcU3{n!GSKD!HLe;_OIO$IAa{0Cv7s%{nffx|d=94(+MFyw4=l^p<}0N0
zT8aj#bU%LjIpz!!6>=1E7vVkXDP<}G3#KI5-e^^g35I39_?6~oh{rtj<K47Yp>qV_
zTI@uJhpbG5{|Mah!Ahq>Fu7ahqqSqliQbZ$kpQXu=(0_S@AT(>!PEio5krdG4W#Ji
zsy_dBZKsWWm&-W@jD-V_+%??l;UZz!BW|}UAR$}l_Wa6Mo2i2wsE5+3&Hx2DGw8B>
z3@b|M*`S3a=#Gs5H-;R+<l?PB)2f94tzj+`i5w-|QY|~Z3~&QAEF)T<SYa*ujCS41
z9;Yyp1;`YYRfoWr+eT~UP&ZUR71aV18uS?T4z)o3W!&Y$jF#VH7&R)c0Z{`)%bGZo
z1*M0yg@>`F0dBUP9dntDrHH{Tl=P(4)wru3t5$piL%Nwp+pjzmcO#VEuM2ZgWo8e(
zXctO~I)SEHN@??l#Pm%Ex<?i56{$r(Q)x@Ztr_IMG_kEL!yP}Egw?LY!pFLOwPc|O
zy|-cmpE*5j#i&JV=c)$V)&<>f1u>PQH3l(dxR9+-$~Z<9kA+CMoW!I-MS$9JgVvNl
ztX4H}ReW3JNl7P~6v3wiy4Qk`5a8nCmYgePxH*~#*E9=juAZYNy;RRsV%&Neu{zz<
zOM9_kSEPk(Dd6gy3&yL&>2*u-c`BaOTu7e5`p?eC)h@I}1g{pR12>7K3G0{AHZgU1
zDxBL$MBOWn2&_`&a@?rnbx(FtR!1|VFZ;CSIwRTGb7HZBxJjB&rD~9*x$)9KF3;w1
z@Dpx#xOeDov^Ma{Bn%%LrhVBsbPi{;xGmmWJnU`##}wfa`U<zM685pBUHjpRGI6yD
z<*I8zba!#N6+|sbAn?mI2&vjmJxBu(gB7Kwj3BVUNXhWQ8=BpkZ`fq5#A>cOx|Xrp
z`O560V7T4l3l@X9RV||~f4ism#lAn3z}FVz?VygLb4haO9Q28V!D-^n|8TCyvZi6i
zvzDY3T%6t)Hv=z}!$drLU}I}H=-gAR<k&LlB$nEmu$1y|&F}Pw?tJSf1dd$Td#vte
zH|aQ^Tf7tRx68jOSATzR)V@khx-Nd*r1!)9esB4_mpQS;TSmdO<<&}Y#rS?ALs+1L
zc&u|Z(p3*;pMnJsT8P*5b!?wDe|I`tJgE5y;72=)li)<<6fZ3)>kEb=>6Qi++#Do4
z?i>WqD?V!Zyx$wW#7A<_A^l@@5HR#p?5)F!TIpJ<=-}0x{ZAJpHpsQqwg(CMPghkw
zp(v>lGz(^h?t_iiE*Sa7d_mPWNmY$FH8}L%fa4Up?R5sKI=+CO$HBED=gH!1)=-J#
zCTUm8p}S>0#wb!ZYOEP$1G@U{gE)p5xh$60W=B=e>Cz)ff>t`A!q49gDiU<l2}W{=
zO*=tUsPdlKRm2{28o+D@F`JZeo>iH*DGES_6f7U_7AL%M^R`t3#IRlZ6oCe0T#pQA
zb==LeY?}T;8+~Jl82x(=_q2wBsdq8Fr5byS{E~>U5khtj;wt2to}SJ~q&COF7fUrS
zwx_7HdCSX}ye<w@1YWxog1&j3O!hjifT?=eSIxL`?2{m-)ux;tnPQWZ8dn0P-_K2;
z72(;9bpv0%+1XP2kvuihn*x{z3$Y_uC0~`9PZ;SS5c9vgx1e(}aj&O>xS=j<ZUTO|
zGmPiy<f}?V{6Lne0WMoMFHzf2bd|xaV26WBuAHRL8&JF##z)KDp*DTLu4t>%b1Qo)
zy0?6>&MTbvUNJUmYC^ns%qTRU_5$V7FD~L5ELqRqLDI4%emJZ#^p<foDrhP-$=%RV
z+X_tpo_;Ta@8W#XVQ$J37gOI6@voX;jp@pEr;e4~I)!O0nwPc^CXf?Z)AWUx?O8`c
z5Gh)+`<m6x+{1@gd7Yr>#eo#LlzGVKTJOTC&Zzv@*+(h9t1Xgdc1@iNs_2CqVO`iy
z36^>^;(**~Qr=eoJQ+EuJ0^FFo<3t1fR#TI@Z+rf1{x%)jWx-~afbPK;=cH5)TBFl
zLa|z0{P;|FXQ>~<aBv&eBh$@5I$xX=(rHsBRKw;;KxVsJwq+YgyhD@#sihbjUvSWb
zZl>uRH@6p$Wia*6y3rbELR-5cF)LWHEI0QD$5g_8%z|f285o3j0@m*6qO|Cq4<Wg=
zx!E^5Gl#8qUy#grJFj?(@0o|{CznWz`x~zH9;0{4!caUOU7%3EptgDS3-@^inwk?O
zP8_R}C=!*}!OL~~^l|re{0A+01tb#}$|{lL8`J1|CxS8HbUCq{Md{2*N8zYOJ^4vz
zf6tRQ)!)5YDf(bz(d_CCozi+;i`~%%VdGBL;0!J0mp4WWlv(i((FRQitJgb#9w?n+
zUL|1PEiL`hLCSNp;<m^?uFemBb|&2|pn#zC0v|I7t~ZDja<Nx{QEbdPkp?f|o&)Nn
zC@6oiq<l%>$nA!ec0PK>70i|I@$d^gV$JQQ!2o*v0e$H`KcGh}BeAN#dBcf0hyA6G
zLoIffcA1o{x%14HtOTX(g5S>Ss|3iyTB@>{*2wmk_SQ%CWePtL>0Z5!?|4QzWr`=C
zo}0S2CLLbPf8j4e#^ui}>)r0>wc=~##;82f=>i44{{6c?(^y3RWt*wy1UwAY_oVg#
zxn8~+ovPf#vho1>b|zIivul?`wi7RW0=NL5%9?#t(YS&hm~&)rCr!P)(+ppm6*I(@
zM;2dyBcL{N{9|cpnN)u`y{O|vNLbr#^@pHSDtFme^OxysA^);J!6(vl^SaD0Ym-$?
z!KXlKZV1fi<&3W5dhWTJ*aief@4ChgCSRt(Mwa(-CM}HlICBG8<AP^&MY$S$Os+QX
znrO>0(9F8G%%4L-DH7o_JmYDbUZv_@PAf&6?xxX%$5Xc_q?Onkp&GPv{iPtKcZzp;
zjdgGRn%D-Hu@n~hjy^A9dr$XSLpK{$IKw4NY$)>aHcALbIW~Pc>LpLRr#VALMAw>G
z<v;Pzx-UQOPZGiU)jb$l*-AE~t#~?XxQ&VRYbFj9*?*yL#%_)yx6Qq-{siQSdJ6hG
zoZIq0M|OA+B%@#t-!V)^Q^R7Czb~ZKI1WY#+_iQb$AV>_s0=OZV!1AHdPX;)bH%b1
zDHB**GLtlbno75)y?}Sh>&I<kf+P9?z4Y@sa0?s#VZ8i*wfho#`G2SAhVS$*rMQ~)
z9!IM{sJm#Tb8r<ZL`T5xMMDNIGF^jd7~9A1VvC{#EhUFw@7BAL@A&>qAy;QyB#&t(
zyLn_F!`(p=tjFiJaI&G&BjY7Mj;c*<_o|*gB&S;<N-}xDOHy(GgTz4EpMs&bN?9~6
zA8fY*G7BLCt{Tu_g^t~8lmy8N`kG)_PcH2}@A7oy^iaO~|H&)g0jq&}j$5cB;`fsv
z*Xsa95j{U(Q6f}fV=EhHoTT>`K*~`!*=<E5d+Db3MIbBC>MbhpUH+C-oo8htjp?M^
z1UlKRK>9_JnshRvXAQxExmU@6+7*go91w8p>081|YL!}`UJROED>P$^ou%*vW<eS~
z;mL29k?JL3@JE~txuPC}n<MtLZK0#`Oet6>$(3Q+*VJQo@yqzeVv`X%OQl)qx?5Z>
z7&Oai#;9gCf9p*@SSqBZGadxV@l#eeU!|k+jwNFv9_b3`V&guv{>@VXCb0QOjADIV
z`XrY5bFCRIW7u>nmxp;ZMCvt}u>d2Q)Kn{-vzaiPNesxw984lJ5mXJ(Vu40vsVv1W
zL{(`!&X<3rIJH*aQ^4FX>zNq#r$}(H!Kr9y$&6db`n+6wT`o*T0%l=J187VsGhxZJ
zS88Hu&M7DTB4rX9f_QKP;EmMSr`C&hnPdUM)C?og!dbMo){POzykQJ-4M<jnOs)z{
zZ;SgoQiEt39e4CsLl2WqZ1+d4eC2jKM)QS9D;D%{o~_b`IvpaZh$dG+{F<L$G{vo6
zjzzd@D)hQ-S4vauyMu&`$b9q48s2S$b&JJWOwxI9N<2TVUl_?AH4xL2S&Y{M7^0$5
z=R-p%9`d$hT%BvDJAdkb+4h4f0pr#HKT-0s{ejzG9vcUem?1q9&>Nx9X<*eh3kr&#
z#sDZ);jOIdF=2z${>DlWRZXD%YZk~jFnUH#h<Gq%Vf=&Lz43>NxxlEnGC$=koirc8
zJjVijX6qC*=)2ZMI9XLwcaO<EulCkVWJIZ$N5~pagy^~p13cN)EMEJR_KbB23$C^F
z5#Qo`)!Mq;M8LO`SySJjeF26Xz0wo(UL@8L>foJZ)Hj#GD==&@iAi0xm!sk9S6aJx
zk%(8lGspEmQA?QEnpdjZq@M37pwSBN;k4Jq5PWvg!hDip#==cqyYy$>2g2Q2oewU7
zDw3SMMIkURrlzK(3R>?wuS*rHKjof3KveDJZQgc8Nt6j+bzQ5|Jo=ig4H<PCC6Et$
zBURI2kGs{^ntF(&lhE=hE!&5Wur@7uU<{B7seNvmvvhiX^~n-;Xt|XIJm15P1cQWb
z4SI+h^X?Si@b}yl0_)x?b?l%UJe}}$AXK$t3f(n#uaSOtt=S1^v!wU}ecv^s-d57I
zpRR+?0Wz~kWLxHmIh&F`p>eAiqaH6=9YQ({0vVIV$(1VubNXr!{Em<AkBy^yMqwwb
zRH5Wjb}HGY?6p@cPBm*=-G0xiUN>jsSbA@7JE+=gN}G?(gMpG?FNtWc5Ct`|6NWi=
zWivP&%&?$XKFIyXnUiW0bx`}S>f-m@H^$s5%tWotT#-Xds+1)7aJ1<!0bb*xO$kpN
z&0dmD^0?ZA_fcn=y3I#>kdHia6mFMH+Nx~?ec!Y3qnuKm6FWnswZC%+7E_u*zx;`0
zc>zvb4)}Q;u5OqY>6LVKUJrAa#j_dKpdwXogV*Ds;ocSgo*ehwn40YTI4C3zZ_|o6
zi0>%2bRWM;8ZA38mUp?Bm>yHt4xdweS^Bs=UDDt3@$mP0ANQ(Y%iw>%^+Hc^;aGgP
zyWuzXz&mK&TUQd#+_OFUees&c)cxfD-N`x?KVGLf(4>xSP1lr~$kP)$5JPc+UeNvr
zu0#wck*<6+^+bXc=yr9j?v3J6Vs{UK{zRtA(DF4*QsCw#aer5|^70@HabKBB)^qL6
z-iC8(TEOm9IRAY!C9D#WMO~=b$F{kvc-7rYX@qn!{&D^+myCyVCZ0^K7TwQYyj+M!
zNv!(EeZj&O55^qaZ4UoT{4HuSIGyK+8U8@3Kn<zs9#m&ehPtM~2Qs;SiZ_*47wzfb
zIjpZ$y~8l_CV8($(r&sCX`RLE!=CQZjbR3lZV8)Uy_JsLghQ^|^+kPmr9o5sW)vN-
z$@QeX41XcM$&e4yv&U>5=4jsyM{@im(c0k(IjTN}QIw|}2u98M;jsN^$IkUx;87Zx
z^I83Yo)d7Q;`Qp$dBG-xNNOr@Uwm|${DA44k{MGJFaVdwIB8*3HJcJ*;CqS!@38%K
zC=v>Ez$&0{)&?*;3_da#!0m1z+X_2wK~Ynuu+I%+peYBq?8P9uCT2k~@REqvqmWDm
zR9e{hNX)<EgPLqIH^wm7=a_&r;xM93)Al%WFVd)_3aJA|sINB~LgLUZQUC`bIw5-J
zqDqB+(F-)hzY|h};bsD;R?GdQi-)o<VK4-huG)%BC0WJmb=wBlLC64gxQs9|-Cu|5
zA>gYlMg5L4lU>qK_toIjZxa^M8PrGa+o*R$f>;woECk8(Y8E|3Z@t{~5<7B(K{9sL
zM>1GR)*vK2`w^qf1T(>(5+)cJ!^)%qcKQ{A0i#tY1w7kpq5uOPV7jJDo()UaH`GUU
z!`>s<Qb?K0+8MVA4Ff=4s9Bx6AxD`Wn3r@f!%l!t?<;@{nHbHsS@^J*o?1P77CG};
z9AbYvj<K*CD*@UfBi08iqX3c&)Gss}^-HoVI|xm{Jc3{kAj{K@=*+4TP_O*yrC5j3
z6swv>29YoaFluSu1o+aWjydD$9fP2OnY_A5Z6+aFd}q&lQAQ-<>2Yv+2v;GXn8x3>
zBsev>f>>1pKX3xTc+U!VL+T8+&G8bx?1CWo@AnmuS$+2SC$^6*Jew3=m`W1aK*A5n
zt%A59Dx|d-V0L4N>&&!x(VvyoYtQ5Ojb79`Ri>Cqmd~L;R+iz@2S9ABukV>Ua{n}Z
z%^wLJPH!|69SM7jYEAG`%>5t@t{H>LvTpOv3}Upt+#H0<wzw3PEIPD4JcvNBIL_V9
zPvCJQbv}g!P(qFNN(U~KA2WGAOW2B3ufyia{iw$w)kv0DEJ`RSJsC^lr)JaVuRo#J
zz?&qkpqJD#9u`u`0ANWFEch%Kq0T-);&B4n0%j&4STFVPHYOC&sMX;&CW(ymU8W!`
z8l<^V##9Jb!J-{(UD-!V&A2L>_RnKf<!u+(rz$y`hDB99fwuEud&uAl;Va)b&8!E)
zzJUR>$PS0|>F|3^Rnr2ilVrJ^>K7u4<@nkydJZc1e>m8Hs|jj3K3yv?S>>abfUxYr
zvURUo=qm4hvk=t^T9twzN7h!1rxqk<oMff>wLJ#aW886nK$D%0Wx^LAM3e!tyAN#j
z0OJlcVuveWFoO#nzJku<Gd1Y9|7DghibuR}`3|^B9pJ&8b_jhK8X`&Jlsl6;k6m0a
zfn6&ovj#D$hm%<3;(2v<3UD-7$PF36jCO?~Xp?o`38l1?e9>~rLp?qu;?{{lqz?^;
zV_oXPgGk@`R^N^`<L696!VhI9gP-$~r`9R6x>>KqwuGW7GBX|j#Kgs2A&Scho(^cd
zilUW?h^P>PQvj$yq2N1YBeDYg0xiUy{uF>Y3AtZo?d({$gEo$j)Cu9C8GSB!f^T!q
z)*PIgI_*m?IW=)dT8%LgaU*vwni_cE`bEbjNZm_qXE60wQaw@mz@Xh3f$G3tKyBA6
z1sann)lUNh_KWdilHk?5UGA4#FtNA!p0O?<OO@{6_KALA*-8xdxgqjfj|ZFU!=LGA
zSQGqMk@yDHl1TuF1Hexufx2J3rt8)bHrrJK%(Xa)vRuq=4(Ej#lAI|n{cx3scmUUk
z%kAfH8jswRlp82z1f!#P#ow6yry=E_k;bz{g7aX8T@AE^e>!IxQ~QG&OqsXen#j#^
zo2j!??%d0~%Jqe%<=RH2Z||Gj&uNtmlv#Zf<pQijEjVh00UVjn{7=i}Nc?5ThDqbx
zlIrB)G$z-7+AE#mk+z7qp4owfqr>LKg<a4E{1#xZ0I*8~vww4ZU$QpHD>D|_56H@<
z8=MWh#&+G2X4PjptY}Na!GTi7IrQC$yqS4WaBSlw1^siUw*7&cw%%}@LD+)gPnk>I
z{}WFIt5=(#;Z(D)>r~T-Gr5B~q0ng|!yV>5Y<cL5C=C-BEIdgH(ew1BRCJ-oam{0k
zVqJPGzb>n<%AtnZ_Fj#tUe}UX@z78Fg+yv^J8|Fp$1_-60_xYN9ELOm&hX?jU@kai
z4gKAUp8b&nA6Z)AehCss1<Iv%ndj;|wW!<6+hIzkG(PXG!A>K&FupCzpz&bj28;V#
zZfc|-_l4ydkE%7fGTpgTT34HtZh`K^x06?hgw`Uk2pIKEMR-B*MUYVt6YOk1=sa~Q
zB1aUAF=xwthkiE@iD?EycoLXIV@9!!0IDn;&(Lwa!f%&iCp#U%cc38GG|GEyOeSFl
z!D$)TK?r?LAS&^97+}oymRe%Q(2Ew|0m2}ipddX2u6D%CUuzXvzV?|wvs?N|140Z^
zyoRu_gC>8IBx)C8<~143!!oT{0KV1^+DpRs;)tRG3c3_uu~>v_Wq*M~^k|!L2>z6O
zq(u(0#VL=jV+3E5Y$sx|(2fFu?xjf#*CBR(K_*@NMn-|#4hBCf=F5gKD^^niWm%QG
z;k0`W8v`JHh6pBJE<YCz5TP(f%7E{6Q(tN%b#r1exK)T*#Gf`b?aC6HHJ{}o1H_5M
zGz}Mu>!25H@+cq(LND&(0X*JfRvr3ARlE?_(eqkN#B}J--B2xL{*<XR|9XlnV+6Mj
z_kx}FXqBEsBm>o=h&w?I`z3@bNV2U?1ddzPP&9^YGY^vth-jtA@vss64oL*A-8_sa
zW*aSl@ny-(wiDz<gFqL%9n%Xi2$+b-Zz%-reQ5+4{O$x;0m<z<WiB=ql2?Mr6W5N9
z2Xmzjs&C63pmMk4#$E?eXQD{&h1b1@;DS$vL%N=P$8mTk249<aCfoNhKg^&FD08}J
zr^?px4xiWdm<_=e9}f9bsxBt6NJ#Tr4T;tszE{kdk9Qg)G1Bbw>R;X<zl%wzMH^H$
zxB@|;)`=*_rS^NS!w)X2p7B3dTRIsfOtgELDHNOM42f`Qu#;k#3Ys=XxhA9<hNvM(
zB6`qA_#^mI2)lP`qo(!%Dy#eklIWC55R{m~YK01*>tjn81vTz52rk%@w3H0*jZJb0
z#((3-YAd;`9?4=T33Ho@*{I+P9y|{uIp>SYKpJF0Mv;E{(j!-~b5E@b-Z!q{cdk7`
zqhWP?y$JI@DbialuD^n;|1%YumslxjZ3<w|Xs^rw(TEl^R8}X>6BUCr@O?Y{tpZs2
z77VaqbcOBlpbh?&FOM}gpH~FH5nJm0aUIiPH*-89F9w}Aq)wByfWbQx)d=2{lH@7P
z;jj5QZe3wABOK@+c7#HZJkOJH%eScl7yx9T2_z?$EIm|@DJ1?pxf_e&y%n4%BOuEa
zpYqUdMwv}9+X>!NOMogS_4grQuWS*MHo8^;mK)_Y-<1`n$BQ5U0Nn$5mY#E?au%+M
z_kBcbFedj3rN5@xD<C&_n{HmnH1}oICXkz?hvHH+JOvNi&voNy<hmj`rm{}Cgcw^~
zvDrv&>P`NJ+0t|U*i=xsS=8dNAK4Fq-$Eu#Klovt70VCbY|4`HjhpqB9MD&T5eyn|
ze9Dy>b8YR4!i?otb+psP(cgXK24Rt=2?z_>C$)HFBH`*$EYurEG(d()ONvJho>??z
zbTRO%`r<d)W=9eb7bkT~rV~!uu6z1BF&Ka3uy?kDU>=`y2rnr>SS|DO>0w}&U7VPB
zSQWf&y`g6ua5G?>jY}js2o$_#%Z?v9)?olbs^p4t>of&gU-yfvgX<&Z<zR1cmrC}x
zb;mEEdxlLRLdk1nF91UH8#v6&p4hncrQo{}WgWrp4um?PI1u6Iz$w?EyT$Ix9GPLv
zwZOy=D;}$(`<YovW2$K)?X!1PfM1pE=-x#SNn@4ivuGSBQhmQB%j1}ZWMlcos-2N4
zQ=P;(-C~uORctd0h)}s$@T!@8OJ8wQb)$msaRZVt0oE!PEAYbz_JgcO`KNj<Xmn$3
zD5`nyBj1tC$5a5^;%T<kUjS9$KLRby2cc`<)XZ>*zCG?Sg~(SrNp{p3Zg{u$h1NPU
z(i6h<U`T7BRv_@2n;D^kqA;U?pq0U3^Ym1fnngkZ81_f!Iw0S%_hog$7D!FJBtW#<
z0nGB(xZD)53WpE@>(Qh(B!aU&Qj`JcaF&mG@q>}i5rHzG!4K(rRET_c2~b^6f*C{9
zf<`hS8!BqPkaN>k?0KkEUZTy}^(ycYjT$e>6CrqYmT^oO!t|h6UZE6fD^_KIdg=<w
z8jThY5f^MD2kgMKd^ZvRLAmtVi)lQm4oDt==+kjGkjQUGJ%-+gm{4#eM(ut_kT?M$
zJw{I^8LDAcqVQpk45gZAreC4=0S_|A<OI?D0<xmSq#Yih^{cP{TI`ng8o2-M1U<t%
z2)7rsr&8G)Htu&%WY;7J0nKI-NN^Uixod!=sd7ze4C-g{I8=|%TVd#KBUZMaPEDXq
z&;IE3Y8<3W!_Mr<QmoE-z@qW8Wz&U}S*1|GP(xAE2CR_~R!k;H3bqj`cMr?UE3065
zhZ>#*ps|Wpu3~UCFzRcTkwQ1Ups63$`ya>z7FZ%${(784QP`sxO}<h9DyjR=RBEx9
zJGE>nNpj?HgIL!Q)3gT63nx~tYcS<<RnOl8Ex29}v?N`b`F8huc^=qM37ralAmoeI
zJ*r7J^hrL)rN|bLXnt^23)VeN7|+kd4JNsbdUUMtL^&!SkRr8{KI>nbxjJt4RjoEw
zy92<GYD$;W8%#VsWdL+o0kcAbRWK<1Fqd;44msEFKSZ}ZtTISSNvlR+EK_|`Jn?=^
zD9vN47lM;oi!=rA-6Wdjx8xa*&P#n~qL+?gzB^7N8zRAtV;4@sI-?)%bC?==v<gku
zH2wIL)yJiSzWIo`FU{6&(lqEg!Iag=Y>G|8fZdseK$Ma{Ok{MCa}jrjvv|9T-H$~;
zTu;6>CWN?oQDoy2!yu3mk^N9-6mVYt2B?D$<0{{nVe2xuHE>H^MQ~oeR(CeYz6S!*
z`#pU?>W46w1%0n4ZF&JrfLP#h1v~%3@NpcQJ-AE0W%x{p-$<w+yDtWNWTyQv0b66@
zW*?(?3pFs{XVD*1v-arS<d%FfvI!+fdnTzkHoaB3OEa9%QLVv1sSKnYAI*t60>DK>
z#)B&)<~mNDgr&CrfR5qx=y@I!)KAKs$q^ULV7M_cEhD<#RFir?iCXa-DT4}ndqq>$
zN~XuWIn)tY_%rj}y3ip?D6E9(xUdI@ee0hi$ily?c{50@dIC%c@Q$8IHLbmt%;U<E
z5~Gl~BtGaEkj5qf88r;(X6}?<>VH<k>NcOt$>A&Tzd|toN^T&}0{P;^aM+u^W@-#c
z;g!#D(Yy<eEv=wk-6#Wd!G(+sC$|v@L)2c9(g-=qfrlvLakU+w;XcW4LFW8q#m=^p
zkT8axpt~q!q60#DWtw_|?%FdCrLGmXGktJ!mCM*H+buLKe&Cow+_}CU6&3sQ;;Y<Y
zzenkB{#wEwMQ{P}6(2mMdIfi`R%*=3G#UHvLaR<4p`4rP8&m0z*z}yh0G|Z9WdZ_L
z4U@Js4sk;_b(aH3zc3;kLX>U>*6CHw-1|8RDA@$~no~MQvR8#z(8R5tncv1*RQ#Mj
z8ox+`NJ`Vi67H4ZuBFf~ky=-(P(_5GhS6&ThB<TRU1&0rf8|b7LXB}qPdQd5NsF$S
ztbXDX$#_04RR!fBG(CIDkd7xXK_)s8BhFbdpogoN=WZZ&wpYG`G!)3TQOhwnF|4K$
z)!UL?fhmjP6xKS*&vD*0yJC=*=7rLRD*AR|VDrGx=3L4(7m>{JXmxkp%XhIrdCI*6
z<ZnW1KJ#4-1Z$&8gu<&8fi{uG!6b-6c#R!Zz$j_OcJg>4crbO1eboyUh)afVI6#A9
zMsCJGeIDvs-6VV6GcJ;jkm$CH^=+Dviu2vd)iZ8&SHCy~F01lP!|nAz^Mt0-S$_<~
zt=<ms%+)=0PLOSn+@HZWc8`Rua`-0;==&xJeC#P(S~N@J|5yzRhQR@oh4tuTP35)+
z=?HZTAnH8E;D5&l%ZW56TupLbt!{139S6Dy_@%uZl)-&@L$qe+Nbc_P9U~<mqw+~|
z&G?P$wn9L!Ophxsmx<3S?=2g@#gzM#F2K6P9((GWploJadAQC(m~&@AnMQto(9K<+
zl9UOzU3q4I{C>`XY|>%o`dmeY?+CwJ@ydMu_g_iDGiq#3&4LWw)WlrvIFp1=Xv+1*
z8h-oSxtu>^dT3yK#bFfTbc5(Tn&KfitpC`^lR733p5$l4c&z=h2>d}0u>j?PiH)R4
za!B1Cj{WGB&X(%D<tL~XkPX-HG6JS6<E!JP)0RPkHKV^baJ!Dcp{&>8nW6uNuvPs*
zv|GX}+XT;58xqK3;L#TkQnmV)Kfl%!F^nxR61Htv^Rpgn;>FnY4{*Mx=Bc&B^UaXi
zT{XS#o#d9bUjEXy8fkzk;%JP-_NB7sZT_--H6vd=@rEKwHW+GPg+00w`)(A20lCM<
zO)#T5UL>vIAl6vY-u3;P3xe24j6%Ok97X3!6TKs^d<dmUJ6>`W3k&8T2NmU+PNAf(
zrwdG?eoP(bSbVl(%?wTAX7}EC>Vrbth^#F2g0V{bFDnB7skMy)qShXw`)e^4KjlAf
z-zXP22rj&T_2;_r+QgoKm8~a3zXcdmuA-uXDzbMCLY=-3tacSxR#t8L&CXSLIf(8r
zLO~OJbKclZQ*6TPervaQ`5oL9lb^x(+tZx9nR0Vy8s+QV*P*`HA%7*=JzR)KzLPT5
zSfbSFevdO2%<sI3b<a$}6#-EKrmI*>xFd*UD~jZl?=>K_2D8yk^LBvZ>o>t{Fmj>-
zBQP8RaCd}}-z(ADh=Oo@0N-=SS|cb2Pm}xKK?g0XQyq1m|6aVmX0n$`Zp|<0-UIW(
zw%(ua!u17&AhdmxGNoJ&?`U5ZN@!Mc3zKwO{+w(5xt&82=)wc~>3($ooU8@rjPA)H
zbUi?h4Ehe>zMYNZ=yg0_kIM^me-I*h1P+HwU)E+T)#7V0N1i{eZ{0&)>2>;JA4Pxo
zdui%-JpcOc_v|U_^Ji}oSR#*|5UNJz@tb3URNgDV8XH8@X}yB-t1NFpEZ5T8YOY_M
zAo=T9!KnRnQ!FcdDQ}v1G&78R?=U-&w42>*77W_HyS1Xk_roLdhpm?d)@LVB6Gx*;
za?`TT)Ik4wpIn=d4TLI}wa2GQDZD3z;3%!vNaUO@&1B?<>WHw3D&a4(OLzB91n7mL
z875H*&k7+RJ}~rAz~Q4-l174R=&B+bga-~+rKdt>x}m#D)9j&v{8V<8)UfUR{>ioE
zD`NCH6kG;lsc-Fu2OtMT5Oph3A!7^m8uwml{`*Tfu;KtT#dN|A8z8m6-Fs_)vG@l<
z75{<Cf1gYJcV6ee<putoJ^Ih=PoT1^k&CB;=|A!}f$Ekff29X9aR4PuEzK=l{$3Qe
zx3PCpb}%$H1&WxuSsI%viGKxtwRCY-Fm)2Pw{@_$GyN=(#tD?P`%E`<u>ULFkjTu?
z#@Q73uj@;ER_p#R^(8KHV0@HS(|V}6$sj}pyF-6K_%RYjK(hiRF(nd%>Y+#2iA-<6
ze$X-ZlVov%_Lpctp(To@qOfPcl0@iB2i8YI+m6xTyS?1jv)Zn*S|@kx)8}|^S$~np
zq5!VZ-oH)Nd}BEA{>XN}<a*5Ywo_FtV3jIxz>F%E%q*rRnh;=>L;<&K*|D1NdnkX{
zmmKdUl=XhZIpC4u$-{X(Z$1|=m>eye_%(dBMM+07c9Bn&^!$G6-$SX&ihsfr-64of
zCfnwqqiw^NYOL|m<TnL%>K;aoijv|;QX~;VVx&T%7Nwao??WOMNCJ(6S@Lbb*uJyK
z+h1zs^j9Sm5~ux^8_zkJsPZqeO)H)vi6oK@^n;Y)`f)WnbtG>nbkZg!aD9>5;Xkj)
z55`+B!e2yEnDg!hj<kMXI2%$)wo+y0Z3}~(bIo!P8iCmK_Mb81RE8s+9ZslGkb~eX
zoWevkfL35c_pF6P7G>V-(KOo)rihZk@F^66goscLktc<$Ilh<wNtS2SWM<`sr1lvi
zWLhGk?$N#w#JWq(L$SPx!A{LCDD0o&<u_TFGaB1=gI+hBoTSgVCFoGDYn8xL(S8v6
zp$@{YL#Kq`yGE4;RsufU6-Ir|qG4OdkaqFpc(Lp_F^8j87{7;3YrUzg5>)#7ShL(V
zXv)kqBNe<4Z(Q*fy*hdYG7i)I(@U8GEijeWA<y&U5!?Y2VL*{lkv0a_LD%u5-n3L@
z?4?I*=yAmQfu~wh)>Wqs9+LlX%ySZ3hh)bs3kiQnNlC%XM~F1OPS03u`swNR-X(2C
zrjIy2{%h}cQqMzC(H*8pE*7O~Jf3B@6GSG{2T|}*IWth6&jWdkmgB4h+c**i-HB_b
zk2LlUDX=<~D5l+=8g&;pfVNb=m;M;j@0c08w;#*0QAXyhluo-YDbkF*1F!FGFgh<n
z<L;7ErzpxM6)H@tWmJRNdQsV+QJyM-Y#|tu2NtdjdWF%$eB;1$Fqs0Q4x0+alR`)Z
zEwGMz5jd!)fb540`Dd|csX}>6l|5pb7NAN_xpsHkm$4$$UR63>9A}SZXxkI@AnT^n
zg+hQ!0is<Y%HayjB0Otg%;=9M*Irb}X}4)&%juH6V^g)Jdb<;3K452k-S@2YkU-oj
zhf7kcYNIEH66UI3KMww-`>a-2EQ(UbVXe}|;*i`Tv);tK|7URtt;BV#t*b?$esc`j
zdM~6jDq84PdrcC#01y8UH&NuhKkpOwTGKXIZ9473e1A5GY9iPKL%DR7ln$!2g|geg
z?Ru{l)W3AIby3M=3@6En*Isj1>k1bomCynADsARX)*B<u$Qav;VAiX#IT&_126<#9
zTsAv}XFw+5!8(R?+n<}1hEPS3H)2?$wz+q}@E8y%F;wjDqu)BO<yVT#*KSbBlxK!|
z?O>8<UVU6ILd9aoM80HxDS-AS4<95ASPC_?xGId;g7~%Y)(?VsXW6qmu3qIOMqvx8
z_;9^bxN({09-yaQq5Avs4t|RMsSLVSa9mzoVpSap-kCLt)u*8=qHH|s{^3rSDZw;`
zP`*`{f3J$fM(v>|@JshCWC2PfpZ-q!gH}UB?n4=_fNHl(WPCC&n&^qyq@4@gAFBLs
z<n0LP4_S8T7c`4Tk&%gA269?_Kf=LPeP8CNNSg7uRldLXjrk~>QG`X{<T)F_7Jey&
z{sJYfSO+e8T9a+AnKF?pt5BGxrFKn^%yMj245872oS(uOgI(PDHp8-^|51~^9KSZ`
zg9pZn;b$UXKP=e`92z3<Xp-)HRC)*VeQ6yV?}T??G-Lc`T+bhvFWBJ-El4ivng$#E
z<Sbn>rKl(yAR;QtR+UHr0_}lsI9DvL@4FywT}L2rhz_*n@r6aOkqla~qhKK58)!TQ
zbAI8y!xU0he&KzuR4K0QI1Gf4XCP6E+8)YRuF|SPX1DLV_PzXhluD=Rbh-XBg;t&a
z<Lz$!hCR{>2mL{JiGkm&=73h+OELjuv!2Zwl%wI6JUN1wt7=(O6<G!XC_%HIT7yyk
zB2nkTG?6Y6@w?$yjMRLonzh}=dYhlFGGvVm1<TS%tzmz@M%Lk&hkjc3v)f*T*FM#(
z?$K9D*~HaIR4~bq9g^E=GG=>Pbd}l#4>&g^g@dOZuDC0T759?W=6E*DcSNkriDIK1
z22#@C1L*5anc{E{FoQEpy*ectSL?INP$D`rRYL5e2dQlg2KRFh|I8TJ<_&(349<tL
zJAcaEjO6SLRJzlz5=%CVCoXF(_U4g*qgsoZ{08%14EkNX$Vb~iy=`^cU)j~h8U;7F
z9H3=}R49>7nH>I%6@*pG=vo~|9NQV2*X)L3<Zc0QF;(9^26v-majmg8(wkt$clrZE
zOdh>{PoO|Y0X7rrOmC7f*+H5&Zy@F091)3Las&tqJLT<$!nOaDMY)1hHE&(a1oyr|
z2CEZDb!2%)tFxGWKFA0<5w~-zXCXjrPYtix+qvZ6?Y<*YZ$@w3VgMIgfSQ(fBO8L;
zG8pm_2+;Pwa#w=Pe%fkl|1MN~#{Na2S0u8_!0`LN3oWi99R6@3RW`(*aIV{AkL2vf
zf=X}P^iTcUU5w3L(JzS&*F&gNAXqG>4G^h_q=#(IBcPtLE^RC>V0hg(B)|3ji@pzN
zi((;I`0$F)i6%hx@0LYt9|s|anIPqWJqb@;QQn~f6{Ou#DfQIrQX5VVo2=bmuOfep
z%%AqOr?hwkhO=I6eV80etN&ERYVkoZK^@j=Y<=}p!jef-4M=O55~BW+_51QB`(ZGe
zpr?%T<7V?};mpG2e&f+QoHfe>-ku=-CTg%ahldY^14les;Y(T=@gr7;dokH8tmkok
zq__)aPB+4@{W52TDDvWsrft^>)%9$!o-BGaJ^bmx_wlw`4PebpK1!YEmfjdCqjTDc
zki-PYRj{6;c<9Uuz4meUllyIptSa$iPdgRC9)uO&eS!GCASwpSXNFQQ!JLzb6OU`{
z!?4REFv}7mOEzR)^coi!wCp7BvB;}{$g?OgDBs~wwt787#=I}_p@5ZsgHtn7eO<Zy
zgSthU#VW+#<IBER4a4R7eZrwd)6T|}dB+sgBcIoF@1jea<=nd?+^%&F_xCGw;aqJ@
zf?A}T*=KBzLvP-}tb}cLoC*T{>B5ZFl6rL7_df6D$#KkGqcX9M_)@QJL6l)jq>gRc
zp%{EAe;Pr#7As$3hT<<*1r#OkuV`b&EfCR5eupvoSpk5}Ew3R3^QDl<n_EKrm2y=T
z{Gxe=Sjf8)?30tls`&2pSw9B`SL#Y(+|RjS1O~c{j9h~XW0v)@px6-~a-ZVK@fFaW
z6rq}*a=xn;oyav3`%mwWZP%b53f%TxSATY1y5BEW)6tGrCdnjJgf-Wu8Ly+hR9@j0
zE@)A1(yTU`$H&V-`q1StWh<FX8^U{OLO9k$$2$V^WwS1eG9a&q<Fq+^se?cf_nn3j
zQ#bA`2CEqxLOt%9Z;*iw9YYsu9qc4|LKDRV+>M*d=V~o>!&;r&Z<g5DZp}om6t@OS
z=M&lcBQi~;u(B9}OZjstfR4cVQ-}!6(t_)-C47upwUTqfkJ3k1G^RQ(U=zTjzX5Px
z3QBp!`#xC}Ig3l`t%toV>&!fC!VE^wuxR^h!~(^qt7}&k0atDZ@d{T%u*a<1;fLNw
z0w!wmTz%;Kv=O9zI)!uj4aPa$)^A0*yF<Z-kUms=9=%+yy|MF^sFS%lD0paooq!f=
zK97~~jcd_1pg3FtVz|{b(N&7sGZT~M*T9`Km2#p2nr{%^O}lJWFL@GVZEFSMcH^mZ
z=8#R>d;XRf%pIE-2twpW!wc3AKTHwQ%Qf1I86L;|bZ5HW6@M@SyTJTREM2ejmPf;o
zbyVeO_xTyZQe_C9YjyA(%pRWLfOPg07T62-gQXNgv!!X7{7WsS<JO&C3mjOHtOerA
zc4_t=mcuzbQf2dN(~F(2GshMNjNNXw-tKMiIUnrY{#0!N$wB%$ob&aMV7I$w`n+7v
zYwRhNEl1?|{x^ekf!F3gwj~@ISLB1t%s=kUi??j}s!@LXC7M4iZ^Z<?219S$vtHGB
zHYt}F)9V330>Quu8$!Qc(je!06q%l28cS$IkUZ|%_PFD}@`s8;dp=c5<8y<i4O-YB
zv$A7!Y`?!;q@LU_iyzV~JTJQeJj|0wDk<eLBu_mLpd1}r+TD>9>|IVkb*KV->TPMy
zx-`-5QCxS6(46`yS)vByo6F%G+7Zl6{}*px0aizrv<-v=g1dWgyV%9u-6goYySoJm
z?ixaHC%6O;4#7ikcX$79lG)ka*_qvM{%`hco~FCc?XEg?+Uh-Z`Yl=9*o3lc+cuB5
zcGOQ=4K70|$5!60Gao6uYJvmyx;$gH+AiY?{1}?u(5^VU-qD1-84GgT%4~+y;!ET7
zBdo{cK&fj@4c2Zlc?k)6(l$qx9W!~a3@rHB(*?oCCedpQmCeGgIGOcEn&^;ji;=ri
zJ5;Nb%)3~>nRrr4z6hw$WTW4ZgOW1y40}1E$;N>PLg8kL2?yOTm1$oNV+{5J&;{sg
z9xMfx=#3tenpiQw>$O-7x#jA1b0bZ^0G=QZUu{kvBYEf{2}-A9WR>tt<PSg8_&E7w
zCMvH79~3__Wi9u#1FvLEV8$9<SD&@PL=wK0g9gsMXKyesaXK&pWOX$90yP|wG`rCc
zs|Naro>@-z*Cdg_Th36E<-GN>X`SY24*qi46~`%54biCIBTdHFq|=39V%Xc183m>}
zJuwu*_P$#2VdPEB;>?t6rd*x%0dL~r^9q;qm^XpOOS;n3wYqI11eCbYi_~?H0r~sM
zunE9|z~I$@vu{0G+vrmFbvg8-%e=J`smpY7h{>IzB<Q%Ga#BXH1a@MFG6*GAtsYsO
zv?qMsHxf$%bqh}GrV?T2Sbe*p>g7pAo#H9t+v(&5xcUQ3EI(+uokX&j6icGab3IqU
z?u$5*PMiYfJv-igGBj8}Au&*q3`aE_MS*b$^f>leG4{AvCN`^_>t*z8%>@!hf7pfY
z-)_O*^^djf4wnQCE%SL<X<EV7$+B_X)=A_P=&p5iz8y=4hQlgrT!-j}V8L~=@9f1+
z)zx6i<~VN%9jyyqVaw$leumJXQCn#_v%fi(xa7Oth?<&N$X1~X9nBQ2B?vyR1_Fi>
zBf~Kd$jk0Sp$JrD9mJ7LO1&Ha)_OuM<vmf`6xh*BJjO}}f%pVkZNWw_jY#NlKmN{!
zqh=CWPeyKdA!J<G(wP=VlLI$&2Ww#pVyVqx=Q*0L&vhDR-)d~L6>%VO>CKi1u5}Jh
z_4kcNa#7>#o;)8BXvsK8Twv!FcJAF176@Vuq5KJ1@$ZqPpq)flHMT}(Av!K{DwMX`
zij2v(=2eZoAW>la>YZkpI#-Tu-*cxxbm=pU>-RGumFa_cCbZ%ZSRMKvq-gGPo@dRm
zWbpa+TQ^gRiKNInDTe7EXbc=gZJVdc^Lv=JDHM8mGJFOu@TZd7KB2)Jwj}ds={^NP
z)mdxcjKsic!KI}b86dm}XHXaYI^a_Osm6&jeS-Lt8Z@6W61Nd-5J#B?7OU*LQ&(j*
z-b#HTtTUk9#;(9K8rV~FzL^n0I#LnjhKWl3K$IqfwrpcP<^s+75eyg~?*m=@P)x;e
ze5*NlwL{TTS4B4xorE2O@Z_ZSSsWc0=&x2cH)+T|htY=TE?0*fV`J(NE6>fL*6Nk;
z`6?I&F)cz`vA-!XBh{JdM)n)!w|c(Bnm<jjM)zE06=@vKudcO}&+o0)9lfX>$*g`K
ztPUaI;;3(vo_y%!%d;*T(JnLHlxiO3d9{EhaeU<DCa2$8m3u6DQgii?Nz*V}mQF&x
zsd$F~@(H1LV1TI8BznTE4_-kAcNV7ubJG-PGI8|t9`_9)>cdy~4uw)SUuimS^OUV_
zFu2VYHAT;~^o;hMG@|gvBC)&9m!gI=NHx}A!u@(K<%+&m`hQ8DS~q}Cv_=oaM0sHY
z@A_3XYdkNnBmRQKAG6S79eN^*=P(>*2~onFzcavPvDNb0q0FNX35~Tqxl$AzCEg?h
z&TGR+eJ8G`?rck9{s!%JsVg`*6I@&-f~Sv;`|Va5@)0CYsR$WLj9AI-)eJz#YWT5W
z&ImFZQ34r$rq==0Y}BUytmE0)<I%++Zvgm5Wth^mDxQ~)@&Ru$8x2(7SzzSE?C#KR
z(l&;Mx_$P~R%pF3>CfOmpR402*CKnxGSS0EY@W}J5i|sO$doV(&}MqDduOnqcH0x-
zq*P!b`c|>+0t4jpPB+&xQ7O!FNl@+O?(*^Tc)6XdOOTyy;_yBVHJH{P%)4vl65B%=
z7A9=for}6tp63e2wRf5)M|`$N3gYjvzt#<SH!B(CC#PkdAZnf<`tsvFU!kcW(I51;
zegACw|Es@^i2?9m>2Kp;0{%0f>w)%5H>H_G5J@kjpdfVo4yiyj-kXn#`RaPriL3`K
zI|=#LX%ZA4gxaLzlIl`}c53p}w`0hWl9DQ$z+0-=^&RiC*1fx$NuRy2rF{`u)j{Ky
zT<SX7nC7_@Z~ffpRexNTm17&<ZKOf}(E}&vRohmUXVij^w-(_{sO}4AoIoB&Z#YII
zY&qzCKA1OP39rG^J<Ub9jDX{<wUv1|YAPM44sLC5i+mx21IqyP%1w4FKKL-_ns?Zv
zPMyZMlF;JzV10yBpEwes3^6Fr!Bkyi9%_x$vE7T12;_R9pTVQb)5w?ktw20+NPigl
z@)8dR-1N=9?@FMAlMlux3xk^YNLafu2-XomBoJ2Z+Q{WO^jp>I7K}x1VS-WqOfy8(
zgMnOCA14U-=2PsAncFPP7g<I}?~o5Zo?kEE-JdbWO+ja(P%pt=ii_3qINHRrXb|nf
z-LnvOT_BOiFd##{vU7W<5j)Gr9Ru0M>Yqd40UgQfneQ@Nq?q7m!qUFigJq*v`mNUE
zTW>L6gEPZWq<TTYzAd9tc4p)eK~FgA=3=Afi;=T81!*!`2dpU0FSbktQlL5gw;Ntv
zpk@pCV}Fz-<wVw@CN+mA0?&CBud|!doKu!;#VJ7`yU}fNQ(x<Aqv)@bIWdGq-+6_I
zvdKtVt`Z{${i@fT!N!x6s{F-fen7}<<TAw(C*HeK(d8ShKI>IdsGHJWXPSC2mz@28
z{woK+L25=YglR5z`bhUkJ7iyD64RzH_OM=%_)}JoB+}@w^T<N|B_PVWxRnb|zQq6%
zxf3F@RZ&Yw8Ld&3qXcgnUXoE^_Rq7}VTHU)i@w17TCd!ZjfPa$u7HJr5;Y5vqeOCq
zXB_W<bo)BG=o8<|RZHjz^g`CQQxrHkSBX*l1U0Bv{RU9a`flNUU4xt$X*S7Aar%d5
zP1xdWKY*dee?wk1U+`BQZ9NIlDyqZ%>dJiFJus*l$u)<Yle`|CZXwpPz!|szTYZ<7
zEE}a2$FN+S0(P@!k3x@925q6V!gef<uPG_T0S^g5HkAU1LrP8#<X(9%+p3cCB(TvO
z=m{U=CBUfHHdh(MO<fZIs@!79$L}5bKC%bHB&zVLn2E7>b4$RefkrO{F60&OF|!Uj
z<>m0*AT#X9xRA%Qbh~@wuAt7__&AM|a)HB4@31~052>K9gLx582{|q8Z2$?TItHG7
zLpow#JtsNqr%qzZ{UrVJoCz&br&NRV$Y$OF&SF%F6hdu`rTDaXm;%m@`pXFDeWm8n
z_GtuxTvW(r)((v9cp({u8qxuqs27gs)k6;Mofk_>8#=3Vvx-uHYqRWx(d4b>yv7}2
zgb*m$)^EZNcN7%gA`FT+Lj1=p*?OJQ4WEFGJ)?v)(b{bmq^g|-jVrGiH(aD>gF>%r
z1%yfi=GHXY8he5^516X(B8?29c(ty37KTKwXS^8!0<2ji+-Q7wbi_y8<vif0Vxr0g
zHKRT$itp>KO1)pvr>AA?7(Wt+H@;c=pmsMG77QB%N)N+23~$;mT~zh_a11I|S^gdJ
zaXyej?Lg+x5mr~wN5Fw-6T0KkiM(dErJz3j%aKuhC6Oa+#v&w>x$y=9W9+b{nq9=E
zSqYU%T?fh=8sud;vDWa`!G40067dwI$f`81D-CiVWu2I+=(LIt$^I$tpLl9{8Pu4R
zqMr{#@}EX(bMY(^FBn2|8lc}#lt-njCDmdu&)SjIN7}LUv?SUy>0zE(A)F(*Qm}LE
z1=@<yQ<G~vS%_B%JP{Y)#J(jni+WFvc^*Kud2o&j-b|2R^j_`^j;5ZZYZ3wNBd$Uc
zj6g2Nr%3bk(Y98az#T|6CESmTg~^Hl$YYPb4770zN6WJ}>VUf*!gUmD20EY2j#A@+
zG*n$Il#0tHggv@259%EUy^3%jErArtX4cjO9C{=fh92v3Ka*_d-Qw!}&P@6p<88*?
zh1_HaFO@3_p?GIX#GzLD0C+tC`fK+MUc4`JhJfKEs}Gyjfv;`PXIFXrG2=C2ON&W`
z)*DXYa7j62Bu5k(#%WBS#*1)AAB^R2bn@Kr8ALYL3yNYpIs?s<-3ogzAbaN_Q0>|n
z1a(o~+<NK2%aBN`YpWzQVro<A*tF(vZ)ZRNSr8HPdoqj(QW`Q=QXJVAUNT<@)QdWP
z3g+V5gVFTtHi&H0IJvC&_L!hvuCz0EWySg$T<gVnO8ILQvgc(B)aSBG)7ROI9MW;K
z6^bn`vsq(!X9kk37HMMqhOiAaIyB1@*d5$Oj1nRBr6r4G<Rr<><(bb?>PDwEr!@Q4
z2&GQKDT7)Rb4BQ)?g^*N@!-;)wN9ueW{)oIFip0v?UIw@UYcJg#b~(tBNm|CR1URA
z6=XO(J0gt#C>rQMm9uPVpPc<o5w1KS<{`>eS0^dF*<bRTwdgBdqAN{?+!@K^emG-A
zSRD`B1+8AvS-tqQ1-wD8)A1q6Oz2{7s2gO4O+v5~Fqi7ZYF3mX8-MR@={Ol3@AvFy
zj>*JM#ue}lR)t?+sJHaEW5K1LE(f7DDM(5rVm<^ngzz6-m+l?5;UBVyBHFahbD*JP
zIfYTnec|L$t>e-J&@#Q)k(2>v7ANobA;@HdtoI%u-mTv$U@0btV+cm|G~wrCkhpxy
zB1Zufi%K0SkYAh)=7B!nbS_wf^zU_piZyyDsgwGQ5387lW}T1P5*kPYaIn0%o{RIp
zHgbjvX>N5dTk9<>60KaUy|~UyA3U7bIux3(EmA%UKG@|OAf1&VRGVBs#QElgjwn6E
zc#w}j=NPVPl2qQuxd~J?!M~&2+uk#ux`J-aDyx3(#fggMF)Jj9ACJ0Req?-3{+fLB
zQFZ&eA`12;J|@#*C^SBwz}YN6fp|90Tw7hP^~fzsSlOiH3l-xBWaggEA}W{!!j_P*
zHgv{b3`}y~4_9WkXs?9LDjjwP^BWQqmp?sNqFB|JRp7Ddud3ZM2=>Z+*|%9W@A4qC
z+hR9m;i-O1w&xIPe$MAV5MZQTH~V1cuR0=1W054cs^m5-zJVuIufuh4<czx1|1fZk
zdoO5fwmlx1hKT4~Mp^46Z;_e|6KS*=WuxI~pb5ghq-Qkm%_N-k{e43295fbnmK2^j
z3?sOa4?gR4*vtQhyU4Rm;nDjRS4~G}@$1*GpG7@AS9V~ft|%(L*1I~dhoqHS7rzEL
zZeGTjIp!3eFf?BTI_SW(hg|DbLsh_lwaUoIFg07_1M{XA0Gg|q8ZJ+Gr@W2%)UebZ
znCb3~sTefz@B+fNA|lUo>$M5+w<JAX+vahfU_65Y-dfnvP{^hjp2Ebj5R}(ukFKq*
z7=@a`c$JO~ss@;aKQipS84=p^<_^qGWT;1pHu|V>Zt(cR^Ibt5WrFeI#(r&dco_jU
zao4_)&pF`Z*vE@B>T@PUxSPFa(f~(TQd61UN4Dhs(My9pj!rNh{vKFi3b$kG#BFV8
z_q`W$ImfuIV|t69NNOpi6I!7Ah9)OmaPbOz_RbMR0gecXA}=)*PFIl#QQ^v38?Lx_
zx!n^vKe71`ub0D<)_cFPU_FdN^5ofIjjY(Nnhk$>!2q#sJnbnD?;-VGGraW!o0c5l
zB4CBYt>&gY?V?z)VpgC6Q*)FV{;PT5{3b|AaLDSlx<@*u(wz5;8t|mL4rnBk6WEjG
zG%!H80&jRqeD-Rl!}S(gxcG>3BmRy`{Gu9zsf^!25|n2Ii7s;j4Z0q8-c_nJ!T3&$
zUeaQqTG2WlR%^*KQQCE1l03SPWB{4PHk<q}d)f}2zG%mSLi{_gs5)#~{qtuU9=?7;
zTwKh{CevtLT+w#GN>GgE8~WH>G5i^#brMZGxlM{fTqntNeUPQ;5OSq)@{JUN{~c^S
zqd-Lqp3mf$gUp2xSmjsa-JB#dM)|Q*1aCsC_yJdlWOG~CO)a@>kp(aHMVfOlHaf^J
z<y^4|UY#3AOmYhqB%g;L>oGYY_Yy~l!j4Qfdy3mxeZhUUS=ig+j4-6?o5Cf33y1V6
zbHk=%93=3pHCdX=)IC#zti8J0|CQj-!{euf25d*%sq<6AtQsS(wD-KjeV3dC3N!(a
z5Z|C~Q<nWboIZ9>Z0E7Tg!7Tz_`c#O(d>535^q_)IC=ku)M^`>eL?i#{C%)6*8DAf
zq^d`eI~RscakMY9esA~@c~*SHoSR{*)$@}zZlZ1F0RHm&8$o|fuAJONo##|VFI~MB
zfstt5S=k>SNdeT$My)RIDr<4N=EZ|?7S8KZT}0i`efA63w7QF3JT7*w(`+(&a9y<4
zGN&R^o(C)<D9w9&*amFDq%`}`hax%ISHHap%|_SZI?YeIh%1eLCQ@<LyIKQb!@JSc
zgfM}4XZcL>=zM2l$z!jqCjwJ0m8plUH4_-Q7|hfP0DS-n%O7IYOm(Q!I%T=!S>Zo@
z0VmG1)zLgEel2d{w+;XDrG%7}WxSY`740h*XpgdH-Kv8pbWRnzGt}J(zH};&q`LJ;
zHff@qJspmLl@3H2@f0&$L4~_;9g`|dfR3_RX>qaQHatAGu7b|&m#<%@T^h?;t#$in
zk4mLHPU4?cSVxXVsY_O?5>e<kw~}g%xF3^MlHy1jkTAn`wotG34)Vdsf1#b(aNNP$
z=Wf!OBO8{)u?RTJar|1T|7<Nu{b)Q-D$(?FXwaix$xiUK65x>IY~rD|zJiN!XRR1l
zO_hnej&)7(zC>{|RBwJ@D8>I4dZ0P>ecvF};1<O+^ZRuht*kV9^%yBD{=yRX;n|R<
z0<@4qEDq<1o3NwxkVOU#7E%@?t-c0*z0RNt-uvTMpb!@VJpSlo{~{eJsnfW_+PX?_
zfem|sOv2nMX=fx)QWy=5jh4bm=k3E37p7}3U^nV1IJ#0?!1Vro_%#_UDuSmrOcrB)
zg==mAPu^4}gXM8_wE9su`UdLe1Fh4*c?@nri1aDAAjQJKBDK?L%}cf=UPIS-a(f~+
zehP|lxut3LFlH_1xq(;As;MTWOt(m`Rcu;HC>TrSs66b34$rfO{TBtOIkY+|f{sIT
zC9Q=p=~t)eocCoZ$_i5&?!R<DF}uG7CEPXfSjQgTDx<&CWng~n{VG*&!|6Ks*|FZL
z@C2LHVID)>bt{XY0ygk0DU*bBYOcMkc+xAN<fv*Pd%bD5Xw&bY&Kf>)-8^=yph}Ez
zrH;<owcE9S>q3hVcb{hdfX_|BHiciOZ%qd?^t@>VE*JmFBLl9Eb&^xV{$>r%0V&%O
zG_t!(#K7kHuKFGBH?ofVA-(bvRML08?1J2Maix<igH|z}7l$FUy+lqVylF3FFziP6
zIL`*5a*o^bgfUAKNmW8+5d~XwYwJU&Y1m9_CRAbFHFmz>bZ<aIz%?pBZ>_f>B1_oA
zF0xvYKnD-oMf)h%>zpD<FEWr_4oer!a+bOnPL82qvSuVWMIB1*E@h_0d`!nW1d4B}
zuI7pwCX|W!n7?Rq#wBF@LcKxw{0$dZOWKp#u~gN<i&6X_qTMDGyKT2L`mM`WrZ51p
z*Egc**11NT7|)7A--2R+cM*{-FDekj4hW?eRO(_Y&eqNhWko0#sC^Tl@L9!f-|~Iq
zs=lJNAx0#N=D^+bOn}Pi*}Xy-8_L6E=@O#qiVBJ(g1)we${7>%n%vmcfSWt`tZFX1
zi&dq6>qT!~1NtbRo+L?|{HfD~Q>?#2!T9q%Wl;MA-N!k#@MVXJBQ7`{M+SiM+}ov5
zVhw*Y(d68ikI4Kql5K$Ju#knphf{&G4CxZSN(K{Tai1WIV`Z5Vg<#l~0M<M*(2~Wj
z;ijB+gXUC%q^CNGyZ3Ogk|#CpJ2AbURX1)2%M1LHVE$ztZHd6`7h+#>+sNr2laX;!
z#Q2$BL&2!LxGU7O9&Z-QYrY`5s?Q^sVw6wToTX^bK>MmL<RS3hrl#QK@iG*5EC)@W
zZOG9^Ol3DR^DJYtG5JXd_J}h$_{%X0dj?;47i%7r$JVqVi5HD$&J6KGpUjS>F^pLJ
zxZo25jQUJ@a{6I>>DM0irZ&F-YalYyKMO^u$~VC4L^$(MjyARE5f2W0fJ$fqZoDb?
z@XS4RYVRtRGl?sl_#%@bnGszhfFEf4fmOr4OX5`d#m?S(IZSH{%(>iYzdz^raC6BG
z4=-w8$6=2k!vl$aeBU#PsM8isTg2rCC~8~BGr)+U`Lzx<hYR+4Q1n<=@!2v*`Mg<*
z=I7Sh<EEFJq`BE7wpw_*Ct+~cYYKffq?ytaeN#?To9%6ZoDZNc4}{(a4;wk7x4Z_^
zm0RhxFnSu2BH6>U3A(e$%ta3#&*HzC1<%~RmYF?hU+~CCkE+03nV5LJDC&01m7)sj
zjc(ZnuRfwZ3w=E+in6OGgMM>CtQ8|hDAjuxcWjddUt;8RR(ySGLbBzaL_jG0nS%Ma
zNAR}!Rpm`Wf(P=bi~rjqwMROC1>2HC_#SkG5ADPUgkNE6YLlm3CgL;C-6+Z|de`u4
zn&PLgzOdqMfMf1nJKsAX;2-$PJKyv5SWW)X7`yK@hyU|FKL*CXjj>~A{$F(YDaq(N
zT7no2nL)}G|LuUg-*o?VFoJ`DfpxySkh6v(d<R<n-KhcFfCmix4>~!&>-?(>7IV;d
z2gv9<IT>q$q=NpmiT<}^3>g_YSbk%4vZm{M6SNR9k#(W~JV<n8LnLEm1Nk5~66%0Z
zENsKL)FGD4@}2vqZ28J~7u7jjD~DdkT7cHl;NsoJ+QmZin_s4SqDy95GUR9qoi}Z7
zrD>DE_@Q|r^5Xo5_AI;o(Zb_dx)@kwRw*I7b+x;Xo((YErz)37D5}shVMDuJs2bQK
z8J1Wtu)qr)6+8QjcBm1)rUh3@lp54-yd1(w$3#h%ATxOC$Zq59_pQS6a~Rm(v}v=?
zkJr~Nb9iit;(Z2za^gn&XwdXk3R{&lt2=zx>uH(em9|nkid-Hs!}A*(p)V}q{6t`+
z0+i1o{3C6<CdYhpM3~5iIp%FcioH}fIZy)iS>nm4ID0qFI8cQ2&|cZWU5?87F@&s{
zQI|5`x2_4gx_<>UDaPi!frIHXXVT>@k#tyV1*K4MO4@YGB3mW}dvBCAI$_RWpVk-Z
zUeFomhU2d&o>bxL)M^VSnoCngeA?M~szbeO2SY4Xt+*zE1r1O<EI&k)(#Ck5)~*L_
zXn8y7jCt9qO=oH%RbCR}PF01SKsntkx|JayG_prIuIcM>n!j)r_xeL%uEtDr*W+jP
zhV+GLRuz@{O~YDgRB4rTEnKFEtno0PvyHt87uM}MOYXPv0h{xD_^Q)-R<?ZeT6@W#
zy=ocO1*2>c@aGb+*CCM=mL6{(_8v@l59>!>$6+*=^vcyIO)FR6+14}EK01A@o0Qzq
zN-wi&l@y?$UBq;Me7LF1Lbxyq9v)B3YI{{ckvOVsx!0(MZ{6~Z{x*CPk9}_^*e`pv
zy!zA4{e45$Hl}1P|7yZl?L$}9cvF~*4v+d4i+Xs^<}5RdBac=*YOSw{Ewqm(_FRgV
z28_u)UrN6^w+!=}JcwK+H|Nckx|R-4W2d5;qDsRe%=Rq-a?4cC(EN#!q!XG)Y^*aT
z*j2{7k#iMPhBj>Wz8wyKR&>XM^DV;@Icza65!Nq!GCvoo={XoLRK!x>X{;|NP9Cjo
zbp7g?RgW_%gnLa9n@Y_DnIx+3tK~2L1VGlNh8gZZT-zGWzLc#H47r#_L>}guZ+r-O
zy?#FjTOcyL*mR2>7W?Q@CtESFLFRaNK3BihtlpgRlBaBqZb+9iG<2@0oZ4A}mceSn
zp{}kO9c3`7_Qs<;435qzBYNo*-;wCbQa3+oQa4Ol(N(4HsHmEEnK~VYu(N?CCWJqV
zm#2Z8vOj6V=dX7gd%ebLq>4EO=w8^d8CFfr3!hVU<%XhY*MmcNx7lE@N#iT_p0#H6
zPJD3VxH@F*dXX%fg=BJHDVUHJ0&LBS3^l26))}%l$Sr%r0+W;Qt|oygSa2uf!&};q
zWJX;T4-58Glq$tQ6&36Hv<r(^a_A7i8QcppC9GjspF~MP>^em?3o;mvyx4c>NMtDx
zgz`ho!Z;y}0i@$T8OKVx@_F|#o#IJ`(4_md7bGZBq{O6ejlCG);NzY_3&_Xd-A8-K
zlSQFN-c~_~XJGXQyn99(ug5<wC&V{?#i-x<f%r)RrPt5NW1ow_b)C@sP<QG{I?48S
zi<IQoX%+qYS$cNU!yi0vS^nX9`%iq#e=Q+4$1eof96u;`LGP9yl)s?m@1+I(vGd<v
z0{>L0-%pjv&cV(AvV)$Dk(mwj{s2AYztcm5!e#VqY^*FGO`wwBk~9CP$p2W!Kg;@6
zIy;CH8>EGajRnZ~dpf=w`R8=}M&hrU{@9N14fyAD{3`3abO!o=ZM}bKtAAtw{tJk#
znK*t)=gIgzo#!uG%nZ!*EbO3G6mfGhwlUHqa&mAs{_zh~_P2`wbisVTU_t!J|432%
zlOFnSjqsm8MF7P^fB6)Fo$-I|CIK0~$7TPWn*?O|jmOXd4i9pSI^SK%9qfan{jQJn
zOCg*6_8)jkKh^$KHvbnqB_Jc?Z_NItD>osJ)ocIF@mpDjOFBbpU2UpBT%$A_+k)cL
z!aMR0?3|D+#4-E<IO(kX4J0W3Rujnd86`@1!8fwN1E!PCK_%O)Bi!rtMjxM7ubvpm
zC+Q2JS7HR;;P=6G8R!tbryP?b6@<(MGkGoh=52wINM066L7ct6P^2$C2Fj@st1j(W
zMND%}<ja%?c;+|J{iy>r3P8&Q=B-Ey57jWSm?N0AcyvSeu4?>&+3CH+t=mcC4p&AA
z<AUVOg+Px$hl{SObed5cZ8CPdjh3paISW^<0q1XGp0*`qDll3KRH|ixqf4Fy8y*w~
zP0YS>@$5^9lX2!VT&*8@H%4R^Ha7*;Bj6X(ChS@t<pwTV4-3kAU>cSKVCnzOzsD{h
zh!Vg<_D<L3(EGvdL^mI8tF-I#<-ygvt%vJzI~_P}1^S^+vs{NxZ3^Xk1V?SmN5z3{
zq>XW&O-&Cuvz+g>N*dcfvc@Ni;N3UJD<KX6EkU#nbC(_m3MK|DcCYM#S9bYz=cnig
zNt<tb>uZH4pFT3XIqhrY%THh2)l3Y!+E_?*Rz1c*oRBi+nC+Z959Cdxr8Nn=q3w%e
zb&G_dMTEu*zsI{}P7p|06AJ6<@*dHP?hYB(4g7#qFE4b6IY4?P^1E-JpDgbG^K1Ao
zg*QNk|9g1zQ|Di0@PFZ^Wn^UiLH_=C4)=p(1;_WQSRra6kl+GH=mI@R5IBigXbLm$
z%HL2bgp~~E&-OdjPdq)LdN9nIa~-^Oa_n_<rpL>=K{(=Q@wrAq{yCixbU%(XQ>}&(
zb}xycMvxI<3CIx@8NG9df=cKV=j?@WU<o6ZzsDyHL+gOStbR|amJIYCCi)^rNQM!5
z(lW^!k~{W=#RiuoqAM)hI*bfSWB+yeR$~+o?w(|r^mk~pSJAZrc#(Iu+sB3HHR>Ht
z^o7b)o*yajI{HiNX9i&g10)@b;mc?!TOT%dYfS%kDoAkqE(SOeJ-q-WDl8Zlq7W+f
zzNN-E(hkeZ$A;8Pjbbn2bqTm0CN%g}RZ5JnwEpkS14!)|bhyEDAyYdPO(~v<2Sv3m
zafN8mJx7$uWgk|tz>F(p-K~E8fvTzf%pK)9s=ia~RtgceJ}Kg(RvWFqVL+}pCk-VV
zPZtAJZtScAwU>G^8)=mAG7DXwvwGiqd8~d2>2b9ZJSo$0N`;uWvkr}w*1g&zw=(MH
zxF%ana(YG*Q*Uv@dPWuiL{v+hy}b)Hb1lUuv|&nKmQ7rTY=b@HbBm)gW!BQ0hGl~B
z`@uFcx02wnj1uau**c%Bc;9-YDe6<@7jw076V6Oj8QXf<jyD6hXy#g0U*|AZTPx{L
z<dE)d9RZ+5>xSx-KR6n=UR>9tJ8QBD^)AgmYvt3dD669sza6TD4-*h<x#mAT*xR}&
zs2Xdc{L-jl>&#6LFOpEx|5+D->vmyxk#*O>ak(^~4V_84X`ucvxuQ4Gc%Fqcix|6V
z@6a_~l|vVl88DN}s$S;K$9U)9&}hTQ%FZptQSp#HG?#6<TsVgxm7UH7e+ic=n3g8>
za0H)aYNUIP_H!VYDgHi&$03n#X1r#YAtlM%cgnSU`_qAgc>R-bM2vgm7kZ7&uKRiQ
zS!NI~LmO57x|jS8K!XR>^8AE#t<>@pUTtgGHfpCyUMOZC@$y}NYQrhog1T05Fua>9
zBCkgC4~(Fpfe4#RPGJipK1<B6_4e}d`Nq|X<Ly%CBTnGeTNvRLYfQ;Rv3qG^t_Ake
zjSIJc0-a;_+~?u)VdJcTHJih?zFh^;X62?!pP9KPggSz(PJUv`vRO0tWfM;6IZk?s
zO9r6r>0~upD5E<ba;?1VU<DixgvV_qy^8YHBP0q0^_A5>TES{jqN%l=>H2s&G?Snk
z)cZjiZ#)`&)aE)X0ye17<Vh}Eo3XkvWv(b28WrNbG$@;UT=9WJkYEx{1vd^x!SS|a
ztv%#Lh^!mhiZBpr#&E<6V4M<dRxoCOoFCG*<g`+$)_(zR{TzlDRYqpwTUkE!OAhLE
z%x<Pa(f)TdD$kR|$zr8*RNGXk;V?{M^w8L4sxpw;9XqaAW#m~z{Ep~?mi2<ORUws@
zU&C<See;O#Mv)+Wi;4{<pa-2H9WWjaISlSKDUi!vMuc@9&JqWw*&mSg%%1{^Q~)=;
zt?o#v>-KK9j40T_%dO1nMD1~Q^Rf0ed-zoQDMR@0(>>%PB)LkH_aD4R{%=qWkl`na
z0W$nVF~FaROF-#9eh0<;-1%?M`oB4_-<?yUzYN9vtjPaZ$Nv|K`Dx^z)A46f%+Ch=
zb2|Pkiusw7<!?Iv0u;l>Ob<#`!@x)nN~7~*{X2r;VEs=B2KXJS{tJTnk*(%$mHW>K
z1_=BW!Tj$#dO@E0e?Ty-|AJut-q8z>`0n2!m|uTm2PSp>5tjK;fxpW7|AJe@#KiGi
zF!S2d^?e_P^%9~N(&TmfyFzFIH1t3s0r-G7NNBo@J0F<)&(G7Io?vavn>=qvw3#he
zhf42)A0+maGruWM6>;8qT`zYA!(!5FHQ23uUwM*qi@NsAeToX@vp=}F@mfUXX?x4t
zc_;Vr%+2djj}i?mOAh<s;(5RdG(S7m@!g}k4S_BLiX3@P%oC&yK?NTqSu6_}MDHts
zr=o}_sF7ULMgwAe#GA!~skM{P_$^HI_p+1Jd4inSFI$%S2|cfZ<AQNy631hn7IfiM
zxwFcuS}0*2O6Zk@V$GK4zC8hTeO<VD9>tr+k<01FgpU`vc27hU-CViTNAuHIu`h73
zP)>Z|)hf2cysioQ34J2Xqi6OWFy^wBo_V=u5lD+>qTqP|fR)+uQAuUBj+R)PWqDHY
zEZFDx0n>!geueCi2Q$Z4_oD#7_6Fh$#Id!9>1{rUd%kZZ44<R6aC8Mak9a5uY>9M?
zrlxF)qI=V7HLxLKqpk(ILvvnpBZvt4JTcw}>ahaM;0fs=jx?3Pgk4xL<VaV?j%TLr
zNMQsRp@rl5kfQj*KH}K}YvHSsIQ=yk?8l~NEQMA%12*?FaLEY~{oja<oCSNaW(IYx
zP(nWm?Z4<`#PT=PXP|39UWSD1S#d(3!#LYA4OL~>rOoW$JlzuK#tG|4#S5Q$T}d|W
zC!Q@x7iNEJQRF1?o=Uy>pvDng$evV}oZdXG6oc6gr5__g9ScS*PQBF2J}WZly&VSK
z=J?K;L85`i@C)?;@>lxXw7TW7Xx<Wf>X7{gkPB8<>$A5bNwRs<6Ka<YDpX1VRSUaX
zRL@NriiaZt{o5H;SVC2IUifGAtl)JxSOL=`J8r1G)w{ykr*@=H#WB9sa^r=<UPKY~
z&ya|%iA3t%&E!^D*brpnHTqE3&VEbvQ!)H-^I2go@60N72hkSIn5i+A(<s>NqK7_K
z&a`CyE$`tfHmTYkwAV+Syl<WI3Kyxos}_xDl{7>NkztcLyH2(&K)5aqzQ_A&>^RU!
zkBiObOsXq(1?^JXP`D%j<El|H)moU1p9J=%Md<)-R8pGZmJJ64{(#Jm=q6==!Hqxn
zwDcTa)yBPuq1n-u<(a4+uFRu}kL8Gy<HPyj*1@*2h1ztl9GBF@=7>w)nQ)c(CD5^a
zU|jyAmC%cmoDraZc}&aA_1Rhmg<W{|cCHP6g`!N|Afl<1DR~UmNby`jXmBSRRTFat
zfL4Vda?`b<f<lSr?6P2V^zOps$*m2qe!wghe=Z7$4L!c@QY(MA@Yv1NtDS~luH)<N
z93m5*c#%5aIcAVbv{P5eq3PMTJXKzI*DzL2*&=<ZJU1OgKCGjOD7UA?h9>X%xN%|s
zbbLP{rrAV`VbM}G$ED;>WO?~{EQpnj>0rliZR%jJBHI;b37Pz?NF4p6d#NNVXWXYx
zx-<tk9p-zPRElPG{KvPQ38@aqrnVUmr;`knC({#yYtysb+&uFLl$F`zt0(5BvY*30
zy`Gh<7(;WOQ~r=s<q2wkHnDLx6IqX1!SdI+vss1nhuJO~$%U>{8xG^26^}WHu_Dyl
zl0>S5%xrArTDc|FHXl32(1#Zf+dm~po!edP+#ISZp$(^4k|@36=+POfEo$|4^O^@Z
zTbuYhM(1KW*8$*dO-9zvbhdUc$_+G`GUd9NgV=SYJ&j3YJ3X0uIa4)8zm_^zP2i4X
z_5_uvrRPpfOnk<YdhbMc0;faE7^>z{WjDQd;ZpC6F_=d@W?Z_MNKwo*mW=495nbwv
zX30y$T=g2Kbjo1>+yZ)WB6C9b8N*kCS_?=nmW~9OY7VXWrG+T>x_&&sty9!C?i?tK
zRWr-hrHij`o9-UBdU5sXP)5`SuH#h$mtu1jT&%c|d@=P<GV>>oD8Dk`423P_XPM+p
zKU$3942z|J+^M*sVGr`UK8xpoKnm(GJ$&n{`%@>^lBj}_-fW$$X^VpJsfwE5GVLp<
zG{?3nc7AKCksuA6a1wStO$~=<G<rj3ja&~oyB3$Fx;%0@=e6d0By;OiJ%WUlM(Dj#
zX5`pXo49MkgUK^oLMS2Ay`#E58vYSi0cep^it%m=&X>4vOHdE0a;{2>%t+nG6p~@z
z+Qz`^*R|?qiPFVT)+IJhcPaI=j1(mi*W=>5n_%k+Vc%BkjC3Hea|QOCB`3e_taY<~
zx*4R<B!zJg$S%XPBNe;d9Z}${)sUK=DuF?H*~5=uMo%ZQ-qU~j*nweLuwnUpQv<&W
z3y$op=7YIn#D|8J$uFPdz8qDpi%`Glcx~Ercdi%4(xC+)$adAhl`@sIey%k<5yt5{
zoiwz}P8S(^fP#l0ij<*5J2y#Qys|(2k>-B?1MOADayLO@bZD-4Du`0lxKZm!Je*VE
zbC*E$XGM9^B(k2_PMq3flEqJr+9N?8tf@m&H~n7aCB-J&h6vntDoIBQ!NOk<&tLS@
z^p^Tq3|&}mvREU9L|nWGCLYscaEW3|Q|3sfQclToqtiunOQLL#)x#1s*Fn*6!}x&d
z_lO?c8A}<dn8A`jrhs;bU!BtbZb}N}O@SX`AxjJqd`NDf!Zz?E9xag#jM)7hnjw)X
zLNBuj+;IDe(Pql4I;`Sw5~M!cSEgpcq?OVTk|qoRrFho?-F&)@MrlK2Diw)m;@tj5
zV{H99&*!U+<IGvji)EGRnF@B~bs5t9qHk|0lSY?clcI&h^$s<qjJC^vfjajlO&$0k
zkPpl9EMw#Y3V(S(ZCF7yW%%aD)N^%`+oU3)mB79i^Q+=@$0kC{hHIWh_zmC}_8_Jo
zNw^$4EK0O&J~aP!Zrgxv$5JgkYDB+ifE}eE<kBW$fX;~<T)1dErC-Iy+uQ~SLi-wj
z{hZ}6VDu4)E?0kZ8`~_N&<Kxc%TvimY@%vZb4>t+0LMo@c&UZJ%HOsQHRXZQ%lGa^
z<<6rmIqDOv@#s;LuS(xjS)MQRBiB?_+vcg<-97AcuD^RDzq%#9s88TC?qw#w54=Db
z5&t0i@Rx><fQ&!->OiR!fB4Rz<u5>t@dpsoCi<snz>l5(=1u+&fEV*GaD|l_l-cup
zIER6aodx8^{|t|?{8GyLOOS~P$j;6L`t>(KlAl%k6I%aB?oX{C^!PnHCp{YzBM=lt
zqW@9H-_!cNA^wEcKa%?=ZT;Tte?sfOxAl+O|6f}8AH!*X0f1v<Vy6e?MP*`Rr3YQd
zzife$Sc10xBZ&KP;r})a#rTi0xc_qy_dQ7W@4`_3brAQDQNsVN_5T$R$M)O4?e8G&
zHAWdFFETOp>a(|yFCiIukAvUfKq51Sqr5dvmCP${Hhp{oq*y9WO_W$RnFwBJoCQA!
zs9$k^)j8zIIB0ey;C4G+?g)fJ{JwJh)IAI9Lw{?^bWd5kbad4?1oz(i5%c=d#l;T`
z4et3fqT0D_J5rRFfoL&LM;k7ih{8xL2%$un^CKhgkRr(yi<D3C-iido%nd(9tRqME
znJS6*9R;NE1uc{IFu=*6e=Kq%T_)+*r9k}5oQ$U_Et13bw92f@ko2jvj;v_L97yfN
ziwxglf8@LDy%|j^IVBr0NZi53H^%JCu238u*=W9<#<_poBMixTC+BwMN!E5}C=-Zt
z+v@Qt;si=B;2<jT_Bn<J7mzY-(`e9Mb$Y%@6RVp4{j!!{TJSqC$X4aDBh8b?n*k`^
z9RB6?t0NU?4|uNG0Av;bWyo|s$_iU{JTqldN%7u-NqNykkBRjq7B@_$1uIOi0Rv^k
z1im2gG5i}y!IdvX$k*@Mi^%x><sn6pNHO4{WH*x~qdV<b@F4F4+C%b+@-47=zQNam
z#Z{Q6ds<GKOEk4=mP~P@z=*~;a>oy&NT4Bv3f$yE6TJ-9KgXlxe*|j~L}rJ{l^{tU
zHMNH;g`kH{l3s!Ir-(6IHyVsh4q(w7&T|+?2UeF?SeJPZs~TI@1G`CH^o}rN!u6i*
zlZ6>>yK`n!v=6_s&uAe!abrglIMK=yCp+fuISpuM?qR`sDONS~e7F)%jUFY;F{5QY
zD4qPe^(umQElxv7w_;K>)qv~sgUd8^UZt{sS#6$A8wE_VJBge<cRZh%d_XyC35$Ox
z<u){)HjxxXy+4Vo<pynt9!LJ-!JvcOI#t|<U{zi0qK_AMfjoMOHbvG}GDd^w{Z4qT
z>LhO>Bu(8)WNZ4%=JlvF%&yYZW=Um%qPGnaD=$~8r_I%{)5@F^t5|{guVVZ2p*57t
zxGY&?aq+r<P-*&U5yLAt{R-vtip+JIQpmX4&O5ZdQxR6NM@1pL3IaBUlPJ`ycJC*P
zv~rlV4)$Z^`_P`7m%dqktd05*>1=8Kw(Z-MXK$ML+wd<q!x+;;l^MOdytZPcTo%Fk
zjeItAGC<X<s98f;(z&tHM%D!MVU0AQszn7E?NzFLV}dNc*Vg$?Qy|I)k;-hXT6&j|
zkXBZ*!+>JT=IGv9@+r4Zj45=OxAFv|gjv}~+DfQfy`yr7xTdb`rBj@VfQ87TX;_tA
z@m&MMy;jk!>FUoipQz`uA5YwKl?6JaO}lW|<;g-eEP3Q-FRw#Pgbkk>(l6Z73`8z$
zI1()cy(`)A*yst(T8K3CCZg}Udga74S76<nfOCh|+K2t|&3A8!f!#UoYzJ(b#b==2
z2(B`vz4<iJY>F_eSd*I&BlgfTdY!8GRdW?+pTyTw>ON^i+EB(dVb3)u&M|>CU#{HP
zZ&~qid%uQvJLbL{Tw5Da6kFRFSKkA%s;1M^si;QY6#zy(Eh(uc8mCPhgtIm+-#ayb
z_4Tr?<4~Q%??oy?3z=9*wU$&%B~>^~wVWBw{gT1s)llzbSUWeDYf%L170=3As>m<q
ztUZ*@bLnBV#Vl#e*BrT9vqyw$0`g^gR(nmvhQ8y&>p<SO%P5>>HJinXd+(WVT~lPl
zZBM)_CFQU%lYe#Pn74qf{w}Ph+)Tg5{kBF|I%L3%I|)~MB_O$M*u&k_7SFWVQ8i*?
zAb}=Nu#sNQNyam8y7k4Rs_QG>!1n%%Nfhz-U%w<dUQNo<)%RCl#2Swp+x4N}xy^4s
zsOF9ps%+zBQMsC2-GycvYM$kt9aqkkzopmw06AL;=lnqfF&c{hEjq<ua3?Y&yZtQC
z`lFg`_L}lsCEbi|U{jq2Wg>|>M(u{8wTjJpk4-%m&>dqa8FLmgjdHr?U~OXUP!?D2
zpsTkaHy60G8qt<>ZnVI$Ka2nxdr75*6J?N>q@V3z0(-BwGT(1gG&RZfanwZV#?t*$
z+J)s*`6n0JypF`3L6p?b24*3I9HVVMi|K)jcJ|k&dlXPkCUHAhmUCE6q}JYU><X5}
z5sgEuc973Gl4)AIn7uSzFKOy0Pp7JY2TAs{B4OVQc&(t{u6Ti1JDb{dKPq2xV@QpS
zpYGI;YL=;3?llA2c*<_A=%wo4UVOtF>{2>o(4bW!9EIP3i4M^Zz<teX_V!@$z~RYf
z7SNnFvrG%vt0zf(lQV1SZsE7Es%eOd_uhZfdaBU?#=lC?u<6N3YXIUEoNBL}rx5K*
zk--5*&E^iI^5KZ;-gzF8rA4}|Xn@{6##GPv_*9trQJqOBr*E?jxDve%#s&eF&8sot
zB67rL2pRkL?`1Cf-AL<$6{#`8kgb-!`JJrCwOAF>^u{&PhNGx02b*9w@oLhZFFIG*
zP3>P5i_pS77XWi>9yV24NC6Cu!G|@CzrgBOr2##91*=%Jt)W@40{Ode;KYO)XY~4o
zSs=ZrTgTq1k9=TqGGvGg>U3ub-)Kx?B0xkJiJeP?4WO)4@h6XYM+lSau9_gWw!;5H
zNb#*~7dU1(H5kQN4}^aJBM?sxv&ewl-(ZJCsc1@IPY;G)NYLLbz{o9%<O`N$0{dgQ
zbZ3Vi<lxx7%t5}!3P)PE0!yN&%=#JlO=@0wNo}#+aFz5++NSXwfp;;Ckdafolz3fn
zVQwsVA&lH=lsaf<!Xy|Fr$k6S?RuH~ogEBu;;8Hx@BuyI+=*ncM!f07imz!QOb#94
z!XRZOp&)!xxg|E4AhRIs4=3*=B7<~647-R<P)Owb(!sgV;reEHAZmY$enfEpQxXF|
z7LJ{`b_r*2AX3D$Sfpq9@rv#;>%LQ}6jLbCui80I;~s{GWao7rBX5eS9+uAWzew}5
zWI|4{Jv;Y!Aldp9-i%p66r);zzGO+Vq?U7=Mgry?;V5u`*m)&4FthdKfBR4eJ@2)o
z`RQXL@ue=-lbjA8(_>l2KRO}5cq8}RkIx&TE3$tdxG{Yn5B<9y{9g;)n0|y7Kxyy4
z14Tv9@)sb-^aIHK2Dts$`FAVz`w_E00uFx;%>1a@pV0d6!OR~4tlxr}9}V#*wEmIY
zKWXb921<Xwh5x;+f7Jf}V(UMG)V~0@F|)AKv$BGK8xuVnE731ojO^dH{v&YvapC_K
zxH0`Bp8Ww`<n>LB0rL6|-&u%%T)F^7V@F$O2SZ~=Ztm|x6vdRBK%B&&bulF%(U0B;
z&>B0@k3cXlFF@4R#tHPJC?nC29twacI}z{~fW}1h%L-`d<1c|XAkokJ0wBsv^s}o2
zbR-iIGt&>jAaTDiD}y9TSc7T?WCDo;&EEmv&jMx!A|Pn~wSXBEn*KijS^#7Q9Riwv
zEno)i{(b(n0La2h^nLz&0g#0V2%13!pep=w-au852QssPWc?H_4`cz^51PLpCJzKM
zgAVyQuu2}t%1HEm{^fWFTSFydCryC7uqZ&;*v;u@%>{ohgnlk0zCRHFGR8*c`hvD@
zKfl^w1D!G;%a2jLphg9q5J!;hKb4C)*gD&RYV_lj{n!8~0hAr|Z5-{spE^T#fRNJP
z`K3XUmGuoALAxk{#+Dj7{XD&nL`*-To1ihLKW@jLvVXlZ&8<KL)Bw@%1k}RDhPFn=
z0BK_zQxKsw8}o13rfaq4qO{o@yfH!F+(j>-Zoj#bB4W`SywnSTW5DL>?;=9PQBQ(<
zttfgrMC6;TQCr+_wZmJMv~U15IP5Hb_|2$_K4RVHwkI^(_kN{kFdI?#@#JR3HkvS4
zh&=?!Kr)BW1140XbET`KH~R6;HPkhlkmuo{{^Iy{ZB6Xt*h2+@E<{Vt;_0{<^!wUL
zZr9BC-pWq>)7|RA%IwDiU$4i|3WSxNwl=q`Tf39ph4`oY%hTQ6;|(>hY8P}Nxih2@
z?%Tnm^^>J;A*$Xl11rshL_y+qZ$iIC@sQu-;hXY$U17wvs_KWr;3Bm7-fsgipPbdZ
zdP)$J?RC8FPae3;J#P3yj~)+Bax2=JRld0a%zKG56Ir6{Xzk+@Ab4T*&r7&OB(G4Y
zv@wg4<=!}*^fY%xBqz&__l#myHTTjiNi{fVH+-F_nx~$R7<4%4LQJmGZ9&04>lqD|
zy4iaBt^y%hZnvkm?difn%ggJczOBu}75kNsFUgbV(~Q)O4BCo>H0D!7q&jEXX~6jP
zLvu9L4M@pRp4}JTv4tf*pU)-9o^7{`^Gs~Dc!Mn`w{ESCIu*wkoxzk1g^hhraxG`D
zbUsffZdb6AOQJJt?9(SS&aFJ9oHuS+=sT;U^3QP_{QT1~mk5RZKlxrvL=2+QKOX5G
z5p+FPMlk2OmDcy)J;x*u@_t&en*}VkT)SOk$3GGn_<Eh3KBK<B?urKJ3MBFgh4yxZ
z>yC5R&2>MW9B7JP?A{UTzS+OUskWjxSHq|r5>VV2P6;xpxWTSq@I^gipQ!5C10}nf
zNtQ_Z8hwOdyA)A~4v?q!@pwACFm+41<LFE;M%k)bBHxN1joI=kKaAXUsWPp9*}bFs
z;C07gbM2q0vzv`onhtY~{h4`j^lZU|XT#T2_+EMs`)Dg}m(FrUHFcbg_>!Dw3(2&B
zdQ=cki6CAua%EQ{&fy-1Z%^)mX7W?G%A*fKxq+{VN*g~=m2k8oWOBH+dggIT#U~#z
zOorgHg(jm!MJ{kb^5g648Z8jzHi`A|WJvz0<Mk#CV!EzYj~-$k1Cr;|yfaF6Z%IlS
zwcS0P1AXHMY$KY{*Ioo)bKwJA9;a~9?=Q|SVzy%W)~wh0+Fj-L9`KwWgg?Y~RV6bk
zm7MAmv4cHQ-@5pDO><0f)=a$cJT?wRXlU8TEbQ@5X7V`=o56m|OQD9$!+m6h-GZ9B
zH{m|g>@GWMgWtht-8Ey?-N{%>|CAKq>zN*kcskIyWoR9W^0_Kf=%|-6*gnIWjP>ML
zF47rKByA&Med*ik$|#evYt7?j(o65<LgHwTef1Vwj;QkZq8*L-&KEB+dM3h0n+yv>
z5YfLSzmASGzVL|LICe?Y<QVCaqs(U(nNB*z<rlK7$*mnV2$DJwE0gckYO8)k+!9VB
zkK+O5*kCn3#baWeJF7@8d(_F|CKJa_=XZaRkSu(8=Nv2RSbfKF=Jm=B<_637Md<Yx
z<|;?PQU>)6z)f+#H%*q1{1vk?iD*FGqTAQxMjuf{kGAcVI`BSg0!v<Iu$vMnd_NC7
z6#~_$18G&CIWQ~9)bYzsIZ81Em2=rA*}OiK2C6S+y{`)fh%EKQ10txzg>-oFJvm#@
z1hO7i4kBhMiv4t3`Hp$`p1|X{XUq{(s*49wnutEsYcFwFdGkF?L}dH=T&ygtY>2tH
zrQNNpN$nKADLjj3Jz=eF&{cNos-Ai`c!M!`dBG)Y`P9%=m}g)x2|1`Fh|1@;G3t<Y
zk%F7#nOHDStLdHg44b=bJgTdy(BPq(c1~Yr_42NOuJ0kkgLiAv5~i2fqKx@*S@eUJ
z=j$jjcOM(<E@u<u+GY%e=BhX1w2uKIq&TTKWny1x+z}p>U@4>U)=X)M!Z0ftszN-t
z)P>fjfy&e~@)qbeke1>QP?|!h28*>J1Zhe!#PK~!!YYoBwU&L)o?*X!>AzlPw6hJv
zKs4$jy=&@7X$o%HDH3a_m*;;nWz$Ux%RmlhjqVEMZA~~71JBTwl<3BM806vKUiwOG
z%E*WcTfYlv8zA0-iV~;xGHT%=ahDIJeMGQ%N){ze_t|Xtc=Fn;RUmVy?^z7PM}+!a
zQ*hSV{T5XmH&5ns8NXthue1-UYnRtR&q8^kH<0-FCrklyRoTV*tKYD^A>L5%^MriH
zFb3a&l;_KAUPbtT%0DEh%1>a!Pw4qh{CW<(&lvm!QoL6Y-Ard>|2@+=;JFS?`w&8q
z1QALhT5cIHDBlDmrP+>`xR99%KRsk=w0|Ygwal!Y!4Ftms>*GwX93q23pR+1pcwAx
z)`;EikUu}6`+;0L6(U8s)-3wfEf{Q!UPGsaB1=O8jx(*Fv84jBt?0fQ9ug)DkqeZG
zie5QRiYj=>OX_bl#_Ir8TA9J&Ze=F=Xou1<%b_BEa~+{1JjLF5%=YS9tkN&ZDMB>o
zWO)sJ<>YfT(DG=NI5Hu+X+vhni4dt^gyX_n$RA7yX~8o2?ZH0ME6i@gnn9L^2#?14
z+i11(q6)uZ>H(KnT&w^wy7xm0j<L^^+d~OM;ebhS?m4%27rODzXAGYq95Yp)|3CKL
zGOErc+xx}cEx20<4hwg8cXzko?!n!4;TGI2xCM82hoC`%h47Me?>^_<-TQR+y}QpC
zcZ~adSZh6uXH?ZJR;`-<syTnfXgkvnM)7ti4AN2ny*4iS01^R=QZ&?;)UV7IG^qO{
z$%9?^`l9OWJSedXv`I%QbqZ|`2so}$x4;yEYwSD>X*U!NW3C=W5ug??4!;}AcBFh3
zks7J6&}_QI7PR&Zw07VDDo(wGRAYj#ADj|Ht>zZ;Gxp&z+bvsezwR5_R7iuc$g~h&
z0u5o>cZ93c9(dKo0=P&jb7|7x>;|&rNrI=*)_~FkC}@KW;=T~TO3Kw(#gEVP@^3iQ
zH1zAk-dI|ez~T_TYZn~oFBmSK1%Ha6>AYo9&3t47S1x-!o<$pZ#7}Z>Z8`KiMCHY@
z%*P}ukG$>@DODcT)3#)nveeGgh!%F7$C<@f)C44;STxDv9cKTYXKT3=7P__Rl2at5
zg4sCpT-!U8?Y0qWz7J&9!)pAMCOD)0pY?a3;;`Jnxy;aBtQSnKQ2XXApd4w@u@nM=
z!$IxTECU01HAEpZR-l<;n!XPN3PzhTt5ygKhcG9<QzS0Og6Wp5Mzd}%%%0K8hfO)Z
zsRi?&BLvYmm6IVLZ+wesV38ig4uI~>OjiQ2fJ?K*P>xc^>oa%w*sR{&HugAG%L7Ql
zDLOSS2wL=J1!V=Z<|rSRaPA&q`w_&VvbGWSox}=pwtbqjYyd_oTR25l8duw-ISGV0
z;Mh~KOv3{d+Ya=!L!r5pase^dDnmW4%S>h87Eb{NV^Ph5rKzG0d<p}kNhpaTC_`Ii
zX1<1+(Hk<UD$+^~x+0uG_*VH|zZBj=C$#gk)&UnCJT@G;eoD|gZd(DWDFPUf5hQ<f
zlx_r$9~oA3W6nlj&B4~kg)giO#-d;uH3;=$lx3B^F(;K(=Ym6(l%cY)9AZ&d&?nZ(
z7_G_Zb7Ly`&#gt6Cd~77qrz)f+UbWlP!rfmt*Z(b>8Nwc0=nLF5i=kX(}C=}uSHOo
zn0kb++_j|};d;+zvaM6}yCO<x6Wx$Ld$yiGVRWG%0=kD{iW}(dTR@qr0;s>N3|bkT
zPrrtIahHDJnA$US>!AY4a@Ow-*WdK7T*HR3vHL9ap%Yq3{|i1ZF%vpiZT=wRYG(Hj
zsinl!df_pucqMHBvk;XcJVT#Re{$~deLzkE41EP^2yALDLq&^(jSei8qS7T2og7NN
z-ralu{-XDwXvQYE?;&YqK#x*C2`vX)wsa$-$0=#$F@(F_gO^u7Q5)g&Iz(z!@nz>b
zSP+NUYEUvwr<%Q^eWx51JXBwim%bKu(4?}Re;@<2b`D-mca;qo+_T45M*<WSds4d2
zqYy3|*6xw@!jkOME|42g$J4H!#}r1c^rI<E7lAijRCE+pWW1sBy9m4!T=qtDZ0ZEl
zn;xIStQkn*uD@$wzWBI1w=1<kw;gLItfUW6@HIZiRTK)s1ic`R$VXZi$D{9ZDk)vx
z8*u$3{9~`mJR28;j1%=?vNq98rPb7$W%B~27xAiYV6VKPs9rnsL}ZQt!>sD5V_eL*
z!0@A;9M=?Wk)1~to!g}TMy{+O!KsK9kzjqU6=B_e+w+g`GDp%i)9$bfla(fPnJ_#M
z?JSrNH|)*XDiWhktKp`As!<oN?7Q83`<e(k+2qvstM)SGY?=kQE>KG`lN)&)1pZIi
zaonSHtHf(<@=o$rw<~<I?=qBr%=l!?Dz*^y(Zh2b>y4M`fQHaQ17=Gc4O7LuH@4eT
z{d!>I!e7n}{G~4mB9=ba(-Z|)LVn$}a;q1WgX>4njk6dxQ^u5_5}=s2S`Zku)IZ;2
z=S>62JvRZTv{aMl#0>Ky7H7^K&;SP+srS6kqWBaJf$ayP&{>C#p6T?yZIPR9PxGDh
zc)HG`Cde1_cW8c)T#^fBow(h^C>4X`!z;9$P`TvREQIggtcRE=+3kzvYJCu?<&7Dk
zNH8OyS06r|ZDCI8sr%NdWl~qsL+T8vVOASwf{1ksqL2X4zy~)-D6uUMNvN2X$k6!`
z|6Z0*kABaxUUJz&lebVD(Nwb@GQBj9+^Y6o9<-9Nav<MOSFXfRcT6y)u^KLj)><Dx
zsi{Vr0cirb|ArDQq#VSD_j5{d6wq8S`kD+D?LQx8qM11j0(YvTSe1cEh9-N<)x9k=
z<G%%XB)9V~s|Jz!Xl88m%|BdG;$ueSdUARjs6vX%eZ{;~1_1jSQQ)<cRxq*QOwbGB
z&FBW>sTncC%0p%<Y?Iw9Ow^#0l+Ffo&p{{|K~QuCTD=a4=`zpKvy-fDEOq@;NpaLK
z-h(HAXMCLl7~?6(`L}ungRd$J)D#0gWrwQ+^rS)etoovlZ3SST_z*syjE7MAcj!Sc
zY!QE;l`g=;SpcI02*A$QHrRtN;M4TsrivN!S7R4IQ%vc!RK6)611|QKC%4wvd1=Is
z)KtAy^8~cMtt`A=Egs9hv2p@ezIDKL6e4;N^mNf|<dPf_F~+Pj(U+>GY%ZdU(;s(F
z1B*Wud+$Vx_O_=@CPJbR;zVnNm`<Wc3n!%dzDi?|4Fa~zkk@rzJ?KP{<%$JY@Pn-r
z*+_-Vw|Ox*$v5d7nXon%NYQYSpwTxUS-xB%JO-b0%}I*H8n$CIu8Ij|@Zz>v=krkN
zugXbIY@GmyTm@P(2qy%50l1?u;AP*fuHNRP2X8uaOBSmhi!;cRi9gU>rOuT1m0+ON
zjj@B4jj6L#f(X>jRpcWib!ON{gDLpBEbHxU>`9MHu1+#NE|H6^dw@&iWKf;V)f@5z
zacN=Me&;r)Zf_)sFYUg0J1Z&M6bXzjyhDs0BLFGlJ^^D6IQPucLXXz2yO##_k|6EC
zT|;ssi&#H%i@weK=#kv&BJdIU<Ht509asnjM;Gkjm>Qk*ne$p05XUmJshXk%WU)A0
z1<B;5MkAWCY2ceF7zBNzkt!@AdT#m#*Oyvq@f9|uhBeJ9BnajLJe1|$ismz?K!Y^v
zeREr*ZI~u07ycn>;quS}Q-$(ELPUu*Wac19<342+v)!>rn<j~HRemC9f$(`dP1Z4W
zvxw6mJc$Z5{U(<L4VOSvkmlMMns>Fh(R2`T(Gt1><Stxl=>mA8=P~Pc8DI^!#q2IE
z?AZIbjOxqZhgzW0j=%AZCOCnf6I+O%96+-hRP|7Qng3#y51f{CkIG3Xe}Am#V4wNT
z^!~8TA3e1byoo+T4Ak;k2#abCJ(u1Ei7+}1GC(IjbL2$Tz^4|u!#lgKeEr@bd#K7#
zRr9*|=8M$m7vhdD+GZdIJwf)#-G?+CD~l>DGH}`@2pB?o+puJyk}`BI!VsKE3}4e}
z_cT`F5}7#{yc^WFNuXoB&~cPE8HJCc8uBWq=<v^KLiRBe5fhjW!X8e3$iUVG58Dhn
z(Q?zVth*!^fAu7KH*2w{;iHW?9Km+Xhn65DOX*1IZU`}{iw6lNskX`Tnva+cZ4S<r
zNltX3lWZ=#@!@s4z!vv=z)v>6B_rX4rb`cy4B|P704Nz>5%OHqlPmT~%?IVIu|%R}
zE|&T#Nw2fHFGNf@;J$;ns<8fCt1nHJQ8~?dUR4ofUbmIxD&fo8qB63Lq!8f#n#+YG
zmSxR(Hj)x_YjU6-;0#7yLSTUhihZ^vKynuMfU6brRL2B1@j(Tb5whi22U;@JW;!2?
zHWNh|meOY5qxHfgiYBCGNwWD!z%1GhfTkI0rH9kK)x&1DsS;co{z=5KTLU^HmWI&S
zB7LJ~CXYtmP}jK*$*k6Tw@mtNyGEaU<nra!r(rI_5N3(c^XVKgEqXOWu9LV=Hih61
zARvhi15xl{+*<iN{m0~V({H9+c|_0RD}tzSOY<s(nV*7jleJmLC@`n$#$jfl>yR2C
z;VhQ-M8f12dfu6s6XXwTIwK9~Oj1v9k)xL<xP(<{fp7)vb?+H6_<79OfK-S%Ef~JD
zX3|P!Wp}DDxABi2ARej_^9Gm65fqL$me}Vq@R3PC@Ex&&zQ>TMLs}>8=5pqjC75;)
z(1dnVg+l<N6;D92rU2VIX7Kt5BE_WwFNHyT5vPV;fFr~Qn&ANoGQxddYX#~4IC^7C
zK7-(UV2*48eY7esMYsrFqtWeb4sOH`8d7~uQ1hs;VOTaI5hXeDzHy4W_^ILCKk;hq
zP9WEYK`Mb{&{{yF&$1yX5;NQNv$a%`>Cw=<kYvc#AgX!kz=2qfBO+}1v`})17^+Bd
z5d|(9(jDp=>wHk6v}}@DSSJZb{w#vEE1bNG><MY2>1Cz^NE~;wB^5LcDKapQQCgxe
zH(c1ITO-84h}9g&hJsX=V$>kg48a^H0gyhyyfnI_fIR8(e#Fcf*fWQ7e0QFuo;~0J
z<#kjs!Ln3lvk!6a9c(SjqB0xD`5cB4Ee#(}8ze6dzdT98glV4_XL^|^MfX~;1WO}h
zmZ?GajFG__W2;j%;#kkM+FT!&i#|3vc&d2fJQwVgBA`MP*s^m}5FU@PJSxU)a>9~m
za+JaficPDX8c#0F(kTPV40Ypzm=Zw_UP%mMjLLyW=gc=xc8K+PS%nCPfLl8^da<}6
z%bWJyVUX*aZeL$5i3z6QgIPm-VQfCbL8hfCLnzIrW7r9%y*d!!5VJ9*mSAVD&Av!C
zK;mu4`Or2-uG+$}6#FoCL#=<lfE&P;=QYLp>a<k<LVR)jG&tbIjB=<Z|BaFyh>&A<
z#u8lCG$&MK*pUUMMQ3M}u|&B{M9=zwb41Vhq;pJ9)??ZPQ_ES-9`;P_Jq>$A&)Mu2
zO{{ATSV&&t>{wqw-hO3ZErLfn8n@3rR5|D9mf2$IeC?x+9BUdf(Reu2U2?KW5Y;MN
zoJ9?42qr$cLnt`8^9c>!bX>|hYd#4BF^%<>Sv|)z$`|Gi;WMvD_}remZW4x6lxlDv
z&;!vC7XzTPR!S}&<6?Q7hQnqvsI;>w?&FooK(^r-pZ_3hAt3+U@dUQU+p*)IzxirG
zxL{Quz{7}5C7|o5hRnZatVV^qlc7$5+r;PY%+Kbw@_|QKb65Q{OJO!V0BD#gzKhcf
z$DU-q1V$GkYIu^AC!}H6E(+e$EXZnx@9A7#-BN#bF05BueuV%eAzchIul=&_0foGh
zNwA)gB6XDfu<bPiv)tH&%WdY95v>u~kKvrL2@;nMwoLZ=oh{CmS$C;V-QQYtZ!0nk
zq7}aFuD~%>P`gqeW;Wr!lQB}3gp@9bN(-aMD&?WOzOzcr3S<z`@gtG!HkuDihaxnC
zFu?6Ijem2Y865}O&Fu8VrcOiD(c5-ku7`&olyJlm7Q}5LN$^a2{s2%b)j@84kI=q)
z;O1S8oI}5LtD0^cB`_5(Eo_f{c0P2@5D+S_9}%5@YlN~`q_K90;g@9+;mU3_kiFqb
zrq-Zr-+xegLNCkfJ`BEgTeVuVA7Gz!m}F?=u-UM|AwS3v_^iy2I>Z3F{=T&0e%;ZO
z#Z;k&sW4QoVr|r@Y}G?R+u<tNPn-ZzVl!a^BQse``{}cX`fl4u7Sh@?Ls|}!&irgm
znMIc0!O_AZvIkic4Q7hem9byfrI3Z?NpBr9lx($U2ZeF?yLAp&<L?E)_#r`@0{kH0
zhAPc+89z!6<GALmhclTSioW{i$kee6n!T(AXQ1w=kI#h2L#WIZ0xv1V2Lt1?mE&b4
z3I&f~&M%sCr$h=KeLh^rg(BSaA63qBF)$*}QD@fYQnNL7)icvF;*QC$;BuN6&H3;>
zH~LlZN7U%5sd5J5+}g%Jhk2=yDeud|?;Y0wa;#0xUr<{!iHxb+7*d0PE^YHOmzl=L
za?;Ar-rDn(nmS(&)jcZK*uiSE-^Dihq>2Y&mgQG{r|XNLR-@z|5Aaccc}^57-gtT4
zHiE7?`LL(L%HiQ4?DWinr5jscR1vjNeIF$%d-A1K&ta<moo;AyD0>Yy9c4uZYOlrI
z?FUqM%eX7PnPhHrPiA>9OI(6ofxIH|Wa!7)hW`B&fbKJd`{<{sac~;@bWAeu_@WtF
z`-ORU$=2!(=Dtr~4y!ie_$^Un&i1v78xtKhI`y2%h(n#kXXS4X0=iT}H9Fq_fTQ{#
zFPAGXk1U7E{8S;x8QV@qm^rpjy?m;!x8x_Ohn=lY95x*<(93rCDssvt-c8&^n|=s%
zwnW11+Fzc0bZ*Dghrp8FoXnl!`QE=4q?E_dYwjKPEuhOCY=?TsxTYtTCkI^?83#Fw
zsq;S7GxgTxrNt#U`Z;f9(>ePK0J~y#I~5%D69F?nex51su0P_~_8sp{o$TTOfr}+p
zEx2pTJ(b?XaWvCOTNL_~<+9Iwg$r)jP7VOPai%d@-*AB}Z3*XWp&BTpoAiv=&PEld
zWNq)EYF`(<zSCp3P9n}Pub$?;&k;@U(Wf1<WZPdN`7qp^w<+8UZFt5-jtrEt+Ed3#
z)*4@`y#yJkvM|%r^c#&#;|Rjf{9y4p4Fy(o_fzBsuaK|eV)Nn64;tc_@WL?(VdHOj
zOP__1?vch_16X%)hVKD4Ov&3IDV#&-bE+Hk_OhlCPM4V&p7K=ID~)_Om^Xa*#H-jy
zo;?`RHp0jxLeok8_DehWXq^@HU{km^6#>4s=5?ugSPZOGLO0ytoF-J`-8|0Y3v8Q#
z9Fa?Vi;DThWEQ46lwF9S$`2`=;vLjcjFd6+(HlbGYDci7$j#7)4c01HjN{unT60kp
z<E<3*fMZx4gZd|NHBxPy`s5^hxs%)vzAi;4iyku(W(i6v-P8!{1h_a9@i+LAq{klx
zj7ha*;BO-tMm&nkLT4KAc&{VXyn`w>5SPo(kWAMTq^2t7!>?HUKN5h2rFpY5|7bYM
zZVvX^iGr;IMu_8bsIiMSPoT>=JJm(f$2K6b2m1S;5m<A7I#RR>?l_S{)`--@fpcoI
zHnKT2PZDq@Z@9V$nah6%h^|{M)pB8h!57*CQI7_hX{ygBs-DLuMlx5SB-|6PpsTX%
zw<xATDyUV}tdJ8~;`jDK7#5h1y{qC@UuukXcV`qX^18GEEb{pYzuO!ZfPkd?vaZz0
zURb83RH2PsndvPlPp5?twY-08OjXDFR#Vscig><@YB5<(Jc4LpgXLhMno^yxM|RC;
z)99;Ig;P~1kWHwd?P!=7a0#>?Wurp;+Lv*XN3<nD-pI-U&-GwyOzlF2p%Z9t_T>Yj
z_ija1E0!&Ta;+f~knnO2Ij@qpHL$vBetl5nBV2#ONimxbG-3602fH+r4t5;ucvp2D
zJmw40Iy83J9|V&8+*1B+xAdP!{r<V=ouA?Q|6|Pae+IqttJ*)y=KnyX^Z$?D`Ts6@
zr~Xex?~GmDiT&eo`z!L}U;hsOx#%61f0l60%Kkfc)c<R;DBxF}f0n`jfkDf}#PRza
z^Hf{)j~dt^vEeYJ45YzusAe!YArYi1olpUJVwwwC$E+-s^#?C6!OIqh6`Cy9kR_e(
zeO5*XR_<0NJMXU7d><0x{&HR76#kenmpm=<tGnZ579dR&okEmgLm&1IgbFqwAFrVu
zWqhUYOl^cl7Am0#oks#%^-}jU`s*RUeC`#MEU_7e+bma8OkG`6O&IU{;8Uau#^RaM
zAzALMcp9{ZC`dEqo}pK(-L8mAvDB=hQew+LuoLKJm;;a|h2qDFVMa`HKilD5h<e%E
zV!vdSbs*3;tc4zW*&E<KmeFD`LBx!u^j&ep<S|YKqC$j_rn5rWKfh6jpcLuz)0u>B
zb0mkQz!g_CXd>-%H0|ugghd#DiRe|Val@TJ#RwPOk9sE*vA(=Jax&7(r%cR*F%XFf
z+ak+5&)TSEXi-cHLjgA~;LxdoH6n^2cR{^_+sG`8iXFHI7r4Si_vFoptBXyQKs-{C
zF{Vr%$do@*3Xf42^x5#@z>;7onr3oZ1ZkkP%>$6>u}E06mb|Vqm*QeL#|c&tEH-I1
zpN8KM6vp{-Yr3!1rp0YA%rn4FWw^(-m>CLxS-+9fQjpTGkhO*<KgQLb`T6ShjKUfE
znaw?toX+*r?c%(RGoJ&N+x7d&n(Xd+RUmpM_~h9rZJTf_xzoc_j$g&$M9pS}Bc#}u
ziG|5X!>0yI-O%PLTMhN=2MvC-6W+tYW3^-5bBM6--=1$bh*rgfjouRP@UL+Xeigj6
zX@KEvw~ew(SyU6|Y`?J|Y!m2ZA{u$h{`85@^9_M)ycA?$O4Nx1-zx=Lvo>g|d2)i*
z4JWFN&I#B3kS28CQ-Yft<fQzy)0qS{6L|<G5~3SteN0cf)w3o?J)n^n$k4Gpu!QVd
zwlL}Dc+pV)gkeDjBNZOPa_2cuDyJ^Xe^Z&L)%UHh$d6YWqJT1XsB!^0UX{ZV&iR!M
zfSuPL!{XMChA86sqjFOnDHf5+TVs8FbNuuk>IccI3A)Fjv>cL1ko#XadXQ1=kJFhM
ztort^M@JcQ86;{qpW0z8;*fpylkd^A3nj$9$k^ix(`-SOd39WRHY#a01y<YJZ=Mfn
zK~DA)PUg;|3$1#2w`FH|3MUuAjY^)?vRg)~0Kv>7_B6z7TIKCGyXYoOp`vvwEiCrm
zjUTUjV(K7HJcX$3jw)RnIp)EVi@}Wtuz;kBzW=g+HhQvR8)>qJ^$ByhHsWkOB;Zgc
z#8sP<8eXboGoF*jDp|L^JSmKauBjOQ(j>{pCN(Wyifk^xEV?9d`f}zR5bKeGev+Fv
zYk^gSoTR+(KSAQrv{1(|jt(3f<o|r2<S3d~b=>B=FgHgAB#|s0OSMD@F{sc$r5WJK
z8s0h0tC+h7Ytz;POQ#mEHMj@8XO`aYxu=jIg)Zh&An9p|R@1ELt`kLzwy&&|pve|=
z^vD9)@`xkN-;4Xel9>i}W&O?PLoR0=jcc@t;uPpHG?Wd?)P~ok<a3ljCMJY!&~%Iq
z+wx^B>s|Fvm}t(!COOI9u5Ge=cu<m7h(DN9{+F^rS^gSC%<|W4P?lfOhp!=tzk(Nk
z7gYS~;opAu|AlPOzsF(z46%Kku>Ke(3i#EKf4PqTyR5&J{yS*S?}KQ68Ts$k@w*cL
zR@2|mIe%Bje~*Lxr+xMJcKi!4(Z9rv{$|IY5DW}p2GIWuRApqNe|`PS4J#wZzrYd&
zu>6Yb{T)m6SB&g$?fd6~=1+Ev{+XcpPdG+D>-@6}{*O3D?7#O0Q?;G)H88}q_i0GO
zP*fBY1D7_!0;zGULE}@fWm&U33z>CiUy+1VV?8RKZDt3e+#bffXV51VMmeKDyzl7A
z|8niog?%5<ew$yLBeE$5j=>nX4b6yw#A?6guMlXY5wok2k_Uqj(b-0h7Vrvx(O08+
z&0?VlkT#ks_md(IiA#4HZ>aE{WNoktpomkq*B}om8GW47rpqorZt;5$B$?LO^K<`k
zD|v|Q9Qk=}aIwAJ+KsREw9y18lDCy6hyo$3;INj@5K4cgMEEYex6pn2l+bQHzRcQ1
zR0bV8&}gdx6_y#)YD<U_BLGYmL1?P)fm<z*{JO2Z>y81?sDr_R0Gm>xB$KgU-%2}4
zzRM9`Xo&`GJru_wNdZgly4MT>tIGK4dA(Nwf?k#i7GIvR)ksrqPOCtXZeJs0Jc3ky
zmoXScM(s0mz&`nK<vRUW1kphzRv=pWS=DlV$nIAKKZbC~q74NIT=88Qy~+SMZb2nh
zzO@TpWx7jR3wXJ!2u`>45A~O7KwH547g4`l^?Pzbc-6kS5gU9i!5LkjA9dMyE~01}
zG=lKs$K!S<?J+0z3o%8O9qBBsaT<>@3slO=+j0qMi?2}cis}%ta?&~s<)fA-dAHGF
zgT0F89}VT&-$oi$wq+`i3EE2>?qSao#%_uDJJ+ASwJg%Uo{fjI@ht8)SJh1GR{x&1
z!*BnIr80|u@o*zq(MWC?o!H~?#Ih?xKO-6~2P|QKePLl=NHVjEy=s1es=RTvS`|0w
z1G{ZFhU1>7hh6H+?Xe+%iNVS-CT}L8bLqYyquXr0$7)xzQf*WBNm-c19LQaI)gP~Y
zRreJc`6ON~KDZu3vM{2p{@ddr{`d$lvIOq@#9Y^Vs=n~{I{Bjo{?zH|eVYuZJBSka
zwzKwir3@1(%D9`&(c6ILj;~l7w^lP42}7<YqIIhinGdXz{?jnz1gmZc;h+iUS7yuV
zkrC%MckQdImFx<WF}&Sf5>>3>1wD~rL9Q;R^O60!?Zu=RxQXM3Lqn6?i*ZWgZYP@g
z40r9O7aim#-6x{8O6EU$7K$*^6QTwhSCd&Zi!S`0ub*buKfR3;cYEjlC6Tnno5=p4
zSgo8!DQ36m+gx@dymKJbCdLs*)07^M_siD?oR9dv&duHUfx|jZozL#gZMcY@p2Apl
zN=_VjY$6f4{Rf{30iq!jD&m<#CD7^&Ge^_waFoX1Wg1g5qc2wKYv<MAH5JcpxZvai
zOX`d?LNX*N(~P`2p;ifX63}~P$U~+d#QeB&WCv5#nmy<pyz`XG!w_P2wk)g5Jt$)+
zI9hqJ(*a+P%ztR2eF%5%oS9;+oVQUK-6AN~V9c0-01Hv!qB@v?g%Fdh(oi%F=#iH;
zB}PYOO+^O}rWL2^zL$j(#sWjn&b9cWkS78c%nygKoj8LQ2F-{iA1B#8x#v%MNmAT>
z<m3Q}88Y-f&R8zWL~ts=02{R1Aub@F0q4jZf=fk^?=hOyS7WccYi7;w<K|xo>wo<b
zd41c%yvGyPYkl*Nog&u%rA#Z<Uz++gQ{u0gR;+(@l34#yrq!>9fBVh<rxX1@n%4ih
zGx4h-|8gCF?@avq%kNy6-#aY7jQscN_+5$rf*t=>&eY%A@sE1%@9g;L!Tx5)pWqa+
zFtXCWCN=$JH~#hGPnYNy)#QJ~tH0*i{9IA}olEp9Dd@M>{d1S-&xI5I<oExNYrOwy
zuEnng{8`rj2mB*uW)6<ut(N@-PMCcUF}(#&A=Xcoe~%<3AOagG@yb>|?kCTdGgF&<
zd4X=0;J2%8wf0=+@L7EB{gF`jWp21Cf1<4Zq<Pc({&Kr76q$(c=ZD>w@I?0S^~*2)
zeeyccfjtIW5|jF7&|U8L1E+Fwfq4?FxKLHG=>#D4B-kM&)M!YMess-=1`u+&)M$tV
zJ!j-75u_HleKj(0(S7k#wV5yM6UJ{pImA%p_qciSa>5E)G-(u3e^ev6UV7_2_V{DL
zi!lPYm~I9uEOepAwDc81@4_jt+o`~?-4z(vcd_>^@x=ozu=a~TQS*d6*@fO$Nt6i{
z`n~yEtFp2Yn=uS!hoe35@82%Ao?}x&1-86yvc6*)tUsjGq#;WWA9<ApT!d#aB{Z&9
zAoev>><7Qi5)0Iu3K7~?IHI!x-weE~uI$cKU8;xoK0)xftmuwafRIb@dC=PZXnE8T
z`f80FijT_)*JE-;WiwuOxuL`7$Yl*4RB-_fh|ON2?}!ir;GWVD`fa`25*T7=;Uf62
zN3t$T#FB)u(_wrYOmO!pT!zx0#22J<l+rtD&t@`ZfUw==a-_-$3k;JtpS*g|ff6OA
zhU(=94eAKk8BR)t5i+DkYD0NFmgn+Xh$KhWv%^3QZuG!`CsVH9pdatuLR&&>BPE6_
z0wBrcwz5EHN=3bHP1{z0JYIxLzgP=FSRHPeJYx_ROn#6UdmK|*gbh@5+oVdNyH+Nq
zbmq)1H1G52TLh9a@74v2rVNbmlG#?Hj^*R}{LUwX$RQ=XV?3{o%B0LswO#WJpJkY(
z*`Tu+(=Tn>wK&ME5QH(6U~eim@LbDVXWg0gtpV1e`3Pf_39KEbixUaqDglI7`P6W<
z$|MpWN5ktMdY5?l><R~K=hV2xag=UjEH>=s1>c6Ia;G|()+)@udoQ70wo&9DxX;o`
z^UnHOkTY}8+Q)7#&uW~HLAUHtDpP-MqK3ul6XRk^UPPZ-5YBi*vY|%%&|>N;jt_q0
z%x8zY5DxsSj~&{RTqd1ss90@H3M%VUhc+dn!yo6Wvl4Zemsin*vy$7;apH<Id}=JO
zX6nX0s<WVXGoPNaTTwy`CgvMWtDK$gzFrfZf7h@wzP@y~rXCq-g+!G?9XKd5!-bd3
zvP`j+pxyGW{8}j$)b8ufS+V4qPWW!cMnctU{M>*4aL}xN=U6Fv{sKsZpM1e$>+0)c
zT$Vtc`3fU^GA>JQy`4QtY+r5*^%6f%f#3g;+`(k(OG~{lsK&tHKF_>QGMmW8;OFbu
zkF=gifBUwEe8eRKN9Lx|dXlSgaH+-5(Iuu#HN$wm3DCJpDDkatXuX!GVQhKQ?-M@X
z8b2@5f>9#%9H()YzW!I^A0sQAxcvCT#g(vcvf5sKz*{w(Th4(g_cs5-Vcd1Xh`}E<
z+6ZqmSoqc|2e1O(;HI`2OJy@F;!wAH9WF6azyC=i^lj(oA)pPQgwguMiO-fn9u{$2
zk*rw4uDN`W%)#<)vN~rinS9Jy*wESozu(S}oSHo}mMDdGeeY&9n~m1+ZPrfo>rmNE
zuMaU;C(P#Q)@=7%!ujaC+h$#+OT%=1HoGgA6RE5@tC}Y~O*Zd}psIa=9E)64`Br*1
z&1LjZ^y6fBg3&2Z?_9mWEKxg<wtsJ0Bn7R?Hkz(Po+bIKl`(;=EyT>SRj*@RYlk9z
zsh0W%AD@j%Jf1#WZ;LX;$ojHpbFHm;`}*0P_G+E2u0=dKAPGZN6MJ<iH3+mc8Zd-*
zY{L@+YQ>JLEk!kh83%~%LKJ&kNO{8GO`<agfQEXXueBdUoiWN}S|&}@cn7hsKXKnJ
zFh$=^xU6>+L{rzTB;K49@hDfcm$c90HR3tVbfb_f-|-!_WXSG+`F?wTq)WD3Wb8SV
z16H*Nw|XvL`78%bRHsCr3fD@W@wUG0>HG0;BUar3J|7>yO_JaTh;QGtGOv`MzxB*-
zmM$-XeITiI{xF+u9sl-Vcw+5+Y**=0^9smNSd+=dkx<vrNlXE}u0W*-(AWZ>_k#NT
z<WSv>LT{p?@50a9nLLEtVq<B|f|SatJ*XXjdOW_3Etm@{NYSx$V<}QG(um&WZc8S%
zz*PzXQyEW{kyRVd+FBUbRiLv0G5v%|HiKq+t7($0I5TyU*uI9>&g1UskSenJ@Op0F
zs-4N?JyOC@rRQ|+@;j&Dd1l6>&nyYY-jdN1&)Z^!F>fP!!-d3W_CV8x6sBfwExU%J
zOm?*rMS;d%tnp%TD(L{E974JP(Eaf1o70azuctkQMs(Dsz>lxAe*2_eep|ePsVygn
z%AsufW{dKxkqNk+U{!)=v)$K^I-i)(I2AhjVAOEr%<+}WST!XfZ(C>sNCU@+9d;@p
zX$(=`VdlHmwk%_NgNrA6WT?w3FS7PAtHw|cA4u%2Lf|3>v}HnBE`u14T92mP!rWln
zf)quJ(<=`e#Z#j&t_!w<DZQNshqa~**U90M??vShb^XxFQM#i6G%C54E{=;DND#56
z9d@$h%9azOLmL`4Yt|hm-8O)c!m?1ynxuHoobI3S)+;I>P6VYwAP@{SsSG6|5fe>5
zZx~;)(JM$WwG5M4f*eDTc>qc{)yaY<Ts@=GlLS(nv{of=@a8c$$!2;UEF`~MkttM2
zuMCOmI@zpw5pt+ekzxC&J$5DYDwf!S1}9V~w<#2@Ooj&3nI~Zkh)%A_16|Zeg-n_Y
zK3TM@03lWA#1YcFZNP|7paG;tJM`cQ4Ui)EhEG8(ZvyRK&Z<WYXFwfUw86D0J-&+-
zBc!kwDV)nKzycHDM+}o7sqo?z*k2!DBynm>4F;}>cB@D1&xy}3Dj)DEyhkyYfOHez
zV+U@DLJl345u(ebGjsWFF|E3n>0Wm8759Ricd<i%qdEiG)%>X$Ym(->?1qoi&3rjK
z_K*DM81I9J?dLDz9w%jEIi;KS*#XsP57o$q{H2F4Jx{ZKyH_P*T^R{~bwvK=k@SVe
z>iheFy0%rL{(<cJ?{NwLm%{mT0T-;lR_tDr-hVmHukU}AVSryU?00L?zaIY0mHfXN
z^^frje*{?gDOwom{|L_TdvWorY5zv8e^l;YYW*V+#oyKXvm^eETK}lrf78}K+=BSW
zJ^Vl0`bYi$ceei2+P~TQXUI1IC;jU|S1cS%KgonFf4O^QkpC-WLe^i5hu<l<UlfPm
z8u-7h-~fMtLx}w$O5s1P;C?mW&$9kMqTv4SP|>tsc=-_S2z8M#!RP=K4Ah`p66%Ps
zH^Ib4mv(5}i@<cgmlvWe=2RfiY2g@fcB6F&KS@=Q&&D8n=Gb+6oEZCG*W^oL(Cfh(
zM}BDA(0SlJ28=c4d(G3;5WbCVK|#bAF(N|5S9}HFJqqNw;38y()c4kn1Q5bZ5Te^K
z4WUgzAQ&H}F@S?#F+%#?n0&Kag21UmOvBOf!y){*Xt41`SupxiUf0UQS#jZ?z2ja8
zc(LUU(wN1!-yfB1Vk3yfENA35&8Lt?(xwLr6FI%y89iHg5JDJ>JFC7zAQHB7e&ic4
z>cv6FoGhuQEZf7X&_H#RSZ{54@%fDI$!{Ls2oj^*e?AL(A;%7^*Qwv^;OHaee~0KT
zf1h^YaZ<$Yx^`l%jV^&v0Uw8_K#dWYt2@(4d6^k?N9)@KcX|#N+DCF!>9PpZ0p=U@
zlLaLq*gP)Ahxxqh;)nu6viG5}O_xJ#GlTX(E>d=gB<`ysM*y({E!bWFkz!oCfCLBH
zx-CS&A^{0L+=qg%5D7A*4y@l7;Ft+Q&>av;5k-w0&_=Q75f|;4o+RL@-g-1_$h6&#
zrf{x~LGQq#!4Ac#P`V|I?oi`L527Ln8yUhxP}T_3qJGF#U=7HZ#1>=Z5s%xGq)ZMA
z>Bc7sb?5T(&XT0qt%V37LdPI$c*Xf@@vMmBO3i2A&U{SO6m(iFf88uFAWtrkKE&)C
zi?c+KHI=-&M~NAn8hh)LA!v;1Ac``?0VGMUQ>cW)&lWXSyk~S%qfMTiT&}mFNiNdR
zs~EPmZpvs_?kK7}5H3q&cvmn#l46N3t!xTQZriT<274#X;2uu85QTMAWuGQd6kQ{R
zlb=D!q|<wPu8mhWc?mxRADC3Arah~YKADK2t;*HWxjlB#RF4#S!E0S!4wVL&*QA#T
zpD?q`n`c2Vw!qCEbqv77R6UTpl-aJczh$^SR!J!XBwK~Q)o-{7u;g~_nmD+mCBxed
z=VoRt)7d%U9etlQ?EQ4rFem*a$!*=z?53w5uR5#k$s53x2RYwBXUqtJd^Qi6x5472
z6p$OdVZ(9)Thhu>%R9C2)TCown%%kYY4<{!!(Hjzk(oK*KJ`(xf6&1DY~`D~@5^ec
zOX{j}2D68I=e3PBk2Zr%kqFRH)_NyHx6)dcr{tY}Lx{2VK73I~z0bobt44-3wyXZZ
zl|j)wxoESwlQ^C7Lq@A_OD1lF24AZ4P-a@T>*6vGfAzOyv3DD@iwvu`kKeA>EA(Ga
z`e93>=T)}0>^s>Xv(aUXemzjgLotWf&nNxFsCA)Myh95}eoQ*FsI_3jdlvp-r>ODa
zQyuO;&-i>O(7aKkbH&yE;_%5=f%xn}zl(p(mMDkcivUQDJ+N%^##Mc`@@?AC!iO~{
zUhTx>?W_Hh)W+o&g{a!~1Nm4djJ~f*t9l!Bp=hHc3s$=yO_>vo@zj;o-*j6?7@)eZ
z04*Jgb@+dLYtgJ|Le`e&=BMDa^?Y$=VR{PT)s-6$A^zCJ&cwAo{rGisc5r$gc$R^f
z!a<4Csiq!%vKl&`tV1(=;BBX;Ag<B2gfDw$#*{h2IAYOxcK|wL;ML_QbK=<nx=G<T
z==MgQp&4k3owBQy@!7F%dtB$ls_xUe9s9=o6!3I`S1{Si-~xN;`l&>_eIl72(SBw>
zHW5b8h7+h-qC7meTyz{g?^85ClzFR>c(VT0+iadw?1+w#XmPi**vhlyE%TnHXb$Zg
zWqY=q$<&kmxy*?{f`DSFI=hU)DWL6Uq2!>++UpL%eV8TZ>^ovaNyQft+@-}7Ct;e}
z#&eVNFY|S!^3BB4841)81_k_sv5~UoK5p%r<AVjmMov!knk%v~^m8}y*2rz(Zcbeu
z$!uvHG?9H@Rq~F<#AGR*(#$Zt4$fcf4H!PzeIUhN&N@#~bGZuzoa-b-%8>YF@QNrW
znb-pL2-(mJ%;heCKq9pR3gKGB*Hf8pQ_RLM7E%xjZ`T#e!-kBpb)f@q;9P`MZ%*bL
zo2pqKtPZSnkf`osxSbj@N;M1$W{MnZ<2ErnVOiCWs|6f4qF9S|H+&v;J(k~0N>o7>
zub#869(;E-9j5q}f3YNcK#e6joU!duth7xd>*d0|F0Vx`Db)w-zRVhNXnO6rmK?n9
zdyF(c`mx*TVa*V%N7Loo&8?~FXQOo;zlYsv<<>+UMI5@+^W0fHIy<Zo6<RexOErc<
zBUBFUg+b*-1xy!?j*i>89pBrP@LX;1bh&`xZNTW4xt6*$yw(Ckb?diE>Ak4f1%>6~
zyRP|HqI&Hce0EiZ_0EqKY?lX%O_r_K`yy|yJUZtW1qJaCMUgEnw>*ulEus$%3>U7S
zR9h|87BVowq6d_nRp)WNf%KBud8X-N^42O7mm;+B`*YLIGvzZPoeP;`Vl=6u(>9Vg
zF+)wJdYlCTV}TuQ-^{>s9Y{wPo|;(ds%?fExxs2v*~5&;sV-lcyJX?cz&De}ItPWs
ztgId7*5g{?-A0BE$ki5=R(wuL<BKY?+mf_|Lojj+ZR>K{s+nlw#j_AjKdgX(Jun%@
z6si|zT-u0Cv3*_~9|d6K_T|D^(E@T|5-6z^ct|ZWOeO}jWO>ZP$T$!_7=?-i7?(Mt
z$rZm%F%Ii<$Hw^4>aB?a**S)JtV0uC$VW?c*<_J&0HIisByF?J+L42d7_v(p5?IHD
z;!ny5M{}wHk!GgAn*&T}Wra!t^&=9Fo#BAu5x^L{yqTV;g36<IOyVU8(_xDaO7K!I
z>%zOuZt6EYD6m&=xY*r5c0GiPzqIaN-=D~XAlc&Vc5)3danq~iZe7ae0pabLI!D>L
zg&+mNHG~jEbKrpzJNrJq`gJgK5?pHYiFBKHlBZL%Mc(hREnE3%V=zD*GOxMaRrg}!
zB9kI`gVfuN`eypg<I$?{^4;KF=Fs!axzEe$^AC@&)7bari9aZJs(rlPKGp7ZIW5L=
z`Q;H3{qD-q@9hGm3a?!H$2t!1hao9{u8#XjS^o(r1pIQJU*G?#>)3wjy5H%zUl0H0
zQ2y`fxIdJ%|4+2dAL*^X(>DJ-Jmg=n^^eN^_jKH^ZvQuW_|MUCzhHI0)%qvsH~>2*
zJv#?63p@MIgO2}t$IS8b?w^7Re|_<PzZ1vy-{tKu9rve$3jd2h_+L~)&R0I+uXT-A
zEFlXq%PV{F*OuI0Nrpe+fPW_3kL}maHN&3-_xlx8{WrMZud;vp5C5?u1+e}e?$@Ea
z8iPOl-iOHlMIlxgRD0|RQiFDjLOl=>KCUC_yTN@xZp#f=eS>Ue?xtIRcv!{h@p-zQ
zYb~TiR#??Yl(rZ!YK*qyv1GFA$M@OxyDs|8m#?>1ehlYpJ8Fkn$UXB#P|bULDU(Ec
zYtKU$De?^Gde7TKpS-`XMsjy~<0H54=#D|lzudIHaeMi;WA_lCrK|UR-*v%9x9R)z
zCARwIVSGpL`J`Q*DD??Br}N=DmZ9s(?%_xDO;qux@;rufk;TofqI18C)Fd_anX7M9
zSb^jk-xEf)d~)?iR(7wxy-7JG3${gBp!0Kof0uLT=aIht96HJ1)Ah1C`Enhu=l!5R
zy6Wfg{;qGee&(^fFj|@;sbOfoq@n+GQGrcTwA)@+w(I3wpm1|4vDz95Iy+unjVM*Z
zEd02o{=)djx#n}<#N!hn{yN{<nlI1SyT1I<@;3T0!rD&1)OStuxnZy-IAIZ2-s2@y
zcOKc=YA#(n^F`=(w)2aZQr6&cbbi+XAeAb=i>KOeL;Iy=5bt%5(Hd4B;stUgwWE>2
zy0kgM_o_2eUgQPxana`%nW>6ogZfc8!n#ae#Lq|XrK$Nx()VZEUVap*(y!r{T>{UY
z&5udnSEGA#)-Pt!xBUWs{NO5dHSw2NuHM5N@T-78e|ot0^9cuah4QPtZ`_3WE;8bG
zGqVip5dVWas7qtUvm6w~dT;sV6r@Gs<zz}<Pe|8`6F;>9gt*!rE_g_9yHTa|=H4rT
z;b7vWLtwC+1b29ekgkNszzWe?lFBGl>${OSWOK2&V!WkRu8QbZZliMiqww?9hTKsK
z*KWR3TZd#dL(Ri{&1JAoV`XD@>d9>;{9YSwO}tx7VZLTVSj$k=S9Qo<L-ht$n|*Kn
z;j=~c_okJ{upLz}tz;cqhd7^S)AH4G<V6-gD8d5kK0oAniN^3UIZNmEr~t9segx)r
zAep*lm`Lo3vy~Lt%Sk)NEP}-DwfQ|UA3RN7`2M(I-kg0Ye2RsCzCBp4X6WehbE_l2
zDUn?(M#~pHr$#NzbKxb?{z6sKmSPtLZFJKOD2rA!()QsU2>X8UeZ)YcAjohXcekr(
z$CcJr-O}mmD3}-<fGEhT4xJPrXJJc2TsgZ7%Znz6yq}~_m>!^xaq%!+XBNQ1YLx!v
zd%dx<xym_y=p!R`k|d3<9l1DVG%58t<r`pOrD;Bke5}l+XFw^2S%ew94;BKNs#fo&
z9>tE_&WcLNh;bZ_Ldg|=mIobB8C^z7x}GwYhU^lfbnrrmp&+})v&&_7k?T}RprmE^
zWMRXcCK>#g;7Rm0rFFPMC}GZSvThn}D;OuK6ou_0<3#4EEMbz}vhv#q`>i32g<>oW
z2K2t70Wg0sa3KlrDgM`kYU3CQDWL|80Agd%QN*_X0pIo?v``J@$RkZ*5_^tt`0H&S
za>8lW0{JSU&c8aH)JUW(?eEDQM6MG~ATA)@tI}2qnS2$*mJh6wT?t?}_CI##?CG4i
zvIw!mhhr9MgAh|PAGJ5-P{85Jz5Po4zED;)-03VlkUdiYGmn5R99_H#)!he;znYG|
z7!X~_Y9rJ~@9vc(D^@V`V5pxjwOKl`A2Gbb+B@HQN{##MaZN@6UG0m(j$TlA7+8c8
zoF)>cpsWBZjHYRo-t#@>W7>3Y(nrdWPXh>5H1bj8IB-#Oq*jKcN>%~&qm)c6?kbT&
zGOfhNHYhd`CX<1J#^_z1wT2+55osJt1=!ozN4aerRO2dNcDLzcqVG8)M!8XeLHM9~
zSDx5myA(U-R5(%10vSO&_?9#S1}Y52(}$K3I%3L&pXbmaAIxxYz!Jw|W@khmIIO$L
z%IS)EVmbM3goPb7rj0+@Q6A*so6$5aZ{Y`CF}6!31baB{p*S@ZV#9+;@?((+b!_Ha
z6qfhYAehH<FqJ-=y+!MFm(H>I#7d#g#&a4lH<}cgkqoWq&U0LEpn}9w+#)q`+!-ju
zU~3C~<_Z+t-k`KQVlm~S>ANN#C}-v`6H$sx)uf!aV<GZLdRuZ$*fD$pGHkE-$u{aU
z$s@77^-AycdhvW&2}h<F<w?_UR)4Y7G;IztYi>Mg@$~!ICq~4+P}I{U{nGkz9FK<R
zFW)CkoO|dN>I`sQ4g`1(ta^m8p!}smkH0({)4H~#H#v#YHIj<z$x!LH=BKn7!B#K=
zH{~B48|%vP6A$OE7HPSO)VY9cTU8XTGUY`}4D4H|8OXl55B{8N1|rX-5|Ly|*vN2@
zpBNzwFKy&iFx-15Ljq1|CJ~w3dqkoS2P8&2vY_`f#qRoH5c#>$f|F(aht{GG&+ez0
zr;iBAv5{#8(;b(Akl=v@Z&Bn#cU(!|AgRK9iN%>Jxwa7!iF-uarY!zs#9#^mOeG55
z{-7r&oMs}%4~#Bj223&8qO~_p2KOxXIMns$hUn-!;hVjW!cp;L!xi;dJ(W$0#Z!eU
zR)$KI8&^hZl)Wv0M<*BMFJ;z-;268aA{L<lL<avHN@80!We5@e=_Ho&*cSRg1~C61
z39K(DltFpcB2Bc`Op34MWo+3LR-WWIQIO(#%<%$%4xY`s06JGSoR99rQB;C&Y@w<U
z>e%3gl525|=Q)u2$Mo`r*6I0eW3bvhw23`o#i$~MzT;DjG!}3?l#*3FQ!*M}Glub~
z(TOd#q|LC_<r7inDIN~hrPGN;5r%kJh8=V&`e?DU1VP^$+2z;9Qe?QtD+S?2GP^P}
z)%YfX5PyVkIJ`%(f_rOdV*pfK{H!u|WI3V|WN6P+kOD4dR9b)l^tNV>Ps@OWI;Sm0
zb}&;?jW!V83lKs-CI6go1ujzx@+tfSbXrLs0yNCk?4IhZ45D*+x{RN!pbmXax*#;P
z2!K(aH5oQ+PUa9|t#$|hHCBbX0D&>~FsOp5p|X3LvF!>yEPz~3!K@}&)x38=6Pi$S
z2E%&Nm>yyGGVJCX<7y0)&9}Y@p0r(=4{X}HN&yejGr^ut<fzw;d)SfS!~9s3uj2>I
za_@EgV3_xCFzu|+iV7uJ9M7tWk+t`JBfA5$G@I_VSHT(OG<}UO!%QIe2F;h03sCW!
zaulDg;~X{eA>HY|7IHfVMDiDaXo%D==7Sqw($sE4OhRXWgP5#ePL~Qf>>-}T%R=TV
z3o&ICy>vT)>0}C{M?GIb;S86}rewkciiulF49OCy8J;p4@k%6&dT68>iszI8&AhG!
z7zzwQSr3K-+{UH@Ls+38s0oV8&AY!(v==}f5R9<v6O0+3hatt^eE*te-OcmG;c#vR
zb4(q_*&LyTAuU$JSl_1Gn2`v%$2(4^Il#lz#(*#i^dKD$>OdGCoB@n9<Ny*4ls6=#
zu3nLKVHM#ZeY-v2LE+sZG)5y7r#M@;cWL^f8Jt@>oMnMR;qnwCi^7ZvHi1>rM?L{I
zWeQmXAdX@!&&yemp-1sr)V{E2xRHU!lrIjV2e4P1UoVoD5^~(vBXMc?(Lw=A;)7xv
z#zh_{s%7qjLdLdWtyY;5D^?`h2hS2EQ-3Z~@~?&W5#@06Ji~xc=AMUc%y1hA;9D3H
zlHNIpj$q%kquhNQNNW}{DR{wr7>?L7o^GDeeRIaiD6TE;q_ooBIM=?^vC`>o9z1d!
z2h&we9Nd-^*%O3umiSeX8^pUl(d8+grx_~n<;$C>15}vxDIRD^R@O-oLTMG#ImR9j
zGwKw2wD#3D&{}TqIn;xy%znV|g4)8gBQbCBo7s#IHEauD=z5d!ASIa?o&|8oVk3-C
zZM;`NbbL+3nBPusFaLar)sTuM?H$xXx)u1?JAh~sBU1PGlrjuM+jJ|&Q#w&g7Vrbb
z5HKE0$*oPwnn2-s@c=Rv0&4UW?9W6|X2ePU@HQM<JTg36wlO;a7DsP3hFKbWv}Mgq
zw>*kJ8QMVfBOIbKEN}4`S$2B_uapYVkcGldkf}gtQCXcpYh&Q048f#{H1WcZ>Rx*W
z;|%2Th^_fwVaFL~_qpzFx8by6Xb)5GKiN3SLCoiVqJ+KOmmoQ?9A?CVOz@$V2wutk
zo>B=Ve4Qz}BR15i>8Rpe60W?xnWBzKV6~vSSBm4IV4D4&V#b3FKURew<sD_9!<0j_
z65wk7+oA?2&U#>gyNvWe4M5qn_wuvJFe6WKy8$-gT+}v`ha5Jc^XrtSl-nFr!(IFO
z+>B3HRzFbehHEs3qCY!2rM3ao3>%e@yt$~>Vuu9REPsD_AyBnKw}<JVAJl1V2rO{!
zIWQKfevSqE$0IzFc&I$a&~DmpnK4j(=RQde)FaD@2h=kb=~1sFGw{KwO&9v$6{aQN
zw~(L?_IPuTPm1z9kisK&<3a3sYU&v?VpbAp0aOgxQ3H!MnA#hCa)HG#ZjZYCbXY;>
zPHcQPH;ZjhLBrh&92z3FKsm<mV!EFb62k+A5RuXFWyd+Nh%~uPI}EDALXF|z?Z|u;
z%#Kz%wT%k)0o{Nd%l$Oc|E!_<&RoFNOn}S;hau5uB1ttE#iG#J;PjdJV#jihQcSw^
zGCJmy8f*wYn1_s5DBQgmg<me1E3B+nNTv&RXkDubVm$%HQ>SJ&wLbgDOC7HCY-Ene
z_e+M}8$K<G$V8<i1FNFbWg>yu#c=|LG`O9+3TT6U{oUW~-EaNvW<=tO-blF~>6X$2
zit?L)uA_diSxqnlyOr}%!qMrW`beG@bmznTO>WthX}OQ7w?VI08*!YOT2#(qo=^>{
z`b`Vnduk##l8+Q$n|UH1J5nKul|_xn!rO0~nR!YPdVsqR)U}1SqTz05Z%5dk;>fm>
zl80dmSxU#IdCNg`>{n(vB0aD}2XhJI6jxO_$BSHxK(%MYT(o802AP`!SkVMGvX*<7
zAW`(ug`1M&9D6muahN_NGa{_-vd*M5rp13xYJ}?BFcOo1j;gusOLS%Qa3=CgO!+Di
zTa18&AfdKvm7`=6a%K})*qF~BDf!?pBB}@iMR?yojMzdg&<pq~n^VS$LWm7Jq}K9!
zq|uvC6qe<P@ykN^Oo;d868$Z3BhnSB;KoAeU%XM;Br>G)15$II7h;<OYb3WTmtbMD
z{VxSu+1_;*NY~(=OpsM0%wBen^~LB8o|zp4?tVZwHRnl+SFly{JI;gtdLTi5U_H!&
z3zZP~I*dHKK1@seAL7meD3UJG(zv@r;|`6xTceG;ySux)yEpFc?hcJZ<8F<+J8b>`
z%<P+)eY0<4cV28o+^Vef%*b1r_1$yNQ4iFYm=dx#AjC6E38G99SgGxjeNM)%Hh+*t
zLnl)+z*pLt4Kl4DbKlG?TS(v`5ZS#-fF>enjJyGR(=?`&U@qdaiK0_*vNyvKs_h6x
z5+vuT&QVpuWq7~NNXrlm?}!F2Ag;Z8rku9al<$}7h!|j_7Ed7ahe;nS|GvLKQ0j*#
zG1qOP9^T6qMOxkjyDU$U!3+`3ys&2F2!v&+QXBp3AV6^M^o3%hA4nSTJcga-`!2nR
z%D{j9dsy|ynriE$3)n5{QkR!K1!B3DbL2MK#ASfG%xN?CgzBKfaDwN6*L2&Zfn;`6
z$>{~n1m-|@yy_7@=^;DX^f)kuCsiFO8f*-Gl<}t~eN=Fk?fpSSAUMa0+b#l>dEH^P
zq^twZJY&FXKfQ*QYt3T|N6iim4fmy4?9sT*>rfUVQvGc}CLNbOv9<4(J#e{e_E`6s
zsL%SdD4orQdl|zzshf8y$iV1!7vb$-7JHWC00zunfd}!I3u~Y=vX}MP#Fe5lcAZa=
zlmh6|r=Ws0$|rtbvb(V<1I^c!sp>XOPlNieTB!o<Q6(4nI(OiiSv|l5!!FQ=X5Tl~
zR>e~2_N`=>esJ;BvqZq;wInu;jRQKZ<YdSzLV7tLK&0@^%`P!EW}bZZ)3o2FT1Sk8
z;E|}g_CI%M;IMB_-8Z(Bb(IEl^XaD5)O>_Z&9b9uq$E??m|c802Z(LW+`y^GF|>l&
z>J+7>Dpnq%bx=pdaF0_`WHs$3V-68`KaK9dyjfSO*;BlCqCcL|T!n&VhYj&oVe$A@
zZ$p38u{XL@V;p0?RuQFXee(E1G8XdaPNMV38ZtuQ39Xg8xfM~;O*3Gs>s)YF+Hi=O
zp?Zuh$+vcYF^j@2!>~oFkpQcZ#)nF4O5STN$+5abynBOa`LK1o&&^lRYnlM7I$5S&
zz^%%mN#dALjEue;gZ=~MvJ9Owu__AEWE(%4sngbhA4D3y{0Nx9@TyJO9oy*$og4g@
z(ouR}@<Sn77fn8;G<`+x7!qD1nKIOdxc$S3;zQk~;(8O9(nzS19wO0~W?2n@y*P)+
zCKm!9E4Ko^xx9L`j~>pmF7{bp6;Z(qY-(yUISsZ^>M)j<)wD)`mG?P>?_36Tu=bHE
zv|#y>S^tOV>)~YF`co-XC?4^ksa9MVut%H(1nANv?-nx!wZVwLsoG%BIsel|?E^Bz
zYuosOnRj;M4%d%n<D`{&EQCuQDY(XR>uZhBmbRj=MNihqqS$YMsO0Gi{M8hBdC8AM
zDI-^cvL<4L;S?yif~bJ3yQt{enRYa`d|cf6HCg#F*)hNII^U8gVN@;z?EEUh=nYKc
z+L@PTCcCoD)!mFW>$>Wo0DWOB{ayy*3I-`eb4xk%jtIM74Em9Hn`?VtXC;Iv!L+oZ
zfOP{1CE+2O&%cGGP(4{`Zv&|Yw8LUkd`%YYzk%k$9Nq&L>!_kCNZ71n2#K^f=(Fo=
zsIs=N-UcaiDnjdlS5G=f6;bfiYMLpIia6PEbg936aP4!A#Dt?M;Jz4g)NRw0fn^a=
z_@SWZ;5BY3=|5_Cs*5c__h7Clnn&WJdK@KN!DAH_bnCFF)bG=F7uchZ91q&45mW?b
z4I|DhDnTC$@9^Zl#mk5PXl5T`cTZ}=+mzbyxEs|nKQKC{;hC?mlWxDrQ?Ri4m3cbj
z@Q|kUvVVektj8bNz2T7x^rC~Z0!XN(R&V<?-_+1<X-IgGw7myf)~C3BTeFFR+tX+5
zn#=2wi{VjPh)gtdyF;S%>QLvTZPrDCiq<=LTIPoH4WIz*7NR=8e(ZVPJnx58lA&F%
z#-oiz+e?yGJmp-dmR^bV9ABQ}w*2YM-|^Et<LXxx&8Y5*`&hyfS+-c0{moPf_uk;%
zyN~;!{qz&@BA{LCLW(cWslab%2)=4`8e&3Z<*=O>)feYvTN0e{Ca-TK=h*A>QTOBH
z>S8JN{bN8k=b6&9oEib=cL!A=rA;Y#=$iPL-u47R!Wine%OlySsMER;xb8vst3No<
zmv0?-aHv)c*&J0V)!ccgGLwhsTOgd)M*zau{&~f;@d-*GK*qHBc|ZTjI`s)!yu17K
zpEn2rK>B}Zt^U6t@c%CC{TG?kzX^LY{X--&+u!#u`rlx0Rz|je>`L+{_7-#Srs(x8
z9Z3gQ8hZst0!zzptla^(irn;OcoRTMpwUaIC&T{m9toFJVe9ZLW>wAvZ~TF(os5l*
zjO~7-@^VAq^ZtHFu;u&Y?S7kToAT-YK1OTfJoSvErEOs+DP!||AG%cY@ldkAcdDxU
z@%-BPcDHt_>ho;Qa~9#sn8WkFm!s43vb0o_Vp}%9KYsc7`aZH>QPcf4&i?u2Vz2vg
z`x?tn>&ox-w!78S^Z9bRKdD)k9(hw8(%lNH+~Y2`;CuKN?tLLfDTqVkGiqGLH$!iH
zZtwo+YW9HobxlpZ<?Z>t;<NSj)Z4|C|IOp_b;Fkb^Tr-}{N0!C^5giv!gfo0Ve#@8
z8{Ll59KLGKFO&w|Z!0Y5;5`nk-jDa;-+gn*b(e5us7Y!n`RL*&Q0Cl?Z4EwNMjt{0
z*DjZYry{GXo`r7r*1l!rsBD#1w;nu99E=2J<Sb&P$lYk{kzM+Fn%xfkz)?O}Jjhvj
zbF#YSWzBp!h86Lhw4{p__H}Q6e?EE`VeOW?TB=XE62ID-d2w($9mhG56ybN@8WPL@
z40%{GTq7{h`sS5)gh*9g#E0^JfBeu=uqHdY)g$!;X#ma2hw{PB(nGM}_5I^KxS!zS
z@i_jfC-2>dK#`kSpzuuf1{Q$6g;8JcpFR&TKyjr$46ZGGiEdD-K4&FWxqGG0`P1Hp
z5*AZWfa*k}KK>lDHS%$Ta<V#Z-ctw-<UXWG=yifVQ6y9}!XM|u==$au7}G(unjTX|
zCiTSvQkB<L@o3sb(e9K2mHm*xkVIFz^mwx6{^yU~A2+{VG^QP6AGe+lRh><G&$v-G
z&_TPUx7N28HzsbiD&`k|)mYq5u6=1-orIcR7y1qk!-<1UXIy6M+PYs!ZM1c&Oy;Vm
zEZl9`vsq5E$Mwi+^nD@b-P<zzHFdJ&K5qL&>2o2j#&&BRNvq@dpro0q+Mr+1n@?AY
z9uh(odi}#vdFW6v<F?#DN3(OY9Iwy$U{UC<Op5@<C2IL_atwPaLI2g<R68oyJE{v+
zH;?FP&Yq-_lQtZJ+ErBJVsm4}>+$q8hkx^s`=!U}aZbp$%lq@S>(TX+zM9U4m!4xG
zPEuHeMPMkKK_cJ7q5S6(wHu)zA{Gt1V7T@DeFEX`<a07ntx#xhIcuNq=<a!2vrg0G
zs3Y0nL7AD#ykVXMxR!)g!PUD=EJbxZ5O0#A4y?c5=rJUZ#v;u`YchE0o@way9Fj2y
z=9xZ5Bdf|sTReUnv9Q0KG~KqR3eyf;F}PnDMIM@oup_B=3V308(x9*B0#x!~QyBs}
zDhyOBC%O}zp?c`Z(gY!kyAn8Xmss=`IDJ7T0GKQP3CyudT8||;i>E1*QP1(-^3P@P
z#`#Uqe+3Pbcw>l4t}jgH1_>?8^(E=ov%AZc2bU<IZPgMes%2=%bxMJxV!#5yz^MrB
z27Vate+LWS)<=<}Q9&K_B8F0cfNk}1?^cOnp!hMwlr&0nl<pg1eO&{Mo|KDNk?Z-<
z=G+Wm=2hX7m>s;CUo_dTY7ESki6asF-4g7r6%ag`A=vOtim#kg#F$&)^9XqhCG|+1
zo8MGIK$UaxGzel*#59zWIF^1;x;0QKb2bhX+Y1?e*<PZ!cQ36|QQZ1IKt6vS&?2VK
zbdo%U_-aC)0qR`oCB0aTU;PkVQ2KZ{8JmRL`69nA6#z30F3F5*fI<{doQvX5T0hSO
zF-of}IP(WF_wNJ;W}_q*On@5-m?x&Mi1=OxZj>r*2sKktBq%^9&h-VTSp0zow$%2f
zM#l;ZD~OmJ;eqne?&2uw4`NPve{F|3BKiR!=HYQ{#l5&l<u#_DL^{NuXQYAp>{XmL
z9K_O1SOF(PEH6Cp@#B;cI7|z_8Mm0m#WB;IT%;1&fA6h>+*LNK?ady()xtZE>WfUj
zJ2Nx3JEX~5HS{3^khvC_L_ZIwLl~!qLKL`vAweXvAVD)F&anj)&44<o3`jPvS%i^s
zXOS!xz4R!0h^eRD3AlrN!wnGlyF`w$phz09{s8!KH`A`h>Z;7xIhNo`m-PCKsgbpk
zzZk{7s<D?sw2`KmXu48IwAXKW!je7wF7*s}F90wP2t)FYYhks%zTF5}C@Tg4bBNRC
zV*oIZFiV=Ipv}z&0CS%|fcen?l*?v$dBbEM&uR$Q2P?L=TVyg#rf3!?R&1NbQ(Q2x
zV$qz_{f;7?OFO;i)vA_-$OEh!$MZyFL)q8VtE+=K&BSS2m0~KrbJdLf#|dEmvQd7U
z-fya|jz@Z=>|d@jCrA1YKx6CtJ?FQA&54Lbu5y)nBL%P^L_LM%kD#;R16P!z0Kj}l
z7=F*7uuW$Q^tpJJ7g}g92ahUXn7nwTba>Bbgfg9BX{rHhnsOMs&1$;d5B)G7i$fWD
zU$|1R0!4`cY&|<>Hb~$KE{q-6eP4$f3M-XBcpFfg2=R?XdGUvpvT*j&*rGR9P4(`a
zp)#cyO9{p1-Z>_Ad$E-~v7+-ktslsL?}dzQJ5l#ice;;VduhHO^$Sb1;cwQ~LfP^3
zYx*I5x4?iVLgtYQ@UtodiSSb=G?xX_>gLf60)m{Sna`6l@t;E0S8p^B0`PJ$>0%bF
z?>~v9iW|;*guk}3HCKT(FRMG3?)o!i8)-FSxfsW_sUs;3Tfs?x!wpOC5)N+H_F2WH
zZFSH1lb0t7eQ<tHvJ|nukw0vG$mk!O8~}2k(12TNRVyen72%f>>Y9o*XQmMi0Pym%
z$b;@YzR3(C0Z82m>G?<Z2y&gm`R(CCI2m%_X#z4JDCfL~FhoH`@o+toTRm+OMZuZ5
zq_U9S&4An#R6&phd0>dGA5vtw>iP#+L#qQk%;t*ly-4o0GlMQDCKAv7(xqU3;PUj6
z>Inp-gObsTVr+Pqzv1#m>_Sjr`REBuX=5Q`);UfhS2GSF>#Hy5NrDH@&xDR}v|kBv
zM3sGr87spvQ?P0D7qDA7T7Y>aBZN+85BnJqJPKPv^|?=KR}i@im`AYx6)g|ov+`%T
zSwK>YXwb_9v$swmR!;`dauWb8uRj;NFfL9nLihP*EOn^VTLw%?D)A&FoQO+V{!#dQ
zDl%nK9pe-=EN~k3LctQlSCpt0cTxuvueYyaFa(v4z-bwk53vE1Z10w)w>bOPb8eu8
zny9?6Z%f27yXY)gzxEeuin_8nQj?82yQF}|tvh{myHMm)!33?Tf&N@PZ&BXK2T?Kl
z0zD!CE$;)+@_qm<52DN}uAun&)^~UoHNmaZ{d{JWJrZ-ok&w-2-V{1<%eCHQg7^KP
z!m0f$1W(F@ShnGoRj(scj_l|kxIEq+-O4B%Ja7UOoa8nyxDPWOfXjnX7(L;lQ?uaZ
zb#0l`Lwj8TlT<1ZDJ|h0NbTdE<(LmlzPtJhts>F?va-Sg(fI`yjleoq&X;JFn?TNl
zD5yji+vCkZhxprsj)0n89*%B$8Bj%HiM;0boa2WYua-UVV7Sr=;EjTmz>3Cqd0R3C
zaIE-}OuXbORmy2_B1NFDJxcPK#Is-$+!VZmm4hv^2Y-A^Kl1905N6{-9Q-aG1|&T%
zc{LCeNH<NXo&hfZ9STKc;@0nm@OEZ=+6X^@>xi4(KnOg^WiJ(J-pmLeLPAtapIbA;
zL<e?`%kUPcO*+@MGe<iqdU7C@4|~)^cG@Z%H1A7>Se!6ms=JiDvfP01A(0%NHmOUC
zJLt&8mHZ)t>jq1;M00cfLkjA-yBpvZvjh`3S+Hi!ZNh*Jy{dP6RNxNkJ@G@N_p8ML
z`N^yOEis1kNHKIK9FuC)1Zb1s0lG9YSpX_ik1@5enr1N$h^M6bDvjQ4sQ`3#Iq99P
zqS|O)vsgF@yK}8n^Pt`bjhU!Wcxx>@WR@u^qDMx78zIiC@#Sx9>pPW1b!;#EpI=4}
z{L+qjMkLv|rt4UactTgz{FMX|P_qu@@SL(|R1j_Dt+cW|dkgE&)zvP39FicR72K@v
zK_nj{a2{~herZ27F>=~xA=xrbBtcdxxcNakpGp#(RzfzQh9>?{M~K`g|4ge1?|;A^
zISBtJEcXGx@?!ujPyPdz9{^x^Zv9ke!kjxB{&blSg9<)WzeL|gN;#*lwQn?b+zv+6
z;BBo^lqP6$_<$q1<nWGrE9~$N_9SjL<aGD|bIds9cZ{Pd;?1mOaUR59-lYIq4&jk?
zKaH|G<uRVN%3%5zTFz)LgbB}V=HA?7hyGR7EsE2A2KTluj?lU1s$h=h9xQarS9AC5
zD*VQckJ0mZ@Ja?h=NB3Aw3rEf+-3vw-s@_y(TB#`L;UmYYS4^s({CA}&v3Hj*)6M4
zM^RnKg2OJU*itJO>abyKbV^&YUq3-`yy|pQvHaJJv!^|ctam`uU1fRif$fx6M(>XZ
zK;<ZYG5Vlx&kG$e@i_A{P-n`BdyR@WyS8mlwAcuwG24cL?&MB|Bza~KUUvhzfH0HP
zaOL4^E{vs9af7WBPci903}sSPKp|Naa`<`j|Lk~UsgaIKa0|9o`t6*ocSMvl;^fo`
z(w+BP_D63=(4xo8Bv;h86|MS^m6!zYtxB1nOYrDXMTsl+Dmqc1p*tsob`%JIVdX1-
zW#zyT!<R_kiQUq`cs{=9^7ctbKr!9#l5tmS%b^eD6SOm2;0D)POE7Q$!OFqa`Y4o8
zGC*JX(jR5?JJQZ}uvY$L<?wiD@u*r&p~`;GAY&+@yREQ!DT7-#G&NhE=|CXp;nAcQ
zi(6w?xiCSVF^2_%2`T7gn@z=(YiHkL2TLlY#7wwAjfEfA!4B>hJx)v+5%=T>=0TY(
zI;cz9=BwxRC0FHIMw4I|xGDhcWxprWX`{4(u34dtG{Y5Tup9|N71hFfmw9tUSL-pr
zMrGA4q0VTbgt(A{s_@}f`|f7F-=sCK;_<5(z4Qd?aa3N>`ry`9z$7e1d@&Mt{e<^L
zfZ49LDP-srMTt<V!);%pe(AZ<h<jOq8#`aOU(rfvT9?AX5*gs!)(|7_QIpWusYFLX
zlP^9KwgOQ3FA#eE*D8El*#6?+mLZwN8E9yNpG|GRN80@hGcI?XOj3a{>7jTXcWaXq
z!LgV!Kd0PE39l_0UL+BD!`Q`$8FeMIXBpzqj0A~~1~5cPjN$#sIAMn*dXEJfNGlAW
z(L&C>$7+yTi&xm?m6G(r-E#vr2d7meZ<hZ=<uSxWokjvbDfVw}z+PL%)Dlbzt=GY{
z8;^EpSd#oYLQw=Ecq(&Lb?moy5N&UkC&bsSLD;AvQ}_t>-D$smPcv7xUlv7|U?P(v
zOH@;q*Ljyfbrbugq1!Mayv(MDvM^@63Si}dfrHrhY-^d&QRrXShrKvUV?ElV6K(Y4
ziUE&eV3S+ER1YANvRLbO+}++Gk@2Q1{Q4W?n6B5kV=K||T`WDYrfuuZ1LoaKDPL1~
zejIrI?#`ffXUu-sP*1zW@*%33`4pd~r_4@8m3XKhOmM5)e!I|r@V&dx=XnaStM;n(
zlV#IsWf!U9a9Ap$;DkTv-Ohe?j`PM0`V70p$q5d=oq7n%cC}~0_wqxUf^}#=>JM++
z^9}_s-DFJSz1%~%-j?n7y=nv*68;K{)$6LR*NWB2Zj|kIRqSZf84Tj1L~k@u0N?8w
z&i8n0<YIXe{n~Tkzy^e#^K`^U|HSWo?`mpXSM_dT>`7;#i**LGNLIRZ_cddFn!nz&
zu71K)oT&zf-&^}N-xKk}3tsCKC1;iD-fS!TxhbiF_1xL&X>h(X2-yRagzxTYxM-{%
zH+m0yk@?-@%G7<n#=mFs4#cKQVfOIaV)*yTOwn6~%+Q5A*YprO*ZsCFJo@x&b{bSG
z?CE=`M>0KvPQ|fVi-(QM0XJjl)CS#%Tmoko|1_NHd;7V;V6{)w_@{c^rzm|-e=|<Z
zEczgPvSsV7v-gkTy%V+HBGFTYLcr3KUAQDleV|}ocbedv?3};GMc|d3WLLpBEXe4Y
z5xQ=6Q_#>ohVwHQ3&V6Ul+otK%S&Mj;WZN2!YbnLgD&ZpDOSL*RB7#Phq|fPzUl3u
z_o)2-4MN~mXb$vnl93e<H5gdF1GzoLDGD|kTt@g!3syxK?GR%3g8|y^*WmZv$YKrn
zPifn73>QdcR-@8#N8|_g)Xy;Nw^qp5+C8Z2^y$0d-gCl4IN+_gyH*?t${S*A@@-ty
zW}}0SJzyoUE63C|uNR&s2t|I{@wk<Fu$V3PG%&65lp#=ZBv|wvYk5&{H%+Ie!zMh9
zl)Takr6nme8U-)9T|J#4!-3M=s{`4CrnQ-NyK73%4HrHBu_y`fGY1_96+s7)sUbUc
z&}i^)=mO^6n&4iD^JD$S1I=p60m}^eQBZ)l3aCmvg+&2#ZeGt>2Kz`n8nHbL-2@~U
z|I5|E-qh4lg>Svw(nP}JXdDPANZT-_?QzcxaWLZQxG#44JUUM-`RK-!$8~zBt)(XT
zAfc03w6JX;jvi&-kvC1W(e{jI=kWo#gz_Qz9#22A62RrIHg<!#Q+B3QIptL^QszMJ
z<C2Qe(s1d>t*98>H>(r`6FMk0l8CCIE~%&9Sp7n!3AeE7@=<KB#d+V@HHGi=Dlz<1
zqN;!uqKL}&6$3MU*6*HdX^76p0$xo&ol;!!-y_)xZPa^K7wG6)460eJFtfO7Xl@_o
zmA~RYFJK#;rs<4DBpcqgqsLa#$k|lK4(`UQzzJu*7}mA!!SuQhgxQUxG8yb3ns-Ja
z?*nZ(li)w=m-r!qE==nUNfPi5YUA*_IjXG8MJ{!$VoP>w-0uLIUbezK;?00nWj{O`
z*Xx0PxYWdDA^M>YRF}lR|58;&#0PqwZ*%3qv$s0ntATl>;xU10p|Lx|wLr}|Za3&J
z2-P@<R(*Fqll$VPHnL=E`;7b99m2|Y;I$DU>rF_6ccVVIowlaibV<7<BGr*PJhjj-
zwI945Gp)ma^6;(A-wVnlbnTVsVTd)+TW7lCaS>q1ayx>{+4EcT!xQQ?L}*%!L6@{&
zfZi_V*dho|BGXO>s3hMey4HKJObM5=OKoMc<3rQV^s{r@CTID}mav9H3DuKh&;1Wq
z0>0K<6-SP4XX%<2ZW(#)QrhECq3U@I%g#QS*BHW}hR<Hn5gWvAio+?P+l%w*9`Dvm
z*Pge_5l?~(A6=hL#E*;j(5=hU4f-CP7eu0W{?#5)(0@V0|Gs;~|7RNh&mr|}fW&z~
z`9muHmymjPK#)7207m>%o;*7sPaaVII^o}{CI7bu#WVjSRR3e${|8!ffZggpLv_tq
zTy_^9%v^w$oENrr5CGMOYgvBv3&L3~uKp(aIZ(-z5*)Q3UAQ6g;r)~a8_BE9JC{u-
z>lb~HX%c@pJP;dNc@ufb=llLNcmG;5S3#g7`}z8oo<3m}RX3H+V{BTCHF5WR@Z9kE
zG;nwP+<@u(#wbJ3&EsoQg4k6jvG~-w^isml<NIJcog;0lQ8O1w@aggnh;P3cLagcO
z`7sgc+x2m$zq;Y|azM|oqopHLQ|)GSGWO%_#7HH?=e`>Lb5Vw9f;{+mLl!Atf?<WK
zm{W7fN5b)bu0xk_1rnt>uGZvb@7DCQ?e#Iz%!NIN-fF}9`RTM|R2K7-wd*zYaC)<o
zo4SfuQiH$ETcRSz8Y(f?#l<{63Ea!v!OgRc;+HMf=mBSYSKkj+lT(VViQR!6y&A7h
zFFD_qx(^qGN%zep&g#<38a8GAiRQ+-H{5ZOg~u-y1SXf{sk@o)KOVQN%DXeZnFpq~
zEsK>CG%Ihh4XyEb=O0bm#~f!L$s(Q-v@C8-e}o6{mvFXu27H2@&n>Q&tn8OWd>nZ1
zU50<4-c7HaTz2MU`Q{(F_Dxf5p}s%szmG4zwEVWsA%D~U2EDR{`aw~u+oIA#_IV?`
zgZQ{+C;OC>+rx`khKJSLa+bP_I@B`_PrkT!{rQ3hY6bV<RqyCce6^?fVTp*B1w?TS
zkkQ;yO~|qWdp)SV$IAF6-ti;84~_1(6~DW$umMeeZ3gexuF<34cd-2E9z8T1`jm;g
zwhD70G^Er=a2`WfyPuJ+=3AAXns8;a87BUoQKKU2aZhf`nIJ}(#C15ZZg{Tw`jm$N
zhqZPzjL*ES?B*SyIW3wUsu0Yz=A~4=q)H*~%tp*(CrRm8j@mn>k>cSPqKOdl9pUO0
zz;UfOl%^V@N19fdstqHLmKB<ad~<#rel$L@*rI4HFTWOW?wu?^_c^nzcUoo`-DL6{
zcxg$~e}PbSDEzF;d)v#K+>z@R#PQUsU=BF#t)gla;QKK;rCx`)5P|GJF%HloYDDMW
zB6(W7718#&F2S>pFn}A@W_6M*U2Fu$c1$l3@M{lhzxwJw>Rb3~Yx{Q9y0~^}Xlt2d
zGZPcthxrSA8)4N;oF5LKe4u58*=uGj|K{$fPpTU?tBQp$8x!jk;<Ad(RmtRYuzQ}@
zs8Sf+_lppIvZY!=E>b9w!3-%DicHiJ-)vB{QIv6zleJ&p@daOc4i_6cmBqjOX+^If
zS83dC*xb+{X~p!VjfIm~+CdJBoSf!%)v<si4g<=H_Y3;EcoT0zBbg{_vS)rzm3WXK
zjt3Gp6C0Xd92d47U4G>^Np;eGbQ@~8&=r#58Y$T>f>7wi&^pHp7YSj=o}X(DUU+43
z4~6Vkkw+UCufN-se~`9WXkyU<OuPcw#@d3vFEhbC*x>)x-znQ(VgEg{eL#$1M9&@q
zod_WS3x^W0SMXl&?f}NP=c3oBHZgW(AG_0vXdw5w&Sx6IFp%&(9~?ed8t((3>C*ya
zcZAWw^0e<-)as-TX9ofYx5{5egchCezG`X&g`I&eX`*DoK7QN0i;)V=qVmFPGbi0Z
zg5mi_4JnFbdTU$8Er-RFSJZaMkx<Pu(iSxzz+NtwF0@9A0x8^#a`!~&lNp(#bjsEu
z)FP4LGG(EdRyq0Iu)~{Vr(H%FkXvBcf=vg&>8oe4kp!9!wYy?2j)q2VQ|3SNkoKVT
zEug4P?1*8>4C1vE(6NT#%PjP+6!o_K4D`UJ<OZRJ6xEYOV1|e~Xix(E)hA*6nPTSD
zDfA+8t;1&z$loniLSmp&mj`7se!-Q5%P1Ki2F1fPu~(m|$?|);xCgEb5&xtj6xNZ1
z5bAV$S+Ro{FxOx#1n~62qbREtmS5ep@rsw_R7_Dubz2JKS7=y9Y~qrj#_y%TCMxMl
z?h~AA)^o*1E%`;y?P*wwE73{x1puDDj#a%&nwNdXDU3HsB^u~A7ds54c$rFha$L^L
zGGI=M0Jn-O9zm*KSq$LmZ~&f8;VE|lZro|KFGD&(VJ;aJ#Q+)%idpz7g%+)FP`_k5
z1oQoZ_AG=;p}c^BhMbCb>@-n)aD=OKEC>S2c;6Bq+}LQtQuZJpHpkTV>i~(c?X$Ur
z=6v@_Jy+CkvAHV)ZH#o#HKo$9uH{m}3@R&}boM5fIUv3}y^?}*o>knR1vE-S{DHIB
zEoReE=7Z^Y*QFKMh~`*GN~^M}mzM^0?~W_cmX3L(eDt~dzg_93La5dH`!f&;r1^BJ
zmYe<B@Ri528z4KG6S}tiGE`g(Dg;O=zFZ+qzQ!EjRn^6q%+p6TBE?U%qEqUn_d$VH
zco*;tpf)<=tr%CrZ>kRqgP-QxdUj!P8%GL1_Syyeut_6Peu2U_#EQ(o>pB#jJ8F!q
z6L#lUAh*yoh})h=M-~+p;>Tw-L(Y$egg92L`@zz0-&eUqE~iqP%7DALuW6!IT(XHw
z%jAs<YZxIFY({_)KB*-pv}0+CwQ0~8Beiz%YJ&kfLHKLHjCO3?;8Ik*N3P6}OFtK;
zCYz~o3xgkrT|faR6oG~X1g`1|hcFt(00V)@WE}x6)QTz!1DGUm4xhQy*Cq!Gh&yFs
zpAO(zdj??YW{h%W>=#k}nm9CMlf+=f1=&4r=Ny>zw2*9T>PA1$fd8mUg<l+s_PWvy
zsqZ(il)mBCrqhZAw`Tcj;7&T#wF@@lMuo5k-!&Xkrux5a7ksz3#`OQf=9(4ey_E0t
zkVtJ^7EwrEr*w#XtzS1>TAk4%J*$RUj__*2z|cqGj7qKF=2=$+F~@Ff=U_PV5f7Rx
zpPa|L8(2nEm{#ZKo?D$=)?2FoQz<J?)<1p@p9JUx3N+Fdff}V$Uavn(;+`lITUeP)
zFKk)fjF6kL-s;(3iV~=^HkdojRxus7_or-vDgw#EY?TqyGb@J+=YWYH0+_H0Lk?*&
zV_1@uDb~86eUQcod%rl|gret&C*1Kk5zdR83lJk|xN*`ki~fE*gU>uLb7V)rLz-jt
z7f9w`7KY2!(#vK5$HVk@@ir!nEJgp9$hjc51`6bR)<djl&?$Z#a;Yv|kg~&ysTs7A
zJ`RRAEf$dkN}aiqizp8lvbD!`Npa?S43|8Gttse01yD*%jvZzsc&|LlwXW>1=(Lfu
zG%Aq&t~}FD`|>2ObIg84X3YvtKoHZoUqY@s6OCi9c_t93DYGdc5bnXIxYd<5<~uB|
zT(QHv3Xrl$)|2QQ^fGWH47hlcAJ*e1GFGcV&SnfZ>=PpEG_h(6VwB(ux)^5_FVldd
zJ?i)HoLLHp!hs>azaF0eGxS{Za)aN7jIsA{r<F7fe2FLwwbjT1Jt#wPm8z2N^E!}l
z9rRlZaF_KwON4iWI@se&bIm-(V4#lzpFk}LbeEIq>-<{1ClU}=trj92gs+`f-=JV!
zor*jWs9zD_p2~az8lZuvD{-c`xgXY*-m5J~M}vlLj==&4k<0>Ip#7k=KoJK|9Sl4X
zxC1`EXM2h^9>_$J;+p;)4R0LPx@0qc2xW7mPQgf?YV`yYGaUXhmaE7w3A@bUI-A8-
z_{eOtDBmrvDuoF%dL=(P-=jpXERahd?1A(ZMme}LTX>QP-flCG7#V#kkeG-=SO9(|
z@_5bPMIjrxmW_$$ahoFo>d-#|Z{iyrcYr&CL+EAUpa7Y`D!6Vyd{=-w7Ad7&@OdMg
zbSp+NYs7)zAQO^v-}~?UQZxMSMnOR~cMsuPG$`d+o`AuxKOm7`F_f`Z;O+3?`hJBQ
zx~{Oxow*Pw!#FA`@8Uk0eI2t}Nz6{cTxgf3U7F=7-f%F0NMsc~Hp6#hp%XsuFfox6
zk=~d;=+^BF%eUcY@lOOkNC<G3D++Ya3kfqA#!u5_N+zr%Q*;jDBcrr7igOPl0+JOr
zcxr*7*_OLQ-WD%+Ns>r8`k8|zB4`FmXEcCtI68>8DLRdR72z|=ZC{At_H~rTnFn!<
zdbrpRYlmk@Qi(&hZhnU+SffS&hNK;MO0m?1W2@8{mn&bbmS@sW(1^ETW}WpytXCXn
z-+b7aQWmxT(ov6HYH8?a+L(T!6`pjAa2)!WWCD`z16qFe0bGH6?}}JpP#O3b{Yp7A
zX^%N6U1LrpxmcfT0tfg9t-JC}o{_d-OhP<&@&U4{0#|Ir9@T>D;CER6wbNFMvL81K
zH>z8}RN9#VZW<{G1^}sD?^V)hfPtIFMW%sUz9^h*<e}eA_=DnQ1neCbQkD!2VK&C`
zstAIWESUxVek|^;sHx=EDw4?&@&!jraJP9snlp*~u9@X9^(y@yma{=9=ZPVN;I7ZG
z*sJ;pFr4ql8VY2pEZE3g^h(p00n^<lq(wg-?R0J6E=bqm={f1%H^z-A(A&@g#$0}j
zQD)$GJV}^*{*{E#Fg{mdS<`e3dG$LLIZe|bqShvVQG>=I%tL2?O1%#8SNF)uNjJh@
z$7R-zKx)ad4zvei6sx2OtUmhNi$aBbRvA75O08K)M`R>?n?*4sUCyArxW@vxXmlqu
zNqV-%U|g8J5_+U#5mH!U6&j2vMv#Fl`80;^@=<lh=;T;9(9)Q^w$JJo(oNx;sLD?-
z0xIQT+6W;$)CGAkPeR}wB_LTS<qv)tZC^@^9j9<CI#SL~4emu(I_01(kM&&ElTG(}
z_1&EFJ5W;*2jkApNsp391Z@@Va{X>109<{d6%VWN<Ezd_0j%qe+o=c{H%?aBM1cF6
zF;Tk$T7NTD6xafHQ4xb&pRE#%5klsxFc)|5x!26_W}-Q5XbTn&6VyVcUOgKI!~^V6
zBwoZRT{N}-`=oW5kF7f>6t%q-m`lrBN;_n5-*Q9CBd+AH)I+z_cpicVS5A<PdIfCg
zV<&3jb}@9QrHTjZ?C0g^z_lTXF9R;=wvOT2YeCZbdF3|6LH-NsaMIy~bW=3dIUuz)
zUjk#3Dfe5uAr%auzM4?Bm#m3PE`pFO6IlZ440s5vCtOQZpvYPok3&q4I4qAs7xgzx
z2#$)pRSL9;+I8ve#+2WtY*cjOM$|BI{@i?wZ%jp|g!(YA#W6}pP_bD4)m6DQV>+gt
zL*^Au@%lu<Qbcdb90pS4V-A(Z;D%D{^X}tLyDXS$pyT{&#<&&W`pNwkb%~@baQ)oI
zW2HbQn1-xJG3lx8<_wI6Er$E<9ci4i_x=9Axbgd;l&mp)M~fgIOk_z<ET@=JATk43
z#M3-_g5+h@v+^WlzS--^amCR{<ePy6>s#X8e8mDtGT>>c6Xpij%Ys&ftsBVQai@M)
zO5m%;Bk6P!4tDvJ@d$oQcBTZyqu^nR8dFhovp5lLU(f~Zfg|4EN})q)d|Z)MO$yg_
zBnyfb^(H)IuSx1=4@iaFY_JiFZ`1liVK0{p4Xs?12~Z@Id&hL560HGA7@eo;iQ!uz
z!0n2ar_3IJ={0H&vz?41cn{7MZ8<sOv7DDwK<a%w(+^emzWEKo+m57e?F{_{O(T$d
ztRJn^QQ~wn{H>Lyi``Ip+RQnDIp{E$pgG_bx$as|rn-0B>54Jz3fHqEw))A+*<*gq
zb8er%k0P0C(6`eOI{UHciugWE4>cl%343I+H|D7*9Z4&zZLz(U3juWzuM5d}3BI$n
z+bQI#ztb7WoIldVal+m$0CmXOt=;HAV(qz=2c-NprGCVFz0dZ|JT(nArx(f27X);9
z3_N6Eo0sVJDH<`$FpmUnyPz`xzJ(1ai)>X5F>$4=Y$@l{IW-WRaz#M3rEL52s-njf
z;b2@V7QtmIa`kJZwvcxI<PVSEaWB`ZE~=1`PNAd<3r{;sO{yCm*N2wd8mLE$GGm&r
z54|;1czDNJBkkP9#V8>a;9+iar(Y}sMY?gsxGTk8ocE@0!gTSxGmfFxJ&ba<Mk<gq
zDx@W!#j+yi3hdG%Wt~ojw{X6vO!3wsGkm@OknZ|UkAVNh+_FVO;p;DM#*B-NMMKJ~
z>`i==kOCiV8AdO3{+HvN)$^RSfoZ$S5KAX$`?(k8c4F}4=ID_M!|Vv0WPxBLYfGDF
zoID1bzTAqf{@UiNWSx_8MTx1xWd914H-_126KWfK)oM|+eIwGm)d8A_nR9()C9KN8
zJ5rcg1})hq`yoC-T_9f-kV%!yiUi&?8l~&6;kI-$LnF=bz3SexnsMDbxs`XcN8dR^
zu=`r`NQ%tRl!Sv~z<b|a^tOw`AB5?Dj4|A~dMXsoxXOtL5sNsT2z?fRTrvipU-prl
zQ3_cVa(8XU<4=-i3EGNlbmFW~%8D>q^-_^H8ktn&fhS>KIqtVS7kbY@X!0LRQZ<z^
z!SOnBGnA?xM`B3H4WhxwHZb(}&e2pfWAYZ#7j-I?#iai<FI-Mr?o%2f8Gs_0-H|O^
zt@@f=*Lv7s(^Y%vK0*rTz?qyGj4ZY5$vCfC;?XCEg`|;<0nr6n?!99?z;rAp6|b*`
zWfG^areacxzph%+@8IdOz~B>(msD_#p}URb5VP5I9iyXTlX3#bW$rL#S={T46bgiy
z4}VCk4S^zxijm3}bvlW<Av#~31mi%fhCLja&ONZrAo?Oy-J6{qiUK2>NF%hTpQ4lz
ziSa900g!JoAtMO-bEW)R2vzd<dyRuZr5bBV8{0P_ECoFVH%5I4|Gr=5$qXPpk;K|m
zBA`3!c_iNO+b;TG?Ynu};9R=^e>>ZHsBytYH82H~Di}NV@7I*B@b#bebGHw^7j!5B
z(wx`kR$RS;9hbg8=-w_~9$a2tZYQA$@DVb6y%R6|swG?Am)MW9$R>81c!yjto2-jm
zU1Q9h(Kl2`ILAkbEJ@_S>BNEQT1L}02IAN=TVgped|Kh%pU6r#5DEC--^cHkB0FDu
zjy>9;I(l?`+uGirjt_Rf^l+2mwtQfj6@Q&M{gtoqc>o4$^A<dnbWFzQ5$swN<ciMb
znMj20A$YhfPGL^KUfo?Hl@l>&`Q4<*r={rO4*jZtB&+y+c<TV|+}vD;7SyWhy)Is6
z&S!7edlwdT#G*x0%!iljm-%XrYCHeWOyHLGtCcbcHAIuWi_p{0Haln6u^)KsbY-gR
zi5%q1i%sBb+gQ0qYx~vs<(b#|ZB2bw$<&=HwfW2DWCg8^UJa$#t%mYfxA(#D9lly>
zOT;_2JwDG*_j~-kZRyqg?~g&o^XGh89A5WT7f0+YR-c6-&mTUw`$<PDIM>SU!lv44
z730?LedgZ|bru(!Y`@rsJ!K9QB^Z9UR$F#_qM3RTi0${h=IO*l{JnQ-GeV=kmt2R=
z>uKo7wAgLV<9KZKI@vnD`cbxJ->`J>t37odY*LnsKjsj)AJiGFyS=%_`RjPTeOsBm
z^Re!34*7{IQd8nS>sO0SA<lQ~H^~e&=GRpnjn4#MNCIEWjv=*F@X#aM)^MyL@{<Rq
znzf0M7DOc>L%cJ`PhWkCon%lpm|r9=JJ$FmOgl_?5yF#9^xdEPF9Xt66BW7?&^NE1
zL+?GirAunYu(78_t$FQEX_LQpBKfs_-#u=h=k7iv=SUBDyxq6Bgo^TLCEhlnB3Pc9
zkvS0GRDFNBn=Mpj`R-0$MbHK%(t^E<g;!3=<xm$NU98#mXiIc|BF43I9{h{Ogugc!
z`Y&BVIhp9ijm=HXoCw*N>A%@p**YlN=^Gl;3mdzb8yYK!3DFCgJ2}c3JAAXXwzIV{
zws9ilpqH?5GIp@DwbFMoCN$Bvax|t_l-75&1T+-<>9<7xueIqc4F3qx&;KqG6qY_0
z=$~GGp}^nHfPnwSf&RUx(f{Lt{x|r6vivWB4$B*|t8!Q)_Q#x6)_EfKQK<t_Az0Y@
zRDyV6l2Q!AZN!0*oR|r;n(JQXgmbNt(N+M3mQgt2pq|_8dx=n;%q2mhcIG9))#zxO
zr_Z-<h?&rx+)RNCdQjLNvctIaKWI_JF&ch4reSaM{z$b#z$C)=gR<uwHu5)?dTC&^
zb(Vffo`Dl58oG3jg=&q>z>;y0nI6(1OQ7;gfOe)ja~#J#Sqme`%GCC5DKoAIGH#qU
zXFbD1b@~G9vb8IEAeN^VP#QO0oce~qylCA(QhRg!D$%s*SE@4QEsx%!-+|_Q`e@#;
z09?9IiP0z=rlvL!bBQ*kvGLWfy~=|zG4onH1TX3me_<`v7r6a|<@*X+Q<=22g<{6)
zd@<W!24DG`T@m~*#>ZU>oG!bS=Fh$E^Ebdt9p$-y>4b*qbLVuePbg1KWdLO@eZH+n
zKyI+Jx9IueNcz4zdno{ydS!0;_TbtfG=mJTb;dU#u5R|R`yo6u#R6Kd#rk^>jCNzI
z3pYDA{LFZpUWm8r5Kh;mE)_+2=f<>*_+Vzde!I^+4wCQoVTGvmSy1eu3PdN4kmU2J
z-V?-J)tbdu35+KEY&hC_3S%(g%vHl6IoPzYFz9XX7!kVcYWdA7H`X=&pI@tgHkkdb
zmFd5{Rv8%>{#GkF{tdN~{jaW1|I)hm|1yv6143W;UscXOxB2fn;Qxl&$;in3XFH&y
zlY_CoH9U-4=6R~NW4Sm|NP*YSFeu{EFk*2u5jkX1tbvzc`T2#X&(8@2v#|!#M^T4{
zrXkOz1?6`s*}1vNamjL}GKHe=$tS*56D=PbQ*Rft!as?jB8bJ=U~U;mUI{LOpumQp
z;~@Qd<w;}0_JJD1aWO)pH@4TZpyEZYyyExWvcJj$g$Od__a?b#o2G;K_rci-Boni1
zP8`lyfk5$?RLfP5TeQ4VM`|H&bL4)7FPb}VEYb*{*b(+e*O=Lm$Kiob5MWZz{7q{8
zyVJeex)kJFf|NA2TJ@py2yZxjf>PTop3q~4wacIaiZ}$3S)S!2#wp?QQ!{yrWG9c^
z!MHS1rOCG<4TICH_{R~hWeC`oEj=hw=s@JA(Ft9Mo$K0cm!XImw&L5Nms`8_XOcDz
zbBh$njn_TKt45q)-YoGXv8t+A^0~+RYX=SW2tsjfL#v+WHGcXXE!)LG7hf~Z24y!+
z$Yw1MzIeER#3GGvDmsuC2VU^J(v?ag5;m3v?rvRHG({T7KWIf3vKEd#GA+IEy??}q
z^J$0Bs{VL+v*Uek|H%Y5;2^Z7p<CTiHYP?s9{HoCBRe%jfN#<*Toa*LuP(ox;im!N
zj2|J;Xjr>%dr0*dI*^lMrWLquYO*>#&$L@O&KDP^p>M;O69pQ*^2@G_dzOckG`(_B
zghYmpF*oA<VFaklq43`LI{oUHIvf#wd`guI$DMVgT%q}#^-4?Y=g(KO738fIniYzj
z^R7!Ha~>f4xM6x0Cw3q1F#Jxy#le`ZAtv<whTEmaS6+dGRXW?~bAS+xHFeosI~I%a
z@E-VqePJq4xNfle9XkGj^H%|y-Eb@@`GgRHHM^d4Yz1gNtkIs;@pt_er*>AD5vX?k
zPRJcTH}-udfyB-(Y?f))&hz71pD*IL;dva&>~B|%y2~3}(z%q|^X7IuRy^MhMup7<
zAk<HNd&eJMCYhrAx1Ah2x$sk5#QdPZ@C7r@W7e>F1c7DQgbaqgI<me<V-VLP8#b<6
zYtafBH6RbbHh<I(#X}>{YAd(T1=}{+GS<7vvut8AgYwm1-7wE;uXNk?s3e#mGXj-F
zX_e6b;&fX{rxAtzaUQb(gWXkkm8hqAFh83y+mY>*J3yFV1Fu_wmK}|4B*I!H7zr-l
zAyVU8z>eb_WR!DGA656Phel{vDQUHC(*n(m^AY7AP;bSRq7oa}>mg^y#8uqyeJG#c
z<oT;Z+t>hN3Exw(%f12<#B$S>N3ttA0uDrN#i^v07j<Gq7i;WF-tlMYqm?Tf^93t=
zrsrfLQ+~e1LGF7gXU&mG&9inauJ$EXh{me~Z~nblQV|Ynk4P;MR6F%(bZeQe0lB8F
zgiwChVFs}5_kMc~Fg33!DGYEl*p@+Dk2TkwpC#%kQxq4yUr1NY93Pz@x_A2TA6%@=
z4CBAN0`KzKTw1<tM4gTF05=j`494|*>b#kJK0T5s|MlmA8ZhvQ{tmtppD6e*?h$`)
z3-}KnjsISgO!mKK%CY~MDF@JO{Mls@@cE}9;6IsU{yFpCe#ie|r~XsBN`RJv0bq*w
zr%mKvhyU4%^3Tow->s33iJjpOOV5A&1Z?kr*~UNglytT+bTYTK`Qx@r_@D0eKd$d@
z>;JEg<L^Z~|DH4R_fnL9gK;G@Gb0^9y2HrA0tk&G{OdP%rvH=t0ro$GFa9Zi0APao
zA5xh=A7cLPzLkINl}j)B9|o3xWG68FrB|)!-^?rl%A<eMDKY;UlJ^&#(4RUb7EUI@
zKgxdymly!TB|!PR5lny)e>Vp+GXvl({rwz_fJFf1KNevGsG$JmuNo(PC&2$88y+5d
zIaUr<!avF%bIP%DG7|n#{`v(Vi{kvtj>)kxFcbb!{<{3XQzOOxm%m>BrjEydYMuV4
z-{zm|{-0I$Up_{%Gcx^C#&44rz;AOT{*R8wM<dvv76<PjP+(4ZaP*6QOS}Duk=}%*
z$W%0(zY~(0K3=08iHR#ZN=!p;W)N|xWmS!hjYWs|g^hTh4+ctfeSEHO<}TLweOq3)
zMq>Nv&b~o07R|Ww25ZymKkl4d7xcXAyS_ioCh~u%xz_OU`JlPhEDq%j#huPB@PF=H
z7ks+CnLSE*Z16r`zek>KEa~z;-@5v~_+Vzgy+)p@c0^X3)_mNKjF-r|Zu!*6ny50~
zvAFI`6!du0#eNc9d|wGwahdiVCNu);Xsxi`GEC52^*PwMZNXakir`{btN%DM68mww
zyYkuPdwY>8n_8#S*&21dJ4b(6?V9@8<@sS7OTg>tbLzL3N?><loiiQ{yvFhA!#O<k
zvG-0Qsq16JIqBWSnH<Xew8J#@N`6Ie8MP9E{!r%ptO@h+z~)L&xTTgr*nxY~9i@Hw
zy6j?nF`%Y^=GwCpyi4hzDI@W*h~es+e7)}Y7<))j#bfsC7ag9gTBR}l-l+Wr#bG2j
z$%&Wu?afVv6A=m~ozdz=cIgS~(5qOV<!?G$9T!{n++9Z7nHbYGk3gUre`f>Qi>lbh
znpQEB=*PRd_v)56FB82<fWua=RY@RYQM$1^0)#zit!9j9a`D6(2bKyBdM_JY$F7r}
zSmX*pW7_ku!9ycreHv4~8}*xRsE&`DM`K9Oo?xA!CLXWkfr*lOUCe0vb*-(Vw?_>K
z)@Q<!Y}J`1?=7I`IQ`3q@s=?Zao>4JaohVlds`;trDw|mjy1vQZ%50mX>!Eq8Fcdp
zZ`qF2n==YukJsG=<&?D^-<CPm*Y8`jq12}Z@3FXh=^w_cCygH^XGNs4*zJg8f|tg{
zRgV<D?$^h23!$eQ<FPji%A`AclE>5w?F6pWgKL%Z17|1jT`9j;h_>>VvbA-GX<SY&
zz$0cw<4x8mO8qHCfiyS$SVW50&+McYID2j6@!}5VBaQad*olQ^aG`-NVIWo4%Q$xj
zq9`7w_%f$fkkm2iEZluX^9joN#=?sb@=rwOhxu}p3C^?6QEwln$WMr-W-c+DSH73k
zRIx-v>6KT;zVFDC6Rj^x5XGupZkCmBQ?+>S@g<1iy7;_`{*Y%^z`$E<jWz0tq={5Z
z^8f6yCGgh&6nJn9C8UTydzrQ&eS{yhmb#HK=%M<wDo%e0A8tC#knT`x5z6T#{C2$K
zvcgN;04}XX(5!p8$#p(%o3#j4r1EI|Q6X)MiMMvea7{MOZ|<>&>B3u!u#2{J;Nc}d
z2irlx{rK394++AFz~UKay}IXvv2+GBSaMc9GTn3^B3*Nf165h(te#4f?d(w1?bEX%
z8-0N^2<=Hf4m%h80g`3V2>C7nat%f4269OWf!lQA^F6fwn-JhRT+>OPm=KXI_mM<E
z>Kjp9B&ah!2xGql#7rk`GtxO1`cE%fU{XLx?9n&jQ)J3l;5j_ioD)Of8UNv8#PBO7
zxSt;5wR~KgT;b$&3;z0k+JXdP^O9DZA+zAU&81x39i^K)0u?Z3n(I=X>erYO@`o)?
zr3p07rfInOpvVo%OSI~yokT7Sx$NL~$|B>xW%$XH!AU{txEavXPGOdrfJ34ig*?fj
z#a}Eanl<h9c8TiKDzsNrsxlM;g(OMz7!Z`e&lcKs;ukqO{&*YdHnM=~G0+1qJjaxx
z%f~Xk%?1-!1ojqRq-6+^#q_Hbum?&c^0dAK7Y274bNtQJ&m0L$3Av*)1|5)Uva#d?
zqXaqF{SA193j_;Btpxi9;gWnovDb!b8M4-jbrXh#BX%go+LB#+NsG~$ljSKELL4n&
zpx4KqkV?;+?LM@RpN5dCwmR;3n(^5LR1UiE0;nw@pc=tHN}W+Jch2K#85z3qemT6v
zN%s`A7k{m;%K^7y4xSR>=jLQRqBj|)p69B6dv-mrJMea7hy))#F+FVh5o{di)KKzS
zl>qmV(3&x*5!(%r4@e~yhAT^IE132{<T*>Hww<6laT~DZ2O(@x$4z`u4g)`OgGsO4
zW}&r!DyXxU<dB&bhn)yNR;qZc+o`2mTuZZr`w0FtZQDt_YY<D5H8@1GxQ*nVF=f{J
z;4d@GU{9Ww9c?Iq5TaI$Wb-~nkrho%r}n6NdTB+b{P6W940@$}b(RLM<T9lgMYKB5
z=(WUd$~C+fV#}lNdJbxY&Q5B{+~koljUq|u7z?1iNkR+yVKI$l@#*+>F@uo|x%R*F
zNisH=a;I;8l1rlS>4gi6nSdYp|CZNQ4QKbSVlVB5E`>qLGN;a+4LO|E#$}9e4TvR<
zYvly5HNJG?d11j@4Ron9sW?pln!$`;ut?r(RJJy(*;`ym+z-J|c&rxzpMg&6w>sc3
z(G><ZN`X>Kjf!PdH|YaU`|g;0mWYaa*aA2;dXp3sJOcdKe*c5FuK=qfTh_(hU4y&3
z2KPX4cbDMq5S-xd?ry=|JrJA_Ah^3jfVV?3N9NAlbLYLekMC>t?(WsAYE{=-4fX$B
zrHnVqtE3@Q30Ol-boAFL!o>Dc2juP1l~JTssI@_cKA1}bDZk&#l}GKTu@NBBV^A&W
zBaC(e4FVYkN5Xqk^uZ;YMo!CwYNp>fXVQyAkH=Vmx>`|M1Qv~GY5E3ul}?a{XVNwB
zWS~%+l=AJWR12<G8BsvLH64P05x7JLSL^Y~N1!cVt80PCFw9nsnMsgjm_ch<C9J}H
zAV=^Pnvl2XhK1lqxm}JxOO<rudAo;=TOR~=<RVgXS@6Ny6Y+cxLuXQ(5{tFb^1QPL
z6%66@gFw4T^*lIO-T||J1;Y^_lEaKv0v>Gk71Pu9T||y?6gQf(Xj#OHAJa%$RP(jM
z1|FmAa|T&B2a@BNl3jATDoLcsXef(<R#as7Z}M#t(}oydQfo{OWEHQn<?jh9oMor+
zghQJ*0E(1;fGBTh21z4hHq9XbHV?J8O)@Iq8x)Ir{3Z(VnAxV@DyUjg0n5yrw@dCM
zfMc&Fuet5|ttXJJeN2qCQ6z<Z4`~-^uDXphoT+czr1#NDRkt0)wbBll*npG_o-$d1
zk@=X#SWL{YX9YRiS;D}8{h3pGTWHF@rCTZLV>(w*d<cQ%d(=JsK2kA11N``|dcwkY
z$<u9NGi=-MtOrr7U~*}qBw2au+Wno3ZrN2B*~v+SaO=xygl9t>@!n^5tNAj5L}MYJ
zkhK(H3p}%>@Y9cmqeWA`IuJ-~CJ8v<+a4N6>}tTBQwLULZTSRb`Mg&Pa!T25wy>(A
zWz#3X(l4}4cz|x!xgvcVo_N(WruxM*%{nEha6k$C0>hm+kcTBluBDwRB=m^(%x8kE
zF`s9;cWR#FRyz5DtI1(WhVSBrlvj~^%oQUvZ^liTc=*dK@d?U(iU}@mn34fGTD%A~
zF@l3)f#}?dPrG46I%;E)VPRvpr8&6QcXLe!emr=gjjs)BghmrqxKWSZ+}Ru8o>)X)
z{$^tiv^y=2Whp9c?CXo4Zg=bI&<0WEI(e5Z<7_nxx8GYHNEQ}~EDW!vm2hSH2g@HL
z?-L|$yIPU6s-&Y!ow{lbO@)LUXLiOTf4~fUK3)q@Y?LSJ12G>E5OYU=hgsL4d;<z(
z(+p(aqkKY%5dB`;Hvo99D2M>)5C*g>&a9{oXL1P{Xo~(bL<uUhV9+cm;fL4NG%A`A
z@y)HsJX$A{O+Y}p#yEhSeJU{Q<$QGt)xbLR?^|3~)&=G?Q?EY9`#Citb}@EU5&}b^
zw7aFDS$?!YQrA$Z9=@dm%GVpe3TL7QPkR&<>6O_svr-z-h>43pi1wp9NX$noZ#4rl
zyIQV~Vxj>bP4@+LA3a1!wwano&(}+ncVfaQ&}(hcwxluF`~V8*DaN$5wqi{<e2nUS
zT!a^})RdS98;SV_&JMA;SGqRULR)1vxUZ%OCR~ADnHvF6th@bFbP1ZJ?lfD1-_gJv
zXqORT*jG$Fb7L<K!zt5RtXN+S;;k=+A4Zxm9NH1z?*mb(?QlWCftOGB&Ge;ja}t0!
zzfl>OHE*mFm>$V;pQ3N6ETII~jJO37fN4lulKk;RQ8{NI9<^YFCIz1ZD4l1+4wN9U
zix6!mgW-w?<i!nWh{x+p`A&1raJY&6=M#msZSUoQ!btq#9T_}SM-e{d0TpgErf*Z(
ziE5g@I*{@P5OMQif^s9sRW__u+P>t7y}!y)QCF$~L~=Jc{zbnt)(ZJXYLbL?S1P|k
z^>_jzGt0VMs0&XjC|tsZhJSAN)t6}JFp(vv3KFUXXU0ltDd*Q{=PDdjHd5VUs;^6E
zz*{Q>RAHRWd23hmjVfTbxRDE_A-it6rS}Mp>?C|#moxiZ^7WDm1xJi1X^dPbsX$jG
zD71Q{6snDZl^3b;K~==CHBd=I?IpX|^9l`A_A6a<dr;ziuMQz$Xd+7Lz^T-s7xZX_
zz!1y9^lLO*P^yPXODG?hY6Ayrg4)j#xm{-0$%|&xBvXbXQb7c?Z74|I^{5r0RF8+O
zFXW<BFJrbBwAYpt3LebR&uJ-ZN6Twj6Cx&T)Uu%q44QYoBZgXA*78-DD5MvKNQ<3r
z2mp!p)s|`&BhyQIgxJ7GAL8R8)$^C70NT<_@Eq_|kSmNy1PT}9*pN#_ss1D;PPY!O
z*P~iWUq->({DB&poTm1Z;-bfN63|B}CTUFgA9}EYQ0rXV53JI$zweSGYz9IwRvd*e
zOYIKlZc3BP;ZPqEhF-9AOHXdCD<aQr#`Ul`h>y^Uw3Wh><D0!Pn59pbS`(XU-^GOo
zJ1hkS5&&Vp9XK2*y5}2{^E6vRVsUx0pnBY21U<eKG1iBH@tvyJE{@jocW0`L&6}!v
zcifFYm9npm<<jyMX&1MYQPIBAXJlWItcnbCu3Rf4KrE*jf#eY<@pH0NC&X&AoPX%&
z=1>P5sZIpL4xngnCxj0`i?d#r?0fSq>Crit@0OzqJXo$gtSNpxM9fg8YO}o-Lp}o4
z6JLF72f~T5{i=asK)KX{-3va(W-(Q@cuo#9#+@1m*@AHSPM5B(a}R2$vU`e`Z69{Q
zGLjoubLne<Hy9Y^2J14m`8y|xjyeB%tV`E*lO2eR{91a#JDlq!14o%8Oh}0i_Ek;E
zu+PGFH1RF5Rk)MaBi2@xl7=fjiw7gzy<7OP-W3=tz=V&f^9Cjbx*O+7u~SvOQeSuP
z*y-ZbI_%_9$!UYrF5fw3z!Yg4LTY|1?%&TPOyhde-kaafQJF?6s-!R992nI_ieiPY
z=T(}Npsn&HKM6N6;-PxP@tV;rkgE-`XGVHAUHdHrQ8Ex=!w^}Xx%P;CF^3X(NflEP
zdSN>+(TNav$+C4=Xe`IFv@|so#CHsZZ`r4o6*xw%>{VVEg8)cFYJ4<KGFUhcQhP!@
zTy)%xJIh*}I{j%xgxg6CIUYh9&a^!R@PX*N=r7R;THDZI7)GSv3kB##cpw_+vu&pU
zcq5G*UO?-}zYt0#%Cam7Z1M}TK=T#~8RQ5rh?+;uXL6ueWEyQ?6WZ$I?pI4#xEu`N
zf{}&qw$fa<v%xU7fa_!HD|(;_sVH)n(A2YXjLq11CebOKMXyt9mGDBSYf5EnF*XGX
zX9tYf>PZ<7VQ9+FEvbAzyM`f_^AI4brj1vBA=UXX3=PCLqi`_hI}Y07CqR__MD81t
z(5a>x4th^a0$E@wN&rg<V+2`Pi#fd{TsAcm6J#ua?nJP?`&r41Ph65B|JW9sdLS0G
z$-or=ShiN88+wC3N3j_@ix%4B9qS=amMZ#45yg?UOcuVG?gxtnRl8jazyYSCPIDGj
z&Lq@m$n>4tpg8y#qnv6@fcX9p=wPz#(gt|exXE$$;8+U}gdJh@AZ3r!jAkAPh?<0x
zKS%;Khc#T@A=@HwAq3V;gP9$lF>ZbY1P562ogLmsgK}3?Yel%iMqs51M8$R=pyCNA
zAZ!AoUX`R%E<<*B7`-X`r0E8BlA|^k(+VRxZiH^kckhyVoprRUoG;n&Vm84gJ+C*B
zdvxZ}Po2J!wBl2iMZpi1O^bC9%_-{1gi1R&$0iEMXLI@bs<Vrh0ajr)+Rl)&H_UJR
z9qcTU1->kP=Rw-D+CIX#VjtAtZIh~iJkZ?*jbf7<S~!nAJBI^GhtoT8?Dv9>oq~Q-
zr2GWt<D-Tdm>UVVZL4R7Wq@dGN1lr|-Jd|#U5-<;xQB%}Dt(AyO&g$c9lob*@MVtM
z9V65{skna1cS58jhdr4ouOq1q$Y1^9iR&qc%>W`A4O|a)D%nQ#V_65-K-f2#_-qI`
z4GvI-E>h^beRsLdzVlZRhcehDD&&~iHY-JnC=Gk{-z@V;!zBpG^i|EgwojvdwF0K_
zW>0np7+gKfoDzp4=Bm%K8hmT&e4rSEG{1u^4KVD2T;<qoLxb7_4KOT}v3u>;e$L>s
zLE-*vD!v%dQ6C1fxKp<qn|$k>DZhcUNGIjsi0B4A=0DY0K6{*e`%&dH7Iad4PGi%X
zPk2=$Z;$D5M8oPwKuQ~~h;SH$@eUx0J=v2wDmQy##mK21cVYVyKr*xtQs)S7j6TEl
z7?WU*;hIY}gUJr-AsT@TId@st44aKH-RP}BFG0Yqnocg*ZcKy3M^{G-cyb=pt0+<h
zwKbg2;K)NlXjXRfgfoQIZ-2ShFtqp-LJ3)IXth@@wrDx)ss<FIY7BFsKoMi5s-EDm
zc&=by=zH$1?aL`kK5101fTCF&qCWBdG~Yqfsv@J_3YM%`%Wv3Tc^Is|(YIL3b{{qw
z?0o7Y<vW4)HMOq%YXn$d$N9E!G5bIp1I4(s0HwFSZC^}82A~<w^|OpC-_v&$MU{TE
z+_tUXala8+VxNaMAsCM;liJ&A$S-ahw-P_v<SyS<?Ck*7#0=~Z&~zS34|HEZcoPqM
zLFP~~A=hZ^0ZX}(oRn_9Z0czLN}zP?G2E&<H_@YFi&A45eSVW!dvgpbG)tOea-NfU
zlr53pKR*ks!O1ODSX&<U%gBsFU#8562F3?r)P{Z-Mc`p~+L;#K{f;*6^rlyfO$tqf
z*{DGj<-0-eIQ0(Hu~2H#N3~EjIK{}W<BRv!_dlbLtf7(+)M=3IuH_x#^1s`+i-7}*
z#Yd|h3Tmb`DWR*CpJ<mU!_EJ0R;^CgHAUE}Nwa^oOu<v5gbe2A6x}k=H@=ErQjlZm
z+h3Q8Z#}wPA17?(hGS>3sq-3vz&*dcQefHOu~z8eTkuMek5yMJiklp;KT%f<s|+t1
z$Ae5*PI?jN8!pc$Y^Ru(!X2G8{z&{W%f<d~m;is&{kyT|FDr77cB&`YAx4$+%^DR_
zk&maY?h$L(iuKyEvk1pMoM!qIUr}PNJ>Jf2Gk7v*4BH^1ia6|vfq&7p%f8;{`0jNE
z?BmmN0!rpBm7!#{;R2nCA_GzGXI{uX0qh<&0xao1M(1>|Nyd$O{DEdG9ifslA#<bI
z<Cf}bBZ^++-eqhto$kr~nym8_NWnF@P5J@9$P!UypzMrW4a`&J{ov3Fbruy$cJnlc
zl&N2_<aDijxpKeDtJ=M%`H>GGqu<Sd+(R`Y(@JMg>s-Y@O4e$`X*xU6(=%z0T2gDf
zUqZ383#Zs<x$!Ac5$)xIin{tKKA3yigS+ukHcJ~MWT4f$4pZe)K9kmdcL^_fnofmi
z3%zxeU)jWX?eO4|`RN_zg7Eba=ayV=_!6r$Duw#Q5u^(Ew>-vLaX!_4-f~|03_9fS
zuT^%;uU*8(<HO2EJ<o9Y0>ESxkLOu+h{PH6PhlDFod_V2AXHsIKY@@~uioghfzju>
zJgc-r*XY;KKND1Tx2#*sT%6hre@*Wh+rS(;9&lKVbIWevdL$Gh$_gX3;(icJdFTj<
z+2Nk8By&$dw@F^;>v2??8x$?)P{vo8Kmbu>w@OJw^^$=UcS5UxR&=kuQmn;;OUG^s
zl9*Y(dMsEE+;EG{?6TvcqyD7P47IGsr#??Av%f8#)J2IF99M`-84zqx5!-TO!`3ou
zm)u$$oO)}2;|Y_?+tl)1Ox<FOLd!LPe)$$?@nT-J6*Eb9D=aCC{-M7WvGt&=EQ{}$
zzH=Wli+-oSb@>4Ewry!u-q*YS!8XOnM(6qR_~>eOFsfFaf8(9amOjSKHHU$cYu?k%
zdXX-_R$`cL<<<m^8)9(`W)djb<$BkloXj(d&HZ+SmhBaauGZ3Op2-Nc0Vd6L8e%VB
zG6uG#$(7B5#i_9zlpkYVj#lOtbuSLXm7^HdTu^z~G<>DMRXRQ}SMg&xM%I}^R3eb?
z`#Fyad@LC=+0E+$8n4KDozlBYysFtY+hhpa?_Xk`7&6ad*Y7u)-R$aQgd`AU$i|<|
zaoc)G1wp+_Eavc>3VSuD+-mj{_f0Y0?2XVNQHC&u-E7f$p&YXVQA}T1gX{T|eQfAB
z^yj#yeEvQTsGNiax<c8lGIw>4GnddF$G7XK5J~o=e|5D(rnA^D#C$TK3Rbn+r8f|!
zO1!Ar>eA`${(Mk0v6zb3a4vD1SVw~X`3;A-yAz$%R$RD~R+|R{?kPbQ(@?M%=62+w
z5rBu;s88Q<w@0xXVQcqzoD`)x8OU6BQpu2mY`l=gQiaI!=mO7m5eHW!?9DKm)zcr=
zs4DkGmAUhA{re6*qH`7Q4)ayIE|IZc9$VZZQZ$}aaFQf>z?}{Vn;d8_KJ<Zaq_+i}
zw8REeAoIr+FmsZ7DN&mG7+00dnlXuU79R5uYlytp-Z8!_9(x)|iS4N^zF{Xu)A1<O
zl*9zIXM3;G;w!JFi$QY-<-7b<?d?Yb<14}6595bVu?5Fw$ck~?Z}IV#sU8JU&;#$L
zB^7Fw(5Apwm2Asq`gm8k$h<}=1xKlDh~8JMpZ)le@$S_6Oxr@OtngC)h)=eT8gYY5
zz5LygJ898wsri<BM&kF)Ql>okT5<~xLyH6v4)O9`$RM={IV~K=i||?4Pq#G93FVmH
z<l&~cK~?P;IpuS2CO43t3J^3sR0tV;Zd8&|i@?%ZX*57aY<SE${7o+;Pb#drJCA@B
zs?|6`P5Xn86$%c_1NL<JDQ}}yH_`15MEQ4#QI+a3IUluA_j<|9EK)tyIA}pBGTbNy
zBk;^d=>>+c!JbR8R9=w<8>m?}<_w5-cEmR7d@R;?ei$$<;jQcjVaAo7*{^J=v2MIg
zzJkrt3+RY`jqEmbp~Uuhd+=~`!l!fe1Z;CYkJyUIu&3&M3&*BGu+25MG!S}zl(r@f
zN7Z*N9J1P96gOUk{OmoS6<Kvg#P4ZyVm|oneZdORxz<_)t=eyTfbu=@faQpm&*RJH
z4y)^uYV)^7g3M3hK7)@tGZs%%@A|(uDPR=6xoRBM>i25uxaToELp)7zd3JbwTfSnG
zRi~wUE9}FrB%;R=be|SLwk~l<k9+G!7<(la?%d(}xc>M+6aL`PA*@ZXT{P=}+ydY7
zHRPiR)cy?`m?v-ob9^G)o=y93C%N#V5tN_*>VQihp=o@UW7_xc{8a|iAb-qW;QRrT
z{sSZYSIGVEWiN2P;Hm(y^#!;EeEwoH01$2fs`@+j!b{^nRO*j;0GwQ$jDUXVIha^}
z5FdUq000u{IRN<|03hxka1CA*`5(*p_r8AcBwmhiGP3;SHL$WV{gI3xgZyhUe%Iqa
zB>nj~ei-nt$@oWKKg)vtSL^+rm+^v-|0d&aU^p;yvC^{waDGMr(Seol*B%Qa3q30*
zz>1=-jsOT-lhD!L$@t|L;Mi|O4S?gk;QGI#IB@<cspD_<;uk^yK#3PF0pRlmy$28l
zUX=R17yoGdo7H|Bz<<ML`LFlke{lEzmD}+jW&B@y@sC0NkH_&x^Wr~`<Hdk~O~zmL
z;umViZ!-P{FXmvO|LMa3Z+Q9s!-Kil|FZ|b5Vn5j!7r4T-<12e8~OKoFxRhjm+Kdc
zjO!PRjO#_I-+Ay$<3CjDkJn+AU#k~83mfyxy2!}E`J>qG&voX{$^`#@wRutPFG&5f
zet$~+vy#aFMe1MVp8Z+Be{rmTx^Vrmh5!4p{+a#%%UJ()W%?Ut0uwVQJ>YrD%)t&I
zsS*C#W8(a=_aA4&Pp;SRXTzT^Yk%`>__=<w|KyheI9`C&3s8uh{U^Qb_p{+It%Hp8
ze|9(il85|M?f>^|_-Tm0AoXvV4L{BP7o`3zv*9PP?>DJ`!)#z-<)jBx>1GB{HUZq+
zUwcfPKlc9fZ1_b|{MTG(>_7gt{l^3Ne}};NPu}J~sGR>&cl=-Yo4@SygFMO3#6<XG
z`}<ju?2JDtnST>2lI`EE`ELvTpRyv^7@2;@irmuDw80y!@uui{W{heTWKHdG0Sy8^
zFxUWt{w4x*j+74RS4aj-GZJiobi0~$zdtqohF+Ar_1ujUk^O4+(ot1aS=GlY#p`K#
z{3tk!f!?MF)5neLapG=~neL*N_R~XwbU%aQhfzldC-3Vhe(Cug(+MBfxI&k#iHWb5
zm6$rUnnGV_9xn(!O+2}Kv$q#&6z$k}H#cQ=0Fuq=>O9StnY%shgdMm{Z|~nPuC7{k
zK03RfNoj1CepT>HO9YkabbT}Kb5e-4LpHc~G$H55n*25XTr0hZ!p&OW{Q)_(-O!kZ
zrd66hJ?qioVq-3Nyl6RiRJZ7;uKI4x<lxKpdJ&@Pyygx^<MefBQKJtxzsIBV%;R8X
z(?dl|&~Q@o)@$Vrg>4iH)e&ik<I)d7tF&8J=SM_z*R;D)wS?yNV-MG1e4niB>&Kpa
z-zq(HydA_QY-#3Qc#iMjS$Lj>T_e?@^tOKDWax|Y$oX7$b<nitt!Z4TYewVg)6x)o
z;V=yNn!(tnV2kv6b5WIvA4PW$?JPmTP?Zl&w<?nH<Z(bMeY#isEkmadZ}LS=x2JB|
zw#jp#$c`@mdPuFs+4sS)rKPg8gS~T>grQF|Sqvq1n-7~s(bI>8Q8b0!?H{Sg`CG+`
z3Ga#B`jmx}c1)=X1gl8|3(xz(sHTBJRg#FTp&4kL?IQ1Mp(tAinbnoU(hiK^nX+AE
zPzQMQKF8HK3GOqIj!(9pJdCxBncs6f-D;U(L?S;kG|TvqJUl&r982rX(T;+#;=kib
zsf*1hfdrmj$f#cNbZPd&;AmWGxO2RKN;4~k?tGQRIL{lnyQrBnwkest{6WYtpA5Wx
zaAQpDgCt%C7!jZI!E|)}?L=_Mcy3FV>b<>~RSK=HAGC9suaeYqt5w&De2^asL!izZ
zL&5Cy;(Cctr1?gK{i`fSdV^pW-b6|jJcB?y)#u*f75wq$p|?)DRdV=T&?-<*z8YuH
z=1YOoWeM5?yb(ZE!Iyw+P1*CGH+T7rFQ7M96xI5Lb=r8c@FW$ejF$Z)+CMO4>G?al
z;}U`<1<$(Qq0M^+maNos6+zBwB)SSQhgwQlea^Bc<koF-E;3SK1?~^-&F&+?X`N?E
z6*Tm4A4Irsz}s4Kru0xbugHTglH-oLA#ZD3ie~4)B&cjO7k&;)b3uJPnC(BBYaZ`6
zgxxR2$&COf&D9H0M2(C!I08u}(%P#3Onn-U;Kxs!9n<>!0cK80l#!JNq(Josy?*$M
zei876c0U1SD$LodelwEUW>I7$vWZc=O*=yB^iX7v6j~C_Fi`9s-ejf{5V9$be6D76
z0NdhYHH<(Rv?!&J5X9H;v`{#Welv5y;P;7LAz%5k`_=WKJV9$f{9*$zW<yiY(9uL-
zrwQK^X0LV8hDZ07#ZVv+9%aG6nBkWjZb?QL>8KWR0jjP~G;0R44Lj^=#KpaPh1~3U
zD4dG9$JiqK8Sh<VB%%bK23Es`cV*e)>*>WvJo)|4hw<wlSmC0YKX@k#<HM`772Kwo
z$dyV7zX$plEdY!}#u_V9jSB`|lk2B)4VF-*H&*}VOge*bJ6)9FL<TiE6KvKFucu)q
z6j+`hG|*fhJ)SxWAD5IIdTng(qIrI-L7TK|c52c<v_eB2gY-7O3?;Z_pqTTl5oaRD
z0}VGUJRu$%9NN|`-ag7^fED+6Q<-jg#0Xs(+Qq6ck}np>#ZEcpP?aaQ26<`$7{#b$
z^n&rC88=Amn?egZKCH!_Sm9dg)Q9y$v9M`1Ra};hTs1W>Npk~a-O@6qi)P6@LNo*>
zXk-XsIi^I<?U0&QPLuLLVGjv)^2sD$FYGg7b(kh(h7XI5=J6Pbti@j#1IZ7dbMWFW
znX5u9zkRHRa?P1!JOO9Y1uqpnU+T#bk<pJziO~IA?GW2H0wpw8OY5tMTWX=E+_MHv
zX&y^mSPM%`7(s;<MoRfXPlz5YlttbEofM%hhj;dK88M(Vg?x%No=U*2lPZodNd;xk
zv>|3L-}WcN$pmX$xZzy%x;;h%RUSjuM&vtA4gBUV*=@#Q)a{8(v9aY;V^$PaQ1f)C
z7A;V788z}<uDAX*u*KdQ%bJk^%pDf@q}5#-ubX>r-_(3v(&MmkTSS^-NBl}JkV`0+
z4T<6nwywfRfL6A^l|qk`er!c8NdhAXo8~LVl_RQ+)0BZ{EHqje$RKILS<0m#8$0HG
zX@N8f8agT?hg`%MnNXF?=b?=*zmk^As8WvsZ$FZ$Jv?Bd9DuzV<<;ezQhxIdrUVyK
zDc1sX!I==JatWK1G@>{{3=_ie3B}p)_;7PDo$l)ph@jiF&Qwd=o3U#|;Yc1?7?&HD
zuj@<-Ajpn5$WaWVKEiJhu=P8c2Jh%NKNLEzSDf)I=i2VLeYb7=%5+f3Ll+1LpdUYV
z+d+iKaBV8WyGDKSm@o0_CcJ_t+0Pqm5nOwlB4CsrXdo8?>Xt+C8I?MN6(S!tYLAHV
zP2pYd^l6B<C}2rIVkCl2{^*%U9jKd!4T)fZo=28?6X5;O6#|_=s4>fG8mNo}!ygn|
zZ_wQr!7f&UtxEA00r-Z}z#UBE)S_p~H)e_$9nE$-qiuXEtXimo<^ns8E#aY7oUNO8
zAwjyQiii1CnI9Cr)iMQ|M&n!f42%y)rAb%u3-#Q$P6A>_B66vmO1vtiw}9z5(k1g*
zDd&|81`L=`2J2g(_=Pukp?VxpFhPN5x3v^zTB0!t_#UW~(51Oau!Ydly2+hD-9P8s
zd=Isr^8sT*4=)jJZ_t(2F&m2tLPg?RJCOz~WkD3cDf%@z9U(3-!iQFdPaqrQh6P5E
zXbevXa0WNo-^%kUlPX(cHy9m-S(Nvb=W`c9h@qq^NN}k5BJc^{CljAjIutAg%F!%`
zM2Z`gEDx}180yI5jmv;)!^6qSqd=9B;Ofd(7l>};zc0uS04mN<_-<epLWNx3x3WW|
zOIO-RM%#Oh0G4wEy?{gA1(#m8=dW>_QUVL35qAX<j@oLwYpyOoLl;O7RSmQsB?w39
znEtR1QJNN;oR!j!7&~qBUVjL;-W0gOIsilU%oU}OMx7dRwub`QwK`^sR9KnFO%k*M
zn@mBF)x>7&wTocsNV1jt8??1$&T^<GB~=`Mk}AqiR#lM5!h_sV@~W*?jN}oEfC**<
zm|&cZ$jz)8+OhAsq)`Iz>UNMF8UZC{z-0t+sQl>X)ihWVq1|Jr%??3I`Q1$=QAYYo
z@8XgqorWqII~Wo@0majkBn;RC+A<=dYr9AmaIXDx^F6oQzrvY-<@NJ%va|EUvnOq$
zlWAgA_~pLiw<}3P7fHmX!>&W58%7%(>j)y9)&(~hohJ@^j4aFaxmr&M(^O6%8P_N+
zvlEH=aJiUZX*q|^#(xdG5s1xs^U9LQWy4n*OWSmbjXxEi6)?3TRWK0@5m3DipAIhv
z+vpC5hy_!olN(;?UyElo;~QPSf^6!9teFTob37e86CEldy{6-zDMP(*f8`oH?qZ-3
zrRUXhcRYP>8$3txN|vSylNZSYCI3t4Ym;wZ-SntI%|*`Ns++~g4fQQe;s-W|gT<Z3
za#zW=VO!0xanVjf8f0Nu;$t0<ZE}aS>9g1xq|48JIxtLV_a<5jn36ciyB0Tdr>)(f
zr{z0uo)<VEu~CKl$Y-(^pn++_e4Th7*+A73r>Dw{-L7IZrUZ`MiZJIPl(R(6?1p9L
zby*umYZ75?O>*i{&c`|iv`v4=6mUE)$IXOpY8c$(q#--Rk#_~;maj*QW%hb@8z2u7
z*nzuS>;`Ht(gwXh@h!goy_|7Br3mv!WO<6D*O}NEcABS(%u%}Luhnh#F4>qXX(}j$
z2U&?VKa>(;H_IGOzHJ~mIjBs}wAJSFq7}+c=@nl=(dK%+rX>EBAneq<q}V?H9gUM?
zbe}WsjMYLBO8`@>_|`NtMcyTAN8%SNAv5icE+bYfhl6XGZnM_hZLxP0mR(LNve;c!
z<(YEJhF55KHFfuW;w=~ienHVF-F#)b(+SKKY`Q63E6fe-Pyu71T_KrfM!eNDmaOvk
zhG+`+U*s9xYhZdt4u(GzD5@^FM$PqtSJZv$GbII8$Seb~ui!P|hHtF0#Ff|Q36>r}
zW~oH=fGPUo_S(-XYMun=VCaA(OY*vuITGFDjT<3zxr9ljxs-k4A>}8hDp*gFad!g$
zOp|ImMoK_SCX;uKED<}re#TLAZ<rZ<By$;Eu6Yes=2-J$vZ*9MMJELg=EIHsGB;WA
zTDykQNhL|#V+A50ufJQc%1>3vOXP2Vk#}sU)daWNx*EDGQB-XXW;%73#;TmwYce3a
zPJVYC^13iLVPUj@F>lGXxun~Y_gqRe)O{1xV&kl4f!PK9BQwgw5NNAv|3*in67o7|
z&0t?Uiih;Rl?Yq7S67I7=<5Zcy*c2N1(NG;I5ahoh{GgPhUloL(80~pP?2sQF9;l(
zCP`o+3f_8@93WfxTs~I!&hQ!V?6~A!zwg}x;-D)kybkubLN9&<-F~2+c`Dg%l|4EN
z;?o_M;H{ea@|?#Q_62-Ix6YP}+%?6eC{70sNg>QlUh=&qv%>C$Ny*nmNvS}zK)wkV
z;1f|56Hv)2X(jW)s|?8sH{^BNzF;I4C_&b#hycK8k<kPQ>A*6DfWye}OIj83PZ8KK
z=kOg?Ya4voqC*+bjK%%j8XZvj^QE=vh-Pn^vk;4k)jvTh4U=L@ai1GkA<8$b6g(tj
z3pXNcom*=A;^$gdS+we~+o7NJu_b40N3Xm0vv!`2li5*LlADdMpJbCN8wfI}n-v3L
zXUPP)fYOJc8&-JBBIO4We@45jtCTZBPq{TCRNCSw|6mH7Wxu%+hAz7DJkvw{%@8ir
zLqBE+sDpUJ&GZes+{Tb*m4Mz|fD)`|!&bQ;=|Rv~Fi$d6fe9El-bzLA)35<jAp#1o
z;9({f={%?wn3UlB`t8_ADTt_sW@%m)j5sd=L2+!$HFCVI(rZUx7Txsn8`i0|gMl3R
zVocK+N7CYsrIa8`4Z%ZkjpnGE;jams0pjgcNmh>X@TL?UQAY2hrF3E4goTYl1=RSa
z8@P=sgO;52hqScyY}l#;m|^q|%={qubY;loU_V(E+VyhDG$5=|1FLZFmT4ld?#A{I
zL%DAfq;EEikRk}vojLKmJ{L!j^h|=&0`b7F4P(llEP(*CrCaTlIOQO+?k9>Fut;Lg
zO{N@qWk4zp5nAM1hWgbhAkC}>CRUZ$WUCvoqO!Ij&MJ7}<50uVFis&?mG8tW@y9&g
ztxUsBw>sE?0uG!#(kOWHfsjZNdn;DXbKtU}j#w@I%EOXAUb>WlT!GqX@X+j0ws7~k
zeUNbnj8J?-{w2-C0P0G02r?Fv<Wh=-Ag>gYyT&yGi;3}|+&HkMnw>hF!%+!^-Wa)P
z6Gk%E3kvHjgMpAk>rZy(w-j?S8VcY|<7gtiLmRJTdK3agv_E{Kg^v0zNqNev<cj~T
zZ&x6<3c8x9W+SP9lOX%DlzK3UP3dSQYOfpfrX@1Ms)ZOojas5jrLGdSbeT~P1!LE;
zk(8r-rjS+c5y}FGjvj8nlk9LnYjHTrO`|DB^!;h!qvaJ;4gdXtpO?uO+dxE<9nEyz
zjKvFtY!V9%1Z{FRHzAV=0xkZ@vN+}kLg_=`hm7Pe8+`}E+dNqOgI?Xy1Bj`a!#uZ7
zq;DrAYRqNVZ7Uqk>50;g-i2kc5t5%>$Ic*>taVZpdw&fMy3roIc|OeDmh3ETKH=_U
zZ6=Cr@;qlNeSB&}ZKCJzckq_{W?{SBK26m0X}axh$rCfOQ^fV87kjW(&@<9&7j)O~
z5%Wg#B2qn(0hxDun8M^i#kMF)uj&D_^9>m0qAKSt38<_D-`Wi1rv*zBp?Jj26;zj1
zH(G+T2*oG(VV7HNcpj#Rdt)xuQQbJyf{^c59QBguu$yHks1<{_HQyvE9zsu8IKh){
zNnz89LCykIHfK}yvhH>j%b1ib57fZ*GS4dw22~I0$yX{1OPjF4FDpxPKs;?|rAmEg
z=Ra(&ejVD%uo;3J6{#P?UbP(HFd3!QwMYZvh~7oSioIq~DvxiaVzw@Pn8n~aGYS8u
z)$^4`o>1nS%s{qNn|WUJIXt#5^=EH$)G~aLz*)H5OoLf1YUZv8&u*lKi)~nfwZJ}t
zPu&QxKJl@K!rc8vt~$!!?76<;x~aGG4WfVN{MLnydOQcwB0yCXHzXqWl(lO+Nv&Ri
z(sqdF`V@eS>Fg>T2HvV1eT&N$X-?a63W|N6(}_;_NmE?wXg3OX*Nk;|@nrQn4bpzs
z4(t;_s-$5IsJn(K`JEeuoBhS7rz?&ptgGoOc1!2Zx6k)mMX;Ve?yXLv+ZOkZUT#je
zjTzT${AY-wN_d{z&}j-sD~FA4?N0g*c6Z*y2{!zmq~HhJs`n?;orG(zSP#069?Fhb
zI#c+(@AoV?tS+{b!qO_r(!!!tzh@lH!h3h_Ul34yuaVl{zTb!82NWvk3*>v<4>l;@
z<o`*L1#CnVa?BRm%B8hzbSd=p^^?W@&4cVx)1rK%O@sHMmS@wG0Cfx-pRN_EcR`sY
z{fbq4Z`_?g))S^nVHeOJ@*3C~{}fpHTM-0y!29bz5rdzIFgxQfMB(S_=l_l%{A~PN
zr1{@KzCT8L04N&k4?LBfiHrTmCnqZl(?9VvK;ZfZctX$qE4u<G8za{b{QP%l4?E+Z
zf+>G2_0RhKiCeG(!0#VYIhZ(p6t<@4<oHAG!%su}g|YrwzrUpZ56Ajq_P-+aPx}2S
z_0R18dken=!GDwbHy{XXj2!fUbOo$zEcAek4!`zT0Bni>NRRmG_ka>F{}%EFfO7xa
z00JPv!i(oKi2VaV_$Q{o#0mfkUI6F+ngIgf+klfluYJh?!OjeT6#yGxTKz0t!w$fb
ze{BCezyfFi*nR;I|4iq=&ddpD`7#p$@B|BB2eAEW^*1JMU}t&((HZ_Gc;cn%`)^4b
ze)j#FFa0+e`PhCBPqb^jvB8tH??C<LQ*7t}oN)dK1P07P%7)bo8|CtG!G8^Oyx?O1
zm4&ojO@mMShW4Tnrev9iYcg`Do{ACR$HY@!-SeS$`SGeKZ1iDokU#V7vy<m0IS0><
zCsgHIwk9eHj%96pg2yey>7%pHOIhCI(>peU;@<a`5!z?;+ZA(JPqv<yRfFQwTxJ<7
zPxnjxN0-OTOZ=Hnp6tzy&z^P<ZeO&PJMJ#3C{9*o`7`Y%@<&>6?l+wsA2-BzpZv2F
zQne+g2W8E`)EMumlA7;<I;k9@rUx0!7EPHOVrs1K_ilGr**nt%n(o{kyzcm?htrzw
z_Ky2*#`|@vs;p%_7rx3;Jo9;dFWShvh$?G%Xt%UcEOuaMm5wTyXr?Qy>pw|<clB7O
z64+i2!&6?m2VKU_zpAsUo3%OKKYk_o_4|n=R9YFd!EU})$BIm&>S@`7Pr4G&Gj!zJ
zv{m}!$qP)~%Iv#G$yKeGoz5fYTL$*Z+h=^KuT1euOL%kmS`*6`2yZ>Ou*&T(oB?%X
zcNPlO9<*Grt_-Coa1(qQ)!@9|Uhx>#e7CM?nl2p=MkQd{KR#iEW2m%YV(j*f<M49u
z@>zckfeS&<xAAy2uNl&XS$@%S62Olmdg(S>!?tBLcs#EN$8s3;E+eC0TG(0Td)q6f
znt>gXLVR8WgRnZy3m_{2U0o#5$8Sv0p6SAxi2iDsH;Jn!w_ocIJ+i?uzOAlwIxIds
zz8%o6+ieGJRT=y8{cee^!d`7L>DDK8wsq$%8UX@R6wy|5InSY}_=l)qK1CsD*JKe)
z)6QOMx#!1&Cwbl3HS?A)s^4w9Iy5pB-EynGgV>z7_?>(;(n?*@a6EtI0Pj{X9YCR$
z-$6RT+qbqd^~pGMP4&(r>5eG!2GV(td)0h?TlWdHcEp2sbIr1-7Z>5WQ^!|U{r2!f
zl>sSL1d%^9e9<9n4p-_o2ymyj8Q_7}=7UfT2UyF8HFg;e$@DpP0eOf?LOBIM#pD8R
z*G_`fYpPa&O3bn()FI!pgebu^6bqtKiHs{^yvMuPK&>j()0nTz+5K`AcGeezq$xwX
z^{<g|3dZQ<Qh`|Bhv0~(1_=4*3=n7cyY$K`dLZQwI~q$>*3+n=$d41hnMzMY?rRPP
z4&aL<j2?B`1SU`&6o^E&`ncP;zP&I$jLrPeL})vnI9dmn#Acd&Zp`e^gHT;F<`n7B
zgPOWQIK4i{IBc|DAcCBSEBaXoinlfp_EQs-oE`m)O&?gnc#O3D=kOs?pn1hqq=l!3
z>>&Sy0n**N9kqxUxg8PIU`TI^L!;di)pJs5q};ioQ8%!;c-!<h#xkr?G2UVuc8QDK
z)%#o`#BTB4DQx*<yor+Alc25Ex9S!;A&@17e)>j_0^i8-ODVLb4Q%o#&_DZ%UkE}X
zA`HU6p#gJ%rRC98VseL9DLB|R5b*EShu&f2##6n`R|F5^Ul0M=or*7NJ{O8dDo)r5
z0tt8zfl6{Zx*8c}JEw)$Km~ncoW}f~FA&7>gxHtSTok;izM*)V(B7&VgM^kGA6874
zfmgaSn^ND@&o?J9Di#-n!vubJwKUb(6gI{?!;K=3O)rF^7c2rIxCKX+n*kaRI7mdE
z#b7IB?MkFG=oktNfz5mb>+t#z*Bmb93%MfL^KAiv+4?LcGs$P~LUJ*0B{_ld4JeRD
z68}NAq%jUgMeU_2jT5x&b!DwFE5Yiy>0QSa7{?CRw8_1X+9IZDH&_v1D?Y4pSlaYC
zMh^+ljvmvtT42Si?BX~{R_SJ<A-x?R`0p%qf>in&jD)KV!(>G!?Y@Rk+Ze!2g1Vw9
zDUL0vY$Etu8dwP;?<fiTf@k2ijsz>R)7Xy0X>^|nl@Wd86DoSuaK(BSg42i&jF$^g
zT_=Pvq_F3L=uzo18cWoqs}xTRh{6p=zCx2E+E5B&^)A40RcR#82rS{Ixt0@OF{(ej
zbf*fMSr%;qlY)&qBk^L_(m^UerfYBNy2DA*13U4(%XZ8|%u^FhRNn&B!JU=NgI(-t
zG%&c1>Y8!6(L@a}q{V^Z#m-Z9yVJ_$9540+!rt)i>zixp%y6cS=2HXN!f)n=b<<ej
zbO=RuFfk5r8sN~8H(E}Cq@4GoO};3}N-dRDXvOSw?<S&SAyARb1p>ZDNP<%DgPO|q
zk6|Ni73OzG*9HmtR>=Ud8N<(*;;DhcNXgGdGaAB-;Gh(K_R@nVmz&c&3S~>CH-Mi@
zsD)q)knmrWDAyOrv4JP5o;SYi!|me`!<}*P{8*xz!j3hSF$c!1qcXOW^tK4!22dmG
z-kkJwxcI%nM?vA?w+g5tuw;C1Aq17cMj^sd?aN6@H%ep^MPy)*oW?QHC>`XaLoxlf
z6F3QbfN|^ufM0n^<017E_vr)8#WNy9){3K0oTt5kbr48zVT5$7c{74Hv}UZ25R|~B
z=3szO7@F*Vl{eO1PPng!!S1aTtq?32?dHm9Ux=`em4~p;QHZdvV1fXXTj4e^gzK2f
zIX|cVQAvxUc|;>Twdb7?mQ}TvxgG*CIpDpMDj~rYYTIIgEFnQ@O^|9mBAVDu=onzM
zsUZi#M|BA#AcA;KEQNJF5MqQ7Kh<?#vrYK?Mk*VD05`acAYkZFMc^|Cg@kyHzC+F<
z<rQB)yabNEnY;NRTqHp04oFl=hwAM<JZW?$$OFj~e{7+#?(p#M#e~KP{)BZrlop{}
zArA4J#XHHI#i}Vk<x~=#I!d|;k~@^}nF&qQLx+NvXi6kw*-Q#(?Bh{a*M@*?5QdDo
zHWmBjji}fT_i&fLip$UJ-b$U>Hc7w(9>GCFH5Zs{kA_fM?-jt2c&9MsOG!os9~93D
z=l3aMs~V)PKz0KzgiOhnEZ?G@#Zt4}cEAZ09m>3VTLecMy$0e)Lef7)Fuz-xbc!)s
zqftyCzZ*g}U(m}iU-0!{zTmy_r|d2%XTRndDi$*1Ny~yzOHGjx6_Et2Xpn<B?|R0d
z*DP&g%D$>Oz{u&^Q>er5xXjMK=-KOpf%m=QTysUoh}QBF6))UvrhcH#lpc0aH>haz
zXHHk*G<4rvU_SKuh-x<H>!%c4PSnd694M?)kL_Ie%}LbsYwCXWH<rxa1_DA0(Hj`y
z5nE{iI7nobi{v%J9_DCyyxB1{NaXE3X*)Qoer&Kzwl^wrylL`~k#T~ON+0~QF$*}c
zTau=T74c9h`)jU6?3B=%@D3!fBNqkH1}#ZHuw+j*1|cmRF}vq-?&EE6?(=MO?yGKd
z23_hgzK3gqH?4SEjNi|_>Z$OK_LQnJ#{f^<fB3Bzz|#x63T8wJl{<%UP!$PBgqXS6
z;3Q#iNUr+!sn8szE(fAf@KNPTLnw`nxmioO8S&AYDy1nf3%Ks%*cJSQVf>KrzzXQV
zATxH!I7p+UX61Ug>A#EROyRzhz8ttjYOm3WUrB}+u~}#un26{TlQ%)Hq$!i9z$%j`
zU@DV;W~yL9vnmJ!3XOOR=K!3+VF<%rp^T9|gGVC^E*@ZqyA%Uq9j8$M=T_4Dkv$&Q
z1_JN|i27JfMp+k=6)+D|DqjI1ZOO`6FX7RE#3pe4R^&Z1Zoh~nlp`5?NVS2@7{r5}
zXbL>ByR7(_i9ipNvcOmnEzF1|QUNz3F4`^+>r6jvT(XRX4(eOwLpCyF6T|V)#bjy&
z_PID_T$X_32yE;-dBG7&2tgB$*4#0%_PiM}ufZ9yuOnk(?@@63wZ26+$9@Tx-crDc
zNl6@mhJ25vOezvSZ-zvNj)kuFSq#JuNn$Ioj8A5T$yOBV`<H?7cwU>T9At13_MrI1
zWZz==+=aj|q@Tbd7Nb|P#~|bpM=ar}>af8wa8;|u#2#2J;!>y8assQ-ZnN#QOFgs}
zO5V6ddl`cFppYv9QboBdSQ`c*H8PQeF2NPgRWKnn)~um6BJW_;%TF-XfA&sU!m91b
zg=r$ExgfjJNcmKdPE$uWs}l-V0%mih7Hq(Q74=xZAmg05Dpo<dRdf{{`tI5je_h%B
zJiK6+Vg&;~ad|Vosrb8)__3#H!)oA6k+pXaW70`G3dVJ7^!?2EM23mgTR<lFqmz50
zZrJ0gz{kqM<2IlVvkOk0vq*@pk4)^P$Pa#d{oT4zud&p&c@$|tmt5cz#W7XR=&s9L
zkr4_rGf&sOw*nzSd*9?7tl6nCthcL`V^%slPujqqewlvPFCLzuW7j6;*(aTD!N#Xk
zD;WIP(d%yDe;sj5;=KdWzAAG;!M?j}^7?D`>gD+OybTS3hm~f_jf+ZD67i;|0OuT@
zTJIe!-tB|-!1b*+d55P#lE-)s-sV*Jr_B%e4EOOwhmZ9$y|cS#!~z+-Q)&1rM^{w6
z2m}K55W|nDi1trw&CO=PDPbSjavlo}PNEWD$%saM^!1J^adnj72{s;{?LfF!4xLEe
zE5C7Cc+h0hzpr6$G&R3T((Ns(J{EA<1R3Af2+ufLTf=WBlGPz_;(I*x6d4pYI*B@N
zB;!3)ZLhYcgsaQRis>F;dKAv&Exl|&zo=QM7NS~EG=(p7b{*u^E2-k}Y^E0on-B$8
zgQyIwgs&!S6v=X|r562)%s1`_G_1Z>B>Jt}Pf`i|<W3a&iWKUVi6U5Uok1~_D_psR
z_qI+`=GnnW{!x;>-tgL5s{}3lHwblSFVYj-UARv-1S=1hk>1Yq+?-!mJP?~QxpetX
zeV)EQrrjd=1RrHgn0|lIxW(>UrsFS5|MH|a;eY7mwqwBO^6L7Ty#1r%!_h@fyKYO}
zeu0SS=fPpF$V@T!fmdeuW6uH&Vodz3em3VkuWWflO*?#0S5jCKeej3-kq<deJB3#>
z(<qE|W+uvE2p|atzh-Khxt)#RI=^wmmLPeK`GC>Bx<*i5B$S@5$Sele@!rZ&vI97s
zzMI9y=gI!;uJo2K!z;rm&qIvL1UfJtW9Tg&O~DPuWtiZ*)3CY5POY!2y35ONlUDWg
z$Ug2Zk(s^Wngq|^jc)V81`D-_cb(t{wQv-#njB>I)7wh;l;v6n_*WpX@?A}K50})c
zSq#1K3_35J-()MVl^<&(Z)oM@>xQICF#X}U2xQ<n*F_cNAx@DbBCmq8Mv7-v3EuCz
zh!O?U1w`UibawKSy7Xt#%AcMe8p~P_;=u5Ah?R%as<JX4%h0Zn`trLRXIc#AVe8tP
zZs_iV)#W8Uk0z#DGsRW#S(j*1DwQg)orWx{zTJ#Gg?2dm2=hw2H%>^%uV$ULA%>n*
zy19G!6Ig@-wG4U@4I{tW>v3D>Gz!R4&_hvB@?DL*l;Qz`B`zP%Ed{d`cP;tASjl<E
z9%q+FiTb)}{<G@iOa$R!5<D{S^{BIj$1DGRl)l%mc`q<;NM&TBJPV?hPm6=5q46vH
zf*RR*I|xU*247nfcYNk3@SEiPemVtahDRIsN*U=iZzi_|&e#pV(r@NUkqjNp9hkBO
zrPDL9603XK0uI)C(!L=9oEu@zxOlWbm~GJ24o;l7Kf=ZB5|PL`GLNBghAXopM>~DP
z5W6i9f;@Orbcq56Z?-@pBM-zO653TD_YDM%Hr*#=LyVn}im6wSL?3nscfK+|;Rh8x
zuPZq^7QzQ}Jqcp9i38KL*x<MJ>eCPVl~H;r_<XzZ>TO=3+<ALD<@&})i+?T;?;xGn
zL!7#kmUALn!G9%^&(YDaM7~=dsM5SmH6Lr9RhJz}FhHHIR08-)D2g~}=SngF{MIV4
z!haU%q_>k-$m?_>DSqD{8jk70^Z~1GD>nex<@As!6G7g_Qw_)NlCNW3bLV^)jlaFA
zJ&@)5!RyERl1`u2sZP``pP=q1*2(?VCu|TF`~ZD1zEhW_hbeyUdfi1k)fk@77*Ud^
z^kuIyj-%QY8=UKSJhAvg_o~-HgNBksfd;WQIhqu~-1qL(x}r|6UPTdv80Ps|#?O#y
zaA#UWtSffZ>R5EkdZFMxBa(d<Df#12^-E;zw}{URy;sb}+L1xg$-ohi`j+9x5k>|f
zeFx*0!$QI$a-yO%!upox2KMH3l8%5ch76+ChBij#)}{=SMu1um=8kT35`bC|4u*iR
zlD@U$j|&|DQMR9~S|uB0YjZ$zV?bn)`Bzl#MY9(jeztn~stLH{*J~mFdj4M{>;FNm
z-^L&;De^;yA46e&84$zESOABWY{Vr2q%GTjD9#|FN(e}#&&U8csp#h5Xlx~EZDIq^
z<R#Gla@~)C*_+!s+SmgQ|BUvj{us-PuKynR{MQ#9WbKWN?EyBT{LMyGgbWJCrsjZL
z@_@HVjcg2z0S6SFY;7%#t$q~Dc&T~u&$!&bM$!Lqm;R~Bi)L^2t&AD|_zsC#>YF+M
zQsOfFykmmark2KpbWBVPf<Nw(BOwPH<F7mBNJz&F*b&yZ{Z-=Q$0<Q)Q&n>#M>9e;
zW+nz1eb=8mOkA9-FM?Hn76V}g*iG%%RX_Sr1ei|+aLG#>At4)AO+q>jKvv!#0s!x6
zurvM;3xEuM+zmji(fB2^?u(cFyBU83U;oWRf2HyLhm*cUZW(?m#lpt%TNwln&j07)
zB<##T6Z!smD3pou_ay<kf#CraNqVwxWUUY((SBE)<o|j1)KE<SPwFT9RQB(()c;QX
zgx|5+kCvAeaZJ&=*1G5kU}*_pPy&$3nTS4+fyJRkuw9Ylkr3y{a5Lef#-Yepo3omW
zDkg;ZBh2~IpkpQ;`Fzoyl#=)Y>-=Cs?vVMWGI=$ft9RU^$rd=94A|iArbhv;_q{C^
z`J<8Pu`pZ`6;y(TFbEN=1$s{W#=>CAT^|g(Ib$lFN*O%sCyV-I85xawzX`2XwaTf+
zg)bTOjf1cOO>TJ)?hj;jI&?dU1CSARWahOz?OwupPXdfsaPJ3fk3gPk)}AuoiifF$
z&MR%>9?;^ioPbQr5`XS@^@L`neicP0lF65f*Wy&6ESs*n?HnjH@80h6-OiD#Cg$r~
zV4{Y&w0AVH{1C^^i<eU0Eg2jhl0R}j2v4Z8Pd_Z;fd>p5KQAo1<KKCA8P8HP4lmXc
zhU0h089D8ID;AjUH>d%_>7UKp6MFLEM)q1bv6Rn>WbULrTsbo>+tbP!iXWv#D%3KO
z0=KX^68+ZDn_V7R3#OWqeq)m8Vh<j~@EsE=2yr}JZjYm`w=!&2K2gFrf1HP@(@u_3
zP(Q{t0d~=d*72eC?WgCiZw-Mt?KbXQUP`pWhBeieRGl~5XI-<~BOTFt0iU@pNo#z@
z1Psq?^E^+l?;a~La#65VQ?&D9A`YS9YLiDCt!cQA8*JaCM3px*J$^Qdr1v>Kxf0b6
z3qHXBeN|S7qi%QwhOvr|p&#AfmsqUCyZbuo5Pm>W37R-8G^!2l^2?Bg(J>~T2!=M9
zeKEVe8Q?e^F$qu%vhNU-fDsrWGYAqka7Z|ih#1h{eR!Xw7q#wLP}?ZtYTL*%&2KO^
zm)nC@GV}FAJ5vo1gM#P)M#<5_CjW%@EN1JVj-`pYYZrYXbH*F7M^nTFrk)ut=0<Nh
zUqv`#gOs?N&S%zr=Cab51R4C*Pi-rsy=xfAH3b`EHg*2<;j?+f3eBIqY0%!7$m+$5
z_A+1U@9$9QrggY~4A&ennIAf=YDF9Gq7Cyi9_{xeKeHTLmKvev7;W;>H)};r*PX!2
zh)<sIJU$qeGui$AWOAs#nqabiX@t!`^69<p;gQa9a!{{F5Bi=Vb=}?h=j>6T5!ouI
z^Z6UgW&gFnStar}TNgecg6B%sKBlkv999kIvsP9Be}Awobave69UB|aB&;lh3LO@@
zG|cIU_Vi{pY=5b%Q%GlA;P%Q}E4p~oNm~UZs6!{ZQ#kn0iZ51Qe(lSws%~TMa)a<7
zthi=Q*oUZyNG^8lUa66$#C-UFczX+gxUy{D8<zxkf=h6BcXtc!4#C~s2^QQvg$4`m
z5InfMdvN!!Lifz{ojcuc?)T=tiqtXo-fPu4XPsjG*KfDj7gm3^s`HuNKW^N-xC-dK
z^IE-hYx+9(DN%ThK)W_sf&p9boeW0$^13;Alp_b7o+T^0MR-&E_4J^U%oozB0##@T
zVpgic7N1X}%tj3|2tl9MIj#r3Pycvq-vP;eKJ*Q@lmaK>v%F_7jNR1x*N;H2>Arve
zw#oAMd3HEi{{sQ$6-n?HvtKd(bE@r+(_g_O=KNnrl)q}gPaNDM{!hcre@pECWnlhm
zzx^+S8(`M=pTmvTo#%#Xk~Pi`OQhxw6d}VZV;7=N$dU6wf;5JGYlXPn(eYBw03c5u
zSk;v7>vN1cXQIZr&yiV@x<7L_khDUKw|sNlc%$=t3Jw2`#e6JBFc9jW7S`eC=GS~5
z7@xx{Yidd-_nn*H6}RKKxHx&_4;U{^KG76&rxCTob2stUEbo6yhi{sd1ZV1uzG}+e
z)$W%5`Ezd=A%oODRO5xpqCXm*EV9RVOyVhVZXDZ+@18--z1*`o+Yu_gd_})gTQ_FX
z@)28j<`hLgm<$?Oy0^Pw`1Bp1*&}{fn4wBy?1F0lMQZMjv#<JMV`Stws|VdU-hSr;
zw`hVPA6FbbK6wDbq%HFl{l-RH+oZ_7M9gWi$O0GcmctmH@fVkjbrhO?4{QGAacpZ{
zt`C+&6OunZ`Y;0y(oby8xT`C%uS%;+4oGU8S1s8N^xTrlyQ?&5)4BD(s3P_hey##B
zohT;duQB?TnuZ6FZX2~DMSEO-uzHJd09a<Ws=8?o*Jq)5cS3DxsXwCc?Dhn@6qtI$
z_YQNT-@Hc~KYR4Bs|?CbG!vFv-w`qkeh$9LjIFkodQ5}vGj|eMsRlE;8#SP)eZaED
z2*zcxt*78c=Nq^OeB`hx>ybBWMPvR~bt(*bJDIgq5hcp576`oXo;<kqD*xhxVLC3Y
z@<@9yj%i+IDr2Zh!Jnyk&k|qQv_}dqJD(RhKJb^Lk_VuPLI#o|yWIu9_+tj$I6i>u
zy46=~v&Qjskzk*F)BGWl)#!K`K}U=tf59o(-;13+oHMJ{QWY>&TqyCQ!3-q7dcI!3
z1>`1bEST2mOZ?0t=Q680FA-h$u3OfqsS<trDgUX@K?u50H|Wog1KbK{81m}omm#gD
z{v=sDqI4^=c-s+q6iHMc7`xrdLU<#SX`LUgSi)0f9uRE(2<r*Kbji!U^5##=nxqXD
zrFt*}xZ)#6R0>8?rz~eaCJG%m+n?=VPGSE9WuqpwsJ|=cezeVWnDvX>Z>mnY!nqsf
zE7lG18xVaTS?f`&PBBAT3|42sq;CI}_~zpPc(ePetVn~gWh5ykk+!OF@wGr6o5IQu
zN*VL3zS8a<hcB1gBN{bbefraTSxYY?rEW7X+l2sMS3#xtvqwp`joKp97mHOr&b86Q
z;Ze<#y&uQsRqfi*n!#>+lEvL*LCCO*TpuxNDBGrv>*WpcO9wE3z`4dB>ul5*VPD=F
zHs<BgU`!}}YjE;ZeJtX_Vq5vKf1H)M#a)_Sdbd_KJvT?W(Cyreqv(Hb&>Z8V2$14g
zj_13lxMxdd8+Nv=;YAgze4LSEXUCsjAITqCSbp;ASl$JHUZ3>IMrwMn@^DLh63FAz
z8RhQb*se`w<HlMDva6drcBM+i>fU*8qAm?#W%@~Cdb@^r>?7oK0`>F(Jo=R;WgiM*
zrOOotf!h8Hh8#SW4wmlfSLmy}j?xFppJZbBojHRXq@l5G3-_Y&^M;J+a5yG8ZT#BR
zn)S&F7rcSv<}9h8s&Hn}8;oG0L}L!4=5^}RBhB0~;5cw&mv??85sw^wLq1LNA0Az<
zhcBDWO%#M&ojI+Iu?VjB-WfPLPH;*pY6@L;$eU@!OL9vas*?Axdn#qwYy5EG$v~6)
zPAeBg8llFXp=xjh2xoUZ(2vLmmSb{_PN*O~wi&G&)*7S?!@U!>Wmsf54J0e5`{`0}
zYFB|%^X`M8lLu-TAAK~*ICLF6M9K|gX!rWL8?W4tb$GG7Z-~73OO>2C6{DLXn_Un2
z{-6l;vo~G>o0EPRgar5gFQ;zV_q?klv8pw~MlUWNtp)^ULz}Mb7p5U%ACJamZVVC;
zzXVEU*fsX6d~Di#lQ6jhi@ETm8ttMXqiW_CZ7*(*F0TCvfnz=L=fQMs1q*Y~kt~Ag
z(Ejvxj+@(>3s|CRB|`%E+lDf+z=0hELU$AJJ{Y<<Lw!p+luJXh%Py!$a6~cnXl}T8
z-B^7OC;tMW9B@REgw;bp9^<>v`bnG{9e)Kh&E7q5_A)8nFdTktI3*S*Gd*miVu?w7
zg`Yu!3j9}H%pdCFGDy3@&<{WaqNu;S(&6LNZKEc+CD@gu?r_&=kP}?b;Temi(R;ct
z1m7Wux{sj<fctgo+uX8&qWc)LU>F0Tii8?!y(scTuxE#o-dmS>$!0As&QaKeNC@Og
z+Az<3UM!d~iVZh}xbkL9Ub<xgw?n-MYjOUV>;tCJJq{W?a(ys!OoUn7GP^;K;p#ug
zyU>QeOwjDJbcgYAjbtYbZs*17+x>vspzkldqoL18C`ES`m~`o&X(HZ1%^@B(RXD}f
zQ+Rma?epVOu{R$L23Z;}xukY-P;w{sQa>6*Ep_ST4)CDCjCposyY!4uUAJJ&8_y(|
zyezuiH1vUh!}->rLS><kaVc6C+nVTsYE0K~30&%`GO<IB@er5UW@rT`PcTv09?r!B
z<!wW3;yZX#aRv<$CWIRZ;#9-97{~#Mx{1%E#k4o*h4kn#Fh8uSJ@$;NR*s#vZJKq%
z;_1@y_-R<0nR1ke`iyYtlY)z8O*>D`>y~&9otiUMSurn+9-;&D4KK=QYq?vA;M}?d
z=d6Q3l?_W5Pj0wm8AZXR-8e|t7K*Y}(C0ds2f{BEHwt{nZlDAGmuSc=a1l*3OA%kr
zP6+58HpV-@(6(grrW}6#x;xCW?F?<Waca1XT0{%LV?<cRy^F*gBRaA8c9++ed6!3@
z7wRdzR=w`z;K*EVmL~`nx;zE<kwPnZTa!(y@3v%$26x;kk4c?o*GLpwR?uaD_^{9F
zSfObG8}8o0HV1BmaL_SOBFQvat+c0Mm4dX<sd2fO3>E+$^TyeI>_iZVBD<qFzGSGx
zR~ss3QXyl|-zD9tJ!&qxw6NvDMucvyNwafXgBQ8g1hntZ+M*lYihCOeAnF}c7@5G3
z{OEOf-viODVF91<>^6_uC@v@HBQ6!6zF0{5oq}qx9^-`0ILoPHf!+lw)8R81$&~k3
z41<sMpT+Zd(r-#B-vk8d5i}6Wb#GiAH<uce$AUIWdssb;=r`rcK-YS)A*x6~vVAu$
zyjW~5)p#kRjZwpll*>AE?-vopr*<e^;lPn2&lLLEK|l#-+ve+5zsDYl9ld$j9rr!7
zg)glFu{TgIf95Aeya9>yCTJZ`V`IAp9M{o`u`?)jyhAg>Mq;NI-vQepq4{k$VW+X>
z(|F}%8Eeie3~q#D{D4Sw-)Q3Y0GbV3!HO~GNg^s-eA!6b!-f2+9FEuA#}C5FFy&rn
zI|u9Qd1^cH#a`Y{-mdmZd>z+B6UBA<?vOea5Tlmgk8?Lfi}}ryl`0Wi4a7fi(vA{5
z-`a78m;n_XGzM^4u9ezUN2WMMMP^t51I`ur$FonGM0!?HvzYOkpNZ$=kFD6u(Sp4i
znKk6zVW;uX$e!@?XkV5#<}<*HF{Zj+#03)GF3%Te@s6Ndw$2+W@V$ZBtlfU<zG_h9
zp{oTXANpgxy(PID+3=zX_o7OKQWOu_*nYMm&c<-)``})uQX+m!CLDx|$aEPD#>JOO
z9XK$$a3_4vK(FWhQpq*chkvtz*BaG7c(U?h$7}iFyMuD0mz#S1#%<eth&Z!5(LjgK
z{TrPyWp?Z#w9*f8y8=gTsgpg3zIT)Lm`IYf)JSlPvEbID6?CJ!l{C$w*B}7L^D9^O
zO-(WkQ%DOJ=aqq)Dl5k(-J<N522S1Vp<v;((jRS}FT+J?#t1DO@Hm~-YGI0sYnHrm
zauea7=28O{O}m|{?R{QoX(ZS@RQBlT$!j4*drI@C^OV<wAOr(SxM6k|YNo&G$dFHv
zAI<lie<Eiu5p(7N<X>2Dk1CPk(O)G~7oq_6RlLuJuZkdW)_QMa9}&<Knh6NLiXC~B
z&+GX-Y<5@odi;Q54hbbTc+;mle3k>Rm55$a(t(#$|J8f#a+Kg$HQs-Ts?Z{4y5+=Z
zXz=Q(+tqb8UW{tbUb)4~z1i}DrJ-Ei-p-zp2JpG(xo6nJj>@=N)WXBLIAL?$&DrJV
z$emi&{U;lFDwN!VXi~UZ-|Pv788IT+d-@7B2fkiXoT0^!TUg%4d2Ed-^-OUv^uubK
z%CT`dL4sQwRU4-V%hg&tlPz-^+Ip8U7SNjG+}xgQ#FM&ZAtrQd-<LX7jGD4om05Zc
z#gj|F3X~q+S#W2rc>6MQmqrwN*gC&#K8YA-<S@yw0ica5_NOnrzugXxf!sXU#|+uH
z56u@3T3B2!$K32b%~%x23YPThcLjLuo<Hfm-1pg{G4Ax>Qh2qdsVLh0B&;#hS92CD
zl0Cu4&vv%=<}CS6ayGcNT&wiStxPQbh;Ujc1HY#OZ*^6VYPee6f|7dek^=)OvWYKQ
zDX9B694)j|R7-!}sKD_}j`md8@Q%^?+hx5d(r@O_yC-zekP8MP8N`R&#}!FBL|YI~
z>rvrvK6NmYdfDER2+!5y{@nY4Usu=As`E{rX~0P^ZPokbD}AgB8d)dqV&yTbVOAcC
z6H6t)GY~k@ZPCEdlO~->=MP~}atH<rPX#^i+tHW%Lu<VpT-8rMT#`yVVK>1{_T^bH
zlWSCS2{ZY<8uX~mXp8e{X5KdTGm3AYZI^U+GYhMrN)XHSa8NsaU1@(Y9k;C~b#Kv@
zf6v!NdRQ~05p{8_g?nl53#%IwiRn+a_o>)_CTqHHS`G2UHW_?x7LT@*`3;)soZSH&
zX5y8Q6u}&vM}FYQ4N|88lgk8uwsdhvn~&>-2bY~<RL`(x2;TdCQtJG}#S2p~ybvp<
zw?%{-yHsR#13|O#@V=qSV}RM&O{o9`o)ABen%&B#$5XwRr+Te1yc9^14z^K2D(+8E
zktZ<YMCg%6SBPPg2%pOX4eHYnLK{##CXGAZM2wa=a3O7K<7Wg77L#UPg#@~sh2^2t
z?t3UjH4c+~LNNw@U|BTqszWuhqzyHtTt6cTkN{@pA-NNjec%T^P5I1S5%_vEnv(kB
zW(wl!gLg34w3k2!p6^$Jn=F4W-<~eZBIG^p$mM8gP?1t(|BTq4aIz44Z@KYv*5QqP
zLRqikqE*n!#<rz&<)m*jPLWFlN3e+`x55hJ3JCus7iFCqBL9-i;)f~<p#o)zVAu^L
zjP)|?KHB@`-3*sb96h*nbaPn2WIK_&0XOTWcggv5H3Rr)O_A_`Zq{mL*6A=N>k^nI
zCDK~GLa&S*ZA-dqYyjxt3JIWJPH&wh_A|yu(N7*nSR+XxyBBPluzKfv1~}<?kkXv`
zt8>bzJW$+mNviyh+qV46QPPYAKLPV22Zp3#oxZtRk&%+T*|sCLC#pJ(sJlpcXve+z
z8>e2HF%LiFGxBOj>t|irYfOm>>x{dD`q0-bQP)`V9MY6Id8NVvuS${;a~aUDnQ(sc
zM=sj#<Y2Nr32@tjjSLG@6GBuM;BD|>D(_`?`$(b2sc~k~8zj5T<BC*&`2lS*V|JIP
zaZWC0;_nieD)cjQ!^ZZqpuWxX_SrLxpDCeF_-r{cU6e$!fg#Lq%ki`!RYtV2DP-)P
zK?DV)z0cphbJ=UqA};dFL5*v2w-l97ZU}V4+itt#OH{cFT(wv=OsPAhdMz5&^kwX|
zlK8{YaSJY?V&=7DYq`sD@$!3eWJD=S#}8v4qDY;AU+V{UoQQTU>br+vju;_`5;ljj
zc6hc6Lx`o_bmXAxY#FsORK76s>CukTSIh=7iLZSdYi{#pM`|P#1XvoW=LvM$o4GSu
zZyR>{trEc8YGXO92X1eX0A$xLgG@Norw$ERdyqiQ_inhXTrwc##A7mCFfN$a8G5B7
zhZ?_!g6q<oWAWR=$Q>H042ks1@&l$ThighSEn!RF%Wkd+sF-(?DTCqR(Oo9h>^REN
zy0x&SIlo0-!jw@pE~Kt*V<(t>A(N}H#h9=s#xU5^@7VN9q#T^IXkW&sArwF+?v(Jc
zdsu&Pu1}FO9ctaS)Rty)s)j<*p#vadrx~Q=5Lj_|F{#T~it8pS`&M&m^araeOdq2b
z$A;x4v8+3H%&6kgqcegj!DKT3Fg?-^f*SU%!k-T2C^dyFHkS(k*)L1^RQx1yVq|D3
zE{oX>I8tNMrlFe(jkMqv_iU{U!I(5XFYX7mDDGDBrHK@08AjLizC*)H@R=9x>*L`M
zd$=xEr-8vv3IPeRh3j)*rB5(HlOpR54enf)_q}%^%2zjr>Kw6$2>yJuZ@5&90g<)K
zEY5O#&eV6VQe2HA7Z)tU1%^u4pybO(P&erA#F5TL$}9I+$&+yv`Kj9&B0ipM(=>#v
zOUTowN~OTEQH5)ungtJ&DB(lFdDTKp;nE`R8>!r}E^MTgkA&mgDRQ1jJe=A@>sCx9
zJ!df)0b?iy{$6R)q`{WW%A>)&NvrGXx0sy4CL-s{S4Zra%1-^{A1>^n+KQ&2t<fS$
zhtAy;hVUK8yBGPNF6~&A6VALiPm*I0GNM7WetrVvKWmiE7bQB<te*wl&g3YIXhL45
zB-0K&g*4#-ET0C9DeBXQ?=2XI*XZ;L#<1&xk$^YN^r9<|X^wqfeNp!|O}VkaskgY0
z4>GmvsT2-4c>599324jSF1=HkG-JXyiLh7#RC`OVvHKo+bXD?@a${o{VaW@bA#U0f
zvp63N90Ts&Q+o5Te^A9Ny)!O@+y0UgAr^gJYsxu%Yfq(-R3H_yEeFMZvbw7CgDigE
zX^NISP_DE`FsCId5AME|PRbU)L0d$-OpO^B&Bn0VeKo~X6`MmxRJg%SI6$h?3gI>#
z8;YH3HRJ+}+0|RBHZ^Gpt~j-gTc)r_O()MPwT61Y@Ch=h>g%60(fKw!?J+!55}-EE
z+zKe3TsYAkv;?Ut$*+{N?0L~QavjaNXlE=<kd2ol$qxE-rBfeA3c8v@nG)FsNn96{
z@@edxC_bYFkskF}*-&NCpNb>bjWsvDm=+79%Qc6f7$fngWkOIV;3zfIvX(-c+d`jz
z_9FX|<d<{tq#hEZOjkO;1N%O@RCcObccq~1R6<jN5q~IaWs8uLZwMKobXwBkPO~{O
zDY65ZE`1sN!uFn(>Mnmx88%CEOQy2Xp#~mts%&eslD-4Av4|s^6K;+_Dd*?A>sA>d
z4!)6HN9^d{>`ZhoPC3O^iLfD<J1<=%hg6YI=bO+@L7<H0LRYlw>OpVBF3#^g=DB(O
z#k`0e*1r7|Tr=&pOOxI`?{oh)?|!sbM$#VyhH$yGR}RkduD8LgvI&9Mo+UI^Rs{B@
zZQ#?LFkJA+i@;JdY?_$K8>qd`?{{8AF*|k|QG1tBoB=)z!c5l`^6W9?BO_lN7)*D<
z1c_=9ws|B&d=w=Dr9SbHa%~#sr`J?gC|F#o(4)UmL=(j)l-;s(UrIq2q6)-z^lZh?
z7;#SesKC0mA#4o7i_N7slYX5`4#}5FY&Y9xftcygq~lWKqxH_rwGnSm039#A>B%_E
z)cm01&@T?&G=1nuWff_sPkS!|t?l!`&Ut(hI@O|(S2tt^9HU*Zz!M*xR;|+Ldf>c8
z#CM%^a-k323{yj&`JBcBNoaSJd=bykBMfz?t_)n9hzs$XN=?#=(k2a;UE{DVLW~tV
zjyebfmb1oBN_ZKei!^I(qyb+X>d4R1vj;nTxmZ2eQ_5XJ7bXmq<j2@(*|*Yvm|l^y
zB6X%JFe?n0I-^~6O~TPvJ6Q6+U0RfBqfDQJD|{)-oVTnw(&Dc`zI7<@QS!YnTM#K{
zo@ZV_REk38N^sUt$hlI_Z91}8Qc<_EnAxwZ=YOtg%w;d4WrzHlp6$8MR!cX!V4YSR
zb7tADmi@3l6M3iiZSo|y^1&=#LC<fhPb%Fy^Rh<e#~0)85sur@+OiM|Pu&+S$qUG>
zJ#}sOCMdgizKcon!IRlP&VHUGZ!gfBx@~t7X!-JOnjNjA=-&68z2&4;S?oDYEUBa<
ze`vAXSL6FxVRfgGuXk|sk^JSr>lx3=Sdq#(jH>2Yo_GF5uc*48pg^GFvGhe@@1{Fi
zQ)uV*PS4cRjhSs%M^8TdQCeVHCEF4W{)KSGYpn3U|MvY)wmfs5@&gDX^#3FQ^rxic
z|7^MDZ+aJCk=U!q0r>u^83De(s!RT<T=Vtdzh$NVjdD#UU^Bl;B3W4&f5}ql*nyRj
z|0vgF{`CTG1y+Inf?m^c{3@jU7v-9-L;D}}`e*I_j+y*bGWx66U&Wz+)$1QsJ^zNS
zEPvAOZ@vE6nEttN^40DCF<bx4|NpJmKT3K26Xlvf?kN!T$iV`n|Nfef9k{~8$w<fi
zf5bhqF})TN{!_K)YpLVkobswP`m3ZK3lrymQf>45JlcPuwqbhJMFB-qCI;5<Z`?AD
zI{km;FS~Q@l=aqNK7jsJGV?#N?-V|a@z3(1ucQA@x$b`<AIiwc{0gJ|gZGv{zRGXT
zI_Q!ilOyxOays`!N*Ew&*}l(lNR?rNrHE~gu@$quQ>db>{nGgzCN501WGx9~$mBw{
zc}Xm<&elCE_2L0y<Z-t$#&)F99(+v_MB!q!FbF~r%n2#z^j;SXR4{@xL1sk+9F1kb
zBtb<6Ma}U{Sv11rn`Zv>{uR`in@6kM;zC)hv{WNqOk#>s-8&B%(^6}g9R1Vi?b0l{
zaw)nUU$}Ow_qnV(UvkF>EC55BXFmdaH*gv<n4_!KeT>qDq-Lf!v?S4wS_3y@l6-V8
zY$3q3a>l{@hp%c)Dm>2*+Yr#56-!yv-eeB&9bQ2SpO8Q+`UM2`KObM;%YS_Uhe}K+
z^R9;wVk~EkYElb0LEH={1s{u*dGtnmHadEMHf<FWf+-0URZ3fFKAxT(pY)y3U`rm_
z7R*0GS7(doiVS{~@0HPXcm8%8no~W=)_i`?kUD}MA&QWbt4_1U{NwCcdRC%dQxluk
zr&1I6bxEHkbs$;F8_JvllG-?RZp1OPv6V>^EH{h|j?3E<u+Nhq1gA$GA7(WYv!oIs
zjVSa?S=7XO&*Ij<6*2aP6*pNP@8t1z%|-goHTH!-dXoL@QI<!?Pjzoy{P1!)ve=)k
z1SQfEC&i=6H7Qt~f~tC;(s!g}lV7v&CRpZUs(WL$ab(nUa|dg~(p@Ngvh1o#`1@In
z-A9A4U^2Q<5%8?sCUrUAEgtA91(k@}ZEU8oT6NcqLjppKw85$!A`A>d46*-bf4_dO
z=6XVUtEgr)d`BV~7F@6}@maIXWvC31?FV7R5F>Q@@d6j2(2VJ`jWc~`R~{`I`n>V?
zlQP-`Vu~mW2Trt60U8MV;Ggp=2j4WPOTT|+x%uQ?AEV^1ju4Jdm(6!~F)xz+r5aa>
zLe&Z0ldTIDi}unE@|p(-GilZOpn);c&hYIi+Kihq<i%2uF2PQlF_{bYiOJ|FM|4|f
zz3_cwFLM3Kk)8~jp82VVl|qHOzVg}AFnN9}t%~ypH;ZpFt8`W^+;U$ufI8i1+;mg9
zYdv@JA6%N+tzum<NlLb<>X+@|S)?f{2dDx<5t6<9ZSao_CWlHNTu+n5rAv;hKk@6j
zqrVY167K_n6t9X|UtU|t>z-Lw^4$@aP_h(m_x7-#ufJM6Sp<RYq<tBjSW4+Bii<oz
zG(W3VX~I9`4R!P}u!qfA+wa;GM?6`yIZQVp-pKpVn3P~MzIsrP;A>RB3La%vzlv7}
zfBBAOyW2@m+ZzoA23fRJ%Q=KDzY2#XYuv4-MtHF-hc45rEKB*lh?0~Xbpi;oQ@jjS
z8;>exBa9L$R1s1fsl9cH)Yl1gJHLpR=2=}exSTbqbYD;mH%pU${p|HxN&j!(G?_UW
z{}yll6XF}@|D*VZ`M<>*&|fhofbgZlMnd3!J>2{uWQjx7X#Q#B`JX9q{@RKE3z3J7
zorUw4ruPq#M{D18L*lcop0*I7fKWe}KZphx2{@Dy1E5iGgYQ$7&h*!k;{AnrZ(G;)
zpY82&DEitTn01bi=Y5(>Z?^{Dh??T2o<;sx17yQ7^%DmE`G5DTBG6n<^Fz13a?sG?
z;(g-cAq3AVTpT=X8f6%hXSwU4{4od!(ZeoXqWU{VM*NTNPIkuC@c^IRz|?3s_D2nf
z^v(lA62laGP2ie^lbu_DVy?Q-C29!HGx@&0_yT|Q4+Jh;d6=KJE`k0o?3Ym7xVX6Z
zcqCk0A_SeLm5mxibZ0EjS`Of8cSv#TZ<dkxjUl&!P-~_`47h}XhxP66^_eAbEj+mm
zr@cH3g`D#4uIg!CUSNonQ)GaLR^EsA$hlEeBs;Aq#gi0aGcYCe8;@|-U)>Jtf@Eu2
zHN+Fb0G3Vp?#NaAUNXR5`U;;J$kiu4t#g>(UFnOx2iwVe@)AKJ#+99ui;kAzAlarW
zWI3s7JCgy+#@DiAA9f((`<|&(bbcF1-4W<3<sWl>8YAibcDJfW@ZPJS`~2fJreP1I
zoCN7)a_UedbNi5omzBdkJ=Ia~hwm4?aPSyR^V)C((xwiLrP3N(MS6N&II!rqGyE+b
zFZRW@>n!udYx5fY4<9Kp{E5l&;%e@^+7xJ#t5FWW;ihM5H+}u)fPAC1Y-ijhLFe<q
z!sX#fw^UU^%ttHf1zH(5??|laj9_lx_Oqq)W9$^cF2qN57+;#qXlNgJyMSdot~5H;
zp<wN=>bA?euxO^$NVzh~7AEe=cd}$t2k?9!j-$;Y@2t46T?Qqyf*#M`Ab!lK*z*kZ
zRB8vC^dk_8BaEUNdg}3}-7k%4kGr;9m!Lw82)ZtO79LrCtiXJd0@Zhh-qw~wXw;iu
zOK$=DTB{g0BvqsPqu=4UZna{ttlQA}LXEaCYbWDNy$CK<8?V>BOM^PC+2*=Fhsrz7
zxVrS{F^h=PN`x@q1+WE@%sQwQ0-h!2kmuTGMk}Wb45fKvH0zpf@9skw_lFzR^<-Oi
zE6*-nRfO?9)Cqbe#J03+0=qWNi%vOZYnyL4bo85`m{ytHCl>YSmP8H4g^T4TB7DTj
ziT30;4vP#*{jMHs$d6mHHXKZ-{#!?G&irax(+<TRTJ&b4UJZ9!-;Jvbxd>-wTpI+x
zVU%8(Sb;kZn<F93<Q_9X+yQ?NJsi@D6jAfpYo|`9d5e-;>IE8yo-mHQiPR64oJ)1Z
zr$uxFrZ?CBsLb<BIE49XMC@R^)S|uHJ(5H6JFJ+m2J;+&caQ;FB=&GjbebIv#<gI;
z)U8vL>w<MKe%74D{uk~&G((>>bla&^50Y4yjHHNVUC!g~mCw2c;aIeZAvcE_fRyM+
zLv1<oO`<pTnn!YoqLVD!E^~xINCiE1q1}QFk`d<|j0GI}-066I_JAQ_Mbca%v*A39
zANyZgSl-p7MaR&}seYAB+SFtc;VkPDPbZueStutP4j?OCMxa2pGM?ePCU);n3405#
z05Z(FGTcQZc)z`vITgR0{7r3_=aCLDY00J~h)PZ&<N?z>9l@zhN^x+7wD1^9`Lte{
z{Y^_o!f4GYPJ+AHgrL9M)GnB*e7rIXAr1nawkT3j<B}`GDsSNg<NZ6&Asc~oqLlq5
zUb^O46mey=j+vZQ=`{{PXktSed{p-&k!y}B6y2GV8^;#H2*1ynIUHRsa6{Gp3My#9
zNSk8G%`k2j1k#MKy*z7*OVnr~C;Y7hYII$ET_t_63#1S|V|)4CBsI&j4-$ZB<7%$f
z=hM`0>D@udESQ|asOHq;wUbKkKHn#otHjTL@eTj-^pNrCty8|-lfS+?QkPG~qHGnB
zU_@Ubg@7;2J3C=QFq@9@lz6Zsrzk<x<Ri!i^K~3*L{m%3UJiREO{^8!5|kq+NG0c5
zwFIoCODH!VJLAId=Ueu?6jA^Ps9b+kx-Nsh<uXFEw}lRkDe)wHfF9%b>H_@(#`h%(
zG&_^Tht+8`9K(Ia8geG*JrlBQ_@tc$du^Gh@r~&YjVk@5U7r^B*FO(mwLd<rW=%O*
zLU)g?4~iAm_(2b5p@Mu2=zoCufxt{&@rFIPjIRPxd}2%hKd7_6HymlhpSPHgJS6^^
zIi(I_va24h;o($k#5jnElI@K;fBeucv;7J|SccwCWaXTf=6N$Cv+>2AJ8oMaESW<z
z%SeDruuR59iwMW}wD=*XoyceB1P2a_VxGoqV)ll>)ENazas}kG%|+0R!T#ax$?DWg
z)P*<@voAe{j!Z&L>b5uc5fkMmzzk~levNkdv?bdjuXE0~H}?Gg2Bg_EGdNcsHTiHV
ze(FRq!^U;WkD|FN{_=@F&1s2`EU3ejqc6{TFL&<qf~yu13X$YQ%KbeWfIF;n!^eYn
zIn_g(G2J|wE;VWL5WFeq;uDtTE`Ui3)oS8R7Tb(42A~vrFwTaHbk~-fm&F?3^4_|F
zqkV%1G4sC1s&;z++T-Y8`Ytu$$E@aZTi$g#d$=D?O`y`<M^2H(eTgp<5K&q>vdxie
zLy(X#??)pxfw{8C`z5rX`3(b2<W@QM3>D$pq!6#G%^U)TPb9JX6$E{v{@?Iz4Zv{)
zo^M&P@&Ryw8hd6OGCVrE<&5%U)BH}mYV{FM$Z>HbnX)pvq{%ogtkI-MgAdoJe(1L<
zwd}Zv)1Br_cy;GzNaVVuqc3NPIQo{p)ic({?)B5g?@83IR2h+TG$>c!!A;xLBqh5K
z?t?Js>{Ccp%&LW2GP~AsI<ao<xG0SV@`cDJHFuBOfxOL#=7Myh^9p4~J`bI|8nE<c
zC!oGMjBLm#W#L|a)@RDTj;vBvkfLHqcR!oLiT$|Q%-s>wedg7OrGi4!CYlS~=OSiP
zo<%Sv#DfOY^Y);7vVb(UfjYK~a?o1LP5KD3j_~&J)V|y}@cT}g00>lo@?cl7($`w?
zq3MPs{bdyn#J-0M%c;Z5Ue`lWZq&Sf0hFZkmaNN#%ud5rrMF<;g$2HrOolI%%q|{S
zaUN}v>h^!bf4<Isxwlc6$CENYQ25IJA=0d1`jdNMHItQYNT*oTnb%VB%9fInA1P0U
z_I?ahrbqb-o}h@a5Z!X*f?`cP)$KfzU+;j3_3R;Sip$Kfs06KB`!?FwX+XP|M;i5&
z5EU62)85Z=w&|Xyy!dTOl!-fmax#vP(Mx<jA9eZr%wxMdJAn3y4Tb*M$Xeq4^Toq}
zwW?gfo8{)+n@yp)C{8R&J=+AOIKA?&8(?&H5s!!mJjg}#xUvVlGY=Gg5lWg2zW!-2
zJ#?<CNio9rbk6e;-7$E_trb6!v=?WPLOz>+<!Z3e>qDz&2KyFBPgwA?)fbhD&jY0;
zP1>>t#pbsyJa?zt-DOEjh2|*>=;NsAKrNWp*#edfdC>QkYHb9|`5-J<H=Q6v$@I&T
zMwzb**{e}hjPE8ty$zqG#$Z<>DI2BV@vKSJ94h=gA5pC?dx+_A>eJ&cbr;mNwVB*r
zcE2sdg90Z;T42uP%H8CPm0YOIm0}}H9%URBwG}ej?xpQAG<&z8f5lOn`M|I&QPdxq
zWSZUPrS4S99&G7)_BfjzswUVK(b(v=L-qcCxsD)Iig1J^!A!n1>4!eOjR00}-x&`9
z@?`DV=H{N5K2}xB?WOzja1SKqqGs8yGiS%C#?`Xk3cPf+T~b*t5FTJET-@u#Syq^b
zizyiB`t*^J)Yub|U}jln?r;f2l^3k{aNatjm&S!mF<Yn&^-kTsK~s<log;)4*GA%N
z&2*Wv1li}{kq!HKxrf>=m`;U&<|T<jUQ$<oLW?J*H86ulFs20D3hRst4p?&ZR)0Sa
zei|~j5MoL)q>Z~u!c~e=fT*xodJc1T?F1298Ue4bkCH7)K+0Enf@3c8V|al|52LGT
zy>^~a&nwGvUibU$p$FZxo?%l6*L<GCs&-IHe;kP_CeNmiWL};&e!-hI1cbF=P8#Vg
z5AM2&bIMgbp;2lH>Ktv6-JT2*Ven>&ec8!KoGhq~2j$1m?uu`BMcHxAP=eSqj_77L
zl|F68`+@J&a%@&w4YF^AnA@LM7TGS1rO=|=r6j1S-E1y?>L0g(mJ7KE?7MMoRU%8I
zyiPhHnAQ#(i+L0lzzh$eOYGpywX$vesrQyeP$5@3EM8KhpiErPk&8%|ggt&2Q5uE>
zG1{PEamXR}bY4_ZgTI1%e~dDFpAMs(1<?kp?ZI6!o-+;kYvP0FHdRAoo<KkFaryLa
zQ>qyK?e@&pQ?ed@+HPz;QrmT`f?6wlg{6(#&9sex4WS0UWur`$=grxq&ePIp#P<GV
zlji{FGeqJ^62*D9hQvvwT8msjVtV9*A|t+RLSLx{ul+%#y4}vBOI_A9N~eAv8+dod
zKF1oM{SeAOQoGLd=51kGT)?-;oSwmr&0W`cms%BzsM%5Zz>irB1U4i}6NO4HKTs**
zR2@4!<)}N%i<$h7Jicb@J!BLN8`}rJ-30V?I%BP|s+iO1F;Kmqxa-||0+7G&4ph=&
z*G9z0pE`troEB(utjFKElZC;}SbLUvIqTM>)g#*)s=mLyo6Mt$O(HpBl`CyrRT4Q2
zooIfL`&@g1Cq>RyPmtrAt8yr_@^n7y%#5txgHo*#&{;0$Thgk2T|xW|b89p`3Z>&`
zwply>)R2J`Uti-%ixLw9I+fVFcl!o%v~=>pp7Gw{=|P8mix}WjJQfI7%Jv2mIq91G
z-66g2!#Dh!=GM-~bv#_p<}i`>F?7@5r*NiC+0%v;gtRsiTsM(BY~QXqmXlE5B9Fw(
zxMn7-=Az%W*?|paNjcgfk|&n*%#6SvyphZEn+yRj(JSi<4)d{%U~-}W@bSr(IHbId
zm>+oq25~f*e>BvauFHUkFl-*l$4fDPl$aBefTTbCA-!BxT!+W^&SW{E6Mm1dLK4li
zQ+|5~*9t?_MxAcG-$|1}szgq0GlHfN$5BBYBv2SXa_Q4CW>h2+W`&$;KirNtd(Kj&
zfZ#_#kCBrE?Kx@t@bnRLHk_M}8jNUiwFEEMw%G)LlDr}#iO$6Dlx@!73j=8?cHr+-
zzkC!pu3RQWKh^ILJ=~b`c}!#8sKZT1X49s9w}&-zQX+k&TDqLh<MVvZ(-85qkqEFv
zMA-nDKYF+pvJr_Bixi~OrOS>k^)WG-ZTYzCx-YX*G^!f_IFp^q*ZWCqrU~MLu6d9%
zYw6M}@B0L2vlfe^I!PtcI6tyygVX_Exxto06Dg~P)|kr~>O|;9gJg+xlK+7HGb9t|
z+BJ~c0o(?}bFLhLZC*F8ObUe*`bx{TMg3EHV?)9|kI&tCi$YqhX8B6dvUU*944&qE
zBWSlmLq%?MVJwa|4{6HNa^>bygF&TGe+SgV^swFvRmp@+-PE-B9K2qm0Vg!2i=A*w
zn_G%iw?yPhmpQz0Wo%MF@==dvnBR@9O}M`>-Lh7@-jvCuOOO<Md{2mSoYhAr92V(d
zCC{@*i(2Pyh~RX0&j72XF{$HbL75q|etZ_(76tf@wE~Y3NW;W|)-0SlS4R(#^5oOT
z$zueQhf>xpy?VUr&#^S$dP}Dpvf^sWALO%-AGWQyU`ZndEhGEl>_-QifS=7HY@c30
zRk{qD5=aAUv-bczeTHg3{8~t}1?_QdW(uL_2WVyr<u~kCXOjSc?GnRB(zZ>gZ}A4%
zqn7py{>tNr&tN&zIN4abck5WD4LU8MmZv{<r;Zac=wgzkRm4g~D^ijs6UQe*KaiXS
z+E9=OK@^B%y=`FlbV`oH9EKWa^1c$KY@xo}KK%mSe+g;ZRN#Jc@-*!R_$4CiJe((I
zvRRiXwRm*3J$ss2i4@{{Rf3VL31FL5r^Kfb3fc$iF$~!%FJz`#P$~__X#^`utL*r6
z2A=FKGK9Jldzs0$ac;ebkBZL{yyh_K1u`9*BA!fQ-d@kjQe>4QI9EF|nYN2VUN)KJ
z6c*CPDAVv=cb;QrES*$0V7D1cYP@Hhn*EZM-3jAD%_b}qc|*IH{d0DnI_0V!h}*UW
zL6e^#)@;oYI|%OD8dEF!l>eDNVVcFN@1uJHqH<8=B~wOhTPDv^X^(L=i#ETU%_LYK
zSmuOHv-_dAiV#sT$QdQYdBuI{g8?W0snSo4uWykImDyW1;68K61#}ICA492eRIKDP
ziE@oPv#{r&MI}rujjcL@<JQuLqWs+YXu|k4s|JlkJNMxjO}yo3{vr_vL6(Dhc2{2h
zVnmk7g{*f=MJk%yftDiCgI$tSEBonj{cH4+9kX`ycpclKchSs&j_8wt%05dxpda3B
z`^-T-p@BgPp~i*Jo-AWGExzZP%D7S&Q5rV-`*3<_zY%xAea~iIe5i#D0QhWywVMy;
zJt)YCJ~~5wnE07L#zgDl!5u)DEqZImu?478D@#{~FF=S0N9qpJ-z>+}(H9|z!Hl;?
zFUQ-~8gU#s%*}UqhV_@(xA8kuWF-MeA8dw_L&knqZDY-)3Q#g<EEhhg*4KrHUinG%
zo^CSh(?K!JRMB?ULK8;OY8&=gF$D0bsoBdzyJ*<5SfzMb^_&t|u~Vc-qmnosiWsT6
z<V&@cIG;n|Rz?;Ubzr_QAfnE<obl<9DKNbpKbIqg8qy!~doj%kS*8?`o(;TN{PhP2
z9XMSVwf?Gbq}qLs&{WDQ9^DGSvSux(w(tG+?t1MSq6lj7kj&SKz>P+C?CnkVK|@Z<
zM2A!-F4{=Y80(v8zpw8F5Ar-o#KAh%bKBKro2P}^rf`3JS#A-qiRV<e2FA@(8fxtu
zQ(-4#P&at6E!|NrlcG-36Mnu+rbi12Wh!i*V8Zn15<kE&n^eiCWJ|s>y_Q@gLzEBB
zV=YOW146BnG~YFLPb~5U;EBGe@6pa6QeR^5VqM|{8_Uo+nYl98P98+5o#2a$#^rX;
z&*a2!E@Q+;q1bv1S~GpObNH~I3|f{xMr&#|HhAvGv0cKYCo`ohk1f}`S279Ofs-?F
z?=vxCYpZ^RNnSKPQ#!AJEi=o{U(rzm`pl!&R$lLsKmScF_EARRE5+n|(W>PXuoR1F
zqc;1e4JTtZT`lAc{HcRRDlHkf_k!+OhO-rXAjhclh*!XFkd^Y$7BUOVIv{+(tr6=A
ziN)7TljU=UyxPH%Jal}$)QMP-j?w#IA>XN$3XOh=x)tlhii-1X58CWC?U~hSl^{Ao
z`9iOc9C~z^7yE8wlmO5Qa5sYJ&^LQ5S#UVXJfcu2Jsx*mCoI{732MbU(lpLgJC@T{
z5bKD5mppBHvPU{{Y$5iM%`<ZjTq;>(SL$=6FPvGj9`92Zv*z@1E9{m-EcJO5rpJvZ
zLYX7sGlAbYy-gTYxO*UWi6~-c6hnnS?7P0}aSB>!ZOtL^C8^EW!VYPtaK5yFmO2z;
z{~^EX5CGUtUv!{?S@&BYVsduoQS#g?@m!(}gBu8Iv}C2em5{Km9em#u8mbfjl}$SQ
zNcg2QZor;uyQEgC%1)Wacr#;{{aaa^LpP|(=e;<<_y;u6L*<BSH2AgF1#=;gB<e)N
zolis=y1F9*42EBfY63Z>zibM=Vep~JL_wZnHBi|iCb>vhwj>YSRd}f7KH9N9L*bpo
zBj`>-9mA2L#WbpKZx`U*`*aO9S)w*n=s-z-!Q%W*7Tr>TgN>@uaU^hmf+|WCry#Mq
z%Fh$=JnLscFL*(u(6B1J_rfQ%x#o=}J5{YP=Kf0LJEme@7~IaLynVyg`G)eOp+qJb
zNiJT0^>@7AIS2H4GI@+}cZ{ay;|6t43#`*qqRZ*pQ<?^KOqlnBI-08DSLf#ouN)MY
zQZoj0^z?KF%`%cJH;*U#-KjF=$Tk=yx3Ix#I4z>ZGx_?Egz3n>KTtw@xNZs4P{6&<
zjz<XLTrl8dG_YYqkvFNHm)3YQ4uPf;T6CBlLp~`PPErNmG6UAp2X01|8Y`ms$su8K
z-LUISg)Ln+Q(S=ak_ApWoSa!rO=FB*;F#AEZ%;{Cf{Ld1I7B|)eBmvus?{>{4}7y&
zmuA6uB;g!wU*q0ZBFfY@2yK)|Nk#tf#W82iu&XsTprV`+Ni+w~|2{)^1!>G15lb+Z
zR1yZ-+`4*o7ivnvs+v>ss7vj{pf*KD6?)*7bHw)`-(qmHGED|!X?y%(C0edbu0C{3
z6B8z8F+6MVs*MNJ65sE|#m(!PFyKx%c{z_gBmHP^Wah+EFeBZRk0321m$Lk!(^3#M
z-*f>)I4|0-JBr2Hx-5CFy>Uqj-cJR$9NTsB{@bM*yocvSpu4pMYN&G!-495@%(s<r
zvYwI!+!Wg`+>AA_tRI`liDP@yzqad8C$VjrV1<au;`I3nc+y!~FlrnjfH^yD7Ue%k
z5ZH0yafBGKmCh{HJf%_^vLEUQo6EGzE<IqE%rHc7W=LR}a&k_bkj5x9hff;#?rXba
z2OFe_9LjJ(jW@*GA<L~z>6x%v1P#?9yPgg<aTnjeVf3<H2+VHlD|Xe_xRU!Kn;bp4
z|NTfpaR~MeiB55pizdOe>Sk-<$HVGP4%6km+h)m=NamxbHUoCM^NGg#{cygyYw<(+
z+4RNltuM2ovSb&}G4JcjP00Hyj@%m9qpll!P1(}fy^XoEhQ|)mht!nxnr7QBaH4oe
zx}Uhmmc_~G+vhpGEOr+yZmh){zMKvW44e_%2F3<j<7{2e@-6xYR#@~sU#+S69v2+R
zo@ElCdfUD$*RhXrWOs5qjcThX@UdMuv1@AsU-r3-`m#EC%gy%SaeFhtj_S>PcJjFn
z`+;w_!uuYN+Uw=Px8vq!=Y==oxs#6JFVi@Go#gqo_gQ?e9dtGIgU+Ai8UG(?yqI5^
zMnLxW?;0=W-!)#$|4QTadhp+ppZ|vL>2H&?v;2<aXW(Q2E&*j+zX_i>*;v?rk@{IU
zn0|Fn$H>aY@oVotOORg2_CM(M&)WUHS0I8P*cmGe=dX#2>0Z@W|Ekmfp~j2zUpM<d
zwDgY%rhmi1e{JcXy8pj9_&==iVq)T?13H(Hm6Z-S-TUurY)o`a|7RrsFV!F6KO^~>
z{~J<C!NAOfUctcO7YypRq_~oaqph=pk%=R4wp~#-Cvjyb11A&UvbZuU;p@2#T;d@7
zWhk)qSB4XCrx=j(#rA8~h}Vt3E60G_e`D*jumN|zUJrlUzz*E-dSL*YQ20+m@>zc4
zHi<jfI@<yJe-*O5uFxyft2h|gINJTP)ySP*SQ!Yua<MQnQ4$vd4noDi&=GiuvXg_e
zk<)Mfa0E`K{9k}nuWkSR^7+#_e3{r@+4}#;d0WSHT6QxaiJX8vb!ULbxvC{?`7wUC
zf2RcVZE8$-pD1PSGB)YUoi7#n7r7#Nq0&@u`GIq%XY-q3>}{K1+j1D=urN^yLYU6N
zph>~fS!}*qDK>h9<rvjZ$MiB;15M3N+>-|y)McBhr1Je2#`O!TIe7vaI+Dp$%CV5<
zU>|0XZ#obxEc*dPi&^jD^f_$7q`mBWp{DwD3!CRmFuA+Px^|I?s^(g@*{FMxt0koC
zy5w5)RC~A&#LH){zEQ=LthlLvBp%l=({3@=@cmTX?d9{7@V-w24bRZ1HT=uKb;Ah)
z-&Ii?17s5NPb<?hI1>b`fJZaL3t){~h?ZAF&kNXci3Rb$zCpj9HGlK!-w|hjXMFwI
z@?Su7qJlsWovekCgRP^jsgsnsiH#YMJqARoIa?Vx{Ch|`mfz0w|AM6Z{e*rU<LhYH
zUXOZR1S08JUN0vd!awf+V`TXQlJ2hu_#cGRvAl+y*GuppL^$A3f4fS5!Rda}RsPqL
z_}35p&E4|<S8%%5j{erv-#@v34CQrXzr*SN+A04MQwPM){RXLHWMF6e2c?dY@sE@`
z4$ePN>R8w~{y?c?VP<$8!CzA9SlC{V`JGb7$j0%Dj`vEbV<H5$4UA|1g;MuAAIN|8
z=O4q{s}uf8H_Oh*@;4n5E91Y9sry|RD<Z5SV)BcjNH1yQWa40FYX!VD69R8pCiF7E
z%K*sf<6vfG;P|8B=4I|>4FpL_Oi~O46sTa*2mS$hSqIS+b+a%90g;sjp#n;cU_c<j
zK|vsaOTUCoQsCgP@2?^!MWo-Bf2}AYgFyUt3_`ae%0HHY+kihAk^=%#74xzPA`Aip
z1qBTS2?Grc4GRnN1`Z7#?(JJRY!p;PG`x2N_;~MdaS2K3$O(yQNN{l}*ePik7+F|Y
z2*^2kIhc6pm|2*9H3A9?3k&xa4htS0i-`!Ai0Oa)dg%Z`h5>^D8w3X>1_46`1xE&b
z`3^z=94REw6Th7C`wJ8d90C#w8V2^wTi^k;NFZRK;NV~o;E<3IKyyL8f%`!qkRefs
z7zLqF6%C+??a`S0<8on0gsM8xmBvp=nGGERVBcV1Vqw2~Pex8bNyWm-#?HaXB`hK;
zCN3c<rL6KnRZU$()5zGw)Xdz%($UG;#nsK-BQPj9Bs45M;&XgLVp4KSYFb`?LE#rb
zQE^Fi&9~aR`i91)uI}$Wy?y-ygA<ce(=)Sk^9$=6n_JsEyL<ZwXXh7}SJyYUclW>S
z0tEs8&8)v$_D^;p1MLEXfB=Vp{$&>^m@DufI5Gqz5hE0epdz$^Jt{GiKMa~sTy9k-
zED5vHDY~J<_!|sTmi6~%zf60z?B6pi;QyCpe>dzOb}fLw0Z&XYWN>5<evlhHWra}5
zNgLL;NsG3&sM18eav%dwpkGn=Kc$hDw$XAc$KrqZyc8=wQ_uIFKl$`TSKoJgP{0>C
z=D^|w1n~%k0CaCq!FZ99^9DNyj>3mVbI_${{m8t+kXAkLUZs1(3O?40w*s*+-Z$7a
zj|C46u@Dr^Nl^fo;F0D~?;hl^fyd?nb?q7Ji{zOQB!@iQVa3Tc8No#J2_<u8;5oob
z?>J`AkLThUBgp94#M;SsG2J&9#Y-ie!SJ-MnY?`-%U9}><Q;wqKNZin5h4G}97Ik6
z^mNjSz^m&~<!i@hwET@x4nEXb@u%kO(+aUS(3T9mkRa}TkF-g=JS1P^UO;qrA1Piy
zf~zQrlsgw52<~qP)$)(<6Re?YLEO8&6dQR6AV1z-N1`D{u#*4+oKJZnz*-3`UqGCE
zRIGm+-R?6+;p`JE*9*wgT>(GZaaiZ6So;fzPwDt|#f|v3SkLob4kEi=_>JH5Nyq&Q
z$m9@M!lT@j9P^rvYhc_ttq0%qC7LyU0_bksqtvvHLmT8QBJVZg4$#A=)vSWE9Zhrm
zDlZ`KF5&YZ)7T<F)|LD2ry{VuAj{Et`P^PWdK26(wDl!UF}^V#oV|cVxpLqqphN7U
zfp!gS+M-xJt@>TbKA-o*JiW=m=QuOM=YcLV0^Cm>-p%G5;lF^S=9}L<?t%O9v7VV@
z^MOtApIrKG%JQ+F*%OfaRSeu@@t;))<@s@N`@VB42)%fOEc#?*Gm!uMrP_HlGPw=c
z+_$!c+|#(m%pl45u4*>7LcvB{@OE~X0MAS4=9w`@Mp9~VPP{7M67B`W?O7cSbSit{
z9oSD)QT-Co_l4*<&trQGYU0|iKUSYC&#Z+YYbVPE-vd(NCUOr-$HixHXCz#gRH}MF
zyg^<-zA=PPN#@4FKoi^a0W8PI+ZYbpNE(vxaJp7MnkO(HrDKgwsf~Q@|9K!e@FqXo
zz+ZR&fn%}feO;^F-rLge5z8IjxIO`XT=QNQo3}=$wxD$&1H@|t+v<Q#{HFS@UOo8k
zk9LkdQ#(X`jhfdw`B)@`*Q~mS@-=P2xy`j9Zi@k*d$9;Q#-P&|+-`b3{CfZ)PWueZ
z4VF}bkEP_gx1AgEa600)rMHGK_@YZe+9>6h9J>TF&7~(HS%_`UuH%H^ejONPr{K3@
zDyj&@r)J$AfMncct^#|}Y&u5Q9V#>I-qXIy69HV;M;6wVr56x`&KD5h#TSt9qL?E@
zFJa`oML6F{)fbRA6Ae$9mjlLRvpP)?{KqYCb}u$+j(yE2p?n55Ano^Q+g7*C!5ANe
z5BTh%C2HTs-0jUjtF)hvEkuIWh}Dli96h5;zJQo{J2g_4S<LM*m1l2D@SFJ}A*9V@
z@Sn7w=D@}rfq&KCl&cxFO>FPY*IU5UcJ8RGhU3a0ILm*=UerD*wO9?{zx@!_Zl)t`
zf%sLcm@kg;`5UO-^SigYyfi=MA3@uD10Mtr0dXeArIQIZ?U`D7^CLH|!xi759~jwu
zGo>+q9#R<(Y|xnbhcS<Cn1gfpjB!18teRAE^2W9I`acNV21i3?#>^V|Mt$sl;OfFe
zx&5ra>?3UeJej``)YK*|v4?$4G0VO*A(-)Fz_|`MgSGuU@g31E<pt#DRQ756qeS;x
zYkiy*j2DoN(z4KNk1?<vS=FbiIS9RdZTTL8;04z}r*!HgCap#c$xn_fBW0MpT%acc
zsQgEu8&3V_PD{nuPeZ<EDm_m*JW8GI{~u-F84l<7uKQ{sf)TxsL`?+Ii84g=2qH-I
z1VKcLHtHx*qYI)$uhF9S-h${YdMEmfIvC@;zg_<OI@dYZKKp!FUoe<=)>_Z~++{7d
zJX|u^gcuBc?XE9-NK#3~cz;&;GWiq|%J3q<Hcx*b+uFvSouae(tA(+I*<x_&HH;XD
z#*WB5oL7p;i;`Oxy8)=x!TkpOf98*A5@@IQ_HTf0JrR_isybJXlM+F(!<?akyzs*S
zIwM~w2D}o~b}-yB3^?sUgD)xfFSicwj6$E=rJpYdv|91guH9l5wj8_l&)e&(uzt1d
zJ-_Vl^A%@TcZo^L>{D@jaYqoaN|`1nJ)D(X%ij%Qmgg*pa>TKHY*#l&OSf3qE0fn0
z_Tc#^f*u?f@zWcCb=qYmH0??Y74z{fXOyD^Vd~e}HmsR2PD?sflM{b%sYq^f4Gr>n
z&7M>|mplH}cDF@(M4I660D?u*X9d<#DJ9dfwbB}9s|<8aoqzCFe%E>>;(!RvfP6%5
zbwQx;au@!JodlFfV5MQp-&YoL`|X?M#XdanP4J{sY0FzgB>Ptd7n=33PED_SDFYKO
z>wP#UN#}rL`qyc$m0HGAK@~&mO2BDif7Mq~?J$f*y0Ri{)99_g+PNc@`-WC9@>1k|
zSr3e{MRuB<4*!@0fl)U{|FF&-J?VDsc&PZ)Ec56-J;t|G=e8a`1vlPgY0G^$cB<!2
z&va;{r+pRc>+D}fSMC=+)k!zNo#39j8z6cw8~dmG27Es*$9?>P#osnU#{MAIN1#)6
z+v057vMjmTUdpJmTKH7WBJ1qx1CD`i=(Cr-Xm0`!zNB2Q7ZWF6q!nQd`aQLp?EMjT
z^|Eb`2{%qeR?-N+c9*Emg=m?%r9zbrZvfTHd|5xf7Upg8KK2-%?S!@8imZi4)A&BZ
zIN+Z*!)P6oSazTF@k_E<X+I*=z54#Jc*=zG8ST^Y9?^5Rnl}3?Wlb4x2@`C!%}(sR
zf)hbPqr+KpI2VI!BV>T7_h+>Ch{jW*c8Q(`!|r_9#R?W4yE*V5_$<%<3fX%E)WAY-
zZ&|OqW{}arzpN4k^>1KwL#-d>-6_<cL5!F~JGp0KPPg?qCa~=CB`q=hp;?j3T^!Y}
z5x7QC&m;wsCnwCXvkgtjW8Jn=Y9tmS%nwi-CJNvdR^2N<p+|F>TeLm;H?fw&JJ7)O
zyH_WrbtPUL<#~^i_FOJtT#eG}vMITvIgx?Ft(x_WaWsD$HK@aE!073CF|C#r6*_zR
zJ$Iulv_w7P_fv(sBkc{?0xQ3M*$M>m;c_d?Z0bPl^$yK5xdJHv`IFD)4xQ!VOxFsY
z>dm>$RXil*ISyqD3Yt_tR5)8Bf72<?056SPA$~%aBFIMA&jypO^<j)gmFVz!i8)wj
z58HZG4K)eV@)A)3?2o(@vY==BlSr68qar%>=pvv?Uoh&Rq;l<II`dr^aQu11hbtfR
zdsfoh7J_~mLAdHbC&M`g9tE5tA1(dFxlA$3S85UiLrM7deyRF}x}F0+9$`3Q)mIAM
z`vPHR1w$vFG(l8>UX3kTmXFSmFxZLcb}Rb!4e)0iw!(zYLToyYPh%I9ZU9Q-6a~QD
z4>{dUa=d19cmGTWT=v$m6?$|AV$=QS4bb+_7i`9n4@4n|-y?)cQFpwa_sTq}9j;DZ
zy8+}12?KrDw$hoq53!$HG3p*KK-^*KK@1#cuV_G{9oI(FFOM{kd63(fr-WR+sfg)h
z1WIIEI5^(}IBKT2>P{BxCY9`*U91z4^c;A=bpyOAptW-x!ApZ_8|N5qHtoK|!_saB
z^kO<V?R$BRgM3hzBZNXIPD-)PW_Kmbg)-uvej2qL^z%s|9$n>^{44(oA5H<2V1_fv
znLbRBStpka&6viuMCT2VK@3c0g>eJ_9|JeC96^?pV`M!4_;qG@CFL9@8GYc+HQl7=
z<OFxxd~W%D?)#UC)05uq$kP+O?ge8y;n%{OlCehTVt^@j=Mj1SxO0#QW_Po&ltEfX
z4=OUb=|)Z0;Q}iV#?jMhO}Nrd-u~H`vhnI~(FhJ&=M|o{_~y4>Ngw}MU#eIQ&X&aM
z^pdwx?Rt7dKUmbp=zTYQ6?%M<VBfuljn|Nky;H^zWUA|IN&KGcw3wi3qGK;uqdp^4
zflG?8woxgg%-vs6ZwuuGd_rDKL;XrHBRGnLx%5<;xTa(iRa&wHRN!E~ML?yAqsX1*
zONloYPI5w3rHNzgh-w(vHzBiQhaMeDy^Ps!gkFhwNPmJ+>_uiG4~=S>?tXlK1GLB>
zt`mG^G{#Cc8pluR5;yH1yxy7+2eHWvKVOsl@<w%-$eY%RlGmIP_MEHAN^8EbC!0P{
z(nZb?y7LFg<ld0Oga!ou0Cjq|fjZ3wNhp3Tjl%2G>)nd<wh@BiNLS+NWW}6PBAWMq
z^3R{!`?qSE!{XiJTSBF$5~XLA0+>RwvH0OPKp&~+@R=z}H*VFNdO>EyOUY%OaJSmE
z9=QHMdZ(@Sd<thwJXXwqG(ccgy{6*X5*n2O`5w}-9Da8yfi0?w9Pw}-l@JUI_EK}n
zn`hPiT#8$xNF0Er{+#RAaW0Hgw)*8&<unW3SE4R0!DZ7=VKzl*9rN?U)z2^8n8`M!
zZh$6%Yo2segP_fJooR|P1S_w90-ZS;-}mULDfZER&jv%@R|4Az81f|6`-^d{o@wkK
znpp^w^0!jkkVndN_$VXYB)m5o1-`$s)?PT#ORWn*kfl12n_P5#+p^3zKxcwzO&WLe
z@MXz^Hkp)2SjndZ3irn*9w`WZnT>KxQ6|zn#Y=j1@&-stHo;C(4}htO@4}r2^tkE0
z;F2=WAWP{z8?=`GYUD`r8hUnk8(ZC5hx=HGG<mOuwQp11RBrg-KK-RZr{PD0Crgu0
z70&!%um40O(P${)$aOVO@XibO&Bh{&g=NW}-3WSLj0llUfc-x|H-c7i`;hqX7Gl-J
zt;aEHUfNqS`$L>Qoab5O=*t6m)qq><h&Y9yyG{Sr_)>t$W3=wk?9jnVDPF{xn?R7x
z(Aa2&KjO)GHZ(qC`)u~lTYOPeNoi|d&2w|$*50S=S_em2T2AxHN2PoxPhGs9ytkZi
zw#f|D`LkYe>nbAF$2h*<&~T3P+q*P_61C0`ir^~eZx9afOS|%h4LMhbl<nEY9=>e3
zl3L!cMzN&%Dsg4aD~e<4e$bwqX*S+=Mp<FmT;>Qc;x^LilKv1nX^Cr@zd+d5OV5J+
zlGBtnKFuv96i1^&FIxAx+iAfKutHvsS}c4VL-}H=B#bjhf_zaajq@oi1gkSR{|Nb^
zB&R!HjVc!9p52Iv^i;XSlHV#V)a{M8+zh$G>pXK+e3R>JnDEVOS!}RUW&)=uYx}3w
zrA1BpM>=_Xx@U_s>^>sdN?xP?zB2z=o&UE%n0cwCWCqSBv5D68Cad6a#l#yxUgYl%
zj;8Xyv8OvdBC<gX+Me0JbU_8#HU3=p5K;|%N~eUar`X&8r<*rGe~lN28Sl5mfvu|M
z4e%GYT!!l>l=O7(1{ltc8ul|VX1D=j43uwxGH%2Pjx57hEd_w;zZ);@7|YYFt^T#Q
z=Bb=}uC+WF@9VaJC%(k~LhkP$#cV3kAGM3mZ-LtYfP{YWSZ+u_Dz>*QIPk8u<A<2;
zM!k;@y#ajnlDb*RmkgJ2%ZrJn@33fGAJHM&0u526dDFAo&)&V9!6%;C={$sXZI*j&
z(mc3rT;cwC>yRvc%$N1!7NKM?p>R?*owU=T#;ar2=(T8BDxkC1m}lE0xFIq45thap
zgf1dA7H<sa`Wvy@Y|CpS(}S1coKsi>H##eWfwzD40x(5$Rj`okjzxy?63YOkCguIa
zkFLk!-}njHzxKFGS%RB)*CH9RLSh2LyUJZ`heuD)RH_O+fBmUd{v}#$jrSl1?tBB>
zZ8Vw<sOH2Mj=6sA(0QS!0qF*BBrp(P9o_u)0+K>DA^6NYF&mOOTy3*pm4=V@vqN?=
zX)X3nf1u+EPuF3kL?f;68pmDKcy;@E1{gy&{dM{)QYYsFMy7{rF73mx<h!_@j(kO#
z&%0V<Z_}OdV0e4&c;<z9-wzm%-*5dHZyuyW+CDVCpiy^{LHY#T;)%HnEF1i%xDr-h
zg$Zwb9|ADyfLipEWHE@A@tYEi?Z_TS?2=k-{lo#4nX^hr`(^q!aAre75O*=pq?&0v
zOBe>)V(y7Ub-i$8S&(n!+S!CDfIcZb|L*0(FCJOS_AcgC&$no4gVXa9NME$xZc<|<
zEr3tn>s!xO{R0+^?^bwovzz$h?%CQ09f1wC_Km`pe><9_TUgNVAaQTNjN1$G{)H@`
zaCLPH<XZdrw2V$vq<vmA$=9$;LBu^-mg%j|RQJMk^^S@r4Ll>XiJt#sH8l%iQ?m7*
zKV{Mge^-h^0d%?niOlwKJ3Xczvr~)VflzKcs`16Gsl3-DyB`nv{rHoZofMV|XU!Nd
zW*?(vNlw4ugbN~*XC)<C9LV!t>zu7mJ4JjN=jOIEn6&y<qCP1Z&T=cZH|ExBZM;z_
zzv)U2!`x^cy`ILN9kf?n^-<6p3yCMPlV<qef(7|XGq#`8p}!YD!*qyTb+aUye}wcB
z9*N|xL_vx8Y^(g}-~@xsh3wu-g0xbIwl&yyM<0es5K4WXy?pi+S_Su2qlb3UbJ3q|
z)_F2poLp^hDE<EOqm#SuFXeBr3<L5g$~TE7sK`tN=ZIH34Q(dzW5~8)1&b{6py8wi
z<p;e_5Bi(-+O9y@8KE8SgVM;v$2#LoV^p5DaMb?lalX<9+mD3C!<o)cJF~k4?Cy6V
z82I!Z6j;Z))hze(^dXqfJfp3abp1EL$KQn74C&JtE4<&;bki>;4?g;>-m%VLyUva2
zJ)-Vo3Sv!7-t{tJih=j)M*q~Y`I6adavH10`R7=LkWJbOuMk<)ViXl}pNr*vYA2E;
zul!v!U-Za2^D$e@2?Wb_T=aya%}?a<U{`_$L;3)<{GisyFg>Uw)8#rbu+!vbIu&aA
z%#$s4_I9Gg#g`s2v%fFv%2QEO%}%QxAa*65Yp2Ec!P;ovF+ZZF0=x6cb(;yODsZY!
z@p~BAv1(K_l<1moe?_Y)2J<Tux8b7U`P4<!m3JQ&LXHFbtycvnUf@JiuSz80sZfbI
zW+R*hc|iL{(;(|-G{xURZd$D!ZdVGS@;LUWUz)d!6D7hFaW%tH732$y(sI&u!>a_|
zI3yL@g7O3@qzu<1kCKhf)B}gFqW+|7EfpM^h|l$m8$P_psbu;?C_Ju5=(Nm3D5r!o
z4nLMtg+JRS1ADwkKTNElHS7UYZdTD&7|c9tkiIHAJYhT|wT8Ez^j+eels;LP?Q^uw
zRpO6jbQumVtBa*Mc<Ynnarf9GY`V^wXx7<5b(53zuSes1i(YMlUd1zDeOiWP%^+cM
zNQn2KuY>&~u8F}}n^|XmJth!vT_QcvK@sfE8?!cz?ai0eHOikAS$`q}J1V#B)bnmn
z|I&H>e37IqYs8F)QOVCmBQ_m(CcaI!Mzg|_4*+*o81O(0kYzVNp{nkIgEZkwxae#T
zym)H=!1CzKj@2(bu1y$c#@r*!IQxE6V+WK9+BG}j;WhiwwdJja?s01Dz=UZ=nWjly
zt157Zdq=jLF>&IPqoG@bm%3BN+$`gRll3&~nvYFx10-u3uLz=K{Oi?eSABk5E+$(4
z`19tQ3;trPe&go7O)3sQrjz|KUuoCq$84-9t){@ZbtZCmDLu+n4aN@*G=(D7wL!Vf
z)ghdAY1^jigFSdK{3~MMph75oY&v-!BZp$nuFzO^|NJBKv*wPLIvcLzIqha|3(tt~
z#o}iFgPg!jH`zf-QB{g3&|KinuhWdj(nO`uE*2SY+Mc^s*$Qdfh6-1I%^5?zmhr`h
zHS{yxQJU6&EgF$&jrg~;DAd@w14E@qXojrt#)K3!$I75u<Gl6}#Wg+7Z=?!;GT{mx
zll4yMTmsyCK3}!|Tyx|3reoFOgRgxpZh+ANqfMK@ua;{Oi8X#)*eKP5J0$5Pfa487
zBZlaxoH|>(R)VQ_G(braze;it(_dkiKq+Fiy|<Is0px-K7;43cFz5zY*BkRLUbz8A
z2!Ib-3RJ*<GjNRdXUZrXc~<o76BvoTcN_%N{;TBUFI(bY^9*2x;bGEZ@&OvUTEf3A
zCE9Vc>CW-%4ZRu1nkD*(m4`gvwY)*Mu8K~2y>+776o38Hm#iSL9%I<L&JA8KPd3I=
zqiptlF~97z;L9?Bbc3GCY6`(<@reOjfY9u9>DzE>YqF>5S%IatdcVzvxN+ou6<u1S
zCRTRiKgW+VR3JXsPGBdQq+7E@@Zwm)oN>;JvXGzB(W=5aFu|H4I~W%gj#>`@Vcf;M
zRm^q(POjJVUSb)HOu9Yz;vSZSi`D4nzJEpcZUnFHcpi0ntG<<i^N<A|0v77f@4eXY
z4`)#7ZO9Ek1P%0($Gb1Z;L=d_ebS%j-le%2mOz%peeDof@Osi*8NQU;r6-rfOl$MN
z&=U5o$e3Ze+MwtSpS|;3gzjt?uASK@&T8$2*Pmc)M$j(FP?`HyEwnA=Pp5H}Dw6N}
zn5PDcvmvi-5|R8Nr7}=-+7Ykn!YnN(<A9fGxHCJ{NtUH=#f0ho?EDU`3L?+&r}8O*
zq11Dq9YZc;y5e8YHIYT@nkRNCZbEN*e)hS#RoNT`vlS6+&znb9A1ejgo~B%tAPkTv
zY9iH5a|gm_OomUdDg^dx^INMuun~^=^HwZO(<gm~au)FW@XhErhJma6=jjIt+QSwZ
zkQaooKwd!^TDwmQGQPxRPS&LJq$DWz^43K?dT9LXEMFm8VFN}2n0ZBYU`i3Y93r}?
z-PQMn_-^FGr=T@EFLTXm`emZp=*jMP{WJd44qO^>@9)FF70C#p+5=rpHF6xnAiT?I
z0k`EFfNZcp#j_x5UWM)Av*GVI;09iivrN2+kzb2ID9CZ3L3ZtJe3)8LvV*7B7e8YK
z#A<}W>xQPu`(wP-1fS_S>SHIrv-Ot!ex*s+%9)SE_A7-ip*<FY2^f@Lp-x4NFOOGR
za?%Vhqk=hp&G|W!X{?gjY;~d25w~ZPUwm#dT~m)r@2PQy(V)}2#Ujjd{xVQcc4RA?
zi3)Jf%2eU(oh`D2;l`ppyDAj!vghzWoPWAFpNdt?K~Q~Y5Og=bH=6pa-M49cK%Lg-
zhtJ!~>1gA0%GZXOlbAd2-k1pn`jdzMc=GdTZYq1+=iaP5TlQeF^-$YIJD1RXR5(?%
zIV3ZKjHlf(ZgpSy0sfs`my;VH!8ff{bsu5HBLofKJ2(g8^a-Fk?CIA;dZ~ZKqAXS!
zCF|PU@6{<8l9b9@#u$MGyNp6%b%CpMw%CErz_#mUPZvdTG2w3b2qD|boeg`Y*RbEL
zVk|cNUV-)~k>PojhE=_&@cOqG=_qQaPKppI1#2El;@7E&1{=wY_dB=6ueotJzzJIw
z14&`2gBBDu=)~>l3CcqkmDy9$pFQn8q1H5g?waZ=cX=$!jOaRL>#9k+v?#m*em!kA
zICBg~nA%X7rB@Yj&Dpx^b>nJ;eyk9P5FA0Q-!rbilI+s%NDi-KbD47b1Kt-j=)?0`
z$!t}H84-D~<|BDMegjl893x6RdV4H5FLI?3ReY2;0CQwh?JswBT#-jZe{`5)HRNQ8
zD?aMY#ndrf-!2&N7x?2`I^KmPKoFy~)fy-06JIvFnvwae%jYSTI8x#4BB+=VD{n9|
za?^XIPAAHKWgOJoEK;e1$bq&u5?yYx(9CeNlQJ>wfVd%Uyd@dxZr<~Dd#af(88^y|
z;pg9acmgJcQBeQt+u2nnXl%``<x|;_HR$u{Yz*_)KOh5#+i6$p#NPdzvBN@@&s~a4
z=t3`j$#7<HdEoDQL)y@)oYm;u03|^xpPWPw;k0xCUi1hr!BnLMbY^y&Jqgbsvr}bw
z;f%A{$DT(gNKIO1yENQ9VZ>$fsFdySDqreaLS)mJNzJiTU&YDBQKU7wKDPJ1R^+D)
zr{t4?kk;CJM<<PQFbX-k3tN7J{?^Zs1A&Xs3=#=Dg5M^ljzaxO3pu;cM}>X8aboz_
zWITwKvlz1S;sJyw$uX&fRBzA`1!qJso0&fzndG#Dn+x?gsm!~LQ4si9+5~(Y2pE$<
z(?j>kd1hK@UrQ$jvc0cu2^jp^GSG)tQD$4RV1-u~<S2Zbvsb;1BJ%M-x_&}RZMxa?
zVoLdE-=GU`Zd_Hc<skn_$h7rG@2l6#dRsN4k&{Nc)r6xv@$V^B-@Tq`e>G6X#?C@0
zrB@_)&|7V$zEUD+Q0d5#C6)Io-IGG&TdOmcxd5+6c&iE7^Zf?6O~t0t9AV)(ykPjE
zq^hN7mX7p~)F+;$Rf$kCfp{hlU5>5K;1i+SXIP+MPao<aF~3NAOL!eSA7fC^sHMlg
zY{uy;)!TFCrq?1kQu6Usd2-RH5BDkkvJQUZ!R4}(v0I*OXSWP}^<=5c+<PQrj=QfG
zAVl6NK~E>^c`9-k1OL>){9#M)wcdUrH(UJmE9c()))I3gj2Lns8)ccdFq_0y#oo!e
z_hda*(Ob|%lTZaerb(-hvM3v`IvQycgo-R7%Pg6*dSaLA!fZ!Ff%i~sW?yd2^Niin
z@6c$TX7tT0`(02k(EO48lWH;$zjTLO89jh={P;WrLNSsf!|boF(RG%sGd}(@0alaa
z9y=zx^~iINeJh|>is5WQ=4?r;BJyDDtw>Y0^C!qEwY(~FKP}PB(Sjk#_JA|iQbkdY
z?~}(=v49f(JMI`QD%1PnI3Sb2JB@)km3bM-lW6^T(`)0%F(5D>R^0W&@A`ni)DUf{
zjl6EUUA&|}-^ZE#Av)xMIqfCaJbi$(q=tBzg}Nw_OG<?LC$2R1hyiHgom9k=9<ZIc
zqhL>|vdR^hGeIBVfAEIdf0-QAt#$~BWxiJVn&ND$f!t%%SQtoCFIx^{_!*fHBe$O4
z086K($gjhy%bPHiS8;IOKk!HYAWB=7DY)Aqe<iKHX~oNL7()cgmHz>7_WljvIJMIJ
zG6{Mz13T^l+ZjEDm9h)!s`Sg_;2S`e3a3y3<T(FlBite9QuCH&$f<Z0f^2E&_X-W&
z8$X%4wbQb%UJr6r)*#T=9eSUnR`O(G{1RZp$7LSq!BWm7<mJHvc-3&1K~~zudU~7Q
zy(<{n)~o0Sp!l7mygnz_iwqY^@7l-vYlSz|!aG2E-Zd!4i!5(rtHm3C2O#22;bt0Y
z16Q$2f(CCiK4H@zGH0V~vr#3s=DkJe!!BAsm1kl?<y?7_;x|BV2(|pvIop-tyT;jH
zITv|eZ53L_w0?c>%ZCxHRJ#E}^bG|&TLjJHteMEm8vz9QgGHjxHI1458B`4OY;LPO
z*=X927O3j36ruG${iF5FjQ5nb8_Js?)f+#};;&?y-@~!Hq7ZC=EM1zY2~V%_J>Kt2
zvqCj86`~-G0vODp16F7fZQaR}7Y*bo3%BmQNjz>VOUH6|B`i_6{P9O^-GaW%Y)vZ5
zkRho#3`~Bkd(~nE)`$qKFwQELW6Vnlx%4{D+WL{jcfR}S^!SBqTxbI(J%k$wzF^(b
zG>e-@p#A(+gq+*ELRN__iK{m7>6<o=e>^P7scEQ<v|=AZuWR<toQZTSVJMMCdyDVh
z3|jBh9GUuLjNH-#)oqCWUom4&8_D778IgHcl&b8&w~1JvB*a*a%P@()^%JpBzCEL<
z#hsa4Pffuu509I@hrK+Az4O}-3Fl;^o4-y!ENMJHF7FfXV>Pw(Ga~3tOIksY%`-|8
ztyR^Ae$NP%B?F|O##K1wwt^aVvG@8b{2}GkygK8#Z}wP|Mdp}dihh80j=N(e|32+z
zD@vVXSP~uW^ObAtR>Gbr5-GvD!zMu)r&0wiZO>VLoxhrL;gZykj16a%$!GS7pMsY?
z3qe!rj#r_x{q)D4MG9;FAQPvf9<6)DcpT1@W)n3fW#XQr@?^)Dr7=-sontbOLznKL
zSpo1W%YmEeqBuI`^X7zObJV%HHgt7*WTl6tA2hI(7oyGd!fpVKubrR#5?OH_NBl{>
zaaN!VaG0$B(ah-=_@38h!i+H?g(5VTabxcjfzzUJ@QTdOqs86=DX|KYgP##C?@u4f
z4g!{Nq19XYtHWWJklD3Bvc7v}49h?N41!&;r*Z2FDWP%bP)YvWV71expzlEMd7xMA
z%D(D&hw+ojN#P|SEwzu|+MkAZe=Wp!`ZN7=jz7}pe&^-~{_DVONjrhA;)?#3)axfG
zSr)>#`3pM?siFyw8y8hq%)*5HHL7jVjcu2;pZE93e*Cp)B3tF~x-e%^xttpAuu<MX
zwZwB09UX=+ft`?O>G@gcXTGHDfhuxN$MjD^;P10^_-LP9XRK;jR@W`p_u?D=5#pgP
zW5Y;S8iGWV&=NVP9(koTb)G8BATr?ZNm&hxOWq(-ta})Mw}Ho!M7?7|$otZpvB%BM
zw@Du!4n6M#QA!5!QKLLIi6JdqN8|bg*5UgE5lUi#G7U-n_Go_<_SwdG3rS7oCECBW
z+4z<6f*4sAN<h2HQqEwW@lCO%4j{hdU*7*#g|^OnOn2O=>eE;bHiW$`0;+Mw@k2s|
zhAh$v0{T$=CQ_Dc7>2zeEUIEofM#dSe=WB6k1ki&7rhCWIU9I|Mg2sn*_SlPAvG-5
zGq*K3V;m!yhkh|-l`Thp_0l{zRwnjt<VNGw2w{-dTa+0((I|`&-oJeo_KZSsxnDz%
zC9A3L)uCbJ=`NJHO!x*st9*3ch4EkGPWM}l`_b>gaE#wHT5I<{A0f0^O;|wYw_QkF
zZ=j){Lk;hfq&fLbQ%~$n+d3iVWCP2wUl8!nD8;)1!>j6_`ofQgs{zl}jziMx3f_<E
z9P5x4DF0ri;A3%m@n0kYyUCfWDXhtEA<kFcK0O=Xp5-x~(i}$wqcw;%ehz);4Xoys
zRBdfFh<JAcC<LwcOs*wm4Q&y%hY~2y4KwrPPT3!d@ZLHTo^BE;HMstsWR~Qr=KCZn
z1-KTFW#L#!${atva?fe5|Cu1Rx`|JwxmI^lrqpotqTu=YU29{u5U(4+X53KTliaxY
zmD9yESBC!JtrB}DeEsU8jJ~?+JI=I`zAQvVdIQ!4isu3*)?!YIBx&#NRW>Lxoj@N*
zoMqhUb7<)5%a<$ab`e1EU%^a*w<4mDIq7h-{FAaA;RP9H*o&I#KvyMP0v$qDh$=EY
zIA3SlO9OW&Pi?>|acC&}V=a_Voae#NqRroXBkz1^!niYV!GSOG8=l>TvPyK-4U84?
z;?PM`!7ct+pgd%g`%aGCW!9#@31OCf19T|ad%8R2_flz9%r_k+ext}Ch!i?n-zw$C
z%R%yom7NZ9E*$RP_a)MN)U)!s-!m05j4JIHJHD^iBL+Ac3#>qH8^DWX%Ne4AZEc;=
zwiEQ9iQ@*j=vmkDnZZ*pmLsQTdElDtTCC4>=!k(fTwj*ochv-NWc%2W536%eXh(0`
z=7m{>vP#*}Ii_oL9v9|EyswSrqE~ua3~^9!Tq2Va$I^{#R@(~-NYBTG&>cJu>X{fW
zrGobON{WG}Wni98otE4pmGS0;)9zDVCuPHHX`+h+&*`r68VkiEBFE;PnRf?eSZ@H^
z4^zo$X|uX1*D1KS-!(R+;MZyQM;(&HOg95gSQ6Cv7nfm*?F5hLn#jdX6}Dfs>tCbX
z@zV3Rj3?<I-5y@qHW9{11ZYw&e7F=%u|T+d_)<a7CD30|X+zE2j*rzj(M@r5lSwC;
zjwa$`5wX6v@cr}IAn<Bhq;;>bIEzM1Pu=B-qSUwZNA94MfmRem5Vwtb*-Bm~&mQ$}
zx~A={-gP5U$Wo6J<bL<Wflwq4b@!3Tchx!d>bm;6X=VmG+x`59KM$4%SeX;SgBd>y
zL&>)9U-H^$+j#DaX?<l)KFPH5BY0ivj_<V~IYL-n$RWpuADQ;GnjpSQ%$4R`bnG^3
zf(U#bK@k&;c$nr(EI*bIeUd>&_8if1RL#D|fDdZGt=mRZ^V6ilA8r69UZFH87#qkP
z8I3j0j}Vfg;CRSZ{b4ImG<r%sinhTj*m7Z;{sTnOBGwak5vRWpf1ft+{~Nn>15Bra
z^il??{=ex5|7ZyRuTfBH$5vIHylED)`t-mXpclqDM)aziTxs{{dWaN0`j}0mS0E^{
zecJ75A1K_7?DgN<bHLM|d+;^jJc^@rxEapx_h=I}+`ToyHzCDhv)IoV(|%7$CfLtJ
zX_rGW*k?tSbFvRq6Ex7oz{Qgu3A?HrfN`gsobC0?d#4F25UhX6t5q8C#)Pk415R#5
ztavrQR$)_GFRhOTY>=SjH5bcw_;C&Mc@ShA#;dg`(2!1)qQ)#|@~SS~j$i>HR#KKF
z6RF#7dw8m%6RMrtaWOagtzM)JPPR}=f!yM;FZlCop(5*LKKKO7EYMnZ<)w9RWUZ#?
zMAzu<P^2Q(dYU}j9gGwR!|s2%|Jqie4MZeqg2A8?%bY=oQK-O<qX)b#zqeX9`m-V$
z>&Y#VWyWX-dpgo@0DsSk;H2P(B60YGEfi-{(W?9n@E&6pyHP*)h$8Of4(J$~E`#GP
z2uCr&8&#|sKgRWX636&e_q@jWOSguk!r68PWjboVHG|wrWKb>-lh1m=Iq#9*MU263
z*YGpyZghoNF+BJwavg3SYhP<z2m}W4y?QJyudE3gSthKBP}ZU`;+;9%be{Y4MOD8l
zYuQipNB$E!<KB%4P(O;J>jhV07?A0fx&6eqdo#(>L7KzQ;390RRE7r5x#N~>0-3XS
z45&_0S|`G7B<98=R6*(mIg8+Fj6Pa1{lwHoe*+xm^<CS%*TEHS>+MIxt7#2jOIm_2
zGzkZx1euW<<g?|*y8B7q<@BYUXAuD0Qn?p{g<b>GlE|0hJ!Sb@q09&ANX-E7;gqJF
zeF4yB%4=BTVXUte-WJ|iGTplNUmXHp&_=b56z!BDMSVWvGfUFFFFnbWKHBXL3HlhP
zg)&Zjx9sjltEJeLYD&X2-QYzL3i>xoes#r2js3*1;Winxp&qq}j?FB+QxHr3?eUhX
z1%{dhidJoA_`S4$EJzZ%HhM=zW;=pP$Z2|Kk-P=+P~P{fMh~2skt>+p4K;P1VPsxz
z(eK=E#_cwYTbZ`Mdv`(Y^YXCMK{`0_q>hvB@l01)uR|C&UgsF2=hBx;f;@Sm(u2)t
z%8}5Gw;-$tJN<GsRe_2u^cijJ%(uS(6j+b#uES6?jdyymDWJyqt8xligElu}hTN^q
z@sRDqYsT4`51LR)VG*6~1(n^nY@b9!UahetIbDnp4lPlX%+H_^TJAK~B8;Mq$+o^U
zZtuF75YE&l9ZeT1ZaQ3LxXo;<hU#x^%(C2V$;S@)S!D<7(?nfj1rf`9JVP1-_v4uY
zl7TtI68zpoxJXTQJWHB6SUmrhU+7Z7c_UAYn0qnWw5Zxe&jDBH`R~a%I@=rIUZ<-t
z&I#-@pGaobpAR%L?8vKOj#ydSQxcv)#dkj*FYU7^7d9zbdb;HqsTZLMRqNjS&6J*8
zB*Iy}_xzHpm%V9bLFpZvB8FkRG%nbjjI>lB8N0Qj!j_hQ^dpTGSrczV@+0l`R7rjk
zqu}=R+jvC?-BP$48x_vF4`W?L?d02JZ-ZB3GbXnmX&v(PPUzXV6!sOcfAEseuo<n`
zi)7Xxd>12k;)M%o+1bEIx;W;sYh35LSR~>L*T|S#BG-N5b43QfZ>4Z_Zv`G2*52P7
zneF$<#f<@<YKfNsvVVKYYT`h6z|+7#iz;^Uw3Ol*(}o(QU%JQ1<(do=4_ClG`J0*9
zHo><BD!<F)r4Hs*B>JQ%_l>^)OI2q+Hr$2NcD}TU-4)!{8bCZ4P~)k@s;b~2sYmtF
zyyWT|;|xcg8*Q5PM@w@qjEC0cz?+|%mdiWV_nEEmMs$TWaSH%vylQSbfNXNPg%-sX
zB3xpx5b6Ey@?iL7q-cy?u2A{=NBP!U?`3o`yNijEii%_sR6tcbLqIgqmK3G2<?6Mb
z(HKU4b9jx1neq8oM0Ur>ZFYoq|1?(~dZ3FT_w%E4a$DZRbtmY|W~F-F{L|QWIIk?r
zi7eZ#!Veyz-;3vRTXL<LCm!7IFYg!QTNznv9m^U^xRmCb<+;j9MrqzQ*Xd|HUH$1o
zYSaCt#L&QcmV{zP5l~AiRi%|iKDNU1b|!r&t;+mVQhco;NQgp(MUTkS)In)F|HFtt
zAzd$%Pdr#)#Zg9!Y16tM1o4}_=2mf<*Q<i5rV%X})0x|q^YgE}dDmGKI=T7DZRc(?
zg^%DW<-S%xaGbbCm&|`#dMwM_9J(7eG$}>9()>X&PHXhz0msMpisAO++s9-G{h4@w
zHsxO8Z0Qd{@x_03bqAgD7jnCv%Cl@p-C~x@Af-|W6N#XD$lX!Eg!3YYiMxH688kiQ
zNOPN2tDNNiGXDh@;=5586GnS`2-t{ck2N-|u-^c&E7pfA7qAl#Jx?&E(1RBh#4z+i
z<{2o=bUQEpZ&nM#^q#T{j^x%c{%dAtmlm*xi7`?6mkr~ez5TznVf@GU?}_85#c#IK
zpXQHA;Yq13t9a<no0UnmZX197GwU?YG(FtPXvZ}zWto9~H~B@SO6bRNuv2)<9u6!5
zaJ~U>gmK=kSXYN;Ut_a5wW72bkTB7Cn-Pp2f6R)}i|5WYUWg_3SC=g5Eb+Pef1aki
z^%r0uaRzX(T&N;9E%vj0%DmIJ{`r|1kT@3ucySA~$sp0I_H2xs@TcGL4UjqIT4K-J
zlDI-N^NFKI5YqD=lyY}v__k{r^rdK!!luSqd7kg^xuD;E=r_rgVVMnnH7ZvI(nGY8
zKxh*Pct&*&bJ~!;Kc&58`_k$UqCTYesEik_O=l93JXuMSRWeKNad*?txDq+2({$I?
zwJ4}1!61+2U_JSWANV~5W#%6sv&(IcP{I(^o@9_LMX5!FEP;8AMD9y({bsjkbrk4U
zrOC5(n<r0kJ=yq&qso3G9v<`0;?DJ>BEEy<=z!<r*7H6XM#p9Gb_19rfjhk--Bin6
z*!QY=oYG(W7xeO1XepN#<LKhwjaFb=vzHc<y=yd-a5l{IlQ<*Ju+?9yns!1;NeZ5*
z6-`t*i~lR!N2(S>oQZNd-f^q(q5b*Ej_;53uA;mDAMdq2l{Sn`aYeO(G7a6@-JURN
zDi(kW=ly^52mka4{~8siyFKG4(ogqgPH4tdVaq(p6Qwr2aqcX)rVU-LsKTU=auE8!
zQJJ4;Om!E9GQyL&X)OFw@;)e?=hb3i2J}sA?_W{YY)L`R)a8*flav|>Z^$o3X64Db
z8tScKaSt#ydFaBAwK8{k7A%Ib;yu1H3fcK51;Y#a-<T@m*CXK>kbEqy!a9ap*D(lQ
zN|$asXd(^&plx3)wc{{4W5j~kU6i}F*@lt6gZPPV(9(~+iJB-Zi_fZqTS!9qa+Oa>
zi0=DJQ)-Mav``y76?~DoO6N-c<gF?~|1wwh58+!AajT9UQo=TURl68I5pn(`YNy`R
z8JH{;h}*po4raN4`)SEnCoji|($tlVu@w+7;r=td_TL%Un24GdQv7;eA;D@MnKOOo
zhY2&yd5_P%q&F<wYgJWT(ZiK&k*)5*yRRY(ru7lQUSjT+o&?{oh*+$#Cw&Ygb_cnr
zScrWInDpr$ct4@9LG^=Z-<~h9xgoLwJn>Elg^gdAUEXX7xz3~!_Y%mS>!Er$?-h~_
z06{IT8FyIh=JcYjx){Rl%cJJC9UM~~Rlf~$F=-N3z!hhE?1Nja5qCa_)!t2VH8L=)
z$cjm;GgYwOfzCu*p^Q7tR+~jdxut$>fX0b$cO&0~_KBAwR)#Wj#e!UTWe%>iYU&pC
zg{xxD%DH6;t=LlC@?U@Oc%H`MFL7!@(Sv#<=>AYHMDW+`wqEf&Y0Xx6$s>pC)s5kt
z_1>0DPMlr?@1t3V7kS3R{@ORmiOd#j!&B5+A|SZuN<=<6--eHi86~QA8Rw>gO(t1M
z9AfW?yz6w+y|~0uk1l>-cwS4A-&;Fo%Zei!Uw3fc4x+C8W&e`p1>pemSKX<9@_r3V
z2i<~{;iXP%z4oEk;OW$N6oY+Oz->(}zj#|qvJM&!>i^|*Bk@X;=z(k*8<bcvz(TR?
zS<-={S5)e}Co2nDe@Z76u3sqSdX&0%%RN+Nsu}DpTtk9h&J)Q$7>=U9423Eyqot4J
zRU6G6AMM855q|Qv`CG@-XU|wsk)Ww;mmP^d)S*?cdE9L`HR>+l-6i0k&D@)7%nYWt
z5+hedXB&4&@%1=8Dc^o5b%RQ;Z%0`izA9-Fb8##}?<`7k9P3L$D=EIc+@>`<EqmeV
zY0a(_%P}9(tOD$t&3h)-Hp}5T^!??=Wz@0o=YQ;T{NaElm}#N{vXE}*V0|(Tl)?0Y
z<6&I1jcP2>X={a<rW%+B@F-S9z!#J}PDHj-*BShWrtT<*gEvo(bA&}ENyS}Gruxa=
zeJ)0tbL*vqiPn<HAe_IGu=B~YsgGv-(i4?2<Q*AKM}BA=qZg;*>rS#3;_XZ)892%o
z_|9x$`ry_O*}JW9Z(Ej02+?O>eFKzxm|SzK9ux&S-2k*5({r6;H^BB&Jr`Lf!X96P
z6}wVk_%7n_L}_Jb`Vr4I>~sr)_2r324{*gJTVIP0>D~hik|sibr%BvtC4&2M_89`z
zF3a#gtxJ!8Wxfe*Gu)Dy1j~RQ8z>UYfq=E_iCuM-ldz}X8XGa}a&k9Kaxy4pxx{$S
zpLnjys<YscDAsElg1n=01^t{qk)z#$^(s7l^{Wq~_D?7U<G8PEZ4JTur^)PjXK|co
z=hggn91NW(U~g4;>3XF@t>~^2lD(V4AhOhAahTl<bSsV#rB+NMJP>|LYMZ`oINkM4
zy*0$Sciv4UJCkldBy5Cmq!qHSKhTye_2Ti;d)*#SG1ycKB1M~p9=+t~{qTW-XJ5Lt
z*)M0<nu#*p$Q7-v09~l~3|8wpo{ht>^agZx(LOQEv)bD|0s#^n>9aJW&u5tz_q@tz
z%ZGU6mzg^j{_6L{Nl?hrDaVM(mPNN=bwW{=`cYlR_@nuuf@foy-^w)7r2I}#&x=ed
ztFK#UPd%mc_sK$bmiGK-u<v}O54fM1a?>fS==}stwevvV{QOz|xFO9`LU4mW4A`sC
zSQTxdpB%f6wT5ykKF6&;!HY4@DyxgxHh#0(EOP_2v+$TOY>!q=i2({f3>0tMH7OJN
z5W-A6PIwvhe@;JQYyDZLk`e!jSwln9n`jWQ9+lln{y)w0rO?&RuW0*{c-vO?4;mSK
z8Pkr2(C+%RFKtKi0$qBvj}`a-iuofHIDOgBZ_TGXIF^sfD-QR5UEBb#qqDjon?WU@
zU)zK%r0-(km)35`l8D<1Hk~8gx5_-}i`paH)u$doaeRpTlPM_X#J$Upys3ST_oJ?k
zHhpE}EF@pOOUJWyxtxgOV|Tz=PW2Xgxvh)!DYLvw4|#%1=vb#oI9;i)l#k)IQLc-W
z=JvY*y!3kE7sGa`SdlZgFB5YZnJKm?yn&w%t+LgqkWSdk+w0)7?d&9dh|xy+B<z0U
z6<%obe(OefEOK)9VZgC8Pn!%AJ->|5y!vCl8jqKs&o1sme^q<hl^5j2<Sd$~*OfFu
z9^46Ek(07)rNZg4X{i3b^kt&S-q9w%T*r?*&dDv3io{uKBJGx<x|MYU2R5@vsT3WW
zp<+8NTBGV?V5;<}H(N$rx|xiJOQB|}YWI#vl=_%OnuSfUm|l=%sJ<rsnQt)D_h!Ur
zofVr^ei{gyUIl~9H^%ePM;$7Bib9bxJ1lF3XP`S6JzBH?kL~%reU^Lj?I2vss2tGX
z9FftQrav5+4*qEIj;NiGaMwi3OFa_537HmvuUxL~LI2j6>Jfa|!=)^#tmeyA9zA{1
zPZ*`_-5k3SRoNBb{TY4lu?T_nw$=0lH(LgpnEe5WEY%@97MQZRr;8s0YKh8dc_$a@
z#cG1mdYZTtodl(XKdPla{;<V9_OYLy{UR;fzH$~Qr6zcx@-W5Gx-Pon9@F7rtdH-M
zeaGNSb+I1VUN>v2%DFzuL02J$(y?BtsDsFpnz26S#Z2f~N%1r3Uk)KAaN-wwcyyBR
zZCT>PITvPiL@l2{sA|P)%is4ZqjOudrb~G;n<t+3cS~s(w!F}Y&*Emq@(H2!pcW4e
zc4*l@xEY(*9AswHa(N0m?~bRbgZT+sS_j2@GNR26e&0U6{)#KqgXbvAvb1av%IC$L
zClzP-Tc7EoR)A>zBTKHFIA*t~lz-*-k;d|_=G6J)keN7I?TZQ)kMcIwD{=v&+<(Dz
zYCWyy+HvRIl-)uS*E5uG#m|?@I{0aXKZ|tKbjA~P#`%RWUKfjLRz24%AbIR@#Q+2-
zOg}m;V7Ebtu+U4@vnA0RLA0Wk90S06J|*ajHOSyD&P0}^ZX$c<WGn`usOAtHC0RlM
z2dz6YbjxFeFwIMM0vE1tqh^5KKfMKCk9fArSaEATJf`~-jMPPP&Yrr@srW<8m)pGI
zj<@Zz;{@&LRt%?xLv2MgD9{}SwnCj#=CAiCO?D*xRez}AKg~cThzwXIoXOmpd{={t
zOotcKU4PFG<f!qgk;er-`g<?{mq3GGD$;W`I{`kCm8dzStm#pUkCZ&QekjgCD>~YD
z=PkSDKpnZ`i8K!mM#9Bu^<>KB&iAP^(=T`6f0ik7gka3xPfj!N+C4UUit>&65Q4&e
z-csCDfGXRvgLJtO8&fS|K0?FeD1uUcvKmI#=aw<wY5U`ijhM#W^n1+D(;t7tb&x$N
z)2a>I-5b4=&aJ9_?k}hs)GK~Uf2m2x=;>Z$xSKqE<}!a4tKU)ZbIBkMk7;XAml^)6
z+cEvlW^2RLcwb#0P6%Vjdg5UJ<pYXXiBsGLZ)01v&KrPyeS%hPs;sK<i)=-1Y^YYw
zuu)D#9ZOnu7aXrkG>xK#txHfNPq1_2n`L#JVCt3>84NT>V_TiQAAD$zm=J65ZeFP8
zq|bW8#-SRUWA5P2<SOzGWKlCxiGk%|Orkh!&m`^!P|9_S@AztuHYS%L8(p~&^r<XE
z|5KM~dn^`^jk=d$S}$80!&5v$Yac9JeNq*ISo5#v4?nD3u`342U8yLnf(ELzwsXI=
z)58FS6=Ps|jU)y}v;Jp^C%j&)^oI!h6$2x|M@jq#O2qCRS8iLl&5#ZcRVyF*v6DX+
z239oEZDx*h2_HS<jP=&EKsyGcSNe`3dmnXjPAQe8HGcgs4DE5510Ejz)|4+zGN^!#
z7nVBY`O5g9TR7@v*!`3aO8EEeAfwCh;|o8-t*#4QTZ7KxA4(XNHSNP_n|gE`%e_@P
z3Ub|D)!Ovmhu=zr5GpX$<0vLW`U5Zi2a>hhjy_NiUzxnoYym6RyXnid3Yf3N7hl$%
z-<`p{XpEy5WY>oN0{#0t1{&z&&zC)|{Vi7L8^D^~M=I!}qvJ<E1g_F)2HAbym#b@?
zv<XA&JrQ@z7CvQQbt;kB`s#$M1fNT<*y`Q~y?|dtQTJ~bE2b1EDv^YAUA_%QPjXvW
zy^nmw<?+}>`iRU5?~rtUjd^?WHyYX{fR5`(_QuM7>!EM~Q;jRZTSg*)pz_o!?lx*R
z{JY7kc1<wHl{-ly_GAU3cI}74%i^X_s(gZDl@I-l1_hP70toX+0o`%_jEQ2i#_DJl
z{OnKS68Jj(L9?@r;xu$@%4;SKA$7QU|JCgMXXDp2w_16f#muin?Dm0HH3?7BgVXWk
z6N308dD*2_Y>DEe$U>`P^m$pG<GBhp%UAN(h!R7VFSR0om+OAmHGi=PJrNT;05t=M
zaS%9Zd4{mum6@YwtoBQw8{@e_D_WDVU)zywe+YK<aNCD@?oN7$K9f51TZwaE@XyWq
zAg??DENDjpz4z%>=<n~A?OvNDr9=kU;a~;<Z}8ab2g{_cPi6K$=R-9S9WBBUO5bwQ
z8-rl!AQ9g(hz9)`?1x>@(=~o<fC*h%-Khz-6)Ym&Xo@8}lv2p)t?=tVF|W^<P?yA~
z_EZKD@@kQNiyQ_iA$k-wVt)4<`CD}Kn|9B<D%m=db7$6un&@OQ_|eIGO}49rQWByu
z1iAi8CPsz?kxM?)Z1{H20aOM_E7|Z{zWi0S!4I#qCrS=DJ|8-i*xQG5&ZprRGDU8d
zqD@Sy$6A=@b{f8~-BJFW!jT><5K70o6${?JV>k_6m40u~6MLwQwh>NDD5r7XaxlYD
zRAG0aUT+aXm6ojDUJ2R@d9?P-iuWF@F@hLZU>7|?Xh9p<x*~<{%X}X5t+-@k#_scx
zV5`7zJ@vW=D97i|N2wTGB=5A)l%=3}6!E^tCV;0XJOG2E{ncYo-RZ-9Hr{wjWg_T8
zUj~sE&#}#Dd)u3}SQ@UM=Aa_><o7o`zP7fAt}W=+SpInK6=#v{!}1FYdYO64i{$q?
zU+mq5Ren)CCY<B+6~Qo-K);+IgC;|hw67nCbssa=znv%9tPv5#4x@ZB-=EiHG!M1&
z=CJm-72&?}@cPsJ>4{em<D9#kVNTc*=>A=rZ75@EcglyazOf9OdSIv^9y!h_LTF8e
z6Z2M_cALGH_Bowz4`p>d^};}A&ZSH4+TU0us`4W5?3YukQEn_rB(S^24v?5a?)JA#
zDW8`3JkCoihF^SnRdrO773tpeQ*=&_cOsjm8Dx5bJ1m2EMbBS^*$R9X48Hs4`Pdq4
z(WxD#deVT33OJ|LHyS*MD}X+<ZuP`}`Gm*Rg#hPK-3{=eIo0|9SSUmc&ol*>;HPZ3
znedWLXBAy~I?)Y$OTr1uW_SA@^#|rvl@m0Q<v*+3DCHRYHhOD$qRD_^kF^#`1&-k;
z-uH@)jgg!wL!Y85pwS=uh9o3*WuZzBZBN#6ArVbKwRWu7{nDN+gIuji!XDaQHLTyJ
z&LUkm?7pp<z3I#6zEu96OrDyA-XxB)x$l&x9p|3{w=}f1Z;=Q}uv9N2$jB;b!)*fx
zhbkS3l3%CJD?L!?h&wiqZt|OIUS$jETRzgD0*Ync&HV%pU*%U<HpM)fLcQ2=<947c
z%cS2nb}RGJY#wV;_cS&AdBt0@?z-XCBSun8mGG+PHe((0?sqW%mYatjtp2XvBzN{^
z`E@*0_2GNd->wA1cywDOfagy-z~kivjUMhn$Ktxeqo=PYG4<Lud5U1{nYmj-mf#*e
zRTb!s8X>&9^%y-v1#6qdE58h#K<FRv_>rbZj+V+C2CswG^=+e5zyU_zW*<2FQ~I|&
z7&FUtX@N3&N#t?=t%<<_5jgR>jBu<B&4(_R->^#wo>C-gIOwFpBSpFOpQzcZ{}IQj
zIq;;Dv5&_#LXJJHO_MMJ&4H-#kwE9`n!C_MB1xQo-G^OAC!hU59r~UftK@u`?fTt)
zc&M_~GU7grxpPwXHUl?0Je)zF8}GLdul_I7&}`pdiBDWkv(r{;9`#*z*mN}MmJs9z
za&SqWRIwpr5?T_#cvi)>sCK0-xp9xme(-PGbTmouaoM*f{V`Im&h7he_e*kpuV1=m
zK+39;p3h2uEeUTTdLiTA#D5lA4L@b3)r9R}YD2u;Zk2sRP6V0Uu@+=0v!sM}6SyPx
zNlo7)ThhH7H)`vT`Y#Wm*JiR%nDxaK?`0%n^tS!go(@iGxJ$`*T=BGV11>Jx0BTTW
z8pqhs_{v0}U5Yq@>hq=SZhc>6R7eo+!8Po{RTemq6WLp-#FTHFJg{QO1>uALdSwmQ
zelmXgtnLA!q+4{qBnWQA%d(p|R_VMnGTwY}J;+f_ijmuRO+xMs`g;kewAtTf+?`+b
zg(^6DM0F9JC=ONTF6loz4q^TJu;G`6eEYJuO|JJ-ao(13Cn;B?FI`m*8JO*BRnQAM
zkXU(hKUPe4;|<eeHe_M@uUr4JH2gzX-V)k}CGI#HDh0DMl!cx09Fb{OaKG)xTp_-i
zV@2j3Z_#nN5mJX{%rxD??!5NOmRirc+y5gX`*<DnkTnDlWt>rW!ZB=v?}HO)YGe6V
z@Q4p~2V@=^8U8VrcO&Pd6K?FlI4{%)fNV1ZaN(IZzB|=icIH%0u{%4If!K&|cm`X3
zmVTYk^r9vCI{jqSetDqiJmgWL+p}Az$`jnzZa&U9f4tPb|1ZkkIxLDW{vTaL>5y)g
z6a?uKiA9kT2~j$gZs}%0O1cE3LApV@yQNE5x|>~cfn~k(`Tl<QdG7t^#y>pF%+8sa
zGv~~C$LsZa+oS1i%O7ax647^CcMF4TSVQVAjj=lqDt@Mjl0{$;7pUS|g{_<E-HPLC
zTReV5C3&-l%I*n}PDJ{ZFM6`BKO~`l^^(=L2~@2ng-ggV3|FjSd-|W>Yb5r!9NURV
z6u=xYuj;>NY+>hCDsRMwIEsuKa%eA@!af&qq!ccZ3|5{?xf~hI=a6@U^+0=)_AkC7
zISkX}dn%$vI<+()S=?Lg?+%KZ-h3jg?#q;TVM4rP{0U{=t`7<I{y9!-7|%Cb4H=@n
z^)ZThS@jDiT~<%834A6K1=X;^EJO0)G$B(=oNk!o2WOvGKtsIs*E|#Z#6me(R!7#k
zO?OrYsey5(V&O~O977zg#q(^Am_DA9=J0jDcS;wG-4C-beUQ{fP+rZsl`3{VK-$4{
zXIz^GuMce0`Cyasv3D6)O;^*vv_Vd(ggHpF?bF1t#P-(Oqq2!MSYFM<AMNu4z(^1z
zb%~EE!NzI@h#2!JxTX6yDO6ay%45>vM6)=hAZk!dJNLvovxg8t@qoPFQ71y>_*GGW
zB<}%XciOl(&u*IHkg9l>)IMf>nk>U|6*Vk@p8ia7!7qQT6cT2)^txE;=Q8$^Lw`l%
z$H_-D1Ag3NMNPa@Azk>SCERNiE1nKLtA4cO7PcSUZ@JdmT7RA^JdOPU?W&bw;0Sbk
z{=(PL0)azGiZ%!xnB+16ENgAL?<m^?kTXVA@)>jTlH9%hC`F74yx&>D;b&uPp%gCl
zLByScV!O}Ev+=DL1XI{MqS?7dv;QXubz!CY<fX$b=<s<-W}egVnd<+nRK#Fp;6^xs
z$HlVEs}q<FFH7CbiO%;Qfq~5mbe?AsJ1Cm<3PV0#;WF6DN7)5q`yM6yU79@b>flG?
zH`G(FO$1_GviIIcyc{O2q|Ty<!Nu$#1j$)GPHs@wAC*vHQzRdGFt}UDLJq#2^Zi)i
zm!)Gt>z*o7_Lig}HQyTKG4U(cA>+d6r#eOV!Byc1nT0WkPn?56JcpQM4#n(LWSt_`
zkjA~V!U9PWDd@|xN+16u4-t4wVV9j-WjeFz<M(O_JH8;E^{t0PxlH%7q6S;94J8w|
z1W_6-`5~4<oV-HlE6_z`C+IN6h`o81Oue4cgZ78mu4q6CqY*#GNrpCEk*Cp`CgQk3
z#S02$$n3kA5E6>z6JIJ<`<VUihAwq0R3|A-fUSrm_a(2wOK_O*U&8XvLp=_{3x_x2
zM-$+WGL(7hHKj2DAn_uNM|j_eUenX+fu7?GF-=d&&{IxIzv@%af}?<lD*%o;`D%$)
z&H!KY4gXJ)ZUnU6AsFCKWwS{04+Q94<dL>i5dnbJ`T_v`l5c#6Q)#?Kb_*pC35q&>
zYmD;M{;<(`OK}-{cMh1Z0KB;9{|mHOhfy$b81B%>1t0w^@YtQ12%@)EX}n3$p%&n_
z#~_yxc^d&5LQ2^*`~wkOCJfhaU$A{XHFG?OI6KOM%V2gbVS&I1-bTnRfwt`bgv+VX
z&jGkr=vjs0<2IE#5|oS?xa$I`J-jO1YF!^__w<Ew`zB@~8(rrmi|w&B)<)f>IQDr}
zGFtq=@$=UAJy?T8nVVDSI7k9Y^aJA(+<TwrwN6Ot?2`T#95;Ab?ihLJz2+-E=Y*TA
zLt*iH;W4AyI=&XP>mHEILSpdb`?lAOhd>wEzO+_2kGV-<s?Vgh)p*#mJ!!{$Zh)@C
zKo};C>bLjg#U&0*W)@-mhTioQpCoz24<<XstHr0Xo0~Y(VYAXNcoloP<8(Z;xufe(
z%6NCZK_q%6`@;4vP=>;v%GfVuprIjA{HbwD?GH;3ccqZwLO{KjG$TrJ)>oidfYL)F
zMD3?<SVA;16dWqWJyf?L`D&;3Edwv9y3=35bL>r-st?GCqWW1{aO8`>KhJokpZ_G1
z#Yl4OgYL5gNXNZDx&1Dk{m#uRrF)G&mdpygc;g6&qTo~D^<`g$FP6<%VdD2MksGnX
z=dM$@E`%*d?JR9$KB3(<8Sz>Xs<|aAp6~vFbQQB!_+MOcJH1ki5#4Bp#eC)7_tJNC
z2x#yVFi-)I>aNCg%M(r>_%Ne`8@|WdPv2<{2uv_G=MXvXb)`l80*E|fzm!G!e;+iG
zF8+?`Ba-*8$IJ#JEnW^p+m{;+gzYwVCQJOd!>0Z!#ogIC>3Dilv0jJ3$~C8#;ig74
zSl%Us-OiE2AJtN(^r6|D2RUeiI8gy0zb7C|>rQf>{#kcvmfy`&j&z~-@3MJfYl+eI
z9&ptZlKdKe&t-E4Rav}EUVl<gqqFq7&SvS~t3!$pw#AdK62`>V>edZ!<Ql>x9>=y_
zoXODE{crQ^8O9-Jmy}EafCW1zjz}@@Y&;odh_@<LkXi+RD}CBk3*jh@Hf&{tlP07^
zA79JP&8`(Z6$0`-F*ZYqPp7|y^TwLoUiij}%6NymG@<j+n&;2r&97IydxitKCHKQH
zYnZf`U?-Ok5Z{FSudqUzzw2CqF;FhhCR%JH9NzMvgPK;sE54HclD$pn+gi}I&@xt#
zK#*D_$BL*@MGkIO$oBF7{b}l1NA~<)q7iKEHpGjqj^%`05P;{YsVHn(B*c_!J(r$T
zq#5XL&F;ehoV59C(J4J$Sw~W?e8s0vs4*Xv2Y|ZB{Wx=oC6S}~%QhXL7RnKtif!f4
zj}LR>w!58AnX+K=P0_g4m-|8gK<zXF#3(m%Ahc|hYfE@ieqCF+Ul<<0FsImE6(_0m
z`5~I1<!#i!-uu~SLD<N+^&sTQgB1wrC$Z$&GGN9bFhM<W-v=l*jKSaR%xEI~f`;BG
zcvlt^V@g~EB8i8z!;s=Vha34X@!3>v74sKLkYw8W#<6KARz}V31%ay1y~%(U(W>BY
zWnyaNuc1Ej+FBWb0BJV|$hvr?<R6u?H}dlEuB>JHg)(28Y9F<5W828s#wFq+&;azc
zk-0TV^3li_kefpX;6WX!KY3zbbjWX8TN`Sqwo!k|WAVef5oe5h+zC%iy(Ggd3t1`N
zq%N=~vgXU1VK7{|PpTM^R+!217Tk6y1O`GZ1c9A#YT!MQgAN?qW|Rbbd!9|g#$P4M
zOj4PSRe+oB<H*6CcA-(^!yTe!MC6Sy3S0-*t{k{5syUX~WPQr|^0!+o(a!UJS_I@M
zOExH(Ec%R-I-zjkwc4wVP-x6Xt3R8Mb^(gJGs;?w_O<8%PkDM<LB=Rci6oUns`T6*
zpLnxtwR$3~53)^`2j+VG4^(-P)$tEBX6?%3phBisCpt608ouz#Kk2*+gFdy;@hTYF
z)lr9W=|*9MtK~T@XYv{&5SwYY{QpKA!KT}i^3a|BB4B+-pVBa`KV*?Tw#0I)R$+<~
zSrCDZiM?w`muFS6weLYLJ5CswdGAG}>rDB6*c|(!kKf6s0zVd9|C#NY5((p|E?w}J
zZ(jFPm8ingZ9k0`*KC?jY6=Mhpos4QwvVz)Fvr!HS5-{g2RG~Tze~EXwPiU_;)yNJ
zQfvoHDK3QDq}tBMvfi7bZhFF=Y!oA8MON5sJNHs#*Z)PQp<2Ji$V^XKOkRnOycP}3
zpRa^}Z-);CffwV`?a$EyUkEFAcsAoJ=S46dWRsU0!0Dh%b>_xIHs4-3eRLukzf7JW
zz*6=j@mn*4z&tP@9w8|miC|01HXbT&P>Lp?ny%bquVGCFpp=fbb9lX<S_Q~+E%FLX
zs_Uy<6E*f(G9lMckR$3xKy9g`<8`%Dw)d{9@)>#m<_#@Te9@pAzA_ng?sLq_^8zF*
zL@-W@d(zi_;~(fG_B*Y8U&BIzzV2To0nu{xTCB&<HYP-dVV;!h->(+igomw#%jm3G
z4nG1`=h|A9z7xlPFh2~J#}+b}Cv*YFHt)<7S;I+QV|)VPjsYB2`TN3TAQI`+@dKl)
zgkx*un<pa}z^`mq$y7-zObmv+_gev+(o1LUoJnkKL|h2cu$<KCybp5DrTuYZ;+E32
z>h3ZUSmh~(P&NRPN4Lxm_`Xd|Ef{Z{-BQ+d-d+56kQ}4n|BDG=uotsIh9ovr9T?Y8
zn}lAK<(1Ob2h7%`!?5mC)Ft2EnUOqLVM=s^&snVi!#l^V6CFu0sV%<l=CrPY%ciA7
zI?itX`5TTpci#UBZveh!)bADhUq;8bpGL_b&7k53LZ1S!#z8`1W0ZLF&*y@=qx6TM
z3A%6DQ^lCr>xQd#r%amo^l@wfjD>RSI_PihaXGA@N5txWN4x((LA1YNhgwsLu)xf9
zml>0IWsY4$Jo0{FTKUEsNVo|i0}C>_2k%yLFil#$$caY&f%w7k6pOwJYlX<pUTF?3
zt$US<wo~=<Kf#t4kMS%A(@Cti>N8C>soW3yJKMUp?(p{8{0eys;E>)|NewjR6*+`S
zdruxUO8)^IanxrsG$Ud+j~tIB+Tro_j_N1*ziy}>fk^GT{rPGnY=aP;LT)BW%n_fM
zfcr>i=(48?z%3RHj6URTfbo#uB+0HJ$G77y7kyug4o4^I-Hkyav$R<S`S1JcYUHQB
zdA>-m9lXznt_fr8W--jW@nLy>Tl)~?EUc>aR*L2|M%+J8_Pe{S-n6UO?{!vg+_;(>
zNiG3ivdiGFwq4TfNL2|wD&u~_W|G6Fbg=iX7q1^S{kapb`d`Cs2QhnF4yMj5VMS}w
zSf}9}GEl~_0~xT2V9HBuOi&O&sVK`m(t6d_G7+YSZ7n0F=hxlmV%pLO?`+<hZ`uF(
z>Xd*^YEV`!he&Io-^8Hby!61s+kWP0-dNNy9oeE8y|zXk9=0UW<v^^{FkM)IBmpPm
zxBr_%{XZC>HjYi6yA>pM|3{Jw$al#AzqdA#sO~Da7Z@~WCjjhSY4#)!9%)@YL1!>r
zWvudoxx>E0HHgi9pA$0~X-QG*xjMdk?G`gXRNt2%uw?^SsMq@ySCDXzBdN)R-kvx`
z-zIU=)#}r=<ApR|a<~B_>s%Gz6~?Z<?(bOcUqdUk#{$zGDKQigB5zen^Q_dd-+^uy
zuD^Na%w6*EQYXJWImwa(=mRw00w8BAe8-5wwk(c0H^GXXZYvggH{M==x>gR2(ROr0
zP+Da~>FcxE2>lI!rl(!;1*BQm!MRuYdyNc)VpFKqL7112OptfNBP`-QH9(c(eXLQ^
z1$e**UmyBCC4@Sa_as3Bn@tgG+5cT<rXNX_&Gj8+qFeE@VsV_j{;nih%oES-Kwl2%
z7Qj*5@`DO2rnVtXp<7I-rc2F(2?KTPL{A5fdzB3u3+3l*)K^3QL5TRWr1-WzbTo`A
z(8CR~O@=~ZXZD`O>02kSQHWT%*6dkd^nR@d;Sju6csZd?EhhD{keU^MI3&Ja+B7ZO
zcX|Vh5kwm&Wn^C`0w}?%t-6M#%8-q-rw8Z#JS_%FSli+p&fhTZs9_gX#M;k2=!4Bz
zPX~*~ZD;Gm{5&?+!hMCrlKFTH-SGXl88JC;s9DiZjC8h=urXh9WQBnroMgz3M58Tz
zwW(v|NC!_Vh6eXEJbga;fpuzUS@5P|%WS#&c~8Wd(3(D<v}b+A3XL7*6aLm`<a||N
zkIOCwo-kk@FFN3~YhMmzgRC6z0h1k)s8rYd7@`$Q;#%Wpg+11q2uL-XqaD!aPT${C
zLtcgM4JiQH&46x-&nHHvRuxP6X*d3jN|xXywJf1(R1pIEvV4qjhiUF4%Svw-EX4On
zdX1l~ivy5f`_vS2rFJR2=&Qa{_rP&O$q&A><<lO_8JsUR(AOX7FnGqGrQ`V==Uf=3
zR_5j`U3Muly{hL`K^T*V+tln}?<<~Pt+-_Xw~TYU5ieh?I4$HM?9=kNQU97u`8TFl
z)mZoM*JDVF&`b%ik|Mn}Mds^%ZZ@UvrV$X=wQ-ZXc;CJwaxdu`7q7e&Obn3oUHe?#
zkx~kj0bLPz|Fcr$`R9j4y4oFmd7q~OiP=3J0n?|`=;_r%{t*VDnyzI*p}IQ~8Cv20
zw@_vDjS3I*jta=@4m#`ufI~0=r1W;x>nh3UK;&H)qqYnHonG5Nn%u{nKnq{M8?`X!
z!4LG=8-^Z$U%9P6Jy?)03otk+Mtsd_kme<1iyItkH)V$Y(Xq!o5KPSDDWE-;0KWeR
zS&#p#<OhbVYGdm+(ndZyv2<3#;B{tab=Tv3&Aa~%ApG5?P!z2%Gb_CNm}jgmE<wUU
zgIg<=?aS+lLI|b|nAKN0ZFfe0wr*pWXB1W!#}b=<@{~Ub17!*fL}T591wgA}X;ofz
zcvF{(75lM8hc#k8c@+!U>{x0Nsmq(!7F9&=@Fx-lq$_S9kCuNOkXqYpbk^<&a1!Zn
zJ7!7yiN*o+;EU`f)_1zX4}6-@{#NEz46Pt}FO=;sI77ZaCz9R1Xo$RQNf|Wph2~r0
zS$tY6B1{E6iF7OxEa7p`T7N>b-vwp8(*k$V{R4@0YrEquCafM+<(Oj^&4R}RBzt>b
z`7RZONh)n{hp?Q_itPLbZzKq6{_vBBa_ylA%f!M^j)g|gVZT4n2YW*vgU8#22H@aF
zs86*BuEB<ZyAN!^1Q<<E;?=4wP%2*`ByG}?;+qF;iRdto$Wh&=zU37Y*ngw^<pZR@
zBV#viMJ5O;PC^OMS(~S`F%<#Moo@(zo6GxZR_hRNrv{lXSdX=(6lQ7f?t2#|Z91rC
z9CAz$!w&f*6EcEQw-g&-QePq4!b7TLi?<P!D}F_a<DzFn7hkSUaW1=$(m<DvK^@|;
zebTgs(x)13`0PutSV6uokR)#_anO3ywFn|5n76*2wNKq9ji=zx8737sy?uRR6C~93
zXoXBOQg^ES3g<Ph3$+{JtPd@aCXS<z(EA^OpZ`RDIP-bFVc|{`$ho)?=JW9Mg_GL|
z8p-439r~z0j@t0PKGJj})a!j$Z<~H!T#@@B;av2Imq%2GsP!w0BR>M3tG^PyfH|R&
z1*m*bc-|W!8#gVQ;^e1S-+SQ@u|~Vh26X|FR0n`Tv8uaW4KJl~XQL}JU=+I1?o>rq
zu_B1VORcZ(+zUz+E0<d6@(mXgAAeJJ8rbZMxW0D`^|t)xOHyLv@uD%Ux;pWJDXO#v
z8w2Am#&!Zwl)&8bqm%vZyvraxKP_@pcaFXPI)_*X3C?HW-dL&c{l+$H;q!~yB*6bQ
z@@W8C<lz0+{Ch3;@FIl*t9d<d-nsff7EO+qAQOVAP5hl1U#VgvAmA@^N;etU5Asdg
z8U;+$PDY!X4-EIG46Gk#c|~IfcOK;YG}l-7tyW2<FX1@n_A}!2+fmu`9a?bF<U7C_
z<`KkFN1IP2tE-v!cJ6Z@lP}Tju<q_vHQIpUGTaW1G#%X}R79tJ%9@j@Kg+VVUgEt<
z8$*C2>Z%A9BcoN<nK?*$I)xLmx<9#zj49+DGK#eXeLy@?w#<J{`noW5SN8Ad8axLN
zw_pWW;Z0|+Ag{ngJ@+SeW^^jU;Pa^ms!1qUYpDuHc-2}@%X8q9YC`s*IdTWDJ@>s+
zwt;I&eYDY;VN*(P2Seg;=nMAU{I)?HfU)G1b*fPG?y%0Dbmr~!=b7WY^Nnbyi5F__
z9L-W=ps!g1@cxDrkBv-=@p+NRcg>Wi-vxeV9D@z$E!sHx#1j5yiehQ1D9E*B{Y`>&
z{l=w&z@O9mQ(UP<*r_apI!@`^vRRmKNmkPPml^Z;$~2I9)@nBe?9z4eKF}lD6v;Du
z%!g2%7<UEt2S$9cIx{yFSvm15oI`X$8NU(xBcJ|(T6H>jr@u_QEk33Z{kZ94!La2N
z2Q5NjH7pINXm|1FJ{~ihaI;ZhG_!O66Z9~kY3D62lKNuM5S}o|nq6nL{qtO0bS!ql
zb_;x#{SGufUG;R)MpUqh>S?I#+8^1$U3}t!-@8m1kCX<*$qDCA6Jm0<{j4jM8P-;J
z14J%Gb<3-cpS3Ex3WRU*Hvb8q^81bZz%4Y6qn3;#8MOy~XW!ndKS5rK!Py-k^?X6c
zdg(RF(j9<;Gp=p4miesV{_V`VPM*$*(D&h=Ha7kv(8?2=q$J%`;_%`WuONCXv)YaB
z*Q9+0jtTf;{_y>|&(^bMXmD*f?88iM%RS*}?{4IeDB(g8@GFj7Dch#xadu@N&dY1#
zdWP#e)w4CVtVF{`O=E`@PRz_E#f)@VBz$r(1U)4{Ld^s%t&K%~N8b(}3c*lfh&OsR
z;J;#8Cm8X*Fi+4j{5c>8o!Bc53mnD{ii+4>9^;v<k#%`8wi6NWQ#O=$oMr=^;H1j^
zd?-FKX)1KAOp#Q-{9z<+g8!Z&BT8<*f(deDCKbmha{$m|rb;;7Vc&>^#*_?<zxk@S
zl#}T#5B)aQOHvMJr4HX_N{G)u^}DYxm{qjakb@5YU$}*myTrFIX*!P|t=);fy0p3Q
zu~@l(y&QXL^%lCVcr?xV-#VJmiC-_z5XAvx9&^z33;Wm}VXgyGCoB-;dL?8__a7)y
zw+spcEVKB$%GTcCZ2SYZo7(>$aoqoL^f<=;)35m7>YR-Fh{4_>9k|aSi9D^n@NHk<
zL<-6{g%C+w08i12*i-u*f2xq}1YXQy0ebfmVi*ivd)EHtaEY$fnkh@fGhZX7{H4ij
zV8Q8dpRT*_eC*k&1z%@R=Z2al12D;{orVWpF&-eAS8_0AbEne(BfngmzfL9gjlhHL
zpfo0{wRc!}U3iy%6UPS@%iK33P`yi^HHHIGcXyZa2`Bb#<rkE2g${Ww&^MWb?lU7@
z+oGcdC>8Hq$Y5AZz2n{&Q7vDV0C@#a0`5dR$OB4#BHX%$J$!xCYE{XzY@nY%j{S4Q
z`4dr*<R!)K*v5(DCUMB+gXr4(=TD+e8(K19)EBseBji!pYDk<a6M%7&d!SJ<qfZAr
z-l;qzPJec$u3xla$RAAL+=rM2x?P6Rcw;R@uOKFoG2L&oY|4_%+@$W~Q?R@wT60F%
zR|sB_Q6?~>wQDXeXiyU$els!OGKsTQ)#37*U0!jbItOo3N7kOS_pvqoXZMr0pf634
zx?zEB+7GdOKZX4?46ijveuSFNL+q|A{5%HW);G$92VWb?${;KCjpB>wnXCwIQR63S
zn^tLC{n~_*f0{y9S0d!>Rx&(zA?-2@o1~w}=98Nwj7biS$Q6$zRYOi>an|QpHHLZ{
zQ&-dgeI}mMyw(ta+${d(bCTy@e#hJ#d~yw!nAu?q9aGErq)!CNrU9H7dqt1(63nA%
zeg>3^TdWfgw4L=sXnY|#DUEfGCv*ib&BIQsW*5GDHg3kWZ<d&aD(Bf-W|lmDTl^V4
z|7sGu7TLL_6_zWUyyPx|-?!!MLYl3za@6Cig23-%<Va9!Fy;@Fd`+{|nS#)=2-#RM
z?tk@7_h4Sljhj)2cNTLt>s!Y+IA3?Bn9TWEeNM_k*C~#+K%ZZj%b5)0=XK*?@5YEX
z#x|J8uRe>v=-rEh{+7_5$^yeH6F1tW?1e|oL#6Sv%J*i|78H{}cp%tJgg+EeNXkH@
zM&4r%W$%(LcRw{gv(TK_C-kBWu|jh{<ce^gxAI&br0Q6T3t&*AhQ_=nB8c3iurO&{
zZP&yn%s<JCKgfNBVhZ0rtD8qDIOpzmcCfk=d9u~qk**bheCS*!iY}@okrU;FLK|b3
z`aQ#*qYgm}9J>!fhRG!r2X{Q_D>fb<^kq8xSxwIwRD2H*KATTsqm0HUl(c>HmGD!|
zsCDV6*VVDYy1%=w5Upt-jA|rBr{p`$1BSYir3{J>)j<AkjTOEo9Sb6lr`l*fvyKWZ
z)d~V8sd{_B6`-_43<rO2)7=>)C+#odM$L@iMEiY}$S&~NP0B->ZiFT_QQRw|vTO-&
z$g)q1>9b9wtR8iSwBe;mCfH_iv?xEAGMXw0?eGjXcv2swHMlXz4m8RWvKQ1%x-{6o
zee~PFyW9{CZNJrs27g4P=XbCWn&)E?GycRSW}=T321q#duzV*y*bAqDnt_1Fc>Lt<
zAom=+JEK_3{DUc7-M2Ne;1xXa8;;p*y^d0fH-Q0Ipu*5WkUve1z{wbhl&eiOO0Ybi
zB<5GgXJoF)b#jB?@03JUYhkZp!#2JNlA9H}Af)z8Uxs#~uj-`6?&@~s6jm;6u1Pzu
zIvE+D^q%q@AXHyK!#)gdIuhC#(Y=3G<}l&&`I-Oqdhx*}lYjmK34O&c+bH&k*ELzs
zS$>%ApxIerRXZBUk9vu{(wud(+FU$4k3M0SnuJlDtUc|Z*Y}+6fsi46tlN^AS#uA*
z3d94E#FH}_u%wMT4sV*sKaiHV>>)Ah?VJG|yFh>TOVhXYUN^FS$+vlVB~KKO<v!*-
z%4|x)oCZYdt@rOvPD4s$i>=Rg40=a8Z?CJo>wRobh?LVMnk!tro-)YlXZWKLu{`u%
zdo)`yLVzR<B{l6($HiV4re$%}C#31t^UsZrgd$BH3D%S<5LRx2qU57}FQ8COc}oQQ
z{ga|==&5etbR7=T@*k-1hH>$#+)u+JM&+%XXYF$7tzPnPe&5`GAnEy|zt=-ol?hk#
zi)X=9b`I&dWk)_96dVO@9IftM2dg!kHSv7Rjo)xg+rJAZUx(B(rjpPvtNM(1txsa}
z6)3pm9a{M4f>nLo1ZxFeB$M#pPrD0>$-F`hw6}IkzpO_P2<Vv=?ESD%+;+^&At0B4
zx@PP#91Yb|%6=wJd7Nl1552T<ew$W5;B1lDncU<!b0nXTu((`5OPZQ``ZNfqdzLpP
zDFhpJ{(dJ`l@s%T{7Y|!pWLgaPF&A<DLs-W+co$}DaQw#FO^F`qh8SCnCuXDZYJ{~
zamJ=28RB25iAQ%Dr#aXkR8~&p&ul<$<SVPQ4%h!rJFpA*A#7jbhdE`o;6QjS%{CQc
z6|HXiz0RZvVHNG|=T#XO2_CGlt7hJr&NIL4;v~MTdY40FyonuViO>!@tMjoYVb9<N
z*eD)5CToB2HtmJgB1Nyi>UWpxl&cTaltzbP$b;^aj^?7vJR_B-%sv+z@>Ju{`KIDI
ze+6hY>yY2lya1old&tL54b2jJ92;3Oyl|Wj8wIx7$&}~pMXa{d#*IaV6G!+^FBIIa
zDwxQNUmi+C0CYIu$3?M7#TQ|n$=N75rYV2k#Gp+Hff%%g3xJ{3_I3M7r4=(blCSaR
znUZppw4yrprkqfp-umS6$*vAtv*4e&?~~`afJqGf+eww$xouXf4mn8p@7xa$kqFn!
zqP}F)<+ni7uF|xKTI4S@=lV<~bEB2+p9{oD$1=v`#ew$K8MTh5zZX-M%6Uaw3Wj9=
z`g3({nxk=r$w_P`VMwGokQVOwV1r$i0JOt7*}>yX98rNqjDiEt*Qx^U(@Hz3OVm#Y
z<<%24QT&)eit!Ri;%IY2`i8$yMH3}SRxfc6jnflO<qgnB1x~)q!I|j=d^5bAHbaY|
znd1Y%OPT2eDnsOZ0THY5Ss%Y7aX@FvwqvqhQKW)$LA}AQUl0o{s(8&YUl?&Wzq{%A
zIg?S@9mZAW9KG;Z9UIVQ>k&t&p~JY<P*2p*&tj4CXin(lnKckr0&?tqTD#3#AM=n|
zuy<Bsx2=K$GM!!#(Rt0+rK^;Pg1zsR_AFTw$2H4K4~2r|gFqOJzN#H$kxhj9(1kgm
z6()rq$wsMw;n64!$i*wY*n3yt5-Hlqtd_SQ!)p21RD@+s8FKS7`jao|EgCP4DO5^5
zozHZe>TEsNtwljQZCyDGy-NYWBO&EGI02`$-`*CuvGD(%S}hd)JcJriQE~-H%K*)$
zLi%a4rdK_MZv-Zaq^5<MqFT$I^nCNCU&yoe&@i@cxDnE?Z%Y`coNOL`qwo%NF$Z7k
zXAwtK6#oM?0#3=MjU0TT@7QI__Wk`5V1$wxMZZAEd{W#`AE$B}P%HR~=0c1OhFztP
zavrZ5bF1BJoP&5;9W}hwv3xuoH)BpEt!)$@y#G5>3DCn@=%=?tli3;o6XW>5`<?5=
zK*=T!h}|SRTJW?56HzNSHCAn80IEABx=Sms9Yy+_mQ|fd1$NLt?Jr|^gs<w!maPf&
zXby@@`+>CFi~%&>dz`GJT<>Y!0BDbG4MOzy9c5f&`~dqit6xmn8}4{&3uzZ+Y7ut@
zb1O-u){1P&D;9}POlCtL8{DIafW&^juMk23d@ix{zup7z>Tw49P)=Lv&d{SVp!CQJ
z0uoU$X*tbwFQK}yApPOP-z`b{h!OZi^pzp>)67XnPsDHbUIPYXmxAUK1?eVW`i4mI
zA^5Pz5X&|`_BBy^fKWzZV`vA*-VUO_0kTvp1HGhOMS#CQn|XWzJACCV>kyb9J$|5s
zozx}u;PYvfZoW!{flHy?*3>u5M}O%Zb<UoZBwP_lc3GlHpyAtlXtH!;AYci+-kK|L
zh>`G|n?8@mMSt?Sk#57jxeouQJ*iOQEq%Br`ULe|Z%TSjWG^8uJXuMyCS&LIxQvF&
zbPK*QN%{m)Z$-By7i_3dUdaq+6bun{iRpb5@Y0@RLp$P9oKZ!h|7+Jdi1C9}ITC%U
zIF9{UwHfKP<pVoX9`-f1yP-@yr(fcH9v{;?GvAU9rL;*&p5Jk8PZ1-*|GAZ5ZoHC$
z;o(hBo42_}ZIedXX=!Weu<$f#?Q4f@=AtB*m`dMX&<r_-HkyPl++n>lh6O}mZckP8
zaG_?5<NFp+#EU<R2^0P9i7IoEM^K#RRrzIZDxNGohlQ;*<$n(hef0=;YeA%j<GZVs
zxqx!n;)_!EB%xxa2O$}HyAC46W?Z%BNuQs;t?){Amuo3)SnnGBq0?~_Vzx4eB>4N_
z!o#w5Ze@+BlcmU9(ze)#w*W+jMP@@)BF?jtP?|$cG~LmK@HYhyn+kW0rnU29t0u_=
zF>p@+=l&YLul6r)p0G&MMpDrO8heV=iDsrm<ou6S9K;qW+2DKii?LsrcSK41Lw`(%
zc@kr&;X)s*Z{k+_p9hPwB>l1<QDChCxRa@E*jupg`4NtEVKH(`hx28jjG0_n@$kI9
zJ9;(7%q_7-C2=$Tub=!d_N9|x$do>3Yc0L-#`<Qj6Z=(jDBq1q@C!k|mnC%*PoqD*
zWv*-cz~ZR8%23=p%jhYLF<KSWW*2{A44&w05{-}7rETmvqdF?tIrJB@{!GvHJtF7|
z^HD>+Bh}$`TKi5#T|*#q%Q*#GbfoDB5%Jny$;ncSq0q-BC;{w{>J-0@MgBaG^%4-j
z*@nQ!7wnu@nKaZ~a3S;YP)i!}oi-WJm5w;tZAA`2q{|Tj{>|^jljb2$iuGQpn!tV>
zXHTSP6Oelz{&gUluryNQ<UV4$M!8PK^z=2C&m=ZafiDk&G2DvBwTim#X-p~4r@h-f
zM44q*mIRTZqz5xciLKMe1OHc@_U<F2nrTz^rwh)bcul=$&v&v^>EdjRNstpCrmtEf
zmA&lW$joQ6eb>!2`@w3mS1tVm<C7=r;1Le)R>P2ZcY^_x>nmI>X8TDYV*8iuEKk$m
zd1bo%0{fhZ5>L<Z+wctU?RSU^B(H78ysu@s&Y^c2%!|+3=Fg{x%#0JA-ko&Mqstr|
z@J8eJ%0<14K`PaesDON?r*vl?XG(>>0t=V+Qg*Iqw1zMk^Oxd=p|48A+ZXdK=7{%s
z-S}11a-)Mb&$2k_K}20TJ|?@h+Jize@782#l2<23ofz73hZ3EOKg47t&IgDas;#@t
zS23qu^e?24B_>!z@q=GyaliB*-xgI1XJ~~M)1btw4CX~rUB`q@lt?^G9?6dlyR+h6
z?E*w1@655OzzP<H2+fEsp>H|I+P9v=8z~n#M0()RSIhkRu)(d0chn~{cD58P#h7qO
zv<RIq+wAu2)@=GfOK@X6@86w-6{RR>ZQ?naq8<<`eh2G!w2Da339SEO^;fCcAC(@9
zB{DQItJM%xVPF$yFv^wx1;Q5sS&b6=u#gDo-iTB6LP_OXE&B*HJqYOgh%ao&Hafp=
zJtqF{-6`c9@SnInunvejT&73v^KLaH%s8dd<i0SV>@nS?ratsL+&K&9tDC@Fwz(nG
zQ*xuX>;K~W%%vwrRiB}DIESDB>9Wbj1mxCBm`vFL9!I`3H8M>!P62_bh1VCqQ1x)7
zWxVN1a-<GZL=4&s1#CAM@%^ZI><<oc@T~1;?X4=T&2{l{uC9JPuu}B$22f3aAhnIy
z{(*jll>sRX?0=w$(gg@!y-%?ocPE2Q!oWn^z|@Y?xKCq+qo-rPhj&MjN0FgEjzz=r
zpIo$=;WkUtphlCVwx*k(b&=ezk!oCj6Q>s#l(-Zisi77?qT<ouNTR6s<`}1uh6ADp
zt3!U=<dGhyqa&tYQLx7yktaJv%eQ~wP$Dr450u}2>XMd1b0ot^Q;d4lI_F4xc+(eZ
ztzT9rneFV8Rs!JZ0A#_3GgJU{p#28q`Ut35<nOrH@y6fK&*=<E{?jIa7rVv2`1w^s
znu#GLRepdjBOjV(dQ2w?!2l%28Z{yF<uLSw`jTqnQ_rkZ@wii6N)U}&u|$)|iM~P(
zs>BL&aIjk<B$QfvAT6z*Aj{5*rAu2f8Pmhq+X>0%s<A^iuvEq~_2*U<P<Qt{9Y)zM
zxc^Tb&pGrysu**KZauSC?eX3KZEUI|O$6n+yy?eTK1rtomB@A9YGEGYC=t#j3T`qs
z8S3ss^1T4RvcJV$080kkh~##$Wv_j`#Un3dpGX7<IcTXF_%3TEBegf5(P?i|*49q8
z#y(`V8v%B%8_<bt>Uo=3^@9(>P&6;FaO0I3oFVWHCZNFo$d)Su%)c7zfM{(pw5Mdg
z<{yY1AFw+*)_{;%@nBE8T?VwLX90TF3;}-Xtx^gJ_Wy*j(+MvX0bn&x-PZ1r|3D~1
zFtA-avq{+u)R+VVXI6a#db0{mAr0)1!#4!rm$88T1!S)9vVq0{wRd3r3<74;(HsD?
z;s*3R)GDD<Z-C2e{R1IfJK-g66L*~6`~N@<(ZG2NB~vntfWi`9kq$lhyEhtoln4Cm
z6L7zCKrZYTVAb8gfE{j!KL5QIQ9htnstlt}C!UD<EnwLG0~rI?uL9cnRJ37~FHamR
za*bVlFAGIz9+Csq*$#||YT+U~3*kkxZanWccnAb(h_27iivnl2?A0OkZ6b;F4iVSV
zszP@QIY**5+ON!N7M18-#AxC%A4z;8^m6ee(;@1z_Gj#pg!cUgqn`yxg|;<rR)y9_
z`@7lVSY|D8K2;*Eri=ZFv$((2j6U&Jxz4pN)RUUK>T|z7h@MvbilvHuqyrRb&Ggjv
zUpqNsSk1D^!DD<hT~%jDWXteY`8p&MCO%@?Fd+xn_wxgd_Qi(QR8Osce|NAj{HC>^
zie|nn4I1nqlM=Znf*us-An$u@7mRDb*R$$al1n1drxnkF@LKvE^B*!qXU_RQ*99#{
zS;C7Ym5UCA4q8-yOiEoI{nk&_V8Rsk71%cARomuvM3Z&mVy!&17VX`yT8&AdDT#xj
z`=6_Ut^`WB0`b$dfw0Xn302QM$_j!iw$K&Oz%8!fNFJU}8AkSInUQdeZK_D5)i33W
zH=gfB=i!SrBm5d3ohr*F^l;qDMl>aMumb9jDEQ`50~lcNum=J?=)(hG=k&}|&Fekh
z(`tx-@SEw$(r&)&!n6Qw!@Z>Idkm0Tn>Qzdx(Da_%Z7hfR`e^!DPO<fA${se|9rEZ
z3Qb8B4B7uO0|<@n7dG}8V{?vr#;X0-3z%(Ku~fk?HWF2BvA&b@{|*sn&}ZCxR;hDP
zyJVA=)N62C=Em=8{DR|$s3{HDCtD8~VEA<1&4VbmG<WDxH2?_?312_9M3YKE(7-?h
z?Mj;FtQ|5+PM&Sd>^9f`4$n{e^_fOXYq|3beC;#u*n37`%LtyUa1bGs-o#mgeR<*R
zhzHYl{|7q#rU25m@@MnpCxvV<1M{u(R~mpb;g5qf9*4~pV*(Q;7|Y&L_g?c@jN@iz
zjCPE>INE>uT``x-h>PATBmBt7Q$a6y*yoY)ssYKafCWi;R1V>CfXv-IFcV)mVv)om
zm4vrW_V5Bbo*~7JM`=%h@P+F(;I8Q+#f(~}6X^6EpDhilSmo(5S*<GR&i(v)sDHYb
zCDlCUofMObRgtF$wOf>P;_Ayy-hJ|f2<xjj>~i?vQ*7S^cIhd4v4IKEFU!}jhRqAv
zbfl6F$lj5mQ`)e{!evcnU>RnM+M!`qe_hGize+dffKv1FDbgPkZcN6vrLSnTBW$zG
z8qpTNs>nv_p^4}-b-?*{R$xkB`sL{NvG*1|0Rm{M{g%~0hPjv`JGnf?Gl$KWJzGwM
z8H9^czx}uyXNBo_K5ERIoqF8Plcs)Vx?yz`naGaJ!Z#u+T)Q~|ys?nR^&UYHHB|5=
zM%m`Qa)qp-va*Opg7Qz<-x;4VzYU)2UBLK2^_{`L##1Fm{T>S#ye(g~88Uk@{zq+P
zX@whDI6^wtJC+iGFH})Ju+hCfE%Z=`ybj!d6c*F=Tx7f;=P-G`Q7qDI<4K+VJC+j&
zzt*8MRmDg6LXb!%rp}b(s@EF-D8(PA$Aoke;W(zTsh%htin=vwU)s(K(v*X3DSlrI
z_~(P-QNSAoz_nTY)0^473r<VcP^+dE^QfO6WJ}n5`|cizS9saWRb<X4i^j8$4)k%c
z6#YbQalj}>z)@%dqsEKug4#)GA*4Vc3)(5BxxpK>X9>6b&MOJ?d@+qb%o<!+co98+
zoL~EU-I6_$NJ7LdEjz4mu8l}|u)#-{xlvj(O|4h31ShJu^c2sg7G)0ih5Dawn_*`E
z9**$_X5}v2!RZ<nb?29QA@j&uI~!(O4DDel?|7H1olN>ZFp!i~Rq4T|F$yJKY}>*7
z+saNRs=r#b=>f*8c!7at%rLnUr!YZT!A)qy8kvaot)Ji{^17>T_;}MBDSy*~CZ|w*
zys4YTynhzR<X>ds3%rficQ$z<_hCj#&JD7dY-IYfKA_caQ(c=Fn2g!otql*qkKCPN
ze-Ee00u7But*n?`g3S}NFVa9qXP2$Im&3=TLXU+?6s)8_4)uFQc+&3Tri@OX<_8?0
z)!!yVl2!V^9XR(n&f>c**vN_XOFXldR+U9q%k=9EZ+|yTUpx4>cO*s4XEzl;O#w4-
zu(u(5F^jRf_Bo5N)*%f;xP2GFx!=Xd18>J`7eleE3$Kg1P6&LD-tUQ%<rX9av#*M0
z-CBBIbR2iD{=GjR(u|&ImfBQOPwXm(5c*VS?TAYDJwHy}fSDK>rFg2#4Hbjb7;lhy
ziPgljjFCj^nyAI0qFu%Nx2s)Wr9wVK28{7Izf8F6YP&qIw+lS90V563Pg$AI1fmcQ
zRu~f-gl`@kc=-~zeMZAB22;2jlXrCA1Rei^q_<*SRb&#Yc7*kO)HlZeS!tPIP2e<y
z&tzd=oc~RFcWu0eY|A5fiQ#X%0d(e(b<kF9@HsA34kKC)^sa+^-i^UZbwGtrO<Ct8
z*zWLxTx)#tV-(|kq(2}W8umV0U6~u_BuL-u;Kg*!{r4!MsnfrMo3@X@QL8jfG~d=V
zes~v@fp;{3h{N(^L_z~?^I$>Z<P#rbd|NHO@syG!a&w(O012C%o7uVh+&hj4f|sZV
zuRkp+J@km@e&L+XU#erF#wBws|H?NfBD{m|AYkvFPS0El2MC7Isv-67J{<izf+F!{
z=w3O*yX1RDY<>!ruh&<pX*SW_7L<(2gPduLdu;f9HIVb7$au$|neSRpl0R9wk}J#4
z90(%I+AS9wkP=YE3aS!oY5=3u|C{B*fSAf;`zA383yjhP*<>>AI^u~YG?2pbr}ICC
z36z)(t?rFtCP?e;vA_%Kzy6sh=q2qf9&_UgzozTATrPHxJq?zK)ez9`+;Fz;yyWu?
z0u<H4fMA;fiq}xg1Oksex|Qnq13{L8_9d0`REnc{Pk6F?(#5Ag<HTVs>>hP@ZPs39
z@*WQAHU0FoX9-mf@yx$qU2y;ezUdjAKVFr0BVziggK~~0vgBc^S!@0&Xe#!w2Yi2K
zAcp@LFmBW_>(%gWyi+2V?kFiI>)!iM78m@WVeVOf*lM7Xj3S(yvQERd*0347Ut~?4
zn_Ja5{ws%F^*&Di709#S#d1qD3xlKApBY4uU>^X;0;mLSsiwM6`#_11-#&@=Dm<#*
z+P?%vZxCw0dOhaH%o)bUj%(zIaQFzsKZJ370~yWDdM3)<TZZuokMc;<NKdxD`3EYK
z<3PsXjKA8FD$6pCyp9T7=vigw@&*G`1l}xZo;Slu@S<?yhgM)SK!DfxNvTnrkz25!
z9JOXsTs7(H2|YhsW-9pkUYu>kg0Jw><(<gYpBK*}WZ1*mdj`sj{E7XYf^>s6|LE-X
z_yc}P*N6XQWa8^EDg^r~#ok?mQHCI)-c|D1ipon_kI!6@<mO3BW&>ZH>X@-BUoE(l
z?O(Ty<$k*sdhxn10@I#3tlbHFvpjcBzk8L5E(ZIQ3S~2jdha<7?nbkNua7%{<~%6l
zdD;ZJA~a1k<sP3(66@6(x%zW9NULEZqthp0z!J1rLbYjs8D__by|B_w@a`p$YM3gn
z;+dD`HQG<ESvE$BeX5U9daQW!n5*`wBG>@)R*Pcr<WbGUc2(%MU{L+sse9bwfI!_O
zcH@*0HN=XpP&q8J#|{CjJossty%M#Ry@Hq^hjlLD-Sr&m>sR67a71n7CBQ>Jo=UcW
zZuGc&ERh!_gN3rioxv0@_P)fAFDTenA7Y#z<~;m5b%tza0R!_9U}w<f5a(Epd9s1Q
zZW47Z39w#Vu5PMyX8mMoJu||=?SllaMwBqXWWm0Fv>XFqx&YO!T+XVj&W&GHid(N6
z8BZig6ronp3P@Mw*MLMb9U!|g+06JWxx>S839M<}V>K^xmui%Prse*iiBYF7wSo`=
zM3yeKCpfMnIwnwoF91XB=#z&36m1p!fYx8)(HOw<yfmb^*y$VuQy3cR>%ZQ(7w2fk
z$dMyX#b6_FIV9fETT1Cyqu)>SHayHCR%E_-RNJvG1XKiTh=2<tuPPMDV~J!&dRgtp
zacKs>`rK;<Bd<!#@{sBdMolfOfF{HwcFTwOBO@}t!D!t?eotM6(WcWTi>-wa3IYgN
zB)pph=|E*Z{^k$Lw8{o_Gv3ZQG%jR>lg)6o$aX%{tA2()OS?sD()qeA_#@#D)q7yC
zSO{QSbxs*QaY1DFyEod~Lqd7-eiHW67&Ez{>lOVc8Ckf-g)=3-!2Pwi{(->Pz%yzx
zF<pvRWy7|L!rxS(-qoGTdubm44%!U`zON60cBJfCxXF+jv+TFkpSQ8+K)3IAT~_fU
zoe-~%2BeugrX5|8C+4BV(o(7SImJwS9Xi@Ylh~MupJFJk2W{(a9vpzjR)!Yg4O}NC
zP}w-beKuLXou+TKxcc@<ZJkHy8qL(&#>zl%;PrPg%ccwLt9}n!8|u1IouPrD4^SpR
zyBAHd7VLou1bMHs0h_EC8p4H=f+v7edgsAWZ(6)LF@HLSb&xva!mk1b9|XzIklL#x
z0PWTV7%iQwDDHw^0pi(6?T-KUd8nb7jp2D{ikslheWPmdb+>IHa2OCeL6ZS+_a|Ww
z$o~#M1>-*-v7&`;Jpw+*u663zud*J)TZn|YF)o9lAuo{}z52S^Z>uq4^lvcJ_BnHi
zpy;RB1Tk14rvE_xl)yJU7}DEkdQaJlM)5d&kfCPn&Z5U=eG51PaQct2!LA@dVOx-b
z?6uow<8vaX0SLel4%>nRru3%$wrTOz7e1=}W7`#u$nby30k7iX)vi1n?-)UbY)ow$
zKQaDGK=a0{I{El$2r&MU(;K?%T+96Hv9dC_yIHW#S7NO$&0$*~W`aPR7$?lIs2Ye~
zyt#eeo)lN}_H0m24nC;18l&1}X1?4$o=Lr1Ue)s`NYfO;!hhctq$PQ^9FU9+0;B6e
zR$h3lYz;chF9&QozjMT>*qjZ^=_Ccn<WZ~hKlhzqc}8bqH7>9gG5(V>OXH8nHd$-Q
zfeeYzD|%9eEyIc4pI>aDq(&=!&q9P}>~ab>*^=heWBm!8&P-jL@K@P*KNHsH<G6=j
zj=x&)gCC90TsHXQt=gvfK2c*jwnzkr!(<rS5ge)wb#RfwXnT8VpQAEc@;H`I<Dc|<
z;A8)K{SAv$$Kp&6qqHR|<(1dLHbX>n9|vCEkatq^5w@)|HWE>hskvi72Fc~}P-3)`
z@Vu%}^i#bN#+QY*vMl1me_|6dv6O(q@Wi~x+7kA`aPx?9Hf4KhR@(2g1Px#NP;D3S
zR}}zfoz^gz5j<O8cEGa)NCp26=-0$j#z1>(vsPKRTvruMl<CJJlShTUeZf`|=05|2
z2KWWLYK9MOa}dNm5^4m<H%Gd)3%uLS-&o9UwM`RbUJkNWRe-<*JXHFK%a-y61c?*-
z+>HDP4vr4jy0^m%$hydap6(K|X!G)fp$)p2MxYP+grT<)KEz7Dm3_bMJrDhs??>FH
z{p@s=b8A|dJaCore&?;Tz#fB<JnE<v`LU>tk&HGfC-q8cyDdIegL*^Z;T(HUhF*KH
z73UW)Hf?lRbpEPv6>EZAs?omMKRsL3gxXJAiKg&vh#fDvzRN@CBd)4qokpEoxZdWc
zy8>`$1&lWYXtqEj$4xb&!zIVwQT$A8_2>_$1e4ao(OrtTg5Zz+AonbxOz6gAIB&D9
zL!=iy0%v>@qiY*n^1)~-Z_KjvfU+f|z0Jt5@AE7<J>KobfX4tNC<{CAtC)p}(%v>u
z7#N_1G0!i2gj*&Xw8Gwxb{+fM5&xOQ#z(x_k%S<g*12!0ofvW{LwLw7U3RFzZ(I!c
zXL1|o3x0D_*qvzL_K;kt=I!l0oGYwzmmwd%UU%?KowD4TDK?hSZ-;Ij7>uXeM@qu-
z6D6Jqwmwo8r{P$(gzO1}F3jniXc@{uYca1(00u^H!#fz#8l_aVza)}S=Wp^%S0JvK
z7+BJ?{gJv_Dv0o5MN|A_4b)SYne%@jDePKbUU<!vtLCgDF#E$Z_t!Wcgw!^SN69hf
z4`?Zp!wZ-GF3N-xw%8dEImKM%Fl$nSKz^m~I5D#H0;7mWq9Y%sZa?nlVA&a;qCa`r
z9;p2apxKEvo(2xg{LlYY1&qf3UFv9NKL^J=_?0~u&gCFDR&wES@?JNiKqzOIA+esb
zsLOqNR;LWzop$a#IMUT@p-sZ&i|XRLv%oOTcrOhI7ihsCz6*OFa(8(wmV@fNy9(bR
zw7j?NO>WevN^w?5k+duwYU76_IfN2sxWCN7+GvMN?5X_q1O94E$&fr|%>i&K53a|S
zNT?8SU({sSMQAD2uG3$?(hli7|0KSQ5jp(x^@;OBC#kO#{?8YM>6*<0Z)shhIj__-
z`Q{;50{H!fU=N*gQ^#K%S37cdF{0LAIN+jIps(PWIL}HD@=F`5%nnO&tsX8R=TkTF
z6V+7?2!^oeHW%U~%L09?`BBEnn+4tYzyz@kb<t_bTmZ{O0n}LvOcRagZ<;H7m9aRa
zr4k<_g|QnTxg{G4(~8{uT!+tI)-}_2=)NO4y+w1-RSpjSo89N$5)Nsbt-IF`WsFh>
zR0pa;gmrkOS$*G3{fcI8Oju<8^dSTkv%0+S!?Q;K5-Q2=^Gwghl8rBLW;Cuew(Cm(
zkG@?elKEA_pF4+Q1_hJKpJ<b`i!ObU{SK@(pY?2NYp#g3eOuQcsku<KowSP?vL}Rp
zqyB*)@EoGrE-Hb_X7)e}R*i<_$pLHvL)EE&0Jg63i{f^p7fC3dfEFXl@~T8QePE_O
zQetkH|9yf9y(P9t*%m%q4T3k1mYYlXm*Tn0xwHXPB!_@W@m9Y|k0v6`=6q53K3HJ1
zzGV{Aw^v2n!S6X&f3bENoAV>#08*eDS~~^LpJ%JPik&Tk)Ta`kK4HwW&sOi#iWZPo
zWfm^~^k8)+&lV9vrgE?Pv)ee?LUD3uc^C{-*y~D1|EAEO%6fdc!PlW-Ro0+{bA6sZ
zW(D>wiOx&XwM=&-Y`FbiR2#M%V`}**0etyM+PKBTY=BA07Q0VuPk^|+$cRo|25G>C
zzy+!Pnc4MG|GNVx;mR(C5cj>W;!@B;2<=Q8e7=3-2-CjI+T-g0O;{$WV{{msv-p5w
zDapIisDs~{OwVy{@ekDi+)WNhrjM<r@19n&S^FSpy85&rR%Nzmg`y|1Ij#);DW<;N
zy1`2_di;yT_ijwgSm?zS)9kB|Z}c=Qs|03Pe2KFdz);T4%^{d6lR54ZMl@ioWMy*6
z&)G><D`gB-N~`<B(d}xt;xxJTTW!t6++DetoH%siASjFVgcH$zcr)V{QF)W~r!srk
zh2;Kq7zJ*dZ`+!i+Y-E@`;Py3RDLabsqO;9pFp}~McOokQtNrqDs|uIJ@Guctv59c
zB;1~2%lg8a^k3zZ|AVNrifXG3w{?&boI-J@&_Z!{2vWRAX>n_jA|bfD6e%tRibL_@
z?(XhTf)iYW2kptf&p2maWaKgzYpi_VJKs5<>9y4|PP$Sb#cB?XD%)R{H=rp-HKG5>
z6=K!a^@k@&*jVD8QXaYA;bDsKf^;2RTs<l5X;#?T1p~43-2N`dZlU`Lk1Mh3F-*)s
zdqqJ0+0UJq*BfZ{2+^v_{>WKOF#{!2Nn2!wL$5NIZLcy|7(`qFkN7pC`&IpkKc*uj
z2OkYa!MJ&~O)EKTKUjID-CAmoxQPU<(2X>yN6GnbVz8)lxC77@ZzGM4MPABdJ`+9`
zqg?$LJkg}Zu<rOmBYnSx<g>`_abjTFUa<}Fm%fD!toT}?D!<G6!dP`9Vg1{6l08ox
zUk-pQbluHO+Y)oJOqvm1Om_c*#7GN}$Z+USc#1dKeM$Jh22nuY>^OK-5b$R1K*@Q5
zM8}~dJoWI3Tvx{UvFyuAo!=DL=7ewiOY$_LfiDNQ6d&1+LybmbvaUDQ>$C%K_0?L*
z4Nt*(Y7T1h+fQgn3&Q0S30r^N2Hn_aBYZr7FsHn;`pE}esR5QX<O|W~?@ar%X=Nj;
z9(6>j3pIoKF+Yen!`xYlG6KL;8y|#8@2nRRo3$OZ0?R5aqY5K;P#ge-T|Orf`ZULP
zYfA>NKeC|B^G^~W7YRLLBq#01mg+OdAx|qrC4Fb_%<6EjvFiL@Ck*LZ<9&s^inm7s
z>jdiiJ~o<PbRV6x(uKG$9GGY0yBIuJ$XdEPTi*0^ef=m{2|5ndnp|jG-%5`E&)E>U
zsrxI^bLYX95#(Tr;(tDiG&QT7Uw*Rkk<ORF@SlD|zn5!Uc~P-wFn`h}P_*yn&Qo>{
z)n}R>9O6~2Q=kkyRq+*F{N-cYq_R$EH9MdbZTs6)@pwD_UZ<pgGqK!b^qB~!H1vXh
zNj#iGPg33@3b1rvjqGZ6x<IgfZiTxfAoBV@E*W$UY;J}~zZ}wSoLtFhREE`&3y682
z==3BW8k>?+nL`+O)UfSds5e1jiv{MD$dafs$}&8M>Rx{;o7#lG+SuxnVN72L^zUEw
zK4Z@w|E}(A33)U3N<DOGo!X}~Nb1;ga3(-}v9HGnq%_B*wf?r8_<TTmV8<GU>3^2M
z2E78y&AODT=uR<dbW_{#?B{`IFDgaPZ$k-ndbAhhvQ)hLzMEgmp;bOTV6-DmkQq0^
z{Ya{Ef0J$Q?2EY>zC$t`l7f5|Aqvc&Vz}NXAB~w|EUr)TEcMZ97KyiKHq*>1-!!=M
zU8rd#L)*z<<?Snej8j}3%qe3GGs1HYu}Rx>pR#9C^ATSe5hgJ8Mm{5+q#Y%4-vhG`
z+tin#L*oF)&X=6%#^`W?0H*;lvP32~=h&y@R=OpaMpDH!L?ZLOP5eknjPx+@3dvI+
zeKhmqthho5*@e!kN6<IlOkN7C`4C25AtQ+PXbiFAvy<pgup|-W%hpNvcXaEBC1~?Y
z-LUO_+NNy<7ejr_S4MPJeDuE(C<jP&M_~QYpvKo^@HReFICO?vOL5pvO{C)6(~CMV
zZlyE2<EB<4^N?WREcLbhn8u5Bl>J8IH|MGaNh{x%W!4~FmslttYshG~V<$TDbsOTN
zaNSVb5;xq!7w+YDTlpwxpUo(F=(;JEv-@Ia+Wr2wfXCXF+VO54&t9(%{+uFM;Lo6<
zE5+HZLff>@Hrl3sZZF$r1bSf9%EUe-q=-%E;x`iulRzTKs$D6Fb?9;*mEr5*^-QyM
zrKyEYuIzulSdi1^FMj>Mu6Ew{Yp8p`YNXk5?w$qh$867j2WXyut53G1_XaV=g_5%4
zL-()^TWftkfiI5_jzWa0W$@b*4!AX>dXr~1Z>?!#F)tQ_Lfk&SG$R+u0Zt>^r#~46
zL@5Ex60GOPJl1tZEkigBl^K%vNZ}n=y&}-U0P)6t4R8n3oO}sw5mv3XeGOE(Xw+N>
zU`N-dNWa%88yw)ph4v^tv-b1|DqjA3aC<&n&D5w7ujboyr#|<b6EWWW@cu$?Kg~&`
zJu^Re?Bf_AUheXt<QD=dB?@MA_bLQh@4~&x!T49=AUpH;0iz*0k4D4W9Q>@eFJdc1
z&<Z4K6lqF>XRp&^fhN5LM+y8bkY3DV*S7~*(<9zO4+`b(Ry}gKn2Zu~0MGR>+m6Ze
z#D4ZNV5X)0yGIp*17i^Efr8@-A~QR(^psukK{s|I#w1f=roCny6VYDTWRmj0x_&N}
z)pom8AC~05rE6HjaZ*NhUQBUG%U9j;3%4@~;LwSc_3lyk-aJYM8AVxsDVB^;<s(*9
zzS}IB`Fba7&0~siIw+xYXl@Oy)ti9M>LM{Ar8qy<Ird2ZK3~(r9VXD{r>h~rtEF(u
zWLx<xI)~Er0t#~+tZWpnsO%5FO%n_$Z;4X3zR~$|H&)F<ja15T{WHJXRM+X3&)HK%
z!&2wtZuW{UE7H|s9}G5QYRzKT4%{70eix6DxL#~O3V%Z4Ac;gK3yhls*Cy6>nlwK!
z-6Kc)qd(tm-vkUzaDy!s>FlRn!3rV?EDNV}f2xp*eM~h7P6_C_y8pBwl@rvAZu*1x
z9e{fFN7VA41ou#6=WvbUrO>aHEV2u7;@R$g-9Xv0_`plTW}D_iM=2_#46P%7P7?wn
zSp9*jlGrUTZ2OGSZn=rKG4=fB@R{!6y*l2+ITg$12oI}5gOHzT8^<e$ezz94=BM~d
zgmWJNG*ry|O`J69<SU{m*?;3R%Jo5r?#svEIodFIr6?j8eyNZx+c{r{&>sBQ_@jUT
zv!`Q9>4lebO#QxFqmn!NCxwKXw{XYh*z+<InxS(K9HRtYG>)kJSI-AI1ix~U9`i)P
z2t%$9GF<r$vqjXVDk<)WG0vL&L!2&c+}|HxVrrnC(BQL{r6i=_syXxr9OD6O)MD}T
zT**=?U;g=J=Vf+3`xR1~D!0N`XQ4#n<o)blAYDYUOOzBNf@5CoHCIhkf1QWNie=&X
z*;B6RXYedEfcx5o=ZI{?LaAXz`10i!(3mIfK#QtyPF3T;WxcN1O2)aaF@4O}EeXAE
z^(uODE4e2y5#4mhk>C~lB!d&p!FrOv00}F!stBX=K}ODjPtkq2PFUA}Zpq5O-RvHO
zjV5D@9CcNg3OUm*Jmd#2PMKy6=#hKI?)tPkX3e1-o1mV~9Bt8D*2MG7{vuHQt%!6c
z>P!n<3LQV@`n_HaC~zzoMve!wilql>fXnr$6%S(ndT*qh14EiGmCv>`;#p$?P>lW0
zv!CB1J(HCP&=u>|n}@suDI8?H232TP92RkRwnf`m2K8t)xDcTF-l&w<sEhuc1q1b=
z`kLg5YoWs)kpSANS`<tIKFFXtuRoC#qe+aP#H2CBTxunbx3t7y5y6X+!#_$7`qWb1
z`iCLqSa{(6IQyk4+cM)YQ-yBw7p(0k@LsvU78%*1$r8_sWR^K!PtR*d#(Y)!8wySE
zzJ1uS!RBq)I$AoW64D5P?5vi2V>r@DSl9?|{TX0AOdrkp7_!<FwRf*Wkf*%J9op2~
zVrr*{mZ?6vVM)j3m$ddM*HG7T-oM&wIE(}RYcR-HUh{#E>92-6Di9aM3Zv^CHm%7Q
z4dmr%$7QOGe8<Grgs(sq0`TRrB!d3!$0oJ-0eBIkM1Fl{OmL3+KC%D15fl-sqUTB;
zp9krIe%>JdfUi_(1<$XY+*IWSm-sAgH!8Tp5~L(bC;Z-k!Yc(Jyi@uH`hP3xZ5kQ_
zdwHBZ-XMKc0mAKO#?`(u_gu#igAXw*UtXf)Cg}fsAuFhJdQ+LhFP7(@r*FvbtguUO
zniwT4xz(oLuR&$<%3A-$Kp|Jb9LIOB{Ntr>(bOXzG`vD62%W}#Xi`UYKJ-wq`GS*?
zfPygriDQ%bk5Jo`9Z9J%|4d^Ocd~LW&#a!p%p&WEKn1-rs@Lv}JR$ugJ9zf8QbJ@a
zKvE#cn-E?3-W*>hOvLOm>cZ>ZwDuZVTU@~?c=J&|I)@xKA=x$$zD`%4J1rOTnQHA>
z@!ptM7Z|nUm@Egpz_(h84;i+XR@&v+ptbS#-1%|K23VJtA}o79^hW{M3?!-gEzA%j
z81dF{JE8uUWfS8lFHMfayAIn2$EG+@Y`}iq0p!ixOBD!4&!C%56t(4@RwsqN)lOd9
z^rqrVI!?vz%^@Z`wAt9b6T>nt){YH?<gX%%xA95li7Z9Jl6%>g#}X`P(`^J>LTxiA
zKBAX>(ZmVmEoyzz4onZz9U?$_5{YQ=qe1F52NDz0I?G%=e;iyY$2GpIQ0sQ>IENZ`
zDX@KF?`mcb@e%4LE?YA!9Z=44yo<Q@$3ui^og0S<78EZ*4;}Yymbl*i=z~z;a%0f#
ztT-;RN~i+94MR9PH@pv+qMw%wt#4`q{7es8<TMEi7bZ82A2wT6QrljcGq=R885-Do
zR*#4Utx81t1vPhKBNPpmm-&uU)V$x7X9H<%Uj)m0bU&1>XL_-7=W8(8aFd`$(e?z0
z%e9ffO2G}YQ4Q{1pe*x?s9Z+-Y&WW?0QENt)M?is0_*#N-{XSSew?S47EJPjgD=ql
zC<YJmJd=C!^8-9mFGnrWXB3#?L#_U{y!!hOkf=!lZKL*1bEf75i@0J@8Hs`oRH_W_
z2Am{6oOYR1dI5HQ95<0k?pNug)${qYyLE1^3~E@6RDm@A00VjIFB)PueAQKgwsxOS
zcb8IJE{V$e6??WH+m#-{tz8qIk4J2M`q3ScImR}8o0@BH6D1M+C>KNsuf1oY-h2~_
zw+-xey4<gYr`>rbeNc=`H^d}51g0(7Skzx{nkPP|5w;b2pJ<~t(P8aF7b72)9PJ?#
zdR&U$C8-`Uue)QJ7iVYM*ZY!N+`pgrh`7^gud64Re`z<zLwh!_L6*dTBF{)K`}HUC
zede`W;{k(Kp}nzc(q*e)x%sl+)q2OwO`Xl3UDhd<?93lZPxoSTNo2M>4P--oXOwoo
zDJe<#L5@9cciYVo3+m*EW!0&#vtc*xnKaOe3U^-CWMCn1>_2N$`sNd@1eMI}6+)e~
zipiV{5XX~!2sTZeg(m<1dm?>v5Zf=P2u$zw*Py6oAiR<ck!mFXdTH=?pR@|APIy_P
z$s)>(5%?9Y1E_qR{j#uBFy0wIlHXyy#Z<(c;`6OQ5|Xb1^#H56@Cl6XEUmjc^P!sC
z{R4#60}S93xrN{~fvn0R1!BjQ0V>P@VkYyFL9czbu<1uW=N!Zz@65NmZ>CRgRU{&_
zubnK<xN;<uR{lR!2}9vWnS9aaxN=vV<g_)r8DlQ16ey7XnZ%@9XiyWb9qXc(nze++
z=gNdj{jjaQ@+X>#?P&p>`<lGMWb-QeDa_O6ld0aJ5Vw3sICcCzCE)14{Cb3*HcRSK
zl9rAmy92RT+J!oqN94yv0UVDjUo_2*x<(}<y5qgkG((6X-D#};$)m@oXF|4LJ~O{J
zVT~i#cNtt4<M#T{UNE}$IZBNH4l-$lA&O*zAoxDD!0YQ0kFuy1E#^;kQwu|<hN=f2
zS(?OIu1Nka`zXURkA9`=1}!*ViVGDDeGx^vGtXuP7Q?4p$OqeX+Gp7X$i>r-*ucMP
zGZWue@Ervq|0g9c@c8<?K1>ORK96`jn?}(X%#xq&gVU!gE87@~2Xky{v0R3+j6|;|
zcZkEPX`)Tq5RRL>?&<1{DJspb&~H_#xs0<rK;T7%|L2%XweWpE&P@9{gI&Vz;^K=n
zEWV4gLBL*~%cMTw;FzNqF>BDqjL(r1i|*D-*@Z|l&j!zM<ufoO?aUVWm>;KN$3A*v
zR3a=j(gr^#_TIO$r~QyJZT=YB(AS1>g^rI|n*GwHSs)h8=H+tcB5RO`;!!i^*VvH&
zN!jnCV1FKl-&sV;0o+>M&q*sjs;Rl>*9{G+7Hze)?U9n{#Qw+ilZVG?Dba6Rqe1R}
zRQ7&np{6!7!oM*-qv>Y}x^=)izq`uYHrFN$r#ut_SwY-#0FCqObXnNySMpN+S*)LE
z-9(({vE3oM2#8x=UuD4u^~68WVXF;li(eKBiw^oL=V}@8+1Q6=0R_A9=rO&S1H6Ck
z?l~N5?2yf$k+Sk`?d7{W^v;d+!FL)Ma@$<?V*SkP+N`}(CEev9%vFOWMDmPE1CGtf
z_GH$1=Me1q&P?B*$fbVf(ae2Yu4d-=&7AN-{eTBZ6a4eX6282!$icA{>O`sijfCdz
zT$LGaImOp?^r(66zmsV35zuon-y)4L4Q$la<@_)-L;!TXcoL@j6M)FK+R>(o7Tpw7
zN+`k?LULua>smSab(zsUs}gZyZyb|Av+x|;oIaO|h_QbFD-RvbdO#|Nxk}T3C_@i2
z+cSmqCp6CsfAKx~4gZ<C$XN46#+XsR*(@*&-SRqzpiq(!3^RdqMDiCD*8Ky>C;84f
z__Ma3tLZTytSk6GkVH3s$~sgd_tUFnM!YD^6zZqU4y(YVvr^sX`v>578K<y?^lNs2
z=Ox+hEW5~**dr<1`)d*g(P*74uf_pB&6OTr5DJ&OQO|~yDXh(3E_Nbx8elvP5sK@6
zFJLU^<z_qSU%cW)cXvV94A9|KOmD=-Uv!J*L5dup)U^BsTWv87_WT2XjmkFf$_kUs
z;fHWuDHt>SkG3Ru;)s%w&);LAJkcmqlYo<jQk@5NK(Skd`qhCHv4GC^qqMN4Z=NUP
zeOZPzzI#T4xV}TXf5=A#VN(ep*3Qa1SU+WPa|BD#gJFlcBlYhFSX@Wf)t}y-aI~XA
zm=x9}>x(bKw%A@B3+O0!nogtSc6vV^52Xa-Fe!$R;n+MlG2uBU{8ct0X~_SAN$aZI
zX9-Rt^QhW}R&-;Seb38!uNEM_2UF(rcuPbc&^VRAx42vRUcISkPABux8Xduki|Xi)
z;rM**#riaT^?y|~d<O?!aNvR@)zYDUR_UL*vBgE3LZWpyX5Gj3zo(8yPXZlh(o)nh
zMVslj@avA0e4BSgyz;M8lV55}*IEzemiqz~A!NNbl$M#h_4zpX&*|ah6CmX4>+b04
z^vv|2I(JJeU+-v7mvQ$uoD7+AU5-b}wD?>f;chAJu4M}Dep@gdtHQ6HaaDwkR#)iH
z_0h#1tdo5wj-0_|?HLefuH}Xj(+l43ww6U`)Y_I&k4kSU`!iol2#$C!KX_Xw9*?+%
zvSWx`Z9Hp@EbDrNeS%j;2)uLEb2;)>`B4Z~Bp7E3Fh7%+b3ytD>W<!5%|gmxB8snd
zyKm4)cAr`6X5JzKzi~dwc_lJcPw)?oa<8F4H~b0abo@6D^!@RzYmkkhx__VCBJS3=
zVybC6`y*TDc>}@ZApyn|LA1!5J1byy?$c(UA6YV+k><Ci%)TNG7V}g?+>JdTI-UMa
zH1+@<muyu{o$1ZFOn8)clq-_fJguDKWv=g~z|iJdl}_w)ha$7M(1A0Tr~?m8^(KZ;
zDxq%bZchPa|4a0L9Bs5Cw+!+uc~|DREN)4Ra%mYMiHAthIu9*(EYydVm(|t|7^~(1
zp|xfRg00@rB-`IwbUb`;iF=(!kJ>G~#;`N<SqQ|kV;&WF5%=}8SK>9}CCQ%Gwjb}g
zYn!8yP4%*Z!$Wi(TR`3vvVc7S5!Oowj~Qb~)Tn7n5oWV}IKLK{6x14;^c!dw=^&dF
z?12WSrZaw9iF00*%$h6O{2mxoa5#Liaco@F0Yti)0R%iTniNWVi~Ki9z2+y~S0wvn
z#%MLOW|#J^U(l#u=t^@8Z{t68KIxVn`D08Lua#*BeYBb8-`d*5W@NQ=?Amv#;6Vl_
zh}|rEaGN(A)2{G<n>Ts1MMcA9x@-m?g0vNEeZGgRM#UV9Em{{nip|tn8QA{dfXSew
z`De<XbOmGzGX`dMWqEA1kT!(+(p#rE1~tCS|72*#B+6hr+=lBJSmj9#Lk$q`9B{*X
zO5OA&Q)}R5sY~8Ljqa<hwFgNR^Bf?DY!HUa=PJsi*5cQPJy0bx=clL5+Ovqs^U#bn
zlEfa-Z4JdK<aIGueHXVx!yWDD(&EDFi}zx&2c2^0tO~e43nwzN=8g3i@+eM#mh_So
zKm#a*_q5mxuB=&SS~Mn0y?ik=D)0-`gUnDY7U-=?`&yFBmzA&+RcyP6a~Fy8jK5M~
zEsN+1A~&bpu)D&u>=AM&>mci2$k_8qdml!n?iSMd{lSGFW#2Wa4D9Ab6Ku3TGE6S^
znPpVu7;p;Cp7vw(@YXT2U3@)q;=f>ERGB>D9Yu>Ly_E_b>}%mHaU{N_RBchDmZnSH
z8R~lBhL$*h^w^92@iACrNVcqoyXDx%5m_|<n2SG(a$uVl=P5&Wx8l%f3rB&G5<zwC
z#ZA96Wo49(?(At@JO04M?u8Xpz>_0OI1d;-Hm;LyIMqh>TTjo>nDc9hSp*4Wh6n?I
zw!Ri1hD9wO@&kac#2mo3hfHX!f$Gmmt~*27IhC!CgoWG{-R({S_=eE0?sZiDfLjKm
zlGlJr{OuTr@}Zh#a=lf+o$W99Si;W-yKP1Ne$>rVg$d8|`e$l#F^v4dZ}_@sfUf)~
ze-Hc^rmtQf6?xP=(~qHX&wPvoaAT-5Vb3KFWYKky&VcpDZwg52M^@ff7KIO7;{t^5
z7ZVMRc!)@56n|FZYSoZstpzo1c$~h8blw#5FJokSyXFtNi~x)Ti0a9_&&idgj@YB7
ztzYtaTe}3?-)a1*WPf9gDRajX5<nxSE%*~XEh@h5qbf;e^n9NRJL_Seyy6h!oQ@t`
z-7wqmob&gr{!-7ES}j!Q((A*uo&bs6|5u!X{KmB>t}P06m8Fh};$UJ(DHc<goWB^0
z?`eTV7EGRPCyDpi*Qj}A=KFLSW*7J>Z4JMU?P=*%qscXR_aRqA%#C`h4MQEb_eKR1
zzr=Gp^;j`FSGrDFQX43ae8NWX7#z8CyxVw(iSzCR(tm)-Nr{2(*m7?p50l<v&Z{%>
zB|X7B@hHaDm_sbg!PHkFM+f8H|63g;&_%zEHh3j4fzTysS^UYOJ5ad&#VnyTZQlgA
z!%TtP2xh>|*L?J6W1wZd7f=?o!o7ARk%W3LA_1y+)#{nIQe)EJMQu*xpUKyQYtMgF
zt_9VmjGjy3`2h+NKZzocu9x-IUEu0Fx-2@lw>C^QZ-)MoFlUi@&ezfTt@k!1Z%Gf`
zLYH2#!_II2AAraTm4L9<$5w7FTfEfq+nQ5fh1NIY{k1kr+R$>VmMF^d@9tH~lhk=^
zi9^@GbqQbA&9rx~ovHHEl{8T%Fb@gZowO6OaS`QLcQt8tB@D^)mmv{;LJCL&+D;fu
ziY6X#O;Kh9e&Bt!KNj1ck#$GoiSF*D-wc<`yN_6u!J&4gCwlP((W;VlF+g>Mi>I#c
zU#Fk=Xzsf|SzDolWXka_)DMfllT4(oZd$dv{loaHn$|ZxsNFxjcyNntDS~~P+d@o{
z#bY~&#~6H0B_B4pPOvpscODu3>g1(`pD9nMCY$qSXq&(!>Ol<;t#6BOn#J>hF>wC{
zz-J!jt>?l;Zfsp$676ynst6DdA0?B$?u}SISB>BbeWPL?*9-P*bQBbRxhhX1Mbm7u
z&;o*@^$x6S)hw8Ph|Iqz{NlmcPOzifxR`Kgf_-AiD>inMZTb_^MQ8bw_|c6g2R~1_
zQPq1>A@t45K}SdGTI(93zkd_R41N9QpOf}z`RbD)GClVU?WbjCYacy`2Aiq9FDWJ$
z+J!c3weKgt3;4d>#POsIG7MhQEv84(<3xk|y`-vYvRQMlILsyu30fhJ$PGAb4rKy-
zL$|#40v=i?EB?!u*NoBbE&vji^~h7n$*PoS6PqFeLneMIjZZegZxg#{x#7n#`l_4<
zc3(C8_US}79)8+fbdp(JNdH+e?ka0oe8neUep@wyOex<Zm0ack6OY#mJH({bEno#$
zv45)iE@p+3gZOH<lnzw@?e!djmu#-Az8z@A<!)ogaOdPR<mW@+)H(?J`1hcsc;8Wx
z(Tv41P#HJz?do~#E(=;x=?%z9S6xY?##ioByq;kY0kz9x$;~B|=ZtFZ4Yw^NAgo;-
z?EI#Dg$(nrhoPutHBf+K#ekDWFs?i_%A3~aPpBq2?iaY@iU#nvYB4fZ{Kgu3C6<8G
z5PB`+6ImlY1Z(63p&3`6+ia<N!FtySYT{}S`O5nWbhqE<T=+JBLt67A;H`ry{{R?z
zhSc>7nNABc8`q)I?Vz_rex~itn|-%r4f>N&r!ecv-wmpg(~MN%&>ULehs@4$fW@N>
z{EBRidcn2ThsuanksT6Dw;8+bR5Vo^Bca`91~er-RAW0bGU+)+I@<;Ca7HgVjmMio
zgF<-O5BuLbR9EyBm(qi?Bv??v^rd{&4ZJj680b-cTB5R;%^~?gyU0<%jhvZj8*RWl
zt20`zC^M2hXm8j;O?bky^jw9_u(weontY;+j+$Y$8#IX=DONu+#_G)x5vMX5gkjeH
z1C)Ji+7Rk2=N@9RHFE>P=O+o<5)icpo&_=1`lsJKU(>N=?lE~&7Q|@FKMR~d1IX#T
zUz{yN%Yrb8UeHJ#oM}aYgwaCT##v+uHKYL-$c3yVj**<jIqCiGp)@XA!Eo})bB*Y2
zH4G0cfbnw}x;Zj-j(u0Uxe(^KrE0G`1F67$WoXSws@8iumE~JHor~ZpRzSD9pL>%e
z1!|RWl%f$D$YX&+s-iaapI<)1T)lXGyNzAX^X=e}KYK6gF#)$CpiSebY)8MJfV%${
z<I%V3COyf>dKV4gEBNIwkw?l%lKFc1iWo$uiP;_~;pJMfR3kN5E{9jgP0I5={?v55
zUTVcxRe2B%nSR}qWClY(TkD}*72jf5))r3m(s8DBC_r#l7$<T&*!b6GUt9-V1XcIu
zlW23oc=+%Eh<-D%qN9HPs!tNjSJkDH=&#YLicM?cs5Z=vF9`FBWJI>)ky*M%0{dVk
zuE3{($x^}zxonm2?iP)(S;L#<VhkIO-b7)Xa4X*MXT9Kxq4dp=WSHeN)h!pFW@yg*
zbS5aw5#t<aJiMvW%65kPcg1?49Q^J4`H)n#fNYke7cnr}Be*8ekfJ&JrlURUot*`S
z^G;uUu2`xlZH5N$$3CUA0b)?j=t3C@=S#q1V5=7jZrW>LJ1ocFQ*D{y_%`$5TYn1o
zuh3Vt^RSkQW~4?>XgFAA;-O;_cZc&Z^jDrj^fC;M<S2{WfN-;&`=DWWZTMtH(TrJ4
zD^y|M3hjT&sMDT6gp)9};@!m24=@o4Br}p05BB5*;o8#9<><)fn0Or|i0$!EP<!2V
zbP)e&=<E;AI8+rK;&-I@+J*VI8)@bebvtHb+iGZbK%O?&@wj6_@7|ld6F)IT8bADK
zRRspB&Q<wDtOBGAGWMdJyb07t%K<i>v91TXx&vWt00%w2TUsXvza+uvEhBrqInx<f
zjf$s(;Mh4CRGksqgH9bzd~_lppz8nGS-b?V3?(AJi7AA+P#)#}Gc85cIj_MQB1|=c
zg8ek`b7Rw<2R<pcr0t$C;Ob5l;DsN%d1S=u@>BK2<;v*mahD<Sla-2(bLS&`X6rPi
z@+e@5r~bUZ^wForcq!a*Z?+Ru?8E}yop?dt7eRT52$gZ|MYTl^2>;UinVR?KL?HwK
zw7C4tKKBCyJ{vc;8%<-So%FYsN)%cKxHH1|ej1|*V^0nu*GPxPg(1K8KY+OkSZP7`
zd7;EPA@20s#?K+9CJGbdHf?iJyPT>+qIG3^c00H4jlRXxcx5}E&Etkd09A%Ou(T|^
zkMR}r<+=()ksgAqZAH=fkk!COm-h*S^p*?1V{jT~=tJysL$}tBe8&_36XfJI<mLg2
ziNI{>0X)E`1@owbc!Lq-?<*#dsr=QFvHe(gci8-JxZGsSldU{B<0D<^!<oin7k8LN
zo{=16HPnOZ6(mY`qw0b|toN38d0ACldxouzDo|1X{btf4t`xo`942nQ2--Y4%EUkW
zG;N_h&mX?@Az27OYL%I!^_zxxC-iexCJP!=Tw*Jes?QB9nd(j5OkutvR5_=;uz9r5
zhJU#^31t*L>pjuUvmdVEJ%;+X6a`5}tIc+>dW`n+MXHlnIZYA?&c0oZMbL&JbHP7g
z>S2^ZQ6yP%51cs|numlzptb8tj+9<H;x_V$7UcBY@ZEvKd@b)8btU4|wnNxM-WzgD
zWVEd4)z4%QyDMB~^6JsOCSrUGeo~e=w$3`qf`Z{o_GpDRCN2x3qwYE@1iRly*TtlI
z&@}9*H?S4J<pZ4^a}|7DzVR9vdS0kaVcjUad@atUiR5wnSAoUU;JYPTnW_SvuSVG;
zhL{KyA1s<bCSa0_eQJ=ZR1RM?km!q7f;4vpl5iN@vW5io@NM8?07^udnKWKJv|8Jn
zla>^(Evu1Kn73jFnC&i893lyrw3v2Y*nLekEs=@_IIVTbY(Xb%tnxKg4B6kNd+k_6
zsH4k|bWA>0tG}#>MQME1-WJ}7JNP662zZHwo`S6U>56t@ZEN(3VI=HJ;qE!vR$)DJ
z=vU%kcs@58`RqR_r64Os>%RqhArP{?_``nZz^O`!mfP8C$4PB=+Btr5p@!pe^{rCf
z!L!@vJ7k03YTzMH5Zg4ZCn5ho0KRld{V}xgfV1dVeklbYXdjFEr5A00Ww~ei!1)oD
zwWp{u<di<-O>EvfCUe@23Klf=-kwq2g(U$z3w}j?KAh%H9U2Jqcl&JXk2IV1cnG(C
z0~y8qwOr$U$=gI=Gqp~<kLXO<skk%5+8x{I&(eyb<`;4zY*<7sT{uCAAAdt)5x-lS
z%Icfi<@db!pPlz5&6d*u_xKS~&i_mDBky=SmDuOSv75rtHzns15pzx}6N(;qJwQ-h
zc2tRBtwR|yHj&`>OwM36w@GMbTVmp9WaPQn2N8U}I684Mngr)9>8kRn;I8SB0W5ey
z;f_+IZJ-UTD~RW{LA%YKhC@Ze`B3_MhHxe#s@;8&Gow`tgq=ajBUk>YkKvj`hN_5b
zuRV*9xtqwi&HvZP(fNo0DVs7G*|yY+eDG(el?(W;kkxO#WMwSf3&JV&tkqb)#+jXO
zyw>yva$@l_R--iW@lWM<b`w>2Ryz1~%}87@y<O`h$9<v{l?(ESbm-u%Gg9yCAgP5E
z$epKd*%f>=$ezS#O&;h?3_LQ7@bBy0`uq??Jj+ffOVClH+?Rp$326AaE^?2=OHsEc
z`dfHFcgLy>jMNC7?Xp*sxN8VXUJz`6Rr<U>>+k*$NKBxPn^r8sdlh`qbPGhXOntaW
zG7Br*!)EPBA)^5@mS#`V+RU``?ZjC&mC4R4batH!0X#m8rAnR<iTb;x5-2Fi<vTJ|
z{!9;Q@ro^X;WS{hQ)Hx(@Lr_ZY8O2E&=TBFY05VV?%%2LJt}pc_g~X=lKfRss@5L#
zJi(Uk=`&P772ny$f|gR9Y(zFdCMwu{qcSJtX3>OlfgTR}^$2F`S-{z}52u`n33wBe
zBe`nT4*1#|c=cRA<*_ic<;!A2isqJE&<H&VI2`NrB&g-wL@WR!xR6p*FQs~<i$_$A
zZi}I(b@Vvl*5~`c_z1uZB4xAioH^(kM|Y~ehdJFoaM*GAoLVRPk$<VwgRVdA#jM3v
zU_}nPc}X|EKQ)Ih%~xM=@d13*VCYSdIer-s*%Ar|;UbSg%+A4aSp}yOu*Xb5fWzqP
zAH=>Q$Z|!vLLaYHT5?&CU>Zh{hy~3e(F<lczN+_W<8Qq~s9F)>54|%;TO(s>2+;nL
z<We;>!^NKN2r6o1%YnDrbdn$hp+oEoT&09uFB=)i*Iw+bJ2b?Nz77mRs|232{#UHh
zMzz_l`l#dh$I#$T)UF^Ob1zcjtx-vkSO$j3ZQ1%u1hy(y@1AxVp?Hgn_657$3Mih@
zQgYxe=yu#&Tnvblh2dpJQG9m1)mfXi;PE(Q5uNAyd=VeSg0?+t^-O-g)cL(;S$AE2
z%uINUQ-xq$8lzm**2SI#k)mGb0fQQ7%=S3(QCxnqf2!rU)A@~<?5<+|al-!;yM1{7
zAsLHN7@$sc7M}gE=`RYq7SZm1q}Uo}q&MKMntRD5O$gP9HA3EY-fW!_6#QJbMn(ib
z@_+Bks}cRdh(uW#&;?egDP~kVd}pJMU3_HQS6Rn_Hum0aWC?j*jSg)##}Bz#kqm1#
z9XynPCfEkASFum~eSX9}{T@N$?W?Eals+LI*F%xSKenOh^)U8Ik4pw;OV%L1i=Ft`
zIZ`?}_A2~Ea{3>pg|zS1tb>j?c&i@`$^Y&xr4npvSf`mRe`}t7l~|(ZTR58yGxoS$
zVKV7yL9Wn@DUda!OEcPyv7ctsbTmZns0UdIZW_`3ze>?MdV(dx%53x{hM_p^ZGkQ3
z)FsIH@WFcRdU(fVg$*U{MX|xJj_H@oh{fXj6A<D=_I$lZ6S;<M4F5v)yY(aPUTo4F
zE?u8lw!POS2*)Nm*P~Q@ZY~aTs`U#ks>1IpA~*u@pnc?QFjR6I!3~_+>R@i0-ff)c
zgy@W#(e%Z$aKw;=kNcKDcn$mBL?yloakc+Az_!ChYt16b2zJ|Ok#7XC7H^QE#2%^w
zoTd$GRQNTQ>hixzM{T1WsZhK9aEO-3$R(L|!re*fgsBt0iH1jP?Mzer+~q$>Jd;Y&
z!c>)!3GBu`8XgdN+()@}BebDqX=#|5&kZsN)zyUUSama_bYkysAix!dWu{nHyFjWW
z3pL){z$dq7l2H?if_dCZ_gxj%LAH@#Dt8uP$;bItxw+p-Yg9o|f22oX<if-#P3r^#
zpN(QmtkWCszD5sioOL~Y`UjvbzUD$RvHlY)Sy{yQ@-wR%mCc5r<F(CrbA3w!d;W$D
zd1hJaFj|bidanSHwL8&q2$QzR*MvNBVH$rF<c$KZhQ;2&q?l!&hM)dc{i!adBZmH4
zhcn`x)r~(9^N(f6=kY{q7~PS^;&gKkfiPlr@Ov4-lN`rCz>Uq73zE~(DQ)a{o==B(
zZwoqphqR{F>f{yO*WY6U^#30NS5`%Fw8>032VZs|?KE}sfi%m&%FdO-PsPd&!!v&a
z05o)7Xv^z1rl0c>D7E?I5&S{Dda{_@?legn?AcHP$Z%*|tm*vjGH@>I5o+#Psf@0=
z_l}f6i{{7mO@(t$no&a~D8}WXX+gzW;0Iyc1-F@6))mS+w2jw*vFmf6yhhOnofwaC
z<j{jqL-w^$m_K|@t}(RH4ARY4p`g`_m1l3R)SbHe<-$RWCkRa141mb8+1dJnzn?3F
zmJ5Kw;WEvQ;1f=JQC+pgH%8pfNXkvH3hAg;lyOhhuX&QFPbYRO33+MvVO_I>prE=>
z6mQIGV~CWKM(Lqmmr=pSSX%^m*7rIgb|>``vLEXfV3`Xz-a$K@goc3800sIzc;#;&
zP_Fdm6Y08YL$coMNMUOOXX*qmWOA_le<b}eDH#J4DW*hdepx4>5e^6H{Z6Q+m?uT^
zpd2$Ypg7pU)bu=e9#id{QI<j^sqSNWk9{afDHUDT()6Xc^zx;mNqQC9UHoLFGAutt
z`;?(o>?EqpaV1w^$p>`#4^V%~sNU3tA<R@cJ_qo8Y)2ePk-3g0LNMygWbkGOiM<mY
zeMjUSgeN<YWy}(<)FY3{B&kB*|2WBw8Tl5YDFxu%MY94Va|J2&e%Web+y6S>rh<`N
zW=3R0uef82MJ}&6TH%-&ICXvKwW$7Qb=0zSec0m9ve5GKSQemc)>Aq?a}4Ar_(Ec6
z8y2O3k#yzdmX{+@K6g2G@g7&nvHshStq%<+f0X%1hL19`l12_G`}aaQ^QQ}2zcnn^
zyRs=>SYSp3nrk{JJH}_-30H)I_2@h6p2w^pNMXTRQ+-WwGc0}QjLBly69C2BK$Wxb
zs9GNU7Q_DLr_{iP{PfdSaS3-^)W-I!5OgOz0EE4{zPYubEmq?~&zLIZvz$@{u3h(p
z8|EBg6A#9((qbiv#5-<`6vCBda+>eq{YnE;XjW_i_y*2budB_`<Q<Exot62Aarq>Y
z$-;lWtocFQ2plmB0v596=$Tv5DrJd4-gB^j%F(EipP+qfiYb2Vx`CEV9R)`LraI%T
zKYmXf12yUDQ_DID+4VH7=xn1X$Ir#63w+WFI)=WjG{aO`Ci0tiq(<M7Ii-)zp(alO
zGA18r)kAbSb|Z+OV%cxEw)`bYw5+IxnF7iK+w7u;ID&csQJ=2$jCZGRRRm@Y$7$+V
z8f9(6`$@9if2;%alTo!aHqukJ$VDMpnP#fi5j~-v76F2{QQ1EMW34?=iSb$ZC@?YA
zN-$WW&nqdjeEwHY??Vcwy0BT7rl`yHBRFu1s~!jZwMbWaTGfK5J!Wmw&okGF;xkRR
zl%czwBSJ^nwNxy<HCkMi4*I%9H)yh%0>g=z<<rle;)&z!Dbyop4{OL)izHS<N18L+
z&@ZgI(wAz-BochL?RS4ntee^z@bW!ADb6$!krX^#HB$xl5Ch_C3%z5zcXjnDavSU8
zAW?SesZE0^ysxQ+Mu-b{9$V)Y8m7h6X7t`g$b06b8U?zz#s8+~?%I;hi2rLEz&=Rx
zGhsz7WViFPw`Eg2;~K8sh|qWjY<GieWOQAmmb$i|3|js>b*Cwo1HHJ9|9h4PE(!y_
zJnBvi`GTk%u?`5FJaGuUkot5YBQY||!+tp!H1hdOLu4D3TX3$Cz$uXpt9+}DNAa?T
zk1RoV?)c6*^SfdN85*|q9zROD`P;ci)l!p5zY}X~dz#1us&UO;_9d*C3u-tTgrd75
z2qzDMek-qA5P`YH!9F3Y+%&L2Wdii(8KR&P*{n6Z&MfPogKw?(f*m+3z9tnlyGELh
zJnMcOo=mwEf+z1m%MOLdC~Z^VEBwj*Z@&ykOhM%7s{y68j3^fw#o{q6C@ntI6_tN%
z8eiHsBq;V*we(q&6kFgWW~Yb@p}12M#(+Z?>RWN<gL+j%F|`+N3{sgC5s5i!ydDFJ
zXp042Z`xZ&&2Qkq2ho+n;f^VxIu%x?>MDA3fD-|5cJ3}Y9k1@z8OKAnXEyuYPxG2&
z2I*^I)BrJ)(4o?EWugR9h1o(@>=#|^P5Y`|ToI4Jymf1@@{^cUN}EeYRhmAl_gPkA
zfxtz99a^eIM)+ie<-*SQRgSE*og@Qm+ZL1<p7na;_NN?IRD!>Ct=?ZS0I6xR_sA1%
ze3QfS!M_LUmaoe;j(G_<B&R04TX^!A?4~2FC~hfCchWEvm|c5a+;if5`GPj!rt;hW
zR%|zQhRX=fLg+IK4ZNde)<m>fzGs=94Qr!Ey&Gh%tanQyj{AYhP7I50b`JhKg&v&K
z&p}TPu#~*2`=5dmP0|6e#J`$z&NRhi(p{etko;=_n4b3T#H75;xL}?;uEl2<cWG#f
zWIu{YDfYqd!DMdd7(T<Sc)FY02(If;pXH@sGjQO5G=@CzX#@C((XzoKg`=nlOk7B=
zdi+$<5xbeGt`Qwz#bBCYekuXt3zVXe#2LT3pJ>y<ITQ{4ZqAH{D?1|NaV6tVd0fie
z>*X->C{naU?YFi1a?>#ZF#M>d4%44Q(SKg$JZ5f;BT8V<Mw?pT3g%>j5Za!S*N;aE
zlr4$u5CG3L@mxOe)(<Z?&4~Ltk|n>_@2?q)ZjBYBW{WZ_(MH}p0Q@NP%2}o)$MSfN
zlm?*hZSp=64jb0)eZz&qz+3hC-^@n|Y)uL)1RsKf$IU#lWrF)eKk1I`3JoP-eL9nS
zolzQ_dn85qjrXKojo0(>u7XV-D0Tj=Bxgl|Qg_v^qXzKU1Uk~mt~mBy$PV$573fM-
zn4gj>TPo%&eyFLmel<r~30rnbgLKs8=eI!moT|~7N7&JW59$(-3aSVCQ?}~d6{6=(
z)UCuB@^Vt~)(#Dh3*0oeKi3`4dHe)F3;&oWmtt${_%tk<jle<HbD6<=KdH3-15ik1
z3#C*{ve?4Ahr9m6$I`)eGc4iJg*kwK0NIvN+6_T@kT?<=*8eCso2Z6ZvT$ZE-L^6Q
z(8sKW_t5aDWcV!5ym3a%6;e^R968LCyta#VwGbolBK~BTJ)|}YFX7>djcm(#v>0L1
z?Z>Vf_#KBjrhLejjpdPC>GPv1b3Dnh30oUwhWqc&M?0(1Lug3+Zv_%yd{5O2ZCa@N
zTlo?7l)WP70@D=qOQ7rxRX{gIB|4n04{N*n{7pf7SEzxj(9I~XB}>z#&e4GX2GYBq
ze2-iu*V<_Fl=nuO@iX|x?yLYC{L2BRK8kgoJ`(n&QXz#i_6+R+SC$x|*sqPqplYk3
zWyGV<O*wP_{b%Kh?nT|&D9ccgk2!u39wOej;2|0;$MQEBXVkX{4JBz1RPY&ongF-D
zk>CGz!S>PSRAC)karpikDK6n`9((y!Z+JtbWR@!-j1A4WOYEk!+I~gI)nEKMa(K`r
zAXyu>x8J2YqO1E&<d#}KbaeVD;#eHbik~XeyEoV|V&rxrB)scl2PH{iYTFXp0$wE&
zdq`*dvHe;_$!BhPWh0277}<mB+g1fZ9hlXw?}A`Fijpt7Jy295W$KFo^}cxH$c=K=
zb@lUxB2&|zvTUdqn09(Boe7PuH~ubAUq38xM#JTr^QKWyQ&)M+?~q{az5fPN5^)xw
z9^B3>*OIKx`Jkj!H=0k^Uw0*Wr@MSES%>1kWfvrH7IvRmF*7qrmr2?^v9pJE6oGim
z^Gr{Vd31jEALuwsLXYPaT4luO5IDC>$4`M}ny55#?8rGBe!n;8M)u_GpM6g|yV>hK
zQuwwi@F(3Jxv05%!mQ*+WScH@zC7KHry$zG+|vZEu{x+<JhnQ>JWr-AOP3ycF=en%
z-<_lS|3Lbm=wnA3C54y7^<$!oPub8Ip|zF(B3VxLc7R7rM~8etvtAW(fZ{3EAJpp%
z*0u_A{2`uaPl5VU9Pc4>)C)-}r@h3w3y=(3DmzKI;W?7w#Isrl{pmC^G&b`3q3L4?
zl<!VQtvZ$d9ZM81={I`c&1F!^PT-lLNStGI?_$>VY=3b{oyM&6u43To4@P(n9+BVx
zIY|_278Vnc4U6tmjDYU^4?hDpXuf@3%BXt1Joc3c|B~ItDg_7COYcUcxS0v}0X?!e
z$Wm5}b4tf8O`ajgUC{R8)QeD6pL4jWmj4e<Mvuuy6{g{j{{X6tmAMluSuAK1&jKh&
zsR5Gb@BA?^Y**pBQbD~bZ%QY_2ibBMFFEWjScIBgsPvq)e{f5-&w^t0Un>yu^A3-L
zXNbzl5lOr5;6Q}l3l^uzCl;*Oc!i_t<;L)Rk8HJEjA4sQ+*-{_b^g<lov%VvQ{HXO
zk%<)tb5BKl!7e&iHkd@Hovf=xoVmS@uxxC?W}@T4{=4mBztG%nrrTzuqubatj~a<E
zi-C>QTFXGNwVVhHY1O>|_jJ82V}A5g<@Lf_$!{{98|0u0o2u<iRgDWAl2hlAOO5@I
z_)Bg8AIoE@*yhRj{9e$pon0mANj`dhDeYvUFdBtqQhagj30IVtR)=nXk?ydA<0CH*
z6vUGTa5_qZ^q+P*R~SHXjA(a-XSQ^MY0Ca69UOvN2)ZUf*cai)RG%9VDMc-3))r4Q
zF}z#!BOq?JdbnVYtN#nD+y2|S<dU}gDuB?lI3B>|zf}}T|D(>Fd^&txC(!|q-B>1g
zrF!sU+|3+DyW3_DTRj<rswL$c$XwLbwD<jqFtCyinUGNN`-!qCg!`sd4>jbYEs*XM
z**kBsffN39F-toIlPqHo<lO+g9K5O^z0niDvggR7Rg}lgcLG$bZw`I@V@M$ciT{l2
z^00co5Fp6Fs{pH%{QGBxIa8oRO@615y&1Tk4X@bKNV8(}X0T)Az<MX_$4F%WrUkD4
zZA);XqB)wdJ0+bRko@|6h4BOYbuQ-EB#JQ~(#%F1TW}x*Ws}}j=O`bO>RD9O&7seD
z_bwD*@g#(+@!~{zfv&-@6z3gDoLEw#^~JO7I}s|U{){Z8gNTS-5iXKsv3QR}snE|4
z8di(R?CpHrY?&(oy}=PFA7@YO^;A~~`RU=|QQ}?X7B_oU%U7&U!ewW*y5dfCI`3X(
z>{|U49WuddPG`_-5RH3sZV3=s6&<%NYMRPa(W9U=AZvZgAUvcUwLu-SvhBuj*>AA~
zEpuCh$}-io_RaK6Z7R#L0=w9ypsmy!Xp?H-%5%;vf#_E!$rCq=go@&=DVL}~Lxygg
zs0I=b;V*oKbxzRL^@GMydj^G?v~kmx?H@3QJ^RKp$&Z7|0LVD3e~XS_6&RzHG8WR-
zu(lax-IPS$4efI9dWcvPB2ubUA{%-(`Bm`W0OU%4HLy>XI2DmsYOHF%r2?iAQw>o2
z>i+&^Y|;|U@|#^ondgcqs+72P8RdKZ&^$YXiBvOLXH>-|93TpO#mo^m&%FW(@fS0g
zJ&|0ucUe>IdHVI<O*w)4N0$~0)`U#51+EBm+oA46UbqhO_3=YAdR1GYNK%pJREclo
z+n#1>PGCLcKp#>7Pt`P9d@GG!=s=#MJzDg^A-(6JlEymO+S<~BNHCN5m2uBku->$`
z9<}A@hgXdWMe)-ycz|zAqP`dUDiVpt@)Oz|302>;d%3kICsw%W<KsTxmeYt%7)j(n
zM7LDJ;+F!yhep?YCR}8)lj+090Aq}Pn0pifgPm!n65nSg<$akzC5vU{9ld0GH5b!H
zt)t}$;Yi_rA1BT^WKPJ68ZNs5WE-ZA^2xLRBt;=O>I-(d0hvMzr?sIQO1p9n)kH!S
zSf-c`Qrl+LMPQ3lm+EijZ<iM%mh$9QQ0UsN<rP;1$rm%50QipjFV`ftB1hT2I#cDT
zQ%PwFzISK0S+bx<ZI=R|VyLkRE8LVWk9#hNe2FHV{}ScMWM*qSc9LW|n1sG(6C})!
zqM+MZ72!cTgdsT7woKuc>W2O$s+~O5m>Y8vd+jQVZrYyz>UpZY_2Qc92cP)JPEA>%
zYDNi^<kQ$*@tt?X_%xDnWH~^YdAZiAyI<Q+jKyt~E#ecLz>S6<ywKV%`JS|_8pobj
zKyiV-dxm@FwJkIIXV6F<Bhbw01>hT)RB-&ajSln4C!rgk89B!k7x~X4iAfs`A~X?O
zZL=y3ZK6&E_0iiWxbiCDFq72R5<`rgU)NeqsQc;RSKLPB+l!hXhENCoYzg2_X0{>A
z%#qC-X{&Iu&^Fc0O5EkqBK-rQw<p@3#xmz4(iCXIgTyF1)vGIpC4wnLq)F!T-zc=@
z=`Ym%fV7>NI*knp+DdPJvWnq;dtq3z?@6-aF{^AKp;RR5v>&=jF(NSLZ`u5X*Ntw|
z-c+PQlP$LdlExM^VZc;dIVRzl#e%|7&;fUAwJ()s6VoSg!v^Rv+II+77S$QqEE~;o
zxZ=DcQUQktm!hpVJ+kcyK8>k0(hu7$^-|L`i=03kB`FcjKFojoEsX6c<&Il(<E|Q=
zmyt{7eO6Zf#4&6gD#Zx}M`-^44kQ2L??Qro2K52tFzOg}uN`rdEz<g!MTM%w=eI3+
zcY+(Zcd~8e`+0Zq`uC@m;5_S3CPvk|zX!M_EzP>LXokg6&UBw&&2VNNo|!B#E|(Yw
zloC=K^v-K|Uru(;1PHc)3cB<5Z*Bx1+KPVy3`!)1Z<*iL9iWCxh|Nr)7*<B$tlQ|z
z$0fXd+d?$a+RQT`L@U_}{!<}8gv3sHENXV3-FkVDDh^UN_jZ6#gOQCHi*5t|ovt#x
z+~Cafkhbarwi0OcqL<6>L!Ou%RBHdO_+P$`Ml`Zck?a^k8Y6wE`Ih{EQ3_Z~L(DD_
z<-0gh!WBYf`oU*|g#MQLNo-MU<Huj?Mlaje_bsk-$qx#*C?kGUiWM2frdTJ)C7x@M
zP1;XJt$NIsn-uZ*LO-o$Dd!!b97eimYeTT$8Y5h=gqJ6}KVy2O3x<dD9Wo+)O9Qr2
z2a{I6&8m)P>#OBC?iKSF-EC9)(&D>p^K$Sx`cF=6CpND_>V^D2Kp=xZC1A@Bt5-0y
zWY}&(U+hFwY|zQ?DrESv>#I>`KZO6#1pnG99;Zo~9&O%0V7HTi%Xm?H%5Ns>ZH%?c
zQXU$u0YIH`nfwvYd;TQD9qQX(mU^)pooDOCjqD+Itd4yqq6;8v2>d*nyPB${zNR}l
zo_M`-9af@f_b5`hejKg+paPb+eH`T|4IRFHS4B|nnnhbrDb#2Gf2exPs3_m4Z+plA
zL`u3-kdkf~LRw0syFt1;1Zfx=1SzFkx)B5!x}|#v>4pIY{_l0)&$HIE-VgJYnFU;P
z?!C|7J`O^J1wTtmh3&;}I*|CuDxYL436cXkJ$pin@%NbZa{Agtfg@tIVFdRB%E{$-
zVBoO%I9-O=`zx)?)aKJ_!EmoK_8l*jFBIoNqj$M-6~Up=+LrdjU=^s_J7LJ*9DQKM
zBLAlOmjR*NS2LzrpznF8S`VVz)|Db(czZlrK6@i_woLvL;<5X_AbJBpKQ|$~Yl;r0
z?BD-6bw;nxWVXX*V*Lj~9(Akz@mSoS=|T;xLnul~9TT}U&*A*|a-A((3)u|x2p$hK
z%>r`W)PzbGPd^7t^`~|)wVQjTK7Xc*1nCCqG+o5}GRALOx#zQnv#0~j%weZPm7-^G
zux;gUqc^0&7$N62xa5HzihtGIpE>8&{|Y*w*tX5=xAw?Ss4Dn*(=O^EkMI@-jvOz%
zYiezI|9Da<FsE;s7!fJnyCmC&NxId6yR97zIUE88Yur*JTtj)<E`LfXE|b*XtmG`w
zV2Wu|VSPzJ1*1=){#q3kp*h<91*O!x)f>QX;b41w|At5BEd1kh)x*LJ-3sZY(a5&E
zcbr1pd-w2al3%aK{S;vwZQfsx>uTU=$Nb+6l<CvD<?6OBn}NmaFW&uI8&nQCRiuP4
zv99ldgG#s%M#n=)j1&be_qp@m@CzPPeaRgf@HQWW67jE{yEs4Z=-4&du=8jgW2Vm5
z`O=?(=GU?*L<$J@L8qNlQg=~R5_Hn>WWdRvz8u8HXu+BT>IPkLxj%2uRt!WO=frR?
zZgS>5XK!~+Yf%ch;fufpP^3Q>biEmr?FYB2G)@1YM{_}5wRxEi{!kKDs{EK+3r|u3
z#S9Ht34HFcbQ2}sk14l3$;DC13i=*wk2e1w$gbCDn`BT!jZY4!wi)Y6TdwANToBl(
zeHTPqGQ(mY0W2S*yqWS8I0yMj<h<o;altp8Fn1s-S*IBP^x=tPyhm{Lg)82_G!aae
zc?Ldf_rz4aB7mtWR6qVIT2WI5$c_A8IUNR{Oa{#5`avv#5_Ikw>(ihLHz=ApJ}YZW
zvE+xjqOfBrqxPI>bv=8_Hw7EgIBJ65FT`3=j3;ywDyH*L&0UNK;}WAKV^HZ$X@WV<
zmnmwHC?$WyRH@^lJyh?q()!8;5tip`Yj?3HPA+w>uP?u6lFL~Aq^*>6tOucl@hWLi
zWMs>*dtlT2Pt!s7{-LFAJ6Pj5i@?a#WN<oms)$;F_&gZT@#mD6IOOF4k3*))s3YDx
z3#igC^K<ch?cYJ61iT1h3{4MWyZ>DePE7DD_#MWSJwk7BH120w&v4-zch>xdyEJYZ
z)EYgUMj_A2>3-JsM0PIe`v>5JCcX5tH<0dsltq#x<vP75FnS0Pyu8l3!XUh#IYCPb
z0NohXVIS}h$J%|Zz*SXQ^VfO~>A5GCAY>*rW$0*q`E@$3_OEyrUg)IRMAx!-Rh<}5
zql&bIbw0<`Gj)|zi9pipL3&iBi4fPTXa7R%=8BMUiN-%-Q4xAAq5L8^IB0omfqJE@
ztNM#g1T|x?y-<$#p&lo$m-nhMqsV^x+kH2w=3P^^pJ@{dwnmw8%c6{)cs^CBV(=^E
z(cd893WvKacas&D7?_CeWvU3Aw|%5yxhs+niVcVo!iZp+=_^m!IXi0Tm(?@lltsgA
z;&)CkFz0_D5fJT5(JpvE&{09&j}L8mOl*4g-j7Qwd;Fj;=bCYiFS~oQx%%=|9n2F$
z1~<L1X}5NV$Ui3_i;}c+@*ht!mxCfD4p_ca`y4PVH}EB#ZTVD;wy10(i`oitg=a9v
z6URi;G&0TWGaFdmeHM~JCb(ZUT%`u9xrK-{P%6gO+(d@vSwEe0S)mH)P$|1)yS4Z2
z$6eFt{ucd_^0x3}D?!Ovomd)ms%!8eIqC?Ov>R3*+I&MT*D1Ha?d+LTElXqOYu?3o
zctbu|1A#i75ge#8qU^;fz)gpDbw|x<P5J7Ii6RHg%Hh_nm)&M%9H)}E4Pyf)k&^7_
zVq+p%mcOs`IbV4oo@=BvJ-!v_9d@XCLeuYT;3BoIeZnV2tK&t+a{kU0Y9c~+)+erP
zY_`;S#rSVfDEiPpZ%ESJuKh4EkwYCa6){!*KvexPcxys*m+AQer6UXjq-s$vd8kjC
zXz*Uv-y%vOJA=+1ZFC|)oI5at_yp}kLnrh_MG>#ykw1|%9iC>r_GKBn$4X<EKk}2P
zGeJ+zl<}~mqcu}|s;wpqlp&V<)f`%sxHSECljYCZn%fa)D<h*=^vV>)T{e_-QkzX{
zJ0EF?Z!^gHlXK})O6_<_di^ICU7O3L)>L5<nJ}5v4PWsjE#19>N7C&F4v|a_BO?R!
z54gY5Wee8)+eGLS2VV7gNV1RUFMVp6x96;`bKZV|2h$M1Pvy~L{+Wd4OLH#e;$XXI
z^Jp!UEO4bzot&-YOKaGoGk59)KI{Ub?80^Hs=I$&IXz82d15xpIrB0F07u*5V(KE_
zkQjWWM8==lP%mmhQ|J>$x+Rl+qcz`8YogSm*YCs29(xREUYa$e2m);W6Y||mBS)T#
z>TubHA%zV-bI(Z2wh1gzT&0}_;R`x1p%z1xcQz@2>sR!BXF2QWs!EvB6*ZY@JM|Ps
zQgr=~gRG7!r##y>%*_!|t!8~XUg-2F;nOixe8Ix6P>!Ne@BMp}udrCItx@at!@>$n
z^}x@qDf(vk*TVvdl&1_kdkzNcvV6>aeO?k#IwnY-!R_v&;!F#S?@2@@U!|;P<*`Bq
zCw?bQ@+o2Iu1!lj-4^0X`YgW@R5Ktp6d-+Yo)TrF{JWz_oi-O#2<jGID0lGHC<~Hk
z?CkStoh6d3<Zp}lTqg|Zazb%GjRiH}ejqaY1dE^^_`F#A5f{%lESO_Xf~ONnQ_KWX
zT>ODf`^AX@AQ<(pkKhv=#BaYPG<{F0pD^y{N{l|S$)u#g=}`nl0({0h_319X%|ORI
zZRy$NeNRP+_)jr2JWh7>xcl8UYeB?QH#D}F+mqUvRA$2XjznltAX4K8f>6U7H73P|
zsit@nu^ASlK>OdUBYbXR1)g*Hz|vDrko>uD)U_-2cxc&TaL(CSqE=DLBum&qu3ip}
z(2E$W7Vk7ZJ6{ouPU`(6v*%X9BVfL}meq$%S#NTe>?Hzst7Fr<w1Tu1u=Ge{v;GHK
zSbV(Mj{_Y)(;*du87!xes!W`plv=u&*!3FfZ{b%IC#I9Q!+hYxztd4V={tlcX57Qh
zu0bo@7U_dOk>N50{mAF;<{*AJKB1phS3KWcN03cyQ|?aT&|_IST?r_dN#4zn^$!I9
zu*9;XEm-U%`r+HJv;s>%#?E;E4}M=#Iy!_IG8*vV(nS9Qo6(ZjoV!t_c|EtfvHr)I
zfP(uJyqg2+@<Y$(z&E`ROp2~H+`A0{QCTJWDlLhC?e}ZU<+e{$2QE^!92uRdGsN;1
z9==2I<{k&0Wm~+=Ui4Y{2vW5dXwH4Ls67=mhjc{zz%K#WIfywg#CkK&H;;PKG)W6a
z0xQm;*VC}OZb|+llhhxD3<~_J&7QfqP(;c9HYhlhHHcY(qpBq%C%1Pqw33*PtbI97
zEv7WBnR^nZ>uJH>DG__aS3D3|cZ7}^HA)~!R7@d-AXTw4CS*4bIf)EII@WHMpZ=eL
z+?$%juGtDKa5+Ffx)8`Q8xV!FkK$EWvc$Za*N0MsbQ*-RAI;^<96P38RI56^j;^jy
znkXn|OIZnHN+;jAv4QB2{8f-qhveI%=FP~_AjybS>xX!MSO+~#_PD*&ydcdLbj34U
zrsraAIcCyyzxtd3(RBM1J%Bx{J_Vo8jsqyw90lnf3MbW&v&>J2$sBCXMGGQ@_yzkh
z2L(jl1&sqM-~XP}u4VUL&TGEdm$34R>Inz4<2U>1#WS>ZT#!N0U4{P5ut?{k#K<i)
z{JV=Sx4-pGuD36Zq)-noN9*kh#?7a^n4?_u>=^x^ohm}8{0N-su&ylx&Tt$P*}$6T
zJ8PxFd5atY$q)l#WeU2ux_#4#3tuJGGeM?x%3#4&?$xMNOg-ZOqB{CIn)dl@SET4R
zh-xC12)p2M{1wW=f`tlbw-l2jOPP-uS0_q5A?`ZqOF#lYA{_p%ljY<lQA$-&YtTUF
zTW)A$R|sRfMhxkjGQXY&^3McA+kTBtFskV1FOHDk4~_rw8S3YXSc97m=uzt1P=)co
zQxxJ|!P3@-e;~AtRvEinp{mMV^+Tzo6vGczm$h)!1tQp=c``IhSfCgW%J2%!Ocd=R
z5l4vkC{nh?zPd}%0`*iCppevz2)`gc)cGaEQDD6A);r`9!KB=I#l+=8J5>n{`M@k2
zDnyKO97^I!_8v+j?QHL|W&gT&H;f+6^pv{Y<@iT<5ZC}dA1v!eE}pzhXqz0G=6#X&
zbW;7&dp;)(5wW=u<1`RGF>~58)fsT&BTA={T{Wgq#)R;37E*Nnv1vS5d`^`i5e!K#
z#IHoY*hVyOy!e;4`o7BBm+JLY$RhxKk`%MMsO{Mwd*oc#co>hiTcFk(l|o%GQk`1f
zHo&P(tC07I&#z!T-I;7<b2ps^Rvlh41zu+gzcMf$!Qpq-jl@Cr-ib4VX)Eo~QWt_`
z_qE%bh23FRp2T`Ehn-Vxmm`GK{6mDP#r7mY$#u>bJl~a7d71(1*Z6sz6%Sx{#3RlE
zB7<zPETd3fx3xP(Ceb~H1=ZgFAy#8fFPp+9Bc7L)m3hAgMBZy0?%|2hn=u0kMtE+C
zAA!x)Y6d?B@=Q4HC#o>HOgZ1bOOArCckA8y&gs&<`eYdBmA^8M_S8RlMT~MpM=F4I
zvw^nGLGsElLV_92Il|u*>`#{w)DZn?E8|^^Pbb~NO<fH#;C#i;R5iN@ucdKi2z#Gd
zCHslr?9Gub)B6Q)Rh@(`-Md-o_EVA}ViXnQ0iOm`LN~0vZ#09W$wR#ncr(D!O6ks-
zx$b`IbNN?i*fAM<=pfu4g<Bbitnes8%gAoh_~QaS9;o-4IxZaVHThj3zBPh?I7qo|
znFrEP{2ypKMQ=vuO0O4k&(=zJi<1TX`Q^=2rod^)kVNZq)7)zJJarcEVJg~#4qbEz
zM=<S!2Hq#nMuXzG7GEck5B`_KHTX&X0IOC}*~yNwNgrJ5qdZ@H4oz~XGeCs@e*PO&
zVUs}9MIxoYt6|B8HYcOmElu3K+o2cFEx}r8Vjln>cQ0EWqmTbM7}T{{Iea#0c-<LT
z75J4%|Ftrsxll)L1Y!#P`hS)+{(mpEb)dM!U_}E~-a7vTgnqepaBapWPHu<t_<Jr|
zHX@xb@Kw))zw?c}?zV_INsgGT3c$G!{gcl%*JV`Ryk6vC?SxFhBjR0TE5t&YY^!dN
zIHn%@HlSX5C3qzUvQ^WT#??Dh;E`AKiGcqp*rPbbVSfv~0}vxJg8vF$+B8RNCyywx
zylPbs2K=v*mwfoSu&C_M@LiFI?QXg)&(nER`bxu(H0|V)p_49bsKFtuZO!wXH6PXd
zJp-xj(JqH~Qx&DYj;n4anr^>o`qR*+Uz#VRGLtx-ZjsvAz-J}W2j8u#KTaDwaenL?
zXqaT$-_hDhM+a}3r}V)uYN;Nj5k}j%Ge%`u&K4E??21!^)KLCKAPfEXnvU?0uSsaW
z+)&g-oAmN`*$IJwLtaH<eOOKBi_ceHwee>%p8(;5pcO|<)UA9Z-X0BeA1fU<*qp67
zkE_O7i2>W?b<#*CR$BUUIaNVchAD3XxA?qdv8SB7=POLo!%>0`2QvCXg1qm6q_MHX
ze?W@fz8>SY^P0-`g`?CP;tZP1X)ZU$n7tnqPNjmbbeOu@l9bvU-VxploBg{A&Q)R^
zG8z4uP{=~qcCSnww_tTU>RBdK;_)0L;#VxaM-yYkN#(Ac2^a$~^S&bjZmEpyYfQ<;
z9GTP!vVD^`_<4uawJ9|9AH9K+EA&{erNV`~rlus_e;!7wS~8OGnml;577Znm+!!V8
zW0OFE)&*ATA$?9sTvzBoP`J*Jd(&rn)(WQt0uH@DWMX(pOe~YJOtFT#sj4P?6J*IP
z#6l+h1nOYcwAFmxy}OXtGfht#k4ExY+NmdfP|uL*pQ-%Mo8*0<DR71KQH8<KMNO0T
zSRZ`~)#%g2)ZzznKB2$nsL4{F#_GGjseEQiJv`D$$jWm1nd!e+@gg^Ky&Z=adSC7p
ze^I^K=XvWWVv+JAOP$+L<4wOamgJ=ZZ~_|&#H-G5tBuVs@C=;Y*0<iJR55_9aD}dh
zXtQq%v6;K)v<F<4F1KDp*=u5&ty@YQ)Bj}G+Xd6{T$g>~H+5L{3Xm^2-ED)4)L6%v
zy=7-InP^}?b^iX*#cGJzr{Zt1e$QX)RHosUvE}>5sFtU7q5UzOJ~K3*jopvT$~iXO
z5hr@W6Te3|D+lLC?_iUS5(x|dqEUaYDTYB+)st&gC?_c5NnKq?XcI;bjv5STQD$ZA
zYT3INRMXaMH&|SL-^-Ju;K^+NCwgp&K2z5H`LAz2Pe$47{K#*T0<CsM{S))|KXIS!
za>8gue2mi;gMPF%olnM|)N$E#O*f1Dh?3yw$HQjHPC|RSrON>M=14_jw4{`L6VHq^
zH?YwxK4!n*h_d}xECPo_)9Zd|gxT3Qs0BHjq|1|Ptui5((n6FO5|YF3S(%)*W*LEc
zdwxN6w)wa^aBYAu=<;*xU5q-p^Pm{+e#A`OftXLHTZ1ZhTKS5i%k+N00Odg|?5|3$
zmF>xBD_FuV2b8lX{;uV3aq2uN)KQrkAd5R^d_?(zhN8_9rQs2<;JyjdJ2!={^vK!K
z8RJ?=KWFSwRvo$SDdp477bi%UBfwq}ZmSfzsWLL*n0(5Def9xou|H-{wi*`Bpj$if
zKB6D@T`++PCgf=QZJgJdnO?BSva;=hC*N7TpQyN^BtlEC5HY@8Zk2fEHTp(Z-IKBj
zc&7zcS9|l8%MZHAOnlK3GNSu}j4NFU7I-Jgo$1_IA`&mVp1n}&w_Rhhqy(Dk8@?$!
zG7)df(Wm*k-uYGQW^tB}ty`X;*Gmck<cY_kDL0X_QQP55`8SsF;aLB$&YnZxf2;?|
zcKUx4U61tep!hWq%0CX0HQ5SkaI)Svmy~DU{>!XM<#Wb~gw?rpdA*Jw)y12P#c3M}
z3vmO!6IJr(6?lhV#C|;=5W>SR1;Wr23}id(^32)BHc+AcG(e%tTJt*3z2bmxNT6Hx
zVLAe>nU%qhW}(b#vbDVggQO(s_^M|UA01A8mA?jf`L0E5awf>RE@%GmipS8mxM5LK
z-%u=vKIxm|g->qdCo(iyE?4t!B7Zmv;(9)xk#OciE(T(jy6Qix@N&1nnXb0meXpM9
zFF!MXC#%XA#{0E!e=%j|ocjJ}?oV_uR)}V3zUKzh`6<e$t3UbTZLz=oBEOh~sOl%f
zbE)BrA>OH(@xDRKf4N<2%WzPKCHvBH;Q(17N&B;VP@|LP%9xG6P@_^mvmG=n@b>0*
zg(649c~dcrzf{WFMTWhLt{<6}X^wAzkQPGFG7SE0%Tpl6eLe?9<x?D!QZE7VLOfmQ
zbvEMq{%GnS2%zbLikb0>aSY=WKv#X#`@|@t^1Fwj1hsbH-C3@8Dt%X1%2%{v!BY^i
zqmR2XgCYmU1>q8-c|<0bnvXZ)vD_-@eM@=uNu^WG^LYPv*AX~AEfJ0CVy#hvFF<5o
z=VBEu<G@@M9Ve|{EO}l+)T-QN)i%-qx*D|D_asvzDr2(@8ooI>deD2jSrIZKXhN#s
zd`ku;;DMcP>>CGq0BZoV7u>ntp?HTmKC(}x^Gb5G0~MfWuMKRoJk{TZIx9o823*?X
zuD87?zb=mFt89LbcvOR(fHcZst*iW_RQ%SHEaS=U;<%du)=HTEC~Vpo2>kSY-J0uC
z-d47L2eF?sBwUIsU5s6YENdq&_4T1q)Gll_Z*?PrOC*43QNl`w#U$Vn`VZ8gSAg)L
ziacNc>SAi3Yacn<`EwZ0<IsKBWZ+^UEp5o~=$RN*fJ>JzMCm3lJswQY4Upv;H8Cb*
zNE03;$ofN8#3M6p!1ne@!}L-sYC%;sE2>u2YX@VV)MWULoJv$3bi<A(&I;3SuUEb)
z^AXwS@affJ!ALHnfqfpOS|`Cbn1(t+jjm`?Ug%8wv_%$3HPFWkFH8V7EJZOt&Ci@7
zS<=sTc#+E;x(OLtATCVy9~7+}?bl5{TqnCA&Aw9hM}HIOB%D{Mu$YE6R}~V~j!j%X
z!NaGp47%YsQKve?`<Hda?DSUP;JRYgmtpoL)w2c1cyYIdtH6uil!$y!lh?5vYksc`
z8};P463)%u3GI&TTYWycdIM2`uhv6^je*fjF_O0ZN<uF9`#1x^;rs__*lKv_VAr1C
z4s=^-M;9+a4wXj+oI76-b)($mO5pI2psu)dN;m|jpx6mvV!Ej6k&GC+n5f@v5cpu+
zb;0MwJLC&+Lwl#tBm~7X<~SQr*9|*7pLS8QZb+t04nHIj{<~}a5S66!Gq%`$?R|)9
z#D5^Pgat71nJc~D1}^sS!?~m7gU`4A4(grF6@mGxYh44yXQ%+m3}XHe*rCREXl+2(
z$r)#`rLoRmS4jE~Bpvk3*mWV6_V1;)uQ0DEl3(eYd;9E-rJ^K}-!N?drHA?EK1Jb6
zXC?4dQ?@Uv?9dmxQtE;u6UDyHv-%*FSz%uNk}Ia<&_Lc6@P6Fp*u)g)J7lFYU7}Yg
zeqPbVY1CnWnJh$<IMfjIP_Qkb{I<W_8&7>j*D1hU?@N%zj9T45;0}~)!+}seuBsCS
zNbMh%cF%5qd{*oac8BRU@kSiAMFJ|Hs__t>1Hdh*ccAA+NZl%=UNSuBlaw9`9}JTS
zxFu**ZnKc1<B~nb(2z?pa6pHaYCqTI;vCjhm;8)-A(SKe<K;v^K0oXb0`W8;9K=g<
z=|4lgr_+`u-)E||*JJC;DlapxUBVV`KgbEw1hfX|^ho*Klqj)}|A#r$V~4=pGm9ky
z&#JhEp6%#d&)cJoNJ%D3(3D(7Jk{W{whps628nz~bNn>pDi!3M>%)r!Lm)c47)o$)
z^K{>KPa#v?4b5;B2InXCMRRzs@DxvB2hwCglFrV7b$-LF;i3$|G9=T3o4pF{n+v?Y
z&eeW;Fzg~fwRu&?Z+h*{Vi&_P=GO{`#ryv_>d%`SYiqVEu#HvA^NQLAK8aSZ3}-(J
z>Ki#H?aVT}t@uBVO5@M=upPV%d|gn@;b54ce`V1o`XU*Bo!X1B(<t!Bs4dgTAD$`n
z4`_MJco8GZ92-fO1|4V0t~HrDu#wG5JEmEZX{3H)2;JI2qo2**?4RjSK9LdzF+6EW
zARszL6-hw?4@g`{2ol{S4^pO!Bi*GWFLCrgA<pgLkDdqwmU;;g(eO~>Po4*vJ`Zm?
z!dKN#yt`$zTT3VY1Mw8%I}Y6tyO<eX0zth30`GA<gBfS1AfZ+<?H})L9R3>l96Jvx
zKbF;se-x`r?DGG9)M1(yTw<@`UY_@p+&as}1I*I%BTUlO?WUNI?J#h=>&N~8u(HN@
zp^&xp_*KA&qFFHIM~<MstkVY=eaZy5TY0-1{D<^`-*m%oV*8x|qZ~<1!^#`HE%oge
zuja$V$Ibo((0=*WOrx@nD#M^^1C<2rby*EUX!JQ-dMG1CsXzM)v(g>oZ6x|i(Vufi
zlpyd8FP)OdGCv3}GmoXF5?|^+iRq0Tr&9AP6cgrvLcW(9ACi4ASu+-B81d!jw@%aX
z<>u26v?&@3l8vCfAugZ9X_=!Cxhuqo*iZQg@+CwbUSn<l`(jQkN}s=4_aDfxQVu)H
z8c$Jri54#Cj8nmh=gSLvX0u1lDcDF=_n!zwGtD^f>NGo!)pplJBb+q#r-q6?;VF{r
zB`b{c)heii55YHevIsj~HLdV)p~AHZxu8{4{Dq{@0MId~T0G)<S>=7|szGpWa-7`2
z&gnf6IM6V~<cJ3ne6Rt6)vs0&6U|hA{WM3$zN4HqVNjgScc@|7155aVi7r-AKhp?D
z8^^5s*^|ivZdf{6Bps;+Q&wefF}KI}np-b-h=hJeVl69J!Seu)a1Lk<q2o?7=4Mh&
zWV~whd{AT*(Z;qzQ+zBz?X`)=QS<jlqsEDb*cP&sdAxna+_R}ZCTcaC2yehf%^yEf
z@N3gc!!0|5kK><oaA+D_(IP*HVVcXF#a&B=4wzXq3qP}4rfQ70M7r|j^(Rm)f;42L
zNorgN6RXw^XFt7C{Bi$HZfwNRK?wPqr|4yF8>IiruDsf4k_1r(%i=0S82)xN5mnG#
zUkLM1S8b*3MnNn11Q*mGT080(6VB-nU*xEaVWhHBy1LW!fkUzkANqga=DedM`994M
z#UY#^V1en^d$t}X(fGRnm663&LWh5xw?8<OwO4z?6RP0?)(GglVA{ON*o#U-SPpVH
zcFGS&LGE38vL#`rj*EkV&*=%+cQBcmFe!s`=cmC43wP&`%1CZ>LYRcb&tq)#3UfCa
zD^cnMJ<A7ZL5S|m%#l~xn?|6?V3I=gr=#bF523v779R)!O?9b1J3sx1kECP12!fU^
zNFGIe+Y+kZI<Rd!zb(#69+Jsi24+k!COolZ^{v@tHdKYQ;Z(=g^mn(z9Xh|#%ws6@
zvqX;C!b0GLDU$(pr3WojCjBfGiA<d>T2$g3ji1}1fIBFcL1y0v%HoG_E2hC&rn4dA
zUht7@S4_mZ;Ao`WWm#~$rN%agf>8`-(+(pxDY>pd;`cXvP46s7D8iW8BeE=DO!-YH
zFu$d`?fEXrr!1B+vaA;OFWzo-BkY%Yxw&?dSc4p)fT!w@NH|v4huUJhPitZs@b5!=
znKLtz8rzeR7O9$z4!0_=BkVs^7r9Xf6+3&Ok(_>32nYlM3ISc`;6M6(UVmR_f8C6n
z!)JQNNYE3n?7tB2AEw+`J^Xp!P|eF{l1ek-R^+gA?s(|)PZHQU3=uliBQW;!nVIl>
zQGDj7@^-8`41<3EsT8mz{cU!QF=Rfnt30HPQ)9N2Pu%Cmc@>eb#+|_=SEl#^we>~v
z_l{Tj8o%}@n^hXjOw0stt0WfmKFBqR!%xG4pWL4%<I(OtN)a~63g9&+3cx;g1?@$X
z+0&<ozKb*e1N9kB`8)@ee3A?f(aEi8Zb}`p!O&y(K^8xl(?a+U(h_oZm-m!a-<acM
zEQdJxl7k_2H)A2Ty;EHtU9=YKWpz?{kh05O^h((%J@MUTY=-(F$o~CZ@6UH0<5>4a
ze6V(D<3|tvr{MOZkA%H#%T;Wa#WX|Wn-7lw3O3b+ucAF_?+p#^?V*$#=5Op<$mlr@
z8|pv;W5y`>1OFB8gdz>tCBN$iemckV_2g7nnPPMpe{J}mSU99KxN&0hj7P(sK4sM0
z+D%zf68{%s2l*F&DQgVxfJg2H+uH=R6c|8_#SIoCz%HSJx6=tI$b7++n-HbG0}%IL
z1xeR(rW2Ao%`t*_xe7ExCy#z}hFIhF?LDnnIha{YO11%wO>*Y!C?jSRg|+31h9oA|
z{?*A7o;2&4Ylk>XV7P&7vIf@>OfvfNXo6?PRN*%M_1~|?O2_I{BKOb@byywZyybRi
zkR0Tt`Td0*Gd#)oPLektv=h#n%6Ac48s|JHD|WqqD1!VYtB>mN#s2&=l`;>zuDqlO
zoc`4$pigX3d$aj^Kgg{~TeX!<W6d0x&Owrbut{bZ`CZv<BJz&;z@-Y1WF#NY29HEa
zLlHi&l->k94R()gH`fmf*yx*4{9Lr^@%zx5m3%)qfX0muOD+j*kme&v`&T!y=kufk
zlc)ck#*vI79uD<`xV#;l=~c(y)g;zW@LbZgPdcG$Y?;Wr=M0`0ZDXcbP>0EtDJ;w+
zpuQ+bK|wA~fpsh#NuUL;j;QEy<i8msazP?h0&^g?m6^Q%V-x`52w0&{-mo#M_lT4i
z#r8~dO?Mk<qsrLmA&C!qR>m7KHB7Dq2wOx8OVp`;)>L$Ba_%!b8(NVjs8?_RDepZU
zgkQV%yXsry(;mE^6sJJz68d*JoY+??V-G@;Z-WSWR6Kn-Cu{7zG7hqQDmJo@3gnY$
z`l9IILdDXi0}@_mS0aZ5g3(-77s~wf6rOv}Px3zB=MhNMtrffI=Um`N`}*WG_vE_T
zkhXM)RcE~wXD<?a>Mfhi8=wwaU1%7EcfYjOciwI5PRXJ-G?M6jX6JpF0xM0B2-_W)
zG6Bza+=5th(aV%ir2m1IN!8|R21H(gAj^rLk&;zY6Ww*6*b0_RsZwdynCJEh*nqTp
z>E08D6{4>HnWG!ZvD-D9;KLXE-MQ#<gvcO;aN1OOpywY@(Ck*Q#v|DuA-%7zZ;Uz1
z@z)chs6*)IOyA5dC@%m8i-I6tmG|$(_-J*0aq1)yF7=l<dR7|<O#~fzlvTU%@ju{C
z{Ftv(uPJp{a3Rn@w_ScutN(V*3PBx0jAGS$7w^2y9BzQ?W(H$Ps21m})carf?&PXG
zGZ~Q_dq%1d`{oTgt*3fqCettXby4F`z_B}j!6!Ia+41@JQ-@%?tF6Tq-Qy7?4`lhW
z(0b=lXY{epr)6To@MEObFc5UvMSH$~@zK5zt=kNr<A9OXVpmS+;`s^#e696S(bVDD
z;c{8xe=v-gxx$~l5>=+)ME)N_d($^V5^hq|SKXvtyXU`2V|Z`iR$I@7FxqEc<P!R%
z78Ki!K^|Uu2p$%Is=EMZ2foMjsga|e^TrzUXJo4;xI0L?)o}x3ZHfEE>M%NQxO?g>
zJ!(57{`No6CHLxmD5oB0$**-;;t+E^4S4X?uV|+qDIW|3{j8UPwa3d7Kt>ohj_5@B
z*7r(9O3T?3H`@w|26EG&`G+=yl>1auW-?4wX}w95&0W^oD);Pe8c3|(;h~~`!dy;r
z^e`5GE8B9Fo@lw&VSncW_9UT!3cE)@%S86Nfa&AGG<!n$c)}wkXeg7fGa`4>T?b~^
z=p~(zH456N3D5~H_LQdmbN=!!NV#(a_$0B~Vc;h(XisKcjuc7~qFoPii{lBThM4L~
z{-KTZNZ=y0l|Y+$hCmleq;nSaF1XG()?ktIBDa2ckB2=8Rx80${A%{m^z9R>O7nTW
zyHq!W#8U;?Ibnn}jbhYy-b2dk&IaZ={S%l*3Wi6?)uS}G=j8zy?XVxo@$(!Ii3d5-
z-4cdAVQ~C;W<tbW_0v&)xa>=Rf2*aK${#l7353`n`jN#?B^N|ze~#ZJ6+7h2JQXpI
zJrG-HaB$ciH0h-p`_+ByxX`?y8c%#D2Kg%a5o2;2!``p|&vIRYAilU(D6ezBzY3-h
z9zVib6Ws2X*B>%@`)vPsOF&nKZM^ZDEDk@W72{)NPeRzKs~nxAWYx(2MP{q-51CS9
zGnM(ca9&bBkQLoX4X}`Krx7f5xbDy7;Ee916Eg(xNW0#;69rjaI1!w1xH~%vZORO5
z${d{DfCr9zfGduy-j48=fp|Ur0?F27&jJJrAlJk$AKD-&Gbr#%)9(m}Wiq5a0F~~=
z%*?iH^pOOvPW9RM+@B)7{j66O(nN@dQ?@SuP1TrUwGCIlZ;q&LeTp}=b%UC*68JS7
z6|UTa2E@MW<p!ZzW-Rv0W3k(6+_#7R)H43m5rKB(-mG<SGwb!0_$Q(5@vj&;uN7FQ
z)02**@!Ff>HD`8PJSeGRR3J1T6G9CUwGzQ;{;s#gR(0LMB_)ailr#w+8oDab?Z?W(
zWy3V~&1f7+&6YaWYiv6WoVoLv(Kok@>#hrNkAteeV}5GPu>7Ok%aq{8KKlM!HZ~|_
zzVIutY-dY2e}Z=*wyj88k}K0_f(K-Y*p)M`ZID?4u$~Jn@nvyz?z01ikvqR1q<m-@
zgXFD;O(@imi!0b&^p)XB58Y~W*Ig=%{Arb8ZRoL>7XQFl=NDQ0^Fz`c-GPa2gh<15
zbNf4^t|6u*CJ9mjlqEkyR}NKYOA&6yOwb(}&cAma;Rd%h3VaG6a8ilk{8}?U`k_#(
zu+N|)hg$_DO?_Rajvvb~bMoTIRnD){Pw^!%Z|jR;g7B%rOaqS+;+WC&Ym7VL2Ara5
zgT69^qE>f<-)^e@?fXmQ*w9D!w%puU!Z0SFPy+ck5jL+n3#eDQ+fb{aC=C0*unvWf
zg|fTkQTK3O$T%zb`nIRxP4=xSfM-)VLiMIks$C@xm{q-6ms})ztoWEkop_F}%mETg
z73A?{=5DPMcTjuL8fvxuhCm9Zzo_IWCFq}C|MUjJ#jzB`UBLc!X=^up=udJ!rZnFO
zWK-&I<GCa3?T=4MTap^?u{&>Gq&-)_(CMu7#X`C({w)am<Rq}voMt+TX5wehE3N)y
z4wPsEm%j8Q6S~WpjDr_w5WP59R1S|68cyq^_Clu{ngTB={fTBm_uk7hRW3xTbWBy(
zoFKI*GAVQ+tXg5H?KTq&6cdUPNh;UQbOVOAo%UH`!N+8TZ9|K2w+Cq96lRS;c;Ll#
zF`lYbnB*iR15yLh?wEBxv$C(XjI$qlY@m1D|Kpxh_q$tcZ`o`1ZEe#AuhM0ahXu@B
z^BQe2?(AP7KGAGbuw7pd->e{)$DD?Zqtg`CBim@ENoC;>Xe|ZWb#q&%KZBGjbJV<F
z4myzV@3k=xRWG_gZA$pG)_zm#t9`DJ7|L(LiSOtay1V^%%tfO|4A|hG^8XxT3~d(?
zC4q-hGDZs4;ZHK|3{xK>;UK5|o7%pt!2ry69Io3`HpiD(wFFiRrv;;eyP>bTl-;X8
zEgNSA(3V-zbba8gAEluFNkjFW?yUgI_`o-pWg*UwyP7w>^qv6MfNp?{?c)7!zAcp~
z_Nr7W5nz4|snKoeNEowve9!q#zMrC(M*2nCv6=x{CLs2!<+=ocuzjy3JTQ5sNlT(p
zq{bRJKstH7<dVQick?VTukaaekPzX+3q=4w>HF;%S4Dq=^xL#C+lgLmw3V>XjE||8
z>u$X!Y+psG{HgpVCA?_Fd<tI*@Ksi1g;AYZr3^vlLO`_FS3H?3BX2|!P*RIH@zgcU
zOnD#jn`MlRB@|D@({jJwqh|u&8~6J?YVV=-%hK;sowG6fpnj~#IFP}%pPfN527QX^
z8&SOCSC{aAGLxm^JJ|Ur-!vTE8U^041=SB*%AuTTu@8H!Yh}dp5cF7qh|^L-C)-O$
zv3anmg4~B=5H#f0m%)9I==m^iMaQ>`Td5zE-TL$koB(g1t5XEEyI^seYPL3Z5;HVn
zL8@S%cty|;{&iyF;IdrPpH4^y3Czik15WX<zoiB(q{tp~Ez-83U(-IdOO~VBvn0-X
z(GSfijI_h^igQC#a-T7+8Msm`720eyGBh{CA=;^a`?F=AS}F^PJ<uxmglz9oR`IY8
zR<7VRLagbk^y#~EnJaDXeM1&!`HJndO(>R+qltH?oHXiu|AF?AQP-j$d9jP2YcxUi
zO`t$1kWKohIHemd9&>V{`;M<X-rm++Lml$<Nm36d1&i6STB+KXCZRt`;|Q_ijTt8S
zYfEGN{7%EOzbgwDzA+JS;@B@icHt;}{wva1;M+>z5^H2BOQHU%`Ox@+-}7CGGvowi
zt1v{BMmotY8yWFRnzm8i@88pR0a+@Si~xZAEj_OIALu2T^?1y+0nR=~&L#+=0=jw3
z!fBHfVMZGUT_N;Hwnp#T7wVd^%`tA?*r+;)49DSO+zc@ni~y|%F=ABnf;PgHs_%79
zM>grLuKVcYW0_SGugE>Ys{(Ck^WuSz*-{VxjKGlkKhA5<COC!VAvUaH5J=&lrh`O8
zcV=c#KL0<;6^3UBL%Ym2-OHuq_o*hsLgLO!%-|b$6ABRuNsg>JgAG{A`;i`<{5*jK
zSiP?nvgi}2wQzOK%+!%cO{~e?l$=remm3?n4zB69FXu|&2hpDW$RY7FH7seHI%!Tj
z2z}ZZVf{&q17psGr4uCzk78m2>4kHkvfmBzPwF?r^mBbCl;qboBCmbRO|R|F+3#+^
z+dPPmhE8aj+~Uq`!6dIK2I7r_cd<4qUkJx^NuaT_Os>?VUtjK`LBibrt^&j99zO|G
z9t@(y>7PRsGzZrS-_tAp1x$g*LMgiV9!v|X%ZV0UQ&D-tztjQ`byz!msk{ABJ6+*@
zZrU(7?vZty?2F!?o>w^o&W|4z$6I}9$WeI_5y&d|%A@Ep_il50<c}OywxKlzHq>^f
z-0jvPpbm?Uv=)y|(@3YbVjT(j6-FQ8Jvkrst(=NiLc-sd@axWGsSI5TYS<eUoRPx~
zKO(B5^=$Q&2&DmB>skB%z5Rjz{2!yD^zeRJz{87M|7qs9{*Ql|(OLS7-((z;F<;$?
z)S-m4=IcNOIge!{X)fKLNp2M*y~=}VHi1NEjFtm9&uu-L>gzMz43K{gZI%eeq8DuW
zW<Mje`yVJXmD)}+M$_-E1d-;zvfsaE%F`>ngq(=3Bv|kH3kg3~bs#$Q#gr4OV(9Qr
zHn047uXk=7B3c6>SXK_+dQzEtIjE|v6+A2p26jq`nM03B+Fy&JSLGFgWHUB>_cs6>
zDS^cD98eh-qPeW?(0xz~;0`~OV6mU!AtKSg;|rJihxV)W{%pVI)$1&m-U_G2`~c+X
zuSYJB=T#B*4(H=Hw_%uJ!pmN02IrWeo>ZB@P?R;=+?6zK=Q;kfip~@~kp%{R&XG4$
z)tjWlbY^Hk)CHo`mz%IOVEqSjVSk_vlc<BY*`C)X5Zj3jKpxQ3&!SoZ;R7Q4&8cO~
zQ-u-trnj{C6FVeHx&Y@NLIkpW0hGz0)UKYr3BTs5D`J9G3L&v<7N)%e;CwlK!0ark
z?r4;%u&-i4LKAE?akfN{ObIVCA102r-}|;)F;B5HQTQ1Pd;WP*rpBBwUc8h*^Y|`7
zT3(c?tn|(KzdH}rZm;+cOM@F<&n)^*4ympR@wpbk64oI1f~#jW<Gdfx!?RIa`-a0Z
z$p&821Ofk$4dVJfTZYXO`{#2w+9eJI4G_C9j@sUYvn`c~_i5ez>Zb?D@O3&&sT=(V
zCUmj2TxU)KgK_WqIG6@Dql~TSY8|_yWm*?e5_!JIt`IPt3#_SXkSV;GE+k?{_H6^k
ziHDT?y9p4O^}I;Caq5}g;UN;a{X)RtU23utMPe9TKF4AYBVytA^8V)=F7B5uWbJ+#
zaCzPPIG*5cvAi~<<Co{5Ze9h;K(?9<di0h_b;vbgQt#9Ilz$I3W0&K^EoIhD(xgjT
zt%Xv%i6DQQn%sC!J^?-<YtYN+z5P}i4Uq@E+5YW~=<zT+)qN@b)nWS;Me5uKl*|Xc
zZ?)elinSTdR?2&EevoX^e!aU!`qLa6Egz<I#@@vHB!IRBW6620VWkjt*y$A5=0}ib
z{p@wTqjJ-UtuilttnP}ZSd?>7-TE@7BQ#p6e%|}VldQAEK$hO63QL<-UQHBhl4pT>
zNVDCs@ag2<5v>uYe`3!hWpc64wMeN1Wg1Dgp#Ok-6^|ByvH8;!??$QQlV9PB@vRfC
z61NWLpUYo*v`?>Kztnjb>QQ<OD<ybKR|gYW;!qNJyoSK}UqWbM^&(Ds`rJcGMSpE=
ztYYr9FTV_G&}f+cl2sg6bL3c=$0sfEqo5g!Os~x4yO=$P{gU(t4R<5_E!-qVwIq8^
zc0~WJ?gB`ui&}Lv>_Z=4?i98T&7#wA{-G1o2%!}B7P{-lB}N;$-p5}-R%Plaux{2{
ztW2-hr}xE77FP6XZS>IYU<jQtD$1_y-<q=}z}kw5p@diLnem)mn<NcgcYb9U=Un7n
zNFR~g5CtrP)4nh<S%~mjGWQPbjNN&gD+v2Q@J!Q)2tYFs%Zzv2s-gOjx=Ko<Kyta6
zF-nVK90xi;iqt!HsEm7%I)2sHV3f_b?#IwqAp5@B4)R@H&q(sP?Dxvt%6g=z?He61
zHaceAHRm(%gBP@g-Bxu7<t%&eB?;$YbT>cc$aN@(I6B<&Do~vArxX~@%$^8*ZK|@c
z@%q`kV`C9(?ZQpTqXN0Z3IYXV6Qhg>ee-oimsOr;L(a?Ps$^$6hgF3VtdL=rJaX3s
zS04D1U6$0u<{D>$f`-K#cPcMKwy1TJVy_F1+f(<I;%uA9RM7Dg?&~|th9dI5cM>M>
zRGK+9#0sp$us~mx%CX6wJl<0|IG2c96r1x(Q(TP1i}gEwy=tMrQQ>bseINFal>XM#
zZ?A(6&)6aDe%7ChyU5jxMfo$MTB<0kJ#|9@+7tjw{-fR81XUenqi>EZQC$*ND#LwN
zYchuh>}JQ_RnZbp*{K2@yKSs%%h!boPU6Ja3?|5L0|l}0kw8t%KV#=+OU4E(w%hk#
z@86r7y}@;AQyRrZ9o-AV9-@zca)2LM)axrqXHSp0lg0l?mi$gE+SRd@hoAAKO$hBk
zGrE1*O&q38BRrkmG3Kw(fAOiuzZxn`b(3BkNLfe@)a}Cj>tr6cRKl|=k`#(Zz>j6M
zTD+AshVpXC9GZ?2S$0G#G`+s?$no)cK6d(j{d=?yA=w6ad4F>Aj6=bzF1g6(>GQ5c
zinP%yE;9<r+bWM8iw1CswZL$RDwFyFdJ<zpw*E>im4`%FJ2i+=5*sW*x%>J;?kPck
zX=q(LTx!<ME#|N!J%JkPH!QIiCh0P{{U0dOMPE^J?3OQ;CrdMf*-8{yRb9W(H2y(y
zIi$$J_h{#R9WpWK8$VE9jB;MR;{B49_NgJ_PJwrD6(n*~TtDry^Vyon|0TU|yeG*O
z34hz*8WlMJe>fKOFd~O!-INigM3|Coj&fN#ThfT(zuH(<e#)SkD;hJn?NpMcGGYiZ
zDZ8js2z*Pi-0;oh)5r<2N0v~D>XU&w2FSaUOcb`TUX(LK^<_!GVrrkgpML+y*f^j0
zB0sms`#(?=*Qs;g{WtZFEAqFsGngS6bz8qE?blzoa@qL(&|ERauBR>!#>oL?JrmU7
z-X}6lRlndJevKi>cAgatg5BcfgtU~0mN<n7z8r`Wuq9%ncW=8$>jgf2$_29!Em=d7
zX47=j;t69mMjt_C0~3!)KUzJYzLFcvC!J-g4<$OdC1ANpqbl{*L?8a!ZwFQIuhBO_
zTAbgS9Fqo)zA+El{LJv7IOT?d&Tv13&U7p@z$c}AVxgrYG2FPH6Xs)Ne`P6pjJ+9b
zk0Rl{NyDUl-aJuMyd>is6vIsv7z7$AVs?kg7<0k;fs0G|;+4YyIarm$36UD5M;d#+
z8(40=`<pU=K-u^>TT35DRV7*+`2*y{oAPyqHc|;GQ^$2aUjf&dZ5oykwDI&WQzVDl
zpV6S&xM3xn_b1Px4D@lfz7ig>!r3xn%7AA$T}%D7-L`p&!{4c(qrTR)pC2j#U(LT~
zof165GX!p+yJxqY`Tvl@g@yQXDR@LipoO>Y^IfG6xAwxz8?r5}1T=}bE3Ks{aPl2$
zlpN4hoB(ec6A2ZR{K5Ph2~iJlmv2nrD}C|q!o_ybZD13yV1mT+#pjK)rd_37Ykr@C
zc-L}Cfu?4?^7d|8iSf$yyKKGay%sb?b|vHsvh6Gfw1n^CY>BgvGOWP*lSZS}G&uG|
zcT<CzEQ5vNYb|o$cl<NV?9-oAM}r(2HA6xME6P369e(t++#3oY&4fbo!PyYfEDjTp
zeLWUeS&WPS&D9hED2Hfp`M{Uj){!Q@;bv$w^(PBgt^v8flgt}X$Gd-LQs?3od_Ovf
zSZ~+ANy>8QlDD8;{TjRf%dG#h!fZfOQQ$SjZDj_h5cR8O{`;1zo7Z8Yjtdr{VmrwV
zJQNZ)<-WpqN&BX2TN>fZp|M?D4mD<Gt1GLfuE~|`TMFCYJrE?3vhMhiC8y~&XUsz(
zzOClB6ZxG*Zy`SO%nf<X4Hnh0rjph0Jq!%JIi@8%uTm_T+^%~i%{cqrr>&(i5yV$d
zk9LaP`(iam10DHxR`5m4%~7Wn={M)J`jT~kR7uoI*LgG<aGglH>Q|<vX6X*lyW<s>
z%8cMBLn3?)zzvJtEX9#DxuISpv<m(xX{YDoxVY(<)xw<Kx_0@8oVIHC;fbRWDgaF5
z9u(0qymtB?Mij4!{ajwXuBqJ+p-4S`*V9LUf21K>1oQj>)l<`WBA-K<npW`qe*t2_
z!A(r}3CA&{fv?Z3Bku~S>dHOCObr%=xKTEFFq*Jr)lA8*(xBhuuJOAN)A|c;wUKp&
zNNje+HGUN=tD6_nG*Q_$c;8A_7FYI%TN5plBz?+zpLJZaiN2^66~b$z!bHr7LI=tQ
zbGX~2^!I#bPpRGeJ-$3*QiW2UMyvE)*h0O3;h8QDx=X}=HR>3`143AO{3S@unf+PL
z!h}^bM|>h|&JzpH-|s!}Z9vfCDe#XEyuITdj8}t{X_!LuIf6a@S4NXrw3|UiS5<1?
zP1YS6jZBV~BbthNGKuOlD4uDG%7FhRG*Sy_*j-;81ET%>H&-z8d{c%@#lV+QEPDSD
z@h5q2v-6r08)LOPzbM(zgQxk18~g}LuH}o$!|5T<D`hWhR-jDHIHmVvULG1=!R4K;
zkvBc5d!GEzXT$uUP`)56I?^wOfh&nZa|9D~CcRVWapaPnF*2CjtgcktJp^=h0=c;}
z+UMAVJR#}x3gEVf1Wi;ec}E8++P~hNpGmXJG<*=lgbeh-8lOPJC1|Yo3nrfDvxB7e
zHf`rm8=08fRwj#dk^1Lv`;R6mKBcV`*RROAxN{8O^?U{pF9%Xses69H2or7hIG6N=
zWGwoJC+VUM@7|J-&9TlRCF)vFCQOfLf+FctfMr+~y=QbsRk^9-F8=Q_W%_>_$hG&F
zs;p8q+ABjSKmL8&%;h|BlVirX7Bk4C&L<gf{rnMS`ZtNyas-x$CRkdeIK`LOR6#-J
zu7X4s7k^)MIZVo-EtQLsOHmoOoJ)}7YZ0IGkmjmg`yo$ge-dPHjUDVa%xSEc;DPoE
zAa+t7KXVjQh7ROeow(C9H0cqb<jW-L{Nl^lpPj^=O|$PLY+KZjTb;sCo+^b&(n)AD
zIyY2I@c35=D~(hZKe2xm!NoV$1ot4h+l_w3x4tUZD3BLj_MF}(IU@m7x`?q2f?5xt
zhasvE17;Zi>(ae6TgKDi=%aKB^T;W7f?(~`5lV^oTp7$@MJV|((?-m6|AId?wdUi`
zoP1aCx0#zJRFJxWs^7qiHt(P&ZPRV6qI_H+O;^f8?ph{!3Jm?bK61#IcJ#nYeF0a>
zfjYW1dd~v0I_77=5<t^n1*5yhL3>{2qB}1Ma?<>DYq{fdB@eQ0O%haa9{*YX4+j@d
z9imorPMbk-F<3s4Fer4d<1aIZ`wEd;Fj(Naspes#)3kJ=JF%-k;<EUT>fd<Z0}fyp
ziDZEb=`hYOIQ$E`fn65jxd%B`zO(YWoQpKaO7Im>hS%6y^EQoMVbZxPYJ!k4tcPk|
z`<r$N;Zc`d%B<vMXpoT-jj(lYR&)baiaqnt5|9UYFb9@iU-BFF6HiB46#W{B2SL%o
zr*Qnf<JvmfKA}Ospj8z_dEt`gcpHIBMhLYg5V0&;a1kwafMDHl1rXedWkm37{m2+m
z`lTZg2ijLm6g(DkEn)9>;p5d5P7pkYKfmS=@0RlX<9qN3K}5SwmOK0l7S3q|eots0
z;&@ynWJ+Zhhjm%wKv$mIPyS&qE7qvlG$r;n@gnL}USIfhi&8bK{zjSPYo)6R;6+g2
zl=J!hQqqQc{0Djp=<h~2yw31Ba<6un0m388^x4exp>670fNh($hyJgYPYJRYFHFgO
zmTn|x`MGB2-uBk@t?0@gwcZbhU)a}N>T9;~FtJaA0nzvPJL9^=2)V5x{4->rCD@8w
z_gNuK;^z_Iaf~{()k=8#)s1&1`>7(p$SudDcVB$695RMK(k<UZ?#D+@fea-d9+dA1
zt<jq6p+Q)#Z-ivQ$xmxh_C&dsC6a(;kBP*mr6c|j&QJO-C7vyI9?*Uts=6@<{zT^!
z$M5_XJ!zwJf|3d|@8G*F>osR>_<QWI804!h6Mn_~Gv#@g(^|&G52TIebbFx7k0_UE
zfQ2!$-6^M7Z{BB=$#}VPoWL!DR(~XKb2FEy%}nRI`tHJ}ZN}@YSzOhXZzLz(A$gbq
zxAUhuwkWQK=eW1Kso_zXTK@0<kF&3iYAa~_3<L;n#Vr&mw73-4;!ujTxLeWS?$Sb`
zIK?SYq&O6cLy_Xr;_d{8P@DjP?(O@1yL-<5wY%ZmlbMsr+<9_u!aOrS5y>zet%HiY
z*~OZZ%9@ggSHBYboSQmiyde81Dw7NTZD#i+j!}ToC>4bsR~km_ZhT8VVZr3tlwNZf
z0=1$joTfyfSzcsQ+?%cM)*Q>AEZRrY^v*Lwm&1{j!Z22Zhw&3L#bU;Az^)&-lYCcL
zNqfqR0PsT*O4eX0y+T49gpO)zF<>Z6&op39q^Ts^z{PMScT@88kCdTncdYrkM=FbL
zZ9d+UL(P+!*{r$I=g^BxZsOjWRsrUSF_DoE8SvF2z@2Mk;g{t73L*#L%ND(@xbm2z
z9$l|v9x0J1d-=RUOv86vmb_{-5pkyZ^AFWv9%s4YY=1X3csylXN0f^PCwbM4L!PZs
zxhRpew&~Mhi(I^vMrQPJK`7sIX(-^(-Ldi5o>@Rum07Vsq{qrn=b-9bSW?-6r`@Am
z{p+$EYew4Y3tiesej+AC-7W8xyPkyn3-TuNVUzo;^*%SRonH;B`YQS#e8i(!;%}&L
zLcB$`bmLM>7LJaqFgjj<&W%&w=x?!SutpLMzRQ0`#2ODFL)&Tc_`b&J|87VkQIT9*
zX7~e@6K<C~Hr2j1Cr$X_ct);TcIoEw9yV)utjEGM+GTa#1M!NuR=ZA?pGiX66N$KD
zS#g6~(%ync(<E7;dtz@W3N~Gy*b~Gf3#~blHCW>ncj)5Vw-_$a`j*x13wM=B5~Qrh
z=-7qcji963<^<?Aw5!>(P^8T%X-7G}l(#do4hXY|IA^9XRqlR10mz3j|4KXPpI+u#
z{?3}^LhIHl|BC7yMgPjtO744|8i0bd#pe^TuVyqy`@k!%NV~mIpVS<&-<?mehW(4R
zv-i%?1OHoe{d;TOqzr5%7_H8~j6MMO^5C?FaG4`e9oRlyco$*=6S9^ej>|TQM3cxd
z_hRwrB0s7}lQU?!V@UGyN|eaRdYNag9{A=q^~f-D`paj;ah4oUHZ9CtWz1~2qZJwF
zhglNN^DrsxA+_W!+7JF_{7`TIKzs7}SE~xF*lrFRGJNPlm$`1en*}<7;lV?q1uKN(
zcl2w%PwYZm;d3avTIAQ~Pj^!K6mPGdxFoOQMUd(Lb{*zxJAID0?d;*fab&elQ4U{y
z0|j*C1}*-A0#8Cn-pu`^xyo3o|DoD{z{|@x&6(H;kzsiW9TP;$JSjAp^uqgWt1*$-
zQ&LnW*-jh0nTpmQT+sY+47voMA(|#0`nDB{9AD>&kfQh6m@AI+g;tqHZ+Nu;le`|Y
z_8HFnx>h57o%~1{q$cey)KG$XlZfyzmp*NA)6vfK)+m~#Dd)y%gfqT}`ta=Az6{Nz
z3T8<!ZBXRP18@9%+wCVz*dmub4Zgj3WY5>ImQ9eszh_4c3|7VnZDNx(vUW?QqR97k
z#Xc_Xi>XhaeHV%fT!f8~OXS~=2mhF}3VzZU$YzDvu=deuo9|_bzMuCuNVH}AD_KOE
zbSlUfcKs1$wi)#L)oi6_G;`J{Ozoq%l6ZPE8-!yncC$5vWT?b<pr`-*%}FD`r6-TQ
zahJ7uOv+1#KEL%SUR<wSZJmoUK+S@_KV2}2^VX|p=~(KZ#2%#}cb~p_$JW=;04tMi
zlQP-<rU-`mxD(9*Zj*RO;odp*4-%4Pk(#m=b|Z-%h)Z(wK;F}c@^9lcuYz7fN9QJc
zOlOYf9-eg2wJAgk3#KLC42Lig?Hgw4eXN(%uUlH{PYy?m^w=IG6oWa@fNt2dPV}NZ
z^=TYeC~m1HR8}om^$wI&o%7a1h!4%BQZ1WeK+-MEaUX8u7NBuKC1>OV!?HWyo|{3C
z0eY#$KPC~Vv+no3YTHA3*K-iSR5pF!rwd(D+a2z1Zt(42P@I8AM2ArDt5~go<5WPf
zF`9vL#tE-6Zc}`|kR|W?8nnJ<Tp+M30IVJ)*Dq%6;Czt{Q-2XSX`r@UD>aA;u1CwW
z*ytqPYt^auHbmM)u8<j-b`>*sZDASH5&0K822>#zZ|V;R%|FVAn|wE3QXWmuc)(;s
zx{Dqz>vUJD!=r+pO^R1Zt+MeQSXU3cUM22nfh0=?9m>6F)6at9*<mNGQ0WCQZNM1!
zsBRyHgHU$hPp3*T{k5C-JYD{_BX7@YmaI*|Oy}D*rCr^qis_Abal15;f;Vw`xaGW{
zBfbmr-AOy$v=9;$vx^mp*|+(X(IZ8JPe+<6$0}B)QIEwvBASvF#ef}#!++W+*IEI0
zCT~=(3p-NsjPo8E^pm&Ek)P=>iEdw|z4~))4H!_Co|sfMRJI-%DUvAW!x`Ga_v&v>
zzdA|CZB$ur$&v3a*jkLURMbD(6Sm3%A+Y$me~T1<?Z=LD2Z;;~)cAY-H(^p)8O#zY
zxratuVyqjSTD&x`B+erDtJ(dmjVN>Ml}4~g`E6tQi6f0}wo?U5leWN1f$PUQqAsJ=
z(loOlEc|!Z=2k-)K=fDwY5-L}gSN@scD9)SYn6uxr8MiAACq=lN_q7w*4eGM3<=HN
zQ}D-h?U0H->ijODLb_ujw5>+$mXWvZ8Wd#+Ixa&m-77pR&Ce1oh?j?TN4~l4E-OXj
z70AIge98}bJsXOTzYCUXNUE`;k@{gb?r^1hP5l1wS!_wOWZB|zgH^#k!q3mWcHn2I
zs4ZJTDZTzxpI?7jso9~H(Px-#4DD~2Ag$TudHkw}7v5p6q#ZbNu7hDOWkn*FDEZG&
zbZ3AMGnyk6eTc8?E6MM_beoVN&<~bzoZ5f1vybl^nDx2b#g7@&$0mOS4|EGS*yFD<
z>91mU-ASdpoEddN)Q3gfCH?jMaGB)GW6D8PxXs`bgbb7gnbM<;B<l61&~x2CA3ebl
zcH+#i>|qg-9k{4bt8bgC=7L#%p9|C|7gQ~L8y`vQDLI|0$&rD)tSDL)sI8M<6-4T6
z@0NvRL(@2f?%=l3Ht%5<SB+DMaVN89yrZt-DKZSp9ZzSi8ud3$oa=@u(N^`Fpw+M3
z9Y+Q4aJ<w*jN*HGh7Bj-W4@z#ww+NSY*uAAp##C9<U8kqGN&ff2+j`X>9B_*AN<e<
zaKdDLAS=A>USPm`5wU!((d;M8n(ZNIau)QBXhVjfr^vU%(dbFkn~s+D$@%-wHKIlp
z=)Oz5_rfukTu)YK0YSN@+OEcU-dd2m5IhDRsI+l0%M@WYZmrQoC8fj6XWFZD+XCqn
zk*pBzHayrDSlq7@{P=Zc(5k^e>Joro^?{);?*UQ^&C}ZZ)q(w2`9wJ(b^)?PG4&&t
zE?JIp)C}21H4jo8{lMZVd`H@Nry~t{Sk(CCi+x>@V=YfAOG@Y)UXJOz&35e&u!C#z
z1l1NUC2jNW7pT^1sOVC-LH{*%cUQS&#@x#X+8O+C6|VVyGs`-5S3iQTThb8l%aj*7
z%t2FfIcU2-HEnmGuj<j3f`4!2eelVYKF3e_5B*s~@3%CVv!nY|=<JajeGfg?d^;=&
zaHhKz3zZmwi)H``?41aK@YOVfVJ@0D%by!vL_!=Q`O*{NzNr4>^f&P`-2l(mxqah5
z1GKYK?UDtn0}-qpHTb1PuF8564?5jufl8;`O>~LIOLp!r$Wq9Pjq&}@69F~P3uAZY
z{$l0s{g{+}Gu}N@{!{PdWLb;S`47}*(VX2s&tuU8-qt4o<N=yN>U4vt%|%z4H`1Xu
z?BK~jk9FF-M@!$A94OTUl&j7C#y)j<fm^e>zfD#-*{DnF&q){*4K~a3AFvI%?Nt_1
z-Oh0k^-9w$oBU`+R;a%)a%k%c3z6n-_<EWiD@Zo*QLw_qRw={A`LWD!5OOdd?}2%|
zU8P`%wLi<{GDuX09jco*x;y<Ca#=L#c{oOF17n*s)hzU?UyR#NmGpU<sFO$J0630y
z+Mm2?=iIW&tZ&;ieIgYhQL?UX)|n?iooRmhHbp49^zmYPQgZp~A^+8t1E^Yx?qI9w
zSdf^u?A(R6WY#cwZsYUhaT0*Q!1qh&c5`vvN^rON1v41h3_=$i;rUR%(h{%VSUg<Q
zdD49A?&zU>svB3HLjPm4s_X7V<x`SIYwjmNF99Wz%RWyF#lvEI2#b3nP2p}oax(p$
zLu~Kad^bly&85SI#&g^)y8EZ=TL7#qN9Clw6%l`^97Sg%$R1Kw%7oOAkoGWYjP)V0
zYmB%l_V*$~+noq}p2d?XA#>34#e{#F1bO3S$pczt63*QGq0cAnFM^nY-r%-nS;xJH
zK&S!P4cIzcQkN9ZDfShqJTSNEup&>d^nI-`k*HDOduY~V+HazuCoS8QmD2Yh)f)L1
zbO-67u+^MdAj&upX6^8|t(96J&n!j?^xaKqr_qzD?Ssy(XHX+$Z-DiM`uAE#(qbT+
zA0-i&)bhlr7c)fztkyF^w&z+Vm^D2JtOtnnqFCIP6R$zdmQ%vZNc0LbBj5O+Lh5=w
zVu~$q*L?N+YssL;9qvKh)!G3(_<~V)(t5KJkAv5EQbcW{qxZYvXMz9>K77&zjO=_p
zsq;1BMP^vMu*W$Es5new>rpO|NOkqq@1@>buQP+AtktV^v2U0{-($;cUN@g<5cIwE
z{n+ilQwg(}y&Nh|q)(f3$c5F1UQp8&GHlHWlp%fkIthJLJV1BQjOr)vKe8t&4SVEV
z9@(K~9WEc@x!^Yj?0je!b_X{wyj>*eK5!=%o^G(-cWrKrU-bQ0V7!emX}tLD>VH43
z;GNbaCD1lu9oNq5lAmG2jlr0z-6jKXJsoRscVAjFLFNrj=fkK>jKAM}m+!ND%Lte7
z89ZDK6%rgH{-{FzTs$&sf<nNFs~T%hjnsQ9qAiv=faVZkOF*4#U`0T7#2SmSME715
zHBo+6z!W8Vx9n3C5-yf=GJtP*S^2H^7mL-9%}^j+O3DBgc}_6Ix0Nh4f3|XmpN(Tj
z84pf>dH~s$q4?uvkFac4W|@So!jd}kp3KHIQF4WX7L7vgFC2<;d8Y)cr0n8)wM9P>
zTQI$te?0VimG=<P7WP%y*B2Z638gh0*fmzbKi&2b8%Y_Ui`|97jpMU7+CCe3dZ*mf
z5oH#}Q(6|D<r67Qq4Wxel``Ga(%fH+*SXkQ=2Xw&E3@HKF|=s-+jPcwMx*9ySQ>R=
zDKyv<Qq!6Ft}s9u^i;SzPEybjQKn6}_D6?f7dDNzRJY%8r>7)D*Y`ATZ4y2J>M5>q
zWXe7J$pBsM;PEM8l$%6a;(_j|34R~_aA26Sc7)@l4lPL}R<M=f)6F0rtycS^%EI<E
zd-B=&r<{M@NrXL&yJVL%h$~OGvlVxlj%?gd;I?o+$R#S7wO<y(P9G^usR-qgCNG>O
zTM6x>vO+~`Kn9LNfVvPtb?e#lz8q3=QmM-xch!``tn1A#{FE?LhE>r<Gg_YL*<K8F
z3By#!<_O`@SH~KrZbs^-Nz|z!bxiY0fDvfeJv-QFGt2Zq%sJ)j9<b`1u9<~YO&lg~
zDzY2(mGHv5nd7p`N2b|DYd{pfu40Kh*Dp<3FR2_CKGUG@dwT$VB(<~|#H<Gsn}KQ=
zjLY2@WUx+yR6w^hOTdcNwAEqpJa@on8Ndti7sy+v)#u~U<LJ$fhG|-AyP7Gd=z$f|
zud=tPD0{@_5U1)u<zCb5KzkW=E@Q~5snRA#WH#J546hGXqF7jJzZIC*jcMIEpf*Xx
z^)+YyU}<~cY$sG4p`<b%=vJ!W;ZpUoiteqbRb4aoWWR<IG$7&7M6eYr$*n}8#MnNq
z&agL(lu~B6yby$cKCU;Gm7b7p8e=7y7DZb+-0nTa`R-1vHR*PmhNt)5N7-Bdxmo=S
zfkxUvLmRD!(?n>GAliQGZqI&ww%Wi6e25{BPlZRYC*2?w+v;0NDhs|<$1@YsbHI7n
zXs-Up<F!{m>~yS}rCt_}BtRUR%w7d?#6`iqn*<-XFR_eib7E6njW(nU_gA@Db1{^b
zwTZ+zF{5d04%EzsN)}8F(D-_)YyZAe&8E#pXnxbsXy^ahswSyApcOl0<A*u?wA;=a
z9}UH^WB<U9j5!u2bx>^{eov8vus9}E+Bcx^haU#mrWmRVYo3SaH`T>6t|6$2xuuzB
zL#3Kl-+!YbmAoO(4*9ab*v>^!Sh8fy%#fl;i@JB*`K+`V5+`UB@%8KXX2pEx`{k|E
zxzT=g*<zI9scB(p`B3EntG?B>xJSxV4H?=65sGo&F>U;^N>8;*+$s|O>*K@yAXTt_
zNy};62mM}u?<&wD9{!SYkgxcs2g`Q<v-92%oAZzj2}kNrWE6Vmn5o(GU-ckO&p(zQ
z1Pf1bPCgu*>lukcMkM?{3c}(EadW)#iG0my73_UjXgbnM_mSSc-{m^^(GKX{K~>a&
zRs~Y;1Ii2>beo>S@RVOD;|yYiDru#di5VfAw3`|mJ7=E5wAJhtAqx$flj#1W@93;n
ztBlubq6@y)y|!_43z2ZkG}E|~oPRMd(eKR*0#I=XDV)^$KT&Q6*JjUujk-Gsb3?et
z((kcm06^4C9$0_qKIOi~FYU+l{PO6LsOJ1*=@l>))No?9vad7zl2(UG`N-rA;rt7}
z+c&1Ttwsr0djs@N1uiuse?hZ?Xao&89w^n84${xF{%^cDd3_n2Vh2v|7azQ)L~+q1
zTkbh>PPXh;nNOe3TaI44^~~ifrziZ%YSpEt7m%ULi`a%3oW5i^XDFUJh;fwb%i=vH
ziu_Yw?4E2aFRzi;!nmz5&WrWEzV1p&au&uCZ54kd;=&B;0W`eV%IDs+NQ4alo`L)*
zfr>cWo>`x2p_lv7iGM*Dp&RKZ=8ne1!`Px2)-+q5vHJ|1Gxd$)T*n!vMzQ$#u_DkH
zXn=;6S*yqZz2tw%Xg#A%U%+wZOUk+RDKiM?hL7usZwAcfas<%~zcg9vOjDK^ppf!G
zp@9#6hCV*I?7WKn5>%~Ra=o^9wQx}TM27i54LaOvjbSUDDre(DUsWfIixExs3~ine
z)8M~kiAx;}1O0Q;J#57y=*H_`5;?^e)J!afibA92>WqCIXpJIy{7S_2mu*XZf8$7P
z!Jg0Qkyz2%Nk95yv2JiUj`wLd%#DJ)>$VKCM!t022O=k!u3hSy`o%OrXXPQDgGqm&
z?UvxbDdENJsORtV9=5dImZ)Azf)X0^v6}ym2?Dm9vs<R2nll!s7_&PE8hrWVf)ia<
z<HHMkl4G(a>5&rrw}vV~Av}whA0t;JyXiujBaoV&*X0b4>P^fv+fFIa6s&AZ%IK6x
z=^kCONzAzxg6Z2d(Vuvq>pWLO3Xb4?TuNJT!FX#xJFl~N_7@Z{wm&67>QwNF^Lp~e
zLc^=yFjOkwlx5DaVSDX^i|p?&u73#O*P)goSDHc(<fC(?sFzJqFHTC{wF_b`eSoP?
z-)u#uV8q@!bD5gRfT;Hk#pscfmmdR~VpZs1fFrTBSP1C@^K<QK4wGK04Yg1Qqtdt^
zTQR<iTbhtbDg4=is2Z5y5F5`1LaY536C(a4r{7ujej=zUfpkyEyEQ_E>Bi9c+nQ}_
z_YQ5sjV*v1^~rt6_n(VH3D3eB90L+C59$#0?IQ~>M`atEA4rMjZuOe>9ubisz0Z3L
zZ-uYoDns73YA%0c#$%Ma_mH8LBA+e#QI|HNWn-e--Cof^=OS4Io@jkYozP2LSkrKM
z9$DkT=-7tSpIKQ;bxtYGS#sKAJDzokJ!sd1ztOV08Y;3Dy(oM&7ka6WPQs$H`vrnb
zPeN6sPf5|qmD(Eymwfe2c_Sym!E<X^xqeLFW5sZJaQ5@N;_2X*!obMa%Os}i>nqZI
zys~Bci@`teZB;vx$-e)n$Ims`CS3OcDG8#90ZUA}s^wgQD_Vel-4oleC1#dy;^{2w
zIV6Mh<#|`+S-%VQPvR@6KXUCFrDjs@u!KdV<eks9Va!O_S|2oJ(SI$3uG-h%)$l+S
zQm9LK;*U1c1ZO<&mDFuTpmq%`A!}-YJ*Y-l!6XxM!c)-3s|iLOzd(}u=_YB5*m2=-
zq#p3t)<JG_{m$d`kh}kIV4@*<ZnYjib0CPe4TVyMyz~6@a8*Io?}j2W_FquIUcs!x
z5`hh4y;|#;&VlYO)gh0DC4>tiq30AIb|26$$6gLk{+`Hx6VKdDy%O<T^0%T?6pO1e
zmXl#np=i@jMy)wpDiJf&4AEP+91ksrMeMf8B8u(U_ajk*bP>5dB4afU<3g2l;zqt{
ze4)yVMXBo-L!d-|TkscYRvcz*O)(NGj5gl=3vkV@4EfHaRr4fFo|hc+)93(3-HE={
zo;@(}Z5Pwr^WoS^UiFGwa*6vSByt!t(U=N5Chlt$iAkI9%Z?jZT0^<IKeO<lOiUn6
z56b6bX2uN8c*xDs#3J~ew-G|JTsh9tK|MF0%FK3jE?jDHh}5|_6^=y_IX4C~PR<!l
zYOG|^`X@b%Se1MSUzTpysx^2v%X@i==t8z3$gnZ9^EofQZyl$QD4R%0A+I0xDO<^t
zyE_S@djeDO7ihD4l>Xk;;eWb=nZ!H?c7nLKg?}RU&_rL)rLyfCwx;f+`fV-wjwl6*
z?VUC8ZS~U5yfr2VM7%AVp@1npj&FgU-OC5EQ;_IVC-3(FE9g|GVSUH5(}Xa*Mc=Po
z2e+?e&gW7smIxw}j_knWT<}wh#Bdn@WuRPfBP7N3kZz*pj+BrE<z_^q7b{q?Pf!%c
zntDKAW$)c#w7Zl8?aJB^<WiHFJ;oe}Xy`6B6Xw@{*;Zh6{BAu+!O7G?7Xh6|d42gH
zx|m*Dmb{YiRu{~d2V4(^h+S^C2yHz~%(S+mt|lqEY0H`V%{IW%LDM9?aVRn%B;a{T
zvG2KhN826dg)ogS0O6Hts`!?7ts!?a4$)x7h|9PDKWSd^zdh`wX+kj@3L<DiS*N)H
zh-<mrB;Ugn(V#A%?U-=XNw~J!`z4qCJN1Du17$)PIV9pjaQp%=pUyhA*j-We9}+kN
zlK01Z?C7)68&$$RSBEYoMoJjw+c7nxyE6&ejyhyz67d0O8U>*=dR%RiKb{q@raJ~l
zijVm2#>SF)VT3$uQvmrPcEfot#3KR##c`+ZCY2Ino2qSw2+>9R3Ew958H*rrpP}32
zF`IS*=G<+W^m1_2&0N5@V>ag89328R`MO!It)^+%W^<%$cy*?9p3BcrDKDHVBwnvD
z1x?V!z8glQnqr`!p7#TMjv;lwk>PpmtY`D%Q>j#Zt>svpsYf!aU)uVEvdMoV&o`W_
z8^@)ixNX`aS3dT@INmBluC>mm<{!L<?dJ@))Ldt^+G!B2aLuV|W;7lv=s?pK3q-OV
zcwSF&`l3&*6UTwW&8q1^_FDV+UBc~KIIBj3QSIrkPkPcevoL4Rk0~f&l@I3+BjJit
zMS3{v2=_7lPbwR2jg!wse%nrR$HR6npWd%NJj@)X3u&$`W;k!e%bSDyd;ITWX+XbD
z=`Y-UO&@%z_&?fH@vj4J5WfOPY$^;F9A}T1n;X%Gax$E0pUC1liFOUJ*w(0C^HBKe
z!XEY90=}(00K*8j{HtV8V$hmaV}+VlW3nTtMLDD~wSdk1o4E>XP56@?cn;dT*zjYe
zBhywQm}%;d<^1?+(8)Zt`hLn<1$(ujI&-&SUk_eDTPMM)b!FmUcz}7=dfZB=R7XSd
z;}&%pKVLm!YVrc7RE!!%c(~;0WhIPKFTlFPB<x+92S?i0cBDsc%OIpIpCCx7tF<qO
zh|{eB(Qy>irr{#$9ny?FF!{Z*UF*sSt1i1oOmGxUi?eY)G4J)5;ZgoH>{YBwC0KuT
z$q@akD6X^XXSIQ|+|SgMhp!LBvO=tvi~$?ax*79ia(7b_N7ok6whcz%<sPB$9y@rj
zIPv4#7a)FORS*b3$vVC`xmdjTja6)6os=kSvg|ZA6`OT@+)lr7Z^}*>QK?>>{r<e5
zc4qo%O6>w896%%M8J#G72$aHG+4sQyem3U3YAx@7JoNAhE!(d|t-yg+YQ{dG%XJp9
z!y^jMzo_~l-Oa!}gRq+6L{zcGIMwymJ!K@^@`(R&YCQkB@UbOY&gT|LQr?;URk}~(
zWV@@e3Y5V>-Vz7p76XE<XRw4@zp-|Y%`feyj})8Xd8Yh9S4q)XPx7E|lh-DitTN)y
zQ^xg&7e#%;DrD)LLV2HveNyl3&}_31mI`eNTLWm3;~^wk%Nm~M%GTl*>;1Hekd4KZ
z>kYN~Ju6GUw-^AwO|<kQ_h>j?L^sRU0~wmTmj6k9vdQdl3zdbAWn(~^A6a-3{x?g=
z_Ska?F4{88%|Y3)Cw@|^7hy`Q!_3|WuQb*{o1q*TELp;NBRcWYuVe4o8LY@{w5X|=
z*{I1K%=b?Hx_blM%axt(c^yP2P9Gg>f4qKmDG^Z0Mh03Ms~1q>+#4=-rKNkMLLWDm
zoPxbzCGlr~yx6A5k!EFt;2E&r{9cY<js%u}8<U_l)e!e=udiHx%<-|w>YKqgsaF`9
z7`#Rrynf7BnrK71OA&`l(y7Y7f&xgFxO!CZ138_S^v>933+-7xW8IJvLxzh9HJXN>
z)xRUne|axu)!m&B!SmDAeg}61`S5DGnZ}(ss-$Qm<M5|oPc7?IW%i0rny<#rYsBJM
znv+GE+FZ<I$VdnF1WfnuB<;ICyJ#j$h-IwD-OE6vhwQ-1+)Qd8{T?UUuxM9G#<@x3
zxpd5|H(R7I*i`jiZ3mPZ(AuFW+R}gbG*ydKgS+{F1l@P4-|&em#g6zEqIV=2bj6X-
zA1W+Cr)?yDI5_>T^+#q8Lsb;xBP5y$mriYMf<_o@{pZij#Zb?oUxxXFdc78&e;(}_
zjy$_z&C~ciX2C5KvZbH};DV})=o0$N02-KB|L5m%{efkPg;u3wFC?)=7_XQrm*h{D
z2I!Kh>EB?v^EJa$WT>Q`*1c5=(p?l_orw)iHLZE%#uUskHjTUV{hyyWZJX^mV-_Ea
zGX%fLnkL|<!3b8rB6gpw)z_u{*$0L48#fnQTq00P4v{QEhLXJ?@pB<t1Bl;8dBcz8
zv6iBK?$4G^f&qpyKj{yq{0!THZMqiWjq4|TOKvxvblz2x+9C~hYbso4gVKRogVv^n
zbRM}G@G3i5=d=Tg=Q^6aASw`HXn-bo#?=E6iYep=Z;VtahSm1JUrA5^r)UGo%F4CS
ztl>+ShMHp?*2^=!-IQ~krAs#%dScOntO&gLj*A1(QzE%6Lw0a1GKy@%ZnpK;x86ma
zpDS3<WjYa*taP!Lt`A-SjNqqxGSgtm98<we<-<zhs^PYWAa_n|yi&0hl5iIxMKF0a
zNY_Uku1LQi^%~&5E3vH%)If{<oWBHkkSD}R$P%x3e}9tg^g8E>4&|Aj08+0^<=Ry&
zH+4I0j>P_f`jpfd$}i4CEPu@g?cVL(dcc!m`1oais0bKQpd86ke`!YvI0cy-LNoET
zzb}!L*M1t59eJb|j;vES9UCAJR(QW~bkWb?1FDwApTF88YJQH$`mr`ISaCQSQr6@r
z20t!)z8*p}b5VnZ%pOR0(mk+A=CCIcwNzmty8ZxULGO^+mDO$Vl~?;_p1ea_a`D-k
zsSj3woR&9zc4w5xSd|O1O(Q|=l<QX(UkEER;lF)`G}LbmxDGdLB9O<*y<{i(Y?GgF
zK^vTh@*T(0P9{`<`KGPvm(;g-_4;`4i;+wvg-i1~(nz?VwK6o!A2x0tZsbKhXB~31
z->FOeA-Y<4=>XbxTG{+0;iUUAJXW0U^g;T45D%>MccYLL&%#4?32*&OlIXcP{JL-s
zyhA;JF*iC+$15H>ATc+whX1GcmOC?mFX8BV0{8}*RB+3t@)PG>r*K??tL?z0ZFP;!
zr+m>1MyjU-De`y51ji7JAgzRLqg?#yCqGWAl3H0-WWKHj=6pU)F3PJGK+Z8x7-6R?
zC2J=XIHa8|isRQdCS4JY_yP9h_vq3*x^usYIn2-+lr)z6H4f~+1vT8$&X+Yrff_9|
zrs)KWhu%YM=`5R!W0cg8`(G{BHCpr>5vP6glkKt_Fr}enTcd#pCzY0~R{DA92@NR6
z_hKPDYc8rG082JK)%;H0-~#{MU(mBo+s!|O2S!#=+F`6LdC!dd*J2t86gxyumgf|I
zJ6_j+ekGAz%79LU!cp4SW1Fg%bTe>vs^XrhZHXy#riM?CLmn3opa%xD1q8J{nZP4%
z1|_jr75l^dOe4N7?&r}vTYmpI_--#&-r%>iAGD?BO+FDj@~jvoP?*nGAyh&|#B8B7
zxSN9X*Q4aTwp7%eMTxY7->2Dv?&W<^9FtPKzDC-owvk*g!BY7qUX#itHO#@qk+}y<
z)7Q|Se?b(Am17%5_SR2(B-YQ7S)fk0Qd5m*%BxH#2hNy~KdkFk^mCHZ{rT~?tIzSI
zV+E%Z;aK9LTNu~fOEGOk;em24bPj8T7iF2!(Z|!aCu;_?odoR$F4beDP>8++x0I1m
zrYg@Apjv67rp#YoIFJ^rB>q~(Bb3lp%H?OpXFa7e?*tlEI{F0@&L@g|@um$??@_wU
zNu3)eb`{L-$$qtPsQRVH9drM)(j=7V`0MQ+(v#0?$V-q1*Cr2<lTHY^!+V*>FNH{A
ziOL)tkSRZx$>#!JAsJDPiE!pUb+68aRiStZg_AYeW#yaiIMB3%#zzA~&m^Ek_3WvN
z^jcrKQ9hcG>{T;g%cC!jox~%xO*I+BbPw2$F7n9CufFc9Mpjnk2fF73;dl#S;62<3
zlLFH~W##CEZZUax081%ZKo?A4uvnGX%jK{v7qb3C$V+n8E;aGCY$eeS{JUMf%sy*+
z&1oV~AmpnVIHzk=D`CpKyQ+o&`3Hc#RsEPv^(!|>`nELYwDs*`S;1S3V4$yx2@Kxj
zU6p_L0kxFzk^M;6WtY6jYb<7mGl5`#aO=!)p9p%r0)iR%TI^13%v`+9>zSJ)xk<1K
z@ncZ_Jtx<N;&rGlEU%$p5F3Y|;rv|frcOf-Iz4CGbmUjJ+T2sr2RvfaBxw;OaG)O+
zv6{ZPHfIUG64jD$noVBd|67nI<}ZyNpOO4!=_s#~mMH_dkJKMBRm%uItd*z4n$Njy
z-0RZYD%Ev1LR)hs`#gq)U4y#U=Mp{(Z>kp`tk|2<)lX#>uW{-&X?@tbE%VP-(um2T
zyRI|z^<J=Q`7~@UOahBb(3T1o01za{f_f<ml_;~s@I|cLd<LbgDCrcM)XR{MN#BW%
z=tT!GEUl?f^O}%yEmOm+wZ6E7ww~5t?~}mG_1lwI_RP}{Jbn&F3R5@-9*h_<pi421
zQR~@<XBGy5l3&X&M6%hW8mK#v%>(Z9_OePk{8b?T$S(g&$wR2oNn=V)f2T_W0aHjt
zrf-r|tY|eGB9Gz}ARp1_-QOF=uA)o_C=AW+QHG#hfK(A~IJ`Pky4O0YE`%6PA>zuo
zOX?3g)ScRt>fFHd<qWjhILse9qn)QVu%?e!0ZV_VP~3%s@v~v9N@ZS~1<fuW^>{O^
z>nDm8X$=e#qprIVGQ^Hh8VSDgJ-sW<;sbR-QYODzZk%p<oeZBEyci4aeAZ_%hAY#l
zqWxA(KOn|P9XP$NwN;V5P+b~VD~=A@<z_iFB3NX(hQ8q=xk(-;{3{<IY9Yz}mF8FL
zSUYBHsX1hnzddlY@Ul9%n@q*mS`&UmdUU|+W^#byMuyQL*y|fv`ehj0;i8Z{)6WO2
zNCo)2#&|x*l74x0YAaW?$E~|Dph7o$NABnh7f3GSTPeG<`OuR0%<iIB!%d}MP1XHi
zUvBJ}m46kfFrp>361Gq|cm6bNeS9)E@M6*TCC%%bB+dXJ$K>rAFn)b3MUQ%s_bPr$
z%(9&Eg)Te_T!P{1i--Yjdm5!?Nj_oJ7_w*d@>0;oBGO|GxD<CRp5!U6o#ifU_|ekT
zbXI5+Da~o#c(nPHuHt@e-Q{Pd%}Lt;g}Xwwy6Ddr69m`bxcOsI#B2M%Ai`iq`<>U$
zo{i^1;gROALAkhaAZvj*%(lL*JQ1qcNb;gfzG1pkQ)+6~UHk>GF>yq+eMR6^*3vzn
z`5#1Sdkl|+NwLPRf-9)Qoo)l?cWayi<}{%19#|IF7FP^9QnACXt6G;I(FkD=zV2Gj
z#k6x^phkYI{$rv#)$=-spoS?qgcm@{CpzSkwM^E~Iq2&72UGqre#%Gj7i5z}MWTPc
zSnw>maagRZaTo#Vpu)Z866o$E^K3RGpB9WpL~pKcDkVX_VT$QeG@KOn8^&(DFNs2I
zv2n3h)PeJ~682>nOh8S3Gg}J4V&)OSc2e%Uq&~JJr-j#y@p3sobyRn!f)6g`PF(sa
z`Ffu`beYFc(&pGQG{4k&eWKCN^vAt1Y3or6C{2U&fz}TEtK?g_u#~6eI2<x;lc@o3
zp268}I%kd-xx$nfst;catI=ykvcgps-o3V`IH?_q6t%{=aVk%^llE<VyUgwR?&^_B
z!aaJZ#Fbjc*T!h_$8p4nwMUpq9rdFFl7&Ss=rHl<kPeM$+>60rux~$=Jkz1VJdVWR
z);Yj)Evu5kLjD|lNvSoNWNQ-dQ#*LEjS2FT>1dg9#xpQpmiqznj@S5sNbNI-GVBZ(
zJT7YWNmay1&J%=x>;C2M_%OE0q!v``(CXoQH*y{Z@O-mkctRgIqwaP3V`~<A>j1Tk
zPiVVI4(Sx>J10wqBd+iyL8F$-MOn~2M}1y@E5mmiI{)2wT-v)MeA%S}46_5nOMEGl
z4Un!is+)cTXHR<@={}aaWa-o4T4;9&tzh@D^F=@^J*mA7fH=(8gb-BNbx?k9O1^t>
zYMuUCzI(GF`PZb3B%bGBjRz76+eV2uwLH_Qu4erNq;C2Tsk`YR=n{Hf?q`*)bZE^B
zkCZ8)*L~iLJntXaks->BQ=HEU&|p=cDlH-&4UJt(s)PJTf~Mjdx>v%A1C1t+e{bB^
zSa1QWLO!1IVkyV6%qNxSR;OW+gk>8il1ZJ&n6c?Vj#DL_mb%<s?eX>z(b$tzeBNF_
z00i=q;S<_n3-mMjPNzAtE$;@`H_+oAFj?4ScjWoF0M|XazQ1#MU<#Fd7IQ9L8)%NG
z@C|slZ~6-&QM;1<2(K>Nfd2(K0lSJH@`==nFm{vr{POFNT}Gevdb&d9fW6R7c9{5P
zPY}Z61;bA;pwh{Z`Q|xZMX80Xqn&N)@>AMx#38<SdU#hnAE^eeRzpJ&%acJ-n*(fj
zwzAS!$9CW!-)h50M$aBl)ut~SH}x+o8g?p5P<nT3ONPX|(gy@027!7momF<&N{m4{
zIRF(!;=LlGS!?J?%O3hc2X|{T{OxC|#+SQ)Y6*J-T=VZa(t?;b>tn6O9%A_U!f?9F
zd67Pw4fO&FE|q)3te=LDbebq6{cwHri40;fW%75y=f%2%7tEzK+z-RZ<~NaZf&i8k
zdu>L6lg6yC%{^q(tDwW*@56vJ5&`m$*SNO#WoDeq1m?4W`hP0-RD&?sz!zVuqWUhi
zfva%|X;zfJV+HxY_2DMO3OY<XA<x=hB=4)Ub#S0`D4c(JIr<l59cU;me03GCjMx^w
zAUFKSXd}PadmBHeH$IrAm)Qhd9l!bSAw*?@Xa~o^rb^Vi&$m}uVz>l){c|&Y*qf#T
zwd^cnyzgp_LlspJdFeH-&t4a!jJ!aHVpM=lkuGpeID`#PqI!P?yiC!U_EINRrrSN1
zdK2%C{fYqOBSkp3rajfs=a24?X4caBv16luBR4<ZUDEMO@_|TWl$ZJ_xsMN9gYO7R
z5}6>;`2BOhtN5LT7hJsoJ$3P;uEM(K_E2)or!>FcbFisjA!2Xur+$H)eb+RTjabJy
zPZs0L@o@|DxWvSp?ilsrP)4&{7bCPpV0(hru~!P`!-@P|u7u*dEO%K)7AGNn*bM=3
zdUqP~jzi<j;?aaN^ie}yl7~sHNE|rFNG3Piv}aSAF89&oP#RlKUUI0!>hb>N55u!#
zPY#a0PH+wYWm8ob_W7y&{86IS?AK`D0~#to;bfd+yfPT%8~zK`J6j1x*xbeX$I?tS
zBZW81P+UY&OGZ<e@3e7Ve9)&~KGQ&9k3+^BXMd2+P8$6QYc10{n?KZgwRW6w<%Vpo
zy1xG$_@adGpfw-?N&Jvn0XwnnyIO^|Pgu=fbldwLvP^8$slw?VfFDEN>Y1ej-rxp=
z8OBSo{^%MzO2T10)?O!COrp2O*Sfef=)q$&=jTsqO3JUFQO#aQ1{3<${G2;8-S1%h
z7Oy8q%>@>D=9Vjs3tF7vapr*u5~#yp2hNS}`$x|H9-^?`-EYyqr)hH`9HDFShxf`c
z9ni|s<B;@M-H<b%REynpJ&6C9+G=tk+0P$h{B+~3z`q_&%iIahs<PkEh+eeD!lU<5
z!JSm$K##?-wH(!8_zH-^O6ZZm8NVZ=e)2)o;ac`F#{<L6PQcGJI{B}VpVFs+bb#X%
zBVnfPzuO9`gS0)RHBMVKQ8Jk-32<H2dYcFv1i|r+*ujfi4dFXn0847nzk=Q3c9woD
zEKpn`f!}^-*4F%G<77s>?AS@(zNw4VI#EokyHn$-LU~Q026KpDMczpa%KUZGCQPz+
zei)GPat`I*6VfO_`L#7Vj(jXOA&IF+w0!bQI?cLtI7`6ywe9U-IIRb`uj-e@1B+Y)
z$<J&3Xx(fqlIqPZh@@37Uv|1|%is=H^Y%zYsMWi5Z30>r{`k1|3erE>3qmRFe*2;J
z-G18@ggzo8CLq&9zy9?^06>@4XHfqFYF9;Fe?d<G3G}Xue2^F}dp_81Oceyq?<3O$
zy&(nUs1#=|00UH^1lb!+GQv+<GI$DPnqYeOc2c6*Br<oR5P$Z3OlD`k7fhF3gFr)X
zNIt4`5jZhA8r>v3XF>t=WFlu=5jZ_Qq3_{r8Zfwj7*wGIRp5Py7(T#WHS`has?hEN
zno6dLR!<nJ4ZP={{m2u(e;`;b;LtYr2kKmpL6_+N21@^)iXr?zBPOfYlEHlP&sNHc
z3`A!BuhEl<KQ}-JJgWct1*5Wz|Ao}}RHz0R7BB|1aiZaHv;#C0@G=Or$9GZ8$dFIN
zo{zC8?xqOo+y%O7E?UgrV*l5g@;@#p*|MUH(5io9^CudPE1Wt5qU4oiUzCJw1Fh?U
zlRnl|<h#*!GCQ*?2$lZ3K!9uGZ0+IcZes!aPtnEFfdE%XP?(XI@jpcg37$88t~NaS
z8kP<=R-Qbsy(~Td)m2~?wl+L^_ST+ujQsqfJjyoqwsxM3&-p}n<XoIw++Vv|SlRH%
z+j!es*=Q@h;CW&1>7i-kF6RPsb#b<F_GA>{QM7mRv~lN=mwO{`W94EE^yv)LU0s|k
zJZ%^~-MwshUfMX@0{sh!3JZ!#NfF@w&vE{p|GN$%R#j9{1fij!fy{wF(BBP^p@Ogd
zTM$TH9rO$Y0%3zN!Dt{%po9h-s$lScp8u6WTEzcV{#Vf=0bu}7K#{OVi}Zh&|Fr|5
zMdpJ*wF!ThKyn~#EG!5XCN=~D!NI}C#U~@c$HT*?CVfOiMo$A}pr@guV`SlGV`SoF
zrlVsQe#*(qCnzWgWfPSY;g{eR5aj>Y2^tO#4n7_}6#)Si|6{tx{Qu97zg-{_Y;-Kp
zHW-ZwgieA6CPDk#3xWb8#RNWye;>wwKhV&@7?@ZPY#dxXpg{vM2ptU!M#lhSVqyT{
zq6Go3gD^-iNgwmcVm;EbfH1j{@rNaS!DfC@+fA-Lal#^C=^l=QOF>CRO~d+xjs58}
z!RJE4BBEk)@(PMd$||a_-{|P-=^GeYS=+p|wX=8d@bvQb@%8hMc=tXs>O*u)a>}RF
zwDgS3tb)R#;;$v8W#x6>>l+%Inp;|b_Vo7k4-5_sPfktG%+Ad(EN*PVx3+h7_x2A?
z&(1F{udb0dxBuco1A+f5tp63+{}C4n5EnWI1{eeKFD^86AK(C!U|>Gx!y=W{f>^jc
zV&V_OCVP?erM4S~SwQ=Q+|qplmx4ubgZ1=ZX#a`q|1Plb|F6jYS784;u0;?&aATsA
zfJs2opzBE)YBuuGgJ7wX{%kMShSl#dvhl__^##UTnti$r9LbiN+!T$v)>FMWo7~lv
zqL>HW*ij{bvf(y&kx!(Vz1bOIZeCR$zOd9_W$AJAhU+w{+cD+7;t3?=dnZyaeLqXG
z;SA%BlVn*?b@)ar{EZcuZY#K@?CYe{%LF<h&9@7xuUP5M0=ynh?)}f3!4pPsrEp@K
zhNn^Yt(}157~D3TEY#%~M-sBY0+1BfJ8O?JjvDH97%T`?1MdamTd2pF*AhKO`rgMj
zY5r)}s$`__=19rOa~9hzJw(Z)y6DGH+<>}2(M>RbZ0&j~{WB-{xi33Y=Mwi-(~7iJ
z3gn`ioU@9q{ujQZ6?F8~E7_r4hIaVvwS?_Qlmce<*UYb#j=vF0lzcf>)W^XcpU@CJ
zaE%DM4Ib{5R)mo#&cmBsWY31p0P5ZEAWoKtf);2P&GWj&wbhZg$;!vfk2(lf`QO-{
z+;c1}E)ssl?j$2a>l!=F?ji2k`854=7o#DY9U5I;bGp<$n9pIx_veFjwc~r_e)*D0
zW$`;MmbW4=1T7ZGqb)s}s3akxHI%7Ke(;DX^iV*lm?4k}OVvSX{zd0Z87=(JJ2a47
zd2+~pc*v>O*@7t4ce3!vY6wtr{syJ0_ihwsmOFhUL+SQOA3fiH*Gs;W79}xJSe;q*
z$t~5wA;V%!BX9meu~{QxmD@6TZ*DRZrkZZS$1mU(SDv{)_NDkVGETS$p^BF=n$7@i
zv(!=PZt}?Gmj*ADSOHMN^FXhYE%0@#cLVfpc2FFC_t0Q^4X=(P$Y_pGp2_nT$}D&z
zmz&4SHrcE}mQf?|m}@j#IJHnoFS-t!`^R4p-~ND;xh=Aqh`DRl=#$5GY|5Z9UBVn4
zd<n4J9nXUwe<uAR#(Kip_Q4WMDz|X8Od3G|T74~>m@h%m+zm|Y97iPNd#eHOAo)qe
z8Q61p>-zetl6>XSjdfnGR$`B28{qd`@j$~Q0e>Lb0q%tF0GIG}6oTM>jquTB8^CJe
z=+%~KyGlAwUQ(UP0MkMSS>5?$7-rZIBuor}Jb59FAy;G{@8m`v(@OB-uz`YrOz2w;
zjrMoW3}&w3txJ&y<JXfEdX_O%70xCtT?56S0POn$HoM;vyaIngW>G+%R62kl@Kjma
zD7sP9xYZK*3mV|)Km9Q4&A62k|IT~=)nnX28P?i_Enx4q`2LGa4?zc=!WdW}<(|Xm
zr!<u_N^27)t<*e8x`bejzs$%*PcbEEG2|Wo*fvTfej2;e`saP7MvOo9BJVFgh$tYY
zr4HZ=D+?kNKtc*D)Mkb!js^x2YH(jQi|rptih7JWw$zBr0cc#nlKE3$QXli;b>9QG
zij;obp0_K%Uo2pD9PHczXJc3=tB)qOo7F0_{tHryo3B<=ISZRZ!5Mzm+fq^ryU^$3
zF%cVlpmw@_2&viDP`KZXM691>VAaRz1~qGfz_$z`T8pE3c4wvwwss`huBk#_QMMAh
zxd3C>DKL~mb6GHH2;*J7dhPVrmDSEj9C+iAXXW{0-(2_z4k=bhs;e49Ny!Tp0G8h7
zp;s;KhhEw8qVC2CJ=7R6M*mIR->s{ADW%MT!=)s|PKr_OjU}Zsnq|OkMBaWsFNn9@
zY*YFugDHMa%Be8b<;FHPSLr%b1a&x+=Q)S}g7o)1v&7cS4@bS0+2<-Q)pY5JTRb-4
zP|!tJMJ{!Vk%^&rI5U2PlvUiS!NZB^ZX-K*9~#kWoMjee9j^=AJ?sL#QBR&MO>{2y
zFJ45yqGXJPgC#k_kj}ps<pvc8bxujkZuI7O{(`s&Rak%cA`G=1npRoblBX0h`m88)
zgJc!e7~Wgb6Wy(pf@wDi`hILBEf^kLdC%?e%WLrW|3T!{SSkdbZUzzQ)MplTW>E~W
zzIj!guuc$U28k53t6$(W?WeYI51bMqv=-U=&Y*HFmAbwvby8e;Y}Vu9kUmiv$-_p#
z*mW?GvsEh1^Qy24<a<fJXm5tsZd5T^K)_&U<#J>1F7ZwBrsl<Dr>%i0?`=n260q)@
z<~@;q{|X=y`Y}Y58|xbf@7O2ubt@O!jRZ4i-9qF~b(1#pz{~cnC`EA_sBPM&o)*oc
zVbrMX%2dHzVxY_kEFrw18OF&Iw<$*VJ*<TV!$z5*H`wd26E_eHK`~d9I|A-%l8erf
z)G6+L)cc{n7{Dg{rk<XUp-F$?m-g~gO1`M*Yo6h*Z4J7>!c*{Mn>4flu&tr|`lRpt
zJLSq4*a9BkLl>etewz2wZ{S0f#kbBFaq(~305AfFad(7MQgIXTX&3I5!Z|IDkIeEy
z{HQ#UWlVBr&Y%n`pVuT}3Coo%1*e_jSMMxhnbav*!HB^LH*bqh!w&UV==G!U#d5Bz
z#>mI;e9O<2KVdLEq9SO<myd{8D>iSTExIdTdayJr`2kX_#4)a2mUGpksz`<pExV)h
zuqvv*7_4Kelo{-C<)BHEe71WPSjU)fG)9|9xNn1vd&2JrFU`k(H_>Y}65DR>PVGk*
za=Cx#uF8o2CR~kJEaJ6PY+CYh`!whHaW~0JYvvq=9B=8*I&xoG>(X1B{YXw5tQLiG
z+jr0MF;nhU<)y4@>z0Dfb=)6J?}w&Xu*T@0CND2m{spzgtB1KYET6d{mL#T%W>ll!
zSG8*n2+7K1J}aTKK3@_<W7NS_j?R<==|3L4Mjh57^*7C8#6UWX9BM=K?TyvACfY~I
z;o4=NmjY}7SD^Lf>NT<pr`#$=z!nN712v|3YL}1U1lws>RTA)B>bvTE7UABu=4MR9
zZhk?xOLcome_tOPYjs{jw7`Sn)F3a<7_IV-x{g(Zr1AUi$&4{K2D!=z1WIyVGti%L
zn|nsRl`qG}t%z3!;d|}Q(IvDCsaF^e=7~|^&&yD4q|Z?up50yTCnV>lggC<1?*)yq
zlca_xKCMhg(~9nonJ%oKYaU3kOj@lbn;G4I{#jRP?u@4B7Pf{9S?`z!%{HG0u8+~k
z1Deu`G_ujyka)M;sJZ-gtF3d54~7?UWd0t?I?+<rZ>2!=ydL+EaZh>(>WROVV5GQX
zS*FHu%$M$dk*zCmy!1Oy#CFHyX~MEHHE$o(ud_(lyxB_tUk|bocXoQvdD~B!b;dr;
zw=4rkU6iL*6`1vvtSPv02D`JZe#n6U3q5x}`9wvY?5wR5m4ftQYO$+qp946;bB)2<
zKWk2$89|ab&P8*D`&UW&OH~c+FW8whlS=8#^+eaX7)-?FV~!D{S#b|+ZSMZ0QaTKw
z_#ml<A5{k`MfR^vhmvdKBa(Yh@(H(+A#fSGKe3k|uGGFN@I}j;!Y=k_sXPWDcZhK!
zz?ssM8pidz#667rIMursLNT7uLUjf8y-jv}BsUq-@Z7th!-BK%tm?RQeM`kPWTrP{
zL1EGDfHLNym`a9k2`~<J%xb3*igOF%!?ZF>4QP=h3rJD1VePRWAM&Fa@MI!9DB0FM
zM!TxkGx^cbehM}=9h9yMl*)6+3Fn=HZ$aj8JrcB^)!*KaBaNimJcQUf0W*NGGaOoy
z(pz+P@VmANNJ0n8jpb9ym$oLdD^XGgam)iK?0#u<$H{h!&Ek{KpFasjlQjvb))rwT
z>Zl44LdssgVL*>(udijqWofF9c@pS_Jy|+7XZL)^RBEoqnFrzJiJeG0za_Ko94+O-
zrF_XKo@b8<3JAJyX!?K>trtGFjkAs$(DV<N?C!2ys|)$5zR?5oF5p1sK$86I*j~j-
zN-C8~U1p!mo(yf=t<W1&PI4DD5Ymcj`+yUW6w<hdi2Rt<O#^p~bbU@?FXq^Lw=g7;
zD(EI)!2g-O&o9r}D1pI$)CySrI%=@_=uITUz+!VkBURChM8(P|mZapBwz<g=azXY#
zTnx%HIyJ8?lMB&3M+$c(NWY{!U~r5EJ}>g6dD>n>+EcFJ`i7T%tB~k*C>2o;pdPS$
zP4nYAxzst&A)Yv|tsgK={J3mv^GSu7!3ZohbD0n&0X;#$c?u2eoBY76gBcMQPP2_A
z9viS{MBj`%K0DCC9KGV?cqPo)ccnLEpid2anfv@dyvB+MVak=|<AoY$9XJJJBUh1+
z12_V#ErznZsBXi41(-#lEbg;Q{KP&-7Nzm3Z7Y?k5%%(3=(;LfjM4L%hR4^?43<1o
zl)VHf;{O9eLA}1lo%=fKGAll(tic0+b_k4v^Em!hxhL%Vr(0?F1}#SB;_$?Lt;(pI
z`)3^EHSLT-sVB8%>ssxGiKo5o{K6=s>66PhU_DQ@0D1R?z8iQF<3)=4O)GrL2$^ms
zW+=<S2aqr^S&`p(T5pS98?o@!rLvo8W;4xg3aYp6m;tzT#Zb{@xcGzO9c7X^taR6l
z?NQm6V3#k-D<0VSc>{xryQN%S&*MJ{3&<=jQVC^-J8N>LMcWH<+j|^vC<EH)qKW`V
z`-Z$a=oq|v;>kCKjc(&Dlhk=bIQRCiaDTXK<iCo#mF2g@?+`;Ak|a$uY)~=5K3Y%)
z<>rCmxaK!f-8i@1xng;_9kGMZcE?;)V*dcc8fC(M?$pKzkvz2wamgT_zQ2(6uPJ-E
zq;kyXaXIJKlh2WYjE*?Y(Lf%PH;pvtE+5K;o&|m3RRXAOm>-rv`VVUJdzlQAGm*<N
zB<D4L9V1n`fvzFb?qs$>mXRT5PCJqYDz>L-C58O9lH+tNP?6B$fGO8)@c#fqhWk>R
zR@4AGc9$5QL67yV(GYu*MR7IkpAB^LHlg929SCUUbF1I03}bFqB|f77H~b2KJ@doX
z*EV_uuiEB$Znk-oGk<vVkHdlZRtJf7IA*_^SyW4JqbHf=f_{6Z7>x)WcsU>MEq1eI
zVq$|V2LiY_bi+Qmrs>y+7HCUqmtk9pCM-e&>Icn__XPlSJ`&PfO3)&TVy$~4G}ls$
z6C{jsN&No+EK%a`6WaJs!}l7E$;nZ+6z?PUQCiT+wlHyk$D!&woY#YRtHiK)zv3W{
zSu>z$A+9b796rvZeOQGa#(*<EAYaR;XqtD1Bbi?R08o@)YHknA(mDB5k6=e0iYwK%
zJti$i{{TVo(Os6dmalUz7bAu8)DNL@f8aIbUKqA-5$n=;i&Bh8H4S15IEP(?w)6Qa
z0rWNQdNRj-;|+4<qbk-uRf;fv8|CvGkF108pa@sPa=x8^YYpg!?MP!Rs!r7}BWLPE
zit|5;J`0lG*G?;P&i9wfq!0P%z=Cnu1yoV&E8WB~t}wX4&2b(+uowD|hG0f2$5QhT
zJwhWf{{YZv1Bv)oeq#8K;%hz4<y}Yig<i#!sAKt>>Yb*FJyoOL)A)B%`$S`sUME2#
zFVha-eFb@ji7?Q7Pv9%{+$6k`<!3BN+!|(#1NZ=c3ipd>qyF91RijcSh8A(__s8-S
z0iEN77hV9=Zen6yJ8!ha%0G!nVf?XNrjw}YI*)~6(qBZESi7_aBnfTusOMoa8~_UK
zIS0LTdIYO^;2W(zd_1;GJ*4Uma8$4W{{X;BpT@a=g<95;rdewGWcrP?BHHr`?=pcR
z>;Msy=muy5H^6@nG<|+KbqTL7t(rO6Ce!WM#pJj@biQ{t;%n9P-wEiNO8)?&SVFR6
z9&;|~asK(seznN!iry5~*Twos6KU5NT~ZjZL0*Do`fv_AX1xa1bh@`oh@=k`iX9kq
zAoQRHT<P#$TfM!?iDHpTI<Vn^7$Dazpxw>k-BfsD`a<zwwwpT~`H}aG=c}mv#ddXz
z;vEX#UDKM~$&PeyG6~e-qL6f8e@~?VXlgf*>H2i{le(l(p>}6D01EN@9X4-@dim7#
zBP@O#w2-B>z6yy>bAo&D31j$nHKXFaQ&!ge3wLHy%hmMh6yMsXCPY$j$?BwqZ}<rm
z=)8NPKZMr9NSZrawTe4*idFK&Wq<{@ayEd(=i3wk()fPbDXw)5ZYxDwbx*QcM;ANc
zjFFH!a>cMc0Ixo>u(5~YuZQk!zqBKfrkP&e>etHh$Cl&(*c-^sI-Z?t*R&C*e`DLj
zrp+AIu%L|^H{37>u6eF&#Rfn4Py8Jcd1_YXa#Roq9!qj41G=J$C;^g<(K4Rmyj8v%
zX`VLtkK)U%PI-dcT*8WxoM&_>O?zCJ^3H3?pgNSF5PVpca_V6X!~x^7Sg_x?PrS}X
z)AXPNSNJjE%N+{tO)kmJ`Y3ozvonHJ=LCCzMQ`Zxcn-%+wYj&4LbPUtHW_0{RAavx
zC+k@);Eh{ReYaKuNKCu4sB3f1SN_?k3;1TW?feCK2IhwU08h0!8$QdW#HCl$b8a*M
z&lC8sLYu<Z*47U-$e!KRTF%+sdLFE!0={7Jig|u4)X)!<Ts9A_eOY<%{?hshh2E#D
zKbWKxTgOPxAKY9D`FF>*15fdmp=yaLB9vey7;aEEJfB}$0K>Mmncz1bREFJLDU)g1
z3GJVydoRH$2B+~4SJYM_ku9dxjd|FmlmI^ku4lt~eZ(FDo=EqVxe`e_K1wttk|ioJ
zjp3PyK7zdq;TMPG@W;dt5m>x}NLto8ZRP_4NZ8~b>GcMHJx9gbl$vLS?=EehZN}9|
zan!poQTm#p;TD$fQrER9)xynt<v?Gi$kZpx?YKR1-x77zUm18$LuWf4@ouJ7Jyl5x
z58@4Vz6FV3@J5*AzUg8!lINVr#m;{gpbU?TJ}N#M@RW;gad~`x&jB4&kaFLE&*xqv
zbz^N~;M=&;U9U7zpq4pz3z>HUN6-?({@H_FpNb<-h~F6D@c9gM-7yN>6g+yLp(Lv3
z>s<c;jJ_M#=^jLSXNYV(=>GIKH!7GT9X$?nKpu-@pvU3A4EPqpMF{JttIT>9c8XK_
zk_C0X2aXrhFEuDj6RBTMaM?M=9LBiz+KXN@4~u+F3uv}pDYI#;t?wh6EAh&V6Z~U_
z;MchLKHf_|3u)HVC`n_1cPQzSGJl-_Zq_EXWos?no}+a*g>>e5LpMRWN}T=#*4=qm
z#fG}OFzK?qmf9`^*D@#i%a_Ru3}d?-e_8<Z4-#t&tm~RGXtuIRW1<p?bs!_o+xy1j
zvEbl(SH0=)=XlELiye=rLO}Ywm_L<x>{@?{?7UB*+TQ8b_PRu_;@aI<d25*6NMnv%
zjPiLW9V^g0E2zzR;|nXG$>dyUQO3$!<`S!ujC~q_8=_ptVXgT7%2`!oisS8gVbDA(
z#Qu1zejo7mj|Q=++dYl6%Xba6&y_4ef`ElM$o~Lhxto*b_?O3y6`k%-TdJpWRwPmR
zwkyzW?baV0BPxKWOGN|y*C2m70EYhn;qHNa9iy~+DIGQzvXH~_`fXeceifUf>H4q3
z`xUbyO<zTeJ7iJ&_y%*0y%~O-*MCi6k<e$hXacsKs9I`vX?JHb%M6@?y}gg2t6UMq
zXItr3I&||rtX@l8He5zX1-)_8wP>&19AnymIX@L?S1~$k+ENC;v`joqIJt{Fq4(}R
zz^-cFNbui|b)PkCEq=ibu#uJ^5!zWhHZVp2=zG_wNC}LE0G`=6uOacTh4n8EYs17I
z9>4z1x4vMv>=*ZF{R5HNPZ`I4XahUNJ`GO>MHTmkwM)BenPk}&uyTCX>-UF2fzEj1
zvV1SCTx(wxG<mM(7Z*!3i!6`BMno(&3~_<iBfB+r3*he;c$WG$*Kh4Dtxy8fSxC<E
zcEaQhnFR7V<n}e8sOY+Wf#Qz@*=g3X!3y2XK2-p*@>`O6lRzGiMHEm1Fv^jfR}<k6
zo5vnE?f#i<{{W=vU7E<ILc6lq&ON<rjPQ5-k3Km60I$1m{U=HQ?Zp&PKn;FSk8aiT
zC&z_?e;0kC+AJ6%SZ-xrhC|NN?iUsG7m0P)^bI0QhRl}_gtmo#^wJZBP%FZGTcxDl
z6})?y8eLn>d&v}lp_~)FhBKAGU^9$k9cTjIfwf<>ctb@ipR#E;3l5~4GD3N#Rg*rP
zfJJ&2gzY}fuUk(Xiq>-5+}m4*KQ_qc`4`^+x8Yt1;mgnXMX%tCRaZJjvup(G6oelv
zu^AZd3Z6Zy*IM~4F7&NN$5}d#hh*Y#;3<1`Afv18!62(=C!DPSdC!jgOvmF)*D^Pm
z2A?w9#1HW8Tp#>+x949%-)bM&J_}pOqu=D(uE>W{NWy{jVxqolwb3p-VK0ijM>Yr8
ziMdh-%FJZR2mS&YzJb<YlU02SO@c-J)MD~P+(ve;*ulqb?i-)(&<BuwI=0mHM%QFp
zv!|@mvD7s%azcTUi|9`$J%ALRAJTjk;!Sf^fLUI{X=uJ-)TX~|zac{v+ticOHRu}N
zjcMRtgj%+r9H?$3j$FHvJl13U_K-gc`Rl{wr`Ij5*5~Z-%QA@zo;HKK=Jn)I2he{G
zJU=Ig^?h%`nwD;$!ra@ljnTA6<>-1G*Q%szAKd^|D;VvjFyF+3e2|3>%e9J=o<Zbu
zS`+|RfP7o=M3%bXmJRCG@|a*&$oYl~%D$bW2idFN>%)E~d^Yh<i@a*Lc57?)0*ef6
zW!h14OA^0QXaa8m!GGd!3+V4W>E^+#e`zYbxo;pA1pPN;W7?C#QQWq#qTWoU8MS$>
z)GK5ZOJ-loDVp!R7vSqp2WWBGM<dN~vocP{IqFDXKnXSHeh!ZE)?FRlWEQetT;05H
z$z7`|Zc=#w{G$i!KpWP!@=fF2Kga;XJeOB@O^@M@;e!7F<HA46y*yjSWD{U-zyYz&
zI^wwx3+Xoz{{Uv(x+-H&*&^qi?(FCD&TF(^x+no?qKW{5<{@zekg*|M2qjJk`WnXY
zcB3u-0ER5&xGZK}(7A3&WO9U`#8%DBixh6`LaMGwC!p_MN#L&#U+8z1&#SN+UcW4p
z+Q@iVWiHrKeHlP+#(+JAjs|g>r+F2<^|Y3^Xs;BgRpUH{2aHw^jdg8G%ErpiOWL=3
zjoMpBD-8Kysb+k81vQR-7U|b3=U(c%z0LVKH!XVVbL=yKC<5+<cRz=9Klnzk*`6#H
z(`I9m@sIgtPj_Cv;*-UhJ~8lNZZmr?BiG7dSvLAz_M~+W4C<F}HO89BKAot6`^C<7
zl1Fes2h?V&UhC6pdhdlHyo^JsSnA(ryNK`u7>~@psz)R1KpwG06i@~(k7HwRJk#1(
z$!^C8?IIN{2c~_^Vt7OTM{gVd0N3TW{*$G4jncUP01AMfIPseIYnyie0LUvq9gSyd
zx}C0%VR3zRCdgu4%zBgT1zEeihRO$?;kH8>?sp^rqq!!$d&HW|UMOhqwKTYoK~iLf
z)j`bhe9PxB<M_7VX9MpOKoMMB+<39Swy$?vtU3EKOrIoQ+yoxwiky&gNW$Q5sV;3a
z=D$^(OEuhxk+Hc#<`oAFTR8v}-q>O~f<etx(;<%OTThiFf;5%gAU`h5e5cEGICdin
z4;ye!GNP_&6G?kL{fofq6b>zg+kW&e)=3ny=Okb#3|O4wAOb}Ia6U58E{}vQjEWlL
zL!GSUc)`QM#IndT1^{fQPSoE7_(kOLWtN?JEzq^qG~YfMA(^7#mnWxQK?HZNK(W#!
zy1cov#8PP2q2V$+?QbIoqT_?S5;AjuNj0C~VLh*k^#1@2>r$*&dR(t2oiOERfz*Pb
zyN+@w0$+ueR*T@T5@{1N3yYSRppkLr#G`0s^}}uky-z~2j!V?l5%<PyA%Y?sBOH_e
z0J7G6{sy)Fz_+rrn89~y%_XhS`_Z#8CxMKq&I<H7H5Y>QMAL2H@YbTQ2B&EsmK3fQ
zbzTFZ?~#r>PzPag1UE4>Q^JzQ!v$SK1Na)pw(xg{tgi*-wuxgE!094Dpo-i_R~b{D
z)an2+MFiumFv@{|EHZc;&;?ym@pSz@=I!HY76{CRRC006T7|>Fjt)a8Ap2G~iM0Jo
zRMQ&IO_n%K!4Xd*u?9Gg-emwBx2AFRsqXb%JHy&qwe7%)7*HnWJdy_k+?-GaFB)sn
z=spy^yjMdxPcGdF=1CiX1$koWlErl{ou|B~FnxkMfW~5`K#t7Es^IyU9W#pAo@Uqe
zi+x{HvYgsRGpAZ7CLx9<NmPy);DOf}6?;y(x4N=>xMiKDn|G43FjjTKu0B>Q6taVm
zIs?Z%fOP%=)=stI3p<&eTIn+k_yg~u+xmbH<6S*@pTc-=ETGn*z1RcZwZetZ%ea+1
zb{{9}UXrc~gM;}{1L+9>WSmqt7q<418E$1*V;xz@09T)DpA%B@bENn_)av@9alJ-i
zi`|>26ajPM4zo1E4+?2byHeFYM=CSqLU?yRoL0u8;d>oJ!fT+kWi6Hg9Bc<M?Hn-o
z6`SDS2|kGP>RP48+cn$4y5@E{3I4)*0a}``jdU#+e0Nu&=ZqY~0P`f^fPPiU??4=`
zn%8>mgXkKy$Jx9^qRJ(P;Zty6I9V~=6*xay=q0)FG<tocOJij<(}VVje$rMro3=7C
zz>FMMocP<u7mInPc!NvQn&0fx2!+kWp<YyM<~Bi|4hhLUskhb|=CdcC;w@U`tzJ+C
zt(o%UDo0F?ym9&aWCNzQ@gIkL5H9A`b>pdP7jlQW`#SG!*uYS#epMYgu0sC+#L;+<
z;#Y<5V$r0r3w<17;%*G8bAU(VSM;q5OVVy(`#b?dJ1en_J03YXJmViu<Duo6lxRFd
z;OAUrwOH7UjEpd#4{@T3C;;nRW`a$>jr>^6fw`c3_5el)^sdRi>BV^Oi)FpK@vf_)
z+f2||T|)%-lPBH__Z51M3l+{g0z1$Jy?<Ai#yYacZj!%;Y^GI|qVabjV4!kBl?3-V
z$mvw0f&T!tBuL^hTCK}9sk1<#)UH5s2q8;v<dQOY7{w*c<*YU^Y0m@#+G%5gCXOQ$
zg>BD~7C!de0iONynyn)pKIYinLn0)su|%=NS-yBMNF56k)a3iOY5=gaTu(T=iOf-~
zr^{J@`G&yGr~Y}CD<RxLCxg+dubCCLuN;xG0+1w8nPwqc;U?pE2j>XD^gS>-Rf{WV
z6H|g2E##V0W?e3}Z}WFJNeN+-yaK>-cu~j$6>9R!b?i677MWsM8VNVNA}8MCYx)di
zZzS~q3IN0pai!}TRg9L<v{&}`8I2^|ml#8USdWxpNa^eS>Q56*rRv&VpR!4;wM%KG
z7Iz?Q5MkJe<r(=w0Q1NLY43`QT))%XR?+Tl<MJNf`5>A#K%X;$Ndz7@Cc}`q_3v6M
zaT014P~JKsPK!OYy|fJ2LxgSFP%w8(k=O3`;(#{%4e>ASGOmN-U@Y}?`Bqslt1#`)
zsr-oMyS;luvGE3;ZLZLae9_8>YsB4|SaK`Gb&n3mb!qk~l2a5cs|e|H2->GH=a*dW
zB{Dz*Amn0=7soy>@Rgi<)itdiJQC={yi3#O<8q&79Y<OK>7)3GtauAnT^q&r#^%|W
z`C5cS=5_2yA9((?>6%Z7H0^TPZZyltE@N-`=K06h(AS#Yc-z2#5p-tLwM&C(A>}^M
zy9z&I7#w~T;`*JAq2WD4&C_*wq=ZTPtD8HV@6SwtbDwNb2iV6ar%LC}i>Oa`aV^ff
za$qO-aKMWgQU3M`uMzOK#9xTI#HI)?t=b4i>x;SJUoIu?#fCd}u8Dj{;$2!lDt&1A
z3>Xix!R1KbKGC}wG2{`Cc3#GSJByufOYl^G+4l2Y>KcXIyP~#vjLyzR03@H4c>Z<A
z+|M?zb8V_?J8vct%OrM+*?~sa%7OvG#y)e;J+q4Dw5zzZU2j)dho0lgiYeor=azYt
zhZxUx2L$xbO6`BOt>Ly1rNgpCZ|A)74DDT@2Rrke5~qQWyl_r30bj&AwVlWIc8?9f
zg6jHF98x5oG+Aam;~By*02BN}iknoN>6&h<a;yccacs9<6kLLe0m}6(a=7$BeQOrd
z=WeXG(isH0g1x*En{1e2RcBCpm)aGv#zPKA6{F%yn^~`Piw`_XCfy@OBn*s^hmbZp
ze8q512SNuF0fC_SQ^w{StFH^{kXTtuAc<1va+wTjBWFJ;##vgrD_;)$T9LwCc&frE
zIy1z9$R622{Odo%9y*IdjvX4_@M<@gPzl03xLEEFFCOwZQ=QrM$nRMix5OQHRaQui
z!>i0-Xf)+2rTM_~2hK?fcmPlat?z(zt7%Qgi+p2we8B$zs(FlJO!NVAPjS+;?L0|q
zr9v!x9pS`^7GL=Jx+WYRdW;rsoyhC$T&;(Iykn~;nD&tAw$1Ywnej2f=ua+AdF0}g
z!uOtPzL}{OTl*PVBr?7T$054%I2`sk>43@rn%|3jN2y=j>9So(KiQccSnbG#LY@dA
zPD<pAl6c6-tF}K2H7P93&cCeNX%@KVJ6=lzgY!wpr+n8VsNY8)ikkY~_SRQu#$b0F
z7+`{hxz1E^p2To5fzfz(z}n}Iu0GYQ>odNU2nh=-7ZQKFyRhh6tpIYmhNm6AlNX1i
zo;!xL)DT5HZ{{qqg84q*cn{Ci*Ku>=O)4nkNM38(r#q6;49LR-^aH2Uj{R~=brJjw
z@RTY0<hz)YlIGy4{D7+#-V1*Mtk>Qfjc%c44K<v|rb45x$uXS!9w-BqveEo+;wQzO
zlzLULe3`F~W!gt&13%}lCpq8nj7j0&8t93uYF9Ux>#RZcc_d;H;XJVblgNDJX1#7t
z8)%mPA5Cg&)Q;XoB@wZ_u;8d(=DeR&@pbo$JX7J#N=-D{=`d=MtWy=-N&f(Q*X2A6
zk9q+528uz@Q9uKI)Aa9NE8<A3EWRmf%X4&MOY2BycHgv&A1tR)!2loWn)asqro4Z|
z@w|T&uRQBVmezeXG?GL(F|Ot#kfh|Yf$7iCPzDXgr=sfs&E`b6bI<lz-cOn}a_n*&
zAS&P-FkYncI-SFDbYryB?M$s20QWaAruW*dz9v>9<~Rro7T_L&v2HXSBU8Oagngd&
zX*{^z2*VW|7C$La2wde^aBy+gn66guLXyw>Pwe-Q`GU#rVI$0q2_&IR9-WU-fG{Wn
zVh1;h#E64Q0?a<n?9uYY*XF<ljtgU)79^5Lsy8Q9{?EF!SsEE*hB+GLW-|HsJGV!X
z!1Ffcx}Bwo=B9&Mg8aihj4^$kx2r0kca7BK1{**s2vfPpBmux6Rqru18-{`<whIlw
zm7^|<TX<j<g7LAMOm!zDoujY@X0d4*i${BQm6$veFp}IzOPLCTB7#U_GFgstM&2uG
zO-IOq1)NKH<u{VC#&)`sy9<n!f4#dI8@OTjYc9(E1n|e&?c{KD>xjkf)X6U#k&U39
zc9jbF1aiIkspZoz(^|8+v5}iifueI7oEYLUjoZ1v@5WAYC<5P~aUmC9VUP%8l18+O
zOuVEP-?>0vm_N&toxun9s(Y;j>USYj{fhb|BHHpYR!3r-D}XRpJI>yiQI0A8e9Low
zwq_x88a1~`g5x_u?px(tGw?dbd8#*(T;E+oapycx#QVTVRX4CMyFpS95y(dw!A9iw
z0Ku2Tr&se4^gTaSo+Ufwhc+%4VC-PLZ^0c$tz=2y=oc;j00>lxBusu;b&^97fzTi%
zaynO_T&2~!O4kU{#;h4v%rXUV2I9vDb^w%Q_XF66>Gu;}M|8JR%WrjRi{>PeZZZ7I
z=Nq<ypycFdfO>SG3>$48@>@9V?oFf?Q91>%u=!CRBz)WxBW?o$hpFvamiLbg(nRbM
z>MM6=-4P~I127rRQ1Yi7AC`$yTSl5mC;88oe92W}R&`|r0nesMKipt&IjqU<S_yR>
zO5J5JT3fxcF^?@i^$eu21Sltg&PLTA#lQij?|5(Zt2sc8=9c9m4TY59g73#pfv`Bn
z3Fj4`qv_w<+Lg_?fo<$(DK)~{49JVKaJOOr+6!fg<o(?9P<Wcodp!=rLD1y5j$8I0
zAmLUo^=_s5kYvX=<P{x;cC8@$68`{ZX_l+|s1{itAq(Jr=@@*>#el|hfXaK|0B)s(
zR~oWhKb3D3GZAYG0IeAE&f<Y^Lv9V%s08N+70zmA-%+vEZyH8<gDsVrgauM01a;3*
z=1MR)`FO6D!tU-d3|G-x#P<jr%Sj77vK^(^{G=X?Fgq_$3CA<z4O-Vtw$Wpb7nw!h
zn)dO4%&drZsM=2;z6s!*eqa@DEa0=%JUjMCZDWmERFJ6TpDD5l>UhVsayA#T=-w>V
zB4ACFO}&Ib<P7doq<z)|<R7T6jt>g>&&HA3ygGb(RjhKei6?T5*(WC$$vmFjYqaqH
z0KlyaPQ==k-Oiyg<$+@wA7TOL^Pmqi)x3S;{eNw|x6(sna7w7O!pIP3B!F|!9yemP
zw7-G6wf*s)>ipT+z6jlimB+e|lzt@FrTFVYvWvsE%WY|I3c-01K^g_d=Gb};cynEj
zm`T%ZU5_ReKcJuwFS+<>;m-@$TiM#%wdSp;KiS}x<ZlQ_%eLNt1q^=-cdt{^tf13$
z%WErS2?P<WXrOceVz5=d-{aY(7-+QXF(2OPB!_oTTqx(<*7f@o((YMF1VY3RaoT_u
zO+wBqpR-AE8q6aylw*Ui92WX!q=tBI?Zme7q_H^4x*Vzc8u^Dw*7Yg%D~3%{`)EXl
zSqcftMDBrsVsZvaJr6h)?OzP8?k+UlR^DraJXTllYi!#B;w4qUzylNk$@uTWc2*uV
zv(+TAH&%E504rOW)+mj~U!0x*Di7iXQ1K6n?lnvO6GWd%wbRX(u>kVox!!on-~fPQ
zp2YO8OY#1Yy61#73nD&qADJ6;+R5_+pTi%Gd7h`@t4&7J!qzEma%P8Cgtf$g^R#@w
zH}Mjz59dH0=)ZJ*D4>1O^rC<i@+-@{O6woQyN6h9-gVMrXxeS0qj`^p83gb^>Fj$~
zs2t;p^8Wx8$rN7@E}C+}C(>e4RInfk9gbOk=-LlC$77IjKp0W!DRnrGD6<W-os&Z$
zDxt7*#|#eU<2-LCI0CEcmZw|N?``3l&P*z`z2E>#9Qjgm00cI20Ni*W`qqfv*Aqu=
zZvw=L8ChYt3Q-2qxLjZ_C^qr;`T^DrF5GE%sIqx7+dPJAHuA)h<8Teg<PbxELFiYS
z0MCz4xx9zU-uC+BAi<~+9`iaK%y<J1q%Joc44eXL=7X+zTEbdtl3PJ^(&go~LAH4|
zg-|ns9B$4C8$k7{{v%t-FJQf~dH&OFy%2B`buL(m4ge@{%)^nu#(5%mb;}K7Ns869
zgK*L?OSFbOHLe?ebB>?IkUfFsfHO6S)=SNLDIt4nTi8C)w`#C~;sf`MkGfa{<Dd1F
z)7o6ye`modou#*$78i156w08x7RV!c+qG~x01=Uj<+XXW4HrjHMbyJiAj9UVE0RuQ
zZ~5q$$qqZBj)OJS=&u#cx7yxoTZpeR70_kSE&_&M?h=iVNC$Ap$ut25t&6=5)LP57
zYnaT7aWs22M<(;R`6nY8$Flp?tw!)$1bdGp$#0J|+z=OPvl63*AAI1E=-rg&Ic_c@
znk3cLBY0h;l1G`bZXA^hjhkJ0Ad<tDe0|YYVG&(vcCvXzEuxWxNw5T*?vNgRSTi0n
zGsZ~G08vo{qIhoIOczp_5>{iw9yb7RIE=F%KKAcHRv8D`Ba!ycbo0d9nk9_IBQ`rP
z&4R}ypW?+-o-0+<;DS3i<auZNFwBnYff#JygM+>>3l76Q%}J==$84AK+-5d{Mos=-
z?p=JNkXQg%Wq~6H4ZF|~0LM$O?WjE6I7u8ZNYWsbm1#2BURUQiV&67EA%|dTZf2et
z?Z=fG>5&k=Vy5lL4(P@hdhFzp$X*R)X<u&Cyi;R)aTGB5R^~famPRMb1gVn;?-EOA
zckt(fRyFIn%30|MZQ+vjmMNn^H-y=S&&!?y51akYfKUWFPug`oT3uo|E&fmdQ6Y>Z
zDmNh76Xp#2PCoD(cp|rz3uy65Le9~Tv_!JTu=!z_fFIZ)W6%M$Ffs*T#<x=H<{9L+
zn@?EM2*gFVq5>GPBkug;BON|boDA1Pb!4+!k+N_kSsQAQm@LdTh9@dWInQN7hCG@8
zlHzF1{8Ec}*~=3PN*8owa;&bWa6qWz00MAxoSa$k!VOQymrpbj53yMJWIRPyIbF$M
zGC4Q^?(dq-Ynyxc9>y6w=vpYkM5RzNmPIR(!6zr?&vENpKMXCzGx&rf7K$sywnBUC
zL7!Z5PkI3K1wgsSQ`VOpVwRBfGy&)T02MW9G|djkEJ9Y6`aB~2;;IXikN6MkU9Oy^
zbjww43c{f0s5lkC_>@QDUmMxzNK$C+!ujAFG+80py?QDy{j{$|Rb7ldxfB7+cv2*|
z)_hTXBX#q&5gL~6BZ(Iy{sp?ad7(+Iq=oab)TzgztWO0<(|BnmbC-LYlE)oSpCxPR
zEXk%_I<Zz*n1T)nIG_(GzwjKICC%&Uk=a=3s*nignodi3s93qrwlVKrpMmsy-6Q*N
z?adK;y+%uz%uSVKV7NHR#~|@u4?W(ot!Qs)CZVWYOeIMRwak(%m{{_GRGru@zbB^J
z_YZ~!Sv)J}%BS~}Iav(tCzt^swi}hn2ajq1>+TRpjD<m0U8g?v<GRZmZv%K#PYMa`
zwX})Uai1;ZPEXNC>0ZuM6O-D$Yw>QSXD^A(kJ@fc+&c5g<niQ%FW<iI2WkNNQGV$9
zQAnS0ew0uHvN;vxzAd~q{{R;4V)BEn#gq}Vk{8PT>-@m}n8?UuUY~DxXKk-<Buqwr
za=(`Zn)1&W!xY~YBWYwr5oyu5-l2iPo7cbTKom`_!Pnl~YuqzjfObYcR1p@#IQ#f*
ztH~qogIbc`+gjaN?|VoXt3u4Gq2uzyeE8@a0D<2G@;X$vw;FR=O)34<@j2QfW!~+$
z5K823z&XQza1opWbDG-J>vL*XHv(8~k(xDvG*_FcEy2zUbUFSntpI1aachLUyu5pz
z?AJb4=;GX@DhDh|oR9$=VaOkN)=!A$ir&&4M$saVP=yLhFo%3{5xDMV*auX=^dNR7
zx*I!K8bEC#c3Ur%mS*{sgh7=<xGDLUrU~hR)~k4a+2Hadh`rUvnIy46GZPfs_hST-
zB5y2{fC$2ZPdES+v<+c330?`>K&p{9E_aE1vy=!5{F`@<pk%LMRQx+MI!?8Drba{Q
z##CbRfEWU*;S>z7EW@Wj&EGX=Rkk*|rkg#IBI>CTSIUxP`5$UH$1GH$=R6W|kySLQ
zqttFS%|_zD$M$9O9@X1nOh6EjJAz3bypMVS?JlK)?JiRDeZoqnE0l;C1P!=IHn{|W
z&?pQ2-kn7usa)t!7usYAcXGik?QN7w(n=6V(2OtL>JM@1Yc@;mO5av^<&sCdx*H>c
z*^crC-L6*v5xE#{U@$R^@lje!9+@Q9bF#sy+yNB#G5+o-OJUG102@FFxQ<SF;O2lY
zSc|(gU29gB2%7R)8rZGI0E}dW1JJM}jDmd)LQFm)*25ddZ5<{Opdd5cN&y%dBVyrO
z3)75&^Hp1`hVee57N6uuY#^7*6E5~!fCKVIK|~qkWR5tkohH}pcGBA0CAt`<jyrhW
z+$)72Hs;&&V=OrxRGfU7pa;5LTB69(+w6%($V6?mWemx<yD!L~h9!mwz(2)`=QQj~
zJ?5o#Jc~A@!g!-YvDpNQgKh}rh{@z+E^4odyh$ykfYNnY!$W-<d9vHc#zjrUo(|pF
z=eZo7I#rdMNxQeSeIsAe=bGJ+!xpBWW@z^G;ALBkj)U(LKpVF9mX@s%(`NGKYl6-$
z8D(g}-WLIh8@C9@9on>~k}HUWeq`~_xuOC1^4XSGRU<zu1taDeW1f|t1ozscX3=e7
zmhM8PC4%x9P++M!A-zF3+B%LaQhhI3(yXAiMANM7R@8m3P@TlD5Dr^n<Yn*<(VpIv
z0ZUk(-oV2h<1#^~r=4*szEUiP+7Y-V{%`>HC$)9|01WKb-@;JbeVE(Hc=B92GZrUv
zw$e%K@`bM-&}<XO{w9M$(_=AscEV3S;z<whE>A-3>dn&~hHL1{XcpcjjT9=X;3zx+
z=sl<cYR=ZRIP{Gg?*4DN1Wf1O(0-z{YtH^IY7cGU%X>sPH+LIY6$dJ+U-I0mpKQ<s
ze+x9$aj9$fAH0(Gaw3?n3#j|Y{`$!JD6d9x6$v$$qua%$XtuVfn_{<xR{(o*e>~R(
z<1dMb*DIoUYjw_`@3G`X$QcA-J2Pj$L5^qxt?)C&ABUdNTr`%qcM-{h(TuF$$%S-N
z#Isw;6M|LLsQ~sh=bsF$uk;tybbV1`ONNziQ4&(;Ym6L{GEP+I-n|>5{uBY^de_6-
z*eA8N@b-;p)^_SxnWs~}LZLYfhmZg{uFv82ld5Q*7K2XJp^hn_EUF`y%mqm&uj5f`
z^WDMX{{RXq&g%@f6D+8NfWSh;XV;Nka5<m`yM<GpgOl{H5AjBwVBQNF<+>=izSq9e
z&U@llMf@>}_C03xbnPnY?nVlb!qOH!uq(nmN8%;6(Cz#qbnrBg$!#nWTe)Cz-!i!D
zLudRb1L#=)0M)P1QAB_0ll{>}06}kLmZ%jS*;j$Q?!fl1Eb)c7yZD(TDq~p&l^lxh
z#BBNGRwEtuu>+CG9M`TMmE!(CjtM?1TP(K%20CIG*skxKO5}Cm0o0rmfN?+-<<rrX
z<&x!A>J=V#{iF#tZ6ZDY04N(+0!}$o!xLI}(ugobQAu#y-Bd=03V>l8fX&0;<AL{h
z7{yZ(I_gga<;1W;%p?Y88{JX3EL@GCl_zdU9+@Vo>$Y-znhR@fQSFO?<g}!OQ}YFl
zfX)u=9E_ZS$5H?$dkfjp%H_nY5nfA;oA$D^Nw@c8b>0w=bKKPWMaA5@oy^w)1Ptsg
z<XQJHM8hyuKPk(B{oaS5;NP6UV~W-7#J5g_hnfKjlk*-N1}Eh?JcEKys1$Ykc^2x>
zK{cdP$YdrZBXfeX7Tnn65;AfM<c^>NKoNL~KlL)$!oS*RNo&3PK^|d%e4rehIL3Gw
z;F{<4C~jfZbnRD4xr|>=arS1Juuz6h6^BB3Za(h<x>#(j^pY;4c^cfsh@XF)rw9(f
zG66sra6jJ91HKQ6A>X52O1G2Cd2hD$F2FIglLE>@rhZil2>E}xKpNI@OJlB01<dk7
z*AV@t<)#Zd%@}lyqqE~~4&YUOP%(mQBUCc$_xE=CbWy#WXUilY+W!DAnClq;fW^at
z!>-^uReNZzyiFps5=jo5Z-!|ecZ^D#5;xl>(p7R;w`0z0YfiV*<CZaRBMW<N!c>hw
zX%5_=87gvPD}oLQIiL*$hx;E(y0?u0nn(o8513jY<<&x*^iWiBjs|@xm(62sVDf6S
zMz;35WJsc9V;YFaXqyZ<++@KSKQ%k;P}(WfFCe%xt1>DqK&-fv_m}~2NC2GsW2JMN
zuAG{!o}qI*g*2#@n@)u?#FoM%HykL*$F>RUKpu<X4++?6Iwi)ftl7al`oR|u9I*rB
zrZADNc>phJ<0JS>q~Cl)*7UiA*4854E1N+CnAx5W9mYYgXt9J_*vAIqStC^^*8mLH
zDdG7pbuWop=Aq<mv4RD$ieK-tHs<`9*nSiN!0JB$E))}__<({ARym`_eypeZRzx2H
zJW(Xdmzt%L!dvGtvoXiyE9l*$JwFOfihqQ0(~1D|PlrAhxA4!4yh&+o3$3(XLff;P
zlBO_8{{X&=SEkoD5`_4I?7#BYP6dbivJgL=bd&&BA>-c)PvUJQMWcngwqqnAjss;%
zl_$3c^cC0AVt_nk=zkRTYjx7K3E{P|b=cC06LDO0V!tzS^seK<-w*Vk2}8aC=iajX
z_bxdD(SN$W!n)9kIu3n%not1gKpcmPWo-*tvGEG1Hp-^f`1eRy<VpVk0c?H**IN^;
zkfW)}vVsWos4s1zySI`F;}S(86?JZfPXrp|VY<~k9U|II4aTFPfrw^_H_dDZ@US0w
zf7%@S&<5tKqfMym8b#z+W&vR{Naz!Hm<kofdv&d_FgZD_eK*7!R;w4AWq$;{%7z=)
z>b*hw)h%zw8U~9CJo>G>NWCD5!^r2*0CSoEr{mK-{1%=bvu(3#a%`GRXUc$b?T^TN
z=N06d)LOlaAK9Ajg=S}#?j*O=B83w&f(ayn&gJKy;>~sb8P%`6S#hcBlU~PRb8m1X
zWFR`nX|&}5$iXd^C)5h#{8HW_)AfB4-s4cczS7d>GZfbdrDP$-8z7!JI47C_`Z7QD
zYxERSr`%tq6aW)}lU_mNC$&$EmL}w%Gy5z39YW;0`Hz*(Ml!pGayp9j=NplSsIM3J
zjAym@tEAtk&Ac{BZU}4@jLWk>_tPx^X<ow5s9M1jUA@b*JjjX&LR5m}Z^qx5Sb?9u
zO=n$wq9kU!GRtWt&@wo7Eww<wQ=UfT=mr3O)pz?uUcn-)S7OcM-6KkhBn1d;5*s~R
za`V)VfbkUfTD{h-b!lc6X+}{X4e}xv4Z3#8RLc37TodyTtpHTke&1oKX@tWYtK23Y
zS<dDmUvJQEUNOcG11xE`T3)xNJl7YoX?Ade(X7|kxD!Q!0N4Q};QIdng>(KX@qVA-
zsU96J;vG|6&&_aS2Hwo=!4Rf)uY8a@lhoCZ2>dbCJbwrF?}~Lxq>g6HaS}_ijx*2Q
zA4&j<eQ!Y1EreG-ES7T{296sG5w<)90a4uWK0(tJ&RqDr!uL$kodZ?W*o=Lm<5ZJ)
z`X~ffxM`mUyd9@HzxH6cb?DbJ7ti2$uByw!`d*wH?0RjLzq~f+g#JQ+K6~&z?3#d{
z!0Hm(uA3CbJ7*!0(TT#oc7{8jBR%n5#PLeEmV)QYf+-{x@IDK+_E*l;Uza22Qb`;P
z=NPQN6lv+8{7r={R%m9_rZ+7t3IJ5tL#qzsax40b@y;t{CAD8V)@U9yzKp{ZQcA$K
z)fi0kvkM!7altG{S^&+vlKWX{d_QjO_K26rzq{pwM%!P@U85U=J~o0tP<~;PR`2Zr
zywbFFH!PRek;3UTo5_eOO2h(wQTx1c-AVo`b+_5{_Kpc7L2)@L6f!B4$afIua{$BT
z^EVPR*BPuWS5(!d@dlIqjcaRbc^Xe~1b0}-%epX8^xWL~wlTmU9_=%#+PPDlDdbl_
z;1p>5AE%ZjjL6d#Bb>VyKdCjs_-;*CTJZeZ^^M)n_QkPiZ!PX8^C7ty3_t*3epVPD
zdvn&i&jA*11L&+q($;87lae^~pbnOU(u#^{k|?BhI8;(e^uWykbNW*)_l&iBrQNp8
zW3d393BZt%{{Vfc{41rdf5GY>LXPo~M7NSjbmR;YU5gC+fI$2!pr8VZD4+t0D4+t4
z)KNefxBe5*wMl&2?Jm}75Am3QWB7`vci`<7Jtq3r%S^SlHxM*M;)PYPf7%?^O;OGF
zIpuTneJBIxUxv3|V$}5o))ivX@1m04StVh&&l%$<f%1davOGyO#rKNz{Z46YqP2#2
zphUI2SsP;T4gtsISH2?JNvG=f`aTR|=T!S-Jpd~4oS&xcz<n!@TUjmSwN`kYe$gKx
z26-dCXanqI{{U9MK}8Y&0IE;-MHB$1p|2$Pho?TR<FwOJM%%3xL}w=(F*35B`{_s1
zt$N|<UTflcyq}8JKrs&5Jex+~H-7YSf(~=&IsIq@k?{4s&x|y9MC$gsb+lz~FQ+^L
zqiNVr-r%sw;0DJ#MlyUs;`#Mg{{VzTz;==)u1d=^OP8CUnC|Kq)c33{d}=m#$HU31
z8-EX6U9_S_CF8-)LB~;*CvQxXUgz-t07LM;hoq`#H!xkxARc|laPCe!^OYXd0p<Fa
z!N~M42EL_raP#UG@<$}gov0(o-h<Z}B%f;c`y`4xXi^mm7>#xT&<@nyLdq-cHsaP)
z-yG4H*-vn5E5WyKapCA7o%45STH0_($aG?-r>+6~Xak_4iYNomej@0C>OC`4#Axtb
zY?a+X3bH9ooccDyRHJ)4NZ(OaMYoC<o+mPGi7;`w0^|>sh$9@9Vcxw1SkqzEG>f|#
zhskh-N!^TRzH7xaXTQF^xwX`8JfH08^E^o!k>&!ZqiYd}z*TeEh&ksJ0jH*1CaX5B
zs7ElAAR^w<;#Ot}h54M4c5XXzJ1$3hqpWBGN17#;;7E(N%<{sinGaR#pTD;Ns4TeX
zYoLHK%XM)xJP$Lc?*3)-u^0k9+y*;{A%|QXipMK+9<wL*rOc9;?e|E93_(PWtGR&4
za;x&>@xuC02Diei%bD%GOqcsoXl_TCiH;aX6!F{cjs<r92*L1Pkjv29E<Tm#-T)|?
zrn7Tv5Q5WCw|ljWjJD8r0(%UVknz}x@4N*5XMr?VJzCN-e<}dz>zVPL%*&xmVQV6#
z=A!FqZrCRd=LG%=7@zk|bk)T8i&Bo?#js0pmbcTbT5zBonVq(vUs6C}k9q)9zwu^<
z5;?ScT}sX%7tFJl%akY|^Ub=Roef-z$J#iP%Dyw{vh>@335O@xo)6$^?}x3glF4V(
zC1<*w%+euZRxI>Y^Z;Y^t!b@o?jteJ1aij11td_w{sw>}x4wezF(tIIOo#ZReZ%yt
zBRCnZV(Y+~43qh`w({xnk%HQEt!<yK!U6oLjp6-z+j-OcQE;n|k~_O}m=A35Pt?!{
zS4DA+sd)0savcv$)cL|ZH>LxRQmm)+HEJ&qc!D@&mr?M<@dX(RYjYIGKSEZ3I+`m3
zO7T6esd8;XTw7i$hihw?{I?6!AReRXTf?OQEf}JT0Q1iu{4!4(YF3xA>So4R6JsAM
z%-k|@#^KW@yywIp2v3Fdp{mKRHPC{1K#T1AGnP^P^Xp$k5D5pKJ?oA5po{+i2p#bQ
z1!RGSIOoklKpl*K>XZG^MG^l1s!#Vt6ac5Cc^AYel23^mT!Q9nTe!5@8rpbyVJDfi
z0Kdh<5J#ak>!+o8Kg4|w9dpMP5Xxj<FHDwIX!E=<k#^%5?ni0>=Pq?W^vNXEZD+Vx
zrP}w9ld;go#1j`GHw}ROeL$z%>Dnf>s7rdPzv%IzNjwq@Z<xqGc%gYDhgRG;>J3(z
zd_!dSDSsPkdMYrtla*Qaebxj4kTQDv4_eK(hQ(+54S|~0S+ah~BwNHoVvdAz#y}T1
zQ;vp!J471Qq;~KoyMGs$#Zo4d&o~ZpOGugH1wrqH{`G16HMzaC*LCebP?C8(**?`2
zvmjF7VHn_j2WrLBqK<7lSX)^dX<IV~xn&8x_WbfG&d|9W0!PRXUW<FIe_`s@I<2}T
z!s*5B^#_dz4H?V1&N}3)1JLqC0DCnRQp)xV+eq$UkVzDZ8Cgz21a$|!TL&W|fDnv~
z8uG7*`Ypzls2>q&%9}3`T3@SY01`0x9;4*XZQ1p&R;n7#pBAg6+}O^b!#rj;2hfTD
z^Ov-_k5z#n`#7~yB@oQ1yUW{*CpZUje6~TsayYJ2QS!8FyA2}S$)8iyen{hmvMpPc
z0be;kF=9qGoaU_CO|RYQ?Q5WDt~F$x;k=oK*h7Wc(2zM?9Ag86-m<(g;rssp59`{d
zv8%dX>XzkgER|$0y6wgQ$?l^+tpIvghogqWL)WzjnPae0&|4C6s{~2qoO%M`&*NQ3
zgsqy>!kS&XsZ$-aYlHsiuQl=P*E)ZL;qZ2m6UxE`H`1uch8*OQ-mH6lYu4;g#bX3#
zs>T=cpb4a40nev3=H3>vpTxc<)wTPy2Tx1l)+$LM*%eSfumCna*^PD{E!1Sv{5Pmw
zN4I)HLT+qjj|x8$K>TXvkzpR4quN?TyHXfc0M2p8KUx63NL9(;3Z<%Q7W#gjHRSF*
zxRAa_Ir@9{sP%nf%Sy8IZlu~6gha+!*z{E$$@H%_pTsu0kBKe+0JrrBZQ`-S@2AH5
z@i*`x$1Xzhc)%wd<1_)(CYRzJQU$$}UY|~yPn}?b7};V6?t{2xjxm#wP7mX4F9KL>
zHJf~V&lCNgU;E_cPv=lyd_%XkvwMq84_v&A92QF=pda`a4n4p%nHR)OPU1N8r0Ke8
zlzf9y)EXB2yrcZ+1EsR@hLtR-9oxyLPte7BzFtqUJQ4J+jbujvs|EyQ5PFK?g|@Ha
zJuHUS^h_VVV7B{GeF0}5o+|yHhczFwMQl7vH<JSF3kA9$Bhx&e)_^AQW`RDakzeVI
zA=T`Dds&IVC%QMPu&aI@*Q3_7!6Pq|cM&mMz{f2NqpF(Nf-fd8n~Pv_$Eo_)A+NzF
zhqZy?J2>}S%F3FQYBBq<{{Ss`>dG)Z#}onC(NRNj9O|tZ+^hiv9yuAQXaKH1;&N~B
z7NhK8Z@@~V{(`#-<h~`1-T~CqcR~LEp$Y)$t=JoA$UnkAl@!}iw$>njxWC9zKo)Ds
zJ|sjX@z$HXU5M9Bn8_`-CKdA(7G?f5=LLNawR+ufx~<i<x5bSqE@edX^r@naT;t4R
zDty0>^q>zjj%h9LCbiZ|Nxmd#Br^npc!m^tSOh2;B;%$lcTkGQ#JXj|ffG$@l9DrR
zDjm{HsN*B|gCvZcbmp%3%fR}4a5Qow4I*YPvmwdT<RkAd{W3krOq|z`i~V!KTC3?-
zvup&ByUP-Xjk=I>GN*%#_8x+OJ86>UD72kA$6J=-XN@A3#lvN=rOKB=TL5er`k!jk
z(>zbA+-b9Ex~7+P1+CZamO*M}$mBlmhXmz7;{bp&RlFx{q3Y%YgT^t(EMy4cHVFig
zoNdB06OKQ+ed|-i{{RMVE-l2`9=CbFXa?TqW@T^>7;N#3oN<q(088M{62;-~5Vwcr
zxrFI6NJWbogLy5~DD+Y}1F<#iDUFMcn6DDiejfNT$s@Mbt?#XMA~v+Ql9Wbn#T<O3
z=b+7cCx<n8;*jVXjJvPxm*kX;3y8W27u58~?LZw}HP>(hI3311)2N^iI`I~-4}tY9
zUf{4*)M6JfZ#)};h{*OB2x~V=ic4rMH7kf3Y4TS{w2)!uk-2H)9hj0%PesLbo;=bc
z)U<f+e2C|tPL*z>iN-{mc`AK~AEhsb(RFxJ#1gL;3;u|W{{SrE?f9Pm0F?k|>Y7}3
z8fKrRO}ggiRlbdGWha?1-eZ&BZrI2lg?5(e%D*#bfybqD)~EYR#&foJL8n4uV0pyP
zf`23mKj2l<1qx0(oSFdUyik(gYI-J_7~Kq)Uud~rIgT;71D@OVR)(vtTWI!+Ea!7M
z*%U}J^10}$JDTMDQ{tOF1IH2lp=6Ti*sOMz@d8?Bc@G2I<>%{HZEaS@Kln&|O>lzv
zN0kn76|R4UJ^L2wXagTyxV_V$I>qr4>$1k{V{98S*{%s@KI*y4d+i--$UHyeO>auq
zBux_5Ekf$y_fFDUi6xP}o37tZM_TmzzYl6(5jD$+-L5q403yPU@$8yp2PIT?Rwp?>
z-RWL|;ok~q-Ws%6G|L#G!hmGj3$XWYrhqwpJH(zlHi>b4;M;aWIr6VUNC*3b5>K{j
z>G92q1x-^z)-4+t-#v+ufA6I&`qyu@eLo6Ki;Qg;^zA?#98!Ee*BfL~X<mL$-DQeQ
z{)8W;bvjLjzMdFb$uyC+IhN(-$I!M<>rTJ$_Km70+x;%m=g`Xvu^&Q4MPV<1bjv9N
z>328!b7vuK?%be1?vh98Kpl8FtldWH&e({rW`!cTZzu_P48(Nz$of_}w()MAANnq(
zWvTqb_jhpl2OsaIdHStaO?KN+KiNJc)6Jd5!1Ba%0PxD+>^}jI;0*vb!m>-EYgZl^
zx^mIR4El4i`_L2jbKI%O`Vn2Nd3K>^saRgYVzQRHvSV|i+{xBZ0pD)tzCk~SJ*&Ua
z^;mVCD&G1ACOMZQJwXQqeL(~taX=bX$^1td@D8wWPRMt0>_M)wxlf4Tf5N@jN$K`x
z{*(dGS)AEGPDW!>`U)yLA^!jp+dul?pUR2=zg~ah4KB}E_?uy8e{7S&+C=1r1LZzy
zat~rXMS2Bry1n(TpYc;qmhR#xBRWLt8b=B<=Ar6-lmRE%wVw{h<#}>zIxfsIxy<n{
zJ^ujK53e=Fc$dN&XNmO08cg18x|UcQ@5yHT{_U5qm)DM}c^p@++iDh9P=>a=f@SHt
zDFc5h%+$O&ZF_XL_Rl4q;5io-$7yZ|8^=cjJq~CC<jc<u>mD1`4X&qUa}uNN+z^y+
zb#9f`>3<V^L*a)=ZM7qLYJd+a>n(-!+<swSMrrWs2|tm3ZSLdSk#Zy0f88oc=e|Mw
z1y6P1?HcvNUTGSA$pfs`$k_bF0C|R+@uR~U)wkHS`!=>M^2nt`v7hQc&o#L|k*1v%
zJ!8XHhDq#P&ujbQ>B8W|GIFX{x2<$nK0LiuSX<v0tsM$2v^W%ZFYZtv_zy2o+ygBX
zcPYWG#id1yLveR^cZUGMgF}G?O|gFYpYJ^9A{YB|@14EYTyu``jyLc|q!Jv(GWe5P
z+V=R}viawB!khIGj=%aXOx)Cj(|<I4VSGL)_IKHAQ%rz|a?>KWxxWDxx%b+MG{14m
z-ZP*hOtxM5lPGrK37NnMMTS5o56Lfp>_h$!_WMxIrJpT0+X<z47+&kjO!U#)f4tCl
z*qh=Q&l;RwG;QX%O(>2e--oloKbbwbZA#3k?-x~9{`|XOXYksS@gE>35^FtTIX>`r
zuy7}@rN@`wCRHaPUi1PpVOgVx9)X3BjZfg9p?0OHxc*~rTJP0WJ-E1)%|AdDQvVF#
zx+&e{U{b|4sDGP!wQe}IpCsX=Yb5n?t>aVlGse=CME{HzkTSK$?Wq79#?SCU7XP8t
zH}^I{xTVUlx~yd86UVD?n1~Yd^(ZjGA6AOg)Dz8Mly#k6hN$0~)J}x5m<E0$P^!zr
zL&dqjK`|}=-){<X{Y$t@zyZ7HX)@+6t-SU~!A_g#CBQWmAsr1A^e6#|rd1ug|FNdK
zoc7vh);Z@3B36U<U!65mc5u`y(L8VrZe5NhD|*rPt=65Ho<&6G)gsTz?QmIFTz<zh
z9NAzM2EJzwa5D=EO=iu91(%lMRgT!-J}r8pEgNtn2<81HmiyjIfBq4D;_wR@&JVvE
z#0Z-C)`j|`HxyggHLrzhCTF44Sqg76T*SYW{R0%UqhQm~?_T^p206j1h(^qiWqBqi
z1k7+HOJKMtpn{;+U7GSbY<8KrJl5Z6cEwZN3nc>{Ne$*wgHQAmj~z58P>KZYCpB8e
zi?fqRKQf3wdb6c<mz?-I^j@whM`Bte{NOC1VYfw3Q5PMAursH&Z&dBR{QIe+0lW2~
zo%;G#SnVT1DZ24gj8gM;Ow9L((D^^gvHXksx(UUc%}|NhCp%zcFO?#utPCxtH-ghB
zy^xl*cB!&*wfV2U*00tZ0oou&j_F(k+kn2(7`*1YOZ5%P#7Gp<lT+9;9hBl1BTIa~
zMcI7b5$?co(GQ~O=2@m>3F~+|d=L+phI3g51D~N2!x=SU3+e$J{gbN3`Z?#jei3#!
zA)%$)VKc%TU>&_&t%VQXAvzzM897Hs;G>u>pT$Ttp9x|(Eh%cdm$*sD>={8Fin;%N
zR<JfbhL(gky=%H%V(DzcV(5;8>AAeKA@c7e)m98zodS3-LS)AK+Au6>7e|?i25B_*
z=t(RB;Y?y>ejhP|Z4p!OnO&jg#1}$wdXbTb!Igm^NqPUC8sEEpvBS%1Y*<9Zm!(H(
zmb2fly6aylKbxje)8yS?(i5I@1n`cCTRp#RSY%zSqHoKXv*HI%{8#~6ik<KU9HBRT
z!OhCS8s>~ybY_Ad#ul`Hj`~#oHhOPY%5;EHL@FeBWJy6gh<c_JDQvTFR+FjU+GHKY
z*kp~(imwxkXJ1`G+f|*J@3eD_Bbv&{t}xaApSFw&4yIHi+Hvq<E6^qybTgpj1FKN8
zXfJw>DC+(BjkwN^3TPt{U1ehmPSOyFbng7Zef7OBLNiX*#jTeAF%IC%G+kH5rRR3y
z%E=l;X8X0xs7Z~V{{1^vjIiU7q<e$xfR+L6tsy(oIGCjV=_}p%hp9I*CvNQMG!lAg
zOHEyzdX04raOa3Z8rezL50^aHXjuf&d?>`iSKQr9QXi(Kg&UJH;zoUE^Z<%lY2&y@
zd6-FfTqRH-iWn!gyOWUb7FxcQ<A821B{E;R@Ub0o##l%Eu3gPU_Sa{iAiL$XREqCi
ze~X9R6flr!v8Xd%5-y#^BscKmO(`Jk;#7w69<Qf#-PF_$I@MJvo=mSy3Y9x%R-)${
z#S|lFLR3mqJt{QMHXmmM@(BBdl91s2XLLStujg=@i&Oy$TEYUPRG2y&b!cF{TheJ+
zs#!r~Zr3D5#gC$J&z}kbxCv04JY_bY)jOLUpFK*z-wWN=R2tuTW$fl6+Z@ltcw-}@
z*x>s^T*_yXYZPg|BtpgRJm0YTg2gX=QN(o;jPbxThtxaO#5+pG@19YvZ3(&<a*ht-
z<CJAo9wzu4OlLYX$b+gp!=5`?{>MEmuC{^UKPGJv1TBB-xqqF98^`-BtDk$*Fa3m}
zrI_{)KwqJGzeD#N`YsQ<q{vNt`yU{tV5bag*y+%G->mM);TuA4Q3NCnUz(a)*Pmrv
zclI&lcv@IT$k41@+!WAz2~Vl-ZsD%AeY0nG<7H;4Pggl?UO%X)i37nyN^B`R_q$Ig
zoEgj?{lo4*Vw$vlJs%yZwp|B|0ezRro(gsynmK9XidPt%K?i>e>4Vy1mJyXtiqEj6
ztp~M{`+$~8{oA<+bElywRPy!gUA6M)=&2shO`O1h%bGB@Nx+u(RJwt5dJSi$F1%rV
z2<N^fO1L6Q#c-Z1SxK}M&9x-nZkf#Oh*ZtH_)%K7MGjpva6C5s{n*a5pbX7ox6oWF
z6H8;m<~ygh#ugv<z;ax@Rs_!S&e@s2MA;+_{{6L~rG+2S2-9WdluD<IOaA%^|HiR?
z+>5`VoAac<#J%_H!eVo>V8tzSs9NuxnP{}jp~)}rK?ICNTM2WYM%*m}P`6$2u=Z|m
z)+>?}dcNZGgExzL0}bfESx~ZX_Dk%elJG9yx}EsfpC!mBmssEZ<ZgvOWTN3JEHZ1%
zGUPdJc>G74s|*bJa$Rpi-=R&4vXf8wi2NSdneIdwA2lZ$om{!7jjb@6h|!&_Hs_`>
zF_mlzpX%voFI0J%uygZr@3w|2K<7pUZ~;C~-%&63Cj0BfhX51xd8=k!51Ou)+=BxA
z&dNcz9PzJ(nW`NLLj=e7n_XopcEDH4*5SK<9*VTpINzev@$e@Go>_u(`;4c*SK2K@
z)t?JQ;+%8zCi%wwk-yoP8BPXnNFr+NrO-OyH`lir-}k4h93q0vRhUMn`7eVH$#-+a
zt%F4xQIQ*V(7Q-s&MJa6HJXTf!REs7JxyLr?@92;#*F_#t0pOU!g$Uf^uxpidUSP+
zc*-8i!>N8f?dvXftjB~<xJEGmYa-|~6~fQG!oNgDF>Zy-Zadu@$Rg-=ma5b9#;TRd
zx`w9bm=j#}V*e=XG#*M%eh%gWqwKay(LgnCx|kbq^={}2OJN&dL8$wPEfelqjr|;W
zCh~?xe&Cr3l4yc$&I2QB|1k=mmJVfQJKx^US!L`LAZ>{r8>|z{YPDULo@i-hqJH-J
zla|8_M`ax-pP@2a*Nf{z`Ki{7V9IY&CeqNET?0I1XqqEROp!e@0`|U7yO`WB_X}ki
z30vQP*|yoLk&d&rHO7x{I&Z?I8?3)*TPS>5Olxt}R*oDez_ze(OR(>2jyJg=oP<gh
zl%7;E(*`^$?x3C@k6wS=iq16JE=7g-BrQq3pSmh+P`=DaHO|{Eh(EnL-}$xNV8jib
zybKL#b|u(h;F;HqSGBwGd1f)<zO)dhZapMq6!;1xm1m%`14&a{s&0H;>!kY^>fz0o
z+gY+<!t}ImAW?oQMZ9=TmCdVC*OoRJD<ohC^&p7l(@P0Prw`d`0yTEEA=tvtgbnAF
zo2s}k;d}!=(R_$nNp!p*CK=iY1)T*i&H(LU><(*Iu^-|G)gRGND-+#cwr+Y9K;d=J
zHL;nnhctl?G607551@h4(jTz~iwO1neQ6xDjP(z2O{l<{x`p6C-ETFj2YSR94d~qR
zT+RVQ<{?)w%x_NTJMmz%l1cZ{FYo1iFvI4%a4z{zL0SkK{iK0s26$?1dDWh2d-jHy
zS;;kPFpuFWh;>o8N=<d{I*xWoXw^UQDy+?2l>JQsIn*AXZOCQ!<y@0Fu@I+lU290?
zSt0`ydiaN|YnqcF(x^X=DuoW>PM51t`%<oIXHq`ow6RFv-LBNl&)py#bqsN*{!`<W
z^ZI2@nyk;}T-|~9ajj7Pr1oGMm?Zj#Ij=5~CUuSb2hH|m=z7uqLoW9UsR5w2ceL-g
zuNa(Yj%i1?diP9YLfW~&qi+)pmAnAj?0?}xo52Jg7D+jg$;NM7clixW6oKqj$4DlV
zV!jJlGToJ=I17&6Ug+J>MYey*?cZ}?cMNZ2xHQJ<-Ra{PiC?$!Ba|WQRD)qGH^!J$
zp(`v|wb%dTIpYZ&XG&nIRuO|5NOnYbW<<mSEq8uHGHBDBJ_TT!WDYQJDE%(&yI+m~
zTaHi;C+k(+&?x%lbCjEO4sC<)->!Jf6pMfE@)+>m<eP6&t9rAbw(uv>)upPSqm8$Y
zJb1iAQR6j`&KS_K!-=9|QGOXhEjp1_O|1)s4_pwqao(qpkx7pqvNYv%_(+j)Ne3<X
zZB;<&x)K(#v7!r&rQg>Z8JSV1ts>TfLS&2zf+gkbwg<O$Y0t!=jq6NLq#MG17d6A=
z?2CZb1+vRp?uZF>$*Idd{{v{Jq*GX@hpLdyV=*X01><v)(Mn2f0}0@V(UkKiYnl<7
zi)ZNs<9bkvG-UmHwLwp5^+PXo{8Wmtw$*6fju4n`h!4}&y}s#{mIrYcp8Ap&<Ry2_
zUaw)7OhOF!LKukhF)fKxDF8Ry2VG>nf%LVDUR?@8d+FR4dc1EtS%t4ezWsdVyIm@F
zBZPJ=r1fz_V#I|>QCDiAvE{>U9%kn!M54pkGs`1)m_coO&m5DX*NaWZI{MyB+OUQI
z@#Uf;->4-|2Zv=88IGNZ;h790oGt`Im(;kBGJEL{A*m79;iYvPlEXLbnllttqFqi$
z?VL$^l{yJm=|THt56CN13hh{^u|`M6*B`E>no>Lhd>pE{v?u(VZxf%-teHFCkq2RW
z0zGRS5E%NtPRo%(-|E`PF3ngAN>uEe7aZLy5?!UV+6)7Q2mF;=U5JlUeNj!#gC?zC
z7d){Rq(SoWZs#&WXqLS>^zfW)@A3^~>YTMhx(DvSYPi0}_B(Rz0Q-@MXGTM$->`9G
zyGRUmhI76^CBg8Hl{TLMCXjfVbB4>&<>pL;lZLkc+^%Z2^OTqj!=_q7e<b`-6eh8u
zI-}6sU_w=zwK*cZ_=?r6)5eX0GXrog>;v@q4Q@9lVom?@iL`LcS=&f&PTWa=+HJ<;
z)VP~)xzVJpiCb+b4U#547Sw=c`Q7R@x!4-5U@P?v?M)xJU?hiS(WR%>%ZQsbe*Va(
zw48+H%LtBNLe*De%^1%!Ui}!u2nCVMkE`|{SJtdCEZpN`0j62Ih&;To{%$^TU<1-i
zDBJk*Ju~-b{j~{8v|&+a`fdJ^Kz^N}3i}M{nBj&p)JF`}D66MfU*~GgEOZ_RtoHVm
z0=3G)p-+FjHaG{;2*!#UR6z${6v3kmX%^E;QeEYbx3nyXn(#%_6JPbBlszLln{U&G
zv`Ul8eR;T3{0lM&relqXTNBs<6nABfjb)e4G?h-r>~r((i2Qu#sTwgjZ9vdaLj)Y7
zkj(pQ7jydKo0hrc?FY&;A#MdPGZCu3Ht%W*a*GN)aynOcR658)wZq6iz$HES|5k_U
zo=r2zB~o+r(`ZH6`eeG%*_Ru*1GcF=nz$|$ba$h_3*g&EK*3_S-sV{RhdnJB$`N`u
z5Zi+SZo5e2#_Lws*OF3NpfwQ7gEGz$C9Cw|f#wq`ur(J?m<4e$fL()cCQ!BX>+-j&
zfG!UC)(Jk{ckZ018f2P6?Xr{CDwXN{fy=eScUel+HYH5z*qRT^Y5t4|Rix$6?U_VM
zW2e-A>u|KAAoS>4b&~;z9fHc~=Iq+ox`8eu%Ec3&->Mak+jx~s@rVofq!JJW(<C=u
zMV^@8vd*Zz_+yf4){vv?ZnAh#WaixmRf^%|=1SzOBGYeqp<Km18S(|h_agQZQx<hf
z4SEIkJs2=r*!s}sClPWxq4Z02{=Y5uzlP1q%(NREkg9UqKrV!S8VUf#9T(RgP|v=j
zN#A(lT3UDu9fZF_&+Kkq=#;251}6+`;w=(EH+2pJnp73_l3(_Utz8j#m?=drkE9XE
z!bs{CD&s-~8Ak+XSo=k4-;=v-k<eBJl^x$FAwiH^UP34cI(AUCeiCPoiO~?UK>NGY
zHivWh!V^&fauB(9YJB6=4e`8fjkb6{lldc$t_t8~03urKRR5h+iflKDG5T$we0G*d
z0u0Bvq2K!|JZAbR*@*D|#(i#L(jH;h#7)xI-D*c@r4w%cYhNi)(!pVX^5tA-7yO_K
zCaL6{9p=oPIch|2f%T~+=QaIRyu^~xqwo$c_HZ55@oom>gt+6Zg=KuYbHCnay}J=@
z>QQ7tNcs&jNlSdX#))OW;IBT6@PNr#D;<qu2GeENxFzG-*C5)cF-B5R8G2-HLf>pV
zK-8Keys@N;yB#0iD4gxle=kyl+FM_C3drJwWB1uOT#_4lG4lvu>HO9E2Y7ozS=?2!
zW@Z;i)nn9noO-@#QWaT<S3toWT8Qc#u5CD!0y$aRtiun4TOK|r<MZ%m=|Xv0Y^voh
z`?_fPej66a)zI$apkb~oGr=#ko>!2zpNDBzzkKg=3>o`EaSff&eWY<mOcXiHluIsB
z{tk$S2~w61aqRJa@P6rY_)~`F(YL5=iFH9|KZ6{iUHG)e9Gftxhe>CH$Pj^-dDzQh
z7PRw?>_$9sk`2Xs=2C(!jbb<&raf0jtc?UF{s9uuj6rNsyNmv!{y$y#?3LqJA1W9d
zZB8f3P?A;j!S<q&h)!?Xl9!cfst~O;O(F{$&$zmJU)*)Ny9y!-f4wg-v8tZB>och>
z^OWq*?YYyM{02CDnEL4Ng;!7Xzus@=SFJ`RYqEUP!l6!PZo^!wn{s#G1Xm1yT(=vu
zD>=RscN`xa6BIh;u&5{n;Ls|Weu@JaEItZWfQ_G*jm-2R^P6_0&}%!WuUy@KKKKbR
zhPr8qr5aM?E0X!3W}++YMV_-drmCR@l2qPZnSx-f>mktmb+-KQCKb^pGSP+g*jVh$
zqB)+sE1fFTog*#ck+Wc$=X#5%YiZ*=n_p2>RCE8&No=_ZnrhAlmJr$~xS&t!RcGz<
z;#||Ip9*u>Bx%*VBsOZi!m=ZA1I?Xm^MRUetGUJ}Hr-Yu22RhPYy2-q|F(#2{|GAL
zMb)%#z)HqTo^8(83$}DK4XO0?B9Mo<L;-hvmk&CBI?WvNknJ~)o==Ja(t1JsOr){7
z$M5^FI{@eCk|-h*9=K%4`)klj9Ws!Dmy38J!{oG%5O8Se1XcO#mPOlEzDZY$_?lAL
z6aHoCOlZZ-_+)vk`D(Guv7VEk<~3WF3M@`(@Yc5+Sv(^bJr5-ZMrFYEoWWz5JTapj
z0W%a8lot^|vkE)J$%t{IS_RW>g`pF7!<ADXt)+;DBA79lYs1ca69<6-V)6TXadz(J
z6lkSq&W*qBh&D@YvjX{}%@c+4Q$dBEzO=lW!S;yXx_CzySxF<^|FxTa?srcY;#FO#
z!q+hV%p^*@K@w9utRn@L0#5sTp8OroL(bBpON?;meWj_lJrQ&%0AFzerHO^6&)}Zt
z|DG&@77BCkUzZ>)4aBSC69jy`UF*URq|a4LFapzQ2X*{SMZszYBaine9c5lFA`cU+
z9t@99R2g>C`KzV(NImR=aa4t>)7@_V0X(&2Xh^_^XXtj4=PCJpPK1d%z{<D27-LT_
z{b<~1g`=zyL19c@>*43SoF~BWJp7-TciKDyqmoK>Qvp=ebB`)W$(O^x4UM6<KfsK-
zC-0w84#Xq5P8*nLxOsmLPkXIaB=z6sNni4re*jZLq=7k{bBJyg#2E1AE3IOFTso?e
z99D8Tiu#1+xrC)7#)|rzA>uymIRHvd2eT`8zJdLh^<veakv~!_3uLm3K(TVO&12^=
z7dOhM>_Hz1Y$90@pEzyG{PBHuZt$aKne82)>4cLXdspoxcWhPo!|4c+AV|ET3Yqgf
zF-Y3}oVzn6C+zh=Gqd)lKapLUVOj;`_j5B?j1$FkZZ|ux$X~TfO-(bdD)1pPGyPk$
zkMm053mrI%T7PIOuF1z=s+%IMU(?c!u_z&(kJItn4^j90z%0me^qIelhYMcwM6rol
zu{6}e#M+0MiQEe19}Ep_E%Vnb9P!$2yD@VZBCE23SFSWi5vsZB#^T(J_yUSxya3}P
z2xVZETR<sj#IBAvQLRME3N!o-CjASKV7DQ|<w_trs<D?}m#NayZmNP2t*xj;UA>#=
zb39Y!o<okn|K|0}X$NxsB&QY|xp{fHe-LFFi#wQwb4y;`&`-+<uZ}61Do}<<J2w9O
z&1*+)>Di^%E#vK9i7AOHPO$vVi%y?uY`Ggz2qd1*t6Z+DKf)wstoyTQ-(Qz^lOot+
zoVie>^;rua6y<3hxZDELA&jm5$bQm#p}qh#dCG+ORY=e<>1WJ*OrCL0T>I5LG4rdU
zhmMDD-J7-I)Hp3hXogU!YUDT6P{E^l+>W*Fib>2uTS<?O2W>du=mjcc)u|AkEJeT2
zq!%joVJfh8jc9vt91V(v5o|y*3bv7zf0-wG_tV7w$C$U3zIJ4q?cqLWFOacCvadR9
zu$vAMkX#S0-qNj0`q<peFWLFE)tvK!FwsZsmRiROY3Jg-y_mYC+uhL`&)W#a%&Pn}
zI{hLZAjX6$2^(}>P!mZi(ju!0=DFV+GJJvu3^Re*Lz*y$1&?jJCMp#&D>o%?s@uO5
zR;S3%Z5LQ48P+kxz4eho6-QFbPF+z1wTxnxhjYQwQ590OouRvG2-?u!vMwbb5c1Sx
zp^RP|v9tv&!BQc%==gdl{^k(0=q|$PL(5#{E3wWc<^H!1@mPODrtL=k^=goH47S%#
zWCjZ#h3*LJ(q`f!0BjWK>o+9i2+8yByJ|6#66$8Myq}vBEXSGjvXp)lMbi7H3-d-P
z#d9}<v#YMpr2qU({%QF&`?2^__HJ;Wy9qq+r4&WaoWB}PaXyTysSZN3$2z4@>k#YS
zX%$;a-gm-bPJon9oa4QI`fRx0-4ypc<J*!X^i6T(B2iO9Wo9;`r3@)yyxiEkoWqs@
z^Bjb1DzwW}wo>Q=thR}xT_XIscP<FQ0nSal&1N6+3({S9t$qyA?*wD)R@=U4iL!w^
zr&+oL{a#1yOy9rtgHx9$CR;It9Eo#(5sBRvfDoWu*bH8!xPE4ZnOQY!a|WmN>f4Fg
zaB23w(cR6Yew1hWQP9b+7^G4(<ZZ+M%~XLhH5;EpMJv&*?_SqeI)>X5*ZmG<xfYh_
zpjr)_`;4M<IQ+c&ebM_V#~rm#9OS|@NsuiHsnCT1eK}IrO_<um<~P^A0_+s2)#K=*
zoemd@u8pnmi<=`Z<30lV=ym1G|9l1N{zzRc>T$+-58g}1rUr=0M)xlmr!Wm&r^}1d
z6Stfv0?2PGo*CyKKfNu3i8WCvA2e(77*?KL_OIt=zU)TOD7{4kE%dn^gSZpqdzNk#
z8#=#DIUa*&!;^{3uuO6O0mx=4=OEWryuCWc;4t|$x*z@Aa;#}?sV{thS&4YK(k93t
z(v}@a7bT>?FKFKfk~k(ZgrnqTil;;ur;=w!i{*l^P`Y7gBuDL-?qY>wnT#VqbXe^n
zLwTi<AsV^8^zm%rCb&${@_Qy-$B+9LuePc=%?H;q`;BY0l5Pz~o~}$azw>Z;sYyEY
zy||?M<rE^~O~~iizrx`zQ9&I5sG5)jIiO^0_RR))xElRzE$y-17Hv3^>8?SPfCV`J
zKR`6qf2iiq`yNztN3^%+lF>HkX8-@Rp7Am|Phnm|L)8^KDpjgckW2M%u{oA!pcs$`
zLT;=HSF^vCsnKz{-pLE&j8VYP1C=Yfv<UEt7<yl_<hf=7NuH3bkK503EkP$oK~gd<
zV>pjdD;xHNorvb!(EnUrb))a%w4vCe^Q#4N|0ytU#O~()x~COP(0DrS_i_?&64h&M
zOs)_@`9Nk5^YieFZ(?pB{&c^=7n&GTB`@1j3=%ErE6b2xj~oF82FpORomK8iAZqUA
z{nP2H`aF>cZI2IKtZ&E_m44_i(*U)XBJJY%^z#FPY4@cjPUmw_wkMP=(yIqg(_{Nc
zh~ma1TXHN^p8h{R{&7;v97W}0XfPYRX)CT%saVa4C%^dk!ukNJCvsrt{jP8QHH{*c
z)XlVXh?ly?ngRU#d6!t~h$G~kjG<NRC3)##sPc(})h4n*6%m~FAfYiI-wu<k*RZB_
zk0(C^ScSy;X~Aajkr5j04G7%B$ino`ZZ6>4)Zee-HxedS$ENY#p-+4Egd2w^!TfMV
z2OEaId~qFm?Blb_Dq#q~r0q^QhBnvj1mS`sR2Dtgs`%uY0^)Baygy(iaO@k*CP1=b
z<`I-;GZEE13R6!Tk6J#ccn9z$J5wT`27oDHI7U)wXKL%a;jmDqLJl2=E>@@>GoH9j
z*kdW$CNsjUxXC(=k|wppE5PzyYjX-WjpgXWfZHyHmG0F^Hwz*mf`ZFm!cpj9<$Wp)
z`9c<zUB~PJEkMzesYK>>Yem|>-{w2~`eLG{|ApSh!D`#R6^OEA(18$m*%csLUzZ3B
zw`tJ%q&X@xUI@qsMVm$quZjRB@Ns0xV7p_TnZvA6rX6n4(r=?EY7+A4OWz-|NA`61
zU|a69y9i-*6WuR$14dZR#>}X;6n5<P9`!-FxiPW@r3TGj+AR1~!qddDwytLPIz?|u
z1M>Ht2ta~jp)zpCtU07*Y?k?^USf2y^CkyQf*l=409jeLD3AS8C*4k!ph3?(YX)>&
zqE%|i(ub?n!CR*(jrn>SPjX6P;J$0{{=5j|e(L)<O0BzR9AojHW|R2^<s5=H<dMJR
zhz{DU52@QQt~VXIO-JV{^5N)<!XV6%bjU#_RDrc0`XI}c5^E!63Uy~w>6cJ|TZcqI
zJ^uyD*5!Zd{Y(w<?D=Eo+!W*Ybn2PNQ7G_VWW`ldq71+<)S-6n;?ZbV{cU2qb*>!`
zGK*k-ypX6WWgES3SMs#~kp|}Q#CR5$d^Z!oRXVFg9Wjx9hdaL8tr+O?k#ohO4e>R-
z#)ltj*KTn8XVaSH$26%000?+>fd2k?#2AIAonkW-70sbrd{hb`Tu`l4d%+dx)q&Pj
z@2(^U!iO*U^<W}{<PlzpCvGZ|;f3U!8yYk9dmf1@M-y9%Z@goGk}!$aXOAjgF#XIw
zYoFU6Xi9@)K5y|;H@hw8EESde^UZt3(JGldJY=TD_!FCgfYEey*jXNDGH-<+wy?qG
zdJ8vkv}PP)^e&8-P;}aZ?=x(+hptW~QYq5Wom!Tac5W)aq4uH~-z#D=DJ<&UGe@Xf
zJ`nyi@R!E?Rs>(vUO&FqD?GyOT2OmyKf$;sVt91{DMh-Bh>LuGIUVI)IwWX!`S<JP
z+JU+F3xRJhXP6i?=Yxq3^&r52oz&=&0saxE_kC?`ZMwFFI>CKzS)m-u5$8Y^m>=eY
zeuImZg>_?lWAvQSKn-;VaaO#qzHnMx)wMLydYrV<QgOqQsTz*D<EIyg1!x`Agfo!5
z_C<g5LU7UpXiL6f!D4AI{`L2vnO~ux=tJ9=VDbwYvPMnZG1@M#oj4ucC18aD(F(b9
z1_@Y0@W-z){rA@gSwPNwu*2{yHzfDvaBhXwf6mFOj9K^{snhOahh5Txfh354p+?`W
zM`i--DM@4HPmOge%1j3z*XqI3C?3JFj@q`GCJES!SEH?bV}gs(!Opskf#iWECS)-K
z(6nn_Yx{B4fs~9?BrQYd!jM!!UWjgloZ4m)ZCy8zqcs#V1k|&-xTSh9XZ$mm{+B{y
zOnRFQ9Z}HdYw-QtQ!m4ecAjd&TIBBYzWlE}ov{h88BD40QoChee==Hnc<9F3#)=w7
z(h8S5CN>2f(9{#U`u;i(Z=%;9i7h96{eSkALO2B-JjB-GYeNDmyy17Sc=XPr(?0-H
zPzWl~jfw3!%Kn@)95F)61xFowN@H{H*-O!-hcb-UPUdSlYB$grFf2$h*)HGUpPmD4
zV6Tz@mp2k$734mAD3_EvzPF&8I87)7>U`$)EGGX^Pt(gQ)^~mJ9N4rEg(PMar+a*2
zXQ!Uj=HGWZtb3BySa$*-=x|SUz}|yj#S58}a6(o+2GIL3S3(_*dCBdGjs<O>Mdx?O
z>=7|O3zJwi#G$&WedxGbo86!sh?+^++1^Yhb_)8Do4M>G^AZEXW#F_1XN%^{v6!gv
z^0S3%Zf_RK<kwJh{49nLNoia;7Qv>f8ftrxS7Q`+$D+4f3>11|Qh_|$?0DwtA-E=J
z=HDi6ZZ0vcJ#t0RA7apgOa1vPkZXFOhw3p89O%Upw_=5@c$a%<5wCmq=nnO`fMQjK
z;PTV|+7R4>`ge$?Jtw<2gOqYBUVuYq%=d2rIVAAZlmMFZOxSA|9^S^|sm=-y@PR0(
z^r$cx&D8Vxxb#s%^c#>Ec4nfPqb|wtl}scJqcS!)u8Q`#0K@I3LVP*YGk|JHJm5Bu
z=fd;!PGp(YFU_ewN9#EY_0~f46XJwu*ao0ZC6PjYoSa72>EAB7+{)8GADw6h;sw0{
zlmzXXaehE>`F5u{dAr$oVJ5lH8fVA$KA*Kvvx`ai-n|7U=|avS6J`sYf^L|%rr|q#
zZRt!ucZX@@a8fZWd+e7Xk9s?1n*U`CH5nSND_j<$PkKt~2IpPk;p)zH`iWE&GQZw=
z(!M+qx^y=BM40Dx7qYH&nTKiLt`zNWo|oGQviqu~((Dk_&^zBk{zW2+Tx_?bN`B`I
z`<Yl8_jOaYw{Dhd9PZTbaVA|?*KxU!pCj@)O=<%MIb8J_<~UHhX3~RYK{@9G=D#>o
zE#IlP_X0_%De*cAz(bYJ!n-!F>Zd$$li!r{VCqseEPBY00vUE(@cW($oGR_+rpoM+
zNK#D_t&9lbMz=-Dp)$vdl+*B>^oot6`{Mk3qvPC_<rbo@rfldrR~xjqc6jc`AP!{*
zj1JS-&UZMs^h6Z;{VZj@AA%@qW1_&cq_*6jxvI7?g`f9qXNy0tsUghTZO`KoeawAd
zus3vxmy_m$Nx97jj3xIIBCoSwolwAR%;erx8Nn3xO&q_y#2^s&TQ-8>%9|rViNxyg
z&N;^~tu5_s?aClg>WY^XGv-=D(#i<3Z+{*soPMtc)IV=j-KwJURRn3az|C`g%o%-B
ztjp(}WPUq-xU3Hk`kTb$>7%iKm6G4HiE$1AKnwm#6-dY+RIU2x>nn@T4qBMm?AxJ*
z`~X@B>q7W)_(jgal`I4(UruPDYchn<tqjKcYr=GJf_1uR5G<8mHV}l{Ij82}Zpw%q
zY{{WA?Y_aeAxy(-*1RC}4?sKx`{db-C?pH-XQpzRz+G|GfZ^fUzL?qyeH7c7p)ykQ
zvAd1I{YW0RA?8Li!p2;8=!#k6uXjPP0X83K5iy>QWBrK(soCE!G4Zh&L+8W4tZ{V>
zdQ(^KFEn@K^h$=eiL(sE4Vm9CS79t5P_4z-?b3noUxb`pV=3l46+rFLK9H#}yG7|O
zho9xR-Os+PAx1_hAy~udYfVloa#$O4=9e}sQv#1SP+FeKjPr(FbKIFPHaiJoH0qsa
z9-g(otN<@$`owTvAHLms4L(#~Al)69!=AWq`tcO4=AfT6^=&&oTO`qdZN6fn+JRC!
zs+tFN-*_`L-EADhOx-D;^xDt?p`xz3fu3l1X{Z<*2Ops+9nicdXQs%5giq>$5q0Ty
z_8<=7w7nUVY)2!4V6NI<#UC25sCY8>XXU>{kE>G7EDzM2)2N*{R%izEs6_<CG*`U~
zVNHQ<3z>Xh<Co^Me0&cpYD5NAY=Id!Vd|>4TUx=uTYatWK4)wqGS|bDXHPV5ZFp`(
zCpT<@M)6?lEW>H%L2?2#`GtRSy)wf4qc8P?&ZCRR4tBuHqS<qy3U%$3bnfo)Qc+R4
z5{pB|#>z*Q9h9?2uSS2v!v_u5&4W{-AXIkDvJZo9yv!EF1wYIE=IrQ2;kjlew<uZJ
z{ZZ?H01Joz<Q;l7{54yzIH6?V(Em;;MR2mmNMl;@fOzSrSJ8kIhe*VroF*}ttFD(a
zGw7(edb2fw*4fOXuex>D0R1WsrO$%W3Xr>k89OJ;n-V9qz+dn_UrD>8+h8f7;+&U{
zHdn8AGWI*QO455f70hP4>2eGS_;2>EAAN?gFsIFlu7|>Jgh?<YdtacEHo!r*?;qo|
zkuETOcuDLT4~z8C6(Mf#3|us5ACw8B!SxDwa{y7^C`=Zrd*8<#Hge#WTXwqD|0NRI
zJq959Z;+Z2a33>xWlu|ka7xYp-RHb(`T`;^_*Rw=qaZ7&p8u~NFR^WoSbMGdXEV8e
zi7KJY$o!_@2I5#g98Dl)Sig4xOte3@wlnUjz$z4_ryZ=%-=InuK)<Ro$2*}FKxo9!
z%-n`&7Y}<YeQ&WVe5s;MP6Pn@&7zz1MZwJRDwlJZmU!n6NK#1zv65-aRZA(*>L3NE
z7YpR}$x{j_UFqk6O?oRH-#PwN!Ob2C$;urr2ipvgxt(|ik}r13m;I{JvTic5d3c{n
z3d~LWA%9L2z&;Na{BQQr%ij6V^O9xRupaH%WCsr>n?yrag1IUntslgW@*YN5cFsDx
zRMGwMNNGw0FbnptCv@b<vIL>2Nyq%ILwxG4Ul3MmT1=MN{c|9>jQ&kpM7(t55kohS
zsSCapE_}vjfSL_OIqf|NuM?2>5wswjsIx?HZIKCs;s%kPYH?B!8o2`{v)hF=W99LB
zJl*hKl#)z_Vw0mCVb-+K5|uZ*-SqILUM%B}SR&a8g{~|5r}o<lS_af)y6KFNr*N4&
z^<X8Y1I*1`7p3dp`lHz`)K9nhnFHdl^gGhYpKn=JcWvXT`q%<3Vtm(`999N4^Zz1T
zH4>4jUB6&GuN=ee>`XIzS(PZmgh_Fmhb<yS)PP6`XXxl!x=~wdi+DCRP5w9_-P=lm
zdwQ%Ca_xd!{OvfXXoa<?q(k=W0%Iyp&rs4VVHk3WhI4@E7{rz)x9BfhD%>?Myx-Oo
z)KDQ3=tZTW_zEAh%U}`6{l8R~EfksUA3&vk5iMN5vsEDZ7s2>hYgXthJipnOJviV@
zIe2wRxvjv-*D0HW%s5Gyl*P(p@?Vcpu}WNgBX~>X`AwYW;PTX~!WO(buEb7ja!d|l
z4C;7wdt`+v9F)=Q8y@3Uq7+oT{+fvM{o>!~Km(md%L3vXk{M)!9{g(;Op@$lrfPeP
zMyi~P^Yb`@D_ZwE#jdyH5qcED0U4ve;N(Jae&P9^IZ;9)4WsSj$U$I<qzv19ixjmP
zjrH@Px|5Y{Gm#ugUQ{?sU^X37&J(A@P<v`<>YOo{2%HKt1c}Xyu2O_y{E*$rl;ofC
zi4S(Htf|>us?1TLT$;ytqdUUS<UqTPl7VmdbMBasrD@G|$_w8tHfz87?#z=rf!b*d
zdH&#ib2~Pbj`Y{ELFwuu$so^E3ywrW{3D#|<ez%bnNi85Kd{DbD(+D&<|-zQ*`~EB
z<A5*5TDXfYo>K>`3$185Z|X2HA?51%Nc>^?b*PHR&R-BCf~u<G?SuR4Q&jZB7Q7a=
z#8?mEZhUB3x*k)Vp~>!0ds|0K?Sc*nBEW2ioY&Nx<nYZYRA=s}HHU)-f0&t>GRxw_
zTTe%YCy!8b1)wOr+0Tr;;#7fZDoS^(-Smum#3}D5=u19$#BgEHI!0%4u<o6Sp|<<y
zbxpZ!RO&G#VV9TE)|(XnDZx6L7IJ2V%UnLrr}V+257r<w(Q%k~@c}^>bK&%5Vedhr
zs*qeg4~O3s53S4@b-FCDpQxY;;8iv=Eb6=vI#3?W$9_$2`9>KKNMbP1&6m{gE0u3k
zZpU4gAg+S@6vj2D*1C88Y4$6MlO(_0gKLD$fnc|w{3^;z1WlER>kVu<0)|%9?wH4F
zur*#>u;|B@Mea`vkkx!YwF<`ym8OUZ)`c;Pb({IriJc6T)&nKM;9=;<&VX$~sG2XG
zJW^#UW^WErnmLV=(|%v?fx|YlS5r6XXble5>gNsd<kVLou?NADbiJlXOgX0f`UJYW
zskhyLzuk04rk12y|GzTn#32T8NLdoL)^odVd8Jf6-<liA@VvEss}TkYlTLaA__Hg9
zd8##KpTr#f7_k?MhH8qxNtZ!S&{6dv&%>u$azb&8O!$)xm)5@S-g%Rb&S>P_UCf9{
z@$Yt#2vxcG3jC@D_%lo|%pM|0u1jJXOP|$}sR`uy&Bj|X4xe(LdyFr0DUW8#kM{q2
zpR?i<J)RpB>mC^P4?y$y79DfDB}y@5m!!VcS}j2S4nL{aWv52JJHl-C(Zi$YXj%U&
z<o>`WUM+G0YY!cd#3NKgG*I|TCDpc2Ek%M^9|sE<j*b#-aop>x%Raimrw2d_g>-A;
zZYIB)W6yH<uh?(tb0<H(G$#QYfEIQ&3AVsFu$?MH?wM5v(mj(ps@v_P5%b=qe*gj`
zzC!LmOJZ@phcGlRb<<?+;7i;v*24%os!>$b2(Ma>5qjs$`)E?SZVVcvfPLe#9arKU
zVaj^elkca+ou#><kuYk00Oc32C-VX)`+kON1+&q4q9(!4YlcX$zZezY{MpnZU1$9J
z*|E`Ky!EWGk6=w0BTsC*%dK-+kdM^|9?0!pxYnIv(rn6*gzDlW@AeF_{jG~vNm0>4
zKslLudMvz(jzUs~-fuYxoC(9rXB))sm=gV%2pRoANQpKWolOxTFGHJ{Lyr*o3F9oi
zp27Poy*B^%2lrF2Oan*U2>K$ATTT;gozw1=gkj_I#f9gY6nnIhI!mFoIfn=v&gypX
zy4N#D4SwXK`7S=zs_81ySB#~_O-MYX)$sCU<Un`CErm())EGO63VbDx>sE#eWD3~B
z^mJWIH<yZV8_!CZ59SYKwo{Uw+kprN5uJ$ohE6n3=@6CyUFhD8QhDPw>8LitS$hiB
zhq#mPogQxwY}po_u{kYV#|O8sG`iueb-QtBzcWETUfDd}p=v6<g!!20KLp3m#H5;Z
zdO<G}P)8^TNa*qf)Z}j}WI>shsjb$~YBww^8t}(oa#s^$U}sHMNMGbmU}%2^gW$zb
z2nPzsFV&<uu*ure(%c1~uoX`&z;K@VM4f7W*}EM#jyzJK7*Z=ac_xJC#+`q!T8g+0
zcxp|~{7kJNkX@w9<BCNeED@#y&KwFmgV55?HJ)jh*9x-CB~HQO&LUaboLlJ$QCYPS
zO$q2no0J(dgTDXSRSYqQ+7>q8?4>a~UhkqOsA}R*l_8lvrs*s<Qe__9V7*;im&tMb
zq1eeGN=^N_eM&>!d+6&tmlSp#p{b&_M8`xSUg<z7nhK2{WyMa&u9E_<r(Z6C@yb+D
zZ8La&Ruz@otG}+iU508ZaDIe)Z4C}CcB&LB;pI}U|Fv^qUm@ps{DY(xaYO0{4P0P@
z*4C9^G)hVV@+wVAuSsv52E8n*?$X471|HI3FC(H;r~d&=7S+QWYv@zi{lAO8-y`UB
zFG$F*Jk!1y>VAc)Qf_%~bK+ROF-;i7#vE4ucfF#a0yu={;mV>QTCa~b*`rZmcNwqh
z7V}rVaQM;pRWV1`WX`3uG5rma9@R(_k)0dIP`%+?J9=|ouZCVL>A@9x>cjai?+1gv
zE%^7boi%jHQ>uVaH8rL50b1`Y{N(e4;`vT>Z&&~Y*8x0g(Zwmq&Ar8sDULd*^ECyz
zq{J*{=5ZjsrALWW3-12mH^w$?;Eh1=0hbe3ARISGvSZnUx*b1O_`!kh74I!rIrl-%
z!S55b(`)jzuwWJDuVq4+<|KWkrr?jO$E2hlf7A34>%345Tk~YCU@F|x)v~l_f*yEt
zfm7*J<zEre>gJZJVxywGZ*=X0Jc@#SKw1TW(Sqli1A6IkAOpmUJ45D*p7Cg~-h?p4
zC5@_XRO-5$0IrZ|d?Ll3I=H6pMch=>_Syee^fvztf^hL+N!g#I`1BdL`nCmi76Xx9
zI%JmoQeo4JeRTxbdswd6QY_0~5AJYt9-x?((vcy52K)p3#QxuWLK)?Td^;2IEjOZ_
zP*S~o4rR%7lO~Agd1Uwp_;e(FO;(MH<c-Wl-0a{#kaPb7B+X*l5iq>6yACVj252u;
zG4;$>bMH}$Z+pahjGRVa;_7b@OgMiYP^_R`Pf8R|y52*Xb^L<xo8Gfvnc7fWcODLB
zs2ZQ}Z`J8Vd%sz?#K1|tdym>#{BOu#%1C)4G=4z?dw{Qrxf>@xu#7nVeC+!NIQ6WN
zN8-YS>LEOy>|2DJJjjqED;gzOlfj6uY|nh$r0w3C1crr}6#!4E7Q^qQB!8pNe$m-<
zQkjvx$O6YC)fwR*l)^AJP#zV#d(E1b2Qorde1y+IY8)$N9`uq$_7#!89(xl7e+*vV
zl=>@dXOsO05!z6F1c8h+`I@^P^mfM@bK6)oEx;pPMhM4}!9ZM8>T>ankhXCM=NP(E
z(7VTa9;Fi2#$sg9&Xk(+m33QJhYD;nal;%K;{N_qQhXy?9Bjhnm7TG!Z~PDF2k(2w
zP|s+A*!j|(0(v4Jit-$kVeA{#&=@ts_U_I*f$Y4fzQGG8fFc;`Q)T`d9M%U3q>bZ^
zPjM(SZZKH~#I&WWP>}D1Vu{_A0{M42&3Mez6zUtgyQ0}M%-+j7ZUJ$xyhqUD1+Vj7
z!V{vrP80B1vkSq-G!P8vx=>3DK#A_pnb>xyy(H_*Fe!+seLkqs^XZ*AW_QeZ@Oo?_
zI%6tl{0Qy!2t;^_X_)bLV&DKO>EWor%cg7ISo+?w<^6c9UzXksksV01r<Ss6=pfz6
ztwa>+WZ4)wI_WCUb1(u=8pd;d_oBOOXDyp*FxA7Jax<T$x{7gaQ{7Ra?&=>Pcwd}H
zKs>ifaOnB<oDi7nW}|*1AlfSt!OKIbpF!8IH0d+)s>uqTobwKTq9z^5d;YsMQU!0m
zG#WYj{-ZdZZ_&;ZX5XDSjzPvvC*jse`{vn&vx=0(d&hI&l?)ET>mrnXmg<30os~v|
zrbR!<GKwNLQufW)c){2};R=Uc6Bh#8QpZMh?RzoUyB(+7l6(rwuxX#lp4Z5v0Vqk=
z`Hv}#nNR%juN}9qKEQKy9}7|``t}xpk~Qncl&LkO**jIAFEn#p8cjG&{(_7?T_xm_
zV_fpf;KMh|b~*Ku2KbI4cEZu;DlXO7#Kgpn7U)@?Y?9@Y9%=}wlnUr+TKhWb@z-M;
zZ<eBFVCk5I3HOoT10=Z?JfjbB684jPGohNeDH5AmG4<@}G-sp-?mL8+x%jiA@Z%qH
zmJJZxS^8I@i6&6P@V}ZCdxxleS8&+Q=u)H4Ahf%{Cx9}Yd-4u*0#BSK3_T-3t^rO6
z|3lUQwfkDb{DsA&KYwmmKH$&Q@>K;fm{+;6`E?~SS38ls_haG-t*R5sH7;{{YE&Lb
za?~(7b4#(0&f6MLz=jx|Q3cd&Z&4ppau=OPTl@8WakZ>>p!)h_jBw8aZCXI~UT3(Y
zB9}xRHTx%9EDXJ5pqcbmxph77@q%w|@iOIAFu_K?bImFg92>ZY^r|_?lF!ggODY{m
zI*4Dua-+^g0wM-JuDxQz_3-FOa0QGwmmnibM_<LGbVlf=optTc;|rc;T>G1eO*2{R
zp>MYFWHGNu<OiXeF)s8?a~GW|G((%e{d?+7R?B%N_p^WH1pDE+8Tv-V0sWXgBscSI
zKD{X3-IMPOX`~KAMqhMO9ksXCIk^l9c0#M>(daVVKgX1U!YG(C0LPsY`A~3>O8EFV
z_s<e-A0EFtNfqHB-G6`|3WrawL3{S&p@LanXL?QMe=$Ho%Vf`r!D1H?%%THbSn)w~
z!B6UMx59%iHH1(G-=J$&R6qU%CdC*uviwc@k44L~rdbziokiu=9rjD#(xI+pXiAUO
zlp7lX`kIk{6blN+FvrOs$5qe!==gR|IE@QZNS1%*+5-?Vr!NyXh0}Pc#<ldq-SeC<
z*O)Ev_j7=n#`S(Q#;`snr`d^v|Inrl(C>qc@1+MReUI-OL?BNHyKm|J`D}C=t&&PQ
zryx57zFN#5h;O4>^U0i`m={#lh2CcI>IT(->VQj_M&D^HK61OS{k9U6A@@@3{qlHq
z4=F)~rsv0WseM2Yf4H(+_)I6Y-z?mLlaKzMHsTn>v~#BI@*3GZprg;g@I&m)DlQeC
z(w=$%OV!vmjZ9y~slf4k>$kT8svXfeGHW@u=$WE{xNz^dyw-*80hYMESL~_lQLzHN
z9IgV2ic0(XH@QSCw>`g4j7bwJW`sL4*|<L+C7LvQ<J1DK8sk?>QF)*i$T!18_aX@$
z4wg@pz4VsPw}5kwl#AhOLuL_iS&T#`pYyk#yDW-+HkWz0=7egn84^1fbfTYeVd5uC
zOIur)o^7@v!J5o9`RQgO)BH32rgD!1L?{!h*1gu)XN2uU>8cv7`yFx|p7g>5`s!mZ
zOQtBs3p^9R&Cq9i@ryVY=qImA5KHT4y>FrGH{`>cKB(mR6Om0o^L*n<l`uZ(iHhAT
zjiENu<3u&utaz1OVWWJcd45Z_o8<S&YPItWm&Vi^HnGDnkR4fg&N+EalSCAoozkz#
zOJD?mI8o(R5?q0Rf<Mon$*E(D|HzbM@81r6KVvp{bA3Dwki_u+2oF!ePbs!*;ie42
zt%_fq4gk~GXU`0ATf4rD_%8KvNALVRG%F{UXUlD?wc5`45B<;T&rR*=F^(>*FNll(
zI6GQgpFPUg1gLQ~x5iA196QsDu`0Z5x4fYal>EC6I0owNJ{+zu8#`yea#fXM2Ka_*
zwq865rT}SKdhnoWF)p_WnNA&%;R_4rxgP=p0=|-@XfbOtSA;V}ySJTa9t25sP0IY5
zl?&sKjB!40$kDW%_Pf71m*E@v-U#U!tnl`dTE~~NcK@R(quHz!bZ9(#Bp#3l&Rc*H
zapl=epm0d|=ygmdTgEMvztw>%XnMn<_*y8IDmopUaP-g~g>=V?bfdSX4{1ePMjZep
z1@C+lb^wLk`9?XqAvz8i0vu<0G|028+DE0?wJqD9MYT?wMxPb?eb2|}!iZ4{24K#S
zQs#k=U!HXmK*B%I5+g|ZxfbIMZ`mrxgoOR;OLik7E+WCp^4%J(tN?LKA+#XXIlL~I
zAGYK}C8M-MJ7(~1c18SN?aVA~m&0nJux7`?!hBm0hHZh$d_khu)XnmRGj;H5M*tam
z-belf`;#L;c}C4+D6jM>ih{(Xe^OlXKU-qYJ*w~>oy8P`&pfLPN1&vD_|M-Kb<J_e
zbHkxLnveCLQ2N>?6bEG)7r|EZT|;@e!)4*<W*v3O8wnI+ILg@Qpc^YiZ_#WQe-=7X
zct9;AS_*H`qF^R;&32cB9qtTFb|cH(V$?xd1{vl`)a`z2Kx@q=lOKl^`eRV=HW5E6
z=J5hF!sWo_7%%#Yysw5Gq4#s)#*&hpkOV)Kq+UiMk`9C#EM}pgsfP{^K90gh+*b54
zqVF`;V{O(>O+>tnwb%YzF#F(4!(WdTJS=N!QzQQu*3`{(EMTJfa@*p!0--YI`(d}F
z)4s>9IIE-nb-NY6GK@jo3XC^k?uHuEoy_a|VC*d@p(cAO%^M>r$GQx~FMH_MG)g<s
zoi<AaEi0+MUlK>(Ur~tC7UYZV%hJgj)i4(;fU9gi&a`q}W{Kh`DxudtmYaBHGdOL1
zB2vs_M^gcj^}Ltn&%?$Rsq!tq6CbP{qQ$NxXeLo++s9t~)T5&VJu(g$2d2%NjgR9Q
ze>K#b{zENDfLbD_9RyD7NcV<Ve?Krg(xms&4lqFqo7CtwoUc}PjLf#2VTPgZd`dvC
zv*RIvr^tXzLt}PHEXDY1ElR~qi(T(e3z#ih%dHu>-m0iERI(K-e0zwp6nLL-m+*8c
z9)vF_ydP{~QK#}nOo^*s{tiz}BEivet){4^*@0V-nKa3`6oldSR^LKq-6P>#^yxC-
zJ>W#KtyG0A&B385l)|X!NMj*n7AF8-cGlCdsB6)9L*Jp5UP4*d2OThJh(jdMX>$_r
z(n2Hwrmm%}@)kqRl75_E`<%O%CPeJI?^;+mH>8^9lU=nJDPAdnBV8iR_T0~s?jxq@
z?5p6#GmDHJ=O*{bxwr}9MCk}7KrGGr6TcphzZ(wPPE(UPdn9%nd}Q(GvP2Z{uw>!?
z<Lo`4qG-N-(I!ilq~t+B0g)&<4Txj`0R<$gfFxna83sf|;s~f93WEem0;1%cgD6?D
zL;=Y|9$*-5@%_JZ&RuW4_tv`)*Eroh)!nssRqguKt{q$wW_2V5BoZ}e=W>V>&<9AB
zBjXQN?1LNh8oG)Eccl{Fbr!k;ARmB-*xP4f_XXOJ56ie^UzZ+9bKdOJYbNM>3R8KR
zh-7r?Jk+|r#Z07RrAbu19M>3`Jc;0Z&ZP>I8Ym=Jp@=%vCsI_54B8%cuSna>a<)zQ
zJQRY{Ny)ga^h90MCw32_LAQv-OF<sGS=hu)&Df-rCVe4v;;l_SX7)r;QaH`8!5~=-
zuP3%y_*zZ;=8Qh!1BmEd)X}|Das63A6Fp4i%Q`KWrKwzyLYd^bN~y$xg22kR&@83j
zVoiH!Qa`hqmIm01?^F^+$?11?HUpEUL*?%L6Fi|LNZQnb)^sf7&Eu>Ou9dF>@?klU
z2b{7GXCB7|n|nZpzwIQ@NZFypxzcpt--Ns7t_JzMX%D)i?BybEJs)XQ>CF-KJ02;w
z;T(^BYoNf-Q7z!>YO=N@1bGj9$dEXGid-FC(fd!>#%fyD@lMI-No7tx;(yk86B5EY
ztGfD-cb?Q7M>}w*N|`9D64I!9DswW;%U>yW9KE!oPT3`uRl<B-?wc3fD;`-pNoN0U
zOexC+!I5peOBokoaOr0C_lAW&&a`h<llk+5cpYCy((W&@kGbBQ`Z1H0U=9{sN%KE7
z=cz?am~Qe+VR|lJSNY3qQ|TIfOj|>+IH2ks=puw~3F&_E{zr&%Z*v4(dK)!Txi>>T
zqw6&L+q`XvdQ$t6>&zTJ(5$Mi=4*9ypV7rKPrc_qAaY(CD9eXEJ`(NZY3@KkB%JY=
ze0lxwMxYHd$5%z9(k%P>TlLO+)nA9nQwomWZnsQ&c#!?jPziO;!dORc<PNEId@5+`
zS<<N1dE^<ptSE<WI&~5pd+J?eI6b2uaqu}O=k=l%Gm#_T3=FOJZheq{BO{K9@HX!S
z5aFGf*nLy1?<3KW8&H2E5S0D~H;gy92%hsSHF1c=NB9F1aQuZivR9ST6m)iv30Rt$
znH6t7yV>VH2|W*+ki4IMtKbjh{^p^a{hoqPpQ}^-&tD(ppVX!^{!XOIX1ErTc6zk6
z)<p86Qs>!o@!MI#wU?i0^5s@_z-JX3Ul@s9=;e+TjeK(X+3(UJT&&kDg|VTtbaO;{
zjJFrXk$cyGzjnQ-ujo3oF}Y&ylTNfvlYMvE>VadrS%h6QT(;}bChX`gi9lV-^A}fM
zwmp`*rW~+<!NJiiKa;HoZK@J4um<LTnByuxo#PoI0<lGg!D_rV#yUcda~4sI*h=x<
z6=nu2{m^)MbZ<>PU#r};NM>DW-O9?&ZEotB!%>hyUWl(5&pXO1ZYeXce&>Cs{H8?!
zY!it#vcyNtZd`8t)8pv!{!@425+YrFnJ=je_(V*|Qw3kAthT8L`;^d<nSVoTT^9a5
zlzW%UIXTRNg^|>Ilc1LzS1=#T&+fHh(HSn3>daQ;IxG7A-s>MsQQvRNsNr6K_$Zre
zN$%XCnd~9!yB|*aNovl+lsLzBv<|a+^8|MQ2YU`o?GiRPcNrgGfn2%$+5l66*V;s%
zL6*Ysy-aO>qOZj~^WRG`)I9_(eFS_%hk1gP#q#s7eq(kGV0(izXOKpxGKZJ-s?lG8
zy)NW%$sk&p1Y|iUA<JRBOU5+6MvfdPe(rJf@a2-=u8YNSupcha<noQppol6*s)Rq+
zHdXFyvJmCUz_tj6ADVn|y414M;=pVlu-z-WaXd<HGn=L|C~LJO>7!?gN?DfeoA(X;
z(@!QXS*Pzz-u86qnh>*|xYq2+_E0W|Sge894poR{9Z8CdTLuB^Y<x(gh}F7WJZum?
zM;bPu(32n3ewW-RETPwZ|K~$&mU8sM-SYm=yss>+zXZOENxTxKM+wQ%yJaBD9Eef|
z_k=v#YD>y$o%xH54GV>KOC7~Jlv&tRaBz!>ubB8Ek(bM*4I}rm??x4Keiv#mPinDE
zip_hvx0b$C@5-hrk#_ZArCRj#v;ucnOJ0eRKVK!r`#0wIY1X{+msiEp_oTb(6?t@L
z%%GP3x(h+N-q&*Nf`jd{)x>n%?8Ftjh&O{un@D18qW5$!HysN{&(BZycu%sIw{0wS
z>3de!7*8kJkiN??H=QgVD_Wq-+k@^;K*|s^5n~x(KWG9185YSNY{vtUq75&~#|l67
z^sgIlv2)o??#u?Jt~|N&$YaKfDs?gFMoHm}we#Tx<&+~S*;OtM{AUjk&~v4T$Mhi`
z_r|>=<%9ec#)n?eiD5s18rMTT0S71>Q8lA&rhXC!RGsp3*0`kKaD2`GQ~!~lk8!~w
z^W0zAhQkk!;K#qlAD1ea&&^=9gCu>k-e)-<#GxC=8(l|DRuWF9ytkBD`;qz9Ia>E6
zY6YH3^aN^c>i$Sjr~4#OR!vka?zF^Dz@O93oI#wK%=kF;;;!!f3!-v1gy?87WjY=4
zw%AUry8d9bJ_XruZrwKf85DB5{j_RPX!uq5wk!h6<R#bf{#tI%l$n}`OZHpw7*Wf1
zaj_4!0mBC)cPA#*h_#uxl?%h-!x;%8=GVqA-<A?htgMNlboM5Dr9aI##xH~gIY)nb
z&IdAoFBzBUqKYP1;jvS}g@-&Tn^D~jQoWRawPW!GX|xPQ@W_+ypygsxIl~n>fg#s&
z%6G!4^XA=kE!qo@LkaW#V4zc7$dRk%*uFAHE;PeyOD7uA7I0VphdyHWkx*HE`c=;<
zUBuiP1O9!0`;C~v3mVfl`zKjbqZ*DB=E|=+KGI#hp7$4;HP(xmD_Jk>={b4dSYiFU
z%S<aa5VD?A7I%Yi$0KXkRGOQ4ilEzH#d=L#X#=QMbE&8~RiS3vX2q_bBCqsk9{S-o
zAfnSJ*R`G6R9%JA>+`W0#Q!w%(?ni1-$WvIdv@BA92M$8-GSlF$D!)JVVjyDta@Wh
z;}KsC^3)6DG#`xOFKVQ8fMMeNLZ}5d;0`;f>bnZ{?`C-5chcXNjsoEQ4P;3t_&@xR
zaOe`5_0)gJ`t&<=A-($Z21DTFkB<j}qW7+o&T3eI#0`i6fYHy!sVVGSZ9Tm_>>j!N
zbBK8CL`@+jA;Trg_0OS#g2+98H#?ELkL=I?^RRRE;t~fx8j2X&c_O?$Z0tNi5j8(A
z4I{5dUUuME!$^`#@}CkKMlxLI4>D9z5>ZFEdVwF+#U#0;B*gx`XsZ9%$<F5dx|R!g
zzLcaW*ZJrC>Hl630~h|Q^j!~xjgg&~xyaqy>LT~-{Jj2C=+=L}RR8m(WyuBJrfX;G
z_~;hG&m25UluKG%luJ@V)RId?71RPy;0fv=`_F4MJP_V);Qjy5_|J)mk;pxdN3Nc3
z=d{}Ri>Mlj+_v*^w6QbPxCNek@6lsVP{hc~!`sH|Km73I5|>d@`ro;C{_Owap1R{x
zFFOwr^{0S4x9w~Ywss<S>|E`=9Js`#Zl2%vU(EOW;L`ikspalPlG)RU6B>J=y(dpR
zklZgH#xhafiU||ezRZ2i>yb{;mOh_BD&th|k9S+PF}sUd<1k_VN}V8cRW6O&H*S$@
zU1(<L)o`}r!<Jn$-y)oVIWup}h^c*2z}3258>ur5e-om15IcTjQdpYFK}q9*WscJK
z*R~Wjs&C3YQ0%kyS$_?r(+YT*uhg_<zW;mcR`6;;S#WJ8Lc>%LpYhxQgOTcqF?=jw
zWbGl$&fB3TiPSi?{aMgp{U)*?GhT!%LU7h-^Vwjw7yGaM{J*4@jgzh)<Q&?cdQMb!
zGGF+0c{57<<+PfvlU3uFrCkBvq_Em}c@V&h-X^AVL?m;`R{a0IL;lk%{)?smG}ga;
zN5shcvDbMA{inl-m^j)3&Pv^s5z(}Bw0H0V?Jf>l{VBr3$nBAh-TySD$Sp@N&%1UW
zst6Z1gzI^)mJ#{4scx&@`?sOAKyUGIL!37q7ijSRZaHbGo8l7xd)u9joy|fQwbixM
zAp!yd=ppzAoy|dJYJQGSAV^mix(-3m1&D-*03rcL1mL4hMD)-1`7va0@ju7sCkAv7
zG57+9G_3~o|8sm^4kCDw0YRmxvq?x5x<E=wMoMyljEsz&`~n3PBQ+HzB^3)j11%#5
zD~ywam7Sf7SD25B`vwm%=a&|^Au1*zApzr)Rg@7|5WXoPe*O>wa&mGiN-Ab*YG&~(
z>{rD9kN?h^Ai4{LoP;4n1l$lI9RU#?!C4yw12rW9oH%F3zkdXTM8qVdWEaROC_#bp
zix43J5fLFV5eW$~AeSH*{0<S*k<eceQz2zActpnS&L|$1@bLoAt<q*D!vPHM&Bq?k
z$SE#eW@cf%dX0}?;JSpQl(dYjoa${gbq!4|ZKHeljZI7+nAzCcJ+XIibn^7__VM-e
z4+wuA@gnkNRCHp}>o;$cQ{JU!W@YDm%FW9!`1-A^yrQzIx~8SIt-YhOtNZ)l(D1L3
z(XsJ~x%q`Zi%ZLYS5~)ocK7xV4zWka=X4Q3ME@b{zbX5_&_xI6A|xgzA|^Yhi-6D<
ze2D0XNv?>I(yJJdJ#uH@77x3?cq`#!X)`&`O+yURV~+ufOS}?uSGUhe`-igsZ-hPj
z|3%q<6ZSuJO+ZwjV-nI4(Lr$NaDu;te;d)^jG*+3U)FFD>`NSft?=Su_4gOEE{Y)T
zSUuC+!okb0@Ld4vyV3X-6xJb7<d~2aM-Ib*SkMtnb8#nX6NL{QWMTWji*?KhXiGn?
zH~zf<$M7PzB?vYdO<p2fRmVZptjq8N3>=#Z2fu@<FpAIm*bj!&g#tqyO6bm@7cahW
zcv&IWX2D%sSO*t{{Eq1HPXA6|GOEluuIA@|nt9^|?Ewo;7=FT<glFZs!xMMu4$vh%
z0@;){-eq@{T!fe14~6d#Ax`k%HNH3r#TR}9{+&1+E&f`lVx`2BIvqSKoBm|g-{;bZ
znONjsiGh>bri;jVb^XJa=v=(KGUrUH*|x!ns$&XJzDqP7Vv!MiI0>ng#$8fGi#ssR
z>nAH8u)2B%QPbwyBHI#90do4!tCZd)rLii@hk!evKue~1>J!zm%_9kMli?|XGw5qS
z+#yh5H<KMX+H?lZI}lB-phoHp8XaQTgKF69@eO2vN=;CPXY@7?e){}OnRBYqCppJ2
z?DXU3Zyk{dYX=G7{evPKv`<3tFIrdNXON9D=X416*l_Qha>;aZd@CPp@0`Pz4_=mz
zY4wkBw)Qc@u^Uie@Repm!M26dk7YZd4KG)xV?=q5?jjw`0oz5dok5LwEPytFPt>8D
z62_Q?)AClA7-gSjG6od>T2beAjXIBggb0P`<L8ajlZT}{2hAC@4>Rl1MPfaAV^`+n
z4-A?GcA@DsxnZ#JTvFN>E~(Z<cGZ1&7D-#eNU-W<@=m0kS|z~;d-J}}Lp{O(cFti~
z)bW=N1<KD->VB~xwFng8a?SZi<D7%DWgXFHI{X}9lH&kQZ^V+hXI9tJ)Qh4Tx0A(4
zu=3jEwOP=kn#RQ2WtfQ5R&{s2MBfdica+hUXAtGh2QrhhmZqM&cC`8@z`960de<JC
z@R^?)c+Xw?!gvOif^el7L0Tg*3;2tQ)=y-PWbyYvOc|5+(rs~WGzw&e-kXi5P6<jp
zPM@n0#Lk+*Nx&ganKLS3O(%6%Y}-mT=mtZ}L}`OyW4FLA(|)H}&<wq#Uy6Oxaf5ua
zGQ?RAT&EpMINvX18)H5XVm%hGJQ1v`YVNdPe>f6X(ypj?K&QY-{>wI^TI1d<>b#1#
zl6Xey@UWK?G5othOeG>Guk3LGuz9824{EbTUT0AK1=vWaB1IB+-68&x(x+?zjB)J}
zXZZInc#($twxGfDOJFxw(EN&uuoV|!KUvm*75^DjcJ;XjF)Mq$+hh)eYGuqics_`!
zE%T352;-U!h?fI>*uY906yro4s=xElFnDVg51(Mr6~B0VqXmBdHN(;4P{o4tiao^l
z2k7|?3d1j3WAe#1$TH@%h7jTQOD9zzNJb#1MiC2V`GVt#s>6HpkoR6RAr?%3LcG9W
zcR=pZ)Z#`#x`=UcMTf2uw)4^54~)7ve2+@7!$?fOnbZ#QYq4A4rWte)+O)_0OnKG0
zJ@Yi9tba`I-brB4?0mUbUtEP;Ssc^b@B)kPh1H1{es!^Q1f1L@E3ge190j&&ExpOE
zyK}U3B#N}-et56BZN*;r{3{Ty%mLmJsz{i`Gi*W_!WY4!M87RPv~C0ZBny`3tEb@e
z3ELN}kN1|30KaSlqNN4?s`=00gzhgRp5xTQ*X)5v$tP<Yq_AnR;+fF+5z--}G_|YD
z89r3RQlfy2PRMV<<VH~ju)*=)GZE2?nw`(<RN{}yJNGkaHM_FA_L-KWwvD+nDkBs$
zX-}m5VaH6;_)A~<I2pES@jw>r|0NpmP*h_J-4yIKpRYD}gF(F{KP&?}OTd^4JNPc&
z+8KnUa3C7|3V63)B7uw%FR=B~up~Pzd`xm3XO7?tN~a%H_hWMb;@N=9TY`{QHFehu
zTgIwJJEwoKVD?YUorKPj8htWs$7uV=sG<49)I_(7NHVX<1*WiN;NPE9f(jA(VTVN*
z)e^K7R2_4{1{+#R;_){irE4I>eJTia+G!jr^HpWzc+h^#5UiAigCnjoLe+cO%drO_
zErX#)00kw3mKr3otUjMrxv2F_Za|qr3j`K0iv_y4Br1Q#yO0)7l6EdaTbrN27iLD@
zO*WVq4f*VD92wLO6X|A#UUuJTXG0aqDs#V6rkM_Iynd@~KRcJ7tO(*~cXQXOJ4W}$
zzQS&3l~)Gdg_w_r!ndCxwJqPx+9>Tm>CsDEx*MOP0{6@BknblJV0oQ)*R(Rn>)7PQ
zQjHLsx{l4_)3mx`jOSlysj^OBHn+-jlSMS<9VOMDV&x9nYMyvctCCMxA3^`OB78Rf
zDnwy#?2c4tIc11ZJ*1&BXevL>-xOM2-whTgxR`H@BX2MaL(CucXMI*I_mns*Bh1$^
z3W;R*xNk<t1{cfQ2-PiD!nCK$2VJgmOF~=5p<N%upv3Xc6V*}KYvqs2Zd34F_^eue
zBYO_TZohdlA1eMLg*(l(#Ycl%A&PERw0R$jYjv0DZvOc+MkXs>{ne6Ye_|&up`JQH
zUqHPJyZCJwT`6(#JzKYcV0F0M7Xyk{%FXQkB#af&UU5EYInwlz4!pC=M8m&Q7IdB#
z*e}ceNlJQ<+WFE8O<Ta$6Z%!=bXXucQQyv>yEu4ZTRP_6(fd7Jff|09ns>qEu+`=R
z-hR^Jq6H4PUX_%a2FUuFerfPmP-owX>6}LOXCzjmypd5fsjU)e`^9Ew#YaC><HUnT
zf3U`dvbDxF{Grfim)j2$EmPk5%C7$KhsQaS81#|`I}ql?C)<Bg;i!L2H`&TMXDA6F
zk5{K>au;>fATBiy#*lk1)|;sBZ>wEQ+NUiiS8A?S5ATcmqzsg@EA7D5j=eLeH*VpF
zbiV}_cF(_HTHX0T@u&A=5w_^S(Ew?;!iTrcQCZf8ucUH@9@rciCABX6VC{_YCa!(U
zuykF99D!KBoMm(J)515pL5QSE2S!uOH1@H^Z-@C{X9$a`X3n6gSOsDPq=vW=U5N|+
z?pcoXcXwMJ-d9M^jouB`Z=2@X-k2HlTGQ}jYQFSJbZ6l(RpmSea8fIhsvJpgQBgQA
zQ0$WN?rYb^yX9l_Ea!AeiSt02&`p)0!Ja#1@zW%DCYHWxU_Kp<nQ0aDbL9aB_c9=d
z5!8|W_=4gaIg?CY?Qn?7hj~R0q6ud#g9by>7ydeG5+Ete7Rno0n74QbB?R5`R;!L)
zN%4dt1JwU2rRhRX*J=*ZGRDe(oqli2pwGv7z|=UjK+;D5s_Jy-DW!~@g<hoiGSAar
zTqof1iX2*mi&T}Ue#NZB+z+-fN<PsyH2tn~Blk~Sp9;H0#PPl?=cjl1W9H>=d#WDu
zN<`c2YED7y@#0$Yo|Cdmp-N`8<%yJ$Q7=|*hTe1YTfLqhXz~pk(_%b{|K+qI*?n|S
z*Cc8@<vz*+xo~)vc?osCnf`ldoJ=Uob(9iIH^jS_K{YtOp;dJ-kLG?V)0w-I_m{vo
zV9;~bAv2VLFd4y1Greap+)or6c=x97O7tt6hrACt1s>nsUcZCbQ^cq5{W1=G{_<jN
zipUQ)vXM{;iC`s59iwL><5v^ypEAa&JXU<+uk>pl6{<k@XfBSMkcT#e?yXKZXXo{w
zwT_%k(F-9LaZ2SCLm@Ny6J#mcUvGbHBTzSV`@XOx@H3D*GovMzRvWTxSc>)O#;rJH
z5Knf<;#Q=NQ@t6XFgO0r>VGaaW#lP3I%JR@Id2^eETW8#Kpp|&>$GONF@ND#^fE(P
z4KzD<vUl2*q9GfNYWEL;VOBPnOvMJC?d~Z(Z+lphVnA5QO)Ln%bma_Ut1K?z1KX|y
zE9LW2Z$s#-x0hpbwy)NCc2zo*BGhdv?Pb~nz5OdgagA7A1@|TH(vu*+8}+0^%1p_3
zu*R41Dis;Xa-t_6YV=#`7hKYw0i?iyG}}vi1v|2*JLb=5bq#2}d<vpy^|H3k-FE(2
z{AO?Gs9<Sk_T-tiqhNeBbBW%GVkK@T7TI(uOUihRxB2qv2_wOhxJYvu#5AaRuvDm<
z6U16Cc<ofu$3yBz_c77WfXXqU_jt<;9(*+lld*D;Ra8f`!VEH*qQ@Ia&Y+bx<fJ3K
zBRo6k($UwaH9I72@8EjQBXMuOo<TizithN&CO79#uzPFFPj3i4O1eJ`TR+I-HY!W#
zNtY8bgXTM;Fs7YpBiFO{r45mBu(3uG;0l)N-^p&Jg<iHwn46(mnYe@^dG52V)D+a|
z&@8<CR`z%#|7&?K{lv`7AK08Sr~D}jb7x04zw=a4r*BPVuz?(4W??jzP6Rtz!e;I=
zCe^<@aRtw~^<{DaZXXWY{{hgt-=t$B2_xww86VdE^}>EWycAC%?h3a%4*ql(nHGTk
zTFw{ar+@m5@zeKV@5*pI7ElZyvnF9%q;^DGmutf<hE=t&+~%%az3xAMjDhH-Hu~j{
z(A=<-S)-6n=b`m}^vM%=OQ=Gu1Du40=INKf(_-uGd^TmQP{h^Gq5)413{IV$JH80l
z7mfL;_Y%{6Z&@~Yb1`I-NkLfSmLB~27T3^?`3M^w2kktFmfua@CxiB?oJjNCIf8Gz
zXOPdPA=#S70c|sIX6ixXNqX>-06&b6Wc)F2p*{6vMA}c%1f?Li!jw60P0%(ggXo$d
z9ZWT{BQuz7HkAsQ<#{^!4z*wM_=F?>40<byoFPPgF-!jf1YHmXv^}$qdKT;s9bUd^
zf7D-dx!Lk)#x<l8pvSmC+A$aS@@x2EQ`Wi^dbdO5WcDsu0yX7q1u4lVjhx}e1wH(C
ztR%|>6<2zwr7ozJwM|)9+r>&8<ZjWB;D{*l`)2qnu8wr@M{s=q%MO;t#g8j%owFco
z+QlHAa0m0El#>Dxdp4w50AGu^hvX$g`05oIK-$_czSXhcyggJD?jtbs2p}i419EE&
z*#1MiS7YYXe+U<q*~`d%SU7|1a{xZ3NZI}@;2Mf_>O-H>)N?yLb@}L+8$T`c$}a7V
zGR#{0&!%_h$frx`j6*zCE|XSxKOYrXmCRA!mxXCy65fp|mb9#CAYv!1$;P2iHuF&A
zxlx;(iu5gq`a_=K`Bs*_y;u-B$^E8>;zX^>%_d{FRe^%lB&4I0=7k5m%6aME!xv%s
zhs8xU<FPjJWaW_OG&{!ieFlTvjY^Z)48`A5FCLh0yM~XM=zw%{25Ra%1?rYj6mn>7
z=+*YfH_13>{ejsBTdu@TeroLB&}!E6O21<K=ilvXnf0{NT^%lHwyk~rrV=$ujeDv{
zHm`Q;I3!^XebZuepTXU)6|W?$KgF4li@_5~5Kwd$VJkiF41vVzG8bY)24oK5J3j(x
zoIVxJZ&CS?{`6X7{<TH8DD+Xbdq1Jp^LKTzU>lODL~?R;P(hJoN>t{094nE#*rr%-
zd*8ObBDQdv0jq$Z6A3bO`{64Tt*OORnR03hAUb@>uW~-5loewAMa~tf_L)Z!xsny^
zJdC@F8P&oJ2~9;KB!!E-rTLVi;m=L1?QBRQ>fFq4C#bS++>5)F2U9V2Ab^@yP)=q7
z<W1cfB)kMk_e(^Ip1Rmp*Hpzb+gSGTydsSLJ_<a5vLBD%-z;Y#+kE<wEjww3DDya}
z{qX}opIxiBLaOZ^8X|8e=Y}3Xe)#g>_vyj$d0fF?IHY^=s-fwFGsw~LScWKgU5Z{y
zs59>l?Q3NDhan;4oV8g2YMn!C5-x$tow`|i_<h%^gjItTy1=|HN0H=#^y?=}l`6rU
zCX=;RP6asZBDW=3hLt#FTKzn*r(XVz*wnp^6}(nf04G=v5iBymTm5O3*c$lo%_fw%
zw*?890>@OIEUWUCyeBd1zHFh2G-8{AW4^i7I9>MuzBll;Mh43y^cA6^h0Z%qr~HpA
z!7c)N41ak81ZcU?n**XWttB1Lqt^Q(>NQ@Jb0SwcJn>BHS6*#@2$5(MIRq&DeBf?H
zWZ~_KG|nKBQTW{b5(!j9QZuhj>v5TQ4M(C-+=$7P`$YYRpY)}MvtL%FJuQ673x1nf
zFt{JYFfs3VU%1ytPL`Jdk6c9p-z2R^HnR^{&HW|JYYTNhGZ>atd=O6<mSc}aJv|A#
z@4|(7s8NxmRn<6D@rJd$yeyxW@3c(TN)cq?2;e=esQ6Z#b0b`{HsPh^t@gSTHq`Oo
ztWC5<yzHNm;NPp`7DB(fQMYQVWX#v@=;uxY7$bB!wE7Sh2l@Z8Z%G{Q%e6B9{`4VY
z&&6lt*PC$kT!Ox}UVWi&Yr~}>oL!(D>;O6DdPUYe<>9r7115MIJYuzNPzo*oMzhSh
zCux@_<V2^Dv-*#^{!pXYK9UgYG^sk&Fu?TffxaKn&!@?xnhA|#EVHc8ip1IliAmEU
zmxM&-SKI=;p=2uEh5zmol3aO6L;mqw*l3B<b_u<6Y8mH^n!uQqiz_!j`?QSw;=R)w
z${##P=%<th7QMbD3h{D-qi_Bm7dHY=mk3kg)P4m@f0p~FBQ7rnLdOj1W7tjdbhy=s
zx_KgQ8-nCjkZ%UrCTAvC3d@$jwvjIvhub=+p9lsES&7Byblpkjw^a2yN{&4&o@q(l
zPwPDuW}wf>{OtB*<67c<B9fPenj6Er${bo;-t+I5I@DE*6+IuM?)lO?`XX(r1N}$D
zS8izMgb~U7q3ad<=~tF6y=@VYR$u6(Vw1q*bCgNNl%<+(vsV4`P~k3FBPrR(oPrUD
z6=L~6j?C&rH@*2dg0KIC7!A}Q$u7#bf2sW|TYff9Hb}B*f+!icrq7_8kL$VBrcw^c
z_DdA8wpk}O9U@b!J49HZ#EP*N^s6~ootY1*SV8zIMo)#imDXl-S$LS_jx^+#yxA|Z
zHyaGOvBsy8=$P~N&t?SAH0+a#6&fsUFF%(+6Zw57d|N4(ZITe%?Q|UTmUAIp&ASj&
z*g6}OY*upy)#ho!i`;7BzaE2VI$e8{^1AZvG49`ao<&_6G}S7zLF;AKJ}<*2GSY4+
zGQN^kQUzgDF@;`M@cBnYpr0AAz&lby82=K(_Uf(C$01HiKew;?<NF7!C%YfrpMXcR
zRn_)O9h~5R`D_`%6L>@buZBRLv&~Ar7G7c*Yn=rb%5%0o0J!@#dg1;@)O^USZB@Va
z>>ud-j&k1c`A3MUick%=pIn`IIR}DdBu$W_J%aa8?#0*A+n+QN$^}FrnAws7Y?ci{
z&r)7^5@#lF{JJ;|Hpwp68f#nO`O{>Z5q&X8HLqt*mUmDmWyJYy)D$<rf}qsY?uw;u
zd1YIVxx-wXf=nT6gfeeZ7?`#10x*U(HZxw2GqGY>t2BCLzYj!4gnhO>kKw52+G)-;
zWZM1l?b{_k@SN6eJFwHl#0w4A(x$zap35Hj6r%s~6aK{_K1FmMbiQoFxJY9Mku7C|
z7_x)n#?Di<t7i~vu}i~MdiT7)8Jy^9R{`CUHnd2bh8pnMurLc1LPg4%GP9;Po<ZS`
zpdtmdtwqvUZ{)?iJ=U@r+<hZ+{ixeP$Dg8eCrBk`N^#o6K&?5c1~>O%BnZSaO{W3N
zKNKBub{c`d{>{4&xae>W2=5ElJGUv_;WrI0yyMI6MkXm*j!o*s-PyB}!!Lqa%0i#j
z?^_!h6ZO;oQ}5dd;Y}7ELDp9x_d;;{8Po`3oZRJ9&0pm%8m5s34X1NEh;%8_9UsAq
z9)3JU-U&Fxp`_xH`Af&EL&)v>X$SBq(Uwb;^|U-hSJ~Z<j6POiQ^t48si}jd+Ln(g
zK)iICy?L1tg<DFgb!QOnJ`7X5cLp6(`2j0SQZN<Vzc-H4uv;)5czt}DhT6}$1f$a<
z7?p67PjHx7P`(78vvi!<W7)opr(OcAJU<=lJm`CQ24N7=*k7KXaB9CJwn-B;>H$t;
zbp|Y?zr4AYDi72DN_Xl&*pKzhB|vSQE6f3lwzJ_hWjGi%%@0IkAss@-nOMrts|uT2
z3=A~Z2$6TL>B=G7P{%YY#J+GF_yTaA=EpRk=Qc>4tIAOq6^EazxW*NHZ(g*CuwYml
zos{&{!rIs%awc0QI%?Sp2<NG_HAnpy;|cKFl3`bqW6NilIv-B-qIv$#xpL}%ox7w#
z=9G}G$&Qz_F&$B`%+x<nnRijzx@&v-`%T3MD|Od#f(C<42cj%cORzVPG83g=g411E
z*e^D}JLL7zV<IFXAN$^9IIKCI<H;j-dwi;rTce(?%StL=O!<c7<@TDyX7&&DZxUaQ
zp$@XiP#L(jilMz)4&ecp&n}OjU4{8b5-BYYpY)TF%=NuU5*Aj_Eu2}^GY=T=@#lS|
z9_XgutC3%FJARtq#xzS!bNJ!)Sb{w!uKOIMO0WO1T7`_XxVEG1eyq5-?rN^S48Qte
zmSD>&IB+3NwN2XP6IOh*&km#-HxlNGEad_ETDc-byO~dTxp2<Uwpe;LFP21OMZ%KN
zdYd%Z{cUb?$s?=p-ADM|3J+<K?5{L>fnn{sAN_9X4=e@W+D<(*OnQe9rrA_pm*ZbE
zwG!NJV||5gP3QQUWIBA6)8YlUF@M;?k~cgD;^fB0Wn!NU1_}vWc^l~WC6k-jz%!O%
zZ3glTw-82u^!qlii>a^ic>#<vzs|XLo{FI|jz{h05YI>Yr-}}v?)X-6JrOi*zNpe0
zVlZ{;Jj@ft9cL3q$Q^q<uZb{JwvW<}M-5X{e1q%S98if*_3UadH}d5U)+kqPX+uQN
z<F_D9)90TE%P;*m@Iy$MIIR}`#Xm~X@~KecjY9gH)f5Hd58|O>1DuX;$&_MbB#+5U
z(g*tj1Us3E&yc~5Di(hdoRN%P3BHJY4mQo3Z{iuq{rM)^^*|qRVIf;A3Pe!*HGCfz
zDyq|eL`)Z&&+5oULi9<=3A%?hnu|)&&jU7oL9ODJI^JBqihWdK*n7)!CgEd$R))Y{
z$s*Vs0IRe*H{=qcj1w#f9)hq#dvlq7Gx$h0BlPj}k~4@sgA{0X@-V)qM4x~mT6ZJ1
z06urmPaYpOgq*bnVo1SZTFOd4W`nkLFcK8cI$`Jl*%72CkhA$n>>{Kd!hn^D<&Z<*
zsNMs`F?dExHU@D@lnWj<4j$&-U*};#x1bXOf9|Mt2DJ~pSKF>lS9s*q(3Ab2*Q1`}
zX^4pQz}-aGK!pnvFw(6hG;5b8-t7M_+v)I@oeMoJFgVG6Tp;7>&on%}GA;3KX!%{8
zwd?e~r@)oXE{~5$1_sZN44aK3Yj15azBbzS#Z1+$$di>?K~p28<CfM9c>Q3goGJ$0
z{0G@3_vj2lBq6u&&0z0M19uNJIglvg2)yuX2P@gh@C6+tj)@C?%t5BI-HBi|2jU~2
z7T?QHByta{JNLKyZO064B_Uf(zK`s>G+9@7rwm+saUV{G^?%F1StJ~!==1#J?($pb
z2cG?8Q!;Q2!@6@>HKsAv^^w>6_K~mQ-Nu8-#IbZZzjfJS<<=5Mcbyz7Y^Jl<<4F^v
z!B%snK>wT+g1^*|-5Mv=z{gS*q@7YySx~aEq2jOCt*0gPcMfNRoheN)zdrbU={i`+
z&9K{X&8!N1&xU@2sOLn&avaB+=XEbF?F7cztQ#k>tB+JPIu2!%RZsYIZtaYSYZQR6
zv+cO!4^kt=SzZ%%U(&mG`{igDIghMcLWQyVEyj4BZM!n@NnJZf*9Olf%iPNMj>|Uo
z5T{)Fue}fM*SW6;<z+w_CdolpFt`!pfcSjL_Rpm=+6u|vlEgMF!ozSpvdkM+c{0oy
zBp?Si1U>|buNacz-A9=g8bk*73lU6dK00=9uO5BW2~-h#T*Q3$Xj6Iipv0Do?x(%e
zM8*4TUPRusiZk0E!5?#;>p(XnVV;I)ky~8cEXlE&=J3#56mfbVQR@YgEito{7<+3y
zv`t`2NT&KMeqm2C?bB+FRXKUGe#5gxIrMeqvE%u&mq!;kUlS}_iB}EsMk&bVHZ!b#
z?W2$Jo9la9+x*x~l(gTus&Y``BoJM$YUje#G1&0b{d&dBov?c^3UkY(N8L7jzTWuu
z#X|IY^`oQ_;I<d3|7$+3NF*asLwAWc;lb;`P!HN7$aq_G#IRoq73^qRns!M4TciFy
zv`kp{WMt>Snx!*9(qZ&xwU}^`P=%0fY{n79NA^lohGolIMfXn%tXIwNd*XQxufaOJ
z$jcDUhN^EvIfKF^<v*J$V-@I94llKQaP0!&HE8<OUK~@}S!y4NxcV!3xgBZW+hg+x
zFwT)QFkxnHYRdh`D2m8p4tWu7w%hmuZ0a$fSVTURUcq&js6C|E-7k^Bnuix)yDRPD
zzlrh;QMoH~CRktfLz@nR`I*h{?O=!hmH7DseTj~$$Ko1`KZBjEq~`)*w2kpNOV5J$
z_iY;|o-H<Y+4Z;u>?*S(TCqZ2X(6L#Ro_PJ=nB6$tiL-fJ>2VX9yjSce%LJ~*Cl(>
zIQ}*Kn98^=U^@IFC1>H|Xi~^Lq6v4iU0d?>a>+qE2&r5d0cLTi4R&!aQ})Y9XX%hF
zP)NY%9<3nvXh#|`<|0_*@omzVq~@kyVdihn0YT-Sh5d<D4{U#@aY3265%Xm);qY^L
z1ZU%T;u*9psdEnt(gK_I@VYtOa>>5^b*!7&cfDG0YE%dKGhd2U87~|cBa*p%9a-c~
zUg(%Exc#o7s-c|KD!xPBHuWy?5V{Vlc<bP}pU}^wE!7qEaCdrgb=S$aWO-U!q8rs4
zK(Mn%glegw#hTWL;D8e{RuG7=sG^)v2|EjFvma;BBv6>g$)9)vf8LCoT(ARfy`4b?
z$C^%@7iT|%hJ_LMYbbC#zs!kLDF88dtHFYJ690SPWVIq3KUo6sr0d^PWVsOSpxrrh
z+5tF?%RGbnDoVl1_Pj8B&c>l}cjGg1wirCCGTC%++(T0EDH3e;OKffE%6Jb89f5p&
zSzv<^7~%fE-dqEKKOB$TID@wSo^!YCvlzOf6=f}ojDtK_E898fTlLbBf(9BFf*R#o
zZW|-#SOnvBANldLf!tA#BsV|06etzub-4=vv6M3;z%#)_l<SONR7;|xasG}uic`8d
zD=MzVk?-0P(N*>Soz|VxwZ9s_2<}WbM{s1b-z5VPeJI(~fH-ym8;~TPz_tO6Dc!R^
zIvjyxOr${{wxm5sM^7Kqo*ctFfM#A76g_c2gIpr9z()t%%yS!D2|m9W2zLo&OV<E=
zdB*e%*d@;3biJ%6CLS)F+#20}gX{<|TnR^QP+B2ZfW|cr@|*!L(my)*uNP_HZUi&n
zgZEK5rk?<Ek19*L@b3+~RIQzC<0U#q$|7X&LlwAdFwp6E=G9}ZVYVagYp2QQbu{=L
zq|?8#!TV<R*ZuoiJu8EGI4vu|Pr5q#Z+tZZDFs-FwFRTMeTr;8uLf90ejIjbFK<IT
z)V{hSw%DQ3{oxFv<GM?B<x$BLWuPfZ$49%<e4oM9WTcJP&LR5MjmQilBJO%;<$j5u
zm&nZ7yp27p7x_H9f*+uGhcAEo>pNjvAuSh?W!}RQ*O^*185=O-8}99v_}f8RTENrS
zuCnJHGfa-*kQwY~lM;a4&C<1A{tWim0bt+zJZz+3X4NOaGCSG#TlPhD@!n;iB`h<g
z$z|%nzVDQ?k8E_)v0N2tGd5mpP*?m)red+t7gavPG98R+`J!d>3B5m2{==^ebT*J_
z${C@I`4lyay;|oV)bok0Sdy}%r*b}k0%{3wIR-4}5Uw+qe_-l5!};dvZw-W4?Wtha
zFG;YygoWLS=Mx~LO{COhSWX%fF*22lj4u}oSzoatExSxb{-9hy<)Yf2jC`DvpKp`Y
zvE71GYFw*RYFW65w}-R~d|hA;B=;1()Y=Ze*p+0kTP8xA^rl?(<RlC~u$nRIo9XAP
zhuP1ZSb3Y!%q)9VLugaK$eDZHB5)`V%u~1A#6ca+5Gm+scK4Bt+F_xmLh19HUN0C~
z>|f1N>?Utpq>I!fPPZC{YYq?yT>bO)`cKbQ9<oi;K}|pDXtaWp(4|0Xn!#XmBNSU^
zxnU1k?JK1A{HC|(Bgf#vwE*}_;eDnGcaFvOJk5{14~cch43b9k+XJpW50cIpkFiwR
zY~c?`<TLF3-9zuuIW+=r6SCH?ANX9>h2TossCiDONw4ga;qpUYfi}6Z2r|O-ftU<m
zgKp-UR=!ZUwZV9SWuesY^Vpy8+7Idbg+R*nY@I;~)@|>RYd^qpt6#O~Zx4Ous?<aN
zCPKTFqah%4%Yacym);Qm3=#pu2#i7UA!L8)JRC;|!`&Cb@qtlxt1(J{unTEi1lFjU
z5<v?mdVT*CAC!JsW_vP`lhSu84I~?lH_p!_X%0nCu=NCvEzrlBQdXiUvB@%ER5Afv
zw-$s=x(yTi_0)Y!4s-z#9B<7f_tR3FS2xcf7$shUpsxf)zygdkoZH^*om>XEPCFg$
z>N$sCfaL&rZd|l59|zHR*DD0O-bI>`MF%O)SPV5{1b_*HOd|spi>7u`_Vct3Eu*II
zR?NFk@`5x35m27x*LWhYURq{Nj(zo#>-N-J2bGq6m?G?=f=1?VKOaGP7qg##sv0U$
zVn2$?{6iC`_L^iRhfAV^6!ORpmfiy!B=qZl<|PD7N(O_D>Ko~XV{4vSzm(=z0%ik%
zd-YC$)89;h_K@5payP7KWqHK|y`VYG-%pF{cnSnl?(_2p?8Y=k*L<G%ST+=N)8Fko
zMUSHloeo>TpG$lwr;ZVv@8`c2E_?@8B~ECOW2G!tzL(*{2!+@abW1(VpdO=M!E9;m
zC@#(O!~de(fxNk_(O$dTsM%7~r{Cpi=%{i^uC2vP>w+2c>XlK?M@SH?q-O2=h)BT$
ztgqpq?a82SPA_jL`e0!NRrGL$wSA<%kjOb#!Q|)l{OTdoTR*ZFgkZlFVA{WbDa6=2
ze~Rv|Wdm{eW-ff7H6mkyCy$f_DOG+Ot@CxhVKi>7;q<~~$eb-OA*|!pqG@=%4l8t+
zc75PRS#6-#eYT54<%E9@W!UW{JyOFd@r<hwKQMzh|J+h$AB8O_ax1DD^lzo>hzhw<
z5ZAJ3h*M|SR2SDbbGdY=Y+0Pnyb#)~(;+SQmKc<*c}!{er!Ds8?n3S3PyuY92EKQj
zv&i#3!BQvv4P(c}bpoxUWIp1zIA^2wK`q*F@BAwX3kf%JY`t7QXJ2V1E6qc<-tC?@
zEgyT5O5XNF)<Ex)-A0u!Piax$nr6w~NsMfmm_D2OEIa)LV5oKZ+aUeggNi{RHp@!s
z3VnZ1j;W@cAtIKpD=+`xveP?if=O(uw%?+>QdI_LPL!5pGsGgUw7ryz&x)tb@e1$_
zFN?e8>76_Iw2m&t*ghfqI?c^tw93k0vMOeABR=0f-$|}^_2&0X389Oz>Y>XJZA<9Y
zZQ-2YoRvoBuiu_6-UXwow`%9D#Ae%J38#uDX_j+tj38V7M)Bji3bE;H*M9RbD$grm
zG-RC)bOT!(F|Q=cq%VtW*s;G~es(iVW|?AUeVN_2*axh<P&pQT1=w2-PetA*S0t#a
z2(ZXBpVaIB&Y&6T&|0jF+RWGyrXb=~IV9oB>kBA<z{wG8rhEPJ=#^(2%Hd1d)NeS^
zY0khugYhmA?@1lihtc#PVQ)E9>_uUUH6!|9f62eGZa1y`G1XG5oT3OzC*<jcezMHb
zB&_tU!ScRKep5~X!R4dLd3i=R9(|EYf3wCk-@uGugh%55khw7FcqEs8RoXUQeccA?
zC;JH2jCB~)DRcw5)s=yh$3%hEFLm<V#m`ldZHqiVIXNHA(1W#O+b{~=<`(Xf8@W4k
zvj?2BLRB-=b=;?3rqG^6*b$NT42{B-FQ|1vJ@nM_?&rRn^MOG<WRVbuN>wrtIlnCR
z&9UK`E533O`;C!t^))PPE^Qy9!}^0j*7zUWzR!XrUW}>^?D<{3*YFfUf=Zy>)*7uO
zLYu9);4k^9xjc&7OZg*~$7yrZu4>iIITdr-*hVhmx_>ZK=INQ2$$0rP4V73}3&eP;
z>(%IpjjaZ75E1!)a>Ee7Q3(QRoFFY3vY!=x0(QX`06i47%}4NUet-mr?16}gK!otp
zq1V%(U{|oJop(5~Z$lrG_yq!w=*9DMLVfK0begSff#dK0-e1@pSsdGV2oy#g?+*H+
zEcehfsFOfIYSbsKyddq^Sce*-<&(-pfRf_-i6iHv!^!&&bZ8%W@&jE!fdQtr`Maou
z1BmNybLx~ataMEpK9)*|3Iq}^)ngS-ueE%;U*ojlobw>|C-y#`1^`(J<l!VT?h&@6
zxq$++6e*Q4A@?qHoY<M?iIzS^hJAIBb!Cv|Ru(ph%BL;~jq|A*so74Bt-Bj5v2k_i
zb_&K7*5$9cuG}ry=LF4QW?J-VS~Djba&4ApzQ14c<e|}*VOAtl*(>tI6gKCCBW<a|
z)2{*J!svpT2^f7Oks9WR=;Mhk8mFs?2)RnqcL0x!m!~|h@wv?+MPu{K9w`ccg4oW&
zGa<tp|5C$F4`vqb{rRQDo5AKqO}#rTwB~*kc89g3?b{h7z8TwSz5uLZ?eGj($+6Nw
z%|5%TSF~M{SFk#>Eh_k)5ctZHHU4@gE4uA7va2x@IU5MD<xpXeb|)vxAegzVhY4h`
zy0gD}e+#_`ID@jkBM+SJWA$g-`*7Nx=m+NwSx~SBW4O8NXRkqoZ_J;W0D8)=@cGn1
zI7Tj%FL@3b&ZVBPmvis_)s#LyqQ-3#$vKfoEB2Ah`d_Yltp|bmUEd;qy75G4-VIp3
zp}vZU#;GmjzEC7xP#c=7`W3Fm{Os>H2>P8a!@Om7AdRMbTEtZz-YO>tM5Hr5tpn<G
zf(8Ke*PorDJALgBrlTk@I~RJ-QcJgL)|5nSn9Uee%73x5XVAbIq_yp{Q+dhctLJZX
z1p_$dkd6En(1b6%BUjn>L;-89EwchZE+PED3|f;2)}uDjs;sZz`rK2?a*|tvcJmNa
zm9eN~T9jfPDV^Og-q~ua@veBEH7&KZ=ZO0i{nUqf!51FyR9+bkuwE4F`!Pp#OA+OX
z9--y8lwI|rv}(Ko^lFfI2oE;gF4rPXL_4C~#j^L($jqyT&EFAER;DS2B`2%)t=Xp7
zB54~qq@+&U_$oBES>G*TB3n)sLJfp1Y>Vf3chdj7mBrrz{b7!0TLV>!$S{kOzoVd)
z_u~RD@=LY{QX5*usVwO7v{F<U<X1I5s-R@MKegQN0`m$S1)<i#cw$rVwGydv)`iPw
z4HjACf!$gSvy~vhSxdoIm0}y?nqgj8ecgw*34j~@ffTERp<4SH6cuuI>F*smiqh)b
znweX&oft!I6%j<6oohgz#`DCbrCiVJ<|~H;WSIJ#8*Y>j<e1y4*EYTiS?Z-t)!_T2
zfk7EMvl(owmy~2zgiuA3v&baft^VGWJ0K(9Hxw_(qtajJlI1_B@d+C;zxm|1;;;6p
zpS+PX0!;_(6wqinCT-^BCfLRAxO!FQv^R|*iArf58CAcg6~d0yME;=pu^n&2q|=Ly
z>ci;-$@iTqo-b|&4oafndo-9CJPCk$ZFfn-gW#BqyQC4e5P&ZC1QTj8`jN$W-Unly
z*^@=(X-QKS*Qv;S9$uuI$ueH4#l~hNf5FU$O<91BZ?+gD9lTIv@?fMqP=}h{WH;iS
z_>^4O;-8BtR_a=7${e*pGML!xZ-0HV)3XJbxUhk9S34xwgyAbGpMTY2Uo#Tr__-k`
zry6m(Fc<8*Ge{Xh8yqsu2biqPYK<ug;zJ)n<H(thhV8TZ6fGAliS(CG`UR0<4+szE
zt^5ZS<j78g&*z2y!$$h%BQF#U`XmU*j;IXk(%D9;LR$w``~Hb5u<t1BEu2_gBaUan
zYF-pMzykzF>j|Q*@0bYd3#9G&pmi+F!`)HzQoMkioCKo>LZC?fEP$kLk<A7QK}O^p
z(9k}Ix5D;>9bs4^7^tGfniGscdEs_H93!rezm~1D6(w`DholV$LLw0e4T5*`Ta?&f
zoW@*{I5lerOlczrd2Rf%M@K~T2b##}HL_<4*G=$hKLtUjQgR3HbTjdtmag4CjTQOi
zka;}P`@rb*n!b?goQK}j=IlYcH{sU26#Ng%Tpx}Si2Ros)cRPJI({0BNUug5F$yQZ
z*35Zn5jn>>*z_no<~D5b>%{K7sFlPFjeX_uy&0UEty4NTHs)amOOUjU=%coZukv~L
ztQ`r0oIF3N@4uE4`_wUiN-;JsR@)iaJx`iwk$0V+{Ze52#EbU^w3qC4rz~C_T)gZK
zD`2Mze4Lrw#wnBX<J<2QpNibbn0u8;J&*Psl;Ls4?_8Ina!ac)>z+MveV^76C+#_-
zc1l)2QUn=^W$UYYk-n%`s=oH8$!>7E(2(*$97q4hZ`+r$ygAZ-=F$1v1r4Y2B#k%q
z`W34h3@cq}z0~vjx}si}+vkIUX@S{2x9p^?)J;6uJL-zhKXaQMg4(8E@*1+C=boZ^
z7zx&O4%LJtm9`fC_0o^#&miXGh;y43+a@i~8lU-raa{S7f~yjyZoQFi6I5`aLk?~A
zYqGl*(Gy>{JXqJ)k!lnik3X><=B}mZnOu2$js3b7-}i=E^i1V>N{L2#=R?B>rp>}(
zfsBuCZ&6Q{g^@~2U05#iIZhjzSV_K2$5YGuw26y2miCr1uB#Z<YIgr8>gBp#4(%Ja
z8c$wR^pB>izC;m3d4LGXYo=Z?`Q%(0lu{asWNXUooN)^}37JmGCYKGY^j$UHRtiy9
z@ttH8N_vG*j?9?$Kdh;)tE{ShcYBbR_%YX1#M<O^U9FUXpQll6vR+y0=Cn?b(E7z}
zhi|WlmaaT=Q|Y0KUJqerGd>9}c;MLLqIe~A`aw{S`)jhRrQMum1e2=)KVP5-`|>QC
zT^OXA1{?bIb3BfbD2W&KjnXyk&svg6<xO@qen=6{<hO$~NR_#c<W!f<f+}}^=#Os<
zPW}`IS#U++oWH(b{Zu%oV^rXD>C)ju@Sl!({J0It=N_9SJtaGc3gratt@%FSF|lBB
zue#`QK~XlpP+nvB^S-4L+fOCiw}UDtm8u=^+`%%3f0V~xgJ;@I&^Xbh-S*DPgQ<lb
z$-lIRe)~*KK_bNZ^Q|~Oiz={A3%g5}F&d4v?l6NzC_Gpo{<TFVuAl!lmRP8%FL$KA
zpf0N^K>bZ2$W7SipF8oJc(|ejP0=8?oTu0hxu9b3Gz!#OeS>5`7No<YLm1w?7S0~`
znIMRYgePl{fex<<2D^wOF>*B48mBAjC*MlZRuZ}Qp;BSIvvVjK>OjUQ(W;N1W^Nww
zIJI=<&RIxhE!6Y0aSGDUI1wm_*e`yGx?ee^`%CrO%`*1oO2P^Sq)6mml#rLAV5`~f
zn)Z{I3zK#%JHy+JVQZF35t!xH8slUa;$z*oA6;2L63uNrHsbxcL$7ykJ2zunX0#y=
zl5fZxcSA(565b6dK->7uL<L~$$cUze)&LFsxw5dWUja7f2JqW+gl6BVzuNf~(i<?w
zIsrGW_|xQ2l|=6FV)>E3+rE)f%O{@t?Dp>?01!pt>1e5lIwQRj6{*jO<->7XF*hTy
z8f7178vlx&%QBg5`$+9g)}=I*by+TUNI#}dj#RJm5z09NJ_6wUbEB3f&$-{c$jRr{
zb9x|Ho+(B_KARJ{+#v!Sj5r&_Fp~myBkP*5y>UnQoET;rwBO`gHmxS50I-FAWiFu!
zvy_B7-i`sn`y<F#6PJwyg7-9}_44^#z??3G4a+k1bDCe!{q=NHgpIB#;YaSWD}hpL
z$(*5|i2<fBvW)o#X>~4(M&Hf%uY0<tN)?WiOwBZ2Na$b0j%*%ti0I=xhX^X7E{#j|
zh&6kFI3;_ywQro%m`)_k3fav1zeMUszU&&=TStz5N5)Cx>9=TTkK$Kmu=MB!127eE
z%%P4i?V)f`3=RP5=hFYq1_b|9l151sGsc4d4OA3YkR5M=Ea$pOP0YVM+BjE!i2A`>
z;d{b=7w}Wupu@RgB40qAIG$86<yJBSHA^Z4pA*51x#U_5HFLzBtC3~=YFi^e)r0M|
zSzz<29>g)1)`p^SQ~+y-SX2D{%eX5_%q##V2kJDh;iF*Ky8y6j<KzOIYaEaN7gJvv
z2<7*_KeCK{lI+V=L|K!49V%PWC}m$NNeBtqjeTcAQp6~PY+1)H>sYcxDEnAK!i;q=
zrvLHz{$BiF^nyIwdCqg6>s<GBU$?a=X+)R^$O)jRZBlyw7zSS14}-Zfrpw)gjWp7)
zE>zwFpTTQ{nG}3q%!eVl&ieO(>C<)<@tmn7n=mX$3yC{sUHtBa;C14y9?Nq$YvR18
zDkIVNhH{zvF);-<WconO6hC{&>ezBJG-m0F?JX>3j-0Oya?Fu(?g?9l^pDmP^}9>p
zBrUQyAUWIAKcSDjkc4a|-Oen2oBE9mfJQ_~!{C4J<MHEGBd8Nvrw~I;vQC2&5?3En
zV@SJ5LY^R$P`l{ke`~qa#h46y4C@L=pc_DG)lrkfEguKN5=!zr!KgCV>SfNX3qPt#
zE;h>IEs@nuk5*Ijf@2=s7jF;y?)_X(oxusDIY`$6q=!iU24J&%1H6Ks(Ev%-$evP?
z-+;JtoL#-YkMX0aPV&ur&n@eTt=X)ob~t@-Gi99Ug4@f=UG|Mhv@=oLLQ0a0e#|9Y
zh}Y$JO3H4Fu%aT}cM-pf9W6fJSQSXP8IlyWMFw4mZB8s=)R>2;bhKrb?pgPbOw>sl
zclLYxilFhe8q<ZaH|Fj~8E*TNb?|BaA-b060A!wzQ|qR@YAtB_$@Iz`oz3wz!NZWK
zZ%)=KGdFYeol1Xf8g`Yn%LD{0ety4k^L!tvA^nRRUvvr!ZZ$l9gQpflZ+!H;LqW<1
zkaXLNgIt(yAuN@^2nS!b@WHj#+{w$Uss5yWM!GxhYA~b-PRR5zLVat^haI_AD-qJ7
zOgC0kz`nJ?o}2P|lcXaja&##2-hJel1GbY*4^32)n3g{Vr<(*=fY*&I8pQDxL3rgz
z5{0kfEHD%{B<yk02ggP*JwKx&<iH&?V)s~6F^5}d@Zu6bEc}BociO48m#%KzOsf3M
z@MAILy$L)xz!;w?+FHXovQ~3hmM%-%H`v~hyAHZyc{V_EXvg1{xuhg3?s1ywzR|C)
z?-SYLjax71bbER0ol*3pfE%9=1>b)A{Mo=lh&?1R*WZX5g;ytFj+s@wLGH!Ec%g++
z%vIyuNZT^c_E<5hO&m|SBBy=@=B$U?0iZ72pgjYNdf;e2;IVgU8`B#s4ukvX?GRZ(
z;sn)so(TRzm;6lybxh&#rm!VIp%meCH_9ndk}(3$P9XBHSePH4d`b{w#OcO!tgz^+
ze~=^cWmpFi8WuJ$i2&>lW3!rgHdV-n)oec|0LWgGY&F$AT@e2uR43CpiY$SIVh-N^
zcibh!X|f>V_oESzjv*A`+74md-#z~VEU8gQIh%mb<grT1am1ZlKITzYZ!m(w@=1N|
zDFM1;ZUdE1Uolzw`{Z6_ser%BfKDor#Y=4kNrsW89h@Mxl(yBCQLUuAj1ER`^4+RB
zzpMZ7{*}^EGeXYOE_Dy<k0g|yO}ch42t<#;4MY0Va5L=mFtRYGfUbT>sdI;*9HAz=
zF7T$eS&Z1>%a7%l4mT@`PDAz3PM&b-yGOZ)mZGHl{+X~_i3-V*7uxiLFW%4AO4)7g
zg!qE*>`bFdm(n~D(440q6xX;9z(#9Q4onov=M4lN+MOnawPQatTREvXB=;g_AxXR3
zWm;(ljkU?TDecLV;wak2n$niw2lS=VCbcdXL~9#?g7QlsIzgdVQyB-GoxF!vYb1Y{
zB);zB?pl{Nf0i7`QFkmpuEG3md`7V82c+qA|8o=h`g+;ZT!~ldXnkg|QiU@0`f@$A
zVI4Lzj&jj<NfoSDjhLB}1`PevS{wBL2Jx9`c{pEeY+aNnRaSnXb!c~%Y6ciYoEW+N
z_itS3TA(<(o|qrWT2pV|dUdK(DaPK1=|+lRTw^?4Y3so0@qzS&-k$-8A9BBhW4y}e
z6)v+U)g~XXB-Y|kevsYnMtgi8noTMzWwZINOGlf~Qq&*2Gj@DUMI~?K-%QVYO_k=|
zJPZ|Ib`NxOA#CbZyt!fMD$RC~c6!k_q!HJHvwD!|ypsJq_{fOPFh5EzgUMWSy=u(|
z{~CQ&KKdc?>)?`Uaj{FW-Q${?SlTC3eY~_Z`)c>N>Nhg;ZOkXEr;3ed%FTcbf`=m;
zG?(EkigPybm2%D1n~yMPXwil|PH(jp^wC)gXDBu69To_cId?H;fjgHt)t$vO7Ulvh
z@Jyk;6Uy9c6OB=Z4M>vy@S&ZHz{l&)c#-Rp-5lKS31Qwxje($ed55i&ksg0T52u;K
zA%AaVqhxd4uD<%6XsFifB>Hn<CM*Aey|R52n-#nr-ZT&PL3buG$BYfQqn7AW82;7q
zW-Pk2&f_2CgAp{)hRqIt>~Bgei?h5on%pDQay-vzKhud+w)NZhBO;l7`t%6cIJL*}
zj@CAT#`_Q1U%J-^OLxv;qS-!&&C}ZoVm-EvtVyc4q1=?7dG5O$cL#zdl^A8l>Wzus
zZGW#+OdVk=v&7SgiXA0F9VxgETEgwfwB`DD#>_;j<ZOOB(Nn>)a!5uWYzJO``3QD}
z&qug687com=6LR5_n`VA?=KB1Vl+)$#`zP@gbARcO4B<o3$x4<zplIS^~Uf%5bMw|
zYGj@Ri03=uYv3nKU<$c{10G7U0LIxSBtj=7YPk=*3|ffUKC(ErS9gDRB42o^mZB_H
z)8;Xeta@21b94V7In}BZPIP3q#Kn5CCgiVvh=(Lz8eVxu+H;O?6Sgj1>NK)q%O-g5
z?ewbPBdM?2i+Fd+h788<7uaGJ;y-rY!1}OMfk$NlOCb}Y-5iHO93Qw5vRQ**EIt(F
z@Hmg$O~$?yZ&d;=3kFZHh`UKja&W5I+qdA>9%$P<FHU;pY<zMD*Vng~MQ7-8-C}L{
zX<VG&*epFzGotmxlHQf0P}u~TuI*!S_71=#sVk`ZGq}pdNbNFc3^E(J&UPyYy{BCe
z!47t|FiNw?52<fE;W*l#3Mvds2ly6{Qp}RI7BLk+h27m4-!C4qA3vqe9j=m&wqQ-6
zeUqsXTCSsH3hPlT7v)cOzIiF=qLS)H)oI<2b(GXAq&)l!&287n+e+AnhPJU3&IjgF
zQn8UgQQzNgYclM)#aNeBokpysfU(fsL&XC8g+7MDcl%q~s*3|q_-ReWv;tj*^}SaY
z2A3^t39p}WFPohpI*@cyMpu$=Z+d6{gUrGxXCr6lQH1Fgp%WKxyfuP+Q9}@rr87Vg
z5W+x_YazV$3D_B{+HAxBccjpKlz%@p<rqu47i8Np*Kt4*6cSK8AzH^xK^{prD$3d!
z&@o@b!QyI5()Z+dIC4PZjsx;Rj_v~cy!*4N89{1+_$ZJhD~1Ycj5nISNt{qk5C|`x
zMWp_&AWkMzAu|2w3Ks<E1`X=!(f2DdKP0@@J-hPlr{KF{G~FKyk#`?r+`JMH>*E8i
z8wOLKyjzskem)2~OLb3|sI9|-1E&Tn-bxh>DNBzI#X5J$11MHd1Be$P?7KMMCQBIu
zu$c$e#GLlo9X>E57f&9{F`I;GH7KD*<IjJk+?xuxgFEBnMmYk*8&g_FIfH?rhTIIn
zv1C9x|92$+|7Gx$9|Vbpgi-`Vj}O3gUT(%bd#)R$r)Kx<ze6$qcPQXozMf>`5ctc4
z{bRbFO)>)#BpwypFq1Z?#}+HbhX+(8Z<{3lD#?s@zvW)1OwE_5cgVYw=Q1^Zx%7_)
z$JkC?ajAU2x{1y8l3{!97u*3;Y{n#MTWjZAZ+I@oY)UL{iO49~KMNeAdHFDGw;$qJ
zecfoZM6SrRz6n%Q7`+&92fZ$^7Oh0xgyKe3m0uF&hJ`l~UapTBp$+AD(-~k+m}B+l
z^q*!SqF_d#U%uxRhLP@?e-JN^P}GFlq0y;7!#<T=Z_Zr*Am+&HL8zRzf0F6{Dkl{>
z-Xv>CSVnsm(NtD94Lyud5wpnBZMhwIIQ~Eli66QmUm^!XR*4`orO6j<1Z@uzR&yvb
zU>vD4Es@dq=U#@~N5=qJC&>Oqu;2Fhyb?zFDeoE8IU@jtTK{hg^4XR&+nyenG1XIK
zanp1oSE@o*@T*v|hbFhnL!vCdv&tnf`!U88d4s!k#F|v>I%rJwS93oLf*GsWop$R|
zY0i?$t!}BPtbO#w%uKu9m+NR49ATpJT={q7q!D2=Uerwk&TP|l-9c8zA!YjoO7jwR
zeFKrw;<8m1CuhD0W&UEO8bXT2q2kgBuP%_#w_TtA9C^!j5WD4aclkcHIeF}8ok1-?
z?!_WomOGYMocz};`8E>Ny&GP~)#p*lJ~d9P=NzYau5`7gn%sI|ucfRc9A<5gNsw=-
zO^r&}QT2A4%fdZDab9S4*M}o~7QHu37V2x0zB7|kLK=yniv35r53wtcD-#Ot=i%UC
zw?s$S_OxkBMf3TWM5(udh<R&}7%@#C*|uiMzPYrk&g-vpUwPWOfYuF14bSv@lQBPg
zn&kc=s>|eioalM3J8?8RNUd`Mh?!MQUTOnULJP~hx~N;hmmZ4e=HIet+nuYc7!n{w
z{uW)QaB_v?$he)&qeHM+j0nLa4`Hjb`#VN-?!!Un9Vj~1vOu}ga-1r?XWAis$m2Ok
z=0fe=M^QLM!=WtmEC|Hz4}izpIti%%5H0yEm6j(Oo)SgWNY5ERQbZidYkTFB_CPrY
z<xGN1j<&=sQ3`h()wFIAHqRAqHs=%Bt})E`jmU*=lnYQVC@HOWRBx?G=}myYamhcC
zx}I9qP|9c{+L*5?m?Ta2OXAYx-|VU8ioWz1+7;}of0#?w8UzjPWu_7of$HFskAK$;
z+b~)A(@#Y7Giu98U7o3ha}m^8&PWQUGytkAk49QH=du|=IgavWV5@6`!30X6h+ec~
z2@9}_ZfQ01PrgbA`>QvNU;)kIH^|zA5Plyt5_oI?$0VOk{j8Tq@OV#WAI3S~SHAt5
z<ZHo7{kAvLzD+fY5S*F!uzEm+%2~>FCsl%c&8~@8q41Ptow4gilCruiHs?u`;4*IF
zeolqKf`PK^(B#U87OV8_O<tdT<akME%U*xypYz?4pKzS?lvSGdMs%Lo`anwZxXh&E
zUOcy0m(-`LtT0Wpc=z#{<}lKA6zd1VR+ru*y_d3G--|d~O@x%yw#S;0{=XKh6TjbH
z$$8P2G^p;oW_yRsntnNm&$8IPLe8VNR1cr=@`ZXGa69-v9pwM$Eap;G!Rkc|T-0s}
z%7)XlUb38_Fb=)0`8oe@QD{+8kL&1Ke<)p`b1Km`23T=iIQ_GgWh`5V=(<h6SIRJ@
zf9RRbDnUY-j#WoXR;#m4TrSx)_7chcqC@lQ@<n!U6OktW&lC<E$+RQc>B@E1JpV_B
z2_2}X29_rOAotmfbo`g!k3S@<`FUqE2O`_w)R&fja#CbASlt*r<H9W*AC&rqPWAT}
zc>$A+kxmtjthZ04hV3rlu6@oujpCg#P8v^#{8lr@ul2v2motbkxEN`xB8c)^(lea-
z`hHA3DqP;#P|vm}sIvGnx4~VM=c3k9tx&#Xn057T+poz!5Ag~dFV{2XWT@y)sgpEM
zhuVGrk5iUbzm*>*a>delJ-k5Iclt_`{}5eTgxoK=K-S^j`}bd;ceuB7KSn|aHFv*B
zk3*}QTH}9a%8(w7<#|Nrb6aLxSyH+CzE>Z5*?RkU#(7YKSBZ-vW!UOoax3rv)RljC
z?g6Ap6Wof3jDPZD=g7a3Ge4TVI4}b%@$1^{fo!qDs(o})3Vbqd61n0wtK$3}B_95;
zF=$cHwgD~Rbn_rC<eS5dGWcmGm&6czk@A-TMV@+J#gN1YelPbgRH?BM%C3(zD!R(|
zYcQ2ubDPl{F1V;qq1q{xM%ELh6B{48%r{6fTdnRT+h2HNuPwpFO<Rv|7zc8`XQaOs
z7}AaTwQbn?r8>b(gau>-gb36eaYXCOa{Pf^`gOuuYX_W^1TfnyM~HV}fZo%To}mX3
zt&jTmYHc;bXxtN1E!Styo?5D!nVL6afq1s#%fg{T*D4YB^YhzV=+E~IJ!{#Ve!=pY
zjJ%Di1VsV???-Nz5tXgAMlPN^^p&F;$F{rC*DhSE#8u3{3XmiCoCD29EZiymFOr>5
z?0N@s`GfWCcS;M1`fnF*Jy(6)c8R*mHYx}P71FFAKRR1NIBFB3*dM`<c4*zBj7bIW
zGZhg!5iK_hQDp&!)iud~{ORW-&q@n*f5G4L&}1PFMB!`You!$d9&!|p%Cl{s?S0GM
zK%BBeM0lInvNT?Hv}YE*QT6KMgN809nO%`axArfjqq}1li7u(}X)K;Rc5klb(<4=>
z1y$@~*XceGEg?*2rvgnt<p*^QGAfAeu6wrG_S)%uR2vmu4)4jL=0JHX>F$OiS_{z@
z3q1i9uRVyd=rW4926E4j*)Q7k5Oh%iz#A3;L;U3R1^ZvGTm($*Jcwjx_W%VDr0ote
z&}X@#zF1EazF^i2dGk93^N~t|q5MP8M;d}Y*AZLNW*|9r8xA91Xav+Q*!~l$I}MA;
z$oqHeALFu6-msg<^|F}aS*dqd3wC4S0J`)y3y{<^B=JWAGeaSIYE*NC7ix%yN!`ao
zrPn0w<}C(<GxU?6hVaBaHfTgOWr_JV-e0g(ir?4ZNphLj*``Kv58S@)Akd^bM9b6!
zZMWD@JP#<n9CI8?e5n6HPBdhW>ZlR@auHQ&Jxe|(c-Ee(Q9U03yW49vmiQwyueL{E
z$*P|)@l)ZscV^F07Q1v5Piyvw5=*e-K_U)IBMxMjc>uT|8wk7&NtY5aeL_}@r3O&r
z^}6i|dzm=3$@7%dw$eJH<}$BU)Ku$fO4a5%D&|P*h<amC=q~|`LURFiEsC0CUI#Fr
z_f4|oY1H4UC4y;0G|;BG-CP*!2Z(R}<5-Z8_-_}57g;eh$`r2;4)bVUt(E~oYUeoO
zvSSV!9t^;k%N(4s!Bs<WL~E}`6OnpLjSK$@v1mQ)1G3tHiz20W3Q7?5dBAme0l{=?
zge)dP^p4XMrJUC9hVPItcul^jRt;_mJ_=hu;HKZB$c9hW1kcutEI3cIS_ZPD!X^YK
zemy59BKy8h<AC`OIMZNfR0M(fKm+T1g3eip(0ORA$VmS1V?uRTCP&wWZGGul44#Jh
zF%ST@qZn2W*Rwv9*_t!eZj{p3IG6t}zjt78#{bQf^AHNpOz4_IwW;SW03HVY-wkiK
z(31K(6#O`9GU1`pw-l1Z#C1NYy?^l>xcqz&R3^$iL$y%{#_w*Y0lDT!TUwt7{Akuy
z1PKZUd&-j(q-?t=#eQ0dSb;vl*a4);j;2OvKu~2F>7Gy*MWSag*p)cR#dN~_L&4fg
zZySkPu?EruIs`?ecCDXD=L^^(?Wo*OE!LTN8QtkxP<G{E6+i2T7ux0;Dnui2li{cK
z!B_%LJEqha2gD1}UT&-rb%emt_@v%soKI!wkV=+J2o5-lp)X|f2m8Y;wooxG>{5;D
z66r3nIu|EopO^9%3Vl*#0}V^RYls0N+a1SQ=IX`dv45k^6nFGhaO#IeWFBF*bNq$1
z6Jo+beP`LT*=Uv>ZbY@Y1FRP6H?aPt)_e`CoaWtpc|WNYAk?CTbKb>%J4G!~69OX)
zatL0>ie-xV%x_NW*|M$AcLT(KKv>|wgkNgmyFA;mW;QEhR(44Dp{ZvO*K`}oe;&b_
z-<PcM(-Ph4gd?91VlQVC(CvEot9j?8LV_3wvgVXW01>f}%FGB|*;tEbgY1~*s8p{V
zq1v)fRhw+)qz1g#Kw$yUNA<agSzTT-g@nZt9v1q@-nx|jB+RQwkM73!)?dELe-O11
zp_Ved1<O2w-5F#5B~X$z^K9$_vMS-B?m=Z$uxbd1J5?m8Ryi1H(OdrOB7OZ&sq8M+
zC%2a?3%FbGE;h3hmMVG*%vT9fpqTELL3bdBW>2Z51^9|%$cou<85nwP2YRNn5^kde
zy|#o950c4v82LiMm$mvG%mnXx8w0O?B%WR^LhHLbPLAp(U!X$=BcB1GIW^B*@XVh>
z4q3a=M|W`ZZDpvomaG8OQ>Q_(EJh1U-Dl9D0?EU1PmHH=0d+7kteJJjV!q8kP2I*a
zO?2l1AZiC`u3jyDW%|4e?=GVIdvxZzCjZ5jb^|^>(XiVMbv09dJr(Y_$`WnG$N>F(
zmc5+oqoY1%rNwWiU&C~);wh(^PQ^mD3jz#tC#EFxV;Ysx<r->=(We@j19Jh~b_4oM
z7M-WdHCak7FWvb$39l&l*!0P!k@d|In~C4_%Mq>2$?;*B5?`)(xwXMlhITCBBZeQX
z`<5;?Vk_EehS`sI9&W*}4+qNulA6KNdd97Ogd>|DT0hG9OCSEX>r<^YvR#8e#6}r`
z=dKXnc8jDqP6Y|DILS}XPxc6;MUv%ZXg0l5%PhT*2_9zU)&W|nJd!(z@`;cyahAeZ
zD{s}<#lWZ3sde8Uis(zE8x(n3`Mz@eraLY<vVk6G>YID>!C5qH<~y&Jgh%DoUQM;#
zuL6)x-`jc3O7FZbOD>)FR!XyWl-;=}(f|v2HB~ZGBJt+bC423yJho=;Qy!77AA{9@
z@W;nqPGTvHUrs^(&uIQ6h5axov3ay>mgKX#SD&zW*uQ#4B3be6pZiejoO5$8O9#F*
zYT+%V&*;1Dt(G>vZQgD4W=`rG2=an5D{X4>1Cud1reB_hyzA8l1$)};uM>>uxQ|*q
z1)881e>Z<8kKC$F=N9x8ih1|wcB$qZti;fb(ef+s2fjl$dS{4gIBOO(rlS5<?Adg`
znng^&X{mqduVO_iOMiVWnm&I5_-Re8*}MLg&!CI>JK3AK=FKIhqBzdo@2Jn2p;7J@
zuzk4}o3MbKagUrp3bsf(bzZoYvGAbRKQS^`87{ag^GAhGwPU-Fq4(POrwIj7{)SUm
zq4^fu>(p(WCjqEbyXq>7ielWirs`TxtKxH4bvy<)RWMGwhN!kf>1g3dLz}5vU-&;)
zezEO1MMZWxPBx#g#L>pP<4&=BP73}k^Y;?fgnj7hn>!Y|!o#{}@D`4@5`%KLO&veu
zyR=n6MISJ!S)^6o?DTaAeb|s@M11z9rzx>g?3M84;5q@_u_nVVQ|dJ<u6CLWwjAAl
z3Ux0KLYe{_odCF+f!1#Q9yNKTB%CcFG2NQaXmrBhofbmkQU_@LW6|tAqQ+6`gYL?@
z{6j9&_DFfICHc%Ba|60Zw;7XGH3gSGJl(5jO>z13tILF*{Q-6SA*N%IB44;;Y@^h|
z8W0d}*L6l|v;OzPV@Ff`X2&@hFtKlM_)qr({q$cNk0FX@6QapRB>+m~xPFN!_CBlS
zSq6G6J&T4EUxFs-y^7y&$_iG06~Alyjq!@^Z3N?%asV4q;A>X{l~DenXCFD_Gbn}&
z54c6&E#L4gW%e#WJ~7!a`zc)`kDXjHJ(<?0kigZ^qNKRj**v5%H(Cmi5)R-dLO5C1
z(Fpad<23UX-poOg5wvn=S(I3&NDA{7jh6R^(U_kRZg?oUUGNWL3R#R_Zt~zQ3lDJ4
zb4+&Pnh`!dc}-F8cAk5@14j~mkd`!JIT#~Z_9)((ptkla^%vFGgJ4l8&zh#-ft@2q
zL_FsgsqROb(M_QtCf?LT<H<isvbeoU9zN5WC&J5t#~s1cyBBhs2rV5Mosa#GuZZ%2
zI!}5%!P>J_Ydkn5xhT;OIJ}LjbSULwU${!i$4@d_e@xF&d_K<-f&=tv%Jvq8slHOi
z>K1mgVbA!zXolazEr@1hDDes{wIvqlfgW07C?c6)IR)f!F3MRe^Vi^B(;%`pSRF$>
zOUxTkL5UF`&LLyOSl1tk3?fMxRv=m@{%{7ry4j1WdH4vbJnD+1^l1uCVywnr`%w0l
zfly#rjpxb6M{~8w;VAC7l<}X`2eCaT3UszUxw6uZxF6_s%V0n+Hajz2BVgjarmwjK
zjm`hM*lzxAVnf@p?Q~ukIs<-*TtK~|>I}RY79uZBBxP%J&p{yY-cJid<8kOy<m=Oz
z^-E@Z17$B|4(~;^wy-_VIntR712h}EWe#phQ?RQSMo53I=Dje{7^ucYqzVzbAI?lb
zRBa$h_gnybPO>GXTad#~qpC~&K{pM5!M{hbvWb}9MhD7iO!SP0;$CJQ%@$o52)P|U
ziso9P&nc{RTM^Nu_tVTluc`j3`^#S*P~qKzk*)^>a6h74grs1PY(THH!bb#5$Jyr=
z8>7TzYA38P{1#DD@N>uOZoy-{GKJCQl#W@Bzj89?kLZ%P8*8=Ic>J=}_U3ai`lQ6R
zyW6XmN<t^yF7iF6pL@L;>S47XDTm?yvwVNdb44z@KD_x}ndH>x!KHwRq}L8Kh3W;=
zlVew)su}OMC(<AbiImYryVe<Xp$nF3tSv;<#v;F$5kx+NdRfcnG!au~EN{ZMA^_Pg
zXTyxo>lz`%AjU(m-dZi`j<EyY+4d-P6iOPrCOyk}zXG;NlDj6Tf*HmfCkLy(nP5E?
z>Q7KQ+ZXrL)nzf%tiAKx`PU(#;@_$zp}@S-Q%VGLD<X8krRIbCnPWYsTW(ANnp-dV
z8VoxEiJz^O4~*z$^5(?tkym>SD}--FS4b_1ss++rWgt6;{h)BEReq~<92Dgv|I}+e
z=Ro}lB!exmC_Ec+i;ltjnK#Pcq*m$hRAZo1gOBLE2!6?SQiT0!SCKn-H%3ruf5He&
z52F(&-uIQ9WCV|Z%y=Y}toq_E>DfPsEACU?x3bhHFN}Xf9E4#HWNl`_bjNf=0$Ga_
zj$7F2>KqUurw%-=v5_RgqjwuJ)f`{V{7NlP29+`{)5%eeqUxY#Hc0~#DI7AhhmyqF
zldHdWy||*c0SlU%TVwzmgQyC*#IE7rf8?j`FX((-9Y>=mSof9owwAMF)QnE`M%S~{
z+7nUhsbW5M^Fs-C*3JfuIoxNGaL0$)%+p-0-gjeoStPEr68m&GuxFI11+F|te!2}i
zcSsjEH&{8X<>jroc|JAMM1yMa70UPkW1Mx1<UPO4=+!R^Hg)O%4fE!MPdUK4d!R0l
z;L!mn?*t>L+rspj5i3IR9#&R@IsRg#35CIQ1A{_#HSXUcrK)eHeX^PU2YKvd(pP1$
z#2{3A_yMw=*p>SuK%9uYi#03Vb&<NE%Ubs;q4=sSrD$rLx`?bs?C`)&+Hnbe>+Ru@
zV)7brPlxQS1Uy91(^j>jo?X!0{`-XG{FAkMk@K&f`=<}t@;g#7)HxQvwTtT(WIITT
zJ=i~D?|7IK`ZCn~RAqj~<!NkIqB2jb#yjO*`Fz%fd3E*2(LDveTEQN_k4u!S1U}x{
z=fP#WeWjj#K-7qH58*7a6S7mX1lpWZmYd(}4Bo!=zfzWYaco4;&V2RbIfUQVQ+fu`
z=B1s3%8kf^1Y@1r=?rz{=RuA_<~lIjdcL2){B<XMM(BIV<g>$)*DlB7nOet&_EzL;
zguhqijQ+4qe?u%KWXtLW#kLGI3eK8E4lmvEGkl+<p*avQtVTW5vw3(gVIFqINuh+c
z%Jhy_10$iJ`d%;b+XFVrhVOi^MtEGugokCP<hPIgxjbxEuaZ%-%4Hfv!TJ`q>a&EI
zFi85$*s5?-Q<5yN7(YHxzwA;<yUqD}@v|koz7ZISZ{HXe-XIh|ke&Tov*?H)4KJ*w
z8Q8grJ^uFic?r6`)PD$C^yiIfy}xf<;jD!AR?VSHC_DO^=HR?@%os?_-H4Iw!U!!o
zd?V6T80Gl+-ZV=x*+tU_TsvZtAB=vGekpj)x)D;U+!u^6wu0>mR@)UQf8Uh&)G!%&
zM6LgF?$GUWFp3wlV)5q=V^4l~Fk5Yc>@{O<>X4WvA$7k6xfW*m1~ln*IG3U#`@!cG
zW~`wqD`;X9P-NAdgGX`wIo*zkE_+n2$vXDKt>yu1En59J!YFpuy0Wf@(%+zH@};|2
zBwX&fgE|vGvqKoLPb~raTN6YV=Du8ALRXrz%;P6Mqj5Tuuai~bH?jZgm~zrJ<=zi@
zzQC)~rLMnYxlacS3O#_`#F}Y{4UKp32AF($5;31Cb^evqdd2x}VQ--St8`JZn$%Uh
zUB(~FV}4r;`hi1eD;}D6Z`egUF~#{Q9F@e4cIO_TlU={3rmImT7=hTkCDXM1B~j-5
z!9C8_N2<ZBo4~$}(URL$(#0UJtw$rrtM`|i1ht-~iBw*cfKr)1A^eJ^k5e!Gl~Xqw
z(w^SU-KBl;Jh0NnBaftbr&{q2>aiKuwC9a9&NY#}0}GLhm946^{2tb*&??`mCJ)<J
z6M^Xy9<FxUctv_jU`{q)0^|w#&W}_H?a&EJ>)Y-9+F7P|1eInZ_~#Zvo%;nXe_ZK*
z)+-uzM<LDKT<3yAw3@x%ZP{e{wV5XWF3$SqGGDqRdxx_xJ+A6|1Pxp*C}uimllz{E
zG)`UU<7WQjR(coa@ur7k>9@9D!Pg};KhaOgjH=8BtAF|xhvQ4Np9;oD((h?R7T;H8
zc#=NBBO0zPuER6L|5x}$-DX&))qi-M#;ramwVe#ueYEWv_#qlZ4;ky8m6P9H1;2x_
z2`<|-fbFJg?DlNb6PYs7*W7o;pA~8Lsnd7F2pE`;FsZ0BOT0c%XMX(eVa8|rQFF_S
zm9KPxVR+CZ*!)@Fm}C6GcosU+yWCpW0~WocKSHsPe6NY=aT+I|s~=kupPx*{9jofD
zVL&cr11lw)Zn)yH&8l)_dL}?%-Y7di!L^+=>~DE+P@~8F*{>?w4CV6&h#;-EeDq)b
zLGmEp%}x${U4gO&O{hlkez)ecGfsEqut6f;spV;$GRzD4H$km)1YG2JmXOjyp%Mi-
z%F<2bCTt)n6N0$HZ<>q=^+>_RptiISU0(vs3DW^G_`VVo)EPH3uFLSBuiZTMO_hQ7
zNda+mr&)w(9Tg^-`R3=NHKSMj(r@SwJZ8`B>~pLtJeuKq94ipV3;E2IO`X4L1IMGn
zCnB42TT5*Jg!cYfeQ}<%VA2?CYq1Jz{j|-2i`H1_Vu|;p`V%q~A4wDFsP+>;r<P1#
zPYfMaH)8y`$NLQK&s2n4k%MGm37=N@qr_l!hi|tWo|9K*qH?H7<FB!;H)Phqwmeib
zQ2V{-An7g>`hYvH`-E&-p&r9Z7vyfUAGL3nU9t^*A24zBm>IUCv`QrNJOyBnolKl*
z6Venc{C)0E`*zMZt<mxAGCAAu5uLYat7yz#)lb8#n|Q0@cWKta5aq6S^b1W8TN0)S
zd7S3*(Q)}$+_=s%aN(nL00k52{N?-KlB!IRv92=;?c7=${+N#O2p`K<QybYIn^tQu
z&a}KK?vh*sua2^*^;PQ@^5q@q^Rb?Xg9>--4ve6mHnqst(-pHf#J|Dk{&Y83S_+AZ
za$Z5NUL*4-7(X57BUVHKc4?&X=XSyx=GOP$BC@rQ8e1tWI?I{vk%$KS(}>>pL9Exm
zd({D8Q>Nqr65B)2+>FWlO3u+yqn&V<YLGaLZrLoic@o5|X(ltaD9ju%mc&Lb>>)UD
z4=j$o#k!0ceIZ9@!)_|p<dk$=r_fzGvagZdi~fR|;8=Dcq<x$G?R@Fxdvd)??I1<<
zP7BahrdF4KNsP<?3R|uTmZw~D9&wyueCIhV+|ZONG5^@D)>aMk)nqwxy+jVl`txUT
zIc+2d%QmYeKc?e%<GTRvaX|%JW^-r2k=fs9Y<O3k!<d+}{{W(_<mzGlkYogZC-2!k
zXs9wfj+oldW<B2J;~o&)pw)=@nyd0Di_5(UOFjOLqqVFpm1m$hN?mu)1q&xFohKRc
zQD>U_ax0CLL{WM)1t!*b?U+kHI0Yq_kw#jo{$7Dix)A(=2&S3&tt)pF{z05mcFTkR
zLF5Zf@xnLnfuGT7*}(P&R2W>MZlR2PnZ~ZaIcidCy?qpjK~`V?2MLVbUe!2*6AzfE
zSWq6^^Q!Sf)#;MO^eQ}x2s(&`HUPuGIBHV9mv;q?LyyU4bM90;TW<)SdpxgY^HSq<
z+Z9yxbKPU5$*g~njeB8uVP)YzKZW<cVE?;h<*0lgi|XyVCjSB%W*tqn)&Z(jD~C37
zm-PUly@sNK<OQSp^wlw4NN|6|@mY9R9YP>LDNK{F)cM!1?47F0b!HcrGtei`Tn_Hp
zmAFg<oW&l=NgVdKDaTwd2)#-*Ik}V#LsEW>Y@=%?9Vqp&*FUeemmGsIQd2~c|D8Zk
z>8YbkHPGyz#sLUAf^HQ@N*W)%Tw|L3OFWSkuK+=zitRCti^{_B3joIykG%B;5Y-af
zpn=#p*?9oy4{lC8UN(EX%!7Cm?FpKseFq{nV6PiCjv&DRM+tn?LIbovZn2iw;cRzK
z#LNi%`S0|Dd)0}EwR&(y-%avmal^dZSY_zg7$8Dc<Yq~C_N-v*8KH=^ne!(N2%wgQ
zQ$R%gL{TO3eMbRf+dbwh9<74~P(rEAwl-lwZuY_Wv+OhR4|@0@I#c}1h_8t2WO-`}
z?a#*8*~zq6u530P=+=o3PV|>^VWl?wAT9qHs2-`-vp?1vSUcQ)8pHfY<j&W*ePD&%
zhlS6zFzNfcx%=05SoZnK2-<&Te%VX~*<0(`Ipkg4g@sN8My7bZ@G43^myp*QE0dZ1
z{tWbHAt)Q$JIs%)Iy#Wgh)(~_@%CdY4^yq{*X~`BV7U@CxLk@fMm^M$R`mI6ndwAO
z1lHg(*Ff`<-HCW`%lncpwWEMa7M&8VCGS3h`We=hGF2~1snw>OZ6V}Jfbey`0Zpch
zJK6iQCgThUoe|%>4Si{_Y@8F@x3A=8^}RRMX06Vxm{-3xLLJYLMt1IpevM;J_G&1`
z9NNK2cd=hH=(^<lKA;c1fjFAFbnMxV!9i{ds^X7q!SNKAqGlVbOlEE>+=|^QE2p&Q
z6qCOEk+ZVZ1GAM^47p$b3M+wqF|#oWuWc4SA>Y?1*iwroizoeP7F_v$bFBXUOi_`w
zEYP0as7bJ6R+X!Tc&w&F0y~?U-nTfXODc5f^9jDpb3e{|IkU#V4OLpemOOHPL-F8C
z&^1bW^#XpkmJLg$n`Thbcy|iJ)&6!}<ciZoZiQ{Ax!kb=qUu}SYF#Z8iD;H4$QtAJ
z+n}iKMsU!^z!cLv5`{7)=D$c>)r9MjVE5zh5dy=9=<b=3%j@CdsxOqR-m@x!${c~B
zRt-j5g?FE)9X+NDq$lcPr}a~MCsWddA{MyI`~@ySawWKUl=>yF>UG54+c_7i{*>yV
zyZd7XFa7*IYAVfBng4@u^3h^biBP#eIfbplhb|pPR(&qw=R3+TIq-Wy_OqG$Fr1Di
zeyN#_<8O$qD&J^^^*FBUTubfQd{4RG!2I3nT1D#xeLm)*58XmP$3x$`7E8NGETkAq
zUzldnle!S!yCr+M2kkhK7o#kiO%@*~i|096Sci$^70NGsvHom#gAJlg{Z!x|Bo$)w
zW4B*gR|e&1)9(EH{rS`{45csH=S9NYy#o37-7O`n+pop<Qz`|_{GSw)%I?2m;JW=~
z<agbV($fdhdx77zvlJV$=u{5J(^eEGK4qL$dGRNy`@8d_Z#fct*36S;ua6FtLEn*y
ziFv*vpXCs+N1lpTVY@qWMq1($_XHgs-Q}JC#FnN^ga(S1-#^H4R2gFDymilft!+fU
zicJgH#;vvdzC_(n1}CJ&Rh6-<Wl6*t`Htp}K7Jq+@!n2yMf|6D7qGW4Vd?-;AkJ0Z
z(j@D~Xzq=U;tbHzL@%3l1`#6&e_fDJ#wW^e(L%bny3iyr`Si$K6|8oGW#&0}-Ef?N
zYRFDQ8re~|4Z}!{shIZc()a~j6X?Q7N7|YV%|8`cVZUrX!r1~e^yn;8d%pHpj>-^n
z+QKN-QkGNGy{HmZ3I`%w!R{|R5r7DTw6bMQt`_`*r<PjV`3M7V5XrJ&yes2pbdq`$
zR#~~OT!F`QK8A%;*aajuP=u?t#B8!Cp$OGiJ*NKOg`vhGWo~@y4)EtKeS_3I6t5*X
zn_G!In(Ha2V%ixg^qK1E4o7xb4Q>cMb=|5lX{~jJjgTKDRn1P@*30#nE$-LVEjZ{+
zEV`;cR~Er*kBeG&C2LAK{BY&+ML4>b!?f2{H3i~rPs?$?kwezFFrNBsq4yji29^?r
zuGgC40!P%V_JH_cH;3Z6!igcyo{04=<VoeNbOhAQ4FSq>yMpCyaeg-+a5T_lMULHC
zSgpxCIXD&jvTsOf@mC*M1;!9$F$AN-i&h`jp#4eV!I2VavKW#PHCWw4UEY`iBu+L+
z{*~{L$45@fpPm7t=p?iTemr&6?W|x#i7=>Z1FM3uj}c+aTXMC2&lsIAS3*c@yM1L0
zdk%K!p9W6g7+{xMu_!+PJ67qTa43>5TG+_`zNJyKN#O|AVE4Jl%;evQ8eeQ#01GXW
z(Sf4wiau`c1C(mbjP&rmxgJGLpOC?wQs;SSg3CIY54A_FRQE0*daAAWES9II(<}uq
z9l;YOUorsY2BpahRxH?%Di{BG!+{k0y|Ta73hLwLwJ(HU?^rFz8$n&>nsl!dHY5I4
z)xKG`X7?<Xe5^WMXZPMC#afSeJMD|WHbvp&##$H~C9CEqR+d{P?H5-28Nf^mM&a^C
z{4;vAKu7rc8S&wv$5o^~tOt7d9T?Q0)K<Ecvi*qSx0L(QL1##oj&yt@n8U!dtu-W^
zu~Dr28E2Z35Cvs_lF$8t;#=uHGMI9hm_QOv2Gk=5)+F41yygp~^qGSmCS-9mX}@9c
zI0(3gUM3;&I&01zSsgP5Nryuq***{(wVbZaJrIxvCan|cAEdoRWUxjFv3{fd(8Q5s
zfWKC&fOVLf>7&T=lFt*~3TOC#LhK%hf@UZ#iivWx4?Y3<XBJ$SF@|!^=Q*IQZVQKu
z^tlm=yMV{qt!-L>)v>=&U3JoeBzPNzpYRu}Fg9-Mni<X+EB&}9wU(cKh!=v4Y!)7t
zl=514yIcRzyTFG3(zQ+_&&8L^J7qTnRSDZ{30idi9DvLc`|UXxM&UKo7`3md+itAB
z`nti3wtNt>uQnErp(kJXd8&8r!Gk1kQA7#EsRb=}G4SKOuIR?!kZwexST6~C^Kxzf
zIqtzL2zcJZ{5D(q2<tJ^i&59yE)H(zA{fY*OrKWO!`GR5P+h?a_QaY9dfJUinz=`u
z;Q7K&2IsS$B0A|G<QAMPE)I;5B5qTKZYRD2bK4Pz7Y(lk7Av(2V_P;T3&;<!-8gFR
z2*BoIkdh&kdto?=poC^a$`a3`^N*mb=6!^WHi4jacg!If41Me;bodNAZRoEl+K2Ih
z6(B&c_yl-lPw`)Wxq<o>F}PFMg1<6^gZWlBMC#B4rAD?eGz#ZDt*EsjTZ8FcM!>WQ
z6YW%zVHY-Rkjt9<%ZZJKIcpjh2zzg&hAebFrKK*OBRAWgcb`?4-6@@c^FO`&$z)sY
z6(pgKnoxG-JCFgaJI^b$xRzT9$lf;l7|j&*``Xp^mmcFY4Y}Y&>h-2p*Yo*uH=cZi
z#uWBJ7;13;c3naw;-)R>cB4Axfc_kOT^zP*jv;(jyKvPowcVlAbqOHV!V>VHx{#lP
zz@Q!kiB2QBFT}y9L2^sJ)$<a{*;x`YK)Er0FLpyfOJ`xHxD(7!TKE?1Eymaz1SAeU
zU`nXw!0XwW5f3cnDPqC$<2VfgJM_9zU^#}6=f>~jWky}7o3-Ew4t5~v&n;A;9B#_Y
zuD|%7EnpDq;&JFRfS{dE;?HxRaV@uo0NAiX0UE8QQaAANz1M*yS)2>J%kYri39H?K
z&FY>5FQ7HaCPdkmTcPHxFbkS&J~*6(04}WB-`}!r#L!vz4q77q4L7&wnu(_^|5F7O
z^@I=3;ak}WS0r=K1>{VQ)w%Ho$P)(M<vXsqaCE$|aZ=c;JG%abDnm5XeTetZ0<aZW
z|4f%53h~%0JW0D0oSG#|xUoiwxjwn8%I6IqE-p*-q~mLz+*$}*!XonQQNW53_15x8
z!FYYI5LErAQ8-M)6&8+Ej1X%ZC&MBIj~3*&;oW_`yzw?ebf;j66oc;`!cGdG<LB4J
z9o|Qf?lrSIOnELp!5Mo=p?1XdHO}}bM<Oci1?T_#cY^#5Bx}p5-)>|micoBOnyg9q
z!RuMBIWlFSNGln3Lu=Q8TTE=3EM^N`M0J#dJdqfZB39H7>h<Z|FO4j5!@bv~BS90V
z-@$4WuoxWL?mdsa++O?+{$Tjy(;VoSdGJ)=u`}n9$?yo0t;buSZJ<>LlUHOp2`F5{
zC)6Gb&3@yys5uO+*`E|$U>fkpv{fNaTp!a1oO%3o2m3G{B-2Y-EF-0ErH`u1c@y?@
z4{76zC0zm+-!IDSo~5!@L%L-<)fit71g7@cNAk&UCC@{THk4m2Wce?b1YZ2)WO7)F
zp<OEOk+@rW{X@4#ZP~k#R!)=k=j+0X<Chlu&dR?1yRNSIEr<w8x5l#rxQP;u&R!po
zUTm>5i*fo`TGPRMM!sr8(2D=RY{Vp}Jl~+uvBIJ?P(Gy@5lBz_8g^?e;)$~<5!CB-
zjNJU55OG~Z@r*8?)}O#jry`^9lB!zC2GJc@u8MdA-{&)r%Sc(8dmPPiVM!yW8U+Hh
ziuynGqdv)R=?kuwm{`urESfD%imY_+xkB^&%0lG}s|Oj(W(<_FmQwah>8Kv~{#DLq
z$-Kt1T>Vb6R4wKgBTj01k~@)gX15>J#>V^9FEDv(v$m!&c74O%a8O)))73A2`yOj`
zf#W_!+0k_dFV}t7`LP%ElZVnFq%rX|zvd(dUwe*4>{UY-JK-0%X0Ph2g(|j^yR%_t
zG-=E6{v&Iz2?-sqY}a_1u~(;RGE`FE7{9rE0cwP-(JL+eFXzfuZ^}TZq-a^}H#fXQ
z5%Jc)mSgcjobit7q@8hB97XK};0X}&<EqfC&J^*eyKl@E)9xp=<=WTw`I(lRruZnf
z`AJn5`BbbKmq#w8nWUbr9r&Jt1I`0-w(M%MfQQGvC{lgE6`l>h>+I>1ac#2%q%KLP
z!IDi^XHOW^eLdNi*Dl%i;=2W|E~@+-k(9pe;?@zwo@fWu0MAOwG3k!)CMgF{u#N?u
zZWbNlw)ZMgI|h1oXM`~k6wDUcRvUc2F5w?a^=#f47)%$Iy{Q)PHcVHzGTFr~HM%u-
z4~`M}VzHz4EP@|~Z{GpAx;1K|LtC__e?xe8x8$?7TvV(Lhi379<!7wU7B}O8y0l9T
zd2chbcK-UokG;c$&-lmsFBjkQTm>S*Jp?}qtvA*z<S1i1^JVDSM=t5bLX`XfJq?UR
zPhM-XjcY#5XJkF)$qj$vbg-@Yqe{s`U?bD*<+myI?x44ntt{xA^RVa7Ac28cFKJd^
zrugd4;w{5dXp;w8wjGR+jloWk^C_^~Ye2sS*`AMBx;KcpnKQ5PQl<KU2zpXb9K=gT
z{BVir&&r?~>go2ZeF;`_!6G}nVkp>IGls2-gDQf1RBR+HUi(Gl@8#!zG<tua+NKC^
z=00sK3(vtS<!=VD`&=n^`|H(%BiE#y)D$2X)p&8gzZ-*afFKRgz=$4gcWQY5EW!`>
zobC|a+MYd^0`ROs{uVg$((d;(`0glpho7He7y@{|(tiJ8N6FAb>^VWAD4hG@9_Z?+
zWlEDp8ijK+91VX~w@k@Q&$SKDVup%p+aCRc0JaifC2^>V*aD@Y=VYa!F-5V<sg{WC
ztd8H9#<^~unbNVltEohT@mrt>_)G#DV#2n@2lp2fsecnZp3hI!%<F%p@qz^9jv6|*
z`q6?QmY~?~ryd>4{bR~WqO^aD7}BEzdX|lU)FxE6=0K0mP=|DR!`C!9P<S_zwvVEz
z=7Q3ZxN!^K%?Am|$Y>M<=_Nmau^F+g4OrB}$z|?M^z!upNrEGUg>`mYjtW%U?1!V4
zH<p1GFFifzijNw9V8wqwl)xhdnbZW%uu;~oP^y6Ydn@3cy3fEn-vaA-O%7-moSy5a
zRH=a-xZudi1#c-`_jtj*1GjfNxnM)<WC*VSmRbNt8b(Jnvv7Asx#6x4pfVwM5nSX8
ztQzAU81NRJ1NGBY1}-iK0e7cSH&6~4R{0NdPW72XA`6^QL>6dxKD1t;0usQ0tDWU+
z6f3G7d`SgZQ<G9yN3-%!HA>JYXv04yG9kanDp^Q1{eg~#O(X9PQwzjL+^{_Bw+rh?
zZwRmMMUP-*b>|q8<D3Ay)rfR;rtZyHJ=cwlzu%RF`l1DAjltLR1wB6-0jG79O7wd)
z`dN!;+qSglyYC-7z*2O-g=CU-W&*l*u@I-Jtw`ZW3ukh5VV!#XU_p+G2Z#Y1gKbt)
zMvi%!tGP*q_|UxYG&2F@FN<P;hARk>x@3LH+C#t?sRbw!(vW|}Wp-{t3R*bSWY6^u
zdb$si{pD{2Nst~|MW(M!9`lcmk?iqw%9M^8GMY4!hR+W_wQ$5bPC4j@0M&j(HU0tj
zyN#}ymX-ca>iO{qb8iMW`rRY(`>llWHt~^bRdySo%GOly3{yz<uOsqnD$M{(!iQD$
zA%KHT3i#$XBN(1zxpcH?B93G|)+vF`X5g-pcZQzT?cQ8$7V$y0r^7<r$|O9U_1vzO
zYkvR4=kco1e=db&L<ehcfs;J6Yet2Cl;&~mk5>$ebenI<whn0I6H6y4T+(4Rq0&;%
zZ$l5of7HX;-IzPG%_O_x9OWq24$u;I?!q1zzY*{VzIX{c3fnP)LM{VmRU}Kf(JfFA
zQsApl7X&I1rl>af_O1t@<jO2^@PpxL8>FDG%cYOb{sQ(hcW=;p@(E-wM+Z}0Q>B7G
zPHDwqs;w|bo_<J@6(}p)+CMq6#G2U#N~m)G3}ao@h0j#!Al`9^lFw&xfs#KD5OTg=
zIuUt7euE9)3ljLI`j!S4oPI<tD28!(%TITy2lb8)wS<r*+R-q_2S*k<h&%}!dO`=l
zO0oVopY1s-4Q`*M8o<P7!6tZIH+)w#dPhacQZV|rsgx0~>O`s|S+CM?l43g#a8S^I
z9V>zG*D<UZrY2>CCh2;<lKBDBp_DL9LFaktXbSHrnBlN6wU1-NFYDe}uxIwRh<x9b
zA3?{>uo-F9*8f+V$2+LOI#k*$5||_xC*$Ife~^6R5ubG?#bov8Wq86%ra3gTls<v-
zW)Yy3@351*(<h?a82XT2XxmC&kATMnzjIF->KOe{Ig0Y%%R<RliomVNg>5{`K^#e{
zQclk@J5aQn_>Z4G0;u^Z^*b~e4C^mgMa>0DV0tn#p2BL}KROa9nO+|@H_McSi;@cg
z$^8?10~FxcLq@=ZqSpR%Wl#ohf&y#3;NK{1yJL6X3lU3U`SHwVdb65-^uUh!c6=a~
zb#wxJ9DH~busuMLsZRL89B>OvdxYOfnE$yoWW#vkaDwc$HJ0Z24I@=k{HtSkI2>>L
zY+oEO%UakL`Is^fj}jiXq2jMmc))?ytw8t5+U38K<`<k}4O|=dvOTq;nC{W;lDqoG
zLk8X)+jilrH?FUBf8DAkkFcg!JwoY~YcSg(4Y~Tbj5!zn+%@{vBK?E^7<67S4_sim
zy44146!ggFJXE`Lz&W;1sSIC32H3qHbBJm*b;<q1;>8m=^GAR2N%QFqHql)71uArj
zpTY;cwSqz4jg%Xe$%n$n18EQjelaM_<C5T8VekDlD}@AyhsPPdLKc=<a%nJ*&Z(q>
z*rN9|*!bgRjmAg88c_uASjm7pxi}9dwDLXQqz&3Mq0pZzddnQcUS*kTd_`c;L`#;=
z`BW`-*Xq2QKds}f_toS4WZTOgjvbD?DQ}bVLBX4PAJU$;w({@@X#EbB_^!vQsU);!
z@IM~VLr^y57Fu^(-de%>n%rw&BVC5qm3wo~l{b7!vvMBW4MK*XQBFb3^>I2C*h=iL
zqD}|NKfZVV+Pf(~{z<=btx_7a1taY3ZmPi_C0|!F*37yUYIgHQqxafw>03>;e-OEk
zu1r;ms34SBs?PUV$lQ3lU+2b$`2{Z*8qUKG@v~BuuFr~tY=s04$DByAHb08po;1bs
z8H|Pwt3DmJ{?qR|^FVlS%4e_4=wq-l61u9AT0M~e`OlE9TVO$NF`?_IP3+P=zJ~X#
z)uZ3F|Lcz;<XOsv52MN_MTwR+d85CXdis<hNKPB|HjQ@opQ!B4vaBY7PNFslyrJy9
z(Onq(q*g(7V#aZi%-aqbiKtrWmwo>6FQ%y^=?-4k)MB65uHSPw5BK6;A({t@Ks0P%
zL{bkdm}K&pKU-aGdhuaR#V%#rtq)#UDs4eh&T;G$QcRSjDG&Ih816dwfvN|TiIcVF
z@5L~g|Jh@EoALO|v^c9}us5seTH@~9%+;}-Y0YMm+FEG1aQUAz6^XuWwS#wn91Vqf
zCb982tpALd%zb+ry8YiD)^ARI5yjrT32_$4ky}z<E!%gj(*V{wBxHvTPep=cfENB|
znNUxEn=F)Px3$cj&=M9vTa4q($8TRPRo*In&jFVILUr+_>=(3Nv#ey@f)$M`<<27S
zk{yRHpJUl?6#^X6P(3cfweiyMTJsqPT^jj;_c)o`IfeKC&LaJC;5ccP+?)0_&E~Kf
zqqwcCg*O~CP7|Y9F`wiq`6}04^O>y{lvkjId!=wZHp0_Ix4rU@Uu4|F=i}qagKV`m
zrVn}Su$!zZMyJ5EB@$ZFe)}qtfNy}~iFrR}!7cLjWzPL2q;WY2z__APKv>AO&F)Bo
z)Xo2Vux`0glkOanJpNPq--IltEubSNBf^aAvLG>6QN%z0kE}P3hw^*>$43;UjIv~(
zL=jOTJ44xpC@K3^w(L8@h>&$Gp=?74iHYp{F3G;{#@N>x>)7V?JH40B@B96H|CmP)
z(>>=t_qoq?uI+g}ub5Li{4epHZEt1(VQ4tjbw}bsGE)MK<El1iL6Qc@hD*@EQ-K;!
zK!~Cu-ofaM0!^L%Aej;OZZ7Jtz_vbxAk)MVCisOCsxM-!lb5K!1XJvFPB#`s5_y_i
zp~PH~BKT?#91mE|<Fl*>ZGFVRQ{HZ#)UHo6S`3+{&E`){eMfQzjNwp(XXa{hNY%G>
zA<g52&CV%8JM$wN2qk>^T+JS_0s90!YY0x}K^Up-?YI|R^8w*Y8l_fj0)x7`Ly;zg
zS%PEuE%9D+>oTY(;Q0pv$pTY{ETVDn;Nefu^81v`wEJf^%I&C&^wY~mPEN`o1~gif
z>UFQVh4lJ=eqiCn+8jwG%RYEtQ&Rx&K#(T_Wjl?PX}w;3><wg7(g!S9*o)f+8FE-e
zy4Jdp@+l_=!^HK!_e34LqTuOw;8-er5!Js|aGCVCn;Vz~(2<^A;-E#<7r*mW|H^}T
z62%<+`+?H(hac|`qs|jwJ?8~9J3t?3YX42(<3qd*BazKw*+{@|2D**AG~jEbVH3Xb
z?OIz8&TJ^#XQ>_>y{Un#yOJIbgT29wMF1z9YAL?sOhTE&z?M#puYU=?m&iVyM)v({
z7Q3(yCJd$B22F>FK5X$KI|<R++^<F3U2D+J9XNei4q$f)T$dl*BTj4-*760{<}`^f
z6YK15ol1T23c^XQ9!S3a?qi&A;UqX5lFzl@)IquJpRk6;zxOh50(?YnwUNlKFCJjc
z65y<edo|~zrhGnt5ZcC2A)%n<#+<VE{)0SF(OFO^dj(&^hNiKB6VHR}lvv=Y;56c2
zOm1vQtQ^}ngblvsTY^DLP43p{->_OkJLZbgn6;yS4ITKis1!JsbAMkl*S}x#yfs*B
zsb)}s`0s5G>=QaUw$H?2EGlKO1~>foM>!@@9IV!dM`Dw%XRSatuLCXcUhMz=4S16?
ze{CB_WnkMdH2~9QaS{g$)ur~<`vlv_%{|#0B6edF<+=|_do5VdXUWwVfSLpWu17N{
zU@rYvi$?;x?7ve3Z+;TT6QWBEE4xgyQVTG8!z~DTV(b^Mc+yp(eY%BZazOH`$Cak1
z$5wsG2N&?jkn+=d_5m_!tBt?Az<U}UQVOOTIT0;V!!THSa!WDH%qUI@BBaOkOKKFK
zaV1Yy#OsA3ng4|B4=9N*b(Te%S9aZ~Tyh>ri90p$6R8s@!F*s~ss7p|HnaFpq6HHN
z8z?%t1d2`qB%Tqnn(LyLabUx;SRm~1)yw?8O&!NM;NpTput@*Is`qzUfz?Ol83Im+
za8K3ccv3K6Hln=gFXpAKeDefjtp~o(2Cx3X>D3vr@-|AaGDR(bz3Peu43Dxg0cA2o
z9Tb(9r70+ykzj|8W&ITmoFx&9ea(Ho)?6|wqJt!(A}j7?VlAtCI0xjD;64tv@GWd@
zJh(9_A$}+V9COV{q^ocm3)mQo35l!&(1o@s6S|sr#N`?A7HhFUfHDU#?O^Eg7xJFW
ztB3Sp2M+%oh70>0yqZm3l<(g`l0p4pB=T1kkgv;tRSV+n@tI)KQa<xw)ZM$gOVR1a
zV~2BskG>$rJ4pn1n%gYC8gcj0rkH*D{4F3%9C@;AL_PV2frkK>p*XmFqM75;?_K`u
zgjVG_S#0Bxh6g~fGLiqKOZvOX|Ft9I5w`de(b>K74jnFS)Ts{|){dlBAKXNS^Zu2J
z{J*>SU!+z45)1J9sT_lW<8IIo;&d1OGIdF~65?BKDm^~<9u)Z=#QS3Xg^2dk!(6qd
zL3ceez!>ZK95ndKe;}X#HaTcy`fHxUu{8LGGio3Be<;W(Z_A1hZKid^F|Sh2-os90
zt^sMAQ2n9k)lts?)}^BWcwGOH3?NrT^1rYB|CNjd7|ta0s&+DKtwdvUCb)HeA($JT
z8e#tEQuLRH%c#SG;(v{ERx6ebJ#hvC681gKx7o)kiQY#q#7#@~#l)bx4HGTqu(;wb
zDChJ}uOmPo)rv6^ZvA<o10g-)RlR4)ci%FG?c0HjtD$D-{1w3gYOgo7mE}*=EI(W9
zvOr93^D21>Odp3I$XGSXG7r=;BTB5-U8TtRr61h;)Jy7-T{~=?yEG@wkM*T)pn2>I
zk0}=*yY4yIm}#M-y7T4PVRrBNUaoQth->eB)a`jGYtt(bb<~tW!Yo6{@@I5v7bn~9
zKutp^Aj%P`k$Gcu+qcud>CT&Q-#9UKo?AH{Jd2cUmpbeFH<DGdf>g^&4J>yB3Ktq5
zC;~j|mZkK<{#B4o;~FtGFMT03-kCW4I+7=CC?!n!^yhnb>e+C}vH#5T^cjgPr`4Mw
zFDP#W4P;|(<9VX4HBPMP4Z`F3e(FzmH^p53DM4{sy!A`Vlz)UFi1)Pwg(V9_9~4FW
zEsXfzAKE=&w^?0J$+AN~FkG*&LgiuP%ppsa(D!k7k1zbZ!F;9Ah{L}?j^mw)jIBN_
z%5C<#UC9Iyxq0k9-5Q<G$DeiK?Sd!es>!2%IoN$KbW6SHDC7Ac`Jt>3+DC2tpC6!=
zq;X?=MbA$~2-%?m*vVSdfwPGvxR?dV)DJ?gBXk<o9CIp4h%{Yp8LixI^Gi~q%z+>*
z|AAbowRCF0qh=DNQSoKs2oXXee8IR5z`*!7zQYU$`Y1at;(Oa!`x-(WJ)$eM<BdX4
z8S67F;{c7wv03(z>AIek*W<BoZkU`EP^Hzy(t{$<wO)Uqg|U&0`olZBb}$DsrBvI4
z(-42QOEQKz=7JfK`wF$*znB^=g}jKd5CM%=VMMJ{OL;Er=9qEU@;{J+zillLz?f3l
z+6HxX$dgO^mw3s$fV#Hu>LrDB&&f8}g7f1J5^GKbdZSw$%(wA7awB1N?<r+sMXL$R
z@*>gQ8+CjHuHsJ^bf~qWjCKTO)Ld89*6m1T$E)^VZmmYAM;wpVYs+!Gl;!m5wdrk{
z>>giTHbt(8U<uUiIZh2Upr&pb{LQc?@{}^Ep%uo$W>56<lBqo<Rf6=&OMekclIrH_
z!7dQ0lF@uHlHu%CgtgLj?C?DLnJWOdCm@hGB^?9o*@&{%Eb`#t8a)^Y+1y0PWhQ!i
z{sTcaoUo{zB5{wtYqd;f{O6kI;2BUKWW_8{M7_huq)Fs{emrrzLo>w!&(K^<dHHn@
z)WWzx5#j|6<RPGfS#>JWO-V^f6}z9gKbB9?Xi}DIxX<F#iL;sbE4^nRM7XY(_xCBK
z{cs5g7-R~qb8B4(+3b!>wIp70@bUi#@(-lY7_A8Lb|NfCKZ-$|cSeJ?KOSnprxJHP
zkl1ta;Lt*&NM%03pwf`C!(aT7>l|w&O^So?*_{S_x);6(J9kG}8Y=a7pe!(u9TC@I
z(6FHJF?zOc#m`okP=TV5a6DIqv;h_OU;BX{Di)3KUOcTQPjQk46W}`16UIs)e81T0
zw-NBE@l&>X9CjjwQCa9Dc$9B9xa%{omJU3k0UvacmHcjnToBP59IfwXJC@(gz0jT&
zTB_3lWpeyTMub9=R4p?td&LvV{oKxZ^oI{wB;J)*HRjHwhpS*^lNIMNA4-C?=f?D8
zJT))C*#^O`x<w4Da3Marl7UN!1!PKfH^Ep)qMGc@^mJ$da<UO<-Ta7oB%rvTxmwZg
z1V_L@0Z|foPH(_`l-5M~UZAu0nHV`xK>4o;l&xQb%ZX}zcXX;wRHoophF9I5Qlh*Z
zmVr}Ws#1CazhqFYwAGfA>R|roCAx0S&V+Q$Bup^--g|q`<Fa31lt&n~F9FhxUMcf0
zfySgVpp^=12YIC*h{pt8dKf-z{JvQ%>7zKu={`moT)5yBIxh@<Mjw?2xaWAuPS@Z>
zRT9@d@@85GcCB=f)7tw6D$(FrK4Sb5gDh<jJ1Pa}hG(cS|JyN*UP`?Zjolpp0%)89
zo(Or$JxkZH^0ah95-@eUqEFW1N!J|1Y68G&%MNlJ!p;(WqUgyM^?WK?3%b-lp_@Hy
z<665CDp^D1*$~s--ziE612+2hSwu}{I*q6ovxl{g5Xj<Vvrq1w7&kCm#(P(Yi(gc-
z@olv~ws*G}4Kg%_rjs9Osu*_-?qo`H;yOK9qpn?COxC_NsqWUWdMTHm`363so!-g0
z+jp3rY<GAxP}=hrNb=}Q3yYM5qUr9;L>zK8ic{4(N#c@M_M~RRCX|wIfcbhzl?!e!
z85&+`q-%axvq(Nr7Y<%5V0mn{gw^6LX{H0G?3s@j22tT8uB-n*ZYnTulak@hb%Nk3
z4}wXn;#D+JezQ}?86kdlM=P9k)7^x^V9xyl(dtMq3v6O%fG7}a6@oZkXw0HGt$0_w
zp-ewGuk|5<=?&h!#<}tO4gb&cb+^H2FTg(0)vjpjbL){EfVZbh%M-Ym!3>pp!SSYd
zYS+J#0TpwkJyn)(AYJ9Rn2g9kJ{i&gJ8sbxY=EeGWv;_nu<-Uk5LD+;VNw?moQ~*Y
zfV&-k_V;nhPU@lM@Pkos4E>ERNS6RPP>rSqR%PSSTD=*dJ+V8zJ?JhV++3mh?UhVg
z>)}rCqIf&G{h4^t&fmrpwLuD_vRuS8_ls`pn?k(yTiJo4$#<{mR?`YcOZ8D=`i&hA
zv?Am#+v;E3|6Kvfcr;FU+M02s+maV%{(<l#3G`&E&-GGR9YHH;kjwuEa@YmF3!I#v
zdj_@|G=4G!h!8LNKpsZyrK~_+ml4sguHFnx_gSO~qbGX>2dtwCNxB&z!xFxW;+pU0
zI=k0`n*=e;`8!Wwj84v;*#7NZV0hA#tqkd<6jro-KOLPQ<M<62n#G$4rfxNTtm~D?
zjgNo-JB>>AE{-HyD-GXnAl*#1uNRn`KWRBS76a3k<3K5T7nc)jVo533ZP3Rr9JFY4
ztvd|um;*yWd^8xALI&pv5-drfjeBEAVzP4?u?lrWMMT24!0!QaGG5UeJuZ9iA4s42
z-^XkLkGc4hSnIQ<PkD9%+Diq<@P+R>79)%R05~03z5d`0(;4!F`Ew%F@P!NI)q#zO
z!pyJHLrk5{G35Tp1c={7MMO7G8;0Xnvq2|c+YMcwKV{Sbjb_olt|Q+KPxS~<MWxkt
zYvsaH45&X9?^Oa~J8^N!xgfj7rRcR7eApVXIv;57sa{r{>ZtDdf%zQLE04|pcGYCV
z2RJQgg0%cB`Jg`|aMAvQD9-tAa1+NEJ=vZB!|tu5wrw`sikno9_7<*Xa`$;DipeET
zZOsVO^KT=nC!`|sK94K>c;#r!l;1?%d!vtXpj7XV#XP2!T-cyf+UfWE0`8derq1c|
z90?OdWnE(E{Pa!rNk5O@=cC`e4-=5*4uFCp4685oej^AA!ednp?S=H=jDf}Hm2u*I
zsrP@EQ}s|SRp}9DaZk>lxWTp0^-&Ig)cXy?S4+Q<=Xqv4&8emDL>$IZ#KR}}#&H+u
z8#AB<)|ijI?T)O5Xg=2N9^`T=HHa4E$IoLT!|$Vw)R9T3X)am+PZ`ksJWN~)4i;H{
znp}$J(J|LVs+pgf6ACI$L)ajVYzk?hKJ9ou{3v{P9*VL@NPS(`v12Z)w_y}2{`x%2
zp0jd0k|Z)Y`@vtbw6Aa<wb{=ttZ}R6W^0gzAl2p+3osJHkJ!L~8QkppPhT!T1;k;8
z-3}AP-3~FGmtVZ17#w4cgi2LW_mN$~J9yW3XdlS2L->)}@_bU%+ii`~>Wz1y&`-2X
zla*ZTC<bYhYY2B|Gfz*NN<#y+;%cgRaR+i}(pQjF@>7pTJLcSbn|ySYBuMNP_p^O+
zc<v$aqfChnIE_Zp;(NtAgTT38ACUV8vae&gT!sjrWsrW8Ib7x)U{2MX*So4$dj|()
z@Ct3s&lL-ExZ6E`>6Tf80P3T~On_`*XZAE$LQL#z$BdA@&V09fP0&r1^;Fzex@`pF
z3BhHXQor_><I##W`33^5rZK+4zc@=l3~imcPoVITCf%<dOn)xG_RiD643z|lu07l|
z&H|GgZ2Q!43R)}p0O~z(T(D(8wFRR093)najT<i4>Z3j9We#y~fzq*ko`oHa2(m;x
zuI|N*HJnI7_Wlq$^o9IDSH7k>M;1PN*wxn^^`G7Ym&<Jg4~s-^BNWi6t<~S~10Tqq
zMn@%XT|Iu)*r6Um2$#hY7?)*_eb8s=L3qINZzVyDaP2*NJPOc^fM2Ma^DP^#_px50
z36a0G+OIPGWL|OYapfH|o6>VWmZ5XHz9@3L5ypE?z_W0t2rl0Jl}j!|<C%I1vR^WW
zYZyr4ISoG|O}23G#O-fjY8~^(ZMo@eQNo`bl+8;hJGj^^Zf3K<Bew1qW&9*Ke08sR
z_-DdxhrwK`gnjltS7rv(cRIS%5hvb;0M0B%k-co*tM{3`(Bp+(eg~)>Tq91<i+S5f
zD;RMHr$uWM;q8tSQ0h!nLUr+J&OtBddfte3mE#y;CG@J1pRnwD5bfu$n|5>@7b%|r
z4{`k49TJOIv~vhC_#4?^FdtGW1FA9G^FWD^YC8J)F}|zyK|W|VrC+S`pfCO?F<-gG
zgqAPZ<O54NC8%aTcuuy;+U~<5G`pae3JW<V7!?x8Uz}bCC-hfTh|dUe!EdC#1_e+<
zavTZ0NA%}>0bp#`ifB_<f+I0rC_6$E@_-$sw=Qs4>sJ&@`tu&SF+{dnwag@9H8z^m
z(Cqg@>nM-oM#q^4XvCZ<OK1DC<CLc!DCq{E#M+)x=30&Qqb-arz}`XYz<fK>Z*omw
zLrL8LY?$^~+H1WPX;NAa-{XVqZJe+OZ`l25!0MW~A=$l9YZU?{5#SQ*dS=DqP(Y2(
z89b%TPHfyhdRmwc>V;HgnQeK4lREr4f06bUP|JEG+G*oyuLq=QcbTDB<6hciZ|a}t
zT`s6*&>YuJ&dqT>8X;SI=)HR+;G^M<Y5HOyH=?@c?hV#R9|G*C|JS+u-_G8pMQI!C
zhy7_0HPAui?UNr;oKA)7Kb$%Ss;iY)KcckdV8XV=YRN`Z#)iMPR=K-w%<RPAma6<?
z^O&2Vw##MenPRO`qAJ^m8D0!;%F4!Q&xuFDKhQ+1zcVf%m?+x|Hcm}`?Yff#z3ZHy
zu&WMD>v#psbI*0-*WPxn@K#pUzFD=V%o|h+&rBiy3e01*&Z*`BGFne+Bt^Ce*#x!j
zrLtO!p6V*;m_gvTylB`s))SbQzXjYf-zuZ4Y-`%TnzZEZ?&|+&-Z3z=ndE+TiyQf7
zwdZy0*bc`M?kEu1{AILoV7AfI$FSmlm-DsK9mUtoUUTCP{Q(1Hfm&Uo>{lS(Ji)^a
z6>me&WaMKvEA<AERNz*ZmO9AEdn*5d^zZ0(bFf}cp3c+y<o9hlY;UPPfvDhtkoa+>
zX}1VUQucxDIEMd@MW_y4w%b)**ftwRdITNmWgsrW2nxoL@li^S3uVhldZ1*nHn!oc
zmk2EtQycQ9>;3)|<iKE3T#-SRzFFVXhXl=k)SkHgW#EmtJNunMPe)N$`ooS&0TUsW
zsGR^PVt3m_7hzLQ=cU=Xq<ZU}BTl&OYKzcY`!TqjT?FAFI*`O+&FFc+Vs5;~^4@H-
zeu!i(r{qcNb;D{PK-yOeKT_c9P@(?Tylm4M-U$r4cN}Hb@?UK5@vhFd_Hg3iWaSTl
zfd`6kE)^Dfp`Q~dGWS_KEp@ppE#Awoe7jG%_;PVPTE?3E5$?GS-Ro*)I~xCu$MO3z
z8gGibtYqwbMw?j@wm}x-v4fef`m1wlz@YGI*tFmKe*00H^|`shWer)Wfvip!rxpw)
z<*}}KC9=I5xbzCuxuN$q#GsOlbi5LvLx~r{51Kgpu1LquGY~uPToxOSHV4H_rz}x`
zBlUPTr0I(1o95$A*Ika9#^VK&dk}V;_}R<TsE-@IO7?<u86;lWwqb`&(mvr4Sj-2l
z;M3O@d6nIz-|cgGN*=J0D9DL=k8yPjr*s4scBLs~Ytfdx$ZPNOtQQnO><Tq!P2RQm
z59Fm^Wub=bQQYtbGrnkE<r9a6a~}%xSbJUH_2t^({k&$%X(kypF+L=%;_dh^wvxkZ
z`m5#J&Q9J`0r4IBkd;%l*mWP7h7TD}lgR3O^OUlJW1tB@-qnQsn!cm1*rLbvzkPNZ
zNxEcO{kUf(CFIoS>K0{=o4$R*Y^b!-1W%ZK`o!R~DD%oI{hn7#<hQcP4U1~Ns%NfW
zXYu<j)I}ZJ>pX@sr-Da8#Eb@uM7rNB4Jg2C;QUCx2QjlBmI>eSEkSK=$2onYh=*o=
zfezoDZ9x6atjUq3)+q(U>3NrrWHt70tE0nQ`gUC{6>{WH`Z<_L6sVK6e48Zu+%?8S
zl`${wYn&Y4<S%^pGI>hs9^G8>q$Xctjf@PUiz<TOw5jJDxYbuykaEX$M}nU;kpBGa
zQUaKdoACpcjamc70;}DLnQtcTuc{N7U!OAFFY+`f7S+!#{#MeCeIq}XB{+xV(l6Rs
z^QZXvcCoZ3^h2UUZ09bG?6=u8vFEdSM5X4_K+B(RekL?+#`Q1b1>t0JOcT1N)eZ&r
zehw#ZDq>V}Wm88d>RE>^Mn$M))b3R|U+Y9YQs&ylgwnB=`0Dk;AkuovHWkL~m592k
z-3*GIr|3`qY)>gGwN<hia5)11%3IQFYq-9*=q3M=ap^FM^^pZ9`=@JMW@#-A49mo%
zCqiEXB7ChspS%e5@aSY=Tj)p+Iz!j28o|P{iW7V8ILd;PL{w*K{ADQ*yDF?@Jx00E
z#dC7{W_?}C<_OTu9pzOybLtnjxE0s38cdvc$%PJB4W{|zzlJ@Op<(O>HOllggC9t|
zy)#GN&BspS-|x8h-<<fGl`r+(1=;$uRdjjzLwamaopR=s&x`Z|(bc49mG$a&ap&~C
zg0!SE(EWm3?7{&wu7H0&O-{?*cj1FT>6zvswTP|q*#0dUW-SHeZmb;p?XX-Z9q~h(
zG;)06=ht;&`StRlxjFBMNgjz``xxuNjm*LCxYCL+i$I2p*X}85_vt+Z%v?}vn{#v`
zJp=DJ!}Vxxa9{pXE^)5<_<!2}{kIL^|M{=d<~|^HrtJtSLT>PY%v9DDPsc;MV4^bc
zSp6FRf#fBOk|IUOX7oOvGCK;(4QH>W>HAZjUZ@kQ?V3Z&G7mRw2*Cf+XrurpCeW=e
zbSoKR_lv<5-MW`&?`XemMrY8?78@V%+cl1c3L`>9+c`}{r@4(ru!k!Vs?YMX>=)lr
z+}t@m_h37H_>Y&JhHs(w=G`yxN{P&0lBsfQT{f!DzkAkV=^#7JOFpyC^_*}!DN9l?
z)6dbtk|HDFAdZr9zfdLYL7-1E0TwQ~pUQEoIBvpvo7+GY8^_E3Dr@TTWxTR2<RC?A
z?A~TpRe8d#K*g!(P|ncee9KsKB~K|`dG7SUN@Q^L7CPU{c%XUY*+B}^BSQt;<w)-W
z^ws^8sO!ybn~~JF{&d;bdo(M-ZWIHCXt{@WN@am7hKdWCP3C@65*CdYFjkSHy(87-
zxk&pQo2ygSVHRIz3=*ou1QvS*o1a@asP_1s_gM~lIJxQ3yjsR<7P2(5x|#Y&^~HFT
zbl-)x1B}Jjn`QfpWj`!}h1F=q1|J%awkB(AbX_UWx40YGcs?3y7{7O+QtN}Vtni>}
zX-VzN(#}QN+51<?ms+XW2r)SY(fDTSG-2gRQulzF^~1{N-43EXV!t(+>|u9w9`xow
z{LaxR+1Su8xOe|oloTPRUL7s{UMVe}l5hWXHPA$7IJ_{Hr>ywux4wKLz$fKr>k&Dt
z>eJH2C~1$4dn8GB7kJ=%40{Vz<AbtaYFX!f4T$<jnLFE8K7vH)q&{Xm<F3!P`(kIt
zB_GjXd#gOd$G1osuRqeAMP(VOU|ryg-|NV>{JQl^@teu&GLeTBi3cSG7Y0No^94a)
zu;omqr^tJSF6I8x1MMFzs!yKqX1x2lT3lG`NIK2f0*g+Jx42T9xRI+;O1>DX5&WbC
zs+>^o*ii`aOl+X3Wj2kOnpO7xI;A!i&6St<W<#7^YcR*%!{myHueEfFk-Bjp1NZxg
zX9?GN;^Z#Wrl=5ev&Pq{#RoM?`QvX5g$r(dJ(yWwpj@BK@nQT-$W<7|WEKAy+*gmt
zmtAmfeqRosb0c#>2GujyRrwa=yQ?lEF2os(dWg46NE6;YCsDR@;uCYO#pym&9lGY?
zHEB@dHL`g19lpI9Lb*iCL(cAhW_o%BDb_3*`N^#2dD@R@C6E1#E88CykQO#;jSRkX
zg|X?Eb;ytP-mfuwqG`YO?XlmXpS6k6xV*`E=^X<;7cR#?CCkIeBAZNynH*(iLl(r<
zN;R>3v4%0ur&~T~au-S5Oh-%6(#U2!rKBuc@zkd&bj~$yw@9a?!c`P=w3?y{wMGAw
zuRD?PX+nz`_B`8>7Zmd+1gq?sr!Q?(@d>F}EWY)*(+)TR7&1O_*Tt(33H>ng-*#r&
znI*EWKuv5R6?2&Do!B}}Ezw&kn$=o-Tjyj?{lpI$U{MIMv!H_fa#ztbk97CcmY84O
zlW6T!miEd)2Z4td3z<cGsTuh9{sxVoVGDk_*NGGLbP@b<$9^qh$6+W%_y!$Fa9-A;
zUgOVM_ZWO&a;rB<Rtf3RVh7Tw-xVFaCLb{tf6aGj;F6Me5k9nhwu8<p8i7T*h#l;X
znRMGodb>0(GW$`@p$6*gntx6bF)a;ahdIg<^9B-c;4P9-Bg<=YeExv}(zzP1lW`j*
z_Z2?bUq%L_9+PCpG0s2B9K(<oC)z&PyDFQ0a}JzzeMc;!9JXu0+<h~!uexca6L0YA
zS66f-6c(zs??~<yC_vph@uq-2$L-Ac-p?6O8Fpthk_5j4+Xn4syH)CzlIVI^H(v-G
z*gW=|6Y^MIjr2cPM~R)%Zz~G27Yk*edp?XoGzh6QJrCh#4U>JJ?w{a^6ANr8amXfc
ze1;w0+V1iQujS{6+PDZhI%7Es-w?bU#wV}klucdIB1e8IM7cai{SLT?P{kJxF9*%1
z=+;LszlzpK+*P(;EZBmr{i4`!C-=dP)D{>;di`wDwtF%*>=sy_l*QHwn^uy=F+JRu
zE%-WVD`_~QM<xAPiAKs7<&T?X*g0DeCaTXfEG2!jd^JOw-@q+;Ev()=dDlC{0>SQ`
zjQ$j!OgF2F%5;-mp!LrPKwc`l7a};=^1v<#>M(l60qfI_`|4kIJ2Nv4{<2{p`^EJK
z?0x9%=q#A71j7{KR$b|kV;PLv_IJaZp{$vADAlJ<$_>co0O=fmy<e-w5tx^#Yo`wf
zYE|BsEv2?-)pqD)kTy|$rf+`w-z4&xoL^UBb146mR1xE8Tq%1RK0$<gRR@n0V%5LY
zD-~M*&Z(x<?!X0V%>gV2zBTZ1o{a$K)tQNsFU#M<Jv)e7Mh$qr8mvlB&KF|PV~Puj
zgPYpR`Ejrm@~I*$afB_x8M}S$N363<aBok24omqSKOq~TSoRr?o8J1dUh!SWY3#Uw
z1+pL-EG{uUQ+<!ZE{^EgHp24p?W3&CB+73bOuBIT)i~=Ju7={*lZ%>7;%im6R1VrK
zv+hgGRzw3j;#&LcSA|)z{_A;Wd--<niQ4m`1Zc|%b(q1m$smd}(lYrjQ_<GHQ+?6q
z3fDL!oi4ViJ};9}5!|??dfFG@_($;fT=ZN%r3l%tS)*#>(gI)i?3oA8@A!OGx1kXy
zPs_T2yvPvd?v$)C6hCF4nlb$ciQ5@HEEh(<Ftpf(oD2=vvJ`a+xSbSS@xSn_=E+c>
zyi>uHi^QpNjw$kOi@E;9?<J7Uqj8$>_{khMV4|z!K<_8MoCDDvej^$<k7b!vPuz5J
zupd(YItx4KP#KFRRpr++thkuimUIe9>-*J)m=t$I63IDN`c-@^CVpVJgESMhMRdG;
zd;^q*v`SYiyw9$$NnScIAzO*aB$|&vZ&DdQTb69%lJ=Gv^^~(F&wt+3ql%+n<NY7j
zy>rFDM4?-)X9>JhCh^CH|Lv1I=9<D2<pu2|zL}}1HIHNa>73ZI_cDL3sd_Kg20tyH
zqk&foj|9jF%Mk=Y#)BLEB&8=@bfUwCNqn{YtzH6x)8H3ZGOx&oLbp!69`A_y!`Ofu
zkl#Z0eZu$Bly;=3UkSd6QKqmpR^}ml?k)l;SrhG_?J$31Qu;e`m03E$(2~Sl!1<HN
z;lkg74PS3d=e59YU!8&S3aR@!^A&JAMt*-9tulw0a>G~*yiL&@6xh7-r{Xp@^|G2v
z@0te0<iEVsTwDxIr(7;GG?h%`4mob{9nOc-=?P5;PQcMByG&}<GdaHB2bylY#%qxj
z(+o(>AhonnwpzA?JWr3hY@0i(iw0)N*S}p+p89AjLY!y#@eiY`lakU^;&ps2=x^I-
zB}R?C8#{^i85Q_)%KPeGcGbwHy%|;U2a6w7AF&_fG?$tdO!YE}SvpC|`00bJbNrq5
zR}*x{0-U7gs~XOGbvz|7=K9(A+S@Z%giA2Y-Rr@oBIZ~in{)E?R6*j}@8aW)B`~Kq
zYS3-UPX`=ySnqhMa$B0Vwno#^ERUA?-f*H%oVy%vc(;Mxjj8O4{=ISq`wesG66ML}
zv~nE;21RgrW_HRPWSy@o8;bqT@8}>;6%n84IB%}XJ+d89ddK}th)G~sMbLg({gct4
z*HmaE#+f*5a)J1JvhBx|h*OGhga`Fq#o_A6!23Q|_0u_r9NoG_dd(~=;<t5aKO<@v
z4rJ?x$XYe#wy#axTAWT>`kZI0m-IlLv#RuJ`#Y|&OGR2-4~K~+^6?7&^}WtFlDA&5
z*nQUZ*p7`><rwZIV&>oaGcj5pyG2R&Q-|p&Un~~?MVTe5C2usGGhj6FSh9dOfuYeX
zP>7ctMR0tVO%Tm_?UCfva^S^rEq>Db_v9y0=h(A}PS|C~*MwW?72ZW{!UkQeB?e>O
zoV5+r_hIazwi~s2^9JxsE0{cEVY0N?Z~3>T0w0mYzdME+KSW+%t++iu`@6a<-ZF*e
z`Eo3(r4Zubylgsk-@kNC&PDh?Xw|>OL*A$k8E#uy3b9Mq|CFV%UDKN8u_2#|Ye?{M
ze`7acUtgF#^~y-0r0u3l;hF@jh?g9@ni*?pDnExycAXS?E&FWOqGIsWc7MU&;Lm%$
zjn5wsd9J9sDA`X6*)#Q!;KAUq=IeUPHODc2vj!6sqvC(thUWRVEY&6eR0I_Xoof#D
zF5f7gnrl_NxIEYM#z%p4%lvBb&SYe$2Yl>rIpXSS$O;?TFjWWE*cGq9fKSh+>NwS~
z0?|gh{_KexrmevfE`H~|N1Gl&-<Mss49cG}1rD(Y8R(1~WRZi>aY%t3u4y9mj~rX+
zYW;6i9{sY;LEJyE7^weD%rn{0*GiOgud?XexQQ6;s^{#o8_jJ<JxxFDqZ~B8I-E<`
zZs8r6eR^_hC%-&h@q>!X1t{eZ8|fjgUY6+Yi@lhYU?ukAJHUqAvze02-#d_511JFW
zwW6eXtNtxk+F4ZmgyQPa?$M=#Ue>9{o>_+0>p4><Q`3)To~U2srCND)EC|KP!Njz<
ztCv!%OT|fJgXhk2DH0QJK=j~S_}s}0xea~h4Fl$*BJSpq9@WqziyMpaV;pM9zXNAq
z;OoEMdtH(YzpWH4_uE5t?foHzCG72JrkAqr079&Qzl&wc%i`7Ri2*^y+Kgq3=r+|3
zM6_=*WZ_=_sab|<0R?Pg!X>y)kx5ud{MCJ_NYmka<m*?y+L^qepxXKo5g!n@{Gj3V
ze6exi{47-`7EQ|&b}IW#fJf?e1@%s`!zJ{A2~T=!_%4*$%U;Ac!p}gBd(|`O&%2sd
z+_sV*l|%+j7mhL%S?0EWkI4oPooQzz-Z=SwLCF6Tu&!#iTRg9dh)L?=7{XUjcfvZ7
z?w>^MN#`Ft+(OfosXNkIm#mI9$Q0!}{IPJve)dY)<%ZAOwbeS$b@fu(?M(cRv`_nK
zFJ|@l*YXfR+LF!>&k@i;tQx~}dR65nCC1G-sp3Y*R?{=P-dud}XppqNNV!D+!#ged
zhVi@dyeE+|%r9}UR{m5X5|{6Wx;km}N4<bI@R0n>(vN|#mPNk8zbf$f$>8bZuS^bE
zuL^UY{&r3E5juuB%dx$ebc}erhihmh7}|dLs#Q`;wSM!Q|9eYkw0^;S1hp2&%7Mq1
z2~L5<)Suaz%Ae_r6UaP$&i$b(ym!^+x{pV!MZRB-W}$^M+tVrXpu3JYj8N+_a>u)x
z10v&h5w`uxyw+x_OA4^2Wyxy~NIO+P44TRcy!YW(6!U)Y7g)zd@b_JyX+(OA0ebYU
zvj>JNHIfd67KP&vqDHhi$%&Ra7h!694Qz%@SdexY?KjF}c~k7jrpHTb%Acn*`?L$)
zQ#<;!f4Sd%J&om%!m;%Ulvz5<sxOenZ-sp29<5>yLWAhZkz*^??SLR~$RhH(a!;ul
zuod~9bKC6lF2C?)--|1m7n2}?e&f(34I?~d)IDh!Mwz0=zj5Gw^?Te`rw)!R4AvM;
zfGZ5vYGY68^jmC(L{6D?QGYB9#TLsB$yeXWv3a(iU4w5*LFx3r+V8)lbEb^KDnZY7
z!*|sO2FAyyEgdHpAN1<fLQg#b;w)gaY^4~@fuO4T5qsLT$y<>WBfMjo(Q%RuZbVl}
zHNnUoGp;>36Cl~Z&M>r5dXF}Drs3z+C-Bwp@EYzjIfnL*(d2EB6zJx52+Q|7@q#Fq
z3e}FAVob<JT4)~&mUTg#ho=tWo3ycC#85Tl#>_Uac%oppC+^r+=y!3V{vpv7!%p78
zqA|yPC*^mH#W(ox*<N_CU(EOKWR!WoGARFQRb7K^K?CadRx$iajis8p)yRwN(1Aid
z&cauZU%QQl-7YUt2^G>;8RSDYUW8|4(CD0*4lxKU3<+?@UL3b6Y+6uFYuVBWHXAIW
zv12tddNk5h=qNkvNPX}AY}>(!W?hkTPpv0c_$sE%JG;#8^{|M&y0hW9ZNFdKquhQJ
zGOy^(Vn`f^(jb7O|JpJTz2;Xwcs5@L=LGZ@JfYt~g#CSBPxA~HLr&+P;>LN>fOhIm
z)S)<uYjB`GB8*X7n;!Bl144PO))O1~bj_Fxt$m$Eaa_T1c2a3%H#HSOh@|n|$5^so
z;3c#E@;7V$?+<^xBf0f$(!ttVyVUqL%(ZNETlDzb)=Abx_3xc1_4(|?8J-j^Uu#Cz
zSAXn3cWl$JS~*CZ3y_o%Zp>92iCca$yuG=HcX69PneWY*((K>h&mP(<Fw$?@*fymz
z=!{y?%KUX^7Z*Cufp*0i!8I#}3N1_1C**Ip#4iWd=y}f1Cb%De&E-hS)$+pk-VgTl
zetLV^(Ug~5>KQ&g;`?Kk=?Nw7s7D<l7M8Jd9%dl&kMG3eQ<1i|*T1~@eO6>~yJ<z(
z@X9QzRx!^u>0-7`(xa(va=udM&zbVA0bjSW_c|G7yiD4hywasY0^1KJH+Gm(HnrbR
zwS<sU?1A8U=6?({vMWv|R9dInqp}leBgk!R(cWGWB^J^VwAEXb?}j8CL$=rdkS<l6
zK4bX=!e#(bIRIj0lXJg=@pT83Mw)Zzo&cHKfI0eH3|?3rU|~Glwwa8qtMv|^d%OyL
z8kS}EMfKuX042e7rV@63J)N_EU&Ya^(&!QE>U`PfH;7^qE$zNITY7Wd$*X?1O;@eB
zE}b&f&4rWS%J5H1C8e|EM5N}(g?t;+FlQDj9P{rCav1N1A3)711gO&96*v2ZNh>R4
zPtqhr4QiRW70c8jS7L*sR6nxU(qy<l+_Pq4`tFXe593Iju(crwWc|A3H5&DY73dys
zP#KP#b8EhWd=V~JtSY(nayL-!tre>>JO4mE*X`(;Yt?@C@*%hG(at>oeBT4dzH1~o
zG0FXH{qiHZn#cC6#jD8$-)vYs^4YkaR=kRv(M=OeXGj7W%T$Cq0Ki(WCaad*TQV3E
zNc*!jnf^%cmaZ1}ISGg1z3ahS_B{Cgh*w>gW4`lN1y@{Ybk)fXEfpR52T~Rs{L`q`
zUoWi`mel8wUz$ewq;E5Q_DPw6m+@n+n{-hf7?4EinqR8Ov%Qak>c3<t^NxK}^U3}N
z4>up(EM!N9KN7E*pHEcQNhBI@mrE&Jf55-Vouo@6Ye<)f`La|}R`v8}6Wcc?@oT)M
zOaN4@t(EiAu#q!yL^P7t0~Z+-d;Ct0(F`ec>+RLpzHq-Akjt0!|3_@@#0e^k99yKa
z!5&$Y&o^Axr-m`EGtQv}`B&w7*&H4|T9j9Jq7Q6E?8y4wTkUqAWhhM?ICahcp64pk
z?6qKp4RY~1;0|B-9fnA_`gPGM`=^r^yI&sJao~A3m%fFY(CO6pokCAI_3|Wv>q!Dd
zoVl`6GvPO!ILe;a#Af_BBE_h?g8$lr;5i)6>CP2TlS>E4=8gd>r(Ui<FEId<22dIa
zNAU5VaZU;vaZ*lpy(B6ug3dK4ZFHv`xt+ZI5S64@H`%ephQxiXbPRNUi|6bm7^xw(
z0ruKr{?#+*%q-VxZzcF<yk3{jUT|4gyEw(4g*<8Kr_n(Zx-iLxP|D<Dl&H(A9!RV1
zu53+lSxQOHCxEi{vnE$=Ea0ve?tgLlsN0*#&|?`h7;9qnUA@$5&29-5P)#{`s&^a1
z?H$rA^v(Gnhyd)}vBT;5YBl8dh}#vo;Xuw{85PCI4*pr@F$(E}m+@`BMr2uAe$sHw
zkZADy?cJl!ijRJy2RHWjnK9Y6iJ7?*YmB{)?&mZpg068D$<veJNVEj^;e>bik&*~^
zXS)!M<(o@m$ZH<rY^bL)iuQK0jDuy?MVoWyj97J1n-py!Cn8NQx3pKLmZ$WD=eN&w
zWf&AZcA8NvI4TzlU>{kQ*va0qkVzqG8DDYnK}K)8bwA>jwa!Fw8w3Th(j^&!=3^zT
zK9=SIJb1PWNzG#SjBVK4u#v4l`PgZ)-_XNBu65(ydE}KbB1n^-W8{kyx;wJ7@R}_W
zmCGGuBJ(}Aqlo*ULg%Rem!MlGjdu&(A`C&;@Af@>_b|oxL;B3!v-Ej*S!2{;Y}na`
z)!8WErrEtvkh8{dedKF#&AZI1upf<kTthxV#+!K8jtj?=Cp0_e-AvQA-NPTDpJfY1
zSB-dD(V^utVuKYeAIj9-{|M2wAWLRu_IIO#N3yUQej7!)n+}|xJes0LGmnvykYi+P
zv%S@;L6J|~FHe7r*4rr<Y4-)A_+!&wru*jQ*UH$NWzQIL*_t0duRGf)QNg)>BQ&x>
zB<6HYF0Qk9hKUdgX|L@)`e7uvz5m*Ke~v>%rs=!opreSYeHr_UT}=&P)mPjVUhj6T
zrqfwvBoBH3Rv*=I-vMDI&@)PXN!gZ0oX6pGc?Fb+0a)Z6yaG$Kr>&2wfn5^2@inAJ
z$7(?KC^%Z0ulvozgOB6ao|de6Cb_KLFYw!2UgT)aTirJ1#A@iBz*_GxY<F3?Ru2%M
zr@M|HQ+=W}AO<7K2fd;8`+1r2t`09IPE6N)lmO))6R5E;2}L{~SRMKKgkdq7)5^)m
zyExz+xK99MC*YeluUgp*4Xrit{bFMJa{8U)olXe9{p*i@vM-KVn!UC}3Qp?yl=wXD
z9Utk%AbSfTJ|>NuW_M4m@>c{IOlx28Wp5qDi-R<;8~S%8Cd`-}XmpGA!-IT|U+lF+
z$ZA>DnWUdBI^<!P2%6cZ`r{Ka)&A_p6(|i9o4k*ipj1B5OvqU;e)ryy^TQS^NL}{*
zC6u||w5f>13Z^JmnhLlZys|gadZhA;ltn1w(J%26ds$Nw>&#6jZ4c_$#YrLGy<9d+
z8?M>-1c+ZX0?!;^mb_6fy6QYe+?X-=I_dX_qRNnl`fA820o@)Ty(Dq@?f0t7xi^9W
zulS|SU2#V!&UFi&xxD&vk>@Aocgrpe^xQU)BlSv7(hs?b#q-rTm_6HWAysBTz5goJ
zqQ|YP(ym8+j|-CcEBxXMcn_^7Q5_emkC*nBhZZkVupr`_w-e*2i>Wi%#l?I3k|EfA
zBQ?+RME<T%MHX@o7;CactXbI+!#KG7x}h(t_4E_QC>t(xvOT5#t}yD@e5|)`)V<Kq
z&Lc?~pu68E^EOg!mIp3Uj#BdMVx$RoxA`t^pU>Lj{%N!VwO#<A^s3%b5wg|U%ch?u
zjAuIUmWaf?h1m?g7|}-QWN*#avANAxK|_8_V&1tO2FRBkrcVCq`8?yp*mQid^uN+<
z{L8ZpEl7CV!vuk4yYs0+8$XjmG_ttAAzGxPvxY|dbQQF$?<sJYQ-7wfd^9V3{zw%N
zJTKMLm6VMjybrRg<8_0yLgX9-O?7v&-<;QWlDI)0KcttnHri*y;&wRrlPdGkW`OE^
z&d<bwH!+ja8pXfiiSjKpS<wlvajMtt@?LXMaL8vsA!UPQ)KXzzYwe6g4a$u)?<_{r
zhFd{HZ&-<oH$7ZMQjeI;rMyU5vJrH!oUL%c4@z9wyAfn0Ghov`FJ<sCIJ@!%RS86$
ztkc-nSNB(DIJa)txtjqD&rQiTq@GfI1Yst6@Zl_?!`>io8fEG|eP7hDXI8YacWM_x
z)Bq_&1VFZ21)zcckN~M~yQm=G!8h}JA=hp>fjY!JpWWV|aOL+7T1A=Q?_D{L(0?Zp
zInF~|(#3|i+<v*`-{nf4e_bE-wW0zp)e=I9(r81f%}di^Y?E3PX9Vr{h+7VSc6%mu
z9`#_kII>}jM%N=Z-1iCW(S_I(?wZecm&;7IE6mKZAM|Ew8zzQgwV1!G`f%jFL609C
ze=!L=U6hiW`jbsl^+p^tS@2ePTAI!NE%+0LC%RED*sH)~<gVKZSI&AxiM&h2v+L=?
zY(dZfNe=pD%A0kw7Wa=-$m3*CwmXH&*q-7dwb-?at6h9eZnL&iDzCW36|~#wX?)x>
zF3my_s(HkSb^x@zw0>9ebu;6bt|e<`i|f$-QVl%p@Q}sv-F9xdeTnE;1bHCCr#nrX
zP3zD1*stpcwZC{a^U}cJmCc0R1XqhF_RgC}RFsrNEr)#!uI?rv<-|`_+XoLAlrFyw
zjuBnBu_z}4juyn`yuIrymKPryCVq0$mgZkmP&+agJ@0Sow9Ir=FjLRe_05pTqg6ee
zYm@ug^Umu9<$f3BhZwTnI&Z(jW(=*-<Vtzs$}JTEb@+tJMQTy%8y(!sJh?sx_s&mD
zj}g^1O6uQbR#sHJe8m*47HJhd_4Gn?ZsALtlJO>Y*-pn>w9OfoKWUL_ONi^3i>9QW
zA&1(@U1v9oDG5temBvG6h6b_Fx61(I_h+ut`LeMgS@a9pg?H=QhIOF<BZsQb>xCwa
z74x**FXL6q6=)WsmGh*-A=`snm)w;vF<}+B<Fc4}B=ULxHuL-MhkOYZ&G-!7DlvV7
zhGRzPvQ4j?>|1wfXG7hb9K6XLx7D;)F@!go&L~oyuT~rNC<njwW|81kTo|L)&$ao>
zba7;nhfQoF9G{Lq7DjrdC4pq2E>9z9vJ#d!sGG*ZTWVLrWEnj8;1}ft*w3NW91WnG
z9Q(_aV^q>xOTjn=E=rerNgO)4hF^7GzD)Pjv>@_zW-#FxV8-oyQ)+^i)_jhGm#;tl
z#_#LId#-y1^UZKI=|x9N^@rHL_H3pP=R?SP2#woq&h^xUOT=qEvn?d9pOrt7ZH(Pg
z$YP4HaZWCjRT$&<WY>bt8=d2gjc_Mst^_(cCBw{;%3fy5C1cstK8glfM>DiOzOK7;
zg&<MMx8_2%Q)jmnr7>Zoxe}RZV<L?#^}-m{^uHbyEX25V1rlx_8rZllZXt^3U8A9n
zYJ{5R_BD$>Z%q3Z`XR*672na~M6_yR6dk`J-L?D&S0L;Hzae+ZUvjy=YzGxY;`c(U
z7}$&Qf7tpWcujokx|ECaVRdxbrX;lW^P8a!0G*??S<lt*7q-8tUdP?keqXMMCkNsq
zLm#k|7;vMiJbdeVpx1~>nn$(J!u>r=sz2|k2>OxGTJq}}b&DEjvo1waC;MpM0Vc=x
zqQHptghYa|D1}f3XDCo2q0&bq<F8Dt^|+y1bgRbsb105%pWvw0mTRBirCKdYumZ!Y
zG2q2<4o@3sx1;Ule4#GqN;RTnGZA*Q(4CInIPt*nR3u=N7VpyI#HIH^R`Mz3bWBOD
zTIcT{zaB2nUae;}AoesBaZX++xD-pD=}#o#d{B=KU^Hb!_ic*R(L49!o<}~u-^)1~
zgf0>`dbQdHL8M^sUA5(a5ERONO0W4PJ5J3Q{1RgJap*W&Hy*}n(6#8JKHOU_`5CBU
zFP&88@Ji3eq30r(j12$dd1y=5J*L$szw>GGVfUxbFU0n1Rj3iRLyU!y5Ms!#(nzDh
ztFPmCv(N(Z{HXwx7wHeI_+~*m3X6$)b7J>gY^EJfuQWIWjcCh;uqog6H`|j@^t)&0
zeSWdlb@Eq<A|Un5<qXaH#=+HRU#pyHw3-wk;z^|^ev(_vF}DkfzihwP^WhciOE221
zE1w(KusT044KP-rkdYTvT<ghK602PtHp?fBVjk3xU#&Xi69o%wyEAT#kRg1W@F?Us
zx%08jB~7940XDSZiSO`BQ&KzO{0K^ze{44DT?L}XWGP&mwEY`-4xs)y`5iuwovSi;
zUNzAH5%Fl!g-uiL*ze&9l(4#pcWC0Zd`yzVoUdJ#Y5aD3o533YEZnN@txS1lhMGK|
zfB!Y~qx-W(Ai~PQwLte(;|6wf2@*ARIy)za(I$SbFd$lB1^k69t>+mBDmTWOV21;+
z-#^N_&x<&IU|9kl^81=_vkP8}4c=EdP6A+QZXB0XPF3;htv;-YyBpkM+JyMVDF`qL
zw9fYBI0PF*j;hn`Du}umOepDwP5dun;2Y5$%ROj2l01m0$L@JK#z>Vu{4wUK(w!KU
zenaJ(q9aO|bNj+Uo{d&XKBoxTRQ=m-hH=oHJ_erVka_m$^8M3Yqw^5G8r4YXfz|U*
zsD#fhltZ3Htgl8Mez=@yGReUl6I-rOnU)b_HF#M?c7ImfJgPKmx*(LmeaQG@vwEad
z+%mRax8~=sj`;;E&@7x~Yo3^=l-w2|9ier-7T|X{9(J49`h1L|!X+7mkw<QfzF1)M
zq3bL>)0`iX({@K)=zOrInOF-gy5d}&R_l@-JrNp0?XbKN`|I=JMBW7upodZ^ix|@n
zj(C4fd`A1m=3sj{mA%$^5MTIvNtUDKGROIW`Jk?y5#c|+<?)pZQB(W9`m6uyA^+b)
z8G@l6k~aIMh%>0u;Tg<Mo>?sI@)hO^ov?)b=wRk?a6OwiRGTxvZXQl9JXm)wN)ya}
zcu^qg(_I5EmzqN>igy#B2OPy(b<yYiF&otFG;hXCZ|8$BQ!Amnp9IGRR=jXO7}g!5
zstg%7pswNbrN~R`%dG@kpXuq)@r`7q(!d^pnutJZiN<Bhnd&qH&B`H>@xnrk@$Xk;
z=e*k0mNE2XSf8ot?%oK-wXIEoKhF%mUe}Ge!B6Y>G4F_GK)3>Pv#vufZcXD__jcj~
zr~Z61w&2mp_+GU|t>!w(vB$Cr-tJaNTJs92KPjI>m_Hi?8Z>AX+7Wf2^zsKE3EU$t
z3GN1-<wi9hJ#Pj`hW`iOd$rm{*bvqXkTlIO=Xf;nvylaf#Ig-ln<HI4C(SCcKU9Pw
zDFD#bC>jC0fLK`^sbLGgCu|%95+(Lw_?)p`a-B+Y(s2e<>8}RNe*0EpHC$h*eK7q~
z291Rgp(r$Cjdt94`l@v3lFB>tAeeV?pBpUdr3sx4*GnV*&BvSHCmA3;2BrwB6}wJZ
zLBm&*UbC8B8)H*cL(?jliXM$wK6D#@ib@%)7EIZfq1Ms&VDIIe*k$e4mPhjDuB#IP
zvgumYe4Mj<G=A_xf#Q#oN^dUR;u8y&CZFXP?m#GqK1a9oM{#)1*BDfOxOz@~0Y}MB
z`3H)XW6wANYzOtj&z?1u4GL%sFMJVy%$LYjbptvSo;)O85oIY6tNqwF_3|h`L1Ht$
zv7&v=^|EPuQ^y;cZ2yd>7Z#GcYxU3SW7<gl&JKsX9*Z6Y5G3r=i?5PMH3I#KXdzBO
zc*CE!;bqQ`G@S#(bF2vD&1J|^ovYes*`D%z#JyV;)NCb;I+MkxFITM3RfL~vzs9oj
z$taz@wl;qK-rJNe?jpNZnJLj~-XAp|^?I*Pmi1!{|9zXM=YOq<Km1GxKca~;%jNSP
zh5EA1-*7%D<G!XzBVj7MZ73M<lW3u9<Zmx{kztG5d2uH2SBU&Y3j3oE4meOxb2&Sq
zlPTw`f@+v*FPHS-|1T%mJg_JM<vZ<AL)XYY%HCNzM>h;nYa3TNB!I1aulTWYU_ik!
z7P**V-+^)NP+PM962dFJh;Gq)^)_LOAPVP<{!-vIJU1fk_s!TL<T<or@ndUi9(zhA
z#Pno{+EJiZ=wZjF;%a+Y`@A#=4ko@GkPG^rM#GpUZ0;BPabD15TAi5cpYs#aaQ9~*
zreN)C4%J1A+2ZanRo99=!1!;*9_htRwVWRsnOzyt5s5p`%GOb7ntF9IuV}Dk!YJN=
z+BZrf6A^=$y5A!QVcTtjpZ#q!6?3YB|4ari-z2vr)TB44;SjIpr(t@ddxK_vj;?Il
z-Am`=9fYpu!%>UIemEJ?o}QjDzhv6(CB9F6JQ5t}XGbJ|M7hIAuh4@Rk!TF$u=nJ4
zfK2_`{KLWF|BtS-jEbsn!~Gy7Qqs+!AfR+N11eo2N_R*M-5ny`Ee+Bg(%s$NH8czi
z-8^SM=Y3DCv)1{r7vK0a`@ir1eO=e@g7y5CGN`}x8{E4%y4=31Ku)ihg|)#lN9M|c
zg0Ea<mnCS2{9dXz>LVTbEmg}KcTK-`A!Aq4R|Fua-Krr@rOQQQ3pesT&fmVm?_XUh
zh18uI6}pl$y^G1$`ttVqf}bg>pS}SS#4dY({FhD?`qJ|kdj5fq;U2;n65xK*_wAe~
z6GOKP6uWi=LYm&y12{BcxvmuoGgf7@teaYYd_`I!swMcz?vz9T3p$X4ud(7tw&7ti
zOVf`x2kGN_nsV#xlS>w79xOT4cI!V*Nn&E%Q|BPczg~2Sk|TgNB#Svj4VR3=wes$O
zhP1IIa<fQBFUWfF_NF@}V8*$wDUEYQT1<VKF726U>bf+7sr&v%>bu_2+TxItT+U%8
z&yk)C0nv2GtNAP(y)EMCrheb6Fm3#GQ}frjr;Gzn5}u}vO!O3)77tB_+$l@axnxol
z>hAt}MC<00i?>Z%U5+Dmx;66XSw@*tzCxM)x*USIAtdrmo*EV?Zy5fxOF*Jz?|mIf
zFDqhzcr&LB8Z<`6T6;m;P)kEfc>*rFF+T;yZIRDlL^vfNY=3+|&)1XEZO;RWmczaS
zGtf;_*v1_mSMlB{FTY;TnXXHPC(GY6hM&g?Z{@6X-dvz`*p97pF}eTjxmc<dc5uIM
z4{?ON?C2&T2y3o7AT+fFhajJq-{HNaoep>Zf<EdEv>DeT9yD!mEfB-+a&2m}=}w|n
zF%E?`oJKvib(yF3CMmv0?uZVRBr)55gJn~F@^C7b+Uo!17@;R&_0dftKN}6T<xs$R
z93%2h7+3a8gyCCL+bnGA^whi4_1&u<p1)XgVI#;TKS5Y-Svb>ub14-)N4tVQGK%NK
z?xZ`=7Uwzne(-M!hR-LiBxcI7E9%(PJoZ-ktr(3-LryY$$nPDx+#}QTda0uv%(#cA
z2k=EV?E&sW!RcN_nH_}q5%nz)H|SFPBbKi|&lkh^a1^OWbqoBgFpDai-@8KQq&e8f
zCBa)9x4TVx0ZpgZ3_Vn=yHY(4kVRv<v)X69X<!U_&pkjFE!j>REk=7X!>&Zfhc`^t
zor9)wf(`P*J{y+db&m|%8hFDzH%;ddGY#5txSzxAT2zy}O)oJc`9Qp`9I*H;s-<DA
zJ%#+r>f_wMK$mmS1@(2W4xe+J*$1D~QZ-*KJtd>9bxf!tuN*~Q>86qjrkk<PdSzxA
z$kg>hn%ud#x=zh579AL!2<5*xU402UE9a)<m8u{DW+ezN#d^JNkKcDqjLByF^=6;`
zoyayH6UJlQ@BG|Imr}>46>dw`+1bPNnj{z5UwwYXHD5hDoe-VXcZ2cdHpi*WZ)De-
zlH11FucSJjfW4QVk>v6`H|QSbsZi*Zvj5pr+@v5q^%s|>+xYVh%QT{VsA1LlNxy+Z
zVk?3{p3&Ygc9mS-rz01z7?>faw9Wx9WSidWafb%mxit!Nk_)nOJ>|LD-gP?n{$O6D
zp@N_nQ5AG*%B;mV*3)beY^*Rv&@^{Pj|ZYGWt&Hb!zO+4RM^3b!la6wy<mF*ND!JK
zjHk6-6}vRn4z^7MpoPEesg>S|)A$53xi_2!UI3ZSmsV-7KN>{7-KXXIxaqedvjV$w
zKF|q1_z!06U*pEVkK}o&g<N$ZGF@Eww}g?~d5OmPOJozXgBB&q@W>rv36<Dik&;q`
zNRxDbKJ|a(x+-D<cPEmNTSu8g?P$#32GgPnAXERkD!OWJZl>adhA}xeHhk~-!gf}*
zVSEkLOi?{Iq6YrWKZuN+wm=idL-wn3p?oGPiiF*%{a(|AzAtwbq>@C)lt{A;rhh|?
zNFkxY{nCiMPBe21QJ<})Ko8TH&aY{yvw5G~vCIpJ@G3;k|L;{CsoHB@x5b;N`w>ti
zV^{!>(i^A#f>X`rSWb3m@U0>Uq1^xY4`|hAe>V$ftL0(iAJAh6U}c(r>VFRB*#~Z2
z=ywRmwfP(HzjmjrNkDl03T`qt%feyn(Zl6lCpfA+bPwp=y^W`{>wP1ka>yZmYnRg=
zO45T4M>{aq_~`aqVJKU?zZ}(>b0E5JO5jy7r_Aw(z=(>2lt<3t{8hRG0!#aX>?~}&
z=@d?E7B`Y$Q3j-nexrQ(b8)mBi->DSW@Dw_1C0j@-rtapYCnCO=6+J;ht073NvE}Y
z%Ulvo>d0T{DO9oSnk3=>ttQfJ^LHgCCtUwqv^`MD^=MUAALPm6R#XC-C|pjUv!+9u
zJ`y9ac&47>8GctYbG(&EB%sJq^ME%Mf!>{B8f2+EE*}!h>p*L5f2@8pSn+16jRESO
z6aa^p8EQD;y;qHwe(f9N{Zh2JED^5Tx;d(;WAv%6y&;fa_xsA%_dO->3#>256*W}6
z*PG?#WnVSqb!AMSPaLAg@4jobV;qni;1AmPQH?Kgk#+u9Z%3aYJ`^cVig+}^4K$ce
zax^)yp^cPaV6LJ(u|+Q+8gymb`mDT=Jzq;oJdyNTTKT4q&eEFBC<{nkxzAV-v*+*=
z-iHDNlht?Ov5}kwGv8|dXD!6P`nalfqkEHcoRe!05|;cPOC;zDepU7X$W@0m{ZYRa
zFS{|6D?-tCYtxmoOY;u&6?IL4HV>yJn{<~((90LnBRiab!b#h$sX1aQ8I)RJW^g*h
zj+pdxH^EipFDflnU2<Jx%4GfOd)&xkrsPm99&c0B>jXC83NE*1j#==0wwg`;PW!NK
z?mt}z@TBSrthUz|#hD}0_iog#+r&Sr6<Gro;?Pq^D$Xb7dZ|A>b5l*IP#Mo&lxWhZ
z?u=H4>B2z1MlZe3V2cK^DVd#<bSM6AZdS1rfxz*d8Q|U)m$kG!R?ohq*)cqxY?=S&
zjlkFrB_)=<%qgHV@@<&}z*82J=cMDo38{49$HK-B*H41DoPSLWcyGo>WCn#1v!@Vh
zWrfIi%E#W!g7W>N4tS)Ykb7F(<y|3i(XA0VaQypN?ooVJqXR-_+8LF`^_&MJ4s0~?
z=ittGAI$@A3OdtX+o4i9W)hlk+`A1ZCxu}KQd^5p(~aoY$h);tpG$Jkp*N;Rzf);n
zAg@<F6PM9*a!w4;aK`EVecy+2LTYoBPerv`OSc$)g+lynuI}@KSr+(jj3W+-RLji8
zxVzy@<+sxXUVk^sE>PaVcVzm60HDV}3h1<EF`)Msff2Q_^m>Z_lLd>ZOzqs|f#bu%
zNa8drC0gfEjQ>$e*``ob?X8MT16fa^9UtW6)nXQ|a2w)#U&PDyNhd4ym8Iu1{f1Vz
zoOqn#?+x2_87pe$d57#4DUKwS_(sW}j0BdvAjoR6v8z=J^L&3gpAyRT%o(#;G}`7Z
zTX};RMv$LT#~-mK(52pY*&U_aL14t0Pf2I=&(afbwdq`5p%)=Doay(URg?xZ<aw??
zeAamBshqEKmKvt25_PQw0F%Y2TgzR)&i9F;`ztntqw`L-e9b7LpAZMnwLmxPL-G(L
zp*%VSnnpy8YRsgFYMKG$Lr%ztn{+O<n(0Rh10OHW?iU(;V<%!DE20bBp7z%ouBm;T
zhk}mO-#%m`^I@|>f<r-9kY5C&TTx`tXXX}xxEC*zgx_X3M|G;UO6kp&UMdK$t+ajf
zEDRYI@^Qr3yK|}#xK;8p_~XeYH%M64b1^iMLy>Ecfj%jvyOPpu@<;c!?;p^EsivvF
zlKk%+X4|8EK?5%()oVf|)V#zBn3tIDD)_^w_zUHM5G6$KLL=B+F^8Y(a6Cek@PK?Q
zFswidI{;p)*BB#-Z1gt+wpIstC4GT9#6=(TQSiy%*NZm9kX8nz4&&+6&iSQjrrS6b
zw=D*UVJ$sl(n8GeGe6)e4cYg>+pPvbH#}Q%jJ5oKM87vnZ`@hppy^FGp*Z%s*t$Y{
zI1lPnEY$jY1Z5P?HMMkp4{dLQe0D04Z)J$4UH@+C`c>@z1Nsp-M<K8&uO;`&YRPA*
zU-_znWSVE4$dh><sCt!x>dUYX$b|G4XRIqv`7(M+Am-wrPEQ3{ZqdsE%RC8P@rkSL
ztHKHVqO*G&{tUXcS4!8w4wCNR#r&60#`0WoKThAxs=oPW*0$OU*7}^bh%#OEnwX)w
zbG+TpoAHr7K(d}~!?}&slZfiqx%c(bX7)#qK-7*$fA8;m5Hju}ZXW{KiHO8{mg|P`
z2dkTo$8Q8zM4vVTb02sVILR{J%R{}xad1!6iIG>b4esW%A0?}Tde<<gYCR0qQ4+C7
zID37^AON!+=q*_m3)`{@;yv#MP6)gF;u3Z&WGk{qAQq+e%Qdx=T>~0sg(+QWK@Qaw
zQ-2{p6tIZC1-O+0-1j=t#mhZG%&YzsLLskxniNl;Qpz925u@$bqUnX29c|W0ZiK=1
ziVOAFFrWj8@uM!rY^Sl4Fy1`RwT~~)>>0_=n$=Hq&7bk*fhIF=)h9_P5RRn2{dfTY
zMHgMQj!)kME9~Lg5T@~IqQmvSV@<}BS5)MZ%=*y^<o9S}r!%;KPo*(laI;B`qI@v_
zfKR9_f5MW%dDY?F2y_>3!S^NI6SP{T!IZR^kND*g-C4I~y@|I5HO<QP;6@C9EpaGX
z8ylt+Y^(JEtf0}liEkp}@41Y<g-Q}<9p#ea;PdW;*?4u#P1ki|wDab)VDXewCyMs<
zLDc!sH8sjq9r_szc7EC&=I)AGd%>~f{65sJThFT1%(~mSFC2T*FJ*q*1J}!TME*JB
zX7kk4slx9!oTZxXu`%HnNy1h400ET>)pfla?pYr^Hw;%j@AwoHCOb_mWH!c$Da$Sc
zn{M@>5dcMAf@=ONU;Qg#{pXR7_L~==4F7_v6^1F7y6n+tfGbjEM3A{T(E0RXgEs34
zx+}EYYVENc0zjc_Kg-l&{*L8ta1wi+rXPeX`mbSSJ4Fe{yiABVIZKJ-_eFZ^9gyr=
z{qIx<^t`ckSpv{s4$SaFKE0?@Y?trdj|`*;EuVQnw2!m^oiL5HVGlNU)dvgG=h(L2
zUi*}}v$)lFCSYztk8xXzRtWBZ+P{BiBH)9Iggx7|x-@LP9S|d1CxUI{YSdNfYA6&C
zdgu|Ds?WkI`dwlvOCM*pT>?b3ow62#7O|x@XgXPusnFaIdcrrIy}mP0#rgW1y@2J}
zTB~&xMb8>lNV1mJ^lWr=$0`H*I)Hf=e!oS}*W?p)Sw^D#v+t!+s-2hh<ffDu*W>58
z_8u0#FLNyn4h7~Do!oJo>hir}$Z0=?=2|10b1c;8DOhBOcCB*bf13R0FGm{t@EAe)
zVM=<a7)|C!2LRgn5wOvYC-bKlYMLv9mSaEucAe|@9M7=i;o3F`=y$K^sIOkz$FLGj
zU`@G}I)-D?6DB;ryB4vSzO5IJ`l7`Km($~bnLF&3uNI35SZ+|et8NoW0D)4h;<JqK
zhz1~kQxSZzz?)}a@-7evfN>rs+Sz^BrV0l>vt0g42tGgS&A*Yb9%_v*k<kmNsI*wi
zA>Jd8IMBMet8^~0YOPg8lR*3}9{a{Y0sbd!Lvy{?o+4!yas>;zc(x980&kgi-C=+|
ztn@S9pFfw#FVYnhzmPlq_je=#;#B!{wDJn!6GHu_Wu`@rr#1}ZZ9TQz$4sGZudRvt
zH8M)PF{UNqPer{s`$>G$oG2j<7i}F%VqD7%$Y&Mly`AkdpbReIlRk-`CrTfj=&l0o
zZd(1a(D!#t>l26>BKTfxO+jit3xJYYv`#Xe%Hw2zN-wni9y>ElzVt|6_S&wAqXBD!
z^S;+rg(=Tq*$O9-*xDjwQ8RL0cI;@|G2YLWvY*WG*1UM$RKpq)?JfF@i;{-73phtK
zF)5hVNnE{X6W`d;B~cqE+ES36)7rFxEnyYj(4{h?^J$7<1e#WblIA&q^C=91lgnr2
zV@DXr7UzZ@<3M`8;MpJ1P1a9UvXBj?xj}9-L+*QqY-^gMqdcDWc}=xYcX1kuYNjuf
zrd@)W=35_Kbr9yCL@=-a0hu#(!D(X*I-<xVh3cKVC(zXplNVcNan@u;jm$uvq;RiB
z9KpR-=h<2AriZ}Koo*x7cdgm{`yAxxbN)K#Ytu49PVO&eX3b%obdM8rBk~=<ItOgq
zXxta(d2pJO$T=dq%e&#>$8>1hnN`qr)Gr<nr52N#7^xY5bsy|Wr67~!FMSd05$HA2
zRRHg8Nji)UD{82EV{girA0Tt8*?1t<r4w%7Q+$e2VhQy*u3enRM${_Q`4^hESXR!Q
z=<C_FR076}lE$nTjcj-$_usD)+X=0>dGj_KKcoKsylt&71lPx%=9!xouG!n6yvo8V
z6Y3=wEg}8a%=epmm~llU_z>IG6i(n|V^_KlC7f)OeuqQk$24##q*iSK!F_yRxZ;(+
zCs~Jo#rFFA;%Yg3KK#)Magvb38+xykt9m&20g~9#t|)T~bik?^0^XFD=}Ez!1|Oax
z=T=3#3)n_l7?DE%0a1Xxlgm|l&Ic<7mIB)?SeS|N6B9$7e|NKg*+v!m?NmZe*A!UJ
zy_2|NQGXp{^>Yq{!aHF2#)VHlGd}G?rxb#<uG(DNa7I{}>e?rnZkGC*Z+P~WW#TOI
z5(x${naK8LQ)OQ(6t<Y;{+tu|Wmix8F0&d|LA_RcI=o4-YR2Rm`PkZqMDCSu_{)PA
zN3UL2q$K3*IRT)#YizC)95_!bElRQ1Hbip2D#j)2IF0BRojr~gl))b)L)At@aY3=W
z|AM0G?o}I5t+mt@-QkZ(&iG2y_j{y&Xm+v1oVz@l$8y6)xLq<SR;Kt$W}ZP?bE(B)
zj(DYUaE5h7d|#G(vDfYsD#+1A?aT5q_q1$`WUJ0H$lIyI^$$$ptT*gnPLnyM5qx+;
zc&9A6zJ{N<-B?uN4PHG`vt2pTecRk*w(Kq${pWMgQ+Kp?eyvJJqNqMg(UC%Aas4?U
z%ddYBd*LhUcE$!=`3Y`$`K?*slDNBC9n<`9{ItJfcaWy4+v<`76-062eYVPbD*p9A
zyBQOGqk42pIX}aBOCga$ANsx3#AIo)E&hZ$X!iiF>$b(_rzvq2UQdoPwK(>PJ@l&v
z<uxS?tO-J_qpkyXao2A7^bow{IRUX}I-@{vFnw!%r)G_+`*qGHi*&-@P&a4VJu)!w
zaYjFs@9|X&`0Lauw}_$^#egPep(2^|!M^xS`Ch*oHk~^-gvA8-c1Qd&XYF!}<yqLs
z8~|$B5vm85>%^`};?6Gz-#E(eA(56tSZa^&TYnx3vcO|NVZpk>;A_8%^hd5zaf36D
z&ogm`-6cz(ON$*Ynoul(V$sj^ZJ{aq{Vp~*gA}8Ne2km6oDP7(9(0E0+eUY5b{*Fz
zx>ENhI%XgS&6ev_mllz!3ix)QTOzqC#_zVg5`wZltss7Vz&0&+xz`5yW#`@RxVVhm
zxcT{%yAl94VT`D&B`z~TE`7WI+xQtTGZXAj0v2OLKA0iZZQKnalSCI0QdJAMa;;s*
zI=D|`rLum5)#Gfl1^!|Wc{K;LM8_j_9L<v?ssU0QYOb~7Ld`HOOZP+K9?(3>r7}$?
zt?;m*rA0Hge2Ty3Hf4N;i7^y)(d*6@T9Gm#MQ$;7?-~v0H4PW^af|3zo#n5dJL7q?
z-=#TEV&TFecyfEv0?#iMKRy_N13(UycmIH_{?6cgq+Zn~=&+u2R91h)MIs3gH_hIg
zYQ2%0Wx0}jX<cR#>6)f5Z2CdTlN@2C*{AT8*4eOehW1<kbz;r#+9D_VeM1lsb-bO=
zd1Px3-Rs_(!z^O`x@4H)R*xsy-_)0LD-M)x>~sI`8RtK<4pC}Z*~NhiMghu$k)$fU
zLs!)X`Bc8N-FVhjFUU<KsO!Lz{Nvm;*Dy_k4d)I@j>88_;iyw|h9e!^ZmU<PpQo-+
zTZ0D7Pj_P8s&vsyuDBzQnytD{fBt#DwkEef4}aDB4m(~*o0iqfq1W-SB!ISZV*<JG
zzn*eQ{;$xWTlwV{!nLIUAm}hKs#DW`m`Y`9rw!>6>+V!&FygzBiUibGU?e&k^~So`
z^f-2&W#zh?&r?hBBr*U_wY~zNaZ=;oa%^{<|Ft#y_pd8o_?yW`fzs8%+(ivt#n(ts
zs_GFujf7k`Ia8Jlk_qyg6j;HnPr<TTN<?DhpEc+KO03))=AILji+M_FMr4xB^u)01
zuyolaY0ayk#IxG!UT!i0#)XF!zcC>-4H$(7bR5%ycV4Z?6swZ^hYSDr@iHDya9&05
z)_hC8)@77|qkVSk0uILgTwq>~#u4$4@h^U+^>hRj_88~@=4{;gM$@SU3;kN9ld!$L
z6{;R)y@9Hpy8HgHJ5%;L>V?L^oI6I4+|1jSS~v2~9PB;fk<L-Fy>p_(=}Ias8B9lv
zR@Nq=pD?Cp)16UC)mC2l*GHqfA75tT9yC#YmC9d|u&x%p!7E252W^Qmuj<jKo0?nM
z*c)VQ(sF*{7duwR{^cY<_E<8;{gOiYj4goqom5pU*$>yWOg>ivuGj8HsGvva%9Rh6
zRLN0_bGFDxpb$ZukPQ%Cb~q6zH+<OqrdGKWKWoim4c|%sb>{S*DUk_2511J#^$z>>
z`ZATZKC+Y<`f?bM2MkljMegSPC%YNbb}*jDVggO6xc(92<d`_U(qbM%2qLj5xX8lg
zzRfOK8Fpv3IwfM>{KzW(J^6bo3PxO^wxdYND4aX}vssXA;yr4j8k<GZ2Q1w2$Lge8
ztuvwuC!zI2j>9CiEqZ4ro3fAoky#S<>FAWkdj;+jHPdw8wceMN874Z!nAkd)x(oVa
zUhFhpBUe~}3h#Lv3pF&&ff^2I*s!ILmQGLAnk2fbF~rjg+fh`q-E-~-iy@Ub{AHrF
zb<Jhu`3iD3qtS(z<Okrepp!GbHn+*~$67LhS+>@K*8o%t(!s5R7BO-A(o{D|$_=7#
z)AK-S@wD{!+2CRKy8l(yE4)uGZZI~i@xntJ*LShDc*ovjla*o7ZgkH)hiBoq6Kbf%
z%i5Z*M_mBh<T{$JahaBt;z@bq8lub8uGcI^Ep=Ao*(3uCw0Xi{>gF~ZDMVitq9nM&
zM*u7U0S@(=zYEsmV0gc-NS2$8Xli}KAhQToGV+lac{>iw%+rP26*VwZRMN|kDCI8(
z(EZ-biJ?0CgU*|gNv%WLXVYllb-=O_2lC7vWT>(1104KyqD(KBZ|qpA$mIEtuV^WP
zr?C!^P#hOWJIwcVLn{h7JKP7x&ODP_D=cq{>G-tFH#pvZYH?*jTaSFCQ;$Adax`M0
z$Dcg#BYTR}p451j=25pomL-9LE~g-!#A&w_&(Q@NnsOhaXQx$Kv@u4c%ZMALsl=E_
z!Za8FwA3*ZZ57QfK13I#nA%D<s>f0rOF$z_MNdFsf6+qF)1+8pldEw=@`0wZEn#VF
zRXsW^+8#;x)r}II$xRgOn$#VcFQPg%cVJvkyBlX~NaoWTEe>ShJ$hu@5y7rDijmF@
z^^H9fLe$F7+l3<aNC1}Ew9DP8Jb5!h5L5aq&x0UAtu3dd%;R8L#8H|xS?TxLQf?OF
zNt<`)bv?yJ;mwqeuLKwll(`O5W{kxO6zku;l0PJuqI&*x<J}061!bSTW#RjZusTV0
zu@8IK^#cW+bqq)Cm4Gm;pv>46@@>B5)25g3QgA8D9BQasqn2m*0B_w4d_cGgB74OA
zC}fZ?ee)I~y7T;ak$%osFye+hfs<b1hqynKgsCCg(s#A`QsOIkrXp$l5SwbVV@lJP
zS=bfFP%AaH*tI1YYdU{Sr^4ZjN)cH2<yW^sz2<QToo(e(Wjg4M^2eyG;wI;Gv?K$f
zyj&=yayU{(L8EByxr3S+QfzEdG%j^QSS~cf>uN0B3+ZobaH9HRb+y!DLUWX!?1~6~
zDI1<yfpUGQmMQxo@rZHlZ*bFE(5%u&Tr^)kaV$;&w4a>0s)~Lk<wXV$J!a)u^i09O
z^>ZTI{SI+$p}M}pKs$~vPCKB$SgZFxryB>k<KCH*qF)hh-y1V%+)5RR@BCHB(J8Ik
z*glR6e2kpFRhuIKO%l<(7DuODYI8&+gdO-0K1yv0s0`Q6yv<-K7u>d1IewK11O?MH
zEevP5Wjah!l^ShQCtZR-UO1;?ZOQYs=5L@{50d9oT5NSc`y;BVo3T7f@G{-+)V|e2
zDIQWeWzJV3e{b9R(8lOqWgX^d+?sBt-YM%sJ#z9!7CS!2$ZJJaV1og#QD1C`<&=75
zXNSSTPY3OH*GT}QwZN~|3jZGv{qxY4dQ58hl|V#0kx5AkNk|qjyJ#s=)N9juYiAfN
z@b+{GP+SgBZ#ABx-c|z~S@)gPe?X-T!Tcs<YqVCy-p#MPC4I>dvM0OCGBd(L9u&+?
zp4pS6jxwS)d%6v7dR;C3ny!x=XGYR9Nw&3f+0gg#w!$6V!wmC<;7__4f?v=i;K^)s
z2nj3_W<Tu75RFRFR=eetjlD=n&7ha5{!-b9M3{wO%d*wR)dy0$C<(p3R#8(7vLE|`
z^XX6}lj8N7Yt?gT((71d`Z$w>Mk<Y{Rb~-(r72$lie}R}Z9RoIGs1vEHY*d@hqK-k
zjCfv+U<l%QH`O9#UYOStyKKWgSgeOjk4Npjjfbn-S9%ylbj;%6#O<CN4ZfNOH%ym#
zCAiCWPd8p3sB6}a{FTG*goc#!A`?!FKkR`oPtm30p8f(<&p%&3$3dCAHlyEPb$arh
zeK<^!T4ac?o&B@f2c!A^{MwiSXT?EhiQg_p4CnuHfPzZlCe~VtX^X=<+An|iJ?s4@
zgb6IiWTZ1m{^fyl>KMr-_E8*^>dG5#5nQn1T7VEt6k6%L=aXz~Y&q$F8a?EE{xYN;
zPrnfTh%+I>0DO+uUmY~92E_ST9_Bx5yfij?`HA$TfJm$R8Dm;lz>Z~0Mg;!okL%*{
zKK7$X$i7H`6BCW4#{}~Jf9D+I#q%*7psnbUkrW{Yi}P|BuQ*+6mhs-3h}zRO?TX7p
z&bn-E2H#QbBiB{1-?HvE;gndbW2k-4e4inugy1>2I?srJ4Yn|xVJf%znkuCL+%r0u
z{i#9B2_y315R;J9td&#P%TpEx4TESC4MnMJaJtz90AczU#Pt7tkTEx+?fP3?E5aW2
zaDzjoP+~g^mdDiKXZUd%W4XRMJ`HyBQ%y?2Ys_*GE*Zbv)t%F3vxVFkNq6bYwa!DP
z;YU8KQ9}EJGmcr=p=J7iKx!q+Csr%ek%ET4f^ufLjV)#-4?Ic1d10us{w5{;%gc7K
zj6dZXTE$Dl1r%fjQ%TPdN4H38=G5|AB~|TnfMGXRTo+@0n)ey8JnpnPwKo#R02h>B
z+(Yr~lwts&-#V`{IX$#=ERHe5{d13^U!(Zns><7C8g+j`saj+iAs#!ID>FBP4KxP?
zH&uJ5#SG&P_|1?XU9P^BwpR5hQUyTQZyT0S!rLMuYZLO#_$G9p+DAjDZsV@~Ku@z9
z`xttgh8zRqFdbjL1Q}9&0N%PS{5iYDYg70d8VB5iN~)BawQWK$s3C|*T(w5@=f{-e
zq>~BsIL{wSf;#l{eO-#18PXR90Lj0%NQQaU-kF$mW5YT%vzz)Kkg{&)nIx@4g*irs
z(bo;4qY%T#qo7F^;rf)#*F^NXL1rKsn#X_Fgf87PGTtmw#81n|E8uvX%Fr$DurF(Z
zkw|G$PP9nR2MqUWxwmLz(%zg)XdfXHgF7J`p9wQZ$aiX%)vek%^ggSxcZy6KEik2k
z?o%a6Cz;XnT72$bmegt~g3RlRb6!<3BJY0~1v#|wOlheCwBXm_D~tr601G+6uC9l1
zxEDr=F3GH9?dG!FMz&|q&L>lIO1vu+)zWqc^t3c;X!zt?8?4*%Q@KH6!7z#v`3#~v
zbAsh^36S&b=xtOFOz!-cdFw&7#3`Y^9=Tm%^l6qlKXprqpf1*+s_NG&l*EYmdU(S9
zZ|0`5JYqa>S=R0JbdRs8c5&ne#rZfC5&$$p*tzd@4ba!cX*JC;C}?uKv6iP1V{uGM
zZq^`m2$VB?y*2U4UAlEY<M9!(t}qDYr=|_oRCKtBbVHf{dpqWwF*p3Vo<CEi;dQ(4
z9da`6)A`Fs3lX0I!P7wQ96XNNX~hCzwj=`B`2bK{s3eaV&5K{RjMcC{{SC4<wHo2?
zA6}H2s;fiYW4NEnTFO!r+G2a%mS#9zn!{x=Z$x~C<9yA!7TW5t=1X%%T<gL;oNZQI
zQ6!6$sB&Xv1nFCQ_J3rO>wX5;Oq9wKm%TBK9%gFBpOO~C>K7UNz=mUnXBI7u$$g{3
zmuzRpz(RYUX(PT=Ux)<i=w$)kR|R7%H--a6pudalwK#7?VR`G1=Iocm&&>Fm9FzS`
zKYd;uSXuvR`uSd8|4iC1Cg|e_wFo*C_5l&`eQ4yAi74rOdo|q;a-HMwYkNNF^%jjw
zhJ@=aUm=FUujuY)xFJmr<{6yi@Z$QV?{8YM$<wMocN(K3jA4_|6{!DhQb9j6xz16x
zF+u8kN!vdHo#9p2C}kj5lHL*u4+!y~(~n<TdVNWDq7Km;!~iF+-aDZkkpgEE=Gjuf
zyKZKFalOWC3EH>E-F*#o9QW{Y9kpX0mpfxvJCf~IH!^kN?QL7S8zCP7rtEGiZSxGs
zG_{y;SQ2k_(f;=imCSxLUlHmp_+~7k1I|biEGF6Y`_ynnX;RMyrp@r{N~WegOw$Xt
z!Cj9;$FgX=*-m43tES`55O||9z4oO#^*t=&vn%s;tXqt)2#jgG)=e>6xNhwY-v@P0
zS%xs6)lF#rQUD0sFL|05j`JkUMF@XjyVO`apS{_vlXSt#yx-mT*`ROr=@wk^ra|lk
zmSCt*^~jE(|L6m1T)RZy>HWUaLGMw9n>oo5;)i2_lb}DnX8!@n9zKJP&|u;-+|E9U
zLtbZ*59&Zt?8yvy!8pR?V<a*Y77;B?)F<tr5Jw|Q_PnycD_V@N5<eVa0}+DSH^?VZ
zirxu}KohYAo8v**h#c$HCe=_0b!XMs^qQ}5$|*r#J=!5gBKq?6V)n9?wG;(Qwy=<C
z#99ub^r#t^dC;ziXSGJn=Yv>**K@8HMT_||awN3%xvP1)OK&J~zA44PK!XFjH5L}@
z{}dCs$bX2gDED>ob;>S9QGV>{HWZOs&bn~6qs4|`FzhbS1Z_tJTYCzWihE+QbF)-g
z!UL_2XAmxUJ+TR6QrcG)K8W4F=H=!wYnt_IUo<FA+47}q@?5c+n4>WJ85Uts#UJ{M
z_0#ihzygrv2kqIYm8)J4i8t|#p_ZJ0=%D+@<%Pevf|fB&TPop&9UIhrz9Q$L1$l?6
zO>LP}@c09f=0wc5ls~^k`+Tw3`QMv#BF*bhL^a|3T>vfsM+oQYN8>*rGLa@%`+e;t
zZC%MB^u@A^wvW;veTVRv6wukzr`|P|2k!Z~rjbAI@CRQeGR}{lZ+|nWuUDm#;U9Hh
z_vi75@aU=|4;V5u7ss~?uTCSFa6xMcQonU)t`X8w5FAr3#pG?p3HNc{`t}3)DJ!?|
zs@FZ!w^nuL5n>rQcTa0sf|Pj3#ys@RUTj5?AE-7C`0oM&D^*m*sMbyoqY*)8+SuC6
z@ca*`)wz1Rr^8*143Wp{O3ZxqU;>24A12VP^l+fc@Oid{ORZ$CyOf8>Hu8B|j-!;=
zX5*(n^00ZkES!ptb$qr*TDKP`7ss8i5LE-OWauigciVC&c;FD-sj2&}P2-S2TfvGd
zBE%t8Sxo0Kv<kr&&J*?Ou(-)1Q6u@&=T&eD=z%(P=Me()V$#CKvL{TZGjnbO#mt!0
zQD04kAoHSvME}jC|G&>qF*4y-=K44Sj~^oQN*2u%9kg|2-$wGMNUqLXgs0)$zVKyB
zRGtaFP@=xQKk3ubV#DQWiDK#2Qn20I2~`e%bICAQ<*5K$UOw2Z4$)jz3jfs@L%}*B
zi#C`LM1ys4r;6W~gtw9|gRwMhT4LZ3$$`D~Or_Kca+pI_Z)&KCp{8(4xmQN19_s11
z6R6ksfV2}eXPLu^lL`644=m~#I188QlU$npqwaQBJiaH^aMYe#aG;s}lqhC4dIB01
zW><XRY-GLAUcv+C^JrEcMgwKe_jf!{PJWx4uICyg`@xFrnIA1b=eXzfqn_z`$$H#>
z3G}CAl!be7)zxvY3eN40X3B<GI||h?x#<4`dS7R~BfiZpqP8!gTw5D@j>%i!!h|z%
zub3-+!Lkx{g?q?<;<jxhJg<;-pm<|%VS}l$D&3~Dg85wj1LO(35ur!RwIJPz;|lKm
z=MhtnRMAS|f}7yBaQDpqG^et)nc!E2C_pBLza5{_^`T4j)E;t<Q9g)9LNwqSz;}Do
z)z-KD4``d&NAoD>p#@l)j(d8M*N1RVDQOAJQ<|PiP4kS_&6?*h)rxPkDU9^`fg=Sk
zbQq$-*g_n4!>w(q#v5=NRx*dn943dRCEnJ^9|w@UskUcC5`JTmv-LeZS=G)|@B|sf
zuLk60%m3If23+NpEK}I}g*Hldx;cg3+iY=mIRIV~4x+VN;nGYzxFQg}tz6;N*3V2w
zFSrvp3eWI>1;$-NNcT18_;O2j8jSqTDWfJMKpra~mKJ@-R~&cW5>Qh^n6sTgXkxZP
zb}ADuI9_qOtASxwUsqV_lC3P~n`*|$mlz|lK07)a+<bGnD#@Tdqt%pdQjL4vG*<v_
z3cED~uSZ{l$CA1;NOj)5YiLX_zY<ELNG&+*e<<0{smwy|&Y%=DP4)2L(zQquqX-My
z_gPe4l(N`AJKwnf`WCLODiv~-J1Gotaec{!y7&SNi)oMms=$oR?dhvvUQ)`sR+sy|
zY0QGeblmMRuOP3IuwBjwWj_ViJVDGae<b*U6Ng$iSKo@zey*#7a0hq}YCrA9jNLGt
z(N_ZjTc8jYANRF(G76V=u+c|*y`e9D-`taMKv~!}uc2pViRQs0^M5Nt=N3gT%YCA+
zMB~?SZ@o%|hmYnjYK3B{-AMOr{;>VQ=_)oOf7iP@afVZgG-LAhO%Q~o)bv*BLH*Fn
zUQkWZ_+>yU4dW<CIPL4U8lKk~mxNqqwfZNg!tsWRdtnVRF}k07I{^0LaUK6r&LPHV
zQ=L|u16O1pMz-PGLWu<vd3i;MbO?({Vd`7oB8kL@a6OR7_InN}ing4sm;D$#)9XXq
z(9+yra$4;qTZA?#w134x1$mV3jPc=)CAOq=_j^O0mUUgJHC|tF419y_JLs?!^rSP5
zo;!I!;cs=(Y_b@CJphXkI1``x)aGo>pjH0B1}8sdA1uM(1Y0ZgoNP<Rz>dxuN%bQs
z-chf-+gCtJ%|MKm-YAb6xbs@@ni?N1{vB$#HW(9fgnzwl8?X>1n$iD~uk<EEq+3Ww
zatGoEng!!8D&&uXgDq(}Wh|Rn4Rrs0O3Un3qCG2naD%nfXk>pl8_4ocLjdTTPDi-_
zC8DEy3KCv`h$1>q!QW|4EnEo><G&9*lOCDlJEB1~{;3^){lTZN71BHD)5W&c%6niR
zXP$IUyE6=C^GOF!?*J;nmZyO+bIbR_9^c@lPuyZxjJLKv^uX+*(o<i}7s732N0qpA
zt0k@1Kp?Rr4Z3~>5j?lS`)t$_q3A%pPq`PXJcJCi(g&2EO2qK22h}B>OXEXn?S4>Y
zrZrpu3xob?D?9IZj*0Msh~Zv#Ilp5adl<s28;JL`ZTna~zN&3l)7<;qX7)SrA5fw_
zzBuGJ;i=#K!c>cAVzunowPymd!NVuDtAR(0%x<~h)5|CVSL-iyB#GF<vP#s(Ml?_E
z;I4*r>c@kWortwPY#TwDm>Da5GvpKRKcOWC_N>R74chPo<Z}0obBJuM7$FabE%PpK
z-Jk=9P6<KftHoo7rIzPY#TN2kTQcDU!QFZmtj(%RtZm<rv*=vFy0r&aNu}mhYg#9<
zV3BN5V>_-*Iix-hC*V^5zR6dZT{1=KgfH{B?A`KiLtNU5BCbtEg$VS;g<LFj_=uzE
z??5qFZ}y@GpnZy-QLnEq30{_8pA6ldQumG7(YLz#!<Pa@wHV#udWxK&)0sKPL~^VA
z4E#0DCDiaNIx}xCSwse(kE?Y*Wa0~oDES%7S`<%NY2EYp)-~+f4EWEvQBL_O@F}0R
zONHj&wz{^u(5)qt#P@i{lDdbI;*Zd-t1w)a)9lu!3x?le5f<O*j>$$;W1bYzP|00_
z0gHMO_eFIwF;DD0p_nSsV%^fJ2+pg$iCtfj>(Gt~VI_kyEy*(l@`0Yd$<w_N<s{{!
z@VWC!gMN$uRJXB<0QnyRWS|e}-)aB9H*^#SpCa#^$l2ci>6gW!U0Bo6zk#&7!vO*A
z8&JB&w#kp&QFSqQej4>)eTlR@-<@*#Q^Diwog&PMfqFT@s~;F7&f~VQRklGqBWd^c
zX2`;y8wMFf6AJP)2c0~u%qiG2++yC?+oGw5r;J7Ie#O|&eGaVU4$j!U?^@vq*-aoO
z<GSJ8{(}CewYk%QQV?f{si|Auwug-JOr%qEopbL%M=wy6MH`o(KWiAHwFZX;)}V6n
z*g{5nLrES0U&DT1ZfRs^S7;<R`R9XpBz3GDycuiphNx>z#)>WM#Ih!Ngq}1`v5MpB
z2TSd0RQs3@o)}ol?3sPCwpYc(2P?q;^)I+3+LEj2RRdT=YMW`hS?85;bI|d8EHl2$
zn@HP*w`=r5D>ultkDcX7;%AUh?uApf-1er_C(uaDz#S%YHA<Mk6_^j8tx1Q&QZ&z@
z;Lsa9C?BzVMAo^Xxl~F<bdRQ@P<r=OncbP16#kzYmk*=N%0woVTz!<@pDJ2G?nFer
zy=P1xW9P_BV$I0SjN)k}WssIFE^o4c5X%XH$wl4%ZakRzGVC;}kc>YIXDW2#iY=5}
zG$R&oPf@kkrX$=bB#rUW4P{PyozOI$E^us&E;%>jWr~bX#M`ypC`o>x!f0$+4Kh{5
z(@t!ziN!hW=GYK|5?K{-{JK(SfvOtXUkf2WYHGokzOnB_aafdlh)TNQEW*8m5cxr~
zbaW1xP{)ewLRfbv^Jw<WXgRzsae;I|Qt6{YL!!7%?$R$V?zyUA_CW$mY?9&qp2*t1
zLl?FA^X_7io}>?k51x1e8~qVU%HEV`2kMD}tT`enCo}XUdB)LfH`Z{Omj%y@bF&%#
zOv^GX=~vTF8F)pDlG1luF-jQ?{cB@VFfshz{4fszx&>46uNk=Xd-AC)w+Z9aze}#`
z&ehpchFA-xH}M7n+F=h0-r@(tH2vEad5KZNEbr@Pt-B8_N(-}<QVV1P-?;Ah!VW)N
zwh_11CMPM)vaV^F39kyo|1_>M#HzYH#HBq%cLz;GDJ8z&!jooYW8N@#+=ZM!7%!}1
zdW8Gk`hPXQjv-|!gO|Tr9_oWhH+U=5G~Q*|d><e7k35?Bk!-W^;J59Ssxu?p0OL9c
z|1Q~Qa6wCb$8dhH8X2=OXuZkxX$xE8ZHj85bTR=GyHVT_>?c>6(_Sk`yQa#+qs|rn
z*6f5zvdDmJb$g`y?RQwk>X_gaT&J~ElJq)}dBqrpD3`wdaGMB0#9MU!HnQdLzdJ6X
zMOfX3gNdLhH+R6kC?pGKD0DmMS1l1K^?Trwc>Zq{s5l}c&p(O?(1ULNZT1z?1l;j^
z-9b-bnNLX2B1I_}0J95>amjZ*{m3U+yL#(d&Ku^NW3bfN2RhRImGi<^7`BBOe@2~}
zU>G>3FI)HWT^u;`4n0p_uy0E%;Er4*3oat)?!N8RuNxGx%Fu(N2ZxIc=(5nG+rbjU
zjn2@)QQkobNi62HHIPP`7rqp`d%{@PLig?*N3$K=o`iYcG@4Zct44PI{?m?9MOR}!
z)K7}zeO4H?6`++CrqnRn>jWBy8sr9Vy#ZCWpYLLoz>9Z@U7U^&fmpARhWq=K`p-^p
zQfJv{B6l%pe*X~ol7suj;|rQi01v4X1jF3LR=PaO+TZpH8O7VM=xB{T1v5LxYyz{)
z@cX92xmf$U!-6}`)$ST;)BGbt>0t&+Rn$m>srlud9vXiZUF_aGN~8#MR#;^7!3t*)
zvAcD$`8XUFf<DgV{)BF@<V&_$f%7SQS$bqt<f(Jr$>Gh)Ip6$*Gf``(CIA}Ye9Ui$
zmB=AqXdL*%2_pOKA&$5cXf{JlI%;2{<fh9j3iw0U=wqTP!DE$=;DTZEoLcxI#A=3)
zFAn?>_QpFDM2OU0sNHL1@NTAu`AhjO9Spg#oVK$GE2Wh8zPt#zABEYZy58YY(M5O!
z(xM(K!lmlOcp_{nGMDz3TT`Oyy>MuYw%pT%PgCpDbHd^>O(d!W>333)W5)*IIbfvt
zhP2ec7Oc4vVuKT4rZv_&p7}P7bVDWRQPGyEw!I}xsXF7_d6^KeCh8KIXUq0*=%&7D
zu2%TNO~0dE6-p_MK7&Zdp5OS97zy+7)a(n*4&mC)FRSc0G6y%oAXtV!_T(?Y{0i#K
z>NOO%ljK>J;~Y_=^jsoqL1z&mTkj)PiM6tdaV*1Ov1avr!$0O$D-n$k%ioM&ycFq^
z^uU7NLb`R|)j%Uu<k}}}PN~k`#B<4jAB3tJy?+xT)#p5lw9mZ_wZT_>Tff|!@Hbkd
zzVhf2JfZgIpoup#SMyzMKrZhYV+URq(TJ97W)Hdj@q7y(Cot_K-g`V{YdwS5fup&V
ztCw7|j3Ex{L)tLTd+r&FdyCNt+;j8>KeB&w8h`tzp{lMqxYrKLzNZ_TGL%gEp8CTm
zAyS{r=6gr_L|E6f*YCuYInG$CZ4v2ygqMVcxhQ?$^Igp%jJGKq+9YQ#dM%>%Fnj{}
zu*#UbeI;_CJs&2_?Nox2()S5kq6y|4+vI0_0xYY>mq1ik=9{1uEzSI!Tn@xq(>+1l
zHD;gru|}lrs;=;pqQs9|iY>P5?P{}>p}g`|%N@F41YPH0?euM!l#Y!ed(Q6@BLkL}
zEd5;nm|N3|Iy2-UZ=QqK39XGwpT-GQB8rAdBm4IDk8W99GwMB_a)>jXH!vhB>z&al
zTG|tUOBQGW^6H+p&!a^JvFmZAsvxC=OEly&4%v+N;z$IG>#+;9VVP8C#YA0P5+cpt
zB7axsVG3gkV#1mX`GPvg+0!}gzp_#B_^Q}7WBOQd6&^YF4QE%Rn=GQuk;Zwz@|h<f
zZ<Qyqz{)w(os6iTs&mu@{92z&W4~#sXq8#Px|=FT;G=g{bqc5h!CTw}39o6chB(uI
zOUfu-XF|RuFWS-(HeX|yfq&aEXtaHK!sq;WMAwL$z~8wMWqmb!yJf~!E64Jc9@WP2
zmQFv%?`?iR_+|;<--)K)>J|S3vV0VtJc;yH7xs^f`~CdsE@9M}2bTG_FXuW6V_p5V
zgOx)I{=a?A#|j=)Ai`hx;aM9o^HYhTp#Hyzr^HMn;g`k^c5h<cbk5K5?d`od`h;+p
z;@d;YtmpLp{uv26UJ^+$!bm$w4$7k3s~kAh{Ut_=R;YKNn$($S*0&q7b%Bmk?C!f7
z0CM}fq$Q5!!cM!&tddZL)6R2s<aHECHLGar4#GGH-94$<<o09n9F9$5q2y!-F2BvY
z<H;OX(svNwa$r3B+Z1}-lkvTECFEL*KmN?zq5)rCOT-q!nbTM*>F-qYNrC#)Di9TP
z-t6J^e{$-)(Z@h<6F(KBlv8?Flgb@Jr$YR|^uE$wW_NcZbK48sX$|ML#18F`C66r}
zuuC0k88DOVs6RIc!o~|)O@>iOUUOGf#8@%2*qFyXmv@1$sxz;1`Kj+p*N;!D`t1r=
zXqgkw!tx_9_!GtJrkJmn*cCut$R=fr78bihhwsC!jckLWJ2s*^=6vb=?qfOh*bhSN
z3KWfMQocpJd!gYumG_HA&fbT3!yCEPDFY02?!A1`PaBqJ&hqDl1n{;d;Q%1T;{rmY
zlX$h{B~LY9&AX(!il$F)bRT&s`;qbP(!c}rA2WoeyeFBtWY4(mwLUM;|C}x~-UIT+
z<)J<GXS^|v4{v5RevD+Yo~0G6JywlMIBcy_1KsCM;qSPJo!Kqjf?nF~JEVa28B1xm
z(rG{Bd<pZ=@rtu~;-OMGQlD?fzZ6p6Or|zBj9-x?Q}I2+suTbYiMrx*ZNf2GzqA+q
zWRN|c-THPyU5%=O?mDD*g>IC_zZ$el^j%apfbK*B*JiCa=?8_Ykw627?Es~iuUi=Q
zq^v$6>OkD<_<pZPM6hqPtqU#N)+kmYl*@OR!YVGqO;=F_3HafnugD?p*YsTzcQ-pO
z(Nt+Kd3Glc){SSZZE}9s*wqMDqmr%K*uG3df<Feht99XLA}Y!fIpv{twuBkK+{VK_
zj0lld=X;)M0#bW48~iZ)uamW|EFKKoL>f~VYvD4BVEvYuRJ`r8%p)<%Py&p;)pAJ;
z(I9`#dkWU<qJueta+OhOf76qqXkg69R$<G3kXP6GE-7Lxj4x35$cg36FfG>k_K=fn
z`V_D<uwFa6u~u+jy`)jjF*|HQrri*V(w7tshK9^q!7YV79n-mUbh-=jGi~BBFGDD>
z{sDcV8uc)4!meJ?Sd$ELisk=F_>i4hVl+?oIO@ioqR<uwgDXnw!O0`)QZ!uby=S@7
zbML`vUdUfwl&7(=>;}%g*;yZ_4*Ss&mAC}CI=y_SnP8yN+j<;~;^J~z2zlV03spv<
z{uS_eRMU=Fxh6NpUyi!Ho=%xs<3HaUi}zKJgb3g8B$X_@n4fb#h_A1&pM;HQ<8u4I
zL4WFMj{w;o6tq;0T5Gf%82;?J1h=&K2mlARuYtqCm#28->rLxCGAAl&<ax_a!%97T
zJktwHZ@aNCI8<nL5A*r-Hp5A`_7+}ug$>hJPU)hBxy0pkThmeQl+yuLJWdF({=Q08
zt!sK~Jgn85uSL7(D;oqE`s=7#2YrAD?(%$T%8m)c!XEUy+Xc4wWDC0r->RPvtsInm
zjV7(e!9#x^334@+3ikhMixUPauqnr%e6jD+&w5A!SuGzFGmmHnWSc*}W2x~U)g}E9
z-Rl0}l&`66E_v#i#G5UdldoNQfhOzbVFK1!i8;`^Pl(8i$dB_vO>YYJ<Zuuy3V*Hr
za!jdR7aAQnt=KTx9TqlvVg8=ZtWIN<St^>nrQ97jUs(_G2eTWeb+4y*0AB;kxFFnA
z!=<a6ffT7hw68w5ar(rnmMr#uO2E3b^omqIF8`~mn)S-w4jl-x@qJv|{My#yBix#e
zN@BHUM7PIS>McAbYS`aD+<9*<)4;?8FKRU75)*pByh6pI(NZu>YhSR-VAcurLl!kR
zPw6+!o*2$pZoMn3b@lOX(1`aw<H(Q$xdJteiQV5SC#-WFTWe#PFe?$yPl^vh89MG)
zYMuQLJjwaD3KUAACvLeRR;Ll+hu6yG3uzG*fx35!ExvuFG8-6|%_ZjLCochM+O&!o
zQGLf25%sg-$k*Xij0$~;yOnhh&byTGYkhI-8$-sg*7ycfdDCL*j3IRQsi|e9x)7^O
z)#}eRsiT$2<w>Gi1o6V>=<@DHQ#ncjb@}fk+sDKQAFvw%rM6T38D-M(?y6Nvq3!Rq
zO-|ifR&Bgkkp>ykrWXj%j+&-VFDXzH-p*M9h`ksU`1|0&Lz1+Ow9LMGc)8U{mPT1#
zr1~<y>j2G#|MXgQ&@W-Ws5=tJ%tvIP+AyTFBCu1+pG8cZRO5u`H5Mwh!`c5)4k*j3
z?O+u+rVmMw`xo<HTOkD6ZI#l1UCI|ZzLD}DP*d#;n=I&}ow`Vrrh1R8HVNfH*wefH
zxh*J}CVG^1>l4iY-G;5hdiILXY0ms@6I(D~jr^4<ziq53F9tc4#65_)z1g>=hW<{g
zRL2|njdwjx#!vt#DSjD>iW``1SPii@;HBg&^&#~Y(034Ji)lqW`Wcm?%rVcZ_m;=m
zA2SO2nFU<lkKS_MpD)}qB~G=ag5W$X4%$vrCJ(}|OM%uMq!{Wg4E1JWhFA~N#_fCW
zsO-i4#6V2xpC>};!zSC-JE=w7NIe$qxVh6)%Q};}iLf5xShuNh?jWb7%(h=o{K#1c
zI{9IxT1T3me73xpwgXC|6u2z~E2@R0q~)UjfD{@goGRe0oFa37D+MF|L~1>!6h0%U
z0HA19E*);)pSq^NlXr>4E0LU~f_M@=Ay^7bb+gJBd;p7Ct2dT6ukhfR>K6>oiE$Eo
zT^|(-*^t7#q)#tdThZ0&&N46msu6e;A|)!Xb9X!<db+1^-Bhr6eCnxSN6IG{7R;=F
zqH@yLj(95vHiGMr1l4fmX$jZk(6=`lu#EJVK!9o17zcFB_~JU<04>#=D7{AOO^7Y}
z-J!*%iEaU5ZF-sBr+o9j>k9vav$ueX^84C`2L>1#K~NeLl<p7^7(!Z7>5}g596~}m
zBt%N-7U>X>8bUf9x=XqS7{>Sh{hxlnwVw5T->_!gXM*A0hkN$fXYYMoSJ*fCk?@uI
zfLv^l-&miqJ^Jcsp*u?qkDJ?=x%p+sTcb7YdoXQ~Ulj}wCDJtcEKzf2<xW9|#V=j%
zhDnscEx=-~N-OFWN2%?}QdE$-Rx5h)$47c?bDDGk^iXXa#-T~32uK5?!7a|sXts7O
zBjsejRq*TBTkx}t=p6uoC%qVONin4<MJe{E)eAdi_6nzd+Ua!1u#?%QfbFQH7TsXl
zC&uZYp0nL&=H%h^2p{haQRsDJr?$Bm{fvX*$=QBgpAY$nLjXup^_R^yxHTE2>^mUt
zrm=f_)7qS>G+l5fS%Evua-#g>MSnn|sqAcs=n}W;TZ7MeB=%gT3J)DKRHqHedIM@c
zU57Fpg6FC{sTE>5kE(<F{KyeOe?ijN<NYX@TPt+c-cArJ);LkGAyb;oI0L^dnLo7O
z?_k&e^0IVU;$dGS2@Ra+u(ej6P;w)D0FW4uY9s==d?0P*g-&MoxF@}g*@*m9?d#Q>
zWpr3(H+)^`Z27AcI-dj(eR-n2eiR+d8kAaw4vjI8b!|8%=Xo6fkcrGd{S$|ZzV%_y
z#G>IlBSCQys&(mvLZ92&ot_m2n3L0_P@G&ve@KN5p6h!{-fPCVxqRbppo%T~lry=R
zv20f^aG`8Z3*nn^&;vNWM{~E9#ZF>tg$U&rzha0XrIh(3*0cG>480IdOBS_hZKs+v
ze@Oqd$6=WCEmz==4HpuCjQ`=XT|&XI0uK#F&yy_&05*w(Easu!eM~J`OFyDU&b!o?
z?Ys}>*}B<o4`075EOjhyH8Mpwf6u;Ljtzf^X7$K30zjK-{W48VHFRz!HF$}=E0~3G
zpt)AA*=?s5NkjTPV7j^-1}mn}giBnb6&1eD=Hl@tLyBD%sCTr%5uNOyb5R^-v+VOd
z!}G<UnxC`z;piyW(-dgyDg{GUsvaV~PJjP}a5b*4rR_X}hO52ev9{oFtT-Q8nj8ES
z69$kw>)q#GT0mlt1=n@0M#=(nTV(idADSv-k|-k=)_}EOEc#aPr;1;yALZrB*<X;s
z-4iJ~kuESfX#XFUBsQwBxGW6FmwbHwz1d0Q5!aInC3f7*<m~*h;W1}b_uJ}N@AE|k
zfCK5ysrAY*Kzr>f@0hgtUimM`yUjm#NPHtM`w~cydDPf?SCm!N5_4)TJ!^d{a<&>0
zn4EaMkc!@;7`1=I|Gx1~>g767#bUMM{asFDEt(2Ma^<%C1Hc`~HRd?e%Ynymzh~cX
zy-AXcVu8Lf>h-7Cnu6J_u$!wCx2HUCH5}Gz+(TNpT?0sGF@s_EEO$QJugRR*krI!u
z=i&hbrdz_royvoBQ^fbDM-NQ)M<^-x3B7w3668EpOK4P7<yqtfI8`jaa|Eu~w>eD$
zg~mq&EaO4!`WL0g%MK3i-xYjd4khrsk2k{kf`$I^1M49oFMogxhp#9JLsMplRh>QV
z7BbE)p~+7Ro9jRB|7nX$R$b@%?4OigfCa!%phIn3Px&f*QwRpHl<4})JiL2}YZoxc
zjRLH{HcVMGG)$SeVnt59nbwDUJO{C$F{d$xe9gN>pVUq3N0a@wzYYm997bzPfv*f_
z-?@LYg+&deEh`iiCA=^HqNBn<@Zhcg06+ZPXjZMH<UY5@AXyWW^1`@zpLd}1jxC>%
zrsz)m_TbQrnVvJE0J=mt2K0JWh~=g|>u4!c@ci?n?v&iQJcokYUFrUTu4?&iTaCDf
z3;wYgtYpbDA-jT)A#y*pU(61@bn2HF;`pcGVeU4|vsxqz5FR^!E=lusgat4kTb1fz
zJ7cQ2FsYDA?(;gR=+xE5Oy1tw_Q<;4T9?s?>>Iy#-;pd#MaE3GMqI3r5+J9m+Qoh}
zOs2;9`Fv>93i{5cfh>9DcM&g%*t4=-n;}kfeev#wM{JOa67cGb0K%rz#+vi+D;cku
znV(y+GRD$phg@@uT@1cC?GtaFI+SQ#)1c(rYrLD+8@D>Dr7CH9sFXZ}aEjgJv3TLt
zW`qP^%8Lg<5sraR2qozaAWoBbN8qLkJk#d@DJpWxp!Nm*lUbRUn<k3+@~(K>9m6##
zU*8X|JDGhz^k}-4oZ5rdy$HPP)4san$%c+OH`w&>09wi1S&Dle4C>brhNr5neXjb0
z0y!-=uAn~clTxnrcwUm5TOjO^A;-A7g;kj5*Su`_*2q9z<I`JtSPU27(;SZKVp+j2
zIH`G+cyDme5fzSBkz2VBV*<EZ<E7}DKJvw7ZHr46^%VPhqkZXm7_)Y;Tm1BBZRU>O
z1z~%6$!gcC$}EdmLK#2N#(5#S{(^W}!PyNblY_<gks5;}SN^}F23YLgv|aW|b4Phe
zY!@|PB@2HsCleMSAU81-mVm{^9ENeQ4&W4|U^~S@<VQe$@^!`Pk{`Rbj9;Ulq;K&<
zBbk$U(6RRb)9W3cp~A@~XTi>-%ZU<vIY$xgwF}hoa#4FH^6R|cl^4Sl_!K+ugj~@K
z-%pG4iuNijifpIgF3uK_>q?7s5uuwFE#R|!Jg*>byZRggdAT@aV>?})WYnT%ugKV%
zQDmaSh7<L*LLIf-=b>*#zonjKV2pQW{@z&tPwTpQIc>CD5()3C^2n3ej=r%Rc|XLv
zlaQx8k<LIrdNSnX$%<fE3>oGzvX}yTWx156)>St<jIthO79GB3PaY6vuK;K7luAHm
z^Lz>e72Cu1)WVDUuT{xY6f-akJuNAq0i|$*KeB<Zz?dW?7E^(pYwAjpPZ&C#*0wM1
zHw%E3O%P+mI4>qcXR=F>j!s9rhe1M3y@sU*`PQT7RAyT=U7chPyI3lrf7LQ{3fV^Q
zP<AfKc(lIIgM?piLMK0WuCt)-kOAo13?Npg<^U);*eK=4>myf*mVL)|XI$0*e$0ju
z9<3Q6I(JIOti9jqB1XI~vs-q=-(_nb{soc3cA}y>kIP`)i301we49v5n|t6v$V<6R
z;=BlVGzee(nXPWpl=|(^b_Ekk79Z-iw$iPnfF3qjel%G);YnbKw?u6_Eb#HJ?b8R5
ztL=~%|Di9j)er~k_E?(?cs7O(YnTd?x_8K$nNg4TBwPC0%#>$Y-tlzilBUXgxCbG)
z{Q8&p!9oN^9O)H^o_`u+7^O6=wbE~3;AE%w`!xj<_GdTCE`;dep_W}RUdLQfOpu8v
z=N}yAGpxKHnSVj`3X9;o{A@IsZaW@e!g#GNOyfGobA80@bOx1}KM&s(sdA0^0a44H
z#xUvcUQugO3DBEm)$}g3=Orf&!B>?*a|zEJ*}SV|9Hy>^gFDxZIvTbe#O{mJTkf8f
z8CJCWypxV6sTF0J*MO)J<~p)(AS3OR!{=_a6cRZtiX=nW0dUVOj(VLu6Pc(txOih4
zE%af-u1M^aSWvTtaDi)jfs01f_1J1?MUh1)GG<-q?xcgUrFHc9kKyxoCCH+Tqr^cs
zK=C;ruYTCqOPySxbj7Mbo@?!>SVyxZYC;YA&^XNk>7Z=PBGVX>xSYnXtgdzBBMc*R
zFb^S3z;+jFqYLO0&XV-7vuZrs^&H;0R)np}dP_ujX60;(1?LED^<YPmb8qH`5IYe3
z6!stzcG9|%XhM7}UYE{3G`+Fz4BI$;9zw>;9T>RT>tSIQ;Wl+02W;@*kS$|X4{C+n
zK&y2nW48wZzUGq6QNXE=AC&xCZ_#(59Gn&HMlIvD*7rB**L)|ZycbuObhxXtKd>-)
zZNcf2mlfe+d(@MaVo@i`A_<!$>#wgbO}<t*_)Ba>Twfi9l+P(cC#wV^+NAdbME>|+
zRY&PgR0#zzxrn_BZ()8DB~OQ++h3voYnA}J>JQrS7jK=IBe6eh#dI{}vD|Fs<uFBS
zlZe$b=6Iy-qL&U`yh1tBc|jwY$09|=Smw!HTdA+xA6UCYytPA?>TF)AaOc-ogsbL9
z<E~At5SOd2T^RoIq)@D?i)zf-r0S{C&w(v<SD>*VJGSpyOsLl%7GrLx<NcfHmSj<N
zFBL`f2PSr&7k}kqQD!H}TK|(M+UlK%vwMqV=0J_pv}XmKTDQu}1<$Ny=}37hEZwL;
z*%R&`Uv^(Sx_x_YPfa88(NK}#M=k9pP(krG=C8_&@szXOsn;-8UreJyTe1|dD~VhS
z1+3Sf`sQ_ccd$(UwhYZ-YEy0hLPd~wtwMS!1V@R?E-(8`8i!SlDiY2!hPXq@m>7vg
zg?{gzF4$#7Y)6TJmF6~lU8SF}?AYx@Fh3y1yQ!0+hZuCwOs^=M(&q)g56A9?nslAt
zY8xx}8;haWC#^V`$?6>?elp!^TfLN)oX;oTSg%gX0wfQfzlRkpmmBwc%=t%J+@u<D
z`Lo2-r1o}TjW?u04j)O)8+&fh!t=@_Q4V7yZ(=|{zM8;n4$@zQ#@swC{6zOnE@;q3
zq@@l(xm(J)AwwKikwEX<>r)_HsA+7c@)u&jvAuq`^Q%4)s*%sIB}MZOcLNivS-2F)
zlf3?4#dNTx^iv86BB}A{artn3b!d)$K?CTWog`i4ih2Zh;%DC0l+(}Xtd1iXXr4h@
zoBM)!^62Zd;|!KJ@6zj1cNLZAddbM0bD`<b&_3+9VYmYl9#XVKRh2-ELZkts>cZtR
zI?rDT!y3H8lvkxxYWp53DV<X(sM83l7Ctg*xm|C|<Kl}ipzLRV8LP-$g}~b&d3Z7u
zFb>JJr?z;N%c41~kT2_uapXOSrZCj6wQ~}R^)j)jpECZ@DDdzvD1R<ku(ZD{$Q$mz
z*hlLel^j6?M@wid+n$Ww=by%ZUw-wJIhVHuelCbHYAU^HZz7m3@QHb9H6!=)duIqb
zj13XrX5Sj0OJQWXd;OpmzI@jV#D87!UTnn+4TsaC<s%+seXM_EHeqjcnHnRR<rJr}
zG%DZ#IQIQ)px7KecCNlTTPd(V>}!#AH6av(ZFE;Sl+H;~Ch91K6UpzWWZ3>$*ZawI
z0^c%;W#$`xsPHsWo|5ra_i>G#Q!$di`)8r9tq=jT4nfG{L%!8u%n&g>fa_K9n4Yxh
zkl5PAhMhe5vd;sG2i=s8O1udGQfL!n#_@w}b{r&Y^349H03ZT~Xcbq@?}ZO@qWX#i
z$j9p}r;gKLwt5X@277|l)KXKnWX1nQM<YKw{Guj>sGCS#$HsPI<Y4pBCgxHp7~1!c
zIYlty&5$TA#_@sv^23{U{lfCI75i8q45FZK*D$)VmDY^J5>^mA#^r!@n-x-s0@v6-
zuL42R+5OC|E|JSvf50#ANhSyyE#yP`7gS+d<eGlQY)a)4EB3W9jUG>&A*U4l<Lj5Z
zw{*p_fGZ~dy3I5J$kB8~fK=q<cHoH}ojE*tk5LzZ+o9d3@}s)yW7cHWjGmAw-34`#
zPq|T|pWIAbMYjzU?Au}*u=CXSAl^bxo~SwuTOEkQuE+E7c1y7j0o;B@^k2|%t>WBO
zxfDQTB!P1}0@C|ho+JN@`?$U*@w$(%A)Zf-Mxz1i_E+bI)MMLn(*<g?y;7jAyt4Hd
zM4fmCQ$&p1msvIV=Slbi9m(=Bzf4JYD?=kIEW-bS)bY@Q1*Vg@L;E_G^m(18r};$e
z>|qD~Z-i&2od_&M9<reu^87Yji1YwCzuC$U5Ns_gZ-x-&ahxl^z9(kkW6o&<M!r{U
z6d8&W4aPDulJY7#it|@D3t);UAB$6xKCZ1rRfqh&vEDGq`E!m-I)JH}TJrhKGfA!~
z^NBUXJEYV0{iN7B{{qMc+AVgM_4_0@RQQ97m&ASdqP@@A%^ZJdXl|(PeUb=;O%IxG
z3iZ-qQ~%XtCVpkqAcqepJjGtW#)ke`(|6SlSwrz^#T~{FJ}K&YEpT!c%~AHP1~#3k
zma2eC)?tSWr)v%YeF%xWeNB|$?6+^pJI{`eECq~2_w}xBiNojdhdvqh(sMrQO0_8>
z<!ndQxJt2ho{)}B$Lw$DXe`tYj{K`d7H7cq{SM{vo{6@lX|LFOR+;d!eRq@L_x(;)
z(TdZzn-N0GzQ9F&_oBNsVt`R3y3kK#xCtLhCg-t?RcBYy(nf%ecc9iYwEPPi<HdSU
ze-qRL{WA{n?(`{w6oKBEM~Y}Em`TyXV)16ZR0VqY^3vBjW;_*aEf^0`dNl{eG8mL^
z7aA0X6CJ&;s$IGhvKnhE4(5jj`RYQFBsUeX!guwWHaSXjU&RRf@sa|X<~`&XBS?{9
zq4c8QBjy(dAGh3oYqsY@S^K=0iaa`S8VpTw^|68uxbNbZJ1hVo+wTff_0A~Gx`ch&
z8)uQRvwQ;2e+P|IVE>YI?I(7X_n1PF{7{zz={7{HM#~>r;`8F|2X|clvKI@2M_p10
zEpd~bDEinxa_CC(Nrqf^ZT<xX92f`5iBHIq+U019k@XVSW8mb#?8@|IeeC#E$ScyU
zE-r2p(riQa6(Hj79Pw?DF#MH{A`84!<(wwt1^E`fyqo>-6=cZmoVJw@_Ex<QuOf4d
zHny>vEQtZ=3>Mvq_qBzn3h7OeaQlc%;(HwPax-0GO_j$GSG#onYvxF~AFn*|rAOM!
zyAo9kTZsCDjc#?v11*wg+r!~v{=3U!Q%6;=-4rUA;JoZ=dyl^mEX4>shavJwh);Wi
zt-s(DhxYo6S5~D#52A*7SneAvkTF{hGboEMLUU1<ksru~)BIBpA#S9j`L!&in`}(A
z&)bV4fexY0Zg;M$@Ty%x*K6MUYGT+{p{O~OVv!?J!mlcxvGH@MT~@59o`Gp*f(V2V
z%Cn>4Am(6)XxQq+u=x1?`pr;YuXzY7%L+Y8cP<aYO}(=g`SEZjuov}6p5lxwF*AVr
zHgy$ySmoq2-v>LtEeT_nnB@F<h=k7nXylevRqPgcptN)#Me^Tqa{r90E#RhSpeS^=
zu<5NPo#*8*<nD%a$Y0R3{4fA(V9F<sTn)A1hBd>|+!$~bB{35r(7g=PThW7tY?sE5
zu<tz=)dFh|G*>CZ5;8KR0H?E)PrTnjKfB=a!Hc;Ijwl?vzl^zy?4X_N+_apgsci$I
z!9;3MwWbPY5Z(^3u;VYEhyxzB+ccjnSf?Y7?}DZa-7r=`3lQ{ph1@&jpS;esiA6#2
z?n*SGc`t8fLnMdQ+xq;nZ-t_wgL&*p?RC~I!__{>I7=+%&g|vC196Ob_FJ5`8B&Q*
z2Qret|6zNhft^&NfS#sU^sUQj5d(=hJ9L{A?-sZ$4fggbf6A+ZJZ#pEBNX9RLY-R*
zD2^3;lAExF;J3gO(Af!R99ocnUs|fcArLXJhOD@#_s-ayLSlIoP%0?iZ~ZIm!vUTT
z!uK_$MNqbwEC2lV4s?F@FDQ)-8MLO_mGfwU(UniXe|Vi}@cD+p<R9`l4D3%C46(dr
zYbOZ>?4+g0JgsJyV?Q}F(;hI>c|Km@iF(9aXD70O07uMHl_HeH)aQG4E;1b2KWPO-
zHxG3ZdlE@hsAK1=kG%mWGP0Ng6VR<{2e_e3EXExvulTzFO55N0#4-m)NWIT#UnUFj
zVOwd<=IX2L<v`kfho(xL&BtAOV`y>(a@yzrp4uv+{IKbJ(|dn~2c}y(GVF2ep+G;u
z7GK{N)m9ak$m_A(T&r?MAiPh!C?igF6TnGaOAEa?KTd|JM*dK-PY%P8;FHJU3ylGt
zHJ#+Pxfb@U{sj@}?;wpn;WB7zu-BkC@*WzAo-_0amj@^mRpiZ49L$ry15%UoDCU%x
z;X>OrR!sC|^vU=@O|6<FoSHDPb$feTI*d1#))=;=X_6WuhR+I){*F{xy<^d(w)-^K
zK3O-XV7E5%P(4Y>rtr5kBjpM$e$`EA*7Vm9%G&bkiEMuzn-2zx?Of&J+!o1Bg{)nx
zWeC42``*(JOh2<GAXxe;iFcdhIBBil8s4WbE<j8?`Yh%}+fKc|5&%gq-;FN17hAPA
z7&o&;AC^iCYsCdwSMn=Y2wxy9XO6G1A3q+=zm4vSz4?OL1^W^b>X1ZVZco<Fk`~`B
zM4maBfuC)P6H7qe>|(oYH{Y{zcdk3c8({}<2n)}u-fsgn^qQM3k3%UMNxI1?#mSAP
zMHA~^sfzyXaqc6?6bF+e);CFPwxB`@k)lGER$Fi=GO_d<wRdje$(a8dCFZi$mM)}}
zTSHfSZA8S*pQxx5#NSV_YQgDeflN`~Fp?~MI@`g*6-!u@m)6EMPO|)MtnCK+sYW^R
z=mL=2MT9WucQ8)Nr>@=0pc+@|7TQBL#6#Q+w0{Pg<y3W0?$^*zSZpye-nNF{K9r(+
z9O0Ouc5;>HnE$SeHi<9Y<x}FiQdyv?n4z!3n_MYnxC0ZdSO3)8K(<N+n1$T~EddLx
zf!_Po;Zez`n;4tKYJ<7%CeDhsQ8s6Vn#}#Y*$_d`k|=<rFqu(-P&ir<+Wke&GEh9h
zH}ILm_Q|t!yCfSHi-BKx$UO?v{>NlS3MIbg6OCh~-}DvHxR2@0Pzpm5BVMz!-w+G3
zgshK5lAeangFtAR5SIV$+{#-c;yVf~go-9zBDLAOt2Cu(gX6t~Gs;Ma?I%AaOwPV(
zLIF7kJm@mj&r1p|S2Vae;Irbh&pp?~CcfjFh&p;>-Mid^22T^Fi8-Aq?|vPQ0mG5T
z&+YCcy8)BCJ_nV%!vg&T*?n#gJsRM|CA%I{j}M*K+v{W2XWyn%k@NFsM=}_kCB{3&
zt9LWK3z{oZ<Vf*oY+XSrT#}Heb9T_CylC)VdY;3F_}schgAC5>16nS`4@v{sg4`U(
z6|=%3<1^_BH<}OoKuQJrhNh<b{(|2HV77K!)Guz*a79LgR773AP@FqgSUmq+W~8r-
zn}SCzjAfDJcF(b=PB`@4_o~+~diaVatW9n0dgJ)8`|9T#6XVkbd1_c<{HEJs%q@0m
zX#Z(X@MrZ6DcYcVnd6@sB!emadsOoNoFU=2rKtV>mZ$b&+@H%E39BH#tr0JKL0YiY
zXAl(DlsLndil3jEsBuQ4R)0t%Bohbu7j$}|iJWc~glL{D*Of3^ju4uo#Vu$w4ud;>
zsiSa0MBllY%A!YgUnA67sF?6LEqPGD-XtRMkH2m!di2$OozZJlhmiuqhkTMR3d#m@
zl;r=#D*F$!?Eih&71;QagM$HJYiW4ySrc0Ax5a(k){u(8E-F3){ZT=R4r|A%zG}A;
zro15utT6-O54|0Rze11C=j<4XoYz_aHx=Qwf(P4_e((L*M=D7CI-htMSiD}4keMbe
zaRcka_`wl1(#JsL^m)-=kf|1I*AoNtu@8%Aw{UQtkh3o?_Gwd8Vs*h|pp!bHp5ubH
zd#9#UsB;yFtSO=*PkspDw!-G5r5LO(Ys4qt0;}AgxzDr&xPCP<nh`a;LGEyAWWhSe
z@SY6Id_I0by7vx<cxMlgzbe~LH&Bhs$e6>!A|<S=y_an0eb!O8F?(K|vY|W<HhUVE
zmb(`O#N_ySYL~(}YX`^V`*@YeG>Rv2N8hJB(qiw+Ao3P_3qni%VL}Ko;%v`+!X*~z
zsS6Hir(y&gE6BV2OubCvK)2z)I?(^46a9Z2^*f%#sjmG{W|}xGgrIMPir#vqaeXyq
z-G2wH;|W=ySaq}e2y3{=qXA#4fqAxE+PVa|LINvlq;iDYlG3s55wuKjg-Gctk6<r_
zzREEwPxWj4*|!>~lu|yiOW$qWL{UfbyOmSk>C8SVhO-gS&B_TwS=9)SdX&o4YF(%s
zIV(kwdKuJUyImaC)G&NZ`b|<zwJ2dNuD^u1=YEIkmbJRqlPVwkpKpHYj#mO6-6+M|
zl%R6uZAr!hg0INOx~<F~#KXybkB)dd%YeVRW<OSDWRKXI`!%&F5+7?5<^gY9;e>Um
z`Wt(gU`@=)o_K$<<X7&Z`>?N%w!YV!1EkdbY~X%`ro^@5gF)1JDBroVxsT{^=$YCE
z0DO9HdP|^z1ML~n(QgNrIIzD?-A%Zf17#mITBP0(6~bB_T2G4*gT=Nf3*T&QW}Ngh
z=?Tr6Ht)=^{a$pbT9Z#-O5pop+&P+9+AiTyVUcv9BU?#G5f1*rO~ptVGOMW?XUgBd
zqPPe-BP?a0zjZ|<Lo^^xYa)fSHOJy_1fNNczkX!jlNLcN@D~IYg}&Bx7Sj%((fi}b
zSpPu=PH09>+(oGUUoyV`k#4mNXN$9LxtGM5LID^SNj)C2ml38%%{MgX-E#_>g1B=8
z!hOq+osU*+prawormY-f!Q70WWhc!{jP}PRXB>scDN}Rj=?=yt-A4Riy=)(m6$+7i
z?WJao&CS?)WrS2RKzNYnIF3US`OF*n^IcN6f!x%lKpF!(TR(BY4#tO#W1U3!A=WZd
zenIDhQcC|j2D;=ElKn?bXzE>67oyo8o|$dah8+FE-6C<Y6_I<6^3&&8t?;Oti#d&9
z4={YpTpj~O0*wF#>J~0?Ro6JUae!)HS1(>t4Wc`9oOZVW$tl|VY$wtY@$~rISlZ78
zP~?HGfRFQ4Mylc9^}2ifC4|E2IM&{6SzdVnUs(M*gbJE#i;)#khcH%gp8w^+AFxRa
z%c}}d__G;xh&cEQswG1gx3~4Xat1RsCmZp$=pFS#P#4lH=n<2?I}yXbpx#d7>>B;A
z8o?m|6lAV}JY0n8-)WEjM>PK5V3sX;bWUP~7zvN><cC?%%S_c-E$Y#XO_7>XSfB62
zEmvXiUQdjPMGre}XzRZsZTvJO3@2b|@h@n1r+UZ*d79y)8lOU<yn!a&KvP^ciZa-@
z?w}WdtclRcRW$`lsnqiD`Mz4`@!X<b4N>cTj^tG7;y(%l+D)Trg}?9fvaRakZt5}C
zIMUO?iIbX9!dZwDMYHuWk^z1J7^xQYAiu`Y^!G5K(y5MnT<00dB^GSV)W4}H5d2xG
zqpmHyPuZ&elXar^=YHu?=q#Wz3~<J<)la-~O|t3u9L;61wFy=0xvviU76@G}$><e8
ze(uE-ZO}jcPS=vK1Q3W$-_0I{uF)7jQsUnJxMKf?VR`v=9^aMbD4-CXj|))-*~-01
z;!`W?qs+(pnn7+JLKb7B83R&gbCYMqVEx~oF26plM|k~Gxy}{VM8?#`;BQ(8VuY`*
z)pZ*fJUr+6&V~XpOjh{zqxC9Rr#KUME?MrxUwOR}2TI~66j=9ehSZXu?$e58t*y`F
zEa<J5T6U(MR{&&VkW&tahekJ<jSpn;)SeCwKkyj!Jw$|X?xjE2yEXoi4JPfOj1LYm
zuO6?6086mBN#V(Hv-W|W`N4bVEoW*1U#@M+tT;_;De=0>D5Sv8Sk7t```#HL-x>Q(
z!h89Rw;T@(BVWRJklAq^e{Kma09FuZkzV`qm#iS-aPr%KS$~#?fS{ESuz4Atd+dst
zQ=^hz5^Pwv*V@)(XT4<aqcxUu@jQW-(v<yc2Y{62nM=eaAe=$AhlsObu+HTB2_Htu
zo{a=atd+rI#Z|r5wR`jpd46+B41xw$62T|cR50tMO59T$wa!!Szo0{a+>buiC4cv-
z)v4*W!nYe7X9MutQG+@pcQMmHveJnZkb^#It;cC#YO2KW{fEKi&HwqdZl>?CTAm&<
zVy%rbYM4`i6F$k40o#Mm{*a}Jbz3`z_UTZswk}+$_`T!(GkX80<YisI@I@cUUJg^H
zysW!C0$&V-11(b2b?sMN&xzqXmSUho>5R|GAU~8F#xEO<azDts>fg8_lXGLL3epE0
z^LsE{@(G~q>hZ_WjFhrtaC?Vp=jGhoWXr=lflZ)m63@r<HWCn}M1anq5AdE(UPwp}
zSV)wl{F1ORF95cE2%z&CvWi_GeR5OciEq=E6uyrGIUlheyMuBfh|&SZ9y~sshIA#Y
zPP0+jjra~5N~XCV{-)u9{NhY&0jlK2K^1@Q>Rx2jd2e%FySvTJhP<%-->%mG$F<Fo
zae9o3tp)zY|JsOGmr!KX*sd&Oxg&xK1{d52?;4!}%9W=be93dp0t<o|&TgOCLeU%e
z8^I5X$D*!~%;8@D2rlHd`8`<y!`o;+#%&Zk&~($&NK%|!_-nS`nG9N`j+|ZD1Z4E{
z``ggjg8%*|!nbm^^zd}IGIRRZ(8b)I2wzx;kCB)0Uqf+mp0|FkRy=y@=Jr+=o;+{7
z%su~ktmI^7W5uIuXX$CnC?LqsqiAJkW9!K%BqYcq>*DC*{>IhJ!iwjWmA9RRm6n1G
zkBptChlZ8Atc#PYi?fxpC!+|Dyq%+`l{?QX*|)E(EL<#s&vXVJySg}<d0H`gx_epi
zytZ<-0X|=dUqnP$Qj!S&KhE>-{NGj317&$7c@PE$2Iw8|1NyrLGLZANvj%}wRYB|^
z5C|894aNXr10xLJt_%kM>-f(Yr1{|A#{WFfBn4ps2Vh9tqe=E(<A2@<!idZVfoc=~
zE`Ve~xHvcv9Be>=6M~0_i%&>SL`XnDNJaLLgq)6=fu4?<mX?v3n}zWyClf6#>kBqc
zUOquVK?W942@!sAZeWW3`49{|JUl`ILP{bcO8zIbPx${o-~M)iNO3XQF?7HfPeGWZ
z7+_M2zr7#^;7qZBnfPZi{{4o53C6<4f#Bld698{$cmTr00E02Hz}VPWfVmh!!0R9^
zQf#s(e9|}%HO(MT-N^YvlfU3H$<+R&(3&`57BF`Y!^3~{n39V6*>e_FHg-WF;TIyJ
zVzRH~<P{W^l;6D7*3s3|H?Xj@vbM3cv-j}y^7ird^ACR?5g8TzAtojDV_JGf=BKQ$
z1%*Y$C8cHM-|Old8k?G1TDyCC`}*MngF};3(=)Sk^S=>m>l>R}+dI2^`=@8;7nfJp
z$eY`L?7{$n|IMubwCw+~ixjX66AKHB1^LG=3``&34kpFIe!_=CCanoEb9?xdKNOc-
zCizS4Pdp|8trH4!_X&Ie;Jx<j^dHmyW!e8b!@~Z5S@xfX{g+(`5Fv13Vv>SMK~T`O
z<+NjA+PccHcQR$g*P+5PFf(Z`F<VXf-o!7nfIIDvUh<!0gY~b3y7iX)B$?(EwH=3!
zufiEfL&<1qS8YnPB=@d+IM-G39vKmQu(GsbFT&xS2VqK!TigT?g8V7l8o4!$Ug;6_
zLa4yAU&X4k%k^sxrLe+Y4^Mj?8}+&w442w-lK*Hkc#;%32=(1z2(8u$kS2fpzV(xZ
z9duUdoIiwEIJ}>n1l<7gkG0S8H~bvg*`SBPIAE<&K<76qQX*G6KW23`@4~fNk1!om
zdRsg(eFUMT*m=xZb+UgX-nTVE-uE`a$j>s)V}bsjWc3)_5sXt!9@zMT5$((ho+5jd
zOffN&7Aea%@H9u?gg)EY*F&`#jA^L17=#}NRi4U+XsUh<p_3Di0eJ~+Do*4oyp^Nk
zgoE%&z(PGJow@#q)t7TJfd`2fz9;^VXwjd53?{>4U+Z<RFa}aPe&tQ<cpeK*C6QH}
z%PPg{cbVT}Y&TgK3@yUzZyEfNbv@rR167N@Ir1;{`q(sHu6LAA$?ExzX*Y3V`6Tsu
zQSVfcq^NIp=77AW-`M{5b0J5tV*GDUu`N1?8RtLW(W-mTnXAdKRuR?jedfQB?XP9%
zkR`YJ5wYJW5dBuXnB%=uj7QkKI57#!_*}Yg?uJ^zEy~_1qU36_AW7g`LmB=`=+7$E
z7dm1()dd;}nANckUQaQGQeN|){?wuj2b4#B)Ypx1pq*8F75%{ug$%P_C3#MUnq}9y
zm_<eKT`Wd}BrgMpYhGudIZkmtc=j_~+(p#~2F)(Y)ZA5q`dp8%qOEKxMN(cMx)R)>
zfL`5X3Uf3SoxZvZv2<aI-dcQN+6<|@e&#C1Weo(WvZ1OqEYDV^u)W7S^pq@J($X^S
zghU%$6%eCJvDK<Vz?t01-W7&>2@oyuwY#hdG6S$(ZN}Ab*aM)_P+IfylsIB72-=%f
z{H5Fu&ug3V!PC=*PkO1L=tFXhisC3qvAF`WR$1EEZC9LC^TfE*@Vvm_%oLV{mA*gc
za%seBhN9|8gekuLiaRAwizW-sQC8~|u4tLXGC;@j8;cgv8_uSz&E-HVscd-WnL<Vw
z$ZQ-~x~Tx3#CU$WxP8Z=)Xc-DI`hAYwTTs|;Ly>Q=8g%sB71BVDQOeU4lUfDwBdu4
z*B4dy!mCQc^-PG;hr^T~GDJ)azZ~2vOm9^EYPE?vCQq4ATz>1zWFMktNI9@Uxlhum
z1-jQT99-=`E65l=D@uM<{ql+N%Awn+AN@T5Ad1pFMl#V_#t9V-Fndh@fa=!82lCK;
z{-lW>7Ek6iOZv+1-P9p)3^x&V>5e={lgY;|Y;cH?7&!}K%p;+B*tQCD>P<l9)WJ|Y
zagF!!PsG!Nux=3a7%|)TpM*I~u7!8HV|fe>Zo*Y1cF~*nIn=rs&BLApw<NP2p=n_<
zf7C!&se7h0zB>j^K7F?dUsAW)`^?9#b+;JuA*cC-4!XRHaQ6F6FF@jAPAu2yxLu+m
zWbwuCLUw56TR1wBtV1RwWvMlxQ`6KG`M%tjXYAd`mG62U!Q5sKOc}J_rujNjT9A!(
zcb_s?@D}tRThD(xCMRHnxG0Pk88iDQv7h)n2p}=|;#XPKW)#|-i75cW!LL2YQzHU7
zOh3+Gv#}8xz8^?x3jz(6H?>ykq)#>9AfD-1nJ5x12Iz>{e_t{jwhB1E|GK?B{s6S$
z!0-7N1Z0<$T*Su6zI8EU%KKY?upz}^wy|Y72+dl(kg)cxG&rTR<hQ$WCxiVMda=*$
zP-PuZYMo#wi89EdVBi)nLF7Pz6nZzE4As%I2$Hb}S{qZY0~Lg8@~|q`D%WMtNtrGE
z?Wr3e3)_PB5^(r#w0rxWP%&3Dhae#|@H#FyR*J5?wb8XFp;>}$22P}A`0`9gqn2jy
zRZrM!I~?`R1^fBA9b>NHHRs78QFSoJ=78xy;%taGe4TzgYs2r0Te&pL>tsL-A}>tn
z?c7Cbp;21u+o=t&rkki+xeh7Y=;LvV@ztv;9)<`p?~b3cuQSqr{#Y3LS@V3VLCN!=
zews6HxHaTR?d7pi++CO)$n^BSE=P+?jfz@vQ+jLYF?L$;0mD_)lIT%!BMJx5vD)Wb
zJh<Zfb;kZvKp;614e2__#kjtmQ?Hb^T0bUyUSj=)>)6mCf8)=b=#E5K%f><YfeD|L
zk8pUkGbk-aCPik^(gq8brwqDv-{|gOIQeL!*El8BSeKwr&G&>+fY3FHF-4?Oofz3q
zL*S63JjC`;SxI<FPxWlj7M?ShTORaMXDbaLq6~Yi-d@)VctBmUWvRYv9!6{|n=p<+
zl=k|FfOcbmvHaCxkq+@7U6vuA;{$#_k$we$k27?GheP}E3!NzrInMN7DLlU@{anz3
zy4b|EtHzR(B5D;?V=c1Zlu+NI?%Mq=C#2|$zV_GoPW34dr%cK9E3TOXY-CVbMec~E
z=$f@KSz0Y44!*aPA`ownTqIn*_r!P&sHMl;^{O_b5=z}c@S}pOD?ldt?W5Ulbu#-1
zo3pp_n?sWCeqfBboF7V2i)sJ-q3SH77cSZ5ZF#sWvM`1WwxQmW{8_xDXDajh`{+>|
zLm8Gur$*r=%47P_Zndv?zo|Tqc2wqp3L8O)#1H5|rG)=IxA^eDy4I77t(PBc%nO*D
z`5|;lhc_TqAAW_kJ3Wm@nFyoT6+BjF3tNMGarbJ=L367EBq!ZMqi;uqp<?xBVaAdR
znrZI+-I`~77_v;HaG30Ffd3mLtH;Sq$moQZ$WFCLAILkGlo2Vbi1-;&7i~#<q1or8
zE3g_g<@-`4`CIdQLgKWk|0Jn^JUfLL(=(h17x@!g+Wv9_@~017p*exUM~0y6>zx|=
z>pTR3;oGKf6K{~856R*#KxPWt9!UHXx*l&^Oubt))6E=Wd%`79k}F5;w^LvpyxhEl
zB_cG5L<>50VCta<8<1Q;xA2_h6DHy=3XMh9-~ZWGTqjj+fAH$VSx3+{CKP`KD0=U6
zZO>HB#QOQa|NbDrFB7&sV*Kns{T}%z`g$_Zpa{i>iv6#XFz(0CeN#tm-F_u|I&~Dn
zGyyW?Lk}#g@DWPZw#-MgBySF1J7ij6lWB9sop>brZ?Vk0;GF92>uZfI+K~)uyM%vZ
z7<AxbNqwFB;@oEekrd|<hfsE-3HZoJcndHqKXT?a8SGXzcvG^NX-x$cs%(D_TYBjS
zIH23C58MW9hqIUASn0;>$8`8mK2i8<Q~?^np!~&+L%PB1k-Tl<mDL*L-csunD^J5M
zudGyZMzHoi(pB}aSJiqHwzEI)tnhPVhmvVeisq4)V69=FV2S7WqTLH(*iNM%F6;p<
z`ssJaOKG7R1b*YC@QasGHY`IQF%Ij)FH7ZH=(g&cl3C@mSiNlLYL1znSc8G&Y9&Y8
zhE>^;RJBj*3Ufg4KF^>V>FowI2jrl?Sd&vGP0#cy_H78GgaO+%w`6F%3Rm~d?&BQ`
zt{Y}|D*8FtrXo&Da=<fqwAMO8G_ayT^i5NkbJfS1?XH<60kvraVk8&u*C?ar8Lhbr
z*?XWKta3Y!gZ@;CGkI}k(W*43Vh*upr=6iu)mTCp%U68hK3eO7FR%CsoF3LwkJf#g
zty0U3FEM(e^G!#q@FZCgnn{7Fx1Z%mt=gOJ-e1AYKhUSNQ2X4`Vk%XN?#YjUfohxg
zkhs2p#y4G09U>B-C~s(ggYyz%JHUhL_p{4}QY+^QvYR;dRgwcEx%i<T3m0dfpmfj4
zY1(`E@aSJq$$821^0TfCx7S;lrY79P(kXU<?-^2QHE<rsG|<U<7t5p){h6>&QCy7v
z>e~Gb6%A0Pw@+;zN$HyL^Fpfiyldo6xr^)q9M<Xhe|>F}$jy1cBBH3Y87$wv?%iV%
zU%7=x==%1B0q8)I-uFZOlDsYVTKa~3vvE`DQ_kAWBuYTP9qaO{%7q50l#UvRt23%#
zv;%GHedu)$xWr$+Q}?e}m1|IW;u>?_M?NB1Ms`MsS6>3TZ_fjQyWd;VE)F71ajG=-
z<2MQVg`rWyPPsq$60dE+llAdxD*y%MO!aYEK>|%bF}Y=mwwP`nGT&FAm%0*BHTzjW
zZRksrNu^=!)FxKmWIYO6GFG+sU2hQ?W@f|AIj1<zy}R`73)N?FRAzP7@LFV8ho$?7
zpKDkA?>v{a2tXd7*B~;qgjG10up!OJBH(dGNg2oVPE!%Z4DvvFT%5zg=8Epo%g>)S
zMdUf*?`U&7ieO@_;I9+!nk9u#sUm}FZ)%TaK8;#X!lx)qx-Z56?wWv<+M$D|uR^}y
z<I=QrLB}K)U%YPi4QBUEp-cHL@uQ73j^t=HuL@{KXTD8ute}mK6&UClqAA2cg1tSm
zz5aq6B)UKk<-|31eIA|EdjDz*mlSA#|04H!3E$-qmT0;S8flHr^gFG4Nmovj4Nh{$
zJqFx(Re*1jueaw%)^uG~3!9tF%0e>GMyEYI?UjLnII(q%&Rf^y@UU{wrp=Zp3yWyi
z=B6`f_mV@q+4j&xJ6^8VmBR0(JYR0+n2E>*Me2zjtgkbPHhcNCJPd!n<>~tRGRZQ*
zU{y5sTP)L5Z?~~((Mr>B?2NUGkX*SxJtqSUlObX}k-tp4vfNne5(lHvX)|+lCoQpo
z(5b;cXNg1d)%_v(|A1j$pLxU>Y@<A?VDEfY-gN5V@8RJp!AE^fcL12rFF<M4>q|BA
zSTkFAw*c^PhV0rR_v%7Dut)4l&r|fNmcHx9GL(r5F$9id%|=_cheC9cb<dx6?0&~~
z<odbKqyb|`CibjCqc7&?tqhJB6;On_i^^Z#vhHGoJP_uYD66X8hxYXv$~4nCU4KFB
zyA|M3Uf<(^g}#}DEtlJER3a*xBlzFWRK_ia1e8_s?81CwfVjhXX+dBRTt?p=!m()o
z&PWB*S>LJuS|;z{@qPB??VS#BRRDc~o9$IZ@TA6=ndEW04tOW}*2<kXXzXOh*kpCs
zgK*f7GD{zK>L}#qk@R5b>6|y;SZAP)YVSn7)##m}-xh&b-VZZ>lA)EOS`;zB%Sz)C
zK+9;X51~Bg=CUvwirZdayh~7|FGxru>P_#^dFsMHMB{q;VCBHEXe|jgClLOJ_vH+o
z^69ulZ)xKQ*FeH1F?Pf5+B3*q;?#JU1G7D=LMknBDu?*h)mq2io`=f?<0DNVLFr)s
zuxUPxyHNkR4tnT^tFL3+!s{T>pSO)1*g`KyR5uh0l4~ddqQj4E^>;mJoNQRUCq4a1
z{POpkbQ#aKXhM=FBK+M2UTr|P3$+dHt!|NR2l=F@mmSyYk{c7pumG9<CP95?t@sXo
zafk>PN7vkShTAXb1ZUtNO9Y+kvTAqm)l;#sl46JQMx;l<t8Y}O;Sc7Dx*n;Ke8nRG
zwhl7eIzdJp-eGrvAy4;o2*J7@wk$F!g#Sgu6{0@ep#R|M2Dn5Spj3z*psCBf*;93}
zO2!|I)Z&$2aiq?T0ga`;n%a&lOi$uvf$n$h(7=-W%oC#!)beDM2G8i#WL`jqpM4~~
zG!JgBE{_47#G9`6m)He2A-Fc(+j&o(85b)N(B|I9`(=E%czH;?^G7VAFc~-5JYor#
zSb<xiX11e;9ryTV*1PJ<-t9~(Vr7AO;v3`9J_e<TL@9Wi2jAS7v=WHsv$g|(ZJaYg
zau}aXGx5t{#h{nOQU29gvY8VlbxyL?@=z$$16SgV(#<%s=41*@D$;-_=#^!t0@oCt
zeU{&({^_I7vuMm_!+TxLfVn%TIyvgas_x9LUs{xj$@J>4F$VI9OO&U#>RVHe&NxzW
zvqviWdu$&^d>+=^ePMA<->`?K`H@A_7Hb!y^pqtp$RnHe(~0)ud7g`!M=3`fLAUP@
zXsgI0S2V-y{F>XHdR&d}r<rLJl@A3ukcZ|i<2A?YDFo1qingM_hGjKvNHqxra@SFh
zv8dN~U$eobbtQ+hJj+}k(mXJ>oJ!Z(a-(S^-fCUrwIf@o?uR{nF7#*CLHH3CtS$9-
zg1`6I5HVv3Za{XD{04`X#=+v;3u1R6TJCSW**I%ZKLj-IzH0qxCuw%hOUZcob4*!}
zN42Ey(3-z`LY3%yPRNFv&O)An;K36Qi;9J(c^sqI6mKob3`No0B$}aNeEqnfN5?GS
z9uwP4zo9ji?mHZMDR&6vs7JP^#O+K#3+bGypT(Ke>}F+A;WEJ?V=gLf@HV$SXZF%J
zqBGpQF<k?cz^#brvLu#$mk>gjuz0KUHrRX_VaUzR=#VP#C&}3woE_Xw?+y{oCvuWM
zkYxKFiFj=HggEYI>+F-}y}RGWdC7?@>FU9Sx%`q$Fp0CA!_w%JQ(EFLj{u+%SCYWB
zSn9z&zgvPl!%x@8KbtDMR#!#_#dGCAo>0O$o6y5IcXf*-sJP3yIi6LlGZa_dT~mha
zS<XS}zhMyC4X+|*#pCgNl+=HC@MO=6AF6?X=B7^Nt1vfH?m+ihXuTw(l5L#9OOZ#6
z5|k)7;9WB`=O-2fHE?#q598-zE~4Sg%dcF;PS!i-={VMpG1cjs;_Lm2MC95MS<qOJ
z%bI%W0f1p!tQgtuvG&^nt01<N+0m6h6poIq&TTm+^ZTY$xFj!i=CZN0FB=Jb`FFj>
zZ3F=&LZ#%f29T^5TjZ<~nefNb(Z2oQv>sEV`>%RO24}KP%q?}(q|lAuW2m~+`|Q)P
z@r}64tb{KvE{-*varw<sYf2jMV#Qr(nwvmn@%9=pU&k?ZMtgmAIA2K7tmi1bg9LZK
zeOAnd3$)L|uf{lhx3azc;Iq`eUgPtA7=B-CuFAVJzpwXMiyySrhfDPnUXa{6Q65~B
z7#YLK7Dk-Bo-T0wsr!-oiF5PV#g*jkAG~sdh(%3~w*FZ+=7K{$#zjQn&e2eAE!1s_
z97EZm=v->)`4`98gNH;VUNc`rbQvxtxuZJ$kHw#?D#RQLNtj5xu~$!nMO>TDwj_EE
zSJ4eNU1(B6zWagz$7HoXCLCr%Qm81~F{^jdaQox84?IFxK?%(9!cW;t-r;~yY!`sk
z&%d+o{`VuHr%wM{T2DY%y5E$fzX)u!r<goid6r3Yq{KwjHh)_>NU{4-12Q;AYNu(m
zSjaE#Q8{k7AlNhUQOOn9)CACxT*o^Yj-Yc}t-^n))_u4LcMW}{wb-8WaNbdbVa=rA
z^kJ9#epcXhmPFz6TYaV%_zELpPlie*+N|5F&mcc$YB;N1#1}%C<R0{$i<i^su>N>p
zLl{&FuAB0r(Z3KmN~jWwuN!)mN+^CUu(883p&)%pu1f%9rUJ8Yz6gGCvYB4YbYV<?
z#@nT_ihKG;^j1@fz6L9xgWKUrW&|)lq7bAZn7pxg8U89$U7%>M`I&|dq2@PojGvNS
z!C(*sq|iI|pnv(@NY&>8PP0heU{N?#=^y75xD;_$ddf-LKo?#93r>NqeH?|F4iHY{
z*Lc4*8sGL01Wl>+p-o!@9Jx8XB3=Fd{+0wbvArJzKU?U0#8O=gOCF|0>jM*XzBo-r
z&`IK#Ue?St?KZ&dt=_!gj^m#<$GEzw!|84`yso&Rn9j`qjjD&fP{2uKWBcGpRFo#<
zg_nx&Xlv5v7V;&sU!h=}pZy{~;Vcqv`y4OU*voAZzZ5@f3MoyKsDGxg=q)x3vL2~Q
zit^a{AdE9?iRpHjdV5Q|jbi*LNYC`akTt8Y&mR_0c9Bm!{4?A+f|m~Gi!b!dTzS_a
z>*Uqvi&$XKp6g$=58L#qPXAY2!r1!BX*I=;nCTTKd>kWh&-9^h)SI9;rk(AM+uJ^{
zPfhP0cA>C?Y)*N!jcK~58z!78$8VH_R<;;MJ4B!Xxd3fr3$%z_!xz|(kx6sNio3Ht
zDRA9aFc+<95*IC3s6cwCb;@I@V~YM9B^G7K2^8y%xwTk*-Z6)MknuV>R>|TC?Uno%
z%y=aY<de&ryfI;(EP1xPARNTUJ}1+%7#voM(xi3DA8EIQ#J64(cdi+nW^X1MfIR5(
zQ{#x0Bq~TWXE#)YvqZxT-z7H6W5qrM$9<#g%<!Mjm8RZ`CRj`jk!<MkjbwH7!ftD@
z`F<WLe%N+s&4RQ7M~qo-obE|cR149hx5Phhjsa2w-d|QaChuXbg*y(x?bnr`iXsgG
z*Ul}BsI_whx~P=CIlD0{AX6hnX#L&#RG1yuQf8bAnwnET3C2dz%XOje+jBAlEEe&*
zJKN-S@08lvERiZj#!an$f0#{g92oA5cQI*(qtb0R&kwCSniC10FB<OG!o2R73s$n{
zlvdRV<os**A3xm~h^}{qyGB^5jgWs@8)s<K^CymgMmHpKyMeorS=J%ev!^g%?_QDG
z($BHLb+{h6EK;CFiZg?i8y3Q>*BwC+0(r-F;aRNo^s6&BIdM^|26(r)z}dKKlm6pA
zh_y7uc4??G^pmd@7A*rz8MqeM64u1BUDdZ<xii;R6yUrWVB8L2kb5FRRXS;Dm&LU@
zQ1HxM0GRjm7<RVmry*d@=#Xz3dK=6a00uby-<vr=XB;DvEWZARrX))aVsz#4N;q>V
zl2lIytq~G_o43|KxWDE+QXJyP(HUS&;EMqvgJ!rl7pq$3HI9rnAXCdR$7psW@%5|I
zS52*6$zo0$E{XOhm3|xvfP_tr(B>74G*J49Q+fK;y95vu+3A4zj3W2p(Z%=F=;YXR
z#Hf4z29yW(=H}kHRl(=<h4IwU({skwZ;iTIy~N@@H?vOhA2og5M=@N^Z@$am+7SL0
zeQonx3ZP6c1%I7kO6L-_)W?**Dow;HWqk3=JNJ|L_3iDdQ4Ip6O;N8EotU*%6yI8r
z(?j<`Ja;8Q(K%f2tl(Q+y$Ao$9BCa!b3DA1(Esvq*Wbfvq%X;ZqQ`|SlgoIT(d({&
zF@Z$JZK_7%C6Iyjw9M$!xvG}dmVak-NV%HiyP1N4f=ULgA}W;D!^q14t<S*_cfP?2
z#NY>%GzYnLJf_(U4ZF{gIN|04iDp!v`g<U8xxT8c{aGhtOS)@w9HM@5t9onw4cby=
zQiGNgn$u-CImEX^%sZDD{eWhFLO0C+ldhU`sz_o54|Ljcy)r~95A_)mdAL(<p1ueA
z4f#2?i)r){L@q>YOz!i&-gvDqNQl=iIN4Lyyc@gst$Et7B<_`uLm!zU@w4vc;bhKb
z)fnC$LZ_mp&!W;~(8hrk@mz{{PC@{{hsJW;q&#+NzxAw9M6y-qFu+|Gl<%BslDb#3
ziI#LP(OxUkcQ5zI%tqV1yF!8$Kib^PX@5o0oD?TqoyP)TkkFpW$=AOJL}`gx!BwZ?
zRw#i|iUV3AMu5yHer2-C;I&m_f@+BetB}w%o|}zOdu--r9Kfe2&++i5E)O(vHPTuq
zYjCs98zRcb2Y{uefd=&cFQq^24QTq$W@Q^pto{#GXTjB0)OG9NE$;5_ZpB@T75BEd
zh2l<-BE_XZad&sO;<OMP8a!BWf_rb?Pwu$)2V{)o<czh~UTe;0A_~Ku>v`c)H{(60
zHhkZVTXy(pWxbw`*#@Tp!O@%1kK~6v8csYZ%Z-kfHkUg?W1OE=%t5PWcGO!j+jglZ
zZs$r*m;wl0MlwAOZfDYac|o9DfFj6&FoE;8+@$I|@}RXJkxC~YbAm>%bwW?g)=x)v
zGn}lvsCL_vwi$kK^Lzx8vWw<QzHk69K~2U$4_8+wk-{f~e4d>p2E!hz0_NK4n)$k8
zQyFSev)JfMe?fs4DB7JC92wn1uzfw_DNDg92erLo;-gdi9B|5bDpg>pKJ!sm50}?r
z0l`ow-PiN@8&@I0`wBHBQ{c{F-r`oOZ?}2s5bhz46MO5BIcln3(9Zq<c0jc^Rfy2J
zNon$e=dW0yJR{6;-Kps949UTpIyq3Jf1p37H@Wqdi8|(nyXNVB$_nj)k5vx*9nu<r
ztUc~WakdjzyE3)@PA`=Qg45*=1kcH}*zMz8op@tzw->q4GMj%V*@PWz5?KzBqeTm@
zu710TH=!uyXk)G2#$#5Ua7Xii`y&M<wT$L#HdT0E`leyr3<ScsJG2KEf(QpQ=Erwg
zbqyK96Q7*3B6`~AG4gNdh>Su9#>GJ<w?e7E<4tIXdADB4UR!tDUIDNgo<NqarjA5C
z8<D~?pcGII_OijT%n<eK8-p2&{uqrK;Brc9*v09k>z4f4`SSe?g}I9J<v225bb?V3
ziut`IlqprVwYhiUdM2=eYX^R$`>V2uf4@qF<k#L?jgS{Eo|&wwIpp{eV+?SRxn{=h
z&_!1U5^VWh2TWLM&((a2!7ck`-RGIiN9xuQ;<gEcC!IUqMGmQSb>nKhi{ale<LF%d
zE9vx8u-3_>Ya#fL=W?D+X@^r(!X82JA64yP*cvyQ+o{ENJ(aAddj83=%30m-00TA}
z$2R{fGw!I1%gb9BPoPZt?MxAhhVbv#^YCtNP;82C0rvb5`P67<x#Z$#w#TP$=$t+n
zVJok6CqYiruY69Bgbbm$FKZ?bN>Db2uWSzO9M<`F{^&R3%b#740G`xoBlq2dvyS)^
z6)UTe3uSo=5^)E6@k|Dy*IP8T05?M^ewcjbd2K5nQ;m;KfzfI4<sWtC;LkodJ^t8>
zr+9oeXpKbsCK*HVnn!2P3WD{`>*los-q8;g2)Yprp>w@rjC@7qHUM-$(EoI$M0Ka1
zI`s);nyPXlY|!#e*ujz&1vvbjU0L(cvW8gz(Mj!0Gxv5kK1x-xxnJ7`RiGfx!MM>6
z?+TRVBxAR0hRuZSJo?V`%`ppFyw&FXrauBI1%V-c`P1c24h*d`No0)NF|aL6R%dIZ
z&Bh~tJB&4?(#5mY6NtZ=D}lrz^Fn-7-$t(=RdC1k!H0pNT4f3W;5zkwAm333L!2j7
zuTx>q*D2<#xd!#vfa&*N5ed)0fgYiWduC6X^S%%yR#dGP((x-5QnS#p^8SupYgEA8
z;`jP!%*O5Q6iPKsf7C(Jaq!fGfzQt$U;W!-^~sDWKKKzW7o#%91$%)^xn4RcNaB&z
zE|mra`hgfcSjUf{VB5lrnl&2S`<k_);?`l82+0`OTHaS}G~KP%x2P>>FDP|5`-+~6
z;Cp={5<_%RvG29_NhSXPVt-iyRm*oAc2+{aE|Q8>hW!DmFDS-!0b_=+!@f6*XG}rW
zw{}{UHnboyz=QJG<Fy47EU&OiHlNuLQF7foG}LSqr&e;wd^H+eD{=u}mF~L4ci1tM
z3qn|t*86au^)3Tzk<8L!(pO!+_zf}wY9B6~Hg#ePY|Tq<>%RrEH%Z5Me%HK9Cb-_<
zI4v2_Mgeem9%k*fkS&dZaE&2y5`XLAx_jY8D|*!Fpy>cZ)k=%8a))-3l-&}(3|cQy
zDzwfzrD-VRvKK{mGqPc-!&1E)a>_Q|Yp_(VQV^g3?dX-RN8Lt5N29bU=K+e~0o<7#
z-&5}YbyLHpKrqC#-I{{U&wZ_`Fur*{vUwPOQ+Y<0{wM2*Lj0GFPBM40+imne0O@L&
z^p;SRL|ePZcvYMGwCoV1+hN&n?C$N*t8W43>Mzqxt}{>dA3Ri@KJyI;L$6toJe=*A
zYw1XX2nh*S>$b?ZXE~Y3IxQc!cEoYkCH>K_kX>7kyl-{QhTIs&tEwx9mwXuV=9xu;
zz0T8x4_%xH*}5HRbuu_X0?Y7)h&?>@%sPdUPcVg7Pqs5N0f1Clhkp#MOSW_H^E}=k
zLiyVwj}*0;#z}EFSO?ZsN>%Gt_|scxW4^<Yf-P`r$-il;bsMCt7P+<YJL6Kz1FJOJ
z`a^gWGB&EJndg3pRP06nH?BbaV(wDg6h=h|e-kF|ufZw{E?8}T1U_LpbJkJdk3!w}
zNhugu6HN&GOq*7Ckz%6ZXL}W8cS-BTMV^0--TAmAJ;t#gr80jy_gkeI+%YZtvNQ+J
znoQi2p>p2D_cYoL9m?nTEzA;KiC|*<Sa2C&2ajYl_&9q`%I=Trzx>;RA?DU8+qBZA
zImW@cwj>gdyea})xMG|sdf<F2h^BDFJ4><3@^`aYja5LAGxC=A>Af}@6Vx)+1Uss0
zV?)2E*N}BK5>lmX*6!H8-Tw_j6P-t4leD_28hYz<2KpoU=B{4){<LTXB9#WhDzY_5
zfA>L%wi_2cPwXnI_d-OuDMPty5vxlG43TKDC9@B!m(gMnL^v_T_cORuQ9;m4O$~im
z{tkx4>@PVLcslvvuL!7o?!k({Cd@+>xWeX`Ydw^xMZMK(EzMgo%G{Ni45w0&Ab)6k
zoPMR^SD$siES>tkY+<q*u};=$mLP@$-GPKirObFmd!6Dh>$W2+yODk=x$LA2KjXj{
zv5=U5=JKPeT@a9%18lMmV1VB}vq@2?mxF#%l&>0z5fJsbh;f|%VW_Z0e%xKo3G|H)
z>KlQ!Fe~YFZB2eb_1*!xJsVF8i~#)2^4>K$NirYJNefFVU6>SluPAT)vYOu$y{Rh^
z)|5^Qyp#}w18v@nbeoQ0l86Yy-zfimv(wKqag7j!GaUa%><v0(4)g;@R(;0Z9RIBU
z+pi<S`*s|LrDBI*=A*yVim0PplTrJks=RLDV^rRGy^f~W>Efn5+{PC24&4ZDd+=|x
z78=H{`gl-%{u@6~Ynj-%rxQCDT|qc-BxW2N$Msm%$Av4~fp>)cTMB@%Cq|$<uYY7f
zQdIO@hNA0xEu%NTT;tmV8|y2I1K01nACr&gr4#GONq1lph&1b;zZgya5Kq*WJ<QL}
zE3dc)Mjk?4tW>lcs}+pD#+7hj#pX}~{9)lM7hl}IPP_Je#5C<+uI9|f`E|L2Y?mN=
zo*bS$2ta%-^$Wmmql;vqZO0dDSe?1qvRZIg^1Ivb4=GKtq`a>z8Ax@h76st^7!{by
z_3`n*ZfEpSXrg6flpWMAK|xN9OC4lspBDrpQa&re!mO<o?YduIl4Yn|qmq=pYO3-x
zPKQGezpJg+c?_kTE%nILc=qT%45!V`Ad1i~M?MEE=NLikZ!gonm0WT2E#w5k1=5AV
zX{XBqOua45<AWcBxPSWt-U(f1jF>*~JioWPl333+(dfljM%o28Ab^l$DA~N*JFR~J
zB`H0@_vCp_#HL1PpE)?SUgmRiu0QE)RI7uercw8SiUvwS{T#f5$9eErzF16(B!|UA
zJYS@d1EscwW%XF?)~*nhm=5lOxVY<gb&ki1DU-U?#YL8oehVa=eYhlfOC$dx$NuT6
z{Zw`Sh~q^4)KF`l3*xle;j&{<x{L9Ayc<ODgukg9Y0$cuS@dyhwPORP4Phi8@&~8g
z<-v>uSAb98(0=D)I|7-+fk%qgtRleCQ4D%C3vyT=UkWB~b`|UiDPHfo>_E%Se<bqb
zj(`D<EJ?~1xtSt4)EAtzQ>}izK|33=TSH&Gue7RBwDN{b7apiZr>-iZyF?0Y=qzCG
zx@u|(?PQrjm-X5@2e~M#X^~dKWoR^}(=%-HR<#<F7s8lkZ-kT{Pq%`JBC1cn{y1x;
z82Or?P8IN;zffwPNA{Y&RVc_uzSoGU-JHidISSNfq*B_%&qp7J5N>w*a#JR8Y!D`~
zYxf=o@R%p%n;3YmK-i#}-|t%bm_E4#*%~gLb-ww;$(VS~u$OUB@7{KW={Q%n%q{|O
zN4Q4q0d4yS^^f42r}>d@(2Go2M^Bp0DQx9iysNkSuhHro9xl4R=Jcg)q#^b+FO~`+
z`S-Kewdhk^oLtcML`HZ8Kc4mz3WhPKOj@@mDGSiO*|laHL+xQ0(SmC57&NzbFW1$V
zDJ2+Xk)qDhiK}ekzQOdLL2LQ*S4<<~84{5jhr9Nkk2AW1OaG=G(|&`_o<^@lJsH)T
zp-s<j^|DHeU|z^csVh}`X}Xj!LO~`3-6}Q5Ex*+8KC05<P>M$N#1*S_Xl;n(M@4PO
z7;@k`E8^}e=EdT6D}h6jfC+sK1KKXqp*i74wt+DuqO0?$9xbTfvm#Gw4V!6pD}JVe
zj9BEK%kV)_#NHRPYw8`idcxK>YA8$V+jiutUdVJ(|Bp~>R{0>=a(im(xo08!r7k_@
zHx}{?h<i<AYs=~Pt0rQux7WOi)kd3|R^L?_zZS~!a}XjW=dM@lZVMOscvU*3&pT@Q
zVfBB<Gi#sJ^ceDhE5{|JZs#^$CrwQ&(v6tR>*8k;{YxO+>2uYsIqxSB+9(l`m8*8<
zLmv#jPXBUcpilo&?sz>>PqiT73gy5d|2ZaiWt+8LNFFE>?1a>TdqRlYpI8Y8^UZn2
zODi@%ac4VG^}x4-d<hylOA>rV#~Dt-#a2YW$2%+qtr4!L931ArlHWh9%g}asVlm3L
zJ3G4zn297xm^_kv6I2g0S4PP8yrkbIQ%epD*r^2ojeS{$ZcQLZ>9?#Itf366x!)4D
z{gKYi6@BlbUKug+NzGIR4e>|ZFCcQsIO~<0tXSX*z$<ER2rmmEd;+fce}x==)a|xc
zftm}qqs2D0&6yC5su1F>ga`0HKvmrl%uj4Fw8hjnjld6ISQy{O3OUY)Ho)zOKTz&>
zKWVx6KzuDNXGxs!lIR&n;bKXOE8ZYijT3#1&PQy-$TMYz_B}8>>%nP|CHlJCBW{GE
znbnNdrJomTR9RD66MN0+Es$d5Xj-D-ecaa+Lk3Bsyfw_=a8iqqK~k7dEIr>!N+$)}
ze2tFHi|UWC(MUV?%*5U_#sJLP7Ory(qbT1OztD07qz(&|P96N1A)&|XQ96!7Lt}}9
z%Z4Q81F@B#IpG_>ou_oThp*qZaG{<d<stLA;+qodVa6IS5$ahkMV{E{L2~CSl6NZ9
zFpg{xt8Il68=LS6lpoxJ(7$cVGLpwh6|tcF4?tV%wK(o;nn-fr{MttcR|RsI2LV3b
zHycH%Tuc`Rh}DgMX2JFa4g?&`_XciD#ryee8!p?1^tS%~Fu}Ry&g7tKS<jI;+6_16
zKVG!WowNuh?eANP>HLkI31;rhM|IkH#U-odu?};QnsYWcQKdB;lG?Kd7fvez`~q>`
zwf1*?Hlo%44C)zsMtH86bB6OOPCuqACa{(1J5V)LyxmRlJv66o#j49L*pzq8WawU0
zi7^YhhkihKe7$1XNJIda|9xeg=ecq6U`n8Dv|cOOL8>nlM7Tc9kA4<%aYCsPJIiPj
zG+Hz`lNzFKZOXUpr3f42wEnWjE3LN2*`vJGYXR|aWzL(GD=e{#(Ej)j(9>GIEl{lf
z@s1on)PXUv8+}s5E(i55E0T`q6NVqgh#j(X@D-;c&OuCh<uSxIiZtM<B$j1QhJWhX
zqWq%LOHzZgzQ*N^ZTh8L1=`1gbe0u2GoibfK&I{Lc)6?btRNYUNWbLEF;P16Q2_NA
zA>7aQ;-dwlDv?qkkHgtr8+lE&g)wlHDKmon@OyNJV8(r^wb@@$?Q1`%*t{OU)y4q}
zojAb*Drq2&=~LxB#JGN(38=Ee#b3A*O8gDKx@JN4FCo;#2KJfCUnqs8g$NO@X}-1^
zw}PT>y<=Uf*-e}2r|j|Nbl>SjO2n7IL%}(W8akZ|+ZO83E@Bfg89qLqCuR-bJCGj{
zJ2-M$cl{XMLA*Kr`TZl#y6E5IrEZK<Z2O{h*V4Z2WxH>T$e>MSLWF>Al<*bRN;K`d
zJ#{2kPUoPv>tkCSi`Bn_NlWL}Ero^++2M7~wk#t?GIAqd*CO}7Rxj|dLxms5Ezlk%
zOT^=2E2ntjw?JEbRX2|BR{NRm7{tiQ4Y&1f5;4G$F*U$m4@n^yzP|lAQ)AF%?%J+@
z7*;Gw73rY~1IAZ7@z`O--}KftbqZvD#Lv0Vu8^?C^}DMp0I-+7?Dge4F)c0>u`-bP
z0K-cGeww)#S7xn?t<|v_`t+c8@0FmF@9=>LEHpzCl9C(?f+hV?8tvwqD*L@}B$ng7
zE2V~71(X-LZuC2achkZ=-ZFl)253r)&3zGm{f@Ak$2AkE4yDq(yp@!I?<reblz_+%
zwBE`6f0z`V{#sBk^{_xSmTnt1jE{b#yeiOP5_s8CO{VyJ*M;lCA~Q;l@K?+PHyvZv
z%jp=zg(JA`x{yLg$VuWoU4r+;O^unK6p|hWnIbaKl`9J{ELi4UZ@5rRsrV00t|s*Z
zr&j1Zrg7>xezad$)NX%b8jGyo=}b}joorcP>#>RNRkx|z7ppeU(wFj%F#(0!Kxl0^
z0R7-x0#vYaDBM+Y=W-j+q`=M~zDgCW3#OU^IQZH=ne;WK-PCf6zfGI0D(SvUv~(PW
zk%XU1C__z6J8zW2wVF8?c@;@H=Rm~J04t)!!@D*}TAWB*%D0c1@(c;k8X`<Mj%}Pf
zkPPaAW|S91KK8yZQaw?O`1@&qTLuI$jlId&S+6^{(-EcBmT)P{G&fvipcA4(xj0oF
z_mQR+LFP~f<A1WP{^KY{`+jT?X&I-==$1Yb=e&!#1*|>f{0zcx!MyB$<VEjp(gTiJ
z^y2jQo3+1#qNIT043aCU)giP=G<RKg_rbYO`&}9;v68{6X@5*l1~I}@I&A=_M`$L1
z85=iffQ`(cRg4lmX9dk-o$ubW4mjt>_56M-tXtxbA^HlS5jn4OM=Gtk^D|5+$uA7X
zJu~FsaXfLbx{Mr`keL-Q=338is^H4hfsWy>@(?MI_jc^p%p)bhV5u;AlhgLEpRMj5
zkwRc2U5Myk{(}m}Qz~~K{R_f=m}j6BDTU7)3I}9@xG=ZS<3rurpKDrpxpr|uMdmR|
zKZD)kBH_O^G(?5$V1J4Ru>)>6pMbWkxm%%O0;GKd&;h4`qNRc6(6~5TdzGE~vj{I7
zdir#@Z%LK$wk|+%XC#=8WeMkn#AuVKN3)OeB5uQYYVpsd71=J*UE&^`J#irYjhYsO
zcMsO?*%&1RF(c$fmm^&r8<88-O67W|%E?-P+%uQw_;`@yztGmDR9b6hJGWkDm*GIW
z1^f&klh!fUx!0{TbtE?MNp#E*Xxoor=AIpux@toOy!t^y_=P$pra0u=RgJS`IeW!`
zLH!d>>%r8%K!`d<tc%>z26X+Tz$P9_rpxAl9rS8L6X81+UEB&HJ|y?UK-Mu?`3asU
zQ{>*vCa^SgSW1Qrc2Qe>>0lro&_<Q)fYYcjH0~X?&G`?3ALn%a8*HvfJCOa6%>9cB
zezNNPMP;)uz{L9CWDWC<#hj_kGOClvRDCKzVYFH^=!QVn<%*nqOXbH6Wt5N2mgDMC
z(o45H8O9(KI(X$|;>KjA7lYs}jvC8uxC8PVRGgIHr^$EWi!uDt?yed~LK`LDvAI5h
zo{wEEm!ql};=+2c_|d)zSa3O2ViXTSxZ9V=jW-idXFKT9Ciifs-7Jq_z<og{1k8!I
zh7~2v5i$_uM~JZKi+(WKxxkf4$3qz_hLJ#|mz$V_`$dE!|M9?lZz0Qs7~lNftU;oM
z+_UNG1}*DKgF>&}lJIcuxv^%c((c`-q_>tl-jZ$;cS6TY?T<N+p!D{vogX0y3a#^n
zVZ6te4fx5^q}29ETHDr*t*-@id2@>F5hJ~+vf<}>tw&yaQV1z$(!}ai3wJgai1^~Y
zN^GX#`8N)0K^%(}0Jtk2f#NJ{N5bKy|8`yQ5cNbcMJ2?VjK5nU=gW`v{GZ)wtca{4
z51^i>gZlE;Fa3lqPphXWf$<urT<LnIKV}iGh%yaR{H;>WUvw9oU0NyL)$%al%kqEs
zWQar!k*FUGCRv2bbI1q1I5Uc-$y}{dR7s=vP}-EoG?k^*ZhX(Sy4#Iw?P7dawj_XL
zn%FoDe-+&fr7>D2zK@_*)<A{_LJ589^n%fZmJYM5$+<IJJ~{Vyh9dH~uX#xwz*DDz
zb#x0-ENiBJUW%WDic?P$-55yM4lsj1qt0l#s?FbXiFPgt**cV@6}Ct6?MwXwKtH8P
zW+bGo-Is5_=0byHfoIk!Ty3YQ^x|LC5lNr+EC1$WoIFc=*?5&$u0vXko>Xu;%&zi(
zcv2pe0=&tmnk^0qer7ZoH?v6vn(I<M)aO0hRKB$Tgh<RgVgv=a2u*JBJU7{~GbYu)
z-~J+gRv!$bj^*wx0+(~`rsoAC{UR~%+zqDhWDCaoYkMXf`#Wa1{`^$Gp(#1HQ}T<z
zT!=^?6@&5?7OB+9OD6oYd5iPy>!R0n9zTPL;jUE+h?CLzK}Q?U5BiJ}j+fa}b5c@5
zgyCl~7njpk%TvF-+z*c`r+Z1b<_Jd!CjsQAht(mxB-B6u`z-!n2?VuqZCF0h2bn(W
z<dtG%NmDrQU3$w&e>>W@(=P3k(Q}f%bvBJaP{3obgunhWvCw@gWi4eK@ra7ij_m|i
z@(g*mZvz-guuq!K+t8oBMi8DS4g&*U0%nk#2C3i-N?4CX;z65|3=*fz?$h;oOU}o@
z&h%uV+h#}8DP0Ntl>5;yYNt2IcIC)+1p^rF6sq(v+k@nN&xp+s88}I8@N>W|_^J0z
zsVmWXUL~Ox@{xkOghn^J$QM!S6OdF$&<y6&j{_2a@uCw|d0cN;i|A@M)rDaLi`1h0
zfCA{}8H{AwIB$LR40gA?wzOLLWE&@uj9ksYP~1)t4%eBET@g+F^{>r~f`uFQ^zb00
zk35fXq&r9q@P=Uf`_t6>1FoldNuRCiu99X4R>q!0U(<FhNe&hyWOw)q9SYB>glX6b
z*Bf@=**IF7X@}ZIzTp;&JoUs%vo+j{sJ<dhdRB$o0{2-*o|ae+{*;WyrtFi?69R#A
zDnZ6wS%8PWG1-McJ}4IT&#j0~^{5oHz{!p`f22BI)6T8r+Gn0cs@6srz<yjciCn*O
zdTI#sdI3}+TZTw=id4%Zzf2t(8mEC<XjBkn%YCPww*CNc)E)NeYcf_#dUG7kP38As
z=?%220-Ri3nQmC(u#3qkM8@VTIDY8f3K<|x%dsRy=(|0MgW;68cVy71Lar%NuThc*
z?d<<Ljx*{?VC|mo`24(WvPmLAA!zcQnsI)1n2pw{G%8AdY#OIu3)q5i+Wl&FN0eE4
zA2z0%wLwwtDz<kkPfq6z(hU*A-tVBo8NDOtYOOl{(7O~bN@KeyXJ_j_#!E%&Ipw`f
zoMrcot0<2p@<YC4@0?5Or=8@S5Pvrr(z{odCRaiu2eE`?F>_UppoGs=M_=A>^17qq
z_#eUt89^diDQ9Pjk)(#6acd|<Q%3h6=7%1?KfV@MtNYPc(+Ka<*93GWw_t1dCB_8G
zRs?Fn6#JtDiIWABS<bDI?2`~h+Go6PrU2euK{?WR!;sVYDXOgVSj~8&M9z9t%R09h
zSiF{g=WLHhk;PHE+r+K7FHsWBO?0L{OF{?H4Rc1xpT7|OzI+?pn2inI=#ab+kl4e<
zovMg5c}>e|w*h>#EW4*7HnKl1`{?qYw3Gb%aHn#M`xGjzp`@s$?zSi8G(=D}!?`t1
z_gpvl&BhRv2j`{3q3y1{yV2X#^|y8<65w>#Bkq98L&w+Zr_McS$J9tUqfw7eA!pAz
zVg>009q-=Iry`JJ-cTp?!z{AFGB!eh!)L?xq(ps5X>`DT3)P1q6_`tPY%h_CoRzO&
ztUTYl!%XpjD~p*L)x!kQdb9<mg_d{&R<Cax)8{_9d!`Qt>0jB#U$&6@=W7FixuTt|
zk=v&9_QT=xNjQ|YA>6b7!__gQfuRkj`1;7?8M&NO8^-_qg&goznNooIXE*xQ`L{0O
z;+n%$F-IKiY?PKnt{(NP-&=v5Qt%bH+z_-_GLFJC(>B=!-_FlYrKwyZek@Pf@ys*c
z#w!;cteZd_5B!W@Wyff3M`@U-vAt8O-n8^fPla)=Xoa?sM15aaooBk-m8D(nMjF**
z%5H0&d1IeB#=13*Uj&&F`^~8gB~5HkP}Sc)=1yPWsR?AfDkx4tU4_!RQBrj5*ief4
zS!S_EvEIV?NO(GyQQgC(jjBj6FzN02C~v?rQ@y?a)Omu?JLjG5u+8y~?=Q9ER|5lH
z??E^W)a&e)k&oV`CHGO93rzDuNUnY^lqysBX?yP`M)j3lO#pXX>e}sd*AwS;o7T8=
zKF)Rk!<72rC3vM4zTNW@g~Oy*b^f^GX=Tzo@ODyN6vq3LBy4Bx3_P}ID>A0EcB7~)
zz%P&3t$VzKpKB`|wS1}|V=gX~pD)ifhvY^z<tokaLgQ}WxRCInKDznVCkN`EyIQ-#
z6A5!2fgXc|FFwO2K2cl-2YMZ*zUH?K)IP#u9}NXAR<ip~<3I4RwRU&t5~hspWeOJ<
zxb%k7F7yd5)+=6<b7vRj%H4WxQZ_69_;}ipB5qd-klg}Dd;6c{TX*+FZ~pRPmnU>f
z{;`l-E-7vpWTEPUb?|e?dCo+tykzRGJOS6HJuOibVCMj)PCN4Up+DPTTi~yWrbIKt
z#d!}G#x(xFtvyOrG0*TXzj5<$t#`Wl+54}-c`fgo5{ZCAaqJ2;RnxLkC3Z;E9j7S*
zS0cuK4EIsMYFcWW$TvJK4Oe<rWZ>WeJ?NW%fHocr@6L4!CHf4|8%+R}3|M++qTme|
zH=`wy$-qy&WS6h*)z)@MWV<=9jE_$XOFz+IsLRR2(Fv;-x|d07UsO-mVEQ&GZv(BI
z_f(%0o3@&_@EXz&XLj<m>bKLxX<Aj?D4nlVf!S|?dP#(K(z+>b<5Kqk4gc3q!ig>=
ztA3C1Q$yo9Rsg<-@soZL%iy;YVEyfU6v*G@eh7(9Y_EY0m(Xefg6be7yy19$KI`hC
zM;5+`*c>rO<%ps-YYT&D`y#nLsDR6fP6xxOSpfr7fYPGyxey7Y5&xq4VRb5{*`d|d
zV?^epI20y4BfD2b5c~C0^t{F*5SsDZTv}U})l)0Y#<CY47=aB!vJipRGHbuG%<aV3
zq|dokDERCV$@4*QoH_dwAh$GceIu8LgHc)+GVTgL;elz)_~UqA1mNK%`OmDOrqKR4
zW=i%oO_IG6TgTh#Z2Nkyy)gT<9WU0uLv*3gp6~&kT<IO<m|B^izazc0abURX@bIUT
zBlpfxR;01B>&zaEiWXEPzwM`=1FPy+Y_}6zq9>rla+Bc&K`K+(R#)6-iG_nyO{*>^
z%DuudorbHi!a<@lktH3=KNBt<gdR#qdc|>-^-M6kD6h>oWI|lTuL|=emfQynzwL1^
zG;uZnc2r}U_DE9%CNQ4F`rSmGzK#H+0sJ%yf;z+qN)i^hl<nLC`NG}T={<fA-k1-2
z{A6`Lm)o7dTEanR%_hRV@W#^8#>FbX{97*PW^SrKUB7pp#u`pIW{WWi_K*Ce769dE
z?rvlL7Zt5Uiy#NqwxkcpzTXpqPh7h%854i@hMO-E52@tNXRi5av%RuWM9}2=-sW3T
zr@@w{)LG5NRdGD%Xn|73m<Ma=;2jyN?@JenvB_pt4NRZno1c}(J0yY-Xmb5&4=q48
z6dHB*UEf1$AQ3OaleG(qyB+W)6%~@yelLQiHr|>o{3i8+4jv|de`}b8X81vS2aD_m
zt+9qCiac#^DOEDP;BvyP{P%4<gM1^!r$0j=lJyCxo0YYWge5!CpM@;aY7b8Xn|Lk9
z(gZ_9%Mg+Eo+5`l1M3ebM(m@al*wQdz$1A~0yE}YvS&rr|CYqcN>0_FZv@UN_1?kr
zOv~%p@0T#ixpFVTn9O9bt7`n+ojua63v3S=>Qv_9PpDb0Sw{%A6*SY>!Y(Hs^F*J8
zmGvR=sAh?!fqzh|D+Vu))MYCaiVjJCXw<}=PHy|WERw<zs?-#(Gh$TDj<M+Lr$cX4
zITBW$;r!irO6S2$!Uj_01h+%AiWq>tHW~oISc+|-t|bx6((;c|lbPx89KDEqLMu;{
z>)v9Zc=;xnG{H0)-$0ue0lvp9*O|Z+C{|{48?U`f`;H4jFReLrsdg|Vrav-u6}9@0
za_7)O5t@&gi)KFO`NX`$vy=BW&wlP@IL?qV!ELh?5McJ1Q6~ATJ|&<BL1*3E<c}PX
z`yld7MomhGw!oOK88}Qr&{OhVsff>&<XlZQ597wnZqVA2-6)Cvy-#q>%GyQT0qF~L
z2F={H&c6LB*2zV46lyzxrz|Ew>9s{ZH*j5_*+X#4g*JNOC_=)8Rq~-J)7ToKS3rs1
zzae>iXuqeb$4^;FhSpes_P>WL9AJmA|H{%k?<~b=tWj+-=Hw_ihOmD7yy2L9b7)+@
zvx&j<T41WH+)jdr&%4_|>4nsIa4~pnD4|;xZwU2D>vmYm3L!U5CHey?zKgx`lvs+n
zS9+5ia#8oSuq*#ZYHI$OHX5A^JVNY`Zwi^k3;7~Fi}&*9g0YD4F{;qx>*+U<zo0l#
z2Dgu<zs8d>t(B}oqo;#40caIBG*JN0C5S{jdD?zn7ETmh-h$GD{V!|Ytpv%c`-`%g
zfyVhjZqov3Ye9rv@_{zkL87OrIseH7+c#p>uQqDmWmI>03hN63c`EvfOO$L;fG&S(
z&-A+<qP_D6b{JM-ww@UZ)i#NQYUOS>=H5BGd<s>}u`pB2v5BTGzzh~zlBb=Mu>Tu4
z=vp<_sY=6|Davp(39qgpGiY+I#ZLjom=D#YNe5+bX+aDIaB;nd$+ycMkJ7ZHdI)D7
zUZgLR3BNS0MeB|D&D?ct^}{<OdIzH*1UP^fXB1bp#5YVs-vtuDC5PnTLz6>7i^|lt
zlTuZqT<Zr8?U7{}s;4mjOP&fEZaNIX)S5(iO28@9HD7EC589E&hMUTcOd<<iy!cy3
zYB=bl7rk?TBvJ;JQ(k(Q75Pf*+-Gc?vZbAH+0OURB1cgCcBw)oJwVIxhK6w0<w}*p
zz(&F(qmXUq6evV5$t9TKCp;)irruyyLP-dTD{U8bS+{K<4{eL`+EaSCyp7`^Uhw!I
z07r^ppq)71bpaDmD3XPz)A&n==uWxXwWQYQl1V|_=3oD%#Hzt?R}ZRU0p**4y`XqN
z0Ma;vlDnu*ipPjM@vblA(2glG%7u;(6XruJ?VEVU2Btbr=(`UmuHtN|e#)$M`I+9=
zkuayth*aW;9)5+bRqDwbsC6-w!+{c?R{^7skR{G%=3AxIMgviP7KHOPO4*!2YF87%
ztiLaLZb1=3t1S}v&Uq3vm84bh=L2IgZ%wB#C!be~k<pX5L$@BhzJ@>kT;ZdxXOq~;
z$WgF6q|!Cr7+co$ix^I@6Zp*2Ay5(aORo)k_D@+p`C1cBPe0pgzPmK7<4ye#mgDu%
zOKt6sv^PJ8I)7L-Fh*G3qsM4rjo57C5c^K<c#bZiv?cJL&8eK|<rbu<GB&`S%mTC>
zu#F64mc4lw#+3Is-~B@M(RRtZTK)kHIt~*!@-EskBn<9E9#axeDgH=Iq!}f}#?c1@
zUcF`!;PBcZSj0cTiUdvdG^&w_3JF^02ehmD*zFE`7Go0D<7eYRUCYnDeazkMjr02I
zvEAd}LqMVK@Klt9%6hDY9*SaP-?A&sTn48f`#zCxOD{he88_84q^5=pd~(YPvPW8$
zBE0XDCh*l<r&>O3t7@3+?i5AB0-N0lZJa$14%X*BW4i=0L09cs1SETZwz#WIBuYFM
zNP7z%cia$NGj%4Y7%13yeW7q~lMhIA1Z4e3hTJJl>8t5V;!tfxb#2giw)Se%HIc`c
zq$NL5*AxS|GJ2&x<~<ZPp%k0ygsZmJXqwo?*^|8MB;CS1EE3`WsvcSdDd7pa2_S5L
ziJ~KqZAJpfJH8giZnUFPWHc*R1SbK9pp}Zn0OaQycm$2>o<Efx4b-POAkQ}CmF5Gb
zWt<9*Rbv2vvA|^x=qB<Q^v~(k;&rmATnYkunU6RoDvM+{rlBExQM6Qjv3D?c(AM0`
zRF?avXKm+K@@%HEq|#7gt<Q`CoucAX6|XcVdd5dEXn6j=CRgz3mDG2@+{#BuMWTI6
z0x9}@tQz60z;V~F;ZwR~U#i0oH${s=MD}T5-X}rVe*M?hUdvnlhBR=zMr^Om#6Lii
z#2RQ-<+!l`+s=3@D(1TSbh2%k_10r|XP?0nRMqgT=(27(Xl1)BqN_}ZmzbFw7J8pG
z4Kpt`w->>p47P5-kz$&d@Dz{adp-5&N^f<obtJcT>^}MYji-(Ps4jrBRzRi7!u1b;
zP=GYFK|fc#>_x_$a5i;**3Q^23?_81s?Z<eMS544Z_!|`rKKN{24qOK3myDB=`M{l
z^F%IW!&Tf<G{POCZGvjK{mO~7NfhVR+R)zI*QyYNS&^VD=d(&3(r|_*zow1S>*UE+
zy7^-uW#a~c(bE_q?v+Lggg(D`5?NWiVQhs6C63n=Ph$|ug>qD6%Xcd{k2hq_mr>aL
zb~|3Zs$Er;SXC)KI51zkh36~%x_^;ibI$UK@%(eLuV_@5g2F?%#iI`djFnmkaxZw<
zTr94S<`!mGzdJ8WGt#VBOLB|6eq6|>_Pp)Ac+D0g)I~m1^+?=eOst=DD!LcJNxqnW
zkD}I+z59;JeGKgq9#Ve}6)wD``IbkqRCoOpE36Tz!#$r=yXx@n*rL&HClPDCS!uaX
zo(Jtzr$?0G<pRa;?i9_2wQ1%?0i7XiyU2U`4OgV)(5}!i`6oD~O{t|r|JzO$vKNy;
zl8hh%p%m@K%{Ui!ZP~AcQf|Ed<jM@A*-OMDVq*!+_x(E>VyLO1@$5t1{x7-GKRXjC
z?*r5lWmM_so#%A@oV(Le&`|Z!+RN;b%Cg}xZuO5ZR$8$yPv0%~9pl0A5(3B?w2P-K
zR3j~6x)016Cb2_VVpJ2QM&aj(S?#FVPA=W!tzq!xEm#l(&a}zXBCRVSwSQEq^lGsS
zkol<eD46Z>Kz<NNQoQE)%Dm*23tSlCUq?w;H1%XXsuH0d2^l-KfE!I7WB^`u9s@Ae
zx$`<=r6e;)!w+FW5_83HLlYIdr=;&rsX^GIc;y*=;=3>{u1mh@nKl0#B4B4P>K2uq
zW%Q+0H*!GmAuFO^txf)LquE3#N((0aLlpPHzH|rx=Wfcw|2EmR>b}NEsI+Ah*yP$e
zc|=yAFumUQHDl}<`4OHiX%e%exg>O0f?*HbHOk3DXPHR8;mArI5^l#~I*8^;oy@vt
zRr&UmR40e@*N+iCtDmSljsJ>6Tvp%pPNSzHz6<)YT*Un@f%9XI*F;_a_FX*CI`PD0
zAd=7_Fk7AmBX72V#+UVItki1Lu}y3<Rw!Vc#H;B|p%GMTWAh!dv;3lV@-OUSNR>wU
z_??e{h8I<5i|p<3_!ox8IM4PF&kcV9xb)#Ku0Ni-nR58E2X?2}iaA8x#&`DN7A9ph
zfr`4!(&jEIab@1{(e3>ITQ>cF2;2YMRE>g}mQSxW_*Ewe-dCB)QoO>xTe;~hY*8-c
z(ZNv4!b`LQ+=tl#Xz;rwBIplT_s{~x3mTgX8oA;w{$Ul(nKYhBzt~Xxg=&Wp9;!Hl
z_7<A`aAS#UZmH!v-%|4?lK>$SRrCg_zL%&LM6`HTTczQI$-U|HNvO9A5wG(h<0Tb*
zs0aumfe#E~TR*|!5a0d*{!_1(>EIY$rq2U#-ab9(g^bFpPOW0Bq5$*7=|ikqL(0)-
z;i_%JrxSmKGcBZJv-*%{4zE%Z4X=ujc9IX7_-n%3z?@UFye(Yz2M;I>0qYu##ypJ^
zCL&YEwS=c;zhyyPnGh;na){pu;N9!FSrA9UB3FNd7jwT++I8&wp5;gaULvB5B=(n0
zv)j7qg3k7s0G~*s#T_s9$syWsxDO@ezUT~ubqIHqc6?XA6=7cbzz=p}<!gHSzES=c
z#osOxh_xBv85{X|)Kt{0@%%fQ(BN?&rPyl(Xj?sk$IrIUJKv3Nh@Ucz>~?hNcGOP@
zw2j^DR(a1(p`MQ6R<5#?!p*D417~GmOK%AxL_Nt&8xAhvv5r2i?b0Z?y*Tw>Sfj2E
zb`dJdH630=YKsYvfRD4T5)&!TK3?o+MZHSZtA(D!pWdJ9W#=MXQ{^{*ql>A(BTPK&
z%~DugaIMz_1TI*oVR(KZwSF}&y|=8CJP+}_-y_Wed*#Hw%#%UTc2T?xZ-4o?Fydp5
z(G!6Rj~{J2wcf5wY`-X-E9VsQ)0-*%8t{m(+sq0JTGK{zGP{dMa6#uSAh=z1wtMZW
z^%M$)Uh_K$Pl~<tEyF7nTmVzB!&13BUx{`JO%LI4BzVbw-<3~xS?DwBmV@XdJw%-U
z@!~eu8C7_-5Of!flDMzI^Q~0>;$@CnVL(B-!Xr$Y!9;lWjgFPsss6x3!Q10$3E3(f
zOjF-^ZLBsq2EP2;4c_X<m}~!w^Jrq9KBoJuKqgd!jT^2r<|I4z#wc(*2uz5;@)el%
zGzf9cs((o=SE81Uqv$S9VW2MHd)Dx|6A=;X8Y!y8Q@be1xTF=0*OZb8GO`Zh4`Qd{
z(P+#z)DT<3?Xrz45}iexoTqjV@(vNZbKGp7KW&KyGRHOWi)%>44X0>zUZ03zFCdKF
zgNJssh{gJ{KFqqLp0smOTDh<C0h%6(#*UmYv|~okI9%yh`Vt-JVkW_TrC#%XXOlRL
zc|BP-tixiX=?V?)X<xnyx_|Lb4wGiTDr?SHUIaBUc;|me;6qIZ(@eMmm3eZ!wE0pe
z2H^MHU9W7zd0@7_A4ENtji}YBVt=LX_oQNv(Mh-7=U#%LU<svG>!o%4OU8)u6rmSL
zOZjeMLLCBGovBV^q^T?S8?411&80S6m3-Kp=bEaxf5dTK4vmhHn0XU~amg8GHdV6r
zV=IB6W5awRsqP=(4B?s-u0^5z@Xe5+-6Y7jFMNli9}A&eu-_$a+DbqG$T^YTnIXN7
z2JnXV3dqBR5<0CgFD4q-@!~XPK6O~T!J`y9|DS2uf7d1=liMS44!b-DWVfQ`M#(P-
zEY!WMh=a6l$8!yEj0KVL-!HhvOkFmv%$wfiN*LX)jRWUq<<U}%3T<=T*-wMy3RjwF
zDmD*+!#9wX@j49s=B@?C_C=sI{TbQZ^sS;KC8)B4^kmJh6=0NY+ymo+ZvGxAwec%x
zr}2iay*zoW`eQ!LVkdp$ihDFR&b0DtnXnmq)I$!wTzU_ekR$K>bv*HorL39Gw>FJU
z?aX*JbB%I)9ga#=TWXCFKyEOnYmIU6o{a8U*}&PcRPdO&mW~Jboj??3jg_lq?Y!Ga
z+6h{i7jd$2z^}Cfr-#=?-C#833S(by)aE!<j*vUzJ2XJEO}f6+&Rh)Or0z>U(e;L(
z3-`AFqlA~;SROqH>)zv(_%HP()Vi(hgAA&&C`|^-MU5psyrHEbl;F0d;rcDGnu7Mu
zr5j`d8V-=J*zmQOVY3nIai;_|)z~B6ek07I?r)nTm;2n=a-|bZ=3q$uNvbq9{Nd5i
zBHuG$Sp>T1d;R31L1yJdHuqs_Y+Q5cSy&)AFKt#~a+ZT`vSD1R1@QPj{I3(su;J*k
zVkcfY{&=6Bv$!~JF>K<6{iaAlhh1gl2P;Y<jMCj6iDvkgb7rK<r2f$++^^VS(Dxr8
zUh=Z|!H{9wJ>8N}NU+6xNo*?4KSnG;B#fx>hFi5>EnR@6j4uqw|LVq+N*tP(QGR&I
zW`A;)rH7M}y>7%UmY^wfU4V%bGw9j_+UgZ?{oT$i7vw%JT^fMz$pGY-6xwTBc$M@G
zo|92GS?wubjr#N$YSAo%;vvP>;`t=i=uByLc-n(PwvGo?91BbcuHq;w<4<Ry#XEnT
zLE-`ybhpJo-+oXjk@-6bhxCmLr9$%`P$B;S%P;k>@g|dP3_nf2MLNfmLqB{9d~Tc8
zVg;?Rq+K7Hb1euz#yJqi7!xa|Y00M1hM!NfBF+WPUYCF1Q8NJyEX}N`m;I>_&3Z8I
z4FiH+QfcB{mjp&Lf|=WMX_%+cPy`mn4bhGeMP6=91p$V+=D)K*!!!hr%uG(-=TGU|
z*Vl8#5nnk84U3j@kAzW=cbHmSINo4|bf!p6&o;h&AYr*6L|FRk|7Graynw6gqlgyW
z(IrjK=C?9gamTK>LSu`cn3W94jG4PZsBfMfgkm#|3Enq*!5RNmdEK}{chCH23o)||
zO^I;r3Ivy!bpZtclJ*BQbe!<r8_+~QO9_2XP&o*2ihi{elkTx{hG)K@Zxn?{fUQSR
zUUK1*8+6W=ifHH?z(a}D*Tf&;;7K%Hv*~_dm(WOAd6_z<&KQG3!&$6{DD5{pmO4Ym
zGl?%jPW^K`uahv1y|05`4NL1dCqB#N<ny7Gb9KX{(o(ArD}6Xjd+6897$BxRTJ(S3
zWx@gGR?=s1q&BVKu|d0jgs^FkGttC^>6--OzGh*mf<@D6)4yj!9D+VyQGMrW-`1h7
z?2y7O&pKBLt4_-D8*NPxGtQ<5WK{+=-qAU37d?b|zvFBA`ib(jGrP26r-O&LNTD9?
zO3$EW!2#-ULBN#s*m4&oaV)=jfc=DklBxJGUxdm^zM<Q~<MJmP7=cRXBK5Qb^@c*a
z(VdFa2P<vMydOkE>qdiqHH>&=tE`lXX`RGN^7(@$qIUyzKHBpmX`9(xJ@p=yrncM7
z!vgE7dAZRVKSQL#TNgRGXM}p!@DULx%&7VD_oj@Etv;oBNy}SGugLSHv$WZ96KLl#
zfLV8CVjs|ZJ-n(+oxYTo4k!OiU1P7$3bt%sWtH#;P88sHuJv!w<WfY6B~JJGcf)vM
zKek54PFTFFx!(6f&M8)V3da@?kq;)S^s2rO*_`I)w&i0ktT1H{)5HC2MFY<+#BoX4
ze<Q;WCPy0Q9PkETBEJ&F20%}V$A0rW;^F2QK%>4ODnZH<hG7=OUQX@v^iEUniQ^8J
zDXdc&qYPpc#~OB*xZ=BOE{#TRvyTI^onnn(ct0l-%y~guv`^MEXiZ0(`01jIQJPUN
zj2a%eS1JsFXq+W>_fhg@EHTeomGSxq0>7BP&JI@n;gg_Gj*81aOB%LXi1{6JuAPi>
zm+bH+_2e-oGsh;=gK~xXAccK>B$eVgh(xEm!<UN(E2j(tv|d6$HN>-U)ee9&Y0S*I
zNz<~Vv!+)#j|W~(<Hz5b-CbU4I%zJAJuz9U{{(WK>Uf^Y;5;}0H;<TU&JN(F*rp)%
zv{cn?8vI-m9UQLOo>9n>A;s79X3#H@Yg)k2%N$2pdz&yeUFYyG+cB-K^?v}an%#eZ
z54(@`?;n8$=ob!`5nXM)BSSJ_5SZ`OFwNzp+v{9HzuMw#4ef#}kdtSBJ-`JJwiWWG
zCnRxQE$C_2^Ib*l=M1%c{Kl*xT0ia;Foe_cEcM8c3iRi$w)VpY1xB_OE`;TmD@ihc
z0cn6YJd6(^#N#g(zy`wA_O)1fp<Ko}*<cQ;jIlr9k91@Rlz#CvRIRy(i`x}@q+P?O
z6~vR%Zu68YPW)$ODEkwf=MF~6?fIhYTb?rK6XcZ}BPEYNLr;$KXfH|{m4EC;n$D-*
z8BSt6?8|B__PKt0d?Se!KO=p=_u*oso8?<s6F<;}_${42SN{6%?bJ&J#1N4{7xwyy
zvu#lxca$cq&V4z;;1Yw=l3<M-KI)24tu2ncoLtipx7E~ab56geLT&lUBe`IC78rF{
zm(jG9?mUAi99`g}#|DCGu)JUGBH{^PBipe>#2Lw#z99cQfY^B~!~w0<|6OGy|3;B(
zvi`S!K+db)69`w(|JPyGce%HgTrRZl5^QcIv&)p>VVF1j8IaE_&tCJb$lyoseD>r7
z{sN@O&%JD_42&P)eXT1lg#LbPNGw~8WFkEv(ElNsGPn|6Uzp09)?a50>-6?F)d1E$
z;_qng7X5p_h@quPk0cUIOW8$2mS~3&m3&eJ?$OWxYdC}0bL(a{Jo~<I=Tle>0@~H7
zK9B5Ni+ZI?$hs@=oIGC}Zr4+rui&9m&t}_BJyWG%@K}N4;f=;^o5DU1_KYt!NsbuR
zBw`4|HPjAR-9C?mwE4OXwyl4W*hfbS7V6G6Dazp^o&iNtq+^qoP?^8*G^9Fly|)f9
zaivagnnPg{-q6FAVgmDcKk%>$yiMC?x#(&8Yb23D9G_6dBvbMV$I~CSFg|(CA1lyo
zb|xSyKR4=LHrxVD*YM0yWStzaa$B_Jx~;y+Re)ts+5P_uPdWr6{(jfxmQE?O-u$fq
zOv8I5jjQtP;4C!(rNYPf4o(%60r*){0_FT~2dRtNEYF0MeCzDASQKH5OPp%Po9THg
zR(tqxJ=CiN?_(?A1I!>9EB7X$nR+iqM5P`NTVj0hK^2~B))1UoMe{MhVc-6D3fO@%
z1r3Sbv^qf~(FP6aPxt5U>?eCy=e_n^kui3{Pe)jveLwF_m5%1S7nrY%f8xr&fnOdu
zH(_SMv@>V|)Nw@|KMGM6HTu%XFj6BJrkoQkJkGGJebYB2Re^7f72M6tRJ)i5F&z6$
z5RNlVdZkt7HS^1uy89m7!JOgux!*WJ`0&i${HR54E|;305B!3-6^xMz%KR#-QXO#I
z!S3~s(o|LJx3{V;%Ubh)%s`}H=HUFJSHZoO7@LGUacg_8>X-7@EUMy*!50o!oq5K&
z9*vhm5B6+|?lPCyE97J=dj8;kk)0UN$4_m|S<L7*;c_wa3}pvv*wS<|)OKZ#h89d0
z5d#VP6r!Ka#ik1Mu;}!?WVX9K47gpKxdP?gh)(YA(r+Q%Z@C$hB3##nw?h}g0O0#2
zoM>m70ZZJes*J?<9Vujd2@<{A7n0t|=C9@3@=$YEy}ZR!tA_5pw^&1{{Fp^ade~Ax
zS@`?TMpZiRt8sQJ7)=76yBlJEJ~_rL4!~7LMm;plI?z|)x?yFKYp{?F{^X^HnNnfC
z%O*;dSm0Pnx+L)qgq)uKMcIjHWId~P{dE_Rj_ksf20*$Q6QU}dtq~Oe;YH>62Dld@
zGy6w=KRI$e>|sniz!TmbrNa*(2gvnfz#l&ztc9vD{u<)96AuW$UQI0HMXw6R_9o*W
zW0fr+>kcfw@pLo_YnL7oImz*wQ+d;isnJ%Z=i7|-S5K9*rZqvQ9;6(r96L(t+^X(C
z8K-wP<QDOt924og+EbX|L%iRA4j$mAj+ukgPCd@b(OU|fQw(YL!xb04$(-WQlkKq%
z$CZm+r<yYtB|hR(SA?bouCAINqsx!DMu~Uub>Hi&6pZt#q+B~Qu-%wg(52#wM;!LM
zdgr!f0^P<2SYH+?KTBHWDhpF;h^BN;dGd({z*CBOeq&VJ#c`Bt-iTno;^22^-{aFx
zMQxBU#=Dj@BT97#e&G8{bP-w{XUZVaY6nI`Z%0@|`db3p3wgFWpP_>%7X8kP=P2Bq
zHKQ|8l(!E_@W??qRzz?VkU}eON45jVB@<vEJ%X^U+-df4_QUZbvRDhBOO}d_5~Dia
zAOsY3IDc6b!s>(q+P1oP-o?2#{hdF^o)-@yhlic0LW!^#KbZURhIDY#KZr^W20|O9
z7>^7Mf_Z0LYP4Gy*L$aG6hR>q4Zvq!r=qs`BIU+et_x1jiY3)m(M@J4v&XG7t1}dU
zgMIqupDb~({}GUx%gy~IEjy)OkrHmGpJnXmn8)8gh|0}UlznDZWtZx9%lALHA#khc
z`KY3{*%3oJ6xgS{;q&QClt#bqCo<kZbO8!FFWM&=B5oIiD<EyW;%2%Iqs`7LL&ubd
z+@+)mS&Mn_I%g}2KD&McWzP1t)k65RSOUVadEue)V_B-x|Doxf;^S=JFWyOGtFdj{
zNz<q?8nYAIb{gAg*tjt!PGj5FOl&m9yXUw6dmqffoIanK`?>CGt@T}hHVD~kAlaCY
zkt~<x72;5@?mv>VD9c}Ri=<;dj=|L>riOB}(1nxT%65f!tu_4(MFj6k+VH#)sDD(x
z?-t^ed9$V0u@dPoRW6N|V+TcX{L;ZOKrTTRm6qVX5*4oB4V(EkedAbM>RmNZhnC2n
zS#xsskcEGO=GaI{8?1_k!PQrYYJ#3#F!aISb`Y}Y-_TisV(@0Sz%u@UX1rl!o!OdV
zSZqt+MQ;%Gh`!eQ+;FU7x9Gn(3d<l4oi<;Xc%a=%-0JOIswGaHlBE9uLT~?)B;Xco
zD)U0WG|(`7Oc<e?K7BosZzs=*-<5d6rgQo~6s@62A{n^zdZDscc#v7OL8o@U>k0yQ
zyY{3)vWnL=VRuZYO}ZOFu^0mVAN*F=`Zw`(kIp}TD%v=MGK#qf`)+#x_^g2&tO8}m
z8~1;pe_J%%;IfWwjG(DqW|n^d2eWc)9X9&QmGgb1Y|G*wBH&7HCv=58{d==B&gOV&
z<SKwVgUU;G=*!CnybJBK@p`9Sk{7P49qi*NjGC6!LL8XzGh@#OeVm}$05Gw*;9FA>
z$3wtJX}P@_;jas9QkQ5UQ?XXZw=+5Q`b5o!{AD#XO(xkHM@*U>L1?9s5xo3vVt?w7
z)RbcJwrUEr9nl90^Y&DagVgtY;5)cD@`ZCCkguoBH*q?chi{6HPnp|~CvCf3$GBo`
z)TuYvHX`ET1r(X*<{0bE1;1$SO3t(JzIlu3EaNVOKC8p#4*7E9?q*ND@?9Ml`w^He
zH}OBe$^SNRQ*V~n<qtbQ4b)mA1v-50q{zMnVbx0Pi5K!gHA&kK;*4AQI$|t`RdFN~
zsA?-%=a<iygBT-&R$GE4r*6XP9j4O$<Zwee=9DJInZNexW4>PpopBsrRTneW+M2t3
z(5_X+sP|Lb$aUX+KX@1C_qlE%E^gc1Uc<}yD--2U+e0okzBnWx#CHR7yaX{!gg*w>
zDA%$ZKyK`OB*CM~{{Z5DvjOBb<<>LoC*SIsJ<~-kYx+vUn6I>ztm1QZ$~hwAyL(>3
zKt0h=UzAu+o^h<?ojFnKDZ>0JdLlG7Qd%22)AnrFN_y1o{ukwM$8}&OX)8)l!&Sj(
zn>NFN<IK5GZMQoiuwBa|L2%^?F^R+e@elFOZE^z}s{Bim0!{}e0JmvSuP-s+{GUkj
z-i3$11WQn%(V+w1%vSFKc&1hTlm$41k85aC=>ZJ?+ZZJLiR%s+p<0ZVI5FS#Tg>(4
zwST50$ZBhI!h(xm=Z=CYiD}aOCD%DX#@8v#<LXJCSH>@-@d0yl>uXSiq>zO4q8h?*
zbmc&`4gce{DeWi;(e%P*fD||eS|i!);7?MsCGD!m%F*P8J%UUx>G9@@c_ahi(XNlV
z0w+YWP82lhZhg!38s|8=`~EuFQjDKzc01<09k4&~#>j~zafRKCDQTNu<4XCIST;rz
z9?v_`^1~NE%=6B?oX!-f)V*?<RFVmp#1)MSeqT>MOOU^(4`y36i0#4JHo_b9jA1LH
zDN`YWHtDE8X<t_tpzDbxMB{whI7-j)`Sso^^6Qp?LP{>m$%&P>(($~{GUR7Mh^rn!
z2JB`GVC8p}p3z8v75pN42UD_<Y6T6SWiat5shgGu8S#jAt2M{P@3#05cyq}h_T6`u
zFEN0dZj;^f9FLQp>(Y&{>bkLdMrr1Wd(KiXR;AjY8?P8qA?M|n+|*&9eL(&L<z6dh
zrhPHdbHu{fu+)p6<y=C#DwJK~p%_H{vdjcw5HUB5n?<Csx?$f|NO!c4=^w4850#=<
zFxqjua*3EB#iN<;=$0^OT4K{Uod52<L*;gxF=7ZiEp|5frg+_QIM?+b0DZgJjP?!)
zO0qH=WdP>O%3qD>4>tF7wWd>bL>LM0@+Q|b!0X}@CIe^GR?&W%BWMU?F~V-X-86af
z49k<=e3_(EszeN#wwt6}To;jNh|ycnNRZU6YEAcSn_=`uJ6lK~Irwv=vHTCmM5!~>
zNR-O@>p>%q_9!qHT1#%(_W(7^Y<aU5oKHy+nwC}i6bxIMy<i)W`5Z<1E3<{CZy4Kn
zA&cgO(N;QYD<^#S*^gtvP6|MGCpL+5pVI%QC(YWhg>y=s!~HW&&};@S(Qy%G?tgX_
z9poEN4vD=BFsBo%Dy)$DctyG*#dv4O!3QO&H;1O9xO^)>j@0*64Z&mpT~c)qRBt1o
zXnue+L!~hKCY<<$?v)PSMq852u9WiO|B5j$O+)oeB-?BL_&g3=TU}`)KtovW6O92(
z+|WHQH0vE`e61C2b6J^mN)OVIU<MVh1zA}yd-|Z6g{!sJBJk*DPJ5{0ZRlI^zqmf%
zp_%hmBS}4>71XYu6u*WBf6hf)Vw2Wtp1(k!I-eUNBvaUbM|4v^eQ73E$$un(d!c3=
z^E@x~qHkxBzpN8ga1bwo^CC_Q3tH==7a{bcQ02UNffS7*1mC3oC8xl!<3K+CkX@!}
zMa<Poe!3iVBG8Ba7_nUEPa4zT7Ku-aWhisK{t)PQ=d~1(g-wT^I^8>mWSE`GnO!<F
z!p7KbOaX@kU<U}U*ZZ&k7#k@N`g0!mgG9NADD(5gSiUJb;n-L=&Ok&Iv~uk`n_~E!
z2C<~TZK|;a>z*M_z!v^<1iW2A!~_Mign&l7!K*Iys?#qVpq<T08s$H<Ni6{A2)m5`
z!PW+1?#PQF9E0XItB^&Xde3!X(#fAjx~*;144x9@lO4)sH#>jl@FM~fq+O0>{Nv5Q
z$|_4m_$zG4nz>cy(*g2l#-)2sgr_g4GJov!Jq8~%{o}pt6`_$*SlENn$G*oxO#ACY
z(0fCv9BXn`Eq0s$cEbU!F<}4?G(sQsw6F(T`()(7V$R`Lj!TcI6ZgLN9)!|UZny4y
zLn_=IKCfJQx+}v1JIGV<tcbDEPN4?cQmW*YA^k)`87d($A1ogDq*q0AOt3CneZ!yV
zIYXkr5??<NxBmjW`jY57Kj$xJQKmmpE}yC6y76tUq+#RgPR+cM;UrkD?rh}gmy8pF
zzhuXP`M8bmFaHwEG@8~T2(!zx&hKNlZ<V|Poc)>FKZmGBpJ(6=fp8J9P>frhtq#pp
z>l~bgta|w`5}uJQGFLI16ox3r?7^4vwLNAPwj$Ig^W~5ru0z&O$VAds|6YO$N>PAO
zsw6W|UvS>^6KZ1Ri6o(%RG8H-H@eAbPHjEIo}h8i^6>l^vAo0YF9c6O*oYVRBZ^Gl
z$wg7sqP5Wzy4zf|wAiC*3=zz`f7N7iU{Wlf0$@WnWK-wyKLEQQ+B>xO-IIqX4oCVH
zPeuumg5PaQM_KAks7|{2>v_xNZ<bYIOKxWhvhmbs3fludbX7HS)s6cL?qP-jhvp#h
zFUT`=vOEb(Hvh2ytm$v`XX>QbCO2-J>NGv8$GP=?l0AnF8JQ0jYrGv$S+OsCRbp|$
z+=)wGNho|r#{<eX8c8TLH)-$ee@S+{U+0nmxO~tz=RkR=9elZdaBl0H$a;}fu=Km)
zpl+~ytlpZ<Y`ttpXS_Frx!ezPNGox;!bF|`>>1aU`an|KjW|VS^PYYArU`dTg}r7V
zT**L{y^8iOsru$Ui!dpQK;kkbmTvT|9*(>)=JSt?V4)yHMo??le0GQ($=G+m56{67
zUs&kW1PzjT;7!W?qKJ~^EVnGSIJEMD0aKD<Izv95YxDmPG7UvyqhWrVT5497&<DNp
z-Iuu0yOzY^i5Diw*g$caGJm{*-)H$J2!E+B%v*9WezA(+7Y#*xnZzo=;zl_t;$0>F
z4$=!&%u=eJ`_`#v?$Fcq1#yeJHc;~oY5_f)6kwuQZfEoBt2b)eTCE3lq(<u$Fq>@(
zV|>JMO7#_DaL9zhRGjiW_t-RX_S1ziu-WVEy9!^aME-@Dq1C=G55KHqU)N(V+e}7i
z?TkaX<NByowStWxBP6$th%KMY=USxB*k<ECdvyI8$#z86mI`zxk|#}Q@8dfW4k+R0
zw}J0Ck5-^^>m8d$Y!y|5(|0vN_5RqL%MKpM3PDkwuY)2e@Fw2AYJ9*fFKIRK*Y%SA
z<6G1bgIJ;NUI4{vXg{=I4qCKNEJ_C)_T_trX~Xpt?Z3b8YVK6F#;p|D2;UlbtJl?;
zr>I*-(5Dq5SZOvf!w5}qkb{PJugU0_4~2kRp5pUOqf%5Vv|6IOX4`n;#dr<77vyJp
zEPVZNbN1zCcI0pGMM-ct6c2$Ka_!LQg*ZV&3OeVeG2^SpM)ncK7DKw~6H@;NUK8()
zLI3R(wHz^%rKKPM<ulR>V%&W#BACCEtQy^h2EIA`>ti(ud?t;#^w#KGNFkb$+fdw!
z_Dh-?-_XT`k1$`f;q?fDmr3AS?Q8!!YmRt+;0jaQB7?ZaQXk>=`^~wCPL4lwL)(pN
zRPCExC1bA>{S?>jFjrW}0wK7&Fc$@C?{bP_d*j+W>(<!4LGiEJTD>m5;oA#@yE&}%
z1D|k^Q?ahl<%4C3kg+}}Oa);Vm&-4Z!JG>=>z~;J)g0*o_cL3F_k0jvPmp*fE?Xzw
z9U;EUV#sWu|19E~aC~|~r>VpK?Y=ezBaP=m0)`k%@0-yzbn@+p|5v{-Kt)$-N?^kZ
zAdx(qxvQaw$meZOHMHtXFK&oNO5tqZR_JG(d6a~#sp>!aI63I^ZZX49j$hK`0G?Wo
zWP3neF>4o_<2NNSpYlreyf6aOFQJPw2R;~^2evOPksvc#*Zxyt&H++R(V~&v9sMhI
zQI_9EM#EQditIqON`~)=RI+0H8Hi^W2F?>Uj!NpyjQb(slvZ(xvsTbl{J;mLH#B|L
zPhq?4&wCrsuYo@F=eB<Lh|<^UwodaJG0wirq)=LvJIn)x*-+NE3RpM0EH~8sb<LY!
z9c|li0jpCw;NP$z@We#oP2$GQTXSgE`0Kvz_=nb9>Jsuto;B>TNz68J)5@C&X(}Nk
zXZ^eNf!RV5lIXuaz61S)a)HRAXh@qL2U}ti#@ARk7$PMsdCR!{0G5>x%I&Woh&+Rr
zbIN>em{^-bO0m!vQ>`GGgpNW@=|VaEHX^=2>IPwkI)lc!7NZAhTq?9gXIvG}yVbB;
zmomn_>(>`r3vSPkbV~_%@3Jd3_hssIAhSZ|v}L?OVtPz!SZbV3)s{Y)fKEez<i?JV
zi)j6nB{9=FpCQ&4QVI1LGIRnSA5N8)n?ANpw!_WtmU9-7yf{rkS~MILUvg+Eee;tK
zuV-@eEnHW^85DF(xk^pJ6(j%$A;YZ0n}<GAg5SD^N-M<bZT0dke1mR2^Rj~u2M8F>
z8%?3MQ^o7+ie#lT`Ftc6-XErFU3PZ>GF_G<N9S!&oll@lddU>4<fg(=VgC>>Nifn^
zt1DC7HXPqq6u>j|fNmJFt5L9X>@;h2LxOLmNX8a=)48u**we0btFc}YCrGx$k^WVM
z8efhz+6D14D=-%Esx9snCu>;|1%honHssk4Kphs+)S;bm@hQ+wZ=E9V1VX4kdxkvK
z0gZqF-T{m)OMrId=>2aBpf)EeSADk3!d?JGVMb4x5HTe}MEirNhD77#udeeZ{NT%1
z;!9Qm!wLrM?>AhIocjC@X4#JK`RpDnD^=fq^Z}Q?%#0VX(P?^Pm|qA*c%Vv4kBTVA
zkB*X(YjpfyIn)8DQyUtrndpCs%=#ijH^>^+lZ{Pt%g9n$Yod{UDe6?XR?NPN<5$_V
z5{_MWXfE+M<?$IX5>SF>o}4o?=K-wJ<s0})<DR3d2Q!W4s0Q7VE+?z0D7(GL`>A5t
z;R8Rh&27p8K3;Y|{#e5n{jW0me*sy{ZwL1hc*>*;(m=})D0$PsD}W&xg+fyPIdQ)B
zDRYq1JFxfL?t}{qQq4u*bE(^GfY_OU!u7_EA#`QpooKOj7FSK0#n$(MXZ$nqid+>0
za9J;_UoZCY3S^M+5CPjMlgoXjyw+B_d-AA_9WWMeZR?4ZS!CZ$xk=@mj+%>ZSYaMG
zaB_UFYERfEOrn<k6Ku*ziZZ++%29fjl-|~=&Pi3=rkWw2<<7h%18{u!-5!9d(-rz3
z;1yFZUH=BbG?#tOgAn3Xw)ZCKbyNy{COT9%><4V(6lbm?@aT?e6mGqE%MFwXL74h?
zSNKp<HS%)FHbJYu&BGOGN7}gWJqvMxVL|{rz@-P1SN29V^4!6))qG(O#<4UBIBAho
zA1~IXl>FXjyyM`2SFQM&v646rUOgBQBv*d2oMVy3@99j-`K3r5%M?bt;uF)RY-x1w
zJ>MO}5Ze!B=|O3w(A`P@g~PNH+LDXjd(_7u;g=u#xFks%&fW4eVpRuciiuAOf!zAa
zWNr8kf%u#R@fE5PiJJF?n1#(%iY5r&^xIpXxz{BTgo!BL6t(|p^0rjc{-Fu@mF@PZ
zB194H3QfT-b-9#0*|GzFzW==lA!T-seQGd#XK@?yvMG7e)ar(-j9DAcJwimJsAYuR
zzlzd_*g>}sSFw&#TrnJvpLccGeGIiyMlIksQf#T_gZX&hjW4Glik|CUo|p2&K{J)L
zuX;D>llk=X?yKxZMGF>+N)PsMvJ5vwb!-Wmq%qI0<<w;a8pv-KM?MZ4okvjPnw<XA
z&oeNY(7BZh&Q_=VQH5;ww8T}aa_k7_j6>z<6r*|QirKaTD`LuiP_J=Ud#M$0Cg|?%
z1YcH7QWQH>Oz!zJ%&Ki5XZy0Kgo}-zXsQBEKb4ngoPW)80%(L?iiild?sIqo@_iYC
zQw_kcHW4hh7zn>D=Mh~xe@P8*6t!7JorEFQU}WE7O#7G9WWxrX&_dff9;}KM^V!T(
zV(VgojAcX=+pf~~g}%MSpxI?(Ys`)`MSjr7p(~wXHGMs38}B@$rQmb(1S4f@rffbV
z7NE9`6>#j#l>-nkI?0@1>xlrd__=Fah6A!`SxfLxkQs%};WZnU?EiHO(<RC+IgmS7
z@{E;_Hp=c}nTR+Kki}caTY=+rxxMXFlUxeeoh5#$yFuy*^l!X&{lc0pau_xxB&}iT
zIX)lr-~I+IbYCp}rOm&@M?PYL_<wcwGuKYYtFd|L2hVS)FI@83lSE|feQ44osq}k)
zhoyuuHi57#-QcoUmRY}4YmA;N{J0{)QE|za6MCp+EAIla{6)>ulcL~G-Z)vw0let+
zbu6cQLC^!|C*?>wX=AiZl@Pa0{qCS^xxq~8AUqpSCEWoV(#$*fFFvrg?q?IY(807$
z{K>A&aMNE<*%7d_-r~i6gHwVZuk|VaHIwFSM*jr3yr33oxbmChKvdnJpCY7PZFC?%
zl2uM@m=R_hv$L~%5!AUK!z67)sGhrvr@}2>UN9W9drxxW9)xfVM$Ilv*+*Wjb;~ds
zqzKBkF2poi%&i+t#Ec^qD_#FEHu6XxJwvOyVd>vZ(BJ-t5wsS!Vk8OAmxqNj2_SQ|
zS(<(-JCF5tAC-0VAh`VuJ6<O4^+q633edjZc~b%@D;gtm&2X$;w9Q-=i+EvLibRR^
z;VmuMu?X6;f<diuv|Nl|$@{BkVGJLB>n{xXdMtn2*pz)}!f_UOf13FahMe|y5D(q3
zH5ppp@!IO^BDF~hXM7=qd5Qt7Lzg+*Lw+{!gGxm7lBaS?q(Sj|g`b*0cK7uyI5+~L
z(ZsdB8Kx|<Z5&a;zgK6hX)Ux8P=BS5?{`&^FREW<BSXU;P>ImnRpLpZ>$?w_1+-;j
zL!)<cJV1FtD;jn>5O!g7Z|?1;WW*x5a1KGiXT(!M5FkZMy;M<!=>G#~n3Dg77MYAK
zH%Ec&I9LyvAasR!h%>kkra{xT1(BfW+QA3k&}aR;WMomFy}s8*%m)LahkczdZea;+
z(53(|TWxWf0Y_A`j&7a0_z1l(uPYYJOJ&~-)F~`&xWewCtlTA3q!61VvA`aws0C%#
zkANJG*U2)%f3!TfaKc@B0^3V|aJ47aSUpKgf@XQ6E`EDv?EMGuaTAT?VEt*H;&*3o
z;pG5ZtuaF^zlE3eDF_A7unx8HqXm85BH=(i&19Cet}(ZGx!?mAV7ezZJXH-SjRPWP
zE_k>kyk|&jdy=G#m%zW6_&Cr{@j2rr#5#YY-P5`l(p_e(2TT`>GHRX+8;YoTtg{`)
z1sYU*O6>o2bVHHwrdRuo=T45SlVUe6_4eaidiPE3<M|Gn(}M!2G(~WDyPOr8ow3V!
z&mX>E&`+(jp&5HbHGCYd@qJZa1fjDd>z+Iyz$XJBlg=Y`dr;=caL`YVBlRSy-YE&f
zvz;6XeLy1Oe7f(QVv=_uK*%u-5WkW*pNf8^ve_B(xwMZLhTLW%$xT*TkRisK!TBW7
z7w`}iysU2P?43Uy2+SeWN)jUd3k`sZr(cqjbmbU{u5OcV>$WC~P(UbM7~W9pAjUec
z!mGl%cKRWP$ma5qZ*Vw4dA_osJPM=MWg2@aM*Nj1AwsrWiCq=(cu6v4ngpJZXUjDA
zGet?#guHmn!Bm_0pG`e%F4lxV%;m2ig#mUYcBn#WJ}pV|ei>1u%R$l2CwyeA?**Su
z5pa9o2kIyT1^Zr>;&HWOwdYMc)$p=CN1=WkZAgUXCFW-si<IsDacNQ)X%r?`ye}2K
zhh1g&85EJ~hqO_r3kvR^5_m-3dY;be4va$}EW<6=rB5+33KptVsN@1d>k^uVPH}h+
zg>&w0Y;(m1QAKNufY`Qo1iT<-z$CHq-#V~}GW&&UI(%FcyS!*-yxg(Gj6RFifTc(x
zfvv1O5qfue2NNs}n&EZOE_DoGb%o-C-RUQS@Q}a6%^>tvaDEnbgUoWH*ca^16j1Q`
z0NR*^6Cn7s>1YoRNEzJ4ynAQKn^ikqc_gRGmhck1wI9IjL}Fl-*x7yOQoZ?l;l<Yy
z4gk`va_|6LNKqf7N8DziVuQnH7yY5n);PRse+o?j!YF_&_x}x0CCnIZVTv*Ux4$Hx
z#uYEf+Fx0RenSYO$1Er!X|8Ky+Vjj1epRiVab@;fk|eJVul9+buD+q_$j0ef36Vqn
zb>%^&Yo{*NUP*G?ELDFxj?gfq-kCg5`+yE?6R8J7BqFB1XgALk)9q7;gDa1|3)bsD
zJ<q(^GS1wUd$o@_eW1lXouxFSDEdcTR&|PdSD4*P%|8s<X>}bSz~Jdkv{ww(JxP3!
z3C@W=%WqqP<S&<!T5K6d31NlPLXXvDPsw}c&NY9A+sX8FF?+#XkZ%p$EjMUml}3CQ
z)5T7QL`H$<(MyObLNnxff)LbUP7)&qjfPC_W{k{?+m3WPqF$QolQ?(rO@LolAoFZl
z<W#Iqy~S`4WY6vG^lzPCiJd;%R;(?)g;m@zW^T9q?tNXlKj$=`0YkF%0B;Q{lh8f{
z@6@*@{bv<<ft?)??Us^zOEtdbWVVwWKzjs5LI6CsF&2()$Rkp1bEe)>HoiS9NW+D~
zZAT(zUCUpsbbBm+kk4P}it;B%OOE7>LpSj}IRn?e-fjc>X!?!?f7T|5Q)U>}zsI(p
zj^vkh$b(o!BAMVfxjBgj9SNc6E7uqibxCv!^!s5R!>d@{x)yIYT?5U=Q#<}BPGe`h
zD2mFrvy!q#L^$le&oJPEPrAArwi%HC!lDk!0;BOD>Vg`d_~|14Zh`o0*I~<7Q_bVl
z{{S*>#%=i|-Pd)|`HF%e&25d{ap$zp)|gq@;)Q<^=ex?k&Z*>qCmh(pkO|`D%%oR^
zz8ulIQ$QicC)G4|Ia;fKWnsf|2%Qu}-nu9FIe|r=F(33OW0(wbk(U4-4?>8Ew)^Y&
zkylkP!4t`kA;;FAK%xbl39%uH&Aw^?=skqr?=VLegZW$h-+O={JBFK1^9Hg9%Ti0Y
zUT&p5rX+Weq;1xj@xpa%Z;FZaW6r{EKq0DbpwsTA=)y&El2~*hrsk7e@!!Pj+deww
zCd142K)1XjntwwcE6don_)P{Xurl1A%@WmPQkEI_LVm<XEdq+g;8i6F$%(r16&2iH
zTX%eZd?>|vZx>(ofF;!I0^8$(A9TV?e;do~*`nB2mXM!KPRsw%cYJl|55~)MK@=Qv
zh5cZfApo^QRF_HIjWR^SiA;lbNE4my8mgVJPk`F<r6Cv_KdI$uKlWqC3#Nm)yG%Y(
zU5ZYu%wCOdM@NIAe;`P|{Q2+*sgw2ys$1Pu;AZPWcXn%L5?L{Q3lV+&o+kjkviyuR
zXzb?v;UJ)zwF&$9J1?fvFsN5Qo94?QKPK}5GD+v-$wp-%ns+Ha_i5a89YX<HP!J&u
zQNv2hWt#T)tqV{tarm5`z7PnFg_1T`mS;|t2q6Xl1&cw042pdY8x~g*4`X&Ui?#E^
z{RWkU%wJ2##DfFN+8u%tqs7q~>bohP;l6Ll1$Nd9ln%StSZg1iLtl|iSqmr0ZSROR
z0Nv~RJZQUL-ai=*CnVPJTWZxk)n3<tv6{W$LX1t#9~!Zt!tUj>|9`{-PC$FkNPhyZ
zAwuDE6{ebPek}SF=%?qS()0~_EDdg^dVj-z0PA4n$0-{P9tWafYuLP-<~xHYpMwZ~
ze`PG^VnJny%UhG-QN#rYIh*2;0Jf-?Kqf_}Y+QumcZWhifEMhtjx!$%(bd7i;OGk1
zFd6s~uMIBoTMHJ@5unBosrw8-K;YEc$Ko>fyTOnRa2ja&MYQyHjtP)FJ`9j}y7yR4
znLsFfaBFcL+M|+$m*~9LzuSpjnLk<I3BOd=9VXwi?423?&hr92|GRF8;D9*oF?dL0
z!M(`|yVy?-{{b+ZhF-LC;;TAKrhkM(wpF-0F<?esZ3{Aek1gA`Z1n(INz}vYQFj2?
z*0z(gE4@~JosNryX0yENbNi)O;jq7QTGMm+!B(j|+rgqd%61bZf{xm7-uk<Ew0GSA
zC^G5n_&-2|aCdnOFVkcT{u!+~UGFNPyyWiPN;$OScaJdTsPCoAmHN4*mHDF06<^DH
zdS}Gu4c<$lX}?j<1I!{|Uu{Wm^5#u(AW1&*9tpL6&9Xx!Wtf#WW?kM5RGl3s3n$zH
zZ~~p?3kpaEU}dY%mQhKlSdo3rAEAfR0$teJW!te_A*wiDSao;LMGr3Di73+byvi$#
znW#TK)NW@p`$V^rLCa)BD%daP!9?@A`+zE%Pw0AQhHt`X9mZuV#6aft>5Xy_Fnlv8
zJ^-`g%D{GmGY$i+3?Sf)t|^O!eT<rTj?;;K8u`+3eOSJ`6~Go3Z<?%U_*3b+D(>}~
zgd*I}L2J?e_ad8rG#E#&+rUO}pET?V3mxD_d==4LN9ZklIK3&`uuah{!|D%~9(9z^
zzpf*GB7ar74lD?uYYqjEZO>o-6f`Bw+Vms6f6?jOJnqN{abr7*>>op`HZM?h^=uGL
zCHla<n6D19J`rb`yR<h4@Fq9At$+K{LE-Wi5AZj|Yl1S+zx5{f@@<@v!z>jo0GC+V
z=-L~yvtUs&y<2jzDWM@Fp)N`a>9#Hz>(U6MS`7w5+D~KLxsPawN0Ow>`_8u37Zw@T
zi?UOP0YmC3elAZdW;cjZ3()G(`B$ZUT#JhSCLfo-5LE0Gt`$62HpPLKKuX25JM)Mc
z6&cXiFQQ}P`6_-0KcK_u@O44hRhMGj+Nu=x_w;BlhRfgYhcwSR3&QX}jj^E+lty5b
zT<P}6-zB#}*NTBU@nSUb_!DEX-5vamC*hM?HeSEiw45!OzGM}zP**ib$P9Hi0!Oqk
zLoDxMGdG#Q_XJh`E%v|P@30P>M_^O9B*`nd^0}TgmQ^G9toibAwm-16<a@Yr9|;2v
z-Z1R+p&O<3K0h0_?tX*>8RlN-={s<pw|EBkqI{OoQEx_m>ysj}8#L(gIOT57T>_IY
ztiw?!Bc55Ich-PK6ZcH;M<RiKnB<h?AAPWJjuPfKdkZ~jrfJC|XgT?=GAKPW`c0LW
zlD5g9kLC|~`_^5c=n`9m6!ur<Kf#}7;u0tQf+9=*1CSU@lqoyaeT^K~@-x^9qx<de
z;Pixw_CeoN60U(@MjaWh1;Bu;ltZZ>kJ>3R*XIofhVefjp`4t^uyFxFqrJ@U_r)eQ
zJf?M1e+)Y=`rw?*WB|UH@lKjbH<=L}P*Gn8#W-KM;Z_##$PjZP%2N(X$f^->>T09+
z%lr@EkRbnp5w@x$0tpcFQ2p%v4e^l6k2bR4vdra0$NMuQ0L}DAF#i9t!T<NUkVH~J
zu*+ZZmwO<H8J~uAt5m^EN7@AlvL5}em<jCu^S21BSDs@aMloR(?PX~EO)_-nG$`s7
z_P!P<*Ya!7bqYOxaH_O3)u*xtXGg+4k>(&#)Z7$U3NXIjE`Zh#e=LOW=M~}999#oi
zz_P>Yavn-9C&oX!D*C3rH#SGC&#~=A|A^tl`!0x@&|d=p^cJFR=_m<!g5@`BCNU5D
zcQ2kJB~^=#?S9@2UZ3S)q`J;l+=AdDz)VPJ+1hf_Pmq6nCpC|DGlA5l@%f2l)d05p
z_xF~?X~k#9k`|u#rTtk1_)t_CVGGCrHEVlwiZ<1Lyt6!<tNbpo4sii*)mxaZWA0ui
z8G-h17WN9|pHQ)v6{;Ychc+!^Bbi14?v07&V%c%w)MH`n9YmV2)}kj(AD5uLU$NQ6
zT5?^Pc8r3lghm76C6>XWi312CCOCG)K)DdQ;M8%)GI=Cu{I^iSh@rnz&s`#hU>WT{
zKu24HjV8lYTouz>R>5!+AF5P|Kk(=H#>bkQi{rTtfVLfS3(Z3~JO$3J4CQ03=<_Gw
z!k#pe-qOYs^C8|q(}k^-(*X%gHWi%0N232<7P@*%!D(q8JeK|jGIiL1of?H4Uc}6o
zFrx#s>i-I4+>Dy0;G0D#=-4rlHRv#xEGzQX%acK@e>pSzCY%Pu>jRt3p~&_X!aC8X
z*lH-xG@9M<oU&`t>X|ArJe6$BY*bx8XC-!D@#=hvn4{T<-G3wEi)ky2BF?06E^Ij7
zw4QYf{h^e9s>vw_{WCi|wf3m#kPZ}tl`!z0n=fC8$v^+52evaXh$Z89YTQs@P4Q8e
zKH_!~>Q5pJ$$dPmQrx`=QiocCQ}oJkc{(G~saOp&1U1&qI^%+n>oj#huju^)81s!;
zM=}~42?t8dzvFf*VOnl-Lz!NT&T;8qJ#j1E=Q5-YvXNGM7#+K!g+?^jgGHBD_PX~H
zsQ5~lIME<8nNui##H2P-yipfTAMoZkym_S@ko}I)zOukKN2?oh<BOIV1lPnt=sUbi
zR9i=EJ|_=3Q*mcx@vsczNtsS1kFpJr4HRf7w-FyItNPh2U#}VTH^||PmMV;Ca3x6g
zjr6EA!-Qdm*X+K!WcweZ$dGk4!6)Ii`NaJhyqRGD*$71Py5UB<cXGWB5P5$gi%}TB
z0swM>s}27uEjoONk*LDckht%<Sg31JQi;=0!~?StiHzZO+gy{nC;n`H(&CO<<*h47
zB6SB`%v>K)2Xnf=i)hdCMO$27OuFcDY1m&9KHJN)%1u4$ru;#g_NiTvx!Fp8A8Y7|
zJ9#`kk6=<AKQORid?(2nUj$~`TO=3T5Ghjd*lc&UGY6Y;j-p^Xmd7m%^JPZ6KOOy=
zXp4@LdaW-b*eigGpNIo)B((FwoWX=#sTpsKc-YY5qR+{flDXuDat7u3Y!bYTM390~
z$0|?4d-)%sPUgF9{!>U2r>o0$rv&Cx!oc7%g-xSdu=7pZ`c3`$#G)F!D(aS^W2P|Q
z0)AV4K+L3%x9UsFqadO9?usmi7KQ$SzcPu9&a&`*{SQiU<$1Kc*#=mNYuuUHoKtF#
z6gqdR^av?3bbwTa{*X`krops;9IJhTu(OPhXEtYZ1Vpa;NUcc|H_m}Qc#n3*zmD%r
zj_|0|n_`FpYpT#+B^11cSIjS;`bqryhu<thW_Z%Jw<|Ic%{tw$e9po4Bl;MxpPv-=
zNbrwI35e8$Q>+UyUIzuq*{-2b2558rYgSH2$NrmI`K#Z6>c+)>(7pilYJK+qDh7bx
zq0U0pHBNeA3XOM!ys7eFK`Pa57AP)GbJctnruy{3SBcuL{h?A&cY$u-Nk)Bw!ptzC
zvugCkyK{xTWZr${KR~8nF3GP%8A$rf@4MAxJ+GI=oWOch5a?s=M(e2XkcHA0dXk_d
z4tThelU#G_8wJ_hWy)zSlO9d}N{d_qYW9AH$tyi3j*JeRqI=Jt_ZPvQ6xR2z6Fi@P
zgndt(?nXhP3FV8S)r$Yj_}vhID9Nn6CkI`Xf09%|fR33SRHhinpMNcql7mK{5{GV9
zjra@77&bhpOS82;F5xfd1?)Y^j$suCjcJ-@YhY4&HkH#ux5bUMAIQVnFAU+EbqMr}
zmhUa^*!2u1q{cTGDcpm+&I$rIzlPY?O_vAxwi37%Y0_8;p3_ha{JR<<MQPoA$KM&e
z5q)&+(oR-PtaoBOLj2HAD8%7uEhpS}k;JlDC*9`HrL>`%{Xwa~s2uMpr`9d5A{>Ws
z4(|&}ug2GQG1&N$G(a5wRi+o<r?JtWQ6DuYsXoiNi)ouAUt%Ru@EK;;1fQBekR{?>
zJ)QN+q3nk$W*g~8(g$cowtmf8XXkcn_Xf?2nP<|DHEJNy^sp(AZ%y<e@gT{6Lz+@^
zn3xE=so>GvMS0eVuH!nt$cIo5>xAF!lW$jpqmI)wbUGQr9xt$@xvym5-_c*lM_Q|M
zNNWt0N|&Pzu$8W{vCBQ>52N_E7Bn2pp{}P2Hp1b!&jF>pTbbOH3B<gKmpCpr-_Izo
zFiO+_?A3M8z&)6PbRONJAv+gLAAF7rI`xa#`QxW7Y1->ksF8pd7fE~z58dq6@ZK@n
z1ePhj9^B2RBKrE-OWH_PZ6>-m#>;s;xW<u?1b}Ek_pC=%Amx%HpOI?-4t|OVsusEn
zt=X^1q{I}7G*ZS7suMMvg&+&vQ|`%1l22!7Si&jCJ**ZkoA<}Ay2OA~rG>&dw%@nK
z$?Ch?o>VE4dw@|u?va~$u3NKLm3G{M?c)Z8`R%ucQKYSqR_Conb}iCG4Hg0YrORsG
zS0B>|ANpTE2$xAO;l*96LRCJ!V6;~f8Yxt%uwK$BR@Oj#6#EH8^p+Yigb@f$B_erY
zN?Q2mL{rYAHrta8&hIR|0_JXyRttWh%eYvejEJgDkTsWbb7ITG)UQ&;VdNgIh%OW+
z?2f01t>GW>498=$#P>ph1r2gEh-dN(KD9T5aVbqiXgI+-HlhrZ-hpljPa`V9pZC^i
zKUs7}SRb%Ucz*2+-g*4|QhOPEgqY8?vJ#D7=R{iAwSrwCZr~K}nV7{%L+UCgoy0XI
z4=v+8bArzqHeIi3<DkVe$wCWBh)w7bSYbk=Drv<5D|$<_$kX1o!h{`~=Hm9>s@~jf
z2h;o*9;e5V{2IbP!fR#@=fG?}Ep(KN+4WSJ@=ss)nUhL^o@)QL(K9}L6D=(KC@hqF
zyLpv8%y5KMGxND?^HX(PEy)DyZi<4S=)G7azk@|vQk2qMEqFsMIk`QnPKC^%h0p^4
z4(8?1-#(oOlRfAljgPAz5@~F-?mz75LTHNif3*8~7?BLReXWgH(Xh&A@C%6TcKa)8
zy6<0jIjjJ?lGn+y!{xN=y*0ti&tHo<ks(A0DRx#kcJ`?b_%Z}y@o`wW;2N{DtwHIe
ziFC#rGmLA{HY69eN?3#`cObHBXRoO(MKd<aw}Hv{a@DTmGQbWCY{6F5udEvJDL%ad
z*NEfAuz1LHM;nm)o4*ZKKq#@??klQmix>ad`6Y{vE`&6s?k5}4W}_52cXK_;1u8Sd
z)Ey|}vJ<0i4dE}PPO_3vwK}}yV#uk$1AM<k@rem?b5FtDc#vMAby18i3q;UnOgZwB
zl(X@L{h$}qhyAGjfIX1-R(B1y!5z3gX=>osH564$ok<IXmJ_URiT#<0{%uF{%Lz*o
zDP^i<8c~7L9${wo!s!Y5z7Qk#UtN~CsMQBP3qW4e3JLN7Z=zh%FoPn@X^||YnU6_S
zNA`5KN8?x42WCwE+EPA|8}gX6`zbK;c^1Jb_`VIqfu?sd*Zk#lnvzz5le3(VW`$QL
zIZq{k?sv+(cKkM+HYJ90)hS~kW|cqmEuuIOCp27!c=S1aQHKpYk?iERH!LyqhdR(@
z6yAdupswe;+=QQqrgTO##`EkvLhQ)Rk37-}TlptPrJ=&ec*3bdue3;4L*|n@)j^h9
z$b}?Ht>^H_tWNHkj#t<Sx)q$?l_TZ%h5g}!R+X={a&?4nay7nk>S`n+Zm#V9>399<
zIKaccBcgxMm_V}xhVC(czH;MbdcsM$qj~yG%A{XP5XvDhna<!gRl<iip9rdT4M$na
z?NqX7zYrj`%TFgzixCX9yY@XT+*d_CW1R{RboxLhWA>h2(w*MiXW>Z_@l~SC#YI|f
zLk^1Oy&x4reS(0nmHEn^_-|=<qCU<QgAUgJFnjW|MC6aC|FownWg1@pdl}SsN9BzW
zOjWs4h;f({BK;453oSE1_fX(?W9_itW@x{&=dAA|Pmrg_5pC*m^jR;zIpT#`oB>;x
zw<WBr;-A&g7N#YT;ibsJ)^g#Qudg4gcdttc#M7tKP9Cx-;g5~denwoWp?i$h01qfH
zLlHfCmku$4E~R@w?cU5IY=AS*$Sa@z!;^CDOoh$MayeObM!$mogGnRrdC7GFCFv(W
zk0F36oH)f_Y+KJWh#s(2_V%bhT*mP7h}1OUZRx17sWn2(b$emRt!A9zYC{A20CQ^$
zGuLgW)P-0zrbbggRW4aniY<L{vOzY}vC-^VNGf<UXE}lPV{q}`$N~sjYd00cnrb-F
zNQg{Al*IX3l^W++h*5jW(niea=r2%nXmtzO0rQhgBVRE5&Z$_w9;%Wno!F~7zSO7B
zLiU%T-zp4N5V=|WSF1$EE+Ud1p>RLO`c@eZHderfOAWtWOHlEC4(itNAX8P&IGlcw
zKoR9JF#MtGSUZ*?ziL{*dKZ^2^iYV-X2#~|kWC<Gph==&+iT)8lNl0BcoaJ1a}|@g
zx0CJhTgs9&BV+w`ESQvqySf7Df!sm6CuVy?KlF4(p+1!4DExQI_Jz5wf5rr9$ne1r
zu92;hYq*{@;(U-3ZQ)4y=}j%<&0t*~b05PR_Is`Af<H_7c09=d&S--qomH|@mMM&-
zp~q1U$j{3TC|2S?5jMLyagf)*@@z#k_5f~=C9_jD*peR5Ts!UrcjRviUG6dud9{iJ
z_d?2PN{t&79i#{9%EcbT?Q0!$H&}$3Qe=O|3EJOc@XQ#_BBZUiu6eZCLzfnPbN$y%
z??v{D;m(q)l1{SI0e}1g{8jlj9csL7Ip`uYPRbE+m`Jhj0@Ej+A`M%eFm2X*9umSI
z(%KY&pq6IxAA-};{_jF!4ce)L{Eq^j!WS(KcJ>zZ(|a`YeY$CPoq(i3Q-q-PLevLx
zp3aX+yOkw-^m#50AV!LFpYG8i(XcEg#Hhn~pzN%rBaKQ&d3g`exXbFwoFV-m;FDou
zMJ<Y$*}p3+rKG2PXnDjw>n(kRG?6UAY^N~Z5zQ;8?l<+RF~&-l;0n&@x@+@tD{k*>
zg9a+o`sObGo+P%n$oGiDe!U-Uh+2O;^SvDYD9IgC`tK%o2><I9d#X8JY*eMIK0WO;
z5}oB#*(Crt7e4#!1;t?-Mnsmy%k>kBP3%;=NnuS$5ht=q{%~DA3FgVY^}%aiuQ^Ds
zp7J&GbN95q1V?jzt3w$DY$W6!El}nF0<-tegi8m<Q~1Ku6s@qhKb!Be<np8JJCGqt
z$NYV0sEgrkK<~+)UpGvpZNeeMibP*Mav{6cukzMWYBR!EKD>pCFL!gJz2$zZVwhAQ
zdRBlCO^ZBKg2=w?Iqi9$d-1Xstx~E}e@j40kXpGc<C;OucatRMZ^ho}ccN5m$2p=F
zu>m6WhI%m_J0pp{n3^woX)Ak`Jb%mN++v@9HXU;Ag*%DEk{^#_$JGDJ{xxI1IYO;E
zHu}NATnCVL(uUE)wQp5x%by%)Fg5ODgQZGm0m~7pm;nd9%+-C7I-3G$bZCV8hdOli
zV(U3fkjF?OQZStrD4{J_biqy-tQKQ4Cz-)n9Nt3nZ2OPo1@24PH5qqm`3o21HnH||
zQY6g0tZwa(<~T_9R-0Z^Qa)rQUM9yUa7{G>+)gmplY<3WH)|mys{O%)>Lg0Kv@yDC
zza@{OK1ae9WV?ZUNRI&S)TM9=4vmn><SeL52Z<zf_iarCK`S>@2zf@ZqAZ5dq1Ho4
zTXOCj6)I^Bb(^4iGs5#{eoVq$V5#O}?l6(jVJ^1<ZN9M~`BQ&};HJwerkW(&r&Um>
zYzm9R-fCtt;%Mizbo>^w=`-m)5jfAma`|C~QYe=zy(h55{)b+$5F~>pVH|{}y<npz
zjn|OyWwPS%JaU(mecR_b+xKonbn)?qZ7gE!Q?)WuiXIKbmVLe|efM%&csHCECLOJ&
zRH4#=M;JAX`AfzsptBxe;ce_=76+-E;xX2vTjFKZ76ji}`ApJvR5KdhZKU>IBpZAv
z@ff$WZ@UMbrWjQw6(&mOnx_oZ5+LG*pg(Sinz8t((t+}FJx{RY*voz(xNasUb1Oh;
z$^u=ej`pAc?K$=DaO$LC6Ie4u3_D0dS4M*wbK`Ldu+W^B<|qweo#6G*)FcI#h2B7k
zetO11e0szH(MiUGV}Od?0)YsEFC+(W@Wwq=ZnWj?tA`qph-p8y*c*8KhM{v^v!ybO
zuBehTeSo)@{Y|*_3sN;EP9I%K%gcMA8DBIt)MX_`MeBrkjId{LBGlOu;b(&*Uy5?N
zwp+PRG4UDZmLmQi!SzGei_(aD#xu%OuQk;E@bM+)Q8fmdw3>;=>3`_G==zyeA~?NI
zLsM6Tc=tP)?}KK$Hjg~S`{qg>B)@tW7N2M|soMQLZ69w2>UN5~dH-W#=<PVJJJ3h}
z=U3mcq%62ozL+bx5WUb8W)&k1CK*g7ptguV*L;>$bJUt8Pp;cF)TgaEEGOusUsrsr
zX|uw!Wn^NwV{G`lYK$LGi;3<_1)(u$ZcY+O*iBKHo05nXa4*IjQCw%^t7ZS#THlXo
z>C#ppDV+MR5cOQv#gMEK^GPn}mZwEg%=pm5S#aYa8}Ip1+cr}FDJB9gfO+;JDTMSf
za!lv!QS+*`mXk-_Un1p5WA1*6Lo>p8L7DaJ=<5&G)C?gMU$p%gfL9!Cfy|9qewC9S
zd>-h{#Iikm_s&O6UtIWB0D~nf(zp$@Qv21IE?s<s7}_W|XB69UEvbaN-~=s;tkO`7
z*WBAn`a2~p_lw+dYs4Qj!k!eiT}R@YdEdhXdz!jsvF1%jZ1LePw6=qjga+6!>QI8+
zd~{ui;%sQxMUX?ac#qi9(uO-^-+{|5jAL@7R+NUL3lys&++MYN@Qu?!c&~$G$AdER
zY#Kjv<(In3Gkod@kTwi@l4o;VFj{7JxKzJjFH@!+)`4Y29ECOC_Yz$O_GDI`th2VP
zho0Qvvf@gWDBzvPb!)Xq9lIKkRlrg}<*(BFp~NWrAn5RELmy7(1E$Q~wJ;Gn>jl@^
zHEgeY_cQj?gECvY<u784j7OCRtVlargdHIg;dUp&M(G!2<wd_RamHK_4qIijA-Bo(
zK-Mxz45Y_Om1Kmv-NlaPIS(HXRIc_zzX6a%;?-N}Ehb`%Pa&Fa7xH@nn50U5ud|2W
z&!a#US_h|Nrg?{R>g@at3zKjB1X{6*p9%S%snOG>_k&!fFA13ph)9ceU-xC{g4l?7
z!Vq*lIJeP9ZP+~grtp{Ac_Mx=F09}Q-Fchix~$XzthMOyCVahWC?AK%z+J@lM)yBB
zhSVQD{q2?}3oA4wy2MwN>C0Ohs4DEmUGzZ}6PW6D_%xwmAtTc>H-E3=+~*;`f3%6`
z+wM?qvi=k?yrWegx~~iy%Mu{{oks=+_J|Ba+{C1Jg$G!+N#EoUfV|;^rjxNCJeGc2
zyw$Ch?}OP)>h&2WaGp)z0|&QOF`ziIV~O3=ygkt;t~oqI)@Xnx&Z-REy^-&49{3*H
zJ4{m7Y4^viv;|3tW7unHJvSyWHKwX)J!pu8J?-`>aC%oX5_hzY(^Z;d60;4@_3!~=
zavi6$vz|{LbBn`Z;PI37xBMub0{RZ&Fyp6se9y<nb@!L8qQ*4jImkSYDpwS>68laj
zycFU6A7Ar&>Ef;96gz<vG#r6syuT@`StP7+JM>aBbwxD}PKNEb|K0;7u=EvNoLW(x
z$_p}tIBCb=LM4SBsEZf*UTY)_8y0~#G6U5+$B#P5CD<U$$xhjMl3cX=eKj}@TaD8f
zcu-&G4d2jvg&Yt)@)DAbI4$4+N%8*UJ6y4>eRGy$y>bw9xOPFCsS$V1#Mqzr26KlU
zvkF?$-_dVt6~64;H>u01#7}O>moDHm9a#a8Bi6We{A}ngSe@aoqK2w=%Q-QG;1n#>
z-C9JE2nlRSk{t|ent2dmMB(j#gX^`d(H%t^QPi`XW`ZkV+ODeUw$8qmEp~_&Wm}^h
zl_g2izXke!@`SA3*9kw_(C{4=*)|~4W(`w^M`@WG^CSc(!Q2n~)G0;|oB>H2i4+Yb
zO9dj}n(Ci(!+OWogLcK7<)OMYo2JZN?Y5ryga;#YEeST$`kzikGystfp<pGi*q2we
z&hCs;Yb*Z8nNI@`rWKuZ>x~GG0`Q0-r##Emw*1b9y}YA)>e#g08Kzl|;W|Y>WUm~#
zVtTLLI^=>-dd<69lfI6g^OubN=BI7Fkq~{!cUcY=evLIaOH11@B5hVepUt8W3`gNc
z0PLrDCb_2TU9f*Q$DO9_iii7h9Gq|bp%=l845I}s=nxvK!rD}DWg9N+ghijYjmY5M
zOcU{iw?NU2BlTO>>x{o*v)301CL$c8ALbk${RziF!3ptH7+V{g0$6VpJ7yJ69CGcj
z?`zW9)?^U%vX+pdnFmV|P0?~76tnV(;*eAn*t<2_TQWpCWcQ9zm~<c8@PA=d{<)$u
z#lKr$U4@(Y%SCN)KbR2hg{hJfBw?Y;w%-vx>tI9c9uV>gL2YV<&ZWTep%AWn1L2BF
z-h1mo_GaW!it=9c7G}l-+N?X}*T=)u+R8#Zn$i??7Y^*}MRYvRN2H;t=M$U60i6@r
zYiykVbx!u5I$^S;beW5GSUZ*li^tp5j2#(t0jDV=5F_ZKRgg%546w5pi-7&b;<kpE
z`{We(+wrC^)dZfKA>p*9&`b@E0=Q}ekNzZn+9)cSE<=<MtkbK82ul)0k=U)(+ID9e
zrkaA6z^@(gU1z=GyFws>l&L11Cj;qH1^S6ola!4Osj~C<8E^7ABWk^U!1)oKO9IRk
z0K@sNi`kUB-qJ_3ub$KLVs^KcA!NiK<@P^7<Ofau&Jd2?DUKp5K_R_7U2EB=-1}q9
zBjYh|jrnDTpRq?sGr3h*u0!(cTAsa#cX)Tx*`8<BvHKEMx(t@#Sy<o0oJRfvM&6Lr
z5Id(U&A=uo+g;~CgXoJ=s0D*GId$~n4ztu(A42N;vXZ!M1XatCa=ixFSh+|1Ypaq9
z1)VZQ_mb+#oB?%)Ak&8iP9b=y!(h~(I<3hl2xuh^G+`s(4&PXJ)>1c*amm@_vTY5X
z3LUjDAAL-Eb<|{KS+Z}$N@h_5T-So;c^}zNyUl;T-#_kt5*q@zb2A0CCkW3eSh<mH
zReNF8dzY$Hb6z5izB3kL=!~%6%<PRQ;qZAk{abzh_&#fBr>z~EeOdFHro!h7<nE0n
z@u|u_Q{OWh_HuQ-i!$7`B))Ekh9VC*RCMC3)N_n|k+3>yVTpqyf2nIF*0XDbAg+ed
z@dzdlu^g>*U$H;c)1E^cfqmZ$fs&r{)PId+J`xdIhS7hD*a~2btb3(ld(jba`E#-y
z#r8W(<*!CC+b(XyG*W-LV}60EoS`)M;>)_izY7?l+qZTnGGKBVd7#S3Dma)xW5q+^
z5lTBalO0|vupO`<A9?OJYIHm2wCUi8EM2-JcA#H5e;68l^(?|p(T1&E3d%ZK-1T!y
zrvGJSR;aS_G7|y1kk;_ryvx$wXZjCdrXEERT$_(craQWMoKF?)vh=SqsF3&nVeT!U
z;(E6A!N%PZAUKT$cWB&#OK{iV!QI{6gL|;x7Tn#PAdP!)4H6{N$(48C@BQzZxoh66
zHEVIYs=Mm!y-%Ip#p$nVe;dk8;zB*CAT|A!PSg;ORc0w_T(0%=%n7TK6~LmCdY1E*
zpBu>9oFX7)pFPe@S!mN4gZNM<GD^T|^%uZY*8xHot--!+7p_m*F-IMWJ+E*2yz5aL
z@BQ74SrHLX4cSY1#AvK~iC$hJBNBSWnT~m53zB|H71F-m@^Z2=_1Jor?4J|1(L3#&
zAo)}egK=RJLXk{oRX=~`eeW%>ZKZF#8o3^WeGmJBR@;R<aA`UZW{yhFUo?=8Q*65C
z8Zv1jF-dqTgbIZ4Ows`kx*Don;*dByChN<_zUV|(U|EDHQH5tgkB~kJex0yWic*|o
zaPji$!X6Q5Lkj*p9W2KE$}kYsyQNt3KEQbKoUH9qy=<Y5PJvM8&^m@9hm?+jAC(#J
zrGezrPZ8dfPd{^`OhTyanAR7Ngs)8SVe{o;rLmy|R+X5li;t9~w|@a@R)b)#I6_F2
zCC_R^h@Zt3N|rtJf$g&^GM7ZPy47G{q|OeO(@>h`IpC?^?Oe0bzDFp`*13^{Ip=nH
z`OVlX?Dr+kCebnNINaow8^j<VLiq(o8-6);cr+J|>tWS?drC#w%PEJrHsM!?g2c_&
z4UFgpXd9~|uko==zKwd=ce-M91o<n-$O^o=R=zl$Os5XZmu)kemgZ>9S0?sQM@eKK
z=A_!sB*`ta_?ab0IG-}=z0#_Cgm4$TaWpBL*dFcZFrgdwK2!ek-QWwF%5xD3c~j00
zVz;3&(6-c`yu-@`z%hq1O68lgEU}9G%#9bfjfj<hUB9VOE<JQ*P;}`|Mx1m@%D}1d
zJW2PE4~H@^*5t}qf+rp{H>hPy<?tk=ePY8Ak$1^?n@t_;oc^{&#0^_z6nU_n{=><j
zn-c^yD7MHU?aGv%Z|8OvAjkFZIyZ@b2(M0gC#aicjz4uV4SSc7os+vAzK#OfPV@`V
z-wTW*Lq5ccem%ScdvH?*^6WbV|9HYY{)rfP{)TLJCL4*L1;91x`T7SZ<J^XoKBnx_
z>5Z(k&Fb(Bc7M@l<Ak8-16$T}+47EqTi@Jm%?4tCPv+~PS2{KhL_w&CYuEN7hdDIR
z*(o&(x1O=VFJ!V-z|&eA=i)S8>BM)Jy+H{Zd1bdhD;M&&+G3b?`UyUD8N<`$M@g>5
zhuvAruSWZK{-~|cw*(QyW|mV&-YC%yR21VWTE`4OM5gi#sO2gqy}xv3D~YQZ_xz-<
zdcD$zwKNl#WIr<K=y5EJUtPX#`4gw{^WqD+)e0Ma;NgymElZtYZ9<QL<z7XrZ_##?
z&JaPvxb(*r1I@5;;Ys^K8(kYZq93PPaXToCgaZVjS?e_IiM_6p7N<7bP=)+FkIgV7
z{$`E*2zJ=KoplhueUy|Br|PKA*u)ostDR(dmvlHk4Q~)i`E`!p&x81Dr(QyYam<(<
z_j*}LtSHDgkM*YdebWbOmkh<nyxs^EvUh=>Mc+bEHDTmUc%ZlQcj2IkDttg#kvplS
zPJtGkH!k+D_1awg(h{WTKF~hQe-Ep`%ZmJgn*rT@a^M5r^^i88+Q$n$vs6=453e|p
z>RMS$fx8$WzG)iqyq$IZfZSi(Xr&Nt=LB~=gfmf{&A>{&ztz*@lyJ4XnK182|Bi-n
zLp_2KXScPnE|Nxj`z__JNs93*oiBC3LhZSE48OzYx^0!0^q5+1R6RF13Va~w1oHF+
z$>Dl<=DiSM?R{?;Y*^^f$Qd7s5s>AN9Eiw0vZk)RKIjF4+lu8Ok7jKk<DZmzkcI&?
zvK~1ctL=rZEAT2XoPLyv*V+yC&&vXGKbAZt$u~7OHqYQ{HicuKV2R>uXo38(p#qU@
zYzy*;2LKw$r!enPS!!FGT5vC4P76(jDWiAtb%SElIjK(jU$0fxFH1GvArB8Ejeh)w
z95cR?kb^kfgLhD=o#Y7txa5#WMkJK03hQ82KS1OCG|wopp~|`=v3`Sig-=WbJ&um#
zs$6($I4I0tqZF+OJ2}^ig>7k*<d)6qY8za$(oR%`mlenhH5WNqn*uM5i;t7R7g%vJ
z5cFw8H<3*qM|#Cy&~{htbXF9xDc&c?G{}fwx&<=@#b0u(#c2>hrqt>qV-nvh5%f)B
zVX$7dpmA)MlO3^Z*7Fg-rQukbC0ye2R9(;{a`?&|=+tdarWNr*wEGO6*IRI7bYhT7
zIbqYReK7WB+Be?FA2MuP$ji~th;E<e2vj~w$Rp?6<$`gbtlf==T2io;u&M?^GUV7{
z)paf?wn1PfjJpWxpuu$-K*|xJN~@}cajbgGQaO#rx-if<emty;Ftv8VJ!z$%tnHP=
z@vT|*QzPJM?=k=~mn;vT#GLDIG1g<VRkjP!?vg3HUJv698zJ(?uElZg-4Re$msF0&
z11Op^INW&lOjg-=cLLj!?s8}Sd7qIOi!QP|GZfk0o58d-gE3P2$l78C?AfH&;XE+{
zevqCr!yT&Bvr7T7MknT5y(|1)Ayv`$*^k&2S~!GvPVKD>5hC=6U*luIAYg=`N|p++
zYIkBU+{6Hnz^dSAOb)kMS%UWv3d^^Idp~q*dmwCwo@i{U=)o+*L*$>ES|j&hL>U~Z
z?-GK{uS$o9AyL{YB3U0ZvR{H&kx*@JGa>m-_FDEN>vAAGi8x%*{G7O5cGhtHw{v0#
z*72lir9?reS-z@@@EZLqn&*{YQKU)4q+P<5qU{>|>7Fqx%eOHA7Pzf&;}@AD<_#ju
z=T*BOw$S$xs38x%mnBasU3#FYzPsv}S}VoZZFzXM4J*S@9@dKfGsD4b3GpJ3CH2gU
zc6C>`Mf+tPodL*PsiEj0mB&`MdBtbyC|KOu4`AZGvYKe;V_0}!oW5kP(2^^ebuwr?
zN$%~}t?}|$EvsvTmj~B<^E+;_<jYQxJ$O~t^viIRt(LwxSuAVNU0C%mK=mc@nv*{D
zR}X^qEw@}IVPq!OIF%Q_B1lefPtqoL1J&uet;%)HE!09BiHH2BdI;4}|LawKcV@Xu
z_#DI7mtL`i3=>q$t0a01TR)t_nJWFEK?i)p4;fz-@VO@`qf>NqT^P^1Z@9lT)kueh
zdvlM3@57r?ISP5BpO`=A4PEA;v+K|QK(Xqe*U20pAgTjT?bZYeJ(x4$L>RE|A7nX1
zD_iom->%cnRa0EX##6MY*zwo&mzcxFC$G9w$131|`5K<8ei8iB`j&*Wo|R&`B}KTN
zJ&#T^8kOjJJ^l7OXB@0Yz23bm_#;~{xj(mira!u*a#!p}K+88<jtv|sqs!K^^<Mt5
zv<hRt^}KF4;hxbZr9;(|A39iqB?SiVnaVzbn;tV2o(}Nu9ya1Bh6y7e$yM@q=sTQr
z8>bB<7dTeh(h0{y7Y130YM;_a9^y)Tf28{Dymu4x;ni7_5nDKgjh`R{)0o86ev5dR
z8b#b$@CN~N#xyThmZwVHGi;OrlF7)UGw^X|ub?mQM4l`bmB9w?u8T^+_q{qxjia-*
z$)De0oWIL~erg+Pq-X2f2G(D~&JAtT?*-mdrn0@wMdTZT+2eU;@hP{GZLaqbRhiqJ
zZ&zWgIK2&5o}Ae+$4K0TY>d5u?24VNG%wJzxb>WfP2E<Hz&FXTI7m7OsF8vlnOiSv
znT1cU09&GL@lDmNRxdXyd?~k!-yD=)cfCM7Sorc?eR|bmQCnc?GCFiEgCmrojDhi`
z+A+&Gt}jTuGmfcxtF0WjcCpGuM}oDj;ZXD2r@%0?%RyEMp7A3m9hAGRQ;vJVnbZJ&
z{*2w$64MJ6vnhz-h{h#1XUn+PIa|d~mB%+gokMWuLP(x;25@zX#!{`~=<zC8IZnwT
z?qbntPO&hZA3GO`KMw2<SS+~{*ZSsM^0i~Gfrp<mK~rWBX(!{Ub!6YKobnc`i(wji
zNk@0>JC`;G*e<jn1KK7>BMregx)jgg&W}QE_xgt)!fUGY&`MjI@HM1x`gAhGnI_}x
zk|rJ;_!h>v5N~Ph)K>T)g4Kb&=k((1cbJaEp&Rmi3$YpN3K0-qM$@gO&2M?vn`R#_
zi)XH(l3`zG?Zke93adn9zIo>AC$+t}J`&%G*A}sct>_O3g{raF>9BTZ*FrP&a`H`U
zOSwF2@1l;tHX)@!M+fCR`=6^bFyhYMsm@ZjUCgTwOpK1v(Fame(}md&&US_2^n#BP
z?uB$y`xX}+beB9n>sTF|quONU;Co&!r{)g;+&XEdwXbI1%S=M|z|f^#CR`J>z+O3m
zZVs3%4N#WhFJg02FYz;>H0f)p;5XUIJfVi<%sI_g4C)itRa-t47O4s^bdL}n0q7K=
z;@P7Err%=7>nrQ|IvJKUC6|DEYdHID!qUzNKbbsFV-wvSU_)t$G`}p*a}o|a+K?Q6
zjtHfAfWjk-z~2N3|2T*&t>|y{<|Sf7NEB~TeS^N_I9VOSlnz9o^wkS-cKyjF!h<!y
zSyaK=`S=k;yj#n&>U*xzePcL0VCdfWOaeyv-k9mdx8kv*2+g8yRN1{1&V4)$?VCqX
z=P_gE)oinc)yB)cYG6;{k3dcBC!lE@jhqdk;i|_JZ7x<fbG^D~Q)|k48eb+xFi2CO
zx~j4vYk9-^oU@AasRzpEERVKF-}3^Vjm>jj{SGwtanX{{SQk@SfrB-H$kvWgn$L}$
z#Qi(pG~9e+a&=aw>HFZm_7s<-#3hQep!mXrMd%9Y+xM(R5sldcIdW2<H)ckT0B%6O
z(oo*9e7u2PNwT?Xf{dw_K1*%A4gPS?LG@T}b)~oytVYTe{X@R~W;vS#7jYfyl4@K_
zR`eZS9&*a1R#Cedho2zVCvv<ov~edgbjKms+HMN_10uDy*QjokXJ(QnCZV9E$PhxK
z5HK4CKO_mfWyrb*xukQ<UMyML2sNKf)3_>>|ETm30>7%Kw-s8izK9FuvYPT88|&aq
zU>RYeujIjV6?+CCl9X=Y+4d|8>Fu~7epFiFpiXQWe-poBp~`u*5q{NvtOC<I?6v)#
zal(uG<TQITro7YXlj>tjL4y>NHdite5!RcmwqaL1GmV2{NQgYCp_<Ea#6VGYD89Z2
zMn))6;%jmV01Yfw(p>XS762{xYcEAi0oDKryGp}uR71dZ_bD&OFWjiTQ8wz3v0&z$
zJOghs-+^EqZsY4ih=O7FdbfESBxgY;{&q5h7@I9EV8r=hH5eHQAzs8@>IcOJ2}2ha
zXExLR)vy$mNk@9FH&RP_R$@1%z0(vi4a{Om3V20661KTrlhJk3L|K%L9_ug>399z+
zRNunq3sVbIN2xZLb8dvYDHw=6LJ-@2Fzstp*AVv_vVfb+sAp$0(2G{QgIFY~576hS
z%Iv+p)hC`Qj<p)FfO$2k3pa%_*D^(#yA3t`k%V;~lFtHq--_?k!zbW_4&H+n{r5P)
z{e-t(acu@^{l>d8vnW@0yVky??M|CZ<7G?U9}{O;LnlW#6unnhZbJ>8i@mH=L*eb;
z*%ofWVxUFlXfwlT3~zuRFW}Y)N`U8gkm~hDWFvj4MJr=;+KON~k;zW6(tva4o32N{
zu!=pt_Pw~#G`5{rZ`Fo2d&)_-abesoYJUM(o7sN>ygLjowkxZuD=i|+%95VH0G5S1
z@Tp&ZqWTd4dcIYv6Z`4<L$(%bHV~R9ecQsb8w%cTYePwHpF2HM46K)^LcF2i9J`+o
zk1fwT)_h<*^PQlX6qK$>zdOM3>dil8ICCEI&ZJL?<wW2P&mLy;*wRGzYZE3W##R!B
zQ=VrO{AN88!UG{h9U<l^|LU5DLE6bCYK1lq_}ZBCoR{n?933dn7nm3ARZY5f@<U6!
zv%0|Y@Gaw+B3Op!`;H^m=2+Z4eubX?>X`RM{TJmkDGD=@({3WCrw)n3ub;sieakkW
zHr*xf1em*s@O=u%<0zCuCuIL7DBl7-VW&glb>a6W6z?eaBuh3}WQQ<hnVcP=7*ntT
zRq}09NjN{F4Fy~duE+FXQRrG;!lFGwiRX83$iDPG;Y($(&YCq{4B9Ak8?|B!KWVGX
zOG8K%Sa->?RloYy54DHLG1D!UpLbgsV1{?HbU4QWHM~wptIy5RW@W?nb7H)n?<joQ
z=0H%#WGhZ2PCK_>-BZq$Kq#WC=4^NF%;Xn9Ub?D3a|wW%x*MI9byrobDKW=6!KIk0
zasiI$n$8-qN{;iz!_`}&ppCv=)6@>lG`F(j3ft?PDVBXKuurYs@UXJ&V-Rv1R^$Pg
zXI%@Ecu_S}M{%Cle~&=Vxf<rrls2$L-+c(%$g9fG)6u-J`BA~8ojqph8YpFpD^L~j
z+R$GMkHn|!vpdW87aB#EHfci$HCRXvUWT|)WwJ^=H|3Aps;tWDaOMUr7oGBKfg*TN
z;E+Ocq6%cK5{W+O@OS`VJhJ0Qp|4ZR)Y7;QE4?HaK?Z!vm(urtB}8zz(0fFRDfViy
z|4Ov%?f2-6!2VP6*wfrI<Dj4cB_Fm8rHcw>oJ*&pnZY{A)^&*(69a|RlIe_%j*C7^
zZGJ9SSN*rV!S9K>4&4gjDb8u&g(cxa9o8YVr5hM)I##@~kzm}y&5~>)M=N-NgeIk{
zM#8KY7xdh%l{Hzh*10NY$Ge5-8Cm|HW5q*61vZlygr1)2X9b(bq4Ouq4DDQBaKao{
zDSzfYAK?ffIZ9w~L~X9UL-RYmbXR}-HHElNN4nHb&`g4m{}wL~o$b8${dOfe@jF5v
z!P&DlIe7zRzO^Je$BGU|A?>A?iCRAdi#yjwZD`JBt!)hZN{)QrpS2WOvEOF2-3gUy
z=FiQ8dOcBVbTP-U7saE^Nm-Ot^4}KEwG&rpPPh^I;$J+9G8C&`Q%)tf;j2CHLPLUv
zC#+CRVLg3o?VPrhr=?&-VP&`&3ao7Px<PE{^fC7_h3$(Q;E0OvO>JrKYL=4Ub%c!y
zJRdJGcw<y7eN?e9TM@xMBlaE&PF1tM%xO1YX!!-e`ly{95*K<?x<7Lu>SsgXld)kP
zUA_wO9U`j2j06Akkk}3za&RpM>abI7tgne}`a>KshUW?SWm%uexv`rKzco(LRna3y
z7xN|F5~lPHrKd)tWd?3~g~gSYC2oX3TNN_*q+m{Ni1*#jdC=ld<ZMx4t~ajYH5V8e
zQeiLSf}fy@nEQ*Yj*T1P0?B7ur9nRo18TC%=P@x3j<rY_E>E;Wq9Ms31|lLur9K1A
zp*+k0Sx|!j!5{lJa4Y(i^<uqy8y_U~Dv-E)5K5HZH#g;sDJD+tLBEGBriCGjAGMd<
zr-6_M!CRevao1DEv&nZ)HcT7t!%9Bjw%&~=6c{1-(c%WPrYFKj7J{7WvbI;o!kXAN
zADxwh!P9eOHR8?X{!_4ouyDNQ=tz;yUpT$7&Yu?*chJkI!xb%RUo44y1Vu_FyvZZX
zi7rrw%3-f`QbK{>L=grv(~4FvM+7a)Y)O`R-E<dc^bSad5a`HL?&|i2Rc|G2o6Gf-
zKB$3W4H6uJz?gJ>cRawZ(HQBIFom&fq}M_xOj)&H25?b)2Q%*w%foR`YMV=$N@D0{
zb5c8~gGX5d2$WPgy|eeogI|%POr0YOW6=@*GTV*7W>TuA->i$to&~VvBgAcLO;ih2
zVl|7vB6T-`tMS}YjST`s8*>_sFz(kkHOElHYo_d2wxAk6=%D$t$-a{J!6+?}xf18E
z)zQ^H`*1~0m&+!xF3)BD`8px?ArINiu0dCRMxv>lD1<=SyC(4=mqu|2AykOVm#5->
z!A8_zK7~U(6wFM8A{*^d!9UI=#G>fGc^T)~2@b|>Wm{d<;jkYfP2c0lirz}l$<al1
z<wuU{y8th1b9hl^?0s5gr)rNxt&$Zayl)23-Vl4_p)8Qkj$(`KBf92Gcf&o1#EeUL
z?Cu66`ZkZ=Yi;R~-K@k|TB)_RwYGkGxTEce3<F~2ge@*KGHJUPNVH4IMMn`86(UfK
zIkj}^l_z?B%MB%i(7nUgSiso&vDWGEz)hn284UXK5A9TbRoKpE5SRr^Fv=4WJ1#*|
zreF0Dm(|l-p<WK>uV9h1i5erUE`IekZ4C6oIy~kq)L>Y!rFb>0q<F5Zxp^IsaY^{)
zBuVk3P1h`PU0KU80;v}=pCbH5C`a)^1J|5$uv+>&Yg?N=?1vA00Ix&^83>062|?XO
zP5^GM<+c_QBg5LR?*U|?+^khK!=^taLuHRb^jZSOBv2S;DJ$cE{4(S$#xpGul1>A;
zU#4$wO1N;R3&Ov3%;I!-Pe4C(!yLH?x?r83-_Yis=oqJi4ff=X4UGgGzEF(p`So(&
zPjY^NFgp7;Sggw|2y)C7B8qWMkJ!+|y>RqNPR)&1R7Xe}xjS5DS-C#>qUq=}itAz7
z$wSq(#2z@jU{+uI?G%OW2*0{7p5C}OyTw*E#qvn7!RK4tHy8q{O9Xro2UQ!pvc1uq
zQ#K{+0bc^}6*?(N??$S=l7jdLq15pYN@T8MK)ADvXQw!|Z)3_IB4wf(UK4Ga*JucZ
z-{xV+e~t$^#5%1i{|V1UpsogwUyIV632OyC<z2q`P4REvD?gsRQ0GipF}N-C?4ag(
zUwT&vkvIQ<DJ9C8()#*(Nor#Vj|mZ<-%}&U5}lEWW5S4)jgSXxjS9GhcWRh*-81Ez
zKII6dp?q1?6<WoKfjU*dQ~=9f4>-$r<z@>326gZHLf5^$%njSgpot4~-quYFBlHJD
zh*BPXUE+2|UccbJtr*w1iz0zPW8G~=ILELYXm$>Kna__XKmp>@tnLYcDJlWZZbCR5
zRv&;-J)Tx?Z}I531t1}^Uybk6VWx0e-8B?K)}hFAX%cx|SI+en%D$vpAm(|@#Y1ul
zOugW=S&w!C8`*`CQOuA#HI;>j9!Y|#ga`oV5SqkN2mXXU;%K)16;(Whi9yd)?MQ=2
zL3*ibN(+v72u<IpweDWqCE20w`=W8^qce7*f>(_=P~S1{5UoH*?ke*0g<`n~O8Rm!
ziEQo=$LaKoSZ5#*)o;u<-KR9XrF6h_YKk@&8u+Oev@?YR7peZOo+yovB9u+uyEC_q
z-}@J!$R6t}bzhrzY10VO!8i~?RcOAXUN=D~j*&`E@fjLdw!%%02wwn@hZg?iwr%xD
zvzM#V!Z6EAO2?Q62#8Bz>WVR3cCXiI`G!Tgz$p-lkA%Weun*;bs09|dsac7+b%XFy
zy1GdbfAe(~5b4>{S*-3b0n65F*E{CNcR@nF@OdCX-Y!7~-?a6l4HOsf4dWTSs`dya
zhJ@CCs;ie)TVeH;KvpOq)M;$A=mcAn^5@Dwpjy(Ra+wfc+*{O}9_ni)M27U=tLx~j
z`5wHVvt~>`%Ze{Be}_22?@Tlezj2%VQ^9MWPipuJsAI$tgCd|S=~OSb_Z0U|<C1iR
zlTXs$LZ;0yg)z7-mN)A{&~C5;rjHce`8@&mnXQds+x(bEoD+GV+v^+zk;vJL%jhHU
z_FJ^xbqr4bA$Sf7A>rRkbhMTJJTTZtfoJZgl_ojrC`6W8X*mGm_W*Z|f!WsFenu4O
z+E|VpTrHCXOlZ6s9^*y-mU4ZT3%%-y4_vqxQC=}|<T5Gu*O{o}q|GBLfnK|AIN6&c
zU0ZK22fMcMu?Ti$Ud@zPlb6FEA>nTcxKDZBaKwv${9@}iFdF*4tQ`NbML;8N8{mk*
zPXKsW-kRTua9-Zbp&z4FoAI>a;Sp%P5cd)ab6NHlEzs8UNuX+p?&uh!zaz9iDWKf*
zpMr3H4O-+-UEJ_qF(mM<9La<+6EV`$t|Cg<qn~#?FcX<Uo-P32f5rxF%WfVF$AU#s
z{a1+-Utx#f<52?Sd9P1}iGQqeO*zz0Do}l3O-Ll1z++4izzpc&M`xW!&RO3x41E(x
zBRGA<Hmnp5enjzZd3?%k=R=)EOy6yiZa?QB4;|>+Dn@oJ+=cce5hgMhC?lk|S`!?_
z6Y*LpCLCEOk@re5{7M)4^bz{oMEkKFnQFSWXiKp1_*z!TL!5C_-eVV&`-Eof1jqcR
z0uIf$67)z^dI75{K_k@hY`pWX`?Rk#^;E_lIec|lZJw8afof64A0O;l5O4PD4-DR(
z->E1Nu2QEz4!y<tn$!jKXR~MDponb-lvi2Odz6V57QVxx8hp^+0*DfQbR1s-#;kZ9
z)DFoke6W^9tEeO|q!^=wS4tiwk3JxD^t2HitZ_DfJ>^xZfY!=hU-4cL(M2T-lKv%V
z<@0sqd{>Kfm7JTAC}kYJ0b?WDO6cpom3R?u3gGo(5kSF>PQQnPk8wplnO*R@c?Wf3
z(y0&QqVg92K_bDOPZA6-ID{p4d6kU!%&OZJNgcZ=+%-=X;oXBe+@FOvxei5)7pvjc
zr7!Qw$S+Hzk34&RORwN!hZnlWdd*|dija2zNtLy`L2_=KGyuX9r$xglMf-YvZBCjE
zSvW*HsUVq^Ory|C?UCrV<u&F!BN*yiA;ot0maJq@wybF3N}!RzSRv^v^1l4yuAqLg
zUddRlCrNyw9D+Ehlx{C&DuBp61YtWf>Y<1QE6ya-lZP)cPb?w`jdkrTv?!4Fec+%q
z`9uxIZ!F%rwnH04n0vY<DxACjysW0Zt@ow*eSILt*pPe|vrwg4^Xyqsa^ZrD=FA%g
zRoQ)>&DR0<0YBjV8QfXMC<jSd)j2{UsEfDzNEadxy*cxaGtM%ME|TM$zN%kSwYBU_
z_=yi6PGCcw2)*jQ;^$Scv0ZuKbZHGK+pt&!Rj?&dNJ!QWSBY*1&{}NWzF<|ZnEwKh
zRBe>tZ#sU2q3-3X)4z9InVbSM_B7;Dzi3Oiavc>e;5Jy--mg`X?u8l5?FP5tqfm-Q
zdwN%GgjW*78`Qf;>CYuu4pPY$B6nR+8^%4~lw5z|cMWj1vQcOAo)A1Etn7&!_20Vx
z1+Z_zhN|3Z+wYt{*-H|%ER8gbO{4|)U3{=IYpKRa4$}B$o%*bmV7qfX91poMakNz_
ze^_n_$wOm4-H^90YRuteoK4yzXL{hUb5R<@2$pnJ>$jWFuAJo-IjmDRD6z34@;60C
zkAwgrd$Q+a*S|ttuQ&NI-gZzXNm6PkiQ}|C`i~@XFKfO~BUF1<b9QIX<BkY-!@Hh|
zyxcW-N_1@b@V?NW%2=6M^&us@$_Y>Q`2!x;;5~2dI1g&vwF$=-a&X#OYvtasG)*EY
zb{o&*0-tGMUY!}RQpB?PYNR)@QpYSGCTUL}V-2~W7OP!j>4~^QHq#(H_ARL=-8=Qo
zS)P%gNlXq%%p#f@?V1GIyY5WCxG?CG&g?{<4X$rIijDVF4v$Kq69Q{@P&Ob$%a=zr
z=~cU_wsZ6ey|lnk{6jTd9cpI0SaXXr)W|aS=AdbSz;WljPu@G{I$P_+J@DlYk8sbs
z%lX@10Mb&uC=ZS?3{s8=qs)p^)Gsl3D=+m2hC}PfNcblha*FVNVS?zE8HHGa<@R7}
zh62`dd`gPgj?}|*{er?L=8LKXx(VVi@LNTMbmu{pK~{fvVgdTfu(3qWL_ty1(9(}E
zxr-c{=CcDGotZ>?JW>k=6bSPW8W6}Xenf$npsMWmPxJz(nZE#)ja;<!Loc&+@d|tT
zKZOOv-wq&f<L6<#%Iqc3uWZ@6cw0^IJa0D7pC|=ztax%h*D5XfE=c-~_-nZzmIZjh
zy9FypAYu0aDl-&;$heArk+Yz5c~!DhbN`4+nYxZ5Md?Y(i{;s}VIjM~eNI+3T;^f8
zkg^EE!tJxDvbd&jPXO5E--t+*m@>W%L>%=vv}WV;5lp5IW#U)a@{xh0@w#-0f8=}w
zdWGW~jGE%19(BCQo3d7m5z?H0dhOWiT1u3-WWM`B_LStyP@>Qhf3@{u9$3M=OsjI7
zDM=JK3_J*W>ih&{M%Zj?v*6`HkplWYycsvyY!Kl~+fX|@Cw@)#sQy{Z1mB^Keg1Na
zBH%}*-MwfEcwaW=jZ*6zuHoab5qPGlSsj-4r%~Cl5Qg)bLZ61GcaHJexOa~S{aNNX
zsq@)!^zC7gFp>M*&Rn}5+ULIAJ`Xbr^@!k)SA)yD=1HOaEC&cU<xWlxg_=}bs_rk-
z;VThjih+5XuUnw_{5JvJx7EB~TjrT<nA`dMS_Qo1Vs--^Pg`<8ux>rWYe70-+&X@P
zt;b9)>B#3T_p}kRK2up+{g#KoUx2n1{5-VG#|Oii&A@ec^Lg7HwI&mn7+FF5LORxv
zDY-i%1o%o~rjHzBQL-LPm_w|e8mA}7%pZ4RMFu@@xQB5L8r`_G_4?1>d}>OuuXv3>
zVu*6J8I*7hT^n>Z*mg?YpR!IK!$f9ry0Drew$&dMemRKF(h(~!4OwtslpRs`eoE3A
zooFc%R>KQjExbXlK+biAX#oAa(xF#xU865!aXstb;Zvo>r$VBH>OrVf?2MEhgnku6
zo;_>V#881BfQ&B;I0L-G0PbF^r(8Lp@JAM19oxQz`t-cbGX%^Z63i*!fbx{(HVs(T
z?Z56yiF%!^%roR&x{@@Apdd5cV#m50Ys@(-<=t@ARN+uf*(8s&>GDD`G-|n*rP#xL
zwbznxrdf+xq1IIISOTX8Sbehs)1ldFNSyiJgGk9viL!1GM{^Tq2$+z=mld#>B#iyE
z^_=MjYh_OsOAAB3n_UuOuLB@r7KyekYlKm7OViP}^AK|3txeR}=%XdNaA-T*gmy0_
zuWirSUe}^-#3V}KFs4x%>*3~i;oiKA_k^ZxlpArPgu>xUHAQCcNMWhKD<DdgcZVSq
z_z07AALm1Gh<nR6YHHOM0Gs$Vt=}s?1raaH6mU?oqb-OtYg@tLWn(avvArYOk}|RB
z_d^1Qn;~lHv<IQX0o;Fal#5w3r$K9b@=Ey))$neXF)%x7_{Uwf_C>~*Mb2Zccs|}f
zzRy`@=kFm8ufkJ1!o+6jU%-})xgYD2O{2WtZgP(%3KiLtV(~MV+@}ue<IGjVd|r*J
znH6(w21oYgLO7ufP*!BO)?Dwz5?xqE5OZei-Gv7na!s#7`1-9kF6y3Mue=C#-6-av
zdwauOoY}jeDVVt{(d^t*#xQT*1$`}f#gucW9P73^YH)M-Q^Q9b;7CHM$<OKMkuQ{r
zlk)ysj=Z3R5L?`x!b>nsc@F)>JPBD-lX}8d;u|WHxX>P=xcu&?5NxQROVvV8^(Y5=
z*hpd{urzTjj>i57bxl>!%WFU6H$s<6hnhoA&n5TYo{eU~*Ya0YmD@RNqcSo9VY`-z
z?p|UVcr!PbSGNrc7kTJ*ikD%bTbG@wF7OS8R2>8DHM;z6(hZ1o!#cTlLp$1@)luyf
zZpEwGvekzx)X{@0OqjW8SjXUo(0~F2SPKv!?x(B5MM+~=A@0cRiNbSR$-N>%=0|<*
z8DOe#N2YpXtkh<bLWg=PRbzBT?mNZnUx4@Y4MMNHfkOLyAARGr9Y40JZ~X$i8e@LE
z=-PU3Lm>wf!#nK*G=OaKN7xn$mSC@5hWxjEPY1eB+QNhc`P=%&Xj>E>LY{u(eM+7m
z3@(anm=(|lLaKk)^HA;XwMj6~D~g4VGyN_(6RIF-K-AWPK3mFCmZ489#P)F?-dVK~
z=;waLsL}of*hq%N@WZE;7{Bl{`kjyd0)znE=LJF2!OFDrGqK%e8>ZeQSw4_`feJ%7
zAr6(ATKdvHpW86_UIZE2Ly_L{RlR{K|BgGy0PSFG%>zm7Df@zB2+1}ktmE!~gGd8&
zu%htBLUBb`m%;6`PDF~NG|(Ju&r3RW^>qD%853-9r2ckRCk+cW$LaxH9*@Z$Lo_RH
zZxGD~$Z#qN4aUS!#8j@#F3XDgC^-uWZpSHfk9s$2ZB*a%<})Q#cE9r3$WP;qUw{R8
z@}PcC#rgAdB|Fqe#@z;mdLD-EVM=8I<VK$Ehw^nW7(jT(dh@dRg~>3I#!Zrd!n4f(
zBg~Yy(9S8Te5jT5h9c-<)OT`!*80IbK3gd4Ea*Ezr8R^ad+uV62&xps7lq{TR9>bm
z1xU0Mfy{S13Ilpj29_&F6FK{Xa(;A4FSylVsi9%2Qw_mkKQ#=JB;Et;PcL;ufC1(e
zPD4*Y8&C9vikG(W%yWu!WD6D5X(6Bd%-baCe)8T4ouYeGD=Eu<$WYq{O&JT5_zCrs
zVpzIP*|-%Rv(s{$CMnpBJLMkh`lQq&g#Mt9%7%NA+#O|OIJ-HdjLy2ge%)+dJA`vq
zdMACJVWz;J0l0othy;5l&^FJw44crW7}T)`+|N&3N=iG#ot)YmH`n-GR!y^;pOa1&
zhbOKky60h}caqBrHf`U#OramP_6`r@+AJi}!n*BLiJR)g7%_vk87VZInpa6k$=5EB
zx^36GIe)nHkim2Bf0{;^tXmx`C6_I=An4WoDoZq(;q_{hmM@Ofz4@KOBWJ>gjF=z{
z3h8f@2Obki`Rj<@yIy;Op`Dq^ZgG{ei<JQP*s$#mMeXsQv8fg37OE927AKexyv!YV
zCD>*;?n}wadH$sG^CZUu8e}C+2!JjKWW96EB4N+CRT+}8mG_)Rh@}qSdGq3Si{6zS
zF4ktV2Z&i|b;c8*#fV~J!k@K6J~pC#oy)c^iO)UUJv7Q<&x_uzQFogUIWt;hTZ=JY
z%IIRD#%7yO8K>3-1Ah?va@of-L5<T6^Qa!&s`*`e+oK-s5fXNq6}m&T`(g8L*QMIg
z(#~(eU(g+r_O9B{Mc@?jy=jQbY<gGDwTzd%mLeeeMf<xq`?l;Fism;?ojBy<YJr#j
ztA%gjn$v~~@`Wxqr-8}cgOE%t;~PWDdIpl-{BNoW!?6-DmecH)sGA<iYh6h3*Vpc+
zB<5FoJ;B8}sW4-pi9|hN;_~IxB94GWhp9?{$C0;OyJ6Div%T>G%nJ_n6GMzh*vRID
zL)R%}lN9oKn6?9q01XU;$$ZQ3NY2*|&Z=Mz^B3U9muivE{zAW&(U47TO`Mz^O$}}S
zRPBr`(U3u$Y(N&^pDI5;v#N)^DYK%X`R^A;Q(I@???z>2Wm6|R7e`}LCrB4@cV|fz
zXG3RGNL^Be6Uh0eholNOko$K{P!Mvev$LtAEu>u$#K{Bvef$=p2m)~ee;<GAC1Gdl
z4Cx}l3IzRWmf!~dy`uyh@NZ{Gumf4y|JKL}WcyS5E#A@2SjE&?hgnfff?3tn-I-b1
z24eBMzZIf?E2Q;+kgo4dO)L!G*}3aLgs=d)*jRv^94vZ3W>JW4$kjPPZ2OyhNk=;u
zdx$lEuK&*)W))^tM?+gD``_bW?7=Lm!YpR$YGG`uEcp&1S=G?U3DQNy+0n(=`EO(8
z1Z3k86#Unb{Vn?+BP(HH4H*<>32Vs6iJ2PPnV2%mncA8=e*|){ad7`W?;m%@J*z`k
z){e3Xs}p6~@B2=4z^P5AbT`YU4?dDnf6wSJ*|11TgB6wb$P688mO-v(O_`Tjt0b|@
zInl{CjlQ>019WwrmXqyIw_BI{eS6=Gua6!VC%Pu5T8pjPs@NA?OQjpF0?#wTj<4&x
ze7~(`=XN}u`Fs@g6%=BhkhED9pKGa^``M>)VD85wWVQaTdSZ+;qq@uY;rUpo-J;d5
z(?Y)^KSBS+{^8#J*?v*iClr_U)BZJ1G$!w2@sj&W%2FD(P9~vo8)&(JICCV{cr&(x
zy>cej*jm(D+0u#R@b0-f)eYR>^H4I@7B{i~^K2mQyy=;n-))XcC&RX1y_!il)vfrl
z^YpVF6C|T_w@Hk}JL{y{3u)^pD<;8wTA@T2cC99>PClW>mHn_vm(0hN%<_%QQ<SEM
zGefJ<{i}n_<F?A$%ptSKyZ!CB19Lm(w=Ql`&Qme(KUQLW(_^q1?l`KrT+~aQ<5IBP
zdt+fL`Bmm6Ts>20b&Y@Bx^MsL*6bMcYfZbY#kTvf$;0W_^r~K;WL%fcYk$AM{OA3}
zF@&#AdnHyMUz!;+t?Hf*9D?rT@m@Acn-fa!Kk4w<Y~D0_fx8_N0z}HI)?73V-W@yc
zC|k^hD_3XvX_wv%c+aFPl$ifCdNJzcF8j8>w!nSUI)vcdH<rogET{P4@w2rpNz-6n
zeg1WTkl_02MgYQO_;sCg4~E&6TpEY<mEmH|n1o|v$g_iG4cE($j3Dtjd9P^MGmALZ
zwIimTI;%F?*VE|ELVZZlT5Bln4(<R2-oPmKlZF!jG0Kw>Z9l`4&L}&~1_K}AP|6J6
zu*!I_b|$INhGLeewZYae3oX(dUX^GAW8z8-n=H^$h3G(Vg8~jABMCLSvLO3s9Oqw8
z!$NrUF77$<v3u*4-0J9+agu|`>=hj+sHAJAyc_$p=ezIs;n~LIl}XBTc+Ic1cHF0Y
zImThUv2zIbt%xqXJf*YZjv5}W72-7nw^=bt_=q>`zy9(@0-0_lVHuPq&X?9hsSY=r
z<RUi6!!^-JRWdV#e^qdc{?O)HWrYTkx2c)H;ebarVZ|m7fzI273Rx&5=?Tp(WJO{S
zjG-Y9^dl#;qb)YVzeSa{a=c*;Vxk|mL7x3oyJbu4jIBb5c8rO*TvlU))(l_MU`?y!
zpDZjEL(KTDa71y3E^o7KucTA}(YwG0PNv$F1`&zcGU09Kk7ra}ofE(kTNV_nbau<Y
z&;U!kDR(v_n9;S8-f|bv(s7KHW;V2&FQ4j#UbFjb1Rn?UVW)MWr-4M_<86>|52NiX
zse$q%@n~B(9v8BjVRQ(`x0*jOjLM(`u^CN^OQG_CYJ@N}i$D=l%8x05QSN1M8Z2A{
zH~9e~jy$J>=ZBJUiO>WYa@k&JveEPkqEO+?SFSd4tFJ2y3c8d$bWK4lVgha96j8Hb
zBD$@ul3l|mo_ULmLb4MStYn9@p9v4SH=Ff~EfJ|Vjx!IXML4$de@-JPpdX;+n^tB}
zDM7fwqt%1HoJ3~eO?Pi%_V%Eo#bT`wD;r9Szj-BG`rae`HG+{#z$bT`VG+D=c2?-N
zCr97V@`aWjklI?uMzJbTAs;ZYg3|ro5gW?3ayf!Gyp?|%S76*D9mUfig8%&-g~pmZ
z9IhS;DHXe>?YKamPtuL98|e7^PB$O^fIqoDDvn8pZk`biBX1b&BtVZml7Ojp$ew>@
zh=mAhtV%tT4ZZ_yr5FUSFcISl`zy_t=%bMst#aR-?^`-v->>9R0vP5W4s&@uqIs$t
z1Cr@xQ;a&|gVf87SPn=;DjxG^Jm}+pY}>p`QE`I=%&!~wzjptHC28pVtu66PgD(E`
z{c7!-55HP@X4{>2#270GPs;C8r7cZA;<(7F!}7T{NaJ8<aeeO3#Dn<?Ac2$S+qW6J
z^l!8^YLP@=RMqu|3n6riz$nSn-c0nG349Lu+_NqCu7sqK^Xo-8TT>-8x7aeM!GkhT
z(JQi@#3d^jw@fC105drVzgzk&jHW0Xf8MxEzViZUs8RZp<TrfE^#db2XE^~+&cv)P
zI>dIxcKxjRVMohJit-8C1b65X*|x_8oKsUxM3PEqX5(jDhB&c}nz;v?t1<3~HFM#V
zozY2SDwG3wA{vFMiFVHNSatWg%(_Ca`eLeVR(`NF!=Y}slVKxO2j|z?LyPFZ6Zn$a
zrdTJ`NN9{9FR52#B(X2ts6Y(50rJZ|Mzs>F6WUj^dC=r&;qhIp7TvL<{_Iji<M@~%
z422>IHK73jgDk*kFTqDSt`BH5;Yyl8L(wD1Ru^d!sZdsm0X6V83Kb%c<O_MCNLHBQ
z;T&IL`w8HOQ?h9_8$GiHE<-H|i_naC1i}4fa)j6;^5ucN24`tg%v$mS>n05kH?I{o
zlaz?WErOa8a|-F~k7T^FP+{dUgVEGEk85LT&=h=T`=yorzesfgh0}sId+jcui+Pi|
zfxSp{4#H3*-f~2kEt(O1fR8G@VnkB88QckLyc_HY{hg}&{%_CPSrFLVPtt>o4AH?^
zX+gJQ<03;?`+3@!E{bUELfQ$6VFAF48~c4Z;(itx;(l8>;xg%U9z=VB>*xfoVK#><
z#_}(v%?yrZwcja2-b^Wi^B!mYdAK#bRp7mFkbC6=L}9P6k+U|i{NV+(N~QIw*!(L<
zuZX1lJYT_fYm%Wy26KP$4~HSQ3g!k9T)`i4q1Xurd!Sy2LX}a<!}b$?p=WOI35lK4
z-$J87ly?uh4iS=A_wOEna!?FlL9me@7ilBk&!a$cQWOv8`H~n*S}B#*Cycp7wA;{6
zROS%O9ln>w9j=znP4j9y54wu%!tvYHJH7GFpFkvm#kXao^R418ulLZlrF^nQVYP8f
zC%G}X&G>ayd$iyfn}bJrzmn`&2?ULC3N~rc^WY#_VagRkiLfSfe4rjgmxB3m6v6?#
z(w7P%Cqsh~*&6&&1Kn_(Hj0m_q0u9CA#G*81hU+UK7LF7rBEdEwZ(K*IOnkNI|5ZS
za<nq?git6M3v+le0_Q6+f_{(;LBFFM!BO)#KJ3SlDkCPBh2%2R>Aa$dJe^<+ZLvy0
zMU)D@N3|(DTr>B8asYKc6nZrAbHXlXRYtp+W|m4VK!bsrh}saUQ<j>8Qr`fXdPilQ
zkV#f9rjf4iGJ(Cg#R;Y6*Ni++3kKPnzyuBImWP4JaUOmty&@qTy_vH}q#J=h%tc7}
zQ^5&NWboD(e>`;Zihb5Tkzi9`5%(;+3Xxb^3HyK&CAK+`Wz}f{`LiMCtp5(|_kN@S
z5yj7nS%AL9S#lL39K?Z{TQP@1dLwS$cow2>K{T;PQrPDH*30REruB=<uLrPpXoj#>
zSckCM*oKrS5rUA9g0D9#lHtA;Xf9+bSYE;j4h*P$+6iYrEUktvnKWtn1V*v^1_>L>
zp~W;MgNm_4kVd9cIgS{Kr-x@gj3FoErOQ)={HEx2{-|!z?W{PBW5`Q}Jdw~<n1D%i
z)U6&E1l-Tr%)@#=fj08F!BTS#5?>{eH%(|GcO&sg=2=jH*r7xmzFy;)o=f<OP$Z!3
zdt?m(YhWEgEml22E$JMAxI9G%a{SV8FUy;F7nNe*ScWBFA;WmP=tG>MZ2{k`|H^$9
zjp*4i3lGL<OcP81e@L838%20!B5B+ra-wqO$))m%e}t)|mn)T}|4nu{zz`G|v4lzU
z&KlEjKtCNVc23+76#iX+m^Blsj7SBx-&%@-ejGkQ0mdu{+9NE~$Kk`P`padhURq*8
zY3cOkk4{D)Fb*prv2<Dt-Mev#Wap=k;=R`Jf!$_jpIHcNV-*Q&iB&Q!)y+WA!Apqy
z(2{!P+K*pkms2H<WEMw}_(T}XRNpA+Q^?P2d=SeM&pZl;5vgpq|3<y&hN_DN-L}7F
zCX=$bI2~T`iVz}LRd^mgfj$}RJ_(z=tk|WVhW6PgWSQob89OGnZB{f3A-+m!%vAP0
zGTb|Z&7i^3>N5vJ>K}U|jWM{01vX#lKZAG^?FrR_n`7vtSIzvD!Ras#gxP`)nU+LF
zAS0e)5F3*dp}4jtHq@fYvFA5W8@<WSEFFzDb+2;jd6|pJ*aqA-5kH0!Bd&b*Cy*sM
ztzY(noNmz8F(&oM2u#Z7xOPVE)HT@imM{Es@dfAODSA=@uGe#5kl>w6nw~4!kEMwz
zr3O&-xzO`Zy9c_S=r(89<!|#dD0!MO*^N4Nwgbm;Oe!%;VsgytegchLwcT#TZ{Id@
z!0+^gsCh^EyrS>zQGLRqXQF35d5_8*BHuRDs^0HatI3>2Wc|(V&1OT1%0rk_h`vKs
zuaGWKp7W5j9`xOGqo21<BvbAVE4M|2xy{1YB#1=A$}h-Q3Dk6#OWk?aP=2^=r%fD6
zzUwW_U5uJ`vVsr)<d|BE)|u;Y{id;N(fXP$)y#y7`X=p%8hqRRqw?d-#|v^{OVrs+
ztV&#;WW#>=_$(1eA=4ntP9Gyi-KI%x$_gY#ZRDnVSy=>GB_g=#RL#gB(bnS{1|FV;
zvJE;`DE92b+J%m;J^o@+6|2X=IKOMFO(WMLKF1Vwr_rHxhMJ4vkHbkN=EVA4nOief
zCg%tcb{CS{B=s~Wnr725f$t&bi+73fyET!9?OLhJgu0>6ToLG6Ar4p@IsE6cYPOde
zOSdHorW=7xy(g`oRuy~976Gc8begXT@vU>9a1ZDo;V(3+QSQw~;##^_)X+9-8iP_b
zpN2nNqt-C66QDt#!+7i?1$HBN`mhnhvUkQEr}$8ubtANwXx~}{cEcPyNE&^Ze0oFe
z_jnz5BmbR}b@SM&e*`bh5YTl`_h^U;yAvOpLk<s(ih(rkj5_`RmpGtx@N#qbW5>b>
zxGA9EM2WbM_dyHIxgP*E#!!M3_@QSxw!b^;fmwbQ-5BWUUF#c(8Q$|6Ck;7(r-8JK
zpLjL1V*vTu;vH~%aV&QCT|H`zBO9JThYJ6D#5{y0ik4{x7zSDRzVEVhQiw3q4YB&s
zXGbAjxcl#%974LjzCwPvgAKbWrGv``b$zp)%qkfpeLH<VxLI^b7oKqbQM+B?gL3iM
zVnV02=FGPTExDV<ugJC{@uKAu#?qC^Idq#27fQW?i;Le;1E~8(xmKf!HXKStS-J^}
zDqwbWI-9Zz9n?BqRj}fE>^^KLRIG24f|i&~r_m7RmJ>X$_KgTnL;d_tNEh!jF@G%9
zUrcQfKAnbRC_GmMFqfay-Rr{|<=Ecy-`&;r&Z2&20WzM57xgUO`&vutD>@U9y(12O
zzR^U9l&3HjF*<lk=rN10s$p2+wO1oW@s(`|QoZk1>gp1shD*K4Y<nDn{Diy{vYFez
z=4>uw&HS~=d|((MWbF%vx4!FFXcZ`lY;a=|ds$yhYjt{dv1nv-^f!@pJB}HW%~#+%
z$v52%i-30TEJ@^u|Ii+-<M1x}4n~$M(r2LSJB5A5sWaB<83jT!-wFAdi_$I0G9<nU
z<wfapXB3_*DNpxpO;q~|TowXf+=;Pm*PJ+*-5kum0VT*`zRnK$`%7(^-8^5%?U@3>
zeJHCoQtq^OQ|)uCZw3r$PpZikkI+?q>(MU&&S!W3e*+(J{42=eVr%SdVQ2drMgg)j
zi`m&2TG;*uUsxfai@5D?)I$fz`uqKV9gvoHb}kTL3et~>4T26a{XV!jA)ib9T^ytd
z#Q6s|f|P&IB1p*v5upqz|DaC4(Vl-rUVeA}C-U;IMzQ_HC{flw1~GB7v$8`ZGI4Nm
zaQ-${l;!WAbFi~Qu8@h76T}UId@c`U{qLH7oAaM(`isPWY65{kzbyc<vU2?&HT}Ne
z|4h?gB>q#=Uo7|^*YtZx|1(X0k@!zde;L*Pq3Jiy_YX~fhYkPu4jZ$|M?(_}TXP5|
zCu(PH=cr<DXl(jl2;4uK|K3^D&d%|-199@OGVuV}xH*_O{$A%`W8(Qenh?|y0)FZM
zA$XnXpO=4eFNhQUc47#0`QL6W=r?Bg599vfivJ&YHt6@40piJ^KUgcI`~yis%0EW^
z#k2o({y!S^zwOz7%=ynW{W~xCiy!{g3;ta2f2Qd#694IMf3e_yX!^I4)xRCRzexP2
zrvDqy{sVLW<C^|AJew8b(;Prn9&RQsHX!HU-u*vw?mvF~Kb-qt=dIsP{r?*E|NjS`
z|9c9BtTp`a;Q8z<|9wLEZ!_?}#q(L&c|gC<`!76yK>NKNAs1!`1kc}0Ae`q2+ki!V
z({KVyOHdf1c7u6SlT4)(LeWx}0sPg;-extl;8^sYrW~QVA8W*eXfhMu(dTK-QXn@u
ziIdNZ%jg#>LZUQT5o}SRxxTbnj7j;S{lyS{BOZF}hOV}&j}Q@{&G&?XSjr~%M@|O;
zx-TL665QlyEc5v&93KylFPEp+<nAT&-gd_2;r92tvF)2r+1ZO3<)y-&IO%d<1PKd%
zE_O#_&EkV{un@(%{k5q1X`TimzAWEUkhN8Hhay*)*kO)gSprCx-LC?=46yy`E~ol>
z2AW^foRHEC1EX!BDldFCCEHj_-*guW!)}Be+IsNidK<PS96nR1fRX3c7vPsm$i<k>
z+$h+Y{l^iu-oIh%S)W3-_iiN2ToVG>@CE#^XSsv+&w5k*TIKXZTfhUu2dE}FvD8Qc
zusGKI+p5>JK|*U0bSC-ANUH1BA_GHQD(bkB843#_2V*!oZvvQ?J=JJ7_q=<)H#s_l
z<c3z)I(^HTcG43gU@6GC=P|&}quatp5ORH2yR~TTyAgDCIe=SD5i&9{AXIVC`NWMQ
za3P{!HiP7k+2B77bs?tB2R>zwPt{a*RVgD>Prg(A`h2agpD4X8T6I`ubBdJ=WNxD*
z;}L~D?haNeoo+YS4{C?4r{XBZ3z2Eos-A}RXfZ_*n5(%*OkTw1oD!Wx8TdlNmy|lu
znBEPCWjqG!_bsX=gQ6S1cQAyz7ag7q8~E^ZNU-MGQSbkv?Y*O#`nqV*lR`qT0Vx4O
zC-f4KP5^<>dl6CT5D=tyHFS*h4pKrd(u;x>q^lGG5doDZ2m;bUMZNib_xo;n@7^)q
zd*i-j>^~Tsb8=R)&suBGwf3B1erN>xJ?P2J#rZq!R<krRS7)ol3{UDSoc<Q#bai!&
z;O!c@k=G6koTn_a>LAmP;w5tPV<-C+x18%+xBD3+V|||FUu-FR^8TV1Sh_K?nby4U
zrHQ_L!NYcW->_fpuU-dGL2%^|7?M%0Pr7B|)Ejtn!v47g`1|bJgi&4R?Zr3~F0XRN
z3(#_wUn^s}d30|Q6@hYf@9AK@b5rp(_uYpVoI*4FMLD4YDIc{V@B4uW1?`tWLtsq*
zB+B0Tn2qO17JDrrV?E}PbqX($Ec^2(?2wes+D?;}%JRY@mRJ?HhrJ@yxbQNLr>p&y
zxGyuTH<&~}0P*ee_n=|;$&PA?H9Wv_r6xUxyd^vZ#54Rjk7Q!UpG$|QjXGgE*RdEG
zt-I`x@iJSk1oixcAtQ$$&R$M3yq0r26<X4ewfqE0PWG1lk#JF-46Xu6cMECpHP$4>
zfMD5hEG2?5we|je9qG)Ruwcy){;t%ceCUsFcJVc!gz2`4F*S&Pn@UHF&}S?+1DI78
z>q8N&1N9`tGd4}`mMd`38#k)Hk6l>qt)TnudgsB`pJPXcCI{9uKPbTlU#I^*7I)kG
zvit>G35zy8tB<{HbUBYxb+||&PcG}on@xMqEY00tUTSx}(DD6_BEN)Q8{zx_W&P_&
zS*m#D0hnL<Z>i#inHXuiBUZDjOli-}pv`QPkPo1wZE$9cf%B#2t0O$0%C69M>9CNb
zFD<Hx<F7ANsqyZ}(#H-pcIXy<@|*?5HFG@@{T4ty{o&MbhvXAin{Sds8~y5XWy4KD
zzL|?zs%rAPLM%!fUz?Tb8fwFe7CEb*B}vUx1>~K3JPLdG#+4Lfk=ij&NgMzC)sRwQ
zSB#5|K=*GklCe$K{?jV$YTk~aY<gkl84>We&8BZVm1)B#Cck;%*q)`o;7O)LlaqxU
zI+2R^Y_M8Zkb|z!9V5HF!xh|q)CotWp8?OGYX8!|SgnFf!MaUn@3JKGd_v>633n>=
zC0qQKKE%76?(FEGhBu<`O30o!NJPJ@b#q@nONl)X*1hnfu{GLZ>d`129qHsnm>tIR
zZb^etbmr2BJ2yT<e*Ul5DvJMOV*CG3(EINd>;GFhn_M-vH*@iJcm1dA{jZX>;zb$M
zKjWW>W#S&}tay=J3@49&<)Z&*>)eX}wW9uiC@%ibYoLE!`#-tP|Gv&GD<hBjpW|Xz
z{*{}RdWhlAl0Q_7^*w|b<UQG8wiZ>6p^xwvx$FXLx;|<!#`;=+p7jX3fBUC8q+kvN
zw-d|+7dyW>A1@2ySnLSNORH3hJN!m-Huar~(UFpmDFGA*?i6t<If{DmB1ZSc#_jHR
zG9Qkjn1$cDEgO{|ecIl?fBXCU+YF!HTJ=4<s!OA!9MB@&ETz@WTR8|Vc9T8Z$tx*+
z`NO>}@Q)~(HW9^{r@{O7;JZ*b&xPmk%C-a)ID>S{PcYUK`W~hiWTZIi9EY^+O}hPE
zdc)&QRp8L}P4?f5-=A@DU&@hA7p-11oMkj>*HUG94rYm5{HkO8;EO~mFR8>hgx|`<
ztq#noiVfxOe6Hj>cyR5S46PauED6dbcXzyKwD+<chsxiYLob+4;wxoagWuqhvBDUl
zQHx%5hs*rvRK!nSoy|+ehV6MYPLN;?)&Au%&sqANuvmJ4j^Vek*Ow%<-k%E>V(@o<
z)v&NCnsa>T5c9;Cpj;qd1~}x$1L-&_l?XRV#P2(p<jSWi1`Cf~#+}Yr(_I^*VhwEa
zF+J}fZxo6a(fe%BL1$%}7F8yf{>lUQ_p2&ZLbpCHAnP--#kW;@L%*Bld66oA=iqU@
z>IclId%8>18{O*=@fOro8T5hA0p)|sPd{WXy9P0)ua%-g#VCs^;q2Z%qTGQulb$0V
z_6{~Z;~gB>zBX2Au)+n(H}Z0{{Bx(xt@Zjh3Ol}3L%-NazJhs`UO{eK#IyU4nxk$G
z;tU$cUR~Q)szL9Th*$ef!=Lp3Osu>^`LO5mE>O1%!0?+oKp5{G!?d|e!9G~T?yu^_
z>6fq++MWTD?ChfeQ)gdD$zzKEU)S4QJHf3~H$)dZ1fsvrW_oMjbcmKP)ccBNpZg4#
zuX)!MJft98kF|Yb!>`BZd%UOK{52$7>)FTBloxT5JtEaHTFX4Y6Fyb)L5P$^B*eD5
zgxT^p!F$mHuW6gvnmY=!O!`i1RcCl|p(fT^SesZLhobU{1ekB`bf?_>%m|G^1UJhg
z5#@%R-bOsC_o<#bz4>LiZh3-sfcrxTPRItnF!;#Ulx?9Wp(*zxcD$6s+$$l{59n(8
z_+@J<@nX)61SY$^1m8Piacb%b6HH-?O~PvjY7Pm(30H{@jSid?R*vXvvU#Cj-dRP>
zfB(ocQat|b{z;%&`>?I9I86yx`^I$E<6ziZZ-vTdHT4HI>Z7WsUv3#kUVgdGzO&r+
z+`{nr2MrwsFQ;Po6MYAyg;CprzH4O>f)(@*sIsrmpT4=N&RXpD<Am~e>%xYM$qUH>
z<`dV-PYw4}N>9B@PPgDs%6=5x`hoz$?nb$u?t8u{{#|%e`SZkICq32I4`BMY0i9o#
z{~K@pFUR;FxAHG<{cravZ584Y{Lhl*Urtoo4(~?pqEW)gO5@z|o?gKySs6LZ{~9&W
z#s>$Py9esr^!2~#_fLD1lJvj*)g>M4e|O~=kXwTS{crx$r}HnM;6H6TN|=imFaD4I
z>+js(C4kXT&p;0Vfj|I`{09Cm06G9A3<if$P{QGGDk@59S_B;}4Gk>^GYbQPo0FG^
zn-hsd2}+5e_$368NYRUE2^m=o2E!|&OcobWlaj~C{c{lz6%`dN4J|tz9lIPKl27jc
z_3Ljhz(ffJAO;W+KLBO|L6|^)2LN6G08x<d_MaR6_X`AuKq+8wN-Am^@&R3pWO@S#
z1Pp~xP(Y#Nqi>P_4?vkHnE7P2U@R8SaQ*;<Tuf#;rGR!@AFJitJwbVwz*s73whQbW
zoI=7PqG&OUg5pIbWfh%Ex_bIJ14Aoo8(Ta3%MPw??jD|Ac<-R#kkGL3h{(A3gv6xe
zyTq*QoZP(pg2JMT%Bt#`+PeCN_Kwc3hmX2@9>44#7#tcN8GSW1J@an%{oIH7<(1X7
zFY6m$H@Ef=4v&scPS1Y){Kqa30Qs+G{Wr`0FLp7J?E*ug5Gec~yFlPD@_;ZwDfnbz
z%vu(3=KvOdxfn`>c4m27AC-W-<sPd`;9F`oLCmty{y(Pu%d-DxhQ<DWvh2SZ_TTNA
z2WTN6@{b2$0yKd=2T@Y7B}%krJs$&fT6z!yy+B?SM1T&#DauKW|7KbxfT8tOvI;Py
zS2c&!jR9*G<eoucyw(^W#}-~693xYa!Ln&I9|PJnsrBT~<~gFHQ%9o*0%q?MVc=rr
zO`OU~srpv{NiC`_I$;Q?zSWNuWuX?Wh@s$Ej~f&we_GX;sPcbA97*5|%So6hs0oKQ
zYhphod70v|N|lH$cmOc$V5JL-2>}P_;VH)?A<QK)COd|5a0kHA(vw@XW@iHftOVgG
zB!%g{V3LS}jV4KG0*vUTJVK&SV~(=A0xybKv%;|tLUgp&OR|e(<n<As`a$n8yid`A
z6nw~ysSNsxZ1s8^%7egoRKppd=9FR;gr!EW6lioVc>w|#`kYR4TG0w3g%c@-D6b1<
zQ9@2ql2WEzVI>8Vq?MfFX}pSM>)<xJb9oH&(;RGhQiZ4`0+xZY*eV3MTc9G=i$t+w
zU^HWC4lrPNIxVokrV&oXoS_R)3#+b4JK7?D>lWAo3ta>y`D1{82D%pMQ5<O{%E?C5
z(jtXYTg(=r^&P<dg9r;Pz9P{<b`n0(s}kWt=$=Q<RU+tDLaQqg@d1P2?x6YnE<{o_
z7=a|JT0#aT0n}HtR}IS;M7zk?oB^{xLUP5fm*^q@o}7~5sl2#Bfcxv1u>KE3{2|sp
zgnKimle)jCa;5Y)h0G)-VWn7w+NqX)h9b#>thQ-F!BMkOHk7jV%bbn72rq&OR-4o_
z)rGXun_<X8K(@4Ri$qBh2n$>!C)`OmAOGD1$$1OF#L`LfZK0zk0X+(iY8T3tA{BGG
zIS0{71XU}U=8e%x-ywvZ1TNB5A;OY-m8*wTrZ?&6QhdcqBh)O-BZIKaNKgLauUF+%
zsFO2f)4C)AGqBFNM<mK5W1fnPr82|reL<4k{*KKjxgMyMmh*itNRbzcTA9Bj!#=Ah
z=m}3}xdC$D)c!7#8Fy6w7}Skgnwoh4?e*7mP^+M#RX(XDF*4(48sh^&=k;aPsMam~
zmKP8=H<cwHD|^&nx|ESrjT%KX0$)w>l>(VMpa?jkiGy7|6_?DFr#$R!z^(yK%SBxT
zSjf+Y;G}h0kRERBfQ}Lnoxp5^ri<{dGgc9&>-Rz7M>W%}QAOG^c!1i$SE-Z&5Mmz#
zIQ<cjP!>ezDwf33{noT<Q%@I=<f!pTnG{Z1Pnp)L-oXk51nI)7QJU4jWT!_F4&y>V
z;=4DRRAR7v-KSOR__LbKF$gDx=r=tymV8C&Xv-;AO$X)CG3Y&Ag!zAjq(NF3OP(B{
zGu|V|0!s-)dyOFgPCN%@RZp4Z<u~uoPM(AVA`pxxk-<>a92}QvBJvQeZ|M9D3%gZU
z5i><V!Z9SLDQSlgKp=?d{LPXlmjeONcP=T_q;;V-u~btz`(x~52nY)}?Wj<onuEkx
z<@rn$L6}-6P@Cqk#0<&{9%F#>eS<RZo0#PZ2jC*FA=T2pQ4B899PBw?O0TP+hhGXB
z1Nb<UtG*L00X3^TL<0AG+6;NF*0KDf`KqPMQArk)((@Vv5MdQW7@<g8P9A44?BLIV
zG?!EH=Rhz98LHO-y@DS35RK<E9y#=;TKq9G6dC8W#7rT2@*XmUGy}6&blz9+4+w{Q
zkue6HiNv<~h^GlCo@31uA6iCDu=q7W*92?o%AN;%jpm>i8|rQ5>kj%VdCU)GsRU-I
zpV8l2M+>qZHxnFd00RMR6qBK!<U5=vl&P4Qudb8x(w7sXBqu|bwmR&iYombQKePQ_
znr5I&Vb(<Nd!2Fwq!F91N^eyv?f0#aPwY0CK;5@`B5#0KTRbqz#z3wz@^r#G@d~uZ
zcsO35^?}u-vZ?o#%S^4Xh#iY|6-7#cX@wT`s=c_*JSRMVqEXk}2!uY!x|&qfR!H$=
zQ3C-=>#3jr;36m^NS5&a>T1QQAFGmSDAx)h>`WISn+=K#6Mty&R3eDhp5U(4yN=OY
zApU~jif!ZQGD9htma@_}Ep~IdYuU!7!lTHvnc=PssjFV=Set`UbGzc{K<lNGdZL;W
zcP(PmnOQVMZ8g(GH3p)|bIcQD7*xzOm0jN8q#Tfj=i+&hfI6yWmVaM_#W1T{y)QB*
z`jd=xMhBrwQ>C3RBS?%a6NYF82M5@oKw4+X=1fwoEVehK8u50vSd<gzU>tN@jW9Rj
z)T8&RCim=BgV{1pDn+KUIW%%8t)}v_kz@`AqPDIi0+2qaR2D(RrA$FaNpP|k1^zQE
z-7GhX&4FPIP>ASsav=gY_irP%v}J;@<W1#Px*Q`l*>O`b<um4@Bxi#RrRpjH5e$&j
zgkB54>FGOM*TPbzMOxlQtjHT+$#I|u@n$8Z%n-P(Rl^DD+tdrf!WgR6f~(+hx?tBj
z@?=C<=mLnBWbZ|GrIfeoNLFoFx>`vL(L4alKuSZC4yQ`6fD*zZBZVC5U{H^2cFgM3
z{o<%ezTs*}wTOkGDC0kO&MB)^5u0H_ME8&=1TaZyojsLlL0Bs6xDsi9x+oBAy+U9_
zrc6eRAa)Y;9S_aY_)X0OrtZb*fN6t9A1KZSPM|J9(OUsiot<NBK6&)758`_HA3rfs
zmSmA)wLTWKHpKI1^^EtqNXDe_x&Gc0H=HoeS1pp$+RVHn=N);g(L>4APGGiuH{^Ap
z0i_Kh7zl23+;z}R-}b4u|Iw|xEpO(_$1F#DUFJB8m@ip?Jpb~XFr(>Lpr4yNda6KU
z*@!o*QQ7Zz?N%_iAA2F9#B+=YJJqGa)2naU%ouQm1?oFIkgay+cE6i!^}b23<FO~I
zD7;5H%hYVDz>zi<W)^88^H_*@#H>T>QO&Y+9v5d5issmgvLeU^MsnJ@J-j?35eR=~
z+4J(DRxfve+2NrGoM@@j4Tpw3uxwRS6#Y^Fqsrkn6`P3^&5e`7s%6?XCF{=1rfWIe
z3!~Np0ic=bb>SiJuWyHXv$Hp?*qLPs-4Dj1ZoHw@&r%kyH&ew8LmAb@uH0ariM{M<
z(b;@!-{z`h@lshoD<)Bfev0a}@yDVo6!@@2v~!<}&d^?y(i3B;(gV5s2hA5;#`g0t
z_~Y-72sS1`YB6Yx2s2Hpluogv`7I4MKl7D`%*QdHbXMiZsY6t(-oAcj=<)lukaAdo
zlM_|nnBQxrOapBSy8|Rcv8TqnilSEg0YOi)yavbUdgt?zGy{}JgL-FXmOq%-InDQg
z|G6n%eoPZ}j38?+$<R7YCkTm>v^jN-YAuL>7jmYcCMFF(158iF80z8S2w?kP&xZc8
zzN_I{0)h~vwK*umM#M4%7-1;@7vjI=Ux{=8M@0scVK^z2F$BYsUd@4UyOW8v2YoXt
z!gB~9c4sJJiNH!h<RlyKd_m;YX+=zxX!RIoQWP{}u3~|u8y&6Q)yU}tsMZO_XiCIR
zMMg_G3FeA%{ggvXkM|b^mCzw-<8WReUFk?IBP@L-X3+vmKZfX^&tbyS*DW+@@{=zP
zs7%+Bf=o%kQB}1%S`^^MAHA}eC2;F<kU+&npafwGX+zWXSRGUV&fvJ#+>3q6tV!D2
z(E_`T@l?mpu*4YjktoJcj%D836dc2b;FWEN+7u&rsua6X1ZGy^I3~de{$|c*CU5+U
zU7K)i%zE!ehJ~9K21xPAY(ei4_glB^Vn2SuMsAQ4roH}fWzLx>zYJM##yhY(I-2Ui
zRec=RBbsxa3D9K!ph1r>fjxd!-7`CwCH{`92lNcp9uq+kq00|TYMWJTEAT&kE9F0G
zP;m@J&RkH*L9?gLa#yyge^d5$FyN?}BjDg+<qZ?av^6){cZm^;@=ICX@y|W}Xu)47
zD2jb8z`voC6hV9_KX`r#_3n;LeqYe=GiCck!7TlH%oGjLHDis1;EiD#<O8yX(iL83
z(TP2uGIE`J$2_+zosE9AkMp~fIx_rBp+Ihpd*hj+{YyQ{Rg6O5)z?shb)pjHhg4_=
z<;bu@1%vW9w$?x_mqP#}njJ9Y$gEXU{gxIts^Iw0zJ5X@SB+7|#Xj|UO-UEp?^@cH
z3xN<|n`h9BAfM1>og}yer&&nrs;8|(=n;~*_w~`bX2P2U2{7%6f{F_TMb&sD5ozj9
zJ&<t=y)sHEbRa*C3Cub|PJJ+Zs=>uAuCe->E*F};IMY(gO4h|7CP}{W>*49N$G2C;
zGQc(7aX@LAu@7!K^H~XsC~dIn4x9-MzhQtNdKeeL)<~A(Nk_<#H+T)1IT4x5t$6;j
z3@uUMxC21WI6F3C<NT3C(kPcx+=R2KbOI;|oG<FwCc(j#aomu~)y{f5wwAa=>xQK6
zOr<4dVaFUM^O}RE1o-;cx$EPae6Qi(d|THaVa=5AQ0)6=Thb>iPjsZUWY!YS7JPRk
z^gwno(jrDrmrnpg2;rz%ogybp+y*f?)we`|{P)Iu$}e*$Ar?)wL-c|MOqHE$92E(A
zslA<O;-;#^Oo9YM*0Ti<i!Cy|fDLj|PL6VJKdsVWXfpLB1;U~T5XE@JO%WJr!$`6E
zi1^}=>IrUnEu9GNy04;w8`ZFS5_gehfXOb}1V;%{JE<0c6k+|9t3}d8K@5hz($3@v
z#*ObMYJDmO_{rfTq#9}wv#BSGl{LZ8@^o(LOvUi^r{zGhiN=$0l4B629;GUpw4>Eo
zB0H@BhG_^rhX^nMCS{FG2Zbq6%o!ooYL@h!KvEYFq*V(l?F8uY0ftKC)NBfk>;0y+
zV>D0T&_$4saLJ)pAyXKTUC^S_bO$cV@|48R6Oc9&pE+Ml0Sy>~rhYRTV;@9q)OrKg
zysCt=g<~^TN2<mt_(W!lVUd#%J*rx_;9(3TF3ybU!dkJpupVP}%#e35zXmX>j;-rs
z%3=^<t*ph@Y*Q7)uq&ZLgcG+dg{F6|o&Ug9iT)bq7H{sDmfR7rUrAPFdL2`2vvW}|
z-K>kn7#bk6<eL56IO@ImTl@ZYjoshhM8ev90wW}uRUPjVoRlqn6jwsrY{JAU>kSjH
z<i=yNdot3>eblyiT(dIMCH?|5NDoqN`He-qf0pN=5WFU05IqyT0!m{$Srk`uoHsS3
z{DAzKp=*`*_LRH*JA^cbY1TbfsLmAu`sHXtv}PNWKnJU0;lgd69*=S;PX&0omFt^Y
zgaVy&;y89Ar@zqTZM3G&JnPs%W|n%#Rkac1$Grp98Veln!UfbR%Xi-me_ve?A#Li$
zs2gr?SC-N#aQ97o;>kJ5V3w1kP%cq)R??Wcj2JMmIP<sK)PYMx2u1N4#w<|E$>8^2
zEo(3NsvDG7Tw%90;BtvoAJ(~KyG6zPoWZ+&91OLiWQa`B_hL5?>Q_{WvCfNUX=+n)
z`q1QK!Y`gx<LO(O1!|DFI)G(seVRI*S+vm6KC^4@mwc(pKax7Xyh38o-6iEo;tV|2
z`}IBC+CLHjly$<>FNg2Fo}^TRHn6<*rR*(S;B~Nbm)n1q%8?wOH;fFh@pzu4t2!h0
zTkPHzQ!ZbiS$#v`)tl^|N=Mb97j*0WUV~ZpiB;1NSMv}T;+sJmtdIe&-A9;RPPU4k
zEGpKw?LBLeGw;(`r+!x~B=JV`yenY4q=|-=A=-7j0l@G1QBS-MI!&93eb~xGc4*00
z&~h~Kb^-UG{JNSHg=HAvMO_@1p<-UB8O?~MEHtY_?EA;~uR^DVb~T-x6Zk7Gxd*Zr
zQ+FWnqC#BI6H=v~OfRFE15i4@o%tmTr_p)sieOt7FfPX1VUV%E2Up_Wa?fd<>xWv-
zRXH26=-qZEI&YAgdbZ!}7xQ4pTt^ZWQRzdSrfZmyADFl%O`gQU$wO;HBxSXrE79qj
zDF#?P)I}`M6IjX&m5*vyQp`a`asdWukyDen!sBm7dZHw#fN&02b&?D#)DR$J!q}<_
zB~nTe5TIs`rd-L3A(7YD?4NFlZcLTv0vF2+Wlbx{F2oblN#;7`Ls}NWp8@jlscaym
zo(^+}rIt0qp}hd|IWWXD`3z{X=(V2e3Ib~~io9V|ChX^QDjB|@4XC(ZB)@~5++r{^
z?PQ6;Qt8RhXJeMJRB>2#G7JEG*Q$KRN4lz8Q@m1w)6<1;8B&h1uiQ@)1#89P!;k6`
z4Qk`QVd;B$j&>QmwNe5MRVHcWw3aN3ow6cGrDBR4>Ry66Q)%R?;h?ZtHNXcg@`tDq
zMb*r022qigv`hrN0W_qx4%>qPaW3&h)aJW{wtxwJ5xv9SfpI7afLdj}D3rB}jm9%?
z8EZLE`fgJNcHg~bVfa>f{F0mgRus}swc?6Cf`4r(p--Xn5Vz$Scu6D|PHJ4+_0GMQ
z^=T|hm8-ZQ%@~UWRH;W^ypZ8bGaxwbRg~Yi%<_<_n~!4`c%~>R^U2`3bC15-Oq|@c
zUA(*O0R2>ipp_>b^ZB+}>&}(zL0YC2R)Bt^$^E`(o}U(VWVT`Nn_<@{5(Y=}%C$r9
zO=0x!xaIqrjOv;sX5<W;P+KG$h{XF#z9})==#SL>u0nm6VP^GpJfg27yi9|#bRDlM
zZk8#DG3XFmgOeVm2V@%Yd|1yNejV5?uIAlz@YtWh_^0&{M%2NHfgKvs5TwtKTq+}#
zd%BcfiDkP-3TQ*#<y3?))@GRKet~4An5u6MM5Jha(Qi`MzNBH1`Ke^otNG%S9luXq
z0=X8gEJSW2=bS)Yj1!L@?pu*llAyLFYoM7k@%{9XD<-Bk^^)tPjgO~&Yp)Z}aW(6C
z+9fa3>Di(ic&?Fo+g#33T401Bz~<(;g<usFECeBax7le-T`gD>tUY~Vo7;TPO|B(r
zSUX}+2iB!r7(&(T-b=4vhxlMrs*QYqSv_6`T-N|oiMgC_uFJl3T+iL?#2~ZhdLCfW
zDFPRda~NniZOFoLq+j#4zg#%TPJeC%QXVq7j$#b3DW*Ld7hS|NsWn$cTHT%vUnI@k
zKkI|+*ByX<5C$!AHzJLYwY0LON9xU#XjFOhBX*kfNDD@|ze~V;p`hnDHV_2PQ1jCW
zh!s1!;kcA0CVn6F!;Kx%M0Gc#uJ4ULxax8hoL+v{`=MZRM$mAVaTZv)W;pl?Lout8
zK$k$V?1a_gyWm%C$}4x*BtX~vMRD$P1%z94T0!0^39VEb@4${(M5?deD~lP}Uj9O1
zMC;QV{z`Rel*5LL-MDpVEa<55uJgQEm!q4JaT5DiFAO<?M%qwnl0iUn+=XOg>BrIX
zINaDpGEZCRckhc)R_O?OFUG}RRtX4m6sgpUjGX|EK}E9UwPXp}3uBHUFH9k1Y|b4z
z2|3jB*1(hL1vD`p_fyCzcSVtW8d@)E68tuXeE4)9dv)J&m4I+Q2I7+9TBN#fkQQWw
zZAO@zlCc+qxNlnH;Ut!9EKS^}Y{*nh@d4foRK@EcOU5uoxra6oZcIeV^%PF<iYqMF
zi|m@rRqyF}k;rJDr~px0FTk`{OjOXAC!%TtQL9dIvCJDD;4iv5pACzpgJ`c7pHzty
zg?W4RVSpunwAN8g@rhD3#~3guOw<|V!!V;os)eI0Su($ya+87L-*|ts$ZPUrNC=ir
zfE(|xcz`!x<yG$>QtKoMGU!|>Qp}dB^=C3g(3VAxBq|GKTCj*r_p}&J2A8#YRe1am
z%x>Fas21K%%zbswg+G%I3Miq16}W#ECO@(ajeAA^u3D%rR=3EqH#75FQ7v6pZ^;_t
zL*$YwPi|afQI#UM1{ZG1&dK!l=Gwa#==B^m*VpOX6R?`DX{!9FbcMu#qPd4}Pni_n
z+-0}O<WRE_DVGj{8DX{N6FzSa3O&!T=a6!vtgK_5F$_L)m73<y{@|k+;3?txDx>6M
zp!bzYJYxFNw0WZatj=Pox514jTlux*cZ40A>drLb_2pjmn8t+{lJo*u+P9y1D<4aZ
zJluCQVuv_EYQ&{>KU4~iPz{&YJ>ASqK15QdU8$!UI`}hm@3Zp*M;bkVz4x@?RIzVT
zZl&_j{<#o4#}+#JV>=^zE*Vs~4|nN&7-Nn+@a_=icg>P@nCi|`Ujp>2&HW?b<s1);
zM^ob=oNFgFT|IID%%Gn4iyO5}m&ZG377N?eBv%{%E4g3zG4{!Q{56kqhOiKgV-lut
zw?G~R<&mH2blUq}?&8^FE<3KuDdm-EOEYLAc5ox*1lBTGe?^yPE=GA54^Qf>$;Lkw
zqz?qG*QnSO0j+JQu;cn0NPWeI0_wNLJZm;aJu6vi$rC*9T%y2OD%5I?H<_C|c~8iZ
z3=U|w={7G9Q3qLn$y5IT1X-E*pae76*Xy4(eh{p~l$JYl&(Ow=)?I2)ndU*qF$xG;
z87lo6(N(3)Aq8Xvn8@hCF1pQ7BnyJWcTBiO)xB^$gE5rjh{GMDlZbpS1Jtxj;M16F
zTjmJdC_F9aq6==M1VFA?-^CDooo7oQf$r1GemBWq=S6ef^6I9h4MbbQykYH7=Gr2^
zy(D0b=wFyfiJ~sIPk1*;FzEY+m4M0ieJ7SIDuN)TU3>?hWG=*gD(U;`X&e^@tG-JN
zS+j|Ox<xNe-E$LY7B!~sGb^%pi!%sf+cVP^TV2?OyjIr8<roz-l#S8d?hir|OjU`_
zODm0L9L!mS)!7Hd*;(T5ZET>~V%2HY=_Ch$a<pnt6_&yY1XRSu;biAyb;;o#M75p+
zDbktGL7IczHrT6c+A2j5<T#)G2-68>EVlF;gBM%6#3UfPPb+zjfcd~Qc@xxnF+Bx<
zKCXiB=OB-($!CIy4)VId%QUYs4w9X-$#C>^ow_I^ZShJ9(|r6_eAFZaHzp}HrH6kS
z7fUYxKw$r%4QWwUrdV<|fT1@1oFKZ1r9fB$5$l8t$aSLWQJ@)&z(zC;nkCn$J{@hJ
zSKL3ht}3R6p(}{;Si)3rHO3V~?$~j~@TgeXH9-W&IQlBtH}ymTwP`c(Ke-3U`PpU=
z4u*~lStqoHV7f(~p#-K%$_$}HnPUc=@(%~0+0#T561|>5^Kjo|s>j(Ag}1SRa$;9n
z-<B^k(BT+AzNX)>%7s1lHQkh~dSo86SZWaou`Lx}dvtKa?Gn@}J1tk&m#<U!a?Rpu
zKD_Kzdrm5<&~?IK)uV`Y5zg^dob8(}j(sS;XB+@OxVpt+dLStH1D;a)j;^VJ{|8~$
zdE88?arz0yqe|B2f*X76CCX93RbqQE*C_U)UGLg{QiI32^V7}ZC4e<tLGN<QMsh)X
z=I|t&2!H2SZ99+bGrx6oSXNfuSJp!tsV0w@cGuwJBUa0K@)j?8k(|t#EL?M(@jl(t
zH%>Ddj2m1dRi6^7f|v`h4hesoR&emh6NYwse^<Cpd*#}PuCW*>sFcBQxw-S(eJ3MG
z-&b9aj~`4}OAr0Udfkp1wqJ3f81YpXT-cqTaHa>93ogajHkvf5FFwDR2HMeMIzaeS
zs8ePWV04(5TE5-L&}v_;3ZR{zkqR~Ay>8<s0MfUzyvuDJH^PdHXWxTS38XtzDk?AW
zJ^{Y86?-;a?F1`BocOo{X3IrsliyIw5rE?dk#2^k#_y4tlaZ4&LB@-nTddV+_FcGe
zHBpjiw2(>lb?x{;hNDCBK+vURGl7)sGwX>6Uqm!46V9%=OlGEFuDjam&hJ=yY#LQK
zO+5!h+SE(c<gm~hl8#{YYRpTo<q5aMxP0T2c`f?gdU_i=KB*SR;_5{X9=Thy95t*^
z@fZWxnvA^4+f$Ck%J8WIk%BB`jrFQLJ{Ed86NOr;)LxLC^TSM31a=f$?&28T3$a;$
z-uHuxzriSYS8obm^?`12>cCk*0ywR0>h!FkY_teKsjZhjy2$><i5M#Mq|)hfxd@U|
zEsGd1(m2w^m8%po@yt-VWSooO6+lt18jo57eYdf9<4!Ge)>+g`iTHF2J*wuJbsrxX
zV-MEYQ?3CAr64^zD=+0R1Bg_FH?EgNz0Z_cyfIbf&qAvYpUS96gu3MPpkiUF=CrPc
zG>|!~H><HK)Xl>{3fN00Bb=1yaCgM%^~h;`abqJDxb7~y6fjaN{1>p&*`+MnMZF~u
zAY0->J8tPBsM);rHO?l9KxBr}aYIV{n{~Llie*Zir9tM9@^@pnz^ATflX1c+Mc35p
zR>=z&UkK6h?Q9I}c4udR!F&u&N|F4v{Js3;-ICSx9nYDyo-}cV6anqt=&|Arfl0eE
z@4USQ@Ar8p+e7R%!P*~jP=eVP?6ytCW4a5ypM>_g?>?Kt+-=_J&ynK;+*}2+)P2a5
zQ5Vzx0$;B@{tG<MKKG)LPpxS7er$7cx8A6B%Xa5x7!zp4g~~A{Es2}5xpMimzvujp
z!cpkY_|U|+7I(v6?~V$jFl}N5h?{!1yLLYBjoS?zt{6F{y`1|Cq@sTp-z32QFsnMz
zD=UtrZ(t`F)X7Oniyv=C?hio*ruppjA162WThRM@@t-*Mg?7^p8+W{a(Gq322tjEd
zz1W6yq3_L>zJtE;C}nM_qnqNch;{rJ*N0}v5^jk%X?FYtQeJG-l$;sgc^Ok`Gn@D9
zv-a<@yHkGS&jPK?p}$Lf-Cyx2jq64Jv?KFl(f$QiCGIp%zxcjSX6OM99*e*2DvK>e
zPaZ`zS?(G^Zu)R!nPg@8t1P*+MqgMmF&efDv;BEvc3-_69wdumG=<5~f!khB2aH9z
z{{{NkF`B?uWb=c_u?B~J!G?!Bzbas|8CZ>;N|Q4Ic(MjB{&90|_-4b^fvnu_=u03G
zb&xU{MI9yvS1Pw$ow^Ob`sf~)_G}mXif~^Gvk~@sWqjWvJgDeUGRVY4;QEW{%3|ZZ
zj;H)OF;CzegCG~;5(LYk9-t>*%saB41EvEx@g;HBb6~&ym?4w~O%-i3AShG9s;jvF
zban!~-dYn5<{%{zNPWxoxTTD;{vz(}#}jicA#^cIMUuT2Mgga|3}A#5szx{>1-Ar{
z>8t&p^!){hrJrLaev<V~SL!QIf_or;^t?3p5PyMvYl^}ZL~-1;*AJp0-BX=WW4N<K
z4%=C_9MVI9P*_08qFoxZ{IJe9tV4g$1cr1Bc%--;_a3)cPya#8jqP=v+thorTpkyQ
zn35yaYrO<BD2sF-lkkfN?dLq`!u4#P^?Y_sLm<psZ1%oK2%X{7s3Tu@As?-tzdeCo
z^|-}dv*UIZh<t;@X)^2E&3%%snqIcT*W2=EMh#~MjRJ{54P)WgndTRI#2CQ_5RESV
zmt_oHbXNv!AF2$MJ(!y}4dqJcxWOlovgQQ&hP7Y$+M-9E2QQ!L^gFEid(GzmOvq`2
zUuI@rW9oxLh$}Zc)vp*Oc)XaFmUQu$Yf+;o6tfU;9BM4--mu)1DXL8zi~&PBj3eU=
zh1GCO+@fU+xvJ{Qp93;Qxq=A-h}1Dv_L@wrqgO3h4o&vCsgQ2=Q4-Bhy)wz)laz9#
zQ`RjNp@acN6JIKzl*Y9>sFc;h*JCQ#NM>^|xYeNXI<9R2>uh|!9W^T-isqlweHgEO
zDBr4<;jOyhRekVbG6%VK$Dt>nR-I($!DUZ3Q0(^ZiI;EcbI-?@(n*$qL6_&(@7iyS
zXCtN(k$PtQot+Dm0$KK#_+q}|9@K0Y#iTf?mJUGTY@|XmncMqrV7JX8?_aUp2@LPV
znRjMk<J74TS$HZz+5_X{N<u}QNb=2Qem;Kakjh2i9s1^R)JRGqE0)3JWddK_mg1pF
z3;<q@c~2aE()LJ#vIiMN%vwJ<s%L>h7K$dqfY`awZw60t-gZ=YAK;5}0=mY3MJS1y
zu}*E()18Ij-qOoe(RXd63cBS3%(dit8=dju=Iy}PYmgCG?m&=AO)fvPHif@Gg>$<B
zqEV1nl=Z9KL4T;LKWq~wqsqB1eS_$Zd+kxLO7)<?Fer{=_1R?#f2@+AOYV-K_8b5x
zgC8s<KzYt5@52%^%vqiLzM2Sd&z_lIj2mw99>t&B<3mAEA&u4yh{ib)q)WX<)#VE>
zF+&)*98WE43kB(LRuuL_Ha}>RGfB5AMY*Tjzkr)T=>go_;`#gs0|N%Rn9+vEG@Ocg
zt-WsYGI_R0*{`{DJKI#e`Cc)1d1VC%-X)8hc*X=?W*KN!(4gY9>C<;^_S>tXq&UH(
z7@{rD%O6#bB_!Olk)-Wg4-7EkudA3HzfgT81QEX;r3z2ufL_a}ws#{VtmSv2+eAYs
zIS8}{OOZ>K-hH=B*;Yn<3j~Jb=Vsk^W@Pw~7j_=Dc;|nMx~0(7BZM8zZq;~~6e&Q6
zU`$s?{<1$g`3MYA&b4pr-T7wi78aC}ZAD|n0kb44Lm1+Nwf*JPy|aWmv8aCf$m3cB
zw(pKZ>bitsJ*vpH&4xo+;~k#qmVui%6B3NRwARe(FGe>Idws7;j_qn?oNeL>Yqj73
zzOUbjIlKyI0LQF7lvpIAff3eXN-zSwe5tyaGbf5efIo-*uvFHv*W1tv@JC;>lpn|Q
z`ozLux3)CfWj8{#POIG@4tf(nw%!lfSXs+^%80mZV)!G}`OLtASh;Es#{*IL)u&c(
zP)x+Y3`88!7J9@<DMGH*Eh~@X8@`f7;R0V#ZHqZ@s0Ea3D$?US%FVF=F=afic>4DH
zCvlTg4h-7Gdtay^!gV>Qr4-JEAK)w;^rWH1TgXX^y=moF)~VcHkWrkilnav*FvFoy
zQKv;Tmo+3q>R1FL-%v#Jz21{~*3b7Oo%aPR)FtD7G&+)?kTiXPVmlSA+H|FD1S_L^
z0iklH6n;qZ`bqXP4|(YKKF2q=bSlrP^Q_8^`MXQd!>FK#!-iilWl1k+)NoQYQ<uLx
z@Rr)9?VJfRQ;n-Ey)#R0e9m|#Q1g}2MoNlVi8{?-HK=U7?wmjMsp?+sz-_)9K!|>S
zca@JZ=4TPSr*g0PX!APdQ>{C0h_0rwfsC6RNKpZWvb}{Bvfz}>s?k*u3%2VXh1~aF
z#o?h+`pUKE@_&IWsui6rzdJ`D#|yoGfgfU=cYX)tlUYhh?l)7eA6OqZGOU>W2J8ZU
zT|BJwIrn5D^B0#Z`2PjiM|ly)EvJ=#fk_IVbB_JyyGsjW4kjMU%U6<DnYNRk;{=OW
zYb~&O8}4=IntP7(scRkKKUdH^o}MXJMJWxG*-sQchCk4H8zK#v+kF4?aBgn+OZ-y<
z?LrwDWi@1)&xFYAbNJ$f#NlQ6QGpAg2Ogt>S!VE0&u9jN&g7&a_698rg&6rSw@Sdu
z0s?DG$fM&L*hNCLz;YAI09{bkS^HJXrI)XqBKipo(F}%r--#QVEXQOz%?Wa}BN2~p
zF$~>-pI^LvGq~W>>{_|WH)z$;F)~YhC_3uFhi`u_z6&u?|FGjH#K0w&E9gY8wK<g`
z_r1SF$FzN)MZeKI|AaF-lX1sWzEVE@v4*Kx<cX$yA6b1P<9o`T?@uQF2tN;<mQ(Oi
z9FkS@6#2b;-T5r(53|qbj&!Q6B5OX-;h)(=<D((P4Q?{;lWO%@?aN5r_!Dz)9#o<5
z_@<Qau3N~+@T<W<P3j@$a8dGf-%ktp{p-aa;fIRRCUE#54+4rrzU+q|JostyXh7!<
z?W6hcNq!Qn!=(@R9<Ef@!P(*8bO{G#$&vYqOM5d9f9kzhfzJpA!#<thUp{p^A4me2
z9K-tQ_^&gb4XF!-sE%nUSA<1K3W^SUjUbtdHg9XbMt)N6@^ZTjpUZHk6i`hMaP*8(
z(+^tKWWBPL_s}T9pS2uEB@hunP})#?>!iMZg(f^2w9-WVdLZ8+ea<E4Dp!s)e-Fn(
zcd0&igYFcGhhlFyaW~o^$ob?eKU>X5MZ-6M3j{J<G_%jzlFW<4Nd(i#&A-u>G$4&c
zg@*J6O)7DGpFn&JKf8~O)9sj2lf|z<J0DR>am1Uj)X`*6DUCofbqR0w=o9~N?}y!U
ze>~&&ozzMc73hAF^MqpFEg%aAsr_PouDLove^xed^3y7u&$)D`;O?%Z>jp%yxY?{_
zm5kw>rPkwrYIKxuJ?FV4aOIt1!O1HjJ3Bu1EM+KwJ#Kz9SjzuaO?ve+-6!vD=NJiL
z>)@1<#zCwgeH_R7J<!VM3x5X6m_sNfB$s2kg46gjQM!v41PK85x1`<)!>?Ub`9r)+
z%}BF$b;I-c94Y_mR(d&A(6!bV9mQ~gKg`*~y!-2#XOBS-N@<3x^_D#6pZx{?aJ=IE
z$$5n=vM~G?xPZIk$)0{bW<r*BAwPWgND|TKXdg27>hk?%^0Qd|Vvq99e#q<a!)2%j
z)!yd2{3{nzgze++cu>7p+Xx^@kQr=g)wo3NonMDq>ffia6n^ZY)T>N$ERquG@hooe
zHec4A)N5>eYd-DsL%Id4gz>Nbz!A;xhGjJRU9@s#_)YBejrI_A$0vp`8a8a8{Rsrg
z5ZSj6Xzoo%diq0oe@aZ!xN5HO#-1Ckv?M<sc#NPEv|SMl6rqZ>QtDHi&A;~?acy*2
zl1WXo2JtS3;ZbW3D!bKFu$U)k>i$aDe$(f{XE%-Z5=pbWPQ-O<W-%~0VH~G+pwzrD
zSadVpFB)B`L;6$@;?;YhWu5dXG^IE*ZamT)F1=JDZa(>kEqvPK9q7u4V1`QJ#Z_|r
zTl@Jwo9u8XhSQr{P_aK%t$a8~jLLmKDD@6T4#zfkslG_Orjl*njsHHo626g{JnDW|
zYYmVcjQ-_$C&KA+lT_^^4?vcv9iOg41Z_nbU+*Z{BFk!oE)IA5fnm^;1Gq-+W~tJi
z?!?`vB0kH%r4Gbt?1}Kj_%DpkSjb_s^ipc>d8A_bN{P$K7LFPbZzL{5`Sb~3W|acD
zrnS<7^!|Bzx8+#0Wp^p@GL9&^?oJs;kYPYl1IOF~C(%8vWR6<DkbC&$*x=li1BP)B
zG%bAn@y+Brl*1{~+Z)rK9n-FlQXVuctVW0^t70dRcIZ8x*S0fV;vYl*{Mj{9b(0wo
zEFpH38uTeCvG#`l8Y)VxU%h3y^4jtVamLv7u1jHVXbVTL`VTT=G3(jw>+rME4O~>Y
z#KS?e`|RRbSXA07>*sUMw;|V=&l0*+KN{|LepE^d@k!$QTxTgi=_>s6z1j4!8LN+l
z!<7q9UUVy6mov^og$e$o{%N%=5*u=pIy}g_W0p<S{b{zSK!yhF4Rb)R#tc~PaPY;2
zX5Z&RbUH?9s`u4Z(2^tr_V~cLPv>DHyo46Zz5Fx<ZvDQn+oJp2P0tdFy|1zADF;Kc
zw2sxN5ALvpYxdn{*uR)0xvOyD>BGD*Uy~wp!@8lxgs*b9yIV}Ud-kLU?0wIb@%1KZ
zjKItJ*U@-_%tfRVXr7=fd2y9DRbfuLIrt9E6~`+MLBdmOb%IO&5lU+-Pk#-UA&xbX
zo96iZpSQZ&7Z#~vk{<>lnkhA{uJx}(mB=r*Bwpyh#v1<@@Yyo8q&&Uge?4|PvY5WG
zg?0aX|CoO7`jpYaYoFYwqZIT=nJ+O`b1Y=-j&Xtd+O(WW(0Xw=8R46<48#X)Vqy4x
z_L>X>gwxM;0yx0n=)0lHl+yvW+?$RPMjvE%10}7}x>-~QK;1ZJ+m%b%S69^obmokL
zI^Rlb40EJr`1(-^R0lJE+rfKSPQnWx)7q)JyB%}}RQYYxqwFrT-Sc|5vJ%=KlNwjo
zeEG?JEe<*1+6Q9y>tm(iUh3k0@AcalNu{fTA<!uf-zJnGVYOAHs3s(Ub6woLw=}6#
z9J8R%t|(<WFCjKkAtO^o?}MIIreQ0Az5QHYqu3^Xs8Au{6x<NF#d)Jq`=x2PlDhb%
z`$BSkrLUCk83e`@tOB+|Yx`A$Y<tP+(X*u=*)CB!3zEe~<IEps)-FoPXlM6LD9EJ}
z9XeRY9@E~-Mj=-fY_Ht&gvZLx%>D&Vq%!>mFey|><{<0)W^EanEQ#wK7~Dt^E;JpL
zrMli3Y%ta}Yrf6_<1jOxi8G`$edD@m#_5(kGC~QgtrWQjF6Nn^<TGn;6w+Hfp}x$r
zlNq0VdZRM&_(6-8XNsy@hDuS=Xhwo9DrjcvMm`t&)Jr!>+Dbg{fGUx6vY=&=!nxUe
z<MKFl3CUkSvNFJfNei`JbOEjRmYpvl9U9X3110zr>&X!76OQe(&gH_boi@C1=Z~&?
z<MyR&dcH0(dA(DvDl~Jn73p`!@92@F4_-MD^2QtX-O8qU-LtTgkfq|sT3PK?vHpeU
zMsn==hwmnGhV!B60g-Nxp9t}#Y?Q6A&diy*x3kUm@<Z~RWN>xPG0k68?VGxK`Yg_E
zythskF15RSeey-=61R_0oW!#?ig|y5s8@i$nU&-1`Ui{GU$3F&AC#5NmS4OO*|Z$P
zRNS`nR`<qbugv+>M^d!Jz}q<rftIor9l5^!QlV`>7DF0N(R7tJth$+IW=p#o;>$)K
z0%9q?+;l+~tW40tTCrxPxoFj#56Dxfyr}Z^$eM#T*R-4!_BM7w*CrW85c|Ybr{PfG
zExqD0?OW)c`9OUIu_5>yQ-iN)>VvCEexL?i!h;?j9;*xhQmt%GZ_vkG--3ov%bGwl
zwA3S~#nuwnQW7{$t6*5IQQ)KorQFNGDl8}nX1FHW4U!t>`0Z^SzbceG2!=yFi3Qkz
z*Gtxl&}*g)pX$w7`#yPFcR}4oG*$fXA`W_sN}cCYUT4XjflD1*p~#sBH);L?jOSYx
zHxSWPRwixsO<#;x1puqtqkNjO4`{Q8l)gq<dyWq|u0>KyIT#Ljpa^U4Y%^de>UQh4
zwalHOn;FjnsVX+Jj>I#rR~u$z!MuYnU4JU(R6Y*Z`jkPm<m(#>($YpaWq7Y8VxT-d
z4R5ecL4%lW;li>2F2C12-VD;8x(fL-zNFo%e|||Lv2&e<V{Rp*cq;9vWUKj2uj_1W
z$KxpRIjM?;b?uc)i*j=Gdb(P6m{i59*X<s*674IqmR}0I`DM*AEgX+YFUOcMhkLFn
z<`fA(!Jpi^CL|Rj2MdVZFa6j~r@J2_xL4axr`iA5rg3PnKwoVMDTW?rPXoEmHqYUo
zbDs$<-<580Gb(Xe_UAhLa^uz@cMi+wPdm-!&uO9g4;>Q9QY5DAKOzUekofvGIe4CR
z7?X8N$++2CY<Tv!f3jxkr9beEKWqs}yaz+qe}kWyEi0_&+~)8JyJ$PgmiIoN{^WxM
z8-JzvR`^O|xU}Qh^{^Ft{=L}}Bxj-C!5Z6kJZ+$ysfsx~?c7QAw)i(_3SqxE@;vs*
z>zk>6*b-;iKfe_Ez$mUb*Mo8@&3zetl}2RnmeU201Fp|?1mbddEurFEX3sOevrbKG
zrNn`2?iG~_bmwlnoMMaJPjkxcbNQ7qkpUHx**49DY2&G#$)3kOMD=F)RT6F4pJ&03
zREF;U&a55_<zoxm;as3Hzww&34z;J$a{rG&wE6wP<j2?YncCh8XiA6y_<+e)B<QQA
z3R!edu%(ZVB4;`2gJ~qAcEAyd?)rsu?P)cx28F!ZrM$Ta;xe<Ql*JakrtFMeY53|&
zZPK~fa#X6+aDU?Ximhdbiwpo4Ax#**So%(Mu<fd@O^lABcDzz7VHenp-G;1Y=+~Wl
zrw`mrP|;63@_2t#;vwM5$7A!fN;dk4vcCm+h($y*gzZgw$@Hz5DDH09;jjNTHeJXm
z%c12liOf$5Nr#<T;@93jm0!8yQ4B);87qka_WQ=7zb)Trxffi_`{UNVvNOh(rgJmi
zRJW&uvuhj1L?CJGLW6;1schO@IcVek!@mH%bc@I1?!BAIpYX*`9-V~rj;fo2Si9U;
zG^y~Pc(b)T_CDX`n_i=BVa5j?K4~^{ENi;*>*64JMMX|hlQh3i&*YJHbyyQ-^j1#$
z*MZeHR9vxk0!pVt0mk&O-_IE~ducw?ZJjjt=3HRw;6nurnHj&oxEHBOo?tKC@6>q*
z3L4>)S})@u62J7}S$cZ#o~9S`s(*AMFDUbRWd8+pSl4cIyQmpeul~8ixASMNhTE+E
zX-GuPg14>Dt<`%?VC^Kfy_matk;U~tt^X)LZhh1>U35BhkrVuICrc;&^Pb8YPf7T3
z69bEWv-%?3aPp{04@Lh&`Z{frI?y*#dzPh+U+(0zO|9{!r#iGeK1n`fpZAa2IH-b;
zdr+y_>=R!O(Yg5geUx%#`eX=m5b9_42YUOs#b<7-hevOfvM1R+;#!+_<2Q%l^tSFm
z;>aQx;yRDWE8q8N(MGH#)r$`jV&}f_V>MR%<=$YC)GL3uqIFC>2UVWuwrndtUQ2mf
zS(a;`a$|!)P0*-FYUSZidHeiW$Q~J63*~jSgFUEY)|}q$=8h(R&77al?k=<L-6RUN
z5?7R)79(1BZWc0@vL>19A2gdVU<%~O!L)=N7=Atd3%m~{pP*B}1+OU&EBm?odDZ&f
zKJGe^NoZn69UJn34F12^`GYaK6BNLn=2QR0Tx<TIje~p7#9Rvh_MriZ{@2p3*`PYo
zZHYrhetJ#e(^=dfQy-I`T7Q9x`EKdB_&YDB-u`L7^A+}Ff{}?V8+NfKXrAFWo7WXO
zb^2`F#5u++`OY@tnaZ)@*ja$<YPi~+5UC!Xn#axtPdog7q^l0e$VChVT;*w6#!U~M
zmhyG%2jVZD$}~!I*cZeDu8Hb<49k|c(rw`)D{j|MS3aM6al8q?<hp!1V3ER7_laD<
z;D7F~=4AJ-H9Yive;NH#>%5<jw|ql|d-9wgC5eLAE%k5wQ8-LWIG2rB*>T1^Q(n6K
zfo2`Am_qBxQ$_EOj#K##KX;#fs(`;qmK$04wAtE{*Ty=x^=wZc`rBt(0y6<RzuuO&
zPA3+{HAgrUOw*LiDbs`a*xF|9>1*wsL(KO>Taa!4g{QNOYw~^H|6r5R9Rmgo7~L?G
z?(UF~5&=O{Qc}8Oz(^+&(o!NFB0Ui4QUrm4G|C8_f_#4a{vZ6G@4<Dw?tAxjUgz;X
zj<b9+Q!ZUxen=qilEaIOA<A<h*brD5#y<nAyDK(moGai{cVyaA#jHrf@_92%Vmrap
ziEgpxr56OP_a|&AyHrB~6~1fp5!r+yl?M|Jliw}(&tk?mo@(`+chu(He-{cbgc-b0
z+PdUj>pP7Z9ALp$RB?ok+@rNWqLy|f0d~qiU<_8dB)VA1XmC7G7;CO|zwhu>E^I0@
za|fDj@K<+RHAA+H86WhpZ$&)uoz{0(@;D9R#2moymJ;`c{jTLr!vNME{X|ehd|%q&
zzTCK}-Cxb^r-@e&N$@s~8FolHr)ScHv{tIu(lWUkpzwPmWkjC0a!V~=&6lS?e6jz8
z0s%ke>R*4&26zC<A}+J+G0}|p&{__fp_N>xBcEq?62yU*cRmMVlmRXLXA<!t66{Bz
zt)71~@4C=Zj+LYc>K}mN0keMEksPHdTc!ysWqwQI^!rw828d!$eT<gr_H6yl0Z}RS
z*{8qcPWa!LP|%UPjNk+LYiZ7axOrqi+(N%9rc}HKSDWU(R6`=Cc79qRpyJ?K{<maz
zwFMu!lT_1(mA{-09H;OVKl$U&@~6{nhu$Nh%zUs}g7DdDFeO{pd~+B$+WUNG%f2mZ
z;<Lbaj#ZB905#=oF-*nlJXO=-BBkJR%~*~DY!0oqKm>^pPrQy?4V%@tys{t>!P;U1
zzhtZ)f)M9Wo(nQSA(YfTr;gdlh`R5&a5ug*2q?Ibip%8M3Y*Nz+G6r9or8Z`OONgF
zcI$HNv4yqvIR8c*lEm9qO`isrJ9j^MWTJTHf=qua6L-J8s%J?n&!KrdBN-U4{jikO
zcQEgh2V~-*!FS(IpMrE_S177I14U#0*^11!Qq9namgLaJJzD8=8sTCo!haMzB<)P>
zuZ>9l#Tpb^`<2+qm0uy&oAV*<=W)IGb?We0ORErY?1Yh?-VbjM-^>d)HzD~MktYWR
z>&p*m{Yt{k1>sxn9Xta)=m2OO56EAA?`=~4qkQ3#zj5EX5T}w86AuFjzsU0}d{vz1
zX)_zh;eNre&=EXKImJr`krY_0eik8-RM1qY3&+iP*CuEsLt@Rd1BKai(hmIJhJ{tI
zr*K~R9}Kbl*kwCmHw5f*DhtcFIi_<KFoz<HcB>Xpk|Y3dljMQ_N4tA>)LE(4dPk~7
z=pD&`<!@q~wOni!bHdC^g%HZD6O%QxN;QE1C5CTx({3Nf$o<SWnZ8cB`I%004lB6V
zPkHryvIUhAan#w}X_tF(xhbn}p?+CsA-5HGS`BEsB<^Eg-0gJj0VW^ldQB`LhJ@%}
z7d$@lYIa2g=6a?UY0yj4z>&-CsfR$3Z8bUbW9!N|+CS$xU)W>V8qX0dkbwM5w>%B^
zXD-tUhlN<zIBux!vBM|pRTbD0ghU)uetXbR<mCH(j%eydnD(XYqGzFiX-A}?+3Uk1
z=?Pu+11bv_A<r}M%xqsjpi+VaH>=R8ExKdglk)D2oo3c2D&OOKQU`^1)Jd>r>XVa`
z&0Y&%3cs|t%N3+?n?}q_%J}U_(Vpn%LD4haIw%Qg&A7FW%s{6$BMe>rF57rt&djZy
ze?pUN&&$Uy_8{)9^k7M5IV-UvZMoM><S8U2zjfBQ*|LkTcp6Rb!>2gflE!~415T~T
zP&T~X<uVhaf}*1r=(*0tPbG@3-Reu|NMbw2PKH=8PpKH$?wN=M_LIFDG^gr60NIgO
z!bhVpGd1Nmep19$x=L)E&+(rnbt4ih#`R%;IcqA{>3R^2qehQ&a`OxvaCv5keUvb-
z2!m-pMY#O-TS29B`|PIs()99G)L)JQbOnDn>gUqHv9%2KtQVx0ByFLkBiYqTom-L$
z=HBFc?V(wNO4$)5CW%p_t_!VkQK7Zt9J6q2bwi3&%}<K`Qm=;ofKK&^%Nhu^!eUgp
z2@L{8QDelXuWMwvd|o98+iB8?W27l;dUV%~lFI-x{}L8BDh1y|e~)7Y6E~wYUEPDe
zRqI*Z;$Qz_RW~nj3o!iN)#Mc}6$`L4<&NnyEEWy&F3HseVPn-?S2F3QgNw=4fa%(N
zwzPV@Il3UWd(I1PX41bJ8a9vbQK(c#Dlff>1Af}g0Sp4y>H<u@qVJ*s{sqhADcq)J
zWJ6UpkL4}Y!SU3BLsi%~2a7QzR$riJuePVZr%w+RnfBN=AMW)-PfZaJL7vdzun^pH
z^~!qFr1ME(WC~qH!Lazw9DRhDbRmg?jryCgucHd%86?>;b?qy(KIhw?0qi<pm`9vN
zSl<xahj>4+N6Uq<RjDFPh96KUT}cQuIwZI1@SV59Sj|h|>!}dw;mmyiy+7Hn@+VcK
zv-0)3?|Tc^L>`FqMTVtGjm{WUDC>da9G&XVMn>&I(_POlrF5T1;mAJBrwPB&XNAWh
z3qBq(-&1hBS+U7Q*wFUq>Of%GhiX*qy@emo+3Tn$EBp^W&k)W%uB4~O(W*GrRDpEw
ze@<KddR9?+-vKhE8e42*i-@TW53}?U(=P9f`ZT)H;wf60^*Be>8{wxM1RbI)<Uhc3
z0YVL`2K{*hXIqKc6^r=~5GQskE9%6z3Pa0V+6+)<Lfp3}Cgh<WBwec8mSI0{lloe&
z4^{DRXojD1lny}u9|}Pbn#(C?>G2;P;DYCj8#n&F)+6|Frzm1gOby06dQdYz*o$q+
zcmjCnrHR12$eZQqrz5>x$v;+BZQ4)^&y0^yu5eD7A=!t9i+)$nb=WCL*&^$|`k0GL
zV?aBlik85dm1ur^n`1Z9JIe{npGkYC0YU`sArF^DE4gBga4kn4@DKv9U>9>%-ygbq
zOV{^dny^HD73MIk;5U6G#o*l6g|7KqM5u^462kE5)T=D(84+VmtG?cNe(^L!^`O89
zfxN56<$|4%V7>=>!s@%Ufut(0driS%Kx<sj0Gs94lr~aZqwk^2Z~!&wEJ@E)pQmVx
zM|*xfij3{vTA(x;7~DNkHTLNDTGC8qIN!$Z&wv2#sYz~liNE|`E8p9tMEA_dIVm!N
z>m;AD#Em)veRAV*wrYE(oYb^etz4D6KH;iPfl>!5?NTohjnR94+<jIvM`8@{deXab
z8~0|U{;)0lp4q-@0hkq{#HqkG*NbcJ3&E!L>x=yev5h5@%cOLsl^a)J+mFS>%=Grn
zrbKhMo|Q!Nb;pAitF--%Mxr5GQSS-kSy}8>Ww~gN0=*PoO_m<10rl=v#!AWonM(Bq
zP~IJ9m=R-}F%`D=tD--}c)QxgIrv1Or;Zp1DCnwL<U`c6a;go9akd{BufIL{#WF6!
z{?2IL2OIz+4%E>FkbhbXVV~x?Wxpm{qo}hF4io~^A6f}Tn%6nZEr)E_ICRS#p_9fI
zTPLM^U|f&ptUbX>L06UX&5J{uR3R<wo?W56K7|vV3#7B9-$PN-YB0J%%)T1*DU4dg
z)L`|>n0EHx%NXUBGFIe6u?cF@AyAA{htA&Ju5J_<*6wFkAP-7NNH`qR0!O8T^!pp0
zT4(}uf+pl=2y1V!#J}31vN3wDa{M5Ft@q@~yhb5poD2w$mi<VSJ0sLwMJ=VaDDJ7S
zQeE-wd7EK>;mXb<Q)%9WcuAe-!ta-t$4*X_M;DAm@_O~5ZCv%T^g=_^{E`uKRB3sA
zT~5oDZ@lf0@5DZ|OYrwxD`^Nujn9m70B&p7+Hlk2(gY9kx=Rj9SVM?>FZRw5^r|K&
zXpCS5L6ooo)aMpgct+y%NYr_%(mtZ70El6m(gGfPdg(Akc%}*I>_W?05?m(p&hB1H
zxxh0&yw`kXfg!c2!KLp#0~rU=yh}4uWhsZJNpVY8cWlR*yyvPw`n!c9oRWIY;cc(U
zY|+2MVA&IizM|0{9LFkHmvSax4Vlv3>%RA`?|fJjUqCMw>I|C?7r3)DS!vW1SG04z
zSSnlxA46^r#)4Riii?s(Y1GjRrR*<0_iB8k0Z6{t{F3|CMSs$h?7G074F0K=-N-OU
z?T510RY!d;KyQ#UG02jbFOR$%qn>_%m=fa1&%Zp?%mcGa^*&2%q2-sE+~?_2=F&*w
z2;yRL`8c2WgcWQu-0Mx@Ls!5d#P^JhMYM@0UFpsi@(M8@PXZ>c(q1D{Ru(Lh`x9Y>
z$bo+xM~nw7pg)pM2||7djouA1As=-sxi&+y`7*7E*4)oUwvW&!<aEPB8sJO-3qQ~n
zb$oK31bQ!0&EeH&*sn30!eOO-B5!RhU)tofE?h^8ds<UldtmQ=CwY$uzdF<dJ=NP8
zMn)oew1Klfsq~v)x^IzGNS{cVUf5{Wj8upebSPf-kH~Hc?5)TZkBYB~_a6;y{_$h=
zql@}f$V7AWk2QG@_eaT=WlcQclzoPe-*(*N1Fp-jWgrultjA7phipb+BMvjtyH}jc
z){9~h7t*n<NFu0vYlwYOcR>bW04srmG=4D&k!eQ{)VP&u44GJgS6($53;d{jm<I;X
z7`(4hXCq8&2Yl3f7%~09qh|>yPOTVW#sBGay(M~B@i7@pO_z6R#X!2cj~N)SMJs$;
zmsDe$dLUz_@535Toht3Ey{D;745DRzG%3&cRgv{4R3YJe-V|qi%L7~eH{aqG_~hZ2
zV_se?BGjS?{P1`sy&OjjTl-v7eHq+rR7(=TQt`4y)<q<>NevE!L8x`qZ-lG+Tghx)
z1^azZ%k1VC+BZAaUwj9RQ)}cdyr?e7?5h`l`nj!Q>*_SU<*lIbzh1Tj*^G=xLA2ak
zvJ;W~@QttVt16vg2g6yg+@aNr3@Eyw(nWpTQ>pFne!JFP?YvBjI1Cg2NQp}cZQR1E
z@zO+RV)@;L#9d0O#FR{IX>R;_g2gU8wNNw@x-?0|3vj;w6)-qaz0rOa=*8~(L@Sk=
z#`0U)_eSR&ZGOXeJ<NNA7TFa2lO=1&0wD;JD2=4_88FjrAv1Rni?#t3V00kR605AL
zb3NiWF6#5GCT=;g6akt#85+kB4P>B~gsiU4n~B(5l<7*<dF9Y#J#m2C5j!IM7F+(6
z{&!_?^rbDOkMjb(KB8wIF)Zy}zRv<A7@?<yW+a8E1Jp1-1{t5$WL}^h=D34$^`59K
zl_1*zyUxv3nX&4;OYQ?%3;j>Gzch+@wBy6;9fZrj29Tg3^Z-yiSm`&(z|%>A^uIyF
zb~PQ9HzbQsl~kQ2t{CME1CxeGEXW37XVMXK7NQTMG~O=7KkwWA@gb0RW>(Q?vr9Q3
zcPy~WdUl6~9Up3O_B*lp^4d}OQtVF{Jx^`m2N-Q2xGUnQpLItfmF+_scRLQ8TsUIt
z=5j&GA*r_ImbbKuP;zWK+~j!LulxvM==!{Ve6doCOtsg{-;_5_jg5;I@qtYnr?NQ8
z$-3w#?wb6C?jtSJxXCUocZg~H#=En3NkUAv=4|>~aUaOi;nRHrF&P(YYN8Xl+I+ki
zHt>7Yu0(;P)%CIOBaqKzfcGA=y9EZ^1+bYJ5X9$VO_>jOOqPGZP#b&~;3B`eP|D2R
zXao_>$f<zMijt!*NlG|JX$4z*>$HIO;C|~>OGT7e#f|2|RY;lr%E^_z#@%A0YI2Y6
z;q!pcgjN&zKGp{w+WGPi`Be*}Cnux_$F$ycOSW=Ffzr8t=@y9em(+pMEF^+;TkszC
zOHWbzhB(I`FUeE~5`}wr1{QSG8-73gyMatETvIyRaB@xvsQVc4H>a|!*5K3GtHNC0
z?e`iSsw01qFTJk&r|heE^i?chm7~I;)Df$6|KhfW2~Y|7*U|T?`-G+)E_e`2*d*6j
zj-6_{lJ=V~jyZ><wt;u!O#l!ehj-2yNfuVjbktKd*;?Y1f^I)KH<nz%qm;((w?ro0
z2+L5nYgbp{8dKqCxb!Z<RRFM?m%E8R<03o$TNBr;$zSwbta9d%u}0}}&f5ujlAOO~
z#$hC?sdSqg|7$A3seD{Gbqg&O+h(3+8+^ZtG|eo!XEXQJ^ofsKsNT?%I4P9cEb9!_
zvjN$;8>>d;7iasaMS8X);e+-376A!^%JMfyO-m}UxoF6@=4vd{ORG$Vf3Hc1iMN0g
z97LBDr28u52glo+BuA@%OD28y9o{J+hpd=XjFOdH;TL9hQS4{TU5JGT-Zm`FWS&MW
zPw?=40l<#Z(tiMkCRt{D3};;V_^O#U&6-3r5g^>_UZAc8Mu4**>r9sV#a0=Ew;O=u
zw6;crTlG^q;JhW3O+2eS?2WOiW<Sd_efoQ7KKiIpXeLrlxuNUKWB4a|Si*3jT}>s{
z^qr#-q@O3O$PW@XBoC!rMPV3=x;&wp(x0~Pd$7XKRAn6N@UlB?{{bXrR&OH(@N=Y>
zrg)11Fj)1h=yLyM@rUvEU@TW+a168Ov%9@B4gbm*>5H;HrS{FNyY9&;1wB;GPH<8L
z#f)ZV(#@8X?KsWjYKPIY>6aYBU$x)elTr6~(xzs4@)cQyyd?TWcoz9*691?Oc##YZ
zel;I|J<|I$>Bi*mvw~;|UoCxDu|lW*k#v6mq1>&B3MarvgjXnL@y1)k=?t9KFX2{%
z9xw52`eshwlWSrduQmw3B#D((VY^Z7$CdW5_nV;aQ&NrMVNmD^xJP9}WFyM4K1ylX
z7o2j{^lXK+2?~75_+9e8GcY#7hCnS0_g+4vPWcs@TG^R>Khq$tTy$l0m%dh6k11E+
z<frI6L^jsV!$sfKPaj@_G6_cz9SqPc-f(zsb7;`eI5n<ml|JgpeJsi%LeQ;{BLAE5
z$%+@4y)mgc{tuv<jX8Auoe%{iOnI+O=->by5pQk0kdid={q{1#qr`^Lk{yxn`bU{T
zfH^QXPk?#&jH(-z#mmSCO1yQtLC+SkRu87OCBuh+10plrY8T^)XEQ{+b0s$2hS!S4
z6}hvib0-#`uT^AXO&wO#s$9ghd1sz|0vmZyr4wTY)^Etp3QKeKW3ck4pt7J@6ath<
zPog(#N03GyZL3m*S@@EVjCQI&7Ps5_ru{)ws<e9oG8P!q&QU%6BdffrseLgYt)UfA
zG$`CXb0<vT7k>lcVKi*ski?voi$_{Uah@@t?8o2e%fmO+S1;ZW?l3ajrvgI?$PYEg
zmftACD07+I+yY5Cbe;Z*OvJpsve3OTXwm)Gr;4{3_@XKH;bbxdgj2E*EBRt$LHh4U
z1XmLvyJTpH7typ<9MqkAY&dzWR(vaEwD#N+n=nzXN$~ZV1q!JR%0iUp5R)?Lo^s`A
zPte6$913`z?oF3F1_Mw_dy>tntI<qi7|UaOet4E|S<sro=Qs?7*cx4Qeds0_aU!$V
z?E)a|n`F^)PPK-=N;=PVAm)L#JJkYjSN7||bUrF8nlK3b9e$x&AY;4gwzo3h^$7!B
ztNQS$+7q`ns^1+9AX;m|dymw+8UJ`)v5_2pB7*W=|HiNLa{Fro3O)c&+3Q8jpPce?
zY8iG1_24Wvjz~`?eNnNv^oicWaCYyHYRZh9?L6a~PQ^oamfuR9|7!N#N9|d!=?^tX
zcu4iS)S2r9>K|J^u%rKU--8z^nAd8k;m9-WN$n&vxrKcX)?ZxaWpyYC$hB%0A){YW
zl?6=hq@Os)%b5w8cc&LLzjm{JD=AElJGRf^Uk@<XD%X*gKOM8p=1a1BKdPUjXbIio
z6xNXRk63!T$ha|%?x8rBtB|H)#Ol^~Qb7Ihc!UPNYUJH5StJ7Fc#f9Mpc&}{y|s$r
z$%>g!@}wCvhP9f<tb>PUCW+KC>Fm~QCf@~Oic4H7=*|O!(7{zel(FPYpMUqXE5Emg
zOZ!0uGF&$IxeIFs&(=zx<cvMqr%GW9%9az_`pNMt#K&!L<le)G?>~Hu;_t#^X?Xgk
zt~~_HiFLvodwd>w=dhHs!u~Gm_(D4?{kV}3mhWcw=oME4GyaJVd{gAIJAS$)AzGuo
z12F>|?0-+2xB0HbfFf`R?(+$OS+Y|MOPoSYtiq$uv69~Et9#;gdOyds=23n5&Uw=o
zZXM-zqrRecT7OLR<$gZ6caIOr4Ut${Ng93k$4O6#)7XrT(b+ynA;4s}!^Kf$Q0b`3
zIYi~ErS3@baHU2LK$Yoc?c8%-6bPj!m<1p3`Lx1Idzu*LBm(n)@=d*9O@m(|cDv;N
zB$Ei65sRx${;oy}x%ulOez<=gj#F^k=@8a&gU7`R-#puTI|#a7Y5`=%tFfNycgC;E
zC^dFbqz7aWH%}$Rv0WUeXMB8$oi-lNb%2?d?EYe06q+G-sg}CCGY)P-Xob@1Jf9}J
zlf27z7dK}3oshhth9vr9%6JmTKmL<DK#$t9IZ?vjODZSO*lwQewQo0THT4KDq%JgX
z=EMxTkMt@WY&2M4b2a#UXkO$J5nN55JLIrHfwXavS%`1ODBn??w&>5acnWf6OOD5S
zfb(>=k383rgY#v-v|&9j^fTG)M1pAl=Ow$t&8mE;PRK*E@b}as#8CiX#P2a9e=%7%
zQfC;0<)#)y`$E)mx?;H4WPVB>E4X4t|F2EDI{lPVKz|0CB4B2Nk)B9k03hGuiBD_#
z{LNE^`D``$F<a8BHf{JjyZ9~VBr`QAeV~7Mc~wMAMu;k%MCzq4i~17cT3-TIXcIYM
z^s<v_i)a&sb28n^pt7;T{|5+BY3({)vCtPALMqo8)M>*wW8(=9mL1OSZ%|xOLdc^J
zzO4l%0v0dKM$V_79!8XwdDI-2(fts8{Py0Q_{1J>Bo8s|PHUhpXDl0_XZyY8wdv?L
z1z~l)??`~|wG?fP!|KHD_u{{K_|<t;;^w`j;1*`bPlnS0L3{V);ROPJu{}-qhOM8)
z5O+M+w3|<~Lm8a<U5r}XX9a{1kO4I)!9tP|SBw8HOZK{CZ46jB2^HNoq?QKA&4@JO
zYBQr@*~|}PhVQP`{<7ZQ^=ah`X!l@sxSIC=Ky%}Pr6HRNXHKZ4_#*x*#guOs)*Nx?
z?`n70LmPZ$voXUFo71c6FH(0(w`q!X%hdvDRw3o&rKGDj0Rda520ONkKgInpFLtN6
z^<GJ)Ks1Py{*r&c;l^@t9NFa;-tw==o=UHN<d@%BT)O#lpq`0KKUU$tvCAH|7_0T<
z^5|Q-crkJ_N&gqhS-beQnd_D%1$on+cTEjs&usWtXe6mjs(b)^jsMW18GiOBxWT;c
zp&m->!g2D+LAiu=;C)I|1d$W4CT7BE>b9@;Hc{k|i^;n;x&Dmgx7kVsb61yt?7WXq
zyc>X$Q%9|Z9sg+SbN}O(DT*WF`6glqfTiN#qudgl8s{GzgW7z^WTQz7HoV=E{%w})
zD~3;C)|uxbGIooIf4p1PZJsq=vv2H0O{~AK%ey$xOUvz4KfwLVj_vr;_(O?+55wMl
z6x9zdZ<U)-n>;<V>agus*#uraiQ=b3duFYO#ie<OO9PZp#(?nOgR@M3oOpWYLgdl5
zvU2g-dnlbNkneu0h3=L}J3fIad*nmnZw3A`?u{5345z6;q@OFMe6X=BX_MkVz*{}s
z!}NH2*|!(v@z$7vxZj&|NJ4L5^=xyzh3cE#m#KF@K3dcEogGBpRjdpxr#t`mernB8
zJAhefqC{cW&5c$^cgdzw0`ru8pLh?Gw>Iycj-yGDm7q9U@a(PbNq0MlXh43dtsv=p
zn5;_i<Hj+ZxiW@9^R><&4`mP7zvW+72%?jRG&knW8+h^K(Oa>eB(Y~NxbG+GCYn#V
z5vUQ7DTbYxOj)sDb?=ZzzIVpPCq8u!rY@CGq5{Lly?gPkkFZTHGc;6T-Woj$4hA(3
z7`!TXlGIUhkjWOYF1*lA{kXj$lJHK?8s>9NpaGZJT=*iaK)hJvPZrD85AR+9P$8{m
z^d>tk!Vw8h`q-E>CtlpMmmJA0Vr@gv*N^E2X@3A>1C`TSUiV9EKX-}&OmBZ+tzw8B
zFwlp-oXjSKPi`eFt_`^1Vv_xCc(H~}{3i_GOUC%+f>ndFN3JRoxV8nwuV(2z(U7HP
zUzeU@4Yqr#F!=+S^j}?g2oLrlbaQ;vjRfGaS;VxnN!f!ZxaeZO<6?4K-0&l3zeh_Y
zaC})mGJH@&OvPza4x(;%e<_pg$IF*9j}qJs+yu<_@9#^3E9y{p5dR{+1^M$u+8}^f
z{}=o5|H?l-{O{W+m;V5Ry9Ay6+nLR94C|9p#Dc8IvEIVUw_T+w$A+A8=ot-S@Ow00
zSm4jWi0_@RnEN8b+P;!yOpK9E(Pa_`EnYP<f8IN%kDREzVmgj#*PG1>o<FRm`3Je$
zEv)<}4yBG7!|VxxEswd<qE%lGGPAjz9nODyS?k8VE7bJ_42ym4J@a9^@~P^<gHFO)
zY6#2qo>LJDBfrM1MHk)4TB4P$Y-`P@Cw&ZX<ubUCz<WF-jHI8lHzj!gxNZcA5B^n3
zkO6P$8vJ4o4?hg|89yDBz_!Hxt!d-yweOfNNgU0zr6e>=$S=0974V6)F&!ra-u)4w
zxbHi)AL-&`!~^S}tXjg`?7wtNK;-28!)8}vRh;}F|2%tUy-4|xK`U`%#BQlUCcMPO
z?2u_epFB<4_v)-QiTm(58bT9!E|$hbz9vVlb_d9~xDvOnzKE8T%2h`s&Ph>3no%nT
z80MHziEL3)Ujkq-deXt>qM_J<=5j#+rIO(0C$uaiz1hHzJj)5R(U0OR#ge;}c}O1>
znR{~W(Vgp`>Ic*hH2A~b!i58P_hW@n;|Bdw9F3+kx=>3-O}`9Z*F;a%l`^~Uh5K6O
zzLa-c-*)nQ0P{Yh%{^q2&`$>44-*y|*X+NpN%x_MW7VL$^C3#Jy!}<0KuY2;{(2Ty
z;oGIkNBegswuG=Phf?r&a1F`3lzGSwleI68MJ<01G-?O;GS!?;XVOZIdC1oB2U|-K
zztI~;#&>9dVI_MFYufLm>;#DbE{S&+`BLe-m9Cdlmyr1rHo!P*MwfP@WElYgWzS}!
zSy^r<Ix9KSN-Fn6*_a?F*XG6<$qOJ0nA<?(B_2$i(w`^l$?3hAt*LUYvlPfDbdB!Q
z?^i%0m$pzcNH4O-Lw{13N>bSK{mlKt_UfdY!@%hu5Dk+UyT&(=JllKj!8{EKr2z?6
zUm%k?q{K}IVD+`~3kOM1fWg*E0zq}jofW8P{IgBQDkzPqZ)hX}mF8nYY*T^q71F*z
zBxZ06NYDd|!A!?zJG?a_epgyPaP!qBGw~)Bz>#A5vY`f)+9}eNomMJ7lDvVhReOia
z;K-w$aPS=;K4`P^3#9Std+iV`pOU>N4_4`TFh@-~9nA0rKuy;8`<-98+jGHQZj2_s
zZLCq8l@q<59HG2?(CS0$x#=u6X7@}hu(-ju2mqY6(*wcX{3BM%KKqwbzpgTb0mKqc
zb)}%_7jNcwlPt&%0!-{f1C4I}x^&Wi(VNJ|jqwf|I#asj<$Ccy{X%LsNb^YV*Y%my
zv?oOry={)E-_m6QN^NHa>HJ;VVh#|fYM}ehniVp6*)$8296D5c2bmbxh7Nsv#IDH-
ze#&Lw_BI&cj6S%_%x;j~q%KwtjhkJ_h)<iDeOxfvIEf`SEpL9KCtXGN*IM}mAOzWK
zGSpxrOh%UsGS%pj<0&>Hfh`gPM$_kI_#2J8fhM0#<(W9unRuYoJ-@2bx)TAUO4mza
z@_)SMxW}mkP?d15l{}7*UrYWj+*}FzQ<ENUG6@uyF2%9l2TsG37CiFoS&@j8YX0ba
z2DLfhWUU7xVI}8GkVL}HEC>zQ>3|HCt2>6q_CF8bQvBMNVQ<?Uy$sROhr|-}INoE2
ztb6=%l?}KL$SVmBFUgIE7)H9m>PN}qsnpVe;qWa>*=#QF-u+~scJ||(U!5ti9m*|#
zAm<i!!Sonoo}^x7IHcr`nZ9al{b~Eu@#Hsld-;8|RFU3}s7*;AU}7)s6-|79Oaq=7
z8;+Q#Y+VQNB|GcEgL%QQ^d(%(*hb_yoB5*n>(0)0cgkZ@`6y_tzA`~1=v>qk&6#Ac
z%0+Ro>WLtGIJ7m9YJ|&rG!ec&WXo9m*GENA|ASrn@dqD4azh8w>e!-DRn{B(7OgYg
zXXq$uNsD=Zy-U&Xn}*p~Fr*68T^^DC<6J&>y-#Y=onSSx&_8yn-Ofg`l_lROdQ@id
zuYDJ@bkRF!g1hCGDj$FRK&OipWUdX_DNB!-%{r}Y>rNLjWOTmO(t7ntf!>tR#~B$v
zc_DmKl}TTfnQbD}J<EDi?=M9t{>V0AM2<gR;8cDZ;A13`#7^#u6!DxGXjX_qXaN{V
zGt*9(Lsi|xPCV%lmzihrBy^7LRZGTzp!YY4#nbldT3UOpSiM|&r9B{f@$bLEja)Qg
z+2&{CP0ZCbCa!3ikA!r!%yZHo!s(t}D0|rjJCixslpe35+SQDd)x^;F6JY3AsmM~4
zYm-WCUH3Y{3~O|frTeJ#%U)-cEY5OtfN9=Re_^+i`RL?$Z>&Gwgy4;9hM}lb5S|d>
zc-tICB9#6CVdoY4xUTW@-IymMoH0E<{m~&W18}C}izQvD&6sz-=6{GB65mdNniyN(
z>DAtW(5n9?sT}$bz#qGG)D+Ewuc5M7`RnWV_gTE!HN3dMnOcvx0!+x<iwb?d(_|$f
zzLie8t&xL)T$h)Wl-8oZrwS}yREcDd$DvEvS4>m-wI4Nz^0>F>8}JGcrJk62{kZxM
zfQ%MeYT+$1%JDRN<NKtNM{OVe1D=@>Pomr~RY%x&-+zFlv7MH`)RX@Kq8D$3zrDm&
zj$8L;GJNwgj(p1g{d9v#D`752S|pyCMQ6ErtiR@q9+mjWTZTCgNS(B<0pR%N`Hp9Q
zc*9pO2HWb2cp4awyuS`M2t}fR?QsiYtmj`pbq+XAKxZ-_jRpBq0raN8^*L}=7-om0
z1)E_g=d)9!?;Q$%-!VnJ6)PElBoWD0k;L8m2fk9hp@_jXKC{;0jsww?Dy#plB96Tq
zvn_#>h@tfg`w!64MW`)~RkwY;=x<cZhP$4{cwSUILH~O2rDS&>&e@G=@=q{YqRM^G
ze2-*_@<pPDyG-Uj<oN!D8nryU%+6@RZ9Z3xNWL~646`(mnwIb)ij$YG6@pr-O_T?G
zi`R!-#0sS}drr+(QwnxdjeEX+g>0W!Cw#2~OgQ_4J}=OrHB8kPVns!{Us##gmg+uo
z{E#H(lKxAU+)zTExI4o$p19n(G-aXhA-Hi`UI+%F)^FT9xo=(j$lrDvp00LP$73ma
zG*8^K)zxG$F3<hBsy`{!MaZvIQILn|?bNbv#9rjfCc0|bVGUQazArl9{{T+!{P<p)
z=acQqS#Psc5CXGHJxkubO6p_lR_gN(p`%*W?Kw48WPITT$^`(zUAcm(JC?#CWa#r|
zc`L4(pHUq`K*_~doXLHT)Qq%3QGUF+KP@)K7kU~%;`a%fkS;R~d>-lp7-BbmzzYa|
zqX(%29GZgB+Pm(t;j;R+npxT?y;@FB5*celw&y}AJf-RzrAv|%)BJIc(qfn{S$1Mm
zrTg80y;yanrPJ2eZWIM79h8H21MfJ%0@dCGp3&I7fIHatyi#CbRvUs^Y3W#x2cf&<
z_!;7Z(9LlfK?^;*S&P=N$BMIdNb}Tj!f_X<2KfC3NloQGu2C7WBY;RE)={sKY4<Jl
ze<BTran@wKYxGzrp1GfyUi-`K0fk%cS_cQ2y8wjA6ehH;aM@s-lxt@ztzr>yzZ517
zfG_`{C}dZ#V4NaC8b5h8;WdGYH2$d1WUWV@=}f*^K&?jH_Tx48`}*~lysTT32dctP
z^Abv;3!bl*f(=~V$Quqs7>&Z<r^kBEJN~Lk_Pn7G=z?$^h#{{u|6$MFR#H($fU1F2
z=05!XV0_r|p@AkRV2nlG4e_P`AUG|l9#{I})FNDqHfY+27tD^NB1=jIIk*DPs%+0p
zEv*MB23gAmX989-@;+MXO}dV0xsE_@by^e?x2TP!cGih7cA<|xx=%u2xUt7hgG%oL
z9Dx->kjB2xlc|KAzGx4y5xG8>iWP1JNy*FBhgHA{aj>{P*>+!7w85xW-q6<lx=N^f
zp5KYH<s7Y~sxW6_wnMD?Pqhho0R*v0pyU(h=bive&VIE($@4opyZhDm%GA|PY=9(1
z*<NPSLVzLJ`r_^?Y`nkc6Tp@QG}27RQwQubM@$Vy08yUnoZ9^A2U2QOuzemvyCa$v
zZ&b>;`1I<P0e@d9?ZOD(_C(MUlX>oJv&bm+%RXlB`SeKWqS9@_Pj8mNb>es0eRU(o
zC0FHDAp`tNN@8badY$iE&(=j(#a*)}&B$PG^cVrijdu!Oph36c#vDgo!SQabdZW#N
z+j>I7%|cC}B?ync{E(`@wX$#$vn?qs2C6;zBTnS|;pAd*rL~`AlX43O)ZLahJCYtA
zjCJ@<LUz4w2Bz`c5n~wMWVkVZ+;nI*>-{|9;I}>Soe&1Z*|3g%t0Icm98sVwBv9p7
zf|;RP-R~^>?;O9^J5bKvcFM!PR84FRL*YU$*t{}_YVTA{!YMiB4joLhD)H7zV&VT{
zk3!stoGs3GgC+pDO!rvH0Wx)})zOz>`|0wPk_OKvVl#IV5}aDFPt&4l&YC|2R5{{(
z_t5LHvsCT2@`QSd>3bP5!G)Yu<_Eqxd-=zv4nH!iN-e9(=;V0Zd(gSW#p$E!Nfr+P
z#?yEKHqTO0Z=`mV*)A;J%~_B(=~K6T9VLS?j7uv}UyYSzeY-=cd&5&C0A^)=>wMd>
z9>$<~)|^}6#rzGrq`i^fXmlPv^ozcVQw_3%zW5J-R~w)$HBE~ZsJr&Mx~T(}<3d(4
zur%>@$oI9L=JujzB-v4d&BZyuiNm=|*$ZTL9hHPl=Lhd6eo6fmpJXU2w=QKb%Q8fR
zo9=CiS9rg6_*ZL!1aRkfM`a^Ca(|-FT2j^sAm~OQ_9@dB_CDs=H!uzS^TC8n<lz5~
zh}B!dZHx;~Z_2zjP5ttXUAaE53s8nSH%DQ=mE%oK!rAKfuZrz!im9K>n5Ur#^7FA@
zpKV;}P^1F91a8J=E}E-$q@jgQAm!1!bi-$NZ-XC0dqCVk<-kCZi2>FD6guh8a+Fw5
zOGTQ7E=c83<~}O=y&!O-JuHf$DoiEje-yseqoBvqz3$$h4FMzNuwR5COC4{1HtVOG
zl~?P1AUs>P_46;>uJ)FQ3)eVHJH73GcKcdv0CL1E^Y2xE-wQEG9=YwbSwO@bxF~E^
ze-UBIxN-Pb`|N#d#?vCX5dSZLQk#T?vEYZ`e(`T`+(siZ@ylnrAbAWZyIYmvCd<FD
zaPgayrnfI^VYmYi&y|Y_pru)bGfYT{VVk5&(WF9wwYiGpE0|n4g(p@sc*E3q`Nk0&
z+j%#yrZ~6asgQmsppX^z8{poZC9%W#vhir{@EIp*x_AA0mEoRNMYi(CoeuRg{s;W;
za8Wa3RnOLKOZB-YRbMG?Z{COi!z(Dvg>cNHv-GahUoRp<rkROndT@SIBfX7ir`j#s
zt^Q2n1HQD_iHTit8j#gfWSXZ$Ts!;MNIBm%tpBb~IyGhZ5R8)GFG$5~r>=BxH>a8O
z!dM6M*gK<M$z3*XX2qNvDG5K{`42F!Q4HluR-rz=6`3nvKJja$Crcx5(;G^rrdA{A
zRNXG^w;?D=Xq$ikV$Pab3~{UJh)BkFiy?he-cK&x39bXA0|Uk)9uECv4SVT?J9*Yy
z+8Q3})49-t)CJK4hLj@EY7r_aTUi>W$*Y`<IM%j;UkI~lBDgE7Mi>~jQ)Y0UaIJ)|
z;*@BAr^vt?A7jvpqZz$bXv3{EkYtB9Vq8#3S&!1viQ-CVmA#Aq10>F3WB!3;e_mg1
z-WUUX9ioVF+8ym}?|&3q!^Jf|?&gq~$TbTL{aq$h%9h@Bn}_p9w1YRJn4Fk?MS6wI
zm8|{jn^5ZG$kV6yvm<CNT-ytjI7tt!RUn=NtSbaHD9TVqSg+c5$2Ae9InLV08CFhx
zfelTLlE89N#0&?OfBR}*IFw69E+9~c@dVdK>^2R6@iRv&?8QwdnStfO{0G2zBG#R`
zB~|(XE-y~9UUSgG>}yjYNoWc0j-uXSNwD&mWeT<nDOR3N+EH&Ix5Oin-w%)k^De|H
zFDwqBM^%BlXO$S5UzKXOqzj!-MewK%1)ChgUm^w973t0WnX97(Z`1G~tii5m3tq|{
zIj-=wGk5e_ClEeJAk-plGO{xUlxG!o`vZy6Vumv)cO*{Xi$C|<iX~oxve-}MSqT%U
zJ{UBOnT7|*e&1caN9jcH*t9}XCi)n!=CId;azU$Tf2gIdf%FrGb*KD9+!zR_cBp0>
zxRi)nc`-L<%uGQ};#uWVs_@*i>WWd4O;?^I_CBYMXF!g>f(6~gG=&+I03ud2kBsE~
zxr>~qw}<Af^}sb2>iob@BaSZ>J=y6{Z&JFCycLpj6|Tvw*(D@*B8h|0Eu`KrQ*0DJ
zL(`)=)p?Mz@MeYdc56kwu1w~upALt2r%Ok2Ri;6!EHJ9#HB~m>{u;I4!t$;;A__mS
z-kmO^sk2tHfuFn8>U3y~%;sKSzeGnbJ3H*T?=!7G8SGbc1vh)AF1)7yM9S*#Z@=)K
zMJKV!fOIA@J->O%=W|LD;KCBhx%rB;n*)HY+6q)_THx7@0z3iHnfTDfN?q0@4I)ky
zQzHV5xgyb)i;Q#$Xd^Xa{%EK6g+Y{zjyi`n|L8`tB;4OiIg?CQTpf|3(p~RMbyv&H
zSs}=3HwTJtg$?ebV`J4pK@UFuMx@=Z^H;~dk*9M5PCJGG&cffEYmVzpHh$?h7z)kn
zUJ_5F7Y^byxkqPakPVrXCvNlB)S3`TWFo2WWg2tv)OXTdsECrA39zv6%pY>u4M^8-
zIwz5@|0Ni0;-yA(n?LtywCgcKnn(cTacol!bE9;xD`16ldMy&cQ&EHjxbVi~?#V!X
zFw^sQW~lJf2dLIb&_3d!1tGpB2%TBuHNril<lfN38@KXm%tauZ3S;0=c#pH-F+;Fh
z-ZTQH>@`<90#c(Iyf7e|00meiDrd<*f@h*ZIpJP9>c{$RaGI5>uN`mou%!Tath6@p
ziTkM4?!~EjTwdw2YCeqsVv&w@h(9CGg*i(fw8IlmL`Y}HJek>2zpMfQj9D10MJ8g2
zO=a^Uq}ZWuE}ag<WE{c;3khU^AnO+|b*Z8&+{C6mlp@bZWal1!&Eut42xdywr?!Cr
zR$4to=N*_eP3fhfxkFdA-Rx~9z_9%|>o2H2$YYR4E;_SSS!k9^9#nE)9<~)P$fh>B
zkAA9hnKX%bnWaeS?5q&oUcS$dDry~UqD;=4=2OTt1FB=}q=mw&2g?DRQaXZT+~s%3
zAG{@kmjD#er<b#drLs$pGqad&U0taEe1-v6L3`aHfsKs{@uW8*i+lLP9kO!d+WMET
zf@-l<_QhL7C3#D87Rn#6T(PSdyXaTm;^m^1?fFx@iR*eI@g#b{Bkzwqi@{tegvf;(
zsi#$5Vj;kqsd}^-Ca8^{S`GpVaI`rkQeF%5(6)czP9-)^&ErCm^#ZU{*UU1=MRN7Z
zYj4wXh1pSh2%^`AM_W+q5M5UyYvM{@HbmW3m>p-tQDIwtIY{aXv2yhn1QO>SNRs_(
zVZ*;~KJ4Ah+EZ|R-#g?*DTdGkmu#Kua|Fz>{oYJv=}p=nnKm({aBRF7rwr^Dd;bxb
zMw}CU#<kKfHUM3_H_V75bkwO93i(+8RT&=u)LV1JH{_rj<1XG3`{|pc&}e16OmkSn
z_`S8U>eGCG2c|U?^SWetP@KbmfRo=<?Ac5Yj~YqS7dEHBQ0AaTl|dVcofdX)OZ<*a
zB!|l{cJshVHf_Z_0B3(9jJaBN2;O%~Om}F2eHrofYex9vzCiQW@K|!!lIzu?vM)QM
zW0P#ivP_h;{pz7(_K=v3*-{i;v+?uiK|!K{Z*|ccW4eVVL;}e07E%=n96#YOWcX)T
z{~w^J=!y`8G8fG==NBb&t?cw<HBjfm-ahuzi=j{DxU#0Oha*#t)W_q6-dLfX6qD>=
z<YONZT4^Gc#MO7EApw!sQu+a*h_;zuRsE<|chvz1ywnuZQtH##EX)4c=k!r{GrxcC
zcmiLV5|J908NOEQ?B{3}vtg=|rp%YaT$%8@CZ!f{E!5>fC;-N(;QI$sL^g{tXKfwc
z((G;Lh$sVl-EWqoK?3eEkJtns-O}L&-gtJNQDnLA$#dFb<;PEmiGFAxH!f@mnH{;h
zNjKV_hzwAZKf~{oJEny?{{CSIqJ<cbsE4W-9CI;e(3m94<#w+0-ootg$DvIJD0^cD
zc->p)99<Z#!m3I%nKz|Ar;>SI2_b0?-}|GVVq3nSrRpeW^B8wz9B@&|%<D|94$UL9
z*KHPC9xupd*dMSn*nQ&AliTIQoc;4YY)Oh1|A2c{me!%T(;j~Gc9>dA|N9yELS=V#
zN@mwVf0cVCM&U2Zuh9MBQi8hCOdwZYPm|KwY;h@sW)O6;KeD=KGgHHBG$RGL&ZgQI
z;wL|$WQ%+l7$s%gx3V*uTlE3a8`VqZH{ZyXql6@edz7TG_J4fVylcaG^-3h!;~?C6
zr$$sUEMr^$0iZWZt2Z8xYP!C@ekkf-K;HdWSSE9)V(dPC6*Iy`{@j&N5%CmREi2Jf
zMv1KS-`jp~5}78R-ybjuO?r{$keLrGuiWvA*?tgq-#MPpCS8g?FaysHZmo7l&!Am9
z8=Aa+0FoihfZbr1K>z2l`$r;};3nw{o2Bx%tzDkY?#^|woTl}cz@C;0*{%+}_SuWz
z$Z)HU$g>GYe~Jkmj(`3ngnO)7X2#Do{>aGdRNos_&|8cMkDgzuI1vm=G#+3VO^4qJ
z#l|ps{uOy*HrQpsDBU#aQVH6Ja28zTLQCBKdB4ZYJo&B482tK;UPe??+-L6FDl^hm
z{LS|PUg3R3pVvE!aP;|{9xPscVhDWIqJ`fMY`Zb-*OotrCG$KVCK#<1u!vXU`*zDs
zh_AL&vq6Gs0ML#Aim;zUHO{<RFBJrOcH~xkrM!EoU%6^vtImec2G&L#uC&A7cS^G(
zp48%Pjdm<cYNq@xooJzD%UQMamPvPq?}n2JA6|{O7)_E%(gpknm_o3szH~i)PzH*U
z;VgRee8=~JmNiai%4fmfpTu$ec?9sPoJJjo8J%Vy?7G|QJ5$EDXv!Ky$p=s`p-jLC
z$WBe-Ml_IL{NQIHf7SNMc(oxG0dovvVXNt~$~NP-68+0O?|Sps^;3C~{4T9XMgX{m
zX660fSIq(3{!nhU*I%Dbh3a14L}SijH}!K#kQ=d_s-=;~>^Ip}-za_T)P~){a#MLX
ztV$dp5)1ZIv{BJz{PPG!Rw|TJl{)r7ZwLgX`?Dy6TmlpiqrnCaZUK5kJUP8_hX(J3
zXbb{N1&M~y5f+!_m*saj1Tp+^3snF*B+=_t>MF%lLSg}XoU(lFL}g%X44r8_Q0bVQ
z*ew(QkXgw}&Olpb&D4i;^qVv9*D;-b<G{Ofx8J+xGw3@3Diw*@CLmi)2uB`@zSI#1
zz4Dxq>QD*MKpj_$yGet@ttE?hYe}w@O#Ya>3V;h&)v5A(i~sWHbHq@~13P^1?{_oo
z9=i=%1YqoTYl7e}TnydYj25O9>HjP~bR_+n#Q93(0U({H74<-O^5=a~7rsyBP@>5u
zt(1VSucb0*V@EPElb0iNy&CWw*HHNCYfm4L7o%IK?ASq0A$ijr-Oy$8-(ha3nuO)F
zV2wQdp+FAlAP;&6m~I1)%QbdIe-YuiqXB*oW0fzbBvMxj(Edy%0J<Nj5>_iG&xpZ9
z7x2L)DKqB)0?k5Ob>MHsj2=A6&HU|jmC8sj2GP{d7^Wwja>wSK`n%-GDfBGecfuhm
z*ap_3Jaqe!v^tQ>AX$&Va7Qz~c&%*{_PK=9GciXxoH$MFEKu%^_(g?pGwEfcQ!-8q
z^^vvLc?r%kApm>!W)G|7JM#kkUd}OjE0er%IpZBqK5YQ<j*gi$ik(TRxt7Qz=%<lr
zg}3Bam)e{kq?UQ+@;xa(klOaT6et<}_lEJKTZ{JjnLR(;DK2zEBQ3Q*7N1Wg9C<A*
zB)%jkvb^ty40FDFZAGci=U7Qidie(R{3MpN?z`UjU52tCBN~`eZdV7fi`1Pn9U1eF
zarV`EZX`yzf6N7GCT1DwHCRf3v7XQ3rsWERbpyU78WECGv+Nk48F`aqcObzCCLi2F
zsk9C$>l;_SRBizQ`Fawjpko7dAZtx*L}@<Y3YO_!tgoTRTFdRgDbxch*=HncjT>p@
zQzK5HXy2l=j3)sJDJ^Ny8srUDoQO@-!1(W2<kPV#do7Ld0xs*|GoPHz>FwmFE-p&a
zN4m2#8RBMT=Z*vo=|!lwLgla>8S-Ad@~Z-IYVr{IX+07*m3$0D$+}3AN%Fn1bXXT9
zG9MEafS(hXow^^}JfVId)MwgZ@CT005IepP3O3h%kn{g%z0siw+G9B#!M=5Ej}P%E
zC&b0ozL15~ileG1cUwSi37^x?7u9!TuIhw1hj295e*>)zPtL=_;kNBxGO-VGh);AR
z!H+VL-YjEftWnxnTf2pgBICBF{W%Qp{{?Qu5IF@Q1u=|wzHCOx;){Z|BEP^&1$q~n
z?WKolKBZhwmC7J1-}~JV3@ugoJgv5QC1uLiFCu^1{IaK5IT(q)3J84bPo;jM+&wM`
zTvlSiDa;Okppg~hVVB{2^G9+ffyZK<9@A>Rc<5wz;+WA&@Ib(KQQ`ctdVqA3C88r$
zssX;k0m`$L+L~``j;4HH3w2T;fC@rX)G|$qitt%Y0@J06!2H;`!N;?=aSj!%6T3(S
zo6?Izbva16`0Qic@39RoyR(e2ppo9-U%$?ibUn?@c!;SPi6e4XdQ_821s0Tqu-kRs
z%+qjV)+~PWJR;RmaMb0j&nhJVjHt?uTZ>hOMS0*TRb;zYD)Ku@koRqS{(zj%z!ezz
zE7_G<9Pf5Ys=>N<DLWwsjJ04V6<YQ?KR$-eiB^w4R_!ny@Y`xtg{(8^anuLf@3+a-
zY@0)TyY`M;jh0-;P85A5F$NDK07tjnPI&hVr|ergMRSsuQ1YJ7W_`OTJ*CyivxnoQ
zTxXaR*@ov2%?&-9`KainQMMq=qvNr#Hs~#4POqHC4S#RPm}1!f_`_P)6vfQZ9C203
zpz`2O9RUJ8o41TtJKJbw-TE^c9c7d3_IL4Jbo{Hq-$d8i4zw{?bmval)o%88vnXfW
zUIKQL+>`dOtATGRh|E1zh+Vpv7ao)_7S<VH4BubKh&$e-P<pzp3O+z*EuWT@eKn9_
z-w7z@B(A^ZjJUP|Vm~k)sYt9oUb+HL-J4=`zG;OWl*g#r?Vm?3B$T$t9!4<)Y~z*m
z>2OLUjzYPGmKTqyr6G5A&jB~ypHGxR&Kibt)}6uv*YqW-G>EHAd-`GxgIS@gv+Sui
zLOuMkh>i`HeW%r@vi5B+epE}}RiG>d`~m{cn)9~H(%W0e!kT1_t!KOwZ9nSZoQu=8
zI%zDC3ad;@>Hd&%Y7CYoV|8o*@zOF?=E1m?Snd!PY-sn{tbB{@Q{*ju=lo7vidKJt
zwd4m6sn_GA&^T1sY)8~jv=LB^b2H#tOUXQOQArjAfsp8j0T0S8`^9h<X1zFsCzjjW
zw;JKYT9KN^?h3ntpG##&oPDxD67o{?ccv}%SE5|&yc9$Obv**N2Xi%0pLgR*iIi5Q
zO{WdQ5w7p0kl^o#XEh9KC1hg&MOHB5Jcf}V_0oNdCDvoDDV)G4Ep!<Gu(5E<^Xw)G
zHDe%qSPgKRO7V$^WAeHF#DT(UWt70#<ce(f&&OsiNpV9^sLiW0lR0Wz>_9O-q*n7a
zUR*vMRA^rE`|yEPL1lf1To59wjP|%@+34;k2IoOwd9%UDXz0VWxyq>mcfj>teHapV
z^GBYqc#Hh~wj;6O3ue#73J|@>w59Jsq;TdViq<j)*cWK1U^#u*|55dqVNL$;A3wga
zk<uYGN+u~tO-7f*K)R$65Ew{<w2T%+Vn|BE=#)<Bl<stdGzdzG$osd?@&A8+$ML&y
z-P-HgjUCrs*ZDfn=kxJoH^v3hquC3e^yBfbbU0v`*NJ1Rw;6`n)PHI4;8{|3hZW*x
zIuXlz<NWoS^uyn*0Y!j!jj)P{ENWTHdD1U6$v^7;OtN1ONSN_LoQR!f^HZCpzLK%Y
zEJ3gUh3cy{qN=(0ZN_SiUZZ~H)E9O@i%fPt`r3V-Sou|JW_DkUj3g7Fr~5<=!PRI+
z<1Vp}taQf*Cod$D#v{c*8oTLzZvmJ*2qf0%H5We6O5MI!l9l%mn?<FDV4<MRL0vM2
zNsJ4%Lgqr>OJ9_xf1GDeNoV|Y_J?+nDk-s#c9*Z8)Lm+h8VdkyuN144eQ7w<2r9BR
zREa}r0byd@XnCl8spuH7#0Wucvi<a%So1xwJ70U=koIV*$%LoE?x(i&+K$H8_T&1k
z=KaE1iGieZr1h@s4y>1UWe-~8i4Jt6cP`!l<zGfT+1EN%ZB&_LmtYS)(C-{1G!3m*
zklsEoj#dAGe9it#*x+@`<M$&&ofaucle&gb<)BC$E?Is)_H>U$NCp{;Jrm7L?{^1L
zg{sw&o+nh{Jy))ESBAs6!9G8Y79Mlf!HcCe;x4X>`sd%PtHx7sWg0||W@YMAjj&Gv
zUnHACuQ^VM%otty6y<jdm0DZHmJw@!a+c#4W38SPT<Jg^g&mzrRYDAB9d|5vskM6$
zUo1?8B1HXJ7R`$tuW>v)CczAeqPN4~c(sxYC6A55VQ8!-`Hs9RbSs08EMrJL11C9g
z=ObRD6HBhmoEq$q_tb_>SfCU@aZLM9?SOSFt$%0H9;V7`yEy|8d}t;T7&>HXD?HgK
z{2j!n`6gMS%99bHKYUdRq3n+Ptv~8pDsvF0lm{S<op#iC%T&T1rlrZ98jMUxagrXq
zF0ZYA7Ryu4{(s@pqDS&#xRA;2J4cqt>g!F1P`mSl7+dG`n3*aDnK7!q?IPQ?>kGOb
z4l7~bJy#WvMaI1g+_~c^19HVE;}td`TDRg*eE7YCeiG{$G4wi!RojUm>Bm><i+=<|
zgNx5(nd07a_NvGJO;pz+(%&a1Txbt@zwzMgI<kx5fTlVdVmf!PF5MIV@?;DxnlMuz
z#B%o4P&+0Od3&c@uu9Q{_&as)8Q#ONvvWBf;EQ{WV<&0HYi?{`^3@&G`FHuh3X}g6
z=kRybUHE$@&QcPVLtcAs)LyDlVIna8v9ar!?Ar_mlq97mfV;}WQYf~Ug8s1f!2QWX
zVe<x$M`(Ef_Lmk;!FRp+xr%;MwfDvcfiY{EdrTclg^z*80goE}WusvOK~`r!qs(5^
zoxh9mp>@!=)@+M^JUrqqMfH6HCH=Q|<H16QEv!F4rcHg}kV*bmL^n4Gd|91#Pa6_X
zc-L2TpX;RlqeFb_pIfiz#I3;I@{0Sz7wm6Peurd%QD3Y4O5|@$9JZLhQ?Ct`ukqnG
z3k@`8OvoSP&?n1N`Eg^9h5W2^68cwIIx_R0UfGK}fZQNqfW3u|iy+GLo<Z-`cdB>)
z*lWyhEVjm-`z=8WJ_72;<36r4L|J*v?imnZ__+V~(7TZBuMhpIhY<J6iK_he4r(+!
zD7&0bq<gTCh<8t?y+3EGUk%bWH7Wl3vX;+IUIZMeWFva%xRMZ4CD8bH+o44C-7opp
zNom1A(5y_wbk~!c8q4WMjT%zbn#mC7$1U`-Z-m1hcr~*J0L{5W@96xuKfbPX;f?~w
zNRMEWvn!4Z(SbUgbvH3*!591v3mq~X?K4Ch!wjPRCHY|Ykx9$OZ+C)cU;JtY7n+)%
z-TOqak9(7Q)RF@^bF}c0&N17$WTrKtu9#0N=IZz@N=ZV}fa;Kl<f+B7{WhP3p4{j(
z)A+pUt~z&ue?`>4sD2H0<$IyuH2@>GtwMbRqME+kSgvZ-)lva;cilC9Cx?*}zVI@y
z`reJ3U72Wm2@HPz(Zj6P{h}X>r$r!%H4G*+y2;ok7R2e|%$C1BmrlYAE9T`0k&Eyz
z1WD&Wr|#)*qP7RcX<*Z_dO6<t%e46bJMR%O;ICy|>_OYt=o~6H#+&Nz8X>|0C=qi6
zt4JxKjo*m0vABy1?8i5wDGq;(_51J&YIpo#*d`0T=8X*2?4y;b+`&ww^T+fjh`)7Q
z9?6PeKdXK=Qsh15xp|vr<Z+tEVEMP#@+349v++gm==QCcrP*+&II<gG^_J<27J<h(
zJCz?9x!sqvB)CB`k#EM&$GV$o#OnR*uT0W+>R078ShLW})z?G!Pp73hi%l$?1Ky<7
zPV%ZHajNnu?!j#U+wnZ0ZL~6j><#Qf{7!HZaCO!={2!oMO>VFwWXSY1drO;c-6_DL
z&~!ze@`+X~#vLHd%b6_C;?O%8wW1pDJ+5_R(AD1fP>(O%RR@m*jez3xa00S4ccNV#
z@iVi7zM^ZxZ;N!-6gAjh)o0fIm1R(klGfY{d$o~c4T4tpW!bL6<RU{h_1GRF_nvEP
zmSudM9vkA(yOAxV?f&(@fuhJ_?}qpX`B_ZP52#vfMy+{$mbEqTz`|-!n{dAi(l~u`
zA;aG1%VVFtMZSsxknSXsd-_$^n4azAu>UKlvJ*aSnmyrY%gV`MToFCglH)Xzwm9#7
zO755W8<C(SuDEm}(t#22NJc4ai&YX%5cHlK)SGJIjCzcKcPS;CeqzoEl*<D(=3{Qf
z^$C({i%|0JThQ7S-9=jecSbV$&GpW)mjo_0Y}~GA(gg=u7khM@-^r!PY`2}W75UfA
z{z{t`h)~n-jj+e7;mY8(o8+^)AUT(Roq33>Z1NWpJ*3uz`NM}L@qzYLLBcman>92y
zivIyj7P;CJj+;s2rpM|O!C<tI|IVVuR!Fq5<kP+f`^f{>UI%aAyHbC*N%0yaz<R0#
z8h(vzlf}F~OYVQR_>7*)+?>&rCr5;_=RH9Fl=wh?!tI{wYnYv#U*_JveaOAI5$t=^
zJAB-v+PCZ`t?xQ5O_4}rfK&6+6CyCB0nI{_G}-2`w|1mvaD^ZI`(ffZ$6v8T8zj)0
zK!kWdSdwHPrtqx(%)vN*tj`OnuK_AR_R3|k^yLA3j%HA@`kdedB^7wtX_Z5Ld+N#|
zeU#r)#SlAt*#-MWX@a`-b1yBtG%zj^96+MzE;)nK<^YstvIq$eG^Jw$Vga5BX;tE2
zo1_>Vq`e#KDN(TL{UP(sqhP%m(K|iTd!LK@;@&>h`bK#GRhaP5E30QWrZiq#X0)JO
zAzV|CVo;ob(~VNP9GKAC>LEEeeA;6&db}I?DYLqnVbFjzF!r)jPE*57ISv2^V2x!q
z$)HfhU1j`qJ3C_}l^#j$fP-Rcn*Gf;rQI(}`R+*?jJWX&Lk$cEZk?IV^t0(6freUU
zND}Q0?-<F&*s?9_Jp>^kc7~cJS&MD0+k-G9I35ndYw+e*@+u7zF<|A(8rpT7@{u++
z*(8%dTfd~42+;3}$i9jJ#FA1H;5(zFyvu8!<B>04RLGxnLw2)_ifUKGv$hhe$-Of5
zycUwdVIC;HjR>hV<Ol;NULilq{~vNjBa;2xq~83CFeK?jZ_ft(R?uZqqFD6PkxA5L
zD3oTX%J{SKuPs5W_f~vhYEq>G6~*V)ZLtC!1wa@@r-v_7V_$`66TLL)Z^Y{@YQoe>
zoK!fqcR@;-<M(gx(rdgW!t-im2ZDs%@J;I>A-sa>$fHBP%%ZPalQ_S~t$ouEmqwPD
z^2d)ZE3?)e_$vHBX}uyhrA4-p+CE9Z4d1Irwh_pVe(90WTftn(lK0zi;~1@z!%r;g
z^Qu`8lt@V#tgQE%9bFWDV8or42bo7Al#x=m2IkZJi5(MuHttT1W0ZOM(ld<{#w9qJ
z7j?h81j`}ocAeUokba_C`7d)g+u_J$BeGl8r6en0ri<v!ApEMh!Bzxqt@^D<FQyO-
z&_d1x{YsR_%lI+W66Q~rmtLt8hUjL!Bu;0SQgPB26!Aa{>kYXuLJ}RRm7#5ktkH}W
zPbDSsrD?Q<2kB98nCVLpHZEMgNWz>O5Ei^YV(lq8k9d?s?v<pd&1WYB$JwSnJH6DQ
zi(#C^h!vYd_ErkSNwmlnO7IZ)TES%{o+h02;aMJv>J&OiY^rXHUQiL1R0oe>j}Tra
z1mJFxnthz$2xg)UXT>SYi{wjRM9(hdC>8>B+f!b}*>>WOQK}U!#XLY&p(HLV1EXw+
z!Iu@MIISGM{W_e~-ILJCG~8+6K?i&?$XF_1FUhP~3jobo=TB=-$uR<)@jG&&i~FIt
z23D~!K2GqfXolP^;KqgUtnI$==S0$(OBj`uu^_ezJs;TN#AB(PU1kfPJ8qe9(Hn@&
z+J~{CYW{gij>U<pRZ?OAo&V)}5$sGM@_dR;9eE7#)A{1i@}RlJIV)mW2Hc#P-xc;z
zhu>+om`a5xlmZG`Pw+Yz2x>)>tJ)?i2R}G79$1--4blz%SMt^_exZjmmZP_nl)z&x
z%M+)z0B(KsGSA&+IZmZdAUkV+W^`Htq|DCuI0$p*@4qLSyL-H)!OUX+@^Ro0wLLd9
z<!N|wT$q+~>GVbFf}CSudiP_Fxz{b81n#tZf3}*tq>$IPgI%n1%ft;ydbHNEM=>G_
zx8XzE@^oFoH%tOF+EZ21a<5A@T$yZaD4?5?RG||hh#HR0ruipZQT%@cTR0hirEapw
zkL)?Jzk}D5b#dLPe%`#9wPcZ$nrxyc48lA+8OoDw#O6}oL$%LA$Fi>3EV;|#RA2P|
z)+gu)&!7bFIL=&3V(*?`(_d3P(3GN)2BT)O&M$Q1k}aFd{XTTFQ8~1qP2|H>8$7Mk
zySmjFo_w4|5%nD62aP*;_`C4_h0H2L%WY&eD9u?5<MVEPYhK+1o`v(YU4Q6qs*Uik
zaOPMs2PWFdppN28FaTdU;yby=389S@eh(U}E`A5cB2{LeyjHJBTIFh;jCRhugX842
z6;7ur&2AiFyXz=wj(b}9fGF%9CO|w|+QDIqjQM5POdgx<Y{phZ4mh7i0^m;g>crf&
z5aSoP?GR;bFl!e-X%Pu{^Y4eX>~`pUFiyWTd|p)(dgs6SV3NUP{eyrCK7r1=-*N!X
z8qWYc{=SA2y=&F4QP<in=#5=2QZz>o;cbGgafj08xK-~;MCQ8+=f~}P;UfsZzQVq;
z-6QFEI@)^SZXFSX4B;MbVzA8?yJ-3JEHX9M12dSWwu$K&Iwy~$unGKaiOMA#>Sv))
zpKElZUw<*?Kt=V4gYt)`!d^}5&Q{_1!)#lu9O~@g`q|V-$lJVkzl78>{y;%fp+iml
z<6U%qKZ2OIM4IEwUUcH|C;C4~XuG+Zl*M(~x>#?VOK!AIowMnOqBaovcF~lz>=0~N
zu(MKs7s=Oi`e-+%y&-Ymw~76y(@Lc3@rH;VKK}#r+?XyBMCA>dOsUV;J;e6=*9^|I
z;b>`eVT(+(Q~Noy#mqhH&Ep`tJUG4AP?Ljx>T@~&^vkt%VccK@|21Rg?FRb~@!>o;
zoD)i#Q0!%;e#A!NdZ$tH()2J#Jag;8^M3VLFYMw=a<t$hCsx7^U@E=ff{;HaPybyx
z$_E48{z@Oztv|>0xX>e9i)6KmU!M^{eXgpHwz&Ilg8bcHLv9O~1{}XF8;}xnvJ4OS
zf9?KBU{N)DQ(;6wS1F8h3_uB>o;$4F-msbdTpTLmz2x`z(gN=en~WJX2&CzCgxmwO
z;$p3BLi!{RzFvqSaN1-2JLkBYk7rG@-7B!h3#LBHhS@*Lq}Bi-EkEvAx^FjQI5T~?
zPuY{2xWPw=Fn6tGV`<9ZU{$Bx6%z=)!&|@}I9ZJ%_+Ks)-Puq~rVkh8z8%ZxvBW=7
z{TqG58-2MCVmA#gOuH<I;(lroAz<qsG|7Cghm8)oBGXh+v~Fs-zGfxl9kl@Bup?1&
zAdGKZaAZpBvpSg+eSQ{S0Aqe+$0a2pt|%|TEr1F*Qx+1FHa_R;>%JG87jPBZ6c`xj
zY#-utw<_fuss%xf`Oi!GJe|6P&VF1L&?guWyWvt5huQxFeCL*nbho0D)-1WHA9N{0
z7KhaT%YO98fTufdhw5gr?T%-Ten1u%5k2Q3u3fD0qwmRw9(HTV<T;c_CSWtf(Rm)_
z7ozmB=cNr&{Tcv>)m|j%*xQ^8pZpkP@-TBIy(;O&BB|st*p9+eOZ2Dyox%L+W$t^^
ztVJCJAx^yG5X(qFQs551-noa39kk`-V=VrxxcnHX{Pv7Kbd;LnO}u+BFYv;6Aea0m
zY_IP@@qX>9nO}%@`1mLPbR=FpfefLQms!q}bJ?oA154^~HD|jt{ZuLYzz9KFS}-M$
z<tVMSW9~w3dG|2b=J3!(Nmnn{6_REpgd))91kf1W^K7ghthk|ST$$}2UMCIjkYb5?
z_IW_%URyV(1MN4tePa^cRE>4yUb7&afTSsM>nRmQj4vzw0{533c*D=e7y&Gg=SzSD
zcO7i_&{FV5yZokrf@*!kGFt^N67nQeWj5(oXt)JAYUYTIp*l#}&B43PpiM-X<=fOJ
zV;gLoL$!({BbJRiWT(h4{Qj#|&8B(XfrV<nCq;h<C1fYK?mqy=b2lAupv-~Q7x7v^
zK?^d;HCgt7bDO%eQ63vncsT{JT6Z%$wD8NL=Y}JV%L{k#CUIHedVpOtA>FAZXQT5^
zngLf-3IpL;4gHN_(zcna|9CKUs;t}l-CSv&N!iA63zM~@yg!;Bh|n|hI@SQ*nzwW@
zV5(fxiohTaBSHwtuAonLXl#z?%eFFpmc+ic_~RqZJNTdBiNFQpn4hm?SyFy6V6h}W
z?B>T%T3Sx=HKpyVLvM<5MdOUrt2PQNqC8YoGKjyn=@3ZZ5(MT$V+D3dL1E5OXII%!
zac;kE8H&z;ln6zBLmj~IxErBYQiasR2>{kZorX{X^Pp#(k!8TC;qm)*`TQ6XdCr`<
z$R0Q-Q&EHf!KUupDqvpWUCG%!%-w0bA$CSu3TEAHF2*0Ey|^sbSKbX}29Vi`Y@K>8
zra1s;qK4qr?{0794Rw;kM_|hq`?XpW-wdNY%>R9ltTyAKC(pZpWsmDg{9Uc%Bt<hb
z3^|oQPkNd~1V6-gwsNFL_l!ooK9yVu%2fW-_{WpvdU7MbiHvAbchF#<L6jn$X51+L
zR4gf@n4^AH+CcOG-SI(GW#mzOcz&f+?layUY87lwG=zjUre3o2ayZX=7SVl7rWK_7
zAkj7mWEsLgJgW4}z%$s1!~2;X9?JW=;QB#h{{GV~Ju_U5m6=24Br!a)+i}XG`XGuh
z=e{vuRo8&iO$Q0{c4lNnr3HTfNikTIxyOf-lO{zQ;)jk@MYdD3A3Ae0vrwYBv$mvB
zDw<}qYmy?YMMggTt&xWBisrK+e?IcE_3}M&E_@>V%S>Wt_H~;f10i%)5FwCk&^KuJ
zxGg>f@yG=7g>ok=Zq9BSyqBy6PgMj!?J<;)NZ0JLCXFR;c~+0C+qrN6tH;e;1ydeK
zI@7K|NPa+bDfy8Rs|nWUNH>)cSJ!_E&CauCQhC|EI-#l8&h^3;OQ`^!xx+=O2q6;y
z!+@+Ab@U@Z9+jz?qFY`9*i{4$V>bK5UZJ0~<lYyn&le`bD?r>i809|7{1v0#A~3aE
z_;!Nmj(2qVXrYQW@fYI+xreS~;tp`AQSFO0r6#8Xqa}|mC(pC2ZLujKi4uG$u5Sp<
za{$bBh8FMw_*6qohdXs2YI%B?Rssk+Z8nC5`omHFB{Yotc84Mb&zYr@W?KENsA+N<
ztIF0YMndDr=VL^767jtixu5I>6a0y25?u)M=wY~>Q;j0X=0xMWjd~qRe0qc3Ds(3y
z&nOb~SooZYd`a+I^@mnLItjTWAr}gs=k5p`N<wI;C<EpPT?>66c#d14CV;Kv{1V$E
zH5DF)wcXB=D=&^9%?h;qcmes>lh|{oOy-IY_5yCwb<{#HTn%!oc|ZqG@mc8A&bj07
zRDJx3+oOINI$m23;oM*>zua+JR<;LsIyhpEi&y^5w$0$RN}xvCup#r8a<w07+k`FH
z#mLVYBZ(QgA_*HTLjn{2GJi@HIN>smjF%w^9h{gT&8FGR@BKzokIOt+AAN~hkMD@{
zt`R=h?x~<4^|SmBVC+U6j5(R2jp5MkKm)+1+;lrc$GJZ5Zy^Rbc5xV!rSK)RGM<d{
zrd!M%#b!3i>ED-)gr;HI>rK5s`I5Tj{lGY(VE6g=0RiK|FO4nZIjQ7E%gkweVLLuJ
zI!xH!+&@PUE$~9Thl}m3Qd*u|_HJG7D8<h{a*Is6&-7D3REp=6IX5E<Ljcv9p_<Qw
zRmT<hQ|{Pjf5#vgh09?=f{H1!Tm_RL>$8$rX$hH<58g`)hwu+X%i=@A04&F0QO+Rl
zJ>`=6vGh(M%tdc&WoG7~NFOQAB$k^5l!gS}8iTb&0%v_`ZgdEnf^_Bz&lmew*&Ym(
zDY-bjd2ShqH~iX~cu+D26}WIx)B7`egG9l1E7(b@m2+<_yZ7nr7&!T&Cg-85F?ppD
z9uZDXCkeTo8I!Ibw#!sWnl$o6+>L`|uK$NYC`S4|yt0H$gWH0jy#9#ybSz1#+GTg;
ze>Kj=wpvBC*=HML2**47_4XJbIc#*l{h?VojqK7CPGFxd_*rW9rZ#PLl1t@>hTaT2
zVcU_BeRnk|x!*v*!pF1gZdRh&Xp?h-8nWLh)VSmXj^W`|259nSO-}ZP>XT!W1ic~X
z)y_X2q@^Nh{CI=4D-`<{G^ImWe)s&QM?6MgRduQ$PzL(3`iA5;a20e~)4XSCg8ywH
zjcToja{xC8V<9I=nhMvQ)mF#b>%6hrY6{;P=M|%1HS6m{DYyBIss-SAjEc8xwLXot
z#G4A@rprD}s9;22CZxSl3&x2U$SF7*{S*I|Y-G(050_627`#$|qGSj$Aep|+K*uiP
zGeOKYKMs5Ovq&GJ!x^?O#lfP$oqWt6e<t4VJWez8#c6RyboJ27=7u$$n*)U_DCAQ7
zcdvRF*;(_v#Xcvf1FogM6Z-KFu+iIxEt*HVK%-AYR(qz42%m&b0;td)vzcGFa2ch~
z-Z8Y-O$V{ib)=>~0UsA$zab=m$$h(BL=8MidbYowgkq<IQYD4|iRbN9y}&(~4l(pS
za<m;BPv0B;l9AG>{~$8Fv=Kqka&#x36Jd;hW~?z)6J#i}TjxXM%<ygDY@|Ce4t;mt
z%{buyK50&fRQ^>Mke%x1k$SyaG~a+WCp#8<dAASR7rR;A{O7CJIo+XzDcJW!C%rJ}
zl857W?^Ecgs(-DyG3&dRXpVy2gfR_LGi@yAa8bDv0O2z5p4~1dQZIE6oI?m4*m6Ud
z->l7~;&tE4_Aj&jh>Xx^_Ts(wuyhEuSr2_`q)WjD0OE<LNq$fZf#?x>tlfJ9XYUkd
z1TN$lEnlu4QXewA|McPjx7UtHKzyrh;YHA7v?r2iGC&YipY&o-6HZPB_=SukG!^m}
z1C8Y6P>2DnleAd)WIg8QK3qEjyX}(<sNXddW-3FU$s7m(eWem2yD6B>tS{K#HD1iA
z;a`p%%kOr*zOj}+Z)|QSxkdVYO((}1!F(jyFI5QI7{w{I$UJ_tV8h%I)qVZX|2V(~
zax>*Abeu<Pye9*Rq4VkGKoVLz@<wSL;-7_5p2ir(5{eWEaNOx7>GOK72cou_2FF7&
zPAe<~365XXhPw$Yohy~`U;r%eWdJSyi|Re-brlxQAmcn$+#oHP_QC_MAFjDUG{6BC
z<Sk?lJ~Fb;9&#u5QZtXbq<c_DkbbHjN0VvH%a5i9CuiA|tyv5)ibw!}N1E-eb_qL#
zp<&8i;%{dy)a=?mVOn+o{;<!+VhDQf#qGyoc-^dO5F_Qqm~UWQku<d6Bas-KIkQ&e
zKX~j@?%`+la^8YTPftWv|LFOv;300855DhU&uzZcf-e}$qX*p!!LLV?2Bi$iv^TfM
zr3l(&ok+J~z2A#6y(1qdCKkp0<MFPkBPoAz;d8EBKlnV4)lW7>c)|PgQiMKH&#Akp
zrHQkbz|N`-x8spsOqd137*#x<`IC>Fy3YbQZ)~+X^cK)zFZZfm9d6KO5)DqNhiAo(
zHg|mef~UsyIA9yLeiPV#=7e+i?=UAYJ}S6Ui5Fk`{kdILv77*KbYj@&|H2=BRr3nx
zk3xEZ#7KyflVZ1jO0zHgVfIA+c61o_qBIu<gm1L5NFFEBeU#4x^^Fk9rdK@(7M}NN
zxHnAp6^op9LOdH(gN6^yR5^Mwtk_5jb&o$ki)da^(Q=x|Lh(av^7cQxeKHD)qXxnh
zwwP-vB(|!wis0aFm^m*vc~ZtH^#{hYpE802HNrA3#U{HILLxi$kkq%lMu=@-q-fSo
zhDti#Hw-YKa*7G%j?I_Zm}eJ)W!-*w*e$kAV7H#}#X)ChFLWl4Ucyt2frXzW_<0=4
zpY_t<uwTgBQ}a!JzM#{dmY|ZbK=+AW)$oL9Vz6_T^Hnc4&XzmV)@erwgdz6k7-!KH
z&hfkB6M4TE`jWSTl0efuT!$RUjrZAz8Z8#b4ocRMOe7~KN1m<4Fta!zXloBb)d$N1
z=%R1{-Z@NdXMln0Gsqsim~cckDzwDY02heBNcc_qT#FD8a8;n6NW^BU$<b_6`Nd`U
zqB_u^b(ID<w=llb^T>8;yVHaII&Pwmo249^Ea4>e$<@jcnusXJA0s`_%zO*=8Y%BV
z5z@_rD?Jgbuh^a}UzD)5pJ*Q4;7ZT|N2NImrC3-0LT=hmfPZ}(asQAF?+k!kycDLU
zJOFOII9&HyE7%d>I=69wCH{%apC^n}nn|OLxXJ?;;6m<;Fa;>`i*rrLY<C`BEDjQd
zyPj|yy!fdt!<)Si_}>y1<Tgf#G}8~hg?gC$C^2g~6JQ=|$(vCqh97;dIcbWN{iFj_
zrqvPJrp5YgWopxsXX#plvSxfS(A}^A?-FYovGd{G&vUl4two?OWP-c}+42!v@iJw|
z2%MNYIdp(4xb${rH-d;4M;}uf7mh#BSjkYQPzOsh(MK^BO{mgxjOi^=EeF9rkDX)k
zCynvCvQw5}HlnER5WYX!J=A|>1-}Gg8S#TP%UTiGv^r4I#+U4m2d7GvD-R;xgwDod
zcTjy&4<Vq?pO#tskDHz@#xZ?snXcMHJ$&JiwTSP?74V6l=hR&nWnN8A=5(;HLzHe!
zlX3-fxhOrsKq1&OGJ#4JjRLja8ukUTZF{%(W#hEd^9NLKBJ6gO$DIX<IrCWfqB24O
z))LZ&djQBDVP}AlDeLp~rA2On{3i-9UTLNXEE>4``7QM$PftV<7??bZ0pH!o@T@Rc
z=ZNZhCf8QcI*AN%v>SvhO^vRmqdVQT=|r%#YohTf9uyGPr2$i8j)_5nk~}j_zyk(S
z0)?S~v00d?8&6$ZT&bSCr?5qGoZuEv22d$ur5=CE(QP6{)l-3B*K3=@2APzN6ghJ#
zOKm6Gx}Rij`eai&{Xyd)T)kE^Pdb!~#vXShPNHf59eeV}<&Y_9@o|!#hj!;r^zO8C
zP6s_%aj8tBp=t31R{nVsIexrh8Xm7uWp!fqw?(saP?rK?_*bp+goB6($&A)~p6OVs
zQ0%4aKc!YClGrJ1%C&qF=QWhrI-x9O>bDaP0>pzztSGF8_*rBRLfLvXy+*kWSQ?~i
z$d8o!9Z%IRU~`?Hj7jX^?7#5+JBvI`ofKi4h(Fp@0V-Kmqsq3)p$qw3)L%qPrnkI)
zagj+hM8vM)75aKvJkhCWQh{F;?5?`A+XD1F9&6}_wb$~p6EbjPsJd(Ug&{_rcZB1N
zCnf<AJ)G=RGxbhG2BuEC&wtamz!^Xoc5ZH{O`aeE8b>ozn37=wrO6F&gj9;${v6(y
zkf{*<Y4=(XackgPFZ?PwkuN_z2e8$ESR2&084Ivr*a_o*q%o-Hz6^8Sk%&7cguboJ
zNAgpvNmQZL_CBRE4~;-~(=AnTEd$$dg}RIhJXR#LR{MiU!o?~*BuxdALyHo6k07gA
z%dA+nO2~9Akv1Qy-!H;V9zmt3hSM5WBiz#GKh2py0g%|q6<j|!SecjT8%Y)uOM0?{
zGP2^6HHDS7`hHdQ{VYA$fo|^%og6wc?)@<NlkCekpzmUtt(A7(e#ZFPGQTq;c)^=~
zrJNlq3P3sWDsyP0P6tYI;cXpqDRgNMfQ_G9w&zYzcb7;!?=BVe1DEbgPCdI#Um2fz
z`I5Is+L-a}4$TCj%EfiR0|SJ!IOqCG4Rga8tFZCN_M~>vvPp*0?olkcm%b9s#0}tA
zpwY1<lfO$Giduex-)?4VLdXTO9n?}fGO3=k3j$Yu%nFZVLK$W>+A~}h(&{R3)~U$s
z7ob?ww1_an#W`vN0A6W5@)nFVi3kr+et<TEHX<$)030s9#!S-w|M#bYI4_ORBYBd7
z>=)d$piDq8L83QC3_#wXBbmtqq)>P8!tG_zRRESUBo9urj6@RfIs$%ba(%ii`oAr&
z_<#GCFd5%P0ZJkde-KHb?yHVGktgs_K}t=>O@W5Q4jpk{Sc1W`nR8i46Z;g3Pn#Dw
zrNRRg)?z_66iwmPZi}s#Fk%REkjs;_fDbuH15d}*pRoo#a9XlAmeYc=<5epf?abzo
zd)Va^NO$VZt{yQDx#~=pMEA$JGWIZH&c<MuvtPF|+C6Uvprq4zV4o9{Ib%WcZwn33
zl~2$;m@AgbEzT4FdE)!@WL)xT?Kh~R{GqV<xTBBqdSUq2)}+VDZ{3LpUe+gjs}UN>
zAXhHK2N_C7Y;&Xx-df{FdW^<9XYh-*j;%|vz>@*pgBy(@?A2-q2Hs6%j%tTwmQbn$
z)06P2-@B*7!^1e5^4ez0kr5GRsLpVU>_rAo`OfKtBdNlX+D`Zc4~`MGQfTj(GR^ZU
zZtj4+d!+o;?<74!fZ;$!i+RIid=yt<D|4;EPAqB^F!@7M^pmAFSJ|*`Oj_CMlh$EE
zU-LzdauXV6iYFf3TkTRA^587U?Sjn4h$I&DvXyy|J9pA9A1|dxMvE`2>GKGmT6cBv
zEiIB9FepVb$;)645YZyj7L}x>G0p0~A{`4OCa9m)N}ch^P;!uwKd@LaQ~AYX4WM(C
zdf>05GAhRhseXo5D1I5-^uR2!gii&xn}FTHF(#_ecZS)8rpoxSk3tiizDEfeBN@Sl
zDgs&ciK})TUsUOylq2NSQ+c}eq(DmBU<&nCW$0^0C(qkY{$yDc>N`G<Xsv%a*Ub}v
zvf_*>%D#@H{l+~JPQEkqjOZ>kP;8WMHy|^R0GtInFc5^=^rsvcG9*htj}2Sd>%jA#
zoU38-GG5PH!Sy)BpRd<lQFy2Y2^YC?#w7z*FIJppqkh#motiTt{5zfIt`0FbcMToQ
z=nqc<;J$}ZUX16dspQ8c2`GhAJ$V(Ef{g@rQQFcNcTka<bCVkMNWLf;&iGuOv^-GS
zuO^TXWQcY-MexTh($THG2TI4zG__On@C|4M*ys1;>AzS{)A~4wl?*T>_P*F4*`YFW
zso4-x$_h1AKl@g`W6jDZ;G#*ZF9dB$6=6|eza^=SoCn%?I{U2-rsL+d>c;iWK0T1D
z0hj=>(*QF!BRDxX;Ctu<U_#-tvVZoIpuzTmF}pkfj8^UBwy!qTOs%CwlWXeC<&HJj
zPl)jCk*H`X+dHFyHr<y!Ma|69FR?Xt0-VAU;B%85Hvkalu6w(wL=`?apUpKi-ufp>
zzWUQ~oVnRsSddJy|IS0poPu^}gjr;qEhzw|xcq3gN_wz+7)ug1X@EQ(MXOEHrOB2k
zmW<JSI!`G#a~iT2>dUKkj6IOH6-qN4-otCH@2)OAb{}7l5>|dJAS&$1GhBqLiX8V~
zT)ZWX01gSvI7d+){y2y9v@(EJ7kBv<#9sgoc|9_PFY^d8@o|`sz$s8DKyU9+hANJg
z%5s22ZGB<_=xc7n>WclGUoLE+EuQr{r*Csu6ar8lSw0nC&uZ>;bHvPQdO~h5ov57-
zC=V5+o+V4<IM(Pl-Pker=$Vf@_`&Mh-!P*H2|)=MPb=IVI@(OI#eX<6{bG3v<KW_R
zRT|uHZweWwYsNXLOlJg?Ckjin-H5I8*R1U>SdjO$XSkq_wwZ%1tU~Jp|43h3&=gb3
z!}UtXLuKXBTLz^Xbqd%aZZcC$?(wgkVTj?`4%?V7?bkER63(yg%Jto<KI@(T0P@l)
zip{)m?U!pX8Ql>lcI4n+JKH<_R=MIsth8ocF8NXYK^6S-=+FectEcGH+~}u*>S>JR
z#i2&(Q+@hQy7e38?%JEojVtGEAH3(~uk0+L&_s`<3E`FUn~?5i)3o>K!P|w~mFW+=
zUc?LlY6(urRwjnqS)gZ&w|F)X65^zO?4ymh(YMt+eX&%WqAiRNq=bW@VSex`DeVZR
z;~AS>Gc)f)?Tn7?B@#NujRnG(BHZ)tzfQM!Guv~u@zB{YT34euNjtq2m=s;h4fwmr
zVKM@57gf{Lw0HxVUJ2Du%jcoB){E2O|DdA9uc0uLYqC)Fghs9_k(aZSWfIF@vG9(i
z!IDptUbW3+$L~e|3&l4qp)wPE^AZRPD!#h7R<k)QPc<%DnvOe0xVr%t`L>mCWAF|t
zQ~4j@=S}$)ofP9g`-I;RGCDWi*&nk$#FcxXZ;_+2vq?!mje}tMIH9l6tz)|4tOL1<
zeD|bwZ@xmatpl`hd}?r;g=c%F)9RkK_26Gy_|j@t!osJZhi_1@xxM>r93PL)^q(c>
z#5VV+Ate1*fbJsQf?skE+Aq++OxRNp_#V;0_029vIQhV!aQYKP7E05Wr=?xAKvdsY
zTjdq4jR+8@&ZTN)kCa~2$@HnD+#HrUb81*L8i`aJVhuwpiQ3FMe8K|`N*cG^QOw0r
zts!R+-4j6A){vg(5B<=YwvecRSrfmmWxHgX;TvvPR+6*VL161$a}U-&mo{{c(vQWd
ztEl+7O&+DY0-Ji+gq7eU;vEn3MdZ?PSQ}#n8{g=zD&YLrZmWhy^v6PnpDS%2ot{4f
z*ZuJrh7D8}J2x(mhR@WY=awxT16ZT}VqY!&;x}{Xv~dJRNO011r~n7N70iE>qU~I+
zwX2M5v{{@+CivRpaAJs-<cG2PJ2W|b>^qc%0gdd#&;*Q8Hze6aELr?xXgqMmzbIZ0
zI4OolF3(Up3}AKC8W5{gL%3`CU6ht^JA!BUeRk7#Y@c}PbMX`u?Ie042JFqzIJQkg
z2{=quz4DyUGSJA^7lz;@ab*0RH0M*E`-)i}kUH-6ei2`7E8XVtmk(&EsqE3+sSyoE
z(pcgFXHydb`0CAky4as0>u*GprfUsfUQW4-@T(2})MwQE_$5M_(%iQS2j|?&3^lN(
z<g=z=s7lsQ%03)Xq8h|k<p4kP>n@4gtyqKbd(Gig)jHUe30q^YC=eVrXqo@EXM(?W
z-r~9D@JO}nW{lI0vwj!Tqli4BRyZt4sum8CsB+H2m#Ewl%_9BhtX9Yrd-{WhK4;05
zu*xg5@;ytTe)qVKHHu_A*L1LRwlHO+d$-Y)@mJP(J>ItePL}mTVUg!bEr0+NXOMv5
z^X8N(BdhzUBBC8+SVlc#Z$QLA$4M&VRC(pe*aD7SY^h6x`whY;X=_L7AHAHAKUCJs
ze6gDao0>=g>+mH4IWyTKB8|;a+NM(twa#N-ew{N&02c0=-WDuV;e|zK88!zi(=H6j
zu#CiFRi7&I>oF(rSu-Rvg78WYpB0$&so<Pn77YqAc`5+-L1wRMHf3uo1XaB`e4@vn
zs@Lz%7g;1iPAqK{_Yx2$nmJG*YBbB;G$K1M%1)~Gj}Kl5g}BS`y;e%jWd0(^``||y
z?eB4~dt92Gg2JG(x2p%`kgj=1OtD}$>zry}#EET2{Ig6Sg$d2KraoaN@{c*u61WZ8
zON(BVzZT2dICuDVOF%?1I+19r(RDvv`I%>C_MetSl_C_m5Z`Hh7y~9pp_lZ3HpISA
z#$CR?C))aElAWW-TZvG$b@sg+q_Rb(!CO`43av%)88rl_G*e!{T)d~&EN(XAQ1$k4
z{*N)EB|RonrI`$lame&IWJ<(TQ54a>G_$vo7%{+2+e$m*_kZPV9$x%~?golQSsUrP
zXsokZ2E@3da!_cTF%qZUixjVPxR*P|g$MjRtKv}ix-tA#Zd9VN{Z@LBkY&H;qDBq3
z238p|r8xQ9?X2*gb^!;nS9tJr{A+K+ZKLI2h<X0q@b5QF5;eF{`~Pp@7;a&Cz}Mb&
zebpJ)Mn*RmODXS-(e^JY^4kdkT9MDIr*#K(KYvMC?(xRZZ6K{4z+8-9G<}UdoVRU}
zKV*E*4!PW3DO{9ga>`^)k}ZVIR}2y1r{Gl9p@XWOPi@7j7s77`xCJ#19d5h^CA&gt
zmJbHm>xUU)Xr#A6x#|}oa$7n*e_^O$!kdu64yU1eIqX%E_96eev}>1O;Aia{l^mbA
z=RupyrOfq%UMFT#E(7bGlALLD3}qFMYmA(F?;pw1As@$5oOH016D=>s-yE3#T#<du
znz}$Zn}Q>Q^-u*F9qd`!7K;yA$c5ojjLIg0)UFA>kM{ak7P+p;@V|3-mXZnoms$L|
z!(=yy?>wrte26Ql+#fXZ8LEP!?2B)$up;roMYdJ?!~c!_2jJTa(*F;@DT_IA{|_+H
zEX!zNw&K?%;cBmzJnGT81R$5u#3i_{tap`^z-uZR>6{DO7Vn5LhiyORk2g5tR}fZS
ziY5eop+iu%nWo~i`A=Q=3C~>&jh59O{p6ou$Y~u4@~I?q>y?EpTvk-6ThS;po6G)+
z9acOe5YcXQ)80H0(FUj%c9lQuQQ!K_Nl30;EqQKH*DN}FE?qW)q20MYw!g9Jk+hGg
zRtj{hQT64E!lNAaN>r8C)@t0#rGcN%<7~xp7gQGCql2Dq{v<yVcG9_tWz2+GQ)L4r
zz&->m6z>-)EpAqB&HVLVPOM2%Dqwvp`Bs;g9Z%oBay@DetavLm8IjpJznkn|f~X(;
zLh=gWmC7w~S5YvtbN<<B6!x-;Uh8o)!~M0E9LD1-0g$(fG%4jn((2FO7OdfzK9?<U
zhO`w|p2~lK3zcN{9oE(MU@4;utCnidt%4N9E!|+9SKzs)%rlp$2T+fP1QdLt$>vrc
zCS&)`S@T)GUKN@Wr>oRO6E~k7@)vzk{0?y=0;3|5<5%(D>~Dy4&2{+u=XK~jcuAV>
z0~TJ5v)jdB9^0?X%?Qjo=@_f?oIe;B)vZq$Z*ORce7Wsimq>guQckxYLUm^mSh``p
z@1;!C+}Qfq#H%HdXpfuaXj0}VtUz7U{E}x>FU-@ZrG>kZ;Sr|U&_Bui1jn12@`W9A
ziJsL&dH*C*@-I;@IO3y<XpifTM=)-^?->za;x<%Ne_Hm#8%yyD5uTX}^;95Ho8(-`
zcN(WKyFqN$Gig+>4JugMHi11=J>^oJSuSu=-SGaE;;N!=y4x*|q#t+`0sDka{8JrI
zx6E8DPo6w+={IU>QtRJl@Kha@L1Aw*H=k5V8^JpD$f$q4v~`Y7Nn!vlGVT}$#u+?H
zElDDtOEDQ)mQ9oTUt%$|e)<xA8MC30LHogTmVo_)-TG=L7K2^q9B7g}|7_Zd)=;1!
zD|X+OX`!pzTy>-DDf&)kd5CmfV#C?0RYyJIDD?O!$jtn51T-W&evi1-#;F~u_zkJA
z2wR@+Jt>z9aXYHpefR9Fy3l!x`SbF&F4@j6F*`VpH#mH<P!%LMb3eJw%&4Uze)%83
zd;TZwk*K+|xY6vyPY6xRM>Ym6)OKu0829fEGsiq{a&0V`2S4A6uZ+r%ODq2)8#m_V
zmUHvp!ahdNS4RL?uh^2!?!x{RKhhylfC^&#ZCmbp@4)Q0+kLnFJe**nT^XEFon{Vl
zUF~uwyTNiknDAq*a-o^V{*l@SF8y;T|EJlg?0*0;EB#bD`nnx-eQhq)o?3@uD<{{w
zM{Zg5Ll=2SnBP@(;Z`eXKse0fJ}&p$VvgE2ltQbd(R1;hQ>r$%N4fn2x_dL8FL_iP
zk4*7co3S_)$4Wpu7)GZ)((F4j@;*vynB!>G4~r)cVJf8n2h99#X2e*xUQtB(d=B>Q
zYx@0sbH@OX&|B@#8~`Ae;oo~2-6fUW=Udk&!L|N=m^;);-qbIuPrs2~NKHh=BeU0i
z?id5rIcFJ;1p*n?q!xusBr)B(!;=gZIb0b(-zU99Ns$!3qVC&?gx0fqt+d)*N;0b!
zImQR&XL+qOdracW1}4%7bjA+J0g&B6nrT1W2wuK%OVk(7_Xw4><Do~XHUeWbCk;0^
zUFH>O$V=VB=x4~_Teu@&7Q_0<;d=Aq+xccv#u(+eFvOsfiKmMER>cUK0Nzvix$cXv
z666a41s59u+D>>%8pPe~T(TT?{rW|%P4`r<AavwGY_;JRnZvDO|3PJGQ~*!jTVI|J
zdP|)7M@D(|AiNSB7nBlEwxyI5Ta@%9$oU6Kc%c%)_aktsEQ^}YBAf+Y^~mn{dH(we
zcm)r^T24VE90ZE>=W~~0V)ErEYGm%9>fWtCU5m6<yPdxVs;H{>&i$|^CzEh&<U_Z&
zPB_Jz;4&2V9z(LOVD+V~gTc;Ro5VWq{zv9j>)9hn+h;$-%jk0JqWlkxze5}BejAMZ
z+F4$j=c=@YEtT=nLgS;W6xI0Ds<`CG!bDAGy7d(0;pHzT7Wq1qSA82{0twLHnYB8}
zNi*+%F%x3MPQ|L_6Pu3lw?50DhS|xTZRqslLXF~hy4@w`xyXqNsimk5-Gvj>8`?yl
zG5ZphR=tjbvGB=9!&&&|YVy+_y%?2z!44?oUZ@x=>d@>G4!6J)1cKj*?e#r{%r(Vo
zm@ycg4TnP=&MN9uQx6h)EAbhnfwA<-C^^3IPW4(<MgSU#&92HaILCi5A^P)$odlGe
z&!oWUIr+_pq|0iyevzmYlmz>to5U)OM>mV}WX<Y$M<T0#d8|lIiRxz9qejwzq|CKW
zS=SU{P$HQ%@_7*nAp{t^l7Rzhn>{1<JJ38lHs^HF(om219F;UQT9o5V(=R@FcpQ3d
zfHhVM<U`(?b-DlY<bR*4c{=a~AyIXpxRO4feZd$;pc?S%NMW**ZrUrpM;UNcqDN^H
z7mV~eQ3)<Xt#8aVc;{usg2k>2t9XX0I2goG|K~R28KB)<L2)&<1e%rZy`cXXUag{{
zFg*Fg;`^Pze*j7xa9!%@-~S!AYosw-4IdGzn{P$SRI;@{nqRQpnB8;y2grFVca5Wa
z)TsWyH?aN1ZAgnXGF$O{|2nmHt@QKnN-v)Ne^(pAtYX?WYA|caYhovk7R`9QClEVU
z^5Ba1M+X{+#nSoDd~j1?U)_2s3#l#FPRzl=73BjfE-=yOf{~%t$xa-yP<7$5Q_w|r
z-}JpbKz6v+4`))ps+RZINQ-aiY&db=hecz?$Hz+RhNr((N0Sy&4S868Kif80Y)r5I
z+4!L;5dMjeUI)kt&B+GP_4#pXpH=mX)0<vy#%p*oD4sMjdd0<gY6X%^pIh~-J)Zrn
za&{qSU$<JfMuv&TNpDa6VU5fRUd_LR`UmFUjjQgyoVxR`JnWK;nmnm|^SG76mPdA1
zi@+l%y{wDFZ^&X=+Tbc6_^%QmN}PxiLM;*y`};e&6Qb}YYE0)74MZf$U2?lij^xt9
z(k(g%+F_yiS6@L`z9`BL3PceN5meK$sKElAZ1q0z8fvE=u2cP>e=C{2MpkLAAc~vp
zh%=MVc#S~aC8}}>4mKFN{_32Q{Wg088tF@!tdaM!(Ef0zxq0M9KtbV1FYDA!8UaP+
zp*^+rG++Cf-BUh2hEH@3++VF<-#Wx+8ND0lOKr2iU(hRB)qD%X;pf?IkO_atB>n?5
zjsFMeUo?Y7M}6+rT|or&DS=(GBu4(ki+CL6%#VT2YB)<-2h|rssBeH5u<4wik^$KF
zO^Br(uf;Oh`~&`DcU-Mwv^$;tb%~7>_f&B-ZQp;!ac8N_L*gofq-?$3bg_0gzh5T)
zlqL{H@g~%wSeDKf?RAN6#UYbIdddEwOZxtZ=Qs|J{oDBGSLrn1dEk~bujrPuasBO}
zi{;3YwQlC&%F4>gB`@drQWQb(5;tM^EJ1^q^CW>n`G^k&xj1;bB&s&z!oeftm8cD|
zZ~abu6W({vaON_9*|A|?&pkX1?-`lEVNC3NxEKES=}ZX4Q8Rrr$0<h};R)4V8h4`q
zbqP~BAMaAetJWV9COP?e>-(mQu_X%^xnk*6!)<7_Q5+N4mV3&W?(FL5<SR{$U^K$W
zpFoCqxGeuXC*d`=QwMqe!A0fDfs9DbTiiVuuzl!EzZrQ_mGGhe+8CEgmc+i!2@p{Q
ziLF2XLEB~Xkt<)^p)uuKF2v!UM!<Mwvm$4RvAUuk_cuR(hY@J6=!5PQmJM^xF$I@I
zz6TabfQ?x+?U%o6s3ZL$9qt-jcpMTxW9OS^1W#!Ro&X?t0mjB|MSUb#;E*Suwg~(S
zoMAgwL-AUus^eK6h-2JI8M9&rPy_#+7T5=DH#>c6|H=)A>Nz?T2FVD0)H|^O*Z{La
zI`}i&&INWes;!vm?Gi_a-=YwIS{P)DtL}v7UVV7k<y?`TuMg-+>J9S+t<80@wV#bw
zmz5s|WR1G!w|Y_6kya8z=|E-GEq~{>lIx{g|2EpMw9Y!2b`=)-(YgL~rMSw<1H&2h
zv|rfP*2u|9pEFSt6y4<vf8Bg>t{rQC{`f42;lx(1EiT9ZP`eB^L5Ubt=9^#tw^-N2
zMocvL+w{x$_*z;TwfVQz-INcaRB_20?Fmtm=IBFl$t=`+o4A5HtScuD&FZd(M<=MY
z7Pnn3wS88jxNv7xgkw2GYfVAiavl}gk}=5n<$4X57HogpdsN4V>&QRcquXN9^kJiP
zqL1}Ne;W{81EE6L`P@jI=;?Drr&IlNbkOBozq5Gu32Uog6&(^P{4^4iQA3)ZWdC7~
zppNF815F;7sA#WviO+2qq}BgWzf$!$7lC~qS_#q;K`T>Q2Zr@inS7^_mMHe~)on=7
z{J3ROD7bH43x<$7<W*1nwz>(avQnt9TnoV{5=`~<;Q9ukJw4U9NVOOjX+$-2;qk`~
zDx&!%>(&wIcBA)#Zhgw>@<^1=QwEcw)Dp(H>F=THK-&TJy3p&kMXCc4AqmEkZGb~2
zNf=^MofH2%VU~^tcc^$=QuxxM#pa34ZSQO4jBkE}z-kY?u6f-Aj58AYQH7^BJUQM8
ziX=A4$whkjNUKeVRQio0P5bqBsJ-GFv+dB47CZR*-Br%Mx&a(|59CUmw$XDZ;cZeD
zKs@SWj}{LLc8P?QR!vr=-Sik}-hqXfOL|?r6ZTtq{?1;B!V7K?UX}_yjB#W_)44Ts
zDl%T76v{a0U!hFk#7nssj;LVbsx;!kl}sW*LomM!9NAd&HRnr_3NBAF1&BYC6;J_%
zpq*&?n8N+gzy@n3WjPo*5ePC<6ij^RsG%$VY99f$sd?U_<3yC`sjXg53HD0FcTD>9
znM=<}UWB(i%YlLR4nSzyl8#s-1hF<?0Sq$8kL*T_Co9>zcnWxBoruQKYb`@}a{kZr
zkKvrKuYQ{`px@P2`s{U#l@9#-K6>#basfZOanxmfL=VG({)Pl@h9hbSxtFLUPs=x`
z-cn<Lf%=K?qaRhd$0;z-&XjlC)&x*}=8yshOO)65b^1*{s!8vGKME@^WT10QjT2>E
z;B0&}NPJ}aln9#L5ip0xE;?Y;-NX<RCQ$)=kDH4<m)GL6B?7QsRMX?zs1a0>hZV&0
zWpRa&sB7(XqPhq<#Rl9FfXkBFZBS<QAF|}`@;6H7jWOKpb4ffCe#O?5<ep@LvevX%
zHq)r%G4-7vDg;8RjT}-sIZJtzw4e#zh*KzeNoi5`60T_*D7Y$tfU`4UKV>{coV2yA
zzuQr!dBj?nWZwAcHRf?Nc*m$h*-Oge^FlRkF~9DbvdzR03At7<KiBA^U!^R-vO86H
z!;Cs>rAKV3(^&EkRhFtlu2aw0khdkFFaIB=-ZL)g^^Y6>A}DHZu^ea)9B7&Y4ICZZ
z;1*{_9&@icifNAO;4Fy<Tp1Cef?HEl)5;E(vvQBj%wtNLnp%$LIp_ZKyI=Q%|AXrx
z@PO<3T%YUxd5>2v%g#7~ndU{z2$r9F(`|#&X1m@gL``GQdak>q%+`)HNO)CG3YLXH
z4@#BzuK~za9~MFJF^!Aul9tR|rBAJ2Wdd#nm1N2PE#eZv7Yofa*m3U%bYT}z|Kn^l
z%#vXm)`V56pEU5BZPK6CUegQ9w@~pS(X@A-um}|3%NBM_;JRv4zcJKudNpH2$w7*B
zP_+>k;I7!N7<8_^;W}NMfZ4&qdRL&o<)1`Hm9|juc3;j|{#DRv5`A8_>0EC_-1%<#
z9H9|4=*6k@%;hvOti!$dkH(j5&K)8@*Lmua;NeL&Bin!o!k9X0SSB-5%hcUK`zRtT
zqKj7~KtxK(x)tpHbJ|EBA~cxDTnj+26l3)g+^<+|jY`y;FEn1pA!c>nwNu^U8Z(fG
zx>t>h3{QWua9iF<=A%da${ex;0a5g>AxxdbGXX9BbePl+ATyJa*{vBv&6*ayN(`GS
zz-yESr74wtJ+`Btd+!;~o|ct0Egz}T5qB-PSD#rn(4kZMSvqF;xIQAfy399sgg}x&
zH3u|`4&X<eP8Z|6Qt%!Qk(2qxd`>ES`XjPagd1s+Jb7C$$@7#@(ze>rEp+c*a^bQM
z!rz$x7>E}=`b6X4ij?+hfu0u-0FhEn?Ra~`O(CzqZ&*pH=m%9vNY8Qyy}6*Qfd~98
zE0PxunoI->mAF@F!g#b*w&UL_6Q=%4ip0gD#xi-bOt6emZOgM3D%`wzr>+^_<MlBy
zHS@3!(d*6P8abh=v;5i*0rSKD5051wviJBIO*ZB9;YkbiAABXl5Qb$+1fsTI&u#;a
zFbC((b9JDQ*)P%Og5!wvczs}hxB*C}PDxz}MzDKsoDOm@WRX+&_01BaqM-(v?9xyo
zfVHF+S>_^JKwg<Mgbck#w5CG*oi6Fz*#~iY7x=f5?c%X`0PJ&Kv_RUZ(<1lh<T<Uk
zg!xt#;GnLGRREr9in>nEMF=MQjm8WNy+h+%E~e@B-i2HQO-scv8HMwv(t(Ag{-Ej9
z25~P8M!lgz8U2RQCdi3Xe+Hyv`=Ni33|Y@fWS68k{G9t`x7Sl5E{h$n;z@G&F}==?
zBU-~?co4Gw#oL>hM#Q_(S|g*|C!DXZ)u2XxfNiI!cLtRG+{otQ6^NJTKayG9Bbu5T
zVo2PN!qK?r&}Iw5Okw<Ui@lV7hfg?!Mk$Ia(eJD+ucFgKxTrXN_NAW1WR-YIG48g?
zFsgaZZlmz^*%w`jY{Nvln3%JJ%x7T4BNvFS{!sf72N&J1K_X%-ReCj}xd_A0XzoL$
zW<XA2Gl2J_&G3vMmqM*Go-EjgS2}pa2)8itN2B-<Y#Bra&*o`_$k|LD3O@5)8DO3z
zb=$_kzCm2L2X+lcevhnX?`v(K`w33NA4xwyyd*BR<47qq!x3KYHCT&a=Ca<x-y0vw
z&w68;dv)^Ua#cd5PiF>?8g73$t>%q%%9FaUZ#k6y=%2A9ZK!5Sf9khy;q&ux*&wV?
ziTdHzYvYup-J&Eszv*Lth#-hvW|VVLWBRsWQo%a}8uHQg5R66e$(+FE{6FRx)YqM9
zftA2{qdrZ^h5-M+XI48<&a0#dtC6toxV4uwU}bCPxz(0{Cfvs!#!*1?My>bjabhcr
z<m7&wPB^LF>$0e~#ywlITwcty&$!Y}H!PQJ6fG^|AogE%hvvjqB_^eK9WOc>ZG@>t
z2k3upI_)j%u5T_SoB5HGV~VGk0vpMJGTV7eSpguIG3STmD6;<e%%``{$sDOPC0JkO
znr(o}(X2>~STJrO<0|BfCj$KKX-IV*gLb9E92o_o0T{jV!{OJHW&XZ!0aI(K?x}gE
zRnBZstbRi^$Eg5)hjY*zn(*)<22=ZokI7=Zf*Zd~-!{PN)-jn3k$T&Fn%9+*kwLqU
z=ii4vf61EGeF&F9)<6igDw}vvCMaKdeUrdiV><^@I{}scU@Tsxk}rDXXh@u>H<)({
zcTrVClk+okrh_AWQ<sDjyL~K=>X)sogRZ?7tD=9<SUy4UTwqey;u>V^{V3#{CF54k
z&ai-MhOu{O@ltz!E~eGRptrlYPgzsqb~iwL)Fti#mo7c3+UT+trvx^n*^dxAv2#O9
z->Un*At-i?;(we1-f6$xI?^I0*iq5QwG4F35!n}c^al`Pyj^329&$$SkHiSGi7wiK
zJv$w>2dIF3_G!8{S+e?!w_f*KgxMLG59xIA7V~4?%E;;TA9lg7k9EWlk4N|rZ)%@B
z88(Oh8JOR(vva8}Nqn97rdw?NtP8|o_~Zd;F%a+6G_FzImTAuHe&dLKmS@WtvP^27
zw|L!?(n4euLLCy~RSL#a%Hn4gEQ*Z5qu$U-=JqMF_N^ipoAKvwnIFAA4sV+~2)*cz
z=%m@juTWVU1r0cgtlia+QRm(gVi|<?t^sq+#C|J?CEr!IVmo_jR6-ZG(v&iMx8;rW
zMXfe3pnmU_@Q5$?oi_nX#V~xek0`IUmfVT%?5tX%KT>$JdHRtDP(jb#Z;U;wW;VY1
zXyoL=p@5azraFh8<<obwb$S<MM1y_2Av6Od*~M(fGe8Hka|RjwA>}ETdzUMhEIjCH
zuA6=qa8V`5Hdb>VtYmEEubQ~lao8ldfZy!((<e%kbu;9n<wbrX{HWW9sKu?~v7WPt
z?bN1g0)TpRv;i7HmlbJzk$fm~mQ-fgr?GED5%dmty69@07hjnbCS2IXBd4iynUnOb
zigOdEPRMi|dic^)fliLTGq>ju9!o94Y`K6`^m)Glbt5Ri#c=MFY+l{gh+W|zB)kfv
z3;@XY=+P9PsR%3@Ga4WM!^hB$BSp!iSrCf5nlXSRURaNS>=D$_l8Gmxu=!ZeB1j;>
zt}K5g&gY|!h+;z}YFT-h#Q$KrY0d`{?%h5zz$UTg+Ht40c4Q8WoY8c{>(?h?cpCBt
zEup-nv)K2kotK(%NJ!s_y2qTj)kD9d|6SerXk@SR2Zokpmk?^8<(>*iKTZM;niKl0
z>x196o6!+rNhw~)R?ph1Lw!H9HQzdrZ1#S<R$V#opUdt@UClt4+e8+R#`ci}MHXi+
z%rKr?y|t+QC%&(<4}RZ`TnB{&7DU9wrTt97Qvd_*jyqNq=KFt_q%}dKy^5y=AO9a2
z?Efxzyfa`7D`^J^8q+fETvfm=X(`e#dB>d$4FQPvJSIu@b^vb>$Yu5<a2MW1NII|u
z0SHmt#KL<q{Jzrt2oCWDe~4?a#yBH$mwP(cK_g09vw^U9p6CLo8`7m7K4@vXS|amb
z&TS)ykCz%nWZmjdO_JUW{l?RFeniaOGvk6MOw_xen||dQ+K1S(O{e0V<gX2!h!AF8
z{Ur7ay5?Sv|D0?oe{<f+&?@_TfZrA37P!a%QI|Yb=ucjY+HQl|g6GR;2iBOxyoi8i
z(2ZT0%W<==W1t?xLz7OAgNhyWwm)2pK0bb-A&7A89Dcz(E8w!VA}mUvUf;B~BQ#K-
z825`Zer43ndeIk|E2J;w#DDtofreJ{o&KgH@<2s}lgb%4kV{4FLsK=Oc1U~8anU&z
zU=cX;+5B+ZEK#1>c?&}X-OMzBd=Ok=U4h*}V1E21HGL%kG+Sxj`Kg%FxlK+c$cEfM
zzPRZ&$vPN~D~c3e0nvPd%Y1_A8`^#@dfg*2bE<`S4(96-ku^P(RHJklQ?q|G!~<gI
zsSDZb*TZo{;hoa)PG)jou#$tQXm>-khY2tkubiq=<^X4e-v0b($S(h27;2bD4Z2lK
zcJ0ZEc?OZ?{60u_*Ao0|g!vSw-q+F{{U~-?1m8OnXZA}K$0@e>87OuaR@a16ri0<2
ztutm?A5H~>+n0X5wg`#|c_Y6bI4N2bE`ivUjenw=fsl_l^f#=UaBcAv==WmUbm#31
zrzSmcGBvy{c6^fj!r!4r60><mwD{&RP0ZQp*S3h@mMX+bQ)1kC$q!z5p1O*8h}r~3
z5`a&0BO__?ZJ42B$y<I!!NTO(jq8D!km&-y;(KmQTB7&{5;-V$BxV#x=<c;NUYHf<
zS&$p6{>mI=+slPx^x9X0{-le@HU*vrf^X^Qv^J_fwhsT)810<6+Z}GVA#elM2i?Yt
zggLzTr<91AkThtq-^&zdV`wGdzmz)M#QTf(&M!l<Yqjl~C>9>kW3@ZJIA1=_T4`<4
z{uE=d@UikqL1OuW^*u+w|F(`GsBHGks%pwcW?;2niY?}2!bBM3ys_`#qV_{-F=p+M
zB24HF)wZ)>*a}rvs{if;qKT^;-JV$kI<2#&M*}6}Kds$oJzXC8@%p5$?u%S{f}?MF
zDcUwLlAx&~)IQsk)sO-m7DTl9N<n`(K<$IhJn65+fpF@v9(Zj_tP8&OyubMO1_OV%
zg0%ewm*=#SeKkYmkV=i%rtjLJezZJw#nLFL>uVy_573NE<sCDd%v)H>4w3wb?fc6z
z3a0~Eu9828Ie9lO;1E2Q&r#FWQTJ4~Nk=J3A5^>j!W|k^G9sx(Oi*&fhieope6@7j
zgkJQneqN^)liM(0N&}+LrJpA3Wj`dPd^9=~^q0Jg11qM<KtJV#&QaoD=E5H+W+f$D
ze17=9fWL0HL_J~(6i+<LAxo_Gh`lh2i?2!o!zphD1l1vrAJJaCz^k<25VD!OmjnOZ
zIWLG#BqteFehF<m(<lGb;XtHo6`(R+Gbc-oyGt_*ZN%|wtW{PXxG1C6U4DvZfKgFT
zs4&vGeUjH#q9JX|J#S5ARyNxY*Fm~|j^ozP8hy)9`du^0UaaZZ9N2c!x=KI=W0h<s
z2<^g#@R<B!p2%tu1^H1}`UoIbH(8WSPRUn}*fPZrzbUMcB~?5CMws+_0C0zS!muxj
zSn0Epl<&Un4EBs&59_sYC+wJavez?BpqPwlD4S31p8&K5GGBZ0zK0p+UcjP9r4yDH
z$0U@Y>R+52kC-RgT1xh5ToGSmPG`I?3`F}#KS>Vw&|`vA=?{>}&_~<F7ac10OxpHZ
zVfadwyr6_iei`PR?B`d7b@3a$@asVgodPqhP3nwgi9B_Rdn*a}Y=$d4Fg)|_u}7qk
zit2Yk<sqoZnt5(m<80`=jq)&R1{%fAH@+UEaJd4wuJ-tzTVZ(2zzQpwf>TCDtB=H<
zn!jyNsu5#OmsTWrU}0rTGSf76>VUs6of)5Oa5FL96u%W1sXc3o8$LULY?p|4PC?V`
z@>akdkz-~_SWLqaU934~^R4Ag%b`8<%HmAeLxn(uoR?X^DRC8jRQIty_EnzQFjxgs
ztNeVJyX9s^^Mt3N_~w^mhbt)#urQWle~5#~Qfhr}liN)S&|W@<8a87~n-1rXpwtIZ
zz^X9aa>Q~jo0{w;R6G?IGaNyWX{Padb>g;u#PB@vb1>Gp^^`IvhBbMwNt4&xuPOI)
z@_)2t%?%{S<XO4L$`|hK{~T%JmIxL3m01q!J#H}5emV}Zb+TjYsM!4oxp(|Q6$j{t
zP@~5J-<{Cn&qY7Z{ev?W{A#OE)}MdCL=~)^J1f^YW1^ZW>aN}t)U1<pD3!2wA#b^M
z!yvH(zjC*Y(tp(sQ;jFxs*i@|3+3nMUwt~QTGk5@JA%;^DEc0b`$MPTw^IK|2EOL_
zTTPikQR|-!f@V-Ry)Q}VQdsaJ<bi`&;6h`jhS485dwJU;sAaa4rm5i@{%R*`xK&NW
zVxA|14_-eUNkT)Fbh-d3VXst|IOH#f`PSflT$8ciRCaAG!S_&OEPmA6twQJ#Ft-Hu
z^Cro+J^yHA9$2(Rn|+o$R976`8hA{hz>)TDqk%rD;008kF6TTu4`B>9etqH^4J^qV
z96^SDxPE;?Arek$QXgWteC@Rpjd>S3@HhZ>iKSYXnxg)M;tnL!E&Nh~KVI;C1)8rx
zZw4(t!rc<$-^``u*S&G($+UvHzY2*1y@dlf7_p(M=h5RS?B1c~%N9PT(#ud?;%I8b
zJ-5A-x~qTO9hEp}Fkf`hmMb(pU9l4+@n&u`4wd!W{QK@sMV(y6+-qdrsMx>%N-THv
zSPWRiNriP0J_{vE9lv+KPHY}5e<0)Pkm*<aSWog5Woyv*ZAX-f5=e6e6}lluZ7Gpo
z4-N`hu%Q^}TT1GUhNup#ogGes&Q{(De0YOIR9x(?JMPiwQv~`}<0#8~n}pk8s%qKX
z`8rP_ni-}y$QmR{jy-5MgM$Vqo0kkgU6v*vYDiYeLtMXI;j>~%ASrhk+#w-4ctpz!
zGh*Bz_s?|efLSi}Yt5iI)Na$^bi}BthekO!)zI{=^lwIVvs`Z-n(TW=-Bty2tz+Kk
z`u85)`mJ>c7fdgDUrAZiejq+@=`9W+3iP8a<WlTY+J$3~TJ{;TLVA72%+TY=prCN&
zA@s0P|3*;sDP<XKlX3L-!l!<Nv)#irx^v$wx!Pwj!GBeSI!0lb#K_E<Cf9yX&9f3e
zyunH@hfPv^&#ykx0iUpwh|16{enrCT_aLEvxKYCxW3b&UaQ_+V>BrOg*&pMu{E8N6
z2pBN)U`SN2A^Zx(iZvPi06IdXL{5CQn40<z(jKyF5PJw0@LGKXdG4ADY#JTrl4Lkd
z%1Qb&L;-ADCyc&aZI2@VW|ZyoZ^_SzB*XuiLUU5w@5RU3P9AU|dKB?WvO<Zf0SDNP
z6+)H8fU-Ut`MgL>;^g$lD)S+E7yQ;4mz(e3_r$QIt609_#V%>LI4>{pTMT=4jhZ{!
z+b1LbeX)~d*6+6GDu)yo2ewW<u#xM7%Wq`P1dsH%E1tPscx>+cvj>ZUGR?2Gstyw9
z;o6553L$ju-j}U*hE9+=mF4<|NOE<}yOv019IY>(41lN?t1YBbd{Ox{Q8OXr<Hf%!
z5F3p(|KR1V!wWL*l1cVlN@k`x*$sG(;y2={e_dE^b~CkJvpn-U7TQ|NNI2W_@5H^3
zjiy3Rv~@N$h4=*9o{d|YJ!l#jk~((9$J$q38>4mcc4V0N*Ddd!E?gLd{>lZ~L2NHO
z-u8k>rHO_u7U^P!{f6qJVET;eq!e<Ne`s)jEM6)~sf6V0uLD`FnCCw<G<_a+q1sw-
zz$+=%8g#Sqw;OQsr+68<KxieS-!1Xv+d`d47$JfJ_)_TdG*KrzBz~E$5Ti|YJ?kq(
zPGjZG*KDV$f0@K1l9~53DFB(BBx**BcLg*IPtH}ug3~4=VE-jg-f@1mgdEhoP<=Bb
znIra%_xls1!O?Ud(f#+Jul19W#l?fXQ`e$^`Y9F$CY1-G?qiy7JqvpF@=V8V{DLxw
zI005^lD77Pd~pN)2!{Vm@zcHFf6=b0zm<6BkB&No8|b$i0TTidgohx4xgl{g;PVCP
z-gD&tN{82Z#>c6N{A?mAFou|RBE0+XYc>04R_Qee-Ww;!Lu^l<UFNFbh1$0WPJ^(>
zl__HZsn*&AhssYQ?g^C$BW2|QiG!xg=0q_m8GLj6(D|^Xe{$=Zwyaaj2)P{0h}-x?
zj|^o#kVaI}Uu<@_E{)bHRjH?Ywnx@#21fI0J7>jhmS%5_kG_sP@iV)t+_3YRtflx<
z!~1}yFz%OgZ~a7*<}U`dc!vPA8if{@k1034wd`QPABdN1>yF*$MS9m=lYjyb?Y*Bq
zDLT!7x#yo{+ZkzWC?e|n@w#NO3Y#0j?Ne7f_bhT*vz9Y2@dnYtn4&_ugN8Qd5OXam
z34<B7Gc4o0V|cB8^+x6W;_gxKCL#X*p@0f11M;$`%WJt-eP|DVk8TB>tkcF6DtvAn
zuu>6nAOF1A?riu_GRfKJ*Mp)bIo30$yKifK)nkSfzFK%vGWLhcf1g)d`*`|7C*L$N
z_CxM`J(wjG;O@=NfU}m{TW#NYiXrB2#puu1=ZG|rrKL^6qM+27fNoLS7C@VctFb#o
z`0ODZpEun#Pc>aru^UOjn}zq@RH}#~X*t-h)S#H+LmS$E5p%?U`cLADO?5c?&6z4!
z5xKcRVO<7X*6g{%+<0rCdo=D^A5F}#J*Z-IGCo`&V>8YOG8VxOL4Hk5%YkEZ=c@{L
z0n6hMc{Y+-oLMA>e1+8kGpQVi{5l@hpis=t@|lp1M?bY!H}k!v<`v)7EyblBgbJlD
z5IPc}w|~_3JxCyvV6yt@UI{CE-K*#B@A-Ny&8u41pa)F~<HIjrd@y!#n1XA7J|-Au
zxNNg#t`8yv>;!Aa;@L-<v{R1@AEOrc+XH8HI0DGS&{8WgJ5QIZN}9jAZL=nI<6SoU
zO(_go3T=9H9~ifAgWB%7i4QMRsrwvg1m#RQSJ?TW0Kk5k&4RDq9u@{f+Qo`|GQkO!
ztKaSTGp_A;FJ6uVIZ07$#?i2g)gUi@p4DBfDC!#zRRZ`PRAz6kd+|-6p)<$i+b0bT
zMscti(V+kpeNOYs=RcK$o%ReMBxHr%)!3&R?iqmz*;HCVM-;1a>ju^*x&P$GQVYlh
zSZ;gOC;?$VnNo=0CJET(mVrT1B#GrB*Kirx%==Hsmp#oJkveg98zRr)UkFBYu7)Re
zZ55*e%hu}ULsrYD;7Rz}w}>w|yc9HLd>ou7kTY~;DJ|^<xC4C}?X`JDDgCHn-M!>~
zvpY3<<+w3e9!oOzm=`=z@ZW{kziBE%GN+x2%*K5rz`}?vdE}YwGZ}*+<u4xyCu17|
zs-){M{9wyH%=0iI1LA~)D2@bo``WdqA2o%~M&xL#d1D&JiP@?~;PrbU2|iD`coj*|
zijtSV%{BPU4_4K#xvWQkgMGwkd<fFcV<2eJ#b$C>M%Jw}xr^m*9>y+}jyKmwM9>Ts
zXL-eF<=^t1;wnU8ch_S<$T*=Cj$2tqh8J*+CoABpr8pg?2Z$DTl~%I%I@=>&PMVAI
zi7!BdDYE;#5Dj|4_+OWN*~p<2roeLcE&9FVH7owBDkOYEm67uB2%$U&zmAnB#gDWe
zQ*o`12a*gEem}@lB)g(3KA{fmUcbM)8J{Utwi{MXC(BNDZ{am$<=s_t0Nd<<r;72%
zW12f2bSe!3-<qcetYHjStExmG1~c4@X|QOM`MAdENxooQiI5`U>q55r8Y%YC%dN-Q
z&Ude`jpzuah+YfF6b^Ocbbd=p6)SC~jK68`Vxw0c2I#Z#>P8KdRnAiOKfW-C{nQ;~
zoZC6SamH}-RnM;7k|928+Td-H$GUI1L6WNuJ>l;3HaO=95Cfq+ef>R<E`=mU^dvug
z{owI6tj(#LI+MKS{_0p~QcmEFl#Z(i)%2c+=_B2jTzW7Y33~tSs@WVhIZ0%DWzAlp
zM?Rq!pdo9_JJOvmU!Q2@?N&gN$uk`=xv@BfI+-Pby!*NLyzadAs$-c)-Kyv9RvDR+
zxJzv*`%OBBIFE3rN6gQ)dH8QbmA^Ksv_I748m6m=Jif@@d2!4iZ9D5fzx9M5S~f=;
z)X5DPj;RQIg#NMrV<jJsJobNp=cgWa=AYphQK|QuGEdC!{}8B|b=?PqU$oC-la`7|
zq^$5_kI<ndsz)2(>UioQq1dQG1rSK?C)_{OSivpq)l4$F(KD&B=yL32;#c)puRd$9
zRkv02wLg~Ex13}@93DhauUHz-E6L?xxUG3MoqPP1FAY5tGSYHK=tv)nVqdp36YOfc
zl$Hg1wP9EWA8z1HP>qVZRGsxRpqyAfbl$Mlp^2Q{Alj<Tuh^EDd#p4p3Dp<7f2hSr
z&fGO*Fuz4Yn}=5udRVb}NHq!V{6#OrPe;P!B!o%6IeKEY3h8x~BtTQ}wW3KHMyoy|
z6zVqM{H0E;oeD|(FkT>75jqn1FmF{<Ueq(G?;3L(dvtkCWvKdb=cma3ltNEoHA(oL
zb%*doT1F=z)Qv4K6&LmS-%9zy7X*6j?m+dG@MmsYoy-`vH5=@R9@E0;=&`o{>|x9W
zV4_yrsUDI0hD6NynV`k$+rtQOze7T`;m}&RQ1!l!UkDISU-ygn0A%_by{44!!}72$
z5*!lpca`dBvW9TBm(9ec*F=+Lre&P<QT14%conqeidy2!l>7nZa6}<L2_Je4q!%W)
zH45lTb<#&~!1xB0McEaxT-XwlBS*s4DD?u=f00$7?4}!v9$CLS5bE8-mJXS!Z1{M7
z@9DyleE8lO;@&Z=^I?%}ay&s{bo#VVCLy4_xXXVAE<30RKiv%}>Z0eQTZYCUs2A$s
zM?%vFL&!y9W=w2e>Wd=7iVbIXoi<vgY94qtr+{ofn(Ps+f@&6Mh`QkQHGM=B@XN&r
z^#SS%1~z;p_1V`-z9l)_3v<BjU1v!OIqgCFwYxZ!riPO1EIq<@%6^$SGI{rtw1SoR
z@*O%*4IPN%eXn?2Xrv$^h8wCWkTPS|_6tjLDg68<?$~uoUY*J)vZ6c!iss@$%CPqf
z6UivAA|8K!kP*Q1Rby$C2(*If*3%~-50a2pz49vd5pGv@>^!xd_e5MogC#NFcnKv0
zMrJf8EQR0jKo1(y%oiO^!8d@!WO=%_raS#wIxQSXRS(QhIc?K5-hiuRGc`RGD^@_J
zGblG`p4QBCvAlwE!o|v4J>X2r-MG-)L7gTPI~L(JU5h(Qar6C_{jJ*kJ;Fsa;L6jE
zb7Sv*1`y1J@G3Am{e2f6(VXnD?&aVpViy~B;XjR@tl#A4hVNFTL-u!mcicpHa|;o@
z*Ibk%)_*tSQfWosAaa+DKJG{_x;CYUzKhb|25>urna}FS*K<E+a9?X~m@OdeBMA2B
z%|Jc2Wy!F(%*g1}lx4%Ro#<97L_Um<(ad^{0V1cPsjM&s(AKG5?g1)O)i?Cr;IHA)
z89P{#=($tzinhQ5Kw`PoxqiV(YI5ngUFHn3Ljq*xWLlpjzT*}c#<X#rzNQ>*l|2$R
za%J*%6hwSQU*n)4Rjpv?n3s$7ezkX6&T!)MD|;&8vLPcC3uQk)5#PDkYnz(8HeLAd
zaQg|Vw<%jh)9_bv@Z}!;UP+xp#lx`1>mEC(?>T)s#zPGct>_C*;9A|wbqtsKUjt@-
z85}dsNR62%Ru(0VuiiBB9oqprBSqiwrN`96)ToRh^@Q5HCq$CT&M_~|wZjfZjhv(Z
zaEmG3WO~dN-R2y-y_C`)bvm80=jA8$A`)_-(~()w9eZn|Y^X}7C^<Bv{*7q2DI#oZ
zsnhTbW1iW0ZF1@fK91BCF2~3*yx95RFZ~Fkd%nbgEi%m~0s&8<G@Y}mitJxzJYe5$
z+}G{3;7+5|Vz9kQL3RC+&OC<=x6eoFc-C9r-n3dDhV1zl)I*4eeKK!m9*Z$No1FOc
ztmH`_biJ`up4<`2xTnjU>z-oqrq@lsb{#0|%Vgf|F?8@+^Lw*ebZ@n@il$<bc=PSQ
z9&Dqd!Io<4pXm@U^txx&$<y$!1CSMToz8Hm1?_;RTRl7AY%#n$3P3bE5SDcTd_$po
z3!zsl&`0PE?}s4V=(^%RW5ZG$i2cJ}Z|Vf<&F7KgkY{_6y^n${AOlEfMU!js1uX5~
zc*F(gO7Gv25vtVg=&-&E%k{SgGWr9KIP2=tusaS;!+Fhtc%{cQBfT`OFF`R$TYuTk
zUf9MDHHA|n-$>EyRqAg^lan&)c$a9xjpOB&kdAnT7}|~H@|w<ttI6%T<42DBVe`E@
zY?3NDzxVi=y~xHnK_&@|5naGQ7`NxF3miv%`a+$G<%k~3lnfY+<M>}6zia?n;TfMm
zZ@R>Rq=gv2NKsi)4*g<{Ov&Othh2*EV2i7+Mma%>u>AX;6Q8uE+7HqIoQre{TY8Fm
z<LfOf76W-5kYT#$|5?}+#i<OJHm_~q1pD<ed?e!1On8v=_W-=?5N>V$PKbym$^ZOV
z=!|^$<vP;uIq`=fRu(>ARTuDu5b#j#>J^duZdr0N(x$9b^;m;uyq!y&1R$8=ZT36a
zYZr&f*xO1;p0%-8zab?Ko3)iR0rS=307!}lVkOs8v~~76c^S$x&1Qxn9-@|)QY)9V
z_^3%}vOC>=zgo^NjtJ56O0UI&9#H7b-cZ=l5<jmc!;>;u{u=_i{c@e+jvpUOz*ozL
zPw1$C^=`8S@;Eg+;Q$dBkapLV#76O#rhs$3S<}54Qcp`wuZc9eSS&IP>Ngp=(*a1R
z{$%?$@b~Wipyj<2e%bi!;97v5;!#7#q2_TS6oYEhN}-jDa0!uJM>p%EJT0!4=<!T@
zcY7T1izlkGxJP8e7`!9f1e1M&%uc>$gZt<lB*Zj#2#U{sN!}Q>AJG%P=C|^`u4nya
zKQMFqf<gq4rX*xOOQiZ4bITwfvd8T5)Bll@PWwyBQnoGq&P#m}uah0DiJlX6oBtuE
zm>V-6vb#g8pUkg2c$BNqSqgSWbIo!n@1ss<i_B)9)CAlAQMVu`9(?o4!RSM)vgf_D
z#aFoJ#w?}Amus}YWv<`-7rSMDccJjXbW(>Djeq4^(K{$FE`c6->kktLS%g6HzTuNU
zq<b+jI@<TIt#p<QBL%ynfefj=AFr@CyutGiN?hxzU}{l;W70o^qAC_FS=TJcnL+Y@
zn8nHLJbpX>NL)Wkey>QJ-#Fh|nPyioE3mB9%|?&dj3QX_gCVQ?ZwC%f2o(s@=Ukpc
zI>nqNu`8F|wbMvJ!m7Jmx7b^Ly#dTluNl11+Mu1|{#iQE_3Xv3B$BLO2=XJkon1}5
zMS9jh^kY!i%DK1XxEO-sFehgwLl6CFx+~Q^@VEUY@nBkS(dE2^&_T^=JI$f8H9I-}
z1U#E;5wNwTlfLLU{k37LDB!x3;(Wu(%WQAWH6CK3ttheTBJj%w=-D(`@v>K740fD*
z;V4x++py5qCJIFaoRRcYZmJnH=mkJ?gd2uR#MS#sgWx6?J|mko&cu9(usSX3p%gCd
zM2H=TpbKV)I*y5LU!5&^1JXP+WEtc!JU8Ift*L<5Yji>kE68-ze-ZBmNTM+wYso{O
z60BZ3o`|%Zv{JD%WVIU5<<enA-uarW6pzBktxJ;$j`|Jb9UpQyv`Y4rwF_)teZ4iu
z#Wk~ZyiIYy*)hmi&tW_3TfK!lwN5EKdI`u-x@)HUQ^*1-82V6N3lvkb*MLZoEA3uC
zb^^|P?ny|m!kCtMuG!T$z?oSOMXE+U|4@oJysgr&{!yE3Sf0-V6i4*pf|_vohem8a
zb2Qpzq;=Q^A{O}hTZ={H!$oDnfo~<PU1;GfZ7Y?^k&=}77YT5ei+^)7mxlX>>GZ>V
zJONmk4~B=5_0b1YT4NGl2N|i-@T(2Exy(&lt(x1-wqJ?lbjxI?;knKBhO^b{*Hr)o
z&@$)o?PxR@l4^Nn!zWl&UChXQP4W<EH2&2KnyCb|DbU1$L1DZr)arsv6G|mX*5hA~
zI<#CWrWvZ}YCM^G3CLK_#04n`lYx(ic?3ih{a!qu^LEItuGw)P?&sx{0cSdkd;7%Y
z^U)}>fc3@W+~a;x$!&9>8ok0ZlA>cj#?ic7M7@3FiU5QUJOYy96|uWC9SM)V18Q{j
z^)(w_<$f~MhcI#nd74MiVx?X?&p4WU?rQRbJUz%S?~phZWeyJCk7)r8DwnWd=;<hM
zyVP`_n37bk*!ApVUSR)<-o&(eN>a)^&t(W*AF?evb2%?8DJ!5eDz+e9hZkM3_=FYS
z?Bw#UF~y%La>SNyGZP0B2%iUOQBG(0|0$g+SAH46nk8jsJGV(F$uBWmwWZG6ZFIw#
zauUoCj}&*0v%;CX2w?(`m6V04Lfw$!_Vzq33TCj5caw!_v`gfJcO;QEl(16}QRUkC
zTXc@9;}p{)fppSlf-Mb2bELjt%@=^gp-sx%=aI2Dw$3qH=$GW=;55PZyy5atSQ#=X
zr_tJfSk?Z`JwM0e^MrZd7bPmc<)<tjAJ<`yY;$~9V^#+<|I9w{`|~|IO5a$e_iJ<M
zL`*9qnB?jv$h4@4zbTm=lQ1B~J$JBQLu@R%u~q=RnK?7NRO~&y3c^7d{kl)Imkk8v
z04#>R+HpNGS9N(#q=}R?H>A-~61m5l=a9{DcAN2E9qoD%IsRu|Ya8q2pG+75O6i(}
zxCN6?Ke!dW?ANF__$@DX-E}0gL{N&>oDC20u)+<J{uKE+yL~m0u=JpX$SU1$6cpSR
z(l;zicLQAQH&3tY1sCG6Q1EOUYKa$=W-6<6dGuRaw6Z<FvGGEGg97R)ku(HS6T@1%
zZ}CGeSIqsOrlY>57#@k16z_!`G{(KOT{agF9>DhdjgR83{GL2!nCRUuG&ci|+EeO}
zzxoD$3W+}v(_Ocn^YS=b+`v>^W9C&0qkmzjKSc}33eZB%JvQMA&jTICk_>tp<l`Te
z8DvrS;w8!~ha`@e-b@Scmal!4XpTFmH+tLA$~*R@OV=CRq`CXzzU}Ox1sDzMC9{qE
za;E6LqlQ>AF8=ZPR|~NvR>H|+Y=L8#{NjV~M;Y0W{Yrh4QR<Zv>Cx2(FQr<gui9Kj
z=CvBYq`p~(%$TW>lW84imE6Exf>c<u5sj^f0djDgr>6K=!ES=bkm6I}`#epWp6T0t
zCt7zm!y~0%=*9~uGHGAm*N|i*e4N}&H3flX<0E#SUB82&*@VXskKEpR2~!~&9Mm0j
zU40`X^>}%c4X8*qWR$U+Qp_yMFz*A8@d%|ui80Ixr~YBt+s^?TO6{8F)VtQ++Va&-
ziuw7K%n4_u$b2Es1Ox-;j;MPI_bYS<HjDX5kg=Yki7$<VacY;>p&_Ei0PHFyw7p!I
zt@@uTsiNPiTHOF-n$Eco`$Dtu0#qHe=40pMNgRqNd!O8ZRjDk=@&n+6mBkzx1IU*V
zup`4A?JJD+srw%CDkRRqMH!J9bT{_1+Fb`ru<h&m9L-i-at<)mL}*o<=Gk()4KQPv
z`V=$pDh9Lew;;`BEd{tH3L|u@J9L$Fg%0C4g6P}IV!ZNPel4JnsVJGvC$SjJYt_UQ
z2BAx<aJc?gp^zTi?1mK!7Q%o2jA_5?XGu1bVn4j=xV~yqUu)karBF&95)Wz%hcTRr
zd|IrD>@0O@qFp0vGK)NkKB!*Phw*5ht}OUC-%Mx<6>U0bXXqjDlYp%B7=hGQT57Y`
zvPayO$SJ-#P<uT2o!~@BDY0wyb}t6JiPiFkHA478(_cC9T6gd)TYSq?Q#E1$2ltcE
zTngY^lmhwKI-Tf|hzCh=!Nq?4X2!$y9+D6B*f$Hr^3(W_ZHl@^oT}vMo@#x$8YTS@
z1#toM9I&QB1*`)IrYS)nNr#6jTRx-ZI_frrOpzd?VrJZ?S90!_CrWG1fV<`HA?&Qc
z+GNlq#mpX-)9Zq%BzrlFilMo7ae{+tKLpZdLio5>tQ%To<ZBB(D3|u|+o(^blWA4j
z^qJqWnH#|m(P8nVZolH*^?>lP_?Dfn<I3P2|CXMc;ot4*p>5qQDaF&^(EA!G?fZ5K
zYkw9nuTA~qQ$LnpOqS02WKkp#evsG^&|!nLOt3iKCzO$&B3AhDBUSg@YfZMQtw<s|
zRQBbBH(V|94T%L;M3DUQzZQx16*{jXMm!Lheq)*l`fygR9xh<HP`dyro>FR??blDz
z4(z0uj*OmOd~p8vp+C$<f2id^u?eS%tFx>0zo^P(x*xp6vLsW^l-%Vxj%J8FsH9|F
z>!aLJy7HxN<YC!{z0O4hv#{ZOe5ZAS^tmBleU+u~hc~{<6+bQ#^Ijnuw?8|EXWexB
zduq+$(8vp+eZmYof52n%5o5u?0Xs^P_P^)DIF(D98*t@0rjWj1dnIfIfl>YAMGJTN
zCo*r<1x4uhBqSh3tWFi8Ew3J~+&O1<UObWUBjC=G1{$k>OvZa9criH-c9uQ}{hJwk
zD>`^O;&1UT<04let=3q-&#AZw>gaXKsWBpAH=AGYt%+}WBDGu>@AW+Um(!YYHoMgL
z>2K|J<lg#^`7w*u{;fE|`xa|zvD;EdbV=f2LJ%(mClNN-T_5=UnElD`O$gE3*p*F>
ziQp1V`)sz5lj7SVh@m_n{pSHih`5IISunKhZf3?2)m&JwL}Gqx3J)DCQ^tI9i9db)
zIhm4v(0IM>^W2zTovR<l{K=<7MaU<mL$=c<Ysvelr{`hI?YM!j7j-F#M_DXCUbkA3
zw7-nRD&r;w6%21iJq<4Mir2PB6px@gm6t2S%`-Mb5YcayXe$hlnk1-*5Y6a;=>9*B
z8?X^Kw{o&%VtVSaDiF6{)uGXz#({{G37-a4Crbd_2qp=w!vxNI^Uw;1xf1M>d^0{O
z??lF+8|h?R*I>wbtZn8v<k!c)eb*MLzsAYbR2~$TlM@T-WBCBEyf1FZrruAfPbD8H
zyld}^i5*FMP!!C%uoZkoj{J80zi3SS>#}fokr{I)(J{XN;`3H1Q^Omhidyk~uTJ4r
zMiWk^4R4NRCMy_q59x6fQU^oWE}-Ov86T`Ziv7W^05dk*z?RUjsKcvl`r_v#9Zuh{
zrBGSX_Z~x5D<jxB#S38=#JAdE!PM~l$@W)~|Hi>kg3r?03N_H0Cgjo{E;$#!EfH@d
z#iEs-83i>Y<W%)It<#f`xtfmNz+q^Q!;esGHMc)FCxgppV{zIIZA(it^ovr{Cc>#x
z8N_L2-C;NOJems?Bg5^*N)(_SdY>q9wyB&$@-H72FIHc|iOCq!ZBy$wSCU3NAnC(@
zgyhqtV*v@vkl0q1jKOL0&^;N8g_$~>gR+d7e|8@Q*a>=-wRD`yOcYN#(`zd~aztNJ
zEThiLRR=CvXK`!ba(rl&lgZ_{8Xk@h4`;sY7nRy_$IqAD){ZVKhG{$_tM7Q~GgB_l
zW6cfJ`-XYyv6Xb9pGQBM^_6RftdPKNI>Y7^v{Wj7#K*G;?0D??SiM{D2`uqaqWw?*
zA8N97_4U}TK>2Lo;-;heOJ?fJ;P|v}h?NK#cIiGX`%jH3?(+-cI$+B^#Rp{wYW7Ih
z@n<7M@5osT#ob-81l9VFv()BKnN%6aRz5(JsL#C1O&Q=f2h%ERTo)eO12h9j0qB~h
z#+A~+EQ>m$su!1BtEKgPbz2blZ`ZbnFWlGM82M5utY5F&HXcQF{B%2&LQf8L{AxAT
zfxIX%>>kK^?V<ikU(H;wdmZT9AWcd!)_oTiZWUPZm6hv@Ug`FnD&IzsMRlheca<09
zsu&bfknYKxH!n0kJ@W$D7EeB`d^ESJeM0o3GwG0)LX`bG_CRM-RMOidclqH)W@~cn
zV%gf(F-fY4S@12)Llc_J%8*87d+s1ak|PifS05**k|x=1Q~(*$zrgt>=AV!4?Hye6
z@st^|Pad*e>j=56q*vho5v^S@9dimHpWUlTM~c_LvF$h5Ipt-~oFiC8=?y;E^R|6n
z&+fonELsjiy?anba*5(14+-f?hCq~j_8w@&ct~wI2{UR&xZ4_9wz3+c@xJA^?Gib(
z`i6a)LmdY4tv2$~z>7=`Xa9_g29Oo?`l3V3sdp0Z#c@!jyBG2!K;A0>p#mg$s>f^_
z-i#k=aO1z@Kb_;-{+hicxDDF$bGJ&e4u}au>mz2k(L;9!GL+O>^#Q-HVi?qbhpA3S
zh|4+35h}Z<UOy4;M}3mb%%%l1<5U(@_6Fn6sjtU>HGGeg){C?67m@ObvtOnQnG01g
z0<8q7%87fkG!-i}J-phZYl1YxiXKNv`mSTeCE$L&gT5XslXqWtXqhdsyO&GM>^v>L
z<Ep6?prm$?I3>9>uGY%46{-S|LW{w$U*n+t|A7=+ey8g)7|GwRDT%{p%WjBwO-DdE
zn*Uk4C&g69l|7rn<wX=BAA*mGhDcw>O$&`UAJmYDOS26TN4m)Qi6`7%vVc#0@R*K}
zGz^06>1czzmP;L{xLjzIeYeVq2DQXLubszj`j|oy%p!Kb(6DTkUaHS--+C|G<gB$|
z5BHIGoCDJg4{Ihl|AvquIqPg0;$h`)#I;6c0Rp3a>B<GZDam?bReeqeRZ#GkzFv7|
z#4Ov(+ruZ*2kb+}Y!PzAb(-v{DGnz_#@v9&rDC#SgGke!jC7ow1cGw^*x5n#S`o`j
z*|gFV0n2q}gD=n`)rGrup6;OLtEo=UMH-9u{Jku2;{A|hFWaOz@(K!As(~$(+WM1k
zJeiJUjf-C6owxAAE#24rPss_REYfIH1lTg=4uQN+Fun)y|GdDzSYKh<`<Tgs%R!SJ
zg@JbMKld$9?UBv;PbC)!Ng!}Zxe4WE#tq~a&c0t%o(Xj$7y#KG3}}dKh!2Kq7Ylla
z9f8Z_&{ZwAu!pGo%k-O<CUbi^lOUw58*vYp=?D6swu3ZvC%fM=bFvkhJxi8Bni`-k
zay19hbqZBG1RkhsSHds%%+cJA4Ae-VMG+XTy2c*@QoLw{q5`<mx}W6*xwM$6%+%#~
zZ-uiw1eg&>C4UwQ!@Whm(_iGwJLZxx_py7X_O`i;Pc|s8_K}avzKQbB(w&n}8jbf&
zST1Oa$Xd?X6c~zc1w_#>%jv(Xou&pjq`4I5f3?jVj)*%GrHRVWvAt0JWI0xkF`$AU
z>`4vP`CQ4rv`Mn}?fx>~opRnue$3$6;Q`sqH(qPUDk8Msz4Yw*cVgJGrz(nD=JG*Y
z3xCjv{azH_kY_9TuB9}*b@$mn{K%}SG~HOY(eMtN?(if$uT#9OQ27H+5ODf&E=*HN
z_fDrZfp4`wW~71Vk42n%;D4my1F_Wi?x1$tuIkc*y<Ez~slu*PM_E$gZTLfJeJqi5
z*wrl6N4}C%)?ogQk5%Y*v-jR1v5ybGiturH@2hi*L1!oTa_=V-*;|*|nq47+0KA@P
zsQtG#VB{1#s;sZC@4Qz*8`H<$k3WF7+jNh0zi5odyv?O9*P{Nia&`1f$oVul9_DY~
z;^IsQRE#YP3L?r#JM8S9g9#1y)m`K7Yw0jv_nb0uz}QMssV&1i{oG9-8+v*JZlrS<
zp3=Kq6$7wSJWRY1QxapAadI+mG%2y0_JRq25XI5O^Ee8a7d<Xi9|AUn{~07!@pKK=
zv4@0@dLf(iB1eQQX7>^H9_N@8$4{mp-*Chj!&R`Aeyw$^^ztpcI&tpsI#wa<vH|~~
z8t^ok+K2_U`{J=OA@4pnhMwo5moyT@Q=1?63Xxz(8g?^4z4ud^IgOkI)YHTpiq*3V
zZGQ$x5UtBbjZVK&?io5NTDV{TM~;v$9}ZwP{aM*U8mPMiLy;;1&1_t1CK*0g@V51X
zZ=-!#1mq{5G#%UUa^(oSjja5oFBI<Sgs^e>@jD~?92Ql6w)}`~ZodH{Ycg!HQn6s&
zN4`vtM=v6wVK1Du+9#8}bi}GIedUM(^sFgKxfBYib7pOqr>~<;R=rtFovsj@Ob)=$
zy|FWlWS!%W>5+|IkQH#XE<S<_2Tc-+nF8=g07IM@UK|9f6q1<*<Mx|A`)AoRVO9sd
zN}5g?sAuA+y<Ha5A!P)xKuD&cM^4nOvZ40a;Io^PrNjc^vnkh8M~vK>cKmi5&JwBV
z(Y;QoQrt>x-3dB$K1ws$Ip>-C!<3_$+1Z+5Gq=3BpQW+SCEfNYV(nUMXbvmc6LM>f
zA{(N-Ep~?;H^`~|HKi*v#6^WueN6X%5+*f}u^?wLx=&nipkfb{r=RKP5l+Zvnr&i*
zS(?0o5c(H4>s9g*^|}r{i&-X?s|5`ym3Fe8CXe%PtAVu(gyId@xH+I6Z%@yYiU0k!
z+d$d%KXps_jMI>#Azy!!-o*bIYda`P-cESN3FGGWTF!j`)8C3<vifX|olw?(ymiLS
z^}%hK_j{L-eLK&nk?_^-Uv?ojU8OTu0U0AV%nxW%^J&ZOX*QFo(5L^f?1ajqmEdQP
z?y|Scux?)3Y~2euE6AsqTt&z4_%&{1ocHbtNz?Q3`0{U%OOaao_&`8OBx8{?WpZRp
z!RvkC$-$mX8ZSY*k963c1(yl}TakAy0DvI8Q2n~|D(3Fj6S=$XpUD9(pxPXj3n}84
za9*DcX9ig368~v2x0yi{PCU%b2g7Gha3*6LX-?;iF6hK+95}6|ACr+731ysUhJE&S
zBk>`>n+}J#6VAM-rR_FvW9|M$J~aN|<tB$yLPWbPEM2N1Cs;XZ-7OrOY;tnk<}q?g
zm*j;T<+IFk#z7s(Mi@aCUqH|WgAu6>c$LQsIy&evA%&5oru<KwJfM}$<0DvtuQg|F
zZlpzqy;+*HjjW|7v!}PHF5)X4RzU`)-b#3d?EsR!?M#}!UEGeIr!z}P1yWR}J8Pji
z*|?1U*wVr-U;H>>GEDfF^SL{2nLZ%<kFlJ6;W-zIi9udml`R)(z*rL&0c!_*@$NVW
zityrqy`NenAA#NNS3X&i!eC%QTW&6KGMACAp+e3mYDp%}C1tn{8WJR8SMoTnZ_mY9
z(`ZsP#4uY@*79w-5~j$Jh!(uANY_3Vg1hWYya;Xmi&Rl)w`ogNuc~O6%28gLIiV?%
zHPb^4{cyTS5dir|{>bJxyvpt!vkVLX<P4B77Tt^zb}7bEhb37*Qn1n^)meCS6~bVS
zl}pcw+=upx+(D@jp5O2A>}xkDOcVH1_;q%MjrESIm(K0(&6f6V*iI?{Tz&m{Iyn|8
zt$%ORBPj{9%1TGkxHJP0SG`*wMJ_s7@<|R;4c{99Oy76)L&dS+CP~>Q8S&nI&LIgc
zG-N50@Pb_Nt-ekR3R$k9oLNyB=17`X1g`g65_5y1ugQ@Ni%k{>xX^p|gmyH`3<=(q
z9;ArQ`KS9Lc=#lImEB|QV<w^7jp6Qi?RW}rWBf{XAi=vNbB6di?#oj(24mfub0pM*
zhlrPoEXD;Z?bnWfxTY?O=yTS7|G*Q9`8hp$?}ViUe+1BxqQqpTWqjqXptLG1T;dF>
z!L=M!VG4kHtS#H%KUI%#vLdRgM-PeRh*ohb>H8cos(Xnb8M+VrH=PIfF^9VOO?~ES
z<q9PYsJrXW$QsJDlFxYMb>Hc07C2F?qd;}M6Qij}84C;I1(WHZktoXx=RD^&_M6<?
zo!@lPWinr%jjAuCD`W_@0C()oYXNowVe#MhIx4{HW0k2cm3CUk?Ww@Rzwwic*~&k<
zn>EJ#AyF*J>0H8%0T6_8RV-nYd1CFUI1i6t%s!Yaz1D((tSR{rC4#qY)3{l5uW{1J
z4kXG>x%frVGkaz2*86AwJ~D(G>W?pK_Hquq2Ua(nnJ}(`IZ4-I#lupVMNVRtz#c9B
z`4VP5H{e}~#*^7=BlG=8_hZp0_|bUoxfeyjiXpvIw$!QMIy4YocQVgTN}Kko*S@!U
z@SGm*Q15|KJK-b_KBb%wp_>I>i|zkqQ%QIAb4O^w<gRo?XYj+bRL9D$czHP!oSK|7
z03u*WZSJRe>bxuyiXc#e8D2Qz+7N^pxAcV|pY6+>keg#oeyxIa@oPv<u&YhBGS>bv
zO<)+DAPB#MT_vl})0v?;cmA(RO-8JQ9&3+t^}~WtgzT{pqNGFDiz^_N0VMWY4QS9!
z4MdhHSu%4IH9-<Zg}GEcXg}`|6A>S1re8mh?9BIdAF;4K;EwfZ!iuEzR@}Ve%&_u8
zcoJ*)@5cV`Vn|QRx0sQP$$RBN)#<0wKE6@+B;xP1p`vu+5Q5o+r>i==Shw!bjvG29
zU4x0UHzRZ#5ap%t6n{Y?E&kK!W6+?b1J<p`g5tt3!VhT%1QFrv85;$=cx{rGE9^F|
z@M)r4vY*qBX9v(8r<W{plA)!pObVgk<T5~9sc9n6#YZPbjT|tJNCYXqr%&Za_iFLN
zu>e<Tx{I0n69L)WP$A6<dZk0VWl)D1hNin}7wf|%(?D>^v%+`^)!(6Fcc!CD=@F=f
z?0x{qwh!}mI|qS}izjvsDpzVNwF#4uDGqrTxC5u8j-Kq0`j{4@T<y}Y{7os+v|KJu
zyy9-xGMi`$RjwJ63oRuopsP4CXBT{s&r7So{~t|n9+qU<_YYryf|}xn1%`%73fcmS
z1ug}eiX<xFQclxtY9`b)A}wlDgIa1tgraFgh6*T}m8F%H_h5-j4Qgn%OgWC4W=^YG
zQ`5}zyLz7Y{e$E1IQ-{Auk$>==VwL9Z8czfP9Y7HB~~}U+JvL!;A*jc(8W`FX5(j#
zn;H;sl@$Usz@1^@)0G$dVxuQ&knaMXD*rvB&e)XxUw-H8jI3=q242(l%`<Hi#2G6v
z*DM3K6%v{KHuirr>Vy72Belh!d;>3kS``!zebWms1jmgMN$ki`3}qLpqO%e51aDJ`
zgbSPvVB-dgtf+}_>_A{@V-sxX*-u=~Cc9=<AT_q{BEDOF8}M7>1K29wCVR@Eq}&V7
z_6HWN^(w>kdm$vJ{f05<(BOy5<VasHs>>ShM^}QV?R&c)R<{FSZD_%*u5q66t61!t
z7j!Z%ymgtnFvr*W$Ms?eHhJC6qeU>PiFJL?cNUBF6|{@HLo_PMv1bZ%ootVOa9&qM
zGx=>{m%qVf*hE&L8&kp%+kJ0W`BHr-<p-U29``X!t~kk6PF040t!&#5T{vH*<>Z}k
zZ*NQM|1oT<5B@`BsBiP;8|A-OQd-}}Oe#_|yAIh?vD20Qck#j)pcTl-)TB9)$bUV=
zhadF9w|b!$bghOiHR(BXW;NT%oBw3uEGrIWV2?fHrc-QE02Tt(mTnf?{16;scBETJ
z67xB9dqx=pF?#G3@z3BP@Ac^V@<=->k~T{pH`4)Ep#`#ns~S(Z3>hwyuy_Vk(WU%A
zz>Q#-i-kcIArH5}FsN#91ac#UzJwgjP_ni!-00Usfa#OJq~yXvvy8!z?I7z8ZM=Uf
ze~}H{=o2X|8%eH;__sZJ5!#s^8?Ow(FW{2OlDrQgw*_5(tL*CZ3@)nax$bZ(#1c%`
zI)0&>J6`ZCdv{c8`7<dkG!K4uBOUcV{z+Vi?H>OqQCyB&G}b}L-R*R>-YKu~St=l`
zS@bIxV-t6!Z4qyDWuNqO#DX5Uz8rFF8e@QXQl9sgO9Gk-eGNiSG1JKKDnN7k107Z^
zD;jS1xv^yb9+&G7<1WxvET)@w_hy&tqtKpB+vwISBN?+1hGOE~LOZ`nP(=N`&hxN{
zYt0ycA7Q9gwUB^3)B4;VB5eG9j5S%g14Gf#gBCT&CFv-rYc9pP_m6PWYBBL*u4yy+
z&a-)LIKhGkpuuQ6sVvu9k=A-7!YOLBk*Qs7kyv^j>kKBR)$O=-p26N@xs$5hnDXO7
zLph0T@&lxYczKIzSuU8vUQYoXxfNV<yu|}|f|r6V6$>RIEbqn}4{#S)XqfS=-wXb}
z!o5u$59&E`I!Oy!Y&=w<0uu>@vr+$-N<bun9S=dknFiP#y8)sEk|<Aw*kK_v>_Ifk
z5&+)u$0yFjVJC_$&X&I9N8@(2>L4|~+n{Rq=dT#sC;#w5dtX@Nta`ZW+~WoP-32{=
z+vut*8GY0Bcn5*!*KC^hc@Og|(e-zRvBK899kVx*uu7Bfx)(C#Ua_TWA9Gs~7k^1+
z7p`)Qv&ht{*{AEyRpbZ^w=7aev+&pl)2Zgx=qg<YAWYC!xc|eyv?jMFBIy8rp^3Bd
zUiYarRF`e7J`~O0ANcBw(c@drJ}<zV3*<zyDcTkE!zX%fdACkFveqNBS5UrHB(`M8
zMCKC?MD+BT*i~^Th>-+i=08vd4FO=a{Xwl7riDskCd9DO(+d6UX1Z0x${@uh6l7I6
z?(c-NIrU>__WE}pXvXg<cq+z$FMScsptl;IP}bM*J+>SGuWopoDlc<|tpq4ti=mW+
zHbqh=6o7;e40W63<S4MpAY-Ow9V|AI@P_|p180s?E|ex{V03&L9dW>S6W4xwo7(Le
zPhcPs5z1{VSk<)?Cw1~aIrZR?_Os2#9=+A!n+l=pm&=#Fzry&Z%H|7XJ3BMr5LoJ+
zm3;BLKPWFnU7jt@t0m>~a;FCQ?v2}$NvrPC0{6bP#^Dxghn~-V@WaZf&4(~reg9qB
z$$=>R!*1FP0)92qG6Of2`l(sYzDWu&>t>a!t(Pl`#}n664*=QrDOYAb?NT;TExwqu
z>KvlIi`@b?4^pHzKIx(BVFyI)9H9|e62eU_ppyW=YA#lmx~0~|JsKpSiU;#o=WMUv
zs|HTPP6_I=?cH{NkNFSelutYF=JmTy^)74at>140S$b|EfN<HO=P5=KTJP5cd<KKU
z@zit`cNe0-L`;oCne!&j^#l&mdIFeH_ha|>&9OsP;vfc{LtLC$)BmBbaj2|If2aV{
zM}uEz_*Lz!ENEq3NW9Vf9Ry#N`rcfJb#KqUk^3(HVI+D_e79fzups6&z;!k<9nC|B
z`JfmG6hxrLM=llC)#)Mkz|)fnRpwa?zZZ*QV1)#FvAJlojLg=NpU*Nis7bTfH4AG#
zLa8tK-w+}2j$fi(jh>5B+cm6Z?IqqfD<Hj>SYiCQ=em!emeTxDZNm-yrZz&LAO#Ts
zE!q@=E|V0*q7%lYLqn?#gaHAgYc>Wp?OyS9{N3*L9hyXA2&9LoJ&tzM$9c6xjg@Kt
zL@zc#$)nZT_7pWVSLgj^BW~hc4NV6zg~)ujTs-=`#&=z+ogY>duTm%y<lZF#UtIU*
z(B`7AQ{GiKJ+RaCyoR4zE4!f&%g9tY3wx+2Z+5vCvunn?;{2-Agc-++L5Wd6U9)E$
zX6~K(p}$Z4f!K?gl!Tv3sf%1tXWIc8!`1OH!o+C_95<&-0o$?U3-z6=0dHcK<}G~*
zTkBm!Uy3tyxv{qb$aV`0+l++I7|^HrD@?%z`BFWrklNVS%i;q^0e|AXTw?%cE_NVz
zNPcXG5r;rI_Ykln*E3;4&=Qa_a#YAhAW#M_6=en}A9W6*xiA2RPpgp}bY_Va=9);m
zb<m7y&;ou^^=2;m_DG$i_*Cq(p{%!m4X<3f@WT6xN6luN#WV2VsA3Ex>cb_Xxhkl_
z>z~@~t==IOZr4t|NGetMYb^9&lqzqvk7xLDce~BmOlr!Yyv+A9K6O6f<H{}lk9K^x
zc${+=JFWkXg}4_NI3y@r@>^&h&E+1;Hph0#fy@f7s%@J3oEQ4)>S-9j#UC3I8T3cK
zKkDGmzg8?6FQ=nq7nvB!TCjGNm=YTm2t$VhqNimJWv5^Acc#T6SbIO*zph5X5Pn}n
z1zxHzT$%N>T&1)qE(|YHs7B`eSvGRWV&JwZhX~TS4lkTpFo_Xi>^_|8X`0d-1@)_1
z=SLDT6E-5=W!tF!hJ`?@J{szsVc~U{MQFd5gdwMW)sI7I6dCv?Nn>e&jtC)T5@dJ+
z=IC~5p~RYnj}vER*^pK2LGRNER8xcsA~_Q~)%7PK%>(gBDMVv5FPYlsWkp=z_HZ0R
zl06RAr-AS^A(Vi2%~#4)L6X!E)e*`=s>zRwi~uMfvO=@oGV|1kwJhN*dwazMRSkC#
zZ3ZoV-)w#dL04}UKmm)0hG3^+c!v_i!hY~S%M3%>QL)M&DKD@?&<Sb2Sz)3qsu7TR
zURSVQoef%OOcLO%jz9|;$~CSPoNgnAZW@3Ge=$3<2keM6m!+*uBfww^*w}5kHrxco
zTA8Rhhe2^$$AWrQ@kSpP%y<HrAuzm^fg6tP+99!~h5FL{^WTFun2KyFWnD0tP6HC|
zS!8YAAGi!Xkk_cKe(go8^*eKI=t<_YC$Iv}vQ;_!8;g{r)2#s8hq8i|9X?uZbkj#0
zK+zP~!&EG>|Az5_pOvV1a6&b6&0Gi0@7mQc1>5#IG~13XW9aCll3A|oVVG-_Ad{>t
zJ6#=Vxj{^MZ&rrylH^XMDS0(*VyH?K+Xbz#MRwF<xq@+T2I?4+0shs|s9h*LG<CQ#
z&jg7M^-ZnE@~!|di^IM|BzpMyy`tBN+r#oSJye;9-6$=g)teeGJ1QBYMXUy8R&*Bs
z<%wSsN*+rVp5y?SKfzAXhLVDyw*PR9`7!ER{3mEzBrhUr6927Z`UgOf)bGA|*Tvi>
zr^0^4P-6SOh~B3$r7=G~D8XF(IYr#-=R~p(m$f%O{>cRo@E<i^|9GplydGUQ8WEwo
z;4}`YS**VcFkbojPOOt~0fT8<TSW%k2bU0Pl3%o<Jh-1Ra>b#0Jll>QyBsQa+IW33
z#tSGLD||wc#)S-d_q_+%yIc%vAU4awLbW2Lv_#S1;z6Bb<ALnhER5BG(#45}HQuMt
z{Y?Y@Irfw&uT6{)341@p-M_>lAtUW#hm(5m?R_qZ1p}lArWM|R9nltD$`;t&p2V8#
z<<Ay${^6r%$Ijm-PgFmPho*<ll88|(KHj};2!fKtMp528(aorax<f94!u1nf4e&|S
z=o}Z;XYv63TQ*@LCB&wPra@awmx=mON2jX|i&{56*?f*}6Pp#Pw?@x0k!--@6`#nQ
zR-k|vv$2$+&@Au&%bWX_IY)gPu}-|K9h6G2Ith@+Gc7(WUN5EMD1ibq;pSLD|Dr%f
z8ue;>J!pwNSyvUZpo2nswHvW8y8VDK4kjH*-KQ_;iSQ2WfMt)3WTc~JBas4!9KjEw
z1oI~Kdj<_Pl-EN5MY3x`^Fa|A`0CJVYikV|j`YbET5=~LEUq1YXVw;I1y_VGlHTCd
zcv~iDyHY$ms&6izuIUPHM8likOO;k8O3hd$e=Fv?u)C0`dC(IyPp5?pyOdbGjfEGO
z&nn@>5Hr`EA0(nfUJ=v}zFozc@J|ggB>&v2upl0==YY=a-qv<3wf4v&>g9j`1?~0`
z=g#@2`a>E=UZeF0oQ)bj`JwR?O`mdBoU8i?B|kzrh{El36<Ar283Gr@^`eH5c?|_}
zKFJ|Nd1RnijLg-;BO$e`=~))s4g(lbdcc39&81a03=6flY-P!S1DlsgYuN0ONuA{^
zqSiql&<C=NI2(k3z)?u}@V=L~J${^iC9XMP%C~%sJhJ^x$9c=AdBT3bHRuKJo68ID
z;<1UE^z}JsfXKYJ3A*fM*u*Q5$hedS-wbETfedYq{$4Ar787W(9=;5x(ua&(p+?X`
z6p7Cx1BL_Rc4*VwQihlo4{Ql@1zS2kJSO1}B{P29_~t1l$hl{?Py7{faOzJ-r(8|S
zmSd8gzbOXtC40vA-jgPxSNe8s$+ow6I1_B}%?X~+BByB7IToZx^qI>7%_@9<dY_R@
zq3!~;3%2nW4=rkZR5t9wut3s6gJaFY9VE4G5-6zhuJ_f*`Q!2%_+e^4h2-QzUT5!l
z-aiAu0cBT(k6}1)s4924;j+pqdeWyQk`c0~pFUyB?6He9sEt7N2z5XZ7H)G2hm4G_
zjSIo@(3;eRS!NV!;xL;C`+)-6SbTPKVK7I6KHA`{3?t|PxMH+|SBf1XFMBhb5B7TE
z%shx8BR<lSFw2~g06S(`oe{W&1{p*RzYf-P$QEu)h;83Tidc~(VznCa?L7GQ;o77S
zUP9d~n$7YB?e+>1_Q)F|@sJHG3^G~)+R2IF1!e!50Q1?WD$Nko<talS54~-k^iyyq
z3n6Oj{A}Xa;do0xDHPs<X_wxB5q@lJGO`qsGv^USlB4C{jVfX^MmPR<Wpr*Fw4&VJ
zvy881NXn8!hFO(ey)OP#oWl*5)i1eOIW4qmoCzA?CeVB+?}ix(&GM&C{DbQeFc)jg
zjCUdE<k?VpGX*07yjqsivC6$<`a-QZ)w!#|5~?gx%E8!3G<O9ng+J2*puY^q#qe${
z>S{p8CiorWgC5YQhJX$4^j2tH<L9O@JDdlFSDm^GHN+S5YX1k=LOiE`SM-bI0CZNL
zT*fI-Wz2J-5RA^_x14~n>Rh;Xd$O1Eco#-DCI&eW_4s7x`dU=|%9~th1U8|R*jz4@
zJ@kay0l;KC!Ll@zfKM+7>r0Gtn{6>fZ&7=NHm?h>(Y0*r*imNW;HN8!*LR{S&gdaO
z`)>4Q(bNcG(yGb%z4bBssZG<@LxLOHjjx!Dry5tyvDJ=av!lOcUQOf_iDP}a7UEN^
zt8FDVn$*>tvR`vZZgv9Mp>_Ax1I32LM%~IZ5LroTz!CQBZ*q$Mr6I*`>9Oc~i^lZ+
z=`%UvO3b(@u1xlB%f65VXR;iWB$6w44p?ue&2cX@i&lVz6}GUky2`Jug#pT<Uw!XH
zxY3N64}0QoT`R|+Nxf9GjuBw=Hv8NC5Zv-LLk@%V?Dm{+c34?Lo7<ea>a-I??0cax
zVG7H`RUs4wZ+SQ7;fy|Youz!nmKNwMRbKMI$%y^l%Pwsnsdnn<GFpnUW;o&(%0@Rn
zWI0yFJLD?FO!0&YdiQ^h@HMuDxkjoSfg1gM)17E}yy7^|;zLjZw{V#fybrool&#7I
zGOJzQm%U}95y}IsR$!lQ5<gEzqC?qhLXi<9s2v6e&M=dbn7_GDHbxDfQ3f!u^HC@O
zW&$f5g_}W`%Rd5))&T>ftidFniR#`Eo=j+3CwAc0R1`_Jm1jZfl|M(I#umO}<6+Tg
zw0ec$|LSO=lD&L}+Okd(^I!=0wr0*~VG=ZwQZae*w%PH6In0$!K!kA9%_=Gdcr&8T
z=ORbmWfLILch0Bq<K#CMr&Va@B8k6$)E@2)o7=t0`1+8=#sZI0H{W>XTnwCfTdY%+
zk_S_gFc?&$l{(|4M8fp)t}b1HSEXw`EGBD+(JxVxqs4_&@0+e8<OI1d5&+@8)bV-N
zGg(`Xu6;>mhP*tI+IV(j%9%$#?(NoGc<@m9ch<K~0_K`Fb*c@2`h>VxY|q&&;TR~u
zgDyS!4Y69=KiCcsC#w0+_4VyA8^UX5&~)_@31PaB4G?<ltZ0;?2FjF$6CZd-62<ks
zWoned6)6sm(dN3Yz*Y4{9Gg`1M8owL?`PwklYW5Um03$HpgBRqr30aQ4H%1+QhkC9
zE0R_8;uWuBj@`Q+YRAS|WE@11d@s*{d0o(|tgrlgHz>dh#C{gAB4yLxPa1$FhqIu8
z)O5}u5fJ+(ecm#mALuSWOn_om;zjY!WvnUJtPt*=G)_b?Fo_cH+pXZ`CE~LkI!tSN
z7S%TQ&XyXcRB4@S@213G8Qye7x)g)C7<K0h=a-R3IWLkGHI=g({IzKZa$Bm+jaT6Z
zi3rSC^weV0r@nAF8hEH!_J$tvL*Vvzl+#oCsie}v<`<99ea2lkkERJ9wX=WR$9Vi~
zvMA;j!lQ%*Ppq)(p!PTI)#f22t>kCGpS~ET!R=+bp9A*AWq~yly~Nx=EX>Ik+-??=
zC8mn?d6Aa6i~8r>4;u`pMw`loMO~WXPcoia|2C!=iJ-my$h@oi*jT5keVPmF+{5&`
ziD*svwWA0V`jQ~`yr)qlK3#p0PSY8QVNrt1fUxo<pM-nnAj{K-!!h1<xySKe5_a~D
zXItW0Q^ooFb?I(dk*f>sY!Ahg8!Q$zJ=SVDg2gs0f{n-J!1QT<)C?8XGnl`<8LYV%
z)#7h-p$rJTjQ{?Z_$X8_-We3ulz_x8Wx~21aYGH45kZ<a#5HkJ32@=Q8;WaU*&b?`
zr}TXRlMGfmyYUSou(8?V5Ll-?#~#R{4AYTyigsWK@+{%pFE*z-i9RU6_1i#3s4K9R
z1lfS+Q-LJNl|RQqTCUt622o_)aFx~@HuxNLsV;wGZozwy6)X}M0i{#?^@|OVi#59=
zi8-Vo@UjNtM#Ehe(nVcCnKE%j;2Jg6c3sw+tWZ9^&%4?q(q@WRlwQEm<K+1X1q=+z
z)<24y#gRSZ?ox3}UWeZ}ZiRIXyBqqmO;|K+QC;vC?>m4rh?5lj<r6aeyzrg1F%ptq
z!zX#+Wk9|ALjnMe75K+8y(G}PB2%#Yf;dMMYlQ3|zl{u?6|zI(m%?V*u(HjMC>6H$
z;I_a@N&R*&@%D|txVYP~emS6kyvi2PbAm=vVdfeLOd2mP=9xD6CQsLO=^&Epd+09l
z$h>9}L`Hz-9NF{5d>Ye>8db{{zy{^=yXFg)eT~j|+eESTiepLQ$VfXvPrlh93z!@`
z2~?7ADU8(A_1i105Fx`~pjks!Ge6}7jqa00PpJ~0s6<Nj41VMpJe_ht%~hqzjq&z8
z$xoaA9ysHIw)ogw_IgXs-7?m=ZMQ9~V3zY{gHAcH<!^3glOg{<$J*ZW_Y9NnI`%~D
z*-VI9j?AIC;AN*Dl#W2j;wV<L!`%R9c@)gtCh@<y=}{3$zug);n$|&+DvEm8S*`P_
z{c}S}dw!)G0EhgCe&y$W{jFl%BLvzv-!ZnVTRtT!h`Rx)!^xR5-i=+fu<&dG(II*b
z(oA!)ZTY+F^T?ypfX+ON8A-Em`MtY3;yUt`4tzo4NBNO-W#u4FTEzJfYt`6!e{&cH
zIsFulXo)CS7mR6sIv(1|zaTOf?Cq(i#Kek}@?+<ief^E4KFTah<O`}-r*}_y==Dki
zqGk~&s~>lkjPRyUjXAIrI<5tuSR2PWTeuumFc8q+I9=+|)!0WS;Z)NNTVbl}8&lw6
zS6s$zva_G1X4brif}zM3E<O@K1dZ4fa9$fiqq-4|+5R-Og^!G{R+tqvS%`KV78xLG
z8)s}>&q~G2vQV-G+zQ-yTD{%l;p^!|W@Qu&Wmw+6zNX^cVZPN21sD^Vs0*4o7HCJT
zZ*hD1GV7&?ZWT0AgyRyyFb5?NK3av*^in>M!BKBPy<a;Q4Km%>DRVhlvYi|gnyW@Q
zkccGW^JD8f0oX+X<<J9@hb2n%zxQOA0~nq_!1ADB{%u8)?aVnzFxR0-ulaZFox;2Z
zz`EZEV8+3W$qxXmR%7Tz0nI}oFrops=n(UFVy8pA%F8sJYS>_5ljShvZ;w{PVS0c!
zv|roh1q`D{ghi@&>{2SKaE*pr2Rxw~w5jgVUIh|H`Js`9EErU|C0&y0QxR0d?^x1@
zy7h0{9R>(foPPeVi!&6RAZ?&&yh5`s+xlRY@j2A`qEY!fI03?Md3uh?2kzOq&1N~A
zn<X-h-{#kqK!~lR4CpgOwk>RPZ-e*~UbDsvdM^^+kFViJTMB=t;3BqGEqObpc6;^f
zq_3czeBw8k&{oW}dixE%r^Wgd;F=+`5KcV#sD+lFdGw<9h7AvQB6Azlx)4t_(m$Hy
zHjzj$MB|i}**(uuLCIrhhajSnp+D)K=M39@mku^+EVpW=qz`j)MBHD2z4n0)7^)u7
z0w589nhIA98TN&*mhN)lzw^Y2?bcaZEpe1c_?u21>(f99m>KQHR9#PrROWlQXed$g
z=c3=|<ZLU$-^1glK7|YW11-BD_{6T&HTBvpww$m@RnpDX(wfP=kS&n|J&olnf6%10
zP`aU3eNE-RaEnmer&{hMXIHL7{hL_v$A<*j?yWj}`JHC*73Py(){>ZkXn(6csszh{
z`I^E8c^VfbR9?y^A%jLbH;1pJ;tG@}&%c-uGsC{4>D2bBkv}=k4tL$Gb+3EPs(YJM
zHoLJ{j&RG45asS1Vt2+6+@4ar$(r{_S-BGP^m!b17@InkkdcwGU(<!Gc?{hmQfk7z
zgvy&&%1L>(Bh)?^r8xOyKiUU%QC!IANA-K+X5>UCI+d~j^*@L$Gi}7Bhw$EA$VGoi
z*wf&%@fgxz0i|l5l1HZHU;@#4XD+ODmYHupl|m=Dbk`rCHn<m7N04P95|pgCz@T26
z4{Wo2&)!?<osAUuGr(JoYYG9tI<o$nL{L-@=ytDT@#7*U8)E{1FJ@Uq^~5(OlY8)+
zkVFFfyo23v037sywl<sCY56fwsT?r7xrPAwmd6?gR&>wWvp7%X{lT24Vtx)GY`L^1
zYoe+XwGDVjfENlQ0IIF>0PT~8OCmBp>sK4Bj8r7TQ(i;#XUrN&oBC9)i2y9dmTscO
zwUA{%>U4b%aZ2@$S|@f`&?#a=8(|V46@wB3f-tJ?HSIOsE;P%~)lZr1($!e2t*TS8
z`*hIgX)P5e$+Y~2bFU#Y^Etc456p!m;$1C5>tS10ep+n9B7&R6%TPfgR>YB<L!f|#
z&|C4zZp8bNBp9X^>UY1d=|*!7z-YQaHj+!JS}v%Y-CtkZFth|Bg9|e7(nNY3{6bG$
zN?67N)e6=bq-$;X`IeZ@<GLEPpF3YlL(R}YnaODo6+Xg^3QS3+Qe9|$7CF9GRcnH|
zdku-8=pTfe8_Wvqi1>D^p;;bLd0&`VAuJnh`ES}$$9|(-0rn!;T$Vr<zczZ6|3#g8
zcw!%ru~;kc-?VLigD@7b+3wqYVEeL1=Fcf(FHcdC)-Auu-}RPISN}eGyXIbU;WVut
z5AMUs7k=}a3ko@yWo@O#+78F*?Oaw$!PO#v?yI^8eHSS*rJPQB%qgZ$hBlKwY%3Zx
zx3T?KH_Bf10*g&o;m1Dd`zXP_WCRYBm&uR5qAdol<+Q*9?2f*(Zt~bn!;ifAtqM_;
zn3GJUgi08ML2PE-iZyYb6|Doz{)R#fGA_`v&OQLIEWH*-nTTXU>wm5Q?-S7mjgKT|
zTK>;dfSyC*msm`w8j508<SQ)5#c+mBqm9ci`|o08{C<u9uGC2{7g)F$q&T8qn`^M+
z&;ZtWcwvKgNm_S$JJayXHKOzu)$QdCTU>z&*GHLG9pZv&2~fWj#7+CwU9dzbEMxcB
zEtm15O=NL{t#T*T6<9trOpf&d^#D&1DJhImv0L=!Z>hq@)!<gC;zWW;=so;y8_;I9
zmO)=KB7Ax_QWz<sBQ1E*3))^(HRULZ%N>HIgUo`Cqy}+~8U$1UfoCBo@5MBY5o$xI
zN0l$JisaKLq+HoKV%t(s;1QoAie?d4qqlJLjD&Ge+#$r;^3Z>nRY<$Qd@g8jJrbKW
z<wy@1ie;)TLW%2BdAE4XK2VE!+i~-GmQ;$gBz#g^g8Rz&^f}Hg5gkmGs@2DC8Rz~0
z=GtK;yGd#%I}p}}gr{<6yioVHl`$C-);2{1IAnIG!q{))UWcb{AeZqPds&h-0ld}L
z&n&x8y!Qqj)k~KJ!Jh2sYTD}`J)6{jXIv(@Di%r7Jzr+MjUc)apIHu&d^7e4pQ<TM
zf4ShkFP*-CgbP|)?RsM#-XU4dB^;&H5PU3B<0FWvWFrZ4`<oF6O>K6Pe(=3;+vc=|
z`$7&I))MV-|4^pfIjlN0E<B?9%(%N{wBMc+4S~s3d*;ItwRo~q&d(`VmLZDRrvM;-
zq!!pSt;gM{{*gr*t0bldy^rqXOJ4XLT;W^LKk;A1Ux{kxKTfarwP8XqF7wmpG9S5W
zZxbM^CUHpBqeuT;Ivi0_vbr{O$jLrMmZt2OIYRmCXNq9&!XLNYSq0nwLsDAX@*=rA
z7txoRsx8?^ciN}<N#1X~JNJF&x|-h|e|^%Mn#J>}^qQHqs$RAieW2;Dc?f3qyD^V<
z*XsY6E0(?TPk46$(sjY{C<d{5Hu=!;I?M*naKl`D`IcR1z4!eOv1a@5`0@e&bDjM1
zHy*f)L9Ur3&2){!q$*R%0H)p%c1Hfg8ZYlo9oG2u2pKzWiS4|AUY`Yh#N*wN5v)x*
z;GmkWxhu(xG?O;Era5LaCTc@yP>sDpOy2xrsyvQT?Rm>7h*J)>&EB9=dePf0J<1+{
zd33CBIaM=OcSBt^DhERZ?nKWqBkfb%YlW}Pb#G()5u-JEZiL5hm|{@iE<0+T^isk}
z`?M5?gmLpR{4SK?M+&my#)b+A2$hydI4V#F3}VVd&`)5}fZIz5$e*zw_%yK%k=aEl
zQVl`IiXNfF^Q=4?*kQ}1n$QzsWKUHm#oZ1=)8HuadEgl#O(7y!5Vd84tm0laHJ(pG
zE!2k`CI-|H=|;dime0_xU@^MXmUHH+kTkh1uW;sK7BCwf3np4|QjrgFvoXDtcfs+H
zSP;TyAuu{9crZQa2hR>LKe|r-sa^?KO-lIV!&eUL+W_}=XBmI0jMIuAf<>he5a0q>
zPZ^FglE6om1V3OhB2X1T+rJ}STp%koM(oJLjoZjPK8*BB3s|^dw2O0%AkB9@#<Qhh
zxov^+!d*=BmOd|Y^G&I<0!)c1q1+z23mz<_rDsQm^;SCZ)gMPh$yb%8((%Q>JS2U(
z`Z$6@qM@8+=Ua$)sX2AiR~!9WFP9&BUAWxCL<l0>6bGG}A8ui&YJ8u%$;+d><$Z6k
zSJT^rr~?p;iBUKxEi(P*7)gy)M7NUX9Bi!THp_!PHr#mJkzSBkobh87Xe}A-esXHf
zws%3?pT;UaygKoyEN1?nW2CD={{s}~bAEXr(Mt2x><U~I;AAVM?kI@l-H(O&!OM$p
zWz!KiE*+V~pVww&6$c<7R$uup1KIbFxdpJ+$=YNAk{BK5A?21GclC7+!tF{>^6A{O
zfB4?_`ksFwUMlx{6zAjCm}VGH|FP5WanwE6f#ZkkpH<v0=znR2a4Ai!PcO#KOBXI(
zY<F88J5q0aUbhi#C)@q&?dW%fPp1!@jg{AeYNZBh#hTnw`$8slvGIhetT%8(@UP7%
zr7D$kE@9D_V=k6(eWZE>N_0%=MGcD*MaB~C2XaWFx3PpSMqfkro~%6|CzJ^gm5kr3
zJIt3IiASUy#PfTEzmJv`dCZ;PV@93{jbg<p`sc#w)mVih=77aS#d%gbGJs3oEGEZ1
zuOWak9~`ox`sfbHj#tFL@blr`@WTW;MLLNZCy&aV0F<VjSb*sfFbs`-wAnZmpn*>f
zp)WCvK9sheH4{-WJb*^|BLX1lO`*wNQm&IQw&--1I?VqYvqJ?-wpT)E4XOXt=5t21
z89+j=(c@$&-!LvC+NT82?R^yN?f(O?0*n}tx(^x#zblde`KR%9w91w%q62TE$3T7`
zv}=HOeK2UMu&NzQU*W|4>lov*1_@q|TtV{X6`>~!FnPRYMWNE6V$}WyX<9wlVCo}C
z^$ys~WG^p30q0&ZIEpeZvI6Mn(;_5-1uf`J=FRhpbNEFq(R531BHx;(hM^o^N1GrW
zU23?T%(*;1o^YyP=UxGEc)M8%J_5iq*9Usc#)Ptgm2NMMaCxEpFj1srsD>ydk_rIO
ziLDw63h04pSq3As+2l_y;1Vh24(~`v!MZty4@Jr*Etf(?@hff$(sBcrK>5;AX<5vU
zw_HbwR0+_DhdA_EIy{?U+Ac0v&nF0Sv4y}a{Y-8lt;@??>Cc39Qcm}__;y%;N4j?s
zLsGxy(8K;0U_@?wPBcve<K&2vd~lo8!l%vpE|*okWcze_&!!R+;5e8+%=L)5+#mX?
z!m%*iS(<qI@FZ4FXzwOJc@g5=He4LPL%66WEh#WY+J~~akc-F8Qhq0lywoh3Hs1d-
z410B|B!xa4vf)_$5)b#vCpxBu)cI-c)oXtTN`<yi1S5%ItNzp*c<kQgQTLG&tsmAV
zGnTL?HFzpv4Fs#;Iv2!u^v!L(mcr!Y9Z+(F;NqJ^+34IHZ<h+WxSexZ@yM+BVQHmA
zwDq@VCCkXo&>+{z#q%Y~HCj}))T`Ae@bSGZ;M!<U&Jkxwzd+)rAN+K@{?6k0;(*8S
zb=qghYRpCdx6EIzrg<MTxT_xxU#ZGjCq`r+8a@2{*vTQ!=?7TH5gV7J<NGfD^lPsL
ztS2;rB9F#RC12mY0T^B@KbzHk_?_RehezDD|2Fm8nip7=>(jvF`v%;)e7w*a9~fZs
z%l`W9Psm$wKfxZs8!0gtqPh09EtQ)doG989rHI;4F@N2S6oFZuS2uCh3!i!RJS%CN
zYb=;&vDXfQxXAX|pcAtZV@ih-vkZ)g?AL;NW;CrI)IbVfZ|-deytDc=_{=H{INaQn
zwN-1eu0WXZZEVp$nOQrGHmtrIZ`pnY`$43^T<>c&aq07Sbt_nn@y!mRq|u`-ee3p{
z!VDP?%d>rNIV#Vh!lEc?s(f?$kQrTVglR$6PrR%XWcfgcw>n(J0*M(``cm*`i`UVy
znqDp7TNANaYI8LEjt*405To*A9w_NV49H{eLWxzM)CdAFeZGdwMwL(iM+FNZ$i@KE
zvd~6ICrBLuyj)YTS&T)%EAs~1VOrl$Isi^<K#n{;41l?ed@AUs)7U0tqz*r6jULGq
zd--SsWr$JLb6?MBBY<)&134D=in}AjgRC8M^a~zT)B)4lbY{MgnPo}M78bDGX77J$
zBpk`p8?Xro$+>(Ri~f2Hdh)$K40)ze(H<Rf+)?3%6fE-zwPVF~hT}E+XX$<YJ^Y|T
zM&r{MMJ(cl4#xE9jJ%_R(WaGm#2%n}vZl?Q0BCI)7Op=KjL@}R-pLBZQ|%hM8?A}6
z!OGBF{j9#-&+=%F4On%nrTPG(BrSDYA`O{W*R`Y4-))lL7?twVE?Y#)Qs`6I$)bjq
z*aXki{foLweP<R?;-%Pyk4-EC35df_YaON8#C}&$>vHI%I<=6n*HGHCtV25%IxG9U
zk<j1xX=CkIz4Y(HMW^qnY;u<i70TUC8{&l$e=q`#xx9r`BaBU#q+?Uf>CaD!$`%^2
z8QFrc^|0Su9MQb^vEt*7*AYdgO`m;gDmw7xg0^yp8I`1Xk?4)T5R|F^m5H^f_~Up#
z?xV~0BwTt+rm5`veycdvMe7d(NYNaZqPcd5tW0+(lKZX8DlN=#>%}y>DM@tPrCOI@
zxxvM2Hu1RuG*MUjxnzuLm*3iasB*)etjM6Wj=z7m=6|B?ltQEEetNm{&?#*Iu*S;b
z??m5|u%js<J%1Y*C(yq@w!QfM=p{AYsvq{W6HKD?u}I8IN35)HIF#0Y@_=+FBjC<X
z^To-&tn)>WT(-7kGKw%Ojvd-FO6s7Mie4w;hgz^sX}t4-hspl?+y>EvdwCW|P-g$!
z73cCt{#||*|L;`#Y{Gx;jAp1JEmJO*?o)>JtpSrD5#~<2uU^*pCW-Vf7I|O@q?!fC
z{ya1Dm-ee&KJcyrm(loDKljJ(y~hwQ*oh4AHzlgnBm4f42PLc57yp3zQ1n3)WZ5L%
zl=?5~P(s|5!?8d{O$6ci<9F7B>Wi=2Hk11p=VN#i!#~u`p?d{xiK!oVAy4x*0O6k#
zZ?x&J!&B)l&sHrp*grpINLWTXd9s!6;;Vgrbo{}fL)bV(P7>TMMXRK)zxa#6!sBEM
zg>iqxb98%VCaZeTh5e{zQSZ5bqA6t8L6+;~VPee<&9pYd<4Ue3!!V~TC_A7&sPzKf
zY0wE!ssfrA!Afu)8Ik`@(FHDPXhDQqBLuOU=PXC$ABU%CHvVKz^+2Z}SR%)3N(9O(
z1p${JQlJwLHZ#yKvzAC8o@W*1gjMu$ZsW5!0dySnJMqXx{S8HrhsfRU$CTC$wvOzV
zS&+H0b8PHBErJ5H0YORv=yZ(&WJI+P6uq3SX)~nnZ#<PEugPl!ov+`Va_qe$uXcle
zd^e)7j6NHS@Km_;b$x75_oKx78`RSU&rcE0Yh#N5o8z&O0s|Hn#=eY&TM|J(x@TFb
z4(9g0+*c)w74euk?BpW^NWh2lDLKxvIB5OHdbN6q7j}F;+*Ts<J@U02)clir1$>M7
zq!nf6dcWQjK&H?esZw6>kVVshGD*ks^7=rqM=VL5o$D!H9*`kS{9U`PDvKx4O{Ix3
zadw5oicTThs`K_uAV_i=2WH8suZP)RPiaFJ$a<=6-ZVChHWv=$nqt#n<)Rv4SlN?o
zg3Fu0Nc-A`Ba~&FM~W!re~Zr<{@z)PHt(HO9{fouUA&l{Q1A^wW>7{c)#j_N-GE@}
z$_mLom43R8OV<a+oRkd-E{L&;q?I8L^JwUQ6IGQbB)&l^Fq1NTl>}HtYj!$W*d%q@
zoOUI%-=Q@sSlr`#OKvJsC03PQb?fw9MhA^L;j2CUTWdc@<3Bd;v=Np4HS%_;y^l-c
zAl^CtK^?1m)0=Ed!uKWkjA7{>l$_Rh)nku)rFCJn9cT?A2`==pUa(V6homalq8@TY
z*XkJau~S~ap?J?3MY6kp!bEkMLxb0)eC=vT^Odt<R&Ktx4C@yrE>+lM`}1X1fBKFb
z7y3_?5<|*3=uek;V4S)8$JxZ4(&qPuhC^ld(>h8Ex~QKtTRu-oF82w$`Wv$iDj89~
zbxX-1`E5Z)7id*_$+=b}7tF3$AJ<d;M|7~*MCs2w<a=yTlsFb5QhjQc-4aP11h)z!
z$tf)yqN7G_r_MN^veKg40EsW>a%yPJKo#OyVwd0XKU24L$4`A~GD1KP&xqrQbfGC6
zk_W$q%Qii!@a9_g_+Is)4F=}#cZ+(FxXpplo3A_O#)|!AJxxaf605k;_ypVYM19sR
z2P_Dd$cWv$+6gg8!5U92M@Ib04J0iGUurARC!GGj{gc5UFJt|wDSYJ11N7&coKw})
z3dp%rqpBco!Jh;*BQi@TQUZrV)}rp^t89Sydek{<BLO=@Nw=7%TOs3EKLete0lUpT
z{^Y-gtYV)NJ7*cRDdFbxbOJhqSHhzEi(;`hKnkI*+LE+L`Lbh03$W=qzr`3@5;D9E
zq=P%^De06S)KKMf{c~c=Q?UbYw3>LgfEo5)!3u5M&NpO;2^OL7h^>qdBUV;(Ny%>>
zu7=}4w)^;FN%eJ$1Y{0>o7J}I+P!@9ihOA{0eH)dJ;bevLsc6A8n!4dxxeui2h@W`
zQI63k&2>on9M`L;Uk%^rtpxOawmE>2TnBnoyaoe9B5Mf|v?H;_VtjSEZ-*YQ$e!bf
zKtssLgD~t&2rPcS=3#9ns?d6lz1KU|0smdaJPYtsL_QbK%MbD5LXgCAW9D)u#Wa3#
zXrt@iXEp5L%q-|Ki{b3C_Vit?_4mQa`{N&Im*rSzWi}0KCat2r-m(QOiORzdM;rQU
zk8@1q=shF;=8^PYFpU)@1HPG@>tIaT%DQw}rJWLAe9spOK0T{Dhvu!uZ4h<of8>rc
zXwMZ-n;oF#hZc-mK`%*gB0u>>-|MYyd)v^*#39lI<l}AQ=B4tfBEuxA-c}ozVydXA
zUxIj**SJz@t2}@IF3){ck>b1{;@R;nKj1{1AP0uqt8Fd_*n-Y!v#sQW$GWh-ZT}G6
zHgE$>A^*+j)h3sfiWI$qRg@laGOnhr#|Mo7WdaQwK-SAXWaP1CQ?B4-@dWZ`8+p+!
z37-pg4sQ04J5ZYjI%xQZdZe|>wyByRUb4rP4lqzVvfJHmYlauiNPn-GH6~V{JA;Xt
zHzrqxt89fy#nD}}@j*bhY%$B!Mt?sAAOe@@>~V>0yj#i){rtWb-cUux_r1k^F1CB(
zfJyiE2I10#GFfF+Tl4uA?g5W0o$v4&A1pJg&|VmqOF8Q|J$bd;_FBJ{=PhDzeR<tT
zdTmZNwNY~drjS$*1VO-u`DLu-`5BopY8#YnOvZucrsQ+}8@5++=?2&0%KNb|FQ(%@
zZe*Rj0+wc1s4_-kW7(MxC9T#W3mU<ZI}Fe2TrfmEY<YAI-#+C)@G$!S7Z-741kK`?
zc#C(?9PmXM^VW!u{CPfqSBtmDH@iMjy-T?t_7uDgf`yA3kS21ov;$tC=NKCUF@^<o
zP8QHLh*CQQ)DS{kkt9ATY^og5LO?I7r9jrJNaC~fs*A*bS~+XMGb@6$R1zjMi$PoR
zY7g31f=^KlqNWWPonwA22zTAR4+V@Zq$xT~V4&6T({mt^Ek>Zm{mD!Os-CJ9A~_Py
zCw&4ap0cxYq<XpdM9gv45I^_iHKC7As532Fm1QzPhgT>cc^8{e!>{zv9nOLmf+w{c
zWVKh5kIP0t*J(WLbPTe%1|&1W$5cp5fcahMtTZR<Ihz7hPfJn|9J*7ub;WzBeM$$$
zQ7DVb-&uCwQ6@^#T${lUhdF2a(sYWV%`bic%+4{VNvif})dBBnG_0?|nh|0Hmpf&B
z);~dXqTTDntsig11}OKw$tF(Cc%G3h9y5U}N2(N;qYI2%cJzVd^}maockb!-DpG(*
z&w(647Zp2#kTY?k?9-)Z;3SdqSpDbdY1Nyq&n8m8qDWajzG?1Qf8&49o)_-l6C)-Q
zf6bUGhacWe3)siCSwGp1KXDwgE&b_*ws1ZT)3_-LekG36(zmrVL~^p<huZAlm}>Pp
z9!f*&7To$UvY^DA*h#rC*{VMz!Qa-M-spPJ?<zF6M}VRCdSBRs@sTDti{mWP6g#_1
zz2Q-;z1g|CK4Uh7y3kmpctjcQ_~9iB4SQObM|!poOzi64yC4m#5t-oZXX&b`Ve4Kk
zkv3rUg@-Pr>J%Mz<cm2`fwmyp%!+>}V*A=}7aYIpSMZi|!}7iI+z6P1J?S&1cNlh*
zTlP`9=51^0Gy@FOLtKVqk}{21(1(-myYO4-<y+$E_ASt8V{)~J)K;=~=**^We5LQ#
zB=)a3+HZq_ox-K#!U9R(dB<xj9<}T@A7~w<zTD{)?sgZ^zCJHhFa?spb2X8Eq1DJB
z*H<+B87l4~wJ|ehjW7nu7$5#L^LC$Z*fnB3W>S2(X{m*KzRk_|*4D%?iAh{*3+&&c
z2i{~|^XLnGwJw$#qP(0aoaLw-3s?rp3#Mtk^6FLG$e!W?X`R$HHVcvkE}S2a@W(2u
zDV;{(ewpniMsFbOoz)xmmZvO&d*${YZ<7cP4~F7%EWL#c{DOv@r;Y~!1aNG$Z)hQm
z$1}!<A|n7yD7dudm2?sT>zWK@S>m)<<x=$;YqW`go}-6MNHjf!xy@s8?z9+YJ{IB_
z6{-ii`qhZWkT3BFpMo$X%~QFJI4$-nS3b9-4e(or;w^TyP;G61nHGcuur>m+X?cc>
z-z9n~cGB?5%!({GOQsqUKMV<zwPnWwvk@?0ikIwgTauj$B8b5Fr&&%b<Rs~a?6G%q
z+5CPzwh#=m-6a9Qb3WW;F&_cjL#QjFAJu-%suMe(Pa)JR(~(5}jXJPxdOhV8K$tV4
z-?HjO`%yzD)@?d2c4;V&HgT@e%i-u2+bL{1yxQRwWK5lA&-u)o?xz}Y+iB{m4s@AF
z95AOmz<4b=c)DYNfP*OkKIQyLs+<T07!6(rx<YvN0-<-cXec>geHaaRn0GK!cO+<J
zFXNS9D^omGR8#3-$?)sff2Wd;L|k)+?*?yScs%J@(8!N%*iYIj|LFc6;wdq`FL2pv
zKgTnD7U?Y%dvYGt^PGo8fh>y*D@2kXx!6AR@8I3C7`NGB;S`WWkID&9@iOSt3!^VQ
z&n~rv`y=x4KqD^gLUz5}F3{l1)EV^B#5}r>vMmQmHYO?bA7|t5rrnZ}m6v=|LAUt~
z##>$11DG}k9#4t<+%d~pwt}^lX;(Jjd$l7IXKOETBDO@I>lw59Drl9rc7@0)iVAaL
zLuVf+A>5ibWqv{*1O?cyfbIDs?2fobQ}oIE{k`Vuqkr-{O_9dR%aGm{8ZAU=eMtIq
zCx?W8&%K8bNDqU~L`~buvSTyKBVA+1dcX<uuO9_Y4v#oR678y87_{+wTv^%B!@ThH
z0<&Jw{qVtg-yI#ZTfSUK-Lwr^d|eCpcqz6XeE;TJYBCiweKYmX2S-PXZJjV%;8gTt
z<Hb~~XqZ<B*9k!PFq*Amn&(rKGq&Ch{2^w-YHzg;TVv1aSe2UtOf)f%Ix(7VoNi1I
zIvC!v(xVx)u0|`5Jj!to%yik0oBWxVdsQPyG!|m~9@#J#QwF>Eb7fevQ<e@}AdSbW
zq}=|c_W4q1G^|nc@JurH@N7woojf~&QqH$cnvH%cNlAri*I4fj<*Svgduo5L8G-DS
zJ+6YaCyErN@2Vie*~Arq>ngujk@;LM=){bvooorJ$C!e>#p(UyTwV_UiTbQ1TskkY
z!?{E^6b%SAEd2TRPyw>u`>g6<17J14m&V8PKTk@IW?&P<QXVAdFkx;4tdz+QP|$6V
zRFem0N*NjQo^>WP4+WTsN8N))8j8MYNREs^+(8|ZG8ZMJ+d(xjs63ThjwI79Y5a~)
zS_G_RDI_k1sO@c`{L;A;GVpi@hxsIg3s%}tOk-_Fy<_v#$^hm6#xetM8M9IOAXEw}
zv_{1?--hL*p;<7BhGVYoHWJVj&TpV$f+vOXBG9jdobf$~u@-~4+y1AAtB=Onre6}=
zAR)lbh}@P?&^1Xh>@K)jP1jq&>oaJ5A@Sbr4&&~`4hz>@!2Z2Xym_A9cecgF&v7<p
z@NaMNhTmYyFyahMM?5;C6|FzOw>yYC|69wZ_{m27wim4&8g4>c|D7YXEAacl_AOqk
z*vS=QveH!L<Rg4`Byq*PCw)D^!z!r2(~u29A|)tp0|K8wuUyFtkyJ;nD{t@_;=;Mv
zcj3B6s~U?kj(*Zx4Vp{h@%R;Y3Yl)c+>y4v3<R|vEgd<U0UN9SY{MtDCJs<xEy=<{
z#zM1gv=2<1Bp-M87hsZnH-;etwtgrCtGM?MZ29sf!D$`S0xY38-9{+i>?obC8>~8K
z*wr30SB!UW-yW`-npVOeKObL2-LdldAv7{;XY;1@jm8Rht0~@AL&z=))^As*M{2%J
zDx_<G(RhC+*xzLh3>=Ez<|wD>uK6@lar;f1mit(^Rx$=D!-e^xq_VZbKOoyfeV4}Q
zfg^z=Dt36ujM$%WS#r-U8qpv~FGnfc=w0|kuwG(POS$0v#YO8;KiRVD`+32WImrW@
zC9R34&V6jpGCQ@NO~L+D9UU7ms)=U2q#L)_bfFbv&C4C^5iR@g@KuVUG$%JJi%dQ1
zC~VM0bGi$m*BtVEm2LSSn!9PNhYYI?bY6ohGiCKRP`4GBc)2UX7}$jQZ4GQqBF0W7
z<kc6d_tD<QkT-}1h+1Z-y$h#&<(=*;jXm_H7*;DT@vrL3T`!5{-Bx&5>}+9DKtF!!
zL2N1rZuDe5D6~O<o;#uPh=KZ+WqACnDCxDrVnY2yyrF&X<8=HmlP#_IqqQh;YSx%i
zQ5e^fDC{={JDq#{>wC8MX(c!zwDm&mQ(~m%!vvF`i!fJ<a3gkT;bLa)+-7AeMXj2r
zUkIkwgEN>BOdob~8?A6cT2B=8QqJ_N4`78Ot`1X^SRQ@gFh73WL2%Qlw@gAdd5a>L
z9??LCxfqvix2}qcuA6jl>ZNM&lNRyT3$-SaD|lrL;fahMA@Q(Jwv$+{Q*c6t5+qC3
z4$?HMds9+r6!(gYfJjMahCDdW3X9gkj+@qNL5UMsg=4uI6l`%ozLM)q-va9J32s?{
zr^L=X%VISO+4g5VSv+s9vZ%47rh8U-`2a)E{e~8TmnY6YU~5ruL2v%3IFp=k%`pff
zbzKJ)DN&O&-J9Uca8b<JXGt-(({gA;=mW_IKm!!ehda=2IiTBEc9iS*2#j)FlV_oX
z+jhI3K|P=OyX`~tOKSbJdez}(m6A_2QL(N&Ky>_a=83QX)lBE6fAaL0!o@~aAw$2n
z@4@$F<b@{le<3bA3SOI=?-vSXyWu9MR%dL1anmdEVE$RGnEyRgrW$cwU0N5`ftzx*
zd9&xeG8>IRxS;#+A8SuX#+TrSmxzjZ*w&9a)J&O)<%$`yk#L1Zw&%zuNTFcsCYy1n
zRnrG*Kh?#n=*GA(z5~`ceKkFft1895c^M^W8lMr9d`Hf#Voo&O=*ig~e7Y1Zotn`9
z`YJ%0Sk>jDdPqY#2}kv?$Ei8i3+h(9*<T*O9`M_=Yh?E>d^z!$7zRJ<H($Vpg<ATT
zG$N^PSxfo>tc~2k>(1gwovo~w@?fnHelWe0CI_Q0>milLjiFTstV2dii;Yjo{oZE`
zA-rPxjCOq?O)K;`Wp27>jd0<=m-*gO!IV4F^zjLWc}+QuHhD8H`!C12y*k%p(~3=R
z;XZREpI=!zm~T@7D2(BFH8WeVk*uNi!veK`N;N0&g?VW0s&zGjz~%7h!S=`jE1XTu
z!5r76k!b+0EWQH+G=4H!$Rn*AUaz5HN9M0oFj*d0z}LHA%Rb}Q52au}Nk%AnlOR}<
z@av~*K)HJ4N6h1#;3Tz8(X@**4nLmZ`Y>_i)Gqzteb^hk&C%|$O7rsgNi}Nl&k-N|
zXj4<`8aP&nEzH&12<3h|+7`WFF3wwi0Jnt17*p3(LajkR;^?05dikRi;o@A9*tLCk
z1Z4<(tZn7&uo;UP)ksTOA;SgR@r)GA`Ss?K)7?L)Y;8^<%vJar5u-oE+!1Z9jJtEL
zSBpkj#fB0<QA$P0p(Rli4!ww`MGvy}^6x(aJst0|i5gA~Rh=P02vJ}>_}3Y|2DTyv
z-26H`KaHE`qi>`svNcu*V)+3kOrO!4_WwA06F{n-_ka8%DHYLG$S!+XudOUm_Vr$C
zmSo=|yC_LQu6^esaqUY8*`uUnN%kdF%D$BSZM*(+u2k>$=l%J9zrVja=ggfmXU@z#
zujiR(o_Ws96Z4I6j7g=ps@73>qleSQ?o*ux%Bq@#QwS7H2KwauPznmweG+_8W%GoW
z?E)JdRt`EmHh3Kp%;fvzHuKTvW(!>E{)PnZG}pO+Lk;tZ4hd_T%tj70N?t(K4B0}H
z0W4gXNso$c^>>u)c27QIJ=6kQD|+-&TT>3fqKV}wVq#(t&mn}pKOrv^^VZwc3^4o2
zx9Q^vldIBk%;%2Z7=L(F-yU}OP7nOsYO|Ps%39XTMS<1q<5v7*y$xX}2C8<rguZW~
zs-F5}s-F<};gwU;Mk`NmpHzFcsD<7|APOng^11iv5eZtqSpQ~=p$uwuf_M1~8_(=e
z52KZ`Bgq}@)OaJifpgrD4AXe#XM#ByF?#Nsh(&aMCfyWE>^IVDWFzJeyt`rg*6<{o
z%OaStPmg0K*}NpVIc|7SaSdjYxtvfC+<6?k>>?<hp-SC+#c_hli7+Jvlf!ig^X#*K
zRDZtmHN(kiI|hF_>uI~#OwSG*{<ZHqyt3KquB(M(6R)4>6FQM`7gUYhF1RUkXq8I&
z>hag%af;MJgmpxk@h@LK30&w-j@Do)H#`}2Hqu2gOAn@nj&_olBLFLznb!v%Zt}4+
zy)P%*#4$n7C3Ew>ZHB1DYeIQ$5xVjF>fYU_&u#aup7R(f_BN$6dn|-Dr!^#?5bMxQ
zh_v%Ox0-7hH`8&{Pao_Ra<;G#Md?lY;ifqUy0zD0$Z<-70$r|RMH#kyngiyM6Qn8j
z#*T9L$afh=e%5;153LKO3#<Z-Ga6UVtsuiSl;e(eSZ!Qj9%u3;jb+zktsp`>IT4J5
zJ-%k;;nB9FDH|P%MKRr(tQ=9ORnDjV^Nn<&NU%fOn@fbYAHe`IuBs57aULTd8VJ*g
z3{{6c;U#Cqbk(wWIclF?CV3};s;IsYN@=$lmIAAn%pW-oW{o+<%3N)-4w;9Ek2n!u
z+NQLXC%h;2G<&#1=1^{t7?Y+Lva^DrFQY#8+SIe#245Z#HP{vN1@IkKL^)s2h&<_9
z&iE>aGu_F2t1o|n^2h8jgD_v<ck`(>v3$W9PfqpePWs!$H*M1I`cuDL&lj3Gy<*{Y
z<J5w|c@^d_UE>QxIb&LzS|Vvzt|#C5k{Ckaw@O(3vGcfMsH)eNZr9Vtlj>oQgU-pp
z%qn=@LLMDGpF?%^l?+oT?U0gWsO8y{OT#hs64^a1V0rEP0%|9jnrWK(;19u9{p=~^
zbUn5<C1jm&kL(YM&4g!I(7>aH2qS3oo{N*3($==T?gL?$k_vvQA!2yoeOthoU<GTi
zd5ARaA<zrPY61_Q=vY#7vQ>uIpr@Qu{b2FyP_TFrLoW=4R2ja1XijEMK{EGk5e%M!
zTAER`A-v;cAakEwxFoBDfbdyiWc@3@-c_pM;lC7g>w+!9S<A!8fRmc?BqPZK+jQ8W
zK)O2v*5pm}R!(4OeA8g(bRT;YqLJJi9$@8_Yr(V_8IdKB`H+wDH0y9Zrss3AKQ7LR
z+S}Ps<P(WouDr3|7J*WWEu$1RUR*yVElWReco}u=!pQcGf$o!cg+DCZXC_K}QY0oJ
zfE^0I0LQ^o=5?Ol?Kl&(RvWWjFJ;7NuI2lRah!3Bq-~RS3w=q&k~(mNU^P!7U=Q~A
z%5vdu?&gV;BRxi+F&-bNqtr}euJGg?eK(`({P^Ky%FrRY-W!n`!Xb#OH#3RUi0D3>
z*DJfgV~|F{5&;6PkIT__PKaOViRlhykXh)@L@Bd>Cisq)eIj(ytK&57U=b&sGm=u~
zZLy3l8xfW9yW>Zuz%cbDBJf-wJvXHn@SSUVaWZBsBhvr0UWHZbRf0!ReqgBt<G@#3
zPd{;j&#*-K+67RfXiJp3IydV|3WLC$7XKTMUSdy5>aSF1s<uuliqb#1r;{@48QJ*R
zyKg2$_MW=TS7CKs7qHt}pf)M$#JBrmRM#3woxJ-pJQf)$)a9tf+4ET~$dp&bb6;M1
z;h6pSh`C>{*4args_!m0q=ZE~UHp*i<a+rMIT2!hk<MB66ty}T=S#8i6!l9MTRqaZ
zHPpGIj-W_OI$1J5f9{coZ3ZD;eU83pRxV4o@Ro`~oUSLBBrmt~F6ss%QiDA`HgbfF
z+sFbF+yWjTE&KdNMofH0A5*(f@lyJVp^!zXWU0|)CGR*`y{Np!%C3aFN|M{nG)jk+
z?J`N0>RApy1EY=$N{weDa*9;%TZ>Z>5`93I=iL{Z(|^8b7w`Y_aB9g(uy&!5S*8(%
zUw_<S_bfLPy|cRIxuxy|>SkpM#d8?7X~fg3r$SS-x<V|SQ4djdw1?yXZ*|Lklog<m
zRg%!ksI<OWGS{8;;B>r6VyJHB=^Q5_68J|;`9r$T4}Fe$TUDgEKy{g#%Hu2wZsDve
z)k-GNUFvc{w!K4<f6TwXsOhBa#gxACa%6As4B_L%@vPdgOaUr|^Uhk2BEy|y6yraB
zJhxFm06c1%Nk3yOj~3}amxpa>^AR9Z9{3cf>)g2LtUZcmOtjEa3(K@pAyd~U#h&L>
zWF{Y=s#3r-`ZWuD7Hc9vSBO09_91hbQbJGg%acj+q`mm@Wbhinxh>LF3Q~sNELK*q
zXiaH>!+Wo8)g{AGhTBTSWFNf53J1z9Bp&d5bSzI+>Mf8bkm`GHcm0$?XDrE6p4$V{
zrWbV;5)w;4^jc6DOKt=`y+9pFKoufc%lz#|ct(vWqRT%3EzzZ6!IBh8+a)C84>yZP
zAA-KfVa5V4R|0YT8I}cXYLG$tN_V7tmLwM^!6;Z1(0~hOjZx;hqsf#JlSPv)U_;L(
zbQu9YOyhS}QJ?1o3xa}gDF`ohfitf6^&ARJa?nV00Vnm`4#fN=jQ4R_2bXT4lru1#
z`<i2j!*SZXM{<vlk}1yGPc$5T+wi&{Eq~8>XKr>*?1AAc0^CV^@n_>v-W;F(s2P<b
z;}>5u%BZTta$;J>pLkTAbZ(2bq33r^^S(XP9T{#z6?r3+4kLf=vvrnqg}lt#ccn!G
zMNLKOQM7T#?uw#9Jv)yiY3bh32~tZ(3s*N6OH&7Y@Rpg~2~rVJ0VaMXd{9DyPut7M
zl22d5%+Au>jZe$n%nkZ2f6K*zPgeHUZ9|ZfpGiP~S43EB{~~J4#HVKJ=3)!(iSP=D
zia?q1?+1mTAh<7Yd(+L*g-`ybshj0hOY>V6mVBy~j@E8AObBstDX9~r2SvJ_q7$q1
zo{sr=z{Z6&`mIApByQY&tf(Ziw_EA;+)taY;Z@U$_U_8mZuj%6(pXWEt(`iPkwo4I
zc@^mbftZ{3cVRo;4e079|4Ktv;`v14lB@T<XwtJx8q^|k*G#8I9%oIeaI5YG4lf=q
zU?@fTq!Fo}OSk1$IFd?`dGxv$Q&muwn?7kTiK@mLz4(cD-UfDO$8Vepe*5z9hl*~L
z{N>m8vk;z#+l(lB*j_!dcu>KcIYGO#*R}e^O7eVM|8qK_VF5(#dH7Ld-RC1$&?_TU
z$l3KVjRlxWr9y)G*CV!8T2f&=9<43PNC6#n4#~&|V#4QCl3hm0EZWP@GccEotf%ly
z?xpL!+SW&PFQ`~66$^jnF)mfQOC8p%Z+=!Q^7!`2Y?ni}QU-2EVqPElR$b~6a#gmh
zssGLL*T7d{i~=0&a~xmVqi%AUTvWLjZ!=co`@n0g=EO(0IVq<Ua%*f`NBG6$&dnP-
zld0tEcZ@5EI3~ZS>O1PSUa?j(QA=e^INU$-Vo1nkvBe-MaG5m4B8R#D4!W6v!s@lN
zjNbKt@aj7=UPhE8A#bdVDeVY$WeqSA3^~#xR@VzgHf<OZ45aKB3LPpb>-mam&}ogW
z=-Zo{#!n=k@AP`gA-8d*jea{jE-z}d!?t(t?GiZ}5gz(4kQ4;a`5PoPO|32YG)-MB
z9o?9qn<ze%rRyzs7jsKjfLgiRZVFm%0A3)hpe4*Cj8CDUCB`HMg`}hagdN?$O?d$(
z5&S)QL9nm#{;i*A2X~bmz*|H_5lqmre^b-tmbsRtn<1a(Re3&b%iC`IiDdULSN1PT
z#!TQ9YL*tZroWg(RFI!Z7y-fm3V1arwkyaL;s_L<g3B#;C-6Evui=02Y4K^hm^!*T
zK@~Lj;=7{7ch%Cv*4z@MAPaKVHZ^kvNwnNt+|Awg8^M)HNDyKjz|cRr7|Q#g$^JXX
z2_gQ$aTQ&kG+yzaB>Azyw#&F!%9dX5;ZR8<%R&?^&(ab~{yHewe7W&5wE%7-o>AtA
z(3`6!cLuiaxp43%Ot?jdtJtiW-DYJVbh#R<Yzp&}<)<}GqWE5Vn0V=`rwx+{g@)`s
z8+o2CQI63V+NHy<{lk+<&8ifS*&wd+y>KK#e=KkDvy$62ZNaG7RCvDoh@>Q<BGA2B
zNqNSXO~yW4_ln>UQwr=HbsJHhQS)+3kj3+;3B#LJ%`9%gq8SV44Og?9kCkvJIzAdu
zdLh@^puml-dT!lPUxX`D+V$t+mmn=r)AaNgrd52yI{f{U4&gRQ>K?IR;5KP!r!l7a
z5zmPix+4rp>z!wtpStZ>&(n>2$4@4mK$K5u#^w0d!iWXG<*J`~5;tiImXB_mp64uX
z?~Ycw(nfr2W>)qQIlIqAlLUKQ%2D<!m@_q1p3P$6l-WL8Qn`aY99Iz)`_ws*ZNCWx
zLF<4}|0-_rFyzy-wEz-QKv0aIPtnrW+Qy9uKnj5A<}DX3CsT9F-w5H8wRLmVv~;<0
z%facEBg7$M2Qv5S744rAR|$a7#pxC#gP8!1ev4oMQ30Vph49|s-e=fJWqBoe7y$tR
z><0J;+xr4Dkh^Vb1%s)n!MI^yNii5P5djP=MF%4QhcXcn{tAU*$dmhF=m(Mlb_iTR
zkgN$w`8y1ygAoKifx${6_CCU{z>XX~Omdj`2nh+v(W6I5kHb$KKX&Xm4dp3vI6W;R
z13fJr9n(2p4kniKtaNmoqFm?s1rP`XBZs)8n4ko&5JC{jgy87WqsNaOr#^9lT9BEJ
zS@8e)Z?6$XafI*#F^q_S1x83gKtw^X_Zr3sN=gh`0&0w(e*}a?hlmf8963sQ3?!&H
z2_qyRA|gCQL`-}LRF}X9+=m^aAf{v%kU4w`X-dN43>Wl^N<YFXTl$g;)%D|?keSPa
zqok+LP}9(|v2$>8aU+C9M8(7}Ub!kKub`-;tfj4^tEYd>z}&*p%G$=(&ehG`!}GS6
zxBtU{z@SIL=;)Z(xcG#`BuoZ2Gb=kMH!uHLS$W0t%Bt#`S52>*-@I*k*V^6F+t)uZ
zI5hla{Oh-g$*Jj?*`?)`)wT7Fzc#m^dJ%wn9{lZB>>u@_0QDj~bcpB>2~;lvLQilI
zQ5+&>7C1~PgCsF^KE)#FcLXjQm0tStD60_a2bGyi7wPG9h%anQP}T4?`@dD}!T+zC
z{i@jSdJV&l17H$T5K+LSVJod%oW+VO0U6O~v*TSD0eLR?1vnTZb}7jbo<=Kkg6}*s
z{6gf|;Elj9CvxAqio6WX<eNecZ*p)gXiLg}Ik=#8MBeRZ@l#p!kfVXOa#EM0ke8wN
z!3?;7=N{y}_wNUO!%OJ>k@(c^@L{e{aKaa9KMG`!4V9GXprrTzm%yLp<OKSw8L2zi
zss5-O9ISq&1k_TboB*gIO7oXDh8+Ajq~`u{SOolR9_En!27nsj=fMU)ZlL`4`WynS
za}vr9s&(_vTH_1NtPfh$F92_^hHTdRN8+F9z*jBN=o<(0fc-~+(Ckk#{cn}WPlW$b
zlRs-kig)nZUta*f#(+LZ$jbvtCHLy(AN9jm;~0R$&j4KWpsgsOF#<T4f7J*W1z$r&
zCitD44SpXYI#g_YZ3F;ye-+ygpD&;T5#*%}fkFnr3*UG@>47HwN$_7y!33>`aL{(I
z{tJ#Ei2S$LLCyWQ`uwKm0af9sKVd`l0KDZqs3^e=K-y!_yY)G<G9En4%FF?KYGh?Z
z0yu#Y5Ly`~Bo8Lu0aJmBr~r!$R6Ga{u&m6izhPbmd~}Eh0F*)()F|=6eoZo=#%%<Y
zxJ-jZATJ-b=>TQI2!S{#>&V}~-+_l7{Co&xz0bB#!*W4%QiWiI=Qhxwng`p+f=c0e
z6r@1);D5yKQxKve{~vgWgfce$1%hAA@(1woagZd~&+!lTfusQbIB4ib0D#P26#3r*
z7r~M-n8O#~Nm$^4i?RZrpLHpL*&t##2r^}ac41(gScDZGvHueapnCt4u>2h~0DNZ<
zR-kQ+x-iOr3NfzxP_a?n5X+*uj&K4Q2!Z4cXc;`>AdLTR?msymYWm*-<1lytYEJMW
zD1PY<sGz?N%6%gL4GM%H4x-lOKY3m2&n$m)Ef9>&88HYeP&9U%4&crOnhH=EKm!QP
z4jPaTxCub;NA&NK{m$lh+(BvoS>nW>O^g4M0xIFb@sDOb=nA<0DKo*#!1k>%2rX>z
zWR&@36@kXQ*jSw*WQb!6?EFXBXpJm~nHQ&e*95BJSJTFB{dgMFggcAws~c*JS{kdh
zM;xR647+Gn7piM9zInqtwuEe?Tdcq&aEbcuFz>f>YeX!CjDZ)uz8SsGDLrmqV`P@*
zcl~A=Z9PpxA8Q|jq3@67^}*B66IK1UNA2TlOCP^6;T;zY`zSd#`tk5HVIPK0o#*_W
zj2zhTC;flj?aqis4Yp<z3%lKZYU^r%S@d(pcKTP3cb-7E9IoGT*O7DcisP!fBml_V
z+X8qKYDuW&{u_-m0q}lN@G$)E@&*V}An<^2+Q$=KJY@W9e~Rz+@GN~C5~2Gn{Rf(U
zBI`hO{GyTRzd#>Ir$5pDKZc<W_?L+OuYvt$I3$9HFM7X^KZbwvepi8q4l#Hw!HL8E
zGT8*i3PBE({Os;+j~}i-bv#LHNs=x+FcV66!RxQ#aDiu%bi~43qp8N3sXQpIs>Z@&
zwzsLU@QM|!v8k?eMdsJ6Hu4_UxfeDkWT`$|(pL<Z?Yd`2Lz`%sYmtD?4ZGYqa05N3
zetYEZsBT@fjlt0|_U%^Z>y@`ZrrWLDI{7AQ_NKPE(`5a~bL_3S$MTlyt&=)%<n@_x
zh^>h)uw4N2SigJZpWr{}p%0iK8|v16lH#Y>0~2Duqzp5F#|@ATJ~<#O5X8Tw>VNe5
zf4l?QkTUb11o}yYea_>BYk@hpi$KaBgH(_+pi{*6sCa!1b|5@}D^5n@ub!<LM1x82
zSOCQT3po$c*xGVtGDA;*cVt3{zkwHMzcBo}!+>N4OzG(BR-ZX+X)<Y*a0hb}(Tt%k
z`SL(agyh|$y@nk<nC=HA-mm;>Tn(IrZ^tN<oxZ8SrZK7O=Au2W+!@<F5yPezuWT==
z7dPuA`%U!J-G^3HCX~lVdA9Y8otfT#HIgb7lI$s9*wHIWc>Ae(Vp6(E$S((dBZqYB
zP-og{w8Mo<_YZm*h%k69>z5My3%ZfN8U<?gSAU2z(DJ|7<{<oc5eI=8DF;^i`Ypx(
zOZb;k@&{=TAoQ<SNC^cUD4rMpAksmT|GlOETL~hG*)HrWU4-4>iGA&Bzw5(y`&a}@
z6LAq;YH8}}Bb{*T=-n+n9fu!_vtNi*oF`%i^(2<GpDeID(4LB}5gS$=P|N>|We=tn
z;Y}e(RwaR+)Q6iD@+%<q)ay8YJhPTZju>!NV}<h`WtZQ~8deZa)d*{)LytG3Tny+F
z4dSEv3_H6km>yT#+dq!WBks8En%&d8Zh8ruu7WP9q<WOVuy%1omo7*)D%W}=mn}_l
zPI9q+mdL&Ox&OO@P?B~b?YfhVgWGSjoS&6OwF$fv?wZ3me12#YmALIUTpdqcY)?dN
zk8N(}R!NQv%h9s!n=yEs-~^N_z?yh9XTKK*J^7KJA{qiI)PMi#g8vBP3HG08_^nFe
zDYLK2?-S!ch(H-14b~Ld&;Hj?38Fuw5#j{`o_oO4Y(E79BoPl>zZ*dzp}yquK_dJ$
zwj2^Ecr6&}RUu0}5ybGnR5~b&1Kj+);*~I{&imX71~mZy7WeUa1JOaE6Jn@Wn`EY5
z=&UnW|0DdNj_S(sz?o(jvnA3L+KVOS#!6>#j9uwvm8u-=-k3QGZG}!MgYJ)Q$f#!h
z)K}@n33<r(de)_+wmhsCmnsjV#8~Po-_YLlC<}RX2DZDSmo=&?Qo2etCB;{B&Ga@{
z6RE@V2HSS8I(x!mxGG(D&q7gl)i`Hrrw=yEmLqV@)40u4guKFs{CSY;t97Ay%kI8{
zRFUQOJy@op62qk^9cP`6GrdO95i)IDS}zMCuSeZivo2v;1)F$Q+nav95T36y85j1~
zcX`*E>@#n-`#OV<6b#>;btEhqO}pMV*`MCxjVPsi-#+w!r(pA{bNa9^x@J`Ra*#$)
zd*o)B@9p&+?trjH{ay#65#2&hwqC-wRIf+F2Ma<t<%0clEm))U&s?YO5k6i~y==L<
zV1Nl5KCebCEo@%&PAdf`tUaqtwnQ2k3N~dN`%7?=%;6hlglUJF3U-$NIYZxWX@}?Y
z$};7baL1zQlQ&UKnCWX-`rq@~&ey~~#xRJom3NVky=n1jmb?BgcjkG5$GqhufnuJ1
z#P|8R^+(pG6ZTzA=3k75c!WA$e`b?$b>l?JQB9{X<Hy}UmHM9u`0uLsfeH?;5D1`d
z>6ZwC#10TQ`#eMVGX;LW2MCXHNa4jx_McZs$MFmPDXAc>^Z;S_8v%dh3&H-+V_)cM
z*<=#sW_N+L?ULodXJ-x<z)(+F`49+!WrVrF2LaH{Kjd?{CLvM<UxHr)5@>`E;T(E9
zzMN2P4)~ThBUwcehLKUWGc@$#wbuVihY41@qHBAkTDhg?2QHayJtLDBB@|z5+T)-r
zhP}+6&%@C)tZXp!MucEzE;sCu?R}m}fvN~woyTjW+$ji(WFo?{#i>S#zK~$p`-}Zl
z3*GtR>{a87^Y%xCs}l<C?2kM68}+AUi&VN<B`*4V$Zqwx^Z2_<C!{3^SATg_7spEd
zo+q0p&d6mWJikf3tRh%<j7?LL*g=jq@h#yqW}hdd_4F@~^_RNFct7)^Ffr(1ttvBP
zJ@mD^>ZqIkgU@dR8RBM6h?_pJPpd6I{AEa<K$1tXFIM*pty0R>En305`7-&GHYdW#
zcwU?y%&w#Ap}Sd&*5`ce%o}#zKDB8%zqDDn?&X6N^lC!6t`XHC9oOvU-Is>D-m{%r
zjCsqo*wpgAyCtXPcyt>oyM>lZTW0jEd#J)miLQAX9J^8H<HK|4tN2+dn<CPc+4kkr
zhazp)H>^H?cJbk%w7i{?cgU=U@z_h6NcFc-##A<M_-h1muA>sThHPq7@_8!99LM5n
z*V&1vv&wCD0xVYZLMQ8ziqu!F#wNw6X;-AF)FaN>?!hjc$tzavGu*hgM)l3$TcDau
z*`Quly!_fJu`=;{vv1ttv3gx;7oon4uuBd<27@5Ue1NV4+7tex_r@z-5cI(Zqdm}O
zmtahVRK;u9nb0U*1>6F+8<jaTGJib_Bsd13>sQYKrGO+U3`%7R#5gDd)#ZP1#h)DV
zA7KDb6x1K#56BDvl^ZHERFYrDjlYf3@v<FM`~RY>aRE)Iob(E#@qqv8QIU{$3auJM
zRPSvJ^wtA@paetS6&rNVzdl|121|OF=XJZYuN6n0U(-w{t870roq0G3VNTR~5s9Bp
zPMkJ_w_f1r&}^pGiz?0_63n=Jks|lA_&G!GtiPIwB?eOMDh2D`T_d2L!OXuxxyD6N
zCoRi<d%m3Xv|7BweOP7Ff_5CS(cB_DsNcfRlTj}2#!9vs_Z}m@qQ{beZbn~^^AN8p
z7Eevdj!0_OOPI`kUALBVy5)(p-|1G3^RzK&vAk*z7Jjbmv)*MYe(K}SoXPjRwNb-6
z^*jo6J?Chs^FxQtCd5YV)eRpFW{hhXy!pVp6UhIVnvQn<JFBK*vr__-!R&dh(9f8K
zEUpgyFZr<?u3d=je(ke{{sw7|t;^z1&#3nf*gY5&F4)bjb;h*1S>8GOs@wqK&NJFY
zUtcp2Ki1Mcrr7S{YJ9k?u#5|RX08`Ksd3$Ype?uR&HS=+Uu?N75WjN_mmyez<6xY7
zATRM|Q%I!!8m#>h04R#YD+dP31~ve2crAqpNU{GXIQ?(X1KUsGGyVlR0KJ2k;7xM}
zq8Dhg<-?pOA*n0St7Vf<08R&MTvIUt*$+hTPwfATol=_#p!cV`@#{*!ZEx>cohZk6
zu9xQN_g4mj>~p}uVng_4$ZKxrXCt#s$o1%p8pmyB>}^6SN%AB++-)8Re?=Er+-FzQ
zU>)dqudY77QH|2QD%9Ca+SKcq!oyu*ToVi20PW-Z+==CGoQ+XV@d_(yML&@7$=`Hz
z!baPtE@_AG<|g}2MBkJ)s3%LOFDw$D8m|60=kM;)eX4h$!mp`S7#_h#ugjZ^9=Tvt
z7!m<c!Xe>mWaAPRWgwF9Mo_$<xl8b6zpeh_cv{wV^cTf%0~`*ymNK1GUVMQ<m}N`F
zHLT{$p}EHuEbm`byl4AiHK&W3_w_FOCaiPflemxV)%*SYHH>39MW42HBm(YSF;YSC
zEL}V1CS9*}p_AUui)7)%iIJXjj@-p*-&OCR?FgrM#uzlZt4>%h<%xFJjH++6g(XW2
z9P<=-Jdql4ZlLHvR#7Jhqu%9fLxxO|wjG{4z7+YrdPQru$EM=ef(@F6<sGx5qtX4`
zZv<m*X@a4h8NHkc+Vdv~)u0c2M9?t2t$d%V|5Fqj8ywh<l)(VCe3<JA9-;rPAw#Nd
zA|$y0c%cz0S12SHe;yDEF#UY^Akn`jl>OrkcqRE~j!@$NIAnmHQw0R3qUnJI{o{H7
zLA(OJuRR=;C%X$8MuUwKfu;3sCGX7Xar?hE+(?9Hwk~UjDVPy^jXjj^?ye`&xXI$f
zGqpl<@5hGAU&Be=Z@CL^cL<I<SNdxoAEdfI`FZp9;kwkJPxe%6_PuD4HrH^CEU(3^
zJerjIw>xa+wvwM~ifS1(2{@|VNj!hv$SXpKCU_u@bVca6N3OaWmpCGyr}vp5gG%kl
zRliIpVmDfk&~WM7we{RDQXT3mJ)V|n+$X-y)6zU{JRhM)5@Z-VaQRVjTiljb;DaZ=
zg?7`?#BY@o-Wj<S3w=~vt&bL0LL~J%hF^BxIj4Pic$sh0O5>|>(9l44;`-c-Z0g%K
z^T_S1r9Zl!`v{=2mcPdM&lsN_#=28ocMv%$PcIZ6yBS;>%cu2pwv2wNEoDiGJ&Zv1
z<c<EjTgJUio2u8qvdF?xBMoD@*1d3fr&rZ?YHQnUNfncQ=A`V0vc4pv=dl5<o?>%m
z+Q)|DGkU6Z9C<jGZQgr#dlp-zvJqQ&QO(vQ2f&erDdWK6&h%g8;J+Fm5(5tG7LY~w
zpCa_&1N1+8>VHAYKM<7T1fUjjA4oAHa0fEO;fGQXp5$Ktl%r=L8HSH(1VH|$B!)(K
zc!L_$BVUHJRJ_4Q7Mf4M|N1+N{ekR*Vc>tiLK9D2IoS4+(d_RA-{(!f0c3?bBAdwi
z>g~s`+&Zau)4ad#rWJ#$r$SNSYgy9v?-sG#-!L!x+yng7`*#Y+Zov!W0nI<qHa?zJ
z2|gz9dA%_AGaHA8gC0E<{ZT$%gGnn7@eXbFRDa|^g)%9{GYRhsqtU_Y9OgDsOL3`P
zqbQ7bs#J8t1-Etc#Q}~?bu5vjeO`GajAu$fU?U>qRfGFkXHM=DYUQ+9$3GKjZLYoY
zh?l5n=6_w@bwNT&6Ui9)BG&8J3~Dj~0oS&-T+JOD_2CBlo^$uGVZ)XfQYT*<k?B@>
zpq|PsT*nr0SJXbZq?g!<tAA0kD(;qo&HHTr_51ORgbJz|p>|5N0oNmCuqhLy@1KFD
zQ9|y=qPpZ7L0raXHh4MG2_)gHdI+|>;{BI2Ps|RUyAP!U8DwUBhG+~~R*8Sk*!>e$
z2Uf0sMdUAg(LVyV`@+!=QsWMeR{)GaRN-~JUsGBq4{TAeKLaS}J|6ARgbdz9g*Vgu
zd<@v?ftvdF*$(wae2hMT9R_UJiZ}U(DD6)S9f)5Tmn~-=!D<kO>jZOfIm%B7qiH*M
zWu;jNQJp=R2XtktSQlG<gZLue<0wAio<Tcqeo?FHlhkg9dY6n;PFe8iC76(R<Xaa6
z6}Mp}4_`_zKWS%CyYZCvf|VST80%OOdj)RP>-#a*5BiCzHKWJf^G;8D571&7fmdyu
zsj%;s?KKs0A^icrfucsq8JyGFQ@aaSDN@(OdKESbIF#k`^ODD$*0Lq)bY*9WwtI&v
z5LeH?=hV(5vk5Y+qmY#co5l|rx@Cq>R#c>Fj<o9>9lp4tKRP$fk4Q1~xGgrEul0=X
zB2vMQr|L7F%RtjX=17QPp`qu0XS1Kw0#fN0wSbL`?O-_hlZ>$_&fi9LkT>4u`Trun
z{s9s|<KJdReJJbm(D>yvl;tsKd<)Hj;cYm?rvHjQXv!UYdH?s(_dkC_mH3;T=>U&^
zT%oat)@5MRW)mO_qgB#@TU08~nEsf(@T@L~^6?Yhd%?7u6D{wE&~pnt9Zm*yH!Z#1
z809^FL-x=j#>(<VSSi8Lv?67<&^=h2fbq#-f$oG>6Xliq3iYX+d9HPFuGPz}^6k26
zZ-XX=l|=*w2cAffHf8BV4{1;r#dEFk$5XH5^gJ!X-4vbDERV@S**C;DYuIIpgwYi|
zc<?-sjaq}8H;993r$rz}_l$O=&$yh8k<BHU!H0Lyt!Ww<iLlJC_3koV@l)q_%deSl
z8wV}v*oVnpYk1_hmVZ37D3Cg<!|hD~VlmY6QGQ=yCbYqe?W-EILKl&b^w6xBrayju
z@1V6Ip8L~uwr>>I{Kd0>7+(LYaQLnDMx&#lZp#ePo{mGymOKDD2c#H5<AN)IIR7yj
z1Nxx@9VZhQWVs%3*>c&ye$LZbbZ1h0zx!2e{0Xkhf4g{-eCcWa?Tc&X9Y;pVhn~I5
zo=jh{tP9-@K6=Azv>9PA$GFnr`#oLli}@M5GUPq0C@gP4l#2G<w&{;I2MtWhrHfn!
z-16=UR@*%c8Nv!{ERfGB3^Vpu`_w7SpEE!t<!67{&1<mnwUey7GN@RM5z@we!1em1
z@8+&Ak(;tCP=O~Fz!Sp}w@$88@*=_QRiE_ft=B|@ij_(__wb4Le^%6l_33pWyvlvd
z2teMW^0P&gU6Wl4;|#Clih3RMaSjX)de0x-IeOX?S(Cq6{=!{M&;Q;^35Zy^EUeOb
zcP&q<r`#prMcjv!bGt*QxCPInv{~k)mpd9RMxC=3qY&0YqemhvnK!YBDkc{JwHA6i
z-r#TMW%9P7d_`vim?q37L%UH{VOPf?HsgUf>@_q&0vU;ZiAc`<d5pZju{s#?D9IsN
zpdK9#%`XF$5zGtU2RO-IC-S_y{d#M_)JAH-Y3u47T{5}B`~tf%x^dwBSC-xMRef>Z
ztM+K_ns##USVaLN4yP?OZ1;VctUQ8jff-eP|KS|?4}vG84OT7N8R=>2;X2$cJen6+
zv*qa8&(}P5EuLYtGM=up#!QJ|R(G!ts@cuTt9fNMS+qY{6<(z#t@|NC_llIVhDHvq
zmk}WjM3^e*WKak8;sX^1k_t-ThR#1dFrd`?W{00wNVWReA^w(zN9EY4*g%6($pRR2
z%kP_6@aZ6X%dY@5;8l_nfLa#xXQ*yk8GJ~~3!97Rt}P)u&efN~%YH7Pk!U!w({=aD
zrd}ys1QnZGn7Bj-p$!R3?wbKEv2ga0sVB{9>ptqzFG3=UoW@H&>2w!H`-GjQb<vXx
z?Yq;K#G*q%rZg4WL!YU>(`&Z)MdQ#towlGiAF`xu?a<+;ZD&OnL>+qeV3)BAXVS)q
za6}sR1;K}D{1}x(>}kiIdXe37i7x$6vSb)x%Ms_%@+Hs}ZAxiDbxgiVrM&NLaDgmc
z6k4&^oWA)QJ8Wk{X!kwWt8sVgQ%ak?avDWvHHvQEPPy{B^Rb6~flTvIxPG*c+S$CS
zjVGk9+Nvn6LVIkm>R*pT&I0A$rN=NrN^+MJHt*xT2g>h+;;$Qb?pK5TZIO!`C&3k|
zGP-#Bc=uv<m)uUH$E>K94Hh>>@G*B(NlsEau^=3<iX-R8MVl_4j4SLZF)ECsuA4m`
zzU8(e+nDR$o%Q3MvN;y1tr#Ss1?0MiuP(Eg2uFB(UvUuKYD<v+?ys}-T?ySSY<b3A
zgf42{{v~myz`_~J`VJAjO09<p?v`d@709POb=gCd8JXpXxUL$yp1%qUt^azoMJt<x
z6WN)2{+KtWtCo6KyRQ*T_)H=~Ngw%*adWY6^o+l~L8gSz{7tiPp0h2|E2DXH4wszI
z#!G)UD-Y#Y8`4z_3Q90Hbiz92uZxK0c1|*LD=>=KwO#E>xfmz4)~3@Fx@pQ2#Vx2j
z4ooKO2T+7;3O{GOV^P%QcrTjhc%TmfgDw!7cwPlE(H8dCH-ReWUOlDk*+*SBo*$XF
zPs-Beb~)iP(3JmZKK)vc^&P6^6j$Bud8#=hx{IN~O$>4OB=sF8O0OIJ&_dTrikUNw
zKJ`G3T9#sxJ2#%922kW2t!sJ2Q;)Y<bzN~S9ZnrCwe(JLeI0SJiv`Zl?J{*epB`o&
z)+jPoJFCS_V;$g%>#(?X(N+CkT#{@0Uw&kN@gbA9Ywa&C`cmjWbu=}ue>9mS(Oe|=
zO8(oHUV=vZqK}&UR(PJfB(@-@bDk&sW(;Os@NM<CNvXAm8EBqC)#XG`d1#mc)e`C+
zAgv{}`39(aRUu$v7SMe_y+e*O<b3s8Y(Z{npre1ae;4Xtep_6ADG%U@=%3FY^e_ik
z=n2Vpjp^*8Kqryipvai=PJ69Qf(-RNy3_3DgKAhV9a`rd57l8@5C-bptxfc;^+?>;
zdud-aX5Aa&BH}OzU0)~$m-ba*Jz<-C%QuWst7xb2sjdz3+NWWX?Fc9aT*JVXFV9Rm
zF3$XNHx1mgaEOm4T$_I<U%I@~$)4-RQq=Habjr01OAQ0t6m$P;FU%S4cP}PvXIITC
zoFaJ|*p&`ne3zu<%<PO&^WUyu*Z{?`UdbHgv+1y1D|`ubkfvL%rFKK@l$%jM8r}0O
z>mOfP5f{%loMc>X$GLfR?!hE{g^c2Ib&GkuqiYdi>N*zc78iOalaOBB>-WjuBy=R>
zZWm8o+f}#EKU01)2BCdt61+oYv#Z8;^IJnIqjrKDubD%yV{U^l$ZKE)3yLse@;+zw
z*`j|UNbcK!8^^gNR<9~c74S}r2Xp3@x=zQMO?7d<$lrq{ktbr%A!mF?42+ETV9qvM
zSe%8FnJN+;app>XZq}&lZZCGWVN9l78m=V-e(cPU4{KP$eGIp!#RD?1&7B(w%bDOj
zu$;F}fwRyM;I-*cc<#E9N%SLYh;L_gmlKMndtI)5#}X9Ve;IqTVWnpkJE*Yv!Ig3x
z9kT!PXXF(q5{X<$z<J+`b-<r@A4;c^2(VEx4EZ)}AxrmQ^$I09JD?u7vFMOC-|yX<
z8oOJP0n$@sW(M5STzjyobZo2d=Cth{Qs4J<uVVwT%V{`oT8*;DiyB{5hO}@_)ofIZ
zLwm4c=~PB*u%R=~Z8w!~ijjYdE6s}j-Olv3=(fU2&iwQqOw5)1T}INn=}6l9h%&y0
zDTOlZ&X;y+42gmDP!RYDom8SDR*og6(P?>LBIdt-TFLQAxr1}#)Wn$unU84sy;UHZ
zwv%RJG<l!AuD!ZzyKK4#OFX9HDY*MFknxK8nQ*UowYR;P+zYQ(sk4^zULyT#qEdDz
z%s$seY&Wgsgycpnp*uyUeS_9Aw*`GY*Pccc_AHvO-NyLZgy6hMrMk}StWu?}yWzgi
zDGc>&Hx!u+Fps1aU==z;w#Q>SgSN-ZUc65m-L(Nvdqg}%a?I|A@rm$lPM3R?`gY0{
zelO$LIJn2yr$+wAtvwjCbnRBxH*#eYqYOqpxjmTF`Q0UjVJ1Mvf@^R3H0*3DkaL>@
zmUQxDj@@w&f9yu(tv`~U%I|p{Su(CuXzuu_sq?GK`ZY<Csq0}9Ql!2oEL5`C*40wT
zUNdH~S)8Z*${FrE+F^gSkSVmL$_#rcNI0JFsQN?r7o_sHiy9R{KngdS-vH|Bz77l&
zsSXwTTBYF(9hRuf8y{KVYvD@g^uLCsMqJLQC@Qaeb1dAx?ngtAdF2&n#Eminuxruh
zqA;WZeQ!y)VTy5re}&=8y4S1`+wHztwjci@{Pu!9(Y#crSeZ1RA4Zr!SodyHEBe``
zbiaT_7mw>iJ?Rt@+u89#sh>Posk%N6ejMghWKwLzO&5fyH$J6}qe~s?f09x7C=Mpx
ztRIfe;UVbH_*!ZU`>t}{xix^Eh-==Cf(ib@reIRQS-i-+$;`>%qoZ_{oYz=UM!Cx+
z?zkIXMtaZ6h>UQxISL4N3yl=_ji;fKzScst<<)UXUj@13hwo_dSQ|fEwp!6P)i8Kl
zoRx)C7gY!{hzYF#^0iX%r$jywv<KqzpVz+$VA#Ge{+q`eWC}ePU;dfd9}hxQ2%N)7
zj%BeYA*^h!5xluGpiZhR_Ndj+DA$(d@d>)#PnHSW<Ni1IU@IT)>8vle^S61W>iRqq
z@8CmBs=6oM(@r#U`B;F?IeCN2w$tUSysE9#>u&2ooc528w>7!$_OI_0yeVj2LX~rk
zo;{E7E=}2kx#6@=v^&9Z!h9)%)6(1#p2D3{eE9>_YV5*6LAqDXd~dyvGed@kVq(PM
zdO?rgFU8@w^mDr(43SbfcPH3wY1wpmxuj%%XSX#SWQe_iLSp>%jY#=9fv@5DvvQ&~
zSs8vV!G0Jg!elxAl6ho=x1&u5^Pq?1^xJw-;E7mL9*feV55ghtAx63|giX0$`;+CE
zN){z;zV?F#;Rjo|tO46d;USb+d<=s0CE5sOm4F}yUm%8p<S+f?iD|G1@>sB4+6ZR{
zK`S*Dass8x=u!hp)Ok8=ZuVl<2xo~)h}_xuur@_;S+r<z(b<9i`xBICwO64%WJtVM
zq__f7wSy+(Wvf(lGDdZ~>&C>nj3nSw>mPd*j3KOI5c6umLh`n;NV95%$<Q7U)W3^e
zk++lR!gw5`v`P?W@R=S}e%Y#o;Yz|H^u-mrFjh9Ba)D6@mvXPcW~H3ucbzBL73y_6
zMBRm5j2sQNuiViJc;nqC+3Q#oXBWI^HZ7NMci2QE_j}d~k4|tDqb_eSNs$;>dW(|L
zAj&9yykhGe-|-F=oA%=SJeki*H)UALR%<oWmFT?(G#scu>zy!?8B!oq$sY8oRD5XZ
z!c!G|75R|9;EY`G700*2)hT*O2022KoO0)AGCSC9tDoARF*61|no5soPl<j?Jx7wx
zPOFAs2yw^*WfP&Xyv^7bmZzyg*p(lAdHKlyL(kpTJa@jumV9*YdFOj<6|xa;>E)c(
zrnfS$-&Gfg3FmqLEi5A{swS`5=dj6z^S8YoI`D)-uC(=9?SDAa61d9Sf}!?5eQf`T
zj>PNF{P<_g@MqrBzcb)Ej@PF5(-Y!-SUqey@PiMes%#geMS>$1g+fu!szM{Z{fUnK
zuNJuO1CtvH>}qWl+T{{mrTs`e_xOF!?2zc9sNs@Si})ZpZa&Q9s)2iXX<(FB?nFsX
z#-UO=UDe^#*TE$MM8moC^Df2>7k^kPXJ(FM-=PRa4fZ|$s{V-LxM6Z{zeNnm&46R8
z*=8|R<u@`O#oi%1F{e_CXhrI!i+~Emz|HQL)B+73EpU0BcUBa2qsw3MJnvWe@7}76
z%KScD{<4b*M?|7j?2RqW(`THq&Y3S)u_WE#p|G=I?BrS0QnADVBQ_(p{63s7!G_@A
z(XUGWGxFqF1UEpm%`o_P(h=*N^-+FUPG6K(l-3A|MjSf<J>o1!Sdt8~xdb;$)OY+U
zKMQVMDFHy8N1_Q|f#!G~R!;ozT~-G#XEV_in;bK+R#r8ZJrym|eR7y<5DP!<00&8L
zh@d?<o0(5!q=IorBR<NUMot<`CGy+6%;{48EDBG|0oGY7h__YbZK^0hMl-;I3zS;O
zdEd+|6xF3D3nIZPAXQkfO#uNoga1cVQD&JLag7mha0&4{&DkssH%o1F&@ZE@x$I*{
zr@emHI1A=^nzZ4<EkmZpLVB?&2e;Exq&%3sdR9-3kJO9?U4q`al4U9G1@}zf8hnku
z*k$uhb>)Q2q_f(Jc;Op$i|jMGAw9=>2z^$QXJ2fotrA%KoZX$RO!_Xr2lIxNPSO^L
zY)ELMKi259spy*52f@d$hSDsg5bEEc{p?=rj$UY4D>kq5J6FjZq#ieMoj2%RLbg!v
z0QNyan^5N)t;vA*)(9)?;RN;<AxR93tc(}~2e^?@A%LsH1p%@@m2)6FfUqLy#k)%a
zW7HA6?KTm(?E^t}ANXnGowSqXn8`Adz}8&AbL~H-)u7IL-x^7YzTXzUc2-g2iqRU6
z+)cNhbdG9kCwetRdxd5#!)mI1ynfDynQ(Z;6kid8%T}Ke^4hMIe40)Ws`Ig=t;Eut
zPHxs((kgjDW9fSOjKXkGmR?3eKes1i-)D^}Qi(4*doWV2JKm|STXn}6eCzpJmBur&
zvKDeiicQIyLQcusa`llpVC0V;ZKgw_1;A$?5WdMeOR~Gr0;*A9_yNpdoSFPBSi~@A
z$uW#5NOW1iRUXLP(-0Gb+JaaiV8NEdkC(ajN6RPYyTINqc%ya_T;CiRU)beNgBAlw
zHHB;q`h;lCalb&D4m$5{90CS_>^!HyP!0q4<!z3Ec+ir>O~A$nrQgr~!8jzxL%VKN
z0lXzQpKYcMcnemQ^X{Gufn)~AQEhNesY<KtSa^nC2V;Pgk_Ygk6?MYiUc*Kk2RQd?
zd6J5f-fQ*oPdWxgJ7I@9OI(>jba5`$dk=Q|p8NGTIm@N4%tKhjCjsd?>5Cfpvt)qA
zglT)wWN7a_JCF=HS-cS-UC@WqrE39>_}CS_?N<@PzI9x?29?VtlUHN4?|E-^?`H66
zZR+@_H!KGs?nGoHO*PN@a!dSGuQ8!93rG?x{&gf89kL*>-L)ROiojt_Hsv}QzLjg6
z*lH|dq`K2ag-wS33XdYYy}{N@os0YMI547|BRyv~IT)w8Ub-j^pZ;j!SI^Dr^f)lx
z_M>O3Sk7)z@T~vv>+f#0S?=;${WU6Hf=>nrzRV0^Z?3aa4GtUK_jmWI!novc(6HL6
zPCvOvY^XP0`lO16T0&={%E;A-Qo+pf)oK%)u26B2ytRQ*db^=u&+&}Bibi@h*#Vw8
zomRRxe({)|`{Kg!1NqYE^v5^>nl`Noj$v8{kLu6eh0SvqmHuc|BEw-9iDm@@w!@Xg
zmy$2urBq^akwO}i<`TiQPcP-O`04VTjYvdW5-S#q{1tQ)s}X<sqF&a!?y3m7k6tyz
zOK+TMa1}iPp8433H_z%c=#>)X#dEwC=5%z~-w1UlwD=lqi&=;T%g;{5PZ5rfy0&R&
zOgQ(K-3`LFcn^y+uz7M|4krw2^{4P+ach>lNx9oRdRJXkHIiZ`gr$1UYy|KPo8f*G
zHart%w6JTKSKdu5I;FSZ?0XlvUgi6Ohi~3NVTiV1o3g=*S09t+;J>}vbcbYPPI}%g
z&7uI;RMdB>H6%w9MElyv>~3M#m8IG=w#o7&3Q9e<Wy!zai%lCoxd*$mn*YfXJD*Xo
zO_pQ2jnLS|k{9u<Ka|Q@&Xvo}*^SkWYO#aoF@GAS@Wx1&v#cRHpP{ANxf@Dy2Jdx{
zUBncRhE{$>Yb=;--SGXMZ&K!`5MALrC^B-r{nmOe7+sLywsOM23UwlkVH~mLUMdRf
z$9)qelWciS-QWM<dZqsn>;G4uG@H%x>6~3-<8yS6<$kpKKDy_o>l^c3*For;%j?fe
zn9py%b)Hb_ovJ?NUn+S4u7^&Fdzg`c;Tk#5_Q%A^F(nnqEeoYZB&OA@Fv+pAYG5KF
z{k_PGoLp~H!&zC91gW~BwLKmoEd7FWtHNZ$eCkSWZs^SJ7lo9xF)9<CqMeMXU=dp(
z&CPeavnJxc^=dcfBs1ui*gI%)@Aj=>-<uc|=j!1!r-Cm~k*7#bue?n!z`ZXXlq^)T
z$*ub`4aD3ua454Hm}lre*Q?EFvySk=?qa0N3f9RTC_66bZYxxP$ei5-lal&!6@-q4
zWIgA~$L@k{4vN9+V{A3tIgiI;y%uH^*40@{?%a;I$sfDpjRFx{eZCfEN7t9mPsZnM
zMtdN<o`KG!V4I-|B%02DVez=!E84q1ZP0x?WR3#Z%6Eo*>uf%8;V$|Py4S?41$=m>
zCMtZ`0=Ja8JGBv}x6Y=yK3#?p2Q~xgjWBB8@3d9l+%HCa%y^4%)%>yttFvhW5(MOT
zirg`{?E7V~+x6Wth4?;`+0~}GBc)M523DAuBTMre`ewXB<~R>xyt^iZO}1)9yMp?W
zA__$`3>A#gy<Qjea7CSEXDYAMH80w%oa#?r_gKr?zU1Af5IE6){`!b#A}D_FoYK1M
zoC-K}a7EG+mUo<168a;=Z9iFUVCToyOlF(r83wH}<z5Bq+roTN-*p&h76TR%JH=2w
zPqfpl8OnW9ee5;XEPYk4j~O3%@qu&ua-P)ta-SqXkOH19i#uMCyHC1(p7a9x7)Z5O
z_|Ep;VOn2dUKx%k7uHyJ$F@-AY*msyKU0}x(uwd|(5(x|T0ULA2h-!)B&kT!cyA{$
zS#VFb>)Qp!*$HXpJJ;gwPGaBN)i4<$zg^H<KXi$uIvcf;iQ8pxOZ!wXri}cSrMFHj
z%`};Gr9EbQGD7frH-+9#Cbm_%VV+j<Lv=p<?z@H;HlrLHVJ6Gb31)o?EKe%UCv!F1
z)5Z{18d`ck%1!Mx=2gY2b4JpG=50LySM<$aU?<jF7oii+>5G+!$G)>`0HYG=d2hnW
zs4Mf|6^6!&r^Z6J0aiXxwK7_Jn=sF=`%HJ%OV8&MtZ?n7PH$i8s~=l+EWmZ751I(3
z4Phe6gs+c>b2pUPcpUSJ#kG%t2CKL0*9|RV99q3Z(q6o7wT7LKnA7z{i=vBjyXN(3
zM~c=(LENo5-JO>TiCjL)L8i-ZtM%p`fYIV?f00*+LSlu9PWn#9w+NTwq1~BJ)(jPV
zi7x_Ud`olYopw=FwG^8~{Ru4$<-54I%TJ`Y+0%Gw++^BZq?x>dfx;kxV>@RV3!U=z
zVAjiI@(LhQ!fy@*a5<HHPd-$7XXRE)&*ZC3Fe|kla?x;P6GeAEC~#GH<fGiN+&A_e
zrM!!*j*?++7p-dAO4-Q@v4^5U2VO7n8k0tEy`j$;rBC##V7SIwZs<uOuo7Wl-o{Nw
z;lG;yeCwGQ^*uGiZM%}r)_WB{mNoJQv*jI=ywSnmOI6NCRSD~7FxVV>nDDfTwBC+U
z&??WvZ#aR<tor);*pC@4qu~}^n<c;ShAFByN(G-<^g3#+G`$Y#J&|M9erq=_9ClHx
z!Zx1$)#;Hl^gOfAB&^O1zK>_&aiHnAF61C4<g0e+(OcnZTCfAbIal<`0(rFS-1Ueo
ze*NBo*6|mt&!TE+rnwCQrTT=u=DW>JvRsFE2z{g`S%m73;M_k{nA?RUW>PO0m`<h}
zQ2NkFk`p;U(?br0!TRG1OyLGatq%rAqtJQl`t>F&j9*Mjy2p=ml<D1E;!w*I<mT33
z;alH>3E<#Iv`P?ruzos5j|+#pP+qpXJ)2z<IU5>N3R`deR~R0;CFg5gkgoB)C;?<U
zxODDXzH(Fb_GB4dkYAcXZ91=O^e314)*^AwzHG^%=Ndi>-Co7|R$OXR-5vJmr9Yi*
zq#-|iH8Vk1u68(VtWSg_XGVb`E^Vum{F~Xvok&N9pk=HRZe}OUFmz$NPCNM{z0Dr%
z+E-w&YPLX*&iitUZZoz%y>-h#RJ2HAt7{LYz6YZia<k+U0;Y#A@zaIAM7outMKrez
z($+GJxo|AcxaVVVUJbj;HbWdcE56&``a&zA+nu}C0AEtz={s2t&wM*M_Fym6#ALr&
zXKBQ*Wlo9bCQuIGt|Gn;2EFq|ZX&<Edz_K;5_>pj*W&fM$)g3b*S^+?ZpSuziZX1>
z2Vb8`SyFHF?n#iG3!+Lj6VUt?|0ux<xad$#<t0{ychF>mxtpmoOhDTNHVKn*jz}<=
z6h&A?*wFdsW>2CepHzc+Kn(X&#q#pl@(+b(K8ZjzOWEohK^qNBA3NWaYROn8TEu8|
z%b*@3q_A#9M`~hm%Rs7StiqQi>{Z14EIoQcj_=uilIkdVIlXlsvR9=V^Kbhj$`}nQ
zpqO48k8=e;^kQ3X{fao#UIfL==M1bCh{LPlFLJJIDpz{wZHv}3T5c2=2As`*QJ}D?
z&{`Y!q5}w+`q}rhqB=eX5z9f`i+bDA^^DdVc^fE4IIdV_Q?u~VUB5YnXh}O@@0fa$
zHE-*tXmEVlXL{LZW>ad_dQKgP+=;UjfSpU{G<L`*6r_Td^XsLVmya*+PA~7y?7{qY
zav>s%=WQN~w2qgwS$<n|$+L7n(rC4&T-y2@N4%u%-E?KaQG%Vkk0w2<Sqsyia(6@r
z9a}|E3o+Z}wQRTrjecP96(rMO1}gY>ZW9>*VwGv>i&E7=I5!QRc~QbpQqL&SCp**2
z?5m8a)@wVWE9uKpO&(p()7HJ}Nq{wYYSrX@_O)=TTL>wILB}q6V!ojqAdXhB^Bauw
zIQO*mr{sknHcd?HkWnh@w$gRw1$IN5pOy<JQa+DYa>QS8;cUs1YES!gt2+W%Wk0Uw
z;YMF>P^Gy@par=#%5pY_Bk-q%d2*-n+9*f3BNg8e7Pk$QGOLK~g)Lo^IWm%}1>SF7
za0~4Q>rmgbxY)<4*Ngt@-h=6v7*o5v0C%dXcw2m{H@lwmEs}QbTD<ZwpIBiY;qttr
zUCRO{B(ws%c8+a=oa9fhf3tMijC5Sj`m~@cW3ouzn!vN$yaQPH+K*2y&DJA%lM%`q
z2ydOvgl%BdpTK?IDG*<hB#Sb&9?1f?B$j6M_!~wT<EWu$%l2Rfrt3GFi(T@oeQO?m
z{h$Suk(GB1tXgzr_sO%^ZGDT#Gf8`@4_g5BPi>P{^&ObXNLv=RcBk3MOE}e;No+ad
zZ}DlRrR&+P&2M&hyD*)*wgo#6z!M<lR1_9Gx6;xViV?K)?YH~XB6&mta4LvzO~ZM8
zowa+fQA8tE?ps(DF(I=UR|oFZG;DmxI@$3FhzdXLRbAgXUY-n-fp*DmaxS3Dq;2#u
zsO-VKq`&7U!_Ba}W^cTFO$5fyu~2GUKzj}iY)>ucNz+QxrmY3hOzhrmzP--6%@2wW
zB++~m&YQ6nEMUK5=Ucf{|7vMoX5Dwo#+O?PO!cUdPiWmk+!Ib)U%a##aC@EUG`2S8
zFQAKre8Bnc+Ql%e#!<d^PHRVe=w#trOao68DMT>>SqcQ~{tFjwnr~m3yeftA?G(ng
zYHUtch;ZiOx|)42ZNHnekW%&e3ilFNS55|SO)EBQNZtL?-clEfn_#%=JCf(ZiJcpK
z489-Q9Ab<)vq8+DYBB=f;=Wh?2<N#GbZJr8{HnM%tT(yyNp=@<4gIMd_hTx-*~N#L
zcQP|0=cD$Wce~@0k&bqv!f@?vr9BwGaiBqH1x-dsTh%7`lJ#8&991jR-o|f?FgElv
zaGE_EX<9%|lcj61on1YP3h@*Uu%(wZc9fv4IJ-#IK0He0MBV>d%lYL~F4?y?Ib0QK
zxv2-EFeO-)GRu)OSuR@z1+()q9o~nNvFE#z7SBwOOgv?Mt$Ch-Dek1H!e3fhmoA-R
z@u7HL&5&JxOzqZ4k=Izr9*mJ_?s`BD<LHI+N?Awg;Ur8tm>fqZVxwZ=WL4Y3xwS7<
z3kLG}#`jzA#eQ94_KCk;91K?|Y*$#KeLHG=CNzDyg6gKZhkbG}HtPa8L*;8RT6cb}
zIr~H~;6_-bHbP&k+Zx{o24D1LQD6uHTeRZOaEq>e4@>-4L4UX*{PahF{Ij5sXdy3O
zynP;8H6bJ*5}5sT-Z!@fK{NH)`2sF1C1@agdUk>(&)~N5oaO#M(%w9ts;-S6-cm@0
z6lEqP9F#I-JS21G%u`Xukj&#TR5+##AqtsgI4M&yMCOut2${<)vxDP!*QTEPexCRD
z`@Da=e;nIhd+&4h-fOMv`d;5_Sl*b>V&CXD;oelfDeAxpQ<J+Vkpdpm_ja$d!ftEW
zVzBiVVn4;~&!HOlkPey$+0Sd0Fru0<Sj3mLeA`d(_j{4;;2CYrp}6-rE2q6`^Z^9?
zaS!mfeG{$XFRkQLKc^ILGMc1xFFyZ$3MkV9Xt&ol1$i_EwYu~VAUkv5x)Mz=zu<U&
z+i3j&TF|a(rvyV&Jw0bn?>uh0?AqcA%C%NZ{k;*)+q+(*xh&Lp0Er6IZ5g4KfeY>3
z@Spb7t@z73gNsjnQz+U{;QV?qJ}ES^#L3sPts+?)?^(!2LP>@BDM!O%)FAn*`CIc(
zR7LG`I<w`=KQ*VjVh#4q%hv_GmE2jHx6iL-M1f|dc4}YHcx5YQSsVd-K>;FIO!MXD
z${6ayTWv?B$kYPp&>MGq&oK4t=M)(jNc6^O&7?k@dG=u|3&&kjQnVM^`h*r#W_bQx
z<SvL=IaTbeaw|u(EpX8k^jreZsbWAF**SsqW!*qBO|%+UW;YyqmHzp3?>+iw-R5D?
zh}L8Rbw&2GhDJU<8bde*2affFV_jJ3Z9r+=M(83R;4rU{f|yYPIe58lP(!1koh}P_
z)s<bTp`mLkXyrR}>1bmR0s~HDJ%a{RC}a=J)xbYv=I_|~e{JD3PB@B`9%|6ddewS|
zx?hdwC&soZQ+2NO6*YOI^-%rxSq^Ja3v_d-<)_x7WZ9~+cZnUs>a?^>h;J`OBHtl2
z9dme12J$e1s}1r@I*dhEGxgFNG5W@-+(tIY(aDOjkSlb2F-s)(h+pcu)Ua9!rMK>_
zZenD5ShiK#J)52l8;exC?^@vJY>U}5KJ*UPNawdX8^o(VpXo2jC?aya(DY`+w|`eB
zL*r{L_pT<>GDpXy)gK>2Gh&%e;$55dGO(jp`aeZ?0#&gdzhH`I(NA&U6dTc0QRKGE
zoQ6GJhcqpmTnB<{|4H=#@A(e=j{o?=;0Oh{`orI(_y3nKi~w}*A0OC%f)f7!@5jgZ
zlk(ILj*2}sQhBP~!p6ypk88DexM0#<$9rdk|A`E4_88Am`~-Z5|9rTu;p7+XqdQ0d
zMEqf|KRfDsWo{?H#&Tsf(t^hT#4N3*JUoE7{_aER;b4St0Ztrb%z(dI1aaD{@?59e
zxUm`3(BHqk@Ig4GmyeoE`EaCh|7ikjx!f@ZIWdr6sb6}BmQdsNTcC1i;@WMJ%Vt=0
zU&>OUTTA8)R~efS9l7oeuCn=GduG>-+T7(8WVLndCX$t;p1%}~zBN<Q)P$(&W^j=m
zs$g)8nTT^C`WQh|Bgb4?#6H0m+~B&U@RP-`CoJo};RcIgcSHq--zu$jo_m)*CL?aT
zx7nG)X_UX*K=AwZ8JeGDrHeHjQNH0pLsfoqLyM9Wh~c`H@y2v2we&dB<?F}6JwsQI
zBBs;-hED(UPa^!7SHN802CkN_!#w80$#%2@W?kIToc!zVgnQ!u7?H|E8CWI45+<QU
z@tp6=aDE0dF{~n-Yy+cp06ifFvQuU+b#JA1%2=;%Y=_IOcC$(Sr<rmmamy%gXU57{
zsH0%wj7|R!|1(#|%cLcd^o>QIClhdSCPw?42T-S+(*~qzy1f$gc~>fHJhjBkCO+Ys
z?;E)>UY=$`#(Vu^Q4#{L4X_M)6=hwEcVDnxyr)Qg^<`u*HNm>-zvwG4&i{!KhW{6(
z%8X{$jJG6}%1%~`lt<r=rl6y}A~oqR6}GYsqEX1d+h{~+4J-|W`+s5oc;fh$2IaA;
z186e!^DxV)i#1tU=T(%(zIYgfJ$P{M&aNxwW~UUthvnX_&{Bp83%57Ni`yc?r(#Hm
z(c@AGADJGUDtXz9%=q}B^XnY15(tKAA;J#E_21IWM*oT5`;&6EJ5|rJcFBfibB<-L
z==@YU4qe8w2_jYAB`sH7IDpvPq7NWb@Zp*86Gye=-#viLP<z~I3LqB(u5AI&ceO@u
zy*m4|%6%^6@+PusrIpeAW%;V7&563e61^U;Xf{Pcs<<bx5+Zr3=fdv9Tr3GMc+17Q
zB-OXp4pD1=%1R^BRBxosc?f%jz<QF0e-Eb_(c$-Nb*V@n&WE$WdkfDh;2REw#q>WT
zM{6?tD7*LQhE(K$h&JRpotObTpom}`06Ylf;5Xp;=p+w2r=Sr{*e?YJtlyAuC)|k5
zYJ?Qfw{9m=CtDMMOZQ966TvbrA$}{`ZoO}d?i+?K+K{&=3-JXQJseiFVAN6N|E{DZ
zZ}+A=;HJf~syFW>>74{>nlEMPd<^KLQ=CT>tpRp`2mf910lMwXcEo*3m-T`NRd;`z
zJPo}xQlz_kE)e(hw+VCL_hF-ctePRJK|D;jg~hNpEbE>@3UPnw<Se57#hhelqd=pC
zmgJ3*uT6cEl#Z<Ir5^nmbb-6p9hM8G1G!}RzKCX5Y@6--p#AyHhg#QHy^X)*Xn{xG
zRKN09PW_pN6^HJ#IPKgtqAs;`e^|f(H3mFtCBV6MD2w114GE)Rt#>Gkj#9iq<oAEx
z_g|6tr%(y(I{ot@81rE|fMSB}4j|)uc%6+xpS~4$yfPDJ-zj!Sue*d`ZKm<^4p(LQ
z-ogQth7MN1I#2p~s|0KIELy}2882E~&AWbm*47biwx;RoxIF--GR-`aLc(UE`qHOL
z-{<&Zdq-#H{nd|*;UA>p2x?b8OZWPSOt8GQeORE!V(lp$OkUR{N>ez+C$^xs@-*kJ
z6>ZF<hq8QTKy36#-#$XWXY(VnbS}Z^htV?kFL{rac^<njUwoy$8GZZ^&)|{Z5+fo9
z=JD;?lT{XEml1Pa$K`mNmrj0SiEz4kT2V58p5XurF+CHjRv96*aO3ycHxbPo<9m8v
z79TBbrV*hHWmKe3nmm2A(%k4(^vV%sb(dlITfmg%D;d^3%ZlCI&!3QMth1=i**Jpr
z;1Hj)MOecjx=p*=Pel{cY2u{Rt_>B=vQS8<PIBo^c7JXwbBHw-ZbYihtYNZ*><QKT
zf4=v<K_E7y@~bIgTg8Hoy;`?d!epYI+423D?bbuZDo;z9Xe>n>!4z^O9VhcMc59FP
z0Qxa9Hes9-;zKyeLUt)R*Wj%EOV5>8vr-jv*nu7|vk<`ud!-(sQ{DxxR23Y4Otu><
za;}7R5_TL~+<NkK$2EwXE~s1~J;^Z+T{EePSV?U(tU?Hss9ZP7Fp=t3*sDs~x=e->
z=&F*$nA)Pl#NYqwV|v6lP{EAHKmU;H@#S-pPHS0p|AUD{S6NQQ-Ki|d<7+LU#LePZ
zrlrRb-`%g^pEr2~)eZfAN=vTQI2rzu_l>(eYWzk`c8^f?WrOgVWR#-|u^D$A`#g`m
zta@o5ujRYyCzj>U-QHbEqm0Nc9HaH{#a)}UtLA&BCH&(o%cN{e0qDf<bt|b&=dUP8
z82VU>QeTaI7{nUB+piGf!%&DdVD&Zpe)nw5*#`mdBdeuKH>ChHXXQiUt21B);HlS~
zirwf&j>ZBco<>OpJmaoj?)9lq<K)R?gFd#gyM#+<_HI2U=Xv4<X+}&ip2Z`!p}3%5
z_=J7vr01|XOSTuDrVmw*UZwcDU#tFO|3^EX=J#wEC>^e&L#w0df5Kwklz#;uEgA?I
z>5{;^{lc-lNCIgV5s#n=Fv6+?pBgQk>7Oe2(@$OLKFC#;5SPAQ!C}Gp?}@n<JQ#Ki
zQB6Y6W;=uFllZpX{#Dw$(TpO@lUdy^VSH!4EPDBv>eOsKe9>|uQcW_KZk^)eILm3Q
z!za`E_&n+p^+ad#ANf6RH?IlB0_e|n(`<8_WfPOa9k5yc7&)!hja=wP{xlY8)=VWG
zL=BAL+w4B91mi-76!yIoaBu7_KJWTf*%M`uB#9gN{EVns5WaF%9DPH|Zsh>_oO%Wu
zb1|j6q4B{;Xc5KX_$_*gJGBbkki(}KG4g{LNz$zdg+_X!P*(8#I`7M#QEu9^wy?-_
zXLsXdGwq}SsXs3~aPw$DS`+?KKkae0ftilkGQ+%n?E3oTg`QRRoGIgRnyq_ausU*_
zrz$8`6t2A9!d7z!`()zDN;%rH<S~^E*LvalcXh{4oyWz_`&Y?MN{TP--cM3-tjeB(
zU*Pe*fl?gT%D4Q92zvaOPQcw5qlj6;r!7OowljEY>__P?A6h;kKHbrwsimtT3G8>q
zr--VNN&_zKZgia8zs)Nng$I}D#+fV92#w3)w`FQe9}~q}Go3yg9z#O2UW`?kVm&G5
zVvOpkM@9G|BvuWFTP41o;p%<=VHTRVOLh$LqvCPG7|gJYA}6F-_}b6PAR4A9!gYcx
zvUOhFkW0|0bP<ovHqUfF-e(I+eF4OT7SPgmx^=vf7KWWNXaO~_vG{Lo_P?r51#PTd
zEKLS9AJCA;U9`)(%AP&#QX7`%f<T)+h|#d*YAyw8HxZnZ2Y~D`2~9K{b;ABXyC6`+
z_7+gSQ8pPihv!LVM`UM$8z9+Aa^oHZsuTQlDq291WK{+22e2?5S^y~ZOhN&99@P^2
z?BgDJX|!?LPRbw1Nb-^@1%uv;^U(&LtJEjb&^wuF7MFMdsk~TN6dX@7BQ)I~I;WLu
z8*cvo_iY-l<fWkQx32cq@*QN>bWz$#GvOx7u4*><jM?u)h1lOtU#83770edV;5lAu
zL)$XNkz^!&w`$PWqbMo$WFt%DjIa4HI?8J_EX&#L4AiDx=<r!s&U2Guv)Du1FxreQ
zNnI%ELV8xqi4Z9`LgO)iF0Jd`cCW&^ov7}rfhLXep?Hn!j4VynWXv;Cm&QdUOO{GX
z=C`7!!odq%%CHBJK>)nZA;^KN5k$)PGaU5`5r|hQ1||Z~xB!Acmj8XQ3+_6gg0nmS
zF)=_Sb|Wn?O+~2V=E34PU5D`M1E^IvqNP2X?SCH*c>&=w|Ed7-2g(uq{#(nIuKy42
z{gO&uJDom1_8Wr_L`3~B*d^Gos^ga+IDi}<9YD&nQWp-OR%Cze!U%97=(8L@fTm>*
zpz;r>EJvIy(Cw%~)W8S4xxduyOu>?;{sbx@r;_0LX0ShMS_T-13tfom|59`bt9mBY
zoj!CN{bxM2JJ{-eQRGrQQmFR%+R(DNtRl`B@1P{KA=31F=L{$gg(<<y*LbF#+7&Kz
zeQn#n`y{TAy7)Q=#%YAbc6a{UxXIw~NM!8Ica#m5HA0ezMJ8gr+>dMcYH%s2BK!z>
zPD0alqLwVvjn|^G+WAbISo+j2_R$)9j`#1+C|%-+jZyWEYEIoDnq%1nVaCre6lvtC
zr|iy)oe$-8w9mYc;0f07a0Sb|?S5C2mP)S?0aR$zp5yL(?N_});GKA5mX=0If?aqJ
zHpwLXQ=VSMJfhi{1z+u{<2BQa0xQ*-ZMGjkS)NRgZ&3OH)N)E4JQAQWH>gZ?R%h^%
zf>GO<2hexBJ{Pkc0-FP9bBP7?NL!7>0o0rwjo(P!<AXd3th?Ky)4qtGARHMOFlFk_
z=#r4M$hnzDazW?%@((54x*4yB`NiZ$!&{DRr6Znzc6#FLEX|BsHEUe=u#=7)YE$Rm
z-H6j8j??Uo^6OiVwsf;{<Nf+bNt9zC+vnlS)~Qq0CwI(Ck5fKU$LhW4JW+_${Me02
zuX>lFcqz0Tk#PqQO!@O;WVY|@Qs{a%MK!flLS)}zr0u5ByU7z{xY(uh`0C(wL4pn+
z`vWMN?eZ=N*&pbj*+4dp9ra=buvC3kZ&~$^o(3m~D}uKGKF{y^Xsrs(JoQ2R(q~E#
zx$23yj9aG_Wgji~0b}kTGh<Rp6xC8_ab#v>vVZzMYCx|<m!cqQX%VAdZPZ;VUdW(b
zUi<!eM#_0I(wA0)d-OSSkZ**A(^k9G&;sPy#rx7bd?3chqePo1%8lBANU?QmM-ijl
zSvzgggIegmybtLm<6OW1;7>S!Oj379p_QcVr~u>||2%4Q3kkaGEPC7Va6k2MUz#~!
z6179)YPP!xFoBHFnvk#Sq@NET@VE~Yr0$-?#0UW4Yz(tZO@9S&)}b&U(>!E~fZ&7)
zqyO0)vQlY8li{}$kHm<U{lB)?KvWwLD>q<4EZkLgD3IYT9k5W6t%q*`0dqUq#!0$m
z^-#d35rK=9Ktvt^^N?^aI6;~U2&ey#2Jq8|XC7|<O7Oqhf>5~Y$TYhB?(N+=8ZSw;
ziL(yQ*gn-#$pWc+pY(*R8MN*XI%2GRb17$Z?H6Y}Robe(f0dVf6ueDroxgpq_5DNI
zM$cu1*CaoTn<AmG?stw|clt8!GcxusNL@v+=-lX5xO_+8Mz5o6T1ldyOx$K+zQKFi
z_D6>I3g41#7e#)JdERlIp)r}8tI1hb>9^8}mqjm*`*Fq_arZgb?b6RU@x{#~h!(Lo
z&Ro&E@64E6l}A(O5pQJ|#haP{^2kt3k;dwuoaJnsv_S6C60;~XSL4wOfw!^L1YrNr
z;5^h+X|Tjz1uKk!a6+KRq^Tys?vVh;!FumcYqS#j8QS5mv`_pWoAT?SP07lDzIFIj
z|DzJRj!dObk^gWYf2=B)E@1loZ@yxn-HaGD{dx!tF*@XPUxYLZKMoKaF=6?rn%Z5G
zBKgV#2#x&5PHNF0?lSwoiR%vsP~bgOJ(2X1`=yPdsOGn=NdL{mNv&`8iT+|Qouyg0
zyJ5ckA|JKJF}=PTpbeslfwafm#KZwn00CJR^cvhqx(2bp>PP&|klKYMWHctlZq_kk
zY>fjD+-5eo2%mLn5-+_$F-lxmrPaO{XiX!<VmE}gD1yNJUVZ`72&ma({t}<3nsGrc
zQM>ctd-Z|`DttV^Tyy{wgNfM=>B=sY^aYPxs$BrHOTf&c8J{N=Sabc~qIeaEVs#*j
zDX_mmDugNm|DkpR;5p;}+D)T;`+pa+UPb>0#1AC=AIQ(O@-?3rEtr?OoYf2bS7SG7
zK48M9+#=;%C*lGryKBl<`tzB~C%%x&3wOLCjo*53C+eHOgvylbM};YI&z4Ce9l{mP
zs_vRFZ1DsgPVRNHy9LV&?|Ul82@_;{DgCaQiC?`c&Yq{M9Y``w583;wudL&hwnD)R
z`n;306RXy9S;%g-pn%o0=;HO;nz()9YG1vHSKJ#&a+}?IMa(K5H?C1U-cF+snX<x#
zQlSP$Q2jMtnAd*7sFvvS`@YTlb~A5?d~GHucg~hX?QTTv=uxeH!OPjP?Ct^mqw0qL
zFS+c*!dN@4TMW9pc0aC@y^bWanR>N5sM}wv^4}se$;TaZlYA8DY)aUA->5zXw6Dk?
z?dzEXG~jWd>^6Z7uuGCgdAiXX^Qm^{yeo2dk7btxLxyq2(kkHChY}B<oHW#G7c5jA
zcW5@vb~lcMsy@wTZHR?um1v#<eY|_wGe{hlU84+E0OV?f$$3EjBv6|J;s*v<XAY?w
z5$XyMw|t0X!7&I-J^(!b;!s&9mBW+3<>J&8@a#U6bubi$Q5%d_52Yoy(_i$4v}b^M
z9~#ahK8Od1Yshj)xCa1Q$a2h9cn`>fAq#dOlw<8-+}l+KM@>Uv_6)WrCH83~09*gx
z8u-U-W5Kr{g6n_%%5iU7{Bw%E)GVE0-GZDw!MZ()^tT1c5z(c5-$q;A>bbXL>>v00
zM!vURU2+>#D7@WQD))f*3=z|+snxsZ%U;H-#nk0gfqu5%sw>YZymb@OQhJdbt0BN=
z5}oFxoad}w5%+`V^(Q8~%ASzx7|FNd{57ScbHO=6pF^S$#XoKscZua&tOaPb>e%aV
z<SQgiKltFF^}#sHGb+qJ+<o~=rz=MLg_NwZLO5S^I%QO1IQ?Axm+i-TSPEi$aeGBw
z|I%gVYa?OQ=J0cyU-+Y`*bd*&zn?a97?=X!jdhzJS`5YVhwm1RK71!U+<QP<{p}Z^
z_EO6LNhhGB-gx1#PhpbouU2goq2c5fkS1#`rQL!p8em;;ZzQIXtp116bEPIYA@+>a
z@ZTwqFk|R1jtTmV=l{z^m97zm6^?nJv{Yr);^ZEob@X!`C{4*-Sysv=K<=3gSM3TD
zvfdxzqwz19D}}KgD*RQR*Pc7p!to(7aFLqpI_)e^1mu1G6No*Lape0IB);gGs7f^T
znK_(z7A3Y-Psptc1zwT)ZALH0`}S6>EV}|5Q(MbJ8H{vy%~foMdcfV6!=_JY$;D2O
zg&w!`m&~5}G<wc5etcF}Uh9-q+wTp`^Pitmq#;75abHz0p_!(RGb8m~jVHnxo}S{p
zA2n~+J{WJ_FdZ9vM5vqTdJyApGEw5I&(vraeOAXNPrkaQUS3>M6Tvqw9gT^}fxM%o
zne+ckjAsw{xK2`@(Jze8bBi^~4<=>Pnf5*5?2&eS$;@mP;G((I&AIb<f5bGelgX>v
zM)mWCLyh+2xEt4>u@N4730)D_Aa(}`SEf>7-wid5Xh5JEqy+kLnv7KQ1Bk1i8lUmn
zR$Q7z9P{UV4?}9y5u^qp2S92}MD&m-&A@N&mR<CcLL-JY7qS)bzs@o{ho>g!@o@!0
zC;K@d6vuY;Vsx8BB((EAQmpUySsA3z@I0|N6}~yAzd^9M_1^;Bsu}ek3a5yT1zp2m
z9(diNmz}EVHMQr-PlSY}_ZIM1`m5BQW#>P7&&v@vOlxd~QO|<zkZyE5@so^_uCQm<
zPOyKxl$a@b!FgfPuARH9X{{v}ZIC$56CNwga*w?rq$r$D|K4d2wqn=I#2)T?FFR0~
zhV26LKd&^;D;VxfNw3a?;DiHDiBI+~96-F67<zrL^{f=7;T#6G#`OmsHiyQhq?x<!
zW>}B11PnE`^|xKQy8PyRl(TMuW8o&^`fomtGe&J!BgL-FCGA8tFpI8IhH5mTd~Oos
z^=}AY*bNw1#iZldtvFLBm^k}2gCoBaQp%#CX{mqdfhxUD76u0@iAy#Fd)+^d)vi#r
zdoXj+ZKD3g^C&c5-k~W#EdXtLUufnW>a35Bg%x>L^)APiw3}uZD4@As9dhrcq~D>1
z?4^AU{ni=2^XV6jnO{9QCfd~<*}JG2$wj!}`(Nq+)9m<<Iv{`Ob^uZP7}(j<ROzi2
zII-SjzOe#*S~5ssU42?Q>2W7m=Yv7aIevfn{6LRIF2ZBg$nlPlyFI1(uXuh*hk6l&
z6i<09VbSaKkFK%jXVBaiJ<cqXMp<k}iaLR{{WU$Jnr<Lb@JPQ&6sh)nQVa~Dvo;TT
z&nS^ET3;crzhAsb+iq5Y?V04Z7$z?b=i48DQu`u}g3=&@ZNQaeN+Y-YDo-vgM0EX)
z4qwBXiE*nF_t%&Y?$_s)TC)iby#_EY2g>G9;=qmq;5|q@vg>dC1L9#M{XbIdn0?l<
zSHNq0?7ztX01N-Yp$Ybo9NHK_dAH8v-ZpLkx&tpnSwu}AKTt!*y{(6}V0EQXmT;(-
z{x%3igI1L?aItJzM5!=*s<`#AHhiOS!{N0?hu2#F9~2W1!1l1layr@)JrdK5f!Q77
z+#(w)izMIz$*|`Ot!@ea!WO+?l9F&?RA97XhW0`=xr-NXV_>YQ<yHETjkg8Mi^*AL
zOZr<{4>NV&3F}rhxwYKO;IfNd6(qm-Vdz>w(t_DCeN$iBRim=eiu??IgOO1A*|qX0
zi__j(=7q-1p~(vx_L$ef^&X{C2-sdxK@0ailPL?oJ!~V~bBwRVKF<vhR;Ph|0^T=S
zFm*D}w8_@sz@Z|!>22Mpga(g(J%fgy8*Du?8&%3;4=I^LTT1Q-*#pI6f5=(!{pG9x
z&Oai#H~~2YyghL+G3HMPbPne~lnq$7v=q*LqRIUy#U8AW@J}5KP;~`%R2v=#7y|%#
zaEm2J0Rj*;i2Q@gO@YFkAQ}aBN)ez9AwZH{<mU$cON+6>icXx8FF$}D$NZd1dJtD0
z&bVU|D)p<%vfM{t@`ql1LW*Ci$npq&i})u8^VDu9@mr7D38u($r;A&$R|kK57+HP(
z)xp;{;-UJAb7L5PUu63L(nq~{9?|K74EH**%VVp;pNf>NIH&$qPb1~}N>vD*>o6mW
zfpi)LL)`&HoS<4ArZK?JRuRL-EbbA&Lz#beU=F?c=tg)7w2z3b#U@PfNuIPf6dgpJ
zs7$!DHVMiyBhOuSon>xTj#w;64St03WZl?eQHHWs)f)w{!42l4UEANk6VhLqUBW5s
z`q9*DbtggK9W)9&JtV)LJq3<J+O*@1{D0{}*eUnNZvH!;?7_htFfv!w8pZAT5BmbP
zz8nBb11Jz?({P%w4J@DzLodt2W?+o{Jq%mj0PFo@x-Du=9x-zKhb9}+9&9av*#~bO
zxTSMo+&BUoZNu<HKQy!ffd>yBf#}JIQciBCLpxdphKlEaVf_&{tie%LxPj<D4O<zG
zrH4)bIcEuOI=qYmoHhLCGPvPW5CDu|`sIPN=8(`rRdTFh29IM1rcf!Pjomk*PYn@u
zcI8!tRbk|AUDJsN&D)6Np6PL4yVw4>z$zQ&xX|R~KBeBPr+s;TYwB3e+OlVmWPIKH
z=tRDEf|fYx>#zw+$Wro>sil;*z7b-UOI7(&Y)Fm`eAD39OS>OEd!9X+(<lOFN%;^E
zGo0LRoyQr}vp9KtOOkEKg6%nn5(_UVL&4PcG@PH6N{(a@V2VkCsT1>@V89FT9+)S`
zcmY!kgIchKU8u*6Y=nC&Krjs;MB#Y^gIySp!~7`Q5mXxlg7d4^k$F8e6z+X!U?*mR
zNi1-SRPf*H{Qyrdm`b!+X%tfvm>@vb(9VmL?LL0r^!8>^_Bkj<O+3gn(vKMX@R;BC
zTwoBYo<D#>i|oeLaZfiLcemB|Nvm7&Q@&hOtBunLM{fxpCH?7p$G7VmWpy`^JEWti
z0btE^M(7;Y;D;lDAU;sniV$8#MFyVXD(DlCr9YW2Fq})o9jUNI9m*d)&z#(Lu>MAS
zS7~akfKl)MN&%{|srvw0%E9|v6LvQP3`l|M_?2-0q4aQwW}HR(Fc#G)QfZRkvhwK@
zLh(^EC_Xwrw39IDj*FAj+y4oBo1jOuN1B8y3;4mifvX!1lYqdGB&QVwKG;FQJDtZY
zhF+oJ+D=ClF?cg7fE=bS(dr~nK0%uUJlZO7)CIRSEMOcw?COW2(2n?a3tE!ItDy3^
zo51hiOZthJEZo`GauWy8sUahtD6yMozWw;#(lOWVFWN3Xj(_4vpS<JX@N-#b>+(1;
zvd~6l<$Zlj_KCRSl&`VEa`xD$hIlF39`dDC^OM7jHrubNPk0Xd*rKlNc=0@5s`Nu`
z&_nA?T0;m`-R03Uw={3fKHmIv{Y|Ol(x;EL6&0sSR1k{iMVr)Y=^<r9LqnJ?7lVEA
zU|Mqz9?saUo-!c8VYj<I*iWE_r!Fx1U@nFXoU{j~5X`nLWx;Bef5`7}YUbF(F8yP7
zv?hU`r9Yh7MDW+Dl)XZ`Lf7mWY&NuM!32l>*>2pR`A`}h$&SNm4u+?(HZbK5+d)kD
zk+cBhJdhzUf1h~NI}Y5iHzSRt<xQ6*qU*PwaG!Wo%mn?1d5p{K>s6+rxZ!8?vrEYc
z<M^mcEfqpNL*>dV^F9hiHD{$=-mGJY3iuRQzvxQde9?-1%04}fp8oD+vQ<i2o$tUT
zrbo%P^gypT(29bOW>ub?W1Gr|b4Q7A(DGg8fc*N;*Tcg}8|v5lhJ3jz3NTCkb3aqR
zWvQB;qq`%skxdk0_>e}I>BdPT2e(wOa_N(Awe0i6wXKgy0s$i+N60q3q}r$o6INkh
z_PTWg(F!!`krk$djzizlIPQ@>nF*`CKbG%t4)6_5fCmdH<m55dGWTaYl8etmij~ST
zhrt0b{|~<a5RU*e+>rx><YRE&k;5mAtnE*InG;~Rp4L=Rk#6cz%S=-!z?}q8{#PMj
zIpz+a*Lok2BaT@fj-OI@C~U_zms59Xykqy9b~T8bhZ1m49FYqj51?83H|WwlREzF9
z{$nlvv27v5M>8vR9DCPwGNebdmubnR-tPu+he%JS_duDA6zR&ZF#5uj=MJ=}FG}aV
zQyV&o+wM^fcIyp3ZR#xQu_Ms#rENk!clMh3oJzJ(T%MfM=qNfT^mgzQo{=8f2}I9V
zS&f^>)@@sS+usilrZUbQ-=i8F-~&&fVlog=!!U|{8}=pGPL<Dy=$22n_vP~HW7n1a
zKF^|fc9RuWE(Hr-?=_rzSmN)@`{kD?PSt+@X^+F$ySgZKUhr5IS&VwUUIYFTB1Q7`
zQ>tigb)_^0S{74ep@(|}p2Z9+?<lH2GWTszsn65Qk|~!kLTC_&0On^z)&VrEz7GvB
z+7)B<4xoz+DhE(m>MlVVWj5lMS?JiB#-`bJ0vs)|(dYAJRRpihoR41vuaC`Nl*e5;
zrM_)Os~Y{Sn=^jWaww!)3G>>AZ>2}RYr`c>>s@(GH7d#AqVy*gxh)X<@QP-`3SCge
zFk!;1vQS7-_Y(KEo{b^XQD$G&XUErh>&tfsiQM#c+Gs|V(%Wv3#tB<)Kti8XKEXv}
zr`EGvs(OQg;d*%aS>aw8yqCs_2O0#D`Lisid=On5A!qE>IBIK}jK0!EP^Ot4K-wk^
zZs(j>6_;4$n2t3;)C6mMe7>>;*h`;x7kLv5T@V)-Rn9zi#mPCFp2b>OWtiG3y)iNx
zt6!|OjJbXM$qYMFlrpp;p*7IOd}XC5$ZCAwaB@uXJ=%KdMRYeSiO~8tE&>609>sLe
zpZe)H*2GWfXvQclA_jdftppNKyQi>mDp7vrJ3XPdKQ*#P3au7smqqu|@0NAk=q|y=
zi>r$DQ=3Bi!RvXJJ-qy<Gy8SdE-bEcv$Xk3-D>1Sj8!SEWXSiid%85x`;Kvd>KeMu
zBW^fEL#aLU_RZdV#kEh;ldg4cu=g@g`d^!~aZ=7T2=rIF1QGQ6lNxTOlK5~Kj7RP@
z$n{<!D+_t(g#V5Ytd?p9ac9Z2ksYd~Po$f_obH&BX5k&*24yU2-X^HMdqt{Z<1p_n
zD2<+~l36L2?aQ#?&A@k5&eLD6PzQ|g6Uc*{CZ}-LeUzowv<c4_bD1@&a;ld;-x@t|
zB_EPiObZ&Z^k=XpG`T^kx&W5Hp8Z6{$`q$7XnJ;K?eX0V10v|O&ub$Wf@v1|i_Y#@
zjUTt~8ZT{6R^?JSn`xWP4q4{T4s2a9en-arobZm`#i=Or*)l2e-XcDikBZrfb$W{a
z?0{aNLc4m4e6~m47?8Lk)tB}Ci|d15qI4N2Lgr86kk4J{w*yP;UJ-2}RIm0k1W^f8
z$`g=@g0a`m&%KzX57?5rOc*APA_o2Fv3lwsR))=Ng|CcAHavbEeeDUO6ZTi7q_gbG
zuh?``v$ClBdx<ZenlqL=_WMhD<)EE?zN$g3-%fCfrX70)0G>a?5jT{We#k2wDjYCi
z(T2tVS1KPmZD8<O0ia1-MHUP)0jD&WLEQvUd&y$}0D%Mpo_BemZcbt~v2YOrZt2XN
z0L3E*e6|2MWPPYE-q2-7QvYB-K@Ckh-F7Io^S&F9fRfSQefoCon!?F?_kw5Egf0vC
zXJ~b-;>9Hz^X^~%!l((>gesl;LRiI}XEO`N%Qjqu?@FtmuAHS3Ws=FKX_-r~99>mk
zNg;P_lZ6yyK}_K|;6fR03sFB{4;V}8%;lH1)~AX_w_)n-)F%ZuY$AJqRW5J~MA|*=
zG9xV=_%7u(5Ue*T>EUxpI+!iGvd7#pPP@bKC!fRpc>y|BS0+V_z<?up#A>*U(ENbK
z(_Ot-kI~bWfyg4~UA?Tp_%czaWaCdMKXZ`R7`<-OW@`svOqdmcYEDiv?j$tU`60D6
z!Ksh8k{#~Ot2XVD-<KCex@=|>%ZqB*NW<|3Q1|uh$t(aj3F+hybvV^zEU;v6a2;b4
z1^y{m0o~Mg(xy^H0FO&DIsw4XBY+MAOQ4AafWnCas!Ko#c7bv7fSL~hhhG7Zr7S?|
zAhh;R$U@?2@Xg$Y4*xOWnt^F1d&Cq|n*&`0BI1+{ApzA!F*K1^?f)tsy<i_$L5==L
zK~<Ck1$9hHs<(C;0sO2cV+YU;q3UrY*#T6qJ(=vyO|Zv{s;+3>CU$HX*F6V>^aZ1i
z-DN<3Q(-Kz=X2iJRHmeTS#RZO$QdL{osniPCKDL0f7XDGPJaS|fS@H)y;b7L%ps|?
zUA3T}rC*KJAC6y<-R~4n+IVHTy(c19T{E?PS|Vtkm}c$fdnG5q*tW*Z=&)<d(=R)T
z^(Y&D(|*1lw?Kgv9bC;b`$DtGLg{xwZgSSNe_k+1>+${PlwVl!fQ%>IX)D9AzfsA+
zVpOX_x0YV$?DxK;+M$Pb-Hp1IT$k9URI8*rzXGSN%NF~HUYl1_f^b;=51Rp&1^a0(
z-+jtS#6sK7-jr&fkw-m4rm^pvk!yEcS*LJZgt05Z!Kn?S7fXBOZ>qW9`i#|Z#pEsV
z-6<|X_YVn0(#El|MM5-F2N0pl&&zM-d4nFFBo!Ip058h4*7bVn`;>`FIR;T2ku~8r
zzY91uM@r+e*o=_rUg&FgErP;}%pKWQRp-Zvt+QN5mfe$>v5`aUn1A@V*Xnv|FRV4O
zB(|knKx#(F&|m5))^qiOk5;o<ujYl`X!m1Pycspb7E31IGIEA(D}A;^qC;6<kcy?Q
z_t$84meRSrdenyJ<mvoc*qrUTk65rCQ97eoO(#p)<S(VRdM->Pcypop>Vw!*6Gkka
z-Yjk9e&;B$6_s}npdz4li^8Vt{liS(){qjXp1h&(2;`DsjJNAMcDRzP_Cb<yCpqMc
zFcZWnpq20(wwgD?*CayTyt%5xbDd_R^pTi*;6zkYWmM>8ntMqK$NB`KX@>|LF>7h0
zNQ$ZxEKe5kKfKVp1q<seporWLW_)&KwWHy?75sDI*C<v+3nua6MdA<n?(UlU-`icq
z?Vob+&(M9MS=Wn{uyUSUy4||2aQ7tJDB}jpsMIfiZjYRX?HZnb=H0mvX}8ZLNM5_S
z&Fum)?uXU{HgLIE%mb{@L_?5jvgs?N@55UUW2ELOGJVz8FlRAuB)Bchn5ny$;_mRh
zWAu)W#my2buPvWCC0ev>%yH$lyTu^sN;_(DtK8ddA(Q%D3GuYJtm5b1nVjyA>fx1f
z@qW}#yM>1wW=IE@-&|E#!w{uW{8q-kpEP24V)r4VCI~6`i1m1sxtLzXEd5ey$VP}O
z11G1*c;0-tSdba_K#dPQ@Iziz-`zz`a}j2&cHlyWI`+M)eHsvRV~oIe7*POxlKBH)
zZ}>}EjBh`Q@w8k$F>)s)`AZoYG7Ou%GG|)n>`eZuAVGwJ{pm&iMK1`!Q0K;-;~}n6
zE)z9^DF5J~zFy=$iBI41qcXA{4069B-@L7G31CpFNo1H|<K}eqY{wQt=(_w6S)`<z
zm#*K7Rh5RV^K44Xjf)0587~yr2gA)PD!B;f%_!`)QZ9DA?zN|&sc@0h{1{~XyJ759
zbCHMVZ?<sXvR0MXOa{nMRG|}!NJu2iu&U=23y*cxrw{mxk|=i5-nMt_>}2_5RP$Vf
z(_R}LkNs#>_HTe9uB@FyZ}nx}V+U67rFC}a0zVtplrUX*)#-b!(f7p4T7$j^i>maM
z?wq92pOMyt+3~lZa>mP_r02G@=p-=Zo<xO-J#U|WX8oY7EVuFIu&hK1s7g12)9y`H
zU%5R;_t`}3bE-uvUT1wAgiP9uovl*0dWhlM9?Bs86?u=AeV$0p+v=%=lFg*=h0FFe
zx-7iKDY>K1*O|P|*E7j2RcT+0|NUd6UWpEWaoX=i8l?g@U?Q<fW@5+SwC}s`x1POa
zeCcY|RO2OY{ZrTYsdn_DoUgg`9T_^}AhW9;>5agwr?%D2y;3|P+%<c$V>6B1$T38U
z+b%?7zT2MvjeO%=YL+j_<HX*S%wu*x?bNZjAbjQJb<7)!1L$_@G8$S(g^ph8+dzDw
z-5CDt@Q(dFfy_67dC7%ujyU^CCbc#r@pieN<#BgA--Jhf(lc9)#orKf-;3HueB~mn
z#i|$h1~*{tvYR7%LA^=Y=zY79{GWEGJ_zpL7+qt#`Am_?X~|4u&{QE;U&j6X?uTb$
z>!5pPqUh&P-<f%9$_T06??i)y#gTqSO~LL=>#N^x<Zg3Tt4y7XlhvQk&3IXNfpFCr
zU)qY31S~<R#9hnqYmCI-P*_U!et*ef`JMsgu7X9qOseBJ?}1aR&bn)Y`6he}<PY%{
zQCk4#V{rN1h?%hv`r^JS6PLE{Pe*pBc73W*hR`o=8vzyRQ_5o9+D{-p+B84}z@&k8
z-VsS~SgDx17qrU5%-dm{JSe5n31Z5QmOP>bVc>vzQ$`2_&>H#8jQ4_Dlh<VNvQT~=
z<?`?s=0Jb3Hbew{DfR$Lc$$|n;Mn&ePNY|Z*eH-2ky^fb9B=iz&p<t`(b(64fO$N#
zd|M{%)b@F*VTBq!Qpts9y{_DjmK-lH-&L)t@^0NO|G~($@h0&XNa)DQya2?GO*l7f
zG?3E~vwf5lz%9@YyQw-27W!Vg9oZ%ld8bi{!D+}}%of3g4O0hcw5McN$s@aUUPNUJ
z+#)x=?aVpbQqa3fo@e~_zSN5>`lbBvM?9B`AM(vzB^mqTkT&^|TuP^Y-IykBe)~!9
ziaO1ZP2o$usF2Wkjp*KnPibt~G+M*UI$0Qrxp|rEElB0{F-Ak;GJ|7lltQyH;jzY;
z(50JYTKC<dY6RvK;H>MbJYQS1wET+G9&}c1LW~*#pC`y|I!<nANIIh-zfsU%m`d54
z{MIJmqY7GsyVoBOj3BNa{Jnk{M-q4lC$CYD+=kh)n{u2yTHIN{7YwRb4Fgp3$8IKB
zRb@M()ehUy#}88xGN}Ed>^WhN11NKq2z#zs!TEqk1p$?rjf!%Ic01ri(b9MR!yUnC
z5x@ru;yzEx@dIyZhaQ#&=-hTAe02}NFc>GtiZSJt-vMT8jD58WKad+d+voNoHqt1c
z2_bh*nf{^1yld;&kQ1j8-OsD0w&*>cH(R3t`6xxeN%We2b1c9s$&)@izIle?J?mBz
z<r+1~#$~1%{Am+ACcl;gsI5ki39+!G)#}Q}v)qbbToptmVqzR0{Ob9g^S(ms{f(cD
zRFQI!jQ00qz!&DauD62@tW+nk?zZ#0+Edu46e)VM`{hF#0J}(`T{Lo22|tTDgPn_7
zGT}g-f3^dn-tvbRW>Dc`>0{Ww!YTV!t1}Irc>bK7PGb8N$@ddKWSqi{DVx#1s}w-&
z$+tW}I=n;8a#p2|yJd%>@@xto-jBF1GcUt>0EumRC!YH?q|dV4@`Pblo{Mnm+eSrx
zWz7qz=mHa)?Neon9QUNABv{(=I*;Xysc%2=^}ItmSC+PUIt}>@6OZH0Xf47f)i(*X
zc*-K*MJi$PAqWx!*5m;cnS9fW-)lL6MLj{N$%hY^@}b!%*plz>XnG~*;G=GTFY4ps
z+n>Q1!W2kW1jB?QE>86teh4*7<S!MMt;BZY$+YWDCWA;QXCTPOVAW*5|0Dn7i0SW!
zS7Y9IMz6k1&9Q~HpK7$}`18n<NG{AELruvY$?W8R4PDz$c4<s!bz*QgTft~xEv7C^
z^3m%5P&$ClG6<3GEU>vb&f2|MB?`8i<U2Q|`q4Nuf34ib;VVe1SPNm)G^8Jm1|gUO
z^sbXj@#mVHK2tP!({~(Z?42;Buv<{&%C|Wu=lA;=h~}t~^NB;uvm75Q${26wfB4A9
zKVs7qnFT$pWvCObL~i@EUfUsE{i;{%W87_~u@dqjR7LV-x@-XMQqVr)Q?N3myp0J$
zt#N{TGgHSs@!<0wsO#7{3t%E92Y<s~4EbNWzUI}xfB;au`?Nu?2dR1%!Rwx7tD2g+
z%dXz-{~Hn2sb?|HC+CVhVG~RAh2zGht^1Sj{17&0Z2hRNH9VPq|4hYSbhs0AKeU4f
z<SAh#R{rE_y+vAiEHcY`-($PZ_d<I+zG(KQZ8}LSle+dkVu1gWik;1+Xa3Qz-7dW)
z<n))aSxxDgk~GHr*i)IT30eWEQ<Y}>UO8)+q*C$ss5d4i<px<+xNml2cm~^(sPVAV
zlpPLaypmTu_PGepPKn^cbj>zF&e^-9RaV4oYAC(R{3v;)eq2e}^sO`sH8K1PObQo4
z=>SgPICl3lQ~V9o?^xp}URHJOoJyt1g*pk_8VW!2HZ2!+2!Ma6RPUQ95&)(d9WYC4
zJN3F87U-`P*XMGi%9vfj2JY>tH=N)8a6QTGen+-P8mU|A>JIU~i`k6XZ4hFG{6Vu;
znuGI`0d~&$oq;|9IK*mO4)UaILhg{*j4dNKFaj7gY%`D}<l_6y_~*X_A@k}l6Y`j?
zF>;}>;;RNVU8&2=3Y!=Tnjze^zS{RbM%4UHG((BW3w<avVEtgGA};S4)r)lUEJvSh
zSAVmPdvA=YTjDLO#^){sE?$t0OnZbf*2{hORIA`BNgd6r*VZf6UWWR^Q|9l5r59q<
zL5ht>)NK=n&)ek<>x@>8ADM~g?S6e{%8Y&$X%ML-v|x7L6~*7(p)CJdvB~BN>hVLQ
z*-ulsQGX_Qr96s8crE6?ME@b%|7VX{n-(tA0hPe(0RBA*K9PDtHHQ>(y=tIE`{lzY
z>e#RGD<$t3c{YW<%p2x?d`8kr6=iFIFdIqEpW|41Nm?i)DteR(d!jY-ziV#)4MsUy
zuZq}^i@GT#J0)>i-DE5J!q5kynRvd?MtAz#wQS~9UzH{4$(H%lENC9+>b#67_AHbW
zrTHo7MNWpQHV`Y2vd?@&q=vZv)b{1v%OEw%(TjzYWFNyDJ$a}CX?w{{tU^i@V(?0L
zc_>{s3(j|6*25b_?akMq6F$9|=)*2rb!qJ<J$z{4*cSD^9pqyVuN9ItS)gZ2xZ(^#
zgGVj&-wysz8`e69eB$Dz`-<=7O+|%E*Eh0HjA*K}p`{f-YF;AnQXB?19#(RM>_H$-
z*R6X%83ARdC<};VKkf=pr}2nXJ|?E@N&Q%Z5WtY5uqWy@ppalg9|TbXLp>9C;ux$?
zANquDfoLAZqaUysipd0&0juaPSl{k2dIwJDgQ(~2#o(;afE3KiHN31>&b~JW|HO10
zl*g`lzK;1!Nn_(j)B8K8cT`U4^=)-Nku#u1fep5Cf{kRo2q=vlXX&Wa(#!w2e{8S{
z4Og*d4e>)s_nLAZwC+z!+VQXHr0h=K`}X~!rSa}r4GrRfUElq(JPY!rm-)PBx$fOH
z){B&)GxT_4fwH?&((Clp{)3XQi1*$=6c*W>l=Ik<o8ats(J#Y_9=myqb^{x=Vfgbk
z5q>>_WmlQ=ubv^sk!TPTpRZ#%Ex32T=B?uT_Gf{80n@zkvEy@i%6IqtUlai*!Q|oR
z6V?8UlDSAKAGSC83uP6|FOc0I3LU59gKf_8Kc_BV-_W|<Op8;$w3bHkxe?S>T`7Aa
zwEvm%+KD?+5-t1w_|mn$rIGUOo*&;Df4=w{+5CaCL_%&-RlQ+1psF{A|8vNc=^269
z6ZbTTa)Mny;KYlD=G|~5m*dTTbI&7rc2gDm3Wch#lHX|3<T%SO!=#WaHCc1BD52g@
zuutNmi)mLw{5O=h!vW-4-TXR@(qXmsb3V&?^SO(A{OMsOx6WT^&Y)Z{eN=lKCv7$8
z_~5wb-d=J}56ur7Gg==JZ~CzQq<Y6mgVXQuWC%z6IhMy|%lIFq&BY)U=ClXmldcqH
zzz@a|Gi3peMS+0XjJJhRRCfI-j9odsj*KT{);K-g7Ed_sHaA_S{4W1l?abI$Vusu4
zRwJpih$fusWVLpq-k5bS=MFV~{`dqt^XGw4|7)8j^1f!bKlJjeSynvz=qH(<g*5_X
z`q^7YWO|WQB@3bLRuW~{VkzR6Yk9EWWLRulbkAxUW$wbS)X>^B4I%X-mVJR`rNZaZ
z0VG*;0R67R(5+?{+7)5n?P<Q_wg1JV@osztnv<q>VX|HLyxU%rWjz?fIqi0TnX(v@
z>mq46VAjpI$sqsrQIX<u;RuV98Rz6jOt7gaGj&bO=tj%X16+k>OvGS-G;_kLNL^5a
znELSI)VB=l%v`2>Y73him{dTJGNN}+<IGl4ko`YUV?m~}Q+9>K8UsmtGM*Co0hRir
zk^w9=QY8fKaAu}nA&zNP;-QjofGeve!ZZH6q!Bh@cOWJ}OOE%M^1FtgOlmp-bpUcy
z#Bd~WqU9(V0t+%hgxaM6JXvVbsPCDb3lZOZLhI`HY29!<$WuOdBgH+Id}JBojkzjA
ztdPGiZ_<o3ub!%pX=1d~9cTVZO9f2m6PZ3VsU3QKo3vGFo{=MG^nKL?cJvDM^^I)e
zH4VNu6dN_X)}(f!X|O|{!yzrs@&&|dq_S|y@x0i!Fho+6e)&yhEkYl$XQ}Yv&TDy^
z+XVhx#{i^4P0RPA7Wx)`T`*I_&fss_Tj8rsYs{$$=FCWajF@9loYCH#!$#ReoRU-r
z(5HclO5Tu`@vB!Z#6^-|q8q&w9^(<Fa{?FRF$|_gmrrsbt7PWzeb57J*!Xs;`^BbE
zS4OVs;=l*vEau|6e#t8q8s5*vQeGd|AY3OQuypKz^xUmhFV`nnpX_ZQLp^ojK|NPR
zHmH-zFs~QfIDi(L=%Uur$lEX9D(TvoeZZSeHQaFJ4f4fy(WyyH7<+LK!_Cq-hL6#E
zlR1e~8@owgR#}=ZdZdiWl-;*z9<pMRtUrJvJarns4!Bb~IU!U8gPlJz##kTY`RzxG
zEs`YG^JZujHZXZ6a<(36?)y=X7^FVftyON_zl)_ZHJem_>@;f9>YhH5_2JpFou|wY
zWigY~^RHNyN#CvDGX}OK1MznCug1hEEk=Cpx*ybB#2T($Y0uq%6}6)FL=hiHP_OSp
z-#a?tH->T~V_pAwe{hd%vf4_nt6+oaD&iFFmMkq!f16{s|5oj39|Wm`*jMt!fJA)Y
z2PV`cj*T<;M!Ds)@Kd2p(C%ealfMxDBKDmmyMpi4QT2_5(jjSybmq)`Z@nkCw-XZ1
zZ$C0I`PyTw_-G9*$9@7*wE-1ko}mWh@UEM;Q1h|-U1mJelj0$-YUV2}HfWafR`os;
z(D)2z_!FO|hkoJ#L}`%)1;d=+l$!{*F)AO`Y;4T(H&xN;`=R<$8;C$BJWWIAF?7nw
zl+j7i$&2?Qg1DJNa)}LnAz$%~`IB#Ew-Q=BlCF$Jq53g;1S|2&HdO+GXO39}nzK7<
zc(Mb=r5lUUp}+jp5#t=J-`0#@9oHZZ!A|Mo2UhPd&NnnNcxvw6^}u@;d1!n!2))Ds
z)?ASW2!d-tngZ0{O`~*L>F_V{=Hnby`J%X7G%dZn79NoDkht^??#7DlD~rss!tCKN
zw^09h!M#l8Ymt2!6SbjYDsvh#d2RMZ=F;KHF@*uWRQfd%t3RJ&vQhWv9;~syz1pTn
zNcfVhlQ>z=0?@nlTlfpT*)bdEO3O4r>Gv&3g01lZ78AXID(&-6OGQ=Nt{IL%?`Y;L
zW}U_gA+N@Pz$!^+>rRxV%sF|&rjG``>!vIPHiemXB5q{ERWC@NZZbu9({waMQOG>F
zAGwt6bKhL?o6^QimPdbKuF{+Na*=L-X3tZn#l1+OLVCLUiUXjg0g`^3iQ$tM=c}A%
z#(quXZ+cf%xWGjlG!t*y8N=8ZuRi;<OJ&-gfm7-#D#+OLDYSb8Q50n6Nu{Bo87Vf8
z8_mk4QMY?C)-+#o6kq<)I;)W7`NO?Nay6^yqvN^M9AY~c-!<hg5e+Vo9`UWaFrGVg
zn7Ymfhe`kucUTEPR;=mC3xC4?=pPn0zCJwRY#5(CKxQHP81Dkv4kZjFHa!lhn@cHu
z4%|CwMA~^aU`40H<-@be%aVR+MDsiM&SW_Zd-&2{;beDzbOLgIL0#IDN^S`1_PjY+
zCHNZU%-vCuM&XAZaHROb^V2|o*CjVHD3@~QUhQ@tWZ9+Nnlsuo=<UX$W_y`OZX)B3
zH9?8Sqnu|7{mB(xU@@o+M$5zE1<#xBa&z~_6>)}6JmSzoly*(;oU4#l1VON~Yd&Ec
zMT|<{gQG{k-^x0l@;r~xe?ZhiY@GCaptJ(bbUX9w*OmG0qyC%JnAW_=@Jy$nO2RyT
z=O!=u01p~xJ(jt;no{-tnjp#*_WA}CRcQ0J9$bhAuG#Y;#3?dpEfW;d@ju-SiX_45
zNQTOHE`o|IaFiN!ms%@HISoX><UyHmEQ%(`P81-?WCMvI*Qf!t<R8}!DgwZ?gTx`N
zaTFg>GUO}lPb){g3*Z|!H#W2Jm}naSZHKGGfpsm9Dk>cVTR0rx-_=||sw0TC0X1Z-
z0bLb;RCWbk$MOh*!+<;ygm!336LEpCI^bG;S|#Z|X>Z9V)kzimf@6t(o3nVK9P2)%
z@5AlO>;BB~{ReiRH?<P?+_#x~2`rjWWWP7)$omsxM(41ttoNrR*CZtyAKtXLFUY(y
zPl73M*;i}UEj3C$l~{DaAv_|rqdUE#vm`lZ%qiQTZ4^Tqi_0ba#e`6(>BngGsF!;F
zvIysz@NHd0%$c3CwwdUlG@L`b3);P4M4e4h!YwEdeH&^QHZp1?-IWhem@}whU6oIm
z$mgu6t<b>kTrf51NMq^u7flWGs?^6S4hA<26rCnpFJUako4xYjL|8T8FIKIpVJ>bC
zwA8wB1xyMpA{apc6o^CuADFj;%@gRlRyV03WC(*|utXg2B7=Xpdxu;hu>ynd#`EWu
z>}^i9Uwg^J+FFz`kyTnf7B+?cMe-}E)wxWL>>7Go-0qb46~8Zb$3+)@Hl5$mAVNKH
zkpn^`xX=Yp7V<Ic?vD=63bU}G%BA<+?9LyheA4_>_U$@L3vIv1^xUhij^nVE(&^y$
zCirb8Zs%39J6i0VtG=D}AYi|15PX@}VgGS0C@G6|66V3~1t12q1#ILla%Eny1}2fF
zTDu@%B@gE>ATPBdOPc;YM2;m37T3|m=#gf8$kAo~Xz$Dxtj9;cUgpm|?-gXy`c9bb
z;=Ig)LEPj+;qf5VKO^d8ZbyCoxkac@oQd8jqQ+rbyH|tAT)z9d9Gyj{ZhO4{H^LEN
z0z8#rf2Hxc0utl$N48r4p3$V0pa;zb2}cY0SgGg1l9%9a8{sNb{`7Lp##X=Ob5=lQ
z9x^*4D`P<}+xIrYx4y5PD*|gs5G0PWytiyQ;rE;nYyLeMA&8a~>+iR2haPTkotazT
z(b|y6_d?HYq>@Ru6h2Zpw=}1F`8E1ZjM%Xj56*(R+$RyYxks)q7(dVKZ`PsBUThxm
zP*;oL%cW!JbvAB#Jz=z<)o~^?gK419P2k6Ss&$>*Ws>Xd&im%RYA^0ibgm_YPT3b_
zDK6SsDOB>*oh(W<>Pqi5zuNTXJ;k_d5xuaTO^c|mc95E@Xd}Hc19R9tzxz^s?~hM-
z4V=xg9WKik5$djU3$OMpQo1p7lf%Ii|C}tgkIIdhF4ywoRCsSwc(TxQ>)esod5RZ5
z?s$<FaCegxU&_lyZ{^KVN0Ao2f52TbZ*MIPmTfy4pGqo9x4`oA+z{MCsCtn*6E2&i
z1!PEO+Oe4U7<d8a%nN|<<qlVd$E>oUGGu>IoO(oq09*<vN-(~)wDY(KU%)l%FZ3Q2
z0V0IQHoW-Bp^^S~`-kfOGb_5g!B|qu?#YFRS=upBX)E9f$Y6sR=A&3SAYqR6#b<eE
zf4x}zF=<q0^b%X8z7!|6jCSh)vUP0sWYa=P=v|P5TocTwaC+`^3VoRo>bNyI*_{C6
z-hs2mZQUJ+FYJu*ZXBuK(ushO`p?V*PXdZwQA4m#+4V5o7b1O_jedAUk!4ZGf#Y$Y
zco<~XwHfx~l!np5$zy71xx8uN%vE}~$7rhlANJllD$4I`A0Aqf5Cj2fK~m|i0hI2R
zP(X5sp+jo0P?7Ei=?*1D!XTwnS|o->a>(&_2K{`$pXayMyVm=@e?PizxS2Wkxz9QK
z+Iyeem-3)9u|wJU4k@&+-j4(Ou%OgIqPHWn@IjaBLjJ<%a{`B)6ks$jYL>21p#9&9
z66h5@P2&s$!TiBwx`#$y7J=?C=LiJMVQAwNjdYt>T@ZEy`w;asqRBoxn8i_<da+$l
z-&F4XBTd@9G6@qae#AU|9f?Tiynm!gBARSnrogStgae!7cG+etSvx*gYkmp`)^T>K
z0z?wS`3jf}-z&l}N6{OEtcO7yer#Eo10U=MSWx(f(@$bcms><*P`pec;(mg{C%Tg{
zy%)Wfk`ytUt?P!_O&0DN1_=Z0c^xbR-o<Yu{Ki>V>D@}+4t)urhG;0b<*ufLr53!o
zbG{_DT$R&+^^W*K$R2Up7>|gs=3>eG10fFDIiEuIGY8RM!|kPqAD(y5#D6fz``GVh
z#GDi*UOL6Y(f|I&b26vKSCYIt%<H-zduFsN#y*%jLWQwdp6Sf4Ua5Q+;phkE*6jOg
zsJ^}JjZMLmxZmSW*`aD*p-8T4!r+wfR--@<76sg)EZ!{)!fxH-!%^12j~c*U2Am+&
zx**<}Jf^Rq3qVPezl@111_GLWPSwmG0)CA%_#chHA*Q$iHe&)3UChUqmSJEa23zNE
zaI}9+`k&vR_Yzl)S-b%r4wLmo_5jt`;DG2K2>(Sk#&l8)YW_)qNu^g*y#~R%bMf4t
zX)TP7+`$IhR_{opYF=nVFxEfMfE3v=aoX6!MZm3|a0;rW0D}iu6u=rVz*vDE=jY(-
z>FNMUn5@?XHL{aBhL&^wAj=+WBx?u<)O|T!0~qsvs8IkiYymz1F(&6F69E{Y&^^u(
z>KROd1ljir0xQaT5hr&5H#tX`0T@TX)u01#1pd581UL**Qv_v6L8AYn3(H*F_+hu)
zl{i;{OXc@w=eQ~SU&p`H`OxSzs#Yd5yAiO0;}=nl)qSNgJIJv}dH+tEX@sm%8Cb(o
zOZkQ*2nfpZELL8;(Wk>BAiNMDT4SPuXQSla__)_JLZ3ylBt^e3sb^57c9+=U`*cVv
zdkQi^VZ))frX!w1x+Ei)I7e{UbLzP-g+W)c$xZI$A>Js6;8>l{HVuBgnTef~ji>Fy
z)t|1aVZs&?)ZdHNxT`v`8zeu=fH~yt8(W`7;AW*i+jMk{6darh%0!y(_C5m2fqgwD
zR28B=q@y5oVeK%Tn?IY3RTOSvOdAt9Fp+<N^!MhEg#_zM5X<am3Xog3?p!2<c*J4m
zCo$;!*L4L@s(=V|34gm*7ibC723@L)O-a}nh6Cem|8%M_2mudYx%lL7E(CsFqD>MP
z5&SOt)lV@23jwe(wvGb});esTMPM5?q$5k3mp_E@>eUy786c-Sw<sVD7as!SfC1CU
zT10vZ#On@-#tG(J)q5p{fKi&{z?u-U2G5h^0i8)|!;pprQcRjaf?%TzFu5#(K@GrM
z0$wo)@Bmmk{(|{}<^*^KK)(SBj3LK_0RB4g0mkBBpa)WuV9*mP&zK^p(Mth21Kde4
z57`b7dRb8Rxu@~f5~61#hV)yn`%c}VGr~<Ov%z8wH+@Z=LiJCFxhp=t3)#I>E@L_P
z(qVaPe|4k3PoUs!R!P+DttMjQh+kpw;s>jjdX;YS2uK7<>g_I?r#^d7o>`dF4hft#
ziV67M?pwldZuT|R(6D2yp&&#wf+g<2^jw$v8q7(MggfK0Xq9-MW9Vz1Ef*GxvQLXO
z-ega!f*n={^=Af!OFo45cu~Y9m&e8drWbXfGy<S^lm%Kn<{!HOYzKzdOO=xY(n~Q7
zQUE~UV^o|bM+mbuK1C2L?Sk-Y7&w3?{*TGI3N)Aq2@?OAYR1SBTp(H2pI+oY76xN~
zfDOR=)7<}b!v46Mzn%3z8$>RO@i!YF)Pg?}kVr_y48Z^bsxLqVY|9Wv#`p=zn)pEY
zz$@VhZD3r*1!E0K_Fqr|T38dvpK#g1fb7N=0|1P5#hSoSy<p9(j!X|NCjlA$OUOL1
z<N^Sw6tiKB-TKeN+OXt2@TyovjawAYC1O$)_#;6}rGTC>hL-t)D+=QX<uAOU7eJiV
z^-yPu=g>dc!IYiI8|I+{UI$oKhV654>U3qOErXd3h2pdYxlqbRcUf^9NlNZJ<xzuu
z84sewgmsacPrYv|Uf$0lc^EnsNPOv-mFb+TYLG{6vu-T7fjHvrt<vtVOM%?^PuIAU
zzI>gaKQFoL$*FZ#qjO}~lwNEi%c9fohrRT12w)WVf`=Uwv=*b3pza<D0L`G9g6i49
zfcXg{eNIln3vCBIDA2C}tpviF0(s^SU;~4~jK>BPqLuR^NMhVYm`a>9Og{`G;(xB}
zC;vn6ga7JIfkk4HP0&CP&^BIw?81NKc}FAxSOm-{<KhU@U+V(g<3%?E_$o#FKOP1H
zE-E2iU9h(AiZKs`7X#{0P*O}!`Z@+BK=yxW0zr2SU<%leGvHi$??7Zi;V^qF5499$
z3NQ?~7}H=#jPMguRf#cQ0=FS^LDpqr;(P~`5P<BDIncyU2KfT*2UWQEN!oi014UgO
zjF(EW;n4u8fu{kV09H3psO3Z<A`ZaCoOQSGuNq<O;PY%Sy!;%es}10n2b|W%00;#P
z@&h&om=IuQL8MaEyXtuPga4u6%f$moPWl`Jni=G88<X?`V}rs5_(zg+dno`76Y!_<
z%c&_~T#YF&&@xO!Q_d%SKp??DEB{#tx)^W#hfw-rEcaK(FriejF&D;mV*_HM-apG!
z7){4G576QlXV5Ojg#U<n%>)iiALeM<pP?eA+JEmbyFM<osk&$Q{Y4Tm{JQYlKuDlK
zn0H^m4Ifxl428KQMiD3S@@*4>89`uW%m@u*p#(L1MJ^bvvw`ArR%_#|I!L$*fso1<
z%61{`e-H|gbD_`}vjxoDAE^P!{M(cRZaxe!@MQo89t?&t-p&+&hzZz`ml);$!yFBO
zyvA9rCktZlU)<?fVDJVmOc+^AFHP5iLK~JJMFM)NIE0vzfGlx=Uy8$!relb1g9$-U
zXnQOUP`;!q7!G&lv;!blInYuV3wUv1yx|`&2!acM;RB{s{t?y1un^!DGjV}6a$)NJ
zI$+E~;e|8(o6Y}_M|PYp;s51lFFY{j0Zh@aT#Q=&$@fAGIx4CcZ@G9A<`c}TF%q%@
z)rfjQv1TKMDXtzh@RYy{<N^A+=Mr%@Y=G-d_|p#q1=NGV!Y&MC^@Uyj>o36jfM!4c
z^YS=7Os4q2nF2Q*1=I%wzrOIVf5`J7z##$Y9RqXB33`gvU~LqG3JHuhGQR=YeElOD
zjEsQ(0bBrt(qvhx{4qMuDdMW*FxID)BRdr+r${J9kuZt?^mEObLR;|n1Tmov+}gv_
z-Nw@S;@0Jn12Lh9s4x>B)5Wcn6tDhcR~ue!OFPUDcN@4TlK}Wqmsi)u!^O+p%EkjE
zQSkLt((|<Rv;p@@dcsVY$92J-7?T+0PDX}T(FN`azEtFA61n(JQGiMO?^pM=9y!=p
zVZK#y25%7&6=lL)f1cBJcd^p5@igVtzNg5mZ{zFvCz1T0Uw8lfQhC4xUZG)Q4YQPY
z@ihgH@-c}D@G%Js@jYPTy$fCqitPb%{qt@mcNZ^L@VbkNUHrkT$E)vd3HNZtRM6@%
z?_E9Kdp6!MD;r%Ud62Wd<s%P}M9<UR%gXalBX}?g3d+d*yU8$l|I=iOFegtNcV0y&
z&?NV4tX!;Zc-3v-cAoZ3Li}Qw$Np(?-?XwJ4Ye<_SMh)NGyS%VXq5N1Yq=Kvw1$ha
zO_hb=>s^zf`<1Zj^WXI<Z)#F>tDCHuB_~i_J-d66OP(>|i33fI!6-gi*^pQAs-8bs
zpAKGPd`vBsE=z-d=4YRE|M`>PpC!~~vNpBF?Ch4muHw6{YT?P0z9aAJJDO2wA?S2@
z{|*w9IJgkyEitfJ7L%HTE0GMTz2~FHh`1%|7-D!=qKNDv1Ut+|Q@O>;IGZVb^j-F+
zcH-;v5=0qYf$@pRz!U6M4QjJ|$rnG5<fFf;PnmxfzCGy@(;=$Dd7r#4mFe?`Sy_o7
zwr8ILxm|zd>Cr~Xc9CCE<Y%;d9vLnN>)H?<Iq~Yf@9Z2XbVxp%X`=v7e>O`uNq%5%
z$|U#Iw56i#k>Y9F$RJc{SC!aUcb<{b%i68`_?2SlM;(P_yqsv(J+6vGfz)^W8l3^{
zMZdmfXeQ@0oZlOD@d?)zc8L7Ku)$ZD9M?#<Y2+8X9TAnuSNEPY$4QPwW4Eq|(RxD2
zrs^dHqo#Yr#8Jx~6_Wl)$|>>aVh8vg7o7m?9RpFn{|5!Z;PW48U*PC3ih1?C9(iIE
z<^s#SMlfq2bP+y2US%7YoxLZM5V*bT;^gA4=W1zX^Iw$l%ELT8v~Aq)x;VSKz%g1T
z#`_mV_wMTd#gGaBvb(Db231S|i~j+YpcudS1seZ>)$i}We?YFPDyk?#u&}To7T`bR
z_dLWz!53x=foNzzxWKlkOAtI9EC?RB!vdEo4$j4I%soWs>YsbeA39_ZT<{Crl6=u2
z|L;8}9Rw>R3j(Q%{5=J^3%P`kPk@hiiGYCM^5si}L=?nCSFRAzkY6LEpufS$K!1ad
zj)|3ro$2On7CJf(QO?_Z{6a!PjO^mlVggb;f<gkAOt3CrzD#t5h?<y~T7a33S>XTk
zzu&D8vP)P|*!OX;ZbGohuyDw*et(59f|BBamcTT|-+x%xIJkKD1eY!oUI7Veu0pV}
zaB#43aq#ePL3ObL!S@hcGCXo-emVSWI+g@C-6#Z}M8CbnB4721Qg`qdtKcK|r<Vz@
zQ&H30xW&fK!O0~gEFvl<E^+ssf})bLimINzfuYfTV-qWD8(TYjn1hF>m$#4aW4~w5
zUxd7T^*S^rHZDFPF)2AEI|t0m78Dj0zk6R@Q(ITx@Zs~9uWjueon75S!y}_(<KHJH
z=YK9NE-fQhR@ZiR_x2ACQAfuon0jGBaQ;;5KQ;Tm>O}_Xg^i1ggG+#^7Z$b;xNyjD
z@tFDX$>nqiEZwf%6nJupLO%L!)u+oWg1WybAGr?_US}1WzqNy@+C|O&-&O4C|F4?;
zr(*xD*Cd1p027-GhYSLR?4NLCf9U$#)wmcx{qOysapeED!~eF!|6<_37?8@IsPRW~
zyReANeUzId7>P9~=iz0U3fIY$4*0lp9Jyq?GqHAs$vQ>(yAQcVsNrxqoBQ5$qSZ)j
zJ=%J_*L@W2k+|*)k88QEd8-L*rR`K)*eio>ys5W1)#%If+xZO%`d%GczaHC4T^hMz
z!;&1%d*~cyzHW^80f)Jdt_uX!y!;KxguY>T2X=TTjI*x`>i<$V(bp1BbZcK_w;&i#
zDg2giTCOjT9Iz=uRF~yYYkc*?Ym-sU>|r$d@*C1$(Uwm2-Igqb%Dp#6>4a@n_J@~b
z2&r%qN+L~{deZoj<-{AigVOfV5Z}myLQ{jJ^HGK0kl^JAkii8nSAQPrz4o+&656}~
z>;&#r4EnxHDyi3aWx9l1X+Cq^80y>zr|jy_D!2q+It3fUf3Yat(pn}h8wABx+qP4E
zG;CRWe0CSX+B_uWfDm>vph>~K{cEjseS%?iqD6}1oa^bT4>9Vq)kM)3RV0zye(_S#
z*{6dK(7n~bjXH*07H~r0EeN;}u6ABMx3`Pf{_sSo(Z1aq#F_f&;8|NISAQ>*OPmWK
z`Ohn@pfx<XKe^lcvm6|?ilArBW~4bcVoV$D6PKfvYV-pi;xXP#6mr)`do!Bm08Y8Y
z*^b9Pb9=ubAYKH5m^~hBNr%>%qjrjO*2x(U+=@qydAAlp+qZ)z>HD(oi9imWPE@nT
zKwI3PXN0x|2#3e!yP#aF<*tq5$KPZ1I$%Q278P@13ic{bW*Cq6n-Ad#IP?rHdVZE)
zTgSf|@C7|-=x4uM`Asd-$)MBojVGg+t;{B9Hl*d>dc&F;GV_c0PSn)i{fa!k^dR%p
z-eLC(odY%pM0exgIolmmf$~PKSDbDZ_b9G0qig3uxQZOTr4JFL2QhBOD2ayC$_Qx<
zx_D^%OAO80g*YG16d1EJ{$k5df26=DJVjcX->~Y!7H63mTK-s^?cenr>?-M8cyq{j
zI0AMp>H8<solT~-punk-aH~g|bXqJgbjJRjykNQR9CztAq@_Jq$91}F^9!jCXLi4a
z_Eau%vgSI+fTcd+zeQ!uui-;=R-KAIamd^p2kK$Uetw{)fGO;oKMnnTxbPv#yJqNY
z@vws)s?irzE>BGo_f-m#CvT1!(-KwZ@W`_hbAKV?uP@P$Vi9wbE~&idcs8IAqp=rR
z{iojdHTcBQqlst`ll;5am5A5goBL5INUqVaX8p5$Y5T>ZvkjR#C3GNfQ##dDMGLaJ
z1vQbgIX<^HX@0sfkW1NFpwp#yJOTX+n@*lvAJRpRha=sXi*32%X+(Wk(33ZYa=A*u
zN$7t`-{v?LF`$SzJ%SnfKbLawh&;82p(IR{)$V!M<ylL)(8gKFQDE?B^pAkDG#(i|
zC<{QYEoTV7zCRC7I;R^KR=WA`mL56(06<AMhZ-zo6YO-q)nEp~fGC#U=Usjlwq<_T
z<od}+yVq0%lmB|=`!?4$8o`U$uFdHNp%*fz`T=M*JUaNg`Gjx%4}ge0Gy_I}AMDqs
z(a`+Rvru*_I@*6UvWcrX;X87!pr5Ex>#q9r`5<VG?}2}spB?=jaeV4>dIE#im}ngX
zP<GZNvPE*GwRbBm8Cch3TzmN{((m8Gx1ESlky#u@wAu<YUMO9nIclO5DjfIg>!X55
zorW+FWLWGs#QxuJ5k<WB(sr-gf^Kdij*64-93-8XGq$gS`>sf%sK9-_{hy@@rS~>N
z@T7Z<{^-*K7;jUG>46Yn&nvtaR0rzRrq?{|GrLB5c0~)#ReWoaJU!dG|E-X4965b2
zxrjgJegBbhS888SoepW<PsEOXw8`TaAA5DF_5IeU*;k*=mFYRNec#t@xvMP`R<PBr
z?_Z86ql;~t22GNv3QV5@L$r+$fy=8~D$wsu<Q(UCI<cC~A?kNa`neFkGm0(wC&)R~
z2E)&VmTSc96We!WTxo*hy%YENPI{rohs`LooowaWHz0@WP}8J-bg$vf2M>~%8b~^_
zuH_>X%Pky4i^k-GvhyF<x}l<Je-$nM`%!zLbcG)=Diyd`{JkS3)Z+V+z1C(^W~`eu
zjZbR9sXU|A>hnuM@ewIQ6|=9<_<0gFX<r<3g1D7fTasUn!Mt*t4^16SLxAz^2^7Wy
zG&O5$_C_&ZkP1aTRX@mg%^)97C~fz*Lp#|u;sR#xpA38meEy8{S;mjSZ!+&~&K)jv
z^7eVAHUU~54&B^=9u-#+N#rKCSKY8WMRE2oYS`4irdeWlI~fq_nwKowQinrdk(2Hf
z0qeg}Q3|XWa{OoSw^R*y|F=_v5tU`)PK_bUmsK+g7Ammf&Se#zTyJSLbrm6<Zx|3d
zUICW8<+|+T*W+Uys`cJ`lj&1lQ9)NsF6WwtOt($Zzb+v&HoZ3$gWF%UTqCsr`R2xb
zZCUl}Z%8%FuzT64^~LepeIs>Bqpjk|th}y+EF->H<$7uPiUmC-;3R^yP8SVx6Uo@;
zJk8rnnhRizI|<-8wYFq*c`Uq?dYjd6^u@bcov)lnVWXFYn_Z)J)=WxdO5E3syaxg~
zaQq=e5dKx2rV%nX*3g3Cn++W)D)<bFmRk-y9AwRtO~tiT9$3?aMIyBxr-i{C?vA`T
zLvhS-N)?&UPu~cvjqCEv%qyMVEJ@CbvP_FUDA8U`BtOv3+%~A+w_#kjX8%qI={k2%
z{t@$#oL#tuGQOJS(zEr@%6gp_6xTfPrP=0N#w;BcZ`_j&+L;J<xE8I<iACW(AkP=g
zK2FIC$D=9UGoSh_gI-3jWL-Ya5sq{#?eu-^9oiQIV{>X`%!9x+il^FJn0aQO7OE9b
ztJdQ(9hPqB4rrJ5blg_SA1<nH<y10BnVs0u>N55Av(^qCav!<WS3PW<6cXjE`u*t`
zH5FMQ!N^FH1elps!%RN{>Mix3VyFRp?;=klvLa-Y)wS4I-Dy>u_@t8&VFf%m@%4!S
zLa&c4lK^`Y^43mMOD_HDNSUL<Qi=6cv<f%kyB)9%2KR<8J9@+vc;*i{sQ32rEcD<D
zJf`QqH_q=Y{?uY&r#wcKoXKVdCSbw}CXVH=XD7^xhtSKRia4_DzkC?Benq8~F1a&Q
zXk?_%vp<psS7$j{DAQ3SrW86HnyRJu-2lOi3~UvrbDwf8nv{L@CA#}$T_5aZ$$F+=
zmxvY7zAx;_XBjU}*%cbYnfn5z*rrv(EaW9*HCbgjW^Hy^&!-7?7vUmyY>m~#iT6?s
zhWj-!j6AS7Ek#H(NQrYZY%I})gX{%cynFZytd7Fs7&%srm-3`TA3{y68oC~(MeL*x
zHZmUy4}2?_>`}1~(aO_LRitL4;e&p#zY-U#->4q6=Pj*Ztl_-#`X<5ouz}4moCSB|
zHUY|^NKx-;ZlFDm-yM_D=EHrNpJlg3KNfHc@Slv|0kODld$q}Ja9yveg;y5*;5Yke
zra{xKy0BA1ww7o=Awa<JT>H8(qe`u9CsFf6aesFBgo=RlrMJRwBQvfY(TzSIb)InV
z(VKVyv1^VNbBW_dv=+ag=%;nIPkQv>Rx%yFAugj|(1NVl^1XLoU0J<^1=grQoSQrM
z&mFV4Xt%lQM)Y~D99gd0>t$+kTuCk}Rfmq@S*{L+R-b6R=btoI%D2zOjVzqJiR_(0
zuk;!?!vuHbd!$v`taS;o+m40(^XI(_4=D}R8ea#U^##6fQ&Lg)CW@Vn$qyZaH7_~^
z?zBCKR7elrqtTQ8Fo18vfxBOJRPArgD6>l1&|2d5i9)T0#em^+RJljh{Re6&OABc&
zN<VtCBY|$J5sqFb3zE2MEKO;FF&R}V=;n>;=v=EyPn0UbcCiptc9^ap7tgW<WJ`mI
zK9t{h&!JKYCCEOoqt7;45J!o7GjnSg2X6Wb^jYuEJ4!g)7%jaJ+;U`2Pg;zDRTEW7
zZ|r3z_epa#ftmh4t2-t&l_~4-$3`Qe_(p_1uEi?*ltqrY<ahgAp&z*AC%YwWs3CP8
zhOldH(b-=c$z&<2b(EtnmKGAh(Hd$)!y=CtyK-eTxn%7<{)Ef7;=Xb7ORojnP*lfJ
zaI8OQ+CGb(GCw6`JimVMm3NkMMG383g7_|9POo8qUU9ddLr8aohPbSZYk~jR2`JC?
zyr+5;p<k+U3G@_1F5^~lll)9q4#BK6w1I`LFvsi<n>M(9H#$BH8LRkeDxm_o9Y9FZ
zS6s?0xO$ES4evr01G;g%EypV1rFk{tP6B|MUR$X9XDCNLUmjT9ydxLrhL7FAC3&NT
z<Xx$ofHMles_<==odLy8k05Ocsg<q~YiZ|HT$GZl!^VxWuV$j#R0Bg~Eeg6X_3Ps1
zQ@^pFj=Bm|;wiI?=w7{{sNnX}z;Z<q)*cEeU`uplnpeFxqoEh87>yWJrJV?Yntad8
zznnHwYs4Q`tr4lyYxs$B982dTziPej$mv1~fk*tO9Lgr1Xq*`BYU>la&;p)F38EbC
z$j)ILQA#NvBeKAWG^<*7PKH_g<}-CD2^SZ>`5VIqt)?1u4t|+ZX%6G8ywNn>m@oy_
zAlq9Q3m&;ercNk#diIn1?n<l$WI6nYl<v}8OZ|P61Pxtfqo2zuAkui86i=6(Or(^t
zV&r>Q@VPd;T@?kY3X5R&SFPv?C<x7lt|`k8KQ5qK2$jp&hv?{h6LKZ$oL8{ZD&^>W
z;jsk^8!cpSu6ypmbZ6z`7%uAlG-Gn-Ast~wzlZFGgP9|VJM)8*?XJ>Qwiv5qR_~J(
z8w$Lqp&SL4FDM!q_LH((DF8?IK5|tdm~%&gwf~*)?Z6jiHA9P;B**&DGN(2d%KESN
z1kK_?SgPYH%4pat+x<-wRS_ZxW=C2F%WO;p^xV@n>S?I=*4$8PpZ(QponE?OESPvs
zO31Ry&Fk*I6hz&l<!WLtv~ac!EvO3`siKn(*iz->!1fP5!hL~q8G;gtg+R2@veJHq
zRE1hSI5~U8a@!rTZ#7oAzT&BK`Y>!yf}@u*x{pGqmx5?)hzGIsh7slXu;IQnziO$Z
zkrq+*eS;1+<%E}mz4Rx#(JN3cd3(8DijUswDquB?wy+n%xvI`ZZ5g5<nQ@$(Mf9zS
znNi^GZsyjQdX<o-LCB@@LZT6)>s6ZdUIepAeI}tz9{FknJ;5LRy(krf3HdkwoTSGg
z4A4`#vK1bh>0m=~Y51jawCgSP(+ZQJr|4PB-L8;*hvgz8q345Rx+%*)o9mxpnFC}u
zk-Q7@?t1~9BoKPqUPejh(ZO^+%srAb5_aQqW!%RBts0sv+(Nc@wW*1(>_%K20)}jZ
z1<e)1GH1H={rGzI6IC0+((qg*EBvMl;Q2b=R4Ah9Bm^?$Im+KQfW_QMKTa*iFDHXB
zemCxAwNV6W7-VYK2FJq$W`nJVX&h2|UN!g_FqFF8-*Y6t_DY-gRNdWC0=AU=MtLcm
zIW=Z&K=CURkCNNad*mp4l0`tt3RiG1GrLf$p=5-L)q#+17@6$4=9g<ysJvXLU*g%W
zy*+Lpr+5}}EKVDO5A$99l)C^O7V_BOpAv%j<mDRJ2EGk)7_A*buTKZgZB>}}1q=SD
z%~;l`Dv~LvESu60;SS)JTsn|09<h%u)YmSQ)LXsgrit%9GRrab-5IT4f08lsTqGtT
zaraCEN1b08aRb_KVje(vnRdHZa+}oe;YcuJ9?tbJMxEm!y2G5c_N2CjvC0F}OaT`*
z!Owwf!;R?{b$0#IC8=GpteHnt2U)n;c_CxV0mpo5BD48IcOtuMEPh44Di?Jc<PDi^
zw!Q_u^SxJB>up}@1a-CH#IK0z%H-UqlVTk^D*o6AQHrHsAKT=djqZg<{u0T%K7V{o
zEBYmCBelU=(QgPF3XMRn7?DVclC+wC^<#BHyeNoe*;U<d+3<?|Q8b*XS7`vb=K0{c
zSs$H8oiv|>m#}97`lSNJ`TC(<XhwC-M>NeVY@@G!EDYW3vFv;5x{-uxb<imZ>VB)j
zc4*n%XMFmL7TVm80~kxC82pqRc78++&dIi(^PLT||MGe5T)REUtGShd8KFrxwDA}+
z^gReu9UdxIRa>e$HqFyZ>0X<;tL1WA)sISE@OVTv%AJH*g=k$lx9zU8+u<9p*rP}S
zx;?$X?TS2HzWm{4c+$FjMa5p$BR!ynY*7a}zp`+s4{{51b+J4`1v4_sZZS*`U@x%L
zXg3TqXWoMPuotd4pg_E?AB%vYz{Jt#seDZNB~)QaX$)(;cjw!eO;!(9i3A3SXJ=N!
zda~o?47t9*7^<KD*w5Ft6Vgf1+0VkIs7~(c(DHkj{y3MZmt7{a4A(A?SF?Hpn?*om
z@lk%om*VNKB8`^`ii*wehypV;_sjtFx85kuo^zdSSVnp5m#b#d?a2qJTw-_{|H7)I
zwH+2xH9tnL*p<jKVi+b`sVZYEFgGKmTUn~5c8vDC-nnq_Gma3?qV*s<yt!H%SGS*n
z1vSJq=J}zUG~w3FR`30dKI>bN3rbBo3d!5-Y3Y5f2roYaC%Q%CWTMcJrhlM4bxSy7
zIHQiH%~^jQL^LB!=gGRNEc#dOq$K6JJ++QnO|nN_s8(VfLp7wyZ%`#tp?_X+W;Qb(
z!kCFvVpP>jbDti5`+C{AWKT2?`-V(%iQ%EZOxlwgr5%R&pl>SSu6yad=bud8S`k2A
z0D`n9l%-|NwLkC#{4#2si!yncVK8!f1-30$D51Kj3m~BGF8hu!k*7lD?Dbb>b)o5W
zqET*<>I2wzM{>v}uCtbK;Y3C+aC|6DtE-Q6=*e4S-(1RDO-*f!+1$PljY$<0SkdtV
z3iC8&Kd!C&)Sg&dyO#TO28Bu-ZqJs<HHC)V;(bB4q=i@3HpuPla=S<3)j%zjYtnI>
zWVOd|=<@@4ogvfO$xKw|noNz!cAG@m=f^sIwUre!A)^6#=K131_HJt4dSQm!Teq|>
zuMs{~TfO6SZEV@%@(EUKri%mY{jbd;n}(5c7ivU*nxrh?g6CfhVoW!zsUnv{YHsx)
zeF!o;Mn<SU1bn7CWj1mb(`{uOOO!BWdB0{5M=^h8u5WvbYsNQLwk|2JAOt-ycs^0V
zWBeZQQezh(KHDKK_l74V7i5|`vi6_ve~Mf;)?2MR+yG;Snt0XopHxgi!n&D)D;^E{
zZ>r;)6+fbRcPPin*Qvk+CQUK{S~6_R40UZ<=6E^Akj`ehZcpgbSoBWVptq8sf8~Nb
z&O!dBln=w#A)NjiDLMwp)1UF*%fDFcyYw|h8Yv=zj|^;O)XlI!)LO%jK~1-WB}-h0
z<*?#2hG-vrW`Hme{a85T%8@ZmufHKPoIX3Igk_a8YfiTK^%Ln%B{M?ifVej|!H3jE
zMCvP4WL8Q2pe(h5(!6Klxe^2i=Sn@=?u@IqFVTf0{Lb=Qw$s%_$>a!?4eb4P=@K5h
zkv#dhpQBX%4pW14wfKJM{M^uGQ|H-x?-UxJEj2vkx|2nc9{4!B9Eo2zR=4Bx%31b)
z&6}CG-i5H_U`Ba|xidDS;k3E?t3Dm4<JVOh(I?sk2fZHkc~?>bddguwlH8<MkAi;M
zge-h%v4xQeOg`X)EQGOO6UZD?*81TMu+8aZ^rzu924D3<kkgTzm-H$cJo9YxtTnp%
z6EbrOrhqbaJWxuSvy>wlydrI7UYAa5a_0~Crd=Hw{2kvIi<o`7%{yT&UvN;E^C*VE
zkV{FPgxJy4H&d@xhc5O?y=0rW)F?DlrfKEl{Y>_^5q<;tAMl!f9cC*xg7Aq^2Qh<n
z%rYx81Op=#KUSAs6b!kP)o{ewk=2fa*=wz%!HuP1onq%R9;B$U-%gtU$oN$)M?pES
zYaJYGVYy`5$Yn_Mev#nVq2=!BIm{cm6@$nVy1Mx!9w$$%oJ#VUU+h>gt!CGi0bP-?
zeTI?QK>lr6Qnpx{{KaRz;xw9W$_kE+LiJ%`mZ!oN)01lOIkC<S1<ys>r^QA@SOjB9
z!{UTq&NHjZYY)k4nz$L1Gp<iA5X%m;EHb7Rz{TIzZ};*HuOAN{=}|ue)6s<kFxbaT
zCvAQ$Ek91EiE9U{1zQ6`cSA;3x{dlI$T;r`+D$fOZz@G_1LjMrsu;Akw<&v_X#~zZ
z&pO@wGTOxZWW;5+i(%|H#4gWLN7+zf1sP!(Z((1q#y%E`{rM`Xo)SGYUOe7(Y3gh>
z>9h&ap41__dXOLNhm2Guh4LsZBR)T&Vf;#plqIA(dgigJ_L??d04C$ImAR@l>0c{d
zh%LB_bVtq!H8ApEwTVS|Cv@!PZ<%d&oxQ-Jg41s6UhSE<GQ3SDzd189*aqR1{xAe*
zDbvC$-K%AZlv(^)TPCzJKZzt|FQOy7ELbK~m-aGg<L+_F_mE4Q?VVAZhb2U18pkas
zpL3(-kzosKoSDCPTX!_kq?!c-Llmq;F@g12;83nlv!8d4BOLy6cryI05ktmwDAn7^
zvU(qSdn|F(`ghy7XZ@__kK4pVsJLS$kYR4>2>D#PT?HH>(f6c3xx@jjolbS&_B^V9
z4Mcl-vlj&I{?N<#Y0*R^r=s_e_7>8SPLecWzrVnwu&rywjI&$oZu0xe#u4_b6Rms7
z{v4}l$`Mi$m;~KJyH~<jhrLd3)%DED2mXd&b(nY;EL^&?Ii>My@#fH|ufWausX6K9
zg3LU3fiBi}$*i`v@Vp3>l7OnfZ%ty(+tAjPaw$tL`NK)!YKaH6Zm$vrpbb`Li|@OH
zdT*ESO1k%K+>bpFnyI#6h$oNrkL8Mq{rKWw=E;iWu-loE6q*7|*i~qm=do>nyo<9P
z8Y`Ip{B510W>Vqo*kx7$DJ!?F%amQ_b5hrPo=gc4kvL{PHMY>+QC&e7f7LI{*cVLN
zt#I9MsaiNU=xI?O5rl2?pC2@RY+iJBnE$bZU*!B7!m9;B>NwvuOm7Ku5y0KKU4<AH
zo*b1bQ0=MQGfW@t?W%T`usq%5BRzr9tQzkfJ!*}dp3x!$&mhhXg66)asCP?s1r+SZ
z^Ev7Sq&_F6<*snjDQc<uJRXr?M=$!keD5@QArX!1$hQ1>xwl(`%*>~Q5-eQU$(`LS
zTtAGOhK1SED0q1oc_fl03~9TE4@;dA%r-rhzAn~G4@-GV7<=no@)gGBg6NYQ%Lk^C
zj%76IH)-ziB#C{(0W-=b(KG$$$;1uGlcda#cE2xqL-_cI(ri;;Z?#+Xzl?e(YV~xz
zRI09g?4@$GIBT|0X_~$dn&*Baqe7&}cke^|8)#!B)YB-tD?xpn^R4~WZ?<(*mZ?27
z3Pk#axDjsa+EVZv9&QDiU6OOZ!~?=yIm&)RuG+h;&cpB2J?8mtBee-N@2liisQPJ?
z!zJjN@RPnZ07P9<HJCxQJe#8s84U=S5zjB-o#8^12{O5)7HE~355c8U!^46M8DG}u
zoOtJW2Zl2XmeCYoHIDCsnL}dfEM8P>q}gco0o|#)cvgaF0nPfRRtW6Q(w;^9g4^eJ
zBA3pJLc?$b>5zHUzzX_nv*f;P+nv5wJ2{gp5noZlGeI@Yw|#Ot+7)o8V4YvO<7Ex0
zfV#DDpRDBu>G8=p?NbtB)kszz*4GpCT0{l72L5U*qrFy!zacjoZjHVe4a=uZVhxcy
z<EigFAb5MmMYvu)NA<-Eep^b-sm^=ui_B$D)WMlt|5$p-k>vHv$s4S5@M;!jszk<x
zv-9GnREM3B3L7t9$+XAQb3RfYZM-x42kRPUA>xL(UbsWZj7(wcM|eSSj|~n&s%5w&
zshs9RkM&I@+8~#v?V+cN$mJidey7@CqJi_rp|qfed8(_<iN#20uDe9!ywrdYo5;?1
zN{FL!!Gjo1nPa5PsMXTx)Jy5cA@~gHafgSxE#7kSon{l34^Yj6yTW4(exp~yd1xzU
znRio1c;pU+h^g5<JaeZGP?S=?)Et?O6{kH>C;A$77Bjv4A#)v*u@Nm_rto8z4p`O%
zI9s+NpsM)d%@5_yVU(%kyE)J=pC~q*XjRdQ!B@jOBnz3Iq26!HwND2l2o<!~`_0QB
zT<1`_;o3SBqOh=Y3I)9in-h^aoP)a^5#rL&Ph~oAw4$#mKzL^X^;W1$4{aXrHq}v!
zs^ZLUtSmwA`P@)i1A2aHJ;lH!bLl}#JmX^-gVPoejr42amzHnGI`83Qlb56=QxqRc
zF4S3SPWGP321%trTu$rHA-P{fXM{3EQSzs;=UhuQ)hI`lcRMta`mD*G%=o6=54hF&
zpow>i7PeYsyu@bzUdfoqj%nb?H^z?>ZD#W*t{i9RrZ#i7@N2$k-cuGP{U?>)i+Vmh
zy`g3O<%o1KXEgm(V4ouF5}oL`Iv>U|CfX2Ftd|<odiOGlry5x5-<l$h+py__#gFg%
zTj;v2%+~i)6o;d~@CKy^3Mx0ox@?`CF02kk-RFZg&XseV_<Mwk#Lw);6wKWW?vZ^6
zIarmw|B$~;4dyJp)cSOiEx~Z5SWqE64uy&~HO*gTb<VPFlD%8tdre+c7w67ip&2rn
z_B3ZuX@A>f_{D)g?QmYd_e>0jG3><UN%eB`h?&{iok$*G>QDPR2U2y%QV-vk&#uQ_
z<~4RL;Q!iiDN}BJ+n|P6bK9WFzobj8v*XExk_ADY!E#)ImrbQXiB}i>bC;iR0v72u
zG0H3bGS5JKE9KP0qj%ps#&-&Mv{-No#l_ofEyQd>Mx`Z*JPQwN?{9X{lUC$$hs9=y
z(^!b**-X{B%u4f-Xf1$l#+iSM)C~snpLS;_ZsQcG#x0X8?n-*bC+Xvf1Tm!B){F5!
zu;wP8BpadRe=aT3Ch=Y|sLRwgZh^L^zjqfc_voiNA%wSSeVj^NAD=9uVB|$LZ;z*F
z3x?oCqzy$!KWQuwqh=Y3J#U+AKu!<Sx2?d?j_ooUYjd-UdIYEDM+dxJVLPF69v&(?
zQe$C;n@jbteh}3fL)-JlKI-y1Y1CBTE<EFpB2n=0k79@m>sI7)@(P5vygLk-yfODH
zYE9sKVDh3y`sIl(bJc@;16EpC3dKs2-1%`l*zx^+H)qC&rAyippM;`NMla_rUw8DR
zu#t{;mK6=XY3ltoS}d;8ARQ@CyW@#P#$)NK@`Z8{Yh5e$tBF@>vl-W}qIfrv*9O*p
zIY)ZOY_@H(DSZ2L)uKFl_^bQm`j+THlk<Uyegu`WUUbGmWSwhg;b&$2>(YU1Hk}U@
z2t~xX4bowIy=%fou-o3{N`{Puxsy{=EjiW@1xfGiWFw+!?>14FS@YDo<BmL?S4sWM
zRdw4p6dnelW^$J8P8$)>C9UIV!3O`>eks2Jye1i!_hvjwoyU5!AB4bUh#B5$KU)K7
z@^8rFo5h<Qn%r5#yi%vmc|HQJk6Cc4a@pW3W5gwE+N<mA2{!D=sYVF47X69Q-LfO{
z2Q2FToh}Lkk%?N|mRHuq#Wz>Y`jQdn>4jf>L)8=m-J%pPojZEy?YNCpPm~e4D=b^_
zFjg{UB&`qCMDp_F?~n4@9@mM#ZQOddn4u{CGv0{M{ZqqcwE8rad!=Qkcsn#5y0xvH
zhGZfayr1?N!smk(X*QPdreb!*NKLqe|5fzzy^f_Q#NF|fZmGk(+ij@d5UL^*H)qN0
z9N%V}h85JLX8M8}S<$NhodXK7c-9rI9IJiH@#DvvBUIPle<S|f8GFxL!XRB#w{fUE
z;b)(jMusAq&hM&No8P^$4?Yo|tc}l{j2s#bPIJ5_5ff#J+tQk;ip?b|L3Z(U3rhs+
zVY&gW?pP-yDDOIvM0Zm&MMJ>I@hIEu=>+@A<6aAQ=?%66;yvd{Kgv9oj7I-3RQ|>s
z%CtqZ;8za3|L1hmIl;UvbN7^ws6y+ayNA+Fpi&Kcw=WR|T57P-qoPOkBuaz-O<i_5
z>4MrGZ_&f^7s7d5d=wrd8E%@BrAt1Zxw!D?o;+LaZhx}-brPDLJqa5<Ei=*x!r3oS
zLzl!s-+cE>=(oDnvlX0}6<7OX$K3kig+`ia`L6Sw@iT6cwRSbVnvpuxeGvTgVEBfO
zoy`JaqmqO9EaGAH;u{C}0{z}tYL%jzg>%-U^X+-ss(vXws`GLB4xwe|Z@U$}CpVxI
zyJ(k(N%?%I-%d^k_e6i4HD~Q<o;Laf&greIN(9cYcObfhuX3z#<j(AYz5jp+z^6_w
zZD`xc1LfA*m3#g({@A#=epO?#7xnq9BZt2FlBfXQF}C+=*pSnnsKpQe6dG@vy8OKX
zKW+E=D_`nrAPlBXvpGjqjV#By8_A2i@icV^AF0t(X&&Ql75?u{5d=_KN4S{trtEzK
z74%Jg<c<*G(iLd|R&13wl73jbkvnDljnsF8OZuSwyLtHHB#Hw*R$Ke|_0DtLJkZGn
zXr!esGtFnjHC}1yLae(s=3+>CMULssnr7V`CdxIa1mc&InOm$Z$<$K*l2yOlWY%<t
zrEQ;J8UwL<$=U6$x^g8coju;(L9LnJ5XaeI+IrERR%aGmtl1QTblP_XkY9?N%an6*
zTr<BEFQ0hjJ9`<K>!mG{NOL~nz{M_=t{RC%s4Be<SvHV=vmQpMaGZVY9U|?nh{zLm
zqje%g9%+itpaWN~Hp*zFyvRFdp_O+o&uLA89%j_ggNT|PHFf=&hDdv8|F7cbW_ge1
zsl++T3ykMoNZaPqMINYWGd&RU&lT&BYx0f^@G8godSiO>Fl)GPqq68LKh9^;9cd8A
zBD^H&_BHkAnIec;WqrF#xd_3t@W&yV)0M2JhNISr4fGLd>T%ARlFUalyKLL31vJQ$
z0SY7@MM4LG)T0+OXXd;utUim;I=L^2=ow)Pa6h}Z<^FWmxt!|G3q|7n$3kJnRLpVk
zej2)riQK-g)*MP7GKZ3qqIj03kB*gGKF0?eKFH+lX(DBETR-PAG~ed!9WD|-<IFJZ
z-+C|VDkd|BE~XYeduN_nM6)i-?ClhZ3@mPWOZjb9)h?}S?tR^G<#J7pV|Zc0V(qbC
zML~^a$fv`Z5S#T53oVN4&rd5FjGLWEllJq^rqJe1bImgOxyK$Y%ZErY<WSV(AWP8a
zB47==kFJsBh=hIPr3>isjzxpsM?wpG?G{#%%yxGL>M=_Mm-O71-L2MbfKBX0s&6b;
zKkf~Xnuyu$w%+NNm3y0{GV1QPK+`7L`#rQc&2Nz*qd5+XVL}3^K#j1mPYLL8h;`Dh
zb<CYMwvcPFL{z^CcHOCzDPVGw9i|9#7sqc7A7O$85O{_P^yUc^9<Z^Pi`Ob2R^*eO
zg|-}mZ3or8p4t=XzR>D`c2NZR*>_e~@qUj`eR;wJx(K&{8?NEGbTYDie1efKOUlvc
z%_qky-5X+U7AWycqu-o0ip#!-tZr&OR=2Z%&=}!ko#Gi}*uy(*4j0^BSDfi=;hB5H
zAB|RkkaVv$!Z%!fygLf=xIsjDJD=sp+Zwi$VNIg0A{mJOv6Q?a=@~h?v}b4pq5L%$
zkfib1sH-okR~);NtF*1r`bqzO?o`WG#kVtQf>qVR?LqJSEhF4A2z$cm)D{ZOM7k(x
zP$sdo2{%YL{YKzul}2jrQ2y;5G&*jV6qiU(WooZz=EnJMp@1}qj?h+D#G&$Ox)f_w
zzWgT^K|#fCv4lc@DnY^*o=hJfF~-iZH=7Z%rtsM`B9Cq5)UeaEEf@75#=aLe#|Ym>
zAFJ`mJg7VLTT|j`0Zzqm)4kJL1i>Tk3KLlwg}}v<tqy`<sH!7BX&8^&_sAtJG?aH6
z^wvEi;@~cKd;|_a<lSKE)1X~1x`2W*CtpYN)O#%v_Fq(JiDNoic?75ChTf+`U%GE?
z$MEk9Q|NFva)GF^X+Lm|PDd4X8zThVe3VLj-+ysiALCz>@KtQMQqM5VOfS<Mza(?7
zv9m*UAH+ZL`!EC3D3Hoqs(~`I7c>46Kj%)^X%3rwSjHT|a;TPVqk9P=O8XMozhF8N
z8u$38*H4Q)N<*k%a!?B|s-E7JbI#{H^Gjse&BAuNt%t$a)@KugC`w8MD(I}J`yH0W
zqUM@v>U@y&K{YH+E{*9;JH7nP_WqllH0ZcFl=s<;Qr*BX^$+={d|E85i`v~Syq%36
z=?g5G-O-6wo70VMk-9K*cfi~fkW-+^fkmT)>@U}<p;hYLTX=GO&N11OX~v+!!m#gh
z3>|GA9PnY-4<-xE-)xW;MKYp`?_Ra|Iv=+nwth71y)iu%<f1C0A6U}&Sez~raMJnb
zaEFf}Ez#R@kq%#dZ;0}Dva)*30G`VFx5wURQ!S0>9tJ#RFIx3(5^Oe#ac`=tq<squ
z>_hNmM*30w2sq1_TXZwp7V2^yh?`ztA9=RkrY-w&Ik0zX3Eq;aYQrWT&@p|gIoM&@
zb`yj;Z87tZcYZKc=M4QUUI0Ixs^eV?ETo==B2xoB6eJPHDAa!TlQ70LpMbfU)49Ij
zG>^Ka{f^x%MYGB<n|{s5W%q?(v;5MZJ6kqf#X4FXaJB2IA1`tfJ`VPBZi3Q{Z8j%T
zP{$bU-I{55(!uz$%$TgyQmPU%6}@@nlefF;ZqC~{mANX%g5KMjJPmZ^lZhLX6xo#2
z|J53S&QE{u)6>F*Y)0@aCDOvDk+60_VBW`-@kNU?N;2+Wm1U@2&3S|+sZY|dKKyLx
zwGnEt?%Oc+3NcP^WLV|QC-#EjJc!`3Tn)u07s*dQy|_&l4=!X2&DqLi3(xYy1^SK(
z6RDbsS^*iS#RD;dhFolC=go#xm)c8os5WVX#3KXK3U<Z_L>_IB*9_a{%r)sI<=p7J
zyTL(*XqGUJeg}y5+$wFN+tmK*ruy#dSdNe0v)(aUHN4+=w<hX520S9+E$4oT{xYKv
z=6J<c<!(}1&-=DcD@xpmU^AR9JCKS9ic3um+7|Q~rX$)f_=FODoaq@m3<Z#)^ENn}
zY<l@g!nNvGZ+$DVh^<RU!3v)5)cfSiY|YQ=UN~=NKfxy#x|BoxgUHB`*1PYFC=kig
z@zIfYQp(tODv66y?uY~3P!3l2aS69RRhoJu;!Q@EscwuObQ$Q5lRS1}xWAL>P(&B;
z9CxacAL$cxhAMx2rjb@7y;>_xg*;CFuz>ubeXcd%DTX5x*J@zxa=aq(0`0k+8Wql~
z^Q41iXA|wF{G_Kf;LFm(qpsDdW8IdMnyG6%i*%dNJTS}m1(oPBJF|y>f;d=v&>KGI
z<DyxAGwRiE$Wi9JlO4;5*QRn?$Z~9W=I%h%>Ubo4WT2ewdpc?FIp`9U_CDNuLLNVD
zitIQ#WDLg<EVmZy+ok_PkUqULm6<0G>=D9VCquclPf$J}wb|vP#ID~#uNa=*JLS6A
zu7}SV{QUGd9Dssy)fGG}D4>{YXfO^!{fY+TCgqBzh1ZCevC#uzyIRmiU8V=iat*GZ
z1jn=TadcXmP>*p4=uU@sGg}))eq3w!=wQ_a+i*3&*uY)i`sqyL{^qeRqWCyyZE;hI
zA^mkOj_l-V#LSE+1M)=w^(P~{FYx_-mk#K;pEX!EPPTq<=FIpIY_F8&lxnKVjIWK|
z^PZISP`@k+*8qL3$69VHekTakNRr=>-8O^wX$u9aMvAA+#h2*)k<rSZ6^;|f(}?!k
zATK?hm}_*0K#8U7ij66u+VOkrmgc&1ZLA-hM|60Qz7O>6XjomjvtR1HCpe5u2*z?v
zHx=jpz5uqhtPjP(3u4hIxrpS#xWq(=AfDJ{kJ!PY=RuJK{oLc!qxdHWYyO9&3`l00
z(0gFm*+Bc6^_&xJ*Vp3Jq8Yd&7mN7TEUZ1j-RL8AxGiUM%r{kwqGq!G#g7(dB0Wbg
zEOped!YV5Th5W1PmR6vj(^i|MPe(t%4dFp)jC*Z_h4{UjHC64i1VK#=S$E0Ik1~OK
zq{`}V*?YT#5<T6V_UQUS`ml!m{B-jB>BnFGq~G=ny<JYrY7&op$d2`}j*TK0Prn^o
zjgYm&bVMW(HD?-K3`vK%eA$JU-qh2#rHY~2Bp<O$qHWt}!k-P-XIYP-@W<wF%{?c`
zUPuGI`jWy2@9(h^u+Y#$I(DT}7Mgv~sBit_b2n@ElPB%Z(%uW~cj)x9K#^rPO@svq
zx<-Sxwn%?Ux3tH-B_KF*+Xy`BBlrz5Nl<>B=u2yU)Id#h4mDADkYOus(5W}KOF=Fe
zbUw%1GuPJci}qa9nx8=dKzh{euA+s)o_7{&&FUQCv~KHu2pmDLlcvH2q&+gyp%T&2
zaObt+7ET%&bVFAA1NRMsMy!EQe{!nDSXY|QCy{%bM|v_&@TsQMIyZfMz<bD}5&60d
zUqwab^<nhc-N<pu6$Y^?s%Gl+s>CM=I%kn98jl~Q+@QDpUUGF+Kt$4-ug%}K@C{p}
zUzk7{P7%Y`8*6!`bed<PO`1AV%s&-kGYF_HV5h0B;Z$5-Acq}gTm+u1qOt}`6+y5F
z`p^Y(fknRlnG+*s<l9pj@6*zf%s8uvGe1HFu1uj<bNrv*^RvvRHzkOKofX%!6tRpD
zWn?bsBp91|!d19Oz`PVTXK*U?<u)9-EZ$MhIpw`+fF@U>4_x^^Yx1peq_Fc$CHMG&
zjO}FavA-P!QS?=w<vseuHFpHzi`Kb@ySxt<iVi3ay}x(Q2`tn?&WJguVg`9<AV>%u
zS_l%H8zzIoiQpq0%M5>!xNSF=cFvh>(MmbVxJ)AzbXTa|>iTAPN&Wev7&IQDo~pO)
zvp{ghC9)Kzvh0RZoMx<OlAf|1o7uBs@uuA=9Cr*nv_nezSxpH&7h6>HX!Nl1*2E8r
zmtRm1o$u1AI+yE4t{UAt3QYGw;|9sZadtVk@JJ5R^nfKJXMSVtU<pyH{o;jk{s-2@
z4A+fyXju|iQrbQYrQ94gh5Nq7`6ezzOcR0dP1ZVHr-vqGXMC$$j&(uF?q?_UC5&r4
z?RO2sK39JUb}Nt$<-4LAhtI)oRdRgJtH*EWwmH^JTh>T8t$staLEJ;J6ZEs=kr+1S
z2^JTGE53VRI9Ft{Tf_Zdq+mBbMYMb>*7=mx0Ff7xEjL0}l+}6nH{`kzW2CBuXgB%s
z>t#t%cTLC%p+VwS;F!~4Y<lx@4sb-wHpixOQIZQo@sx{_ANw<<U($JmLK18y7=Dy|
z446hfS<|?!^4@3G8!p$y?&CzN8P}QZ0wviKUmZBvXNb%D+_`hRIPayayY%}A7&-Y?
z^5mW3CV{U{#w*)I?PjNY>zIRrpoBhK@3J1p@U7RoU*10~9QUZU%--!rx^;C7WQ?>+
z=$j{^GX0OD7D*ix6;geERX`T6MYe~(ZbJCZiHa@IYzXR>&o!dFGe0s$NLYAfS=+h4
z*!@LV(IZDsuv;M6g|aq}*YqP|R3{sYzjeQk=e&3Lt$2sWW-tHrZHGvd*#X_Imae2v
zu5uBpJDk?F(Jg9vXKq!w*)IKzyFPG(&`>eK=J*3?@++KRKaT-j%DArJkJrVq#v|2F
z-PGUG7;F04N`Km%nr(hrk%1M5r=%<1Ds!-PLO(gTlHen|1-q%+F|t5#Ksg+;7O_FH
zs}$o~{Mi&rzIG{;WL2t7ul+9Z1U&%_%P*vGI9;=?a=6?<YbQE>DnRXh0=?qcmhe{(
zMJxBFpofTxRWp&psi-U_8un*rB{!m%VwHq_>qqPjkHKOte9@g`>v2au2kh>pPscv4
zWS83|7d?)K&Zb0pmcv74Wr>fG8F5u1$I9{Eh4Xd0e(08Y<7BX!Q>++P;@sL#qkZ{A
zFBbI2Lwv|(4?2zyvPDw7^(7ORx{!2a-`z6en$02`k|VZ6>Fa-xByS)-2XkKz-A4S-
zI<}waI(JO-5hZ5n408UCJgVCAv+y%aC_*g7*MxZPiPF_+N}O*T?hB`bVA(R@OpYk6
z+iD;G(9`F8+7id=jc(8C(lUz*jiJw$ZMxRn`r!z!SSv({OY-~Z-H7_ujylFXS{d)%
zI(R2xOQPnC*1A46IQX$NcTHs0kLbh`7~{0D^)p6Ee(0tJSU$6(C?k5)km$Y4`W%N*
zbl}7~NPldKoM$GlQtqJ^eWjMBv@{1cZ)4pOJeZ-Fl&0&jNMAX6<Gz9SQ^kcwak`xq
z&WKa*|3lGL#x>Qy{o%M7D1rhilM%8Zf~b__C{ap68YCqJ>CqjEf-o3J!w~6~936se
z<PcC|loF$3qelIoJ+IGaFV1%MJJ<EidM(~6h8_gj8^?yijP&XDM3E8ky-VcN(@{~K
zPBL%Rf})NTalfc)b#CSMgWe=BhI9OqmRgi*i%8CfKHp0~02l=KkUbsG;F2N)J9?qh
zyRg<le%qUhA1nyRVs385k%)=7Y~ADI$G<7zE{>cb((Jo4$#(i~Q75(ZZUr>`+=ID4
zqE(IO&VIDLp;8?uyO#(>Cb>K7cu-}Cb?2WBogUd2kasQW?7YyMsj%bo%}tug{i+rY
zu};wBa&T5;?VFb(9!hRKdz`Ymoo6GhesPU|*JKzSQZm>CQ)VS^Go3{yN}a2CYEF0B
z$ks_JNDP&(BilhuRgTR+v^wovHnKXb!6u6|aYS@|?<KiT%yl5ACwX&MN%ML2F(x+y
zg%lw~P3&)<=*9S98^+!H&*2bc8x!TyM}j7JIIF`-%<FtOGJu#EcK0JOK(aizqPJw}
z;d-v+MD<5PtNTC`#Z-kJj31oI9#g$5*dlg&$r<wqy_C&5i4Gj2xhr`sWv1ujhDY-*
zb$mYd!ZJ7Q;G|wjZ>sI>65h`a9(U-E#sO5RxcsIb*8T2|Uoyx^6XF?l>X~raAbj`M
z(p=5-QlFe~0Fhg1`%g~YaemMdtq*R?U*Qj0^Q|4oYlr82YRfA?8oTN=LY+B&3^x0I
zE6cU)nIxS*xB{AKP4-G2AqpapQSh+r@yeB?5&P8pdi}@IGM5S|DrZX<e+Ahk*h|6s
z*|y*j|6z67QsNdf$(0XduVYRU>mHFkeFd#l*ISh$RPC8O-r^41R9`L&`IjpI^-2n3
z4%6wY^Dh54NymEsH-2ZjHh?n#Vw52&LX0-NdbMUC!TfmrbPVRqTj1527T;3!ub7rR
zqQH8hr_&G{zB4p6=!RE1SSpk;xZyopHcZ~K^a%Zk8d11v`z;`7jE|C@kYbQ+8>vd|
zDPz!Pt4`~9CdEU{4WoLc<Rt1a^aJu|X*^7U2lq3xzS%ZXi|i0xc<qIpC-Y=5*y1BU
zFgz$6bn*&{_#yGR#J_ep;@=&zj@4g?-{F;Z-{VWAW2?jd{{d10h(FHspU!QQ87XgT
z1ZIM=(P1={*d4f%hbvqzOf*~SLnODCu)^!D{GIXUjlcPWD#YkP)*1pA(f#-Y*eL2W
z(t6X7+gFYI2?*xMeqQQ|AAt;v$zK#K<(e-|=&r~XEzG;&uWl$Ef=CLLo?Lo&1`H?}
z`3`O)I$%yv=bwyYe$ub3>Nlsrne1Vg+{b2KB>guaxz0-E225>VB?iptf7HExdQc?l
z>tHw2xiJ-iiHgE{Nv&pPr4YQ8(!z~Bw*REU&W0-aOXpP)k#tU>IvK{kJFTA&A$HaW
z=W8^TDMA{qpcCv~F3A~Q7rgRi2Rq#7{Ab0_=we}biqV%-wa}RPEbsP?0a}_fC_($d
z6-$&G#k85?Z$<s8g*1kb(VCBa!w0b^6ME;>D;IxUf?Mf8atTW>&xZd8co<xQh*Xq1
z{0WdHk~0iL!u<95(Set23GEAhsAENb@L5MkQ&E)1&$M@8L4FxH&QIOPdBzU^n3#(g
zHu03xQD9GoErpGJPsJD>w1>!yyWSf8$D#)))lD4B#f-do+i~oT#aKDVs`Cjwf7wOR
z7U{bD0@&@mByj~`xtiE2&mT3Uw63Ui<*!n*{O0=<500@q1Gyc>D%d%!5Vo3H@FGs5
zLh9%9_EXe3KLB4S$vr4tSy&0kqS`?}`tFhwe#FvA8^6WH$0oEBC`e~xYBaxDfqQ$O
z01avRCbl8Fak14){ahxYQkA;F2Mv?mPCZYU1Q=K_Bl1fwa|itUYoK-sZ=ENh_}qjy
z=sB4Ssw>IAF^27fE(udSDYZ0K5PX`?yR>>J9}d(6(*`L7buRb~ub+?)3cbTbeEGj*
zhwLa=p6j<!;C-Y-A+u125s_WIhVQ}Iilp261PV!gNoW8ZzzT6f@qIKK4BNZAT58`^
zFK-iakG^{@jOD}=FqBWm*^g;}dtKC3V9eb;3sLS0@#g13WA_Spx@7I0Je%eJ(&iRx
zgiX&_&F>h_+-cOw`zh(LW~9|>pxVTk%Ba2(_QcsBCOF!)2K%cO9rb-v(@upwX1??B
zc(?~W{1p9#8aXIl<2FU7YwlQ0DsIzrM^SM$McJnHExHh=??8T~Q6#u)9dET?aD`X>
zZl7TaV|Ljxas8lF9lHzpt^#NB#E+q92i9RDWo@{t_jl9eYBEihpWIy$RnA7fcT66p
zMTtgdJuvu)AD9J3b<rM_vasjK>&yj`n^jc31b7T2ncgreQA{KFtF4{x*wx_n%gWsb
zp7%N;X@mkV9$b;eK>OBFeKa$Q=Lvxa%pdRW-(htU+i@2Y?VW$moE|C{Ci55Z!PqBx
z$oAL(&;(@PG!oi*oYxWSFaNRx0o{S`k0O$zF0`B&qz2ahq^N3}W9$4st7rwOp!*wR
z*xh0X-=x+;(H*^$A7{;mY3rWjT7NgH6?j#ycj2j>FXY0Fo6aqEcfQ97l_!ZE>v*2r
zT@H5r8{ihT5$GLM$nKQ?d{ADtx|3X$x#yK2u6=H(;B-rh%Vq4F%$AW+pT{(3OUbrc
z()niVyN4`!-HVb4<Ut9!NS(u6QqDsP%D$8xcDSC##On5&(A+O1Z0g||F0zhH=?lnP
zx!iSD806h1;Bb&+ytC_Oy|C7kjC$rQXPhbqSmk*UP>hvQ=bMimYPNSR^XC*pMMY%x
z{Na0qXb}@Eq2!oqkNF=+VP6CC6i(aEj@|IXxCL|>b4TFa7l{m4z6q9*Zlwc9Xf^`m
zC*pcWW?JQUz$#n!j+fAK0=RoGy`QJ}kwWcwJhALx5VD?4Wcs<edfOpmX&1mtP7FO&
zOyPi8?UwCWWpU_$aXSiEo$sB+2nq@&h}3P4j4~^CUpRfRh=fapW$hx8XxMRE*M)C<
z<abZ6xU*}EnP9vbhjccKXUv*#b#QQzUGb1vM&=hj+zpWTCj0IU4YxI~qv<@i)h`>s
z`o6aP=TaMrrxOui)QlUa*#jCkDd34}Ua`wG3pC$-uG!CX)K;F#)@TG(^|L;~5Zxqi
z_m6;r(Ng&Dh0T<s)|SSTp1?$<Wjk&x<ToP=^X~Qw^I$>{lD>O+AB|3dxYu&0hi7%H
zC4*)ck?Grd!Iw6oGCK}}m90QjxVoIb!brYq*wag&slm=cLo8qsDeHIsfaa&@T|@9@
zy_;-=+^M6S^fx}gPhAYM)2gW=;}E6{s)$c;kjvI(+hRIYTM5VB#bfOQUVo-qw|q%w
zm64+DL5GMM<)%t9OvW{;N^O2lL?GDz(^dk+E&6P)Tj~3qzgwwP$g#mMzX7B9!HNWx
zzu3Ujw9X|9ZwW_V=4u>8`=zZ*-Rq1S-@o)tb**E;M2c@oaJ3*5`P%TF@;!*ph)%=n
zKhHWEybJyBJjUfAuPmP}`;|>O!BDEW0k5APSIW7H;hC#J*-*(gvHG=|{@Y9Ol}WN!
zK!vK!N<s<s>LVtMkA=16D5WUQW2md^fN!e^4%!4h1ZH|q3SAl<8pa!3%;hJED&i@t
ziPzuxT0N+cca|J!4P0DCB?g}9n}T^3Fo>`g<~RMI^L>q7j`L3yWkXaHxFwD&n^?T5
zxAlB>L1HH_OFpMI(3*QB@utKy&^4qyH^WfI+7=zKOUW&SKP>8XoZUXwX4_tZAm@93
zU0!ZibZ4#bEWw$U#}#p8D2SuSx&&{jTI~!-_ID}IcZ_qxUPm_rk%x>bF58Y4*%zxz
zRe{I1pf2j*F(Zpv%n-A3_6-2m*|~50B^SOG1NCr8l3nx$iUVY~NNsbK<XdN5sJJVh
zad)4GkTEHkW<T?TO)RH;RQt>2^SE3=N^Gld(p7T56hDx=P^@2P(br)%q@R|{ONM*z
zE5ml%iRoj>@1(ton#e9|K+saQvAR1{ohALehof|sz%VQ0U8Mwj!n+4<KC3`P#Id4f
zVyAu`7508tF^pE{vJs(BaDanz|9_}Q9GxQMXZhEsAOfIjNE|sf;aI0ZAyz`_l0`-8
zG}AA&AL>GAFyCH+juJt|blKDyQ7~ldv2O_;KvJi+Usyi4G5<!;%u)J5Zct<3M5^#$
z0L;^@c()+<MHfxXQt_dD%IzMu;W|5wUXQ@IQ*UZbS+(Y#)rad@FDk4+cVsoXIV7G5
zu;V9?a}hrcrJ6PRzBp+VR3OuyjoJS4E^+xrd^?Cao;rNmd#?N^_^f`+hTjf4l+w*U
z7e%_X8fmSx(*LYFe!o3E{6=v8*-+rsz2=>Hr{SSv#<5wE$K6eo1kJ!8V?!q|EQ+(K
zC068B%$-?ZvaJyTANqAE(`t!q<DQ=V1!ldBRK=XU+S$)p5Ug9eSBKlhlQ#9BRg}iT
z+bcK-6~%;6Z~Py8LTR}Tr3Kwj{d=Lfjki4H$7Na1mQ`*{bN|guGIosGtxlJ>Mdw2f
zscVW>td%tEMTFt>l?bfz`Z(cFIxa)k^cxdCPGN**iPJ-d$%*d+9CzeuzhU-feJw;_
zn-tQAYU<4r!9i@fmktYk>`4E#1~?+sy1AzRA07qlLcJdL4GdxjL?-sbWlr_OR$5&x
zX1QBDlr~g?uBsb`8clW1@^nfcu`NRci+<HdG$2ruCA$k$dbz{me}H*?WMvbY>WSbj
z`0-x%-aPwvX(=E<9REau;^3alSlZ|1nfO93cxoHpKPcg$?ImmbT^xWH2%8M^cHChd
zB~!&_TDd<u+-Y|~QqsHHL&Kgc6%lvXXBO#n^<J`Q#Ew15AYTmGMPbbYFS#ZFSsadO
zZ2tp@Uhz#daoygW$tRoj8xeTR$l2SF1L}p8akoDd^}h4{KF<X0dL&iHXJ|t3GfsHB
z92jva-enU^1+Z6Udz|~`b53oa-p7j#ljclseVjM<-cl4tQ4!}mzNAo6HQ>ySt6u%G
zMl`<l#MG0t^p(HqCjgGy@6Aenf+^Nb=v~%*?g`6Pm<_?MF1sy#UDQ?LStF^P-Ar>o
zquzfrDBD0}zg-fuE3!#w2F2;GxPE{xG$#z18q0zZXlhN}`(0Bb2m2S4P@AjCquB|S
zq96Q7%M|Y2FrR4VQQO?=KU4q}OYS9vwY6Q)(IHL^L<G`@YT?n=RM21H=I+624vGKE
zr59$9>_$oW4&HGBvaf`y`kTEIm@PlI%n3QuyN_KL3n)(})vQS`aSEEO-rTbL6iQBY
zEubNwv0U{sylVaA7p*(kyXU=uNr6{sRnE@acUNn7xW(r{mO7X}XnXw|0*uP58?kKO
z?8J4w;?v%<PX9V;;;#&AB<N(qOX=(<xx>`XJ;UyAHaa`k?SL^M=zoAxQkuio#q7Z*
z+W%kL#dEi_TcPfA<&NX)aS=1|WI{%8dxz0Bl8IS9<8Y}aKQJJOTKv#qG`nzLPJNm2
zbd=WebwEPRd3(h*F-dNvKB>cU;jKAd_nCn!W!v3YY3UJ$(@b_PQZGo>OhII3_J}_-
z{!Ikm8*%6Rmp1~GwkP2>i7aBUN>~L!dy#%2b$!GWdvZ|n3_OjVD}XIW{QiV3=?hJf
z==a+ZEGrZS&(h$*^0^6>Dp~fkgw&_~7PF3=bf9VtTIt{8t4?+(OJNORID{$isF-uV
zx2%%m+0=h0vptQ>)LuuHe6#v@4_E}<W|crtAdovv=e1oKZ8}GW&ispD`;Xkjl7p{8
zIyX78hNvaIJ%V{+al~A=6h`f;jiFk#!M=3{o``OK4CH@+4=PE?{EShalvHVX{c+xk
zhZV^sNT*a)MBH*Jrw52a6}idiT=h@Vx<VXi>96%tra6Z%O0naMJT0r)_Gfz_qqy1^
zywR%4iCxFH7IpiRss)TWJ{cNeSMb$OCr*@q>aR-*6q&264tFfth~@-Xxw{XvI2ko2
zP3`=cd}UrcwRZky@vvi|)aloD3s97ocpTLsvOwsZtj?gjIg&&_#T&9^cQ6v@r66-W
zXqNuOHNUwrg)ds^i;py|@sod60MmE+Pq)iM(0in=IPASc=;Xpdd8x`J>1lQJYVasL
zbZ3!pFSx%wjmvUJW`9Q|EXDd(%94*qUJB-mv^0;SP%#FY>%0cnE!ep0I@Qo#8|3rp
zpX5DLJ4)F5aIuB;S>s34ang|rOKd9GMx5^td->E5o9egvc`vp&&T}*BQVbWF06ZZG
z%^P21>?y{GTi5FWJ;^x!C?gh0Y9bAOMON6zbs-Gm=%W<BUq5d(7gE_`fko!CkNo$_
z1csdLy)>~g=Fr&3O2b&YH}yiug2AN?66XuTp@B##x&P$u(#9HFxpus^bL13N2|OET
zx$Q`icdO9#lHydtL*Zxv69za^0_NK4H`t=cd{*EMyEz&-Ay}ZDa8KloZ}##ny!qm4
zW|$8^FdnSXTaDMzovbdD&=G-S#7J0v_t5Y|Y2w1D{&%JXx8QZd>>YMO5*8jcnYTWy
zE<^XhlFL?#3^uW5V)D$j!n4J*eYiG!-`4PA{#Lj&j>dnH6?Jk~?MOv_DP%iIVugbN
z$WCh)G4kSGY}T>>d7IK<Xi49_1z7a{S2WL;5d0ziV76x0g*+~Wg?S&9?SC~S`92I@
zc<9>AsU!_Q1bBtKr7S0mP>v`cLU%loI>TtSk-%59D3>JF`CQ(}@>aliFx<Y0oyTv(
zDfj~ICT~2~xq}K1qzRYt)FdnTlVT*B|7xOGQ#to!yu0W!3%L{;T&DRsG?G+-6S=yC
z(b4}d__&A`<M}G4uz)<ptFGO%bkr9Y=ubz{?#bkkCD=RpXW+w!RN_Y`>M=9u`1APT
z_IyVU^_s=?jJ3rh7mB-Os!7AUY4`+X)oy<MauR;o(e$sxMy;6LGKMU3%3W+Vdi2z<
zSKiJNI<Z}lsvtb@OMb|QIYChdd8mWSkk*+mKEAW-%Gm;;!J7kzz1s0o?{<Pd9i3M~
z5plo?V7NahVRWLi{keO4LugozL82PCdrM?}T{HSYj2cw1|NbO%9cr@Eh4oZVGq*R)
z4|@&oMHjH!y{X8oe66<LO30atwkd6>Z^-)od@|h`xUiXqsCQ8s5%!?--x9c|mrI&U
zvD2HAdVolzS<X)QlPqz@`xpGj$UTFUE|<kguYhj{ym-i)FL5$eE;-z%?T?q!ky}5T
zhFWZt4MpvGu%Y_siIdbJRQ4icW=`Ja$xwN}%M$Dg!y3qHto(s8*N%pmn{2XlH#@**
z_#usr`n_lGAHqMqmwctZ7#Ft}q$fi|6VtOxTk}BPjl$KlxxTA~vddI`rblPUSOPHT
zYPxX7k5sdN9_r?|$(9Baze~Zn7IJQ1q4y2$R7hLpJj<ZFLSE>UZx>TT2f{jgD<3F`
z0BKo*xR~XCKWrI7o$q5?+3jg<!N4RLLj;uK<)Q*uVfq7)!VxFX6D-nWj(#cdLJwkf
zs94<bh?bT+Nuy}&ZPcRZ-)>MupGdA{o1tlN!wYw5Lfm=p0Xq;Ka(1+>Z6#=Yrcw2q
zED^UY=+Q2!Lpfeo9O(eX?o9ist<@?F4TdZ2)_X%|@7{Iz^q<o>&5tHSI5DA(fm-`!
z+&v>vUN*1%Uj=JzxSuv?XK6#l>?{0$*bu}WeSXvF+pVVNv~9nzAihuocSBBfV(HQP
z>t|mI&f}f_5+#=%{hxGiU#%)EEgqVB`^E<lG4=g$2jpI@z536;(seo0iA5@3Z)nGZ
zjj15hb$G5lzHZh+v*uZjMZ%S~w4dllS>}mmimfisvuJH$xUNH~3lNlaYjowV+HP_*
z*KO#&PE7GWq(J4$RG&^_#3X_%>yzC70EzOe&HIcW15-x+2gtNZ=kOe-Mo6z%{Mt=m
ze*CY=5KtAy#Jr>x4{tIH_6!+oHT@oBhe|{oRtc#0&!IIpG`w12Hc0rWXM?|P6pAX%
zVCMb$+{I2z4D(-sjc-ElY2aAz&Jh7VHGRu(*LA@=jD9ILv2VZpdZ$>4NZIm!WDwOf
z`Ru$O6P7)U>KvyHmxdO}3A9d2Lbu)dbJLs{8AjAk^;)+`Xp2q>HKRqTC3YU4^B{w;
z4Ju)lkRUc>{{C|k8~PeE_OM9ge*lDc*=CFQ*#H(a3El{4DxoqAx&24+?V(1{4Sy<C
ze&JM=b?Ke9n)C?YoS=(*A4ii=DR*>#RTiVRv>WcvgJ>cGGXXktkEb~?5`f-t$c+$%
zK6KSsOLg+ucct|x^fc!gLXQ#VGQ=wg`2f4o=ED_L<zK>=`=I7or-X2;SRb=Kx;;n_
z;5Wygwvw;L#4si4D5oX%L1p&S`68O#k+bE@upbcnJ2^N(LSu;T+4j*P_v@-R##(<3
zb)$7v5LnPT`QR(vMcQsy#dgEZ4wt3man4R<ooHX70sP3Xa5gIalAv_yUwZU%rC#^{
z^;+9A^u+2a(9%p9w8fQj&%SRVWyFu`{pnpm#>|sP`nh7hf2{rzOZaz|=22rJcmMrO
zX}lPv(E34`w4LGy#B~T)G>IPkouqY*@1KgS?(@x;l5OD!+nO}$smlTx&3%4PV1Zt9
z3U`x_KNujjw}0iNcX4&u#U}YD@fOM(3Mm<OLymFM_!Yy^Bz7J{6EjAoKJCC*z!!<<
zHIYmzO0?%aow}$ODmQOC!O1nFc1+UT@oa#F=9){p%R2<T93swBgF1nd!n*vj5fdmh
z`k>~2fC@X+&%R3--&tlodbqXTht!FLdN_3$Pc@gE$7>6R<$9{o&ac;S+1t64m3;*q
zt;yyFKA+FxWL-9zYmw+W>Vj5x2)c*|9oHufO=(SW0@f4Ek8aWR8z&k`nbx#7t%>~7
zp$mWX<0p`U%wtOxb(?QKZ|XlPISM7)jg&KIat~eZALABnpWY264}ahcuFMM_{^$oP
z#kvP7{Bir}wqiuNGbkuQOz!W8_?@pOy(GUpBfS@pHK<J*k+lUAsq}^M8yda86T;f?
zMIHY0(@VBB`y|nxuoUs|q~*Wb(gbAFrT?z_a+_wEnkWm+=hSX#D0o9bp)aCHA#6@(
zPGuu6>)lPf5|SziHGOUBo9c}UVN2{~?H>sdqm1)M;hR3(3$PM2#i-q3-;5w+x})zK
z#Z_(H|4kxYy##@=+EjmZ0vWe+_S%7xH8{v6J?lxCXq|&T_j7ne#tdj9rkK96yts{L
zw3F|9n{xGXpFLcC*^UM$1*UrLDDq1ezbUq+GKtzus!DO$7jJ34a)i{t9&ywd8U+)j
ziI6zoVt^xSohv|Owuyjg3`A4+<f#ueJt!Uv?8@VuQ?$tBVL|f1CskIv{)kk=zC|6#
z5%|)=S+Rb<IHiWDAm%<(VJ5}i7bt>vj{JMx3{$1taU5#>_#H&$6#l;V61)G~C&Aa4
z$2KlJ3}W;3f||P3^__sZq631`?&k(t%b5k?=*H|_V@qx!ndmq1)qy58#F#H-@q}x)
z0C|uwhP9x}jN+Gf)x9cUq!^2V@B?;sIlv}TNltd@Da>eVidG<l1L5dl5AIWS3CaXS
z(pn`4KJWZNFpb!Z!oMMK9gHRkIFh+wMn42`+6+=qS|a;VDc|z#g_XbBMo$-6JQHP+
zvYr}w?EL8)c>ymBM=qy8avw_%i|9r^{FBXPj&vOyzIN*g>rITDG&DS{|6jZD%l-dS
z%UW$bIlIpGq&X(fL%+3YuhN@q-gB~h;ANzr)Q*@s^;tJ>*eUh7Usm_Jxgm+?w)9Qk
z#1MZ#+-ZcFe))qP?_a$d=&byWYponwD!;d@d653*Z%~swlNl#eXVvGHr5-QU!MZHd
zJplgL401qq>E*oI+x<D%>Z9h9W!0$C_O$muqZdR-RjAu+T<Ft{OiN7hrqQKut`DRu
zWCgTpRkHE0kYs=?cHb#47h5fl^0fEkD>$lj=S?wUS%tGG%&Z?$57FNyIfgT?iGPzl
zg|vTjlCeXc>nC?l5yqq5!@hHQ6D~{Xw*(<^!k}L*v1F~FMY8y?1j;+9{4jRyO&V8R
z(?|&Ymh|!;mT!|kyzmTC8x8P|=Wzt;-`nGHFh;Kjwj7RF;L4FI!os@>BK)@cU@5pC
z$oE`5*)|PNxfwQJzhmBhbl1Pv*<i#t5W<+yqQ)r~@{aRS=x-iT{x4wU(FhG*E_BU2
z>~-I;8$x`%j_XYRe55s_bJFz@Dfb^%33p01;y&Ilx~R(LeiZtO0ZQa&2hMUeXho{Z
zWatcRCbz(E>5hZpM^eQKr!ZZ23YSjq>MNBovDRu!LB&jkd9_3e;dqC9C(#Q;dqvp4
zdna&0!vaQ&$t)wps`e=Yykw|rb@-^pmM$%o3}>3cfhh^vPS5-KGf~mBk^}LB=X1tQ
zKshRtbMh_X{_|J;qBT=P&qz!j^B)%!G@!0Osi_U}_I_b$2(EUzptIwWmpkT^?#I#>
zBN}n&#e;JvXp@&}rg2cIZo8jt<X1XrDe8|he#KycBoH!EW(u7JaH_$$WO6MJvH@c%
zbz3Ig_i84xf!%%5QfwsUfMh%`<<chAHsxw}%N3a<+5OnyB<0o63lWSgI8B=CJ?n`2
zPS9Pzuf55vJFy4V^SG?TYgSLWS6m4nUj;~S6FMHQS5X5egZuwdD+l^!6tZfT&%8D3
zc!S%5r?91ma<W%XU3{xrxUV_pN1d3G@5BVRhTVA=)_FEb4rmQnZ050rpmt3)mVfMk
z=O3HBRq(^)0lA5P8qRe&+d_qZFVT0lw>8bR)BWbd54Xy<A&>}D7FF(DD0v*>MhPF8
zMN9XvVqpl%q)^9w51oJiv7}GKrxu{jH~ei0N%X|M?w{f^4Cb;RO7M3b{)iFgVy>R2
zlG8=h{HN|v3zR+E_e3g)yU-DK;oWa!Qt0dTk~h4pfDSLs&PBmdd6Fbm;l%p5U+HN!
z<+uBpmKvG$al5F=Oj{N3WUz{gk-T*<i<dOdeizq4X~x1E23Qb~wP{DH8z+~rEHE9t
z;iU0n#8k~kslME29r+R6nIp`V1^*coU%o2fJ$+}0Baeqk*z+_{-_kDY-Rw)!w(N>a
zDjpKCKqbNF(;TSpI4aa7+PTwKon5+^q{ee_c)ng{lLUc)VQz(W$@tJfJ($`nxXbgh
z0ZINLM7=es<3dnG;>}e%;2YQ8n!(!u1Tr%E16mn^V!v}DX^o0V1ng)#OI~+bt10@$
zyAtj?WSmW`<_YqQEoW2vUjNAy`7c)9KVL}pSPHA1-!5Y%V<Hh&j)V(yd@S9_&rZIO
zHCE5}hxW=0r5@i{PpWu82ph{CWbcv&OP@!qwzl&xu6%KhFPn#_KZAev|G{Is;0N39
zbI#M&^R20PFkr#V_q{e(zxj-_u)H4@&i+rO-xk@l?1`qHO@SXjgx>g1Z6{b|13$Ty
zm>tU0a~kTi{#y0pK_wlKDZ~C&Eq9xNebxpx`6M&JjGD{wchezPx7B2?@clcoTF<m9
zEa;%B<X4=<^fUziW>;;Dnyp@oF?nQ-WKa91l1FU?4cv{Xzn~ME?Qe15ZvEh8n&7hN
zc`})HlKZc*5aF_3@VxP6?TTGubjC+F8Gi8LHtuPc=>|!)1REe>k=rWWAGRyPuaIzy
zwW@LlrO%f7<xn;r(TfS(RG6_NO^EPLN6f^^SUXm0t8L~M+EcbrWg7JKKb2s%u&_Iv
z?Hg}kjhOu4tE30y`##p{v|j3*p4+;gQeZL3c&BV4jD{5F-G6~FuWXjB!+*)nnd;a6
zEpTt>-F>hxs&hd;W5>T-vH$AxE{z(R21OSXUK;L6cxoj|KV1}Uk*5(IT8f{8ETOgn
z4L`*EQvUGpp8ddpXbCfqU2dQe&o`1xFd6Eya%ZsrUJQ}?Nuwl?`fV`UBqv>B_t9sF
z9b<T4h?sgiKW3UND+WRt(<sxysT2`>;*}VdgFkU-nEYgf0gpItjY}vg5Ld5(51)al
z!HdQhufGDTX%D2kOD@&UC;Z43rWn@^g9A#<IDB-A7o+@Ob_n0<wTOxXw!$yuN;O5x
zTYj!?o#jc85OLu&>+|Wj;}>i}aEv9LS5F>@Uy4X7eSJGg3^qve>5`M8PzRHs38CBI
z^TwOPOrGp(I-}W33*ytMqH$CZ`L)suJplWbBL3hj1Hag8fU;oC5o1(1$o#2B76vPW
z8S1Z*WMQ*@^Fa~;jV7f^nCx?0VZY=#9J&6K3dU^b4o>&?SbGGb126sqNIWdkY7Gk{
z?0v;tL*cq1hF>V0uZ`kObr#rXK2CUJ|8|#P#9MRhDCx`@tF$S79>$$62A%gD;-8oO
zDiun<ssogwL-7`vai$tkvQ}Bc7y!h3{`kNu)N^t$L4R0KA8r>EYEZ&&8mCeAhQ{JE
zAk?y1TIyWju?W5YVE%IsZ>7ZZuP9X12=iov=x1(t+8ypdseFoIaHAe#0ebq|I}xr<
z=B<<dAHe9Pl+^Mmb=|4fQ`mt{U#qVe0&W{!`%bPWPm)h3bgtDm({E#<DYarFQc`_N
zRCGY(*@uDJa<{oJebgM6@FVKm;gyj-P{ey`A;643QA%3wIy0-*WuvC}y9Qfr=2ud?
zxj#@#XL~)($F_bM6E}BfX?7K_Iq_EHO$Pl~Cj&`4SX%<==v(q-z~%075Yt7jn7}qx
zide0*O)cqxH|eeD&UNg}Rpc2UW_`Gt3)L2eyf2@$w&qN4CNjJD75AkHo1d>Qo7IKg
z5zJLWzmT+ZI(|I4n!JjNp@f9Pxh7(S)K>%CA+eQQTZ@T>Cqx*8b?oajU+<fImls#J
z`M(}_LB;~O*GO9#g)^N$vLcy}A{MzQtEsBdYL{oS+d!|uc;a{HI3b}D2%S$<ty!Hn
zRNXmBpQ!%lcNfKfu}aD5SYs@EZx_g-60%RZYj~zG!#Wi6ykbFGC%yAm_)?MZ1D*SS
zo~!ygnfdM}%bRT0L(on%9Nis9R<grZVmsS<VkhWqy#S`97bHms*D^C6ru^KVy~5|J
z7;>ZA=OIF?CkLIE|5lK}?iE<lyzI75kGLmEQBGKg$FW`HdUF$!FG7vWL%)feD#eyn
z38Ef;A4HUK^L7<AIJ*&zUA->5MT6WHlb<+|7s-)@UTV<UP!q0(*RtPmWihu&S3B5<
z?$pBf;zHnyn8mEY25+qz^$+SW?Dc+_?RWWn@xk}P!?kNFt<9p0C0B!%*rjg?-QZ6-
zawNcNAMZXvuy!q?vhB{i%hpL|1G$fJd#!fXSJ4FkRnk$BNUbckftBErow}5Wn1URa
zzjC7-f43Ntw-05D>OW?`OrcFI=a$f`kO(WWhacm*mo@~ca)l4K73O>H43zV31D4p2
z!9;4X2j=mn6W4Y{C5pr6>eprRgdH^jwgI|xyHx1Ac-$?0-_>;j-1~@AYFOomDKF`&
zXjut%_fFm#BJOa+$yPPUQO!@VuRHkXtUuOT+n-on$#d&#6N@=-3y&qPGLGp4o=nI-
zEV$T5?dZabO@2^Z3KGSRYn8g_@_hpyeQQ<+9|w1C43ICjqQYhMT*&g?FBX~`2?u>5
z$z9#uhsOoLqp<ve#O>6-24XoqksKv9p4$n3(6z&0)72P7`<W#t*J+5mm*VDze__-R
z8U7`cj(q31qE11I%69RidnOPD=NBmHW<rgL<j$0hJVTc`dDd}rKK;hREd7?_lgH-O
zshw?)MnV#Fsx7ChLS^6fEj!-)YZ5~zg5hkZY>pKs{eA4iEewjeifZ+g{pbY()8%87
zkL*Kw+%)Zq8M}}<UK*F?<I2j*W>z&70=z$e8D@b1heFSmmx?Jr`3jDG5ppY)-HmE~
z^aV(r?B=c`w?HyM92R}MNi3i)om7LXxJo{k;!jcu+Sd#+Ri-rV^*5NNjTSLOo=9We
zf_|Gj<~u3ec^V?~N9r&u=-poRO8u|?6^wTA%0uj5iyhSdou14lr6YVTt}8K(=fP6-
zkZ8xnJ7SY+_Krn%nn!0l^qmi1jO|F+)tVb$)VUKm6gF~}0RQ;{c}~&v*v;2{^~g{E
zia8JEi;!w7ad5YakNE<)r+DX3+P(P-(<<?DZ&XV^J&7RS`B*fx`Qjn*;)(8WZ_|Rb
zmrYHPT7*cfu%Rb@-h6vaB%v^nE^R;bh@M9#rQnXGQ=jdSX4?TQz9Nt{{A;M`BtgY2
zzkKsmYVwOpv&CP0g=0R7=E&Q7e%*jnAot0x^YW7pjuZ3`309{|?}t5d>13&OQuP8q
zP!44E`Y?z&=JHmX=e32W1=ved^E_IvbQ})fh_J9P+^+m5_IkEQw6t49jh#tt`#>SZ
zxUT5v&0(OPpC%=6Q@eTG^!lG1Q6V>*N8&<s0Ni4U^ztER*~ipNv#ogjcS50d>3xW7
zGLFB>)5`2O!-3ZQtz`KOdx1-GR{?qFg>qhKK^w;!J~eahytK&Iz%~D#`m!VX*%B?f
zUBI@LN%ysIO$kp4b~t$=VjIhTRQ=5@l*3<-2wS(|7x*qNCbJkKmM~=W;`qmPmc_c6
z`Gwc&ePb2KJ8@j#0DSYN?qR@z=xNT2n!jOAo}$7@ii6>0M6Yabt_7r%!y7l2`>7JX
z?jq(GSvBc?eXM(GyUpfe{U8^?!hhfsVM)C*T+ko#-36T^SR2g!TQ7kBax7{%aV7h)
ze4BUwA<smMm<7XWyCs%y@$HoV!poGDPiN1*GJ(JUR3Fh%wo+&My<*9I;$AUzlCS;y
zDcBY4y6S-XhG+_Ze~<e?Ka7n2y^&w({p)=`r*<2RkG;b#czmgb`<(Bz_tDk9PG>&T
zKnQ6zFlp``mvK|-zOB>USCadyZ~Eq&<+GWz0&_oifH!4En*ID7`SM}|uEmcSM0F7(
znM2ddYR(~l_>yEl=h#dRn+KznZ#1z31ywbfdKR7z%ZRNyLe?g{d{xt$)c(!967ZS5
z^NzFQWAen|u$B)3w(<H!JP)l#f#<mtAxSt4|8(P3Fq@N|soP;apSA?n#Vo;Q7|U4`
zJA*lq{JUnTJZsg#0AskNg#U#&{k7$A?Yizx0$W3pshd50G@n&=(ZUyqbs(`B`;?WJ
zPzQ=Pmo55ZFQm9jA|mq}{r`1*#GE+&eZU6H$KJcjR-Yv1$hn{GIFEVc&B@gp<ybgP
zI44jc%q!LMZA{ITp%tffFQU?nf~Ul@TEBkOscmYG?*>QSp5p-}3F{PVh6zoo7X?f1
zb8eOLPsQDkXLwh96$|&06te@ObN&kfQg<v#OMy`r@==aWpQyt7k%Fc5>|cj(4;{)G
z{@WMBi!Veutuj1~S1;)P&ldAaA{#+Q=VRv99=7~Chkji%d)=cMEv>?w+10x2*H6`@
z{_H%d{`=Vk78Ky-p82$2?H;s=)9UT+ghNxi@xP-|?<Cd2*GeuG^y=@Ujh2JkZuJH3
zDXpLUChJj~y#-u?l+|kT{2s*0Bq`qN-{fWqmMiSlq>^1}Uy-v>$%N!?uBE4cU-vba
zIP2V;cvAhu&YMxQK*%|4inEhiWVIjj+@4)Lw&H^qTSOl_`rN~FzAlyTKt;b#axcGi
zBJ|O_*Wc*3T$je7Sr_`E896nRs8Mcvh1ZMKc9JYZV{<Pb4s_V6i><`0>3Dg_8t}MX
z?DdFeKM=Jmi&SQ`<p%&q1d`OR-Fj(=U@5V&vos*1Ro;QM_555`vRC+h`@u(UXO+Lz
ztkQTEiJ(qk@s*E_O%}fbw77_1J$k`8>JlpO=j`}$J%8?|lL<M=v&#tdsJoyABMkSd
zU+e_nC|$CugHh+FA%a2<-kILW?0`+^Hpg`0O-uv|iAX-Z+c+%lS;x+6G5uJFv3#7?
z8sfcd{Ip2E|BjdVmWiDkw_gXn996{(ja?6p;GUj4s>Pi>qr?Ug6Q!x=O~ODjUmWeA
z=W0d&@ii7E1_Gf-Y&|n=__Kb}-|0E<H(UTa>+U!(L1|a#b`t#p6FgGgD%T0ezXCsX
zgisZr<-4CBGM^@hXp`fAeq`^y<b8VsZP&lzz@78Gv{@S<2k56h0Oj-;F_)}<)3AWX
zr*mkXSK0xbdm&D#d+Lb0GAp)&0nS@j!f8N}UQB_fp6aB4Smc?ZXUrXU=yyFG5bUsk
z-m(9kXUAJVUaDB=?S_i_tXL#-gN&*l%4)^6yt%-Mp^L~4MMX>njgLDLEb+Sm>4t7h
zAUQ8-@d<DAp*1=4300(A(AB?ugJB!nAQB%xFMjhST^}u5%4d&|{{bG$uBIoJT1mVN
zP&w@9qg>C<wj*O*9I{V_Mypir>G2st0lp6xa&?^T>w^~2{4p48BJ^6cwy2IPcGQvl
z6$H(2HKmq)ulQC0nF0?B^^eh;?{X;m-&62K0o&V}FGJ>yGkXR|B$MD)Gw_BO9z!a%
zMm=MLm64SD8zL<8AzX+xCMUogO0IrXER^CEs`NWrRN+Zc(CPR$!(cYiL67(L-+@4+
zM75@Offixf&I$TK!9Qz{hKGqxB$pVaI>YM^{tiu$BK^48gc{90JTJK+G^Wh)c!y&p
ziL2m3oqM2y{n)K8#^8;l4^OFF;6c{`F}A9v-|dGoTTPw7z$cu6+l9hiyHbx^hM^uM
z^!6|aSN3SMyj@e|ZPHYU!^7z1Wglyh(w~B<JyTiAu<TyRKn6usj%LyEPwG3JS<w71
zQEaPA1|D+5ld9QRNYbfmop&|)CpcV3<0S>~6YqLI^y#tuRF@9Fh%5UW99}!ydi)kI
zQeFLV*!#z0401?j=X97@suECIZ7)LlY9O%#)F4&QVrlc-T-5OzKYf?y!8tVyi}pn(
zoiAvWyKB8ZE|B$w6nm9xuioI<bQZUeSpbBp5In^GeF0GIJa$W6=$y&R8k!BYJzN}L
zey&s3xs&3XOL0J;CKi28|K*WhZ#<_=4jWQ}+dn)zf@HHE6kFK;OOy?GE*KqO+YDZU
zmh!L9qhP3?uAc1nreT3AxzH7JuJk?~h!6LN7e}AI31u<5SVXYDy5Zf&ypNcq`i}Kk
z%2{5BszU5B5a=8KE;uB2f~uRc8?Q(3Y9npW)*ml2qBEq{FWIg$2r2k~FrMkU(!_4=
z1A~OJsms;6UMyegwN%dnXGvb3+ruxHT^7Vg2F26EGQwv%GWg}Y?pAh?0^seR2`)*G
z$MU}to3PHdLaH3A1|h9>uD>Mp`_G0vv&W!1@ZontUNsIg%CcObU{*5s8%+|6EcM8t
zuu`Sle`DOOMUZmRrG7oI(yQ>Qa<1L9Wj^Xc&zdULwW$VDhZd(W9j0WhQobwmtg!<l
zHWLa(z5fSLBX<l9<dR0z`W2+W()^|C2gI?=n9Jmvn~hZ~hFR5|FK<rfx@$OVanC#=
zp(GZ*l#N^qp0!Tp4DlS_R7Am3I~=CbZ`-yPWNJV3LuJGHld0>Lalo%71T}+>MZG5f
zlE1qjw@9NenT?0-!!50H8!TR(W8LV@A&FG;*Yud{+v7gwg;nLVwnmZlY_g^e#a+mq
z=f)3!;11|I`rPMed-u7X%Gtty;4km3^MC?UL=Z6U|Ka9|q<&jb^~M*BUmx6|O{4X>
z)-6Rf7;V2&_NeS>bIvnn!aXbJ4zubZf4wF=knrL2ieT1V9kDnr38b+9>NjEBxOkZb
z<6HeF_px1&C%V~8J#2W9F@A}?K_M~E%ZhD>jX*{W=a~c5NvlHn8!|Gq<dQ48=mSjx
zL0-|K10u%)^3tyQZgEJz3V<;No?hO%tB`w_H=xzj?_x|^E&#|6O*XPrjoKoswmkIJ
z8<@95AoBr4Mq%kq?Ib5N|F^;ECzLOZtk-@-p(cx%t2Gpb&<HIW2dxo!<He#$Hc~}9
z<TUhFa@lN1Ec1Pne6qcfZUc2??@|LrocL7&Z|3Z6?8EYkyh(dy`H=>Pi$25FR+?#k
znhp(3YQTt^)sf%V`Vh#lCoZe$Y>jiO-~jMzRolD&&9!YqXpoA;i1~sky`_PdZzXEa
zN0$$Qozin79?XR|`*x3FFcoVA-2#+JfPIS?K%{G_vq6>mq^u2I+ote6kXMRI^yrO1
zE8xBsmqIFj(R#iU&C};Vf5m8)_9<K#WEHU1U-_FAz<6PZh)PsZ9bGo)dyoT5y8Z0W
zdPA4iz~-oEoQE(X2{D#k!}qf|i|6g22iSIgIEhXt*gCYS=t|R#?fB)y6rDL>GszPN
zVh4En;}1*utYD&|3YpOBvMiE<xvlZ-%$jJ*Pf`CPToOHtnr5z0HP<-Lnpg8?k_<3T
zzc9(nC{bhY<#Kh(4SOh0s3|lKxFM!^>lWR~x1f{h6qVu1M42Q8I3$q!b-Id8<HbR3
z?@wQe-yG`ja78&0y!J%&)S!4J>&_Pe4h@=c9Y$ec`OcAy4)z`RuB_vL??DQNNw~L!
z9p?Mh4>F*~UTl!6ss}plOm-$GPUEBx4omY}lLu4A*q1_xgEK!(&EOHJoY_73dgmwp
z`$GESYgeJ>KvX9%erl;0;yo<8ts!AvopD)y9M)lNaRMr#gaZyZPe<v7(_#+KgxBdB
zd;|rzr&rY!XPR&h?B<?7t?Evy|CM`0zAF!^eu@FY-qKpzMjFr{19l#wGQORu^giD2
zYE{ad6{F*SlpPn&j8WE3QV`udW|4K%B`X#aZKwTisDwmImBp>hmP};(I_8_6JN$m5
z^f<qGy3HQvTD6B>3}<KYMYn|-HrVgyYG=96c(<k>KewX;8!3uR5#8a&$lgsx#UY8l
z@W$zhb9|)aV-X~}T_-TuL)H7cDkj+M8Z?E_6xH9q*^ezf8g|+)o}Ju$dVA<tWdB{y
ze>XDRltrTjR=k=ISF4$0ELq5}C4aXynlG!n3)*r9eyz?~{`s?q`Kc|&KG;Q*pB6QN
z3_M+G(BkV%VR$2%R?qfcv-2S^{-@fa4<3F1F%%?;pU&b7531SLUe6XilGKm<r|C9T
z8QmwxEVpTHjL*H^SlxU5F`J#eaXLu9{nHJpvojUd#vtQSn-&3s)%cN?TNY|_87-Zk
z4npYpk8%!-eooXrM4K?F14}D(_ho<ZnNAurmLE3~20V8>+L!}L3ZFK<pDX@}@eTPV
zVKdlC+gI=enm5SAT!;{R9g_6IAod@(G;QHf6fusmQG|q^0?IuUFm|d(;o$}o*~ZFq
zgn#&G)h{=za#kz`A|c$?UMgaQr>N5Nw>1rh@3e03_&mah;%Xv8KFy)q%lqsQo(fsw
z%OBhV76jP2{dgQ9hl{qc>}D`qR=`)c8PW|kDC~xcm;XBUPwf#|^mI=9<2Q@*H<Nrq
zJarBA76fqCV*~ViV5APMt$QT`v%u1(6A*nlouO~L;<|YA3w};$YJGiu)BInb{dcDo
zv#5IRM-w&XHAL8+)M?P~sFh*=dyP3n)9AUfk3u05$;n6nzDiXi!ys!eL!&{pRmjR&
z^7y_;KuJiIBSF9@ZTNbk8c@yyq>P>_tD^|q<)8jGGc>T^W5qA01ja(MeSh)>EI2JN
zXI69ljyHPx!)^(DxYSg(FJ4<3CTi@-yEmLX=skis#6G<vHW3)GAW!x1n1voKN)q!R
z%ge~$k7@_1J$^xF#TMza-2R0VSD<-^Kc9kaQr|jg#le^uaDd0!S5VzlXj-~txuvBk
zab&B4s)O8&3@4;pJA%g9!qaDAOg~-~Xn5$cFnm_{XdY@%QDlTN*?RCykhLiyTzYvq
zK{?y8;kxTx#g*;!#(fTr!k5s<fKzVsqatN@c`lnXhk#cVF4{!tK1m;aocv`y{W~*?
z%7}pPLot?*JXN!(q=5eI@pj7yn94&TJC!^4__e;GlB6L3Rn6Z)S^ODQKM3u0DqaJ{
zLwsMX&$5#OE`3-Y!VsNk9LHO0TYiDKL)x;#e<?dxU}&oy2a4er4Z;^2Wi)%Fl3ZY%
z?y@<>N@3{d$KlQ|ujKcn7jGyMM|BwmN$xMB1l_K2qq*;?=<s;Pd7i}SCq5nfJKNAu
zGpobMh89%^MtTy)(pfGl(OPGQD0}^tMw8ZvaFKBmHBHw-l;rg2X7M9u91}S^>CU$g
zOGVm<VZ^g}`t6~bdC4zj9SBv@`CK@tN@m%>_n5_O<85g}#*(3p-6mS*`0z4?*HP<X
zuR%E>bbnuByX#Gmb?z$>BehgR_6E<p8hLlsE;shEgM%Jn7Y3t!T1qCh-C#Yi;Y&B&
z39j(7u+x%&drk4ExSG;#)U{5jF6Q`R_T6FH1XS3V`Oo_{_J%jl&y>BFCalqNYw_2I
zyq@1VzEMPsl^aF}u}H1w_Ed@->9A791AO=Y!s0Pp^nFVFi43^Y@tePvW4K++jAgS{
zX5M><f<V>cSMDWyxyB%mrxdkX8*OPt7Z)9>9zHs+d2vO&dl2SXyGRFxRWY;6T{bYX
zw(aLr9-SrpO^}jaQwK#QURNWVo2xBH2b{bR;f&((l1SM^UKfc&|MRxJY0ayrKWL4>
z^3&8sBnEJ$I0xJ}jx;MUF#B{2doz$IyLfQCyZb6&>(3tA=3d)4kBh8bHkXcEofgwr
z@=+Snl)p#igjPjPdL7Sx5u(VI#7{7@*)}mdt_^t8_#gb{NNCfrMA)I%7By<Ze&#A9
zWDEdJ2o5qZ)*o`6m)4gx2_{6=9`S^SzWE>EPvO}$EH5E+z0iT<?$c#EH_pH)<i}#E
zuMBW}Q-UMiys=l+WeycpiaQ%0Gf5)fj!$)<sM)qkE#E+3G40C73S)27kILBsz)g&S
zalq$qJ1i-vw2|J}F*oTx23j;TH@=bw_I{AJCVBY-Tam<h*C9}fNR3djOT<xQu$;nt
z3+;F%?nThXMT|P6O2JPWd8`Ed6i$Emq2m6-O7EU9YecUpU4`wdnJ^!QzJYQw&++s4
zd<7LC3Y>@mTSHlCw$|@=N5f=NMXMkIp3kAW(Qmtjg19YJ-JB(-S3`-zhA7R}lqgz8
zX<Az-2%hVlq#DZ><QM=WvkS{I7y^QeSC^_e<)hPYVr#<=th0O%EsCXqn~5Swx<G?p
zmF*>GFZ+f_62A#ZCg~A6&++*W>TKq+uuH!$l9#)J`QN$96J8f2)Vbi+Spss!-wk@m
zAJO+cxH21R@SWlq)IT8TdR9p&=?5)<HeaZe@wKwVcq~!vo<B<E6gMZQekrD_a-U=3
zFL#GqBznA8RG2^$WSwz0Ny?M6Lf2ueio2e9T)14#!k<q&@YXAPyfDH*|LS8u#}og}
zC<3{_FzwyXN0VRtyzJuK5Nlt_=S>BV->2PtxbSHCCLJbL5qynN`qDy9)Tzk`!EWc{
z$ONAnbTzj-AOcB6LP$T+mJD9N?O8S5iF0a9SYZzyk__)bKw>zc$l2t$OaHHLvxXWo
zrCEbT&I`8ur|Qsim-=|N7(ttWZ}p~(wm>{z<N<9qnt6SF_yyyW>qAd?=21VX4eC36
z(wD4JC;v}Xn2_A^NYfpr;Fp8MsvE%BqYL>jy{cjj=t-?HAt&;A*OTGVD>V1Z2{HjL
z8%IZ5W%{eis~S4+sF{M^Qh@K(K@PT?l0g1EfR7yIr>v(M&+}Mj0gDVXj)GZ{aK%M#
zw~qSj*Hby_8EP1OY1H3~=z)rf<9S8JD8}Sk#SR18|L#6hm)b>&;5E22t`F6*^z)Ey
z6lYIaq?VWWe?ouk3x(r6CGTmJI$D+qGpPhFB?QuGUFB6NbsMM}Z2n`&(PImUiaSM%
z3bJpzeW|E=Spj*rb1U(N7Y$w+w^S*%93q0DWaZm-y3;0)*2s0@*}e}yq*Nb$FufJs
zH3eP*Q3IH+0x}nQG8)a>hRRoPu&cKs@N)#h{c?+ky>76aFS9!a^ooKYAhK<dsewN`
zS&1l_b~cpI86%RY&i{2yLH>Y(v42tcLp<pB)kTOk@VExYsjXmH56BD|yw|O6C>e=o
zy(Oz^8MqW@Q~Yr_lY!3|2^XU^VE5&xMwS<a$ZZI$G&N$Z9{ZADvxcb_Sr-hJYGC{%
zTkFb4&1s<yJJ$z{xU<@?9w6ziP2>Zne2r#%WzR=#Ld$)emj+kGHgrN|d`iEeUj~`p
zZ}z<Wk~h(p?<F}0=AMJDXO<YK3+K>EF_nB(B87wI3A3mF$J<wcMY(kggP@oo2nb3k
zrF3^G-6&ns&CneKqJSdZjYxMhG$@@z*AS8;E#1Ta4(K`Oi*xV&p6A|wo@eHb9V_=*
zd#|<Uec_|&th}pObTI@wi_LmcWnpc=^gMadX+?;zrZ0U!q%yRxxB8{jIt;93VA7ou
z6Y%9wn$Btk=Q!+3)Z`{iZAS~o%^QVOBg+kH&lejlpdKzU(MH~G3whfPY%lZ7)QsbV
z#P0kIU3XCUz~qVsSyBopVQpqid656wGM<X2G)ti_s3{Q}!QX3ATNGWoVFYTbo-?4>
zZR4?RN6S$2?>ZGx<qRth3OnRm@1f8IbZF6}LX-(|T4a-3%lTpK?h8Ke$JOU3TN2oU
z;lQ)}W}?G3gJ&sA#TEji(X1&<A|m!PATyzwbebxnmL9pzi-A6J%*oA-gUKIl*=(n*
z<HdvLP>n&`sZE_^i4hw^0Y26OX84RzDq<$GRmyr(p|?I8W^r^}`xKj@e#^|z1~+sZ
zgPf~PPJ-VofPOLQpqsagpj`f4rRsXsT4F?>*(dVuQm#qiN5$Cd+zwiBQ;aR5-M3S_
zveh5zn6!EfCAE@T$C6S%biB4xi@&b#i2d{<S{Fkkvpv=0LvO$XbFV?!dc!oyHH)Ih
zD8CgB_SRPsyP%s;!*EM2rPn_At$8uu4a|>2Bl2<D12%m<2Q_-uP|8A|dc%~0()X^1
zY#U;|S`oUx?wkZE?}5q3b}e$DdrPAw^8`Bbn}3t#d;O)oQsNtnIOZ6rd+H<`$}eWC
ztRmL(0TdGd?p-vcQ$)CJpPSN-gmHjqO-NUqdWP(eY{Th5lXqdsuAi?*n--*3-Q1BS
zxhW~c6-ji12u_kze~;&SL}y5sitj`-b<fw7LMLCM!0!j2=~!-EPbd}3z1}R<bPX14
zQw@V;5$zFVli&qQc=#TZ%ML~9f438|s&_qqCR_}c_Q?)^YfG~HEO4BU#C_52`^m@$
zEByza2h4$OO?j-?!HMTnIG!OH{4><9lXH{StQH}mMe(?v>n9Ei+qo<<2c2k)5l>=R
zTmvxIlRqcJ`FZxUK08p>iAYP(4{*vi;&h!#5Zh$icYGzx9sMGDzIvWCI^o~zZP$!~
z8Y+g>Nc2D@dHTuBDMg5RJ`DQ>U`9y5uM$tUUxDI9w0B*ZCEjwbKW0KjA$rhxn0|Yd
zSKhyE2|;P5n>qfn_uWo$dkhsvD9WmwE#RVyK8w0=Hs4W&Z0~U#GH>1&rjAsHSa$F;
z58s~+a_=bY5o~f(6MTD;BIqG=J{G)xi#%+>*;EreP#qFOK$BH`rw_|*VKa>~Js5uI
z&Pn%*FGGWaejLY+>4uwet=ESg$%i2oH`B+X4{32+OS3vYlXddhiMg<U^UR#>3)lK$
z8R_~81dcnMN{(HZ<Qro{P`U0RDC*TI*5I-rtO>)2L(NGAsq#1s>MdQYZZ39ZoLRRT
zT8?Ff5`mi(C|HCWiRWB7u#TwAs%Y(lHF7Q=4&FXFjNbA?vfa@{R%aty+V*9RJtHSa
zzCDzC)t!XEMuhD9pS2}$2o9pd`AggKD&(mNQRYH`KRhXiQ-<kH1q_G>mdn^^CUtvf
z2ptM$aP&-7mVHp|jpycU=>HJlhMlN;*968+I!WpNkuqA}NZ*;S^yg=%@AiqP9ponp
z_)p}MwResMG~P$WVMW_9r4jGk;ubg?+L)k_)Fyt}jw7~U6U6CbBZLaMi;1W}XVtnj
zX803U0Q1Q25qPmGL^6|fl=DcXJnD1hvB5L!K+~@9``pt>6M~so=HX)LAoe;qc6p;$
zr|NCKG9Rg+YCiXaExF*wt|YW3zA7Zjgn*GUJcnD_pf<rrQ$ryWD!0;izA;936n=i2
z2>;x%@=B@zJM=~b;BupgP$U=k+H70Vs34FqO4GE-!p|+v5A~9!D-XAZQe*~!S%Tkj
z!Mt@nHH{J3oHu!(eVfoiK=`O;P9gp1^)Lu=ets7kD~=1=5mtueJ;+4h4zI*e+l&UA
z7L8u9bU4pX-rFx%m5zhHWgaaUbuUFcd27(gx9C1RYaDN}au&iMCdVQ2UI_X&EL;eK
zQ1F#<p<3mOdsNG2Dldhe*uRCng+k23ac2xa*>&tP>CEQzVX1a}r7+yxdijX%<&Vmt
zPFquBmqP{$Iy8r4`CeE!b0<4-XBfz-7cTY`)c>MbcXL(k#0f}e(vJ;NnBfjmIUR$l
z9~Ux16}SmI=M(t4GK@cU2Pqeq99Qc*o%N1`1m(ZQ=1YP=)+`LI5thN^q&1jpQ+H3`
z+ba?)2MIv9RjF!s;%9fAl@<vqMp%2j$mhspM~UH9NY7L|Tt^=Z4c&Gxr_z--Bbv&0
z!lOgmX3=mv8eR9?6fN!N`tD3SeVQEbQX%M!b~=SF_Ms%vNs4@iHY9A5T$1|uHDi>4
zpNwNW7r&Tz6?@Ob6n|1T)RCx>x@RE2$%@Wt5gyI&W?aLyX;4+GHb<vFsi65adV%2k
z0y#N^EuZQ`y!N+eCfa#ye!`5=_K%;pqmbAJ$L{A)`KczXLqa|Jat*>7bd|8?P>6h7
z7s6x$p@$?R_}1LY&L-W$AvHH#s2j`}7k8F+2M$2iaUS2?_O%>|Tdx&wMYhG@@7!^f
zd?sRI*2ZNpwYQh<Gxt?uLB+O;rIQu|gAC>N4(cJWGFJ9kp=^wy)8{HRdfCFYu$e>L
z#=?SfxFTCo5lk3oMIRVWoa!Cw^N=X1zKx%CD1#Wq!)fIpGTfBoX^HYw%N`-EFTqy~
za@=m`U2?Bk7%VHgcbAE7D)DaUP4czlA-XIU@h1=^Q{R48##4UORjm0N=5;&Z^K>5!
zP)nKXr!eTNcZrMkqv>}_Jr19Jr0VcUDp<-UM>n*)9gTj1sL<eMXlBOA-=M;yQfpJn
zLDx;hPH~ejceQJ1Q4;-D=ISvQ>}D9u&x*jK_>f{8zbZ2R2~pJjs-jJZI;VXoOa|ll
zBZWM?;q;?gc|aGsxwy=Buq)yI*6U89fwqr=o2jI1pb<M)LKI!wsoMd!7CsvI$upzZ
zMmF@TnN(|;5S$D}ci|iPys)*mS}nl(Sq#s{APX_S1>^)pUbj}q<3B5C`_^)RmM!Q%
zJczZI@kwEajFdy5@3fk<MSKBTfz`m(#Pm&J39Mx$M%aGaQy^_Jbc)ReSJQKs%zA&E
zpk2$*X^*XoXpDv9JP1{($B05#3HYzq+kRkUT0B=_pan~Z3g7#gP2Bf-Fltg?_BSuG
zq#X%A#<h)o@+K$A8YXEERA#2=UY5Mmp+&~fS!-UD3eWz0hbHFMUDN!cO8Mu-OiCo)
z+mJ+(%%Is7n!-Mq*ld(f3DM$x!H&$EJyxZ;R=$1{{yhY!t8NP^GM=tEU*lKMi@)S6
z2snjReQ|piIPd+`K{VwS^`!p23U$`A5ADNuNu_8A--GquON4bipoY^%tlNpXzv~|m
zdf-|rjkS3Oq|S&+t=n1;p`@91W={hq*MP0|F<Fy3i?%!GE=^}P{HH@tW7ZpM!#PjI
z1-E~;Mk(!m*Nxa}+D|{Fv-QeD2u3p=gyg`{VDI*}B<`;;kezq0f291hv;#wD+V4R1
zJVmh6IUSUAtWa$8ZXY-%_^uo#Q2XLSOJX-5oo3bg*0sU%L?kvgvK-tb5`$R#igXEa
zb;X#T%o}U*C<z&#jzcNR>~iZ$bPh_I2>0fbmL(~>j#E}1M~dY(x(9=`Cw{ok=gHC)
z2u?PRROt@7(g$@9rPv=Q4zKZO%X{(HG5NxFT@xWgIZtErMJYlelSPh4K|NDAb=#fX
zg8msCW}70VJRN$zFelaPC97(f7!|A=_$A|wF}$^#w2P$+!R^7`B;Qi3Qg)$oGYFlY
zS}ftV1>kQ$8!uGoC9Q2fkxp3gL4haT-TUyBxNmB^X-zKJc~|G0w(EQ%oRmSxjWiZJ
z@a~DSrpx25^C_t$gLq@~_d2iIF-SGSCH2ay!zmrAWz)J7I>~Jil!V_sWv@~Ct-OMW
zJM(3KxI->p{RGa3HXLI6QV7Z;7ei}H9k*<0iT4#sbQf(X#Y36bv?Z^K%#Ss8LTZtW
znycM@T~JCdXzqO*Xa?WRIjHyT+os3j3%w{BI|n+h1Cz%p2z7NHS8(79GT^C!Hv~Jv
zxmg=K!f*^hB^x1!5hUN=CG$g<UTL03OM<(}r+E1E48mZC=B^aJeVDhJNHy*(bXJ7R
zGe{FHSX#vByTG$#b|lwcOB^#i==J@cL>aG4%eZNSYF)<-=R*w@q;bjvLP4LF_?(~n
z?pEeLS;(AmK^qQk^yOHPk=VqZ;S{djoT}u44M(j-zzDM&dWu_F+fOGbwYw>MKtpIx
z#9u_T$+GQVucBR_Sr4E{zOT5{hg;IwwAEgW7nUu4S_RVcDyN#G8VQru-BZXSd*EaL
zu8mdWj-xg1a|%0rkHB`8O>&}Sag+z+ZmRrtRu%VNPArNBm>KRqHQnf#y7m1eB{kEO
zW5L6&xy(&0p>h-W_q3cHZiKgOpPVfA%nNJA<QVtqRN6<KmRV+fLMVHL6pL7WIlcFK
zY9jmP7NDw=^D2EiSme%Q#W@Xq8l2HeqHUZa1zq+#a6UWvH@32O9b2$$9cr=hMtpMf
z4d8J8)BQEY;}p}Vh2gWJJ>R>fAj`~tp<^Y(6J3K0e)^@MLPY0M3q!i)XURLo=%HY}
zLorl}pWvuB^YRRv&p(&AI~eSOLQ8CJ-Fr6%tdNDgYw#kaO7m%}+MGc*URHHqbBj1P
z=Q8wW`9S6J6lDvP9=+)C*@u7iItPft*doEFh}^a7ovjEI{lW0?+nE`5Y1^u57UAb@
zLVY}#{#n!ksnH&FEh{^P6H%2NP3Y5MbtT*wTnlW&@fHbQPfcd@tr@5tZ!p~?N1)5`
zq?ns@F4a8cZ(*KGk2rl#B2S)(>Af88s=G^N)AqFNhH{fw8<UuLkL1FBdQ%0_!K;qo
zQ++?J%^>^b2Buqg(@+cz?}qK?CcuLww23!1C+b?m#Vi{(f#(G@ET@oeF8Ll70y!{M
zqM*8`kjFyg6k+Gjcf=36W6q~44^~?Vop0Q%_mii9v*ll#bQLfs7sr(^Z)eHx`RvU-
z`!*ut-HLpi%Ck4z*vnMY_#CjR=f<7rhw$OU+yh%6X-b-cm(GyEx8K<ZWQG=jO#$IE
z;?WfT=g${|IgVq{ecz}qwW&rNeoV{0K3%b~D3`1h99EiV`wkl|tlSB$fh$WA5keh7
zIm91e^~o-~6W!)oSTeBtO1-C~yS{fUqSmsfaJK&IoHHXavkWIorvTNgO$n3XV`n2f
zmOCUiJdXQm3d07^;>lTEt9?-;)1GU$Y&UVC5fI?n;RQ%XhZW4b%Xkmay|vM#RHep%
zP$<&VQ=g{nOj7Npg>-XSKG=b018;tXm5-G$$$sKiD04Nmrsn42?t=T6p=!9sY{)+i
zC6A@$A{L)_BM~GTiP>3-&6+H$+a#k>^z9&JoZ%0?VK0pzf4Hk95*YM|=|u^`;OlLa
zrs+U;$86xmXx$Oe&}O<9_p6MrD<xvL+b6>_m{fQ}e9;8>D&r-facnGA5j}lk82Xay
zZYkgDkM!$E=ghDcYVAVBam~<kIToUuIu{b{m{Z&illQ0nkFccg{3PW+Q!FQM=iIb1
z?CBR8pqkZ9N9#jrTS(q-mmU@5kfe^#PdlD<bY1lf;iArPn#FH)Ux@ocx{Bx~jsM}l
zv^Tv<8&u=BJUZTLPhnjmATEBpr{2c?YdiY8<1q>ZmCXpSmJ#b_oifMq4e3>}nVnMf
zzDdkY&~B~q@muR-*9g|>=XZ$QV^FK6`xnpz`#wH;W!>PSAwP?H=+`gCO-5uw<fa5+
zhP^Q1a^=*1NcOa)iV%2SfY*MGBbju1wX|ngnrD)tfduTu;p?Uy)>aMo>gD_SgHX4L
z@h|u)->xscXnR4t8hxaDOto|ESW`uZ)~*aKROvpGyGe4C8O6IL_Y`(77fz4d{0HGo
zK&HeV!Ol@l>GEnbt8&(Mcb&=Aj%JA*W$~Iz9}n8=tzC|%GL>&jmh!`y3EMa$e1P|Z
z>}{wdF(P_)zNzr4ErJ>h)ox0Rzu0`7c!(#9jTpd4+%4)VVHHcGLE*y=jA(On=q01r
zA@de3<vi6ibhX4gAksAmenAwRRGkrhldmbvbqoiidr}(vb;~vNV5}}Tr|dxc8#R8@
z=p}Nma8y1~Ruhbi%beK82f#TWh=hN9qkwM5<0GMKgUR)^4TG)!K}ShX|CClII^^+L
zHLD=a^hW}6jLGo9K5Cp2d2apd84QmNJ%y&4(cK>zwMXiPqk<}*dD$eJbS*CK*svb=
z-=%8r7BKx}S8S7D(<7h@rwCh-YkEOf*2yYPbeqzZsg0AOG?eMq9swR7m9A032K_-n
zlW*89us2(Py^qV8FR<1$Cy}}3l0!o2#Vizh*Wiga6pb|MK6r;WUD_~e<b_il!bCxm
z?(_F|P-_j9$JkalViQa@qymPu_^$)S)cwgwrbxuu@yeyixxz(08iB(3Hg>J}7M~HW
zoUNJ(g{;pn;S<PMM1@Ihp`kO8=a40voAyM*7&9w1je@5(RMwuBG@(%>8hD$bV#KaI
zsy+ThH?R@FHM~LhIB+*`H$K^w?=<1lryuc?Mo}8-btyGM-*vGQ!_HO-zgwsa4DLz{
ze!%;pek~##{0h<E?nV!GxA4D@Sc(-rv}q4k!X66HCqXE-AEfZ`ZHhffZ#Fn8uD7|_
zK^{MTs=YL!Q=Vq6*1TbQL__d>b8BqNc6f|?N51Z<c71NPX|yP6Nq^GR_iJE(_98RB
z=+~a5rn;t;AEGKt?hKJ(+T7aPXG873^U0cKVqS~PpjzYQ7pDbuld6@m6?s>|d2Q1a
z<0MLB>!<vwBmMha?bHPDaW_TQWzA;rwp6W7S6J%%d!KFJMRacX(3Gc`h3oJT)>UXH
zYck;8P5!_WXacF1OULOLy|%Evw%ly>L$%kmgKmQ4T}T!?#|6q>oUyY?O!rRw^-g1y
zw_#sV7UDsO3lt7qU_GSr0#T~c9QM`n1RfaRMjc(+^^?t6-UjaxK1wKaBz+UQ+hMOj
z+7FeQptA}G(I`znBfU_0AsbeN+rU#v%CAAPlP}lmTLSE2zb9i#!0~vhlUH8PKimPH
z7?bt^!-Nnm8D7$^VI7AEE7@oq#AiK?HlD7-l*AyQa3=AIKoyp?U|4&7+e$_3tt;(X
zL<dGHMgV9e-&UA<)<=F}JmgTb%mm%dB-CY15hjUO$`>Zhx3)wmAbLKm=Win?0mUE+
z0Y{0;y8_-@lo86}s!5uZm&}^X<WA&idQBXX%)NO3qhXNJef`%GO{?zPDN=@OG!vq@
zAga0QVxp2)U)#92-~}><I2=|~DhYz@tyOL9z)N+ANV79rO8C-Q3U^>Vwmv=Gv&(P{
z?p5y3*IBwP9I0UjJA83yf}Qo_iD06A!n4)hVHRoDPRwKcRbY`(eSChC?_E2=DnHGg
zSVLdV)Q@SPl&YlL)qDFyV72rbM(P+Vb<VWHA8CES4ky!V66COVz;l+?>?Fxc-;$Lk
z%f5>v?QCXgd|ADTmHNZeEKCy6=-F~@&m^W=&JE)?-iIqg#8?FaD;cLIF+{cN#NX1^
zRp`c7`MuD>`OWVN3=tXFsu=69ln8AC|BpOGi`SK3a(!d6MZz^RodCCi0nf|h$2#sM
ztp%R3Nu3-+YI6Kw6GZNF1B3hf-WQ#{J4O3oEoY7ei%ksY><;LnoBJ#5U|J{(JH+$j
z;Zj%GH69YT(*yn!h3oDT9ytZynO;V8#NzN8Vu>NZ?UMnHCGO8MXRyhWBnSzOw89C%
z9s$qLE++2XHnK9bcd#?k16`h4>zm)Z&B4h<#zb~`%E!m3<Z5HYsGw(p{IN5#av);?
z3STq6HnO*Nv@<ZW2dap=IEX7c=s6ex=i-X&WbBtU#1*;7kR81i5MUIuwsHUp#hA%B
zF3ZGN$hdzMDcD&XC>l9vGAf9OF)A6kI50|r0BA3-4#HOlNo_Kq7g-}iGrgDAE}B47
zCNfSICNg$5CT%iCVW4*aGkY=)&dXjI#qF#eZGPi^dBLd2sAQ*SWp9I|!N8SKSdmf0
z$jQvW=(YGupl2mLeS4saqJy2Ifx{J@_GGMV0s?>K3bOCtToE&~bTG1G6te`V7BMog
zHZ)?CF|smoFePJV;$%g(`^{CC#3eOZ>&Kk;>+ke?#V%N(C=xLUI=v$kwagN`Q!7h{
z$IZrnb4LSTw@6#vcff1*3HMY687&V*!*I;?*^Wfl#kwc{$sTIfDr38?H-Z`EzHe<y
z_~5>lQj+4ak@6Y98QpN%Te|14FtBK8u6xWy@`UbGFdE;;s1k8<((AJ4%I6cZh(|T#
z?~1WCBg-HM=DyC&o#HJ0Y;yBQh}kiMpD3lR<13z2)}v79dx7LvM=99l_=D!L+U__l
zDE9;LF!9dyMHRoU_pxf;D0L*GowMXSDLXn(>D|b+=x)?KSaaF4jaEDx-WARi>GNg9
zyRH_&IDOL~HMfGvW~|vyLUW#wKso3@Z0Kelj#{Ajs8oFO(Wt>1b;(zrI9I7>@3-v<
zhvJnJd;D_oF~hS0z}GP!w6R5~qf6}Kw0g&R{QSB=;JrNEGWCS-7z+fm&^X?6ZOz?!
zO=tV+rPZC$T!}7%ROS1Y+0=nN=XR`&ppv(PczNxmG~aj5vUVi!epbXz=SvTZ!d{vM
zwBzLIF9>c3=X?@ZbF_K!ZntO&HAuDY=44g8Ku}C|sBDrnafOXzv@NA*#%Uley?GJ~
z$=A^B4`qSk!cuyBkqUvV=~~?3-hHnNE$KfzI(@BjN85goa8KQYFFom=?XC3>FYdBR
zAlM7tL%#1z-+D75rUoHDlBeWoJ>M|jE*d+Vs8LeuDN+HcexZ2lrP-Z1#xnY%2k~76
zla-zpbcTPxtt@t;E$uF<ECIpTGDP>3BgEo167G711Rb%Y6po@4t!VkkYpR$rJ)&Q|
z@A*4{tU&+7(kBdWiMQSKV~Ob-a~-z^O3zU>DxseUWz9M5n7!2c!z@3Y?w8d}&o6`d
zI4Ke)#5aC0Wt?1pX0`;a=TDRyrLCFgpsj)6W6;#E&}wrF&rbT1$a1RZq_GO9F}mij
zh)4v8^MD8Eh}-LD$cYw7Y+qa3gbM{SeITaI4b)o8-KMs*OAi#h%PoceZj`*Qoa9~)
zKac+XFYA#<d1_n9gKb;xQXYAgVaYgZTOalZb(H8O_j5#QzKk~X7hyico4=zJ<@hD{
z06S@>hg5|aZ*-^MLVRCTnNVDZ_MB2<$en?fMsmz4lUd{~!-pPhv|I~KjHnfKHRIv8
z#ZPYaQV0*qIYcRZV13s6D0NlF47XYD`uazP^zk#rSSI7Rl@Dr$Elf=kN&F)Br?;Yq
zFT5&FZ|Az@v_aKV2R1wQAnsLry)!D3ar3M6M<z17I?fdO+H`aA>yEZw7+D*{IVTNi
zkPsS<62<gn+p^m#7c@S?0b_Lx7lR&BGK|pD!dsrTd=9dR+1ta^%ILZM$1Y0#RL=v2
z5zJ1nzBU0*H_z!jp{VtJnOJ90`f^D-BK(JaTSKueww`4K5u8;)?}yQS*U~5KQnByu
z8*ARWK&1)&wDRw5G8fY1{kA^;D>hj{&jB!DR)CpQ;NapULw=ElU4es}jSTs{yx?SF
zCPRMz#*A~3v0qu--v*sgjFpU;^|GxPaAf7UwD*98Rg>2@H!?svflKqw!NmnYymSx0
zZg8^$P%k|PQ2T$?DR5n)|G(uF*#E&PT=xB2EPwA5SU9-;$tkpIz^uqQaXdM{dwoyC
zHJq#~yLI<QhgMkYjSl0)-e!GL+#JxI&<*wOKEn$zbS`70ltQzFZTuk=R}^1fTTMBC
zc>>G%aQ9Q^-kZAfm82u+%17MNu-7yNM)zMx&*kGfPp@=Z&wfl8iYSv$NvhIHPJU)P
zAs_ula$(e1$HUoeCuHcsHmX+Z1ay9Xtt@5c{OC;wr*#YL&@8Jgh5GPtdO9eUfw>v-
zf-Y<P>-#p-fyy9j-!S0SVz4LD6I|QusAdoDPneQ=H)|m72?Xc}BqgsK?^cWNA9pWi
zVr2Fq1gfiX(>9k!ic;EXBh`f{-vz(4des55*FDaDUlG)T34f?`Z|`ZOO~Wmzg@>~u
z<b6dsMd@tcPse^tPoIGWh%Yn~FE;iTn~xQ=Et>XTG-;$ld|1AsY#AsNWmq;Rm^_Jl
zN4C-)>f?EB@COF7Q`*Y3$C*^fXC~(0v<VOdmlI;ZTl28&cv`Lc6(?~cOWJ9x*L5+I
zX@Uz<TJF`&s&zN;&_`R|n#R=@3i-s@88+zJ4EXVMGv|_@@OqB>A;_T-Z}7*^Sx5=X
zxOAXSHMT+%?gzXDrkeT(nj;XN6-1FfYe<P%flZ}zF0Dr>G>?`@ReQ3kZBuFNP#?_r
zIdL<jBs#5gUhid=G`I>^6>_wcSCzi=qlPtXy2M;@Wx(UOPP%foh0-xl_Vjg3AaDi|
zespfXeoYzn@soc7g3j8xZ6AdZ%cr`P*XV&W4MVI`-n<H2IHwWwg>T!6I40qvd;XE2
zg?Xw#=bZ(fz`Z=onlLqVr&PQ#qT(RQavy*6SqY3TcKYX*-nh9kLt@NJT9(%}!bYEP
zNa>x9k2{GTx1I7q?h?@C<VWU~WbR}j@_X(1n;U~uOXMg-?lYc<g-LlkIt1CfmYVy>
z3TiUq6EU5A%<DwY`^ZpvFF*60#mlC)aG5TZju8<Y{g+SGDbxa{6_aZuBf5naJLRRz
zj^6AirV=TlSK8dpmD^U;{l?KnEqP0wGFLXRh-tb)*3#e4hMDkbZ>kz5@b>3Bi7L5e
z#m>Ql_c)xRFY?9{&Ax2fs^&h-!!*q49{dva%{8OA&US?Q#qpal?|e`8*7AqB1Qubc
zr{gdjO;H$(kjaOn=Isy~wQXm2?uAmWa}iHyJ!27FaNIHGR5YxxF5b4t`G}p?u)BDC
z>X9fWZ97NW&GLtn(|Rpn4*^7O^J+;@;(bTVCKB@r9L0mKTdT!`X5`PGQM$TS8az68
z^2J%w<8Jqp$+ivI5vgtljrlDe^X`?adVV>x-H*f!p3cbHQtW;E)QUq#E+^Cf@hEY%
zNZdw*2v%O!upeeYJNNW;=M$Ur;@JM=X-h0i|0uD?xegLM#t+%Fc-FH|r8Z<Y)yTIp
z>YHgP(HA!`n&ZVl-_~z#KpB^u%5f`5>X+D859Ov1Z^Wsp$a`DR8*EWE=9XI$hD+C6
zvZJfy`JF%SeK#*kGujhvi@<+<+U6=E_nwRQer_N&^NzJecjo=2_4c(+BRF>P>})_m
zLT=JI`eN*`yn@6`oPo^8*H1jjwhJ6_pYG47AzmHPv)@lvgQWR>#_GF=>iQ$hHOQz`
zvBN;(72`A33RhIjAM+&%Pg30O39B3Tz}I>TPPpylinIMZ?@S*l;R)KEZ#d_?)i=M^
ze>V=7UirpYhSCoV{CB9@7^~qtHc@wS*+x}3-oQ~KReWWWQ|HY`S}~Q0qwzTu@p8YQ
zn7l+qurS^hug(|Ze8z!y*JPbUPUPM^-?Nx&qOYIR=$PK$H#3|Ujk}wp#q;#;@SfuI
zQRr;}(g{=`Q0=XRP6b<z)PAO#*T?f&aYZXyW5QIKP}rI0VY7fTyz4WS2^fU}*nL6~
zh5e3&N`CbD5n+3$!?hF|5GK>So+H_A=qBg)^~rMO!U0d3@{i50(BJ!`myGbwb=1oQ
zsn_i#+>^9>z&aF*n--8C{3@C{-q-FcT2yH)^;G_ME&ZVq`ZGsU^q<PPeW?;t><4sq
zwPmG{6&CJs;?R-Xi4}G2cvDe7d~?y%7fVY`)0j3Ll`HAvDVqB&2opLhAL&hgiY$nv
z@Gi=o`7r*hYNiQgZoMBNQGvEq%%fiHBA4OTo{KiI)ipRD;k(;qR9&(~Jn3hChv&5a
zw*2g?Jw4z4Xx@NyOWw400cTv#MXE64i3f4<iZAxK4$7*M=oI4kiAQA$)D>1+J)X@)
z>iTsF5HE-@x;?^waim_H-M@0zOtDWW&iip0N$7_fW^T2)*`Zdq038;b<%kP3A7Z0G
z?sdfuzf*#UI^wL(u7{MQX(3@AchN*}?>+^m+-@rm;IvN^%_E}M*8tCB2U^@T%5=Od
zwa)$B1kEw+b;}D|nu^CV37CAr^}=_b_{tbfh}!ZS-Dd|S^`J&-7aOUY$I`;O2qz<+
zKpod{$zFHjzr=pva7V|qn&QQc42>9S+DZ`{i6-!i$>KaeRA|F3{IVFMl4|*D+|5BA
z>UZARVhqzoqDVrqznC=VDP)_3-s&>MWTLWo70t4&u1ZJ_ZdIeoI$A~<RS?qsLPD;o
zi4r(`otW21DwegQvEv$=Fd4szunkV@%Wp%pBmyI#DE@Rp%OJ~kdAsXzSx?=DeKl?=
z-w5b&H5<Xe8_T2FQo~!Zm#%ykr|Vepwftcg!SmF^_4mq;^%MFN9^SO%Wded)P3(0~
zy;nJWHC&YmpUK6<sQC8;Vj#Le%3FN`?7O*nMTFm1rVKFGL_s&OvZ2+}Uky^G41ztj
zn3$u?V9Y_w(qCKBrhc$Yr=>{0cqb5PaEf=R6DQU7;pFx$p;CQ<nRxC*@5Pi+{Cf<&
z0|h$qW6E}mr@lipq8TymM`>D2L~=K@9JUCc`0_*|_z#JSAgx>4Ki8FFSm&;}oPG_n
zeX^skDu??#Gsa_*W`wkjClqR~uF+>ZH<hweUX;g7rWe4@XV{W=Q+{&o#RuoFrS@;W
zgwT>cvoo|?S`ZD=WO$FeV=qCDCw$L2YBf!dxZ`Un9sS#KCOKObcqaoTl<3_9D(wZ<
zCkro2@fVVW9oPJ$f0n9!X>oy1wpAr#SfNC5H_HB)n>k(+^}Uho`GK)TDpTg+$8Ob-
zFF`#{8MKhs<f-FtT1Ct;P#Zc*Z~s*5dMsV>S=v{)g2Cea?aGs%P0VDVA8S5R1s=I~
zabvor^LVKm&`cb2EVCPAL}&$d6cMc3=N-;>%tLfqF$1>58#K8hwRoAC8_I~?_|@rn
zoRm{)4aSq?lYNwyIwN-KQZ&+D6ZLzvQ79-{x*w(=b=;zsk2aB$XPAC92WzG|EATW;
zD?4Sz0&y(#6@4z13)Gny*Z`i=<l$QNa6d`}g6nbL_Q{co$<wxEsOJ&K?L`u8M|U-t
zBWwLbNjgpAkn3@dI^iSM#y%H6m);UK&`S00pT!$=(}qqQaEhau<V<VeT8vDM3{R$$
z1n51W=hR;nl1ajEBfkL_-CIcwC>mztG*fe0ek*FVz(f;u{Ne84VI56WC5?_zce`uO
z?kY=YxZ+%f!AWd{a~JxU@w2$)!Mo)$eJn}>QMZ?xcfUuU2nK9E_xYRU1v0Ah$2`{2
z%D}<Q+6uYMAY)||u?FdxSs{Zi%s{Y3)Cw8x&?G}ns{ir@N?uw!0>LDp9s>(7k7q!B
zIoW~xV!yfrihyY_a%}({FV`2q@p8rw952@i$SBWWA}*Je|1DB1|Adq<GZHL23pX2p
z5(5V_HwW^_#m36ahKvs}Axk-!Sh)cz88|qZkc$=uE_NnvE}&G7jQJm-B2oJfp#ELI
zzo4>naUr2{GIMeuIl{%s#*Sp;zd%JY;y;1<H~s#Hv?AI5pFsT^9$rEHJO2L*t;m(;
zZ>YbPp_jVG!l-DfXJ}?+0xT1Stu3wX6m9ejjQ)(&{Vx7hS=idz4ykbLEDWqHWGt-A
z4BQ;QF1WZDIFP~xLX$v*Q<Dq`>=|AD0QY|DBcOGcu}lHr^H;6=m+0rOwJW2dqrL+&
z8hW{cWmGjY1j2nBtZa-DMrJ0a4rFZ1-2Wcymu3$33PyIq)*u^eD`W_ji%}AYSlZcG
zBg2Pe#(I|aMvQ;Icw}c`XF_85XGC#hdfJ+3%oXFin4Y0#re#;SvS%C%J#&R&Kl3yj
zsY7m+Z5M^iP>To-yPhJ40vfx-9ZJgnou}6cB7evhxedJ8|KeP~LOL<_j4ZK@e?C8k
z*W^ty{HuGacApGbU}CqVjJ39Lmlx%K_^~<Zqfg>(^gw)Dy2Ci_VYYN2wHrWyP4!f?
zcofv!SqGjx=^3n!iGk{P?YHt4)t@a-W-Q||Ka~+Vks;kkNg9L3>T9_z_0i^O<{b*w
zUG&M%n7zR!|0a@tbF>D;6*nfY$;<%C*FhY-8}mZgEc_hU;w<`rt@m`W+q2xu>5ZU4
zmw<+`mvt1s*TI;)(}Z~U`c^?H9Ev#UY&D&ADu*Tuo~}{zrg_2!1l$qpMJZaw#Pko(
zXL>CYXfIoo1xJ4ZZy8tiMj<Q4sEeP9LaFNOAzhaZYyaswW<Aa5;80~EB;|ZRLi=EV
z<<vcIz5NQ>))9Y^Qz`2tFBqDaq*WRcJz?^zjN#NY&a<)$e1?P{co00hYYw1Pzi?PL
z*-81Avh}|<YBl{o?$E>j^FjzWOm1U8BFP%l;f&b?mQxS5i*saq<FJ1)Lvy-a)(9?5
z_=iio&i{zpq-~J^-N~fOVV4KLZo~|YJ2+Mx$--T<|A~s(sL<1Un!6qk6*agaD#nsS
z0=!z9T}mAbQx~nJ5tXHIf3V1`mQLf(?_V?gv5G`n1?TnnCV0jab|92qniIRif?YE;
z5NA&lc-QD?SG_x9UyYnqMO(BE_;`2O9~@av$7AL&@}qbFWTH(C(J<&{Y&>(_6;3hM
zrXF)U;j^$jUW#dip7n>Qk9Ahe@IxPIf{&NBSOxcTMjwogzH!m0cvD?kT3+pH>wLKS
z_3K9VkvLx<^->Jb|J&D~q_ZCby;;h<3v9kKG>vCF@Lntv%?aUd_MdHSI|m0#=jV_8
z{Vm$tol{hRRtxeaFD5jzY+65@?R2Nm3ht$?8!bIL+FsC<PtF&c<>RSQJQ#H$kZ()T
ze^;t1H)nMdKu%B<{6pOJM$Y<2BkKZw9ZhN^1v_XNrI6_QBEAR8?hTc4NNSfbq;~g4
zckU|Z(b6u)=pgEjQ%QFdKgPebj{1Wa73-d5qqt&^e|HNg!4=Zy*-0O1wy3g|T~*9)
zrv?2+&nZgOHOr%*i<TjiX|e-=TfNgfp)%7cU=fmFq674z1K@Ui&RUi%8~?{O@J>;`
zsW|~?!wwSD{*Xz|IIQD?O4kD<9!nU1s}$bynFkhH74efr4xO{nXCNae)_L~%phH3C
z!JXk>(gvUx`g3wbLm-S>TeDnzTD$@c?)t69CARB0yp<Z4yaA*u*tP$2p&gRUryeBW
z;^1H+VI9<~zc5beWLa^^E2L)R=hK0#-b_u`yV=;(u6tG_Yr?3ULf*Bc&U;@XE|jxg
zumn7RO+9ClLy-W4WU1EioMoQpD670R@h&SFl8M#;{TpS;u6-gw$AqCsws8vX8FZNN
zFYPXAqY1kmet}ALUTK`5pU0@8fX)oI;9}26?4LYdFEE1AKovGNv}Y%(ODihuwq`yV
zSqJ%V8=gJqcn0Mf34RX9s2j^OcRzn;^;4;8w8@vQH(GCGnSBSu0EVW30USX0wAMVA
zl<@(Gv8o@hBqc29w^#b4-ch0msjN#F<|d(jd!x@2J;Q(LgW*;IK&jUZAfxqqWuOW)
zf%GH{u#CSDHs>!q=pI(A6_@{2_G-;`$uVSUdi$^U3g4R4L#>iM<v*S6K!p*NfZ8oR
zav42cU!FKD?_j*(TeMCf{ac|U3qH#)G0GMd)c-6mJzFh519i@-8~`}|2w7WuNWxdO
z_j9g7Jj6<%;Md3)B}@@TR4!W6x`VmgyVz~2H?`H(C#UMFYTft0e?QpXp3cI<TIf7d
zv{Znp0+`2;K8v#WZa2-F4jKKWgI(+!fTgek6|ApoO~7hN@Gd_1Z!i9J$o?UL?2XzV
zj-|gOo2E4sU7x@18A3YiwqwYCvOF-5R0?Tpc40x_J{~^M-s4gK&8lRh+$8l!gPIm5
zg<S?nj_wGjnDgiH39~QCC~f2hs$6P-;5k6(6Ml;hW&AP{#Y<%WDgnR5k2FQ`&$fb#
zv}?Kk6nA@Q9$nWPb?~m{#$@aBKn_5P7khx#`%PgBt`TN2Z$%;{j#Toy$CVIu_qEvB
zYt&Z*-80v7R8ezwv`<BL&RriEz<^Sxl9nAbsJlY|A{hlk|CE1e%Ew=-B5<#o!M1CR
zq3id!B(T$-k1W!TY@|Pi0p|bj#hYAk#$H%a@lY;5=UhML583X-WRmjNxa!MpjAbwV
zvh!sHT3FVWbk^27Gqa7hE>%t*9)~Rf|1xeP*XG(otodC_A9?=#@uM$v=21dxTZ#1g
zxOo!Y6^$mEAbzcbhEn)wvh|<ieR#ClD1_GCcH>xO&G7fw{nG$;fT^T@$u9Do=FT4#
zcyInPrt-A3(g_I<ot=wFh^83E>X(SOmrl4jJ_Q-XjF&hbgmnDo%`<n4>P`B_jRGw}
z`2xsqmYHa}QmxL^KZI1OI5`!rZ)g{J1}lQ)aIcW(@?|wcj>SSi9n{@t^Xrjb2vA(8
zK$J<ec_a1fgZarTdn%MOy3oaLzu_#L*{_L|AJWcOu)bPS&n$(ER>n=nu>mc;PLOw@
zwt$u-f6N83R^*8w$ykB=3q-9gJ{e<^1M$;&Y3@Lx_yI4ZMU7RRX=}cwcMJ<}ELcBA
z{d;)=C4H5E^Z?h$RRY-S--cOO@XKsLk&esH?}N?$V<bq~{<g|}2<%_|&RNoqH9vmb
z4THrT9$FKT6cUrp@|WnBjdMADB-Sj5_)X4|+i#yp3iw3UbV%Dj8F;`AXkx_x?r(uD
z{b5M;A2$6;#zmO~c7EnPe~elKBO^2W-TBSUk$3N4Mj@ZBOe;aDXMuTp7}7NQga2X*
zHMSDqGQ(F+@`{Z!JWyr)UoHUPAb5Dwhjfs(n?&1cc9jMjsVPVoz43U)FVU6;suBf*
z)S$gY>QWRSK!uS$si?IXyVJiI-pKkQr&iJG%_NOKd~?s_Y33*(PcM?41dtxlgnJ&+
znu5#d1IgWiN(k2u>q=kSOEd+6jU<&eHGWes6o6q1xiap4Q^Y!dUYP>`bY}8lS5t)w
zR_Th<9pmXYmpb+Lvc=Cjpw(6f#{tu>OX~{I^f0^ZPm^qOFg)7yPvY~`*k(!&6l}er
zsK)whY9(lH@%{G*-Tm=HZbEZGkB`tR;9h32@vmtaa;V2xd@rTOTq#)MSc-QY_;W~B
zlN9b(Ju&%W&hPo>-S)1o!R6)F>FGQS42b_;i#p_EbKBPiucruqK(E2asqz(ol;X1g
zVhqiJE>snUb1SX$F2~lTg)~=HCsNtO%vJ`?s$BWWAt;t74OFVv?S|Pu_^`i7Anoj~
zsrA-LUtd%~L6rO98zMUnv)g|-%vazWxJhg^<__aODuoLpWB-_M3G~*;C7Wo|UwQ9%
z$0R;zjmD)2V)yBWhWmht0pJ{+RS4TIeJ*g$3H!!nd@f^R{zvD`YbHF3YroxemR*w8
zT7ht-*>C^%L%dq9FzMr?Qd!zx6Quvqocr%p;J+^MU`gRV%!z_WTQLY8PDnqTsVVjN
zbC`qiO)o0T1(|{gIA^Newww3!8c)tPW<8cRKjQr|(LAT>pU+`~h$gN#^)`s}5moT^
z=4zw$?8Vkrz5T!TgqbF*IoU|RffZ;lI<PF*a6DSnc-A&^zP2^3wM{rmtq4{j=p_gu
zlzntB@4P+r{Oxux4-7HpJQIux*AaBtO(D%cy}K6iT#z=<IIt~{D#&jHvCxlbIx<cI
zB`GJ&@_`D^;aNblI8eJuxwZ5u+5#&q7-~8jeSpzsQc0XL(0~LEwd55@^VFOqB}kcY
z@(??{B+_-0lWnr+S6yc4xu00VG2zA~ZGjvhvrA6=iGQ={Q1rni0H(?Ej4KxWYc;w)
zvuOj(=-Cq@xl{Rev);-{(xa-On)XV%#(nO@gOuQ*cu<AlPunc^Z^K>c6(&Q7p^^_5
zjOBtq8v_pjm@7=MYo82|gvk3(;HwcKk@n*0scf1jKw>roJZS;H9Z6jZW*L1k7m^Y$
z%}-Uc>ZfR=m-Is_KAa{YAzT#!6#EZk(r;Yy<JDtOmvzc%uj*#9T1A<SSONeZWagzy
zR56fwX1ot6q)Sn&pp^;afM#CNXP(xZpVneVoW*%1!#{cOY|HzZpnv>+%s06;uKIzi
zZkDFcm*5Izh}#E$H2JT!5hzUr!K3?<bOgNSc6?*38gMV?afWMJC^k+lQzu<Xswxnb
zEiV^A8U!{lBOI+pA%pCkua7_q8@4MrXAlE0&Bm#K%LV7)sTNAC_%ZlkI;G*%H^uA8
z@&txI)|Yuwz`X4VJVaUEKI?|+xSviY%)0JMd+lZ%dYvOKG`F+H$$%+<Cj7d$M^7b6
z@y!aTxkXt4)CN^o<u9kknkZ^)CgG^MGKJySyhT}I*P6_pLrIFJ-neR%B}+0KI;s$&
zNG(OZ+B#cI%3@zre!bLC7<<ioFn{bxtpFj4G5eZhM<MVA7xg$0s_sCd<PC4p$97rJ
z{G~oJlxM)b*x73P6t~T4c}7M??HUKfP859DdSri$vCwP#WI3hqVh+k7cr@}*K4V_N
zwu#G<sP5S7^J^(bO@qEl=8*=s{o~rThqLErv^t2cyj93*{h`-k-fZ3RS7&Rlg}Ef_
zje-=ZR$yghJI>{@dm)q&xmt<OoHshtJX7U5*L%w7wcV|XI7%41SagRBi|@}_%mVLZ
zP4c()SZjB_fQlS1)Lt%UOi5oqAE{}mJ)J!C`gsz9SPyC(*SuJf7dR~kR`p095$~@A
z%@*yctT-&*;;%YEV2tVKP9OL6E?>+&$cdG2+=r)3BPQC$E)I5=2)|#h2n6D7H2syN
z*o$K2FU&6vF%c*B7kkb+M=@UGZoj=#uW+u(@Ka;hLk5qN(N$k)z59v<Y%Kl)L$1yV
z{PTnpu`@H~wY^Dte(t_BB75o5Hh#R2%GsJenZp_bZ~rJr(?NV~JYP_~*gaa4rzL5N
z07U=URboGo1y)I4R`A+fA`Vm*Gf@eO14X?S?y^j%@2LcJTjoVRdTk6_H>w0_8f#_@
zhqAzo8OuO078p&2U*rUbdmIQBJ)!cPJ-w%LqT3Qy*;6T%^TepK_e~aibM!3f5^tJc
zj5S0->fZBNtFU@Gi%R-N!7gX9UWJD0SI^l$d)ONs@D%89{sgN$&xp(&F*~n$dsrp~
zoWK5$f8r|;7$T*akiW?x{KE#x|GOLlH*zZ!kVD``rXP^U%P1~zyv!~9Qx4&>^6yyl
z@5t}3`0+m`Hm-6A+?*`z$T&R*8z&PG9A{u>0s`$o(D*9C&CS7t+#JgQ?2lqbM)lc|
zDTaR&&A&wLKY{u;{r-l^#R1U9z{$qUd<p$mUgMwR>X(f8kD&hhet$##AJU3s`+o%W
z-}n0q>fiAHUugYnmgavUhrrCv24oD#Sh(02fNg2Nt~i+)n2-si|0auYxdrZ@vIv)3
z*?w~csc*k`!2L}Yf$5Jd0t?gsNfv>Pm6PLdvIru^hM%4mL_I4xVKIx>e@gS&AU7wm
zpMF7%;Q?!}|3?b*79Pu{8<wH?GSZ)yL^ba}+j5&eMdWyH+?hxJk!oD7)yK^WeRt@?
z%gc)B9OvIkE-S0mIlleh`sTk@_!(a)qg~Bo@91WAvVmb8f-jz=+VX)3`?-(f`GueA
z?$OHVSZ3i=Y_;1~-~N)b72lhh30Kj;n-9VoI07#&Dt3?J$_YMM(a&m(tGVn<L|_SA
zeEyw<D7={cX-*<I9Z+HlGTIbR*g|Z!PHrPooUXDAkDHG!ba+EjB=bDq=X+v~aCn))
zi_U=v)}(mHBwV55@}gmqS80RX19p~?)OgS?zY+LzI{4>Rk%0X(;sX|5OS6!a$qM2p
z)coQ@dTU)erwdsg!jI>q6NE=*Qq8^2h6^`t3a((XlyfU>99wvuMM7`70=<65gjrXF
zgjPUP%>}(SLQ-}{1ir~@Y!IiHv%gQ}2UGRl+&U8m`zi{MFCLq3dGlB{jtIOQ1$z94
z+ATD;jf8VaUL8d?U8<)yxyxyjq`HwPI3fFX&Ypx`;gcXNTSGPd;#ZlN3!HR^HW2`M
z+2duMe{4`uv@_DsrQwd4Bo(Y+{l<F{sxuc^bbvib1oy}&coKPVl%u^tZn#05d$2o(
zIC`$Lk>?@yeRl+LyPY<B_cul+QKhp|YsDG-U~{<UY2w8dvv#TnGiRkVg`aHzysjkw
znQmcf{~J*N>tzM_klty*0e0!ZZ;llmU>dy_Oi`W(vwm~t{Wg{ihyp7jvpE@hIvkmQ
zfT;|``%<`vkL%=RJIzysNB*m@(_fYE|L3`GY-VNy59@AQ60hp4E4(24h}^2Jt<avG
z(hIV<rLu9HIy-+{RmxId?Yi6gsrJ>j_*7t!Hr!kaVbwWXFu5z-m;vpdo_2@9Ae<ax
zd3j^729nLyigF+{rvt>AA$xIn@;xqYZ4qqAxgZ@Z=Y0+2in54P@UA#)thw6ckgF&I
z8AZ_pVt*E=Zd`|fB=F1Df<0$UMAas<gM$@iUHlKk({lFrCz6tm)6!ZmaTEi>7&>6G
zLpK+%i?8ZSDiKmHe#ofh{<1$pG9_xoV!EOtuArd0zW%hmT{<f(q>lz5tcuo2A|;hl
zYySzb$Q_F!J)!qB&M0!k!XzOfVQAUiUNq$P^lR%KCva}XTwyJFFVBDsO*;Ys7im@h
zK@**myS*T2J;_!2V$j6&Bv4v4&JJc@<d4MW_^oYn>dLC3s;W4$8Gs7-u}M_Udz0)x
z*g+UCurR4|i#!l{2Z+KzCR0+8akP4X(RO(<D^VBKQmTnk1bWEmSIv%a<5FRygkXJg
z-d^rU95Dib=tdyqCb*K-4HM{Y<5sy`o}bX4lf+iiiY^e*UasBGqfav{s8V=H;cAy$
z`T?1O_;MaEm)i#acPWkSC2$<AY6dd&IUP<)Mt!(8SWUB`nzghQeTI^==Xg3f*)uvi
zH8XR*u#hn{Bwmz1PVW>fJl|CK1_}gqLwC_ArF9^rM0|XFS|4l|77eRAZ$7AP?X#62
z8XsA6JzgTU1AjJ58yG%0S?}vR8yL{%(O(oxm=dscNu-d&qmBf)h&qT(rM=%(5W95n
zT<?9P4k8su6-BsjnI&Q`v&=?>>mZ)MF{GlAH<U}eJ>-EfsDC2qGxdnW<iU*<YTWoh
ziHJAM5m(hl7wfYe+)tjLQstS)aKG$gyy)Kna1@VqV3SaVIsvadwVs_BCnzX<BQG9X
zMfiB3aQun(z3wDrY#YOmobyq-s&_iMWQ|mGFy9IuF=b%rPPgFuGoenqq7i#?F}Doy
z2<#P>BBih^G)D~$O<BIN5#}JHJi4)Vd783fu{bJii!oju$8W;{YYJo-kX!<+JJ1A4
zh|1|r^2RgaKCDPOPN_w3P)#`$1wa#7sXGW~Wj}g_dQ<xJ?&q@|EN(%C(!B~d7<4<x
zeq9u3Z#$d}5PqUjzX3mL<39KTbk1cC#riKT2ouptku)Q{HgBE=*sSK@3}sJw?{iet
zN^frhBamL2^|Dd1W#wqoE)gChgetm&QOsld_6LurP1!0M1ZvAzy&TG2+)jSv&l_6?
z*6RCDmF%Di@r+5son?8HHr0+%2{IivD{I_54GhZbJ>8uT-zc47a~drCRdLFNTd&4g
zwE;ChX+FOoif2^c^k84OQ{uaK{{H@V214ZIqK7c?I1LP@@OT%4llDA{FEOq0iPvNY
z4W`=Vm9B6vVd!$%O;c!lf=avMYfH29Fg2yYC?~m+oMv_z3NZUFETKlEw}WB{>9DIC
z$rhbSHkLeb?giZ<t_0M1PdS3tcTg@8yr#Pu55wWHq(4Uekw-N<*zd%?&(c_*dI>SY
z`jI6pm0|bsO$#Vi)BVMn+MeD8JK7RT4@TP{WP?iLERc8vskdHkJ<`T|H{^OoRRB%z
zzKB>elWth9yz1tU^S>7kTNr|68ZdaODrSvuQ~}PP(40H&pPyqC<qv}2)+76o<k`~H
zOqiIAhrw#SJn9?(K}6yG9$&wB#IwcA<>KN}b>9;Xj6X^LfN6a=7X{|Jxquq7PYTX0
zX<oU>0y|i3Jl1Hk7fxnorm=|$91efji0jqTJ3j8n;H}r$dpgJv;Z!(vP`LcA0-o~z
zM^*@_AQ*9WT=bV(IY^SdaIB_l_SYxMVi<K0@R<1!U>Mc*U1y@JC@Mwv@1W*AI1J8E
z*f?ekz`UanKPkBJ+8y!fOY^lzOSX6oos{W`I6)o_8MyNbge`ry<+nvC^8zHW(65Io
z744Mm0FD6<>GH_a6(AuJ@z4pG4Jwb0jI2F=oVKw6tF1k>+mg=Qa&NOLu_wa8h%T1W
zGPr_~32HZk4J<ZZwTT*W7-2i)WjBL&5z}5Q4FSDJtg%$j=19WbC>^pVcXe=y@jtUw
zD~~!{XWvk$_LS13ETp^;9Y9ue*J0TZS)sA8N*OG4$o+LUx(_2k>yzeWUD0oB|LKM<
z&Y2rAij0qr?%(H<QR1b&l03{-CTa8J8+9>JA|BM+85z0R?=F9O=zMrcT34zM8Ry3Q
zh*sN&iDD!PFR-v+)zq|icRvgXiII~ht^Zx#Yl2D^)u(yo(L`qXxYex&^$f1sBFi|f
zWqFNj9!;h1#zU_OS<S>db?yaZQsuQTm!U8{k}W8LZm#!`64PgDvt0R0(^9WOJ2<L0
z7+{qyjvcXmqOv|QK8hW&QzC7WgBnVQXPHQZT)fkqgO@4~s?a73J0br@7H#JWLZAQ*
zg?nYy)~b~&DJAn%lkkRjV!6R`p_>#ui-!({ZJ^R%wHT%UJ?0&hh|kT}nkar0qc8<i
zrHo4Q8pF<O5r?QkobetDB9qLp&Ds4%ER>qCwb*KCedToHninaG136?h;dIL4s_Ng5
zs(z)-hihk2#3+H}hk0vYGh&qZj$Y-lQRB+W<%5GwQc}jGWC5PME8G8d3LwqS9!R`g
znjv|4q#1gAWrkv5*Mw-2Aer_f<?b9S#VZ0UQ==aE-g;8-f@+2d!ziw?B!I&NnFFTg
zo}Nx7CWs%VC6b4hwepD^awHcYkFXrit*?7`N30bu<m0Rrql9Ww_G!09=1rBTd<2?J
zMafmm&o9zA=hG&kkZChp)z<L#m7w%n1H6)Xd6K-oxmgcrI-u`>*2}86IRd<woQ()-
zd$jTYn0pJTx{_@R6nA%r;O-vW-7UCV@Zc8QEx5Zo1Pks20t5-c-Q5Y!KcPGC-tO1^
z@9Xh-Z~VbH>{C!@uiER>+H==jQf#SKb#vtEG`j$Gip<{}aGvV{VMR5Z&)RQw05Qr~
ztNT=7feN5LpJ@Jv2H=zCxrZL*fOcKNsM$OGhCx0cz@>fNQVUHx_}^jVJ4v-unjM_B
z_AVAK<`I{o!uSFBalnlU^o{No;8W3p#f6pU^FTrW{RRY7EYEG5@w9dCvHbq{L9eaj
zG&u6N=f3kdK;|?VjeHLylV%+r7;R4Ht}N7#A!#+^o)|!L?)&{(F3TNv*8|ZV=h4eI
z*US8m?`e+0@B!xYX}=Xn0TM8G>7|a^rnQ4FGXazEgU2!3v_TsMERgKa=?4w?D)c9`
zcfo#}lAIF>tK(}s<#UxNMFW~l5Iz@sg@Co(O8K1bZal$$DFu+Z$3yjg7;tuI!!%+`
zB^FRB;C`i#QjP-JNy>VoA~%0VMF2ErV1TDy>3KQAv7DTe((HD=w{XajptM(h)b_gN
zY_;t&tNgytb~@|nJQ!2SzLe7dFkzN%_!UY*ooCFeT(*|o>zMB@<{R7Zwq4=@ALF~d
zmT&*j1NrrR^R++bm#m{oZHc~;wE+7$PPc6U*-4)tx3yLJgHVRw+hM)uc<Hf>aOrM8
zi&sVOo7wUG&UW}b!_wWwW*$Edo-SWlq`msVn3qI>%Jk)AhKu)OxXb%Xj^hV+mrahW
z_Yc2depI;hd|!y$%BJ#meCvMT>#>-};^V3R=u<(U%Eg%c)78FKhtAzbR(nRJ%`>=r
zjT^Thl*I3~<_14LEOA6Vu4+A9GJJi!TW0_DD89p!&)q?v-=mx6y}sIg(U`e(|M-1z
z^hq>u`if!cp=-Iq`|Pgh{Y@2Nfx0;Wn6O-|J-$;Gcwe0)b!gu{JaWiCo|rwI6E5E^
zPs;z{q>eMv^!RF2Q~8cF1n~$Sg9Sa*1*!1}^ZpYC44)h|3RL1I3_KLL56F@b%Hl1R
zxUCSSg4;GG3=))NrGgIycdL`MxyzMGC3mZN0jud)>0nhUHY)rE$jdn$wg&==<;8EU
zp6daC4mbUw1mE7e%v^Y+d%7rxpH+lPl|XE2p?WA(J;VWTRRBoMZ(Nsi{Mh<SrT>KD
zbW(eQyoEtB{%dX%5Lo&*B-hKvM{_+VVFI|!=hR5R@tIo!q+mXCo`2>x|2>ZOKXRMT
z5z#D6EPxNuv;H21{F8Hg{`*fx@h6|j28hJ|D?anzV`BejlKynY|B}Sc&i-=*>`Z`w
z=)aQmw<Pjk#e6@H{ZD87FG+tI!Jin!-&FdGq5J=KO@Gqrf0G0l=6^AyFTho@a<J30
z0wSH+p97wMZvn2Bp6RDX|KG{V=ZOp`$?%g31VlzZUq1)qPX_&$DxS&87ccnmue9KQ
z<qWeDG5^$z62q_T;h&km|H?|{VB`W!{AUATP~c!<Bl`LJ*<FDH@VTF_-y0l&#<ShL
zaON-v<FiNMr80+~>DPbh{13GG-<FeLW@F*{BW>HJsb!1%3Ei7x<*9RE+)()38`uvh
zZN5Pi)GCek%AgUklz0Hd_;r2#<?`_j0vAgxn-LX30Yjo&udw%acTaRay?66`IsJBc
zr0c_K<n`B^6cj1yf;uMZF!T5mxzLu)n^{}_khJrU;aU9dr<;%WGT{t5X6SXb-bFt)
z5x32rIQdbJ%~kAAPxtS|T0PxPS4Z@gVVq8X+>Bt3)7t9Z-`Zd8CAdB`3=a!ipvz)d
z>hDcwncx1<<fKSI&7$}91%jgUj8VkB?Uoi_)&`xy>`%oiL*dWLdRV&ObjC=9Wb!ab
z8<8p7QlmXK`!ri#xy@1$ZbfDKgp&2>?0t1KSq$tR3+&tpw4XO@@YToft{{xP4M*rw
z8gkI{HO$+5gceFALFBp%Q^G#nOK(i@_xr6M!r~2M=|kQ^`LRZUDQd>v!F>vs+v*h-
zw=}n?*HBp2H@PB>VqWQymg0trJk;bf@I2B67b~2AEsff`G||rwiVM9n)J*+qQL?Kg
zK#asbr~v_FC>_^7kpf5F%P#%44+jJX!iZ)U3JQFHxFrHE_0;%Fjud*Lp>-0OLyV8c
zumt;cdqO^yvMR9e_NZvW@N{Ja+yIrMfi|*_cHM+g3<$M*Qw&j0JC?Dbysn}PYPdHh
zbR5#>IcR5W1}CdvMq~LsF^<%XdHG7|6>9bjsQ{RxxxEof@V>oLO<pDOBYZWA%15xm
zrRkuqX$4yMJgMp#2%5ZoLkqMtjddAD%KbaqF~L$k@w)ZTQ}-5HI_|21BkiS{EO8JG
z^KNgYRxH&(V~?4=Dd5Ohi-Uv{dNW&NIpeT<HOTCbA!!B?s5zijQG&jF7VvF&^@Ua8
zjY?Rs;*DhS0uXiB5@+dF&mlZ}a0>g#*-0jnT$G%0<{WF#QJ;at=|xPj?k1Cn?Uu{_
ze2TUC`>B$fyqlA)=-Gon!Fi6S%w-1t$@euW?;qSbCL2CwFjOMU$B@tJ2e{R7R~Li6
z!PsmE=GU<?EqSwqK9=)IkN)&HY>OX`RbG2A+Gj6j<z6rwwCoy}eBuMgkHb&JN+u4f
ztP}YUgSs6~!I(vvVtZF01uTcQB=)zbP(kdGxrbdPmtV%n1IbRI#;Q0dQPQR~ttvzK
z-BT|=HnpLBCXnEaY_B}3;pSs_&l6;jdhD-<yTm}S3fT|N_~`bq?JoB=o6$hC>Qher
zUg{>O+ClpCp;=8cf4^Ue);tNUj2w|c4@PURIfXVdM!OR7!RCoWGAF7c`W#cJ`~d@R
z#qvH$;!@qAd%2jUxRoitIyt%|uQeiJS!|DjydHVz)P%NJb64Gocz`92G*)?RfCH(@
zz_&pQJcII4b6LmxCq?q2NzjrYSqVq(sJntpX%nhA72+0dNx}jJlnclOvf)pmnu8HL
z)nt=5J(*<n#t2%>ZN}U`noNhx!7|v|@RO}=z0z~7lx`tA_-D-*7n%W^&GuyudFF%2
zKuRRonO~``cWQy}>k2@QQWsNa_#n7uM(F@+R^pP^_#o7_n@<sZ|Dl=GGpJvv%g8Hd
zA!Nc-pGd{O@4SmWEqy0=?&uEXD~X0*f~dy;j&A42PQSjij^h`Q#}C#Yo}J*BqKW)N
zz*kDH*YC=FyyUe4pQ&TR46)yq7J|ssU1i{FFfDF%V2g0INzI651ewwE=8J-l{GUjB
z_<{n|Vj(L0lI7&O?DSA}di9jI*}#xFAjZD$e4WPYr(U4Z*BAcs9i?y3gnU#GNYdBW
z6)5MG)3TJE+#wwB8x6&>;qSrUA|s@I4H?Lt4_@Po!VZxwJTRILRIEwnyR3aQCxn4A
zoQIsvK%-aPL&|KBs+wQr&0z3bOkG5+h|U2IPCWE!tQf77>ojdF?ISz<oG~yL8ZL~j
zVx9s2S)v0aT+~)2RE-Tpj;5=3<wOyhmHhj>#R`c-0XZ}d`SkrRj<s{WU#zEU&4$Tq
ztE2{=GTV<hA&zM$ErPDMhJ)$J-gm~UapNcsN`;#rHyzmow_NXi9m{k-Ev<y>ZKaKz
z9f{E%l}P7bFEN-qYs*a_<SLV{;p3qwDz8m)x$a+rz&-#IVzU#Cp&{&@$%8oP2Sk(D
zrwsf2pf}NGY_b&}MYK5&F7t4OfII7_56j=20d~u7IQ9=g2cwVva0c;x1qC<Yb)BCR
zLv}_zOqkeozp87OugO$YY`DPsEB(bE*|ifEItZ&$c_sN?l4NN&YrT~14)q)Cks00;
z(J~<tM8O?Q8?l1&lu-p=L#tA(D*F;J7hH6|M>Sw8vkS8*2qQ4OosVtMZ<R^6O3cHh
zEKhi&fnZ8gU4xDmS?L9i%qFohCwLu|#gSRsy{w#Zq-qX=uZb<6{$`A3iooO>#hXlC
zrZ2F%>!QZ2i4<+Gpu5&3H+MAT(rKAwbF&c+AjPY_-a5~=7ov-&SDM|aRxhC>tBsY`
z`DGryjp6^;cUA8&L*~(t^{$FF5u#|R1a|hTBLZ$K<?AMV4HuzW#DP>Jb}%G0O`%i-
z=fM3*{t!^)chzqY=W;@m{UKRQCVDM|U$qZUB1Hh{4#%UtuGz)K=q<T2@ueOB`krr8
z>s*MRgjdu?lOgzxc@=7B|D-$l=CImN^acT6xyXp%6a)XJ038zMi=PA@($IyV@Tp=i
zDCG#Mbq2)>U6Q^+C3IbgFpwdfSNJG}wVn-&xY@{Xq1HSC+(5BqMUNYFBhz3AOel{g
z0%G4MgQQiLM+UHti=7+Zc$$IAJT;glc};BhK9yOIzWMr6Hk~x<iqt7Yr<EmHr=_)C
zsl&4OH1$<S$0c6y3i5~2*VG@YK2)H!Mti*4VWXjTsluMDp9|OnlW5G<K&?TTFR&oH
zA`6DCVi;^&zXAQ)N72q-QSM!*mYzPP%xGtl0zr=3BCtp;V-O!U9@IFp*9M$}V|FP&
zc7r^H%x7A(n8hc!{W0mv&2g!4d;DhLE0D~NVn<frw)N8LIhZd39KfayFV*I!oDX%=
zc#{T%9JEvjKA&O4O-s2@3yUn3oF0U}7U6TCx^pJr&*q3_KkEHfHQ{=jHteD|kbU}r
zqk~6<6`{(=j2nmW8cg=Xx56=t9$Yo#@<y;i^g8MapHR;=!>oBl%0LB$5{cl__%I@C
zs#Ve*P3*c>YCpNM3(6io$<>8WD(w@5Y4yBS9;P_?>rK2sWkS`&B3TUBNCi$!-s4Y`
z8P}gs`CapfZLK>IhY31<cy>!q!Oqhjsol%eYpy8X10(XCpY0P((N-qzI53>Fvguiw
z)_iKi^**1~1oOTvRlgVhVz3cUe*6u2iRUytfAif{2+Mx7jakE+#fz_IE-d)7*7v#P
zPUqEg+N&0yJW%sT+i#A;xP!K?w%i9hzQlqeJQC`?-|_g%l_&?}zXv}2VcGJcD^Wm_
z?9az*zytVmW-j3P{DciSKCevwxDx%X^RETO9|rYTt2RdZ7m2d@ZD{{Q>Ptk~{HBP1
zB=rTNY<^SwKa%<aQ8vG=zJ5u4iIpoSGd(ji5i27TAi#=<^|uxiCkOq1%+>vE-v4>w
z%JlD5vHmdcUe*|xp4Xay1?X>~W*onjxB|3)8l%#mjN!TSFQxrqP=9R<f0s7>lgI!N
zC4ZB0{b!Qld1(JY>ffFBcd37qUjE;t{$UmS?=gRWeXZ<&bKZY=t$%wD{2Qr%qr=~%
z{+<5++qM3@BmUCxOBe$q2R$<<pv)vEJ;zU*cy2K>veC2t$CxvY=ZXK{tl|HLqy&^Q
z_zfC<1|$B22&UgjN<cx*zp#d%oquWVe_#zS0}anZ`zKOg1R9<d@sFgw1T;LW{U1qv
z321nx-+oDb32XQb44B#3e;UQ_&;Y3H@INtz=SP%3ahd>_`I~w7ve3Z%%n<?@$Y&@3
z9DjdqVtyXfpP=En^Dm|S4~*gOZcYE}cKJNCe<1Z`py62&|3vDGK*O`z|B2KWfre-L
z`Ipp}Foxg3fQf~kh5Z*aa4^y{{^#eU=Xw8UWB^#yzl`DkKLkGufYS%O0H6Wj^Z})N
ze!hNh062ZtXP5!}hmD2k=L_(kmnQg`fAcQ9P`zl5KR8vM&;4so{C#y7RxYML5&Toy
zZ=&%A;Jq=cpK=IY;EPp%0AoRv_sIES*%5=gg`8K<>@Zey6GNXYBl6d3EPkBi{W!O)
zLxlJ}l}(2hV{lE;_(vQe|NDoBk<F>;)m?_KK~I^y%>LMsOy9ZUf)9p~{IU5u_&hGY
z9tR<sMQ7gMGb7k`r1RGH%s*C3e!p%yzeqbCC3rYI7(el=Mv&L_ZoX&qe0qq}%Y3-G
z(a*fUJnNZXy}t||cye_+?Lq9B+^%KLt0iyYP7W-{YR}z#Un>liCu!h%2_b?6?vHPX
z^U>)-8YdiIw++(7Hf5%}H+6OUqxci|)8s(7=i`9g=}gx9w(70>^^;rJNAHJ+hs{7I
z=4<z+>mMh33}(@~t(uE|ycV$D7O;F<HHB?-P@BtX2VW4SjUVPL9G2yRT=HaFRM2vW
zKh=EmqRyOcl?H#p$;CyL9de?zag7F^6Up`!GJIt$g6J)m_ah?pafFo&QT@US#wdbS
zd$%J*kbnw5%n42{(+bqU(Pqre7Xv*%F~uy8NBZrAs~rh1s6(eFi>79?;{Lul9=|jw
z`^nc5xM{2qBOuGyrrp3@0*yTHf<A{L=|dp5#%|7zM*!E&*N7D|%|e$N?I9ZZnA;*6
zSyCGn`(exEsRq(&Vy458c%#KSn5v=l&ETIVZHRwu&l}MBu&V=A8O4cuhSadRmi%sD
z^?oNT*Cp}I{IoN1tyoG$URtruSREC93~yseBq981Z)JnkI=MtDrz~1pzF$-76>07o
zUBGxSy`<1+QD&eOtcr6X2zz7+O-LkdL*Z)}rzuNN+4DJ>Vp4;Och*kCwS`}ZD4cnh
zKln(1o7xTfTpz+iHMxBD3CO~L|BUcvm9%zfWyYOW!!#?I%0ne3Hd+~7K9`zSK~$<k
zZtA8iJoc+z$J52>dEm$Gr0IbN!MSuHtp$xQIDyg8aq*25C7Rr3G-waoKR9gZt+?Mm
z+;qEZUhJ*e2he!Q;N2hIPn|E*&m8J{-}WMUwzj%A9+*)CtF=F99H8oiY)QmkIXk-P
zJxxS2MD6SGo>tRWPo$0)sFq%h?lsbiIlH*fL7wjnPV|F+Jh>2Uzf-!qJIhSJn`=0L
zZQ0b^5SnN<{`kKA72=?B%(5#Hxhbg24*_jj2m&V^R6VQDeU>XkghAn>Gs3v@iQ%IT
zK<7l;vx;K|N0OL7zUQ8Mb~<0fC-ej|-#X}5G!?We;fyppl)D8Ea=e*b@L{R@Ao3n2
z7EEY^vXks-2BOjoR1wlK45770IKGqfdtOkGM32v)k-7N>^m^eNTeaFr<w<21WmwMq
zy85WuWiqyUm(Q}+1cSE6G042R-gfM?n}u8buimjmBABs|a6`(|eC_oqP)X_)z;!~q
z#S};kG~^|MS>k0%twoXucpqf+E(jF@d;+VChq{`O<;HQi%+NbGdt{h9YvYZ-@!)r!
zTOJ=`An0A~ylFM5OU?)T1U4{!4>=k95n^cl>@_#3aGx}k)?tOnRwejmrBfM+#D@>1
z{-0ARC?(scSBKa?j^tOweKPIs#-9FMDnrjSI;JcXmzN$|7e`5-;5)%gB!06f1I87W
zxek0l>46OWbu>MM#!yOZakO~@(`(n5Y{{JDld!cg{?_51jDe^yk9}!HSp=A50ZR&$
zv#5z3*_{P(b7IM?GxP*Eo6{-^JlC-CF=a-SoN5mlv$Wb&p>U~+myc>xk^7WbKc3mp
z5Ukmh3HeY-=2tK~PKx>>@&b+#u_(xqerP%SF3xz;ZE9N64i8=XWwAhu9(nJ!``gRQ
zZN#1_On1__>UQn%Jq%2E(j_eMp*Ce7uWC|8?!1pQ@?rKt{3k_*sAD!Pn(iCNB7;n5
z4C<usG$CjSsu$oaKo?Nr`RGWu8X5O?5gZQ!0~}`@4AR;id8^GPf0TTVgrRwroHtC}
zHK9S+mkiXNsqat>(zuQ89W2h1?`K3tDWM@L6M>F))&lJ{ltvaiR7yTBX(~$%{3CCM
zXBJS7@uNU%o`~aP4lnSNsRLy>-~Rb`*6oc2Cw1LGt3qh2Zkg6&7Hjxza>h#ME+0Jp
z$s@6NG0$)djC^RGK67JH+=Wba*RU}MB{Y=m4<&3C7+D{tqV9%jNKhNyToYeK1eA^2
z6%BQnu423Ku9dLC8Xw@BFiiIc&R~#m?qvi<(>T(TSfZA1#AgPDppnMB8A0n1z3P@g
zWtJvcLFgo-lq&2EIhXeR{KX?Qz!)fLmXs!QFIc1ooqon=#?P%^f-%@>KSrVwErLmw
zHDQ$K=xu<pUpeY<6M>v??xeu#B%3MjLd~Q=H#AuW5n_a4m@M2B_X++xz0$EB5uG!c
z(8g?LMYM_R2nE5ladrV<StsE%sk=t-g;Qa%`fT1^JG#vMWM(8L(cS@}kYxQWdm@4#
zQ1D;n{W^gxlst+>Ee5F(0x)|cf(XaaM8zi0LPT?wAUa74G;`WZ*vGDDS#V$DEQM-W
z&-TlZOWq8Fm7!JMMx~}}CW|3kqmn2n*L@d>&@atTfgt+s_YMObSY+H>ITJ#*xd1fR
zorkSdlX;70Qd767RE|Ya@X|{iCYXfH1@QxpMPDiSERPb&Yu~wWEscZtyYRq1N&-^f
za(d@(`2I)3r49erEpCA|wjt9-3SppIOqBSR>hAZ+_9-=}ym%qJ>V=hHNH*bPEOero
zgVEC3&4Dd*j3*+MF1Tj(^1YEws1}CFeHkF~_7oB7fH(M=YjU-y@PWM<*^I-0x8z<!
zN(;N+*X3#%J~mCh6TD0784a{}EA`R-o1}M605N&<LZcV4$AMHA6}yQ+jrAdF-{kI?
zVcHzUTf8Hb@0eN*@+|=OMzhP6$bKl!R}RZ?wsfP0&Urc^b@?K6gM6ou+h{FNNAUda
zE`zX%w_TY0SlJRhobB%g>q535V5X=u2(-H-j6lG%p#U3S_Q~%Loy0rlCJ4M@k@74A
zH7-8SW|0*MDGj-~`atLeWo4hVU4ZCsd)t)!jk14A$6OW{E#ai9-AN5go6itvgdWO+
zWZ6XX%N;avz7n9&u2vynFH*@U8N+&fp(Xqa1A>_TX!fZy_*BCNWsi`+=ru;Ra{@f^
z>YY#7Ov`I;;A41f<|bs2u=EE{grPp$lVGC<S4oiIIO`So%wYbQ>RMx;19BtN0$x<{
zH~GRXKa*qrx^XVITe^^fGAm_)KB%lchrCFvW7iPO=2)dyV_NR)$CQ3wA-+#KbrgtB
z#Vyd=j8U{mEAy82vs~S&6lm(wy%rG8iSspfcKoI)y0Qi%<su|Fy|~qOKHCE{n*-|W
zPR+X3vhCGbQ`iriqPd^?+v#}aB^JJ1Asys_QTIAs;lp;d@xNin3pET*!oIuTrE5K~
zh}5_vm7IGbs*OTB%>!~qtku<s$lXt!#++yM4$Hw?n581yOM4hbR?l>qUUO|8ito1B
zK%?WUptF$#3vH$Bj!%#{ERoj=CHn9-;>sXOCYSLu{@9vqw9FX<({vAB3L4LxJ>kmd
zd=1j2H}Oec_Gt@Sb(w=+dI59R__RzsizNli%Q@f<T{qk%J-1=kHyE?B)KDpOZ(20C
zS_T&`tc3d?*iv&~52;D9gfF7CSl0u;b47vhD<b2ap)b%F=B|1c2=e8T<??<3^%O5+
z;a!ek)E#Jj7t1zYTUScc1f~|Iy~dgYs0I8;YJDZ*Ug*m+RPPxB0R$KSeM_!MtA#7I
z#Vv=}LZ$4<0}fOG7UF}3se+BDJANm`LpF=WaTk@YVT5%{{X#2pQ;9#-(6F+y8>Av<
zdMWz_=nOLGb=Kvp1DLj>oOK^4%YkSJkJoyc5D~|{tMt{*-MFlW(vZgU)}?m&uQIQv
zzE5p=(SN5Z0v+&@MN*$E6j5mn4tY|RgrH|Fjt_;=+vY~1b<U$kY2qo`%Tt)HWFL#K
zl0|O=Lp9~5$;dAq&!%*-UjESi0nBXuZ57gx;9ZS%5Ndb`wIB2k+*}XioVWAt1QW;~
zv4$a-xWBk3)Hg!gcK16igm9Q0KpzoXDGfyOh2pmtv<OJ_Q%E1GFavkJc`Yy~p`M0U
z8Q?9(kKbk-hR1;SMdWef617Z$f6UA0Ys)B_R;O#vu*ylT99?KEshSwo(IYYT7y633
z@Loj`7Q@gpF4S+GWES)32ZU-$F2Ky%3N5p**vhzx)EZ^c{L9T-+O|~lQr{tgd7&$R
zy(rXiLEgPj{nXOwlhqQA6~~R;jZ9L2wW!nkd1}+*2CEG!tR(z{^mL?M;BEUYkgXPA
z<6AU)v!qIz1>@A_7X8@mBO#8dMR3z?dI=(qMIE0o9v4g|O$1O8QN#Ex9>pw#66akX
z$}BmPHn273UD~R-MR4VBi+z=72rc2&_UM>zr$MiblwFXO`$ks1ngDlC=4H`J`UdMn
zy_=D~%f2YGWx=whK{Y0H<Hi}r+Ynlbm3{1Vobs<6$&M6U;pf3H+1b@{`U`uy@*Q!R
zS5)~cm36OVpgsM0Wi2{bhWsO?RyXF3Bhez|z;O)QMDy*Jxtxa0E69}%kG>(|)D5-j
zp+3ljTu%XGsIH`1`wPea5a3*_-wBcOFR~^{K!(EH6TxX!yyFV>uu#S&4LP;L&5rym
zy_PH)=9e^wW9WNgrPcUAOFG!g^(pR6?L>*CG?s#|9jK5gjp*{z6Mm&iQICa1`+S*j
z01-sqinid?^*q$oSXn9y?<8K<<z#{%2%>I1>HC?cQTU$wH5Qj-Rk@K97|txSqoN!N
z1*wKZ0S|^0<zYIklWHp8huAVda(f#=U505;S@0Z7Sd&c*9a?hum~6N=jdT<Eu-z+A
z_#JbubjNyQ_C@%jT4n(`{!?oe?+RcEc<R*g1Tf8fFmN@BXe<#{loL1NJ<yh<EfAu3
z8~SBB@xamWCElzZL|{i&T5dLXb$OA@igi`g@)f9sd|aEQi@(fXjKHOUAc(^E8Z@Xu
zymB=};*f+>AQS(Qu64uStCWCu?Cw*fTDHNObpb($F3>?s<Vb1%h7+S(_Lj;?ABDpA
zB%rCIn+B<vWEy(y%(*Pa2*@2Ph#fg$c&tWqS^79?c~}5ZZtcvWc7a%qTzrsi0bxdJ
zLyY_L#|71xDM5LXk*hNc&~SBiy!XM~r)~ieo>l$Rfa*pPiVNz6;{ym>M-boK-4pO{
z1<klWeYOZuRNc)YB4Wl@4@t@I)Q&i-2Qf<NQOlE8F+bFX!GaPbv?MdF7PQOO98og8
z*S@3sICaBHWeqfjM&;-t(O3XlyU!kX^AjQ*RSn3M^F2-7RbkX8gGA(}nUnO?4Vggd
zsi+Op=VDE9e3V>ZN{M_<N<ZvG3F*`Wa3WLAq(G&&w7S(w)yXv0uk^MO3V{OLemx)P
zEnzKwn)=`kZy8LU_p+)(M{`*l^-a4dT+#AqA2CCEx!o1Jx`h2Y6t2sta|T1>37X4J
zh4z@gU*h(>M;O*=Wa6MmU+;3G#Q+6)75k_fePrrvS2)$HgIHzgY!%*W{E72&P=^Jl
z!eo%Xc{*?g+^HBwN!3UhlBO1zPS=lBEihrZ2D7QqJsa^;&A?1^9WAHf*VR$Bg~$Sf
zmaOP|?DdG%gHtJnQRwy@-&<`IwMJRF>d%R=ZFNVzL`iSQwfLby=IL1UkT<`}+OP1H
zIp347ezkH#y^$Re!xwBoUGizC^PMl8=UEl+;kGZMn@hF`n|Wuzx|8u5c2Us<BYETi
zoeRZbzc~UvcOnI1Wx`qs$xr5JXfj)}(NRDJaDN5FBIp>wCrPMe36ACOzeeF)qh_a9
z7h40#4TiKwN5;fF)z$8sFhpspplh&Cg4)L254WBsi}e@z_*U1hC4n+51oD2UfrF!|
zxvEh;vhSl}10X~wZ36|e&gHbsDGg4BkIdKmdcKt|9I@zw1(mkCJA;Xiw`|5TmG~^G
zJqsU_*{1{Or=(e8T}h{u<qE*pq*-%TrabFRdCD<8*TWN22NhAW5j{q@z(`SsErS#s
z#qfEM<96i@$v{-3v7t+%nh`@LTcYj-215|TnMx+y*VK)-?*fvSyB*r}@n+me+iM^L
zl6CIAgQ=S)3Fyz9v8Lnt>P-t1n8dvmElXp1I=5*F^HFn|kGNeC1!t_R<$H)bJSR=M
zB0Jv@T3SSehWXnvm9A}D^^7Kp(<{Ap^2tT{srA6P3#KnT1|hkJ_Y<mt88ROLMQlbl
z$wSL5q>0Pk4*HJulg5HMw9-*3^>=$0g0_DaClwLp0qHN_n|w7zkB_uDS(2L!Z?CSU
z`@KYsMN((oCD3lBrLaQJF@`~+JT)c~wWc@7PsHf>0splp&p5t@mGUu8`o_nyaO<t}
zlfjXAHSh)#3g^|-^=3<}A%XPFYlTuldr;jPFQlmuG{#Oqx{#$v(grBQ+fw^-k>sP3
zxd~Yup-mYpSqqzY4>9cCB%n8@Tmq8~UR!o9kdANHVH`KFw+zs*b+5-tW-AA0LztQ>
zh_k9uQW@{}q#AD#%$kFzmlUy?wVm~59%_pDGQ7h>YH^0tX;^6q*PnpT0jX$z9W24}
zf8-x#`Q1MZC_@ckDFLMB?@j@hzw!@1cm6M8@IU)ZU&bT$JhXoz^+h~l&x-g*QeVO&
z_N?}QB=sdcV$V$WFR3r!1YqJ|rRM@{p~Xed3aCi(++bp30|ZX|ryzfh=V||E9{|9S
z@Gl?0AAC<Q>k#{yVDfAOzk7#Se)kTu{*`z5x$`fb{b5jl?a6-`hZxJhyF>m5QeVa)
z_N<71aIG&BEAg!Me<Jlo9AeLooL^F3z!tc;0J}L5u`sdIv#}HX)?ngb0eFi4vn~9U
zbC~u2$T`gVI}Wh^?i^<Q-8l@%-T~OipPa+boqy@<e=sXw1{a=(_D`g~2rfJ;;vY$U
z30!zq`#+NU61ec}$NVMr1#ICrC}3t`{plP2y#d&B<v*Lk^Q`|fEC8_O{{$9Te}@6K
zXBYrDbbo(jVtamM`m-tg?EFh*{{vHa8CZB8+CPx`GO+Nhh<_sWMdBo$)&5VUz6dNl
zd+~oseF0PW9SJy@=m8r_{{|5p^jysU5fq*${huv??cbvc|965U{+0Xq`v%zm+AsB`
zLmPfpF$Ba_yijNZ=O02Fp3nX3YyA7r1{P+n=g<9X<C->YEnECXWN*xDK<*;1VBOk-
zQWKS-G_=w;QLVBa|2RlhzF6>`H7TjNtmTwfpIRp93nD+SCvk2ZIkbO54Cdj!e>_?}
zyT3T_ZS#7HdN6w*&9d}vG%$XFiGqtI^<&H7<5EYv0mq$3FuynB!J7Ab`Redh6B}^#
zt?~Ko<%8n~ulLdTJ*5XHJxP<eS6d^icP{++Oy1W?lWDNut!)t=Zw$^CT@DTv^JS!=
zkBs#_eJ|!wiJtuRHGeEvIy*!W0Rf{9&n!Vh%Ucnmz5XO-j0yG~Rb$k9Vfk(bIB|sG
zVB_nZ#{h+>Yc4O(E1jxtI9;L3`To1gj`!Fp3&6|+9!1ih-JNU47stPRRzYX}D!|u8
zZ=o_f=5d2IgFD)GcO<IP43nTOuzA5!+#L5+%ejF|VR4Zx<Z$&Y!WzNx$IS)7BirI(
z2S;Jc@{%<IZL#)=%^mcX*AF1QRq<_Hs+RdOn(GVayyhoe5J!1En~oLtAB|ZJG!ebu
zO4n+9!LYg1DjQiq-;_XVflKlRl7h{YQwllU1`ot|Lz1n!lVml~A6I}HQU-I?G>YF&
z^=8%<s4&QUptGk<Rh+2Z-opka;K(x;bZ?N@mFRdYHkhWHNJT}FrU=u{@%VNJn%S=E
zLY>(WT6vV;Xr~Zci}_-;?6dsMc6n7!hV**o$Mzs+`nH{i<LdJQ*8|J*HB^bNi`EUK
z#m0l{DjI62j<mYIoCv5Y87%`2i!z`Rr#X~(8BUGx`4SGJx!B6jYU_2PJPBYkJl5!x
zheUv1R7JWC%8HFSsW&X-oI2fT4{jsur8b1BXXd*y$9h^JVa@m|g9Xyb&TA7W&Q=DE
z(A=LKLo2T6bujebCebTe9#4=-?Q1vN2<tfPn#jCWt}C9G&lCUAx-zB7uvOxutJAot
zD&16ThG{qD-rzk)7*<)4&B$J%<1wn`a13JWbi`YfsNG6Ah=ZA>EN!Ekt+u`O&T?=H
z_S^SQ?m8|a^lMT_?ICaLTc)j1!=SZ+mICkVN2m51p!>jdJL}TGMuop(TDIYno`7h*
zmRJ!5W|v<9mjb*4m)dV_wmH|3SqV@6?p{|uPZ`gn={j{DSXV!kXR^qivoTI4^ZL|$
z)sq23s_lwE$FQtTJPCYeE>Ajs&ciWuf;u|U$zvc^oWV%*aC{2Vwl7v2>r-;!cQ>a+
zwbf6ttpRU2$Uco#VvgXN7sR&q&f7?x)sng>#wHaX7Lqb3YHja1;SOy}otbEtEw<TI
zDafqo@1NBNAJp2U0p5elv`DUWU+Gc2$84Gte54<$a(kp#`1wvj(`konzagsczAeO}
zUYKKv91H&HAf=(u<(&c{|NU(>a)U?bJVhhNa&6?EcN{Lfxw`hLh38OA4)uI6*SGbj
zS7Vd=4C-2~xIMH2hnM7z9pwU=jRncCRGX8AgLG%HhqGFaIUs9WI-V}wTWEVaBCCzP
ztm0uF^pRnkuEyt+76s~$X#H{g8A7(B;Uc7CGBTDt4IL+UO#-H-8!)~Vy;8ZsZlC-J
zsj|FzIKnGnj9cB*5~;A5sH3~Eu#^LB!(a1N%M)6xdH#yuR?SXfF(y-oM;W0N{BFGU
zhcsE*S$JudMwS;i+!8;siH|(~H*v$7Cij7?4O92h`aO70V{oC4e&~5=QB)8HQTIL7
z6d#-koJVNKEFo-X2!^!JO-!yP(BcGqfz&X5HUwQTf}2Se-4|+;M%-F4oS`(YQHZ_)
zUDHooI*OC(;)zNiMbHX`g(U0>haCGYTO`}@P9MNfz%31Tg?f4@DctE2y$ZI=C%-}|
z@WHop(Cy8^H@GkWu=})acoc9Z_P5`<B|x1uu|n3SB=DCDW~d^M@%f^XiD+PDc_eUL
z-G8vO(hJZk^LBDJ-6J@Vp*`y93QAb|7fb~bAxHG)$i)#0uaho-aU+N&PH-}(^GSD0
zlttA_iNsMN$KdrwxSD+Lp6ygnnN+>!jL<~eppoq28FW+N|Iu_j+K+6jY0@*8*Ht+o
z!rXFU!8}-ZW?mz}0e2M<bD_Vl3@=i!!n@mtrKF?w)i5N8dOE-XuB5o!?1PYW^qRmT
ztxG?3rR*s7$JlNq-<nb(N4eoIJ0o9udrwnIwY?&0l8F>nnhLbICEs%i28clmt>ROB
zvdi#%C8!^NcEWefb#S9(17zC`O;34`?Mdq{oPz@J`Pg=EnpdrP5g|syWBab*<n=K6
zjpRo%h~q*dlsVs`@i3V$bd3$A8W%Z6%^;DJ7PchgjrH)#l7F6f4JS**WiB7x_GPeZ
zMWmC~PZ3vMLcanDv{?WPMqTcdfLOR$SX@#HNs8hOD&^!=hYTtVC`Z&9I!E4GH-Q)s
zGjoI^-RG#hNeUUtLH$t33Ioy)4@|FJc~!v!V5!ce(RA4s&!yjXwqhp+b3KG`55Hyc
zStnhIcpVMV;2QgWgWEfm3`IQ?Dq_dfo|yD?2o4f#8k;>k!2h1WoQ|am{Z`m<$Z|{a
z${!twgBeZ?gbS!X6^=5B{3?MW_oh$&qs3W%Lzlyc>QU#&<a_<I=x-;UQDaV8wMtQ)
zFr{c>b6ZfQNcoNC=+-R^;aozY#72?tz%<P$QIspm%z_3^REWsAY$f69G}sY055n{|
zRcyZ|DZ(f4b%)6x(Vsm%fC5d}PVs!Zr!XUY{aBRr!@l|Uvsu))cky_M9YPo%ybr$R
z=z><Cn(7Lkbgj!w&)<Cbb~m3E8B^m{r{i03$xcAFExm%E22^^y#}5pK-59XFNOcKU
zY4cPKqVWKqO`++S+yoxKVzU&-H48RtUDcuQ(c@C2PIJQc*amc%r47A|Bg<~HX*jBy
z1GY1{$(4G4BbI985lmm*mZNuLJ-yR#D-H&mGHf_SoZkJ|M?>w^gR62ohkF3LdRnh5
zz*Ke-8FuJESxD+cSo}m|AY=e+!AP`bR5}s)os%lN{9RoUyMo_49!Q@xX=XgGRu_=K
zSz|D=wjqY~fOCzoP5F#2K#b(9<iX6?7Zv2SV}0ubNq=*?#j&B73h{l;a2|o#plCKW
z83DDK_Ri?Q!YU>K=yE#QVbNkTROVN<P{H*9pzK5;$nnYIoqo=zo2<a*Y+tfKei&-Z
zC<kxQ!c45Y1qg^i#S#k&t;&W-_A|Tq!X-`{ltLZE&D^6nfIsf`lQo5>hJHCW_at$$
zspe0r7QB3&E9dW9#3_eY^fi|CT7N=PBh);W3?$Y+8M$g$lM|OK%)L2G?@lpNAPfc4
zBAMb7;_ddg?7=Nyl6YO_3|1UE8hMeP^>5Ih#X@OXN=Aqm8IxHJC;UJ0D|Mf%wwJWO
zVyhCeQ$`<pm2Z+@Ys_;~cY5N~m_cMji?Kx3Kc{vBA(ZVTYFH*mCVR=CguyL{6N$Em
z!oq*1kwB;tCl}M*4sji%B~&v8om*&q(iRB+;B??b*`wcr-xLau>uR;y5!?J42?WIE
zQJF@<=)@0elXZg}%h$-=YI)AUxLQv7cn#~yzrXsT0Je?EO$RAMrN`H=U+)1D`Hrrd
zpjb<}EC@)L$evMZ(G?2lWF}=M>N|ljp{Fc9Mbx6<J#bLeHdbeX@K*O&<{1=8QwZpH
zpb!i#5Q_kV;msubZs7$rS}&N^w><KF33Q;l``>oNx`}W=-R2b2pvJ%sq<j5gXE=N#
zBAJ8<L;Ma!ko~&N-FK<kgSwj_Fyy^8^b|ZZVlZLmsjxGMfXy~6SeX;aQI=09Y2%vC
zM2tV!B~tn^znOuWHC9cBmmxDDBe*X9;#$GJ|0c$jLXC*>2N`bHm^I|NWL{U(1ZPTS
zHp`J!;*4Y(4xLhhzbpwc$IKlGU26<cDZ@Nnoo}&`YQ!tqd4Vu$Fp0}dhA~So6@7&v
zvVP4*Uo<rW^ba$vA-xd8qq~<MW;!214!q%jfC%C&Yh^&g`~(uqzxzn<mMG%dQSm3Y
z+H;FiI|lO%jm8d)Crl)bf0<~`LqwT<g@zl^I_`qHz=W_4#(j<yjNE}l#oC#aT&Mhv
zQ3EYVQbCXzi_&md5G_VZnP({PmG)*R*2qK=)x_$M4GLuF5fVAHQdBmC70UW9D~!=<
z6tuMp$RiynQ)su?n+3N`HZ&+x4INSZh~9)=6n<glZ>yu#lja-LvZRIUMQ@1gH$z)P
zY!VA=jk<+9`(+L73@swM#Ku!ZzLU_x&qtQ)6VddlJW*RxYeGJPL-S+F;lP_F^bhW!
zQ4!CQ(7&d`3n?Wi$3~7!e3XD>=v~?CuxDXlQ0>e+sY3CO?1~F<fU=pZx^i4nMChUm
zedGJER|^-d9=|hnSQYqynNiZ!uvCyCTm##>hRCPt(zB%%BEUh2vs%`^-juC61J4ML
zO{c@H6*Pd^`9QeMZIt@gUMK)%`7bu(e`jI&ukt!<fQ?X}SAM^W>M)3L{oEV%=imNR
zUk6ZBp5td>`RDL^c0jQm!0Y#34z@<hCXQMR3L;_*DkiRuzwLP{^xHxBw}a$Q(uP6S
z#Mr_>$kr8*s|fhv03;)^u`&V{;KH_mElzD5-vOAO-{SaRXeIg_EdO6sbe_-spI4%6
zEG*1_tfJGWtre}!;owau@U+Skg>iy>jM>SEq;*9sh%qA~b%wMdh-6jaTN672arQ%5
zPe<a)v9YkiW`w@_Ooa{cO*yrim*`o#`qRn&G5^!W(Zlh4<NF(%yJbuln|CemMuS)O
z)cofi9OkR|+nes9`K<}{7TRvl(^|c*5BoBf`6Bu&T`|uE_p=@^){gXa7p#|+tLDo%
zp3aZfuP&#n9?ur}+m{x~-h2Nz?QwouAE<gf9Qk6~KHKg^NAga6X=;qa#c;=VdE$is
znyz3mp|0%#S||oAZP{VA4DmvG)?;Dm5oD0Bx;iq@X+BGD;bHrsqht8!aX?S+*86Gx
z>(hgMxW|(2<Mh>4mhOVr(^YxvBemN)hQyK`rER1~u|asrVU4Vt=x~*eEWhVFqVI%Q
zBh$P^J>xi$7)+WA%3K78^T{1<O3<s8WO&q_$DiUP=#R<L6$CuJ5<t3F?<Wa(A>MgB
z4DSx$%JUym)zigSH+l{|E-yRW8Zbmbe7V%Ozt6cTny&)RIwQ!mhQF4{{LWtkF*GUl
zxzPy(@lEDic-Mf>j^6Ovj1La`yGgvflPEryUN^lcP5QT&SJFh+O#>I&(nJAG(^sKn
z3R!AGEft7h@@_<ceo)4~YNHIku!YOEybpC|Pcm<Twh%8-->&%G-0fG-4~hc4H*WMy
z6h(R$TmH@z+0!Kyqf$H|nia_zWd7?%7~;V0nXi?8;al&G7_p$o<D~h%GKX-1K&9(I
zU{bAcb0#+m_&18z_%P;#8z;5ji5up8KI`?AKkHjKeTrj#bb?7%ArE7if3o0k89WTc
z(6q;OsuBTbUviiME#YfuMWtp41j^&sdkAmQD5zm12oa2Fb}{OeL)1{08Y6Oz2^E+j
z8G0wwvpml4f|5&umn{q>C|?REG#N*oGe+FvoEH!wDF1lax0t3(Jvb>-^>};qWBL94
z<@(hlhozGAg13kKcMJScrSqtX;T*9X=66)48Px9(3u0xJx;qlmclB}>KgxG-t&2>r
zmYlevU&?vwP>Lw4dZ5i7y?^~?n|`l^8i*eaL^fzm+sCb>Xe?I|QR+h$HJLT!0|)EL
zy=%iji_skDF<->8PD=E>qnKnP1YX-=q?nus7xKefD|x!|#{p4JWPb@3l^FN0;GG|^
zmOqJ8F_5cOBB~6UP_i0wF&;9D*U9a{ZA7H3w^V&|A(`G_3rQFcRqPBw`(ZxrDn!5}
zA9jEYP!1k%+v;GiY1l-Cc@zd$W4_|54e)*xc=x-^vpdr>r6@@hfe=OFCp;2JKbiKJ
z<Z%*y9o&}6X(%1n;_oKKVDV6bQmb%FxZxo)d1xa(DtVD9f^O}$SCq1ud)7y998n#c
zSs5KCPa~kw?~hpIa~Tys_9tL{S=zG<)^J&_K;A;9YDpXymC4oJ<(s%z<8~)4*nFjZ
z;c+f(m)GAKpELPgT$OC@{97_YIZU8}8znBY*~h*+E}EL}{yZ7;jO6fru)1)vhG-qP
zz@o-YNv_a+esjZK@yVkmaHqTon_G!H?B%-Qij#Jh65oP*2$Kb6{E@sImiOFy-J2XG
zJvLF1H<&be!-%@d;P~uh!`|dWnVo%D6v0M}6O1bg(vRT~e(z&*{zL6Y3`VMucG9v*
zfM8kby$INQOl&!mZKP4NZTi_+OsQ5ao0hyIlAuX22Wnv#4JY~Q0cBLVv8;m?nOFpM
z+j~`!LI1W8HO{Tid$$pIXcJ~3zV*&AP$e_Pv2i_QR680lJ<9odGE6`&tfN;^9L@pW
zSgfDon<TQ$(dVH1J&Dn?ivtCb(Z+#7n9}VxJL0e?+CJfRAGe6qq+!5w5g7>i*yhlv
zx5xW4JBalZo~SVoV7|igpvc2=RX!nznAzuRRut;jKY&kdo}@?-NhPPV;0R@+7K`cd
zX>oIX1@0`&o+D~`C<L|p$h60&Ei`SNeyQvMQ6fU0SZpUFj=ugdpTxBMbbGWN&2Y~9
z5O>6Hbuqo~($R78__&BFz{&bi#~?VYCWpG<6|+gbKC7d!Ifz&?T$lr8oE(#<=S2v!
zSe6ijKg>E~J)I#AlI#XdfCUg0{v9ut0B*NH7MfkEkDOFy37bHogk&<(8%s(K65#QE
z0XnCF0&FG)P2>a#92gX|8i-9G#(E~KC>lZq<Q6RWB`BDlCKxN~$dof?^CCfW!L4Q`
z->xtEb^&Wq$syE8{Sp!s)I!q3omS1uffBBaj1Zvc1r^N1w?2k-T=T{kB7)h&zJ7_F
z<YEGpSSS#>qGIF3Trta_jDxLIT56M$*-{l0`|&CeL4<Q+p(y+L)P`f<*elu=Lz{}D
zU)R=XFexbQmv)hZit0Ppzt7%9ZBY85FZGQWAwMEG5E*zd-gnN!z<Admd!eK5IGg&|
z!g*<q)!>8`82GAP#SH~kF{yAk8&BtYdnQFFfH*7{$T1;~jT|!AhNOk<X%K}~&0FCu
z)Ks2hmzs1!=t5ujcl<>7Swc0ENb=L5T#UqJO&oHY11<V+u{tlq<C^wZ&Zek%Ydo$C
zNpi~|mM>Z0Haz+CxBkO%b@8(B8YcD^19xutoYHJirG0|qVUgB~j11<AR2X3BS5s-L
z)fcK@>@))qn)ikd0r1Nlmrw<Ts8qshYQ#;^w+3S5hP~Bd<VG{f`eR|5*s^OM;H1rA
zAU{zn#WY($$ta-GXcP&nAQ+X3+1KPocKPHoKhgR|5aU9{lSWPFG;D(F)O_q#!Q8({
zhy~-uDrZQPEXPlgK>3p1*f18e?oOka`vs+1$OMKZI6RaDm&DQ;`;cTPdmNLHDl!Lz
zlw&jGxRI((oJg~H454tvb!z4SpIS>5fuYALlFWR{%5n=_n?ki72oFy8!H_-@*6<6N
zWk?BKaR{zPCo+TL-or^AnE<v?FY9Svf+8|59i<QkKL|NhL)9wli5|||(Ck?|tkJmA
z6K3l#aC{>`s(xVCooLY$bQDqp=>*0a6kXK)3AK{c{vWaUsc(wI(NJdH>!R4EYG}Zr
z1wNb`o+R$Xrp{|2pciw_QIMvOtFI}T3)^GVa7lP0DDTi}s+P`x;5%Y0ItoJZrPyFG
zsO&d_`Jygf3@eZzz)0lNX$}}>;nM^e7|}zC%UEBFFLYLq3-;b#^b56~_6vo{O&Ir0
ze7a%MaAnoNj5gJCzm@uoJ~@;rkN;KX%ll(nb|w4T+^>`;g+=BiK@W&K$58F!{3{-&
zCn`6z8<>(U$w7<+XxpD}kcQ|%aDYS;ez0K+pdiD4LC%FY|5A;vk~5=C1uoZJVvC#S
zI4UcGtOi}M>IjD>MukqX^_^)_Zq6M~>)o(!vA%4|=uW1GA#t$)7HN*Nio_8Liz_>D
zNdOcn4opXYUGl^yDiUHk{?9$4=7M(%${T1lpr_vpV8|#UO5{V`IP4Xcl)f5+rO=ul
zjpgi;u~?2ZC}?eU8c>hGr#LE131l!auXW5)Qv}f%N?MiTc5e7m23?M5`$*YB<q&{K
zjTc|XFcM%uh>OwzTa?lWPh>GRy|-A#iWee=O1wvckT-MYr)0;Bst{9M+}6X=p>A1t
zgAbES)ghotrDb%`sIMjGj=|f=31yqGm3=Axi4(2hqC|(5cdxGByR(0N5lP`dZ^^r?
z$9-r=R9kBP+-7@+rY37%!XlNj#%zF!aepy{nHoJW&9UcWWxBR1Roy{1B|#30W<n(#
zII8MowmI}ysT6Ea34PPtKD|P8`zc2>bw*~UIn%2m#x;&}1age`hVF)L0+rZ>eo%Zp
z-;7=Jgx^>!O^hLf9%Gi#`XUAvWdo&~41-=XM{?n8l5d&$JNakLRQsQyd2ozZ2!;8b
z^p#fel=suok;gM@Ytcrqi4Gg;i%tW%*#*9;#q1FDgdXfp$0Ujl?HMfXA~N}AD3CcX
zUdGURZKV+e1M6)d2?Ej^Ga-%5LfIoaw9*#I^nO6Jv=nl`M&s)kLE`>5)<g%b631*;
zcreS_^pR8+*WwbkhGI<f1w}&Sy$8o!?4k%Jp)~Hb?qWPnGFG7|&hEl^5td@1Q<gP|
z$}~=#B*`ho0jfNM8sAcs*7Oy5f<i6#Z<!y+dLL0LW_-jpfY<vx<&bL?Kz75ILhy*e
zPGKvhnkqLv)v@|qM!Z1*zcObPcpBwfGmO3LM>vCOL3>_FY*m*qn~qyd?3jF+G<R~!
zblsGtnu68u0XkLf*21Tzw^GXU5x*_9%SPwtRwK<zOcxM`uV9q$6hNL3EOrO!)q5Ye
z>uRg%>$&yd%K*O-7l-ymVQV+MLR~Jh)3eO1$QeJGzh>|lj6OqgBNEtagKk6`-7R8g
zokWDt&6+Mm7YjBw+LLf9TUVw5UUn|TzAHi?^uv0`D+#Uu4r<4;J_-^!3Heuza2rxI
z1>eEPmFtcy^!0NMwMsw*B2-wBcxzSg1k#4p@4|L^X8ajs0z!8L3(&_Q`CQUM_;xT_
zuh85W1|eXiOHfmyP{*a=w2K`TVpr7q1unWy=>zuqet@G2y=|``i{FO76jT*<?*D8h
zS&!a;0g*e<-xIdug=e?4Z{XJiS=`#qU_fiPBtD<5*xA4cHVWMnleukfA%N6K4<Qje
z$D4=Q6T?TSFjZPPXpTA_$6bdd;Be)2APU<+Hg#*rh{eGPAwUk>l!K6iKC?G&MaZc&
zF%7a?gO~u3k64>h0Hy0N0BB~Ys7pixDMRK{SW*$#F?p(RhkCu1`M_d3N~L(w`fj2g
zQ6`#|m5Dcdv{*O0eyp6@Q2q#FPEeG?8BlLrwy#<hPOYdbzUc^6O-3GWu`5Y{g~*GC
z63NINY}+hCDV@#en|`_e5+$%b6FgBB2-H>D8WpX|E;_TJsfm(}?}JtG=p6)%7$Bi^
zM^=T~hc26zl`n_qp{OEYb<S|L?8<k;V4Y`$jYmJ^pigH_<gC`-q7%P;N{y88T65NK
zLpVM|`H*HPssaK1K;SEB4ibC8mC|Rpq0SG?>FK6B2N@aa0$dtF>#ZQoJ=7Ut{V+B(
z=#!<+pUN#TCTEDQ(mx1SRQQT63iwAghbX`%W(f{qkyMso(!=%J<6xq%-EgifhZMjd
zu#HjMeIv3`!4FJlwmUNQK^ym4Qw4hh#Uo6&Dx-*0wBjR~m>I@sp7ve0w;n=tgqKD{
z_G<!9A_E!rw;6@Cft*q&ihe}&;lZ*7x?yDBW^0BY;XJkBw?yRB#TCI0pWI;`V;>VB
zumo1an%`F?p36P%%(2M11&&gW$mON+Ruq<V%@b2QA-Pi5c0|g{>^#+5c@XJ2&HMq`
ze&Im{vB7&cIcdAS0P#61WgZjcY@5}MEarW=r07|a<r&uC{0MuyJu*8XOYR|q9~tEd
zl`t@kujp6YG2~Z$UlwP--S{k!Fi<aSkuVYZ6RA`ddZAq##eXa)fdd;J;$Lsztl$&T
z*@IeNF<jl@WQjzZa+_Y96xyQU@@MX?h!~~-Nih*2SNXswg~Op6w(w~Rda%ME0H1sV
za}iLtd=GqWoD+s~I?C1GHUiZuy0aH4Mjr(NAwkRyb}J6q7(&&yJvawjdt#p*wB3}!
zqoh;?=E0Lryd*53ZD-+pwlO7~8E#n+<?Sse{ZUAbSG=E4s{jK*aU7Cre<JIG1QsGJ
z$r@8nF=Sm5eR7xT2UbY1V{Lpv=0J{^z)fdjs=ECzz^dX}Caj;960VtZrdbI2*aI7s
z8l&t_UuQ=F=aj0wN<M>FA_pbP+sB3WW%z%Xd+VS$xHVt58+QT(*Wkh3X)M7lSa8?i
z4#7Hv1b26LcXxMpcL?qdhcD;bGqvZ;)VcfK%+&p(3#eMv@2ZzxbhDmk{Z{=L6SIGJ
zrNp;=Gl(u|fNf||K<w(TOKT=55!FrdmMlVwGbci-U|JIz(HKN!nhXG8<}KaVWTEm@
z*JH;~5!Na|W<P2(baM>_PxRoC=(>u#rgDfwp5zX-`~VZhak4ROir#+TP0$dcKAvMJ
zTHt5+PF;`n!8=x6Jq}M~)t<84w!D3C_%2u9iX#F!lS?=@EhuCk%5$;J_)8SNpdwBd
zl@PN<uPrkKBeh_=XVPxqHMI4bBh+$1oDz}CcU(2ALYpDI#0#bk)PQ4%LfB(;+@G$t
z*aR{#qt<R&w(Mf2B(mMQOI-Sl-S_?t>~t+!(g|}%5Km#lgSee(!hCO*;n`v(cw6@K
zXwF>f2dZYbq5ab}=r)=1c^Dk14KzP}3qK6_K4<e2mAzaPySxR4=n6S~MeZd2+w0P)
z%7<kL@<B2!N2>@b!@Xs5@-Kk9u!PcDvqCYt7)2PJh|%7_(TP4oZ)jZNId3%l*5XvK
z_~u(}_#BjFwjHiYET>eH19{FCzcDU)j0!z3JkF;_UrsD8SgZbv_y+9Z%wp!c0{1ZA
zde;bVp+-psr#*4ArJYYg6_`kL23Wx~$~_4LL39_}^PltiRN28O?F%d;VfZl|R<XSL
z!oa95<=yc_$FcGaT=s1rUj02Th8pFM60m5$;N`uZV5vgVP1ibI&a)Up_sC9$+b)*<
zZx%we*;=s12Q}1lDV^-OMyc3x9bL@nMm_DyQREuN9Z!h2wlPymx6tm1`|mLGb$Qpa
zh8R!X1{R;ra3NOKQGBRV-Tfcrukl--6GXxu{F)LSvg8uFkwca2itI2a$m~6KoMTHK
zHhS6<ujN!32M+{XLihHd_9i$_QCs63Hu1fgw2R$!W&C~x;+MWl_c@ep$#5UXwx0-Y
zjRZokRl|&?ZQ?e?qJkd#Uo#;<u@Nn8XLcy=sIdoAj3wW<pp5G`!A@qkGP7PhN2;)O
zQ5~NSZ;wh#mk%zN=_j?U+{X`>Os6*KS+$St@Wh2KF1asvSBLny@lL*Pwm5-Cc2-{2
z7@1D5+)BlIhW)Mgt1t>5c@BuwW>Sgw)dzo)b?U3<L!PZ(=Je#Z%Tu05S8iG_X`0U9
zdmW7o{c_EH;U4;GoW*FMGHa{0p7U^RGK?qdvA(TPxpGVE$!&7y4dYwPXs)u%&d)zl
zJUjr~@fiOdAKN<DBX1C8#-w!SpjFm|MB$xFcqMr=hSAD_!*Fv&XE>>KL=t{}&k1AP
z)0NT0rv=6oYxqrJRS-Oj)z`|BJ}UK*V5fMjk{6zJHF}p7NH+%hB-|rX`Yrs=TB`6r
z)}89=@d+4xoSd>IBVW8uC4+PRi@oRnA-#|N_tx?27V_VEAIIN%AIE>D_x&FHZ@aet
z_Y)9*M(_JQwSS@NpV9k%H{xHZ`bYG>-);X_s{RqZ?>9{NN7X-|_c1fEF}#Y3EU&q0
ze}Bu#{+gBdf7Scge;+;g4}oB>fs_AEVgAV}{j=vEIR19LIet6duPfs3^ANAM%f7;u
z{~)^l9{i7v{nMoW^YagX#`*p|wST4RA922aH{xHa`X`+4-);Yws{RS*`!`AZN7X;D
z5?Gix7`R?n!t0I1ueUt^{S!Oa|C2zl->>`s=(=+L^=JAY^ZWl1lH`2N{d#@;ZzRd}
z$|qkR{|!iz^Y^>cAChC)nEpwQ{r%kkXzhP3$8xZ<vHeFRxfntqX6Hc+evuE|f}q)X
zf`Ef4TI~3Vt(sW%q<i~~guEDxW+?^n_z;2-J5&^JB^$Whsim9mzc(<{=hqiW#i(5R
zvOc@&^?bJcuv%OCaz1?B%6PoA<FuQE+CE(jQ@g!YqvPdbdqeEC0BWjpd)no6eb}$X
zcJ_QQ<2wv+W+qN~K9gfSe%|h0z9yV*X!g7iI00F_-Vl1vxcazRo9Om5dIEZ^YJObr
z#D2Nnnf|O}spCaUZ?F6tNoMSqt}0xtKKzX&(L}?b{~1XRdg>eC;~&%rwAMY0#=bn$
zG{(MKfde<Otxu1u#5HxhN7G)G)-U_r%g)xL3kRhYoL1isk;UB1mqd^?q%A`&7if(=
z_rKgf7k*dsN@Lf#NeU@u|3aTpU6*@aS6yoG{7Zt$r!d*Z0laEY6{)!*#kKyLYo&|=
z*ZZ8y|CMd$`rdyzl=IkgLGg<QwVw5z(qn6*(M_i|0ej4Wp3P(WbM9j3Uq}+Ph;tgx
zQtV}j6qTDCW}OH{RO4R4yao*4f5fRvd)S^?W^}uk76FXkY?Fzsc^}U%qJCT3B%0jC
zgLv1~Toa1)?Y;_Q!P1_@B>{HA1P|gH>Da*CI~$>!hvLT6>qCJ_9Kl<Wr@q(cdU@tK
zcCvdzLd;DsFi7IZ-T%rY-?-cRW0#otpz^(OB3(>1dHccpl}Uzp2i|)bu;BQQD@uB%
z=)JLrLgV5^Vz6s-bYQanhG&gh2Ifi+eEZ5IVU6{|w<YdU4g>2qU#Kh}57?OUWqkf(
zlI(vmNtjnAsaz@y&G{FTtpAHi(lY*l%jDeui%D+leOik2rgl8Z@k>TfRi=?AqwW(X
zIY!G)>g#i!8jbeZ^Mf_TAeEP>7BZyC#|ogUF=wX{$5%SHW;|X=vXe;B`}#EN-1_p|
zSxQ`U(>hL8J#$oh^EP=VoR0lOHG#Y6lWBZCopCbHE0a`^{)<UQ?CY#AS7xs!Nn{+{
zD!Fh4e9diQfEuqV@bIx<^x~}_(OOcR1~9yZaQtb*K+>e7XgZ$d7ELXu9AV=7$jP@>
z?^3g|Tz=T@eA0VTGDIqnVmna`FJ|qQ88fLZo8}dKl>cq|r4F8o$&XJ2QQ^cDc-j|a
zz4ZN+NjjCFRz(cjn0DFd&KrqV$sQv`1;w8&e=cbJ^t#>9)wh>LE&ri|ACE01PHadq
z!{vjk>e~=WYwCC|=}!fiqvIsIRQbwT8f|q3-{nUpA6w#^*?P%=Zxo{X1bX`f!`@?~
z(|+BWsJ8v}_2XWLOf`cHMcD@&1%%PH=5qfwqUb!>Ej*7nOt#UR;Q)nQv*uy;Kx=QO
zSiGOsJOgo`+D}0CR0xRdv?X1t*DAAIT@4RbsOdW4#<MI1eiBQx(_+80UloR}D!!mV
zPis#ctBJi>nyN*0C9Mp0xlpstU-CH7zLk3RHL6Xi%@L-{Qu|AyO!@DLPSH(SGH=;Y
z;ljhUBPe{JtJUuFm?8(?Mz|qu$He4u6sf&l!6E)dbxN#*xPv4e_#t(vwjrgQ$d|#j
z)E!EQsA5_S4!vn%4YE{XJn(I}G{`O?Z^M%&@8Xi=ZPf57ao*x%^E7|fM@qkg^TsMB
zL&wO}ptTeI&ir|9pUO(sZKBbUma(qJ?Hb+!PzHChpzQD%;iqMc=d(*VxiRA6wIOoC
zl9k&+!TwI|541ttEDaz%6oh?@p*B@sX`iaOJQgZnshqT46`WMkmyAGQQ|6h)iHm{Q
z*26nRNr?a`;leRlYGZ$;whS!jchqBmAm${AS15@~RasB4f1^cum?I<tFP`*fOJi$*
zRwv;*%TCZwne}4B9&EHYH>$`u7YrBFkB5%L(|IJ8OgBHJr_Cg=m}Meks}i~hFzNer
z)|Qu={Dd3z68rS4Ro;0ky@WXu`;J}VoA?gVvw6r5rtdy=Ikng3yPxZy>4~sGj~hDV
zq$Bp2H9~);gGcNTzZf=9@zPJi66O#-7N3f+c!5U1+e^Xp>HJYa^6AlRj#E6Cv)jLs
zGsO{+o|H$uP+mzNN{u6Lk`!77QyGdzr0YW<44W=yr(?fVcUDQ3ZqFb`x*@>wQ=|xI
z3ILk<?IT^J{60Jqb~a%O>@-|5r=5Ix>5{^ULftpAwh$VA>59emjwo-thV(UlH2Q#*
zT?TeeCt0P+xQ(y_Q;1KI874$MSZ*;1%n`!0>K%6!=vCwdqiLVBA+3u76yoR1uE^`F
zIAjs^b$(iYjE&c?mB`e{3DcJPbm2GE#3hZ#;nk7HqA5e!_$Ay$fG4|rL$-=PR2&Or
zSVkR*$z38LAIJ73;O+UKI1!fdm-r$7+-|n_)iV?(<EBLKk==|Ni1kmQ6r0X=7~DUP
zboNFsCZGy>V^66X*J4;|Id!-iWFW=Ce4R+3Ntv5!WR_K2NHX6yOAC4C5L|9^hm>i1
zUPoEs&VtdM00+Km6}rs0)ZYsM8ohU_m|cfR_HowVzgc&61|?%^82x~!c#$Cgoa!w|
z@`;l+ES^%$WByw#tstcSxc|tTK;#^Rx11spcFU*rA5_LFZ&-Q(?fEt_9hi&uO$#F3
zRgxkO=WUv85XIdFhC@fu!9$jkGMpFELb6BRJJjkfo@)v3JK=~L)>#+2XY>|^D9?2e
zmwf43WY*!vqyRW+SMl&;DnB-|R7#n6@IHqrPeOr*EuxJ}rQapbWc+$l>~b%)sO(Gw
zDlEiIr9ejnNfl9o%*ioR+4}-USz+I%vVVk1qi~ZRYf|{cG7=y`qh3s=h?z<s4xLKh
zkNWPG3)G9B%7X(+{T_@D=^*%Jz3)MBG<7rhBn?M!QnE!rARI<8)odRE{Op5y;tJ0B
zNPz4;2;^Zy@`X;5KpO;@s;@V~=e;u!WB?G7zD4S)f@A#nOn#t_2Y1BkbWj9!)~-f;
zSLB14rUiLTBZxr}U<+WQw=vfQCU`Q~LYvYMOuSxpD*qk{+#}l-FgkZ!3K{N!Ra1<9
z@`dg;s07&sr78c*DS->DQ~RzwxWHIp4cdR5wSFcV_LlF7@s@6s?zTvoTK3BoLT07o
zM>Td?G}S{Dz3YLu6K3@JDB}UXja6!nIUSWe>g#G7Wo?xozI0Ufd|Fo%DH7yi6|_}3
z7kQ(~(hDU;6HT#N6i1#h&2v7rrZ%a%uBQ0-<{Q=8T~BQ$Qp)JJ9{V=dAKf0mhT~i|
z4?cBYe4|W7OXkXJeb1Ns<Sv4pX8*+I;Az8}`3AN96Y}*Y!{Yv)xE?Y8;q#C5s8H^V
z&V9k|dD!Wh8>Dx7U{^^yQca{r+)ISU$*jDRJ`NYC9hClb9#7S`On90a0Ry-x(}#CZ
zKZ$pW0TxB~Rpl~2<is>qh72QwS#Gy3s9<MYO5JEO(uDjc_-(Za9ih3=1LnrYb0kfq
z6bz(pUGgD5NO$y<j))cLUKCMZ2}pK-Yu>EtoUm%s%a8w%GIf_05NS^+NZ56T1y60`
zO@+FQczk9SG9^S3pP+);^<HYRZ4z&a1ui{)T%-aNFWg{3(M_m+ViUto(_;AD`!4<{
z80+Uvr5HN(5jfE{t0D789F<RtA%Fy{S22PltV5hAQq&3=IyVIqxq&GxL2SmZkt}~c
z=gXZZQU`{r$EM<y_roFaw=jHzY9drlq)xfUHjL86gZ<p&^6U-`<GP_JqWP=yqry0y
zS7B)vwe(!-o~rrLEVH%6<K}_(M5o1V!%o!BDMjAJ49h?SPXPn>L#N^4>?A2VETrPM
z<T)qx_08|31vriYO>8s)2FCQp3n0la@Vkd~J8QReFbGNDKnTYg2s(q0IlK6Nj#-%S
z$emLzy@?U|%qJ4dXO8a_)*4VH8otZ)ag+P5XQGO%-*TX2`2}~u?7+hha~V&ZGf8RV
zZ6}|2r&o)Ao1GSE&o$NzKWr%wigw<6U`nS@N#k5TAtir{<jx3Ch%!-bCxZ<c@8zb<
z%z+ESL56OQF*1f~>nvkB?GKUokb!dT7KX6TDWt=ms!Lo$Rme8bQ$)PdQys6G+a<``
zOz1by%Zxqv3fA=fNo%|tzm`depf&!&^E$+z#8aC5PGK8J9!7JF{SgXR<>Mgi#~2>f
z_N&1QLIoq0#k+=L+(=jJ8T;$A`44J88u$hfv>gRI@Q^EY_1}|UN7J#S*#vvwa~I#q
z)ufeQd>0kTBFaVxQ7@n~<W9u_b(W>yl6~14C!d#R>p0htBI^paA2d4i1Eq4g6_t>~
zm(UxTi;cPtO$8ao2m~@{OGglArDEa~S+!9IX0}l8O18vFx%Prk{6#G+0>8To21+$2
z6)IVO>m2)x!BrH5%yvt$1%9<OhT)=((es6EXve4gdFe6YA*}i7`wS6ip`nBGl*ge$
zv(yrj&+Nhz-fl6BGQ}C&1?e84>|8N5d_iY?xY7gZ8AJdjz(HZi5GDOwM85Y$DO1}W
z0-GSpjLFXuA&Nh}pSn3Ds>l!}%7$Fsu!!v3VX5_==)jmXQnDyyM$w?RpG;!U+`Cdb
z@&a}2ab%!XtwzF^tS3!(Oak97q$7ri1z)Xv(<-!g!7+AI6)ZHiXGLA($u95>7HQAa
z>Bz1lDc6)25w=VtHPZ!?sbx$&go_~x#_Q`QY;6>*VTeI~oZEoag|T2`w86V&>{ds=
z%_=^%_<~-k?-7IP-bthoZlKY`B7t5zVJRCG;QBSpI2o)QRA`v21U;&+skD>HpaNHM
zWr}&A)SLen3QRg0*uMB7mThTeN4~y=DMc>MMpVl`eJo)^t?QoT!ah#a<g7rl8)h%8
z@-_!i<h0+t(>-0inF20(Z^tAD&sJQQ)bflcRVpMPy3>XU`zKjC$1|Ck?$RDum3a4R
zzei*1Jx@F(?avX`i+i6$1Fet<xwCs;-?+~Xv~HdlJJPj}&d<j5m{er<L6Fw>#$p9}
zFObh}(yN<kCrt?5`0#JTbPN|ha(=Ka<r7;`Yf~m6#UpvuHPqt;Bi;lLqGckx#F){N
zTO24SK;*8m)yjOUZjj&AyerCch`H^m{M9b-d8i`Nq<MFeTbfc4;hK67ciLWt4vIbR
zTuA%%5aE?!sN45t6}UK4I8OsCiHDp3KeIb+gu(Z^Z)--`&lWt{x@OI$sa+2!uFRNM
zZ3rW3^G#^H9aLnor3gLywN6sv7Fi&D>)(nwTT0fD@xR5rwJsm<-w*hJj@=xrYxlae
z&|@ID%g_?u&0E>1qWEuke)`bN?M+&jS4nMnj{!Z)ILb+xT?Y4)LLf+Je`p`Jcc)|S
zi^B9p@5gZ?Bj4{ZcD@mNQFF@g7dwSe&c094d0N@Rt*9i3%n)xI%}`4bgQl~@Lmky$
z3Gdn&GQW7zU%Cd_*Mhx|3X-Y2_;r~jU9ML2*|-^9@r1eUht3!Ss`+tCS$O<=vPN7#
zern+a_R{56l_0^!GPrAz<8|0)4<WSFS?P7aEC!L*1omto2vL4qq<e-U^Q=77)$6B<
zp^AmwPGG|9I)ztMT$kzDABu97645|%_f@lmf6SO*d+Spf<O$Zv85fIO+Il1?v$~8d
zg>cX%7`>EnFO13nw9H*aCn_&Zbo)s5m<P72D)!I;Rh))*kInREwa;O0(IeWEut`t0
zNq;aWrssA0@d*%HdaP5JbWSL#-XdzC1KxB>G7iSQ!(~)}KCujX=GD$BaAP70oG$uI
zg(YV|U8^h!+e`b#w9l@_RQ7aCp0>smi~86!#P8CRa=h!kB9iIk2hF$9-xSl(oVtLC
z732wN2)%M$$e$Pn%l1VI3<z@rezwEpBe-y{r!EC82UaF9ONl>17juCrw}dt+++}eq
z#D(_*Te1bD;Uch`Xx1I+N1cDDxzEm9m)(|Bns8u^j#912Ry4Q_b0t*7s{VWzucv4^
zv@w~rXVf`qDC2m{MLd<DBZv><U;28Cv#!oYTn2)8zp%4i<uOk+K1kFKoe;Tdf}|g4
zBo3SR)w@fevz8;M&t!$z#fmgFNxEFxD5d4l&S=(esP=1(`E2+dM&hIF-UP1LO5B*(
z%0$ytcqp!iXWJfGXz`EnKz+T-@YZl$B}U4{pOn^JbvB}9U46IKNDA6WtnVE(0_8p?
zMS<3AM&f9LqtvlQ<xH0+*V@RtYb0TXgYr$8z78qazOh8mIik%(H9*xa$@b~rdzT$O
z4(o|+$a0^iajK57nvH|}!ziEZMrXtD()(Lr6p9pj(|ax)51S^$bk8%7b)VA&>jU(G
zi=X#l1<bsPh9Ox!2pWjr#|<|1j4nYaJSSI7LKBb*+WWE8SUe}0mSfa<8gGSnKj=x1
zvZ~{ubtQtoXLTN>%m><vr=luUE6*xb_3wEsIx>U%=Woifi(`F~4nI0y*%Lx>yJ&cz
zsQDMSFigRY#_XG?U(WeTexHDyA5wr}wC@%E?P^G(g7d#mL{`xeot8(GPe>#!>Lnz(
z+ROgPI9Zdfzi!`WMwXF9Enrn){JJjr`D0T5vN&(nUXN@8O;bHic|iM&861VS5Hf9U
z=(y7<v?)w>s4uj>H0s`C7xlIpM&?g_iVI43|3I@huIz$!t88*+>FT9XX#BK_c8Ev2
zf{rVk@+^1@bE4K86G9frOQwO51Cw40G&rU7Fgn$!l%Y7gLZ#urPD93hbgIbMU@5ZW
zzTz5|yS7puMrqK8dG6_kjKjGdTZ5CfEuh}y7e>VRcevaNKO!fQj+!ek0w|s7cU_@%
z^34k~nY|Zjx~m$rKqR_oiWXrmvRh-Ov}LAv)O)4@epNPi@CrFNbvbHv)N#G<8ECpM
zY{y!^WlN%9nnrWcz$Gg63d>@0IkO5QIHbB`u6eDUwfEP2RS4QRjSuTFuIXz=AqxHM
z`lLJCzJkVbPUxUU+QqlG({$=2?m=;$_aeBJZu-5?x176lkArWMyzxoZtq&O+V*n?K
zGPk{^9p>Byv94oIyVTn>uoY5dlJp8P^m9lCJFVBapzPO7A(eBov(MTNZFy8Kk5||b
zqvtN850Ilz#pGn?DHr?u=Ha#P&Q0#Gr9V6;QI(RPqw?oVKP$+AjL)5VBdj%jhI^5!
zo<7z=0aIzB%8WG;2ZyX|L*-g_!+40p+=c=rYwyH|dP$I?KTp;P!f<i+&yOiV11ir)
zZ@uAzL1_%yl+x~>ibDe`HGi2u(lS_#3%;rvA}l?{0e`6)mPl%QPU~()?}G6eKOU2Q
z@!gWb0uy5WmNmG44f1WSQ*UX~ZXmae%a-v&u!@L#tKs0#$W&lEV0{cDQhIv5VKt>a
zaC7-<TdHSxvyx+hwH>`!b^yHFS^aLMH6r%PVjo!oC?t><-J;&tR4ok~l}*CN(cMCV
zEck<MD|LqUykW@Kux6!p1Z~Xz&9pWC0m5FxOPHFnWm&rI#c$gr(`Q9A37RL8kKT>{
zTh^#ms0~QeG!K3(Y)}u@?Z<abL<kEi(dmbG@BfkDZ#O@OB7^QMM<u8U2)pe2<#Ja%
z^7vDj%ZERSJhm!>e7@u;%XV9OxX&(KQs!-jfx`GhN}#Zp)mML47Z~iTVNXU*i)Lck
z7}SzDAI9pg>Fqd_>HZ*y>>&9K4Y+x%Q9p+*H_;eq=3vKAcqtYC4pWbH)YmLfVe3Z(
z)toW~`6&nat$7sV6CPxAyrwz)TXwdCkR^hel!Psq@wd=-5~@M5fg@j;A#Th>CQ+A9
zU0YmqZec*-nHrdi1K+L7NCz!3dk8|fImzzQ4jIba!WhEM;$j`z#|=;2*?EEsxk<m<
z(!g%|l3gnlrQ~UJMl5z0`7eWhu~=N#^)O|<LCxV!-<dG$<s_V@AR>NbIdQx*9X+N0
zX&a|Nh|QzKT#`p3?$j-$&$TWhQnW`p{&{VD>COJrPzt<K4$fE(ZXGqcv0$g@9E&dN
zso9}-0r-wX5W6Wc-Qv05TIE-ywoOp!fXlaIhT4!vhDt#l+G$I_wncFQ?;6SapuEA^
zkR~Pa^jBTO3_V<hkrx<5eb<SP$oIFdF}kUycv^6-jc~CkfrX^59AV^J6V+o$#7@5G
zo!-}c^($AYCypS1?rD4Fvzlv}xp4J+Z9?p=pV`%m+aYn{Boww+u9sMZN=5FXBHa5S
zP&^@lmda`q!1NT7tJ&2gFX@jW(Y2^4>jA?eM0l>&F!3j{9@J~=%Xj9u&F<WXO1)OH
zyLUc2RjAg(+uU*t*X#Xk4aZO4o7`1?A-)%WA>(Z&!M1>v8F>7pCU@cF<?<7J5&)wg
z^?DNV@)q+F-;0{mm*fU*u>XWop3%xBE5abUFpP+GHrL}lna<7KYUiv@s-Jd@oWlB|
zN~kQD;fdyO{2G7t&4<$hPl~lJ-sxHt?M@$WRIH?XiyfoY)7CSMOB;Z;`KdGyNaXsw
z-B-Z%-euga;0`w=)_%>cu1VIziI|*<ZIB<PN@|@`=cVM_fOt&-A#-lCw)M2(n6ozN
z*lsh>cvn3W&zgI4n<4ibR6_1(y1<k1asP}9F~Lps#pe9d!^smgu;pxU4$ex}T`D&j
zXM6VJ%_qaByO@$-3zxU54z!L;&xtEjT+^zH+Z$v4CnY*Kuf~StSjS(+hP}^~wA3iZ
zzZn~yuf~Ss<3!oYt>acwWs~w~*;SL?wASP#{W4FHSyQFwX7}Pg!7mw|&Q_+P7gRHp
zw|M`#PVstC+rM+Of8w=&79w;09UR8_cW@Zz-%y$JKMM}~J^0^<)BluC@q23jLe)Q`
zQ~Ykkzf$#&=oG)({;yR1BRa)z5c-d*e*hx?ztt&zzv%xDg8V-u7IFS97IFP87IFP8
z7QNE&|5K;<J@_9T`={mk->Fmlp4z`s^^fQjzZ>x{Rs9n>#qYNNOI81bPVw6U_(#=0
zuoC`1=oFm)nOpRlP5JL{3;*3Z#oy6ke>yOX>rV!Tu`&OX6Y=}G|MC0#ubl`MR<8ee
zPJ7BjYLucsc)8`<GwP}WUfbt(T|S@?_zG|C6kt$j$%w=VB{YE~A7MERcz!@h5n*Aq
zR_;H~Gg+5$yl@W>4?ojo>ceOfxUcoP-}QQ2F7>(?B^G#UO!asywQhY+ysa!5u0Hq}
zSM7eO0(!n&v~In79dg$D`gMHuxxnl3Ikn|U6y%xuV=ye^>C?Tl*ToU%%h{qe$kX=A
z)9rZa^KR+O?b#;r%if9S^@->6C(lb_&!^tkGr4QEUXPqFcb^3w`{h8M_x3Hg$`bL8
zUQvuq_qnUdvo8uDb+_noP|HIy`$pB82<YBLCV!W4v-)bYQ9yOjGqi_+t;YTFsCM<S
zmiRH2`1<_&>hr#Dh1aRv%dNokZF=eRS?9~E>CyUfov7n}GkravGp+rUXKh)0G0n4}
zzWs$Z@pkk4g2VINbVBDWXGW($$76EpDw5ITarO1eu9ut8=(}H6mKIy=BRALA3l|qE
zk42B?^9YZQQP;nA)5o<lh`pF}n`Z7}Y<r{yMAb@LLX~u;v!2vVw1duh_)ilRRkxI7
z*ISU7_J?9;8mGe|S^_@k0k$a)$cQX2*s;xPT&H#HGf!R5xGGu>Lvtl|+f_!{0$?~@
zUE8k<FuXL0Q|F#5P7Na!?}vbeweu#b*#wly?oJwt>Kcq@rk#1FsmD?Z2RMvKYizcj
zU6~#&*M0#Hpu+D)qvpjJ+tV-$UNd!$8}jaL`*a6u0Rb=Ti`MrOu`6QjVCKv*Do7}g
zHlBN$(wfX?klf(b^*w0T{0rMi7HfRd`ulEY3h-!%*gVB2`)k#vxF>&6vrG1cA`p6O
zJqUqpJ5~NCYUXs&2BZZe{R79nM+#ahGq-dB8KtZwb18aTRiGF*Me)vqPq(@GkV%zk
zkERz21Z+>$L99}==V-wf_DKRAWs;-V7k%X`X#R5i%P!p5i$fE}hkeE!?CR;whee&I
zr_%EoSeaS#`OCTM)X@ZG$p@l`wx}$Qq0OfsC@+EcX<n`NX~V{fSJJLe9lI}0Plpc+
z#S0**$3jM)XpdBTnYYA_F^f85gI?Q(JkxEr6VCpR3eSv*r>E~Mvh8DEuRwCJ<^8p2
zLDZKj4f;|o!m(}30kQbd+mR6=ybY4kASRp`;h-V}A34=P6MbW}Sx0&Z$@o5yw;rmM
zmWKtk?Nnhhvj9-tu8DRs<z6ggl%PPs*In%FN-h48JY3_9P_;cGdI$|jRUD5aV|P=k
zSEQ>fl%M-%mgwy$6O~%?8nl0*JbP7Oz+*g{MzP8MsttrCPFW5%dx`W`T#X6@x*Q)S
zSH4SH9zoPtwGF(mI-0JjeY3^BSUfs9qHwEnFj9FFPro7JN`B1BJYlk))Ot_Oh4*kM
z&-_tZfAp4s^mHFay7C*r+yhX02AGD~G?OJ`R%WD?Nk4NTrnbP^jSM~y+fu<1{9)vf
zRT8$dcB!>j2&&kTgzld|;tw{io3a#aE`yxGRl$axvhX2mhvVKnGU(e$-Ul=DRYpe|
zxXfNy)Aqh;tN3{BFXt>PEuDkzbzJ*78B@(ZkE?&NcpjhsctVXhb5&pi@NDw%Tv>HL
zbj&>%1|xsDqLy7zQ5afvPf`83@#aD8cx95q&>*cClp)5L#~Bal39cmTHsn(8K7>f6
zjk1~yY@>>!SxBc5HaGL#LC(h1=hMx0_5gTye-Ip1S{TQ{kghb=s2+d2lN*<H7X6N`
z60VuL@c_r@4HmDp$S*cCN0aKRFQej#hWEe3b9EGGIJBCWfGSm73xp9CvM@&dS9ZbI
zdM~A(y5(5X?v*kX-5Ds-=Eqc^!m6y^N56zJ`yDr%x7S$dxSP|J%{44NS`%)YmTKii
z9<}uK(aZX@cE;EY40E`I7Ur(GBu?ZFUlYHQi2C!8!Z0iQp)zAi2Z5sHq){YW`{yGY
zXtu_zKsQ!)<)cnVevAtxT*aup4f)EKcSyzN5em`Kt`hq8gNU@sYMnaspM=vdG%I(T
zS0)P)y|nnqOk1U%J%9x4Bef_fTW@N<bsl;I0eee~$-tRtPJC_^7eOuy9Tg0Wi>Lx;
zdfWS1#i2!C=CeYuk4(qcl4hLPT`C3M&!gy^4A*v_p{-ihwD(ytPrjqw$<T;+GUpI$
z&9cX-cdm)2y(++tkw!AW<6-Wr`mPT#CfZP#Bj8n%uv#i(dEsFH&F|Sfwa~$4@NwYX
zacQ~Js(|^I!&9Amy1O6l*4FBnZg;ah@?Os#PHVE6`;5QZUU~I4Mi1LE-wRQ&{d2Nd
z?eqQ=EAs7FgC+g*JEI>bR@a$Bmhf*E5%%(J)`#YdIHaE)17$qC#-L}u2K+3l!Q0?g
ztC4I{LC7_2iWFo+MFlN<rN_OyU7cyS3s_tz-Cgyh?C|0tynK1sefl+spy$<!pf{6w
zHY>I~c^%|s^rP(3A-B0G;o}`++^B-S@S^>L1)&&WVTX-Cb#f@q%;ti{90<54HV6s6
zvy;6yw?nV`0*=ymE9()Z|2Sll+i>Utou)s@+hzeZRl}rwdjM#=F=?BC!UGN@yXi5r
zz6VRTX)q7LjZ?130)*R$<3H(-K>dPjODQN`P(nyUJFSgl&XUQL<z;<?!wR+(WF3SP
zG-7Q~%K}6#GLCQp*77QY8!I`pDkpGLNy&!L79{N`MYn&d&6iY?;321PJ6arAEDGVf
zRSg7UCC<944DXw>PGnKZ!=F-APxfI{k`r=8LV#z1t$vo>>_Apsq*ETspDRJFxPrT6
zi&DDp7fX2N<>{GNLV~9W!S4&4gty2Le5-+x#D!(%)6(=_S?RooQ*|v64sk}X;;!>j
zIiqge7xO#9sm$#tx`^$EOkM{;=qm!Ss)*px4c1Ls+N*RBSh>6+`Bi9<$55sFq_!Ks
z77eZe9D)r6W5AA8LkfVlaP71FU=@5q1{AiLc{hkaK}6m1k#u-C;I(My8~io%hW4i?
zD9XihmDe;A%Y{6`g0B$4e~tMtjBd^c?g<z8sXstB*5quOJUIZ(bQ)nWD>;Bre~ZBi
z-YfCX%mzM3U{Y*I#Uw8QZN^iLoIy`Geaxo#m6mOVhTvirw+!_IfKp4AD5i<f+!AgA
zMFPJCnDLDD<;VhI5|4!xpYkH@{dbcZ19LZ%B!Tp<G7$;@k#%S{zk(Gf?y~{=gWFGw
z#?H2Nh&HBK|CHTd&_S?m2K~UfpUP=*#{Qzo{LchP$TrYrha{%wJI+LrZHDj^l^j!J
zZ>_WXHz`w_$7L}Tg?DjCPyy@G$?P*>z<U5C<q1#$6u7hnot7dq3OZ07)-(c8ev=R!
z$6$4u7zj%SiolIQ+JN(-dVkGp2`IHEu?iBV6*~ZE(rNe{2*Dysqt_Lx`pOW5D6y<e
zn#xxeM0=;}_f;vw28@8`n1F6w!APhX$TyyvhicUwuW5O=cxk5y1iBS^CcI`v4p)FE
zikMo+0-@a?o~XtHAcxzb1$0f|Fs96BJQP+XHRX~UNF*;GlstcrUZ5fkr*0=h+~SQS
zWCFUbROrYuUHhFr*sK7)76Ck9J--8a$C5U8JMuNHwuoq%9j**l%#nRyc~uf}2QZjA
z=ftH$@wL;*7?ONP4qL?)7~tv-mP&DUO=z6lS_e2cBc}Pbq1b|wkz68+c~ME&zg+{;
zu#xMwzQ)obWsptIv9?uhBUqY&2_aF&F2aXt+(9S_aj-bFzySh9#YBAYC<t-}a_<l^
z_!DPtH-vn%R+SfBUn4|Wef8zGT-&}$g<OkJ=+uO}fBnlb%hE^#T^uf;Cn}kDy}U+X
z7BOw;B;|Z#vm{2^lBbPB4k-!<LZzDC{?Z~cli5);Ty8#<nR+@xbkJEf8t#i9Fg?`)
zwYF?CLuGvIM-vm;V<Xi_lx&%@%)W$F<Rn|W4)-86el;neI2y0-1QC@u?@4LR2pW1j
zQ|&&o_o>9C10phvGpGmC9H&hSR50yuv|#m!pB4#No)?=<V0E;t<psh4P)dom&5d`Q
zHaiU6^kZ*nfRkO|6^yh)#vi1!guOU`WPpJ5m_LkWh4Arnh=0p+`3isyVx<V$z@Qfb
zvTOyQ60X0yx=Dx#+SAg)1j+*@8}&s_h;(%TQnz8sr$Uzm)SQd1QQV}A8&1){o~rj7
z9N9pucm1fJnos~n)va+uilIP1_id?Yp9pkVbOMVbG{*}y`aXjRKY_%+McE?$Z?b}r
zf@IUq^xIg5ZP#KvdDKoh*%mOt{w%`Ru_e@P0w%VBig@ywE%SieU-EP^0JV&>VD>~N
zRWrg93N~6Jcn>fA7WU5A&i8uha})0K8vfcqB>1%Q534{r&j#Kr%$jPT2F9AXfkK;j
z#a`49R1YM{WNsHce%n{bplWA8Y6}eYw;}^{zxW!Q`U7t4*kK&NGn~cO&`fB-`X52@
zEW(}CDgXd708+rtu-tS-5-Fxn5^;6n9)FAiyiJyPq)veKRbwskB3<i~{td5<q~Fp(
znb=k_R2)KRZBcI&hSNT@1#jYfZIwHez0C)55nL^r&1d?k%29r{l?#6v@UDV+?9G{U
zyw@n|dfZSHHhy)py`Wx&ZhokGXFDXoH%-||)&*wh;XBS9l9?S+b1qY~%(ao-VZ-tF
z!#03e8>J4iu3f;xf&sW2YX*UvO%N6El-APT!OjMJD*^sGcoPmO&w4(Gsn?HAB@fAC
zsMCb()1@FXI=@N_4hNsY&l*@Vt7sc2pQQz%htX$sLR4+?fn6do-=!-&kt3%GfZMYP
z7^nc}fa}2FD8dTP4j?a<9K_=}Gq+-4;xJcng^%+Jxxm&!0a6(3+7O)obGO>W)^Wus
zhQHGS?nnW3x$IGv-_v+(Trw!MDRUV^mJL7;VD)xN61GWmOcP@r)~Rr=fk46ou!E*G
z1z=C>Ib3o0+P(m(iPzyVmb+_<k_FuW!Ib?W%Ekt3f*}b!Wd>=%ks2LQzkdA6%7RH)
zl9Hr$yqKf|SVblo`4o%jPhN=c8_CTLT;zwDM_w>i35CKppvP&NuI$cY@EamFE$+9%
zl$jDoxr-TLmP`+cbyqKl7|<;c94NfgY+TudHT}v7KXmeukeD(3>)2x@-*hc#%0Iyh
zl1aGR)qf1SWAs=rM%|x^L=RarpvpcrUM*vkGp$0|N`t-R8LOwfo@2fwW??BfB4$w@
z-#N1j;<Z=dcCGmDi@T(hTN@%}tl;adh4`1YM)<R~uen!<RG$S~gs&mP=4KA2F%J`#
zVscLA>2K&)Gq#U92dYgBLJrvov5E)chYyqd>YedokNV8cZ-<(ZXwzpdLgLe@o*wNX
zCsfU+s`)Kvw->nS1&^Gk3q~#q%+A{)%0J>cDd$oaAE&cJ@^bvZ1D|~0KcFsYn-pfy
z?2Y|IuUT76*@m8QUE<{-Wj?c*4sVk=exP`Hv{<GlL4@2##V<G*W02HoZvnPNkSW}T
zH&#5k6E3vj*_U<8nz(R50ejLEAW0^RY!774lCL4kyy;muHWTKW4lPDGg{yZ;xq(4F
z<rUp0kV;&0Sw1(^c>0iHvfe?~Sje4e74nd-jUW{?r-l%kzR$^&HetPH;>3lz{xuGM
zEOZT_$>FQ*J?#=4*RK*RPz7?Z6_^(nn;{Kn4U|y5pIHxZPN+WRAk-ZojMMFEL!N{L
z>(GyA?2w(+ileqIw#zZ6jbT<@prt$aCt6wQ@`UD)w~3h=v?)&ls-pJ2>{{uA-dxxY
zM@h9dE`;#wh9lVTx>h3ee(2aYE%9)5fx>oghqW2KA;GYc;7W&?x7;^kn{N)&-c3uD
zUaA6?t$=%KV;rhqZ=vH^R_aDI1zba#UP{MY!t1j+e5C70@(CtVk!j6%F!Y%F$;4E)
zoURKVe2aLPU!U0+G&y}zvSBb6muqfSOED~Aelh$wdW_ri)1d7Tz6e$@G{m*u1R@dq
zkSdYP*6V`2w*THbXlDddYYFG1x{)`kou8%N6cDUjS6DlaY#zBxoQ`VQkXUjq?_z&O
z>jA>TOygU7&xV?TotAA{?ia?-wvGk}MqqGVHNx33mTJuXR6Y%%JE|0jnXsf_2%r$g
zCmc9On4IeIlt}$zWN6Q^N<)V?aVy>oz6MA_eRr=WMz&BK%@E=Jb_R%P<)COLM~5)(
zf&jjLY{~Zkq`vX~40(FLPAk$@Kp{^IsL_Qi5KtgiSWi-1bq2u>7)#R)nE@VvbfPX3
z^l~O(ApN#uY<^&9f;z5or*2pKAcU<St5K89LlP}o?&?%#&OD2tY1<rHqjqBX3?cIs
zbY(X<13m~gZOqJ|-j2EL?G!Q?%@B+MhcgOjgFDWs^fbI&1w(@w(<jO<Fp(JmiQw3@
z4K`7V!ZOz)zq^{CJM|YN9RSOk5n$4Wq72?;4#${Fc>KNG0Fl4;VUT2QU|14h9+AX{
z_sfTSR|-h5SR*fjxY8Jz_VMaGevgg#We_kB&C%;e#Q^$NU<q1HuA|<&YlQjl=gnad
z5p?8%6OmhMXxA_@&bcbmA0pg*2!r@Zp!i6vOt>M=;PPcW?mrE4A?b>tqSA9x_)~6V
z^h5&gNHZ^yhqgcwUV@Z?l&%J+qwM>HKfo@DZ?ph!Do&w=ny7_-o~^H;iMvUrAs~lJ
z;Og><oOsRvLVvs^G`X7V=8cKt1<Q<#Aj~@*tVHrv&dE6os*)zG&%$+>nY-gxu^6+2
zl7&U4E2^bw1Ei+NuT=S(eO=*nTY*>szvzF8!8X=X==mRH*ScF8SXUj&66gY525ot#
zlGOk-@40^^mIF!n&1#f%5pM7Z2&323@7TsW`f+3Mz+Yj1ky3~)y*IU>qo`cCV{_~p
zhNF5`Qf-HUvMz!NT;a`AKmFL>?5i2!+Je5;?Wfyz1|>q-3K@*Vl}hiOSR*-O1&9PJ
zQjkC2s5-a%9i&_S`0y5w9cTd|n{i+v`hluzl#SlW(_kn5Zpm)RC$PRdeX-A7cho#6
zfLh`dZ;2+q?1e!#9f%r{4yWdeK1H0~!k!Aopf-C`gN{tgR~CP>co#7_M7}((vvYc!
zrU?@nZu@bQ$0eCy4$@SC;YdD{^^z>PpQzGSmwU}!0_q0oH2}MYj8N_UQmWH&bQG15
zmp32Y^w<P6&{Fv%$ntY87EZwud94;hxig&QkXPES!x_2fPN<erhHDA$NU$-;p>ImA
z$Kx5DTP2C0v3PY3X~}&-6p%i&Z3-S9gDP6qCT&24g`6e;CK&+?S8)*i8`>J}%X}ga
z5%Mz%TIdss<XkTZg>*m05jV$vZ%~6A#p-Co0~^kKP3AQjFoa*-#A!PhGy~kj)GZ0u
zOy2{B`ef0|fq{;aLpr&HysQf1F<${4PCc55b0|u794JT)lCs(D+^P4WdTCU;KT|gt
z!n_`hvrCSU^Q;9oH8jWHPLQ$fnf%BJkhD;&3E}ysNipDbrD?V|c7TSC$d+G=gg-Z{
zlk^2vMV2U4rX+S4@@da*d&xBYB}0oo*JksVC8xU6CP`Ike`4n^tm4XwVIk+Mm?mH%
zWAf~jZlyj>e*dsRtbOOBXb!8WY3qJ1{1@sWl=((EagqtYodlJYu+IfYAKAAU`3s1b
z<FUfRY)Z_?;Bmn``gaIge4M(i*IK+PT=+8SDywkOnLHvCQ$6);2F9lAIK!rS6N7p+
zZ?;sp9V2d+u}o}W{D)))ire`ebBuk!_9iY&<H;b_3gY1cMAz_OVn>t~M_=L=B+vek
zKKjmV8)hnE6MHeclhiZYTfbiI0i=;uw@Aw*0X}s?xvE|aT9D-~q+KI>TKg&^n%jFm
zzp9Amj;nKCS~4}kxp4|yp4W(jO$UfpnhpF|;z-^Gw}2loZiNz%UzRQ=mA|x1=8Ufj
z&*}tTV1VxdeN0wDl*;Mh>)HlF>WCi_n)&La>2awxbTB2gmS4s?UI1xmIKa8~^6q?8
z0P$I$1m=pNU$upx2B({ZWzXbmsE&Pc6Vn`Ngfec0g<d%17;M_%P)alngT^(S$me@5
z4QGM(fR!@8(4)g=wD!mW<iW#1D6HT)oA}YHPt9IfNaryt=Jae|?`8=(jvZ<})@eVp
za3dghGPMCt8?5Cc$&YP5oNghuk*w(ypmTbW318p}s(TKCPh!D4*x8CHa;`&*@NM8>
zSW>_ArqYT^wE*B6rXH-t*^Q>tf(!Q=%^9>HA>6#vxCu~OH@vXR6EdOoO5eD-zjHCZ
zJw}MTUMsNoUBCF`rLzmtaA{i<{#C&xXWAJBTG9sdCeS4tJN!!ttl)@UtGA#bCtlci
zLH}$>kjn5i;M^2Ds{)t5iDd<r6Z|1|QqC#%NjQuW{8LK4i-RBAF7tp|E)BcW<UTk(
zNJzHDz|eh$5f{2JtBWGjuMXQO59&v#a|>XL%zUNf9dJ#pUi(ZX1_w8Zh>wr)38Bs2
zYSxdZhA&)<JRW7LM2LMujY;kfuOyXLeK=5yf8RQ1d(T3gQa(LUq~|k`7yUBDkU?~3
zXg?iTchJ2nnMg2uY`e;_`MTd0UDG*<9tExKcJOug=yXvlk$vUeUcyvBzq!Qv!<E#=
z0wctPp$NOHQq$5{hcirI*ChYYqv}cOqpE2Fk%ETxGUsjf`3xqujO6Y9th39irl3aX
zNPJUxbfeUThBklhDgvzb<&TF3(JT&AT0$F%Y!-v&QE~&zk{R4A=9Tf*!Ojz#X($&F
zT0hi8vWkdLinnI-iAp{ImP`mEP7P@wT3rFS)D{-EvU7|`!sIwBGZY;$xP-%A;9*6O
zF$efL;tkjHHQ^dEJu2u1FLuKzCa;NmhZ0aZLVZyVe1oEJII6_;`r!fs3^9z{YIzKu
z3Z$*4Tr4ddCdiP`-Hltz=9OSS0Wa5F5{(euBpO5%<%pJ6mwsae=IjrTFK;SZ;E37b
zOTVaS6AqSgHoB01oNqKSb%HJS4kwSR^W1UnmsWv+emvkUEe*<ob6h|s;||Etgas#4
zSa1?bxL+3Gkr7D3#HA3iI=n_?M&Y_Cowyrz!z>AH0puaqg4tH>EZ$?-@YaO7=<i}A
z3Pn2(fBNaA34huDAV;C3oN8-E4`cW4929BaZt)qWuH=O4j)Wl_$OhWD%oXxFD$=8H
zBp@;IS&82F5r43+uLKuve;XuXbq^+ztA~h$aS)|RhGdI6L3&99M$UFW4#JGy_K4aX
zYnvq5baj*!@dfRlPxk80F<S1v28<&uchfT1ce@jkP~wh7Xyrd(4fiYyggWzLM9_7|
zi~Jn)bgpNyz_I!wXQD@u6w+}@5AdRmC$)!8ce5)^Mtc^Dx+n659fQ9$$L=h#B}Ol|
zt=Ed`M6O@t=dPoPZi54(-ll&sc7_EwBY`nfcbG3sXG{c#6CK&X(^j@F(mbJ^qkHn!
zCNlBXN3X$x9*lL_JwzS!9VslWL$yM!(mZa|L+yPJern&Y&`{i<B-NH+J;n@}CZ}*&
zcM1wSglOj&<Yxd_+jR1{zBi>f-z|c$ZY)K2H7<1d-Y5Xd^o3mB@~My1eJ#@Ox-BiM
zqg95~tWBY)!8LW3GBur2wNqx<;lJ=_K0#b{#p(~ok47YiD1cdOB<I)w2H?Vc6n2$v
z^(_R#i7bFHU>R3J9p)XrqV-fOPa@#jKH(+S@F~4#Nfw$984LW*d@O&aIt5Sx_+9O+
z@arJi&Q7f+0xeRhmrHR%nLhKnLvz@*M8x~R3tA!kaEmmTq{L{`EuC|vl=6`nXORX~
zbm{x!wQZo_z^H7h5boq+hV^32&*2_9_HULC>Sz3dE3E|%6!X<k%I2VPR`QIlh}iWu
zfm0ewAp8gwxlhCI+BtshV=vin#w`ADjx((?Fvio3GJi-o48J@8>N$a<Df?HP?F$iy
ze_>+51;@1rCtnUp$nWrmiLRXQJzl{T8+$~W<JC=CZuwR_0x#`M<($7TMlnQ&TB^by
z-l^zU_C#=`O>wdkBv*F|jq&exc3NZ&6TmFT(mBFbe7IqQRrB3n{A9<hQ{%Sao{GBx
zI<$-b^~fc`TQU1Edp+P(^f{z4w-kpvdJ01#Yo2<fe5|)^l<nn5Z+<*+AQU-F6<s<x
z+t7iwKL%dOmhHi&KG)Vb<w^V*gQMIH73=c)DN#jL@4jcZzjOAGh&>kr79qBoBd1+m
z!wzqW;-zD7ZZmP={*N#|50n_{&+u4%tryu8%fRTPkVZ(dJ%j@u(Mj5JjIpP^L^PuB
zTn&@@$NZ=_Bbnlj69BBf%*QQ^&(Y_eRm8L7EB<&1y&9D3dkIz{{g9{4P&9Qn$A+J)
z?zQ!s9e0#{c|mNe6LToT&!t6G+Jas|?`{ecsSHmqbtd)NSZzydQLyg|HyE(;3;7JV
znTYHVQ9rNTq>)NSG#QcHk9lf2+J+Wpo%l;PFznxx6xK`SJ&BKzy7G#4wqnP=*&8u2
z2EoD*MxSA!n<Dq29}6K<g-#Nm@1QDjtv4mdzJu|Yiya-a_sK~tXXQ4kGvhzo9H6a>
zls)W&09sQopRG3%oQZP{2<ea2SaBM1N@-p`%jSAXtXdnvbRF288E@p&MU9h=ludLV
zs)=kufLR*YE;inGR!w1|AQ@W(1?C`w_Qd>;C??oT9>yo!Etdjw+?unu;BzaYD^^y@
z_~y+9KezO!T(MXibI#!0sIc2f^aO876XVVrnU{Gted-u#vhtOD+vfrwp__duoz*m@
z;VN!zRz5A$pg4*%i!dXPJRj+JN4XDQtbW>w6lX|U-%<RXIiBgffT|X$B@Q#~5TlqS
zZsB}H0ebrgYow4~O;p=EBr;~P14ze)*Q%<g$37L0{hn6Mo8Dt9npeND)|`AO1dH>Y
z)1-Fm3Hd9VRhzyJlw5yFux^58`_u@RhJXH-ep8|fi~>o5+$>wW*deks@j-R{v5&aV
zjV#nkl<*8^Mpz+Nnzrl!J@>`xC@}m20<>P%OT$4&+0H8mw7aQ-l(Kf9g%ng!FYiY{
zp9Y?)UU`;-Pd@&@O=q*57QPVr-XGY=D2vhu*ANNGmU;ReY@XL~>z$)fKZck=c8NNP
z1vri4nJ%Zq4xI%ni&3s`pw|J@G7~tG-VYMW??CEFR=@u9-L|*x8AZu-B1mC5?``tF
z5^S$nAd1Ou81W$q_}RQ^5}sfhmzAHIDCrcBNT%-!r4IolZ8&c*vk>S&))(4Mj*%+P
z_imA<-m7@Uh=`LRB#w2*I*VC7zMwsDK?pC>@Ogf<(*ZmL6~bFdfO5X=z1bB7!h7qs
zE_2P>CWVtQHPK;6_cfdU@Og#==G_7m34$QPbvmlHAqlVzf!x(>KomOFUpo>OAgW4v
zv>_t~kZsb3pokWKi}m>7OiS{y0!&$1K@BSy@sz_zg)st^GaF8qUrxlvikzYB-gp7H
z7zKR<ZJug1(V18oRW7>Irk}LgL>LZiGH{;vmc-WdBI51#b(d#x+d%FiDi5c0e(a`N
zTk484>BJV3++^TJKHPX2rotW0cSRLmyRSooz-?$8T-;8YIVX_xu}cvwwg$`P2Qu#s
zH3c%?j*uKaf8fX*>2<dSB^q8&647-b;>f;#OrT5hCNp_<IM?axz;i><@#w>2=kUr9
z%}lZ-+-l>MZ-z2jg-TX3w@@inP?(Wg5nZTg#nuVBeqbbN?Ea`SW=C~`zQJTwwFI5X
zWaZngC-d3-sj_J4_C0IniHg&7ytdbx$()MTY%q=`ZThu_<mX9GY!a@J@6J)0g82W7
zy1$O8Bx?G9(Y@Ko;O;sM?(VLGySu~S?y&K}-F?u(-QC@F26qN`hr{!{zc(i*=icQ0
zdy{W>vN~&Zx;mYeN>|mVcJaa^qJ}Ldhwf48l&fl$a7f}e002|$QJlo@(pvnHj(eIl
zonuqpXa^ABFq`%a=>ynGKBV!e+va3!2Giisrd5YFi9l#@a4~UB4w>oSA7VGKGiPL0
zM>(CUKlE9Re5A=TDsOG26nAY7B_#(!q_6t3ZLO0$C#ZOv$|cNoSFQLIQIlv3D5Ep*
zduZj!>yxh~zfTZEh@~k?OJf4T4I2p*k>2?-Tui}&fyL?Aa6-O-Ed?-tI@lJ|lTi=n
zfF|9*<B~@j_C$k%(3{*|gDLL|7%}_kt*w6n!#t0T1l=L$reRcxl1tVd5K(uYtY+AT
zhr&5;n5FIaqkBBmBym)J&SI$}VqY9!JpjnXFR#bt2YSf=vvUX6QSR&d{0dp1d_U#<
zxpa`rj&<H=1p?qV#tZy1e`f-yg9Gb4q91H)j)0HZ0xgRFQdVj>JSd<YfD1csajCvm
z0)OA^ugZfjVHX-%Oep&%pdXW00-1&oQMhzZGUDwOm|y{qlM1hN5_<j1kO1;6^0G;F
z&}&;Y2@EozTGiGG&q43t6d6||4#9GRVP+2DXJPJEHO`h6u3V}RgI^{(QFEJ@ZW8t$
zJBQ&Oq8j;Da~#w;Cg`=ef`m!CS~n2F3+~e`;`s}>dufU8RI*QY^Cqj3*lt7zAM#;9
z?&g9oQM+Rp9jbBio*W}x_nOtlW(|T&P$ca@W6)cv!%$MoaquMGE>z$SN8ZY*lm`>S
z7M9vR!8b^Zpg3DYcP|M*Z)n6<Eud^l+Uj;Txx@zk`7RI)<44>u*_srj9#4cI>I8g4
z#DOdWnM<ZkfLP}Gt2hno^WTdw$)HaNx?y#b`w41m7y;1+n>#8r=X;B^h@xj%b!Tp=
ze;f8A@DZU;p?XT-vY4Bh%PuGJ6wxk?4o=H!Xik!Yds#A^f8EAW!Z*-u-Snx6WGk6X
zczTps7u%K^q8h#*$Z$W93SZPAw@p66F_MGndevKL%D*)52aJk;dm7loi|@c?tf=3c
z^xW2Yi|{I%(?_+bdF@D}j@PTbh9d=I0wl<?w%r7YX{(1q?8MuOc@+zgy8l)suRFtF
z5j%#2Cn|L&bYD}s!fY|Xkia&;Fzr+dRPpRo0&QZf*FXRg_dIGza*tBL9@4D{zaA?t
zq~FjEk}M4{{LI+pzP5t}bto;)w<~&3jU-*fEuT}`H29#=4fLu5)0eGa2oFw)&GVMt
zg9g0xo95=r!kL4s8^V2;0J(JNVX?f1f`7Cv_8?hTIhOHz?)Zb^48f_Fh0uvV{wC1W
zJ7c+O6z^(g#ii=DhCv0*QqB_QtveI}w6YUlAspBdd*s2n|DI8we#~fn+dJqyoXlcu
zGA^8e<BJ^<fdq;+q2-+-)5$kJ)<T2wnpx&=`pyVt;RWj8GwI_W-LbpKoJf1wc4!>g
z>uKEsC(1g6H#+GX){T|Kh&IhL7v&_G8lMS|YO%fTqSmd<%(VAyYeg;liJVHFZ$_Ib
zqtjaiY!8?!7#^_FLOOjd^5__8TuZDl#foa0TWA}d3C)G-N%TnFm>xvo1^GuMf7!TQ
zSBM+zHpTwgu5fOzP8V;c15CkVY2bWQ*}>BJtOxPrhsHnlDas|*W44b6bdXiWX;m1a
z{&WbkZi2r|k6(yvd$OWM3;61|U<T9wF$)y?Gl|zjPr+^|BiTofm&cok+oxn**NveO
z_|@WcLj6E~r@U_pG7goen&mtj90^S_9}7$8BZq78t<}txJ-V(ML627+7nLn^w@W`g
z2H%4fT8u=^@XI-^CasNUr&(7fUsgp257<qY+4z35>(|Kl<-pxo!MW9%3Enj?qBs^y
zzLT>7NFk!00fhC8Q6)#yF3?W}-C-uc4U$V~-rsMXrs0LrY2@zgr_O){8Nlck8pnh^
zk1JOtP<Ma@hJk^O77<H-pJ|V<Wt+0c1}EGb8q(2Kj5jd<rwP8ql#ERm`KJ@7OVAq(
zyF)geBp*@1x7@~vT&H}0XvBw$@~VI%07&Rq^`u#hOIGm6bJ>X?GQX3~;|EyM0~iD$
zOZ&1Xgg`{sV1W&^S^7G$i=LQ*2HN3p@7!W0a{&kt2lrC_d`I`ZeLlUrxuRMQWc6Or
z0jR$zIZLewYp$?VUceC%2?<ieTshx1N8>wXm8j84BA}SIitw9$saeNISi3^stuTv9
zS$0~4iz``y5yCPL(RadcLzF8SSa1@t%}I9xkf7S&zdw<Ru-X7E%uKX_t8a1AQHlyp
zC8<YJ>lnE|*#q7H9$x}7$v;ES@h%tlbJGD>^@1Z2m=*{i5%<ev;WtfHh6Eel91DAL
zXw0CsM9TVP;nmvU{bu*3A=_^m>uf2OGmdl;VcYF?e!}OT^j5V!$;>X%oI)+`daYco
z&4YwOx=8{;=ge8g!Zw;~@izzc3>kl4niP6zo!0+kH54ayRs|hCKW3xrlJ22J`J6>3
zSG|Nt;b99$Sm`og>xo+d^p~~g+b%8n{Jr4sN8Z|w_BTXygAOE2PxkCuivOCshJDbc
zeW^iEr(mj<hNq}{$VA-}h-&H3wK~-Y6O%HkhhB0y0sT<qBCFfDvoyY$4vuaL%Bgc9
zX8~=_v3cMFH<*qs+Q387>~?_g^3uFROm{W%yGYK33!zxiJ+q8wW>zrY8PD(R<A~2K
z{`3z6xVWo2fz*Y~On-@V7K!tXliwXx7i#NJF-NH>SBd3p_x?OSldzhvFsb3TaWj_v
zfHCw`5Vk>w01tGDo8BEzpX{6;Y+%<;ZD1FMC768|7cy+{;Bz`A>alh`=ynz+A_sO&
z;^Vc=5nDeN{e}UC?tyTm7_iOtdJCO_xaid9CcyShV4ZLv0MP&*w69^*Xc*Idc9dLd
zV@_^=P)uc|Phb#-+!j>y`$a%qrw)dG^ALlesSeq?;%msXVh)PNiUH$l4+1)v(G=5~
zjcVfgO$mD6!Zb;40v_cEUMrL)Be|0CD@OG}2^CrfZOf)4*b{_cg_=1<N5j^VEvJGR
zRHkma{#?hRGaHi8W!mYIwoEpLLX9&&GIv4sf_M63L}ebSd9z>4%<H~;VP#pPG<-zG
z*h2loEOQ@2-P0~JYVN0s`rB(ii5L1R;X!?)V_g<vSUrXFj5e4poX2|CV#(VdNw@qv
z(s4k3Q+Ku~$RsEU0bzEOn6+L^>ShB79Y`PO1$jmh$esA4`pw2zei7~gd9%HK%p8MJ
z#z8kH=L%dQ_J5HbfqgLk-@6vpiML5@RU?kO$_>kbr9jm#@p>^^WFc+^5lqk#r<pC-
z1Cq>lU%E$Q;t)JTuXvL>Z@92#DmXXH5fof_-j)sPP;&jwd>Cx62RqWQ@Qs$>Z`BVo
zCG1V0<Fwq6)|xZAQSvCYS8P4q!x>qg&GE!c)UZE8o=13kj~9TykN^B7Vaj8GP*cG$
zw6|uT@Mo$=l!*aiQF>jy-r_DNKUjiTd4YR{kiVGy#zu7Zu;lg);FEfWOOSOt_JDvS
zZ)ee41X3jK+0kzC6KCp|pbtygsQ#ku^q`FjsFD>1k(3+Siy7L7V7g<Lo<EFp>EEp;
zRPLbYcFSn;SEW||6f#JOlf+~V#LFl+sy~KUIMf+CV~EA3lnx$mlhm&=P_ZFGnse`w
zY3Z*wQ>>o-z04x9W=yf@0~tY4pe#EW*`gL2yxzOYYDwoaaA>`%`~68J{uRhJK|e;+
zGeK-dyQZ#T8d_OY8!<v>kS>n|UOpZ^#B3L(Zb(uup3Byal-gWLv}QgJ)iUg28au}*
zTi=ZbpwI_O?E|Kx)Bm{A^ECOuvs?>5nq}ED9mPbgz13-7B4)ky3B}@P0bL-HYJJmB
zvlhwuG>63TcGY^cl19ZejKcE@r=k<hba{d&V6s{U4Su`CdH^E9f_>miBH^_RRX@(W
z*;J0eC^jpN(-uNASpQz?aM~LdXhIW5sZVzuYZEUX8&~$HZeKl(AFzuIzu@NZj-e~+
z1CM?+9!Lk_6KQcopMG4)8m~CYa6a)@ne+)7EDUz_Fi%Lx-Aubafo57(8HF5)4z6Y~
zS;JEaPBopl3}cFNT1coy_@yG|K^IVt+C{#GGNjSu&G0MUD@8+<>^7=MoBcU%01kQv
zmMbI@_pHdmi>tURg-9@4C*59;<-%@%-A5rvW1B=Je6tB6K&uDM*^SvRSc5!Vxi42G
zu0<uBn9?Ax32Jodr+voiXWep1OyRN~c=TQeZpeX!15f+QQm(UaPb1)@T16_%F$Upg
zN<aO50o&8x%WSv8lH%3NAMm#(V6pji!1|PO*Lm^L78WG56KOqwKa5x@Y|p%UuDbAu
z$?&4*ZF0Q0vJ*AeGD3a|wD~5y!~~1LG-rYs(^^{>wW1*^sR^rt$$q{R-(1Ab5Tps*
z#b4IMxL1)25`r%?)2m?pk@gOm%+it;1a?+78e8R(m=iB1{GD#s;*hT<H^kw`1}hXD
z&w=DrDa>pR7oUOG$mHo+IeN99eM=*SXOXb0Z6{`-gU$)YPW@3B3v1^}-;9vt#wg@u
zPi2@D;GNz>fwIbudU3si2QY_>|2~c;MNN+GpSt}zsS~IouniyEVW^c3nbh4&P3t72
z!y-CTCCtFBqOQ)u$KUO&WvVl^m(E+@EHULmgRiquwGtv2%kVa&8=@}lO8wYMlKi+W
z3bIKU=Rd4<3@0yULNkB^r}vO<ktzIX9kEISpLCH-AT{l_VQoLN?(iA_z7M8k#rszc
zjG*<QWsvj8Owjd8?&y3MdKX;um8&KnbzJuYKOx(%(t|6<E@XQyMSfWdT@Fz|G1Afh
z5zAzgjW$KH?fux`+!^53Qo9h4O?)#qf*^3o(cmnnVWkx$mCyRlE6`srqaOg5LARd)
z)3%K;U~8i3j7E-2DbBIjP{2d-kkle4XV{5(`p?+BO1^PD$)sCK9lna>P=b5dEAdIn
zqLhL_#|{6VZJ1>)F06elsvBd$7hXcOoe8MAdKh-(1jL-6TN<5P^@<}MxK3Uny&FyI
zQ52S*<v$bhqR=zH5R`^k+&CC-9vmyxGKzwOb5YYUg!&Z%pAAsrU49lDkOZ~`<T23R
z=v+@2H+}v=U@s8#XtV}V(U$%;lo{|1VLd=3;s4X<;fqbq(a?V1aCY>*jFW|#G$}5J
zUm$`F=m??>$3dZ2!Y80>Xe75x&2@9a^nMn9$p!5~Y%R2rF-KxRBe_7le|CGZm0?$e
z0d*NZYe%34A?4ePh>upS{2MxF>JJ~iF%9%d0(oDA(ITB8u~H4qo+++1zq!p!<44iU
zu&OwFK5pf40j!ruoyi(Q<i~xk&k<}M9^j80E+y8K6iQW5iTG!ov1Yk)iu#a=llMum
zBqK9$;C<9X_8pQ2(=Kr7CypX=j#2iII^+JKz<|gooD5OYwv#990nA-UWu)#368l0O
zU+4@Y$rxb9ppI&ORiYnu_EGDA(zt#zgwovRz0!nBcxWD~-q1PN;#g&W;_#B&dB4K8
z<<ejWgh(U5k!9&%SH0bv;l^!;?X-R=z8cN5?EaNieFVReS?oO9r_^|Sw_TI9##T&(
z#rR_uM^Wf```9{R7hlEr;xbeAywj@%#IBasg*5hqr~w*ASMz}EygQRpVvWmiE8ivq
z2%>yi;f)eARtlz$h6Le+pI}AIY!gPUT0nZnmnlO}kfaZLHYKDGt+U~|J)08q#@Y2i
z#6ij8bkxQ4AQtKqCGdXn#K4sQM%Aiz`0uOrC<&7xeK_IfmmyoVNGMmm;bqiaO_s+4
z8E`<{U_|$@j{vf=!|wbS0|Yr4b^V%LtX25FgYSUyIa6o}P~ejU$^5<Nh>g-S6jg)J
zuq-nz;wCfTut#Bz+O41go@w;nln`A&hv$5P6f`W7Wv7vr=xVILEv3!(m$Afs<ZGfj
zIV)>Z^0@anzqv;ul=gU@dEB8b+;qIG6o`mbBEZ9=|2_@ZFgM~=1IZM|7)uirrDS%g
zwYvwX7qoaypGHLL((82+=f0+;Uq*2hQbTy$i|{j^|Em~^VOr|MVT}$hiF%7X`_@5F
ze+p6Qk6?GY9AQx7(o>6#u>~@sRt{$EnQ$tY7u`Chso>MRT~=K+@xM_F9t|M>!Q|O2
zK8*ozgz-oS4a7wH>}YW`lQCGg9msTnrw9~d1MMI{L+K;dTo_Shnn>dS)r4_0qr!ec
z$Jq^ny8?VbHgI@qsHiDqSGo)piAMBL=R;*RSUA#>ILHR6+dg=*BPT*_fR%9svpBXo
zs<ODJ*V4nfT<{H*lS3~DFGi^YBV{vv3~8=*A51fFf?QM}PWKYwy213+lTk>r=vJ(E
zlYMOUNrT`gLgK2RJm|>jmb&M7OSn_;l6!<zqoxJ<={(|vc9M4;)5FlFPFU|as?>op
zyWS=zpqD?*(}Wl7aE=)#4Q)2dVmi4Fl>_@&!eC()(7RTM3bH&GFBZjOfmb&l0U#`j
zE?n*SVf_uy`x0v>=$(xX{&LAoPr$g#UM}dD;$k(#T`WlhGd^SKY+2$G0=!Rl8;i#^
z3~E>5TuJ1ifHBq-I{X99uYu0o<~cM1*`%nE^1?WX&trl#1}Gu#@+(X|pk>#J{xNW<
z7|=8_BrTMK?x5*Z@to1fRHpz~{qlrJAUq;EufjmV^;TZj&m@ymqi54nQ7F-p`HGBk
z-i~%Ot1cQhKGmoWo|%)x{&x8Wu5|4o`I>Ai3mVjM+#if%Y#As`<JqBq2qxO6*fJ(@
zU-XAW*?d~`@+~H*yOG4Q&#mhm5^-QAE2ohLR07y8ylUtQaFAy^F@g$P5!4H<e34pm
zM*~PnHUTD!E`#VIV~nin`N@>$c)8q3uLy?Y^bH7{St+&b+f}mc-X8AR<CqGln~Lt|
zc_1wzT~wc>;P)R0UPoLc?q!hNV4h!Zyk4p@defG+Pr2R_nD`F<5h{8t0in4Af0j|n
z|4Mn)`+Ek>{jvC9VUg63)q60-v*@7@jd6!?6ju{Mvr~5M?O`+?y2!3Z8-V-i{byIa
z&?J`85cJdHWTN~)$S<7J$?%HO;|aAhX%#O{fFA_=O;;=uh~+n(we>aeL`XLP-HB3#
zQ`Gw&fkeM1()k7tOx#2}dWn<P^c@n9**u;8TbhCez}mN9_HTe6ba8pRIkgzi3_uJV
zCpn4VgF_ZuVkaXk&83|-O7>`(Cxok{x$i`uiQP0Cef0S~YZ7OsBv^ne?QNYt?(rNF
zl~Mu=LHp3MpV=U>X1vo97jd5>w%5XclpH#GU|jHsN4+k92}WCNQcQNam1_oPyN`2A
zS%OV*zAaGq9}*b^yjlWEi-)++_n*zRR`IKo$hR!Ecw{t9y@&&SvJ22KL)WuJD%OA|
z0WCO{r1d#lGpK-7ytZ*7KI?f;MO9Mh3M+PPMD}~j%>6Y3T8k9QA3yVSaK70JhsRoq
zThrY8h@Y^didJs>!j93o>yn6+$C}HH(&8oh<Ukdu%%8&U)&TX?Ry;e;m{{lt<$lZ!
z2Q-;VOM!giRL!OWaYW0d9sRc^3*X&(NLR^rVuFXDP2UC(VBMg`h_tq_$$(TADZVbw
z5J;%-pcupnc<^Fza-w3I?X$el6`G2@QFE~=)r@nUQ*acaoi{g#2+-8X`86xCx$a>0
zaw8%mFfSGu2DnfO&nE?@ow+^6y|?B7r+4DqbFd2^Sn?w4Y`vEyLiUrGHS2etBU0UP
z3{^*jgozQM#kv|76a&aIR5~<&LEBw>%nrqc1gDG9WIAHl6gpx#RA!LwqKP#B?H#G!
zlbS^QDV)3}deK8_7#fq^OhwO^1oo*xIvBaeJVgN4Xs7mJ3&;O9o#jyy<QBpep+v^3
znfG1&ULk!SpRJW#PD&UTumrZOM1W1I+)p=xE{iglI7gXOYgJ-#;rplB(bJ=+@YG>L
z#2%m-BIJdsmyc=~uQ9rbT@k~3qWRl0x_D2r8lXE(g)-AuM&=|;Ri%cTRTEpLW<**Q
zpX@HdQF@QtGoWO*!~%}bBuQT`i&BTTRU;GnfnX^}<ymW7R?7PmC9G2$BLOrozNn#@
z{cL+U<S`v_^<yVd-%h^o&S~IdTMpA~x#xo)7>D;;>ud1VRW@K+(N-w<icNMC{|Htu
z?RUkW-Xk7h$c5LJno4oCh+pSC5XpXjNAjG!+$~?cbp^)@4E%sUHs#Njvyu0^71=Z;
zK&)xwi<{0xg9C|Gh0eLSV5ir<Va1Ks7laW24KNeNom8N7>1FF5q>o|4yaM#t)t2F^
z`aXYz!<aN)Eby^3ZK>yw`K5GD$4uu}Gmjk%wSW1p+ZQ8}Q8Qhmde!7WZ<ypo(oxm>
z9eLJmH3l=26(Lnv;UpURI|s?LQ|oQ8)f~xL<jvWX4fC95C{dWg)}8LpE?m1_E3K<+
zJA*NuT5mEsk~u`;8qM=TPt&R;@!CYf6YhC;Rht0z^r(m%z|*gscgXhK0jFW46O@_*
zt9}e>DFnm4(sC@eK`X?S#>_p};ejzq&voFihziP^rltzp*r{nyt{5a{EDwap)DOzL
z448|$fPnUacMA%A)cGA*OCs?Hg*XcLoW|p^RwPqks#9;V%;XK85R+y><lg`{AfA`@
zpI#JcxD!Obz)tBMdNeoI+Qc-X@s*<!>My@9&*ae*?SxJZj2jdbKwIEH&6W6Z#^AD8
zp9ZT80(i>6U#GnAe>V`pf(+@;%vZW4PBGo7<1?$DF^A%GOo41##a(KO&yCapGU&y@
z3!Td!uhSx@g;HBHs7vCehTx3zE>e{dAd-tu&4|>1uV_4;{^&S$gM=ROv(?OZ^NRcM
z1}2uqSS+@$oy7-lDL(}xAiC#T0xx=+bhH|$t&i_6TA4K`9{NQ&q+Q`u=k6iGn`}~*
zzNsqGIXyR@Y>Lkq)qG1AR?=nNaT5inl(z&ehS&8UrM%V1cWE4<p}skG!r^l{)|OSr
z9~wyy12k(GFi1;3Y_%s)hSW3nAoIQ`vs*YE&rU#kS62V_ZtP28&`yKTYBC{|uhW)?
zjW9N-Z#Xr#F&T5s-|!sp8J$YL&V`~7c|f%6HpC`4)mT|YNc%&(daHpP&SQwzgb`h9
zcEirCv5)>^2D6mMxPfZW4Iw5BaltZD6c6VPeM}|buhRCy)cnKrm<oE#&x|Al(7cBl
zlSe?E(&Ff6QcqnXC$`v`sxRfpk=LIr5xLC=52fGURkZu<uT(WPX7Z5NX8!8NvKryJ
zBx_CozT{#*?5p6>)i%dYT1l|U776#WqG<rA`lJ1on~6INk5<q@Nr$Xr=&CfXf2FA9
z*^`>9S7ruh$30=7WyOs%<r?RZ-ypxQ&8q=H#FWS;afD?-Fm@va2V-e!IefI}Bm1Bi
z7xDa(qFo&du-^99qU-=x6B{+Oz~qx8&1s=r>aR+Hj`?=54>9@mEnQ>^UORv>#QG>m
z8WB{7Lv5tyYA0ICv_#rf75Vl-DCT8ychkeN1wmBWhI+;loSeCq?@+^xQrbAEcl$0h
z3RRjZnGK$3sxtC`HA(LjdD!+E);J}}_++wa_$}pwua;On6&56GFK2O%2s^x#fUm}9
zd8oflLVh`=rw8MylTkERGo^&s)utY{>KfLm+)sc+wVP7D;ZZss6j;e-2*aq>W}y8L
zzPf9WC4#XlyR~U}R{B^w3)JlH=W4wq(h~j$AKRGRv<0%nu$ndmTQVM*+1yc#n`Lph
z)x|0EY*-bnD2IgE2VjzeGC?h*J|;4}rN467G}j`kMgV11KcoMuUuYXW>Ofp0S{m^t
z`Es3$;DV>z^Bn*SaoUURY#Cgz!Km875o(^6e*iX(K2A*9+We8oJ!s>l9}^~6e{srn
ztyxC8A(YdK`Y)c#d@i?yPk13yGej6u|DLkUbMoS%4@Y>=KrXe^>Iw~W(`AW1TJzmN
z{=R~gwfV!-ssEK>8OME3S3GIIZDb!p$g<ouhP{T4(6F@^B;?r^AS#~P1hn+qx`h^^
z40z>(7o?_ZrjjAr?qTffg@MT9&442Cplcg7R-yZ?H?xQEMNm=19ifxPBLTbTgiK>x
z92Gdwg9mTlH-m&N12&<2CF~Cw|Ffro`AaT31NK{SqwAbJ!X^QKAdDtHnkhn}SgM!M
zsYCk$7f&D}FI0uz&#$~f<fBu$kn1J8ROru;)zbITZcxMhFK0r!+rwE?g{bE$M1aCS
zOqY?Q_6_X;^*N<IcT)ukpfhOG1ytXSuU$*6z2m~e=Na1V1pUlk`jkC@Yl~B(P2Wx%
zEuP9_J=mqy2^^Mg2-4$q=fQb!t~H{ZGd1L=6MIJB&h+<xz6A;BVwPbpBnALFWPYTT
z)?SUALci?>*vVJK`A68J+`jfM%}~LvpD)apK}YG(S2mzPOQqR2xS~+@p6u5vj5vpr
zWM?6Gj>MmCP00||#-+Mbs!<VdzV?L`Uyn0EWXs^Xgr~!AdH~Cc&&J&vKb73<;@1Ii
z2eK0}ix&Pc#b7@W-U_!ASpfl<OMG8lz#*~WSgF*Rb{Ol@weCm>)+d{^Y*~!3kV81*
zx4TjW%L=P0qS`5l*BSNYH<hJ$kWg!~<Mbl~&3$-hBrWtGJ?v>V2wR@UeZ)&|s^Sij
zvfq*A+Kw9+qLsU^ZM2F(NR5yatcqLhXQDf_c_RkkK-$tKG}(N_o}jfb(@?$OMwye&
z9-Q@(FM&Z5HG0sgbfscYf2gy?d}01T2{HLtIMjiJli>AmM?74s5Jx5tY&u$CakjEY
zHKJE>dZe762BiX&pdORQUS*CCzls+kJWrBXklz-EeW!QB8-%JY|FU@Em_@D|Xh6NC
z&9LWie(eRjz6A*M$JH4>{S*F8N}4<fJ@ZyI?Vn@<7w6PDC4gn{TS6s{HHT)NDU1mr
zp*9Ge&yv#cvP!3UeahyWjC6N+Hy-4U;V8?U_q~u4ZQ>hzc4K}r6I8C+UJ+#GeVnu`
zoCN1`DM<N6^yLF2-}sd|#UxII!1)olJ0CanHv5#A20*g>fg~Z0bMiuk4R9Oobx?vi
zfEqF7816dj;bBTcogO)c@36mq7XDLji!!FUE@2io8(3hupwa}B8WE#A0Xu6mMUULa
zr<qm|9*o?WB3zd*j_pAwq(UbYRGf;IT^TCf?(wn`5aWmRLo;vE0%D_9Zx(nyF#4Td
z0Wk6U8I@&FG1C?5M3}LcTpq_pP%`(FLCN4BMm9`k!&nRY$rY<j^|^PVkj7Cj<ipJW
z6w<lIpaB|9t*pHRmA<LIM~tA$`UgRyDX^hk+l2ryD$92CL~?kw57`0mH>!$HvR~fg
zi+h8ku);SO`hmV>U)pieU1`Af2x9*V6A>h-P6x~L!){Fd#Nl;*v;+!Et&B^b4*??3
z@}n^Ie#6jhMI0ljGAuiZOw6qTer4dqC6^K<sfKRM<m0rc$<y#F1dJRrV~}eoh6T=(
z!ha9$RK|NpP!$Vc&S2ho@!(+t1ej{g`czpB?2-KrYg5!1*h9~g%*uwiAZ>;I#*3NZ
z-UczPw%G!pLm`)QBw4S@dyh80IUq->-DMJx+Tr~W(-6BQGQcV}Xy2L38+&IXEe{lV
z%3GS8GeBEBvL93j(<qV|*E<Dsm93h$xmbKLQ(oo^Dc_s(-JhESU4>`Qo;c2B>1|ic
z0Qi72rRfp+$jP&Xg4h6N$6E=bxi3fO@tfvM6nsdjbE0xw>0D>ZUmK_)=nIbXRwNmI
zz+vih*!1ZzGzJZX;Ez9gi<vdfeB@UY0*N9knRpcWo0}XUa2J4lA}0wGgpfAxI#RVO
zd0rI*K!C~|ZjXd@`8W3OJ9du5HW5wQ%Ah;ztD}Rj+x?=|CTYvxk5m<u_E0O=-8H!(
zQ<_p@&p_%ZOqEfV=N=PZA~n&fOASL9=1$Skk`Ku{BjN07uH=}1&=_Ma$*behZ0k+q
zwkc@a(b5T6GnI7^#TDQYV14G)0rbb-X!csci#35s#?O$Te-N`)<f<jupse`)Mefr4
zMDUu&aPM>t$?TS+qT`4=i@LeI8reEuLj|Vkcm4)T%tOmioC;7nsl2FADf@ujtB-}m
z&5=2L`L$DnzFT!rBCqJc2*^uUh18S^x)2A0h0rP(-8UM##c;fr?l)0`{}@eb93JNt
z)i$6iPdBvIuY#a6iy|p5jiyJ9uMVE;ikgGz3maLpOk3Y#B3fc2Ik6wo_juD^NMn^G
z)3(1Dw6666Qwye`LlOpJN!dHJ=Q2rdyc3eN0;|*$goNR^Gg;$+rYVuw1*zzM`nO+T
z8YGRozE3gGayg<1L4D0j^f5UPPoWF|X;dI?!8JA8OX*#SX|v<vG1oQ~2kLLM(Twb7
zMf{-<H7&6u@c463_|t|~R6S(<oSEc+G}4}w5M`pwM*pW@tEoIWV6w6b9tog=okq0;
zi_;=?So{ws;TX>Mt42Sg)HRNzOZ!0@=!vjVFl<I&7>fl44$tI>o1b1q>V~X&&pr7^
z&-S5$2D@>qZk=jqp^CN_I;%EMrN$uCRgp*@#7dpg*R2KDkP`<fv9Zt;ZjZN^p_+@Y
zu=^S<D)2(3daGU<y5exG1?0z>01=b%x|z?UiNIGi<X*Z^IIUBmPywuo368|f0oens
znK>M{5tsbmHrKh6gS{dM6CEfs=(PByNWng7wqbQLaoZ{!MfF<37;M@Fu-TQ6G;!ar
z&@I}B9;cgwr)WZ^=n|m9eTeN*L@eSbafw4fPY85-6qHX(i#>5st+mVF-kim9i8uHy
zNLaa98@uBS)FJpL-ZGP1@JI#7vjxf{k{U2ZyrAfodbKtQv2q5RF0EruJMu*?@u*~j
z$A6cTgnRK!n&C<X-1vaN8ERjD4+J;@DdwSxwRN3%K;Iv<$zmSMvS#{Rba<H<g?h(X
zVFN&^PLWPNo}Q!@oP)n?x9>Crld{-ZrcRDdpMpBG8k-8_?L=st_+)G<#RO>$ey=ii
zPUww^ZM+2G*Bl6gbNo4*N`i#4=IL;3xKJ`%&i9aB?u&0-Q&NB11<F=vHAUz%pSTc7
z@tUF_&K&pywpOR*%k@)Y5F6e-(t6JSL6SVtb6!tnY#ImnQE3YV4J>eHp&zS6EGUys
zGhs^b#q@@}xxCwdeG9AOWtKL#j04TUA&`d$G?x;z=N;jZd=u+~k}{9@1{Nks0;<JW
zkZkd1HUERfm}dZUM!CKB>vdZ6sO2e?#e<~XbZi|SpFSX4EZY>0S^hmn(MvUk^Yu{z
zS~pma^N^C@w-}T`#sOkmdDUccLfwFM1APkofmhqf{^M{5d9&t_<chP}lKr-ng1{O+
zdIY#OA~_23d}url-%%>9#H+E6Knii^)~xX<8CH_f70#=i*%B_J<O;Dtc&{*Ssha_0
zSqs4ET0P`KiocHh2A(~@?$TWdYbm@jJ9Gkv8b9qwY;`rxwC@3Cj{YiHo0}YIGm0zE
zsVjw&D64oEQcL=uzyQOME|DdCM9e_g_$eQ5z5^1Qe!S8khvA`4D@+{h07sb6tQ@2%
zpL-1<5^_`<M1^Qi1g)ywVVw-F4tJIu%)4~aK?Jo8sEg2vWMlr<jI=zZzwjWGFpdYJ
zY!?<(0i_NpA2AG><;~ZJ9&|%t5F3GH7>scifB=$Ei2LjD%U6FH31StuT{YakbQG~C
z(G~-=`&uQlT}=LNpvzKg$jQ~pL`EhPA`#`o5*UfPQ5jmEFLEN7&l76CgJ<vwG6__d
zKXIQOsXPsX3W-m{3rz>K%>o8H*<Q_|EO7xRC&_aFlq>Lx-ttjq60fZ%(6nxRXe)`3
z=;>RyV~Lc~iT;hX&ErsaVYIzwEjtZ~kU|K_u*`4YErj@X5R#V>*%}yBGKG{*mF-$!
zcGt6673WZNzF=XEQF`lo>c+YBw&=~+VF#C<Ks%&GDWGYk@{_7g1A3PpslG<3qkU6b
zV~Hg$9n!V~6JHit1XO&t$m?5}6;r&%$z?^U^zQlvpz^8;<l$H@tC|mIU(rN5;&y6n
zQtyQ-;j!OW>{(COFwsnMvy=CHvgo&ZM-WRjQ)8Yr^OON@!BNPc&9q~__0(1D!p&{F
zY{h2ES{}JcVF*RuLAU^XL5N_|CnYl#?n+j`(q_|FvFBRWIFCd*_NYu7mYu*_lWd&W
zDIN7yd=n5}t}vu#HmKoz#7DQ+MaGDN7lfXiV1dhl9q#rOW3zS2xSObj)J1x!&q8rD
zP%|==V9v$J`uo^hCzgb#8d^o#7ttWvz%2zc0-|}O@-Trn*dq^iuOos|Y{Oa7MJ*)i
zt)i`~87ib4|1qX)+dSh}OlVJB2Wn&=P4V!tJbJlghRxia;>;q!VW^)M!MCeixlhg<
zz<q?Ifgvt8kDI=B7$(E`vN0ns!@1AKK7&g%)O3wl6`#Pe=RcIMf${wyHyu}F!kRAT
zczeRM`(rhSJY4`8WE|oQ7>Xp2=wDyMuO4fZd%`0~uMu-jAalG1#0eiFZ``y{B(i3H
z%$FheJhY<{g>o>AKa{yoG|et|L96zT>ZTUb3B`Qr4ncC7!4NA;A6q&`2`j@sgz)K9
zQZ(04@zltp`sFYDQbiTyA|V<0)!Iwwi*8pR(6e*J>5cl*CS?=tlX{F{F~_C6%Isck
zwQ*Mst0L^<n$#>Ss0KaqGLEC=%6MEvj+ee`q3|qe`vATC?^9ru(-PF1Tdzp#`VT{y
z9&?Jym$@BUHSO<lJTk^PNFWg+|9=d%p7PJ5ed?UW6$f*>o-l6P)+2E9mhgwfMOt<^
zCtAIeY}-`gwt@~l8d1)I9-+qI2J|W$^9Yni0=KX)1Z+#RHeXQV)D68-;sSI`$^&oW
zph&__X2#I5HokQ9Z+znn8DM7<RXO$76nUmbn=Z~-yF*|8r&0wE{~%-Js(j=riD`pP
z_tJXvduwED!UuM_?Zfvn5U7KL@8pYjc-@l~kBNfpx85Wp2qYCBR*gG=rU70|j}GJD
zx@*DB(bd>lRb)tzo%$(-LRC>&+pSbZKzs?y93%KSqiB&HS|b4{&$Y?IiqaV>iV=4H
z2HL(7#t=V1rqjVToJz!OASurSMNn3sm}0vc<^*`oG~hYvp@&tWZw-*ZXcE<U5k&~a
zzLG`h>*vnwN!iaCVNH5DG{2ns5is4$g}fpWFinHcL~m4G_@g}A5z0$U6``Bj(s`)A
zxG{{NjR;6%17I?4Fd0#Q;`qnpi`xc4zf7v`wpDK!Sfh=2T>XR(aVh6S97lI$d10Ga
z@TBT#+mRv6x(KTu;UiJ*o#F4IjkeJ3nK`_smYqm901Jv~P`QML2m$-^)LW%Ag-76z
zjWfCif~gPUq{RZ*Qv%x1tJNQ(l#Qk<@u@hsdiXTh4#nQnR@7Vw<el~jg4T_fI4a#`
zQN&p{dsYf}WF(1x$^PzyXcd5=2neR}m`9p#WHTapIvmn~jYE(<3g1UdQJUN`qM<*5
zw$Vz`6#0WMbX%uf@^Bq~J|wlJd02#iiei^bqwC)HqaPP%s>Y`j-Wa}!Y?q%IB)9Z$
z*p!KG_`bm5EsAiWHgzkJn@ri!-hxr%st|n7ag1cA{n$D>7izXmwRWL)MB#Xut$o-p
zRL2QHbxsWU$q>YnXONFAQ|oTs97gpg2H})wd1G!%Q>PIfe}$9P!XwB^%9<ZSW=iN1
z-6PIAncLQh5{zfeZ4Jed*ur<ygSq+4ng=-g!=CB`Oi1XHg>dYn`4eFQ@cHs+q%te8
zgiQ}Zvb}IN4Vi5vOX!hJp#`sysJ9fM6|Kv3rcg9>BGAzPOmQs!PLP6^kYJX*4Hre+
zOI~};hrL}YrFEDG%KWIX*#u$9jLIhkxNzf_a%mMiH}G*W@y$#rC`r`jcT?XJ>;Xy^
z2XMVe!ckS6g2{UWxWf8NbKTM|o`Ver+}@6G%*d`%nN}mscO82?Tt`9o&L&<IY1=(1
zBy=V3mzUbAt){ZLhUbcv%-XR^I@ViEG9@X)QxJxV_QU!4RPC<cszcp=^-V|{xrKJ^
z$~W$<^)i`IQQh@0XU%3LO65m@2`JrhM|Ui{$vKv}2q$tOpe&wRqg`9zzp3Cu*Qh#M
z#HD8J$kJ*%{FR}VXsA#ad8&zBk7r*-uBr12#jG7I^t#1Y?5m<Jw?P(CXfs^%v4u;~
zy84NWZ%g1tjO)bdFm~@tJI~R9SRBu!xbI0HX2nqcblm~K>_4`FjX5YlY^obfU+FOH
zp*HlystAMAGzX3UwESz<v5LR{P2Xi~eT$KXd!{ySNY<#V!ANYyuwYxI)`{K*2X!-v
z>0(qU6T1?xM0Rz9dm?mgHCKG!je!%b3CD`en=2qV-O=XhO<Tc?>=%7F+vSMZiICW%
ziw%4s%nP1nZk%crRmD+{e6W_60g&8pR<$Fkw<gocsW&r&f{?X30Hm(=`>HtTy##<{
z>%Y@37-y$4dc(&IxnVt0y~40R(#wJS2V-wirFAQ3!fv*9GR*~*$OxD%8;Z{+lT3S2
zvnLmgjrjLT$rBkuTo83;CIGd^8>49w`uZ*+iaTEN$|p&Nx*P&HYjB%G!FFy8YffK$
zBF99S8^B~OKEgR*j+i%(J+%ZMw-rdXX*er8h(oDJMO}Kh?*epilAA!o;|?H9gIIz(
zx}p$<6N%8}O!>`MwU1#IPhu&nqNzrYop<?r#B(Ig3=5=%povYg%|)l&L`mVc`-h=~
zl?mIw*5sE&9Ni%9Hf$k$DJMxj(yaRPD0+6EeL8YN4az@9D3<eHU2#hUuMvaPT`}Ld
z4pSAkIC#bT5yj?5@y|llc*Rx0VKNmHO0yqZ*i3imbnV>KP-@8fQ0V;ZM3>(s`ka#M
zzbGURkNwIkgLRW-vXc;oF&%Wn<imCqLGL3bR9sL6`BU3&xuiwknyPO+HA{2@xN^=A
zDipI_NdDn`kI_ytpBlCHqeDj1e!=Karx2!PBR=JGrmx6T5o!m(Hlagt-{<wu#Gb%j
z88&`NXawf9F~hJ59Ihq7dj&T3)7?uv%ZyZ(J53!r4PKgXDT1g~_R*rhNgJj&M55s^
zeWz(FX`$qzeKGsZwUQWj2{~ef5Xo5osGFYLvQ~;!$`YxFn^FdF+B?rCv)Xm!uwK#3
zv;bw+@@U04zz(RG7Ujqr*<eTV%54PezR1IC*X(SE)rX<d-U}fe;8am7-_f*?5#m(y
z0?z~EEgdyGpefqEqt{6>dvY5aB0a3_55^vp`oJZOvqnXZm3p=aCE>^S&U2`fAXKmT
zc+JtKsWIQAbMo|~!9NUL7-<t4iV0@S%*%v9Ay^EDpM|AmV2|BZf85<5XS%MxKMVT3
zZ@V)RcfDRl`aj+c=NW!fUvzu>0AfFiO!&(9^d$uJwfXhmANOA_-p36(UoYQ2;i#Dx
z-7hBw=>tn9xTTEUo(s7|*hGx64+dA!ZHO<NvBSLjeik23$eaET1|Qjrj~5@u`<(tC
zpDQ0qcLjYv)|=NWi;?R8-n75fy`QyjAdVs0uUAGnb^e{_xY%4fXuc;>ymv#)bGN%V
z`McY=**4$YcvqRNhx0Lsf9Kw=6c%+^&)Z3G^s)KNg7{<FV77g?(;NE_tzzJ_mN%!c
z-F-A~r}YIX`aHfnO@W^{?{u!ofzu#7tGggarr^f}ROUFoyZ1$U`J?AyWqa~$*RRQC
z?^s)8Z_VLp0mpRu+e!S+!x6uRx@?u4_2W^OYgZL%feruCW(Tyt63<fesZY1HZY}Ea
z{_iGf^tBsACY~sUjyn(K!;gP=HI|2upnT&0d1?}+KEUBgxS|VH=M)bhTu(}GDPSn{
zJm|Eqh$G0o-ve*q7|b0()zS<Dd)T0!u4KVUqD@Qo-Je%0A<vDtcHHnPmy#mjEtAc0
z%BKEm18r#Bla=51XonPsd+zghcM&Nc-uaP4FFP%A!Fvn;kOTOywz?y|fp5}D>(_(1
zn7OuE)>kG$1}Cw~mjv%zlbM%}8xJLu8y%Chey3!--}6fZ0H1Bv>olbEdL;;9OX5n2
zr7KJRQpWZi&XWrsUXN<cc|(CyV+<sm#Rl6Oce*Uc7rrmos>}B}UvYk%`IQiGQ+dOM
z@jWvIv_+rG!8)q{dv)3B3C|Zk5D1k^x-TUK3u6mL1990eu6|hL;EZpDJ7pQP0oJcK
zKmJ9Je(V0&n_UOLEUhW|-(gP|=XvVeB@cf5P%!`5{nUP?g02>>!NB-|)%{Y%@Zx9f
zX8%$!mXdXZD>QDmRK1#rTo?Q^L{bOFFk_V~4%Pv){~qU%YlfevR``QO`hIuZU^i@)
zeND~DVx%kHsy_f(F0X}|l<3dGJduTShcX6{;QL*DvEk23LXP3ctHsmqg6dR3fj=%S
z`$OMaJJo(=@x4!!a>sho#vIIJnipKQWRBLFzqxv1XumSSmEJj0kK4&dY|^Jri55LR
z?Dn;M8}s4#SlkzWI8xZ?jookV(gdseG4C3BJxwp|eh7B|t=@dB>3%!%dzzb=dBoA{
zcS*=O8``+5=aAeoc`<Uyzq0UIT88#GbZ$tm`{7sn{b2aVjj6)zxVsHtUICW_!dLHE
z=Af}RcGd5&U^p}<)8`#meOq!6___^gid(Wn>8TSwf#kCyp13%H0NyKaF|N#Iqu;mZ
z&D*ztkCkG~5HNFN9IIRuc-;*ne&1JMBtHBkR=nPi4;v&Qe^Q2@Vu}6Z1z$H)W6%0?
z1&Vk34?mu235dHod|r=d@6If;HDWJzy6>WgKkiZ8{_12NWYMEcryf^74~#Wu^X1&<
zhoN<@h7kL=Sx9?bsFarY-%;g0cMZ=hZ~DsF5wNfKJnflRd+p=fA3&IMz(y@|${cGP
zQ&OZS6u3^FX#Df^3ozZa^81?i6e7qy&1kJ#K01O{Q;u3wj$2*EOnhCL;a6R3;9r!h
zTc*|gL%B;$)KH^dUjw8)*_z>5ZN5>qtuVE?r-OdzV{Hs9qv*CX#?J3lRXLZ_jqzqz
z$Y@#1{6FHe+Htbq@%pc>3&T%3|5u3=b`Srn&jst5Et~%pztxVP{r}N>VfagD`0#)A
zl1M@H@V`>X@Yu-wKN7Io@wDG@{jZ)1!<Re%SBVt*%@iE2Ei&v7ZtT^WE0EiEixb}L
z%@j+Y&t9m5F4?gCJHy4=_-#*lvNAj<*0GF&_~C~>XD#|x_2TXSOk`O6A4~TBUsnB(
zNuTHE|6298GyGF0|36ywKPLU>{6AJz-MLkLhFK>+M^mGlFvK^dyfyQY&zJ^|m(=@j
z3P_DSqa?!Y&x=i0T>rf7@Y}7~SHiDWg&%e9OQ-d1y-3D%s_)0$Iu6(WY%B5Dub-8_
zG8c7S01LINs$c8qXm&<xFFSdcznDwt5i6YE+4_2)XrxwopH%uiA>J2i`2NF)Yd*hq
z^?jaNYWU$(gFQc6In6hE@k6Gpzn?>n;bFQq-eB|NZ<N)O>qYy<^9}UlrJ$eBlf8jq
zB5eNzHs?Zz&nfZy?aQzU|NH%uNg46`^l;Ldy_L`7D{uGtyvB;%ShF*ezJkg|K9=~M
zv&+$>3p)S5biCZPvlFjdi<)lnY5{wwlSTh}`4{YqYU1uvPC*?lJ?>80c@4My=Jaj-
z=<)BE&jYu&4<9d*_=f&<CGW4-yNCYo%Yr_h&pv<ol#w$eJKUUqVU#8*?D{gE#?X09
z7_Z<iUa-tk#3NVB3-86lR`q{-^?s$|_cQa894Wis9W+)?KiLp>;YVuP<oNc1Yyk{N
z{r}vYgzG=eLH?Jr{{OEOdd~l}bzqcqvUhd(WTyPrivJE6RTx#BjO?5pjGWBuOgtGy
zRT#z0+^kH@lqE$zQTVDx#?GHpR9u`~O<WZJGsnf5gpK9@NumGGz5n<9{C}s=v$1k>
zv;JqHvx}3Nku4&eN7jO`&baNW<GQ!#N7x$`Zk_iABMD>*eP%F@O?e_8q~MotqtLFD
z@rX|^>Fg5G+SX^z+9=masr|pNCS5aAGuX=|7T?bqKW;BRo?kZKZ@Rnv?%e(Fo((qr
z67`R>mB)$-pEAfhy=1Bd-_HNqzyCGp@O!<_ym-Ioe7g(tf4R?meHLYt|5oycxYGXv
zd(-a*`SW<bYdtw>-+Z0ke1Ci%WbArr?|zQ;f0N#PJN&#7wmj|ku<QTG*!}dx=>PP*
zXmB(786>Me)p#B&@V|TWeBIpBu)bjXbMmtJS0;<oV_$>#B7OX6+~eZ;`5nf)UU16{
zTc4xz{r>ZTUZ&qqroEq6FWzr&I{feLKR&%fpT_0skK?;H|L0HsyuZKy-|kqA$#=J7
zy&=AjCi9P}S_6Nc=3MBGAFCG}`huShZTr&l=|#s&dDD&7N#nJr1?<P`8RtodWq9}b
zE0GNLCzUFvIN_xIBDHG#q%-4OdYf&L753=PVS86kVcvfmWq<jjDQ3FF(`#9Is@r#O
zSup4P`Qz=z@8)h*<2~2hz&H7DB6FYrk5@APW~&}+Ec!XNRa5uVzDdNJ0U!0WJ7a8E
zrB~ZLk@|*3X_v=JwI9F#)8V1>qEFNKJ=bphbW0Lzfh~BN6XE3YkIlmSm%Ix(LkKQ@
zL2ejrW|ES6wiur!gA$+6dLqNlL{Lc(3)uN9_?gIU)Gs#-WXTZ-U4bX`P3Vcw)|h1x
zRp{%MJ@dvJU!$470w5i1z_MsO1sDTqa=8DX<w%5NgLqH68I!DPvk-s}>q&!X0-lw^
zLxfa2n!i&hZZ-l}PIG+zXv23ff~PX&eWi&w>Je~!s#zH$8Z|j!0d#J|xCGt9O;c58
z70~yVqa4!w$2k_WSzT41B@oDYC|jaqo`?`8@c-c^Z<?$)EchK511uy!m)^1nZ@_zu
z8PCysEX~oz<%hk<rTL<zU#phDkqf^RpNqER^h%CiB&Mg@J1Q_M?-W+tTSDkLmynJi
zFe`SK{41mP$gOAYv`<s310dHBrY6JzKwQkT*!OY>um)ag`I!4`%lVcf8#ZfR<>23(
z0LVXipdk-@=p87fay=E0zXp#WR|ccMb>9A#ln7(c5kX?xsDA)p1yC4X<rF~2!Pao%
zg{}Y$=Ajpm4X^o^;I_VMWO6jxAH#z1KIhbmhhzPhp1gS>V;*$S>Aa)|!}RtWgp6yE
z5~BN+vfCI=(Veif3-(boMf*r*3d{hZduy?ptw78TZEMnm+w<O_X0CzZ%?k)YrfwV5
zLg8?ih{l>^;OI$xO#hhFCb$#!{KJ{i@wjszeUGP??f4#yB{_dNID9}qg@M$%zPBpR
zxLDh;Wzp|u1LoxFv~XWjc889F0ee~kHjT)sDE?Lwj#%`=Y{6~WIO6_?oE+J+_erVy
zBqswUMn1vGmCR}*Rn7<_$a$+D|5jUk5ph3jzXtaBg+?smGdloD^~b9glmE&QddQey
zRc{9t<h7?llPJLPu(Br_AeZ@QVCMRr=xCZVv?`1x4Ix;%H0x{->j20lwr|52Nw5BO
zrt;efE>2aM69=-(ql2&Z)Ilvaz+bx8m?>``uml=;<vP<U!mwF^!4ZT~Re6Gz?OIut
z$Fpy11CL>iZ-UD5r+#~@o>#%FoYvN3t}wV!q<4E2Z8H^(N$-0J_FT$PyntR}K*g$d
zJ)wF`%@@hg4botHFPC$3_$h3VtO{;VufQ16rqk`zJ8YiuF7HYH<!;P59^@n5fBDI|
z|K%rFuUL#_o^~4X)&sR}hCcz1GzV8e2G5QC`VY*Je&D$mHj|;_q8eK^!eiVgJ~>VX
za0V1&#B&(kXTZi0lPs>a09%cd+ggFMA&_Qv6DD;YeF)f?k(ty1N!-Q79Grk$U+4;$
znN@7H0zZI`c6pl}ZP5KR(C71uay|k04GuJDswG}nP7Qkh`wHVRg8%pB$Gr^<Q}O9q
z0p?3z?l_d<f&299!T$dMl-+Z1s6akM@@3<TK4El{A*;OB%T$tr+v$4$3s4^XzX8fK
z^#21;CdlT80b~T2x#I}P+-rz0D|}3NO<~ld=dDfLvwC{p7#06tY~A%+lyUbb@EHb%
z4(aahmIg^F>F$sYX^<L3y1To(W9XI+mG16t1YCTc-Tm$l`!C$rb${xd^Ll?V7~5A6
z9>vij_WphqJk#133|!eQ&{dqTJ{{@?x?v8(hWq9MuVFX=XpX|8^W)>ELqQ|%gP)$t
z&5koz+M9}j%6B2+ar0GXD3DJOvgDaJJ=r;E<%Iytx4r3~p8TqdJTx@-rYDO4)+h%i
zyN?Mh$BYAUTDT{CAcqEZc^>GsY!DWo;pkn*l605c6`!es@hOJdth!=@&pn5qKvrsm
zwb8_6s+W9##EO?e^X#uEd`Qy(|59KQ;Lki-v%9R@^&=oL_|*ru9a!+DN2vonM~>Px
z{{tw?x7n9WOg1J?<Z^JJkGxJ7fuCKtm9oTUUMxTx6$Pf&Frm0nO3ar?f$v$i8>FH#
z>ZM*fO#M27*+PDqvKiL>&c_2#AzRtav_J-xa$XH<t56qs03w<RFw&~>d^L#p=*D&4
zZhhcd5y%|y;f5y{Gt^rFCf#~$uL{V-y66+Lo6=MKzK5<An3!Qco=AbJRtE!62jV}x
zql%Eao-wVJTH(HAsPYF0BWsJ)Um8aAi#sCgJBu{Rv$%JIN~9+5y%%U63#8I>lyqVk
zQWlHwYESJf)_-ncj`wbQCjbiot-i>+2iJ#U`gMpG`ZnjgzCsdv>)R51v|KxbDNAeo
zi(REzr~NWjn;Srg#59tiOg8ZPHFbXx=Pr)+$Fw(++M>A;?T_kXkzq6xy`xkgsh%C|
z`z8-&(dzR$YI%?=@F3)fh*@6(OKcRV?D#0+46u<VZC9xN9mz!KI^5-11^i2jXAH%&
z78e9xBh8zko^c5kNFg(R@sm+%*1m|u?2)Lx8v$SZZ#$Ve1q<>FxXY+XYccmngg?<1
zLcAFJv7^A^z`NZzio52;)zDyC!AUL(5vNI<?dFqDUop7zioeZv4{p$-u2K_ZF!jHo
zu_&3Ma_qeSj)f|QWh^~C#{dhj3*Tn=>zM|ATF;#C;7&6pM~P?t?O&@_Bn6|_rb9;M
zJ^Lg*E*Wg$r%A;MWb2zo?NEqARVvWzP+iXtqAJsXZt>zE#WNaNxz%TGWXLkLC4tHD
z@X`&M^8RXeZPLCP#T@N^PUDApSOcH}EBE>JaX71&9rs0Nt6TXx;aKM~9sY*ygpay@
zg#n@2%${}%(&o}Fsi;_mM?%lD;qS|@2(uDVqWdLJ)#z@jiY-8VRi`!aHuCF+_Hk9)
zOW69#0QorgGfpnun@1paSJJX(R7Lj)AMZTvdPNYgM?v8r@9&{i`Z@@p+voerxwM@8
zSF0*f=s!NW?*H(~gLnKQtlEAbgecG9W1Ff{Dwq~{>R1%l8}v@}x}^4F(B<c|qxkFl
zU9}q-EjujsB_lhzw1!RoqbFA=RPB>+75zs~?)#6PZ1+!3X6{)!FK=?6JjJ9%XC}}q
ztgjH@v35eQB3M|$4hO7<eO;k~!k{DbJCPVkyY02v(*T-FP0pX@TWT#{glzyTR!6rC
zx7%-g@-82tYc{R3P?J;UE<bOsgH01(uicTbkrmvhlD2+Qh8v-5P;O2*QlRR-GIZ;J
z2k}9C48hF)o|_{5=!Yh}=XW7^y{vzHvR;8}bP>z8=jxWZ-m@gB<>tT}pA2=$Zsyu{
zE1e2s33g8&Ftd6<MWMeTdPpOglxQWj0NhZu!YE}KX1*p90cBQacc_-955TPnmp%zz
z%IN<iDD!w_ps`<*q+(r;(Rhyo9%fzFILX39X*__hq|ewOOoI=CtRpw9j};k2sgnh1
zpbeTvj*W6_fbQ^(D0CfHI`pyCVz_MG!2Snm?Z+VK^>Y*E59+ZuLiy$S0)h468~R4}
zdEJ5Tn6o&EcW!h>%8dEF_>(aFi}|7=5#ShP<zs`SrN@Mx`%5wD83HyIg-B1CBju1w
zgGjaf<$?-47|QMZr0z$aYNN(`dfY?40a?`)YD@MsJ#NGJCU+S{f}_0J_T2S;W;XJ!
zkN-W%HnHOakCVQQhu<8erg(#E5nKNf{P5x%ihz`qba12#rnI$kta$^v^Lzig?Wn_X
zuk{&pMmcC_ocJO7TK!se4GQVYi0J;gZ>9nq1!aq0lYa&2hT}%Wp5!6M0Mu7E;_nTD
zO&ppVy$P9`bpa=7rgh>8dZ8$}^o=ul%r)$a)+Z?!Ww_G3me*B%`4mwpiO5#y<P7*b
z6)#rC8DDWpmfqOp+UGioS$RqdV@6yAV<Et&Q_#crVNY&Ax2Vr&1ns7`lWGsHo!F)P
zsDxam%j|s?TR<ZLRsuij+t(RHP-@*hL}AYj>Nw+cyHrtQ>a)W~A?aYo2;oy3KyI0W
z7V^Cmlk!a90>wc?nkP?oz|ba#!QXh}xFA(jV<8AqmPOtS&HqPHmi&*RjQ&50a!c-(
z5G16*o>XhVM{mHV%0HM5BDC?jmP*&)jq4@l4JL?Ib{$Trm&wNyESNrwm;D4eLB;4J
zk&1hrJQQ%vZq{~}_VEcG_JsOdI^y@o&2oX6rGLM?OKMS|G`cCT6|O=?uEQH9O*{|7
zjy0yxNzA5(kEwlc)h5_vN*TX`<Ia93M!NxY5*&LsO;gBALN4g?%}E)#QWhL0?WD3T
z3-NiU@>S3_u6^qn#HnKw`yTvP|Jzy|g1JAPBp%@7qz@z%Pu3it42?9v1|3m7Z<B)o
zWM_G>Iz_lq7n{FbncX(La^Uy2&j)2@(fo6i1OMYFlQ#qzn)O~BI4=>dgB{D##<vl6
zj1RDR>G67SX+8?$DxGtp15eO<#8o=2J&%m<o5`7-I&W}e>`$U_SHnQe0RQXoj}BVu
zz4VH?JL>C^sDQ(=p$v=EzRu7BwT4zr5k;G=ox~z=?n*%Y$B~gUY;IoM1rAxCbj~j^
z%~H<{wck)N98r=fh@<tyz}E`*0|cvtts)FzEvdbbZN#CDOnEUX(4^(q;wiJI`AQ~n
z4|UHyCz$x7YuDL8=<(0yw11v53@?yw#;q$jA8T=nTT!r^<9gi3fx{s!0(v-YZ!Xd>
zK1q0|GO`c=<ZG|#d2Qzl0t<Z%#`Pr5rKl#ySqkU<-=uOOp8WqMl?&Tu|4S-|j|{iw
zJCQtRzmdwnbM=?<h9Jh)OKJrFLn=>4XxhoR4JdBDHo7>Xd8ytp4HuMY=n7Ee8dP`;
ziR75;87Ij<WO}!-;AFhg{zVopiJ-gW^7ms0?0KyUyib3erce_lxP4?=S=d`yuwNZ&
z88#jy{2R!rRRHAu0IHq8!#xttM7D_n_NaixT%+P*OOZO>!|U<=V2xwYtvC;-oiFKl
zM7h*@w=1(hnCh?=AQLg(N(dpJdlL3gNF2fK8szZXby5Z1g1$gyn+M-e<sme*H&pq4
zJiTjDz}?iGR_h38-c?e(G~l4@qA(P|@t!<8oPq2pM&%7vcF&P2|EAI5rKWWUPDIbW
zWT>{pTzsc-(jX~cWO1t694Qc>O`UW;YnGQMQ6oRhRNC9|`FBs(YreW*t?AW+opX~N
z+JQ`p)?^gzZOOe2M-UO7V|!ga5q#cDVh4Yv!?Xay^0SMU<1V`Kb>4M4p$`ix6%LgD
z#MB{md02fY_9`P=Ub&D>(EPkh;Z<3KeLnFjxI^5Q&4$ANVCMN?k{!bNxW}VVr~qS3
zqT7{5noU%@{->H4*(a)4DdIfvO;s+!l-t%%Pbc7UiYzv4{5fJ${H7}NxqZ9;rz#JG
zj?0f`^^&})%ACNG$qRi|kJj;ze%uA0t|$qN?umVll8Ho6{YEr5l4n#sQv;(LpcK&S
zsRO=_0SPwi@T>DlbE5qe_zE{EZ~eL(YeClGmcjtWCqLB#noHuJs;$WL%Uqh$v5?xl
zeewh4m==UzpIbHFt+lSCu1v40WLnp>U^3?pv4{#4?FlrIJ3Xi>GQ20r0VKkUeRIM}
zX|!0vKjY^0I0cZCVwNhfAkZy#%gJ@N{mC17`KKzwoUAOk9)Nn}g}$hAVi7bZqgowX
zuxeyna;L1E>tm?E)xz5Ci6pj~&%-M(rU^UfPSjf)s2qsnl?1Iy0~Bhff4IB<RX!>F
z($9I#36UbwB)uk}Ex(`oCcM_?Wq@UG`06$`kagCi<g<fBDU)wN{|C8;dc*If5*uys
zQx^;h%xh5+nrr+>H(G4cI_26Qp4^%2?w!ZP9~~qBl!Xp4j>u8hB$65p4uJ6BkAC-3
z;ba5*anx2_AGlJqkIe=*i;zdAN1HlP$evPXs1DiH#eJmqST6DJ>cL;i(PF=DEIkn>
zxQu^Bc_lr;Pd{J`7JH6*0{nhO$neaA$Uj4kILPCPP(zJpcg$p9D=fSLPW4zNcI6>j
z-~VjD4IeqTjhxl*gJuC2TRJFpia(^f>f9L7bMbmDzxFAAC#TEdpcFdhm!?dj-o<Cw
z$X>|PK@lnT0fx$N*wVjKQ1rQ`bkL(pXuxAgO7<G<Ze=zC2<_dK=bA-;pfDphId_c3
z?_$0=4cA;f>-XC1x!oFfrzIEEP=tzwkwy#oVb)T8IPcvxHJ<b#)qr>#`cyZLIGvK-
z*{dC@i)bt*7f40IS#;ihE%~phT#Ru;I37MyNe%V8#1`OI1q7yqN)N6C)6NqxW7=?O
z^-cU5W0eC=y)%WM=6OEo>SdcCGjOUa<P?2*LOahuwmP2SPe9bEYv)$FI^uXqe)c#*
z_HaX;nggkfzBu+4{zH{FOy5vthRKCJ_Vt}j27MX;tyS24Ek7j_0#8^DZl|miLN0Rd
ziA4khIm|rEhRw>BsXP7>)xvm|-A!EM^no?kdBZuXt102eAHh|P4RZqkR-@3}N`&*4
zdn3I9u?to%-ccwHO3nC(pRWo*f$E(!03>c+pX2Ul9%Hy!bMNM*NQ!h=_eez2wm`LO
zMD6;b`!6@GbkV!yJUjwbzNkK^?23+lXVpq|Cd41?*<bWh`EiXL-7gV>>piAQXGj{6
zq`w#^`tFsztyn{_Z=!O8mNff!fz#l3*ivfMpq^;l=8WhKVfWy(;Ah!4QCTFR-|Zi%
zTqa!ZVOZY?^tj*yU;`CCUbFm2<^;Bw{h7uQtX_yLtF(>geA<@FRVo&xDJvIAYA6oS
zN9dT!)xQ~3P7_}n{+Nj(uK|oo;rnAfZ6Fv?Sr`r4QQsj+fYjB|KpO(yKxO?H2Cae+
zwd&SFU{-)!2_S0Ja`eTb$Gkb!e{q9geHh`>>M;ry8cQUoHXvpTKk_N)RA?h2^QXc1
zmo)inH%N-P7_#%{)fQu3)xSb3r;;Dzu`N*uoL|nIO@1pI+8kqd_bt*#uEAWC#M5)8
zJgg*mpQ_)$e>n2SCl#aHh%tz4V<f@MyYv}LkodO3qKK9~Drbza0q0kmKC=q55e=-p
zu_oo5xAg@keyn7I(QFUe<Tw;U5uMF@&89IIY5GC#b(dXQBuy%gX@Z_+w6~nQA3w<&
z#E<VumX4!Mb~R7+X>?EIAdobWpm;Jhy`mZkzRGwkhZzQU*Gd^b_#dTg9$D;~!IdV{
zKDZ0?%=NSW;EAE{I9c1K$szu%rM{9>4y@Lj!d#AQXs6*WKT9>$;M@`34*y3fTjPF+
zBML&6yi^BW80ZjP0{T$`<BNofOExuuY47ZF!UDbSsq}fX48J?s&o+t&*Voip?}sq1
zE?CMC>#&$)QaF@(GTQ*;0pgu?9#ikBR%mYSEuNR?<nB?nDO{TRwT!9unV>GpGBG4|
zTy|?k3_9|Fz|O{Nh2~h<8A>^k{6W(QN@FMZ#DLjWjj`uO@ME16ue-Fj(Us>(eQGIq
zX90t$#o1mlQ$Zq3C(H6Y&g@N6CT(|s%Oz=W-q3jXCn-Ok);aC#bqOkPFL7|8u#XnK
zB%TD^9Df_%0x&7Wcb@OPrIA*oFk=vM_{wJ8(96c|(P6wv${Wvah*f(}6e;XqN|uMw
zZI59NcEx02x@GcR(|mkFaC)-ISa{D<`@rM7{U|b)_WTHKDL$U5QH^Pzr+p_>J;-%k
zYn(Ce*?k37nfJ!r(KF7GC00U&jfw?CSwlz`$6jo`H@z!8BHOiU@Hvvo=i?9>I0Ogt
zMZkW+k2zkM>6dk-qNZXIxJf?2UPVcKITT%_qzsSu+g4cC779gYo3C~mKQv<8Hey#u
zOa2sLog<}%Sn&U|lug{;tG0f9>)I<hV2UX5C4IA$hn=2??c%C&?J)fJCDd9$Nb7oK
zAPKu5H<E(Gqy^ybH%pl!CLsE(G1WV!zw;M;Uo|%bb&FoqYtU`%+3P=+vKJvwbW3IL
zjBP7FEqc#AZfkF+2VHx9(iHA-0auN8>vqAA8sU0@^k2NSM*aU6Q||kRDYLbpP2FfQ
z;6#jTWY-bnqeDmfaSln<C41vqU?kb}2%I-tfAEByhe@_&_uqa{b(vEAQ$7_>#a}$y
zT|x}oc5Uw_wKkkvpsGaS|29j$Nvh88mHC1ZCR(}i{n~v;9ObE&EytuNhkhlpbQ}BY
zh(U_I6!@$VOHYb?1GPxduxl(&euo}DB(K>`K6cg4sqT+p)+>Wg_eJECp2MZZD($X0
z_aK3$XKDm!Q(^rkoZ&ptME3{@-ma=?Is|w7#jdVXs&(ktuftkM(|X3WrX{vxO}*o@
zA(@hPhv8v;Xsw7jSUVAMoGZMlgq57@d;WKGT@scnR@-+B!$yn^Ts1q>mEd=5A5be}
zvqG`?JA*=QaB=k(%>{2momk?6!_8}EcQXp-8*K7J2-syMorCniW}KW?p8^NI8FLXT
z--T)7E7-@?tM_=e2VKh{$H%qgZWj(Ve*qvz@n+#8wJhR#B?eLV;)-1Lk<=yW;UY#9
zFy#5WxbJ^l&z0E*Gv5VS$tClAvv!746Wq3wRhzY$5i;Lbqai7A-ro77BHg1(5c`ry
z;{pGiM{f|4dyW%*tLh{rX7Q#dtApP)(jcY9y)w-PnM@D?c6ZOL;Waz!s!#wj*47CV
zrD|`HfwO-mz+HGWxZlf7DrnQuH6#rSyZHFYDGxrOmA(rigVmRy8N#z^O~UFVcl-Fa
z)&>ZODN`ev&)wocZk>C_)7lE_09Yt3MztJ%L{m=&nMm;f{{W3|Vo5bXsUEqpO?JHv
zv5P%WhN2@}DNb3+PY@=lDOVVow>)CJ!9c98(E>#1N<hazh)P`Nr#XXI2hLHmx}gCw
z*?)|3sejeVe;H-0|1!!=;do6_gkv9`8@k8d80DuZ!Ej=<pSuH2rcybK!M+xhe@Kkc
zq){!bO<9t^YP>PZ>hA(E>|t`jv63P;y=p*AK*t9(L)~5Zuqnx!5fFfi*~Xn?<{bp9
zMq9MZViplgnBxy?lCV}TxQ<f;O$_Z$&sQ+z3z+?dv^Spc_ybo3rS9Q!7CgTH9m5q|
z$obZ1eitUg_K6tWTP*y^I25myUFp|_+vz(`v29`~eKI$^1Hd=0NqUMx=@OCey~?%S
z!xn<|3Qb9X!E^T`bpb!m`3D638X}6=y!Q4EgJ|ol9EmXHNi6zZ&;^4V2RJLug99u|
z@O`x=be{g2!zgnqx!}PX5BU-%SPjWvZt~4hws>=tb9TlB@9?{>Vk^!Tp2PD~oco%F
z13Yp)kw?1_1xn@?D*eWYojZ5z3t9enUk$cSRLldvlm#RSrpbl&x7Io1MT*n>mr;In
zDO_QFQ;`c7)GXa!dTMI3+A4`ymT<)nTfS8nKeLi=bE7S(C<E<7BSx_aqNdge+XHvx
zpjJ8T<Q1(zz%Xk(d$LA+y(glXhIVb$XtcM^+&@J*Lw7=jrtyM1vm|^Sw^(n70?s~R
z(^U}{8L+Eh#GYMmzHIFr#njV0_Cfr9sR$|=kJzuqf84}mpr<p=xBM{kPOfC!uere>
zic^We+P1}pdZ>t`8FVYwcI5T57z$MQBBxT(n1GaFk=XnFQ~7TU!0?fxNnI<Jz=(ew
zyxSM`AQ)v*zyTJy64+Q!%Dl)@8mg*}N2(w#%jtJrXv8Mv0Jj|mc*w`<G-_s^7=KCt
zOFmAxWb*3V!v-Cqi76#_ZsDd@gX!5&o6B%Y?i6@4(-qvqMQrzQnAu>oslX2_+F3O-
zAjo#%i90;Kx9sE~Q+lDurR5ZvZiaugZYy#KD!`{KYU>?Mc?hr;jLn#VC+rv~iQdEY
zwDEyK(6)OiHx0iBPC5QwqVVbG*XEP+ld$h!5EGm74e9d7!JguF;@I0@^9Q}L^z!Bu
z4n%<Gnq_m4cIAZudM@S#?w~~lF#9A!B>*0>-ng{Gy&<>zW+)?m1ated)xO25k0?!R
zp<JX#7R!^<P3?Z~ud1x(evB+10!I!jRly3u^Y^!#LiR^22BgL`WZ46=V0v=GCwX(f
z@;aC~CN3+s8{`kr3%SEwgohB+J<!E^h0$$WdTODRUOGkGhdMGP&b}GSxmYbgYtY5-
z%gA`!QdkUO0Y=DhOP2c-?qVI9zMJ-DwjT^mAjWym+09n~!5@ZTbHr3Tj)Hzcy~tt0
ze}*#nKZY`Ppr$hMe+*?1K5RJ1LOON)nj^fw`t1fQ^&*eVhcd^X4X@7_qLWu!^UqMe
zVSpp>+GXrh7AUc6|LmO6tS@K9Zp;P{(b$N9MyUkY&Oxvt=v<aY0V+Dxm?)Z4nOH^g
z*>=<U0aM6Yh@X#=)33j%r_e7ci&6GGM};__l?nZqP==wSfmrpnIBRHPSbD=GM9}`g
zNwB4sG4$CJR@<4d6q&{Pjhu9+TG?BEZCYH~Y-$2S384W{Q5v;=-Z$IDDRR-mwrvAR
z-CvB~=`IL+7++#)rSjn?RopNssd@m`oB{lAHM8LCqix-gY(`@j{Uk7ed_6#upD{lV
zX4oT_?&uJ+i2Q;G*TYy9(cB)dpdsd3aMU;wadCfHTOW=eX_)m!T2<JJwuxwCT>#_M
z2SyNN<%HNqSH=k#CZqj>@>!N0<Wr=0(g1!iPvi4m2{2W2EvHN!X@;%=s?Qljz5&<z
z<OvnZ?U~BPCv|=ss6?7Mi5og^lG4HyDCG-^wQn*4>ILW?;mEmAd(i#^D9^qD$`a1k
zYuEFcj$MNYY40x>36X)YD2qstdZSvt*&8)fu$ZG%)_%~=8=!1hk7XoSadQ62CzSF3
z0LsW7-%86mdRPAe%8m5ugDr~|Zol3!SNg%X-I>-z)(KWs(wBFzxFXmu(0G)K=J<I3
zOjWsROzW?0ThTGby}Qc_aQ0Ix6O?D7pbzRC6fVm;X5UIf9K@^(gc1o{{|fX@WHJ)8
znuB)zuqSKk*V%VB$`5wX1!Ur88kj`Vhi2F%nF&a`qwxNGM0+pVX1WFg^bF-3W>&97
zpkLZZKZWtJfW6MQ^IK9SU{8!{J27q*6#(F@GQ&7flmYd0cblysXY`*DM5{(#m8oGR
zqNmfU#z{Knkp!{CU=N;?<phB^sAAY;W3?By!+b=$dWu@V=-*C4O>U#g<M@7moM-tR
zawqU}`D}tIT5GiJ_cBuSR@+DVN5aQ}9Y1g=E&iS|g+`jP@V!3JWU=9Dgy_Y9R0kq0
zp;@Vb9e8#Q36H3srF@+0!0&X`X7~^<cmeh4)A;Ossaomr_;$k+dBC_l;KRnK4~LTL
z(S;7E)$=o&zPk3BI(0{%NhtO|K-rVy>JA0N(d|H3QhA^bm1>`bHwV+263dG!m3>R`
zO5rebxX-1k{fb;`)K55)4kY>a`zDCIH6yF!CnNL<DJJ2Q`GJXM4PXfbnS<H5l7KL-
zd_dvepg=#^&ca!tl)XW-BPlZA|5WIk-k0ixh_aBYJ@x7Ob+Rj{c|}FE>5AGjiIs;8
zzqu;6Qqv}n5M_3Rsk*l}V53|<-8w@Cd??9_-Q2}&+_tqucqz%U{UW;JOZf}FNTJM~
z8|Ux{LA)Qo+D#~0Ab3c|TrmQ+;D_GuKR-F|%}<V&V|i<TH#61@U3iI&mo9~0{H1qe
z>|l`-N(1??pDg7J9ixYOcps#Q{W`(Zs@sS(fw;nxG3@=wcOLoByzO;2XR6Gx<9%q}
zRfI37S^a!BKG$l0(4;qui9_^5+!eoz=@QvFrm}DltkpTqBLW%kJT4y?=~QHZ3@3<)
zoxJhMTRhBX!*LJ#coV0-%Ox8)(0E?DszdUc`CgY!zg<}V@A}`$=hi%bxlN@MI#GO5
z*mj04FeZUFl4c3#g5b9w`}JyN&KC1iypc^%(}~JwM^?WmwoHsB|CN`7)dn+-rliOr
zOE11yz(Ua_pkqNpXK)V`SCpU4No81j(DO|$ao&eeaZ$2mJ-__Aiofnb?Ai0nYY;mL
zmKFW=R-tHQ1k$&MV+yiCD;QIa6qLI`1|h>^+_z@M5WZ7^lB~h-9I?H{CIf(?uMrKy
zuNiC&9kn^{*2C^YsG1!PBuBzadeKihEI($soo@Z);jOBGB;S4ar*7zZF!lvL!2MUA
z3S?^d0WQ;kA20sdd0Fw%Rj~2luu^_f=(TO%43D%gX(!@z2|b7hutqhwXnjq6^ofix
z4^R%^ole6T5!ro$%Y$3;hBET8K2ewa!;_Kz;mP~zNG=Mm!vzOh!qvYj()e7Y8Pt5R
z!(*;U?<AOGyIFaOdvOry$B}w>ovhyfG7XQUmFY>;<NzqCzaU=oqI8+3L{hc>ML{+<
z%rzS5jUh}L?q^srev8}49Z0_|@>T@P^{xOPV3ARA;FG<PSl=U&0I!cZp9!>PCc)7@
z&~hJ5j|4`t&fjM;&i7_KN9)*YxpH*YtqSF|#qBZA$~at53sUrcWaV8mf=&PJbxXd3
za6xx^HvacFF1jDv*u_3+-U);10km0u^%@&%g&reg>Z5<t`tL&{$w6)Z>|_8VQDo~k
z8?k?Oa++f|s2Sk_g+9v=c5qWA{-2#}Ag*It!g;kBzyJP6im4!!e-0&=@K(yOXCqLQ
zn)K)l9r}?d$+YzxY1jr34(TiTZKbjVD$S%*9Rxfn>JY^W!(et@{j-x(#ESKD2hNLo
zOQ9ovh4Z|D&j0LW;QzIgfjc2Nv~2v%2D5uo20rlh-VT(LTiHZG8nh(`!jttYEm&f^
z8IuSTp3nO*@hz#qw+0QIw<t5Mvq+hhfLqvNl;A8;pzweh@t?0M=?sEv6`s$<$W}KL
zhuMLvGdxu~pNYanM2gPgH`?uDHZ}^ix@5k5aTdf%LKE`>MA&XVq4pvWHR0=i?Z$50
zIcvfOuvUtJ$Q^pul#Lxn!rKY4@Bc^<*F4yTwfwV_<+O#W@f`ESj2eey^c3KDY$Efg
zijhl2*2Nt>ygK+*uvw2uy`X;bbzXd>elTl&B-t$AzD9lO#O2s3PE+5)q)!i(tHWU1
z(tL;M4sRKg>$FEBV)ScIJe(|iXDY|ULFEo$@l36^)!e3z*IYQHS6c03!ov^nQxX+n
zJ4IudQPoxX=;6!)_BB(gmMVI)lSMd2&rr%&-NFEp5yq<gJuYV0?gkOjEbHGQeaO2b
zuTjCPapfyHT3G8ni)<)2t-TDnSh<m>W9B85)#HIhS5}c)KueWGOoK3%fsa{4bn?5z
z;(KtD%Uh1>Z8G|Ax@`(Oc}Iw+Uc%@(nEUBx@bJe3_d!kP#H2rPC6WZ!UMK=Xi3Qf(
zND+=2J2dFY5}&RrEvEdHdWR04ojN1fw!5X|oeLpS5T(nf4hE!7x4Cz6GlN;5_2O+D
z0r;?<=xhq{Th~NPeyf1wuW~A{t#KDg#Y0tfVxCAtDE{DndKs33QE~x>KC@lDsPnAd
zVD`59BIr(eU&FZa$WJa!tJwny9VYy@M>A~JxwlB_^8UIDx3j0sl|Gwe{_->2;yrJi
z4j6cyiKov@7b#rYrk_}clrH9oCCkRi)Q08C29y%ml$QtUc((MSOhd=V8K@52@QmwU
z;=gfZMn(m{hdrEvifrgYZsyAhKW7$nbu?%d8{P6Ot+(1Z;daohd=-V*E{GlJ`EBrA
zCCos>{j~c4Umg-AJDiqErA}}YSPJqF=vq%?PNNF78v6<IoZ{pb;Oq*-aCKn8_`7wX
zCJu$n+qXDn2(~5>`ScCZja9mdNT#Tf_WF&qCm!kG0NVV|Ivpiv>@P@1=Ik8sK+D3u
z_y!a85h+{}1{GUAr>rDGANyxhOh|qJFW8xZ62AfR5iuxT8`_a*{J=@oxsw~&(B~xk
zKD~h@jHsuvD1VE?R5Qi3LeyFZ$ln|c+ec8E@>UQnuL}E;5;6y<CH<(Wf}2!0u5v4g
zTH?4insJ3><Y5lCk3%E&2+H&-12iUaem_Cli7znzOws!*La;=teitPfiX~8jRIE0?
zaOB>Z{kVJpT@S5Lmdj(|@?$Escsa@g@{U}0Zq#vvH59Xt8d?CjAW}X2+1xHFGwc8@
z->osUt{+L*n@4J!Sv3G^)BV&pH+e7=H;u)n@!;*i4#zgr66=>)bAs~RxPxV7K2olE
zy~Dl&^siL1Jydpbs{fm4)8#CneZnv%H$mO0LFiVUN|f4+w~dd^FcY{8g|gzUJA@~@
znoN9mon5gwZN{#g>N9Fr{IzO0gaIbvVdT=n%~CA)jJ3a_uB)({TJFj-a+`(+;PBj6
zX~I%~YG-j#3H@IihNdJ4M)1uIUp#Y~mmZ>u#*O~mG*ZJ0usLn{e-=?iiue1B_#64l
zp7ZmG-q2Kd8vk~IjfnqGn|nCr=)_{Vh>sR<4_Dw&k|?<j_WW-sQNxDXBq0CWk;UPK
zm2xXHg#$S;B{7nBpbk1+OCPD~=JCGW_Y&1Jh3n3LfvM<_kU0`Ki^o53fM7sJv%6eF
zDeZZlE8EvDck|FXBnrD}WApdAZ4Sh^L+oyu<IJRR8=Nl-ltE6~!|Zn^mQY`=mMq`3
zL)*o?Gy$7_K{z--mX6*)+{%0Ss)Gr5gaw3qcy|2t+scACuV2IG_&NbxQ-i%q>Ki9B
z)Pgk&-oNGQ*v&O)yfer5pXpCbb~PjOJ#$fR7>fgQkRK`}0mYEr4<lDtkg1x&^kGo9
zBwUZ^ceGj-G`zP&QE-;kA89Yg$Pr$6T=a6iG^Bol?n`7sQey+AHp>K?0-@t^&JQ$x
zt%BEh(@v!;FuacGTbMES!lidw^ka}d_QYtZn@F}I$pWd)7W|Cf4ALL@6A3mkQ<fdh
zBUa=6B!=aZW@0q^G9fiI;WZTl9QeFC^_{^oAPEg^H<HmA;S*FvK96y!&wneteTF6^
z|3-%w6R>;5dMuk*T!stDT3bAI59qZheDB@JwaqzPk(y29H0J-Y64Rhq=}K0-Xnhdj
zgF@~P$Phy`o>|w}f?XLooF(vzjVX!m^AezH8Layn++dEB>YCg-_&)2)a{iA@C~3+3
z;Wc0Qh8}&u>xZx?e-GcTc>LBbZXs-{srZqMvtNW~FdqC!8`X_B*AZa8OGUA`W3Hh2
z{AhUPU5LA4UHbEy2ylLf<}tZV<qt@k())-sf<kZbbey8U^&6Q(i+93yPls@9qg&&;
zv4^A(?K!P!aYhnRK@fzX+dN^GQ-cFRbZIA`;DTBaJe~;q?If7V*aE_mgkS`u2k0Z8
z$o5%1`%GoGJfyrpFQ&das$NtD?MN^B>suFmLx8jnnt!YwqA6apcostP&qgwzBL%Gg
zJjH9EB5zM#HNTx===XE%7FRXZpCaf9(_v6Sp9EZwPUHcAewBSY4DWIXI63{tB4HB-
zSZt0`+F87cF)!%YW4WocC^+zWI+3dQnFWbjJ?0_OJqZM<7VH{pvj9DGF27L@%Si|>
zKmJOjB{k|rizW&_p0Wr)?L&i<`1cp_EraT|l6qanf+&`H-2=L;Gr?z7ixcakc~9UD
zyqKQF(3A|JR$>dnxtEOx0o?|t?Lf;xdRAP?1%qWPu4PoL?%ua{z)?H_MXc&0+B++T
zMlZ6S4Mm(#(^lI#?~@vsi<}f@?MyKJ76J}{x0UN0D@6i!kMaFIL0)_Kmm;_lnH>`R
zG`sS0SCdbCeEab%?ChTdb=ci8E*1=FO3cgYbxl-UBzqzN%(tOQnona@?D-&)59Whr
zI_ACRpHZfjgai2v-&t_Tf2RbsZIimL!3uT%VB8ejv*hjY3+pQi+E3jS-7yxOvJ!AD
z{SpLhmJ11gV~-QOOKsTwW;j3>*1e4L;PGJ_cGUNUA*k#uMBS$F5SFivsdk(4p-mxj
z&zRZ32qo)F>|eiQGL|r;^Rxh`poNaIV`^MwC};&Gr2Gs1^rNW=Wz@|f#WA*+H=xmE
zNVQmk>VxHQg)ZUNDwUtqHL}x1k<VV!h>B7Antk05so$K=-*k#4M5#?h@omV;*Qd>O
z+Bsj*-PV6r$h*_<u$8^`6KFQ=EJN1?X$Er1q{S6_q){LNpVOrK3?S_^1Ks<2@0cjL
zrueno+pFQVoe!(|-rDN-CttLgG?^c*Z86V_ZLH8R?o6&}!J;dN;|;)}w@w{8am6_M
z_!r}zM-=k&@Jz4L-qGT;_Z%jl=?E}-M+vKPKnPqwEAWvZ`A42#hu^WUD$33A@AfpV
zxk{pq05;IKjTg=`(Uzs7{Airi)4-$sn)Qk(Jr@n86nqt0Sb*JClb0DXf_jxGjRDA}
zTK2z+`dXfmRCRiBT`4pON1h2&ERVzfkdXO@Ho?4v&+(FtyR^givS!0sq2#w>;?Gvl
z1wKp;%vI=_54B<8AIPB5PN--JDUBCS;$7tOnB<Q%qaL_7=A*on5b~6)1iSHD>EVKD
zT~)(Y`QZi)`|is%Gp_7IgAJtQBP&Gco8S&ZzC+Q~35jvr2KVkBRS)}#YtUvBpIsPy
zWBpXQrZi^G8DRg3qU8PC{hPPZpyHMShys&F_Py|}kM`Sl*CQtZnJ~SGFKN^yQ7EMw
zh|3O2g5PQ-R3rhrz%PEp*>WNvQ$HfT<CYkJzVz%<9AHV%_&RjcwNl#)O)3P?=+U#G
z)aH*_Fbi5hOpRz+29Y}%oBvcOc3qtq92!RO1E6P&i1lA1A(w&ZVLoN6`t+#D?1T)s
zX5iy$EIn`NB`Zk?4c0Y6`1moSilUwJTlS~Z#m1FXx)XVYR!s!qnfIp0q|fY7_D7UQ
zuxmFL4~T`f$D8>-yr8y^uD!LtuKXk*z>@Qmv}`U`o0_ugG%>W|7AnqV^u7XI>&#>b
zQ|BzE=3i&J3ZTYhyQ0Cf`-U&n#4trfs{N=<zHzE$(NN+9xW=Eg>HIduU%fp=7fEYc
zNBc@0LbIYX!3R0Y`A$U<of|a(L#&K4U0pxZ&I2e3mIC~MJAv<6v}nvw&}M#e5DP5o
z)6=hlVk6CF_Dx3Cfx1!zA<s4PUJ3R5w?Aivz&XpZYKhl~8|)Ad8wT~{zu~jd4wyN|
zBx0x`Up2f;oN55Y1j}{qBtNxSld_rws%m=M>H*i^N3kRw5y&g5l6tYUbD=wdI1C%O
zg%N0<nX#j(=N87RHZUR@;%s;_@wHN+!e}&pIO^Q!<boO>Af!DE<isRev-!?f#VEfe
z_LYN}$BjK8KC^xT-f<{tte7mGPjC=PgkBPq4aPeh;kx$UGH`X}?sNjR&vt-C-6SOX
zlz7V`qEaT`I!bcgcBTULQO}!G*MPx_wQ{dPKEkWoNyq?0F&EWG%5&Uq$4ru%bhD}k
zo?v-0Uw~&vyx1_(G43!;&f7BWxFt~TVHqYyQDJzyP`Zc*8I|s>!hvAEAK^G(y{-Jz
ztkLjng^^pQ@@<h{{e~$dHluSbGfrY&>RxN1_c_|vOvKXCAN5dn0Yt37koNk6&MkhG
z{N*03Y+a~ji4i~K0aDHufQ)Yu5O=W|<978i8qCUy&!bv>o$D84W@$slRvbof9kg%o
z8$DetJBexZTeKDN`(UxIvEcX(Ey#$Ept3$7X$<c4ercEE!$^{|za?;b(kK^ww!+y6
zkR*nOvAv-Y9Fu-~psxlH7;1enpP3}08)<GoQn65Tuk(c2kSWRs<Nw$yU^Hql3-4-l
zqT_!|;XNxv1Iz30z2lH`J8n_p)S-$S=N+#YhW+H#hT9Lf!%!CTv#KzAv$Wz)7i=7i
z^KrlI@~+&rZq)a?Aw2lP@BP&(v*#CSx36^1^0z;a4TG>kHTv;{ljnCj$}Nufevgbi
z>JJJEr1X#~Xzu%oxvF4`ZXT5kXX~4gfG2(R*gt=W2PE<#&3xPBu9E7$t8G17%6w$5
zZpYWgpUg9&+sD4IUs$}LOA{-qiVje3Xp{STDxn313|8zsS>lnz^>4A-y>U^F&a^d*
zwnS}EKzTsOYU_dXwGV76GB5TPn4Pp|Bcs`w-7Ws7cYn^8Dpl98zFCE8YF<@>5L4kO
z0vzo#Y|tr5>~YG;DUlT5t#AFuBO3kUhnMK-Wg&&?1i^26OM-MMop@qTtx`wxd%mkD
z>Hdx})h@tHV6cqlkZZQsRQm!9*gv0C;jI5u7XO(bJUh=$skv6rcWN&#>$K%1;wKq^
zD<_1W4KVaJR2<)Mu)T7RLwk#HT>9E|?NWV@o?S9b+L>Nmeq#MKMA`|4_j)wMiW^@F
zDOy{ElJZtUj;mCr->s}+_5FO+tM@)nxJ-GR{JfeO!JTrlg&{v8lVkN~@-`#u_1}00
zT2eF)9#3~lV%DY1vZ-Rb1DwLd`$rR0o)1n>uJQMK%tD#qPd{zQvd2>g=R#&-=@EVk
zTUZ@k4omv8?ESWF-il|{)5gk7F-!PRzvi$T=4{~db*V~!sBvG?SL0oOqCxwBD3QVU
zP*l%O40z(NH8%}#wVj&bn>A!}t{d#caD*-+!TeBnEiA%BoP#yf$VO-Wp`L!Y8@q^p
zO#Bz*)6<Sqq0PHdtYb^9vJo*!HrAkClMX?=4wZ#cZ_C+XEvVf4_q3<3{&bc5U-dFo
z<;iS2gcvC24UP;JkTUf-@qo8=BDRYq?M+Il_RF0?H6?Sq%b3j2=BYvJ&zuS=5}?~q
zLEsX~_Il%K3YzxXojLsMYvc&5fxv2=+NeR)z^NdfEA$rToE&m0d2&(aKA0y844-pd
z?b-TKHi54Z@^<&nI4W&o`m7;1Rej}jyCJYDd$4<RSB11ueo;I9_GH76!WaY{_0_Ae
zyv%|UtK_-l8Nr+-80`OkR#m=&1)TP(3_W2pAb4u%PS(~iG2yi(v@fXTu3kZikC9*&
zo7yjwijfSOQsmv0<n<GWPE&ALzJ)%yFDKz4B+r^yXN%9o6ZKro@W`d~X)KVG3duC2
z6rRBYD6W5V$s6Ab#%{hiE$~a9W)bzE)Hw}@aq~;awleFB2Xe*BEqe%zsW#!?buCA+
z3eHaoEfk&F^4B|sON&5<m<e2!v29y3ap8;{f9*J3<g-rF*5v%2+Qi#=&YB!am{Q3q
z@Vjbe&0`q?1XC|D5s(|cg_Wo}jyW7R*EWQx_g&^jIm;%!>q@Ak7hC{bghobX8GhjT
zYd*a_=Oalo?JLQ;!g^WFMdDu)@PvkcDA?%FS3`*dDYJ}o01U=T-#4H@`QQq%mcEBK
z*#2?_-pn3Nj#v@AR11qKRmQ(oH0#)yO*)$`Q2YhbA0|(>9>f2c9+Ft|IATGyG|awO
z)WC5B6C^B$cQEbE_UJemJCh~%QoQn<dnNq#1o7h8tEtrdP9~BQgwcv?mcVNg1{~Q%
zm32uc(*PC&-vP>gu{bam7omQ<rYd<4ghM3W=YLF~^)9q``ySXm3?M^<AaE1$dFml0
z?B*}XwHJ=S#X9Bo&DTAb?#PM&GS&21tSB*uqnkd7gsBSVCiV1u8WO~H9UGd{N=jFh
zh(}}!X}YG(O0DCUf<>?At^AS78fJY7(ck<O;iRxf_~}qfA|wwcHg@N?Qv4YgG)dO$
z8@i@X!7u1#q#tOQs&*ocksu)Tiqd!{c+iMjrr;g8x~pJly1iNM-->ZX{5VP1G+&JC
z$#b~yOXAqom{0J-S0plk_$i?sU4x;eTgTI|OoHiPuW{#HTv8Da=wtabwcrg5IOV&V
zn-EMW-L=uBgIxeQr6~2=EtOAre8qUaSKF)Z0nQ4G^btPfl8C+A-1Q}K!qbQA-s}?o
z(E{Am0Q#6OwSVkE%hL%&xY{>R?zMN10#Yq1&@K(ChIfR2ZeK0K&pQ6YFR5cT@*Y4r
zA6u__yI&v#kgHUnk@c`q`NR^p37~PImH81pL)OE~z77mL$ux~uQS8agznc{CjB}nT
z@SK$AYmTc?Q;cEUIp$XD<ej3h!AeTo;~p%J7p9t1-WT{%j>+LJCCj7>vm}@?KYpI?
zlEqg7H7#6KyjI|vv5?ah0qFNL>}JU+{?ebFe0kM(Ah|fs7E==VZEd_BFtl*0KW9iG
z^$O%BrKn3XM=}6V4ZG-k#wV=&rFtGUc>q<!&^HY>;DwsY(%2+^N~1gi;iE&K7i!QE
zKs<d)J*WC*dODGI8me7K2Li!{T9H=ZVrq|~^CN0uj}YABTT~;{?*8Wwg>p|5n3goV
z#VN8Zbws;BX!*yPW49F?{dgnm4eR$#d~APw<QF$!<Ned*$B+&OG%5>KN5WXTn9y!3
zv@<fi?}@~cwvvi8zwu-+E7t|`$FNQX1ifn{s&$=}Zx+6@tI(D8Pwh^J-FkZxy6~1F
z^;$6ft7>8IMaw*5$>UWvUDC;nsTMy|#ebCh^Y!ZKud%YdPQ<QuKE^)2-}GZ6vy;EV
z3pG3>Fg{&g=UwlU$Py@b-HE{fyT=cpF}|nYLXruee6$J2|3ZDP*Wnj`XG$QM(Xf0Z
z$0<NSulu5T0+gH434^j{psrj|k0%5{gJmDEZFMM#q}_qez+e|3n5I*I?}S+BklQhb
zX`1I;7M0HWS_5Es;_43g#+MYd3m2Ov>KolL+B^ZGPWkY3n(p^7#9B`17$nee{|u~-
zPfqYoeHT(0M4QV6M}d{5O8m7f9HEHDu?+L~?)c#8c^VJpX3e<J=0(d6`G>4Hbq`w@
zdaK#2^Z28cMFBG4*VLATQ4f==7#dVwjYi3vU?lk6GR{*A`|MwcKDHccB`fNDs>W<&
zQI4$+8d{N!MZHvsi33fQvkow^wD0UE52}SQ5VguJjN64z`!b7sf#Wu+;+k=u%5{p+
zyng;KmhE9TK1k-WF}uvrAs0S=mI#RXQbpqCxtJwxYCQp0w^DmQAoZhW)&#sP)hsOo
z*I-aF7p*AJVsDZElGWChzTsDyR|}P=(F+rNEZkN)17NhBirRmBrQ>B-B6B6uG4A0^
z^zvO=XGuuW@%v~`?$QX+D(3PHb&+tlu_u>$!b^1<xNw-y1kJTvgEJG&W7}@UpNh>V
z<b&l%YifjbzjBB=F?tJoq<afwC1FC|Loj)k7mpb@b)Wa8$>F2<3+2-hSGmTPnRmbM
z@BMTx4HCqfX3Y}U<DB8li2mlgm7k2gsnL%svU})W+k6o_(QT<Y_wkXeOb!guw=0=>
z6M1Bj@!~%KFK~w%P0uhfw%2tsBNWSj===sA$hCp=tqit428Oq$G^685rD*>ozdimv
zhsv;tTsFTr;XUVa)WUo<K9{Yf%YU21%8;WCpDEjelCikrm63+)q}!37fb%un!brQg
zBYUp>U<VApp4eH;Wx3fQmsI@m;l{W4B%x&aQ_K`JQDY6gT!qCgLj8{$OwDh<tgDq_
z8@_}@%qQ50BbdjZy5XO4<i1!$X?;;vqYFs7jF!kTF-z;+j@`h}<TR<sXOwp!&7LDX
zE+EZrB;-pkgG0`h>$fKO*c9A>aObhfJvC2ktx?->%b1Tw?ok~44)bd+LmVe|geuCX
zv`NZ7sk$Km`GRw)G-Ldoqtq@E@;2_<T-gP}$Y<DNx)YzV&uR#=NiexvDtYUL?X3_R
z<Jx9}%Xb(`jODYM(=Pz+IP+`bcs-M(WlEj;ZyGQsLi@SmvNJL&V6v(QS?&8y?U71l
z%?j<@+``NWl2X|66EN4h^X62B<7V#N$7npbllmc&5I{CLoGTLU9(_Xx9I?<=2Y@v1
zZYUl*oNlhX?04u0w28ZGS6(YfBU9dGSv~xO`yPaC&pJ7bmQm06^>i2*hN0t!wVP|G
zsdcS-jU3N!0HA3pM(0DYBg077es6q9sTNUgrc=ap8$=$w9=^*F?Q=?MhL-Gc^OPyz
z9VImk;N~5=^37*dWBNne^1VWrXQSs8t6aK%x!~hxIf0~KN|>MIr@z`~V;kAP2n5LU
zGQwpR$3W0hqzdzGr671(D8VlZvh>6Oxwrx9?ctBrAEd&m%zhs%!>XDwg-<KetEs%&
z6dNb222pzCs**)G?BS0{m=@cx;cKAKeQsM&=Xf{=I@Mx>BIsdn2bSPm0SsigV|hr3
zoPMJeuFZmB-#*x)WHmIzBAKf`@2xq||Gj1su#^|Dj2rG_?5ctPnAO0%JMIW0)(N6R
zPKfYE=3v(}CH;D+^M^lS3cVvsP+22Q=cf@ftL+O3&MQkbpCW3Grh}1&rLgXynJ?f|
zmPDY)77o41@(qWj^%^$C0|K{3@9glb_J_`u;QG<<9yfou+*A#$64<xlHa(s|^eL96
z6(Fv+eX{hkF<x_R{v6=$ZJf?Ci5zfIE3@>tIXm%fH9kDr3opj6mD@Hs<9?E0FwjIx
z=~Sp>jywx4yQ*pKO1NFux|PkuHm+Xh=5_kXmK+{q*2BfE4R(i@#km(3qTjFhMR4oa
za`HUCiTuiUH|+`ooCcTaw57OD;pE_rroWWARYrE2CVE4`s{TvzU!2@P+E1Ftp0Rsu
zRbnS$pHRs8omrJBIr6ocX(~|UjbW`(rf;wB{0pzh><8F&H7qaya&X1516yjYw+5W9
zpj!0&3y3M(U|bJoY#*fgniO^ebzc7F`!{QJ0P1$oU-80wG%?UqF#(j`+#?K?)$Xq&
zfch6l{&Gnma5>y2L*u(60J&4E?gOw99)e&E;1}g|#K0P1XMY>??_W0SPwbYz`ci;0
zIT6fMsZkTHl6Y*rkNES_wO)<>3ZIc7$THRli%YtKG;*q(YDXn9bZiyO!U8chTHkZo
z6Wj$?XrwTRFnDN3&?wa!wSg*k46Ab7x0Yc%Y<=M%-DD7w$_%yk=hQ_tR^w}$rHLU-
zENxQlW>~ByCOKm52tcht&fQ+rn2Ua?9K&LWKJ4o0U~}x=N59tc3AHptc;kc6Q8oS7
z<EP2&w}Ecx=(}m3cc7&EEb|bMmx_|uKKqxwcg;UmgJYc*2y6u&v<|sF&`j_kvltMc
z$&cc;O)GtHS@6_G8&tKo+VK%<Heo0}#Mrr2AqAiu03D4OmxC)g`Zo9r83M%JWaPeo
zGkMg5c{U22*Nv+z<myjk7dETeb)tmK_!ExtQD%yru%jN23vx*BHtwo!B1Mw==vMGP
zHb<TVNgid5G2c4GU71I{sms=7^KmEO%Lklx$gdu44@jDRio5lZ%?bqQh&Z}V?G>Oq
zB~>=AAR1y*tM;S8r<0Fe2i`DE$nDqClkH9Cn1hhNG-hsJQbv|3M7NYNB#guW;1wY#
zWyoe+>!z{r{hKMe_XVMx2mI&Uq|fyjB+Qsf(z;%x%04|`J$gJn#BACO0r&Bbvh{nM
znBu<ZzilUC;@hmM=vCmNy<U4PPfkf7FP*#0+E|BZu3rU$A7wvYLP3jd_f&)ddw*<%
zen>SP?c4XKn==EtVwSS2W<7gOGtW=3dpeJ*En2L$*D}$r&U+`GNrtsFeZwcTG}&n0
zR>k_V1m_kDGRY`6QVQP8`#)ZBiioS$K`?T4A`n?)!yfVtNxy981=f8M^22jy3iHc4
zL1ovt2<uclXlp2)FUfw?1;SFjJ@*h?t3NIJM&?oOi`@ABJI3Zj!+OD5FVz|5U%RFg
ztQK2=M|M}oy;Q2jJ3@~Hu5sj(YJS9Zu7@`C)z7}!C%daOwa(-Uh}Gi(-HR(i$xId5
zM>p?{uV%1wLDOVC3?aW0v*db8Tz;tK^I5+Z{d92$X1&xf{9uBFbUv8yq%agTHcGbD
zitI|U#lIS&lXqj)S-SWK{~-o1kyuGZIq5G>(B%jRNQJ0-!2Jpg3{JolOwk<FDeH9d
zJ7%4I-*tf}M{MZ2{6upnwVyHia5rdT^a1Y8i>M`r7(jrTu$=pOImDWo9*SKe5C-F7
zn>+SckQd&UwGb1)En4I=B<pZk-v?mO)8VTd#r;56du`h|@n?LGP)gz@F>6v0M`c%}
zytEDFh~p=hPG)ffse1wGoqF&80$)I&zea9j%T!|gXnfEM=oC{=p};5#IXUqr?SD*u
z1O9W)?E9VVzi%#A>N`7gna1KXZ6}lGx=Pi;?m!oSu~V970dOUj*&$<T;iZ<Pn07h!
zP+P83Wt(r#ZubK!?dk*Oy8}+z<J}q567-o_>b{NqN?jC^oX%EMr6Yh;$KSq6E}n~j
za&oDgL)L)uc)jwv_%&2#X^fNm9~W63?CaIJ&2r(mK<zxZ!FP)DJhX>Wel+-2F*0R_
zT1~%0<_!kvl|F>bM{D#vTgL#-*zVjs76GUkIShN#!JBz^Tzk~vjJUyO7*739PsqF_
z;>FNYr+)&eK3BSkY`>CTCug2do<i-yX}?b072{Y{buSrN$KRI@SoDRdA<r-CZZD1*
z)%ozG*IjPuPk=1Yv7MuN0bKyz=hkhk%B!5t(QNc?xvz#qB>jGA(*xIBGdF!#&G~~1
zt}+0b848kV>S`o#&YO=ja&g;woMXw|s62Rn5Y37Ci__Kv*!$)MZLBE>!0F`uy!k}|
z>^razxmGi+Yje|e1HcOcAbZj4c{l+*%abU1`TW8rFMg6qw`lc^!|!vw$3<t~cE<1G
z2J;TYI<#&l*VCDI+4Oo^1!ZxmTP2giT<69bfqF;f0dPZeKjJO(5cAL3wIppY=)c)+
zT!iZJSX)5lgJ)VOm0Qs?vNzAE+S7DX*X8``&M$Royk8)ZAs^DY&@;a)_h%lU%;)wc
zUCdQq0B&MB6S~qv;Cx{+tKbrL4)V!rF~eVC;Sh6JB%;w9t32J!N9)&!(&^9b7tr1T
z2gkYQF(=E%<f>wFb5gs;7_JtpmuYiyfM_217W<|IUnZ*%RVnQ?s`UZb0t!!|i%z<(
zEeS)#KR92lKe9NW7uhX6qaMN2Roc#Xz@>_kQ^@!VkZ;+A(`WmlXyX=eocF1W2@vp4
zHO)Kewb2O7U|2o;3UUeM663R|08RDmr&=(wbNSIUf94A2xTfHnJ0uHnU$I`z;>G#w
zV=EdwJn?Ih<ps;ht?+z*3ST5QzT5MBI!LaC0L|+M1oD+p7!XJJ!Ah>(#=DznUXCoT
z9?xq@!)<N%N^Ei6tcu}-t|ia)%qzJANl(y5ZgiEjsZ#*Ykki>{^qJ)0RU5AS);|Lp
zf$3Fqs}G>KCd?L)JFMoVcqO2lU>vqIuVXQ31#ozIU$ZET_a#{aX3Opba)H<xmMT(q
zZ~bX)E_;<z+L$Z@qDXF*21}Av@8KGqA4w$%d*4k4YD)D!=-}eNy4Lri$I_}3ZLwO;
z1$6E#%RO116c}x2_m{M34!&<`JtsE+teV_IFV-+pMUM0&0LXnfo%-d<@;$%s7r9(N
zCVQDU{4HJfX4xPOn2&CCz<F;>6oOd*E(OANdmqTI<ta})Qx=Ik5^K!XQ_|MCxS3T@
z3#qdNl+!!8X=tu(Jw&UKpQx#@Qo5Zf?|4;O0(CIm7|uyOxD8jb=2lIpW}xQI-A=OH
z+FuHr=eljoKLr~1^80eu@hVD89qhms&E3ge8cs9qY{AQ4+S#M+ePYRnYulYQbFqQ7
z_cOhS!!Ffhz5`nNb?ud%3HVM=IyXPMg6&p3a>QmEr{Bkp+zYtX`hI82H+(rvvs|F<
z{j}3HSKWMdKY-5eboT^j^T`L>)#55^-q_)sue=-QL+2~2f$c<$<uae_EB28Ox*cx7
zgIW!AovdQ!ELHh1GHY<i@#$2#kv@z}Zz>%3?4Yfuyc)MU*?2jsg*^2>o9%J8hxl4b
zG_pTjK;g)^F7^H1Z#K)&wjvgI)}aNE2|km{0?WaE1jZNElxxl^I=B*1jouGH%U=we
z51RzL?I0JUsbwoL^AR}cRkavzITU|N;PCP%zx#v5HeEXpbs_j%%W=i=u(Jf)R%TOj
zH*a?1HC5bVa+$FeB0SOqx>X7{S(diDu5db<nh%=3^P}q;0-AqfVDJTI{_fG#HWyHz
zM^ui9+KShsJ*?^z7|8df=xJf&p0eoHQnB7b*YO=lw^n9+Q)@N=1$`N8eE@|aNbwC$
zxv7-mL<Xhw^kA0<z@2MRjnJ$J3}72LAHd8fNm39C<ic5Idp+%vwn-3jra7ysw+GO4
zSK>TWjxwk6SOPd7K;d@SoNSaOhI8$*%N^LKesQHlt>jpmGol^HG|=Axh37DBW!@su
zCF7R$5DAN!9#5e18Y)%9#!!U(qn$hIL*%6xvXfju8;POt_+{GA$t|Iaf37X2##NJP
zkYAw6PxS28;tEtVc@?VjG_=7J8Hv+XttLEmZ7Z8|sy5j%$+%gKFQ7WLtMR@h6Iz)4
z2*62GgZ!m(0k_R;RwoPlD!;Yn1K{@TD!@w7NdS3{#oDONRpvlm!?rw0XyZ%LT2%wB
z$$fB@nH%W^-3G=3DD<5;$8jbdMsZx!!=u+CIo1J?>ZS_J{G97>CFo7oj%wHk>94S~
zuI*ayc4zlfHqam`({{_oF(t5V`9%dRIwYOk(+~-+E`HfMH})bVd;-*ThUJ&pFjiKV
zEf1;%PgzZ<Oixt;HB0wyakP0m7il<Hn|B9WusUUDwgl5DstZq-bhewsUA8VFs{ND)
zElKf=!^O>*6??D(b9UE~m3p09QV#altN!gtC()^H@e$a3MIMkti3xV5z#NF&)l(nM
z(RCN%mRC9#T~PCYJ`|kDq-h5$kd9X_K2h_EZdHza5sj|&#4^0`-|1RiWJJH35XGg_
z1IE4M=JLZ#%?IQ9SO4obKbdsB|N7tk=BIyn`{8##{o+6V>c?bY|L^a=d-ea<|H`pm
zXFT3kJ>Et?-v02r@4x#`fA#j$_uu`^ufPB9uYVZ=Td!H5zy11k`tmyPczZqmnV%?J
z*uQ?=-SPGh@t=S5{dfQQU&R^!^?!Z)^}qf8yT5;(<KKV(-OsyPFOy!k&#(4({cpeN
z)u`L>wX3z&o>%*<$<LqN<nNk$QPvv*K;O8zpAXNc{@Rs(UQ@qoW~kzS^+NNTU1(B6
z__Hg$9en-2<%@m&zy9%;TaIu2b}76<8K}SL+bz_Z{mPZT>Dy%)rmtM7t^OypbNNdQ
zT#&m6XZLHV`IjHK=yCbV)xPz>)v(+7+SS?`e?ptrZ{4?%^l%=3@qsHmp<lhwx9r)k
zR*qfDXIJ`UIQbKYl=khr`p6J*ETcbZ`nEs4tt(fn^ndwngeS4TyNweWfDN?o54Z8R
z$1k6^F&o(;9Yt7PhtEzDMu!7ncGM^dcl-#8?1_fzd%ul?p<o!=w=ZCJGBF$6ySAXh
zgo6oi)vBLXBsa#Hxxsj?L2+zlP%e@ba7)Y%e64zQ$FcRrp>2t;&UNZ+xoZL=e}<?p
zPIThmCtuNPRh*Z}gq+@S6I>B5{ktIsh$Csk@1>tLjJ7&!!=?ep;#L~(1Gh8Kgs<H`
z?zW<N2TuH2M@~{gZ|{K2)I2C2sgMMl=P2BR<oPMndb@l<`n~S1V3(^qm*wY5fDfI&
z%;v}wU#*qbWm}dZvQD&eNtO$q{I}OL)hs|cONQh54hxCfe7&VG%gQgm9NccQYlyec
zZj;v4s|2vq<xjIi=9#bl8atls%VdeFpFds!U(0{{tFH_m<J%7&6YkrujUD}$fA(lf
zlIP=6)$FhF$q4Z`f4~0NKsED`+uQ%i-+kB5_<nmuto?P$Q9$!dU{pBudqw3zS<F{>
zwRHj^n9c2&0Z15*S3l==?)4G}#V^x}A3y$@KdcaNw}nv1b)gW3BO6*kgDWC$I;7KH
zJ99o#8m}M!>a(U$f^BRy*ITgF;=gO2Z-02T>4M(|Y20X)v<tG&f|&Cfw{l~?AupT8
z>uRCJTK(4(IcWLAG<eq6p|asj%HN&P&ErY=@7IBOMcTSI{OWO|SMM))!LRAJzeRdf
zeGAuMdHWCX#{YkQwqJea!~Xd@_s5qOZpK&dS|O73*=p>Ye%28Nd@VnMEVTXwpY^i=
zzVSXf99g}-MIQ5Ow)tdD^mpH|0YW@wMGwTh^k<A~_0Y#0zhiPi_^USNWH@V!fZyK$
zd4%+fn}-OJO0Q!|@mV0u6TPuH;TJ&tqkg6O^Y&-;vw0_E7ekw}B82j;(SG<ZKm7DR
z|M~65{libc`|a<3{6+iWpZ@7LfB5ki^@soa_T%{BpMNaJ55M^zKepqC-@X0#M>|*j
z`CFY2w-4dp{*~MR`5o-t(mM3!Vt)91mj08zu=?{h9-qEL<Pm-K75@0?o4NIRZ95_e
zbxsV#uSx758K&B=uNQeEzkk^4bfjy&6(<HklrVtha2t3)MFCYvA->wSoK`JFJe*1g
z8L*2pTtXlx;u!!G1bn@N;_OlYg@EkM1Gay$2Z63YBTiXw>B6HDuuNo$pERe{g7*%<
z(aY5UZ2x4{2Y|>{xb6?9`<^d*UTL*Q#}L^J#9UX`6-sW=6s~N3Og`xqWJMX80H)*F
zam{9}?qdr$9YudNPDpS#2Q~(+=EB4UtnSh*YF!X{1K_OK8b4{GNfdBe0nkQym9Td+
z&;g`wY(a=SVks%q&t#?2RBgL}_ZeDM#hitBMQu877Mi^gz|oC^1QkFMN=SGJAjQ!^
zq%5K|K-W4VLZV541Q$SRz?PG3w<YObktr9zDLZ;vQ`zEL*f1(Mgw)+az`4AeM<m^;
zg76I>e^U8a3YY|NoCKDDz5rytDRcY*Gy%H<@Bw%b+Xz60oefh#6~qBsK;wPp8zdw5
z3A}bsuQ}HiuaKE|l#ZaDnd}C;_<+edTMD~DUWRQVO#ULtWEK2P07XE2g562ttk!u4
z5c({x;sam+knk_WTcONWb;Rot0?4Yy6$wNk=9WyRiZD6=XItYZ%}1ae16WS3?(wkQ
z>DS1w3SgN?6k~5U-K>G)5kN|sx4{;j8VwqvgCSj)-%y9R0p#&4h~38n!1o44z0*J=
zkTTq$p%<5DsWBD|1=6y@VsSOXkWG)J{V2+o1hq8meDuLZ*-)q*#mZiHIjq$mMKCsi
zWHXMgBLqwWs$&SC5y*3F0r~9?#61D9D@?E&AW%3Al(*ul!&xjKV#t#B2hX<*i2|mG
zdKtro51=C$fKH0stWZuYu9Z*-blK;IoiA-ckg;54B4SkuJDHmcEM0`cc^53<7C<&2
z$qP`(NdOY70VK_k=@$V^+jkQzr?B~o7JJsPJUL}`12|2jD+$2f$Ph*V|4Ph{7jim}
zKkxc9Z4t!maw{W`qTT^4(>SBI4yCPu3R(e(#>r1{oE8TFv#YQqLIQEbJWMz}1t?n|
zZV&*;Vm$;T#p}d25|oEz!g7qBN(TraI{B0!2@03<CnCP0*jw-@%)gCQ{}ewO{M+*Z
zY>etxfr=BEEf)}(%7Z`2WU3?Yyt=>;2<T8BH4wdRy7u7#qIm$9-C!$K8G?KPsMb>B
zjq1yaBL?g#v-1+eXE=F=<s*0k-8R=b^Q!-iK`+#pbla2XyegT4xm2bSUJhjMmYFNn
zM&e)C%AejC8)tWArI@sX3ZsTNVI|r8fZ%ih&8+SLTUD!&B_6==`QpQ#!)3tWWeh;I
zxsN=Bs%wFE9`u|%MS&C#^l6KLSQ}3%A0SU)0Jy4r#RNB(%X4!NI$eGmY@{-!B8-C7
z6M*Wny$9OC7wl}WcJM~GYtB^yr@8s4DFHQRHcx|ZKNXz;pd2F9t+s(dAb%1$W??6>
zzJbaIpbCg@d%0v+gFbiwnYGZsMvZ;BN>bw)0OUy_ZkFoR0xE$bAkOJLga)1+fXq|?
z`7MA<H|!{u4j^;7LlP+1U-_sVTqyuPAQpYA-F^`ZwB<AqMn53zJq!#2c?4&g<yvfm
zSJ~CswUAN?K-ni8$9B7Ac}Hj2_hggTCm5u?%wihI=mg+|l^ED|S03H~LoR?U4amx4
zP|b4EOXm^F|3Pt(Ldtyt@$FDZ<@e09Io<=EKqk@;@L^JUD}ne{_Lc6__;6y62f(Z9
zVY#H;S5`b^!=6X<JZBXUJ??g2cw=Szs~=5|qGW8}m)a+?i-KyY<Q#s&Wbr2uv)q=B
zaATD)0C`^n*6;~Wo<OgaGb=^M5{Q+}cCp1MvGWG{r_A_#_j2oE&<dbBcM7-Q0^9>>
zcsN4#;3dX<2Pm@%<+q|CE}*dem7IoRF!#pf0^k8;V=7~7@<u%jQ^flIhJ2MA$wy~*
zT<+tO-^p@^omkTb;B!<q$MRJM0d;9Cs938^HyXg!2ubCDviD6GpjHA->pytJbP`<W
zeJR!b;5npBj{HErm6V2<aEcTv&m=I|H<acH<&3gj+H-PXfn-kFjUV`S-r^vTDXuJc
z1;D4697eW}i1}eR7s<sEC4hM)LstI8Y5Fm^Zz=KyfRV_D^XStzox@UIF|t(S0A=~p
zx3ZfbbFk+~88Cpo9ss1NFc@Ayc>t%!Puo0&(x4H-D6ISjVDLVj-@3SAh|&$ttUh@}
zetH4WcA7aZ>O$P>WJ|du<bp0q5T~8oj?e#4>n~26`%u2+%FZZV(MZpZRYKI8bB;LL
zuec63l7&zK!}fW%q2pa#3gaU%Pku9=izgTFyIj%=825^n8MASWQ9;cp7WbBfarO3s
zmQY8ePi}iAo(He#Lf-S>H`O$v#5YyZldhcG$|=wX6x!EEhjHx6oIc`RVZyVD1=^~6
z=7|Vp+5M(_v2#ZB0fS#<^%0!i%9S!ZA5#;=H2}yya&&bPZpoqYN|5D1csj8+XE)sz
zU9WrIl5Ar?@c?R0P5Q-2`|v4F4nWy`2bQXZf@TSn^D!S{-FLIO5!yq|$*u5x(1%h~
zie|n8-jC=Wj$^y9*QF#AyPSPxAWtrQE?{W}Z1n+5%kZo(95<H_z_&hb>NJ}TUOdq>
z_Jd{MATT_sW@l^ya+LHkXmR)$UK;dr8<Iw6H&C%XtZDcKRIk@g0(z(TT5dz-Kt3mq
zxYkAW0dNW9(ROrpt>zgN>b<uaVRX(a?Y0UM;AuHW#$n*#5o!#$le0`u0-Y;fJuLT2
zTe{AX*Bmcxc`MT!7uw!KcO-3;<=p>Xxv5aPNn?R;Y&)ia!i|Y?oe%C`E#cD`UzjdD
z&$I)SiOHP`JShR>oi;i@T<|USN3C;bw*;h}r(g?CY1jpTt^3j@xpDbAog?2E31<Nm
z01zuJQ}G)p$Z%V$y54jh$86~o>D}%C)9+9vWe8aH0nqC>l`E39sRM9Qb>TUi?3TN4
z?|T;yC<d@;mHuItsxGWgpFnIwrc!=0xg9P8@2>G^UF%QQPJkbx2%z^wx!wnz2r6P6
zoBmkWOefYK5Q2gS=5j>P&!hBkgcr(GO@zkUX>jWd1Dn7SP}5iBpVW5q6@`B!R?hP(
z6FvDT3iBWfoen9LnvOC2ZgcFh3k!8N3Y}be8=cOFa=C_JNwKc+rVe{?4)&$PLVBAg
zIGj-qg})a-3z>L@#YzR751`YHY4>%88%IiEMMgUPgDMamZY|jP_ej+VTZ)2MRRI_R
z8iC?pbe=LDx+kMyL!UB$_5h;lLAfgKZs=pcSDLQSO`rKvWFr#T>8`aJ<w}R{mGfQi
z9^RNkU`wkredw1OCCBWm*l=S@$+r{^TKIUc0>*I2-+*<}r>+?;+`@z2?u-nsbiX=5
zd!?h^VxBB$7eIy+)}a6U4pg2aJH<z!V+tF?6^c7u`B{rBDg;JP9jVy`yVK4C7<C(6
zQH~hyX>ZvjUH@G`o-$v_f{sfWQXB-Z@4$qTA5zeGRhA7ac}CXEEJIrs6#uM<KV%5#
zBY>Dd0K@i4J5K>e>d@!|yAjCvL}O1=i565FUJTFhuBpXRhAPk0T%Qej*-(9#F`$g3
zj7HzTgx>(n2f%G;S4M0Am3GE}a59v7It2_KF&$Tm#_JA)##GL8<~I=<Bn)n4M6yEx
z1^{og(-+WPBeio*?MwOry)q0Z*GW`rjqP!lTM57*;4s|DP+oTNhHB>kGA_r7`4;`-
z#N6AhYU<_@S;e<iM*kd9Zy4Gm#(4cCzRoU|5agK~fXm*r*&OM{?ONGXmYFDB(s^-2
z21E1NDzd-tF<6LkAgr6wQ7n3Iq36l4{dto&C=8-Yn;Of2(kv8E8OLn<771R6(q}KO
zoc+Vyn+G6f7eIzFnf)3-_YsJZTSS2lh^7*60U$CjovvE>`@;e9gU9PJ3P#{&?Ow&{
zmqW`)KMp=ZHZRra0a%wIX16vSGDnImfV?cKOx-vQ75Rt&%s3c4hh7n~5CLofmAr_0
z0lcw{H5Yz4O`EhzQAYqv02m%avgTkC+-!&!fSh4w#o68gpa(cqTIfw_+Uo!q1guJN
z5XhOJEV2^%O_d^PCDR;`B%WOA>PbyGt*(wccj@!O$)i=h_|izpC@z0X?^U}b+Y6~D
zN+(76+oau?GXv(%#lu1WFIK0kj4oNvE@(J0%vLE}0T=|590Yo5067pJ+&R~!7khAW
z4JkQmQEb{>HaJQSJ|Fab)@jlb+@i%P*pTXnZ7F|TQ)}b^K#bBFIfN!~o7$$;3?NpE
z03CE7)~ZET@SwoHl1fKO0vD}=Cp?rwe3Cq2#ncj`Sn$Wv!nz7&*v#%~Bp0jNE(C*u
zgC@EcCss?y2T*y0?HF;Spc9<5cm(Uf1Q6Y-s3AdXn_$A7@9m_u(Pv*Ib%$aaao^gk
zX2x;l{=a9&F=G}keA`%v1sVu7fAv|Jr#j5xV<e7+%l?r!5`zwtyYtTQuw6x%POchC
zzdsylewlrKB3MzRiw3(r?UPSGmR|v{p%Na@Y$#S_3Lw@p#YJpR`m2fpv;b(Ew3iQZ
zx}$8ceQ)%-CHi6>5FZSyzo}~#0?oi6;EUiztIo>Fc%hZH0PF`q|7^Lqgo}+)ZxSSp
z=jiTk$9@2l#AR&((ZH2gx%wC1s{YQlntnks%H5h5>->9TEq*1#U7D^t>+VBbh3x5z
z6Iozyw?zyN58&iyA`uvJ35ywy`0|T{Z~cZm-yH}l1h6~+9Xw)LUZ=vA6wdg<ALRHR
z8(n_MMfRB2r(IcNuM~xDVq}iBL)j)TaxGe<8(LX~F#z!Z2fr9sy$=DJ_=y)Ec)zFS
zzPdPkoarUag;x=6C1nSS<zG<m?8G3L;Wf@^MaffPZ;q0RY(wTffOO+E&?}1NUmA;W
zl}nGgLCvsSij)oId@ibO0P)J}6@#avrdnFJaXPIkJJ&d$7Yo2N)(XW>3`8%fm&HHp
z(Gi#{F60*gra2YzYh1}(6G{NF=&beTP3!f>)(wAK;hdBQaB!*i>~yqrvAAjHV!1jD
z&{6OcK)MpS0Ibr6WC~GH$*k}jh7YTX(F#W*f$bw=^r`wt!}oa18$lRACt%UUa5z=R
z1v))=b@)EBA6U7)(=&DhI04il`c3BqP#vP~;Lw+<Dw6;zf&2-VRaMK-02;Z>m)`y+
zux$@6PVyIIURKpv4q$VAlh?r3qFR5F>!-_}xxmV&0(Uh4weHEM+B%&NI4^*<MKNPi
zvvvto^GT+@><athPk_a24$HtIvRs<bBUkv=cpXUK#NyJxA|G1{@~EyA>rq8aa_{0e
zS$gc_2$K#DE@2hHt~{y3cOwbF#o>B7`5yqN%ZlF(@`P>&G;WDRv&U^DV5&poDXQ<Q
z@iwmD!^s=HNE(|Ds~AZqMY~8`Ho|UD&~YFkSL=$)fF<0DI`hcgWHmvBEa7G=+3i<E
zW$<`~aRwi&n&S}#5@FMv++S74(YVSEz)>99R{*P#Kz}PlumEhIv-29uN8oKVYw72{
zy4?b6*jG0<<@!QKy+T~1DL0eo@Z280D31%my+e7M8#H|nCyy8o44vEqo1ZZ`XgW(X
zfVOWN$pB_<Ml)CnZCY$sr+~!`t>l`MdOmN$$+>gP;PkBghFqa#R$jJi%9xe!=nCSJ
zAJ8n^J1bvW_eaJ2g1T-IDr|jD-^an8;$d=<$=rrzq6<IW`Na<l$Ho8S>)Ns{S9M)i
zss%N86Z+q=8%dVQT6OmQM3ZFZLBQCuoCPeF2v_|#9iw}eWQEGmpz?LgO_BFe>c>&R
zTbHk-|7zc7CFe>EizUKmci}JALr`wO(|!XPb}#Y*`6be;KGG^!WG?`?N6@cUlBpsh
z#K>5{l8rQSdRdI-!t*xI4<H5i7h~PLjFbY$8yeQeUsI&|@;PT$R>N|;MxsP&g-4o$
z$15GE{mEB6oB~qsV4VL8FpU|25+zo?p-AYsT$Q88SMP|A=a~<u$`4oW^Q;8!6Q9aB
z$Rn71(Q~j4oimlDKfq&vFYWRe#BLv1B4^3^8#Dh!q`Q#;?4=Zq`8S^)vk6?`n!oF%
z-ZMOGdw5O_tqfxNt!L?hrI7e|@<v2mA15z@)9tw5DYdHT7;Xk&){b1*mpo154*9Kz
zb8-@*z&||LSNz_<FtFw0_Q(GyLQqr7{*nJbWt|sQ-2jZ_3k?CjH%+-SmyUJp@y|AC
z^>*m96o5KJ*j(je0mS&*B8AT+pKP&Yrh}_H;#Jep>RlD5SXsk>lghLck~ItzZ89e*
z0xqt2$Fd0hlQ6(a3Xg(dS-+vO?aB%iv_o7i*5R!!>^!D5?yY!~&9NPC;P?$}xfnAW
zfJ7+87ky5pEvzh2^AGT7!J5gUeTrU5QvKw5;jJYhYdoJ^2mnX-8lNxXWRX6R46ULE
z=#nMm1%3gh1M`Vy`}qX?$k5U`BLco77__tS$8x4g@Dw0=sZ0{Hyp)45mnjy`6IodX
zW%9$ANlx8U0i@g-Y~?7<Totz>k<;_c9!`lFITF-t9x9k0=Pm!D!%P0m0BlZETO@`#
z@*0`Dz&KkDK6Nn1P7B)XW;twXjWG1K4Mgfs4)Ce$p)eaa<L3NyPkuCto88(sMW4S5
z*U0xVi&r0ih{;ahB96^l+NLPKD0k>fxl<);UC6;Q?FCq5g^jz`XnGh)JXuGR{P9(x
zFc4=`FE#o^hSLL<oK?f)PMHO0mjtFlW+f-nNJH~~%6U4nHqlZL>09oIiF_+pS&>XW
z%S7bdt<MzxXk~fsA#CS=Jh4<gIp=FJGY4<UIOv~s1Qy_D$rJ%}WXXc1E$m1?gBUDa
zhI6&z%96<fYbxXJt_pG$jgrMj7{+D<Es3aA>6|Cc8b#1n`>%G9eb(o1z-M5q=0%ps
zIn7o1=n_oejr`IdEnCiAG1FqM&c8rYH12$;yK(+&gg&~(J%9IDzs_;|CuQAi(NDYP
zRa9NY%pOg~;M0Et*~2Dh-da~cwB{i_5=#F8@=@F5{KqK0W^4WNcydUzv_fsB?*9b3
zl4qa%m!?-Zui+|7wxl)p$WXO~c!4y|mbMbN%FRE((B{GHamlpwmGckH&UeEz^Z8Uo
z`R<F>M(l1!w8`{fZ`zb*a>x?9F2jP{z$^v*(p;{wbG@58g#}w4@^dd2nVdZ-q)Vw+
zJxv_YezmuaxXOyG_guDC(S_v<qof{(Kuxt*u-|~%my55xUdip^Qqc77jpvWQ6c<BI
zR|DF{&U}0k5gmER8NYVE<@wcP3&=g`qjUBoO)s6(<>^Eu_&o5cSZ*c(fdZ!X-S^5D
z;ZIGx>z+ipRkTaGg`SEw<UKb*%4O)cXiX&BUnhyUo4tL?3Jv*kW&(Wg*EMrARNAeN
z)O3n&K(3->MDvx^PmRMz?aPo3|5Y5ZHIZE}+2$xHc?QLLZt1zH)=0+>FQFtGcl}jl
z*-2be$`mJ^Ni#aw*`&B)J6R4$G})H>qsV)@j?byDwmo@~$_l-{Q*BWQq_2<RY8NeF
z+E<)3-Ik0DgcJfDjOyTL*X43QU$3S7t@hOM-T%CDM$x}L=%qg&M<;#8&&PWjH#_sn
z8C-tSZCRx!vOg7;nv{v0UKM`d>#9C>ZufK@4>`z9BNqSR)_5G^4YhQ9$>geb+iP#w
z(or@Z>5F6<&Y%nhb-vZs=B8zG+7N%Dr6E0b9HEv7pIHHJEQJzAy4$DY^mdp>Tqdit
zjfm}JZpu&=UhAK5#8TkpN%nLV5Ub9Jw|)Vp@w9ZeA~$joh*vry{$H~e71LzfE#jnr
zUCV+>vMXw;`y<-JQISm59(0VFQL1<w)xM<uXt>toN<R*cnHn7gjWi$nc7V;%GNsl0
z0NV2n+G$hQ(iG@R@y|4!L?>b(Fk@W|-)FhlE)GmR-dxK2%3$O$Ac38kLA*zdiJ0-Z
z7Tka*l|jXJ@SlnWcMG`5JN^Z<GF9^uTIhP+xNO^INEl#N6oBVRpnrj28P!xisO0T_
z0VOhKMc}5|K=l?guhl@%NmQweK$3U1dYAwt(U!VC^q#6fcM#BO(es#D3q{eVn#9*a
zA(>BG>F8O-nY@}HKm;)Kz>;BFx}wa<A1(5#egN4ySq2+G(>Yoy3>A?mf>T<Qno!3l
zBEKZc7b+qu%TlvoH-(KJ0z0S!3Zzv>8VHOZybAHSYyZ}1(Mj7dfGuBEptERGbv&c0
zKp7Yg$L&Xqhs)8K;zT5YA*dQpo?(bZ;j$}A2d^zTILwOYA=%?uKe#Yk-->IISCvU4
zvm*aRq!X)AX{(yG#?YbaoGUN1)?YwyUoOyo16%x>omakpv{}6ME4=l1^jyGFUCE9q
zKN(3{qN-WZ0NQWHP1oO^BzVM?pF0$uUmTnokN6U1M6tQoVG>UESif00yZ-9oH=8t_
zs<E){zsw)N<9DBAmi@D-e;E0+;wp1sbdAP-U;F+6EKNntr7sS{gtb|8O!=kXHav}4
zoR9$jLaiZ=TFvJc5}97qKo8qTDH$|hNe^4$MD6L$EcB&?ZS!C3u=Qbw>9(7=ValE^
zDJ>O>B4s7JPy3_~AT~kC5`RT(g3>=Vw=gM{YU*rJVsoiU)KY>_DM<s8c~r`$vKOYD
zlDb0x)IOe~-}eoQlIf+K*8o^@jIvqyEMn%Xq%0m>T`UCi&#^nTscz_jlc;(zdjIQ;
zTsG)hLpxR)P+tDvfm%t5^{oKJ+SDi+aj=#q3Hdck0E}EC-$naeF)B{6%rHq!ENGhI
z-Y$T4lC9t4AMYN%?c{I2D;W|{%*LjV;emrXh~_L{$4tqfjbn&B;Ft#SoHHHMGo!=C
zf{I)}6W}?O1Gt>|cSs-$H=bo@eOCb1p`zOc#jWE;2UlrUyVj!_OvFKka!ug9A^@>~
z4v^u%pj_F0XFvcU4g`)$|HE|Yok07uQ%-2GNZ-cA#Stj4vyrQpIR_2x9=xwXe=IVz
zpG;eLZ+&Ot4mKNTmKevA)8K|J9tUtShgW^3_*G-ua#^(A;AM};J;@&e5J?}{A`Sp8
z@(m`F73g=59`ue<Oyn5Y6vbUZq@FBR#A56hU^{4ZDkKa^lgNWwRQ!TpJZ??;Kd4n5
zxfF|e#87;R&wOzqT=qj!8*BVw0jtcId4~{E9%Jk+4jcec#ZFl_@IlApQQ3MVL0Sxp
zF=vMBvd4R&@MG6Z{(;&zD8CnAJ4WZGniFDz{u3q!!pCfYiYf3hI~#}w1It;b1lRlJ
zqS98)9Hj^C78Lu<m6||wU}Obe>3S2PI)E|~cuxrzcw7Y|JMhW%{Ev6+!$IpFx(di7
z<iA$-@POT%x1p90^WLW06tUoOZ=OJpBn4G4hqKV?VzjvEJ<LNUf$4jr(k62;+ZT9;
zVT=t9y<b4*16(VC#mBMy9!Y6NIQYt*bw1MZ(Lv)$TkJtLS=o5TEg#`KB~S|@dXNbY
zzkbm0Hz{Xu(FV1j(*b}M>j(mZXxEieXwb?}8uC8zcuwRLK6G_0IBu$er3V;~n6nyR
zLd=g6Nq|2#qz)yDfEVffz6#?FJ>ohadhO_~PXM=ucb_MH-{8uvz(e8|RksqD8c*XM
z(RD<g^WiD>y)F#vOm%t~I9q8QJWMu1+vR=9aA7_5%tO>wtVnEns5b(@g<}5)a0twO
zfh`~&d5>G2^#W>dw|Ry!v;71R`I1yIW60nFlReaAHlm0x(dKQno6^a{Yb?zVW2^+?
zeB99^&=E7n^Tb^hm+jTlZ}~<KIkE&IIhFY^prq6kkwe7?0FlJY_$0jU;ZiHy7&F;8
zvUGQxv^cAmaw2pSZv&|I;4h-n7K5)koEU|c5`b_P76vF+x>5=i_Eu_%s9*#1^}-dU
zLasO<+@dP=3NLavUn&DXbi#-J8pZflvV}z2W;>4H{sNKyaILDe1@%56yPIm9<gi70
zH&r5*6tNBbJn4gtH7~<}T52$_3bzsd=t@(A8PV#Y(wp?3C(!vYOT3Pz<qH(bZD4N#
z;Q*4zEZ#>r+X1j$v%_MC9WFK%#>5+q&~zhL8SmUZxRF}k?Vwg<=b(uANmK2Rq$jo!
zpM4KUV4Jb>%m}bF`dj$nF9St0LCYRnQ(8$Nma}*tjfp(uDP5pyo{U4DSgbrOz|H04
zY%)0`6O76RK*}!WcYDV=KN)01rGu@;x*HBPI(w=8nZRmVy4fBj+E2uS25AB?F(TA6
z$nc>`-}R)j$8$;981awotF9DOs`6c+|G6@KAXL*>8g4e8AmV6)-brK~&+AcM0^)?!
zlz~9$$E!U6cvz5luuig6Nm{02Uj!%UU<J{^q*9tvkjnTllPNNPtel0+8n#nx<oz7M
zQMzIy?>GUy!dhj_Tz`RXf;2sg%+StryfY7rt7hy07y1GpjWq(tkp;%X_KoyV?h3>w
zUj{vmG<B|y7)|7Iwa6BWOEk-_LCA(RUsE9FojqXKoJ-LqFt5nW6kxhCxAq{#oCMyt
zx^o3)Nb7;IKgtzBBG4T`rR}iCNAYWM1JNCNgIDC+W?@(WmjiId4}kG#09QP#shtFl
zu8S}QfX+EwrsL%FPw$bW5Nc=9U`;{|#u6f%mz4A4IyVDbFlkM7qgM`gp;<bN08>^m
z&OyaHyrZ35t@pX@W=`1?+ngD18C)*3+sO{tePLXr`c~sUsG4oWb$sV8pByuuqnrd<
z(;>$Iwqw{!jRd*?T?SZa9OCCBPpxeM(L;|5QIl$*^J|WCK1^>Qp>X+6Fn?gFoq2EE
zpPiNur|J8)=ocqo?77ToVrltZytAa%n2Ja|DLz(sj(xSpG$m{+o-wx#U;IwyU*Wyg
zOG_)f`{|)DV@?=WG#hb<|AYcEXvcuu%%rEP&n1cRU(ZOE*gN~-nVZ+g4EvqYVazz3
z0X+Pew1D<yUroNX)-Lb}NcI&5c?Q20a|J(bIu3SAmdkBl7L$N+nISx5y`+}I|16hl
zquVk8ob*o)M^7NL{y1g9MwE{ud+=F4p5;k+Bm?e7!8!k41+T6b_!0eLyXM?^IO)e<
zPKqCM>wetfefJn7SJ!cIop^i*O)>Zb94RNek#e!qGxjDBiW?Nq((=`E(#J;P<kv0j
zZ!UP5u+q6`K2B+2xPjE(%$qq{MN1~mXq_IGRbxmRui7DdDllN-HfexPVE{eXQF%2U
zFE$)|09FcF(aqs?8Y@4tN^<Sr@;2B~c(_w8^@e(%uSqlbg<anQdQ|O$_XQ3CXUvfs
z1;c4&Dq3fc@npiAfEs+3!JHaymD4U7+_Y}TdbP!YH5q|M?In7Cw@OFB=C58|ENvj;
z=0GyxzO3K&5D=$e1ybzIVp>D?5PP(mJzAA{n^vNBsWs-gup_b0OyJS>%_cNwUW#Qt
z32be>(pcqItOgOG@w0)QKGQ^A+(=FLAejh!oRjigWeJEsnJUzmb5NVAZTEg00gTvC
zl$hlkxwgz*Nn`$95y;^g2DDS!HnV%|&qfT`#_(ZksB^!d%~sGKloLzU^*DkNB5J!&
z1MdripE15)1^6Mf<ed*Gw(sn7EL}|kEv5cr(?{zF^HZz?l}d#$nk@Q7j~Kk0;{wkQ
zfLYj>(yRhT?h@sja(DWE^3X!;xu1P4&lG&Z26?d^o)!SOP?!p_4W|}CYTu)M{xIRH
zx;=UCb0@Ia4zq)4&S0sx+vd|dF@y_~FtEGb2^_wGW_>OOi?Q8}NdUfqPn*tzs+SsK
zSe2hV_zmfzc=(#P{Vd4E;D$H+LlphR*s{Ba@yHcfhEW7y)l}!#HVDJF8K@e**Bi7n
z;w{%t0R_4v!n0DtJ+aa=CU3)R>4VY{(^UgV)x(Due*TB-O;F`_y6lQJ$l>_fs<a8`
z)nfp6+ML?{wik~Wb^tSo$$YHz6Hd+t_WEsx-DsY#Ux#G7@;|n{l_&f?%Z_Qi5G+#Z
zzC7|7_3WWp$ll1!I-l)&K)GXFSz2R1;X1P$YE!L@6$3^BN0Va!47_7L^^G8W&32q~
z#SH9n6jOCkv*g7H*Vl=t$ewCd|J;|H*6ACTf4SZEk`p@tmUHzt+>|r`m#am^dU#kf
zOu(!G0Dk)F@Apd*0f3dB^r9Y)3CIcg0Z21gS1m2u*Tp^QSeW*#bBDu>rv&IW_sHFR
zgsd2Fz2x+8&yrs9r9;a7S02*y#^pwjty)v64vdF2e*-sm!9(h}z$D<yp!XXV$G$HR
z4xizlc?o6J@2~q;B*f0{-NUOhX5Kbtk<Y_-pyRZ>OT{_vvzE`jToE}r!%v=}$ix2R
zqt+X*jy)keghS}In*hJ>&5QDwZ86054U1@qZA;xL5`_ghRpus7as2jF-gkOu2mtqi
zbpMQ*O#;(3X()rXQrrn%CxxnX%0)Ie(0EjMZE8mc(mjyh7H>-l1Wb5~$R5*WkV;Z6
zKv&cgPZN6xn%c*;bVzOoV8u5QG+?gR1mqcV&}i=1^A^V>CxfRoL;A>R<G$I^?8)qB
zyoh+h%2DTD?*?S2f~9&qlL{J)wRHp7N6hrp4|=PkbY}odwLBe)rjuZq-+<=+Lt(@G
z9s6i#u3vyhI664A(OdQh0>FRVXxG47;@<hTJAs%hl<GnS#)xi{Y=sJij#hJ5ffXTS
zt3aImguf}0fweF+s=C+%NYD;|vnWC%vHmOj96(F<z-z%^k#DI&_u6+*qx@*hJwNCJ
zBtt{p`EnG%1y~_+*jPjzhK1GNC{_-Qdlyxs+A~G(1EB2#o&2lF@_xin(vNSmaVPSe
z3>C`Fj*{~Ak`V`}7vZvn8reIzLDsNd8I=a0o>Y>Z_>Sc>l5kKdp^WnDVKr1rIRY?U
zkw!0ACjJ-hnMgYcG9qa+V3}E)jY;NU>csOX+*g1eXALhhRY?&Gvdj*qOGGIo6h`Hu
zpb07=uGB9T4E&l)I1|wlXL^1EL0GENEGqIphn&@-Tkw6F;wv$49dlTC&ci9S?a28r
z!qQH{lG2zf^)o`w3QW|bECFaN%36N4tDB@JtyD%L8@4R-4u@;Fu3-Rt<YIke0N@{&
znfhYlNf+0g0PyG>S5a%L$0dt_ko@EM;=am=kCD%p?VcUFj<^IgaNtTeWlb6q#W5L@
zxhm_(nl&eacxfNDBS@*GCXo}n47Rhw5fAIO)x6qkm4J1sDB@Vf5({7kQ7d~40X?~*
z$p0)QIIC6yD<!F+OhyAMaNf~b37F|g#vo{d7g!wO!?I8eu^$99Rsw^7`M21UkR}+d
z$>z8!cJF{WmuLd1Dtw0PB%zmlu^vWCVFUrfT~_!bbsu%V!V)XYX2fjZnxc$1LVm5J
zfFBM4`E(n2*CGtblZPzMIsNw7oR!+nZ~YyvIK&iSdKJ#Kg$w0K(8EMyn&;@T6PUaX
zN5gNA&vmHBXNqC<Zr3v1F<aKlkRED}oTPXa#oT44L>$ba$qK|F0CJ*Zhv|zT{Sg|^
zmU86ZVcs_@kU3%iOzo!r8S1o{=10FG1el-k8_0zKi{7-S9a@*~m_V(D3v3oSk05(f
zVS8+DU3e7L!=QD41vejZ=-O2jW4oI>NLL4W4c$OtkFu{2=tPfwl|gZx@3<`q9J21b
z5tir{fZ<gUw^|*6#k$!@x|?1%Nm74`^>S786E&w!c6dKLOzSSvIp}9UxkI7E7Iw$C
z4fE<axCCGbh&Ryq55<`Vq(EXT9OI;M-o-Zdj0FBLn31f=N*bSuLQS^QV{b}Rst>{)
zzAvWRli0Tmz^2<tP;AWUXK9r<L{S~k!4r57hKxa&nvJ@v1j2lxP81BsIHYqTMdJQt
zV;0tnU&jDi{vtZ%U|_3S6}X1!8RP&MwTOzvT+kIJG2NXdL>V6&VZwA~I5R&!j#n(E
z<qRa%SQa}w1_q-Z5r8DXxXGvq?4>|S8kP!g)h8LF<tP|)0mWx+n{Gatnwu$A^#$My
z+uj}cZ%OV45F49LA`9Xa7w9~s#V%2@a61VbO$oL)Tn%1oQNSx+>L{^~iAjAhGX_D1
z3k>dj`ndoDb0faX!LSwL?zY@1UWNTt4A`MoJRC4z8F4UewFPZ*#TI6;Qoy?7I~?zi
z0|eN@$knv3RyKWP+y6l;6MQ_gX<-8(>%QfE!)Ja;l0y_780XzU=e9B0ozXBn2=9XA
znEL@7MkMRb8xdo)<b6c5<(>1%%zQGFkrnSYhQl@U<ff=`>)L~JdI4{&#507GD=tEz
z5Kv8Wr!{%&9`O-Q*|}4tE&&`S@fi=gp%Gq*?@Z!%Ed7|kqi9M`U@MwpinN)D)rXKy
zKux1%z}|xkkREfqb0z&7E{f*@^kJ-;d)Fnlr#GVXWdpE8`iXN?56%;Qj{0MNEEYku
z=ll{6rL+fPk9XxIxNlGV>nstoF$r*z*hL^n&NcW%)0}3ORs{tqratAD(w&-A>cWVO
zozc?X2XLv>g|U%g=CphvAdW2eICPrZ8ko%UfQP%L+oH0^u-5$!CwYyJkC6lT>g~pO
z<osWDd~hXUG+-J~B&5W`E#Wn~P`UxdIfk7&6e<ER5>QN{-a`;#c+#^D{@npkVrp9q
zX#sE#W^AyeQ}%ct4}e(y8E5*#JDv$N0*~A8i$#|7$PS3Vz`2w?-p2)MOuVH<N+|#n
z%NwtJr(;zWZ~?@cBwYeHkiu?}q85Q<s~;X>()VIo172Rdh1b4iF~Q`nzr%g5thB)V
zHI^_;;C--kQKcUa{{Rh<=s^}F%OEE3ey>Q@u}_k6Q`3TbboTLxe$xB*u6BrHUq1Xh
zJ)nna<un-3qh3IVB=cH-YQ8)tVYUNcmI}Uvk$_HF%m}AdIIYyo_EbAP$nRr9X8K6r
zoo)%F0~jM3^G@6dYh$sh=a<}0ApQj$0<;~s;Fw~isf;@4i0&B8JE^m6pD;FelnKfx
z58{dN0Y{XF8{e7o@~D9Fhto(>lixdJwbG0|;TjOqO<M6p`?88(BZbNH@jEpW<|nX3
zPc|6=84<%ZU?ooA{T>0BQqAB9l!r#f)Nong7$*04@}$$HTowlsD4}uT^sQ2?=rMrn
zz|KAZ?$eRa;)g?3E6l@Ta6R;pK@rW*lLjvws^%xN@&G6IW8nRUS-B&DcW!}RQOx3p
zfp)AIB{|OTVgh@`Ww4ndheanWlf%?;B;31RH#z12Vmdg?vjT8y_PkFF=ZMcnEpIUn
z{b2n0{zdfIc@gJ#kNKmA`fs=JiBO}i8F)Wjc#7{`;64FFu$37RC|<HJPz5{&-WLGC
zkA`7+NaZ<#OHC|_4V(lff!K&1e#H<ci1BwQt~_=I3=a)B7#pskL`f)GAMuK4L@;@(
z8o<LqVs|s}juA)_)C*Js{ulaqAovvXlH}jV%F0c2Q;(3=WRpMlpn()By1*;$`c+iX
zA`l^RS`5%Z2!2YT&<Ow&+4T}3;qoLf1RMkJPvFx$dC2<|M%MI}`wfbSuI5Gd2_zAH
z8ShJC+eO>yz#Py$JPELE@&FkM09^c>>9?T&29K%C_>b;t<s^NK>AX<*k<hHJ+{M`z
zW~<o(<nbYdU=BYMp`iuoQzl^gz=Ks7k`S(_PH`0oY+atjYq1hAX&<egg#CBu!(tC6
zmCBz32o_UifQ`GOmOvE{=U_S$;u=9BQFQ=pUV{FjbY}o&?6cIx_+%1r%L^bzQl)J^
zin$q;wQ||cEP%rfvFj#K37BO<@dNA?g8;`$5@-jpuTnRLnyYaNx)UI6;nH#>*-=I`
zQw`pK#U{!*5oBi*h(BTaT+fXq(+xU+9^BwcKPiDsCMY~dm<t5hBl$yAdBr~13?tf&
zJ?BnlDDWI5SdIYL4iYo+5#A0@a-|xpYXLB^pGF{n`Q`oqFiGhjfKxJ*K4Qc+CW!XO
zQY4M(<B)QVn{PcXWA@}Ey?x;XsF~I9eh&zP?Ib=;9uf-&$y0BS?TrfgR{akv5gh~S
zVdk@Pa4G2<&+EM^44C*&3TO1?oRP*VM+m+71<<<)O<~iZIGOg$3k0$3y^U#MyGC9w
zR6xucV|hIA<ffA%&?<iTtUA!Mlp<3mdI~UhhH}x~3A~>*HNEZu0xXqMV2?w0WMz-8
z9&T<nt=EG5Wj5n?4VaPaC-L!mN<MZ5&if^cce?ATdesfQ<D!qOhQR7}l)tV9Hapzr
zV$<p_%!7n_cCbe~NeDglb2}GXw5^)L9Rvip{p6s%gLZuMogp*COiyN(yfY(#_){tj
zb)?b6Id@z|b4^bwgd!)~(l#0%pyymAoA-TXmKbXtOaME$c%8u!%4TK03Xcdwj`=Ga
zfY(yVG{d=glBfB;S`aBuay{|s)Xbgw0NLZ6$tX#mJzg6CN;1|=qQyfc`~->s*J1_z
zg`+3cg*rRzl^r(P%R)^fPMMrkrqy6P-bx1Vby9FEf%h?ptjRVj?oeOrG4QU5Ek&eZ
z#h@AP540!SzE8%hA&g~(BbGd%mR4rs9QFurN0-`hdy>{Emr8qb0htVdN@Ry^R#QT?
z1&dhGDF}rsle8J*#q@Nk%my+`27iK4nu#^<d<=KG_4`QzM!~iiY?G`R04ICA4-cWQ
z?C`#tmYKiIqv-(5pQa23+Ly<Ts~DMHD2=o>zIin7b86{uiqh7Y&Oh>gXgfQF{(;sk
zgAgit(6KTxpMltxGRtJ*ww}U}6mDvl{wr-~04^s_HyMFAgtEk3bDjj$j*J9k>5&$D
z+^$1FWIeF@5AMRbD&QXc$--KpTH7uadUKZn(Fm(9(-DjwJ%P?coCvk)OF<YX576(v
zD(2d9rOY$De~$z1Dc|A3LMbZ&z8<rwH=Qp?5sWWJ<h##1XOa|#QAiks>MzEXpO(j_
zx%&XnUMD-eFBjw8n!a?~wq@13t&zA>4Ot(4iaRi=gdg2J*<<oUcgo`CzM5KmnO}r8
z;GIq4d)O=H8xMEJax{fy4=jbC;$#oD+sXDj{ehBhS?dI14nvHI6TEX<IG?b%b2Tuz
zCWMocSx%GdXH8%c$a5S{*VDojoe?`)1!w#QlDqMq4Qp6WVAE2FylkW(RT>^K1wFLz
zAy^g@46?)duikJyERsc0%>*8v!kNGiGpu=z1k~fxZfZwn6yF-IB0k=SnUr{5_mIU0
zIGsC%i2y5iY+S@bCeVCYTRq}CVcb<f-dg8Ey}visbI3m}UfRkNw4WUq$^#JE!Vh^H
z08E~tHV_StO!<;YvRb|X7?&_GMgsg7XHq?s%YelZBlw}?81{s}6Ha8PKV_9_iqjFu
zd^T9g8B78o1H;<xOyWTO6U%99EVW#%loE#;D<^@@KUtp2s3X;HR?=o10#?fvRX;Q^
z&K=~3m*M^WX1W!=&U*-65*TO+R4(4fpFCyWvHDva9~2mx*x6p3Mjk&6s#`-|vga2+
zxiklBn{xuDuE#pyi+?)P1OauB>u|m8M!*?z)UCxb>$SqGYV&0=vdg-t)6?JPQc%Lk
zCPNlHINuoe(#!<U^vZX#dxw+-%{3?2v<9RMLdnET*?d1N?Cv~kV=IBQ4GYJzum<*r
z&X8leAgY``xel|#bJyklZS$jG3Vij_&x`abs;CNqOqiYQv96};JM#j#*=xElkLStY
zf6Hier20~`G84xh0@I?R9eb!-yuD>WTuZYqjC*jG;O>LX;O_43?j9h71b250?hxF9
z1$Tl65`w#gAR)o>4J7+L+j7p?_wM`snCV%pwW_MCpQoz2dxrJGUUi}Rf(b<;hZJw!
z?$wks!vw4)7p)^u56XA&<0qv$SYz2}7#bs=nqU*^PEv}&VHsmTcvO;S_>mY;1?cpl
z^R?j$LTK|-Uo}@kp>Sqs73QAUg$Pt#qEZ<(ZB{<nYd34*`<88MUV3IRtaQxW`nf|A
zw8VER0KWkbVXw-e41abBeNw@w=$BfCG+}m3a&FKRzh}d2zn}Sv8$o+Jxy+Z!vjN7s
zbTUDJ<|&gAJk<2f*NyoWb_aryPvvU?-+IzLXNyA~nIvnRdg``y>qIEJy_JF3X0D4d
zjg&$Zm@goKGY@?y15Jy*<gk_ER3jEC^?^$VmoXCKtvbFKp*`YV_~i#zX&k$9cO2_&
z$4c7nJrBK)N$qO*LM*pZkE9?to(6SbzxSWW_3TO@C{Ovo5g3+HX3xV@D^-~;K|6pn
zn$+)+kTP0s-pc9(cyrUxCSQ}>`J&OnzY*p!q@&ic-z~N0KA*Dml@A-QR)vz}8hV^y
zY-p&qF@#bIqw!dFbUvMc#LVtO{IV9-+l1Z16UiN|uFSZBVYFtR>GWB1@^g0@u0{0m
zBf!>H8l3r+*F^&Cqm5IanoWG~_3cc<rwkhyxo$;S{Go?aY}ag{8gDGpt*qM7*YRrN
zXrr*Z6uL@}Rd+F6?_Rr7Lw+@Rn^m&G2<hE)x+k9lEo>>Oc-6B#NRHpx=#DTFa1k(@
z_GTc%81Egx1}j&HmD&h6D!j1pSm-Y6v5q6OOnDo`wbVYQLEfQ>lF!W7b~k|5XQ4_8
zKYxkt7zIrlXy<1QH&}Wvs|GB9-<yYN;p?}d)`p|hjI(Lc6BQ{d0_P@GkBWzgd`M=~
z%s;MSP!_n_#p=Al<evqF7}=Xo(DFY;Ka6^;9@DR`Hbb=HrE27pti>G3pan3MAv=I$
z+kHvQknBOa%HXMN9Q0(-$m(`&E#&m*rCy#`U0zz#qqom`BaG<%)$y0YP=o0y5j+~A
z-pWf#Mf8d@h4&C2*yPqrS&L!fL(N*=q0p&(#*p~1yA(vx>PC_UhdxnfROtLQ5io~^
z4+YS^@I%wq9ff@iW$W4-Xvu#)O`vj+E*o{VX3tmO$T2W8qs*+HF&Oa48kgW020*v)
zm6p8>C)nxffNF&3K-u#lWwO{BN98=g*OoJ572`HOMx@XE<9yF<yy(ZojR{I`Qlmbr
z3Z|0Rhxyd$4-Q3KhT`NK-vNmy#$iTZ4PZ1>?>0m|PBImN07xT`v8adxOshC^2Igq6
z>4|F9UW&PFFpc`|#`u%EnHzh%Lpm~c+c8|{sS5ccEVv4xkRiZ@>dxt$g<`n(hXvla
zO3OpmV7|5B<+z}G@j8**58Ybynrg+kUd&B6>rI9KswK}0<CO`j9I*sWpRA_{?>muF
zEFlsnv_w=<Um)BHRmwqf75PBs^kTma6(=2-P4$=TK3|ujG<)Ai`92{2>CUWR!-u?c
zWtQ&8%L)n514VYT5CKx6o@D%^oebqBi6;vv>Youkp%k!#;`f&IDua#p_zS-P)|jg^
z^NExbA_gzmShxTeB;9sc{%=iGM50#{S@#Iq=gi)O(4?Yrb9AaYz8azoPgHHUC?-DX
zr9d-&btwPY&xlP{U<}zFO2A*ycH*=uZVhRAtd;)b=CQuX;4tcYdnQ|ny44kS2wcP0
zm^qyBR$-zXZf$2zu-en&IWjfEw&WrFhY<7R3xwf~k}$uoeH+)`e-pXOlkJ&B3L!(5
z%bw0T;406ANGvcUZK)Fn!!YSmJ;sn`EwDvX1_hTZnK5iS>rz|_hv4$b3bMA^*gf71
zc{LoPY{Ucs(C14h#1HW@=?$c7J0^PkSb@w|3clw%xZ+aF;?sC+4oduROFVDpiJ@#N
z<hOG$L%ED8ox!@;1a4FQz6BtGNLE`WinlHaPlvHKso9B<Y>l~IVllH~sVO;9Q!826
zD^mgSy%;hPa8}6Rl@#IPrV#TNVdZ0sL?9O=N5yz`k|w;<8aBv9ni7Y7q%*QaB-Fe`
zow@X&GItP0kzS;wZPUdkfj0#)lPO`)xCWM}yrEvOW>chW*0n7!R?_UL>h?yAoVP3Y
z(fK)&ORTeV4A1GxoRFz$>n6xZp@#RzO=U6l^|{KYK9e60PnH^EcyaUwowucGVn=|S
zY;6o#F<(8YMcp1zR(r)KG*=$TCjE&9^i6fB?AExv3b@VI@VHqDM~pY78^H);RZ>os
zZwBdo(r~)xO`SneRGM%ylrpz>_bDVZ{{CR$7hGb`nNH&@)u*}3U$9vPtMft<))f%Q
zoIbXz;LPjo@me5p)GrF4MH4=Ek$ns$$#*Js8mH{W4eAp2dkS+#C#Wd+{4CnJ*4U)?
zbA4#Pu2l4gkats1)*JA`L`gCPJaS?n{0T;5KyTvk_W}u;fU~r$ozK3cAI)TZcLdX*
z1hwnKcP3G%L$i4FOzQ^UeS^<l01B8p=15;SNDzkki?&u+*oKmhkMuQ&48pyrIAW<9
zb&l~>mD1c!pv&ut_`pyCzf;qNyOW@8>VsWw#apJYE636@!u?XCHT^i62iI|}*ftCz
zOYr>UT5S8HXDr2H_0amK*vBo89B{WJ>qZj8mC+y>*<XxfxTd?v?mLrfS<|o~052bP
zGL-G~M@OSec=gcjRTf9QtNj#3zjYn4cs|<}Wwk(%duypz`;KCZJ|Dhfh`eNUN10GZ
zPOlX2fUb`gbJ#%u&WewmcW;vvXI1p=o8eF<m6)0!HAESIvn*4>-K3r_61Z6BfaQn}
zP52Sf5}B7$K;zFgG<lHWFGjl0tlpnPY1;a*ZK4>%6!6tyXc5N5q2`YD&{8L)`%`iw
zM8BWP9;vF_Ke;i{ScOPC>xR(GO60W0&r&ogED7>Ge+z5e=)9>DGX{TzZRPwKDP_#d
zHfdY*HP@URLK)=gkTD)#ZF1{nnE3?E$Mn-g5#7{!b+hoYDE-<xu^VKrLb9c#@j%N9
z0_AJGFYVNr=y&4r316%0k1C4Ia9SJL?L@aDU|F-Ab*%%98Cx7PPE2E6{Kd#Bi+a#u
zy*57IQ0lbu2FR?EzpaM{jKw>olr4TL5uX1dZ(OE62&mB+D==EUT}6e-Er-lLZ$eh8
zt!iUiSBiP1KPOO~98G*09AsHBk3C|QC$(9R12?94`UasCMJA0RIEt1^q8XVOY61`n
z8^yU#%jdqOah;VU!7so?2T?P)5uok7#D?5qmASV%QO>CTxyZdo=7rAg=)!OuZ^DWY
zgxeUYRTxK$Yq7;H0zXWTdr&!q>T&kv3+{f7o`7H$2t!Jgog_#)`HhtnjohVC9i6vf
zA?J&i*dOX^UDfG04&#uln=RGJ*{X{3Dxa~LlR^jg+oV)*#k*^IbU?Z%_k9Mbvy>(=
zJt<=7EDFh%M+_I~9zh~Tf|#ExQsygSrE|cjs<vw>%2bc9Jdca34i$oQR$!SMW}!@G
z&43}dgb{>HD#gPVPA=@5AgbWqLu8EarX+h>W2zUQE^UEP&IHSjH$oA5SeC;8zdMC}
zvH1N}-B98PMNN}(++k1+!XWSk=mr>Ln|7P@tyF*-6k?lpF-wtN-86qnl9w}GqM9+%
zvXG-n{(h@gF{W7HIYcZZV_H_JL!&^UMw{)n7GPEg1qxzA?KWa1|Ak-I{2g>0gRH}I
zyNS?PS=Z#O<(v!XFifwMS(+N~t<?p(FLsT{82mL-37FdE>=(XjMCYs8FFKa1X*sB<
z<9>%jM;19E)WI8KFwl%ME<_SOe0+!J?5@C-x?a%bA@Jro#Dpk>tS&<3dn*$hd}F!b
z7D)zX=4aR!x*^$Z+)e(&FUtFoXxO9{qxkmpB$_;Dp9czzE*V}sEj8bybs@eleOHP{
zAdL5RT2U&#uI|oIEK5}My^vX9@w}p%#Sw!8I+R8}*TJU|66yCa)e&>p&h@Wi&%Iq&
zA~D@9mYzOZ;CcV?Q+&4^SB_<_bT_R%uU981(tD$ym=5ZFw<_9>0;>&#fp9RNT34tr
zPTaLO5>0gbN!8*)GW2_8_BGQCKL1;2W%dqiNGRnAyf|cRVTA>Wr+yH#l%={eh@1jz
z>PA^(`LyV?8bu$cpY0`jbWeG56ozUR8xD%H&&Zusl6Jq9L%g7%(LG3N4x5_>>9v(a
zoX2EE+)5XKf0E(<1=?6uC)olL!jPQB>-j6%<6U$<_|{cF$Yf*|mSD(FMsq7m%M0fu
zjWrQP3*QQ!x#MuT#b)vr2C}=S*9kPB>lwZ}NY;rU?nWY0YCR{_ygkTxq&ur^!!UdX
z8$wm8@0Hs974{q`#ql=B=mkm`T8-Z&aEj8=aR5};*i}{3^TIQWCHm5q-oMd(<Kk6E
zBSV><Elrw`Ak}u3$2qxXtmSc+1)N2M`wXb^yo_R6mln}oAUq>|F^^Z1@(N0}TD@w$
zEnnS?UJ?H}K1*RR-iykNq*jVt!qCr4r1NvUv<DpQflv-o(L*lzsG2-%%`e8xH8A=T
z9QI5>YG>U+BKiQwL!P&0(4GlvMmigW1C?frnFCD3S>PY+_ukf8Kk|=X(v5moZ<F9%
z<c4jk$7gn>goSQpY=b!z4GNkJ3UhO7W-zmdiSd_W@M5fA%ay)p*>u|g0<}Ck*lWWv
zEz^hQ7Yj0uR77=NWq9;Fl9FZ0HwaaXKl)~4wp9Z6?wdX~H54<B!Jal`P5t0DYLRc<
z)$GQm3@r|%K`kPh)Y0CT)y^RTv*bH=DDRLrO==t3msnFfpy!Z0!>>-FlP0SwvbKk`
z+<`2%a#x{nvOr=4ca2qIZ`Ao+rdz11)cBoUY`$~o8whWb$Y6ehY6xNKlT8pR+Tvwg
zuUOLol8WQ^!W2ub3l~lNPKf5<4Jt;f(?S|SP9Hr)7{(Ge&Ns;on7dF3@_oy;rKJGU
z&+%W(EQw^VU9J&$&1<?U7dPY~ha-KwrjOg?P}o&nRUJ-mfKZ8EaQ(yS>YhcsB5`b|
z$-<%Ak{@2uzKg`J<G76QWNfZn?mm<L3V2#sAO<M<L~a~mwbO|%Og!Dn)muDTDA`IK
z(l5!2g$MzZfdMaHG7XZHyC0}xlhPl8o*f7Aerz|Fqdz1NP6{}RA9mUJ1{uc*O$PTN
zZS6+dxZk5nE<-?QN$IQLO@8|9ci1EdxYd+&?e<1mOM@YYlW(nT{SoO!UlB&;H%R(U
zOp73)X#HvYdyc=%M?QIjY5C1W>uE*wZq|0b%1Tzj9#!t1-E)Y$$TIFo{tp~g&Pzof
zU0F&{A>NBv=`no@{WdD0*h0G#lv1+##PsuZ|2V&3Bt8LSXNNNI5Zezoj)W%mL^^(&
z!~ZbPX%cxYLC)E#ydhu)W*rcR^g?G7*LSLJTU9=j(n`-ZE!{e{!QeRw1`0Wp{X*e8
zrzMCgePbJmC)e?s;3uoK9KCq5Pvy`xbb<g_H5GtPW8j)uDdyxegP>Hb6Z)cLK6ZOp
zTXelwa#6#}$5bd^hn#4WwX!pm7~*MN6Rc$$3b%zm|1zpP+r~>G^|9LmZxdPe;S>8q
zjpk<FN|=;cS2LHSD?P#!`{&Fy5Vm|f6+>SRo@dLdG^Xy&$3s8|zHXAgo#~t;p!o38
zIWe;v7hOqIL$^!#vU<VBTp-BFDdQummVsqhpWz33V=<*CgY$$sGy>u;IMArGP$s5z
z07*~o>{{rXbi&7;7YKg3nwzjE_&9XN^Biq3l-12nETxKEDttye|E49<l;ctXvxjG{
zYUJDcc7h&#ryX_Mlw1RfeXDQ4tDD(#P6g;SYhFj8Ni^Z$1-o`5dgQ5&L|W~({S=7i
z>K!MV=Ppi}4w`Q*`4ZpALW~QfOuRki&N-_XoCTTLo)mAL(VogC^NXENu6(N`<=A@p
z&ROWCI-BF_W3{d)zVbRH&Y^N<*TmnUVkO0Cgr2`JfpBcEJA+Pg{v7d4Xh}gaKhwNb
z?8`S)Iq&E?v6ghpZR6mfvs?U}i;c`aUYXoYa*h`cxg*bW=u6389}$|18I2A-C&|!~
znh+4HFAnxZ99rAJZps_Qe=d|>do=0sRlNMr<Et}6+}TzpvS$ZJd`%?5IPAMS$PAu4
zp1tNED{8ms)a}K@#1B_KR1|vOj(gb|2e{wQZS5P4f1mKRP|#sA$hn}Kl<~;Rs-V6;
zjD1OEaHwD)9G$0isOW^lLoaceh}?%BcQnrB{ZY;S_^MK}wqwp$Une%7@aw{|-(^^d
z+E=&NLI(^=)pk-(53h)<5&2z``96v972RzJR;v&DnDWGj+Ar!96ke!6hv9e!d+eCQ
z;XDh)*%x{<5Fp&%E75AG`(Z{n(fwR{M$WUtuAwf6u`yri%kH6yE#Zq$5k)*sJ>t=~
z5g%<Z93=&wFy%%1XD3D^KxFjf)WX&K)Snm4ZBsqFYQ!KAF`@Dx5T>gsVVKJ&ig4c>
zx;9HghSb;cq{P@lt_<T0%}AlbLFe`);0wv_gh=&)$&fmJWPJJzMiBV@<2%kvB7U1L
z8K2~xT}6~l)!^KBReeofdCRUe=9Q2&6i8SdpIJYTy*7mEJezgVX=~2xDO7fA{U+t(
zq-d@YfN2;oN}_fP$?9s^HdVlLa8x!zaz4i3v~=-?I%6j;;p<|Tzg~5V8}UNy+sW@9
zPpFv_NTj}geEU5wW*I8l)u<c4Aqr){xRPKa@UzJW+(2Xe_klHcos6BV6dV<8Ic<f0
zM}cUB9^zY=1nI1)+5}t%O1r{bK7d{^;MMs>I1T+o?%O6}>o_}4<PL;T0)D&oq_z|4
zq+$r!6}@L+EKr8S)F`!hu(G)Ba^if}1qwQ7u<{(T>L(@Zl#*pyp+rbKR7T3$7#w<Q
z=p8zJP(^v^4qS!YNe$_tm=`Awo3(`px<<Y^#tw6574(R%9{x7y&~Fyw5CF{s6tHHF
z(SpMazStq*xwE6O@um7qXdk^$K4u=EQ?w%Iqd9WQDltg`9RXwYsA;dt0PV5@sU>6~
z?VKkTW%-mYLOpzd3l8n)lMFpJ9HQya=^m1H2f5{}Q>Qfx2MwYp$U18H`5Q1MN&VtZ
zB1LMrso6~uYB4mJ_9Mp3Kv3c|QjdN2Yl^XI@NerD^%-h3FGp=Ewhx|(?}^&dwsUz%
zz1>s_s8Lr$sHOd+6{*dOp$l7!xA~UVIu&ZPNsZ3zX!{0f=3Kb;t2h-!NKPJB-T)u$
zl6|X9VYsz8dI%Q|rpl)O>azK^#y);JD5jKcCHAFGXU29o?G9o9r+TDprn|A_N7aPR
zBRui&iV<P-EtL2PjJzB&y0C-ZxH7WAG%|Uoz@enK)bh!A`1WFG<r-{SSTserXT+HW
zxem6R@FFl2Q7B4hxI9V5Y6Spv|Jdi55>ov!9LsDy@WPvHW82phE)a)G=*a{06JyTl
z7erdB8YR;~-QERIDvtC@`1`8-b0MD}&m_L20Lbk|OvLlJ3(XezH~T(KgxgdR3ifWD
z=tcUdVr??to&BmSPgZW+{YlDvc|wG-E~|!UhJvF>ah8d70#X&^7&`UTRex~a-Q<^(
zH2;~%5s`i2a}IHHoCB_od|Yh}w{S%N;$u)zJf2k=c8!eMHoO{_()*))S@%FjQu!HS
z{fiUJBw>>%0%9Oby}3&uCCj|mz$3ND_0-Up_-5FhI3B&0F)&K?gkrN;;`6ljX>9#m
z6-Ot&8%V_1dAMZ5=qYU?7p+^#>E9&9wA&Chd=-O8X~?iJG{v2L@pw3Bg@MxDwyHDZ
z%Kg(t?tW-kQ?u^<Q3i}%v6gZd?D@)mfJ&2g)XvQ4&`D0zGz5)wv`E59@V7{&&tiHc
z&em}@3MwT*wsG%DhdvFM5cVMCqj1n46{4Pv3ES~pq`CNW%ZMEu@E0khu**c_!?G)2
zCnD9%j-fCR;}2c<ThoTwhVjZ{Vg(yAqlp7WlvSLD3&|8;JW9mGu+gx5JepH(f$x+D
zGj?vxNN%a=kJwH3)U9|XB#Y6--=m6a{QTq1!SbL@*+SRX-q*38(4MS3zqy%oI-axt
zw9?FjX))KjfyD1ub*vo7x4DV>va_q>+o)A&Y%`BhM@PrEbv?u+SFfk`?@5tc1B2`|
z5b4K=RvwqRg<hUcesXlWyCSkVYJSewetUZ~eqeShwEU63fEH0rll$ov&9e?YrNwle
z@uHj<p0_hOET2Jb9pCghZI@iO+L<!f+#9E+s`XQbY~Pb4FY}ha1vt68`x@)BXWlK=
zhl{V3a6~{bWQ1Dm&_Da2_hR%w(`gd?#orDK{-h?KNG`)SXEm32Fw7ZBHAOy)N(hJo
z%|1(KM6zDW4j0&VtpSrR&jlkfqswxQGA2*a7k6#61bc_COqJjVx4w4=Kf7VIXF0K9
zCrt$KKK7dqaZHegL^E9@*-D#4?Xm6wt)?LE;0lp@r3ny^Vy+PkZ1n~R6DBcfS?P8~
zMsl5M(@`ZW`87tgT;Nkh479sb-RVEulahax7=)Uuz|A>EjQU-0-nYK?=CnSAlp;5L
ze4N(+ft=FcB=>T|9r14F>Gc7h4#g9ryA7es&W|0}UMrvc+AlvJFJE8#T;8sYhLXm9
z|GralT_TiICv-8?_dcii?u>D$f>k&tZAeIAdEupBOY9S&yA$X5ku5Q{1q^sBu~7LJ
zsFD`bg?JY)ZK?NE@)6MLSyzk?XbueR;R#nJf*#K*(Zsxby0(>}fnz#~*4|#hDO|~>
zjpIo-&jv|9;&>rN8GoUO;J0dU!(sB$cV}p34_!bwpgd0JJ89sDtIj8W&R+ZPsg}(;
z-P;SDo?jGy%KHr5tMpU|rSq?U?D1vppv}ta(L7ORcK-sOCr!L^)6=$f|HPcjZp584
zq~&cF6HBTrP{H1D>~kT<p+V-Q<&NvMjkUdKR)Oz5eogzv(BA31Iv!6aqNS>*HmVd4
zzgKH};1QgF|9e$|UdKCwh*0CsuP=t43X-{&lpRPqU3l5v+|(wlvy#@0iSrf}d_84Q
z_Ve?PdbPZ08E7PjY{{{ic(`3;)8yU~g0tMUXKb)klZW`uL(UExLF(=U{h@^~f~e`x
z5eG6>e0+{fMTDZBXauM25Y=UxmC4u9$H-ip62bD?>pC*_NYhM$o7FXJJ*IM^91Kiy
zfeZ0eoM)v>ITs`ZB9Y=H0bQ-;NAo!mS88ryF`i=yD{6Ug0$4~|BeQvq3*~J7Qz<qf
zX3Vt7E3&6r2|=S}Cv!7j5l|KQ6J-ngr_;hqClnMk@Te)sqPQ^TzNL;2iq}_6wIX`T
z=%HZ0OmGw(t-;PKu+-Q<&@;pzh>3oQp{Y8ukI)RC9R^R7I57)9&+JA)>Dy<YKzSkL
z_DCGa`yMkq4)Fd|#k#t>RMeWKb2r^B2blwIVn(}JrDLw8QYMM{n+M@`^6q+P@|Tt7
zpx{P(Cz{uW1Q9SciF+6l-;r1FWkZC0>gx@hP>Lu*Ry?g1^a*n=-@OMWi*IaF+dBE~
zC4zbfw%-vn>}kCm8?9A$AH%G;rnURZ*LjB##bXh4l{7936>2W#`>x%jWJlnX1%a>c
zg6|E^MiD_q+}G1M!b*A1Tm1<s3F^D~nw%%kK}X@2Ulrg4pFOd8{lNgB_SiBsb#*2+
zRi8jviGpwyCxbD++Wb{(5La-ynLK}=@er!NfH)gfnPrihwW6DZC^xwX<_#eXv=cTQ
zg@?X&L%A=+M?&0V@5wr8A)09_#C7SX3$rGrRaD4*96~ctoE~RlL&+Gbe7=r#eTJfH
z3HyySG@QXr`cD&*f;!lia)_66F{ZvjSY*KE)=*%Eg+OS+k@6Bbu13$SQ3$k250;DH
zLCf?=m#L)-rCOfw6W13aogBzZTfQ(3RzK8~!h&S~TJ`OPuH2_6S%*H@0S&5UxF{72
zlR!%aGXx^Tul;_}*<+FxS*SzJ1z4Zi1`5?K{2Q;chF{3DaF3o->*GQuvh8D<0PXYy
zf>Qb|5UK^{8$5<XQY{#7n`+CUH^}xQgwjK3kD2)*L9V4J6K##ipS-Px5qiF0W}XCh
zVpgALW*_-j4a=+5EiXD|`Z=Z#M>of$F3+Y*Wcf6q)s@7i9)9sAjNCiED3PPD3Cwt^
zOYfYp;8bM|=iwJx)RSZ8S6oDK)8y9=mHasvZHOB}V)rgrqt(N@*Ue0%%WMTw!Awat
zVP}sbtR{y=^<(r*Q8%M#vzQIAvLw>|XmC$84O5XvH+Wl+A6+K=%Z9s1@4;Sx<KSLC
z)!r0D#H3<s!h|B8NLCgLHFJra%)y@O^dk7>)0Whb#R83AAbYTv&lOF+cj!I^_LPl)
zLC|{QjKm<P5?+~r5}u834hwa5HVZXNNhHLXyNb1rzKeiCLvhupyJs8tF-UDMie1{W
z6niIMvUpp$Sjv3woslpsJ0&o9+OBWjJuv{`+FrbYxk}u=>B+o9k`Q2YyccnFr6miP
zRO|`(>T#NOc#(0G(dlw(d-_%qFC<eIR<bcTra)#a9JWU@CxXKyF7&;*Y0F{0%m~M+
zDGEZ4y)HfiFick?eDlM*I;y9_H&5wN(B`SWk)x9BX{%72K8`X*3>gck!AK&d?{bHw
z=fu=MjM#vtdUGpIxP{$6(#B?mUDc(OD-x54lDZEm@!kgolDt$SxpbwUaAKJ%?7T@H
zmXAWZ+&CYBG<X#T4(*$TW0)tq6*<RnK5l|u!`D6<J4&83ZM*Aq!It`KeT*Efa4cy|
z-?$UV#TGcI-llT%@J4>1B}wATbb9RMg<R0SJpY)8NwGUZ9f1iUM+YhJO}gQr+n3L(
zl}$jH1S(8@AatDv7kavqgk~ecvGh3`E>qj1rW_HK#zsG0L?!##NjxJ#Oh?$Rj;Dv$
zD7(_f3|Lrx{_Y1!kgQ~DatSepxCq3GkEgcumoz9~UrFl>-$D((GV3|36lKw78}VQu
ze>pO`1R`&n)s&iKUv8^e^6ks*GrTEU$r5y<rAr;yx^2EI<7mlvH*b;Sj(NEHPSI3c
zqK6blGWQkCs1*M2(Bh=?*)X5uiN+(QgdLBT?l*$u>y`|M!jM5qQ~AL}sy(rbX7#oZ
z6tUPD0eN#UL7c||i70Qf?ELeadjf{os+6MU$&}Rt_&vu2!*(Abpup#)!^o;~oi<pz
zz7jQ&Q1`eZ*fQY&Eag`vdIXaZEaA{$&~}PY1=yn?5Egr&5Rg`*3Q>-PxX|`4$|74i
z4QADGQ3iBDB9QTT=V0WIZZo_Y94`iN3E0^eQ`1hr!4(m`6VRiOUka+rT95CyAuIRk
zK+M0y61N}{rV4eO`>K{JI^xQy8*~=_3BM#2;tABZA~y7}2)a1^IgWf}6Xi$k>uxmc
z?QBib)s9=7L&^xKXu8@MJt(0N?0`^LC1+n}3t-lZ1u9mp33C217={s_yZHfPsHxfa
zW=T%^@)Ld&a#~@77Ha(xIk<Hgu5-ETvmabUb|<B~B+~usN?<x*2riK@=LxNl_1WR6
zVziJ~<hT__lW@c>Y6+6*BxC`!?cE}CxX``ui@M|uOso{M!Bl1yH3o8+2Uo2&1lBl(
z?r5|KR7dJTz=0=}lHjMf!dE3QYgP9WM+i?z+6X7;<>6Alj=`%>OUlGpoJbGCYd<Q`
z`Djm#XSMF95r^j~tf-(s8}Nv0!V_+j4^PZo#wDRA#xt&~Ku|XbN?i60g&k9Qn5`j?
z=3^1BN^0Wl0#cX;^$6h*DjW9GxJv8bby<G1)}<DXI$uIP0EIdsGLg_bTa*cTmuiUo
zJ$Xkr(i)xh$0muuCiHAmM>g*355D#;=sx%rR)-pJ?~jY^oczf(r<XA(_uE_~d6gy{
zaQI(=ml(0ZPxkAS3tVL=3Z`tX3o;s}QzAQam^oNt2@oaI;aEXre-#%qi5_-AtGp(T
zt3(JKA2E{$DsrVm^2cJ<^Vq;y`8QPdj6+fAxD+Ea6&njVka!f7Ix7rvA|7wj=B*E0
z0@3XyyNHb7^fvd|2)CscZdO@2ydOzJwKI>gELy@HX%@$BamGZ(C;&c*G(mVt={6VB
ze$;eW(Q7OwN`>8I)kQu0)+Ab!-1aT*y~-3bdBAyC7bnyArBCx}Vw))na05<X%#BH#
zi!1QMaL$dGl*CXUAz3(@yScksm^eIqbTYMlgv0{`lChCJeB|e6RrhwbU{yA;x_@)E
z06)M606wY8s%qip<l$;&;Re1$!pmJs&E3S^0{mG@jf;%y;R-1=AlbbjRY5^kNhe2l
z@JUH_GVX_Sl0Y&p(2q|5vY#I~$k;i4{E3~748Za5SMaUMChqPQu8!clm3cs1WcROo
z{mMW#cC!1|&jTLt0ng6^upHn|S;|0m5cuGS3S}UGi|qdO;~oyM0PyRFh03l@W@;Ah
zdaTOglC0_$Uhb?i4&Y9U{%FL0G%^NcV2czi%xz3WoxJqGx3ZD(0NBX5IN1!ySjE7d
z1Utx$j0gBbpOmYUhcnpl2NymZu&S}DyP7z<Ip4d|%$rqAjaA&j)5gp~RZ0{rS>43c
z4Sb23yQ_zp`ww@!k#TYe3jTg@?q&ZrIFdH@VCS$(+Jl`hZeiwRZow*V;b`S<4fZ9^
z!+pOEu2)v0_IpPn9`t8;xzATO93j+*KO*A8neGJOD#Xn*Tq&Q6Xi&+O=C{<nxbd?}
z`G8zx;DiKX#RQImo_YbZ2#yag)>;f$Q=~kv*J5t@vJq%n(4h*kV?gw2QvoEJGsC2>
z-udySgTEhlxMsr(`Q@!VE^ZKD@$jNzZ*yTUs6#@X`}K4E!^Mk>!`@{jr?j-&x_3e~
zrj1=!x1H^+Ce2RknT&Mkif}YOhR^s07rLN}x$rdWzhy|1LBow{9}BNzjRu;YvGyJ2
zQ5-PV1$4YrykpvaFZIP^+>kZag0A!NNY}fYoxRN?-#CVLehnLHo~tNZQ!lOwnL7x@
ziIde(;4(?m;E`)qT3c9}l`QH}MO}*BQ`tjZginr=HhYoQ!-BesLShwZPMU`<E_6k7
zxJH^q%rVrZrWyn}+GR*6BK*$O+EF4+@1C=GycuCsV^Z0j#(qz&mr~tLeG{#uX|L~n
z1|@fBlm~UZyomIYyM<ra@ufFwtI{Km_X+9GbctgtdUKdxI)@;K2r$P(<G%^CAcJ1W
zfuutPLQMvLqQQLg=vwl*?wW3k$K&VJcXuICk|M{~9&UL1G;UMfgw>xXk*jagtx2^8
zov0B$oIRHmKMR-HdbA2$%?QZvC!?_zL8Kz^Bnd2i)F|ihE>{6|$qb>%|ML{Y2k}>&
zy|3r(mU~%H9Ln&}n`fUoe!duRwn`U;^xuFS;a1ZPy)NOp<t18YLA`!-NUE<XJG%!L
z(v2f2;MIGp^SB*XvFkvAr-~b*cfEx!rl-{XE2;`JOE3e=;ye93;n~(=QUm}J=Q>~E
zv<1!v(^zuPC2tU{pCOZAHJjBlr`$kU^M>gxS+iU~P#7Uzk-5V=50q+ds#u@)JWyN4
zhI+JV!J8{MY6A6xIlT2;H^XVSqSx*DdA)K=OL6@BE}?jqi$MuqG7Gs>f%Y9f-sw?z
zUxhD9wvtg^$Gn*f*;I+uGfa}kl--2&LbXdWSFX}xef5U(lSqHfLK4wuXTD(pH}`Xb
zdE93SxJ)!KNat2oXu;ns7KvdJ*Bel5omxw>5cD(ZwT+z6Drylfdq;va2}Y?NTk=~$
zkMIlGNXMN}!a$D6<Ck@33u0~7JbR~1=|-#~5h0>cSf(+h4qK?Aj^*5+fSW}-yhHn_
zl!EneFSMsGt-LYSD*sUP-D#B+b$nm~-4LUc2VKTvsTmQ1S5=e~Vx|W3Gib@ENH23D
z2fmk+)J;qQ!2cANPf>+X?Zqykk*bw9>{q&6$Vv1#e<TQR<2DcaD*7aGGqD$$$cROl
z@*{09^lLRoQLUsoG9lCMVZmuhB2v;4&tU0BAt~6+Ux>5u@Tp<V)WW-UnuIXx8PDdJ
zL}{=gguzj*Q%0S*6G9?Kxmk^!K5Arrok!>tBd(p0YqbzWZCH=@TH?FJ>w+}95yE5i
zJxKi_?FF{)S4%Z^k6IXq<Mau8X>hwnMrYZ$3B;kX9!)nGc0AQ7andjlEMGEL*D$A+
zP@1#EKP+UANqCdSpf*UTi>6G{p918HNiI=dZZwNhZ$FTYh{1Lq&>-NB9^!gVOj0|J
zKCXA7JUpS-ZGtxKjZBtr63%425#;b(SB{W5^sL*WC@2Ha_R>P@dbPC=9)C<AIY@A-
z<<pgT0n2M>aa+MyTSgccXj!<tPfrmH_M6k@ue%}|J{Rm?3sbv$h$cs{i|OSIyta(e
z_az?uHtvPh%M{242o2l7rI?r`iy9?o+C+ExAlmnh0Or}*uBh?cIN5qjaM&3K!UzF@
zIM5#fB%bwBY*m3-J$+URh2K}O59`<tJ;Og-rYsTbj`ZuHNcG>RQP6#Q_)nzva5Qtb
zadN!R1!Nqo;!X}GHjeihgdLnYBpmNUw;tJjGWy*Md`8sC1Dv42*RkBEEtdNi4;T3F
zl0U_PPw{{rau~RM$jspOA&r7tPOv!D`;_&&^zm@<-x>w@lTl*q_iDM>*?GV@n*}VL
z{l4V_aB+g}lO5Z`S#EA_aMoo3=UyOK8w)r1j3OEPA2r^a^-nbZjm#g~c-TPTf`SFe
z!36*(K^E>Gmi$HEefR%?zQ33H5BhiS=6|3M+`Yf}?5DP0`1&tBysuz>)A+MKdcYNc
zRn6MO+{V!gTy%&z**m$aIh&YS{8x$b+v%Sdi#a*D-h&Ik#>2wJNyfp=#lp?`+Yvhe
z#KH*#k0-dg0~d*UWZ<I2;^FOg@B@SF9^~K>?~g-%U*-K~;BQd<e}VjmiVtkWL!Ak3
zAL=e}CHP>}pOJrm@!uNt_s9o>j1$Z(Fato`_brf<gPrrgkk7_(&o>rs9=7{RmIcTK
z2It?Q|M#`@A6)VGTDgBA_a{QQfWUjLJYZ7Z#{wV^C)a%d`3pk+P$d37^!!5WFXaBz
z`U{)>r1gi}|AB}9`@a6l|9{bXAO3#R`Y*77osENq8%PEKfmql$$$lQOb8)fo+()<n
zfejDSn?JGv$o9(s_^;*xAlr|)4+L8crX-jJ_hI6`eK6{eZ1{2UZ(jRf;1a|G;JQZ~
zHz&`%JQglCFl7G21`szm0o<PjQ|2C@T=!)8D=vSS_D{6_LhcV-g1CX);6AhPaI&*M
zX#dI3zaZrI@$!Gu*I&r}P3!-%ufGg}f6u{R`S7RKU-<toef@ou`xn^2!NbMEK?Yz4
zfZ<Q}<A9xw9Snp2i3>kq|EJ6VWcy_}{Fk}#GZTQ95*|3f{-Z_$-lOx+H4%{QA4W@_
z`_OccyWh9};R3i4x?fdb`9u3RTzD|;A8_Fh@_v*5AFV(D2iH9p{?PuN*560V{{<KR
zAn!N%|Izv@oBoW-2e<!gef@*q?>%up4u99z-&cbF0vEX0z`DRoQ{XZQyngj?z|I3;
z`5%j<AE^H`71)1SH~za+VE>s0?#uW4bin?jXae4c%)e0K;o^TXP`{_Z?}p+>(E4A)
z;~$2~U&;NU^;eMn3n+gdD*ykZ!Y?D>-=~HDzOVmlD*Qgg{Yz8;SE2wOZWb`N@40Y)
z#LmG2_@5KQ1MvUM2JkBCe^qgR7>s|H4S=7C0Pv6qz^lPOizdKB(e$Sx>EYu4-`VhB
z+CS0yi-hyf*zn+pf1veOEc<87e{lOh(E9JN;b9BlH?98y8#uvp1t7RQV&`T7lKngY
zaNSQMz**_PoiP9(aQ_!F{4yT?%VhYO3IGqO08ECTRTIbG%%6dPe;6+BGsAry^nW#f
z20obf+fe->F8qDC{O{+K+`pLT{y8-~IO3mZ{e|2gWcZa$f7bfo_J5-F7xVHTT7TvL
zzi9n^Mffj};m0I_6Ff=yuNlMts!9Sp6exe1Jahbh@_fI9^zZLQ{@j5C@4sm)nc7;I
z-S1RBZ2kc`IKexF4~gM^Bl2I|Ap~+fq#f3OX@`*W_p5I|Wd8?7zuY0@{L2R6jDga7
zHf*@nYw2%jJJXWoZZSfp@Z^P!7C6?h<tay|@^tPtrRWN&A+bjblgtM2w#uBw&4Nvn
z8<#^<p>-LG(=M<_e(-)lkWfhCRP<8;$q15^Njmtxi~c(J;vISZz8G*Y-z+%>f=2k?
z3oIfAir{zqcj4r(@n^sJXgK?c*b}lqX^#m$Wn9-vtg{R4=-6y$P9sQ@<^@;Pd&-qN
zO8<E%vquHPm}{`Y#-=7RSF%i)umzb#OhzWlNRe-m17B5UTDajm_pbssQZz2Js2E4=
zfL85A+E1K)C%*CElLWtcvs?DvJ+P$9a1RBThw;peI@mK86O+bI)bJH+{K3*T`kQy)
z|1h4(Ihi&6mN~cj<;{XGRU8(b-I<DJi^Z0b;DL6v*BFChh=$woJ5!#B7V(r6G&Q4^
z4Q`WsI#55;CB4lT?T*b5W{SE^ooOisEG?qt`l$+@Xv2V6RzU@uwI;(a-dD>rb*9ZG
z<yTxux^RT?_I%aAH5$|Uh_AFt+Aey_NY#rLxGvL`Eki_E+Z|ccx+3o<Hg_wZD;atL
z93NZWY@5u3pGUIKg*aka`^>0zmTs5Yxgvez?!8l75<<Ph)!YI9?q2rf!FpTBB~gfw
z7~|h=PW*uNZy<T#)lcxVs(F~Y-}CH&0<2m#=HT6A9&R>PX$u=GYj-kkAn@<kmPKvc
z-IOg{#he_RogDAKC;()Y0dI)AIy>F(PLo-h*t=P<{(8fjhn)iiyvOl>?N}dXKeN|g
z@ZSC;l&s09muIfoK$k#4trJtJG&ow6KI?!|5|ij9R#vxA;bDKoOPTo*p|L2fPC}xZ
znboF5-Sl;m9^<>dv<8g$`J|a7YjKn2$0Z4QytbhpP3Ux1kw9!DCN}vt2RcXtW2=|x
zslMLs$AcdTP(f~=_=QkdERVB5msxzXSyG?8h3a%f5y*qk|F7Ppw_J!zrp3ta#iZkv
zy4?%J)cSwj<`=mY7Z<Y-u38MCSpo<eNC^nueC|aPLfIu?77#iRR05k3$3Uyg3-8nG
zGPSt4`2KxlGrtg&M&OgG*wv^a&xRd?*Pc28!X#__F=t$i_bwPi!<YjtFE77kaOIqf
zv{>^`^GCvDc3<y9w8kOMGcSC`knDPCpA9c2CI$@OfKo`fcbo-9KJOquq64KW3<?TL
z+K$AgFlzc0{A8Y|_|2|kQkk3cM|-8GsP|4$G0k;@QK1y(Dcp>r)`iK!sEE<EDct$^
z(eS`G<qI)b7*$=L<PL;f{!mJa%^EufPT@yjxf@v`lZW_E2@!K3p&a-gBLVH5ur*j+
zi4r&#{TB3M#yQX;fq!97$PX#`eTF+<`%M%S6w<HtizniDY^U=CLc!LC)45E8D5Sws
zrn_fBxvyXAUA9|K-XnlQHp@LmTxI;(3WHr~t~`y{PlfA+ZhdGvu;DF>Ul&bO%aTe+
z>$uV9f+&wb;G3ky!=ooKmR0TbTP4j}JrrpY<58!6+7Qtvyd&ITeM+oWy897}Dw^6u
zyshO7CWCar66(jzn{=8x>bP^D4mbvhfCE94Eq{vXHnie{n39R9sF8-9d+(}HfxT;L
zY)qCLQv#!uF1+tG4}O%0;=FXd{0{>`U?9lSBn}I|6CSg+V3d2fi^^{{Y=S*+_P%4b
zL4>oQ#T&=jw{PQ&Y)S6Nxi4^O_TGGiGT8r9nEnPoZ4JJi>339#!@0LZLkKZBpu|Qi
z<|mHN=AY%<n~$v2;2vW|GC46Z0UqTiB$N4s$jV%nknYTZ$2#X~`~JED(#uM?JhWhI
z%KgLkvyP7)htNP70ezfH*mJ;4Jdm<Tez0N|5V9(OGAXJ-sYvxWr|Qhu+B&R%9Pu9E
z<PYd;rPzl8qc3S5|3CO^JT5twOy`B)8UOObm2+Y!?lELg(7TV-RHC<j0l>nHu;>ZM
z99t@Lv&CruGe1p!z$}rJ2da5OQOpmZl!pTMh--_4{gU2l>l(H=laG05?3i1@Bp?wj
z-E%)~-=9~?P*$!BSXov^@Ah(Z7Idnw!26pGh`c*bcy24BV)I!@m<+_tf@VRQ8*#i+
zglW9+?oXZ^<ly}P#|1iVHl@D`xkt=g%jUC+%DezTI?C@(Rri;(N7ynsa{GCvsWWWt
zg;qWi=US6~0EMamm_=dOE<OFpuZcp#85gXXnkR<M0n_A5Z*#=JHmW1CpNNH^PWb|h
zztEM}9t(&}YpY5XM)E1;esgi4`FRmEI2v@om9yOJ3kKO_bu=CKDnF*9sJb?8JNDWq
z9xwfYKvimS^&M@n^Mfik_7=2X%*L<MV@Z=t^5&#W3=`U<*gVjy+~0aHE13MxIK@=n
zfe|aaH%T0CKPw<ADhlP%qi;p?_rR5&6V1Lq6W8*8+F~+ib8vBaObH{0g^Ji}B^RBl
z4^@wN^+TwZsXIBb#`ry|%(T>C&6YF6^2M_j0ssOEtd6aZ7H_MDts<|u@A1VZF1O>A
zvK^FykXZTd)mO{m-nZ2?!e-B&Fh&Cm*&*m36DpH0pA~y}dYT%ON4~t`!p*fE6Fq^N
z@WK^JZY%9q^as;`K00il*qW%aQ2V)u2{WC?_GHdRi52cZPT*Z2W1$|8LQF9kdo;HM
z*TnV?-3n9;tzy;-%{Lgbl1rIOlj_PTG)zEPFqsNDDazf>QRa1YG-@fdJk`$}nm<#v
z3xI>~AK<^boe2)Vjdx{#fPXq|ezjX2$2^2Ux@?g-Eixv8lL%}$%xOb)E`j3lNFdIK
zr3}QG<c9c0JqNNn3o`?iamx8AfX|T3BE#u<oB!iDcC&7LJ+G%RR$8Yi$Lu(B+7sIO
z65Rw-FC8mVJp|?Mkr(Gp3C9a>*Ws;-t6-<acwpgykr^0F&)nl)RM8c_OMMV=Y#C7f
zDQDx2j9Z<f626K~|B@TF5*KD&Ey_T{N!n1hiW6}MQJl;~<9^sfC_fVileV%+n`f&C
z2`vkwgk+JoRz0+wl4%C>Qvs%Ev#zM;R<jdM`%8;-DR+KgY=tniu*)z(vf(sbp#OB-
z2{nnE&6ljoye(O4CgxlIg39W#*W|sLCimgJ@GvSS1{DphWM)qmEl54>evqK~7X&EX
zl9ME6I?_$cP`~9iHjP~A*=ten63?-<!Nas}HAN3WoEJtdE{$Ol$qj$WYCRzC0y2Hz
zbc@+uj@$7uyT^M{syX1>@$+h;gX-(!YKxRv0%Br&C#O$)du4Cm4vDG-OxSoAWyR*7
zMET%S8#@GGtCOVcNuqztV;LuZ&7iqs9hFd~J)34${7MBLzdo9}ZF~LYMvj?EwAeoJ
zqyhhwJ;mC6FiOIsOE1GqF^>g3U+Bnx^=i_WF<v^$dluBpD*Jtq)(spR;gMNV`s4XE
zb8x#PX4H1H!B2e<e;;&MPL~aBK}|8ZKd;tB4{652{81L8BsY$C(3Xi=?p^Z;A%k=s
z8mtl+ygeKsQ25KFm!#!^6X{;tMta3W?H(5r@J<@GUgrMb-?boGZ!}wnOo65c>UOXX
z8QLe_th0EcjJ^iiy_4ie#6KfG0?jvRsYF*f2qLq`wBE)w`j^rWKX@tLowuW+`nV+a
zJ44@?(BoU2Gk6D6)BFNzR@YKD+mNq&S#gs1?B&``2&1IMhhK;>;53`kUwrmzsy)=o
z$Ca($X;}`6uqCFc)^{qtb~FbN>?!*uJ~$@W9N=A=w-zWKxJ%%?HG<=fjJdm-Jqv1-
zK;$h6NSewi&|_<pJcvnX8^^YobV=nnX{X5W#*I#RvW$tqIu|azlr|ylBNoxPlMDao
zE1*$ICEDZDumF8L%Q3%y3Sp8ZY>6-e`P$yzo_Ax}-i=j;#N^?T^T6QXR@K_tn%Yya
z`H?@&*WgmE5q4Wh^G@!4QuH!;3I6!R?ek51>b^de)MCo?hn}}6K-P4`DI&%4x6{bO
zY2*65CWqj#dnMA<hGs%&^{VQcEeW1-3S1a?kEreJRz7$R`6egJ-r;sFn>pVK_2XWa
zz*EhS0Wc%pWTb8^q~X&`Qrn_8?uycs^7EwxdD`1aCk92T^c<<Vd_6;~s$++wfPri{
zbV|<Nx?JKh<nX#vY_sD`%e9H``u1iW(S*xRsPF4zN}fJZVwM2sE!99_e|Ha$N2sVN
z6}{o%;qOyfZts>Fy}~9yje`V_AE!KVsgj%ARE!}Bd(hnAKH*DN<|R0$wpY6u2lE2J
zz<6jt1k<iZ&xTKstl3naa4mySrh9dDm9p$nQ}*2T+q1#MVRN0UAZH)zexxbTcjrwl
zGMfqheQRrP$Kgy2A&XYxGQUzc>Bak!2Ae8dkyUqQir=|$E14-KW{sI24-Ot4jf*pE
z0%PV;45lu4siCvkOn2w}d5WD;m2kG$HuPsfBvew$pjoCkP6Go2o-a{0hesaSPe)Y?
z$m6BkKYl=o4=iXQR(kAVUPMGfGCrKyKCxJv{^M>0a&vzfnnaJwFPR|8eNvDHE-ML>
zty5E@$PTfswe+#)*jrb9^}wo@FLS6j)!?kbM76Q8u^ltFzr(tL7z5Vl_UYU4!K+k-
zicrnUx9T8F-H$UfiEcs@pUlT^b*UJX?~67aX>cbFNI}$=S#3|RoxIrSC&~S2XlS;l
z&rVKG%q}kS-5ibDIGaHhK`CY(nf&|OIm1+6e%|Wi<I~4sb#azj3umy<s^va$dL0uR
z6Ejg{Rhn8*p((Q2zBo^V$jI4-v@UBz^JG#oBk`TseRf5b;m!8D8@dZLvh(_eW>|f$
z%^*e*Z_V$E*aK$^p8-FrtoEJCkelCSqP!LSV}1jJ^`IMDHLNyUC#T6R=rJPa6aD7e
zlR_rJNh)wIM;9FmaQSk$7*jPdcz0#yMf|lub9_cm&3GAOC+kW|kveg>vr~{Rt4=(1
zW24R{*-ccDhTMa*ftYv&ROQC2n+0-=i$@T7Ff1@EYn0w<a>YJy0(A3by!IS3Ju54y
z`y|mhj$QkSdBJ`Nd}42JZ$Uu;;Zv^EUDr`Wf@M@x)Qr3>tH&KQV_CBZH*JXI=8($q
zi5<JX&+IAPCyJZ7`&sv`z#-=L_)D}H5z!@=&p^0XG}B_8nEH6#Yt;3oRm#YD_c4Js
z;vPv3@|8|^dKMTAi;$Gj$0@~+sJNg!z)5b5N2^-j#>uJ6otM`21n6m5Wp9woi0FI)
zkzDuX-Qgh(Eo~KC9BCX+xm#fZ@H|I6mFID%dfgW}n#2r5os=eb-YP**oqv(wuv;c|
zIOfzeNcCE#*4AngOSMF`LSC13Cpmvx?{pkouvxPv&j>JbSx+8E=$<Z?mp4dA;{f>i
zec9NVT_>{L3BPcLVV17wup&RRm!`tZ{J2C_Z}(wg_hUy-mA2oC%M^$qXiWMnq0vZ5
zDb`YSfUVA3p(t<bw8fWdCkw0osbWBQ%Eaf&;^l|w;enRIYkj;q(f58H%{!l_$#?X6
z#{J7(w4?_KCRI07gFo!Qc~!_qE{<UqbEs`V;>O#=>+xhh9Mjsb4P*&9@m1vA-LYr-
z^3}rpYi8QCSM)ZURGV=&oAl!n@EzIq4#5+kHrwRa&Lt69OXs)M7T{W@?e*(g;?XJn
z+@0PYGsMi`h8=9K6;mfv8Ymnp-QB)$thWq6(P8OpaD98c$cyGo>g;NA3`aiK+t&x9
z>3mrnMXS9SOPbETokf_XxJhB!t%fL$_aUVyGc{u9joBz#QwvWXm>HUaev(b4WZyTb
zjte<9vY14)sr7w&*Zb>i8lP{;YQ(l4^;prl+Gc?B{~1+^la9li?(S}W19uY?U`{G3
zXeFO;qdkmxh+OUaYO5yE!ZMxO&T9K&&KF|UK;x<p@8gj_F4iv6r!6Q(ff9GzDBuTU
zs#>!Nmp{Bw@zh?2JdSc49)_+Pj93ksh~ESOGw!<g^WDrQwGl7Df$URx1y*(-Z5s!*
zp4Q+K)y-KJ_P3w_rWWB#ebq8-T$c)SZbi{rZAnCTMmY4vEtf7L`^hQfHRi09Mms!1
zQFZMvSnYjepK%FS4H_<q<%iFh%WJc0#Uo?XDtUROI-uvjF&%*lY2HLI#q%Xfxh?Jl
zWXpi#%v@R^t!amf)$-9N$JqH;XErdC_Jb-}cvG<Zd?h9;eQ%-&G-G#6cjB3Nr-_1;
z0qNL9Fv$VjzzrKnv5i|st#Yh78(X=Z@boSoM5Ttia9F0TZrxykRO9Abkuf}6pp5}%
zw~!P|5Qizb3X>Y5p{`au2joB;7})CIiPb5`^I-#3C*o|t&v{j2$YD+C=-}sUSO$br
ztBFl-sRbjZTXcwgnEm6*$Y?z#@u7jd=sL3^A~($#vcY#R0Z!S;67U9%OsyCGbF3S+
z-isxl%VM@(cg=e4uPS`{Fmuvyol|hDMMOmI`qA2E>WEFW?(;OLoM*FW2h%?MB{Ck1
zbf|U8uz8Jdi7Gv)z%nI(SE`EIR?ziH{ueBL-JaB0Z<=m=)mh(2a7n~$mb&6GPCr_6
zQ9Yd_X8VXkT_<q@7P!B8M?#PTa>eYCG>BiujopRvhYSvsS-z>t)Hq2i@0Cx6)-W5v
zIjbUiEWh3<a5;7P{K?GZriozatc#Pq4h|`<bq^I%Qm&hP=H>@d34^xMBK{}=D`Vqs
zhxs_P{o%MT#CB-XKJyikdjm`P83h7X$Gn5AsNf$n!_`e%DC*=Kn1ic<MoB<=687t2
znZe0a;12O=nN9Xg*LOmz$2Yz4E8UHQ^8>v&;Ly!mHeXQXh(|KH2|~h-$8B4x-G{~D
zo`=pDyvj=?9<}Tb4bJ2)^8v4Sn2$4$<P;1LbDTvj8IDEbHtcAd%E<F71Ga;itkMF0
zjN-$bRa*_$o93)YAas^cKtR9@zIfvaO)M_ko-xTn1IWvi<)E0+mH!YeEt{8oL*{nE
zCpufpKa{rIEyaG(WRLg*JiR+?BPAR$F<;6jKjVv0cqbqD!O+Yua@E1MHLyVj9v<gB
zG&JBPn{^wtB!NN1zIJPor!gMnE*7=!!Cb39O)<04>FLy%R~AYC|9HCUsHnQHJ<^RJ
zp>%gBJ%k{Ql+q1KcMKiUAl)fLNtbjtNHcVI4&5PA-}U{i_4yZTx#rw`&)IvQXFvNn
z=PCf)i;DF+?$bfU6n$kK2VJK7;>(fmPS%zuhlje)i=GcCc3xh(=p8-kXbhNgKl#Ya
z8C;)s?MIW(FBCG3Z>X4&PM<G00Wha^9Uwq)yM1T!xaCBltPr(b@u$*Zia}i&V2K(R
z57J3jGa(bGm$}FQx(&`tGaai!5ti|a<^_^P#E+=8{NJy4ZX{+=a?>61fY~81`=)R4
zBg1*{hjSl}dy2x4trIp3$TsZqguU6`_4&&V64?&h`OSM4t6K$6a<?%_$?cv`bI%`c
z3)RRrSCZ))!eLE?8<vn)FIPVP4&`53+@vOvdlNRBCE2M`QPDvnXxp@q%IMORg2pUb
z6XG!eUW7=RX%XX7W=<Y~Pwt3j1Qhg|vO-n(3{O4?{;MW8k!EL~#*_}p&?u<9v{Eu1
zg;m>)%0=C{7@atvu4R!PT6Hewg<q5<u<CWnpaQA`mI`TU!u^-g8_BEBy_`U8;=!?@
z?{T=XYoCh3v%JKwqcakY8^i=;ulN*c*bnO}wvz+1gwbCx8XL8Q@A};spp^IJY#xwW
z_+D_Yf=P6fmRIx|5L{(m%CS7N%ToWiF`YF0eC;mgm-vhTHiQYMzv9z09C_R+RjzJz
zZs<>EtrO~Bt;T-8DR}?x`7atKiu8rk8pQV;zJ{B&x`1nL_Vc4~DI;*myP)jaqI3Ws
z4Sxa*AUzMAPKS%TC0`8s%LhgqMzXs<T|ZX4S`4j(@+m_lr?LEHG|R(7Rr#4||KmHF
z7j^Qnd3HFHod&RK@~!Y|u!*eYu0s0+ERRt~fx>|pzwRe8vG^jSd!(VLZ^8N>an~hV
zdlG2rc`*&%jRfisUW8d~W}3IIROX!kJXSi%<U18Gm|=9hI7lT|v%6vFn%jlJ5CY$I
z)ZY3(Umjg|xV!Gd?OV#XkGaQWJ+Qg^d47)skWLCa@Mbq6qMV(cJg-i<Jzq7rKINOo
zXE4q|lgFLvVk{-WP{?;iz-S^wM8wP-iDI>(krh;bYF9$l1fUplW0z;U{k=PeUJp0<
z#h%Vw&C=?tlzK<x1<(LZ&=trnz}HlG<Mq)=$=bZ-M#@}F;NJaLNI>?F=4~{)GVQY5
zU~=u-aY`>m_Fzhnu)mYxnlL=H_zuq_&$MpCV_l@tPdcmXdhC(LQG&!xgt4xhRe`8>
z$UKqU33O)wI{S7<h-ekM5uHY@xnLay4kaPk#A}isk_Y%pbOlAlFEf1~%Uj-l8y#m*
z80MnMWz9b6>Gr!D>aD9z$_JRV1#51kO>~WUz4=DRzDclq)9uqjwo^moyHW!UtHY9C
zzfSi`)Ss`8t`GEVfzRopOAg1K{!*8t{W{3z7R;Es4#0a}4<&RCxyB(8Y~=`;rM45R
zT{a11)y8_M(*0c&xL5JWMd{k;jr#OMwNW(-R-$0gpEw1Ej+T4FeU6#!?Y!4a+X~O-
zwh@Z3MeYP)^Zr5`LOM0?Lkwb{pZPmiv-Q3nmT>|k$Hz>c2D=k7Gc)b6_@7|&1;%ju
z`jXhv*d7yJ4;&<A^mHW3cM`+YgBByy$T=|Ww|O9<Xn;a*_BSP(EWwwSmVVp4{+dVJ
z>LuGxQLh8qmxzEr6m#tCDkan7o=sx0+%Dsm9L*9s4}|=VkYe;c<hOszs!h=175syi
zVoo64lQvG);su&B>%Jo$@V<6qG#NZ3m}7>vR=Mv&ktCosMzYM1DeMqC_8>_#iyr`C
zAch|Kd?Vw`JeIUC%mw8eUpxo+2?8iBp|Hq(+0ks${&E20fofYr&(dE4F{Or#teZx@
zQ^cSQBEO=R8oL$BhhoF{&NJeJmK{WN_70zY73`Yacjg-aU?t`>==BZ9{Oh%@&m*6&
z@<Iq1c}W&=tl<o=*n0hr;~#t`kYr_oJ}X>OKAE+p+c~*Lnir_<X~~yoh4pmXA7bEJ
zv||&b8{p!ORQxp6fs36Hw7BF`%#DM0%|`{w0JyStwsQFre7O2&uq|d)cQN%<SWr;%
zRwIDquxm=b6T6Kf@NPzb0XuF6nTzvrqlaw~KIm3r6GZ<}6PS}m-|u&v<R;GmYC<$>
z<nz*Oq!+YrT(Ti-sHCj~P{@f%EUc=&g07nM@t4q35^w+0O~=Dr4@ANGm7n1GM^6!R
zhPKNlpWhy|KXyLiGLQ{-y<QRT9z<$*+<DRkLInG{y~9L1KqyV?l6)_thjcYz*-t=&
zg{8v`Zw|8v^SpPw(acS&;vnHf_-|_wpAPYTcQEE;C(nxPw!N4n?tjzM`zt^NhHgG)
zgF${t`;7qy(>Y&P(>kU+_{hJ~A3ydHTHhtg&JHS}(ulGzrp~ATSbj9xwM{eOJ(Og2
zNv*E}61UR-kT61j$9<9)l-%Joe9!d<0Bl_R>j+yn8;Ly38YWR@u(?*&KZ)ugR0^d1
zvUjX+{ATLZomQK#lhFUO0cp6j>9=v_oK<Fl{c&%vWdH1beur;|F_E!TV7?&>gUwwR
z5gHbc-M3~Bp9@BC@nu~pP&Or2`tznSX20kS+s{Be&e?}PPE!2E`&7a6ql56+t>Kri
zt<P4w^oVnGQtMkK^rpWzA#17&ZvqdDKFe_TH?y;6&XTG#d|6DzF7vkgx{8kTvH%89
ziUC(wSKf716K(Qe8D`$CxIv0t9u&!l0s{jJYB>I`3Di0sE{%oB6+Xr3MIjbNp9_Df
zuNu#Jpagf0zfk}A#7;`YDcxYUDB&iU4XV}KpLu5=W9=NwH*TL#PhH!5pw&()2%m1|
zh<unSD9BY%HhGE_1*<x_6GbL}ePNY_KGipt3EAjIW|W-g`k(viYgbmL!}yv^{K#t-
z#a5I;LPPIwl@Bwb%atm-USx5}e*kj_=js?fisixL*@dXSC9k<X0O=6<P;FC(UEa>e
zX=VSPYnXUuj=sf2AJW)KuK94+Nb|gX`gGH25B7Dv_+B_PWb59xqhC>bG~l{)YU`~`
zun159^d|SzrZUzNKNzKYw1o6>zo>Zy*$2v7JR%f915Wxe{^vl>rtdJh2dfWfQ8X?x
z0v@fInaD_Q6^TD-J?`{N!Fed!r>8}k#|}@9aaWPK6ZTgCtZZl;c`#bf2N*+4rL1YP
zm*r+)KRikgt<i4ER}yQQyaNS#8$VJ{;q$I((sdQFRb}`~B{cT5t&lJ@MrrfPVQ`t5
zCnjOg=?Q*w+)*i^a@SN^ly&xXkT1Tc;twzOL#Jl=gp*#flS9bLw&Q0wQOXG;YKu?M
zIvImz@HqyBp>Q=+^lF;lw=7LSdS1aLSNDEC#i@1?VPPpp&<Za<V2?Sanf*xx(@qg;
zhei$O8~(U1c0COSOE;;E4JQ$!RW{5%E$P|yxF{3W+Qr>T%ZuY;VQJYX$-~hs5N&B^
zNzV-c(xxVMr$WDF8SI){3Za8%W{rM4Z4GM?H|6tfDI4%nk3=s25)`Y`>AVmuTuG)`
z`~9xTr)Cz5*Aa<v>>X#0t|m!(P-cqF0`*0K$9hSsbGCPY(DZjY;Y>ZZ#hR)#>TxW}
z8ojvRY6$vq5zyy}T2!U}S!+EvjAT}JA%HRfJFj7K^7x*Y8m9JVd*P$#TZuqThU)Bh
z=D5@4S_z46BRm8zwW6Re69t~{ddo(S-|+t8Scql)<VO;3zfbcR?GUsW7msR1Y25x*
zT$b+_*|h1L<L_5Zs>nlT$>{>((jtemNx~$zyy8*W63%r;6@frZF3)o_cxiP>W9ccm
zz&5Z?J#>H%*6e!>6KXF<Ii+L2Qh=p9+u-JRI^|!!IC=XDQG+b1Dq!S{2eZg9%0ngP
z^vsq`;nvurqJXYSM{73cAn_e?TsHS-P7UGow@LlNKW`OX;@scK;cCFFT7!SsuXu>d
z+R{k1QKKu>*EjoepI6L_aZsi`nfBqA$@_L?J0bryd9*&{b*W5<IYRj(V1izu@;t!&
z?g;7GP9jLQ&&Wf-0B>{9M5TLs&BmJBD=-MsLL<aY3Q4dZOQt6r2lcRORV4P}mc=(C
z-5>kNs*qcY4hz01h;q@NdemxlcCJds?Gu9+g{WC848*VHT3v+{`8KY(_4=>^Q)WLt
z-r99yOXXG~R&GPzr9pkGksW>DHhWl*ltl4T6I~lgm6dkjr}3R#!_D|xkCB1!Sb*o!
z)HLDwv6?(Ib~1*msBCr7O55U8cyWG+Je(AtnxlarDj%H<2Dv~aA)t~jY6a3)!;b<L
zH)QBp#N5#eEDAIBZD}mwy?PqKggxlg>cQNv(&;<`%iUyTWbQ?U%8>+hoT#_KG0>^}
zUhSXn2w?RM4Ij?5<N|X70Cx0~GfpN_s$xdk$CMY;nlIme8ya<zg3%*zxmNc!EqaqF
z2>j0qrE;zBUcY`{)V{M8OwD4ck6MR)V>8c=pu&=*^7so+v_HTMnjhLW8?qyy%Qu&o
zB{?7KDu3l;(Y!n`dR6NC5kOmSM3?+**ntm{zn@ST*nmQUST!rIuCK$I9Slt;(xczz
z?7S`yC+mo1t&Q9K^vTYyC(bgn+gy?G_Rh;r=yEjUThDaw3-qBvrWk8{#Oa8csGYfk
zii!PIIL4H8EO1G4R~HROAAOuyW{$3D`Yl3^*_$?Wt`B3K9#i@Yw#{(~-|%jOUdE4N
zV%5A4C`9<2MYNYuQNc0#vhnuG>F>_wZHbWu7^McN^A(|6Z=7~s@B0D09IP?-cv-r#
zuP;^5F{jj)U^{9XPWgGsaU<-MyUb14BuK5KXBy0c@Lb!5jH#cpy`84bjM~9(6{a%-
z`Dj8%tWJSGcx-?eim-;^FYSHdDNG@53bt6J^$~va2&%*h!+hX+yz{gC^>HU|xpfGo
z&l>mkQ0*s?+ONU+5QR{(v}hY+eb3!=k;WSHv65ddsZRMpYT*O>WY_dW8;q79cFY*Y
zgEpIFv7L58YP!^}t`B45bg#@AqTbSdIJvvq-|pNQ{fcU<`nGmi0Y4Q04P&vT0YogL
zXmnGK=BVkmuAVpjt-hizIK|RH!(DCCeRKbZEsc<$)!jK8r8F8f#`Xs<ua?GYfWST~
z<Zv*Eq;Su;ySR#3I;S-?xXo$A2uc1ShcHuV9IS_2D3XY|gO5lt9Gvi@o_u($pG`Fr
z`*THNZ1_udDD99W*U~^pV)GlJ_a_SsnLF!mG?mcKjh&s<=>5$rlR!J;6Y-dzhU5Z7
z)1Dkzy|~`&g#)ApN@(&e;36<^>xPKSG*F@L>m7$UlgKdfLl|KY^U+8uRYUTOs*Egp
z^4!<Is;P&P@Kx|=wnN!AjA3=AYmck(&f{jJE=C$_6px8Qh<*ft*~Ou;Br?N^9SgJd
zU(Po{D+uS64YXOxr=d+!&nco9>a!(G-9gFL@nU4qG!TS|QaH5U185q^@?xpGZkCx0
zU~CUXk4|0eF1KrUZCT#MWnYvU?__aOn^KDl%1rM5369kbbN2M|5)u-cxd^<}S?j`*
z<34<!9i<hzT@%gvikCXC;BAE1ht~vH4Bff7#R-p&2JlD$jn<oGe}L!L{Fbxx(kvI!
zKJAJj`t{;r(4~-`HQPpQqczVhB<S)L<AEbxTI{HkCc`JmM)t>hC}Nl`&u;7iow#5>
z6x1)N7ONx^FRBZ4`n_h)oeL2<>uNbzsPp*H?MFUSxwJnLnjb_$j*1m8t4@T1#fRBR
zqZ?@$=R{d)P-6fPx9KhBX-=(a@6#8bQ2NKg`DShg`vgl0r&xz35AspWxY_}$0-M_Z
z4jJ(Qotjs?s*lXn$;rvt**SCe@#f}cX3X#glbty9&H11QK)1L@Z;|pp^Am#I0etn@
z1va5x`ml?Pm$WQW3aOQ3rjDas6%2hT{t>7zS{J9)65pA>@SBe%5X{WkF^lh1o)ul4
zo4Z{qeF_}-Vc$?6QSb3H|M$5vzJ+VjQs9pXusH?$Ganf>CgML-qV@fYq?HcxYZ0Q%
z|AL7sGjD32bJ=t5cGhRp>+pU1y{21wd;belHl!xRgA9ljE@UgV=)cB4(I+%FL*F(t
zEF30=x=y6f<Sl(g{O@jz7v39?=kvocVMPDDC5L;>ifKCk7pBbkVL>Kn)6M#q??uFS
zUmO6cqAFR21QwJBD-pGz|DK(Fy%f!CM01e)Di%w-OL2TiLx_(Xl`4$opD5;QoGjh+
zkKb$uYK{RC!=rTmCu^=5;DyC-xxvqTmBI<w80KS{!L3c+bSdJYtjJ*;4~O(YFJCz-
z;?X-e&#-im4J08LTT?V*Kx;0}xo77`==|-nXfp7|tb7O_9{XkJW>EOcWu0>XXgf{y
z2@U9|2n=N=s!7bZJbsZQwn=U(tEYbt6m$bgrq)~uNX;%vTxn{WCfKbk?oES(gIvja
zj3yiZ{hB0}gM8TScID#3*HO2{r6p<?DhdND546(fVO!-5%?T_;jQNFPv{+VrC;Ey3
z7V)=A+;Z9K5N<D9>Fjkn|DaxUU~**3{jVPZC;n|n91l`~CtSxo5B?RQ0Z|mM<?aWR
z4uNI-^xo;mP3`j#;5d_f8{sW_0QlCHo=!zglXGbRpx1$b<;|P*tNfP(;*e-u{@UHG
zC+V&}uQtcXe+53{3a<}WBP&XmvKEwtFP~ANr1m-k!Sk_@b`T=mury8BWMwWRy8tvI
z($dqLEne#R9snw~qmz@&!t^Z-I5CG_=dc<JFXfz*p&d0kWIwl^80aEppAQUtPh3Jf
zS<tVScu%1R3w+6M=7@CYXmm}i$iK3F#YHGtDhhy~kR}TlnTOaV9X`5pA;}b>$MaB<
z!lR58AV(o9vpzY<P)Q-P_u%W(r55TB598&})2I?msm?K-pw8@Ja^*0k8_AFOYf$ZR
zyj=ke=eDc+DbjK{y~P18V^$6~_x5fDutME-k?=e~rkWSTHfXshoTiijt@vLXVUTgK
z;v+bVY$5QlWhd}oxKwXz6j612`B5>TzV}se!29KA=+w$el<DW_U2#ht{O~$|f_(Zi
z*l^>nC(h4+n~Yp%rGZnak7HZzfCO)uhm6`dud1-~(z`TrF@Bl==zLj$7Fv&{V)+kZ
zvCxBl&Ney|$Cls&^+?K^n_hjztc{1(ZU8e-KOuQ30uSwyLqHG12Kb^~xw4$<ZGYe&
z*wr9?G%wQH4q1^ulOP{5l90KEsT4loPsH^bH&f#H`=56WxeCz0hLIRR6!eicO(9(_
z5ET`5hY91w$L!KlOcD@Hq30x(u2`1de|^W3wLjcx^8FVp$j99H3CQSfMLAu??Vq^B
zcLQJVk$un*$@ZeOBb8-I>h^52o~t+!*3#nCYs|Lah-53UN)*F&q8L3R(;qZnfgYwu
zTz-XiwrDMnx@fm>g|bVi$Oo^zeK-Pd64$cga+urUdqgjj;Aj4PgA&=W9qw-D(VAEW
z5$+)Nuw*78kJNG*u{@Yrv7Z3!mIy4zS-pxj6d)u}ayijL-~39qfY9M|-$*BBXK#;t
zsg394_d_F3`k(e|R>gvSyueh<P3}rxKU(n&Pg`L^q3orni}EvBX_{%>nO+L}&!Dxp
z!oNdai?OM31;2?mWuIUy$QmJYiN0<d_?Dctpjcqvyty~?j!vFxBJ&kH&=I`9P}38&
zs7x~FYAd2zK=9q#>#(2#2Nud!t&4UyOAq)aoImS5Xy`su#s~s@cXRcRsB8LJ4Qp)z
zNYqSIU3TeNr(uBi_1BY1l9nGi=672YyeklW*9gk7FOABZEKX8aoN>U{(r9U?sf+Q@
zC8}#<Q$45sex7vg2JcotMoy*D?;dHLZjBA}`wIADZ!$2rG8tRHrlqF-c_43yA|Fuy
z7%)<_?i%*S=Gx(sKbO>jM?gU9d7!wT;x2e3-*m8Cy=7Rs<kg|?P%fmmu9N&0&(cZ;
z{`~+AP2xsxJYV_teMF%MsuoVeu0_v0<RN6^J@b;ThJ7y5b{>2{>Im5a(R$?DRu!Ol
zbVvDOdimU&=TDM2QaTKQ;vIvN5Ll1qbZ&j}o9?51FW>A1y|qH6lsn0+@b>xl0pu(_
z*%2ew4m$2Qv1;U-2E#td8~f)kGtCMK2a->PY+Y0rhDMLt$)??$b20?XQgAZJ&>d6A
z`n4L-dr>IuA|V%{vT#Qi$Sc|_>9!W$_+v0R>fteQF4H*Oj^GYLh)dIyQ72)-_cHs<
zcr|~_8^)bto(Ht&Hb9xT*xB4%B$P&Q3?}^Y_3LIPp_^PM%x%fe*W!0Lu%8;$fv6K}
zHprk)jH0fc#p}5?$huPe>u83((bt9vVcr#osDz2pbm0TaZSyxf<{G{(JH$T(3k6-G
zncj#(1ML-8oYeZ$>!bgf_U^hCo-I+D_P{>4rtEPH&b<9l_HJ_I(#b5a3~%#zB(G(n
zZIKJ;8F<B+<sa*sVpG#;hgghhyT=c1zbd`W(wQ?&mRqcJcl4X?(nURO-8J-)iBK(8
zBx0Q}p)qD6-go}H8mj6gdQLnjS};KUo4Pco%r6;MWzgpb=o#-eoi{G^va7nk?i1Je
znVz6k!W)TImA#^u+GeN0mtV%t$&xI`syNK~24M4y<qv!X*hBWhnRD2eZK*=mcD>8n
zfB@0_KLMhW6wr#sFLU<pp|tb~0{Q|7c{uN#><mvR?`Me38!A|Kct{!MS;Q5#i?5hu
zuVSUfo%!=c;3Op~@S+4;S&1N_Z{{aAWW#R5Jnt<?<uL~b@sGe?U8=BXcj>$5Atvqx
zcDOgO=d=&E_zV@oTHc#xCDQpK=Kg>>z((7t)GR-+{?5wSxN^FSWqE?@F^1eq#`PBm
zr6WuJyG=YBsR6RMHRap(qym8mRXM1Iw%y~!gr&`AvFzCE^1*<US#Yuj^H8R7-E^<p
zg^Gr^53@vk2UCMcKS@ZIb`Q^Q3;T;g(!NYuW4_<<p6g>PnOk>lMbX_z?8UUtC&EAr
zLo+2AkoRH^?(OYGt8-dt2o_UW%8?JZ8hKKk9y?s!MUTRkeT*I0!yYge-t%>71dZT5
zPG~GO(!IqKQog1uVaNPm7h+rco^uwTdF(v+qXyX>pW>VB5CplD&<45$F+hVifK|5s
zr|d66vC$_eTl@I#047e)RM{5|<xf7jBn*)vGDwJh+=((m&L8XGL3ait&A3kbm#*4G
zEMujI(5u93lP6%2REY1JV%kr)twldrrmDa{NgxJA)hicH9r%0S$#Ue9T}V6QAjK?H
zYtb#}uRvYgjp*iFPNd-D`dxU3Rp|9JCMT)SUuwT6ykjKQh8lm#N8lqp#J3cr#<WWa
zU}*asrjjUvDs#x$4}F|JGE9urjcN?tXj<0IoPpJWK|q!`>$kbiMo*Kk`DbD^_d?!^
zVW=Uw^6kuwili4TfSMi=z!GA7K0q^QyH%FF82#Ezcj+GoZi9u3>sBj}lG)V9h`Nas
zfXYez?W{sW7Y(=eqp~vY_9)ORro2Cl*{Is-@NL^kvROJ5HT<@A4qy-j6}+#YbF_Mz
zJT{|Xt~oY0cO_v5ntaIa_t(;usY8xW6*MVl57u3B9u0Z{+J&kYkyn|CrotN&r1_-Y
zju+k$lmPrwkMm<Jc!w0f3(#4;d6!x~ZQCO6mpxWQ+bd-yacZ&Eu<5W9QIKLXf~LDJ
zfdXLPS#bNcLk^%zsPMIIV<PidzJlK7PrjlUMbyl31pq6(3sqlsbha(9Nht{jl%r8o
zZ-~08V1GJDL`k-1mS_TP$j5S2Th6!*qr&RwsputOgR>fYWMt<jl&iY8zJ@wwC;czM
zxe;f@V{48}wQ=yg1Vy3e(|(x0SA!+?Xr}ONH2z;oO3F~r;x+A#<73+r2fL@)QEV>~
zl6H5Qsf{(m%b_v#W44yV>?Y=rmMd#F;j1i)*Tlhr{RxLk{Z#YevGMP=%D(~(b@9K3
z#ipia{?T`M`JcZ-Aroo#f|~sqPmd5MH|Fo|XYYYFx9QXnbkE-1{ZG|j&v*Mk@o?26
zq$|1ou-+A86k7n{;=zKEt?fTRCI<~hL{_~gy80n7Ze3_qgHudkn4TDslDOUmItO-e
z&CR@yx&WYSQFAk|$a5EjQjnAXUY=mwj!LZWb(~1Y;eC}8`s-owStTy;yyhc9v7;nh
z&65CA@^~aMmIYM@LEhD`Bb@1lg&%pA6BVd(NMifDTB>l?l0jAnewrD{26?H0gZUaz
zn=_DmJd7fiMt}28^TL!Pk?6^OoQ`n{1T;Q{R)B;A2F=LCp>Y59@IB#SD}-^(zWKh}
zRb60dZDrN7b_N>s#%D8gdS!`|0ovD-k{3(Ff%FJ@PVo(k6ZM%}b7NbJqMqOmofh~i
z&d(~`_Zq<6B`?YrvpTlww}i;a9yk4{Q2JJfEd5H2l`ir#us*5#p&Gypvw1k!_pg_K
zXbi2dXQw*@eXExHzlVW}3huYl>sRYJ%Tyb0IU&;S8PAS2`{6Y^sJZ}`C4uL`BAC%D
zpb3ax@^CV1;o6T6rmYXx=Fc93$>e1*VzRCbH?!oCujB#gf3ZL{BE7$?fF}kzx?8o0
zpGD^2<&*}Vvr4rbD&-Y7eN;@0y}^y8B5qNf#tGiX$h%TS#Rg7&9S2J674g*pHkkL+
z=TXG2f)Hqj@|>v0w<(|l*9Mn02C~JTs8-Rs5{J$dbvH^3saK!c&GMPir2Tf#G)b}A
zN7dx(o15?@Kaa92(D1*W1137r*RpAV_#?Bcx(E+FPLnZD2+CUAk}WYf@B2)-^7L4<
zD4liG=Bq&skY4#aL2;7&^7Ti40*<Wo8Pn;XUJAe1_>4arBo~a8!^N(~#k|miK&}fR
zqVU6UY<c@DmV&pj4ai=$2U%(jCc@d?CZwzixIw)X+`rQplPHY9VGGV^#Y&aZ@;9m2
z5yYakUw`L>glPUqH?X(sdzDc&r1!De=zCT)5vqL{C1-Dl=av{qY-yc7QMqDaBpR1T
z0{x3*0k#PsWGuHrD?oKxuonN2P~@&!%s@mcC$6Q_0O)H{KLgD62pXH2D1)S2zKR_w
z4j|``#ZLuPZIb?}3ms1MwNcIcu=n-#Pg9r?`6H&!=7lbRg3n2VoY~uBcOoNo(AFm3
z>^GK%?VkVnx#QjordJl3x6kHV&wm^b;S|4!Nzph2GZ>*ts7vq0wfNoAQ7a7Qn&y^C
ztA%5SONk^U2iupH8&(w@%$?8^PLJ({z4w8(L?jJko*7V3nq>NQz6^#G<$RF$I^4S6
z-37Mpvu$6|I&p3kL<r(A&#AKwln8M!<;VuSxp!gW86iz)OSaeugs8AiOg-O`rC7r_
zZYI8zt4A4oCXi}-lW8*BkVRtQ0sB#U2AWn_1~;gPTy(F*|D_S2jiJ)(%(f;n?)j&@
z4q9SMWfNVY<8pgFx3xxog}8WBQu@RFfc6uY=;H-f>xfizg97pO)AJD&J5kRx4Q@Sl
z)E$Ps5M9rMBxu-2#en^ye1Bg=NT`>J>PJpD4_gFNmkp{AVhx&k32hhF%d*&aOae(o
z*x{<-iQ!PDUUWhv%;O-mV>RVz+fqlfQRi6Ts__u=f)=Us>G$f&*Hg+Jw?9it?R=hn
z;hBOB_AAY|ZMPa1PltCVrO}c{-+j%8dEZ-K$pez^&}i3#X*%N#1$qf8N1u-0ZqZfU
zUu4E8j~_-u4l@fks^~vPf;sR8^2GuUhKAQ5+f|W_(MlK}5X63`rlzi&MfmvmET>db
zbC2dgKxahw;5>&Dy=w%^KpD*y##z#M9y%6T@b`}!TwJy1`|C-l&wsyIV%FU~5}&lO
zZ1vD+9mHO25ajLS-3x+icTQ|6+b@)Lh}NpzciNLmamyIK7|TNIWajG2EGNuyQ34|>
zR)=W{Z7;tGUbNJ=Igk0?5k`4WQTFXAH@~#AkovV_jV475>*{+62B}4EY<yWlGg)D*
zdRN2=mEh0%p`%l(4mmCHP_Npxi#Nq?jDNu$?CbHz35P;>Z#sN<N%w^?-AgptSNW)G
zJ`d-FhxcQ5HKN|9sIr{|?_=b3lAQxRAA|KAqVX7Q9@Ur#a((`Eu;KF^|5(hAf4ff^
zuTJMOzj;-ENUJCICqutjHQ99njniPF<FIXOlFWaGguj->y3G{$LR{SLFb{hC`o@BZ
zk&&OSYzx0#h0uXKeBdXb$9}i!WW|<wYhmh>T_4rjWZ<v5rl7(*8!5W@wTRr_9{CJ|
zZ+Gtrfs9)(BR{};*CaPi)X)S8liXhoJ8END24-3;kseAn+I{`FS&^IX(!=3u8JD`>
zezc+7dTTyO@1IO6NKwshjRh)FZFG-z`TLV{K)8lyl5<CJ2K-*W>%fBNBPrZ8qu5VG
z#@g)M-|G6Smb-;4Tj73E9<L>#Cq2D!o5_D>s1Ph4#RKad?6&DjLx6F-wk<FEUYEZS
z4L<SbkNa?XGE4$0xSE;*am|;#w0QF>;<v>%nb(L0xmxCn?5_1Eje5}rZ3OTm{x6vW
zO?WK+I86>;)N3xIwz!Z{m7r|<#8ntgzeCJqbL}Njl)hU-?i(s~T9-h%<3@p048{cc
zy1tZee54uNHs4Y(LZ{^qn`iUA3hM^I#)n^AHMNyLE}Cs=-x@5}C-LAme|Rx&bT($L
z`x9GPx&9pA<)g?!#_>|aCHEu)CL?X%+1cB{kW4l@mRjk$I(YAv<NI%hMEI|lKm2IW
zjTy6JV1%cX!@g)m?frUX|4tH9LN`*LV^hP=Nupai5`5wk2$!OI`DZkSTM#~{eE)IK
zJzSCozI@lTv+;`^!$!BU-S-1rTCiG`y<LqZIC>St!*ZmZjSibvf?z8vRKnFT)0Uf1
z(~^<urLp(|Uw=>OC&~I5MYqYmNj`6FNl5LD!T5P27c$8muJeA_P}p{3;tcsC56s&h
znTdbU#Az@9^LOgjmoI|xWD_ftcU^()_P+aLAF<+dBz{+qTTmN=EOaa=wwuDtFpe44
zEeA+$wCARaVRB<d2x+6`(pYlov^$;5viPJuF*7BQdCp=&gkrP_sRu`LEZWIAW|Luk
z_*tqcsFm?Y%msy&K?8!CpM!w+@d9ooY+uJ&-_fT)&+ifqv`#I&wlFEHRO<X$u)n~;
z2Yt9zshrWxfLJJG=6jc;MxXOoydS@g3r=XiKo}8Gr?ZxEgnXX{o?!o=4pVw~hyP_W
zVKxF1!V6e;fu{2t5NP^6Pw=_qpu>|qt*Oqt>r!9>K8BEsXwZg~=Sx`=mcqU;ssUiR
zd>%uGNc@5bw{s970aggniXG8}pW*x)Z8<U~CSvMfv4-;P5Dp>;R7B)b4yj!lu<ETO
zd`&i*J4&SkA8)}=rrp#)-L4E;pJxx79~3ew{4r8p;@qLWs{3L{k&S4{eYS10_JRcg
zuxaSU7(x9Mwyk~T2`(_!B)5vc0rUu5FXK=Re|xpJFYtAA%D+pHBn|pw*4^cBKf{j8
zngx$;vCu4-{qwBAwzwUzX7QFTx4<p)=k^#N5DU8Ut9s86#sX=p$4`dOjJk|&%&QjI
z)Mk_kIhuDH)y{*uxC`k+i5ed|PP&9WJL~ziyI0^znjE>-z)B=00VnjDH<nSur<K6z
z`UoJu&@)N1d!jMPD1vakQ$a=%ehWR)cfG81)&7Z~h*v~a^(r4I)1V(h&c@ruE^Z<n
zN?tMjhFszG-b%*z#R_^y%?kP>uVQ@C05JWPXJf06E*nwl&36!}6T5=h92nTKC`*;y
z1~8J==Jh+t8Hd!U>B+bt=EI3U$|`7A$&D3dA$UvDSR9DEJs3I+O;<kO&2nmn_iJtc
zIZk4j2^Vm9t9#=Nn;ci}7iz66u*w3$Eeq|x+fn8rCBX@WawD`Mcs<`)Z$@p4jYQI`
zYRWC?MYbNCV#H<(E5E9l@%5FxdNg@m?<0)aLD;DaoFMk}I(<kOZuc6R<Y->X_`LcI
zgU5cx0Tubo|FM58<`7NJfgE6Z8suRpnGCjYYZ4^J%%5x-ATGSJcrA>wZ!;si)?5<%
zF(2rtNaVya`ZNIKpxkzB{lfL?`Hwj=acM9pJ34l4{c1{!fp~GCqxv$$WSV$18`2sa
znBYTbql;UtDoE#4(fS}_tb7+Oyo-s1pj1I0FE+^Lfh&vJv{UjtdLd0@l86X8K%SOB
z(U@=U<`XI8P%{mnbK@a#VU|T(4tv?cUH;Z`|MYr+&vc+U*Hd?{Zt@a4w1-26_FYXj
zWGfzZD&_dkHG4{=L%|HR)S$D20VGEL0TPb$W{0FHD)BRH-FLS;uGJnN9CfQ`VI$ia
zNj9*b@%Y8-jl^cCBy91gwGgh$WS}cLBTlfmxs8Z|U}$pWy0*i{Z(H3tw$_o$ObrkS
z^btuAl}A`_&CHXo5TexQQ$NuSs8m=_3>_z8ICJxTR9g}(s2?R{4(GWQY2YL4XkK08
zPo$tvrwV4pH%zUl|9+jP_16nR6Pi+SX*<H3^T`6(#>*hGX97(XvN-I`o}8o*9sVQn
zIx>*h$~$4<<+(Y=I}JK}x|cj8QGBV3{;(I=xXj5thUq^ct}AA*a$jMgXi{p83WjQA
zaP?Z=ZwmFxZfDf68qc58d13wwpHh-A{^Y+-_(iHK8y=X>I2P^?-<}8ErB{I&@c1Qr
zqczHVWxo+{YS<|lO0@KnJWQ-0AAk?H4yHgpP>gKH%`oH^6l4(zAz|LZ0A7F(IQc@#
zIhf{1)8a!GrBEH(8?zc^>@K-25WE*#Ie|A2Y?6%#5-XnoESDzbNTz`zjIUw%O>P*V
z=kc(7vNdyXa5#<5fKhkRF6`*T@13{bGAGZvl<UCfL-xi~$J*g}l2j>PXCTlg9OpIE
ziZjmgfPVwv1Kk6fy77OdYsaBGGRC2tw8w!~-)ZYk`oc?ca&d(oi?wMOhWYVCT|Kp6
zUU0AFH2^f2eE#j@^Y&60z@d-;a&?s~?3;`O;D%6e2~$4JyN0-Q`%@HJX>x)O0%WT|
z9s_{M?#_K+mr)q1Gqdwg?x7gr-Jg)btk8~a%wX|q`1<;KHFUT)-k3C3qB~?eN}xPe
z7KkO)M(x7vCEn`d!mr5BtYSX<WJ~p_c~TKf1V_`TQ{?rhIZ|d5v3y$9>*5?#3Yg`M
zn%fY69xOSAzkm98->Wd!-_s??_4xJdLXAcD|14j!x_rkW58oLD{PK6DanK%+^<8x)
zO7T{KBz=wiIA8cCmH^h->8E8cyGpfI()=BmPB~oJ24dp1ul@w)V_yPSy~mJ)jNZCS
z^h-1|PVXEqg)@DS@C;MyUoG{Xx-}(=7p#BcB+ux10j{MNNadb;IL9u>mt~XNxng-S
zC@2~F{$IXu)S;dNa_~U_0DY>Zyd#n(vMS+;2y$_}n4HEQQ$Qw}FM(WMJOVxROOfcc
zQ&H~(P9I;p9GBxDe44m{CkG|?*<47_Xq0by1pn$;Qql#pAk|?8gc6)`lXtDYCU8^n
z>lwM2c~;z+i5b^j=a%T|5DDbhoQ(!Gz9viRZdJ0K0q?&dji_>Ta^j+h0VF?wV8O-B
zZHl$rI`rpEro{bJG5}&dBkB_zaz&#wG`^1I`0V-B-@hdroJt6G9j`jHVb6;>Jj`XU
z?Rbx4pEmbcYzpK=S#Iwma%DMddldnx#)>}z#*|rv;97+>c#Vkc+t=Gv+f{{TULxZ|
z_qZAT93{!T><`SgJvrB=Sssb>qi=L^v#M)Z$#A9$VOY@)9%2IJAW*gelM-CG>T58Y
zXLFoqji6`>9Mhn-r<)bpBj+F($s)oZAIeH~9_~(Eeh#)N{o<Ri@m1#=LACOtif;S_
zVSUt#%P&4Gn=4Ef;~+_zxZ$M+xj*mZknbP{6{QLTikc_)u1=x$r@+^nbgHEHO$a7b
zn=t(G&lKSCXc^JA<UEx?y@)T|YI@EdVLA4DslD0xl*iXn=tiNzc6F`!O9~U^|Ew%>
zgVO#cjr#tze(?K?P(>zB{!$oT%S&CCNfsJ?y6__j7O9&rqk!0fVl~u-*goe)WqC-$
zfV)7pzGMm#NtjPqQcV5bG%uYJ-9xH@rAVCYI5N>jGfh(UVfgZ`?N)l(8*_6rpQA0l
z6)?A9QX0ihJPIuASnqG+<tN6J^NFf{9vu}f`;I3ozV+9`mMgmBDP(|y1p^M2$1jT>
z8(T?Ym0^S#mN7AyDG@rE{N{ZywJ2I!jHAiyTWPEq0@iiWh4mg^CvTxsDipG(ns+R`
zZzxKE*{a$`3l`sOrrA-=K4f|2RAV`-DHRa(Y_jmP#|${N*#gT_te>2v_?u`Fmr$9r
z;bL<btLLQjx=>=`W){0epg%kXDD3XW|8w_Hz#5c#n$SG7!JK1l0a5wWBa<<_8mt}$
z@}E@oyrfWUE;f0rsi<Se`Q4uW4HrQ!%)CK1spX9H;KV^fN`X#X=rm3k>MS~-0VZy+
zh5kBZd5z`dfYSza6c`fZ;`#BT%0xb1CD$?+60ZF8=TRR{C#pal@b7Oni$0RxqI224
zy|>(AmTw`dI4vYhL<K@ZFjoM&MSUq)w?{U~QmeG-KNImKNY31rO^_{g2FD&~DAhNq
z*_6huWGu@qK794k?{ln;|B`@r+(~045K*39A|uPf25e^)x6uiy3oaArI>c>VQV&}2
z<?-`R{(rmpw~FG)Sn-u;8_es+U9-6A_wt;w#>^A1Y1<?*LhBR{n>7sFELD{#3*&zB
zQ30rg*rfzw5~1pi6M?!|bRARQEU*BHToh>i@n!6t&HH@>=V(VVk=F)tV;0ncjT5$c
z6>msLbe`H<>h<rG>C7trbiR-ni7ndmg+pxM%z1B}Sdxa8OUteqob+LYgb}~#NSb_C
z$__uq4;9MTWTIg!km$s<Zsc8D=E9Q<vH+kdcKj&_R!mcWr-4uL^QU&1Zf}rEvq*o@
z46TfrA)#(mB>w2b2liM=uKnXHZJ7Ek??(qECIYLD>j3~OXg=LN3z=G`-~~zK25h;?
z9urIwac_m|n13YEJx|E|p=L)4S0L3q(Y3rf3DU&?jmH8dPkNX@Gw-Q&9qJ)Hb~b=)
zzqIMpp4sWx$X2-R-;f#ezpvg78#d}ql>8g|JH{?D-#E&oCAy5`f?@{$DD7ZAL2jI(
z&X|ytjwMgniQ4dYB&$`Q^HiP5Ea6U#K+PmeafXntc1+*?c7{8><*pJt9gtHh;;3fC
zi*AhC^4dB2<=_rO@yf__HAZ{;`(b8Z(l*q+aVSG^l&oY_x_>{=l!V-ed~dHN>WQ;Y
zL}HJKu5Ru-h>NthC^*6@*P@M*Q<GI5qsQbJA$_D-P|vWTUy52cS>02W+fh0Q4w~K6
zB?1KWYtzx<{UE=Ppl^SyBe0bXc$5c;?s8U)c%Mln;CbdjQ5NX?s5!O_i<D~NA~L>|
zuY2UB4h95TKFh{_aVc*z+6=VDs>u;37rarpKRO^}Opudn$|Z#2n?{sp$}R0v(iSf>
zr$t!rJ2>E=(!t4r-E3M&X@O(*(<DlEJ8-BtN2V`Ldq+S(j`@9~dgt4RlQ6cO*J4o#
zbCyZ461+8qp_#s#lhH%&i-o(wN!O<`Nt%sBH9Ijcr}mj4A6C2|ERY4t{DhGZxcWmU
zQ<TaaPd)5~I^D0S@bghMDc6tejO5}ZgQvF%spkv7NekJ}2d@g_)J_b7Vx2z=kQLNq
zgQ!5+Z;WCBk7Jy1#w_x(;N#$Ig;*O0H=RK{j^Z7<WDTh20kNPUg>L;3u8vOGphl!p
z)26iM8|7q(3K#_9;U?q#f*l)swb3X0$Mh|-pHr*?1F^FmL19va==asl6WrNpCnB(+
zL3I$TeZpduV*S_N{5oIN0v4y$JSPxPh|(3Bxw~tX2~MI->UcI(0C;alED~JHrnh!F
z`Nzq@VVtjS`6aluSG0OO-RAe+OH-ZO`$xttJGmVYXne$hESg=~OtB3SiYOdPHxvMi
zVsnx`ZX^ap{{EWMV9%{G41TXI2{Ys{c$lv?t&MNq64gm4PX)@=KLraXxWRNu0CeM~
zwH&~j6SvGmGXd^;aL06GH1vkQJ|x2zJ|VP>oOW7GGZ`U2KBjTvTDUDQuYK=hAHlm2
zPW|px69;^ThR+~gv>3?gVm*Knt-)7)0MWwc1e^C1_%-%j;=79#*l~ZqP+kFm3ykcN
zi~BY3j2^DtB}(B@tK31l_)?~wfs+i_f>V_4e-p|M@T!v=>4-7Fv7g)trUwmBBUN8U
zw8&H;+cArz@!qr(PB~u83}tO?C2xqyNVH2~W#rw#{Zd)zC;^Hd*AJ&8!DKw})khhL
zdI1pVwQTt}s1Yw1JZMW)Dk8`UOz*1r8q>R7tv303V64B5?qwEIKLSHSLT-HahE`6k
z!8gm?N`;y2oIfG>_fCBoZ9*?I0Jmk(!%ahU+B|PmqJvvK7iA&(u@9PDB<AaTSR<0i
zTHOIP$hrWTPJ63K*xG4>#)@O{9~sXu)rxQT#;+kjwTK6!gcD6JAAWGgY2Xilz35Dq
zq@nHt*Qyv9Mdl^@{#`L%(`nC;#A!3|{JVb{MF~_TX^Ex%=274chsL5q5XetjdQO7R
zIr`ij5d<uD5W#S6>1{P^aLM*V?DR#yrrlR#n9R~5#+An#^RYZVdcgE<RG@@W47U4<
z?1cjgeibIU$ak7zfQ$SsTy>aI--R+F18NQ>L_-Qc<EO_D>pz9Pf#7_@=mXZWGBnVk
z>>F#egfyixC<6^8&>TfZ7S7fVDLb>nELJ<{vG-w($dF0t7(2Zs6(Pq6%A071&OMwI
zox1h=_?~wu{rAp9vwXdsouFI4*Q4F8nE<<_>E&mD02nVBKeXbdqm3TggWG1@?@!qA
zY`FF<K|bMoYwR?7uy_?CEt)6_2t+)eXDm<q1~NGg?o_2KZneF9x?^ybp^2MMQ0_(p
z7A5Hm5IUvgO5FB9Uj)k;=PdmE{G29!=mjuc7cT&Bq)AgCic`Y@GHZA5)_EW*?jnQw
zM4ttZ&K-3U?jG4Xp|pyJV^uFOO+(mo=zv72es*x9a=Rq5M1g01hX+6JRXmZ^7hxr8
zp5OF9q=1UvmO);_IEWj+Db=B9;E)_SkpvbO7aP6ZBS5Fb31#JUm+g6NT*<(*pLZcf
z^=ShS0R&=tISXd96ll>~4G=+9^UKM}sgRmmd92vV(s_*O6DPIbbGI1n9xnUKNPv+v
zs4j_Mwg59Fe*8nDEm-fOHPuI7oG}e+{qLpJ@MppMHbaEOD2WQJ^AIs)w9uaA(?Qp}
zizdVEcu&u}*^3>aF+uB@;zFX&-XYU?&<QzO;F^fP@ns^-8i!<mYh3iLY2wDc4)QK!
z=~R~MfLCJT2Z*$VPUEMl<*6wN71SHDPcH(xjGl$Eww_i1Fq32okcN}4x=>n?cDaL*
z(zO@+xvZSNV{!f7KYq21Yta7wS_R-yHv8mbJ%&TL)Yue^8LHO4chGjpo(YVf{nY}R
z0IT;}|2RPB(wM76*uM+Lb_GX$=tI9gNs)zLaXgY(QlN`7oQq9v_SirFL`{CaD@<8&
zlJRO`Gu+#I*#pZj%ra;M2jd9bs1;C84>kf$r|Y(Nd`vGV(Y*^4vSNroAIE&Q^^yev
z;#q2p>R&cGKnC`&r0Fjuyp>MlMk!MufcfIocA#!4;>&dTHS-qG7^47aVZmcoo6QBt
z?vWIw@>_^<sksmrXqL6N+;E?~x3j}vszEwIs<ufSc55B2nX=^uE&_}=zZ~|Xz60TD
z=C&edl{)~n#s2d!-UxO0Tj10luz@TCHy-H&G^>l!T<#$TPh@Nb8WKVS)DcA<iraBr
zUcd9b>2a!$x83NiEG4yLwOfA~EbItIr!t{i>*(1l^NY^7_w$UaI;l|o9vXhK_X#aL
z{wQZlRs~EvcK)XTaMmKU<?))upJ(_Aa&;)^DCpv@{KKyuI?o!CIT@js3lLb9EwK_l
zy%Utvr^9~xCK5IL<_-95DMY28tGnRvA#z}YozA6pDjZdUF?U4}*QI(or(u!5ZmQ+D
zf#SozEbNz#AXqpH#66`~zbc*6-?h7CZ)C*5*XIW1g4b$29=+lgf7>HrIr+Z&vjX6s
z4(_JIyzP%0+B=t=w2%x9ry{`1ff65RSHM~c?~s2uy8mz3#TUS^*^J#u5Ici*L-`1C
zs=I%iLk+CyIFdWEw^WO*{<b7zAjkA*t6jfg=PI&{%!AE*<jW4^h_PVmBcO2j*5M0;
z$LXI7GU!zE7vg_mkv;qR_3Qa|AE6YaZ5QGa5iKCg7c)D*yr?r5{UqtiXBorEsogy>
zApN99_40L-j|P1F!Y#(U7Ym(KT&U7w|8z9y(A$h|tM>0Hr-4{#wdc6NBHUJUt(K+Q
z__NUxu$>jU*yl)4F94OX6?U|U8TQZn_wy>pU7m7*`bupHvUGH4X&RB@-oY=!B;PO2
z_Ax-^l||bc8u(vhh4gFyQxRqDbRj(r`_T{KBNIoZixEi*Tcx(W%=wu{m7)B;X7aaW
z&-qAz>Mbj<w(8rxSk><Z1rM%tfG40kD=B^u{D4YLobzUnwp2;v`cGYiVcXAZO}7lb
zoAXFttLK8q_#Dk-emeK)<xP1RGpGh#kaK{C@2?o?ZkKqsV}r|1I3-h09gvAYrl^92
z1;DEEbFPgg#oCtM5Q+o+u81FNC6B5$J#xn*!8_w|-1Sf`rJ2g?A@@3*?MQIF0SoZU
z>=Qp=PGyZ^yEmw|b8C`;3QM%%d`0w;()K)t?Ex0`ys;e(4lqAef1`^{?tO6=S#qbi
z+|Rg)A?)R5BCH|xXBZe|n#;pD1}_wA2pjH`f*-^N92s@|Et+dBH!Gh+2%fsV+Z$6$
zmU*_i1^%SjFnG5z{*jF+kRI5^NMc&6`oBw{>@dX1mfb%p!vkV9ue?mvfJ<D`7;xrH
zg*Ci>U08DCHFE<%Bq5gn=C$Jh5QjK82DknKhZz72zIy8zrmGRx{lSzJutX8rS?TyC
zPUxKBecRHnJNS~<6Z#l3@E=U%BZYMmZ(j>@3v{#R+O((wdkJW@JDMfX3U^388)6kI
zMkR(3>a28ME;CL8c!by;mB$u-n%?n*$3J(_mlzAsm8`Q}jS(XOerfs@xS9mGlTZ!2
z9FWxy3SJC-0KcZBB!<=i2{Qj5`T~JCfScAFezD>UtGqRLa*A*0-#WL#9sl>NAQP@8
z2OrTxGMx{s3jan65YbpZ44=IR<TLE`mumJFt5ZfPsvW&wtALtT3!YJ3izx`qmRQ;z
ztosl+_74?sKg*WQ?gI%HO1}m!tXgW#a>1bhtoFO;x*;=It1-tdS5{KG$U17a%1dNb
zDCQLhULEKc;e*ZBAk}*~nZQ%U478RM6cqBzu>|tGfs6a_V*0&2J&nd*?D#q3FeXj0
z{<k+J;!bk&+$VI)nfJs*<vGO*&QN5hh{31PuBc!ONt<~WpP1B+H-O<Rv}BhYT3DY{
z=O!0`=P!AXpzLMn7+G0;Bp&-OOMuqV$H8@CTxojaO`qe3LPJ7I0QoZDgLr@sA_F`;
z!5FyQ3-f<Fq9353o|yP-=a_F;D#GzE@{xhdFxFgs0E|&sQ1HKBMk(-+%#>3CtYTu4
zgTTmd2vDwUg#kk{v1Z6~ET}KBs{zO)K)a6Ue^5uDxV537VX+5T`|$w>S9Kl|+sbJc
zU0_B0#i%-eLl*5t0ycp(2^zv6Moc6bh{ASOV)y%p=Rt&lKZJNxCX9)*AtkUse;W5P
zq%=>1VZcbAGyoZ|<tlZZ>ao8X!d^y60#GSbw6q=5t_g1KnggZ3%zvrZsi&M0&_@9s
z*w<0gQFB%?Fu)Z`aC}Au_8xDEGVe~G9*Yg1|IU^EH!0ZBN=@PhU?xhS?=_Jt^>@i-
zLW)@3>l0x4_Xn;x3JQge%#s^{5?oTq_mh(o5wDxhOvIu7XmTMeLZ96<^W0Ow1>NPW
zgder+|9&$x^T4VTn#{AcX#RgY51ghH`L(e_l!ecO>dA<z4c6^K6ellf=kATttsZ!J
zQ$0J<cm<x)NffU8v(yD@4(YtoNuyK548TR8G2zRR;=;@WRW|KvBp*ru2a_7e?T!d|
zzOi=w0fr~x;^Jz0Q6&NHi2(R8P~2T{hy<(&wLztntgR0bafLrM#k~ND)%}rUdz8NO
zof3IfKLM7ZF%`A9g#ZHTbVri1j=)#rU{g~os}f+zjCK2gx)v4TMQKh*{Wz^fhs$>Z
zVrLWz&%K<I$X5V6KJ;WHZ7+<^<fV4@-dAa9{LNh+aMA`S_HiaQb~R?FFa8&KLx4Vq
zDl8-7n>QYN?bl=dBn1ZL!_{uvA>xWtw|DnIOaz_{O9m^jE?QnE%#$rCL3$p`^@?sl
zZFyZBz{ZJ$0Bn6`Pzm`Zb=wUGt<zX${Kj@eXPj^(1P}>jIsZ`lqa@8or7KSsT9>OV
zMFnAs26kLDFPv23Fv(mO{nGDbI<pk|OVtHZg;BUTI2=Hm;E;?a$?Cw@6XaJQ<}J6A
zOcsN*Tf}U;dS{xe$B4{};;eKB5Mr#i<tD*3n@@z$wfm89&bC$_;p2{JPJh8X2mt=!
zyBh99z~)ZNds2lnp~QO5l!Qpql=0QQz&_hWUbWj}=hdrMGZeD)oy$55z-2WnOMuWI
zegMqrNm2d_?evSt)Ona_l0XJPGxyE*)H<F+jlXqtlt`d}{F=V6^-HK5Df<2W5o?Y*
z2V8SRFcN3wKS~}xB3QWiv*_h0B%hFhC_)bD0$8C?@f<)4@P8y-17lrH*9{umcGB3q
zv2EM7jmCD;*jB^Fw$-3XW8T=-cc1tB1!v~W%+}g_t;SiOe-CIjvWmQsn8+X_SAUra
z4rcswRn4LbV8&B7iG#(Ea+KVEE~%pPmi_8QwK^vvV6F@wEWFbV^r3WRdj5oRPX#@4
z5WcYn;*gecvvd}xL~=0Ca|5kz9stIHuwgyX<BNC_Ly;`2p6MbAbK^?|ihE?;r2)kj
zEz*9H7D4k4Qj^Q_AGx4ee@mKZ#5^@*kZYrY@ByJTxn@}K;eRET8?AI#DXl1!{vCao
z9)N>!u(7RP-SJK0u2sa$WZEM!*Qfo&sLs>m4Lr(n{+yddV61G3S}Yn@h+CRFxxAG8
zAXNU=X^#v?oG=<aVw$TfF$K!fC(KjKyeVPvcwv5&?>LFR9DDUBMK2cfj7C_(km|^l
zA)qfP)^6Jy$mQ>tw~?8^<%PZi3e7_X3VG@%JH7q=a}SVe@X`58ZA-mDe-3jFypSo&
zNo`z|fs$A@c5hyhY7sgg7QMvQXq`;`FNQdcE|RIMQx5LZ9C%rO9U;#jThRWB=I!ag
z9fYj3V$>Bt-b@;S3LOqe2zH8#4z?j%cpXP(r}>-nM(Q77H9D)^1C7m{^n%Ti<g(zt
z_?Bfx*MUa#H;5T<_k`mlUz@IK1-3fV#<igCQU~eXq-wI?`%iBm-0(j;?2f#i2B~ai
z?Is?~+S%$r6+fr@TRA*-9Z!Yhq@z5uxFk8gI$%`N38TlNWhKsg!Cql*co>v7_CH?y
z139`@D^PKQ0Z2F(Elxh=$z+!Ir>We+-+u*{emM~!9%+t(1Gkhs0m2YO_`KkA%c+DV
z{K~CMxKgb5WeyFrc-3SO(D8g+LKh;J1?naj++=g2YpdnW&E44f`Rxg^#Ih>}QW{u#
zd=)|Lp)kkp#HSpxUoxwTx*$w$(vwbTaK!DJ6s(dR@k*5pnP^C%<by|7MOx3HN1b6n
zzrY~&o68gCv6LJ9$O8DBp}4+M55Qy3YTKRfyTJF(JHvFyY9&c2DT(Ez9lRMf7MA(V
zO$CBBr)|Rva9_A`EvMZbLW&Z7u`AE>tfLS>3zG!I&3_-e|K`A{_Sf`VCGgqMff{Wp
zdiMO+ba(BCT10sDaHdJJQiQx~(;enWjZ^n)<3gf<k8$`DSMg{_>SUd-B?$F;P@?!9
z)_;G>2r5T|G9oG-skU>_-Py?+KwIPj`Slb>K`mrZEI@(+@q<^aA`r(K*kH++Y|Jto
z$9grz8!)^AweL{y{X&7Afvjv8(e7Wy@&#2}*@3CZLaNGZ-_x@ecFq&tboiSfh;37M
z+Z4|HO*1d#WLXb{W5>K{HOw|%2oXn%Q$A{&dMHz(g1(`&0i|n@i-@z%Bp%83&Lg?O
zrm$fuhXxs|^-<I^GRg%j^~=52Y6-_8zG}tw7st~^d4Xf`m!DB!Wqcyn!wh2?VO=n&
z6Uc>aUA#oa_YA}%mQJFP^<(ztr!Z;5YrpMlq-1@I<0e^_JQHwZ{1?3r==eZImcsmb
zS`}U5c5#ZX=YV_hdJPPP*N6eBf<YP=HD1$c*1h8JVlnp?-Dc$FD$g5!pOc4-XYO*s
zi#2NId|wQoS}y0j{@`G6v$ul-%C|aD#M4@;TJ;||gyJyrL0>xnKy(nQ^Nan-i?I4s
z;*AXU5XS0qCX`p4Y``nMh*qnBJ$!6R`1P6fm$;|we)vvw&pZZsVZsj9wT%L6bcmX`
z{L9aY-?x|WVppst-}^AS80Bw2$QP}!!=Mmj)*#yutO$Wfn3jq1+k}t3rD-tHD>UB9
zJsqEnW63<)k;I{-;K68+%=Vau$;npG|8*G3!T#I4ryY%$#^)=e&c{i4QrC}4&{S3|
zNTE4IC%65D+Y$14)$_Kt?8>WK!MKo$q_Me5&x1VnQ_@wptjMi9G)xwROfZE`;~idl
zd}*KN2Fy*chf?(PEZZ%^fMqi4qK^+>I3g~%^{5>*B!IVWD#X&4WO<)}w?VBmHr72H
zC(Q1;swz{h>Iwej9qnWFXu@(TI%E&}!sBVE{m;otTY?DUV4$J#Y5&9o&)&c<(t#Wn
zrkNty4OgQ!11@3;`Cddm7A_@NKV%DOvdo%*jdYGt?vXEr%4TN{aw4m^ilG!b9Na5x
zfbx}OMN%`Sc1AlYO5Veg4_2C=MIQty)zH@majfUHOW>W>l=$(y>*`+v2|{cRuuMY%
z6Km^A4+HuyyFJ*07cQ6nP_RP5d0TP6*p}dtn76JFP39GEgBm9}W<@5l6jWYQ9R?vb
z%2#8uqwk~61y~{D&F58#eV!XzpqgEe1wLbZ61GQ=yZi!sy}w5uEEntT_3iD_6ciFJ
z2R7(q!C^B}k(zfxROtLGO#q(((8rKTFHG#FWsaNwVrr8|AP@fOxzMj)j`C<kdMirS
zrpT2kur@-!D8y3VDjvR@VbWsc1gJlom5}&7#B0rL-h#Bn5A6ni_GEqCzSdvjcge+O
zt$8&gi^~iahtC?$|Hugig~A|gbaPv_Pt(ucFy!R7J9_jmj8Jk7lJ}p_^Z{emP2hjV
z46+4bw85`ENBl^!*KyuOU(~<ulJ2P;|LoIVi&a<7nlTN>V|0%Ci>)u&-10am;L{|T
zkgIXPC$*#2q3`l3fNG^qV)jzJV7XtSDQ3IJ^dRP4Yn3o*d?6X2SuG&UY|}7R1;6Xe
zb35~>5ac(271Y&gXCUX2rRI$amX=e+T>)GbU`!yZy40|Cf8?&y_VR>xSr|=4$LNp0
zHseixENScrHGE+h)oXQVjw?%YES+?HxGvJ5BnJM>eoIm|G0TAOetC&4z!GUXsmQSx
zG)<;y{#(AaeFfro8PVnIxj`ALji9~gDSmj_yoR;_H55W7f{ZTHM;*t1If=0^W1c+e
z4Xcsw($l@yKYKe!YzX3SV2AsMRT+R2?Z8!%po{hn47n()!30|=zw+}C?Q+wCG@|^M
zzPagM6<4<84_t3t#aV_Fq=?v=&5J{SgYVVub5kh4U2b+)i&u{ZJxXnG#`tT%gWg8?
zZpEkCy@y*YOGIXQK<exM2sPy!3+M3YDYeVdT2z}~lELwS8}IIQ$f|FdhH{k2()JzS
zDO|1Bx`uF~G1nrIK_;55r~=S4{bE!95bDWjGgERnIqkW~-n>f^sX2k%_EG4@^=%|}
zkEMBkp(#uOTXHGJBiWjyWQ(*4YDijDd+a)c_)Tf0xf@S#F3zX?PgPENS$WUdB$c?-
zs%?2rq50hA+^_tAG*^JzejyK26i&{3;ZdlEB8VWDEc;k?N_^DjH(!NY=j>B_;#^-m
zGgx6R(40`J$_y4PyWWQF&_+vqaHE^-ELrB?I9h@P-{%Eio7LlzZt=Zs;K@DV6GjPz
zo;{@NaFltbJ5Y%NSO#X8@2f-4+ZN8`e^lP{GBOpH<AlMuk6B!zVf{#~*ypL*%HQ`T
zbnNN&=zl`ZIkvP?+pulx?cM(0Kbi+n?LECIjk1$R8pe9+f`d&;-J9Q!mK>*EKaWsc
z)C;^-kpy}{e%O3=wml{-dcq-lHDYocUH<jW3cO}?y!-V3=l_qKR{hnwB^i3+gEY>L
zbvRx8xnWKA%1HZj31pMEu1kKuVmfLGxLtz|Q`e*XM8F-LPIujc^B+b%KkL6*cGof=
zo2P%zFdZWm0oKZQF8?JWAD{~+2mt6@G^T-Qf>c3;Dp1P|o*Q{rtk-{w90NTU5Awj<
z{+KnRC&~F(k0LmAzBtPeZOY`xa>Z<)6Xicj_HKNNz4^*&PKpaIzy_a`Olx#67Z$t>
zvv}BIqWiHEr4;AVGx#W?Vzj0=5O-f+0NJaMlptmGkPRTvyC&0R1HGrNSngk869HiT
zbZsmnYZa(lqZ6yz{%h}s=P6)E`2bY^mMl^E(ETs^a95;FYCx;Nf+Oas6K0*?km_qc
zUdBShM4XxGMEhYFcq9E5K~gvKtsGyG{!H|)yv!#U`7H~HlXXM*UL-OKO>oe_%xfWy
zvFAHgTo~8Sr3zsNg79H1_7~p#)R>ap6XA^AuRFrNhs87Ig*<-`Bl?1S?x3eIPIF++
z_S+9}h%PE$Ju&yAmB-{H*Ud4yW~JUOz0M@$reEzw)Sx1XAw)1(u4W;n`6CDX?J9(s
znB#;LC)CUlN3&b}Mu%kdemzmf%ahkG=jZ|7$Bv#Sq0crU?Ov%5gUC4Vf!WH}t?y~u
zuGejHiPEoW2lKb+Lq*#e;pS^l#8e%?s~F#UqF;=`G}+4Dpe26ERp3KzfaUHUFUU+Q
zkiv^XqU-Swg_oV8ZK-qjXSTlquXm1uNpoaV1d!&?>|o~OwV7R#vSc@7NQkNp75JTk
zI8o1mr{NeZRGZ;@mS*y1uk+tnSh0C^+z}6hK;J(>pDk9=Wm-q!R7b70NgJ~9e-0Ee
ziUYVM?OKyhrC8qIH=91%n9aYQJWuk4ohHP{Zc3=_7DU;(!z`_`xF0G5KW|ZN6pv9!
za|YSiadnI-4O-3{IZx&poR&W8<olz^`t1!AIhFw6EbE;q2KtypMuC^64={ib>!aDe
zm(8w2%#ODb^cO3fW2f2;0bT>0E8I%jLbn)-bXl2iY<zX-(c-i)!=cuawVd1b3+ZCr
zZ{e2_3(8HEy)g+5c}2qP3vm%X&+~L|QOHyNws9|q^_7U$02|x)8D>MvJK9#L1xNpa
zcuGfBB6F8)4w-n&J(2~s37duQL=KRROcoa#<^mq~=1X)u9$@m8{IWwzfhKj`BYc1I
zK(mlmSLw*jDsx`<kx$misetesiRIIAWP!ok4LapmkfBa6W}!(2ybbkk8LsAYLj8bQ
za0hy$oQc=6!l$GWWS_-{5k38s4+rJqmItp5E%{o4v_n%hZ@L#0yohzyxK`@0XVF(1
zJjbC<@>xaAtr<27fAU$o06JWY;V)7xHiI^3sR<^hyQ#Ki2bWR*g@4vC=$0**Xd(29
z^iRET>$0gG)TayY?{>|GTx$iPza%cEHLw57sn=cc-1Y*<BO71w@;>_3mw~3Xc3hxH
zAMjMY4oQoXX^23XE*m~%(ziXws!PCpqmXz&?iRI3k#s|vjqqCk_g7R;ywxOK<Rm@|
z#fW`;nKd8!@hy)G8cvnjL?U+TY_7RE#mFe2_?cuhpJVpA>dWJpu*xjw-a)|l5w8R0
zcTAO((i#3{bU!LTVSO<X?<lgneAZzegfD0^g~C=Ipu)lwGiyBSy`-hp^siP#N)zoN
zufTuu^|>6T(|$%D4;Y<9xL0oQ%SgR$ICroh8x=?>jQ<@M(KD|AZgBS#xzxcs{3qk;
zGc*jsthF;VN^x}Igu&bnI-HrEYuh8`?Mf`A^LmEKcG83BI<Zcp2fcP369@NAaU(1u
z>&f(N>$(lqf`X@N<bB+7f(ZL2$dXu8-5r&XwBjVK$YoY-le3pUj5B?rIX09H*~k6W
zO%YD%axjQn)A37dd3Qqx_&Bg>wjfbDWv8sk(1BQi*!?dZgn%5iG*U*gP9Ks-8b%PC
z@Pc_^2~%wE56cnpH9X=R#o%FJd4CQ-5&F!k;qxik_Eo}hSiB+sjW(+{>P!gdm3EGD
z9IEWUoz%r1Y0cV4s@X3#4qR%EXkr$7&ItO+YE<h3_iv9TfC=JkJb=&Sr2*^7fhBJj
zCPB8$vAX62)AsuoOf3#0R~A8H{#SEQ;KJuDE>xIRN}h!D-%+r$4n1{Lg*{#+Sv#%;
zbo5iR_^qOsO*(dY5N(4Zxzs_}KKDQfXnr3mLV>!fv8eC!gc>QD)0MpEU|{3+etRy0
z-Q|?GPP?Fx{}ug$1?qJt8y=WzX=!U4V?LccU)un{o3kd+9nGKYHuQP%>#oiUg;~JF
zP5mC5+fp`1VFQ<a8K2VayLpG`UT5XaWrdRMfQr_4W?r+a?p~A2ZaaU-s8jNtN2j9T
zB{x4e=f>)CqA&1MKbyqn^=EB?yh(1w93S=t4=94VN2896oo;ZvVbq<P`TN_xSQc}=
zhRPEApE_-$)BH|+;5Yln-SGNZPj^@CtoDaBKwPBbYWFl7KI;$6%#u<Cnc7&yL-q&B
z*FFhLk6EpPf}Si_#{2WQdhp}=bX`sBU*8xHdE&phE3#uCN4~9Ee5LmQbNJ8ytsURJ
zeSoMsFyWy>2SB_!=%R*s2q?w04J{`VMTcPy-iQkI>#h65@$&Ft?sB_moVo!EYe;>W
z%Pt_c`YXPq2S;<upbXT#tZ;Q%OTz?D+<#ve2zG`q3pfW#uP<|{g{gg`HkQmZ3)*r`
zwO;amR=L?!6Ug>K^Xo(2HRAGG$<0bLE4TZKXyA;x$_rApuQ6fqpgP>;b3#vsLPi62
zhQ*1OyigQ6$})?*qGHMth>uYGH;gJ1OAjwA2S<xbywhv%bRV1V=HlU<=HDNd;&bQF
zttJyq4UedB2de7IN|R980WB9J_^=8vE*ZR~RY2GXiE)vG`9znSO>;}VS=Qt54;>w`
zmEqOTXPm?qAs^$B2oj6iWH0L1jl-m{pz%Rk00(1Aic8}%=0V!R&l;oeh>0nwStC)9
z3ys4Zn{G&1A^D1ewZF*GoFbHFZ2Wj@tazNGaL}pUvs$d7RNLF+&e>Z`Ip9hBEE2|d
zN4P8uWA${OhBJqRk2whD0j;1m#9vgsseG<qlb!~<2;uOj&M-d+$kl6Exis^H*#%Fs
zq#&B1u}k{%I7!#8sTQmdWM<L(;^bt6f6BXa3~iTM#JPClzi%LZXLQ||Vel=;y%~Vr
z(u{royBfPjx)>aS9xoGj6Y5v{RMYpIJM;H^9-LoS0n1U2matATm)vu4HXI3|>VUo8
z8v7q)(}?{Ux4rx9yil+Grcu`~>&=Nw(5=dD!RYC9zApn*@O`~`eFQ!B!tf-VPN!Da
zOlp#Lo!R@lBp8bj!iaT459P&JbCXRN#!PlpYG^m@R&Frq&)VnmJtAK!n!AX~d&)7y
z68!_L{c!%FDy{4fSo_Ok4D}5n3{^WJj_f!cih#a}MTQ?fcb`>ud^Ui+;C{ww%kSgW
zLrKYNPX4P}ZaMozsJ=_ex9=sO@9K>$|Bw2(cS49hQ=9L@=^0a&nydB8t`XMEXjY0^
zh4CGA`QCT9th|SAy6_=fJBl-zZNmX(Ouh4d<!m!%%JuLIvCd~P`!GZ5-r;y=aE>p0
z`cdE<RELy=dL`xO#?8`LI?D<(Nr#S1iKkMT2<tF5Mv)zWzh$3VAc3-CM}gROK?MB@
zmrW*I65l{<^hb8DHWQauvGZ|i_?RJ6pXoFXMUxkY)^`GFZ)+m~ulzt)Gd5&de5X8A
zT;6P)Wsx~{W|FNxIXAhYwECR9yz85rJ)RfqoOUZTLaD?CX`r2f1ez){g|=LE=avtH
zislTB?hnk7c+YUKegjjXZc+2dj6DQnKO(;CQ^gEdCuoV}BN1Dee5;(}X{kX*>RHT#
zg_30%B$nITbA7t(yNTbbIZ`k25tZQceT=w{@E7g2-DH`EE<tC(NV9hdqSGLXBUE)D
zxG7)v#?0aTE0eIwNag8rvg!72a{PIF#ydkHD&a3V4(&p`cJtVSMS{}lR4nVVvnbty
znSS&mvMY=ybI?ujelrwrjx0sY|NGhgnmX|G^mUp9TPJ>;r={sI#?)&z?qG>It%G(K
zzEV~-9eH-&lQuC_kR%%zEkX<BgXu7Kmic$JU+bj`nXRD74LUV(vL~LdEv^DCS+2P8
zR>XB$OZD_%-b2EanN_r{oyIFs8~i3Fh}|7Bg|{@#on*LRpDD1oDl>t(IEMV>x`#@T
zLJ!?>i}UI1*q82-MGc>7xGD+&Ke5}*NI}^as~Hu&&=e5#dAi_H5Y$w4_RSO2_I$p*
zveF7ViG_s)G5i!_W6((`79ETZ2xBpJ^fBTm^6~OEIcpe*O&t6VGN}g?U&NiH*P2gj
zaH|qg!E2U)=&+PIkR)W1WbkstM${Ttw9lZ6<kv)yxLWuK5-ITOk99C#U^iEbJEg~u
z_EdqB#nm08UZPY4UV=J-I8;Oll*K>9NGHko6u)dGN9Ug43u13GY6>#Mv?Bho>1}}>
zmLoD8fl$`(0!chcH@P6FTTVA-SQ0{mJD>@-CZ=?<k*^5`4d6VQM&+0>8?6sGk)h0}
zOv4a>G+-sB&o?QSlp2j8m=~p&ZL8891R|=C^G%baowjolrCZp;8rVuxr;U>u#<Ij%
z{FAyDg0Dw-3WsHDM};#XeJI|i0GP0&92pX2G6WK9tL<$@yU|Tc6-G%n{nB%v&lRhf
zA~nuWy{9o1z0<EkQ&UqDw<&je!Fk`#htwGM-^*~xeivDSkQ9?vIHrBInx)!23Y3z7
zTD^$C^P)lGj-NPUI(+82)sXWp<D}J3bIhZ9>hNT-B@OYlagEQ?#0dq!FmjLp^B2Bo
z20es@e}<StQW4=p3aEWo!L{Md&LPM&uvf`U3<MOMRT;B&O2FW$Kz|#n0|kkx#L|S;
zKTbF^rjXKw55iVJyk#fFQ9U3|ufKJi@~)#_XICYMJXOLPko-~V;CI$M+wdi1E#kyd
z!aBy=!%x$PpWap3>J2zgrsF*UU3OV&5<~$V^#ZS_plC9z2qdCugs!4E3~w4|zrL-2
z755>=$}c`Oxod}+f-%b(W{T`W%;3V1f-L&pZ$E1yy@EwFgEpRFO*E0>xRAV0P@+2%
zH!&geE7<?`V4`$P)otnFelh@$$>(WVt0xFFYLxM8#ME1HH-zEE@O2XO(w{&ckH<Yn
zEARTs<ad=zc5GKcouj3(ib5XVAFV;_n;1qt$X@JltNujAWvjw@ed-us`ZC0qq0i?Z
z%s9!uZgpf}dQ`=FzF8QjPOVQ#MaU2nZ@1^eD_l}$N0wrS>4q7LED$@-jW<Hb^{?<(
zNJ@fm6sjsd#Y>}D0!6Epi9UQ*qgvtjG0>pK>%-YdOgD(l0VGWKo^=maBL1ORFYhYY
z1Dq1K@$Pu&4s98)m-o=!@=;MzQZh0!3JU6*&unaDHRb$rKFaFKU;x~f1^L`wZM{@A
z2U%HHwhGGgoj!?_V)#Cb%@x!&b<@qv@>j^`X7*=w7IUKDyo%YP{kq}qugUt|2PT?!
z^w&H2&iP|^eToO7WcJ7WpCr4C>{3XQ0#Te~vaaTkjp*Vf;ne5Z4@(yiMg9yHwHJe$
zSg47ii{W<vVt#Z+`OvnB{K`*+VK-V$JdR`IDA@^)C#WXcA|@K`-Obj>mTbad2hhX@
z5*Nwx>LF^|?v`p8sKZ=tD}Ymud-68j&8RS3^U~<C?y`)a_q7*gyW4uf=zW01{~(TC
zSFRB2JD_D_dohJ)f_CX&sI-v#*vRyG+?M3n2LW#~o@2rAT_HIt*$vP01v~xi7#2>v
zA(=C=yE(a8?~&d;(SkRN(Z6JZDDX^~?0uq2XeMs`j$gQvRKht)DeRXTVt)}h`pzyl
zo~sfJIU<%(4hSxb$e|2j2BK2-+6F*l<Z<bcjf;gi*ISbY5-v8lg0tg6=TNCRsGxbO
z&WO|#fDKr3uGepar``letH8r+5~H_!2l}AF;iKv&r`PGe*DeCV_NQ_b0g1C=bI=K*
z)v>1z91gh6l9^KUExva2rSkv(wgB^VB^kUT0>hi<vR%#-Y`UOJq^{1yl+MYnUOJFH
zM0`XjFW96^l$-2x?MonKMB{%IA;!H_EL{)w(fD}lEAP?XuXr(P7M8(qv;=e`=E%Z-
z!w<8>-2Fiwtq4{cr6Bhglkxy%D4he3Xb|?m0NxzO2m$Gq9{DF+92tAPw`PQ;Sb#!3
z$9l8l)WUJ=!_{_g-2+W3p(#&|R{iDGl~rCvO$~j<l#6+_*92(9IQj5$B$oMYbNk}t
z<~=a4NO3nOr?%b8A2cfGv-ft4DhK%e;_mo+|F^y0y}p|Sela(s!B2cnX)T6g82oBL
zTu94|9aDKn&eq;VdM)9TOfDI=^%D>BqN34DRD_n=;vp2XU<pE~;Wascbxa`*!k42I
zCcg$2uISZ-WAPb+{)+axSXj~x8B(qId=MvvD!d4;jBG_5GwKXn(<f`@zoK%jqOq*-
z(xHLF>do=vhmnx)2bKiu@!T)((VCZ~r6u*o#G!7X7YeIfmwmtOx0&Wya$hm}dpi&#
zV`IrPGo@HvFdFJUv^7)D(V-nr-dc(`+sg*`g4x~mEEO9ydIfs6h}tgw6XTvkV3&nN
zA!`ZN%G7X(DY9ee>J(9Dav#}Q2~N)|b30;+r&LaA34R1*)E^HFSm^+pJQ_lzWhO*&
z%oMR^Ml=F*Opb+BCU;S(6-W)nts_0N`!TeiJL&@zrQv3OyawjeM;L2MQ|XmmC%ao}
z5n+qDu`?7GOJdPI+yNk%<?6*BCCG8x<&kPw^>e7ND>^F1?E5olaNEeJz*<m;I}$oV
zj@<djDR22_CPhyyRW}<upO~7DN)=CXDpI*u5bJ!VO685M@Q<(o)o@8{Y)KY0#32WF
zNq0OQQ3-cKN1{Uyc)ru(&$#^LF;9ju`VpU><z@>?=W71y{mN;vQM)+=7QrL-)BSSa
zw~CkU*%#?zg(>@ub7%E{4cbFeIw?&d6?kKbBu;jA7@A^di<dF%4gW<1l@$46!$;Hg
zgqEz4E2+ea5xPaM4dHTN<DC8_?NKIKfv27xW<bE_!JQETw<W?Es$)3@SsC8^$eksw
z`meNbKD-ynv<8N{-gfa1|J1rgus4hKbb2Z;f>7~i&5JOofS4x>X6?&S18Y|}=%Sdz
z${JFf+sV$wKNDE<3Bym0TN*{03x-TK`U<eWFr@t>VCUA+;meNl-+e<LLMw6dL3)i3
z3C+yAiI;=S=fKljM__JIKAGpn{Na@U)H6a9)QOtjOR2ano!u<q`(svQ{)?|fxB%20
z?E$+U&bRD89wMW_)!#t%QFM-$9xW_EL5L<&=17)mR-C!W<AdG~O38^)8^>(r%=%ut
zw7T;Qo0~&y4lNcZVfNq5U4@L%V9$=_X-!2&29}<F&l9kSENc?zW~ehMis1`PRPH0(
zlbMS7MflFcwxHgt)zw-Z3a7@|)Q$OKsUCgBprEgiDX0Cpm#+0+1Ox<fzT#*lhQ#7^
z!O0LAly*eD4tQwi1Hx=9)OOaKVbPuXpYN08E`!L(F@L;2AE<kS63SkFBj?5A(t@)g
zeHbtuiSe0ABR9_`FGc(A*91i4i*^0!In+B{+}9)Vd_6m71*#Rf|M*=Ry-Rq3<;gnx
z=2<0T>A9^>=0#EuAqQo~%SZHhWPsIzM4{OW*lD34-qtco2{juK=8a|2un?(~p4Wt^
z$Cyj@7|a*&3xnW<KDF?@00On|xAV(TUiKa;tf%8wCA&d8P$+`Y@peRVN0oCPJM13m
zz_sTRb#?Uj9U*iX^lAi>)Xnt;UR*=rz}#${W=9j#G%k5J+DFHH%K%fA2I(^!ri8Pe
z9&9=MF))-PxDGWZn;th|FrlSbwz+ZaJaELqjxc6z!wpVJ(841WWI!U8kt-xd;(Ow=
zs4qDk>9DEXZNDo+OfVLRT<u_K;`p&MuR&3!zdUj;TN^PdgBU4zJnR{DM=4MYRKY<h
zUSaXHYUeRVq}S&rUl54#3!W*zmOd^S`Vu=Nu6%SBAVhVO^u?jij%LPu=%<m?v3=BK
zk}8sPCrA$nm|>UXgsw_MRoQ2U=QwW(mNV4LFNw{hU{NJvM*h(~C|baPMuJ0{v)4>R
zDP`2%J*)x295#V?s@~g1FQ&}W1_*rjHZklcI|6AY0(f}557V_QeHGvP<8HlzJmti`
zhpvu<R&uiJ6yw?vnQ0ewp=neKn@+8*>w?WHYx29QS>&@TH^tbPCe)vX%n!-GUIsV)
zbPpbnrJ4L`c$=~MAs&l-oI`N-ro-#a1x7eR2<|YnY;X=vYCpYHygaOiTsck}{NpD9
zIg2lqRX~+NLMyqv2|D&Bc;~XtFr6rBL6J-(u40k7kY>tc^eLr4KTY!Oe}U!0{e4SY
z8}s`h^5=Bl{<$1J8x{W{3OO;&rDoZ2a;zW*uPk{mt|{%f2@7M5X)%ncnu!)M5MH(g
z(?NU%3q!H6mWs;VVr^tr?3!otzeP5w9l{2m!c~xL{Ej((6*f(P=z=XNWzg}}H<k3^
z!L`7^)&N4BQ0L{*D%bgW&}Qv78Fu-<TSB|!OrSq&)s{5}e)z6{I{j?&4WkcQT3dVH
zn)P_{y32~#C;z;Y?tw$siBF=+MVFBNX!b08ch8#lBQc~aJ>2@>-UFxK!}&W2o`C@{
z8jFP(fx3`D46$S^;xNDAS(5{5qtErQbtv=5Hdtsd{*chMR+VI>uKY<p8NF~;tkrYp
z$}r{4kex{MvKE7@6T*di5N|Csi$27z9?hXtPeep?^|6R@Q|~lz*v4s_6Tu-A<^98r
zd^SD8oW|+fB%~?}_v&`Da`%{EQNd)bTeJyYH2lnW4tD%LWcnERh}?s?OUB}F2|iYj
z=)6BwM@J#Vy-~wqm-7Hpkr`f8;%{{7D(*m!uee>tv;h5VW8Ywp9A*b*!>CG)XkjaT
zk?<x&Joi!`U#zPeowmcRyO(^gU(fQ888b3>p;0h~3fcO1aS8D_u4>C^r6mR|)(^u^
za|1T(gq}WCeYpL5q9Nk0ma+1}iQi<@z{;X>b8(bRmVRGLNcpiZpfkCfC2p_br3qA9
zFmMhn@KQM+IcmtVcV{Dnv5c9<Nm}*2x;v%WiCU#qVEdvn$~9DTD(3V10O!dZUBW?0
zzgC*`#XYZ}pyIHkdG742qA%5nh(#rqGx4gGp3hWs#$L04>@T$_RmK(s=sKQcee5TE
zug)Y>=H~iurSr0kjrrM~K3Fj!sL3<hsJH^tF?s}Nq%WTRwK%vAox8rtC730{-Iy3n
zBgGiJCH%jYWziyFVJ)4dKy5g!f#a`wBZ;4%pP)B}5VRD1ZBALy7(9S4Fuqr^sQy@B
zT8$BM{QivdX4%S=RERaRx!AgxDRTfNfF34^Y%$0-3F7YH(WUh2Z}hMvg_T(7$gLNY
zL`lHzgvYy+daQe`xyq>0<?kWhQ(<rTX~1c!Sd=nNBdAv@JYI`Q)i4=%yCh1Bm{}yb
zqwhNLOSgvX1Y9zD>Gr>$z;*0w(q9^xTGWbq^^29ClEM04$uag68inQEq62tUg5L%H
zfK&cjgb2L}k$a`^7P>&2!OLpAkxKH;gpTs&t5Ra({A0w%BhZ+P{W9NHJ$H6n!!WUk
zi*%EubExgA&P2=^nk^Mnu}Mj?U4n*Fq-CWoGtJL{toUzH5Pg_oTv}GwP*z$Xsx2;U
z+jO+5GStQ2cL78&_)RRv(BSBhW^tiJb;AOP8c`%C97h5({9T-XNrf?af4|)GeO_r*
zcaWD-bz&wK(ZlJ|ipF;b?y_^|HdC3akV@f(stw~2dou}7MPvl&Xf|phX9VzZ3*=Vd
zttAJ~_n3~NOBX~-t@Iz`MyqMH;9s5#k6Cq+V+hCv8RBW|X|$T>tx_bdQvstKy`5Qw
ztAaQFN>k5G9J+F_d{%-CQG(=5<7B_^%i!}vfkK_Q&=TEn=0?x&<%)@NsPy7_IhfAS
zR#XB1T2s2Q7Us=vI*injboYNnu8(UmV^b!zsJ!XSaYrQi4x2v6Gwaq?Dalh*UDG;-
z=#fykhc^yT8c5gT$?AtADA1nGDL`DlAeJZi6Qc*b!z!qtM^jW_Hr~cYQF08iUXo%y
zI~UiZ-`C^!Px|uoq9U@dfK$Q~f7F})Oqn|4eY4{lybamm)4x13BNj6i>XV}$-~MLb
zCC?V_9|wULv!tKF>c+oriflGDC-qJR313y`KFYt^y+kXJhO-ABoZBEV`qv00?hp)S
z7m4*IJAOz`sojOoZ4@GUuRWrfd-aAZUt<Ggd1bk;*Jt9S<;a5@gD{xR{|!8+(F99(
z;;Y_|+a4|9gP4FhPEh~J_>#Ji=KZlVGTQbN+#U)Vx#D?C(f@TLbpO8<JI<QCt6de~
z#w?G&HcN~+ZSHz-3-%Ph@5woSh|ozCft^==D{~e63L33Fy?cc|@Z(n01`1m~#ippo
zE)>MtW#!coRQNc0>;ia>4*l9_AwNge*ntYg9tbERW_6BIHzA80)t;%n=!(_EzQTW`
zBM{0*_u?~D^2q|7&muw9!Sl7|incbbm#lkWu{dwVYC=N7lLw(SEtasOgM)%E4`}fy
z<j~LAZZVlNIk6}R09veHCcWy&P8~Gt!?x|O3Z%B*l<&is9SU+LM~o>N39?&ROkg+*
zLY)Yg?B)Z!l_V0Yg-!{olC^{5VyiIqq@s$}Jh-SR+wA=$OoUD9T$jCr+-YWz3Ej$W
zb{NZB0*W#2<Er~S9^prKjgJAvHo%kweGdgO4?KK=OxN_o^f46tWss@W#c$*5NN^X7
z!rfU)h9`(Ro8kv#<y86MWNhC`SlCsg?yuTa&wo>3{yb?W7)hfi2TLhdy6A%5?3?sg
zm>Rn*=&-lPg8pGktyzd7<&Gtv!*&_2i)3({n5eY`&G5upf6lP8{7c#-j?oe7>mi4^
z|87ya#{L^E4nfgBotNwRyyRw@>g2^<{S~uunmMA62m8-9P9cQ|?*UWfqPjYVkJpE+
zd<=FFalsZSA9>e$znpVCIXk=C25I69!l0qde><}g%(9}W;3`Ncd!Kh==u~EX(%%wb
zvlJv<Vf|^C+Z<fSJeuOjEAuS;gqR}{E@~`Y`DD!;!D2l%GzOnr!jV_-DJ10;bRT>o
zj4lOh3`eA5Ly0V*uCOXLZ%E$EcuQCtIvlO;DIm^m|F$xyL0R~7k|$vSoH*fBdva49
zQXmq<v|9%>{Jx*wDt-{vYW&_|wAuJxVUR&Y)vET7-69HS*ui>{tTpvscuyF<Vii;x
zgv!_+1>IoVu3s{A-^#B=h9SQKSEyaJagT40wLXu60+g-TiV+r|W1OU*TJbZ+wH)b&
zchWnEsY%V*rdkuDFo%pr7be+0YVdNe+|h<U9hGqtl>_0K>oHDtLa2`oOR)k3Igh|~
zPVv_Hc(LRa^8E8yI=?NkIh~u(|NeAr7lcTr)?+=m+ZXM3KV*rBb0r6K^KWfFf1fBH
z%;vOf>c0K9u)OTC(wX-jDL*uIT%yDxL#Fynx)<CBfJrH8#~J$jYYrIhp6}C>Tk>&s
zrGJrS;D{JZgq$@Wi5T`>GaKBdsr)4h2XAgQNMFUu``UReMI2MKu^uS=yCT~&o`XOC
z^`RqQa(ur77_LF`dMP5fidDiLH6o41s=VFbeU!C^w^!2wOvhqfH$BiD{RRJcrU9?8
z?|sdvyIR*B{3A4R<w;J;6R}dpFh}31j=j!RDu|K4;_7F?@}oK49@KF<NFZ1<h~_fV
zqMlp&YOw<}3Bj0k-uv$w+R*H8vsI#&-meyg`e9pLJ-v(#0g<3_lJ2MU<r*z&f#S@h
zR?xl5od(?9PEB-a8S)nx8l<`W$en-MOFRc>pYZRZ=j`I=)<CPl2huI(|A5nk^<x;7
z+vw+aobGnK@!U~2Vt}HMV$_A&RQf8k2Uwbhj=;@r|IT4bI@Tda92QWPRvFC=;&X}<
zdR<vd-KC{f$3}qn4Q+HJE_ZZkK!L*Zl8GFZ$&kk(@KN=#o)5o97t6+isq=nWIX0?!
zd0`udC5PrXQU9}D)Yg^}OUDk>+P9=u%0Ix(`thjhPPy$6wadb~&x9r09^YDu^KX5<
z`=AQ6Sx^gX>@S^`mSe2fAlKQ^Nc?sYA2*YhdYU@xMlz0LphMjei;`TzIb(*Eilu7y
z6eVBPcu2!OR;lvGBi{}$@$Z*jYuggDMMA4A1%C@{=CkC3g|9OlO|(2`I5BmdcTF+?
zW4b0u_KXcKPEP}TRYDYC+RYoszzL3nn9n2GD_WgKM3~t#5{6^6AxW*s@Sw5)C}mgu
zUS4$dsp^f)D1$;RmPT6LzZ8<AcT#oOE2Vtf++900sI-zsdKTQeTeMgSDjEAgraAJs
zOz&~Z63l^gij8{Rd?sGoZ=VD|t!9(~6*pu>#dWsPU|)}E{n`mcbbp{3jt9TPu%`Oo
zjChP_Nwj4pIuHe5#()c2|AD)>7=d~w+U9X8)}<<QYG|2_xN(pcVi<%{+!N^=_XB89
zVvc<KQJG)}7MW2dfFTKwCQU%At=9bTx!D`;f*CAL+gI`justTr9djAIVHj@b6W<-Y
z;59XubeuchlXoA*CJvouI(V4wmJ2+XNL{3p+dg`}*@s6UFCJ7_q=GnXLOKq=;kAm9
z2^YivQO}Z2m#^kd8srN8WoOW2B9m&K#x2O=^`;$OqaQO3%xgLZJIXc6_g0wGVVbrh
zQjL33DqvjM;Cl&W;y*c4>rf*&%AC_9aQJ1GeT1pGGeSSiu$vAYUKU&`QNGx&mWIt6
z72dC|_N96AWqicu7vua$?f4yKB>ec>t%P3fxMWFvBW8mz_dCr}6qE7|qMknQ?Zyat
zt<`Irc(#3dASnoY{vF+xLaege74*S-93-%nCpYAMiZhHIcL=`uKnQ+ESdu>^8>`ZT
zX1Ujd<S2XqzisL>w$)Fr!Eg0&x;%BMH~OU;ea#_Lt`Q2^RF-CqMn@p)Rl!EdU0vD_
zEVp>UP87k;e(3eqdg*?F;R|djllSXwZro<$J8RBaT{<crl8%)}o<_Sv!w!D2fcgG`
zuoj-G?0j0GlTU@9PJQj`6FBxuuiMx;o=G!Pb)MfV7He$^%q;mwTy69vB~c7c9`_zt
znsUjW9#^#(nY85xgu-}toX}H^d8GTnNH<&QG*KS3_C4Xgo;?zJz^DZQv%pxRpM<YB
zaw9&PThxWQsbZ+`gi{D2ZOi`Y3BYZhmyhNaR>{*kJ6#ZAh@gv3(LmRdt3@v}npNE-
zcjkd777e$P+%Y17NXhmXJnLq24NCD$HASLo-70Q;hsQ<*mxw4*Q?x~=MLW5tlvu7U
z+!-q7aDBn1qye8dV-R}iM9Tw-gY2%!X*Fj8S>^`eMwIzGUo|4OK;*V+N@?a0?343$
zgrdv)vx^~h>%N^3c4_3XyQe49W~cgat|f3YT6!)t3KzGfx>hAlH`2$b1tX)Wh7zd8
zL6FhE4uM^hOgg2J<HkFu(`B>4V}ngc&Bs(=_kw+uL&cbc?vINCzmSY!Wr!0}#F5f3
z$Ksi!F3K-TTQAhENDW=ITPEw1jLn<}gYge?`5TvKgers~W6m;=_+lj5at1O_ozhTL
z>IPxL^<bpDQUIMXids8FGx(J3?G)hK**0r({txv6O$-f<KoAF}JB)Mzt4yfA`}c2;
zk&=;9n&YSZ?X9i+d*?k#Ut;kzmdCQ}HlXx+auhpVL%cWb8-btb#}mo4^fVM7J!41P
z2Fd%50anWF0v{g(Iig|}M+w=53t~2Iu-S^k#HF)((!Cuk8#ph->L%8UDEI;kKBbF_
zZc%&*T>`bgq=~{UP5KgDsrfi{@(5H6)h>8en|F9+oPVuPVQS29sCeaW;l`53+CnY6
zgtGdTm?pBtf?M@50C7EHcJLIbD`Txp3^6ibsv>=H>>i(wHp|ehgD_s4a9m;W3>>6s
zhQ^AFg6FL`Q5;IVxjE*U<Avik>)#=S2w4Qc&SBVL@U$%#T`V#>G_VjHDW!x%++Fn_
zIo~Db5K&4%sc$A3(-}}+f_sx!I4F|55Q)Fui@Yr!Z109goBC*b66PLMRZ&g^zNk)0
zhBM_*>WLnMo+xI;{QhRgy>mk+WHPwH5NPzqau9Ve(jK(zL_Hs(EUtZj`eN=#S!;Tc
zwZF5#klW6ATmk|;_ZjkhDC_XR_}$VfQM21zDc&i(!(om7;(c{8RD{>`ALmiAo!3p4
z+xoEQW^Y=w_xs!wcg4z8NyuC{g>VU6B?TO-^rpy=AQ38EV--Fl<FHvv$=gu5j8kDs
z>cB!|if$;{Tyz4q-f(#ND1>3Xu*6L11VeUeMRZ(t%ey|RTVr>e61Xg&0=_Kp{NF=)
z%C6%6Sfd3|J306nrR-xWQLk^pEjG3M$riyB7yNwS^x4^J{c&6SVnQ);nYr)9*%{xl
z)7-AkPMi>b3Eb3C>4AuNsM)>*Tc|^6)HPz7m~>a-#iP@9RhAnr$+l2MJi~TZe7WBq
z^?f{nnDKqhD^V^oXMwb1OF62I$~!KEy*FdO&&o)1aF#{>1tZ}O0fU;fBK!xX?3k*r
zzy9Vb%{q&F6-*6W_`F_RLGaI)XB=7Hq8g<N5-G!JF9Xjd`egVLQJNe|ZP8;Gg219F
zS(;ly|L#Yu;vC4_Du=869}PgjJ$VZ1ek{{JQp`8jF88qSHwh;P08lX|S0!*a6{oee
zdifw5oYn^wZD%}_OjAM}%2c~euu)$W;2SQ?6!}&&HrYcEcx#(bE>uoJ5@0z?^6zzt
zcZ*np7zf*gA^RAMn^m!jtdlq4KoXd;cDdIQ3dbXIcKpCtn}H5|(w}pX8t*Dzc+q6K
z4gbVLjYcf+hL1LV$ej7o<O$UhhF2ILr$T4Yp{SK_6q`D8S9zp>{Vlhloaf4-(V$f-
z0y33V;4}=<wqUX^rWp>XF(2&-_k<i|+*Xo4vc%$?g?QbW^a6zzZcYwmUv(8*JaqN^
z-EPq=7-gb`@+*BCJUGX`Zf;#Pbi+ZVeWB(yfbf2>Vbs5yA}~uIxU#u}e;e4WPu0|g
zi6-{UWY{NYGgES$7mBotl+obRY{Hd&OG=`o==~*41(EPtRHYMGffP4|y?TKWthJ?V
zInIbNj%G_fn5e(SH0WwB>|xvx>o=&tpW4W;A2)<T3V9qFDndCLo9+Xy*CUFwgpRbV
z5yfLNN%1}a1CAm{Npr^wVH<xi9_4f+4p{OEETfNRx&*b$x%qfw&}vkxm!v^WR%am{
z<Xn0<AUtYgs=%l!EjiieorEi0q9~FJq(<s)Xaop|)-!#H?5`DGH0AKy$sM;1EvuBP
zBO8{7t1^zyxUWIYEw4)@ED<az{b_d1<jzT8W<e%ivYu!Y$X#wp;nQD;rBxx*9fpiF
z7n^d@O9UnE+8)!i`oKjU_mC8A#$w|_D@zeyiAe*_&?7~C0sJ?nwhgURJ-igPg*vrI
z6b*r=)&{YWy>9I9PpB|HqY0>B?N4|3Mbz7`{o1ZPNltQNpr8EF@^T;P#RPa9t!awC
zj*NCn>k-g$nB7&6Dsye0N)Jk95F!-R%oXSv1{c84Nh}?PHWO3AbUU3=EyjFd-BJoa
zh82M)YN1OLC-8}~S?MK*nZyS@fmlZ|`5)ZM(>>FKlw4`*DuQ@i@!~#mb3>{>2xYLh
zNwtQC^0j_dSZcwMGl~m+mxJv=axnH;z176`PB0bC&%QkuNF)2bW9$8oSU{^jRV|Zy
zZ|nIUevd1na%Gono#)Gb+aM=Gun~~>@L~8aNj-PMMsIRrrYQXcA1ncD;rIYgJOXAW
zHdmO}t_D@gD_I@Qz$AJXxA?mmPnb{=7eUHrK5{4x`Vh^8Q&o<->fRx)<m9T@LN`cj
zn6T4Rzy70A4XOT9Q{Rf`WI-a1<NCj<7b{tX2|r$l=xsC|CczI%O`NLPOJ;(&$@z@n
zcBG%oM-32x;9ujtu1`wx7Vs+mb7;8q165psw8Hh+l^lDuQqBva^^)k`!82<iMfeS8
znO%m(O#_RODfJ-r;@GQb7)kR2p5R6<vmJTsOhNvQ495_v&-9|;WN5>Mt*xzt?+3j7
z)<%tBv&pRcId9*4xves@yml}h092pNH_P#7$n|PDTC+#7__HgT2)nztKeR^@G^4ao
zXP!@=c~A0x91*sjEkPJkxs_C-6T-&47R3TM1eX1%{Im0|Z&T`zU-J^T@iZ!gR~wUu
z#$(-wT+GZdX>Nyu;G`Af;EZ_q%UGI3?fq%hA|k~1_^H{+R>2#-AjC^zc#`*#HS0Ip
zU}peMmqE%-es!`;%`ab1>ILz~X>@NV!j2S(vb=`Nu+r4?Oz1-MM5VESz0TS*_(t@K
zoe60r$a=LyS>Z%lVgV6rL?)gQ`e<p~Wpq-#sJ@{Prv|vUOnOA4$8`Fp$o_12P^Lpj
zM09a^Y1rj?0ZLZW3S<(QWGQFe*f7{AZeUD?hohr|wff#XS6?hH8%tE3Lm6&Q{IDlq
zd!w(S1#kh;DJT#9ZsAJyv-O)Cfy+mPb;iTh?bF#3a6PFIj08rT+FftTEWck8O6x6P
zjZqbF+^)Oo7Ji<<9?5ag4i{vF$PDx2olvs74_|{^t#xN<SDLXDC9xQyqjvo{-L#x&
z%FYNjIzv$?2{bbfhkz_aIQwO6_piqxCFZCDZz_4#|By=QcURD0J9dzdi>0XIy9h8d
zE02uV<@%phHCwDSFEt|403ca5+uaQx(}j4C%vT?-3v+?{zIgYb?6bpr#e`sgImgU2
z&^O+hLyL?-Jbz96>u0pq^DKpILQ1g{>0H$j0X?s}SwhHe)eC*M>gA|uTWd4UeE}s_
zYd`CfFK#B;<p_2X<u%f(P%zxj`2mzr32=-}Xra5&faKL>|9e{Kj9MEzyZspMNRIzO
zDd+dubH`fshIv^@2r@#j6j6YU*I`%4R5TeWW;ku#D11Px8~hTLEVwG|1ZzEKl9{+(
zIdlcOpZJh9c8ZUY4LeaMF+OqRQ7?}|j_hxY&TnNOof#>Te|V9WRWGnTqD!;&&wlG~
zTroPxbVm^*-I#RBZ%4*r2pF6Xj49zR1J>e3k36R5hvSeH5iTU;qLfOUMZ2JMJ5&Qz
zMAdO4#6Y9%Eb-s4-Qu7k2~gnvYjqKywsFO9Z9y@$^o%(ApbO}bfRgkdDccJKg^BiC
zQ_>r6*Q!M%Zlh)x4NJ~Z-y9f18Ga|5fl<RqT%rurZ}l2wVfDcyOYQ=S5b|l<SZCO7
z8XyFgL=V2XZFDcrxk%M(=M*~)GoRqjuq4RHi@Rbr$2&o~Jo!6!nt75f^z=Z8l6gor
zjzcUNp5LhXH@#~o|Dg+lVxxOX<{-{IrWA<DOxj8J^z_X4`PjhuN*|)f@pl!$Xr;vw
ze<p<v6zqS*deuQ%Uh6tDO|zzJ$%E0#@Jr5!Lc$*HxH-XM>ewRd6sJW+P_CN+u!8L?
z^xoC)X$_Djuti4HV1(?YFx<F9E!K1{Y$|u^;>Kd_Bi(1my5u}l5#`1<{*0yAXM413
zP}@5_`4#B-q=d<av@K;8=7*pnKtb$O-&F69xFNOZz0<C7@BsEFy3~7ietv$C9vi*K
zBt`5DB<dF(M@bcRAabxh`zJ1uP6~MWxBhEyY*26OQg>7U->}0exoB@@1?nEVu`p=M
zmF$D}wdW9fpLJ0CmI?T9DcIVTjl6RLe#+9@oL{CDF4!FAOhM1ywC{B)T{w5du|`|O
zOVJQhpCMXIl50qYyn_x|jUIz9=9M`cRsW0(_9wxdIaYaJkA?^Jnqs$dg0yDIj^Pag
zQl9C2{LKBe*VRftVxbbGJaNDT7q5k-ETzg{QBt!1zI8`6Q#~Q0NVXB0IfLVh)#@NH
zGJ($3v=8dQWRb~Dv~M|cPOHvbQP>BtMTk!s7UJGTu<Zm{Zqq<MHi^erze5uZ#@A*h
z-B|x-Ih|*<L9cMZ4``OxWf_r=%;zxYPexxtD2-Q#EXxY1q^B`_Q9P6mH3&oI_kLhN
z9tue~MLlxwk}CWr;*)K9jjd?i?b#XTThEFGA&X@0NIRlw-oxd(7#fc*b3@3>91D<Z
zV>0OR^$^^4C+WB*<z-zT)37_zAE0VwXXh(ft%1`KxRUOOKWg;D#wj$PiC3!keuHV7
z?D}&5LjUPY=^B=${HR7BP?<w0k_D%d$5){4!IFzF>K}?t(~JCGt{<zN*f@%i(8sd<
zcD~p(BSOFVWV%Gya29+Mw_un7_L5%AY2rOnoVt@*2Dff1h!z&bu|_7Q!4xdV<OZ<t
zSHUY<z_Jf6do93m&(Fnz6#wg|YvFUaU}|e?J3x(dt=|4T6$=_!e}9@FMU7C)0t@fe
zKWRp7A{Y#~aJ`Ov+>~cFUJ&A4xE43LD8C8nyBHg7apZlghO7a0x8Nx#89uz!$h6wB
z(D2Fw;c)r}_ql<EkBDn3`~V&`DZ3?BTb}niqZJ)--*byQE18M7RvIwF6lv1U!fb>k
z9dbcmguao`>rK@4oe_SE(8}t2;7kMVV9>R=?}gyTCe<w!KjVBssN8dt&F=D_$!GSH
z0m*1_Z%~gzA5RjFVWYGE|FQK>;d#B!_i&puw$s?QZQHh!#&#OpZfx6ZW7}@{#5S6D
zf4;x#dXN4&cn)%q%rkrLd(W&{Gs|}~AP+ufK=f$7PjVQYSe)hr;^DaWVZn*}T<Xe%
zg6XA=w$ri^y~*}1g4_#l!}shlizc}S2mV!$@RCc$&wr<47TR<VRl=Zh1?spSm7Ph3
zmTkWXYh6K5uW}GwZs_t@Ce`3eOM>exx>?LCark|w3K`6M)OIzjax^5A3@e?#azph*
zM}owyrJ^<ap--nHAALwXmFNH|O76naQj6IDYA&Jm7wuV^FJjg}kKMDiY|`cO$A~?2
zsEUSXdl<AN!BzTz0YEH7#;(x3;|yPB7S!(bP+)(3_8*|;n*EEBSt+nqnV5g@bql4n
zvv=MB<rCCJi}5UvXBk!g3(vR(GrQXQ63zVQ%o&#|F0RVidc=ww1`Xw*6*+$T*jA|3
z$@e`gNf_6LC7~IHmAn0nKAa8OQT1n3hdR^|hWxLy*DOiN!U@nb+CAP6w>d-Ac(2lD
zH%R#gfhN;d)T>abuaAiS1?T+J@;(1nS2zUR{UdO^-w3FlvTe3BDVR{<-d6vqPbz94
z&M@b}<?59|p%)`0Cr+y60ZZ9uKN@!b$<j6vD}-Lkgkt4I7LO%rQi5eZANPyj*C$|p
zRYBKDH*}jD>tA4ch_qJ=fg~eOI(EhwZko7GpwrgDK7Lgso1G~S|FkOiX2%WVy-}!N
z5DOa?CE<gTAJr~Z|B|0E(37WdP^`71yQ4Rl_P4OeBDWlP<J}6a9losf4|4K&?f@%N
zoA+*F=cS<cO=K@~{t0=kJ^KEu-Rd+cLO=h|Q)EtZ10{=xi4Ic8wu&4#WI29rm~*hX
z-#PJ>CXf$pBabbbx(<2zSw6X0QK8V1NTrdH!a>leHReMjNW~rL?)Q{T7_<CU2b*(l
zFhFXMIbNcRHI_Uq7`?otk%vZe4udy{$OHW+VgU0pc{X!?#rafh&+#k>tv_ij#Cii{
zJoZ3Uvg7Ipjli*KJnn=&XcK4u4p)KT2~aFSN4TSkpt8_ax($J#qig`%6w_3iSBCAP
zo+$B1_c5^;(|}N&%W_P$xtAs@r!M?UjE`RUm%A4rJB0c;YRR;!WfRN6+zZcJbVv7a
z)hDImN#Bo`K$T?cd%2@}7S4G?6woOSo)K%n;89}X_ropf>Kv!cTj?yLOowC>2cz8F
z0aYT}?wH&t{3jHUgu-9_gHsut;qU5R&2skN0g4f0Fw&$r<Sd{S7s(xtxup;jdY(c7
zVSqrDg*jZvN!(pzFonrXb>xHW^Auterdf{ea{QO&&<lUc)6#5@L!(%EKJ#VWTDFs6
zZTrWmBoB(TEMvF9P7!sht}7#H!1egnu#Z-3#}L+Wn22yB0VZX}{=ocLOwla5SEE*#
zg~U6bq}(WNxF&~Il0W-(2ZqvYsmP@9K`B7X3&mR6Wq{XejQ5oFU-r%Y?6#J12in*j
zQ3tocF`IfiX+OHfvj6)KFVLiLRZE3X8hJn^kDW>`+scATh<L-kdA7k%u+x?hxAj|R
z>b#=M&RVB<L0gYj;v<|K46m$k#>fD>ku<%psHWsK%^;4S>U&hsuDa^z8TxZzMMVdM
zpn^;+DP*PN>wue6(@IL2xs}M^3>yntBZ>eL7;kVM)8x+qNq2>vruuFKD!zGjU^~#a
zIa~{(L21`Y7o$ck3`zI*w?NvESVy_ayCG+pbUMzSdR-56S*=Pc<kYBjlssbpl98rH
zGuro=t8Gu^@N`A4*=ozYFkf;Mxc)=76Bqs~dunJ~I`4CWWRaU<oJzE2Fs5y<q6G7I
zHEcm9cJ?;x2}D}(q90|<*jG&k&{C4INkc4b^m`y~6A=Rd*R~MBTqPK^?UgekIAODI
zd|SN)if1n%`Nh;#n&ar8j&zx$O$rZXGu4{t>%1H57sZ{h&(k%0kFtGVoftyseSL18
zc6sb(DX_Jui!Hj(oldGz8mkKfc`BpVd8VPb8;Y?H3^07T^cic8kbz_Q&R<(Vc|sfQ
zcdE9oFjt?cF&7Dz>CP0iFT#<qfvxL~GlXDjkh<lh&+p3G;X^D_Qs3m1H3`J2&fugA
zumT5oAuzELpVjk2yAmyQ!pyHlX&f1V!9?5v3-dMwjf{!XxAi@3O*<%%oG6Fr<#2&B
z<va&h6>{KMrr`9q-g{pcSCU6yHtzdul#+Zb4xD&{Tng;DoJ7TpDbx*Z_UPuwUx*Rd
zVedLx^P3!=)ZDCgE?8}BCl}WY>?$7GXa)EfYE6ch=Ov-^EU<^D+YhqQaKN4w^#6Au
z1lSz0s<+(1^?xQ?-`BS+{Yb_|+{)Jwgp`d(pMNQuQwQ0ORYfXvQ0r(}WUk(?6oMhV
z`+oWHVSF`u!6?7bB^J^iMP#3rSHpCG9V>KCav?%CUPUgZ`t|cdbHIfTeJIEDIP(Ph
zX?HBm8%OQ<UnEZ;^C?ETq4D7#A<pIWQ==Thi9@JP1Aa+eFYz|b@4-n+s^j^h2*sVx
z-Z2k0A>T=$67lv}wF9bj0GZvhw10*A2McekXpOiE2jeEwKP@wmvREd2zRlI1Y#F8?
zOrK>XySi@*hH&I!^{zccPQ7Hx=Oq<8Uz(D~h*uAJ*TZlYxh4J}qvQ|9N@026N`;zw
zYRItM+?Ri(o=*fFKLFZ_>bv=lNOg{pj=1(rfnDvgc$k&J*(2M!GzlaH;Z;`e5_NS#
zZRed&6XlT4($G4EBe~A%(Qz2xT>&w3*{0k7f9ND4(-z=t{hPsxqBuAU|Ig(54$%t6
z4#aacgSi%$5xt?`0liPo)*fyEp9C3P_;&-HhaC;nD8Y6I*{3@}4u{r_;#YeKSE?Vg
zCx}Bs%JQW#=I)LM+`X02qzJ0xPjizP>RtwXapv%@lqVDsuYs=Q<zhl*f15lXa9g0J
z!KM~Fn<5nCkwPotu&k9;YWJ9LXi{CkE`C@}1SZ|EhCoJh12l4JBr?RoF&Cg|&d~9<
z`Gk-W&&&EI%z^&&WUTk%EifWhis7ln$1XHyoK}agTkTS<<*bCa{#OG!|M1~rSYx-#
z${)!WY?(Jm#>XI=coW&$AF}~Ezs!#XUFhEvp3SpChK4gtnx+euirF6bFv`b)TN$Uk
z;ym+A<ol6`y0L-Z1D{6pB^>2wo<b8(kE0NrHFw1PLrC~{2O1}zfzhE#giOX`d#Y62
zEsuK>mX^zkU&4R*C{L6JL%8aifB*h$#Z{!mqhVP2c(FD$HEqc0WMIx>T!Ab;Bv+i_
za5o$MjgV|ws|OF7`al}z*h1RY5jc;FTe;+L%-sgnflQ5pA?w6yg3`p7n7H@ZD`_W~
zTHhKbN4X~UJ+0jTbf{Yr#ku5NS-5kQIFRl<i3U8a^eyo4V|nbrZMQjwmfk4Y7WL!C
zk;3c>aa^ADb`_>BmG1|mu>D1T-|0{Lv7*Et3>K#w8yENAtPe7PJDs2VKK7A}al8F(
zu9oi*bpP_<>F6eoa3Et;cDwPU@yjQa`r^3#KD47Xi&YnMBGE8!{9~Y$8GI(wA=1rA
z#hlR~^Y5{QeT*IrIRwS5hYJ?AYCJukWaN+f`l2`62PdB4EIl(qLt`<dUa@V(Ktxow
zLgAu9V=*a>#AMH<TA1DTVV^^(v6Pgm&T=x_cXV?Tg>0byDc1J9SZ@KY2{~^%cFAnM
zvX&NhPL%_0DEHjuxjB>#uQRaIU?JVO`D5V$!%IU-zky6sWbRCGvvk9TyF?S?1Id|G
zO@oUQ6MRTgjiE2gM++1FN8@qX?mw87^LHan;G@$ZkzG>W*R1ptWvYn0wovz!H>rn*
zfCCuIsa+`B>oKss%G}rJkhq{`8o%g>X!bSi9j_yMud;G(gk9&k)o^AoTgMa-MFB`2
zCgR&omWlx9?Vp_YPh}F0Tvh>rf0>F?5H+ov&N_y9%iZ}M1p?4&ntbOY@P(MP;h>OT
z81W8jYtUxtI}HyNg&9q5f!&Q2j3d1`bXfz^hsSq`@6<W~jq6rck?}g~7JvJKVnEp8
zW3oO0!L-Ei9ae6HEpC>4Tg~wYjTuOU3xp$i7GQV^<=M~)#f3MO5TET6DM&WyIkTWA
zt@ZhzPbZ1&O{HlZn9dYz(?tivjuGzgNcgl5@gOjez<k*;brJU)(kG-3L09WFomNC$
zzMiHl{C<WBhJ@>z8!S6!Xd5~hGWydESCrlk<1)%<LMw_S?{RdWr>WoNdzW;6eV^;i
zXqWGLR<L16|JxXw1EN9=cYZQ)j2VOv)eLbbB3-p1u=03eGFqi|{-6;#e(}J*ni$N+
zX5!*1|G|}+t4hwp!-IHEmz2FZYF$&4`*8US6R_;I_}m0>cLMy-tcp+}9ve*VP9RSe
zSI3gWkS4K0(a(|)ve@E^#wV9>yW^W;A}{kw-S{d-RbT-vs_<{?c@MkSuv#dh?jQ|_
zs_$C6#E&X&u;&n8;HH1Y4-EvHyJSF6Ggs?)b|i<+?*SB^$Kk~s*V1&ST9)l};$VoI
z>ug^EMM@sG{85)&zw72{1()Pf3yGm%WYt)YuV#H-et=ac?`*#U!zrV34-EMh;&oz~
zGLf!M#B*IvBb|?JK(kn>O~^ggKgn+LncRCzuh!#GzGgn1lr=_|sKm<hP9sBV8eYW~
zg^!2~+}|^osEYo=CoM2O7su#4a^X6LxuPyhc{VQU+pj}-A(rL_#LAm^0+&o}ZO=Oe
z^Wb#0-1n`ub!qW2kVJ6!&&wTuxX?vXg-6gpQNT?+*_$TaQ3~p)Q&}_0c&DHy?;Wo1
z!nGS2X}^!j=e!<WH7(x#{&aG&#mco9{WReJd3YO&Z|P<3BU>iI*t<J_yar~NyFXO7
z$vGf}_qzl;d;T072BA|$yj4alk;p<kPsRJ&@U4tB_-W?7btD<!Fsg`cEj^z9;LJf6
zZvK!BkmocxRyGIwAzHMxNDARMcS=I~t`;bNf%?-wl~n<*10%huAmsU7Q*lkEIgBH2
zLwv&#U7DAz=1E&CMzwVZ&vYc$8KaZmKzj88@MR0~GHjQcmG03#Xq)&iG#N>QKmX9<
zm-L)IYHEK@d3cQM`^+(Q8=#<F>zv<L)E4Mjyjn}(7|9V-EAP+2^TZJfZZ9uWREI5>
zY++a$kpmQK6r>pxm+85_$!t@J7h$~MIC#n7XZG`RB8&Z*2XukAobK&48jr$FFXLJU
zCv%>qmI175hW`jmUC)1Up$?Ura|ih&VAwY1Jq+rm#lZ9h3o7u)aeS<V+T{M;TWV^?
zl+`zrdIU1YI#n}*hFl!i`&UvWG-F{WlgH6vu#S0F@iW1>B^+~v_E^O{m(!G}*q;to
zaH|Q$`1r!x5t#8fKxU~fzD(<yM`R_9+yiK#>PYd>Fo`69sK7-gQxcjz&c8n{Lw-nv
zwB3)S<=?nw$-97_pnPXk9dEaS!H8Maa4<5Y&-qw1cKh{L{w1kI`vdVJ+Eq{33MlML
z-a3bhKQumm-Y-(2-!%+jxDWGr<*>3^%$&n-E%$O|@(R5FAEOlT>B$p^QI^yYHQx3!
zG@xhUaiVk_9Ta_Hf<~a46cMpP={S1VKa?58z$ffRlpWzqM3ZT9e#SuzG!Cz}OWxS)
zm@WRB;d3@*=^Kh-A4$HE|Mc^Btx3cP_B%^%;dp&S-PG#G^K05;C-a~qPVRvjbhwpI
zkeQ>TE=;!qpX4%(&*M1?>>_qV;D5#APP2C$XjW!<c^qoK-6g+DsZ!i`I*l(W+a%(Y
zuq+b<{n-IbD!s@1dPYEyoTJ?YUS>k&(%SmAOcs^iEwK0YhXfiDXIeP={19h-qWKkm
zLzlxeOFLS`#Z$V9<hx;hiu<fWYPh;E?3B<ulFmzN%nm<quABvbnU6#e;2D$#KdwZs
zHM8r+5JQJR#O1mqMXkwvjaQAFk(uD9q)mKnRV!tYW=E*(IW1)$@&n!QzMsZFG$QIv
zTB)ZX_=;DD<FlH#yVhbQ4U=f5fEw2itX$j^2HiklHz;kJRs+HH!I4y|izFmlOy+R4
zLOCC9g*;toL^FlK%-s620_ZN~3r0yil$T*n+5ypRkb&hG@d9i#Km?X0dmW|%yhC&V
z?d0tozu^7h*ZDfUOI(f2#ivZhn#9c@do{Pc8QDK_$#|C>n1}QZjNh|!#GT0`|Ax{!
zXFw$y{c>Y*=Sq<LFe$_oG6^|Nv_E8(tlYTfL@^2`!XdZJkra~z(bT{c*7Oy7Ba)uC
zfKd6sGriSZ;-=Zo>2S5VSgWBz(!^UTu@O6|k^C3^T*^`kc^JKN+Pu%NGOyP&A3(QN
zU4Kb`tD6v3tf}*Kxkhs5ZHaq_n{wXCY=khzLEIEE&BscXs(@LrT0WI=9(_}8CKT1o
zT66w<^o_bzqN|-M3gbr-IpP+6np$9D(DED_XQ$8Cne{4FK0Y0=K}#zhiZE53G(uY8
zLov5sTYY46U-stK*0^8fGC{M3ui1~gI_RmmU(GpXY4`A$*Qqqpu?z@frxcak=q845
zV#o5dhK<yq_xrQf^kpT+7+U4zgp5h47TlE4;nIzqN^>a%A@OKK!dio|ps?!duCJ{y
zklQj1AU~r!T>bBh2pe+B>}J2@l4d3lUY!84FVb(0^ikun<x|L>3vu&rZR%r_VFS1a
ztbQBmR|5g0U&(on5oKSSS;Cca2QXo}evD;&NGO`eGg-hjQ2D1WZw438)w7W-PB6df
zO1r)f6h~)!dwP13g*JOlPfkuQ5#E`P4=8t_w0s8>yjhqJ_s|%FPfA7`LNiH@G!8G=
z!bn=+FxC)LquWL!V;T-6=X765N}Q*{#O~1)9$^uYj;WIkFeQrUF2Ebzq9{_r&wCjh
z7$D7($^rp;?xyvrjH(17x3NMfw+BW}6?oR<3bZ7wQVI!o_lNt7Y2+pY93(cCcBn_Q
zwiC{Y`PM6=E=tDzXgymkW@;C(7%(gy$J%q}Hkjv0(J)l#o|jfmBI}saMx=|=WepG4
z*Q0dvN8BBH3N!-9u%U9A=|4!uIrq5C?y_<+vTKxyn&!1UIBHM>l1W9X2qyFtH^V?4
zuR_Jpemvgo$zU=4M+o=qJSirM67kp~?U)P?=n-nRVvPi6D&ls@>ycQX%iY~MBipq`
z^Mz9Rdrbk|+4E_N$Yw7E509r_$qBMDN5>WoUoDz6n8{V4H9fSL+t@#Hqb2i-hLsWl
zpKT2Y*^o*rNWA9L+W1Poq72#r<oOtO6jD+_o}s8nhp6c_YTb?Lnp6-{-lvnyBo`5%
zaNl)?qxF0|Jr}_>a9G0|)UNN{_=-$`ED_I^{dUl%=D8lpMwY+5_q`705cj6ael138
zs?4CeGOnZ)+$LUAnyj4{-NdMw^_#WR151wkTUe6lF!Lp@JX=A9MWF_wTVO43f6<~T
z-7Vlcu2M~+ypfTS;C~!lP0}QGxuh6`1VF@Huq)o!A&xoNR*EoC8B#&FiU{0!yj604
zLBh0ghLn&&T2;tj%S_8(wTtc(dyW)gjo~ql_7k1EmuY(RByUC!rLj9c7vmD^ktfrw
zW*F)-<9cYj+TGnvWG^0fp`f4;c&mV&dFgB8frNyd=hcvCP*Refmf58N{|Q}#TQM5{
z`R;Mn`diI!LV}vbZh_-<R|>fcf%$s@k3?Z%mIfUg_|j;>BLaC}-1!fWk9=T@T@ACH
zVitLZFH#+<ZusVfECKLS6QSlc4G64%)Af6}(loEfkcp1m9tA<zafBFEv6?EvW_GZ&
zSq9XY+U!3|z;xKGdYM7N=AjhD*4};;P@j(XyD%{~ZdsSOijE=Stp}XCpcU26Nrc!=
zL52BvHgi5+Zf&frw7Gy3(tl4~+9pY*g6<z5orj<hTWK&g^PUJxhFV&x7U=^~Vn6?-
z_q%N0-J!kcD5!O-ZSwTEEsZ<hQ;~5L7?pMrjU@Nzl%P5j(2Or#2*zprIs&_U|J!n_
z{g01t9k*cJv`#cGu(q}~k&*_3aJkMfZ#%FtdZdfy{BZ6t2&-_(OE1|BoOExJqg&6(
zW1lxiA3K%<wyh6LB}#sn0HY*@6&m9Zr(^;q&k>f%K$Ot>a4wDNRgMCXAR%sEb?ljL
z`LQyN!*D5`ACR@RMwUo3Lrpo!t#!oxMsRU_d8u$Ev=)k-#XkYTSnmroEZJcDH1;xI
zS6$jRn~SJF6!2w-CX~%7%O}i7k`wQc17T!*EkWE=xlWU0MF-#PBVD~@Jl~M~#vtQ4
z#Qi`2{d?-Rv^OhW!yhAwxRZ+EHu3E~_v`rgdX_a`m6AX(lbM-`f^th!^Zb*<%w5fx
z`*wez-R?z#uI~5yjK0a_%WT}gx7;5RGpb=`^l@eqvkPEnm>5Tt!lCf9CZ_O)DhGoO
zp<X(X1o?zD>af~0fz|@qn?)av2Z@pq2eY^L>?_$5k_tc99swC7IC-AoXD1Twdv)H_
zTe)};uz&ykuWprYNKCbb`^$ZL)DpXojm$6D8Lv~zC*bq5buRJb=$@Y+{T6GEZlA#_
zvB&Bc<{S7Nh6&bfDicEH_#BIA-88kI&uJXzFoADG*a*m>n>poF3F_duMg)5neu-vt
za$o>I{PK66G$P}m*RQRj$-o?q=;-KIO+YRDJ~f5K0lav`#oOCkE5z5|tR*UeSu|e=
zofli*AOj`0=`e946vW58Y;U|j3LDbgejZVZtuG?i9R7@|LQ%|yDvdtwg6%>|nkXT~
z!{b(=E~NldP62rYL@N|98~w@AC8_=GN76$(jfnu=oOPL6;K|K@#E$6@xquTF8Obp=
zbQBg-+k6VJXeVDS&uMyIdy}L)q;L+lq6O+8&xi&KGzqo^j*cvl73<J+Fa>maj2G1r
z3JrNKBU}d!Caj{NODud6)Oyu)G(a3iB73qD#M^0slU4wpyTub#kx|jqddm-Bk^f*N
zD?k6#d-yW0JU@L@il;(@)}Y)dFnqoH)=U^OV^jkb!$3(g_^-Mk`x=j0X`7}at^>MM
zU(NSjNqH{h@9*>QLI||Ed@juWzO98dV)i|5{_<n+y%$`EL8qjDZoQ}kV?U253eyKU
z%5r_@M<!Cz7)J}<u8`acyr~$ea}QSgc<@Lg-r2f5q)EtgS(%w{mVVb+h!Ei6$?a2R
zLf&SMtuKs(1bVolUtZ8{cjbCbzaP2D1m4Dg^9u`GV3HeTal_vf=KrMD7AuMIHua$W
zR+*T&8gh&GODpl<8ug>nb8xW3*MA19_a|1s@#DsswWGaR2o+jl$nv3VVcA0pFS={p
z;aI_rb5qv>*lL#tV`C0*3hmb#OLEXhV*rORq<4XiU}rjBP4QV-TUE9$V9<$aQ^#+r
zQbWC_7ZrOqMId-E8swE|jL2u|u>(@Loc8;-X|0KEzOnssEvIHCff(}Ioye#A$KPqJ
zB!$Q*r+mx+Jd0=wMuQ_tN>N?XWwO}WoRX~tL2&SL(4hM9qKWIz$05r`w>2H`p9His
zF#O2WH`&0g;}@SMt*~p<Wv<~GsvJV6Mb-T<!H{#YncSuBsW9M!_Z>End3kE^6}q{{
z<ZjMo83m&+b&=v%aA9eaXfh(tPz*bpwL+hhia?iK1;Ilwg;UN!J$kl%tU{p3L&>u{
zqfOQOzYhe8T9X8)`(mZ1kQpk-VGHG!^I$G|R1rd{%Rs5fkZSEFir;OME)u!NMAON`
z#4HGtP~~L;2E+d<=1aRM9vv<-JDZ}@!vmOa1czz9gK@?=*gB>ci9AVs*Vl{^7k3EP
zKt1~_&LN}_BpZ`K(G0QXg?RHlTd6z!ci-P?`|iou80dzA7um>srw;bjUyW?@t-&1R
zSnG6m>~MdRANE>k(UbQ1H7>DnaMqix7l0rp|8shOvH+Y}gFLh-kpjnu5gLW6?F|jt
zus?|>^9Se7VR&TR!zvmR?N=T17#^CK!|(Im*e<WP-{re{)Vk%&z*U$37Pi;UvYIzP
zeiKF#Y=e^4HmaUBI*@(7jA_LewB>+gi-bd>){c~+T2kKRw^Ekgkkh0?Uu_!3S2er%
zFt$FMg)F(+xLPv7`9I_Sss(}_aRYaWn2*5c%M9m#!Htj`Y(9Q6aDDB#7e0#o_>e{c
z^%RGm+3@Zz>wqxUCsn26yH|#h<g&q<%Kp*x@f{09brLX?PS%M<%xb$DSw?6<#X!#^
zw#b7r4<cHN2g|fPA@BTFH!tuhVM^45p-Ycm8&oZ^OV4BX2O*<$p2L+8<2Kp$Gm?wi
zow8^%dIeWoBLRenWjOSufRBtJlAj-2?<p{J#OLX9D1=+@a2y2FEK03vU}bu-83heG
zI8rd7%ewqkPRyMgsBG~fvXs$u=4gHhq`Dagv*E+8f;2I1m=RJ&;*e|)f5Wj~jw9$A
zSSQGh;~;oAS#R-(IrwJAv)sB$XQeUla23+kzzQQBW`7GW!{1*;s7e<gc#>YzhDH>A
zCdNge5&B`0N|P}DD`ZAIq;w66@(Wv9Y#xPxah`zzR}9W=VVgY$Nh^>!<^n4_N>YDm
z^t-rUZk~84P-!S<I!7Syv~+L=SeCta-8a&w{EJMl<SVN`KmG3Kq87sqcoN|>KrG*u
z!s8B483$N4$HBocMbD65mE$&F!dq!JZ+sUQ&YNI;{jIp&^j?3~nu<oR*#TKtr7*Tw
z{?Uaw1<QBq)tFD|e8JV2>sE|<O+Q68WQQhePP0GpeIY_<AcvAW@uwRhdT!DC2BcIl
zC<5ARr^t?8WY|Q#WnwW$|B+{()3z=l`%L3q$CWe$G|6b*ycxV|d2i+?gY!qp&zbM~
z&0(?U9(HRu&HT@S=-&|RMd$rsk4B^k+qhu_b4FtNalUD^@9gDgj@SAIz2Xbu$}Q2H
z>-xqD9+{qu^wm8D+oyec^8x-e8I(;CI2(Ngdxd1}$xZuPP9jfphhPq_u?Td_Cl}nx
z1!f}lmMFL9V#qTu{aX;OQq)uo>apBNgj99F&K5q(61GvsORla9+&VPDNc|b;SPt(>
zJXigOui<gx-BccTdL*HFRzV5O^kGa|PWmUfR3ryL5@O@pGAeciK7%6hP~Av1jm1`a
zVnfyWEWr}#!(7rw#XV#iT8}pop>#A{kp+^FK!-$K{CZjjY)n&}yS)87RAgxvpHDeX
zicZ%*_n}cO`uH$@0i^9aC$?vDqgoZPX_TCxkl_P)MuWGqO1|)k#HX1@xEbK-vfbns
z)`qo9^6dp~6Y8VVp_;$qDl*vyqN)V?!%7k%uuAw-_X&_Ehe8E1U=Uu=3N?YF5Oms?
zhxaKtZNkBoNzAVm+J(f0B1MM!LaxOH<)_H0V4jM?XAxZV4@>hHhTeUf^IV(UV8E7;
zPY)-}*g$TzUF&bD9Zv6a&y~M;h#{YL0di*l>lz?`J}={mcqH5K535HN^#2#f-YkW2
zTjsBej^i@mKH!h7Y@kPj!HBUETWy+~90sNxrMg0$f#QVNVzK%2huSXAq$eis@bg|d
zYjjer(vDE6X{Ok$UVeO`Or6e(PpZ)c8TlvE28o#n;0cK$G22v#ZHOnW%5qeEFOFkm
zxg|hcdxbvnm@;%2$_++ZpF^H!(dE=^fC_5c&p|czE5`};oWgLn3M`)_Osh=mjqUE7
zg7W^R=gMRQp+~AJ7(=>eyR~HM7~hS`l!BNoSz$IiAD+TAA0+}rV}qEd(qtk8rc)dW
z>V}G<UMma4B5QSI(CBKw{zmg5hAvF3w9mG2k`P=NXb~xs+9YGtHQ#KAYwaYrRHeq5
zO9DRSpJxaM>KIf=Sl4|vsjK2i5VpA#*m)~IjH2q#rv_%~vIGLozm9g1KoV@mi)XQ|
zkUIW7QWXWh_4NE)4zRXhS=nvJWyt{+PMyU?-wqN#rg>dZeF{N}(`0M3bFU<13M}e3
zBzP&wl2U!NOU$3PBhR`XnbuF9=zAwW+D_<B5g1G4^UChgv)l>^ipr7-j*<a#D-t2y
z*rA3XNwWb6mSODDFZ|}Q(UB6ZNaVYo2J$odMePu4k3$;hUQEBtbq05Mw?ZLZMIpcC
z;m!`k4SFH6Q}t<VZEcNl<P!gcetGN)6SpQ65(qYg`7A&hDw(HGZiAlT*5b;rC1e&S
zNQY)zS{8=33#^J-FhmD&K`QRXU@9u-Ly^)_+nfBM8W`??w;ap2LNpa<yN7f))xjtw
z$6GON1K0XFoB))@J{{62drC8NOXkXmx<3&fd2wG;vJ)6|DNJrF38N-;HT@QTg=Kml
z+sLM>57jS!F|Oy;e$YCUN&}(8hAyGnLXaFVZt4@w7v|S19dak#U}KDmg_L5JlBMy*
z25C^1F&s-^Kj96v^B$4A^L4U-Nj|Vq&%@<@EuxXaCl(XQoCt#7ml#u$sjbS#>+prB
z4_CJ2?73I5WyWA>P*T-Zn$BEZM)jKCtnnSSrC*sMfL=y#54jjQ>PaNx%pnjd*|y4w
zPlmhp*cBg*%gD{`1xgG~yY++HwzV92)UjJU^3}>5T7jR?-!tL&0t7f;d$+0OAU*XR
zmNHlk=_cY;>F<r$`tuV<YMYs1eKvda$Mdn4ii3yoG9&ez*9U(xh%6&X26M|3zBk4!
zbgI-4IsI+0x)m`gTJ<V?y}f5DTy2CcU|`_*PAXeX85R*Y+7Y_t!7NjHp>Nl@Ad??%
zbpxTM(P@ZWJBBd^R#Y6s#!$f`+Pv?D(nv}+JPz@{g7VSTxnq-`Q`2*LiSR5VGgG?$
z#`de&XmztP(NLv8`v;M(!)(Ugb>KXJIEgs7Dmcg&#Zyi9J(SPG$dna<klmTT!no=R
zs|5$cuXE{?GPmzW7qHCXLb=4mALVD=8yGb>*#2SG@Jou5ZmZBN$eBX}20oIs8H|u4
z1gR|NJk@KGj%TdC^krpLB=DTVe_)cC5_=FVP;9*5f|dNcoFt>#Abt>QTT!ly5F?+E
zQ1L#rc7UES?zw5l_@Di0p!<7Z5NGKn(VaAe#zuS;LOzqW^;gxSgAq95$H$ZIQRHKH
zoyTdQ=3B^tEmt?O(+jg`F_#RPTlpF6Sxi%%3>kmi9-cTmiW@q@cuZng!#ZjX&g=a6
z+ODI8^m0fowu@)UoFtJL+?#3MQ4*|KG}gAPUouPswe)uVa%y5JNr`O%y7cHy`KR2_
zNdwz08-MOxXw`;aMViQ+YjyFYi9rY+IFK>%dR!hvA@#ejQ(rkDCz+E1z-RJIb&ye&
z4$7^Yj{Gfvgo&71dCklyB98%>0ca+m4RK{b#5ICLp(3ka-PJPLcSu-EEF=Vd4u@{<
zdM~c2#QY8sE(sqg)`c0dI}Q^`mSGRO8YXKgT>Aj^mBBrCV4;&ml}uexiSvjFJsHuz
z^aOsVlwS1<i}Vl{W=q~9oYmJHXe_P>@4@1HCHzo(b3wyc6rKP$Z@O4%Ts?v><YEdq
ziG-R7Es~HSuk?A$wn_v+fD*h3*IpsXk?4Ebl=Bf$(joVv&aP1=i0|#L6|uDvgV<Dz
zTQpmv+t*6+v+IhQ20lD}(6stn`G9e45YdsTtL#bTzNZ@rQ!WHOe4IbR#G-Yb)qsUd
zEpxFic~b{V&f3meLvx{k_Z^4TFD3#Kf&^NcvS35%O$qHF??Py&SaxRoK!fg#vURom
zb}0=S)M`2I8j)QQH#$V6w=t3r3ljMs$1iGfUiV6Ktiz3jJ*;j=pEo22V)gCq?H*SK
zz+Tqpxp@CY3j$h+AU>$z8gGXmXa7BeMuzD`D<^}018}%?lNWQ+h~v(v9(TsgDY>ZE
z&jp2WGm-kgWQ<9LVLpS6GI{97`p|>9oxw|PTdI-d@n@F4mE-c!?MK+5&_7WYEHO|2
zhNp%aV{97!<5J9{=cjUun%?YqvRYxjLG&cB%_ZO=Ua%F#qNzYPc8X8#^F{E>GueVA
zpZUZDbWc;h7l#V5+WX<Mv|D{!ji*Or*g~0Nw3j7lI%n!q;a1AgJ0~OKSph@?-Ks;A
zcBvmsa<G@w8L40`aL0%{sLcL)Wc6wLd#_d|8<Y<{LRDFSu<G;hCtcylK6j(1<iEga
zuE&l3x2zhV`kgfx^&f6vU-xSQ?!kQHh&L_SVEcAx=4zSSxoFNX!cd*rj+UnATD0}v
z=7>i1s&)WAcykjxpNC0I6jfCypN8=4!~n5oA~Lt{_c?i<&N-Ga8~n2z?Q+CVniFpL
zMmlr)3T0VSU^YgT#3$EOk|BNLWk4O-mYthQq3Z1lXOUJ5C6>9f-1B7O>AS9cHVE02
z8B&-13zw4=5AW0FzsGzU(|P}BqYPc8Fe_qWX4KnjTDt_AFO~`3+iXQ)PA4`hT@oUe
zKeQYddh#xq_m45EgRI=6`?0a|nGnoQUL((X=T@bsF)E9i(QLHGjZ}&>27&7$jb68%
z&1*x}6*b!ckQbyN)IQ=iwZpf4sIuSXUfI<5eg65%&-^{*J1rljlw0;QhN!+%BYk+k
z)(I}9J?Yo{-8c!I=};0~9K+)jV<j*B5^(B0*nJ{JIilFFXfr*zW?{;*0=v|A9gdX;
zO1Y#9c%2xVIrcT!iNym}@U|zc^93WfPb)fA*XCkguBnE|i7(#$rLHdto(m~-5fT$B
z9LYE>uv`aG(MhZk7l6Pkdzaw}N#99JQ_~&NZ-%?<Jve;e_K;@JqNhU-IXK_hEK2tw
zk}|=2t$#_Kl5(b#jz<G=KQ^XT^h>FsU;S*1hA(FO5{83$eW5$HLfl2QrhG3B1Ec8p
zhYd1V5-jc@jvo4VBf4jy9l9R`jxmXPn^|)pS9o9y=RHd+!!x-^M95{nSZy>TsTHo=
zAa8{#{`6QrF0os(f=>o=R?x|bbpfZC+ka4{KRItK5TEo=x_-aqz99a)iUYLHihoUE
z63s_V=oD~)#BM?s56!Ta`uc?rxP25ZU~IUYa!rBU4OiG4o$l+=a6|zSu53c42n^-i
zMloW3JJwsWkq|;}@-XYk;2Achjr(MPh;CH74)PM$0^}ZEAj?22n;o2Zg5=UOOAswu
zv(w4A*}ljO8K@_PPN-l%SQ42`@h?d5^F`j+%H1+qOl9G0a#F6N!W?Y&ZRio9)!UIj
zZ~q<tEb;(A8XIwF)s3mc_ey>_I?D?DG4n!%)a{svv=&PC%=Sh`e~o=a!($3YjfT+1
zh{2QKbUNeCtPnO$>KRmx4dpqJq1BFN4#d?b?4*-kT8;@UcNo8w$+hihC?yg`@R9|O
zEqOO9)oIA_hY-Hv624+NaVx#pJrh`r1TgC>-^PBI<AK3JF_I|@xX|y+N9XIC(I|&9
zMBI$yn$#E`Oklw^BFS$JjNoOOI9}~(uH8klyq(6IR0{|)pC-)mRC{PXe<9;GhSh2#
zkup5d_lql5ebGHsnj~(eb~}$jHu0Q4O1;>UTk}T7@jGYOY*Zr3mB_qqxwIQa9w_aC
z^~tsL^s;kvDO&gcFME-`$<||7c^iU-YJZK26VXLPfAbCn0jV{7sW4ChcH8=!vj(Vl
ztDR3gJ<L3EHkMuXX{3=|d^BXEJfa(LakG3?S~fE1oi%Ov8j{K(ya646JRcepMA4Gc
z{_R!x-fO{sElZq$L_B>%v0i-cbi3^}(8lbw<nIjY(k-6r;hF~Nw&j~c@s!#gK?MnQ
z?!wmA$N9?mxBTl5cUCX?>9mQ&o#rCf-QFl*>cbL*;gP-qSFeRZk6^*hgBM&A6S?CQ
zxjPG7Cd4UxrcqYmorAqu-z@P;Ho<=j&L^Fo+j4qn1@)fLo;o&V1b2&VIQW(KjTgD0
z9I)EFvq}r<0+|TOF}UTqnyowm0fST&z>jlR@Nb*^dhD?AO*d99-G0@eg2{hhU%hN8
zIm@MR(inQinrFbc{hKZ|F%nzGe>fN<8p#(c=D1f>EF27il(W(ggV~gJrgxcXoN)W~
z-jgwX{Gy3qFc-e{FT;jbn5)$XG;)<8*&{T<DtzJV+yOr_!TEX%<b!G+71gm38RKmU
zgvu~*T<UE=$5};FXU-S}eHv^sRF}B#8e=AbXy2z+#H8qkG1Dh~hOvepvluW2c+VVV
zTD)yr*-^MBN8c*=)v_;9G!x5N^CwC7m71By)-}(>Hn^nual*tr|JS3_RO9-?pZ6o&
zsA^B;1WmAJm-~g6mwaA^`N*gq!!OQ5><QQDU8w=I{;ulLjiP3Z_5<J^)>xUSCpoP_
zkg*-#P=S()SN5t=sOV_Jmde%hR}Ax`2^mQZ2apdsStPz%hU9vY!989$Z#xurefO2&
z=i5vK{Px?ZiqfExC3_>6dTIu1D8r@JutkG-21dpM4|W8%L8+Y#&*BO5?r(6*s2fA^
zh6=DBpq!YPp;*pkIOSZ~Wy<NO^Sqme0+FAZIbD?#H8SRp)WAK_$3INEgNxnW23X*K
z^cht-xBgkC{4|*?KsuEBskBh(>Z`TZ9?)tSNgn@o1UC?mqFksf!o?ZbFKkHNl<KJx
z^Jf&!kC}(AFl|VW9J-Ptb?R1HVkMQ}F&Bb8F+4n6k_vT~8{4+UV(Ql`t}TO7=G~y|
zL{)L=QcqaZ59}Fj8Uu+WQ??TT$Uoee+kzW!d#<#nhN4R_Qrs`xFgD|OYD9pLn9tA_
zO*3)2<-X?wn!;F-*VzweD=zg*qiwnrtCj6)s*PWr^c`xL!-ej{ybw_c5OmAh!qVzs
zLnmVYRC9IT>t$*3skX=3U-VT%#o;duG}6IlKbD_npr)8vY1d8%`)Vn>c(LXH*8U(y
z`CsR4XLfF51GiVSN%;IQ?7|$UNDVhHn;tZ#9LqftUZqeqCfvh5<|#*L;z4~cft*LI
zQFM*RUud(zX#jda@;xb@2YV$YIq}yv6G_H@(`M4+DgSt6KtjjG9!@&M>z80xu)w$b
zuQP_ZIP-s9xH(va=f2Lkz`#H;o-~?EpIR9UcYKCA;v)bNWdEw6ZaSTtOEaU*!sU%K
z;3DC{m@g^=boKm!2Qk;^Bl|T+BY0z)ik?i}jk)}nJFmK%9E^;ZS5ud1uq*^KAnF=_
zUgV$4%EblLt%g0F>_IhytmN*v<Wb!^T{aas*6QBP3#&RL(qN(v-%ztk_ROn|%=Hu$
z^p$j^Do;t$;3YoQ7HJZy(8L^$UoCf-3O(13cW*YANR9RAQZOlH%3M+p&y8MoCURwc
z$YNf-0MOjWSCoCVGUJ7_*H^fNZQOYwPDS`zw<velLgiwD*{D^yu_T5vzOlfoh@O-+
zvC2uIQofAj_Dv60S&mR!>g9f*eAcn`%`d$85Mg-B&MLNTV}si*^XYw<cuA4+JdmrK
z+r`_f^HN!sE<i|I*%b<N(RYwvs$>xheE;ih`r}UauHOX_6R~s=)Msbu>c*^`14NgY
zkCif4JVAJBwW{>f@6`#9|9bCgjyzbSj*i^RClzs$B*5R6GOyBrX-!H}AGA4O1%a!P
z)-%~nCvcCskc=gW60=EYVzEZt@wtuQrm>9*@9nNCRdX6-@9*v^5A{2)!H7?UX5Q|+
z1kUR@WOlYQ;b|Y~3SFEe`T-AGr>YTy`8zSk6Tjv^kCoj<0n6Ws1$^zjzc@yUg&5dF
zK&wkbz!Kc%zQI62s<XM(B(;qAy-t~INiR>&W-<mW{TFyU30J8Yj=_j&#54;ZndBdp
zxIlY4md8tBLcO&g?<eWPvb-f_<#0BC;5&UHS)jX7F@{qvHoeiwS6Q$FsXyhki`A_^
zN@#$HplnaTGhxBhozin~lO+)(Ab2PMHnA}?&*`MrFctDqDH=gwEA%3l56DG<wCqE2
zQ9(5(bNV<@nVx8Jsxiu%^ojc`0JXqv@^STe%2hLSARl1_dXJ-VLJyA2>~56n^Z=j&
zT;|TGkN#QGbe)_u%khzYZ&z{I{Nkho5t7VG_Wc$>lTS~yW@G>K=K#?wMGRTU5Ela$
zOFwpGJNJXbyosqKT=LGz31hIj0N=t{UcFFMc5y+lvv)l%T+**R`F~AbrI#07UR3Ft
zY#OG*>;-U0u!W;<R0-cB$zbRpcA#B#@c$h;FoFLr3YT)1*5eMYtx6m91MSXz(__&1
zMtT3_T5AV`)PTdbmCbIs>p1i-)Ix2uHc*7PD6P=h*(uShPXV61b8&n=*=YfvqXE$}
zXii_hJWxILJ)L7_Y>RJ%tn7->UR5eI8cjxdZgD{rpUOeQ`Q*Q-$`4mw8T-ltz3VKU
zL)0K_ZO3u8OHc4!GKbG{>KFS<)`XeS&Po%3n!+ID-9d<vVO`I1Fi{0rpfG2U^t349
zvos%bjM<eUwY6Z{^Q3bh1yXz|@s6ERWwW*gw%ltvI(^^SvPJqtQ3K!zBZ!$8DBS|)
z5j^oY&+ZBFY*m>|P<D2w5E;l)bJ^^#q<YMjTPU}k3T$w{=%k`TsS`9({BoF-yrVUx
zAv{j?v03sSnI+UdZUh77cy66(&fyT{uJ%KDIH*|(V#aD1F9_S^ajliXfQBL!e$A8A
zVABa$vqbk3g*I0FDcV@$p15T3Ll2(_p)4a@lJ_TtA3VMcW6W{CoJ%_zPeu{~xTK+0
zu^5kMj+eEjd`dX(=`J_DS|95#W++w=9$~9(hEbBxe(dNL+sA>AU@dQ09N%q3H9QGZ
z1}mi<>fRZlmuE%;mvWBXNz*}^GzWNYh5(L3*B_zV!T7jX#?C25D+n9evrI|X#Q_)R
z4!tWZ-TWX+GgHLnOZaKP6@uSyAFKY2mHTt2&um0XPbn%$B+&x2j$*L;6Fr9I3>?(O
zY-m3lM|2Jxm$+KRHb2R=cx41Po`qkq@y*Ie|7iyMKmIUhQF`_-4IXcBv}|WC`?i<;
zb3G@BzwEI%9sXq%PBNtG{Z#c+T^S`>as0Sb#LH0yCV`)ik3{raryTffce2`I>K?aE
zu^HCk2=$uWHF7~&n1RT;a*FaoW?bTp6z;=ya&0X`?O*ADCOlhmg(}7OMLVbpWdgm+
zz(j*NC=>QUyO1hmkTQo*TZ%~FY=(=`La7<=(e5tF*FvT-56xvVg7jif8@vzR2XJm(
zZ!xeLhDF9wsq~?X!(@b7d%!bRJN-|9V?gq}*)BwAu&h8%rZqZK$+$B@W(fePvtj8`
z>4uw5?ygV$BD*Tb!{vY0{FekzaDkSb5vEBok5pi{^YB2CwUBIdy8=3#;)fC+JHp*u
zehIm{Gr1n~ebiV<zCHuik0b<d>RTEK+gw#Dbh7g9r|3*X8mzLV0Vupy3j3yh7lSOX
zzFxaxvcRr3bh0L9zgD$_!FM0U-lu)VEgMARKbxZ}kYE!EUZ%h)XAPtd3Wdoxp-ddZ
zLc3p^5@UNPL%Gjs)f{c8rsS!4CdnTflTFlQHo3zq2?7DlwZab>cq$RZiii4`g^s#w
z>73thimOU4g`Ol<`v~EjOfzfm;}$+m08>K5*({Um8fxu}!?zo>T^hlz+c7MUZ1z@e
zLGB9Gocl^`;L;TXSHTf(M8&tAA{Y~g55%6Edl(DxH&w}RmW?viR-C{PJteOmmQCb8
z{mTsw4lbyrxyzmRVdWk?PH9=i7cLOK*B`$#P09W`o3{?<YI2)BOBN_*?V7vbVrNjz
z<4ihB-16bKQ#=K{X`yY>B4Q8bjVnn%Uzuo;;weP=cwwKUlnRTmQn8V+=Yx4vLBhDI
zDSe@}`3o{ciB<+t-BBo6paW;_+P`DMhhvX4!T^Au3PMj8;SlgUhj7xd^Lqt%k98`}
zzqQ-()NhYXsV)p%zJqi|NNn4DD*##J`b;=rL}TkO)n{`9sR%K0e3A&HnMAE&A?Y0#
zg9JF7J@S}OiEYfun-=84myr3?d}voj@yGJu|K7e%N-qZ<yvx;Nm!#;_tEa~coX|6C
zcjFwqv3>csFC|{GO>m*I<&)H3FAB^ZH!|mMW3f9w+|B6XegA5_rb#JVwZ*E9&;m!~
z7tDPtRiKFUiK%j8P>AG8A=M>4Rs*aZ>x%A!V$O6bl4Otgi_<{1a6f!-jIyu_-hU><
zgPO&Zyo!ygI%=*glSBz4I-z5UWr`fS-Mp(z>z9r%A&l8akWvi;B3^*xFFlp_^N7}!
zG@*p=WjlW7Wmno*xZn>Bk{<YkIU|r89SGl1Q{3XO^e3XujiAQ&7v&#io<QM?<BXha
zPb*r<ngI$YAmJ$&oXD@iMru4Awtq`T3EZx;fqk1yGhUBBGLN`{x~}f`O(V9;cvy}~
zBs4th_d>SUN8q=|%}J?+tGlooK$l36(D&zWHy9Di><Lil>2uOA0)nZ&!$O^QRZii2
ze2OsX5cicW^%5OW+#r<`F@2~9gjc}*xKdh4V)Iw_VTrozP-yn;*Mmgn!6R;Z<qAHP
z`lZ>xE0`H-IJci;ws<?`4vfpWy}o%R+FRD-`2kn&*9ZGo`iy*_2En(HfPXVj+X07P
z90<{^F+$p+hW5MMoql!zIWJnimO_LwHt5h><$<PHd=!4%|A2P61lubSF=ui%P7En!
z)=g)v-ZmsgsVQbP|NiWxWVDLl#uJfZrUT@%cF3I=ROA2qg7G<KoLF-rf$e7}`U?PI
zn3g!Z>HzD>9zU<KOa{D;!3F!Q=n|=bi+5EBjZl7&?afm7XCMU%+;=8OsE#k@f8?wO
z<&0x`_Uy4WRaBd!)f6O!QS>L9f|t&ub?0&RV4B%_)u;yS(;BYvQb;%(slp^JkmEsA
zV=gSXYL^7I;@yYuTLJx+Y;RiRBw5fg3E#=1r-33cu1^D1|37Gt#t;Jz;)d<w`LAIE
zktC)p*MDCgA_}wZ1TE9NUwm*H)2bra=zw(}|0sj*^k=nYWpG+~v+Ca9Pwa}A#B)r{
z5KyXZre{2+FkdbpR<1XV@O%;H;8(c6j^v8R<4ScCM-Iln8pRdK%wcm?Ftyjr!>SQE
z+KO$rNvlikq#jYQ;ecg2Jy(`nf<T80xB;5MK#w`L@Lw9Ga3O*%y*2Db;)xcl&UX}D
z!f17ZlqOYJZyc;4@KBDDRf^K#KMF*^Fir=6IzR6xk`L~41C)m=AD@xmZ*BN79zAFJ
zP)O^(oKs+sx+nu{T)oOFpBRiw@F=3cpQT!=mqZ>OXrw|+(=VZ6U!sT4M?wIqhln#-
z+0Ix6+@NFOxHBK01~`L$CmW!B(;CEgHhVt5#*;%QMpjr#*V?67Z$3hgBCKulO#-KA
z@^<(E%R=wFPSa0Lov%s2zCI;tx6_Jg8d1L7yN9}fo+8X2E4A|74i5mr{rTKgIWK{f
zgya3eDdPNZRu_$o0A1}+>*nhMQ4tpuzlH$c_y8$-nPQ%R^TDVV{kYo5af<YyqHu8#
zE+yFCW1T3ol1O5439K0XxCuPP4xIZMmVMk8MUMR>x=cqAF9qo$o;5zncvm12y6<wX
z)I1Su6VpTmdF?TMuqe0*H~kYn%`Hgs-Ynl<?)nV%N3?SuFuA1TdJUeFdce=4SRV7f
zD+HBgKMut-$d>XfoPNxxS#El8yPc}3d|28S1z<YB{nP#MZ9xA0x!+Pl-X+`Hb?Zfr
zBLB=V!ZW}~LEtykt@`3o+vd%lQWcVyULg{q>h6zy;4+yO%y8bgO5M#mp;mU=al*q8
z4+%yH?|}{QeC1k;f1uhvBwDr>eh>fW|JtUB?{|$)>Hqk60xl@f<fwu^8ZFo(V?CI0
zzuL1G9Ff3W!<@G6`)?T6%e)&G;BK1BDJoVSr5^)m6ds(=zr%1Fg9Gc{tjo$lgR$4u
z7M3}c1MEt)U(*a$`?JH0lZ#qpbh+uFyOkZHH!3$Jf686d-rAqKsfF@#_TpTBpSwad
z5@|eH(e26C;o}J0WzLXoxAELu2Lh}on@`AleiS$2B+|Ibrl;SU0yFrpq4Urxzveh4
zy-IwBpo(g-`8ATxhVSs=IR;J^%G@lR|GmGIUr?FBI310a{((_Qp}AS4=qyc_29r<3
zOSBWS@&XHqZYyb?badUxHswp%tKRJ~BcB5oAJQ)?W3-c^B*)C%#oj+^&;ed=zDEQ2
zSMQqUVRx-<Jr_~5wWIlnFP+;gV_r}EI_fw31L|YUbXflHaq~&W&-2kqyc)htQ3(xr
z+-d9gd?Q6ULcS8|3xiB2dflGP5eLW&aRDrjLEx&xxGr@$+%6RBFvojoMQ2s;#G@3*
z)Z{ru=-QOrmulaT0@V_%QUPr6q)~*JC6q{D-zzR0gSm7CAVuC9c(}^F*RjmJY(MpC
z(pgNybFt_%A9V-la?ee*0Ya2lAFrf!lkusUlfh@Pe4s%GdsYteB-2EavmY^laY$PM
zzZ(`yLEHovAw`n$kcr8%>3Xu6DQSoN!WVLQ1kKkW6PCH@4u-t%T3&CFk<hjy3=RZH
z317ReF~zJRl5=0<TVoE~Q4o<`p@-a34@s2z^;73{lo`85XhdWFKib|pDz2vK7ad3l
zNsuJCyE_CM++BjZyUXAN2qd_>4K5Sh-GcjIA-K!n1PKng!}Gk~cfRw-UF+Vp&Y87f
zHtgNiUDegUs;=(dwU3?n5~DVq>JtYHzPKbDPo%m2aF*T0B)F)<d=hsbK?j2Vy)nvR
z%@Akc?yAMF;L%=FV-k=u79ujd(5%5zx1E9aWTU81P7|I<SZgznWUu@u{yJ8tnj4p0
zC6Yv^38DomUt)d_Ca`th48!;DMUK}$KKI1rla>E8J_^Cp+Y@hBMUjZuqr*{&*jy^*
zhg{xX!1gI-is0j0rqGu-hKx7{&bnq_njtbW@<%8rLVh;vylW+3w2IWXsrw7)G-F!z
ztRWrO@c91l<8_DG!A)iEuTRk*8`y$n6AIwlFs;!22BHNg&a7X+J9Wx*xMbc0ER7n8
znC^Ts#N+MJCh#<6yZ8fpk}8sLJ!WQRW_ODjHFaUsURkjeN7n}H@Bm8rvz6Bs!&lS1
zP<wxTUFP6`MO2AL>`V&^4bfP32|atuKLQreWH(i)YSFK}j?~Cb6ot$_l`u@)9tP-m
zZdy6<{07U;(V=p#U+&yXfH5gC&*9;Uv~2;uaW1D>L!JqcfG)9U1`%=06J?u0*gVRF
zW1m&htNpba-LDfhz5Fglrk@VFqrxqCKe9m!zgwy>QNc|p-h8boV$V}y1saZ+MiXx+
zGw>~{7C%W`f~*#t+t=`}ZD?w`K0_Pr%+}+t1@f;|cfb+#U;{Jf=~#n{o9L;Hb#X!m
zgMJ2i5H+y%b&ED#7&~n8@p{fZgv3$C{>z`&y+!h=M^upCu1#L?mWIUW4s0@kV-dty
zu=hDC3Y-E<o7@n?P833*&!zQv_hmJuA=T$hZRyT7CM8V{gj%hzraqtelh>}_OfEea
zXNzx`4xkuBRK*!-Y0e)kJ}4LCK(qLzh4ofM25+_)jWiXN<9jXyHK|SCCqHkQc1pGB
zg?o&A{2y_@X={Hc067u}G<(m5mI}aboJ-zY_5JACsXYQV4Aw@nhzWJtrTzxD#K)&W
z=HBL>MM#y(xXzf1ic|Y2Tc;Iyvq?#O%n}pI5pIkcLf{|o-Q)<ejCd&;%G-e2+Nd2b
z+CA0VHbHvJ`Zl<k6O>wH(RwcR7q_CYYOmKWlvEAAdB2@pG+}ERxv1m-jT+~JI!iYT
zH;t(=(+3jz18IAD>-snH$-Pay1C&`L-#?1J`;qqbT8`)C{yE7VHi}+x@H~gZ??JU$
zTJrIW3u_a&DeiMlgH6IXeKg)tIiNFpDqqfqffP)(Sbi|^iDHjo?@??E8r=k`j+bhP
zP~s_Hb80VGDQDO@x65e<?*R_7saNEvN&s066hUaw;l(A1u*X-<sFc<x;y$@Ktn5G3
z7;`87T+XDCNDqdW7^DsgTUvfVFvN%)3LSp4vZ=<pMt!`l_0n9Q7am?9R4tww*)Q1n
zCeyzuamzXtOGX>RhPgN;6G!145ViYSefQ^qhZ~Gcu*i*v@VBmLXrlmIUMo|i%PfY5
zbS%E3I2ixfYsYf%ukY7(UlQg>Jb_RT`p;boge35Y=uBcukTsY)6z8tm<+GUv_`=$t
zE6APlFm8MPBP@yY14r>V@O+5!&t+kJZl0|7L@5-VW{;>KKASS5S^N)qj3xeo$InYv
zUg%6`^yj(a)oE}1q7PzRUs;q;)9Er>j^<i?T4J8E6cjAFtIgZ-t7!0xp))BKSFQ(1
z;C^_|W%3GyRjB;+=7t>O#;QNy{v-=vtYj2W<h*xwYYFOc8A{wrqo1?x?Y5xSV-<X{
zarwf)(q2exPP>AAF#n6GyjDHoKB|w`w+q4-zqH?5ARk-XFQ1&5&+<7^#=c+L+m>}^
zFPK82+T31QC_{t$w;z!=;W4bn&71S!Qg+zJiy{ISB?-kC#BdhR56}G8(#0j$1JOe6
z@A=V~L_^|pTUKv^)~cNaeC^SDhD4m@YTFHBkl3jGa0yaM<n4v?7!#+7Btokt4CO<Q
zt;~t8N?@0O$z_SA%wyrp1r^INIyI)WS{qH%)u3X${FhQAeM|3I#at<>uH4uyYWY34
zGiwnlv}l$o&BR^Hdq!76BERA%_sXC*DEslUH!yyKF_oF@WXwnwfKWdJ*pf*JgAk*D
zqMZT=f^U8bcIuobO^5DVgk4gX>Z#Fc@tM`&seBm7$$s1*((@N`vG3NCy4Kp>!!@i6
zC)wv)*Wq0Kc{C*<u>-tRYrTtj3%Y^Q^20a0^<3MKP1-d0TB>8iej=dKzQcZwG<~7i
z2Hk$f#2(@lnC9n?jk}chWVikn^Zky@#(T#8OKrd4bSNvL!Fz(edHhg;z|OZtXm|L*
za?XRAOag8zH@TNh{$FDYV02h__1JuWzUB8gk<+siSeZMv3ba6*+m5JrGYCA;mH|iu
z0uV+;9V)*0#7}mBJ9cc-x|;)KTZy66$X4C(E422lgv2<ZTy|uR``{-k_et!!u;PJ~
zQ+{^RdmUuKrIFX`H-|Gu@%sM!^|((AQ&OQw&^_7L96#}@zC!rQklDRrs3!8>=|nbR
zKxQF1L<T&yEbx7L1zsh4EKvNF4l)6&Jm)tcvI%7+0#Dg}x#`K$cd=Kb%`Uh|cVpHI
z!O}OENyG6nN)+#r-}c61Pg1Mi4bOd3q|RHUeJsZmpahd072yn|Y^CAEeon`s*4A@)
zpZ|rG^q$*4vKD_O>l-HigvG(bYjeQ8@#ojf7{rTOow`0NDHm$8C~AL_%Re=r-?}RN
z3dSErO3E=DXGNU(ldJtYzmOP>hTYg3ttO7q&67Z}WZ)X9HDrW*lik(?viGWJQ0msC
z_K|rH>k{f!&zP@N1rJs9fGRsF^aP~Anxv~bZ(`--z`b#M=kN&0eA9AA(GMyJY*AoW
zM5x+EZ4#bHOg3^xA3}7Jj}kH#6>&9>j<3GpWhi`+hr@(}m!(UElwPfGDDzcBQ0uBl
z??)x_6^>4&a$(bbL8vFDUbX!f39+usdj9D*={q*9DpZ_N5$dnpnXHh{xJ}@%Fv`Xo
zQW!xsKY#USJI^Axb<b;S7E)GOw)H|3nIok2BVk^sX3OH9&zAY9n+FB}+g7q$Ud3Yo
zzhJSubNeJQI+U!`j9hCkmOGm@EA=cid@$m1DIPVh`8Op42Q%*Qr^(pSg7Nq6KI1#C
zV1dxYm)u$K2noZ2tD|qR>fy%MrFYNn_n*hE>sj84156m35|(l~p^kJU7R$Sy7e;*a
z6x$`VIjAFnQR|H9#y?{G?9~<c*cB-3r^8K@AmUpr?z*w!lw7JAl-uJq{<yJ^bW&E*
zRI%7KSpI*DQjJg;jn6`a_$Tc+PNCmkI*>`Fn1-3@D!J!h;zJk?;BUA=&MUiJ)5O4v
z)EW)qfmxLukNuf`GxAWzpxgc3!s@hd2EOZvO)#r1B;U(JN^lK3n42<exa~%pIFG+t
zEP&UwC5jRt_+kKprPy6VT(ws@og?1b?@>x0CVb*mkCl&+oSjXw3k*KB3WC9-LmF|t
zqXSm_u+v8#+pDd+K48#h(I$L5yx;SZkBe?c^H#YTFVH}?AFK)~?-zQNA2{cTQS+tv
zMxvbhfrV&`=nvHeV!O|uPaiZn@nd_gQtAyX<%rM}(L4_E9jd^r2i!J6Y1$#a$Z_uP
zVI?0<SXlejzH-c{tT9j_J7A4+p<p@1^rY_5*}I7CIJ>L34wbWg@250s^z7Ws6hRo{
z_@3kQje~{|)z8w}vlUAUq^bVNibeU!Vf<EXHJgm%2TijKw>An^tTH`WUCk;&L1IjW
zpy(67clbw=p5Xj3qMY2&gILUf;R(Qs5Y_J!;bA<p7->cd1{IZr=Z+5}3r)R#c<Afy
z^u#X}_(=;5|F#tx0gp)Hf1YIrgDVTq34cnHcs7q6naaE&X22#kmRq;?AJh~<Mxz!M
z^>ELk;OktY&+TB6B5W1iFQIua@b}>MGuFCJfzB%~RHw%$r^{R_q&|_p;b8MG#2T+K
z#LCSUZa#s!s#mY&CgaXGjWEriN&5|d^%5!G)y*h)CgV~Fkcs)5Jq%vSYn=_|0W6Ek
z_UbXdVn`2ged%Nnx#AV}XYBln=NqIMU&s_;tt04pqQ7@FMjkzp@ZB>?_&qSLMiCd;
zXGgY8|FhXi!=%5iF{z=z;wyG|aORCY%S1PyX8QvKa*~L#J*)c;T2zkF9mx-UI|01=
z36I1=ksyY7IgL=z09cW)oI<2KYLrfKi7l(zY2c$I)v2<&atado#kkimQG;50<$_8j
zY-_a9FZ+6(jz0tLqAGi3Fmul6+=EVnI$roV$f2XMjw)g4ib-s`o{gP4L2ym_O*mh1
z<;^D-=sA_5aHN0sRQ$xv03x%NVON}-(kK=0dsR>x-Gfag9I+}Ty(4YHK-qA4e<()-
zOGWWRL$io@d&WF%A<V%|_2E)fP{j~o&*;iik3=Ax@7)1V&XI`J*mitg{45Cn7K3z%
zt`Igj53Nlid+q6xi@qhYG36g7r#^C$oXI#0YHe%F90fTps_b%~u5sVx5kD>sDm@G$
zN9g4|i6n2J?#R_)76nVumc^q6!dGv%FL+k>HtX{@dWJyy2@_;0dB@Rt4QIJ8^Y~+E
z!BR~0AU^SlK%7DpSI!`EX18x!dUex*=2c&}MD21@Ap)(24?+=fcy;kfDKFf|UlG-8
z<aPxAa>g%?3_kF=1K=A+`AcPNM%PY9yvJQgYQ&m=YO~0XPe`}+RWce24Yc#&uw8gw
zU%B38Opbp#8W(&=L6u^jj3ZC{l=Ah`t35h0Xb$}-;Y<WvrEJ9dl67zKAc8CMg5cWp
zz8aqOv^9#vAp}o=mQofG*m~gCF&lx}q_D~X4?%PHYX$GMa8C$W%^6fR^Hv;nsR?SJ
z&>H8(f22cloMc^b8Lim~REHq21deeaQqIcuA${4(lzadiR+303#-RRW;o+g5ugw*C
zmHBsVbpcsgWA`@uZ@EDP1M7~h2|X^6gs2O+C6mC#LwY%5wBze9ORG9+ekE@gX3I~~
z20E!(K`um9pt>LHgs;ARrzG65z_Uj{A{WDAf0fJ|_+{8F;loExDN|3pFq>_MyC=S`
z-<MT67hsscV~ShCDMYELRaqETqzt>fI9@Ar*>EGLsR+u^a<`Vs`&RO3Q7E98F7c=8
zwOKW0#VzQt;;!;%<K-7YP2I%cRgZL>HaXoAD{o?%*l>tpK?>;uzu58g)X;E<=-uGZ
zo^bc69}<Ii*EdH8#sWmhQbdfMfU+lLg{3ZM=LcOI0favdW<Pb^&<Cm?L|8NH-ADhV
zjJ^)Rz~2XJGZni*1E6@uS-lGy48h=(`h!6(BpaD2Vt&Haiyi1l+Q|2Oi}A-C5CkgW
zlX>16L6AC-b(QllEtBc~gAMY7*MIz=0*rJ;>N9|j_|TDb&ngjeW%dD>@^JzskcQaI
z!WUQkJ&#+loqK+2)VAFh6S+n9&zz{4ZswIuCO}-}!^6V8H}~A#m-{>tr|KFzMGHBr
zPOfiLDyfU4I60So-j3OI@zXKeoR#(35M~Du;SG;XE<3bCk5G5kh@}dm!Iv6KGx|)G
z8F5#p?Q`wW<sS^P1P@Aeyy9D@lwHPNT|D{p3WJ{G)@$<TUH$&l-EriUSq0c{j+zpl
z5@eWkF1?<1`#d#i+@W)8exLTi?p4Y|zCp>~IHPK3tx<+aNGO+*<^<d0B%zHqGY?n$
z=MDv(#&zht+fKm2@nd(N$68@TH2Otz2~0QRgSZc)rz2ub6>k*sc?|g+7&U3GEVbn(
zxrx6EyE#X)mxNZ*mI*E4j}CW~@r@UgA53MTPUN+$Z_}dqNuopevtp=8<9w#D!jeQh
z@=T>q3g<M<M5La=JkkwI%qGD!MRR_fxew@D+OTe4f`Pxo<y&Cl<aQeJ2L+K6*GSf4
zdFOM4nFiMf_ua=Kj#5@zPNFl`*FXjToz^29R0NJ`AQ~E)9PD9F??o<1m+x*Hjdd%f
zXpT<E2>bWMXs1e8K~>9NP{Gi~PTj96jD3fZWOj)EnQ50_tHehJI|q*eqCe~{KU-Z&
zEVmvxJe^|F$6yY2l)(j^sQVQ**zUENh_!pt=}0Md)?IG;__AEBn{pK?zqE#rN{iP@
zz$ehyoP_kc%9EDL1I}5|pl>iAsBS{5m@ObdB*R^@5P0v}&b_0X-!=I0-BW6*f&}Yf
zTzlT5uaDzMfIMi0-0ZvRX&=l{4NU@DFZUk0sXRszwa}pkQ5dhg%yd>}scuW88j$Ti
z8{hRu@eNSGcc-C^yAl^B_(Wx12olSitUZN9yd1deAl=D7wpq~7s<ct3u)03g!v1MP
zO{|JNLz$ODy3%&rtWdG2gU^pG3_%qlJoR5H63B(`KTA<yq3kf?Uu+`sO!*m6Yk4PF
zz|eQMZ~^)T1yU|`QgeJf#Vb-G*SCb_FKrioZoRd1jF0QSzPR=AvAhVI)96FN-BDYT
zV@*a81U@{Fn@B-Q#WI-Fd>m^nued-qfivTjg?M#IBTRh(Ud4`-T@mp(^LVDDTc)38
z9a-)WYur?S+a(;Hlf1}uXc6HzX)xQ*(rq3%$>kkZhYgtyr8{O*)|@2uv{W#Zc#|y5
z;etPUUMHD9HBSR;P|<eLWyGT+24usI7#tOq0&>!pYY$3sS8q;)>9asIjxk{=O<nA3
z47iA`R4BZL6i!+U0lX>l$I9^qaT^&_!*9>W>Gg>Ju)s1PpS=|(NSpG2+3gY|?(qdu
z2@GK&m*39(zo2V1Q`%+~PP5Bp^&t7Rz&0(&U5RRzte6}ET9(;i63&zHoYOuox1z|m
z2yZ2%#ERP6!R|`iFiJT&IgS+pY2M#ysVRoNz2#r)w70>!4AbT3QzIjhZv`~-c%x8<
z@^)IvcpUB)o05BKuIm$M2#P?pj6&i@ybt5OYe4T?3w6|&AuqiS2QDx6vE?ZIclMFi
z-^kU7s*2j;3A19LsX3DQtZ(KJ{0#e*FS`_veA;f*tS7rmm4I5ke1r6-8ZUO#z3iM$
z0C9Zk1;+84kT>{muq$MYi!)(j59$mYu*OxVyGk_!uvxMuUYvvy!t}63_|`zy$~pCZ
z8AUuLHo7#K-pGrQHC{Q`<U5{0QlDknP=94K2kE*U!f8VDG#(kt$-=dXV$|?@fy-}d
zjaipaY0G@_6;V)Ym%&&+ih%-#J5Bt|wT~0lLg1<q(c=X?B`ukMak3b4cFnTwVerxr
z&Jd=<Uv9$pWlVT9=2Yr(^71;cc2A>#L!yPj(n_wD-N*TRpBN1j2_>;hQb-Yhv2yuC
zDUGYGCDeYUet5zx`S<coIp}9BL8>)4kJ$+;#r`g6UX{0O=&r0wc=BLz7*BVUKK|u7
z&e$19H_)^v?OU?SYqxkaPXnag(HC)CaETCnb~Q1I|4~|6s=zaWG&^{}&v^e!VC|`W
ztVXU~TbC@J^4`_a?*T;@v!raP&KQANu}mv5Vc(v=6RvKBLknG|lIxBQ>zKcQ=S`VL
z_cFy*q8q<|q~Rr)6@WgjCK2J@hf@lg%oz;d`Ig(7qgEIhSIa>X$mw*p1p^Vp${yCU
zjk)Nm=Njlf0WbjJW9~7Us4W3*F;Qa+H!5o*I>=TlI-Uk2X&2dg%VN7juZesVD5NhG
zrV>hqWWAO*%R!tkf~k=U1E#-6B9H&jh+AthjPH$ve0Lh4LlV>NFDi{ftx%bkNr^ct
z#jP5`r<2DTLSS))M#Dl9;Hik&WnTE%8q;mDsP}CAZW<_#c&VwSWmWGjb!4Y}kly;s
zTpK#-t4aamXH2xifPDo`x9VW$vKi;kr4>-bX+5lTD|;SIQaIP|^h%EEdmN546fxRx
zPTe4F^5L)$%6+FN>-v!3XYJB;e8GVdUPDPea(l9>WJNJLG=!&{z{%mKhY57+5f{qG
zLlxU=<g%=NhlwkIM+e9BRnwv1Ngzjnz9y1-JWxW>3T+>(&QrD{G^+-(Jl)+=R&dl2
zbjj12wzdRkq<>^~cjauSSvLQwo+BgR^o7Fo>Ks)T1;2R|fqA+;Q9dm4$gV^pi8Mn|
zHjz>H2u-%QKw~&@PC}_TI1FJ=TD_2`b6n)_I*Yokon12Y_SZZjj(Ex|qJkmWOTLOb
zNak!+<?Ytpn|EH4==>0&m71?F+>giy4Wm}+<XuCfW;a6Cy}f)z$lZgm$ZLZXwHmS;
zB<!r&n6L2g%xD#-X;*!GGKS8sLeI;NkmFyxqJ2Gz@c5+-dWQ3c={>`?Hp@h37Qy5V
zWZ>y}bHGC+ww9K!Bzg%!m*O5IqSSZ`A{F(fkj16H{=#Ihl7W}wtKK2adh|TGMz5`O
zYra>9im{BvX36~=EPa#GmSA9JE;sh%)mjYrJrDp`?>4AW*U+ee0$ZxT@Ii_wiyUwq
zlvyr#Xg!D&2rnX2jN+i)0V_N7S!!Pt7}16O|JW6&uDUhUYaem1nme1dFq^R%iq?jP
z01Jr_ec#Kti}H2rSq(5USf?dP;iTsUk5AT^_tKZd*QdM;bmZVu=0jHGC2x2O00=ZQ
zrg&fMc6b`WN7wZ9G-6h)LPdl-;Vb8t9Ly!>Uz~259!7C+fE;=c1x515s}%As!n0u?
zH`e%_;_z+H^*m$r6m*Ba;{vkuIFqIUx<i$XdgC80hzb_fUa{z|M^6zK;|C>4CE$>F
z?oCgj?~j=bBLD!H`1?c^c&_B10tc_ldETwp0&R8>^v-WTHkK9bjJJ{K32z|isw0Oo
zt3ghxs;v5_r>635lO7XZx8o3E00*v;zS3aC(x~CQ;$($oJ7n=1fm1wXTzlwpZgM$)
zP^+}Ib(hP^SX$dkA4a|Z&Ju-A$!Eoks*SH<t{pR{+V>}=1BRa#jRXLYVJ^EX$;!St
z1oH%dr-8Tb#>aNb_#jRrY)oOooEoQrEcdyhKR!c=GZ9$OY$TMZh0Rl;i>P7+^;?1j
zmKec7=1HZyIyLPSuO-2@%jCu_4fH}DPEiU)mOu|GGt{VM;A!BKEl`f-K&*_ryfA+3
z#xgJe&){X7-0BT!ngzT8Rn5v(s}zCw4ktlwx-MBnXeWOruQsU{l92_lg`4U)G}#4f
zcb_H*Jv{<ig)6g9d~Y4P5_p}KT_aV%^-WD}o<xm5(BdNvU|yq>7KQJlv};56v<0^8
z<bEW?XUP;wcEzoRg^aZ*tx^}*e&kF;FU00)BpM>&-kP6;_k)NguTs^Sm;OH3VvRKn
zN^U|)85b=u|6t65Rv{)V%-|b2O0$*GxWH!eYxnPCA~9&U{c(u$sD^<^pR#P;J!UsJ
zJ|wGLemdSdzP7I{S4Q3|>yv+I;x0`|rwr@x3;fswenYd=$RU$GV#$#YlBfVc@DCRs
zw9sDRJIzuVV|X@0sZ3-s3Rw1^T~%NN+{)QRlURpa7;mQ@6K<c66}~I#(GlJV+)4Cc
zWqhp9dount9nAliFJ|mCndx<{7^@Ywtg@m9*X1_JyqvgCFNI7Y1qa2JZ%2*zKo(<}
zis2+;)J0J)007wjXCRAvtO>+PE}@MRa~d9c9ao@jsZv0MzVgnioq^y^nB3BLO>`<7
zZsj{dYFABV{h`A({Y1Z^=+Z6E&AvDCl+YLZes>YNupv%c3ndjtCgBYeX@amql1U1y
zB+IxDtcLhoR%26S8ld*ZiJV!DtiNGK?z^Q7=m5YMgnl^N!D7l2Hz*oZzkhG^;yXA>
zhwQ`+h2MP3fb#K{+1&=0oNT98*Krg}C>>{*)zjbr{eCx{T6Z##R3EG=7ZQ+HOfM`f
zOigWIIF%=NljCECOSIdDUejaFM#7s!<PgkhWS(KEL?A+-(OzY%8X8js4B=#rT}hj9
znv|UmCr`lx03u#_W~p7X;`&6A!-V(~OXJ;R^**;cH+eKcR|Kises4|ab|s{M;o`8`
zJbPr+l!?C>+2)5kZ9QhIeg!(V7_;!5)WR&0+g=-d!&E7IRW&vSXYhQ(#(WGcZElvg
zNRzHbLRD`Q2Jp@FBa-+=3=4rFh1hhlf;@0#LnSAI%$=W~zdN~eqGI#$zs04dE-6lL
znSk=6zxuYrHqj)Uvs-@v{qcpYH&%Fs^wid-Bps+00bW7DIl4OzggDwl5S$)bB};LW
zg)4u*TE&Ybv66#VpWauf!;lo%ulG4bA`F!|g&SwTruL>?rgAb*gQnS2Pa{AZCm&zL
z?71U0dtH38c$`*8Mp<cPMFKALs6I*VF7G<!?eooYnXN^skAoXXltYD=BQL^-nMY}l
zS1-RZI0b_}ahO#jEKYq%<q<&eq~cpbvBdnpR#%m(qza})H3xZ7l8%e|XRr)Q(UJBs
z&3M^qee8%aYr}pfH<G2ux+?mkaJ>Kk@V0pmhzJ@zmU&f?E?8R%+XZs`aMTgZ7fRGV
z2onZWY&AIfUyjpyD#+o3(9J(tnp;`e_s`Cj*4F4ZDrDV>(rv>+--h;zLzsDO-c93C
z3CpCLC%s~MVbkudQF|4+SRoHh>NneQmE-Uk)NXzU*ZaMGNtp8)(XUs9AoVlwa(p+?
z5P}^JM$RPNcGR>n;Lpm^T&byBUF2<li8E01atW0~M#<|CkKYz`ALHDSLgRhtiS^Do
zZ^f{-_OA7-51M=svt2(+gJEO<;KzG7?Qgvs`vp=p0(5P^d*C@ru{oD+;w$WEuc;wB
zzur|U11k*2f7mr1ch0VE4sg8_toJ<BjO+oDnZ_aurto#J2vN4Quy<;uYsz?8%c{z`
z$1&wS4rzft0Hc}+Ej{*+;T(i;vham|LmMXi^@hspnTPbQ1s>ke6%8g=zHH0^B3NY>
z+Jr!6JVL0At!;!<!L85N7g0quK~wK`B>OS$x%4MD9T5Fg3%$>i-xVc)f*SC{RT0m%
zc@O-Fj`MGVyf*XXjh6tI@=h9cVH8l;S;@|mF%sO;1}SVf(l^|k-xHN54A>g%LRIGt
zMJI-zswev1ycx8uHw-XHK%ioivHX66@1$Q7k|gV&z9ogL`j<-3h5`M<5WMLE%?edJ
zJ3Hl|UonJ`=m`rC$9*<r*iW}#WAi+{@aBURWHW}mZ+9C!f)jl;y-v1`U|xibY#d(m
zBt?{HG%1UoZe-}LG~K<j8jm3uu2)al&+=eonJJ?#5lCHFAOwS`{LO!L>qyB%hX=cw
zOm<hZl560D_i9Dz;Gl5G`{Y2;sq4<Sp#4o~FFYTeWCC7xKo%vXw)vMzRFXz2y5aFi
zU~G6Hfq*8Q@Mq_ALwPwl&1hozjEx$0v--kweM>85-q6Txcp?_c34=ljrS{Fg>PeT_
zjE11UFprYD`&Hi}I0M2@#;85?jc%n6heQ_9XRr3;0#ev@r51y9<<>C}0RT1`mvlpB
z*&UrR=>1}1148nUN;mM3;!t~gG6Bb{-Q(&&CuazKOONz#j}t7uqbpSrnA2LaGVjs;
znld`8vaoG64oY7|In1gD=6u&7v1Q?yWMmE>%z#gqFO{k`oNq$nDK%8R-Q5?<Q%j)n
zoea#p(%$8b_V+m)G_XX2fFug(h7$P18s+p>b-`n=dv$zpPT5Oj9}J=8ArRE`*N8z*
zS!WzhS9B;+a-guN5i01HLV8!mol)rA{-J-BCKF!Ok9Bfq9|vpeYN}+bLXf$UYr}G#
z&<EjU>j$-hbM35>W)5sGBK~%`sqWyDW`-M+2D_N}^*rPWg}YDT;0CRyBc9j{K}|`F
zxPlMP)J1+Fg)xF$dNdTb)Ul&Iyi}HjwDK(09cTc6F&ieGIy_{s9LcIFyHlf`l1DJD
z(tmEbBVEDD)kq?cQok#38%hhGfOVclB(Xz;sPv-i5C-$T;RY+MH07el!))E9CU}P`
z_$AMuMp{mr6dYfl_@8Y4{ea^lcNw|(^S~ka2w)p}^Am`TjSW_R8o4>s85|kGa@B=9
zn^&Y-Q@jUfaKFc<$hA@EDL8?>MrIm)hM2$2^TK5z2#jkpw!m%`qqXhk=7#EZ?nO|W
z6s?LYr#t!8nyv)yULClH9CO(|Ob>V9$y0;UiQ%#{mU&NSV6J+5w4ftpCljk-V3#qp
zfptE|V<;-W6q!2II=E~LPSt`1>+v|08nriD?v6Rk6dxPa<U<Zee`m8A-E3H0mj3FK
zJA``gP3FPRdmcgCKi#<d<tG<97pBTZro<~p&pH+Qyg9m-7|cKWOmm6*m<O*Il^O9r
z?p=SXVJY^63zdIq75(kaNM*q4Ri~>8K9Pp4cTEzv{qjPEJ(r$Sv+SXI16--MYVep(
zpDu-W?v9(*41d0*H8}?M`}8^q4r5@*;FM6>ZRM_E!i|ZEaxQeZL(SX3PIX(q;mMEQ
ziFdmh^ye=}7?G~eAxT}uF5HF?Ry`t{O}L!ann8(X`${V+Dw>HjqAbgRocuPD`)@L{
z)TCq!h6@Wc{8lSxYU&-;Vu+tz<S%(}rw$IU;kf!gFg9bR3K|MsrQwqT{j)<#IBK{K
z7S>@WqP~UAdWS0$T9;{Wa}t7n8Qy-RHiJ*Q%Z=K-mg;S!;xC~2lKt6Ql0gy~cIHvz
zEzK<Myc!WypR^iCKAJVX?oNYSCBP*Hd{3JyQ1G`0!#hso{?^0+aG5yQbkxOgYuC*7
z_><=@X*g*-;jc=d6a{Qft3rb#WP3b)6(^sT;)Bj5??UlKie7yh*wjtSMvkUKPxM@F
z1R-#|?^qSN{}E393t1k<+u&V&w|F>geS#hFru_uY*`J~aWY;)JnI78<V$oU-8ToI7
z<_u#o=nC1{tNYVo2vlTpAL~@-Hnu+$WMt%5zLYr#<_tdyU$FlU#|M_BGhGndyE{R+
zpa327khvd)=RX#1v;W9uf&2`NDz>5<K+_URijtd2<dNy4yY^{p^5J059B-+j&@vPF
z3))s6&hkI*S`TlH@5ZPsTsLj5Z(Gx~+-QtG6AYog+UH^`S?;{;yz1m++^Od~&zJ;u
zxbRAOXbxx^{0TA=1UEJ|CU$Ugad}HZ0feA=A5eX%^03#(KH2TGpE6JPUU1k0^pf0P
zmhvUvQzz?jYwd48NB#I<%eC}=6tHO5F0}BG%){iN1rB#xafga2N42N{B5Y&vcQO|;
zp4dxzpG$v>!r(*z-h(vin`b`?T}O8#8?Uinf!i&zMrsl)0FT_uO(tEJ+8x&q7bg^u
ziVEf##yCtPVx<FoD4McYIS+>y4P7N3AKX?0hWJzVxroq}Nx9^x^=5w&B!#c-)=u@V
zwcn%s0wQxS!zVv0AwoK5+U4+|E57f;uDv)iG77B{c<4^m{42*?HIEz$cS;cL_jE+J
zXXK6ZWSX&acmG3NAYHfGY_cumq}oDyrWU?bs>&w~tWaVl9;ARx*qy-brM<1~;{EF2
zWh%*xW<}<-56@(+_jz<6Nm=oWKk>0f2M;$TF|mvmVXgt|b6MSOH-GY<WhX*j^K7B}
zhBd+JC!NaBn#~;uR|S(RiQgfC#n|mi@95t{(zT~qu7J-zu3IQGp2zw(rhkO@uw&uS
zp1T|D8HC2G_^y!J&T7i^-i;}}>ZeM)LR5a&iSO?+<7L%^Us-t-SXu1P0}Y{@!gzN)
zv*~79Ue>jofWNV@u+Js5)&d5P%r}xObo0R~&}7Y^>A|>1x2ro>t7wEYW4b~%*R|8i
zT(UE(t0d^5I~it*D6Y)$R%4;A@zjDFUkLp4mj`Iu;1g^B;PHzjEGZ?$RrPjylm&FO
zK3q|rG-UI4bGbMAT^$tIcr=X}8@1?np`AI@a<bIbY0KQ?JKtWeA(tUT)f39=afByG
z(`|+W)U|_Dq0?G~K(rMPG`4m>{MBb${02YAq5(b$Q6H-L<&2O*1h39`y?T!*-Cjcj
zTi;Y`fMiB21Fjm!ZKQsw63~F7=BvG~*j0}eugD>IWM*R~kx*xQvi7<oHhGBMZTsgK
zy}_&xP>6smQ`bYCYW6j=zH%&ybw%;~6$Q_=seQwbaP@i~RcSYL|BQcmi^+iw*MGGt
zZ>!QpXJtK=g`Z*WoW1!a*p-gax?z`5=>1p)@qhpJc%?NtC2K;ns@)<dfv3H^^*T|#
zu%?C*qR!<X-M*4~WoVcDQ)xAq0N<4o_cbA$ja==snddcwEA(vFi<^@A`7OyM%t8g3
ze1ZGL&s8gy_s30k#3cj=??U`%;R`64cB(GCA*}(ban|lO?TR>vxGZ~v5+gHA0`NDS
zs#<JpjJ)4Yeg-@5L8s@L7>KoVe!5%Du~H6kS}Z8kT-n!`Up7fY_^z17b@lfC6draE
zo?OZz#|W=)XrLFoI3XM#l@q3pzsQvSo67{;_2E?=v);w3pyjo}#$doX6MtbIgzeyX
z6h)s3NAjnt_E&h~{~5kcKFqAF0rq2fsx)?k(RG8r`&wsAV<~GouQK=>+sn7dPcjER
z#=Cxx^`O*q3|UQNQ+Jyw;K67#L&W9Gl-lU|GTcyPKPX{ng%F_2Sjvhs%6^|rtF-+(
z7jF3W(it1D_uT7br#FgKwO=9B3lZD_-pX>Y`b(SxGsf{d(g5XsA`D;($53G;MSPh3
z$inJsB{B(Pp<Rgx{ZeUujOJQ%T(Wa62u|cn`xZ~f^j*W&fJ?20WU!MH4MDLS>DsT%
z1oxwPb_@pJCPxhlt2qbE`w_CP-`7`(K<{%Z8<INwP;w+yubBw{zO4q?t#^;i<_Wz2
zfr+RYJ0=`8*_~&3&v&aiuz<>;eOsiRm#X99?>dAUB=*5KtkPHbAX`KqomZ5U4k4P4
zg8$(N4>IS>%LGr!MgY$S!I(93EBSdzk;f)*&~Dc-{b1#`<kTPhI%*7mOyob3=Isa(
z%LC#X^odz)BH<DV9W9;9&W^QM`I$}xA!Q8dTz9-_OZn>{2Lq3cpMG?UhDY820J@h_
zS!#xc(5wnWeBo77tNFR?2$5CI_yg|F{lkFA?FpK3BbVd)R;Ruc#Y0S>ofXV2zxIR1
zQ|Yhg(#EgNlGv%KsfoTR*bXMxH`MYyB?grF-VA0wt(DKhZD?Zh-vPmjlkzqei!pE3
zX3#gZ^t*2uea~f`f0TjX0bMjo=~~lt(3GUV=nySM{Nx-2zcu>reI1jl^}^#)?ZZph
zPzX9P5c%V?`Wkz!&jLAkLtn<$Y>5|EI*vA>Q9yR{LQl#*$4f#hNc96O_rD3nUzpll
zLFgov<ljX7!=!Ux83>MXgWW*53Nq5upE-(ANWURW_E#ERiWNBD4d7aBw&FVk9}_w%
z;De?|$*jKo61?zgyr=hxbAkuT0Ncc;mvVM+31xo;jg0;YTdPdLvH6kL{rAq5BQj!%
z=V5apdL#{WxBqvQ)-{E&F9DO|%1b5^{PG_?_ynlmZ^+9tx%;kCZgPSr2tOUF+v!6?
zQU#yihl8nwwM8>edFQoW-15Xe<+)vmmxHp`xY;enN_Zr1F25yKu<<h_;1HT+nJ8{c
z_}O8jqy0x+3lys~G&D*TTbf*zW)9R1XFvXJ_Bxsw9$)I>#YGR5-F}eYam5b&Y`RdG
z#4epO4kVV3Y>F@0tfh*faSahYV*ihp*6+Jt9WBVSwndqbmDZRwtP}0mEZztg`+;QP
zOGQ>zwD2i2skdS{(N}hue*46i8C8r)G%!|7IWn(+gc9OECYBE1>JvS<#lQ=Do;+P;
zO`EyTDPOyIixB*U7UR&nlB{@+r&~=(?=lg`^R8Ff>ZfdwyJAc}caI1{+>D*L_*Yvy
z_rblXhK7=6qja-|M@XawzWL$<)IIXvG&aEVF+P@6uAPg*Vr=1{z;ID6(Ss2B{?u_2
zjki~Mo9bVQAd*4mA|fIN2clHM)oZj%Riim~%gbZxhVYFRBzt96tMOsxGe$K1!x102
z&6MQBf%(m};9`%xGqyuxq^xHJ+a?Bfq$DN5?O;mM7~EhnGBax&#-1!eB%soxn$D-t
zoKx-e`c)Y;Q10B9f+(QVT22yYdz|$~f0}O5&4IJ)m{zBQ__G@YSXSYK<mHJr_@?=u
z^=oL9c&OKYxJ@K9l{XBiIR4R4?vRj~*uL=7uESfONjC%gHR2W6<h76+;MLn@zkVrB
zf{LoDwFWyaU*9&1FK5(?=A$Xh<KyE4TC-NnA4g<=e~)raw`_p@U7el1aj@x?b?l@t
z*wD7!1q3+Hpo#y^d%^Z;{e+PO{u1I8CLIp3YU6H1-I7;vJtgJk+o>ZXBQhv9nKL6L
zYLF2{s)ITfW@ZaWa*7H|G?3OKS`MV{a4-urjK7cqMgh}<G9B@P-VuKZMD#Q|%jFzf
z>G(cq3n<HVKm0X2H+KQBX@$R79i?KbFZP@8VQ=(=V*5JcPJO91CqKUW%*y+PI~n-c
znAlO>CNfH7N=Tdrj>=;omtqocNbua*TfT5?{cpY{#W)EpOvGJ-=i<`R`P>;QR16t>
z6zp!;_wjw?ro(csE-$Me2VGx3m5WbAeG(jj#1hQ@wpAVOTO)08IPfY0wKf{bFt%l|
z=r;w3T}&@&uU12EFMb*Id`YBi-VY(anMA;&bH2uYV;>#=E3?lVC03QyRRjd8`y4*b
z?@umh3%cXK&yjM*-!_jur}x9jToEQJlTeyTV0R!jI)8WyU%PQ02<(4Hhl}lUx2|^^
z0PB6X?AH7K^Bw>dtNA|Sr7F`=VgjRVlMG=@jv%D7({Rz_VVw_nnfhnU%xoY@I1LMU
zPujsboBDvPHRh1k(+?2#Iq=7i_!^M>Igk;E+8v7iLnN@RO2#;=fLgT%s*>{|7A{<Q
zPJ*4mLJ!2=SZvPD*48`tgh*#P$-rwPlaS}6^V*QwRgCBJaifEgRs2PF#C_q=?M!yX
zjn*)3bHe{<+%M+UB<B*4%++r;?xX6nP+~*)VbJrM?c|9}p4d^cE)IVI!4<EqXnJ`l
zw$_-D3v(n`kad+sQfV$b`prYx_B;LI|J74Lkx&zBR2#y^Rp(0%>HWB#jb;ld-}SHg
zyg%@X^;+{uE1^_OyV<3+#k`3;dL&p+xViJ}_EbLpqQ9-``#8#<-BA4ht#!Cv$!nUN
zQ5O|5tDM&y4Y&?$XuQ>a{3RI>*0!VWuDi1S)T`hf^~a0krp_#TeJ=PiJLTwK%?R+k
z9&47MuckxxwWpv!cQR4Px;V0N?vE8Ms_*lJEeVOG4?>jq{$sJJOgcTRE=9!Se4Nid
zHl9D0<?5^S8poB^4`Sc7H92%|*roUB()$SSkPe;)FyNB5R4G@ES<4+UnmVT8w;8VQ
zv-1!5AwqsH^j%6zcSmGE?=fvIj)g*{4{?|<=NUi%Y@fXDy%L7lHTyRX2B)mmE2+HI
zG&KhZ6JCz2q>0}<U3D9J;mhn{Zbw?OI&br$ViCHrPC|-TqA+~IPZaMEOk3>q2LJ#p
z0l_JQuWe3jJr@SPto|>Us&oxUu+Y!hO`Qsns7klv4ZQi#Uq~XZ5FbzyZj_iqy#iV$
zX)<Em@m~Nw#gVD_RbnS6C+jThG~WaM@=w87{_1wl2I8U@yv1UR=@mK4^&7WMPl&pd
zD08wjd&hr|2lx^M$*Zm9@DceKUrGRZyc<|St`(oX2;6ihCy1UFl)0u{6ZJ<NaKWQv
zkeRPeoSIK(A?H9zda0U@#NhYC0u>-4cAeqjNjLY^)p+CNg--9mTpA3$oo;1Q>xi$w
zB$t<6vr`V-G=(1^TuPeFVg>+s?7?0gV*c3)Z+mARdS}G3+wuafGh7=}_hr-;+o$@Q
z1yI!C0!67SxdB`th$f>^5sLlrMt$8z`^$=U8IFoLk6lFc`QJ8KJ{$pAvh-^YuMh!o
zzpEtam7K2wkAB~;yluCR=vV&1i~gcNY9-t3bnI}o0~cT{L65m_{R2)-B-lQ$M}$m2
zQ`g5UnkNZf@%H>N@TM3k*Lm`DAB_vMEtV(g5Mm5etjB<is9$1eT4R+Eo{W^v|LBTH
z8;U^pUT)j@qurYmp*W<WMvz29+Vxk9=k`Cq$t?Q(X=#f^0C=f*vs+kLtn$$|--{Ig
zmag(Cc!6>WG7d!UByE|b;C~_t4cr`@$nND5<b-3`^s_X-T2inKZp;z9fme_9L^CLz
z!xe*0e^c>_(*KGGd%Bn^u2ifTk>*)8R8;oOi3L*$z3V40@B?3OF9$;LeVhXrErPcg
zF27wKkCdL5M#mJLx39swS!|UiLzW0m6rDv;#Axe<AH`R^J#b!VQ)2Gb5}U~Z#vWH)
zTNDC-&it?bvL9Tb*C*#_Z04>EUE!)Vg!TNd|39Dk4Ih2|gwZn%pU>ATo@E@6MYU7}
zNob`(TeG=fR%4Mu`WD+WJyfjao9r_jEtpdG%kkYs8r$frpB5tQy^0!G{>;Keq0cte
z7!c1lxU`<>`#x6Yv;eYTh3F1luZ7(hL>z_ud*4K{$4AQUt-{?mP1jSWNG_UBFjN-p
zAKP~D<sSgx)%zk@?Smm+%oBpKfD6ZolBz05vPH)vIcL`dyg_>!1ma86A)F!E(`@5)
z10OgZ7*uq0WHaa2s&<;|TWs4D%=XwT&Q7|W($2t`9qdY%7}0qUDuP>qf~oJ1kJBym
zW*;gbkalr`lB{<fNHHJsvu0kLeqpM_fY;5&`6=Vuu8>de&)4HnHD8l5CI2mubt&<N
zsL~`6u0&=vm#pYaeFER~R`G+K2W7%zvs?#Vl<x(hrGVA3z^wddlNW2O6|f0OiY$u(
zPpTaq9IZESvUnVHAH?ngVMc}%GmPVD0wRkb*PlS!O~YDqS-33)y{uBvM91D4)r^s-
zQV~m}wzp156rxA2;u7C*U6w%iXLN_Uq1}SLo9y#dLUSRX^}YM+uSaRfO7yH5bxYKv
zuVSo0i(ShMhh;C}wV_fMzTU7&f>~!rF8L1247^0oE&2S7jfnj-Z$rW{Ar)R>K?KB}
zD@2hr<Hb<Ws0$`=k7x@>xFOHL19KQ18QEsz?ixaochY?OaYy?yJ482qU*j2zLoigo
zRr`GzC$?Q2ZxbA}6O#q=%zZDY_7l(SZeTAT*`r!m{&1sY5R*BykZtDnCjLB6OQVL^
zLRuB#@VUznErplWpSN5FAC!UA&S;T3ddcvt4&rYVzy0PM;YPS}+=dT*ER02!o0s+U
zhJ@nE8b97l9C0S=+0(NO{vq70<=FyWkeh3xmk}Eld<%8a(`3>;;EN<J0X+<z{5P%d
zJzqvHRmgl}&Nw-JW4QZ$C#a_EzUG50bCTw$C|rP*Yiy|<_!B^v)waG5pKOabM{gYL
zu!Ie>W{$otk39Z29cRv3OYVQ9XRH>IvRE#e+&mBBRBs>^HVcN!45=DM$Cdx<dnC9(
zaPTJP=%pbwoEc-f4GsD>kK_C|TH~YMO)%%auzDwn0+sAq4U)J>LFvePm0MH)kInxQ
z_$^Z+rM{>hb49coJJz6;DrNvysQO0@lU|n_fIWR<RB?$I^J)C(i}a6x4{6ltt|Qt6
z?9D_xDga;f`wF;&`0GzTl-$!7eU4X^ANJD2$EaS_A^E?$E0B-&^a}iqmiL!kl5-8r
z+IM|_)v@@sfMY)3ifCGEQMBdG<pf@NOOqoxv69aB+GaU84}c+JRboyfP<Zyy)sLO0
zpZ<5p%{sZzy7&CFEBRNa%*lx>|ER<BqyM))5r5xV)VD36y|r*O2f4Xgm^l1%>11k)
z_Llb}7a1GbKbHamtm@v*7ObC4te$_lS~$9qalmh?vZ`8uoZMZ_EI{x_B)#0E)!a<n
zEa2DDYFuQ`#Z}=~ykxx3S3*LpQcjL;@S9TXWZeJUlj0x){^!;wS0^(y3pYL1PZCnB
z>K0yZtg;U9+Qk0-694y0)_@F7MbX0C#zf4?OAlU@jf{tbjf{(v&47$m98MkHG7uT>
z$A8I7yE?f$|5w}p`GZxBRo&IZ5#;>LgPAw0xEia3g@=uqg{rg|oU*!!DG2_EnwzV;
zncKg7g2*_zgoOU5RGw-7msF%|?A<I}S*7gZTuWG(Ihk9qDp)vLxmlC3vvC8T%l(&B
zy}&zKicW+)?>kT?1Jbq}0cupKMuacvP5HTW=WnaAwkI#ihU~l%e0N3|qMq*2f!i!d
zI#c9l)SXN>Qk!Fxu<<x>yPnhH;jQV5L0sD36JC9RAE7OA33}BDUp0w-jeA}G!FJo4
z+O{t>xn(1HqkR>yEA?B>>GA$<*6Y$+An1Azn`Y+T8`)`9fko+w7fA@1<0(&<ak4jB
z|M?y#Mw#B#nYuZd>o=_!=>*%uDPof8GF_U1FUAnyrFCz4+)bp3J5nA0ggyRHt4K=k
zg4d<i+1c8-!xGod8rwZcz(;tL-v8h>T;@&I$1+CLYAK^q%SDkLtQqIIUIJOdZG1e9
zhI1){kCd3&QPKm>V9c|M!2#unS7zS3^m*?GCZh4?m~31*)njyIvKbz*P1D#0(&Ht+
z@Up6)@+Q0!+Dt=SZzmkd`Xc?e+rd|sF-NFE`&K+ck|p8Hp_@Rqu-;PcRd<LFM&V2q
z&&4zrA)UjNP?82hDy%D6y7r4x|B<D^TMbUMq*gCFNe%l4NDHgR8NdM<mzVdiCds51
zHf|sx?6;b4`bWby{R1)f!`di$D8sCkKEtm12yY<y*0;K-MDn6I0cr`CkR<s?j88fv
zMJ}i%l19^X#rg_9Fa3T|l1!7J)qmTgLwx&D=83w}H+Fp%^u~~HJZj~`14Q*_|3Ra{
z1B@%6k)?=kSIc20IjG=ASCz$zolY~E<yvzQc6v(Dv_Hx{SZ@5WvZ$knp>Kxrgep)7
z^5GpYIwXnmJn4P^u<M8lfMc}eyWN^&K5JmsWJcP|>pQTNz&0m=^_wXb{dd6&Q|FPo
z*CfoDIk^@W^=ZLMbJ6-^r#SNoiZ!~zB}>eXS1=H!_00WuV&dZM?7)PC&eP)!w_3-u
zu%&u0M`m<&pB1gvdV(%!2!BRtohq*8y>Z8OaBoZ;7Hjom;jZGA;pt1{7EGlBG$oAO
z*I(x)gOlU!41RU?(nzb`TjCYG$E#Q3o#Df$@N~rz4Xah#WHs&ZmD78eSKIV$VE#={
zz8s^?`Y1Y^t4=B(DE)I0_ilD0A7c~0bVOTI<33EuY4_S8G`K<FaxvadMPqSu&N(2A
z@AHI(WdGSbl#}KqCU@8v#fx&gt)LNgL={V~7vUjPoLQ){{M!t9@2x&%OewS~*x>a>
zyv?T-fFHz*HR<6UQTPx+As&K&@n<g((6Yu{VieGD|F+bpGBSrt;Y}Uo%sa;B%hZmF
zgz5fSyWbOOmYpY``bxEXxE2j+TEEWhqHA;<{640PL|ef+gErfIo$ZQPkK5GHPYtjU
zqA5<b(vh!78$mM8I?cz9VgIY-vo3~`TvG7%pxV{CBrkHLyyz9J;Oh_PDYj>l84c>o
zGV*gpleom>Z^efo!qsGZ7o_+J<nAizFGwx)5dOaSkrrX_|ANOn{{wmc@8B^n8P`96
z%=%x*%qqo2#_<te?=yUBE1TL{m^~x-KiJIs5eSFcf1m&NADnDtyzrlYpZ-6K=>M1y
z*8f9@&i%h5`ZMkSFNn_mPr3hv=nbigu}j?VLrz~kka{H{hHd`N>=*m7xcZWwAosX+
zk9<$Gro*t{OxgiC6OQQAR-P8}<Z_I-qxmw>-t-N5CI2?zN|KR<_$Z;MVc}i`$|#P3
zFCfdXjVQX|A%AwFhuaYQkgpFb9TcOz&H(e<<#ZckF)knBc6@YyLi8bGsNDIzK?^w#
z&u!@0{Tq{8)*VaPgnpX)Eg|N&92q}T%1XZApS-qX7tF}NZ4xOgRFLQJ`~6-<<O`i5
zn)5?`38s1LmHFt~Uz*iX?S$w;G+hudb>vSfW%{tf<@+`7JKXdq0itC^{=mEdV`uaw
zmM_ZS>)0K~2Az=M8x8XmXYnk@i^9nmU4L|s-ZU=BI5~aEe!cHe59rt-*jOPNchx;j
z)d~0m_<7R`)HyiY)fdMsKqk63_Zm-hUAhm(7KKK$8tSD>Raxo>jR5yvz{%V2SavMH
zjX5}w7?<n;qF2w1_x;U_0zaP5%pAgUD;#+A_L{TS!XwsL5h{6)Ofj<t-RqJ5hY-34
zHb<07#sb!l0f&rA7dI#KuPjxs@#}hK#owbEDXtu~X<sAS+tzjFe7Z8vCa;YTHlN_O
zdl+CiyfO~EjFt1V_#Tf-E|-$Fy>#3@a*pwrRF(ll!Ogpc6x~q0+NJJj9-&L9s;B)6
z$}k=67rr9rzb;C|Vsc8NUHQTdzUwnh1J(Fqu+zC6SCe4ML}r^h8zXzy0s6X^-wJU^
zp`XH8!30kumMi+V-=BUG{TZR*Ywaz*|BHaQ6c+PRx`iy__So-3)}T7IG^^4e@xbnH
zwQS*{^nq$~A?`(*pYp1+X6(KX>c#kjzYEi4_Lv%mJ+e+4ksm+;+Zajc5@_0Eu5??q
z4zkk>Z&T%6$zSgw2kAxdM4*Q;z3jdZd>^DcgOn%sKA-gU@+YXIuh`Yg|A)P|0E+9|
z@`bx;pmBGHZY;P4YczP!5FCQLyKB(k1W0fQ1h+ur5L|=1CAhnXK=S&3@7$UBrsmcA
z?$n#9`l`NDwdx$`bN1Qm?9;1%zqQt0+q5i<Gn#j9Sci)v3NQXJYQV<fomb2$xCiO=
zml;NuR*{dvdXA0sR5O?f1nGr>{SSS&AbOOORWAGY&2C#W7U@XJBNOzWSv)&UrrSlr
z8K`@IO=-o;6a7;CQYl0BR9ZeSDcjCfs0F`qm<m(!{z%W5o52EQ(2MfIP9#|1BkpcX
zKQ==bfhg%t5Fv9Mc>&(&m>UWG`tU8hI+|c^x3j+@b$beNILjAus+$ytNYwdd=80AC
zBF2`mc=`EMXEeby697@vdm87w=Ib}-ug9-&bVna5Hmz5=aOo?LoLey_M6J!A7z#bE
zvAWdfau{^0UkhtSy1jT|Yx_z*una#3vgt=X*Zii{eS2yFe+B->=&i2b<W%Zs<^0BY
zMlGZ#BjVz#Sl_Qb729RE-OFffdCcEV+b!|`0E?BNGyfao{Ffd4hY|UkasC%;$@R+9
z%;PWc{5KQHrDJP>K!<|-+*}Hlw$?Ttbo@fx2;}PE?DopV)ZFsl;3${0t%tk1rJIbi
zql>fCUx-_X>tEpJ3mL6{0h@{l#Ovnb{1^PBLx9$QMW1{;!u-7d9)A8={Id?gQ<77Z
z0|0?Qgzvxv0Qj?k-6!i~YXtzPr~sZJC<Yn;1xNw-E5!2`VN?QA{_C+OkOctx+y4;+
z703(ti>4AGL_f+F@D~;S>wG7KBp}2DA%FKj{B<ffkDv%QuL$Bdgoj^*Pf&#aIl_CD
zkMxhLkV5i7|2PJ&Bd+{wLj{8V<!-2mCjPBQtN*S?+yA~tNWg!z0XRnb*S4`H|K1!x
z0kQw9M}OP@r%z%9AOk=}MnOeEMny$I1%px1Fz_%i(9to7aB#8kNQubENQp>DD5x1}
zDJUUSBqVg~bPy(H)@Q8bv>e<VEZmGNtSo;JjQ|m)cref~2r)1SStv*-SpMnlPZt0m
z4e<y=KtKin5<U=w5B$>yphff_1u<@a4c)(NKqL^NzhE?U3{1oca6AAK5ClR(2BDxJ
zBL)N*i1-|UjE_P<&m)COs9_3ba3$gmO)fx#NY`}}Yfha*`OMtH&@o6z$;c@fnV4Bv
zpYaO_J{J-ek$E92C$FHW^h)cswvMizzPW{^m9>qnox6vpm$#3vU-;XI$f)R;*p$@w
zY3UgsK4unvDk}b5Qd(C2rM>~)*woz8+SA+DKQK5nJTg5qJ2$_uxU{^nxwXBsySIOE
zcyW1keRF$v|MTH5y?_AF-_`n8&HjU4_z1m_kdZ;i;J@?&B6%YOgpZ6u&x1-Jr2#f|
zC1l_YMI(|<E~x89hwy2h6PvkBVUR%iHyAJeQtfY={l8Nz?7yVhzbf``dMyL6KtROc
zf$$M4Z9IIAWyweSOX>wqoYkf{0-lsEDYYh06^Z#KgjVHzj)kxHh~qaC$-0Y&Zs%>7
zTaC$5FX^wvOO`vGX966bYBopLaQ*<~W>4c6ebYsw=c>u#XO2CSyPgTNO<)iKR7fT{
z1D}`Lvso7pR~i^W9|CxMuLkL$mCw-KKA<#hG22@+x?b)H#1ud3pF92mM2vSl)nUU6
z>mh?K(l4t~m5#UTy1_dW`Wq)EGte2Q6g0E+`5l^FuDTVGoB|??2LHs5Lv(S1BA|xM
z%MSAmj>ZyEyYJu@+v~aa%Iwb-2$<xAnb4`dxFz-U40dJ6hnQ_x*>F_%ng%aMB{TUu
zBj?Y4VNt0BGm!PkBsa6tN{mJH5CqnDPoD4fuaO$H#?VLF`&g}BP==An$LMlp)mlWb
zD*%%EkR&(TQRfe@jHVw&%O!s-vr_gfaFcaiHZNW_m<0UvaNr*J?jj7;ZJ0I|E}4sM
zr;u)R`0lSA!Sq&XhON{DlXE3XBaC!Mj=mYGQt{@AcqgyEDgNsQ*SWHk+vrn4vGT1g
zpzE8FnF9bo>DDoPISjL(J-}iqj0OBd*g%G<hPfNZ4Q(%CNz_%2QxVy#tNB>9CVVS2
z>(@UDLxf=x-I=h6uX*L6{vvWOrdR9m&CA4%y#S&Fn83M2{VO%fwfkW0>7ClTdKH@C
zRj~|LUst6;wkrayjTrUk1PI4-jnP88sB`rw-Yh3)d?AjbdFrUV*rn1&{e=0V*ARb=
z7;eGP)R?6;O<w5>GTA_TipqnuWz|ibO)1FkgyGF@PS?G;W&`}Zy1?7fc9Zr5TSUtv
zMU?!d>M>p^_T`t*4AboF0vEKk*qh-hfzhJ#pyWc8z^CN0#l=-S-Z6%k9MdP?nb5zU
zQt<!^!-t0liRHDPK0YdmDRERfJ2Fk@v2zuRzBJEfW7b^7k&}m2?4M!zV2moo_QMr_
z=(g3yo59m}kSfud*}m{xqJr-)zLJr56@kM7l%jO*dCK&t=|9a~+uv9vsOVwUV0FI}
z`erF|iiQ3MU{8(X1&-zrf96B0H!UV%3-!y1$XYcxj$zO?ChFfgwL<x#07%<#TiUD&
zn$KmfkDZV|KSmTs?(2C9Aw$bD7TB9Tb%M1V^3|N1?XLaCUpmq+PPJ_fN;kGCCPn$~
z7V<MCAq!D`a4FZ9n&<tQe?f)8tDzv^qvXsrF14C>#V})W$FHh5l3H$Md!OyJ?7CGS
zEi1C&A)G;GG6`Fqy{53L;0=b0<HmHs^fBMkhT5f~jhFcRZ^KS;@9=XnsLr&yV7U7#
zuLv+$3X@QXG$j9{(6S@?O`Nh|RDYqCBdTvi2Twwqd&|r6Q(mJND|sQ!$q!>IK;i;P
z`D=J)VkoCsQ?y8X;{t)w$ZN6w_j35=j{SK-n7nb%4S{+2!M3<~2g}}}e*ksWl>-H(
z_PkXc#iiu*;h<gfni1C!krc4B{SL_1xn#fa@cSj@=t>3}n%Ei4M{M0M&siUo{}tut
zNDVVUZ4$1cPWz>oPoB-1MmJfXcW=pikNV<G{@nROSO9s|!NaY?^}8pXiHH}Zg3)7m
zZi`D0AY5)e$hwQt&1biBVY1RddGh*1Tsf-M-@s<wcKg?KntEGe%Rn%NgF=TaktUgj
zED_+}%WD-KjmGJQqpYJPWUt$cj~33dAf~E?i9dh__;`(H$)YWVXN8KRKl?kDpTDi8
z<3b!ErFy7jR5u_9ol~!3lZE^S8>SkC!F}o`S3<u0v=jcPFYp|+%Z)hv7K8FIUYzg0
zhHH3#e`{UPH*#B$F%UJ#`mi-!fG38(D&1dTBQA4Sd_~G>K*tK~fa!C1{Q+nu%1;$d
z5vq`68W{F}{yFf5=|viSbh;2ZARVw>fh;^OD|=qWMLD1|W9Rz4F^_O}*|usKxXUG#
z`^ZOS9ajsX0vfo&D*Xm~oiXIs{{S%bZTsJ5M7+pwi)4p>D8&ww{3(Z20}A0Aw=b>C
zJJHl4##r5o?ec{)UY&A!R?G<Fm^L*vMwrlYjrLkjK&^SPk{=mTo2TXNW!=7$F0A|#
zL=%(p2F@*hn?_427hFQ42a-Q)c|9@1%+z$^Ny*muy0JA($E5FBGsk7){8kNeNFaJY
zzMaxOBPr>~sFsE-&)?rfZRhA4n`;=&mPQU{KN?DiP!|;I?&g{wSS;(S_Q-jL6WQDR
zGTRM$^al`hsCI7@L`iK)8<Oz{5I<8(Q*3w^Q)TJHsI2U7TjaT8O|G+-6zDUtWoR@p
zaE4RdUPXA8td*uto0<TA2HustBmRh+z;WupI2&1qG8?+hja@}fl}#`0jVtW~p46<R
zT0WTZk-ojte}jAIts#XKgB>=2Prfw!*r{K)pP%98GxE4J#*q;lpabsJ^`tZ+nK!aH
zj9jYRs&CcU@pX7vjE0@kMU|M5JoN>fXHQEaX7E&x<@K9B7L#mwRgrLI;M+!;w<CMy
zAlL<(=eiJeAHFHqVYxwzVdq7$n5fZ48hNqZV5p=m386i_eaufz8*m+yzVlF+)=97W
z1JH&I_AV#BgJUyEG}=r`1w+7kkmy0A60rTL*+%F2(5o<cC;RC8W2c7EctmmI;A7IB
zd7D%EFkgtT93Lfi3my0<b%^?Qv-t;lfYk-{Zk;pnY5oG<K+r3wGM@0@w;ota*ARyL
z-PN3|+e2DIW3aWO^|46icd?XyU(B%%>f+T+g(9|`LC`KJyxAhQx$W@9r;%en+^CwG
z{-`L%EMvTZcdl;cnZES_-vgS5r74|=2y=_Bp>Y3&-mDW675*g~^_9V$L_y~-E4~`_
zJOiqz&t3R(gE7v7QSa}1DPY;Ow&%sI%~EOckGrp$uW^vV2eukQuW){XCSPqeM%T(s
zAe^v7C}|4xs>0+#<G6n8Y`J5yzA705Mi_1%+GBc6k~nr>T^|_dnY(ZvSDhlgCzSi*
z$PBfxCOSsG){v#ch`gM~TtSq@+)S{6l366nus($MtH=U;<7>LrFqXe7x>BrlK88|V
zq9@C_cew<L+}u^6-oM`X{0ERB)O~{|Epe-KR+^71*nBUw(E>zbC6!o9;QGzbTtghd
zFv~%wb-smuvZY=@lmLqJzZN)~HRlIjkVdx?Z;I;f{<4Y+z+l6tYx+(U+C7eT^jp^V
zCO50pj&?D9{&MY&SPH+!vLi1V?;5cpWOvvp_jBj^{n*A)RdDwiY7WwbJJBd_fy>7(
z6Bk9$eOu<wRLS#!8t+Z6TK$9iQLluN(Kr^ig*^#Qq4hm*oHc*f_wygU!NhBC6+B`%
z3XiRj1VH=2Jsod)^H4eT7lV6LSXza#=;P8fZeWTvT9XcAk%^Xezr3Z8UU*&dmV?P3
zv?EACp^f+Q>%Xk9aWddhu55`%21z~=FPjoATiRoS7u(+lAJ0u`D6PAQ==7+e9khNq
z#IrrUVk6N?xAN(R(7NP&RTUDuslLa;V9Ce*v-B730HC3wf>BY>z+f;sIvNHR5jGYk
zCKfpXAubU$1uYFV1r-$?l#`i`fgM6c#qyk$otuZBpP!al7$(Fk#>vOe`#0`_j*gCn
ziA9EuO~y-4MbG<BZ-3)1z;&empS%2>ll_05yWBmn6ow!G&Oa>#`RS)<;PLxGxV$Iy
zD?9hP!XH3i@LRuMvpfgd>rq)Am)_RQKRqgoS)bc5Y>_Qr;-0jzZ+(*pOMNW&50swX
zKZ)F+{@Rus3{hAP%&MMo`XC-ooLK5(N4^l)DT5=)j2wuop}wOp(vVkB`I=nR=u=T)
zbF*jQE1BSD*RZu_A;u5_uC2*G04~3SN&#gRO<cigll8!z{n2B2yJ=!`SWJbq$Bn-?
zmxe5HLG-`JD;kQ)a<TvpB25c*q$$NrK1objB6Z;Zv?!>ekRyGvf?h}xoqjejDBTUd
zaT4VDeQ=@!LINV=`I*c+-03@>^tHas;D-0g=@nq7V;;Ir*IpZ`YCz}fQn^D2lj)ME
zyrEcFx0Q}U!|?LQ;Pp)ZD&HJ0TX(%ys~X!1gP)CGoCdK<B46#x+jV44^J(hD5WIU=
zPwr`pz3OkN9!N<QyXmQhYbPRmKgaK1^XxSlOV@{O+BF9^@n#AA(<?bCWc(z*@F9U5
zrDv)~a*j&vWfe|&GTBpN_9cf3wQI@dK{yLxR)dggTxm8hn9{hxCx;9k{@$F>P#E81
zMPCrt5wEVjxoV;cK6_nc!cJ`q-Hj$p1kcqtxafZ7)r_aBFJrGsiwhV?Ig8VLlBoKu
z>}ur)Q%!xxhWk-DTk?5S9R0%jrA2bkY&o@p*vqI-xQC)T8oRFg<OJJVI;86QFD!E{
z5_slvYM)izme`iOuxxKhAO=YYcS9CE1-8V6?~~2Tx;f$q6eiPq*)5Q|yqJ@Kr*dl3
zp@!ELiP7K5B9D&CN&^dBTr|H6rh->PL+>+{&&UUes`EffeStqw=V+r|y?I^|=fuCR
zqZa#p&L3)<?VsYy{5?|~Vt+B*a%!IJJ|bq0?B}lzZu#!B@;Xc~BLIWQB9un{s@$05
ze!{Zs5VORdhcUbQmwB`H(-JJ)`g5S4PIiB#z5Y|Ju1TB>9rDoOYq`LOye^8_cisAU
zP4Ojglac&UXuS!~sbp8zL#7`}V!_=xE;7wqEmEDvTMcq2D}^Milx-Zg-m^~5ny3?k
zUbSZX!5A+l)Yp>hmWj+XT?-la;R6ppqKi5F{eGcKv`I_HvXhD@XKhl)udSx*znC25
z4cxP$hDG_suJr48S1~915`Gvbix8T~hhh8T_Tu7(No>%yX|Cv26%x3pd5PzHRUc_y
zkYp6RHz<=HW&LRy!F#Oc@@YOq^hva@ZBaIW82y0ZT0&#FmB`Z*tB5!EE!D!u9?P~+
zOOi{OW()R3EN~ehTl+`UjdgvS0b5FsFb>i4^VAudfu!;2f4EQnC-#{t$O|9tfAs60
zBqj5o2%JfeXl%tw7EA7{x#!sdPMvN>DTR^5Rz76olda0P4E_OBw@8rQ*ZdM;E!JB(
z#_!$b>k&6U6dqJlEv&6PW$K(U&pezvu}I@RuSXhD(@1`Nm?_9pn-b%CO5-)i!e>)3
zzGx!Qiy2Vm8@~Gt&Zfm{tO)imFM6)cJ&YG`WhP^Sg;>zxhAPgxA{VdzYaL-j>rK-l
zBY+UQ8<^n7O^1KI*~VeahD)4fP=;(ZFZ5CwyAFv-c>ENM?B`W2eYNq8pv=I2Ubo2!
zf2gJVA$(#-X`ZqkMyi%v(E2=CWS|$Bn+}!cDZ1)ofV*AlAkwG}qm$rAsntMKksyH`
z!9M^T=bd=56LSkG>GA?INf5v!*+}l)dKF@o(kyes)oQeK^K4pm(I7Z0^fYp9zVg(d
z-%4QB;R|3p3KsOC{A8=mLh}ruyO3_Sz3vYXuCzaD6GeO5<jrGHCWH+EpkLF#ksIfq
zYe#O6gfSGy4M}P848x+!p@a8LEEf`y9L^pe+xw&TQq~ISd+z9RKb(rjo=g7}hUN`)
zfF<W{4w&2F@N~93K~2rg?Jc{|VSt;@F)CZm1#?uj$AS1f!^cAR7%0zM&Fwz`H010+
zS4my($N&w`Lc<;cv)orvk*bA)6Lb${r)+cZukk6Lb1)W{&`yh_cKO_h>&9`N?atqD
z$~-cE_9feFWOq2bA;bQ%Jjw=8N{+i&NqzYeUU}d2YTnwG%V|3)H77rb4M{mg-Vj%H
zuF83X+Rk^5`AaU^gdQ3gv<MomzU%!?Hsx{qeO`xmm2NowfC%dsK;gFsN&-mfytAsZ
z)~4XnROsn=N#h=;<g)rs;hZF=gtudg^f>^OK@RxE^4nrTx7Px(;JtxC_Ih#?WHB3f
zuQdhL$mc<Lw!?7TVD2w1Tn*6PqezB$3?V1xQ(<iUX8Zwf@Dk)XMSVF+KRgTy!EN$u
z+maw#v(d3PwI!%bk)s;l5(3xKe41}DaJ3I~ryeiyboFLm6o!Q0&i)R27rk56@T+Z!
z2l?faSdtKJyuDz&Wl@BqlI9f;&{Qf#?Q5}Lbz=U?7{f~6FtT+xi%}o0iO2%+1+)B@
z8BYEsb_zFi21UywdS?2%6%d>bMj6-{Q$S}_xI8iwM6`{E>UYP~-lURyrJksLA=>gh
zwukLyTrz|PDN&s-F+jVxqwni^Ih_65bXw{tmKwbqs`!U0=g1hF07feJZ^^>~ThZa1
z%3s1HY1XlJ-=hAA<XY3-)9CPu`)O0K$BxNDP8TNBP3@;?E6zxfWT2A5lb}Z+8s*SN
zjGWVjgNi7^(HdFf%@r*`{9d%uq2Clot4<pzDFgwy$#J_5SC77!c64mdI%0`Mg7VfO
ze<UgcbpnUSeGgQyZk|9|Mmov~MqMLc*+aY-;1xpwq?-b@7fQM#8z!AbCCs68ze+9+
z?iXq_?YfBm;z$1l2=z~0W8PYrZiN9;?5d16H+rY~ipT=iO~vW+#{D;OpV1-VYKv`&
z_g>4^Wr?ZbX?43yiT*ZuUz|iFPu@bwk+Jd?%G~LV)tng2Yl>&s-j?TzYLD*v5qD2N
zo=L=`(oyHl%ynq%q3c(w7aur-aegGQE@G{54Z4iFuzNOBs<nerK2XO6s<}QS`hA~u
zsPxPdXlje#<XDWP+9q5KWBVqixM}10OWT(&mX@_EUSTxJKmF|b$zJruh2w1uLnYzQ
z^q;%vI9gAlv6BASkvX<SOYfA)UU0KQS)iAGxpwPD-%4>cft705_q{LXIq83C<yo6Z
zrIX{JQ{U!p-P~4JAN5gKKQgK>8yME4vH<CmwWPbS2*?P0VNW)zU}bjg^e<|B4v|py
zlQ0*+un^T8HfF!b^XTQ*Gn{c%cqp@Fny7wP%kXV((XUHuj7`u8x*dgUn!<v{dU%7C
zy}gYoyW0RiAg}tFoK(fWh}Bnz#)q8p2@1g-<Rq<M_}UI0Z5$G+D&os)np0Y((c5t}
zpYrr;h0BPnLU^u!pxcVb6~Ip7YZDYRY&G4=(TA6DU*1(?_EVtdRr!=22sXA>=lPuU
zcgJ-!M9p4ZCc6IAu?5Fzs}cSIm<cA94k!~Dq~fzEoGPs21}qpy8=^pj*R4Xt&F0%_
zYitxwg3%Iq=;FzQ#BG_w@;zw{wdoDo%+u3fj7zRCOB8H&R?cmF3G<w}VRPko11x!<
z@chW$#tY;z4&3|^fo}{ky7yusjvj^wlsbu2Sl28h`uT-!$~|0(tr_B0R{a)mShmlz
zAXUvMbCT0mBu~@zCy)!qh&>$HQ<x*6RvJ;*j+Hbf*9z;Rk#80+?9e>ZY`KWLuw8h|
znF`6PCwW$&6^E)W0{ro#3hiajeIQ456XRNB!x!TZo2dBEk{y|D(9hl04zt}i=xgr;
zTO$w0Dbb-Z_-Y@DfzPO}he1`oHDRX%Ia_Q}?ZodtkcD@zqS03Q)yv$j#H(Vq$zEC@
zac^&rM7a1KvgXshK|jdlJ}1)8&7To(>`oVkkm+WXYNEQajhq;AyoX{nynG$iEc`p|
z$B+ATXAB!nAG2<<FJ;Njf=N@X)C%OtA+D(*Y-868aUDIf5QQQzN+dcR;{997S9V`|
zWc9;XQO@a4s(HB`I(TG=U^7obIoM3n3QehDeJOIT3yXfg8**`58O98GejtZN!9sW2
z#@t{0UTUzX%i3yrOAIM<${R{muuk{UKrP#Vxhqi(Gh{?ti=_!Yx$1tWn&rx$$xsWm
zSR+0hW}y2ScJ1Jzuos>%XWs2*c<`MeeW}odVU2iL%n@*|a4S?@uYTS>sBdH~+oG(z
z?snL_ojRNCF%cwOjzpP-{Xn(cK0j1XeL^R<Hj)iGL_f>x(@u}r1h>x=#!%BI9)~}X
z2n-DiA=e2*tv^58Tz(hNWT5<uD0<|(MHsrGHgr2X32peOUq|q^QJqhJMb@dj8RKIY
zXm!RQZVTQaTXkc;-J-`}Y2o?^r3!-`9pIwbU)*Q(3i_qs?~0(LNsTX1;s0D1ZXKIS
zzgVPgR}}BCpYBAxuUtCfvw6;IM%mp;m79X|BYI*hRulhPfapCO@=sa2f6AJEP5}(B
z<0!&Pfpg>bo%AH-llpiw=2%Y|k19Iz?UHXi;i;y+*mQ@1QTGdM^h07dpOc~)bBesI
z%)Y5AGD9;Hp|#has4|Il%Y>L$F-&+`sb~}gHbj!L?MP`{gZUM_oySi*u8dEIeymBP
zSssbg%y`<nElj?()RgT>s_fjph8#)KP_upq2utW!t9xxPs8rqudi<KfdS1KQ=kg*s
zH{=@GV`4J1!gk}p*(r|AEm}cTFLXfiY+uwWiSV9HTAcX;Dx$o~kEF2nHkMbbbZ9Gq
z&&VMNdG315j=rLB)ER_SFGJt=E;l?uJo~kCq!-^lEq+zx=UfGwBHh)zv=~DG?$;9i
zTWbGT@P<_@OFAS4*uittw1%G?DwQtFrkVm65HUP3+!!2tVR0YLar5qdOUTm)r5Bpg
zE<=1>kPeSlwSFT(gFJ>OY6fOZH&pq#ki84qG&&J%`2oU%PRKiD3hc-87Qkv>3)LN{
z0JIvrHec=R(2(^mUPRQE)7-Fpb#$j>Z!*t3?qMcXvq8k(j@2X4s@xDUK|TakaVxL4
z%5uqGocaRZF`q?Pwah}}fm5u?*FCuK2QVi|m6O-^1FyI}{nb8$qt+ilnFTU?tREHD
zb|4OJY4u7E#W;KuMzVgWZ*F@B;8*5Nj&%BnnOz31D}PSfNq!D>>*!zoY$dGh)}u(|
z$I|r-7K7A&r`U9%7VYdAuOmNe4X<ncP+7yCCCTpIMZOJMAp-o$BeV}9zIZ=<G(h>2
z!MslFI816igzqPnPUSt<>sj~@Tx@x*kZ%6z7KM?tK9hA9fAeB%ALfn5m}19{7VTN*
zVXPTLtdKzI?B7KTc3XV48eLETSZW`Io7eLPj;%PfLGYofP?hI$cxq<#xyD26MKI+(
zSpPgSRbb#_8EoJ!8cuvDR5XFxXJ7FU?Lnu;K8SO=L98ex>)ofGmEJ2J@xA=tL34Y#
z9J4oPL_YFbUb10pE}CmNm?+L4Xm&!7lS8FJ{p&eZ)n+;9*pyMPPI2t_k-vuNRx$FH
zzbnSZV@@9$2Y0e{b6y{<!IGU$ib7gX)whrnH4fR9#Ay~+?rUVGIZAR0Glz#_C3#;@
z2IMEKhYp>opw$<AxWSDbwG4FnvefO=EJwx1-Nj5Tr^@Y9?Y=1(Ut-hA6KPMj(UkC$
zOpJ#%4aYUxYr=28K@qBA_i(JtW~65%#=Z7_X?Fm<i*AoDI90i7pCUN=M(u=J;pH6}
z=*|sA9W0581G9~K_5M6!DE8KeDgvu0I~PE8WkAu?H$USsFvHG#1${;|Og5~EDr7!$
zj#@nLfem|<@I+})cG@HRK$x?%PPnfM-qJP3J@-lvP)3ABsmH%?zm65`Nr!|ClG9~l
z;TprSi(8a9Dn5$iz~|w?1TmHDR;_x9q$sFbpxJaW0+E|BKg)M1pGk*OAPwQO34OmF
z7AkD#8(S^QmlyT>9Wg?XUgYDz{C|7yedqr2duXBmfpf*aGQDe^c9S+wB0>Pl@U{{u
za}R!0=U6nd)NLASpo4pv>(lQ_!_@(VG))*QR7hLndMUc~ZKtZvaDASEQ~IxXv5FC}
zCnq6@UE-`3p-}P=2V4@G?LoU`)LC&}uQ4q~i5snQ?4-|_X`snH^!8k8-!(fE@L<sE
zH!Dtm{*+#VPL|898|+y(B)&cm_tEJ}Bs4Qf#2x<wU=JB{PJNU)1KyBJMEJucd;VL<
z^vgN_ibW0x7heRxV}cox2(4$SU~UUFDgOk`4QoCzH}>x_4SC-*!Q2)Y2!`v--T1=6
z5Jr0Nvyk5<v-2;m`jL$-rlGb;yxYJ$B{QPz%<kDowUR{zQyeEw_e4&<Y+CopAo4Qi
z7H2#|YFyct{^JsC7TRa|zxrtIY0}nw%s0NrY%I?8F`QnJ+s8yI!p=p2KlA*6ka5SY
zi^!Jn&j|3&d_NKzdSfObrL(XR^^VK8ZEh<H_V#Vw5P)r|2fz&m<x`pEgvt&UY@VFI
z>%+&seR$vxu|Q=9N*LztyplQ3(wRMlWa-U~$Vuv%#-%8LsA#~<xoO9`L=A>GTypo8
z8&za-JrgH<gUlc5Ro$e<B?nc-(<Gv+*c}V6NWOn(kXqd&-nJ$a^Qf-P#@K$;ahpPU
z9Vap5?S3cc1NA1>+OaiCBenAV14v+RP+?Q}74UrioIU>o#|p1+3UJ8Kq(<!0e(>y3
zCeTNBESN70jV|}oWsTw7b+hLvD*U55DI%Wr%Y7%e59<#=|0-T>W4_7K;i_E5t=t!{
zjw8_!Pl8@a+adkbWo(oHc=SC)DK*T_mfmJ5EfkpwPYz9d3ob3s|JHs#mvznqUHRaS
zk+|8$&?!Eu;8nkuPLN1@qC#53?aXntHJu`3CB0GT(YT6lBaBa9gye%~j@^tZfv?r>
z>o{><9cJ>u;9?T8z(Pe%3fqs{UgJiK>B4sc$KK+6QyCk}pW}uyNCp`FHQOk|cmum{
z_P#g!|A@*EF?iXU`^lMRpii1`SFEIIbYSXGap+p0EdL$`hsjo*5L;LRQXv4ys{sY7
z-+2*iz!e(_B1hBdBzQ#cOQG&A!zcH=>8#*Q6>~$zmt~(0zG3nw{NPbXKt#3Leoql_
zNJABaKywSy<%XR1Q1ffZRPf+s4eLcytV4i|RqdjIn7V$F-ZmY7f&ucnYg~}WH1UKE
zd`gUOeFYTk%Woy!VqZ~+`J6iR_eX)Pj86I)=SMHDg5;Bil{$8Fe=1fJ#52N5O*Is(
zsX6q!Sy&bjU2>w##|nB4$_KcxIjbVL{wB*?k=NlyVk8$0S!gIS0RJQw?D34(=W_?=
zjtDjrMs~6+@ufYA-F*p1Rf@VCH=_0Zt($Q-2q<Quh9f6wItXc=&@XXc&!bhgC$1X*
zSf=7k`p~>AIr3F1v%<RAUYw*OeM>!Z@8v6ex%UI)ksG0**@U?tg(eVRgqahSn?8KX
z25f)2Z-qSF?h7<aRiiK@J(q=-TEVWk%!mFusrNdA2gQe9a#Z$mzZ(Ks0S!J>E<$v7
zzu^ahKS;#rB(VdZ(cb1uOs6_n%X=2ddl#vF4*W=fo`GDW?vEEJwcGMjoPuL0CZR;^
zm2B7-c9SHjA(&qnib3LLUU;I4p8Px$?Q|<8E#U#_gZk`=vw6zI7~V%oAskfzgq-RQ
zLd?nL_I^7pxePZmsc@)&l?Cg5U=z$tU4NkWn||gi{Mxqa*6KCN=Fo3CkswIoK+Yck
zI!@|NTh_hwK(}s++_Wk{n0gpA4Hs)sK&HPz*4StEY}uSr3aH0SZRN!APZ(%F>L+E`
z(=;JN%D?mji0pQ_4?Mg&(9bfKC)Z_0PEG*A<kx*4FwRfxnI0q+fr-#Scm0wArm7zy
z@FQo;-c4bSwCiCl@$G;wWnu&{@sHJ`eP8jfvwi@UZS`H#PQOn%7Ax|K<)e+O3J;Ny
z-Bd~7-4DuzZ&+4EM4Y#!D8I6+3x~f?4sY@80*UQqUf?G$z@Z#t&bWsQB1~}GV23_M
z=V#5`hrn%G^XbmvX#p02c%}vQMw2NuGEd0&PWHNn+>;+eG2553!}PKoaCuG1lQ;5@
z1dbX3e6G&kpsM$7sg95^^oj2P8W(IPzS;f4SegH;_*zMy1(Y%`puF9dj*`?%L51B+
zPE(Y*jW9|j%LGm}ueWJ?qWoz`6X#oNNPVQY`mEL*&w{>%jw<;=!xw>ZznLm*-(WUi
zi$&!Mb3v(6S$p!jf@40jQE@#&GrTVyrum1hpzES#68Y;vOpVuPZ_iwxO;jFgDkQXJ
zk`1Hi-VP6K9T?}>n>$*PDeFQa<So>n4WN)xeBtJQgSNknn?5fXTR#vXw&}J9a|`^P
z)`^P3K@{>=QkUp!wiBfVwRhiIa?Ghi#q#ox6w6k{C_KN_2~tDYOUS!v=5`2;Vb`4w
zspPu3dI^ZA6^1Q(j`620@{$qVf(YElh9KQU)5#$CsIq6!UG>18XL}uS8g07OxD>dF
zXlyH|ee+|AFKi#l=j%LIent6O_imZY>Rj<bZg>mqnJ(G#A3(TA4c;fQ<ahpGgqq__
z_EtS0mjc_l^yf|$8wZ$b=qZb-jhl2z$!GgP?fwgm6BP%y=64IOVWObs-)X7-TL!W*
zTan+s#c`_)5To5uZNJh1bvHgFfvX(%mtT}PeR5?pFnHn37P<UQzTg;kWPE$pJ7qNN
zHfivQXCe*2ULF`K^kknq5B~@kmJZWglf)zw3sk#*MeeV0@p4*W)C>b_YurpZ@3VVi
z*_fYB*N04v$~93w;bfwEs?;u+eP5LR-5)@xtK<3D@!P<oP8?B`er068&&AvglV{bq
zNNm2e60%I4`tl+7L5JpICh5pXi_ioYu%`PPC7<cwdLK-~RA_L4!ly&6*q^<!=dTCa
z94e46;-{%YyOB-Ye86H}TSsd738MMT#Mi;yq7tm02#*54dib?Q=4Foa#?4*SCxdiU
zd$Vp#{4jK(gMAhMnw~7ncfA?zEC3asC(#gB$?+@Z*#-IwaPP&DA6CL}%O_2$EoRe0
z`R1d09V03A!`C6tq!8f}npxll?CE`L;Pw2MFlbC{p6g;_)ob!`w%Okt_X-EgA3Gvc
zCncdcr9lUeLa6O+Wc+<E0n0o;bs7U;9p_a|y?4_)?c6`?s?D;#L6D54L-@L`1va0#
z@GVj}T{ZKjpa~;x;=zz5`SEZ$Zv4S<My@+zR)r|rnt*j{UkZ@ucRflQvy4&_!N1b>
zYtqS>QI9^($<l<|O;l&XkEw>YpDEkw87CB(L|EKZ3{Oqwriz2Br^<H|&7t}<WtjQB
z{H_8oD0T9>8<r^TQ*GzE?ZlBIP<&!mlu>q_7|l+9!5kUW#KyTzDA}8|YE2uxby1Vv
zu43lMmCK96mj?ADzR8U$lF7H3U$$%;x-ckxZHuE=Lw4W2k@sc%u2%k1&_W$d^|W#C
zS^d^Mmu?aHVxpS0Weav-$?SWi(7q)g4dYu6%-NYpz&ckZ@|x@lnuXHE;GGkJPNk|B
z251Qcj6nTzBV;P=USG<5q);s0A*|tV`tR+0YO_w)Wy|)g%jD!r1X1MRx(dI@7SA$x
z+geMCO(8xxI^#$Am$~=FCgR`f+N0F#!cNzEdwIcf)ZM$43n>A37tdF&6&n<P@aa>Z
zZ(o`tthN1oxg5uTl7sgjbMpRce`^vTyoR7E0C7&~5lL$R=cPjBXm`8<yV_?qHoXfx
z$w|E?vB;!g`riV*h-Hy68tw>C3@^XADc+u{@Q~a%+8w=W9&J$wrN>t!1J@1e4|M@T
z01r6u%;mjh=#sf5|1qLCLDHCw!M%C^Ll^k?$Qm=4=q(p*q}t_Yr1~Nrr*v6KIk!F>
zHW6pM#s13z-w$3=gS++>_4kT|cn{ST?0q-7k$^`<iIJ8+0OA1t+!0iJ8OU;&LMCnd
z*E5{0RdwFt+)veZr&IgOdZ}Qn`?ZE&DU!tII_G)ORUVXMZ?rpKBrG!}btNbZqPlhg
zg5V|RpD(d7Rc1Y&q<2|%Z2Mv$oyg&2hkp3`_R5>q(GCpfRt1i?&GG$xrsnaw1WRJq
z<3cxO&9veZo1$M7B89fD=`6qU{U%O@&CT@^icL$vCTKI1KF033lEM0QoJyuc=!eM3
zx|rcuV0AYehByiUN$0zJ0n)Vf(jUM5R3L%A44qyeNXgb4#Q-)|+A#iYtdeJn-KVN*
zTawhz6DpnHYRHEq+Lp+dr5Mz;XcG`vy&+dm7L!4Q;wCGUL54wSM^%CDiLLhHE@q}@
znHYYgk6C+%#D^|~#gqD=6E9zG-@4N`z$cL3o*WaoN`2`h3`ua!E9RkzxgZ>9MJCa-
znd0v3d>{IS_Jf?%xFQt+418epHKgIH#7D53j621WZ-}y#W0*G5KJ>h%N0F>*yi$Ca
ze7moR+~9BxypefJW~xB1V5VMI7@;l-oK#20DefmL(IoGGRG!&rIWM~7?Xkc^f?|d!
z(cm)A2tTszOdOAvS*Dpr4?)b(k%Op@j&rO~ny0u5J+W#qk<f<3D1N@`Q}Xx&AT?rF
z(q_U;`UJ4BhKq*Dfoyfw&5vvD%^&UfO4drDD~f~0Y(8Uj<XFKXp{I->(X4Z(w4MPG
zy){L;7>>`@PSMed5|XI)?KAp&8Z!YEM+OlsG15cEOs^Oc;?QY*bac)mHUt-@TjEax
z)`3Fo6$wlGxNyJrTB%^W+pBz=Z9^JV`DR#jWx1@1?<f7&u&hffaPI_Zj{dC8LtMzA
z_UNVX)(L(>9IWe*&Ab0W<Vc*hIgZ8l6Y7htYB1!2oOtIq-TBUGd@09RQ6kY~(?_DI
zIK1F?u#11}X#nL`X~2ufkt@s2D!iv{;Y|%h#Wi*Rgu)z=jHy$Rh89l)zMVCvu7l;G
zNj&K=r4*5Hz24Z9PI{XK3M;q=qsi1$!8{~8sbvTpyXiX&zNm@=TQi4BnYR@`XJ$q%
zsc(Fq;o3#Urm#V}ni~3e5IW-n?jyJl?$>^PIB2FoqOthNW$6)JLjU20Od<AYq!yXh
z?x**_8!W4H*&O)gp|UsTm!i>n+xSFC%Mgrh{|Ck@{6_?TTcofpM^fs&R;}C^k%ofl
ze@C*2;aMDN%~PamB6+$?*B8*7f1Hl2EWk(p5sLUZw)rJ6@Q!yJ2kmF1+6?im4Gp+u
zo>@h$@0m9KH^D%mV}nV5&j+3251*`YrV31_V&h^{a=MCbKkMn{8yM)Cf<E^Feh1pk
z|1h?_)&yp;#^v}7m6hh>koE_mHq6nbY>p7co|PE}r1;}6{))Y*A-w1PJ<UpF(5~v*
z<jbgwD+d#g?966+U46XX5t`o`!4%V45tsNI4hT?jN4}jQD~bP<<RXJb`@2J@rdZ72
zyqt0|(*T)}4mp}?BjaiQ>{?*s;m2DpkFui0gu|j!IZf)o=(8K5W3Zr{ni5Y4%1gp*
zJgEt~II}8!TOFNC$1wKN!(*5Hz~Ekfv_dd>^{<}g#<n8;fpo&3+Q%{u$=*nVlb*u2
zRe5NS9Bs1}dM`xZ(>OU1y?u39F_*Xydz%C9T9%6@dBb(0V-j5R9xL%qUQ$A$iiCXc
zR-dVDt70Fg#)G43>P2jpFlIu5`#_-L1l-RlV#A27_X6chBaJOB|HPFjZOy$I+!P)O
z_D&GcP73>mpeVd{U1Wvp&mGB1rZs`h#l`(ZK;_q>9u?KRFD*>Ghx!9LHh;?87ydHc
zFq9vx?XD>ZaNJ}GkSLt+It8Z`*X6bU==rpotux$2dNl#9ANe+|w6j#dig58XkN37z
z-)%Ui6_54b%<g|t!PlKLk^(9W3&AFoF1K8T=rT-m<yF)Cl^5Vf6z+m~e&;*`C;51b
zH^}Zv<6VLBmbSJa(#UzV#W;fG2&n&7m2JhkYk$Cr^@Tyd>zA4=XJIIShAKr(5&&W9
z3_I`WEOE~_Shb(($G-mLE{{e>2Lld^ZB>x~ogk#iAFN(`z@oPUu}u}vuViu$MT>r^
zz`r@R3Y%ouzB=jNT5gj#zOV1)E_Lb?@qB-WSj#0}20|bTOjS-c-f<t9Z@Jp*kHND;
z<q}fb^cp3=q{6b;YN_G)fWy-*FzJ)0)jWHayX%dm_aP3zlX_yf;SiULZ4*t4(q^at
zF)j*$DKZ0qtEonfb?Y1kU2320DcUs*ml{gHC3Rxt;>-*phc3)FKXGnSI%>|_hi$U#
z=$PfWpfS_j*Sxx~+A^XvoUS_Y$ok}AZIL3)i)<<{jrObWrn?`>(mDDEzJr*7t)pd8
zzYB!X*qk>+3KT)cEF>g+Ta*9DV>fS1Hp7t>nXm+;jR=6BZ}qzQr1sxxukaxWrCUKl
z-i_lfkUiQT6|0v6)&YQ`fwZV8S)xcp02uJ!E^jrbB(Yd^mw!YyoOls5xoo~PwNj-H
zra`20J87DzgQE`fP`S3}#75mM#e{#I_EXZVBO#KwJaD5ZtlkqS!wo)WAT#k$<e9Gi
z$~?J{V_ij?Ln?g@)WQOw0%(<d^gaJhpjcUL@{vn9Pf_6Y3fu;T;j6b5#C-uu3kLG%
zYe#aD8OO(X4}1anzma!C#JDzf-tAtHG%;3crkdMrvw&l$Ty!52)$BHjtVkYWX<=8X
z6SFg$yU&gJLTvnTDC2Vw`Snx)IXk>(`*FigBVA?P7EsSY)7PXatg>kudaKtHVZSL7
z^)GBYTO@BE++rjlbi;WWmk3lpoulHb)@2~@uE%>ph_a-WF85v|gl+EP<rsDi{eABi
zTIVQpWTiEYxoM4_svwIn25uQlzSu9JzO*{EX!Q*@mYHFB?y(Q(La63_`|Hw`@Af*W
zy;IpK+uK8H!~FC4?hBWw@7GNL0OA*0(?wpKOQj=ofDnth=q*l30ODIC%v1m(6PUi|
z9N|#wYfQgl^JV;PWh|K5lj4uvXO&8!<0YPSZ@b<cz__tLTAm|)@FD|8ctB1%(bTBx
zK<`0R)RyG4MvPc38LdXYjTW<~E8N=DrZCp*|0-+$r=n(vl+O!9N({c~v+!9t*Sy;Z
ze@5Ro1GKnCc3v85E92VyG07W?Xi145eGhTuSU`KEVt)Y7=v`8f{Ah3|r-$OuhZqV6
ziB${<=XWM}=3g5PV$RH*e>RFBbr@>a?gbv?7Djiavx9#1@8fF1N^Oyg@xxK6EZhf8
zV<SAqptGOM_nku)*to*0Pr82=v<lOnVa49O)ESpRetgj?5nD7}ZQvjh8=<L2V{`B`
zf$abTu{gn2Rw!z8c^7f=xYRB3AAr(Nnx|eP#RQ<4<fHwebF8<<(!CcsBRkQ^D>}k3
zt<dRC?KWhkUg`<`;@XcoPzsj=l|gctt^4!`;JS|aI%_pub34iHfK|HCY_r%4v3}97
z`F8??Tae7_H{lnuu3PrXwmYm?A$3xJ02~;PBe=D6v^~Yg{Kuz(@_2o=$Da~=ia%on
z{`aST{GW!ktaOQ~z?`E#^a}TV-Uck*pfE&S>mn+WQ1JqJm}!42Ek<1k!+mIP^19md
z+TV>g<ApyS?oCa8C)>Tcy@-sVWXQMnn)-yiJhg#NdzYa;f)TAGDX7T|zSumv17={E
zn+SkAI7gH4eNru5-JwG1c2YfoqWEqh^Hn}JrT;?Yp|ELkip{Es&><NjSbSyNREn4+
z0bLHTFVXLb&_d_LI2|5@BKg$NHZ)p0_BXQZWZ%+mofzO9x^xu~gHzB@bf4B?@*PZ=
z?g)DGc4nZpxFB4!HurFB$RUeY0g@zz)c)hOY>HJbee^aobl-hw(C*e=;#~!@MiB`w
zZ+U2Xstqzuh{=Vq(WVT_DcslH(qYoTkmsX0Gd<bUI@-y>3vx|uYqk)d164Xlu`6W;
zM+b~J7r(g_(MGWT;-sfyL!j#X@1@u=XS!tHL#c7`sA6+aBryw=rU7_65L3Q#lnJXY
zwp)ta<lb7Dr7ft!IR6py{n=_04P{Geu2tjkA3*2(V2PfN@%;Z5WcW{_O=ME-skP-{
zXO<C>B-c0W0jlS#t)$V=_e_h{=Gj<)r#}EBVd5K4mp6p%95i3^l@0;P@*MmA&(~e^
z?2rTU_cH5HK7l%4KLbNtAfVaV$%7ik?MXvgXcu~tkT9|*m3QIot#TxW?t7`w+!E?B
zZW4pg28L}pVNi>B$@jvDm($yM?_UQQh1EbaXBrzhqB9^=b@`auE75C{IDngqq2BDc
z@Yz?|bcl+`LPQ5jD_zq~Qj>mpN|Gjag1@znN8{gao5QWQsP+Wx{PQH-Qiqwz_OZ2w
zKmd2G5Ov<(>4r*=cPDbvjg4dUAm|<d*Km%7!S-`35nvdCqVAvK!ZzKI)9AXkNVak(
zt6@aNq7nCzY<-&m&~@x8N%cMLsceJVYT`Bb7k*7t9b{tDH8+@?{MH)-Tm3kS&NRnT
z18y592m$M@z*T$wk{w^;M?T#8r#x4m1#e-1qcOTLU5Xk~2itnpb-j<$W{=hC?Q;&Y
zTX6D&riq`?e-}6SXWjty)#&(!Fc&OY)pI|y&ov_VIa@Z5&p$Osq*Z4hN2rPB%_d6C
zJ|xEiF3(7p76&)k-Z^r<e$Ly-Y>S5RfwD#X6S+j1Z)CxC@o|hJPcHW&f#bl|>SlF6
z|DEe9-^dsw-O9~Pk#0NnOl`8kx+8VmlY!f3=+Ks9G@~n0S9eG<@NHY*R6_WCQ`PZX
z{Pp#g?ab*!Ri5k+-~iy7n0YDsB-4UO8^=!@waGi1f%_Rc0M~f8@kTin$@iIbJ(BJp
zfTw@vR<&ZLSr?uNaGy20sxEs6Q6E}ASe-1+x~8sbj7_$=9T9b0V@s-w3&s~Be?+)&
z%gStD+3FDLuF)BkS};hL(ESQu^`8vM>X{0x=qIt!#p0pM4GB%MZ~7WzK3m0sHAJ6o
zV)-5qsM+mzHA&#V9=DKdbC<XDFxD|3iLnU11;?H_0>4flueadKi_|O7(zctaif%i0
zAH)KhoE?JZ7r2)x6_Mid13p|0f>+(g{3N=4E}S=6L;Bp_JVq^mz&ABq;X1KwY}+2Z
z?5_xzu6W|G%C^o3x^N}YH#>Saf>IvTLXRJJ*aU{36M$x&glUVh@R$C_u;l+1uWG3A
zN?|JPVSHi=;q!bl!=`<ixoP{tu2c`P_A#~Ez5l{+5a$K^cjg7Aj-)R=ytM;rYZ@~b
zFct4Nqyd(KWdX~u3PNND>|WN54<2gyXQyn#s{~*&=p@7MjIcg#XHJ>OWnS0S*t6@S
z912RI&BnH96JQjSqHEe=LGgTN9PXA+5J@TPyyZm(MLem!`4*qGcW$EF6z@;%SsGGc
zI@}^VjPX}%x)kx7^op1%KruhWym_Uo{V!-MNs45kGJzF4HAE(G#@l&x-OjqwY6UB3
zFYV+ttP`&AZ4>@3J!NOMQBl}DaVUrwHOFFsFT4pNgs^exnR3My-;#Cp6<r}I#CR5U
zAZA)M{keKYj?kt|lCaa&wDjj>rl+#6@aONnwr!S+NP3`sleJer$n|hP`ylG()<R=5
z2ELQq|6-hV++1-dqyI#;4NO<}-zvR1(2L%Dm;|g?7!sTCN*xE~!WZvfy~@yt(^n!q
z!OuylsN0aI|KcBK4I5CQ6C>H3R>&qO0u2ovvT67Bd3(9Ct6`|(dwmk7fA0r6Fdp5g
z0Uj8$T*%b~-4^ZZ^2k*WGO6yM4FJUMuB#()Lxb>Q_r}djm0Bj!prcI(J>iK1??QL-
za2|R5w{n8WncvEOTIRO(;v`C*k}red=8px6Mb{M;#ytxGTq9N3E?cH2TT<slG$1DO
z#yykc2H($({NIf%{hz?hfA;y6b4({Mg?Of8m0@7Hx;A}oR6%h5$(fOJ4E)FuET4P0
zs~$r^V!n#&>^|wgFp{|!b1EiPX=uE<Ba_1La$D|GVd6zTsw{E;(^TYl=G=`heK?9Y
z%=`yp%rza?W=2e>ETh2o!6YC|mCt|%Df@E;UsX#|2+p|+VB+P%GzGs7SBVT??+&Tq
zPlqKsuL+`X^F0at71(IEP4ZCf3S9!rND=^);wJL&YkoZHd~^N}KsEkMU+Y6o@2Cm4
zC@9H(ADzA6y_vm&#huOU9{`Wuf^v}oIyjB&qx=J02zpCa*^#B@?yIdTsBkH@9uMi!
z%&|H>RjfK88evGn(G8r+-4p5>)W1A&)^3@<@jW|Ln}7sV<l@Uq!a}MmHlN2vR+Q!N
zE=xN)X8(*(eUak*5IPy;sodR(DbC&89OH>xuYjk>KAsg8=7P%0>;6;w=!JW|{rb*M
zaYk&Be^y_te3NC21s#%K61o`Sf`H7XV2R`NIEz+zi{5vkd4}_vkz?>!>Z;do_?W%E
z)-q}hETR`Oj8EpVqe~-$YbIRt@*Y;aVz_KKv#KZMVJ=0*(#0d$n+-Zzy(x&^Vn2PW
zMm3c^&_!i^h1#0)T+Y#2xBeHot1G7#u^B*<TQB4gz?|?Tx&W!hG~(;mFD{PeuuA2A
z@hYjv3;b0~r{j_5ydje_g8Jst?DvTb5#&SCCF#-XBwx+6M_VB6%dnm~>3#x))8JIC
zMIb1a_5V@e;U9$_{^$0o`~Wz1e~*FWbW4}MuY(Tm<^;jY;_{d~f8Ktr3qY*R3pAT5
zNu`!}I$l=({C1R#UsT}grD%x%lIXM0A$7zQY-2~1@lby|#N0NMl|irZ7p64Qs%liH
zU4u#!7bIWZs}9|a4f8%G5Cb<zYl$ZxMb5XEKUWcTyY+{};dk9IFKXKDyJWDzxHd|{
z3YuapQs{RIu$g>U*CPExjoTV9DoS+wOLPYv@p|&NA98mq>rpfnyFk!PGd_VFS&uew
zRyh3z@H8+OK@TbKldoZ{J)=3=k9d`8JZ0-mb=P;*Gkp&`&4h=fYK;Sv1mL?w6PTjF
zRc>3Qp?zk<-2!+wx%2gL#Uic=i-MdVn<5K_qM6^`*J}H@M<A>^x%dZ1A6Lw$XA=ZF
zBe^BW>ks~()wI2SVi|YI`SICp0HnCo)GnIc*1+c)7Hu|tj#za(ED797;ggAbFEJ)I
za_k51nnW5?Eh5(d@!E<m(xp9RLfsCYpboe6rn?8ND~{sT+i|G`DM~zrQ*8gJD7YhL
zFAYU|x<Mm6^i+Hj0ukF|)cFD9GnOi{T@dHIFpd2V++F+j4G%XBfopC-sn?$&b%?pU
zpBDt`%ij#P4h)9_R$~|s!Oh^*>;6D8R1_;43XYnn1_MXlF;^nCxI6RJJU4sQq5=e+
z|JS-A|8uX~-|xwa-c?-66rc`z7i*fH&*`^YvAR|TZ$nh-79u|kWI?L#C@;?WRQA8v
zd+VS$+I3%a&<P$axCACR1Wj;vcX!v|Zi5qo4Fm`TcemgY2<~pd-CYOGnQ!aab<eqL
zuT^K=x>fi7F;(3?-P1MQuRQPb{3M=6J(V;a(QrF+_9`&OPyJzMm+GB;4oEa2`k{ur
zuth0~_@*wQkNFIgaB4yB0*V;^J%huG<Lj%HJhE$r8k*4`B#H}~J|R(V*Y5M!13hX@
z2V(fKb7s6_*-@w+$up)tt%9aqy$@T(e3_bgV-x?~`jw4#EXpCl#ft_^m_Wq?3{!o=
z1gjz{OlSfl-I2xLIAyI0t@fMf`ouhWys6+I7w(EvGt}D@P<^m@JMFf%YNz`hKN9z)
zMCkK)HUej#_gN3c>*2CPYLRJ#QAFTfFc*`B^D!TScA6u&P0E|$$APODg~7CmB;(3;
z6~+NMU}E?e@u-jUu6`5Aj_VA(YtXR}>72q?p0gLRZ^;7vF$x0tHyG@(YU4e+HZ<Tv
ziW+PJPw&&@Ai+_G1pB!62^VvXBaq2jJJvm`VmoEyzKsqG6q|24I<!eC`>v5J8jp}g
zU+`AWst{;2p#h^)8FDI<$R#}wr;BgYqV&nenao&zfg4-dSN#L97$w`xpJOl4F^}FG
zGMS9z5618?dc{xh9F!YqYuNwgu_g)8mDE3?MnFNt9ci?%;B{jXx!jI*KDd}lSrP$%
zpVc}2rt-17rSyoH^P`A|5IxlviMEp@UDK$~e~~CrBbp7kg1gBEPO5lM-Wmslr`J-G
z6Ix9rO&s^bV$7a@dam-{;>))O8dlV#X>~rD?jxl%*rcb7kbc4gVf4W&9%#uXM}c+Y
zYw=zSw#bQ)V4^0FFWA-KsgX^LleN`UMg}_?H-U%$wh9i~TU;?#@UFIrhA$btdE3|+
zp3b<Dqs^?S49eKe+oPPz4c65^J|vSAadbhlfQog0^yxijM3>l3sv+zXCL6rPZ+Bog
zTqVDd{MzppX!b?90rn=oqHmq!_bk{hW<uPMl9tb<^LE$<M2N0W)Cjx^Z8TAFZS3PJ
zp15*g#q)`Uo;)Wa$VKqza@w2=wj2%~K!!FO{|Y0nH;%|=$CNjxsgM1KWYG<PVy^W-
z@a>W3PZAopI-7KORW8cvQ{GJL<~JX2+U*rTRqgtx`KKkOKOg(}rVT>%6Ao(+4d1ux
z54*o@s0Zddm;6GwARPDE^mDI}PQy<ElVJS1q7hbP1p;2Us}#?*72a>$Ccv9B7iCI`
zG>6NSV$1b>94$VqjOx+rlBF9*j4it0`r_aed#C%g+dnBB(K#^)RCF40lBrak-{Fc>
zM*6g{z1LiBpnBl&#Fwvqdik>A3>tZ?2B?8$_P`9G(PhIcivI5PJfD;kNkSnLtdf*q
zC$FtWlLM`~vbCCV9HP{`miTPu-*IoD>&BOY-^!2Bmdt!hWX~(MKV0B9h`!SL)bHq`
z#LcBTds<OXAcjgf!`@YkP_LgU1GqupCXEskSnHZ&A9Yz=%`K=T^mck`0$`%SEeVtw
zp|8CA*-^DXcW;(1jps4mX!|=dDVWvkEwUurVzWOAs@G#rv=48e)PZp9wtkggTyYUv
zsK8;kQU%M_k+fw*T2WKM6|lm}kuzL1JHaa(gL!L4^HWXbg0+W(t1qhrLfANyKcIN-
zWRTz3XSX@S?iX?3=l5pK?X7KeMZ2NWAF8hpAoo+A`|93~XZ9|<Sv?NEJz5HO8%H{A
z)lU5J9C4batU~A-+HG80D<UC33$|<ajFY~_RoPyj;EIO#5T?G3T~T~n-)K;rS7SE&
zeI_x^_TV)Gow{-<EO~|`8s2DG*}6zf-M=~YWRn-ieu?5}YFPM&uYbDnKyOZvy)n+-
zlS6uo(r;hm>m4vXSb%Rn*M;%hg;Ch?&FF`X+;Fzy$nhkG`26a9tg5Z)dhzoMpMFUP
zC4xYYhO!IFIX~Y*>lUfS;rq*v*i<)WOM<I6IUDbByEkJ%22|dz^k_`}qFM6u;KhBP
zj;D8T9y}ux^h}3F;bjKmV}%E{5W$!{yX{xMwiJx8x;U3K8sZWzf@Lt)K$kXMK9@3w
zW|~PUbrD@|ZmJ#y71949b@oqz7yp}#8tk_b1u!fO6Ig<_BFEqk745XI%QHlo@36Vo
z`#8pZ0K4wYY6h`90fSb!>_ftoCxY5UKoE9TH~v=3%~#&4&wI^t*LTx<$+XQVj2X4*
zWZ7Hs9MM}u<Vj~*4cNAV%BeeQa4f+e8BnMR?cK>|gEsw9mwJ3S!zw~nK^9br(66`D
zGgigd*;x1!^=Nu}!%&b{!iVaF6?0+H^pHMGng07;mlPTbo)tWE$>RL$0n)4rPjakK
z>r7A@ndPgnso*k_O0ke`dSEd%H&u(jmiT#ii4BN#x&BM*o9=AmXrD_~NnW_bsKMc+
zWB0DFr4?t-{(A`ri*L$Gf|v`+26DiNfl9i!SOA+3$|>J<qr4oM2NUSF^{D|I<0S(J
zT7Ck#O9vk`&-Dy{dDK**0Rf5EFvgJm$2YsHZWfw^v;qRZZVEGQcy<T~EWK!>-s5V|
z;OxF*r@R+N2sia{J~KSCu{1uPP5K;PEXNi04f7k}fg#x@A#zr!w}}pa1Em9DH~rB;
z=FO3iWBZ(26~?HYH?g5~&A2Pk02UD;<+}0JVjTz1_bvKZ>kPt^cXAHg<8w7<rY{rc
z?O!)ODwsKgK)7Ip1WEsz{<(H)*{CDgDTRhAfr_47g;4;-M<zjI-)PrpO_sckD+hO1
zk9V34?eU)}8NmcZh(4@+QXTrS43)r4Zxr$zg2eZU{Ofcg(WIC~)d0_m7@(4ZlvYC&
zRV@?Fnbop$ypxOXUZGNjJ_S~mYD?^al}41PhQT0G3L#}&Q4apTM<!~0{Zv>|TY;sA
z3{1SK+c*Ra6zNymlSc7l_AQaKaB|nt$-nw0E)B2;0?^^onoZ!ls}4Q6?+Z{-#u4F^
z_Y1(S;-A4dnMUc5U!BJcU4X_PIQ;<t$_G_qF29?zUYYbu49nBq{8&*^(sK;>_t)FA
zGNc0=QnHX8^d`0W3ds;4?Q|3}MkgvgTD3x1`c|y-D8Ixmd{4YD>X*~Ox=d&``ZJfi
zR<cop3~G{n-z07_c}#k=KcJ%dtN@mU)&i|>`+5|o#DWuioYh&Lc2e#NL=!LRj$sQP
zn;h-xJJ;d60<&XGp(N!t2YEVPzlOt}m@ao(YHDuE*xw~V19*qTO{9MSUpTM4b1G&=
z3NMEwGU;ENStH^AYluo;2<KCj=DEH|*^3wQ%y=koBivhYu94W?Ht6!{GVRZ+Nk^Ii
z<C~E_Kf#rflTA(i0rc|L)h1yZ*j)6baw9l(?#<J3_39KDeptS)K6utu)Fc1aQWw?3
zUIuW6^eVR03H6nCDB4B%TfQh^>Mh%7vaQ;xfE(W&_aIY-*^{ng$9s<nbLAE38!ZbH
zzx-m_?qAjk&B_GydPu2zU&?S)$~{^g&;chd)IMYXJSuszODUaiB$!LC;0nub&2SN?
zQE1+(=|52H;*({JZJ4VxsmDEJNhVV6<FP_4Ipsx%gU<Pn_Zpy%8G($Lw^tB7_O%lq
zR1qeui<zw+70T7Z7<cK6i;4$I_5rz3bpMo3sg?=>V#pYqmMx7w3<)*lVf|T9kG20i
zI>DbItT@%!gp&q`@C0!il36r;px1{bTfr%oC=>K0aHE~t=(A#h32E(nG|HittwO@r
zcCi;lAr4B(w>x=Qp*ZocFeZ@u<sV>`xoc!81lt;f2`!#VuMnwerfuGsCuexkZ#teF
z@J`&<LIv`9BQf+dZmaYB->h908J7mh^PaP#g%ega=%nn+;H74W8!@V4t{;u~WecRJ
zcxd4UZV@5(rY#O?iZyeaiE2~tHR*GsC3sw9S*gL&zXr(u0Ql$O%J(0BLWo!NSu+<!
zlG1?e^iQt6rdyo1Mvyh)>hu7bw#<Cu<Vwd~&zWrN_n4T3e$hU-Yl%mOH5=El%xDtr
zZxV+&wEKyqFX6!=gJd;v!}VTnjaR(z#vY<lEKXPl&vu7i6_Y0>s^6uOvys-}f;xL0
zfQ-KV`0kjF&gsc1h~#hO{56l{o9de*!Ij$aIf_71mw>M)a<a`GO=!0_u@h{jk>9`V
zg$z)_OX0WL?fwdMH4SkncMex}QIy$EkfABn{<Q;5yH8WcKJMz%M|WKyM^Z_OYG}Cq
zASx-wKSf8w>HSJSsFRQsL08xPw8YsP<jI<k3N{XVr|nC6^Te>-i;e@pd(9Cq2}9<P
zl{oV(7Qyt~_7(UNRBPIl8`%iW(Lo?ma+~BXvkHSZD?6de*|EEI*$||j$L$!!Q<wEX
zUC8N)sgv&QZ{ed<ttV@;@KD!DnJ0R2_QWpio8p}d%oqTTgYG1-4GeqFV_E$_-!xii
z&Te{|g-L&{p`8HGp^?ZS?9n1zlpty!c9rNId3Yud3v{GiG%5_JzffM6SH1T7xg=Z{
zySt0bHb|R{=^7Fp9Vctb%b$B=2Gw*QD~?w*4Ih%pf4SIj@gKFY5oDcqAIP&~EMS-J
z6-Sab79QLyWJRgSXH$Beq+@QFeFKQwwn0x(OuqGGc7x<5z~@>8o%*I-w5#>|Ow3o^
zD)HX4*CJXYPy*KB`T}+DNT~AR89M_&BEB1szqf<7gZ5ItVFwc_@etv`<rO`t%?-&<
z@55ixAs?7GpnoTr+2gMGPVwa@MJqsG#M9b0AqV^<2`fq%h1L&GmW(>SJNc#8tG$9O
zJAeQ$=7WxKbD&<IA4}Ve-MdrU62|=tu*dIKSV<sY)u-DL-X^z^ikVTOD{!pJ1Oa~-
zSO!Z`XQG^GaFSV$%}F%a5mla=qoLQLrN2tdZD3mxa8dB?D=@)G>Jh~^mPZzAGsi)8
zVyrvw=<a|@V<dIiPU+q!cUg)MQG>46<0>q;D=lbjh~pCDZ!lPOZHQ&_I6uTQ;*?$n
zi{64VWy+WS03yjrs?m|4&CavTGmVE%jHCQU`BHga-~(J+)#X>l>_mj_?_>Z7=`M^J
zKjxX;9CQl(>ECNo$$tK9KE|7L7FWqA{y_9&Dj!<lUaXI102KA!{X{V4mk5R7|4K^r
zy&mjZ(G+Aa1>Qf3G>Ah0ueQ<C&7-YqDr2X+bU)PN95z05;(CiL=sGm2>zmU7JZ=u{
zsC#hjThB?vPbX9LFy0QoCI!fx+LEq`EUZkuU@VOE8F*^9&*TH+^}}Gq)E99r=K|>a
z?iSu4i+nvs%-DnW4vs`!Uc1j!E<){ErO92@U}IxcUAjWJzo$&~_na#erAr52Kg}-c
zaW2#6U&em8(_^B6LTMJFn?lX@!j%Ccd3cSLb08Cx=>6{Z)Q-z{VUt#qcMVp%)MOWF
z8@n*_UYZ>Ru6DU=XD8D>t28heOW*7etH8(2Bo~n#qD|cJ+0F-ZU!z)39|!gM)wVyc
zuX3HRMs@9E-3o(=9iGxB<+}W8J}{Xy;mL`i!TKY!mU{i{4WaIvshDmQhj$=G78KK>
z8uEq8guAZkPJLa&7Gy-cZ?9hod_jj7%&mDDuR2K6==<*Ysc=aD{xjw)o}+PK8hL?4
zQw90~3%`^NPh&%^-3pZxM$L!f&X9>%ZtCXBIHfO}1wW6zy`!2%zGP`wFD9ZU1Uc{9
za{r_{)U{Vx8qF;&w<W+1*9UNu^(xQ(r1@>zVxHW~g@y)3iPbIuAuMBqUkUJ(&(c+>
zl=a9ej;%SH1iU+3JO5fyCgDibA}Eroo{rm<jw7W{o<5(vW~cjgv2C6pC52}F2MS7j
zNGtzEIx6|KU;*jw_E#N^C15&2rofS24{u>2*F}nalW(Mj@+DfaI(zdWJ5Wfsn4WG?
zw0wR0{sUJVeicc_oBib0Q-j4_E*I^1Nhy$zzukd!F3CmE+)pp4)g}gSzgk`GhxqSD
zWeZy}@!+9+un6I{>mlR*z&Q!|je)#UlAm7Ly&=<V?nn>wOh^PJravRTJD~-wvvZtE
z+VX|<G>nhgcQcY@mq-~By?3MoX$SAXN1K5tw{A+|qE5|8jFCA8{DL6Yz3!{%6ZJYz
zQbh(8Uxyv=hN-28!vLgvne|zY$Z1k%X`4pY14g?To+{8QRWGW>nrWAsVsZEnW<i~&
zNbmwAWjGponfau1pK9KGb~QJdP2hON1L&Z92$~_@A~qtiT@O`rAUb1w6)sSX@@zYn
zb^hSJgKOLJb^4=Qs4<0UKj?)p8!`3|K&j69IuKnqer)?bnqy}#cugO7X5OMmXCT3d
z=bgij#btziJnIP1KGW9Vy=cwUCibFkzFn*nyV6Xig55plR#@i^zjB{O9gYNKw}v9j
zse|zPw>uV!o`2>_VY6Pgmi0CZW+3XdTM#u7sOAY=>D%j5(U63QYtS_<1^TJ2oV~st
z@4e4`B#ni59`Ko|rF}_yN~b;_UVQZ%W-l19*Ps}P+IPWUnR2I``qoJsN2AsS?upH?
zs2G|&tlaS4#s*#XH_|q&3VN=HwWBXt<XIrlDZ^=J7kSP>l}LiS9Q|5I*0UBr(oe(%
zyCP$zv^@t^dOH|Eh<~((VU9elcmOfxezF^`Wa9h-c>N1+)YJ9TK58iku#<cNND<?s
z6rBBC?hU1-btwF6=n`ZBGJaKFDrcG-OTDR3-k615l|a?oASs%g%uRU}v{Y}=zdpPN
zmYp05p#-`keai$O2=JUuwSUyEo=)r|AZXOBX>84WOFrzzH!H<o!`)AwR90y7z=>|r
z@KuQeo>-=kWdutlSokSScOj*D*W)(riHVY2<JcuP1*Q~c0YbL|n7jA+YN^0#iJ3)0
zx77SKdcD@Yp{_iZB2BLWhf3u2%ih&`lGHW{T-2fHcodyxLP=(a0aVq~XBGHgSnbnu
z&C#)C<wPNi`xDDzghn5IaFdstXb<!>`lU84lJV`}sEsWe=>RYajto|Go+O$ZmHs(=
zBj~|2tT32&k-qrX4C}t6&8+Z0FI6Y+sctYLj8H-YCSgd?$80Z!AmY6GMOKnRyi%uw
zZK-*?9^jtjT(+#}h4Py06_L<qPPodV%(@C3?rut<qRa9~cP)AEN#r}RkbBKg-LTeT
z(_T34`#zq0MArk4>5#j5!O%bzb)|@tmK~WJ^S!Hz0tkpmN|Jm8gBl)gfciWe(<cy1
zZ|D^*^-8P|wf3DMu=X2iFRm})Ulp>n<0ZlqjVvM<$Z+m#V<o>9#|?V190~~dR(>D|
z%euuqP*rVq!<0hGVmUM{0adQT<i7b(_-?tm@*Bd9Xs)(l%I*&^3J|;9tm&*VD50Nc
zD{9xOlRrQwKZ58Nsb@|Q#CKhQT6y-g%Hl`ZqPKi#LQjICzq6+CIVJ?<-rkt#CYoX|
zZQr;PVS2H$2;}xK-BfPA1l1jb`R>9$Q!581*^1>;(E-4D*@&B!eJ)74BAuPNTMWI0
zqUqNU0EQ`D(T*;qnVGzxG2nbug<z41y>R9&B4{0cJ;5KGyJ0%ktJIS1k0iP`mz|;>
zDQXe*5h4`;e&O2r$p$SdUJ!A9^W6cd4N_youByMc-~{&&B250>KhUO7w|?}b$4N9h
z;nevav#?F7Z<Wgt+pt^{E};)z7Pnj4=Z#<p8IrYE>89R7UFxTALsN@PF>MKGq~@@q
zApYLVTleZHdgB-|j@Ke%SmZOE@->9^kLGh4*Ofnv$pK}&_En|KV<UaW(LCMeucZlz
z4(5vGh%z_g^>HcJ%jhYJb0Q~dJ$?Nk1GMRz?Q6e$Dl_?oOmJ63-^Jo%qPbvr3H%Hz
z8G!$WT4m+YwLWiGP;~2GE<*)MC=Fu*5>ZqzqJQsiSw`FXok@W6YD)u&T?CQzr3pU{
zX=QX9(kANCJb-9M5!p|XVKY>t<TX!2I5H-wxO{y8cGbNlC!4*YM5+j_AbO!{RSyW<
zP)Fu&v@ws>`<}v7DgsCrT%d)-Rp^+8_Q#*>Y|}#qJGqt?{5V_vxNeS}Vh>&~OKo~R
zGnQ1Je+V-PxASO@55yaVWMy|g)AOP3rHHx<2uEf=ii6K_D24ksz=6d3bye_3I779=
z#Cmj;iEoD~Is;>TLSJ{==TL@ofAx?+6?&_>`vqJR6Zs_*jOx$9c|1i}_rJwf{0)q-
zy4rHL{r6pnioZ;GYMYV;xwy%;V77698(gD=%h~4K`00r-#mR@jBvC&#Hy^QAPbe>S
zaPunq@fQ*kN9f`{#&Jh#{hKho-Q<S67x*<8kA@2$LJ@gP<}$MH8(en=m3I3BxZmG<
zK@cXc(^Pr_X_BRhUF$kNfjkUCi(p4d@H9Wdb^@1EUheZ=aO8~c_ulUalW=O%K7o>-
zbK<80yX3H}DX#F~nk7sEyJRTrJYc}L2&igcmt@D)@!B1%V2KKt>gb5=BRl@cwxRA$
z(>(n7^vuj=XW0~(y)T4$Lw1_Yg;r?qzy?OeO*gl?sWj?s(fm<%AY?h^uEV@AfD&4*
zPTjnWEOI+0P!hSXh=7k7E%J-b1@1Zze+()m(J@(mDw*fHH_90lv`h#_W|f9-VW|T&
z50p^`6*l-QXgp|fZ93SgOn;Ws!IM<uBN74J@f^uSPfl+y&s(@Qt3yI!15vM*uqX}#
zl=b{&H_|W!<iozP>iig_43;@L(8~mNw9X3Ehs`YXXd~glHy=v1d&`PA7wAe)OHftJ
zct>e&jYMaXkd-l16k9up(5leeyQ{&_js}SgsTC}6W8(2(pGVW8FIzwB09SS2fj7TQ
zp6y27e@u~dHzu@@A${!|6~g7L%Lq}a^fX&77i3s9w4SnM-#^bS3q!5VRODFwar(m9
z?<kb;fXmj&qXz~Gsp!WfhMv1gV`;GX587i*%yR`=&s&XxKY7g{3wu+~XexhqvB}V|
z?*C0MVe8u;c5{0XoAU1IL++%i8hO7%4`huRZ|%)d-1;a3$$d6~9Mh_@xI;cEZhHDf
zucaRmi65C0;p>38W$ciN>3|Pe(0nGTXTi8<#JPb@ONFXF@51<eUXUDEhF#w{Ah^IW
z`XLw|In^>hux>PKMk`(vT?OUN0dNsp_{}o&R38~s1E9MRK%)76XhVQkuVq!**cXU1
z*6WZ{6Y3K=NPWe{1`XO0kQ@McZlWbC%Y`bJq9Ee-6B2DUeNmv)=_B50V2B1_F)67X
zGZ=`eVN*u`9O&FY=7=kTZqKQf1bPtv$i)j-Q6Sj$&@yD3F<hZaQBB*lke6Yvk)Uoy
z$bLwFMBQh)PBd<DI9Z}L&}T)k8PMnx20q-}(6s3wo&FH|?J$#X{>CIznoQ<2AZh*&
z;L|D^8T%B^D!qMrX)wp-R>+ujkxaJ^Uv-6nB7fa%Zk*T8R=xL_3NGqR!X0$nv>?p-
ztH$VhI+mSQHtu%?W2@^{?VgRiFZujDO!FyN{B-KyW`)P3$-=#k3}uRcG57Xd_GOo`
z8N+R3iRmqDH6IA-H?~+r*RB{>v=m?Q!o`LZG9qY9_LaEf$K8gN)3BO*x=5pXjRDoh
z<>$1b-oHao(B5Uro%N*SA!!<ulAj~{nLS9)9y~PMxWgw+o<~?nJyi&GTO~PPxh*2k
zO{s1(L9YRq#dMyt%Lv7oLw#-;8|<XlRXp;jhec9>Rit}!Dcy~%wt~dXlMdwDBhi*u
z7A~)G`zAtSpEB#e8@mgk9(~j;H$j|(Bq8FcC*M0SaU*7ReWRW{_Ip=u^je<rQv|fo
zp44Zn-R)Kgi}`i<&-Mh@6)J<ggTzEb9jsm>JQf6&%zPMCtTW4b)SXzXXH-)o+Te>b
zH5?eyNIT&=N(*WvI`kkWPb`AFbr8g-&Z}NtOC7aC@j|HHXB=P&pn?XYZN2^?8->gr
zJ)+%;btk5|o4WbzaVwo<GEMxEhy!N`@PM1(|3l&wm<KF!9CeMiZQQ_0cgXnhD~1p~
z05mUD{v_5u#jlaSKWyemwT9gyD$SSxMBu;4IdKvopq<MYb+zi@h>_GYqGHG4a{A2!
z%1mONw;X>6eHwjN+C*~QTuyOv0DNk#dcL;y_b_deR#7SeO(SF@XQXYfskOU~90Rif
zfwERhwEU^*e*m2^ZxE_RnO#J0O<-X0ETJ=Eh`U@8Y%Csyf~~8`6!3%IG_v;HXi-2a
z_!LA*^6Fhk(UUl}(Z2q7r2}PkWdR%f!iHq3Vy<-evC4^^WZ>)aUsTlt?k0zX#O+(N
z&->Sufee>+h1Q?xMt&Yjzo<`8PxD^yX53U!If!1Mz#lsQ0XXPA*;1FR#EZ0~KU+9n
z<aP-}4n#KFU`x4ZqmHy+2!1JYb}p7^EgTrzrQK&7GPFuL`@sXFpCvvWF`P=`6l+j;
zxe;bt)&2o=S>=R;XSxf9<Gyg-T*QXDNX&qJdjk8~YQEt3OuH=f^1&T$^)6x`_ypo{
zUTltHy#!A9i&W97b_@8ZTGU8{`Yc=+hDtq!no{V`g!DYTJtz^m&pNN7;2}d9FCd8&
zkbbhR9ycSWo>WqhUAr)Q!TSS%N^`o#K~wbt*NmQRFY<Ug`@HapTvoh=WSM{s7@jf$
zT#ROa00>1fX7U1DB#w_z#-89{!TqNa5^D-Kt42I+Ej}SUuS$P{-rE#S%*Hq4ggOvK
zO^NGqQ$8)TJg+R-c{Ajxb*6>;oJ7=4n7GP?4y}fIxCIUJ;9DouEM<TH)@g-SDWYT|
z&niB1Q8D@x$PBT()kIrJ@T-C+yP>xCn+}#}?lPZrHzZkEkdLE%Zl3K*1z81EkY_+0
zt3a2y?4$cMVRwsJykz6NnRL|6Cp~ApOA7kgPGJ;a^ejn?Mdd<DYWmh`V*k!m?R!VW
zcvhl&8DMO9IMO)sq0n#FH4BZlUW8qKOuL}D8zPh+q4+&20{LLLp|XpoGQ&BiX_+P*
zwh1=Cvy*qFm6rUf!HGT`CB%7wSjjZ6IWKqdSE-JIU2$qAcO<K~IRX)Fru4o)ui7Vm
zO7QOLahL#N2<;VNd6|N$FH*c{Nh$zT4T>v}VyOyb@zk#-|I&Y1*nrpgk@=JAv{=iJ
zjMVL5g-FqOg3Q!$s@jvHA3BKBqrB4GDntm>Ym_q|5`HY{hrjzwnV=}cGiF-`)+-@g
z*R*9!{o$=pYD0c?Ub{nc-gX+Tqc9Cn<bZCqOI*YqpKbW!H!<O!q{4LW`IL$)<u*>U
z%7$}BnF~ge=W<PT^)pft3I%N6N1oe4Y&2s6IWMUdzWs(Gp73-YKs57mB0jczmh@yD
zN7K2w{E`GLvpt|Tr2WjWB4;WW6}lS$?aik{pr+L*c|bA-fdt<M+p@Ydyp(~3mRXu~
z#xh7^#`dLPX4cq`F;#;Rm)}6z^y#-w`FZ}+4-~p7gzrfGu?jew-6Ui`Rn}TGRa$+F
zUrv?wie!ri^zoYEx8lz{Bn>U=zk2HO$qmXXCe>mu8l>D#qJ<pjHNa@4RH3Z2L}Y=)
zzNvf_SaOr~a?I>V%^iacVi9l%?(0rI(GWex0_ew{V#8Gu8NwUZnwX#mc%CN=@0H0+
z|96{Fv>qU1xG{D{mNm&4@nLrMC21Z^bB6AN*g)NUk=4TvlnNG86O$4JIR4{QF|0yK
z4ClKJl=@*-U9Q+2skdA4SR>f|dj{c<O$WoikzejEDPzcQWL^h%sA37ln0aMs%{m?%
z5PQeI@HdT3#`$@aVh`F(u2@rT5SyS$3p<1oP<jvz03NR7lkM6?SQ_Iyi?Op!0YrN|
zgS0UIVihr`N@zN`dty7S-gf&wA{zieA_<bbQ*3EwOHvlC1Tcg1CbT@)Go<7v-<zdq
zASE&17GtBZ{w9OFJ=33i@tHaW-Q;gM$v2kre-z};(rS#s2pKbQX)<o=S6q{w|E>>a
zVP3bQ&NjwF-D|{^Y1*scEGPI7xIs5hO<3O~XR<^D)63hsE|#nc^xPEqs5x7SG_Au*
zZEk|1EJ7WNvQ=S)&`*;>6AnuYzj_jF;7xB7?J}*EEX5muL-agQrTEMmn`Rzy#0m>x
zud-bwoqQ&elEQsZpkLW852P->1%^rf0pPw9w<Om00;CfuaaW@8yB8`tJG}h^FrTij
z^ij;ZkdkUqxh=D6wG{9uj>qaTZP>WTiYNk9=6*h*WC*PAlE`^0Qh`Jh%CRi<nNyXW
ziw`zd!3%AOT#!c-2rX)E`?A4qexZIeQ1;4e^9$0rUSe;HxY$lcfk3ET`U_X{28N`9
z=1n2nt2|+kN*6`n#Od=Yf(BZrBg5wNt<%Am6WZ!HQ8IcPpsX$=?7u0MKsq1gMs(wa
zpvO*x=ikRYJ~5wQM@}$TK3unG|Drv}lE)aQA9XheB-J#yR0?SXVFv?61?bvC{idnt
zd61lZjHAG%u`)&@T56k)5yU~Wr!>=uc6QVRuVj!=w!s1%Q_cP7$PJi;eONPTp71%z
zT-+?#iD0<xc_oYUCC!;-l9KG{X}F-Tr>4H>m{}Q?HkoiUc{8SImeKtrpE`k{*rYWH
ztFr6WWB(x7;u<#VlxDo_wpy<4vI|wbg(~<7o>rL$u7d(~XAL+E{2a6pX42KWW#=!z
zBfyzSXF`ngBGr>J?X2-9+YeB^lHxyr_{>bDnWzJyTCT~Np8<7qlQ&&Ft4gqQ)AOFV
zW)ll;LIRiMH9VpI<#a+nYlUPw9%dKFNc6{1*D}NxX&PkiNiu&IIB_?g(^N-P<lNz6
zofpT2xPt?Bnjd6^x>{Xx>;kVwV?-B`8^_+7rLh1B{>mU#!}VZi<p<{mq8(ALFYfJk
zwMtIh<O4sz0#Gy?pXxD(d<vLl$XI<0)k7EE>LCISjxcB&7pl(7WN~(fz6Ipw9`(HQ
zd3V!;fp?q0+o&w^bXd?3-T--;8%KkiiNyf0gJQXm)aehM*s{6{xY9}YD256k9v4ga
zGUFh%YV2khSuRG)#hWCSZJJ*#Jzj~+Aboo;t2nn)qDB}*hj>Hjs$MX?@pVAP$v`wQ
z{Tx$5hk4u?I%6?FiylbKgt9Q?h}8weZF&IPQg3XGEd>kaHhj!dxmTrjOi}}DgE9TB
zv7^#lb*1QR5`pPk0JtL^7yh>cxX8b@5JI4{F={HAHs%eCJ5)8A^6)ai=JGaj?*h~G
z@0z?{C~zyXLU*U%w*Cy>IOQLa>>hHbM#P?>=qI10jpSE)^CQ<rGyL?{`^0RCb`ijU
zmAh_5z74Z%dv!_&m<H9BpjBfym1Q1t;}>(HeEyXIIO^mI`$3C%Zs#jA!&1;1yRsll
zL5Txk0Q$wYDI<Q~7|F`qi-qd8z6rB^jiR$08^O(8mUAz_cB0A{=PD8YUCeCi7+d&F
z<ihEQ%!^mqM7}Z|wivqK9{{>B#W+4{)62e)ZoI57066spX;@?>f@$<vhEhF}6~GN#
zo)w`c&wp{d;lC?H`kLi-Db7uYtfaqfneU}ClQQg!+rOipL)hN*$r~-MlX&v8d?-V(
z%syZ+8&gZC4)xcplRy};W-9aYr$J8VO5u^vSpRmrNe4e%&*DB}>tOnQk`mbXFdMNk
zQ<@E*jR{6a73DwS=iYu=Ov;TjRM1vJ%LC}?)RA|*6`E^D_v3Y)?R;WTIbXkXzE^9q
z_J*D(m25rwpzpnSlV@e<8X+HSUv0j+_yf>a49xHp+nAu}6Jme_kkj$33Nf${lj;Wm
zrwF5=;KxmdhD^ALNRs-4_VZHUWo46};9rDDwrhL_C<+|W*GVTH=@$ww`&jp~h6j9#
zsX}tVc`nQa=@D)QS>>6rlpHbA?Q4|Rxwvs)h2zMi)5JDbC_gTVNfj5e;P?3_y2P#k
zWG^E0mWUCyELQV?q&W)s{zX-W@>PVSAGNN~C>COJJOA|<_T}X1`gBQTQT-z73qpzl
zSTJiB&O<~RuO9DpU1i%0^>$~#XVIn*i`qLCd`)D<;<v7(&zigLy=b^(^=wQLreB}*
z=@WG@U`mb}Nn9mCh8w=M_$OvRq-i+-U8t)?3Db|QVbWdNaTAAg(#j-$8(xwlPT%rN
zkdi!9&qs&&;e{{-@HIw`b>JX<i)+7yJj^C%>0YyUC9<0@J@MX&;mP?mvN!kk%urMQ
z!XRu6rpy0t*TWPjebkDxUy(1;J`NNeG9XVgYj1ajJ~Q0B1E>&N6!VK_B}q5byhn|K
zS)|zEnSv=V38v!crA*XJqm>a2m9O)L$dg#;*@UsZ<ql+a-WMoD(ZN&D`_o;fOcg%S
z^#Zim=uZ?_>5m!uU_0u*=G3QgL$znup&6KXxYrfOzG|p2A)utg7g7eDWOl6L&1STA
zUONw%My3nnYT*wVNg@&CYAy=2ZYLBCKpNou9)X@O2sl;RsLHCub>Nc{ydx@06NtJ~
z#sAS20e7dGx(RO@d+6gT<%J6CUWKi`jam+m8stRhQg5gzY1>!Dc_B0;aa0Oy4#?ch
z9O&lJSJ#uKyyhu#s!6O^<T!L4%SMbx;n@PkI_ofnk~>2TK9q~peC}EgH>aIXkDF>P
zTG@p?>J#Pf&8jjI>?g@zJc~Q0I$xJIVCn%mTf!qe3-$8n;ovzONc3pAM;)NL3Jo~1
z5hHt-MbKJ<2RG^|qXYSn*j{_62ixry{hn<+_r7#_K!@%j=NHKkIhjtRLQpU-m>aLN
z35)tjm7b@Ui`q5rYg!F{UAg4z=_dHS169ntv_?#bD+_A`aIxXIjoFnRu`du?qH}Ko
zCqM)A%&^m*G*S+qgD^AiUF5~CiQs|_)l#uohvoqW0Jn$MP2`S6Ub=RvjXY*e(P89C
z`z`OoD61t*P$T+5(ODz&GIoU`*4dI^>^0KaooLJ%Z~;a_HULg@?ln+0Lo+K%>@7By
ztmjt&23TG6J(G{hPMmCV6d-Q+HgEX0gf9Elt*U*moCH9s&PS!rNByfZqAwB&l8gj^
z!}z*jL4bZn8QxfR@^9oL|5hIJYn?K@3hX8{biK@YfN%M|yiov4de}g!B8+VsUtHoW
z69ov$QRM-=;A=X3SXCAiFFLP4S2YFm3}>M(C}Nr-2nJW5zEJ4MCFF-(S6)Y%=mIXk
zbcBoV4LkXBm)pgKdv+#(xqQ{YrP_M{94C&>Dy$2sXf9@39V(gpx*v#PQ3MP<fpwB7
zg1>tS5YjJ%B66ncP<rMy{{U=oO0>nnHG{t>vCPu0{s0&gr&_%0j&w+CM73}DKGR-s
zsa!8PPdf?e!fz9s?@ql@hFf;=E_uJI_h{C@s)7Ov=7z2RP(6P`;FPsPmgcf<z0ynA
z-ZH#Gq@&2>ec^o7$!3g$nz&$A;cNM2eVF9r!y+T&k#7uy&Wt43HP-8Bu5C<!0cih&
zhqj8UzV3tp&1O!|<`d;t(ui=?Xd!G^F2Bs-{O}!hfFf_S=1OBw`Q|S=tQn0!cxdqH
zeaDX~vP#q(>s^y8V|R2Zqbl9gPCR|fcOBtOIS6;cTZ?s@)6AO)_F|W1*=jYy<>ECk
z_7(t3L}@{QL0)x&Er@=h0LJeBUoolvpExG}mrzA7XH+8I6dgPc?|dY*QMO(|)H9Os
zGblbUI3Vd1<Z8&Z#lnR$b35>CjWA9d1c^j{b%U?a2RFF4tZ|ep9=ex#Bb|6tWXzcK
z3Cq?cXMhri!C-YJJCm*&SBxYb9qy*$3!N}EJEkHx5myq?UP*-<$7ce>*9xTBKK)?I
zsJGNqPa{0Em5gmFQ%yzycvVq<*rqfvNHHI;4)71B=>Jxi_<Oz&hjrM<sEsFs^^$tc
zgd?RS@e!VwF*w1#)>;N4IKTvObg@5zD~4U{wiP8F^CQxLP-LZF31aXo!BEqmUuTNq
z>Gg30uw*aK$PTcI4+`z1;SD<Fu$YBe_(EcT&YS`>@u-p0@zyDH$38qvkrl44V=q)l
zC+jXp1L~Uuf7ujLD+=;(6OzuGWkdP&W`=lm2~BAQ&HJtUi*L&R01&-Cs?2hIBT=o(
z<RgqreH(8q$V>N-`E&McqNH=o2^nyWr*ECNaRSFFrw}g2G#WD=4R<V1=7bs}A&Vr9
zS&(1wuZGBfCrTLRb@#uvUgu=}d#u;FIJy7bdY$6~_xu0j*6VB^**HG@P3!glmznlC
z!Gr#P!|{JHQvd(1Y2W|RIRO^p{!`$x{|F2>zaT#w=^wf9e}Byezr|MbHD6VY&D_Nx
zd-NbvD#OoC%tA0<3*!JYzvrf2PSZF}oCwamT#?tfvV>+wFwxc+N~nV~)I8)tt(t5W
zAHSkU%VTm`bSW?1LP1U%{=W={^mK6lOv2#se0}I7XJ4!PN(fk}!uvXtdZy|Rz;FJn
zrrGH2ZJ|KTT-^)PGMYaoyx7V8rSjEMQHPU%+1?+(i4Bfq0-3D#@3_(E93fS<G&^B|
zuK6C~jPLisH@^uIXiSHpd)bwbqH`zpD?%q9jxnd}JCA2CzZ_2K<Kr6YudrX@r&m*?
zR(*o9xr1(f68IQOzb%M&bSa(&DorIC`xN|7sVSng=Otb1E5bYPS_D#GNto$5<KFNZ
z&Wc#EKJ$p2OY8WzSdSLcOCf|~yJdby_TJoV?-6Npq*M_m0GT9TNQe>Z;a#|ctPRVL
z+n9d0!6~HxZce!Q?kxqXw>8IS)I!H$CimNF+ZQ*rWDP#{r%FU=!r1``JWsve=MYb4
zkET0(e$}qpU~})~YYjYG;KUkQoBTuV@&fM#o*f;}0OIr6Tsv`_-g?XUbA5nL7iHtH
zRA!M=|IYZH;q-snfm_-U_wXt-S#`_)0XTC+|AC2|$e(i<5^Z7O%e<*(VIlC(f9gYU
z$#(9yeY5Uh=rwKBG#4<6F%V2c4M(lk@0x&Nrw9G678LHN>BL)J6O`41b!6z1`F>(H
z*(y^UA_eI33`h^CTZ$vMp+ggMaHbc4DhKkG<=FaW#*}xLb@i(EGno0{X14d&+iF4l
zSTBrjGh3N3;37vt8A9UWqqiSn=^vjH>8}6M0RNL~^Ise0-+vs79XcYr@3C!e&i&5k
z#!v_bN8d8yt2@cGh+O{z7}gFF8kmP+1Bia{;{QZe8jmjmQoKL-1DLDISXGEtAK3am
z!G_nVy<=(5lqv|JSv#-tfs*_Ikn2_nY_7XLpWdund!{2$$H_b3pTVj->M^uxJlt2*
zga|vNAC&@M>S=)G|7q{}4&XvAlpsEBdO7kI?DEq})Z=-r$2>se@_Ns0<ZWW~)=*06
zqbp2xRFTpqv<_K%ZdG)fT=X1;d@IE0!?I&iY6i}>)w8KnAhGo;HcCh6ZOqT`!p|A9
zC2U<BlK`fGjKhWnju7;%{lJG=(-rukP;nE)=Q|!Da5k1Vl-99<SvBxI+G8DhKl76m
z#ZbF#+tT`MlM<HUc+HP@od(;_>v(}oS!3-q|6wSPccUXttg#%L)T1zP$X%7<XW=E8
z$7Ef#U9$pW9{bIg?t3!;(^S;?n7GmUBmIp*)5~4)(+?vCuQX?x8V({OzUtar=Ow{w
zxUZlu)OY1SXIYb(f-RY^iAp;M6h%HikIGk2-LOiXvMRhmm<k{fn7oioB~^{olo1mW
zmW_3W&QH!>?fq&MbKY!vx3v4}ZG!08QnY#Cn#MKRKS|S0!Q(fsAj%?2=b11mR__t6
z=lX3bf9~8#t6c+%+OPhqrt7_Wzp16kNOG5}Nks`?rKozj)>gFP6dD;rp|4h8tfB_S
zzAp%j1ftCXylVBK?3|`9L)(~_4S*-U`KdtQbwka0qJd14z;bJF<`6fj$Jv9{7<MgF
zsS5k=^)0TGOv3ry>CO5K5N((YK^@pB@L>l1R+k=$`9GAr_&YXxhk6m{SIa3$K;uKv
z+Ut)n6V$7j!<@ln+OW6_NteR*;mw=zvr1}%u`ZB8#A*7a`m+@EY8!LD^g^ViSMv@<
zJbe(M`yW773E&UFZFU$@vsp`3sXXEK0k!;{pVi6hIHx?Jp*qf--Q_dpU3`iFMLd6C
z1-u{xs`h3ai5jP8kUwTzk(K*)>wex*f4qA?S`c{}&gr+Leb6+MB4c4bYwo|YRS>>H
zLwI{PR$|^K*UAL1^ug_2_3s%m9%7Dq(_wNn?T|Vf$@(d^vM%WL{nUA9ZvQbbrD$tR
zpx1BMMLwYh&cg8bV;7ieK}pXzaK$#0?z>kHo5b`k<Uzw-1Ng0wLQIP}SM~7CWFzj~
z&L<%_c`QdLy=m^9O3PAPKWfiAG9Di8ht2kcznb~Ci0;NlZu?;;T-qGeyrNA7ABF#T
zqW^f{0h`y0w=?NF=43x-ow4F~d*$^sN~t9()_(hiPIzS@7VdG%v4Hi-RVTUZQ;wyt
z^{!LEW6W>C-83y+tD-VS^fGt>k%CHczN2?BDMNNTe4OZ7FhJhEn}I3cZSrjX3O~Rc
z61*PU^e{0S#9<gk_pcAOQ0SrIf!P0p(v1U*whqf6L=E>+OQ1REd<$2bpinu`XL=!>
zNfTA>rxm)IaJ}DbjeGO)!OcMC3PVHwDdf3Si!4_5J;q_{cxuguoBRIjQIA#JMo61P
z(bBT?yBHDUZ(EGhf^AnS15UN5%^SF_eQyZ&b{r2R`pwp0QGxltmv6|4E&|rSmkm5^
zig@)W6BMJ(3ueEBx7qw&%7+XdZ$S(zE-bg}Z@TJ+2u`GSREFYNN%kd0?(lcyW1sF-
zhF_-AiA}K)wge4Y9upXqWYs_;uDd6sTVX~QT;FPp{{Z^4AAY23&PC&A{8Zwq1uQsy
z&e{_r7A!vRp}|5uP{GNsC=YaVzLT(1{{ZoRqbwFiu5a69n2zqOruy%pAHt9z%a{g{
zQ>*IoC!W3J^%vm%{5Xe2zNI;>P)~S!;}%l?gGDDQGAhl}HJ^|FE1?3fkPZE98KUv?
z>q2zwq`;m0;cNVWuD9=|$ZF%U)_igkj05{8$(Ot<4Bo!c%jg+c0AfCKh#?$gg@5Q;
z>YR&Uew<Gb%esr)S^{X9=#b+#KE4m*EN*<$TS^Lv%@dldKLGsae1P{4ZEIkB`U806
z5N~VmXYCmgZ12$R(1*>TzXZ`|KQyWBc%BVx!OR~gfZ*QEvL%v1`E32X4+h%ndo$!~
z6`z*8{s3fNVgH;*ATKpTa)nYH7<vaXnY!*W79V#NbM^QJ5xj>X9rBa~1dle6qUlEM
z(5FYAXq2(xo(A*Jg}!`}ir#8!{R-i5urO+Y+bZz>mSNE0QAK_CDdeg$q+5|{?sx&a
zO+KvYUXsvRrU5v|sUpGpFCEN2>+t)&&CGA1*~W<p;CKLY=PdIdz)?;y)pqtDfNkML
z;8WO1L|KC^T{wE6u6#bIply(#!A|NIf@jRJq)<@YAtSHY<KDwu7Fg2H-R^|w#WVrg
zcNR}YUHY#ls;WAr3>>4tqgg3oTf^DiRDE^q!j3gxT=mhtb9k{q=|Xau`1B{`fccEt
zopXuPXk8}ZCw>a&Q78M-ikKfc*JSkIGGgrBwvoU^Zu}`PRjfMO29HNiA{J~!+W<r9
z^(;00Q~VjM>j=S!AcMH>rnWOe>)Y*w4qGj@kj`J@*EvBqA8r3b=s*>>7vOhvp=tV1
zF+LFBo$eBFPKtel+*Vwz7DP?^$i!iA)*}ZIxH8dBw)D`y*$bx_KCi^`%+K53{Dv7b
zKykFS_ne-#&q>%b9nJBB4V9=LAxpLsG1jxQBU}N7Y{aTiSo`c&$8JuN|JYrOh#Le|
zHTD-n3{Yruw&KHM@pod7{rf|u|4XP<^Q1-ez00Q*N$tB1CP@*3P=>u`Kr=-~wk;dt
zs^Oe4fk1#7?0-Uvo8=N4{8LXT*XNvVT<4Y_w>2}1l`@6BmiSMc{|Y&e==1FV>d;Rl
zQ2<w2>7En>isexEr!rSj54|J5FlADQIQ}hxBXq}T7b>vNjbm56TQJgyI6bPi-{@@n
z0juCIQCWKKL9&urvgXk`DZ(L40qzod@L%s;&HN8QeN9ZUQ04_zf?9!%hx1?l0JcBc
z3oQzbr4s%DXx$WCSP8yuG!pfGvbiW3^0#4!Abz__*X-y%yQeTAhfwS?(wKc-!ml}p
zmAf|+$KDD}!5UV@zc(y(EsWY#%|55lt@)_r<_yo?Hy<XItgty`2L^hvhSJR{0Dd=H
z;jX2Ti+GfMgvIvB;}-}=FZct=8r*B_zSssrF@pY<%9IG7K2kO4D6&i63fO&Pcl`sP
zz`C|5L<j+HjixEx3U^kCLS;T#UaV%KmS~6kB!D_aJZ!ez!CrOBsJGB>l_0~cbFCpI
z!bFxCs+BIk743Di%TY?f$bXw?0mbh@m*t;8FWdIZzNneCeo`*U4@jqb$|txCCH6Q<
zq{_e%a<2G5o9efnhE0bNPguG;E_%?-z`Jlp$6nl&SrDzu37^POw1<#v*G}A1tz$o4
zXOfqIv6Ay(l{!?y+Ty|@WE-1!@a;0sV?Mf%dll1{2vYGZ=tY$?l-Zs{v$<(N(4cTt
zipP>-<6+9!SL1(LNFn{B+alhC$$gvb1tEPy>h3&b3_g-Xsyy2s*;sM)Vay*sFr{vn
ztj{rmOsb8)1#nH+U7WN+_;Y^|#!12=d)`h@kvYAvTk1c6Dq+-;ps$T+FEbTWb#+~W
zQxP<h<19Y@f=S;>t72+~8GQzvkgT<{uEWrmB8A*}v1|z`Ol*!x6zWYfO~l3xgUe@`
z$r`PbF%n!Ii3VX2lg8q|Xz4JZl|>qdrsk`!Tvl#HCoZV2EEg2yH{w{CTWfDEwsrjh
zXf(CA*bPTKX0cb9BTS`f;g3=GM!Yc4!K^*9ym`)ahzpA_ODekgRX+iXPX)@9obHv{
z<(RQYVXZ?7zxjN<pCHB}S?bkily~3OF_XY2FG+(ZGTDdDOGkICR=a5eS&G*Zw&)MS
zuRC9h0CVu_JH7a{lSu}y_xx`!tt^$61-x!6UrNew@Kj`^(T(ue<V><h&T&94)QBGA
zYWG@cAE<t$8MFpVjtJl4&pt`d&dWt8X)UU%(P*@gnh`z0R+7Fjdm~ai<9SV36+b(K
zBzlV<-(=r4%GkT1!`IQfRE9}<kf^VVgehcNpx5HQ$n)Vma8<W8z+v%HO8rt}%&*}d
z{6Jo>ELi~6U_8DCE9}Ig!v=)o?9R%gPN$RD-R;*E;B17fs_RO!7s-2kwdJ37_2(v+
z6{Nv>v}AM$D==qc6fSP_+7^fT*K`)HvnfS_TMzSkhFa@r-{PXuK=zICziJlF1B(tB
zXXyZcWm+)hdS94$x!-7deT-$-j*jey&Zioz>Kk~c5OBzFJp8y+$}Y=%*JRVCQIem3
z4;hify7LW43MqfvG-0K!eP6s3729+}p>(9!#ebyPWWz;o&i=Z$rTTHr$R}5eIip6X
zC0(sBQ!6Pt&v^``U-yd-?ugw}G5iQ2PS9iBUiS8U!xPuM$pon7QC=jwi7s6Gp0SR6
zrJrl#_VR0zZ0WfVoMB#GLW`fu0G>=W9}>Uc@)XgvI7h!TssdVB-xkA=%c~N`u@`dN
zDdv$D^=NtfLg}Cv9NwTCn9y{t@_)N*`+q}W1P=aWjizbzX|h^!rd$@hTjhVYOJ>J(
zcH5#@HMFa_xHjR}C=F+kZcEuUx{KrL=ZvTyqPR-{qnDi<+T1_p1!*0R{f;LqiH&Uk
z`SV7~i`q^<`47PIU7zhq(J&PNQSN!Q+<z3{@16bO4D+BOeRobUaGk2oj-$JDaHE1v
zKe%g-f9rWt*X^(H2M)67jq@JUkT0EOLg)kj&eb==MGFs_kD?VJ>F~T!XM!MU({u9N
zA*VpkxJPLHx(YOE7s>kbas-dq(!Oo(F-@%D15dd-GV73@orM7=gV&QxaqjvuZrmB2
z&{RQ3&?j^Do_^W{EW+}>-~*-Qz)B8jG>)UR=)Kf6$P?xJ%d*us%PqxeqOj}AgOG+P
zGK|QdG{?Rwd<_~{ma?A!-((=W@fN0&HGIkdboTq)>fV1Bo!R}~v*;K7+p(^Xm6vXr
z8~=I~9j97VbyC_Y!Oxm+>^s3D4ru^Yn<Cr0wjD_1I1pIjo6<*z@-qINf?iA5{}RKi
zt>(nmA5h@-na}*(zclOCj$EUEOBaOhDu1u;_A46|au5+XO7~ReGPF^?&f5K!h=-3i
ztG`}FlcYtX*f}0>CQM#%?(%zkzOqs;-(wqY!6E{xRX3mVL>6MvkoUeSnd1+@U#nOZ
z)+KVm{8gJ(VW*#sa1O*c#9Kd^BAmUq><<)!YQ-DanO@>AjygI;6#70AKUnoJb&VtB
z;9sppxk<mwgW`J#X!(TucN90w!kUv+7&#*a&BlPbpJ~28x1Je}<MH^UO>T-6+N=_U
zbcJ6Jqr?MZu1U4B4_x|@64)5>h)k96yTlwKRES*-;v(AKyO+s_pIXMQ3AVk!e+k-O
z!+_i{`=6Ntj~i+r9i$u|37>xa5BA<VIIf_{6BM&W7PH07Of6<+mL*xt%xs~>%*@Qp
z%*<dhGg_=`f8WgQ&Fs$HUhLe({jrL8(WO`Ys_Ru{WoBh%{!*`A!w0jWe!d~)ykb{l
zFFK36_JO~snX<Eo^8XQnS^Yz%$-MCV@7tTl5@4{0%RL&XS4>VEFr<ua!eR^gjV`}k
z+_7xnwpwEwN*I{z@EU+~GmYtXrhY?OCwjzIl?6M%)HEah3JkI6JS?jPB%7f`-$;yM
zd4m9^{P@F?_iTe_Ym(Z2MJwV&zo%6JEk>Acbe=?#q%DmUxoP|WMp>`+_hKe4>g+#L
z)Rx|g6JvGM5WIMZ37SE(k3mWKrX@Y(^{wG<BO_+(Y$jc1*LscK1*fre9TPQUcH>!m
zk)Bt<4+Bf**tdCZ=|B8DUS^<xs;&U62KP~Tg_Fh#OBneu+!qtKy+L8|NUNOh^rX5|
zzHQy_9yhW^nn?$%siPDNGm!c?n_r~WvlYKYH?ZF-d<T!f+0%DF@<M=i!D1`7XN|(L
z>9N(CbW<nfF6Gbf1Q9<pu(KhK@DOVyuUL(#qX{BrbT@sS{6Jd>Cll(G6PF3MtWWIa
zC1@#t?sU^0F3=wEzk^W#<1l!qnPZ)_SXNd*2^bOIq<B^zW%o#UG?uYZCrDg3<L8R|
ztuaxhnh?QQ#B#z-9TizpRGGiFB_^nu|0VWp>!ExB=E%#@@Fh8rjm9nbgtz9DPby~R
zo#x;*!qzGR@9sihzYSVU?6@DQgJM`8DU0XXh8ELiFD}Pkv~M`+%07bt@UF7OmCk$r
z34)V#C)3s7P_Nz6yT4oVwtZW{b^j-CTlO#`YT+T~D1J~)BynUN_v<;0k=*rVzRxKH
z9ZvSHh3v`~Ux;<StMG<<0lWGFAi@bSRrdp(JBOba4MD>AH{E%T--a|x&{AJp)-b|{
zmU$HmpS*}VQ=Y4sYl+5D&d&K8qwV(wq>Zz-<l{sQVmrf4?+f;mw&RUHh|R9b-OL9p
z+a$C-fFZ_C?O)KMqF{`H04So~Y&lQK@;7`9wF5X@F+Pvbr+mXDRhWYxkd5uB`zYr=
z?aAR@Ymm{%rufw4@mVyb9oKB<^j=}Yh`qsIOqzc_*xBz_F909aOr;?@14^gV9>s;F
z#O^>gY%KS7BSM{J?VKlWTyxcZD6t1VDz2P*KBOJzcFp5R+z8fU_o|oHX~cE!Of*pc
z@XfZi;Hfp~Utt)W`Pe2l3-fJI6|$lZC~hxPhbOrKzm?zTBt}2{eAtxkhSZaqq0Q@!
zKS8qe%pIT0_8tnS0w&IFt<^49^KCjK-J?T0I8QHHk(S!6!3Uc>)}OI%Z9?Aa>0-8o
zKZw*e2P-%f&lACs^rbkopw_dw^q$<Vh=#Mh)a<X90gm_8?%mfB4j5(<FDM$5JF&P1
zGjY_oaWul?=e(REzd~PM)LrvWDnayUT<EYE;QV~hYYhrP`iYY&j5jf$L^i}Nx}Ckv
zf3P?@qUo3(eW&g!_Qv>CFz(P#%oL=5#RQDuxN5Y_lvD3^xg$Zf`o)XstK)&#pY!2z
zFcv0tR5-dv$3z&^Vs;nJnIi#I_S{1!Elyqvqe?MTO&!sCytkuZ^{Z&c4C2;KG<0~y
zL_pXkMvTXOomFmLd{kC_HuE+L7nF3g6S<Ih!;neV7z_5+(-PVFRXoYiC)_ND*wf}{
zze?h{dIux{lko`&9Idr^%<{x62891lKoscF-5BW%hhNaj{9IobsW?TtVH$n2!{{vP
zGJlFb6y2-TqiTE3T{x;$CAl9y5Wv=BonLGy%$hT*m3tHc(3D<XMc-8OK34VNo+y!^
zIaI`cosb`ae(_0^Z5ZbXHhN?ixAAr6RD1%X%EkL_p<(EL0E;zBK`3=>I75dXIFh2c
zJk=op_%?l@MdO`sPUM|!y#ds;%No=op<m}XfLg1U|3luk#R<^;&G2~3x}5^~O9}23
zPgXc!8a#fTFS@tVL(@yx(bR7E&kP3P6&TX(q<hd*vAvhbpQ&60Lrw+jsBg#R>(5ya
zGjB8<;JbW*?dXxei1gCKl%SvHjKt^ffldr=gahTJm_unlZRDUPyJdl!z2$2DEZKp>
zPTxJ~5My_vrSC#2Ig%3iFehm@mLb$GF{0lhylS@><T~!6sLn<vS)PuO+Yx_@IZ(lY
zQOnuS6G|y?7BJUh6^oA}e9c;<if9&0yY#_-LOmM5DR5ODQX3<O+=xP|c_@Nzaf6$a
zCImOfxD6mh2J3l=lYgj+s%eb$8SlRyv?}lN&Jl;p`ZZ56qelExt(agl03ZKHBsAUk
zDo_5H(weAoYPbG@kDF&jPGAGl-g@_oEW^O4ogF7rGGfT>-VIh&zr@n_#a(CcA2+~A
zzU&2$@I*2?Xp<;hrI|(DdMx7?lbZeO_fjr);7-?TxkC3Oj9ruaMU6B~0l`Oyuu%Ay
zsEu9BF=P3cn4A|no0Auc34R?P^lpq4VTTU2!Nj;?@*reGb1jc`B10Ob7zCxIQtbL3
zFL77;;*t%$G5M6anxiKHUZft?NNW8C^GMVS#Ecj;Q^J6+>+LEy@3jq!5Ab^FWQHsc
zm9|h%4p-{o-+4>&hBceNK2Z|+IRBDOD>fn@dXa_K4tV4s8YD6We~NkEc~)=L)fV*z
zF$lmimalZj4CiI=Es%wmwMRRlq{bH1F>0cj=OuF_{f$>2z6bA!V952=j?~D{7a6oX
zz*0=4Js(<ewyE{m^F@v2WFOD^oo2o;fGZdntB^|{4SOJFE(NZ{N!hSu)EEDxb`Tu1
zUnNFk?R1feNf@Nx6lepBMj2VV<Wg>pg@2<1J#ZnV&p$2`H1<~H3f?*eeGsS@t7m$H
zGcZ|7dRpu-P)t&a&8s>tBIC;0E~M$#OM=@J?+5({7(<nPb4EwswN+e~DnG&$&l$il
zg3xF`b5NiPN9c(Z&x!DHG~=7~Fnf}0NRG*~aKR%p2O8kpj^pW@p+;7h5&g&~Xd*d-
zZV>j(9Y*=VAnhR&TwPaR9u*IE@7Y+v^Cj9yhr9~m@r-4XI9SKu**)+{EI+(_XVaiz
ze84z<f~LPTC7${PL}1_LOcm2aT3x(S8Hd$=EL_4QY8N7n90@matiPp{#t?>o6vHt*
zmPF;4>Rzc1e~M$5d+Y^=)Jnz1=z+86!=xjTG+VZvwnaVST%iZge)MIz{VA&V0UyUK
zS7Dx<G{Pfx3P6x}z~N$V0VB6r|IJ~{jcD)9g0zvE2YY5Cf2dx_B@|tSCQEb5LEsGt
z`15<-cH8;(&;XZVl5SP@7UR4;EBmO>{#MknaFYg+fG!;mk%PdOyWQF)GC&)ONOHsR
zklh<VJ()N8E-#ma+KhO}*TdX-Fy0V-5+od}%Mko#%nWnErf~^JK+?v@Nq9}{m|cCO
zfn!qC8^O#^pxovekee!=GcA7?o~$%$eGqaHOX{PY@#|MHvm|g$1V&HbSjfVbXH`^S
z3sXU$#E8<ln*{FCyhBtt6i&RjPk*tfrThf3yByxpi#I6II#nyTx1=7$zUK`*w)}Bv
zviM6yQIzRFvsb|CbH8afuy^rvBxIi1<2fKb%FVO@O<Rt@vnth{PY_(|B>=L<h8W_r
zwNwiqt|j4u>9YcK<oKgGVbaRpH5+!&$g_<;;gxb#1kVkv4CrxxTFLAhftnJ3&J4s5
zR>H?45XRU-zHtz99M1HZ8bPZXGPNrpqw0A8d2eF|vc;9hy;-)=u@6XWi%(##@}W4i
zl^6@JQUzvQqr6|=En|b&$9OmA<$TU9r)ai#p|@G*?{7Tr2D*ry5OU`M#zL@gf%Pa0
zkCWu*umqKkKtT!G)*6iL;U0wv$TZDHH!}#&6eAMXYk9lT(=I!GY!kh&*%TyOT##)t
zLBI;;-J>Wy(byZ1b#}z*wNS+Mt78Y?3@*B^%*PTO*PE{`X2g=#=nCv1mi2}JljN%I
zP6rm5ct&FPDo@94b|vadEcS2y3`EuyA6<EO9}@Kl4l0xPHmTo0htwa9C;Yt!eKYbV
zYmTjxj7!M2<tDB<UqHnc(c!9?Hg3&*fi!7phtwgfue-S>>Wr-}YFkp}a3<!*G$5H>
zh`60Not8U)Wo(@{bpizaTAzRWT4jNdM}rYTxSO!sxrEP7v?0=+Xrr-KW^@34U69!~
zoc?6Gea?h+$(GtN@%@>S5oxJY(5QaaX_#p!W?g$oCkP(|o6WJ%v5TXX{R6W_gfng@
z3H?nT@N~@P33C_RlCIR9bh>?LzEQiEbN|K-R760j;L0why_=bekI_DgYIB7TOW<2T
z-)98go+^)vXkZ6^`7c`!0A66we;LO_XPG!Kv-ECeFW9FA$}Z^3-H2A?hKkwaWf)O!
z`VL>0!@#KdWWC?KTVf+mmx^=`%-KiF06EcIf-5dxSxgC^04pL0TI0+QF$3YXED%M1
zX;I*jR?dA9bgG4&)}~wA;YGX~B6744$n^7{O2RLFFD7lXKSKA%?p{<$V1KE!j_had
zMLkyqXhb9>HP=!hX44n}*L22`t}Hj~-nue>a9zoBo=<=6CkSzgRTd3CK)u1RuCfJz
zr5}hdbMm0kwVE@<G%nhKWIt)}<SaTIY!umYyPD4nv>82|Ov_4!Eox6RW86$+J1;Q4
zSxAju-yKOK$H&8?y>Um+EH!G<GKr!ogH*W=+VwrwPH4ay@$soV05$mI^6(pz#~44i
zL5iBCqs-Gb-<8XBQxwK+@LAs}b88cTTX&Lrx&MGsUCsl4_jtV4WZUh+dPZu@f!isg
z?@%qNctblDKGJyn)>55G$yq}w-0(p}|DltL!aUbSoQF@MxO!vU(zeu)vDZV~GyI3f
zZo#bZDD^PGAzd#u^OQHsif@*E+GYL>No%vBJ<eckKv}r<9alm8k7lE<y=~W;zV(-Q
zkTHk6W0j53im_);j%)2@z43kA0wI6c^SF`|6Ma5>8p}<OXu-IqPQC^lJ++=`70lIt
zOEN3_qi$|ec3b`|vXdz$<e6>jk%2r0LlihdoD%V_baV0jed{;h*(lqp4bdXOjX3ky
z?%C+-rOrTwrdJsVU*sxyojKkC8!m!{0u?zgTwN^?IoLaJ#*-N6PmrqC^<PvCf5hyh
zAepm`GF0c$*1VUVZee(<jkLmOaWYHAdc1SB`8*adjI=huge3NVV8+%?*PQ99MOKc2
zm*2I?$5CE0VlKbkf9O=@eqXw+m49%M@`Xgx(vujrgBYiR#R8A%TBHL#!Q?g$F2iv%
ziZbU^nwN}0dVZMHo^wjKg&!w7SjtJy_%4V*gEia&PWpPIbFy^t##NLjRL*vXh;>Wy
zz<;#$f@s&>RNR(4l_bwJx*spur5mu!2emgi$NF=9D1d3+Zhz67*ZI*7a)2mmA8sG=
zgXFbkk0Nbw;mRR|qS+&n>#sHq^=nt!TFM?dm4*0_ZJGk#tty~HT)34&B1&TP4r07E
z(A3ffAJAsMo{N5_MV?P~(X<}4&g)Bq`16`;cu!mK{)Z$^f}*IIz~3{3e}AdN-pKdQ
zoOR)gBa(DB8eVf<#okdpauSB3Z!XjAzKz<H@F>}gm^~XF%T;U<S=p(Ecud94KV87Q
z;M`ZEK55#Rm~Yb|49AVnyo=ha<ItDGBg1j#N-}At?1~aPtY`a}KefboO%O-lmS?ZF
zrS2W*52&Wwe$mw#=`wfaI;L!cXOZv0aG8Hf!yuWIKpPo|V&?Yg9_#cR{7sZCK7ZIX
z7f|?CTQn-}3<3qXVvzCpzRb403AQX7<yHun%tCRw-ZHFzNMm6>$GF6u*d`BpWQh=6
zLK5RWDC}xnn0ttUS+`m6+v@xes%&fKC~170BtYwo-iyi6s8F<=J{MxFyfsk{&OQV0
z&)Hg$?UyH!jnw?s&PG~?kvh^}Phg;gnYP~P{g@beu%@l;qB>}xUja(sgd<BzaxXZd
z<reNk(bnD-Pkl_q1x50VfXnE~s6AkkldJea$3ioE4Xshw1ua2)jz8)^y-EOju2q^(
zMq`~XIoN636Mu__Q%L8vp1|z^km$riw>$p{Qg3y@p>6}Nzjegpz%>dO@Bm$L)FN*~
zo?X+DGOY_xUffdygcix#b{v*HIp^CVt-8x-F=44vwBY$l%~!&#Ok<?jB)YJ|btoU_
zEkX6QL=)=R#0||jK%J!c1On}rRVy`$aRLMnLvDf6ai1U>ai`kl5_GewD24IBT#o*i
zvQ$>^j&Y4*adznVokC)GAL8N5KVrZ4MyUc(CT9%^#|yOs#pm{L3zzPnalt{8iF`nV
z`1b@kVB4nlWLowB6l1=r73brvu_XRKUa{~HfxDySD^)KJq%|*5vkv46+-#}Z($%e%
z{$IZ|Np!YrpA&!~`$6*CJI$Ib$S|VMzRAyT=0G$5{V640#H@Dezn;J2iM2w<mN&F)
zH*bTYR~KYAtVvotVT};Z<=oIx*=ec<@1|?7mAN@wv(}n|Q=`S7astNck|Jg;qVh&H
zw4UYoPiU4K4ct67dfy9ydwJf&4Z!q{E)H>i93uzZP>^WzFA71wW@Ou!7~gkiSzToD
z-0_1`R|OXDyBL<IPY{w9bzz;Ne1;WXRZ9lZL_2w)7nT1zO?feX2vJ@*br@Xl4SI4q
zQVNtr<!O{#l36O2DJvLn)-E|PaYu|pakjmJ1%|W(h6K!Wt8V#}9WX6?;o>=hQd{h>
zMSqidUT4(08B?6b*Y%pidb3%U{Oh)&L~JOg&iE@M(%8tA7exE4#g+B0`%x|fAWlZ*
zg-&9v3T_}ei6yGIoSSV4Y3XC-JGT|ZWKi$W#`~7)8z8n!3w2V;h#uGNZ2r28JGiy@
zq?`6Gn(;o;-FCduaB`1x8o58>eslCKh=LOc2E4jxCtkuPWSM<_q96g7)!6R-1N)IU
zHoluFZf=GlhP@5%;9IB=KRiE75nFy@W33-Z6d6w#Xy?nVH_LQeKj*Pzl3!dgqAM_M
zuhPL&x%PXAF0VyXD0-7atmgv*KlELEW?4`zbEb*6Uu*UcYOiIor)hvpDYdx0-eAc|
zIdhWeOZaZ1EQPrtMqyq&S3hSa4plOO%HI6-yG4b|xPj9$*II2fJ-}A^CA@2?3~^Zb
zVOmPMl6rUFI~DIOrW8R8+?3*FA;D37`O2OJ;oz4YkE*9jDxURTmiL+Bz4?X8bEq`p
zwu(hdXi#+G{z6?`YcWQ8*@k#ZjtRsMuTD{A0{pJ_jk$yXU>GqSDd*maZXz(1i-ne9
z7%_b)2lM;pHi2ZB5BcJD(`>UaY`D4H1jlbZuEWrw^;k!^{{F9GM(y*BST^~}BZAR4
z(3KvxL5Yhslkp7!#btXSK8gE2crD4YDVzP2D7@iu0v?j_5kQC$Pt4$6b7L=pOiPIZ
z@~NnB%5tLrk>Qsn>jpwhlviC?mBCtVmt{zf`bSl8Gw<5r2msPiGwxVOc|!Q6>d+H4
zLIAh}mc5Abz!@9N@OZM>z-x=nL3f}dr)-hvd85gFr5XlQN~4!dlK=!|K?BKJnwjFQ
zeuzVA`W-;)d}Nk0KhIC7X1HG?wVc|C@9DZ!S~Av!?f6oPQ<`v2iNW+fj-pTKmfrcg
zlvViLi`f0%4ap&)RtcOK!*+R*$nDl@M5rN-tksoZ8Vf)-%fi$|e=GdCce!1{`ec-t
zP95&;k(Q)HY}x)ik<{khrX?glNqn#Gu<3Yz*zOHV#E<Uj$*lJqRd(X4UzP&W?;ZL?
zhwa3jZ17<_d<D;4ksbRZE1-QEk<%7|{z-<(PqZ@cL6vae=~ABe6NE*C1FeZ036XU&
zx6f2m9AVGm9^8HSM5{49XYD;+JeaqYR!c~~dSbA<(p>FOh6Y~qh7`vU*G)X#ao+40
zXi2sWXKR|fK>fXb*xAZs1pXxMQYA}_QJYFeE}4GC#3xHW7EYeEr`XMNX@kQ?;j%JK
z<e3(D-qafr1kQN$Cz}b7DO4{>QUmddB!v}lc9+E+9x(1>MFhc^!&j?_Vx>Gm8T1kZ
zg>*<&4ldOz2+lWJXv`#CQv%`)j8J`Ipud23cO|g0;fgZU^+`SbLKit0!5xSKt~E}<
zulZfo@3OdiKJcMpBf+l!Q0-!^*fjVC2YU|}7JFL1gug)pNi=LpB5^j53J*oTO1M8Q
ze{HiV*_r-k3D!QE$@>#z4gcNak!^Xg*pa;g?eCtCj1K6Xxt#yb?_|5H6J1i}Dwnc$
zS~noEQfH%Y*AHabx@uJcJWmJ5NYE5Zt&vn#47`G!86$oM0^6v7LXk;g4_bQCAUs#>
zGW8@S$&%IIqRos+Nb#deJgUcip$n9t0^4xjN-GlwyrRXMmS1cgi-}@$Ns%?Es)ENH
z9&bno=tczen0sQ(lSYWz(s<)rE)QF?(FCb2>?SH3<@oI+Xr96|Q?)ZQ(I+*Zegcnd
zEK4}XDf?u+y^)@lrByO#(rSQe%)k#zb|JHl9xi;#xCIotw>lJIi2dy9+p}zodvb*_
zm3y|4GZ+0X@Z#}s*)P~hu7Zg^w&{Gh%SA}bG2T68X~W_3vOk9{wmQEfrEK*_g`7g8
zr@A|&nZ@EBngcUfZxsQOKe+iUvH}a)^PSd$j_FW2Mk+X6@IM0bb$<~SoVc!KY*}=q
zN#yxvLwwu{o_a$%qq0RMgBj<CMdLcghZnoMb9My}_4;?DIJW!{DJ~~Grlu2@ZJn_t
zb;rMiC3>zy{6RQ>OzkABm4p<^I%HSwCV0Q%{x+z=JnR7yEE30#<--i=NI<<*ap@%9
zth#EqZH?axUFrB6WvM7x$<5!{DcW9*&rX2kp{%9CrOr&!*c<;cokWm0;~bikB%}Jt
zsaj(80kq8APIsGzv%lm60}thSnGi*}={u|`_J*9S)f2#>s2Jt7+_jZINM(@@Hg;~w
zCAXOLSgK^wY*t0`C@m>TF?w8ezae=l*ev?3UX|pSNq6%-K;~!A8%<JsWF-*x9g$j#
zjyb50X)U@FbiXZPK?tV!I}YQz9Q*~ivm|-$xb=5NZk(K#aN2BN{13ecZZuIq*u}lB
zm;$H)j+LsO<0(?3J;Ar7{bf?2n3TQ9I!vyrV%6CTHbaJs=_`SOaQWXr&ncjf!>}ye
z>7#5o|F{)5OLS^C;v%1@At9VrQ*NaI7Rr~ByA<EXSzkS0aJ`2Dt#nHW1jgw*loOro
zfDW233DWj=ShrXhcq9GYbM0+&l&L_cO`z2N4}$QBl2%EN@D{PHkgh8&W~D}4O(-4>
z=;EjswA|$K8qD%~9ZA$1!x~C=lW}$J@A*XC8)t=ap3CNlGi>!cv4P==_nl4{b>Dfy
z@1)l?g)xN2`rFdNE>)!JQ$Tc^>G$yL#+&>}X@NMp%}pAM*oU1Fd*f=u-YFj%C0_<N
zTGad~F9iU5nk)5!TEA%q*qeO3d$^FkVMTAvs2lBEh*3J7rSQ+p>y1-fk;%95h2TR2
zvJXbIv~_f9HZcw^It;|$Ab?)eXRO{FV{2gBu06%*C8@uAK7PQwGgC{2Z?X&gI;PfI
z8QH!f#q1*PX!B9SU=%;c4177dE8~zqL=qcCdlnvs58BWzaFBSQ^_Y1)c_i<vk6}rh
zytHZ}s>A+y6ysJg{w{6Y6ELXK0^p5c&ObRde+e#PeaEr%{~A{&Mgl}CdQi_idD$PW
zV7=?UyhMb1)R*z4hHySoSe&SkUB29dELg>f0DVAL+Zw!0PmFp&k7Kq!%<Ts~6&HR{
zY1SHmFP!`eJ&p*ge5RA9Q$XTI6w`4uSIExp5jXV1pThrbBt1slLT)=MXNe+!t)R0$
z4FeY+X@fsA^b>@yT+f7rA~t>)zidDkMVhbGZD`f-dCz_&{KAW;BvV<asnzQ_g^Jv_
zqZs<xq(zz{OG#1kIT!$U`iB2idre=+F{q97#}T$DU@F5EC|0B>^C~7N^8$Nvka%t`
zJM!LHL**yXSkL)h7#;vYjvlO)mZif~=l$Wo2193_k~BBs=9=zgXzwJ-Enw{UP0t%M
zQq2j<9e1s1WEvx@8BlbSiP@erKEP_ppF(g6?{)c=vbR#3J^}$#t?=Gl#NX$tQzp0^
zHWsU68PQNXk<fXk4O<nPKG-`q58*wnva)G>BNZ3kM9K3=%(t0FGJ^eE0RBKrLY^LC
zI{VAM;%l<Zcf5zf5>3pj>V|hmv2{y!8-qiM6y$AJ&ifa2^Br%&Mtrc}>Q*Cx<Bq4|
z*wt)pwE+SZITgSD=xQT$3%}D8T|+L^Zs=*sHy`pFGDko?^jzGR1qa0OtWoAQvcOF(
zR(7oWGJ;4szo<nriz4At9gBjv>*d>IU&n$IUrq?yHc3|c(hB7oDWHgf;796qH3n6K
zGeSg#%tO@|q}Wo+LG7g_=hGh0c}W@+xfQ8(n<B)6t>|rbOKsdFN3phV(vuW(r3p!>
zk$(3<A9m}P5?PKM5~`Rj2lGJX1dOP&(GpXUtn~)F_f}k#j34}HBNsPx9A)$EZ-Ten
zrSbGb97T_lA3y~tP{jmAkx3-*05(TId={&7HAa?u>juOp;s~-YqorII%yo4x1#V|m
z#TaQyXXt#UzfXzbn9}<aK_Ank&u@E+Jre^%8(Qzt*Ykb~lre(zpyz#y$_uB8BQvsC
zvLt3#r|wT%D=Ai(X%e@9iY8lPeNA^Ujb^5>az>wQ%0ae@)zl&A-qTAh8^B^5bZ|T|
zyNb)JiI+?xL8Qs=V3peyUZ|Ejb;8v+Y|*S1OrY9<-F~-dY>MFk!D!>*Q3Ug&wqdDj
zY>U!ZpoI7LgVd_PC8rjnu}4%<t4;jF5?6Cdnb$!2-zkg*-<rW-);A23{!QF5)hSii
zYA{V$OEZBH6_DkC&TwBC3>xUKQUl=qHDxg|9Q0Rz8@zT$N)yB)0~n`wwDkn1xk`<G
z#?R#qCT!QJ_NWfptY|@!glk(Wc&eoliT0ou0FT=7fIPH;X!`-^$ntW@$Ow;(_R0ZR
zSQ2P=8%~aGc%VqTcoQvtFM@1U9T)BQ-}HUi+S7@+p*7l9fbtD#G$t#p(4AGAja6ZX
z?X9M~A&XnH_$id7+i<SM^gcnD>I?pMwj@Q}8Vh0t-kmnIaADoZ8U>%yD;hHbEuW5c
z%5@^OJx%5du!o!T<C~<FwI?k_e8#H>t@%@Rd)4pAecp`noq$7PlX@s~hsMkXRXc<y
z<oh$pecmyxrJJ&Nz|;VD<T5jYB*n)VU&xtuGf`(-1d}l-7|)BUmpBfsLS(FeGeNeL
zUwyu{xn}Lt_N;xHmZu~Z?&J175fC$TT`+L8#&igw4ik{`kvM#!z_uUT6GHoLzrL`X
zGmJBcIur<(146wmvho6CA%6exPU#<7GsspAQZSy9W&XXy!{eloPt6lmywvC={LS~P
zRLd@_C}HUILm5lPUPQB%OGRO8*-GBC2`MUd<lvi2Y`cWydPERDwYQu}-Fy{2ieRil
zU9`{Q?wo~IM3E+GYhpxXYw%uxxz=81v_$gIi<2C2ibQ+M)Qr8>W3$@w<G8&!bsN&I
zo}(UfY$^%DDn+Mj7DTW_(lHdj(spdN-X}=$nP>$jkBS`^hzEf?x{+MhEB?7-wW{^-
z_1Vi0A2wNSyuHIImNOAAW?#1qIAoTU#K63|i~!~@bb=;DJh)D_9knHZM0stjAVH@=
z>veQKac<kNAP~Ek_zo)#Q{tK*9jIJHZ>uM|dc{@}He6K{igm_@>O?Q$Q!=xV4|NtJ
zSsq_%18XCVqLJ3agjynsT~w!h5~;e|f?Rk7mlxewV^3Q^=<<`GiE8mwn9^cSJap_s
zcS%QQc<ex4RM#Qhv90NH*TfZ9JmWRli9N&AJreZ=m)d3NQBXn3pgeYe_MAFdbJOvU
zK=ADQ=-w=Rf&`f@;`4pTww5o}d0^K7*LNsYT-DPE{vdxi$Wb-x9|s2}P3xk(?DTAl
z^G)<+2vyjIi(wj#F{p5H{u*j0tkO7o54GqOJc2}4H4y?)(eTzU72?E=GY00dLdZ^~
z<r-o`4z7RK$$!6C|DBr;HJ72LIs&y66{y4tgN27?*<u-$L+)mzDjXx#f})Hd(1Z+%
z#H&tLeLN=+X>S#jb2^d_G@zXMQlFI+EDmKx6MDvB2h{XC4k{*DeVy7{U+erjz>hsw
zl~}C)O4hsI;MPwF423~ZPdmk6(UcK;NEH_ou*4>h{MzzV6>da&cj}?Cdm=6;UtMYR
zo+}RYSLrP^h~cr0V7izqI>702&HPDmQwfhN&+oPugrk}6#{zU3I8)J53%`q*mqKTm
zbqBm#+*`x-O^vPmG7G4EopLvMNoyI}Z#H<Lk7+aRo@|)tKP1T^2xtUKl9dr4^ZE|l
zkbu~AQ3mBM<LG>s3K#qXv}6sN%gs+opl`bUlCc)*ccMuTtsCJ3+6pZ0_Uyndfe}C%
z4JNT3Uu9_>MC)YGY+#5xvX1)K!ga?H6re{r73>7wEN2PKIj(*26iE5BOHLFgRHIqu
z?#oB%36?a{kP(;Y3xF{fT37d$Sob3?#9nhC*wf0<T8)R`<l9_Va)_{_Juh$!cC|)W
zLoh^9iIq9#!wSnp5eNmo9q}u0BR@Ol3mB>5TscLw9vBdh%kx*P9S9EP)6@yN0#{T;
zb;IRGR`SAWl!2xpN^ts*c{_@dD!rG1uXF810(($()wCfxCUt4XgBc_zwee#g3FL99
zyWGHx8>$rH(W4bsnwi!{csko(wPGTS(0;*AOSOJ!9Vv>zv<gFD(pnT-L-@X1t#-XK
z1tbU6xWB{qzj~o(dix$wshpi@LHt0`P`_qBd|8lfXrQLTT6XNXbVaq~+ZE$2spM#~
zx-arh_=7%O&c@;c^aH~AP$@UX2GB}BtEDvQ?XeNb=KF`Mf#I6*cGy8T+GtK05g`rL
zqaZq}<w7(U>e&383d7^xS1yapv5IQ+XqG!3E&r>B|NPs3ah`;r6z4(r;n0Ttteq-i
z9x^_+9iYeM@g4nfiaJH9cJRoc$avThs>DnanGT`e!aO(1A0Uh#*-|pz&wVw^Czs9i
z7)$uP373`#jxFe$a<v+1H<uw7s?*^&8Zic>brJ*$woapBQX&H;Av2?US!P_&6qQu%
zibx;_cqnhHb8&;Z%n$ErjG(9SnfN$u3|t7a()>G%z%BxvZH*BaMd{E$r7R(RMActG
z@ypf1qeRqMSk%VXDu%7fmnvrcJZ5qNQ$zo8Hia$%G+fGn{a1u}<|Uygy5lW0D1A4P
zG@h2KvSwOPn+16&pe$|_|K>G>-S}AWO7D}{WT3>YL`%(Mm`vn|O=W(emf!eT{#z^D
z4#Wv<0X*f0{W&@rn(B%lkiGf+Jpzaviv`X!syuq9f{u2W%FU!q;;f<z=PF%FR>E{G
zFik?Ct*qIY#Gu+M)3nsl0c&eU47C$FH<>m@@mx{Va#q3|e1t#DVUsl|{FAC1U1zx<
zGG!%kSUkQcnp%;;f8vn)U*XjIpS1x_z~+;e%N{PPnU_qBzpA5EWxfl6U#3OnkkgJ#
ziBDygR{~r(|0TY~|5-Qwzo>)$4?#MZ{yj*Cf`O?qgMxvBv5gZEGq6&LLCM(B*4e?x
z*pZi)LDbDjT-nLM$rxA`S7sw(`^PuLl{twx|Cadq88qY#EsTwvfc28rz@|7^S&05#
z|Ev_VwfS2k#!STZFLx9iY>kwSowOMgM8p_WjNP36`Iyi@KZO7JA*o9QY+2U$hq-}}
zt(!LRQAQ#TW=0}5Rz_VSAXbQt6R@|Az~A|2hs7Oio$Y`>qvCF7%<zwY7?c@Q91Lt6
z?f$-(kvoI1GJ}Y*i@A}plDH7CWfcQMN8neKogAEvoc{Uljzp{+f8j!mZGPAqT6}@~
zXWRcM{(S*+D<@+I1~Dt(NQf94+5RwQkTJF~buuFYf|vYXQAXS{3KhoX`UKE6IZgl@
z2MDn9t#^5Bp|_|^aRMbcMmj1=a6?TnqI+9BkbNX|j*b{CM_I|sIv986tW-H{X8pxy
zcH0q-Q9{=^3lPwioU}&E?qvdp+<LYZ-!xkhh3Y6A19eWnJ~r%flPvpJsY2SqJhX9`
z{o(1s{bJ_KE~mv}Eg)@zhDE@LMwIydaK!qLm9>lhFh~5t&`Gf(>Z_CxMM&V58;Y@~
z^!;T%Ehwt#Vh9u8lWjgpby&~oXXP4P<wqn)E>T8O&^Q)M3FJIj0zwKJa?t_Ys0o%Y
z3qnZNSx3z9bGTGp6u(s+Z;%OLiTs*-Tj(!$rfHU(k`cCsSH7Gy7&&x7Vf}9%j+r)Y
zyuT%}Z>E`#v*`kZbGZ^$ol{nSK#Ib{Ymt=0Prnwa3e!@;4^c#n`MoJ5km_RsVXe_g
zO~~XZ9pZ|Uq60)0tc=NBVpmn&-<>t<z!ve>x^G^O)n2Ae$3DRzk7Dir11Orm^!KlG
z_YbQ07b;~?b~beSOC|rHRR(qQAHXSOXJ!0vP&ADH(@->$Kq_>wv;9jFL?#ASj>i89
zm9TR$|63}#=w$*00RidDd62)bg#tpc{_ns4Jp%tf9RWX%h$Ilu|6rxD{`-~ozba4u
zRb(&`u>+e{`afj{gBTYPGs|D`^*@w4>_BPo&j<cR3~>N&aQvf%f4Kn^S*-smwEk<Q
z(7y=9{~9Uu4{`F}q|o2C|CN*d$5M!s@!w!wxn(paZQ0H<A`fqo9Qd|S{E%O$#b1}4
z!7>D3fd@m;UHiEmYjH#_k&|7p_v%k`jkdX1FG|uOIeTEPZ$)3+=>{|((Be9IvT%0s
z`fqg&`?E~7#>9yuOCoC7Qvws=a{6uj3Ak$tb~^P0n{zj{fk1jty6W}6^1k8Y?AQEe
zCf~+|M*x*ffmz%WD8I=IX?VBP%+ALhus5&OnkIEELEf`0LFlURkqJ_W#R10+4($&?
zB!G(n8)l0jEp!}#uc_5Lgiagcxb-U8r8F8=h|*e2Ou9MO==}oEP3U!1QIDc=PN+c&
z`=aKDJM~z@GkWVpx4MWY%^ybzo5o^br>DplVX#J<!}=lB;ln{VCw#MQxFKs@fslbw
zBS+)45U0gbn%1jCE<=@}%!JKw%=V#G?a|C?rO2{YP)fiSWC9x=6d;N!L%jKucvpr_
zg8fpe&ZCjlOp!@XO^4gEb6!&#`DTu5JccFgDA#U$FVT@eN!CQ=J4<g)Mi*Rw<yv3Q
z1S4}RIRc%emAkO8?D>e2@P~pCO#ReWx3je!AGH!5TAY9b3Z&33OV14yxNbbp+v;4<
z`+^OUQ~lN;Zk1+>`9<Xg=WLceglX-@z<mC<R=RNnj@B2RJUUUE;a-;sH*uL~(&W+5
zZ>=+ndsK(5qAl1&WLdSu7%Zt?BR?1nc&u)HzZ*~Vsjj@{PUap7d8o+5;*!{V)@@eu
zS`o|WU}%uNSylF*33m&0*>j9%*M=B22h_mMN+eYXc8tQS*NQz9%9kSVW2<A|_0UI*
zDvO~Q<@S|*tBD#xAG%uIng=4))3HhOqQzM>q^lTu5Af!aZD&Y*k4)haOIZ-^sQ4A7
zQO~L81Vg~mI;2Lcce=H52aD@jwX)(^FhsDF&0G$z$a6#zlq?nqchFYOQZSYXbs!Z;
ztc+QpL7=0>Kt5HH_svx{6WZ?TiusrBRcRQ^_!)l+b$~w&qo}6puN&MoX43r2dg#gJ
zDtF)di;4TLq;ObHEnN#v7c6x`wx!yiErw!x-zV~I)fm2f>fUFz?|d0{Htm2t>x%sV
zjnNg+{SP?WUoP^mEAIbRcVK2?`&Zq8nVI?j72Sb}iS^$i*|}w0c>C7q3_2f1z%Vh<
zwCf;CmW)+ZK4{I+E3L)}0KnSiB9<xT#mGYG<C0VgiTpxi>{7#N>&R8CLl1<azKtN)
zQt=!(Yw|v;t0aZJ6QEO|Ghk?GuZbY}lV*$oR<5%kYQIF4Ki&L3=lJ94=%nYm)x`(6
z+(>ozK3%BfVR7}iobWojUoMu<u3F3!2}325N}yEy_k~q5Y3fAfVtLHj+a>hztIku7
zUuIlV3GBvR77luab!|$T>Xj}XH~k@EhlO-kDSyiGZF!{<T=p%E7*xs^!4st_nN8&_
z!0@f`OoE1n=Z9=7)RLSUZYUMkVmI4e!84`{w+q1XeC-y)<r<@h2$duITV~*Uh`ASi
z5-2N2p${2SfcT4WpKpoc1Qy-itUlU{R-Y$QkQhw7yc<5Ria^^m=`)Ac2-;xzbjPC>
z4<QpPYr}xC=9~}oYci!`-(a-Yu_G10y!HM4^-q7N=NiRF_sbTC>$S9K7%K7Cy}k1K
zO=fhR&c++6HU#W_lM@(h#RN)Y7?K#DH}LHAL)|s2ae<G}=7VA$eC2S|Le18P!^zeU
zLd^3`cT=}?fsd>XcB38^DTa|Yi$%ndmHoHt*x8sR3<kXp`smaCv?!lFg<gFcsRSa>
zCc?Xy)0>*!tIN%HM|U)_Rr?s+!eWRVZ+cs=(_uhy*!##<KeBQHWhZH|T=tanT6>*%
z>4d=uTQ=uN<Xn24=`_J~MnX)|dNb*xXCxjJg?;!)cBaGA%t-KqG$wsV1@j-nZ3qf1
ztblLH-ugvWy0yHnE!@*%UL%<dMsCG9KTaq+sWJ}Gz8!uugiOfI%?08TcYqYO`b%Y|
zHkr@2ZG3=1Eyl{^QhI+Ak0wCx0biG-ZvNeoO7R_$xCT<M_0EWp;kBw5a%CzrZ+APH
zrPXJDORbXEZE$XRc#HDYQuHJk<iZa^A#)<(3oZvacAd+GR+_--A3e+{z4sU&+Cg8N
zh+_e!a-+QaBIJIksb^$y#bVeR%;O-Pt(b`r-NZ4_E4JxD!AmPtV!(K3h!ey)7^4Q|
zYxzRYqyr0~19U5Jx{Q6JDL0X$3?Nt3t8|8H>7qC>53`M74B-cSSGS7jK|ZV0ZU`N*
zOrm?_;cmm+L44MmtUZ-LYn}^=;b)#GKB-=L7L6qdn(Zwn3{q74LdhUtLe8K}vz|uF
z-98>}INTgg?@uxbUpe(B$%OEj|MZFY>G=?pOc;cgJDG+t+8_<=j)ao6Tmtw!cg=)Z
zQSGp=qvd+ReeQA0zDDvsT?-#`j%5<`VUFUzg+~osPg$V~B-jwz6;?y3K|T)9y#e&V
zwr>y!`UL7S03lEa@nhmSu@2%<SbiZ0KEouprl}GtzWpyRDp4*^BD6VrnN)7@*56XO
zcF4eZ%DTO8&oP^k=JBM81(a5X^9A@{N*%6Pq&R{`pmoH>#RRXuWF!5~bHuendjqHV
z**5VO?uYpW3F!<i)S<YiiQhpw=SUyb@^%8pzntO;)Fk8Uqtl1eD@5f0ZzF7uIMF9l
z57Hq+X3$NN(zWl?h}q@O>f`x~MX%5~aUhk!e1p>hYamorl5TB#@(O;jp9*m!m=3+;
z`01~#M{B#&-Znuabjr9go5fkngZr}rYI`6Cc{?N?ZA#y=pc$p@`lu!4i6X)tBCdMN
zEq&*i3u7DCfCvwAyuI!GO}M0sWvbhG@Yd$HX~HGEopeG#-g=gPkNh!Me}n<tlL4Zp
z0U;>B3UpJ7YQj_xm!%_<+6}AFG^p0Q2bCXhdpJd%6TlENTh(ij@+NkTJ4JY8s4SHF
z^U>+c+tUoYqvv;?C#p8bX2mv!@@1XCZmgQ0zU;h!e7@a%<6~+psN0=6>ue-#0m}xe
z^&d`e-JHFhK@0U`lcy1ZTc8+jwnKC~6b~CojM-ZK&tE4{J0Z?{6Rh@G`a^idD~i%>
ze7!7~e}ut(?>7Hk_|Rjb$L~AvnFFW8+F9G{mGKlZAzkj+U%g9~dc>TUDdX^cJlM&!
ztQ<$jit)!PJa;JP1y4+0ELCygcE-+IZcjHms2*(l_av~Wkmv{>``4O7-W+Z*%$k>A
z)exk}o*WoY-uX;X`a7_tYpGhnDZ!(v9qXoTgM=>Rn>Wd{81UP`Zv-e+qX3EyyNzyN
zzy^PmHesvr(J((f;@0C^4SB{0^rGzHjKr+|5%?YEzM8FuA=zo*C$Ip+031_&5nkUs
zjG7)@_`_99kPC$6{`D()NW}Q<W=CAoT0(FLMB7%%oa3v2*HQfaKGuw|7wJAYf}x2J
zK~(TJ=eD{-oG5t%7)#|H$vE<2(0&L2FTflLHhSlI6;1iDO?icsG{gX@{{tIU>6#J4
zlz`MgfM2n^7NQ4)4#6L3N5!?6cpGzCejom5`NHm9-IbVkvBNMB`Zf+D%l)F!1&%=M
zgolY2z*NmO(WH{n4|N@XZ8?3F%eSwn3*y@-JP37jAq1x}SlI$4j4*wrQz-X#wdqa)
zQq9+0#K->84&`$c9QH`WVaFyb(cAyhwk?i?@lu%QBna__1B@y@c>{F|yxZy`Lpf9q
zKdN@D_Y*Ky*5v-iM)=*n*vG!CrW(Bv7p$9Z8#*SV&<)~k_gN5$^{6=$;2D$GOPJDs
zy^SuNZq3!aZ7|`51tN)d<T^)i@!acWHI?0hQ9n}4c^&f8mB7+j)<$A7WCO)1fgss#
z3aMnvdm6my=nql1!gM!jb(LE>E_qZ`#Gwm~J>l;z48DF#kSuy#&kvKmH_>?lzpcQ}
z$4zDr?rA?mXAz%l_?`*(724csXaqYlysjAn4<G+d!Pj>7?admWQWj40BgO{ua@}0g
zDVIT&PyRTdEJs2@Vu8($!aqKcxjbcCu5b<mdLY=y81Z}DQ$}6C)xf0wp3Bk~YY%ep
zi3N`)fI!PuBkwT`%#;#kWG2)i5EnVA>k(al5N<$zzRpH?u#1yUCZ;$~-S06DW5m8T
z*ald}NvFs!lecnmNr&=_>2E5=_Fh>pw%`KOP12?qJIj7C4@^a16A9GsXf}YU3&yk|
zOgb1nI;u@aw^T1C*&yy2tt8mF)(%Y*J1H6w(~_ZPC(0x%py6Jq9<B_AWqbxmDsTGv
z%05MgPwLVyca$qVFK6>Bi;Qn8+Pkgq356hiR!IKRXB}ZP=ir9#M_z&VV+MU=zl)7A
zzgnP<W?m86$93XEe#W_GUwD|PzLes`W52Fuh}w>xgN$_`_OBtdK>mjNTN7Nv8V3q~
zZeP4OSnOJyN=pNm1@93mg0IF^%b!W(&@U}eKfe*?gHrStf^B~<U}2kUXJq+_!vli;
zf%tirP8|4*3JBw6`CP*Ev{09>?Uv6_)MqH$C?xNRTn1q59BozIn35r-w71&-loj;F
zPI7tr_H#%iW%e-GhR!I0nTO1LpA>hcDf+gI!k<N&cfKWz`1A4lTL3`HzAw%%phxGZ
zdb8`h>Q~&%Y4d{e)zxvAm0>e3V6|YMw<>SSGQTE|>ALjUt#aJZgwuP)E^jbw&g3FT
zMI3zat{;a~Y~Ras*q98XoRwsS*^fMn=xdQNwor5l%$P=}Ai_3}Nj9kT@a<?|a3vDb
zICq7>bhd_-{$A?pt4>2-eEXHVpIXepTOkb!Xc$g-ypAFqhGxh?0f*0Y^?Nt1MC^eU
zF%tjV%#yf`KkSMs4(kQV8}4iU-$9Y!thMCSi(cWf8l4c;Amzn*uG2{dH!uY&wg-P%
z1P&-<SP`GUpilZ^C}24DK~f_-WP4aq>VCzLbWn7fu+Xv(w0d|NmjcWa_w)Xgb{y*3
zF_C!Mnd)|c=a7w`Sk6I|O64tAuJ}m4!Y_JTbJ-#$ze+g01;cu>rsYBUVG!j_F+AQq
zajY*W8IoB4`s)4-g8eu$>W*iRx9P|<{o$a8#W9QIDIbmE``(9Haio{$M0$x|^n^9G
zF*d?ywuXJyw_n%dz>b)en%)*4VD|BK#|~XpG*sw2bANtoq!i#F;PXwW8dYcml~Nvk
z!^xIw@U#;2^kMSPO}IeP)SUd=0StOAB<Sw=XHNXCZrW%kP+<$)WYQv5@sqq7ov_XZ
z(jQsNsi*PlC@WTk;ylP`y@ZAEU{9I)i_G!<Fr59V(c<^*1#B(eE?=3}z80c=`zYkc
z6&#r%yRnV<WzFb`(Ay&Ohidn6RopBPIE8a;l5;`2k6Lslhjz+}fp3=1YXSC?!KvjY
zEp}Px>0bvQ^N*tEyfs^{nfV^k41AccZIL3s{9N~wH<?0&d0I_y4D!5xQ*5K1c(ji)
zNUeGvyy&lJIJp9=^MGiLi`*W_0$VZxldhQPY&q8_8>>JLm~<Je<Fq^@Y5uDewfLdI
z<bwo`a`twc&vQ>YYAj}#>jE_q^>z45XsyR;RO9O)X^+f6HO;(6*P~2MW+U0hteBU#
z7nmO0^U#_jk7uCvo=-)kXcLOS;rDiMm971V^ws#<_~A==9s3ILZL5MbRPj%G@I*t%
zjq-qUd-uLfDi}}B=bfFM*;qv<!a2DmIPnyum}m@(lMfp=_^8Ixqw$Z-JcJyO=c(K(
zKYg#R4pMg>r>B9ApO*&)ahC=IUs`|Ik{t1OaL+)jx7zftV=$CWmUh8bs_9p#WL2vm
zs+C7~Ui1N88}-}&RN-%hA0iie$KFr<Flo_aS7P1h>QWl2aoWqPgDurt1m+vsND?~o
zS`$+zRH)E@+4)opv}rNWswRASR#opL!?3?uj}GIS(7*2H(D}nSX;8<m_{e}$X#4Yo
z&!?F|dls9W*has|EHbDQ_<|v8*Kdd`#Y+&)(I$X<eey8hN=8s7Xx@dx7#HNNU@if3
z#MiDDSICQIRAUekjJq|V5QdClzjBD@3q#A@xm8FB9-OyFwTLzpKSE5-Uf&0{Lzb!E
zJG#klXooRzg|_*D0#_ivGywOUHrop)^RWz~rKNd6J2n8t4AYWY#K9;ud-q=z)(Jru
zni&Aa+$m>aRS<N>CVPUsHrF1mEPpQA6o8~7kv_4pR+~LfFw%4+ANHg{6Rg+w(De{b
zj_J7l4BF{x^Xbh$yx$!^Dh&BSK4;qYzVUCBJ|;4P0)Z4fL%8+(6g+100$WrO2pL^M
z`$Ir6<g8Y&SvI;HOKAMPai77gjP}Pp$XheAv$7$I*ru~BQO*&~5IL;4Z4uA$ae52e
zxN-u&+nrqJ#&UXLk=mQo1+{qdnV0jiPfMDxUNAv*DD}^4cDmn1TJ}5#U9V37I^bdU
zB^(l}dfB|5*h7$NAh96D=CSApcZ9Ryz8~)Mf)os2z>9D#EIvOE8E3$Z+`ffb8t{nr
zAjMc_m>P7gT7pgX67UPytK;$KxW;Uw(&n85Sfm{LAbfB=gV+BcIFof!*aLGmX8<gN
zUDqm9V!Eje32!aNJA*ZTA`p%w&rtPXjD4`=vwpko(G=d?WEniUBkKU_E!+CUT$S!0
zblQh3Beo!m!auc|VqFqQAR`c6HXa;SKTQ+JNi7Y>?OxfBBysGs27h6m<-N3KZ9#R<
z-%(T%b!V@Pu<)8sifNs}Gg5*)b-xv2j(-61e~ulGnB}ay9_lfReytu`OCrsWOHZ(2
z>9JL3UfAC9+JnTBI}G+<ZF=WCD#yP91NmsQB=32n@VT{E^)*jWD4pnZ+vyw6(3r$O
z-3@KtThv<f9+75$YCJLxF`OrOC73gth7>-Fvb^Rv>;IL{owv`Mtbaqz>-)FI3Ok4e
zQw#5#kp<qx>zGIk<?w}l-RxgbNEXc9d`y`*svt||vvRY)_GmV2<#217<muA|Kz9D&
zJ0gC1m1t?L-@5pk_sABuhO0G=c(zJ^@eKJXH=SJ~qQJ!JN0{~5f0CfAJhjn9#LHG<
zJpEZE?Ss?1CEkb1CwD#WqNRy4MOu07H*OK>-(NP#ldJx_LHa(h`CXn;j^AULP!RYA
z9!Qv?aEAs&+@TH6Lu?@3_@_6o&pOq55GX=_Aoly8li!oYU{O~iM;_-U`1Y8_FX}sx
z(%1ehcK37Dv;ns<fEJ6vDjJ5laMNql-(YWFFCYM!fS*(|b;uDEoB?<HP|th{9ANx|
zRJ@;MmcGHW^fEacpR7_j5<lm+kAl~m<K5l(js{oIdb)wS%}!A>eus;k?y}lrWd}0F
z!`>R4T$YxyKiK{NV2w}?@@V2$3^g*#DQ|(c3P`5{BcTgufq<sh@4dxe@IGL7-4DH(
zMj7?`KaIIE=`&esI30MtIoN`~$%MFhzkO+fy57>L>}a`L9=>dWc<Jj@U+VIqxj%nb
z-`fdW|0Icm_{7hC>6o~X0)^JS=sniCK5fe_qnz;H{-c~s@8${qhHwk;H0;>uW|Ini
zQvS1(>i^lvbLDhsM{dpqxx>4s91rn%lm7b|iR1m%);8;P+PCGraoP(4Ze?#LHhn8{
z?|3nhJMd+|G`;~Q@r!5V+n317lHTO|SaKrx_O~7U;(nxa^0Y;)qjStyy5&q8eNH4^
z-z6>Gj`!<a6!UB4ttY@)nQF@)islb)JH!d_XS-KG%L8Eh+XFDouiLFO;F_nWBcX@w
zRFmu^RJeE)d$G!`uNI_L0b{NG@Duw~^R^4vHj=@Yk{{&jrl<TfQ@UvOKaX77yxZM!
z+<d-#sPn&TLjc;rBVa&I3UQl}jF;I>d%A7#%WhSf{}0;UDk!cd`WM9|Sa5gG;BJG3
z;1(b=xVyVM1a}xLSc1Dd1b2eFJHg$8o%znc>OS1Mx9Yr{sd?Jcd+*gte#^SK<0E)t
ztgu+yuf*G@n6uw(jG=^<qRB!UGH2#n7MaViO)mJXH*p*lamYB~G?$Z006Q6vHIJWu
zHqvNkMQzEPwUgzSU%>Jg4xQWX@WNDzn!|qR23*cQC}44c_Bn+wE4^(}C@aRr93Q9F
zW)SX0D~EDY{0gV1%lbz7a9nZ*rFQ0waaji#H3!{M+8#Y}!!dFv`03C}&88{gj!lGe
zH_MM&3m01T8-2*Q%J2C#sm+f-W%jzUmJr7O>IFtDL1j|qGWrntF<Ulla_A%JBjf61
z9cK1B!-;O4Ay!GX9yhEc++oLVRa&bQIHhUo?O2uv>fdE?n>XIooq}}YNTzU_RVGX{
z4yLh{+n4unbJx{J9$q}#G2ZNAcbcI9P&KJYk&b))Ev&&_%x<;?Abh5@ggMIs)_dlr
zg?sw<NGi@um_xKKVKXYgC=!5v{m|k`lZAeba_weo&|j6BRp2LKc0NEh^WiZ&htd(U
z-xlmOk&pe-b{#)_ri0VLBO+p}!VmwFQ^p`JIvZmq+Dov6DVvzPDr>Hndf4?61-@b)
zc=!3Lodyk2iVVo1uzLFoyKOo?vp9T#Mf=Y{^{A}CkHf#L+<ca)t_pc?%MPG9vV-#<
zad!-+B;4I~yivY%XgS|zF*O#*BK0@;{eqAcu=Np!(o}aOoO5FNdB^oR#xeL1UYqU(
zCS5N>Os*7V12Y2W<}Vx_Ch8?6RC3uKPx$U4C#`cQC-D!(_E!9XRxIT`h=Z|SP~TXE
zjfLI+nbY$v)uNr~IC5kh$o4kpM`N%f(iG$vDU^UZe!?4X%7yf3mV}1&{T}7ftPsYi
z+T)1a+IGUsx2+FvHkxzmwI=F@2m~{URn1m|@MQFSN79s1dU*9|b6)aAMhFh%z;sp}
zo5bk2;;vLykT^-Tt4p@67fThdLEao9R`8kc4EEYANkK$x{5Vd<Pk*tD3&g%-j`Fr9
zV38#4lYW_nsEqUGp?9tR23Oz?4Ngiw&x(!C-L!NwMH$!o#p}r?Q09JH5F@1rpQ12M
zqjg~4z=UOwCl@T6x$k6fvfB9g2O3~`{zP5`9jgyApVg91zlk6`jg0Si@_Ap0Al18+
zIqVD@z`!GSpfzCdcUu^uwB#Xz9hkZ)qxo(t=&Te6!^nKAyY&h1twTv`nrA0b-T)3O
zUoLSEW9|h6#gICX4$ew>0!nfjb(+Qv_%-ejo(66LPE`UJy5K)cUw;g-4D8AtF)+U#
zGCj~wt;p1HefHSA39Kle>27*})axuYSgp%kJkpA<5M9pP*i49BCkjpobg_Ppt*mNA
zkOn<|kb#@$U;2HPyZzMj1naMod8H@(8}Tx^t)Zya@^d`eE;mwl;O7JGh{Hv7*<g1u
z_(a|#nD^gz-^dU71;i@0N_io4dgErBk-n+uo~^O#*AJ73%|@7v=+r=cnD7g!-#xy8
za%4evlkD}rPpIB+1iygBT$~xLX#)|CA6&NjQ-{x`v9;rKn~f%6FkLrC(T<+veDqr$
z<o`TfCAoxwP4v+*n!mEor7EviQF@c5TabuV2JVm2*Cc<}F~nK={dhJ+z$)aqNg43|
zcRK%`Jp@cR?orR+PAPe9*A#DI%;gdvZOh0i+>bq9myl{pIc}k2qW&dY@1jTKp}>TO
z=`qC7-y+Mv+!OI7Ycg|Vu$l8V^)Y^r)p7losMEFYE^!?cOAcEInw_iMHle+vPX-<-
zDduEXD0M(>wjr(m#KjRFT?VnV#{E0l0N&tzVQQv1;YYTDdHc=X%jQ3LKtZ&=?ZC8=
z@xV4mf8ZAWWuK3WiW<Y&sXOE^^5bg7h=c7g+=-zKm5+*ekgvs;yvz7UN9|m02JVMU
zM|LY}5gf_2sS>7%*0R@97=ONNhfS{hnarv-T6!5r3}0R<J5T>93fdJ~K&xXvX)87J
z>4b7&cR9=A>~(*6_PB!vVK}v;>QtP3g4m#-k5YP&;j<(8i0LvyuvWZXtezC_sUX`%
z(LGk<?n?o%TWs<2!{Zh9Us{29mb;N=tsm-+_fZ-{@zy5mQN_j3<}XX2?U3Q4<i(kd
z@pKpk9+f=ueYUBzW&$?2IkL0GdsRW5Zh{@qdRn0@=P;ErGOT8<fx9&n$X`R^68RxI
z;tQ#_DqYP5)(YLHoUY2RUzVxvdmXbJ4sRxi_5U+SiSgrdGpdJ8gJCf{Pq7$BYLi_I
zzJ+r3>tzXP+Vw?HYsPzpXL0!$u%pVsZZFo1IFmEvki*X1L3WvR|Cd<5`x&a^dhgA)
z1Fx_xG3+Ua2+FYkJ*ij-M?-H_lGEV&O!WrqAF>hJom2Nxv^l`Bu=NsiGlpIr2nE}b
z*}5#ulyq-h%b72BzuK}@RajQ0Z0bC(j1N^knsI28gTBKOU%J|3?csr}!eCyWLHfgH
zF}E-74ai$EV>?e7O31h$FUJnK6b$-iT#Q#G*_woB5c_{&bTW4rV7x(-8!@%Awk}AI
zq!XK-;DsD)NGl=k{WvaZZsr{RD$&_f+ByJZq8ccc$UaS>^law67=NtGyRo!<{0C<*
z9!ffSP1GrIcC-+fmweiMq{rlp$bRMSS+=R`4*Bo-N0C=I)N$3Zoi$b3ydqr`P-)Lc
z^!A_0fkrdLkCUTsER_5Y(ZLJ-RW6il0pD&e|3uc&{9;+@c00jMworI!&sQbdPC*RI
zRNzR)Fb#oqU(Il^)Ie)UoFvy|@@#)?h4cUOgmEd>XfIT&RD>?jNAL7znt7=*B>0-u
z#mt^9?2Cf+!7ATyAc^RZ1-vz`C73F@tcmsOilrW`d`VjRCYR4eP1tJ*b{OWa?rfrC
z)$7e{;M!^gc2#Uceul4Mg_9z5olV+pQcPIXvDs&+4k)#FOPLC`ZkOB9J%1@~*l+V@
zrFxl~xAODPo~#xW!^@)F#XNhWpO_@2x<S4s-ot|ZX|c50V^>;F;5Z;)(JJZtArKLq
z6vZB0Y5Sr8=kjZ?Lyk5qBwUGg3g%J5maZ0Kn7@0{*MH*jI1d-tWhwykB5=GGRz&l{
zN+gMP<l=-|rT>v;Gd+tYE6ePoNNBjJ)m^4d7Von2ev>s~|6s(;7+qT2{cw{^*kLg$
z%!_-%W{CbOjS!}r4*eW$`EI_e0g8XGzV!;sh@nJ`v`{lBO>M*(Xf#RE<PEWDIfZ5v
zkr%yzT_l&sr>f)zg@+a;L$bEq5i<7jU3>_K3QhQ-VBumYfPn&v`j=b=`Bmp*!s63}
zl`j`vf5q0XbDK*$g%9n0hY)}Gn?b`7mvC91Uo`@RRs&wumc|$Z935<$EkX>CI!-au
zC$TPPW!-SFwX{r#$4IgqTT@R52ih{D3FlkV>HFtB+{ajVcU#2swEeDri@o{l1X!oQ
zc-ihBVru;6P<#5p_{kt`SL3d->&+uP=*+A6H?DjZyy5%9HEp9(W9epYaE>k~Qb63H
z5nj22rrF1zR%I@IpE^DW2cON&e1~C=&-T0T7l@mRyt-;r&S}Ko)otz51MAami8<f2
zV@#^7gkS}iu8cnO-(K&Xsje**Qa)z02bAiEZvVn}h%m=r9Wmymu-K5K(g=Qegou0>
z&u?IcSvvfb>s5B$T%0C~3~W6m!bf?Z?&WU$qV9=Ph0_uoq*$5J%dL*a5a8NVN~w_>
zwnH|#WgMuB9@^9`8vFsl|0ZN}o74yt=3mK$?$Y=5HsBj&P%nj3D6FXPdm2=>A0Juq
z<qkOOgihRis<P|-cHJ+Z_W57gDq_m#i~>EK7Y92ZZ`t+U!2!?+$BysCgz%MVr~AUc
z!tVFBpP&2@?!BRKV#8^1EV{b#&(q%qeRsPFQK`Y?*60BEXE=i5`2)(rdbqOs=IbMi
zPeUg)2AoI(BUiTqO)r#B=ryd~=htb+ge+oV;4fD(x|eICX@<0J`ib^Qa4`}AEqmw&
zenwaEOGQ5$gpW%L#Rjj|=now^E3iK7k#2c7zlB$oPjTE~jD5}`D$5PW?|T_yf8n~V
z9P2{%+mFKC{1+RreDyP+-L{Cjn@u~+bxTt-_(km($Hb+(E;O(E@#T{)CpHQZS{ZML
z6I;<wPWGrnCyY1_3=BaGZmQOe6tt%%lCwTCh7CRVCRqPp<PC?6?<TFa>H8}D;NQ)U
z?d+Y^MM_7eeF^c!{392VA-s6m<S{9X?5x6YFN>)nsD-RkAGgNq(Wwj6Q9Pa>^XM;x
zk?+6TW8ZrQ?EjYa7h>9iF(kY!M+h;%0AIAm$VVrn?h|vSCM+}@!OkEA5F7^V#C_<F
zk9I2LGa@N^)f3r7p+qJ?HtE5}YNVbbxJ;V;s6A{14P>-X<WO!64fQzWfqOC1Fft@Q
zCi%MFy2fk^uqbRlp}tjb+yX+|T)Lk}Hp_hj_Kh&!+%^2Oywj#@s6<Ridvi8lywt-!
z{(TAZ<@p{Tc-JG-qYlBy`c0VNd;2p_h#IqtaPH_S$ZLw?Ka|}Z|6W0G9LsN+!-v3>
z<Mp>IhZlXj?f@f**$yTEnBg^&{IUj>B(a+(ZnM7Pcr#biTk(A~x~IZ?AyubxBB|)Z
z#fBlxKD0}ZsT*XH2qL(b`g3f<8V&?#yLC)=VwgAE<Fu%^_2qjV_FOd$T|kB0f?k!m
z(_6q>pBcr(Ch(=)AgPHX6%*Gr{&Ezb(GW$v&JM-fM>sYhkaBTLZ|CVMt>>vrgrHAU
z361s%z4bPY>y5k7a3&83({=Xr?!Rx~K6~>V^UDcq(33dq@=v)w%p9Q(wubVld=_pF
zC3qnm-)a&kI{=M~)63mqf7Xwu!)?bvGFz>AXzN84xCLyj@O_EKcN`WmzeDjv@w|AP
z>YDz@*5SYM(UI;jsBnwq3HuUj(8!@BaIf$1MAm<k`P~)6pUnz;5=&?6L)y8^TM-6z
zBOJ87+7>9CP>MhT=O;S%$h`GrGR`d(x@Vz8aTiUJlbc~HE(#PI!zbCgAfI$7$$3sd
zDN~9)uFW?)7)I>s!%EA7y<sQS>SPOei}QmnqyF@Y_RN`fSX`b4TYdlX?l`~?^Op1F
zEgfG1C<d9TK~&4Gn24Sb8x*NWpfi{>k~^0;diN22YzB5=pKa3-_Dou;i20iVzvL7?
zTIAn&j85mvWK``=4j$3oIr{rRor{3UnYT6eA3hlV7y|D^H#~dMtKnE0zb|(^L^j#$
zo3|5&cV2Mrn|s7y!g32$zP;W1M0e@%t$EAJUeo6Yas+gS-+aC!*?_%#2@*pI>*PF;
zGos5a|B4iHycEzpdjtPc14sJuMaswf3_P&;`rh<rvOERQ62B%Mp%lqwFX0vugPDY7
z*O+;JreB%m?7UrK@puc7zs9I6j_s^&a`407Do!R`*(JNYch2ex=^C+}xIq}Xn03uI
z{|0jAEKfd0c;Bpk87t*ghgW?3VqsSnpIF6hC^GaUqX0U@^_aVRRJuU8{x6E62a_A*
zfBo=j^JUAUEo)xu*Uo0HombBL?I~(@6*p-&7O?(r<ss-dLO8ps*z0h^_4Y3RB;(=s
zzkla142AF4fB(sB+(<1aoF<`+<N|95(_!ByC*JAf3?(=aKIJ@ZCvp3hiq4&lZ1%Sl
zVs31oj@<Y{t<cn;KR9J3OjhV<KVXifgzbW~rxLmvH(PDqF-0x6Ome869>C|cBb2Az
z%2i2|i{${G8AHiyqq<BI1WK+cP8I5>@4dfOjHdR3?6BVC74L|L(+`7Wu#)z$HpG@_
zn>k^G5;#>7e0`a#q?um{<5qr*!cwJAcK3_8Df_=yb)Lzby`eO}ily~!^bFsK+(oMo
z_O8|?xr^iyoz)h*a$Ji@T*vOze$78PhUpg}9=Q-0xkx;kupAq(-W(K>yUr*f@O#U%
z{uyACTV=;Ma)^lyf3qm{e0Ck*Ei(D0y^5J+P+g^tG~#f)o7vgyKT>Xc?{io8m3y+@
zps99>t}88Ie!&&ycjD>Z4B@EJMe@a~@^Z@rc7B`kQI`($yT;K2hv&*O{W{MG`|#ld
zdBeZ+u-G4B83fz5$#U+dy=Z+KIk8?8qCCCiH1bC(&m<=6Uwzs~M4#>0feSw--l0DF
zG!4xYIr#kyLmahV;@iDMXH%1(ul4oYs2?J$Af+rB=3d%y+`UE)V|cS)1BR|TiE!|a
z|5EBE%H@OPI4)g4U?SzCfz-+0Ype}4uN;H6w`%A%A9-nCqmJhm;3VFVKC=OUlen0<
z!cypaWS}k^;dfb2sfZf({Y`ej<jowr@>!*?_Kch9=gzl(X*zj;`p|6znl95~kE7ai
zEFWkAh*>zw6SmN`o6wuWJ+{2hJxHgewyG6H^*pj#(G}y#o3w@EeMp6mPYR$AoxXGW
z2HrZ4>MUI!zd@MCPTI^i5PitdU-(TW+j`^YF443Q){JP@+KsRBvNtbjG%5Q#!I$Ao
z_IN@L?AEjKzS(|*jFEFcSB-FpWx|5_1g%xrFlfaReII%7mpOR=Qw&}~<u@9atdvDS
zn%o9Gd(V<6`lol1xWAE!SGy>-y;Xvu7m?<|ov8`dm3za`YX^d(_aTFDUsf7^dk413
z>dLRum4Bs+qSqg8*LZPv!Cfc=7m@jaAo;UtGIWKXaUF-Khc_CT@k?<(ZGBlVsyVS=
zJ^M_RCqxo&b{B5$Aw!VqMq&yUa%CXgu>FSgwpY#%k~aV27q6CUy_4dS2C7fC;W8xH
zU0kuUZ8&8^rgi8a_-K&KR#R?OO+MA7&GVb>n+x}mtT_tqVX;OarD3ky+x+C5yi-@V
zDMIKZSFQc-j&5DVYb7kXX-Wm+pfr~9w;4T7x+QC#Mza(bl99_?F(daeP{{fV`xqVN
z#b+puJ2h0nDD1#MabqRZ*_l*QA%klz<8JXF&q1~lM|StQm{~A`0wXn`YW!DN3A#&N
zTiJ|V0m|iKb1l>06FjQ2hK0mBU%0Lh^Qij^-@GC+&)u`S7Nc@VZ@jsy;tYMK^8hMp
zW+eGl`aI=ygw#`vF1y1d3EOh5H>bs6#7GU^QD7Eq=L{iSuI=0n3)~BIJYWXe);+uB
z&A$b^{wKAX8BNC&++4)vq7;fVeJhgYu{f)e6Ma;fK6i9lE+GcaLKYjL9L}5l7*@-W
zYqHhTBxQosLperslW{9V<@}mThBRI?-tz{ob^h<Gk`F>8#fXjlYcc*Zq$x(A)=nIF
z51e*f;mo-8LX<^!I`Y_hZXBB#LX^h(A^AGwA<Ym)YyR_?F|%cCm8j91@j%yzFOSrR
z7V2k#vnnG(Z%(2OK8BPVammGkIyR+Pb-X1G*6B$leDr!PeTE(@aWPelfR#MEgjfzb
zCRj&HY)+Np!)DGkyh5x)<w3|G4Bgnf56OkdM7H={`ezCA{RXZ+_fuh>i66x-P2|f+
zW;eiQX0su(hQmc^DYYRl`oMP=$Rr-@TU_4oWQqvkuC9H4<K$@Dpk))&J7utuip91S
zUq8Z2?hl`w==Tbb@6CqTtrct|%W~NP3U`$g(4xNm!Fqr1U5~pQqq_IAR?G3W3SJm~
zv-BqtxaUi0N$=#3OFjwEk>1a|h_oXlmRU`CPiphvx;F{XS){&C*-rjl`ps3Y?#RX2
zPA+<T%R<f_s_SdsGybkdV4Qt%EiTl*U~Br1I`b~+1`tYl#$Ut;6M&qECFt>_00s0m
z(Z@u2D~{GO^;Fhfdm<y&tS>Gu4y6ht8?>f+r$5ChI=p-vhcceU)&pYCx?RKor}sjb
zZ?y{XKmQQ8_0ToukffDqsxnk%b^Y{Kqj4h-H>ia-!txh+6AK*=HAslod5^!4$b0QL
ztV_rR)VO4LnLw8*ffj|%c$ypglKs10TIQG8@VwbN>GJ)XrWz;FosvgX0DpGKCb-yk
z#&k0+ZTcWFcjG>d(lbv28@i%cZuKWv$btOK#|LW*KJnBS%yzBg*@y^A_6g@!%BQ;Y
zP-S44l=KST9wD7vXtb9o#a8k)3zp`2EsSsv?!uL(JJ>x9bJY%Zn&APt1g*ds>u`|0
z`v9wvyx+RRw>N7M+nJVb9)hP#PeoBCyCW=RW-vP4CV!}M(!}T%#g^duseX*+POlX8
zD5G@H^1S~%=AiqQ7Ca(7@#@L3Y5SgJfd`NNwqsfcQi&*hQY6nvvX79~XwJLKz6goo
z2&N7DXwUVgOh-6R@%hH4-j`wRhTn{;zWe4O5hXEM6h-Kd!lG+$1lPYj#hVdcns}wg
z?$6F=^ySQ5JqLQkJ)2#>h_ky$GsC>Cr7FYmf@x7J)8mKS>(Gb1{J1;N45HQqMk{a*
zbM@m{W8zgvztYk$u7A9-5QsN%{j5Z!QU95GHN`f;qMY_^N?<{Z&HIhXE;?>_UX6fp
zeX1YKK$JKu6}SHJcId)Wbk5PzzN(6`M7@TM>hZs%KcZ7_%=jPZ)g(w}$j!_2*-tMS
z#IQmk!uv_@#v<?U$d1w*6aPOo*8eqT{2$j?b93<hKQ-2zg8z4Fta&&%IR0N9T7DQY
zy7Lfo51(XP2HI<GBz}Dw45nC<x`h6ObVGkBswU3$r6s5BKnpq(Su`&AE1_X|Q2mTD
z0t$vE4IO4i-q$)Nf%NX0?m(FwspQap%~=dr;Wq_IbDGc|J9CR5CF2^U3-Fy=wy58^
zU$gzUPVhIoO%)lHYW*&6F}(|)O~Jz)pNmIN$^Y+PvB~rOS-j}=mR<8Y=o1798JXX1
zrNQgwz{2C){=rQN+;P2-=x!j{>x#Ja5R|;J%8hS6_VRSoY`?y84p5R6xQA7uJ2Icl
z!PsEcsw>bKs0%98H8wFY$W6dIUOq2ZmKETG^~1x)WB34&kmh^^C!}r4w`C+Gu;=;h
z(OSt$;2on9x9$-<0mRokEOxV5f1eKJE{EUzzWQe~kZt_*g>drdcywR&yS_y)Cz6`l
zqvc!z;I)umQgORz12(2;bG2@4Pyxn5cWxaK@E6Y%7?(@PiHl<_p23~Mv-9`+6Yf5K
zINXqq<8m~zXq3wtqE?$XpDVuPICw)SSlzZdYiFaX3i?m+RknncqQ{`b;O|Vq!<AMS
zauN?M`L550!c{CuQ0vm(#;4oLvsu3-Z4b791=jAb+92Hk6(oa^W-HOr>9s?P<pX%B
z;xfyGINJ@Eon?vimV=YT=Bn$UD<aK^&y&Hgc59{P`Wow7$jMH@*j#S;U8<;j*UjnN
z*_Ed0{MYht#im085#zZiSl{V<vBT@eoXq`mS~yG1D?TH4n)yF`0Q<!s0W@^mGbJN)
zNm!<D)^7Kw%ONu4B5?JgN%}usk0R;+iul~yR_s!(0s=3h;%(VR7URF4Fa?>W+MSIC
zvD;FA$U=1Yd1aLU21JF8iH+Uv2>}HsX%3~zP<nklMtYwuPohbb1~4ZI;9*`5o>XsJ
zPM)v%8RF#*I$o~rJ0JF8A>Jz7?5{CIwB9ssDugjAzLS1Xcwr!OfHAOdKjV`pUFe}b
zz;|ffCn(EdIH1D-SM!o;ZS-wn`xdC~(54DdMMTn5I1D@eCNxkV_-n*R_HX;~L0Ywr
zc!!bBGLTEB>X|LaPQC#4RkJc|3olKV8rUQ6D<ys`R6<94<h8}$-s4Bcv8l7<xIg1U
zi|3*Y2E&i2sXBkF41umg)LY;k7^)lCa?te-UG><2Xe&_NRibb>i>~hX3AES#!-;(d
zY+2iV<_U9f9`zSo1-Z5;SGcMDH3x)(l9B8yXIg12HmbK8i-)(XtcbpyY#0Nfhad6+
z{&@yRr=h(1U&kqs$6pi|et~%sPicvbsCWwq6l{Bb*0{!h#wRe|DfrUR5hB{WXgqcA
zjl<PaO0-Gj5ORTad+0BWI>abGsdJ$zR>kxLm7p<m?9k-#aYJUK-Apk9C3!V6RFO80
zVai;iV3{dBSy{!lIw}W=fm%+%44?L2pY}CD&0P!Ad<Ez#l2w78oalI;U=8<e5kYu?
zemEL9nUFj>J%iMaq$Gqzt(`br>Z&zu35g0*zS5$$b=7kDR5Mhaw)VcE9?WvJFh*)H
z$NC3*HCzcw)g+))!BOrP#H1xBW>olrg1$80uVp9&V8TvNk)OC}R&&IU-huuG2o+98
z>3gykGHMEa#F^c<8GJSjmPT6&Mnm7B6(ThpI&HohJXiSQe#Gxz0X;GY+Ps|1DVo%c
z-;?O-s*V$32w*%u7}M7r({h`r)lprzJOKatccz)0VRwYx61t*w2TgN2+*TfW-R|e_
zma;F^B4Re(bo)I-AEFw|KLNZ(#i$clD)oKNR_6B(SU;H3hsdKU(A$;ot7&SLfN&1E
z*2?Fzs9~!OuexPuldHsZ9?}N%#HMCnD~Z>ACVvF%ot(VgUA#YBpaH>>tJKw?Fwd9)
zsRLP+NY0}kHNc|23$PJ~GUGBaFR7DcAY@;hW~V<2Ia(bJ5bfVLgb=0!=ufGhvWt*w
z+Yo-ZHD>><I0Ao|<%AaoAqJ{suRQOxu~QH&-w7X^^wxeDMyO}I<)ByS3&l!X`u*}N
zy3ko%v$QeEsSx3(kXC`#2)DCu2LZZjcZ`xE4rKf1xd3s^YP3q5e*FO$sJF@v3?OTA
zoc_9URKMwOG5M40bNhq7`|^z(Fy1H-WGhYQMAz1zq%lB{G_7&>7l9>hMs0*PT?5N%
zIM3Myk+ns5N{r#AzAWh}()OIiJ_3Fx><3>+lBD#?_1K`*7V})a{3N_WwaCs4_xFrh
z@;tieDNQA77;RMI!pr#v@CFDL)GeH_2t)~d9V-8ZFwVX$P}$mp0cMMh!8O^L`juSe
zu?|GHz^|qI>ptB}8}`Ha5s;d9ICAk0Kku^9@k-jocW_{Z3-uzpu_Ld$E7S@Xxl?Wb
z@aTOh`LRda;(kJYa%Df%OqJHF?yEqD^OGJo@|3&RT89i-a;=UO0b(3=Wt@KUXZZl}
z1p$SzhZp77PdW`XJax?xdi3Xz96Z&j8#I0~gS9UV4d_&8Emldt9*4C-&1`x$^bvBE
zEbnf2D`xNt>#)cLfYG4M(=hPzY?+ZSLc&<)Sv+s&TJY$x)I?i5B|>Z6?bjcGd{ZVV
z(BDXin}NvInbSvcd3razyuhsqO~fr)rh|KeM6wF2YCI5Jg?RS|`XoITL^Ze+pXS8O
zh><-6E=kf4_j;3A&*TEXI8$P%S^hFFQ%jXDRy@rQS8d{ZzoLE#{D)|e;+qnt5PUMD
z6RJHj<N8Pbe0*DCi8C2kO5KmO<{{SZ&8pdy_05;{x5TikVtKd?R8FHOF1rt<1mrGw
zWcpyg=a`oK=uir>VEjxX^S9Ajo}`thutpldn^-6w!IL(fv%E6%&&M?1S}$dd6g;|t
ze%|Jz**iiO$^4T^EI7yIIWEHG#|o$jQS%E`)`ysEdf)z041POvUDS1+in&`JTuR5S
z#HO_a42xU}^%zDZ2uni+=9MIPF-<~lWN&Xwp8sA~Q*J{IXk_7UYq`6491X<PMlv#s
zl{nJ~u;5>%tuVFA38VPZ#OhRNI4@%^ZSD`k-%M)_*t+t%xkoc_=1==k_gyJhNci^7
z?Y-@$kuHxM!Kg5mFD)hSM^y_hRw^*BGhg)s!0aD<R{0%tkg>i#PJdgy*L>1JdO|YI
zzhk8bU*xW${-_0*evS#v^;8JVVHTc4ozfnWV5ra11b&h=*DXa_`BW<LqjjdL#koUB
zdwoHm($?9ugNS1XpuyA`S4&-#uDp>0l~i6Ee@O2nU+_B6+Ph|_{n!>u0i}SWT7$T;
z`<vXKQTG7|5IcW9qXmb;!D%u13zHt~YR!m5N%{*>hB_S3&1%zvfKu_+7MRXL?-VMf
zZ*SfRo{7BsSEV~mVXLz<niDa7tZQRy+9As$-F&eB4aJ7&xRSXn_5SSa+@Hg#9%49#
zsO7T!4NNKqN-tCg>dNaz#+NVn>buWY@CYt7HGuthZfA`@7<Yy(%1Yom%q#rzZM8xV
zMww0F$wK5*?`<-JsT`j>4r;yBt;EAxSmo;dZ1rmAhso#M(6(UVPhzh62Vweq+6(2f
zlDm5sy>L1(HYi8HP-XEx1@RNfgKdX;T4KGYxC-Wpx$*iNL|_=o3q{B$<RHBh2c3qb
z{Q2*PG^JLFw9u+8BL9KEMGL|Y=}SZc3W4>;P^|%H6^8snQ|luXbo3c(Z0D=aSQchq
z6$?qXp(Blbg40y0q$^3Ui~-Qfl!uTk6xjVqydn`NsI)%b%Ah2Tnp6M7+b5hTTR)(n
zl7(F{{&0``k=W^z>5*`&l#xGvuabx8Xp+O;Nai;Lh7y)WKICYZ0oSaoKIsJQsElWx
zMp#krqY-cTj|gGpk6$mCPfSyvh|K-+(zkypc;tAGcHO!L0ET?TCSVtaImj72@j#<O
z?l5L`$A+a4Jo!jKA<SesB#GDB&u%j7@AUB?Ao=`DT+9R1&K$aZH|m<U$rW<g91^|K
zhyjiE5Sv)v?OoE=D6lc5RXkvcVD^nlG6JG6dL3tQReT%DPsR@ZsZUlTQS~*<Sn<Ra
z=CH2ME2+83w@%DC3*QqP4Ot{<xbp~V`n9Fj;xI-LQy?_pr~Zi~O{5wcSJCsOqi0Ux
zkk!fCPmE)_pHA5$s0fKUWcRh)?v8yK*p||BJj(5^*$5b5s4RZ`pe*FD@#fL>d~UPw
z@~N6s%)V#qt2Y~|d%9Pa8D(ipzNIxyJzw{oAu+hlslU7iow2Y}Z4jLqGckWYDCFT~
z1odAuMoi2i`dW?h4DaAP!jBq6(@@pkk2`<<Zune3zdQarZ9cpwPsB^GTF*-xt51ku
zs_*FQjs?iyq*Vza`iAQ13#F~~r=r?pim<WL=FusKs~<X#4RJ4VE8KpaRTaQtVE&@s
zUMDn9Tai*4&_Pil$WqC8L7a<0Gj`mOKi>&;9yTJzC&RL$t~#CwE`$W=Q>1){-22+k
zDZ=vM+&)hsd*`?erl5RP<98;jIo&~XPfFU_ih`u=9&ROxO<hN`5v=zc9qn`dIvvkR
zC-ah~VfG-4nSf<3)!}#L4CMKyIv~~SnoRS1j52y{Z?Fyonypd$(k+KUWR(OdlGamZ
z97?0U_#mmMwSI4_{Y6<ly83;9Ibd$D(0f<D^UI4$k?tk-Xas%N??W)w`(9dZc#qyw
z@1M!f)7?rxslTaVjUz%>W@~u5Yys@-f`Xl6V14#}5ubsf|Fr)HGvw4;k#?76dwGuh
zZl|d)>nAlD84)5#WGbKI7`QbN7y1$+8!o%%cQikwW}j%pFfgPgK?W*=(u<m82B$~M
zloyeUeRP=sv}4B~C6V;spu)#%5QFUBy7Sl0C53$AhXLP=sp;Yc)%hL+R>TyR2v=+N
z_xU&4gswU%5R)9}dWdTRy(N-fGjj8!AtU#!+YyJ5VHw9uRbl@3J(qpi$8cPi^u(x6
z1z=n)I`_F=ni<hG{&u3yblGyT-Ykp!4z0h8xfycym0`VRY5A<1mC!)507zOHPMFcS
zp=~(v%Db$dgg2}P<b7f{EPvk?Y@Z6bn#txm*n2{w49-7!HEvzh9PpTDH~m>$N@0|a
zn%uF8e0bYy`e+Xv_m=={oV8HkW*-gBLr5R2s!8RI7xZ2H#`$lLTo+{*W<nqMLwS?5
z)!3n6Y+Xq6%CPqQ%)silO#o!yauP%|$?e}Dgpke)-0u8i<`3soc(2#lfXGiBP4)mk
z=4Qas>~uRpvG7(_@tNsr5f!s+C?;i3M*}(iF=NXfGAmjb^)E0fz`G2+jQ!-hWOSPN
zLCH*frxp@I39MzL({|1}x+gtr{2+DWFejQCriFb!Pxj>*-4Un@1oC%c{q4<6VSAoj
zBa=EmFRZPn;y*j*ZG`v7?sl@QffEVDMG1I5F=ZiTdPb(OP-X5CmbqPTu)<A!36j-$
z-7{^}J+W|8RVqjyi;@Nz8-#zM4~NjaG9+uUcWmn~<fbaJYO;RQvU09;(+dO%C8zKA
zTwR9(gazDK;Hb^>c9ai&qNhe5<qS_)Gj{iKIRC9K-PZB0FV<v8{7{N0YfgaRdQsrG
z+-bi=K!L=2e!K_@DA+8y%J!RL#%=itvo&lComnUU3Z^d6XR%#2bAJhD?S&eOB8H*i
z!t;@V__od&dI2m=)uv)bW1OY1L)r*3Vk}>WJfg`}Jh;toD24T<Yyh``?9w!DI~tZ<
zBVEC(wyL?%8cc+)Y&<!>qYHe5Y#$ag<RpCrq$*|<x?m>*Vz6>&-H2-MYCSEQmU6{n
z2!vJv+Gv2?QLxs?<&U#;w%W|^9<|SyOXL!T6m`WDZ+txSgJ*Pq=38+DB^uX;8u`O-
zJl~1$P3Q79s?`jcbqyn|*ztay7Ku_NqU$?B@g$%ytO1GIrSTq*qUOZJ&?LI!Bx}ei
ztGdiA&d*!#nl>y#cCMjMa02s*k_&ruHHXsUku_a!<M9CB%z|yfKoW+7UK?<5x|uzw
zL;dAe^Qs8>Dl625yza+x5<dDuDE}Z{q%A`E;<3(Fn?|Ww_S~7pPjZEIB8h*0W9b&_
z<lVArxIQX7U*3$sE9*`BjA9k=rd84j5HefssbT70KcNe4C({BpJzpD1+idWlJH)ms
z!l5yvLo@s>pMj3F^8DMgHD;0Q!~bb^5s_PSEsvpJ!b*y-hQlGir`l_su_&)}8_~0a
z4E_MFcC)Ws(a#5^gR=tE;_41%2Wqm&!;gDmVVPUKT7O1o=8)ur4kA)uBbMY$!m}pG
z`V0IVt9nY^YWUY0ysoJ**LZBt@jc2#xwy+SuJ5I9IN0E3=j^Ksj7W(@78Ei#C_7)9
z)*#)4T3b=^Q-7c;ZSnxCMh!>!Hvd!nMCjBdq&!#rW7N%rAuX7wsl~y^1BhO4!TcFu
zX5XSSXG@X^2~%RzEF@U!L6bLv=_sI||0OW{R$^~h`Q&lr>G*+@T(WgUGc0vR1)<{Q
zK2ri0?2V;H27uL#(di;#Dz`!3`1Rleu&}C7<k7##j2FVlhUTI7A*F~&A?ox=faIBj
z0_K(!awMCPk6J7WUiY{8!w{AS{I18M59iCCjNwi{hKaxfUz7_}{-nu036;}CkQa2X
za%iIrLo$6$$z=37VB5!ux2DlBsRBu{$BYX_QR2s^;4At&Lt;Y8q5=)l=;B3FE)$WN
zBOtqwUfJ1mgMP~@(kk7ub|dA-$=F}|hxPhl=4Yk*L=_#6!P%bjBl2e{nU4y4NvFH+
ztcluce@s;2f1@j=Lp<*<lYDOzk+0ClIPCvLd!w<>2*mzV`DeWjiS#RL9*n0u>bEan
zOgeJD-zS7R5qm-A*iR~T+v)7YlbV{4e=h!C7IALDxShADo%kO5m2>o;zt<%tlzt*~
zBjiOrEwkoVtVoYDypt5J(m$_(PczC`wg-*Bg{2n(@rDEsWAdTM0i_E&YiVZASGM!g
ze+<R4RA}GWs*J`Wn==~n$d;pzNm_{ib5E*=;f~~{s$|!1Co2W~OXpLka>Z}H4`i}I
z59pCrS(@s-Wmtt;BbmN^qZMeWJJ9}H=Z@Y?=jKEaE)lJCb-^#mUh7w%0B(n7>f^L}
zkaaa!Eh~X<V<r<nnhi9UM`9sJw<6H}<!6Vr4B}bz{{)LHF;J2U2)J{^LfWF{*9|hc
zyJb}S6oE&;?`%ep@flXk7?5}LxifSJ_}<i$-#UM<h6V?nGl-aM4p<VQ`y&%vkZk48
zeG-=zbK4NLre9lZs-Ibf`4r#0%!XBYkiYR~ICR>W^;<G=<qHhf{V6_W+79dkW%;YA
zP#?N1^(zYt;lsRLqwC3e`k4`n)#zE>-VE7K#ER2#wl=mUm5e6>qmqx@B4Dryx7U@9
zq}-C%O?)6Ul48)+hS{_sGwn<N!b#!w?Yf~3X7X|Xou+t`QOm6+<P+|fBa3W^W!ApN
zJl3KY9Y1n8xuFZ&E1-d;DobDBs$a&Zttt2AP0aCw!da>OOZu~jH<^EEAJ|zj=MBKO
zz1Y*P_Yb}4dO1$&g?`{vs|4H~qQEF%kG@!#9OgRAxKxm-ycUwC;fEO@;QQ6NCS|M!
zl$t{M!)IXKbtpAF911$JuLVSaDv3EXDPQL9BlMhmU~B3;?l0Rn{T{5i#Q@}o3Xn*{
zf_jd_qw_I*`+)7=h7U$hpg{YvBFqoqGH3O+Vn~*RDlNUIoEw7d4L-I+XUH<!&%)n<
zNjJ)l_?3Hm6>HD<CcnYpVvEMTOxmq4KTiykL2WQVsHH=e5uYSpM?ScR`0)FDuk*S?
zpl5G$Wn_vZgj>r&9829jns@6}gs+R{Y`<5)lF_n24mi4_bV!7^X`!`sJWy9EY|C0r
zQbSf>Q@a7sQ_}Zwpi=(%levk3+-gn-n|(~I;U`VgSZC(6-!KSuq=RxCp-bak&;#$N
z+?3RCI9Z1MuMmZ)Q#|2$1V0B+V5Oea(bvpyq<#}3Bc4ui>(ETq7*fLb!ceFI7uopN
zvJn|CoK6-3z<NkW%~8sChU@t9!lwl;ntoaRqq2cqr03pwijz^^InWgQL?1pTUtga~
zP`u(b)R(YXC&X%aCOAQ&;KNq^T<A^T!W*bgoxJwtU`nxV>2F1iPsTBaq!Ld*x(0IV
z>A76RZIG8qbsjXPnwXP^^EdKR{jZfL*yR*1?gl+mMww(LBR{{d$K5JIraTW7<A;Qb
z**Ng0c*`~y%&Q)@?xmAI{qv^*e<5U>9eIab?CcPwWeUPJUdE}q`YRigtO(@$iJZ?|
z(Pm5a5c9N27ExLEF&N#t8SnJflz3-3Uq;0=cQ$r`gwnmdTT2nnex6@Nv_13_mf9ie
zL)Px3GU%?WAK18tN`>NdY`r`^jX&PWUlVK}_F4xdM8eLL2Nf_dG~jISnWX_Y&&R~#
z#I+V1Kic=vZ!;u@Le4c4XB11BkGyNN6xo?K(<@HJRZRZvTv?3Xz}`(zoFA=BT&k-$
z)~K3umVCs;LjtV&jSP{SZr#$WN1G^d$8Jy5mG%|egsX?D39ZXo9xaYq`?W7v=0h;B
z780of4J>qpLvvr@<5e2`K}XEL0Sl9YyG*{|xJ!}B_1+^C>H{v`@`wddEfUNRkgeCG
zcpT-_Pt(7SXh<gRTeL^w7$YHxj;rLlEo)@e;|;-=H*@N5-?tf&3lRWN&guL+lf8{g
zkB8h=ck>O4y;4hmhv-0!h7ij)MHppQifx^T#be5Aodt`pmWwbUUVol;Ixhzr<QgAE
zC^5|>XgXv1c2Hm<h;U-98@_;2a+!#8#A<lyU9<fOj^LgSYav?FP5uxpp`z(@C?A2K
z51GlF1!oMaA(`p@3fs`;YYbDh#z7~>0N9xObo|QFT&A`(36bsfEF1{cO)!Sn1NC2<
zfKY~Q*|qjYNAEf4e|+m;^i|YeMki7Irp6AaO^#Sbg*FDvCY8F}Ob@VrE50wEuG1nv
zcAw9j^wE*-b*mW(!N_A9EWAB(g5yBD#RFN}kGACmt&@Vo8oBljadD2}Tx*JFnw6Wa
z+S&v)&xBYN=O`)~z-|4CXAo4>yI&edC&!gSj*&-AF`?_=-F^lT16_ZfhLtpPX_Rmu
zvv;x9KJXVLi1>FB^u!$EANfj~m3aJz`Nyg`d2Y3;uX2Ls#%7X|bh;oUr1xox3Vq@V
zOxV5o(K)W91XaQqWSioyiYARznlh9+q#kAMjQ<XTQhiaEJ_s^es8JCQgkaG5Dq0!*
zHwZcp03KB{!&1eD9&B3Gz#^ORKZoTZso1l*fGMutWq75r;k;w;uWxl4u>iA}_Wse(
z&`c(?h8QAaWvR6J*7u#UGbzBxXr)eb({mgyju3fasZ(L|h?-5|NxyfaT3oVo&3~W0
z*AUYpDJSn-wnowjR9}@T@UXasQfud{a~-fS=1D$Ab>)8aLxEF&%$EesjD(L^Muj{e
z^Fr@}9c3(3;Sz>CevYI3ln^D^h|n4}g&z!yra?CJ^R)l|I#g>=RA6e*S1B&%Kwr%f
zxWw}C?V)abv?mj`u|bzjvq{A2zfVO6D9q!<;*2%YWQNRt%`_pAxh-H6IDo?39VrtN
zle6Eup`ps*<&a;lTo)pE3G>3<mvR^42pe9~soxm82O?*P2vJe>Ev*A(lFp{-aO9(m
zkKZ6dRi+(BNwqv~si9D;k@eq;ha`>OTUH_f8bPT=%Dg)s2H<KpWb4!_rWgP&fOkgI
z1$6_qc|<-#N6Okc2BhEa-k7MM{$)!!!pbs7WGOUMwnF>HE5QsJnn<hepl}YOkJT~6
z>rrd$7{bGu3So6w2y%*C=1PJ-YU{gu78IOWIDiRLu8Q7NdRyv#@dWfi6l(DnQ#MMc
z<qu3GM(R|NkXsbAGrsTjGZ2Y5ZoURMjZ&_ADKBo`=E6J={>rJ&eaJPeb3WO@3M$ZM
zQyS0{JSyvzb6Al9W79!7FqE^n9Ie9FGVcdjXwc7IdE4-y^ukdhkD1spOL}3cc1bJg
zeR(LCeGE}hIflE)={VP0MN%PsbFhf9Pk%V+dc#{77#?+Y)%sb$UsWOK*tRgL@g*U_
z(6Hb`MJUVL?27(U9J_Bs1p+X@`!&F8FEjaV+vVb^=WqiN#C5}6@?mbB%r>t>2B$*~
zfQ!>H)d2(8E)DjhV|YXX86)a+%P--=U*J`Ssz!m1XIy6$kM2y&auN$5sI!<!i2xej
z!(%)xR1(qFe^QU-Q}RSo$tif1c%UjMjiGVX&^is~0Hy!oo5t(h_fvR7`r+XzoLf3T
zZK4ysi00+j_G->P<xwd~=+ldswWsX&kLQ*<1JE}la3#e1lT7JB-Rjo#B1=F1iOE5w
z44zk^cWBl0C=U5Y1DBDI<ZQjA7-&bn&iPj19X|};w;&Q($Gp&*nA6FOs)VOACmBj%
zOV8a=2bN=OtW>AM8nrs$c+Y=KVNc9CJbFV{sVG~5c4_z>BD89vDF<aMUe3bj`kw_9
zCChfia@tl2pU!bQ&LF1riaYW~^!30rJvUx0EobTP7&e8<eGJgsBVZfUoNI8GbL4eL
zWO1b{=>W)p?|<1S;TwT%9gI-X2u5oTC|r;SVgI#_x7-gl8(Zd51M6z3`APq$fuw>f
z<^(lA;yM*hLoca$qRmP2p6V!oXvsR61t*q$Sx>GA1tmdP?h<V$|9#;e%is8he0Vi#
zwxH<s--I0_HYSnHY0JsW+r?Yb@5*QUVH_H|k?>g+M$@IBvVr_e53&zkzmgGy<-@Vn
zzB$*hH1B>)Nkq*}Ig^8m`aSi?D03rlJ{22B-MNO2f$8AGeke!?C}T?G?woA0)_66D
zi&KOsQc-bW$P0)?Ce1x#{<aF0^jee^zadmqa%7Z3XcTe-8&nryrdQ$GYQ=!_3wd?W
zM@2TB0L5~@sb>})0Hs7wYNA@B0(b_h+*mvtaYi2}1MXp)CnIW-oahydzQ^F0C>QB}
zd&gd9NowGtrVbQul5wty0d&qEX=xu};`}<SR@6S)`8y`F>W7M&9bD0ZW6I)j@WGm1
z@zAglq()zVz$*(ClCAGL$S2l?%>nd8$RJEm@n+Pbyxvmse?y`LwW#^j6fL^QDd`gr
z-~V-nTi0iH0XF~lfkFgY+H#=ddwE=NlGDZtg#+e-sn36tV@mxI`~e`CnOcK$4uB?P
zT=A3DV@-ME(w%(PYy@%=aYRwssvaMobu0U$jP^}+OIHBAK*pWX(lwr&nA^KMdMJN5
z8d>`c%R7E_wi3}~FjTU`S_6Xt^@Ga%ZZ&@R4Obig(YFElWDqjL1*be6Qb;8|2w}hw
zhGxA(Q~$Tp9Dylwp<xCC1Scb^XtvU+)eneACVFQ4vbQQek2uF4js8Pc_ICJ>w3!ie
z^4>Mx6z=)ye5>kDOy7Wo)~G!|(hJ)Maz;8=p%O?8&H8kMKt8NX&7AzbxA{8x4_W!5
z=7{9W?W9;p=~z8gtmKrjugS)sPy4x#?E>zm$kj!z&<W*$zi7aa$*WFn@P60k6J<@>
zVyE{dvWbJ}Q_<44MI70NNBTl=L#wGzUQ9*H>^FqDQK-P8DzkRD7vilG!ynaza`l2L
zI<f}i>#)yHpy4zEKVhi0Pe|&kcc1mYKPPXnyLc?E5EC>Z6}3O|-tp1Hirm)OJb$AA
z)$9p@?azM01GWUthAdwHTDW+0%ijD{5mQ*zTR|gj`{%WkLmJ@q_t_!w5m&MJTYA;g
z+n;Fm7pUqDU+l1{!*uTxIkF$YmRw-Z^tz9V57E`+v&}yJT_oLSLfYJQVLx>|fXE(1
zm7nWRz~_9$Uc)xFss9L<%FasB=e!u~_sr&H^$`AGJV3;M4h#@OKdJfID(vxR<-zqL
z&O&7gS>NOf3LBsb^=ib)ZV83?{Xh%6-dq<>U0_)lQ*;+H*@+hBM|IB8;kc0dAXXcC
z5rxm<@YXNHQaeEO79|#$&399ehHP*95YHXC2c!^#q3?nFh!IMncS+`19IGSytqz~h
zS8iE+=^9){dY4<H*OaiR%gjwU`gml~`onfeOV+n8N2XhvrS^5vk3IN6Gx)$~LKvME
zAOUQiL@7tfE5OpPy`3-L=$$Z8*br#AW=iGofBkFbaI*^lV3PDnclbK0RqXN(lm}1k
zW{x<Gwk_q{wfAq$e?BR_{>WA9{@#l^i#|oJiW8qpZPG2vM5JlLbi~Vr_l(6#gg=8A
zcWRG!ZA|Wfwe&7@I4L3LStC@{uV(GjtyP1AfROFvq2XB3EiT03MP|2Te@_kAp8UMC
z-4^XNKz=W~sA9O%N!Vx5xHCH+&iLL}?+=%z@9VjO#(z=#x@yn~W8v?*%idqe&JM`&
z{q<7&p@c36gIz|q4VCyivp$a5G;7lJj^yq(T|jslm(o0v)4ksTmLa`o@vi)=MW{CF
zcHbMGD-jlxwQ}5;bpG?d%p;;LRo8=ozC-ta_aZ4Lle5YENY(m77j*4X=lTKqpl-{0
zx<5t+8CTzQRoW@bLkD5ycfyOB3D{G33;*m>QTl5Qq5yKOZ&IlUN83O~^o=u~H8la+
ztI=lxvjM@Dh0jUbGHiGB8Od#{`&^Hyc|T(BoZpU*4`s@8T8(ZCJiaa`yAtT1(CX-1
zl4-@SUk;#F|8_tTBTmJ=y&yGyiKDlSezto^hD@Psc)s!$dDKz#%DQyr;G2x@k~kXN
zc{G+BvG?Y*U*cCn21D>G`whCprs9FM0SkZu-7djI8?6iaD>By(mH?VN(}Bx5vRvwW
z*?Bt-i^R`YuSI@7Y(JYGz1wrEL!}*U9>^b`;1EU@W%-*z`ul&<%6~6)^+t<0n3peY
znO&x^EHo<oNf9?`_GdA!Jg|;NH1H?UXRFFLXY~#w^ZGGSuld9Uu_z~^@e@gdkW-`!
z{#s`txKELr6K>eT{cCttBK~Vk6czmtM=dwqkyLEY8ly_rr}@A{C0co}bq{jCuWi-&
z>YEBUyfR_;w9BG=XGa_4mnN&P5%hCG`RtU1yQ3a%1-86$wZ2#p7Mcw+HEPW<fsmaZ
z^CLrmLnY$7HJ>0*&_u_0pQpE)(lh9j7MNDHn3%!=49M7<Ho<=BJKVsnhLGD}I1+0M
z@_1OZ=Qf5i1t$GBwJ)Zg1^a}jidcMxEryj49B^>tF9?~z$;b(Vh$e{mh^Xew<7>&Q
z<H77BWZ#3mgi!wzr!__1URwL_P;iOAXmP36fAfCI{j0H#im@s7;FWy4Cl!t4@Vw+z
zk*)zhGs!L>HM2Q)a+7l<Kvfg9)wJ5e-It)!RQCzGkeQpV;QFR4=OEYaf{1qZEV;jT
zP#l11*)dxjd%^Vhb3GTJs{h`BC3F0q49mCR?3mQsd9cY{%mX!pX#Fu-r~P7yxBRn?
zI0<(Xt2GFU|5pItAv1#>EU)})0hpStXXIjb5BX_Z$V_sO@dpowG1^L%QCqCNnYnuu
zfM7tO##$moa=Z!GqF|*?P(x8?WGZ<2!VQ=rzaackV`QCjqnx{HcG1;|nZmph5(8jP
z6aIZk%_1S^%i~nY)?xL0hG)Gctm*Zbv9K?z?n(^*b;N|WliRtLm4llCy0Pc%u>3lg
zBo@fI##1;}n(!HaC@uJQI;(J?La_u@Er~p0WumBKoGII$I0#xh_Y=aQ1~tlth38kC
zGfDEK7px84!=wDUzV+)W#=QvrPXCL&w~lJ7>-L31k)Q>N6sN`ArFenjP@pYtrNy<l
zdvPmJpoIdZxP_v@-Q6X)I|L69!k6cqdyn)T-}}7xjQi&eW0Rf1W@pW{rq8+dFL?kt
zRJPRKA*(#=^4vi-C&p<aJ3)OfJGk%%j*3c`m&z%?{-A>D_wPherp@(V%_-C+S9b6>
zP^x*vaFm&;bJ;MKOv<q@jC@TYM+6x(WWKn#2Se_~nN*z&MSKm-EONLeY67!m$!YQ(
zAfF86br(=K$ULT$jWQ&u4rhz#Tc}K4m0>X$A$!V_yYo!n)*Gp<np9ifa~0?M?~C$)
z?6$3E!Q0-yRnG#Gr_>_Z-Q2vjN4K6Aq}Qr|79HISMYSUvE9Rd>qmLq)b>T0|dF0O%
zZ);b7+^C`S7-jZD3VQXkG2TxCGRaN%>;+~%Y&q5m$-fI6{eflT{e5mH>phpz7Rqj-
z@ndtSv<Pi}@iYI58`#rQU$3Q-Z4sqMvwVSxf7vjNO3Vpz$~1}#!8_&A-5p9#n48mx
z)q}JleuR>q?>_em7Akv1SFiK)_5m+UwgBIm_*@-l;}o~*=O!9IQoA3(0X}Ou5$q<-
zY~9I6K^m3Gf*{^^0}`1Ne7(tMZ4}Aav_E!tRA_?iO>V#f{$C%P%mIUHXSwZFlRMC?
zeezSOvwF*G)KzQ_98qWvRv>)IrPlgPhLYQf;^QA}`#i;{w4-ylC^t-o3&n0f=r5Xm
z&&xFpwO0*jSAKydClypwI12Fne1w1+d;B=3DqD6QF5MCD<!#&~+~O4(D={oal-T8#
z96o+GO?r;tx5a33Yu+tPmJ&Z;z75LOV5;YM%=a9#0N!_B!E4TgE)k{2e3`~G`1KMa
zu5=JXKMQ!CuX}L+AZ!7<oop7%%&gI(`Sz;kS38#U0R08qu>ka7_RiTMDD)&4EK>d6
z)%mlT)@*UO;LK=2N_J^V!g}f2tUmukz+<cf_X^cT4$NFLA2CM3(no6k9$m<7lPp2j
z_6ZU-t;IN3hKzh?#O2y*%db%%8u~H@_4TM5m<1z<u{HY>_J_2+?$_~hRnwguDDOc2
z2)RpK))<O?{hx#i#!J1DP~MdV>lX^t=NPMF5)QpPxyfoB!w!DtJvwVi&r&u|9(}j^
zMl49%*Au5vZZk#slDq+(MicpHjE2>EL#o+r2{b=?ya%EWxIp;4VLUMX3%6pw#Vt1&
zY+?$Fv>%SVFa+QcJ%>8t?v!-8jw}JW)C-r2QEKAUBb2ulKf`AI4V)td)gf0Hk7u0&
zPC^%iJHhH@sz;INLHzS1yaNi&MshI(T>|DaS|0l}W!oMG{0f0S@!hcv8#FV6Eot3y
zvMwI^RCdzO7?BS!-evx>?I-ut@9Nk6T-Zjt??Wu7ZR`gyGH$GwEipT2u30S6U6`Ky
zZ9I4?8jFk@%PC7a@RzDiev7|WVo49z?q@2qAWPJt_?;Z<fv%Sw`x`H5={{&PMsI1W
zZGh8A-AbEDAf%##mzyyim(yToSX$Io6~}x^-FXNdta))D$|^A@Fl5BlHh9F&-_n3o
ziqlj>I)3^;t=!B#7TgkIC7|`2sj3fYbP!}}MZi^E%`9|z9ZE|^-B@!M*J~ls{w8R|
z75$tfIxV!^zIA0?^#R}IsmWu>@4E90KNEj$BH1Wv7h__xa}o|i%^-4~VOKrXIX<3W
zZp2_W;CCH$Ew2)EW(A`rFS>5W#xRPl?YT|!K>6ZzMuTNWNaJJ4z2al<BSa7`wXPBg
z7*jU5t9z)|OAlKhZoE+lXGWE?nYphw4^QGtn1LHF-GTBW>z=T9kvA&jI20BIYrKv7
z4Yg?xv?qc3SiGLcEx<wk`AfW0<}dogzBq!HJ%QCEv(e8HnnMQ~=z9F7Zm1?xcRsB&
zKc#eU2BJbjC7UOgJT4!7{j40E7{Tb)8YUw#*AzBpeb{U&5AB0I=f<*q-;niNu_o`S
z%SV#{yO~WMk6s49C;*jCAp_89dWrnZo5DpTPN=2iG7m%ajaSyM$aXZg0E#!f`O5)?
z4e=r`#LPnDrQX;E&eQ3ReK%LBD@MBa*5mpjerxsw<Vcr2E|l@1b4?{bhChe)c^Nm|
z8$BCynzMv3z945hzXlGb*RG7l&>t79G;c!O+6L$`RF^vXqJ3=6jbp?Nb?d~mR`V%*
zIyxWPnq>N@s2Qm2J*>HPtudyQdB(ING?ZRre!y@Vo_Kn*bO}T4oR%hL1h2+@e0vV2
z{664%Q#h^RafAO&B;P`MIAqt4PMy$tnO?v`uE5Jhs)dGu;dxB&Ex5z!etwY}lleIv
zNSeYQsW0nZqdVz@<-hhVrIop!B`<bPfp0nYS+0v(@OFsH@Y+r9n<ORj!YQIMrxi_1
zQ^*9xKg;k_jWS+Sw&2<U8Q=EqkRiJ&gsEmbU3%h;ude12g^l&ag&+Y0DkFcD6W#0h
zGAX~oI$biu`lCv563laKWwn5bzO=;+sa(LzteAQcA|gy+T~TWX$p|-(A@yrZSR$*6
zPEKfITIMqN6=|x1zQHSjMZ?j_Z{@R1&X1QqR`a<Xo~^g-&Ou9;es02QHo~=OIO9dK
zOpzeO0?n^|E{nl^wq)7@<u`LD#j2)Qd^VaXZV@%vwa=Zs^3L4E84M}N1=amuq8)hW
zGI!{%j7>uDgiLGVYGP%NX_{V~3$4zS#00gstj8lGY#L;aFMinjQRx(XUBQFgF>J#-
zdeCZ&T!r8}lk%{#6d~VtsFT(4>xs8@rD{Kp0^iuKi1DR#mC!H?QdXG1!lP$;GMXyC
zn(=bwqmH@$C`EPg51FdEe2e;tlr6Si+ULFviXZZ`edtiM*YU2d;7+N@T;vB^77Q+1
zIXW4(iTY;xl#J<97P6y`+`cH@%-#}vc3GE1X|QGe%8Fmty$v@Fucsdui73R#a>aY+
z;+k8(g^y5MS$}I(jL^p3C^Y24ySx%gvv7L(vr5u}TKb&gz<9+#`$cvW;lXeD=sPvz
zw~?<{+=^`q8;nn2=bR-?_NBaEowiay%u)Wi@j<trg^dI7kf|Dry&MY`8XY|h1}(=S
z9b*@Unn80}Q{gdpDT+6(mFqvXZN#JQB+r3K#nYyIhecJ01Qjw*PTKxcj(l|th?X2_
zu;mRXZCh`Ti6|%yEmdSSqP#}b&@>cGuG^10%G;K)4$xjFAJbQ2+l%)c5>5J$@$%E~
z*h|pRK?<dD$dn;=`MhtbN&+()n6JDUHaBLQfs4=Yo%;my?SU5o>nA=fRoUWkn>pc}
zEbyK(*hWv#11UC(7mrHejn{~bF@n($|97zQyxiqrAnQau-scjLv*!F=kBE8-qo<9R
zBk=Dq+4p|c56`F^J!5z{ZGx)FmWSR8bnAbGd}{(S!9PuFXvMXZEE3}zo@*|%ZDsqg
zg?!G<uI^|n|0$u1Y_U^Uw0vP3(?}lX-KllrK}oN<Y9OA|f+(dY8x`L+SWBvnnF<dc
zsa1i>&Xe=kdk$3R4u+Lfed7C>KjJLM+$mSNR9feYqknUBd_oOx*KMS|c^vBhc1_CN
zbEMAy*P_D3mmF!+py;nsE_7Z(O$!HnI&oWpK^{0w3aRme+?{u#`>HquwZ>wb8tDl&
z0=oQ_DM1`<!_7M<j?%q5A3NFewbLw1K|4|<=96~#RWA;Lo~BKenD90|E|J1hPrIfI
zjajRjYT9Pn<1pbquKBWMC;V~~mHDCd-@Mj%-yNCFC$GB)A8sBH2#N6SW$_yp+(*i&
zmNf|`ACBY6ikv`QXqhD()T0o+lV{b%gP+ip3$Aajm3`s8rLmW9hL&1U84ZYtN>x#9
zy5A#%-}g}Vx<!`_Zfg!JQ?^xPkn~r=#C;e7TyW_?q*_n|Lh*8xY(9NgNgWKEO+YJ}
zO`qmSiFd77#Jttu9LF_l*l%DHiB7FTNyKpAffqn|4b<0U^jKRC1l&Hber3WZ)nkiU
zdLMpGEy*M54*O2eAc#ye8kxT-UqP2|{p3<F>VRD9Uy-yUzG<%hSD*b1QF5$du`g|)
zI=dVyWm8<Kj1pQ^9KU(9i671Q!j_1uvvo;{Hu^uf^1Lx!a`Vt*5pE9Wd|2!cIRbpS
z^Yt@r9@@grIX!6W+YPuYdHUWw*0|MncYmjXZ~U30M?s1;!FT26>)h1rsb_+!h7M)p
zAXVX?<Hq#E2aG-`vl-o(=Q2DKCrbq=aZ{89!s^pq10S)7cPr(kTt0`<KAphT%onKg
ziepN4ma%cxLx%HQ&8}CX%QBx|vKaBFT-;7GnYrWpu!z2M%rx9i92!Y<wU5cJ!)cP6
z%*DXcuq4|R7t)@w!WKAO#qa4_$$yzNo`aKlcNEI~HGJ`q5^}%R3~i|4P3yr4pv#xs
za2qzacd$6r7@JJ#&7|SZ3UG=)<sEzw5a?&y?^8CIHq$d2cOYh;M0<&)25`kl#fMvX
zc!}s6qoi85`mdt12}Zyt)_INOI=7v9D0*l@e~q^u`w+V3pWw--(vGu*UQWOk!Yc(E
z#9wGJf?4e@Q-EkwJUwUFGEO*k2VDbup%}%#7t0k#ib1aorP1Fb=RwQR0b3xI=M%Q1
zP#t_dI5Ly<8Q(XYPInGz%U5F`a$WRFM?IV2o?;U}ro%``cX?(Ny@t(a<I8T?2s*o&
zwV7fpH&a5xGW5Rmm$2cucE8F|vK$al9L{Gq6^L!>!H(c);=*U~o){d8PcGuM{Lv)D
zaV0;gXEzL42U+0@#bPJ^9RH5S@hB!gdkR_&c3g>LG;$D9;+MNRYtYey*wm>aCgxLw
zI7*Q*ql4x?PmYoCM){Udd2aF~p5W3*Tlx&V2>oQ!Gwr<PV#(`7U^^|^icUCHp*KA@
zOo?h3gCmhb*@$K{+p!P{B7ldLQ<Kp8!7dY7gCht_)h@I27`FXp%!cp&wzT`6l)0&H
zJ^&$g1!WET|Ji5v7v9moyw8r8SLi=C+Px6|mp9tU|2sI|E7^Dd3mWggBBLQ8_WlDa
zPe@2uSm3|zvU`|&SOpL$%PYwPP*6|+?~y-%hc$q{oTs$~0HCG@U_(M;VFJ)mQ2^-3
zv%e72lu=Rt?ftKFfF{Aepa1nilMsN0d_$f-?$mtppXYyF2S5q?2>?{YKP&)b0hkyV
zKn!$DAP|U!g^7(zjE9SZgG>H|2%ngmf|iDwf{N-H0~hl%Iu3d&Di&c@4jv>jhyX3K
zh{Ov%aV~xVzQ1mQf`x^Ji-SvsheyWuoa#9e`sM%d_0R?&#6+P*i$g`B13V%`K_x_a
z=mO9pM~aS|iN7Y}f4xv1p`xK<05P$!agZ0(5C9&bprSrPLq$hNLz0W)hx|JLjS&6G
zb6#l-B27~uof9!%P(n5)y-Y<r$(wN~1OEr-U@UCXr)1<5j7-cdtZV{;Lc%XZL}g#e
z$tx%-DZhQErLCi@r~lE++``hz+Q!Az&E3P(%RA(AXjpheWK?3(*W{GcZ{O2?<>cn&
z7Zes1S5{Tm)Pn2k8#+3>x_f&2`UfT^r>19S=jI`6>l>R}+dI2^`=@8;7nfJpu$$Yz
z=t2RY{ySO!LD?U45hCe&gocKS2K<XIlt&)O1C<aB{W&kj6KPGLsS^<$Ul1m-OhR@=
zI~G0v8z{*K=W%RO27xuk)4xdjH_HAs!h-)tl>G-`|4A1FfQw|zM}(+^04cyV639Cc
zn-vQ??^_`7jSY9rLcnO3$@Sb%til`-^8eeYqL$qya$K!$xtNP8j*e7^JCusfZ73&a
zv?H<f+R?h;OskKs1dD?XvKvX1$;`WoKk=|x@|8H80A>k962d|(C>QUPT+m``m}1k%
zcmz5BJ52C9VPW?fjhk5=LTQ3$Pm?=9>aW$5F`p4Q<IAw1Sp9`dT?le0J6yFsE{MX^
zIZ<K{)x2cN)z;A%kYy!Dqrn4k5^KIh|G#o*`?ZvjjMVt#b2u<ozjAkpE%?;e4Y2wP
zrS|U+?I~^|^+|_vGi@_)=$5&0E(=4@jRtxe8xDJ3OGWSzaq%$OC(1%Ji-Mp36F6Rs
zehM{81vd7cPTW#H%nQ0E+V)I}u@iqmSVzx^VnyZzfvSeeqe_JoT35m#m`=0KXPB*e
z)0Dr6=YW{RhXYmferwL0$Y{LI_+@tdfrtkH(PoDU>ZM$)13mP5eJ8vW&Ue;sT0#KU
zx9QX8GC&W`YCP!8J~GbpSigTfppu(%v~u{vu$uHt^|wc7B`Xdr;hjJLz*=9s4sz7p
zeOy$M4B-~UlC8v-1E6bOkc{kEsu>Y=T_Nzne0pMw5=-}sc{$d~@Ii`8JJ*qy*8=I)
z_K=g?GYXyLyLsy2-iQkWH986X9j&Tp^<-IvPiKK~`1HWmF>N~&f+kkU?1DMDvX|HT
z!C|#A?B?xznUaQABmBmGYb(o$q3aJXY3(yc`1oVQJ~XU^d26RX0I)YYtNP9DCKMc)
z^o)7*$l`Q~`Xn#a^wr$K8v$pGV%=UV(29Du4Ni=q#qW+rIW_jFPdXhrDms=r8(6jI
zThvJ$?z;4a(sT2Ryow;5ANI+ay)b5h3E)|1xp*~V)C2{Vve16jT^*aMCV06S)1d?L
zh?p&TJkNlCUEK0jHLL1XI>OGnGR`luTh=|=FEJqNhBSFI)qP~-d|fBxkn^aZer8?w
zSko*fVyQ)YR~KCj<pE$zB2;#Y+R;ES&wcrgXh`e5rv6J*SB9Tr(%0S26!sav?|;mr
z5r+Cb&wWpfHw+ewZ}FLcIYaPamhL93yi7^_t%KL;wp3aEYz4>X0Uika8zOw4)KLWR
zCNuTwPW?B|1E5Csil6rTPAa9)N3p6&l2~AzxR?{N_lhffYe^lE#~iHqdF7bD5D!LV
ztiY7_DGL*hYBejV`c&ssL7=qpD_aEwQ$qfe(~;3hWDCuTXE9{lO`T}XZtE#QKS?6}
zbDFz`fKZ__=6NxHlWm6MRCkcddO*Ys1V5%a9>4TWN}cm8zt`h-0@i0-z#*kx)r}iB
z9g5?0+k#F%iP2Qtxw8=Y_QlM0-nuM1i>96Kp|aD|HoHVD;%+V~s<0b_v~;cdmR8sn
zX~yGUwQ7!eq_y0DuTO@A-#-!Q4Ukr{Yg&MFBV>JA<zN{-3G2i7hMDWj9rwoTa~4*N
zvFnMv`<iX<B~IU2!XnpjOg$%TugvY*_^a&<xn2VXLXz57&1MY!(LBXn?AI3_00bwE
ziinXu&KbsU1TTS^>gs(u5^G{OA_!sF)UZ8q`o|c+F6K@6aBnk?c4`tFWjFl-t}Y$j
z4WaH%PF`xh&Z0g`t<`<*MI%S8DEDTL8nzCy_MXWqQ{bO7^!kN``zAOhCQh^n7X_HM
z+GL(>+aT2Xaoq%cL4V{*C?Dd-z@jmh!g+=gLv`!zv1cHK57)_sfv9EnM<xuY6-H<w
zq)E5}&h|K2`A;wMOHc0IfNmeFkf_@Kg0A`xeTFim7tpUV{Qx*5w|xL)4=V&c05-`B
z9{_XO=MMmdW>S;0H<tl-82S%@T^G&OfEx@OsVkDE2f+BrOKJ%hDFO~o?k2oaKhO+0
zyitjUpAKWL-5GOK)=2O@Yyt7g-UZQQ{s0(LlT!~$Ro_s^@O=h#46DfsOYxvc2`yMM
zRAOk%PeJFS5<%VW3DCEUO4o$Rmdx!#)Ru-2WDVcsTng0L6@L>g^Uc%8WOaZM7!QDc
z&dCSBL2m0UdFe_#n3egnovUZ7m!F?^FlIQ%T;GUfF7`~0jkkxq>x7f_O=gl)+1^Z=
zukfreI~70R!)lcX{WG?h6v;M<vK(0Xt65M%&E!eQk~E@rS#g>5?P5;g9Grc4LrvPB
zW%m|yDrH24n(!4aG*VWi=kSq&xZ4%zyDt`l<csQ4`v*XT$5L0Ov>aGhTf-A@-oJN)
zt*vu5dnxVVC?Pep#|2l<)g5)hoqfW;fH!#~bf)~AY;;6Z(O6`M#9Gi^;v#ukZd0Z`
z=Sg(9eNpvwe>un0v9A(zrHi7r96fMWoU?FIu)FW`wt<DX@TvrCqcGq0_A03`prfUB
z(o6~(zqEAB27jc17qKEQ!K$#VGP1&bP~g-|d6O9lj1|B-IXaX(mveG?0MM+jFYCVg
zORVu>M6Vl9v%*T<=nD)Fw5{EXM^3%Ivk;pd_b$Pm)MuLnb8J^Wq-%rmudqHtrM|uW
zi2q4}3V#5(;$0~zv$WN~u+Lv|%IC<T3TVM|k{6u%#;wVnIRP`<%iwj#a7k`xV{J*P
zzFJ=C1E80_t4HpFiuYj71C)aN|4drwaWZ;0BG2B^YCN8K*q7AMsm432P3P%pmU?9s
z%%~8@K+F@>P=Ve{6Mc|$D-LMl9lidm#P<n9;fuIOe4?&-0d6%*k7pB&Rrf&t%rLG|
zjkunTF4BG{CLW=B&CH=T`?r^L#jx{rT$(5GYGGu{w$V2ma!!;2*5s!3l|W`{!1k}%
zYHGggRrriEMCNyQfmcOfpq-m)u*Bnl46m|_S$?<x%=ua_O}gmSPw<=UK$A%l?dy6U
zL0IM6Ca=Z<82vO{tq>-x2hHJ*IH8MI`L^?v<La<m9U2lQ6<BtslEF7A9lVW|6RsKu
z=%=rp);(=!Y{2!NWju`}X(6%c{`!Ovvv2P_YO~45hk*tKDpB%;!@+?wbT)?tr~T^S
z=8gUm*Ph?T;ff`UCQjUAZB%H9q196x+4LjWU0NZ>`T($y*NBBt)R%eY$U^t!A+-gL
zw%cFmb?mBk#ub>MB&nyUYBf_WRQogMbl)b%bK~P1-kA~J=p@79_IEVzGn=FYZ}?Ol
zvW-Uj&Cvs;lBw;tTM708OxiA!PJtcKWxY8WHY-OHLQ|?j6DvzAvGrFYw)y2uuufY?
zd+53R+4DGVy4#h3xu15c7rn}tDj(EJ8Lp+_MHl|BSH3iq%jmQG`qB}_@;`EM{>?3_
zkL5-vW3)a143YA6L9uu6Z33y1ej>HgWzWh3K>Fw7%<Kk(@R|gB#yIxi)<!RSu3|ss
zVE&t^v?#!8wOBmmfrjCL;4mpI-L{G^HJkiMPfx(?b;*^EKU3wYQGR;yiuHBvtk9WK
z1EhP6Wk6npPsn?g+xnMh(z~(C%ZZwrFjnqk5_`#k`j6W#cO7jpvxShHUTbWn>ls13
z5wC6>vj;#~(D7_Kd}zr<G4*YvKIg|blS9htx5N>Rh{oh%aInL%qwn*AMWd1Pk#YE0
zf9&w++o;7Xgv90p;L`(uZO5PX0nnF}{{W~9_@3={<Nx!PnyRuFO^suM!KrXitQJ7C
zUBxN>cI`;!{LtO|_`3^IhQ&=AV^_|Af(G6CDH+!0czIXf-1N9s%t&#b^qHHE%HO=C
zDadnLW>3;`#4-F1$G5j6#%74}EdO8$elJf3$RT?Gn57XMdTUKD)x_XQEOlu^%k>yP
zMM)8LyU<XdE+-dR$4Vf|^Q3vwUSV=+`fGHd1}}BH@=D`fB|kFirrJF%GEbI$<g`e!
z*@Tt7N95_XY{b?he`mPC?eKY3<mwlsntjReFvYyF>fFxZxf2}`@!(z8=*RX=f5C1T
zdv{uGL9vlFWM^JA{Rd>w5&0mbcOObIITnNYXPZ3;Wl5S;h<S6J3OjzW0Px?l4|9|{
zm~^Z_8hp8hvh(+ohN+xls*9S!r7vj<iH(>yDQdQ@JqNqfn!{?W^R48^4SYWw+kQ)v
zrv3KmCtz?C?GiL$P*`e@HhZn{s#wy?=(BZJ*Xhk{hLNse_gaaOie~7qDK}1IoX8xf
zb9t;Aje87qR|Lyc^<`bnB*R!MSP)Cf54|8IhTySqmDE7UN*N`)TkCG?v!#{1SP8MN
zG@5dL+57`hzr&L2#N{mpQ`jS$;pIHjf^XeNM>Q2+*2MR;glVOdhP`GZnWmlc7L7cW
z@dVdfKFfKbZ#oOSuf>KEug3B4v1h}Q?H#3p+{hUfyApnV{r-iBa8dHTx-#X&D!8J;
zYds!+Z&t<D2V`A4i#NdvN+3g^ZPyUaywZ_JMgionrAb1wVV18d$JW469T2k=o{4@A
zQ^*Ge#>l(*YorRsl1Vde23gf2S=M4fRGe^!?#V%l^e+F1m_<g-@AABnmdYlz2LN4u
z#RI^YKVTQ5#+JQn<&4di_HsiQ5onDY5RMc+qsf2+h}1orcCrO503o*|jA+h58g)5q
z4Givxntp)@&h@I=r~0v*nOddjwZTjC@#d&Wda>pkg>-lN2cl|IZ4S0XAI5tE=JkYA
zfQum)1-57kr@+oLl`coL(`*T0cmb`Uj*bju^|~Ttjnnu6U<6&%nY}uNEQ^U&D`R0w
zKXVhGd0g(YVK1yPSvIRbp5X|>Wecd>q%lF;x%ZHeC}{#2beo(}L3{55vhD%n(?ErD
zA=htiR-E76d=^ydqkYTm?ZyHnFuCU82iW!ohO;#WCA9cTw&vCrh<CT4T}&S)JaotS
zLgF^FIvOBbz9>O!^GOK(yv=p#75DR**g3nX$wkju`PRwxL=`;af%UbIX;w!x<feu+
z%3;sq{dsi+t$j76B4&COGbcud?LU_}xtN_}_;uN%i3W9RO^F+UtW$;dT-M|X77cMc
zw<tbaGVB1!E=cAcDF@3x7NPm-TIW{LW<BdKGWEK+sC2izl-cSf#k<daFGp!xHl$+R
zyd~~CVGc8Qx@SiYxX+J;%To${puJmgHFKCOLWYL^0q{HN0r1>Nph7`FjjEzF;ddu{
zOt3^Z_0wPQkn&}%Xx&NXs>CyD<q;KK1iWALt4WFFqpXiby8B4mY&Cge4_X@$AN10e
z8=ZQ>9t=JCd~tU|bTDaz&o=;p-%$9sJ=1Qx8HgjhwG1+v2Bj8QPpUgvTRPgEzaKjN
zX*752q@WURK(H@KKXwt0Rb(sbmy{Xp<eZSzm)2<OVejXVO6oyq_;Q1tfs5K;SAnFv
zyBPVk#)c-I9_<9n3iMxYKcA3*Gm&0}v<1y3wmMq%-g-QNG}Bjsy!)xJaR!~2-Cm~P
zxBzU@pCc2;XEPm3AZ{*GaFFCh(hE7-H=f1Xl8j?+JUyNIlc3=H6S_TGT0@HVJCfE2
zaUb8bA4*ObsZ;?L;I9rZhxkmaS2O2J5YM36@#~mJL$$x#ogCRzNV+ru2h|}lw^Xj#
zuJ8MNJ;9$~ewR2Bug^vdw6$>@21r$Zli3yZ?NpFd2~`zXL#6Mt3nBVV5tw(c_CxEA
zlJsZ^l;YbOqS>CZ70SewotKl0?7Bl?>0NrKZfU(m`tlTms^7J8bdj;QE<T;?!QS30
zw+3L%{B9AOIv{2FRf3UoT!C|zY_F!F8tjxSYaQ>2$_W9-?<He0$i&R_hiHchFNP{2
zSkRGCms750snf4tEFHx$0Eti+8jc6Rm(j3*g9iXo%?r3mk7ua;?~DjZddUIA{d0m)
zHb+II64q8bLwyhbHStEd_rL=nG-R#y=C0uZ(C*j!03dux&G1W>D8lH8jHI^PBFZ%&
z2JxZkP8#M?vg<E2<@;J($yOW^BxM!27gG`}eWRX{5aTiI@Brv&hpxcymjYH>Hjqwn
z4uTXv>;bTIj2sU7H7#5YN8yuq2{k{9tC>R#kL@sA0^0i)3fB)y1xDpj;4L)Xf9HIs
zER0LI{p6EmNS4iR>)LymBf|f<6>8#ybR0Dw064(Tfb(m&2SD&$Jc2Iy%drc@q|^T6
zYbf<jC@?bH*1EGN2IB8q{XuDWHAQ6qwM0oC6dVR}rN!?4X}nKpB8@94qeNX1TKhiE
z-@U*6C@TKXG15YR`wBk*q&!Su+;tCtb=GD_|6lrcF5dVZ_d0SD<rlOt<t<T?-tU#m
zVp@6_r+r*X8&kNJkW%ZF$CuIE;b0n~fG0Ai%CXprc6@X(iHd+1jP?8KYX(_=+?eGb
zW?gn#FL->3_$Smj57=3?_Por1@XE!GtEFw8Fd@Ei`~Jjt1Cpc;)h;N2iw9tVz;>%`
zGY77AlypL9RORXYJD>pU=0B$>9;Pcv`2fgjEQdc`3^*lLS#G`!o|xJFP|&gKAW5yT
zdav`wpzx<y87RB<EK{ie*%zargSf>vR?DcT92yFyAQ)srbK*nCeTtY?WS-`@v1$tY
zKL2PL(kc6!#TMIN`Ba<2>e<>hOL0~H>wrQ#Kg}UKkN0eT^<4AoCAzc313<KBy*#WE
z7FoTdjOXnmMKFiU^eX{B>&NQP9w0N-#S4+LKgS>N-@i5Q0q~d>+NDn$S`)!V-+W3N
zu{q<g3OqcxG7l!xjd7T3^=j_lea-vsLLJp6O(C{M{fSVct(c9$tE&xlGr;3?gW(r1
zE-|VD{)W?{50JDlH;%iRz?2sBCTkSw6lx8;IGMp*<u%{J7Rd<w9c7i)PH;f+Mf+*h
z=M1-T1$0d(R6c|<F>J+~7njUT+5fQI3UCfuya&MO(kue!SPB+J8h9z{&Hn9guLJDu
zf<FEo+p?e*{Hp(($wRu(QQJ~~LwVr;8`HlwPdMB+tlq8nA)EmhB85;Xc!(hF9rkj-
z?sX}S35Au?Mzit_h)b@imh?2oFUmJX=W9ajcUn)EC~?LOHSC^_8!j#`&D<%6JPnQl
zyAtJYb*x<lYAe+763T80xvR!(!@U#_=seCh2&;MG+>m=hNHx%q7Gx9u2NV6VoNufJ
zEd(GQ^2}krz;#D#E8bm*M|3G-kdmKWGCq}DMEquM-;Z5g2^L^!4Z`!$X>FLP2_;iW
zZ_YNQy%-Th(YY-7Qz8DN-qJ!otJ2(-SlkJE>8s;qUOZ>xyeB#xe;Zvl=|S_^%;);p
zd%6s#qoL`k#xl|jI@{{-1Qbd;e32vU5w<sJTHeXGG5JGH{UPSL)pL$UJqDgWM!)0V
zfWb5NjI~W^dYW7ubKg)C715-IM2^ud_Gz)JeNIsIVODAaOw&zs+{C_ntRkH8E|8kP
z6Yu0|@a4~wvY}?wcFAY8R&TrfdFp03j^+fkOB^cL3CH?6Iba9D-nWyNQm8hm2+7LR
zciu;(oR;Ka>>mrN9)(MJHH{~YY5*txR*@9nE^1G7`HMkgcVfjQU0tV5D?;b>b?%-g
ze~VXN<^t{*_I4YHmEea63#EE!8V=%r&9u|_76NGVn;3>4l>CEo(3NDH_N89G7rqmF
zGcEY8ih;iy{c9gp+;>S$sWMr8J>pET9}X#kV%BXGdwx#`a!5PR*A{HTG?v#D8Fcn^
zrP}99)16i;nI{G<A<Rd8()BJozdwH<5u!-HT&VMto<8pDFmv}Z#e@LtFiCp~L?3}3
zv#6`8_YM~&fnanaNvHL{>kqB|`~{=qS8tV=G*5vcZsmk9Nj2>AE+?;4vh!of_RP-&
zgtD<Yahuc8@u;#To;1i!AE~VF6?CN@JTj(cY&@kX7CWa!f86vR41a0>@6{Qr(wc<#
z13<<I_-=MJ^)-Y(Mb{qNP>l@nq<aA5^F`z;_cS%oplg|`a?DN;)3uROM?vfE`B!+B
zD}Kf&slPXs64F+du+FyI)M&Vrd7cW$zyQbViB19sj#o@G4{j^VRX?a>fOWMhj6L#W
z$~%qH(;iI&nkc2-ZQHDWSf)R9{r}V9|Ie;O{A+gQU$nn}=EwfQ`F6SWh;=1{TbC|L
z47Y_@Wn;>H?Mi%_DP-nP7broK-JlZ5X{Mr=NItN}kSMWVFa?qi;5EGd=jKHNUE*m6
zf@S>sw77b~AQ~7?ywEimhg9S}epc_MZPmZvrr`4}mlwd|j@RP8gLLN&NZO<91xDtN
zJ-kZbCG0PuqmdV4wg%7FZLvy!zTnMZDB;^lXdHPV2`e%ATX$M!j3%!+K(=mbyQ*dK
zgmhA~(t@X-!Pv}>%rrUm+3Kq6vl*e1HIpZ>RJF`Oy;Jm>YOXrn>IH2r<_hN#z3{td
zWylP~AA!-Ia?J5mNWjP7fK!OwPv(lUe}mF@u59R8+zP7&!Yzm<XkCrMAfg&iUF{Bc
zqPm3SzNAq`cQe$?t#7n^=k4Em(D*u^^w}vW?8B<;KYrq_$!ls#Wn{Rc%hmYt=@Dw8
zWT|?yrKe73+GzMth0%dKxHj&DJ0;C4G^C<mtZ8Orfw=W=r%1sdTm@@A>#?mq{7YVb
zy{)+|ZV_M4t=ISHa@odVV~L74Hr|hmn6m9l_R?ajMRPxS5qVv0WoNi#zT+_$8R1dm
z|9d}FObZ$i(Io3gY2(ijOum}T6wI!|$2t9Vhb!+|>iz;)V{n?wA0M9jdu5npsGHE-
zHF{9zW>$)o8FhgPnHv3L0rd2j8&}l{<*4+*5YWe%t#|WF$SPIuJBuVpr@>;4?Hcu)
zkr6RJ`fiUIZFGzUk6@9QmvIq?e87B{sFkq`cC|-+3k&3CmM#pFLwB3sN3}mL&hqEL
zqT4BOxgUSK{v^NSf@<x4BL!s?M8+2XJ=`p+d?V^Ta4HOsO6$G%9DV@&q(J`qbAY!e
zaRNA__%_<L*H6_2W-5Cr?t`6DSYDE|9w=I>tUUm3p1Q8wUd1DG*d%#|+VLCZ_>kRN
z?Q_E=j*7O3gDaenV4%d4@;^MFpLj-&a<#K|{==Up<oh}lEhE;}oyNc3&In&w#>NDg
zNj{(GBI||pWUg5CP7cjCu8>_7{oxD#gB1-F5-4MnpjA;}_cH$iQc7{>8rex4K1ebg
z$yqZY+1E+&;PWhb{nnB<jX=PCb%P4=0LaAqdzlbj6xE%bu)j3$aW^v10JnUr)mG$G
z1>mbbwYzuG6K<iL;;d1+lzP1HG_Ur_!_dI6%{<rwafQmx?h`Va$NbMVj^;L+Lgy`_
z%*&Fixp*#ulZhy=CCjG2zQ?J4X>KDk5PR2+#c`+7>SCeKo=b_+JZ*6(2l0qJAj9-;
z#f_SS+Ch6<oOfM~UZXApuJln{SO>!=BJ8V1g@g?FhdV;P!3TE2RGGlR^`W+&eltZ^
zwYXJlu^xT^{97s5dw<{}+1ZiFF$v<f2<i5Azw2+>^ROC{Kl~WKaslcfvk+p(+bj~#
z6B^i~>2_JcNs1qumHLwb|BUBcf4kM|&q|-ZP5?|+XIQEtM&7(q^DsLRVDm9IWdB(4
z>}|CPrj5671W1r~oydcF&ZI`c#kPJauy<gsP5O|u;2*g6PyHs|maY#ynjXocDbKN?
zSDzXe2U|uDN4Xw?>Va`x1ajJlo>TdPN(mF=T5v7e(`Y5IRi>&tpI8Oz{TP0;)ZfmF
zKFY_gTfD2r{QNBIqHaqE<(p;mqVGQ*VFFH!3gVikj9H*vkgF_f>SVaL-(_wTbUEFH
zzBjJ%rQ5*@L%faUKW7#VjFIn-MFxB8oXQBC!HTSvUOUsbduI-gJBB@Z|IXs6PyS+Y
zYvBw`BkH;ry;7|^A%D8G{~$MU;KwO~7wLZ5%S)-+Q}!qMoXMV?xc|oB2)As*-oF_X
zP+iXD&!CDuySgFlYJ&Y6c^a#ZGwGY$_-sIYPaxB;C>8+7r7M$RN?eNSniuB1e$}%~
z#DT;K=?Z$e2`^oUlT03;0meyfzM2g<=rOrRn@Fmx*VM75bU(+5w#o+t(P03t`ij^<
z$X=Ldjq11SS$*&HYx3^53gcf-Exi6Fr1}dzm3|Vh`(3qNgjlzbHuSi{rEFeZV&*$n
z=BZ&nb}uVKLs6SkG8IkhOf7pF)ch*P%e+vbXc?#eh<m%1$V-K0>upfSsru<xZ|K-|
z0~C>cWm{qeQD^T{5<heSZ|{D3EHSL&u5`oQmkT=Dc72D0KQuHn@?_<f0!KIf_S(=C
z+7;qn?pJSYTQBh>uQ_OD6y&tkvdwFtT>ZSjAV<V(&FGz2$KYOETjtJm%Vgsju3JBD
zU&dH7$=GUrya9HN`0`Qv1=pv7Aef(=?G=c>J9Zt9o+1y_qCK_LPCFO-!_3}`L~&)d
z9@OVboHC1Oz&qw7>DU*RWOJlZ`n7kP%WCOl#id%gkZr5k1R@9^e}UivO4tkxf;?Ti
zD74D9D{q^_^5~`0Bk1FF&9Ds#K5C&WzTuHqpc<=Dx(4RK<9ecYd=-lK376+~8+aoH
zDOXQ+h8h!>8G3dW;0hc7nu4^h+3Zt~FagRV{n;+=k{bfCen&UkCxq=cW541u+-s!)
z6Al9#%E!Gvavx#uZSb-U)QW5{ZoS4-w#l?5eg?X)d2Y<qvZYm3F^ZLh5^E}&%Ke}9
z_5pd3{TGbfI>_>Xc{w6nkOqj%6k8z6H>L)o_cRy(y!!*-dN~T4xO+DN=k+Pt6DB<!
zwkA^5_Ee2p#oY)ayPcIbJc*aultyykfcibgubgTFIcZ}h{v>Ev{l*FjOlHNTre*9^
zlEZ?vV9ZbI-1y62WB&N#nbAOBe{o~SLq`t(&JybhFApBzVzc5vmTE}16S8xw=KjOr
zT1IT`_cb+H&1BVdCL(EK4v(yL%SEY^H1~|$eJR`~k##9DTMR6>CFPf|2%n7i46U&3
zv~nojYFAb!9o=5=$1dswj9rPc_g>zJ%ed+~USOQs+U{zOrc>T$I-a1?xTEX^vZ+Ui
z&PH+``abt^EHv8l5Wd!wbFmC0)II961N3I*xZ|ncES#{zLEc*=o0%L42-GqXE?n5Y
zuJ-2Cjk4X|!`_93=Zn+8GXS^o^eik6&tapB!rGwk5H3h;cYVg$A1t%dA&g7VEK0Z{
zfGqEbR{fwN!2clUbrrhq=N}LS0f$|(M=No1a%$@$Mjbx(+Y$b#qFTM3cEt1ywt!`n
z?UG(!3#Ta?^g1~>n0b+7p^6zHEZ$~{NKTu`KLC=#PVw(U))6YN+!FmJfmKFjH#s#m
z(OnxoPZJjx=Y_*#*f`haBtQ9Y{%}25nE;mzRhOyg#&3ioVqHp&jOG;HGsck%6&H#5
zumCnB6o+j+({TK-2X#(K!DTkK4h62HSJxA-ig_OW#8zNHrfhYp-y*=&<xH(*am!I>
z0YDSmH2lCC6EaxT?Uf6Mg{=X5<osW$dcfumLjp|8_O8t39rV|}5T9p-@2k_&@oL_N
z1=1H{zD<YhahsOQ>64p`MTY{~!lB%560)5_!lJ`D5F1Xir-Y(M&%@C+R?6O;#?a6;
zR8@t%Ok*KA);X%IPN#m4;4G-<^{<9h{bqJ^$^F$-sTOd@y`CAKZ%t7)y_{Ysv*$zw
z<}*}ic9x~D7eDO-l4SdpE*{X5s)sVwBa6FbhyLTW%NC(KF7X?0C;>EqQ7Q%oWyn!O
zuJ;_fE=1V};9Sekqu2dw)^6Ymg@gHXZ0gvG^r_BZG3t30|5r4u_P+86uJm_lrt5-L
zQENv>7+<JKWKNsEV{&v|iTh|asJZFjrK?_wvJb(Zdu(9A8OtEHWrg#L`amHMB#JXf
zWU#!)Bdm={!SFRPqk!%#oULhYUxSiPC;ZH@n$l%Gj@$=8se{U6(MJI4LWfzu8uZEG
zxht{g2z$=ly1Il9VT@eIy(lmD)f7zqF!D^%k4hYaU7yI$^+@j-i}@8T!OE}P>!t)%
zzGog2KhK~lNYlF73Ou*~-K~xMNb$#+$Tx_tSG{t2Qf0_r3~%kg>WI%1vt@*Iv_y|Q
z0D@-5bz3+lPXxJfSELJ!4fRbh2Nwn%pUXeSc)3xrXY7(^Gb=jV&Yr$<lp(XATcM-p
zAUVzS01$c2<FzSFMsvwIFFaRb(=_@Xgu1RCc{z$J8Fgzm6Yc2bL*4XC5l0b){)PSA
z9%6Ju4?%N^f0f!^cS3r0dC8i3*bUhlYPDvz>a?WK{Pd#R0<K$CR{<UUT!uH5WW<z%
z{r#A%PY<?L-@jc{qQotD6Dd}nBoXvlQ|Xx1wolxV6uesGs^-1WO;IzIWZa8BU40gU
zTH>}q2H^HynemnODDjp34fV^Is&#(=m<xMUwk?=B^$;2qUy{?O85}LIgd(e__N}&v
z@SmE-MjPx$3Tq=Jx%)Gsp+_U}Zl5^IIZn8YSGl}J`4ihNH(snaOHe6MG+eyL%(ekZ
zWW-2la}%{j3V<h$?UEFXRvhBAnB*@OdME43_Rnc4_C-g&pR#wP%-jyo{cg$lTpMCj
zfI9t>!RLwf?Dh3k09Ey{5VZ_c*Kl5ZLcjWOJf(k=RowOHm7B_NYo|s^><xprImxz8
zD)@?)s(OhJPyYH&a=U*!asHTkV=1W*?S~&L7{Oi>zOIFcT=$bXQLC{^x)aQ)^Q7~Q
z|CTDlH;=fcF4SK@E^wd(_ZE`R8~-;uef$r0l0&jn!C&lj66}gk`H>u$=QSHIkY3pG
z*yhtdMeOiY?P|koCXr+hcw@v}Cos>I_OZZJ71TIcbkV5KqB<ryZ7oA5ehqC6S)&D?
z{g%x1xW{uOHr&^iq-trN*shIRUw-=4?-yx;E(<dmZk;6jo}ISMd%JAiBs>L@*Y!I?
z*>lDA5E4`=v-x<5-4a>OXE~s~+(Nb?*ha%_Qt_e2lZW6$i0bdYK>_8`cfme9^cQ)4
zi~-zJ?lV$SV~0)LG_9nO6rL$QdY7ET%}1$NF{g7b@iz12T(AJ9^7WNaFw>51Gh)&!
zpU{}2+envpq3`HuB6V#ilEx(bHhTsH+M05mO=0gzSsMxsUuqxG5r51({I0q+u`X5J
zfF@hcEA+Uc2&U5s!T5Hqb1e$05I(VB80D~z9U>6&>H)y_lkZ0(1y-I|3;R>lp2`j9
z3|48>PJK?4*GM?$I&;r#=ADSPb^KDEhp+@`8e6WLkjm!!%7v(&k}NG}{TjBxE3Ht4
z<_xG0H;;w%zOK6jjdr?w2)Xk!Kw?s%O+#0c{oLPF6_P0%*Au4=9Th%W{MSCKx(p(O
z@@Q1+!OSEw!W3N4A^H{2uXn0*?+ppqWeOCt`D?$xKOCh8Cj?dvhU<8;I=`#G#zY)*
zy%FjKVg1B5<~bFoA%q^@=8k_yg3Xu$F_iG-N~zy!of?O%xt%f&U4f1DOTpgW21i;k
zmvc8GYneAdNPSj}er#=l{hEA5WAOffk)~`vTF}@Row|*g=BM2WIiB>|@~Dn;NDVip
zreZHW2;PlS5@ET10EkhDY8Tj-?rAr~<{X3TV-&;ZW@uxZbbWb0+N6w?_2dP-09S{O
z5LY0WPJ(n>(HRp>LT??vC)H%=NFpEh@pK)<T9VI`2}^3~(GbdBV-}PoH*rVvxG(ye
zs*yhX6r&jgW1AV(nmS&c61ZX1E!VQ|vd1`Cm%(Qf3&|?eKNXH)te&clC6d!MpQ?G=
zApG^om+q;0K+GNPbU+MCIkZu4X`VP9v}WwGYF*F-EBh(9tfYp8jVyh;zUy6f_j>>!
zEwc3BlFr%vn|pPIDY#M*OxAefs3!f}N%gQ2Jh`4AVj0T^H6*y;{B}CSvTN3|N86ZW
zVi}XmA_!zr|6Ta-rBkS3OvUwjeQUfFcW~*J$z{Sym&P?PEqt9R;i?;o$jdeAcU-@a
zBh~Ce;pgIOuWHlW_dHUPyg!2BftFg|<{1TOjf>lVT)Tg>PI>1i&*bA18a<dOWL(@v
zMR?3>l;;KPJR!(0-!O=Po1oP$^91t~YbrnLs<=K2FWUDKIWlh58Yi0m0gi{ux~#3>
zkyoF!LWKDln+wesg)4fTmK(&Rd8$4e)_Gmw^9J@9P@Ni*);|D9@VjH_m1qTP6R?_p
zxSvyg212)+A1A^bR}hr&o@?;sy&bU*k(Xl;IPwxFo?zeP;~1%+3R-QmCwW%A7^a1z
zbkZR^PCJcoLwq}ep?T_<sVQCoY3CB{BB_CFWSK5~<l+-8sb_UZWi1Lt(`xE(tHuwF
zuWsGK(4LVxzWD^W262rl%!sS4ju*Fp{V;00@G~6VH+W_TW@@>!LOLrr@SFpPU5|7S
zB#1!7vxaj)-Ez7(i`wMRc1m}1t3)Tr%;Vu*d6)92*0y(TgP>15{$fCf6bGTr>%fKP
zwgJ?W_M;<h*SuCWwrMwoD3vv`a|q#Q?iHHpURdoivN^)u$0hebKeh=fy&XxT$xrjc
zy#1LUubzj$V9QtwffeM-*U@4V28~{UUJs-K?s1tVwhu^Mr(D?f4kc-~^{1LD6K7<~
z%RjjNJyW)Jr;x$8(d7Jv?_HOAYRIS@$sjDc$Gf%)s!dBYXY-W8e*brzIT(V<^TI)K
zQR)$kw@IJ1@v>#*xUtBF;^jR~d#xmAc(-VdNtY?N0|SoTzIQx#>r|rc%pn)W!Ry*O
z)36jqXJ8R|fjvA@-I1^RpM?~L3bDR&R1J@7a@unbs+N=-8CXmwEIsF=zVNK^D6}{k
zH4~?`guEWv5&Y?ywtS&KhbOEbtVw`=TwT8wLm)C(87L(>HY0fFNAgRr^inM38S;S#
z9R@KUXFvS#7c7x`>*2x3&Q9a97EjcRO!(PEml1U-U1i8yZ}dbvJI8oRxkO!Pz27B6
z4dxH#31HJ_byf6p@XEb)FLHEoTP@^p7)kbVXHw~oY$_}>;AW7!MXe)2)=eiq%0&sr
z0<<&(fu^s2#ian7N5xN5BR@{LCYf93c!udEo&jHsgWQvqw7!K@0RwG|$KeY0rLV_i
zKb9C&a;?v%xz6nS$Lym>PFKm{$i2736;y@4;l58VxuN|)nq`F;Ngp^z`+R@j=)M7~
zic0O#83so93O!YyI@Vr39OZ}14f4@_Tf)$L7qc11Ui~Yy(x`Q0^|CeVMt8eO!L*Pm
zrvMhB2!5)gZF8z(rTaYdY5Q}fRUS6XQDeFHu<|a^mZ~)g?b+8zfj3Q8QtO_{q3B6?
z_V&w9Ual@PT&EEi;~?SmO{Gn{^V*E`bFhcqMvb#hnnJYOf#qb4!7$ULdiqwK5Ei`(
zoySWP6qm6dG;I0}TNLg#@(5&eKiyRZvej=K+0IW_ZT+Pq1*(9nQu|_xE&e6zWp2ji
zJfU`!v>frfuf&>i|9zX*-+XrYCp!h?QsG~lO%UxVt+!NDp0o(*wD|i_N2v>+F`&9(
zZx{KzFG;b1oUNCelZ)M{97$Pe5<f55&ifa)KXlaPSh>tiyXP0rvqGe-Dxr+|NdW~m
zLOQjFTNC>ux?wm^FfBCjjeEe7^q$Te-Nu-$lN^0d&9I*J_ZYo?IohhcUsxdJsd25&
z4IS-LbGq1dO+P_DC@>6tr7G95;7%VqOix(tvFlf*CCRj~e@zH`%~aVs#dTCZv3+z{
zYL-B+AuV2<&|6^4KC_#@1o8KHqOC1nu>QS%3e?0jLt$LvT6^8^!W*vsy{Yc3=?6Ek
zoZ7mDr*-P6g<;p@I!(Ty5N2<GPOLps&eT6D@7lXeT{Y4CAxcHP1(|{iM`+)x(@$~<
zvIoSbrsd6s*XWkj;E+u`dA0&3+v*e3$=(ow+Zd69bT(2diX~G^6bcq047`Rd8KOCS
zp}@o+kMWtKF1=aw4UnB&5fY9&jvXtTUUEr`$do6ndHQj330DSZ;zHh}^<>0gY?GxW
zYRIT^$@)y=sbv?t0iKTP%yVeV*JWFhNiGJ1euexl5t9J*G9Nr*PR>nygPR|ujr_3L
z*HgZN1$)<5SCzWpTeYpvGrMMeb0ynsw=Ui9VPd`d$FaHXYs0qf4HuBSv<Uh{$b##e
zppL}Nz?_u?W3U{~OLJ=GJJ~x4+IPIs1&ojvh(oX4pVz&r*C71$4O>>yh^rJ~j|Ner
zu&J^mf=0y<GIRy4gI;z0i((d^e9Y5wg5?!M*mVcRWowvV#6_c<XK=L1vNI-aBdx2m
z<dxWTIStZ5fNggeoIJLT<Fx<$dwF-4VuN$q02oS>F=9J&Fd|h6cUfyC-k-fS0%d`8
z_uqPDJ8<C=$@V<j3>FHSh%53A_t*`E>csdmyOb!IT3QzC?tA1mwiKaqq;deS`$gK0
z5)RpajMd;du6aZV8Zq5<LO^-HmKJNe^F}fpES`ZsNaed+mcOc~oOLruw{0a*Ksqg>
z+uhbyN31Ksd=os>DB>t9MWB>Sr2c>ITG1c-R%=RtQ(d!Z(&4bo3~W|Y!SkJq@)>-n
z5DRS+FXzRHVL@kkjdcK)BZs4Fvo=oO%*H+S#Z5@<*@Am)tB}h=f%m01QmSq1br$*;
zPfhT5Z}Vo`)YN4~jo=jD^f1A7HHl1iEo<OUlyw)Nm9^Ru&YjN}2dn~R^5cg`iLCm^
zs03UXn1*L78oWjsBsxeG7&umK^bRc4OCmM+lHDYVBDVOs3GQNFT6%0NyD~qr8FX>u
zKEb#`jxnchxwtnO7SIj}%QzK&6PRuCxL5cp1_!*w|Dp$Y*D6e_9MHo8I-wtXUNPxL
zISZb8vTjm2KgjY5%`CB4VQr>aK8iGwYvrdK5&+WVDc(rQ+C3??n98)nrokMD+H`XJ
zLqxNOZxijuVeSZlScTW8GqD@Zd;|OYV++wfcdntI`@Z$8kyFOK=<D$;fA=dizvQpx
zH`Hl^ft8}|W$s$Xh(v4A*XfR~9CQr^C4)sr%fwp75yF9b@nGc(S7|Dn=<%12GTvRj
zEsSN`+@o9EN5TKX#lMB@g0-bukDkXkJP(Li`Tt0J&#<P#ZEG}$ibxftOHrCila5qH
zdPJJkP!vRJKzb)40@4Kpr1vJhgwT5^(rYmE(0f7+5aP`~`+ncu=bUe!`#ksl$djx;
zYb9&V_syJRj5+3!UJEHfhP;M<>%GW#O^ZqjLlsO^R-Vl6r!G2ID_VOG@W$uC9znr4
zxe9D#PZJvq1(X3XOyofpUMi$){GR{da#SIwF1|FD7=Hx5US60xQ9B|F7mrq5Ws9uj
z4LyB336F~vq9*^GFu1l7_;r)DG<&8u0j2I?#sW_jm;}8Py5#P!i3`$I_@b<LOgz`#
z>UE-H?cj^|B5R&M;-ezl9mmnmh}r3G7@Iz?{_@U$ocf)<+TJJWK)NZM__TF1Iy1|f
zC$Si*ZsQoIfzW0QML$#AOu7t;*neCUV3E;I1X4c6y;fitvO;GTM&24a(gbt4^f?p%
z9)hb8-zCL4e8>9mBQ3hzYg;Eh)C8A9mHfOWHz?Ido=F^I4GYHgz|05wr{=0@{tOX2
zeVzM7ON33rP~C;|M^jxqf2lCXm)}IcycQ{@tgtl`#wBJ{`pS)M9T#4`t|U|G%%>(#
zD-WM|@*u_Mk1HdZ=&L;_V=KJ_=jWHU5Nx(Ei`GXEJ`gPxY58WUV>U`rwt3LW7J)Lm
zb8wK{NRAWd7b;!S=WbiVrxlkGK+W5yQqlH6Rz2PJF@LSRQICRe<I7DFZ!iaZ$AB%$
znbFB|1FT{8k}Y#!iBs>kds4GiVW0b*ILlLxBcc-y!)zS_W1RD^xT@)!Z~|ybC_ztm
z?FejN>V9eXxWZZ)wiMqARyd)3!3zCf;@W?G|6m_TkH$k?1;sUKwOZ2!$GPD(GDO?)
zeCCA46r9_#nmE;MGAgRsIg?Rq=>=r>-8*9q&pC;MQp3y<2Ogt0)$_NT0x&a`kLdTE
zxoeBQYmu9MLjpF_kLSd<-s;+K7u7O*+Es*6A4+y>h1Jtv2FALT0Uc?0Lg!?{<v^dk
zN1^(dgOGsI&K&QAH??t43PJ0Pa>#m~O5jnf0bAmhn7+i^#;#vDS7MW+PkZzMH)bT5
zB&-hPSLpXgdtpGJxwn2iIBDL9Ds8S@(t^Ohkc8vpP?~}hph&+vfqg#r?-=9CKCP(o
zvUXHz<i=0xFB0yJbDk^$USEkJdpqtvEYCEO4E`io>69Omr<Ht=J%4-Sv`-@eRNXSx
z#yg8mEEg243;qD+a_}B1cl4tvO@PhcJ+Xgm0=~9$?q_QzEI5ehuy`a9>hPO6>r`Eu
zagVf}ouKntP_AzNrwF4PecKbQ+_R5FVaiNmJCC<NusV&9t-uT5)4h!-;4D`}fClEP
z!=ps&a4DVOxmK?_9aW{^Qk%G0dy}?gjG;+_>6nMZSu$zCu(Q*L7^!Pw8amPW&0S;s
zy>SngD=KDh8|?|_z0D~>t~eg=cGt!S{?}CUDV2`7iFLL6@0UOo=d!__ZK4>eF!wEg
zp)#x_sIk3{?KQ2*3+5+p-MI$<RQ{=B*t|lA)U56+W0Ua;=j@i44UnJyqW;SP{XT(M
zlatFQ^^27*d;;~dyKw2Arp>N>MHw>&BU)3?x15l&4<a%yS&1(>{ObAGHoIVLd|08v
z?W8k=L{nR4T>tll4s@0<By5wovQpy|`Pg@9Wa+bjz&fO7Sv8_U$e(eBefIJvB6D^Q
znr7VpYz;i%Dgi!BM>Rt3d+VOR#Bwr(mX`|&oicnnNb;P}Jf>}I+md28IkSK4yKsJ|
z8PtCi`we10g{J`-&2Iaa!`HrWaA?YdcVQJPFiuRRG8)(B8DzQm7IW`zDHpoVDW9BL
z|MR1|;-Uat4`G)hfD8Y&^XsM+6!<Qk94+F&tAt_AY!+BEKrg-&&-<DxQ|cKW#K{@D
z$yn}tyd@~!O%RaNn%LH#{T@0y<X&GExNr4a8=%Zl%U(=86Ve)-vn6IIn!n53BmYpE
zzLhm?<ZNSOac9_=M)@Y+jVN`4n=xw-rcxK1A@n7bkvYg$E+vEP>4%@-?_sf0<k+=%
z*BdbnvJo;qLE}269wViwc1rl!wVhb&tJkm6lB*)rtb_d8W<FBpwR5ayI{b<^W*aD|
zxd-G_ZK6KVXIzc?PD#>6!79kAzEz>|5wqUflKfGNN`1Y=?c?_$GNO^21x;6baOW*#
zy6;S+O-WZ&+=61wFPMJ+$YWw5T})z3BIFFz%&KoVtkyQcZ`#@Tjrja$ugHsvNT}-)
zwZfXQ)+N4<&|JH1rg%Mmk^?>_kavD@&>>RSq+u~jl(JwPJxhv;$cvp9{kR>I<7gxA
zT0H%mj5DusuYj1%J-j6_R><FHDfqm}eYM<^Sqj6Lq_q#5i1NN(noWA)cGz%|W1m2h
zSCv{B&VS-?B?D{_QkYmXny}sflS|$Q5RD-!k66WXzBxnkWXT#Fx;(N^8mj7x9`Qoo
z_TES-wl^1@5Zm@hYpAm;=g^YyW7K{5ROLCiCJ8x2qVS10f*whLayT47Lc4CYxw)_m
zL2z!Sysi>uyP~M>*vZYqlIU`5JOyd;Xw}rg{T$abPiK*A_Qj{q_+DwX1;3pvKirRG
z6y!AK<bUQF7Z>-M(3ZSLMu1k#j|d1>Z3_dTdU+E`IMjh`JqkgrUj}a<UsE9YsCuOL
zkUG%Xsyc?$f?c}$&u#DyCL7PaJWja_fPv|G;PZ)h4p$9zV2wrLHV2T@dW5wO!b<d+
zD~Tn8m?^*KeSJQ#F7jAaQ}<6){lu%yhdP6TqLVX?U`~BZ*tfb_Xe6mSi^KC?EVv-X
zILrCn5#Q(X-4Lnsyz=0J5oAO^dNHSD#{{HRy4}^a|1n<l4p$T(^&KwqFSp%d93E|g
z5FQFNOIw%sCc%bUq?@Duv3$?pH#kNc2bx0e$=U9{liuM=pAf<UuUiGv%4SVi++j2Y
z*V!%)qKu-OK{9HrH4b_IukDnSmV<Z=gUY{vcY_w!l=iYzgy%4<itmDDUCM3M`~}1(
z6C|XwB8b0$SE;eYgziI80#j2}zKM_Z1#It9!Bg9Evax}?Z>wuzO;`LMjjd9xn4Zer
z(HotC@nv8(ao?m5uYJ@B`~B1~lzv=WeSpU;lMOQ(>94v{4Be$7vpWW<H#?I35*hML
ze?UyXxCm`t9wn4QV)YFY)tX=*TfEtD{xV5;J7r#_c&GnUOmtE#dZZVz$K1M)WV#bN
zs+p>}^t|_h;3&>FWd$Vns-p=K;qQYY6LpZorL9!)OOjV3Sy)L0utX*rzqP9GHAft}
zAs<(AV5p)`!7?h5MiV$7>-AAh9a48T_Q{XaJD!I(eUrq!dNU<3x1z&BpsZ{_?|0Kh
z;cSbx3f^Q^U)ItoUCv#fLPom(0{Aiulzj-P{St%ss~#lzITBuuPy4k%X6HCDY(-5Q
zMdzO+=a;#_SAuZDDf5QcwTixm#Z!oUuoFCGoMy`FQzEJ%l68H#`-1iP2ql2Gil-ri
zp*J-%2g9O^ZaqtLaIE)4>2T@Q6&y#o>brDqM+A4vKWR-yu|ZcH(oUw{LBn~zY}%7B
z^{#<GKk1bJQd8%AA>~X>cw+KGYjvu|g2T^zdDoqXSqa@5C??tWKGrVzaJH}qPshx|
zU)r%Z@MTpxO}Co+6ndvwKqAlESlSw)es>&Ourp)<DZEZ1>Q-@?eQeXErS;`SeWmu7
zVc*s!>jqs-7*Vj0s?U@KKjPK5o>(ksUCw)+r{e1g0XZZ~i>jnn`0AlWk4@UD|M_de
z_{DoA&nS1xx0G4{eG0uk<}|F$mGc{nn0m=qnu_@Pm#FvG!*H*pzE9oTn%fOY&1|iv
zHa$X&J8Tp+HH`$~?I5?Y0q7a8{`&_%q=_Le_ACVKtp|eK^ZwYUAHPt(p84!Uc+f4D
zhRwwWNK8oB*ORUYrqB{fBB_CmaGv~xgZ5{UP3;M|Sgq*Do*3Vn;5U_zF;3O17PtRw
zH{p=e1@Irq_qtsQ3sQeQf}MX*c+Sb{eQEd-rNyFbT`{}mve@_ToPJ}&uReB2nD+(U
zCl!?6_ZP$k?1&u_XJsGHkkx=U3g7IqfyENA{Dr<IvcsBhi@d}#Ap2jLVXy*cfzfae
zR%Z}sU}LPVnO`7%EAClVj9FB~y!*1%?yGTA>Disb{HBNzb^h!KzYr#)^&h<iR`JH&
zSzKu{)@zlllGzq!c<$+9B5SAxh~edbCO2x)|JH&6r|*SYx;yCMZ|U%pH=ZQ^VMv0r
zN}prIS|A<Qk-s?R?wr|xoh0($?l9x6WMWyH2nkmLNA(K2zw117YUhj_WJ#$z<T)?`
z3U&*^1zX=%k+8>A_^oV49{Ahk5bS7;;kKChmPb<aRYU=VD;f%+O%^X&?!a8_6V%Dn
zr6h)#-_@@kJN542#lz9{gFTmF!H28k9+3e&T&+LD1BZCyRYw(B*7b3umpZjx`<IdK
zt&pK}X1;K&1*-fN+?**MY&a-61ET`-$5o82`>jIV<+%~%IMJ241<Nh^7^K|X%k|h7
z3bYa22Rohidon%J(TfQ=W;^r-ac1hyv>KL4R@59fv>t-890SF(mM!j$qT28L*_EVL
zy_w7s9wVY=N+W|%fKY`)*~1V>=t$k8hKA~RJ<EE`bp~~gjA-n$bgu;j)DkP%gTZPo
z2c{HDmku4Sbwvg0?yZrZcdX&>JFaCV@30^jZ7Rmi6;MK~_D%OCd^3|#_sVIXmM^BA
zQRmt1SUt@Nl^dvNI)*ctWPRJi$>mAU4GR=EH#NG?zl&PE`^$Si0LvB{yL(DpliRSX
zg?&x<pJoz|s$tc7nR;V8Kw2sOCGWY~i{`KuEP}7d0WXWd8KNLm$emPhS<)>7mN>h_
zH(JVE=~=pJj9a$EGh3C<n=u||X%MTG3_as|*p%*=CZrgCdnNPpqg6m=BPZLmVRxYT
zG^nrE+tcB2KS18re^65md11}M?$H&ZcR~3>z%2Rn-5;||0yE_lT<JY%Mu0i%XiJSc
zk|=*A^VuXYKEEo~;<~J*mZK2umOhMvDo{JL(Kbx)YmQ`aC?E^Ry?)36zP)$r)0-R{
zgU&%aw~xk7P54GySWwYsvOts&B{l*tvoY~GMM#P4o^3yGqPY~@Mlxmt;qH*}X0&H8
ze@HS7C|+m$>ek58vzmCI6;`d+&H{+*13UUc={D%wq!FhUUlFM|oldJ#V?NR(hmY2-
zty46@aih<FNir|RY+`M|s4b5{piSr>8$X?om1jY{K;f(W%g2nTg(t0-gbqC9f|g0D
zZTWJ%UA_@28YolUp)H*Nd=Sp>z~#uqXsvd@*Wbpy154fP1cB}OO2D^%D;>Y07v?$W
zIqjQhW#~GCc{Z`akWeOP$(|6|{&5M4yr4RAyx87pyXLKc@+l<2F@^l`KWwJ{<;C}(
z>OC{4i!?7TF^dj@C@;c)u_dnmhdk@wy((<XF~*apgRI1F>Ork0Ck$`Bkl%Zyo4=Fx
zRqdLI`|ySpI4mKldPFn_>g$YFN8iKAjJbEQ#1jI40VWw=<@p+_F|XO!5ar9Er~{ER
zFNr<>#_DM`C;hOgji#m}i)g`_<VEV%Zzx+R2NCNhjg8j#AmQ7mrekd^7r_$-&+TxA
zE`F#IoJ<a=TO6MM{@}og@!QI%GQf2h8}&AoDgsIHR%j!j%T7s6tv@Ms9@M$1_)60d
z^;K`1+I0FbAN>WuVaE?f1@m9gB5ow~#6y$!Z><bGl#-N)e(>|)`CkB$l2=3k<oAjY
zbRF+0oki!}Zai_SH0dw1(mQjIq#&|P7DWA(y*XZ$YkHK_9?vsFk1~UFZ|6Owu2ww@
z;!`N;U%tDBQ$`=d2g;Uq@eG*g9)@J94VLE#_avl+bfsN><Hf7dh+Z!|Pfbhp%zj84
zv~XZ;;c3+E6GzWn=E`SDcvTP6UKq+Rl8WB8i6XH@PcxuR{m;Pl6cG1{^%(Acx|vDy
z7Z4GQ;{E2Y6lg1;Ho33mD747AV{1W!Z!dSGTCvF)*EZ*mwSE@r^+hwx@f*?8z_0f%
z4N1_4J<N!R7S7_)Vtanr_xXYQZg6t@7v||;zDwOUyh+TQPiC01Py1(_7K)16n_a)H
zu@weZMEb-({{Un8)Yz-9ap^ll7_3&wiiLH!?TkCrC(+Ke^hp0Hi<amL)TO#3)u$M+
z-73F(jj||@)t%;PA!r5)C-;*!Fq}M$#`R%N-QpJA=O*PFVPKbXqk@?1-IQ$AdFpFd
zNQTQLL*!|z*NWcm7&Kiv{ocR^(?cPa`y-!-$!*xL?SnOEJRmeUx-9*MDRZ(5fdbFW
zJJVWB%jE9@d?%8d3fAtOmv8uTL#G(xeCj9itJf;lo-?u9+aFg3dm@56e8EFaKWblc
z*?^l>K0g^X>u^#CuT(CLudPaGYS2-p<NWXR@&7|9lP`Zj+*;A1u}uw&^#@X9mfFeI
z4v;Cu{U-fX4VXRctT>CHKc@`4RpOnX6pU(10SlJeCiGd0QL$(c88fXuEt+2q(#L`F
z?ULG_nK_$9>}^X*l-x{~I2TnC$T#3(IQr=y#ZuCL({tEYfK`P;Fmmv;{UXe8^Exo>
zr#T2GWF!Hxmpj&I06A#dZ)~W$%|6mlADw7orymqdS>CmtT-@j#QYSa0RU%D7&gDJZ
zc}Ywx8#l0TCQEOSR5tAFK+eD9-N&dK*if>4LRplwWa2Lx+Mgy7_I8SuG~BV$9JQg+
zXIdIBH^6astBuLNo;fT?tikbMB^3y=MP=OUW=yla0F5E^Ze^6$ih|}|(JJs;y(nlS
zoUUAuDrW;PjTsFo8kZlSY%gl<GM`I|w$XiI`~$W|ge$Ea#~H6&`+kH?ctrC3iIWuj
zq`?@p8w3*5HQ^(kUu{wLbI!vqDNTzr86Z36OhMv9VfXT*te!G82`Xl471+U7wJ7Fy
zo^7A`!lCO^MP#gLK5KsULm_ONH(+dHiA-F|?(e^piBO0v&Mb~gfL`8z>@&xFi@ku%
zf%w1$LL)xR_Zl|A(KaQpzb>8F(#iFmxY}aF(U;0(3{wFs=tTbo=r$$c7X%LW@_|0&
z!H#A9o*{(4%EAaub3wV@jQoPx4m7?we{_XKQ&CQ1?2qzYu4FdXuPT5WWH!W^PkRFS
z&}$R<Iu4h5{d;u!&YaxgTYyoMsU*gt@Z40fc!`~u>|iW&S(8d?6qEa|vi0+uFS3I#
z^wk&Uf0ptw26AJPLr(@BuBER`t6?oij6O84iPuW{*e=QriM>a=^}PL*CQt}|X55@A
z`=6ffz~z=GUxb@7H-S=|`3u;PEE(|5SW>}Irl8ax#)IxWOhWGUh9K!&^VNd}02P#S
zZdz^F;FbQp+M*rLri``0NI#h;N)x~PvXPA(z6qcCeic8gfx;5kLy?SYkd^_)TW$Fs
z1z`TZnN67@emn)%wbF$u%jNyYi2<5=qIYC;B$+rvg$<nOR1R1J*v$HLzxU#+SGl#U
z^O9>RpVMWG!-PGlW4TSDbrO<^%cAL!kt={gva}&7qVM@KOY__?&B_69V<Qw)1Y$`m
znByO#Y8w7ddN}alGlkWH0~;ykcDau;3h2kjx62m>ivTssCMDj#UQ1Z-Kf8%)y_=i4
zNcNMU(6LHXXnqvR9+z`?9kBc<kg=)Wf=Mnb6bj5xRRn#MlsRDDVC3#cawdj9=X|cM
z#<*`D{5t0GN|Y+iQ;w})&q!9ZipHe>AvpaHQ=Wenn*7V>|EN06|G!q9Kd^Bn#&-A{
zGq)C|o)H=*RB8HGfYq$`*@`l!r^ofUhf*JyWsC}A8GadQp?7}w^7S(x&?gLiR+Fq8
z@!>-}h?v6`<(ls<QJs>R$uS+Q&WX8H8a{OkI*dZtD8F5j$PH`qi4AQNv1PbahC=(B
z%{;V~F5NvVj%0(Q1aAwUa<cAnqDG48WFLq>2bWjgE_iVKf{VTBb&QrANu|cwLvkRe
zT6K0@Q<Y8vc5)l$nU&F#nAj4_j_oY7D?IFMcHaL<q4Ipd_+^ieMcVeEp7$smV}es0
zKiU7dosBM=S@cR_k~bU52o^cDaLN!hhragCOK|=fG51DgC7t<yQ-C-p@0qZ2JI^du
zq5L~%Nw8FZmp`STy1<WstAAL*?~vRm96K#1BnP$vp2}0;*RFq5A2@GRuy&XhKVQ2t
ztn#tjAe9hAKVx}-%21qGG{n8!g~$Zb{{?XNIf}OmwA-egn<-A^ZSUS~Nc615wLgB|
zDNo2MGapXktX3l-B*Udhqb*NLo~gpj6-!#FzksB7@uCEWwG+C1ckMbIv-XwFQvwbZ
zD!bX^o0NbebhwyPqv6v9Yr$HA6#0a<g$W5B!>Dw&)5PV<$W-q3uzmLc_XQJ&BwK;S
z$-Nqx--8{<`)pb{aNh;dfym)w|GH!0=qnYM(;N@NX}_?_-A&aTUf;+}W~lE%s*_rO
zy<Ri#Y)AH)8m8jB+UtV5o8HpQ_as1U;X+BKPP3v(eWrehGM!fo5YP?TuvLTV!a?-0
zmQm$?zFkF5{ImE_{_F=;ecE#NuyCjsIxM!%nfb!mBinpdpzL@q8YTagO@a7u*iVl0
zX;Y##dC`|U{e&^-%}eMir?M*$rg30fUTzYn=S9xOcr27lA}OgwoUdJ3XhdGUM>2(=
z&GqgbIqx&suZ%QthRvD!_&R02_tFl|Q38C~yy`oK``vw{62z&j%z7h=NPS&(<06e=
zs8`Y|J;1i6!Ce-zywO}ZyT!bovHu%6|I&}YCcmR7si+X;&7Q%2+iAZ7M_cjdr3)>g
zRj-@>VeiqM<<$zg-B|-MMYzt}>Vb}4P3f>-f%e^Pu;cdA^GrE(SPxPqYdO3wvKjj2
za>i~5qju*g6y@5N8|${1g;q71v_v}<a<|t<b^Gwgll-74)*^SCTWoc)ie^f=r~h;P
z8zb-To19&*1tWurMK9TeWzFmSOL^!`Lt!z($QkwZFqZoC_to2nW`=N9%EKN7DkvYz
zeId6xwYZqdx=rFGy4i6JU<zmwO<1Y~TP!W^Dr{noy#hrAKTo4A^ykS1M^Z=6qV1=z
z56ImQGZ%J~>+0I3+laTz3qYo=XL0VZk32yLZv$R}g;Fz{sQLBUs|~SCUFY|q;5;tB
z)c7<n@Tn(GoMxPRJg_LkHjB|;q1@;tUFyPUxpWAA80aO`zEE8!=$Bx69`3<M$V~lT
zLorUJwnuipA*pi<1C9k>DTVRuF%Gj6jCr0PqUi{~Sex{6GDUx?wAfmfTIFTV;ZTqO
z{|HD4Gn0V|pRQvUL3KSd**G&Yf1D88L`IZ!+6TCcl4svFG0kG|x31NOD%i!ze&IF+
zesP0kLhhd3QdYhjL8toSHlQHKSSENzLN*wln!iYdtz{2C1aBm~ngSav`s67t0)<}V
zEy_K84P#CS5Vx618>@ha4V%f%nVPv&u4%xS5jkw~voykBtLCAq_HW-WA{2KbnM0KC
z=4BHDwCfD^s0`iu<=J;G9dO2&63~?;Z`^CuVT(ngW*MJNwyDfJGhztr_$meLtmh52
zl2RTGc*OH^71<gZ!CBCf7_<wKbc4GCn<=zV=h5ItQv$Jbjy=>>Ki<#Tk+3zK<zpcj
zT1~XmPdqKgF6&KORb2cdv`n~mrf?l?)}}e)wXLNO9a7B3q6z+zb6d$>-N%Tnyj>;}
zvMS)ch!aLQJ9E<0BdCAW0<+?cNf^1+movL7q-Ov#V&hj*Ay)zQD@FX=N~Kw%1oMI2
zeRH@nPetmX^Dc(KXr1BPU-gI=X#&q2p!9;U+lzPn$M4PSIcvL&MVuUxc!#}4)Ug;&
zI?0|y+&A=4yf5+GG%hMuW9!aM!sFYactlul_w?Vo-+guq<OM#T`cW3YCmr#)gz>*R
z_Wox<WV1cWUF(8R{^?&pB}nV~<`@b1Um3uE{j3=;p2Qp7O9&bAGXm{I92U01@MXC*
z=0HxuMa-3yu5C`Zn>aHKGgITi@^VEh65}1}vc7Fn0Q*yrj*in1j_#|HFKm^L8~>mf
zlk+3$A3<k3xyMrI6BY@c?30&4<I{?y=l|HbrZvxf`}W~g@6^21{3of3Mp^3uShPi#
zrA+1i&EOG%^}s{tLbvqe?TDoa#_T9nayw?qhzP(nfkwT)G7J=Met-(eg%!(r$o6$r
z^({l#vB8>CtO8|Fb$NufY?1wQJomsV=S0%Tn0FCsFOw@w#7<fn7Dv$)RYpLF=_he7
z-1;kDCoxuV9&Lnky}}7*$M#Pq>fe9*SpNawHXz5&SqMv@>0rmtS%pxLui^%cN;41Z
zQx_rzD3%T^IL9OxaiZGZyy|IJZWb7>F}WuDgxE*V85|g=KJ|F=R`69`u~s7G$Iop2
z4==W>oN$*@Cj#Omvptx=nl^THW<d#UXej-kgUyg@O&zRHo<#U^DVdLoAh(6Q+s@%J
z`=*&#6<jvZbet<Zec$6|U>zF3_>Yy*{!`9TL|=fmc;{`9xd1`tbLkwq=aEHaA1x-`
z(fXs{XGqH0!ldnu)|#~SqLd9sGi>jkTWmR>^G2D>miJOuwC)U|!~7u-=3tpHviDK9
zm}o@a>L_79HDQJD-_ngv)}dLN<5WTjJgWP3H<Xu&=@8la6_5u2kh}+K?qsC`4;Y+5
zncT}14#42$(BcGp`s$|0?>g(+9rd13HtqJ4SU*|m*p5GC<vcMC`E@BK_um=6p(J8e
z_MIlU^5`BL+}U>KbsNHyJ6wA7eJK<3E);+`meqFMt7W6YJa}hVsHZEnI?|&*@9G)#
zVX|akVO|~d;{OC%{40R*IJa8d;+{mBw*beucz}v!PW!k(Z|7;;@4|rERKQ$rwYxJ7
zLGR>dELX6R1-TpM2b}F{>+X2>Ht~I?2x-~e5*yOQ!OgZL-~OCA{hbI1eq-aq0LxSo
zu`{bWt1`gjhaq$Oy_1WTxV@7M%l-0B$?9&$<}$R}qt{gzp;TlIt63V&W!{?_<NSL<
zPLEoWeq)6a-EPWE@{432r)PE$zhD)hBN$F~b=Sr?*O+c0huiWvD8N?SO&74IZol70
zEL&ytSha$;d{5h&$@f`Xhs)u0nfh?(?_2Ra9a2(Uu6H=Tyc`DDkDCrJMGH*e{RBic
zrcT4l=RRz7aX+E;(mnWH&>F;3X&cB@jd+bwOr}5gTqE5V%sbkMloM$StG*e$t2o6L
z3Kw5^6rHL1R+)*Pu+Mvl*jhG(tPqM4UfqhA>{8+>YTpPz%;M$5UR8b57t3~URSw5M
zeK{8cW`m3Ze=YBmT{4i=k~;aI^W9#?i=z1Zln&6mT*%BBWjO?Ni|+T}>QAnQR5@Oi
z>C<m3mhq-WU76bNr*3;`_dse>XU1h;T2;;saOWg)h2R?ZH>3La1+Ec#{R%||WZJ&W
zKMdGvQITMtO96QqnT1!{iL!8LO_b=@5lLZ7Iu-A=h%bG;1_)_*TbxJXj<09Vr?T;G
zuRBDEs$9~dPj+WFLW<=mV<JXpJkkV6v>fI(UD%et#pQU#jS}gra%E|BHegOn0!qzx
z+Sm~8SI-m>!%k5xC;h6H1Wm8)UBGT}z6xc;?s%y3fAMSoAB2Ez5+5L4{nMf2S$lKl
ze%BYpXmt|JsZZIEo|)sKYfoR`zq86AI3m=FFZd32H~CrE-&h8547NOzZ6+x}Qj)aV
zA!JrZFQ`41E{_rj8tam@I?&UnM{2{tsH~6*e&tJGaU^ZlNo}F2kF3W<mt|7`pW!65
z`F`uf;rr(Lz<9-#u*umgLn5^A*+}0C#n*ELb*EFComWa%G0UhaLL42B5)e7>HGeb@
zZh7`mh?rWjo^)MxEU0gy&hClS*+U6bRz|E#ZUfl4?;OuQ`F^GnC;4crMkF-FDJYZM
zDQX<tfn%J+>0sFAy6y5`H(3v_7ZyF@G87is>$a*Iqz#^QmWL{!yJhV8f*Y`r9);eq
zZzfM;$rtR-q<>`U7p%^6COLJ+1s>`wwL0zw3WNbMw==RqbJs<0+YP+)d}JG@Z@Ui7
z%7=ZX0JtkH)426z54$04qU*p`J;^2%IZam{Wq}_`1!{ZlLpnO-uAj=$!k3WdTvPsX
ze%5DlZ{P+hZ_|cjl-_sqf%UM|eDUM$Yb!0U2uvZiJ${_^L$b<Gxva!?(fWFfQ;HXA
zuALmdNeBRw9_|F;??0usmcErE*TfE4-~p>wS>&wD8#5bZkms8j2^$Zrh}8Qx5$ICa
z-OFwZi$1%Yj<b5_s`+^fpO;lcTohqJhsr0frEBwZ8?s3J71{Xerw%_%%6AtT(Uf~5
zSSA$P{hWVO0uD8&W&I#UTdF<6-mdB=&xljnrsyI3S#6JyD)MDiRXN)Y0&h?e1^M>%
zsT&CnC9?w?Ak$v1=;{%w%GQtAQn+U(T^%$YC7J3sFtdoHlUm&SB;rS<_iFslmuWMW
z6T`=C&r%5*l|Z)XldXN5wr_)AF$SIw{vLWibg7n=^;)psz_Q@KfIEFS&htapccLo4
zxBQo01JnSQ)uxu8WqkQY_XD}jguZQ{&&pRKOXUm)X^@>1U0P?KAxOZ}tF_g|3R}EP
zV<X1T+reZkOTEq3|H|#GAjA3%u9#7Nehf;IgVZq<YrmHvYv;1^6}^A8s7#XjGhTLJ
zl9g27+_#q8_hWW7Ho=3Z-D~AqwVT19X-bWa%*cu6y-4O2nohL>l67CelO$*Bz9CCC
zc4Ji=qdyu7jlOr1p&{juMeOrQYh>npW|WP2YR20eZ!a%Cg%g(e$<a{#O?{)h_vAZU
zR@a@pPtr)f?-R0M!JJiAy>3Hhtptzv)IVChZYY0e`)qB<9&Kaf4{Vx-YFYp%{rLhU
za*EW~FN9=mNjJH(5_S4YX}48zQfxs+=In$xK{;foP$-Np6^*=08;&ZTmy=Vr!M^Gv
zLzQa2kWZG&EGW{jY^)aHt9pMuv&`Oie~A=3qj2AR*K_7lX~uPX;=-x6DKzf-Y>hI*
z)pqx&!Tlm5;JuMI?DdqtR<XA)mBRkaQ)ciu^-uY*Ru}mj7=>_X7QOd(^FJ^7Kbd`F
zGT0?^`X&8%?l{1^B0&|?Vp16+PDKf^nkRJGDRRXd{}EaIc~^_=0{7Six)HPu;jGMU
z48?qaA=ft&vh6TS!`49_VhFa^!qs?+PSd1IL6UOSZ0w?dp<&zDp(A(I%wFhbogHyF
zL#+z#Hmme%Ibl0yHKW@+W2ZTQg7pk1>JINNX%^cZ)(-fL6UnaC9{p0F(JFB87V53W
zHt}t(Pp(fw$w;Fl4QiwUqW3z;W4l5sI!>g2h3;&~$QTRq&@isDqzy*rJNiBSqP6_g
z&_l__^X@MZby*_QjH1X&XsKW1KCKdi?}yj@wSyk(vRB?bT(honk|G-kzA_Zd=1ds#
zWYq4HO0lHG<xo9RJFCY)$_A3GQ978pGTK3}ezJw4e8;eS4Freq$208Y#mGY^9LyEk
z#@zd%%}bPOVuscfA`8T__6tn8b5Q||(=vSi?e_%R6*>-V%UD(6sR1!r@7?IH8pUbo
zf8TLwa#isj1rQDJ7Fdt2Mn?1YG&x0A+M>pGjOi!mOj9O5;pu-1QcXTegjQJqGZN`K
z&2c~pyiiuRHr7o$^-_wwy2QKl2j+7F7a%~L@uZ}#l5KI(L@621)G`V63s2<>kT-t*
z{qcY+T!q?qbvu>5nRsk}t3qP3&zT{L6W!Zf0QtCNs=8s);>G5#NA+UvZE)vu%=FEr
zdnO9ZS}P%hCAH8;SW@mhZ+`ZY>OVOB$as=Xxe;-E#U5^`Rk`2|(IFrf6;NhU4ru5K
z4{ga|JJDO;jY?bj=MC)`v%Y^WCiO?hD2uwX?Wew>fOl8ggk}3j$8@1DyyC#A5`04O
z#Dlj6oY0c|=q6Rvo*on?xlGckHzv=4^bYQZArmVy+?~pp;x~Fke7^k_`J@hrg-j%#
zG=Oqub<CZuFsj-!vd=CTV^_$U>%KN-m~30V)#uH-cbrbX^0Kd7v%>pq<9J00{{+3?
z6lNRaf8H6K&IXYACZ<m4r?fN6_obuz?JwUp?Tq6t0v024Z`Z4+!~1?tthuToCGa1c
zno9U&Xfmd|8p;W(0r)INt>Z5s7W4+P%+qZ0p9`G{rn&!G8U5?A!N=;#Z6tGtkhQbK
z%Gt}Cw&v=f@wcv!L_5Tf?Q_j?{Fo%lIaPpXa4<wm*(xe)Q*lNeVnRGF;e~V#cfST|
zC%<9ysL!D}bO03(xq|WNz3zEh5Z$^3-2sa-Mm6|!(5>FOMdCme!)e8V|JbVi>@iC<
zQ;q{m@c3;1R12_ZyXmWm%W;JVsi7}&PUS;_^LeZ_+ge1jD&}@p1%KCw0WGL)U^(%w
zI<2orrs`3pELP7Ixf$VaQ89Y_`W#}T2nk`xzMq;nXq#0>nfXx0YPzicbzUCb2-UXY
z)ss_#*durXZ-MUn1?2yvc=UTGE;s3;)n~wtgJk#Oqe+}rA;i`$UN&jbN`)zz=_z5*
zh0)?ePYn6Fi5PicrvsDU#r^BEUW13Y(PcjN<@gY+4|6eqtfYe&HewqCBeiqh&Dokx
z_~jkZr#4l$FTXnMkfHeM0V(srmWcWZUAehW5d^M`foQiXh*yL;30TUt%&fQHQ^dxT
z)c%8#S{M+Mh#$DA&R?AWOJ<K^Km9?V{vg({w+0LAhWTa`CRGhPi^A7{Zryad$G7l5
zEFc`!2pv<e&=x;}+cSH}p-1tFUx<S`n?!xg+mGN@HGw(<<uEwKD`WIj>c~H$4;qp+
zs?wyENEg5u`*St@vD9hK7KvZU&NDk{>yaFf_I_AY{}qEv#|ho-pbBGbf^z+Ine1q-
zso>f%twZ3WYOt(_T``sgPvfU4eXv0#kP7rZbJlG4W*s77U(+}8xAyquFPhxbB%krX
z^+FKSDb~WlwDw&=gT2}B<W_n4)P8XV*@{7BxdYq1+QzB!@pyfkE1ib<k)CtSmOzii
zN&AtmH!I5bb^lxa{;yGL$aD+wtwqNt@G`LUc3hE(>41HjK$6}12dR(TBhySI#5WN(
zru*l?VuOPhl~!3g)v0bN!y$X$Nn>AE=@Q9b2W)##hTcwOU2lggL)#IY)4Z|ju4+M#
zygTDQF+S;&^SwI@CC1YS=DYMy>|gu^)W=U%dlQDfof{yujnpaN)xUvs^Zi5W1A?z&
zMY-IXpO-$v0##uc;@xVvt2mQr(<?t=-RG<C0~*$rt%#wz+v^YnjsT;=R-BJSWF-Jq
z7-N82iJ8q&*;fFTq2pcDUqAt&O|!mYVzj%-EM(z&x=tiNdCz2xC7kI&X8sfKufWd+
zAb)A}Bobu8;;{5+8rBi4*LXv8N5SX9*Rz0?01rFi0jKTPt=N!R5>#NS8WXcA_Aj74
zZp!z?4{TbmB60ZZYDb0rfDGZwnPEhj`{1y~pmyq$=!N*iFUpN^Y9vhL#DMOg^V&DT
zFDA>OgBc$g3xK<cWTIr@67m4zwS`(K;`EOM!^BF|0mBSFRI9tMUY>MvHTZ_w_deI6
zL;emtTJj21t79SNihDCLGZySZ5w!&7Ly8y<QV^6d<f^L%r|h@3r9*SLan1qneS|Kz
z>#iCFhT0E9IE2qR#UaXQe98)zEAkEOu{HQu<6uIa&$qdnzi-FB(rXCrz{mL}qN5f4
zF|ybk==BM<VfSX^=#=j#LjHFRK!HfFGUTLgd`UycTYwc-b>)9Wz?RJ<4~gfb@<nCv
z_9+Cl8v)uLFE?3y1T66v|D|fxysv5ZILz5>?v3zaDxA=c173+$7(EhamvI^uy)r-a
zTx=LkOE*+5+^$Dz#v3Dj7By^~Gh~M5kI&PS6f$@!DJ?AE)kSu05D*joUQ(|!sa<rD
z<JB{mzIJ=pi%ydH2OG8TY}c^`?lT|m(WjR9>J_E5{Oly;)`Eu}5!F7+W{)<`9GZQ^
zDWr|(-2VdpAZkEmMbn9DOy|80hHB$t`?m-8Qo+AE?^zBHeDstv{<&6t&QsDnm=d3u
z_d5!7EsZe52=rXOfy!r;|55rr|1;0fAiB+(vf`O<{2h)XpI?Q?M&tg#JmhY?9kR?Y
z20dp62d|A1@6Wq7|D@w^HDs;fGt?p6&=PwQdo2ohTOJRw8PZIhynz^CZR8R(Ss(*M
z$0Qb55Wcbyvf}V;kHHWj<npL8H<{P=((;Ep3oV@f(jbp6DY@8e(80w`%Hhd-DUTGQ
zcW;-Yf-+l};WNt^iLl&-#nDo`%Z0D^Qh4jyYmAU;eOx4ZFom~p_f$e0W>NRuwXb*h
zR3+?PGgQDB^?_Q2s@?uK8`1cpl4Qb8GCJ=z&~HJ-F88MU1yj{hj2-!wqoD4&7OW}y
zF4uVJuedKnOmL%oz+=JyyJaHa+w-x+dV-k$f8Ia-@4e*z=k%L4xxauo5`r;S<r9Sy
z=B-jm&=}!4QqPLV6eg%U&da*Y4^X>o%`txPV@@fB=jQHnjf!FAR;VcKEvUqHulC6_
zo0>l+xKGY;R(Gd=hy!IY3S<g}AjW4q=pUO%*yfsLt1y0e=ecbr8P>v?i!~s=9qlYv
zN21Uu>82Jer)FqLba{6+m9gSoJn5?Oqd1Kwss4AqU!LyBgTup`8$0bxc!OkLt~~Zo
z`NHIW{#CXRRC1Sx<YAEG4Y}QP?03iZ8r)s6EoQQZzmzzlL!W)Fkdj?xgU%S^9--x8
ziq5d^%E!cqZ+$ZI3{Gd?C<ue34};x>XokUp<ql%|_H)@}USgIKr$mh8n3>R1O)sqj
z8WYe!UIdm9;_R8^gay|E8FsJ%VT2*yq`g8MX%@-01%@Up1{rO_6`C0pdIGR#;?<>C
zmKTWBVW^BlT4-%2OdvpNRyFW}TgTe5jzbm|P7);(3Cwu&Tir?EK9`<APsCLK+3f+`
z8#@8{D?B~>MPL!jN<%zVY||dlgS*pAUTy-&vmtP_DHk^O?rs{PC;NZ9q?noDWYBfK
zQ_OWHCdwW+EyaZUe>bp-WG`pA>CSmGbf2Z3q^{8;fF)|e+@0+W+<iHN%Q4dKxzer|
zJZ)FOGk8y&0A7`y;HJaNR05fO0y#5DKsmvDN-dCBl9%73U+HWd>Hh^Jd&_L@D2$5F
zC@*VKb)#-0^6HzI^T@>q+8g-0$G%`WgL;Ku%LCAdXYiSdr1PpB231k5+XZg43a~+r
z)wu$$x`+UUk=3^H%3UC%yx;^_Rsmgj)ot>E@2QcfN`(AJeZJP%#(`gW(g|566olA#
zk;OexiAXT+AiwJw`?L4WH<|?$x>8kAih+=uh9YJ__8&(J=EI*fAYSJ&v+Nq33U_45
zJyfO?swRg%E?Utl{Ls2e>062N)7zQb{R_AW;!4&c{GOG>39GS{*jKP4_bL7=fV=_I
z)nL49QFWOD8}^snT`-GQ%*>+0wZ@jRGxzTeDJmvcnYc^<=dRh0e|4tkW9ez58TU7{
zX03qQZ02jWNl^Cp2fTW6JFK<S(T9L6q)x6X1nYtoLCr}qdYoz<R-s#YM5-$n(}V37
zQiBRtH?ua)_?O82Ii-#HwoU(3+b(?kw5Me@oDM^2g8l-&(snP+m6S(<;)-)ajNvEC
zA^0s83~Y|Eunv~^7r^ot@G}#33`9#^8{*%vs}e%e>MuZ4rJe8$Z>_XnkqqFF%}h9o
zm8&djo@R0ApuGz^`Nrj^x4r;&fS=WUnEahFA#v>KpZyAu-Z#tVgbQS!0OSE@y-!r%
zSn%N`{{n;uK^Jpq*u?{IJ1!l(bp0g^KlqXmbusK`ckrcV5#H=CVtYu;fqpr^?$yn+
zTnuoIMgK<(yhKZe&GjhEZ6G(Vw8;bV_9r*lelA53uKK@D{Vb_v@jqgY)ratX83=**
zE(!0RO7=8x%$!SwL-dc*TehMgvotK{i-aD&%2w#W^!<0H0Zslv+tJv*dSRX2MI!W4
zxcFlaR*lZgBW@&5giUzFB~AVZ9aciqNbickKN?2+SXN4M(^d~7$X)q@?3m+=WIu~M
z)e8L!IMVeeNbfBo3Aczv>&8Dsy3z&p3FL;EM$sR1yDfu0-?t&_a~T#)UJf8unR0?s
z$RjscN^4#p1vGgclOA+5-aJM??~QZ+5y#GRmpV6Vp{15WvyQZJghbV%`yy4Iz)<&Z
zuU1~&$=WpwO<s1U+Csp*QUeI;B!(188nTOl@0aO~n@i;~%4n4!!YCZnUjPu=@MU8K
z_Il&Yi-z5Re2w<>zADg%FVJF*W(E(FY7cQNMJ+uD<+xWu^Acz0E_5L!bdQh+2ns_U
znz^7!LPx(9A_6<QE-jfAYo%1*<CKYzT5WRMXKlC8*Ga8Bjm}{ArXN{>%S$7`SVgks
zSW96g_w{yV=dMlxpYrJ?Ok)r3VJc9F8r!bi_Is(|B0Y5Hw|D>PgSW_#yaoJNlmCnr
zUd|nbaBQvpo_+0&D{Yv<@#fn%{qX%!HAtDmybo$N&Sdhuq}LUZi?JU`$=*gPxs|8$
zSAO!+6zw17FPct|@4?Gz*R2P%|L(XXB%T?g@>qf=7B^pC`{`Nxa52__a6n5qz$v6u
z3<A;eL3#FuCZSniH;U;$JU;RZGCp6=-<f{#*+nL+q78zx?Y*R9(i{kmhP>_vhy?YG
z|F~^fLIkXpUqHUgIq$mQMS&@@bmiQI{>L^v3$1~N3I%RUcc6Tr(NO76p~?$jrU;MG
z$K4eHat>`f&m3YE$Z(w3r98Q*4$55RO-87OxJTdr0_uY5vkHYZ<|_UI5Id4J1dW9j
zEfB2$r*I_On<neOfBK?ZVWL$=Wn7jF#eS!=q>g&f5*_+;(Bt7-4p&C{j=olR6Ui_B
zk}Fu7NX-d>70_n`OO;~|xt9V7u}+Dx4(P~^GvBN^)HuTsRg228j0y|lz0~!S3*W%I
zT>;k+2Dk4R%A%qz`R8c){O{1Buq1{rv>XquMghlTR;+%8rDpa`?g}65xFZZ3KGpyJ
zD*9XwG4~+h^$bof9~=7`EMrg;u`zXA-GKC?R^_<n6Y5r=Y7t&xG6%E2HnMT48#<Vf
zmm{+LB>!V_tMgoymmQbxxO8@x{Yv01X1-pcol%Sg@sinWIPFEeSX4v}{lQB{f`kI$
zL4Xz6!`fjZ&1Vkn`-;z;Aa#P0R+ERTYzt2hzsU;cc^AF8qO7${)+SDzSF@JS3F=pf
z))-eM^m9l51q?YG;Px*eagi=7qa=3HNm;%~U-|5bTeXi2;}x|$2HlCdG80D#sVgrN
zAx7Ti`~}n?%vLG^Sck4R6I++|aG8opv6z2;ak<c^%4qq|Z4af7=H{cdqgY~LTJdti
z?Tlx=Pm|)c5EujQozxTDflJLQo>}4_JMYF5ajFZcXa!bCP1*(G!{Tl9751ycFxb`O
z#WO+q1$mc$ZZkmMFJh$ricQCJrWraa^sD=mUr4f9FtLt=1aZ9`_|Hw!-1(o1l;Jj}
zKU;*xh)O%=A)Bj@WEZS)6|78Cnc26QDmF$n(KB)M&34&;^7Y6(9U3254mR6$SgKz%
zuP){j#sw*mVzYG2Ug=GAFGSr=dSWi&f}fcXJ>4~#S!5dDJK@Yl8b^ZVew0Kksz!bH
zUH=g}aNwq1+O=rFdcAuwzZ`g<Fgx%;)8)cnfJ6mEdGpMETKF$Ov;73@o0+i;CRU#i
z6e}fj_{ncGnsRqZD>$=ZaLuMoIMp*{Ig4tWS-dya+H$+d^ad9!9%W3uSwURgw-VuY
z-q<p6-`!zgKDL9he3_MuoYFC`PkwsBfFVqlJ=a^8K2{y--R+XX?Q@6ibF~y(7tFr!
zkY^yGrs{v@qo;m&PW?Nk<qvV)o9ec{r;7EW!MhP2_ldf@S4P<j_FRFhvs^Hm+qRHu
z6ic#fg_lboQyCx2t6cxUR=YMMr~@^+dTXem|MIj_zih$c<s`HxY=0~%o@D9fc%%9w
zXMJmq2>NJ+U2WgOSUGH|BXTLipFL+TdXlBqjf1_Lc{Sm}ut4BCb`DY-vfkM8b{>qI
zKE83eKjL!u_T-S#4hcR<#^l#pXymZ%Y#1ad=2h`#pD`9Ax_qBv3tBV;6j1i#J}Th-
z==Ot6CIU9g=NmjdzY<7ql0gO!6dEgJ`2ebRAtZ*;V-b}Vf6NG5-GlPKfZ7zL)Hmrv
zADo-wpUH?`;1jo+l0)nE-{1ulm6OP@$(Cjyjd69@Rens~>_)+ayMT<6ddQDkA2QB|
z#bOBP)pSZYPsqeI!}hxXFarNzS)eX9f>|Y6yiC`dK&T;A-@AVJo}OgsSN%)jCZR#8
zN^cm<dqp*p_E0Iy?pV?dKQh0$*y=I<Av(_`@!i{4ZTry39J@BwNqlDkC?IoIMt*pY
zkW@TKNa8vz%t#~o_3AW3Lx5emW$Ggbcb&k)(JDd%W=NBJeH%6K>U$uf<ToOL7P0Z1
z>5|+KNEpo(_;BLmq)<=jjH6E^%RWERi0HQAyDu^h-pk>heas;`Ter9imIxj?RJjD<
zGCb`k7yDk;y160xqir7A6WXS1A$aL}AvK4nEbwi0g`ms*d9PtSmDfMyC;6N`Xxfv8
zcdSMxAa@OxhK;<&ePq(Zx=0MMeib!U9P{(vU!I9ec3E6-d1W0gKqM+gwa`LgVx=<8
zAPSj1%);iVZDE|*F=CUVA@FvzWC!wgT>iYBZvb?N-jM0|A!r-zhG6oKI`0*IV^Xx0
zJkQ;9>bQ(&B`h<FsrH3tLP`6p?~4x>K)@lgo)Ai<imuTPwg;0Zc6E_JP_g?(xX6pt
zkPf}f_P)5xQ!f>CVf4zi@X3M%Qf<$a?wPs^S4r>`V9zDXo~Q9g%fy{6M1tdHAeD4h
zsPqeR(dsY@--F!@^m!0YVZ|puS-sXaWq{LvWJPr9v85uOZu}ntQXK;Wf@nGa{lCgN
z{@Z6x!0)#woFunf&ef*eWAAuJ_IM^NXwtQ3-GO~>fzb#H-+mW){CsUQLON*6-M}Ck
zrO9W0oUGL(#Lq?gKAtzi=y=jqid^Aon!!xn!rjq*lZ-Xbv81~Nqx^l@+Rv@_h{WWG
zU9agzw-+VG#AUYja$4f~N+8q9USNS{b^PJa(q{Cqld0(|J1{rAr{uoy6CW<O5d8=7
zS_M>^FXAKC!+I>pA4tv>QPalOr9J5(#v}Ls#QLL}+&$vx#)CP@ONqZL1EeEXWIeKt
zKywwaJB^wzmP}%Woz}^Qit`;8V2rB;Uat;f3&`|8`9&&!^3Cdz6B+ECNunrjGA?LA
zt;-KSyx#giHZqhc>AreWL4aCSVk?1MCg8~-O!N>r4G#&9RGCcQol5ni!?>wUtbo93
z0K2{rzu`T535?H|m1#wWiy&>!tP(n31$J+H;LjE2;9vbKoEiHCMy#<fY7%E5w>Ls6
zPp`d5awf)=A3l6ry>(j?AV4<^>4L04YBirvYx9fTNqMbHBB-MH3q0S)_IWy*w^y1C
z>g`xAxZo^tK!5&B{pMHSkhr&TC)pIpr-cP2NIQB>pMWPZH#tOa+Vlqepfx3^2?;5_
zb(%@bxX^m@mDzUYnp%i|<K5UFH?mh5Pjl?4UX|uXY*hFMtTa26fbnzu`=oq)CP+<b
z6;<s~W;*r^fP0;RQ$ppoG)`AO5ki4fdErKDW5>zC?$5m0^4!ij-+QztX=YypnQw5k
z7jKhn_Z0qZUL99_O7*HXx2n#WaZCPTQ~aDp`_=2};FddPFFHHdikZ$ziF<t25s+$m
zM6{~id(!CM7fe!)?@n2_hz%n8rdss!?3lmOGn{8?_N*(}Te^~31sxLwCG6N;7JWO(
zphqDoR1W*&*T2Aj&WCa>lYf4(7E?!5s_c4<Q$n}Us)cFCO-S%@p^=(gk5$VeLP$2v
zSj(qd_v^eQYE{K(ia*3lkeA85yzdkA?<S=`fD;^g%KuLeJ>!J3<KMf-5=~CC>KRXp
z8Qr`rIBiYmT9!SagNPcIW@3<`XtpNC8}e`=lIux5-a-1`5zT6r{x8vvF?9ZVd21)b
zD5?#I>@O&mVtPNHyi{H$W6pQKyJsVgwSudR)X`stEZ|Nv`M<4?r!}m6M%>_*IC?vh
zh!#WoBvUNdiRzE<#d{cgGuG;)ocTQc_2I#>&+J($AA=5tyESq356Hya-mp5`M_@0`
zI8Se^`lCM6o@m0haZ>v|chC~m($3kqd4H1|T?_Ocku2kGqx$}yrt)-!eoTGDIw$5J
zOENe%!m?`0LK9Fu$ILJ*UB7UxU}4`{<Xt%T7Tt)s)ta$fdlc1QK`oQb)X!2qITftA
z{ZDv%A-A#7A6ziEl^R$iZ3@56?Gz9&Bgx=n`z-iLfd+6Gku(ag_hRF~cQrzrtEQsl
z{XZ={4a7)W8#4u6+K7QbB*3&2Lsl=0<o`w5TSm3juWP>)3X}q+P~3|<#hnx=UbJ{{
zDUt%ExCSXuyg-rS#VtV!1cDWJhfv&#YtW$2n`f=H&w2OWXYF&wc|T<^Cj;gjne#9A
zef_Sh3z4zZ8?W?(^_-ZBn&oHU$ke9xYaY!{uLR=V-x;HI#;($0IQ6xslt*l@6r6b|
zb5tMo&b-#t+DI@VFW;fhpoXVKoy#yC(a0$1*N5(T>BZxG^^H~i)fo?_HK_OL>!Gu>
z*jpxw2;{rzTy;u>LnhgWo6KWlhfwyiGY4INj~8ob(<-cGbR8}&6+vF*?k%bCG;rHJ
zm|IL0X%GcjUNm;R+GkyAzxho?E%9OngyCimMp~FQ#Q;xQLw{TNV!czP3^#*ey9Kw4
zvFD(mXmgJS@+(>PX^)kIvJ~kidwA62;ex!uB(3TZd{ArqTF9|2+9sOSd*hZ@@Co0A
z8N0#M`Souu^F{d_qcM#RQ@H(o5gFi1i~kQFE1vlW<H4ocN?uZe{<-7!quYzTXBp93
z9{jYsIgGO|=b7qe@)D2&65llPUhzNg#>=D=FR(<aD)-6Z<Y}S>e(a(rW%j35jw%d_
zxLAuwg$c9JnK_CbC|Mh~LtI{8<-Fs~$l(vO$$AJHBw+Mw8l5;Fke!hk>mDJO;q;WE
z(Rim<ciNq#YUN~WWJq;Az=$aoo5bPwXl}w-G>3K4RazV^Uv?6nO&B@LjU{s1U!bo~
z@J148Ou0C}(3`qY#|QS|VQ&sUeQE7yPhjl+Fd5AY3B57huVCBnzM)I4c$Vf?K41Jp
z$T@yt7)KtwM4Ql?Y>cFf_`;j&D(auvFz4*-(!80DUh_-ZEPlm>_$I`OC{D|Apx7il
z_M2%+w?9oR=Km?9ecnG@=(*!yGQf90pXgdEBhjMsgYPGO!ac-c{@ds9230KC*8}}@
z09u1qUyJAz<-UX`)jEyy1Ih92e$6`TrG?1HHzI9mrHfiP(sR~E!>T#ot?w9I(71?h
zP<yZp%{7HZH}zY;QwP_;=hMpo5$9TOvWs&F*Tzb>Il1c>(HqAaFC@NvhrK^jk+yr>
z0gm!*6Ioo~#-SR2bRsH9hUubmwceMCNl#EymC`DeQs-h!nAdsxBih*RJcF~eXTyMN
zC@~u{9SHh16U5>JRzhMrq&fTX8>?fJCxpdke!{ssr*T&X;(kXU9FRCko?GKR=N9uI
zh79zTU|*a={gqLf`FqPRA39TK-%VbSQ$^FM%?=1AT>1i_oF_gpol|%6k{?9*(fzYW
zFsUQ@{@yn>w62zT3~!^!cj$)?xVSSb{H44b;W-?Pa%oA1Ps?QnRt;Q=*10ugZ)9Yc
z8e6AX%=R6fe&o7dMOl+6Hxui704N=E7~9&Wm{kw!X@nZqM|UwiudY>fWjci64m2(f
zj?@n+Rb4#u8h2ueZytaH_%7PZ-*>=IC#slH0AKR7HCGa|{*r+(os{34I=`@PyNM9Z
z6|Urv(Qv+MVKWmcl?}n5OYw<0WtMRMoZNdSmjR0bKr0RmmZ_|$=<X#eTs?iqioPM%
zxT1s0*FvOva*X<;n)r_vYDSb@H||NmxCx}-V!jM-_sjR*l;RS2S%F%lGW<co^}qKx
zs$_FFa6;&lpOrn!hAbJuBa;06nI<}NM(5^<s@a-l7>ufC>q<p<MLly6o{RB-M7lUB
z>>>1Sh4H@uV*k1IJnQ^ljdd^%OaC|O@;?h0qcM~$%Z<N0#ZhGsF*@;qy>5c5`*;H1
zCn<4KEuHpv)xwlyf6X!=GYxabx(rP8>*8qkW*t8am*844f4uv|ZP6=9_Veyl%hY<5
z4G{SH#F_GR4o8kYGTN}tG^gLIS?9=0pZ2WF8EedqOOe3Fy}4RnXHOMsvDVNm_N4{8
zXpe#rzS_4rxLn!t!gRKWX1fgu2yfw{jPc+9Au<?tHKQq?>q4lPth;$uBjBANuw;bF
zeKQSBouASTRn7KR`p#ubUy<7)(+e_hxmv%kN?sM6hJZaii_~c^Px-N5xuJ7Bv0+i`
zviP-#Kf1^6n3U@ltt_$PIv2t)jZ1o%`TL4J1o7U)uB#_yTdEM3TyA>lUQmixi?>=0
zybg8j%6r!fT*&6#%*;(uW!|)SjZ1c*7x)dW!atxhd1zpQ!$SuVz>4n%989{WQXblp
z8Fq0O4MjHSrgA>e_nY)5jMtX_XQuW&>P-x<>&GGK_a(+~b!}X;??btR%~CWf2Ryuo
zOxiVF)cGMhI2<PEVX$i7(oeX(YX4IY+33&)_Y-Lgq6qtjmiQYF!8gOvHlB1Hgt^1-
zfW4{2K5zztMHBNbup||e{Tl&z{AvVXFdWj-vE%X0@Fk!dg1OTDV&?;F>w)s>T7IHS
z;-IvIp!=4<e<pztb*zpQx!C+HdWA5&3>a|?#7$$QZyZ?vTSBuq14H5@dqPYdPAnAJ
z3O@WOhCM!d4N_|&WbT$FZ$tK6MC4izKzQV!F4V)_J<6}uG5St>tbyn)$h#)g5C43y
z%}QYW<fAVIdVIrLH@!my{3XJ?ADY7^k85`Ibg@!!AKQA!lsWucy7xb*UnoHCX9Iv(
zTHnt~;ZyOl04KvM3r@{P2SR3%u4-H72~W^DtRQcb(%E|dGQKZDil4^Q7ehiidrN}F
zJASwjS>xB~p`C)@r3T6BSrS;Om@3HJVy$gs>PEzSRK9E%sMu7dA*;#>{`r{FY_wBJ
zqjb)N^hGa@49IW46X1lDHaWh$tRkJjjC$-$^zHdq<5xE9k4wiSt}5W$kr0uY@S>#k
z`J<&6;L?2CfHgamNS^4U9PVV&1phzF)~&!Z*zSX}Se0Xr$n1GkC7;JJA@n#y!r&%w
zykEl5Vi9d-3ai(!1{3-C%>&bA7fMxZU@BH0@QPht;q3?|C;!&RS|e0D@inQ6x$ti`
zk9d+w<GeAEAxr?q<hIuzue=Ck^|+3$DYP@EVhT`wQMF{};!A&BGH&*krX8hOG_~!x
zaWdaIA$t4iy)^|cGZ-yM4465_NOi?<P>k35T`&eXh=x88!rK*GA*jrE(;tvw&b1t5
ze_^Z$l=7aB%E&?Z2~nQXLdAT!I0b>;&Xo91mng@+<ymqaC~oX$fU1TrUhLT4y+&_4
z?Ew2XQ-5J77kT1eDNi=hssBoH>YrFb{p{w&OSB`#ZFpK)N#%B%b@CeG%q-tDc|@-o
zAXnkUHB_hUW5w0BVe90MngoK)zAkSCp=)fcLW<~JhUe@<B$=m39Ms2G<U6m6b!$^~
zdmWD@9JbJ;5V-j=#Nb^>2VFTNEy6YFhNe}k`v!6=zmW9Y1{MQ2<Z;3e#ABWhueCs2
z;kFKfiFtptOw=ua(h){>GtMa!kp%dsgbqG~%j73)^>|SPAS+J2KCCAycV9?-k~@di
z-#KrAsI!xR@WHb86BuTi`tj#Bi5EQ@6{vuH$w!lHGxbk&riM~|-dY<QQogJW_Z<_*
zEGk}|y{P4s(g5s#+KL^%VT}=BjeVjj^Ppo0qMm)zRE@?wFYTZ(KRfNmhG}@DNsRp)
zk1!MCCCGH?h`I$dXp>N#>nby0k~EYUmXfjI{UeTSna)%_#w<1t)w@+l@9s(UntIAL
z*lC!j9)}p&om*~a)t$TwPNcIqhLeDK$0ZH}c!UoJcgEX(K_rZ>J>ue+2DE;x9l~zx
z{4n6=>cf-*9K<;Al(=LrDTP*{S(Hqx(&7T)tNFMC%P%F<d?q%}WxTLD?_ZCo&C42a
z9*u^$*SOEp&hoEST~h}bqq_<<Xjjv3kU$IdOucB~NW*F2$w=0NSj+aB<+vN`rdu$E
zD#+d44L4R=DQQXEH(drc`U@NPUMmkXy!9^(Xvp{^vZwp94R5Bn!Ate=V+!-~!r<;e
z(qt1q#iFA4M3A!;t=oK|6SGktWuM7+Uc&<>gf}SV^bY12%qAC0_Z!3g9QvLC$9%V|
zf1>4Gxe?kruFJ_L!tMFFQX)Rb`Qt2|pH^_C<?MXN8?%QWp7zh<f!B|xf_-=}sIVH`
zu4i+7LS=$nseHnP!<XK_tOw16%BKk`M-0Ak3wFy@_-&ar>z|MEn|gEhCmNU;)0{-u
zvou|-YS;HRC-~Vf4BR5c0v{I{2A%eH$&~wxk)sagr8;{D(^bB1bBW^&9txI|VYu`>
zc7=mFwGnnF6M?f#*Rvl#XQj7(dX8N)NDDk{&OU^G+XrCxS*=S!-p`uO6o8rn<_^hz
zJeRn#;0MHi^3P~Td-Tb;ITr$(W4ISo2~uYb{<y>@hQ9h0`eg4({!JOC8No5bS80H2
z@~lo>-~EG08B+aV`<Ef+Vf2FU<pT&SmOY~hkivW1HI1--2SJ7Dx5DEPD(pDo;mw?n
zNnd9Q_37djqaHx&{CEp<%NEQ{@Or8y4<ZhdVpUqK<B(`Hr3N}@0A7Q?Ba9RrpJlp|
zWxQ#~f5mL{YXL@ULsyY;qSiyU^2M^I@6y&U2LEHbo92ul_9ansNvopsYAenq`NI%G
zgk>uI>t!l+W(?T#k=CG02qqi?(5joPw63j&srx&mIVpu<JcUA%CzwY5jX(1Ld92Fz
z13I$lp{3|=D|8RC<aJ)W0Oi7w;-OM=<Au>8)?5Bms_6?Vj}JkVWf?BKOnHYabF1_0
zUF|5<AOfSk3|-h|PhFB4^Lt*pUxt8}@?Mu4@nGr;*YF3vsQ`_&!iaeUKK=q=$;|jo
z$YbX{QZJFR)xR)sfIj@1)PWHtrHjU#tS{jX=`Yz?LQ6|7$^`>NCX;(fd~&tgr|X8U
z!3aoZFLUzjr&>|><vQ2pz}!`PXX%Ln6dV6x0yS!Ie#3D3!|}#6RZFvPs7peA)^qn*
zn^S1J(ur&2Ii0)CsS968`;0ZOM;giT8HG5{Ym8?l`y&QOhR#E7^VxT%VcOGm*?JgN
zo+ZP~j=1e~LFv%2t_SL$CkJRlUpTxeJxpZtpx3yFxp+$^GVfPe^p$R4<-4W&<?UpY
z-wl`uh>BU83b=~%{Ik2aArbvyvu3BFsh!K>shOFP<LnB-c1p&L6xwW+=7(t9nNZ*>
z^mH8Z^uq9@A^m|*>xJ-}Jv`UTkN!3iW3#ZytQ^WI8{~&J7NfC+O&IxszcX&tY~CG5
zg8JP95N!T|0T|GRZd#fv5ye)Wn@L`E-FU$D#BS=6ZQjN!)LSur`g4ilPrKgKs>c1h
zO$z0(Vpe!2^ZE0ajo(pMjaV!jdm3J{uTJQ5H>h}A*x}8!tu=v{R|fH9vkPCH!uvY!
zB{$H(f=wleyVN)o;(l2<@Ji<UmsN0cG&9__`7RV_>~;TEMF)790B4osE)2z^lRe~*
zc2x`TJSn7bj?r;`8R@-rrnz>#Y7JL;U;rv_;2<UUGukg>ls9SXu%Eh}ZVc}J+D0!8
zf_P6fQ#QC&nA?TA+&<hM9v$Y|)`*pg|8OWk_k+=_Jdq*4R8a1pPXNmHjkAuGOA4*6
z`aNcJCE%kN_~{2vy_$!)*^3b+poDaPVd@`F${m~;%H3)AW3$EQkQU<3@Hrj%Fy=Iy
z3zj4;M8*Vg>|EZj?ylXyH?pVwnz9A$NoJ+BSC>m;pE}>wl`I<6nNjKNz8fq@bq^{<
z0)im{`ejDT%T70iyjJX)&UDT4<q3TNVcVRrGLf1x2T>D5BwKO?P8%%6t0|qsW+zA+
zLw5CPiYG(%Ul{zSoX4lI?T7cS@zxD3DDTS3j<>wFM?zDKwn2?mj5Cv)ZA3nVt|9Lw
zKQrRey#w&?MqhZIFv)(WPxOa6dBflMU{1cHTrS9OE|0LI|GwSkh?e3KM#eDJhHmRj
z^YR{K+lJBzk(5{O1UdXhUi8Rh-_5Qb@ui-Eqb0vIhGRVJROV8E`!gZn+1QnvM-V9$
z`uVw+{@-1wl%(h6BV3{5xV!qE5Khllwhc}H<`@U)^FHQ<gGIeq;xlfd$>RJL6NRv!
z8d<m@Xe}ECqvdZ?`%@=bn!hubX<`XzK)LrBa5JG_4L4e!3s07yHRbr^O0hzeZ@)mY
zf&*IIb5=7n7=ESBGlUnNT;$Z02SzK}5p0p{&`1T#S_E9-l$W%QxwM}s5=sOlFi?B~
z20R|mE==SF*GJA%5xsmI3oi0YEm@Ue==P(v(L-E-TBRJaeA7VHmbRi^H~J9%wb6tU
zA5AcUs?6qP3Ln_ht6z=8J;hE@VhlZfc({Jfa7i+tnDty35fxpc&vx^Dh?ff1d(`Of
zQGDTg{Lr?>OY#6u_cE+zh`-bpuDq-$_+0HMbY}lJG3VZCwi|rS8H9!2T|@y=JY~60
zo~5kA>KaplnKZZjsLPhxk4egh<FN)GR`7*yZx3Z}^${1%w?j;78mx$3z*Rqu@)T~4
zYCgXaY~lg(PykX&(?`o1*paey1{>?Sk?RwD<SV)$yw4<pe{inbnf&bQ(Op>rX+^t=
z9YSkfgCV^dce;zR(KU8&i9dhNk`0dU9)U`I^2fSKKqj^3#(YB`<M7_R%Sy-))Ot6-
zay!K*OZR(d{cPPo5U5`}Z7knDXF{fm@o<_xdffZX!ypKpu5Rd_Jq!4=dWR13vqV3W
zk!V3koYvnhRqjGK3he5;z5pf}fI4kx!?gH#(OGT&aczdJQf4QFIrZ!68i69b3R=^=
z8>g`iNnGDwjBje8f!oc~_6_hE9%$qrCf}a*n?Wxz9>(cu`gbk=!WgNTW(;>;jVI;N
zC*|PliMmN1sA5Hi|7b()ul*)J@;4NHX5c`HtBda!N;DqIVL=-NP9{P#pU_em(tPAS
z5)f(!vp7FKWGvSU=zS&U+C`PW{h%p0`_Q3$9eq$K%}zkwxlbK;k0>kcjS#nMdXi5j
zBhSQvk+V%zuC<EqC~e)wDT#pG=ap>+6VRKF9UY#+gCwr<B}MjDmMclTwI+hRC62M3
zxK_wp>>Yhp&C|441pail5cod>NFI}qsWc$|G{w))iKwTy`I6zL@3egKTW?w+4-lNV
z(=Y2P&#X9<())r<kt+CQDfnXJf)b)Z(<wSn_xWVOi8>aR9LzfH^8SUXsARzClV9h(
zoPpn(xv`e6bBNZO?-dk6o!_rxx1J1B4~O3T<{T90ozuDsK9>#>uL94w@?H?(SeVVL
z)h>+KF!%0!dcxsmOwG`hEhRT4!YfIruG?5QjW3K`yyg>o)xk_057u(Z?OevLJIVeG
z4}?~fEjgazFxa*DEK$g~eSS>zVLbw^3+12eYAqSrzR9ZUN&>7Ys*kCIs_rvNeY74l
zMvos_p@4H{GrruD0`;k+Jp`SFv83&0!lhdiy?pBaFDih%+kVFTf;C=1M?1dAh?Hi=
zk&5gPGq_Nr{c(I(FyN6|Ma%o!s<Wp~lhFr541{Z;==V?WU3ofvf7Bz|=W-)<0feDO
z(iEP}0DI7`Mw{P<QSm!>od6lMqi=4P85i?9p)L(grrWkj_rz-0jKVj*yc?|Z9zTQJ
zlKEYO=fCIVs~6;dFvs~}a2xMR$ZokIh!rz9^7E?yW9$1LpHTKUXk*Er>s2=wb$_p7
zyk@$0a!(Bc^wD!=L+%Y;-n04t%`4=;`iKzmpcdY5za95{jThgg8&@bBt+IU%?dqkd
zky|A+*iC;j5@UI9h;@zVEh#qMr~Ysgc*iYLxm){2rpLW%Rj+9(Z?ftl=5~aQ9NU@Y
zw^+!8S?7_ZjQCi<biGgG6}4AVnssg`p{TRaT5%ffp8n=LQ6kGers^Q(1(A~OF>DZj
zH>SJG$nO_fV9CQ4{WThXvK{<_MJ+c+7bvuNCNvS2x1+>0TDF!gWjvm&(q_yO`l^{_
zC5kw$0O#T4qT*9aQ?sCMov(jECaO=e=Va)eW|eIJSMT>cuK;SlYU+?VvBG-wCrSI{
zUgQFhHct*nr;6d0btN8qHFTndI_>A2=+AO9r;l^5d>B)7UVPjct0U|VGM|~6RGXzi
z^o5N;eOm5pVJ)sWTzfW}c0i&-qkhiBv+MM}HS=Ap0oE2*VROC8ycU0$vrMl)LI`Eh
zt3}zj?#|n{U;`8Fd^NOr$S%<<l-mn)uy|_To{5XJxcPmCmS&PM^eO@Tre4?oIzP+3
z2{Df}GN(Q1rl$*3(rZlGT7TGtvZcO$G;r8w1+3!_M_Up5zDMijSZ}-9FVG6C;Ym<8
zxbrWJ6ZCem1Q!jSRFR=bx_S&7Ov22~cW>en??;xtg_sg)%B`34chNC|5GK=UH+8Vf
zvbwid_5md_X2ApJzkXfjQ-4}10ROFVVTByd@OSnSmNJ}7crSv7dBI=vyAtNv-}O;V
zy_3Cry1RZtRwpY6CPhzr_ib-Z=TtxUzPoKaJxd7KUj8DD?Tj1y9x1<1T{g|8#XA!#
zYpgkxz+bYF!Cb<h^v{1#C6?We4^A9*WH|kpv2q`_@gSd!esYsT&~B*vy^^~SX)I^^
z_3IYR3`FJC8FT<EJ)ptjXjO4)$6dATPPTSh+N6y+Qg`|TKeYhq`lNQg9bLQ}^U1%I
zp`Yuw{vqp^yx}Yj6`!FH*9l2ZzMd-mf2|<pN8@4GW<5pw&VBugqxvfkJ3pCu7J`Ot
zb!~~W;yKYJsK1Y6?W@1W{)fx>cdA~cK=k24M&eLGA{}GuX~{pZjCYO{ItngnQdOz1
z@sfDxarDlzJo*p~99RO<Vn39*1~d4wYPnqufqIV_OgA8o6Dm)b8UJWwPMG$^@_Pny
zNpT;_-cUjwW(ZyYTiebUeaTb_8=Zg2M!?-B!^;~ztN*E#e!OZs{zwrcR8WFc`;p$U
zN4A)*9q3RNv6I*Nea&#;yuad`HnzVMzKkq0SxO=KL~_#C-skqSn3exd!h$~TE^7HV
zEF8b~H!LjmH!Q4zg@%RE;L`sGS~!|J9TnpA6UD8UrS3+6KuoHWe$_+@R#V|}DfxL9
zu@6GUE1KzK$o?=8NQ*H<wb9Qz8Q!$PMes6SyI9YZ7?=uRVFfKO^_Zf}*0bLqcjqvk
zv_bslzf2Z!6K;gGrnymCOP=o|%9pSBbzP6n=t~s!+Gm9Cxrjvz0zvk~;zVwOy@mHi
z(T)h=4om*g0tcRjqQ0CqbQL1Ro;1QN|7Sbw+_g5a>ejsLV4=Zx#Ze=(Rm`5Mj0qv!
zRQabRM)zkDLMSquT{i|Tnb5|b=PKXxBC@*NY-<3$61oiGx&~h%+}_sAoR7S1oVuV<
zugwJ?oK<E9HA?^e%a!vfadjgER}B+trM9-d`bLa<zu8M#S*VM1-K{Qf{cnvw{9->O
z9){54TBOrzW5c=o+Sr^L#NcRR`aIC}@aavVn`Ua-<~lQ%l8zA+?PBr>T^S3nN3RHS
zw}|}l6@B}<$0!s^wDNbxowU1M`6s28eun$3Q?iIjXuHqGbGvrsP>)xN#EiJhO&dd?
z+RO`bAL-|eJS}lPf~m>jVN(i~`9B$v^x>Yqmr{Ws&5V8VQ)ajl`1TL&%tGc6h@(5r
z@cFOs(1?`IP%XLSWpv<eIdBi|xwME#oxS{N+V#*txn<z<7sj&oCjd2UGWaRCBpq0(
zvH6yTy7e=RCGk(upwJ)BYq=4Vrnb7D0x=b(jDpoF-L=@ueR))S4w!yip&-Av@MOn{
zJuj_*cE357=Yz5pSr6aXnhJ+X8?x!kY_En8e;);`N{sEkrr0UJqCli3DbkHhKW~9F
zh$Ou(8q32iD}9ML&&-xPM~O&ry4u`c?tYA8y4RzP#%Nd6jx?Qgab4~t)Exv)-y;6w
zjK9;3lLbEcG%xwd3GeVA3*dxyE0|A5uf4&e9TpgQt2TD{y>IUB;!J24CQ-&R&GQ2e
zbaXkKT>DlXRrsi%PE#mL8#`nBsO81l?UJd}EIH3jXclB_p7mMo(bq*HD-$p3-tXnt
zxpVVzMcd!p*ypy5MHv+8vJ3#1&oU_z+8Y)OvYbd3eATUIv8;3w(%CK0APk+hhrLQU
zF=p&40YQ@1mLupZ_zRo_HPIq<xnSpD#V>vOw*1RA1|xgua=pFL`1#NZnZwP<Xq8NT
zPqi%!2K<^hmW6I7-S+LuBgPtK_?qcN$OvaP>*JbD%}u*pG4FTTK1RzHBDEcFdebVn
zMKjBcm&<7d8nSKiFXlBc%<?N#ON|viHB2ro6m@Z0y->k=E}3O7UV0!BC!~J{_*qY*
zKE|=G^>eiLgKVUucpiSevcbfG=MY=%w3QH0Y&l`rj__h$Nx7zCM%UR;6Xu%~D34$d
z_a3YgEQ<>SvWFZwc<o^a(sbR}M;^9~6anj7+Z{eb``Z<*U*B<SmOI`+vn%A^Pq`kt
zGT~w$78{c?ye$)nS-Z#8n3R@-n40WOEt#43v*yeLgCCTONk8Et;#^BT#&;dcO(Lp_
z9XYDXoJ3QdRy-C*Yr@VK6>WTeb(Eqgbm4WaX-@Mk)nj%Z14*P`y<bw%FLC}0+4Pt;
z#6IbJ7rL<KmFQV!q5Rxds<`PJpQe^>AH-9++k_HEfonX~&2mUWQ#h|x>>fL#YW(}#
z5!7))&&4yFZ;)dXK3%yQuaiD+Jfo0cttBE1Lwqy|gn~+$8+rq_zdr7RZuGoN<*3|7
z;>6IM8VywZ=3PwZ#4^oG{5gf6l`-*8({MBq3PuB=s{Q`}LIM9B2>l<NZ~h^ba?5=o
z{myL-j2~HT2@gLQa{kb54-%tke>#H1jbxb!cy`l}>FWjG{KmAp)N(W;KwJG$lS)fE
zNUzFvVeZ*{(M(Q^qP35*h1LrcP-|u!TZ|aTlc95|Z`)*+c!-DK>#&s<B?&fx;SLei
z&5Ww>ftt4=YkmuCEpV#<5OZhYTI%F&xHbPrk!Dd;MP~;G;|>F|5|zVVe{vZ@`@)G`
zD_Q&7Yd$@a34WybFLp+-Wa_zAYdcBO473lV=&Ss>g)HC6TieMGoNxhgc|t3-(E4!B
zUhTOj8_{ZBRzZ^8i8j1vbDG@EA#9AEiC$ijoCh9CAGyaq7(>Gprg~F;7#rcdKYgjk
z)5r2vqOiVkIaQdW98|Ge74X4OyAITWcqI58_YPO0Fu{0ot5sCT$-vbE4+lG2Jr?{k
zYy9uQIwR$?A)zblVeQ*5whr_91m%)7RHHJx!uN)nGx?4l`?tXU>BIL8-)%9_;{0*+
zV4YDj?y<m6v$9uKp~ZT?_*y1;5wo<QQL|o0mf1nqXV8@ha#)_}15=ky=7QdBShAct
zn9O1Ad6DX3K6y+VHXd#ApUiCkYg_g2pSj1-!N{y-`%{%Sgy`(3D$8znWmo($0v0eH
zK_{!Lw!}r%YbamuQ1=7Xtwwxi(QhZOPm8M3LaKh29?LynzJB<yn%plPKMha#q0o`M
zu;4Rzt1%^fsGvTTF~BF=<xL!`%yy}(P4fD&%~6)^yZ0yY3FQHr(>Bd8!TC%|7nVAE
zHcmVHudbe>co-ig-3=@2v?ze60neeb^UTsC-qdBEROOh1J=!egQ@VS<8Y<aP==^TZ
z%Y;6dN!_?(m`27DZ|~4|f)4E(LfFtka&uyH!aKdTkvnu30EOwVwro*y_ac3wg{IJn
zoEp_04=g?4gYs6AIO37JRWT~wPvY&*21`D5fmmi-h22qjdkgRTOCu&^rgh1ZZC>&S
z%D5rmBQ#1gm3FhMjpRy`H|xfSh4J?MXP2HF7=3hjl`q!DDET8>0L4XZpKT|L<CWgG
zrsH8^QZO`aNJyMt715_X9N#?;biO}EJ$6TNzlrP<^;4{G2JRY?^UKV{Y8r5-DQg$Y
ztsK+dtlEoItvRfYAK&Se%>PKxtU;HWmb8YRJLu2pc~P-!ELSb>`Zc54)e*c&J$cbH
zhet`q*~Z?24ey>P*tiDh?#^qL*sqT`9qIiH6w>C{djr|3;BiXlgt>@IAKh^v5c~Gm
zyC|Hrb`1bCh5QLLd%cy5(7zk8Uv9R-_?@|tH6Nz5sVltm>d8Q_>bA)H&S4+*9z=#l
zY!bSK>7?C{oNrDepH!~P{(MRru{%!OXTtkIT5C-oM8`BaWH_nt!kKnfX&LlU)9Xcj
zSm}Wequ<OSgVGEeBEESYkGJi24W%>0S=9mZ^(%0Tk=!OEIb<qC!{p`zyFaM?;ywsh
z-IStxiIcq+JvgTW_hP`VkHvf?VufxzWc(2q2M_$f0mX>i9|KNANAv!>I{jCeOt@R1
zTqLC7M;Xdsa26OnzwB5K^Z-~kdOuP>Q4lO6MCo0aSDbMdoP!e!WvNldKkgs0x0ldt
z84EgB8SFnix*8Nw=_7b_c!*{%PdASWr}*h-To{hkf-#E{ygD#)b@U^0HyZPANliu*
zSQwpwa}b6x{5@^a&gDBIr@0AXqdG$NgVdw5LF1w%$IPt^0|}mPzudu!c58oHSag6y
z;qFaCT=~55m#X5KbrLn`oMlJUhB)-5Q3IrfL{xupw^{q$Q#5Z{b@!HCssSBt=+<Yl
zTjv`f$E<!2b1Z(1BmL9PlcnimbZ3?!!cln*mb(*i)qc?|u~FQ$0U&Xz+3VSwJRdNa
z=ce1VNxa0d|4P()6^wBraID#k@+|K1FIn2bzfVG3sq!F!%`ETo_MQ@@$wrcav?oO%
zLS~JK07+gx@&o<_9=<{WTsz8V@sH+z|6&Y%#<`20<s&MjnS2gBr1U>d`U(Y>`(gk*
zNTN%Ls)mEUDHnxYFrpG9=TZ86bY=+deM4^QRGX-8tB<B{4d~Mff8Qw}-XrS!-@YHt
zbU4o+PEr_K&iujS7c7o(wQt5BBiw3ltj;a<xcZi9u}h{K_5$87szUSh#}f&xCNhg2
zYMd(3BD+c-TcfV>ZZ9p?=`m^zqAN-+(PNtqx>k<(%&U9yyo&|c^^T)YrfN<5N$V11
zq%n!o(mu|cxIRUb2)Eww<RY%20=+v`t7}Ub4Fz(9RR~<SY5T>4bSYi=J>G}u$1l@-
zFL2ld8dJZa>R<b=mm^b=KJ^j_O)2Wgm$NE_FXTnYsHvAMRDZ<#%;s&=uqw11zk31O
zqs!O@kAp+b_jU3?lJ+T?BGXVSVse(pi%N^zGTgYG<^)roQgJT4Dl`zmsdpLN8WM}?
zHW;VI?q>{dw=v-fI1U-hp&8)~Wimz6?q;fPWW$;P1Nb%Ue$J1;n4p}K%VY>!QPrNw
zvjSJrB&VO1muWRWyVz(VuvKh7xb@1N|8QyVdU$<_hJwET@GO}3;WnOhsbdvQ^@hn$
z?sZUJ^ERm(>hDxOIgAZ6oB4Dp%P><V5))|Horca01|@^+?O(762vG8=lZ^h}sHT!O
z)X^&bF^!%JUX%V$o3#JGv5tRX#Do95nFa3;THHULl{1okRXyYBN@%{D@z(1-s4;`&
z>YcDtaIF2N(%4jVRPp*G*Rx5D9Gd*G4H;&%w_e4My;$MtB&~X&941~tg6|Ob*TCyO
zvV8!7@CpGCW#`F2_??wvMW&~x>-hUhqx;@7AId_M>slbFbD2zwXkTadryTvAy0cW<
zNp}*JiO7Y_h^>S9BP2y=i<PhET1B?31(CVvH4oo*l4xA3Uiqty3%Wp%!Tt93z0nB2
zr|)yrr!ylYMXa=ruPb?)l*v-2I0Drqpi~f?hlwGbyyvtM5kzC*Sh21yqqa3rmu)Ek
z<o>u|X_I64@g_(<Z#sZzeT1kN7Q}pFww3!+r=z8&o##2MluNdxX1mo(5+|*)^03S&
z{&YT2F4<b)eP#9Q*3P3p$&0yi+DUGPhwp(wm)S=Nf+wv90(bmKqR*Z_Z_-R`tE{WN
zzcyR*fPW=eIMuI?c&*7&YOOVWRjve@(lIJ7lCLs!d;+hE%&4E-NXT*!kzVJSr0Wg1
z;9YN<hFeS0a^8)|uKd#JK+10S$iL>@3?{~4zX!{scCY+zGe8zGXn2eNZ1z~*FF-~V
z{hX!dx)DWt(2)$iJvs1(e`_#++jUa%zBF5L`iL_<HxnO->uzM2=FN-Tkoz_#^QCDj
z+nB1um-I#4+9zDi?;<cHZl~l?eWioRO5_o*;#LZ$m8;h<^T)tn(ldn0ow7pB$hN3;
zaNW*`oAV0=Vai0CD9xZ_-R&II9Y;*F#uYdvq=K7o=u7~xMmx#Z?m)B8`N2vw$uZy9
zxif?|*6V(ACorgGW(24;#S`=rW#2(=5apbYopb}#RyDRA_$9&4NStNRElY-!4|tc>
z6G#8m*|veanAn@|&g~3b-s`h_Gm}g2!>m2)$;;nOjr~UyzLf#?-rgQc@vk86-vdiB
z=O<juES%$3q+LvaJ6_4Y`aKV=SzV|P6=|f-a=Q-s=(UN?7^zHv%cg9$F`uNxw^-fB
zh@5B8ea;9R&$ZQH2~Lbx{WYcq7r3a>f*GeSi!^%ph6W!}lj#PAuwx;G5s9Gxt4U_x
z)A$mNv?h1({^@JFctv~2AjUn5fCQLL(`Zb3n6WL8U&4#?(3pS3VqapD&&7x-@;F>t
zaoriD&@^SJt|DBKTL&&Q?T7F)$MV=d%PDS<wpt@Y!Xf}akH7Qs6MwEA!l!zy`z(@$
zllg><TjlQfbiAtm^v;tr;PuH?uK&s2>662a@JimhTje<UbYmPjT}h8Bexx+I+Lw4I
zdZJk$Nck|8dc#4#L!k1D*4}$9<9t7xzn8i%A|dj4N~7V-=DF$K^F^UF&Ci8)IFt$R
zLXM5w1Ws_uN_R5IW7ejptbU?bN_L>;NCW5W>Kd4Z>D2z2MNZWbg}N_bNC7g@@-ojM
zt*UevZYw&Q{Dwr;rXTGu?w0#*db*9PHcb1Zp}^4-y?1xzVNvy{B<*b-)!IZM;&SJM
z1{mfyq9uNH@#s?MoU`iX4pvJCu2m#Z_()zU*Ea!uw=fFYypo=M{C(i41$u^d-fT~R
zGR3SRLWMJp<5E%%;R{YL9?_`A2KTpqbelfBbGqtTz&EbCqxv+?*qCw8oMcO5Yj^Fl
zC~@x;2<ixuL^6ap*Ja+uk<(;KF#8ll`jQ-M@cnT+$3j*tbDbo_1gJ7ZQpS<7PVtei
zTbxJfNl;!JUODg1o|9RC9+tIES)EToX98{9JJjZBV&UvlAAZz)uV)D_s<+^rqYRd_
z>yWv=DwE~hxp^N>5ngrPj1Q7Zzfk$A{#cH(Y!8nXUDUk;uUQbIDjo8Bgd2l8KBejU
zUg-u53!KKj@!6=_RYziVwlN`{a}o(N96#1)51J0XhbLpFp$v)XWkzMcrKbLcL9teH
zM~tRD(R^&MJGw0Fu^<s(xB5K}&NC}!$CfHkv-Giroc2m)k3VW2C#~2gxudGYSiySA
zJe?J!e~OM)d&2tBKX(+)K!JMKz08DYkqC4qPbP5`@*PbwSN%>zg+=T(1p)L0ks=wQ
zE;KOr&{vxLwvpl)JNzq!w4D-@wA<`?z9jI@B3Q<C7lmfeF*;Bwg}d|5npcNL*gEG2
z-Acd2EObAw&BA;pc_9<%G@C#MUUT)Kx{T}Y$Lo_JbV8l|eU}=DFy16bH@@soFhM+M
z;ZS01X}5B`<iodPS|4Ro#Bm+3w^HgLuZ7yDWyP+VsE$3cN4e&mUz&~E63%hU9X%~7
z1f{*oWnZD_{^Jkp%nECWZfrbcKTdUf;v#&R<RMr0*8R>h@HpTCV)m{hM*wm6F3%@)
z?^ZctLyO0p5}_3L=s>FG&#BsF1#FoVN!QoI4Iu4>>-=nhi9P_$RBB(z0O^e}Ztaoz
zT#K-yzc93uTMy@g-t%~oXD}RMIpd@`lVwquSUKj0U@|}VTXmaH{J_ftc4%xHa3#ew
z6Ugp%qHwqU<hI;!bjP_a@xZm<Q}japmVkU~VNguhH(U#e9?t@QqNeOls-g-}Wfalf
zekyh9u0MU*j<jA?UA52H$gV)1-vR)$4;bo)0qqK0gNUVehd2%DC(+>d%+4GFxoH^*
zeFo&{CxbG8!X3L#XG}O@3(kRk@=RzSC|UCPPT3VH>{Fr;D5(PFRct{nHCLs@26Q=W
zmuPaLw*!C|`?7-LBAHf&*OIENpJ9T`8aXXb`Ynbh2qmQ3M?TkYpIPK{s`}s8Bme9g
z{*r-yx7h~D-&Li5RNt7*dS7v;7mM=m&Y?jnrAuedHUoiiS-!{`TCpndB%FxYNAPC5
zM-m+4q3XPb;7uON!Ark3B)-!9Wy_$Dpq6pf<(C%i2@yOqk3dWgX(W$EPvXUn@U(tU
zFAv7G6uQU<*bh9kmya`8h}?j4O6VXCaOc^+Rz6Oibz;-q5f)_LJgdaRE7_|yznRa~
zb>rx{#z?r?p>h>Ig|9*SgqSjH7At<Hsnq9Pw;==R!JW=iN3b>et6fJw%PNE5m@i*&
z7XWdr+vwpK&;zs}&36P_g)T1mYIw4z>!Dw@n@W51`R7w<+c$q<{K5;YO55>!gn@P*
zmwpcFxszDSCg0!CiiWUH@fOxai!V86ys}>O|8`q~Bs&z@$as@cX+bM($d={``qatM
z(r^E*r_lyw#BF)6y!j>wkc<~VG=oPU=e))rpV}b#1|KK0(pbpUgz^4&FE}!fHmKfy
zt*5>r6UpB9asJoW4$^W1@mUO_%sl8%^^?)O2lhs!W-YH~q17obuT^4(l+Vp-leQ{*
z*@AJ~i<8_h=N2@e`H>q(4N!%+^;a{MF>;~b-B_L%q})3#x!ZYaqsJrQ4rY{@a1c}N
zjI^8|x&LiNll6PIWLl?>H3^D+u6{NAVFxV?t6DGQtlZpL!~`_N<KJUj59Ux{g&5WN
z(Ddd!N8jgI=<#`zaK-i8TH`$+@&$dN^Y$qq+>^rZS*uvMCyg=RhvWJ<dA4|CTdxSp
z5Xwgw2IBO0Ia|eQCsXy&@yWBTV<IRw2ymY|C~o!MnWe5qw9~=ngY)z=_t2FkhNa{9
zKyEmy)%7s|@50DBLO5FZ^_OxC(^orE2FwAk5PY(<za5gn_KFZk7y8~CnzC0V5(D?k
z%2OG;uF?|g3?z4e=5c9dwp_aN>dzDgpPDPGB_3BWZIp<Q=v(+ofxD8mmK@trHo3^o
zilDK-Fa*P5#8vutK5_G}o5fZBg@G*`Q^vai`jWb+%&F7*h&I?Sdb0V%H9@2bLv<}%
zX<sqKCdxW$RZvKyE|!ADN=fDs`+UWn=G5_dd+6mQ#o5A;+vDn9^T%8*w$DlcgIV(}
zxnAjV#)@8Vn>H9CALugI3a?%{Hk?>2n8c(X6T1m~e8if2EE+iC34T^j12OzXEwZ^m
z-k7xH{nPV<TgG71l=QoG0D(fjsd9<2@fZnf&w<#pBjl<riyh8n;O~v)W*N!O6}2hn
z1KxLbtu5B#v*VAn?D+vG7Kk1g+Eb2ZD)asi+rMn6r56V$^?i3WF?t#gbKD7kKrKjM
zK8o4Ei`n&e;ol8q{+JdK*Y&Yyi;nM_qH>8y^KAPVH%+QNc^P_4jw2|#U{Q8XwOl=(
zVA9R2UdaQEyim7A<gxC|>c+~2BHOob&EW4AtA&D!CtVt6k7(xR+;@!72^me!uFA7K
z(#+09D6VzH=-y&JvndDnW_)V`Alw7*vU_TZiK+^daL)S6$VwIo?wW~e@q&_@21|k<
z$_yQ<uo4g6ziH(|n^8<%sI)-jd*_b;M~iQu03B06XaM`V)-zO^>9p&VS`wWBSojNH
zAumM(!E1(LgRw7Tad`+{7iq~1v(YRH3Ub)niGHo}MqGyN=-i*Aw@hu*x!-@GVmd|J
ziS9h}Ky8$Sj)WKE_3)ocvOugI8JX6KdG1td@*j|Wa><;Q)N$4*erG#Z&Tn{6dapiJ
zB=2BsOwYcPpA@yc@RmL^MaLgSuJ<MuCS)wAd|n=v@{Q}nLb;nqnkIafmI9YJ-5k|a
zJn7jgaR2t?w&9JqPR4$z#ZwDJ`%K8)+f#_IUeGu_gJs?e>ud4-fdVr{hB~6i-y8%8
z{^a<U3<NUwv**GXxuYz{$sdH$%>aRxtDmv%8`(X)5xumIAf6WFWy*RCL_y7%H&0-M
zg!!9kE<CJkqX}&tFFTeDj_b4ljqs26B)p!40vu>=jd`p@M=Wbw9=XxLXlvtXkQL?(
zwG9&w(&*PY`>_|o-H0XOu^O3}+bAyG{`-~A9Ojty$_Flw$+)bB^@TwSUEg4WfR(+P
z97*&9JKKrw)~*-LMrR8b*vmA+h<T@TEU^myvEa|`{o**Z^LLT(5wCCC-$g=-t_INt
z28N6N4~H9}Le}xRB2NX~l0!5noShdoE?eRrD=L1o<&+B!1Oc^9N}`<GILuMS4(GWw
zOY)4Tx<?93AuIO=c$fDMEhlMFJP&Lm>(0dI+prdxkv*{CqfOsOQnZ(B^ve>~TajyY
ztN1!7^2d38Mo704i{&Wp@atb}+5c+q>io~2WTO@!6G%eL`I5w8<$^{#U(H~xSXR*s
zx4{j{yMF|P_MIFe>OJkG_EX(V7I}wbNE9dXasSwy(X0H0aq;x`zam6`SXFeCF7Js}
z7ls_LJy$a#Am@Pe$-L^U8h>O&&va7M9>o#@MLWhUS=xETBR<BoYAO(i^+RqrFjLb?
z==g?#Gz&w+BmoOeV(nAnwEFWL|0SAKA&b`YFk_Pmai{FK?hMeFsXQ-&wUJzZGSOm|
zJis`mdVQ=6d^EM#bs6Jmb!HngtlMU*5n+0TTLVQC;2LdFelE@z5GRevx>`k%afd%%
zdq&P%aK9g}6$^{|hHw*>P=DdLKh`*tv?Ky!_4xi_^F22l|91@4e<P6obxtDY-&s%R
zqk~ibU4#u*2^tr^^O|jVcs}h~cdxYGyETdXo&Nb}0W9&C-;ipWgBxl`eX5GSTEPWK
z!x(8o5QKr+>ABMjiq87_=FV5$1XXD{E6Wf-#IodcfU<vugWuvSXho4~t*RxZs*=j6
z6m4_`XlOcf7yVdFD3V6}qZFe{{Pi`9edD3I<J!HJu|@0+BFekc%>4JlTw$UzhvHKp
zZa!DoER@4!a0L;3ZYU!d-BCZ`=@4M$TcHje;>#4~N^~p+q_WW&(f);@dC{u;dheel
z9%FhYBz^8$wz#<y$srL_4++*8Ix!w2kI;{Mw2glc-jJ}0^5kXLZ>)89qjgE-vYPq1
z2we^OY#8`{_)=Sl#JE6L^|%LLuj43c=l==Ysti=<h6iOscjtwZT-w@sH@izxwDEWX
zaVa7Hiq|W&G*%(dOAPKRz1ttT!>-u73IZTqvP<{UD8_&HM`3*9I;4{M_9(YAyrNo$
zY)tiEQlm%Dys`_i;_;}U+-fJhM`;_}e_@b78*9e`FvswX*F@t(K3?Olpkvx8dL%VV
zAPx}w!hOMAF(pMScWM`LI%OS1Ty~eIjZ^f%%tZwN-^WiwK_7m<)MDeFg_Bq_PNWNx
zN36LVzHHQ%9}M{=6GD}TSNiu2R{C3z>|QOiw2U7Xp1D-68?$qLDmBXDpN;-qFf93-
zI~6$=wuyv(g#(?y*7eIQfnQy{m`hlLu};wGSiB!Kdw97f_xiM==a2TJ(xT*}NErAT
zpKZ8pK_?Um|LNk-LHR%1fc#I*IkJH}Iizh4>9|eO1n~vUK<fO2MPh5bpz=pfQQ`R7
z=(A%IzUDOmKGAdFK7}{TE5x=XbhRwnLwpf4<dir^AR%DZzF_Yw$V8^N=z}}qusYKN
zQ$>5C*urqDqMNxCQe!K{vv9{mz1%6IZrNmTsCghZa2w-9tJo<ahW~;eL!o4!vutU_
zamzFGfu@0|3p}JKKA5;8epy(5hc=K}Md#$X!|O~&8?9lJ_2g4LCIT#JiM>_a+xf*u
zxOAF?pMq#xk$hoDKCP#FCg@2eSEQ^d+P47HsHvASnjHG;vT1i($26_m*=1YtBrDhQ
zYhS6^U}{5Ut3p$+@?^4&+BQ&8e~K|<LA^d=-9E!MN}+$7XCz*=LSIV>-9$tW1?W8T
zAtX+_)f$A!OkL+2i@*u4x6OodQ_=J)93d?uY!bM?dqwf;VQ<Zlmson66z(7k&+yPE
zBpE!`oPap<S1mv6adZxR+7Ekq(PL5WpA;I+QTXaV^l$&}6H23114p)Jm#;X%!=V}P
zeGU!|_)JzfDh>T>t<sZ(&`o$lcT@cWrw4*mf6@t;dNaB$UuWAI4!ba49vhGMropOR
zm_GZ;+B^29j_~*dwDk>nlGBTo-O5=atfjW=d{_Py{+UR5yzMHs=0Ko2b$w~@^76bD
z%s16NJ?qxi3(Blb&pR!xm5&Pc@pH4Yoh;v7UniEObK8=ze=3EMmt}b~YgOTtkrJ7F
z$xpQG1njjK$a!+tZnGu1eKJBP@_<JCwD*6ct=cz|n-sP7Y>uqV)pM@KtA8g*sL{em
z2Ev<Hlncz;(xb2Tu`)e_BHq&FJ&5$6{I0s^wJyJ8c1XtDLvMg7oc@ld6<NVxe+0aW
zn9i<6Mq)h0P)~}0`=vJSuo$MM@>_J79-Z8zcunZYpLsWm(|g>twai?O>g%TVY8aI6
zZEsHf&63@h`b#nPvV+0os7@XK7^TQqJAEMvZ+3_t@ONdyw=dwffl484+gNAJXCQnn
z#N{KO_Uj9XTrQ8m`#-?V7pAxR$JjfwCPWdIH7%zI?PK<o7bIUJtUE>6OSRol`mUe6
zY6ei=o!qib>qdWJ!0J(VnVT9DE7knB>7zy)$)iF$*xonh8N$s1ANY>>s=Ke#+^HCH
z-RGNfg>+B)zIetY9H=j;_33<fVNUI{k^VreUBNAwyVlPv0|F_{h&Zb`njg!hy{&sH
zUEuyPPAJzyqeJ-)Uv@fmXoB!)Bx7Bc30edKmF!6>{qV%zX$f6=`GPFuN><jB4&2$m
zAE3pW{ik803%=POyD<{FL`AbmvT<z)*Z@VLb<9tVABWzmrD_-~JzrF+V4}Nwg^`Fz
z)8A_sI1frV6;=)@OyZZ^=zd_7jG__~SP^7`)hS&02S#VO<gUk5@IT!bGijTv5>`s(
zTo$O))V2fC!7!W7S*9WiHqxzcUycjU9bwG#hhM8`-73j6_uUo%OkgEGIxkOVj?hRr
zP1yy5z_Gm!%zt3I^Z*wl5c}Ds*F$;=wCbMuOC6#`pbQAvYDYe`0dp)*7(2N-6Ff#=
zG8b`{$B=EtPQZ)xFRt}5htGIjWSnSxQvLnM<vxA>sw<Cy9YW{U&s0)}2$0JIvgMZh
z_@VL5SJ3{dx+$8<K}m80PmbkQ<<<{7vp0wz!nG?q`^6^C^lIvo15)&xp>}%yE^HO*
zyD+rj2zkS-ds^d^i2BNxv>RJ<#%bqsSY7;<!=z1%kWgF=?Cz(zM4vPPv7zqdM&|?1
zBrmV0)NM9Em!yxi^{`886VA6fc%=SpHFiC9d>?#L<5E?4vbpFNfEaLsv8`j`^t!i{
zCVM?wTacY$k1{j@lkbR;n~;rc79}^2NV|9Dxtg`$e(a;uVo=kWBShDIpfMLBEjl9K
zsD;{oK-CKtj%c9PDa`H<{X9e#E`i)*{Pl;pD$(4B_&wCaX+y#a{cSnxDp36_ZUQxd
zED||W4`^36LM&>Xkli%qZJ;hbOCmi&)Iw0yxiJyzIUXf*sWj5qoV^JNh!*CAcvKOZ
z0_Ew&z_1}|b<tUa1?osfkG<|dLVW-0umeBL?0%xskxw^QcL}l-H)h}+ZXo#;EG|E$
zOgQt)QRj<GW*#MZW#^6t_lFC&o4Dhs;{e5iJ=N80MVp#4SXpb`kShj3(A9iG9o@5s
zH)qVYi$jgXO`1<`7);L0#5%e8<Lh?-u=>r@HJGfmMYUJI3tk_i7xYY}y|o?Y%U>6h
zEvWe6Nl7XvK9RP~dxmUFw3DjC4n1${%=#o>y%Y_KN$HkKfrsxqZH3^U=YC-*ouAJl
zE)xsmn3mQkuC6jOy>91*D`i5^{X3*0WHfiZmDw;5_zqnUvT}8MY{+UIuaLkS{TGHu
zVqJn8&`-0b!pXa2<m9k7+nO|y_YX44xb?9E5NomeM*rSMJ<Md{sBS;;w&KemiDcP<
za-%pPoUq;zv!M^LQJ8Z?C#G3F%?}a5Zw^irDcq7~++3=e#%B0VHf;jDPa35GOB%P-
z;cvZN$gWw;*=lTmq+IGWdUFKT*$kKMaO(e5`Q_s&(beyu*M^>&2>GSIlNJA+E7AWc
zTQ-V1dw4^KX3PHGM1%67?tKDI6hXw(AB0ClLHiYr^rS|A;xLm0Qu&7ZrbNidRwucr
zRfWca$V`3OAIP#}so63MeQgIem(0!kUwP-$RN9x^&Pd;&7n4t0h@qh3b90|a-NZL(
zFGb6nMRCUc36e)V0C?w1psoiZ*n|j#-k<YuC|7ud;LB<aGYxIl*`mQpytJUS*&59u
ztqN1B9pQ_d=+!^=3$P6n{iXVQCeHJ>t0KowK-9&Nk23&~EI(%pI9dG4rnLvR+b&0q
z7!-5@G{SVr&7WpmZmlo8OTDCoz7c!eOS3tEpY%Cwg{*3=)o|So@>!DZIGlHW9h;cY
z0Jur)OpC)II2;%ubf}8N>dJXJZGAG*hE6poZ_D*bGc;uL`Crt%WmFy8(l)vX2^KuK
z2M@MzXAvMc1Pw01b>Z$I!5snwC&AragA?4{-C20Be7*NM=iYPnKJWN4?s)&)AJDy8
zX3wr!RkLPS)l(`iNOW+EB$pcmS+Ye?=Lh#EEj7!7{ji=OD<D-4=SE#~Y_l=+_V@vM
zyyY3>Xjd%ZYC|_UW3oQPsQ?I|;uM!T)#xf}rN#JH+v*=a$2i{SyR05g#lFF}3c-RR
z_G@|L7sN>kJusG19)%}RP*h?PpCDPP=cFF(MDshut~9EyX(FoqTDJKw@?X<AJza$q
z=m@U~vm3!YKYhQf_=0EdgYSvmuWZBSALEQ{xe^ktVisvqO1mZ62N-<O9Veo41SEhs
z=0F(6!^ibUSpYj<kE!aW!Le-7TuG?p;oF-bwE3gD9$xCzijDGLAfiO+aW4_X9#WMq
zjvJqSA@1Y3_tKCt8z}}*zY?u|?{x49@s)4Btc6#bXlcxg`NvVMh|0w!S)>WELIu0C
zLplrI#kYtxmTvPCoj!Qum-^V2S9U8)i^9iLNe-H@0CB>-p0`5#CAsnII5$Ji>#qcb
zof>tf{pU=0@U}h>`xt(c+xU2L^sZ(Jze@{<@=fs;Q#;){>J7SRwa%=ouZ1{eth^sD
zMZ7_g)??Fa`*LDNxAzmb8Jw%@C42)dx+#1RUbl5b&iEnh0`ggZw#)ifUfg-DM4`(E
zJ=DBefXXUPv`V~~JJVmEb@h1I0skT0zwtqNMgtbEJ}<N!;hepvqS<UHoAlnrU7Gmq
z>{2;`ko%BhI!@zF{8|e{7+uFr8BGKllxUluauLaz7KVy#e+YM#*W}CSL#ah`^N8rX
z_GTJjqHwLpm7_P|Oj{bPhP=a)C3fVbOw6=n7urehCBIlIy&;Jd#dZL~%NV6=nyM$p
zz@-sG6WC{cyt=)q^oLoQxPA8;r^f~B<j)sMqik4gj=)q6n6@Z7EDmsjrXj-aJWD<X
zxH-)koA2-SCzz_+0xA~vu3!sqY+phv!ckMtHCM2`m`yU>*k`)&RP@kX<~6jBMjW<Q
zghUAE5z9epZBfNu>OiRe6A>fmn!90>#YWr@9=k1ENr8~}><X_r9vD`-pp5!3y3Twc
zj$5R`a}U*I!+li=Z@B?tim{f=rS4;OK~!ZSRNMtq2nLrrpP=3NEF-gEUo9@_ijj0s
zv48MOi4sYT6_}zI1g|p-_a?iPWSU!K?Pa@r1Qag6j8uA94YiMXU{Jt!)9y+<y>abo
zM9YgQ-J{1kETvXhX5rKQ(e3SdU9v={1j`FfCb(pN<|SYmPUH@mrAe^%MR`U}FVru@
zd!1W1;k0sjjaA0dl6ZNYR^xtnE0pT<YHABcI>^76=;!_MEheFHU9blj$jJBn(5rR9
za2AEOx6E<66YeEiX)c{FUa;t1VX5GfpWpHkT^oKB16E*pye!ue-~WiSe;fV_gnr4*
z%yd3GB<RxrYO$T3Mtx<xyxNl(1Lywb<Ymz{T3Pqb0L>jYU7$F10NRuUh+t291<h#$
z%S}aQ`mjcqh1ghgt3L8fJN|4jJry;&HG92bh-E`3gzWKpO=F6#A#N!4>Ur0KFdy31
zk)VfZYRgHoz8f>-%KUqgr5?czn^~dvw}%?&8*xm}rUDxJk)Ew{<mbJ)2<Cv#pQ}Vn
zt|sI4>BiptCQB?!w)0akUFmsht@pWhax>j}lwaA!R7JzsB`>v(_A<)^P9b}9WTD8u
zkR=Aj0Xg<#Ctj5Inzmc1p%T`VNs9s_e8i*HX2sQ0ADrb%+cE`FwGba#;jSjnlOtjH
zetTy}D{n`aip5|Xf=q+D=<LsZ)aRjs+TXNpIC_^~OjfHm1a2rcnu7_C$rJ?b2W;r*
zk|$v+L0%%>`8Pn+FLXLL`CVW7_Ezaj<zFCIUi8(t??<7D>v%EiXpZ`)Ez>EPi$myX
zj#puU9PQcgQJ>-IsEzhc-slwoBX>G+icoEJ*B03p*&`Xwsmpz^krz1bNpGxOWM<I`
zzU|;K5{@p@t*Z+hUlwqq(pZZS{YJkEH{ZO|lg!=h<-XR2vj<d@fz3;dDOgv2<KGe7
zOm)3H(hD)88LW-zcYX3*0JU1?uEWy|o-^xId*+<@rfk<;ziSCX`n(513UmL&mD!-}
zxk<IjcULMY7o~5YDrnD=nC+!G>TG`0Ra;g8?pf?A{&}`|wX||N<Y61`gmka4CL}3s
z_gn$%tp9K$UO3HudIh7*rWIFrPpgQ~c_6>5>?IW=LsX38AqXdKYo@AgrIA=?MM!ux
zrQ^qh)=j9b8jkTew9E80<f3dCqjakG;Zlbu&`a2Cojl}`w{B9;wMuicrP`s|>eUW$
z=xVeON9cwA)7?4`44_a!8#8wf1&1!Tgq~PG;ogx>oBu@=rbPy(pnReJE)T1wr30eB
z0tA7I@b0@YwHf46O-Aj^c&UD6h%g=Qi<@@05BFHfvP$+|Aq&NaO(v?f5O`skFq!IR
zSlg!+rAa}~`S_(%m%z(1B{{*gRt-9O{Kzybh0b)c8T@tpP}>?Il=T(aX{xi0&m-`-
zAguFe(J|4U@S2YVwKpG5f9{Mz@41t&;<u~jb!hg*%3q{%AHt5JhI1?vd5l%Ynp~L_
za&96AR!j4&)-85)MThBFhtM``jLBUcUlG@DAaX?r2Qb+}5ErawIP_!-7c{7+XAstc
zq9s^yMNkmeGCYpGL~`9C@7lF$ny0t#)FzD>m`ifrg`#etpoTZVH|#4|4iE_k3$MvU
zp+_L>+^K3k*QXvqU}rnGIcJNSnGabW_jbCwM4E@`ay_6oeaF8h%JAp3TF7Hp;40*3
z*zYB^O1N2g0q$HVsxP(qnn3qjFeOO*y~4}SBs}YkS*N%;k7=td914@g##N0q9}Jz`
zvCdxaqp%SamxbP{Rg~Ruds9h_Z#CDaO&)6+iYubKv#dV8o>IF>YkK^a^-Y~`B@EBy
znjE2|lr})mT#cN0*0}WbFym-5ID6K@gS5P&I&@JMTQFUtXQSG|DgkC2RO5?%PYb0b
z6*{`4jug}$qBgG3F-A~hyq%F;BTm!X5dYu|CE1I@ktK-O(If<F`fjaa^m5(~OvYCW
zp{|7Vsw*IIHp*cy668h7=D(yCEQe22igZ6Y()2-@^rBk#R$fs%-RL&4e~N)So&Ms7
zjlI93o&Cpi)EV`4Y3CHTV$-qWW!U(heAjczujb{B1DHYrGxT0m4_{$)@-Ujn7~1IC
zzU?!~+1#z*cHP2W$f2*+my-vV`_P1y8Q;O3`<H7+l=|U5%z^R{gviBiY6kUB)^RZ>
zy5c}RH}deZ<7RPpgd*HYnPi{%O+q~ya<@;LsDNI8Ukn|t85fk!^irR87LdnT*}JWz
zo$KzP?2^=-+i81mNlK*vOALCXw3;y!(N$hibvCz^pa0g8^(}R)oMRM4X`Zo<ra2>-
z^fW)svD4!*Ccij#?z=ZNmN?&{ktjPppAbi{;5&st6|ps4qpnu`$&Tk?v{qk^Nxa6t
zhhGXt3zt~jvyU}Pt{o}pR!up@M=o!}O7UQ3x)G^%MFT!=`94%Piu>v8r&~+m+s~U4
zt*kQBjO*Z;Gq!F*J(k?F+c3`2xXxT3Ti;CILUQmsp=OF>(EBtqRSbtP%=sVLo0PX+
zEo{sAHymoG8KEprH5DOFzL*x{rt9Nx&NdTK#Gd#@r8~Hny@oxpba^Co9({jqOUd?A
z2@$y-fsjxTokPbqxS1IodU=GQ^id>5b`r{hXO%LC`u-EC3Vp9T;4!i&3mXs-4jR!v
zxQ~+k7CEW>|M_zxBDnNk{1hl4|03^zs8MU_8LAO$-y&IRVT_(Tj83xx285A+a28_U
z)Y+@F<i!p!dFtO1jL?#k6%nb4lc5ZJDn0qM&`m}z#Wc@bc0{Y4B4LB?k-B;dFKs^I
zO+<FBJH``r<=fFVeQjhrM^yQU>7H>~%xTNRcLo6BrZbRZmbR^rJV$%NOt#&zzRTpA
zh>x1CL(f)UfGQgo$qK120ZJ*kb}Zvf6gR)j5%Hx)BVi^Psb(@Nawd5cPUFhCKYH+?
z^vK!r9o-bvAb-R^`81fZAJJqzB6mMk0c*0oXLt~E)!nN*NN(BCN7X;T$g)ay0#LQB
zEtEsv(6nP0-1QN_((6ZX)w}s^@-}vz9;o*c`F&EWim%6)aGnML(Q@XvA$*s6Co(fp
z;EV%%pfHR(DPoZF&wI37>KBsF)~a7qCsR=t^g5$vKN>cl%QXRM*N?Bn&DIG^oCUny
zLwmhRp71DV1zduBU1^&l)OBV!h4iL}M>-OTB4f4!c(~*8k_bs_xq0s`D$Qqns9@YF
zMf-TRMi#jUo}TWSTIw-@Jlx}|Ab!-ii=vjDk$q9MpjXo~=|HTs;=RT=XUw^_1!l@z
zuPs~sYhQG$(U5l9`m!eg@~Bo|OX>b}nXP;NQd&&^bpr01<Yj?A?w!?xk1u6L=f2BS
zhvmF(<ITM638wycUn9;Z0;Df9*~@L$4aoU!H(<C+GYOJ;Zf&AB1x1z>=0@t3lS<0Z
zqiU!Pmn4nSU*BR3$KFJHC#al~2b+#NwGky~is!~VQY~o9&9R{x)2Vz&pDQWDxG@~*
zengB?0v5;n$*HtTuJp^(TdgOF5ADs~i)#7-&5Y{=&QW+4^TV-WM#WOYwnk|#sNn|c
zCoe9ad^;`lk~&otK8+{~Jh}`c_!1_&Qd`UrlFnmB2R{Lt&?<rqJR%8^&bR_mMtLxf
zPKP~VWb2YktCb_|1KBTQU}`z;aRrjNh42~ebu^To&b5H+D+k&4Y9qr-W*i-|M<i+4
zX1kVPvKxKfnO0J1!^p(sw&c2JI7gx){clEI3z+7%#&spvbv8B8oeqvJ4_R$W+Fs?$
znh`8^l`8@P+h(rF*MNLH8by50T6jbrC<{3e<T-_xZK?iTvejkrM9!UF<7`C>NGf@j
zt>ebp%z8MLurMqyuknyKw2;=L(CmJcss;rLYF@T|JiSp-uZ)v#tqVt5mZpkvEfYoI
zu>Yx+p5eY;FG$O&oq?glT^yZa??4-NIMnkrrOpPPWW&aC-*O9j>#LXDDNcMpOa{0>
zTVRsyj6<Tg>ub)$w5-(?a<HEP+Jx`35&A9*ytLQC1Z)HFTIn=Th_!3{2@RXA0vB5#
zikV07yNs?{rz~G{y<R4E%nQZs^IVg2mc~jFoiI0quyjVft>O7Yi&<tM8I3}nh~o-4
zUp;>_(f$P5BW=q;uu=2MJGZV8K<ZU>4fO;NzCkCP&kMj_!g-5>j?}fggWl4(S(;?{
zk^2~E8rsWq{TBA9jKtkkS(vYTRSns0rdw2x1`pqWf0P0)EoqUzVL1cossGP0qk(l<
zUO{n$5GMQ(M_!0(iA@K7$1#Pl=<7e+QN<Y;H-Qsf364vey@D2KT?vP@ipa*i)bG<7
zwfz2cBQnsJzE79V3N_z!(>5+FMwV#jg#<k%@5#x0($I!;W2*>zu2oW7cZCGqlJ<Z8
zF3~B}A&)xhN2AOizEY^Sl_}+<Gn_X>ngi*njtBH<Xp=Y&=--Q&{cB%csB|~^IR88+
zG30HA6_bx<h;^(4AptcX-;gGRx=J4_H}F(X(wVYKl4_x{n?ezJe&=I&WPF9pj95!j
z+}aT3j@a1x#4$MGRP;&D0VvG!gC8sM{ee~}LrQD$=VE|RFM-cZ|JA+xC-85}e*^v<
zpR4*KI~S<*Gy#3f(Yuly^|XpRB|m|B<6SdJ#;x@Q+=LR4)>Wo9$;tfWK()NOuJMiu
z$`mui7R7+z_EJGuOFp}_C(fpC;al@TrydW?Hsqd<tjS<4f?L+&`7^)$@YvdkkKx^Q
zb&lG4sIaY|aPdW~g%OkdImkc}AFPq%P*Ul8VO2{=Ya)N+pPrn5_cX72*=`8Qb~GkL
z*dnArxoWdq5*|H=7viYRHWyC5FWsnH^WiYR`@VaKqspNx@-(`aDL;zCIzr=Yhp_$r
znFARGEH^95?L=%8A;o&SF@;1YssBBQkC;20ylb?^!WBK@N<i!1yvpoe@?XW*ZPE31
z&lRYVol@jtF7+HR+TO+wS|sCl$s!q5_`Wbdn}73!xpVK(be`XifW@liTR<ibX9=@Y
zpAJ`79nTBypT{&kd&C682q1!0xbd<vaS)D@Vpu-fT+NG@^+?ogJKHF4;d=8BfLz#6
zdLVn;|4MVMDp^~@DA`z9nU9*j*!wxi{wI<AoDOz_5bzN}5avA+ejyMcx<AY)8M(EF
z)wAXI{Mh4Bv~fST7?1+xe`KJSJ3okZaeD;D<3(h5ds=ZW*qXSDeo>i3JztrwWnsyz
zQMC$DW<ADoC9yFY#qa<n{~KllidIbxP%_oo)&NN3ZJ=Vr?P*`ucH!k3c9ZN#?n$zn
zj|!=oD7G{drlrIBBxN)#1%iw9jMELkVJ7{){|Dm%uP6?}{ZCkk(s>{yG2=#?>=hv|
zUTvyxyFAFH`ae<-lynw5&8(P*I)m3jo;Q*C!Nr=}w9AUyt3eoMYL@WiUBxGu78HoX
zF&AYztOE2_KLm^z3_;!0yRP(@#;7I_KT=R<#|STn^uFWNKm(Wu5NA4gx*YeKnW$!c
zq0OUAH{45RF5_2db1fS8qv-57k)QRo;r2M+q2YN;>`2#TysL>EzY<@fX@=HI_%@|)
zdQ9CCl{1TmZUf&tJfpDoJw~<N;uI<x?gX(51ahcO$mP@(BxQrNpZzIjY8WB5_acT)
zzd(niw2Uz3cG)s^#dKBgSqF~S#FMH#_=;MhG!5~TqM}=oK;l1nnmizz>i97D9{$9S
zM~7y$6VTH44fRq)(sb|p0FRU%SonGh<nkHN6P9`}YwO1)BC^FipLJ#G3H*4`FXv2h
zemf%uG@;76Bw}}#%|RXU!aDlZ@bm@b0*>o{5d44i^q)$>fldpC-s0(yP9hIkP^gXn
zYISho?zN*5i1n@VJ`+}-?ul|x^yzfFA<s?ul^0)`ZfBm3_7If_^F;7QLr7|6Wy5N^
zorD8YR=yL%q9uP5khk4Q<kDdA)K#gaD`rs(@61dAOoFhbK~^Ze&&Rc3*{Q~zbw^kn
z&~xlFOOm^CgFI|CQZqudhfl_Py0oq<%IRsrf_2IBzPvetj5~{rn6z&rnz3;TKrS}d
zQ@AQEF*DnV7;_&FSQZi|g)dO);4ir<F!A6bD4}YoX-SxS{6Rnk<?UM<;VLS!M9$v5
zP7aT04zYSZs02BG1}K0cztgBFK{~64N)|z}yf>y(bg@F``HMOARI@V{>q1Z`FuIQA
zfb~oWroxhhyWJpuIDC3r1f7rSed3Bik)!s|qbW_mPDBkUgj5+>P-t_|U*oVtrmJ8R
zgO{7*7&CNk?4$;&(21qHs3~bwC`%}8_Jw<PB^7>jy?)PkO}*dxdiu5`A@S9~3nQQD
z$}Ha*uJ^8H75W{GQSeKa>gl+(DXJWT-Kmn)dzI3Zs4g63ri}iUbqzw1>YZ6V84Kw&
zcY?`?NmpCv&0Q(P&0ijmG31QOyk>j>EIG^PY!9W@L(>}>l?cd@E1sz{jJXH=rXSWv
zu(hr5uWr2(d0sifHAcUw?A@Z=(kw?uiMAhaL}To_<!*B3BzkwI_eDZa3a43YVG!N|
z(!L!#=K=1sb=|j`l9#=EJ==DrS%dFo%_9=-^K)UyWcg;JV;;I$>)J{&QF3f3U>qtN
zpr*1bF6CvkRsnb)EYlo%?}P`>S|@hUQhtG&GPLBdhRl6fVdTL_%QJ5$il=XvEhw8>
zl8o^x;vGODY2$1lk|&@My{XALeM@dFp`n@J>0$iZ#S!KrwulX-v{@VVy|~L#@OOyd
zX<9-MH4o(F#JBh|8y&{s%;@n7MA%cJqh>Jxsn*ubNO9s@G`y=dENdq`=KHPUah4O8
zjTK~@rsO(;s~+#MM~F(cD%!@Mc-J`DOt1T@@zaP7+H46kqHberL*w|R_M7Udk|)(6
z#EFrr)<-eO-x=&AFet*+v2qsNFb<2LB|3{1{MjgY+tb%t4WEk8b6jQM!Cwh+$J|6Q
zkZMbu9oH(H9Vxr0VlPYS(kVI8LeJQgJ?~p<)YL0y)1a;m+(Bhl%KJp4GsH6fBXSOr
zqapA{=60JEJxjSs>tO7CC5=6vW#Ty5#@b0bDJqN3w5?nAcq%_Qx;+gDTcp8;@FA~K
za~rnglfHI4JX(nDc8cVN+&ENkX8l=NfLAS^ht9;lqW#%V2YMvLv2>9e<;dE{+C_))
zU!dtbvVeT<(ng10Ak$tG8d$rqg{xFh!A}voz251DfhCo0AF@y(F*R?pYlU+qI$0^|
zK&g+cia#`GxseG8aLFS|DIaIYtuMVrp~9W#Oo8jhUpgvf*eZFV-xtQzUlMlPFN34n
z@w7PeL_!(E>aznj(>q*Zd2yr~EOfXRJxMYwUrax~pAnnQWv{79G4wYK8aRhrXd*Eq
zS+AGXC%B2YED`I>ldEc)W?tg%2gNXFMMQJ|B&_sYrQh6ul{TWe%EXBhHCo~g<$hYU
z`SfuBWcSv?xfEXvSYoci)I(TkV0fv~iwe)*9PzKUhlup9BV`?F2Fa%7hA&fMkKolO
zTV;Yeg%U2&_Hzhg*$&bj=PM>OVRXSZbiU}hDOS0iRB!5BVa>T~pI1MNn{;d%QJ?SW
z3Z)(878sFE#do>lO|U3yq&SpcBGj*-x_y*8?G8R&ZgEFQaW~dfDouTph_!j-WZG^W
znZ<|5>0E`LC~lCyAA2u3%K2b9Oi)JQztuI}^~Fr|#WTkr>FBCEWVtQa&7I1y+&FvK
z^ViMzY?9gHxLwlueG7)kDpgw&!fxn%B*u5@dH+c7p3q16`Dic+7%0*Ip~nBB>i=ik
z?*CTQVMcf(<0lr^%I#U=FOUe=s5&EzSh;ed8M)ZI@|Xa1x>6D|rX$giEda4#r$$`i
zL!!cl<QF&i^|u+TD}h?NE!!ytvP_jy(fnQ5gai#6gNC4k{v%!2P6Y(ZdA*tvw=A7A
zgO;fkkNHjtd+b;RCSJPqsgI{4@}tcbr%*vIS9|#3T+y*01Px+)hMRr<#~QGopo!xe
zsg^$6&5t#MgxU3;Gt&-P^7k5dPQn4!k31`RUqf#M%L+!9-Ihru^`|)dF2}O8_f9sG
zvixMJD>t_9e*D03+Kbx<>U!z1z=VT2Pp~W)9fWI~4qGC>C45!hbMJW<$k%J_j0<GC
zq>~5gV|s}gt#c)yF}|zkNl5(0?bLs0hkUU&fxG8{5faxmQPY!%8j)4FX0siVb-wc8
zH!C3NAj!9pV;aA)-$s7pC~*YNShc@J3~?UvU1OfEK(92KK6+EaD9H9yU2Y5Is0WE$
z&tnSUp2{87o42?3x7o4!?(&V|k*vxF?e7%pzgwd_PB--33l(VG%T0N)L9vMN%J=dI
zJHJr~^J83pfxEzYAO^~gyLJJxf+behd1RMde?b;3R0rhpfO1<-7$5OgF7G})tR!w;
zJwVP&+nQhjxe=N3T0Jv~GY*CO_ya_~S+6#uo5AIMLIP8~_wv3uUdlD6&5e0iX*pX3
ziR{^i8q|cVU#29GNRftAZVJ||(lC@yABxWvEHamd#UBRw5Y2Z}f+##TVi{8>ore$>
z)>i^*o>Oz*3ePUn=W3h2i3zc-XG_@UgHN`1jrFlTdn|s%$mk9pTyBJshwt3vxUOky
zA3^BFW0GG56m+@w5cqdh5caSm^7R726%FeVFRN`)fKXLeAL>cnxf5j)YSvf6+=C!(
z5_Gl<t<KsRr?|T}IztaRR$Gwdm+I_(Igk2@K#g>xb&f?hvvr_osu?x*Kz27_O{3dn
z-DhNBwq6@w8KrrigGZZ{%;mE>g)?!5P;UOTgrZfLV^M#;c5MOqy_XnKUs?RF(K}-A
z;E@(j`n#+>Jt`Qu`<AwiCxCYBIQfyDi!)ZeE?|+qk9XB!_K>g4vMz~*c_Rrvz!??(
ztHiwsD5@v<M!#(L(<9B^ZB@S@fMGEJ>+J;6G#5K67y4kJ;0|;G(oBDJ`^oLZbxM6P
z7<qd?l-d=)Xq%y*cfNR5nBy6FB;ua3+wIkg*iGk}kiL>{)!xC=7_LtE8tv`Xj4mH%
zg<i6k<7PKmt6}l2A%@{iQpV5#c=+ma!BX!%u|toxNyj_Az?S8P^%3NoUm&rG8eL0L
z?YGm<C95@yX%Wen7Wzr~0chiqh_Al5y1Q8W2RV{v*wxpvNU;(wn+*Oaeu&B<rMBxf
z6}i1I{O>Qzj)G$BM!+YM$5R#l%YJv0>OK_uLBhC~LSpKX`iG?USQ{-7&kK1;VK)~$
zIapJS*S@ES%*1sjKuyu5Q*ijDyjXW*Mo<kQP%03*rq4a0tnJG<q{mJG!WX=PZ}AYr
z#tPQ$Lj7={vmCU3=Zmw<Xf92CtM$aBH5NaDu!+gjkIDNjE2GP!X68hxX<gV*I&V@|
z)ZHK)g%53r1?ig_4>C{tVz&xG;v%<?sx98=$4l8(R&=2+u-@H$4SUj6SA}7q4u-sx
zHakrq$FC{mnk;{*;Xb#`L$0HaoaI*7sdviVIG?hp?^Y{Sio3?j(abpf1Qi+qI+!>w
zk;l*&E%gEYR8JV+$JAOtDm4h@{sHl}@4=vs{G1-+3!b!G9GFUmu+9KM4*KX8$q%J<
zr0XNp7S7LxvQ0TxMswRsKJ02dSlQ~s0#<?!FFY9+nqC&{zZGeaA~XyE^+N-`#ErtG
z*K}DxXiw3W<8m#u+9FK=WFup@qr7Ujz^%Kl3#L-!`lVK8>rU7Frg>`_#Cy>xN5Tq*
zbbx^+m`CnrRExZ`r+SzX{|kh1<6z|Jz5pYpi>zU$>d|^v(pvsVF%Dk%k>Z@3oiO+o
z?gvA-<Knv|qpozOkLxvMfrlqdkbXz=3EBe(!PYq&X+t46MJx5UHz`>+pSz)JAGyDJ
z(()A4#V9YjS`hg0ULaD>Fc(?Qd-#ktD#bp|d9?_Abua-jeaiTJ{{8AJvtdTYX3ug&
z8F+AdtmXvULij~SNAhw3UXiV%xefIASz*Umw9hfVKmX;B;f?5oYRU#;7#08J^sZpZ
z@R&r8cz?%gDGqw7VfLi6x4<J2l>!jQT-RZ-jR!GrcW~3Wy;E`0)f?z+BNkL4D|q$c
zB$mn&1>5wX!;epJJg^kp|7akT-PYlWZ+Y&i>#0|H(?S=-rTZ>LzP^rQ7VfE~{*)}V
zzgI|zaqRnI=6T;S<Ip3E#SH80p3kcZLw5b$8HPLcqMqJoz9S`!^U`hm8#NPBHeu_`
zCJ^R*2*DIrl~A=}$Pt!7i0sFH^_Py(NPD5X)dM9m*IgcaJVz|?&|t&ho{!kjf&2C+
zulHuAn}312wGaxv?KXnLk224_M9@~!T(WNNkGZ`OUgPfZix=yWorXR%x@{P|kay$^
z$HBMJi1i*q(?Wk>X?<UlkmfAdv<6KKxx_%)$J%Y|ZjHm%8+?;Ht3Vx<{>3(4{giG`
zmpl+cy;#=?mDHKR<^yxiB`@7ql*_HIxgDj3uU9=H0SJnE=u=PYuExHU(Zs$!`%r_t
z7U}6ZL$y{Uwyqzb$2j5C5DOJ?MraIu`d)Vu(*aQ>-J*Z~px-AWlUaZ0vF#MSP9N4<
zV(?9}*usY<^6IBdb)(E|)T_^z?*v>oJrcNldm-F201za~F8_7}HQt^tr!@5oktBp;
z`}$N2g+_UBAcSofzfq{BWVT7(8S~ApgH|6<CN!J{L71Iwxypxa-|e*4zcDr8YGx$A
zn`0paK}lps@aot@#d3Jr>YT>1Rjy?{&9w)D)iPFNRbn`PpwQAN>wa-jjZ$HAT<N{;
zJq(H8msyC>a3w4wzv(ZwC|g@WM>;vmaK7hY=~vxCRNJU)@t8`5>CB07VrN(IKPe4I
zq9P6cYJH!v`{B5G=4UE-7a05IV`t+?(0X}8wJfvf<@*@<RugzCVK(abJ9n9P)8KCU
zvW#9Ibg3HcV8i6yPa*GQdfL4YvHAhXU<kWqE#`q9R-kMjo|H39tSUQdPlKL@3%QnW
zxAuZ3)bl(4#*aL?z{4aK#bfcOs3eh7tar@6Ks-Oub=9wZ2QOuLP3vl;N?FqP-;r|;
zhvu|B1F6Hq7`s|2PnW-DM$m3gig>$~3o2j?x|8a}g7^*_N)O&nmN;8cH&;5+G(GgA
z;Gzmictm-eorK>;eCAL5v=)2(G?rP~IELso3XA$SRrxjN<9M6%PyZYJEGD-mU0C8r
zXDHdNyxxpr^(2dU)2w%lq10SOxG;F7;hsSO=RlA7)FtPS8na6+M*)}f3nPZLvP8X2
zjjggIp6OF!8{B2NU%Z&Z?o4~KNP4X^A5W;ZZ#~Cg8R`@I5~r)Occx4EovaHC8PU!*
zEke6d3NY=hynD<)mZ}`ZFuG8i4HzVT4f=8;^!5RDe6i8?jFPnDg30^lc3M9ah~Heh
zT+YbXwNxlFcYT4xqP9&iu7SM!W314h|5Rjey0Y1TBv~QKOJJkO_aco%?8>Ua;AfYN
z2Vd{$8Q)b=8#W8GpnbN6o1;kMN5%Ta#z;+~rLHhkv7!nRupY;BzyyH%uYZQde`Gsx
z-+L3+rFHcY1}_>Z|E@QPOKo1*o@~=+pvhLOw@t_@XR@^BRkKCj-W5?;r*$;vbwzNN
zK^?Cmva$%B&@D<948N1P<Oab?LwMt?8*hECR}mJuqKHP0fqkufdTy0m?4x^?9Txw%
zY1yRetKSn)b@t$bI5Bc-%5zUATlUZ@Yl|I$$4lb|jb~O<`&>qxT3P;GC=gv>Y^^Lf
zx#pzv!A!NSe5GJdBxrz`QXw)DF|SmJG5u5_g6WY&cV7<&W}nbI(BNKTgDSU2$u@H8
z?@M%n+^lDOdi=FC43X%KOso1lrHT7wG+}MJ=;|p_f6kRn<JX5G$d(X>>g44To%A$k
z6c(BUAGLm+$Yys9PUP#3KxK4Z>KRwPmxa4pYH_7|WG`>r3yNJ6ucfLirYnOY%}1DA
zKA!pU?|eAYTWpx;@ji4^yJ|~fw6_Ww6W%PoDSB*y3SYd?t+D5)yN}Pn^_?lnd-S)I
z_>an_xF0ukAv>z4YGo#-$o0u{{&17&_4igDp~~v==q$rKU%Z%Lfg$*QOo!kaVr_vT
zA-NX|i!xY~k&wO3o%x2Sz*efT&Q@|*ZuR%{9^&=UGWkOf44ZFFws@AeUU36J>_7j6
z3QTadhbEB5wsOb+ObT%zN^ZM~%Qi@5uMLsqf|)lZLN+XkRFXpm{jG2gpUid2(QQ$P
zIHTBLUYXm9TIJ}*G-n%jud7dvo;;1U<mVqAg|$mR$(o8LE`${B%)}}uy>f$&u$Th5
z2^ggI^t{(>!?m7GM?lRyST<&iM4s>MSyA;J^LDHnWjL@cH_FR?*HRBZI%2t3$YX1I
z(;mr~geieMJW&&<(868fi7YU`BVI7q`ZWh|OxRr=2|@{y5M+#vD4QLXMj;gUY*j=F
z5$pIfoK||Km5mBXDy{4a<f4%HUD1_J-{;L-j*h7Km=*^V?xNLkwF-nkLwF14qapxI
z{*LSC-}J=_boJWDL@eNK;*$a)#`~FOv9F)xEa~<-B-AR;?s^H7d|wyFn6sQ-Ep}Bx
zMDZvP5?6->R<@F#Cgc>n2n>C(b=R=wt0KL+ga+g-GYiPXf0TXtT1rxW38pjBMaw@D
zEXcQ}F|4+|bL2|l5(<&<4k^r!OJvxm7ho|PUAXbg;tpCZfh;RM#!$MSXQ=yr`32(7
zfyru4c?qn})p%20EG)j>=l&8i^__Q<RXE2b^s6dEIEeL`T^j*YsqG_?rTu)zcwdS!
zLlzzATt!(|Qr^kLm+S_J-hCwLTt^d7GH03Q4J!!bkzAUgD3x5btcz+^Ul)4b(a2Je
ztE<hZD~syL_&vdJcDHL4;|96Zs3#o&nHE2FJ@k;PT+)#wp>&qg#@vA4rhZRywQp$~
zl05Wj1znK+S-T_;_tDl5RNESlw33e>4#o?BaPF><$gvC4k<gkILN^(2a?Sc_W)^EO
zi!$=XCNL`n{xK{0f^*F8WnhrDwLYh?2$t<>0jq)f)fl}MCqFh)f?8qNN>8~Dn-!6D
zI?m}$<m24+awo%K{98q58w>>x+a6{sS??E}mdOD{bqilpkO4(%w7q(9odqB-*9|D#
zQ2hdJ`VOY7-|9nh)~Lwx1li=h!ZyE^jxHMfBuV##=@kI6&`|RVon@iTtm5I&Pmd^|
zGNzk4SGda4g!0(pM(>te!8)w8A4R=<<T4jWjB1tB#R=yMpNFhh9CWi8J;Ng<Tb{4^
zlwG`75(b~MdKs;IMo{j^j$M2woO0G|&esx&50PZrbZy^d47_Q|+n?6r4!3bG;Ck*d
zX>g9Wjx-iu^<9OijI38!s|BVeFhtz-NDTYra;9LEC#AeA(ZE*l$mHR8t0vhkOk}P{
zeYzd@5aBYj;EZJKOGyj;$oGBY<I!}Ebw=|2n1V}ln}jo&5DW}3ne*Dz#4!|m_;#O{
zTE#XAwDFG_x-G)|W~I9XNSqU^@T|z2-^Z>T^6A4!0Ij06=Tl!(%n-x$btiyD$tQsa
zW~|s-K0Q8>h%tzsruH+*Np+L;63I^f)LJ6iW~QA9F8ZYPv_&X7zrij1uA_ps*UDx<
z-r8;DJ*HK<Y0irS459FZwZoIAN++U@>8j5li|V+iZ&wr(C0m=~)azr}yy=0Z3&xkZ
zyY7l6;RxY&qIb(5)`yJ5#+~_`!Km4A-^}dRkugpYNX%w%Rn`z1Eb=UFYl9eht~&JP
zIwp*4grw*q5gWd09sTslyaFJ=oFtWDa<`DC!hLlIb8=%>JjE|-^!r)<-IH-~yW)}<
z;m&C)Yj7~3l=+2ytoGr%HI{JI)m0mUdq<s&ATM2$5{pL)qB{l0b*~W;Zc{`@l=psA
zimX|auw#pK;+g918@T*Ap?R7v%zl#KpE_(d_;mi>0di&iVDSgvB-stU;u&w-URPh#
zl6!6RCJQJvcZW+Yo+S{oPddPM*Knb9Gb7Ful?%Zf1w)TE_;YKOc`2<A)u^_OR^Uq+
zzf@0iPCcYvrQAUW@_y2IP4)R6ZwPr8q3`Onb%LMWL`gjPSxpN>8R9MesNbP*qO6Yp
zoZYDFQ^ygpsB&NieAKw`)&mpo;d_|$B)QE`D$8Nt&YORYP*Q-sgwrre&naZK>Z$PU
zP~rAVF5HuaqV(H4QDQfk?gk?<uq{TLkF_%FrqgLaFP=6wO=kDpIoj+~T(WFJL7rq*
z36qy~H}){oJJo4}l)D$2A#jb6>;uGQrNW6?=>@{<jocA!Pj4nvTVTNADyZyOxcW#*
za6w)gdS9~9SPo+G@l(%HXZz;Xv(U{G?DW(#f(wpAum5?^rz_P(IHP_054u8-U|kKs
z-}{dQ&wn|))NIP~R`!uGE2c}GIzAn<is7W3hno#b^axc<SGKK@0Ql6qZd1ai=m4TX
z_$Z=+k^=PEq>pYF)?m``94701gk#%jB;Z585VXv=K?G>jV-7I3BLMjNbpwE%XcrKE
z<akZW{_WdSag;(<5W$m#hNv4!u3w;AGA@OC_^Mx^4Nl(<zA_+909NR`N}BNtM3{-5
z9=Z(xF8#-|$AB{S+ik#CgdQMV)6d2C-qepDp|aZQgWYs_Qjj#Nk=?z=<mKRB+sb;x
z8uEP%ickSY@9-DsW(efOgI9ZPj=jD7>NCj)N(A`x0xWD!WTHZb@MlVXjLCoNz2rR=
zaPR?xDDM$&?iUD_4BFc*HTr9_<bS0Ckhl9gZ|c83Jbhw25B-{A%eXB;OfEP11DI|6
za8N;rGTXktK?4s)VEXzC!T(E_jU#9xvVdC6fhgsDoU_cUHBkd~fxKCycw8vLFLieQ
z`i_64J}~m)j(>Z{zdiUhsgSt6m95JMmiM71h%b#_x0ClYto+}{J4uxxK=H{3KhUc3
z4BOuZ`fm&aHvwRW|L=7f_jkDFLjC{G9Rq3l_RCHI-e5vNR=*BOegNid!u(&LS+#SZ
zDqV}?RU=-dmuEpoD|j-&q`b~F<FK~D8O(xDriQ@k4lg*iM*3Vcx#MRh%qPdDs6dyI
zVSc`L8@rr&P*-|~lyBWni0tnYJE^kUI8_;#((Ccf-%fb61mi5wkN*c_*c~3Q@)CRe
zLyYm-?oG3U<fhD`CCQ_lC5%SB11Eith(HI%p?rzf6<PUwoh%j)h`0bWWn;<V4Ccbk
zwW>SwigDH<ca}wu{h;6@uGL>95#%&WT=(9LV2I$)%`juq-`MoO%ZGd{Wn=mvJ3U(#
zE)7onU3O%K%=TY3;D6IX9-{EC)IcA<BevLI6WJ75x!PLsL^+Emuf||M1Wq1P7@xgt
zzqg$EE5CyFunE4s)7W_PZWs4;H{^GeMf`>|2%EANU1BYj$l1Qq;x=3BvzF)0ohrU^
zfm75Wck_pt3_4ufzf<I5j!IfFJGeBju)MESq<TronPws?sz$_V*I47R)9OcL9^|dS
zRM}qz6>b8A1Ih&P!^!@RxJgw=gb!Bao85JxD@@k|h`xAQcYA7dozo%CIQW#ZP0#EJ
z>%)DKg!nH>ANE_TS(*i&I$E}2Udp;{LJNJXjxy*T;o*v|=4oqOp`=}80#jtKaM*cf
zOAthEJ0<QAdW`v7mK$3o?-@OVx2RBWlRKjGHev@MVY)T}*|}lgv@Hh8i)H<>>{?gR
zJLms4cTK5HIEzoly@f!go=tp>F}g!5W8hEy$$KJ)-pHF3;L=S*xx@ReJ#U8aS!9lV
zfsVzP+b@u+Rnz+tCg1lp#3FkmaUXAp8vdr7qDh4~dkLeZlw?2nbpb%}zsoYHm`E2~
zean0Nt!WlCQ!`OqQfuKRDTmxa@VhUEWYIsC>WIdPZ<HuyIiuzss(qyR1zI2i?aKrb
zP+;wfGyk40{w>AkPmmxHV<bZ5{632gmiND@e&yZ9-z`uwmSv%a{uWhyJ_02ben(h;
zZ~on9wTS7&p$N`;^K>&nkwa(YuM+rQCOIjPA_xRGit<}iuVmmWnItMn28W!_B;K!n
z%l7c6p9YAncr@jIX7O7$T>fX^QV{@z_@CyMRmy}HPvI|6hifUpy><c3NE~8{9dk)Y
zG;|fyu)ViD6GQg543Xb7xqj2!*dxVzW9*Dt%&Hph|9cAfWgw$lmt9wk1U~~k$mdDM
z-!;xii~rr*#?bkbb@T#~@l?tO|JfZF=DMGN2&(MMXbFFb{qGVA8w#cG-5m9)sCtR=
zgfDh1{s)7UgWiOp9n*~>vIYmQ_9`>X)9ou-KUSvB<GYdHuplo9{a^5=cBR`9ze$l;
z72^0`w4W%uiCCs0aLjm75IJxEW&}?OX-mP-)3WsS@*-+@tgPH=-*LNqp;1lsEx5`=
z9}eB9ULx+|nb$2@xLHt9OQwm=uc~hE8@Y!S>Hmdo%;9sKq%pG!E7QLQisXRc{8$lR
z|K33LJ$)bkQ7Iei%~zukO!#Qr*V_#vf1Nn~N<+Y+k1i~K=|>Sx68c-Br5Zu`I_BHA
z$PW_Fp72i1P2q5OZ^Osw{B08by9i5BM(Cy~iPbH?=i|%|A?TpYAGXWF9r|mJ^0!7W
z>$SMzdbKjyxdFpSw0aY$>zfSP|1Y}bU84MyL3A%&l=JJ(d|=-AbBO{>8o^j3mPvd9
z>V%wSL^1)?;?6?v0>vE?8o8@HZK@V-PE_3%vb;k_eR(Zy|4JaZ3Bcej1i@$iudauF
zQ#k+2EB?*2|8L6|uF-jMCcGGNu7SlLVS!0g?^180GvRJfK)>eDP)ux$9i1FZ44{AR
z+8SD-q409@QLs|{xhp6LR&}>C0V^7q{qfJi#Kwt&9XP2BRyJ|8b#^c^aRe?AcXN_d
zaWZf+0rn+TxG1>(yh2iimxA|?JqQFWVQb?AoRnar;QsTR1TO{G9}iImOR!V?bBB+D
zorCS4*J~&kTACRBaf>t*cr-5;8^s@gf86lT1MI+ofAr*^2RMKO9RGd=CvbrCpY16+
z*cz#rIBA0w-$;N}P28OR(TwOnHe&zSNb6DnU6nU6wlEO2b<+lJWu@R@XQklcWYwhr
zivh0yyuKsQ>K`YR!IBQP&UQc#|0K|#Kfo$rRR;qbN4q}=W#kSPQvts*aj`HmQI-@1
zT2?hMbObI@adL1ra{31`9Vs~ZAdr6}{hw|Bi}Vr})=nl4U<qr0v~Ns|Y>iF8awaxr
zPUaLm9GrjL_OFq1ORae)Z#(fCvqk&N_sfQj`1IZ0lK4BC`Ok&<@vo8XUX!Fw+B0F(
z@ghI*5i)AxbU7H6!3y1+wG}*H4mUIV#<RtpK{LUex}w*9&AQr7xT7Q0&#ck^-5lM7
z2q8lu6Y1lwr7^|Arw@LIYbIpROXYTs=A;R{kl^dP@-ZW(rQ!1O#*Vr#G2NWva0sKT
z3A{+gsyKMbxd)x;zn5IJd*+YyO8rvvn-1?K>Zy`>$^e3+HC2<U?iyqy05h6sGEYw#
z^63P8$9Je;9Pnz?K1_Hm)F2&K*%ub>698*sttTN@Wr|cje66*;0r}2wHQ3*>DzWow
zXBfa=mm$lMxyrA+B`@qVmkppqzLFK;>i0u8WM?cmH4eBWA*k$6G}i#1#!{~K*Jfi2
zol)im;>06r<(F@oIZG!Th|A#4H3OwbrR~*!+3r|;pcnk5IqA#jcQ*Ki?%9`Ym3`JZ
zwa4?P&oldVwWg!w(Hozse5WyJX=wJ9dUI0KD<{Aj`Ra4t(>S6}72!<@_nysai?dp9
zRVGPv!EsE^676=+yuD0E=qiwGMs_vD&A$W-e8OEkoyv_=Nl_v*48IPam!=)lWE1S_
z@Z6?B3VT&eaI%(M$?cpvAHI*7b##LGigTjT2Bl21sTf!F!Sc&5?~0+ECY>}rC&^37
z{f@7+O=4&-!^9Q+IkJ5g!!yoSI&stErp}VK&#nzEcNlVCWY(MN!3RzzAU}eb%Hd$z
z1Kg|6sv6Odl+advUjL9}K^sMx2Qkkhm?K;HxmSsK^up|kpDqjuG1szBNn;}{3<|xv
zO6_@?m+^9e>#g6=0ev#HyK^m?LEL9_>Q`+_TT-F$LoxcCwV!faaa+S^!`?|C%0x>!
z7}z_!5nYEmf5b8*2@bq(zu{%frbxMXcCcITJ((hGV@Esr^&Sz7>3qn)k87e~jUJM0
zh;0AW=%+(-Q3jrdd8M|55D;ZJTeOM%-<8y#>fm3J@}~^`Q)z%zoPoSbKxzG{7{KZl
z#(=<ZuyKK<Of1aI0sY0s2?(>bt%Hi4fsx7oE1_Uf3nxcK69+L{sGY6NADWIAEDgxK
zgPrXk0!U$MVC`rE{-0%%jh&C3_dlib$lJR(bt`_Q{u@?dhfOx9JD67UNe`{p4PzMc
zlG@zR`ebJ}!ntAVVHdZBa_qNH1gsZPOD=WX+6l9~T1*X2xUt<#aPft&1Adx6g_#6s
z>aRWD4s;Py#1`?F&ekP#tr~N<OZhpJ>bWgQem=a|FxbMelP6iWoaDZf7Ipm~)aE$s
zn0_wzmY)PYsB_JZ_aB=<X*oGL>y_3Ptr8ZE^7lTZVff(Q&Jyi9GS6%Cwzjm+wR|}0
zXJR|A2GvJL$}}nruaB1=9$V3SqrcIk7|{12u`y$}%PMNGowPl4;NLzhkw(6Jq8dM$
zHO5#xDKHzUqo(V)r^P9_2}v5bZk*>QIf0kr`SLwE<)!w|=ucb`J}e^>C;A(9s7w-)
zk`|yaCuJdy#Z9=igzVgy`|;VYKEK$5j7CAv6FL|?7@j`$?cSZj;ilGYa>)@i?$oBQ
zxw|?#xIS^@ML?XK#${A9cT~^M<0FVwjifF^8-jDV>JyN>ePASwgoCTW{iLfHgj!Wf
zq$vYMqv|Avw24$HQ-5LFKJV~$s9k9rUn6+hH;V=@uU%)eq=%TMC`d?Sjbq6A+}+~6
zC+d&2UF3FJ^p*CYv@c(Hua1>wOUKiFd~llKp&TE}Uk#&Z!(0wKBTTeZ+k7iJ*@C_c
zBA#93REXJ`erK|-89+{8b7JZ#uZR#E4y6m@iOuGH$^WV4`lMSdN`#L@*N@HMFuKr>
z%>O%tzQ=nPjAq)YGBh3CU>7Q);h=vO0gJA_Tq6t05~OfkrP$?|f0}f8%7~FfZE#Z+
z=bZMe>H80MRT?`oAV*yY7UD)P*lhuXX+_5R(V*sVSm($x8qkYrH`9zLqJ0^)i=aDD
zO~dy~^V=@#T<i0Df>;Q7@an{-)g~m|ULE$Qr7j}pFFG=?P@+6vog^VA7`!KXc%&nV
zoI`(WlT+(o4wQD4MKBJin(b|REyjvJgvo7O)GRxkTZet(KYD%l%Z}HS%Vh?xFtj;V
zM@w7m+Zu=!%l0XuZ8MBEt17v~*eQR;W8m>S@_}9TvtG6Qa@1!7)TEWjR}2Kbi*(GD
zcCs*u-NSU}nRRMlh?ID(kYtTCv^(6&ASuC2Mw1VZvLun3D8WR#w4Y4srIBR)bl#gN
zjWA3m2a_Ur!X@`Q&)Z;9C4CBb9H&aSUjHO0Va21cOL<^te7djTi(WcLhH!^!APyJi
zQ8@nO+1bIGIvJ&QK>2(QZU?{_473%)p4r3uFWyeeU-<lDMDJyKX8qm>TWrHT(^3f6
zG=R2(mT8WNp_n`5r^_$`3XSKuQ8&6IQ6?SIldqpeX8Rk}tqk8JTdh0zhp_5%8Nk95
z)NSNP`%`6J;300@)pr2J6J9I3E;k#gesKTT6M^=zaTZS771~66-;r>|imbhJC_(CB
zh~SX>BAOm1YZRnoKpKhDuE?90*<Td}`Kl6psaX8AB%4l2yI=FDa~jtri!1_7(&Yl#
z{q6AcQxfqYD)?;_|8xam;U9Z^ZasF>ASU>R{6f(M)^+LzpbYh?wo1}lUb?pMkp@Rz
zcHXn$828J0bGbgA)MxLnSrn77dC5>s^uA$ocWcUPKsM#bC*Vgdx|7C`>xB;OHebq7
zYttB_Hs4NUq<mb<VbN+p|J)Ucsph3&f~{Tj1zxO}@$K|R%Q*A<pz}ko9E>0;jQM<u
zFuMe!O4^hs0!0!DqU09GrZ@?2t(=BQA$`TqC^)vp;OnpV?WzMdrJ}1|po|J|9{QP_
zAA~tcoqc^-9Eq)>CstH%jz^!HS#^l&iO@XrB9$bP9c1vGO6}7srCK=dNBP;rGb^So
z>L-QrhJW0Vx845(8HU9q318@t5Z$?E{v11j0(!|?pr<V9#9@Mc&=oQo#GGt0M?HXr
z=y*g{rg~`i`4g@6Sn=J^e6}ff<6wGL$MK?j(bKdJ``LVHlJNxCj?XVd^xjlB<mZ90
z<;GT@&6CTQewKU0Fxl|M<gNVr(8*@@9*6tgg0Pr|(yUq>uO6dB+3|P14uH!)2hkVn
zt=5<`!<XXJZYKqzJU`dKaxv<m<_=Th2ZlG20!8*@syH@IS)(WH8^oH|fKFATv|;0u
zGcSJtz4cflyRIa}`e$aG6Ov(&0C2+@W<dPAB4aEK=9qbov|NlLc|*Lc-D}@fyFtR}
za`t4EuJyMi)k_+p25}89bR-hUcTf)OoI({1E^Fg!Bg~Z<CZy%xE8LbhD%b)1m?nx-
ztC+>C6aW<{o=}~Q7<<xv+{sTefq3IEm4~M$Ih`D!FBWeNvHsG9O~YLfVhXWl5E#Rq
zUfV^=%F1F#3kvC~EK#a|)x^KA%_7sxw$-^$U(HzDsf55p`Ep9j5|va_8?F3XB!au-
zw6extPi%Rt>|#NO$NHzvF+9m-K4oYr#jC>PkA@Y|_=i-C-=`Uiu1#>c_c~F4>JI3V
zNK%EL1vZ=-aM;fMCfAQBh=Lo;mTJCY6d^USopgHS#&u%(SINIB0C>w%7hXZ$MP*|u
zCIKpCX6G{Y!+Dj~ov65^icM>8@=F(_c*D*d$MSMBFr0g%Juol!3QU!~{j<jt*RjC?
z@u1Ob=Yywwu1dA#H`5|7nJEq+5-4hHOzG8?c1dlx+dd3OUU@Ahw`5eNkH$}AU>-+j
zn~I!<d$8M6Xm`^NlWCeX;uW%X1e$d<n8Y{c2~P5(TOebPf5`~s_6_H5wmSnxL<cb5
zV$UTKzOCt(6k=atAy}kMaU6as>@Z;~?B?zX@~<k7xGrw0b%v&;VjQ3x5IBsYmU45D
zbH1bLFuG8U4GN=hoTbJch?y$nirpJ=Sd!l8%$+TafF?hEcswVGyvCiJrq`}1w`{AS
z+9lbr<oKurdG?94;SeR^n1|NBPcx}x18DUvEA*AIRSo~Ux6E90EmR%Y%BAuU6M$UB
zV#6k`-_Cvn&C@0ly1dosJ@sQ-D}vN0nmq|?wzT4YCqwxzobyxZC3R>0O(x@vZo4YI
zRyQq-SH{<)x3oOcK+GuH*_hebW~xuQqy!r*8i%QZ08J|DW|P}6GdLAGD21BxL#;gn
z3!^&u1Ce!Tk|bX3%wSq22l&d~maKKWGqEJAm9rw%3<LX>Re0ZBg%dOC2HllMzWih?
z8O@}nC&m@dUR_cs!SNw%b{Dl3RBX5{uytfGJ}qz9s|bfqWpio8@<?4!*fJBzv?dxK
zJ3FewC!}D^vDk?bK-c63J43q+IAZ^FiOm+d_GuG&f&jrFK!8?3+A3#mTRXHt4$L%Z
z$1wMQ*n7*UIJ$0Kv~h>v4k5U^TX1)G8VK(05&{Gd?hq`v26qeY+IVma?%JpG-hIBi
z#~F9;yU#v<?vGnNs!O^?ubOks^~||e)tXPlIUp}t18{W>++#j;$cD%jJf2d>Tz(47
z`K76@ReZ$e6y=iXyOy9bq=P(V3MyY%4poi=0uCm$3JEgg0gl9WiCACTj_T&WHPP&W
z6wv^{tV$<}%E0y#8i8=MSc^zs`$fLmM9{ZLZY1ikDyHcHYS&CRhr}>S5XNvvmN>QA
z@2uak6u_`5GHOp$ik20Q(=FSde-cxd=zwtIx@^&nl<6f6cB|{&rK!VmEOx~Kx>dCv
zeU9&eO01Y#y1bF3{Q$ygV6rYwQ%r}eiIBD}V`<y{TW9vN{F`kMPf<q(>HEA%kd8bs
zdQndtQgIX^)sq8ax`c~dkzXksJig1}Uw|iJ?&UkvIBqeb7oF?g;RzCk71KTQRhpOf
zylgqcE*4S#NQ@{(0xEgX{95EWnI2(7dq(yr>_}GA72X>{Iw8PHk33$XQs%E!OG^Jx
zfkd2Y8D(3{9%-|=U6>&_lUi%%&(1W&Cgu-H?z8pdF0ak3r8>H!xeA--vZCIti11i}
z&w+Tqe)veNEIp6JyP7?w(d7a%M!d;P%h_!8R_s~P;MRg#pRSW_T!^K93r^80hZ<kY
zPRvmD{iv;*t>TGHs*8@yIY%$0o0EJ9F?+I}uM1i<wJG_a+S*#oMI4}pLi>-zs74rt
z$*VEht03u|PTK-=(EAWG8o`kp0iy?AhRQ7oVf^o<S))F=91YauMbUJQbi4*be``B*
ze38A8rreg<1KlgU5(!Ro%!F)~ShlS`cnm82oy%ahXP-bgLLzu-X3Cb0nx~Q>TgFnv
zXxLgfK&4L!v~94bQ*-@T8<!t8;x)_IDepZ*B@%`jo2c1sL8a@KnkRK!_hW7{%S&>Z
z0mGqm6rxWeoLk%)NrPD83ahj<oaJvOndMS*_c-TTu%xf><5!F2k(Z4g?#2<=i|qF4
z`gzKdJOq0qU+oQY@j?hIccxx&^ejpgXT!+6x4r(kHEe8boaF+&A}M!moYY6z$3qun
z{dc#T+PT_hN;)R({FN_x_dp*kR?Hm&9@)dl>@W`jZs8{Wt?DY#EG%t}O^{*(g+Xgm
z+&GbSJ9N9YEyU_1;4D?Gq1CM>umI8y+-@355pIoIOeI)N;s&k0Mts*sT`A}SxFYB$
z1lrDc!KrMjp#oX1mbcraYFcQ*CO&kQ&RSIl_mIfe1@o?nu@*&Z&#nanQgO9cLHVf;
z4z8Y*NW~@V85U9r`lqY5tXkJPeUsr;?Ox|(q@)XswY-G`u^(Mzb?^V8Y+S!|Sj<rv
zmtG^Mfx~3R0uD<izgp&G{v3nVZyPanqJFABDGSf~R$UOrV|)hJJ(@am*`87Gc5yfj
z3$+sjz`l*)1aQ<d&TZThoMi47@x$B!vM-b;`^Yw0ueG%e6{RA1OZR9{aK}CX<2(Ht
zHiJs~*?;~<tZd>$GtK#|@g7H3Qi;l;(ZvqcXkzceX9dK^*@7heOB<1q#zl@?+iZpE
zPl8w6&GWfCpXEE&Ski*~%nxDnflygp*FBw}-fL45jYKYXiE^Uf-r+eu`aH+<kit1Y
zn0-yRz<wa9j_#1D1cUN7xO&Pq`0a11s2lQ^>KzRQNI&<Dl8ev`d@Z8N=N;FHWnJbq
z+38+?Db}vwF0x<zE<ahY)zZ*XNN1^P(h^ImPSs;qH&~IjoUc}W?{Ffy>V4aoHPTz4
z7n0oxHO2Y`O=)}HQ2%rg;<;cjMk{8t(U@yER>X5{gCpx%Q5V>Fs&cm`=Vl|ARX`t7
ztG2#)pt3nTS?#9S&r-kRj_(Ua(L$}-8%bCrA}^>_BiBYILYa_g!kdU}fS^t<{8$ar
zQb9Jyl{{IP%rRBJ<*<#z@wh%$J6q&LZ5(XQGz5F0;1#~g?A2J0G9nm$sZ#T6Suy-9
zGn7e`w2yVA&vnhNI|@o4c$l_~oZrRLe=+=9_s|;~t_KkUrHv|Mc3f}R=zVxq+7&Z0
zq`pxs7iz8~se&9`kmw4PLDIMo(w8}#Ya9plXL4A=@^I6C4Ehp@r2#zZm&RRWYc7wX
zZSNC+Cy?rVuZUUngd*;flDV-zTwcCInmM2swys-BS4S2R`&4Vv>Rv1&k&pLIZ?01B
zuM(&@%HBTIsP$!1h9y#!8SfWX^%0SKdSQoP7?@X(@n9W3)<P5@21i?tk7V8=3mYNP
zXN#tUsa;c0JfXkSPt?cJuFI-U_?j!=(ifmR^j%y<6GKT`P1qqvTE<OMLWac-M+MtY
zm!=<*MH@eoj@>P#thRhxaxLOkk#?vjl=H~D-zt$>+-E|QF-1Kh_6SgQa`lBAlQbe_
zAhJo#EJ>kKYXgEQY^uf@nhdj73`fWXj#58A54=2HUsjJ;qVbYavq1A|PthadYWst#
zJVh#Vs&-lj;zAGzC|bX&O=kYC)nuh=b?zu@GnxOSe=KzPiIKZR+yi|G=#fky^2f-l
zY7ye%|L6lzAT<JmtgJaT;G|LZwt~#8KL?$^6kfYR5a)^F3v5^Xp;2yI;Ez4!?uyFB
zr)JbpgBWho*s-ti+9(|3_W4tiErVF&iaH(5A3S#wdd2K%a#AIw8whd&0UECoTb$Sn
z^v+e4kp~~}Zb$7u)C_G1N4;LNth;Y~GWpp4yPR2JDG<q^VROAD#enD0aKwH4AQS12
zlFQT{)>xVgWU3W`yB4@KgQ1J+F;PC%bWb9RXc9?p_wjNtUYkKDz;^36jNI~h+=*-`
zM+rYCE<CNe^&v@77wc$V#9kcemIUMmu19#FqT;a{PtIg(I=A?jck8wa(JFVHCUW*p
z7?o(<=^T(6>)1JMsy;q5lV`mQE`zQJ8+5dF-j1U%ey0<&n84>u(Al5VDrXsP|E+A(
zkil|7hmm1Mdde-D(}+=Z7b#)l$74u8b`c4siLB#IvkAY;`^>LhTS=tW=BgDOTqOkl
z!%dr1YtpgnB@6nHaD)Sa2tzXnM11_LPRHA{Pk;V6FX^GNB{s$=Y?d1|R-)2=GLQVw
za(<kY+j0eKALKn&@AY<luC(FD-Q+KA?CbkU3MZ9_2tJ1@O&5!{&v2XDHh>)RfA1;s
zj!ou=wB4P({eD^ljg2qA9UuVnYr%dy^wt)8#LX<=RZ%@8A2{HpsvF^#Fl~;TA|<oa
z{(ZMdk6%dfSc34V_14M^Ym%d1nHff~3cCC7<vz_{2`p1F4a@d@&Q%2w0nZKMtLT{c
zQTk@7EcqC-dnQN0Ko*yB=K{t`^Kb9380M^E^h0n~an&~}$dEEcgWf*Fq3lvRKIxS7
zQT^ykOh@b6@N0ahZCuc2?7V=d1geTGkIbNR$*-@Hgmfw5_|ev0q>W>(ZO<DO>%Sl_
zA0C$aN6}P1)E3l!s41v5!y+c<Nq8ZT$0AMwK@bywnC8F0>#ufioI!&bp2cxxix-K4
z+qBhBqi9yz!5$flQIUNpYg{m5b+;@K*9+K7Ddf**H*BEUaB|YoD^NvIK3#2A33`Xb
zSji<)X<2ax?9Wu@sQ(G+#Z;+nKahC-)oSmsU4!%7-M)G}4PSNvybdxOITbSF+B`Bb
zcjQ*TB?H)Ls=CU&D-jYl!vpGf?J%=S(HmobJVkdzRaBHTs`sTI*Fg2T>e6b0@?Lw-
zujD$~Am*o(%vWCfG?rd`(s$(XH<E<EDd1nJT)4_4nutW!%Xh^@yFw;@s#ObvK-goW
zhvHQ?M8$DtW@derrH+6JWH(IC=>2c_e6;9@qAZ2A;k5!TAI9C~i)fnkP{$y;S;|lI
zPeJvG^(Q5OitIV!r}xRR$I`}V3jdN~LHq75Gg?%S)?UGA`;f2Fxv8<)#zH_&PP&F~
zE4}@l5A&?nYvX-6Qb9aY>${Ytky&Irb?kn+y4))BW2};LnkbBuet|fC<evq;38hRF
z8)ovxjT1JITei@pP05t?;ohl*RB8o;;0?TWu0O{V^XH4lICF#1mDVmdRpr*_c|4Zm
zvNr+zneQ=u8*YzM9O$b&bM%ItECL2YkVa-0QS_wqGkQPWaKL&QNYB{Yr$qR{`mZ8B
z)MwUaD3+)KmGUSzRU^IzK(5Y)(RiKf-5Shv*EbHsm+t<8GX!3Y1lE5EA74CTnUkZr
zKcaJK@ilVq7%5re-)D*1&vd6R+QpqBW=<`uvFIHbklc5Rm8-<nrd5`mmV2&k8@G{3
z0Yj{@6@9egE2W3_=4pP1qeIS9`LaBoq#Hy^Xunk#5J&5P8aYo2Up~?aBtAhG+vPT~
zR62Mxr%hr?7?I){E}=Poto5oCu?h0XMLof(5~-|yA+O@YY+U^n;SuIBPVu$F5)lP2
znQ$T@a;xo+GrTmgFcNzv3j2qxnXZdCeWj5>$%UcWQ1-8`fajudeN2P*l-Y7a{_Bdk
z8v5xDdmbEH{o)25({kZvVYO0rN+nG@wG;;Z`w&$l4QIMPr7rTe=E|id=ond66?G_E
z;--qx63*Ee%pqyBpKfWB^N1M8eBMgdf!KI9V2@j4!6aNcrXxIsnhTSo^((w(6Z+wD
zdX?Mx!ghbA3&>iDmOauV2n!7-dKk~PDGnir#0}b4sjajlQ!_|7Nx3`PC99xS+D*<U
zCq}6TCAv1G)>5PrVld$zMcb0AAM7Cm7yEbvehWNR`|sT_Te}|bJUvVsI1wjPU(g{C
zA`jH?h}4)n`8&vhesT>Yb%VR$`c%-i)=#~+@J>5Q#Dl6PsVW6LHXeZ%0J7ee<U=RE
z1wyKyoi^AYbMT@(p?D!-ST%0gj$zHB{3+T;F23c3H-XMYH!U3*1^JqqliX9nmz_z&
z<%2Dj-;X47<zNk00>W@2j*momQcUtoA()NFEQ_|sSSs}P>k(*fk^Q^iQaMAKIXRp~
zNHKq4a~8`!V^PMIeOG@cZ74KakxaTsKQP#rjJpu6yS&xJ<`G$#p)4RjZn!P3RAZN=
zU`QkXN2JocDa1akHvBe|jvbU){`MWPLB056xZ<6d8%5=@3B0&&tvUmk(*@c<ojV3g
zCP0_an?ov6L!@#l!ed;28Y@-3e_EUHE9TXx@VMjvWKdeFLS?Yk>~eb#<+ulZC5oou
z<J{ocO*H$VWM34<*d9$GcTPd;z@F6!WIS^p)*2~mRjagIrxHNbOb)xdqE&PNQB<^c
zb$_a+(F}58W*h2{v=_6PMi1LB6Vj0sISxwOipk!wH5e!9zf6J7*!D9Mbm(!I)Wu~?
zrBW#;Y*+FuKLrY)=;A|xKR*B3S_Ap9bbnPdtE%NrYALI|5<<!<&qQorPajxeh^y{7
z)50eGiJiz?Nk{~DZY438_>N^v!j^?njUqa&`W4F;D}CU5er_=tLuGCcnYPk6gS~%w
z+)+KGYxxslnw!2VRi0omI3I+mB52mEJK47l@$xJQ)P=PI@=W~#njp5rWF1f`jKTw?
z=c^skTwrO(fZl%qT=tX%oka@O<K;C%fEEn#<dQf|%DSX3eRwj}#t%T*pI=hkl}g^X
zQ|hFphYbXfEV8eD5ADxy8fBiyBA+4{Yw~MAzX}H!s2H<D_o;uB0&cc=@FPW6MPd~i
z-Ij%U>m-myOjrnveEeCKc?hZE)ZnrQ`lhQ%t4!E4x9R-erm-vg6EyKKDb9WYMWqh&
zTRBZ#e~Athqi_BP&LliHKu&F!Dsw`c^Z`gjv~oVSN8pJFlxT|58mS`?>KA7pXQ3$}
zV$bk&U8WxvRDuj2K!(%`2M&zx;GX&nvSb<U9V`wuYg$KMJVE`|I@RsL23(-O{cQVS
zno1W_>Q3+_gy`&LR6<Hvgh{iCXGb%$H8w(cn-xhxBwU24DYMG@x#C(DRA4+0y(x2*
zEfLna6|MydllN}3@XZknmRq;3J}o)CAg*#Ry<B@N<peV$3I@HsKnDMApI!OGNttT#
zv~(BYt#V=X8_DPyH0$u`q4XQHgDHYW)>w4ch7)bk1j0lr=c#!rmO^TUFaq%_s`CRN
zBY5Qghtf^$XZo@5zVd~Mv%=lp%MJ>uFYziYK|V+PPPv_jrz%Xox0OMc3ihIJ2|=Zr
zZzoHRL?`#SZm8Vu(<9zByOo+YriN*bM)`w+4L(dvi=pWPYXZMEg^qJ6OP6@$nSOdu
z&Dk8SuwIfp7`>;A1=0v{I)-y5r6^2QC15J<rV3i+J)Te>bVoDa)xoUPGaKCPBX#?{
zlRW#UjPw8thBiclqkdNoA_R9Xw306#MV|mV=yM2mWeygKv0P1wZHl-*I*9thk)uf=
zqbcYpeOLD56AvJnJm{He5$`^Bo8LP&R<ES6I7%8=XiU;D>}kxxU&Bdl_>d%<Hg(3?
z=e=$IeA5f<Z>ftJ4{l{6>fg>I6kaH2sN{-}^G4WBe6J#5&f31+p}-qbJMNC9ZA-3Q
z^Q9QKsT4!B_w^<1z))r8i_(}h2QqmvvoIKt6=;p#vkGxmT@q^`fAs=TXAVzfW3@rE
z>WZeO)q39vFYA7iDWO4Vtw-1bka{vAg|4o$igKscKqP>ODdd*;Ahe2a<WT`kWLd?A
zgHdR|P#GhF^EO!_^zgem2z1W4Phi`lfQH`|g%|e@I&s}MLuW?*0^J|@{Bpnm;<#Zz
zXdX;+3}=<g!$dRQjl%W%{42lj7>k|8MVygI<nVJv)5i%H{mgdLW!hBoA1;hEj#0Il
zCH1%~+p**iu|tH6cNAnY<P>u!>POgpdUdYLL~TCnNY=k;$nY9x@&sLUf;?}Tf17u%
z>y=Dh_sQGDBC5<KRKod8iUwnUKAJYM-XpD0DZsE}1UEm`?lQ%7KuijJ6Em`curQ^E
za>p=(Gr1qey>K`vZt)z@N)osG5a*nlsask{{FP>SL3PBpqRw?@br<E4PRUG=8!P9T
zp<ggu1XP20`U1nZus!ucnE8%p+<lv`viiu~dtJyK{XNsv8YbbYIxZUCEv<6E4AMzD
zn&}PwFFkSFU(-VH20(uvg3+d3X0El>Jlz`x$MfXuBZA61Y~rcxYnmze<A9ySu`hp{
zv`!6nSXK5@E~qnKWraKF7YaPk<n?IkpW7@;j4V4$B3rZ>J;~u#61vwKbX(cD`}ELv
z-E%qrWq~_q<1HSnk61ye3~9=yQ9DL$g>=_d0tL*7Cr8+EdeF|PZfeDzW~H^Tp>2u?
z9IiY8j14^DuE){jLR%mm79%7Hov(6XkPfGF>qt&>hxdwJ5JJE?g`7m+r08B<pb1?>
zVTk!TS=b1z#;~4@S~Qaz)^TIjS!Gz{<SD!0$Ef&#n=*w(lFo}U?yxY&OvMsjM<X&V
zU92WNcm10eR7^ZH;mG(w0ZUp($fHI2)dKvSq7Lz4Nn<|+P?EC$ZrjB9>m~UDqFuO0
z-?D(cVTchTBh*$dY>s<Bl9(>}qRY5`2lwO8XXEEZ!n7Qh7pI)B%=-O)!q-cUrcO14
zVtwMk?k00A8g`@#Y+759KLIDS-7a^lyqb#7XR$$g{I|jn-NNV6H%r$yNHR6f_w_km
znoYvmk7uFRcLlFfd&XyApFIOm;PZ{Jy`aiU2&GrmMp%=>%&DN$M#$g?2GFt}ctfV^
z5s}FA?X58=y>fNL*~x{ia|!YsJKJ?%1k{fTci+)VH8>&$f{dKM9<>o+gEw{Jt+HOO
zM|Z(bR*iSDKTRICTloNJ;x8uJ+2NkAgza`B_QD!w;h@nQBwhU1uK78*SXf@%C%D=p
z3`P^5>Z^H-IMJ7@5d?IS<~)NrXTS<0cvor}1LMK?6S!-12Q-9-mOONqMlRBKx8X$o
zcATM-TWevz?|peWm&YHpK+G0--um)^j_CnWyTH8l_@x5GV(dw*`4CD=5}NB84R5Xs
z(l-XSPj9#8icnB_G~L0)p9j303^|1acX^HuJj~)_um%wt*dV0EnhQ3yEY`;B>;aY!
zw7bijW3RKl0BH8Yu9F7b=N=;loK!XTjU+MDPGUp7=xho8lGwhGhso1P@U;V7mXidF
zv4wRlTR}G!yrAEFzbTquyC_M1;y|9Z4CGBbV}m+X$H6}@v?esBHAG`XuzBhQ?YZmo
zynf>=7|&h_6n?>-l;;R%W53DtxO2)#rSLeW=G;PGANEO+>DFmQ(Vl1;b+GnhxUb!c
znkLUz_{<!Gx58j;PTTc<aD2<n#M^(w{K32~;LL5RwiiuCf)+Ih)_{)&qx)()pe8_}
zDI$(EG5jqAO<20yNm>TIMcP^1sbVea<Spr^3CzqFyJT^BhRE>2gGW{44`CBfeRe)I
zT<`FvmNcD4K#D)L+@}4tqcn_YIl^d@-^7f|t&Bu43`o%gxq0vA@qzX|GQaWmW4XMk
zty{QaPa|@15F~j|U7Uyhg#G~~-X0<sk(*8hA3P?KP#VGJC98)2`JV6gaChWaD>ZaA
zT^{iiK#2ion@}+7&{C<YRi{6q*T49!DZH=9XD9ZSInRlt)!y&{h2NXJV@a7%nAA}|
zob4HwYhv`VL?|3yB_kHY=i}*bEvJ{PsjkTGz0-J6QhnAo(fNSybr#+uhv8q)@bQh<
z1xA*pp6j@TY>1u^3|Z|>L>>XV2KoeDrr1?7Fjmh2tQd&uKqvy)+TIJD9q29f#DGk*
z{63<UV{`YUBt)MH;@(Bxsi(lIU<n%^?mx1pCx5ncxvJvp`|Xh><T%)isN%rm=bh;C
z#`XJ$`%35e>rEb5r}5y@#jd8pnKSUsCW-Lt2puCDaP^6D21cDM>Im<O7XJh#C-{u~
zV-Vf>7<eLjV;u4KWN`UI1n?8Ly{Xy=!E?bEv`4{Tb2qDgEH#}(ZLzb44|K^m9P*UZ
zy+hv;`{dVmsYyKN(r9O@S6?=84QR+)oS~8Jp8Btpz>kBxNHwzIwcE%xtTfbTnZxtT
zftxF#;c0{DMnQv)pdO$FeaC=Ln9>Z7rg4C%s_`$soK|NI`7pHQu*7eEN)oO~A~d%+
zv{2-7a<!<d-(swT9uPGAndW#L9%SC#ZPzT}+zrd*zLP1WY&sS-iNF{CNxQI16lSS@
ztkFk2ShY<CeRt6$)x5*{+8dDzd8inJ$;cQ)FW3hBG5&iIg&|MMr}K6EJS}1ArGfN1
zah@03g-e@}t}F~IcItabYpwn-XQS>dNa5-jB&fISzvO+K9^w1qUP?yVgTN8upz182
zc3?qWSb^js#<g(h+3xc9+NprEjKIw!H?r@?UQRD#HRRo43DjH;s|0rCn7!7qH=YB_
zWn|xd7y?`bk<m}KFv{|Aim8Y|_~lehSTVT$xY-}7rawyCNPh@R1SN*%aMX278at2e
zR#gODo@kJhn>>tjNj05v-f>999_%;TJ?m+7-qc^h44s0bM>}1YZtt7&qI>f0hIz?D
z&<s%!{V!;FP(G};dj|AN`kC5X%nbM`)p1)CtH}WiT&M^gu~O!-=oO136BEVhD0Y6h
zZiDC@#<G!-QTo(@h2e*a4P|3EoKY(q0BMW5Fgzi?nuK71qwLdne?f&b#X<3l_jToY
zQk8kMLABHvoUJi;Vf;QvijJ|u>ZhGXU>LV~vW~;O>pQ9&>ag@}g>VL&4?^>!F(dL7
zS}!sp^Hni$#EI20uvT#)7|{oIU#b}Gz4n!sveC{%;wIl?1^c0Duk9%KhdWt8-pjxw
z=z*Y5k7Pa)(FRO@pRE<`+)xvNxE`-eo8u$&H=W^EguopaXFQ7m?Uu-Z3?Bweomm90
z`a5cF@;&N+YbOS=whZivvlT0_(P?vV)uH~TN)wR}bJ;mX?;b<9e|<!*0Dw|qm7zJL
zye9A7Tsn0Z>kB2*An@ok!0gYK{!-lqp*5qv?K{|0JHZde7Q^)LI*o>&>(03>d>gBt
zzf$F#wXyF4_Ur|n=oUO8Sa2Qrb$^MxH-LB6p{ShF$~Bvu)wOes>4Ic`>LctV|J_qy
z)sur1gjN|dsDC7zD6%$lM|=Nh(M`vLtsj%uA1;dgCFjTvlX|E3eRpxF8-o=x@5VjD
zGkJx7^QL|J0zm68dgh)Y43S%st>}I)F&}+Z49oKMqdkO~M$dbOM(=k(qF>g$$K!2m
ziycf$PUEs#;%!~SZz4KxZ2l5P{46>JwzH&F-efr2&h)&@2j;~GtOeFaQQz!Nr>Ca}
zLosRCe~e;JadN7bx;g)Jue*P&Qu18fM<)C#NB1Yp#PMBfGb65BfEy$9XoNVn51o>@
z^c<DW<|#1H;N4va3au@r;CUJbv2jiHCdf>ml{liWt81`Atm(H*w=WF*1;l#3AFE6T
zItZoy#JOwEpVPm(J3O;Jj{j%{?T6v@<6Y_vPP>;zQm*(x=_FC^vCit#&z00%G@%8P
zKc5Y3N0h1Tm$I3C=*LWME{0=ln7x)lcJBH&PI#p(F+Hm`el0s^yJ5yv3|4I}7Jb!3
z?Y4()@mMk1AFU6mdbd1r`?Yj&ZW<NuE^^+{Hb9QkQ6uR#GdL@GFWbt+yN@o-YM5XV
z?MvtLeUNNYiy$x0Cq$*WJ^C>_?hhX;9@3uQnl>emL}j(K^$0OsgC_z<v6^@kTgOw6
zOf=SFn@wIB>Ha)H#(MTT9UY@8FB}76a>HGu{l}(x<afVy3uAuz@f4c-gSk9jogHjq
zlF9OR%tE--u1SbK+(%8mzZMC3$3hi%11h>%@sn7?k1|PJ8;%e4NXndIT7j^NW)HPN
zZN~@Bi!6F>TsK-v%~55knpLe={xm!(wkIic5&8Q^!=?Tz%TSD$3L}zS%e_h7xNDM|
zzruH%j9yV*I9vKJStlCad&+ObDOzLd3BMP#Z%C0ulumW$|5_^lW1!&^QBF(U^7lD+
z7V@k!>Nx-1$Y;@KymQbu$XHW&%##*{)V%2;EmEg>eu)o9oB7?RT`3||Kj|ngMh|lq
zSnIFhCb7&+#$2_o{#%@)57S9Wv~ONE&PFp?V#d_=e1%5V`^e$<5*f8c{OKB>wg#2`
zJvui3_?Yx=GiRfD?PfRs=##IaHr$4HW*g&{+RbQ3b5HZD%~kLRmw@5D_||nD_KrW+
z1=3J8lC<i@j@Z^I=g4O@7UiQphYt+!T2N9Kt1*tK+Ve}oiEMibU#><hf0V1oauiIr
zCW@q&dwbd>)^VHCK)0EyRxq1i@UIR8g&)a_fZzpha5B-_ycLvm7fdj3B?=X7Fy|Jh
z=XBdqQ;j{ATxT)_L!Ptwl`Xk=o>b#+zeHqwtH0CzwauNJtTQq+ordG6{?Uh^i;W7)
z;tTY)4qLEv{y^LoB{2qPa~=Kjx64nXjQ03Oj)5`nJJLqI(4TnvwWr|HPlgHZ;{C5N
zwJ*Zk<%vNr#PoxD?Ys{#?HUU#8=nNQH}a?;jjdYE)Xi>R{V*>anRtD(=x#4onobJ)
zS56Thk-$#p1vSL!ejfa&NirgtsFu0^+uP11oIT~+yMPg{^=^-)QNzmW2?n>&Jr>_i
zyFOtd(641<BEh0{t##(1(+zD}P3+~ChQZF$r$D-(R*CDZsQ!H29S=wKeY?`gtmGnF
z^2J(?W7+LkcPfY``4aD6Cy5_uF3K7y<xH?luqrDjoXRms%o!&@oGYFSnkhURnSE6b
zV~QuOFss<+BWtExN&75&0fL^}C>#==J<hv1l#uAZSMsa1g&g?tNd-mF!fi%DUyu4z
zg9Vs%y;6kv77-PTd{MWRBd)MhcD=`)<Fdb5<@DQ|X#roNs+<c|22d&zN4r3cT1>(-
zrrx1KX$F1zrJ3SfF)ho-Z$x1l6U|TD|8@Q57A@#253?yQ#zrucPTiyNC(-LW;$PPa
z2wzw3qGJ1fc|k<Na-imP1vv!OaI-Cf#L%`G<KksSe05_i?JJQjMA=hHJQ0{G97?=o
zDhZq3DET<noTtS6<FFu|{bq7|cn3+nf}r*{iN5xgwGH7`y0Vk3^V0TqcJ=1H<USq*
z3j`aM9>^;TU)u#7`&^WKGDUt0a5NNbgO)usHw{g+i855xk16%&k;jl~L7!9D^oEY3
zPzMuYK%?jxi1Mx`4YLHL%rm(STeiBXL0TpWwRiRW91X6wU0rKNoGzKnLFVpHt@(fA
zmLMfjYQNlE7dq<zw?hB=uN}>ce5$cF$Ff7Qp)~r7Oh`nn_bs8)!dr$!E~=35ZMu$>
zi>O*-rQF}YKe;qpYUER(!YX-1km>NiMXiuS$yDQ!$(eEEaE)Vl?*2{ipTk2sN(FVR
zk(Z<=+NtRvgEzd>8%=~cN98JJ|L|=(OfnZLA5<^*+@Ejc;&@-YcIKg~$g~OLc5xRE
z&BG%dN>^BL^A8gBuiX4x-!6jqoYxF<D8~MRPN3%~cp)WZ2+zO=Ev4cQcyTV8LkV|!
zNg1q5p*deT50*IQ{V^{z|MX38{WW`jnZuVsXPRVMn0{rCxhR+3N2b`=;dv?J+AcvV
zRA{0VYT2m5E2LcU%d`&-g~|lClF@eVw8nkxC1b8nS+?Tt`K;=EfnrQ9Taomz#x*wj
z52fuU(V<*sQc9((Hhh;zGQ%@ZFU=9gEFZc1SyW-+%bAiVrQZ5)`h}`mMt1XSsPqfz
zGbp^Nr+#BzW37|j*ZM;aPFZwrNnCQy48AKIc?73MJ5l6WzJ^yS*3a=CUKPpwfdXEp
zHw@$Z+x7xskrg0kdN-mT^XRHi=^Pur-XW+6jcT^l=HWCBf*a#92gS@CS}QjIq`Isp
z+QvJ$pBZfr7!%F)opx?tX|Gqu*!EtJDpmsv{0$!O+xV?caK*CrVCpLoLyY0hZ2Q?%
zZw;=5gJhH;E%z?n`AzB@A$MW(m$wX3mnJ5Mv7@q)va@*>2Yv@L{=^K&bI!f7wIuq{
zRRzxIG1ZSiAfVsq7q7*KFEN6WX9d6Wd9tr~Qv%ZhX@q|4J$%$^Z;7LRHV$azgeLV6
zy*6Qefsqhy6z#aKro3gmT3NXiT?S67k9gfib!<5-HiZeVdjCZIWuHYnre$BWSeo8z
zzV%(=qrqd)P0+$}P}Vz*fU8`?p{s*BFYi?PbsKGYl|pb4gwd$PqRRl3H~y_jn$<+c
zDI*dOchO(boT+6?EJBa_{g{5?xE@DBag*lhywKR1=A%`cpvn?HuV&}rtrER`#yP*o
zl{P2MCbOi`%>1SHsKIs1kDx7euzv=M+Lc-H6W%Mi=aX>%SdrgY-LKyDE_)Jj9%6V4
z6Cy!a7;lw5vQ)V0<(@h}n)yuS8cT!CCY}5E#X{xoa!kHLUp3E$>3j*sncA9N6U>Fz
zd4mEO<?9+2FsGlZVtC?Q2Qz24@+QVkIUn)EENlM*B+fBEkQ3C!{CpHPV?wG0I;*ZZ
z!z!G78;ASIk<)rqDzPljUO{Wf2jc1xc%}GJ_?3*L&D_B!ryGwsZ^NhVH4!X*(`4fp
zadW|_<grwB0)1om5zpug4jY$3Mm%fmnvh!l(VI&8U75O<B|fjj15BY4J2Zn#c;!(w
z<#8Lv`12CbYIZ${tkalYTIIlM|5g4-QzPQGqn{USU}8D!ic74jMJrwuSlPNJ%w9UE
zKVq;ye1ZPwM)~ke;fJ)W#FgikV&m%#2baoGB|B1Ei~l~Y3|h>gfo~v1U($iB(G!+M
zb>?H|&P2k*<x}t<)T&fm{gt9}Po1!GbEK4vwzcK_*p1O*M@}m$ubU$ZiT=f!noL*A
zk}lh3loyZtcFQvr>sC$$CMc4P@tM_j2Wu&Gm`}MCLewzz!d{kpUk<T<vnG|-b4fo)
z#3ZJ&w+-sI7uGGtRTRGQtn84Yl3-K%XCx^miET~I1n7*FBpb-LG#4p*kQxz4t?MDq
zJ@U`od(yl*yt>@F?PeVLYt88C{t_PdeF7_FY^?kT^Jf0en)|QMo8jX6*Sr}H&j0ef
znSYxlBPpTzZ}Zmv{X`nb{I`EiWaDRNXZ!baX22luZ@@cwX*p>C6ciM|6!HOpx8TsF
zylpH203{^=0{{R(1i+~Q0I-lfbI2;M1_gkDY@r}4Kn?ou_MgK=HJE?S{c}FT=AY{!
z`>>0DuY)Ye|Nr{`4IO~N;E0F_ZXSAhd3gZ=fs&FEXlQ5!H7#`&Elo{LFE1||8X7Gv
zISd@c!^1;Cc@9ECLQ6}_p`oG0rNy)Rv$nRjw6t^uS@v%!WwSr#8Y>%|oL%(IZQR^!
zy&@CwC~4e0!y=O743dlz<iFY5yM+V=d<pZ`Rg{)j)KoE7k=2pqQ_`w;ujSGB#Hi+=
zrWVJioaY>03{((n)c(+GL^5GVcNQZLF8Oqmpt$>4_@^CgiymIFE=-0TTmmz|KQWt2
z#oSz#b5Ikos10~d5&-8L-}}=|Ss+iy0m`@m)k;X~KD;ejC_fe8(s=;jJfl57z8O1u
z9)8{HSOr^KHb;A9ODm$lVAi-ewVI+PG|Ur<_p_Yr)$E+f8fq1m2AMkA{FG!@v^0<O
zbO(g^kMM{O*zabksoLe`m(?|KwKQo5XUaKQhB-M#dAaAAn3ovo2RS(}kPzz~Z05$t
zuS!ckadV+LX-NYB8D>Dp^>(td_|)2j;9Q_4yAuUj3qI|+ydyZvc?dx8_QwGR{0#<N
zB8!Arii=Z8O`b<Y&;V-UdZ<K7fn=}(c)Gj4Ik~)ATfHf(oR=vpm4ClRK#Y!v0GsL_
z2Yh}o0=^-^9lJQb8XCQR_5+(4zojHxt)Cn*s(}Tq!0MtXE80l2p^nSxOG~fIbyIcZ
zK-t;jxvx-R8Gw{BKyf`>RVzVL3qr#v<KQI6^eoHRw!}Kv`VAZb2B(3a%AfAX?xr1Q
z7d6IP&Rg(}2vhX{bawRNM84qw|550nIk?eZP#uMUoH#&2G9YFgeQuj!?Uw#(ix&Kg
zE3=-ra$RDnnXh@0ZES{f;+STCn`2{%d%gxIx6+^t#JD)gGQUE<w}ZdBOt@Ij`SlX(
z5(GaVqYYT4f9|8|oF|wZ!5j1j*i~nj4Hk9!06fbCfcqtQgS-{9s;$#_uTgA~)wtzd
z6m36os=+#M*E(lciYLcf2M6-IUBqK=O0QsVa4%`cll?iw;Qv9O|M>-#7!E*y9FRfK
z>G1DKEoC_g6-g-ozy{z5a09plfB-AVz9r=I3E&D|1xNr8;o%YB;SdoJ5Ri}%kx_Bb
zP*G4&39+y-a7c;B$w-MvNZwPi(7yk`L`gzI$4k$|#?HmXMNZ2v%*P?b!pX()_fMdZ
zkdRPOPzlh`2skK6C^-JN7jO>%6A`cpr3(Y~0RW8&1%n9%9srO-uow=4-hTo7-xern
z7+5%X1Vkic6vzdQ?*PzHFfh=tFmQ0N5EzFFfcy@C#e~D6U>AeORs$k@aKYgSNytZ}
z6tC;WRiC+_;xu#pjD(DbPe4dSO+!mZ&%nja!^_7nAR#FwEh8%@uc4`>t)r`_Z*K9)
z(#qP#*3I3+)63h(H}p$bc*NJpsKlh?l+?8JjLd?<qT(MVrDf&yKN}jGnp;}i`uYcc
z4Gs;DjLy!@FDx#BmRGj6cXs#o4-SuxFR!j|Ztw0N9-sco1@SZgmstOj?0=C96CxKh
zEG!Hx!e6<dpuHd~3??ib1v@;Jm>L4m1^WX>2qKPnLVjH@5+$el1+JOv3^E=S*B15V
zU(x=N?7t@1=l_;u{}Sx~mTLuo3IheHJQz%XDB%9--%(fn!({d!9bY+p4Z<#Io;T??
z#!vG6UR8g5M#aG;)1gL(;GSFZt&`uWebxKiB(L8Xt$W^n2g?KqY>201=8C~&!!X2K
zkNZuu3yFjUgV6Phi&VPajGdga6R)~A>=V6J-Fi-9a+Lr+nolB)uueWf#V2qEtke_Z
zDiluImi(fT<<WKX9H*Zs-^aP>3rzjmd}nm*${YSkiB(1B0~T|t%@4I6AC%CT+a3Vw
zPHqX=ka3p5e6HXyvw24XFB0?iRjQ}jHJ(_H+Y)22vo``46nl)b*e6rh${5YETUb|&
zPG9`sE}C^4odoL*+77>15%Z=^^_=<((R)kt`)_w{!$KsX34OT7g7JIG4PCSDRpP|2
zuAq(Ofok)5L;@qFm=8Q>&@ri02WN5U&L2fe3OcaGAI{N=|EO+SdugxO@Iiv^1_GTQ
zo+$`0px@}9J6ATgiQBEK9rpB0Ghh>jBPix$K4awLKr#O>tQ`LtW5<8?8=1$YukP>K
zi^}?(I+<-j9k)YV3(?tzQ~x^W5q3f4!?n2YB%v?Yx+WxQ78litajj_O0GZ|lVb?bD
z_{5b_K?h6X4C+X6=7lySp<g7>$FdZ4F$qhA-!Yix8`fodednLFzt{b8Lq64^+|A?&
z)O&Xi>-HG>nO)nT)`oe%@%1~-Yw9$=4d78R22l&4^)XVU|H!zk;^A6({xoqE4PIDI
zW<0jipim0)?Ls9z>7mMef@w|?brKyOR}K0-*(e*1%QX5tRJ14j^&o$>*MPNBV|JmS
zy0-L?S&u0s5n+*zjMx2J>&<={Ka9;4MT_d_1X|xdKj8f-@X%%6RUpn9CaEoVy=rFw
znw6QIVz@sL_g1B^-C&h9TpzdVyU8g%j0NBO@-(w@u|x51?5D;-TPny8oSK=$U;vu+
z)-4>xIB&D1S_v;DGojG$*I6$sK-|M!g@VP;#<&fR@lug%lAmNnNoz@ofersP)~x^6
ziq#>mdeOKD|7y%xPJKID_F+|p+}c&F7q(`!WI0_G9%JwkaPbz6hi;&;p1UT-`mmIM
zeB|%8vn*ua)HGuQKe#x%RT3xn1A{4#LM>UXQD$83G3$G^rcYsE!p+cwD%>IBbsFC=
zZp(}G_q?s6I2n_RY9I>>(6px_<b_2bUNKI}am7}9>9CgOp&GDHC>mY%i1_<{hwwYH
zPS6PgshehI^?LjUy0C4MD#G^{?1O=)OE92BFz6Ls{;utk^>a-;o?XJux!%X+DMdjr
zAlA>}A3C@HN$d9C+2T$-Obz-5eZEQXa7VpQ!b<g&?Gf$|nR`tk!87k6D+>0d^@t^0
z|6CCBlf4IKere43{nFm0)z|9V<$Cjs7*Ff5P|{jj(?MmV=b`oZMgZ&A7lo>aE~TgS
z{b&0<rthN$G=e+)ZfDEqG1~6$m~1g|7{CCJkAOf;ROcZ5+UStm?{Fv~A<C<RHpiT+
z+(71>5Xxr5K$D#(RX8C{S4raB-=EnBF-j|x!(`E3g24bGP3d4Nh19mMNE~y6Y(vk#
zFNjZ0)N&UPMT`a<a*<X7Bcd|eAZd`MK7%01v&M7}-hh`uhl4fF5JFR?pzZoagjb1e
zFkmLucniYN_HTS^|IIDQeLS_b2)TEh<mA?mHPg`H*HyO%oe9jrIw=xc5lz+a=5xgX
zDm6zXdKdd;#T8#CPK%nhrY_FKTVL(=1a)kfDQ$2nLp)oC82Uf6-y&RnN4h@I)-K<L
z_VePez-%7-h-bdn^VmuP^%mGTtEYefGT~e6!KLzbf4Vm8%XV9(?39J%oM>+m-Fj4o
z%Q{k9MG47$c+!G@GQBTJ-F;<OW8V&@$V%*LC7-O6%Q?+$<wgdc>6Br<99$ed%~#UF
zbUd(v0hGCryrZTM-8besEjnQ@gtTwi6Kbx`?gLaos~W~f|HoQ_^S`~6k!YCd@I1BR
z$UEhm__Np>G~eZ!I;F^u8sNp~yVPmxn^GNL453<^ebjEM<EroC3{y)Qay#AVGV6e(
zc|SG2Ht14H)0y=N6L^$`$71h!E(c7xC2a(MxRQ))&W`(nehY;G8$x25(EF!<rKT?{
z-2!In@m!^y;qnm`=KXHy3m7m}4A9UXE^$27+Wq>Sntbmj(B)yaTv3KP=)CX^2a4TE
zKc1EA#0mN_iI2~4CuBbFqp*?!T3!xE(NCT^h}{i}YP{jj_1Za^o7L%y*Eu2hz@~i*
z?X?_KaqMvWNWh^V&6oJDchl3tx!b3+GeS%&)}(tVW9Z`=SwSfe9Zd5BCq&g}kUWp3
zjS%zu(Ye^c_<QOlex>B~GbFXEbmqN2fUW>SgZkfIe+o%dt$I84FRlDqV%HxqG38@f
z$3<voM;4v{_;?MPU`DrBI3eqgr0+0#l%9&lsF9Ez9K4U;QqjLoCIJIf^lfs_-j285
zUSGyeMil32Cwa;Gg>g{n$bz-9yqjxxAUaI?h&>3)mTJEn17QQtyN<Ul`lIYNpBvOy
zxh{(WOHzJ+TX~YPxPg%Jc8nfcc0;y%^BsP4HJt_W&YNDXOEz}Q%?RM~5KWP>{L&=C
z>Y_QggVEeArK7z&6+(+9i_OKvb4$5rNK3vx<=gkO>9c~CSG3zZpEW6S;|}YgOp}mC
zWb7IiU4w&H_NMO3i@a*VCE1-<A~rE#GYL9^$VT#nhWuRREPhiX`_GVTB*WZ{Gh0R*
z>fA~31J98tbU@DvMzfoq+Ms$Bi|odmCxr397DUtloZ_j1<o%@l00xLyst`CTsX{o6
zyBFQh<3v)#Ix8x71f4>eM7K<B?OtT$)%n1HAKkCM_qG>Kp+Q$_PLM33*kC|onBT<z
z5f<Za<>3p-a>u{x-+H#3_>tOYm&hiuhWn^fa>0nbRDphCT(+ZvEwjanykT33dxqoV
zSzAZmnb9IOC@t;7cVKP4(&ZRQ^|;%TJmJFF@N;zCA|XyMem?0V28R?Ow9aaag+GM;
zkD;CPG}}2RO*I2!T?zD|{=Al2@dDO7F~HRpz43<6J~PD@vy7f=rCTA;sAD`wIwzLa
zv?s;G)Mpqt;X#fj#PddR8Kd)aa7bwud2(V{k41DZ^FZkI`QR|)#E@*^2KU1lhnNuN
z+L{bp&%lffCxg7`imLNwEWZW$n8wAc(-T7D6~u8xlTp<}7zeptMHMp{qaE0U64xbY
z_G}EzO({bgrR89+dR#&c?{cA+-;;*Cd4%BPS$?b=%)&3&As=lMq$_?V!ur1FmMoY?
zHrQn)(xcrsqg-4yVYfK~u~3+WQHx@|)#l^4Xk#!y%i-<tO)CM&<bb;e$?s}JTsg!)
zxJWEUE?z>prrp*3R=r6{PWPrYEPQ42bdWnElwY;NQQl*LeH`%1hhK?)VW3n)$I~i5
zQ&4rOjmZ|~K7IFP-DSe6QDjG}xyAlbqvZX!9+E)m@4WA@LnvM}qn_kU+0{0(yY|5V
z#yr6ZvID0Jr#E@(M=+pN<!ur7ocsEqFGodX_Ql7~t<)AT^;=iQUQrr06EJH60Z>P>
z(-;7SQ#XO7fL)o;7A_<4t>@<bJ?<2pyeO94eEyA^l<a@cW$C0nbZ_5=74c>|g%6~y
z#0|zey<=Ve9VqR^yUF0w_ZdUn8Yb=`XPfmww!_SR%gp_ipo6j$%aDx9$+-o@chbGs
z`ZYO?wDVG{%1rjVrn=|%G0xn85t02|$2C-gc-BQ}Lh~C^grzEg^-+_{$hIKp%wZ>i
zvQhhLS23ok2OT4@vFM5B+e;1ytmw^feGsLl5Leiz`A?RXW*?L$mub(jN1l+^rWymP
z(G5Yio^M)@l({C@9C`h|8UZst_-)E6Z(q=Kf>2h;Z+*jN{p5)FUfB)4%*nl+l$o^B
z3T+T%2UX0QI$4FKJz}duvOkKJ_l{%tL%8Cr^+d(t+#7Oi8po@c1H^c8W~SO6ia%<n
zK4}@}b;$)~OsKaB6n(AmadOw@v4ma49O)4%9s0;vQM@rWY$lSD%$7_)wIZIa*<M=o
zc2jMAqM7Vtm}OKwNiZJeJOsRP)_I(b#OyjLdm=hru^}+61D;RlB%;_va;zAL`0i6f
zsGqJMbfkaCydREZ8zu0?G$Q}<;#B#-VU+6KK4&0!^O*ewHv25L73BL&k{$CqqATS`
zEf^3_u(VE?_DFu68P=cx9ca=Z^Y*9p&2(O?m}q*pv^qSeNhIWADB3+9Uzd9_jh~qe
zcJT_WzE9=j*aHdXH)m&MM%ON2<J_k?r|s_9Tf26_;a0g6&D>55OS12~ME5~Z58=-P
zxnzEw(gfx$QCq)R(Z%KQ$@w%!Zz&0d1+GJ`TEn$3##Y2OM57=eX|0kaQBn}aIKuUx
z_FexU`m{nrJLF%_nA}%|p+_Z1GIQ@*Q^--j(X5pYQTmv29ujo~e9+y|l0q&F12_v;
zG(U93iBRgdQ^E#NL$i}${gi9L2+DA~#T{8e?D%b=I*RZ<6HxMjJlUCZN*)^OTtBmK
z)e^qhlgX`9_P4Kjqm?S`UGtK*{20st=BgXxuXb7j_$oBlKjfJxR^%5HuS%Btg*G2E
z`6zW#w>7?g4?`KDxX~h{T9Rb<II0kLpwQ#Auv_!LqkV&7eTZ_tgex>0vS+R#+SVRW
z?I%dt6^SZ$Rhia?B%JTUwtJc!xy=ZwtBe<scSt-MI!?GeX?aGz?MC+&6~CxN%~bj<
zMH!>uyxRex_v|=GI*ALd#hoEp!s}Xilg*XQ<t~>J2}AqRHjY*TN!Rc6EaXPgJqjiG
zd6yO8M_>!L5er2oJC$<v7iY2Rq@9wNFaC_T?U1DK=G6>CZ$e8o64I1kFA2Qe_)2Or
zUzM|I&<P@2coy?^ZQ0!Uyo)4aUWR3^OUJ5RTCC={D{5SDOHUh|Mb|6GD6<H!paxFk
z)A$~>D-eFgH9S&FZ{FR%z!+-l{Gq=t+uVbY!+j#WFUPM}z>ZC<f443J29%c*pY(zO
z%s=0*V2m5wj#<4$`(LI6mqqq_iz>(v>L6iu^Dm9V`z0)c!Bl3~M144&HBub}XJ8C(
zu@|R5Ws>OO8&x`n+$km`F+Nt~66y{D^PUqV9lqqS`>xNvtM5{sKYL6`|0(yfv!%_C
zr|=XI`Eb<ESs<==7z~P$j$+>P58a|@QA506z9tdwM_lo!N51yIP#2pLBq(AMi&H*Q
zSv84Olk5<RH<7UwQ{8s|1_Q?1Tx^bQW~6YhrF;LyKmYH!=>MaAF)trGp#2hl8r$l}
z7Br?wOlf6!xt%I22&(98O+8^8nLH4ZKP=FV{E3R8W(_mEVvW&po7kx!=CzlwEAgrQ
z0k2n-5So1p2BccEzj60hgic=x3xq<PQ4I#PclicgWAp^sr5V-0{-xFqE#b;>ZyFzA
z?*R;Vgb#$Plef)Yn`iDQRRvv9hsUe*XN}O_2*hFj_A7hlzx(9JkT?3aGZcwHNp-!%
z)khqk5a(;EBT@E1t~Gb&Y16#o*=;X_rN1tPGYTLN<S`XENHL%LUXJPQHjoBeDF6qu
zx8jt;krn-|xSbS}8jH0>^=BrUbDZ*ZO^K>fd<Y9#Z|$NSa4h#eko(5#vp+d-O9^WM
zYZP{Y4EEV$Hg<|Bo%qdda(%hyP!M^?AL%y=8qXV=oACmZqtow^=7!JC)2r-nAA(|g
zgh&9be6U*;^YHl=ve0L1Npn~jm&KMW+HH8&rEfC`FL&{8PdEj-!@~)(x9}+=Z9;y3
ztz3xl?RL}YPQ4`y^DVq<yOVauBQIxbol!lO_ciK;DTW`ENJ*p8bQ*eD!&CQu`3HvB
ztKG!-%ALZ}ja5ks_i0|qaa<Zi(>iv4-F}7zXUUoi7{H3q{mdXbX{TcRoVs}yzo)CZ
zDPxB^-417&+_D40I5PBcYYa*f{K;#Je=X(kG3W8<+A4GtH+#K&ePLYvU2pL1OQ&tp
zXz<leNtIvr%$ff=mtRhN@A)Hr(z7+Bc^@8DY})-2K>`tW$W+^coLEr2D`&oLWu&(Q
z0)kbZ4|N(BaQ?Tt=9)VAZ2ATxE^b`T5(H~k^1WIzWwgPJA&YNxtI|ZI@SCTJ?$4S%
zl`w}Q*KY)5w^a<B<)?6NwtT*gIb{_&rwi+iu|L<0)}&yO?u%0T%3tNSThQ#blO@~*
z;A&Qg-vX;OizHqbwz9hKWm;=Q=RHtPEsq>M6k1vKG_DYOWWj)SwVtP2zTM2K#ZG;G
zd-E!ppy7MAM@h;mE3eg(7xJDw)y|HEv#y15BRL<o=O2a+%6Tp_DAVpF_vKxhCfB2)
z&$}9jHS+XQ`T~@oC{@F{8PqE?Fd$bAl2!IYJPrBd4*Ba9{f(AUiYMoA=$khLW&ER5
ze)jnGVm^H@qx-J&;hDSc#0dfz!N?+G4)G6n5pNH;%s8L_MEvpWzCOixeZ~nNodyHO
zDn;-AXx^yeQ^su|n)s^@#vYd=TosWtw7xx-*-}5x`LWmJY&+dUWQxAA)XJ*oZ9H%N
zCnyYqdan?F4hG1tEp_d6KSSty#47oM_G+GQx1A53uWo`8vPHO*IwK^W)b>U1yX75l
z@7KnU_tRWRCG-3|kw%aQpaVlYKYafvE;Nc!R4G~|5T#_|YTO>YhWNoQSZwG1{EZ93
zq_p!EcrJQDqjLE}O=ARqS{c)?NVz$!v|UH7TZ=So7gDTcF;V#U5=xEvkX!tE2&0CU
zag^~W`DoX6K&<GVi7RuE&2i8TK7@2c;D509mO*huUArh22*KUmf&~pOAwY1~;O_43
z?(VJug1fs68r*$?yALwl$y;^4`tFZY_q#vNzcW=`T{GRid+*(AKTCSev-H6X=`R}U
zGp}LydJyXM_+#ObN+pHW!G@PW<+7gfmqZ(@wZ7x(lfh$ex~JK<+TRe3;jZz@V)70}
zSRqcF2${Uy*QyJC76gyIeVJ}ttwmt+iaZ3_7l%T#Hsc>5Y~#@P!tTfO%Z!J}Fdxa$
ze|)St?bBoDb4j%DDp_qb!kl&&K8d%01XkQ%%3I|#Ml)mkH@&5;7fFRo)5~(LWETB?
z-9xG%cR3#pM13xR`L9jlKQW}rm`1DsglY$`!=Y0m+bfGie+wN{fg88=T0M7Hzisy*
zv@M)cK9zs6ti{Qop3eN$xg*V@de^fokt!0qv9s<|fh%=hP@ACpo@;fxweKfrUv8>%
zc2fhD8BqvnF*5Ai$?c}L#zOOP*OdBo4HSP86xSfZA-;Sj!HJXaNvc;9`%1M{Cy4Zb
z=yQzk$uwBTXu7<@ig2?pU#%<YIJF^So5}J1<rfbzv3c@|oO)5z-98SEMHSUbjPZvF
z923YQW)J$WG5xpkCBx=GaR5q-8moTfYThhFCEZGajVuKL7c6#m50T^O#jsY;@gr5C
zpM;d+4!6>xrqi&{#BY_$@q4M$fgwfd-->UGqK-cQbN%@tHEE#!`=-nuuKXKX1yWCe
z85{Zt40~Pg7A&#|oNPlhciF!AgPPd;;&J33-8=QzP1@t&qVc`@&vK;)+KB#|WCvF{
zJzo^dg{eKr^P8Z54}#K$^JzR8N$}sd^RMNqK48=Io2_P=a<%8&O>8ASrM-X7#mC8C
zr5T}$>{2{X8b~#-a`Wd%>qqsm(mRd^VZ$9{kC26Q)K0qB=tmytyN6xZp7fJxZkGCm
zJ7a+T@A?6`!)V}gsk8oS8a_loeNZznxu2G6Lnc!8D&@A`(7a(&e>kXF@o$%dQe0!L
zRj=Vfo2^H(1Xr~!M#fa;ffo{0m{##Ns8HwH`K#)@kS3gj&x`$I$yU`N?LjR2M^M#L
z?AL$KWFwU3<4ylhd>8e@2l4pV+XU~(toSo;;<we&w-(N`@kZ98>fSSJs&^=1Sn%3A
z)cr5;a3lDB=I!kr>Qu>$kpnYo9X!}H^E^?je;@oxFI;yneAvDGcGtTrp7ArINqzYN
zr=kxJPgLj>jNQ9}3yjg#Mf)ZC_8Ioyg?-`8n`01kDt}V;9}vcS1y2i~L+aw>Ykg<4
zsLp?qC_W?%fs``*3o)N#SzaMt?Q4DvBbZa?ON<tyIT&Lw9`uoH1R4w}_QSQ=jPbPo
z4)vf4IcUXb@?<Cb4mI{e_!U9;RgLT_761Vz{N5{K2r{VZ=!}gNwV;Jvu=>xRzeC|?
zzgi0K5_Oz=TRES^(d#0xvwyDkfBI4Dt-FQ+K8->Pt9{Y=ng4S6`uRX)GA4>q$HQES
zF47k56|r|98H|w&nNX6%cc_+lNZqvA$>2P}$t*@~$nV+&5aUevVX^lq3oYy`q&f=I
zdHkI5zmuj&_YUKoX`>c}2$v*eJkaL+!Oh%|3LECa*Qa=pnI+qm5bzEc@Xkz8Pk*KA
zn0W=!L4MUzc#^o!@gEI%Mx1}OIEZ(Ew80nk2i&(Lp(_Bfl=1*z&ioax5rkKn_55e6
z{Cx>d@Ay2yacs5AGhJ<PAOxoUA-CVF=v^hu;Ne1pe1$yMy<Z)urW@trKlyB*2)OK^
zh+mJvoHO;CkWgQv|F#U6^Fj%Q0)b(CGA@RM1eE~a37>R`^q#&o*YA#r0}N5zv7Dpi
zy9x0_iU`$DWFvICAuCqM(UsrYnV^&$^0$>BFz4ZR-rsj-eJExf?Hy6xnz-8@8a&K^
z(N46yedNJA?9Cl4px#4UmuMD0zF^B$y<jDzEXl8{P;79$U=aV^N5Bqiwbv4*m+Ih_
z38BGnDSr^;-^ce4Aos_F|93Ru|DoIdA7>J=b8`PzCJ`IY|2UKAzb6j;e=+d#a&d6~
z_hcfEoO5041l7Npc3(;-aJ?gy11VCaEZq=_@E2xTKeDkQwq}x0%f>^CVG&>=DB?4r
zM4MSNTARvRu|>8+vE5jApDBi=e6J|kkTb=?;>6fzMUOROVUTqQVAfTk)iHZG_AArh
z0{1w}=U*IWatPiE-7i(lmn-B8ZN7EQJo;Qd=Fa>2!Uy*ou;L^C4|fsKy54Tf%gY*S
zYH|Yh11t5$^~x$L^IKbacb){uu)|B$>mv*S>v-xK!CRV1=VE-h^3Sp;VMX=!+d>pv
zoC4K<yxu;&q30atWpnwm9XE2}?*(-Yvy%|HHku`#Nac6-E8+ty)$Jt!R8Xs<*0Z0e
z-zbp76eC9C5cA(t?z+7nY2TEP!=QMO5dy8T`?gpsS!{I}WOhC0@<$9DM9e<P{G=Y@
z>qtI7KPOsSYpW+;Y_^wr<{&^ecRcz-@$68^{rQs-BxPs6V!!*+!E^7Zla->x3m-tB
zGYYM(t(^=uffp6lWRNvK4J=^e*-keF_Yk**Lh^bF@>+lE(aIR@x*|zBQBMrr(w?m~
z67kFQ;3G?knB;5`MWM)FsPy5U!4rhD2iGgQDz@G~<H%$!hy27d=?`68d}dyu#7B+{
zP;-o13!XzAY>y}1hPy%!3D-r)7jb1ifP3@NPuudqC2(A?KE-@X2~$Ezz#Tx+n)@Ct
zjFCQ|XQGDda#qrDmGeh+6dJ+?97Zy7Fz6F)ctoN1VIh=amR&w<uu8Fm*HQeJ{Mumm
z6FX|a)&>I0P}S3SBFwMUF!KFHNx{41T)+H2BYELiG|Tem2)YYRaaG8(A;3sY(?^@|
zh$>SZquJu?l81}vMzrsbQ~(W_+@Qp*tyv65ljA~T<jj$dT@JkV(h`U}r!?zy7?NoZ
z!U_?1&ysaga(c3qCpRTE1Qw{>Wus|%m)5yz%mZ^tR!W4M3|*k9;ja6>g%ks+K{bM%
zrnH`FsFV}v4?%9B&F<6RxoNnO1wYp<m}59VN3WZd<&A#t*bA+@^RqOy+*dyKU?%}u
zAyKs(9zlD_xPFKU%_!bKj%e5U)=wC{Fj+60k~8E6ANI{D?kssdL=6KaGJx9LG#mCg
z&e-q~YjXLo9V;$ZSgJ#>{B)wPz+YsFpO(W3A9(;FlW?%^KK`4L#g{?r-i;0;f+8Mi
z1c3-{0wG__3n=IuOpbgcB*KBAx=%Kea793JP|Sx3-kyC0{X|49P5T)`QSI!6jf$Eb
zi#yQG59Jy*{4o41pb70up`yV_OALD8;tKQ@k(C1XR*PeIf=(20`nQv2LC;x2GN6ru
zo`;%l1~RdURe_pBhZ|aw+-++<qsx+7)xaK&-6Zj+65&!qRng>)Swklx8BL5U&zHUC
z0&WwZ(e&0A=?jI<zlEBrQqL-cKfd}TS?A5$1Ov!H%-eqG$Otnc_WA%4g)ewKL;#e?
zL5g;rHL8*+S!qk#?(-$rKj(7UJ#Du8Tomo<H{S@jlZe7#IRX6+`8BFe3B<_picaCX
zm_M9E_t2C0xkQ8AK8O&YsowN43d#Xc2BD+zbcMLy?Y<8v+_XT%o0>Nz#|X7D7^pcb
zO}cdbySjTw(oPb$@o+jFL!oy$b6R%*z_|J65ooLV&FLvEBCb55oxYvIk;hFO9|?L?
znS;3A_gagUSQW1mruJf;i22~(ouM=;fIR_7yZt7ZFM%Xzv%j#JD6;4vA`<u5)98Mw
zm!M*%CNju-O0?59GkGVgH+=k?V`poA^)$fke0566uNoLfhj(a9&5g|P&88#qV}Wsm
zZ{Ojw&lq~|x0;LoPrs(MjYCt>EhnU$ny{t(vBEGuX6}sh))42Kd;THld2FvH_#&{(
zp$(kQKMQ$w6L&X&j6E2-{WciAQwTm}F{{)I5ENO)rxobZ5_O?d38^zNxD&_?Lzvwu
zY^&tpvVwN_^P2U3l|ZM*5+f;Fmn{X!VaM2+yPP?2_nudQ(&~4*S0}B2r;u^K(~&3n
zBBXUwxLQItujmhj1g9&O^chdZnMi47lTxC_@8GjmF5g{LbA%<pzw-jQcE#B?*r-!3
zPP6d7=nI|S<_njb-UCw^>5TtAXO|g#s5b(6kVI$GI+R{VVW+L=a~VapxtM)o>r;4C
z*H_r-FuWtr?M6~Z{6gb!K!J~1^Sv97rM<PnGMQ{;>rWjo>y?d}>8v{e(t)75H%NY{
zwFmt0{FQF0sjFYp$u@pygO?7!xj8oisnUPyFUbFmct7V_;bbQ*4z+U~bTqKC;ky-O
z>S3UP(SbrZlj&?Vg5%qqe&<NvAMS%IW1fqa+xAqn<+vXeCxx~3LpIZA98Dlwx;yEv
z)efI;j7%%F&%s|=eZ-zA`-4_c&azKY>#w%wEFmV)_b>IKfvyo;?nv6RGIV!8YJv|f
zNRq%8D57w2TAu)KB01l}tP#FIbyMs+pkf~uwUPL9`}^BPdJ_L|mD|o>llafMffpAS
zn3a2hjaJ&~EU<%yC6>HGj`znFS(X)en{IhgcBoNC&1C4#Pp>8Z(1Qh{9XVd)Tk&3B
zFX%(<Bt{HX|NJfKgnzRrhbX#o_m#oE^p}omXX+RbxbaGr_MjNL%iM;KI|X*jYS@jG
z&u)X8!7qO{@rbALB0)Xx<~-__!5<-iWg0hvm&t2RILOeUpD5sk1O6?1t(2cSJRo>C
z(@DRE>pRWi97Tq)I58NZ43=x|6>e^Q*A{N@tq(Ey@Zm6$iYUh<V>-6(#jEC}P-m{x
zLIE|5#ZnJz%we=iEZI|$D(2RKX}+9H=GmPUnNpLYT(@u)wWQTpw~0dEb$|Hd<|?wv
zP0`0lQHmy}iGEL@^}(G(?r_c|(G)K~D>lgnmJI90rvoZdBMq2t?#Oci89S8`!(n?H
zsj2+d{5QF3;DB2QExu)@$4*Ya!>LCc{I?O$&@zRak0s8nm>u9UdK8rG(A})98&*f5
zm%zp#9PY4q%oHx`P-^{lr<<F<^Dxysi`iUMj?(<l>FkyR>j%m|(17nLZ!j|W7OLMa
zaVAEC2fbP%?Z>dnn?&uIwl!Qg@P*d;V50Z?2Gd|zbAq$kyN53AQMr?-$`pj*!^k{$
zBT`W$aHJiWAaWmYYvMuP`V+aL`dl_=5tFR*;4?ldnO(At1YK0NRj0!z$%_T$oXRKG
z1qV3J4Kva>t)|x2;KRT?pX;It(DK6#I&!|Sy}yBiijT~mj~h%m9Ev_f@Y_>nk@ZSy
z<&fH@y!8TKOZW(S434AfqQ+Uz><3DBd<u4tTxs7(h?2s4Cb4{KW_ss6%q9ltBfb?Y
zr%fLim>_(8^;H{92D_mQei(2*a&tEBzUnf)Z}_*2t?(Ixk5O9>&ALD3nPOAd2_REF
z^dZJm_2qvXwEZ)>6VNlPag(-~oSnrr`|FADiz->n6(U);_(A<jUpEDE!5zfBKpoUz
z%Kl2{U0r|oWjOzC<|0~9*s2cJ9EQ;jnOn?2RGX-_<PV<M6@$0o)7O)z{fKF^3>il*
z`FuZQr7uzlgLHBp>-csNP-mY6+MPwjRww9va5_TvNACUVo~bKH!$)Reri}>)Q7{5x
zf`Qe`wVG@1?m3x^+_2S88#;zvCi>7^HI|<H)jfIdp0>{Oco&d$4zAeG$<niF53?K#
ze8G~~mV1uoMAjc`{@z6nL%pn0mjh@D%$<5_f}>cj<%JI0c01*ZYVSg#gC7#W{;Gp-
z2m2WI(LuSWW$*Uz9Ifkwu1v`>iWJ<~#lMsSD1X9bi&fk)bj;)WI;@DU_R}GS!x<|z
zY^tk1yY1uVUt$B^4=l@gZAz`pF{8q$8U?#<WH_QC-$u-5a?z4*gFYI%8u&YtBj;y#
zmwZ2BKJ^*>78Z`9d{9|IFXitawi~y!r0#`-pZZT4g#+=#67pf`gD3x9S^P<Tp_xSK
z1OIU#YU3UX)M>B1d^pfQ<8Wa7vhiS_hMB)hyd?JTxzIkj+jBA~I{CJ?^5CQvaT50o
zw5u4^50>S858hu9q(Q#!_f`qm;@)(q`I5)O2%BG^JYpF&;vnjC#ZsR|bP8E<*LL>G
zrxBjEH+^&{BWU2x5M4+6&z~Ub6#<~Fu3%>&E2A*qx<~GlGr?7i0)m1)Wc7V!>)hK?
zWa_(;F)vf!^r-*%^pjDjTtb0RLBK(XcuDq|pF<V1#cmTm>9k)?e*}T&ZV>jwA2q2L
zAqwQg#^5&GT?nT*0+F;2@`{Pa${%v23Qm&N@$?sDq^aU}KpgMjmZMIM8E+jY2D1kI
zK@^&RWVJM|FCSvx8g_FwNL2TtnS<SzU|KOecr~Yb@5M&d--8c}!s-nnH2y1aVe5U}
zg_;XXdhFL-h!Ep=%%em7X3lKRX$?mbb<?if??Xgvz;17iXJOCU$IK5&5Km+DnwiVN
z{xd;Wj`QDfz#YysCr%o>Q3rOGTb6AXI%iKe&0>q8*~E$IM<B+>{Ar1|0eXlpA<mCW
ziYq9`lnib`PDRN44U=?xY3l0P<qzTD@K>q%W1iJ_yQBCzc-<0vI$O2bZ0_#u&0lem
zKuiiRuzWk>3hgX^QELO5X_WHU4vPwrRR>ItX>m=on<`E^ebS80P+caI({J0yYV~ng
zGGAg|UGbY}B@^>GtT;r6_#HlM5>#^@;!#Vv6!LkXAP$hhJ-~THIP*@!^q1tA2~N^$
z8PRlg^*M0iI-{}f*A}&>@8*6)tp8(rL~rj6ab#N67oEl@mDbG;RN&+JC;Q3aIA&yl
zB8ZaiX~BL|aUu94F8937u1XDj{@8vDC;6EJZGY@(w1!tY?EQwr-|Z@_*JF<Z%iqKF
z#1Ch?%|ak;<!M1e<%(gaeg0aEABKIfHFyT|N<L?5`r!k$#3j$M{e)uTPWNM|6FHHG
zeE7G>1LYT!GN{h9E>Uq;xsjp(V7L(Xb)Wh6?dg3o*kR_ZM?!-_?|m-S!(->ba_3zE
zuk71$SlE<j_w=(@0`VKnR^G&}a2iT%rYpo(pn0<;U_c|!@W5d{fY=pWrZ@B}227SQ
zU+agP1~oXDp1;8O%C21IPVM*Kc28_ad;EPsdpDe*ggZj9J^b;RR~G4E!5-mcpvGqH
zPF%=kGUnC4C~-rPuw<g5--)c8{7ZX_`CAqiL@HnRHS{O6N3P#hasssTGV>7GlYyOt
z+pu=QyQ6Eup!w9xQCz0$v-w+<so480Adi8Z911=v%^|Lf%)AI|5|K0%UDcBd%;4o(
zoyq9qvf#rL@z6PQg^alw{AbT)UnWD|9mb|+D0_^Zme0IWapc|Y7;fUpImqGS_V)I4
zfVY#PSArTy*I@2))j0dOB^i~W0>f9zg&xCy7BxL@j|6^@(eP=j7nej;k4_Tqtjq^$
zS|ug#YI+)sirNw_M<<2%OWJ+LeV%4O<!Wjc(c<UhE2x4v(-WId{U(Ln>2t=h<RBJp
zp^QRqIhiyd2QE`B0A^^U^G{U-j{DF?%7!9)9~+pz8rI=AD6aM#;-Pj`RaWll|4OjL
zywTVn5FP8J1x+jDqd{E3?~rO%&CThm{w{2Kp#tA!0%=SICX=;C=M~v=#tU~^w3kJ6
zMFc>Nh_lKL+Dqcb7_5g5<UL8&N%NV)_p{j8FKPC|AMFNj8v%XF$pVTa^Q-=4g8=Hc
zW&#Fy_MhV4;sOI5#;(xTN<U`Kw+j<2Bd3Iu^TO#cwzn`Uf46zL(`v#d=YnDENqTV;
zmyEkF>E#t2Ca-gnM1sBu-2ILFX^;d(0q?}4p@UKyb-J<UV`q>6OzW&3c`Ev!TR#Om
zX}iy4JFT#tIjR~<%EZN#QPtkLgmsJ#m&$Z_olbZ82SGq(I*9F)lnm6|?(twIjS4vJ
zC$|O10>hphXshm27?JKi{hi?pHOrd2QEbYkke+6UdH`-vLV6>g7ra|{L_Dt$9uG$V
zKoRf1bedzh>dgS@+j}95{<4VZ3I>kF^_@f|=rHp7@W4<b{F4|l$-D=F_MFJX4RkE9
z3C@&*BfX`XfE2=_n#(6iS8=|)o+RfA{=BBW-}MH=nOPQ)5fI3yb0q9y&^R)m#pwn@
zx(ej@{Y2Kn<n<<_F_+9QjcOzcsBeIHYcAjSKZ77a2Ydj^hh159L}QP&#=T>o`8^)z
z&%F5ZNzuH}t+S`dcfh*OF8gQRd{lXcEf8@)M?e=fZ-|<4D32<#BpVaFfC_sD-C5ac
ze7j*)=rJ)i<HIG9@%HX42BJ<T6YatJxS8nS*8rFnaAqIq&&AZ#aOM!oo{8{c-A{n%
zx8@ojR5f@IWMOJkPo(kJAv5_gfr1*59)(iGn|E)2<&u>#Z@M;3MgtppH1VaueJD3u
zn&j!sd(7NHdl~Q*PzWSOHVTB)#Qi6yAzRcjby@5+A666X1TXeu&L%Knz97Hv)}nqP
z+*W`n1Xi8ooMpec<Y3@{gSv*~4QnODpEWF)gdaD~KwCy$KB)%8yLPGL%l|{&rX=%9
z#>dH}MI1OORA<Uy5&6;iOV_L<B1)(m9%MX>v|UnN@!8-E)J5N=`oKT-hsimMIC3}T
zhmY$xa!w5Gf7S)sDTG|4HVF0>jI#`f+{}nh1bxFELlZXY8P}5M)8;$GJe&kYkS4@>
zqz13VyuH0wLWQY43y9ng^g;8gb);igJxqY%WF&y0hD&aaTWBMCY2QFaOCVO0i;597
zH_xBOI!?6^8ACgPYO@laMs!}9g0eE&D-seKf49XK5}M^j9CU57b*rS8Jcv*|5bV{?
zvgTlL84KhR9pz-^5ftuv@dqQvI}8W94HGOa=WQrC3Azsh#8jL_$p^{^gLJzZ8d@GO
zd-dBn-v`Kkiu}L^;!F7*Ib-?KENj4r(t8etPC~qE@+JylYj<sJkxNJ{4f1a(vB~oL
zQBFtBk{@^cQFMp*7(Ge+)ai-7l^r>e`<m3pF+g~Pz-9VmAlw+2_l1vb``7OKG1^#Z
zNDS?cpHCVUf~*m++zR`D?S%la{COBOVrN{O+j)hQ1%kY}P-CKcfW>Qe*9|;pC+&b@
z2<tG*Gf6XDd@=B2rW&dG_okC53K)a74RvwkZ&ff-f7`HiZ7OEAY}CX2P)Yc(-ypnT
ziy{d+2g&ov$-tZ-M%SB3=5cN9zk3DX5?D~MnYraZAovq-9rr8Q`bpz0V1=yrS<8j1
zJye?X&27|s8+5t<E(1Xr8VB5>&+YpFk}&HeyfZxfA4Gkh=u;80pjUrQA-17}adYS0
z-+ul2^@Egr0MJQ-hXLeo*TGcRF`!qj?gTbZ^RMjKkDMeqW0_KPyz0z<e)ocTk6=FE
zq!8#K(Bl-kb;r~Kh&Ua4@VP>SB>L?GFJm?ES{rNd2<{#2a{{2J(wLjjxH~spYsjaw
z%#k3evAjaCJ+Hu3_x3vjZ(skLAJA)bIx_JPa*b%|ekn)q`2^uk#><R$C)DOlA0TAF
zR$rKe!2j3jZiYPq&AZ4ToCIV+d1`2bxpA?gIGTau<jR{f(u~zHm_C20+_&?ex3(6r
zyp`jfB3ClKLaq%?poe@byz6H)R2~f`Ce#r6uh=F=<n-?;cx*=?aV@0E4yfAHOa}Wr
zPb|Q_x;~mZzDI;<zI4Y3BfIqU=_W)Ss#G%G0eQl+W@?A%d6j%s?!7e>mI9e0q~tEe
zGh*UB0>s_pR$m(z=6B8~IP^|(uDgb!RUXZ`4)zuuS)}gbcw=+tS9^$leW-LmJP8so
z#G}Q!>RUnK7xuoMiO+fI$XA#AY?3?_uQJnhr(y5AUv$l%JsO=PI+EMYxNRli4heuk
zJj>akt050U+kCywQbQyo_d#Qwe%v2?)|qugy$B`*qNKEM`}pGlzV?DhVeX}QFH<pt
zx{zqa^n~7+qG0FH;9L58(z<Er>5Tr;qQ>$%|2eYglKafchnC>Mk5>FX>>%3XfO0~@
z`3<tmAkp0n&Dra<1r1aM-bo<LV7%P({+mV_*i@~TE*-O|$CX18Jkq4$U7mLwZ)rt<
z-!Pal|1tvBQI_R4oQpax5v@}aW#z_DP`eZn00-(u_`i=8e*`X|*?BYx_q1bOzfOPo
zf+46tEO;}35qZIs@l&(mZO?0txWY!DZlA&f&4M08Oeg6&hj~g({cG{9a4@2^_K3o@
z9`&8dCLL;UcUJ_;u#H#_1~eQjL)>+DH8C%5tIq>T!;+ppiF(bI_I5s@gS@C4+kW5$
zQJPODaPO%!#6;<6hb_!A6AnQK!bN^ug|;mXF-9uI*~jE9&F1*MZ!Vq1goBuXzO8ql
zp~BgRi3=g6BKpdGH{Bo>kfUP;<Sf4`c)P4Ufj_Jl8*{U9%!2o9f5#=~{Uwtmle@t}
z5d@SZJF5UNjhaZGaNh{0I16D0<_q$ne&Ou{4ok~IUne8=qV~v^;LJgfN@cO9!eu#F
zAY~kIs83Y<p>p7^8OuZNM)RZX3PsP}SdyafaUL+l)}x_LuV^U(?g3z>E^;#7e<UsN
zHRqz?WPFfM8aedWY=G-YBhu%2_q-CY+*3t17`T+*jO4<;Ihu1Fxz&NkoJq9vM=&>^
zqErrIWJ4=bKnCo6ZePJ^N9+~7i9o}A`tf>(@$#}qmT_Z<k`ELgLY;-Co4>u9Ejd<!
zhD81YMsJy;dYQ&zGcY9K-E0OQ%A1mkd=Sq+J*TeKz%lR&w)=JR&=I^-g&(^W<jy0o
z{5qU2%z5}A)6_+K@ZmoJP63sMF>{ahC*oxJ*^(Q7FWS%+#+~*A9q9;#t+S-AUc)GV
zuj>c8H=lTnSxMfX=w+Y|P;&SU(-Or29a_F@mc$@7=dQ54Ak}7fVYxd1!$JcR^rcBx
zFZgw4e2d{oI2mN&CDCR1%{lW{vg7SWK{O7TX4Foq(UNBm0wtz2I!GRS3(O3D98{J2
z1P6fVw+z%rV#67JvoDciHurYo-5Q!A0I9SZ$V(8TJkG)}5=bC5*6yHce>yE1%iN|O
z;}@`FpFmTW9+VvRGj7_4jpb#uq&Lb#eQ3ifl2Dtlr7nB56kdlxe&l){31F%z+!4a#
zLB=tom2yA!!Jp*fY5+ugU=AG}^xK_b7r@c-luv42a}Ke#YB#{UeR1Zi1Q#9$4bh%1
z?gbpZr&i5FJvoT!^`sbqLj>AdA!-_Z4%;=a77t7PicX^(>G}X9wc~qBO=b+**QyHd
zE&TUS;dPAZ>sdfU5`}7@ylZLK;SM9H5A9cHt7Ded=1&L$nk+0~S`MHo@SdgXF>({r
z;C1dXg3g)EQ@hUGD2qh3q<`%hBC3&p=G9B(+{EnD#fyQ%x_Hf^4!#5oRx(n1PC~!&
z*pq0skv<v9fCHb_@X9a9Y&R7$t~yoR2P%&V8Y5MjbbkMluBl>FgxJ+N3N?c5`bS^5
z21e{)s*Z;JiULH3`3q`jdOEIKrBv)A3gn({(_H~=o_nvv<gND#WM&#Z3N`$Bu#+x_
ze@!#DsP5cQ)fRvRnd9uzLq6*xwsDALhJ+WNJ@Em)G%SWD+p({4hTov6^`wSCiduks
zlhh2l-&k-)LVMPcoV&GhzNIRQZJ2cC1O#7X3+Ud}_uK0jsd>{dq=g&^+;yV-`;4{+
zEVFacM}@QUSUDPobr^Q-Wxdsom>c&o%Plf1^19dV{#urQySd!R^SU{R+_|k?R^W5E
z<z&L}h=@h^tf&!_6`|jSyCL@DjpMqKzXoq`zT{R&$P@c=TMDI-2@7AvWLzam+aGdI
zy%x;NQ;_cfZ=>~vi425J4^7&7z#Td?Wp5xne(EP%p2m3zV3%0dmBy&)a|ZiHaj6+=
znHn`QZ!1(11eV+I;A-tgKDp*87#c525|BrH1a0c)bdW(Lm2o2S!SX#qfjV94Q@8Q7
zdCkxtvQM6|*wb}<RVQ|n9+oDp7V;KsWCYD(8CO$>zn9ZVt-~hDzZCZBJJ###ei{FR
zH{PD_YfyT#OZ-|V`I_h$%OS_Z^r<8B<<`DMQ47r%D86DKrvZXz3|D)a?kcj5G#Y4z
z74{a1dTfldA&5sk-xw${2>BpPWv`jSsU|a|i)XWy?6ttQdjmbe4$qxLsW6i)lu7Z@
zMa)z+6a>mP-zq^|PQCibo?e>3&u-N8)f`7lCIqq9dD6_+(5!zv@)&f444P%M*4v9?
zvF~MZt#y9Srxbb$FwfLdRsT4{SeiB_-PZH2pp@?}mNw2zS=3P0@I<=-w@N901lB4`
zdm3V`rWwz@y6=h}>J^NR`nYLI)Y3de=HqO>lY1oxU^W_A1<9<w(9lj<;OT?LHqpvR
z9csK-y|jnW%n#=3I!1ni<D@kPVz+Q<Mjf)#$M|<orQ6iRncy+wGU)VVHac9_A%;XV
zVtR#3q`w9(4vB8Nwhhhcq~U-g%=DYTEPxpvQ}^VAbq<lFTg)ob{{G%Z$XqZBQx`FP
zm6qx%iZq%6S%MX-UB5_mK)>oG*V*<rii#Gpz#aB;%~@_o_)5KtiwjRW>C2-jp<!4~
z<MuuKwF=?t?o226=gIM8uNfL*3#ZL&s>9(SDcjuxy&(I=Up2?VT1QeCHsP(8>CFoM
zpNNOU_f%VH_@&{Z5gEZi``1B#6w<+;h|9RcVctye{7oD)R|5ANJCPt!U9|1=j^*By
ze(BG+!6foZe7D<-!74HvnO;E1tIKEC0StQ$CQM`kHSE29>UW;|N%BR^f8BPYH*JU2
z15jKNdBB+E|Ip--mS-bFPCA`yW!W@bM>xLyfqfmbOGVpZ1$&Xj|LYdh|BhQh`c-18
zmlxXnOQ6a)lQVbNr<ad5csE?Q&T4)uc|10Iy>a3{2P%@?ts<-Vc<_zD{`q{Uqd`aG
zTlyMRd|N51%aK=42yTWT)q7If4`lFRC6Ri0a+zZ$y8xGiHfGcFX%Cz9TxJGJ;!$O=
zmXUMf?4R}C$q#dI*DqBa?P9Ffz-OK<w1nLf<m6D9Zp=g;%@dPZcfu4RG&ctC!TAKZ
zYx~^(n1r*mG)eQcVe~5>|BGIY@$ENN7iK}u_h`Aa*A&l}C{iYGp-d@Urqa|z@<&P6
zLcxaMU24=cLt8mj#^kSN^3N`nW;8~Y82O9Jx{e1l7qWs*2YBTZvNs)DjWX|sIiDfC
zk^Fa2$uPrQY@mMHu>RkPDZ3jS<&lYhP-3yxs>MAx02lylzNTOL0`J?uBnEW|%T20l
z9mDd{Gl8=%)zS4aV~I&1vP6thuFu_78|5a^?<vVbW7tx}bf!bQM=2td2_X5nr^vws
zTKb~P8TB9BUji+QPH}qn_nKm-cXvl~vU8=4bq^-?_RyP6q*$m1C-8gZ7<$ePlnv+^
zKd{sEPR&)vTueyTQv6P(&tOT?*NLjQ)&02@J1_VQB4sMDQ?D6&pEuu1{kxL{`<L2N
zglh!j*1{`XFvd-KkU`?rFXXZrXox)j7Z^HC7|A1tEXvK+amga)dP6fA&%28a2cw&r
zGC^(4hlJC1_Y}=>o_0L|nn_og+)v;&dt#wSvK%DL%3vI1plqP}MWm-Su?LhiD8||y
z&xwn%GqotB(Km@?@^}u)e;S#zw|lL}-%d^S*E5n8!lT*8;Jj5KKNy7L{kbM1?O}VT
zeYzyVl6wx8k)BGayD!Sh5Lz6s)A=Do%f}+<qH8jON!=@a-`$Y7QLc_?MEa2QM1cLk
zdKCa3?4NhYZ~bfP)RYvSD?8L^m}7sXJZM-p@BWd$dj+&d)W|A~o59{~ET1pn(_lkQ
z)|L@|PUZwhuYN?56aGP--fS;rBl1gZy&+LC;OCVEh7DTNH*j8H3A0BFhCn*WK*ps#
z@&+@d%1BCu7U_@pqM<HL0y2+HGjaqbmR+QV`jBEAYKKXZPkAw-0`JXitE9Q?7~3)a
zKCbMhRGzv#I0$o}C6?D=TY<GEs)F)FN?EP+%%7~x>U%BkM55l-q8AP2&N9kLu0zEn
z-B(_4r8AupiAU)v%l;Yb=EcHtCwoetN6_$23{N)92bW-rn5w0Q5F*R^zxAY9RPFQ%
zls!oh_maOEabY?A3X-@YOVa>2dsNkycXqyvAxX$z3f`AXfL#u%$}!3>cmSmR+0pW^
z;7U8iX9#TIrsMf#c>t8j<+5I$5p^crwF7R03B@A~Em>Hs@}Fqw_L^sjik(^ajGyTX
z^wivv(qp)1x+39tw_Z@m^1xG>9KAfTvW5+J0zTN8K}R!kC&C0m2_}iMN+{BLJ;)(u
zrAi%eNQ5Ir8T9BG_ZZ)G32&)9^v(>8$5q?U$Nzj&{svpI%XAO6P|slUU-L?`g%Csf
zt^%Uo0PI(snI}JM!>&lBozK3D;G^xI`f$=v0=d1yGr-iSrO|ty#0Q7@&Zdbzp9|Mh
zy39;ZrNsQpOe}T6I1w#Xg0z!)DljsrFhb&YtnmByep$Sl0vHWJloK7u0NB5?if%aq
zK1l$WN1CaqCVF2KQ|Yv)x0DRay(XS(DI(!dT%SIe3Y={^Q!6}=a$^UmQvk5t)X?d`
zAP>C;pcbynIm8k4%3M$BKzG6=nkB&aH7EWR;dv+qSd4kpp2PE8quS@v7?kiyllBIn
zud@{5s`kl?mCiA$L8@nM`F^h{89a`H1KUK8EVR&_nin2Vd6Sje0XF+!JHAUF9xaIu
zh^x?(5DJ<!G#g3TVEq_z^p{s*mm&+Ng-Mp6-q6J;rZIAV%-bM+KJq5<^&ML5Cc)`{
z!&1fh|A(cDjh&VCe<hc(ef>X^Tm~T=VP*S&XP2Gjx|1(%zmIkfR-!k2mu_H}v6Pev
z#+0*7g=aXYU`9c)lqAezU=SbtOdyrm{kXO6TJ5yi>UZhA8GS;yd7AwKy7ziLzI{IO
z*n0Hso!QU16*?S6`(K<X|9AgCn}H+l@$vDXprEX*tTq4d<mj)juY^QIFZF8gwAa_y
zQc_aez5bV%VXxW{0vtFvI8_ae)|QqBcWp59+}zwBYf`(f{secZSeTf~Iyy1rlK!oK
zw<+o9=(xCAAfH~M8+#Gj<iWwg#>Pf%Ev@HH=676iad9>_HZ?W1w@q{?D6f(Ab!|C0
zW?|vpH##LHC1qvhqvR?w?R$G8JG&nH?Vg*P8?fD2ulSE2VM$4Ihco$w-mmGrey==U
zQ^jvh|2br7d7MJ8k|*rHwXw0WZ3}93aB<mabEK*adD~3zkA8mk5)~bU6n0ozT)h9+
za~)k>IaygDzt@#*6lkad^FD-CgsXl(XrH=XD6%uWK7<#f|N06S@Q&`^k02FtR=4cV
zk}uR{o(+1?MTpDk0KVQBOIyN5&b`ncc6C2rIa{7{uPF<b)bngzCT{lJ6HS9~(0l67
zVT7F2*2<S3Ygf*;n@69U=1(*B!pzc4i{gC~#KsW)Uv^FiPP^BcTP_6*eCNO|-UiB!
zz8nN{sX3?4Z%UF%t}5OaG>G7ubW}S|!P8{j)uER5dCM>0=Q}`WiW6nzU;V{HA<4=q
z2zPk9nYYO{D(BPN5*^Ey7iof`<f}Z2(B)e-UB1%<(NRBlD(wfMZlh+)<n!#NIe0ge
zo_0$59e`RkEWi8D+>V=_sb%8tSf?_z&npO0L$62f@wNH<9sZ+SoR5QCZru5P5fgMi
z)`h^lOaEnNp2m_I!N-P__>1M=tu{jEiHe$|HSMjK&Q#m&y28fImwkyGsPV8W<0n}^
zZLRZP43O%{mu41^U+ZDhEUsQq^V=K-&wXX><gmUz4HSgW1S=z1S?bp;mE9~Pq%X&3
z+4KG-&6RnzNABk|@9p(Gse7Afd(~1W+!z&FQP#k}d_ODOyoTj(wQt?9cHIk_$J+jN
zR`~;y=CNppjs*tG+4`v6ze@6b&vSo>t1-Dop99e*n?F-CD;JZDWHB>hMraz(t}AZ*
zms#bi??o`P>u_Y?MJr1lk0c8C&-LvxnYV<AI;UbV3;1S(ikz#eQt)YfvW~k|;exf*
z6FX^SL;tE(ge7g#;qnEqy47CC+{o>~(nB3Z#XYy@p+D_83AmH)erAh$zE;2KG}CW<
zNUXaRR+_%3ViyIRt4ptarJ83r?)R@9M}6#YHY*>Fd<m3FJ;U{}HZ~P8Gn$;ycvcuH
z0jgp4Hl7wEKKYNm&mjQRu1OE&$^po`1BQ;U!`Pgz2LzM(Uqu}8h4Dxy`ssLoc;{_l
z^X^jIp6$s*0M}}#y)}-;KHWGNz$4=aB<tMrbO$ka!&S)mdQM9I{H{KFS8{u+F_VKz
zP>GyO+}nTbY)BHB3jdgjM!6VS%VL*HLpKyG;f$9`R4(Wq2xelY0Z<&F@p#ar(9YzR
zGqW)8Jlcrq$sw`rZS{ZU0EVFg`-<9)Y1Fr3S!&EjH!L~R#RPbJoVutlznR|R0ZM<P
z5!~gXQGNyJX|znKVUvm>>X|f+r0`l?VU0>6A_Myzuc8>`a|AWCm2@mxrpjZ+(>gw<
zQ=Pivh`~E62a~m&{V*X-L<yE)7|3Zo9slH@lC=sC&r)LM^Q>khPL-Luy`do#u~72N
zcac-e#FYUXy^oQmmM`Gl({n+MV_7JY!xPtUbfeYb+%zirafa_CU3EzrZ{MoX@&cbt
z=!@0GUUW@Zo#|s+v(WsqUvbMFy1cB!#jBH7_=Zu`=}$oSr4Kqq321YpQ_&Zn3;}n7
zim8}SNkd=Xz2PLHFqqfzslUi+-+X#jJq<J0^GZ&ZtwIRgUY*%9&gy5!^o(aXjJpOZ
zf2Hdf-A*FQP)PrKnD02m*pfoxgI+Q9(Lt!qBZpd;4tGM(rKDkr$yacb{)C;fONZx`
z9AnjS-dsT~6*s$QS+FZWHUH^m;NgQ+5{v+k^hMEgdH4Qmjk|1dD!Pl`aEKvEy1@Cs
zs1!^4PO|EtPSwjaLgL!*_{ZvWg#_H4@4<LUq#TB2d0RHNu}VcgIv%g&yGn%fF6ET~
z<oVU>Bb6@|6ricUx<3d9KOiUv<7IkJQdQ>21((k&XCD2nbMDDns8iC4e$;u4W29{O
zQ*q2eCKka<5g%8ZLroO{KSRT#qvSjy(7mcM8i%`oII@p`N>U-@x}=KoGqU1f8v5rH
zO2t;(3vN6STNCqBVIyjLXlldVuM=-A_B>K{)q_#gBTVGWAzSxgr`=SIo!aZ(8xdv4
zKc%UJl(5&DT?JX!QjbSTEug-Zcg@__CA)Kv>weYy{XZ=rE!Fi0Tbgw5%S`J2Xmfos
zYSWJ2%jjfG>~A6ZT!CDw@65*s45mswyGShl^wjL{_vc7t)Turl9dSuaxO4>#cNx|m
zBD$kPG!?XqFE?RQNj?js%%ec6{?$d>DH@F~eokK?Iw~^%i-Ggcl6An><PuN?2?*MQ
z#tqWLWAk!3m9SzG&YZps@o?Q9;F8}Zw$B=WI5Qtrn4<P{q3e~emgo8qZTrCG5iu`?
zJaYCkxiW!Cr=)m{f<xO}h$TnUD7_@|?yiM*m?3ENXU7OGH#?b@{u6lx(^(7XE)mA!
zLKGYCqL(N~?Y8<2pg?Kj<Is>n&nV{lGw#}ZYbgDXQ!O%&WdYMbsG$a#&9vJ#hlH-U
zcSY&>6y1!@rOsNf%c}$Q7vz%=%rG~yxysDmnY&oDmXz@A#vEq4q0r%L#-qy~oCLi^
zu`>N0=H|@6R`+Q&^n*gUc(T@gPgRliUh$e|54Vai9_|C-{a_SFZn^Rp;+Wx^hETK?
zRk8N7MGfqOAI|C7orBlD(&EN45*MpvmlwIhKWxaqy1O<?=sT^`;*Tv-JXAGPd$QV`
z2LpW`-@J_B{LZP3+tg(35lq=Sy^8F8>Pp#17RMFEQxKx}lNZ1C?&WGO{lO4m;|A`E
zP~95_JErWY$>j#K_cp&teJw;KYAQuATG>L-KIQOX$vla{-bu~r>c6mc;yvB06}s+E
zt86<Q{o_6IjVVsUY=pLRxqkTmJZ?=n9q)O_>zGGM&+2OYlz6+e`5tjB<SN^Y!xY|d
zWe%Ztcx#(i!|o5uKB=(oUGS)VH$ei5%yVGx==%@?U|7%Fl^Vpuia(7JmM+AW$0f?p
zo1^`iZY*}#n)DOH@50)bD!26la(48=G9gLnjviI1jBxGY8#y!6^2}HJUGsynk4|W_
z^@x)+teqi=retE$K4`~9y2hOD#~%(~*M08~iz@4)Wm0G32>s5s+zC?ek_aEGPcXY|
z&VnVk$~E-*9YKEy;#=es_6F;d(I`v(M(_THI~DfJ9OvFhRT(vn!B(L5c3Ay>A}7|{
zyit>;_r+T!j3?2edRm=FNUU@ZKde;H@>}DmPvXLnWI*XOu3%)8WMeursP@f^ES0Ub
zFkD4QYzR>KF<!KRj~ounF|Ng&AkamTlmp)1Ybkf}bX5*FW_<TT+`aFyEdEe;b{q_x
z3}461&T)wTVrOAbpp4-#r>KVAJ?2qPBEnxRi)2XlM6L|J&beMOgq_`?G5aYPPjAS{
z@J9>F*?VFk(Z{3f#w`6x=NWgYc}v|nC8X{hh0LZJ#hrDQglb?4(2pt<p&GJMyO=~6
zGVFky-E-;aVF+8if#~?yGLu9SG|Fh}fI4keqI=bRDbJ*e)!)#F#wE_1IlZKB?K?HK
z+#4JaP!Mr9w`MQP-HrwUUF7Z-DeoZzPLKKu{!8EKDsyZf+ks+1uc#o8u7NCTa0N;e
z8J6(MmwD{LhE_C6wOO>;79_`OMxyl|>0bt(YJ50LzUURtUh_sHpY@pFS@>4>%naN}
zigzNV>=5u6kQ{e_G3VV$N1N##1<}@YGCM1OAVT_`r1fMbqw#uy>iyTkS=VdOG%%FM
zHoN$9WjiR$AJ>Kp?NuC%Ahd$*yQ-*{fW!~Q;c!M;dzMwx84b*#D<dp=J>mELRCz3z
z+<~W!EsjuMfrhz#na?yl)6aVmpzn6C;7hOkJ9q0dg?!gSls95&4C!2VfH;{=RCkN4
zcu06sXGf`omH2X**tD-z84Z0w%ek7DH(JM*b7vSe8PSUYe~IQxXcVOme#>=#*;BUl
zh!pZbVSklY+i*Ik8;Q?WbS@uNsA`Ll97CCV{OR^tCXdrc?Pqe{m%L+}{bbTeQ(=D$
zsrDLNl^+Gtak~pE$BBvqXB^SuWUpx+=KIvg{T3V^DXjuAlb6rd64Q?x<&1Q{ZB8&#
z72aJ4eNg4n@r)G6Y+k*l*1)bNsMm)=$jWz<%I2KHxV3H9{mUCQERCcFs|dX`!kpP$
zQE2h-wN1MZhr~a0o4Ce8?a^k)sJP5>oi)`3&&^RT<EK<`!3s|X)~*qoTE$c0Tr>0d
z%mJtFkiI+*Ikmi^bGqAwHpc}L==S<ZeYxSSm-Nk;V;Jq@eD17|1((Ni4y~*pBsy(l
z$sAPkzcI9Q*)NaPp9OEv=b!7d{z$;=+W6$Xol;|u2Q(61$JwXBNnh_(D9UG;!*}WT
z7+`gK5GmP<PF{5(5E6Kl4Bo$(HT9(m7S??1zszK*#;ZVdEa;#3BKX2rSSC|Jl@70?
z!)@6%V6?vM2&Z+M{k<l`LZ-eDjWQLSjz-dbMyNIU%XuT|eq&rx&S!(R94)gTxNo~;
z#y26y*SwU{G!q?O*lQv>rt;$D6gWvFgF|<IGg<rm;{}oEg<ScpLrKmD9hb%aAo04&
z?kfV>Y$9pU=%*w7C<aP)*GoeHLShaAZOTYt`-Gi~9K(4}YlI1Jt@3<}Pny=+-S%z&
z(?nQQ(Z<<cu;j)56js=+a!~qDcj1nN**?eelN<yhTG{o3Bt=OwK{I_aF()z`UFSKD
zmYqlI3i_v#ydu_7sNXAl)`qK-7xn!~Xp|tk^(NCNC8D8t9aqLCBKku0L!mW3*D_G<
z)dt_gqeuxm1y^^`fqSnls!;bg@swcmo50p<nzygQ5!h{)v#EFma4g*$6rYP<6vzPn
zRu%l-r}r}icNf?GBM6B%0UV5YKY5<ux3)^F{#*)0V0)3ykx_+6BicRfMPDX&`e&lP
zr92$ZtowjOKkW+d1(&#_lic2M>-**p%;gCp8_Xgk?zN8MRUoMZrR#Vc$myuHD!7+i
zrQR2T$_{<^sw{;K-N|eK-o8E+VXO#YDrWWP*-s}z*mO%i==9fu#sYdNm|a7!`xi<$
zn+W=^OCuh;VJa-e$9UZ9&jvD%HYPql>~IFPc`Ad$V^xPoZC&mro<@E_L4h^yn$ea(
zWCcC%+)#t1o@2tjqs_^Z*TwhF4_-ixKjktj%Ls|%=Gkh)2*zw(Ug<{Bek9rA(qx&R
zqfmzoKH%!ag3fy%KB@cE3H`}>29ssItaNV)SDTuCRNm__?e}{GCc$5cq(Kg^nAN;0
z%5!?iyUN6ukgf-(2yNFt1z3M4?KU6if#|GTC$#a;HKtb!-=*`jtYddXd&?$r2b?o(
zzcLD~T&=nlHhli-u7=c_F_346Be^;u$cWkzV!GJSi{|#h>s<3B1{XWed5*3<2o&r3
z^R_=svD0)vOi9lKsJit^{(IDNeCcLc{S<ZcB}Ys2{R0H+Au2GAMc?EYn6IbyWTgN8
zVqpA~`W36RjlP}Hwhbp|abB>adEj(~7E<8=@y_?l>N<jUWd6B^LW-FEY1bfj8NOXZ
z$K8-{PsG?O<*a<&L2#^+d>J2==bs&3>?Ix_$x};~y`^z?bEe<9K1Ihfjt`LKx$?4b
z<5)xtTPJEx?DC?uQLfU+1Ts*GX$-A7`zC$m#CX<~?BzAtr0!d{?mDz9?m^%AV&L9n
z(q7E>xvYM7t<$CD<Q?W6%J(eTRfvCdPQPO7?MrRhAsAjcn>15%<1QC$d%lJMScJGe
z?#$Wz<`+2x$zK;2XeV_{9FKj?%Fn4RTvOR<B$k;M=I6OtIdxe5ccpJP*U|XG(=oC;
zzp#nQ*!eS8o!4}4!~Uj4g9N$y02x9uFK@c1mtX`s)WcDfzSy-prql|J`kz<*&yO#3
zQn#($O5Ja+Kg4HhT_~C}m88V)w~t!i?R*k+l25#Sw?B2aTU@DdE-undvT`=w%2&Ud
zI!l!>Tx3p-h(AByDYjm0xLqx!51h!y7B1v)p7)f|t&Ag_zEzvY;0~#@wz7H0>5T~@
zC`?94eW|oAc|7cV5Mig-ygVpeL^@D%BC9PF@_Qa&KGaunV|)6`txnffx7pwl*aHp<
zO;OaasfV<FP`)9rvJxW`<lOmFb>od}_8?d@Pb%CeX*@#>3)iQP;%Z2M#t>Ed;!`%M
z_~B!h2PVbAP$@R%$+7-5WE`?%SG~ruTVw~*d4+<|D1KS}wCm|?;=Nr6u?y5*d99ju
z1+@}LuD7Vsu=0VKxrYadStS~HEd=vcxcKaq$IP*g@~2JMUzhpd%rLby+s=O8^oJQ}
zi@LIn|1j|IOy)0K6}-Hj)k@D!&{9-cCiO`dlB}8f)Zy<_oG3)&UR_VPUp}?%apGy>
zcg}K|PZg5Vn(kJkBZ;=?G0znZyDVIS>&hAC7^yF<#PUdO33wD}G67tylW|0TR33mA
zT6tQv19>1q?$tJ1l^ZnYEkse;EF?@{UC@x`XMH|`02n$`_(I3ck{J&#tY)1v;z9Cu
zPp2d5Y~`oN6M?SmOZ@PgZDBck8@I9|6a+1?9r7wagA|f*a9W2~ohebZYGK&(o=yl)
z9-60qs}|xQZ2PO9rqayh{>fUX7^6ZskcP|#xwFG=+`;OqI8EOxedBgV!`fFw+RINI
z#n-9anv5FDxwmaCi&>jh!+m5S(&9qpeu=~t5%3#q+E2SCb>qxu(GWp;a)WYU_CnHS
z<iw}@p?5i>@T+~XH-7aC?x_u1G^K9a?vEDxy<el!P0Giv-#7cBAoduKZJtn4H0JBr
z@Zr`FmKSPIAuBUgZPOcibq&Ornn3gZ(auube=0jiTvZ|HKDFx|SkW6-Of@taupZ9+
zWhuYhzV44f;BLdc_SA#EFHYjm^|kh))#uivD|s4!7;yx=im1wLo~N=vR2cuvp8NiT
zTCVw$C;D#AoTD4><G->lUL9Bc2TYIWD%5a4Sb8zEG~?aE(7yx4i)X*Xf;ingP1M~l
zp5RF`zgkUVzU&B`2m!X8yMMcse)ub!-}2t_kQCqEglW&XiSgZuXcJ#k4*{rih;u_J
zkO57ch4AWJ>3<5FY{a6tMLuNEW}bt{Le9!YINXKCC6SXU3Tma#)?#VTR2&+5)zc7K
z$vLn09{E@}D^ue)SvVAmUQ~<E7>&B8vi`tX@%s(-hgFd69kwcN?n{EyxtPz)tzab`
zBc=TfYfszTFTtiC`by2tQ*3Xu!pnCsZvPK;ZyglZ6EpxOBv^2VAR8<=1PBgGaCf)G
z-QAbq8r<F8onXP;-Q8Um=l1vARee`=byfH8{rBFRc{9^J-90lsE!SQ9#YjjA!qgM=
z<<&Vt!i-oGzZt!%xgd94EqNlMgiDVFO4EWChE-JrbX_AwwR4n(#WRfL0TYd)rN==<
zZA!E>gsJQY&lxPrm`S>4L@8n?3@@PTt@tVY`dt@ck~sK_7_xCf+Hi-PV<PXQ?iXpC
z8=yGUCq~&DpMwnoizmdAycp6!2cXz<CuWw%B(&B$Nf2JbLm=(nV9B5!o8ai5<)W|h
zR-qL{XwU-Mly@;tJg^K?h&l@VTQatYy{01)Vp)k=CJzApoF}rhn<cNTDEzUx>Ts83
z>4Eh0p2;?^<8?T-Aee}n_Ry7z7Q0QfAdNpRwAQCHG0&e8>R!m`6|H=EzKh9*sL_ta
zWH>TauNfNZI_6{)bV-w{{T@Gup=N3QkkAnK6HlG*54}xpfadMh_VLy9wG<O<{xqZi
zIOQK}%6m&{%KNvH_P>g$b(v?(nvL%u1ZNx;o`-KVTZtw2gTC>rf&1x~k%k7TB~V~-
zz?`j$j?Je;mQ5j;Kd0vZ8YMwhseWzOWsE-JmOh4M3Ha`7PN|7+z@$k*$>RL&=rY3Z
zBZExbCu>01(0NX4LCbp}GJ}~}nSJ&wzH_NQatmkoP2w52jt!|kfg;Fm=kS@);D^5v
ziZ!Ue#wp9R4_;yjLT~b?@bptCPP+Sp@n@_oA3UHq?U#Cvl%Ikw^KZerVUxmICrUby
z6FQW=1TFA7Pl@522_5r(W8bO74gJOE14WSNw}b$0>kM|y^?&`Wg|Ef!x|Whcw#hPL
zma=ZbYEBE=L6c=CMT%B<RF$^Quk$D?3?4h82v?{iWQ;s6{nu-#wua#+&~TqnQB8R_
zWy2TP6~75vc;@)3czfX54kf&T-MAi;429YmS8jME5VviGoDX<WTqZ!x<w_!|c{p<O
zWc&PLI*Vmsb%?(;QhI5ad)2+Q(yy)KZpLnTAS97@kq^Mo@<tl2>R>ux1?%44W3wea
z_Ibuh-g!+WOL<aY({`o_sJ{1C02FXN`SmxTu7?h?pkKNEZxVi}#Z{FS;b!vzkNbPl
zv~l32S6uAkxAfm#4G)S>Qd;@Nb&jH6MqFz<0sJAP15Q+0%>`4t1$p^xN<&vmaSYl@
zBY!c}6?@IsVql6-94uA>m@lCby>~EMa?J2>s%juQsyJA5HOY{!;{z=fN;oA)wVx1i
z!{#vqv>*2Z6c@gs$JGLyZ;wfaUk+=9+{~F(!|<rGO#!m}nJL(Yrr(&p+iu6ouafAm
zB`Mt$Y4AqS<-f8kj`jt9v1UWjnY)F9GIMGY&-aMUBDkvRC5DcW(2wXrz>r=3brykC
zya|pAFEiYBB&}zQ1&S2XW>Uuq@Nljxp18eQVyWbCRR`7*^9NnX-71+*c<WYuPX|H5
ztPfwO`ogxX8>-`hFNYXNJD&_FZ!onNZDk?~H2ZPk&sGJIC6-xBBw=dW5-=jc;+bNF
zZjLsOT+S3;+&Y$u{1uPd8FCkV39kJ(-!$04H1)3P;)s!DYz2F2+VAOeB>LU~?N_|v
zgjv((0ClPEJGNAEa79bKV3m@L?E{G9{rL14QSpUH9aW&<@mYuLO9*r)FMe5@T0tR<
z0&*Fvn9z`pp!#tukbl^>uJHxNZ9QecYiH!J<(Wi)?ke8#efwyoq>*B6nbSS~WqRae
z$r(UXDBeHRH?Svom;FFb9n*WvC@0WgR}rEqxTjS*;v!^N7OY=C5=QJ*Jr8++VZ)F-
zZ&skIge_#Q5l*W?BkRjleHs>YTQ?8p&670S*!zoC6wx2H{pf_+7Lw2K%}S!h6sRK$
zo^s#lbqTf&X{m9q32av*lHr>C8cuM1EqdUE$!%d^Yojq;Qi$ipBzJ4SZ2D6*EX#xC
z<O6cmFx<dz8<&YAMCeBR-v3NdhS}nhJPC9wbLyUW%z+Qp{axQbkfG?m=$-M|<OJ5Q
zo_v}hungUCFFFNdYW^ZLv6OIJVpEe?-!uw-eKm{dtXo^$UL6r%<|v>%!|+dS<xy2n
z_ry?`m$4aB;Ak3+&WR|~hx;N~Hl|r~_phXms=}o_HHW@yBD6~nZiJ!M9Yd@C6nC2b
z;T!X$&0W5JJfdNG{Zxut4V%yUXDDgKKV@n#gW?S@^NG>?ZVtQPby=nodzDaMo|C1}
zfIVl~zNKyJF{T)277NJ_b`xK3lqz$qH?W5Z{E((%Q3dkjn@@FC6s}F7u_a`LjmL~H
zunQqbpFWrzDFG-<b#&>;du8}mZTy_=KKh2nP(qWr6IoU8r30e2QrsE;CckMvkQlLP
z!~!OA^sczm8oT%vul4@44QA)Sp)ykvKTAb#Gga_kvb07#IbA3#YA@K!YrGiOQ<T-G
zf%hO$Vug}Q_bxlB?(BarAzR)K=hlYDFQg!wGEZ(+B+(QoOFqwk5m6wqI8TKK8mTZd
z8}=;1rwPf9ex)4r-O2>h{!9WYzr4;|r5vJNIcQ}T)t`w$k3;Ll+!3zD9p36-Yq8?c
zg+}$3BJBD*oyo6CY>4&y24*BV;i;f5Q7B)ovMD5GlaTc?yFgarS-y*Y#DCIrJS6ZI
z(U(Pr%o_S0-C~UFPZZr@2XI~HaR4J3tnveoP1preb<NI~qEd*drek7lt@y9$fx*j!
zqQk4B1PQCF;9CuCb|t3qIiLC|CG3RRy4UFO(Smu@8EA)mtL2nqQe!&a1L4hN-y8J}
zPyO?&@Ni2)9rc@w)E^rGN0US@>*6XASo{`i8C6`f7jTOEHe4#Izr+{zp~_jYVw&+*
zxn`041}-tnmS<UFi?P<-$kfDH9#3uy55M$1=lRd=clNH_F(|C!HhT&G%2VGK<=}=~
z*DA?Z*gxc2+;j3qg;oKC02Cr14K7eD;Ru_3m8lcPS*`_Yr%^f0P+*eA-YreuS=p54
zd5xT!g1B9O%z}Nv*#byv*<YwA(@P?kTg)=>01QWY6dyYg%4Z=V<aeX$uOg;RzTBi>
z@ChLNCG#w$;zz*o)^H(2ur|f54Jup}>vx`LrlD6x^lKgaGuvb$T&dED`~6YsE=x>-
z+{lZXSN$FxVb$5=A0dO=k@Bo0fCg`D{Fy?ciUivzdU+fH%S<tB=Tdiv^1MPw{d|EN
zkyb9FELRsMtNP4~4Z;l1aqXtRcuepd432=srQ}Ka%S;NsyTPG<{^E)WtLT+pOMl7+
z+IWsPngnxGqjb_%mlPB5B4P6TuZjd9yHtPJ7wM(DLn(phg$Bx#rK20P4KeH{SlvCx
zSo^WS;EV3?R@6-GO?~TPTJfb=?XHKHmHfy9A*n~afiZ5DHg#lKv*SwmETm-5ah3~z
z@vF2Qsh>fL{%Y#ZOH?VLY;wrn)s(&tmm9z6i=GP8-coKicg{7(V+cc%SU4Y9{-)xV
zZnUUqZVP?4X}w`?BA-o9Iyk%Ne3fQ<n78P3ENcitNio}caU6nuezpbTy|tiCJK2pM
zOM!+)Ng5G9j6xUGWN*WxVs=125$)oQ4GXef8>pUZ;bIspRki}S2|X+F;_%_+6$t}G
z0Xoj@TfrD0D-{etL{IoJ(XDt%ZfAt-I2zhWX;FL4oPxuqv4b&IOZ%>+>VT9EvKcB@
zA*<iMKQpp-bYmtqR8_Tc-=%$^65noBEXIG~nWZt*+h&D#B9e9kLsa3Sv35IAY3|dI
z^*z+BM8)+;N(nKO=V$QE)+O1pXJ&uWlrFvS7jp92kh}V>K25oitJzc<=yzv@8N$UO
z_?vUv$!M#zWR;Ca?$DIH2mC5L>v6Qd?oL&6caS6EDsy%puDq&mqoGOa;JWtO`!SL;
z1sKk@OA4u^L9(Z5l6-1z+VEdiBZc>4>y?rgA=14I>0X{0g%N&RfoKGsRjF^}(B=O{
zOshfkveA5~@qk%m)C_UwE;rv#&eiH(OXo(G(NY&``kN<CMrE_OeXp3?G)E6hN(3%W
zd|YF4zdhp4=Va$D`x|t>M)jng1M(}HU41P1UYJ+tT0e_J32t_@yHX#{sWgM&^LwQT
z*`X17x}eYj)elX$tew)(Xl>nZ*`h*Mi2my`mkDj0h}-MVS$p6IG0pb%msxoG?I4$r
zx02h>hBqq0mu{qEV;n#e3^Q9?GRiA^jRY0z?q6O$ZDp}xrRN#B4UEI~JAQ0bnIbr@
z9`L>>Ue$x%8&)F60i3etJsENuqix_}w|43h&eN;Mo?s?VVZ8dzqTr`*BAE6DHxrXm
zCodE9By>RoNRexHb4=|)Bo^idf~p#@6&GRi^aNrR8a{JO6{-4T00G8#qfVD?yJ6;}
zVM1G<Q6ohJjjJvLIm=Hf|8=JSXD7J6<GKrw9~)A1FNU_l|DL)6w2=*KZ@{?|NIz`b
z$(*Vme#%BF`z~p>2|Ks2=uV|JMRF#t;h?B$PH-lm129?u?Ib8Kf#PE0RTSs{h{tSG
zGofAU{a7_@T1R=>JG==h*3vQ^l&=L?TV2fT*f1jNcfm`o=aSG%qkwDz+g%lPA2*{C
zrw{SeA_0w#&*^h-FBYMlVll$$A&dpFxL$*EC`tvKb}+PbR(v~0@GN9|B{Uj+l-B0i
zl!Pmi5fe_dCE`*;w6u>m|1@h$xQpwrbMaVx7(Y}?ZdBq`cw0#7GSQmu$MjsPpOYNU
zz2(aEZOKh&j4EMncNyAYmH`T<Hk5@+Us0uFw)0MHhiNJswqkX0x1O2MF2^YiG*8Z6
zSr9ioS!0DHtFxHsdIJgman0>pHl2vfK^}}$-sbLd8_rEEdY1nV)TU(?CNfV+ovgj(
zZb*`?F=^(uR|pW{ul_JR;7o;H#DAP;HU3QfoaPYrN7uEBs-pC0Az(6<e0E6GVr=<l
zy`*#D7LFY{8^RMAn)P?NdGq`cbVj*NlVz_WoeBMJ+UxD|I_XJR;aIvJe146%xA1}p
zwNpZrF|~+khs`RcAgV-;x4&!1TZTok2}QcEplkSODB3e}ftFQT^gXPD?+E(~;g}nz
zGdUG_2^u>@F(ae3eV{X@rwaP}hMo?Q9g4>md4J}=x1sl?WP%SyQhY=tC@R8+Eo0$}
zu}``Sc8!>VR#5HfAsZF`+zSQ+Y{vkK%A}Of2UWMX$B7b^(buo4^WpQ4>JthUgbje2
z?iipYMC{hWXX;`P5hM$rBm=z=7e(pc<n?AajGA9&a_LXSjQ3{e3YbeIvJa<!F;2_M
zl2XP~k_^dTudho$_b@+$iDM<H;YT^G_C<Ru_Vnrg-3U_lIHG*VHc4c-|F2~niH@dn
zHR)K4Z2=U~3kvTXQ@X1Y=$SJ}scDI*)WGdfL4Cby<wf42vNBD&Oo5&EuseGn&AbAU
z*OV8GPnGD?pOX|bO5gR|wd^tF@m@Fbv#+E}iXh`Ivg(`;@Dg~DKm&G-s+dnC=0*?4
z$#mQ`#<mu0NWkB!H(wS%W=|88M7m!`8mfGBZi5`8K6+k&pW1^k@<UG23jb{O>IFh?
z-H_g$;l~q|lXPyd-4sZbS)hlkimRx1yTti$_Rp^XPg4@KxhJ^GQwFlwQ%ORc+~|NW
zH1(20xRi<%vAK$h^@^JH;<RD4@rw7}8xZdenrEQNEstsc4}6yX*FVoK7mzAX?@S)Z
zD68ps+lH%qCj8g!)5F(XBFTARNvFv${J`XU>$llCO(_qQ8yISb;1(X2yaPS4<1*G-
zI=o*J1xCAT#xG=TW~U#iIeX<%sVJ<p5kCIoZq|)Xk-J-OIyKKcf&UO<5Ogxst100y
zt&|ISxoFD*@w?0YXp=to=bO6%*c{PZEd21^O?p`pj`z=Wh)3(jq2D1^o@X5sQlll$
z1JRZ`^H;moV@IO31Q$sksmqULQax&z5ADl`Y9liYD9L@_$?X0zh&O~gxYpB@b$fxX
zAoqP8&QQ~F(9HN0leWmd@PrAts1$eTKCpTD5e3V0BVfWLmN!DV8Hi9sbybs!KH`^?
z&tj|C$tU};iSMkhnvUOk5g@f?b=~#WyAtL#I(yh_TNg>6*~W$g`VQ&JTsEqD7A+nA
z+7D?n;Ma-Qs0;9b4m&mDG@qgWBg8G`6WZ^<sKsCX9Hnqa57C4j8au=BvLBVjjtyl>
zh&?89heIkJ;e~|xQg-3tx2!WR&m~Ie1l(uL^j`4*rxj9n-fpt5(LqzzQG;@cUtY>*
zu{nVVRBU$%nY%21p(C~CbUM3H-y*b<ah#9SmPPYnWoA~*nz0Ct>5ims{p1&IpjbJF
zB2}5ZZi%iU_kB!3CIHKO)6BP5r1RF?Ng#a{-t&a@g(S_KSe2t~k7VE7x$_4+3T!1>
zx5StoTf9c!kNDX>7<hVq3Y9-B9rmQp1A!5y)if`SrGANj)C@$lI2d(|0e@V}eZAzL
zV&%NtO<i5(05E~6<EG+JppdDoLyd1H;oI5Mz_O*^y^P<W=wFH6dq2&+$GDqezwqO$
zK(pP?l=9v2uQoAlNjcp%&hMv4uzw}FakV!LKnt_ySQ~3{quB3WX?DoXuco`MET!gQ
zYdBnrvQL=tJp2!+k;hro=C|+hZWuifW}F%Emwe#jLNeCn^mVVoozj9146lua_|<6M
zzdM1&dk0>ovpv)9@6Hu|Lnp<tQ{5cjgY?gAunq=eJ0(cTR{G>^=KK)7F6C@j$ulan
zl^v;*T|uw0ycz83y|Zyc?w0hOaKLZ@cH6uTM|GMl*3-D>Z$_J4RTa0hvv*Y;*N|!+
z(pC@P|B1nyj?%V|I!vf6Ksb<l-hqB#UW9Em`Nqm|^rZNpY~DdmU}q6|;HLsmG%Dj3
zpBKaucT(VkMDh_BYXccp!)&U~yj)BNDGgy`lQ{?Nej$L%EVLY(S8p%F-z6mHHP_G!
zy|C=^1jYD`@`h$gWq5GkVMOPi!Hi&T7=f7V2WB^=<x$+mDr*Y*x4KhExnBU94YhC8
zhVUV!ee=d=$_?`k`?ceu&&;piUu1;2j`SwTOcmS{*#5xzVLj{lSnuxaXw6$Kx-PL2
zUq=X>f~Tf{2s0|TYpN>Afw*bP<HY-!8Zvn+iocj$O1sPB`lZLAT*9C65wAe?M>baH
z?PlE3PxSOj_~(<{3|WaPtYyPDU<oeh6TvbQcR#%TUn%hV40fN@_kg%zQtRVHO^#C3
zy$AF-h@s#cT<!A3G|3}Ylwep|(aeAsZ|`jyLI>@@$mdpkt{c#EvN^QnMR<%m`zmDP
z&jC2ljNql4HS{i>htz<8BSsX5$(T)$@E-}Ng~aX>2jbjWo@j;qXwMGjh@C-%c7H$m
z2eO-zzX%7sr8uejp)-So$o8+_yRGgK=tZc&q1$KBD0~_IM0a1X9>3+1cFj38UG}e;
z>I&y-5$i$1Bku*0Gp{G9o>o+UOe0e!Sci9oA6_dQ%t1W^66756+nJ{CfB&G{OYan-
zaXa?5di=@Wi9TaXc731o$I9-=#-UJ$<At>dlxh5c^Ziyp*znr(hL0@GB?AoO-IN0f
zTw~%MhS&F?CCki;(HRTinvfLj`TMvVH@Q6(muDA|vzoevkITF^U}%V-m%VsazWVhk
zFm@jlI#bMyD5TvPitmYHFYC08Hv+nn_<l>YO92cqle}wokk=NLo!Bx3@*4d+$0I)T
z|Iw~8H4e3`VL_uz@F)ps^#0X#IJ2^t?9R!|f8!$)>vsAmz@i!Ic+RY1SjQuOx&9gS
zjly)%<eXSn>hSqZ$fz^)VSp;Xxn!%C)rR98Usvifm_G*%^=0_77FesIeE+a!yJUCA
z_kU527BS?$n*@w&rI-@PcJ4J|ehk3De4qEK`e#I{^kKg1lb^JuvW?GJx{7tk$9Gbb
zMR<kI&P-pp=j2j(O&iz%*Z6@8e;t}g+7~I@>ft33<tD>26zN0%AA=hNlXWhG4};XW
zBg>+KhOPFbY6-CRLbNO2-97FDv;+P`rOR&Vi;gW8$SL<c8(JofQ|0M#U2_-NXa@U+
zUJ5ARKpeNV%}Db%6&;7lPsnc7EMWkrlAeVfG0voAqkpou7^tzHzU@o0@ays;OOSdr
z#Cl!1oMgw^pT(!L<_uhk&JP)UH&K23R=QX8*qDGEfA}gKoDoZl2*QMpd5wT6N{EAS
zq_J${x@L`n>Rw<p!RUD%YQ>l>RHYirDyjRJ$x(<#$t`S1A$)w@)YeafYN^mkW?M#c
z%=@76qfu<;mb4pQfk8lR_c3|0!g?`*I8O=z6rJ@CzO_#Kw!jTvJ)hCtRNuA|(Hq^7
zvIXoKX}tvs098O|%VUZs&t_C7)FRLz8{?kr>ouZbp=4Rsqsw~V&u-J6>C&P*nBK=t
zJ<H-dkZ-{yN0OiQMtk&&iD0n#gLgI6!K=p7Tm(I4AwaR(*aJFrd}Ygy_fI<JB>gRi
z`HYwxugThcPY^hpWK$nSk3PGQq2T=EP;l(i4vEFcbsck*=}<20&-h&<quKg!{FH1T
z(-oI3N5#4K1$g)svQuUD+T7>O8rrq%i8m2w^2y7t%(kcloOza-kSymvRYXr~sgv;f
z^45VLqmYeMna6r4R7NM+8VyD-n6R-9&A!!nK#l4A=pXHDsF-$G_FDNJ3l$78gQx*S
zR^i}m(sAE&{{d(~G&u|MuF!!Ke?C~d4SN&ZDJ3Q{sT#^=s#_>Hp7w)vb=O{_$@$Z^
z+;?OKR_}7sqm01)M<M1Xrf#Yuj4*K@<7&e_UKU9p%D}&u8v8*-ImZI$+g<EaNsgCk
zFvdfpe#li<*FC40IKot@F0JVmb4}(X*UuN=qSh`FntY-S?-ggWnHi~#0U$u2At|8q
zr;7H3p9F2jCE~!p?x{}zWic9TXgDu2Cok>6UF4%pT4Sw^h$Cml&mTfeg1j#$vO0tb
z2`WV{?R?Wg_by%xIapf{Ug$CUXn?gmBefnjeqLb66VCZj(#ooD0=Kef;YkU@DN@Pc
zAoT))xBp1=HWD*F>J?pzRs9Nvmx5n-W~{{+O_n{~?^gx2O$SzNqEbeUyU#25U&*}C
zhdr;Y0~4eVW!-L9tjR{S5YnUiPW(gY2mGOYQ((liovy*!ct{<ImJ1eh_nt7f=-Wq~
z%Y0oI{|e&p1)B$zql8_NVC}fLtklLNm&g*2(gFf%W1cquapOAC@p7A&{p%juH@xzl
zfXCpH72~L$C^Aw3r*ayA-MrA}h<2XI%icKHk%}W%qYm~|S*CwU?C~9;CXogTc0?d8
zAu>4$k^Z$YpHspw%+ZV^v7|F!_8#j}qC!;A)tH%|;rX+QvE?t%J`E`OQj^ECHD%rK
zkSJtkt=0w%8T53Pj`#dXIRXwo%#F#-+ky6n`OW~PAx^^L$Tm5=95hqL_}RH-M#R0z
zNeesaQ9ZG@1F0}Csr^{AKIt-}e|oQ`h9xS}Wew?AQanXh8}Fpk@HxGvK%VdYf7S(>
z<X>J6X1~JpA!MPU?siVaY1c$MlwejqZb6A7u@@jffaAQF=2Bhv@8B5h_LLdnP|$x<
zydBxqHD5y-*r5vlIY=;_EF5tyg6(1DBKGBPU;ddG+8*CCPCU7$(|X_dUn*tHhr^x|
z|4)H7qAZq&)G4kjo5>q)P-2%sM3!J827cpP)Yx?u5(%*eauM`>nG5cEoQy*XL-aG`
zwl}asMT!a|P0!?nceb}-f3(z{E}WY>LyG|-EEu@3#p<+2TNRI+D--y}tv-0!WiR$f
z>#vawQ#z=%i6s(UJ#6Y}X^N{`Oxfivc2&j#n&w2fpxb^O@L?tY>W5EZh{Sk#q(Pwy
z9XEWI+cSk3HBt3V4hnHIQkn1QYJ4W;?9nG4E(aEx*N?fT>(FJ=)Hewq5HKBcVNzI~
zh}zDjqrN~BFzF!(rRzGnINvbyfj+dWp8enfsGMLWCsVv0uI4z?bJf`N&R|%rmsf0o
zEIs5mWN$_f#<wY^M`y!xL)Uh}LXVP3W1S!;yMk+mjR^B}6u1v20R#{MvyiVQEq}0p
zEJC7PWIi0Fg@(28h_%eunT?r-*4`_VfXjz(EbmjG2O|<#NDUgNWsr9cULPkk?!O&9
zhQ^+QbPs6`rdm*RA5-KdV~SXd@}3IFd*R!9bZk<o*QoqpPEt!;L;7!$9}9Z^Ik@ad
z^u%lW=rJy)3tvRP9^VD&h8MN|7K}#|6q-dS%b?qwAvVI6+Or9am+^4>Fo%7XZFxy;
z(kw;+1PJ5u@_mNXWN#|Ej**yuUBm;6ga!LzF2I*<WX{@$F!opE`qO(?&<r;Ij(z+W
z=hU3>x%4T61Y2qLC$}gPhl%7U3m^a!;O&UEf!S<@0DBX8@)j5eek(3qq$>JDf}5zv
zZwwU{^d2Roy+FVdCXss#?=(vX|F8!Y6BZ7vQD_fPeFrQ$K}z35QnUqAds<ORy&yPD
z=}C+!sip8Bw4M>LLddve3DCV>s7TDvV1#>~EpKNzxl)ckl6GZjx*4O-8u!)6^+J!G
zU0fN4DYv`(5=J?l<XuPjy%kTs6El-A%MoF?uX1GTM!+a^#GctkljY03P?VumP?7nw
z;psg>wY)<0DdByWrd%8=s_)Sp=ev|q%kxnMuamNLm@C<)3uZC5oRU!R?|KDhoO4qO
zwMn!AbXl=MXAv-oLLM58%FLOXbUvD3&%|d>HVo8e4_Mf^UD&Al<)O;YcRWW8OYYCJ
zqoq0gn^yuxM?9ZOaFB+m7w`EI#t2D7?glp0mIh^Id<{d3J*vVFh&m_}cV3uc5;DKD
zSZ0%Ew#n$ZV0}@!@HY1vq*BrV!Ik!1bHLOhtXXhL{U<u74bK=>kp{QM=(Wb%rOH#S
zydo@Qy)E_MHl;8dWj;aYH__)uqK=T9Y*(ofgd9n%mzb@u#SD7J(Dz24yX-sm^OyT+
zqpxI?01*jvj!+Iat^&&hp2E&u&JC}2QI)zmjZy~Qg$ElV6w-BFCHD^BS)ln}7qwdn
zLIJjje$w_?`J%~r6=7fs5|QIh@VAg~?KH9HC#!TjM1#s#jjJJTbG}bpebYJ%-b(ho
zs}gD+Tqv-Sl(}C!SJb)Pf;Ms4MdrO4xT}3b!|b2?<m`A5srUCE@H;Kx0~6($ZCD}F
z$@zQ2w#y?*JgUFGQ#cNh+uxdRcHLL=h;h^@OxbYX(Y9G>^4CMR6j@!7w+o^?YD~gZ
zAmI!1!~9oSg^H9+cC~Zw5PJMn>Yg3{V%m)|c#a=}fS~jOF__2@9>U>@bg8a-Z|L4n
z=A&!XQtNB4wUck@U8lPd7AuZ_{?PNG1qHUl#oyOw09T%nO-UGXu=Ld*11CG?3EwoJ
z`7ij76o&iW=(*&t1&KdKU?f?ZtNsi_(>z6jz0mSIN<#()`e3okeG-wYzP_5@bB>Q7
zqXaHR{zcUS&3_Uhxs4qd-T_>vP6ofopK)E>39FmY97MC8`vh4lMwNS1d~Y71%|>>G
z==+?qncKi=GKc?gn?m*xU%j&)!8a3OxWozTg4H-H=?t~rT5Txu{$j6&(3)Fyrr!S}
zYG-pNAT{!c1chuIo|KzaH*0aU20a5Z2XFgMZ_(FkF{4Jjmrq5LZ+6G#(@Z&#l{itv
zUd=>7ZmQzW)rK81>hAPAi2!u7$+e&AyW}5sJou_d-6bI=B064ups#66*blGMAc9l%
zfU~)u&;M5VLR%O}X2SnvOL8=t_4pUF?hT>6A*N`bG@|gZ4kbvulloECd%Ps=JlpNF
z0Tf}Z&lSG2EVo31FA2|9FAhFCe4)#_SkK215h1yI2ctpy4Hj2?NJ-R`rd$u7Yk5bl
z)1RePqOD2dA$!M6n9N%83dE0D(v3Gi<l|zP6q|#g2rIRpiCZ<i;=*zjj}-q~=SqyU
z*6-M{<m~M)9|FvbZhfAwn}iy<n#{=nJ*TvG?NwEciq`MMs@C`;`(M|}TKmHUV?_be
zv_%a9shog-!(n@lM2(>j6TYKbIc9ro)BQ%+uMJm>2fG|}ASbyJ0?=REJJvYR*aws-
zNTd~v$bKj9_wI%dk}tL7QF)S66+aa+0@wGiEjRCGMR;t3^iyZ^Echaf?sc7{`iW!7
z6;II+Yi1BLuEc$b(NzxgDOxvH8Co2iBEl}^M|+zXOY`WNIlr;gm0C;J6m-C-c@Lo|
znrdUw@)R+A?|u3vtd?1{WCL{Lfmv$XYo!MkZt_Dhm~?yY7aOqs$YGDuqeHR$!mx!|
zuscdVfEE*Id)s(DDd>Kn2u9cbZR5nfsBwFDo#}kJ6AZdvo+uYBN6S=`XLk%`=ppbY
zohGpiv7bUZ?)>9Vf$k&zgf%v{dJE%GY5%#YCXE4zFr~9;-4X==iionirlc>eJkYjv
zvcKNZ0O(Q0X})$wP!pfSui(0QU%;6-TvJ}p_el8;ZbL*_%8mwys5v1^kEVGe`Y0|5
z4_b6cHG&g>zt*@yGRLHVdd_TvV{A|WE18%Pke_s@4q@#JjK_yx%!%+S(&^p(y@!&2
zdN+-$%YIJ3PRS6$M;+$s=Iy6@T(3#*a@b7OqmA08tS<@R|3_l2hfuFD{f7|zCGAS$
z{&9spHzW(vuQNam;`JP}2hL)<=3*_+kcuz_if!rIp2T4KM>jA;(}VirG;G0pdh$#H
zzI6n~Dk`kH$35xiO~?RIqA(k{wXoFU<;OQP(+=#I*QbcnQjwFN0C=2V99+Bp3s=3(
z=`lL(W)+2odT&NgVdbyxHz5c}C>5KbrlcaAfGIt#djG`F3oz&299}bs>lqQg;!r}P
zx#}$VJ`4oN@)q45ndVTswI-9MvUpp~?qbU=Js+UBDx8M6Ww!)o_<3F3Bc0nP?*tdK
zFpa#zAj@wrxoCi;E&fq-@IGYD<2F|ebu)-o#v}*<A7)gg#ttiWamNFWex38gt+gS0
zl|nlAoR9^9X0Fm}m*We}q=jF+klT`@OWKEgS?W<4H*9xg{-u(A_%ZWB4xMA&`?KW^
z=kNoC=rPi)i58Ky>rgR01AQSX7`BkpM-`%jJ+sQ%&@{2_hrDV@ZLQPLruDA&kgy1=
zb=8x_;~Y~P-Pnp%htXlY9uHXSPyU9UeSyZeOy;4rlQYpVOzUnB^}hY)1I>T;F%R;}
zl4@;QHq#a&*fKIB;3er618@2F-~8Z@qS3aImOcf04VtIc=OQE5P7kQZhJ$MsADPtC
z1RE$<*P4Pt?O!FD%0<b-F0s!1eKx_q{8p&e>R$k%6j>8B8gnl>&l3SJe<Q&Z@sN#z
zE1(>Ma$jOqH0S-dV(bN6&sZzhDotsWJ)IZHLp!18j(BJms~>c_;q$|m$63?sR5c3w
zyRb6$vi&VayAguJPfuTq03r#-ZJhlR;~h)AtcJ}$rRDbX{JmBMskCQ;glnHF*!kg~
z_Z>+H{%|r6H!~}F1dA}uepWvax`=Y$=m`jGJVL_?O8y84U@Bv|yjQ?re-Nj5^m0*1
zxVgW0-MO|{d4|jG<w&9gdxJ&1M@kd4W^JGGHkS?LhTC6H5(WL&-3{=3cG(Qz4qwgD
z5*{@Ua&N}z%3Kt6Jv;M5MiG@zLieQh1;`kib=Bl{MtiDbpJE|Y91J_?Y+hN)D}gc=
z_jP%Gyn@SBn5CP{oaGU2g0t+G2*jQQx=YL&Z|FGSB$qDQpZew~wJn1E>nSt5NMiM9
z-AU>=*T1BQGP9C}fKk>v0z0jh8wQT0TAn#=kj8i_A5ZfF$`+G`=HoFYu0NcOi)r_l
zAwPKUQ|Szj(-e5>-IlYib`M2mZ)3?{Q;Ef74^N2VapR_#Rg<*)zL;;5fhnzZ##rxt
zxo8+oDO4SxD?7J~oA7!X($Fp~=^v^XAu`0r&3TpdwA&0rT6=?f5w)n^%_64bd6I_^
zk~>UaZxcp^z2xh`;*BBOaawWObZ-ouc}eNMeu7H@1Yzgqyvo^Y5i<f)oMlt9gKIYK
z*3traUq4LUnB(_lP1EOPwltMVV>NrstSe=tHAS0qQF63XnzpxcJZ`PTF6R}RLsbdD
z^wf;PdWXh-a!x9g>GMOw=g;POE6pGN@t5W9)|DUwnl2HGF1Ik7+8-G`v>pSL&-{_J
z;C>8q0(bv(>}uwa-wVJpe3n}nBLlpAf*?hBn0%{?je#Q}twW$CSoPW?OwqV%B^>v(
zH1_zHmiD*y#mfMmfuBNc$E($|4wM<c?Q65$LMYqPub1Tc<On*k)d~eY=4wH0d1~SY
zRE!!2E%1rfNdKXjlksiHvRTXIJ?qBptTCSL>o#sJ=4F$e{%&i!Y@b2}=Lj`*9=rs_
zec{RT`&WyiiS{YHdd2oB8=oK@zwK6Jor`Q(lq)#G>SI#C`0EANq3%@2lbdOePMYiC
z>dgfC`RFzB!zQ3vU+<J|N2g61iq`!N@9C#NIbqSqs!A|+ZB+#~`C&#z$4gK{?(^tI
zzslyKf$lh=_<DA0vgl@Sc(uVOJv!M%#+5ASwtGR4<f=XOFBR&Db%M%_QUcDt@6Q;U
zKcg{*nxd}lSYM=GDv8lSjM**_PZF2Pzf});OE#oAuN+=1shj*=Ku%zPkMzf|ntKV`
zrx95>Bk$cjtk_kgqXm-2=UBGccDrom^U%y&NmPM9@ccIjK=Oz{Hz@BF0Jr|6O#h{<
zj+mj>pmJS3PEk|WG*_ZZf4EOAM~Cnf;jmZYsj%2b()Q8d&m~>BfPB&ZhMUiubHQQj
z75bvX0+^^P^87(z=`JbBxqr_QRoo>s=CFcY!zzP*Vt71JTUuna?_gx8z3e2G9){fo
z+ddlUL-_6z+%(Qtpqa*TqITgvdmv8T7cYk0(Q>ql2}-szUf?ZdI}u>9G;koCWdGYX
z_AGB#q_X(;>B9@)p~wpzZZ7eC>}?dJkIHTFMLLGVVc7k~oO)=e1h)cRjolqndzpQD
zFNbMmWc;?6ljBv}=?4K9anvknJ7HE`S}XipJry6%_wL3IN)N_e4g^?D_5J6Wr&Pm2
zQ3uAJw(v;}5H#f$v(WG_6}x%|ajI<1R<0A{f}SfLzH0~T6!Xrc)moClLXr6D-K5+r
z^GN5wgIM_mt_B5FAC=<vaa<eJkFYw2ot@?$!U1Vo$~z!E`;|pdZ~!wF5W(Mq>E-J1
z^drW(h-2^#(3J#*5;oqIq~?<;02Z4)s+{L`?`gd?o3yKkGYT^f5;#JMn%R6FvyNbU
zYc1zq(i-SUT6j4EbABdji)qR8*D<RMv74%B$gCO1>IEsSm2Tr$(iQ_W)YU~-kZY^&
zxiEkIfZB!98UgB8ZZK@ESMB6!vF6;z<Q6rN9?f?$@wRW%&+W)SvjK;Iwc^9wn*h^n
zja~$*3#+VWPGb>h-Pzn>pRzL5mfF0ilQ=_*bQx<Q5wDQd!Wc%h*GDiKLw&v~GsC~{
z;FJd-F&!j+x$%vk*qpJb>54vAG)p#Xg3|bsrLeYwZbCyVz&{aYm}h~JZX>;rMEKA1
zQATVx9T%5-6YWXr#$Q9r5;`h+dY>nAx24Hco;F=<s@;9!m65+ZQ>6OF3~{J++&cgw
zOrt(!nY0hrfzxU}`>)pjm@!zl{C^Zj#%|*6mtxW-@9*qqd>Q9~h*J7{>ed~L%_}@1
zy<}-mEj60ZFccDh<YGulj-B6gy-Hw+#&I!fV@=c=3!!;o$#OgyGTka*(1ERd(n?|q
zz?vYn+)7d1P&jj!HDBq+kyoU=2XNH2SbJ*NE)@RZxy#vNaTz04IWVs^<-zU=#3G03
z<0T4B*?gT1UI(_tI0LmwzI^RuWxzvUA#0RyN~?`|Z5s91_P~Ejp#cOCoYEutcx&ib
zu-zu~VlR;UW6H^hNC-#_P}XZrjPpR_3Xcf+C~V%GP`Q*F7xXCiQRVGnD@<1Z-rZHZ
z&@-JMKnk-=`4OnQZy$2Pi%k2nrg3OeZ-~Pe?`m;RY+@t9mJ#B?<Y>GkL)YBw)(0VB
zZMR>!AExOWBja(tct$%T@~u7a#^C5h#UgWsxen{^9EWUqCe;nYPpQpnkQ`Y!Tk$X<
zG2F?o)0pk&-gHDO$-ni=Oym#GZ<$*7NQBh=$vpLN@o@TKq(jtwEylzxhTWyb#_b5y
zILA{DD^XyHl99gY@UbxzV{UsJ`9SlPEv>#rN?JtgEU8RvFDKvO#zu9P*L7|DzO-wd
z0qPIoGU;k*hKjw;RLai1e+xon=CU4SxwK{jxbsw)Ux@xyj-I05-`~+~wV3l5BFDAO
zl}rr<V*X$ShIC9<4&yfw4j6BFx>;>6J?_<4@b_+6@e0NVb~dm^LtPECyC}fGXSgMD
zJW$Z?90b{Aug6$Mo%v2|zt)D^0zz5Wk@p$&u7iA#;e2v*uvK6k(tp9e97e{wI^x#n
zQkKzfVrl8T|9jU&V~h}F-XIiLTzthG1fRc|JYmkJlximOHhkGpK+}<);#?75+i?WD
zv*X$OFmD4iJHpjvK2sd@F&Tu{hifg}=CiuneOx*+xBG9l1tdlqZGsEuTFufOxkIk0
zA+4q^NK8U_v3^(+!<|BXvozmY3!mlGx;V6)6<nH6aN^x?w|Y2$Me~hG-VLf4AVJt9
zV;ue?eC65Y4Qx9x+bZgG<(Q1pAk`+TDgqkY6|y{&JLZxvbzGm;6-&{A>BWMziBVg)
ziCA#phTFF4{8v3IJqu({kUxI-A@mXl41rzJO#OQQI@6jYmj(2>>7x2ZTlN)HMRuto
z&xZnw*u@W%dvn~1A++&TSxiJy-A>xY`g!t%bY+DbLwpvXtg9s>;Ltmfg+bHT`4`@<
z)967kHAvU~*tRr}_o%37<R<CDOGs%13_(SI7s;dn^!iyb$c10Nznst26;0@@w)=>h
zC^z0=0F#C9e&T))dP9yFFF88}Op7a<s%Q$ENvk?r0=TaRBO4j1OZ?>(Es>PSKEaU1
zhJS5E&r5ZZp$x(vO-C~jXjCy0e!ca$K&DzBdlnP+5Rqc)qT?>kEX>`l{{64`^!R>#
zt4*y)EU?c=x$)KjC~hR?srLTC0ex-*q!y2hgO8r6EWg2Zyu!v#fsUHek7u_J<yh!w
zt46~RFYP_gZciUAIhfur>udLIy49xT+dCx{$zeX_vCwIG2EhpxSEi08UnbvPZzPMs
z)?!K0!o<yP-yUZFyX<}Wd*1=|E^~3oHiUcTIi?CriT0hZ-TlS1a3Gf{Xxqp0*@KEt
zxbdFEWZw%NskWV)ihXi`IO745_1dE-wPlP2qib9ZaW(fal9x9Ubw|24Bs?u0iwqBu
zptC&g=FQE?cY%<?ZRWGboAkoL2U6|M*WYae=c9EvNmJZ}#CxS5zu_8*$$-2rlh7C^
zviMxVkRwksNqa-8t+-hE?Ge^oe}A%RDIZsTtPP!{G<2Le&FRU|w{I~z8Ef9J@`@N4
zD8?H0qyk%4Tq+EFd9h(wGn@*e0k^NTvIs9P`&>W8?Z6kr$QuHz&OH<V&4tVCK2?y{
z>*anRR=nGUEvbYE%GqZsaCKD+867(XHCaP`NgW^!67-UPm>i$`<T8qfu(Y<cwi5L_
zZdo~#81R*dBuRy9zlJ>_nFeYG^OLK0<t}h0d;#!+7524=lOKr43U!2w&bSL4(gy=_
z!oA*(D}r_H3<PutyBbE}o;6DywgvsWmBPMqSBC}%anUd{55YDF%{&#KSDvo}IZJe8
zaJUflyYy>P_BzGZ;yFn>gM<(|Y~fQ!>ae<nwr?y_L-}7}KA?BK_rQNtGA#5)|3PW8
z{{Q~i?+p#p^y2sdkk0o3K!NxVUIO+~Aoc^))#iU+KWyrLzU*51^#3UMzv_Md@Fw#A
z_XbAkBO@axqZUN}@%IFw5N3B(S6BZy*L`?+uzQDjc&`S(dVs;;=*M?fK|#SuwGV&K
zB)m!Axu8L_{-M0T!%K2H^&oxu68j|h=J<<)_cl71gfqV*`W<%?rPF4OoBDB6;l>Bf
zV-Q;QVEy`@S5%Y~6C+^ZndWX_Xqb_nPV(u01A6JfczJmpA0LZb+y3vz|Bp{T19NjK
z8X6ji|F`;Bdiwe?Nl9Y=^#=3lQ<ZKfnBa24?&;PX78aJ3wQj2upOElkwdLmJ@rI(U
z^!<BjX{m*U#s2>O|3FY!SlH@%!Op@$b{F_^FgZILaPEFt{K)UP)g8#^d4G6vB4h}s
zs5{~lzB2&TD|tPvwmAOJk4cO=+-{fIk&&pkP>pKhJFbU^2Q4jaP*Bi+#YE%d<2X1t
z`HdX^I*})%!1o`Xrs6(NMrA7h2H#SAyv?J+$p-LAe0V*SfISpL`|uL}0m$k30Vt07
z8!h(Bra#3;Xy}yxef_<Jl1oay*`q}0Xt;x<cF}ej%48|@4gNhF9LU|$&+dAM7W?${
zHvG#{qI|({1S^%D-(tlhw0+$t6phRWM;PqBqvySqezd1G@iKk#7b75Y?fEMUxTD4A
z?q$g_v5BPhRlMT-RP2p>f!o>y>a_2JC;Hs(?bfrp+qO4Wq^oGb{fy{R*wJ5}?Rvj3
zI-XhAeDrYc>0s=6Q7-vXek)+)Xuk@9M6%<_OlU3hUP+W&k+Yk>27>RC#sE)vY))f|
z!K?JpYEly2Xb`F<`thu$wyi@P-T7%DtM%|#fR>KKL#oyavy@Gh#*zPEVr~AvC^>6}
zu~GVRfOi<p+nS8_HoWK8Yr~GVHt(rlS~tmEYfMXX#1x$urg>;&S|dt+eCam29eO7A
zYhC2E*(H|0Cl?M&CjMMII#;(iz4`5-1TSpF4u`(pn#BLtL*wx6<ix~<HXBE))7Uy6
zeN%`3X50Ib^<dQN{r!{-QXLZRJX(6^_xP9NRFTlEIbg^`0^u$mewNyd(1YX0IZy_{
z*6VfVoJgINDr5uRbgq&7%~$I4OI&s;CMZ2|TT@&{W`gotjgDqO63&yUCi~l&XS^^c
zL4h?UA-CyFk~#fa31dGz^zu+KE^aJEXxwYD;9=pX&EC`~7$Dqm;I6aQnrK~6e=c({
zq05^ET5Zit5ZY~4(zd2Du&@Ozp+Aa?rTZs_d7<L63{$4nlYCC9hm6GvEN3n4`xi&T
z=vo?o98ZW{UeI-W^5E7WLf_q7&A;QU&9yF_`Ci<gZ0eyna#(DSH9=7hJ`fWaDUa#?
zpC1MJSKez}_kHCn-T@qCH5auP&tEY@Pp8NvgadOEY|NQja7xTJs5O<R1!Ei2C}~R2
zmmmz!9m2_bmpt&HDa;NR5YU0z&0E#D;p}s|`}mCqFzevPKADoV>|&SL?PAKGZr!D>
zx6iZ!CTsrwt@GLYVhmNYfM#^q{OG;19tHP(OrZJd+oaCZOF&#?efs*aH(qxh$!CDm
zWK8U&6M~z<;xxpS;baWOeh$a<;3vdeWfB={W2@i))0%OOsm|TruJf5|M*HgzvR>0W
zZ7zvFdtxL9?Duad69_UXXrI`VX%G+w3CdS}7;>^pf;rEqIVqB_Hh;;9boc!c4ZG%U
z%%rjv71ie1HYlcMo7vYBHd$-RVg+wnUX387jm^%XSg(0A>U4r1XFF7$9CBkdU4RN2
z&U}|{+y9M$FQJObmRU_<vT=Rehn#HtNr6KNhrqe)b<3QM-*V}ftGVE$s+5ege*qzy
zPP5DFaLTJ}P}p{C>c|_^2y_hvZAX9DKVaT3$u|>81$N2UDw1#fIC*;a$K~0`iX{*3
zm~wi9S=`1PJO;-Lhvs;^idHr2tqzX1%gbS^_Qtd<eYBBjFEpUZo60g9=KkR;rt7L|
z3SqF|k8EQO{))Gwgmb6R$yl#R<p5&;2N}0$d50MZYdE^j8e73VNZL#qUcF#wl+5VU
zOYq+z$n5VzbtWYVMpY7tIj;WiPhV?U7pphVf&zAD*PiRk&up1$-v|7#&@hM3%V%))
z4>(?KL?li^1iT+fWm#dldT}$POHY%%c#zE^`P<|(lm3Wli!2NZ>nh1cXJGId@D7}2
zD8P=rKODVgA%J+rsXLq8D=DZt-#QN43S%yPbhrLEa~o*qB1QHk)W2p>zAW6bj?8^d
zK^J%7Mw9&}Xq;aZO3%@`J`SI9M~-Hqdu8qViG~E@rbq53?QNWXD#PABA(5IDb4c`{
zD^$2VY~8w~cciNB?tb7nX3oxMh)+(*9fUFSNkIceX~>u0K@;7(S3oK`LuPgG)nS`|
z@z<l;XF3uJu=}xfMgK%m`=h4A9>TBNB#~2%>`^AG`e&PExn5}IJ#rTYWeimp-q+gd
z*XOtOUuquNX}%Oii`(SPOJjBjY5&6EL)n<T&P)(5%`1^SRJaAvUvZ|^rRHD*ka=wj
zy&gjs$U1JPKBlFRNxHnrIcjw>`NI8W5n7co`UeSc?JW}J#7E;Hp=iYE*I8;27D`6>
zR3R*nskA3xV6FYnLPsCye89@|g(ujSq~kbc;|l|64%c~C6<tS{MR$%ROiXFzl7u63
zZZj@u(43?bB4QD-VoN<5wg+-)$VDNMQr0~7KF%4P@Oxo!i;ni363q-oEINK{GoWw0
z1K+a7Z5r+V<h?HZ8@JyJ|8u}<E+(V>$;#^yBL6Mtd`zT?tA`aPR_0yaU{3Dem=Ed0
z<u}szF#psKtg^-<dEJG~Cp8^E-vb@mI8k5u4W+cqZ8JVFOt_3IO*<pIfo6f2I;69m
zt!?g5a|~<-;o2kjSCwg);4?hVt8Y1%sdb46bh73<?d3JlW+G-rls_kP-QM#vB-5sR
zAijuPIvl>%pQ8RBYPcG^^T0gigl*C?S24Uce+KH>O=6qqFDyM?I<8^I-N19NXE`Jn
z{hJ68m~pow!;m_6!ymER+)WpX9r^2nznbN}WE{y!*LvT0S$~}6HS%!`;5Sbw?x5H5
za~|ZSviugeME;(m*X!R~`^-a+-C|cu$J9Z4{MFFwd=BL%e`(Rwy5p)c_I?}J%xk}0
zI3sJKm+ndFb<rxy_nvdZI2ES+Ynosj-P=`6q7Ne!x|;1RAe{<Hdi`q&o_mI&*F@)I
za0?O7%IKXM=E(P<L-<q>NzDxACflm>yU^Jp%9U@V+FK;IVEM6)8YrP#p9YDE<n!0s
z_3spgyFN7TE<^#`r}6I5>Nt*zvT;!o)BP7y2ls#(u8za=^S<G9t5U{;H`?PM-wUTH
z+)1KF$ymbRf5mS7N)mTxW56ciu!UQ76RdJ9(csy4ud-v?ZvPA>*JFgboEl9}tkUIy
zwV#3}zXK`oa2bx>SgS%sEs#nm>{=qNe+jA#xLtpXUstbS@h2Git(V^Zu3}6`{~Mj1
zcM+%4Hj{!1uB-(r7j8Ir5Hw5^2XB~jMNa)$EzBqjq9y&+zAh4b0>5g%ynWnjS~Eec
z%f&}muh8-F&3a>c#Vh=Vf3>;L>%Z^7tA09K5#?|)z>tr?g?BdlIc2hYgt5KqG`*Vw
zw!V$KzSqD%DmW$m2VvN_zw#a1QAolUesa~ZSFq?<Ggm^iD?!+04s3;7C!<Z4-^Hg2
z39&O=>j%dfFJnYh><svlGM=RkRiS8%vf8)(=c`)*`sRIhwOCk&>cMwo@X2ofCzL9=
z@>yIH0p_8_j4%c(e*iLScPM=8MwUhaxnB=;1&S;!aWJ4aH!bat@zNwKy|+Pas#(E?
z*B|~`Wk)zstEJG+>*WEym0mx>v<TzHM+Waqub?g^G;)$tiT1-%rtts;b#LZMJ0dQ0
zsqQ8%>e{@=F;wAvj!9|HV_Dv<Z1MmMjcvTRIqvm`?v>2MFGOA@pcr$M8C%{_H#_Ct
zSWnOL_@x-7-7ecK!Bv?8=t4{<%R6-T)%9kW>|U$PA^S1HWlgrkzt19;@hcf_dM$cT
zEj<^*gfWNG$B^>}9qyp#k{Ytr+m*|2@}8!DSom2n87|(M(~;@mt|UN?B3zT=l_Cc$
zCsfia-xEMC^;e;J59ab4+mP{({J%d^?z+`wW8f-)lcB%+`1H_Ys8VR!2nh>(TEYtQ
z@f;LRCHw@AlJzP+PPR*di`R9ofp{y3zwKmqP<jwb*yj;M``wdfS?X1%z!5^Jnyl&2
z_wsk52H|~6kX00ZmV;9c3;=h?9Q?DS{>-%Nvzc3s?UWzCO@9987K_j+_vq5!{fET;
zwc6D6^)q*~lC@N^m!$thb<o3ie{kKhWbI$Oy@>Ub)YmNkAAG%aR9sK+FPLBhK?au~
zg9Vo$!QCymySuv+7=pXI1Shx#cXxMpcekDI*|+=Kv+tbu*POoRR^RUGp6aUVs`@zY
z-L253-xVD3Na#TSl)KlUxyqS}i}JUVY95S`<37px)*WKZej7GqnX+3iL)Fr;rk#Zt
zsh^-ln4-LlfKfCAi$g?U?&~nAnF)$as^Z4io0K$tEt0m{58H`3eQqJ0wxnbuG7njA
z6!;AoDsDJGPOovWlNUOEnse$+5lMn;9sJ#84UG@!B=oL!0bL-k&l)PrtTF!Sozp!p
z784`RX1t*)fswU6RbXdEnC+{#gqTUPG(z9bI!54aj!RISj8M3D9*b7thWp~R{t~!N
zTA8B|qIi^tQfA%-ey2jC%?{4)cY<U}Q_ju^Md1x`c_~R4_Bq?tPW=e|b*!(&gdzq5
z4MktWL;g3h#$5YDOHcgbz$NpN%U(dV0}%){_Mnq!_MHsv6meoto){$WHzJvpjpx5x
z)10#QT_Ha#1_vuieNL==9#0;pS@ZMjr-T$Ib+k-?AG~?!Dvxv^a;SbSN9y};ZxdM7
zz?Kq(TGE&dMA;%mZ9*)PkE^!cFjLDSZvW@+YA%-;@_%UUj2EUo?3D$qZs$4U2y(9W
z#p9`Skj=fTG_*1ZS=YB8S8B4Mg>oo7gZH}68fQwmJ61L14g`;(ma|UTl6J&M)PJH-
zVzS0_BC_(XniBVf3fQMS_bO;-ZemzvpVl^9w<c*%DfsvyW&$WD1zwyOrA>4v-GwX7
zG?0zwQCRucjS2^m$3OblCu;C5Vmagq>sN%(mW{UcHXqb%5v`rP^}E5)XVrYtX4iSB
zbk8k+rY(me?L3a#)FXkczUx`RM=lun8xLEjG&%}&P(xOA54xIb(TPfWVljW)$<tHD
zu5g<8(U#v9{@XZ*5*!UeTBwowS+!@j!#K=l0L_nUokC9NjE@6bpr77PBS1bQ{iI74
z3>nmrQPrEO)LpblTzlEy^q(e6qBt)+!>>&x$9nUOy<q4}$s(QouwU$U_xmTISi9_%
z^jp0&I)dZ@Dg$rJCsK>ziN0=VPO>S&pM{FMNopg`QrYWy<BbzynupheURty)@Xmb|
zX4W$Zw@wVp$Oog0j4_m%b=<frwrNF=d~#?%wx*D!k(GP@E&UTwxy3H$_2#dwPOkZf
z$9lPVC}7eiYK5|v$7NsDK|=z$x8$tp4(Q%i4C9h^`(3c=thD=r>|Vuh5FPcMJM8nf
zHoltt-`ki%ey`_Cq?0D8cfb<uEM+pD5aTSj-M8eZ5;f0v92g+csoxo|TpZ%quQ*No
zEH$~$!*7+X`;w8`;{~leO=9k-LuG!KE*7*%5y6PS?TyEjksCu?d30HJJ{6^3%zQ`R
z-SJp;r>R-N*USa*SP!dX<@c*2WoMs%X+ksv^4At4)lwFLjXuK4R>q4zm%LAhhkFUv
z6+>-gs-m6@y3IH9!KJpJit}zZ1H1h=n!J-xvHj6&xwF+psv864o_v?yyH5<il60)k
z*3#CC+QY-u&6;O8=u3PY^MBaEQ}Bd<zHBg&%9FBD>ctg!3MKPrY4HMfc@m1pB(G&A
z9Y}YBg-Qw};9$Z}Yx1I<(t=~EC@=0+Sv*LZ3VfNCe%f;oqu>*fdw+3ErwkR&2`rC_
zGlTRp1HDE(DvZFG>*{ej*v&0(OKr|mTX(lLI2uH<(}A_RRxhuiZhF-<7y+k_`$2m}
zymeDgzt7A8qiEli4V<RhcNE$mG$AQXJ_<<vRam4||EM9~BYF{Q?I?{RvR`)>U(Ach
zd(@Rqm*8$MJcl|peFA1EOQrAb;uKcbuM;ALqO83>K45YX%b`9>0Iz54=`Lgy?eCkl
zqugjxjf4v4{&R5^OLmPqvi!u_hDYS?Vy>^a=r5WFE!~eoK>nkbuqI&(JBZDnrUU(x
zx0UH4n~|sikr?K6awVfwDSSix7OdVi?%7*qN1c-OKU8MueQ8GnG<b^mo$TZ0!dAQ>
zIZkt`u22*9yAOHZ#2fXGKl)u@fw{Z6VW`oZi(1z<I-6Ye@8~tMj0&4ZBE<GVd>1sn
zTn<;km!PQ8<UIppcD^{}bvS5(K!|M9vu&~rs|o10vi8bYn3VI)jBzq(N+U*L)!lee
zakw!a-wL;@VA1j1G`N?qmVs;<svIuw8v;qlb%@JD$Y>hh^+{kW@gWQeR9A81g9pkP
zm^bJ0n;Q={-3m??8w8|f9E^cj>{B%+5rxsqF^Am9udLWQ90IGRb0AgotN-NGJ%Pz#
z+wkEePx=SUcX+sj!5X7RTWy|0>pv93eZ#}w=qhd69p&u31zEJywz|Lo|K?&|Y^hZV
zxVr1*zjjj8_qRcEsQ*pCuIVK=OtmbplHBov6iau~8%9-N;BHlqx>~J~QC^Kn-HWXP
z9(%5vxGNCg|BQR_?YK4PB1|@UJDe)49~GkeYEo5!+pTPoe3WEwT9(wX--^a$_~?vZ
zk!%j)<<|Sx7i&e7Oe$tV%{=`6VqbUs(F+Fn_v859Yrbxd#cMenYcTZr(pA$LX4lgI
z(EU~P@G;e7uAU1KU7uC$M}Edfd*m;Df`;m=Fn2n1Fc9bOTY(}*^RhB}PwAV8Fce^R
z3Og#}e5v_|A@{YnaaZ&_gR+}TIX%v9>nWme>puH2LwaPlPsV#=Ho9=|bNv=WSgVW#
z417ZD-Ug!HjuVs(R<DeAr+**_dVvZVsEwmA|IRx*m+oO&jfoT7KTlae$WIlk?%Jae
zixd31_X0#$^oi`_U_wG#^zgN)Pv{k+X*VYugSPo%bsClJDVXy9z}Jti&7lx%wS@fr
zC=Mcu$n!yZ#3P99W>ro=3Z*Sx#UT^G9-d6j#c|d|SmFErksPln^}qnRAx?rWbhIn)
z_box8erl^dyoj7Dr&b7?<w|3RE4ZxSYk&3swFw<ADI!F>7(;ettL7!hT;Sjlp7gL6
zLgUNU%cVxL;Tc=MqbtfXBqd1<u2@LahxSoh$IarCWO{6WJvpI2YXw2hs>+%p9**je
zCI4|Q!%dlhspb1iCFFvuL^mEJ69IW~+NPjF8TG-oj~;3-dIS4zLxHMGDGN<5n=7vU
zi(0qZwsr#k$1E}8#Y6(R0qpwj+)gAO_m~tnmp2}2Z1aPmxA7OLFtcCEE`9^vu(IUP
zQe98iC+N$43;?d0Zh^3^AXO1~Ot^3imKD4-#W!}(zaL%!2tag1p~jRUA#UH}lS;}&
z1!Cxu=dJfX8seh7U4n@LZ0~}%P88?;)s<THRGgPJcZGNx63Ijzd**kXZ9zkY#|lxY
zNh^WAJw<D@zA<P^Llnk^PX?fGwX6IT>7-+U3>;zdgnrYK(!VUohXM5i`>Ia2ej2jh
zo@&pV+c+p8hhz)+_evKTgs+M=vtr1ow0NkvbA;9PnK1U||H7fNCu?Z?%8fQO3DImF
zTQ^@&hH6hO9Zn|Md~_bait=rlsD)|vBS$#LgYa;f9e=C4cWI^}4p<Q;EbwHhagk|v
z-Q6;RK#)V}hj<|2*e`un-dGj!)I!lxf>6+(JvM%tbjxmYwbOG>Qf*Rc#{7BT-$Uz6
zGVWC$V<bk!tB3(pgN*fY%o^}vpi+2d;Ww^@wGq1%%kIO4Kxi?=R#MfXcv^0Q>wO3t
zw>O?NXf6$KQ5QXe*D;l{`~$XwYjYk+G(FFLhB>nA%w{^Qce(dXnZb^2IAlVk%$E;7
z{gSj#*tb3vYSy-71s8K$>38|Wbg`O*ueky9H01|QIXB+o*~MiFnngF8z1>BS3OUj#
zX#SnY=TSq&d908+|7<(CkGX+8eeB;dXCnb64&k{-0H}Py#2;#L!@kC0sK*#@gsi_)
z(cm$&Qy=mszDwkS0l@7UM$VJa9aQ+yQyVnUU+O{wDqr&wB!|$)YbA%Lc*bO}usn#p
zam|F1*)Lc_%WxAqT&O5%y$pjvL~aaM$(~>c<&(YV`(pF0;Np&Heg2py=i-laH1C*g
z`f8_L0aI|2)o5oVE@MaUi?0|xoh3=c;R58Z<$5^(<hW@ZklMt+(Vk%V@WtHwyb&r4
z^hX4nFya*^*pScpEu%e=kK44ee<bkhZz1g8iE7hn{n;DP5HN-ir!7?T)Spax{f)H5
z`<WTQyFfDmE01prE_cZQdaMJ(q^d>FNyg1xAna*F+(B<{PQpy&lpfbJKmtpU4PAS5
z`{pBusp`v@Z@$vY{NgdlJ<K1@wip`K2^;xYNbh5xi+@oKelw-4DY@1UdHW6=woRh}
z-kW9DCSfU80j0`Mf)Ek}0$~4J<`gL>BUE@XqYl<%o<r7AFtgG@*ZZn~7nTC-iqnuv
z-HO<IasVQ*oxfQ=78s7ZB`CGivFeJy)%Am&UrlZhEU*y#NoyyOQWrZ?^1c9~s*vVq
z)hXZvR*7uTGDOn=n}IhuyEK|S@XiHU4jCQC>N2)F(K(zD?H8NmEd$&DZ~U6ECRcou
zbFj-JA;Evbf&Yw2v6hLcQLqM*<rbnuL{smpSKCOG^SYvOhxl^H?8mf26^Qa#+s~)g
z4Tvynd9k>ufhgYeAzXE<0&?OS+P|z)5T;s}PXct4yLQz1yxqUk8s}BB_JTFf4Q4$q
z<*cZ(Zz(<Ob6TkSC#KBLtxXU}vJ5ChZp<q<@wH}AFn0V%h{*TXZ|f3*-Q|sRB!sB<
z#;m-z8inw;1r4}>?;jYGi4Xc8LY%VwXjCHlB1zg3R`2&ad^4L}f<kH0{;2qApNASr
z>skvaRyBfx5ok?X9mkq~&ekolP?eP61MAjZV)sn?rSLeXi8urv-4_K?2qTj;KZ<KI
z>AqdCLpImFq%;Bpm7PPD9@m-ol#WB9jgtBzs+16c%I;Wec5<8+_ZVdH&>bf<M{fMv
z4ex-8+#n7LJ?EA9lD%+rDZ788ifn5*I+Lq_yd!i99*Myg<4Ownui<kyQaP!NrN?Ng
zEDBD}IrKvd%Zq!~LPP&BE&tOkgu1XO550+@#Q?)N1-EbF?T10!M|u>CpFS^d5H+S>
zI9`js{|m}=CdyFn{c~dL^ey+6^Gxzu6icVFNLi-pbATU?KDRVHSm2tThbUQGHxL}-
zWpbvCV2>57vf+IoJm>r%77PHQOWS&+3<k)tip}t5n6?+UD#;r%{S2d+r_9v)TUmDE
zy>DWmq~o~=k;UE|<OyAae_QsRTWB<SEk9Tw+C!*`TcZ|@5M`oSMMtc%*wKr5dvV#$
zQgZxmI68hjH2c@T#}&7JaVzTC4t5`k^>{ME{Ws=zNK$k!q1|d9{=OtcWg)9}<#4{#
zlcfy)tT&<sHqisda#dcUI2odrvYaN+%p{KR2(hc!X3S|`?UlbQt{_>MkCu{`UjtmG
z3gY^sKi`NhR&&fKJ&mzO|ACk^njwzApyl>s0dM_?#U1CwL&)!zSQE)}yB*Jv)y%nT
z|GSN3p33IshhFc=oDEGEd^}V&%Acw8Fhe=@t0MaI{8u=l#@er2ipKiNRhxo2^p3Sb
z@c40`^Xh4nG<j1`S?0eGGm@&yL@SL@W?nkAOph-f;o3GQX+r<4{Z<9}0<Y)a3UYvX
zYoQqu<O@wW!R}~X*1Inafu4A7IZXGRLS)G-4jwK#8~vp%r*O(;aDBGt4>Uy$FDs4h
zzEI!K?r;nsI_yjQnwaAz4N~5@V11U%y9uRDaTZdozZ+fR<JP1ZYadA0a-ZPx)M?Cp
z!)w^iZaUsjygHS@Ggbllc^&Z?MW*)R`&O5K)PXMcu)GIyeWU@XWHz3<m8~}%zOczF
z+jw5?yA}pBV?~fGiQ++5*Lr>)+gB)axP;9(jH{=aHVh~r#2}5htIisVHWZ+3(e=_2
zE65uC&PbZ#+$io{mg?R>Wd7nlG$x>^KMzqj#oaR(6FlF5PMk!=lL&dYVJy|Kgfl>j
z{{~SJXmr0EKvkS2qYnk)$d+(xNT-Dzf^@~7t0V$*IYd|XShQJtL~j-5(Uac&TP<!J
znkymRxhlnmf$UwGhaQxph5vfVb;W=vmu?(C%d=!SXJfN4LOU&N;U%fSKkqSg5}+>E
zc-@cpiu}jxSmtYbBtkmPy^2`9^~$GryVg@89a~4?6MprShXtvvJHaeX;$lrKeofP`
ze|+#eMnFdP)|e4I`6)BXZ$mvCDw<==CiYQr)g`DnUh*6DGS`?*-iqpTecrF<pE-#<
zS@I|Ba&IhuNqHlX7IdV`gO#!l-MRt*07;Jn8_Y)s_=JR$HJ)Mb$@gAp;WvuOFZg8C
z&2w_ExpPx12k8|p8LzN>9)C7qF^CAr_W)eQh)g8%apSXJr8YMnM}wCYa`slwjpyWn
zN_Tx;ctck?xD+_1^HF9^$TO?#IM_TK5;RB-Q`km=IpnHv9Yv#nK1yI?p1=r~-iO3`
zxvz*%XfS=klW)IUUH^RX=<*To5Zr%X!rD-;WbETo5Jq@?iFcLnK&ZPd9kG+93`_Fn
z=MT|mdAbpGC3^}+y$OI=BUQvPJlNv8`!a5U*hK$*5&5M@If^h8T}P~bL*&?_DAyG;
z?*4$Pc`jN(Pj=8#m|B&gr)_5i^L{tju2FthhzvEO|K$&#LeT1m6+}t^BuyS%8RVgu
zM2v@~C}*F4!jz{|B0Mux(`|a7AWI!hAg&oQ42+j_kiEVw{(Elh26&Y#dwhq73I6PC
zu^jpF+ua_u*xg;f<SPz3b={^uOrkFa*%_6*p(>vOp1r<9GsScxu3OKTTlk7s$@;gP
z`=mTpoCLqf-TD@VDYlyaf+4UTs4RBZK*%uX23&qL@H2NlXf$Ym?}zIQJQrHc>zD{f
zr~ge<0sG`v37R(ZZ~a5??K{}oRK(Go?+iQ~i})SVS}DlCch#Lqin4gJzOb$n9g9b!
zJHykzHo0C4D7|Kf|AbVP`}_1ISkoyX002a}Z@*@afiPl;UQX#qe8YJG`IsUaQ{8vZ
zX^i~aWc!DV6C~s5^#=|*?O=yk6{@zoeHHsrOez86*CA8i3@QHSeL%XI@Y|u;qV}sg
zlOQ{r_p}1Oj)$PH)RiN%fjm46`bhs+58z#6@Ks*hV1~7plLyiT<I|yG%wvo-1)uWs
zRHF#;U7q;0R;Cn97BNwj9A9;}Ky2EDcgCnXE4qJYjibYjP<uL&dy<meK^MtgK}OXa
zW;dxuB#Jy_z+YKrqkRK9H;OMy%z~px{>-rjD!7&tV{NQ*$bB`GZK<scE96%FZxf%s
zxZ5UHP?5!{_{k}AJq?Zd&;K{@*wz~$|I;e#7T50>AJ|?T)4G70J&_vH{N9>N8`CcY
z61U&&Wgqf^5XaZ49HR4&7=4kNLz|A5tk#$bffZ@J6%Cdc2_mJ+LDuWa9$d6*TlbWq
znw&j?i8eai4na{mzbdoXFO=x?HNA}cPAAUz5a-6GzTduz8w(ymoJYgUoyhe}HuM<+
zrRvES(%97??w<9zZu+~3ifU3*LiSkZYuVSS9fQ}sj87~EY{mYuo5w9G8~A*a5X)oT
z0ujv>No;+`;wPZ}?)@ts5d{oXQPYEp4bEQWC(Rv{^X9m<)ir0oa=MGl&Ol8X|F|uG
zjdHyeke%YTQP6l{MZ3~G*E`|E%H`(f!ap4@VpK!SRgjX%rz^YG{V<0d1=1+?oAmad
z?`eQ#MJVf^s+p2y$NAb3TPHN79oq;qZAH-kG1hm_1Rjb+(^nWq6b3chdr%|@AB^4r
z94~%K?I96(8DNRR{wvo`XOV}ry?sJ!)%;8?_43{rfDA-&?cih8i^2gX>EMeg2sr1j
zB1xGq^#K!E)0~uWCJDAG$hu_t`6X0%?V>eHMmzr$WL6Z#iGM->L0g-CF;obcFVe$l
zl)K~QpS(7I;n84teiA%B_HZ+7Dnuol6@Rxu&<J%EdPY6Sg~29_9xKWs;w`HX;Xg@*
z!X;0B+QQ-7eH0o*aZDu}k1(Fvz|YiRU;B*l55kN_ps+v)#4#?7_L<yRTQiR_N_ed5
zHgqTr7tm$bFTdg$aomh=H#~Ul7Sh+)kTO`43yb~4JCSw2{IzPUtIG~TEgZfA!!tp#
zW88hP8QHHWL*-iw9eY&woFU{OA}lEuQ8TjlXjt>WQhm#S86YxI#e;iSV$mG=QSjeC
zY^O9h6$wLgcKBe6vId#PP`0?JfPf`z!F=H?!6Mu2@K1S^*SKP<A$AcT>z#a)O5iQo
z4dk>yf>*6o(#QkATU-*C?5AbI;6z#6`?KE>f5Z+~(#8Lxu_EET1-4N{^W9+wH>Gk0
z8?)cVNMNZYNjgR&$&?l1x|?M-IZ0r1pcc2ZNo4_!1-e=;y~T_s7A2b=o<PDpgDtO`
z79;!>^hjoqb@$n^As+Vc8efi==X{4DA(`3GjzbJrS$ekSp@AZ|blO}P?VKyTA21r>
zE+$WMEy%vV^if^sIde(d>IQ=$SYD&~P1Wj=XA|KAi36WDG>WiCZnmnV((}H29Vq`y
zobrdYiko)P#UFz8(Tz=mW!!F>v9bS<Uu>IZh0+-e0C;VHwDJchLR3D;XxzMmAu6zk
zmWm)n+4ggb#tv<m5_^`6Gf{p?`>ayKaR5izaiJI9+>WYx;A&@Ltw<`<wUw|Et=FJ;
zkuQuv*&&aFme0`vLA_{7)v#^u#ef?w`F?QOT)ckQAQvoUa^#3G?k{i93r-to;@577
z@D(G^J+qy6UXp(l&N`yX)1<X0<l4llsLdPK`ac0j22WE5R&hp<{R&zo!w#}#PBQ2j
z<j9btA{aT`ZI90(&fx)Q+FvPr*@w0yI&V<k@27!azbLS^epJGOAiSMuZXQxkgQe{_
zhSCTYG`z~R!TxfJTe3%~x9d9TxhaVSyr)y#7eS=sxTOMHD}J^Fd1?K<F~rJb=*6Bs
zCwS63{9p&h;csMnjm#)!VUbyZF3HVS@3E?HyZEfIP$B~FV#QPW^_2Z9j?muQ9tb|G
zB88U@^u&$()~w7Wo|ZFq28reLsRd&-MptNc+z>m9Rn^&?ZkJKsg@mGV|J^PuMr;3+
z_J^%lkPrb6)tqF9kbPs}4hc3rq<l%CT{;n~Y@*$c07}7rQ|vC*KR|3ncw-?7#e3HZ
z8igl*`nz{cIg9OrwV)~{^dqFkx!#9>xZ=*uSu<1_aqIT2kJ8D9!wrx64Ke)s!@>ln
zejl|L4+CMi5AP5lvX>)O#0GliSRBJnQYG3oMZ)Q3kbygshfQWh&3?wE;rNwbR=dgL
zVcq@r1`6M~L1A&@%~1k3?mHqx;sn?wN&pEJTr;){LtgutPIj^|^$_uhObt$IhgA5N
z0Z?;HFLb+4?#5-%x+)DHn*;5CxYLnX_gg^7NXSLs`N%hch$=o4#jh52%CKZa1Te>c
zcn>5Un5h5#Hi?Qv^?ljw5V3#@zud;Cl=3@``1E7qy-pErGf~%jw=xb}^REsUa2i|w
z!??1E2N<6*^2idfp(sb6P2EfLuk%7waO5x^dA9wwehzgzUelh6q9b;`SMZ=q5{8xM
zK{vm9g07b4@aIuVT1Z<qLs=GmKLy9f=FVw9sDGjFg?k)(FFE4^D^-P^%OR#T??IF1
zN`I-YF{mhN@5w(ZkZhg>Ry|)e!$*Z@ZRii!ep|5kHsOL9`LpQ}me~&Cz%Kr+DO}UB
zbPZz4x!+}pZJm#W&$dN!6Z&ghVN1`<-;Nu?lGAlpCsEmmO{k5Ovi)lOGibulfwTI+
zMHL-zyi`%!2q429RU3-pS9BF>ZGQPjZ3ffsWU|lLnn;jQ(A0Pp@JF7~m&wQdZcpJO
zylt_pT<Sawj1p4E4MP=%h+j=^BAz?$I~y6U(-<aduFa@ww@yWz?<!r1fZ+5IFwehR
z^IJ2^S2)(TmTdzDN@Ckhv<%i}5NsWJrp{l+Vbbc}1B3n)cmuujGeSg6j;Gs?f6s-M
z%?m6LD4m@1w6{rro?^2D|B#G%zUj-KWUQ@-&hwiFLU|l@jpE79kp_JiJcGYF!!$j`
z_Zsen`JtT;v|UsWOfafBlGImtziyJviFl1->*LuvMGI{G3oI}x2y9CIZqCrwHbK*T
zX#{6G_1WWmK%nFT`ry<@bDguf7+P~1h#M~a69tWm!J}4X<&9Af`OBhh0k4``Dm38z
z2Xugjz)<JAh+)rypFIKWIuE>{?kqMhnk&)Tnq1gQ&;`om)6|AkQn0j1&su8|NL)x#
z6ekJgM~=S0Uu!SjDX!Mpu4Hk~!%#>s7zqC9ZTz`4$Z#gIn>}Fp#+Cu@h;L2qW_Erl
z3#;7QUdt9*-+YNo7Si$VjD+U%w{x(h<N;rb8|0j~2A^^Dt_Ei$;xME~+{<-#uLh1#
zAuDOvTI5B)>+VtC5NI|J1QEhD^JTitqHaUP+LJu5DIi4o>o)7Gf57MRe_Oh$^pQA_
z3sg!B`Im)k)#2CHv~(eURp15FXPs0*hT6VIOjTVe8qkb%q%wB1tXcrpwa)sTswP&X
zjXT7RK$F989&#ol*q&<JWk(y-G6eJ<Yi{lm2-EZJOMTpCYMYh7G9bFiLBW)F$d1{q
z0p$ypM&8uUU>a{J>p2~%SPWcxr7m7_bt*_JyUz!0x?xoncR<1t0*NmYKcsBX_<kgZ
zBYf*Y&V*}rg7|s|5e5UQ;ue^nrN~v*@NEUUF8xk3J&2X9Km%ijBkiUe3uTg2!;0`&
zHg&n8UJK<hb%>G$yaf_ok_GvFalAG0K6*kmrjdAg4;i_JrvKKwPO=78o?h?P_a$$9
z%`$Gh$8Wr{K(eNLPYWBOc}1J&6&_)$@qwn?x<8B0ao_XdLEEww^Vk^j)!Yxwb%ejl
zm5HB-U*XBmXVX#*Ux#Vs+NlVhU4gDxtLr9gqVoOMgF6{$EzJN+;wz>70C2LV>$T{5
z<M4XcpBP?56?aO6W816nCs!L%R*Ebgc4<Wcgy$hxzm|qKwNHgWbgOJ4O|C>7@!-9*
z`W-Pv`p8VJi);c-=0pIBu3@a&;lnqPK@3J~h#in!GfK<aXaXrq!|-L@s(^;vru{;f
zYg)W6_Z8JgL3TztV&P)B-lAzpS%Juw1kZ&Ryp$H!eTu}v(-N@v9&-`JG1};<P*UKP
zL6;!fi^+QDJlEHx@szmVvOZBj@cvsK!=YOiUlDkE>5MbM+2=TsIodyEbH3#tOL^)n
zvWP2&+?px)!#?LKa>G<u5=HDZhS!iX6z}X`vaeSUrXUHP&WVnh5KHg^&If1C3$cjb
z&$`OCsFbSGr+%MxN**^&tFTb3rDw4uw+P*%vye4A;x5VPf@F2Vgojw3#B&J_L%O~n
zQSp;g21^G-(iLwoLVfHK|K(!iJGr)H<rg2f-g&h~d7W!k&{LPxA1{V)H%#Q&{UAg*
zFRbA~Qun;tdrx)Qod;z~iqr3U;0*xR2gxe_U_EViT?>Z1KV0E7;tq%XO<8Ple{|=n
z%%CRwvDUvMsmmf7j!CumTk17J-Lu-{U_)8q;qVpZ7|j1Emv8C=h#`uQ*!0(}33TJE
z!7HsR=CqU>yab|>B|DelthO#i#YoaMj<vHsa>rnt1^B@T2|I2wAevB{^kDfBUEi<T
z*nJn3b(&glIl99vw`f+JD4Ryl3@pIW-Fz#}@t6&V2F+ZY>M*OMh)cMfhn+FBd{m{g
ztB5JM{T|rK2)aVCdtv-M4Cv_GPx9=UQ`8aD*zkN2v}0VTcT&bI)HrXCm2p6FRto|-
zQ|fnZ{~q1q{Y~a{QR3sYHYTN$qNm)af7P$klG#wfs+^?4r0qn<3P@0D?Yiz_tom25
zvDBfgBr9ommE<GdwmP3)OlzrriX>5N4LYM((@<-~9jY?C3ZQr)%J;*4GMsp6Yy{HH
zVea9mq?znh_4HY+lya6{(>(v>6=FW->Vzj^1)b8%{qwWkc!phO-X-OA7Y)+Uo-yt-
zJz$Bh9o7<$I34=EGEuvA8GrC^Rkj3#$8%*g4<@5^!Avk^SUud|t9Q$5DvaxIJ@c&`
zd6&hp#v~{CVJ6yMa(qs<fdj`?I!z{g0r&i*gXsH2(NR&GttwtT^#b75qN&-|<%yPo
z6lIpg#eMO&w=*)3a&})F>CFh+*G=<UYDcD%@<2wG`2|29z+2o<&Uof}l~floG%x}h
z`{fr-cQ;qOJFNF?7(hJ|;~la{`#A7lUMHsKGHIxkXIoIPO=@F;(9)F_<^Y3l9~Ylf
zfN>-)szn{1_Q=C;4$l248?*jNalOU=PM4!5FuuEQddDD@)KaiqZ@GN@WhW9XfE0SX
zS~bh5XMJ+fR(0`WB*ysF0jtj^5j3lkPWblNp9pzNEI)}&2uD*h4{mvQqrcxwwZRqa
zp?vl4(*f96LdT`4TFzFd&69UmMan_g3^c~QDxf8*=`AGYp@eg``I083s4KMaSNeV7
zykof7@{A<l_UYF?gmUf9<I12hcN5eq!%+4i@|2T4D&VDJDkS7-VFW1mjPgI<A71S}
zcmP9z&v`;UwUFLWV;lkFfT0-AuV2u6E?~5gzxZY;U$$pDa_Wcp%grrGhFbI?vyOLx
zb<ZqHe3NfUAD`=UxN~Evf4dmHV&;Du1$?07M=h`J<||VvYT`3V@J5ObF`mQ1!L0cu
z#i-4|&AY(u9kAGTgnr;tgaO}CejS24KI=bkUVIASd&Gyx#CMcWN8pc-Uq|2$Xbebw
z8hNpRXX0T$#A9&CF9<M14qpg-F_0AYf11~R-Rz)*^;eiX!2~_v|2+TSUlX`15dD)8
zft%4etfgWz=tlPVBZm(j1=1bVF<8R?nV1yPJLdm1hd-e6vzBpzEDo-Z=296kO$#G`
z8nRsi5Y_+BWPxTm=X*n$>GR7=QJv$yYgzaj<-8bIxE)slKBxrpAQ6~ZKrGaqpa`T%
z{Xb321O%94@FrxI|G#nkujZc|8De=53}6<3_W4dQA3}@<A%>JQ|9_gWCQy(`aQyEq
z`d_S|;!pN@xp#1IVEXg=6?ZV=gOch4+59@>SAP`d|NA51PZ14oekx&LZT-4GhM#|S
zcA%u8k(!c%8+>hbd2_?U&JILIe!Hh^v|XECSn#_&L<_h$elT8Xu;F$)M*;%HpCey&
z0|Nt7Qc|>AT<O`^u#X<Dy|#{zn_W&+ZxwGq7}(gRCMGV=w?~JE=J^{V7r%pp2MT|t
zpRYE7Z}FenLPA2+>n#&oTDWidV|*DqaN673@!725;o$`!UAyk??m9a=6WiEPVIbA%
zViHVxDu@W2h{i&d<A}mQ9#H>(9|)!j{2$lq3odHf$W09kOYsoH`=m6v5211_e}7Jp
zE$LA*YYwH$f>}qihj;SY*X#vk!Z-d)JJgjC^z#?4C9Y?)A1-gZa3L70fR``Atr;2P
z;tM{{GTejy``eF{f<<dOuBXcfdpJpJlfs`|r}<;Ot12I_9MqDX&{XK#j9@kt<8WPf
zPGi@&Gw(fhksx09B>)7uVHoftot3rR@-li;6TN1%yRMl;;CqsBkfkH*#XHU~RsMeK
zvB~cn%|8kQ0al&}4hR%aj&8PY(6i~7d+@jlW(a!)Kx9b!Kc}vdv7w=}!KRqqum)WL
zaJD=j$Kr~5!tL%b(*nI!&ZZpCSmg-;;j4g`iDqwG__|kS=Gy863}s@&?WeStz-x$0
zKl<B{!RLXshVuIQjqMw%mVJypoc1;@7MjQDY9EGi+hDnkaK`7yT1rZO#7&<|mRmwU
z*PXJW^xE(hw2fa?jaXxAM!ul{zB%I#l&c5MsuhokTqQTdFMQ5WY25C766OpcNZ}IH
zW%x$(%rGT8KDMWMw3H~#To;_~*Q&QI&nVrGc{}aVQD6O7zc4$SuHCq57?pMQ1olkE
zcIj*MnlZR8o`E(dS;`D_mb&;_7E)!mOuGF*<Z#H2O_*96Z)6qs?8H7&O|M1uS(pox
z{6QG?9ePV#LH$TG$xc2CiZ)EHaE~9*x?`NrZ$;U!D(RDai}4<g{&YZ=g>FPx<r$X8
zhq}wH&(hyW@ZRo-K9k4=ylF$QYr|ypypDeA;A|xqzjqjKKkCcfFBM3|Q#xp74Ckj&
z2z0q&2NP+OQqZtijpdGX<#r|CGpORA&DC+^Yuz1De#pKdQN#f6_jR>7RZ<e2vg8~+
z@aNLMxg_y$Hw!5Vsk+^@hd&Sj^wv9Ml(fB<r8Wj@=J_rivxy-rlj*pq9~Vf{6Ik!O
z@4Wjry-!3cnv!2pgEMgEoWEyUvFLPup9gpkRy~xEHeYlP#$oe;yWsvI=pA#(bdx*L
z&-n!k%CT1U9NAmvwmO~kvFki6Wah+dXyinlJG=SmvP;EHi<fh#M4DG<<HvnK@(awB
zppeoy#zuLelu$rTGh53W*$uz^8Uvt(HgCd?O<8$Tw{@rYE(Y+K$O;LwV6Gem#%$gV
zjKk9j*>Eaf_a1_el<PIZ*$BCCaNVC0(#zWeQu6z^!CiP4EmSoGrzKHsufd^V-OeLt
z>kC9Y@I1%g#Wloi{8!GDOREJwMFG(@zv$_#8dQ)DGSnU(#%J6!od<(?e;|Br8J)xW
zabS0k1n+Bqwn(AmqM_n+ki$Ngsf+-;pQV61uaQ^FFs)v?q4BuoF|SKil1Go6q8gle
zw@#;FWWl~?6ok~4WlL*3kYoJF80JR+0MlA;Ee%d8Ta!`ovpFqgO}pM=fI<)zYgM<h
z8_>o*3lN`)J+&Ym>igB@IC(87w1n*C@>$ha_@TJ;-T?6_!_T4#oj-lCn`Ox56Q5E#
z72o31yqP}_2m_Oc9z>q7;W~+KaFE^h;UPIv739s(YFSCrOJeE3(@;uS7i@;n58$5h
zPA-N2Zd7$z=N%*O;Fk`GZ|}&mGS}U?G}&`fhyh38CLi)thD>8$?!QCy>=H8m-A=>$
zp)zZ9r*|ZYvcfl3u>75Ua4a4BM}*Ep?Xg!7Ut)Wl){3e0O$aXN%g6_OS~&Ou49@(W
zOT?BYbZWgFw8GG*TsIXKqyE-AXZ;1#0V#a2F^{4pp|{kQ>9qGG5^>KrYWq0ib>fF|
z_}`Ke?6+x(CxCxC&-Xi_eWPb3BcJEv)-Pd8wR=wb6*z2wd_)U$sF%;8E4%P!zkB-^
z&Itdh40xZ&yKGfJ!ECZrZRSy~hXVuPW`1kLm2wJABSadqCU9sZZ}&SgfRtP;s(v?g
zUaGRaRSP156x=1we=w6*L^f{%Z-IN~{|t`EA{KqAor+&DAn(5yG}OtTuq1?}sJzTD
zhVvs+YQG`1V<L>L9)q-&SgtG4PV&61&ERiJmNGpRZf%_ZQSx}g&6#7O;!<&&k&KRi
zVyv_vlpr!P@yXfV7D7Y0CLU{(MD9?>(zL5g+BWT;ycJYb+CI5$SXXG|Hymnu+Ri}2
zg=_->%g7~uanX!mqTqr(aNsMVG^TrMs`5Khr8!>g{(-Wb5dwpl>>HWGkIvAcz)L|z
zt=5(&R%%^1f~X`Q`WJ>uc`SVc#pU~d#SXp6FHX%9-X46WC~eSaCiMFB=(0#4@_I_5
z`svs`qs|@kC*oWx`!Qz))k5m@^ZnV#e?Xsco_cjree{7*UIW<9P=rZ7iRTpOd0DN5
zNPjISu%F>v5tGyx_-_mB$5J&c)MYJMn!JC48W~?+hb>6yPM2j#mhSXZ5jOcGETyiT
zQoeO{b^dTUds^7DsRL6ctv&TfB*jaPkMmc1iy&C&ofrII>D5>&;$D|5hqVbnssqNQ
zDOFnki1R;>vTSIt4C`-}!WaQ(?o&H54OQ^q=&Ul4KDPcEgPXQK{i+3p@i`p<`WT!a
z%@|FWPSI(#iT>JPYwU5T?^XBUNKc~rBbb(HPp_k=cUatuUd1CNKRMGqi+#IrMbExx
zN+c`u=i1ivNevSl8Zq28WS%kcsDw9#IfbmN_=>zi4&IP`dwa=@%x5|zs+-G6W?T6t
z>ZY?Vx23OC&;L^TxWW^!PPlLTlj!V;!)y1@(7X<vGCk}qHMwtA#fmCKs1&G9G28`T
zLiBc;#|g5)VTt()F6-kM0^jnm;J5gmy@SUAC;1*J7EhZ3cRqmfZ)T4CQJw&36CAp}
zCR_#3D@w^xLG9M*Pd;ws-;mcH^~D2kkkDK`;eIY0md-1LqSZuC#BZB+hF8E3Tfvmo
znLzA}66)@;S@Zbh9fF}DIu1+FX^7)Y^6nqA$;G?Ye2dw@fEcf3MgMFx#+p(79bWl*
zOpGpo<k(a&cAB;G2Ai5{3YPd8IFl(@X3ql;ca{*;hTp~@<nFevsS<+6*!uXIJ}jqy
zRtB{IkVIC<lAeW0aTs-^oft^0S5gh}&0|@2^1n6~gPWs&U=}+8Fn!dVIaf=%cl~Z>
z`es863#<Xg@%0kul~9ic7$w!;M^af5{;leuJ$htDCZT{c3C=MNE4u&v8KpUn&iymu
zMe-9p@g53<=<AN$$^@!WAColWJ<5a?k(02f+V#;K*B_Z%rTNE!$a$dQRiuqrjrHSD
zVQ{vwA56(BoIL0>?5cVS`wx!B;T>y{$!vMBx-*6=kMGV~^fZ33?vZTUKi>uzmbUKF
zS~Sr-3hv(N7VZP;nw_VEbFY~D&-tr@mtA(K(idmCIlWPYGXO8<3hPWV-ca4~{m0r?
zh4h5bJ%~eId8_jVuX$Cfg3_C?&4z(hbN<;Kf==3J&Mxg<=YKQCewRbf^|~K(3@!es
ze}l{Sc+~>*G$Gjo^DY(9n=~yVwbm+t2$KDuC(mk;K9I&oc+BWWq|d<l&)iljFzQwA
zPxQHaW0>KjZw@cFBAl1%4B;%PcbNh|aeh4rDhe--b2<^)ndR%Mm(xi=sDfV7Sw$DC
z+?$ZQU_n$w;}4WXS+qUE(R-}CS=wtT@|T-0#78|&YBwH!FyAO&%F`+O#rDAYK;Xw@
z;%?`b$^80gX@R?#jQfsB?%>3)J=XgOdYjLd&7Vqvka!`RO!_|mf$!91$nM<ZvZ#ti
z#qqHOI4F!J_?HcF+Xmma&O-Yv10vK>@`M=?1=2v^6L8?Q7k9*7(<QE0(;Uvu2v`3X
z-^(2qc9w6tJi3m3eUH;9VXHH;l_?C}AtnoMUTJHeX1$S=LFCGTrw#Jkg#+J*>G%m%
zX8HDUe5;Q3NN8Prd33#(N(P0(B!7_HY-{QuP|&qxIoU6J{R#lg03;(PP&7+!4Db>c
zv?CbsT;?e9^|S#)*_YnYluO1+1lCbJmMl8Ih!{=x-sl=5NgqyW(~%2OtF2iG>?r0w
z-O(b)0h0hN49fesBLIMwq3q%q=AVI3I(xqaPR)r9R44E|YhpSCZ+qGCM?+0E&vX8p
zjDh*>YY&ixO1uMcnTgf&CNV`Shc9{~D|8#|gBAUrLOmEZ@O_jo?0M52NqJ)>hkIbp
zK|$K>Zf=j&J7$*P^wSA((AulBE$^Oj)U5rCtiK;R+{lj)Yqq(+AyEH-ah5_2cxfE4
z2fl}8C^dOo;Qakyt-{b6119UjftgZjO00aK8{urA29vsMZM<EHt|;oHPt5K6m8?>2
zX5;jR+w7`i4umRclCW7ZLmlZvdm?Zedw3Ne+-NCTCES$mK9F1wMZOI&4@;ig^V(S{
zqfod#x<VJPlI|tS4H(3(S2>XWZsisSL}Nk&`1zJOwUQ9Sw^DY9G$vtWFLNMd_qny9
zQ0!SKBX;|D%pD%1y>KhKr|fF`JqGHgExaSPIiqbyp?|AMfzEI2iyw4=Vpxpt{|#|y
z{b{&W{@j})I4i2Lj(w46tKIzAn95z}AlSksp^H5jlu|hifaSMxlh7pO=mH;s_4tZ(
z)Y+v2(7=0{^(Ur|XAcGb6H99B_`_A<3>??w>91Pf7vG;39q9#mOyi<<&ho#883VL*
zJ?K)|@R~2iR~=q{A`6i6Ie6P&DrHo*Rlp}y%_ns(N(~2U<$0?f!wb2oXWIBXsKA)t
zmi+L%JUmK=HY^qw2kD6tmACyMZupWvvD0`^^hoSo@oNE2n%9KMmW@HdL?^sH_`=NZ
zw1A3~v|%?m^Vul2y1JxfYt*9DQqu|Bj{l{(v^INtBmchZoZv&Hv~~2-pUs)W_6ZNp
zDFPDR(*WB}md(X83|P^01QArT%VQdvneHW~S)Mzy7o}cDz7kTTLDH22tX*Utf_f+^
zP-Z7@yV@5jxc;1SaAnl>fa54i%ej3NTIxkNlTFOqBZviFh;z61pO^N%h;Y153CZWC
zAq0zW&x+daTp7D*D;~(oS`yEO_sDH@_4oHJp7yROzs|sc!!247IH&E|IvYPp=caDE
z-UG=XH7#$QIYQ_BkA5g?VL$Jnq*GmXgTl}1k&ctmU?f1NlJ^?<6ra|RE~j1nOH_7S
zbL{#ziCyg9Bq6t?usNH3$$Fkjg7s;0+3uLWcwh`Y2kH{<(Y}fg0s)^Yb}Zcmqkw>9
z&7<V+b;s-yL5{|LVU_iT-=Uombv!8wQ;w$;{jNhzW;T=ik}?afm;)eQoVFvJ`B6->
zet`wx35&w-?EdjLM3S?NGbAQ4Bw6FBtK=tTN&*bU2_eRwY{XkfqPx$75}%8Kz9g7y
z>jtHRQ3X9RaSc2KacdG4CdbsRC&p}|>aJb6!5W~Tdu>!^2Al6O#@(BNINmx;1b0r;
zZv?mB@V1h9Em|XpA*wXO(&v>(la%l3g0;|HM?aMj%yib+aC|iePdCB0h3%)E{4&O=
zxl=dyfTAf}-q)VM9FW)>^B2cg2)?&Z1h)Z;QUA2hXGX;v#9BkUvmeP@`rTXq>NB$w
z+`Lap=Jj0tW^RX0YiOaEzj^`SI%1X;qf@2rzgJsv1TRGJB}WYdByIZa{&Y{Qlw5Wf
zg_Krs`*D+>F4Z1{_R;%P9r-+T>A1bIpGeALr!qT5#U`-=R~w;(87;i>s`fzHAzalE
zf5B#4WYTXh5fl6jDjN_%akC-W2w-jfu;?PR#5T{9OL*{}DG{Ps=%*mHO|OIN^1kSU
zPHCGh|2A%J)^3|#<0KUV<4P-+Xb@!s0<!mSYwAKROC<++>*XP;#TVTT-fHxW-!w5k
zRUPE!ZLxFh!A-lzTFZPArA-KL)U*jL%{%d}L43p6g6?j%sinj$2`%gIhomuIa0G9=
z#t*@TN{^TJ{KWVhFAEdR<&$dI`^E-a*b1|38hhBdYRk{{l@O70KA)<18q-;9i#%Rd
z;8`a!+EM4(d`ONI<j{Y9>4w}111to(_IYZS3g62FV`yyq+$=vqLqNCxXw#KxcVEv$
zs-3r^>&&vQs>dil=ojVkP$slo2jNpEDhKzYB0|rfNYw~5SzUN1d{*2d4dGi%+%)3V
zfgjgdoaX($`R7H`$c4#PRh5B+bBuE&^G$c}hws^M@lwB2F1b*A>EP^|eJO9eIWk^|
zVp1+vQzn0zwsJwP293c}%=frAa&SHQrfTVpG$|5gaP8a@KY>nG(L^^XKVQ#%)tYm3
zqKX4K+68G{bgA5as~nJp7o$XyB(3|qp&EWi`kG$Rr}F7mnpeR)=60*8sGfp9p(<l+
z=#r;2xKQtdIY`iFt)O^24U*V1Gn7{@$CLNtxr;~|%e`({vttmwl$-gB;j1(xJHX8#
zHluhdHW0YsSsr(MzDRxf-GIsc2pLElEZa>~e5nU9M?-eBoeN&Iz~>EKt}zc=|L7TU
z8gC;W-7GFZ<oSe5sHR0l_$|7a1N3wS#vXK~j^=&UEH{C_VJLTh(1{H&e|<la{TI3m
zZd)oUuPbZK`y2csK6wv`ejXq|VDRMP3eq4dVfD7l*?lF&BYI@IRX!LTR{h10)%mP%
zcMfaSCYr@K929L?01-?PMy8IfljV_u5Bfr|cakX31<A>@2m<XPYA-h$OdP>F0Vm)#
zk7S!jh+9kXySE~(4T#+Mi9s<4r|!_@US#^R&Hwt77cv?)m0O|>&`FT%1YH31n&Iy3
zKWuz>EEsIE7eB??=(c*{GrDFn6PG&8L+6eJ*HdBb##ix&kk1Yr<K)^D^xgSe?t-Id
zl60GrP0sdnKOVZZ{G}BBMLyW+D^CpHB7pH2q07wMNZq}Fb$`ir!|OJs<s`|((-Bf@
z#{N=@R!%gj6EKRpp;MDhBI|p(iyNmao#{1qcJ|CnAb%cqQt?gYms04bKfwEfERAxq
zVTtifamUi3(sEnfb@6-a+9@?u{a`0Er8++BEIB@ch!j7Uymm~;pt76y?$c>X87Bl>
zs^UvXDU(nr?M`r%pk%0_Akb(yH0|Jtyj>E%8;4sY8ACBY-N?#wTn{`-Y+X0jByjd)
z38!`>ecpAr|FXC(qB61Ez)(5IO-&9)!YU=iPZDm&ttI2nI5&KcLmF0sPSNJ)={}@9
zIOxDU;@w>{ZQC*m`fB6$j&(LA9W2Jkd(YYko$=o>*#b1Y9JM|@C15qk?)}x*IVLIg
zLag!T{yXV0xgnx8wUJ+)5)pxrFv;y|4*i<;t-7TMv1<GKXn*_DPrc0Ai~5^7h!x{0
zI*@$9ANkMq-3Wx)0D&z&(;&32W>=FGHUwi-HR-Ou0?qI-1_0a}o?7PgH<6WZ4Zq_W
zfcJgpGgy0_GX}Vk-Zdx1f9v2%U(1J1g58_OfFlAlxUjQ;7D(NZ>H7Q7QuDXw(Vr`T
z7jzVSNv9d%E`0a)@;_4yZCsP8u)6%cBV4OvMHQ5yU*vtNXm3Uxh4Cv7L^rZAW+3My
zIir)PFO^%624E+w<e?<i(zcAU60}{gpgmCrYnlZ22Z*8!!)YEa?B+=qzTBUakamG%
zDCCncK>F{63~s>g`0CH6G~$OMf<{Fw<6i;UNB1-r&@Pu37uIv%DnU}^_i`nlOw%CU
z2%$9o)Po!T((|Y0-qBlh;9(QrFlxyhUM>L4&UZ=PSlz*YcYA$A8i9)hj+%*=8P>7B
ztdzV&5$1G%lQ(>NT0|d)D}jf~f{bTl!=kJcA(@V5DJz`j>HRg~l4N~BRx1KFyz2_@
z96`470v{3sSCvgY9@sT0=Y}MkyV?&Y*Fe;i)^!rhaaBM`_GMWBfyfvF)kW>&X<zbe
zOyLd})>Sj2Mf5M5(@_|f<Ybsa*y3<nnBQjP&VBgI^746W23pm!$}dFI<M&=&K-^0&
z#QQh?LmY$i@T+j;`6ft33=(EE`?%Vp84r|FH-66zw$sxCM<@G>S9ZvF)fFMPE{8zk
zGH~OjkY?+)ANE^-+a~lnygss-g})Chk!?+R3LrDnuEX5PAU8O6pPV`9b@SH79&}>f
z$^lWgan=<QW|iNmLGp2}TC@ZVeI6Q@C*N^##)ir`S|67Ib7c6(?@FM2F1bQR(?OwB
z8Ce{*_a2LNh?8=<C{VaxlXkofZ%I50vacvlv%iVmcX9G@vijKn%fe)ALAdMc2)Lyl
znh|pAJ5uo3wSb_n#c_N8qJq2cQcmM@ACnbD)h&wCh<@JG6F8Q**RZa-e*7DU=CeDX
z4wAWQNa>#V^fTJ5hfgB&Wx-RiHR0_}CWZ|)-~b%hc)2e~C2gwHh~p8NXQrDeIZ&ny
zs}EFIcBgGCEaJcGHFObt>~L8lHGke*vuU1&WbIU3%Zd5e^S~eVL=BYf+;Y^~-eUfx
zU0M)R!o5ZfqCSDzP;My7)+zZmEOOsf#OiZt#ar?Z`53$-JlLvViAYNnpS07~h-nrJ
z$;7Emr-t(i2{`Lpj2nNa>!|lczx1=};*%iselt>IF<AukC1pemiu+s!<DSy^9z()-
z)ubhbLd*scu3Bg2vm)s%@Y~-}9V={^;_$A!@c(ayQCdQ-t?vZWB0BgU8O#TGJQgnt
zxwJzW@?`&A^~v*6%PvA)cP-`+nqCX@!7q`GP3?LrnzJ5*1+Ey6MJ31FtP7e_@$!+>
zDqI$2!s)qRxA|PB4p)}7k{uVUX0$yRC<x#v4c#hB&u$nmyWSJPo<i2{TyS|i7hgZN
zBvUcEAs&y|iXg80cMD`4GQWrZVw^Ev3zQ3BVBBp^J^!UwTXFNu-(hThQxRf_akF>l
ztHk?)DET8>431x{&3qk?7S@+a9j*-=nz%C;UdqKsFLWY0;6MA-%Q!dpEp@>puh}eW
z3k-{6GaI;xT+4DV5~;`7`~#*OhcNlw9q44@`xrR#y9iy1I@<!(alAZ*0%>dnw~&i(
zxa5T4wlSRnZh_wNL#6F7NXz0!C(ozPQ-GKFDEfKS`~m$Zx>hnos_0(gR&e^LFvfSd
z`f|68qysqH$@qYg1J;jHU1uA8MOXpe=B^va)Rk!KME@`5-U6(y<jEVpNU-1}!QtZW
za&gz-?(QDkoe(@gkl+ND0Kwe?!CitwaCi6b!u)4<c6MfW=l%A5zVGt%J*WFrS5<fa
zx=x=<RiDgxcbSC_M@m9+Gz3U?Y>7$%483@yDRdexDLY%1*ua*NGaO$PhK3trO@<p1
zR9p-OTUPl|jrCL7vT~x+0|KeZ-U0PGr#Nw|)AebDld33npW$9>1lW3AR$xs8*QMQg
zRz<&DGcBNi&;I+BzGz5FF7?^qkK$=PyxOO?w3g><%%EIoB1P8V7B@H*fQv#e$F=<k
zB<?TnUJ{bFaNE*;A8KRWG+xH?{g|9S3#yI!TB}(%dwqBM^+VLo-B*qY*hjLQ;BWXI
zvsU!^%IwY;5jn*Zc1ef~7zsuXNdtX(2kGg<-kso}2&r#@v4EG?JW1-Bo4spzAd(D<
z4nwa1RbDCw@c*rIP=<9Poc4#i6WJA^^;}HiV}Ft2eV933TR~Y0u=B1H6^=ua66YVh
zem!_<EUQH&)DmKl<QNC8tqA^qc}|zw?EvDQoaj2pDPpMkZdMaXK^3ntRLxq~8#9&L
zpH;&0<pPru0(hTcx%*EW?#%9+B?fw((#-EZG7#LpdVC}}@`{dLZdBF@K@*;XZ9Nks
zOok<755&;)I<V2u()t|!g~zKYc=qS7fy;@_-dEZ+;{jf1EEYdoLYl<%17JsC;Wai@
zEy9^2mjm@YjCkoLp)-HIpp$DEDnned%NzI*m}i7*m#3_dL80{OS0+U-0>jCHPqGGz
z^Z^*gM4Mw=ZoMCCP<*aa-_4sgF!JKdwtc4|uH9A&YMh+t1+QYP%ErLfZ>`IPM1$Qe
z##Q`iPE#LQ9&!@=0;jP%u-gWl<=0D39d_g4&b+hT#(`JvUwSEn6)X$o+;nNS`}JY#
z7og)BS1gk^d*c?~KOl3%bg+8Q4PH^}J7jQxf8H0g1woL}w$6iiGJe7{*(Okfe~TEe
zid54}td5<NY0I|A;8QwwuIlQd8C`EnEe<-d^8yE?`rt#T@-&|e^)wKg-%dU9-E<;2
z!%vcle-8t1>fbUMp2c^?u<d<NKn`uur6*kG2rSHNK1@6Gvakg|3YrSTmH1$cmd?K8
zM!1VBk?W&uoFqXo=exR&udLzdMtM<Iz3HrRy4mCyZm`@TS<)<Ayd<*c<85KfgRg6_
z3RPr#4hNZv;uAGr%+Mcs8#B+ArYoTE=Bh*<GdT!5`-_NgQzQI*6eL6Kfr|?rW3jTH
zz*&3QEo}K-S9-aq@_W9Z`Ij{Lp>36B;j6trN}xp5ewv4tw;_?ykMDq(CZZq%6RWci
zR6hcNH@~Lt1F_h%0~s7~sj^8obaY=bpc=YwxQlJDy?J4iOg6|qFTaAJazI6q*uGDB
zG)8k@&;V|W8{d`lBQO{o-(U`7LetIA8PEp)b^I$9?d5zRLnRJupY1)9cocp(hK^H!
zX=|us4a+h(KIUgW$;)<)HxLuBw<l#b88rP}oK{l{aWVP7E?&JjOfN$`Z2FbD@5PWC
z1*em6(D<1~kY2d)3pCN{7&tm7^atN^+`<l;N!HabOvUvMZ`C60>E&Q_Bj@P0P&%Fy
zj^cRrYx759wi9zrB(fIvvbNCn=6$X9&nlU1PZQqQ6BqoN79;X)PqPP=k2eQZN~#F+
z0|BS9<RBLm{tQ9yqs<Y_>M02oMZXLjU1V~eH-YWU6{klhf{%2@F0|+O6o$j{9|UO|
zf6UCo6#1M**7n?Q*$1%uzaRt@kwFf_-s%!2=MxEYyP5JJBd15Ee86ieG!rtRDF>M@
zSyR#TBzQ0OR$2C0;B2qzz&h6vHn)xSYg9iT?cUG;hG1`3o4z`&y|7px>Xk;>96Dli
zUF{hCArqwQ@IlanHsyFUNU?7YrEt4l)uxW{-niHi{KWXlj1*!RJfkUY)e8|AM@Eb7
zP<lP&>VG1@XWoAU=)Nu9x;o(;eaRR3s^4^tKy=dH=i4<?Jt1#`Z+mZ@p`Yms@c1V_
zOpLQ96OZV~I**sss>I11!@LdXA<N=m+N~`AvCk`v4^#g2<~H3#$#x#k+I`28=RIur
zItxEe49dg?{*l*_)Z^o9<KZ{TA?T>p3R(#a1=P3~IS6CW?dXBcUto@2MG{MV6D$7_
zhE9tX;9-dQl9D}wGC)TJS~;1ODva1LyZGhU8*TLqQ<qSUH$$fm!<<kLe7@_WAa{0#
z{yi^O(?!sFo3%qER^E21(PetLuM`EkA9of({ONA&1&43`Owt$q%9_agt(mFjy_<7=
zM&&M>hE!d#jNOW}Jwe-x@*mkqYf0Xz7mIxs*ER~mK5(PHZxQo?I}X))Hz9VF?l#eX
zbVonhisIgmR+7|kX%;eJ^<{%n<!mR<lr2HLJ!Ntz>O5k4!9<{U$K_bZQeS1(73O;J
zH?SAPzw%+|O-Mu_I}y_0;bSd;w^SMm80}C?i?X`+Vv*nUov~ZFCoEmNNkeB=B^VWr
zFDXMkSrqjs;Y;l;-N-q_DxOq%8#|eGHxl@0)-<L>A6(=RYj`_~!Gc$R!Hp!E7dM)9
zw7H@N;9oqi8r|uOoA`_!r*o5A3*n3JwA=0*F5T!u`{MY1D->msJDns1Xnc`G7)#>w
z;>c)zg9)aulcBe&qwoc5pWw~;uht))xE1F5cA`)8?jIL;(&2>i{O1bKK!!{9?=ZZ2
z)=fz#^Y`R3)sV-^VXxz3bXOx)K1UqXv@pqO@pdP)Y<54;VrL0A5fjA7S^k_qEe9!m
zGTo`KYJu!|O%EcO>Gv^nvgM2%LNK2RyzAR4L4G5m<%-*QZJOXF{f-5>0r6+7Nza^{
zwvYOJTUqGirW1{-S>C}wU`Z*!LCIwpuV7T8Vv}?!M7)I1C=VUUGg|L;qxUSpnJRdU
za#+e@#b$7jkIVOSDc&d%jW9v<)HlmdJ^NI~pJ&HiL^nbh#y-1@42o%qDLUV6NTF<3
z4O7W@GOqucH<(S!mG<F!6;E?vFw>L`R2p<qa?`}Ne^n%NkpYqx4=!Yzxh%SREnwR<
znjya3`}P7$cugNZa-*5|9GLM*%$Ad(e}c4ZI~4y4w;~{6?jq)sGIsrjlaNB7KC3%?
zG}e8`#>m9aY&AHskLupkEg`D>AMFSZ2V<xPc{$?XO29kI61a)_k3Z}Q9<s)qi=x~M
zr@)oVMwGIr7`-g6qgxbCoga4;Z^Rp<Exx{*9#*X^u7Xzblr89an{^&Tb6eQU(ozMh
z)ck^%lFiLX$Uc0*4CnNM`%IPC^Ig0;3V9~%+@2ucX8P1SIx;GYVzyen8uge!j_f&h
z*?dnki}75wQw!%x%2tvyU<StJoVvG(g+;$!>3WL|Q}a9`zbA<bw#BOG7fv!(&G8&z
zFwv(iE3>b&8VyUa;Tm*m5zD6gj;x1dGz+diM;(w{3$%UtW+*3Ct1pT}-WJW={s`k0
z?7`q;>`}&RSbnQosE=RX0Lz`Pc@`VPetT`blk$ebd9ZO*3j4u{XPd0#KsXazn^Q7C
zMTAU+;(F0zzG5|*+SYA0xrnh5Q3E4cRfIroNAYqHr+|vah8aZpAR1olEG*lWdg%Nr
z2Qd|8sXu!#xm3sr+-8a-ZBb>hitZ~qHD=9Vw@*j@f~JXr{lla!Xn4cBWA~fW=KYeF
z&b)Z1Uw_OsEN_SY$VP0C*dCnryoFCY7|XRlVQ)dzhBm%P{l>{7vzIQcYfzWpTwmb?
zc3iUMe?8#fE%qx*;pSv4Sk{x+L9?j@*J1eUH#Wt%G3R-E-bUw5`6B#tU@PD48iJPa
zN*j}Rcl_5khfBdc?XA?gyffT)2B+eXOgD+}Yg-m`S|2ao0mZqkk)-m6nc)R2-Bv*0
zy>P?k?Y>)jYfGx6R4;yRG|LJmt|y@!chIpu&X@9Ust7+FRDtg2WttQ(<%v;OCNcjW
z?3#pGE6vXCFils-T}5Pci-qKHsG8RvFtQnNPjS`M_Z0|w`C6k_7ID4M|2pdyvm#K(
zsh2=G<2CJAVC3+{j0KgXlte}9Fv4Tq#`$Rgc+WW{;i1ydwI#+|`sRlQA!G0suJ`02
zW9PDT*D1JTt^)*Xpf^FZTT4=cU7gMAECFnnps2kC8C9b`|Fta325-l42#@G1;7e!1
zuahcyhu@>cv((_MR%&N)3VO=%To!!K{dF;x&^)4tX%O@{waZezF3&4jydciEsFs|=
zlb%?c^qnS{bSP2e$}~Ya!PV1IX9B;wwW$BsBqmFk=t{C0!SSx!DuKhz(8DpqgO_Hs
znwQA}2Z_lHU#Wj6L-FHH(ggWovTd*87MsEDdAHr1dO)%e>%O4RYRb3jny$Vv9T-~v
z6k41qnf2P*>2sw|Q)%U(4UPBjqTI<qO?v~%>t|`mU3?hsPM<zC44Xu&CZ?~l2b(2~
z?Y-ppxBwm-xUZ{uo)U~9sD=lw=!SJVD~U!NvRXO2<9FkueViGjz-k)P(#pR$q{<iP
zBT*+}K1M+q#w{u?VDDSiev8&jo}SJt0loa*`IB^`<T>7^Gg0-AMRu9j<=kf8`CrVL
zJs<b;2amfwJ<S@&feB4RaW-m|BFGQUN&eyDxK1kgEj!9WyKE(tV)+DKIMTM9a%aDc
zGvrjJAP;r+Y(cm(?l!k{nB$_Q*OO@5W>z^lmX)kW2gPz9$Q;h_aOtiWFSLZlH6!?{
z9Rgw$QBrath_n6Q@bRI1E~ThDnUWM*zLjx(S&Xas7{s?hm@$*zh$zfx-cvSe_t1bo
zt&Y0ECohvO`2fo$DbeR-w2i%0<eC^CyT{kLI@|wt8P?l-%&tQ{tP==t>RL&-(ZJwv
zZxH=sOEkUoCpCg1I^sG6OJc*YW)=Un4V!zn==ZKKU+D*A(H%OxVnvxt9~N)gn_qoS
z!wTDAVc+NdHn?E0v!PYSHvv*vP`524mkTnPI&LILxO1klSPkz`a&EwQw2S3(9Nw&a
zT>O$5cmZ@*#jF_+6IO6P+Uc*~^8oMRdMG^R;t92WkoPj6a>-%K_23D5O~k(Llay(;
z)KF^LJ@l)ra$YC&;!12LtDJ&`KfurC^JQgV%U9oXUVUB@Oilgspxr|BJMI_v_`=&%
zS`BJ%GeSu>9m!hvd@Gb#0|&?K=E5RvQ2#ZAJp;{qLhSjhf)b^H2@R+Pxtv!aL4+A<
z5)teQD%-6`<1iO8Dkv!RNCyiYJr=&!J};VE9y0Av&@uF|ws{9D5}OoTGmynLRp9u8
zao-x&3~rV6R_J1(J}Tzixrqj}^U`kk%(k`^QnTnU%k#2zZ2QF2TQ>}H>v%?gz9i0K
zgQ<8GH<0SO<ni4${c_B+Q5)9EN_~hE^^+Qr!`ZLbpR(CJJ`XRt-X<L}Bo|f6(c&9T
zkL!mWPKqCHT{L6Jct&e;ZrpKkv%Id?We>m4=EtY3%e}m;^DbK$cS_I`iRy{mXc}v5
zTxdBgvD~RT^@w_B_dRc?+e}r4@gVo`+q$6`_QFP*EbsKu#tFH&)aw=2hPjc~6swwt
zioz@LKk(H#gv2M^W)GJ&4&SqApRUb&z&biNOSV45D4r--pS5R*@1SRUe`n#3M4n+x
z!r~oO@?w<_z2x)QgzR1p?qmL*fN_Q=ted?A_W{X(fjR~13y<j~WH(wcHM4Y=Uf`O#
zX~!NfJx^Hy2I5LfOLd0{s+3@ndkC~rZ>NFxJ57r;2~8h~*-hgw)HGCrs@Y8k)00FR
zdkqa=d0iUbj){=>ZOLAQ)9L5GcPqQHk4`W&3kJ$#hk20XF`Tu0R_Z14-R=#zPR|u+
z(G4AHwoZ6q*6f?%FgxySen_8&{XOxgsBh=Mxf#oh3TL8M;&c*aKl=x2rIL(=qH*lk
z)sN@m`XBZMzjse5_>=}#t8ZXzdfq&Y-zIMV)NF=r*o*L5yj#sri5d+I`e<i(F$A_5
z7Pj1GX~W2eDlD+uTZr#YnlFL|zv#s|#SxIcdwF=nfHRq2JEK0urd8`%md+-kXV>;o
zi@~I|BzL)KycQNdGFOt~=XBD=-cSYBVTJYnEZNZNfOBMUgLUIgU1aatn;-ZZ?4@Nj
zGv=G|S~c!v_SmKccKdb5ULNrKwnD$g>%lBcsLa@<%k`;>Q$E^jR+#RO&D12^c-y2l
zb+AZj^6t0O$?~*V#wL|+_h9#fu06_}@h#@NZwPUR$T4fYNl+)ZW&?w|YArU|Wov&b
zD}eCNS63#j67N|@i{zGw#z7f!G}hjSXtitYR3Cfa+~jrS(;eR|ba&W9B*nzvCu1C!
zwd#{ylttC>N)*sZaILPJ=N1-OFk7EAy|z-VAI7m+?6$58cQx1Cb!Dn$J^wnzy30q-
zuJp$J;h@rI(e35x!zWefMQ;Vc4)=Uf6o>RB?%H9;(gol>fkW)~ey*_QlJ3Df_w)2`
zXI?c|N5K_mr&^}S%*@y;-}IY54hO%$D3QLIqvv#@__)y3Ua`F2@v@Z@iCk<B^s$Cq
z{I-@ChYL~GLe_Aing(=ew$@r~Wxd-Jqox)63DupK_yArZ%y&^*`J9=Pn)yIMk}dI)
zEb-8dO;qEO#I`G^x#({CN`;=Sc9Y<aI5M7ra2}4+<!Y<&h<lr1I>U#Rb;8!;DEz2M
zH+Q}PRYclLUD@)XQIlSWqUHYV7v{1`vuq>2$BIN-Z+Pve(>_ac?!&4B!7mLJ6!ufY
z_}pv0q?Dx0_s%ai9brv$&r?3QewQUc;=uOU6|}WDSK|tJyfj}36gsza#IQ~0_qiI0
zS=}Ta)2*<Yt1H=*YfAn;@L4J!3Q|@(M8Zo`TSaclJ>MAxVY0PfiWp_Kv+2>Eh3rvh
z&}<`(N2|BRb6r}$E%X$$;uyv^;cd$pzcn8S8CiX(Yw}|Oj?<opl7oktDgRr*X+6lx
z=6JQvs@)$#kZ5X^;I)?v?GN*jKwsFhnls7ok^E6FVA2|07;a^*H<9`2#PpgI?{D}c
zU^2^)mjd@Cx_8=LvIEccxrJ^C_CC)FqPWOc9kxe>UhqyERF4xtU$K9I-G<_ofIkDO
zj0DCBpeVlhJp<T>^N8mAQ{itEa3fKf|9`0_VQ2{60$Iz#VmqI|cW}_z$%&SpKJQ4y
zJLL}ixxer4?=SQrT1p5AfHX7P+}qpBBi|#rRl(=?Np%~>eEnMCUZ{o6nmwiG2poGr
zpD1;1bzKwm{{8jM&Bprr^F=)5?v4%;R@S&H*do3DS~6<tzV2>VJ-<J^66F80)3(|T
zy)+AKNF)RkTVqEj2NMIE=TkdFOC$siHZ~w5@cER7he6r>oe6`yf!WiSgNdyZkQsbY
zkwMYK(azby$ixv$BI@QOuH<CkWCA`1-`;^w)fK^K96*kzGd?~BF*{o)@I^5uAp7$*
zF=im=Zzn83CYImMn3#bq%+FQ971ZSnElrG`>PXsvWixYvfKTa(@4pH-!3DqZcrIXJ
z1OcDYzfrI-a)Jx~NWlcA0H=SaU||HZfYToez$&o(*1q4EvVtkV>E9?gI6%Os^zQ|n
zY(Nfh0vCX_mN#&6GI6j4Yc0>g&J27?Pn6&cxGTWvw+x6C$N^5jWjGkY41bd#&%wbC
z&ivLx@*JFCGH`k(<75PP7&w75PhuSGjFe2Av>4<?#2A!K+?;;v6QSP@!oM9Pb%0<}
z853g*10g#%EpSyvAc&a}$i~X317r{e4+wZL9f2HdzsVDKuycL~R{VLmpEC?f49X4$
zwvO+fhTX`WL0E}F#KgtI$V5?G2+Ud8z|av)qU7Y@Y~=JCG#r6!jC_251kw}l-+?4%
zVGZsa1~F?eP()0O?2Jtqq)lwioXmloAn*&>!1aCyqFZXS_e_+rc<h2F#N7wC0USSt
z76zeW|7GUDHxq5<5`rjDyz-OQv4HRe>I$~8rT*dabq^6S`a$U-VYP9&oAcc%Ovg&2
zjW>r6$Eytdch@PGt*LystDE_c_q{3a5H?YTq^Zu7<d&7CIK1yJK7k%r31#`cPc|0#
zeO2U^?(ce2+-`<wKD-ew#jJk3L&<2mw##VZ^sd+BZNA+pTe@?)SvXw0KR)I6vPU?4
z*ah)>yEfcj<jXzYs@eHI-j18;^`y)wBk~R^)gA8)x9FBV=DSg^<7skw-<vrZp8t9!
zSDof5z00uAbGp5YvNhwnx2JE`v7N#1ero5M@wmT=;(LAlLGNK{d;gKg`(BUF{d9fG
zli~44Bi7@hZmtsEW;DI0N*_;|0abQ}62C`o+Vz7?<L$c5SJ&3N^ZmNpYyM`>OZNAT
zc6<*@gg*%%hUfSWhkUQE*lQXO7k!fZ)9%iFn@e2zTf=!L91HADb!@Lg<s@&YmQywL
z9uoq5JyY^O7BiHW1$R+>a3IKUx#5&89)DTR8IkYXjn%2}Q;9S8+|K6stZWy9!1t<n
z?o);y>-BbAU$a4!mDed%zMJl_VO%|HcEkyPi(YnZm-}K#yO&o^SmY}Lx$?9r&?dpK
zb1EO6K=`J%EI(vVErh!<#1d4BBGvNaw6y5Cwnn1d`;uUu^G)35;#uz9Zk#jSny6fj
zA?MvLXAQ!-E!AY3T_qgvUDOAcg_Q6lYlh@rFDr748@E1^vUEM0#HIJT58IcR7+0=M
zG#8FCiDh9{Zj2gGpPUa(GS+WywTjmbp>OQiAPXl?X+gn2-{UMIN;L*8bqy`cl3&s3
z{4m|gc-<i1214kM>A-9{3yzuhv%^;Lxok^DCADN+ecSgtKN|VHt~MI&#`p3W9vouJ
zCN>-k?0FWw<Tkmguid-2kT=QazT}5*Y>wVF`d)7&>b2Zojc?x%@7{_@<!3CF)r?_n
zo_u!l(l;2G!gS!2wqAnGnNQ?zjx@o?kxR7{Y>dU|=K4_eX3p|$zeN|z3pLq&RgIl+
z`5sQm_$Fh9l(rj9M-A1ak87)kANyjk^qL~+#i?^0y9lT^T@EL_ZI}WKu&gLba(~+O
zd>wZ1G<*r(S{>#6;s^@;NsLib^9RF)%MmW#x*iHHH`)`tgTpV)*JcM_YR*1a%bD@&
zu|M=6<5UFBawU&za=i95+s~X%uMJ$W%cRg}=||pKpE>}JqZwjhUErO#8(v#s_ctHU
zN9=yGgE$GY4#CQvD8$07seopNHiT;XFs8bCY@@8_iaRJ6&sCkPQ?=xQYj9<`F6p#8
z@A=aL&ll=FX<6yUai-YG_th)SI9j&bLsf~I>KUDekEgS~^_#gT;nr_5O;S%^4V|+C
zKYkASs92bpPrWj=onrN(Eg#I^V3I94Jz7=#=V(SkaO$+N=1L_BM1g0P_N7B0SCC=l
z$*e5*H@--d$#%7RU4Tgv&zQ(Ia?VTrG|U*kJ!L?lF2Kq}qSnkoVD__up9cZpDhE=k
z4|T-HsQ?}Db+o!F51<(sz*NE+GFwijlm}4ErdJ_H-&*jaUZ-7mrd-{9xhSfC{tW@h
ztLGvv*h<}^;hzdeYLlH=J&}TR45>++d9V4>FVY2f^+kkO8-c|pGyK*SfD$@5VwkH2
za`u-KJdo_x>c=TYa3zEaz~)`*>dw0QEgg3of}=V%jfu)P5WPV9mXcp6%3G53#>AKX
zTtsvd@2jsHp+o^x-KSjX;|01z4hRq;P>k>Uh0YNwE9a|1bNMsX#uHRA-Wx&)^BLPH
zO5aFdYy;GzG{5+nWHwLX$wSG{eZ|T(8NHUm!y5M^=c+@#f-x7zjXJ{nxuqSy%c>vA
zIs~dF0STmR$qzV~fA)9*<7e=)Dbi6l@2*0i!wCpKg1A+%tc4~(tY4N^kdin#7YwE1
zXDkqGT{i8fCcu_S{`T>gjWQ>)Q$1bgGM(2g*+|o9i{GnEZXJkGKZsxIda%(9ex|ry
zP*Lo}uWy!lb<kNi_ej`@=p1bMs$t)0WFOj4{wn(c+_YeJgt|MOiW-)3BET=E1^E(Z
zK~@9PIHVt9J$flx{jnuS{9hGt*d=`1M|L6**mpB72`0mj`r(JLidE*!^CFd<eK;v1
zvhNoGQ1qRj<T=?$xy#SK{SLqC>xxoRiBpx&<Zx=(G)=b=^pZ^%K&;Fxq&F>S2-Qvo
zy)%@sCAKMKs#BW7#fIbJbz2UXANS@7+*Op5%7gG`_iEA;CAbR^A!CYj<UDs{)ukFX
zA#UXSzL)F1cD5H<*IqXcH~!{K$wzGhBWg#$huvS=CH00ecU6km;A_H>5=0}ke7hFz
zJ4hs4+OnElOsVc50rjwY^IFbdJi;1ph>>KKKQ{>LOX$D&>e_Gd!XOqWC63Cku3Z*i
zW)n-`Q$-DS`94IDIbaVGa6`oEdPKyDEuZuC{@}zw)P$%{r|(8!ojYwcMJ1Tqs0Yp%
zn`bE(!xW;w1BRv7OPL|jJ3zpSbSU#c0HES$$nu7BlUfI67z8=KS?7?1=g60nYOO%3
zp}q=82DC(V{nAWDmZnnEa<4{*`vKuD)avD}xUmy8*{|YfQS81CvWC-2iIF-UG5AUG
zqlY){15}#den%)-uuXm#8Y}!va4);YPK81W1c!TOI@w&J=ta$b|4{r-8Q-l}ebF$3
zwd~M7unPyCyh?rrZjg*{h@X((uZR_DLcVWfbY~tBs-=P)fj+`XLYH1IeG3e!GGw+C
z2vgB%(n-j|yP}@dFQ8{5k%1-m_v&dEX)o#*n9v3^AZB6<Gs=0wpUcNJ#<!c&3EIT6
zoJ?y9*aLPwsiMXS6*S6bq1;?Jkt|ywlfxZ(1y-Evb*qx1Y&B<S^xuUMdckJm=;jk7
zNL3nHLwKMUY47o1*sH1%%JJ%&H39BK4z_ntmjHG~N7MYehGByBfRmpJD*UnW<+rOx
zbTL4$)kR3wCiT5eU4angoSNm`iDs`RB{CI@Pgvh*S<E9X+ccF?SHbUceg8TXSwIf1
zv^M;WUu9N-;pCUwWkz`997^SItMuI17FMJWCzwv9+l?<skljs-5;<gGTwnT=3NSNO
zRl)EXuEMVC*}U>59(jfDV)^w4-w!xN@4PYm5SgWUQ~%h7V*HoDQ|J)Q?9hczGHk_J
z_5EQ)(L}3t^pnhCSfe?X>PU+G>SYNE^>2!zxc$jx{VcS~M_2;vGi*^n5XwTd7#?gW
z0*ONv4F)yBT52p!_TS#<yEI_k0MunWXt12yvOV`(oF|aJ<dST|rC!X)KGJSl*9`~T
zcy)M9Y-+swl_A1VC%VJ0xeQTj>XD?xty5|D;%DEQt;*CuwGvCaJ6`&QWnNt)n^dm@
zD$IH?qPbvUW(D~rIq+joLC5IOTZQ^BiUmr-4t@Tb4oj9iJZimHcDrzI1ZO-p2%z`7
zpH~E!ti$EbFJZ2yJ;;1p4<^=wS|a>f#PbvI3O7**(ps6)!iGx?iPtu{$>>{K@5q-P
zGu1X!3MVQ=)ZIhX$R|B@lLpW0NY@l|>^x0oH{uGJ<bTqi>c>$uF*mNBLF5lttL2qu
zYw92-%4SRxp7nptPV-3$Q{u&EKB)IeI%AH#Pfso0&Gg&x(Hd%}`jp|+M@rH{<0fIR
zg#4E5g+5QHiMCY({1yo@nkD`l0kmLNlAzfF%d|=6TAYvlF~<$J1#c=K9+?(pBA}hh
zU@sMXgMsczEO%W1<78wM_%XHDq_2N=-Fd#)E@yS*NFcZA9dXh*F^(fs6J*m($jM_6
zFK>2|4D<?yC%Mt48-KVtB1(~grL+?ED?gaG<p2tLWDktnzZSZTb^D-R3m+}Q%?m(4
zt1$oJ$3*W(j+~KM<B7)Y1RDg72DX41!Tbeykh-B|XYix735nIx4}87TW{3j`x6+RG
zHor}jm;ld;Rq6eHSHdf%W{UzBD3P-CS!kn|7G%y)!H}9pA>tImCdxo(h^kE`Cr363
zg<#W#@NG?!x823wy_u4cIJ0yHep``LFr9*J1ZXIb)37wBxiX>Q%*;@v-wINoB=11u
ze%KcM&}HqR_-~Wra|1EUUBn!KXj=<_(uBgF$PmZNA$xRE>EETGRUNp1d?{HULkQvH
z<Q+57zNN>8WiR~1)1RS^HuTF?3x=>j$Ye<R#%qA*!eEx5#R6by9f;<{mw=Q&dS|Dj
zJigafT1>AL$Cq3*KZ4w&HS_BmXH_g8k`E-g{ehZ^H?K}GN2gOT2#5`Eg!Gq2c*RsX
z=dOuuEr4a|f<XysPEk~+5TNM~9R|>a8anxGEhkex^(HzW;+I+$8Y4F<Qky&8?u90!
z?#r!*S<bC6s!M=($u~=Tk8I>E2VH;!t_Z?9jX-TF#N?6#VA7v<=wi(dA{-<Bk^Z~<
znl>R-^}Pjza+7puy=I<s>XaV}gBSmgCM4)sfGUh|ebq9183ZA>he<=3aRqO^*!n&E
zNa=2id{-RQmRnY=a|+-4tJv8~ljxp(nL~;<THJ3~;c>f2%yH3ON28VxNnfSFS66eo
zS-Uvj#!HqV7AU{YbwpspkCQ4CgmZxB1ELN)P=^;3ST*{2@7ILyjzxu!^ojO~QvTWz
zAd{>YDNgVD61thY%T;t_gUr0K(p+MIK*Z<##(-46bGf$^l2k$wz)ZnrnhK%O#05<~
z*eIwN?I&W2=x9%`^uFW8mx1L%sdgBDIKtq#?a$fc!hC%8F#uEud8JiD&66rij1@Vo
zo!A1aFGggv0^}{GmXmJXsTa@}rQEWBwjBUaFP5u*RAFeLe?>XAvc*y#filA!!1EF8
zC|}`~G&%|0nV9uDt7&4$0#e4$GO%MgoIO31UKnzrt8ypx6|C{kJXyg{k_gmJa83{v
zgE$+ngTBZap@Guq-$*-c8lt&N>Z4PR{tRwV+JOk+7Uie!s{GpH68D<22JoRysR2r<
zZ!m!t)44nzAkai540=oPW1*6o4A295H3$9fV+sF<1HXydk{<8K63j-3qRZJuTK)b?
z*c*U3y0)Db-6yR#Ch`zp*#YAK=UQvOI<2?W_$Yc9Ap?7Duk@26wpQLz{eZBqQ>N*D
z+per#q|d~r#6juWxg2{-AEJ5AUdYghn`{zV+}B}@U2wG#i?oa&g^x1+-r$RCt}1MD
zogSWq^Jy*WR!Zv&fc6rjTP#$XfHZwTc%2$@5^ZcN2<psQVilq12jQ{>^O#D#9xHZp
z2JEkZjE96(btj<7qg%TDc*cm4;yI^CvKc|n4D1B*ssqHU@vDs{zBzoX#V#C*BB*Zv
z9E6T0KrFpQ4bzr?5}(xcqf|0s1|&A3yPXNV&Gy4(lX%Cwx{WssP??q?kssgXEGBA$
z0;YUy%G@Z4(Wi}U6fOKPn(7ZYdMyj#Yx^XpQBy?Guk|&g)v_8P5gbP#5_;6!QX3&M
zVLxyNX9|kf<7U2{{|pIT8x$<Ej)Zg_u%kC=sgRNr>ODI-uW1r#tt1sX3rhQHi6HSc
z)fT6#qQhg{A4@yWDb)f+B=m!pLP;Oha`^Js^>#PL)5Gt^olrKj`mQiGqusf3q_f>G
zM}`j&EB!u74doI0U;~P9*kH&;U*-wqVz&Y+zgNC1+i+AX)@#jDeJobe=cu0|*Q~4{
zMKJ%svu<76-nG3HG<=~YiXyMi*}V6i&=fVJ34?`>F_w{`Bv+S(MPH#`(@d}Rv3BV_
z8PsuWzFV@j{esmYl>rg7q)6Qrqij&FN8C=moflkRge<S0k1Z~KfI~BMo=83pz7TL<
zAPPOr(h1H_nE{ZbvndXj6G<3aFX2>lOaky&yo#w4$q?;jhdP<RiuwGZyUntDLd^nN
zQd=r$v`{P>P+(6Yv4Y<I#SU7MR*({cM8Z%KouUXDzR#FE0vJjrH5>_q7#S0b?#yBh
zL?Z==&B4X02e~o^1g%$~k(RR>7=WpAZT8?Ev^Tq=P|b0<(WNkj`lit!aXAB+)xu&(
zpiji2I+;nYCVFBDI?Fzhl$+mKp6FTvim_SCVM68Dw2%O+O8u%vLy`DIBOn*j(oe2y
zf%pcTwtEs^C0CTdrQc#m(9pV^NyOo-)dCIa&?7C^dXSx<W~Z-W@JHB-g0hn(>!Ah#
z!Pz*H6;RBQ)skLCF<?#kC1UHGi12D<V^Jk=B_T66BT0#(*<(pnM=MiFiR3}Cq+zix
z(WGEATwp;W3D+4(8j61J1upni_MTvuv=?TpC>S@#27HoZ4>7S%2jez{ozCSI@d3Kx
zGqGqUF5QVh;lAAEZ(NOG@3^s}FuVoBJqqyP!;A&O7+Ro?sEji$FJCN>$xm{i10rbN
zJ}6{4Pa3T{!_zXy2JL3qkxCjvbw$7HJMD_@<RVj?#EP8`2r9ant_6N6BA>)T5~Prj
z?{aVrAgv*7FEY*SN+468go~|1jOJhuCT0KPl1daR6DOK4kwu9QD~gVWQNcutX5VgN
z1TNr!6-Ga9XksF@Z!V3GBx-Lytpkr2DEvJh0wTOBTL9^W#c@JIY%uf%mms=$!e?1B
zi7fLhSi$dF8{S|<=m%AvlGrOMalplf0Pb4QNYOC2X2qgKu83B_-v%yegrO`F--=F1
zC|Oh|uVUal8g1_2{3=FC6iBZHKca5I@}gt^@c2eDDij!rA1X}Tn~D#?2y%cns&^!z
zO^n2C->R*$CxPDSiq!wUA{HqU?w;QAHaXf=EE07KmkoU#re81;j3zd8vap?BVt|22
zoc2DFM#Bj>|8jd0w6hMe$Zy&pOX%XHn0&EFfc`hj@=3x~Fdukw{sOc;OtCpEHgs%e
zXGW4~g9v3dQ_>xLDKoKeR8n)F(Ex0=18^5i<{&dMxT;9(PzSJMkysYiYgiV@<u-Md
zM14SCdxSu0L=zJU^lVpz{4eXy5O^Sk7%&T~xTq7Z--bjCIDu81+{6kp3}R-q>4fvI
zKqHAxMpR}q3~D0?LGb%hw6LBhUnm<Pf07r8MHCG(g!W5^wa|uO7j2J<jw$u`88x5x
zu=JbKw=N<KhK;W9=Br0nOTf&`&$e_7afrYLp_A<${}RJvv<+(e5#s~sn8U(l`|dDT
zfCd{|W??XsiUZMRKH1{^miIH7?A~+%8URt14JWW;65J&MMYwDMED57UU6B9@$5k<D
zaR*zG`1gUh3M#*V;+eu@NoH$sey_k|;X#?L5{dW4L5tl18i7SvE)p*kr)y;muKJ`R
zhGb;bbEyYy7SfSKT%WEg5ZB+Gsaq@x&;y=^=2;Pug#I%u-D1&g(S}t;XrzqILW^+d
zv#!@b34OqKkPS4vw3q`n_;R1L3D}~PqL*4i!++HYF2)grgsP8^1p3PizEe@-R7`v~
zd0^@mZ$5Dl+^BwkgI#``5lOT>ng$9ceNXzK@#9sp12rNDJ2uku8~1t>4;vYJ;&K`I
z|EYVZr1GwrV?)0%e)u~;kj@qj(p#cYV*0tAr1VNa9z*_8;SWZ{ggtq|xVC69g8oRp
z;?MLbBo{IyA%KO{TmeNy8WGGsl?6?Sl`UAUR(5Y0Nh;<uQPRiV^Ifc`7cnz}jvl95
zHX66SBKF;YbbV#9oKq;E+zJ^G+vzCLZBMtFgGpT_O_1qUmKP+W%**XoE<BCkEuxMK
zsE~k@&}ad_1Posrnp)a`;S3?pI&bxY&Y#yKumQ@|qsma;B@1gLCtymAPk6#?QcOVX
z%vK;;{j${NO=wKWqD(z8Z<ec)L{CgJOvj6;xheqThYnduNDY8@xV7J?cNOVZuW4uS
zcE>{OIR}1lO3lEZWb?xG`Phs#sBN^&=;$67RsyQQBdn-9?2&Po&^e>+m&bSoQv&P&
z-CljQE<1oi5A=FVO@%p2m0eIHW}}i_;4ySRGAl$D1jpI06)W&rRqz#xQ#Mll4o3Fd
zce6+i?lo&PKsl&Po35S10jCWHAS+a|Hf=pU1&wR^xp=rH_|3`#bE7LJ^)=1fH5b);
zI>CI9Z)TSG3p1b}C8&Ax(s>alvf=59>#zq-{keH_^`IW&89T$uE1(hlHyHdQ^#)v~
zAu@OyDjFnHiD2HcF@F}wn#Do}GB2q&dgT-)^gvOc<f&YWvaCBKT&A{sH?qepe-VM%
zL;5D_I3Gvgx`^;+XX{M-C?r6p7|Bk6r*F^}c{J>RRpShvEmgZkn)!^nA1>tk)L>^f
zZ!FN(3To|*^;C+T``Fb7`O){R#dUFwJGt%^-K@;j@b+IXEc}H98<+xy;0~e~*-4U5
z$>b$FGA&uvC>;vfEVfioccoRSAWFR=Dq#9VN0mQdza{JIB9sC7gc?S0aw=qf?(T?K
zLbsSbE-h(d4;^=(uI@u`tTI>?73hI=4lkukBdrkPwM`zd-O5;Rh*ClVfLEj*j`m8@
zkZP<w@NFF1$!oPQ3k~zx`*Ciwvh&f131;Et<X>gZx`}=Hz`DbHWLp?!oaRrB_^B)R
zg@I)Q9ltb=+SEuR8MHB3K{kDlNyh<!bZ?M={_I#L+0ua7S6lDSNHHy$@AL!Nsn8NN
z4`CB<$jbFMMP}F56?x(K5K1S^fUTN>_)4WD|IcN_ZB^c=q^Q)lT_Lo)rl}gqjEAUx
z1xd&@#bh&IfAl*rwahFIR5aVr^rcw=TGCRqofZJ0os3j`KPC>z^MDXRe)4oC^1EbE
z$#~K75qvU5`nzmXj4)=I^$5(t+QxMBJ0i%{D>i*MRx=YHUP$=WEP_6aCmqlCzF&&V
zfvRt0wSHAb!u_qXb^4QV&$8voIW3y=LKqhA6-^dI+WHEl`t<u5dcUF+a;aeSRD^0B
z2rl95SwZx&{z(W<k6Gs#8pL#!T)hOVvte0MlGqFc51}F#P|#Wb{hqK@{<{W1SfQ`m
z%89van_eHQhl^kuu~OXomc(p26CME*(raUbl<pdDn1qwqwgn2j93|GG^h&it<?9jl
z-mOIM7OV)XDdYI1AKv1;Au#btQovq((Ww}&cuD?>WrWncm2gcz?n=vXqzx(mC|vws
zgLPZCGT#r%KTNO^8ThS#)nuwASCTAHjYt#l&6$0Te#ajm^UiFK;BdCFi*Rz3+64Z?
z)?iAH;id|2*Oo^}ReggN2=U8sjk`x&$hCDIQD>~!N%0qojV<}?NQl)z^a6RT5PRHL
zs1NN(!*LQXrdLT-lIFzrb+|SaE0vk16J*c}3!@9q*dRs*VY?N`_1WD~g<EG3n5Z*3
zUjxzD3j9wlyRRdg@EmGMLK#e_-wDHJ62v%}@S#^8_sy(fmDD~kybY_qt##=$2@<0t
ztzv}NIM9C``))0J&Vz!C^i?03vehzOTCgKs`eHWoc7L#pyt|2I3DQW-*8z0ftr93j
z8mPAQQui@&8kQ85hJB*ZgeHT@FqMj;Gv~VsscUEm%p;&@6S*a{O(M+O@>2xNMAfNL
zp9rtI)ghgvPZ^cQn>c9`=b|}BG!Et~R`xl{Zh2??%ivwk?9(M|etzN;jrEeq-nFwT
z7cJ?R2_zeroyCnlum5%$pN)%orEBE(`KwJzfC#=e%{}F4gB7PHZs<lMdj?i!c{7g!
zQF#m5N!3p~DjU6AK&v`I)t6|O+L+kdSpo8sQueM;Pj%B@&Au_RqaV>%n{w&~fyn+l
zl{6ZkYkK7dF!E`jpud!1Q{mBsnP}Nj?OQR$l*}g-eJ-hq%@wZcV=xskec{S-s1&ll
zj>{TT==Ltq=lXhF?f#@6gLtXYd#XRs`zDJgU#`si5xskk#QWwh-0W;SSB=<CTR8~L
z_pOAD8;$Qq;yoLK=-Z8aSUuJ6G%a73f4N=hOldIbT^X!(eSrwpqT(pqyqGG>dLuZ*
zS2xp_SjHI;>Z%xxO~hknGd~<oSo8YEZAE`1%|Q@f1JDhRZ94}K0b$gdnciV9cpv&^
z^gFZv{TTPyR_PluhOtFskE5YmIEPJMF-tkPHT6yAz5emo9yx6{28MoF@5Aq&uQZwA
z_dUIr@Ad4L?&o~FTbH~#TYWutKrd;%VR-8)L`tMhhesShRuT5{m;H)*%7R=+av|;^
zXXfqqoO18_x;qpse0`NYY0FZ1pdN;Du}OY9F5a2=P0cgxxT~qHl}U7JU678#IR(8`
zuMol9m=k8ki-e2Kk*9(^RS7`sjJ(Z4oVh%Cg{M+)@l(4irBv|k!N>sOint<v#-LVd
zm&08MbaUcXl4&}@3Ta;g6Wv?I2fWG14@**Q%|>-u3$R?~Wckvr)SBB(EWtkJz@M3;
z9fzKK0Uj2unw@P`dMW&G7jvi3m?Nay6wRD^f11LhNF|XglAFQtkO#Y!hPWrqI>~kV
zDQH-6$>y0g5E-J2O6P=x%7tU~FQ$@}(jaKu3UWXJ_K$d?=KM|@m$;q%>+*(l+JgdL
zqKcP~L5fFqlMT|CCHBPjBHP2Cn<l4E#j#r5$%dHK#pvE|PoSS)F~QomsF7oKx>>$i
z*$Wb1e_tL)OGr7^X>zb`$^-b6Wyqi=g|mnS9~&!b8*BTjkmZnqcZO@Dm%L(aRO}nV
zbqG-Kwd|0;av3rG8I1dew>T+Xf4U_#;|NkLRlfs7XthW3o}#io5BANux#~Adag#wW
zn+T=hw=X`A2_Vkl*+SlgG(i<w$-~3jkQKxFpp&FUQ)Jb9dri3In7Q1No^~gEgZ5G~
zzOky+K_862oh(V%+ge_3CYUHD^hkzkJ3VjT++F+xDq&u`!zyf!IngH}AF#{U>#%Q6
z2_8^rBRz`!T%{QYEz32(Rkm;fXIdYmJNe#UkC7T@R-Ev)CKV#N69pNy$hAAUOidCQ
zlT%vvXc+7M8L9|AS)K)^hu&!j=CM1Ghe+jejJh$BooK3Zr0oz&Y@pm2jHfK`aSPFg
zXiB{K3hyKS<*IQmF_aQ^f=HOsID|vDsTu!qR?+qQVi1X1w!EZR9<#6L#`m~<(yJyp
zsXomgUq(`33cVTNQ3E^I#ITc9NduGI**_0x3x!uwaNw;ppW0at;FPr-pu`R-cqb*l
zQWx$KzwDe@i9f5d$Ketg4v%=rqcnhE-3tyt%k5B`iv!LwP2%4)lM20OKyn|?MH?$S
za@H7=DQJzRpE=bdelSd?*!S#3n9EU&5yXyA$kJ1<G#?X&)5}=@Y<r?RX!B7O=A0j)
zg0`fsRhZx8*lY}vwtrPPpo3YD=omRb5}|_&XhjA=``M&<cRGyJ;K(yQ5+Vc+ysh$3
zl4t%m#r3h#dG3Ml)aVV{CBF=iHSsW3JSx)P)HC=+CWst$U{lotCM)N&JI_rUapx%G
z<vVO%YA1-agm-PhvUda(&T!ZnZxvR2U{w>%$H<vnO`LEeQJN2lq^3TwW`~dZS={Wc
znYHvqjS+iPy4IggaILlQ2R)xxbaA#QUbzb<t5lU>E%$WbwP0bt8;y=vWfR3k`(f4h
zNr$ys?BvU9iDVN0qmE9b!#>L!*cxUN&d8lwE3yVR*4BEiwTcZ>m0v$?6TK<U=<Oi;
z^UCLbyg#@tq<TC~C%!$9fDSdG<K%|o4s6^#6N)PiUq6!aB)~u%7?{(*A)VT@wv_zU
z!0&ZY$1<4B%18{D>$7z}h5KG(IioeY_iOOP`bF^91bMoCq$!Yc*hK*X%Z2x(Y&57L
z)?GuokKcn+O|FFW3$EIFHlLUQ4f3qF(G|M;4h8082ltsk%lOSo21lc7E@mq?q$xNG
z$y4`UbAyoYadn$NW6@{!z(-%PO^@&4sAm5DjOD?*^+^42@zKWMI*R}3x@Hk#z?Jaf
zB)|2(?(NcIl>@!+$dL)B_TeY5yDy4f@<|}&JBGfpP5QDW($<u-krdq|IT7^(cuR#Q
zle#AA$@#SpR+$qEUNe}rynt?5+e_cx>b#rI;S3!m#A2K^(YQSu6nVr9zDD=Fxd_-f
zK%lvwjUU6Kxp%~eaW`3+Rd|vRFQ~~}vlFC!lgs17W28`?3o0SvrEJ`vE#3io=BD>O
zho#J>aC@J&N)<bgOOkb3RR~g;qW}WvX$ogN^JG9?obynJyZdF5OwLdWSNTk2*X!yD
z>Q>0O$_L9A@wbApQUe$~0iRd7P(-2Q+g_MX;o19Ao>C2(>A5Z7xmbHfbXv)-tOLK?
z%}h#2M!+@BIVq5Sk{EYVAcBi2^ty3F>eWfy&5NMdfeLOdoN}reKk@}v!418<TiR_}
zv?c@1Sl^#qa@pC`Y~JB*O`2-e6j-w}m(SU1Io`F|rU?2XSHXGr7iSHdUe3}~dP-lG
z^8pH-XUk@6OXq;BVJ%5iML}^|l~<y{7E3fz-b&{A2VER8G*P4{tX)n)U{?uRy#A>u
zMoi-fbIC$l90VOz54L`YlwlCOk35_|qXYkJ+=Dr{lQ~P^fYOfEPX+58<>8O;{<e5p
zUmP>+IO9xm1bfmO9hk*1xTQZatH5l=-d!FipQPArecsBi%2eVSV?OCGzufWeI6Ue8
zpm%MibbSk><OPnTM~La17nY4lv3RdHUf93Oc^|~>bewQ|3h{cy;j5mD;i6pdqPsnG
zRN6zzt#5f*qPekHVha7)MG-@G^B^m6t@f52we>v=X7bwQyEc;qQ_@(6FX%we@Zi0n
z_d>KK_b-Zc_Jp7m<=dT3-8Y4@@7xTGf;e^g-S<h{@u*j5W5UR^l5rmBwJ{3Uz7EIX
zTDTXqt=n<25e#3PszrnayGeXZ%3na%G-fD^eVKZKc@1fQONITTS2`v>K<?9;|128(
zt{0L6T+Q2R!Q9w+-?uKCu;6>#AS2s)6hX|}GOt;|T5WX9DeS&xr%hMi+ue*7ckcBM
zjOhly&J%w?F7StOs|YyJFKX?{xg0z~g%eXt{*CkDlXu;}`HVT+8aY|m**<xt0a+MC
z>}(7yY@dADn7}@4qP9;?WLiL`r~JPs@D(9DXRuo%n2!F*p^*M5f!M(1V*g?XzQn=y
z?2ZRMKD!8l-SeKE@W96>R*Fx~bANPXdm{czrI`PulrYniSPo7OMzHH1J%|as^&Rlp
z;g0cHQF;)FofX_durjhhrvE78Ns<4t46v4e;3fP!cMe7tFdKSi5G&hL7yVhrb0hzm
zj6ZSwH%Winj^_^iXEOec*Aw@@>b?Kejwe^h-(~#E>+%^R%nVBA2F4b)W?)xFVLNL(
z2c>rgMkfF6xcK|!e-R7Y**QD`g@qYJ5B5K0Wn`x3WdA+K!pKU`0q#Vwdn?#WRtpIB
zbToPX`U8@{_<8mQ<pY2IfEV^BpVr^?`yF-v7eLJZ>>mmSEg0fJMey<2nG<|`R_ae6
zekT4)rT+Io{H)0TSjPV$i2s9E=^rh`U$x^|#y<z~-&&!+mGRF({70kmzW`z;MmBm*
zFos#^Sy_R<Wmv#P%>O-xpWzDjEdGxe{#$$WziWs=|1!LwXTuBR06n`ogOAUC;eW#L
zGx7fzUw>sv{(A%VtjPaZ#{U_HpBwqlWc*_cKX>3ilktx+{Org6yNv$@470JZfN$5V
zj7;<(cHnOr7BHaM|64Q6{(Kw%6NEueX7P9J{x6zgu&&SM7xZj)!O;EJ+5+^f)Sn^z
zkIWY%J<Goao}Gn_`T5??2;yJ`_s4JdO4fgsvj1zv!OX_N!3@6o=R4-JYJb@ke`U}Z
z>Hm)JZ&KM9!D60PAk0ip_rKqC{41${G;#l70RCF)-|_v2ZT(xz_19AW>$d(~|Nps%
zpQAW_@8SQ2sldd}L=Rr1GJ`<$;24d6<(N30a{ujYcn1ET4LZk@f&E><|1cQ;y9S-(
zUk04x*?@y1TK=_2;dox8{Ao5k6aS@Be?3-zHyZy8A<wG)1F8QtLjDf5{|O;a9q|vO
z{vF?c*w()_f`8q^|8-mcuK)j2TmNX~{ugEg3kMTD3wScH(lc@Zf6Fj&JZ1jdx$q48
z|1=l=xW0Q@nExJe#-QYE==79-4gh0NvoHn+C^0c|Fi4nKn3+2PIavPsxkAXo$x+_K
zLD<gbot^Ddm>dU#Bsj#%;ho)6yc5vWz}nG-K}p8I(F!~vo^KBfe;*LV%K5Ys`}c6D
z{dOh@aIE0>%yT&#Si8)>4;%D>vOokt{PlzNv((?w_y4xZ;tmGx3^GsQZck6+;6Ly%
z{Exce?;Fj;!uh8tu>Hh2&nz*lu3}(7NTyIk80-oYT)O-!c0fL52)Yr@_~!#tx!&;w
zzWc{AuFnexd2*g;`#RS;kxLOvFIfh>4)4xBMgH~~e1wMm_2c6qM0a?LZ&Z_P@Adwp
zD(>vEm#Pz&YYAa@K!~Fp+Xtush!ICyII(%kU;|3Xz&O-Bp?TF^E8EPf@HzowLMn;~
zeU2z1RUtSRPdMrx#;T=FL7mJGKq_=`gUzYhU~LAHvWbBCML@@uJ+w653Q>|dbJ}3u
zCxzfnCSuem3L_!}PuYDx)cLS);-m<zJ~;TY(D_D%uW&oj66d5Uu@$(is&QhY!=Ue_
z0}^-Qd3L+?Kd}9LKi(UlOk?t$589*oO^_l}3&M#4mKbBI8##*D>an~<Jc~6cl}rAO
zXg(_0!cPw&bD%<O{%mGKR=IZ-k8~dSW$vrhQznY_Me{rviciP#d>D$_ExAiA*CvZY
z%mj>PvY2S}JsS%bZ(o1E+NBtUSnc+5WwzMtfFRe{k=vY=*mmYxaFOZB5j6n^yn**u
zM<;1d^`Bb7xw#)7zyI2YUaIDck35b0=9SLwOKVEiEm<V*5!zFCUDPYYL~10EoUfO=
zdJPLJj4=I?`pM)igC0SIN2<uh2r+S%CDvOe?0)vHmqyb)-5p<6Df`7pdRN|^Ufm{M
zTB$^!!bK<^?_6zkY%UQ*h#B&im@DYuZ00H#Q4SAkY_j42-=zX2se2H1&TsR(KcrYh
zo*LPv_EuF5cI3;o4xx-{7Q|b(urm)DkfF7qVu_)?I(_eMa=)=Kcbno)K}gJF{QvOw
z7GQBT%i8GR?h@Py?(PtRySux?5Im3o!5xCTySux)ySoPq8o2YxK4+i(@9*5R|GUra
z_4G5VSNC*JRj;S|o$Bf;Rn_p+^VJ}}cAseVJ5@`Y(tt5yFTJS?)sH`>ia&cawzoIy
zgQ6pRHI=u{?LT>P^<pa}%;AWJ&+l;JxHQdhLtc`rg0W0aO^t76rLst7?!8V&=+)G<
zt0)YzWPstw&Y@q>zUjO4*~mx6;TyS6T%^-WWvcH;3eV5KNp^KIDq9S)4w-obmZv+-
zA(Z!fvf#=d3>0-A_Wg9{RG%m;o$t@qRx`6|*Vqb3sGgaxVC7)X*S9N~4VgI!PbeKW
zI#t6Msj1#5fA^wGsh6SHVWB(W8F3(NAgkuVJRitVoXyCHGOJ9fe|B`5uMCSZRKeV9
ze|crK$;_m^FYRWX5@?UZ)=aC4)yuC~8p~%VtDa~QlG|Q{KW84582Url2KfHR-Sqx}
z>&?x6p4N~S-z#c)|HT?LjiE~yj2mWF5kPKMRyI0fzbRuB)6Dt#V*Qu3=CI=jg-ruG
zvJ8A@G1&p<h!87zzI^&bNg$Oj*+5852afdd$BJSHV&csd0YM_6bIZ}{y3J*T2@kE*
zJ9t}a##?r09yRTHYqePEN7a_4)MINNT&V<!R21SyZ2_!EQ=QqzDOy%9%kAvXHte<s
zu6HsS42e(umRYpzfk{$W+PzL1hRKc<CTn&Yp{V&$^42GLOyc*&2B_khs=Vju5*UJk
zbS@Grx-jt`OO;o;WGeP<`Le<A1EDnqC|z!%(8eE1H6{ao7LP`!hMS6!V!UVhZWtTj
zsX&MfBMl=NAlh{t%)|K=<C8MKjrz=16;&j6c2d;iw7^Rs#!mn~won1HA<UKV-Zv(-
zeCrT}T0}8zff$m=9R02OnUH7{F~w`@gy5Nn(?pxYNB+Fc%igbv^=anJeFGRyoMVc@
zJ-av0Qfssp+*o<P^f3bszh{AyK%X1cx|zSLr>}Qm?1r_DH=Q}`Ut`>AL&J1wrLR2)
z>U7|{o7ljHw)~7)@wlyY3ph-LU_Jx5TkNENStsjgB-j+c?A^Q+mPZ(jYQwoTe#m|a
zDz^Q*^qMXN)_U+z_ZQ2?UxMj>FKXoZQw_lLry79gPZY`X&(r|FH~!mN_FtgvKgTqG
z)5o&2@cgEpWMt-H2Hk<ytUsU>4@f8b+hcZaRyGh?Vr1dq<o>PpA3@FUzwKWb_OJT=
zb5xLy7Bm<K`|l^a8QFeI|7_6T81b(R`p>)l7b*Qq1?E3z@PAL~U$X!IVDR4~<bMNd
zWaVOJ1nERsxi}a(SV14Zmsq%eD}gxu-z#>xfB*CT4;qEvkNW>@GXB4UD9}Or{~2id
z6E}iX(;zj&|KGUr_fh{{B>%7AMsBWufXj)aZaI>e13F@mXd+NZXjmVSXxXoDt;FD@
zF}pQnXO7eO-wPby4&UCsb*A^+n#T6i=hWi+;E&dnU9NeqJ<kWB5dE3nFg}0fGSKJM
z=h%Gd2%Fh_gCTzHf_`%@-0ZY!$2<M`(5QOz2#!kfgWnC{Ckh*y1B>WO1EGkD++3c>
z{EJCoRq_#nIWz!`yGjW@z=>64R+SzP8HyCAA1<~Fb?A-mMEHl@Bwsyvwq#m?BqB0k
zo>`=jCtH=)(JG~@$31Nrn2Z@BsBn(Zm9*OX9uCs;jrHk;S={XUGcQqKw&FMAFktTb
zaoy?siw~LnA#H@ZoT&-*p7S6yOK2%)inJ3G{KEDxBT@>T3L45lVYIY^eAh3Q8A;@N
zYN2O>RQCfDO*&E-7juTT{Dp}0UQ3wNpYY3>)hsR7MHzi1tn{a4ZLA}Fm$De((w3?_
z*YtU;W03thZhE;@2+JxQCJ;lqH#&m_VP)c54~q0;`z_^<71D}}?_1U@R=&ggm1X{V
zy>+*uEyKrwrQ3A1&&;qdbiqdHc>eT|1xt=put3F<Zc4X4yvE5ZEk>`A4~)S8LDk(!
zp^F1+-w)Zs%rzR*lSDqRFT9`wCGH3eX)!K?7iu-O)n*gvMlxfp#qHjl?URl*PFLrH
zv%iuVS-25NO)FSBUVa`%J$vvqrZ04S=C9=lIo$84O)J{*q4zW57Ksk2%gfvp5`1xG
zv3F!)|29oI-~9CS>v`Rls=R}qfPH+wM-g<cLlhM;Xo^||H*I5WUEhFv-5-<ay_S}N
z?#9}ec2{jaOCE@PRi*OT<o5;4Rj2j~{?*@?4D@{-KRb1BtFt=!VQU{;pY5C+09V$e
zP8Gj%SlE>YK<;c1L|0`wD$gApT8#Ev^Vq+`O^Nqh_}rmsps(3#H9s<9*pboT!Fu~y
z#v4^SY{j;{?)?OK8A~PuC(>$$?7`vTTSx*_osZmg*?w7Cj6E;gO%W~a`qk}6p$7TI
zIKsuMvRezA=isRJ$kIdl@(y0WqPzpwTsFtTd_}Wvl-sQG$L7PbbOkX-o6J&E)H97q
z{j|^41h^B%)<?O;0?Ma$CQdDJ3FjHTk@fnBC0h$EF1X-YLX_4&*K9|F1gh*uAB}m=
z7xPjC4bBUoE;Nd*D%8#W3&|v5=MEgdnbHc|%+V+696X&ood5+cRHcbwYSZh|4%@(x
zgJu((P17iLF~um^V$CPRJ(Z$iN?U`1TJNgf|3K$v(y?iNbUZoeRrYGr))L6?JLDFe
zJY;PvTb`)yu|VOiZ7nQ(j#nQxAJOyjm|0@H7f&iNj}XCI`&O;3-Lg`)h>s+O2@iBI
zM%ttAB}~zX+N>-be<4y)E?+K6Se8aGC3CT4N67NI3TkQB<;8HeJkr)-gpZG8Q69Al
z<vC)kaFB<Y|3sGTfVbO`wo%{%H3ey)!UyCe0)cbU^S%t81`eXTR4hRaRn_|UQ>Oek
zPKJEq>4iC0;d$2O{&SozJg8(p!<0EPd(gJHnyh8m#B;MZpp<1p86=fi<czudhb7WQ
zNdt1-V-p2KlW}SSHh+k2<HU{U!D23n&}U%NO1CR%&_X4=4|&jkKiXG~ik{8t7cD1_
zhC>>gteeua(W!?&86<8(5ee-pgqSnkN0d5lrUlI{4hbhQjDzMniYxw}nibs-9Mvz*
z3Ea8-^toQQHmoUOWn8A~xP>w~SX|N2%NN@3n_tB;a^TlXXa+Y}zpo4Gk*|w3MkdSa
zoFKSpX|nT+sWSMBc1Pm0PDs1wfh`f4Pv_=+3YY%|;%5AtBQ45*rl>E6Oqz9f6#pDC
z{_dyeZwtnM0cZba#Q3L{{SP-lApbajAV?6j`)!&02R$Rtzo?1+OUUvs;;6qw&;K_#
ziszq0yMI7Ye=y>oPQYIb`p>)lmni*%>;KB2e}TFG81*mN|9{Z>_vrZFfEd}iIsZV6
zpj}jMl0Qo<+`pCnUlHRU4yyhuV&q}|dnElkV*KB7ruA?348`-C1<P-Ky#76&q5g}p
z%O8FJ$J_Fko}pNnIoba!w%bpXaaiR>9lV5oAv~bQf|XPLTuj|!8Ean^mKU`ohO#Pv
z6S)H`xmUI;R<-F9M4+6r-6UAo%>GW~t(u2z?j<m4xb?1}J%fqU@v{^7Tet)P_ih>j
zO*0f7k7d8ndbosvfe06o+(ZFh0?Ka8SF<+@d&tV$h0aQY2#L%=a`z~GBi8mzw;u=N
zdpmnkDqC?k9*y5}jw3r{M;jfsAHI{pX!z-9L3|;*y+Z7LV-%(ti11skR{&=NfUPjo
zQM?*!>UEz@STrCGw?xwi)m|M{?(BA^t~S_=bQ=9UbiegUD10cMROtIY#Z%kT1F*Tx
zw=O_Zm1jY6YcFH5^7jY~FVXhMtw@fMq8}hP;f@S>TCmxL5%aI+zxl2TyE`Zz;hezE
zjYm63PoaSI3eO_zJ{ZFiM&hI^&2p6V`3Kr24Ir{Ldj-z@7Ujj3$?9OXFeF~+BmDsx
z?k4ntq_nh6fhmCVHjYHTb7M?K#Wt%>>{(GAN;l(8ooE=m1FJUGg+_InUGZcm8&j?N
zD(av^wI8C6P<LzevGE$PtCj}o!yOd0Vlv@=4x9@xUNFN-Oj9eVY*HO7R&_!b?U%B^
zq7tPg^^gwTL8MH?MpM)p&UZpo3G2vHl5N(!rG6@r5cn>DX9+*8go$Y`{7O0Dh4SO1
z`D>y)n~B@kH`UM<&Gm+`H~t%oQ{_-&pLtF_8gB4c?*y008b>hmPDdF!)`a|-SB#$=
z@hQ)h2_0Cjq!&b2GO<TCcz24kmXaJ~3Q|gGWd#Ia(OPn1de8gspU|7owJ~h)#0+MO
zf>OjG<Vbl#Z?c*B=sSx%E{&F7AQQ%CnGw<>@p;BBv70DTjq814SIgJVCMV^x<Su2-
zj~t~haFvy3D!sgbyjqP-{dU@Gjo2`}?H7D{+7SvCy|{AoTBQi3-c>{%+m2$AeF(Zf
zGdpsZ0+$ppYf@C6{&5u4J%HAtDmLJP*}2Bjo}_gr&Hyz9^n#Q{Ssdwsd}I!+lB@QM
z*qEDwO&D>j^ykV(D1FLrtG;(L4ys5wPnz&+ISU=rmB?K2sFPD_12rWpiAT5QKAWyf
znxmqPgv(rN`3!<c_o+p_&$<h$1dZq6ETl<QV60)dh6ecWs8yssj{Sf{M}lKdM+_kZ
z#;XRiMVqt7F_I&hXex=^e#1v6d<DHmQAsq)Xslz*lF|a6BqA4XIwy;n=N*A18K+wo
zNGd&NhEGONiLX_S^U5tvo=C5Fvtx^dAId^0b#vFTO8L0$E}~D=g4~F;Y>)DSEe7Q9
z%U;zXgMu}j^j`}elUUpNM^B;{@*BXq3Z}5&!Mo@NKY60uy)*JA7cKjOgO8~7i%rZ4
z8t_AFA7I%3oea>1UPJ;-wvG0~Bl;RvF*5JD#)}HXM^1=0h<eCSuYU?mc$oiwC+vSm
z6mygOVNb~PpB@fbI6=_lcc=mq(Es4qkO$<k@V5+-v;TJK{fDyP-z2?Rf0M!>E4bf9
zHV^aPZ|?nfJ35@d`vd&XjjVpnRr^(ORPT3LUy>Rb{Vm&Dbs2}rBxAf(D1`A_k3^?n
zv~xZ-pdZJ6$9nU&2>ed3WuBh^XASW!VQn;-&4O{SKdfZ<aJbGlk=UTyU^fPwGG2KF
z2kV0+CZxJZe56FDfUhxsi@O_cR}N7WJH2aM{Okw{viW3YxI|~T#1Ck<fUwcjyss9M
zjDj7WZ+LV4L3x^ACBud*6E|)Se_XqGu{z|dSsE)w5&XJ_kNQ&DtzDcJP|D*g44Fmh
z$T|m|$&LH$SWjk(0FBS033WM;JGo=Byw{k4EVg6CkkUrqwz+*$cy%<c#-uF(YX^Ct
zl;?Ali*_%m^L6rjXwM-PX|hQ4n5bm-FBr+42#e3YdAR(@ZBiuW#qUBq^z-;j`0d16
zuIiX#Lo3*Rq$TZOLVix~nM=iqp&T`n777)M?6T6<7uNGsFH^R(1pX>4j4#@^3VPTa
zAoZb+e<LO|?u-y63ZU?jO&VUdD)6gBkin-a--NLN;zd1=xPLYX6d}&Anul(|x(UpS
z&tX1q*Bw`{;E={7CLc2!8LRo~AqAJgv;Y-?%Lc`0<?az;oRQs7`;D_{TxNqSvVV8y
zmxsj{cZZrVN)PT>>`!@9tW@5O7Od-eZx`Jgw=^prS3dFdGdLKxr|6zTk<hW_xezsS
zM|tpFeZJx2Xv-Q}GW5{ROw3H&SEM4?Ttm7@AFX+U6f&lB+6FMgKg-1|KRwUJh6K&S
zFIqqcCWUIV<vEe2_6RKzFl>kSFqcIVvJsHiJpfjSdYN2L7%D^dYDDx!t3Mz??;yiF
z7&qPn_ZmoM-ZW>&7C`$=3tX*Kxdt{ZTgXk{4<RncRNTDiU5OaznBe<WD)Bk@fS>3y
zyK8G)?`Qjv=!)BC5X0*R@4^_mU*F$@hwl^y>zOobF)C%`zY9gusQwl*%KHJn;W4Fu
zZ1hqpOIyu&AXuz92OP)EjkTabJ6);sw(5Gl(#l|X=+1g2E&tf4zg}b3YieTZHU(2l
z1=>FAjQu!ws9ow?jm)r-V#9K(rbV~<cfFJJOl+Oab<gw%oq$86<NK$`_SZ|ltkoCx
zAkkJ|qWcn@bdNqG>GZRAlhpFX$4L5kOQu$09;9X?*2qepX;(=_&T|7!K;}S|Ph-O^
zx=a>h#ET#4J$;jyXn+N6OaqbF_;_4eiI6Mg8wX8F!h*dGc+B@Eh8~P3#lb<JkWQ67
zdqpI&KY4EhFxJ+0T8=HYGa-PMr$EeizH_f&1O81#!9%ZEO;%V6zO#xrRoaE@(>0c<
zDe<~Fxtw!#xveVNkCYAqb)~Rn7gq36tvqm_wUk?G?QkeLVDJy5eTJ%8$0y+Y9GQ)j
z1&;0;B3+iy37uSf{it}S7OZyB&?HfGqC9eBb)-XU%&bZ;qwnNA8@--f%RBt#H<9no
zoyrukvjn4OqHJhdWLIAu2kcMsh%@ir=XQEVVM_{uTPW%bmh2Qs;2B$+L|{qjql$U;
zN8GI2ras!=Ec0riQyqwy<u%*6j6I0q>1@I0LrYEHO@9B>M54S>6g=r6*pK_%f6LC-
z>)9#jS{B<)em1usY6E9V|A`hhxE?74>8kGI*{I!394p#gLnlzLKp-mw;_9LmPt)Tx
z^!AfXCUNxBeh3#-F0b=ycz#~}CnP;YEaRVqomiGw!%JY=J3-Zm4ZHjH1V#3?Y9zf!
zG5D=m*bvD0&+QDx<mmyhm1q&QKT{(EkvxPYu&*8lwm2N|1W7~Q-j$7JR8sV=j^$#S
zy3m`{2|u$26I%ug20(Ehq+CP%5&$7auu@1?l)qTz{w31}R#xV}nKrO7v;2>38~zmf
zA4OIFbmjW@#ty$3O8?EbD+?DF%kPWF-xh(lrME2rs<gP2H~<U`3}6bn0B_rX5ixfw
za{xe24nPYsZ-51W1z7<gL3h8|J>dOr@BkJY2!H|IC4e&hZ%@?Zr9>4ziU9!P04snk
zzzjeFa0WO4TmV3T38=&iDq8|Rfi6eTJrn5i1eF;9ZlKmSpzH{0V+#5-0zGp8ea8aS
z;%{|K|IsHeKn_&v3TkHtFaUkW0W`)Z&^-`TvI1ow=!r2Xe**Pl4XU?zTLp*$V4<O5
zprK%4U|`_jVBrxlkq{9O5OL8lP%sJch=~aC2na|h7^z6e=*bBPsJUq9nOWG`*@>xm
z1h`rG8QIubf9nJc4h{|x0TBlY35S)GfRy!LPH$ZRG*~bOz#0S?82}s&3<3@8tq(v9
z;wcn}^S?3w&jbbz0SN^S0}BU_0BTT=3IGR#fB=VtfP#VqO#zrUs2%``28B+_A_9$}
zWCTOzgvsg~lMPG$p}HGOdHM$hn=#N24j%g*4lW+$dn#%gT6PXjE^Z!P(T`%{5|UEV
zDynMg8k$<#CZ=ZQ7M51l&YxUd-P}Dq{l5hS1_g(N#>Rb*Pe@EkPRYs5%P%M_DlVz1
zt*dWnY-(=l>Fw(u7#tcNnVFrNUszmPUfJH+-P=DnJUTwPy1u!+`+5KH`1BiHU;v0e
z$odb;{(&wu5MAJqkPwhCztIH-?gq*bXpm5(EYRp8N-#!F7-X!zu$UiWva7q{$k~*C
zU>O6a;jt;$w<)iFBkgy}{%3^w{a;b`AB6oUT`K@Y2r$s(L7)MI0A+!itRrwLi!+t0
z8=N9*lD8bpbuKt`@d9$pTF|y%H8SQ;YQN5f9s<L|{TDJc+{f(d+mTcw--U>9mp1IW
z>F3ni_h*If*tm{Hj0o{A)y|<Ca&l8;L)RXvnH@ib4yLuYz1n)WM(q&Y@t24mIPp;>
z!*xCCY{WAWae_4y)sKjku~i}>AeXGo4{-?eK}<ROD<0Qbm%MkyUL0E2$@J_<gw=q-
z8W!OPrVXs>Jm<~#Wr%eRm#x7c@RD@JigXoHt8d+vB~||5OsOZ>uJ-ry3XN3$9+MZd
z<&=_)x|@=ZxW^2+_cVX|oi$23AqCHk0>*N{YI&T^g}Ml5TLd=`y5xixbe6wR!TZxT
ziLXqn2|sf0W<5aDtjufti&$;qXv_Rrc3ex_3G54-zDoH+qVAPmpD$(Xssg{51B8hq
z;d&FjLLtBtFBjYI87qbTgF9rA`F+=*w(bJMhr@d94Q>5wFTNs1R2NHAb%<*YZr#NI
znY<0F#GRdq9T}Ubwg{LJk^8%+Pn9A+6e4sqGoR_ymx*#pllGJX(vaI+jTRv)Ii%g*
ztFFwQ!^d0-L%Lv*LP@}chF23>2V3{-3LNKqBT;|JXA~(Q<7Y0wvYmUtoN1eFD)SIX
z$kY2UG9A5)JJhd0|MMunu}Jr;P7&nOBL9@`3ZL;(1zW7z*Zz-$_f?LLK0m0iHcf$q
zveJoAv0UnA+<fv@U*!;3qR{Q0y9nZ+BIo_lgI9P=5OH-#N`Yc7KE!_b5z0HSVl1T)
zoes1juRjEa4?~kJE4WY2M3HvnS8=5q9mQ#<>%?`x^WTFfYG+E+rlU*2#dI5*=&ee$
zW4}Y-Xc<OGCbu8&Wtvm{)WYCuZgvol&*JXxpjIM<)rXkf-MxiM=cN{K$)4I&jv(f>
zpWyrboNw_!>6XIq8AJE}XK{>5f95elF5(Bf26Wf>1HE=2WzQR+H6>B099J6dB%;+~
zy<W@X%oA@h1WqA-m?*Fb>BFk>tgXHOy0rZ}QJZGz=0{4aK&Rt6&dsdyaRc=RUS=<^
zhi@THHtjiSW~w8;H6mN6^40`#O!4W|TidTH=L%9AjL9^oN~@E0ZgdDXO^orH&}fq7
z;ZM=-6~yDH9~)Wq@r$80HhB>iWnyJhT~l2j-6!C`vbKft_<z3*cKE@JGOl6V=0*bH
ze?m8sHD8a!>UHC4-V%E7bU+7%OCei>g?d;M6R0u;*ob%gU?)6Tu%ds$HcoDRzi^LO
zF@md(E==$v>({0{t(j5Yq)w<ZroEx}NzX`O=l-}yeS4bg!YfMxU+N8IaJ-$2zVwFX
zGixKD8uEg|4=7TO)w-yz02@|GMorZu=IXb-oKGZ5z)TAU`BkB*j4(oJ1DdMdaTALX
zm!HkSGOBJ}ucYerx`<xl0Ll$42tfSW?%~iEmRmAe(2+6hWM#%*t<TE*9v4<IYd0gc
zgdkQs5vQ3CvyH>b!HILq3AdNv3pTH>UVlTBMHO8i4i{-7s>CeT*inN5xI}vCi--h;
z#oVG923b$mkbn^0;kU=+d2V1|rBLAQK)`qLO%+nAQ(c%4c8Hudya@kRDF>1m8RBG?
z35m+=pBzVt@4`@NVkg`I8VoyHraDsLVZQqfFoh#l6FCaP-|*EfY#iJZ6BKm|5!h`=
zAR4w)Y?>#v3v-2kK0&8L9C~UGl;5qesfQch@h^T>56Yw}Dq7}GNtcJ=pa0Ow3GJ+I
zj99|zEH8zgOl>VY`#_c&>KDb%*)_JrxkeCO!`u_I_y#DK_2w`=$pwHfr4b;f4|>L1
zjMV<}b){dG+NFO%c|H^xn#*ts?o4)oz1~Cz<~nn&LuB}qwIj*XeJB3tD39e!6rSg_
zm`^ME#T=)fVn}D7QlsdC&iY+=Yyd+T4O%T7A~r$e<Im!kBno&}F~4SFp-Slt<8tTF
zjQ%8WE{Ke>bQ|Z7DK<Ee7-aR$JczjmkoSV~c|TFBM@kT#do#-gY?lbIh>{@>H-hL&
z!NZzqr7T$Z-s^QYTsw`+GN3J5*FqeBRei;Rw_;(22e0HQRLEOvEBUd;yJcv?O?<de
z?RsH@J%vWuN;pJ-=I81^m_2EoKvCEHA#jCqz55aKi@Y^@OUlNMq2HRRW3%~fcWL$a
z_4@Cn78$&%Qg~Fr++)^0Hv1yQn`;u4hb>j6!dB^-U&-pbub#H}!EXRB+=|e3RMziJ
zdpC8N$J(U1q^g4n69@o0LD#T-2~7G6gMD~$WKXxdr)k27i<c4t{|qQM1V~0HHOMGi
z)vK;xASQ&=yosWOP`;M#kU|=B;UzSoPe*<8Pctz^oNW)>L*i|9VZfEFi}{fa7v1;x
zPz~Et8>WPQ1EUoQr9tf*{B<tn>D{J;i!*_;RWvfmo<O}9bk7UGVW#$-T}G~u_RS@c
zww_k69i0?GLac6?HLT&)zGk$%qr?b|unqiFOUuzG#p03kHGkEbd3$<wZ;Fp+LGO78
zze}>r(&>Ab+W0Wl%o)j0>o0H`q=Ec1LV8{hEEZTc-m{3}F~Vo6XtzX`8d)F$H}!Ou
z2PPZG(*h9J9pTDoRt9A+y@*UotY7JVT=<)K6;Yd|U*|VF=yLK}JgJkve3)~<&2DW7
z<Xmo!k8hOh=mL4o*IcY*k1&w&WAn0dvX|GzeRn|k^Eq<<5aYqR=dv%_O52$|f@+*S
zwYElR=dh7@qJ+j7xTFl+Kk(H2S&n>r(m_0XxhED;VK<|kn-iPstDY`lJsJ9i3^SBn
zEdrC4`Un#dWlGV)mEVHncmRof==-c$R~M0(Y&eRnx<N+Q_SZs&feoP3x%!rLdW5oM
z(OBBNY4aNQLFNHSAS;b%a7@xGS9McP44o$|7*}<(B_Ma1xI%l-e-X60PNlQTYm9Zz
zTgtR@!o#+EF?1df%EU^CN`t>g!D~NAsX&Zn#kL|q8e`?nXp6FLYVo4Y^IIkheN^Xu
z8Gso<lv<NeUV^x;n2m0P&IYeR*{Eg3O)4q5NK6Ae4ksR|T(Q=-3I~OWchT$Q?zVmT
zRh=?`WMN#xx6z-@Py2B?Vyr(<UV)f}`^h{(PkV+Gm{2uNmg5&bS+AO*<x5}^6Som3
zMkuRc_H|5ZLTdC5Ecn%6q_Vrcxli~LpJK|M@qC58ca;PI^~~4ocLf^URMnSJj&#y1
zItywTe3v|WWxzEiS#NnE-XQci-j8~@2QEat;AQ>%W?zw-ZXa!s@VFB{&CrIMCfX9Y
zA1_v7nIp-+=MLm_TI60~(~^d+j+rJKBs-^N_O_}l%!_K}!BSt@YnlKU*aJXL5vA(F
z8wCQ4XJwb!hdOIfqkBn%M2{7)BZGoqh}!1!5-AW>la=M<md-@cM{*HaQSRlm5LE&0
zPqQB~nu`t<kFer^{<9qT@xUSbtZ-H3i5S*E3VQ*k!9z9K3|TV|h$<7!mV_pT++{qt
zgEh`<Zr$hmeh%zmpybNjosIyxLhRE|v(OEWVUx`zjj!&dJN<*<1>S7ZHJbExspmvC
z1Z@F6mo@&G<w_5kJFV%`4rdn4o4mzd4dRbRia>IJBMP8#OTfA@;4>R#WB|k1v@ge)
z$BJjk4`IQF!>gjAIdXF=X-44G>1V8+Rj&u1aUQff!)kNxofae$r6Bbgx%SCG4gv9@
z&!hA##qb`GkunxPDiP!Nra9i39E7<!Bo(S13Z=W+lpOQshr96_gkILQf27tzTl?y?
zNmivOwQlR;yeZKfL*S{NzC$MwaY@7x&04-*D-M_>v6vOGnGqyBMjkJ=5%M4$Z=>Jr
zD_J&q-12eR+aO=87h)P}Ud*4zv4Bc-)O8#8bnE_tKUjQ>usynn;AM%RlM!e+OyT=F
z6YG=ptbUt&>5QXZwC16-F*5T}YEM~b)9hz+xmA{g%G3hk+K2b_WJAR3r~2QtEmA2K
z3jAwWCajs&<P6hg#h3WLP6%2%E-3!cg*dX27dJhKn5_TCJpe_#0{81ii^eB55?5hr
zN(*lCE`NCK^RGyFLgSYs;HnPUa;d!=`2$+gwW`}8vHm<_n3L;@HGjoy?e|70XQK5I
zLDyGN!H&CP3lsc)m-kUt<eGIOd8G+f%s$3t^4`!25GgHH!$m6y&#BXPo?MIzVBf4+
znNgfGfbOM|31eY)f;4vw;$(Q(0m)cB_IAs<jruY`n5=^a!&%6yA(McQ)4X&ScCGOW
zBW+i65dG$Q?*0mO)3z11=L<5m^+t}Y{ULkN0v;v28SNh4KK6K9IxFS5+=#Hia2{La
zZv<d>Ssc7H^>VZm<{Ie*TwoROA35WV=E7Zuhp^-g(AFlf$Rh02RmB}kZ}{wo0Yu-R
zgvyPztrjmzq4Gpbud&o>;5H5!;+AML1SV{98>;;VsA6RJi)lV+;cPoKMisD}#tG|s
z$EUCN)(+*PY%q}055l;9F_>x5p*9ZX_djUFHFnG;F|MhwkL|{jDTb8H8ztbof2ZR6
z)yo9}D`h2ZCA`E}n@+J`8S8lh0*K<nk~xrH`aRE8sw9_L#uZsYeQ=~xL3_&2&73+f
z0V3Ah`!u1($i4{C!jb=snAYOuuDr62G7ae9+H*bP>GvgQEoDHFGkknL>El;)&~d9a
zMW7_aLbdWOd#EX&6mItsiqV6r$~xQ~ngfELiLjnVD;M45luvz}Z%%T_%1!&?@;NE8
z1mc;G+Rv^_xu)j13R1_!oV6-aTrwp8HvstQ?YP-E@9IDgYBG!^@rICs><=2oONzRB
zoUugN5AkcvaDp9Q@uaB<CM5cZXs<GZF33c3drK)Qu=&C)%qXMGWeLk4VziNp*R>zC
zPjwdPl}CQX$1p4$YaZhAN#Y_!u8Y%sIKbUY;#s+dxsHbFiBiAAA<nSLcnB-jIwr!6
zl?;wGhn|??<Q&jMI_oH3YTQ<{f#b`dvn~I^CplfxzBj_j1OQ)SD)&m;Va;CP7r*k$
z{c)@hV^Z2{QKBuawik*Jyzk&x1~<4xcccT=(Aw|@_?V=tBiFLCATph6l7`|!1?gHT
zgyBu^si_`+;UN)hs1~bseNSh4qs!iqZQ89U(C>K}eES?#H{7vwE`Woa)Ak0?3gi}s
z46r2tu<9JqC}oPuiU}6-0EZF9*&&?0ch6Oh**1=6S5G+Qr*%b1Ec5hBx)wf%4oFZC
zCsufdUeuM!sQ#$0l|RKBIzy2D;MZs2=f358IquRAijsKdmFd@JnL$6TZk4N9nccHC
z&<;TqF0{=5i>Lfi1DN5Z5$bNuW1FXQ&Z)kFS(YIhxLefy%J_(N;>p;O5>fIii{3e$
zW)P5htW%EcdNH<cK0f+xMfwfkVFT?&Q>ez$h_L8%&{|r3orbL7lheG~Oazjlm;w;A
zKfF&XFkE@|kz`A4;Ns#)^?%vODf;@e`MAjQ^$%~zK+NstOH=w2GxV6OsWmzQ(=t+b
z_8NaY1Wv$+YgnF7F=9=~Z+M}zI<3?i*@+*l$l!-1?Mk4p>s67{vc*EUQlx<$(M|?r
z&=e-Bx&|+6OEAUYMKo_QY7&iyBRhvLBt&dKH}msQBv$ug4dgwfJBq-M$L9G5@VV=L
zy40epNskG!LJ-WfOjtO_-<0>&=7h=(5urG&<?58D%kvjUg3kAF#a6ti_D&N7r$vO?
zE#l@!PUa}i7j>X5qp`5VZxCx`L=eS`<+&dTja^2LW9|2eAsiVAg|%DTPmTgQ&y-6v
zBYTHHGCA2GjTu9sMpT^i*{`s~6As~mm*_qOE)1MwNb5~H;qyU%z6!4pVEv-IfSp?^
zRm7N27-?AN#{oIeMuUq8xE(yPrn9lTSL!!8$Q8kKVy^*ws3l6?+GCWMdsaH4Ll;3@
z1d1=x&&tqyTwlZYxnWZ+nGh#cR7_0KRY%0{P3Vgb@SH~WhL)NYg0*a5tw>pTXhAOw
zA4wi}5yxw5LY0&a4z<iKLBd~~wqo?`5`-E#tK$-_2z=wMW!z(^|0;5y6n=YKmN2()
z@~F(EWCd|9P8DMMdjEKNTf)13v-+j4hA_;Fg?=XcQJF0*Dhq<>pkS87Hw!=*GkBeo
zhV~fQxvMnls=*P{5;tjsKXyGx*%IhxGB7_NHLmpIwV>rYg9m|+YGO@WX=_9gbBV&d
zst=a$&T3_iC6i@^+Xi!plEQ|r-<mh~i&eC>f$=oM#RuBP<&mu8I@9N8<Lc6az`1%2
zzV_+VfuzsXtGD*8Ns*mn3ogI9u+Q0zs+;8xxVKQHo)&nmb7nu*H{4(qCZcoWP6`w!
za@kOp_l#_#W<xasxhEkSN#Mt^@3|_Zhg}!^WLtsfv9O>x8FzbMP&t<F9MJnMEc0#I
zm!xwbe4DN^i>Wx~+*A7z3N23{eJdF4W~6X3RI&CYI=mKBSW89WCBuG(1#z))dZ-PK
z6wbZ@DpfeuIOc+np-*Kqo~`Mb<8?0-N7!EI=9|fdw4YFV@CXkQxAdqKl4I$XjG59~
z{n*gEHNBDXiD%mUyR_{Z>UU1*bedyKLLz!UTt@MHe+h+g&hYuVI3-WSVWl_W!7VTj
zRP#n&p(_q3Ue(>CSD#*?Fs(3;pB#xe3Y+gJgji@slIcS8W$1QY!>k?Z!uZOnPz6y{
zDdrm{J+VfVhj$=Iby{^Sh}hA9kz-&$6@zH{GFIj|2BQl#DR>ud;vKOss8)PqI+ke}
z|FcTm)%3Fq?(UODX>abJ^ELzg!ajnC6U5NzS6Fk0Hk1mXct?Gr+Q?n)@Q#IGYP+&#
zr3|`-J7B@Z#yD!JsC|jA1VT*Om3{#Ckw-mcMZgzmcMQ4OP&Yjl6)WEFp$ZJbXOe_A
z#s)|d7HmU_T&JI6YRTGr`GJ*sBlu0+L+2@nb-(0p*Hsi|&veE+nvz{hW5FwY%pHC@
z#avElxVi9h)>5WijKPdWXdZ&%b_P>;)6ORZ+MnwsadyzQ)wFP~gnGo3f*l~k{}MT9
z`PSOd)}WPZII<BRR%)qay_&($vn@$dIRbvC`%35&A7tU>ynUxx0Ramb4TOwXKJ#+Y
zrZP93sL|n*VoQq4*xlzyc|tS`kx3N!wICa#B3ib*20CzLLBOGf4?7|=xX>t-d_w>o
zPg&N&F{kcoxH<?yy;WyIMa+5eaJblsHEqeoc})_`$C1XL0EBfVK}O~Q_=o!U#;qRX
zA+@KCln1PhjAlquT$CZX_4N>bU@-!3DMQq!+*XB%cE13M>5rUE?zoD-mKPm&5XDe7
zSoBROjk1^{fP#gD^6XSoweco~*zLBvVjm}yDXvOU02O?oOywCFIhJ0ImK*!}r^3%v
z{Knv3nr=BNEunLZt+|wk@m3x`P%m)8kG&&&DrN}J>?ycksw)fZHBWS;kN%a<V9|2J
zRpZ}8^XLg=>%JW-zp_0)Kw#Hm7)xD6n%LppJESTW()OdNa3XB8uNlZHy?B&|BY-%A
z7Q$=)98qNT4(3Axt9`P%TW|n;$+A5VZp$P}+qIgj*?72u9!sphth|ulc5DoY&u>TY
zq^iNzo2Ap<_j9`6UNOwlcTGunLg87H-)$$;&Ivl#+Go~@v^HRIL>8<$h<~>TYiQD&
zD%b@}OUT2<mN3n}%j(@%??Iltr5VO!?Af)>biM<d*u0vE0gA4!$p)ZA1s%|vzaMW9
zBBn7dlGTQ8JYzy4jhq~<4&Xl6RDzcnic}tEXsj{fC)IN`+^-&^VR}lVg|p}xFuqZH
zAh~O+6$##3b+U9{y7R=>*wF9^8p>r&__+)C1%4m>INmp@ruOp?NY?;UukCj@9w^HK
zCO>~3e(mv68mQcSM7^v<h;j1jeOvp^Oz}~51(tt{X<yrIv1dpePB-p=H6zjsrSL%m
zwb7g$7m|$;mclfadhRZ&uIHYWT3uN9R!CZ7Dnr7V_QHyTK~<Ez`kUEi+IfV>t0v}y
znN0A0TYTWL6rbc#Zh_FG=R|#s&nQ<)ziHFSBVV}5gYX-`a?1z0;f}9)ygoi)HkYFW
ztX=~Q2!QwIwSXWhjMKWXHAip#<_{chb#yVtRj?(tJ}ncZa?hE-^0P_efL+A*nM<}8
z&@{{(XlCvD!6FAyj!bg_FK6rOW`Ols2{d;|HrB{KmL~W?Q)!F1MeFMZ6N_Al=xe&1
zT6r;H7*c~oex+-YstqUrCn+(8z`fPEV}1y82abGURS4QZlPPLkp^4VXV13e=Pg3YM
zj(ATWdwSCnbPcgzPo7;kdfZ)KH$|o^TzCwan!i~VCKLR~T|z`x$ht4>M0#Oz+C{+^
z`%+?`u!8+g1MwF@q?*sS-6#?De6#FKTKlsTc0F)!Cao#$U&-}!b6kzKy-+|wH6mXP
z0?#;g29A1%V2yh>`BD3tM>LG}K!A{Zefdthsg8Sz%#YCy1dn;{$uU)^-I*qQiUc_o
zyV1%Ot#7lmoRUbJtCgNJyl7Nj8QEs8vtoGLYP!*f+<eZ>UqqiY7<Nndp5f~#pp*7)
z{4gzI9zu2OG`(vcK4KX+CUAtaPzA`kg5DLL^U&QktD?ty9g|_436V+6)tNmpy;Swu
zo+pmHIA|?AEW=fI9_|5&*>+9=wRtDPxoo!U-KM)zZ91I|OLZiOq-14wl19j4zRq%9
zJ!F~&wpHOhMlMn_n7Ab;JtenLmhZO9WBnD@=<V%wmN@dyL?4<+s-UVPyG-YGB-1%g
zgSVXNzxcSARQo{>DWj+#IjLCAj?)ip$Mi|-oLyrLt#{kH@c?{WzDUfPXl81szZ|rr
zj+6RA0u)9sq+ZqFcr@(>xEPj~+Xr&rmpXSyA_Q|bsP=`;d4>PHOsVQ2R2Y|qU0-$n
z%Guy%CUPEm$5Fo)#nE0qGK8g<@2GJ}5a*}RZd;eI;3W5j!e+lOP=mzTck)5~goZBd
z!mgHLQZN-V+v3@*o4y#qFu^Aa(K+Lx90~f@IlbMdqkYSz3XAXpT%CvJd!DjOFn0R;
zl=vRNEFY%%D-=a~)+<M0rLI+qOT>JC4!w$zsrmY-VR-n@p`oJoJ0=U`sE|7rZ)d2$
zWE{ki?FE(qvD2pA0@z>H6`2I6A~q&`Y_L0q+djv}%T$hc9I1sLrwlmuhBi#E?9~{#
z#rH*s&z&-}3&IAXLQn@ZeCsX@Mqg+oydt&f2tQxzP?n-U8>=xirA1^pk9%;I77rI2
z)PATAUfNbmqE>rKSzWBB>8uHd710S?ajovse*?%a3J|4ZI>Dq#V*sL=`xQI~(Kt70
zxq4NkoLP;m82m!)33JvL-t+lG{F)uNltHZn#c!iy{k+UgS{wIdTtk^$Vb72ivHZQI
z$b6T4E-GKUt%-H*e3+#`)o_tz=7QcV6|A;(v4Xbz$3_keVpY-FugK{sZz-}0W;ja#
zpw*FPML+$0y^H&ewbDl;k@v^Gf+i@5{H{dpn5xxDD&|NtL(mt<6TMU3P$Go8(OPS@
zwf5#Fu?p>+KaD86LYBV49FS*xd75`(A2JW;N5_VA!%Qf1`1pZ|Wg$<e-@N<P1%HW^
zMtSY$&`yzL6oP5E^PEa6gvkVA8-W_!fx5ZMJ<y}1$Bp0gAc5UtV4h+t%?%{+nlxvc
zP~6_97k&hCGKtJ5U4NnXQM-K&v#`mjzvV0{Dg`H_#uw(pH2vk2^0?a@n%l2_J&bEc
zTU|JsnQAE@m|W@E>1Puh`m4D7+!QR&Y$$#eU?T7pqH#O&4)fziA>9sC6|XNEPg8po
z13As3lGBibJfF)Ga$9@;sjileZfd+asb~!o$##dz5e#@8znai8yH{SVh=Xl)&9|-E
zxb>*YdgpiVSe70<xyzGt!DNO|l=obq>ohv@7}NtV!phqVQZZc<%r6x?GOYG`z#Vn0
zzj`4erX0BZOu<i9w`G`RG$7Pi@^M*s-}nZA<@$DR5+xH#_`%EN4ItH;uB}|g79S!-
z>ao=z7=Pe=l5=t*MYT>EM-kUGeA!P$Y4Z-})Om^@g(@{y`vXp3pw@@SSWM+X9QgGR
z$d^Jt8zVEdP!6jtb%a1I3Kx>Sp9DU->hF4gUD_1kY=!QlzFu#Lcbn0LS3aw)SrJ*y
z<}SNgm%xEBlB$0?yoi-|uNcwpCUDU!m>`#*-J9MHA6vfOHeV^^Gv(g%dVW?iDXNRr
z>32MD#_5c2BzzctN}E5TdX}3w20v577v>oyHptgXz_i_l-kz|LEVVVEF#w*7y&rg2
zfI`mAzPcPRM`zks286cyvZB;w(3d%+M$9!LJTgeKw^PM2uGNQxHxh2)jFGL3tNOWl
zvRQy;LYiexb!(pi3D@Peah{Q3M~R^%C-}4P%SQk--!63RU7Sm?b*xq?iDpmTb{c?{
ztudoKa-*PhO~Ij17B|PtD5<AIe72Fmb?9`q-Ck=TF&Zic%`|>xd%tVFX&3N|nY+v-
zA@E5;`6Z#8cVLRQ%n7}u)w#*nPvqRc>q*U{ZcBqoFzqLY&$K@N7g`I%5jey)=nFaL
z4VndQoc@5qaVO@n@WPAAhs=F#X=$`pmT#c&iN@>tW(6!cHGwM;t$r|X0R1AdPv@=3
z)q4q!yR=qSR+F@Q((+r9dnTYg9<BSbAA$Ja;~(WwR8I9j=dCs$_fwRG7^U0SCnm+z
zaG2xZ;6AB6dvJ|Le1#aM>ad}bR#+d~<*}tM9~HsGzNA>QAZ7Jz;4T*RL~w3|&#ubl
z7FwvO%#Yky*QCAVCmB4|erH9QXROnd@2dro6$5{v-|sw!w|`+zbYMcB(GFuMKx;Y>
z9Sw?BvFP1=d8!SEHIVjkn#H~LhFYK`T>at%2VzoIz5H7^N*uXS^@~9twIr^``^alj
zGQ%_=k|?Y2iKsZvFDKP~_1QuuyiA5jN#b7R<X9KPGGtHx?s2t#6UGzFh#S0`XCkZA
zWD_uPf#-wrb?~C4aKM+aa#iz3$)QOl#SsZJE4DCLd#GkXNf}?>PFYk~x`(@p%szdF
zPVWy~frM2hbmR`t%SvhfGtDT_@`);6Eab%p)uX5?2Jt0d;9#!G!{XE2wHL=j+{Djq
z&juNqr2x;L%8kt^DvRG2mwvH28jH;0y_O`1djp(eji0EjNtu=y8{z5|b<5*+4swuB
zT+vV><CqXifY)2h*W-^vj|?i{CrMMHGS0|PH)Sf_JIl33(AmnEAvHA9$mx7+_E$*|
z=&_3TlOAaUD69_=OYc>j?JCQXo6wLZ3VnLgaB{vPR_~ZmAF#nOQ&YGblQQ&H$aj8s
zazmeJ8A`$5!bCerC{pZ&%%msh5Ok$0u#gqAE(19XaIqXvHQl-(925$0^YqCzf+~vi
zQk;brG!1iTl3d=ez0|kbN(~gGjAf6{xydr!+R6wbo@j?BG&<YCzQ<qA-PVap_QE^s
z{S1RmB^7T}+fc`_?^hzf12-YZKNgA*cLq~#CgX#P53|o78gU`@jmUF1WnOwfw~>Lr
zHE``}Nu97ix@A%OJe_D^SuI)A^x~{=HbY^i>~XIOtV%$^!LykCIyJglIDjHXik2n4
z&7Qp7g3EiHrjRfo!^-^1pA%cf+BbFV@p}~@GmFAEQ$&3$!^_-^x<n@~GU$bOo`rAF
zg`LT<=0LgMZ#($Z|6y+2IWCqJN!BY~;1g$HPMH0~7?>Kp^Cm>fj#4F6OUA`VbE^>J
z-J&;u#qmnHbt0eL2HN|X-UA1*+ZRuDC7VOvaHk==xzFd};B1czYK3kl)|iiKpeSph
za7ypZlzq&|@fE6sW~v-4ZcJA&17P^?i!0vukq`j65m_a&po_pSwgGE>TPVsl>9yJ9
z1yi;uHj=vtacriUBAKuCTJu_J3G1*>^1HKiOJ5@Fb#g3IWMucnhvs35$pO1-nWwsp
zg`O9hwa^L5TET>1g-kA*!OvrHeMF?4ix*^EiE_NFg^5JMiqJqu7=l<iW8Vbu_;)<T
zcDpwe6t`Fz2l=Ds%qGC}bdN(US23v_6kPluT5p;dvNCsCmJ?4Ed4|>Tkb6cS7ecxZ
za9e45R54VW`pG34sE_E-)McQkxUVi0rv#ylq}xH+g<_u=jcI+JB7Yt0!fT+D2HAf3
z^gOSNF<a@BX`OJ&7d)`>Py~0FlGrRcJyr4ATfQ<Ok7WwhxlRS$j-bS6pj9htXQA^A
zam{aOf^HNB5th4BX?E~uLwtd?s59HZLLxWM%4nC#9ZsqLkp;)xfxV_E!6UH~?C>7J
zlaCs40EZO)-Ka-yAY4A0BzdSgsSFmMxCo@rr<T3}sHR$Y)~}^3m&c(8tdcmBm{KRo
z^F$>+WDjBTe2G0z4s?E__It#YLKDsHDg&D<i{$5?YUNo%?mDEh&(Ss+wO&2lZO^`V
z(XOQgaf<*Avr>NEfLLo(&0+Xj4>vUF&>>>nk=?9p&c3s78x=d~W}~7N>FK@+2<Gn9
z3}kO)y0)5x0U1a0I`knpWzDp!!8d@xRV9x*1D4jbKKXn@`iR6#i?e&8QZI{d<k6hJ
z?=04QpjU1p7GZKS;o?{pGeiN3cEdfbTHF_r%z<i#_feDP<^w#Ck!%|YGT&Kan*7!(
z6fm2EMvL=iA*$K@CSZu-X_Ck<aiM&UUe!J>ZHiP63@GLW2zkM5lp@S%$<)Fq`>0Hy
zSTosm)16t?Sw%1DJ&rOH%#5-QV(<~r-rSWG3+^8lm)yfKj8;W*#*-?K<GGluWg00T
znyMPP>da~}QkhU>$I8}z10oCHn9O}5NST^f5uN?<^tombS8qeF8!G93V#DJwa!rFQ
zC1SkeHYA0x*Gg%?r*l{9qCe>k5NVS>bhJ;|n*2Vk&Jv4{`dnKO#}DpB#M<6eHIVZL
zCoX(98m7ZZ^MRv0uT+#E4r#O%9*4kbBX+H@y0cW?o`JD2<%BYHLz(OwaK>-Y0rz&2
zV?gqpytaCj<)y@CG>*MhL{K|J;MYl`%1oRaY$=(lE)54|Zt(u$MI-KgfdyLVCrWsJ
zAOZGs`4S#rCOBufMi?M~&%w4_ir$Nu=j^XW5{s+a`>Dx=fcb)^n;||p@LF=oGg?fG
zLRouFtJ+;&xl~{juCe4%p7;Fd3;YcDxx}zDX6X`3!7yZPI6q6morLb(YSo3sx^8(-
zuB}?M_YU8@Ie$umI}tS4bRz%P_2VSS+hQ{$=+>wp&)j}zmjWY&lnz_kUUJV!iJj(`
z(qMi9wQ|<;GY&ehqMH^Ph;X;=!`pH8vtjF#L6w~c)7R;D^kt>2X5YgND{)>*<LXpx
zl4eBW%>mCE`R*4J?|$rgmazs&#D8!jVLi;;f6z$NOj@`md||vw5CDwpHoiv@t(>8M
zpVDnV-V%(}P-N&hK36nI@#@zSHvVB&?T5&0ALqiNdd+1Bws8J6vpnx1PK8D9N<l7H
zqIC#`V~-4b25_K=FRnHG3-4m0?sQg@USqXBmR)N^%K-e-AuiS9><72zuC*X7>9o?w
ztoy@!H#7r!77Cyplq!Ik*U%VbD$i=oL{BNJzyjfr%}?N3k??HWc;jKsS!(z4wIYr2
z?4bWF(rTSNAo}yf;DNvw@>5wq7LGM*DR`mwBif>9m_aDEm`Eh8@bKD%E&@L~%nJt_
zyuc^P<s{Cd!65_}q9!b{JoFI&N#sE3q@&c*gDJ#5$?c0ZEJEGzet0!Mof6G@h)Q)S
zru|s8J?T<_uqVOuqDtusXP7f9L75%6QM6H{DteiMd^3eh8Fy|13&x}L!{-LoG@{M)
zPl-=uF*>-F=XMGD5FE=6pfhV<+gX;Jlt-k}OlS0MFuYUcYdo+b*PnrtlgfhuliTWr
zKWtmfVs%dzm2}vytNarNiwlJ!D$Z9Fs>+luwwUz+KcQ<N7kTrin>sVJBuddme*VP5
zW4)6kuL(UcXR+5&-Sr@-zRjDn$L7Gk!kDti@SiC+&`-7b6v|JBMM8a)bzg>&z{5k;
zoTF_SMCf9)Dp;4Bom>2*yo&{e4io;dJI)y`Krr5T(zF^UPtnKL&pJ_{L^B_jGhV<s
zW+BCxVZ3l0o8nsn!q6dws<`CEJ0x7KFUz|^0hU_UXaKAO@?YCg3l;785%=U)4wvMH
z^V-iCUiQvVuCaMBQQ99Qc_zG1bG)%hI1`6nZ(NG-<s@0V`bLiq9|>mmO%B9y&27y>
zK-<V7r|L}n)tpPyDi8;NST;pN6An&lX+_CB7tHTX?0v3Z>~-D%fxuN6t|zhbp0f{v
z*N2O%@0)80KAZ?e+pXlsdwVSm2AFBo&7J9er=JQ0MDCJT?rOPCdnC#vV<E%h2Rfgs
zH#Fn(;iHW^p?x2=Pvo?Fe;Ab^d3?*w@A9OckXvXqv$8sg2=p7t&PiAs7@a`IarAhx
zoT|r%K-v@8k32DG<+oSM1w;zp-U--XsJ@%pVE22niO$;{i_auqO5sErGQ;MK!@xe@
z3P<hRJDjP{iYLTf0p?Y6_ZxL1x^XGh#`;56oel^M)Ya_KL}1wSE!=w6W}?T{@bq+j
zb(*kpiy0v(dc_#mn8f_GM1XhDJa4ob##Ky30YBF$R-@OSI%ecI!WLynM~Or4TOEyT
zBRTQoYYnM5|8|fyBOjq#VEw6$jK}!}s>gv^!h)`&<b+y{2vJA6P5c#fE@ytR6i44U
zdEDHV$tqz<-mFAi9RR-+DE0EBCIK9i;<*>Fv_+?E)ErCA+ZP^E8Mw4v$XwZtWL=e?
z;#LOw#K%^AIL9H$2+FWbUfPy~aM1Of$~VhOX~n0HU=P0ljsfMEJ!jxudBAh_k(K1>
zVx-@3cNNF*MYCua+Y7%dx;)jeJqsAGi?uV^&-{OQdke5Qnsr@t26qb@Y+!JA3+@u!
z-QC>@?yf-tL4&(H1Pzej?ruSXg#c%g^{;i-UVE>5&w1|Nw|Q#1ySlo*uf8d|Yr5Zh
z-)v&%W5Lu>lhy207Xf<H{tl`<Uyt6TRP51XDHzj3D>>!W&utCKEBl18mW4k4HawP?
zIrwuCc0`!>(Wgvq-x+mSS`B2OC%>&JPPh4v;KEx7v%L$2zWSN<x;C*;IY}B3Z2x@v
zf#uh+uerX;t`vnsVMU|2ec=L0&t!cdbs*v`(fmfl>dF**=5A0bEm9k7_-WG3rb-8K
zQf|2pWqbi+r#+bbL+VJjR;(v+dCf(<R~0D+gQ;fH$H@hCJKVKkskd_gph3>hX)!P$
zy>~aO-dOpn!U5!ZQ-1VZi>Y&<XvH|U5+0By{We>eMB;ni`1>z!tMYOZ={h~)7zf%}
zR+EW<t1gN=3f|ol#ewi&u5;eCcfC`g&%apDlc?*=#g=1th~dxeniQD2Do-$>_?cna
zP#4dcH+p`?jhbIb*WhzbDbptuW^9AUD!*6h8&iV?5xrajgV1k<C)_exaHn-f9WEOg
z0(K*LezLp(p!Ei;FWJFV!uYDQMmPJP7M1NPEEx<P-;=W_g`%!WaTZDIIj*v?!M)M2
zT4a)wM1u;Wv$4z_-Ti@2bX)aF_8UtT;mH2AoCJO~d#w*j9{r*p>-Gkm?$O<H)sHuv
zHMA!2xS?#DOo#@nd2KahN(J5{CFc}AU$--rv!fhUbD3@k&eM6ewTmn;sU=2_)Lhs{
zMv6^SrW4)3*gAvjyX9=h7$GUWf{luJ$$Q*z!_EdBg}<N|9NkXrML6|YC})xB=)E(Q
zdPxEdS~>Umo<gkoy5_UN^m4ZB{im7BvN>j!InGkTY!Z6Sby-`;l0e==oAOT<0C#Gf
z8Lg5*b>;q8=lLA<!7uFCNiy|nbn7>KOkTvSNBW|DD92dR>EcJheCl#90Q7Mb3txtj
zK(iqQZK;+jO<F2JIHbH#^(w5j6;&#56ec&>9gK!=&-fG!Nko&aHJ!cZn%}51E<W?!
zj=;O2P<Ro>{xxwTGq}xzd)+ScwG~$3M`$uqE(PIVbQbn04WHn61MK31+Cx-jMWA`X
z4$>z<A7ra~M=<JZ&if?`tLILX*`~1jrFXxCAtjCxXpt;dS%yikqRkV{X`)_jlDg38
zyylJR-`~qzuy$CV9T|P&534(uVc&nHAoA?4z<*}Kht@<ai;19(6FCAyTIGSM+qM0f
z3Ym-Bw1pUcU&6Vtw9AJolf$DM?@?OaG6_?uMM(@7^2<Lyx=4=aN!Mm0TWP?Iw8MgE
zuOVIN18JB-k6C8(syxkm8YD`XSBG#uNC81s%i-0Q$v|gpg4SH^{%|E1NkviHIcCL(
zPIIp8a@(Y3Yd$lIa$$;z&m+Ttq&p>2y_7RmTCI8P)fE0<^Q^hdt;C?5#Hxhp%HpH8
zW^V+-jPD628h%C`74`vIZo)?<EE-%cD}>#M&+1b}CES$Ws|er)4q8l_rNzZ&gu_WT
z_=}voyZqgpG`l<>wU4V}w)g~V37OKj6B-#`Hm<&mvCcSEcW4u3sHCv^nquFOEDghD
z_j1}SGqdU8(XSG@X6;EIo2kN%h4Jzblt8H^THgVaO%O+KN}`|v_$WSi1?K?QAxQ}V
zWy8P$@V##EyVoWa=ajs|rJNR&+QnMCacMvId=s37N#(43m<JEOa?CegTBP7K=!lz0
z*1?pg5sJL=1{qm&dt9pM4{uLsGw;is&!3C%*HwQ##orBDd}U~OZ*ry>)~J`ZJ%$Mh
zewAOsPD;mc`z7&r2!ily96icVz5JbXFndUjKYektY9j{x<J?g<VZ%j0%!S9m;PP;I
z)eYj@m~@}i`@yj>G?`&&90O(|KR&C0got<y7bn%AlepQL+7_M>WZL0?Hhzu%^eYzv
z5peMM*ZJ>*XJDDHoB|~NB#XKO{?HBmMQ4;AX&@{oX*-g+Zw4))os^qTuastgK!1`i
zgN02EUWrbp*bRhtplb^=9dXbYlIa{D7e;F4zmMOWdK7k*VH+y1ms|;k2+{MZF2J|H
z0O)>1b?R>-MC3vKqe`gpEr4wBJrnAFzC~U(is3&!quo#`Ip*`sNR)WSy7$NeDWH%J
zz?a2eaQTmr`^zKFhos?22WC}wG9h#{$%=|LKQ>TT?hVGbFfX~9wod#dZN2sNxY2sY
z8&UFjMk>SZ!!CZ9M+`J>ntk9!{7m%4l1>__Y_JSW=TFyIJd1-QL$u$~6LtHV=|k!L
zJN0jNVMRW%b`uCfOk5SrFgc{z@I)H7AG?t*G(#HSOlS`DEURot7UW7ZXysc_J3|xg
zKxHRtT?pv0W^sXHgIT0xrwqUXBGm9l2H%7dy76cYxwn3W=4sM>_@%CMS(3Cl;zzsH
zLty<ANmp0K8(Gn&l*EnN*&NI>H9qSzi*m76>Tv2j-Evx!@C&SH-I|GOVXo(<(%tg`
z=QxWrS`hD~eJ?K!JqSic|4SYHNJSWR+khphY|nPC?p966FX3g0sbDPcP;07tb<x}b
zkl%#F=eEtSXP7AGpr=hC*<??tIBn!z=1ZcT%j$^FE=Mg{b8F9W#koTA<`TL}02<N2
z;b5Pf1)8&TV-nFkkF1UgWZgslG_MP3)SQM_DfdVWRayIc7*N8zriXOwRHg{ZE_^H}
z8jVjPRh0U}tanPZ5={0|RA&V>Z#voGm?i_A79TQZz+Fndsh$j%-m&i@(VCpOWL&Bd
z-^9z_a%xyH7G-AQmraqm#xA_Ao{wO#pB>h-%xZasus|u>ET|eAqSja8%&WfgRg*!X
zM8Y|4JR~P}mgln!E9@knnp<%znHXChBB|`mwE97-2SxL2?-b{IK3`3_{1w;+>sn7P
z#ZB6L%kFzu9f^zQtdDQmR)$zVNI-RaU4}g5vCWeT`CN%T)Kwo34}Cql#nkOiai)pF
zc^k!7#`8Uxr}7C|W2WeX;Vkp%**pQIHMGLvBm}mjKBSeh>Z~)KRFuM=z}8`@n19^P
zKnho7ykNiIUMqukZz9A>rLimpE)Z<8l&`%IEG?9IS8DxgtoGnbBh$K-V3?fIt_$ye
zD@;$DAk1s+87i%i3c~sq0Q1Hq*Um!hL6z1_w#tlS`t~#;?iMn*e?(2XVjPU_(7pOv
zX6Vqv!{S2>zb;-Z^XXgM23=h($#3X9fY0w^gA3mXBf;8x^(g7qAlw_kn?rFaq4_?%
zrO)bWf4#PpwemK3eFuJW1!U9<o!pC-4?UG%Wos|9-PBmuF)g^P!FXwWnFjdPi^Ff)
zdM3KpAs^C}B0V^3-o{eVf6^|LnTmN`GxJkZv1WsEs`rTztRHn78KC@2i2YKn#!mz%
zuC+}NSCQe9QQty74+U`-o3qyPR8)1RSV2`<b)r4TqxZnb*h;t>2^;``x+LJMd|q^e
zJla&S<mIc^JRN|k$ha1(6V}PjYO5`c^xz!3OA>l;QOSKDRuJP%bAkIF?<?O6;F42O
z@>20uA+TM4DD<v&w0+05Ro$JsOr?|#f&Wpx<&rC>pdh6$Np!G&D_8BDSQ5!&<k!(-
zvrhDcK!l%UhrR5S=v?}?h%E<7l6Ec7=#AR1R^nlJ!5sCPNS&mP3&*hS6hc!v5r+@Q
zfz_`1v&>D6aTYUiRdFe`%V^uxz3A^ZO#@i~RdR}0e215xUGw8ak=2(enYgOIEufUb
z<4^LbbP}32CQD`80K5nAhwEzOE{X4QFXY5q)=~&1hWz=*!a5Z#Ns~JIBw}|N#MyEO
zV*?8<RcFy|rtV_~Rc&?jxSE&cmX_%W;3<QU6P?2Vz?2VF^di({->K%qJwq%Wg<?4}
z`yLA0C6)6!=NCTfHhAt>d}wQqXvwc6re$(lQ(4|SrS=HlroyzRo0MJ!?6md~x$T!;
z29*75?sO=wPoC&3QhwFF6UcV}4caf(P5*4`EPjC5rZP$nWy`dUu-!^Fj<AsiuKS+V
zQOcX%S2(EyP8v2<Y;Vzx1Wc~F5Ppqs95f!wrl6}N@MSrapb7gTD$z&K2e=Y!EXz!#
z9o0*u)z;t!GYF6D1k>5QiHrA)8h}z*AFAd&RWZ)uZ|3Ex+@=+)-Qk#Beidy39ik{@
zerUtjQ6fe>RO*P*`+lvz7BaJQy%<}~G$qF*<wSpWonYn_891#Cgh@6<uv6M{qL4lC
zTFvWewUDVCn0O-~veP2#SD9z#^!^~eq@%-2Wkp<At$B{XI4GVj`(6cMUbiWC&^g_a
zqFMnvDQ>+}Q_SAlY}vdvmy${}|JQ-d?$bG4e&yR;m&>?m>0+&F7fs&nwjaQncs5OM
zp>W%ovqn@dt6e2+Pt;*7ciuaav^4WAf7YTl3vJQCN6#oUe2h1yyrbA0NLC{uYHhYu
zElZfjSbh6vZ(@yGU{7K#yV<|%aOKg>lALMmZCfjiDQ8ME?xSF6VJH9quD#neI##$s
zw(T)kI5Be%hXP%$stHI(*W+9oN?;{b^pIr4sp;I1TmoE8&t><c)+VHS;_=ZDU=aKd
z3fB|eMBA1W);3zK$;dhs@gh3tR=W5gU(=cB6oqN~tZD2dGY<qb?Vnlo936&i#;^J6
z@0f>0rcM-7^$v%7=JPgWl4-Mq8Y=BRVzsTxIS?wip!qx^?QuM59HVk=&xzX;_nGVk
zQQ+e95DfW`jGXB{Q(YV-65t+gQ|d8i1bVXQ9SC?AH($)fb$o_-wr#+wJl=(KkRr*6
z&S=vc8*;uxeE}@nTd237+USmw$c7=Q(W=0!_rk;TKXVeF-K>B7D&tJ%5zUHkXH*N5
zJa}iCrx-x5@B$dP1nv(|e0mLQp<(|ygbNMbP9v0rq?TPzl7ELtp#Z-}srON(*0m7s
zyK>&81BHE&-blSH)MmJn@K2Oi%1w{O2}=~w)FM5mY`LSYfW^LHht2KgA5U15+x;@T
zGM+W+n!R=bB(vlGxRX2LatraIdjxg+7<_qrt_ppV@g4_*8Q=7VIYcRP&17`U;a%II
z%7=5HfM@aE<#&RVv&>vkZ$&g{$<?(k%4^~lq1!;s{xY0%+@Wr5#p+Z_W7yrK3GdBJ
zqd(@op6TwTy4th6&SDb}1;B)f932YjWMF<OF-OO?VMcPWN?6*%DxjU@I$c(9ZE^5A
zONrIczqvN#e`_308BK;&DI5rxWKWjiznSpFyqA-?rXaM~8negBliH@|n;F1OC=zj{
zP~}Lj(~qIzS#|R90V<~Qew(sJQ@M7$s81tr9FGOO$<v%}p}3gLH6=<BrDUT^N7Bp9
zr{x_Ikn-um3qPgG)QeK{>qzmQls%|Y5$CO%63POj&XgOS6DY0m^3Ta2GW3Qd+kU0K
zsH&XCwe*M_QO71?D>Eue*@*r;=VptnkFX|L|In9;(k(*JCqUziU6eOW{i7H`dJ<LU
zHC(3J)AVAA>tc?YRzaGpd^)~6K1ExoJW}l%fgKz%-y9#Eqz`N3Hw~Ih`348)p1Wa?
zW$lFOY~l3gbinjS+*TPp)}qe(bAnA$1$I6A{HXJf+IQX(vx46yS7UcJ2&&#;9Hrx;
z+PW4`a5QUL83+k*wI>c@_y>F}-@RJO71cf*+UD}C$31Jy<7}k}bPf~&CykWfDOnvE
zJ6&?NB0H?$%UwG@)HOQ%RA&10F|`>}(V@UBw)U!47<zwde2TYhL+$H=s<)|E=sR;Y
zQSjkoltAlFmjEJFQ|-+3Bz{STV!9zSDr-A9FaOC`z0a{2nHGsNs{;>g);4-7B{-+<
zo(p?kj5fc`jsbYk*QH)LQd&FlsI{rO<!DY`HjC%BNH{mj*>s-Zkb67d-aMTmYuS>F
zlba;GLOWs?o7bbGD{XI&W16+S>;a-pqF8IaJ`PBwyiI;hjfZ=WB!`LThwk_`y0Bu^
z+Os(Y!9f`phZ$e(aUwpK?p(Bc=nIQhsE204o*!K%3*e{4$F}${hJ&W*Fp-5E<<rK7
z@o=sSS=B$&g2GTdSzEQzIhV8LOg|mE&S$94*=a1CdGxPKhK<9x^$OAAf81%HTVFZ6
zl3;geW^=;vJ58BsK5v`C4o9VxuXKJd!&dl)p)-tkRq&2zyMcV(?ct+bOhlkO!`Spt
z-5C<R0qaN=A~U~$%LzS)l$FVQ(L#@{1?W6F+~P*VN2+iOnkl&H_rtjm`P*~rPiPs$
zKcq>Zvpp#_Of;Rqj=Xmq31x@RcA@ePg$}&2M!%MR{3!Q{uQEnSceOro6zG4${wV=T
zM1>dshEu%gmT7hQD8>;Kw{`uRQ;(s?EoGEwJ|HVy&fVXf?=yLMh4{>>5inlOG$gO7
z0Is6g+n!<ykd&#NF+RlSJah8da{ZW3%&I}+Hd11sXMJhKiI>R7A_XQl*zDW#D!<7r
zm)g6kKJ}52#|@pd&2JuTL(SPKHQz4?K_9-Wn$NqDHnLMd(D=^6R77!0yaM!sQyS9?
z((&t>5ff^>COHSrJEf%@)#{B5khkl@a*f`*4apwM`s-UEL@lE1i=@*v$nwa}((AKZ
z*r+qaZL8jo>mSA%CYy>-Wu-JiP_b=@KaPc?e2!;5l#nB7DUz^kvIzQMYJ`6|WqfDV
z4wq@E*f1km{OL4(X-EGfr*{;{4z_LzOjYto^?u=wjkF=Mzb4~x=h_{{R4C5mP!QCh
zrOxaZsROfwsdd@0mcT#PQT0wbTP}+tnT$3ncw6XwEx&7g$tO+|9ZyCPOOtj{!TaT{
z7>6&VWODvKJ2;u!^t#CQT;@TH1GM^iy5~G=H_z%BMFUiI{E1>$?bUlK?5#h2)w^_s
zGZY)~xOwO*S;~3)hyzmd$||&TKDP}XqTfYqNlyIQdj}Q;xTtM4^p(_tcHCtpL)95j
zu_jB*En`VD)i#q(ZRqIWY(>0Fb@hh%xmtkRMn~;N!bT!6zdGaj)Yo(eF-|;#50u0A
zHIZ;czm%8pZ3*iEvkquJZnvnc&8FM8oF<Nw2;OCa?4DR)ZI`@~7#ZyIACWpldovjC
z!e#n)HhxrlM8lg_MtpW=lLF3|Y(e2Nj)L#o-OFyOwB4=GR&^`MfO^oms|QrI48q(p
zNqIeEH7|g1^Ph87QT1=Xt;KkZ4im?5^^t7PebaPB3AqL)OlB$m<PStKjsAq3DhX~Y
z0gHh0crvv`&v@Z|e(?J|s$Cw7&d(XOecNnDrn<FEM5*5B2z*C02aaOg9g7X)pNE+=
z&wL-0awHQ+Ot>LI7FiNy7v_P8&9l5qloER*AOLH%V)OMuX=oX?f$chR49|lX<WUWB
z$FX4w3F_U6eg&7b(p-o<^ktd2fpt>GoZz6F7Bp8VSH=wfw*9J{jV%h>lES=Up_Eii
z?~%Cf9AI9T6}YLF0{{}!uIiPw@vC%R^9^BYk3)3T0g4J;4caZZo{Y2)Qh>yQ1?Zbk
z6kuB?_PnMPTFMD36^vaXl8;RsPYTFyJmPg}N*Pu{c;JcLb~R)^=3A5$e){Z-Md9JJ
zl4jSEo^SbMs)~BKaiihvdD4{z`rvvJy$1igcB&FwgZ>fk8@E#E_1zCg@_0U40AkkB
zWf37O{tpIe84`HV4pX`@@`>`MR>nC@+?jH&d9CCh%I?DtRO;Q@^-udWxF@;Fc)`RE
zm9M>cdm+)7;P`CD3s1m1Ty`eyoQKM^3MB&0OASO(cS9z9S^765FaJzu`iII)($T@~
zAL2D?5C)b%xeCVi=FF0;T+E`zuI7J=h`3lA+sUi_O+6JNlnIfzaS(BEwf>`~`g{L(
zDRFaGQx|I|H%Au;J=q@~bO`IXi>sTMm9Yy%9+Ua4@n74VtbdcpaRqU*u>M7I_RmCN
z|4e`S4>$jJ?SG8@@$v6&N!l4(y8bpH<7RAUZ7SkmX=e^%VHR;U{Vl2kp>Ts}dH!vi
zk&TswS<Kk!FJT^THXddX56iy^_Hb~pLey!z{<g!$#l`u@kmlbcd^lKGn6>^oi;a^7
z!c_A|F%-nk&aCQYZm$92;P_KqRMgQ+7sLoT8}!>2h>ZopFbgsBADLx&AxHi<KmY#>
zs~j8XukU~z#QH}L0rHiyL4x#~&+a#I+`q8Ou|pW;ey88;oquGEcp;^Kr+;K{vO$RI
zAn6|&ylgC>-|3$+cpw>nr>*;oSQR3ws>I963#sdG{wVRXLHO$+>Gx?$yb$e#-|4R%
zNU`5qw119pK#o8XWaqz|=8p9b+3$ZBN$DQ}qJPlb{i*x^ourh9i|1eTn!5D$6ZBe=
zAT)O`UlZ8-+9$TTp$CNR=tY8IMurS_$rd9n#gm&7CAGb`PoE#FR7pEe^Bk;C({KB(
zW(f=o0<dG$BR;?R@Up-5RDs9ca@SGw{Nv`l=Yt?(M=d&;Qf$GQ4oXMz!1>yBsp9j`
zinX;F>JKmHEA_q)J2TXczP!j0vSeu?)64-kKSq0m{Of&(n$87ZZb`X4JD9uge<>Qi
zJZJ0Q|4QKYWcJjY`Y!mG;8@f1%jIs4`=`aHXweu`JcZ7m72oe~dW!WYAC<1pJMgSv
zT8yMRRPN%)UrNrUmi_PG7=3Bu&ZZY@A0gJ?b^LtF*1TItt#PQ1sy;XD>RNfae3<Cy
z(DY=kd2zj4Bh3@^zFk|=n31T8@9<jO7QAh`Bi?IuT+>1MwI=s+#5}#*V^HdH<97$m
z&8z?9CZ816Bh>TEV9@35dk5Zq^jzR*l@s%ITdP^`UeqtGcqGmHo>$oW@+)M#w8Hc5
zF{SI*^{GjtL70DK+{*;POEX`QI)@eM6;oK<L4kw4qI<@$;1Ax7#z(xN5TE^FmDpd7
zpO%x*`Jc{?SQYUS9t4Tvd{LqZTjlDUR?Jo<l4NjpA#um=@g&7BJB1FDGL7a>>zEx2
zI9<1MVSLo_tRaZp;Q%St{(>f<(~*Rev>~&$JOb<%w5NV8HOR5jt!wsX_v#hXU&fKz
zxNGIu0U9L`aWNQ4W`s-RO<^yDTSx7L6MwPnvJ#vbeTY@6*FU!3SZ=;@?|X--^L&;8
z@A|;LE@^Lg^=$>K1}Q*$_3rAz+_3m+5B^NL!wW^>Mu^M6b4UDTh8yojh{Rp!3_K-Z
z>%z~vc<{4_)^g+LV<s0ktbe&kS3yyndU@s~Z!D22wV8BviFJ{#Zm8J5yhGPv=%DAF
z>-ClQHt|Vz%bT;kofAiA!|*vFmac+x*Nm3h&&%bccC8jSA6_2zpPwH(I@Zn-R{Q!)
zUv?N5(nKv99t6SOl8i&c-0ro`X_J}lmY$1<?|udr7aGaSbe`NYnSwPYcX<Ytir%7A
zGFHHm?Ulf4mHu$fdz0>KNsv&~{q)?$70R>{Ny-4~<Ym)&4A@O@6h^~S8uOphwXJ+#
zrHWh@U<6e5s|^;duo~XcRGQK&5&K*h{Ih&JO!Mv%N#{gp2b-iOfAUsj9^Lbuw$QKD
zwwr-{@p(l>EmkeTIZegk<d@##0>}ea4CcMTiqfBIPr-9L@leiB_zvq|3ZCdhmpT~m
zquoU3x7+b)n!B=!)SBQ7gc#sQyn=t;KHk-QxN=@VS6;`1fcslO{>L{VLF4?oP3PdJ
ze$@AZL3qivtozpnBVipENqEUFeOdQy4kI5k?CXyC2ct4xPZeak15V9LPMd#G<R{q8
z>m#|pf5ra2(*{d7ByX+T5yEU+vr8hn3whpXdz%!aMqtcW2zBhq)+=cbloi(o{)9m@
zTgm~x2cvBYS3inFHEs!4!UJk#s$AXR`*{FxCSMonIQjz(aHOHs`X2$Q`+ye;VP%l@
zn{v%D;aOStn9peBj@FO-M2E`2io)&E#Ug(=3g}9h-&C8PZKz4v&7Ek@cgwvagu?29
zA1N2l#K(Ovs#y{%0P{@E$YqTw39Nvmr>IuN)mIw(_{6=s1hpd(L4q)c{!rRL70?;`
zv9#a}Kuv)OeKu1*26hBW+}1L@`eIVz^WG}9QrjssI<8}JP-mdp=qpD>HO6li>@n$9
z4VgIR;NfS3;GnX=w9We36K7e9g7hBIwTPqxEmkEMP=)hICAtP>mM|{JHi{`JSlr(n
z3f>q5-F0~@#!?>vI5Ki?0-g#kQZNOozup2g+{Jx*1Jw@gen_R60L%sF2|5UW+)Nn~
zhQ_EvMCg6m55L4sU4|)#`WzID)p=i{CsCpuXec{@hdaIoIO!}C{}@yt1eFZkc|x_`
z_*4ulgt*Bz2u(JLSAS#7%iQ$IuKWv|C*biNZ!#Y1H@eWL_wwd9(zH`#jJ27xO;5Kl
zCZR;Dk$JG&DiJ^nt#%mv+K0IKK)%NjTmHS{XcQ1V%LZ1fIHKwSSMLF=tKszQ4g(WI
zSr4rg+1pNAl*Dt9l~?@ycJ{6=0D(`=xqc3~E7SZdh_Dseukm6TZ&@1{h(#2x;$v>)
z?U&i&9eaK1nq&rmG`y8@aV4QS@>ED{9d2G=T{!lB(4<=rCn3<a7d*2MMS@xQewpQt
z6|K$#aeO{7cvP-awnJS9Gaw4Sz$Ikc2trMP@d!1-6=LMcviyFj1ke{)a_#|ZD@2c(
zf<m)sg>}cX3|2Q_dz(}{&8mZfLO@jM#+2oSFpFhe-0)dubw?J-j1_U!RR2P2M2X_u
zxt4EG9`Lmhrbe_3m@S>_&LEJ?7c<9e)`UjN2#DMQS}88#Uu?r-?7*}`E#rs|hUArL
zMCRapy-!bei-Rvrfvzlt(#oZ9JnI%f{)$t3NyrvpAAb-SkHF$595Nx3DXeLv5cF1s
z)fU_fd4oR6S3}U*2(2GzpBHf${aTv!XHnoBfx0)AMlDdM*Jo&K_M;W4ec+W%Gae|B
z;A5>bl-3&Ht!YQOo6`)s5klgqd)A#P1G1|G02}zF5p}7fE_v+2oGjr-+v}LhPQK30
z%6+Z{DngCv&&$+Guoq$BJgDQox>-tGt#G?BE!eCGgi7j=7aesE{l>JePbsMgGa&IM
zK8vC7SS%96Z*j5`#Pt@af&A}c3d|NJVslpVS<bctiKS1U+hRcFBUg<!vho?$w~KK=
zCF|urIuDLUL>g*^33*GgG(<%{78v|jH2RfI*^^Y+1kmnKUmdtEoX2b~<gEdV=}rs_
zh>KLo2|;!9qbrm13h)+DRD^TQwD0vS779=8yyNpu<0o=?YE2|=6=%p#UpK=qK!aMd
z7alK%x`DdH+WtWgI+sLxacUOBA15@*z{v-x##;>!t9(!^grjq@z<Vz{A=At1JMu}j
z^%4}4Rg_VD1gDnd8rEj@+6}v3%d1ATw3LkxqzsPk<)s*7Zc4MSj4Dh;2ydIpsj*)n
zNFd;Orjpyy;Cj^osrCYAh^hiHho=v5TMmy9B}YwStA%q563Tj7bC}>`R2UFGZD$W$
za(Z@4V+=DpP5^mMeqFH+BxAwWx(~$YZFg@C1bN98^4NN(P>ruJP7*GPTzJ&i#uL(!
zRpuV{u89PlilKGaBX6pU$Hk<0cEfGC>ef#nIy>VEQzF_^I;ry7o|0JZ5}Q}{QrIA(
z-|e8>T{CQ<1lz4S;lKWZ<Q2hl+rEIe@mT0kf9Y>&!Ljapm8tzMrCd*F^r)w2FmqtS
zYl-(h<kcS0=cV4@xShdKs>#^zHMD;BUhLC8-I*~D6`~kXY67v7PS@zg>D&f1rj%lt
z^@2z)hA722iq9+8s;_b{((&MzysHSVYXRQ{Fe+E)5j;qnaW7uqE)27hbUr#IGlA1d
zYm2qTKwf6l?>iFY(m%HBi>E!`4}=dqA1F@0G?X%u-n6o5Mo|YmSj#b>E9i2}>>cE4
z;^vUKEhVC%VJqfp3VwXvnMqInm`l<)u#+Be+Ztv_Hq1x~yGAgj-Rx@POc3$h>yajk
zWtP*d&toS;%5N8?V1wu3N=a5=yxhhFy}4Flt7;>JxCpkvL~0h=`)smclS*?kusW(T
zuCo2)QS@%rUCqn%`GvQBkfm3Kw<B^HTsdN1x`OU&80!1RQbMR4lNO<3Y^wQVwm}KY
zjmkDHOhjF~D6nj<v3l0y^;ao9<`mrIl8>)%4=`?19jaCOwuJS!>)3s5ulxnMFPXPC
zDAx?KYXMNwsM<R-IEOyvNpa_xplV^f6>@Q(Tw#8|$Gl6km>yti0DuO0BPVV|_P9z|
zqL%E3p9i3#5yzC2EdpN*XpRJM6R212=DORmls7n1@@&e72XG9gv*&C9%wZeR&{nef
z=KOh-P;0TYr<^wJvfonF^EG;7I}dc!tt5U9yEWoSC`Tn-f5mA8=+xFfKJAO}lCCA7
zmWKjR!>xsI0Xh0>sp0%Acx#W)Houm>L4?o8LDZdQ2#Pv$Nrr|MFQN>Jmo!VnWO9QH
z1f}zLir@geRI<MG!aj7Vam=rTcP-Et>y(=;kn-yVKn0P5mi|!QmIVy}?a3>QX?bn*
zxhG<RFBHMTy73}f1Y~+=N#qTa>}gg|>VOq+aL%BSXSF#Loo=qY7d=U!Ffw4s76ran
z7M@x_v-kKk%RQAb+5l)fgkeE{58OsFgO46s;<Co3sNR>>(^dp%o4Usdz#bxD!|z_0
zrL+?bEmGL3Z`!$QBMKuWLW5Mx2#;!^MuDfZtY18nopb?u7IU)6qRupq%&__-Gb+Wv
zQIe?sub{d*B53%l#XE4@gvHMLKmm3_eU)h@^-4u}FSi+%5FgwT<0>&AC+l<*Q=?J=
z7&O(r4WPl(v`%)_0`BVyOYd(Ta|1JW@u}JcO;xm+9(jk29G1S_1i)f&FUB7G343)K
z4R1i;Bkc+Z(yBSmQ<4^_?DDxXhXgXBwS37|D!H#fZbAqOx}SJ}mHko4>dL9h@)mD_
zfuRlo^QzLHoF;fMgj?C|x-D3=kP9*UZ$~h)NWUa_P{I}X4yVdI+#0==1^QA=hCUf|
z(qU})I4PNYd(ZfQQa?%i=wK^^lmYBtr-G3!CF-e<piD|6?;=>xNv1M2BAt~iVkm^|
zSA>t4!`gDc3waK9LrsQ8qnts0KSWVV)qLBa#0_{$&_F^IIMs|L&tXjQ;hy0QAswgb
zsE*c+_((W?%ni2iWAdIbLEr@aB)0l|wH8;jN*S6OtXsU7h|ES#3>;{3r?L0bk*<F!
zTt0X?8$AKVC>N{~HVMb#C!R7P>kg{0Qxwmo6behukHe-Bv}dc!8vtF?xZHTB!+%_n
z1;_;LmK$FNd<Z1Y(i%3IfhI3~1*`PbXdiTgK3s_siuzSb)H5wiwjn;7YO_pdO8X-x
z1LB8?3ehesU>3k)*$ZcrqmmPB1{{IRVhRpR`B>Q{uOYRFOI_1gNlnkCr_2q`DY7uk
zQO9ew&LG)>wsI9%`8EbOB4d-~p@*KPlXI(DF9CdS7#u0Wn4sH0b--;VMae>MI$|uF
zZ6Sf?wsr;*NHNvjpI1OtCT@_Gq3A1c&2@*HD6ugB48CFW+lGk-GzZA6y6_rUqnQcl
zXS&o5r0xQaw!E^rJR_Gppy{XsU2+70hhC_vDjlR;g!XR+>N<hV8M~%NkU3{;gl#}m
z5Aaxk`XN4zD@DDXm$RUWZxOFMiZG)~PFCuHf}SS8_r`Dh+wJdLp}Ih@y%-y5Fk0a8
z>o}=d<|x;ABPcIMJO3ce64o^NnW<6qBy(KG7xQ@9O1QnFQwm;aF_no`JL3`B`@B#?
z9GNep*<h^Cp0Te2r!c17)MpuuO1n_tgQ?1v)!-0KLW5aLn@@mp&Da{3E}Rded5Pot
zF1Xf;YBJSqA+I_7$Ei3e7;|n%_sm#h+B%ep+;gtQ;W55VsBwuCU97IW-x5x2Walz%
zwh;Xas$Jm$rQ4*pSYE#Wc{S0HhcPqSC)GTd5vzxa8a*0VmOw#x7AvonpuoU$_L@TK
zgqM7s%BA*Rqdq2^w-=#&k7L*mEp!WOEM++IPzkG7%sb}U8t&0J-APBE%W>CYL>toz
z!5~zdojLjYi^Sd1#l^+mMV@BosVry+y~1|S-e%UUF0$}QY#Hu{&A$Id$4ZYsrV7FR
zcQFcutGDN=ISoqXp(-;Wbe58UMQlPq1_kq%NC3Rcbf+4%Bn(et%zg+TGZbhZI^Wu$
z{F)p9`Q>7lo=XG#dLo*tgqW3aERF~mm2>|Xx)|*fVCM-c38N`UwzxfU61F0vmPN2p
z!Tks$Ooyy2T3jCdS{X|FN+p-3V49P8E)#27*M(43)ZA)(_%zzd46-?g0B<P^qZNr&
zJ|yfVEs`Z!%Ss9Osr4QUc-5b(6bCW(HVS|YsYFFQmlhMm{1)*NO&?N!{ciDVWl>Js
z`A@GXX^cKqPvpJNtXO|Lu2<ENDRHgx$e_%@+%$!yeyuWLiJ6I89_kdjid!xoSg%B>
z)?rb?r%o<xP=-}57KM&p19OP12_=lBoJ-GYv?E&vD=+R|Z3f$@qNf&#tXU7W29)`e
z;g+7bDfPP~n`$n7LAu+9d$o9AyAvgVg55pkxIYbmkE{;WmJmi)kj{xZ_bC}i8co{3
z=6%hVtPC49M48EJGg+>0hMAN=3dWncFsh(c+;p=fP3P0cf<+5gN^Z_ck%_FjZNb#k
z{4h*j<hRjgz%Q*F6L-1Tqfom`Z%4bGqeHWJBNdVW0C+aqWYmkyq%Ufv(tzDCFeWb(
zQ52xji2|xI3=A2gZb_T{yzWmLv1<tflTF~S@L(mMd`=-R(BR~DUv4Pr+boineznFG
z9cpBR7aq#7zk-h?s)mmj4$~`*EGDY2|9Lb~2`{8pnPRqq`bxc`(aNFxfqs_LewG$%
zI&>tCoUG_;H4$Q5K5y(yeQX&=tSiN!LCJ0jpOk2!mP0Y^^w+oRGD%<YvwC^Ii&}C0
zl1$pP@Gc4?j}l4Ap_afBn^}eUO%6LD?;cGNjHHX7j2}9*h@WgVcy1<bl4wgwC`K-9
zNRvDgZf`CvK8Y-b6(YHlLIwo2eX@tplIr@$#OI-%Vk4r;kYuAojd&YNv*eR8qeKDx
z3#3_K*<=)w5Lj@dLnWuZ-J?VKzb)}#WggTyQ2>w_iK6_%^BIW{0Xj5TG${~=B_O?k
z2J6u9HL?U0XgG|#V4b62nidN<B$}l3A*y6Q9x`~52sSq!Ew#R{Pn60b@3X|E5(?fX
zWB!HESDYV4O4gyn`+!+F*!UGpo)JdUx12UR+X!$smKr&SFdc+)G%hY;0_qq}BO%U7
z8L8Un9%2IQO{E6+cf*LC!5mANDl7GMV8F6ud~fAV7$I4gX@fJ^1mUDVF0o|Heiy;6
zl%kZ6m%LYN1QU>)BRk_kSIoDBS=TeSgqgJ5ACDkR_@;i05ChM{40cH8z)VWRDBTK~
zw|>OjgP&;?0kA?e5fk#t0M{XuW7K&^lIZ<vB)>~*jbpEdltC-RlLARS4-0V;tw_vi
zTPH$R^0P@~Rw!W=)m(fsRBkR4ajIBc6PUoF5<b>oRQ2E4K+va8{*!fH(#934#9^Z`
zt@JG3n9f8e{V@Op^DT)@KUo{d730F{S~j*9F`ZwPT5@Dsmx`Nw(#!A=^Zxr)<mcl=
zF`Yw9aR4v#4}_(sewhS7e%)6v)~CTR5)p=(9nl17X--@p7-eloWC8LdeMrCt10eA%
zGxP6X!W_&ffSiUi{dMsO)5KoEe@hDE^+6a&goUy6>D+1at1$x%;`WU!vIv`LKo;w}
zEXo{EQdb8fj0{X>=OuXY7dUrE3ir5=IVpxwI?Ihdiqs_GBUG8N%FZyICMC%)l5_xk
zeYg>0<|U3%n(o)Y4S6s??w31=?=rs&U^Ey4Es4lO3e~GB^#d--pf~O{CcY8_P}?!F
zaepvGb2-NgVSZZ1aS@hsN{Tjs8or?W3Z<QXd<_%w0EhNc>1kVWVY~v+c%&~BNPatF
zMn<x#D(kbsGD%3W-9^J`e0D5xLL@lkVy!qmdKOhaD7HwQ5$9PuE~!5wTp~ptsFHDP
zMWz3+QmhNaH6hnlczc(fy8jRjthMmiAvSSY@`A6gBT(R9oS<hi9t_ccBoL8HU7Fm|
zw5ZAzyN++)=*9*er)krRDDWQ&(gw1jKjTg`^rh9((qCd!O%@G?xSB(m!B&Q5)hj>2
zrL33Y^qLnEY(oo2*kTtGj95AYD<{i2Lf+ueD-p9~^-=i%-O?8=ao78zm;v%NBg?uS
z(`eru1LLY2Lv+Oe5;b3j1cBxx+YANbAyo`|DCtFLJtYwnvX1VJE+~o6GE<bls(gmy
z!wt~}heduIkJRPpSNkl4qM556k{OsVxDM%^`=<@7^o%x)4hi0WJ!W;L+jo>heByuW
z{~>2UB?M?;s6<%?SC8)kYr#Cxg|xzhc(<8+f#P4j2KQz3)p<|}-ARQ0SZ6mk2TxxH
z>JW_d>QJ4)^e$Gaek9S_XoLiG{d#BCL{T%(2q4tYi5%n_ShgDy|8CzMbQ(g?RN3}5
z5<0aDO6jIZozZ$oKn#`Z6p@l&hf6mnBrk)rg$i=gg?Wyc`c+@yPok`3bbqJ;Fz1{2
zg8bc(ji)cIkwupU9<j-AiQo2FQr5*JQOdmov}k-nR1RP=#7?J+iCe!a-4^&jnV<wT
zsOn-CHlTYHg$!CvEPk!7r+=GXYb>mJMYh;KMa%P$zx-ZR?WzyF_N6@UhN)`OH(adR
zQ=@6J$P?$0s0u=pRlbKrZb?R)#$w)8Zv!vYxw+lX5Lv0IF-Nz**l5ab&&IV!QhwLS
zb0cgGmHyo%B*W~&g3A(ubQZi8C_H{mMIkSYSjaXkWP2`Ah-mdX-kQ`sch-s<7Pgjf
z)_=0z!f<hkl=FZj_>+SBc@S0pYKVKB`e<uJD{xF;5eOcYa5=Qi5}xna7+uCuFYKTX
zUMp}|>&Lfh#6&z!LNKzH@1_a$DZ^DXQikc+w?US>F4DQa68T>HICeTFU`ERDG$OXF
zAmB|#)iuM1XQ5Kw2gj_oN3sn?bC(ZC6tmU}FL#alxh;ZaBFGs%oq#CX6@3@?a~Zr`
z80u0PJhzUlyhei6D%>1v#oI9fj+uE-yH<ACc&*Lt-Z1TPF|}?pONgw%d$tJ3eAYc2
zc$MRz(|}rltUxFt!VN~r9z`)pFy^9(Uxn6vtF|fULkVY)pX%Wg!UX~OhLj6G+_Ffq
zxAiCJ2FPf>JWj05F<UhCtm=z=-|a9DywV|jRy6hjQ;sI+A=km%Y;6$_<mgWGgmGXy
zp^aam2e}=(N{;1l6p;2$V-}K*m>ZMkWJ^tj`CmBVnagt}`qsKihWh8XjhO{F@6R6K
z(w~YoSaXrmdgY!ohH?mC-@pcM7~|a4jlrh#15HU+70bs2DRz95DT~2m>m=WNGZ(Q>
zlXmZn);wp>6Kt%0==ghi4>J2gA>h_%$%Ra#_w7_}wdnae_bx`T?7T81{g`I;EJ8sT
zZ;<O>n|^nC3a#yzoa0|hZB<iO9rk`mL!9(tKG(MvDa)TJy7R<mh`BRRqWN1Jyz5(M
z!6=YhfZfMs%c}m^(X<L{W63kzTli~nxeu_v+9OWaWCauboLCPUTPC_6&q>`s<i>t(
zJB=Oh#=qOF$BUA~DYR4bSwQYdbVM0feCO?D>K=hkuwigV@32tu#^@^M;CuBa{k7Hg
z!b3De_vZ!3dm@j8x$b~3G<Zy!LS5UzH^*md*$1BYN>@DvBX=*I8(jmAA6}5}#vRtT
zHhR7b{-Ql}dpK)}FeFSB=?jwd*~ss_KUiZFy!Okj_NWP1)jz1{Xt|%iK8JgHl#$$-
zJIVfTDD={6-!|K9L28KB=$MIXHkq%l%rsSwPf=wQXmHj+Mw(4-_PjjR;(?(0Ha_YX
z!Gp5xj!L3Y<C!Xy)5E51T&@5~Smt#3jb*@yK}CJzFiG-<s&?JEJ;R5&n!@$HtGxB3
zMHFAu?z#~T-4&z$c_HXVO&c2$x34|{EaXy!?kveC7&T{a4zWc2A0}@v)!iYV(~;by
zU6>!t5(P7HE92gE84MU|^!-}RPiAr|JhNRo4t#yFe7FkHn;r%YD_)^erAv3$1fK<3
z?r2Oo$E=pcvAj?y&`rK_Y8azfC*X-r?neUIi5NdfBNORk0c(s^N3**%zc}^>B=0W#
zLTE->Rn1Z<SVDrkNJ}rlaRt*?KcLu4tjml|Txiq|N1$`yK5@RW=aEj7dezJ?O=)Wk
zo5*5h)||e;0IERZ@crP}-==<NQ9wp?6?R@Vbg7r?->V6nUWPRzI&^Hi8!?2^{uC18
z8mZI8vUBgX&2_BqDAy6Hc=V0!*hNAQK8w0?6T9odZ<{69&B?7j#*b-;qhN$K{0K4B
zL_#73#j6Y0+Q13)7|;+#n?tDu2NX5-!6Jzk)Xu8p$wygP_uF%YS`c(eJMq883OLe8
zzz2cZi)GX+ov)f2D6me{K9?$IY3d<|H*B&QCZh29eSrUQlX^vzK&~n+v9c&$&NdA^
z$Jl>^>j>+K-l7~6?}o8=m~Sl;e@Z8a&XFb-WJT&&ceUBHJ$WLkBbi;Z%}FprMD*=4
zy11w+Rk5&C;<%VGxA)<7dX@)ib#~SF`0=~1Nc7{T5wq_N{Bmw0O<&nqjhBI+N{-8}
zy@FH6c4rVvIX=BUw%f5~tVJzHjGS|>%#SviF42W6n}Mro&w$LDfJfmTfQW=k3Kq3!
zkRM_12Kt3Lb0O@)PF>6!5Fw~sor8FjBXITYvqJ-ow2Yw_Df?@p<VIUA=!&qjV=p2N
zT&LK8m6am`Mvk~C12wLQAFQskP$P-T@~i25dSAA+iax0vM)xI|<K+f*^<}sYrtXp5
zlITY?qaLlpmH9dpYiny)b$+D!etTD&S88FOtN}VFb7V`Gu2MC5gS$NqtYn^NIe9Zr
z@-h_;C)eQZ$m*ii#`wr$s($U_8WmABX#Uk0%WRWH--6K&GWE+O#lCq6yYDpdC`zWK
zS~`1)&HFXq%pfd4itmfkN7b27*?D_?6o#QLwU!>~%igSos#Qv?j^Z#_;UdK=+aGv&
z4aZ&fNL9WQI6FjMydz|Uqa2l@Q{SSI0v*A!UD~B7XK34B$W&|SF=?rkxj40}22oSk
zJ^EGpB6oD#MZSE1mflUg+23=PW=2-E=~t)7`Y!S@k={&WF8uNbu55b+V)7<m`mJf2
zwDJ#3K5aiWiaAHLEsPJ)Oi`#-DN|-`iFdp|%v(SECzZ3P?k_KjJLDzEH}Fc90QWhF
zv&ttv2@sh2?<z{7j4DYXc?w?Q!2c|Nw+RJ#7s@Tt6YW!tc($}a`kW}){Ud>t|5rC`
zw_?a_S;|H;P0zj9YjnX9X8MEEd!a%px956Ya`Y8!bM7u->S?Kap8(E;GpOR$AB6Iy
z-3`nHP6s%J0UV#DuO@n>=!ak(O`zS+Id8b91ea~IBpL9me-1wrqJlf8e(;OVob1^j
zUbWCM&HRvi@tQ`ICvBWMz<E0P6{(?rYhOC^t^}n!@80&PPb#B24^iLyaR6L4=J&wm
zv;7^Z4l?cEK0&$UDyDflVj}Tz<RI&k#-A?ZMY-qIJ0x*IdsmC&-lf}$?6s$k6Z~q2
z=aUD<XO0g^t1pj{h>RKb!RRAi>W#??M=t|H6!*8Qq?r76JJk2K{8usslPeMem)wfg
z-Dy2e_dh?MfB)Y5(DU<XZf)G~d+7B6Ce!^cWtx=p<6iy5kFAWe%C&+I_kPQB=r4XD
z;Tx-?4`JNvid_A32?<sgQi8d4aGDRP_s+gA!O-C?8$DewH|Op8UAtWMZ10%kEE(IL
z84Lw1B8B=cqnh|+d`6us9L@ALHXB1Ze-b~ty!z?%vG@ftr0{Y3uOV80@HT%(kNm*}
z{RPwc2TJP?Hs^2nDG)0}eCsbv5)b?Tu?*Kgt8Q5s+qs%EtI8X@+Cl(2f5C+Qt+Fl$
z_kYyYJ?mrrtq0Ygf1_xRLYfcR{4bYQ0uuoM@ZU7}KPesme`v6ji?KHZ!sX^>t_y(;
zLH;1>%c9n9u1e-EVvhDsjt;-!U_8wKIRO6;a+IvRe?*A?u0-aQbCz-9nx%ywQQ?Av
zDUN{{Ste2`8ySpe5*He%X~IEeoh_fTWbOI#B4nJ9;o<3Vhur)ybbZ9L^JT|->M`&7
zdaWb!ucZZai@yFAQ}Gw*nd^0aAO^}tP{BpEm5DO~B~ADqPrNxnv~a;abH<<vM*2RI
zd6SO%Tr_z-Mf&}oZWJX(at*%z%K2S;Nx>)s@Z~D_GnQBLtVc;h)OWstZsjc*3d~2+
z+YP~Tph#1spFh6ce9-rJIQ_0KDKw2I>{jE=sN0VvF<p;!DD+VSMP^=}2`$h0D_qB=
z<YM^<(Z=|B6e{9aVju)b7VMzr*I&aAt6%zM6Ws~~mh4KJ4H$7K^T?cYq-WlyPwa*9
z4=0YENktF#mS9P<$p<|nuMh}}j_#W^xagV(jZaeq8PiJAq|=oyKT7JWhT4VWP(+nF
z<BLXCf)KT#h;+Q7U@0cGSu+Y$WKce{Cwn-!`#$wKS+&?oC~FYLsRs2ck<;6{tADHm
zQ%Km})?PBIZ);}_)~P9+wWdUUPq4hsTyfN}J@D^v&jKUrRO&umBV~m4&)HHRF$ntW
z#D8fo&#AQz#&SQneP((eYuR@^bV4ZkeT*<~6eagf6H#f!9>QT{u3N~#f?{8qeXcrX
zy2<YC{noX`J_^(DxcjEta&yatuR58g6&iJb;ob$9Le}%)>TEAyOaJx<)(2x8+uQp~
zi&=-)cqwyL3*3(jeI{-t*lH&}=i27`@7a~xxtR@n>@3bB6kM4z*Eb$Y=rmCdEI6B|
zCcga|`rfU1(`R;$j};b5l=_qj)8p^`9_@`}mtVh9tV#SrUoDf1=$T13(VhDm3G+cl
z$v1br8Id@2Uy6wHEFr;3_;wv^*G%jr+N@_6I9Wy4v~?J}0s~t^*zwB?6ApbZ4O+J*
zG*>p*0jpH6aPky<h4B)+w|vERS+wp$K^x!b;`;2Ga(*^shZV{l)z1ACj6K;i7c-NF
z8pZ%w`}X1gGD%iu5V~Mc*I<12RI9yFWr?T5M9{3WQImG#QiP`!O_A)yrV4|#q0%k)
zC7R}B^7!cC!J54;_3fd}Q)|b3ckw8-x0A1O<#e}!*S>;@Pt1u&6ka*r_(9Ev0e3Z1
zveV%Kf!@uLsBNb=K+IF4CKnerUQ<U?wT04Bg`jOuA=fq29LM$NkKqqB6(XEJD9$O1
z$~r0{ZoUvNcX<>tAVoj-5g%hoC?yNJ!OPQ%A>Vx4zqy-IZICW3sA%#faLp2E(`Oo5
zpDSLQMhaGIu#+24;mKTJSgE`^QfoH*dGh$#K{_6Ry$(ile4=~DATAtwWtyIv$gq;r
zmMvv4Iabfs2DX;md#>H>)Z!i@_YyS#L$8?~Zk%%zr=x8~oAt^ZBTfmQa_NjNtQS9x
zxd&bm@zrg*khCxr`Qd6*qXae&U)T;UT?48&V&c!k0VHsPUmo<-4lCi3wh@C&vNa%c
znGzmm7XfAv_M*)6ar1QqMh?g+{|#HReFz%N00JOf<aP8gdf%H{&(}~r6wV0JQoLwU
zjNLni*5^VMAKs=rK7OYl|Hra@@PO=|(Q^H7F1EkL+5dibk#u)3b+dMK_<ffFu``Q1
z+8bLt{Jw6o{?@E_Fm*J8Tt$BaCI2b?zMeX|JD9mb$}#;$k}~~H+?<g7zgGu2#LM~z
zwFz1OkrRfj|A0Lq>p#%Ye}%&SF8p6Q#r7{wiLw4R%frj_TV$Szo0Xj#a`S+g7GwG2
zC=)j~7YD==Bu4@CAC=?(IP!mN1JdAss_P%M^RWDerZTZ{b8!9+(SNe>yOIBQHvXl?
ze^~nW?f4zQ|2rH1sOxv_|5fz<Q#*d+Z~t!NFAVRWKElSVYV`;73_<jYIodh8s5%*&
znnR$~9@eJjDpI0<Km1o=F-J$2-yMaWgPn<m4aC91%>;o4|Fy@?!pp?U28p7Cmm35+
zs|)%q|M}+wlK1zn1nDrpJ1hkL`yYg){~(V4?%@C5V<fh}L5KhSfZ=~&jP%Fme^-P5
zN5)A1ie)~_u!W3~h=vOPjFC_yX++{MKLyipN}33F=6}mFo92=)U7HMeNvMsWm^eQ@
zC$zhc->4Xf-5GfCA&HMS`D<AZ9u)Fok1{(>+g%v}AR_c#P_tkMyvh{E5=D$Q=8ZSi
z4ku@!d03IaLPQvM*~`+YsVFB$W{48$5l9tBBJ(abUAlELBJfc)LA-CFW=QJ4p3B=|
z_H#UrjrfVENd9T?<>J>#$ZHI<7@Fpxz5qP0nbEd6WiPC-yq_pYh%2CnRkx_Z1yi*o
zinmDZk6Y)<gxUg6r{ZP^C?YH<jf5f?JmJC^vH3JmVQl%R$`q$PW#rP$tJimrZB=s>
zI7yb$7vHtBfM-K^-b{Fc$=GRq!b-F-)SnnIOW4a1C<&ee-ki<L>g7#h;intRsx+09
zP0W9y!@F+tQ^rQZMiWEmOAW<(RW6Rl8WcJ63EM@DDz1Qsk;84KKK%C3Z_!>2M#jD=
z6)UU&Mz#7wIaC}mNQD)z#dk_gBClA6X#9Wi_7-4qE!~=M<L>SR2=4Cg?(XjH7A!z;
zhcxc)?hxGFCAbEc2n7C4&N)}UIWu?8{C8&e)6eeRwV%CeRjsQ1)~Z@>VJ^NDU-{J>
zGaW66=sBE(nrQ7xhhQsC_4B<~kjg5eN_;tc31nl@rOg<k7l8vdwtq+cw#~l^eW|<x
z6UVnaj%dKmLKUaMggOhBsNFxX^0YJ0$>)(+j9Y&EIdGjRYi`KC5g{vZ#xs3en8D@n
zarJ9BZ3GD^nO^1yNjw+bSJS*D@9@;AAp_ixkB;o04Lilmys@e%f%FweOY<CdlW#Z@
zs~`4Bj2@#;+m~u?c}Q7%*ZjhDRotxt1PDB1$6POT6`BQZ)8h<F5+Xxy^^<q*(l@@h
z)wZUXg^y2^^y<ayfqQNG_ij#x>yG49<Ln!j3K>jGDG1ui7<SnCc(oGR*h)|zNRw%?
zbWMR5<s4y782M>du5}_VZ?_BFXhoQxTPPkG<37;N%$nm5*o-+t^cqcB-7US)U;jWl
zv~OCi3GgCLlbn>CTAnf4bYPr@42SH5pDb8(3;n2LAuY+--N&IJ!_mDp<=DBwxXnez
zb$zb8=0K_Yv3OJ-ALbOCEQjV5lLa%sfM+8fC0FRusw68qt9oUt`ED}YT_18I+VpUH
zX`CZR9MQ{Tsq(gX_~~Kb>s9<yIb}j(BUa6is@3cZr~X+FT?GwB7yo8Io?K75c6r4!
z#pCHt_=&OM=Y@EoUc>maL@E|cnV=`}Oh+fL=+jkVTn7p2vFw{AZ48?b?B<)LGKQlQ
zRlA1Q9~awPwCwmidb?8@jO_OB8g-^NClER}5@ZicY%*ifKO_%@+YopNW{znM%)=;&
zxdwfdDPr!}B<5AKVijzCTK~|8by(s_d$^#@%fzuU#hN@U-Gl5|xWy=CcsD~PlVLpZ
z&{A_wRJ~ONN3Y;kK+!+}Ur0eG4W21t5<|PJYvqynq2tg<OavClhb<O{E@kDMRpjRG
z{aMsHd|CyP85>pd=sTHI>8=<!TxC*7y?gj1_$VS8Z^W!r*ff~_*)AMz1VtFYC=vP-
zjBdm1i7;~vz!<kJ-~4vSo9e|=Y)3(r3Hp>Yw$N%K&416x@lvSN$Q^``JkT-z?YKLC
zhC+L69sGNQ#QH1V<*%;xulLaZ1%$-<d#DWxgZce}1D*dwOsu~V)4w33-#7nlrvCd7
z((jD?Z_D^ULrA}s{AV)$F+%!Xfd5R!KSoHuW0(Gt@!x=uSXfyYx!8XrBo0>6Kd*iv
zB+ma5ApN%2{{bNVN0j*g93cG>zV-hWApJ+k`u|tq|2qJQ`CmL|>2_)rx`e~6aIoMZ
zux~`e(DpbL(3p&Ukf7eDuvVWoo$Eh-xq3yLo?oB(=r&ET^$_=&V1;|y*Yam=yit$%
zpNBtm{kvNobeJ12WI-ut={`8jjS$M6*hwmDVQNJd`VklU31x10BL6mNdg%Pc{3_e`
zAtmKeqs7W61G(tY<mQ@{E%qC>t@uj?lY7?@F!b0Xs~B$F52gE+A~O{^mNFE?Pb7x#
zy0v}=Tko!^zU$EiQPjOyoa-NsK{nB_!G;*auBU9YJaT&VrtMx{#SrxssS|t_*zDL!
z(-BxGLX0DW!&E0wOn~HuV1R@oA^6B0*0ub(hD=(PvwMm6MDqbdVw{ztEl1W$I}XPc
ze5NP~H>bb`9l~oQ(LAc;THJr66@Vt|D6b{gnlBS!5B$UuGkSpepiY-IZZ+f|r_dNe
zVPS(9j!H%@EeZ`Iv!P^eUjZ&x>WrySQd}@+tM@2TyTZ~-n^cvZ%8@v%oR#{ZDpD{f
zARd?5_|)u_e!IuXOJQUk+f~k&<K1|gszHNkxBOmbM~#~y6{x9TkvvOGR=v|&dbnDF
zy+j^IW?j#UsMQ+G=NUT0@vUQ>IPQt#eX&n94=!jfE0FB&SSa_CORGbWVG&;YWerKX
zVXxb%{%6S05*xlAI~)nan)^)`z5P0YPsL3~y|3TQh`75w55triWz9NzdN1*;u<X#o
z%_f>^LX5Tf5)l-vj@WM}1$n^8m_Fw^bq717rHJ82dQa$$sK?(P|2&^<Mryp8F*uhO
z>b<uNtq_01$2qR2n3JP*DbZa;x8@$DGAV=WE=NXpLL_wm<<8BH^(zcgp}_5yV&aIG
z{Ft7{ca*OprT%0VI`AV4BS+qX&5Argjg19o+w|yRQf=>_(fx~`sdTRbT+ea8i_KEv
zM$I*xLOQbLzWL}sfgo^RsoPM>75$Mf^XX@l^d)|EF4=^$b|Nmgy(DDuVFyMG0X&2_
zaQl<p`ABJrTVsbFqf^P_CDgOpU}tB01+g3ZhftYR!5Y37B{Z+g7IqcJuLC1apNaeR
zl|3)Na-lJkUUhk@pf&1;muMFY0(nZ3C>LbSTrW76s`7OD7mPj|r46{og?Smy7%!Gm
z3>a)NNmkpIm(lRVX~hKdv6}<)`ZGCQ3F!!uBd&yUaEM}uJmZ!vZP41sPb|CdYdf-A
zbTlPI%JmVM#?jxasTQBRi!@mGtRm$aE@Oz5coOy3lF2BxZb_VUPS;rx{757{eeg8c
zADb$(UquqgB*Sgz1cs)~q1*)6OVY>9OIg@4<3IYPdp5e#x_0RUAhP?>aovh?Po?D1
z-*PuEx7(+R)7C$UwaCa=7Kyg&R_ADq4`C!0Q){9^K}(TB&Kwl!hYRmOjuF{)(3aHy
zd`7<(mjOadppe27Dg-@b7O2Y9Ed|3vEngg^^x33MD6d`?KhUB_4_GIWss(u+CkXFU
zD}cRl+<1!CQ-ljY={Cg91smgn^<57`5Ov|@u69DL=WxE9;B0<-Ok#L-b$jLcS<v`A
z`AUiQ?*~c$=g8D{oWI9KZ2vJ{`Trs=V*5S31_c5CjyndO|HMgbzj4yP;G*9*|MedJ
zPnr7f!$rR{^1m(P{|p!XR`Q?8_{X^DcLDx08UGj;{SM>)OU8c#F5=+iVFcxyotcA?
zhm-WrD^QF&BPg2wzi=G=w%32fMQp#o^<Vk>PxkU(xIaPS{@v~Qug*@kKb@Owf9Kr%
zo%pvR|K3D7Ik>q&rVny%a)B5GK<>IfosEAu?>Ipo$X}_PT+AH5T#?)y%sju!;$K~O
zzq9gBr2bEy`-fBxRvz|WhRw;s!};sX&CbTc{&!OUBMSR(sD2i9c19i$9A*P~3Q7OC
zVC80H|0Vi=?KS*e&;MHa?EjB?uwO+*stRH*__GIN|FZ{U|GOUS_s##HqW&@qE-qG%
zU*-X#w&4C{0Dn{z7bi0p$OsvKbq>GG1jNGech>PcXa7X#-#_+GnLM1#zh$z4-0{C;
zvU0HV{Ecz^E{1<1^ndc)f2QfLGXEz+|CgHn*(Cq9?Ekg#{idw=OXz=FGhk%_b$kD)
z75p~%|DhH9$1d>qNJ-hm%7RJR#P!$I_-~VCQnhe%@^Ce?a0B`IK@Ckx&E3S^0`yx-
zjf3>Jn*#KUoAh^Y2O{S9#ry(FlmxMd{Qiqc62ubn=NRzcC`dpn3)nb+yEd34|Dq%L
zA1O$9*g^CmpzkmGkKfB2K=Va^Od0*jNCL8Xo?mwVS2_;|h)D$W{SSYD2t@vn{);o@
z*Gd3aM^NsRc{tcX3BQ}*uLM^oGc^l$Jtk#wNhWm*Z}&f*FZ#zx?2nVoFSNm=U}0`!
z@|)A;SO38UntR}2|2^jfQX5ocZlDbRAz#YX$-@~W>UW|3zF<;gQg=0RbaVbyxMn^~
zVru_BR|0ynx{0Y9=oU55%!ir#9~A&1#9{wWQyssb{g*BMFNV|{EdR1dVM*_^6X6I_
zAXnb23CUH6tw7diHC#qAIT}@VVf;?&r~;HIGCol)Ra!WiAD`1nc-T6<I+DLgbIjtL
zj_$j*5hmTaSY95cb9v!hDa~Al7dmYtz6yGqK(pbSjp`<cn@^#3;W<vD7(QP_@1E@p
zO$hZM4Mc2&;;{Rle4<QpF%kRm69<Or#r4{h+oXD6qE#r{5UJL%`}t^UWhB(+`|(00
z%D~z4*>$bcO05x!)Cg}w8CkMD-eg>U{PxYYQE~s%oVZYz9}4+uNN_mnh<IA>2QyI6
zrJVMoNX(RJ72b>Y^&UxWOuZ2vEx&Y>{WaRVm!t^y@J}wU_MblF7aCLJhz;i6Wv)bg
zPtE5l8OOUe;<HTTzvZp7^eUJi-h;yvDLNE-cM)&&>gN5mG!%#G>d`km=inp%DtlVn
z1Pfyt%f=eZ7734lV`@N>hG&Gvn2_<(*~Rz!z@KFrmuuBzQRGrL#FfY-Tw_ALGRyHi
z7i^~ynb98FKmF?;>4-f8q#Zq46e|}pIf|DqoP8&{ns{Lz=w7l6U)Zy+{9~P-_`=q{
z7)x2f&^q1+<|#{_N9ao`cCX!!hd2LN8Wyv%zn-XNQWDC-$&J`QH(7~vA-*|mE%ov`
z=F%EiV~|VPiP&Hx9+c9=UqgU?smF}K9X3w)7>+UdCh^Q!va<@jS`|YP{O0+Uu%vW)
z*V5#c-;D)%J7ccc598ZckA}*-jn4way5D`K;0NQzo+f#-9cv?+^?sh80S8XgD|g)$
zEIqjR9W8y5J{~-_&Ai1Q2;hsKey2~;v2;3vv%>X_xoZDx%Dr3gz`w2S$8}r#eN*vC
zj-JCoF%8mkILmh9<Ii<qD*g|I=MU^2l_bPtQUyxQ;}=!ro|BHw%dsCXnIPO#yci)6
z*uFGoh-5{Y)Z(2UOi5KGD$zajO}Tm&HLO&b^;)F)pZg~+h0IAm4ivMh7E+Z!>?Siq
z;}nsG?A)G&kld7sJ!XrfOrS@!w-z4j>`83Y@#IK~WxHA&yj2UMBbRg7mqI9mjFqQo
z=^sk8I~J|qf2Y&)NPoz$JRcIJplQvOM)7%=A|>7w63#@mF?gcNY(#{*D6v7AEE6x6
z=1{$j)!Mx%r~H<Eo!{L6^3Z{TZFsW^oiAp*BDQ7JZyNLaA>C@s2YaR&%;HOeoWKq9
zU2cN<AdXVkqYi$xFF>SRH~b-PI?Jagb6w85ACjd&ZowUkSnzRtM09eB$LuMQq8OWg
zYKEu`G)~-pSPEt6MVzELwEnIilFe^tS|ao7(&27`h>|mD;<;)XKEdL9BC`Qx3%MdI
zlbi}*%^oclovJZ}_<D;hO-wN9yG>ORz88_ImoE^huga;rF^{egmWzh*X5&-Q-0x^Y
zD;*S};K1?6tgzS19k~#e)bmJ&3Zyu)m4-C4VWl0p!Jkg-4)OF;Xbv&dbmC9%h|~A@
zr6;@Z+D-53;3C#OC|iAK{5<J4s$S8+JJe%YpeUr~W8ME|kSr_AGU9oZgYlz_PO<QD
z8?{=tN-h`?4llJWA%a5Uaoa~xmeZ3d)hLx)MI%VeijO^Jg*zdeVej9#fWy!27IBBl
zQl!)yxT*A7eeW>OM%Psh2i7t3v+B8@%2%3F<(5Z5kC8#bvA<V|2J#;_U$54*uyVf?
z_(~4JsjPCi>`d?DrbOGSR;c8542{Basp0wJJnGS0Uo0is75fbj10kneM%B&?C6PNn
z?#WZj<=R16FBC83Pg&LydDJvFG*Qo1ESQRyH}XXKrk=%UuG$h#yDuKfofmXz+H+v^
z$VW%f=6tQ*4k4S@&9amguc%`NH^j$O#n%voeS4MLXAkt~&!aag?eK5=NJ}lD(Z-qt
z4^xYf9H(}!{m^9BPgcHzI@$ovYEs-1Tqda=KGeZ-IzToZ!|twu{ZNc_kN~?x%@V5S
z8VFIfYf-{q;CBNelIHjn8WK7m0P$tkXvJ1GeC=GA$fsnL%kk917#l0DXZIs-Hqk}X
zm?r%qxQOw*WHWCvcsTTx%}HD)%r_^JlY1kFf=(s8$(T$efCWrUXc_13i?$Tw^JD#G
zul5J&gzmhTFhOtyA%_{$be*)xQ0pJx%!C8I0~_V5v;02w5eXULYS*Zby(?j^%bLnX
zg;FAzfDyi!Ns>$JgfzbCR*aeXZmRFS`GWJ*rXMv!()7{J+252=z(LNgRR>yb=XmUG
zjcYCgVipZ}gOD66*u|IH<eQ1)kw<gaY&luHyakp>)G(5IwVhE;;aseakKuYgkC47P
z+KcOuOj9rjEZC?F*e{-x5RwYCCjF7#-t#WsvfrTX6>JFKjfxi8;%b<3^|!4Tihy_b
zzHx_2MmE2Rgn_NF#bwF+V4APKbbUt%54C}tED9SIF1#E?+0H0JIwcE>iYZDcl-{8=
z)i#|5K%j&&ghq^rppsyrj0!uqZ9{w;;{Y};q0mR#B8@Ch+ka)+=+2sqtR5we`FV+(
zUI-Ol0|{(qjSwuFGIdl(bz6f2ES7{qRBPWNok(<3S~&K&C&(rwlM1U(M7bY(rf9&N
z-#B;?h`!bvq+B6O$cvVV-l9X5Ds3zsA#ln}6D1B@LfwSqnEQYa9bsR7Xqb;jF5;97
z5w=*meHC?}O1_qK*_d#@QZ?_oJ`orhb_^N*Z31mcaUh9I$+fw0hlO4X4ar#%(z^fA
zD&=JPL%6UcCgpRcJ7FN)!MivExdd_6B!dFVu~q!7WLa+{$I>S8BsNwT1v!-|ViRNr
z#OJwLytR@Hb@02%e!WH9dtZ}8a^-=_t};$-RB@!QuFuNDJ*!3F+p_KKnt0eOrgE3G
ztm`T?Wd&f_Ji`xVD9P}cO!<yUtObMAav6@WBT;3|8MrDKLAPiZ_@fEeK$N01=e&fY
zP{o2W8T=QY`-<YxRl+Ylf<^VA((&W4K#_VyvL;B+f>G}!^e$wE?1dt5!HEzH89Zo%
z*aNXv2}K!+Q5=nAwEi?Yt1=~tG3yk5j&PVH$T1J}d`j7O@cDVm;x^;-T8h;P3BsT1
z&edf^WQM-BD4_%2GO_AX(RYOf>LGn#?dCkv&1Vj$C@D{dC6X6*n&e=SAc&(P+p|@L
zqu}=yTp}}p1j`ni+fyMX#aK#8akuBIaBAnpMKrVh9A%<RtJAkpQ(R^V@lFIGofZ?$
z)1{&Xvt06vX|2xCJ~!I+7WQRjQA37qn1f<j5~sA27D*H!wny<kN7ZZ!F$i`8%V)G9
z$OP<OOhj}hx|OwFe*%X9WileO$)ly+$M>a4?59B=*pu+8%nuR>=N#%Up*lM8mk_n_
z{W*^|UND}me8FmgpPz*2ZU;3hf11P4n@%m^9DO-d9?nM#MKkogK5kIqrd#3Au#rja
zciSZkb`K6k&YbFi!>W%j*LGSjNkS8+dhdF}5Cr@z0iz?@BF*A>rpFX!=JANQB9&G4
z`mVcg!ytL@nEJk>r+5y3I9Nq>b7YDD*^;}8|NA!L!<%3`0xd$^sLS>}<Be)~r0PtR
zwguAF)Vjq9Q!wa4SYv7^PQmeZET4FT%kiBdBv_?gXk1w3EMFRfx;NtWpvCcDC4<sD
zM81|ib-cBFKzlh@eBVMX#^mgLOD7E-x(n~wB5JX-80u=RNuiTZ(^`xg6H~|Boabjq
z{q1e};`;%!Po#aWB6#3cb@|0aAEahN>?oiv!k7=t2Q+CXlFZN;HSr)ZCvoXcBfGjF
z9#~Z?B_Sk9M;aNsbEZb-?PcGe<d{Isa;X^H2Bfu&706ZaHV2RzX>l3BX1_0<-K-V}
zDPG((H~^>!SIwhsgr;G9TA?bcgd#-Zm7Wu!e>01=AStLL;DZ@%>Jbi{qalxEvlqh)
zR;f;xgYBS)36#0qrGM<RSnOkh8yv1L^`>X`h88rIR2+vDhF`W^Wr~6HMk=dlBd-%d
zd|$=J@ikNfX0J<p%DI74Z(2u!Qd-Gd3^_}LjUF<5FT_yl0iKyVw4Ajl7lOPJPhTAz
z7tf)C8PmUGUJ@xJrZ4ixqY4?Jv6cpN&aO5@c7<>VYmoYor^p;OZaJ&-qXp<)0VX^O
zM_%zdtFq52ZASrNh438FBdbA*N4iVb2QL8@gMvjNMPABoY)yiJ7B!1@-YF@-55~;N
z8lPyOD1uwRA}36f3ntz_%Li$EQYp?!x@#bNfld~06@^=pO-zh7z;7#~p?jd=UcgeJ
z1?|E1De35%@*y3%nK|l5Wj9`(V7$7kRoL4B?;Gx=S+sRVTxXKJ5-tZ|H1tVG{uUC9
zC}Z~SdljmwXbsrx>AD|~%{mO|b}U}Nv>1vZ0>tW)Pmu(Or}C(MG+vUM#-ndxneSa8
zaUEr(crr!lG~EE&0inpM>-vji<nGEHwso|mIHdUGv|_QaydpuGEiAL+LHV+H*`2`7
ze6}uD+dUH<fP>|_1G6~<{6k;o^ys*<lS{_lkCevd7z8o9sP!?lFqz@RO3f6CSc2&t
zeJgDXb?H0?I2_hkdS+A^wt?{r%*7sa0x>%iI{W6G;SOX3ayqfMApVbw${yPCr#|Uw
zf3k_H+Dt3s1P#gBHp{{)wb@Sd8lSA_Ch1k|S&E1t;}p$hI)z1CR_TqWep%A+`Bj^G
zwK%f#`Cuq`?Y7#tWoa$dhuRJyj3y?Q6ef$sAvn~S4rex|=629AMV>buQw~_mW4a-+
z8T5z`(2SJWYsmAIXo&2O#`mdgOGD}S<S-W0;nc3<(GR>GApOcF8ZW8qNa&PlL{d9C
zY9pZtv)OCpRLw@=9nZy0r*PDT1ExmYgD6*&!9(AX#-`vy+?bme<AmGGfn|P^)O-5?
zCP~HvmqF9c0?%I5!LZ+mO@@JAV=RfTn@*BPkV3S7HjIhePg_`!N%}p;pnMZow$t`K
zjJSCbh^!4DJ-i6N<1^P7<Z%&0f=GDGR#?btm<e?>g~*?1y9XHAwUmKtrVK?3E3tjA
zLcOM`Ya(t!O>LH!aRa$TfhwsfX@eM;hC7Y-8BYcG0Zs&GkdZcfT2{*)crY*e$ne+)
zJAQ)R<}~{?KMd_XT19rlaai}a@J4cYRNR&j(+}pdNF#9MaD}JWuFcSSg6@)w=XeI9
zj#OdcwjcAUZu8gQjzy*Qw>wBiJSqCd95L|hVM{upMzy?Uv1jXmJc@h+<-kVI5x#O%
zIy@heh(BQ6d!Xls6FkZt=|Us-C{E6ZA_*p*|B0xS&Hw_8pi?wc4@-%!8-m+Jy4hoj
zcg&HYLUXpUvK?$u>GRmqPO{NTgy+M;_o*%N)?f!+_F7my+g3)Vdd4yEXz5x9jfBJG
zBs(4j-&YvFLpMfuqBD{JI!Rp?@B1F`aB{}nYk%WoI+RRbV(VZof#=Ee)$Zg}W#dV)
z?Vkf?iVTf3$O5N3P>Cl!MK1>SaPUYMKWx4a&SThowhYqyBJ7K-?I7R|lXM4c{!z^!
zeYAY@Ei+as4I&Lj|0?Gl2Kv`@<-0cWO%KK=6{&^G@2xP0%lhkf%Z-kxd$MZ%+Q<@*
zT=u9PJtC3EQS=^t53U*E0>Rp+HX<v2A2obk7Lto#C>MD(5>k=jAAfwc+}_!+P}?9G
zuniwtYbK)Ym+4_Cff~?~d{@L$=TSRFY-8qGZsla$<{7s@QD?M6(ol6#u*;9ex6q+M
zNrmCkpMf1Si|3d;7e~ptXx>>|!eYsB*n<x(t7m)L0_-X-5ol0XvzAl1(X+)bth9-@
zFO$i%Js5N@FJZIfIL*P&vT-c`uwmPxze%#D+<0i3HRf3HrnA~IBH9J>@X!l?iOW|u
zT-n{jRQ=O}sdJLp&G^7hWLJ}Sg-qEt%x<tBFaPQ@9EIodbI=8yWa&mP){jR^1s9K>
zKivbrKbd4}T?O)!To2^CJ)57b<WApwKf1&g^6uyXzTBbpPP)!K5470!4jFz6cyf9u
z4M(&MKMjfP>T1(VHp+fw)_*s1aPfWWM}qZ3<1?*`fu<MEiq?Ky`Zp%e&-IsoKgIUj
z@%5Ll=f7OUz|PM4SLhEbJNMtO$Nihomp^?-;$rIJ7Qa?_|EE}(Uu$qd#Kw+R?$)F%
z9PF&WeNle}zPzr!?f_6_C1oT5U|?VXW6%fix&aUaz(PaAKtsWTHaCHTgM~-LL_$PB
zK*U4GK*1!!Cm|-nCnO}LV5A}?qbDaMq~@ZbX9l_Q*-5B)1h`rGLDM^|za9bx2M33U
zfQXBPgv<Jd@D1xfK3@9(Xt029U>y)(WB_n9FbFiT*FgXY000IB%I&WV|9OCcLqI}7
z!@$D9BY<vbMg@R_K|p{*LO?-5LW1rN0Hp&U(V)=Zu!ulosF=WzxnQyeC+5SFi`MsJ
zsm@(fu$j7sz`<kV;Ns!GrKF;!p=Iab<l^Sx6%&_`l#-T_Ra4i{)Y8_`H8Z!cw6eCb
zb#wRd^z!!c4GnuA9ufH=Dk(W7H7z~kBe0;bsJNuGth}P3v8lPGwXMD5)4<@+@W|-c
z`251+((=mc+WPL^{=wnV@yY4g&F$U&!{gU)-+%nl3k(49hg$!p*}v$82GR>05)uLu
z=9gYz;9j6F1R5mN8y0AE5fvB{7Ys7iU|3Ai#QgexIC3`CYb;aOIe2Ue_T9HPzf}9J
z+5etmA^%63{hMO{uGcyM5dsWUc@Ss-A;4z{_UoqWW>VcBayhttO`zWq^TpcJteA7o
z<OoU#s*s@MnxGg4ZU$NG?3Q$9w2NW{)v!{B@*{B4l$~a3HAT1!nflcj2I=~P;O(4p
zHBy8S-bEhlf=EOO-%!OhO&O|cc1i^)HoEkBRNWkAnbPmVh(OnC?sC_5TTX@z?WUO0
zR^RnFj#$sKz6yLhE}m0ejbqJZ*G9fmio!e<IT>vr)EiQd;<6Hcvu=(umba;*4^wJB
zV5PDV0<?{xGgwWgNt6e!gut+<bVnQhMh#Ovvi@RKtzv~bue^fCJlKA!>bKl6Y6@>w
zY1l+g<taZ>q&V&sjtwz-7Y#=Q17U}xj!ZKaP;@nESVg@n8Xk(-qTUxlXP|MH#mZ{q
z#{i)@6K35Mc=E(jMR>~j6Kny4YGFmn5K|4n4;Sic&vz<agY$Kx=B*IL8s5G59oo&3
zlGb&2)p#Y}10Q^n=if(A6~Dn!#kkVkZK1fYWYM!KtETe?-zN*A?YEWE?I7JR)<%o_
zlzYHI7kStf0z;NVYRndOYjtz@t*0Xm+q>YSGwB@yEs07_%E_}*&AFE*r{{|0wuV7w
z*HnJ*x~cC<A-x6niO)F#r|&^v7<?z<XsC^{)O^Ezre0+LFL%wQ=9&9<Lk&U<t&rs?
z*&;{ND>&`CFEPmE`os_5BgsSj4Ezind9CJtEQ$!KP-CTG518M>6H#?NKij5|mWGwP
z5=DA0d{Pgl>9_TXFbTHVwduE6Ew?WUuej4nT4y768>`53Q;XnprsLWA;()*~%#O%*
zs^V}|La(H&ArE9+-nIK;w1C0mB)d>GA$G{ghd&RAmZ+~0NSB@RLVzHFsVVV6L}fcI
zDTv&Cle-Lmwbx&x2S!bvmF&SpJ@W+GeHJ%f;0$}OMt_DNzSwGvbjr54q==o*`Jrg^
zq2fqH<_O*kD;iOfmeMwI?8K({=Lxh-M;3rXf0V|5n|GE>hZzM6L9Qj)yUfBQt_e{x
zlLJ9Ez?RGQeNM*Qo3wb=%F9BRBG%y_`bU+HUrS-W=7EUCyenQz9!j04x=ATW)i~$F
zzZS!=gW-uOtOn4I*C@%>)m;+N=p$~G&S$9q&>UH9@GjSq-+E?ugNk9nqbk-3-^_B+
zV>x*RaBWrATYo9!S3N?&YiS8eOw^4oEr$TF6)`XC<%V2}4VD5gZi2R2U1n@6wEdy+
z0a^FsH_Z=pcs#cLuFBXv3EwjaoVkT`v28A>R*ObRPexsyD`+5i&IH@{YEOUIb%$>1
z>nYC3zi4z1>Q{{Nyopdt)UGy&ZDFwSz09|un1I@x<L?q&;rX#r<gGS*Yp@OLflcH1
zX1%tlMc;$sSb*)^&;qGSi*iSN3NexUts`j8pO5?N!(%m{T&IE{kLZSC{rE=pQIaTV
zPgT0FN`ZFT(?uTbS-Wry@d16qUqafZrR3Fvd9{+>eRA-@)WX&^*2(kO>@j@>R1(2I
z40##CwYGQW?1=>M*H_R6q{+wAbYvam1e{mzk(<Sz-EN+IT6k1%AdP&vN!9Y)8r-oe
zVbfZXNvQFn7EC$Rq;u7v5r~=1X}V}OxfthBTU7Hj&1E$iox?S<byl)XV8YC|J|dy+
z>sjoyRUzOK0jl6lv#3m}egGNofSQlEG7e~$`f*8e%3_3IMS$7}7Nf)v1zdk692@ep
zIt1RS;wBwujS-jWPUdnvzXl0&s8oh-;aYx0Oy}eKX=*NN+7D*R_3Yeai<u1i`k@OT
z+vAy0Qydkr?Fv2Gi;dcp%=pTImXw;ZXn`NB%|CMoRJfmyp@|?1s=K}abU$rV%Km9E
z|I~|6T`p^JJo7zY)S&#-xpF6d(={raat2(n%WB1>Etw35_d3flX82S$%_hBa(NT4#
z*@=zd@JJqejfxh#WmTpmkp#QmlQJX+>6CoEpL)3yXlq-nMGUnf^QE>gYn>V=?nf^d
zlzlUC<eM6+1yqC@L-nM$B{d?}Ft%FYRh$Po5{7X|-4!mVhAG!H`XE*@SzYQf+@_J~
zg{T1b`+T@Bnz3A*3JUcBPyh$asbeAcrL9Kp;>B+t84(qg<4yTAFIw8mUICT}bbf0E
z5_{Z>hs=SGQm+8*WeR8e<|p|%X%mJfRzj2RZv}Ykly^AJ8z;7EhyJ5$MN6@Mc(rCN
zz1r0dmt-b~`X(yZLS1=T2k*QCIb_WN;*nk>xI2}{@ug11nl{Vs(s8oo^m)0RIc+7C
z?A8VlfIwA|{ZsWr4-*Op9a|h;`y7i#RycB65$^4Xvb~OYc-!^VWF<!6S0{4T?>C{h
zVHB?BpiP$u<FbdG6Gw*`Dh5$q2b@TKmrHWay=VuRb94y9L@>aDKZo`U#adp*qRZb`
z!n$7wK1uf`u0yAMPv^WDzr?-dG1hh-7r`BaX`$P^V9e`ok+~?AF?rW<;)>+oUMbQ#
zp%=|#+@$3mF`n+67(rFWEf5C-+OV^^*!vYAIrofZUuM}PArZ1|*}7dz*{4^6nc#{-
z&RwWQAzzK@g<tfz{HC-$hue(miqF^**hwKg-k%Z^QcAiq(?kC4eZ{w!DH{)Os4|0a
zKJV}`JiTx{9=!ebY7~TL>CSl#`>8G=ORov8N!cL4r;tA6)P)O7cT2+9GrtN*A_;2s
zDKRJ3%?$|`T;n8ALu7WAv^8e6y$X<zPGGlX1`yw`VZqVUL}e6NlI}IObl?QQW+o32
z>me_(4oYt+@_<)nWMbW1$VDZG*i`Y9x{B{(szm84lkxf+JAUs_eLprNb3oi#&hsX}
zSUrdOi7UgI#w9c=2N_8|JF)0(bySkBk6E$?@C|UoT<eTYnWKU@6`0r@lZ?M8j(A^f
z*#Oh6nKW5zKTG$qTDfk@I#cXa=8^Nh)DLl-<w-RXj-!I!l^gTEvHw)2jtzY_dA?f0
zdVqw%cE}b=S9-}$wG)EDeL1<T?`yf1jL5TS)5#Ey+3XCyYw&#XlYs4AGj-|Y7~6_M
zWQ(?CsU3j_i5G79XVM#)*a7I|PJB-mC$eZE(yGU><oOQCMk)5sb#K|fu;u8foobOb
zjhzD5^|({qr)2BN+?A=1z^kxLB(*h$lnaC9B;<^7iBnWSoYX23r0}}bd64Yy>lI59
z72sm%wRco!VJ|>?i^j(_6}1Al{d|`3@(ikOX$CW10cKu-TS!(6Mf3VHSX~&S%sQfF
zu9YhcEk!sk12&I7q^e4jghMUj_U<ztWYK(?nM|yE+tTwiX!#b25J9-caX!yBwc(Qs
zR&E01EYk=Mbl=r)jYUt77?*iS!IT>VvNN0~7U=poOdKFv&}Vv&0Iad2l5EqLt^#dG
z#ntxV1`ROE&Dbi{MNaTd(QJU2m!UC2U-<27k1Q|V1LtjeMrHQI)Eo{<i7|~$5kxrL
zksiB*C~-|((s!MzA1q@L0OEW-*C$BwsY_8YRhOPGbT@}rkspoq)a#mC>5taIa<f|L
zM<BB95?u5zE*mK8;-;4v(ZMV32Jf)7GLVh1u<Q5evTgNz-fE-v1A^GmzWXh{^M;tR
z^a&Fb&5CPd-&hg#)%Km-*-eLO@#ZKmK0|PvmmErEnVyC_Ku1|b^s{VWWFkIu;+4Ud
z;>S*GC0Pc>skFgtCofw6Fx&kaNzXyRIq%?TnO$9oo}ZmjCmMJpP0(^bQ$p7S4|ZzA
z=M6EeNsQfQQ+sikXl`60eMmaodl}z7V`{hM&$oy04)vS2t>-*>z;z#@18J7IdEzk2
zzV1SDO9_^VmAhStuX;UM^5~Qgguh99_?~3W{4xg`vz&cBXwMscPF_#Cn3b|`UTVBO
zp(bTxXzwpgbl}lqFjk_<`K;wlzgo5_Ljyn_ZCot!<T#p4I35n*rTW&rL_nBl(U6|S
zUIE>db+H?b<REv^kU~qc17DI<j9Np0&5#Y}oHK!vCh1&DI%arwGo=g|Ay9R{Swv1{
zJo>RJp_#qzN}*`jrU=;!d|*Dab5*Tn-l1YP$C5|i3yYfOgqG;zl_I>G>O6y@cwdyR
zF`-(8oT|O9uCNVUk*aNfFwlcF9S8};43?2%S4N5}NJ<MyP?5k4$81Vz0;H(UD}za3
zDuc;MQ27FoAkCGfF_kGP0fkW}g!85q!~P?K&^ja^@j!9xmKpsYkcQ{f-e%RJ<jl2)
z5fvvVA=6eQAbU9yr_y+EQjy#4PdXpxAq>-)Dq~AL$<m<$B=xVJ{WKW9B|KvO?B5`Z
zUPZ9PBR4G&Smkf<AGpKvQ(O!jqfTPon2ivY?jv7a^c9_PSIAOhO+UqL(+<TL(cF0`
zTb>wigX3!wVo?=F)(9RkJHL|r5lqi2?)1E7>W0C&mszJ6aE34>o{}*Qc9G;PAlPhq
zHXgu{pJu~gp=GKp#oJCwvZw6DG#jj0>k;W;?fD8Y*U{tg^h`qEvBD*E+$Z!?lg3Mj
za4wrfCmZmCL==9&DlV_dr0Bh&@9b%#!s9}%FuzMuyt~kulYo~F_c1UfPZLLcM<$#n
z3763Kv}hhX2rfav7bYpn<q5M;?5Jz&CW5CuL5GoWN=^fFf-EFEqQ2T0nwU5x=S0eH
zC8Vnr0AmMy=g@YGRJN@u%9SMM&TpI}wQHamyw{7i&MqifN-JjHiOz$`?C1q4FzhTW
z*rkO&k5~~L{*@!Y#Ax$$J+}Iy_St`k)cQr?Gc&)ltxxu+EtCR(svC0Y8>V#oFD<}m
z&Y8we^G4$=<Y%yH;iFDU7yL9&_`-53fELgjK|8?2@#+DIY|C&<{PBoEXlz}NXZ>mb
zUD6dL(C*_6%8-HRyH=gIRY*>hCv)2VH#c#43DSZi=UO-cI$5dNiI;HnuE%DTW;F{y
zNy3%HXRhU@4TRMyhX<Y#o&28%YK&a6uuq{k!)(BZ1BVmba{ZW{2h2<H!p)c{dG#R)
zE-WopXH;r-tWsqOy3~n$BHYrw6nHPHlz2?jqM{)jWRZ+Q%xBeLiGdVLnhgm?>ViY+
zRmE%?mMK0=RRlOWDP3LYnzy*@XS$54vBSZje^pd<qeNunB$%y5mh;n`7&=}s8*vbB
z!E$}4(x<F=j>^eYoDJRLXss_H2+`?q8)=SG<Ry^EVz&lrZ1{(W&It{Ac;_BV*sIvg
zrj&F&Mewkqs3>bh_y~~~tDw%Pr+o?%pcvjV0NyCu6q)8KkRAak#ayOvi@~#_7-c`)
z8VtT*)z4|4V4O2mj|3m{!`C+?e{DIeb9T|s{+Yba%a-JSfR0$RFk^`17myz0ZdXfS
z%go%~0&-47fx7=&)T{$XV?}PF^D%!D+q6K+MFy4V0mNeEk78K?QdqK^)t*0PdwNP)
zg{N(9$^@)8PGvvL2>hgl=WySM_Jh-vx!CVO7rzO6p&lclD<6TxpPem!V&~F=k;9Lf
zE4glb<F2fTz&s+9aa8aB!7PC$rkp(X09;7-UWT6%xVGSMA1il(qhfO-Lr=LSEg#c@
z2N)xcT`95dSS@azhEUD9ytVA=w$YVQ<l+{9G07Py){@~bnUvowS4FX3$@gxQ2M$O#
z-!)5X%SJKmc#FG!8POyd(>JSua>3A+!^-kvJp5Q};X&)#_8|E3;J~LJwjv4~d`nL(
zE)S4Aq!LPCACx3b=z<8bQ{DRnxv+eMN5v+qUF9mQb!fDQl*Q?Dda8qVe1&+UHe2BE
zr5d!+bF(S++{-!I1+Z!#z5yNi%RT!+B1`HxP>eCvdW#Sp%QvUlkuHYwe$>@Z1Hmu3
zEi{Y7e)%Q7kYMP^VPOC{tx8iaBBKUGTLFOA&doA5Th6bHH9WRLF81=c-U+S|tw<{9
zj(r}LN-7NrR=h-Jg*_(vR?E$3&No*-Mh*dpKh@=J(uDJ)dh~Z93I<4ikz+%4o<tFq
zas+Xv%JO&jCC;U|KUXX#9%5`C%k1h^Qa@z+)aIf^z)NM!#h?Z{?A*i&HebC%uDPmp
z-zdLwoSL<PNv26@IT)6jNN&0d5vV*4pxDsUopIwxUw`zk5}d^VYkVd@a^wpQ-tIQr
z*;K;Xx)WXqc>i)_p<1=Q6R-yj?dPVv)l4&d^2o0erAvEhF&;LATbMU?LS3*sPPwkH
zssdyrjO3ha$p*4gx4Gtb+Bn<D6d@wvAS(~y7Vkwd5*C=oH8rWVwTll?W2)h{@q@)z
z)5VIr7*iv46cWU%s4{^EM@w3>uS4@DHpbD|QU+3kH+{7SQ;DxuyTi>os+Nu#DV92j
zDjL*$2L#sDUuY#Uqll={#$~}Xl5>qZ-uGz30B6lL_hHx%n_^-TC5Bbh_1(+&RJ8%L
zdmDq@*g0rYBC<Qw1nTe}T1h)}#%f`OPAWk9K46q-+X#i4`A21sDN>59X_{(M!)8&r
zbcO`)5}$(y4o$3y93O^Y)x&N(9xAYkmGyL@GPM2;WAB$oe((mH`g)ii!l;|i(Y^uI
z5mD03A-LFjF68vKI1FtExo(EhB+=~T`!mh4s&5>Zp~>H9LOA>HC+a)aQblm&MnzG!
zy>A*LH{vx<sYvVR89QCCU|_U-dPChhamU|JCI(9tE+Fai$PqXXTad-9I*o}*a-rq0
zZ-n6OrxZ6H0HYDIyEW;A*DeWg6`>$zSpW`S*DT)%0^Ptvc`b?oC2XJhO&imq4o9?1
zfhVnA*hilA-gxtpcW|VFOJn>=0Rff0->i1MFZ@ODx7Vwt+)A205kv~JWbYHb<A0jF
zAy8<Tr)L1J@9}+Lv}&`uZQ1o=8VA4x@oHI_S32AvC|XZ1IlM_!@A1XjODVkkJpKy!
zppy0q@Y->~=^+gNI_%rUn`tn}ki)+zI{03+{r0(qUNIp4o7S5Eq_9Bz5D(6zGaN68
z10AU=G>u3CNoW|t+rW_SR*6=&Z|6g7(p7^54rQ)VEDwFPluIT{q}M~`TzvPv7uc~T
zXl=Jyd^x2diUM?2bghRk;u7{zFDxq$*?LM*!wMWtm3++e{rDR`-1>limnB6|JXeU0
zAyt|wnCgL#9qFh(D3jd7O3l8lgT06wCykkvu8tI)4cV8(2TYbR7M^AO-z#TKa>QH0
zX^1tWu<y|Dl@bYXr?<0d8LSIB8j<ZZLp)=%WndtWyLIZD!o^${P$5|^;n%)T3-6QY
z-<>M7sH45{f(m6Zs6tk>T{@e2`>AU=7VHjF=yE)KA1r<aGd!-a512g^UdXZN$;yWy
z6-Q&-0%IQp-g(Vq2&3#Xgs&9RrL~v2$s<kCW^-(r-2y&-M!_egsO?$pgksIufn3_+
z`Mx-<KR6PLlIJa5f;TxSM6Pdp-dRTz@B6JJL)r8+E9E;&V`R^uwf@mD>-Hb>r+HV^
zF}>K{NbU||U((#ZgGS&@tTXgiNngMyg7Ur?bwGbH2M)}!%T*p^`Jgd$*;iA9GaGp>
zTPSNCeXrZ%-s`3sT;J{$sMH-3s6Nd72tVfF;#ht3uCVHu8-j=QD^X?S-Q~!Kf^M0d
zDP4C`-9uHvg5dZ5LC`lV#eCKXu0#-$28NT`#qZa8ffxHNKu+3H>qG7Ob?}GNoaQS*
z^lRei-Q_rQr6xmhJ@Z>s9WjqSLWnE<+|Xw;o6?i|4O{G$H>M0!ITg6=rqep@V^lf9
zHAe$OKalguh8+AMYYC*wX<5-LDh6*^K6T^{H#V=zWOG37ShhXA0wN7@7JwXW%jA?2
z+dZ=EA4#rJZTXBoY@@Yhn<$tej{x}5neKEuQ9ZQO!kSZ(Tj71CcnIrZs32l|mtAes
z@LRIJ;s;E6p*f+YiOsd`pN~GD9Uz0Z3JrgrPVitjFa;V2mqmYt&QBADnd}$2RHVjZ
zNv5ji#^39byFrn@emo(YdN@l!L~8**uuAJE5@1vF<{Q!6rqeOKg(^PK|4ym=wDL63
zcltSs5yqmA$OhDw!+5BGUPNxP`_j1pH%VKh1Fs@B)9CjfvSQ3Q@EfuFI8ZWlI&L%`
z5Wcy0^ZK1mlfQQj_*vGb-J@OUYI9EN*gSPA$TH_Krc0++M=AY0A_KjN{G8KvrN0sx
zNULq*RlmMUwv}p$(GsW<V`f9-HibhVRn&M<bhkoyV<`3tKmbyNAg${piT3u88RT*L
zAriA_SKl}(M{6e?y+yISg?{4Cc*+Bd2~O~y*_Th=oa(!pDJI(ltWibXEPh*J`Pj8Z
zy!lCLypjeHrJVctwgSUne+kI6wXs$RO@SJA;7bT(gz54bmD<L_OXByarEUIJUaC~U
z-m2W?wU2O+|6M<M5#9UiltQV$?%d_5UZq~A*=7v|$?QwY7aV~%tB!jgI~v^$3}*}$
z$QS7?m=Kbf2M~)q$?K~DJm<o#l#pP_vJ}FuK4nOxc?fjOFozJB#~BT~iUPKo$ZRV7
z!yJg?2P6`d8TfE?)WdG7K9f?i!_ABN-I{hf*czI&t0w)JLo3xGJW19C>w_e$5=4Sw
zbH?rE2WdQ8G6!|s$ab_w7^f}sMGgVBUSD-m>wheuM7yV&_O3fSLU2o1zKG@&%&wxg
zy4svY=K|Yr_5(0wN1dXXUjZfbLd6`<ZuxKeyZXt6&VXro?(*c*oKa$!<|rvB#jdY_
z>r5Li#{?aN4~`V}WRV%kKh$~S<M!swZyB4O!jl2VZ(zu07Z%Z$`O)(BDHgenWOs_b
zm80;nw^Fs72MImuR)cC!;uUa$L-O+#AoQ$2Sfx-n(6fe{>Fv1P46aYQNUZEyQVH9s
zN)O3`l_Z%poU)QQJ~8bgA0;k>dVr{b2BtZEmNGnIgUC%do0f)fX4IZaloEm>@Lsl|
zbv=|l8z%(HqDnEzil-DZ0sG(}URTqTXe!ciT#n_A&=Dd*iMyheOL2Mm8jiqp+{kf1
z=EqC3*mz2eBhQb8$JS99LK0o9S^dSO2fB@^T<cDtzEtC}t8*!#tFN;VZTP$-iJ;=n
zsK~QzQ;3Y9s-nyAnf3tG@E7KDjp{0yxojzAk;)4<l66xAZtW#6lt7_WnF>4nntZ68
z4i~cKDwgcgE;3FnTtc^RD_kG1*DQISKFj)jk1KT}X36@YUSnDlH|8%@F?2lqCRn3q
zI0G&Sn>+<8+p2O)qRO_lfLneA&Xoc(0VV_1KF|s)_-Sgh)kRTRL)+?z;s|&o;^9`;
zeuLTAl@pNKY0(<+!ph*E|AX+SgsDPB^VHJQXjC~n0y<eMyt-uj*H?fh9TUCC*oAa`
zDnw4UO*uP`l!DD3wQ)lTNh8MLg{qgY<Haigykx3UPr7Bue=vzsS(;?vuz-2Le%&q?
z(z7s-)ekILfyINWC(){799@}=dZr=how6;D!CIl|MT&BT+vpIBg=5goeSSuxY4&QB
z{iz}S^1XB#0m9cfqCKg|iiS=^S638$_>+ql2Ja-mZqERxqSj<6?s4h3g!7wF9*Fw>
z^1ar!Tw;x;ncT~K_MrQ3J!}R(_HXB^Co=;zWipVqi_jJ}I6ir&5BipVxYXTyw4gAS
zLN_M^8-e)DA$^)Y&U)=*^suxfbWcVzce=o{XDzftKl2L63zbGZNm7n*-HG|R0NMoS
zObcl7?8O<+&Ne7U@!`39q*<F2O`Odo0MqE2<V0GiSTfg)U;L{Vz0h$CH_1otLSccc
z{y@rPqw7r^VCVqRTH?M3B;^-kWVlPZB9t}@#oaSxyQ5A!o4526aMI}nIXbSGuYf*b
zyvMQfqTcS1P3?^d=STY&y9)U^q=DeCioRCefB*!yvUMGP8xJoh$J+zRM%gkWBA4VD
z6@AUl8{P%^WzF?j5kDtf8Xl<uI{!A>&2qvQ<CXNOx6_6A9D~WyWt~`5sYTX(_isC&
zjw-6VTv*Vmj5)b{qKvo&kE3jP-_N+L@C!4#^SlCfNi2Ii-fb17^)=*^LtYXM`yxN=
zt>;E_Y?QoAEjm%AI&6iCF>+fFDEd8K8N7}8+6we&F3GH5$X!z(W2>{!k>Q39qj}0h
z23#p552Qz%1(a`|@!C&54G%?rkDEl6aiYg~;K5R)##p=?>`J1M(c(F9wxJ3?1@j?I
zRa;64)_pW2jM{so^GXQ$0+zt3!RnhM5RcVbHN;UBsuZmhb-QE+nBk8p-k{>Ai_uVv
z(QPZHY~sdFIj-iKoO!q0v3j4WNw6Uv!|IC8m(B+=(<z|N#ZKsf13q;FD_3k4wA+@?
z{giyuCUz-JdpI((fUOZvi=UP>MW{82Y3n-Y%?S51--5;kMEMgWF0yuP^yvLlGyiCh
zrpek?l`B(bTZs?6vw~<N?q>GZPrH01+p-Uj)PY)?+GGduN}bY<RRc;d!FYGbS_ekS
zxy6K|{xMg9=(ZgeCAop=I2S|<<3{6_eDF{toV-@m9=z#;*~n9G{PZF(2c$JY{r70$
zxB94?LLZd1U5y5?WWG`H?+t;e<Y(BujykHdAeO|G+vLPJo3T6lF=ZD4-p_kSzzeE%
zhvzz!%g0`ZhrQBQKv=1KH|4u;aukg+kt}^^uI&_N+%qQMS5g=*N;lTs?1wQZub52T
z3;ZG(-v(rw#^!?IsT<?VjuPseufMPK!C@o8{_JB5W{{51+}(CHWooC~Z<nuct9;Iz
zdJ^S^tNAV^i?|f)_{N4M`hEEJHI~_J*hWxbdxdZH<nsFqgc;&ba51eDxmRYNmy2b8
zkgD)*p^rJ)A1^X75-%_F$T~_)L(j`l{DiW2J8aVS3Xq+i$#5WtB+fPZ)Sh3VxI6`D
zOEi1e6<mj8y>{y0=780o9j;}Kd(Y7=S-#eq57e4H+nd{XL2G}Ao+#hVfkVwyR-=!N
zA@;$FWte9Q-(57(E9v+MWUW#&?k5b6xvyZ=o}puv@nCBe)kcTCP~a8M<owtVk!8GW
zxX#r*g~i99(&<ocz1;J*LDHvaA;YmPNu3~=^car_tU9#nn@>|jH@@3c%YktD(U*<1
z-8eqew$z4pV>HGCWf*?u=L(~`>FAG)&wV^#{Z2<V9oN37<(=7qwKp^jj=Bf}=!+ap
zK}AVKefy{J$J)HLAB>FBFB;Yd5UcW~BU_-kFYSmNwhj}D=B0Ye;$2aWhh!aUCPhh_
zJ4s&wImNj@<~59Ss{G@Y#S}&atna$dde=S&_S1q!E6%TgSV{Nu$ydP0{43xymSdNS
z;J6gGE<Ymc!<UkDYQd|Q(D-u=jkWj*j9h>9=;P#2<he^*dlf61IJVrcfR`pGFh#bN
zI9kv!0ofDh3k>@bYm*c=(uHJ@E^A2Mg;R~xH?_$q={MQ|dar<L4U>@5QKPKdhNBv(
zlCAbWxwM%IhamvF+y`Ww7<bC7>QtxHcZ7@Q`3AkvJd%D*1y!}-jJP%E7_Cp2BP6NJ
zv}11c;Ut`2xD5eTma9S}rz*1jh+(5_ao*J@U9<xfW9S%*k-g>Yce_6Y(WhJjyB;Q^
zgocB7_MP!u!|F&OZb7aCC6;SN5=aLsM<^#BLxLt%r0rLL@#N<T%-r=rV);mWi%fy8
z#L(|Y36m056jm|8OGC289UuE!L!{O>cV$M09BL!Q%^c$5%3u@*sh?BSdRsW!XGYUz
zeN7O|?h1CSBnoYl60oO5l?Zpt?#P<RuUpF0)3gisulV*!(rk9@*kUHir}G{~Q3F#A
z<s3Nqn=c+8iM)P|%5)WicJuljhPK<yNG4^#T1jT-qZLr0m0Gv;L;JBG53FuDP#(kM
z!S`Sd#lGZAXk`wnikG!K&M_Vh>(SfTLRWFFyIW%;QT})*=E7U@?h2UgFi1Pup_yq5
zH^$c3dq=8?aHgC3DNBK@Mkwr}Vp((EP>-TPTD$I;iZVQd2ybbpDYAZXFA`aHO^@`a
z%TL?x>2}D=gv;LcZMex+7{Ygr^NpnQ=}%l^ZG(>EB0STAsdgSk@-^g0WQa5`?oC9I
z1sxqgb~`z4vn_(>)ft|?qhf1E3ZYZqP_V2oV!4;EfZ*pdJSXiKbJ`#9orNc@KjxdR
zzeG*5J#Ccd+PnNzy3Z%28?bXEGHq#QlOLo_Cs>QGt3ItVo)5`3R1&;KW?#)kAo=Ox
zvhZ{1cvFS3)}pBYQ3<8wEjfm*E6VoR8OBrekDqiXLaIuteoL<T*ri>-o!X2(vVhS9
z2XW${cgZS_U&~rm+B9G@WKYLiU{4hi2NSs&#lt|e7G}Lz#Ak|Z(ujw3U6IMy{~vpA
z9TiuX_K6k{AVGsW1P>v&L!fXcxLbhW7A!c0LvRTa65L&ayGw9)cXuy}d)}V@W_o(Q
zS<}7l%pbGvWvv67s_kdXqrWHnUBJ`CAT(0j|5CH=Q`^EV6WoS$iUwuh7x#UgubTMh
z_)!NV0?8Do4EOrpKx_e+$wHxmErNi%k-zyinxn(1JYtA`x?+9&(IlQJTmsJ*Z%2Wd
z#BUofOKXs(<R?l8S>H=66d27~sxCC_SI?22FkX5D46E4^<3Lp)t7<36CAw}^!#`g6
zzmI<K2;Dtn(ONjkv}X%b{!mVhP2v_<u;z?)#u$VzgIy#Q*r%ebm0n1dUsW45PNY6)
z$F~EZvPChKM*e=U;$oqD!2Jy37kgpfABc635&NLw%}+@8qqZ~mmy_R25*2D<3aXia
z{3oovZitTMZ{G-(l-9M~2Q_v%PaCg>hyqB%8*u-m&w|GXwz_)#wg(IbPfj5-g&Uea
z0*w5p3~;xq&V&+c9SuN!=u+faA})cK6EGi{UqVA+)$5!J6I;;_`$VuG*)e>fG_}7R
zZoWfhVAa#L_3pUtv8~dC81H8E;;XduAiv)rU+{9yzwot-L+UI12<GP_)GKFdS&&~7
z7Jjh_;yF|j&^N~<;$5@TschlsWLabTcqvS3_Y7){WR_(7KKKWD*e0LcKSrNF;^ma5
zlV&qC0^h!SCs{Ua^MYbsrso>|r(Wf*HRkPSBWNUL6E)1!2fIdx_nP9iopZ9T-tcjg
zVkXLva;eOI#ABpQMuBt1-#yOg8Dy*QaexGZ;v)``HUFNz1aOD&&mb(Rcc_)=cFNBn
zrZSFakiG)Nf;h$XZx~aGDhPbh?}L{AFvSFKp6#R7psB1M_tYF8`=RSR`?&lWB)9`T
zKtPE;#q5k9R8+lJwPagPg#0$PBilAQxmwTLKUn-zcJjj#^KO>k;JA;yZTF+DyPo3_
zgm_{r^$qM#$SH}#omuKraZaa@#=tYk2vp{6Bj|KD9av!ih#!fMH*_U71l-e?eyJjd
z(T<+jWCPm{+bU(gR{$l2)1ReT&0B#06+0E85d#fJF&}@&;aQ?Eb0I8<YaHNhiq(4*
zJ1=QPH)D*j6_{Sw0}`~gXMV+@C%dZ2#p%JnOM`P=gkGu#fzN^w6**eD#?@=4)~2;@
z-YX%C&fuR*C4M$6?7>>zzj+3^clpgDDL6Hlou-#cSF#DB3&6F}HQ5Ec){VGXnun>&
z-}&E|zx_##kk_+Qi0Z?>q-_0~V6>hrc`a79{o^bFPI{V@)80obflxBr&#}RHl8Rh~
zqz>`3(WM{X)WBHt=O*fplxlusi{Naf{=q=hv1J@#d)=R=8?yJ&VX;)!ye<%S@&>aG
zzIf2%=pzPl4U<%+cLZy6x(S6aZ-LIWaJNHIw2`)>9_jTk$FRvtp#M{N^cR@{aH-J9
z!l`PLuI^iM%jB~HaC$~@E6G_4AV(>C6~=%)?E^hx%?6}4^9FZ6WzSN9B;hymtq6s$
zKA$k_Zlm`E_d`b^uPl8?Yom6%XMJ1-(FgK%e<fWlEr%4Aq#7DDPX7__U^>d$K;=c6
z+obroyEG$z%b~CL;TF5Os^4*Bmu6BVFXo$=l1}!rw4N%w{6v6Ka6S^QZxUzVB!{#D
zNSb6Ny@^ZLg;$W3PLLs_l<sIe1!NuB$A$I6xiFF~$^stD8CAV5<S}Kd94n8`Tf-O{
zZ~So)T;B(<*Q@l=6KVEu5~LGH$W~Xw-$LGeg(XDShbc3VDS&j_>HU<e9yhXaFm=Af
zbAn!XwY*cHF@HOh<Ek2_(3zqD(t?fsyjun6g|aY;`|+Fp=#{$A$3jzZX5YSg{i*yr
zbdcVqt?r$fVkQQdnSs0W8RU2@_2evRxDCXdzu{b}$Ut2Y&p#nteHzfbH|Ly@88glL
zj;Rttk*a$6@;F7k;WM9<vruLvNMY9`TZL$G_A2{P)aiB$8#1eo3Ej`zrZ`;`?VEN?
ze|QBSgSyL8w=J`iE~|e7aQ*Lh#STbWp`jEbDJlrJcD_I#V`HJeC43EeU6Ic?(;OdR
z&a1yUFyo{RpXNbN80hr#cHrG`n3@(!X10MGnztqTaU(eiSVS9;Y~q$6{kG~C+WP!t
zg*?48g8MEyR~bHe6Ac)j^}uRL$XOmf(^UL5Ck=BKZ!y+F{B0yi6Zb6VhRX&BRH378
zyXt}t(!fgF#T|G}bAB14U@Zlrj(MkE9eDBQRn}%Dn(~_u3A+nreZ;|=coebNjxQ-9
zS%+S4ImsS<WkFPOr%E#q;^pNn$!}meR=y9s%|K^hp8ADISX9b^qkgO0m>LKmuwG3(
z6(W4zoT+h+#<1d_n)7FhWw_so{WyMn;$481ida&IjVNwXzxD}R<_hFewkva{kd|t}
zWr(9sqj4CFzeXCr=dD;#9Jge#@-h%$|5JXKp~S!$-iEGAJyNG^xColvYBxPfT=hzk
zQbpk*XGL`;lOeTi^3}YJO3&-NA!Cvp$Nn+__jL62hN9F-pygdX=b0rOFK1Ix>w*4M
z`%f3TgAfSk(b$Whh3!*(K(yCat}4L&JE-dFB#eEM?INm+`?CPP9pa(Ca;@wA)&tap
z+Dog-{#z<NnGzIxoOV5_=VmskJQ;KvVwbjS@pN20hs|))3ugIKzfSjVI5F2LU!Q3>
zCy#-key?jRYQvW*mYC;rtTx$4BCSsWC+|4)ms~x-kxCM7S%c~buc#mt&mg?34-cA*
zC3{H=G>^>LL-JqZS>8T_qRVSQrc*ZW#FXRZUu3(JG2~35gJfy0IZrv3)Kx5VD}@Po
z9>)xdUSXE9{7AckGw~+6EqZ*~8-}MJW{p)o6{-#@AiO}fir8}Iv?t8w1pQoc&AX3W
zNph{>-0;O6=-~kfZ7P36x&`<hiZoB+FTbLir#%?-PzM|XiY9XsXq2lz1!!M22vx&1
zpm*9JP=f(5tmbRNGJ6NI{X+*TXA@yE{?NxsXpd?T0@nz0Hmji1b>XZAK-)espe=In
zlriLe?b8|3mqmJ9Ow5x@rpRf240}(&MD*=ce#J7|+It=s#`PwszrTY*=RE;QV`_@y
z;-B4DBy429!z}Z=%hjE0>FQLez7|}ZUoZdc#rA5ip0Kz+c+4awtq&fHehEh{3V0kK
zlbj~cPE+`LPM5IuBxu_3)e_K(q)rST@vZrM*OEX-?QjsoTy&|bq(bk-xBrf*$@hdP
zRqD1Sg<}b$AQwmB{u#sC?ePYNbvnDRchj_?yZlu+F8$p!hDn{+MYN-5N^gdE(0p>7
z41Ju;)}&v-ey3lYGQfq&f_ye54@`+Nkj;J(XALt;faHmjTtpg^TtM=M6F<{EqFtCR
z;JPQwex`5;V+@lN{%k2&7RFpY{kW`b7C8mS--;p9L5A+KAQd4dc7yJKIQ$#E)w*m0
z`BAL?_E7H=r<t#SzDdV{5kVu3{{}KiAZ3*UY~b|jP|vzh^Rp@C_cec33Cq1!%I5Lh
zr}0asx$Sk6j$88J#^Rl`*>6lQPCe06$4Lb$G?B+c&QU;@GkG`~<;OmK&ST%!Q>A1m
zZU1x@5r5)Nw!E4YM&k^e00tyK85pQ4oj3L(%_!SNLMC1qdncZ=-O^PFp^jLgH=fhX
z4|OKObHbd{hZD{(+Jj9-ZkY0$gaG|S6gr59v*9LpL4cS$1tb!6bzI~@Y==(I2}jp)
zC{qytm}=$@WFY%*W)|Xaxa{p-7VuzwToopunkw6Ttm3lPxyw62Lt>VKq%<sFHT8g8
zc6)~iC``p*XTzc}4i3`c+=YQ&_V!)8Av@frAdvIGhJbc7KdwBoA=8|3X;+DxkIA=^
z{5rck+K@|F!T`<08%n|g!7mmoT3f%;bzHGl#gIb)nrzzei2k=s^)qO*vosoQQ5x*x
zLhV_o0aM>uF+wiol@(coRXed(?hUVtA`>tHBvtq`s9dQoXq${V={zF(P>;&sV+bQ>
zc(fE%Nnh!KgZJQL!ZWBgFUow5X~!kMi^s6*1N~v_6GMKNW>+&k4EY%}Q^MP<U(ySD
zG&=*g5!YQ6pSztZ8D7`kR6*KNo<Y=7JTbaM6)WUZQqnO`q^ckN3Zw5`M#pENR&LE6
zB@oX~*-x`vJ}ktRqqiHMg?6GWZcwFr`I&QCY__1RmLc+OWVUnwv5D@Yd>1d9bkcUv
zwyBD4qUg{8>2Q+b6rJFmG;#xP&p;k;Eb}JTT>Jsr5X7|vvC_J^gq+Uj66eNlItLsC
zM_C}|d<k9w2+Q|5e^tlXyII8g5OzwURz-0!J_>y?NupJ0fC^A{UK7n?E4-p1kNFpQ
z$KYjff@}K14dKWx_zXqy*b@N|Z$GZ7HhTu;&aJb0qZ0}RHzm$+o-c@9iO4+F<ljW8
z0v*6LptK|vMjo43d(d?JAo3|2{uL(l1tgN<ELNN1-t{N!o?=t>oGf>0{iZGxTClME
z9j3m>6IvSDUib3?cl5YFc};|8i(!S*%)ylK8T1NT_@NL}dhw!czD6tb8KnMY^^7>E
zhPO#)^zK|@O#7E>EW<tyKxNRyEa;IZUH~bi#+ex^ii;EE#|b#)+Lo83r4`R0k9A0I
z5<4nKB0i5fOyBGo)MobGvMwK{|F;=-#@x_SJ7)@e1}zG&{wZz?`%ZBOtED*U?R!uj
z3i&gXnQg`Vr8dsTKi3fbpvt+XZ$^S*rbK3A``GL58DxwNPJ369#t0DVEIhW)AUK4F
z@!>6I73FnXr6`j~pDGmPb=}jAv~iy*inEgW4<GYk+Dkk$O5n_*(hatSF-Ut3{k?G#
z#}R3(+4)&>82dv)%nh32RURNG&@Eq`{zM^8|1c}$B_SlF^~UfHm0|}_&e`kUjYF0r
zA)QfX`21oyTA5u|%+H_`F&JI+(J?Ou`Gw-$ONvdsVyoNInH|H9N@x*&b1LjA%BMtu
z!07W=3bV;g<Xar9gA2c>cN7A$fY^rN83Y-2M3S=G`8nD`9M*qj|8mjIUNZ%qs5;OS
zQYj;pT_k^0wOFs>%1mM*As|KlYl>KBpPxH^y}N$=*nXsjv1Tg1kU931S4L%w<YX7=
zL#zh)x9#ScLf(&@y8yAEQ)N3B`jjJ@l4T82lOTi5CY-%@t%(a7<vDJ)WiH{mNaLn1
zjZuzb14K!~=!Bq?4;6g{c+@0Wmi%08p-{QZ70aCqYc2brnl5=Yaib_vjCLWD1TsbP
zgrIfp>?qHKa1q$t)RqzxmBmoOukE>BK0E%eq$!gVT*bQSB-SY<6HLvTwGRRG$#eHP
zQ3}P^w7x~;L{(MI{#O9c#hg$qRar`tqDrd5LfP?&9fK{ZFD2tWRJ5XU5-Nqp9V2Ed
zpd)@;Tk$K0fW~XD)z_idZ2-?xVZw&?Trwe3zmuFvXht`DTQxXQJu=Uk#=}<Y8MH<}
zQ))f?V3)gzYAdYQ<CP-$6URVr6V?5L3DGWM0H4ID9=vthSzb9}egyV2NbLu-*pE{a
z$As2vZXWe<)5nr=4qa}r3H20R=PuS+fgkm!trYMIBuL)lWQra(h?!HPy?S9zRbow$
zBI<@h@-rR7GO;nQkdoVMOgita(t3_S>hA_WCBbhc$Dg$=RxrXv!&R!MnDg2mKS!JO
zWJlt0za2o>5lG&wMN~U4-EP^bvBmp7K5T7mWNnW_*}p;iUZ`o%e8u<8<VM(N*X+ah
zf|AShN?jzPE>g}Y@UkA}qXnkbc;c#b`g&|r?W9+#D7xfZ(?-kiA7WCJyo7L4e|UEf
zwbN)5j8Yb*g90S-rMB5rV<ys5B!Pn{YU$xk;aYQ@VF*vH<YxlKqK<bx>B$*kO1k8}
zvG<b*<yGT$1f3puBT4J%Eb8vZG>PtZa_&(Z+DLffVY(>A?MTgk^s38NwB#!V2(lhg
zPM}Pdxgzcvhoc*AZ=yOyn3hYsSbv}hZN$E%U^R*gDda2T(P)u7HoiH*z1U21jm4pG
z=D<ci6!q|HJ3CmFX+C$!jVjF}nQC+({WPSkbQvd1!81vfbA}Pon3h|(M8;~RqNQCu
zHeW$&`n@sh1c69Nmp;wE@D2mE($&W=IK4H1-mD3i6FUMQL9U>E7I|F<Rdn7j->kI#
z*x!NPU82F-DelEa28SZ)z0b<%*2!l)b)4OD_OO>^Ou5_ll8Vor*V!N-ikAjkK*O#E
z=?6wB4L{S=?N>4Tr1#@TUun?Julq|!@$_^gaxM7zSGyowfhzZtx_lPBw@X-BQC|dk
z2a3k5Qt%Tt8NF5ICr{`nZF6K)W-dfpLJ<m;q*iuwxhlvAzBM!C@1?z*coV617<?xI
zp;J7W-^8GP2Kff-J?@m;&B}OV&nj1uqf1vesl2J3n$|X5$p=maS4OY77jXSOBE@&<
z!c$&vE+mXNbpjg)niyzrlRIh)Enm*DV=_kdrCX(IG*tvY_M{vf-Xwjo*0_+ewI+=)
z8;UAHD5Q8RjHx<joNtivMS`>KPAc#jWS#z~dn}+(m+;ueXuq<Y*06~;2jx8*4$j3}
z$uE^8pDRh6aUg{~IFRsxCDcc!!Z!cx8=gf6V(CL{yz}W42Dk17JWR@tU<oUCs=Yb{
zKQpxq_tEVdZL9a{s2*)h)3}#<xV?8ixNJttI=1-soJlO#Twk{)Ib>RL2>;w^Y-yB{
z>qGG$>9h80CnWXI6fC#W;91yS9{FMXzC`~S<Yb5O^(`UAw*&8CD@&dkjYj&gH1yhw
zr7lwLil!3?Qy$`Xa(2;zfihjot9)DGWO+c~9a1V1urCw#N&7OS=7YRIO1=b0kG=3z
zZs!?Pqqes@<G0jGPn{imH|2lv`SG{3P=qxL{Y(=5OhS;8niY>&Zg<=5d_KC$6=ZM-
zNR>qPO--B#Rb%Y*-PD{yp}<Y;t^8E%nSOT{e_3Mtw=eTjgPcqrHEv-(pMkAa*tX!B
zetF6AbYo5L=`r5WVnH@v`jqdwasqk0v&6`D_E-i~h7et-H9h@IM7oX!YD(~f)69+&
za1iQ3E%S~?wR6DQn0GUFiY=s*SYE?vWs1|0Y`M`5c&f+~k@*wh7~28w4FWE5ILcT-
z&?5B6eYx!#d@PnULF8?P%V*F$?l{(UzB?x<&EX0+*o^ZT^j5X@Em;9P`jBUeLW!q(
zbo@dz8zM-Q%4y*jr4Mib^M1vhWIGndz~5}he;MOafEM97>FBKh(pe@x@1g%ek*l#a
zabz#c1?nNp3M=!+P7GrJ0jAHOYQVCe64y2>48)xxZ&He@#M(oPs{+ajdkY#C0LCr>
zA~(UfI^`<J@+BA%`krO91QcLN$*&=q2zv|XL`KnglNI)fnOf+(ZS)xM6?6X+B3<_t
zuClOimZyr1q1D?A1Y_mx@`9`|Bocy!$l`sVQ9MNvsX+-`Um@jvNzDbIsg>$ri7TKF
ziku!QMBa$FO7QN(GCOspxGHcwb)`g{%EIVbVGO=&5grJNulazCZgqrPlihCx%)%H#
z-9Q+K0-VaSYmn#p|B2J{KVpXdJCLmZ5tRynn*49jtpD?fR9t_d_W`J!Tz^OB1aS8M
z%m05v=lmyJ;lE}64^Qm>u2cURXe&@7Gw<KgFFF4KuJv!9{{@u_e9y(j&HERa|370z
z{;fOzUQ7Q}<6n4~e`|@Gn;QTk1VCB=n9BdGrN0LJ@3r(#HU8I@{;3E5!<hb>(tod|
zf2#4nw)9W4`aiVvkMN%V8;~}+cvzVM>{w0!JoWEM4sHO^^nV?Nf%9*8m;V%|>Tf`m
z|1l5$Ykz)Lp8xRYXX9o2-{{Z(_t>6X{{?;X@812uTH*W0fCT?HIQQ4UCH?=-{eJ^3
z_`lw{{~i|hHUs|u3r~$=@U=tU;_8#XJ=OM&SP*T_CLii7smrOpW|twV?g0UZbz@6I
zl5C~T%l`fpgA9{;ggC*z7LOd%4fKzQiFne+kRNJjKK@n3fKR*LNyl0m-RTbrM*AIi
z?)bBOgDG2$jkPXgl9Qa>-M&JET$`RVo$a<6>)K-2kvyc-g91wJ0ZsQfMqY#T#@s3D
zfiGYIXW&gOZ)0yN4{L@lri1K|XHXDTuG=}TXVcCSV8b9m-@z~~6RjUCHs{U@&^yKT
z_OGm;YVe@L;$HL{B9lrKx8vD|c;N5lN55F0Pg02nQ0AFq+E27~Y*A5LWf0QWVE!N>
zBI}{Bo}*xI`empe-eKXoA~ySFA>1`xrAs7%$~ZoE+O=XzcVJ{cJ=uebTUdCe!yneF
zuj*VM?w~B^NUt=iO!nw|A#CzM-wZd(?=Jw67Ca8ry1u5K<2CJ68PmXi!=U+@a{5F~
z=0w_>8O!VJNB79|L878a_ts!_#}ZDL-Kr~F@0$;UFg(|=w%rj5=u5@(e9WM<ch8`7
zY48~(xVJ@kj|ZWwCjAaa`6-0O8=x*Xr+p^!FMd6PR63qPqpQHL*d6M1&9G=_lP+XU
zbTXt9f(IEzHH5y@x!N9EPJTN*7eBdee_jY)Crd~|FRVl^pawq*l24Rhgde!E+&|ud
zFFy2w1Jh{Y@Qr7zo<Uti-{V$83G*PGdFQO4*w5?^&mao;7U4S^R+I%lqj|3i$c=~b
zp3UzPQSB7gh%F!_Fdo^Dww4EC1E6F69iJ8_iXVUMbgg54i`Ja%o7n^mK|TU=B(foN
zOKkD5L;<5~;ecTs#*dC3Kdy_MZS597pf7t^tTij;5CVXar~B<>uOqcUH5YUMiO|<)
z(1z7=UB_UZ{Id0e7t@|^+nuJH7Z<}JN&2G)Af)L8%uFvkqMuqI*M*)sE#X?Em^#sC
z&mfLS#Q?eV^zNDLeGJHr)o+RpPdYG9*k7#HVl<4o(e-RVB(V<UxeSzhb9VMCmh9JQ
z)cMdH#W%v7L-iw__D=?r5LYNpioM@r^vMS)9L&G8P94QUmupuu7w;Xc6EFG|-%-*;
zw_{s3{_G-n?KQ5?NpbWub@<--$tp~tXrBj5+MJG%2Ad<ZcTE6mwP1uV_xjtaIv@)C
zJQip7>%O@b=;cTaIH;AjA}B9-@z|kY;6h{>kOanRuh5=-&0HU@>W{b?j!q{nlazGm
z#Wdyx>xJDY-pQ4@xJ$H0+MZt=OOBj6Y3|leHj88m2G%jsWir^-2ED{^h|72eRU>&k
zop^+mm(m=!wqU%wx7nXmXR@asyUz-1D&9ZNJ*eY0t$S}LDkSu9tpSxpS1J2Fi1Iee
z_g{WMG;3(_5;AC`_8**j9cXOGK63bDNPxU?)(Pn+por$?W@BAn({x#W`ifUELs`Mc
zku{QoJv?bz!M0)pp9N&ArAR%n6l<)@vE39U&JnkMOx5UrB>Y9?8!)KN9m9X6J}Ow$
zo0M(&5cG7Eq)fy;7(^0EhMenYY`0K(<xY}MIOU|dSeNejlzKHg1b?vj4R!$dgsb!l
z*@`4Td{!^^rkAVhOE3Wm<vK!iT8lziLyN%kgeBjdr;ZBsojk)8#Q~OUzwb#^epP+*
zviP+`2{sR+@`2$qXjYeSCk+{Q>SZG3!i<=W{JOU3CvDvqh5a8ile{EnO<>E`=0xJ5
z5l<M%Fu^wPN!T^vFER67FoI<aV0&>t+x-x4a2LF-2e0B-BITG3h^xt$AjC5yzqqay
zT;EH5DQb`*a(Y@}R5Oq<%~ULiBcvZ7-YotF*Ebcmo4GCF@|E9m3Nz$tc8Aa0vq7rL
z9I8>BkekhC*`U-S-J}h^VCh<GaaFAdKGAo)A^I%bgKq}%0iCNawiBOiK6(HQ-J&b7
zZ;B^r8q|ct+ezV+ybC;LYNdXT(obD#+(Amy8mH$UhE_L~(?e25y>+&L0)SA6_-eJf
zyoR#T(CRAz$BDb&ol7x!V*+r*_|@G_Vs=F;wr27?T|t0TX_=*lbGf_*pMc{-7Ywg8
z%VTx$KK(o!hL^j4=t+MF<Ju2C_bv>+wy4m%G`!Q$)IX(w!Z;zFRSm!f?*k0ABRv=m
znZ)Qa{d(Y>MosVRox@~TWdJvg>qAON9hAh2E_lb%_VRJgHMOiw(a_^+z<!XpYdTxE
zUW*kuj95`p&HQbv1z?^00ZRhyXPOA7vBU#;Lb8|9i{E`O#u^#95q1R>ls>DjZz1}4
z$_#zpyi=sUroSk$PL7?VE+{b(#h<#eGE11645*sSoEJrp%C8j0Qt%gqD@)^Yve>4N
zC3+c?VDp(_fYj6cyi7-vho81);^|t#zS{&m(-_IF9!F#LSknB&7>u=5usQeOC7($D
zinwhkn(wZH+2%TxN3v0x=;}~}V1Zhp6g(tic1>>wA-;ULW{Ir4Pg(g<aNM`Zgw;Oc
zcCiT_j&!&62<dF;{5NS0%)AfC);o6yo$oz#mt`CwFOxB+586Vs?vwIo?4Q1C>~{6{
zLEk+wwS6<<g(@pJ!6<A{t021#Fwq7!Fs@?efcoC_J(=i$D&vgDA3>|n-#unzQseyG
z6@*knDad4FglgcW1ubclUnnVR8t%M1`LuB&ppnSSxsNw5c|8Xw=+x1-X1yEUuY6i}
z3>Ov**0}%n1f0+o+E+wn)Srl7F8M3Umn)wdusG2Fa62jbBD%Tgrz_!E$NO%esEDQF
zN*?7Z6=`;$**ecKab}oO3^wU~`UD5zzqEK|nJrp+$x6mJ{ox!x{tYt8uE_(6!(C{%
zfHK7O@Bt(4D(S<7clk<X#50I(Cu#JyH2UrAqw;m$&+J2OAxH~-`l;}+s?(_gkI;3}
z?&G99><TW=PH;aM;xWwOIYHF22mh#es?51^EkArJ&pw8j7*{khud2X4g*|YQW`V%X
zjh2#ISHj5ibOBs`zfrp4Pi9Js%?(lo1iu5fd^D3OPC};LV0stDVd12Oig$KbB!%-=
zML?)CtNXxkd6gq7y%gjKezy$;Zt^{zfxUy(-HWp9F7cO{XhKT6)QenQ>N=Iz4PFfw
zQ|VGLGvprO$vf3fSH;0_!q_MQ=o(N8zB#YOeuJE)86l@8tGct-wXUA6kcz6D8-aX@
zJ-u5qPSfE6^9vwodHt6h=3ji^uFZW>F@qKiR`RgH7sRu8CST8%^~LKKcXqGvX5BEh
zq|Vx;NKHEnpfM1gHJ^#vhvPrsB{R|oQk3;x0mt75^>(D^MJ*V)%)g>mQ?;UY6zxZT
zXS_Q=i4i$L*OlE>NUL7QzF3xn4Rd=IzW7wjO61{fg{8cVbMy7)4J@nZsB6A=8~l1X
zr%^3dzFYiH#|VdCO_lWk6P&R6uiq?x<_SAUjazuMG!i?e&`vZAhoxaPJFXhT<k=22
z{TLmU*F<GS7-v5D-%_OFaqydbO2+EGFjJ1+&fd?8co+94otmd7yrez{%~GRDm`c50
zWki^%b}2-0%Tqr(&yF6Xn5YSpmBMqEb=H3@pIXt4lXUv{C{i+)bB`#qqmlp1;87%d
zluK$Tdng07)%`l>@*wGl%#IS`Du4V)k&h|;k5gd+w5drZ^;N)g9#mmk@Hu{)i^wC`
zy!-PQq5`+V3a!vg6@*O<d8yD@8{u#^`Wf`0WGNn?3w4YhtC{AV?x<|s^fpMIL3fzf
zWqlHf)FA2XUXMzfZNG;vd{2x~XZ<}jn-KT*C&t3F{hnrdNVDRhUIN8wtJLK7)M*m^
zu9JONH1QolPq1hfTbW#3Uvy)_WvWMcH%-)Py9b*eK3!AH(nlrROF0=KRFlGXgme)D
zb$#<e!N1NHk-yLh{-p<x=5<R?_ZK>z{&fO+1e(oKkT=5mVPD;y>UzFn^Q{8mL+E_S
zA(`Vt(eZ4V)T7}<-Mas#_}NIpx^<Ao6z8!dvOAXFx90ITgo1z#S=dl(MPu8HU0zMd
zkit{4CK8uEBZYPsj@q{Jpu}hV_yG(QHuB|S$5|z*_V{gkgXwQKBzNE$?T>6rl+>5F
z#X^(8FDS(HWa`u9R9K6PX2%Y3gNcx-e)1F4#Y(B<Q|NT~UuS`-v5pt2ji+aG!tcVS
z6*z+3+<W$v>YIbL{$T$p5d!qVmIq+8Gw(?E>FsW&_vSw4pg#842)s>j=#!Ivw;v6=
zcymOIP-=1DOom^%nY-6$O|KNHZ%IBO{VcK@wB;}#RUjYVZGMGJRH>A_5j^>DK@)n)
zYoJ&o(0yb)%~_ncIb3(Kc!2o~GROpQZ`rZ)=O&@@<xcB|B*6m~W^Z*5pFszB(^<bi
zaPPkT!%}yUzGdjI*Za<pb(X`toD+q*!52^iGwfazV{S-?JTz&7Pg(IYJMG=SyC)1&
zU=J_Muw9$T04iD9KIo&^eF|v5ZoIW2b3-or{wDmAbA5xaX#u!cy@^44x8scs=NsIo
zX5d%ghiR(2NP+pfb$Y<y*q6suWv4Q!n|t?E_m5B@aVpm!{sEm~QS^BR`n&vsKeaa{
zM_)j>#I<RfLhcVX_Ge|T+HKbRtiC0$#>inizASE^<E@KVcr?^PDQ>@k$JB;|4BqL#
zTRegh`AK)_^_$u2Ia54fK!|O&Bvbjvu@5Xw=OG<W3f^zriRHkz;XGG(<NGund5oXp
zDihmJd#zve8ck*gP_Uuo16O~fbE9>MC){HZ-vi288<*K=b*AFH=~?(OWcHe`?b~+7
zSzVAVMabg|+F(!LA;{IIa^`ZGyB=<?K>^aZ+R7Jt4=*>xfYVuWdS`mYOK$0HR@e&w
zb>=VRnSbf=MqV47YCMxDy)<+uNuY`oZTiCrVFuV2Z~W3>atNl5<+x-WI|23kZHM@k
zX7lyFFec|niK`YPzX_I)6o5APJhE>LtAl#(rfhs|`YHntUjz$GO`Tf4`X&m)<6Lhp
zyqGiElQ!bryO{5#b-IR5<0{?^qbDcBvKoIRy5!?nvYD-iB^!z)ZnNp1wvq2A`@(8o
zJ}hQFbhoYRwT`<;)n43t|L_5yVO;3b%OsUnQ=B0#LMzqs&Q22B?~OkT*0w^@tmDXe
zrf^{T0E$?faS{xtMGEFk38Y2if06GMtXHxw7=9~c_O~sYP6%gw08EZl4aQ7hvvJy>
zg-_J>1@zIgUm+`aWh;DBD3|8QWYA^}jr?+bYjmu*mt(y?8X^J1uYVaaTSVgo6@SY;
zI;d`j0_+`HZgqqteBlBwz`M*Avs-pPN;XUmyxL(_{+VIazdK3&%VRp+5}PBb2D|cP
zNDAgJVIkpaQ#&cSpfw0mL-P7eQRZRRDA<@3yWPj=oVwa_OIwzDdPgcwOr8smSU=u;
zgFrIvYJQHC`-pgOb#@3@4F-tSgNVewvPAG{9gw!<Zn<iM0u~CJn%992&58Nquxpq(
z+l}@0Gw6qp$TP_96vpZ90T>A;<EGzX0QvM8bh!y_*(#42QA~RB))FTS$(}(IG(cSt
zt#2%JrQ<$~&=FS{9mN#_aDc<DLM<U10Ouym2RS2FJTJ`)kyIa;_^f=uOsW>!{My#~
zZT>gH*X@7wNH=Hq-ad58Xmgnz+xI|z_!?Zfi~;m@J3x>V8^vwjRRe@}8zzivI#PBI
zjVK=qSQiITEY#`e*F%$_Zy$zGVO?d8bQ-5wbx-$J3c$Wd23XeByt1Z8olBTc8Td3I
z`!7usg!!-3AuHw)|1Pb+hlP{*0^KtRMGk^)rL(*dV9Jyl_G^H;R}*1TP{GB%U`3{*
z>3j4|wyM(ms$v2hq01#u+n@OEzD(x}{xHq76^WmvRD53%(Xo3o@ia4($9(Was>LG{
zE%mChzre?ETn`j078o3Zq(_jIt3SgyA6<R|o)EQ4`6CI+9k%tz4JGQ@f>fhAdB_;$
z8YTGYnKJri%!2{n#d<wc=4#@^E=qL$C_nECC_QZ+PI4a0i71fY9>o}hx0Xoj+3W`K
z-jsU&Ol6ThvkB+QjB-_>X{JxjKaCM&{Ti(zT(Xh-YGHQD?Z|~ENG0mmptyTm_uRI(
zoWhhHGnM7(vCufpOGhK-qb;0kr+ZCwjcd7`sT#STGy1L0LH^O}WFc#;V3b0GALsJG
zi2(X{9!8OxVTG##&c2p}lC}8ZV5%j_xxT?AZ$_ao&>^5zBe%LqEVgBoat!m)NN`+L
zSeAa6`3}LN@1>Bbf;j3?j2HVO{UXlo5egA!!!xN)U-7`Y^CNk)n7M#-B433CJ*b9p
zrI>bq<sN&?G=UD3y%m(EDcFiOaS1Pmj-Hy!uFy33jGIrDo$mI?QG{K;9ebPb1w4;8
z^oqgjkHLswq)?q^N&1TO=|+pfRAGWU;N%W){ej^s0FRXoND-pXN-)`@*`vhi!wO)N
zJb;@X&D1k!cMn)j)KI_-GB92h$O)|O|B^F)C_5JQkOOAsOmP-xWq5h{42p_A%V+uK
z!u6?hH^xy2aI;0(_4;GT9VHGf8NL589ZhIOuC0>T)4w5tKLLjGdr&voP!LZuM}~nI
zQ!l;uF1`0JGT)0Q7N!zFX&OVI*M^U4K<7FYAWwIrP>?3y&f|o8bpwHMYn|#nFp%`K
z_|=CVpg-!N9}GFY6wF_&ely&%j=Qu(tM=r*!7NjUnct?y0hS*F@gJoOPwoRvu8I-*
z@ZWeXP=e*kVZHSnOss>7^L>>pB)UL_uBvVqXvSnj1j}WwVE$ER=f6hjE=}zm=6^$b
zF%R`Ryrw=+-Z&h6KCgLDc-mQB4XfcBJ^74Zy#LDRAx=SYBbvyHoZfB1M$DQJj#72X
z&sXafoN=tTjc3JR<1|&wA9ZOPgsUt+^zW>xf6S{l8KC+$!<80Yt}!cjm=SMCrZsY!
z++rARNT%_>OAKW2ed8H#%^s%3$1qm7`Z+8mflt8tH1)HvS{1Knm?$U9w;o^tUjAd{
z|8LTI<1+u+o%yfct^cR;{ZDnae^Vv>Z&Pgj9|*V2$;HF{kJ>G_U&pD)dTN>rAwQ5f
zu2wv;VxlHQig2+=uqv}Ed+-&q*m~=GFTB}q3fL04B>nA-zedtpe78_C2}k^<Y^-6T
ztuQ_(y#M7!@OA`^10joUwuLY066zB*)DZOJxy$oUs^9ozw$fW%lpxW}f9+2gT^9HH
zqw>?Kr2sNHm9jV3fssFs>_)qaO`1lfP<~aojJ4+K;^wBBlM5~)GBOgkYS%{QaOy5r
z8huNWZbzf`>qq934kP_e{gUB`t82XA-rl0VPErEvuH((Sa9^=c*)cCh78=c0HIZd8
z$%GuCO{hF}OLvMAd|mSwRjSDNcSS>?rj9|Pl(R`6DqE}BoX_jLhUhBA&ED{Ea&y&H
zImoz~ny%+Bx}FNSZEejv;SoTZp_4VbZL2MplbEaN?*+eXeb$~IcnUWpnipvOjU`l7
z!71-n698eQC1=2fPVyb;a9D-xkc7C}>kBpZ1+!p~^10-d98H~zJ$}W%36J^~8LqgO
zn4J9mS6s@BAT<YLlljMTp@yf+3uFx957nQ#3&u_QBGXy-w~5lz8erD<0`?=nxI9Oe
z+)v;8*iWaR{|pnlw^@wZ5TrGv;D0#YzqrH$8#H>gRJBND`fy&Ww~_rIpuxh+CP7qb
zHQ6GL)v}6lGD?s)dtJ3QGub_^mhIj4AYy8&KHU|9Ng?Q=rmwH6s;jH3si|pbxH>i#
zYH4MKl(sVj@!c`hd?c6H8@GnPq>7UsCeX;#Kj*kv@iCYe)J!Qqc|^}#_=epYzlBXm
ztLMr|rKTy9gA;skoP<>*i#>J+FPJ<_)N1lHIaS&aJVvY8;ReT8Yw8v92W}d3&Ftr=
zMz&aS2=!{Lqoit>@E=5^#A?ab$*m}CBMU#~p*_}BZAWQUdJ(-iKjx!Iy4K%YaRbJb
z7FdH`KDz=kBW_CH#`1+!E?R^uhv;1^v*eCx_j-s?USvpEIkcvoayD$TpG3RHgBwFl
zwdu*v$>?06B+sE_GzQ_)CEzwK;c3T94AE6uZ17$<4N}uAs>Srh8GYc6T>mT;mta%c
z>3hDMds0z>+#G8^yw<)nDmQNb9}%gxk_4vR*0FA0UytcTHNRex(QE2ih^ljMS^pS_
zxXn+h`%p=j#kgxlR)qQeb-Aelf)6|L?8aiSK%0J>;}iZkhp!<;Mljk%4KE8H=(=jx
z1p3_y=2TY{wWlLe(2Bto85?$waid6;NaVgMws&dk)i*%I^|D0{mdv7lr%t6tlT6um
zFBMq37hf(xt`ao1Dt8wZ&++axe~BV&jVjtBbnHL{n8OH)*Nr)^eG_x60#^h&TvL8I
zyvp>f&1u_!*O@Si(ep?+<>cGcp)R_?@l7<SdC63?Eub)RmrFcN*Z(q|vP=Fbh(A!{
z0+=&3jm!rh_%Zg^iSa>RAp>OBm`a;(C(QdZOtlb1JAY7Qn`s3P<N7ADMZVPE5s=4l
z4;*8kAYi5{T;~;Okwc?&<EJ2wDL1WZuLh;R5*|DZG~}=gFutfE9Dbda_~dv|(@gt;
zNoqTg<x*sjblsAH+8})B?)e@g*7F^j>1S)K!3csgGOAlWZb~n~S2`=(0^%nPMpAcb
zXw~nxfVAZtcrI?w5o=H$|D0^&GQ*B?e49#*$%1~|iLJ7Az_=C1i}{F3e-QhxgqKJ?
zzG~5SIkH7&>YO2Fht<4DBfiK;cNqqir~i9tCUq8pSnq2In@{iB)nQzyoh+1cXhSdD
z6pmJN42xbc!8cbx(ymY+GbDUj0#a3CmP3q~eh21nSAeRAaMKd8FKUt%305AvzoG~a
z;;viX2cF$mrit4LRbpjYwFYd(@CVMs!i3ny*zv2sU#8NAs8LnNoF!dUCa$Bue6@4i
zhGo?pl9CS;Rx)~8P#)Hw0+5$<kc7>leqZPY>Q1sBNWD8DGMLp@#S#|V2!Fj~#_0lX
zNsvyJb%qY}MJk=S8fT`I5d2si((lch&U>d<reo3C@vxu08MH7gQ3~=6;2rZujk%k2
zvb+hWK^g3S7Z`?d29zTeE9j0nlW5g4v%x_+EQcHetD($7D0)n?vnG_rkz=&v@g<)9
zuE56;3sDR1^`vfbm97&!^$N3lD^wrJX}l!+l|stLKijE`1%<w6(>YpZS3;M_V$rsr
z(o{{vhFezcah~YKS(Zf52arBPgb6K(M!ibR@87j<ZiP|16qIqS59052+t5MKosv8?
zfd$Q2%abLL!=if@bL#2Lv8wDikgrfM6nbVFo~E@r2RlNlLUw1eY7@3VJ=e(~_`RSr
z)$W?S<Z%5`6jh-=jpC4vz|hP~zwfWlpmd@xliy~kxLFn6Li&MEDv_T<Q>lPcz|7`0
z@=I^xjtW$dJGNY+s3KYT>OnbNclFJcoXm^)Q`Ejtbor&A%hsfj=+`=8P;me%n_#dN
zo>=cSvE&^d8-8W$w`0lH?5&tb=D_lE?F_x4F1t%$&y>(UJ@v_Uvr`u{_!C{9hP?Jk
zRSA+d{<LxC2cjF8E$={c#{euyi?L+3^U8`t4G&fs{C*5FBTua2t@vx@u{x#QfbyQU
z6TCtmLmG6E;y1(IP>Z15p;1+;8SU_9pn3lg@)~!b0(0c7?=^S?mgW9<W&E{7oF;K#
z_^1o)1E!&(G+$6{>8jG$J+8ckG`Sqk*bbexr#88st{|MOLX=*qsjCZm-4!%8A{CgH
zYXZT}IXMA~CoYHch8C`nRp}3YW0*higS#Q2X>>{~jvUsvpA_3-_P&p=R_n4xf+3KH
zxemc53{rlN4cspm-IZOrkFHR;ct}y}T&?Zmu57LSYO6_KRH{HYW?GALsh7Qj!}*Dz
zXDih4v^6fS{N@yV=Ca?>wMr`Jv$3d}Kl+Oa?7F@&-K6N#ky*IYF$yO2hFI8SoF*ys
zVBt&VKz95v=E5r*YFffIg_G>~a0p5np`RDamObTelE|O;|4cLHw>{l#4X8#0n$QY>
zpLb^zYjN?s^|Z9^*yJe9a0aDpJM7+lj()q)+^|>qcC`MULbvXe0rA{?#K-l-tEWdU
zsa&tk;WEk4r`7%GPxNX!pF>Xd=i8esS`K>rE4j#*XI~v2K9v<0W(u8Cz)BI^*jPC$
zD;%6}Q6pteVgWMYj$zVlD1`&kv0=)%V%TDK{LlueKc}XfS0Di|Rro9~)L74!sQ(UL
zM@XD*e7ktgTyfgiS3&OkJcm;jaC$pVXY*w+k?H3;KFpSRLGQ(?ch^HrvF3Yk*A-n=
zdbH8Ok5OnBUn_reV%BhfAEbf*-5J4xgaQx_$eQWx%xp45d<_U8QG|ka6W<FbSASjK
zEIoUgcXUd~B{D%UwOVcFCvxSIJ|z}?I$_cts*onA)pluT=Ni-v_?g5mz+?zp2}>yc
zUZU4vjCkoyz~XV6dhcXD`V00aP+82;lST^B)$#XlRyMW%Yg3hVZ9mJZz-!~(qjeHo
z@`RYU*ku9N_6#Fx$w)G=<)7loywT+QnN_nkLGzQP2B+#V3pWyuCiG-<``-eisRGfa
ztw=}uOMi|!jtW;0h}V~XKXY5}{Ir)(zd86Wv)R|oOH=MDY3v+Y-V~7VBi2uz4lf+>
zZP0#i1%axZu9PNATSi6yoZY}Ohv&`7EEsZDfkoZd%<0paGoWhVZF?|fiB?|xLrDJ~
zvB~J&ptbCr=Yd!rf<5cd*cLjT+v8!%8cyrY0i!Bi+Xu^yI|mb~Xi_1YGvB2Z?ZQ{e
znJ@$9T6{Vbgu)jn5}_)fN-e7Cq%M$&?djIZF#+xZ*E?=XJ|@9p^YYdP_xpfgG!h}>
zEr3?*ZM~YPci8MTp{s6Rq5xxDs#qs~-G;*<qN_ptEpce`<!G+bL^7KAej{`pQ7i=Q
z&uRK1eZG{Wm9dR@Xj>g4GaeuL9^!#GW>WY>ctb*IKzK;B;U{S~ac4bI71`T}k|P7}
zhn<_zK?+`rvzSb=5IkI5G-SzY)?aW7sKGT7e!W;M#*zmYRN)VLM}@%{WbB{MGW-xO
zk*^?>b@r#fj!Leoa{}l3&ptuydFXXfRSEYHZ6y@D-Tb14=FkWtibLw`cQeM$LJN}b
z>|_`$_kU>53p#n+?k}?N+y=n_y7U5xb!!(>DK2Dx^voY$UN!9^)a%om!3>cil3*{S
z=^x3zw{~`J4j1bbPYw74fB$BmoK%Tx?2(WP40&<q(ZDya{o^Mgaev?<q_UueP^4qd
zm(Z03aHM3N<YMRN7NTV1qpk7ukTlbXCZ8Ad+}XN<_bA@$i3!-BM;bz!hV#~XsLilZ
zPL*~~JUSv5tg2$?;FxI2&&{KucL|S<j5;F5$KG2Vm>eEhS?I)d{UlnKbpuaEgo_sH
z;OuaDb&kkEX{0Z#fL6bsnEc|a%4DOfqN3vH7+q>+Q(QIY4xNHKkA4k=E@m2KDW#Af
z)zeMK%1Tz&(NRUkxGwOnelEG7zid6T!w=TFLS8n4!JTMUug33-H<oqfkBSst>GZ|n
z@~qPgK0r)FK^(XKTX?u4NbsACa8(LTqIj^KPKB+^!IP?%3LC>aHF{<8w3wLJ6chvm
zBqTUEWO#T)<27<_7Sc+>=3ojIS510k-MzL5Tv<lZS^t*MZtSI4kq%!%IcouA`d)c@
za0wj^=X=sEaY;!DslM)R_U@kbtMA>c;)m_EMYmDmv$P*wu(!vRKT)x>!+&;ug^7uZ
ziv9`%<ppi4kO8?J^T(T74SciS;0oXG&Mz5dS!_D`(KC%dMO6NFbw=Vy%jlhLa}xff
z^yMX>iPdj(wv`~jTYopjG<5SaQJU)y(sajNDC^m4Vq$D;Y&3Rw1bBYeo7>Cdt<B@@
z{ga)IBMW<LTccn(L`+7qF4=H`51nr-2nz^jB8r<r@_7o*FZ&$f1N{91L}Iu*to+rg
zIV+n2Yel_jj>tj*FLdbB6V%IFz~$on9EmcG{KT$|`D4`0S8fgboxI*Z7$w<S%AQ83
zl5qMz3LAp(xHs2cSS__jCe>lionK!fh$N2?KI20d+6_%K<%K~%eFiIi=HM;bsoDeU
z2<p$S&c3+1B2X}oe2l`l`C7|8lZbDo71kV}t?Ule$<RBrggrF3Ai!(PH5VC@pPxh!
zh#bs$Hq#w0ku6c9OOHn!;?73gjt~mMu`4Tk)73LSKQJ&p4j1u>RwEIA$BeF5GT0H}
zDatJ9x)VP_B|<rz=q<6-m#%&XC#OEQf-ke(3IT~4nEF$XjYS`PUzWh@@y;!pkkxW?
z&&+6OeQWqpC@b6dJL@KkA(+dgqX>>i3u6vWkJG`9f`BYpG8gH{56@5C7u5#gu%f!U
zU9tlE3;c4D5OYG5xrCxz1X{Rq0-6cZ)ZCot^4y|81#gkcbhkm|Nuq{lC6yYTFd{XA
zjW5QTk(rg1e}XSgF7A!LL&)zeRn|91NkBO(q^VClZ~A&`^=$~#DwcIDJ5?;<i`$ti
z(2o!TeX*#;dcWz&_El$HWl>6MvwsR!H?f0rd|wLVO|-&XpsIMKfs~Da3P+8?cPP$~
zo2{elK8}q*+m&oI{fTD>|JY>YBH2uzpqGic0&NEQWrr*weToWy9-d&Nzft$wM|K;@
z(q7y}OJr3A9iD^lLBS}w=o&8xmHCZwooyIX5VP^Kxw{HF9Mi~5@QB%~^;y}~L<wn2
z;_(^C=E9-~5(smNG|&So@g)`gj7WlvGLA)=0+sz!l^Cq5dsqX|tb^6N`rT!5`7H>7
z%fj#}W$B4k_?z)+2+-M5%vc*8>ae^?_7WvY*mWW*K3Wu7yqUnwX3tgw%5Y!lx+wFL
z>!?`}WhP|FS+l+4V1F{-ePueH7=uqg6^4}67aCi1Y0Cqh`Otzv#xNB|M@7a)Y{t3t
zAt9*m(SlY?^Hoij93zXdX`(It3Wg$cWFJGO%0fmBVI}{(`NWx;kaLg{W3(7!riNKs
znt82AX?6HlX<}`d4BqizhDut5orYrQ<LI{xmH$M(LiLQOq&^q%pSu=t0p{@k)eilC
zX@AYe%lhB!uUY?P`)e6HXH&;7_BKY&rf<xQY@AG4{=?py_b&$nmcPeall&{g-y^R5
z-2|J5kB{S@g;cNfhVDuF@&%++YL%i&l)@f#MXQa;D79}@Ae!4p_L$9Dhgv+^QsK+P
zDt!2dXyH^?ji=VQ3C;}Dbovu)&!a=p^Yc?f_GPV;oTszR9@AGpSD`+mm(aA+%MYvJ
z9ZDI(e(;FS${HFoV`F0z6BDzurxS#!0<I@>mDzcDd0}BF`{C+uBr+^;aBu_!1T-~g
zZ5M0ZJv<ERzjUmwg5SS?&&I~a$H!O5mX)22fPhf0*WkZ-UbsD&6ivc2vb40+-VVx>
zcu2zy4Q*^}EG#Sx2<X}w{yCZsroh8XNJ_drSr$liTSM#V={Y|?Ph!?zs5I#t`oUrJ
z?hKq`uj%(`q1INws55Z6$#u2GlZS_=uBb>>-egVD#pQZ1iRE;)t<C%K=6tj7@Zca0
z-`795y{k(uqeYlQSyz`)-P0oM;o%`PG!y|DL;eT5gs$$-YH3{7tE;QlhXckJm}l7H
z@*5@x2M4cnhkza#y|O&7R*8s+@VQ$Lsjuf%iSh@3p=MxU_{nX1u-wFBsa!)fG&FQ`
zym$+}cba&}m-zbircA%-;rdWY$HoyOtpk`j(S;m5W=<A^=D8|UxjMUL>2M_s5$9ci
z4mg_Un2^OsrHkJ`Ix6XRr|nN>Gl`*((<tfwi%RN`rItah>B%lG{)-`*EjNsx$q!^;
zW?rdx$WBbew}h)xD=94n#8Toqkt*G*tE-)z{?*C4<jl;><pwQOrGka=2?<;fnAb$7
z9ot(*#&Yf7d0AQh)hj9A>g-ofR$7|$o4)2CvK$r^6*V?B4Vv-E73noP7kb{F<n*vK
zz2O#cIl#4K!lI_4GG1%<%Sm_>PDo4)Okdm#rjd%Os;!NUbg^jd-eO(3S3b?vz{p5#
zO$}}7Yi+n-EId339eVZ`LtP^yQPn#AlfVcnDp)5LV)z_^b3TGdOoxv~<TE)owx|v!
zyX?o0AB!Ueot>SbP^h%EaGv|kkv8Ly-a?)Ia~}mHCb7kNpuhj^yLZ@^G}1P@y2~bu
zwYJ!?ZA0)$7N0+JdOuw8*sp}T7g^7i)ub6TNQC1LxNdW>vBeUj@OoVB#l>NtEAFkY
zj}x19qY<&wfWd}d4g>G&1>Oa7va!j?$i(*Zoxg2pY>d-LbsnFcO*$pkG&S7@h;pJ|
zaA$sge%K#4<VXJe39E+B?T0-*(!OQZ&TegmHJ!G0*;-jxNK;Q>pr9O#Wg=LT$p#I?
z(}z<e53ox`kt(aIcBP)o|CW+9taQILo3Q%+;j9u^)GBew@6TopA<8DKuL(oJ=d}z5
zZ9V{>`DNnIcUEAheUGcJ&&kgp1y;jA9PN)EKPF&hNB|+Dq8|DUhaUEHyQ=b32IRA_
zvWlC@?<V}<_Qk=WQjHeLKOmrx-?y-EALvBx?HTu4PdGthV&a_vbc-YV9Sh6o>gw}M
zsje}12^SYv1*DTW;kAW7z--V*aayS8>!S}u6SDa~tZ4r>>*?*4eUt-!j*pMeU67EF
zC|rqWrl)iB@~D{go82mbPBk|2=Q!M7n6kBTGB6Z6?T(1oyd$EMPd>Xj)@92TNe76}
zK>t*J7vnGfzsLl>N{<fA&df0D)}k4{pocs?xSTwGiCbS^2R~iK2mC*@y=72cT@*Hk
zdvGVXLkI+ScL^HYH4rp-aEFU)fDqi>CAdRycXtaGf<yP)b~^1h^R=Dnlph&>++6NC
zXYaM1^~k<KuvOSw^TMxB*L{7G&<7P|W}h@`Ufx^o?KvB=E{Q}!;wbBcXVG|U7ey8G
zuwj-~&sLfW@`;5dB_+M@_rA|^MZM*_0##)C4xf;0e51xphMb%nzsT%)AescM3aRFy
zAGU5s)9`%D>+N3TBEIjk#R85|QFTUfHO<kOc{6Spl5SETQOu+yYp@e_?%~UqfBij}
zh>nVqE!Hp<rTa`?kV6pAr6XoBOJk8*{Nu+DbF<l*BIUg3u3@W*OrOhbDFTA;!affd
znvGch-sv|_j*Kw#@ukf(eQ@}#EvLN5eZdfn_jUjU*(yZ(>AEMYJHt;1-Gr8=uJjAH
z{gSw1m1$mXE|u>J6CDz+R)wyVk{Gx^R!-XZes3~C4^b|BHiWx3e^|bJ`O<6M<=Ul(
z!qd6`iIVwULd63D-Q^`J;$}4*-L<OYh{1O6@-lHw`W*z5Ttq~~J_^!^z!Jl26&V}L
z!_B?FZV3t(rqy^F$6#+StckRzXUnA3yLXn%q;C-Y$~JvMq~-_d-~ad!8E4-wRmij(
zE(<D8bYWI^nq{lcqg%X}Y`oj$I^AB3WUL2PK(Gw56=Bk?tT*;Wnbjk{_KAP1L@8}<
zb3Ow5Z+KLEl?H0w*Upy*)U>K<dNG=vlaom8T&*fYjrg}Bh-ie>U-#rQE<j%p&nRmQ
zO^)mPMo5)mqSA;(szruxEpW&&U5cM>JyXc#hpRibwT8I4K2_Yl<-gjPolU{a%q$>4
zvb0B^<=wN{R~-I^DV_uZH~#M+%a30`AWvy)y}6}@FA8ozVnp`q^<qsyb!fNG2X*%f
z7wRH&RTVWgez()q&oBgU7`9KUI;B-izI+h?mEwchz$O7ID(W@HW{Wi0RJ)gZFbZfC
zyZfoUYELaqpsRr@Y}9B=)Dg}M=e>5dHxl0i4*1?$icrG*#kJ*1iaaV~D15e3Pnl;K
ze+ak?j;b2xo8wRX1PBKkjdpr}vYsDrV<RHsH!Uc5#Oh#}_ugoFfj{f_@>FLv(K9hS
zH}~x9GW?~{7oLvJ+Yo#c1m%|I^B8ff7E%BDy5Z^{G(q(tClte)T4x=;mW(XV@*XNT
ztnAA8%V4B;%2~qEidzKeGO=X+6C76KAfo^?1Q!2Vryn_gu3BfNke9r}IPNm52X_91
zL@3%8zK}6ZbEzMCk5adFxEYD8*G{5leX*^@$$Uj_WJ6nEa$3JzqX|}q4Mq{uPz7eF
zOl=U4?5BKo_#Rmq85x8kP0#anAz>M+bN>@F_O#*QVQXt^DlMr^IT%=2@R)@@PiDuE
z3cTFy#FD?LPkc)ssMNSn7m|5=`hjP8Jmtz#=v!G?iQdTsdHcmiXTqqB6}lTOuy><X
zf1RK_#EyxweCV^A3~W^-KHT5Ojn|j&-A4=l7}kFY`wFxw^~K(sfj{^8b9h{XdeO%V
zj-7$%>%V_->Dd{Xn8dgLDc`_qWnR@gtz-+zDGJtVXi_EOVXfsmm{`@0b{Pq+*c2yf
z3b1UJ&CJY%q^$k;+AK5QYuxzns9C+#e^k+8N<n<<L!2-hZvj(1S2S5-LV~z!sTxJ(
z)PC0*o!Rds#@toiJWdM|6?afR`1U>-Pb!ynES=WocZvAp;jQGqHN~lYI!|wm>qu73
zlSUSjgg%osf49OG{AM<YtPYfa;+io~nus#kebw<=0KNcR1v~EmhuHucD{B>iCyR@V
z0B&%iFl&~7-slhtnsE+`Q)_PhlJu>fae{bR+5@*dmyYS*ll?7a;WMM>1G#X|A1iDA
zw-qtrZiM%IV$m~*CHg}48Nv=5wRxy7EUZ}s?@%x(HU=y<I(%ju?AF^_reI6U%1kiO
zK8CtJ{yUQ{nz(y>RF53|_>=z=yTH4)p>G=jSKV5(19W$<$JRWn>A!SISt?vn@p0E$
zCtg^y9696fp94dJ>sj6+VvymA3r|`fbL0p~!=6JUTXEmN^YZdir{-H*T}>|y%;a?n
z?2eFlZ}6+{z;sLW@6C-<erszh=ItV`Y%8XKQ_=_|8iRl9jJNxvdNe6t{le^%O;7Mp
z-N6zW>>HF${m|!2b+5Hge0aJ#2p>smGBB?^KlP#Dv&QC`Vm#TF8^sEkU>?b-V+d^b
zP6(T6W&Zs66W)+@+8n_unGzY-(dLWx1iQAATx^^2IH^eH3J3d`+uxv_b*_s7WJOKw
zB&e;;^)%%m*z=R)Bdl2gQp`ovnoI=j#AeAUJ)Cudk5~C7BY}e%$8s`g!&Y6TRaI39
z32I^Jq-4V03>OI_zkg$@Y-J!BAFf;CBxxmWyzHE|)$BCz?(u%YOJ=0Dt9)|F4qfZW
zuU*07k43Y8x{s_cFVAErk0B-@5%GCQs&s)sjx1?84G@*lq6ibxllV>h!ZR}73Ts`C
z@ocd1nh{tR79UJxSvksYQ=Rv#XlsY-TR#OO|7JR^O-+aV?%SGgiha=~ARQcUqdL@q
zpUb40Vf9hhziK+2_*Pe4jhRc$E+p}HJy<$3Tg46j1~zE`@eOfOO3J_iw!DHu3EtPk
zg%e}(*{-WRnb_&}84Ma)+O5dq*dX*}(gSb4vy{Otl#ij}3tEmwV%_Cdry0afxZc!^
z1v7oi%jtivb}n9#<*=_wlHB_xZUf@t;%-hB=;`UNJ0Y{Pvt&Zw0P?&>N5CI)=zO-c
zv~=4Uc#}SOaByJM<}o!q96`K`7I)S4jhc%3Bn}4;x5FK#XZ<|vi8O-p(|n@E>Dk#)
z43nQ;KLiq=ztL5)jiV!8x$a+x_%J;=iD|>8t)%qkr%ZN!{_dZ(R#3M{*o>iQ$@`8a
z!qC@1MeS@`Y9-dxeRwp<<@|wd?ly`$zv4Ij-rU6e6Kh-=ht)J`qpIp~C4$1F!=}cE
z%W|8ohr4WQ@Dn_Veaagu2L}%ic8cd>waKi983KKSPO~Fr8%|)fv@k4ddh+u+$%PYz
zMo$bOY~x=CJ^-&n%a7q}U5?a#VdsN-dKUjk{XJmXiA_s5T0XY+4dtWXR<wkKL{Lyr
zNZEpqq=f}-`N@RHtA33seBk>}pFYV`EH5vIfAxF0KZuG#>o&UlmDKNjwT^f-F1+~?
z<E1ETiO0qM;&{H^{@>@f7)hB*vBVRgI4~not?_JnI)D2@d(^Xs-8^~dL335UOMhxl
z(07fr?x6(F8vdR;U@i){2cf|;SpVhv1t91|dgXo6n~J==AWQ-~8AZh?$DIvhkphQB
zT6IpMX3~Gmna?;pFHi6%=Lv;OU4Q=kfxG#LNcn_7tRuLuv?Oh=sN}Lr<%P(FH&^*n
zn8?;NaO2kJan0g3Yn#>Z{V(!9ZVb480Q<21ZtAKL%=sxCiE=gX@9z&<AgfWw>i9T1
zUn_v-xBt9ujzcu(dV8ta+0~Mu58ApAO3Pk7=THuvQhYiogYEq3OOyt3v8HaOoCLI*
zkF4D_o+sbP=gc*pb*&GebLVM}r`LJyy@GAVw)kkioctxk*Ij;wW90XU6d~Eu2XJG<
zxt*Pz0m6!lear7MG&kqE-4`KiL%doGP<*j!9=GkHzc!VCz>irq%UTB#@p?uI<}ib#
z&!tMpv8AyPg-+k=%7e=d9$OcuRQ`v$Zl7Q74%btL9v3WYfB(LFBwUGk%jfoVcQjK(
z{W&c5=IV;yc^^$<|NNXBA0K}m?rs4Lf$xnvz+!$wviQrDdDQrLwgl)%baZs&=eD^;
zMLgbj7hr0!TdIXmV@w>j9Y^j|qI|T2L`Ftp-ojRq;19FDlTis62(;ndP8^ZwVSjp(
zX!ma8er+ChEjg(_!U=mrKH18HCh;tBy1+2>R>0*jdkyaHyUh%F813Jag^Brj{P$P`
zjz`l4!NG9WthJOdCks{I1BGda>#b*k2^k^H3dZ#Bc$fozN)A*@;KCh`YPfxlkJBe5
z)A_qOHB+`g{_J+TU9;gQ;<OD07b$Zj98wYAr_Ju5cy<b!L$L8|v(0cQ>?IXUY;0^S
zEJ89&=gW1<w5p^Dk(->a_s8<{^8*86hFyLuBz`K>jMwad!pubGS<5TW;3!kbXF^=i
z&E3{!d{c(QrmBw&(*u48SPg0D=)^~c$;H~!5);+c)BugZ_#sh8jaNV*5xl|0A@Z4n
z^Y!O3Ec;{lR`FVOhCj!XEW~hKj_&!%tWe;Izx>RM_CMfc2@*P2hPyUi2<cf=_+D=h
zcC<wF+c=AF|4tb_4ANsu%B%?7ihpHchISL-{;h2wL5Qp)#ZY6K{!QQyrl;`7pkA+R
zCuF?YoUS)2OEZ|J+NKVi6y%$p`6)<oPHpY&Qk}!oYMSieq;E!^tIJ(nH$$9pvV4}~
zw^sMP6BDt-2&_A{i`8P~kL6Wnx5R=9R=3m?I3_;^!?fUvRxbtXrgCyBh%hiP)~DM?
z*<Ft{hG&t>%5*F&$`i2vWtbj+GJJ2#^M%=@AA*-Z_YswYqYm84>1i7&P{M!vCWr?(
zYSc&=IVU6}n1W$c_soUw>n@UYKm!#ZA_j^?Wak}STxeLTHG@xM5q1jzp!f9j%(s|l
zDlRT2WH(2$4nc*!Vtm0-z>|dl$_Kv*H9s*C$GWBg1!$Dgx^v<)pe<M$qF3Sto;J|h
z_Xb-^#aGDw@b`yWx4_WD1nZc+HnXK|dwW}4cbF<SCr8Y0pcux)^J*8lAw~t&0<ave
zJ@594{Do)7g;@ylwZPDqU%(J12vF~gvIuR3q0@hLwd6?fD_X;;i9!*eZ!pLNDOeO*
zs90E{mt!>1;}*lw;oo+=JbamEN+tv=41)bD-{a}7rn2(Ab+UZI{*tclpOVtjglE@w
zN#mJ9rF^NC?aRM^X)2^kvMVY`F)>ATf3c+Y_4VN!oNmV^Cnr1Vtufw->gc3_(bF1U
zo?r{#LG>a)$m?I6=FeGGHMNJcrVUwzUm;s3Cy$rdAHGJ!#Gt=ESL0svn6vL?3x3S<
zeSSdJ|DX*WS(klzIF%<?R@Oo!?9FSRQGaSd+?O>QBT|9s<@HF_FL_5-TvC$5o%*F=
z^aqdf;n<ok^v%u9hTp4@^<Es}zL@(-@VuCv-C5`x7RwPW>z&<Q4K+1!z@9*(?Szs0
zs@&gxZLP>)?R-*GWv?hNPbzwGM>hTP<wtzHn65~ls5bhmoGx;0WJ`;uqaz!jYbb<-
z*8XE%?kq@QVS~V29zXx74x5;m-*HoPI?#a#um<+4%{9rpjYS`SZm)SrL6d^Y1R$<#
z*+&R20fFD+S<|XgD=t!hQI;=cQ2u=po1pL0BIxz?{(9W<^73FiC(<JZdYc2P?i+ij
zl!rq1(9mI504z(px2}%P(asKs%c08jc9I0e-1WhPg84{=C14H*CMFzuf|2v37$(5V
zQ_K{+2UJ9D=hB;gKo0%c=oIn#XKTaQ>2|j4db${2kGn@i(^4I`GZ;H^mGQl{ww8p)
zel(q{Oz8)Avn8Ns<PzzGJT8o1p6>Ja=wB%mNjX2qwYGX$TGCld+=T&_DkCEUxVB>7
z@+GWTaD(A4l7LlBKn={*vE{3}c!1JS`2Jo>Lc%Sw{q*z{l&bfJZK<vDY=Q%`CF-C-
zjkYQ;g`g7XPO8<gBmq!d0a%g$fIybx@}1Awasyie;4=4X!oarM-Q5MZnMJ3zZ*(-u
z%MM&CvsNV<8rqYGRWI04%EI@-aihAZ`}_OhuaOXlw~x<dJ-E!|M^-bl9X{v%Q*iMV
z6xrF?qJedHm(kULX>7)!|JX%_fI&8@SJHJ3_^~48tWXT=V>Czm=Z70=O0b)wqu)3P
zKW_I&g83)M=?L(i>FLC`)c|CBU-lCKm3##dr+^50etyQnl$MbxDky08zQ-<v4~s1?
zN<e(lQB}P>o@16|SES>hp@Ey~=?+5NN-9+PF<+!i4%fSS?S423ZD`sZ2oDY|0rYH<
znK9(OmUU2J+tk-@hK7Jhx&4p8blz9IOF<yP&Z$@c*E%(IwAR{GP*9MZjQ7q8$hk%r
z{vv?y<1in>6x>82BVN;esGAVhtN$GT{X4-jlF1LYMQx7XC0yI5r=v#j7fko}_mgV?
znt`6Yd3cEAdV9L0Ze)~o+kJr1L%4_#Wxm?%^jR{_f?`uqR#x=k-4(n0`ue(Baukf9
zPY+W;c{v&j{99CA2v}3O1)>t0TU(dco!tUpC<dGRG@68GG8<59z1TE_^<5Q=zl;ig
zgH=dd@UA2wDQVXD-aeS$(FiQ42>=wrlYSlHkdS;aHum2oet|shgPti9MJT50dxe&Z
z6ewRLr=k)Efj}A?-OSBt&L1JaTmFiA`JBwNs1X+_ySZ^Ee5R3kQ|SgC1z7Y=n{wWN
z53v}dXNqcTzg}#1H*W&#$7P4#pH)6{QBV-GC@`X9VhXGBrl-}^U`77pqxCO-xt@4z
zL`6iXy38v?7`A@{1l;s2I(rD9hkb6>+|?%AjE(V{jo}E}ZsNempsubyt(K&Wfc{q2
zueA$2A$DHW9st8-WnP~E70M9A@g>$>(M(Dzq`h6pn(;UN5VZBjs>+Ir{}76Bt@$vv
zbx9U$xHwS;WtEPOPTP5FOG|u8uD7X`m6oC5M;R{gcwiCGx@6kg+Vb<fp(*OYblP56
zXlZInb^b_3M)u!zjHZ4Fvb2qGK_G&@N(Xr3h`|WTkzin8pm`r`v#Soj>wP7g=4_bZ
z?c-xzBO_%QE=2UVU6;L~Z>SqQ^*?=@1112cH{fY)`G^P$XS$C@z{rVp=Gl#B@bUUC
z)mm`c$!%|X5xmp(|8fU-fx$;%arJ&&Yis}6pcq4NkEHIeLDf)@xvpQVx5f$L*vuDe
zdI2~`7F7*Br{o0C+n`k(9~~ioVo2l#YrEMJ6*Ur}B{}!&d#9wNr1$#GqB4vC?xKwc
z^RC-Z?jzEbf-C&|c`>{0<#eeo--6Mh-fra|ApK#u0z=oQrmzM9xu2?0Ef#Rv0E!Aw
z4=~7ucYQ=?X!5(`q~J}bOVsK46+|qotZvUY$Oi$-IiaR5z;bnU^^S$bi56__eIF5e
zdZ1DVS99(~f>CCMQ4`D_fZzZO2j<4-+Vb+KbcQvGXi)#(a@pWoJN?E3U2=~DIv8~o
zK4>OdytK9(o`ras3xPh_{(?0)FFidSl4g$${c-1Z!>_0c9Smeg4Enroe^w(R@3$ja
ziKFB~Pr@OPU%t=$J(m5VV)3e~s!mQ$IW3{ez=U+M)q7b&EfXUvv(n>qwJV2U^`0gx
zs-(Kw5mY{iR78lBme%dv<<8%Qm!96mN&^8nk|B7Se8U=1;>gIUnHd~H#tOss^!jQ&
zY@jg|B-USjJzf0ZeIfFC9~)IZbqVT*kB<)*R|8<NFGR3oq~hBq;U<>He(;3M!Oun4
zex9OIO=dJ<Vqz)|ULG6_dyR*@VgH;9=DedL#=!RsE7>A&#YEZMmy)Jb7ekM?=hTmM
zEM7W@O!!Jz;NIucwNIB<^1yzXFYmqqbgar|JXp<1iK>&h;UZXSkV2$<$gJ~nwp9iN
z7~^|x6f=0S&QM>eH`+X}?+>zYQaWsR4i6c|bNgmpTmc^#@ar>KCD5@>0wge-=_Hht
zqH`ZJF=VeNGKH99-f!>hU=30^djmYedk~L1H8mw$h9%3EruZV$;dT4bgv6VTlhc;%
zPE#8^@nY4!H{Y6N<KyE^%*}&Okdcr!{b-hPNk~X~P~uF8M}-Iiz^j0KwW9%88Jq*b
z1Q=p+zOOVv(k0xKlwvhb2;_yzS?{lUcyR%Y0VCW%33#ZC<DN89K0eRj^E(QaX;y6e
z?E>&88);OS#`Ps7^%nyROG86Le+fFd@VosI8u*53g4aGlI=awS@sdF4G<J*MgOScC
zQeZX&^pF$N($ek;@OYUx4lr;xlxfJzqi~%YLX(%5m!qJd^r=e9%F2TK7FPt;XoNEv
z^7i?8>{FRull{@r5&7#a*cff7i%g#(<G|R)$D2XCVg|~CfL<ppE$z|aAw}XFRMZ_G
z5kWz3FpofL@;CwB;`g}79@6yymz*z`NLZ^uVBrMWnw>@ge5;jHA#1nRJMC)G8c0Jm
z8ZoEr?%v7s(-R;|r?P`XL*+HvO`$Qk?N@mb=+hs7Me4sz6_Ve-s;1NatpSN?XkvmK
zz}z5pR|1ag<aa~AORTX_`Viw+067_a{Hdh4IQuseSfzH={8{g+eV@NgizhShPh`FB
z4&(4AObid_%rB^EYSIZHHZlqd3CTsOuY>35;_B-2_fS<G2gMi<G@#j07qFVayA1CS
z)B@3Rd#z9`AYT-Q*R&4_NR)t&c<$K(5NV~!!QIJe3qAA$8yiJ~B*uRnQgK<Cf@V|&
zCfE^HR#qRp916yOwg7lxF<p%cBv22*#01pP`1v;D-y<VqV`Flt<#+*&p{FP$;$qQn
zRVD=~4D7Hz2ASSp?d8MILk^ef4#2IiGH69Ok55Zu6d+~zZ>_Ynw17^}#)j#1_4jDz
zzxS8|lr(~s$UJy4SbwoZ90S9{M=K7UfH4+v38=>!b^uV@*Vh+J&@6~@74w1DD)ipq
z5rHa>X(KHu*(I+G^qsqlt@F-T-^=a(L^>t$sHqA)9y>cb3k!>58@wSHl`tSxE|aE4
zhlGSAC(ljhNaV26Z~-hQN#(uw8xPp%0edJ~v85FB+B1-S3*MScz|9s=ISMK7oE#mi
z8yg4sSXfvd{~iUQ5qHO$js>U06c*AwMU|8=athckvVA66x3r((<>$}k^QY~qf4Duz
z;85{^f=9t+P|5Zec}46S%g6hlsQ>@z@BgnuD*sRF|Njpm6>!QM+y9{duSKfQe!@k(
z7{LzTgq4&edTZAwtF9tJYs9!8nV?#$)~lu{JIbyearq&^(k2aKdKOKFSzUdGGn#Xj
zEs?7?2U}GgRT2(5i=wf$$RHjI&GEebU{%0kqjQs^^ZxnIi|=iQ^Y@xZ!S}xHRND*m
zq{E{u?7bD*?+@OJ)N?o;PgX|1bv=1W3tclyAs_8{BG5>i?itPZoM`wuRndm?y>Tky
zXaRiJk>YqJpAX5=!16Zc-ST+k?Z5SLrJWw%%JlwB3GUtHH}6Lp@=Xkh`^V@CodQP^
z@K+QQoA1jNDQj4WICMW_dUZ0sZ`|88pK}jC3C~kA)$=9RRiNebXq8GwGhQdmR@A4T
zf9bE-H;;AKlt7mk$6mSm^aXD>{s40rswlI7elR&V0b1S?O9b*hGOoYTdrLv?-$SrJ
zS{$*Y%)d1`aRgo*aVdMBxNtN_;i%BJsUM{ghDasF(0^0V!0M9*Dx*I|C!wkM`+C*O
zQq$=<#C9~BXZh@!`<KV0nt!iA8G@4eu@g^vz(@&u>L|kz%g)H&Yl=woRV9XrUE8pa
z((Ac63N3DitiSx&^1XtZ5Zu=+X8AEpdS!cK4TVtDv;46cyhLd3Vf#mfeMX)iG#e>z
z7Z~Va^P3gYyqJ8U9Qp;NkJ%mOMG@|FEUntZVn%G+C-eG-LnT?v{o5Nt#-KyeM+;R<
zt`(Kc{pS$GY6ng1_Un8D_o4fjM=5@-vdqYYMw^n%tY7URUOp|U4XqyhlCIl>r@Tgs
zHuo=}GPf#KQh78jXEpx!EK$~?ZLZ9Z){4}fHuYp)q}^_Q=fAOfXg0RL_HlJzrenr-
zeD_@F&_}V3FV^onXRT=6J^$<DVSZWqSjzY2v1?9NS19$Cu?WI7bhWezyZP&WgAdHj
zV_q(aCM-=ldxg$(OXGGgVm$Z4A7<uu&c@K~oonrDyIkix=P#>BPQc4(oA`3l|9x@w
zj9n3|lWg)NZt@JwtT;f4*yk1rT6q}E!hRu3+N4e&yYF7L?5yJYp?vM`x}aCQ)RxsL
zY!W_YYuKw~`A+iM^tRN$<&v>tclr;EB|Vpq`rKY{tbdx)yp18fxTR42AIB&HcCVAC
zPmH*>5r*YcZLO85Em;E(n<S>@`;}GbKbQsW@~YO`#gaysPmY=WyL&AEmC$`H-NgB<
z5MEg1Sk9Z)a#Zr=Wt+vsGN_?#RVjh8PB)dq_8*<n*X(cEq1Yj!@QrF2^UU<;&WW6L
zjR$y%3Yl@V9Nbb)A3jHX9?=S!y_aU>GdO(Q{R3A_B38Xl^!#BcD!Q#?T#z7a^sR`7
z^g8YIl)8nW#&fN?V6c?sXqKB>wO~m5<xrHX*5%t2Y10HERITa|vPcC>TU<}A9f3QU
z$0%yw*DPhHRq@$3@>lxhjBURo+9c_?+ofFhXR>XnuA&){Sf%IkSE^`sBV`j~J`HB&
zs$bw<#r<8o)VCR+JHIKS<*+3D8Oy}YY9p%DSjb`dWpD{}$a#+rgJ2qN2kX30TP2Kq
z1tG1yl8^Q{euHeW>avXkBG6mLMR=Sdi*pB4pQb}9V5e7DSBc&~&b#P7^SK$E@dnon
z;NEE1qkn%^!aW>GQA(mAGLHFL_k=WJ`4WIWJd{OfqTvfy`1GRorx!9DI#Do|A`BTD
zM`~@u!ToVUG25%f$ju|j;;^3Qv2`KE5SC?II=_mLbAKSO)v#}fM52&_)UaRlLAZNo
zE<F!xs9N*v%c}<3HDwe>#_2>W;r_cmYzV1Nj7dj~24+1gI`7`2mPWdPdtU1IVotBZ
z+*J1x!N(59@uQzIs*o$ULfRhY1TOevbR?^Hn=lX}D!j_cXA5^8dwOQREhjEh37YLK
zsPF4CC-lXXN^w><!g(7lUqXc63;cL6h}i7gpxTx=Ut?slpOG7mK}8z65IQ1#rje@=
z?j)sLO16ypWloX9mtpy9foi7Mr^=RwGVd+Fo&lNQ^*KivwyUI`>EY;<q|dMZU{WlN
zAa0`QqtUvE(WJd>58^AQ-&b^Ff?u(YxChm7Po%lKMa(s1oimgd<mG&$l13M8Y@Hqm
zuVRzzWj87<h9Cb~^hi|-qB~D^-7^ok#u2ve$O_djWlL-y2wo51oS6ShR7y(Isi>h>
z89fjv=HS@JbA`&8c2jy1w99F}iC&5OYW!-FRwB!BH5)+c<aX<Lo=WSSGc|~QD*v5|
z=vt<f<kY@E%c;B6PG<ZnCJ;AEASI)jV1DZ6`vT^|7VKLaug4I{whjs>b$Ltsh+&Pj
zu&93XU-9le&31O;`sSZWHXaZ*QbkF3<v+~YZ4)e(I3FHbk2Kn@St+u_ey~{i&b*V?
z^UK9%VR~=}dTo?xXM3$w-BG)*`bv;|y}<bk`P!@Vli$nZJqd&5i|+rVvHzb>4E}#%
z>*M}EY<+yZ|KDwW-2dx2!v8n6z7L#STp#|gef`t`QCnm1)`v;kR4a;wA)Crgg^|13
zT?$L3JJghh`<;ktITl{N4pcv+T_!@BdWwd)V4>i)u(%jEo(`$?wa%f(xxn6H;fZhK
z@n7EQ_;?%N`MR^!pHUSJSmH^41kP;eH=jlS$6ud1B@`gX6leULn|j^akaYV0?Kcz1
z^8fnV4^i;NtwqJoxU}@P$kB|Y5xie!p_clwA>YJQ-5E<0Rmio97&ss{@7MXcMCqm=
zx#Q{@{8IO7vzX8#D^a<Mj7&+n|I{_8<uodx*%9o1wVE+7L2?U`uf$YN;H3K1HBh98
zWJ}%N#8HYm*cKJjq_frFHl%kdQ_dU8s6yl7$*5xC?n$UV)9Q^O48i$k7mHYzVN0qa
z<L>nh%D6BdV=GmEhM?pdQF<&Zv=zSka9U621CnmT=hgrqa9ljRRxRk4#TMrSd=}kJ
zI}hjQ1xKPY`M@L8&~0|9hO+xH0|pyJyAbTdg>00Vr5Wy0XzyIWtJp2qAI(?%2n`(o
zwAJX?7$D4j0MP|tDjXafppf$m3p+e6soGI429uI-+bC&hcEOB&dvUSY>DL(&(hq!N
zs<?-<VE&ShrYRuD>etU%!j`Oq$KPj#9P6zK>{-h>XXRpBFW~4qg-qJ&Q06>5he3q`
zPW15j7)+Vdb8~aRKE%#`1;$}p?jO|X=9ZSyQc^;`Pj`T6{@)QY;IsO^_(`j45c*&>
z2G8J|DJD1F6f)>RAo)K(UMvtq(nVDgp8VYq2kcWreLWbDJOJ(T*V5j;QoC7|{_EGT
zJ-xl>t1ZAq0oV|xZxY7U=#!09#knWFheMx{C%lZk@zrN>Ao7I~Sa)2X0zbb978d`>
zUD)po0fgDf(Geg5MkXfCferJfH!dBDzzv}JMNR<wbDop1&)lgx>7eRQCh!~x6;<i2
zU;3sHXo?{w$hqx{*59OSq2Vx#!Ek>0@85d{hPd}~OwjLHSy;}%tplp<pGmPz<lQ}&
zp|@AA=Q2}`rovJcxjWmEWFnu=;D6NVVDmha^ks_$0rR8IyOerQRh~={zYajC{%62i
zs^@mWeQWfy1*wP+=ei-i;vY)h2A@K%&jpL9p57ziERf9e$6&fK2?*RTHpPHxl%Iq*
z<<Cj_9j02)NePp#u^)nb8;>~w7<~W-q^3oe3*|)A!_fDIs{zX-`HhgiQR`9hb)faH
zvB742YJMmOvDn?e`G|HeupEFJmj|?!=go0)y_cS#e|}AE?J>Apb14azE2+QAWquOi
zUWwpxCFXuporQu-=P(F;(;o28OfXbZo&RgQqYB}dQq~vFFDAj|Dqr`~Y>WH;-Kf@F
zPEs<s-b?!l2?d3nn>!`(k;%d0W+9-CfgsY?N4hot0`eh^P*-Gd3f4WsB?C`p!fD6I
zIe(_tG^ns}AMoA4ppd^-lOS$weFV}~9{r=-zYu%-Wl|X)P>TG}^TO`LnQ|*AzFoyj
zy}HM^eA5>E40b^18<Nevg0-xh0N_pm!8k1H8A$Hvk#E!^e<1z?%63cX3v=N9bOQgQ
zL@0FfSK#NfzBTayE*uiYB%$=oTe;Fya@?OBbF~Z^|71=&Ei44U^M1{j-$F!2Mh3#?
zt}ugo5(x{7b^@g$gOGO<s-=GE8Ve`I=O(+Al<(i^&psy70d5tYOb|rn^j72MUAQ&g
zow4@G5~|^rLrBl=I;0pF7&7=><@KHWHu!xX&v@ABW>U!x=;c4@+ft^X4SweKjr3RX
z{CgN*-zwXP`SxvjUY^9CSjx4LT#O#f(tMR!DHAPBSyEty>i!w;b}&Q*Jgqs~Lk8&v
z@#CZnFksDBeEpI8O}1$yB&4#^UQI2bzE#RCJ~`O}gkJv4;X<x(#(MhHXB}{9L!U^j
zjc1EhfeC8*52lWciAhdc8c~Z`qIGE>ip3|>qglo`M{X_EgdCQN^74@SR`I8y;bCMH
zlwY3Lg?V{9z*P!n=1ZVbsDiu=@c+b;i=e1l0#|292z-k}o%I<OZFmTBZrHQWg@-)&
zK>dExrIIo-K_uV4eFKlUDxGTq5GR29SIiQA-W^T^gd}GD#nY2FkU`aw#QNievw|b?
z4HlCg{+M4HgONQVA|m0C)p`s3XQ1FU>{4pL1Pk%1YiQ6+Hi4uZu_Zi<_+7@wz}fr9
z75$+3PCq}vAnaqVlCG5%ufA}sIqt@kHhn(67EoSMN-se0X@4|LVrqv?&$=i0ihwIj
zbr$wpxdZ3Vu`4C0!o|Ts8S!>Hyw!HECZLqG+1bvOCa0v#|4wE$(ANj_gZuvIe*!2X
zVi?HZp%b!YThCM>ESs3a{oMB_AOZB3)WH*Z;X%Tk2J6&cL6}9?#N6xvgyDap_Q1yg
zLX<2yhKVSk3asZ1e$R=t97|`>u7-NLzu1y!IQP3bo&)a+oT*)2dYj+j$B2QiljcO_
zmwFPt5Zeflju==xun+Y^I9z_+VM5g6Y9gcv4gX_e{>F_$y(IB`(9_Ym2Okxv8m_)<
zJUj$jYOQW(sS_W6aGwD)1B}lj(3ytSU?lt21H)u#w6@@-+6%0&6Or_g<zRp%{q^a-
zu3AW)2p%4uZ3u9zmz*FJ1mqL?fvXcZxPv4{qrfOYTi-uCplHAp!)Ns;Rhtc>i=Axl
z?n=7EfAA}V3S=gfN`dX0@#^XNK9*fvS!=FW-_T&x;mvrsRty2OoRQzNE4WOvfhaMk
zX+ZmvGeOB2gC7S6ax${_40gYN|2D<}<q;0sH#>k{h=b$W4*sG&8*#l$@f)z{Bw7Cq
z3=I7K{X6EE80DzxB9Oa~fAeT~0kR$U=bfF*#LH}gQ2)EakJ(1&s!6m`H;L`=H*Bf7
z%zA&n|M)?o>fQkBgD4QnTaYr{6%9PxKu`k)7D?Kgnwq$D6B83kO3HWm%;^X(;cOzb
zwD8iWz#>#_5H5qHM<K$=`9g{#<qkMb$!2NFKoBFKRCji1&lZ$f!!%R-+ct4tA5+0C
z76UiM_;-T-h)+K4r<$P4VVomRVmA<`fpZ`3K~1o9et!PbLV`a{HZZa%;=U0_c0@pc
z+YR^>;K>Lg35C#RFos)L?^#(7Sa$m&aH5p_MS31X?1|q|Zc7%9=j7xBrZ~R7JkM9O
zlpv}fQVOi=w`M~khCIHJc5_3f^NY{>mRq*r?dkYs4}Tyx1FQHfh2bV^5C8=_(4?e4
zfwxjqJ`)jCKg3VHdc<T_)iCx2;RyW1b0fpU0XP0c(9RSArc9zyXtE)Ma8<!xceq5C
z*@qN|$8%-5_2{DIV;W#j_KGJ}yPjx5@W~zz{rSV)<l^gROjKuGzuodl4d2wH`iB*`
z#j4P6`gk<8fYz`uHz#F_hlvT*d69+)qyqOpt2Nctn{TWGu&AXk28ycj?kJj}HT_|`
zySt$Uk#ez~xHdD5p%W4lO>B5w@S)AI8QY9HeXA96IWd8l{$W`PB}2r|msVf^BO5uw
zN+Wk+xoC!HbN#QO+K$Ca>IF=PXwr%YsPu+qxrK#p02A?R4N3&0{`kRhOP<PUjeUyz
z0)K|0etvL(D1@xJ`SU`)dCpNH8xuzF35rS#jpiDP8_{pH0Qxp~GMVxs5FR!7a8({^
z15+&?CT9-*O#!m;wrmBydJ;i}G2)O~syh89qomFTbVEt;UBCCoRJNQ1<r4VG+zX?&
z%OjAm;N#Sz(3ljMq`wfOAd?Lg5pU=*&GyzN@n$8&Q-e0OF?RE|_ScPxiBYTpT^Z|F
z0Ge?vopPokiY;(dMrC4#_zzs~JMp+Xh^ZPyzw@K!b^ntw$%APixBQU}nDHs;%5y5y
zuqmv4@AnAMmGXgCNpkQIcM*TGD>k&VQzRTq8a5cYD1ZkO8deBaStis4{Vi`7uGiC@
zQ_ji|>LP=haU?zqMO-j591Vf#35HG=03T9IDto}EuBZz1|MtmkM7j`0E6_JQAUUcg
z%$QR_^v&&TT-8hz81?TXe13oS$5Y|m{A3M(LGVOsUf0lI@!RF=SL|QWXexAdOp>^b
zP>SfIJi$P-eR(*k66YcEfh*`vvUG4@by2NGP^9AACP1S6%X<jz6IhL8BpDt+Zajub
z)XglG+qJeS6vtUDlC6%5apCSkWohXNdbjvOH1u&7oX$n&opeql%<HA&oP$Fogowj3
z?m~=L(DN#Is#v^C7{M6HLtK7lVSyemC<K~^LThug3p)1`u>G1iK7D~-odLRes^>2F
z7t)bW%gl^gnSzT{LMNGv3%e+-pfK`q?vw)^;s}IN)j#VUK1S$TOTS#p7^I-9@kY~K
z;1+<aBH`{&qQcl#!%>W_5wMvKO%#<H?&)jNY?E%kPp%@vqW99umywy7$zbLKwLD#t
zI2tpnIS`ITE!)iW_M({m0YA3d@tQTc+H#CojY4rgo?2$p=-6CJ$sbSLJ&H^y9T$jJ
zt-w<msVxK|MEiflJi@h!?Kg9!B9B{ULPEiDIt<Z(X}3s{27#TvS_4AD9)@TZy+(f)
zr09@r6sSC4lo({rluCMEO*6Vnz{Ds|F}w+cJC%`})pPM|paLEusp_JH@B!0>T6$<G
z!fx@QJ4OwM^X<i|l#C3uB7O`D)Z$lQhNROxTdbk}8#U=F;Pvkv_4LEPGv<^cYG4B{
z992#W1f?n5><185%+-=}KLvzif8T7{@HLY@2C$6ci<Aj!238L~Y!GWvv*HhKrRL-p
z1_)6<JOIPA-^`GWw@&IdLV^y}ZQE?8W@m9nLW99Q0|U~zZA49t(@)zHCU;N2ehiRF
zsn!D0j$-dZg&sZlLStQi%hB)AizeEprlyh(@1O<g(o$1&Ha}pkIZ<T5$;k!)q-#2y
z!|!=T!%<gfGsmPIs=FAtiPS_)is+fB0nN@RTHJ$a3ABPX#%F-`o+j9+u&wghr5t!;
z<qPxk!~0Xd9)8FuQ7@XeI!8qTAZ6;u{r&X;u+SyKYzc!FBFQ=f5;r9@ik#m%>5@@1
z{SmTffZ7F28lY4;xx3#2@!X)pn`oQn!w0O6phcpKH{2+h-*3^oT-RHii-6xO<u~wU
zWG~7y$8y^(2lpUr^*3~um6d%Fa``pc#e%26@p{|&8V_^13(1rVp-|Ae-7w=c&cJes
z^DRO7D@=9|92kcuC%xrcp5LpWJOqrppfpAY2N9XRk8*E6d+hz3fZ4pFFq>4TAR8{F
zssf=B$#NgC4-S>r!S{WQr9c0jQNA<0U`x&HkW4d9I&4x+8FU4>fvNJW(|)64Oxq(>
z9m~1y_5OgIu9a*Vs*{SYlyfoAC_)HGcKFwGchCkK2?#TzCcUAQ!tfj6ApyPOGQgLT
zLG<3zpY?2^ikugLC{zn*GtvT=9ag}LWA2++f;P(N!SGF*pDYoWKjgE^`k|(rcL~j{
ztjbDC;!T~x{9d2kb0Wq42Tngiy)$ehj44d`ELIdG0wk=_=0Px20r3oYJzhaG0+tD2
z6ze8Z%HWNEBKWuq2AM<CE1hci3?~<tT|W{(7@*7W3TQJC2FTw8gkTv!*Djro{jm6}
zf~27s^}~N@Wrc%wrxN8SeGp-^XD;w0LY0NAm*Aepjl$KId<5l&lCpH|9(vsb7+Uk|
zf%~MlqU&uu_T(Bs(ICtqWu9MNuKySvIIO0nwb9~CFN{jkpFep4vkz~JD>Q+!oNe>3
z<eli>#WaE{qs{@?aoi5mew1ckF;uZIxAXO%O_)@C9*^*yxg)lAb`h|F!Nu*dsU};%
zXW5<4W{I-bH~pW34483&lH?8Y^g@6!7-kN}v?cIP0STX~Dptj}t4a-55yb?l0#iS+
zAf{@47KmV%<VIO(q6!jtOs7?8|8iku=zARmsly3{<N#R2o&`*U-z%))kyGvxp^g)K
zAVj%IPX?XGp!<_*Un(o%NH&y%A#OKdCw9UE>UjGN1u`M(7kquJsD(cKBno~#%qb3L
z9dkq=-<xi5w$|6X09QoYMs7vLn`qqwL;$ldo~|m*0pfiIkT!g}7)~1&AXQ1BYC@1h
z+AA^z3nbV^ss_YA`UWFLDelqk0&?D%W(-w{p<#*Cr7@tatGG<Wcxf{Ze21ri;I0j8
z!kcqcNf&&kMzDh#*YKh@@$N#Q8%)jyYAzUmB`Gz|2pI6$+hBJR)6#~m`oqg%kcX#X
zz1dh;-i!uJ8DmqzSi@are@tKtg?GRg!U{A7d;Vq^&bQiP1iyx}f(guUn?X!I27@uA
zgR$hDPCL>Ja5BWe@FCh36y7lHOMr=X@foB*lef`f1W&>8<l*}#m0e=)9p`NWwCG({
zV+SDJ%gG^sYdOBcS%k=smf(9}tVbw+BEiJN{k}(l;>{l#78a(6Y*38qM9ZNCY+i-{
zl3deWTq7G87=ZH&1h3|F@p5T~^PwmvYhYAx&12~#AGmaA;tqgK#BuV1agr%ckp`Z*
z+Olhsva!_7?AK^U0&SxcGwII8-aNO8KAzvxr3?s8(M+C+=K|X`V1)3Bk)L3n#ZBJ`
zQd3JuZ5q&OplWDnU``><l-8D_b{T~acmO;O8p7oZz=l1zNE$U@KT*bH0-ucthd{Mp
z93~hCfFx@!^m0-KZ5HS^myk)Es5$9p?GK6Q9LZX8fR{53(XIS9`pz2q&m-`0!ElOV
z#^F92fBOv6e!9KQZZ-Z^G7nHhRT^(nc^Ouw@?^ltWYkf#9ofgJEFW&n5iycF-Omjn
zWFm6P$^^xxyR!4;<?n{;TiGG<zX{00RoSo7d>GbfQ=SDA)km|`VKCrHxsw<~4T=Sj
z*JuS}FR1&DdR6ki4<nxwyw?|%2_jT++PwjxR8VTD75yViIFF_J=wD<Nh4O}nzhbz$
zx-N+XP5k?+8|x{IQ=aFC&d^}uR7nR+!=(bB#my|3I8c_=k~nXc#TI*3&Q($=V2PT;
z51@T%>$sEGmGh}zke*ez#E9uedV03Ov{maz+<)e`eye-P<Nax<(hub)`1*~oYJ<F`
z2+s@*_$-hIY^KB$+yo?D{#ZQg<m~LO)i~$QTG4_I3@ZtU$<lq{xkD2vlh<KG6vVPu
z-YKO}P%vIMiNv<XyeIz0B{{lMg&*KV&ZP;5u1#!wl;+HkVm4vA66$;kBOhgFO7JII
zex%&DoJ1KqSIXLX7nK6<_%yOFDtGu5HLFR0i9?S~E_MiJtvl-5B}OeT(zMheJkp&F
zCM+FDl)dl+EC~#H_K)Q{b(l8)n~|q@%0GO2Ef=y042C^E)+`>02JAEZ;uZl_OG^u3
zW_*afiyjT%GOF6TI>TxvU|)&xW=lVn{daMx>=yDrzl@3FTs^WNKXp&uPS4y1q7wlo
z65IMWeYj-zb!L1#<>V$`F7{n5m`UCWdwT#EEHFW;bb`Yvu&6wE*x9kGlU?(&n@3ka
z7*2J0WvWA*ITspvrJVjf_)P1Pl-72gPv;Sb;d^Q^$dW!)(+X70Ix3rENRU&1ua9KR
zsJ=bL?g;Y*6)3!7GmPH+Qs6C|NLjTBwwP335BQUu92_M4E}wy=)I&WP33Oh}+nd8F
z3BYFb^}+EE{{C$PD!};o_~sl~%B<i+0lxs4jg8vBCDU+cGl<Q&oJi{Mc}=uv1WP5l
z_b-Q}2n0L7rRHm-%o?<d)MUSMZGOq6+iS3zAhW*6{dUotlA!i)e@9LTt-a_^bRDwE
zN^orzecjBxLRi2-2;|@Ob(zmaMpSx_9c5{SRBeyHzXwtYx5GNxJz`b2fV<pOuMBV(
zVVVImYp+)fn1KNrjl&c#_=hVGQwt00ok$Zi#dm(AJ2&eWO#7wE2)Ve2RuRrB#g59f
zAbJodQlZQbrjxG`ivCagvDvZ6G`n|}QG^8C!GUq3I@}=h-gV9oRzY7s^@o<mI5=z=
z`DC<`PkU$)-!P3j0p;`W%m&o(H_4w|u{%Lj4gj0=YLlSW*8i9UEax1Ct(31|GBYqV
z?C`wazxXWf-RAa0l)>Ssvl)jcHt&bmMTB)!JIQ6>RN1uDy%<OwYCMFLALXyyD2Vd=
zPba72&{eiw?Ddx8mfKk#FMd;PE6GEYKF&jKCG>CLE&}z7QWX7;coR9YKTxvdx;t#c
z<Z5H`2Ou+e*x3Ae0_Z^^`{iOQNIURz@G;2l_Gy8U7h<SOTb*#_RQ14$tnE(!r~<E-
z@^k#qde^L(o{6XPTRfe5qs4T-+*3YN2<?8XKFPF$Q`a%cImQ&#o2rvPyJ*_PyibFh
z7c?E*UeGL9?cynMEO3`7nHOmcAs7i2Xn;Vv2EMRn8oALQLDMu@<c8pMz0Pr_w05D|
zTXB&Y9M-hzp{Jf7hN#|F=i$G9m#tU+S#D5RetRGI-@MDw9s}k0XI!>^WcIm#i#NuH
zkfhP&War651fh%t{f=I|8u?o-eXQu(Gl*?=_&lm@uS}NccJ+;=@+Iar(PFhuKI;z{
zo+o6Rp9<U@@P=J{4NsBykby^F-Dq1C&oWvFT?-{Fb09DBU5|H=ndE-FR>37|n~AeX
zcAV_o^e2}|JO0C(FI}b-X9JXGcr`HWNaY&U4?|kXOF~0KX)JNZpI;CzYxj@i&XiG%
zwY%^a@ssa;>)a*h`|#IEH49>Zqx_PO)_wCU|1#G)|FP(#6(PPLF(Qnxa&^o=p3`m$
z;XKVedMFE$bMU>Oxss=jj+pOo>w**`@_kMKdFE@f&+EteDxUSV=2XwiS&~>YBAHX+
zW`XmpUZpBEO*L!_<?3|IL`^nRSJ|wP4uy|a%`{(E)p#S7J5)F?42^MqYN<s34uR)p
zXHVdk>3|Yr$ZFcV%4=%Jzq77DUU@D@nt&gT6e`o-c&}>FaXz1jEyATt(U|1-@b_L~
zyolh)vty#p?{V*jsA*Q{RYAX#%0AvVYAT80`4VeJIyjbunER_}YK-n-xNpv~O|y9Y
z9Jb7@`_V#T?gGj)h_stJNO|&k1?lDH=1eds%;Q(J8B9RvY$Meq;e6g5sk>rvwwV;b
z+UG~2lk$slUd>E*N_<63gGV<ctG_h-6VLlzFC%YpKt_ElbCh&vgjTR(@DRW0I2VsF
zTA7Fyg}S%)&-yo?ZQ0}T=u1m!RRkQJZ^SvhUST%3Z%CHNSB;~IMyE+fr%8H<i=Z2W
zl?lhaYUt3E({r8mtVBnoqltN}zXE|nj+2I|!FV=3ZoTj&y-ecr@P_^Jq?2>g$??V%
ziYmYyYXnKR$=>Jn#m6^2?dq3DkF;i1i0{aF$964k0<53;*LMc}L+%lFwrRmfFe~Et
z4QEXaw0?}N_kWKpbQ>4iwFZACa#uh;Wa59YGcS(O9l9{g>3s~gDG7}}9V9M$VI`uo
zdGS)3ESJPKY@|_~f3S-BX60%BHE*&=Y8JVw%XaO?q+RLhlhQNSXpp{rXSsD36Ub03
z@#*7J(9<7mZFMV?L@JDYU+QNfdN^F6=aX_WqdFiQ7jGh9k``95HKQ3z0U#masAkIa
zlav4Lm)l;slN6aTQVa<!gqfT%R|b<jgxbHey@MFf;<3cxsyKS4bk^`uB&G9^)|N@&
z{G(mSSgh~SQ{Gtje&A;KW5&`n4*Z)@uS4i}8-@F+R?^C58}TXSLhDj8IDBEId;>Bw
z$<f}Le1qQ=Qdz2p%?+y4eq&tXgm%05lj%3HYf^hZvHfa=-;r+6nw1<2NA7jSTUPxm
zuIo#ON`vCjTl%HG02Q1>BFs#lk|g5&$?;X{B~sZ^bYdmMH?y8vcWKcbv=lij>b--5
z#C{3{gXO`GgiQGM8tqhcUw=+z*sn(WTaITiRyJ&j2e}_O5_N+^7w+_5dn}#ZvJ_Og
z|IHZU{Myw1_0ruZW(ghFp{(74-C?)t#8JDnb9cVd|8ZLvO0F7yoWZ9wrbSH)GX7N3
z)VG#Sp&rBn2eUV7)%MD1Wo6#vDeNfP40;yMaDfH3vWt1$5^%Ul*v+jpKti$N2=%55
zZS+dMPSlCAQ9XEa=2CzxnmZyBQ9xUpH;Z~D(K$q&BhvGe+-YP_gA6vBn>6uh%&Pl`
zij;b_%N~&TZ#Y}4_3T>AnSx=`epyNolv;74a4!lu7jRF}_Z1KUK3_GUUa<3(!q(YT
zVPkWkSlLCU)^lCyYRIWUhY^Ve7Cvihrx?*(YzwGv0`9hys?CSf#_@@UCB=L(fmi2b
zRAp`;9Di?*w#hA&e6`chh?{4ei;b<=4f|{&E<?ER1uQzhw#1XSgDq)&<G9xvKcJew
z-Pr8VDd}?BxTv@KP2<{u+oaV)!=n5%VC;yd47jl6DjM)kjLb2C(l%$GfRn72-6V`F
zHu+m2ZTv%qQ1>Y{*6EP#(YwLB$MepW=~l>3vSl8-(vPX;i`YDJCzpraC`v6OO!sdi
z65vo!Q9-7rKrxcoKl^2?H|*2NQ_kjfVEdF0{sR%&{yv$2q~pKPYP;S=O4G$KW#izG
z5Z59^?lXkqeC4V5IJ<}+`S-DvzvLAvQ5_u}<HQB5K?aucAr4q#B$bK^99$F*xi;LF
z*Ll4(`FMUL^*5p(oO<he&(J@bnLPhQ2fnUO-)EIiBkODGg~zfC?;vUUM*?oe-}L^-
zLo+j%J=jvP0=|jPPI?vrBz<f+&M;mRa%{G%nrOdPDI?2iI2tD_tq@dwK6L)){^1-;
zL*TztQliOYOUF+Nq1Lcz)2flCG>4i^zM-sMON@<<<~N`uyp>?B^XDl2C)?_^u45Ak
zQ}2t?;H&S*kYcGo<JD+jI^ij-aB3=|;F}*J=IP1DmuT-Y$nBKKWdcXD71fn86wzDc
zzC}jz0n8C{yUz0w0E}JP=hOWF=Vq1bUSH&U-|VeEo!w-%tiBy_<Tm`C;agyN%wx@Q
z6763`AO*Mdv)o|>-x2>ZkrrFB*PK$&=nmH1Y6pxV-;?J~7@z|{z&oj=3lU@yv|U-d
zqi(b4>@7=Ju8e$N-nc`vj-_yQn!nK{E525D6fI{fazJ`RKtNEcnium`$(MwWL5E$8
zb1{Ka>Pri@J1K-FC1)-I5U{m5Wl<6zKmO?nK}}{ddMfd*v5QK`sk)4xmH4n)jZ`)7
zw~tYWL}ZKavC(8`r3UP}dmw5euX+$xQlOkDs}0AKB&g$Mz*<S|UtIZGLPbuV<*-*R
z=y6;+5?TI{hLQMAu_>a-Dw%IuPKCRJmj6UsrL*DPW-=Ve?5xb(lRZ8#7bwl8NNP(i
ziWfqXfLhjMAg2_!#L`@ryX-x?)7hcM{g1Scv1g#Oj}Nkg+rLDvQQDN;%8Bq=T6bTN
zwX}`hyLzh6A2ePr^L>|5H(oqUYA0;V^ixaE(LFd;V43^5MP2G=s~bpy;46&XOMd-Y
zTUuILuR{Ta+4?EL%`kw^N9lP^3(oF&hdMt}o#sFk)4j$09NxFm{W!H?Z1nw-$2;qd
z{`!dm)40fRl_5y~@J3VE?>(OIft7(b7SVG^GbGsjmMVvb0XcbyA;;+5RYnHCBo6)F
zD83b$m5vr*pD%GH5Oc4`!E$qRoBre1Jqc2P@;NTQPqu4POsZ-23D}uy`uE&OZ9TD5
z9)sc?Itv1tdQsUSyt%Q4aY?aac6txdq{KWrW$#PTV420GF%XET=spjOPAhR{rZ>(~
z^qQ&`?p?Y6(7M#eci^cU)wW2e{rrzP2-!Z!OM<lF^BiOX*S!WRfP={Qsj(V_sn<1e
zlas3WaW~A!@)a^9c-@5x?PSx|Q)H|ApY2IA!+$)sN6anEIt=$W{V(jj1ymi)y7#$p
zC%6SCSP1U!?oM!bm!N@!1PJZ~_n-knaCZw3Ah^4`L$Im5=iGbG-1VKA`^~y{)~s1)
zvx?nKH??<lS5;R%&;R*VNG@+?@qs6_)9n*3kh(_@y|H~6;0eq9s^kX-PXbFaCIPbG
zW&eO~Xt28Bqjj8v!|Rokb6Wf+wrlZ&D#!HmKHlxt)}KvoKUet-{d;TfFJhZ4QS^Rr
z#yTzCgGn7$absZn*qG{^AT#P*wGE8mz<i8dK<l9c5sSHZ%onSxN{*jD1Hw48LrPMA
z8{L&g<!K^^4QliBGK^eLddlz-bYy&X4>grGcl%h&`X@}GNXj*mDC3uk;zKIq2`7a!
zs~Nnc5=pE*8_HJhjEz&nT@ErE@wON7_Pdu>`n-h(w)OfAPc28MeOon*X|A4nMOpbl
zz;P%1bYBI=^qO~KV8THEti(};3Z)2#xaCR3_QtI`uCiij>r+o5Tft%EeqFcGJmm|@
zhN#OkXTgO-Vzjrk_R&HFYDWYeLKr`UFnS-?sre5V3*(5m7>nV6U6=&79%`$$HLO_O
z<I|``<a6ZA_WbrSbI1G2{(;~~C1KCNK{V%;3Du7B!NQg@?l(8(l6k$6)EU)~V>f`s
z0h)G8{7oRh0lNME_I6_syjELV3v5+A&zVNspMg0caNs`oDb%%<MOirkHZ8CDO_Ed5
zaY~7?QSE_#e2Ta;=zu;u=9__ww$lxguQ5}5-!hbu2WWKBW79Xam!ox`yY4M9h)yGK
zY;HypaUyf3KXqNps#jC>JquzDP0mMZIW-wca=p0hQP-D;u1)8oWKr(-*mN%%zH)TG
z4!wRwY6ys&jrH|Fh0lK742(3wk2iUrKWppi>K^LNu82lOMgrvxkK6Cs30Cv|7`Z$&
zFa}^CUdKC#G_=I`-Fw{6RrU+w^&j&l+Uj`t3~S#wVzA-G5^+d8z$y^;`{Aoquy2Xc
zlOD>9J(ukE)Zq-5f~WI=`JwyyEgXVpVwTHldI&2oO$2LkXVOYmoyV7v8C+{+FQM4D
zIOt1G5J<VD1+YJWv_?x!jl?(h4*fgu@d^5Ag%veIm*yvAXzOTQ$U>gQoqV@G2>xb>
zazDh}vig&wat1s^6Y-Zzm`*0EQ00elys&A%!+Ay@r`|HBs=u)&V^j}i#f*G0S-A<k
zmVsIoG#lI7fJWgCbUoiFHm<}%+Lb!n5Iy~Pp-8j-#5F*h;Nalg@M;vjG2cu~J%|QV
za#lXM5t5H?v)?zb{UQ@PJ`6#(K*N#hwt4L1O%|zE(I{pfd<&$+{qUz~F)dRD^Ukxb
zAbZ<=hyn0&%x`R%dws00c)v~3GQ#hjk(r5JCj??ZxAI{Ybm-#KxShf*NRgv#Kmeke
z#g8@uF8kz9RtAZQRotZOKS>l8pYP)gyop$ef<L}wBy6F8#^HMqdB;A62q0Me?kko!
z>94=Xxb5aA7k6ql6y`cy7rAfv_W*uY@^O%h*U8Fz00~J+nFZ#f6(JBbuncrnLIUq@
zJ|blCxa0zp@CF^n9#AF#)5g$(@_jQfXF54KjXjfImjs5s>2iZFy;!98z{XEm+jHu}
z_pvflbK<dGt<d`DW~pQJyDWb$?)EK@KE4+v4Lf^0&%>}ft;|Qp&q}>y_pfWPJ$opt
z8b*Qk0!XtyDs_I2kAKep=2bt{Xz2TU@i%V{gMD#Xvu@{%obG=4svLN!^(z*KZOnvx
z9u|lh?HaYZOEDMiGhBf)o>XOhdnuYVz!O?Oi{*K;EySURQMvYfl}&e?E!aMW2WZ)V
zy%HEuDLQ+eFT8x01uUXDl%p;yQoy#VS7SQ~f;A-gfbAR0F-`H2g1-tL=(#F53~4bk
zrTs>AFgcuU-fdR!njho$$<)4glT#MYigXMOJQ{hoZN0B`<Zsl%Pv6XM-*@U9Ppr4F
zxOf`5Q5iJe;Ct<u!C!+V5+l+MLWh%kOp&~&VY`8U$3k=;OQgNokA5S{WY;OY&=Kj_
zZf#`oCu{IJj%Za6y(E%7FAa;{I~07TY`I|~Zb0#f<ZpCUo5@Kea+eQ$Fq}MY`xdlu
zK#^3uEi3gNLSbN2VY6!r0Lq;X{185S=go4G<Yx9>rmv{6vFbR!<z}v67^HP1Yu~XA
z1q`uL@WRX$`n@Dk*inp#je=1w+YwCZEBXQ*i6Yz4RU`FpTisv!Eh|~*Zg#dgTf4?Z
zsc32jRlL87k!y84T%p1HL6GfrTiK=QvORkTM!jABs7vloU7`5IeV@QBH)|ZZtZjKQ
zQ)vN<XfWVjHaQWR&S14?JSh8{@`A@ReGu7iV~>y}|D<{_E$_{$u+yE{x^1*Y0e^uq
zE2)r%yyR=y9C7Tq642P)cC7nBIABVis)j~7yA}H5<;AZ0j9#(Rf+&Q9TG4U>Vhzx*
zUk{?c01HCNtCNiH481@0^HTa4JkH5A)dNPhJ+ka|a8)8eaImC>B|53f)~eR<DDjOr
z-N%3q&G!`3BGK^;w9(ysGXit<TQ|A4TI#(cnq(Z+ea{T$Ys;qssh~}zwuSufcUD$Z
zYzk>8eXNF4;V>B_7`i`oc8aC&U57!DvI58th3-YWaMSYl_9c{u;A8~x)0afQnW~~O
z*B11kbE$uO+&*q%@|TmD459e*yiIUBBG~>#Uk=6Vd9XP4VWiH<)qo@5vYyqaq{Y`m
z&3dx>%sU%cs6bc|aQbj_a7YXQR{@Xv4h9D!yH8SV?E8?<5>lF#ez&fxx)e;X2nd4{
zyXDR8EgrxvUM*?QwSBfeq`EJLkOqg&ilSf7%y$%YQWycU3$vXlGB~$vZ7So@R&w)p
zP2x#aAEh|fC&_yKfkG<0niF%e+F`0%4I78g1F&V10Z|adhbaLy6(A6H_w-m;T59pv
zBj>PzIJ2{k<JLPRY3aV18G<Y@4H})EuKV^45eW&ik;1eCjF<K@;Go~>5KttYQMWN&
zh5kSZyGuS-&5tw!VY9l`_DIw&>xH<)Bc<tsh4LefU-)JgZftI&&7{$GroPZCbIj@}
zJ>LDy5RImmPa+oZIsu`0fIqPH^bKNdfD?FwGxZ2;sOH8`ZgBbjC3z9dsWcE1dwctC
z{=i{jAT8=gLf5lYP~x!-Sh63(B2nzQI!xZHv7bcFH3c>{5Eu=#lDZliILGfpcT7KJ
z0hk10Tr={-ixus!I`5%@|7LLHcFa^lNeR8=aC=+(&VLtB#1iokV4+F50TIwY>LoTm
zK$C=e?))n7F!Hhgm<^7Dh_&T9Co<lM;OVM&6f5ux$fUi=$pm=en!6{Q1nIVdn7pYu
zz%73A+L;dkAb=?7ran4)1bAR5oWL;smX|3<seR%0?ryo!1Lch`hzzvO1_Z(UOCW2r
zB|7M=tFxa~vqi-q{=_ukvUG{Mq<GKgafJGQZ*>*wR&`fjHD&|YP63${L{@I3bGlaJ
zVcc+nQTzC>UnTxyKyNgll+RKKlxFY_{S3b=0kiZ|1o=h@)51E!H>Yf-Plr1@JOGt>
z^8=WdfHY6Du?x^iotCxYCsLD>>D1Fa&O^boW9o^AHh=J&Nf$=D*y&oUCN9N>#ETQ!
z`n6``z*O`DnDCOt6b#Zm;62^>Y->iTvhy^@f2~vUBpjuuWj<)3rY1L$J52vMRz4>@
z!Jf$?v0ArRqZD)bhs8a|cQeX|*lw|%t*MuIaouxjX!K(V1Js{wtNRNseUF;!s+1A>
z8vN2n5VHEn9(nq1^_PyP?>xNQjE<-0+uKDtC(w7wGc!pA6nuR67R-QC5HYhKZdGPo
z9EA3viqj2%ss|jq(QP=W46q6mi}J!O`&fAI3u6b;(Ol<r0f@ky_97CY5$;M-p%ZBc
zwz!o3W8XR)EUd_RduZyJ>M4r~xyn0$FrXY`N(coif|iyCpsE03B35MMgYH5Z0Bjc%
z!<p~m$oujos9(2sz>tWLge0hhqSjK5BIhL@PrNBKaWZP06pA7i4vvPt{wwd_P&gI+
zG!lprH8q^o2$XOU-$APrA);<3l7Qn2$+&$|gKEQPWFfK2l<NmgO^T2Am5!_Gd;L)D
zR}iJxxa?6h4GDR96j-b=IVmYAW8-X~qy%@k8=!&V;lT6-Fz`CQIQIeX@Q<Wkh$`Xn
z{E$A7O{~nYW9d_Iy;qEt)97!g+~GgfmJ*Rza;$_XDk|E#P5>5LcREV@_IV;~D4FZj
zN>G#k-UR)XIn5}XE|y{XS|aLPJS;y}81e@4OK8mT1a=Q+fvF0kXi>(seM<7cDr9f$
zbG^727;zfqBYn_Ikako?SK)Fn2j^2JqVhceuSfT@lwWPsV;mBaon?e9A|Ngnv^uK1
z=K+F(g20um963uX5HvM1qAZKSE9aHp>4mWvuWo0>O%OqV2_iYe(kY}x-WR#u!-gXQ
zvj<}37hSawdJ4En(12qzG88k&jzC0iRFu?)o{o;p1Cqqp;v$JKuiwo#dkV-9-yOr)
z7-BVdr}#xG<t1t(yeW+LyIPw&{C+H<&#SPMaUKBhpGs<t>b?VnMg4=nZ*Ej77RJZL
zxpIN{LUnFFrvWf8X!Pzf7p<+W0W?m$n5`9y76!2fAYf#|!b?l{L47nbGE!H^?xeh7
zoS6RTlaoYVT2c}?EXHzqb81$6gc$t*Vo*^parJb*n<M2OfIg_#%JKy)7mDLcUigG;
zAh)%!fV21xY)GpipYjHnSenV#>{dqxO0s~${$tg3{CkFP>>Z()fNcQaB{`P3M)Qhd
z{*U*s_4N-nH-o%V1lTWtYyU(4K=P+hAV&n!-alAi5WWw<lp^u%b+q{J*CoJG0a?P#
zw`E{}UHtqD??(bcLO6K%PWF$U9U6}?xb8l{sR=qtjS!Y_Lr~F7Kb#=^J^_8n&6O~e
zpU@Lft8`B2&!Dfh?CkD>ipNAj@m}GnQ#$dU=M2CY?$bL+O@s-e5$mE!_<^Pw_)VL3
zmr6M^fBsau!5xK+dQA{Ru(9I-G7Tt^<ag{kI>oAsDr%iq#d1n8M@~+h?d@OjM^l?J
z0tW(6j)Z;sB$9o)+J%66wL8j-Xl_hnYzNvO=5BIIO2;R}EKwt)ClF!`Mtf`uEJ=xp
zhl@?0`_@xZQymu@Ik~yDv1G+}K4PSGSZ3`SClC@4=;-Q-d4cKU%Ekh~OaT1_P(7(U
zVo=ChPL8UxkO7NU;Fk}R{eWo_9UX#IRa+Y@P4U%NM5o3UxA6c>8h}3PY=_%A6hL?u
zR6Ac419xLtAUiXUHA2Y};1>cF2LJ(3czbzyDJTp*JqG!?u5}{;E~^B?O#lxJ<@cNy
zbeO1`wcxglj;iS79vwNtNnc~!fR(o5zN(^olQYZ#;UaJuKIgI*sV~XPqZ-jj1jZ2X
zarPg>!%<+7j$l)6twx*tZ_lVH9f_VhIOYO80wJMnk^#727}i~PlH1_28#TRQ1QJkk
za!7elX(>Y|h7Ln%KnE?DhTcrg&p$td-;a-t{loA9KwJGVKC_WmUZhD0hA9p0<^Vty
zX4KJ9=gdeh128HrEiG@K0+r$6;ZF`f4*DHHIf<ST@|cSo7zhF*`>vw~v5I>>C0a;z
z`=LbtfIGs=R1m4`D5a!}aR3~mEQ=mP5G#AGO=Tr+#5V;MsjPQ|q@-6TC&rD~mhc#f
zyw>j|K!aL27)t<e&beas&a2SlEgiOCz9Hky9n}^n=m@0R3fD-!q0!M<p~ddw(yFSM
z+eb<=US2#cii>k|x+*H8Q&UpM7PzQ&1cIai0RfF?Ism)@EUaSU;$YGe&fx3g^D}|t
zC(`?-K}J&5*($5(p)|W9&?|!JpRc!f?AjA7sPwlZRmK>}mevOFz9E`30O6k%H9tR(
zay`@0A*!h8aL>3QocZoG7#+%7Y!HKCkj~G;b}*j;k6!@4F+Iwys2JJ$H5(U`oLuxx
z$%GbQ?anklJ2*LQpWk9-eoTvr5iwh)&wPCJ2QaJMBg`r2c+hV#y6rDEd#g7KVM0mC
zo#oOUybu)3(44%(?FE&MmS4_Z4uelpN(xi~IS=Xk07*%>mc>G2aI3c_%rgKWsHVn4
zS2uM?lWg_N&CN~!8_({Ei#J(oCX=dc<H$pfwzee#lcE4SNU;#f1S3Eioy3zN3XgyQ
z2*)-DICy~D_X`vxC7Od0+^kRbREc;54*<o|$QMNqGB5JYup|UpQb5*@D|`#6L)at$
zhndGl0aPu8rPIlOiu~h;++%?;g`=aRE9p5OAD^5VH84!0*uIS*{INOsdDj->%Gkz6
z_7WR_H-W}6Eh~$8GMEH0O{PV~8?bW#hC4MFU4!o1E=Mhr{0WGSVP<B2`LYpwG0-?Y
z+}#skC%5xo8h{`WJbZlVX)22Bm>fE6l$5ujY9}1P#v)Os`Ys2}Q+p2A<X$+^VgMLl
zEa-@ON&CI=z*7T^XWVO$P-ZL5LWZPaxH&lo2r-aAywot5<;KUypR$mUkVFvsP$Hci
z2Hf9(N5%u_-@reC0pr>2J)jc-_wfAO+#dxV-o$cd44BR#ARvSjZ&L&Vj_c5nLhKnn
zfQVcO;jXCw${~>G0k?Li)7PRRYX=9(?wpmkqkybfZv#{+;4lC;qIv=wi;hlmTiX*D
zGkXbuaOJ^mCEU-z<qd8#audYRPE0Hi3=)A&c^M!HS}*;d9s$cM`vqc4aSAF>pG|Z+
zR>LqfI4%O{FF&eb{~I;6Kk9b?wFEsn&~UBlP$qX)$tEL)J$-}<ieCmQx0#tw;R%U}
z9pMc0^c@xy&#bW*dPYV@Ku^UT#9s%H#MY>~G{}~Kq0W^59l1H^;J|)WEju%F>Eo}!
zXF*a{Ae?F<R}T{tGc5hO_mdXD--8Ax4918+bF}VltSl%Xut1COhpztoX%|>H930S)
z^Z_xLw?zg#52J{g`1K+`-OtR=g9-Q@khzTFc2aB9w|2s~Ndk|_%ggPZVvrZDa%S_}
zJ1z!>@S4I{R|RZ>*PZs*)_^#rZ_;xIdPN}niGB(NEdE}aS2wRRFSe2~=m^((frTdK
zH4Tr4gf1ALH=tn>i>-L!;NktbY~^2_U(!%hZ&nyn{u~~Tob6jT#&y2M!p1HRMR2z7
zhlUahMsoYcyY=c5V$p8kH-7W!^ZtHB?euhU0Yt6=v3Bs(+qV2gAF^?Bd*2p#?rn8l
zf`Gu7oSF)Heb*pjUY>t=>GVHA;X@%u|F45H{|b-%-=Hr1Uk7LY4^S7_czC$~&(WEO
z8QvN=(nRggona+lao{+;-s3YB5okx&6&0<hbI_E}61WI@wqyxutv8gGyR5(e-8{XL
zXwXGd9xLvG3ED(Nu2&8vDKRA!thr@!?A#HdRHMtzQORy*#oNJSGExUJ;k2W@l8V-n
z+#<fcB5_NhfVba-s$nprLU;V1TO&~hC+2o4XH(033l%|B46G&3xg?qMD?_V>hf=?+
zzGV%$uDx?i%{h3AQs-cdic6cAIbh+35p;%U#gcz=?G>1hZmO9cx#)%EC!mgHIi?kx
zBfsLhKJl|$_o1Uz^-C~ekq+0Hmr7@MeE!UmI(Sz~w)%V#Z=|duGVQDp;)A3nT>e9#
zwZvI9s6f*}RJMGI<(tjQ<}|If-^|w(cuU1J41sKEJ#M|6b@)Ur8%tk8|6_L%J1ptD
zy@6MU6TIeE!DdL@RmdElg35XBu6ow>wxaj<bnhy;niQL~FLDBEvTkEMf*V|QOYaMh
zc|L3Y#+#JeOvC^D>?hfd<Kqo_^wJ>@h?z^DsEm4r#ugB<Ia7<g6r-l!#GZC0eHX&T
z=@uodb^N`DxA~phkf4)y^Sr{s8|icp+|&d`3Q|s`H5~1S<6_}yo|Wo&;w7Pg7R}I2
z2a&fP9^5}|et$kaXi@b!^m%wA+%e4+ht0dt`deY%`)VRc_Rv9i1EH0l`V)<1bus1U
zWuR4?zOW&hy?rq8<e9z_F)Kyyolvw>p?obDIuoe_-<y3xg8MtdRl8ch`FX6<qYw!^
zn)`$&ju@fWT~&T}0!wdCZc-BT2uIw)2QPvdpENLixeenPgSf?4Ety}Qa86NJ7$N(|
z+I4VUlxQrWdWw0P9#-gy_;d+!+kI4y{vZ`ub7!k|iW#@$>{pA`8+Y(|O)x&rtvyy@
z;T-WRH{X#Q&7%w3x0~4{^R=9j_dOL}v7yS$xI%Sb^Y5^|=U??QH0N(4&1x^xq!+fB
z;TpzrM(&kWH~U-U@R*El+U@X{KZf<sTUILFEPPkvNjr#Qe&??-O8EWE`PXx67mcJw
z2lwHdYL*Y@*)3=ZhRZw{6}6igG=5qPs{SsO0Wf20k?T2cd7FP%X34nlH^YbH^1S-x
z$L8*>^Wpo<<68FvTaG5Lz~ZFQhWy?MRW$?3aFFw9<yZr(sCY_$G-?@jphFZ>T#)9g
z&5oBw=_fIV6xJqGL98a31all_KXNh%Ngc^PK998XL)RsuFj#9=N}l5gc;_$3a8C7M
z@ua1=ca#D-{~=u@ZHr;Y5<|>4^t-seT29MuqscR@bLQ+C!dlEvrKZ_sgqc`4uO9q^
zYAr`cI=Gi1j1C(b;`%P0D>tp7_nGxu9iyTW*a5vbb&JRj_G_q?bLqaw)s>;0<z8FO
zgs@X^RqiP;hkC<MUy0r^x=Z7QYkbYtubLlioy0MjH1LsI7_`S!XX(})&vux#Z)drl
zfpQq!!jZC+{5(EdYfoz2oSWk{;LH|}Prl?Q`~KwitMn|v=@zD3u_Iwow~V7;en{=+
zH?`(lBx`M^`JOadktSE(m;MPoxL}`kP0xKg+n^!c=Ea;o6e}ecJtupiFv0mgqmah=
z1fN^!IaC@qzC-!9v-|WLf0Uq<zR)Ku`h)!dg?o(h)GpI^v$VSDe9(*ZeHLY2ZWcAK
zMxjr)2E(!~W{X&V<IxJ@2xVP*O-eU=i(pkVrYS_EpC=)JVx;%=Ydh;e90qB`nt3GA
zG}P9~7^vzr@v0p;_n>&TO02DyZGZLDZ4yk0+-bRCIK}9Hay?_fHw{%^ivFk!R>ff9
z&(W05iB!~g?_m$%9)#ry=ul+XyTH+%?ceW6UQ5UjBmImL=`vhAk}y_T53QGeR*%Fu
zd=mBo&H=8PQyk|#&m<Ru?sJMoL@YOIb5}{#NL^19M8un!<?+n*sRnK%VJY7eWV6lC
zhXGGF>$A+|PfwO#<uA{jY2&ZQ8%Y<^u?4+-9lq1EmxSP*qC+lJr*<$>t&Q?thg(?-
zW%1VNzs96W-FHAUMLW*hY~E7DiL36XEGMMeN@n61@ARUsk&d(n0YxPe)gPAiagi8*
zlim*HIpT+0A#x<nErxKtji#>FYEieYQ=w9}>Ds~wtHZS_|BX;>qj=Obt}Op`Wn4^^
zjK0ioAcxF-@^y8jzxtt1_4>Zfad9%HwUlds86B?nm~ED&(H7%WAzi7p->=kMeX`u1
z>RHl@-x$X*Rp`1&U1*I{GfdBdR1?%u8+)JV9g2$71mpbM5wsKFiNX#J#l45=>*7Zn
zU(t+;jjPZ+WWp!rFb4%k)V3lX-bJMic?}Nl1U{E6lj1#u%VQN<G22mKF^Gs%Oa97H
zH@G8AnfrwVm(7o&j-L@be=10AA_n<|EuM&zg#gR*ou-2mX7?`?l853c4&BM>WeF_A
zhcxjlY$edcxpd0{)duE6V-LR8P8Y!`Cxrvv346VM7IM%%q2rrAuos_H#WVM%@(HaF
zXEQN`c|#U+#Z*qIhBS&yh^qA@XOF}zbl909e?V}Ad;H$?;^mnCHX+l9h+2`HYHA-2
zb!|m^`>-N#aZ!geNlt{j0xxecoz(t`wl=Tgv5EM?6!F1rNiXi^0x^c8qKlF4hfp)B
zpa~5riO$D3nc(rdo2k7zgSMy?JwJLe&y)nrERF>E`XkAe*ZWD)aN}s74b&4PxIYzH
zvdRd@E2R62Z|S<-$V+K*Yk%-pQ1%(e?v;bkFAb9F$qR(C%T{{661(dO_%PI1;bn<?
zddx$Q(&b21-M2Q-FkjwG?Mp6O6_#PO+t5g0Gc8|<6|+52Px-pXt?+yK7W*;0m~x@a
z%J2%$ic|4f(5zEcQ#S3Aw9NBaMM{_8Ei<mgq8LemMwmOk{TMFW{0Td$h6^LF*RD<v
zN{$D^X6DRivh{X_)W-@dFE$vz|KMXc2#D1sHt5Ox75LGR4fS@)G~$8^KY+Z2N36|s
zyLKgfaDvv2RJZ|7UB7n1=251s=OU@XLDzKbC9>Gfa-t$}j*hPhlv=X|374kmLLf%>
zeslVodry#a$s1AqfH-aaT8oi`%@MSrW2TV$#bpb8>75uj#h<z<PLYqjXRE)$l`)b5
zsE$dNtwTxPknL*o(kHETAtcV+@l{#3d{|?o{PuY(OPWpPb&@$}Ff6_HcXwp|LH3lU
zqm38q=?pJrr3B@?$3Of$t>$OI7F()8%1_}!^dzm;wP{FXR_1#^nJOtI$sd@y*C0B@
zSW5ljLUz?!(iN9XD_6Oez6jllQ7zP&*mS2MJLHiiYuuW^OsdV&vK6x#^=l)g7pq*Z
zoAP5}`uNkC|IgsVHfmPpN-tFz>DFC$<l!3QEtzp?=h0sTs_d<GRi-s5qe>&6<C5`B
zQHMCg-Ciy44i0@J)K`yL>co|KDgT{=2WE7b{o+bK6HYRB_+D{)L666E|BDr@x?(Hi
zkAdc^uHGPQVVg&f)XhO`Zjvr`DLIF7sULnS`*qLxY1i5aZ*%#OCvKz1nMjwL?4_~;
z<keFsCEvOrEl)<Da>D5IU1ii;%WLSLwQR!?DGeE@tEPJ}@IEToPb}ev7ewyw&;NLM
z*c@T(xy4#O^r06pDmKfbDdPi6sNnHUN$eCseem_LU+V6eoK@{TDXVIzF4}{_42V1a
zfmbyaaT`iqz{!g*zJIz>dvB{WC95Q%#2rV3nOHWp&w$Mj{=T-meK?2|NK-!=U14P0
zzZ07r&JAHnIZudZJc5I<${l-gZ&9$49H`>$r)k<acQ%rSYs2Dkc!GW%u@&oD0n5xw
z+IzMsWoM0PzZcLo0rSg8)E8s)F;MsJ1;Jcy6yIa?4H>iI6!Jfr4Y2-a2AhhBl?Ahk
ziK~U9J2~553#6%8xH);anpwCB2rx@}xl60NgO$?2wzN7YIp<$zNUQUZ|FxK!kPx$!
zlcPI0D8)_A{`d9O*vS9zVAQ}d9c5En3$s6mWgWoB@N%(}|4Dy4sN(8mrf%V`$E+eD
z#jIiB<^H#m#Qyds{<k+-19Fg$qJ_DQiI|g@9{5)la&9&ja!w8w19HHQ0c*WEy1Ri~
z|Mu0TU7dh+Sb+I22+dzR%<9Y<t|pFd&VNd1=FKdw&MaZ^#>UJ-O<D}(tYKp622N3T
zcl9uH|Jzk?Bj@D&Gas>VH2-Vb^tZhKZ3gwvSC8Xl`%jRW8VyCKaS@Cby|aMibw|mm
zDze(?euCKi;;<svFieE*j!-Toa+k39f*);GTujueA0V2<0;I>S8Q#Z-{bOlwnvylg
z884jRPXtjhRLFBRkkw^y#q2S3@!_+WvXMUQ*b<AkAi*GAQW0Q>@(GEKFm<ko6SPxn
z23h;*amH+q4X^kh610@25+&RDko7gwWeXqhk;%y_Xu^9Hc(mnT<>5qNCKJ$EWx}#T
zkX$I$imhoeQ-WPLQzj9<Uy0zYzC;z;{?wbT5JGpD9YZ5c&s_Y4$<MaRadwLYR+=t;
z42p8RezZY4ZfHoj2cK>^xWmHx>)At|#I3w0WsnwzmDp>U7(@7KRZ30iAEZ+)Ng*xk
z>gsXW1{Ec97NNnbL_a+=p7!#fZIlHPxNwU^?Mzylgar@2nz@lyF@DBz^!~xcoVSyC
zjV0BgBJ&Dc-^zaEi{*aP;o`?@9JkIs`p^AS44v{_FEiaO3iPXP?E-wRf8@26V15pZ
zylXB@$yBL}JTJcM9eMqhP38A%m@gt3=<%{<CT1*CVeC=~ZU~t=n!X0*t4R*4{+0UB
zvT47j=bl%G2#<4(6fmA}PuMsgsP9DyEPH=8*gtlBhRt1ZUv_|J$JV?#^$mZ8?oege
z=+mdC=xg1$T3Tp4hkb-0MiR{GueM%NTjL{km5y9%sIz1p!^q$NNkjb84F0WB{ogW^
zxH$fODMWUz|N2shf3K_(;u?Qn=<pxcMg&#fg8A<&AM&ztaQ)*P{AuQC1%e?bB`XDi
zf`Wn=gCEG#DnwV(%f=D{{5Fu65C{Yj0tW*HfdgAmAj!eN{Pq548={Kwx9vYWs+bU1
z@CG)~yHv6MWBbo}5UAj62&6LlX&xdDL4=1#fQLf_RxTtYL}XMPG*lE6R6;E5XE-E8
zWTYfS#Khz;m}to<Ur`Yg({a<kVqpdAgOkzn3i7ZCFtKy6{mBFh;7(9cPzlh`2-qly
zDcJtEUr+52OhhPa=yxzsln`i4C>Ttrr)~%t_@;2+O8mJPe}6$i!@$D9BOoFnqkt1?
zFd)!SFfh=tFmS+$2hM&AjzeHE;jk!JMd7hkO%NzuaM<3*<{(muRd(R2jh(z;H+2m}
zLdL@<AS9xup{1jL$-&9R&BMzlE+Hu;Eh8(ZuA!-=t@B#f%-q7#%G$=(&E4aTr<b?S
zhmS$QA)i9S;^Gq$lRhV>q~_-3e<>&|DlYk6Rb5kCSKrXs+11_C+t)wv<Jb7a<ka-c
z?A+?w`o`wg_Rj9!>Dl?k<<<4g?e9P3f`Y*OtyuqFvj0>rOi(UpSXdZXgg@nig7yRn
z1``&Jf)yT1R29L*1)GxXJtB@+Y))kd5*54J39hN@7&6`qj#cW@KSleiWdF5-1^z!O
z*}oU;Kgu-+K?M~P8WRQ+A`H2G45Q12{#W|fHTYK@_*WhHR~`5-)`6EYIZ2k?s!dsv
zgxQEYr49u~<b$t&=1uh47Q+%_evsw3!X2NHqsvY1{Que|t>q9#H`*V^tre-H?;3i7
zcm#CcX=D<dT(pu;_%$cgMWb<i_;x|M)s$h?&AjS6??9z6P8G+FVJ@QN7QZ`js?U?I
zkjHE$Y3Tc#_|lH!mVTddDRIStN>S6>>`s4iPW5bi*2mwwJdS5Q2wIYeGU~lHbUopH
zK*?MJJ`q{M$hCOV^VW2Y<&%{C<qIa+Tj3k+5Iuy*lG_sg`?2kxk>2~XHyKm5U$#D*
z6jA6k$ykiMF_a#?#O)90w5kXgZJ^zFf~>0Qd!1|7L=V-EHs{km&vGWbm$X7{!pHYI
z-cxX%R3AToUUtuCP$m>h(Z79gM!dbVynZ{KH3C~Z-pnpF_9Fx}f<?5#rz&}2R+OJ<
z{FUtn%s3Ti&{`WxPq{APs-)gcU;iR^^ikH1T@^y=PwXq5=(hXe9n(3#nr9@r={sZn
z{d<}Ts|gVpHZ>R01vr|+v>BG&0pr~PzcDH*nl)WYZIUnsSDzryL`xPpn#_apb*>7K
z7UPc~_tr4$x(qu3QQvm*I<D09=SAV`&kExz-#4TBt;9}BpZBQTkmb(X7!pnS85HGy
zy815lGw)O0^Yn--T9`*D5z=RpzJ+}m$S7spGN+1x^g-_er6RrPy4)T5oSNAJni(o@
zge`15Pf~jsO1-{Bsq@K@h%TT;AaX#RP2ygB?s|g2aDVWBvH!*~(=m%PIq9bq;SVP=
z`jJy+@f*^MOsHU*o3`~YtQ4AwGO*4<W+G(VszzFRH_OtKkK{%-M0XM)3=LGVSN-v;
z+!z`~eT0|0`dJ}<3^uC)(bsr*vF|N7KP-r2ZX4TMcpo70T=hWwo*<IG(_!}v4r^J_
zQ$7}*@6Bs%1a{h(HVpc#`-<Czx~HBX;g7VtM(8!APS0LjBfUT(s(zGzB~L{9UK_!s
zPhh<U;x{bmbJg<ohQC`F$B)5xwa7f`%|zMM@dL3maa)T57kkE{Tc3cBR^1^Xj>{9I
zlXJ7TIIG6Wx;J1_1tDn6NWoU6=Lv$k6-BAIJadvUFXh9?+|?F__sBUdT-mlt5;gLp
zhV6FQ8q3N?HL?kzqU_HnzI}d5yB66N?4fsz7LDHHYB)`1b0?zUWOQ^O$i8pHs{$p7
z^FN<N2zhX{ri1KTm)G>@!j2?k_@hmR6}EElX-Cy;>1%xogR4Ep++`g4AI{OvvaX_?
zx(ZkIv%-(#6;FR=cvB|nm}<RjQD!s@ool}C@l?^dxmIXw7>OsA8+o6}wphA(cH3B=
z@>91qWy54+Q?ssYobB=ng4MA`A}x1j9LG#4p0Po^QE{VPs{Q#UOMl#>Oj?%D+i6jz
z<D7Kqi_3kaPtdF0mmI~^qy`ta(HLcj40_Jx(reuJ;q*@sBl`Q)#=Q-Hs(}9QS(hhS
z1Epz9PY|Dw;;830mFx$Pl(TxT_1dS@<B4rQ1{1HCHZd}&C~7MNUU8Ve7NyWRW084G
z?6hsA9Xo2Kob#h@o!scn+N<nm$P9onF#6E8p+5cuS#)|poHpe9NF_f<=h|xLbDO4J
zh>LFVoIl;FTaiF_4|7kYoT_0>;f=F!(W6v->Xi|ZE=n7UL4@BJT%vNpGvNZeUc2cZ
zrH%C-Z>K^W(H-4ucJzM<Z*ZD{?~nNe*%51PKYbJW)h^YY#d_`{mE&}<Wh;^!UmvrM
zkfdKY$j?gBM_Tpb3DP}oXLr(Votm*{>ob%~#~6zIeOPGowsSk`_V>zV8Kc6DRl5<|
z0f#U~5}#iziYy+rv4txN?=6dz(wdU*-SohO3c}<lbBJHSN#~u+$*!3hj?@%f0+*?~
z%GkqtrjVhV{uAWm(A08O;wh;)yQH1(-q#3{CkTdUMY?tNv#+iAUQ5hGHy%VQg;y<c
zpUR~P?JryoX0{jJG9ZAS=st;zG+<it2{Ib#H!TTytL=1hH7<V>@4cS(pv&^Hst2Va
zsS;1|V^vbet=oKCjhi9aDPvYxfHi&j#q~KO`FQ3Wue2;zjQlhE_^{ipFv#^Xo>$T{
z<i}AipP(`5v9EDR^JE@+&Wkt1WZ9f`>%u`?Z5RUL4r?fajy#7Jp;$(Yuxaf(s_%Pc
z)=w%@_N*O`91@dILQS>rI*5ye^;Hnc{lvpN{LxO6f@p$lOW#^~lT7Y)v06w<so|76
z6Rh(PJlKu-xvk6#hy50c_x)n0lB@UGdQ<ZpbMop40oFJ&?-KW{M-gtarwXqwQzkhA
z`+4HXrU;p|pVEZ;F~U7vbmzdEc*B-vtyrmUr<YBhyfE4A!lAg^PY{UkM$X6+#P~Mg
zf}`S<rIqVJPfC<5?Tb`7$VGIN(V4nq+x`;S1AOyR7#$?{|Akaux4I;}O1u5&Rm%`p
zR)K8v_Ct5ATGCu3xwKGUSQjonA9mPYN{0C&FZIk-m!a=km92np!Slr|%d^iz=kVHu
zjx{?{puNADy7m_wXFRIhki`labXaFxYBhUVSDW|*Nz7EjU-yp~IrX(s_9zH2d7CWT
zQ0M&;f!Cnn!OrZ*DX1{l;b-CZ47A;IQi)$|`DDhSquIo_Ow}Hc*V{-GeS$pJTwW#;
z`IV;d-^(4l+16;7JZCs==)5%)eu8A4`l|*6ncidws5Po(SW4I#aTqg=w0wweWZyR|
z){pLXy2Vp}Y*oMIv<mD!pN{aRteC|XtJ$Oe5%E@687&LpTP<FI)0x>_828bS?bCe&
z?SE|T^d&a|Vs$6shVvy4-^8CkK`LmssNH(s4tw~cKS5%ZmBFB<?Se{~c<rQh-)VV&
zcf8+Y&fUHB;Vp{KmGCOrMAi7guYetz=9evLy`KX|I;X9KIkF{MZv`GxDhSIL;uuxp
z&$-)a59ZI2uMC`4>w>B|BDkX0OHZakou{=}B~F;MU*MhH^!c2YTq(M(A$+JAcX~C~
z7WwtmHt9@HM?e;7E*rbLjdy@7$d}fo$7UH#K(fSIzGR-deER*7X{~S2>&;LeD~&yo
zCy1aV%xc9a<&fTQSmSoOD4R8Rau3<_S+}-S`*ru1YfV|G_wpwpA<f){^O82+aP3vT
zb~9!6IYRDV0;UNGf}Io_NZtl<^{oX2=baGQc#bX`R_g}LYAZGd@={?zz1!tp(!AP;
zKy@F0tYob|Hm81V^p$pe5w83=ZiBkN`H)4p-1J3uB^p)drbN*7mn@UEM%_2xQrOUh
z7hkiypOeR@M;J$4F6}qg{0uqaSNxzFAzrqp!Wg00B3~0$8LNzN6eIS4<{k2pbNi$(
zyn5JzP4eq%I{Md;5VEi&9H^Na@zuw~k{v$Ir6T5y<|*dQz+X$htk)S)UE)U0Bh2|?
zr_YQ07*5LXj3y3g8|m%x^o;}?gBv936IDN%5%4Z(BM7|V%;WBE!SPcW<+PKxtM}v2
z>og5qpu7!lc<wTvZsq24p<7kpCv{R?ygI*VD5%QpC+xxBfm>~@<+bs)y^^tm7}ZnQ
z5W@TA#^mdsPeD<mnn;qfE%s~O=Yxrn<*!lvVz-~qqs&LOhTvQ{1-DX7mFceWIFzZ6
z*jWc1c6M5&$ij1=T_<BkSBy@3=iTd!PW{kvoL8yh`u%12vP#qnc7#plU{yATjIo0%
zc6aLg*L%0s3_Imt)7@vbF^juIi9Husy1CqQ65nt0g^_XVJYfh%loFsiZAkIkChkp~
zR#R~1mSx?pykYYmR1vmbc(x<#8#tDI@#6|cGn21rn=GqQ<TWs9Zh~5Cid8}m5=|Uf
zAyZN`S-4r-e59_6$gb1)d>FV&P8*pQnSWOSdpC7ex@Huzk5^M<<3oM%ySF5&l;kGz
z@L=}m>-8fgWkO=JZvyY!zWE7HA2A;s<OO4MZY6W-h$a}%r^hJgtehIOCZ5Pvte$j#
zw;e6nvpq97Oclsoe@Uso`I9|<empE*=_YcOU-`g6$?MW;;*bL>Pk>b_m~*cFSzLR1
zoYxbCh7n<nEZF{QGq#5hCsdJ_-yli{j$HpPjp*C%s1FFFZ5a@^(31+I<_V|OsynO>
zCyy%~i_}wGtC+|^Vyl~FSZDr8J+ffK7p=dTE|qEKmZpBn=4O;L;i5X=FT;}F6CGV-
zh5F-<+i(2(b*vsWH?CqgZ<qKjP`h61c?x2@bHp(%DnFEdR;Zt+UBwN~u9BnqgpqF2
z!)785bVNS1oU!9}Rswpn3Y=505capzH+63v{OZ`#>}czQf6aC~xURgz_C;kje1c?H
zdR<HZs(wajw42Jg+F13jB={9Usj;J4SD<Kr|6}5qAOC4)eD+RbW_;1Y9-rN!GS2B9
zpR@YQ1l}3ZM^eGxnXGDlTBm&>_qH6j?%{fA-evh|K8=)l3^AVRZuOa<r!suU(n@?|
zIN0;}%78&7X^jr8`TJ3w1zMthRCa_v&LKYN9cmV7(4?mLW!4*C)w(R`=c^ec{*<uo
z+uE`Fa#9iDhq+qDH>h1VUXgc-R+dmZ0_}!26v4X19w+k~s?Vf{h&%G0Q7CKG=CWsE
zZK9d|F_&LcD{KcIHRZ*o47t^W)d{4x=EmEj*egKVjzO<xiurh}+9FeDinx~`5$2cy
zt&n%E$Tk4oPx4DoVgIP!Lim2xcL_!&JT=<g&Dv*Z9qYB|cGbUx7<Mt0^A?SC4PQ((
z_H2D|jmiDKW)YA4@!J4g`!=q){7quPE}v8^@tbL^g_)Z`Maj`3<k9cnSBM`DxaA<7
zEjI>hdJIh{u1Rib^A(kO^NX*-iC4^fH{MPW2>5DAhY3&>--sQdDC!;TyKq>F600N7
zu}Kd{rGGF?3pmx2jMn^RUez?oWS=+j1gT~+wR>(YR*pUa1+jE_SexP97HrPy#vilI
zd@;$1=;^Jk?fNsV7k$dLOX!9JD(!!2Brh$VN|*i2@novJaViAuXMkUxdDlbE^6CD~
zH0|2{i-~5Bg4rKKmBScX3=^)C!(L|HY&QX_=PZVE`me^K)+<TZnlj9~@_M-6%+&-J
zR7z1IM-<8KDeFg&`e={b!3B0VM$R$v3yoB6HTrj!I!PS4`BR=OR)o}$(CH4o%JeJr
zOo?LAE)c5OOWZ!Y=Wj_b{;X$3|0C&B`dcB}&yN_2>W{%l0ms2lkhRiR@;RSA;_Ta2
zlx5aY<`t^Z^X@fA9W{`BT0VPK_~2J~X8Yv{f=E;N1QCaAyY31&)g)ei=2VVtKDRE@
z@RNv5`Z4IWN%5-nWTdj4uQ!`bZvxGik-AuE^%IB4&p~<`vfJ#4af<no4W<o;#|F{=
z_(bPhepazWMt?bFeF8sD*ejG)vX%E$dS&F9Xn`c#NYP7-WP<rPr8VBmwc2j^eT_*1
z<xC~*xhXBCysJu;h=z<I=1-~Z4HH!3rp9KqTMC}82xRXbE$hSFqkhT!;>WY(HC2)o
zs-C<4c0nZ;S4bL?Czo0Xhl8Vn1dBPLovUx_Pa<!#T_<ni8uL)goTy|G`&t2XW9A9=
zzC<%sKX>g$k7|U`yPVuytdk1X=pu*6==k%~oXz|02$lGaFN!YZkI~A4^BG~$1YDZL
zL<rxcr@wz(q1p|Dtdh=IALiCu_XlfPNFVgLWDQcC7xn2LyU#jsJiMIyxvu)FpeE2R
zx~6<H=0}jWbu^Vg>^$-NUG3J%ygvB!3SSeKjUQYxhlCE95-AHgQe#cl9V3nxP+McY
z=W?;V-2C4(N%JSB-{8MNE%kuu*5mg?uYW-{L3DHgeD-FwjZx<cbrVbcZyJ*<B!3{p
z@DLkwL0d(v<Ls9%^2vu6j90kNI4!ZLd0*l7WwE-%Aufn2yVAk@w60LAZ5%VJsg+M#
z<XbhhP9aQX{qUg;5ywGAiI<i$M5xRuprEGt*USg5<QHz6xn$Me?Wi&AF&_%QKwLPq
z9W3n+s+)W*COB%t2-9svR#R8GQN7K}W#-2Tw!RwdX=#lqv(%4Mx5*T89mC4jm@See
z<vVnk1ot`9!307oA<(ibP+CqLcP)a6jybGJukc?GADR{x=D_;nF24OfsL~QAekB#6
z+=w4WE@`y*RWhwm#T;3vAg5;H(CXx&Xu|1hb3vdBhkeO8QmQ3gyBQVXNa3~!F`A;C
z9p~W>z4>1Al%KfL>V}a;wnX|`=SrV-{pw=6_&R8I@?QyweS8<j9wS4*vz@9(BCQa1
zYgOGcUUn^4;bUZ)0`*>KweR|R1Jx}Ra_(KWRcG-!&zvcoGMGd&SoB`<h035nrao(P
zbl{uZIA?g-_6tbr5z*ez&KOOa_m}x4Z<g?QzKWlja)Ei|=S^=!w#r4_z5wc!epivr
zOj9F`V32Gi5fWs9^(=DJ?e{1`+Spt{)AH5qeP87Aki!TmSLMhHvj`v4oI?>f9M%8%
zWN+<H)i!FmXuq0kcHa4CT-|;*C5X%Z(TemnLyp`_xuGjGhCU*xTwIIzgLu+X=EeKx
zh1+2}>q)#Z0*+CIIa>V{SubS@lVBR@37?guYe(x*7t;E;)~z{@K;fS>k%?;ZFKTru
zsZD#jNJb4UWObE!eX!L&VwsNrcEN_NDUapq&6&VP9pLZdgZ2ILt+@|P!zu2YYCZug
zLDVx;fB8q@MDP3aK{x(kj>s2Lu0wq<Qp3V7Pi}N|JZ!BG3*~SobA$48!*)23>2lxw
zuM)0K5zh;A<CRNr7KH9!>0j62Uv=PLb>Lrh;QyC(;A!@ssEs)Ov)bstOZLY~&IPho
zW0v~6>W^89mz<6LkIE4Ijh&qJ-_?F5?(P<@jzF8I!pqG{{wMu81?+Hx9qzyH@Bo1z
zNPj!R!wYu)k`jW`csa@cq`w{E1xG;oYX_|C%Sry%FR%*~egD0(!oTYs|9fPGe@U$V
zLss}F?|)N({c~9%8y5%LKT5N_(l>SWoXoh<{h!4=WlJ};)8!sP!^0>P*o;YrA1bLG
zbeWPtPs_sa{Ip+tbG6MZtGbOv#{YU|+<PY+`)udaMqjCUR!hLb!lFJi*WP{MvpwNL
zS}8(@2q-&6wE-gBX4UAy@%RA$ys1K3t7Rj2k2`lC=)GD!drAU)sZys_UcuYG-O$E%
zgUQ*=!u=W_5anI?OxUk<Xf}F!UyoC-eEHs$H{e<+BS4S(T+29)@rS}Ep*FG8<@aZX
zX*-jXX!P%i=u{~7VDYjf4AL7LX@?zO&kp?{x_sCjXtNalx{YBOFx2rgDcX&$s_;wd
z-E3b2XVvDSPo^ce+rHJao1qcB!8>Z9Zf)aQRbi$IvT4u#`P;V1$z>&Frt;vehlN@A
z7G5i1BPXuGz8YPD)v!1bLB>&Je2**SxXGTEC$hBnX3e$UpVG!e-xdfjQ4sJIL}cL!
z3+GZWAG+{HHVGnnmL3qCZ@5b}Ouc{8+NYoW$b-PG=U*_gFZ~;!KE=3yjgoxL;Toxq
zcnt%rLRujXjBR&sTV@snzZ#vCEFVs4wAdO<{d|d_)ED6ci>BI>`_Nxnl%Uj+V|vhw
zZ#cKw>#WZ`7dH^_GmW0x@auqQz(Nkn`hm&YHvN%7`*Uc07h3&U&H6xj?A84~!WFUH
zQEr^ygo7w%wa3FG@4l=<<AK$a)|a~Qj02uNYMQ%w2DJD{Hg8keC1HjV?YrnzU5DR3
z4{3!FhjVO07<7D=q}m?N@HJYU^i_V_)df_&Ex|=R^N}+-@f2&VxDX_1ngl(cH1;>C
zNwM^VX)s!+>IdU{77{#p=ma%r!AE2#7~*ME1j#0YrCxu|05hwKz1LbAtJgX2dXH=k
z#^7;|Y&$q@sWn(O#B$T8nO@qlVmB4iSP#ugiB8OPYCZIltk)6Iw?{@*Ke|~MDT%Ja
zB4?pE9etyr{q^GA*ur6Q<sKoAt5*_1I`!<7sZm51E<A^iV>{$P@;!l~TpxyvQfuao
ztj7Jhjt7m%7M<jxZhQG&TXUz+vsdmsWK$h%{KigGGjDVd6gqTj^XK38eS;Gm@P9LF
z;!QA$IV>Ws9w*|gqx#JSUCZkr$0m(J%qN}odFwk_;!&fKZ-a|)J1b)pyK#Mzh?Jwo
zaPXzS-{Ah<L<%p+S}eIuW0}9N)zDY{e9m&G@Kil;vUSb*eecDVWj#TWYU1pN#?{>L
zs`a$)<F?!%y&oc8*_)?-XZ0o?KTC>ymZc(obYo5bJgl(T+rMEz3~SRXKtAs!o*R>|
z&RLif>KVKFj|m6(V7UZa9iv?Whw&&1R^iaujt~8Kmigpwrb&`_KWEPhzDpQ|kI{H0
zn#>U!VwF&}P0lG8ez0sdExI>zF7uP<8P*gY+Puyonb3}#BKx8p4TkRp5-e_C1nW$E
z9qyB`6vn(%%)8i)khdce4)@=Vk@EI^g?xnsFW)L_UA$E$Fi69u7->2(#<<nBRq!yH
zx5Ns2MwG%jZk7Su_rWs+rJ0y?3k`@H`KM^%J*GFrh55-LsOjOzBa(_zeb(3m(^x{G
zGHKEfik^>=@4pjxV9iMm6Cv4*u|pLe%ba71jJki6I4E||w0&>a(gR~<_SGl21AXxE
z!#fWsBZ+{dRp@Q^3=|@mx>{TaCY$lf*CQer7GD`wfe?{hdbLa(tVSa4lWwEoodHC|
z!~R@{d_CynUG|<_(n?6sJMWiWtc4Y$9cmWOa#S+vC{%^u6C``u)QZHrpM2o=F!I*B
z#4RN3J6j#7VFz=x8En$6jcn)^NGzVyp=07wB(`%)hRdlt6!B^4PJDiw%BuNe?e%RZ
z`Wh}t>??oxp&=i;Gi?}i?QJ1@o^&F2u{AsXaNdt&(t<Hgy`o1Wk9Rh=Ja3J-v<_xI
zYb>c0p3S5TU+FyVpJno$cl{2v3`a8xG8*q8MPI2Pq>6g$w8?HT-}F(_Qg1foxg-o1
z`jb2#J9#$8`2oa3h4LyQ#x(@jKAU3BWG88ED@b&8p9PaRDE(ZgBs~l=#~oNjsa|EP
z%!<?E<iu6ts1VN3Wtn~Q`VtkDRJmis_jS5BYfR}23LadYXC|Mb&Mfoxdc&<~=PMVD
z6}&o}6~2$ok_d8Pv8Fwd=@?{jvhS7|aB<7@It#+Mp<c3cM<kG>%%EM5q(SgoDy6QC
zRPvY+m$NX~%-pobNv2a)sZA8L3bWHUUq@#vDy2n<&aDkF<6CA^vPxcHs%I*dg@$1-
z8c9u&7but^lhCq>y~k0)K*t(JBf%|>8!)x}=mXsw6&MJ$O)`ix042R0xB4@QA03(L
zQVD*f07g!&k@aLl--~$)i^@0~XKuV$^&KI>8`jflE(w#vaKfj0IZc=#6S<6_dDr}6
zn;%*-qO^!1>l5$AeaJuDGw~5Mh7qbQJyR5c*KqFlAx1I-M#yFQx=18Gf#akl5xxiX
zYG;nzXDWT`3O^rugZb)j#_{aOpkFkl5d>>&sbn*!%Ala*P>MyK6UlYzpb-R_N)q7g
z!N9+TSs;+W9nqj<4@B2w-{v<UW)E8zL47~GGLMx*JpApu4na`XuT3IKEG%_&0-?|I
zx}Q*)CJ^z9)DMdDbINdaGw1eH5fplKNS1;qHnD=lBWI0M)_4ZZ`BW?2a#>u9S0*kA
zd<%+d@g;4T!vgC)H6mT+?IJatFgE3g=H5l<*9E59FnO*R<B8dX-<tkX=i$<^k&+X{
z-4$UGA;A`sDRb6G6+2e`ic9`z?ukvsOPwPU)PvCzOF3bxQ5X?_E`ivNUuAGe8BCT?
zo>_j3;c)oLWDdO_ku<)3S3FPQ6O6|P<*#Zr!9_Eu4zOtq@@8<dq?QG!EQustHcbX7
zdB?8{ia)o{qSI&X>zY7rBR#RAX$$i0H<b)pYq%C(ep~L*?R$sh^D$Oy?^je5v9|-K
zq^+t0ZP=P22AsEb;P(xY3XV-_QZ<M;HeJJ>q5e80oZg4vv+wRKTdB1q{RyKi<od+q
zhT)>;8jLu@u?8f?j!7@6Fv)Rcpe2eV!?RnBIU5sskUF3~a7C+8&gL$Z(B|j{_awSR
zmtDb=?L12Exk~dEmy>kG2TM!_O7#`^EDk(mds<8KYBlIDsa+aL-;Uy;<l!up%0#<r
zhVShwA?^B$D4l4))nAXLmFF53y*pX^k-hY~Z6@xrzerF1|KRN_z@qG$hAC;J5$O(*
zUSJmqk&p%vq`Mnwl<sa&K%~37k&==Skp=+~q)S2&@ZVkGd7sC4ANfANpX=h@J$rV~
zoS8E-XU^O+a~tp1p`<TY$;d~=lio^>BEqVc>I<igVo|-XfP|5)Z1rVSk3civVH02_
z7p!?Hv~r#-74l95vVLj3tHEp+CF0d5y}(;F{@82lYQwn0{TI(rhITQ9LrG7w^Pl&=
zBLWU?9i+58;}0kE(yW$>u;0;Dh+r28I4$pH%pZ3rPKg8=*F=n4_t&B6H(eEh{g_?Z
zMSN`=74PI)V04@2M^6Tnt|4mme6;}49^D$@;d=@si^rP`L0zHIfm!@b0^(Qk{1>C{
zZkU?xoW8u51-fpJDdE{}HIcoKYO3w>NEGhF!m?1);%g4o@DvzdxrzI9f}c^E&X58>
z_k{oA$N;hH|1wV<tn}?ot*s!53KX2IBG#6=rdE(_9CmOPj;NKswSl2J1;nEN+dsJH
zj<ti8fgSjJEF55Cmj&|A!v+3a?0h(I7l<2b`-5Mh*+bx0s9g^}6F?v93`zg_dnyj(
z%RikI$9IzwW`}^~W@qOC<H5oM;$Vloa&d40K#;^CHfS%nz6*Fj79blB5PU#l;Rg4}
zQb4nK{$r&>rga&JKN<5IG#)k(cq|qmCl?18MHcRFGx-4?1pQ0E`}wH9j~|rGmw*RG
z?+2QlL;D4-zsC@I^1Fa2|Ls@^<tq->`zE>urdGz_L!z*?g|+Q{8(n?F|D<bObf14&
z*xK3_!d&d^;PnM3pRuz5faeW%9u5`|2Y5BX>1*JXRHuOCx<D^~V?HpeL65Ei;J?4I
z7!M?q>|%NsjQW4T_dL*JE|||DM{@=6EA*%deuYlzJHCg0`KOcm8Q+725X@%moDkjy
z@Bp|VLJC<U=;r`Vb_lO?ad88G#_!PSTn^HABmM>HoKv7O_!G&3B78YW-;MYer0-_%
z1IIx~dO1knjrbR&@2L6%q`&K@Kfv4IWG@yF1%Qi#g&RQetpT0^3pemzc^k^cV1LLz
zdHa{j?9b|So^u@zgz9jx7YDK}fO#AU&C>jyw=b#jxOh0YpgRdfmqR!m1Yn2AI%JK&
zYLyej0fqwJXTbao?FF&{e!_jwsr@!j{CeDTsE|28pn|yBAW9wt7Cz3OL4^?FGEjdp
z?j>>krAqsm_V_nke?|ZAWdZ8PyTJ7i$O1Q5&x4l~qUgcQect*_P0s^i{O_d!vgiMN
zG5)MH0M9i$gdd?&08tVUX@E}ZJ86J^`GRWy*nWP#R-kif;0ExpLHM1EjSC3T4&OKg
z%#IM$S-8*nhzkf-Y(L}6OKC_jfB$0K3#dRymNyFzfSnx*9imNt2KDdS@^^3ri}cUN
zy@2|gxI)N&84CY*Tz^6TAEe>$TJ8@>11C2-3n#~gG@Q47QyQR*|GhMTAiDaeWcjnw
z06O0bK+wGa?8iU1gFsL_=sRhEe)*@9`oEM0=+rI)^}ln-FSz!54uKNlQc(YdG(gFI
zDX2e}vU3^yO=*DM$+>{~N2CF)ZGaS<JRqo0fUPEQi=7Aj0<m%b`zZj*_&-R)FBRgy
zNCOz$e@?yMpLId!njdlyq)_;t*Dt9JxxtDaYIA^(xDa~?_%}-*tnt~vh7d&a^RRJ2
ztt2k+@$)A-7&?`UmG})E{Ht-ltv~o^3xJ$5xY<G6kXOid^E1s4y?J*5^$)B+_>92<
zF^~Z)K(J*1dCvh}e5hIYFN+V|lmBTZgKsAO|IvkDK;M)h_{}$M2!8WT9fIHdL?532
z;DT_!v0Oao%)xUmn4o`{2R!GB3wX{fpr7){`RpzO_2=V$<B<y+`Qn5MI`_$Zrw`9b
zaT%!R#`pIFpM(ARoPLD*ORMnbTh1?Ncn<Uz<o^*W#74Zp^^XYzfC~h1id;q_z+{IW
z+I|p;zbizDI|N)a=+6`m`YVC}NCDAQKaVB&!#DQ9SVC1X>mMo@1TA2C;WIoR{9-kK
zeQTec1Mq#xAQc(wDKV@jwAUWv3mmy)Uz!Yb2y+(z;*qJQh3Nt5NNQRV7R<f0E4dpb
zTQ?aevPIO;m>r@zXc?PbDn7kKAN07HZxJucWWT>idi<C#JrGBdap4(}0Z>#@L2-O%
zxrT><JYqm_ngPJtMeV;NckO<Eu6$8}v2|yLb|>{7*%^NFEMF$5z83g(cXNR&{bS0o
zYj|n@pnFpg3+vE`!>13&C4^jjLX`_c%DB!aa_ABgx$!0(b`&tMdg7*fgaMq1G;lKU
zS0@?~iN|ypkJ-ph!v&YH?|**W0jw77z|l~{lQ?01k2iHQ0{ywD#(Vr{G0tXB2xQxs
z(Uq4gWJ35}eH<b;*)`>RB)EbRamDW%wUu~!Lpm-mCA&v>G0Lj<n{f>?k(WO5J69FO
zn!Qmyn5n$H6z13;*GAw~TMy}OieU9-!qbLe=<Z0x_9y5ypY9iR-coIO0OYI<*0UI1
zX(O=de)u4L&pr8U&HYKPnusx+y1ltnjd1>eXS0APH4ki~bGk4!Y#4<GB@A^gh2CRV
zK{APWtUT?T3~7N&nrP3&N9zq6N>2wjc7}y(&_c5L8gNn(XX&n%fcgYMji9|A)DU=|
zrS3KkdZt2I#m_gGD@-eRwo>aYjt|)E9x~WjR>?SHMAG{+IM7&1Fj!iOhu&*>3y)$i
zSWvzv@P+j~dM}S88^w<NE?dqdd`}&nT8&WsJ{Xaaw{W%WD%iEJb$wfnhLcr`f+WNH
zZlYBuZoYNY^L|T3KQ_==aYL_?+tKHK_rtg%TTIk;zOH-X%Pa<DW0A><A^N7Vt$@u1
z@3Zc1G7TNCC{7;CUT@8Gcr_B-5wTHaqB3n$-w9EA@vB8S%NeZZye~J%LP<w)>Z%+b
zv?7K*tlHM&8NYYnB_%5{Ey?$cQY^@r{v8PyU}}1wXSSj~J~bFYs|_bsam7op&yshC
zNk-z$U00c-UdEQy(X#cc!+lb70gh=hZbQDyZh1G9xgwAS3LYJcf2}M|nYLKzizk!8
z!u*uU|8iCwpOZZ(V&9f*>5dz~QNL}BU^&sSPBias@KK9Zho9%nM5mZ$H6!+G1M9t2
zm$bZ`N2!%-fhf-iHa}hMC;OC_BD}*EFo`DQ`IfFR;vM<xM^PYQCFg`Q{D*`A&w}sC
z?Z3~dV9s_nub++gnD2DT&B|lS7DLxyr|kM<wq)N5&NjsnE|_D<&$;DiJ>#lfrwm6t
zVpZ(Wl(vI$i0~j+@lJHIO?zWxN(&lS7>dks^!p40U4gLzgJ+<FaK&<)t<~we<fn;F
zR|D8FEEODbM!fO3eFM|FGV5Qh&ac1AwmM+8&9y!?IGrnCeA^~Cfn&sHqUxzk$1kOV
zzOMDACG1ha95qQB{87uhY?7U(hJ9}44btENJb<r2<<)hyBn3(P43P#pn7o0FNhIZ3
zp$z~+=u_@O+(US(X*<VbSYdneGO{}?-r9W*&AzYmUHUy@BSW?+^Veuac<4?(>F;l=
zjD$6%d_cG0e1=9Cp*9yj>64l}Wx0&|vZa$o51C?f0ocEVRr;7Po@6|n2Il>vfEi`<
zVIL5vbdf>cBLB<N$K}#%&51Y1dbF9{O8t}i+=XWqW5khTX4JH5i>L1h6=_aAAGO)i
zP(KTnKEu4OdL8AbcbLFx^6w|{|C>GKuc)-Yg`#~|m5!Z_9em#ka)InU&_Z?K76;@b
zs8I&ldj1o<2L2QT>H4-)$+NS8?`%OYkRL;ukY30Qo^MS~NH6$u(S-DJ{?!YB^nx$v
zy<F_zCirsE<bgDy`_!M`{=UuO4{d+Izk8X%>k1kC-?u*i0QlYZ_fkX3nxqG#8NB^1
zFZ97#IhDQhtZ11mzea2k+2I%|9O;uD*K|j0SIn`r=LM!<d49bZX9oN9LjOy$^0ijw
zGI4Hoxfcyz?LTeqt`2XXV6ysqB&W!<17wE{0<(c4iHKX-^Jm8=>m{@3P9KfsUU)17
z9Fh+X_H8#~Joip0oFzKlO!`zIn396Q>M}CFlBCVD<qv*%;@SL5%xmp?dtI*@4%=6c
zH+!_-6}~uibaqd>^-94gI5xm^aCC5X_n@S2ZW?%nr_l|G>Zx}tx<Kd<mLQ6Lb^DaM
z{DD@W%$;?BtB3nR%}BwQDv5$uQ)>=tr}f;9`}1ch?EzJqO~mfbrwhkh?NhTUDNU|Z
z_s?>~su^Qtsr|aY@&<V5cenFf<DYZ`CVC<mF>dm?vmubhCIb4lnVbPVI{>MUug5z6
zW6~2*6V?Z>q6m7T5GUhxcQYKM5ni$rN2TSC=PqlV8J~6(yVo^q3#N_a=#~^#=T?N|
zR$%6F3WP7gJRHmp3Ar{aP|WWHhr0f>O$g`xD|=rA!I<q#LGFO?NCo|y>mnw|52a(S
z2Qus13bW}4y4333d46W|_~>ksO|JcAfY;%>hL>s7{h!3-%6$eih#7Vt01``^xckio
zPlp$C<i-x2+DGmhMW!syFW{Gmw1!39rYDZ3gl}^r;v}_0(Jf<)7>0Ma*Xug!AKTfY
z$OrhiRV+|MP5$-NpKtA^d(g!CYduYp6)ffyeO^<#g|zjaf^|*20-eRM##?1f^F_8W
zuTfGgC1&IiuVu6g`tMU~EqCJ}P0I^3Z92~ZT?EX+uW&bfdjIn4XH3W0lu;u!&3DtJ
zP9jDVZWRmknjHEDT*i*0mBQ2J8cbuh;4p%P*%bdO_5$Uv%?&t%E}!PDbau7L8!Y;$
ziAr+%-&d-Q62#a|=?M6^k};Mi>0$5gNF~tr)EBml93_N3Kqy2u9*=t)bmg^@OKw{%
zr|f}|KeMc|YJft=%d7@G&m00G)H^*)xJ(oUyRTD{{5EyRkMCYz(qsVm<F=ZiwWHdj
zGo|k`;2v^nWR@}K2Ix%_>{g#VR;wYL4kO>&-Zz+bXXa?m?ryFQv)CzLIlbp(l`Ccn
zjN!f#^~7(%PoCLYpGXg0gp9rbnaJXKDLnjVOR-nQQ=LPr2|WPYw?>wP{H(3=I*vE*
z$~^R6C)6a>z!H0|7o0VO=v9g`8}4YXxg<qK#N@eyk<OQ`(na7~wM$47ttL7VO}XVz
zdLt4Wfoh%5o{exo)+8;H8Vzs$D-SQ1NiEmVYXUvfdKdC|;Vg+<WaR5aeq?HE6fxC=
zHW>=&1J_H7d;QjzWk^x;9s)>sH$$JUqfcl}(-jaoXvT;oB~r<dxM8Q8OdyC%jKC1W
zVZ0Q8VZ?svjaRmU<%)%8gzZO0uz)Q;DhszQipFq5>3+Wb?bT4^dln_-Y{GqWv1@bQ
zx3gio11(yJ2zRM?g&o)og$$}zsf;4og?p-66(a=W6%1uj^RhLgo?-8>QH5yu5Mktn
z#lVCoDxr}SswomDufHac%y?*-^p*)(#QyElPy^!53dQhnIH79KOA-M!|3pQ?-s+&&
z-Rz;&5>MrFIr(FSS*@R0yP+%XOysD>py%Nh1RH6$df%XH@f?3L8E_|Alu?hG2mayN
z-Re*GZ#z#N<@x7Uc$Vs-&D&!L$(QO4N@70*lHYm+D;GxkUYd&6FwQ8D7Tdu_80hv)
z+;177_nzVUYVZ3O=y+(z)oF~<NZ2E-28wlBWOAqy(fS`4+8GpR;ZIr(yg%G#&j*3L
zKB#ugN48?j7fR-Y(Hq_&L&~(ZEb#Pg2+kq#POx}}$tmpWdP0C(EI{zpNY`G85BRj2
z19oM8dLX?s;eg-ZQC&M_W?H^<vgkb%J6ffgRnvUNK-_$Ps+JK8i4k3{+DEl!p`>l^
zQE##+Ag8Sg2xYD$7l=34YrS{nI9`os63GURU2P4xidB3~Q4r8Y+k|0J!%~dOD))+3
zk7#cGUT?Q8tg4Gi?;>6tT#mAG2Fw_b6}J`vtYY1M;qCi%cuK?gQ97i=qM5c?^=U<M
z9UZF=@_g@y;S2;2_p8#Xc|GF2B8HsmujLItoasH@s&q`rDMC<&LMRllLb=a}K}jj4
zsgj<M-$}5p$SlR6h;iE|)6$qLp!%_039hmi10sou6fR2)Qr%cZ51(MXc+#Q+1*%YT
zmpjq>SEpIImUW-~Y+GG2NQWqF*vK4fgh%bxYI@WtJTsj>Q_?m9QYbwQ@l!|>*J+Af
zy>wmgWf`lpTvuB5^N*6XB6JL1^~Jm{28`2fS?fAE@-Ne&pWfS<lbvsPLO<0LW1trj
z>ZTfG@g&<M($Ax=Y`F3nVl#WTpH^hwN*F&5&ZcnnSsQ5#I%#pkL{U94$cMN*F0EVg
zk<!|A*QBv$k{*Nj_<mAhBF6Z)pIBVM#|0rgU1Rhw(Y;#Ud&A!cGk-r8u5UlqTmDUN
z2V8f0m!#EzU~fSPPT4iBqd@UFy1pB)9~K1mrb$l^T1CB#k0legk*c4v-9mAbx3(iN
z+{D6tH?#9Xv&nL4o$2*9m*2jFrG7{Zd=_{4V($2dC}0%$S$k4(VG-KGu~aBjcPR=#
zbR}eQ8A^14oDf^m?E4!)*>ug7<)egwc?(md6Y73^8n$_Nk=rCz+QdTzB^pB<3~*P=
zJyf64yy+*BUl@6^MQMhQEF@i}7<naCEV}1<`Ard<Q52C}2P_y_G<z&y>Vsh%kvpb(
z_g~S#nfKg#AnCmLhFecUF|piJKrt9LP9flS8qF)xJ3VqRjUBKz2xCaigsXCKudq9;
ztJ0`p+>zx*n>NUB5Yi-Ej8w!kP1PVRFhguJA@!AM+4c|*d3y)ph68t5n)kRp@&Lz;
zz7;Vfqz)p~SMTo~5_~F`jC&P^h3pnhg|WbdMk-=yQ+y&POOA#m1sV)W<s0$aX?}ji
ze54S+d!wfDRsr>u0ll4cAYP8MM8Rtf32&Wo1jUD$qYA;pb5GOW=DT`FqAq1Cw!fVg
zH+_<oS^vgSk9H)vBU6)-;Kib$CmdquGy{?bIUPut;d(Bg&0L{ndCahhM%>L*10(TZ
z?22cL2E+1-zW2!!5$ACw-PHD(WWi4>zQ=zO5G2eV3fG^lh*i~ML|Hi@nkJ%`Yj+QS
z$VgZ6Kpj~Di3*u<V_Y&CFV^-hd->XH!syU<4~&RuT%2V-7X?d75y)oc#$Amapv&8e
zEmMKN@%oL>knFnWZ3mN~f>CVm8yaiK25$*%3#fCacGZH)UWThFiS+f2@CH)gbkD@z
zkSx1@tFkJ3w6^y_S#u%IosKhMO4WfY4lsTR?jU(dTN-}z;$YEmJtj;Le{MDE__BEj
z;yvbLMPFyn^t|_^!BoZ{@9h;9XFc`gP1d78)!;%iBg=0c$-<{z$3_e&`z%7)q3FT*
zGI1d3&N92QHd=1Ej&a~>Qh9JG(9-i6zV3C{Qncw88`nBFQuSZ*OYD^RxLV~adl=el
zH>F|;z2(p17wZ%wd_HYdnhsnYSz=?)?ZXYd-AN$Q$zMCv^C*Xxr!r3RdYMJ6RGwCk
zr|FbrnZ~r0zchb5XB$(+J$(dWB@P_+%17jZqPK@W$EdXTMLrQoptA+NH`P*2Cmb<E
zdl;N9b#gy6wL@$w+$^VdR8(7Av3qhOT9-PmT@rXh`)Ox#`qM=+f@8i$m~j8HoMNMm
z6@1jv24MwY><6bw<eVYI#;H4o9m7oUFS#7+1LDduy(_0~zQh~fJL*-bCGK&sGpR9*
z%bc0v;}wV}RO6KqCVEWM1Bh3de3L&aAQiGZx}TawS~NSpVsq+0Q|;Kh!%XH+v1Jp4
z<1I?Vq3&jjSOg+blg?7v9*>20d+4a@uqHoyeewn<(qr7|V0CFT$II!3MOc{sgRiwG
z&Zom4_f}b~Y2UH4Un9LEWBPvFGUkg-O?AP%yJg#IqQ_}48EEfS-H2R!gU7;rTy^gR
ze39+c9_!=&$`tnpoB>z^QXZLaFi%du9IsW`?2?29ekC0xEAp^%aI>p%EO0VUR6#Mv
z1wX}U`Ab7nv%2w~45yKun~R5&-Qk%yT51sw-yKexqk&c@3Kw>TEqUi*9oCXVSaqhN
z2k|!DA7M#6_b6n#^{*Eb13CuXx_I#%4?NOzwMTk39q*|NOi19pvR5Lt-pe@|CmO2}
zwazC^)d?+3q0xPjj9qw^>c$@f7_&#VbYRbl=p&YpTk7JbzVS|UnIH*ie{8snO7e>b
z``(f#<Jfk0*(k`QM)r-oqGnU91>QTrxa0u+h)nWpEJ6KH8nn`;!Vr;-_=;$d<r4O2
ztRdx^oBhZW_W^7ij9UqBJQo0-tbsDZSRCY{%dyw*F$gE&bV+q8_tI_X+Q+eFZkQ;4
ziokwQ;*xVZX>8(qdy$sNptq);|A9h>7fw;X;dL^Bm1}g-pSxX!upXPnO*9`_O;QTi
zcgmB=-s{V!xawq3KiPBBi9sDNM#q5#=dL<-lK-3qCyIs<;IlFMP&z?#?2stX{^NA`
zkXVrdlEDpgGOW^!m)0#Bk+Mv0XHTCKuD*Zya)+>&c_U)n4Swkk)_qxpfhmkM0^h;M
z+#zpP9ZguPQ*bx^+V-hKnZ;2K*$E~XMeu~e@1|*636t&n_|V~P_=Gh+k*vrFMcyMo
z&daBMFuyQY1>aLfedrpJDi(izcQMQJ?x*W;#03#3oA06&zcTqYGne?F-KlS1Rit+E
ze}Y4nJ6g;=!BbY#&2aJ{F+1>iz9ffmCK{)=-PJBH&tsX0r<BN4dVDugr3~rOWh5Nm
zj3M0qKw%GDe2o%BlB+}!r!@i>1K=KU>8t0mRNc+0kmB|;cp5FVyhHVp#P3Xkwh+T=
zU7k;^LazjoDdkP9&|Hv*-|JBd_RMlV3AFn)AiNL6mdpB_VViLM8cM#q8rcL7W8;iX
z<J>~nB#5f>pB3465pZerOXsC?^WMtJzH9$_B3s|GX-(QQ53}w%vT!;N*K<^^sT+ZM
zj||P&rJ@fNl1KFP$3hb`!!<D6rLZGv(m_s>bm&{?$0t{lXBK1#2Uv4jdmq>OoGsYB
zajvPvH6L?%MBkJj-kw^@8X~Ak9vKmFW4=wUE4H+8<JHFlnZ74ousPOWcAc$v)nCHu
zMh_oNA;5WM3LfwT!MFLAXt?``Q>6NRD8=9Kg`>pTOgy@ZO474Hq%=tQ8pAAq4E-K2
zw{Z@UUc8iw8w*8UQ3ttlZrz$cmbF$+e$JCPO(*Q`PQ|St$=G+4aZ3bfFs*ut`mmuq
z`@yI~)X~gi*9fZL&RC5nuFfD)RH~#3?N1gWHz~c6Zn9ac-w=qmbgL^8dL6qa%ChIb
zp#!#+=D$2eM-C!4W5asQBWsDl>Q-;)63(Kx$#eLqj9`+`wk%3BHK8C_KKs>Ms>t%)
zo5khUQQ1%E4sMu6TGZ>La*TL;wFr^cWs7T(?8x5Zu$C^Xfwg{&yA#cz{3%bqqS%|E
zQ#qTUy`wj;Mm-`t+iXNDw}9Y9R>0kN&*~b-7Xv8vgGCREwNF$zlI}l>jIPJl-kW#W
zs2n~EJkHeCESb@;q%EqBS6F)(eNDM?k$;mcct?wW1M8$g_mrlP#Y#YHW_J2rDuZj?
z)dIOS-#4od&8}Um!bBYxIja3Y*)+RC|L)H0$3VM>Bgc`zFyU+K?hoBP+??DZcK5JV
z9X)E=_;+P#S8w4D7H2fp>KdCBzNL8GS9=(Nxo+9*>KX*ks(MoHG<b_ub^8g@_B>Gl
z;czj+q1&{FM!)uagt|D<a^_bb#~#;_aC?E{07Td6yc~0(qubbOXOZINV!ip8x>-~7
z8QN(*W2QBnZArU})gN#1YzZ&pF;5+RaEKK3K!^`|GbSc`#una3rKv1dsW+>|J&ZCQ
z`yypGQijYA*~DlV;RxA!$?RI%{pxXmQ1i8<2|)Ac2wIY1$JL~-@Xvb{%6{RdgL=j;
z+&NG;-MI&i^}d6iJ>*sp)M>`5Y-(U{LctE?U==qsH8!!Q0CD|1j`xnKy`8+Ft+2JF
zjkOizxf4LvzZa%A(zUQNWW6t=YiAC2fU$q`hyD643J)j5`($TtYp839f$IEhqm>;}
zq`fV5Uv9$`1zcYKvVXO(z0YA_e?<()bp8}E{tup}#|2{hjvUip<!~O7bUoY@NNLyv
zVq#G@lYnBmf`-C%vsKiSia98K$t8)^i?TT>RjS>CiqPS&9S9@z*{8nuAhKz-H$VG)
z(0<^4a%Ir%;AnrJJHelTM`VBt_s%VZYzH)y>-Khh__P)29M&RHqP@fu$tDt2w`LNb
zJWT8Y8AV-rzIKXvLv<!bh@YdsHjr%Zu?5G50C!hNzPXu^E+|TxojD<pc>s}*Aj-ZV
z2*CT$X=U*d-4kOqmWHVC{^Kr#3^hjtvf?IIJSoHMxL`lmN9@arCN+sS23{}Jq<AQ<
zVPuaK#I=b@AMO>*9Pcg-l(a9g4<`nU=y78Yi6M^c6zLVYyfK=TsL<-A&1o`w!Amme
zT2eD<ENxEC(|d&XK)A&WsDgo1Ft5W!Qt0n9VpB?V^+9{<ANcU2;D~xd)zXR*s~(Hf
zq**NMy5Zh<gY`(ps8UG;%NXx*Q<7$o$*I{`a@KyE`^FsR@YPkp7Z#oEWcv3+4Z1e`
z_5w;C$GK%I9XJX!Kf<%UzQ#p0acVcHWn3-DZguMmoy*rz2mRUZ5CUf4SDGVNhcMFu
zRs}h7-^Nk%CbRI~jCYJ~Ml8I8l_q;yK$~H!?9S<@$mRWMVP9Nvr9T~YRuOY&@l0_!
zkR{3Y6si@j-^Z7r_-eFA(uI2?Q22JL?+cp>&xL@Nqg!b0c9eQpU#^KeQsMqeCLn(D
z-<Ju%UkU=q`6m<vG-87F*9wB``^QUORzcLl29y0-Awa<YDdhhT6aoi3;Cqdr{KYO^
zlHmF0+gR8D2BFuvCL*y|9jP7Hs1UGecoX;>H#0dnt8S?`eEmvZis2${L^rW(HS%so
z{pDedbNv@rw`0E9rVuR3JHE)+R3d>`lx-;(k73WoXvkoncIcIT#T9s5<_zbZDstk$
z``9CQ{y-0fu>ZX(ATIDUA5f~!NA@LS8HNK{%YaE5HURep!^{-gMttatJ9{tM=&mkg
zQRg{LXYMGT&?kFJ<Mf;u)R3-M9+JL@kiMA!GQl9IPU8+)&KTG-hUGwb`PzU$7NG?H
z>>BUMJ2|wJ5djvL&MiFz>6nuJje-dB!grL|MD!Hcax^hLB2*OZ0EA{S{?{lZ0<j$n
zm}(0;hMvwR30k$+9^Khht;9`2kgUqt+WPwFMRFzTiik-hf^X{en?6)FL^<lGQI2i*
zfYAt#D1gbWZ0Mr5kvqLre4_xtM)HKH4*rjIOL>T4x+-)S(VGZJt)C*cy()M3v_CaQ
zETvb0#de$I&bC`H%Mf0|D{{bb_QzHJO;7P03WQhqCjN}~XrBAypfH4e?4c4R$FnuL
zQAseK)PJ9rTcl3IXc-PW*wMfza$3j1?(5>G4auU9^UgP~8XhF@&aR*qsnzvKd^${V
zpXysgl+jT+OP$0MDSKsiGl<fLZt!iQtGWr#xEtWQ7DE3})dS_|O#Ky+c*C-Ob{D{r
zoqeMa;%7Ey>Bd)UNmJ$?Z?az-!1dzgCpUAGrQ}7ogd~1hnW~Xn3sTAG*2{9>Ae70D
zsc^3m!~X1ES7fr#qq0^dDRkT0AWA>nKt`MJSemEM&W;<nl)KJab{uc2AhKw%dGy@r
zVI8|{FAzP=K#7<0<|{z9u<EJ|Ps-P$h{374X@dkcCpJ#zSLK#=H|^}b<^u@E*9hBX
z6Oj87+ZZ+tEWQxWYVw{f283~LG{uA7>BQXbUTU%3sIxjEe%umelBm<L@M+}DTYBUC
zo4wRqn_II2F8WcoK8RSBRm!xNk~o24>LfL_G~65AUcC8|W_eqoORA`O6PAc+YGV3i
z(H4Ybeg%Cp2*a77@NF`1z%^Gkp4j?EEOI0Ave%kfFv7_~?hH@K<`&#A$pe=W4OpQU
zCD)leKm<uAI{Q0k8G>6iOf)v(o)|O01YlBs?^EW+0(0#rb?_t;%(=JAdzA2p?dXC5
zmE6Qqc?9AQp4Gj(gTESw`id=}t-GPQe1y7M5kH4%ki?PrS!$yBtYX7^lhdi0tUN%%
zsWcXl0;Zdzgs5Qdk^bWbe&r-2A+vGD>;s$?DnZ+tO~ok0(JyQJfyO4q)<wzpa-?x!
z>hzjCns<!#>TZub3aPq<kC{is6#9VJnC8{O{zlO)3-9Fs?_Si<80OK;AX5{L+UHvX
z^*6m5M@UX~<>lk~*;%c*v$JI%jHMLctaI<ie9~NGYk(-5rGp2oE7J;d=GC5)we$d4
z5L6JV3RbZ;s%j@VE2|3|+-?dJB#5?erh49=b6Si{GEK&fru$**HeDg=G#25PNzRW4
z2b*ijB`E!y<NM5ukuXH>=ZgEvHhI-Tdhu&vQ(e?v<zT13;dGM|RHEBld_<DDjTH9y
zG0M~2Kx#J{v~<VKL`i(#$>JbF#VbNzZN4rpj5>@eA9{RwWZ3Nu*k{oy$A(R+@RZSC
z*5E6PA|DS`R#!G(7c@sNc+NLer7x5SET$|2R_d$5VEQQ=d|5i%oOD_rIaqkYS~DQO
z+TSR%tzfdPU`kTD^FTkXQjQDp6&lhwS$ntI?5^^CQ8Ey*ara`%CzM+49r2NUFNW^=
zwN<K^8Rq)-kaauZ!(+#_<%}VNc}<UcO*wo+)agezOKH5|Kd82J4rd9kdfwtkl1No&
z#Cv)$VQXm~ZIAdFW3`T++l!iGCMqw*5#i-_V?y`)?Qqc>H)r*o)~@G|FZsoAK7Q<=
zo7>y{&U1UwJdQ)^TF9c6PJvKCn=OC)VUd@7$<Arr+5mpqEk2~H+SJb{5HPcrM+>_?
zxeaR%X05vO)~S~V2@wt_^M+rI77!i6ch@;udwKi8$9J7v{`?YnMELbLJ@MvNnjVDV
zb`AJ7ypDa&TcIhnW>a*gXLwN1v0%P_1#^Tbadf$MLV=*!`XH%+ATKpR=jD!GHh_Ud
zw2WkU^rrfjQ$#@a$A(e9!Z7q<zA6@$^(gy}o#0JpCi7zAk5XuvuGNlw>^TZYJ@<Xy
z%AzHv6}VQp^QpUxdKw2R*KdqX7)Wh2XIGk#AZ8KwDAl*`$Xjsp=9g)J4)n4e3lz(y
zLARVXOiPrCs$=u2DhGu`lg+!TeBg!^Dh1^9d+52b#6IO@=+;PbGCNqU<TO;k&WNOq
zZUTHT*duG@cT1Tafz^tp`vXSx0@uYcc;zAkW?Bu>gZFV>+NAS7?>EAg!Op+J*DzSk
z>q;BJw+c_6?x%Ja$4v3L!Bj8Icy-{$X9WtSc~So?WEu+>AF6gml^b#&R&KCLMt6@b
zlLYI~Os(6uZt=<D^<uz^*SnG`(h=IL1JtQF<%G~>5%}G*dI@asUUBYcEKydO_qbj|
zM<5i^5#LSYK?);&PF)HJ)o}^debon>Aeu@OOLzNFA_j=+b4Tb6`YVpN0+9&GCh;xW
zfW+3I361C7E%G<QVqV@k+u2SI#jSk1J={&Kn4q|wfJ|h0Geke3^jZYHLMrEArk6Es
zG$YM&OG?8Y4ML8Vw0mn1BOyvSf?%XQk&E4P_b^#DuZ|SN=Usy;z#Ifl@%L#2on)N}
zcZDd9biG|v@m`Q)v&gs#y7CAJqHD7TRBidFe%|+)%ldHFVKC#J2e<jzt>=QS&9p&(
z+xoxR0OQzS;hwK)ME}Y@{AEbxzXVfXq!a%msQQ<w#Ne|cG?W5zXoQCKLf(9fxCX!Z
zNyzp24=#+i-w3B=heXPP<C;0oUwI($&fwX7i}vI=&l&_=<e)*aj(?1~KA+wt!2W9B
zZ(uojz{x-0NpV4v&cLtG0NbB}g%INsV1G66WwHHxn9pwz`M+cPt0nj$q!t>YbAjz2
z2&v`d-~wl`vje$UIKY_(&;~aT3jh+{{$FFv!OIN|<^DdR7W@>;U#!L-mI{uGAah7!
zBslR59G`R%WX|!^Aam#sE-3dK3-(8H(7?0$`!Vu&z@A5Rf1lj;jXl8y1%8?=_5+_l
ziE$Zhe=+a{*q`Ue{0R1!O7Z7$=Kqp%_j`#qU?TtFKyz?5C<{0Z1;EV#$;v!$L6R>x
zenT*zBJf@64S0%w4>kV>AN-48fF<#lxi{cpFSY`(_=3gYpV>F(-Irj4Kazd}275{6
z_($?@z+nF#qW8y?BPWo9g$tab3ssIBKpqxoD(b&zN9c0@zyzHCzqI4GT7_Vx2+pSb
zrX4viv?J$FwIlQgmtd4XlY#@C-DRNuJl*A+lKSlw94IL+1ND!j;6Ukq8L0mi*WXRS
zfkx?GK>cGP0pQ^QtHMi)1eE!I6p8;Ey$C520<{XhJ-_>Vy$J2TAj?0r@z3|E|7AfM
zupC}iBmQqI(ws+RU*P!1mYxG#wga4MeQq~$0l{|TzuStO(38vewj$vFmo|iCZ$g;?
zaG?zW7upc;Q*8+S!3F7lhds`%Cup`R<gjvHDdU@B0xvyy&)|k^)!@`!uqE}gV+?d^
zmjL;*LC?W)fOBTSpg`bwelXp?m5KT(NC*)w1M(LGUk1xd+K0c!lIIsB|G^}MW+Gf*
z`Nzb7697IXT~Z35{QiRi1pH4G;AQ;?kmK|>DS+rA$cYJ3X$Ja+3z{bKy^@6f;DU1h
zDg|H}`=8cl0?!08rOSajcS~H9e1b3`bPC^<Q~Hq~{%$1x9#-EC`4_0~rtkwOC|Umu
zR{y<3(|Ll;1*kv3<y<`65H-)i1xY(UZ*YUar=fpW_E3iYfz7#oc@F-U^Ur13oa;ih
zb3s)*n9U)DmA<h#bQ}7f&7nWIAl<(*1f&cA*!a58tKip5m)`@==#pv>%z(eBPxo`f
z<VQ~Y`vLhkaQykO-xU4NCi5e}Uuw0V8(2RZ^c>tT$o(Toh<>|R$3G+j;Ii)^NYy>4
z2!PYvz^6aX-w**Pv;Qape^+vUBs1_FOGy2Bb~dnM2zmkYI<yJN%KKJ#64C^h27_MC
zd%<O!z)h$;KzhL#LNDjN;QAThCUlzs_ks`BkP?JY+X>o)RwVqZ7wiaRXaD96g!F>l
zAJEIUq1eF(VQ}*T5Igw9#}2uGd%@{{V%Apn;K~10QvV-y_Rq5%!C(6!w-H?5k)7>Z
zEzOJEMsNW}@JCQX@2`&_NPR0A_t!@d8htBL_}53^>9c*SSNO*h63<ir|4>3A=${FR
z(7`YG{nvpa01f~&lkq>XWKEES#Jg9a35gkag;V?PFhZWdhvlj?Ar|W|$p{|H<Ee79
zMVD8@Z4GMg>X+54bMh;2ENFa))WmEKen|y#Ia~bl#mSn5Wh>yCpextO;a&&25uj7$
zqcmALr!cyavxmc@-I787so|K9v(3Tn`vJqaw=@o0=~NdM^!AblW#!HuKH_N1R0{Yg
zcs0f2>?EM1`O70VZCCcj&qTNQzwW$0J6k>7usQM)Q;9j*o{z3BtqTWXaDR-F=i&4v
z_91=7oKfQ=V_0cu!x&D>Xz%jqebL8z81osV<|&hug?&E6Z3$(^x}202B%EQ^=Bl^+
zO_{t*suie^vlOy#&@c_p)o9W+sFXyMYE7%?88>|xlHNlG=xbv221{!iHc1#!Rxzis
z7&gD{ie9>sV-(tccU;=5|0(-tNxB%@v=`xLXL}nfJw4IYNpccXIZr;O=txQxn-nPD
zx|(Q-)V~edX9?@Xh!?lLibLnSg`7Pa^%)1t)k1?bgT8xP>|M<JHXUI@|EJ2<cX_u$
zOKDKOQKPPN43DLCpjWlt?qH{N9jJVWtnc9IOzthMS-5_e-e-lJm_!69)ViiaVd4`!
zm>PYSfGv6g;2>G2#*%W;VYqucD(AQiHcYUkIUJ?j)CVQp@U<T@sv9w!^fiq8^Jo=$
zcsL(=5f<44K=8iEZOorGhgBL3kWD(r5k4*~(;c`HW+YP#KH!R}i=4bh2al?mv=@QT
z&TTj>Xn<peyoY&jsL$6k+OUu?nu41XLAspMLX%>5xrxfz#ki~?$TL_z{!WgcPIO2B
zJ^>Po##0Kx>|A{><c#()5*RF9mF(LpdCTK-6ay4X7+waWljy4e7?xwM;5#u_6q}YC
zCQ`k8$B8~<en3SQGin71Rjoy08<^0fhxIM(_-;GAt{NA~DH`{t=MVDg3NquxaJ>3~
z@1xg1RNP=6zfhk2{OdF{C8Ub=W#9VAMQQnd+}O_LC54<}tw}Y6+hO@KwrFV*3b8U)
z9i_Z4v5<G&<!@n|7^!)W&yhXs{KOJ7YfIOCb6=e_t%6W@9d6zLgW?%wiAEfa|H(5w
zV~Q`GSi;RWN=PMLH70c^sMemOMZ!ic=raVRgt*Pa;TyOb91c!C#QoqbLOg|4T|}eB
z(yRF7<&E2AMfmGwL$BSdOcPBgQ<v%Kg|8Sr_B~oL;U42%mbB;{7PDAM_MvIMDI@ZU
zk`XudC_1UEg<g78Z|P`ngoQ}p85pAvpVwvemh>&@yFV>)riI*>cMEElcW`t{pCqu(
zh^Kfijv<=*swcMo<0`U)qggmuFl0;ya9j=dGj7T>XEr4H?KNC8V#xJ*(89x7U^B;w
zlp4Gs=jn{we9cUoyQfHZr;b}Y{-b<2Z*8!-9ezs1GTY<ZTCPu46rV0lIvZ*z)FQZ;
z;nXP~1QXswZWaz1j}N8ymA6bZW^$vip0|3cD$SQE%O&Ihr*SI{oU1lp8S}yR+Er5C
zsYMmq@$DOi;lj2^HZNqTo)C&D(e8wql?Mpsn*@cwMWnG+dsN6s^e%XCdJij_CzdP0
zUeB?yPOCAS@R*omi>=YUot5>GBL)E?djI2hpZ75YySC{vo*vJpB%SOQu%2-?o=vUv
zyc+vdGhU$0YIO_$?C9`X%~<=y$VP=nGw;_^nu$KT`qW_W2NAeJqxGV1(a4{OkhTcS
zT+>Z<`|@Vfz~jwrpa#4>of}XZe&;h0MaB|*L%z2?0KcQJ>>x(TrbU)ff}!eh&femy
zj19%G&Nm)?g>UAKM6c41wD;X0pDAqQs-+w4TP-*NDlJmv1Gx>A8)8RP7+_GicJ~iG
z^DC@hoP0TQw;U1kExx~O)=OgghD+Dt?rXnz1~OYak?_5%$<#LjNN-^yhb-O48@i?>
zGW!5KnN9R2YpkDh5y;zhSfS<Q!NX@|b00T_kK7N34<owA%*fJ9e7bmxaQXRP@_HLa
zb>b`q-f3gMg`KFs^4B2dhh@o{-7G`>ME+RYuAxEX9eYott#J}`RK<1;K_8<DUC(Cv
zU+&|h%%E$}V%+ju$l<rNcYO~hO7Y>UK|kqZ9KMaZXBFea#hajp1HLQcxG{3$Hr%>p
zN$NAq1DR$F`NwYPEZH|5_X=)hGbbEBTZa8W(zX&9uwH2>T*D7~_gqeG{rZE$zBSbi
zJ({Wz8$V#a7bjLF5RKn<4<z*@#_hgN&(Za>q!pao-u7Rom6-<S*o@a4H4mP}RCo<j
zsXsqp7ko|1oUA&)BoEMxTvtL!CJ$blSfK5Scw*@*ZJOX^VTi>KZxH9{OI+D$7dV+e
zJ5@G|@3)nASKb1nUsU}wXr+SKO=0EMS;On;fwu=|bxetN2epYIG(Zj}?Hvo3+`1C-
zp=bBImhG05?J0WhhA_QRbuZ<BlM`s+^VH)qsB!j2ve;Wit+qX8$?Us+PpgAk6yJ8P
zYfel|M6GJBsP?Wy^RUu5i>v56ID1OFYtbL2@sWk|nIf}ZGQ?7b5G}7P@fwn$L}0BP
zHOoGYBs(0!AC<}HWoOh%Vs&`*K3Wwxz={#1=aVI>^neq0VC4=yVwKZUB0uRt=XiNe
z%StZ;(PTKv+41Hv^FtS{!OeFmQ}&Krji4HIbU3YNf_BD9FVJuGTS+(_1MKZ|jgmI|
zXIuonbjPY!h#v3P?Td7d9C3OaJb!qtW0pUn@p!T9Q^iNy+^h-s>w2^f3Lm;9n0a|J
zw|rl4hLpO}i^w$wGOnjo8lm59Ch)Fdz{7J76^vcs*|PGu&f@>c`CwyvXJf_%_{D~6
z`qc63n)RXFkOx0Up1ng^=4Y2GnYEcgktP1T{r9Bm%Nqf@c0+GB28+{HdkW!U`BpJb
zYi>0(TqpaK{%#LAF11L#J)9u*P$X_Jcw8FUmdEz%N^H3ED<2&Cd#amC@$BMsk3W8Z
zdkf25ZKymQHwMEWy-=are(UOMVsAcKznD<=?JMPBk&NYcX-Yzb0wc<#^<vOPR3tfG
zb=MP?1#mPu>)p9JVl0@BoXXaO<}GrHhn}U0+$Ue}9lDdupQppdB}%8NIx084p82YT
z%*1>;J#q`kZ)NP~dY83Ot!jH+<*`;lD@G#fAjS}CkEK~a>2Be+Mx&OMS|W=E%bPa4
ztDo8`ZdbHbP&_ice*bY936tQP_S-ves0)z>K{|%~ede1OiDhI<T!-8aVGeP9cg)o9
zX!g41MbP$RJ|cAV{~)DiB|yuZqT%l0zjCuqZAEpPi1%S$q-=QwgZHdBHpr<X8(+AB
zLLQh!oD567Xa#Vhcy6BML9>cYVf%0v#K(M3+#0LVu;3KlE1gVu6#hL9z?^|%hiqNX
zup}9l5&pex&YfcAFSpuMUB!ZiB=c%F%pP0AyHK|HqqTc!(vFcL<SGy{73Gs;?%kgl
zv_fd5brnM|$1)?7t<mkimX#+S)Q&)V-7prET7-cS1!A)<<oxhV(!bz#^NrJZCUCa8
z*$fYbLQ3jrMHVuWVYQ#7wY?4;hPHmu+`z54;DETNu)@-QDk#F$O4Yh|G0GCKDxWb1
zi#vKTF!-Z+kI8X7FEMbTV#^F;6BDtX=xb7>Z0$tfJ;55W!o;jrA4Ck6ijru*gD+oH
zZ;S0kV9JE0%5#G#HaWasf#(y)Q#6ArlUrAxFx)tXt&HdZuRlT7Q#4MWy!5uoBK0|w
zD(p_v{wih!T!(s0bmuoQ<4!9ir5i{*Ld`ri_9END3o{9+wnBLYPPh|+@Ck*zPvuGq
z>~cRRbR6XtgfdTiZqyry_r8!BS?6xt<6zqw4NPd2Bm!K2AZ$_rcT7*0bA`%SKuR~c
z-Npt@Bog1#6A(*Q8wH?#f^9+u!-G}vx$<l_2ve5H8*N>QG_^xw<xPmargo*7Damum
zlk3JQbls~e^qZlytx{aPH_jwP3n>{fWVgj`<~y^~l+n{Kep;?<p2X6!of~$(RhgyJ
z;zmF2^d!VIYfIL?0O*8lrS~2dNlHLH&+=M9n{M|wOP4oi{+&+M1JdoH!MnO$%_WTa
zM}gU0J$`}lNj|2Cub;_PL?CMB!^$-0x6U+hp*^GKGs}EW)_U*WSdYjg-={*X$4-sQ
zh-LlsP85JHUg6l+Rz#m4t<278id!{hW%rB+U3Ih5a`2X113jgTo_<Jy&Cf7?A24Hz
z+#gew*c58%hV_7@ezJkJax8nlS%+`)?I;g*aHS<Rq4meq<T8y|qo?6X!k~Vjr#0H7
zs1Hn9z6q8f&@fHXe#kGhJ4069j3tK}s|H|L^)!3M7S$y&UtQ#F-)--#tfa|Rd6jA;
z618Oar^40CFBW2OYVsXYh`*%sDQN89%`M(FER$^?o}>%c)-oKj5td@KU`(lgNEJe^
zey>f^?=hoid%5@&z|S|Ji<~F)5fDQl$XuX>txXqyd}f2>*@9+G2(_af-oqui$`Ijt
zP&vSQ<K0T`42i530n+#*U?E9`Xbk<}8YbJmjq}=5>%(cvc=wZ0c570es^Y|B$$%bd
zjzqz6*~!KiV%Ar*1+Fme1}8<y8|K%moK>Obz_+&~k6X==BaFve&hog>j**3HIM2UP
zd@M?9ir!XIT1Zo>eHJl1@<OZWW5?bp_0e+bHAa!pPH7Z197z*y7hhCQ9$XDz-*_J#
z!+Yk46|amqQQNuZ`v?Hp2d&7)n(B_U?L<bjF~*;?pO(d%fRPeAvpevql1Z79smyY_
zVgKRt{esUqZSw}5Up{BI$7|!f8A*z)n!MAEUL?2>#ftG(g{J%o-GEtvAhl84R`PIi
zBE#B>0WU_Ai)Th1dy&&s5%zZ@h~9BW=Gl)wOrp`BnP{Ip)onNcCq9lBD!w~Vx6)vp
zP#;TVh7)|L@f8$z_e;lp^MeR!Eo>D&$DwzkjaG2IgP2zia95+qkG8I$D!$-LdrmOZ
zN)x_BnLyBV<>Wrs3z;RJ7c*M#UNkhgNoO_1k~cN#zxD`IXci_2!b;mGobv^R)Nm_|
zlA%ztB$_5O0VQq%Y2My@bvHjs-+~de6NtBXq<H9@KF;|@V>Oy!Khd|GPqH`<af97t
zg1SFb-_-&XTJz>fs_GNw@<$=C5py9n+Cwaz{Kgcf5ncvfA$JenwdSTw8kAbEPQn5k
z)m|8C3b|vq1k+gZR~B!v$_F(G)Eum%Zd|da8#tY~E7r}!OK`N_U#I_KHx}1+xxoqv
zvuCHjG|4Z=7rY4spoe@|K)o(!t|YiFJC46g8?fh}!K$7tfw#j?%O@AWU*|Zfxr?6+
z*RZk48bPeUyK9NHm&0yiI?0P{qA3&t=Pf9Jy3@LUJD{bQ%v<&Fcs?RTq!?HjS#M>^
ziF5FFtchFx$}~@)$+)`0&0~{>zGg-y0cJnyf+#C&RL<Ho&{i$;<C;DyGQDe#hn%Od
zt~;9t?YMlZyeBJV8({@Ps^bwxNc%~3JY<=7m%KRL`wsSG;FRuFMriY;i_(3<pxw@H
zhZSU*2ABuphMp0gWXDYf8lnswU(xfj)ERz(G#0N>XA;vaQd{KbA^Cu0;vlTDj_sMu
z7Yz4M(fmV9?5An`462=TPJt>fIh455$)<SC?vR%S6u()yGZmRt+YV^+%spWWtEQRs
zug0<rR-k*4A47y5Kd(UkH3hR0gy<$>*%Dp)6@Kuorq3_JEV=)uHwnRx>i-fq11aPR
z^$BxBeNo^0grVJk`Bwh^oS2`xFaOv6Qs^`;0q_s_OCf<|f6`yd!OaCJWe@R@f@`2%
zv><hBf8!1@beVtfn1Y`V@t-OF!)^VCZyG>q4S!<?sHYO_5rp{LzkLFAbpF5~mvyNB
z;&$aXA2%4pzuzH-KG@|FEb_BK&%yoTM(z(Tbtn-o1M(LGUj|DExi16qC#3rZ?zis{
zL!IOoApgLPgLBsB07nmkpZ|1OL4e-1`aV?R9}hJ8*KB1F_g~4%+`pZRc<w<K5mpp2
zggpA{AKA;0M-8z`8(JBIbD=re{+WCCb^Plb43?yrgcuAgEF?)8{P%SVMi>Se5fKUT
z3NjKB5()}3DmoqpIvN`KbsStwJW?WZGEyQE5(*j?dJ3wW)FdPfJd8KNA;kayIX#FU
z$ic_L3E+SX0*iuzf{unxh=D=KK}kZ%ap}LWEil-~Fgh?g@UT=caM-Z$*sxzaV8~%$
zV6T8@``3iQZ8&&@D~L$QD5z-QFH~W{z`?@9!y&+5xq^TI?sWtA!ysT^!J%XqLd3nN
zi$wJhkHae}4Vn5*Su4K6&^8UHo~<_uD#10v>qNA4^bCwQ09@QWKoGC6h^W|IaS6%$
zib@ZZRaDjV4GfKpO-#+~?7_}FXO~AlzJC4zfkDC1F|l#+Po5?ure|bkW#{DP<(F4f
zR#n&3*44MQcf9QE>h9@%GyHaBbZmTLa{m3ohsC9j%PXrpyPx*<4-P*c9YgSfg@ONu
z)?b)?hZi;&FE|7QcmyN}Ua)XZ5X7+&u28Zg;t1VC(tU_a#o>jFcPA>XtQCctQ(+rl
z&vpovfCey6y8}TDirMcW=KVjy>@URrgV!VsIy@|R@!+vx1Yt(r@NrDKu5Z3KpTK<5
zXdg<}ew<SDNGlo7F`hjgohlr&q)DgIkd-<>u+b59c8g5qOnab)Wf415o|Sk&5LT6c
z@NWDH%iJ!?77p&Ayi2r)kkY30h;ia#_k>lgwxi&w1!iZ#UAyu(k7EvVBImxslrueV
zNY1I*9gzHV)6=PE&fQh9M&Hc-{>Zv^Sv}8WP7?d+v~a)2;R|1-kRqiD+VP|0h&Z?}
zhg^fM)iyKPD3Lvtk#h9p?`3!av9KIv>@9qiNYCm>-fFDaXY6p6Zy!fl4XA_kvR*Vk
zP8q0Vp;7q|OnI1T;Z7=ZZ>V=_C92qlT1)Oz;lW$!`q1H+-Btpmw<8+!_Rp4Pg%vfK
zgk2c;sC~(^R2m=RhekWWbM+OqYGWV`_CI9VI&t>!Gg)&=1K7eIWoj|bU<|qTxFjCU
zSQwCZ)RD&-PHJN3A**b^iaSIw@SwgwF@yL99=A6vXSWdEmin#z3hW0-O6xCc5g$eO
zh5ZDBI36>~Yy~2GZo6Vc{(#RtPG7$MD~z-wQec|C{7Raxc=nu2=;yBVIS<L+x5d>{
z)6Fg>Hi9>3>l!JZHK7rOo;`@O@La$)-r*XMc;62%?$<o~2tCZkZz0gyFwEs6DX4&G
zx?JP4389N)HL&%dgl@+u5n!^{PbqZUQekO+=aUrmhYzRhUMtG7B%5tT^mwWD$@?{-
zd!%=cZJ+ceCC?BTGS$YkoSK(aYwwW?@cXi3aC-ATuRAP3-foUaot-T=uMe%}{(>Sw
zef^f_0w2*K=9P9p{nhAQ$zib}$ujZw=+wxZUA+7^A9PlGM-$Q$BegLTP+FZ@j~}Si
zT9-)+1}oSdc^t2z@T74U3Ob<0(|m=&e#tR<yL;d(%tNZ4<Fc+@#L|&u`QUpm?8G+l
zq9-Q@$#=GJIOh)6PR+7TDyAh!2zJS?0o`xIRT%DA1?iK1oUAf8tgm&~pX~5Txz|!8
zgTLWGeE*@j14g?BFictjagz7hLY7iO^fTprz)fpSfL^qBxY7Px@Id%|=8amUGwqD7
z)4dy-cO1e|-nxxMg$qh%r5S0;j>wsw40hw5?8x$1G|(b`Nxs?DJ!GHo$cp7fh`|_F
zk@$liObb7*A#<UamYwp5cj{7IBN}6@1>N*-LULww2t9an@(3;O@6!)?HdIvA(1QfD
z1%-nLKc~$jmssE27iscFG*|Rzas;|)N({`VQbl0)Q?Lj6FG*C?jN6@Yt*8}yWjQ}@
zn_*4opyElwrH*6ha6nKJt!+XtQ@EE$a3J8KjV{Ftc&OgX0%z-I1538QC+n9<mz-+q
zC~7nM`o`HUms2~{?a#PU5~+@LZ)sIDHL*8=-5-qM6Ib&jWhMI-JI2B!SVZ-McLd@-
zh#u5-^}367t;ml%8^~eC+2pKGZ^=Jw^uA3lyFaO=M!T39zw0)paX&qfLUbY2_+8rF
zdv0d#gRw_~U91>gA=X7jl)-3HAR+{nG2-CUC4tPElGI#2=8Vt5AC>QJPb65&UwaVb
z{p@PpAi`tiyYH>h?q1CvlV8Ppmo?H6K@<7WjFbJAT$ADCteHDr<F)u}7znBONVydI
z?;B!#B5q8tgkjFi9Ng+hx?ex0pEz)gi<o9{rrC=fks^>%WZ!(fdbXf@{79*~<da~x
zyTivb#0d4TFuvZOI(T#!{of<T&nJbJeaTrn<60xbuVEtYoikLn@|fgHSr$ZHbd(u4
z%dp>H)*dP9I&eEp_)>UghAH3jaUbbZiC`S+N{RKrMrO&pR!Y9;(u{i4SD2eVoGJRd
zUMGX|8U#gVIt=X<Y<Y4bT5u9CGpO4+1Gz%z=;0({$vd#M+DTAwHiZ0EVK%f_NoWYO
z<?m&<M(97US|_5*A}h%5;w69PTF!c?;((YhC6%B*EF<2Sf!95%%lX72?Mw3rlc9Vh
z=Y|Tm0G;Yk*kZv{DUIt3pumZJ;gpn}H+yW%qB2iU?u0+`0OyKyO+!s%NMCiFf%F2!
zo<P7Ge~tZYnuh0g4%_cO%9#heE>2IJbYi7VUheJzb?bJYm{mozi@u0wN_HG&QVa^W
zOm%x_vJt<|Uoeb<9SX0imR)k?ne?#uHPVKZ)XYW82OkY?jK;bp?{RWPRH%-lsXIsE
zMdIV>=g589P)<e3GI`bDKULS%uQPt#AxzbZUNf?T$5OD3|8&(-@AHgoX$i_<L@DVN
z$);lad}T9omx&qSvmje=RSOooJra+UM<1%3AAFPzU%ZPMa3a3c5HH_*H}|C-t95<b
z`?ulBv>x!?Utt8QY(_{_B%ejswH>)s(nQqGW;s0KZH}{ZVXn7&U})>}*?)RxEById
z_<jTenPJl#uU;U{WAd{m`$vo%6Y3fa15~@TWUJ0+RaqOj71wEL^)sq#gIE6_dv5_%
z<+k;WZxjWQ5EP_ADe2t6CIzLXyQO2(-Jpa@hjdHFrn{xPyE~;j{Wf^K@44sby~po8
z@Av-yV_b$~_&m=Z&zft^HRoJ&u4m2p8zc2>Xx<1EaL7J;b!RLvV$XtiK0~45GNyYc
z<j68izZ%&gpzh!(OKQW0K6RUgW5E*`Efi-c<#Q||Hyotcv{awSZy|2sEc#G59Rv(z
zE-ll<)aF{$EL<wDirJCl9vlQI49DS1*#^1n9m48aZc2cR=F5%wmkD3mtRn`yqGEC9
zGIa^Bvub}1N{z6B-9hP3DDVra8DL?gKjm35El&=&>`xKmvBZY&(9k(D@AT_T<2<K5
z1irJilfu%5vkHzuN&5;=%b6-yi0rm~U>=t|Yz@g$QE4U!m4Z2DT~n5R$H>%A@#XOH
zFwz`Vxs(EAzWnTv$cx~8R<^lB$G#g+!;{Ih>HIWGcKoM)#RAkw6))y7KGY7X@=Kq&
zpJ3;kvgwaoufzxUwetAlD=ZKZcq$KR++Uh`S-z+2`0QX?rudGiKx2gyx%<N}WCV?H
zJv~dO@_YkwY`HzPhgzA%9zM^;^#_F|Ow{Uv`tzy;e2}>IB$Do7nQwtpwZi<I#lUg9
zjgD0yGXbev1c^+dG^)tLXw|YVDPVc81+lklc8X7toy)Sp8yi`XqSYRH2J0&q2U+7P
zf>C%?mJ6D+fEWOUSCRv>z1&wo#fNv)zKj7HYZn{vS=A_FkE?wfOZ>?dusGIau6ECF
zuTo4><vvX~jfjJT$i5w4{_=kFQ$6xZ!ZBB|32XoG!k6L2E)Z*&y7Xn=+O|@12+PN!
zg31060X<Yo#7JbJ79Ls6e2j36fmU=$5-K4Md<TM7xkXco#vs!f!u6I<gMH(P=k0g_
zQVl?-jl|}4;V#CnV?WuL`6tBF|MifB_2zKQ_cJd42}%AFlKe2%`kx6&_RC2S*uDY|
zv+(7R$cYj`ce7R7_Ka{thBGZt)|7@~r#$ay;B3>*8&vK-1g(uH?@bHH@Pu2S3Y4>E
z*(gb?ZOBy!XK`%=P`~vTgo|HN5Sp-*#h8BMn2N{#GQTVk6*y_is8_IZ{|YEfa42$+
zb3X5v-KS=dSL_kybL2{mK89o4b=3xJH7r3&H7sQ|N^uGwzsoKo70)0~lWcUbD$U`p
z3g>=MyJ>8YKv|A4EnvP``W29?a&-@VwHCqZd@a|SvXaO2JRR0}#p{Y_!t_NGTTZW$
z%t)1){86yM@xZt+mz_!?SJ}4ghpzza16pr3;;_=AirleAAuBhohH_h&I263<tnLq|
zgZS&NDQr^9-WsfXZJ(r%8CMOllJqF#(>JB`7E^<5pOJ<17m0OxdB*MuaNE13tP35d
zuha!US!;uSKEYPb$8mX-&lccqM7<-3X3BcBT&WJLPfFl@<{_2A{n}nZZ>o$tD3bs_
zdw8X(P;7L<*hC>@f(#4dbrSH&zy&l6WT(8}(P5t?xEzOmDjV{4Ml5E8M4pT^Tq_kf
zle}iRr>T;F%M`iGcX@}`6)o)yd+Ca9)vKjZVqG%zNmT&sn+x#gOL|q8lw5-v_MHPu
z1BUE=CDj)enjl4K@GTzck)^2th?NUd@59Ec$7Mx)oejssoBsZ6E?Pvp*@-N7Lsq4Q
zh2j|>HaWJ`--j`s9W!}<nzM!Le${@Fba=OlRDYVxE*4AsMe#>}9=H_8tq++KCt7t%
z;^S!#_)AuKlN}d>W|r&l(>RbX!A>tsm{nh`8Bi9!Xc{Lw`U-fXQ*xUznO7m;+>r4r
zU^q9L_>KvY6dliNo=vp`E|wlG2dcC_EaOjH${%oyMvpN81cq}QVn!(=S7WI)=ahN6
z0lw%xvPAiJL*d&|!j$hQ@*8d>M!3wiq{xzdB-aWjBiqS(aj8BhgByEsw1D2PIcA}W
zFD0%KC4KyOC_?7t(jwPM1}@%C`j!JiT5)43C*@pDh;8Po+OxOybFZtS;OG4LaS^w;
zy&R-Y!j5HkFaop^6b<q(<K_C%?o~CCcuYih0sND<u4G3q7<Z<+-=yM1r%jNI-I*uC
zVf0IyJm!jQf!H`Kzezjs|7;9==KDT}*l%#tZemDq5qsYHqwYB#en-@^(}vG%Hide-
zw?zc!!rF3lHS#}hYGaXzr!UlsAvwQfMfXfPVdwAN!kF*Bhqw-}s2ds!{a)L)0IXJ!
zjb|^<ChEvvjw3vA##;%Xw#L-_3V2b0Z1NnJDq0L>;bMb(URz!b1L}V3sphFOINrl}
zB!K1nAfgRF4YQ}%VKg%;EL<yVtT-;w7_X`F!7B?yUvIO_0r^$5)TsQut8(MqjcID{
zbBR3E>Gj9L?j5(07v1hMn7;{VFR3z~wLehRonIfPQtUFTCsy-De!fs**0PstIdDOc
zWMI2yZ(!6xW&aFYPKTGD0fqw?jd5G{0u0NznjTEE!k8O=b%b;FQ0Y=*RUpr=C-U9x
zHCZyBV-NooppDGv9@G){FIK(M@vG*uX<Q0^s>W|QRH!zz)A4y+bvn{CTeY6F!XCF-
zJqRu1_L~9XxU@9GT|Pnz_mTeUk-58>A^Mhz7@fnG?-1Bq$gnOj<rJbb4V(H3!_uss
zAJ|cE=~OTe2iEKa<tX~wwS5I_*h0X}v<5iA3UrhAK&%`A{h4jrCRXP@{3HyGM95~0
zfv!C%0-u^}^-Pc0>o8klgL9{JIIG|1GOQS63EE?(q%Sd~t5e@bt78_U<8)qC_H21J
zo}e9roV+i<G_XR|UM9ecybS9r^AV^^yv0(jJu~_hU@$`%Vj5!FDu;!9VU4v4x1V)9
zVy-aOW=?)8V^%$SbbB(Yvp=yW7{}h^HgCOrn8cJap<7Kue6REikn5uh?tWm0JvO{n
zUZpKe>Ibe3twg-RfTe9Uq)Y|T6hmo)Qp|mbwthSw12W}?kg;aC%Mv%6n;`4j!0AX2
z_rof7>(mo}V<{n`;QOaD25JZeJ3ItlmZ}j-ejTAPL-SB<BG0({;+S^n)bkhvMk8Hi
z1T&oI+z&@av4=xsxshBbW*C)S6Do_uv3*_E-oKV#dlQi2Kvw5WZ|sC_?p%5tZc82V
zr3z(3mW#=b{LmRxT**XWP-I4edA^Hl`4s@eoyZkBAgzkk^H|TaD!;a5FgvlTFjBWP
z@<mccE8*bQho?s7f#4NxSiAM}x~P~6vD9F$I1)-K^``r_I$r_EhX=sW&6*@Vq^aaA
zCbV=bYYsZ#ifr=ih5x9i=p)iW6Q<}lc>P63-LAG23uZ@LsYRQ)#@kQ#sh8x{PS#Np
z@iJ>Nz(*aVZm$_DV9B7hY;t(lrx!#kH5DN%(r@c#Sx&smq*nZfS0ly4<n$b)I;(~^
zXI)7rol|E66N!ibXAeh5h{r>>KEcOr@jN(nN+C39QCTPfyYlxXzkOz^D^7j;4Vo72
z1N$^=44;p02IUKwpL%w;(Fj-7SxN3CLJc5xew0{jR`=DjlU#+~qD6PXTjV-4+8>cR
z^V3!GuC{4D75J*e1|>&%myg##46Vzo6jJ2|Nu{oo_Oy70qI+$y)(xkt=cs8LmF^p`
z^lrT(piy7&`wFN*$#G@dH+`$*sH|U+>wQQXED~Mr6fxDUIAk89m!q(-ldH?y^r&D{
z6NDc+B^LaabzM9*M!a5D#MSGJ%C(8gly-y$Tv+yo2D128775o|_RSWO#tB%M86Try
zV9+C~gFXWfMvCVG<q)!(Oyh2`X=IUBtbfeN!7~52A$QYRb6$k^=^*-pR6E6mS=X88
zwqF6-BWY`Ls0I$Qu^tE*l=^Zcw@0;rw(_N33lfD+1k8X=!K<|exZRbV)Dh$-(<*7I
z@M~s-#a#vdsXCVot|?~fkE|;zIR(Unh@`b178Jx`%e8Pi!kk5IF2*$2!mDgGygpKy
zHQ|00wd;yDRr^7A2>5}R`*r>p*sy$VEMj3FCgKV`g-joNAT>>HZw&23OC?%zw<e~Z
zHL;lAsJ_KEGAJa(UyKdm*!g8ZA-@3c0zpu2tSOTsQ>=;Lrr1QZh{9Ii$Cwqv{43WK
zN0aER)ZDphwk2edQwx|?#-f1F1>7)7s%1q@@6#~L+HtUfT_^7v^1yV4d4;aYYD&~a
zJZ^PuWC7w4<lI}{YjDEeFD0#wL4@|EZA7X3Fc+;kY_4eNd|QEbuFtVeLX+1fm_KVF
z6ryZ*xN(b#4|=aTO3R>2-0NnKvda~m<NkRJ^ZTTv|K%8l0Yv{#=k)&*!~7?P`F|M0
z9DYP9U0!nQAaFSd%+LvHIj%jM=})RC#~62>yc_|zs9!q73uE=o5?_2t+9!fW4{EA8
z-5sNE4dg%xzVVThZ%%H38I>v=MTL7hxaknhH)M0SE$0=kOsA9<$ky$-!}n5#V##)q
z;}RC>*8HoY&?uU}Fp@M<QV@i`TiO)2^9W*~YcHcPjGZcqq8^JPp*DDO`qA|s<Qb{g
zJW^j?17Ze#5o^&Q`dLy;?>0V8Mp3l;d8^P~+g7z}II#EQDNC-{)zF*y`&y5J*7JNh
z;Ev<B&W5HKRo<R49L?gI^@ZWo(#-qZ9_@RMIU85(xqxHJ_{v{JBdGjn^YV`ImH^HI
zNcv0`&v<yBC&m>`kE;q>5MzlOMcuhj>`l)!pnjn*JZ&v%Jcpp+alBq_@L0`aXEtZ_
zSHMuz)-x@~h`1-w9sPRhit^myUja%*MUg`N5M<XS?<>3Pcr>?RbD?3fAQl(6i+dMY
z^5OxlrRQ9(gZYvN>)bD%S727?x-*y4q?j`;Q|d(q$qIBXYUL(eS!*h*Os_F=Z8O||
zgBYo4zjozPTsr4V>c8|JApS(trC3CIkZCMAu!)%%bJ8XT1MW%TK){mn-fARn_m{Oe
zrcf-r7nIg_^K|>Rs8SgXz5+P3mlCxuvP{OU%S-%qRyX1}9S4V!gdl>VNwM<YYl_6L
z=+1WqK?IVQ;HNXM3jL42c)hr1Lpm;2_Z47vMj*VgO;o%W1&+;3XVB(AzW{dvYti-h
zCyVIU<=$Gc0=i*dv+4EK_TW)IhI?$C@hP;s4-G6NN0~CdS>IY~A-=;k#Cv(+Q?6lp
zXlu^Q8G}$g2eFw^9q@#72DO>FBQjp)*=TIba!Bj%jNL^PdHH$4a?szy1q+?gGqjgq
zX)H!INN1S3-PK-vab_0We?AhoYJOTnSOV*M|Dl>^++k#LDdqaO!(@ZCwu{P&#z7C^
zz-!9_ECpj-NnH2K#IJyno)x9DD5PE$n2uZTX3DN=WA!3FPbTZ&q(cl_!fY7aD>%La
zTDZt7`igevx@d`{22EOD1eD_#uj~>B)Q!Y(7H>r^6!#T5Kj(2Yy$6moH8BfEyE7@{
zUU!gd#*Cp9+sl&wEb5-D)GR=WS-Ko&BA3(OrFc#qor5+j*B{6!@Wt{z*rz&QByZCN
zX7&m=#6!;CEQ|B%jNo&4lGILd=<(R}RH}F!>6eDL0{P9B%7<-EjA249c>43YQ^e*)
zFIUcUIxak|i;}ay+?$bxx-r^k&F`!=j4h80QdEe`x(A|8ljh?Bbmnj>#ZeSJ?d6_u
zc6HG95HXwgXl!n)%Z_+B>FyL)T|JGKEg#(c<k+g^HT{^(jN-1)7dXtbsQ%!}e8vip
z^Q{(Pg(9+@o)6nkhqnShKw9U?pLf&y%N*c2y5NU`=exl2eZ|HsiUa7hOjB_>licg^
z#5P|Vac5mZ7hO<yCiCn@8g`Xbl8?Ps1+PT5P(K9<5j!I}ljn{pw<N4{z0!EqwcP4h
zsBPg&LCMEQ|G6^BXD3EYw~)BD0aw+fcuYm`X-U+J3;3>6g!&!7$kKs0Jp!h#&s=Yd
zflg4*NEK!%iGmxSvWqQlc{+7Yv(%l)#lpo+>oh7!G0wR;H%o*IVPd=>{McxgcCO1{
zxHzSYGV-$`7K$BH?ZcP-&?zn+hhOaB>4t%B${$)b#v$bGat>vehCh}hsra(Dxkz5+
zKwz5CQ>|lHfHy4B$(9s!f~qR!X@7KyHf&+hWK%k5X1Ln*#Z!u%L6lY`zxQDDixHu+
zqr#hUw~#F%Qb@AT(=C3)nuO(GJC7ZXmw|YK#Inw8jRr@X4+3kHZA1;HldWiEMXDK^
zFEsbsr)OOU6hglOBC=Had+*8ycpY#utmR}gMYDswFd6s|GFs-O!SJL5<7no~bShW1
z{kg-`OP}MV_hc@@Hp0FFpe%9gdNm#8PpJw&|KZ68Enf{8z#TpCKBm=Di(KgA!=3|(
z@G^(I`T2zMYX@Eas~2Y@Pgy26sHi;SJ&qPu^j~#5EBFne>reLJthVJ{6n^@23BPjC
zrKbn%dtdSav%e<0b7X#>32H#b8eEEd>?|9D_4_%iGPR3!k!7r<_!+oqLWd0{w+3in
z2pmYcQ|xmuO1L&I!I&knUD;8EoMGKZ<5w`i><$Y2**&hBP~?;}niRAoQ7T6q?n+I@
zFXn2p29B0mbWy{4-aJ#{>bVdbY;nJa3ZC=^FReFJS^<r&@0OICKk1sF`Bbpor^aTd
zd;?|tZ5&%%f^^cN4K7hrF@MhGC1s)~^1-eMbv3)xP0fqN>QA}1ABJ<!$&K?CrEVD+
zjt|Pg_cgyz!EZQm?m3agfmfq+-dpMZxb1WnH{^+{g8^D>Gr*;ya4000=c=!8dX2K7
zAQRe!Ch`*fGgzM6a5$B4Nwx%~Az(MBN2>B1BbMp(G}J{sV^%))maSe5nBkKHUst_S
z-G0Yj%L8^IvaQ8~vmte)9?~Q|s@&tMh4}uw3)zehWaq@j=Vje0D;W@iTT=p;@s7nq
zB^{$HaQd0XZBs#Dffrz@`n7KHi(S(VH5E|kL|%Qs{>jLv6R%C<B9RZ6vsB8iJu7NN
z_VcBF7?jH9%k<~nmS?iOF`3*}puxvgR>v&#O1%A@6A~`Er5qp~42Y@W{5_6|@M&N1
zv$Bs1E^rn+Ezs{RW#TBSXKB8N5t}bPK3(*)JCBZ(w;bf!_8Jow6woV^J~ySN1Hso)
zEMCE0kygmz@qo*HvKJ3Vo1+`#(@%V}ed6F*Q%M8!+oC_n4&7CijyXdd(S0&mnQB5G
zoHej}m}3KOeNz7TvFIL+E<E@91KBf}i%cD)aEl?`J~d?<W0P*sT@r<HIkifdS(M@8
zIL^H}JFIc8w*?23VM9Rn%2WE_X@wTP+ogLD%IGr4r>J@UdyfR|Io;O56dx=VVU>%!
zX`7Wg>DMvNgv;){2`yiDcy^^*el~x2sU)hUTwY_8bA0;vJd+KjJ*99Luc^Q@#=ez3
zWFMua8cao1F3s!pM6L7Zfx++3M*c4c28__ko4-dt_)lQ)pTOY%VPLRlpW^tTGZ?oJ
z`zZIF4|?tgBawvrB!v{gtVpGxvsr@fDpjr1n$V5jhsK}ukIhTQ{2J0ZcRk<^x@=O%
zZPzIkjzC*dg2qGKOLO%BY0_s1#mi(7L_MASUmWFGkeV-TD6K&v>_$OX1FunfC5^N0
zIlXXT3_@suzdab|Dt#u;QiwIME4yjJv6^C%LacM)r=zl7X`RI`G1@Npg&Ub0BH0V%
zA@LmaSg{^-bFs2uhjDBs6q%#u;lb%7`S@_q9~^jMoZVrbtZKkW_s~nvJ?>rZe$Kl_
zX{;g^z)mk~%Mdu=oZ>{UDatZo47abT3`ND*boatgi`?>@%Xf&6m1XeYeyr@BxcJOm
z)JSw~eD4c_w)|6>eKj9vImUost7on=lI5<V4LdoUTlZJh2=h3NiESlUSxl}%i7QIu
z=Qc!U$MiicAI5K$3}0fG9O(-1Fn^-9_OX@w3J|DKO^btdGjm04nWad3Z{qiH*dc*c
zAsJP48^`<%7rU;ua^DFE1yzq^I<Lw&LJB&=u7*qsr0c)R<WbJTA{I}VsLu-SM2SO(
zi!MTDfjJwoJlYwSlMJt~L*}XqxupD9T-3p@5OW$60R70GnInJ&6PaT3nzcuG8kMAQ
zgo8XgWoWw4mGKUy0CAlAGHdqs{S9*9<)CK=)3LW57AqkC5**)0qO5vfG3ZJ!4E_iM
zi-@YDNg#EaIha&uF6q2>`(xcj0T>H7kYPx*o;Vz~-&7hdRQ;)>G?1*_{)rj4w6uXd
zZ*!Y5=2BB*Q|&B$%vEaQj#n&R@h4Ta)_m$d%xUvbM4a3j@+c14jCGd1m1m@O67GYo
zjUiCi2BN#1OE#LLipG9V>s&N8=B4wY%2jB<?yask9QFu_NTL~EN1E+5RqAYR4p==y
z8n|ARUG5YX<$|a^cr6cdSGs@*ZGcP$H^f5NCNpZ)06isu)7wB@WjM@$88Q^zjzRP$
z(Cu*hOirh`^&MYjexT+{Z{vi+ao)U3xuiksO)|lf(%|_+we#b^HZ-K}N2%S<*IL)M
z70+rab<7=1pB7h@mXvwE_7+N{z<L`fFyg&>1U(X`+N6_TJ{LVa$W;44xxCHMl@7%`
z=<3ntL&bffKI)hiEhwD$R*D68tez9M_p)*|PcWH&)V-&=w@==;5~LWNxXx|mgkv0+
zTJV`Xai!NFqngx$!$nxnkcu(2(fqV!@8?n1*}wtl<lYXElN~IBy<E!9dM+m<$N?V>
zx6>qsc~LtptxB$n6>e(1Z)_N-G|>hMSd7_ZXE7m>=j>7HF5gAYqWKD78s{xwwc+PD
zXd%=NXs&p<6FZzWSDtG`_Rv1f>3uC_cBUB*-j#IBF}kwyiB5(-wlQR=qq)nxB^2v4
z@O&gdE{$j;vH#O_k7drzu|JUAk85melW8JL5p#lAE|{Sc9_Pa-zXNjd^odRXc#D8X
zL7o9t3R;{*q4}WIg1@<%`Oa5B9i#F|i0EL>-5E-&TvXi6ao&}6!3#e}BS`@?Bfnd@
z9GdykzDag|q_JKN5B!N`LG^EfRF3@)laf!=rQ*=0jpzZL?><u3UD#(mG#Ib$PGo&2
zbxs-szt>NEm)E?9ETP+cIBbH)O>t_>(0`<_hc2S3*5Nt5n;AQ5K<cxlb?MR5sFuwF
zL)4OJ{h+Q|3k*r3U}Oss`I4Fdsu^U6HIh7%H7=T}=w3kV1iJ+%fcQ!_Ar7@j)O?%T
z%Bw{2?xc>agca-O?TwLMU5FEZwRg*BTZu%Nv@uwH&U>3DxA`7}21|LEg0CaXdfVxz
z1H@x`k8ZVZ80Ch}3AMsH&T9L|QYP#izqjr<AKgBDNQ|M;Cy5Y>cDJ>)M}mGlb}nL}
zyf2$yfu>I3P4{D8XS<dK)d?QlqYeXS@B_DW)XmkZ*C?8td<Jqt<)p=wU;-MRC*S~5
zg2;S#e>d6FCp|<kpT7bKhs2RZPz^LFFtqk>uXA!EOjebQ_H~qk+F8oJ0-jcTOIgUX
z;`=v`cpMrOftSq7cqnf_eRC|H!_D0}k~~#heel+{x`u}k5tf1S$+1cX(LpXjQ91e3
z=5v3P_J;Iaxt-9ixD5R#W}ocJPaWtE2?piyxjb|r)neYX<)z6jTH4XnjeCrEO|g+<
z0U4wvLuBz8r~;FE%iMF4%1SNpIP&<RW>z_OQoZ_1pCdeajR^A!33o2sYrIJTwRiBN
z8%zvL57{FHex0F@-7}RzL(VKQ*Bka9`i1TdSZ(3Fi*3a_k%fjQwG@YrSrJB?$z^3h
zT3$e^?iK*T-fEI5)`l&cZ&1N_i!}nNfZ#`Vf}Vi$_0onMAxD7%3MmVf)D|xzd@}ED
z=Dlgmt0RU-n<~LvY5O@9>>r5C!7h&q&4OX}gidU@hWPtYwKzs#%#P{o-2%362@wRT
zx5uWgo3Hn^>DZ%1x;4P`mG$7iJC&2Fif!)OANf#4X*=g9MD{`Ffk~$n9WKEOe@eCS
zmxD#pW)ZEp=~rlMBN=uhLRSMjaft{y+6un;yB8w+uDsmXJ2UqTpH9dIx4$@#PLR<n
zw7EEwH^DCU7Y>5@zo=BkEz`J{U|X@^`T9NfN)@Vh%bpjfvg{(S_jvuwRqGyr4PKu!
zy#;}!j|t8QTvwDA$V+Lojo-x>cM$a+h+~YYdw8v02Cw?w`8cNnJ>fisGLTzrRri){
z#2w7Sf;OR|tR$#GL0<*1a0YFv#Q7}Dpsha4HeY9Cq8QarJ#FR$<&bME28Wxsn=coM
zXCP#0nMu1(TBWa)`A<DJ3ezf<6zFW}MOZ4zeW-3|&QF9<%i(x2Jc&#nUpaa8w4_wP
zXn3=%jk6(h+p-N$yccFvP7H~Y-(KB^L&P;_9ZivC%lK17b6%F7<=tkXEz48+M0<=l
z{GE#y%17oeDg?L^pZBb(*=nUgwtZ?k=-P`H;P8{o$qusOA6er><FWNTSH!wFn(o&N
z^EJzK-iL0P%xBC5$Jn5=fJ<z#6P<aL*(qORRV5OkUJ&|&Ak?%1-u0~ht`14dl)Yzz
zYPbW_4T7bQk##EcL%IU}g%Iv?BMioAm%dpFoO_@>Uly-z;Nq#MsYs-wu@~fikQ;L7
zqu0;DXKzw2S5l@U#r}F%U2@GKcf2QrhGSBjU|YUt2JK)?bGIas!<^n<U{X=w#T#j1
z8(nGtcOprGw6BZHZ(nL4oejt3TH-;HgM~lKAPZqN>DUQbep<U&Sh`BhI+@aq7Y^jb
zDxrgYwi3U`&2~(}&U+<5UA^%DTA87fR8T9t)xxGS7xoy6BC7BLKZ})ny7f#x!Ophc
zg>I0kL)o+dSRC9=dTa62rR8?+3uSrkJGnrd5RUQe2f+!(f*mg9=pE7zvHFionXMqS
zR#~%t8vZ_pOEvnTpG+HwPBkkp(GCxd%}GA*K@#BI&Sr19vMo`&V6I2qjis^)H&<Ko
zxpP~~3cm_JG=DZS$8%_qZk!PvU&VjLu(=`s_$bHrS(_>zrA8EI&CGkWMXNa7mf7a=
znfH<%w2e6O`r2VrPkpa8MPA>s9GI@=M?oI*Ii=lV1UC9A?D5i?z@01?sY0k0IxrK(
zKf4NBHj>e3S15D|ytv09i#@@QJyzA5L}=ABOBugQ;3GBNmRcL$>IRKx--V1KmmlZE
zOAQp|J{WHUL~AEI6)FoA$R5L5xV-Z|&21XzymFtX^y8L@6PglRU9utTe9>y+8lKLS
zFy}ZS5gjb|FFqapJ~i#%Mu-eRy6-7D%zqso>@TO}FtIW-{fiJ0n*9Pz$(aKv@!1*Z
z0sx|-019Z14m{uvG^^qc^y)fkNBH*boBwYTcqAWuyS~1WL<K<eUvBOJl4$>R4SfcE
z>XiTh<OlqJE!~G3aQ2^cpPMwM|KF$k^r(t0FO9+WXC9od+{y>~w0#jlFAsFHdvYc-
zQc+~An`Ioh4qEH7D3v#6L=XL-=`iwC+F|k-$3r!We-xaAS;c~8)uu(pv_UO(w2AZB
z78gIxAe-Ou!z<>bXZRK6Rpj=1Y2+Uy3TZZ5E#uf^I-)4{bWM_FvV-&G=8x7zQcBKc
zMv0a?-`!20He{*L*sB?!Yg;XdgPW6=Zy5J1XQ2+403p&hQ!-4$4i?|tPrePfoM)HB
z7_UCS6Atw0d)oQ<Sn4)q7p0D6M^x<`c!s?ZLt~KfwC*lz&x*?BGT-#zlSkU-{ke8x
z+V7exl)|R7xTo<>AX?=;a+yaaZKTe33|J@8<caAQsKqPGf<cdn1B!B34Z8=63DXfJ
zSBUj6+jobvlns$b=$8mE>yUcQ)#}rXjhvD<21CG+pE`;=x#^-rvn`L;zc3bk1+a^d
z?taF(%)&SD9Wif2Mt0GLOEFR%t3X{sWbX9BJ4x+Vj_J=;jx1{{ATp+&s-*I7M4S`q
z0p4As7Q$kk@Fky>ONQSy@L)JzEH$CXre{j!XPqkAgiCxx8dE&lU9Gh9wkY;ecwif2
zHnEkAIHZ~K31KnImuC1^=Vk2t=7(9wj1>h5{G<0;;S#gUOonHgYMdJ2lko0h4i}SO
ztt(kEc9>fmYHF6pWv?4kQJE0kn(v>A#!_v)hc0*4-3@XIE%YFYF~^=y9J1E6hYP~N
zJpGJoxh6JX;<pho&Z1T7=@K7nU*ID!Iq;69nv@Eg1KU8(YxoiIMdbsOC8a)v77DC9
zThwkOjNxtD45O8f_j~NveKq-}RPT{H4<{7V!{zj(M49{zw*|oE?_Z~Ubc#N`FoYBc
z(kcyoYS)7e`3%`ej_RM%wmwhVe%S3y(d+|$l;37n$4<XJo)xt>Xp$0ANYRu087a35
zjJjo!FhZ2$?B7gjpADJw642e}2)%#00I?mwLTY=3=bnbXe75+()b3SA5f;w<Z9e65
zawZN+u_9>#m@qqz0Y<pnM9ZK|b#PhO@t1jf&}P+aR0hZPBE8gv;Os!rCz3J)c#?Oy
zMz*=gVp(Hx2Qugr`FTh~se=Z}pcQ00hyo;bpv#5|ay6D6OFDIE%=f{vgu%|_u+}!U
zGdsV&QQLy@F<a2|SwvU;IvW;5V`W)1T~Q3#5#hZ6Wo__dtW_4-iI3r8?lkmqjPccS
z2OA1;Jv}BuZDeI>4q5W%AU?_ix^2i(k%#u&o0Ygv>0f;J&ua{wc@_;K%Gm{O&y1HZ
zpSQqOgAqcpD~yUC4Y$yYJKcM|g{AnOplM)D&IxO-3|KjKHRj>Z9d3zh%wz`^u?NaL
z=6m((IfZ?f1DQ`1O;`<f)B>NJm$ihD+O^lenL%qCM!Rf3ROE>36`4E^4XZ5g#Mq+t
z+^TI~h?%vz*cjk=DbH7=sL6-BSB8tQ>k7BQ%yu`cP|B~VffXjUfT%}W{ndoh#I(Z8
zz2<_Xbd54SB3!wLiJ<PDZBQtm4moYm@)c{XH|;Ipq#$AJ$7jf(<tph0Z`x@Ma@<>D
zV)X0abrg&fmjU@cH7w0`ein+{^fh(RNq`vG^}&54w0;?Fwdaea5bM6=PcewrA0g<8
z?&eHE>TU3+NpM8CyK)@d)lT3vz-Z@JKsb6YslPF`_hh|~g^U*>oxp;E8vdJw-I}=M
zEoyF9>{V}J8=7LKgr&)&u~6&*`i}4gIF3t7d0~B}p>gy5JLiq()|n1S(Ikx!wq|Lw
zIyexJ#n(7Zlmqy#wX3<W1#e>@gVP=*#>(E5b=~*Aa@*oaeRg6Y8KNDrqr8r--4RPK
z|L44~fQEqTO*K8e`7Unp@{&^hQMIBs_bdnE;)b@&CIqPHL@Dl?mBacj06mqu6i2J@
zA4kzf^S`!pm%=!sS-hN}Tl0+z?Oesqj`Fa83$nwdh`TDD1lyQ(7%It5y1(TrUhvCM
zMZt3pc)_#y<{iN10H|P3mL|=ii!GI5n?I_oo)|gQyqC>$l+F1(d>7D}oyTZ#4-<XD
z=NU#{bUVW4aou4KPUD-PMUU5lDi6lyE0&nn+G<*&-IKoLfBY0X)YVZeTk-*-1M~52
z>*9PxH5ZQQm(a=(Ba6*RmH6Ru*IT@Z8YZ&pu(SSl>0G2;&RRMMqjw+BcfN<Xd+$-S
z%NL0kWlp-_iDfm|ijpjK8Z!v;Y|c!V=nP`u47$B-dN<W%uioH_XCPmZtR$QTnT&5C
z(r%qmUsG#-B6{BLH(i#U)Kw_QP|F|{F5Ou}Z5Jm>ApUlGShS#hOv86q&Iu=Da{5F?
zrHvtMqYO77l`?Cjh?-qG!1=H&^!bXv87K#?zD1&Jmvaf?S&$QogKl=W7fC<42FH+(
zRZQA=HE2{nYQxY>uz--n0@i(NS4}G$(luOa7S0gn3nE|T3f-hvcwuU&<%!O~j;K8n
zV%I#*XE!HHS-`(|oS8mS7|fQ}MfD1e-*|WLi6q+2V>sO5p_+JDY~HEUtVf+}4|{-G
z4M!yf2In*(=C|=E{dT3M6*dTYyNw2x3GwBs^d3u&(@GC#NoFONu=l_v8AbZsJq@^B
zY$A}QC3Q~kTWbO*ZmBZkRt({mDPs;x$fDRw-g6dpU>N(1!w3uWe#1M{ieyM(Aw!CM
zTEw!A!+9RAbP$@H#hif!Fhf!<983{KB@^<RWs9>^Qe*1RCKNIu^{7OjM5#60pFyZe
zwB-0eOl9QmV6G~ekV3#HjJ7<ZWw9bzR#OsUH(sZWYX**FoYKDd3P`a!J9)1RKU?qU
zk7S_^mY|bZbR3pU=_eBv_QvRa%QA?F#Dvh$0oYPHB)D@DCn_$EF_InGib!9-t7fY)
z4^LVY-1PKv?l~OmLN$9s0kdDm<Jv%YAHQ;La{PnEq9H@y4T0D!d_Ra2!GLwF(*1+*
z4xG}~Os-3Zmvr})1tEzrQb2f4H}tMGeA<HYQs13)R$Vwk2YG>`&~kU@LdxCGT?WF*
zhI}b&THRR)8RPm<f{lR%T<{uiIl&mF$Oh(B;XOuv3{M(@S|NEY?RQ$cLAi{(;f<|K
z1kCM%Duqij?%va)q~X$R<}tbLb~E0GAGCIX^B=H=umYi<Dz6?^*k2K@A+BJRFCtH3
zcaPA-ZOF$R-W>|{G43{(vSa3ho@rhXvg}p4<w~Sf&nci}e4c&wSVFO{Uqnx5ye=fZ
zzar~_Y4+nDZ7qLMO+FjoeVbB+aP#f>;nabP3432ldRd}?Xg71!L+RjB8GF=^<XxqM
zErVP*O6qoT<GaFCl4Z_5b!4EmZM8T-g<)X*>}!Muw|J0hLE`fjpu^gtg%{pCGAyzb
zbFux<$QhxgmPm}1QpE&v!d6Z{%aS;h0cz8<8o|$Tl3q^xhmbZJgz>yqz1y&Qz#wCL
znj=NC#Flm>86x5>Uoe}6Tv)182F0`xu9VL6x*o%MC-J8#oqnPFPD82*SD{1GIHS2b
zR`5h}D@YwEN^?%iwo8-F8MQ+#&sNTxtGVRA#3#<pNh!1&4j)&&#p6BaD=VmU3&L@N
zR6=*jbE=iv9n~KgtcPGOBA0>ioWZRwQ!F12S`&%_&}hVjW(iWP@R2LnD6=1@F|K$9
zok7#KD0^~6#7xr9nit4{cwG><IhxocyVi~OrwZK~9%dNTv>BNg$Ge4oC!#a9oa?j1
zf%2HZj>lb)PCc8g7B)Ccji|TxalkJqc@X&fW4mRv%#Slh=Y%$7)ed3CE?h!QMjpw;
zy_eF4$*Y^M>S^jHk0ZjGdZIfGmj<!!-FSST>Ft`PVCe&~Ex@J<f1;}~O$tf<Tp$_%
zj%odK^T!<Pxp11N6w0AVj#*EA(=^Mlrh4Vh6qPq5BTP6-CfQJrvxp@9Ma~Hrra5bA
zA9W#Iu^YfzAa<g#SL~|s^*goUC(ka~lmeY_W|w-cv!Z9$&kK^`;)S=5nS!-Z4{}UJ
zhm9K;gymRFc;gN;9*Q3|y_VGCbl%AP7%IYSf0#(R{nYW20cTduT5bW?d->3rw1cnT
zd;C+&TOrCBU?s#5tfSjc);aZdBx-${&RK2TQO48P4RzlJf*U%zvztD2hMSX-&X(j<
zci48+WnpZS63{a<44K9v<W~-YdVkaTSFJe9J!<-XKs>C}r?!SmW7E_e_Pgj*^l^rs
z%lR}J7;VY0<a6Sf5YPdKQXBC;OwgVi17&1bN5_(KMr)dQu%PVeU{09Vq#DCu_G=8e
zfzn_z0qAM#aVLSH3-08%;U>D4!8r-@Rb3heG>t@9#0YCNRqSjNX|W9Xt8nH`rr1^k
z`wX({Wn3+mDHr0yIS|rd$EL{#vsytaT;&kad66Ej#Rb!8qKRs4wef0S9mzJ#6?FcY
zu6Wxnf3|@|?;))A?2siaXA9!UP?UBQI6Sb(XG5Ik3gH#37{sf)`73V89@=`GS?Zq&
zp&pNEGOcS7jNE}9ZfuXk!<<Nq?i`t5`mk2WC1`Gt%x@)-5jD2%uq8#Zy6;Vifo_8q
zEW+eK(P;lL^M_l3N%~|#s{Q8S)s~&1_bjWefY<_##_n+E$va>&MX(RLoc~<7#calw
z`9yzOVU+!L+|wk(61KspusE6=Eun(C+oe$rLFA((pbB}P{1-24YzFW=<`tbfF}9_I
zb%OUD!(bk5-S0gg66No*ioRz;D4{@5fecE{3v+~?8bAn6Sh3}rudsg_&&FDvqF5?=
zu&!%(HcaxMxb=>5$T}xw<nX+YWGz@A&>n<XS8A>l<sTLzsN3AHutJbxX>M?gGH;pc
zbtf68p%8oZqh@-CY7nO2bP<lNu2oc&oz0p?kvSIVv@k~YB+dU^!utxGaxU|nfkQ9Y
z87!i*!~3#iK;&r~p%LnaoPfJ%b%^T3d#}Ms9!>yycaoS~h)wxchS<I0OGD=E#<Ql&
zMGU&miM>Y!))$%0r3<3qmzAY??<6L3J1}_4999O_RBGL`x2;_tyfaSHU{`lR2A9|F
zykZ%NU&AzDW#509KHyQVguBrb%ysDB@oI#$vd=gtc#hP7t-v2;PFA<lIe11K<iQUQ
zcLMepS*+NJtu7ti5!-z8;x$4M#6J7P;9?I|*<1%{#Jgv`PfBWvUf{u`jxk3!rP^+2
zb0UOIz$x{CaBS6W@BG<`!VJ}Q$u^dVe76R&@*ENAoyk6NVsBXm>v6F3oE3v;hGCx9
zk}QZ@NnwKm&F89^jqagT?mdvofe`R<p67x9;0WkV7O*L${?gTX!eF^{`-^d>oteUX
zdB?fAfhlF<T{z%ubBuJQUcchFDCS7qliI2(Sm6c@;?Sea{figF!%N1&n-|4fhWBwW
z$|}R;Sr<wjx(1nA!)%_^=nz|NsLF&gbtCMh_Y0Vl`Q~zcMyPy;SOyfsIhpekX$e7I
zc%woxG%$hwk_?ejseNdrpfg}^f!$Hg`@wQ`TN;S94XL_DRLo+@O>!V_V@;;BFQYDS
zw~1MmwHY(%wcHC8I!(~*@H+Vyi=hy4>7SqK_-WCmzqy>$H9o{m@hFz>Ris#Msz_Z|
zn!mwZ`C~b$n-{*9Ao{05S3j;d2E2x7g;qXdhC=+@pq^Yqkw7b+eXD%*GdR6J)pxq-
z-Y<~-S;N1P1+qdx6R**aSgz}7(cGXR{RnvIh8e#?_9qSh>S%un`31^cC@k*vc$it}
zu50bnumYi&2>)R6&!*r{Ook#a{8vS*zoons6AhGuOmsjRdIo5Dshc~fJp83PYb-Z~
z&i+_liuJl0-VZ0_Z&r+J`M6OG*6%1SP>`A5p4{~8kBV{g!Vi1)W5xIzz*%m(_A4Zz
zwfLZFPQwaC_JR(E<{BLNw+du87#dJiB&e)h{{UnH{YV{dSnvx3|J%g|S$}E=f5OzC
zj__yf{<9KXTg2~U{2P=22xO*#0+d_>5ndy-e!F9Y!nQJAv;W_KbKZ#ipNb8#Ufb&L
zUHm5-{C6wC_qBlaW-Wj&3ZNVOt?P@MvXp;Pf?uqO_cuWo-*oSX4EeE`{2MUepCAnX
zNmOo_@k?ZXjEVeB2Y=S7Ka>5b4g9|v?O%m1zFuMeA$5PBVq9YuL-FFjs|geRUsH@5
zcjb?(1L*gMVgDx;1N40@0Ntzw*ZT0?kpkWH?2n3Z^TJ;il^aLt4?t?yLUQx`-(k7k
zbm`Yf{h`T!kowJ<-q_9`tp_)Q{xwp6X!0MV{?LU#3;j=R-j9U-M~wOhsXs9G&!m2D
z#QqLJhsrcmd7$t{*X3q`-|iS#p@5`+0i*jyr2n)6fPU&A{+ks5I*UKAHB3+Un{}tB
zyEZX@#OVI^^Ix9sYd7M@Zua#|K!5#-)B4Bx_|}<UA^Vetzmff`-tadVvF~L61~K?v
zY!!;f`MavaEPu@#zM1epiUAZk_je}wf6(4RVK1-c0Sbsl_nW<gmL2~7<VW`I+Y8^B
z_fI|hk-Gj@B*yaFY6PN#$_`Xmzs=bV7VVAW`Yp}@eG6~?EGfU}F8-w5--tpNWT++h
z2UIAC;m2O_H&*=0Sbx&+FOKz>4B~HizJKQ7Z$$qhN;edV?{^aS_bCM<J?Qrpi2s^W
zd=vjaE5-k<ZTv<2PN*{crULXg))J~6&?xttn$X__jel?gzP<1Zg7Py{^=;1nvi-d2
z-Y<~-S;N1P{fSZklQP~g<5$T3q~Tv3?N4puk1fx?9_`Pj;LoGIwvgXP`!^}ZHC`nn
z!!>^W_1XcwW1zo@+5dIW2=zs;rSK2FF+KfHZR5Xj8GczUzOM}QH!H)nT3j2A>(zt)
zre}Xri{D4we_^foSt$RTp!{G9;Lo%5i^db$=6`GF<QogVi^pFW<9~PO<QuDhf#A<a
z_%n9@iK$RL)xT8*fY7q^H$r~{@ci2yREYk{_Te{i|C16hTwCfNa^-JU0*3D^0mIEo
z0F`~H7JpL$h8q{^k4kX!!Vi1)W3%=5?3~cwbnjQlGDG(cubp@3u0C{#G(c8p;Pwwc
z4fGdxPQEeYm&pDdJ16uvtp6pl|8lf{ap&Y4sPK2Pf5X}UWMaPFP=|g<p<%cVC~xlQ
zSsDM5V%(^}pB3Y$2J!D!jPGl~^+xl}qQLmwjbi*^&<P#kPgM3tiUDon9}YVc3ls3W
zY~DQoH+u~9H(mNZPyg0P|ES69CFth)Z|lX+c24MT2K{TK{?Oz<Nd3D}-LUo7Nd2M7
ze~|h&J10<Q<#%)ScL+L=o`!{x9>_w&#01?TyuSHsE)c_w>+weyi1GKX;Y}ulgod6D
zt%Qb!j)@iFjm4&w(y=tPw$ReCgra>z{VV}#D-A0h=(T_}knqNEL$6o~Z-n@Fu;BEB
zH%<>N|8G#>wER%#2MQnl+f%3m1iktG(jP&>=^267Ki{<ecLRIVGu|vaw0{q<H#6No
z0egRI{2!uaU}U9ZLCbFhW!P`PEWhEfFf%j!KIg+Orud_X_{8%EZrfoO1j}VU>xW#I
z&x1(jAHd!UWzKL&cMz=eNdGMK(7myC+ZT@z)t?vriT&o(n7tD_<HnA*qUbh13%XUV
z#mR;vT5_Ni1w;oiKWsMJLubyBJ0RhpddFz?b-^Czoe+5)EOLX%u%oG<ZRdSXR=(T^
z$QVgzY_U5O+}m#uX$6*G6(sL+-{t5?m;gT=$@%DOjZi>hW&3{a93dN>p@6Q62%Z>l
zhXyUbzwF_M!MdF{t)xIBsRm)z{c80u>?2-XE&JYIz2-c(W06^&<f`8r!ue?VbZFMM
z?tRcJkD}Mv7=3p~lwJ{c4X1V?6?m+mBnc%xN=;{ZSK@Z&TA08?qKuU%L=pTbyM(uv
z<hApb<Ca1bdJRU4Mp?}6`>rw#&Cc6h-b(}~xRkngyyNX3(Mtwi90g53ktdHf>oDnc
z^Q|AAG)5oAm7B%vAx)mn$)i`o%*%MxUIjhkp-wnw#J7zK#fw#N_4X;aC?FVdxs_8a
zrBLc)D?wH6O%L%x-DBJ#)D3Tv_InkKB2g)xU_*miR_K1_P_YcjlU%LzxQyr{d)@D8
zxkl3&vTN6+$kOD}ctY2hj80!r|AqHU!UPv`$Q}Cb%AC0ErB}$}IuoJZbdlS^c1Nt$
zkV5@YYMV5TQzyQ7gffQFOskHtrJ`i+2Kq}fx0dV?;;FnlG2!CYAqf~LRLba9B(*dY
zhKX<tan1?0{SEgAY+mEs4=EaaDImq>_hRmS;q#=<@>k_zM5Ur#QP$oYxbM0ULkDKH
z7_yjUjMYpP_o7&a<QDrS;9opZvrdOmOXajUD>%P9XdPK>y}<N()!#v21*tSh@%eJa
zO!_E4-@`!OV}#oj6A_t3(4w<2mgKo&KQ12rO)bBR_`l7bVg)jM&z@pprTfc>MnWb~
z%`r2*)*M1z4I@h(+TRkYexOVYbo8KqN};lg`4Vd!io=fL_Kx=%m8aCRn}21P2pZ%c
z>r>3=VR_Z6`#$(T9V^gdI34He3E&*lZk`F#Q7j3+PO19O-+wsp9}fJE1GASW(7(Ar
z*Z7DC)0vvnMh<$C>z^YV=5{X6kK?&rudXi7;~8sRF40o>tRnQtj4^~Z+n(6lYicHA
zQj@eSm<#a9fY(Q`vdB-D%PY2G1DB7dcE2n_+i<$0EqHlx@#u1KaIPnw`*;|@XBwnE
ziRt4pI|Nx-cacgCi}-qVZu+?C)h$#}abB=oh|||YMBf_Bub0Q_eU9<5pGtYCdrX;Z
zZv))m2rE1Yl<#k`y={e0iAuXbpVHkwp{a-;d0iVZB`%!W+Y_3bcHUOiKv}x#5+b-z
z%5}IglB-7s2LPzu!ol;J9GZUm<XpRTrOQEAVc&Tx@bMRy(nkraerk8t^TVxoQ%3VK
zzv3rjDa5nIeLjP}l}UPMO8g2PD9%4IqqkT{L)*T>PVz!^#LBKf+o)vZ6gZ<?KX#|^
z++d3ttRwYO3YDj8A4uZL$N157al1xw^iCg}NuS_$zSY&zy%0hec_DyXZ43v~`(;8U
z55$4bIiJ||w)L0-SBZBL-kRX2sR<uXh#0hCaNh%s4Ej+F*Q5)7?cx6V{%z*QNwj<Y
zRw;}DVq%vQryi8C5ih;OR8jWU!w`FWRM8N)RHLmU63#hoyKEo3a!abad(%WZIA4;j
z?z6AE<R;D3F!b{}#cKv20_xQL30_&R?W`?i5I+x(ATchb6007>qLu5GYMuBPW>j6y
z_rZaf=Uy$z*eV^4gk?oh-NgAL0HBIpL*hzPY*xK<Yvl!NtoV4j0NXZCuTuUwG!>P@
zGY{>+s$+D^iNv)w&*)4|>CE4T`{EMXQRbv|4}(X!c~DSd@sZ0aU5f=S^}cW?wXM>j
zGyK=bw*dgVJN4M}l{lBkdKWCEC+ADO!=$86Ws(NF7)p|O#};E1eI}{7D7VW)rh3lL
zrxX;U)wx-j$p~Q&XYF7Bv$Q;3h^~)EH(5jl-E2~_r^zN9Us=&P^ItLdMD3Igv^N~C
zrtW$R@62HJ!7WmEiIk0Kt!|U?2ssRrsJWy0iA+b)VpVI4sy|+|mS(M<Gch)Rs~p>O
z#3i;7iXaw8Q4LBK&UwdYtk2UnIahlh&Hn<2H_){hzk%uneu>Se&hTb68}2M{$J>uy
z#W5AQ$!ysNROe?E)Qv1J;GG+}sbCB>iE$m}rSv(QxT$7NMvEhd9Li8K75ny{7qT&>
z$q5Iy%C0ncSR73a2&~t_0^Hb951yiSm%`~2S!hi3f!SYee#|H2X5_Bva2u_f;|<7A
zEMA_tzs}_BYQC-csLzRb#HGs?(vRkEQ*Q2<>oHt;%Z@aSkH-K$mFrNmtuyOk<>VSE
zQc}3*nH$j*wX*ihV40YTB%MzRIStg*T+&yLvE_p8`)$+S%!O+0m&#qs;S0f?80K9}
zvug0c0L~x_JC8~ZQiy6h?$QImtj&=uSy&NP;z}S!PKy4z%k(RmbfG<GQzJH2Uy+bw
zcUVzY#!2NT=CS=v&uW-V##V4*E=@oY@*T;o*^lh<6R12Tz*eahi{}E~f-B(*rlsdX
zTV9H*q0jXtIlZSBJ6>*@^4t&IiFUbVD3YrczT&t(lQ+q$a{B)8v`n{M@jmDyKl~Fb
zGyek^Kv__N_v98g^V$H(-XuRPrx+b~QbQmzXZ3EiZLuONGy!c~n(o3l4f{P}ORyK+
z(P>i|+ct<~dQee2Q%C~EBqQ7DjSo%3k_DKQmU1GBw(?8QNTqC`7p^doQ$$anZ>{?F
zez4Vu#7J12nyLuQIAh5mB|$;dV5g*hQN?g%$H1qfSQ%ARr#_(d$#NATQ)1#)nn)3s
ztSDz*ggeuU4i_%9J%JHTz6z^~z%78;eV*8|%ep|giOVP!l~q37YG7AtZG19W#7iT@
z;Dq{H>a-rOD}r7LVJ}(>1uT;w#)7SDyBv~Qz*Ee@nNf3=nL@^L@#D<S=*oqC9amOu
zqcY*9k9l?0NUSQJ<;pUf_KfKsZ)}$BTI0o_MTa~#rgq>cn9+Ok)ho51QR*}mO@>M|
zxHQd^Sg}>fTq#fO3DrDan6g|E6I0uG3zlC8w{)jh)w_nZf=4-=yj)COhl;r!W3F4M
zu>gRns6?F&h?0m(@X)F@;SCeYGkkw(MZbH@oT{b>*zyBgE20`>$ruQkpi%oKe(K22
zTaWmMitpfe21m=+yiH+2EPj$^&-OYDSM*hS+1y@y&sAaf@xEN;X$7+60kgTbk7k_s
zlEGU}qe_s|N%@j?$d}H~0gN`a+4_+isr2@boCJd%jy=r^G&m+MiG>(dF#!Nw_=*7<
zf2I(d+Aj?u@mS-RZ}Bp)!a21v46%{k;*oMc7#1q5rz<4H2`lvnUtIEjHmU3;8nk0f
z)6hmq!4A$hJly2#KEB@(b(Ug!nwaB^ug4}RF%-2)Jt{8_i4>u&oBpKN8?<icxKu)&
zquc&M;*b$TNsg$P&55VF&wd#I$mJitG(lk;z0|$9bdb#56WR8IAA3R<z;k7_kvdNL
z237|Mi&hjhZL{_oM<t~wg14WkOmsdR?1*64tJUCJ2li@u7Gq6(x(u^&j<mZx@Cnvw
zK_$97vU=Y>I!}Ix*XAwSP}bR84Ft)iHZp9|N2H@S3S8*FrxvX16TD+QgqcJDsH4`F
zmNIR<8cRdoce!$5%xV_aaP7Tt@Jp8<c5>jg`g|ux59xl3Vs^p#rUkZm;-Gy|BNbbG
ztkKt)kxJ5)JB&sp=k_T&#;W4WR?RW^R<&&R6Ri)Cd5y5GUkqwgFcqC2a%{YX<K1#j
zjD3XfpmACmAqu-K3;>Ki?;VI*f9cGnj6Z^}dmPR3)H9KBBdg(#I?3v7t_2=Z>gL=o
z<S_fB#zh}~I#rA(9<t2pnx&&#YM-|ruU8Dauz1vFn@%)*ir|>g8;xZdy<~0yYH4)S
z=R_gF0P5~~h1jOp+wqy6*hSQ;_j;~NpI?N0h7CfQT=iUd#~2@H)IcS3XM45SF!{dM
zN2Ch%^r)w4i5e$md%6##QKH}=9<V1=9MfAY>LVJ~E)ZS@Ba|!}Da4TQI0*37fJJ<J
z^w>L_+PH4!qKY2V=6mH0;V6LFoK7PG_>PZnsD?!Q*p5){DKc;FQ^zD29&ewi1)O%>
z=X8Fpdz+6|I?JjSXT-_9M1`PZI1A4e*tRxb%xX_FGjM!*H@2j=Y<S(p!Q{iV+GDxS
zLQ1~j&xW34M(<bGTpGB5TF3XN45g0mL(GSap6N$}gsApz0lo-II66F4ddJ9<o3axv
z%QA7P%m2=SUVpV*d(fsfPY|+lpt}buWu_9-wKp!Xq~T>FQ)h~*Q15vwqY^dDkylz)
z->LVxcF(R-osMIj-l1!~1Tm^YR$JJxszy<Fv_y}_XBVBt;5h3Naa;RXI=t$1OyWIi
zB~*G;BL^>U9d^GrzH$+*R9DzXLPes+<Pvf*yEh!?)YgQkW~`jje*&D5wW*cJYkE_`
zxvZME4yo~B<n<yRx_vxwdAZj_8Dc#}MOocfmglX!w|;;U&2w~I89!yZ_lcl5L226E
zM*akGuzcYH1K{TP5Ro-RH$845dXLVvww?|>ebXh&iaY-QQ1|8GY(?$9+Ui`@q7+3Z
zN)4%*np%pQs;a2D<{^lA7Hw74TvhXss(B0zf{;)}&2wUCq~;O?5fKq?+H=11edj#)
zJoo-_?|q(|zxLi)d#!h^^{%zw^?TR*TXnfusIiMoNPX0n@A~V`UhNY)a#i<=VL|%k
zp@t&-D&7zf%(H$4T%1Y~7HOk?J$G26MxAcP>PO_jspE?>u)%;Vl(pQiruw(@gwqV0
zkH5VXmtWzXq8-RduMpsEGIOA`5>b^pETH1;Y9?r}e8S0+y>{nq%J(TyI5CpVlx&VT
zW;1?&KF$^U{3wAY83S=9kDh*$%ja5eO3159QMCTBGvV+?65dK5FFaVD(AQ>sqlFW7
zhu{{CXH;tC_M6rXdbuwJ5`8z<Y{~c>g2}b)Z3cvO3(M5JxIZfN^28MPIx+S2+-ybm
zj+-8(r_wfQOl3DP95uuuGgg<oy)GJ3hTs2o)?7aKHv#@>nTiEL2zRl}e|jn6>=&@3
zTvej-^e_&}TdaF|#HhaCA2scVGSbNivD8SFl(3&^mDnMlf2`e1#+3T_&ajdxGV5Sq
ziW9%}`)v5uyOG}Lpk^%K&YFL?iZ!+aIzczftj>*^CydHQt~-#qt0-uHR8ViXCj@%r
z*B)<BuF=%LOcj;oBPfP<_V!f@&r*KPjf->_Pt#P7#}H}sGxY|FxMaq%2{z<j<y!L0
zGO%A63Sc&A2@(H7w+4S^-AnDikpGZez78f6$yt0f;CdDMg3~7E7-YjAY5in%3KJlY
zgI+{c?VC(2;|&|~sv=SvOy9LN@7_EF%iGBAQ?K}=`kVOtRTy4%U9vcQcgwqys?@gu
zpKswMhOmV6CHiI!l6x;NHjnjD`A@m~f7M+zJeI~$O+A@o-%gp3)F{iiLUgBwreG$Q
zr|I_jqZ$6MKd%4HE?HJ(!2HI$CTmb&3l;~sjd*(7Rn)5zWX{UeCSk?)Sw$+a-3t5i
zwrR=~g{rwE`t}%#FrO-%9(7?IEa_wnD#2^z_%zrewFCN3ODelT2#(<>xAL_`v2202
zfAoOijrf98Q-0nq*>FB0{(O;^;}x&K(+}Orz2%)PQq1tj3)E+t4#p{3lIMEs_{8ax
z-?y?wm%<g0cd0K-NFZ*n4)A+^9jw#)uKw;!hWnHxIKX-u2WpghPB=3>+8MF=kZv;v
zUT8BcpV=@Y5c@B_l`LNKXc&~eDjxGXu;KKL>`{cxr0mrjAvYL9rcNPnAD>TB@V;rO
z%P+u=DKO*9V6WZ$?LBH}T7e?eayQ583Aa@;O@kT=r%**#csH$hE9WN?U{-O#O;3n-
z{!I4D3ROdbt_Ym>`l?S8y3Va{`%dl7JHpfkyl*{(NhaB__i5_*k2*w{&#|SE^X$X6
z4=T=<sau*-u%CHf)J#WxK07#lMeWAIYP#(B#mSfCUUvX|@J3#@>Fiz{<LD#@au8lk
zb$LpvQE9|v-}hG$@{g}V%AI0hFiw&_M}ar)nd9&^1$lQ>Sl6y*b(MbZw$BmGewi=T
zweOaMXA)1w7X%fY4{;67$h?s~;+8VrJSB3ix1zh+wtFVg2750`h<{YqU+}fX0DD6R
zGUytve$b@b4{LZdra2JK+V`%VC@KqgAEb{O4<gyH`LVo}2c_nd&Y4C{sqtU;I46Gs
z85pjQHh+1pA$EEAi^+lFEl7*U(5H4v86Zgg_z_q@#MDfVdkq{56P>W8EKPH2!35f=
zJURP1@j<sg7HEG(S$-H~DOxBjy_*hCA^VMC7NLvxEzZ`svyG~^TbORgU)VUZ_~3NA
z=`+e9(lqx#?v@IZyX}6{b&$)(f_f?XX>bdV+N`*d>7pN#E0XaWczjTjrGZA`d;1~D
zBG?S`kwx@$Io@seg8J>F)ur<f`wffnjT$g_T*DxoGSSB~8M01f(pZ}jdN8>v26Ab6
zaqGgBq}ZDQeN0iF#~B_Z{@P2+sBsbLzEjDW5XWJqH|5BEcHWYebKqcec$8*8v~u!_
zx03Jj`GMp^7@fAe3F7#Z<K;tR(KoaBPh)nyj#ZyRQ``q!Y=(eH4~;y^8Z-Bc2TX=D
zzZYaJqELC4RLA;9l7~Wfqa3@<*T6u6DY17yv6i}cRdTzWJu)R6P4l+Qr%xMev5%=*
zg<r1Lzq^}Z77{9Fx)jxJA3UFL_T}5^M?Q<S?`LVH%9twNGLb&3Gi`1keRygUm_lNh
zIA28Q7$sIjJ4EOX*cq0SbvpI7?|VOnt;|kt%RmCcm3r<``&*5Ic##uCSHZcIwGh_e
z!8_;?RL_P98==o#Byoofdro5W(|a&f=wsl#8}|CII0^58mYb{b9`|2Hw=%;gLhQ$W
z+$f2BWOO-v1f-<A%e(0%-Q{H<xg)9)jNaupVrwtDpbzTDIIr3*JzwJ42941~2=#9!
zbz%ErORf?}6bl&X;iL^DA>8Ddghdl+)jBXh83SAg_iJPPtuTI|ave{Z>M!UoL}F%<
zt86VQvLST+!XR0}f5XYbfjs)aahFmiC^!Pz{;sVXc1mh@-{SM)l+J9!wyq8X!;6mD
zP_6R)J)u=K{;y^l5Ke*!>D5R0VRjNTnD{<)Z}!EA%sIakMCQIO{*@i*k5{&{x<wYb
zV;#2rb=PNm5t8!>ibWg#nLxjX7bqW5EWfO*@UAMujOLkzwINgqk*saqlFu2pDer8&
z`W4o+nm>jKTZw)#a;;9yGn?1}>0NH9XA-_&j?ax*JpXX!qc^Mj?J;lXY58k@Lbacm
zZ;f>AQ08o64W`TZ1wLib=RO;xVu+Uuli5cB>L<mbFYWM}m*Z|SDnaT>@lFC9bl4#L
zN=U||dzF2#`ic$OLBdZKKf?9QO+sI)82wL%J+7bL7R-OHnlDpWGMtLf&@X=-y-aL6
zJzLvtUPYn93Jk9}oVF)i|0JT5t=WwApMU!2`j_Pp^)QpmQdu+Sq&5Bi6*bA|E4JUG
zsQ?)8W_slf<$ySIa_CRWO|c80enY0}pu$@W46Pf#EEvPDFneqs&cKfw9C)B6Fa1fB
ztApfHD0#D;j9R!%zkPWovmKuwz)0;aA{Du;USwc6e6o{3O_Yp#SN?&8>i^FDxRP&i
zCEM_<F8GzeX$Cdl?2#5TiImY5a}dW7_2wi6{Mu%bz2LT=Ii!!gNMIfG2%8jeJ=}cu
zXj*khHFZFcUnIQH?vOv1=r6IU;KBaE%&=o^nKQXi;oLQZ^n9SA_MY-;%a;Zo$klE{
z^m#1D!85Isd%!KS$LT?)mCE~wP=Bs~2lfd~ML(<)GI4Qn&WCHp>d$k!5dJ!G5}zLj
zTUCe6e4%P3Cd0jNpz_6Pk3p$eyM&_Eot#Xd^78lWxdN@VoBjv!E>>jo0WOS+lT~q!
zR7VGjj^gdHX~*lpgX0>W4(~k6kMresr%WidUdnq8!hRGZzG=ss6{wgcSe2O|PfjsB
z^4;NzmdevC3zzVJkw1QU^VprNewZm4n2=I*KJ2xJ+;?A<QXICcG=%#~2+>)Mx1olm
zZV@=o+ys%5F|5i}{$74_|IM6g(}d-`#I1H6CMmRpx)hDcmeKLjLmQTP4Ce}r61W=x
zx(A))$DIk+E0(^ZGJ&=GemM_&?N+GmZ6>NlumZZ+cm+Hn5>`Aq@8egatE{pW!|2x<
zqH9rfZ_R_udUlCUMECZU-)XI8uEM&+z_7#4Qr}#XAWKolO=d;x4q3!&xUWIK&rvo`
zi<i^nbHHK@%9+4xcsJ0nZ-b-rsf)VI+nkvre_lG!_^U9gmKC71aT{NdP)q5?iS&oM
zBVYFZd`TwSH8pv+d~?&O<>-$c`(|hRDJ~1txe@Wnv~$BgKmscuW!C-PL;)nObOnfH
zr;hrm;L=-44V7QeHl}?F9~buVFF2}&6*LTST8!QcQ7L$>B@ZlUT%}bk15A})aR$$S
z+852*CvR+M{075cMmW}YK33RTN@(GVepj0CtpD_*cRKUUVVBo=E9$6P>}x4$+nOXD
z^~C5cus>>1;!zo=EAB(emxks6e;u3MHE^%#cbdEp!J+?#)pdKXS<;7=vI!}O<K*h`
z9lP(59i+$BLMZ#8Pp$V;W_nlHkf+eBSwJVNF~x~DEr1G&M<+Ke6Xs}L9}-_y<UVlW
z6SU}XJnZhgI$0+}++_Tl7~L+0XSvbKi7Bmv+gDaoTh2(%eKVs*bab>cc0}-hOlxf^
zBDt!v<PLa-t@4i6cG(?YE?m0{dhH_6BCZn_9}`4A#S8M9N-_c>9e0wCht`Sh24V+=
z9|MfoB*%D3R?Cyka~2actG9G$8!i32@+YEJ7`3zcW(LLlQt-<$2{rCWS?#g%vrW3q
zuHd|7T$T3byBDb>e-whZ4<UNK#bilswEZQ9y#emHlWSV{TsHYv9(}bLoQnUlBhdT(
zTdAG31DTlLIHhGQ9cQ${%oa2ZfV=!sw|%G8f>*{lc&O|xA+0B9J6Ff^&T#q1(?5&K
z6Ye*i-%ah6R$Sp|_uW7w)?NBY7KYy!_lpDjB07@%rWtGiwq~J#ck^R?x`w&K>u#=y
z4}*T^YeR03QgRbx9{(7W+%Ip$JBy&gk8(kUO5rMgDyfW*f84kGcqhzi=YtyGr`sBa
z<HX+|Dk%0*_P>|7m{d+9Efh7R82dl7Llp`5$GnCnp-RMuu`R{fz+uX{OeyfbR&ZYT
zUN;gNEUIfAft>MSnj(Vjrj}0%dj{!%KAscR1E&xQbw%v`j$?lN!re9%$*5gz{n)9g
zT<JKgTh@z&Wl_uWh58_NmyfqGEj%~P%9hsi3!UO`gdB4T>8<<h;8FKEamCR-Y}jH$
zO=~JIlHCqkvRro@U*BSQ##^=)ox+_<63{7Va;q#$3Qm3g8=MCKs<}I&K6J7;T3+v6
z%$CJ1RSK?dk98I?vwdlgjs3C};x&8nrQt8&vyeH}WHzocunUtBQ^e|pNmh>i0_m5c
z*Km2d7B7g-^)~AknGCVLi4xj}*U(*cmBFv`TRMxo?sgDvZ{ILKUh7x-{<l%~S=L@l
z*p<lpBUSDz*?gwIR{ACc*D{K9lVv=0?=bR06LZLWrRCwu<<A@$pLVRJ+NqvLK(ySt
zAImwlzq<htKNvtON(HWPXnzjc0n!^#btv}n*R;La{nm4QX1o%&53WH4KyrrM!Gwi5
z(oL@y5jG)@VFyeK9I79&aT}iUE2>?emd@I_a&F=u<u1K)(1Bz)X3#O6u=`zmlxUxc
zcc4%!!Z%~Ll5w+Ye#a1DXP}?x3vL+Y6FQc_fm|eK;+%T7z%#f(O-%L!2kHw#iWTVD
z68wo9j7qX)w$&6`1Gf`tw?~#%lDJ|CA{3HUVsCer>Bn8kEmey>rl<W9rQBr>-_MKl
z<%C(kKkr`Ha=*vUm>|;j<+Tv9f9K*^6-x+wsVh?;l>sN?T@2J-8hxDpTWGGI!{BJ<
zO@@ovjZxj|^2HmvZLX7r+|W=w)3c68ul3yfY#pJxT$J-p+$gKhH}K!Py5>%Mb*m2l
zpq;!44&90{yI01@+SMliYDIU{$r!RV^`1RJITf>X@S|MPf;B)gr}j>vXsNM)UIyrm
zYCr}P@M%=>b^YeB36UrLznkxo?;CyiupPtxSwP@XTJIx1bSYe~Gj`d8LUo@w6q?-0
z&qE`ji<`~kZ|Yd3fqQWw{EC=2S3aTh(QoRQC^O|o$kM%xSpIR7M~_#VQP%4nv!jlb
zyX>Fp>h|vL20^l4(ihD|hQ?3tsv0?pRz0n%_?>xE{P~Ayxh$`}1&6G}=%guLg`lu!
z01m5P)Ci}r9@?iit}^xDruXM7wOKjzA}7B`ibcNgeRzE@`D{D1(cKMA3x$t+KaF<M
zyP1}r%ft4)^vZj<E_(vPN_;>`N`I&#;ZVt^=?tq*gaBzh+wVx#(T%Nz$Mx{iRmoR-
z?G@hX=rffDrL)+nT#%%UqbXt>COkd{!VUIG#3X%N-tgsxj-yn)T~~Wn%<M!?1?a$J
z=cP`*;bT{mvjWv56a}z|VtR_ZU$-xQvpxT)xE!tI{_Qu=y+odx;a79G*uE3Ab)siQ
z;!<zBaebby$fVT`S-6x=S(=Fr<4)U@U=h$2Z2ToUX<-FQvKjtp7Ssyw`)m*;kqxKn
zWg4A8qFxm4i7<*{g*WdwiDF1XROQ>P0lGOmi)Pj0n9Pg?teBpHMF=UYzy8HiE}2YB
zZRz%yFn1lh`L&3JS6L6&Wzd(DhBt#*(}La!q&2@5d#-ImCiX50n5~N%^18|Et7l_W
zVfSR4jg8qlnj4(amY4QE<`%U=E_3XTj=-rW5g8mD$Ot?lHNBlA6q)C~7nITAC#NtR
zhR{H6={UAs=VVNP6R8Fg#c2CX{gk?RMPW+wwZweR3*%wh-)>Ks6}CFPJ==VpjsSkn
z3VQtuLhfu`im^J=MdpB}2N_&qKaI&vGs-4#xH<R7Wmgd{QrD=h=B7azjs|ZZ_E<|S
zB3#pNze_n8Yg=L#7?H@_X7W_&+x}g_w?UxmVy;8y7Zg9U@i+T2u6?}NgJ()8PDRg>
zVS^WT4nO~T`i|(Y5;Xi#YNZL3i5gV(NX=^s6J@+bTr%7A`C!;Pmh4xlNIl~oI4<@|
zAC8bLXr5%kc-%HcT;q%BMa?bef-^1lqNI9lIyX3^2Gy1s2eR|6sHXcYB2S$$xtv&l
zJ$*&z5f52Z#&LRitwQfFt_1?!1=llplr&n{xPMcg1JZ`|#zSz!-jDKr2X|TTU04#Y
zG1271m@te@zAl!`r%Kc8Ly2dAj8O@LSz5)4Le4$xfOB8_wurxHzx2gn0Y|>S*L($c
z$EXrD58Q4@?3k)-@0YYo4C$Im*LZ%l8s_#rp8W0S>8s~@Vw8&OJvYkI1|8SHra_yw
zjW4b$kp_Qkv%#W+5Z0q_%}2TEK)Tk9PwZE->VQ}W^nM%%&oh{|9osE$eI|21Bt&*Y
zx<x>Byh2IQb0j8(m_>TMbc13Qw@^RjHcR&_T%sNX1-EQlSP-g6oYvn+&udc4ixXNw
znQW=}cbRqj^jR-uaVRSkC&K0F%#D2Gsy{rl>d6dkdxw;9D^cQyT@tYJCBM}YPk^ma
z_vv4QOo`DZ4WD<p%UI+I$76G%&ndk{w@v+wG-nAW7G|@(U4xO8(@W}}KG(ZhkS<F1
zW=DN5x;Qr93kVFo>4Ox(kR1Anr$=NW8=-CAWJg?wo=McoF>!cp#~xOS)V-OL%6`Z3
zC1hs91Ysy6bj`Pp!ZRB7%*ukp5&%D<w+OF7@Ok%L4=cQdaV}xGr8iWz#z3O)9A=94
z?b+035R|&olv|)JTQA#-5}R4NU>kuQ47XmMGSL<s6hUX|#>7S_T&^vqp3K^PmOFf(
z4*F->dcA)g;PT@>3^N_EfpME?WDEsnxWq@*Monou1|qF}SWKYX<a3p1$$mqxP7mfm
zhfa-QslylC&Qs+?Z_mn@KyeQg+GM<9J0-J*s^v`SSh7H3fXz`sVlj?qW#a=Qw_F=@
zy-%sNg!d6(&c;Jqb4$Z_tFL0#St*W8yKe`F=IG7`hw<M-Q&g8gJ;%-;`I+{{wW-qn
zDo{(^0h;K@60yGoh=t0=h+>xBINF}e_egh-WS_u4EFXi-?7vBIeZ1RzdHQR$9$CQ>
zlwS`Dy-9q^>%8h+en9)A+H&?nhnc8wD$=2@Bn;OUThy>)5|cJe0Y`3__>OmX>o{|h
z%sbzO6vdp9RK!6iQ-iCFJD;X6JlR2$w-4Mauy~u}^163UfY+2Q2)87o!sk8xJK&{F
z>IS{5Q<Dn!<_VZjbT@h<uGZGtte3oU*0Jg7)7^6GIJ|tapw%JSF^zAdFW&K_-hGh%
z?qWvAmf|Ol5jr@F$~6^16*8(cIcAhhH+ryc$U^|;bkGrqR6AMcQdAW+_9cyJ9jwGX
z_AHY%4ZLg_0@d_cwU3w46?Ei+1rOlSPY4(4jmhT^8kJ2wgq8t$g29MR`Y3A29m(Hq
z;e1kKGD+L%*0Rnl%)WcEqhn|T!^WXLOga#zJF&hkeNsI*^?EeR)g4A1=duGNS&@a;
zSbl?{gK--eiz_5ys@|LH+wKA?E`z5LkT9Iv<MLCJoCxdLqibW;OL?bvJqLrJrrKS#
zyTjMolx);2lu0}Dp)uY(AW3WWM;+SEAVKJz=o`f?wu2z0nT_Jn<QW&UEILk2qXpke
z7`FIT-f}DEwOuDppYKORKCX)`duvAxwu%w!4W9SMGNnZ~7Vv`bK!3S}5RsYr#a3aV
z2i*p+MP{Z){bN-mGPl{=<KRWx7rB0!ve(Z4;&z1%1p^VpCR}sF)m3nRz4$yqc4Z|m
z%8xJkn7mW?3y=OVB<Yjq%9?K12H7E<4o9yDndy2f6}7xQQ6y2M-H#COWBw{h_l-!m
zXZ<=L^KA$=Cic!=nG{}n%FB&+siK@BUx2*wJS<+X8>Ez#259|(+v=$#Z#ti<+`28f
zSDxnC#h&xiCZHwH2CO}ID@Xo{&BU$Da}PupV(%@}XkX{1rrUE*zz0Galn)&=$gtFx
zIdpR`Qf`|2e8&i=tNQMY8`<1%yS2ul$%JV4WZev5eS@5tzB(6~p4uLF8uKm;iJZjr
zBj63yZgo_qj*hsE01FqoSMz@VwtPYI@)1JWyWWYc;OC24x;<cG40Fs9EvvGnBl2sg
z%}1^P)54XkSy4%p*kj;Xz6x4MTRCb<k{9I=2pboav?Bw}T7&&naFIr5vMSE#?~lMN
zqF9D*4QDFwoXh{2h>zG;bJ{truro)xGWI=@(7`s|+dU%|k@s|4o+mhyi6@Yb7&mVO
zG$_kz=)*8|)ETQ4ijY=|Jip`^?Lajg##cE)TcXkEK>W<3$u(0t5T-L_3W@-2C@AH>
zh4#!(3hS2#!ce%rB%X&_KX|?Rk+8N6ljmVMu{J@D$bb!Ucb#=??5sU1{VpB1HCHfN
ztBcQ*4{(hA0;%tHQuqqpB=_od7y`XoL={PozH(yB(#!&Hsv)dF3C4o)GtfTdwW(tg
z?a|#b2;3hCKZvOAlymc{r+~hp3sPe2^ug8ORl(&v&o}e9dk40mpo`-DtX%W~^rl=3
zTwd%q#!At`0(2KbPG1IbKlT22AjC>)*YVEmXO`l*y5U65G9|9N+qoIj%7`>JlwFum
z&S-Fq1EIDAw8*5K(Jhp9(h3i5`Qu$vsk8`l@D{mv$1B69H_mduorh}p9+BH{b&7Uq
zad8^gu>t?NM0aFu6r0|&oC=4Ww^6Q}KA?G6KPsWo=&NHnHBzaQR7u!t2{q}~bU3wN
z<b^PTN)>gXW<|nQ4_-U&nlRlw9dPu9gX1uvI3qCRHFFMg+P3#@)2Wbt0`Emdx@}S3
zHZ#!GE!8&`=+&+6_!~LyJD84JMoi+M6L|63S*ZY>{%Ix=TIORNAFs@K=H{mtlr^|-
zoG4!d=h5uLu|=&Gh(Y*M^<be|ljjwt@w%BzPWIdDbGGZ~>L?18sWLLP%_{b8!se=I
z5R~P7|93Z5fjw%Abh}qsfLT6#UNlV0Ht;C5oAaUg-BPCJ89_{(5}c?NjuJ7d$SRLl
zh4h`uFv@IwmRmZLzoLM(IGk>!Pf7|3z72zz<|W?h!GM_!C)>se^O{&JsByRC+Q#=a
z&O7mrjY_RJKyh;}p7d#z?yu{u>xGbV_C0U&1ttwJ2jF`)=;yY&&IZg;o9W2MxPM3@
zj%!URLj@qqGx)qKPICI0$7j5BM<MEXonrR}X3emJ0@iEez3p0ge*;K{O+R>&ABJqX
zWe%jf>Tt1!KmnxCKrLLg>x`v~26rj#lcWE0PI^yJtP_`Guh-os+EJ=wZDug5bmvZw
zN!pB}%Kg*L+))G3Ouawmo<GJcPtioORQA(wJolq|MTP6aAZfE_@URb<U%}_b4G(Cm
z9nhJpaQC(9!Uxl_ST~t|o8Evy#Y?!s4S1X}V`k^kpDJb&Y2IT<MOnGko$nn_qgLuN
ztU?f$78Oc35dFg+P;2G0-6D`?1^A;v=gt-lj#0fby=DnyjWL;Xpq=wZraFhZ?#V9C
z0+mHrtIBfeePBlJZ41Vw+jR*$j?-@StT#bCG}7U*?15fm&5Q*fCh82zuL>;HC4@}S
zM8uUNBT@UJbl51k_n^Ay&9`5M<J^h4a|Dy}(w4`vdsI=3Sa_FYzpdNd)X1Pv_d(0W
zvYJn@fe6Hzk!6QUENCS}l6}IZ{9}IZ3;fnFD!A`B-0V!@s=2zeLEABj+IS3Znd%i5
z<p&G;krrulG^8@<Kdp=_EY!W&a?+LimOo1Ni)_kf>_v(ReG#8i`n&st+67#JUbfl%
zPV9N2@IbNUI(TMLKSbLnE}ib;S5gUm;lkTvW^E#y2sv&a{rve`XxjnMpuX<n<{vM$
zQLEEBI|9=A>>4_!|A)+P#>r`gXCNX4+-_Fl6fSe4XId#ZVpt~pM(^j8P{U@a6M(Nr
zcyF>E?56~MLW^{%mCfW3MJ>bE==9`F+wGQ4#-E%L%`Dimvc9&GIfV+GMcZWw#GGN8
zDwbrNFCdF$(-K{+fwwf7Dj!l+(|7ij55d;&mSSFwWm;xizL&r)EKo8k-O<&=AYV?X
z@H+|=qvJGC4tO$}NhX&UY8yONuAB5_fAmvggubGG>f3@OqyY=TvgP66k9c7*H%XzL
z7{kn7YLDoXGcKn>Oc1#4c;EZ?vsT)vk0|Xpk6NnelMypRa;0izLux^hQa@59m-)-q
zYY=^>h{M+v-(lfn9kM!=w*A9>kK9tQtssDsp065TAi*`oa}GxzPCDT;3n=FNgHs4d
zz|XHm(z@w`)PwE|F;KGmoT@ckV=*2qKi}&|&Iq{oV&fM9v%~7#Q<%Fl$hZ9~>#a4<
znNpHOp8O?pk(qLxa-VICIBJjsOX%3DS5SIyC7T!W(Cqmaf-lRP=0jp!C}4KsVxi>(
z+gT;Dm40^e#A3<}TYGNWCC8nS2kQhUbo3X@&drh235%Cs<SlDIWhu3PBq_F-ni6&M
zfnGIZN!JbS;}sCc6R|4C&3IvfCxZg5<hOd#U0-cisd&^jen<j7<;^O62r#RgA)R?d
z^NYX&+%CEXW6bY|oj>d3uEjNWwuhX=y$+74gi=(|Px9^{%!DXjPkV{Q2%p>2zgL;U
zA~%+;$IOOCJ1f5b@t=zF?O1A+kuNeC;Uq0D)<~$3jG#q{ZL|A3ep=N6Bf={Er;<&9
zWOFg^?uEqfH)}$SM8{0l37BL%E4#7N&o{xjE~zkR1Jmh~fjkdFT4K)QJfd2xru*)C
zc{TNg)$)=sw)E|vfA(_pdj;h~3Xb$+n>F=y4!bygL<og4wc(=2giF4OW#*6OJw$b5
zFNLE3YL~ot*I{*xhn}({j+v=axC!q#J*>XrM+k)cQmATp>wG??W7fNJ@X2fi$tz6u
zQLFIT{`HrK7^{@Xk!t?!>$2~zj6GUj>woYhjG4aT%OuB1i5lpPq+XG9qDYtK-Wv?Y
z%zDqampWV%6xg1r#lzf$)^dK!LCwltxyDoyIli@lS$KtO5u@5zXjNn$79_N&M*NAQ
zZ%XN{s~XYK9pvmzoaYr<@Er2eTj&1SPQJ`X-3pFWrJBsznGQY+w}6}=*tx_EeIt3i
z3%2+j9jp3_4`ALHGIvu4BO>+$Q~$kit*lO=T;|Yj>h`on7r7@Cs@vDVg=V`j{(H^m
zu|BWS5fIyham$Fj*X?dMgJY)aTX+9<Aad~WRD0isCC$k7XOmU61ZjT{g3mhF-#j`>
zyDe_j3^BvxbL<)Q=3)WB0IS)R74TBUxS?IBv+H87WkqAJk*JFNC6Ij0c9Ka9a;exG
z`Nq+BRjI!uq^`MuJEP^qc=f45en$7vo7;0W@P`d>rrp4nZ2O6Ak19<H##~N6t*!U#
zsN(0P^e3Nl9?m^evld+VEJT@D&&cIdAKpvDXO(812EH|zkSG^OunO8Qct<@Qt5xXW
z3N~9NmV7P8l#C&?y4jz&8>BvQS4rKT<-KP3qwXu(zkEn(5$7o8D=?z_@rtGXGp$sg
z(bW`KMwtxr+|(mX%=r-AuMlWuMTdI&{U9t9v*kWf)}g*3J=5_;)~FW#JRzv!%Q}>U
z<SKY3DD7(HEm_f;yjq%e3tz`}Y=7n|lb}qrv&;pb>&?UM*LYt&A0kV-nx``32FRS1
zOv|3g<60OIsq73IM^p1ih;mliqPQjWr>AqYqv-Mz?DAVj^YQKB)4?}5piUK^8JQY6
zU3iL4ZO?yO7&d1o*q@Y6YVfsuK!_;MujfCU?-;R_-n)f$7<zQBjVoF<Gz@WxWr(VL
zFcn))#?OX!rHXx}$`8Mj>igU%6KuIXA9}ocX2@jcOy#~6x}xTa=uh}HLWDhFU~j(+
z_8QRo;jxbEu5*q}daRB7i}w1{6`qb$tGZh3F0hGM<O*yk+0JhbsdnY^y0^rEw~$fg
zzD?R7(tc|5TT0r=sXkS;aYB}w`LIzKao{p(>SGum+c(gy?aR-Cs_|#9@g*^}9ddGa
zoQqxv`5kvJ>9coy--R>=HCLiUv+~&W*6CRu9T|~5563{`vkV7Jfd;RRQFz)&9KY5#
zop_a>ZAut1zKV4DMO9-u-pqk3g1(;S@l|1Xp`m%U4gcra<$4?c_Jova`sR>VC(DQb
zraNz=Pww+VQ{OZ&{Czh9%lu1pZ|Nd`mA-8wpMV%Tck={8;;gvsYnNY$`NXlJQ^#^U
z`l8LzMi^ddBggw#4*Md0#lpH)4h?3DabeKTTm;?GioP+0K))p14yW(i?i(ctv8$+`
zM9$c~r|*4XVDL2Asa<v|K2E><Z-2jp+cW4M>;Kg+Akxn2f0gF{+W)y7vz~$eEPwKU
zssE^rx;5WLk6xgARu0#vWogfpk0``tT=-E6#6Mc~_yGZRbi2>;cr%aI2>jyUlPQLB
z0EN0=if!%cimGL&P)+odlm{M1YS-=O?rn@=wZDo;JiHxIyKEz;pk1I<aFQNgVSY0O
z6>bD%d<BSmKRP%#IKLI>UE-WFta(JE$1tp4j-FtftU7iv^5DdW%gd1PLwUaskR5TY
zvL6Q+&Pe{rkG!0MVXlRzP$MO`gOc)$xA`YSA0P{Ibdr=?^t2^ZW!Va@6_6uUKWqq{
zO<jhhj2S(Sty`KJn=J5&e1d6@ao$@%zW-M0x0Mpi$#78jUa;O^Dexg<-Ftk;3K(%A
zmSw4T6`bis`(@~C7k}o+shE89IMYaIq(EEGbQ?KRV&4Qg2zy{rmhl6(?7D|msC8@!
z29U}vy}imlkw%#mzt+7#2E!hY(%$*#;u8^l8q4BXLQ>LkhMy-44s>TPo8D!4k(T|a
zb#>_FM}H2Z^^|q+M_x;y<eOdUP1_?f0hh@ut?nAO(nEkH*Gn?Ps2Lk~^k|Ju5WVjO
zs?1IWlrS(j)5U~O606VB{E%#zHG9kN&bq^0EfEf0p<OND%t5lk%`305%nZm=V8#`f
ziwG!1TMke{)jGSAI@mY9eC3mH`9-Y}*r>NPuM6F={Z1(QcU$lKe*1+;1K3XR`1AeY
zdd94cogV@PF@|}{ElF5rdS)|Rl0n^3xeuo4VHfg=9tvD6phw>Bk@tLaf=^~Zn;zzs
zhja3-5y<CK5Wc=DN3`{GiO#0?=R?vroE(kTsr^Bzzu^M0t3#XgEnO3FWUsra@w?+R
ztH}-WeRKJ9B6V3U%`=gfYv9CdMFG*}#ngUK<W&~5E*~s$$#<*pc}B967{G%}1R|MZ
z*%)312$(Rp6pX8>E32reUtlj%HPBhG3DU^zqq2q^f>+O#ye7-sD}#LO%;g(e=+<Zd
zF(gM{fS*G^7F2nOXVLGaLOJWDp55pYY@0%G<tUe4wDjASNS)H6+rK4#Np?FfhIKzd
zf-l4n)^)ApHBXfn?$@dQxa?BBZycy@2jChhzz))FLtoM-*qW?)>;|^Jz%_Ee!ex7h
z+kM2$YdfzvkgDpOI&z6fK2H)BKjkE^)rhuC=y2`VZa=5}jNjVz>9cAxxf_>o;UVrC
zK*JNCx>kddpOAe4A6=iCMlkhM8au<T>IIBTvFYz$GerqYX|MwHC`8om#%_bVgVu?A
zhMwo{r0TT^{bchvm(X@YFjCLP$Lq|Lkl#w>ZXW}q1D|;+WH~CfXp`xK^KPHi0__#^
zbqbs)_+^<kvfQlerOK(3<(jCQ>~4qJ3d^l2cj(bbAWXZgk8ez(qF|a>EoU#P@~%Ru
zVtoR!lKUa{T8KfyR&Wz^e7kGL$fh0XKK+ES%))KqQr-I?7ugAx`sz;GTb9!u2X%@q
zpV9AfRocEHJcHB++_^0*?d;$-yUXa%Nkq7lI<v*%EX<-=i_~%oYzJI&hIpOOPmELs
zSLS{u>>)#Hp>nRHP@WYNjKK&vL`=d1A5=^r?NfL{hE0Z{8TXwB$w;-;WOEa@7Axoh
zFIDeO?VC>CWInw{+5<hv(7JsKL30Nn7^L#c?y;cXVU|)5>Ze*)n!QJ)VRo`i&X$sC
zP)cS6$0JKSR46pTC{75^vHx66+Do-i2wg>hV`d1_ue@|q%_p?xw^I(m(-Y7Ht8tUk
z{*62r>*v^5L&ar$Y-wDd-&wPbfvjpLC5{XM^48Dqh6}eJE(I2UywP~7h<%wiVVCdB
zWb^vv0WB3FJ)e){UWL&}aVAW^S<zJ&cbmSm{q|?uS4A+=8LYB}iQD3(kQ3ASVI3s;
zhETa_K4U*IZ?ocBpB7U!_27Eq@645lZk4tbvc2+zuuS3l`WxnQkrk$XJnQ?{mz~Lk
z3}pv*SE!$S*e%j=y|6?H({+>MODp(7>zZwF>*)^&O3+}<LC;K)VG-zC6HlCMGO@cd
zsHt#w;#WydIY_Nij8%7C*+E;FpV{YG8YqjLg`Ae;Y69GmO#&0w?VKbWJcMb+A1%S=
zt56(k;>IIG`;_l4%!R>=@!Fo_$enF3AXhb{|H4DP52J>zhE1iAibrFb?w(470AE4$
zK#5k>65GPLH5Jy?J+kE2naL2XCX2vEwqoJ%cstC??U?*#Ytc%A`hB%3^`ox@KmSe(
z+DN}W&?0k?5FBYQN)a^-NdqoDRxYbs^y@*-@<w-tc)+59OmzU^IYQK+?oZJNtcWGU
zp*!X%U9?(3=lRWJ*A~@`X;DP3CDI2W>-1&#p7d@ncEMR^b(ek|1UhRur>(v*sj3T{
zGO||mpal0o5>pGy@OHhQ?NNtGJVL*4^a!_;2QJCLVWo+4J4-TREp<b_hya={|NGVH
z4~E$b<~i?qe+#%NtT+b2QP$h3_{bz#ctnb8CwLR{RP=Nngv_f7ZBt{O_&O7%VXsf3
zt@dXZff+Cn$qioG?^FP@`*6$nwA<@cE$jI&U^=Fo1OMUVMi@K&GKK;(8ol!+4VNwB
z(sU19RXuH3Z53FjIZfK72WYoK#K>C+YloHqz3_0+*fjIOF?~>v`n3-5;OWXi({H}z
zQ(!y&dU?o-T(;t9rN8_1QdYCI^|rtBs)6v#^tNgknf1`f>DwWu#t=8vZu%9bN#0tS
z5U9$n7o99_hCC?Ouh+;0T9;-c^LwFuefbw(8}`%y<mop22FK<U-ff)#XL<!fu>IWa
z>dlNqSYCaeRbHsULh_$pd9g@TIC;k~Re@4#aYM5%2>=EsR%KLj$&A2Pe^)pt6q7MA
zVww?SXi%9n7$FLIlgquPlO@r<Pd&z`CVeVQ;kOH)=9MexSMKi5MCKJ>W;qg{y<=#>
zu3k)UpX~uxXX^E?IgFFuCXi%W#1s{tVP~2$@wW+ZF-pOTXABLE-qa)=;~H)Mf$l^|
zVEq$2sn-hS(C${O!Enqp9-elmL-+IzZqwNNF58E`P$bTv+)J#wPDxhhNn_*6d-^oE
z^37b~?1Hntd4rN%*lCO`^#nVDcb=4^{SqdFOmmM|k|6}}ZZ6M-*N*&ZGCJG6e_1Z(
zG0b}Mm3w&Nw8z1d`evx}zGx%UFi4c$G92}TdMvyIA&ZtPBcxT|2$*0r(}%h;ejl@M
z=2@PmLiB|yelnF)1K4w`onmNrjXq{i1cmxJWP=C{5LtNA^whX}$me|)@Ip`poB&y$
zR#>2)@-j*;;+gCO<CS)tp&<&E);iCOfL)cfEa<yW=AztL>hLO@tKUk(F>S?$hj-F;
zxJ0cJY3Ql|oK@7p!rWkxykdClp(1Wye0%4aob&#NDy?C#nD@2);U9U*!Bt(9Wmyx9
z8cCkjloSnjAJsg00W(1;srNw}oo){AAobn~d5(aP5~8UI`X)(-;MT4Wo4*c%*fj@z
z6=G=hs~Y~F$cQlOZ-v|HH1?k-8jWOLhEkTf5$HhjjY^I#3U53qJ+-;z;erP;o(8^6
zNbA?xlT|m?L{ETXAQ-FIY4?F7`L7olN~zwCim2Uz@Z4)gBGLI^YZs3V9dkQWzO@oQ
zF;Y8^&%INv2Dh`)Fq0--gG*9ou;->O!dSyz17`@@YiV{9^F)^&FZm#C0^6ch9~Dbu
z8w*;o)2&bLrfXVvy>8E{#|%icNW7?`N*iK57F%lmtEtsXN82b0<gV*Q=u9qL#M!tK
z%YyLzh^_G~Jk=fMk5VR>JZoF)#V2!(aJng7ZkO^6XgY<K_%<p74MNqRASjdKB0&98
zrQM6m13?3n(UyJiN|Mo)xZ?7v<(?w+th>)2h?m%m^Q|3Z{${DE#ArM!hb#TjSIZeD
zwGp&tq85PR$<WZSnEa-^g_bJ0%|}GOl|CP~1N6=OdSpMnVZaw)p=qb&EbsAmz#vlx
zsq2cFWCRtlrwH0?Oi8We4@a6DTe7dwY}uZJoF63ZrR`HI$0cV(Zb`8YUXz}BlCTZN
zOou{MIP16J(x6JRhw7Rwy~!?(P>E!3pPGv;jk)CMi(dn?Voj*)as>ENzkp^9E@coz
zDs2Ey_&h(Net9#yWm`Gpvpv+5e+XVSnCo`<=?>wCD;@vysoA8MMK{I<p{5sKmj_J8
zee5VZ`*BDPWH$wt#Kl7g>`<k5#ue5GX)WnrMq|mP#0gMN7}xT&d6Xn!xM|xyW)Pr1
z5R4?}&wGT?JDdMbh*^skP_q6ZmA+}2DrC@R!2EjLARL9bOfp#WT_jF-X<*}N8|*CE
zs|#*+)ukM`^}wCU^uYVaO$K_k%!#$0bR*!z57EQsUL4j73A7ucxZ{7PaseUhE4|@B
zD)*5`d>Zo*j!=(pv6i;VB`DSMcW5QlyJyl|O1Hele*vUVIf*nsL3eB}2@){WOEXMO
zcWX<k3hvmfPj^zPNC{OF9>jciBuMZ<0A2N2#=?SwUJ*J(f3jzYP{Pt8cP9K44rR?l
zcCwMuF$n4wO3C}mA01Q!07L0Pht1X-Da)wOge6+hxtA?>X1n1V{(;}P%5}jH>6$VD
z5>=KF2&qk;2v!()+QTNU0P!-z?p|A*nMz#7{%F(@S^@#;P7f0DOjfCu&_v5)2k^9q
z6~GA}YK<3?BT6NXAJa{1j+>5`{SG!A>+tbnqw*MSXD_wzQr)|Vj+Uc<o&{PF1cdKe
zE}1&Gzleoo6o%_u%i)+0ea&oFc1a>qoHQ34hKd_sza?E%h`pG*JbmXyet)0$_H-yM
z9tU|8>Mh%xOU7T`=H3QF0!Xx?rcj{^-oAE~O_8*mHAm*x!LMVJLv{?l-EBl~fet^p
z<7=#&xDv)4*4l?x_ka9E=p~17BowXC*q>}ng;9%r4HfSXz#;oWk>FbXFuBfdULN;Z
z`}h#*Xl?P!2GEGg`s=XKBFD9(+THbK@&<eEj_V5*!)V%S`O+x<)<n?_QTQ%*0VFfr
zzhjk1Lj&f=4Z?=k+b+|aymi_5Vd2-Cq+0TG8DuVfn&R^qA6<y5Y2Dht&CV6eRbFn>
z>{5|^Gh;0BDxhq1Zx5~w(VLbOC|T3)jLVkYcY_QKTM`HXK+Cx80kt3$LY)I*)jJLj
z8wO74lIOA~vtzy9uUgn=Cf_OB(F`z>?pPIoZ}=5eh|&B;x<r7o%~q^S9+4k-pXwQ%
z>#{0l)Yd*Ro>iCS$CSM`%oU%#K&y}NeTV!&a%T2Rkmyg@`PK1bRZu9?otxlf5gLE6
z4%3Ge<qG0M3}6@{6XviyVDMLvNxaaf9<pxko=hslx+u(29+2{bXWC!NK_%C2F7s<s
z)|1Bm(6e!iaYl(QMbI>asq-t9-aRyy{aeq|*nI-_5M21C>U%OCD}(DaeTfXT>o+D%
zg<0atN?TuI59_%nExW0fakP5b_xUnk{myE}dxcS^BRoI-#1DqyS*_jpb+1|7^$4AD
z@GcVS^$%Ud8t-isD4XAm5$4d)LOM@d9u3#<;veep)f4l>W>mv!GPcpKQvB-1M^%ub
zWqyWUP_4wt5@3HPy*ES86B6>$_sw<;rfDYA#BHy=1G8x-?AZEgC#ukI$dGHm1TXwB
zpQJs=`by<-ibu(lJ(3)3t3P|{GO0bhX*B-m$=Q~x)=TsHb~oy3wXg4>(1eYJ%+A>T
z6w6VvN)Bit9eA##v-ybpC9@hh-z9>_*5l@YAqg8l>L#?87W%afo^X4HG!EPM+?J}J
zeo7sYybD2vzx|DtlSt_<Z8u-3OMYRi#1S?-PwGaR9Myt%F$*t1H~LFU*S2<VTZt(9
zgzy+|Iyg0b@qnI|1QP1nicc<`(Pe%9rd%`5$kQ8}WN|M5dT>}u@!kA6;dgdArOK7Q
zFWAg{4+ZU%!jHISHoYy1Fby$)<dcY5z@^ah#1=29N#FHF=R|C2v3NqS$k`c}?#Zp1
z56MD0V)Oa>4+Xdpra0AUePc_z06TAnh7IR4s|rb{(6YtKVySq_hmT_|&)At6_PE`E
z7g2nWsw=%pNvmxtR_LWfL%l+RO!a97a81womgSj8cl50qZYoVyeX>0aEK`_7Fs&VX
zWnIzKfPyqQm-(gMxRPjm582}1&?6Tc!2R>EysUT<*GOP!b-nAoH$6UtEiNvGTBD2u
z_GRzTf_d^Z=R29_EpsdwUUi$v6}px>yur8WmQ7xz2NQ29(};sAMqNeE!l&=w;E3nc
zye&kB=Js@)w-_1r7#RKN;SiP9m(J~KrXOP%8jn~{$W4-+Q31d#7EP5=as+~j4i#cz
z7@ZC&L_Z@v1Bd?b<aOQUKxdv}P%hxAQn;B-(ziy2md?VbKUeXJWKD@IJ7j2HO}%+f
ze1>ilY)_9#<^U-w%7F#EhTFM#mlF(%3%7U6N9a-UA<>I>cd5Ipf<L)Ni!b)Qz@*DQ
zoDZZe9s5>(xnPlUU4@rA-o|MzNRPY>We7S>(3%0I+ro0chXe<g`Oj_<v?@{pD{@VZ
zMPa0!nY)*0Fc#pE#tZ=(Hg<+#bBk`OzLV9gu`auB9sX8x8$3#M6+WN}d6`ifgHW}U
z9(q&|U%S=}AaVNf8V2S%55-_47HMBnWsJ9AxrPU<M6i<3-9JTNFxdvTpsYWFnf*o-
zdZ_V{*~~0K5&3dNrX4!8qMRPJ4W3tz9}Wx-4t5sRT(4gCn%cv^7(UaAKHVArat#Hz
zdzZUrG5st1*M4gJWY_mwnU++s1njl)t4B}N%m#?yx?}o)PA)3rJjzaeG)uZSjYGxD
z?L0%P8gCDk|2bl26nbrumeBJfE?&!|Rf6f}6Sn*8a<<jHNmX7;FU;1LYQOYdwF}wz
zlIx*X@&ose>Gmm}Og^g}-n@C8p><mE6IrKZ*V&}WeFoHAH3VF}FZZUTqUodG73cVP
z-3zImb5?fMsjwy5_LD@#u8)$KKqYo72UnJKo<$mqzp<)>xa-{P+S=F$ONGLdoD6&M
zf20}+lJZGuwyqm7KJTXPYj*-&F~!zQa=x4BhR=XsHjZ~dLyF{lM4D9_YQC(^2g2sy
zjBfKeW-mblGjw?4l1J9>^6T>FA!eQUrz%qx7a2BLvHesfxDAiXiLlx(v$>jOjQ5a|
zp={|HpNevnX?c~b=1|JsYLLsTTw7ERK~J<g2zJ`9+ZCNP-E6%buN0Zi=vXPP*B935
zwyA$@{5ZpA$y*=#huS@)-*Om&H&{j8y5E!jUMNpi-Pf=-wHqD3QiDr(o33bP0!Z3@
z`Cf;zjv3iW5zy{4`&yS#k<dDImQF}v5^O$080H0rDT3-K2^=o9>#rxLewi0d0Q73R
z8LRMIfDz?sSvlg9*~QG!tZneh`w3iQ-2`C05qQ*jj!TK_D#KpO4Bg_Pt6xj06g^hu
zY=1*sO%)Wds=j&--RXu{PEo!pZ}*zY$XOx2yAMn@(yg&h^h>7ny&I2>)99`mS2zm<
z>W9yb;u#obe&u-~LA-dc=UvdmjLOe~bYncOxPhC>50&$)(E$^FXw5)p<VU!Z@Gr(+
z>oGsbp)tI|;pxVA<<{4Co&h8;<S3-b!ZzIT=li)s;!VJa{3hLg-vqf9Y+NZjf+dSZ
z8gd8leHZt)&#8&}zQQTDqz6~~M<&q3RlS$H&hE>}%K-%gRvqf59R{#%(gai$A-z=5
zj7y0+1Dy}0dd~Yq-|GU83zV*%W;pQILR8vxKPN8ihUqs(?N{<BVdl}^(b6JwbEAQy
zc^)yePU@&!tY2u)6er=w6g_MglOia_^qsWU=$?L#VKcTeXI~rYfx!*FdLPBR?!_{!
z=Vuo@zL>lz5riUTTsK^U7ae{DF0UZm=_YK{kh?=@mnVNeefWc>>tkljF322D=Z$dK
zk9rnvxQ5Z;zmxQWP|>nhpD+~~vX<sod0zKSz|1jFj<`cMv^LnJ-lxwBrg&eDi{V!>
ze%J(brT@c>5DL@Pl;9%PDM{C~-1^<n%>r!lqe=Q)6qZY9YOQ?;VY8fEqK#N79=0fW
z-r}abGxlb96|NQh(`d433n#VaVXm&(oc6)7PvTp#xXyT&g6o-$8ua^qjSH!BAwXBJ
zx4K~`T(b%34!WtHf7aKXV5OHjp;;quNN!2bveF8T)-WN83F`6gC8E%FBfAf%<`)5q
z3SVG+44Y5lS_Mpz9^XX`%Yip*FCV!HV|g4_gRv<aB^*D`0N}m)FVR^A#iF`vnEZzC
z@aUn0-KHqd=&Qw_ELoyQkrfIO@%G0U0-5jHmn|E{eFi=XyVWcY%CE@vyS1~A;;>8I
z+Ald9*sQ{Shyu9I^;G9baXKY`J-Dn%Ixu%QUfgzTo>tQr{8PhvFTLht@+dgo^2gn~
zuQM85Pu#uS#2aI#v;IVh&z>7w_$1+!HN!8S{hc``9~w6|QB!V`jPJ0g$J&h=jc#Ix
zzcVl#L<e82R*~NT4a6R22o1cosnhSOMGw(tuE4Zzi7+#~N~}CL6-wP*?}4e%-^(92
zT(Cc&N5HYrI6YAT{~JD^|7-r7|4%ah1>HWXjjL||@2L6yl{fq^HJ=8^!xv!aXX_i}
z=>T}{?dS0K=@T1wI-#DpEI`%9$Kh`hRW)^0b#-Aw2Pcq&krqJR!wzKc;^71^aq)QQ
z;p6fj_kR*Ua`3V9cJcHDdH*5l{L3p!XXo?w@l|uS@xCr80noMi_iJ$pae5B+zRo_^
zrSJV4@8*A@%luc8-Tx5yp9KK^l=oNK{~{or2GGgpPgz>NHf}C<4?UdR9IoF3JoK^q
zLtOgjs7An_T>jjMN{G{W2W>nbJGeMG`(BrokOMsQcls;Vb!ka?fSyg@zuidC4_^9P
zpvk|bl)85h@Z#U!l90X!F!XhBH>SVxH;t+)DA4@6sI;u)-vX|S%hL}eq32C!e*Pmf
zovqM;ezw`Yzx=OsZsETj_Lnq~-emvE-}@hx{%0@IyXxM5>KV2FS<h(M(<|rV8zlPp
z-)m}bLob$Iw9lVj`Aa1Xcn&i1aH034!yifLEWCd>@c)w}f0F%`icZoiF7=mo*z)?n
zruh5pA7qdJsxAL2(?9e}P3zGg0sd4;0`Sj@(H}ntX=**vv+)G{Lu$Yy6M8Sv8<_s5
zVUQ2KWwksUL4Sn!E9T!e{HGfHdH!!?v?hOQ@|QsTKiA~%YyXf_-`n27o36cr|0qr9
zI-SMV$;HRlJ4o=MJ;>I9{=m@B)6>nt{f~zH7Y^6IMg1eM|ER`4rTHt|Ka}!c+u{Fb
zrIh-A#svI-oY0rfgiP1$|5Jp%;{Qdl{$&0SW%%zoNaf}JDiK}79BkZ~&IM*Kn&^S1
zH7>QV{t8dO#o1b(vk0y^!}8tVwYEA|$~Z|aIpX@Lgh8yf(3OXWVUDQBTp#Du=5)et
z?8ethg2*kj%$Aja^>y3Eh|zM%J=sAy&rW&G8x6;9$q9DnfwtG$&;Q<b^Y^NJS=TT5
zc6`&RD#>KE4F$4Zn1lqK0tpHCRjB~(2U5KK{dTA2Hzyarm_Ho$y%TPk2DNHi2`X7L
zydnGL6!`PbN_Njt%ys^Gvu_9Jr0b_%eU_3G{LRt7dTt5$KWKZ$Alag*OR#L)wr%T`
zZQHhO+qP}nHeT8GD_2c@-*m@xPk*By6OlLL#>ss$?>&)s?;Ww$S!>MtctTSybx1V#
zODEf=^Z3h;-KLGI3TP)S5PimT;YX>EqE+5E@a@*)pDUlqw{3n*0_BRan2K^+8B(LE
zq_7F8Qazr&jM0L~E^>|Kd0?ffCQ1D?a}DQn#Osd1HP?tgn|C55q2B0oOnRwM@GPUe
zhADwb<(XQziFcN#7#f~ppUA?Y_|9qgwY>lPHmC$*Z#(?Vi4)e_vjK4wJ`<AzVl@9#
z16n|`qBPX4QQtJf`peLE;qnNaq*Ali?cUVdaRkMl5o6z_RI=!jKt-fYgi3=`-iZ_C
z#D)#H+H(7+I^V%P6<i?M>|&WKn^||OQdN=hs4NP4wu+;?wz#Q@B9Fhqy+3(mm_Q<f
zu_VPZCMkL-4FP!~v<;?0R7Y^C^d^NTNYDjhT;rGkhLALhAO*ALH)rfe`2MjHrmp%(
z^9J*07t*Dn(=J^f*PPx{Nxz}P5}QuMuPwL_ebvB}c~8dnC@qX^H%+ml5{Eezid$3a
zNu(+vE|mirFa}GE`!Wkyq8Oo)P{FK-k}MbkvP?tmwkxs|;dQXs9~t8R7BPrmSjdqp
zZ#p+MXZiO}ceP(&+Oq+3kz`wZMaC|Th1BXuDgW6P_}}Td(@+$pvGN=q*$F;CQp&%*
zZox|$yNifzR_A{;`5G554N9Pk&a7hkiY7c8mlr71tm}C+HxUyL6I%0{J;MI&y#V~_
z0?+<?nM8s>6>T~esXDrRS?J1bElHBR1!I%~AXW#?bMFZuazm&9(mT0><cD_1+t_?R
zri-zwwIxmu)9hth^3cOw)$06H8TnGX5%18KEDo-EoBB0lR0oYCtxYMcH?v(}a<0M3
z$XI6NSV&1Ed??C_O8CCusbT`8pvrY`L;zW(NMM1gNP2V`J!v@-oI@eS3Zsg^ya0$m
zx1~JVR#eTDPeH}_#2_Ds2?TNeLi_oHf6WNYzcDpvPNs1C_7WH41$!vGRC#cMZa)`l
zy5MH>rv~+};$O5Z)@*hw$M@2$&bCLoztd;2tyVtEJwk9jWqp9qwR~v*7d;ot|L7v4
zY~gHeLLq2NAm?i0=xSl&Mqp=3AYx)-PoQXG@mt`2Wz_$(;z*kqINJVJsNXsy=;CZ{
z=SU&$Vrxe0VL>2m@*l-X_&1F>TiDr({OTW5h;T76{Pr-czXvk|2MZ%L0|z++1Nm>5
zjGgiSLxjAeow19Ni6h1LPrQYTHibzy00DpufCYdNfFpn%fYa|`3gG-Z#tgs)zzRU%
z8vI{=Ui&*L{~PNDVDdZfKh7)wY=7s~{`YJBy@UVXe&K&k$gKa<djCgTD`#k_<ZMGP
z``a2Y{O^tEZ<EH#_<y4q&GBmr{U6`@f28XX9gR4WF^3y7{5migaRE(uAXsx#s@v%h
zxN7kPZ6^=&G&EXw*h1G**V2)U8wIyHJh0D`ynXz0JpnGF%EC6wN@nUZDJD<{w$4r_
zCT6CCDf+q8MN0)p${J*agFeY|ark2S*kFogM}mHGrF~@bkozY`gjIKxZu`kXdB{JW
z*{C}fDBTdN`3NG_Ku}`C0=NAyDa4e6_#t|p;{u!^NZtjgzL)z&aOq89Jkg_RyyeY_
zy`Z$KN>CIfR(&D-bcKA<CyW`xG(iPCdvexJk3uS_s{|PF@)a<e6x9ggk`$y8(A{M~
z77jugP}E@fDGtd*5GJgtq#_KN!bSnGDdbI}^QXWP`Sj{E`03)JA*_+{b};E$PeN+O
zGiSl6P*y0k;_?KLCBdro$v~UH-(iXXkSP6aisnJ7$|;DO7M@@hz*yRX4lWQ+(vY}Y
ztMc>dk%}S)C?{2WCPfXH14sl070Jtk7}5pB$fJpT7NEwZ@=OE<z!b0M-2<b*K^X)J
z(B<raS*n66GR?2jVg}Umpo!oS7p2YhXHo>52B;RQcQsH?Fxk>Y<Wv-ytXNVd(e<g#
z{u$Mzw4F$+31|$l&&8lH2E3h3i+8$OXyz2ytSMAbYAWTT-0|~*DBk<UrDlNMoAG>i
zwmJ%$(1~S>Qv1;(DDoC&6GHiuoDqqP1ft$^{mgQ$>{voYLf9CfNEU!iACvm$1s1%W
zpgd87)QyzJH>@qB#vr33c7%LAgjNE3p41J>2wgjcO4LybYra;&FU!4qlRHVI`_L3n
zoABB5e?&70<HB=m`hA2#_T%=^NjBgMIpkj{?Vkj`%LpukM#q&976g@g_1E?1e?<hi
zH{b^eI2!4Ooy~hdzJpiEe|1^`l?3cV#WM*%4NK0nBGd(UJ^M++j)TNw&%_A^+OUk|
z1%pRhc?k}R3SROB_72q9Ux~P=C|LxYF@m77xjcpEa0U@hz*fQ#hX3{_5S0r;_Lgq~
z45(IU-ugqNq6P#-Lg=265D1y3*zSfrsDxU^jMTw|kOwzZ(~OXt>U8|m@g`LFMlYx=
z>{mua^d}N2!jd2?ge;;EW9dYALkP#1==4F~55y8K$`cPlTM2GMBa%t{5t_KyksyHU
zg&`7TK~tPU6C#cbHo;=ecl2jnCeTVQbb}<Ju^_M(Se{?z2zR8lr55d{-RdVa3FyWb
zUE$)m5KRX0D>2T^hHE0gc}Ue|SY9TfYNY8AC@p)a6i4gt>#SjmNR0eLL|QJsoQ#%Y
zA*xp}GmZgPRkGmGGC(J60AeMzYanbT=UHAHa1mNlLHthxs{x)1%(GHq_+;fQtki}*
z$S19^wVx*D!A5MosD-}Y%!q_EiUMpBj|B+82ou3JS{ON=GlqDrK0S;4qi|n3-?C6E
z0BAYN!J@FxZNI68%5$wKoUft*m)4~(xCxCL27xp(R^-Z>_1`2G|JG{9T~i64x>1@L
zWFQM$xQnsLG_F5J)C~i>9P21S3!qK$LMWRg6YUAw#GbjVn!=P3wSZiZ>YqNRbw&f`
zd~p}6uFuvGp6720LqVKpc`O7V3WyYR;&nt|0wzG7klez?GX?s==DPAPL_{CaNd(Az
zq);qek(J&(`Qml~vqxj%nBH613@ioUhY=bC6rPYivE{p1=@{87Tuvg@EiY@o7~Ml*
z(ObjOfau6K_lxH8zyMELBBKERi1$ze*ob`g@>yKL;#a0{_y8(_Gn8^U_A{!11HB-5
zz$1_z*en)~2Wl3DyQ5BXPXIf`P!ouNosqvpY^j1Y5vZ*p3BS7&G{JEBkXD$(Nfi>Z
zij+izSc7KpD?BD%iV6sZz#@Wkjc3mgSz+FNVQMH8hF6&(P#G1S{Y?U3RGxqwxi@+N
zifa^Y0Dy$6ApXG!fQILa>>16&CzZ=blK>3?#}gx-7YwD2wFwN5GGaY@o@y#WeMU&v
zG{7Kc0Zu@LKLN3X2kHXlVHu|%X@k{^v>2li;fpxZ0hbqOI)mSU5-I2chbkrVK;;99
zK2aPI2+Yh+Vx$m=d7?)G?}X3;3<8h~+q0lK5yKhMq!!R(rX#<rh+@T`wuS-$02;1F
z%7cl*1^V!WW4Hi_5FlOtIf2xdqvudQ;T=d4TdY2>5KOQ>k=JM@5ki~SO2ANfA`#kd
zE-nPN1aMFSu}6)>PzKY4p}=Eh2Y^UUxBvqHGW-BK0?QYZQwSmsyHD4$!u3Zba7hjs
z`>T2BP9yA08%i`))+y+2unj3o$Zqe>f&zyWU5K^B0f31Ro?mS;zup80olFZ=B<?b#
z049RRHv%XGeR5_^un5h8!>|kqtOu50zqr>ASQ(0WI6g2eZsPv{6li37hsi+{%Kr`?
z{v<Sv9-fmfE{t-4LO|8fCMpi@4KNvwX99@t|Hn`ri1*Jz62E{0O-Nr2Lsa;Q@HjY~
zg#`%Mgg<=}#3T+P3v@XkZdfsmy@-f9xG3m?d>!DM0DD}mLBX5gu)8o5bTwnM4nlaZ
z4?2^ph*rXVPyuQLm}oR1G#kii5gdp#{NDuK{`8k+A+!r9q7=b>{p#yL00Dmo!)dKx
zC^-gmL;-**g=+Z>;kEt&Tn^TrsPg@am$q<H|H*O~1z>qhJ^y;p(9K?GdJr5A!52aW
z5qHs2;Naw3B4rR7lyG^ly{X(zH5A6sc@_UEj75KXkV>)x;c#W>VWfU6DiV^Y;Vs%h
zm1Je3;7D;|%cy*W2qBH%)0`qvfCvZ?q(6)ZnWz!vYebZ-;aCW0>5N2x^SGXoo|N;n
zg<{rP5DLVj|3If>xKyF@^9MNA(GZ*o60rp{2;L(c0F(jzgvHws{0I~$@&g4P8G&d7
zK=%lVh+1L8l|AA-X-OZ;*Azzao)>9?L1_S$3lceTbisqwE*0njSzg&914<F{VFcDC
z=)0kvvGW4iFI;_rVhSt-$P>=bQgw)nR%ziI<jrLWpo!rAS~SBbgO3Q%>!Z!iD^bwT
zLwQDacsRy{cZB?29W51+R64c{Qa;u;lHFBhfT`7i44SAX;3=Hufla|%fT@-zAd~8{
z7tpp4B4xw~CU{6`h*<wQ=%0X~M`#2&b&qU)e*^)fP$vk06Y*4gBtZpi?rb*zdI3Yw
z1=u64B_#?tjF?1Blm*E7mH-EA&q!o+mhORl%y4n|ggQX%v71#u|Fcwgqol!?>#p)O
zM8xFswIp40GX2wWx9nm_#AYtnaDfR@UKff)iTuz0jdL9V4E<9Ph5@>C`iNJcO=OWE
zC#qBtWib)73heOpBtj;DB=W!thA43u6it}*4ictHc@e4zZwyVKZ3ufrk?aA02B8E;
z;IUvRVj0JLu=H+1*m4*H&4X;X--U-D@pp_?H<J${@3mrx@|VAY>BT0EC=U>$NC$w8
z@FYwR*lp7gpv^Aq956#*w8z;4mL=YYM%!hr(e+OA2G7CJN9mIHcSe9D&l#cNL4v^<
z9suZ%XIhpr63@<CpxtuisDrQ#bpc-X2Lxy|Y;LnPz=os<AHGAR;(-mp0SYH?AB=#*
zAk@d<20@T(@`nQ)UIG{<^moVE{(eX^(`!k}N^y7n_j&bZ)5G=gzHQ_5&%3RId-v<6
zvxC#iySJ;VuFrPohR?lm(`FU@Zp5(%=~C^WsI&w1hh~=V!%g8UjN{`%aj*KkN$=<V
z_UELaGLLm?rRw>lyTd}2`@Xq?z3TWvvHNvzV+sA|uPGt2#yDM++%W~P^or~;pB1^2
zptyMj7p;0`+GQK03RMvyit6)H*NTZ2F{{#&M3vZ_@}n&zn4P8$S;3TBXRjm%nJb$s
zDzsy3gRo|hgLd1AcbYg|$A*t4yohK<Oz!SBTh`i?jnn-OCwMOXagg$@QnnA-5hJMQ
zKj%H+!z<RX5H4$cfq>c)9%$a6xaW#QHmfN9l7qwJ<L%Pl8}9kovux|~ad!Q8GLyA*
z{Lk1+cQ-q??iYyso10yy#@!#-)U|c#;?uwzq)^3~ba6H3HiHIuX58f4v6Hi-$bd@`
zO-C~lP<--Q{O`4xE@3&XbJ$KZ?v9f83NZrXpR4QRM;OZwAS|KElOn~(H~4*0i0w7P
zDb?kkN-5DNV2P&r{gUV!pJM5gjDNLRJS<G3;H+Jv_B^<b`jFhM?L|s^tsdK&4yjT*
zigIsa!FWiciltP}<Swe}`GhP@+rejLZ?COtTKG$si<Yp1!mVY4cEt62DPouB$M(PG
zDi<i{z?|}yJUy!y|Mibcp}K6qd`GarNtEDGMXX7}%)xnz$7>9yTD8?!1>SsIcnk3W
zbDHN*_)8tL(BBwHx7f#R&Xd2Kqec!ACH*|1)+zR716Ncd#6-@}gqzi~?6<aVGb0l>
z$CA0awr<b19<mFa-4*m%*LL5Z)UPKChxBv@<fn79yW0F8SNG44<j-Mp)9nAM%=|uw
zrn+{&zh8b@y`S$RT<H0~9}oF;M&kJFWP4ZS>IU2VKCfo>IaDKZq0|N=y?X7?;?U>N
z^k{PX{qkt=XonAqMm!ske%jXqyxZ34uwGv_4k$l;n%V>9sN;7AxZUn<R|<8zOWA7$
zJs}raKivTH==UDszPWXrMYKsfv%`}A`TdkEr2shorAl-|UUHpjpEEA)b3T?Wr@#Q@
z#Czo;gUgKwIvq$*qq&>fY3M%;?7s!UV+!sEvWl(dY&<bn-&1C+w;_SXtRC8kZ8ZIO
zuyyOvW*v%vaMHt0sv35ONE>)D!7OtXg+*hcGH!+6EW?NecL1xLhS=3!5mC?O{fcqF
zA6Qe%Dn;DVaq1E+e0cLk5-pJ&3yKcblTuS`sdg!zso0BUU252`ty;A!o~U>z30>_`
zuB2jlQoFo7e&fEMDD71TlE9M9ik?JzG*xLVCemoC{MC-;q%)xdQEvFz^sQ9<0d?rH
zh&fjzrC4!c!hpc9I~|%qdf!mh5U0$7z*!lfwB5c8#*r*9lvivLmT;h`(59%MnY(E7
zxGGsZPU^M0m>IE8=A{yDXgyVXzD_Jt^@!(HO*6Y|muh5<rel(B&1lZtlI}cMJn|PZ
z!}XkRDfew$g!>oOVxD!e@G&u`mh~L-THc{i*V-i`Lk(oe0fC3k%-<J~B@KO%-sav4
zPS?mWR`m~4#f$H5p|SVxGCQQc3QYCK`YAb;BU^|3j#(0=L*XSQK{zh?rk2=z?Y6Up
zG-cd(H(wu+P-;4*9j$lt&aL0;Mp^%7-r%}^&#P@iaKa#|w=ZZO+npWkj}J^y=*j_(
z7?>1}35;5-7$$RbF-L&`o89}9S+Q7Zd+7ox6<qYUZJOO>+A}xSO$%|~*YNc9if7yC
zIi`=QM|J_=z$P=p$IS%@`;*9<jq^&IuFClaRtlBUIl+fp)!NjIr%RKWFjt9#VYE%v
zn`$h4y`$&FPx^n$2&qgd^m?{gGgg87gfEyD+4<D2y+vBwb&x`pXC>dSub(}*hLRh>
z)SYj&=D&O;=>rqNO_ZaQI{JSd8c;;qz7i50L~7%j4Sj_iv;5r4mn$cST`FBx`*@<9
zn){9}USmzgl+*UMgIqi}j-t7V>`8w9O<yTyKS}~;QW>9LtC9mnd3z6hYsYBxRkgRS
zw_98xRY{^5_>ep*W!`io-ma;Bc|c=81$kEndsM!p|D5?j8%C(~V9QS8)SeE27cL=2
zd}paaLwyU8_gqv_)A7Mo4Bx$(XRpyv<fbdXH?PH2e6L$?Au9PPXms(fW!B44vSn$!
zD&vJ~d_WsduIRn+%x3#Z_@_zes8$e%7duAc(yD5wR45T>S5>06TuU33(t#EXL)f3U
zj%ObDcjHc#p<tp^ZdSYAHLb%f>labJpplg-y6^Id4vmj0veSX5neJjly%`R%A(Lq^
zOR;O?_xstWaom%#8b9G~U9Zx6^OI_G>VN$|CLO4BsV+F8@|P-d`sp7B<<ZjvWrJLS
z=1hmRAx0M8N_Tr|>}>0@{v1?YzT>`c;isa{XnHH|!k~L>W<EQmYaX4`55y{=@4LZR
zpmtK>*8BVfy>93`9=NOAeR&Y4R;@jYHepsjM7uDZdc1Evk8}k+FR83ecRqAPGNpOF
zlN5}eC_44?@Onk#YZdcXk4@V!ZtIyySBa0+^6^!0@>R&J)Ahx!m#Iw2FssXBR!t_U
z(mq>nO+{b3{0b92K0cQs24%z?ru4k#U)!hSg(eSvDo3Q^P%t4=l$cJ6M$sJi<<ZvF
zjod`iqMlw<)uqi?a%<;dT1_RH*L22;ysUA>u_}S}J|6*@v_;^G@ipdEFWdFnvawI0
z!qVbJbT&C#5h(<D`GT+7(fJaFI*}b3rk=Fzgu7jK#jF$c+SR4DwRigg8r{vj>o_^s
zjqP(}LEav_NYpqo=r!Y1sEm3^<;ULeo=GZ!yev%-{wa|WuvORu8AU6R5zM61!2rB9
zuk~o83o+yBbCI}w<E^2)U|>oW7f_YZOaUlI3dQAh!kZA%CuEvrj=eY3SQES=w8y7&
zP6C6@&Q^15IXTMITTKN`W6RsA%Z(+!&y1QnK|z4T+hswY!ZLf1z3ghrYLd$CaWYHc
zEt2R;+Detr>lPF8afA%^^m;Gb8WzztllQYTO5K5XGktW=m<#}qhs3LsiBpYMyroTf
zRw0&BHvYVREq;G3CNpVRjJRBoOpvjdp3}8LK4A~YTLby6=&4-hekJ2&$toV)>;L(P
z8glSiNUwNWN=5AE=~lf@NQS-kYzSuv1w;skb@uhA)(Y%Ah{|Rg(WQDM=bTSBqR1n>
z_WcyRciH|tnl@DHTI>G2u>aJ*9UYL<>waGQ`MA9CN2Fw++_gX8VjPgCA09Y5w5&(u
z!Kw9+dXiK8`E}bFUw7at8cgwOxF)B5KCnG`P%Ff$RgQsX+MlF5ova;C*|t_Y>EOS1
zti6&NaH$W>7E<F6sP*ORe8=fTs{@K<>ljD5kj-vd{wnD=s!~Q_U*h@j-2|$wW>wM}
zieA0ji)oYE{}RvXr!z?h*ODDUUdbe{<Q_+J-qs{%P&<jRoGD9Xos+ZTYtQeQYI%$s
z$=zBB*OeI5%jAu7N;jPQQkhn;)H@3JN-DEJO}ctZ|8FbWaph6%5Xc+G&<FY1O=cfa
z+^{SNUw_)r2<aX7sKYqxJYw&?m|ppea(f0>ykj&s0&NVw{@4zKoLtn0^4}M-2q)nq
zjAJRogff5HZ0@Cr0iHt-;_3~x{&c3WV=iY*^YQP-6Z&Xu6wVUAKF4g|-!L2gji8RE
zp0*h)?Zj^KEULo^vD6z;_1;2E?<@0574AAeE|NNUy7Xy+C9jW@ta2kQ9bQwA@cj@S
zB@@G$aYZw{`45m#EYAI5$6n;AY~-oMZD}LVyna{WN3YCi8lgt-l)v4rs+2bxiEImb
z$uO`y@UZTO*(Wtbnd}-Ce8PVjNd(bB-FyJb4q~`7=Mb#;grn0wTmy{-8~ShW8nS9D
zHm97q3Bgg{K!=5=z5V)4+R!*S5b~;Tb)ZOZPX~^u24-TgaNhAq={q>9s>X|B@%O7E
zq|qvq1LA;GNL5ZK+t2fccs3Wm2~%a^O=BgkOp9BX7dw?Tb+|GTxoRB+OnjL}p5o?k
zx5B?d=89mD5=;C53i|wvkNsOAI~Vx*J(_7J0}bDoCpj7@L)HMB#EC|IQJD;2AJG96
zolxRk$EarOGFK)<n{;$*A>{OQ>*&wt9!hi6E1RojFD|#L-W`2_=GMrWg0d~Lsm+r)
z8HkfOlJuOt^NzkT22vd#==b7Yy}vp!V-etzN%}a~pVZcwp2xX_f1D2zLXUj9Mw3G>
zo^lfok;(w7{Eu8<#O80Ioq^zK+?#^-XW&BFxiNOG^k2Pu_JdY&t0CWM{bl!*c?zuE
zg*NVj8~1zWL*4kWvtZq|c#tT_+$MMDg2KQk9oO`TdE&FX=DM*viE#OeI<QeEQRO_!
z#<$f?e03K%Sa%n{sIALra|qqWidmT#H!&@A77s?&7)yR5jzJ2}>mu>C!wpP{LzOoV
z4x__<N4G$7&ht!oR?&KCD4@o-+h0rWJmdeytjI_=zV-pczZdyG)k)pNTK>lZobE+u
z1G6wiu#iS1r6ZBmZL5CR>=oqIIs+X{P~V$&yoapM=}md1nZ!o1Fd`y0BA`ZQb0&j|
z%p$s*&IViS2Vb2B1O%wqIZUDK4nTqR>e{vOLc_=1$3`hvzaQ<$B#c=lzT8CMSY`G*
z<sP!|j9I*!oidrubqZ$3+=ZGM$V@NhecCh%vom}-mxRgf+|~?Y!`Q8E<#5!s&A7Vr
z{Sz2?I90fF%aN>1VRyo0oXE@=qi00_YNc`!=i!ouR%>UW@icSEYHMRiwW8~^=jw68
zdlg9am}^<_CNr$c&P$CJ@~Dg7*UM$-wiv(DP(9>mbYF_!$F&Xhd+fhsBN`ghjyYA%
zRr;k9?nAG`*4bh7V)WnPR)nhYz|^^8=<YIfuWxH`So}<kUx4xFMd0;r9)!%EcAcn>
z|1qqOC|~l3?p5>F8p}Gqk%Squ8MErq@@doT(}>vr0eg{(X;FK#Aej2YPD78l@qMum
z=tF9*{~^@`?#z%fb5GG5G4pS&5nkOc@$Z$+(7&V<M{GyfXK`(oy1Vbzf%6665=xb*
zZ4WPlJ$nK7?$Pa1-NnB!x+DA?qaFelxxN~@IL(dF%2kc9R8a`EeK6j|N_P(>*LC1=
zE)`c-ll_$MT`|>@TuVN6^IrYpL}Cqt&)0BXWu1Owa!8EIzM$g|EX67&s*|mnKd<`<
zHKS(z)sw<g&2-GfHqxcXVw2n279Mrs$IP~=Wj?gKMpodLWkuf3l=FT+LkEwdJsf)4
z3n8(vI(O^ytJN#tkz>b((0*-EtY12GwrFk6h}{VM==^;zTiA!Cr@DlUv{oN!Ri-ql
z&p0`^Ad5|qr|73;U8XKO)vg)X?ME6VbGoZlDoqJgJ?HAB-lhIZ8<zMIFu|H8S+9V7
zlaEdN%O1;P7oLIWb^CF1HJM#9KCnMmJJsyFyoF2ampj*Tcat)1@aOU8IC(Fn9osBg
z=9v0R&#KD@F2dH>-+IEPT{92Y@!!!+2XJ&gfMF}vKDuBHK_=r3vSLBQDmbq7rQDLX
zk_sO_)E66_y~W%sH!TJ3Bv|H*ID`7YxpnON*IUmQhEY-sEg0G@e8f)Es82)XjXj$(
z+H1G3Cn#CVwPjkdY85nfiW}dMW5k-X>DCWlHgxV$k=HkmTvtFan?Wk~4Wo(FZCCnp
zqMBn*SVN2!U(wA5Vw>rbR`~TFX<d~hFq@yg5>}6J3d`QD)1amF=)Cfuir+g;qDa)&
zAa-pU>eS7me0<Q>3B!Yl!xA*q64}9(iNj7p^0N_woa7KDOi<8BRmRK5X>7aX10B*D
z*|wiqgnG_je|t2}z*EiaQxJ1NHuRh`oJYf!=bx62)y!#s8sm>WSf(D$S5GCR6x=(l
z!_o7$yLEbPYH#Im;#Oo}SbQ|v(rV)84qlG7YkE{2znn+dYi{a5lqN88+fi0RE6brg
zn1_j!PWt2M1zY$oiQkq|g_A;kI~8{~Y3S?Rn<SBP27|3as;xo_E28AZU>(_xC9Jt$
zL4QSeCbyMe$g>})!@k}IPf&jn1rjZTe+4f!*kMI&u}-=y^x0uG*k|%Oa59yjmr&>S
z7hpXZ$Z9=CWyras3`<<>jG|;6GdT7?y<3Oid><HX3ayhy-W2*@#x~Pq0)ce6Hr7z;
z0#(a;o9q%BWN6$wsjwkUzEr101F3b3t7TQxvXoyA$yD)mR8}cEHruKG$Y|e>RIOOF
zK?{^|)NIXtlvpOYybW$n<HlZcR&N%ow@~ZF7sIw4nDp4ZqM0WRemT}$rmPd4xpdDJ
zueWBYvp9E~pB;INT^iG2==l2F_G8_Q1+}dCU9U=aVU+>wT+g|akqzf$%emxC6E;xm
zo`2Z)Y|_zZ%5WdQ@4NJD)9KO9S;W5Nbw-wU;;}b8ogRHsf{;5YL69!pWTvUVI{P0_
zDbnbr8ouS)O?7S4+WFUe1Ew73Af&npsrT}YJUmmTzKE&sU>kVY1t0eyu3l%b_D!?<
zY3<zTzulD{Ypv1Vnl*e<*Tu@2bA8Kbk5&Dx-Rwi=Y-NGw6mkBjvRd+A-cRW4(^g1S
zofWS#EncZ;u5{MAe$?sNcy`lI-=O-4q70h254-Tr139a@B%iu{aOqw?d*zZT^W-5h
zI=Alsw-zzR<$SIYLjULFe(W44o%|{3c#eaEPwDXe*Nwy~<s0iP01M|{*my{*9KX^@
zKjpg@w2Yhs6`#iOOV6HXlcrUC>}L+1nsi@6?t0=nqmkX)dE^fhKK}c2wFBqFd+0I4
zSn}Zq{vG<!$R6Ba$ex~mnuLEQ2hGJR6!RGQZ1x0OH=SedcjvXkSHdB)!>sY)QZjJ;
z6|w!j9gpvuqZ+;1P@ZLiME_J3E?QZfJ2F4Qc{)6&mT8RlW%4uW#_B#?r61-^92~O5
z@C>~QTxLn1%PwkO4o-it<e-Y~ZavOLy5p6Bq2I=$SG>H$QzNo-u%GzYJ^VRGmJ6X4
zi*LOKm*P>VcTi!I#yk~Y=-UBsH>8Ch?4qv+<pd?UtPz(QSg;0nhxK?G!jti>eB%0y
z1P|Ec5AdM%1k-=bs$gdLAL(dv^wPiFz5jfZb+Ix0Pi`N*tevgN|HKSn{ZDWC|4!BV
ze>aDX?SJ87{+Db5mS1A%|D~BbI};1@|I8+6(YdU}{^NLZ3*g}o0Lie94~;EYeeTuP
zu->oX)dM|+E)K*dkc|I?NXnQB2k%ZXHOYMf`#|G*QI&CkDS4HNb_&u}RU_=GqPBK?
zc`*ee6J2r1jhu8YH2kwQ>kb~sM;j8Z&K1RP7@gyUsTVSf4Nv4cfQirx%^6^?17mI^
znMMOWt#falEg`ncEK1{J9Qn<dS}~8gB`iWlr$xY;gf}ZJ9;!-1mn7NiUliXRKd&~*
z4<{)cHtd7)&TPPd7{eS_GoLpiz%-mTy<0l_4{(UOqp6s#d|kteunwe<fZ(~biB41A
z$IM5c(l|qZUcoM6uwL<&3!AqMx*pq4Dp83dKb)Amw0u|kAfj*wY9kfZtw-3dxR|*V
zTr>~!do_4=1Hfas#EG{U13JyVtJi7AOuoVikWD6)4|=Gr#3`YrZ8#y+t|HF*ZA%)Z
zIsvAmy}mTn`!Dy|AJdo7JF|%LLFJon*w32V?xxR-%Wn30f1yC-fZ17BzIxViUOq>=
zT5_s=EyG7jd+rP3Ce`H<Gkj8}V0y?y(x8x?L*`w#0d<ZHAjb6q9iqsVGO~dNdSsuI
zH!XaMS`B`vLH~W^<8YyVQYQ6rYb80H5L($<SWt%)apfywzQ>ZNP>%}65w^A{oniq1
z)XuX|J6;8d3lwW~pS?Mxl3)`L%n88A;L-6NBBNgoxpCfNcIVjAqVO;s3JHn>!Z@I$
zLc}jc2Kny$wt#ZM+)E0+*CuI?(|P)18jW;PB|0v>&|m`U0pH{y7E@WI-GrS_T8Rj2
zR>dICqq*|7;asw$V(WQu4R(_w)xtf=5n*b}Y{`MPWU!1T?gXXAhCR|G;~_*rOvzZ&
zopqBjM8VqeSYC0=Jl?p(&=lafL?%Awc9O|W9`zWUc+NRwSO%wD@=04L!|&81lhqK%
z%*5zE8J+VmJ7R?^K_+X)0DfwnhVgD`4_%rECZ$~TFrK-i+=B$bjE8Rd@j#*-fc)v?
zQ__FaQu64;eo{Szd*OvUckl|!e`H^y2dhzz&@{p*%rhywAaM&U!J7YpwPym-^#mX@
ze+t>2%0(2op}dHg#<NHho!{m*!jhazHWI*q-2lh49NIa;VD(e-#!uU?KHK9boY4|5
zG>Y1loXRa|33k@IRKTA_k&t9|Q4lbS8c*5`I;rBiOLN46G0*^VCJ&d#m{}>zB4cL2
z4h9~Ap^+G|4a4N;+@qSs7(C%TO+oMs^^Ztq4SoyQYvh_Yo=Sx91{!D`W)!QYo@T=2
zRGWk$0mPpKNK6Z4lVN%o@WSI6SOCN0g&Pn{`S;MyNn*}6L0Az<;AR1{`@@ZdIv_Qg
zm<#B2;Q5$FPbO^NTL5Nc#C*G=ZJX`2I#t7k3dN2wFp|g17=V*xL0=7qQ!)#!M9Vw$
zyAl!pYH<@Enc^{?aH(-byRVkr0ZUke<j5n@kunnq^2qh`xC^wIy)<G7S#baa$k@X|
zraM5?EdV&6d&0@JQ?BRovl493%5!m`ff0kx5rRt-O9|^?5QE4HW6+5V+3<?veaeH?
zS0s=VHgRE43(^J?W(Y@oQks6^86<V|GmOL8qQbsUgD&-nj)6`f;xbh{nRAn1s)_J1
zMpOm`BsGwUxtHtvCsf5PI=vlg2<;7mJ&(!fsNV!aBf#0SIl`Z!1f$9vXjeV))HT)*
zDiQfjI$<2aAe;C<Ek0T!ZDhf`=VCMH60bxW5V(F)7BPcq#Xo{X#Oq_$#Y+gcKRjvD
zm~mGt#Xph&TmV2)EVToU@rj@n^NVtdP46Lxwc0CTfer6~LZHA&uXb|$gFT2;NU(<J
z2r9*JGk{JX&T~wQ<u?I?se<u?M<Pf#MS#0T(x=NUf?5*_0mpdLV<V4j1LT4_Q5agW
zG|;AjcpXg8SdRl{E&v0J-j9{%`xm5L`QiyIQot9{OcQVyAZ{yAE_jdM4!9E4)Anfr
zpLi|xD$qjl2cHlSaBUu-N7PkSz)o8t)qe*g#NvT45x7poSz8?lG>g<5jz>LSJWmLi
zr0t=dQkh1Os56|x2OJ-{T73{TRX|7nyD1omsVSzMT~d}s9085<J@NPeGczHJX3emk
zJRw6Toqz@&DIacHlw^Xm=)Me-WU)uy$Do3{ULjJ6ayCPhjRdJdM;vD5)R*QU!uZk{
z<uX?|<8ENHe?Nne#uzQMlh1Js6PNskqsT~^9jxM4H<W*7uKbg86GE!`(gOvw3LsY=
zY9CI<nFhuR!b}4L4RN;Nw1LY$HwYRU>U85#U4cW|1%(Yw3M%=BR}~hniZHjmTFL-|
zk?3(At;b;&C8(7r6%QJ^vUlIPnw%#Rg@{-jqqGdB6e&eG8Yww?$tj*IUKsd&tVod%
z=@KiSJOPjdCWxX;Bb+$5TVHst2eBFflKm+ZT~K&9350Hvwhf96)<b|~Mvnk@e2~Ni
z@v~oSP~y*Ut0;QFwf=(W69!qv5?FOGh0i?bBtH=$jT3MfoxdL1yda5In12MBg{(jz
zDpd|nlS%wv|GNRCO()I8UFD%6u3&Bvv~Lt7o<RI0uo-olfP+|ZypS<V`q&L=68dL(
z0>p^DF&McOz)Jw{aDQi_1<)~9_$fuwDINU+n|44FvZ0fph(r_n0DOzLVd~!!sdFGF
zf#HFG<j>ITYrv-KME0GGVP3O`p&dRfxoD^pRQ{Wg7@?>I;1WW*08&Z7V3Z$046cMe
za}r8L5*aGBG%&t|pH1e(K@*L@<r5TY5G1-;^zxwvMDhN{)S370ft>+Cn?-5No6?9z
z3{zpcP_hcxWz@tf90Pg=V1)!#fLkUDGOw4wWCF5An*6$8fud3-Jh?gGtkeSx{F1x=
zCa8-8q$U%}AW{X7$>R<}5;95yh)ZO{#H%AU3HC6xV>4<_5}->mkv)S-efkPmYnHu)
zVk7V&XtV>?JXr92Rt&iU{9%2TT_F+xAZ1T57oY|v0)FsMg(Co@D{qA;#5nU3?|;Y;
zcg_ZfJOer=Oqd6BVojJ2P{1HOYo8`hWGAALBLFovg<J+*8I1SGg$QDb5C>1h*2f=k
zpMx!D4-D&ngcHYr`hc7Th>QrXXAu`C*vFx1#ZB8yFA5haFjT1P06Z&5!Y0a{bR{at
z8`%L!_zOA!MLWqXXS19&QfwLkXsn3G2nw3OV+e#G`Q2|_%vBFW;;LOA6^MyQ0_}80
z%WOQDi1v)(BiW<i0R{;|JqtQal5#+hF=JFk*0{^_&kji|?3=Lhu8jAeqr2)qePLP=
zlHhyepvAxw<W|g$kWzj;&@UO1xO8VCRCh3PfC3>{d9h<w@nLG2t#uMZZjgF|(B^(y
zA`PK_Iz=3k{5BSG0XvvZmM!Fod?`}q1enevrT8lktbAw~pd(!(16U&9@xf=Iqw5ML
z>(&M3ake7+k?L_+@#npceDU>us9bI`T%jWhLT`KRPbJ`bQnb|mR1I7pYz$skzt^E4
z{Lq-GUazOU`=BxQ%S&*%oo#D89=@wxZQNeZ7LTvJF!Xe?_7V1AYQN9J-Jk98G|!mZ
zsH&l?=PL3nJ-9sYpF@M5o|}JJZI@q7H%m7I>_38-KY80Cu1)L6F53M2#K<t-{NDW{
zU-xKqKKxhvND7zV=CI}8hc{`F^}0z0A}RcKdfgkpyZH8Uj{p1_sXDofQT={yTRB`Y
zXwlfN?o83~k^S+N@Z;69QCoZZ(Rqoh3ai?_aCO=GTG|6Pqq}@s26vr2HT6aq25*?~
z?S$_p0w!RDGjMX@pzr@z#I_2xAABbiJ}QgF{T9h!Loz82<72o@4HN_sJ%|^V7oJU_
zBVvF*t?nY58B^<fG=qMZ3EJH{nnlWRQuumr(8KR+*A|vWEZ;st<i@{a`;Wg4erx-g
zVo8teF*f9YPkN&o@1KTt&d7=f){l!+)qP$L8S$y9v+pj?JyQnxiG)%sixJ*L-r{bM
zN+Vg(dQ?p!eUgV^3X=(Qr%EJ%=>1fUVznh|3y?a?SUMHTc}{NnO!}`VRzucwm1s<`
zSeJ!IByu2Im(TrY{f67`p7Yzzp{%dxYx68BZM2@$0f)=Qf|yDA42sJ6zk}LC`q^5n
zW1{H~C8}oHGL4(d{kCE|6?hht=w{yRsjwW^tA<nToQ$+CL~sXxe3sSOn@rwvI3JSh
zTr&CEBpFI7Wj~~CJ}C3}RE)4~>O&!AR^@w)mN7dgxJSeJumX*^%QtXLC)Kce9-rTz
zOFzC(XMDALSMs6BEh__Rz_`~LEtgKu$=ld3t7fjJu4P`VoxIj>cWi#4ZRh3MQ0d3b
z77dM;clFumAdQo6lAATMCSxu12svF_JMQ;e&AT~OhjxvV6H~7)uU5?Ckg21bQ1fn)
zxH&OcMHOHlmrUcDFm7IA!jrZss|W`I)?;n%URgH-(^px`wz7{O54%T`2(+ac^uH>K
zGM6Bu*{FrE*eX$6s8ZVIGLhQ`UzXYKe78GW*l+UHd6*XuCEMkmDnY9y+q=587PLL*
zJGFK2Otn<@>{7f}<%wS=AD$n(MzdX1f4O{)(~M6+*w<3AYiR#m+Fx3#uQz5S8?#eP
z$;zd|j?r`pzO}O?)J0lDpfrfkLoRX?#*#|V4<qIk$Dq1y<Y39{-YYaAN%f-Y;N!Eg
z=X`X3e4hZU$*GMt4r7Bcqtf|*pnL6@_+p*nH*TS|dDTtM6W_HPxmcWPT=Fy<J|=y=
z_fa&uez=uo>Ec_m1~m=Pu$!N)FwWe#MngZ@aq*j2fgaN9hYmm$R1U#_gsrmxZ9~}<
zRG`{5zHwi438-rKXH~k&8&T3j7nXx5D8KYh4%XIeK3@&qWAvG7?w^$zCjoq4yq`MU
zTUK(NX{l3|mLi_1$~)y#`W^=xF1tlkQ%%oiZ>|K?Q=%kdg-GaF=Y|fVOl8I$-3S#x
znJ|-^QdX4m#|pF!D!%S#-3wD><H+ccR7ILtl&WiEKwbPgD=}z8glfPJp%u*t7dld?
z)y$p5b;Uy3H(DiYHP|y{Y*B$6VX{n9VV#h%OiwMy!`+Mdq;VMIt)Q6d8PWBa{?Q7_
zZ^fXqG|^bLQQ_9>JM*c^S2AT!y(x6>RM69ehlypdt>Tb3W&4VX<SVhL>nrz|M;U7T
zD{W%Iw~j@$kCbBwrKU&I8Z30v!Z6)~6<Vtq&-$;&`Nrw7N+zTu6szOy=yGkhbJwj8
zKP{aVXM!1Ay+h5YV<B0}Xk%t5<M+`jvfh*uN-OoQA>Ak5F~QN14@$Crs${^nf$GE#
zz5r@!r<yjchHBEt##G^8v{X4mAB?bwI_^C1#Zy8#!NN2C!ntxz8<BaVixAce3CuuF
zvR>h6mT@po8!Py`i~X!~kbqTfTs5}e2t~d%;=s|zqnKVLaKvZWR;N9R{to>n&Aj`j
zR4+f%8@FJX=_A{>n6lkYm~N8B*F_+LQfOnUTr^R^tq%)`SQ!<Kc0#J;q~5rKnMxv9
zPA2$>IpLNyw6*<R#@Jn{l$j^E;>CeFaZw@uuLkvSBHYlXamKgQcsWi2>rZpDakNzF
zg*qtom%!1{&B%#P+m78)s!dC-UFz$lT@}7so$BSv%0-#VpC{YrsmdfMe$}#Ph9D(J
z`vh!wI_18Q5`C1kJqhhV@`g}y&gPvg&0D>0-5(~d;z$O;zSLg@)?_h$6j8C*Yf!Un
z*{23n?4L%jEnL^_CLK5Tj&s)~rK2=#$;j*Lbo7cyrWv1tu(ft+_h-kii<Ogi(1^Yp
zJYF0-h!QM>BaWcyhjKAhIklVU3N8{ldha5XUIl9Jd(|kmAswH8pG`NH^u5^E$|K$7
zb}OglBbr9tVm7nm?;A5-UU<PVc4}KI2G5D*y!*$`7nlaeR=v%>Qa=gvRYH!6>@Bab
zgi+wx%{4Wl)D(v<QHLdAhb{q!8E#{BT3C=Bp*Y1d$=sR`;fj%qWRln(;dG=Ofr%pe
ziENIyq!T@94spGQYiKdSEOd@#CE|xfA6Jf~rhgT9Y;W(aID+GYuS$GxLZob`j5~y~
zjyHeREK@XUEloX8thJk5KXvmG;zu3F$fk<)HEdf<JWyz+LQ1bnV$#@jlhN5tJhW+|
zvK$d=3A6>lFp3-88KS_OIOwK`Lo|3_rX}FCP3w&NIJ-A>?PP7=+65CTI0B9*Y4dn|
z)^B0FrT}GgbAxgd3S`IJXgDTv>W^22qUaYFV4lzR`&{KJ;<xPBwyzDGoT5CAx5CD}
z##p}|qz71ilBF<nEDNkvFquHjmm;)vu%ByUO>g>-XE&Et9Bg%*KkL0(dOX*Bdi40W
zY-{1k=dN-VOiiyDeF&s6qinaD|F$NMYs`fH#hXY9({p@uvPnYTP+uz0SnrEoIx!UV
z+q8q<s!BS&nibEIAo9?sn}SJ<g2L*cteJdhPUNIRXRR^C5ASmNY6haOkxDpEt*a>X
zXlfs$Ut{08L@#s8nH^tBV-qENS!~1n<EE-{Lz5vK6^dP=Cj8+%+Mv|C+VRq*^J3ne
z@NM6;qnA|C_3LVXc{4S0x&3@?z+atnBuJ^IqTENV;Rzdi6IzksgR_j(gx+z@bHS}e
z<K3atw_c~G771EWb~G!N>gg0+bU1GMk>MA3AHATdbT(1z1-k26=hh6Q`_t~_bY>em
zaXZ5Cs{-s9a3yWV{AS`g)A#OiDzcImHZ*g63Xj)KjJxao@9<<`_o44+!{<Zgd-MDG
zNn#RO+1e=tFR&<R3{fSRwYqTB@gGJTZl9w)iLy9DO$D!Qi1u|Y{Ks}xtaRt?YI<7N
z3)S_fFFbRKD<k>DC!kjnsm#3b`oEru8#g2Uzd_Y2ZOxWHka6jcT)jm<6T5Q!1tp)k
z5H#m?U49&I@8@MtW0~J>U7ZE|b>Z0XReJYjYRlHpWEwwPUh_}q-+pp8cYf9N+^I|0
zPuE=C>)+i8f0zdk5Vv=%Yg^~q)V9Ow7Q$Z`2Av~h^IUFIBJn8*>i^yCy3Xz7#5sAm
zmX3GnM)Lfq8DH!DzN+;DtbtJ0sw&8o`iJ^dJ=>_d2u_B;_44oQKb&>r6+l}`ycdky
zJ8Jg1?NTYVE^V)kB@8R)PoHu&4wRQ2X|WrNMw?2PCow#_8#vmORZ-cp@Rz-AS&_|1
z&bQh}DjXKjwCLzrMNq}H(!Y>Ss61O4)D{{-I9JkpG>x-K4xd<IM%ut;9<P0!-XB7k
zC8vjD)DBNLKv-=*585dk`!u~5jnC!IbJCsPsUnaxcdZ+Cd)+y23^y!Q@!@@_*<h(S
zaL4jDS!lpYh_IJP%aPN++jlEu%BBwIu}bUM=0=KDydjtku$CEMWel)V!+s&cxOcjE
zleGLCoj}*tNZ0p-${HY@tt+IJYI9#xJH^&5O9jr4+-V7EIp~6nvaiVO&E$17sZPO7
zRsTtuzwZ}K0Uc0w6)mmoWw(?Z#1gw;bQQ2i%G6}2e>3Oi-j`m8vlCdFIMZ$nc=LWS
z`xc<u=n^PK=D6DwXZR6gMP`yqx!mc)tW7snbj^2af^Bcc@|T)XXVs!{+Tiu-(Kz4t
zlS=)~^)@bIJiR|2y|;^Ry^kmEQ{RT9%l))9+~sns{5JJ7>>jWdsOXs?vSf66GtxSn
z=b=jJ59evRk=h#+jt{DmTTq&;ZVHcAM!G6*#~H8#O&`9!nYs82+d0IQkZbmXZqCEb
z_o}8;5S&d^qOBE^y#6){Wcc6DF>F(x7JXf~ZbaTDqHl<cqr|836^eX9i(p;1?1#{5
zLM8V5d1wn4Yrfq{!~BX&NKr`wVhRZh_K^xlyrGAx2M+MnhxlMvkdW9N)yhYWiV0Ja
zqIA@#^gumViIXNJL~hBE-AA3{F~vmaC{ceYsqfd-T@{n;CypD5{xFErrJ;6YC?3gb
zBoy^HfN{x!|M|;xGP4k&g5IVpZNb}4iT^|Z$L(i7#INF1wik8<E2V%bCNp~V!Tl#S
ziCXc~h{L8egYQCbMbJ;OJC851JX)Y-@JT^rBysZ+X%srB@D@m;mMe8N9{H#mO7W8Z
zJD_kRz+}1Kl0jI#9~=Fy6tvp|(5~WswinnbG59OFj#ZnitF5$hSbAKY)!2F{gj2y?
z0ZkLo4qL^?lzw_UV_Ei9`!aOc_+?f3QN!;c&M&6Q1g27ETao2p7aZIABAQH!zmvPA
zBJZIk^nClKrou2N3sR{pw89EXsf|ZEC%8gss97*o1IWb`ay5f${VhW&!UQ==tx1Ug
zqVj4-RjU3isL4or%L4FdWd`+|wQJy~mp0WoD7fTay{1Pqz3L846J6!xsb<lPWQL|p
z2z$Ij6^5!kWYr7u>m0jgPJA(r?S1}4#)rmI0!I^2ZB#KNogt`IP;_gwp&YZYFLrVE
z_rLh^1UU(Ba&}wP{MeGe(}uOg3~mff$X0n@gfFu{25?X8?*@*MMpYmiGb2at+a7dL
z$x#H&8{mabr(o*2RF|oOUnJTo5_PV_uLiqh>Tqbeq!J|ScbDY1<D3qgq?{>%wj{we
znP{C%%F2c<EHy&<ReUr2?c2Fy$%mSC<@tIMD8-L?h;MC!8Dtr@96F~-npK=AAys9l
zS0nTUzW*tdJt3tg-Wy3yJ1y19`I&gIOHcXjgUV*=cVm;tYcjaz?dj5{g;?qGF|9@W
zQTYD(ANeCvlYxy?4sDOxvOwWvr`^+RkwGVfB~Mt!m0E}u`uUOM`}#PQ@r+HU6X!%P
z2+yVxZLx$`n%vInU^mRR>3rK(w0s}f*FclG;(UdHme#=X{n&tuPl^7WZe!^;br?Wy
zhG1=Ce$Av9XkgkcKcX&u&aV~Q!?bW&iET<qkNHlfJu~3wMfUe;_cs4y>d|a#zPeVE
zDn&cN>drU;Z+Kr~XUs_`w)@6d0&}cHjRCVAE#LdMKPy#Dl>AL3^F8x+Y_w1*zw~)%
zdys}TjKLk$>iR~P*q|AT@imj~fVcb9+me#d@PqHBZ-}b$d?VXHp;vl>h-ie0$S)MN
ztXDYVOqpZZ|D<5KPMN3cm~k(`Ow@?Lq%u_ygK1}v;DEnhBbc^;-zGV=YB5T=zir<o
zdZXm*NDdH;Gn9U)rkJ2*VPrx*IH?+(QUgI<QmXF5BLGC0=bmsV8jH@Ui}gVhY!A8*
zwWx*w8`K;@#2}ePF@#AUHpK>@ibcc#t%g=hV|ip`bWR<WO@oEDPle>*7&H-Gr$$5s
zffy1$df1g0fj~#BeS$HC)M02w9M&nui@-Vq9udRt_*wtPa&2%T7Mp=bpKD+j^;kS{
zH^ctt<&w7VXMgJ1z~@2wc?_z@Xn=7o*~U~TMVx(!xJzn==}WYenK*r`sS7)xD|&{#
zNoDe%mprfRhH0fVry+|jl9c|abY64UI<8<+0sdD`G^NgHYSzYVSJB^~i={0#)05~$
z5DBmVXJnA~K+7pMKM+>lC*r;(!3^j(Yvx^#xN+VLlTEoL=M(qeIEV}-ndA=g$`fnn
z2&khbeoA&s<@R`bwnr81#2euci%PLCrm~1cWW}j;3Jx?Cr`8UVN@NA=-I$IK2^1yK
z#6v($lj@}xT3sFj)XA*8ybm)cPvnzmim&>uVz2arGWdBJ<4=5~epb={8Xe_i`VXa+
z|4&FK6C?ZoBDM2hBAv`^|2Ie{8$0{|Y2S2>&b2M>gv0SK(g}>6eiW9_kDvKnesR-p
zzefOP?T$#(E#^-!0k3%=2}0s1qu8}7{2xH4#Kp37+)3h9=84UKdWZY1vx;9fmyQlA
z^IF&N5|2mPLo(5K9vM0_$fwFt-xXONa<B)~)xAna;n*6dY{OoXG%}+w1oEG=DPPH1
zL4*;B=VD4^7PH*QF;<gY$yK?@qmy#5ucPds$paC|daZ*aZxV3}M}yGSL86MyK)63&
zG}5uAUo=t4Eg|M76ugg%{~KlR99&uSb&JO6*iKH8)3I%{JGO1xwrwXJTOHfBZQJN1
zFTd};diA|m_rAKfYScVy*E;K;Q}e97_8xQ0F;T=Rm?63cBB^n(0|?*Ddeod%4FgDq
znv`shVKG;_hx$N&sC+Hh8pH6F@iC&$V8s%PKzqy3#k^Iac?Y#(AS9ZWDnMpEFt>8V
zYwa<zyT7Vf9Yk$$w-(Y^yC+cgm~KS|oj&Ij=T#gTs|P&Sl6^tMa>kJ<!l0+bgr3aW
zzmfwd3ZK;r3v!Dnjc96-=9(ZL03$!9u>+8F3JY^vDY*!YCBPuE!{S5@9{6B5z__j;
zp&8L1SZ>fs&EYagKmmLql=U*%G+sv9Na_b^Sw3X63jUiEE)7i>iFGvA<01`BMe4x6
z)Twd(3+{I$7>fzycU&cm(&!{sBXbH1&ZL;(bz;EngsBXWB(-DF43tD4JhERA#F%(E
z<0tADM+LNn^l&;xFgz8Q=^{EeBr?5pLU8i~cl3o6sCL(!viK7GzxUWdqEji4(ijox
z&=h-`B_9}fP7=|=Z>wI&$!lg3n<&ql4QQD?=xruM-$`cn6&@OxiqwZIrpmS>9LYI?
zBpM{z-tq$SD(Jt<luHFcm>^#;KRX_N`K7CwD(IzfoHq-0WY4H%aT^oVNGXoJRk_vE
zl=~c&@IZe|NQ1dt{zjn`%=IJl%x3lX<0#ch747Tr191>R3UJcO^N)w~WB$2F!_vQ#
z0N~3`T*edx-l!p8PpJcbDxkws!0v6f)}Eo6WOVvyicqbw$qwp2&PEr=;1Br1Vg4%Q
zNCugPV?qIw`A{*VHAyx@H5177Yh&2p3(LiVnuoC8OMn<7yi#C-5%5w4-UuSs(2A~)
zA#d=UGZ^!UPP~=X?%_8^zL^6tf{9HXs7%7ve&4FGJIbMqB`6~3X{*zE{V>M)B$gsJ
z0Idy}@e5PuhoqmjD+0(MMT9`9L!f{@0Bq=q3?>8Y{2kNG4~0;AeFX8BTf=^a5^?EU
zIFSp{qp*lj7$PC`ffu;w&%?yeX2W!<WAPOr;cQ^Rkp0ji8G(lZhfpTlM5!N2h<uM2
zc~L5!r__v)K;G^3ukD7=hPicZzG2&#qa7fC8H0%m{g539fE$?3dZA5XgfGdPEKJ<{
z{YD9I8cfhHBEP}tQjOz>Bm|pAj-3L^1)6p?NOtVBWPGay(%?Rk59e1NM!4tT{~%Z_
zQ6))k%=9o1!zgSUz^Y=VXNojlNT&9CWmh;Pq;h7YRwV^4ukxf4uDylhyb|sz=oy0>
z%ofGjrI3`)Ko}*S`0T>SYP{_{2p(b95M79ngvtl9Ri+6{%P*Q6^(oKqLze>w7a3&a
zU&U5Ho(OcT9>9d4<LaNNHi5rC$d7x!5rHNMwf-Y|&ww*g5kCe|m!FJ+0B4jz2+(zs
zDP+<1urSi3i=AnkRUCmp5|d6457vor<_9t>*LqH&0SEB`WCuz<=NU~9&YAYGm8rTf
z4q_(+)Pamzilp$!NEoQ7K7>8EHRe!cvFAt%nmud~`KVud`->2Q1C`=(!B!e4H5{dh
z+87^?wL^IkC;GI+@WK$s9G1(1fUE``5M#)30zrUzj<Rq740$8~c^7F>4se#_M}+F4
zgMwn_&n5~C%QL?D8<fNaK$cL5iO7p+l%j$GGFDLVqB$8%2?$DtQwC5e^!fza$%@3e
zLR1|TndT*TJiu4Rqo{arghKo&#HtPP^b1)Yq0i^mi`GhkD?}1)E`q6#CjjvVp+pY_
z`PtVFCxnk;PphV3fH5n_K=Yb}!fQd)!w{Sb2PQ&5mX-&+q~GW^A|R8<H?#T!I@<97
z`biE-k>uZHA~Gx_>9APY9&6x)xaJJv6O(6fNRw~TiAhXzjvH8Nblme7`$@}503`E*
zV9i-13=X+21`(w}%MS)WKWsS<!YN1=#kgNyL<A(ZE-Vbq?**+oSSRN%PEy?y`#CH)
zsA~}P_*kFaQXsfcY0JPx+mHtX1s5P%$3$eajz+LSCl9p6KpWh3AXF!ov~4t^beG}{
zi&Y`=3?4UbE^2kQG<5-oMN6xr$gDAByZ|Z>Hm&fdSl<tGO;}rek!Tg<pK~2S_z;X{
z8+ll9P_U3B=hfA?PJzQ4-?bU*O}Z}DcA?9PQgRe=^@RF2g%cGh%YFAz!9bDYdR~Yy
z`B8$U4WYjB)MROUe=%WE&n7!eKZyv2%~{Fah`{tPol}rykH=pnSU~3^`1r+nJt4vT
zPMwj21fTK|$Z86Ts|Sd}tYklEjd&2_A1_fD`OfJNVA-JX0>Uy1p<3j^!^Qne1lgFZ
zZ8U9C9x6XysQfun5wg&&&+tXooL`7e1%qmnk+D9|J<yUL2gKA>CGe6C@u68E!^ovj
z&To@<A}%m3AxXSKklE@~dDGyb-rb_%aNY~U?vN_L&z$P%3dKZG2mUPgn9b$+Gg##t
zU=M*L!mU|C%c~OFN$Z$G)8(W%3kMe7GWV(~E=Ue=kquJU<?!oE7!D2SNTY}S!1kjx
z@AxHPGbX^}uRjp24_2KPA%lJ-3X|c4N<JXW0IxbRegQ(Ho}D^VQaSbe=Be@)+@F<+
z1c(yvH}fLs8c~@e3yABeB;4S)bdpxvoB)9Gewp&hqutPuBiB?wqwo@IB|mZ$)Frqz
zvh_=9#x4eZ!rlHk&kNj36~&5%4244h7a<Ux1#gQ1`=I}Y9pxJ_RUg7G+OH|L-ZxV%
zK3R~xaIZZp!-QFAb}(Y+yNUx6j6?o~BQq$3N`lEMABP0^P>Q*0$dOwiX7_U>+@T;T
zP?qK#X&ttFA{L@~E6aK^9b~g~@b9H~5g#bT5~vX~K+P6dsP?27uN<2R1ryu-N$HQ#
zyF_kE?1oB8yPMR6;|?2s{|Huh6o-n8f&*W(DJawj3CYidN@w93S8La1xr0wiPW^%h
zoz`R3Qw9J#ih2kZA!R_(<ItD>X@e>s$RtK6A|aF6t07sgS~)ru0cS)YIw15b>SsZY
zJqMI@b!o#dq6aVX$sZzvZF-a^HuP8m>N**_^967KyJP^NQ$!jM%_&~^rifGIapd1T
zPEumfup3cKuMvHC2xvA8*d9YQxVBqn!5UOvI8>1d3!yh;wdH7i>3LnL+LRuGiQ3{`
ze&$N!7kC4Px;&|$!tn&K2Vv<LC^3^!ED7N54FZ}21!SlRzkeCenR6acP6Y{wEVv^l
zz>NEVs*MsOF${zL5*bXl3y%`#Wa+IXRE#G;V>~aBD<&5ZV`8Gh2+S5)2uJPt%>itA
zJEYh3?lfXPK1HhOa(|q3O=Yk7d^v5eP~GO)@b>z+$$VBN()oCM>>nO~_U(8Z@8ACT
zcU_{|{e@(Ht2<v&vn>M?U$|T2^SJE$s32{#c#xT~SAKd<ZqW#x5%<xbkbse2M7Ds~
zdzNeSH76&Qf|x$gCHT=8L&YMld?7zdf`DXlYU9YT8*E7s%DSkYUrgr9Ky9ymZdI*#
z`~czTp>Uk{t#~cYmEu<yACh+VVyLGF*(w^JBwPvmZP*kU{&!DmJq(g;vlxndcTy&e
z;bY@q@!I%nwRv9#80O~L3_{F8&>e>mWI(sa2IWcE0w?w5@bR?2sVpq|*f@7=Zmpd^
zipLwRspJprV2sT_4bztBQ}5!nQ0k^xH>?h#$~0czKollyw60=1bKWFWdb*5Qv^f_1
z@^S8dk<H5V9x46;=+7{Nd18*0e&s=we>OZdFA^QMnX<Hbx36&i`SNI&F{ADhvR}-R
zLqlB$nSj-9<7Ua9szE!GdbayOj@IA4Iz+a<#f_Lgit<1!sD>-B!7r#5T1ZEJr1zt^
zT<^p#pq&!4-uhl%&;?iEgI~}kw19`~Oc7I!=J@!w`?|@#z$~3rA@^)po-5ZG;*D`f
z1yl`Qv*5I`LV3cBv$5aBEVLFJa?l;2N*Xh9#5hwsR)egzb5JhLb#r8YT-1*7yIWr;
zDh^#geY~9P-@JT3oxdDzKSgC+ZUia4!WnNhwap*8>wb(*UiX}zKhh>VZ73prnG*cG
zy}ElldONy&m`+7X9dFri|HaRavi$IF;=&TMuAbryXYZvEz+Q3~SKW*fbe}PJWkPP+
z_SNy8YkYSK=al_CdGSK@3{#buTOpTCKc%b3xia@{b&xz|nbMxg+l_w+=k(pf+68(F
zxq?{<YDinPLT}1=+e2iYw?HzwB+$XM>3;JvM;8UFOXT|526w(UK`FG<lepZbLQlr@
zI3Z0$#zf7Li-N0xz_r<uM)D1{bGx02KtxZ;yFlzGMQK$4XSVlmp(C+@PV-go@+sEz
zpbHV4D+_!=<V>Y07u-gI<A+tm;>)dp56P_toPyfy&S8Yy{Y1$lKg1QInWk`?ru+q?
zDZcel2>E*UCJwW8;F?pK#Rq=cl_b+6lo`Kscb+)qb4fNwSfj!jZU8TW_sw6K=*Os|
zMA-d>?({crtCY$8cb{L!*1sGp&@@3S8H-lMM6c54HpFX=l9oV-GYJirt7J-?a;GLb
zDYU6g^Ced{Gd4QPEl{ob1U#$X?b&dsU3>Xr`@2%^yx8<}Cp$JyLG6h~Q??ogr-?AE
zavt(D=a2aFN2{Qn8FZQHyV5|X*(i@llDpJaGzt~KFATVfwCDRaNqKf{;>l_rE;$E9
zv>D-=N+ed@nF%9KG`F?g>DhSO@Go8(c;m|q36}_CX|1H`lDZ~TzwOJI6lC{R9xyJL
zRPiIT`mF3_Rw6{E*9reK4kqZOvmG>HE1z%rySCec{m5A{w0TKLAphn0n74%TDB3yl
z?&4yFY5_{wBKO^W>u7Bq1<Nd3IPkm^{E%o_$~ZD9fElz(Rx?^Q2uIpg>f758xPnn?
zN>(sR^$9}i!{d$K;UAW>H?2{XW|8AFj$=DIMl0I%)1;|#FokC&W@{bRjXTE1wEr@x
zVem*3qy-XZ{i^Fy#$(+Fqnvt?O0HBnFL{KmJL}<UTDf$&Wl`j2DF(CYP8W{{@8N!Y
zz0JSLC(qjKFG45EXt(y}rtbFE$Rc$ao2TNR1Tj#WAha1aXhSgmiIkWb&%_;ONCqz1
z(_^v{)->dce;P0tlm1;jjS!9+QWi3bge*By`zE#i!`jeQSmPcnqu8<k2s~5G`7-ii
z$Y5^L^w+cBCNklOrbipvipfQ|r*UO0l}!;x9-!JS_T6S&nylv4G5i+r$9jolx<E7&
zMpKLe9pf-YM99+R-n7^`=bK<j>PZ&``A8BGPC5ED*wMPFo1m@`WL;q)whP(#VB}X_
zqkFTUulj3Ho`P^~pxEp;iYyE56aTDEg|dY=B1u}!oeGYc$Ng9>6ylRfv!U2pgcUlI
zcKkd#dLK3p8209%;0-pqLwYu17iRj%gL5s*k(#UJXOWzx6ABg-`b`EuZ!gv;M0^2T
z_0Cv=@FQQ+6ndI7*h<FxY%KK1{zv)n_TO&Ok~Xqz>!Rf2d<JamBQxiXYQ$hcwh8av
zB1ZG!Br_J9A$x+sKa-$OWdm0U)1TqFWRUpi-a?G4wG~TfV;p!(8nP6BtgyxF8SBzx
zC|xvsZfeygR%%zwU-yxRnylkxvfk&<bCKBVM9JM8V<Cq*o&`s7<+4JFohBs2_AxUD
zR(YIqk%gq*T{@pdKX=bU$J^P@Q5*OEaID|zXIb++@Qh-}=5TY-H&(Z9aAbDPHjvOd
zL`?z3aU)|3@QOrnB@q=P6AI3UiG#h{9qlBfsqCORoX8Nhu@E;o5G^|aZSwdEktzkv
z_8cxokv`a=lh`FC_K9H~IGA&4<>VgJG*Md+L`WW8&3ag!?o_*mCG6Ij!Et8%-u;I9
zQt+5_1{_@<o)xJ<S1#OJuSc7goBcxE8->|6*5{q-8xLzX($CAb+q_y;K_indd79fA
z?(dn(`s3V&4AWk3L*2n^XK224d|zni_x!Wf1x|f^Tm(Zac=|pq9j`3f-mc!h??-1o
zv|J8}+81E4UHNuydM@8vDE@2O!CLhEh$MOR0A^V)8m}uhgzkA}m&)EbFLdv+NLUT*
zmR#fqMnOIa^FoQ@vc{T9$XdCeCap2Gxz%GZ?P|Ai6}dO$1=WIO%NC2AtpUs<S%{o%
zmX4#9W}Dd@drh^Fa@skodwVf%6+2hZ+f=07wVPUO*7~b0H?Q>D(!6q*a%q>=wOiPu
z<cgXtXGFD*mTgE_m(IocV3&?os`+MdGq2-%Pt&H6VaDV+nRoXwl@jmc=wCAxa6^`P
zvY`*?3icVWiq0Y2X0|K-uy>0U=1I>vKg(uKuBI`CVahjK*_?KQna6WHp1deZ4aK8=
zT>9=0l?@LMH&@n8-+%KTi@E$dn><p@B%9v8u)m+@4=3?nKMfC$8LS*lPh_Ssp1V0(
zw-0a@S*!njA7Qq=ENI*Z9Uec`EWcIHELPJ6-jD4eCQTWRUy3CdFf5gpoUzij)myqg
zZ=ufH_$uYA!>5~vyg3ow-Co|VAD55k70#>kwQuK0MAchbx_nwy6^PW4S3H&Pmxqs&
z54%rS79PHy_fH42TcA~z9VZz)3stAPXIK4PYRiTGHrC_+s$}*vfVCJ22sLHgMwS1C
z16-k{DyAhYp@BBjA(kWc_r3f1qs^ZK1cPj=r;uZGKCbqTjM^KzUat1;w{LsD4lG{}
zJYUbF|2ezfGQS?E@VWcmo*HEMINerx`MTP(eyH((%?}1@g=0S7HGBEo2LAIVxAra8
zusz(qK799ly;h-}yxT^)TlRd_6_rec(`AZ#Hoz~|KXCYX{_AwD!k2mQwLQ9x^mgib
zc|h*;>LgIY{)2Zu8!>LNUC0ojZtruok=ZU$YQu`X-Rtpe`Nfelh*$O!Z^d$>p=L7&
zkMrU>)ZJt#M(3fH&HdrPMXFPOp*rFqqp_2hXPHCFc)p>TG3`EX0>&cqH?^v&@J)*^
z-m!X{mSgIv`NoFS1y!YOXsx!ynyP+oo%hXEx8S<TiedNk9mL?)^;$C4HvCRzme0+P
zF*PaODeVTiHyKpSkn>Ty%j>vmm3@Q$TFGs1ISMlParsAm=wRM_Ytb1W3YODK{3OB%
z&c~vP2RSiH3EvMr|Gq9BubgVk>{+XAq8X!lI*J)9>rR&S=fbEu;z=@iZZcYY#e&%u
z472%->0td-DDvg;;P-bS4RnEq$&dpYwtqZOj*uG+cnaQep-1v;@WYiZUXe5N>2^mS
zWBHPT-q<cG2fv>Zop(8c>Z~;jg*R&|H@2}*HJpT?ZL5I%IR&KbKl0rsB!-(Yc?sTA
z?D)xoPM$A46wSz=gB$lq>&NTf44I$^+kTKW(vRhg!m!dyZ}DI}RZ1k{U;ePhkBp^=
znlrF6x%R+qrU*yOHC^9jxL(f=?kB^*@AwlJ5Z*r%+|Llx|CUA={9l_JMH)w89Vy=6
z_XYLPsl^7cU_}!;wdznD%N1)G%a(pin@5VDuXFzdXApWgXQesesZc|nT$K6Alc$lk
zt_iVnkh@V?TNC`8J8}h_d9(T*r{z&uXaT+yk<gbESGF}?{f3mu-R^6y{4tq(p-|~v
zlIx?c?zT7WwVzPd3L=7c@!#K;wnO=5tL;L5>Xsjm6&lE~e*uJ+f;=f6(%x|LmCknm
zIF_kesDh}hmhCW9f|a&g1poe%{>EcU7wcKpL+XP{ep9)#-Q7BC5vosT%T|`ae<qJ0
z%4;Tz-sT|6T`A?NqH1*71$_d?3%eOjK^xgI6n-CE$%kis7)C>1my)dwPswIJ1KrHO
z=%z}zR-{B)80X20{*)A7dh5?Pu}H7S4#8)b%r~Y(L<SaL{%zXN_?}lDBImj&0e7Ei
zgl#bDqd~}E(>LLVNrRToWcW=sF_veJX7aS}TRj<~-P91?U^TxA$TdbYb4eaWK-FN2
zU;0oOO-v<b3BSrS6Mfeu;Pw<C^Fboo*UaSch<y=kKi>X*l(F!fpmWo;DX3G$=PLgA
z%wC!{bCxB~tU=Lv+<xp6T_Bm*v^0;iW=bDpp|6RpA(i$ZEyd_PO!s>iOB0&1BF)MD
z=1HQtlYLL>{>6W@$(^rMBzXF9!f{e_#H1ZNn5c>n4$-Y?Dd$p`-Lmtw;}C&oy<_yA
z!?s%6=BdXdr!FnfG*bTs@;Yck+JqW&H!zjE9<M}-udJE(Qc$<(L2I3iDcf5FC(>vo
z9Z;W(0w3sgK*MEZI;W4#omt1;I^zRifJe<|51;w$Y+!KVGPE_AtQHIwgnA-dx)2BJ
zUwMt{Y<;xhib8#0G{lXLomM9>o^HS;y6?Zm%b2#@xRYz5ma?B|4+yW<Gu4Lbq)v;%
z^h|uH;rDrY`E>9!Vr=?%C9p3!)9G6z=qtOF`6at;elt<ImQTG*L-UR6?O3-fEAha7
z&xB*8T%mjqVa9K(zp^bg*$!>RhJnYAR;BBt;x~BQMLfN-PZ-EWAkX3k_kX~RP*%KA
z)@7J_CQIia-Rk&1(8(Hlj%KRGe5sX7zyC&^tEJmC&N@HE+B^05%2Yj_YCqZNSejuu
zmi>Q&Amx0%Qj5soP!B4+j(x9M-RX-Xl90%<vSV(f;9e5p()`{d;IH6tF(UUNtI1oT
z)sqPH>T$E+{1%IKC{1ATAM>@X-%!$-meNNmLV?8%=4(E|y=ms(dA1xr_n-W7$)-U1
zPueYq|5v)XWRLt^t(|TPXKt4}fO@4#7igdswTYWa2yc7{(A3KrE#Q|oJ#KnA0IhI@
zHrji>v5vD$6jy%;bombPIydQ;bLp2X<R4#j`e?!bQ)Y~bh4sI;YyaQU05Y+0{CBP4
zfA#zSpEG0M#t;8%4Im>U$NyUcSfxD~b1-6m)d1S<4~fhL!v-)*`-=Ai=>M$p0l?~5
zE<g1?<-4@G6nAziM_-+#6TI_!-M+sVyd(pMv5e}~=aYM_92f*-(IatCaByyoji3^Z
z4S#8GucjHKhJTf;q+<&fPC>zuI8~?CcpWQ1#dBYy!JG-jW;UD(-2vX{xS;!-%h&-{
zsU*OInRv+D3vRII5imy>fP$$9`K7wow6E3K`&1gmvV&>mrTrx1pip{!wmqXiQ}!)e
z;14O|)+27T0Pw-AKdgB(b--<=?gMa&GkC#qqck{CJ4PCIO)pC|jj0`j6~xX|+gCWl
zp21oRveD*$vmU#B5t_3-wFz`TuxyTKJ%Z@moOlHDcV>~`;GTD^^#2CwMA$+5q!<_G
zLw*sjQ28qlO~PhRsb7&27Wg$yxl9RgU~{bhsX9*=+AcUoagwPPCH!3%x4-+7oa9w=
zY>v&9t{*Pp&(yO4|5e^KY{pyH{g5#0HJ7b^)&Z>|6QPybbr8|^o_2`J1<e+;-BaCt
zuK-<UB0a2W3JO6XWQu>UVT5rZh<Rlpxf6dKy9bGcq3{dM2SN^SZD?a$TEZ<%9h?|X
z01gD{es5o3@~4=KGC8k74ZI9bz$T5`ZP-a0^1#I`ljuxDJBC4=<pd;RAG)K=UO11D
z{{U_{=dn(gF@i%}Q+{M;<KayhRDU+AZbN6Ivy|xT5{XS7C^fn_k~AmqPwX6tD<g-U
z%s^5USSH;N$Yr>pj21o0{coU5|G$wyI9LCEw2wo9BQ-FruHZkAS*>svn;$zS7o$6U
zbb~q2bY9G!Np_=BC=bGVo^?PH?yzeIvxbj+xM3Gm5DBX%AWR%bmLjS&XM#HOZl43}
zpV*sy6&$7Q_^6-u&yqt498=%n1umfu=z{zmV$2ij4%*WLY?1L&LWR2~2_W6jZsX(y
zSWxi-NQA;Td?W>8IErBdhtbC|bPdy`h%v(g!-1G;9;u!$K>L9P$zY=XV*ga+ir!jK
zbE~O~ou326<8=OTNM27eT?p_Vye!7-hA)Y>>Dzf2U!(GGz5UrJP*RMhf-+asia;$j
ztZ;8H{WqNj(=WzO`<WR~ap{l<n#Bjqv|l_7Q4KJPd+k!!*&85;VA}^E1E`S$w>BQI
zVs7k-AoeXur{*oa0qA&)Bp`nw8D5}Fq6qD@8sb5ac;ErX4;(`{%ZVF3bMSr1l1s}1
zJli0M>i+;c7MQ*GcNZo72!uvr?5m;CtaHRJ42bkNZcSx%h>Ri|DWepsjL~j-q@ExW
zIBX%{{ryn)qBj@}#V{r)@sb<Vq-n!ICjd@61+#oYMO+GR+O6rnhacS$Dw(KVpO!Jm
z$w2;ekQ>4JIs?r(!o&pU0OTzPQ~DtloC{%#^o7t6EJ*F20Q5!JIfyh0!3+ReK!l_{
zSAZU>FF*p#u5V$yP>mq5Gc`OFCb49qV}Qb-L#lJ&rYEt&DF>y;E!3|#igFn=Jq#tF
z1dP!_tf99w3VsOM9!%<lFTw<eB#wt+^vtb?H?cBC+)DigHF1L$PTHMrxYkJOjj!L8
z$;2DVeZnv8$(;nHw^F^fQ)_U*7KI<@-rMd5`up2<X;EH)7m5iONw7UC!zm=N3Y<ir
zur#=Of0pz>|6HkrFh7<TfNpSOl>R8x91y^~9}v!a_s1&E8%B;n!Vi5BhmwQbpV~A8
z5-nT8a6vEgckC)Q*{>bF0#gO4z6d)LGIq5aQN#h@3s`BoNC+uk_`kt{Uat$+kVMLd
z=-og`5t<~ntU?&(Lg9onV+eY1J`NC8?Au^rp{|2NsFWdQCN89)-EhU1`bOX>f(TQ1
zI3qX_Do>8&4Tjf<-w!cMEl3E)m%htYun<PnKu9@2`U<ilKD7ZsE9i<1<25s7%EJzW
z6PiR^s0|pE+e<z$FCbLXMu5!}^al>|09#T8O~CsPa}Z<|*%5fA2$n1Rlqdi=)eH3s
zXl(*1QwuzBgz3Yi=hu*u&8%vof233Z{hpsB!?<Lcea)MW7j(uG6mdenqAhX<j+KWb
zB2!2sQ3#~n4EHT_?J4ikpQy5WB(V(9xV<t42mTf&jwcDTbSZ$SWQ#ICMR-RSIV=iT
z0}XM2fB^$Evm4ks3<}FZj{}Bet#e;gH`t566d;jdzkOn7@kXBXRY<H5Cq0gN!W?KA
zcfuHe#QEESRtAKI1z2v##hk!uls0d4D+vIXf=v*ppHxHYid61jgXChQonw+<1JyM~
z!OTAf9@pkXp9DoC0D;WSU^O_SaR+BIJW=v;5(h6l&o1Bx+*eSEHxN_l@Df_iyoIA4
zJ$Mq}3w6W!I8F|NNdpdjqJbiWk_C|vh+#0$+zjD(47-fsCh9LF=62ZR<mzq1@S{K#
zTnPv_)B$A|U>v4VLd8TX3Vw(XgQJ}=ff0B|Z6u(VSY#FyE{(z)e8ZzsAZ<VyXi@!K
zUrk&Z<Nw5vnpnp5U_ej^$8+OA{~M0y0RWDfCR4o!WjX`zH>u8<q3;APOA1iefFX+>
z&q8LZHu!{zKhRmC87UWwV~=x!3B-~RLt{WgZk93_jIcLA9iQRr<&qfS5KK)*U-|_#
zzNw>9od)tsg=seOC#!HOY5)*VD@HE{smH7m2!3~oeP{s@juD3@5dp$TX1q$hg%#>t
zuJyORHp!%)3uQ7yG{1%X#@`dxIf15K1X{h>;}nu1GF4n?>`nLrFkV1WPOfepCJsu3
z8a^(0B~w5zKnyyUo;0B$#Z<h+AejKK_C074`t?MW4ed9xqxBI-@uPuQGEf{LTs5vj
zc#d>3L<;(si6jS)#Hb5n`n@tS>@Sn_r9oi8u$Y(*Lkc5G;Y4*opkGmgkV(3K%RSUf
zTs#Z|C37&w9PAWy9N0c~3Q9(POmB~g(Y@4<7d?AxC?^v06i7`wWvI2D-e~y5(LO;i
zmgsXQ@>7mPb$mkA!7RSW9YD^xU<5mf9h6*u7g!=wVIS7pxBCY>2V=2yXc1Z)0)ZYV
zsn1Xt?OcAL6*j=yC9pWn<c0p~k(UcXRsd>Q^2d3UNPfHxX_ezhZ<^E`HkbbF-T*(m
zB%C~ic}b#vpH(;>{u4Qr;J@L%Mk%N`oM(p@?nvjHeu$|!Dld*1cN$NWctNlU1d+Qc
znFnxKdPW%VNZ2?@iGGJ9Nr^-lhOl4ikNKfeCcApQ#F6s5uK!e_*!+?zup!B(f-eSJ
zdrja0QY2vTY22|kI0NOvbi=C5BNRt_({vH6dg`ItOrc4c+&F`cm0|s7bNcLvR>3%h
z#*DNpZc>7^yb|)zEvKQ3#&UWJ3;qrE$N@Ot_ny*ziJn3ZP^j4D2?y}6TQycgfM5jI
z4K7g?Lm<m4oXFb<8crom*FoqmRD>I9YJbN;!wX^n>BHU*%q_q_AQ?IFB&El?R^{rj
zsdrS55tSjl%Z_mPU?;40iGctc-U(*U`-GYtqx$_+R@a-+%KT|FSI7JHEK*h1yJfxm
z?at}z<?Z41^0WP$2gCA`eIXPfguNP+NE1>+{#xpM+mjw12lIMao&J2Q5rf@|MeSPi
z^?iGL@fMYtbF0;dBGlcwM4ZO<dU|_kX@`98{y6h-b!_46IQ99<efe1pZkxDl?`?5+
z_MCMwx$eGcf*z^AAoCZ;M6P}fQbAeJr&-=>Y2a7~BNoCU^TkT(Rs|#WLI00iNyPF8
zh~ul+?b*ul0yetu=kMn~SK`7fD;6vVkie0~&GZIbWKK)m7N10`g<og&b+R`OhFsq+
zb56@A%EJ~HaZv3mNefY}2$*tWb4C@_2ODCm8EE-hMWb6G;uMjT_0c~<>8uj1S!hIF
zr4u_5VCtv~Mwh&4t&^(WGG@K4@xcCAt)iB6ce&rYb$6EvVA$f}z8jAy;x6};mEAJ&
zQADSLYnf|B%2_c{lU}lmr7Cw$l<R~9Sf9xiOlq%iNULLPRz}!#RKnr;Z<d1`k2N;2
z{Qf*U+I_sewL9xt?c^i4ZrAUEXB`%J)y}5heEK<5`p=jU%5uHV@_o5vd^HluQ0IDF
zgCgmtoLw-*bC6P)gCh<5@c$D^92}|GOU#vb;pCT0T4_c@g4}*dmsHyPsxDqI8bdBV
z^~m5Z3Af5nCJW2GX-X_%7b~!9DoUm$u`;*OCjLRB`LfbCTn3wAsSWly|M|Il<aV-g
z^6mLO6w8TO^IBEKA(ch_P}yqf(3W>6*S~6op3OR|6Wd~4&?zr^UN$B+D}zxrO^hd6
zVR*Sn3H+W`nk~;9j4n`Shbzx4vMvZbGZA!VUZc=(Zpdp>-})b)>1BWPGp!b<0}xH|
zZfQzmFqOrb@jz+Ib1>mzQ>_TosAfdHHK`FC_lFS6KJor6<(H7v_-x~BZ(L0ve|dcQ
z{vjxzc}At(8~b*^;m&A=gWG2{adl&H0R9?F`i2s;CB7o7u4I)=`Bi>*)Oq^kk>`n9
zlh9vvDtCi9v{JHu;NmLQFTg$TL-L;TjMN+Erx%iUksAiP<TUuP=gIj%;@N8B4s^qR
z<`?U1>1edKgnfr>@<{}8^+W|N1mxye?C?r_Nu-~Y5Hy-YKP#y%I0XoMx2z^MDhTGV
zsPOcOD{{)PQa6T_6;!e%=pkF9-IA0!Cf+_jhMX0aYLStaE$f>>i61k%6>8qsnvzi;
zGiqjqs?6}f6t~#|n=kTf%q~)iYmAY+rT2}!%vObU=UXuIjWiN_w!P;sZEV};*FRdK
zk1XSxd+uo<AMCeea^K3VI1^TLz!K!adm2;bzT6z$yiU44XD-`nT#??_Gy9ElHG=3E
z_?wX?*H7IklM&RIECQCzh!B!S%X?0mt<B<;{b$Q<P@9ZdjFh`)e#_{ue;0>M)=1KG
z23wCpt9y4iTJl_UZSqrJef!s|gFtkPMK-s)zF%Fv*g3Z88@RSyA-=P7zuwrmzPI>N
zP^mCV)l`fMHV`jmQ3ff)uW-RwurV!?<4#~^u4fnRs<NvhsctUrTKGO5S-3jyO<$*7
z{c<2I&tr40HK~=mX!IUsekv{h@%Q<eT~++kb<&$pXY+o$rgiznX}Z&A`k~VcwZh4l
zRMj^3V(vq)@fR&|-zv{0RW3+bb`un7O?B^7Hre$0Uot5Euh(g4>H*xl1fA{pKMAzF
za#eY$?zj#>&JNC&QdObWA_g86)Dn*^CGAWLZN)?La&T$o^fECfWt!r*-o{LR>nhpz
zjd{A;#t)9mGHGs&`K`IeapucrDNT&|nBK;%oRrRaTqg}=nTiJUGL|aMVo?!t=ooPl
z3<Hbg-(w0HnM^Q6b5cb;Qbk!(MG;a(Zc;97C3Y^=$fBjoDNhHQ%w5yn-R-<vS#E5c
zgnZ=`NK4xN51X=tL(z+ql_K5mtsYHd4Q>uaJJN%sWp2Q1<&_*}ns!r<QnF}qIie0P
zi$1@@qe%_+E581Fa>EFnMZxW+KggLLc^bQw7OKsKP-=(7iSpYB9ep89br#Uh-E`KD
z1uK@?F=zWtjq;7kqV&~1<X_p-&6COX(@581rKNpSLLcD;xPEn%=V2BwEUmUQCj`wQ
z0cCwAO5QUI`E{dc31>l)-W*pGXcPEj3YJ};2S1d7zv0Z?6{PtezZIb>5An^s@YQxI
z>6(W>lqr5&(AktTES>x)#8q(Zk5-c?$7{m2#z9FQYF$cO%eT{kBeNLnTh+3uKo)>A
zlc2&?K*ODLVWD|tpFJAT!&yuks$O#2wNk|hSo7kj2tS<bt&Xl&o*Aw9ZXd;=&H)r_
zolJf}w06li7Mb&EU3(sk?j{#V`zhY~%CMCCbnW`QY)IUiLUb71uhzQ!LCg*>c(n+u
z8;o$vjs*x^tz&Bc>aB!|X;tl=wH}Xk=*Ga*#)#IyT?SA-U;3Q%Rc5OnhO$zOnDin=
zABD<h%Z2t>J@?nMCr+C1SN8s5Ya_DJtTS#{MXKPG5jNC?Bw2s+n^3iV-n6qjs@>M*
zcPcR?XN`H^+<kl5)c=yB!tKI6ovg1Wy1uR5e!OZt*CDdCeXglXeMpS=ML?;a&7B%O
zgqLWtCM-iN-ORXsqwU$N=rLGVy=`uPXMewXaclGB@zzq%op$x**d)5<i~3hSV)&TF
zv91L5TYHHGF$L3m_3zuE>GJaCuG@XB?@0_aqF?OT#W~LQ<(2F9rR@8=J<`(h4B0v)
z5&dA#1)qOx`y^i%WTOy9qgDmI&#RlOtJjJvQB3Uf=4xFxl?3bk=e=&Vi)yn%!8_pR
zIGW<N&gHPsCavPOR(2baR&)zSdCMWDQ2qi^{X0bd&Vt;GrE|m9*L}{hzw7(^)q4N!
z$ME6Pqt$lzW_H{2@bJ22j`r2nQ;{EXx!dxD#;@^hseLC$=N1oA(no~(XNn>jQe{ZN
zW@PUopVZ&cwC_!uK<AMT)DYT10jft{szn|ualtb5+tMu9A_uahv2-~qQ;5<mlspIY
zq+jZ`8*3R)>0IvlrxNJ-O4uoi1xjb0N->cNln?UXpvx)|(&c2&`0Z`0B|OqT_(L$5
zf<4u=c}S!taoH<Iq_s5*Z}QO2jP9}1zAFQ{B{5YdTBNmvM?Y>l;%r*G3B#a^V{5D9
zbLQj7$JM)k{>;6K{^`@OYcP{)u#tz}Q`>CI!N^^yYfO0C_`>R#Ydct>PQ60pg!O0N
zT=nxx(6Wm8R;Ba2XVbB`GQorPHBU_^CGSktPG*RrrW%I8$bElch1(&5we(`qddzi|
z%b!Z;w#%0-jn(^oPb{N~_UOZ`EsNDNJ=wqQhd1fDjhbd9xsB_^qFK%J?Cg&Crj=ST
zJ%<v~)is(*2*(Q@BVBe=v{m~aHpCg4X2ju?iJmep?fMB33m(?Uwi{KlF4lX>VNxD@
zA5IfCf8Ctx7smY?3|%S)D{`t-AxwuamLkZVFUp+B?<-5?qoFibMhlx@Wv=6Jk>SWM
z%gcoRSYhawKCV{&4uztxozK0Wet-oeE*L5Cn;*0F390Zhf1kM6$OzP(3o1zp*2Bcz
zEr(80m}3tuM%soJrSgmHAx95>-dp=S@@)8=5MEcimUz4JbkK>zYhlEt=n$+{!0L^=
zVO~~vTYCGw-EW>ZZ=N1;uToHF4{%mo$1K0EUzxk!4LgAU0NHH(IHl@&0(;#j><;t#
zdU6}@`%Ust%kSLI{!f1+(;j0Y;ra9YiBRSAt^sr%p=N@NR+Fi<qlG#Z%k}VXuUd<+
zcFH)BELA!~E2nYlQ1V<WM{nHNmMpc|F?w|}$yAE@lSN&|aVh8p?M8-zLr{Udd!GUI
z@aTIR7~h&Wd7QUXg06V<3+jSoO2Rz$8s~9yhZFIE-jl34o*eHv4V1-2n(u-?^Kp9`
zd4$sG=HAG%acO4%x>YLV?&RO{<&NCE7q8Q$IxibtRh*``I69vEmG-fVHGGbgddb7*
zLeD?Kh^hqRj9o(VO5~%ui{E(E^q3qVONz~Q|Hg{67UaRsqj!INywCMyx+H7am?4+L
z=MUw+RjEt(bsHD_FKbK!9iGV5@Gw-ViKFjd*75z(<YT)!g=&6T`YJzP59HAzl_Dfe
z_G$WKwD#&$)hPt`)Fi0RzcxJ=ccGU6xI<%I?DLE}OAb=`tUinqI}fE2NZmA5ZhEyh
zNa{)=pT^d|Ijh^g-UbrbIYHRzDs=*;9(=|Bbvlbg=vM(*Pwvp;2_fs|Y&367Sn7Da
z*s*H7GcoDr@o{~2qxuc584Q-an?6{T-rO*b`TP^t%U_~K=%66~7-IrX+noPY1KzrV
zQi8d`;ADOOVMX5E;-yGyx{6m;zWClI<8P#9=-!fkrlu!rGd#Vkr6weC_G+v4|2Q6M
ztkTt39=|1D9?jz57BDBB!2jeDmUQ?JdMD(vsLPq>3uGZ#19BY-RdfB<k!e#KiVEVW
zf4wu|y-Rvl{9rci8+vZknwl-qstHO_ChoSrG*NmaBOFsv!06Pu8Jn!o9Yy)vRCaxQ
zJ9BfUmWAs~5&jsi5azt1pDx{TPj0>ggWxG6se!?E6)N|8MisR=yaadML^}8Y@84&9
zuEZ9JjUBo9B3Ie*@j3@V_o9d$Yq3x$QDrz3e-t}bX=rMak1h|T?-FsuoYCK^el#Y^
z_4RG;?p`%iy?K$w$+5^OZs1iVud-qvo-SRQIduII8ZYs4SjHl5po!Rg-Ao>=Di%_)
zfQz!}ru@hSA==x!xh&t_`7~v%b8b4-rfiYgx0M?|rsV2YKXy`MRg*%tQYBy5)TcU0
zch!c_;4M?^P?Z)MD{n8e@Xf^HZnANcUGa9Zagp5{k^;9We%$AnrOxH9y@*u4_(+ZH
zTuEi3OwX1|U4rU4E~0R9nB?nUYV+6ocK6FP(N}--*CYS2W>deA-ISuQg|v_VgJjY1
zWaiWPaS15~;TY*JytTD)>rAM$F&O#L&MAx3>4nitM_=n89`A{Hx~Lg-^;`G*kkHkL
zy-1!EaWiR6&sOVsm_t<4)`6LS)&*D#`J&Ea5<#*1HThL#jjWT4E#p72G!NT%2#Rw(
z#XEmzxTZCDtUF?8lnj&@*R4-fbRO(2k9t@Hup3rcVjfRM6rG<dG7~l?5=jxlYQlKK
z6i@byN6I;>xOpyliO$kk9~Gr&nGw7*pC7YoNdLrA4D?Se)tl(pbeNq?D#)Z1Wmk-_
zG4bNk@j3H|q|Q>_&SA~fv3m`uTBqV*{br?{%D#PQA2$B^7`N9JqhUqR)vducU%(ZO
znONEX(9G(?EUC57l3nc0pjWeYV3_2;V!IEfqGS25l?DD&4_;FDZ7vO1i6clY^oW|2
z@#zXA%taz5S%e<H|FC{_w!t;Ixra}v%qN?e5MgMS%hhTfdDORLHfz#3rYjsV6-^j-
z{D>b9k<qv>Lwo=eR!xjEF-eV}(<fMVw46>vw@s<KjMPlkNWER(@c3++gws~vT~bD#
zOV3^pR%sePUz>~s&|8?QG&NAKPyU%_7b&5iRWElgRyvoWFt?#d!-;T&bT-j=qWsU_
z3Ai9Q@gj6P&U^r|Cwi*jjT2~GFQlx-fyTy1>dN^$_uErQLnZLv(qd-0j-0H13$7jO
z7-E~%N3*%b%@S3n(&`&{-`|NUc^4&ez{h1$HI!~uy)sYsnBrNaipsc3zltyYp%R%I
zwdUjB(zguVt%q6Timu|^*So(omGUkM-n3<1N0zXf6;_MO58x(UO#_z6-_P_uZ4<Tw
ze+$0{jsIhS+qqLVdP<W}L#Om;XhCy@CM8$MX*XV7QA6gn(B}4a=JR~*dBN}HMn&>|
z)~0CcnL_{CQLUYJ99S6GMCtrP_$MbZEvN+n7HdzbbH!6^I}*XK{NWm+r|0XZm%6O`
z<(`hD=hp0tF_(Luln0^G(Vws5Kaa<8Z~m@5-yKbUfyezm^!cBXjm!*;|D8De-y$2C
z8JPZi!_oh}HQ#Rb|EF?4W=5v}_@)0JNd%c0IsZF(`oAVZS=s;ph){M`w*M~?x@ik+
zweLO#ai6q=fo8b!dn|vICd9`(=k~?-(rsN|k+g}{Q#sR?rkRA9Gka#U1-;8Xr1X`z
zGaV=^zp`+ihPN!W;eF9sx4?`X)WwKYHi}(bEf-rQBgbg0$Nk)96I7q?nO^|pC*Nbj
z{^?+qP{YUw3sNNJ1a?I58Qhm9JW4<$^LADKor@L}TLVdsZ*KaPd6llX#`cf{Jw{#_
zFgIlo%SClrM!pG>TsmFpRA|~GFdU`@{}7MQ8_4G{&@@Cf5Ajx^2!MRD<dMViWESlG
zl1QnHau)e%jL!@HG?W>I-hrhDGXwUCOTx!|vm6%4(j-sDx`1aVN%-{xmuWSRMg=_i
zrUuh#!R;WRe-79g9ODF}>+;0;4D6pCfYhlY{MyljnL@^T2_%KZhwq(tBVd68`Umm}
ziO?Z_;z)wwt4s_)ekMwQL3<lXYwaXUp}vT<4xyyNqf3G)UO5TSF+|6x;ppvH1qyjU
zD;1i`bDExZLI^OzK+6T)Ll6=r!KG~7kBMdkgZv}uB@-YDXCd^{{bs)Xgi=YLKogJg
zghXz}EQPOs=D|P%aPv@#prN+NgorwhB`i^DahYP+xeiGmL4_Y-lg$L|a#<Z>dW!nt
zoNzJ(Xj#(0hzWZz;CaFA1AmGDYXU55W6_mv3O!GFAXu=$=Lx{fd2lcc`uGG;^5=P_
zbVdq^UxY`3M39--{K>W`<dAtAs89u@Y?K-^-bMtB3wweJNXwWq2%_1!F#=-<yhxlv
zl@u7~@V{x|pq+Yv(S+HynNt~PBE%Rt#z~FfPXtA{B*kz)bA7*27g`p%_|FVw2M}C1
zHI-4#LJ&+!Km=_Mw`lz-$aQ?MM(uqP$}=V)j_C|?riRHJA3BXSW;s9rXOgfK0zC#C
zUeWmbfm+E$1k|tL`lVObyRh3M8GH{Cy-H6Zo=DAF20$l=NFhRioiKJoqOkKj1IilJ
z49Fb6lZ~4#Z^fWxr(*`G7cHP6F54@}I+b?-;ss!?|9f)66OD;pkcnJ}!&OL@FoCEm
z0R`#wB2<DD$z)^!Wov#Cs3Refz@b;Hk*F)iUc|Zv83#yj8h|GgvaHnw(k7gQ(x_F1
zw2J%$dFuIM9Uvyf5kA&t;Q)yE4R4`_@81T?$b!C_$jS;r*}Zf8s5L{lN|Fc#dT_wi
zLdMDv1e*Nqg@s1l{yDSecikod^zgktfsBKPhc^ZR0h8<rdtsS_%fmvT5WoSET8ldd
z;|~R9bU@ZX!bu2p>D{lL+0^^tv|2^_Ee4?iZYdo?zd)d8h?&5Rd-{Z#fZ~?OXY9KU
z=sZ+Z`dCI1Y~Nv=jkrOoA7UON0R;TZzbr2ux_?PVa}TbQ^X`DnITCN|+bR+jO9U>Y
zGCT6cW(bSNoXN03pgiOhIza^5*+TqtGhldzE??6DflvBG9vOD+P(YTKE-y!7=iGct
zfDd3l3B^Plp5fF|>!Cy&*Mqf`8U&02D-@JA@gk1vCDV%eQ-sr30xKyV=_EGp+OqT>
zHNR&Uj)X9k+3!q50(}svFE|4u8(QJjlZ-dwXH;AQ@W}J)@u!~Y&Hr+3If53y0~06U
zks+pw<%)ZEG_&3DKh?e<L4^)vDvSYtN(l=T?7~^*4b1_;XJQiGk4ErNzEBW%kV4Fg
zjKLP@fy0#)`78W|Jd5ZzfF%bhV89#!w9^;C>#xh#4EJx0nIa33nq<fdKY7gVFM&<{
z8Cn{H!y6@B6OXIKg71M~XEFdPBAf9LnFElw)9dZ%!M7)NI1xzb$3Q0d3x(EKmro8t
zA3ZU{Ul?~o>5(S#bTrdnXu~#3`CkF3kwm~1ykQO<&2GuU^xg5$P!9rVH*!+u?<7&+
z+XJFt`VWt#zXY9}!wG{k&r{4A6z8O@2s_53->zB_HiMtT?!Zrm*c6q328=}6;|C&y
zfiiq_kDT8HGUO2waIH8{6wFHvh={zz%7K8XjhZGTEQ^q!jfL|^JVULA3nJ(wK&x*H
zl{b1tv-mV-1uva{g#;oEy`e=!p1hZk1;nVY732sR8qKWNUjQKG2Eqa+87PZg;F8b_
zLQEyreCfv-XEcY?4%2e5cL64OXL3Q3V1&a7WO|5V0zTmGATc}?A)`j&7?=vdx?uxQ
zya_+8<p_ZY2_wsauYrUFjNtb0gCy7wAmL~`y{kLhWjI3%guJvZ_`uoJ9TJ3iHadbX
zK}4fW4k|x5I=&P4UPV&94zVuuH1}vPW-+`G6p~93dcU}xJ=mQY(c?W{sH;K*wTBzX
zzBcxisM?q(Xy7QE3|N4rxR;<#W*b%<xIRI@4*=yHd)aUPNd%19PIm#)&MpK!xE&_+
zHb|5QT#~ClJM@p}iYBlwcrY6+?mJ^6uc2@|L=oeYeo%p-lH!D!_)DFnbqM1qkeL8*
zCg{Qg@sglE(xJaVev!|Dz6(HE9N9q!iXHhQ#1--_qz|tIxFFR+{W;Z-0s$64bW%c`
zg`r-@*NB_$>$~VP@iKysdWnqR5qd_pFbTi`%-;iNDS|**G6{`G%xnoOq5ClB+OA!c
z7HCK%x$axq3r2?eeL?71>OiCb=370hJ!GK%C%rOy;sRX4!bnC~wG5y*5~e#U029j-
z?MS1-k`+;h2Raw2p~zd@I2JdSua&%0cPDE3KZ-Xe0tIA%f{L)sBRB$yMgr(q;Amca
z;UqE?N^NUix_AjP+9a|^KpF#&KvbU(NHY$hH>?$D9bDt<!X(+6*Bpe16UJy<`Rw;g
zO7QQbYFPonv3oBo!|9qyC(Q8uQRw`DL|LF<p9^MG98C(3rez_58YI;Ses6ZtYA*Nl
zgvudMo`X(HFC&HnVq*{212<l30N!I9n}03@-37>j1xm}7=s9T35*MDcN5-k<f#n&Q
zVbrsQ>JlZ06nBCGo?$-KI4imzEQ-55*i&IXqX9;eKfA!VSMB%@6l*$!Z65S%bH;`%
zkKcx(6&X1ox+KP)0%6b_)cOZLKX33Ci%}*hLfNTP$kG<@Y(-%Y0*h+xrKi|G2X}36
zzI_I7U>^wHQDpvp9Uol`82)3z{aqn0_-DQ0fQGeiXl@B-59h2;z7J$DpGJu3`}Y;J
z*X?;xNF0YRrByq(6R7^(w*w*P(dz^(0?dfO5QQLPw4wVIl{A{#o=_ISfbmW?T9%YF
zdJip9%8>;;xgRXRTeE^+x-pkQq(Y||DV3M-ewT`Fh9ITO`_-5mn7@Z}I|0nuLu!I;
zriDq1K^78E{MqPFE`^&PVFoJU-s9oXbM_NNd;<isaui0S!+xMc{K13Q?vWCLir|u5
zL`TBIg$y~KLiRD2ysRZOXB29Lgb408#*>K1lfb{2LmA*<3Ka;+aUllzX>Ar<!bvtg
z14t7p5KX^{JUTSjm04xm2IZNp7rsk?E23q({MTEvuLZojAHeF@zLs1}*J2iIb*$u=
zCwA3AYR_|KDPW@zf(#s_lQY}irEw*MZXY=Sm*7t40XHvUmV*!k3c{!RnnrLKC*i}i
z{Dx9MV_=kDM0T)Gi?<7{=qysw6~KZ85`)$WO%a$7lS)SXen@Hz9*N2T4noHl6QS9E
zvk$Ay+T{)M+u7c}PnnPF@9R$&hoPBI7w?;wAFo%-s+W(e*S>OFAClSL?<&MOyPLZI
z_G-Q&a4k3LoT9sJr(K6LG_si8g8zY{g}`p3`2a}JHmK|>^wM`y!MpKa4oB$4eK_yN
z<8@>HIT$dac4sNb%3=OroP7g~FG2U^*!KL!wr$&Z^Tv8(+qP}n_8a4kZQHiB^Ur3J
z-7J!Clbh;Fbysy&cUPxU=iGZ<I`#v}2QDDJ8`p5*-UeT<e4HN}KJA}xIWiT{sPj*`
zf*Diir@6&Fm<ls57vDYt&sNe0FShu4&ec~3t8yxBw>nSL{+7<A`VxCPZwSZZX!TuB
zDB;Zfg~Uif_7G+<NUM|OB>#X44$Xe+R!O>ld>R&>R@(7*4&r9}*w$N6;3oSw*r}`A
zV&UAqzE!cQc4_nbJX+J5e!<4=1LCW7>tapo<=Eq1t@_%dvt-cw4~1*x`IGxJ)Aat!
z%)!O8G>0Rp!FHYuyUuh(w#aDKIhR~#ApI&UMmD#P-j{{v?Jng_-OOUXI!iAbs5VP)
zvneqnQGc^R<>y_baA|bd(}!8pc>+y^>C>tOOTP=*!TXlXS7rC}a&^0UkNf;qOXem+
zy7g#$wmy%TcNWRi&YtsXilsZ##W=h6xOqEeikf9rSWZxv0i-R~cgXGkNXTgey)iQH
z&mIm}VLwbcA_}82CS1}m82GwY$jadm&({A`%W=(>pRG&Y{c+bk>%hhM^=K_dVbr|h
z$`w;_z8>bSRe$ZU@@u&j_5I0k`%tpF#&*`PDyrE*`}cBd7#q!>YBc#@PnV)qT-cUm
znA+<<WfXs^51K6BG3t**t5)w^s%mVJE#?1Z=$tHP{hTzMq<^r~{ioR~Qv+M$Q{l6A
z4TvNv!OWLAw#Q&l)CIW#jdjrdhfyd(K;3+M=kjPv7ve{-@FYjzzhbyT(U|?ulzqaA
zBj&u*N-|`g&26QeqDZmGMOPFQwq30m*Wy`|PCScwxZLHg)5WG!0xr60u@{-7wDX2{
z#jx6Cj$W{X=1Nt>n*9)V1E$aA>+@`Y<q^MyT&sEYYT@uqCz7Y|{&Eo=YrvyJ3A1uj
zx_YZOMzXo`UdGuMRAKGd+o!B;9)35-BA2iRURYZz5&3dnOvH#EY(T__J1AUaf*njz
zgq0--V}M(LwtWDGlU8D2jnPd_EEK~tKo6nQ9eMzD7VS?p6~cPA!Ks|1#-*vSDGPTF
zv^Q=?DESG_k>u^=<<s!v<C(NK55_PZ{w4=U$K&JM_HQHETK=!6bz5EUhE!C(ok^SW
zxWRuaMR?T2B%zJx>Un3-Lt0ttYd(7ZB<Qnq1u1T%TIG?UPV(v#=aP4K4$h(9D>AWD
zSG&`hm!8dAoAB<L_i9~#H+8R%1x;NUrNr&$P6>%TdUN)9h+gBdFvIPC5~>K5(HR<J
z&V=NQVIl%4?3e}YQG0O{E?O0p!9qPLJ#8Wofw$dQ-}~8I!C?u`vx46f&Ef0gn^#9y
z^No#>kDHVC_xFv<rkd}cVE0y6kkCh~S-QTj9WDYLUO*wJ9cdG=>L$KPVonQk78n%H
zVQ?nc%Rcn4ejPkadpBVF_j@mMS-0`u>k7XJ>QXrVksniFX>S^`)Q`OPbiH-Be!miY
zf5yL^EDj5NT=#q}3w*lYr^f1f-^IVZ`M%_Wd(zR7w3NqU481z8w@E+x!q48F9UYww
z3`7*l&<OJ_Kk0bB8+4dIqn<&+4Q3(eWD^E9MT4zC(n&e4$>{Nv4r^egNH`$1l!JeF
zJc@OEKIF+WW)gT_BCfx0e%>!%u5vK=eDCSe`#OG3uQR;KOHZw{H)v?cA8P5eYK}S*
zt^A%$DUGEIE!Lb(&du4ONG}Y<bzcLJv!W_v88}-*J-DxLc{Oiomz~y-X8eVFb|JgR
z7Ruw_jK^)*6Rbii(W0-_tf^R&`t=xRkj!PFH7LS3tgLmvLTJjE+KSWqdeu06H~#$1
zxXFPxMlp=GbaDt_mP?n2j#sZq(#lR7Nl-6Y>hX1)x6$>g4|NtuUFTo=`PTlu0n>Pb
zoNEg;X9?9Oj%^c(sIVp0L`Z-yJ+H5=ee(SId|Z6Gyr-Mkw)p(;^7L-m1bw?e2s>mY
zVa#2fE?GZ+jnb{XTC034>B_t+!IVi!IX^e?WZxtvxJ$TiUuy7nl%LjgS<KpKO!01s
z9=Er0PM1iQ*du{WxleFW-rz?X|CQ_0zP-zO{kQ1z(W@*wWnx<n!fl3kk<wgQm~UrS
z)bwcvjO5L}aV_eFfZ;a}@6OX^YL99yzmL27ddr#3^43P*k&^c#8O5cn5<l0jH3j&<
z-H8#rSUlvr85PR0S5r2c0-}31uP>{aXOeaEV)HQn=-c}G;$Zvc#go@*H!FojoQrZG
zZLHYBWf26ILTgT;5rbx6twaL>N2S;u>;%k3H7F!A@7;%u_QXl!`lF3^cPkXG9gl&i
z_GXh8^(Mru`3rU9-S}h#4aZWXiF3Omm#jBFM<x70x8-)N4Z~Yq-N|I-s<-dob`9ID
zt6~Pk*X$8-JLK^Y?!&M|w({PoOj`Q$rvS`D<a|CI`-w80Djm<BtqPld{$F}6mFw_1
z9K|35$Cr;Tj;$S+5#sNqeu&_F^`#L7Jb)0Y3cj&O$K<tDH<1)K_`d$*^TnUBIUC^Z
z`$dnJr&N}uFjTA%u075uXqf1z$5#lm)5B=hfUi^1Gu<{JtQK^%54T<7GE_xw$Zr(X
zB_`|{IBJ2HQQoF0DYHhpcPSnh;XBt`U!U;)8+^k!dOizmH*>wbWCI)XQpJV4e|_km
zH0UXXbxwhGW_MS@qZo5=QBL8p(uIwMv~C~l^y%<f-aCEkmS)=A<xjX2LA7f!h+&;x
z@F-n#t*m@sL?C~5c-QUPv>B%OUiQ@56hRgl^lFIRH>#M#MKkHL3K8=hjcrYBN?Rrn
z%&his>^YT(k>fawHR4I%y%o!mXr5<Tk50YTHfYHrYE2ix;g>cF&2q=cJ{WzSN)YQf
zLJsBiZNL<mFnt=9sXKY+iBcI7ua=qG13Ny&ec?jkBLVGJ-_EwZ=ID4b{5G8YsL$Ef
z+t%~1-7#xFz&PXDQm$&%qs^MG{k(<1py0l{YyY*r+<{)DfcdG>)zLC&z6a~sZj@qE
z2Ar~c^&(!hj}spQ8x^B4^_QGE{%6JkAJF0m)`reM1yab}7`m%)n$N}7VO7h<RH^Td
zL>zjKvBM8dDKu~{wTGEGWE4*n;^Jp0d!0OtdLQeDipQ>xx<XD2u%$bs&ZT9$zz)mi
zKAhc@h{cv$A_hDg_)&4Q(d7=hXlj>N*3HOtfWa0^j*p^qemE(5wZ${5c##OLrfVX)
zx^}l~K9<v}Jm`y0A#jrn4JCu3WGlhTN4A*D>q28$&7Y-TPE5G8v~QX%ExE#&Tw3d?
z)QRyhQ(T16giqZ>^baDMo@*EL7R$&@V8~4@h34$96UAC!nzqO+UY4kMxOTO-TX_Cy
z68qC6o})_N#P#3p9n5Dw!m>B+j;p%#mJj*Z!ZOi~(%rMC<L@@rhDE=)<GXk@XZ6f=
zm5h7pn+^S1ri){K%l`XCXKU9=Plo+Uv^Jh|45sSuQdxW9EL^We+M6s%$C|0L;7FEW
zvtsJpVbe=Gg8Ejkps~{s=t;1`Ooh0I@vAy*sy7Q&1-O!4-#rlLS|c&Nd9<T~_OaKF
zOV164CfANfHa}yJ3u^WwB`<;u*~pq$bCV-B90u7d(e^nmHDb&YT)i&){fh1Q-DPbN
zhy98RqS!N#RiP_u;M&@jI_w;y4GhN294d|8lg7o%MYXQCm&$2f?}8h@QE>eHuFaY$
z28!}l5}hphE-rxyW-Y*Wfx|wIt3;Y3S5*`0;~iMz_Nhz3r`+UzRKG)$JH;*3;@=<s
zw0;7T7wvqw&JkAwZzcw9ER-E_8PtW;-?@{1R5K54JYHgz%hf&Kjf<t<O^WjwpCu%=
zORnpYPw5#;YM4%e+M!v=XO40MkeM$-BY$|(+F$CI@y0@mxeRCyP>1Ow)YQ2sr1p?8
z^Yk#gY9^d3hy)}uOy`RZk)h>xaz#*wmw|M=Kt3dpzi*{(^&UPJH?w+uXaA1k$(p)e
zZ0<pSAodv;ew0%5`l8(m+;C=-@LFXZXy@XWz8^*8{u`tTckL)KD8y+^?4jNdMI49H
z88c*9<o4F@lJLipU6|0HRkHwKUJ{PymW_^+^Dhssmfo96fTdnvp#T1n_5M`ui=?>@
ze|LLv-y#}j)$&6A`?^3iJsV<~RC*VkWgk62!5>6VR`1=2MgP(PY-HD6?$`lRJHLXd
zj6k;WCNAsSZrt`LrvpR?rQ2UkV6%va>9vZoJN#>4p!-mGNte7vp`%Oha*AQSLuzy_
zxu6S`Pu8mcl`A2-hNSZOeAAc!(51C)!?Ap6GW^;xmvPvf)pM_nbpMg9P&;VcYNOkv
zFV6Pb$S=oYl@@BfS(l0hvPsmg{4h?&*H`_L2oV#z!pU#A|03Kz{=rPJVCTg@aQg~3
zoICKOz4<?E;YoYpX<sHwqU6Z@&W@Zf;#wrp9RG@Ga-!43W#d8=f69@5;l7oN?^yV=
zt=q-u#ThCZ1(8Jnkt26`{ORpSTcACo<VQ(+U1o67l=ZD>v@%xD=j$wy2$kd0Yb>5#
zzI3k>n>@pM;w~!IRv6E~hZubsv2MjHA>zIyE8>3tY+JiG+Li+UE{?_^9C2*&(o6dk
z#SJPnGjdD(OPKOYI0IWgaS}ssp~pL@$8q0fZx!P0v?Wm|!Z21wv9U>BpkN_WSeH9c
zjHKE;OFH@xG2|?`&ADJ!70M=}ExC5*(wOlmf`OaRl{x*PZYRe6d@#-?tB=x^D&kVC
zRV!Gl+idq!8HZ8E&N8Cy(U7>8_Fwh$T$zHlwk6tU%w1i1=;ed3xhR&0eW>`m<H}<H
z7FtVs-K^(I<7Bc)Ifdh(B28F1#BaFrGcZKM75DZlHuXlFQVHQpsdD}-M=?*RJ7g*X
zQLLa05*GdiG2sNuoi{CpYZOAX>W-3Ib5u+p&GNP?QRILf4Zbg+E|6zXeh^%LfuATM
z(BZ_Cg>Bq{hk;BX;{Kapjfx2N#WBRJz#jQ#^U0gAZB<g7ZeM3H$FUS{{A&BJXc@;U
zW;s2FXRoL=Ik7_S-95*zSDnYIA;*biTleEx8#i8f^?Cq^+NzUOQqO?*y=&Na#?FCC
zx>N<e@1m6B+=a8!JWiozf%e-)Q_s^-`3J755WW1lNDaQ<3<9~@7d-uusehIG{bg)(
z8YO+a6t18KD)<B^P-0cJ>byo+Rt7u8SLHvT&Ym8BR;x9aHmzN&x;oa|fAV?kS08OM
zwmC0cU$PVL@N*k&eLlK|NUBzrWO&}BtS|Fk6*tP4OLB+L^G6>d47#AE7ixRHyfXN>
zlKOI%Xt$~Evl<`vw-I>yRdN;WT@3Gszp+#@hAj*BcqPD;>(_YbohZe)%Z)yoHRh~$
z7}kQNCe1?<$ZC-)dVsjvYk%M6Q>4i?@piAOGyH=ZZ9m8ob_9(1qn`TLh6kG<Cy9^<
zak0jRHqdkRp-z-&J~;+qS#qHjm-R9e2q1WUaGr>%BSeQ8^MQ_&g}Mc-s*an-ApM~`
zE<i(9KO))m-yh3MHPDDu&$-2MFF8O~V9Ydg_xi5Y4U12aqtb;%7g)z=V@3P131(VL
z<nhH^NnG>4C&<PoDs&xO!cooIFpdG`z0BL3P$BhJDF&-y>g+6a+7DsOjpZr(xI{ym
z^kUq7s`}}Xy8hSBU>$Jd;#=-;`Ru=X-mbB55!KvaM|(nX+Mw{;=I~w~1a}&&cf6e#
z4JUFoL}R`hv4;bFx13`IVwha@*uR3tc7s+mN#1wg-#2YK+)K8w`Ex8HU?td=^}gHM
zyZ>7Ja=ZFkxPFV+()@B3eBsf$E(&8;u<VOSq1jHuiN0POX1Kb#s(mF5q=TrXxZdGQ
zt7UT}ef2EPrTS7@KCR89!_s>m&E;usw_bd^H1UM(I3Is%@tz_GX&Mw%{+bne@$5-N
zi1`FR&I>^O6gvcy83G&_68xf0qO&nQC$%H~C;uU?uUD>4>2E|SRI?T>IP>A)5qu9-
ziRySMim1zlWiRY~$;Ik<<i<G|Cik<uww(*~6D0Rj=u7?Rmd3Wm>}qkNjah~D%tGGj
z^m0B&hso@oLYv=LkJ*l$%Z*9DQnkx0t(#pxBgesEaHKk8*GI>SzckcQo)>&D>`HW&
z)ozLZ$AU@)d)oNod#a$Pz~B~A9WQ^OfFXl9fIDcuYEp)t6jomM`D>lu_liAawY6jP
zqjH`Sa-W{*#d>1NA-CQJ#l|T3%~8IcsGq}T`p^#AY0}%QAr&L_xX^-ZRh~t}TRMH*
z4)x~7BWjDmX|w#7eZ0r|Gvq_kqeIZcLC}LjbPoewjGT6u^~03GX;k%6-$gt<LkTV$
zr$2oj87}UPnlZ+#3^b8=%<wBr$fS4^)B~2s+vUYCG`lfc>ntf;=p=?<I}i+)3nHCh
zJ5r7{c?V8Yo%!h0uI}TmdxL{@A{obtC-(Yl#L|qBP0S6Ji6;(d?A-tB*Z{?%^Ay77
zJuKd@k#s$MYWzjZjxtm5F>mkjBLNT{)U>jIABFSH+C|URPPv^I*dqZA^s{KY<+<Vf
zguiu<mbs!=)8pt^uVuuyOV}SSiyb)q29{eZgZ@9m@XU<=Ii$|a$@Cw?<1GIlbyyky
z<4C<MtZZ!mao^aO|3B(*vj6Az;rh>M1swkiP2&GfEBJp#9{yn!F#WHzf-W5aN7`X~
z35(QE;4Et@MWtWFb@#5OstLv!NmLO@4<paC$#fO!kURKx#C{^1cv}R?c$5xD4XD0A
zkTG~%b|<zwy?XuWEMf`o%dK5)0|xI99JNVtpBOBge0)7ur#b1Hj@jm!E%w>Ba<VVJ
zR#B6L!hafoXW7_qP~T$3v?7O*Mc3UhZ%P+}mUhFfg+qsy*k&E~SDfg$S87g`A&FT>
z9sg__CCG@{I5ZF{|Iv(HnqnPl+BwiHQ0F+7<bdp(5|)u9za0{@bL?i?3Wy}3=ND-^
z2cQx==G%)wP8B7Gr{^9HIRR@+;w93yx$R|X*%7hH#wbpQ4z<MOx)-20-5Q}A!c(&^
z0lqBBsfB73qMfVE8KWQR+JaKb!g?SiFq(HzXqCdhrI`(ZQU#gYQ+{&X?5xlY;cR*7
zb$^ZNNl6+Z;zJfS?SS7?*!-lTAXCkltUrDODlU7$2OMSy1G>g1f@KqMpNj>mD9Go$
z4iOT?H_fo>ewhMn)dQzc2U+I-hR7nmBMaDKbLbG-x!GMQ@AKW0sBPVQ#U=1_9%Y4(
z%|sCHkZ4iH!x6?&Cd`uAm3+S(5Yoj*Z3H+HV`C3oqacm+l0^llSW6>8g;-}epwg}<
zfq{>+laU4f$u!vpn<g2Hp=>cHr}wv(9)gbVlk<Z`7QbMY0>up<1LAF#0n3Q<D-pFT
z1@6oG$7-Zbf*iO4;e(N3wj&WvP6pWFpVcpb|Da_9Q+Xg9jzU0<8-XvN5FoA~i6~Y|
z#NvJ+JP{Lj2|$!kXU0x|AVe0+N<1_r<skDBXLi^z#mhpSmLvkf6BvgV1NAw|h>6c0
zK{_acPO=_3eyJ@Xvh8!*-OG`cP&I=Z-5_BL;yr=viPb@@L5LBVmV|(~1hU9rx+x@z
z`|Jz$%AgHJj#r=<ax4&-dFf3T6lr+XAf*m~ePwOdr%w-vG@uVJLwHkaMMJVbVG!+m
z{t;#sYoY%nBGN_{`{2%@1L01O_?FggFrX*paDAbXQ?<c!%<o+!Mj!(?vD>wa;^)#C
zl8utW5HZ9Ln+`L@E==Yer+#pVASvl2F1rz(98R!E=8;nbvXH*Tn!`Ji0*f-sI9Q6v
zPg_$#w8Y2>$H<W~W|-Nb$*ks)CXGzMBN>SFs=DmR0R5YXYY<sS2tfV_3xe9okc5)w
z?M5JG)+TXA%0exQH&y8j>7cly7h!cBC&Vs61B<GU+6!8-!5)I{+hn>M?TNmvLfDOy
z6bEPGAirUR?hs{$K`j!?c>^<7=lp5$g(e;eZh$+3kC^3tGA<?Ec1UxMc{^&b$hf;G
zu|DKg8HmuC&QVg`weF0pA0Zx3U{LxL`yvSF52&FO`3e9BSr(}{T$Hshz>s!{hnNV&
zKT`4pNS0far2%TGV<SK#X2Y-OFNR8*xl6e0hTnocIg_69oCX{V>JfZ!V;#b#DEST9
zHQSWyh94`*^x;a3&8#2jlIOBPgP%jAE<m4dp!*bQ7A|w#_|Drw2+SIUGaeyr;^07(
z*a-*?jf*ieoqX*@KMju1UC>B=p9B#~hK~+hc8-xxO)Ry3#WRTEr%Sz#VK7a3jvQ4V
z{C}XQ)ZawLp9a?m;5Ml56Ks)enU_BF<MWJYAN!goi2Ow<r_}eLwXl#HK$sB#gxF9-
ze%KBENE&#E$nnu<L|Ew{@o_0>wV_Q-M?d}?lbCbN_wbUunnyB!*k%cvOkhw#K*+>_
zRU~j;%f;IJOG*&PJqAb<u%=h?xj2~IuEdGWRu3SsNo%*m0Lba+@%kZ)GX~W~=$Rcv
zs-n6_EdA0GcpQYtI_GI3K<R&h!}Au9GKi{XD*Paz2oKyR;L4N!Bog{5egLrq!N9y=
zF$sgy!7D=E=4%B483d!iT$u=&bjWkchSo{^cz0Wi3PZ|^$I)c`TZN*vG=nyp^E<#6
zR?i=Vnm`gnIj+VACasQ-07_Vr6a&hSi&6S%c&0ZDnVNEoNpH?Sfb2o6OcD<f%7Bav
zAG|<3;20I!nVE-l50s0alaN1d-61fjX>9-@j4{12K{iH|)S(n3pO|EsJmJN}FH+J@
z@*HAB1{jB!s@O_Pd2aqquxPi%NS-)etvN_rMgv(uOl#O2Hy9np+do|?LMqP49N9=5
zG%yG=9V<S`xJ7a>OjPTDTeQI15CMXUi8ohr&oVE`c63XW88QN}M7T@zGZ-aBNNGCW
zc8#Jrn@zd^S=j^xG}$}^x~U{f9G?t9@*^Pgc-)y*gt<5t&!SUNakvqGP-PTiB6y`0
zk_^qM^KepU&U%Ul5tM0MN)&a*Ar;bx6lcQNJh0ZoQpuO)lp=xIZEwxvp%i6KR>5RJ
z^DbbiIje^>AVl-*-O{)a(Z$v>7%NQ<zb32nAXdTUKT>3WffbZwI8{wWHRG_!g$@Pn
z3A~iJIgek;K}Q?I_xjv(U{%rR)ticaQPbOip<T{T#g+Pg;j#gR#)yeZ%2+Kx;UQ&)
z2Q_73k755paLiLQFgNzYqg0KvUnxUV3llw^aVZN70A+FTC1yz^?RSmZMj%6tKqsDs
zmlr36pEqUKgG3I)6HU;+)3J%<PR0Nbk3JlHKu}7R)oG8Dj?oYM2thR(Sfkvz;81>s
zCXf;<0*Qk%ifG6ffu%EPK*OWBjwAVtO^^s{BHW55goS~`OQPVKdxJ>L6&RbKp@kU{
z1WXp(D~1Mu2!iyHhK@{F|0N|IS7IbHX95XJ`r{wOoivR6x2Aum6Pc<)0<I1@vPJ?y
zyx0h52^=TB4qH*4Gf2NGEhz=4Nj)m;A0?cySZKjoAxNt#UL%xhAuzwu&b?|jd7K;I
zFK__J@v~@x3Emk7G2TebB&3P@`w7))9FRn;@+3L$4MctbH8NUS7@{h-A7}x@BG`ZZ
zK1_)U0mGzl#yi8fEqqyl7)2x2L?Fq0Y(OjvIHC}7eqH_q$0@JGl!{-V2tU&)XaX31
zLo*vFp*m1ehzcl&o4#+i1Y#?jWF1q8$kE?&=ZlL;4=i}X4_KUPqn@lDrPYrszR67S
zz!(7<yepWjURlu#G<>l_OjClC+9wuk@R81)=Y=?s81k?b-)QgW3z6Qs_YsQ>N|clo
zd6FP4GUy{oD8hE32s}(BM@01l$vlF9j{~tgyZXCAgyR4jI|;$g_T(i=VIwmKCv8hC
z1(}#8x@p9mY1@_mk6dWXkgEyXN-?gHQ7Ql#QYZlmMtLVPX{MmzUR$HLw9g;HXgTn@
z*NV?=A*SUIf$)*OlAU{%;1n_JQx<&{3El6#8e<V6J;(FEf*vAoj8eE+f2v4;opVaT
zPt)$L_*It?e*HbJW^o`o@yjy7Q$eo7y9RQDo3XDJRp<kTCXXlm(OM%8$M&R*M<5Nv
z*j@Tl*{g+yom1E)bSuoo$wER#1$jLKv<X5CeEqGsXDyV#jUS#LTKW?l4~AI^2zq!o
ziqvkQPLdilAmtd24Tx~702cvH;h*}jJ6pWjc|4RlX)=+zk2E(JX{jh6t_~sf+TS~o
zWz_EyZd%MyaOeV<J;O>iQtS?sZo*VaP%JZz6pwh3@v|G1Y(x<S2QP`xb<(xR^UkWP
zW074ii&wy%$-9v|yNApD_Q}QL&a1hNN9%LP!o&OSl%dYkeC8~5a<nlLLd*IgR^a<y
z;B!Be_shb?zBP@1sNabsJD#(eN5Hd*AVEkv_bFm&F*f;3i>1Qnj7Oj+d*i~X>)PRt
z>W~KK)2b34=QV4aMj5ZMI-7ZGszf}nf$a&FEqgzW%xWg;yKnW(#sQq9>)DVgeRINw
zJ|mXAa<mn2#2q1-eg2eGGU=n6sl0W3J-LdWu9CZzchhSU8$w@|mb}+UzE!?6BwtmH
zdd+ILe<6Yzo2Ey#RletpOGx`W;`i~EbFlnv$2P~dRrlW~2#zy&`m-{Za{LK-M<`rj
zb3hUIs&1t9N<VjRntM|AZ1gFcelo&H1*mf0Da}B@@A%VSl&|${EvhXr#I@q0df2g@
z0E9pQLRV!X-hw*Tg8B&!sDUD=!AyON0L6@Pr8+G45;cjPVm*daRdn#0@+$RGK}_?Q
zKK8FFF+9sZO7*HO5zS?WbgDzmW%`q8L^XW5Io0^aNF6rW@4IeA6j?|@Vfk{ouEVs^
zjjU61oHF~gQXZB;cEVsp2}pBk*G)g+pyP&0P=!4-XoBoo=EkLQDB!YLUFL?Qw$4S{
zF@JS6-Odfc4iLfxGQ!PqO70Uz7qZ68xkZO6HI@BZA8Pn&JT>IX+-AMvWIZ3$iCbt!
zbeG<G6yX6WkQ?5-)P?w0bbGS!(7zCVRYkpKUSM5pRvV$_ilkk9QWkN=I@_(>#J_Bz
zhI=Mjs)m}anl>msOFfYQ(^#Y21k+g5Px~uE%^*cJ?eM=Bv#{X9M;e);n`$7MCg0Ll
z3XW6H$Qu8ob9ZqHy!j`rh5q#CxAo)MC9=DIsviivN$`80eaff27+1=cFmit{syQ*b
z>>%<qkW+gts#h$v{)E*-g=HoIa#~wg5q}A&R@e?}1D3gy-8--E^fURIEne0(Ob9T`
zV^+(MtMn(l@{=8xbXNiImwHdIEvv4y1`iuGmUeO4tuSPTV*iQ=P<ExChH~!m0cJ$B
z*v`;Le1}7e#yX>BH1^DI?36V|+qNP2W&VpZSyrbeCnUpkHgE)<Z8m>fY&qUfJ<Fvc
z7L67MTV@zFofOo9DQr+x4d*LXnmo|=u3BFa&}%{FD|-Jq2ec;;a-k>74+7J#t8xdc
z9Q$xyx=S}4Np$s<*QeNi{SI6$uU8YefllTMm`|8w#eL)*Ofz7$v^x{0?Lkwrm9?Ig
zfAd!;gM-x-EBT#|cE&EA@LT9$F${}(KmPYX{_g>UGVP)+0Blz`jS4nYAOI>brn!AG
z9!<3h9M3WtnUhkTX4U8V*(4Ni&Y;I(g%9`XE+o6zAlGum8Svy6f|qXKYqU~@<$@5>
z-m&Yt>rr64ftd*3^RR@f8%8P0K#WZigf8qcTH?(t@(0<VI5nAFZB5;LzbG0tq~Z5=
z=oC=^{I1c>W#25s0wNOb4P!*g91YC=`t^BNyIf8{K>X!18v9S2=?*Yjys+#c5dlw@
zXgu~pM6@2~j}{tT0iQ~=OV!!8Q?25Yyoev46V3~00&4B-TmNA<jcjrB->DJWr7p{A
z71l#|)p?EOr&gBS*UxnUd?VRY*)Ys1&^Pjf>ZRoM10jd`4UObHr^wZFtqFjsADbxC
zLmyMy*O+sap~+?`2c|1m-(MaAbZkpF!CMq&RNu1joSAC$pzEBPY7A<r-I~yR(pI|B
zFs+p}q7z_xziv%>EpEt8my918-L`1Rb>}>pC*wI&WWRf3UUVJ@Hod9!h;X*=U2yeE
zJ7AJa6=XL67GX?jsd;bC+DqoYz!ej-wb0AK&FudG6SuxWsOW@bXw?Gba!1<H*jnF$
zF1?lh^wz@;ezM!~YO$BjFIu#lsih`nn%r5mr)kT^dO|w>xg}|R8x>CB(OOM9bZU=o
zBBspj(z<<SKZ|&`UO##Cs?XxLDX7Ovitb*_EykY`57f&KkNPF23Rv=SYSm^-G~xQ&
z-Ic-53A%b%!6VLYeBR7YKglO;7(oC%L&n1>b#+1Zw<7hRLRXI$p;&t$SN{}xRXxr-
zb3uw>wO1<JDK$HbUyDHbm?#!6VT@=1XRbP=CwdN*m{q2hwyWVGp)1=5Pu;h-hypC?
za;5~;4M23DApR(!<>4vxB=s?%lkgH(NUKHCLF#^<XIc7g2T@LJeZJUek1zeB-PV0Z
z(V~2*Ufxo9a!&IW646~>V9T-e+ZUK-QEq-|{C7ve;uziU2!skV??n9t3Rq*;3akIh
z{m2HJ%C#(WKvQ?kRrdWm&jfp+o*R0a@CTIn(LkHB$(x9G$@*rGskW#8zAfpIH>Uoa
z_<6648F<buiWwCagLh>-ryJKDylo{<VAXGit1&ffZ&ZZ7>Xz9aBj;#bWlGgnL&6$s
ziVYM_lE)e7GfQrzc#l&FQ-$<^MX9FbEA++Dh&KqKL*|x8-KiR@E`$p0p@NJZu`Yxk
zz1<ewjn(Ap?aTFC^@@g8#6ScoD~W7Jw@XvKowuEj#RC(uMIRBw<H&A8{Ks{}?rVV!
zU9PnG(8yH_m!}=)7af<kR`3SZLXC>qjq);@tiCn0f6*a;Pq)!uAsO;Iqbla!@ALDE
zMlSOVJwB{pryngTdbaHEr<s2>T;Lt3Ga(mArR2;W6Dhp5t@gQ(^8sbB-9BFjG>NB0
zCCOyLcV(sLwbZv_Ga=05Gh5qOymm+$@MUk7GD%e6uD+mGitr0$+P>~os`3VEsdk@r
z<QEDpPOBD-lW&tfS6{?y`FqK~I*o9ewtX#MM0)v%&V#h4$L{2vQ#>^_bZe#@3~0u+
zmNd2+rW_n;#wV-0=?NkZLIm=bP>EHyI;QTnoKv1_8aEEd8k{o&&9Fj-3i2<`p3=|b
z#1XhQ<MiQI<p&7*FQI1@>35A++b4gnG9G3hkFk~)!7-pry=l<yA0H66Rs%uwWp1$|
z^I+<*K4RcVOfz7U4!yf@#8R0wV+pP=+<2hV|LUff9nxFA46g?NlS$;e=2Uw=LO7Jf
zY`u%*`}}@{;~k?mc|Lg9^f#N9e0hG+ss3M+JY)6b!BHpI9~E}f#LOerGao%Vdv`7k
z+3DDK&+|eSQi#tBhT~&f0uEE(q~2}jE9g>eH%{Y^i$vs*>NOqVbyEt0o!s-H+uQJ|
zYarTe7>vi{$angrqrpj=;#PTIW}U7ahHl+yWsZvA9E#?337*0~ikJFmJXR~pJdNkE
z8KT=Ty5$A7_>F;I7^&FMHN~83{F7_()hQuboXjSTdZ*Yo7;zJ3qFeWG>XyH3vBdMW
z3S6FE0}m`oR~ruV4pNSYvL*WMG>&KU&YzZJK(W{hrElN$7)&F-@cpo(sovK0KKfk1
zp$CvuNv*m*ov~1|s<`BJ9J9_S*2(2EKc%-pv?l23e|O1AkVN^g4(T;AU<caFH?S!*
zn^Um=T87s{P+7Nmq6t1-d^kMYWg3n_@zg*2mG(xQ_U4i1;a~pS;B4HW-QH}VN8GNL
zSzqFQi7%JZDiB6h4@^}LQI$dP5k@i6Z8byEMuNnhGWhMz%7N{)vh7_Z56{K37k^90
z9?hc9Mj|DtVTvRj@B2zDor>ekfCmu%?1fn$4bvM*R}PfrTT*Dns}%}dh~DiZJ1l^t
z%$HYIR43MWF5d6f=aX!O0SCUL*v9&y#qP~bX<fBY^jV7eGHm7{4B#=pD5^)D(#>&m
zM>&v+lf(~l#9EW&gdwJpt}Syz|9+Cj#^BG8x6Pc+<d5Lc>wca+7KnFz!3TVDfUy5P
zuO+#w?S&iTo9o(<E`>8-i0#6>ba{6vj&b;_xk=yS=)kPencl^n!$2=jUOJ9CpZ?S~
zh^S&^EzU=5`a{IQ_rkL%o<#f+yb?O)IPhiX$(`zHY<_-#YURuQy~PXXRpd%VI(TM#
z>{{8eKYu#<Q5jjyR{^v2D&hONzkF0`s+Fk<8Kt^me-CAsDo4G^y^h_WLxWYx)zi~F
ztI~I}OyK)6^uvN!H1#-DoF{|Um+IH`z_cO65y}>wn5^aHKhSLA7KQH57JZag-Tp8-
zCLyQW6nZ_~JhO0N@kX*55OFc|tJlwL0XdX^F6e4QW5d?~AN9suXwTe~wx#&^aA>eF
z89$1g?pC0gi5wqvTBH3vzi!OZVea#>YR6!uD)4!D!~R|{TaGa%-|Qe|9}h0DTJd)A
z9v<Uq+3_<4uJ3p=^(Lpb*a;ZOj~h=X&xFi2XT`t2lrtS?)t%N$Jk}#xO(t<<wPFtH
zR;ypgXS~aiB%Iy$9&>9lW=;BY#s8kl8y)mcJk<K!)J`R*X=c9pz_F>=zS#zjLy14G
zJ|_>pmrvttM#T1Xr*-GhPQAl-)SKx}UA-P2xVX$y@DD}BNcUhG9#BrEG4Gcp8n3;L
zN;7L{ZZMi`pAHU1{NZ><&()pCd<^m~eYN7&xPkoCr9WDpl$bw%opfkUtGby|YW)0M
zl|b9Pcjhe&AyIMYG>B^F#7x(LS=Zg}8ts>8933=t;6t$_BN`JSH48owjk#L(shu)0
z5~Cj5OehNcJcRxllrqMT*cMxNy6YS65czBU{zBQo=L(ShMuqsOOvefI8Yw-%h@%v!
z7)R|kc#ekDSnumx5>Gvc8DAeYbpO`9q;!=E9lFNGTCHW0CwQ<E*ttCiA2O-#pwTJ0
zwm#Yht}SGUDUqm+C6|aSye~X5b8!;+?&59dX)iJ5n9RkaJKg^M@Ilr*uzh<C&8LAs
z8SWvbfGJ@cu8F_NoJz*WRpR@dwZ0Gi`7K1`UDu6y|LQLCtJjckdA!+lgmzfzt3^MB
z?1>BdH@%u%tD}Xh2J#Dg_-T*c8>fvClat!M`bpba9=<OB=S~C@%GYhH1OcP)6&BIG
zp11Ssb!qO`QBRDIEXzkojt;@3?>9xy>$cw4_H>WeHRkv2;CGhK+l6iHR}9e29_II(
z!ngSReHioReACPE_t)D+Bty?5;`i%wWTe1bs%fqs-}mLd*F2Wq_d;~aa;+XgZHZ}W
zDJsb7>c`uGOSd+i!VS(}%YTO!O0NdgZj7bR1mymZjxg)3Y+L^Fg}1F~^9Pf%-3kJL
zr<|%KGePR#mi9gz9qG2dT;F(R>}NQGSvAnDiJ7ab2Nk9o*BAxbd}kDq=RT{xrfsc{
zZ9U|1I?s;g+t@GGd@s{t<*pFkT8N+N8}V+YWv!28zC1mJP1k3KPZZf({ub9j_m!88
z3m(PVd<P82%Xh{pO1<X-{9`>9JyQw?4L=VsajeI58#O_7w67$d2W?2kW4{;%Ho<Ou
zw={l0fh07S9O{@b>yUF{#J((kUlBFP5pBvr(4xRDrk|_gaMo_-CJA@%e0B2Gi%A5=
zzSF~d4#$g?{({Agc6@h%cLp&9YJWny!i>ap+glp;(->qU?r%l$v>hCu?s4RFRej5B
zD@}EQFS{1Xsuydn9tVNfoEK+LcXo|Qr}sVPWN5CJtW13PI@?nX<0Bc@+q+3X_j*Uu
z*lG|$?qjw**Si;=Mz)U6_u_NIcVFXi&)Y{R{pY01?T1rvSIG?{19ied=eQM~s(`*)
zP!Xlws+ZPtyihX!K7R}R{%8IM{$|LkaqID1V7!Pyqw_=Cc<F)UKPw;hU%T~65_D!z
zdR<u)HQn4=6RG3FG?ec~F=hV@@S-be4&PQ3hu=y{hxX@3t?a$Hb-ehxGP?P4a<;Rx
zbSD|)N8US7|D1kPM4nbsks+^pVuZr__<B0-*@>IFMh;$FT%BFL8NH8~rWX6O+a%B?
zOA$XFG3?;M3{ARPxVoQ|4&V%YxKY3JY}>RT79t$KzBzczXX#9)&JVimc3ZadS=MGv
zWmM0vg3_fdBE`ut*nb&u^Vv=vFF#+0X3pCEo_ILVd_Au`eGS%LA&7Q+%WQdYm4ap0
z)8<<-)NNM3wOyO?i5A`I;~z$S-E{4HO<2Du%?-)?l0fRT-tGg$u`M@Ws@T>~+Lm&l
z0h`V*4|B{fj*h?XUA?_G-d}$zZtY^j4jvY4JT@u}3=VSG9#x)F>}&|Q)zLK42=-8!
zzE2~d<QEi;RJHv2=%CCz4I!i<61iedCv6r_pf=(3AG<64itJ`SQ_4&#VIV-L9JWh(
zC1e>x)VP*1w(1D(%)T-<xnjkCvy6$wk4Ur7o&KFTXu)}^Gj;PgXF}F<%<esq%cA3x
zxgD=#VBj7XL_quEB(1@3q&>ICq0<x8K_1&0Tkj$!35PGRQ+J0^#HIwb`Lt(E0*Sli
z*4$Aw>D6oSe!b5>HL|!rl17Y=<4yyzRrtE&z@{-dwPbFP3+vMy?`hv1>6^J9xjH_q
zqVo;;>t75F%2!@Qo4uG}Iq{g#ti0am<zoFKKi<$)_xRH$f#oBOlA11{nSEh@ga3-=
z8_~ZEM&SR5$^XFK|1l=d%EbI1yScM6GyTVSG%GVR*Z+ij|KIUwR@VQAn>!~H>;LBF
zJ{dzgY>%(^>By$v8ybMv02jxT{H*~i1tt}bLNrD!2?#KFn_*GuP&tr&ZtF00S@yH_
z0pI>0^nvd2$Nxt$cPsYmK~>Jx<k+biq0-3NSk%bqA7*@fI-A<L`eO28Nlns{S(!9j
z4uD&gdynFhW`DK}?-TVlrZQ`QXGm@922~|kGk;dKkHhRAHAJ9z86Yqxg>w04u^~ej
z>a(OO{n%q+!3Inhw)dJ|nN&|`>0M0AQWvk8qm{2LF9avSr`_bXq&kLk<0{Iqkarv=
zeS?)r(mi{_vWJ7?6FWRU?Nw|E`zpy=Z876m1U490>f3ZQ>nTEaBrfV)3qT1I@8tzp
zuzgIZiK5=k3Ovxe&D1r;?(Bw3*kOg5irv>Pa6m-yBDD_X*%IQzp9lLeHj8ZQ(-gwJ
zC4@v<yrfq|nRJ0=FbovJ`D?-(A;=k54Y-L^MXB&6E)3MuvQCyP13pVnn=!(rZ$4;l
zqd#l^weD(!WoYtF$LrS6%@=;FvKhtvQ?4JvSzO0xKFgtOK7riN6M(YOz);VE|DgFS
zb^M6Zy@hGef8oDlDZm}Us`AIGVpBowf|7!ds#Jp4Txj(tm->_Zr#ij8CaZ#oMXqz+
zds~psM`5-Wf}8CjqR>ANy&Rp89)6rF(p37_)WDe;L>aoE*y$KJ=uf;EdSO<P0S9Dm
zMpm$8vyX~!2~<J?=+jlusEFj>8C0GYLeAoqV*_4g#v^^K2PFH%zd?=V<W1?yW)QdP
ziw+96z`xj3bK3L7lDr4J!nOQ{;N^m2XE;O7NLX!7j6LA@2_+ujRjo$q0|U6>d9~cH
zkSp@slZ?{*OV@ihqeb-Yw)N3{$U@;$e93~rA#pf@Ao}hn;sTKc{qXYzq5O~=Ca6UR
zRl_9U;{3e0Ss|F`6{U)?$X@y7xQ4{Zk<h0h<6|?919|x^au74Fpi&kb76Nhyb_#-Z
zgf>px_`}?tcnMh1XSJ?mHiV<Q4_4yqC*rgQp=j7yshIl9M)fLIz<f$7OH85@DLBCF
z&D<@RjFoi?u?J3)A%=|M<y7Z6Z5E@#Ct~s<L!j4;;uiFmieP_P!t>3{m`Sq=JeoD&
z0;`YJSQCeF<x#!TWZZCx)JW@&dV~w^=%<0SJ$|9~(Sbn8g0+SW=0mHJf`uVt2Xovc
z87ac#nT(_+&s{_Y!3OQY2($ay4@8+KBsZi`?dS{_n%&gY{)N7IzVK#6D+cMsbSqX3
zss_3#5685E#|EVMmn7m2F~Oop%+p}S38AJLKqFD6)Z?L!QAcwXmy&{t;YX88m1y7w
z(6a&?GV1=rvr};c_(7=ot6$_Ma0Y3xW$14_yok|45%dNGg#d2o-J6I7V%(&o;Jy6o
zV?Y32BTH_}%vXzfJNl0)yn6BRyHw$&W~y<rg<3)3N>OEbx;_9TR0BjKtp(K-DkL3*
z_9fyH7Fngl6U}jEGcZL+h5$k|89a_~93ebc5}OtRrk{OogG;0@%HN(oM8r4TB{Cbh
zrO>RP3#`0^{g8*WJ(2oXE97*BU5+0h0el7&<Ukt0{uJlH4F5861F!;1#7>^sVnJU0
zYJoK|4A$r4W=Jt~?<wDIYG2BQSoX?6!N;kE=mq0O8Pr)l4M}63`IrnZKyOx1$Q2WZ
zkNSuk-f-1LfzlpNmI&_%iSn%iOEU=rGQyl@{9s_FY)6e%^|OeB3rFYWyniwBZq_aI
zQU!riA_Xw(>|x;YV%UexVdcE`V#Bk9yob*802$(XS^06sTcao<16ri?rK&6unt|nl
zC}0=DBB}v-Na&FWWnq$OW##c~z|d9~sFXgyXte93afA-I4ZR5~IGBWCjLEqH_B(x`
zYKA}njThcNga@D?B5m;25EhmcIQ6*)Y48-*E@gkjXhVUJcaE+^V1tY;B!9+e15+SX
z)*Di0lmqv;*o=SG_GuW9iI%*AtH5l4>sN5a9lt9ebhL(a5UfVMHb4{?_s>@3d~XF_
z{A`gfFPZU)CXpRagSLgR(@J(typW;_$*R%N!}dbZ$;dd=Dq(w}(rJ6DtiKIII>e@5
zA5XLmFy%38n3ycaUIsZBBrLqmMQ03{kZ>e0vLBLRe=i=hm#|I>oSZ0SWRxaN5TOIn
zUJ0!$Nra|91shw&M4GB7`(%_9cDsa~1d?c?VH!B|srY?|{wz(zk#?e)n?J7Jxh@0<
z^jIBo5EF-H<0uz^h7XLA@VkJV8P+YR<Nz=)XCotnW+D_LI%+a0M{L3=V&~?s%pfVA
zCn$Fyl{Bd|&&Uz#>YtBM3D_)baFo2#8MvlCc#StE971!{kOY7O!>Q}13-+N##ebv1
z2s_atLgn3pEWxp^=S3O=gTt4#>#>3P_zw+9Au18J<EovQ3no@0T0#j^*d%m<;Sq*7
zgY1ImKp?@6Anp1VQ2^l+(PTiWp2*Ok;`2_@(`B&s2s({wYivQtRT1H;QN$!tNqo;Z
zKm!FJiNz_h{OKG=x(*{N0ihiUD-XAe3<j^xNdu2g&WP9R&7dSEEAlO0r92@r^i~BW
zz@4OLOJ^!i#9)odg`mw-Co^J8v*s;Unl+4?49g2ZF>&F`V2aqw(5o|RcmvROa<&aP
zm`@IF0PN1YI)EcbP-g_QAX=_0?JV^jND1gxI4^I&(2YbR^z6()Zg@|F)hzvUQTFxU
z$f2=0FYT6Y5)je+5Q#*u#F>M_fL{TY{Sf6{ko-s~e|A9?!>Ujaf$|riHi2mP1U&`C
z{(<xn50?A_>}5i#iV~tT6qG^74vqyUh3*6@3RiOcXtkA{<gb7VLWL8N>KE^#^I+62
z8~_8OnXS#h=grt@^bQ>3(4y06$2X7;JB4e-_TVed0(q=Dl!yPlxp@tdfx-t8hGy#l
z8tS`OL5hT$#Lt_#DcD^1QJRp`>{w!RBvH&WCX$^>yi`F|0vKecgweJSstgn)-p>)o
zAE&VjR*F^;cO8<kk6|P+D5CO~L$~`M_xo$<KgJ`^gCNIa0!fDRMamZz6q9B`jEc(X
zcA)ShU6A~_L!fb)6h`US$40atF)o7+y2V%E`Xv%Xfpp+HN^>eFm`PEVM~;}27m$*g
zq9-Uv2=Wh!s%#ZC5Dxc~uYBGt<}1e%{3i<xRb0+1>)^{woMUrmY0)sHXgL#=II>`V
z8(wy-<T?{3zOZ1%{!t?V4|0Wg3uX2Su8KLb(uYL`$&6Ab2<|Tnb6s$fht2F?4{<+N
z`&>RM9;pdN1rkLf4WLw3VkyAZU}mjvYRa+1PuUDNNlj_mh}Ir@IE35YG5?1$gz7W{
zgW(^M(q-1)rXP@0Eux#$WX2WAh&sX#x9n3Ub$5r7(=Nt}Qz8?^g_w`YTS4c|!5hq_
zoCqPRkyU|JR}MW71>-~_$U!-CxQIy>jSdcafEdI=xdOCjE*3*R1GOXxt82zgsp{0`
z1guyXOdm&xWTBXNPG*Ew1R?7>lQ%A<G2;fDT^?@J#R+iwGr-_yGvGmZU2@2X7#23~
zvBJcZFi{95R!))QFbi#tTCI=NLDeXhXiO+kT5NZKsi<J|K6n;_F*%VIV*M5XwxrVp
z5RZdm<tUTz$62K$qAtL{BM{lhM`<(PNl^AHe9pt!83v|$Wbm>7`lUBsRaraT!}Wb+
zQ_uVTw5j9yHR<x>(D!*!(#7}v;^5iS_S)jz@%j4b;@Rr%?&DK`vcy2Y_K0{X_kJbj
z>Fn!c-{|2jAFj>$JLBuyYm>j}T<#rl@%8#E7-RBVGu!vEJpv5<-^uTuw@LwD`eQ^$
zX$$t^@%P8}j?SLHJ$wXaXQXlhGanYQgpZBh_Alq%K^&}T04fioJw84thkB39Jir_)
z8l9wZ*5%<7qyHM>93`?$cwPlIK+|VV8lVZ_=YU{dW9IYq=($qMw0W;NTcl;**-(iv
z$$QcAcH<q223xzXkx5#M%q~LCJq3z<T))~KwD^4UvajbV1+Vs0QfaV(h?KsAb`NBp
z^u#isn5}cRDT>vZ^8I~k&!JLAXi>A&g(0g9k-Z!+Ikjj5ra|`rLa=ynym|iaoJmNO
zGds=`x)jw-UmjXT_v$WgbT7VepdRX8rIY>VQnmhb$i7v1;mzuGM$0xasrR6I*?881
z!dDm4y@|SBm%{Gq$Rj|SxOF@uPkKN<oyf>~hHWq;Z%Fd!(UDGw%zvV?lj^1F%#~!s
zqHh|4;9~NrWM@%ZMUpt(RYOIxKs}wxEf;m;c+!p>?X3zsh4PY<(1d$f^;j_`r~><$
zCb(aTa#;!rN@9l5XqFKz-ykhEL}-R_LQKRPcab^USs9h7R3bYlj~NGHwUhY=Wf*Qu
zrM*rA&rS>8H|IYa`qa)xzt-2LuqRyWgde7T`^QX|RBhnEjytJ8U|%C}LP|XN<DS!3
zHiOn+vT`uVm>!pWYjZTjpQzi5;Ur%mu3|AF@TK}$^|o5qB)uo;_%9{1iVm~Fp@uGV
z-!A1etDhuGpL!5wU;g4);Q}+_U9RM#<MA7TCC8!5RElW|G~<FeMj?)AV+Uw;hH<WL
zE=?~T`#>RP3Nv<UY2Rn{uupPWuhkagyi#|R{jiwxEag`UHIAq*vhiT9Y*?>*mx19C
zc{O`5Bj;r5uR&f*#l~}X#|S$1X8AsL)q1=bCgE(O(DE0n1!SHD4IWi7m$IYvd=wtl
z#!JR<Pj1`L`#JC|+H8up%tZP&u1L64Sp;eBY3NBCwfuXxXu|o|7h-{V_bHG~GWaI9
z(t}6^U%k(Uvy^q`)(xlB#Y3Cp0~cp!Ulyx^ze!>^iF$#V&vm|r4eu13w^{MM1g^on
z*Kvp0n;q$djlT<h*tG=G<rM@#`LR*0T~7N;dt}7p76Y<7{C4+G_-NOyqPzT3azRmj
z5M*DB!decA)?!7P=-_8#L*k;QpCrAeY;1UA2yLP6_ZyR6vbK+@(qs0?{AG{#g}67l
ziWCRiE&!Yp>nV(@pLkj4W4HYH8TXw(+{&URE+3qu7wa_CEfMNY9KCiXZ(rBu6@+|N
z($D4NL}_iibUf+C4&fnFC0e#TBb0>g)LkB~d&s16Ds((`CgoLDP<r^x5A<z&T!2H_
z;MG=qBdt99S$60C0UpJ*8x8yq{S=Sk8q5F?q>mIJq>JE?Kt49E)PhmaiF%kVzGZ%p
zEiS$m#vA=$;nGDaJ<f%X8%_XFj!;teSCR+ZHQ=5wIpjfd?1hAMR=G0B5XKeCwh1nB
z9LOdz3C}<YrPmT&uNO0-Z|mUz`c+M4M&JPH3?!ZlLsASBT^m=%`LrtL|BbS@0IK6@
z_k?kR6Ervkm*DR17Tn$4-9314x8UwB0fGnTaBz1!xXYgZ`|fVtyR~<}@78qvroEo-
zuI_ne<`FZ#d9T9V@c3yHSDKoxx9tGm`ERRZ9VMl80de|r*Aag@C^04RR)a4jv<=H$
z*{^-Q6ZGrhxi2()G%gZ=G4=ra%DTSS^5=`gO@q4C))l+eE|eOL%FV#1bs=P3dYPwd
z_#^o!iC+`8G-lS)exoH~BJ%8y3^k@wsKhPylIz#HdgS(jEuF`Vo9cbqOtqaJ9Yi)F
zwALo?m%%?utr)b|B?WZbLXxR0ddSjruiM>7<i2?~XPzgs^4~DqWGEcXySJS)`r5F_
zoJV2Gw6lCiZyXDeWN@kC-mEEVSO43o?s`T#xVyl$>rk?v>TIq~IoqAF#s!S&a(MFb
zA%24BA(zOMOqoxirRLL)%N5X0DnbsS-XF`lXWxm9*WV6t$@KYfR=>l%Z+vdluTC#M
zIRW^%>%MjN=zrr{y)#*@NmJ(#$aV*-)7+=kG&waBSSX$k793RQ=d@Y7G<%E<)O8J=
z-tBOH9-;6>41xKc$DTybq20G}#S;K`W__3>zbRcSKvUKimzOqjq4<}CEqk*LtZkn?
zoLoIAP(l-sH@adca5d6%Q98=37au{V@G0Q6;<;<=$2DHFps!UrK>a29dc|fERYRXK
z4IrVbZ@}c>u(EIKg<s;H4Y1d>$IT|;WXd!1^zDYt?tL|Lzq_cXO8MK=sNE9X7Vsny
z5<g|r>^A#a{+%s*(Gho|ikfF-tT`ffV3NwM!=QVmRdW!_(JS6@Wk|h6U;SZX0^rhR
zFl%Qx`^S)pxD)U^lw53;&_tiHN19An!t&Swxa+o_=KECuNIxXm-4`4tq$(C~thUAJ
z^i&l${XLW52%&_gue)Ajb=6$kY17lGWpC&g7|F1s+(9p)ldjSAT(XiL!<B7wSNV*8
z);TdbL7jOpwg-r@aghyxt4Q!QS8I#$1SGxp=>{mtR^b5d-oEW(8d<lz7pxf6X+G4|
zRh9i%8_Vh1-@$;~4UN8ZygNXUyH1yr98h=f(c0|w$^xA?OlqRmU>R5cJD~Eo&Xss3
zH_J!Me)V9fS+8DmYz3SY`AeNRTI1KQ+?D#Qlcl+>p6sk^nP>OpoSEI9uTI=M==O9t
zjA3y;qyq<@Cr{oZpnx_{(P`tiqHR4EV}hVX3Yz7vzp5BX2~)|W=?i_;-#d<3N+6e_
ztYi|Is5mlnyY6h{o^U4NpPsYL0lnv+%+u2M#IjE;BueE!rg;e;sSA5EK7M0(KLRS(
z>o-de%vx$`i1fbIeTfr?w+`cD6;SbMmV6!Sh8G5ks*e|hGA3ow>2KBPR%>;d=j-ab
zqpf4VHQ!_j!f2*Qt7Q-EclrYKcP2$-WO5iSraK7P$brWW4wW7qke%1R99}L!#(1aj
z<2jCSc{0M&j#oFD32>9Cup?)F84O<qQR?BPkIcO4OC;YvzjK-WmRV?f`kK>X(aUN#
zj3tMouMuyH`lK?nIg5|4W1$f8^Q>DdJG|%B;>BzJwRQDg&O>`j3D?Shj<b{j!O|w!
zVq~~sv!}R|BPzdWTQ&wekU~?3zqz><A4o;B3-#XO2wJ(jA990iV*>pIOEBF?@d>&+
z88wg88X@bKYKGL%>t}%s5d=xa-j_PvpPuNJOPhD&USg?SrR2=>$K#o-@+55~4bvCI
z7Smq&$*;A^#|^`g*|bj?PVEMS8aBbFSG18*9Slh#Y2TQGKTd<+cdScoG@3?(W$3nm
zTIzBNpO<QcN_J!%JkimWtyzMf2@%W{3b>n5Yh4(A!V!MUn-SF~F&APh%mjYbYmv>n
zFNtNDq8MYM?>Y_`Lx>7w7TB3wgPF=-nk=-6ns<Y|US%%>4z=RLcIo>$(?qv}>HFb}
zxkDmYVj>zoq3rsxr__8VI4mj@jJFx7g8_L8x{$CUh?sM(nca+2bs+=6d<Q>>;b_m(
zr0l7j;DKHr8>9~&{@_o5L$XAEsXUVTX+{pp1XZK`!E>l08Ah*623t7A7wpWCDp!l6
z6EG8k*(kc<YML*@WP-$7raTBJiSRp;y@Yh}*7a~-OhZ!V0j5nlbMpmIdIg>ht^Oih
z_G+uvbpW4ldZTvfXzM;L-S+9LXq7Q9HD~##(Mpu8`+p7BnO<ycfIt;ow3rJEXELrp
zdBoD3@$~$hvtC~HG**j4Epts{%K4N(U)*oi#!#;n7%sT3QiNXeMKWn;yyDS!tA?jf
z$_@}5lNH|y$^QO$JCom@kH1DHd;Re?(7yRuJjLFQdUZ)rF#V|5<pdneK)=UO^OK1L
zsrmdAr<t@-Llr8N(+y0X?HX1Q8Y`Cc746x(WctQ2v;QVlDSZx6cKvP-i~;Eewfi~F
zQSREZY>$Xu*l3Qr%iu0Nbr~vhV&xK+d%6^CjMb*GfgsD=li9FTI~QL{d%V^4Yq}yG
zo}MYgyC(pQdmU=^jAa|3pkTkQ4P>?C?`wOSDT=jm+&9E3c*$}l`tL89yQ*bNh5p(-
z226}gQ4uUuEcF?eCjK!*a2t@sQB*h3$(wpk*FWSeCro@boOk6)l&rDNRmT)Q({uS&
z>!CNe6poC$qtgRLs@I_KPRg-AY7z^{K%?Qr^te9NdPfZ|YIBm_QjE7+Pg_Z;n2Q>U
zTDl#}ru$3PsYn7EwIF1qvUR%B9ibc+b_&r^Y!Xd5rYDQKWK225+DGmdBx;QO*jKYg
zK}WeZn}FBjvzVsI<;LgirgLrg#jC!}ob~+m+!o8zCU~F5!bNO>x1{$#k?FKsJMa7F
zvtP%p214tmc=0)1Zpq&|-YzK33ylkC@t@*q&pIaNtsy1L4r!Fi?zY`<&)r0!tLJ?z
zd-|^u@6UJc71IbfW!@jXm8kj56dhc6s5wurG5z*vwwT+^9>%^4AI?cZuA52SsfpP}
zTg56uyg$wle!Kzm-yeaen}mWlhe<j@_x_=UNVP2qolj>LqoX+Q9qWF~J=2ZUqAWE-
zlNRc4^?z83hg!4pIQer=s9h8f=Cc92kRenuT)Oo;eSGr-#W2WRy@2e@plXRn)~a!T
zUun^-Y`d0=ggW*SpB5dG_NPWAkhBNKau5Hkq2J=e+f6zF-H*TCCYXVEASl7Ad>(~I
z&|;vE3%_&PtwSx=yT3Gxfz}JT9BGH~IR%+(<LBc&(WqoO21N(+&P!re=nsb9Q|Fzz
z3p@xKk)p8gqrWF^Zn(gP$&NTl92jxim>4zN4jnH9|2(~UbO?YwsAzwy<$Me!zzKBP
z-Mm;uL5w1~ho1nY{RrLXMSzm(h0MNfWj!BZ;2!o%70TqozUE}JG@!nz8FcP_pJ<X(
zjH8#$rsb&Z(-nH9hWY?(20VZ*v5jcfeekjH$SBi%X3Z4(GbaYjzw&OO<}-cSyAB)}
z7-E&0P}26BN|{{nVLi2uR*FXDmHR60S}ebrl4+%3sURr8SYKcgJANK^p3u{++>Inp
zg}^mZmwy43j0gWf{?egXYutGtkm0DB#*A$jk-OlH8k>O?`^eixFZ3P_IYjDn+xYC^
z3Fo0&lg6cz&OvKMYuT_3uyLPX_h>(D?ObX;eZM|bF6N*uyYC_gMxyk~nGXYRlH-kq
zBdt@^{^a<Hn`>=oyq2*?M)3bcTj8el<*BgmsQ3L!kMx8en*23A*_2t);k1j!oa(6{
zF4-nMS@(}(rM{vfDKhcmhr(!KVR2!}&p{r;*Rc(fK;D<P<>-Q5^Lj(omz}c+utSAv
zpEYz`@e^DNQ$Y-L%v2ho_Y6?*1*PWT+g`L$mL!$A{GED<!PmelMDM*Wz}x+M(fQ5j
z(EauEuSmmyI-!pPOtIeicjj-(=S}=O?8$to)O2=@Vm(YE)>x273<j$4Ynz@Odh6#-
zmYnvlGF_fsx_l&R-)j36Y%R(#L5rvNrT$updv7h`9rXK2#WyUI6O5(l`to&~p~gzB
zWcf2R{p^OIKNwnxs)zwDtDZ`|J2AP23{Q?|8isA_*8m&;<()mroo5-tXFS)R)lA{2
zJ|^Y9>vD>h&sV^3v>EPuvWdcp+bYFgFWsBdt1Il>l%kZi!@=WJYKK-SCPRYDMzCbT
z!?*eIG5U7etYUeNsfn^#xPH~<>vSsWWb=`A*)}slUw*$^7_@tevCYD(<haRO?na+n
zy;gpOx<=r+!s5?sPeN)RqSPM$E6x*=i`Mn?ozkqd-iJRlrChxDM9HS(jw3$H@psAR
zOU*WosvOJl0?w5%l?scw*MWpCtm>2Px>wi(p<eIB)jdq=v`^MXOW0`-2nVNo27>a(
z_BhPrX{em1)e=qAG4PIuyfw1$KSHLCqm*ZsOL@EI?6&ebUwI-=*DW1A%D%N#ov62U
z;}cCQ%Q$_rXv23hzlwtI;(cMOP$c)~mcZ}u&kCbRuj#qobO6Okw>tOuWzKggn`vmX
zc`l0|JuV*p@);gg>2C7+^xX~Pd-Ry%X9?=h`=g2_>AA9?iG>vPmgzEe%BZgdDI3#q
z-+WMuj(DPqlB0Ge*y68xFb!X|mqTIi{aNBE5XkrvdTF>m-MB(maC+xYqKML}DAdiM
z$;y_R51CPWUga+wKU5GyiY;f|7BUna9Fq3IG1Tu-@x;5VvAa9>4UQZqZ`~7;-Trv{
zE5DtrbxBCJ_T%jp{9v5ALMGe!@ix588919BkX}y)uw=6Q){|1$lhbmml5qdO1536M
zZl_^{<aZ)DMhGvSeb7F48&_9qP^_$Cvkx_0VnTs0&+f@O>URlPm6Znrtx>7do}BDU
zmm)x<9dFvl=!NwVn>tX*_OXkvs^VnXEBjjbL+e`GMyR*TM>@*I(#K`W6}6#mas9fn
zs|#$nlHS(Uswk_+9ycBMXtPzSv(~NMz3L>~WyQ5B(|^8fC+VNJP#Qgytx=99Lpqu$
z$a1pZ?N)AUO=E3ko$(q5>izEhcveng2wVq|ME9}2STP3(HYnjdni{UFcX{#9iV_uB
zC!Da1e!ph!jqwg?9C+Mqfj9eJB7I$6&7Hr5JK?bU&7m{Uv1-WW`D%>EY^3Uzq7qh}
zM6>VA0%m#g(=Jhsm@9t5-_Y?QJ?`!7HaY~?{e@mF4T$2(!EehWjeW93`ZSLrc8N@*
zaPEIp6X+%_UrsS=At)eQb5`0Cu&Ma+SC*`jmvj{s8TlQF9r=|`HC&?-E)*S0Hv@9S
z+`B3@a91VT{H`nh@UXvt3?{w})UNwiv7)eb$+MX*y9lt4-p!B##X>3KMOw2$^v)1=
z->SqI-S-;*FrSzO-uNK{t-TmZ?@!-vc4KUGzGRDC%P4q~=D__j86Z(}tmPZ%SRFz;
zx7fqtMS&k`9?_sOL`q=?6|L_O%&yuZx{}vgFVP(EhM?p|#F@A-m4;V~6(bImR%eFT
zA;CS>+a^xfi}WhsndxK83(69@qa~x&3}pw9KS=-5VQCqmDV+Dx2vBlkU$_25Pvsek
zy#?n>)fUsX{tcr+>W1CgiN>Oy_$?F16$0;_B<m(M>;Ep;z|QjDR_F)o^Z)nTaPs`O
zmGjxTnE#_-!~ZYe0_<F@|9#rH*#D!T#(x%|06P%?OHH`Ax{<Q6ad7`X1SnXTIheWr
zvqpbSF35qZt>M73kFh?zUf5J97ut+%vhr&-@>E`U0ui4`&Yv&v+$4(kq5L;1IIQG&
z_zHxe)N_S1qO%qXU9%hDJbs04jW-eLt`vs0S<`#sTm5M3*c>w|r#5lp;zt@;@eyf!
zsCZQ$9(?MK@LPTgQ5dUus*YqNMN2Gh&hULUx4d^HDT=p^5x#77%WFQfjo5}{;$jrC
zi0F&{mykuA(%FgSBYzo6RI+%DpFDIGt%ff^-VC=-Ew1r;vJU$4jFjomgtRDy#VaLh
zaCo`|$wG5l_=urlw1B<?kzxV)EV$X36G^F#cZWF<28}TTEtB%|XH^-7y9#Qibd&Rb
zvrzdto2XwHbk`oP1WdS;C2^{#q49UirFQWu=fP-Q5n7RSz@KSUOh6V#_uT?sfJf8E
zRC6kQybfA4FiO=Pn7yztToCn3kMc$MC`E_I@tfRvYC^?9h3x(I0){RRE^jM!T_r);
zN+_MMXw_+W$%-WL8=6fE(-1-9%Di5S!v>kud*spLUOC<PieVK*OLX%GS;9t~UOr8N
zK}|aX_qZ6L>DwST3d@3r>ldOH53w&r;23%vKhushQOQazZhUD=Z56eSHOCzKTOf8v
zH<k?w$U$DUW*ho*6%VhAcS{y|I*@_7tH`86XVRg_+O9^%MJ<wIg1y+NCT?fgFp{Fn
znKJcRlZYslZkjKJfosfwQSt7_pNSGqQ9%l8oAb)98Ft_$r^{)oPghCHb_7qH{lc2_
z8e1h6(jZo~VBM2piH`n#f1VqoCZU4DIJ>+>%LC)MKn=iMC~lH733!RRxLML~UpjWv
zNy+6+j55p#S4&Lt!E1AI_Wrk}td@o(TW2uFi^Nu`s?WB<eLY3rqUtkzouTjk71@Z5
z^c|$DY>VcFhIb`Sb`Mj>lf1{rWDA+phJ!Wv9$bzb3gvQDYJ+w%pCW>36#<bt+9)yF
z+E`W!KUNKK{(4Hx!875-Sc!K++c6~V0zNUUtX<mC`nR!4GflP3;%uwTtT*pnO0E~z
z?<KJ{wLltxb0eCT6A?git!Hq_ucK4zOE#M&8WHO1d>51eTr1T&V8DvwdQWdc(i+xg
znO!U);37t$R%2<ndAN^-i`?b#f#r+svI+qsz`5y^)QdpfAuj*@^jYiTj4Z5_4b&{P
z$$7a!9XVMm7dNI8SL>C05$ui}{Zct-qj*=LACz4x22zwROl?6tjG)gc7WAutJ-PG=
zUU91EFNkgV!D-PlFEU)wU!e%;3JI!1(~d*Dcty3Hj`j^iuPN2(9^0a;HD4bj(h#fE
z*lGIF(zpRH(-g+rQoMMltXrj;tj_lUU%SGjg2bNAq@qi&{%uG>;K)j$_Cfyb*aou3
ziSbmS{O^EDZj+4@txA>k-SrO3Z}`Rt4=&Nj*%ikg4h4>T?3w|UyW1TwS8ttqN>0$s
z+dW9v)_Ppus!<7xOQKCuy3~1LKG~&>w6LsVlSt?Af@<5%M2yET4fs)o>d#!YsLRg@
z6I0Wt6W$`N46Sf^vAEb>R(sCNhFhi3{6xy76&m`nNGXn|yR2tii?;V`KW#RveBP@W
zzfZ2(wY5dWJpq+v@u@Z91wFZS)UXP0ym126Z)^>)!R#1w&#!C>2xa7oo0L7V%NHfc
z?SzqLMY>_R;VFxcKOIhIF1%}dUn~JMs_Jw9bvboBUAw4Ht0|ltSIaKHKbfJcu8L#@
zs1IwEIin$=isf2YmUUEUZZZJ6)=#owK%MkW<24sTlY)DJE?Q!qE%jR-T1X4Z+j1Fn
zg>c~&lS?JfuM4GTD&+lYgS~?*k#n~ip>fl_=WQGC`QKN;vzHHV+k%g9z1D<J;x}at
z+ifXW)4bTtCm6XfTj6lxQ-cD0Ogzj3l(R%0spzkeTViSewd^;TDi9|WvMX?`rZG;G
zyWq=km<biX$*R%QPF{up+_fsfbIqNjBkruvodXQE_vYjvc}PtisXC!~r`d`BdAMKL
zZm*_P8B?X4Zs%~t$iN=gF7jehdq)v(uMb>|bKv;e;G^Oa?zLBCVW0`sdr@V6ilN1>
zQB_`OAYbXZaD`Kq+>ub4Za*LW@TV|AwPNlRv7_1i*FtImfZFZj8n)nJ{o~-CzV>g$
z`{e1f&q#W*ARk|Bty_g4CGo<mBOteUp^^8Q`%%?5cCMlJNwSLmvVn1ppYh4jztvd_
zcbGUy_GP&c$)ns|{cvKev$#62Y68Q3q<qFk-w@+3l59TdDSorZ3U01@rndg@&||r6
zHIllzW+4-04@V6>R1K0<{#Tpnld~H8+!?6U;a1cNIo;fJjbFMyM!I-+o69bb2fkHy
z)-b77wS{REJeBG;52{g5;J<OSR4DQz`<%M#7u+@YkL>{bymk0gpqpC+TS|1Qq0?7a
zWv&Z7T`S}wDcl=$%iIhTtWK?cWiChVXJ$3{?e|yhdZO{laCWLP8m7iSu9>F$vNnT;
zw})=(@&n%nhX7#x;@iRFCtw>F$YA6B`R;h~M#*5Kx6A9TY<|<><2XB}txR+94sba=
zc(eHyiFWXTpBH$iuS=|k@bO&tu`eW~zIXmmwtaF-j&bMrgR6{$$-w|+6U-=k`+EBW
zU{{|)0+%I*6ut|-HkC7doIeAU9?ZPW9T^u`u|Ekz!bJtaj0Vk#*sX7z$!c|8uf_$O
z0ZG{I@&k8-#`&euWHIujrG%GLiT1amKHf+M15ZQqrqb_6Jlll2yND`>+zaQQM1|@(
zDGqNa4fT2|{m-E$rb#dN&+imK1#yQHzW$x<9oJr$=aY8?e<E&%G~W1+23v_7OuW{v
zzB=GIH$`Pjto=>5BieFw-b~r-8jHxDOz2VXQxUf1BA95+hV7=GIj{c{Qok8hLvR(o
zX+d7W3_%{sF0@^GCZAK$`Eu~=NMN!XpV-=Z((3Hv-9=U?<R6%!5MKPt;{IuJD0@Bu
z$Q6iJ+eZ}evNN$fywN4`uFOnzPvEU3Bm;6gGkClDEqr(3i1fo(sjc$n)l*ChH~}xU
z4-9<Sc5_|r(QbWlR@>P8xH`=K0E#V1$#%V{wbpXo`54+GQ@yin^Qv-lcE9kBk6^t$
z?R$b86bV?PxNq3(5VJidpDt$pxcBIbY11Ah1Bw${yRKlmvKQ~{48<@9nTZG^^oQiH
z{D$QJVkDnG93gOKYu>qVmuCnCxcWLTTlO|C$MIjFIc+3RYopyC4Dpi%PO%;itu@pW
zF_D}v_g}38yey70(cm`q0ho-}UbXe;ts~~V4%{NBn%$VLAM+o_C(H32N+%Kic0*nk
zA8q7w$>4v7c0+y^AD)B{2<wSgru4Nyh)jvaG_l6L$wx@r+D^||NKkb+v$hsBjz&p%
zhQYn*a|7&mK^n7FTytMM)$xr)>2*RP{5uY5$`-ig#lym~3cgrACDk@mv{Q`{cL_eL
z?0my#-Tff|b05-_pQ2%&eMI%{oWIHArT^oQK;==M+j`4HCurr2cG~uB1m4jQ`elCV
z=Z~Tbga_jDDPHe2ee&wz^UVN!gB-@X-kx4>Zy(prP9m_8=Y4?ZgI0sD!WmQWjaIzC
z#d}6>&zAnIBZ(?sp1Q9u29Js_Z<U8&)qSv2lW7?rs1e@AF)}n<hyVKeArR!urG)v=
zznUMQCzO$BKaZNf828wKJ>Rk0ZXK_5D)qh;ZLa_GvGucGaUBUOvh$?WF?ef`{*{Az
zMLvyucghZ>l5)S?5y|6ncwTZI`!IbxyFQ=Dp5RK?#1*9V>|ed0PKf1Y@Kc!O34ApR
ze7!wF+RL(xTJ0C!{~5WO+iPnvJ1g?B<L2I}jq-R;_+pjs0i=W<(RTi{PRVkj@osDx
zSM|{9=apTh>qC+@S@F>R8%-v(orlbFT|cpHt=>DuE*<D4B->@`VA*%r*4<Lu7D``Z
zZ+ul<BDtnxLs$sp>*`T1K-zC*W)YJEoEdo!?kbhkf0Yz5-IN}+(_LT~LCt`H;v~s{
zSppktizi}m`C_FlNysCM=b_Sc9*Gc>fO?3rwA(Y@b;X6udSoO<ILB;1!7a*e*=4Ho
z5ccPn+7531tMPsJ>(53FcmC??bO`7C{fW;+66^kHrqC{)`KRw<gmLc^9!g6ZH@)>;
z<QM~;JA#L~%XWXApLrrEh%p-n)yK74?y6TjG|s&=&YQLQ&TDN1XWp7?Gf;K5aM#~k
z1zeV6R+xV^I|@vYpXn&c9_lDf80MYx<T^&1zjzY|%4n-K9?0FiqprwO=HDqy*DpuX
zo>iHxBsd?BYIuV{-gL%&Y)UVXH$lui^t_`UZW$i>`_SRFxQ+9(xK*2a0S|AN_xpE~
z){l#u0uG9}b%Fg;_a1v09%T<{U;DU<BOe|Nz?KqE);w=kM~~G(n;v#P&4DlXO~^03
zpBwWgED4nP3}$LrKxpfjMYYwx90c**E$@9FO&+gaPTR`1eH1^PiuDpjqfPWV__jJm
z0&%%Eb7veT<G;4rjkLW=w@)LR2y#btJx>aWtxf-V^Yd5(<^t}6S5`m2NS`-B<v75%
zH+I>&0CNDSntqAEg>$d_Vz8u34R`MHhy9_i3fH)lM)Oto`)VtKU<JW-12(YR%iByW
zE_daxqCM3q(~W4pcVS&*3GXKeNSdvw)qAPl(G-0$bH9PpjOEUqS%r3<yP8wi`TTKm
zJ_qwPf9t>xLf_Eu!*8U46oTn2g?XW%Oum8EbaE*h$7@nb{=AKQgDP+RE14&I{fg`+
zM}!y98RgkjI*7znvts+qyD=9%Cl&vGoswS>lL?wYv%hY1WcE+?6{!99G>F1?WYW4L
z%s;8UepSuPllC<r)}w{$<@C)|XTr)pf0mDwA#bSdk3w(BC?=F$>}j+V^jW&Qx?hu7
zRQD$8N-X1ud0&3?u1E87`h7q7K|+m|VChHS5ng*X()QPczkCC+lkbM#Um=RRj~GS1
z-yRJdPMngEsF<z9L%kG%;*FB1`CBFP?1jW93cb^N!i(V3*?kSBB|UzwBeWAP&G`y(
zR)rhz^g?s>Jxux5cNcr)+DnBE?i>QwmkB!;&hO^Qb^XG>^_slQzRchlHsq7}oSI-+
zN`c%KMd^r^lvgTx?&96eLYZALSX?n09N!oSh{d{IilC2viR0blx|)d5G-#%m4>`y2
zlR51ugu6oJZhTo0_{>Hs!;xH^C8IKF?kz$lU5}@|6w6>IiNlGHR6!fQkn&Y7wh);h
zE}T4j$OG4NC|(hUskRTS(C&*v``6g_8_Mb?cZ}M_8KI!^$0vlPm)G`0BEi5W7yc}+
z>$mfBv_7Br*MqxL!vNRLr-|dc<1)iMgC5`a^$FlKC{M+w;OE<)IE-`4FC}~g*=V=h
zG@g&g4`o0{CEU=FlPbeC0T%a&g*qj$XCM4t{<pj9lZBy`CzHNT{`I`HyVa*_!KZ`l
z`Qy8FRcXtpmlvVDx1D9?SD<B2<owguJ}=LwlUtj|+voF|goB*im#Xci`Qym#HqAhR
z^=<)_z}M~j>&c<h?F)k!?}V%4rc+DJX@~sv$3R0Ng1oo8<^3k450K{h;e;hq{@b3=
z+to6f!NK)1!N<qPeV^vpogakXm%O*dlGpd;bd-svD{Zf|3u1bof|wUOx9uD|vOQeU
zfd2{U%^*7Xw{Pd4cvw^Kj(D0U^mq#*Jw4_@50{ts7iB<ACc{48eNNVH?w*eJC!~oQ
z%F<PVW#lIf`M##@7h!)sRv%AJKM+!;N4j4Xujh1n+OZY)#{-DTA#$Q^Fox;l@bWP5
zdH#W`Z2t28{&sM6``YI5Ej{r45Y6QIjaU$49z?jh>iv8DduP+nm*2`wVe7gaieG@a
zDC_V(w@1DYFJy*H?+<9CwWfD>rxWQyD28i#-JSgU>jBL0YoKXzCOuW2d+rzLoWKak
zgFBlQ&)8R(Y=ay8$Z5%1n&Ia4m|t`6FYv01BXZBT2iN!4`|wS({>};9SgU^Fw|z+u
zrqY6YCQp`5EQ*0?-5`?$l1yJmNZb2TLVw8nJ|OJx7yyCOQvB`HPp&PDc!9}_$FwWU
zFNRbP-JqNO?>K=Rw$){EE-6DFV8?80hTmf9dK&_KT>bCv?+=P7zdXor+9{Fje=h1f
zTlL@(zuoLO-yt6f@b>)ng1N$a9_ZnHwGL*z;<Uz!>~wN6HWRgG^6h^WiXqXvM804O
z(%7h9DG5IHwfFY=zwdxq-UqOqe6A{hWN&BtRc7V8f3HbRrlNrQI!`3}a~7-g=6)rR
z%45cp<J3Kz=oTi$C&36lx6!H%G*xi88M(luUV(cw85ENxIt{ASESnS_R%DPqVlS4a
zeiP@5BVA0-#_-*-?2)#IQ*~71^=JF!7jhq?aDr|9T6#mkd#|8_;!mzw!bV-0yQq8)
zZ?DGZ4YtYLR<gJ{_XXlj=CsF*ZOaGo{J13aJ{Jl83^~Cnn^<Q{Fe|ZB0rszgkr51|
zPN9FSy;-Q-k9zta6xV;!6m_PknEqmTnqz;dyubiF<FGx4cAbJ=1-uH=ggm>tI(r2K
zKE&P*ftqz2A3?TUd>@m?JAh-0;TF`#HqE-X@aIzyQzh7Hub<04h7Q(=(B_&!fbVv}
z+bsyp%RU`EKQm1Wbp<@t=3UzLdB40JyXpFRzq~%+GC9_23I#s*d~`i8_q^QQc~%+v
zy{&9YX__B;e1dW{JDz@y^mN>K&K~h&GG^O)G8nLMzUc{5XaR#g@}VyReJnVJT?#Hh
zEc*v;!1cn-d(-PVSf+3>r#5&u<+-~K{W!MIGH%wxn&hU^F{h@uHx;?Nw*3UQ&wkvz
zg*CBF;bKj_b8jkhckTH}Y@emx5QR6HPNic__3~`0{L@@v`>gOrAiODg3Kx4SfOk`k
zyX(YHefzBDMnAksb1EHsDxPOkgZt&cPk;L?^u|BDiC_vBX9|^jQ;Yj$%g=oKEaE0N
zyoq`$9cN0AdsBzochk>)`^@2{C%oy`Brfh$FXyHnx9_r_`}UdD&3br~<zzbU)D*|2
z0rv~g&wu+&`{pftl41A>YB1sjB?4u_FWh*Lchh*Oelq<FC*h$kGJ)a^M+Az}jX(qn
zkf7Vw!nx;w<Dv5oe`n4z_-SY1ohrD-u$!mnE#YZ|)A%-#$mi0128E{BobmXyrb80V
zHkkB)6uO-EdrRLQz&99DE#C^=7A;dJQ%AsMu`3L+IkiH)T-_^0v?i|=vzVX|x;xgp
z27cq+$!gl)0P=6Xe**95PK795VeCwS@)umJ1Eude8aCUF0~UYRaDNqiQ{~>tJfNIQ
zAN5NRg$<W2#z9OKuQ5*zQi0WHHHQ;P_p<Ae!3#2Dr?ygLP5NHASHi52VlE+StVUC=
zJWh0n1w~$kPozDFu8ECplb|RvTT&!P=|zV`EK$KA2NgWpuaZF(Mm1AQ2bitBhfN4=
z_JK+x2wqyOUAqXXlvLM6oF}!>Sg4lQj_$>V*SM`Y(!~tN4FAq{MT>4lw08U`Za7nI
z(HRuYp~}G&{y8BU8=IbP(Oe+f1I3eL4dA3Hb`_EJO_@p=?i`=dwm7v}ibc&%pq96Q
zG>e1X)~a=5VFR+o$!IV*4q;uH&bIY;<s4+o4C8zQbe7Sy*##4-oz>!{u3U4d1&R`<
znqB$QrP*MzebM4ITu@eAx!q&y_G$#|7aSv+4dw37sVM#g&#j`y1Fqtm&U!+gf7;0D
z;{Dm?MAGriX)z)3lxae}76@T^w1oexl0V1Oo%R;&jM}RG2`0~qvr6+`gGAZ+{d1J)
zyN{kh%U74LEi+s(?C=W%P+xJ-8-k)>#TiIVAU`8T{hj#SmeB66hm%PoSOkj7B5&X?
zI*1CCY9??#jmpBbQ6vW?d9g9EqCPh@y;pGcKz}8zV^5xO5UoJ?Q1pkrfVk2U9+<^+
z$W6o5TjRY7$oaGaE_mdst3*8_8doakEj$Seq;|{O0WZyrx9A`O3N?GqjFSmM+Ki=W
zK7xNKpE3XTW_5ztKn<obf8jw29>M^3TP$2!A=&n#^>^36w|faA2=M#<=X$IIBDf)?
zKdu+9?hv~{Q`ByP+oPEA{A1vroz4+*2bs7FZ~_DiPXb8XNrW8oQ1!Tbpvp62+@OI6
zaJ7>tdf5bC0%({v7Az!GDZC9hyKj_E2mJC@=}2Fp%Vq|{Ogdhe<R3v{5!A2ge3MX~
zS+KRNNNYwo?d=TmF(#SiJd?z%(UbBEYqHp^_)}IHn4sX$i(u39f5QA38Rk$21ErIc
z?3QH8?>L&^Um&vG4ZZu%?LuG8G^{ec`G5IMjlna1`{eDNJxthcOtu$(H$XA^iqOpj
zuM#9WOfd?Jh%ObpJ4I$nK>-Wv5-d8r%|@21S5QwFX?Gw)tURg(i6BC@3&6`w#={zg
zM#Qr`_$0oyC$^RIuizy{`cn|Ah}&Ac&=T!#1G{-5#*;LhCQ%ei8W9=xgYu9$u^(@I
zz;<iYj3*+55h;t_D*jK0@(iK2ETjg@@1Nlzh|ADuu#?zW!)XCVazgbbBujH>uyu@H
z?)_CrbYXs|=G#i&O^vaKH56%%lFv&aM2KV=6QB>QA8(XrytUQh^2N-bPn#fcOn@8o
z8qcs8cWkzhMi5?Q^(i7Y4_5FC7%Rbq#JDT6<+TeTgv8rvQu^aFVc(am2Fd~I=SEP<
zM7_4Lx72gu#mL>u88pdWX61wW!kCyYR6g8fPDNFiNz|1}YSU`d3*-M>Zi1=;H=}qw
z;V0ob;jCIBzY(D{(0!UcA*MIQf?(SFgJi;l-96w%6X2m(7$KoQg_wzu!l8!^Xo)Ik
zDOaAZ@I!lij_osrg{1$aB~o9)d~O7rXbz=x7IZkwSTGIqEYIt&0oj7l!VKTe9?at^
ztb4>S&;IjsR0K4B1Tm%-3%m;iDSU2Z<LGe$v@2D}^>QP+$RYYZDvWTZFkX&<a?5D+
z&S#M>bPFhBDk#ctN0<llFhaOkNWN6c_fT;MK{`Km(0696zS7{}D-_HU&hSR3ivK#o
z#8)tyCM3nPj1X`Y4!ks$W(#J=lx8C#hQYy?@U=TTho%X*t?+6o(voOMw1q08iZ<C^
zAp8=f1LHGPrLIvG^gKx!&|?QXhboAgPjzVxl}~l1Q!Da>j()Bw41&}#^bn|r8s&gz
zkG>`YiX(u9U&(+lE(%Knu7gC7Si^`|4-rPLyQKsf&@kE1h^DyA_7@23!TQ4WKN^XC
zwR6d5e;Kz-{%*7aQ>tLJvf}x`TY#eh@c<qTO}>CR{DO{0Km*Jm2I&sWyF$S_%nBI(
zq<y2)x0$60CjP1j&i|^&`x#g>7X@2yKTw)0+~o~Xh|C-5foa7R>|qNg7J}#R6S_0h
zXKHk36HJ#V)JsRG52{N?lcjKD+)GE|9UA$>$UsbToG%&>9|yt^|9k{IQusZNP@Mw?
zvmEgOLBbqp8)MYZ^g$DtUc5iFAggo4|B_*R`Kp250M)7vTdTNr0#mDKbO1xFxV23&
zeCG!PPtEKAHA{7Ai;5m$QV5_ZT8he-dL;}{*aA`%DLrxo8@dW}%~FeJ3pdM9v@$^q
z+oS9e*ZUel-C9P5x(egH@_#<x-Ujzqut}(_l{O$P2|ne-MiIhtp!c?(&|Q*doJ0q6
zGf!7SV=+g$gF`X7x#6XUw!!lD@YKqVs5G%tn7olbnB`o-c9@*Eu!{;t>x9ZkB#Ja7
zi}tYfA=op%q#MvZ1eh8SXw;WZs8qs^NW``NX!X#Dy8z7bLpeDpHfq0H`GO-t(nwEU
zn$FMyzfW#G)j<Q8H2m9gE(7p;F!zd7XCc!=2xqy!HxLZ_FqZf-qhQzIXcIl4tf><{
z21eZfsj_iN6#~VcColejO+x}DZvlHtY=oZiY3l|?P-*MN%!CIbpZd}pDxZ4BE9u9F
zo*pf_FH{3Hy6=E`+Q3jM)F3ztPU{6Qta&q_`zC!CWY04jfJxUyWX}`cMJUew4H$D-
zH*do7;tkGAj=kPKhS5+o+7BD_g%Y5iaUDQ$Olp9dIz!-!lcC~uvQXMOp}?dfJ*W7!
zEf01%K(?JnJ|;JSG8+sX0471t=<AHv04&wNs8Naf_!nKU>SAYON!yw;%zJr>nG`uE
zxQv8}q6|S0Sf7N0FEEb;x4l|_U&|Ov()|5I$c;5sfXI*!PIs`8JGDzlCwbEe)6GKi
zDs$hEUxq*t(S+Zb7(WN0VjT%@^M_$El%P{-kgh{Ni3NSGfv6D!``%>;zk}^A5Qdl4
zPHJcV`bjjHw3?&>mccr+YA87=<A5pK%+_O9`A9e%Rc%x#{M9vRff${TRLWYrqGUnE
zhPGw&DhyZ6OC%h(nq(PPdBQ5jt%*g29(={{&wwM>#XlFxT`>OF1)xS$!pie9b2%dY
zM5LUXqW(z~{+|PpengpDBpmZL{oVQPp>c2dI?S)H^domqFc!)~c^e9w@qYo4Jj9$=
zLn7&DKQYujghKgD7@|UXVhDbHVo-QuYBh71>~k?315BkdG!8~Rdbwygo!WIB(dECW
zsK-;ez`9o6Mozu84`)*=7o}WPEJRFQ>wLDigb1fb{Ph-ezl}_!`~@k9-%Yqiw5G8Y
z&q|cCU$GE@=u?om(qG6OWmwlBCbhW>LS=4-aLfWvOuFx5qpI8zlpNELF3fmIcPWGd
zlu}A#JsLDp;Cmq<cIhl+cmvWWNqDSb!qIV8VdDX4x1vx7akG8e?jmTL&%|NPQ>E~u
z65)DkF1Lg;v|mGvFzaLKGD3_HFXItG<rJs1V?KzG6^SvjK6yz5HHk5ZW#wiUv^hoh
z{5|h9mp^11^OCB|&|_AT@5+NM3O{4xf0tQMm1vSh4$@MKl2CVB{~_^*O)N333_Zdi
zc|^PiJpwh2)eUkpg2zqR*pFaf##i{)>A8M5huWxUIKG+-2uo6VtVgw61YVjlO$>!j
z#tTvEs9+)(Uk#k~S-8=|kd{}==5Em#1$$AM3<(%?QvPM}QUrX~+lyVzM9LE950KM&
z`=OSH?~q|(i+<n!j7<y%z+xSSENZ?e3Eh~VEbBjY_=^U}c?+0PQ4`89qY!P&>m$Hz
zcz)ya7A%T?I|w`y3l~&78ia>*sV~JAX0?DFD&Kpir42v?9+5giE=h&^>p{bQA%&z8
z2BEPRi;D4Toksr=4v$f5mj*+I6!?G&Dj-cwR<;!e)fY!XBxMR~K#Waz!<VMC=SVbK
z6U?Z~JHnz%2Ynrz>31Whv4rG@&`>v4Cz^rjPrQ`~H&8zUB*5KcC0;;OBlLyzxc~mL
zOIF{8s9ELIBCAq7@b{lDeNKC@zaldM;>wf?Duq_5>@wj+?!w=Y^9Lot^$1zMx9d<^
zf(x*tH43eWl#$q!#1&O2|CLJ38G{#Dfs-CC$81FottwWfL#~C^8JQ_?A%Quj4SF}y
z_%Th-1s!~&{>6Z@U!~B8$PJUaZVoa$vj~$4I<9J_UDlxFn#Cu4SpAv~TM(#;g=Mjr
z%bXYq;o|iWGOZ5{!%CLyTanm`sM!VeWft*B038HL4Br$oug<L>J`b?wA(kWz`*-5s
zIX~1NQWl@Xrqz>}vGFy__O)mxSd*Aj*W@T4{yl`J*y`&$t^HpOh!R!vMShD*erBrM
zHrTcIB8d?CsCwu4Fc3)%DUre}aNd~cLBvq}uvNT`yg<^xPf-f=qz@3GzpvxX6e%NB
z*&w5A*RYbb$bO_M-C4z-n!|S2yM(WX21S~B!>e|~jT)y-RNrjHr$R4|qc|aESLdLp
z3n~;Oj>;mICqY#vj-o+z_A|iMRL_jdW|fQ5(>FJ|FtsL8Rq937TuvbNRfjLZ{8NZn
zQ(Zr%v#9-nm|TrMD!WrYKtV6xn8aO45l^?)C`wC@SBzLvZI(!v(wM~bOj<w?MjmBB
znW{$ivjshVlorrPNN!0Ns-WSJsA6SKxvn<Gs@^D%9iUy9n!2YFZm6+jwqFY!uCN&L
z`KM=P_#^C(>VHV9G!?&`fDg8Ve*SCM?leR6*TdMX5<j-t88-N5_DK+{9*#m%Wxp&z
zb@R_+o0)ky`hQr*7(NRb6^<k8&{z-QZ@*%{N6haR7vsk^^>Y)@R>1ArF;9Wvast)s
zx7n%4jtykHd8iC0t2_~dxfhi~a<FhKA55bNDFH6amy`w(JOYXa5ezW=6g?q@^uaBN
zLs?mZY-vwrtsV^hDP^<w6Mw8ova!4$ih!XWT1Qgqasa2@JrzqO6qnP>7z|0Wam6a3
zw450x{|V;gQO1`blRAvz|EPwFb7Cl=a4th8JyEG|^)`7gF(cEMBh9Zk6(q;~T7j#x
zyBtTg3auj@peI<a_*ZgRod~?cD}H|?kZ&C0eOe1VQ7Mc@saz_EjvHJ>O^h}aBPLL5
z5WyxuZs<qn`*fPdLU^qlC#Qj|vXn+ZZWM{)v1Ak(SFK8Zx-iPiv1Gh^*(!oaP+b4h
z-Nq~zKe8?ERyCB2Q`>>Cf1WHNj$dsTs||WZG#z~q%%CumMWC20kwy?H$AByo18kW8
zNIq9ULyHU7P5pG(CB`L318l{C+k|p)qIwfVb}OXEkj(H<H2zGnsUL&OwyPf-Zg3=5
z0Bog$$2_XYk)#rbxhaWQ>AbUAkOtn_tE995?q~bNNw{S@voieZrhZ<6>LzEnHEC7%
z`l1e$;bra*d#Asp+<er%D2>ac+5ZA?A8;dfPJiKA>~cV@d66qGP&IaY>G<*u{a6I@
z4L_}H(EorZ#)Id`o+1lB<=?seSbPQU7Kk*a<hu(-(Q&^vEl%B_cU{QA>n7$Ok&x_c
z!#o5hVn=w(`N@R5X2Gt5<P!;(A0h8jL1>)mIvkPROg|VB`%taEGPQWg<`7i^3w$PV
zN-)~VSHg!mtn|Q*MybGelCsaj-%^xxDn$12ExS<^fm?2106*y975xdydgB&ULoYav
z48UX*_@Z<Ir3E-f^+U&7tZYLM%-Z`0@s~^C$ZXdF%$=&?bZrughm9RWzi}+7gc5MX
zdl0ylLEAVxa!2-{xXg3k*%z1b7PvFOhRlzua-fFs38SV#Jsbz=RKppI#qq1d_u$x-
z_ebFW13H#sFEayS_%P)nLHHFF!>Q(Jj~Zio*uFt0?B$A~C+tbeC=v6c0vu5ap-b#m
z^5o|W?cc|YnBv6McGcQ{M%i3u!sT0EW)4?4g$}bTh7+8XIMb~a(8Lj{?|QX^Ul}0v
ztSv56Ti0^L<171(cniKW1U2ozm01_p>FkL4-59YEQMjSRS?6GKJ<5{{0YsqODrPby
zbt?NU@rz4-rrFH97-LpaJuGa|q14WCQ#&}N4)ZvNX1WCtT0qSy#vwH!*UpU!aWIau
zNz1{H8Xp|yG41kqh?x4YTNXqSgAez7YeEjLD23hf4)=(rQ%H~b_JJu<PWuk37;$wl
zA0a!c#4)D=9-|RAa8slV`~lrf92T50H4iQrRU-cmfUIeX*AuMHV<}32h5G0H!vB3)
zaApciVxY=7X`NIE<$7K^_@An{iv_%KdRn{ET|c3035~c^j8H0Xf*pTzb!qwc73IJR
zJ{CMVfqXZV-cjMuM${hOL%)E8cI9-@{P03`!Z=)PfFwtH<D^eBKsKwL!#DY@`gc|$
z0LddGd<%2)1Ig_3){6mJU}LDxh)@js+Dpbv{qy|<e0~YueJ|u31FC_W|0F-`beCWt
zPC`dDBfiw@OLoK0=l4>xaX+W*o99+Td1H6@^G1rNkAUwT9{+dIQy!lGD0V4nZRck0
z!X#;D>}D=*Zt7@e&LnT{VCiN>%Et45$W{6$Pdk9EmJfsYCF0i$zaj(&g(d2A$`am7
zo!&!Wt)W_@(3HS$1pH9ws)>|<I*vT|%g4k_1C+9^j}B<Aa`AmxE@Z0-cMWVnsTUyR
z!~8U~Qj2Ff;OSZ!N$NJ#b<96d!5S$z>Wb6bvE|*2saw4gfQBaWXrf!6%hNa{)#2LR
zg*=Fx^E);cUZP)zyFD)NWV=HU5~;yXyM=KhZhj8%YSyg;&HRI5RDQnAiTDK0&ORP}
zZ>=U|U$-q9Lf#h_sMaFHp5HQbHfrw5=)EmNB~3@Rf?+N_OaA>wG1e>`ZK)QaH-_F<
zN+_bgIy;qq9CX|cOfY43JeI2bJ#2J;qUW$=KVit5P-J2h+JBxVuqo<bq+CHamitQk
zV^Mse_T{n8p6Hjof>f&A`x4I1Mq3_sTlr55=`75jy=l^TPm69*U|0b0QWXVE@L;~g
zVbO}0qYoK~JZFpRkRzOF(grT8RNi_<21vg$Y*N*CXq`r&!4sEFP3u~2-76u#ZB@PA
zpi~)b&i_{{`yZ{P{l8Y0gOl@rE;9=$3kxd`JNJJUp*{0Q@Y4mPK6HQt1jbf8$CB)2
z0>J-;V+cWtgt}K3O9%}_uzc~Dd<~e9TiidIlH-JNpi=5nT7-2Ltr15dpJ7!?w~B`#
zP3BRd+3dG}&Ft?2I};1tcq!8QT=OYF!Ogjjyf<%dXH}k{j@6FC4d1CJp+j6qNC=Jq
zr>&mS+2p&+lQn8cX<V1pMUOT|;<vLxjUWg5pg-LnBb=6FhjIxJXM;8e@9x<^PsjHi
z3kJJMn62sBzJLd?a%P+}1pEcOmtb90Q%`8%Q@@totFOGb{-`qb$UEwY(r*`0&4*Tf
z_4K-)*nN?pIJr8I_G;~hav~zdseRDv-o?Fs_HMveRa1YCR!<L42iw5QnK2?^;y;2;
zH>LL%Q`Z1<4N`)4<iw}hgS-v<U<fzkHzuo>NnJj!K(BHO#^1F<J5c+=!13vqeVZ0?
z|CZ7tr22`VxhF&Z?o7eWs^yN?IqF|R$)F^`kRci)Qt73HNQgw&Yov6+4vJ(DhE$d~
zC+7YVD8exm*#k00pk*uAy}TsgogwX$lOCcBG{PtanslS{X!};OKS4b6(vR7C<UuEf
z!8b(KVT1560&#>y94_8mw@x`dWw>MV*i{6x*u{o2N}Em<W*3{$PjX@r&MlFoc<+ci
zmBzc(ula-Y$rESPsuP-D@3p-oz6MX>?Y=n|2|eus;y6wp=`BDLXj|R)%cm3)^~X$^
zq4RJfKN&(5^p4pD_z~Tk#_u4HO8;6%yjSJb9oDUOU3CN^NA$H%JN8faBJf$JTCzNr
zHLr8D_zkg~{+_na=Ai<z%;vwIY9@r=RpRXm5}ggcn%(y%CH(QWtl3o*p4Ob?GOeW!
z-E~3}M&sjGKtrmne^5tfGoR|YJX4>3fTXyVq{-_K#F4$Mo?g;iga@dO9~PY29O9=l
z;pLeC#YXJhRrYR#LQu!j`+e;Ah6L*ayE~sUP^I@BBh;4hr1vidU$>PvU@J7|^9?=R
z&#994OmhZVT~T>)9xh;%=pxnb)oHRf0-trny2}Q<T~IHcc=75dRhzDsf2j^<wxEnZ
zE$ls6j3#lu<morO6*puASL`-wTuv@ZUH?`Sys?+gVm)A{aPF<>);=8OTuV=+P>7&-
z&#ZG)S}o{K@YnBRZipn4a3M+gyTv62cfxB9x9M-bzKwsHVffpl^fS)3EA4J1<sPN9
z@kKD<f!LB_+Mv5hS18z7)A`z0JGs?B^fRf`Q3;0WVA*S8idjK<rcY<Si9^+)>=t|!
z%pLVdHo$wK)Jwe>TG7wZ%3<$(=r`y;kPeq|x8rHuzkRBw2^1jA8ffb$*hBIXor6}I
zVLfoA68ccxKb6Rz_r2?d+^zIwCd%!f4&h@Vdg}Dh6sz7j-Oc%++i?hHJm8QPd0mdH
z$n1i{SVo%R{*{ZLX5s@oFCwqYjF4gRr}B&GEwgX`xI-|<8JyPS29nGd)w;|LRA&SF
z(iax{emA1h@Y|=BYwbFn-tOf+Q~NKzdVjv`Xj>We!ly=gCuK+#URSw^_o4xfZ9a6L
zS*eX6@q(dBvBob6&5c>-4{z@^S1<aKmL_JNA9935KR<({*KB9r+v5AFp!_|N{!%MX
zGe(O2Wy^>kAoCz+uvpzfU*_HB`z%DX)BD5yg=IaI^C<uF>5E_=`is{r)lhxcHmNOY
zJYL}^37UUR*H^6nkLY{kJoZPbZ`glbaZ>TG1<mh;unMXa7<qu<<_%MZDN%}v&EP^*
z1*9rm>2uYo!2NAtDZ@X@^Iv!K9|%&ISyB(wR0#We`$5}Kh=uvu%5?oHjd^4Pny~O=
z#GZva82Y(ytcsLag%sMwm^kIPXnF8{JtXHKF*m~W@0&}E%+pvGo7`E&HrFQCuABNB
zf-AreNBy1QKaN)e?~2k9ZllO|OrgA1k#Y6vXMsLCANEuJQ>#PoL2qMAxHR)F@<K+Y
z+ILIKKVV~P%me;tG!7;5CEZ?SCCCX)y+4kQNI?h+zD~$}_(BRF>Ha-1ro#uNz?aax
z@umcLAbunqu9kZ&Nu2qgX|y8T8c7IrkRi<d4$Y#CL@W=tEyUCKO?MQ;ctnXji~g<Q
zCwG#3S`v0~s-BY1s7GVy8F^dc>L|iB>Hh#fK)}Cwk-SP?BR?juleajQ<H(1cgyT6W
zC*z_xIY}iMq>2=fTHwi_L@E9>{hQdZ%!IzTje)PGU{7%klQw-ndmxmf>jL)o><Ie@
z_EYvV_TqS(YsYhofqruyOj|#tS#>b07&G*Oyh)nD(hS{v&C32R#D%^;iES2d%?x5&
zrgP|SUj6uFUF6=u-}~Ny*W20TTh`c6zx0|Vi|c9^)l^qiR+N{OF7%cZFDRNnudpCL
zFV~Zio|f!ROc3H7R-;a<Q7Pn6GAS?NScX7ag;3e%^t;>qoLi`_PN!v|9U1MD7;Szh
zvMQ&x@jKhZX3nWCz1VWyw3gmrOYe9~qIDKQQF@xQLU8&olnc%?WJP@w=5H?-nw|a;
zF~3;Mb8fMq!h*|%J)9NRu5zcJv^gvMl{>nQSG1Mmczp_anNZd#PfvqBxdO8a%=wdr
z&3z=fn1~rBxnf=)12Pqz*3TwZw0HQI);Cp@+g+|^kq2esSbo0DFBQjfZlE&5t<Ju*
zSC8LzMhk1&Qk5M-NBhbqKiiI-j<XfVk015xQvE4Hxj$vkudKM_PJfzEUg1v_aIo5j
z@d=1ulBgA&$G-p+UKsiPR8D({!zXIL0Gg#s99I+8hx354p@g_Tmy61B>lrVs!Gix_
zeN(XPgf;fl;Ps?7`<XUc^J=)p<fAnQ!!_gG+XNTgs*1MI?~X33|KJ*DdKzk9{7uAP
ztatiZciWn^UG&-Bd0Z$j59)1Mliyp88E<=NtrdNl9&F#<hKtxh)llE$_XwN)Mxiv=
z02xlY2OAoj#4e$3eq)&*+SZ18`8^foR4!-5@wW1yfOIUOzUd{%9{aE_$7z2)8*-qT
z%HcPc;ikANjyH9z^E=w?9e6(1Ih*V*zqc9H*DN%3Hq%`awEmP2aXObcqu2}AHm!BI
zF<rSdQRZx7>})gLEo3+=@k1yr!U`>Jmsq4bT3Y06B6bKj!&yQtXl}|lSYQ*&s%aHV
zyOvekUCpi_eT7K&kW7+9ziiT2T4apN6rAUZq6J%1fl{0mo#m4RoHD2+Bw%Q?+2v%Y
zE<zJy4;kIg>TngCh&LB`3=Si*=q_5Fepu>k5;}!u0nd<kX%k%=)wQ_4wT(h;{fZ`W
zw?n67*_2YSzF@pAl=CxXcmOL??cqHY%T;1|yjVT0x+YxhJT4Pz8;{eGh0uWD#Os4A
z=G`^zw-)Gg@LpD;X%i~j1#~}^$J@`09b9v~&+9$DxuUIW9vwrd={PPlHWk@L(Hffe
z+4s<?^iWG`mzAccq2Vd*6UedpJ})`exT5JLEr9dbvZm7vVanP{oBI;5uIVKwnskxN
zP%dTCf|C~LNDWw!iS6w#c>xZJwVcQh%WKaN5P7mNkHFe9OpvDy^BClDL7rFSQNkUv
zcA<XJ)>b$>=-%vY?mFJqOm7yLaUb!Q_=!*qenu$nBMh(f%Z1KTzd|Ub{1VD93G#W$
zm*S})W`f$R=n}%Z5-PgdJ5K{4CWBDWM?jaC4t-Icg=$g+C72jeNb;Zn9O&MH&wP@1
zy1?=F!eT5FQVj(dr1(fBJ}dB9j?XfDmf~|EKE3!X!KVkG8Td@cXBzn6AUaEepNnve
znqVDVgCi064BKM>Ko&qICPvI{#&i(VhnTprSIL6s)w)VRA#<=%4p!yB+n6xYB-!A^
zbdY49W|f|WN-`G*)8MBAQxB#CnC>8RPfIj#hGcjjBF2v%A9MV&Z_M%Yd$u_K^}P(o
z&)(hO_?LGccD(m)n&Y3}&3C*#WOED;bvZ5!J?nUD=%7P0M7kYA1RwL?7(C=SKX{wt
z^}#&Hj|Y}Gel*bJI5)7`adu#x<F$cq$EyPe9WbCBa1OBD&VkGUhGrScVdgsr$PfG7
zj(_Z*=Xj;R!SRFsZpX|0y^fdqZ*rXJ-|bl1PtJ_J`h5SMLzUvQYg6#)TM>MgR???;
ztlyJW`C?zK<AuIf$Mbz_9jE)QbNKsqI-cu0<aoBP#qs3hTO3b3zQ^&{<F`2;eK^+f
z$isz>Z#{gs<AM8qj{9%RbQ~wQ_zttFj+@yk$Dx*kz8g;+^c`r~=i7g3pU<<8c=na-
z>)H3{zTtgi`}o~0JAJ!O?esZz-m&x1o$OAs$G5j-kMD+4dwiSskYg=Jd`C|m@i~s%
zapch>>=AaWZ|RP<9n22QY+Bdt^LLZg-96n0y4h~zY-`!->pivA=iS=2b@SGPTe+=F
zk8ev$k8ks-9$ybn9M_>x8>-g(x=yY4t*h$rb)M?*t*u()Yp-hadE3a!sujMLQ!BiS
zeAi;b<yFgkzEjJ5jaBu&hEw&vdcM+eP1O?L5;oDXxT@AycdFL6sH)mmbE?``&7?Z2
zsw#bzB-N1+FLwy>RtK;|#=b)6!IR*LJORs6YtKl>8fyKrr7eDP%%9juKfU!U{QNOL
z_*S$u^%3%o=F>K`7Ry8{D3%Z3emlgL*7{=`n@+PQPsWxu*ZL3Ayw@w{$7mj~N%N}S
z)S1*fE#KQqpS__1{%#wuCYT`fObz8zQ^WOS`>Nh;+rx8+?T`^H!+2+s3affWK2EZY
zeuM>}&u!LK0MbV!-Rzmb-88h8s7HTx^>}0wRbi~X10I8h*%98=l4J)c*goLtxBQNM
zIW`h_64M!pdJ;#JlZ!=8=-Z{oqQ?G!Ees-0BeuFoTLsRrrNE1Q6{D{s7tzXCA{&Ke
z)mR>uKWC28e6WY~k-&3-r^H$Xmrou-Jv1UdS%`RO8LrI-s}U9L$MPbe-;K5hpDl1b
zY==XLnQ9TYtVZP0jXF30-$FgS3O~i3KJ2+3@yt%_c@$2-eQ*lSLo1?^ZbUIRz;XCC
zyn+a23yyaa+y?h!eQRi(XGA2l8xF!Pa3?&7HPu*0XS@d6@4_*TBO*G0quz$&ulrlH
z{{My~E5HON$NoH48u-rW57<OjiKzVs)WbnsLp6K}Ya~Y4C`lXp6Nw+YD3Oo-o;xsh
zk<1<YH;}V?S;V^Z``p<JxPvT6p%50sB5y*vl$m$BT>Xrt9Df+%d{)L0#vvoDkju06
z(Yl%vj)3R=58nUaLJ20FzOayZ-hcmt5t{ROv?KWQ{!r#zqI2oQWK=U!sgW1rGnm|@
zoV@JptYRiN$1TLG8IhNhmtV|gXT>qBG0Z7u#PWs9?QG-aKQT8ZENse=m`!rET*BE*
z#<>fVbxmuMN-~{NRw`j7GHG&tnX6)5S^S5*+M?52H9W7e>U9=1p3X1-O`^V3z#Y1@
zpEVb)@(Sd;GAV=5bI@Y4XLu8quGE=yY?MZ+G{~d|y~<s>VsvkKgwT_|=Sd#>l3RiL
zj7KE=#Pe=}2xrDV^D30uYKcH(JK{<FnXx~6>y(=6T~^{&$OU=4ASe?PR0*oHW^=x2
zr-?Bo$j=f|!0f_6$m&Q~oxmg{2=2s}lnQ0MHCB+T%!E@4_@j?)(EB7lC@Cosb*i%z
zQswHhwIf-&Y!dBh&9<Iv%|b<A5I^@FJ$H^|V>Lce@vW(?t1u;+gX&CTU96g=xqK2-
zv_&egE^Zl5RCbdoS}kSwjt=f*Wa?;xDMm$j@*`Ghu<P`8gMwW~{zyJe(HP_`%gd#t
zIq(lsxs>DNdJQ)$Q}D=D$ht?X>HCI_W1n+Mi5<^TlGhjmsb|&mtS`IV{f0)aKR5H`
zsO3;H`pyVVMEk+WJ1A+QQO!@<aNZO;0Q6{>jByM-DO6rg$#7DGw|#%zo*&;@yY$XC
zZ<yD;vc@ju7#5{bXE*L@Y`MRCLBVz3T3f$+dA^31Nm#!^uT~mT=fwFQ|Lnm>E<M+3
zj!&~IH3p^Hq>-g$rPO@m?V~pi-cpTOiONiO_!YEz+wd;v!2vN|wc#w-2BNI}>Uw*>
zWEqr<l#CG1$U7sbU@E2%@6OfXX?CG}(j1go&{1)@Z4D=X_t==;?bZ|R6CXdY<fg)%
z-@pC!!JGfro(0T<kNwBf%k2r=i3IzKCw_a+me+2(=F(dWj}24p;p}WL&YlJtUW+Yh
zAj;r0I3dc`?{@Ri{i^z;em*FKzR-h$TnOH^EK!M!;F=_js704<T9)nQqLk9n?@-AY
zpHwO1I2o2l$Q!a?UKYq>Vx-C_E>C4tOM_BM)h4ydsFDT>r7FxBl>F#r%!%@jeaY6L
zyh*s*2B~2{6$^2((td*>n(vRVkEVw=B&z3}u8;~!X2=!3?_tT=Ix1s8L4Ho<5c7$6
zq4heenn$VgMee(zKxT>3sG+&hAM<ja<LJlBqQEFy=h#KAQxXd$kmrqwiP2aGAW3sJ
z$7}76k1zBT_e<pcg^k93&vL3zJdZk2Q1MVwnM0yZIf!}rI;vxOP{jqH?A)ZI%W<8Y
zRKY9rSKhRu_l3O+7v1#Y#)@wg2fnY>Qq_{%qKrDZCT~SsyXWrTKDw;siQn8>xv!%#
zI*Qw<GHYbXo@C!WZ*ITo!tIOV1@c&oO>I(1d3Cft;IPI!5~EeCpZWB}egENaw<V@V
zTZ7u?^3fW3Ak}LYlmnIo#Q<35G$iyZr&<rsND1-0Gm<rNR78bO)_w4fnUELGa{0X4
zs?($S9NiPvf0)A@33H5L#WO9VPmFKEZ^F6JkC?b{J}5Dv5}QE#eHf5y8$=25Moktg
zEC9(5Pa@S=v~*hI%n8D`rV>ZBf!QlJ4M3Ep!4$eEct=L2+>Y^e(vwz6w`Fu#?+&kv
zd`j;@f!e5{XaD8!B$u{NoOfP==e-DOy~(P~OpC`O&#+o;0||4LO8EdJ<kc&z7L~_3
zH-mR1*E@XSJt)zm_0A6NLdb&a3Kw{?(Oyqpx<G<9I*ABV?uBTtNjA0IqWHXo*I4vg
zR1Fhg(PkS|YNJX<0x<;n26TB6x4tym9cz@4Qxfuu+!7tDtBEpd6%!h~<I;5;x=mJs
zhWy@3TPEKhg(=Q(=`sgamr+I?U})vsDv1^rK(^POq|q1$;^Y|_SpyJP&>+vyByrL7
zzVpEYXDOVtQcrk=!G*cqNrKsEnq_%$tR>r>GqFe9DuvDz6>W4m9ELzae1(IM2|JKw
zb=smeq}4UQAm1LWKy^sxQ)exYp5tPZ=kJ?e^FYnz{>dwo83g<2H|K3!-;urS`^%V%
z=*?L49z3=Do5nunh9nM*fRiB3t1+I1xU=%)=zdM3&@WjYH2u^%j7(UDaEv0F{z>kN
z8>;%oznnNRe7L0Yj`!}oedy@IL#b;Y-@WUJ_30^V9=~DFlk3u$dmp;g*Vgh6e|+Hn
zKR?&D;_1)6(|i7#zUF%edv?5eudn5S^VAoib$t>~TMVRt+iOVR2XwJ#L6_Li^Gc!L
zRIi+5U*8$gj+<9ux=rOK`6l+s1zR8A_Vk1%i8N`^+V#~*H<qqmpK-?T+qxu$eQ3qK
z*B1qJQ;e#mq-A^kvh9VM(V^73jX{kyNp3`qCBb~i^jhUEeezj|$vUeqa>-Tc{g%c=
zF27$zRrk&XDre!ibuG-CD+$S%#83AAqEnE@Nys#f;yh7uUU|*t!=>3LyTh72cHx!^
zebRzCOLo+y=w*R7rz^Qzi+9>tbnQGLdy=N_TYT5ey%`Iu-CDhk`PFo_hxGni)O#M3
zQ{SP@(51-FLjKv565T*dhPL19wJhj&)muV$TigK*e@C+384=w`;l!0rVl!A_`dv0#
z;@IFiS&PAJW^>$0Zg+TlaN=mZ!CE=D+mu<}R(51!r#{atu`SwEEhLn#%y;FcCmVOG
zr0*@dHnu$fWPk1TRW37)%4ifz=H;%cNFIG@^8QIU)jZ$EVsGc-0)r;4xIQcJQ^CgG
z*Vr2^LkFAaT~2R#-Pot-&mB+$4c^p+0|{9PSxWm^P%aYeMHw&W%lmcCe3Gxr*O`m@
zYs?E5+9fHC=Fsh+v8ldrL`P$iRtf;Hgd6_Oh#0+2+!`*t)j<f5!CxWp<Jr36%@4K|
zZ(2UzET?`|on61BcEP$uDLKCDw_NYb$y;+vL&~z+`34DwfP56MNH1SiG{0$HY|irT
zE#1p=$g1VXR%cn9E{nsWGpi*+ir^}4nOC%YVQy}5<L1S+I~&uq(GEkD+MrfpJQ$l0
z>&#!2Qnb7@H+Ml}57mbbPXa|o@nG{RfgiByczu6t=;CD&&$-bH;~~w2TMZv)(Z^h%
z5msP7^)Pf71N&tP8fhtH?0zx+5+j*Qz2jSTyA&B1aY=(wOg~zsmFU}2X*B8_0P}#{
z-Jor-hm>A2IU1en$wN11l098nw%6ai_Nm=vyv8gZDNpl(rS%7zJYnI;FLs>Szp!}s
z^V`|9ut1mpPy1c%b3JW$w6Ts!o}40~DwHb$V-F)lqX&#uMq36{(T)bIL?86)dUONP
z9xFWo+V}ATuZ8H|IP?NRnL<7-%WUSQ%wZ95D2-YrMiYSwo~UCi28&9{lDh~w!tffK
z$zoR!-b^6}VL4vLbHia!a_M%i7Y#W}K?%LX2Hd&lIRWKMhElK7YDrSMRl^oHmKARK
zFt`(A=Ohi%IH^<LCFu&sN%YK$BI7X@r52wkxY-!AQ(+wCcISkE6ej{H_F0M2ZnoGp
zQl=x2+RDl_HlxX=l#pGlTyHaI%vxm>&-j=hl3T+-iYL;*mqD408ul0ARYggzAN@6A
zaX&^iyEqJ}aqkNt$7^?I4=Ef&CX*s<7!<ao!MSs#iG$jX>_O@JaZFH1Jps*xy#Y4^
z6`<8&C)|Nyl4sauNn232qB!uD#^urwUCXv5Njf1%m{VKe`k{I5;<A?pi>uPj3mpqu
zYJT#k{6&Q>GAFaXEKATuJJ@F&(Fql6irwY&GPJU^@)hJ%k~iHNcrY%zEKoeRHrpQ9
zZOyEtcWUR@=j;J)4&*|j*I<RDVWoL6HvYVB9WyvL?Ywlu1VHqJ@!^yp`%3tbJs^$F
zS+u%f{r7IDD8J!*U70KDilU{WVMr=nQ(n8TIV-F6#-$5ey(uaQMm~3%Y|%oTsrvZq
z2lk)8y;dKa5N)%n3@YB~cFybh&iZvHHx)XQT)f&y&lBB^pW$wVap5r7hN7&4>JIy$
zWc?L!VfIv9$o{PS=7C#(P1XD5vHtzu{b{XtZhh*BO()tinb;$59IFT_viis?yPEFn
zDY^Vy&h?L@#&B*XfOCgX;ZPKULIa}0L5d0oRUJu#{QAEI72@DDRKF~4`{i&<6j)65
zjOULKF&NH4+r$Tj<S|RJVBjRLG$P1W@qz8U(m;3EKlUZ_5y~r|Z7@l6Loo`49b)W~
zL7mRR4LUn4T~l$PCv;f(uL6c<<|DN_u$CMhmuWYB%|p!=O8pzPn*GFP4IHDwh+@sd
zjYne@#j`(kMBBu3cai;PE)BdG!P?^DG}a+V)(qzggV7TF$&{a;x6XJzb3;gxq6)<m
zh$i65U~t^ho6+F%(qQx+KB+hzFXPmn+U~lQcXj3!U3b^=yxxq!e~2$n@PjPXIaDgw
zlKKYs-hm^Pb;n=ZUeeu|Z-`>=Qle9ExE-b29$mHJ+dYLg8z~Jd+!7nuq_as4u_ncm
z+s^IS`__qT%ubiy64E^T0$RNgA{;_QIE09>GvWLUOZQhGLiPnj13HQ>M*k4jz34h9
zBGgMnj)pgc6;D10#E);npC!SZB(RkD!}*}ZBn2fF5#f+r+bK$TB}AAKo>oeqIIUsk
z1oYp`sBqK;lC6vzo&^A&ajU}GS%Y&GK$h2*{dT-!$Sk~_o^F=E4d&#|c!e&eQ#Y=m
zAcPT3>1fs@X_Ck+Itsl~6U{3@Aj7VasH}RUU9XS?mQ7a`xtCYz=nF~}&qy%%Iz%3#
zNKAxg)GaWM(O=G@w-oXoWr#t7OpY-{^XQl)Dk=&>7UB(DnUx}7!w^VSoyI|K{bU5p
z&jNs%H}FbjX<Xxy9hNGjY>v%_SNxyC6JKt{lNZ#UBnxkK0W9>o(oE?|)}eTnN1mP@
zpCccF_}q?kvx1Fvcf@vSLrR<gf_lWds8TBhzLUdaig-hQ^{WuC*(AwAEoyZZR9T>d
zv&5(kN+}cA$?z%+jxn}#>8dR*n?Xi=9BGrA?JiS^-Z^nN9=_ZvQ&6bOK6ZKSWW%5^
zISiM7&6=$)M4FD!899fVoDa!fqf37whReJFF?pSeITmWT*!7c7NBH{i)Zho9tugpo
zX!=6TW=nPkJE4B|T%5il+NlY=o_1{-L6WFU+TcQ#=&U-mjMy?(XE0)o+N9H&m68HS
zbW9ABx#ZFMgu1%AgwY2kuY<m$3-Ar!y>?DhQ&TFV=M~h%D0uW-J!2O+7ur3FYteHV
zhaqlQ9zCd8Ck#q9%<x=ag=$^JyI<J8^SNyW#d}`ZvE`W^MF$h=Z(6<j<_5P=e^XoA
z&5a36%z+DcE~!5D`hmS~o>)?K^xUzPk8Cfi-1SJ)>XSQ4tM{Cwo)k6g#d8#kaSftc
zH$S9{8wOp{phTif95i((yRHV+22qrB3Uu;juDq%B)VNpBU3Ploa+l3_-dI~{nQMCb
z#p0#;G0Z26Z)ozM@0g@KUaHKgTT{MtlU~9Fs$4}4qSm%@-$Sh>LLsDi%~4LBdl>AQ
z!#Zb_GIh|rE_aYqqV~=Ookh@5gm7)>K+l3}@f4WN)1fW*JzgbOZe3L;q#Rqe^SQ0#
z+SSG9#1|YaRjC4BjO+Ot)bruSL?7CZ%)&yaEro_Jd*8TYN!76*?f34wZe?O-wS|vk
z>Q+9w1NHv!wX46qqpW)OqanTbqTaL717b8Ozc5#us>>O6&qoKHsvDd?-%=?0=HT6(
z3~F&*?@qRWNwZ+u@z~O0p@?=O<mu(rHiO=xk+Ch>q`cY%J0`sLm#g;s=EUXIX2fJ9
zx->0v=|5U?8!MkYS-w2qF5X>Mrjmb|R+AeS$ep}j$(3v8W&6tJYLr6O!sO4REzBoL
zrJ44?t+6?kK@@ut<Bv3`rRcqM$erWPQO6E}I`e#C@%h*?N$NWJ8wTrnNhs9B<%!Ye
z45Z3mEmCDZDp+%LN!H5RY&9=o7+x-ur&YEUW%-JQw3^no)|#};<-O&}*OX=k>t%dY
z@`A>k)XKT`^qSW8)|zw@Q`J+KVz9@k<w~6rH57$t)aofq%_z%Go|9ePUNV1eRkGF+
zt(L3xO0`)dvpek8IfbswitITlbIVrJb;sZir{WGfMYPHdnKhht(B2{Mnu=EWD}&Wk
zJZ!_%rW(u$Rfof&7V~p4_leDRdDZwvd`ApOFdn4t0cU>}<EtUGoI#{I1m+>RyHnd~
z4_TSN1gWw^MH{}kV)@-03+Q1%49L4{H<T22ElQNA%{q%&B_a21`{w$*?6r6AXL`eq
zYV_W&o?3TeZO<xZ`=kgX5w+5fa>a{C)q-BjBDa`^6qeXdvm_L6TnVX)?<@22W<b^X
ztW0Y&80}g)8#pXs<Ti^r8e<?*&yWgMs);t5ta4Uj4*zY8{U8YWqWH@@*`r~|hq4u;
zPkj$%D}p6nw@0poqRdQX)=-hsVpSyyf--){s?6`4)0rtK*vau5`qgoPqdgR&TD8Hv
zzA*UyDI`8Cu;UBKnYs`$X9zEe`!1_A#o&^3QEY%4VdXlz(G-VL2VR$`>}C^v)l9Su
z0d%=mqaOVcLv+k#MyifBnJjXKn^<h+<^JglmrF12WpAbn7nQIlm=~3RS}4IC+K5`n
zhH7s@!murQC@VTU%Z5LoMg<^RSGwKG^iH?Z;OI0=j?kh#*&ZwIn7C<pckzS1d7^mT
z9LDQOQW6C0dHG~wHw~8j@wF3nRTQU;wVLfZ85d9}#(;~`M4K!zN-m0&1m22bG_e+g
zRU_lR(5No5GPRY~v9iEhDQdk!jM>P2CR1PoPZy=otI6-khryaCK5)otCHv`x;T3vi
zAOY7)-%V7D?<UayS%y?f+fafPhLny@E3fb5!w1qcS}3lJ{uO=v(#(1u$?q|O)6#%4
za7xB1>=u(9?Jcn~L{Cqn$!t?#T>5Ze$9QOdoViw`mj?xmBL6O47ZjZCMl~W`6<U!L
znBz5Rhn+_J0r#-nsU3{&kh_C$H%l}qBO$0c329PWl24}ml`I$)BSgYsDbC!lv$9f^
zf>DnCyHdkZ^U@Zj#ZReHKKeP6qEw40(`t*6YxQOgYqr@$E2Gpa;}lx0QFHmXHj2o*
z#y(|T?11Rc+F!h{;Hd&;F8ynKu3S}}Y$z}=a)Zsl$o?;DUjp66dEYq)1_R9C7+eDm
z0223o5+Ff>7r+Y_0Ujb1T|8vnH%aTTWy`TG+p^@?vFjsZ($LO};iT<ryar<@&Gj~~
zPrJ>!YiGN4yKi4(*UfXgIjZd@n|&{JEqcFi1{Y7uay25w8B)ae{r>m$LD>ZErTVrq
z;&wv^uWLos@B4<$-dqZ`zs$0sd~Zos6cwO~O!ChD@Ax$TjTt^H1)}7ioq=_9-mJU8
z1{>^pti58(D^Enc_96wdz`_s_x5{;DRg=8;xv|XRsITwtuN`=%DgL>>p8eS{1(m9p
zOHJ;N%sez^yXTecsjU6r-pu{OT8btJnmRm?bq*is9huKNN4xg)v;dPJqE#{-$Jv_I
z!KwR4zh{W1gQGLK0>tB+0FNILcOyQe7a2>%E_Pq*#x91gg)qXS^I*rMD1qy6OhQ@X
zWu1Qo(NXbstB8n{TzO-fDI`inkyq2e^6L{7&kO7xY##inDs8uJqxKebN!3{-RV>Tf
z{U1dS{=uv-Gn4@_n^vjR$q5)Bs(~)|kLGjk17FzXd7!Clf7U*nE&4~kFfx3g&xC$(
z?t7QhDp!~Hyr3&6k{GHQp<90$>~%7Q%deg<eDTbnHk6C6Uf6fn;Hj&CsE5Gb&43r$
zk;AE>Bfbm1D?a>)^Mdn=6Q>y?gDug2L}N5<q%jj<aS7sHQN;05D_1f{T2rl9(mZCy
zTFtHIfTN_z2VRl#P*hUcd@h@3iP;(8i}HAE>{$>C{(yK*M#_wdNJDR7cX;*>4#bjY
zo|_8p7>;vN0#i{6Z)#ui@>8zNkyOw0P>_ZS;wv(Zf;M<sG|BtFeg4rO-kVUF9Gsld
z$eZ;JzvCxAntOUK><YO^C0~mKdlugy?nTZcpG!rK&P|*sM>-}DQ`zmF)0QOzD|7zR
ze5T8uEJY9H3y#bydy9w(w-poxu7u}#QbQGb>w{zrd<ZcB^!cLiy~7tVfYuQdO=CF2
zZ;`A&aJecjkZ5xRbZc;8^)6QhF<d8_&Obl0=e`juAHwMsgrR*rKKw)x-11x^bE^jC
z`kFnhJX|tY@9y4paIFWoDWcb@L$hDpZ|w@T(71g^vFFIu{kMKrt59=O$49&e=5F0n
zOSXTAVYZ%$P<B_lT&a~c>#c5UBg~5R1d&LZ)Bb_Gry?R!Dx<4ZxDKdr4{|Wo@ww5|
zp0e4MV$Z#QSXO3_ys^N7Ym|B&X<ZpTOcN(_hSF@tYY&yIllg8({FPi$RUn}5snH=>
zi6*KkDCSo51Exlj&5{tGfd=)w1+XC?MipNNc0{8!!2H>+b%b!m>V$ac=}$oj^z)=j
z$EnmDBatgtucOb(r9z<!2sVb@T3t_!<bl|o5aXl2L?4#YB#w!tB&AWV{>iFE$y6vr
ze499pd>)xgwITN$AH&Ppjxj}3Io2B+1J^xT*WQ(TcG!27@|W_59CNSSU5quA6umi9
zDOemVNz%M7NXCH86NtnIdqPVVtZy^_8R*IzDkv~DXo1nI;0gmJwt*C)O4_4hAZr%n
zw&{oM(y0TJ=X1Hmg6Bh$mWUX|hdsq6cMB_lS#7b5bA-5|*&gG=3PvQM$%jqRjNhM$
z8f_h)LXz+mi0zs2U|{EiQ%A*ejhy3d{pS8tl#Bu<NUrB(GKzHM7WQLij)O__U4wV^
zHk&&}L&<$zw@E%=vrYoN{V<@73q;xXq+}f)EsGQ`M6X1#ATZ_MW|3kLHq`a#km7~F
zl>p{pbl?Y$8c?Z@(_vDEV=xJAOq3OEz9tb8UeR<}({#dZ6e)bArhHpTQ6vP*ev?l{
z!Sb^{QL}6Q89(@2%SAO>b|5G9Xrv}#JWV>lisf1*qmz@_uk1VU#4b<tz%z3@t`1b~
z+dU&+C_rllt(#*gTMTHc#_aOwp2Fq-aNsO3a=8p<tu@Jv?%O|b>S}uAi}So)t9m!r
zfJO5oZ9ud1UueD3irpJRuY14g#lGbEh6j_{IXfmbb7o9(guFmv8jUrug7{H?n`p(_
z9(Y+KGKGO{2b^q^mQ28)0mr72Rsk?X-<=VfoMr?AKf{NGTXG$^cgJ}YNc@^hee1fl
zaNnNfp&ayK0Q-QwwN1^Zj(`13qWjDr&K-GX#(zKl#G^w;GcFt>9mc7vceSxb76gh)
z;P_D#$7z%If9Kw_-+6Fw=<L!I{mj>6Q}aDQR{bA;h+P8Ov<FG1+%bzpmSq_R#Iq3u
zM~vl&(uewzPSi=2;u(Xh6v<f%Opec1M4<(nxiJ&F1wL*7r)^EXzEK!!iO0GG3fX$>
z5)K4N!dinZzAlIIJ(2>lC4UcuJABIfssi|`G<nrFd~Dd3vI0#*m=!8Y1SG=PJu`4p
zkdcr6qDoXeAqd9NxhqpHxsqmdfU16AEjX~h!^pkJbgIqg(>cQB1U0=-p3vzMM^=!b
zz67<nFfAfZmhQ@bF5ObfXF^@2p<G+Rkz)$yYEBxz<EpQABgUI<prI0cg0-Ps(crL&
z#h(rj{U>;MVlH|BdU(TWFDcjY9-fFKsIIm)eP&;q<}E=ty(Jbh^)>u_yRS?e+9MuT
zArdUVTpZvXLLf+&Y9a$1!t~}2q39PFDwl|wduEbbVt#V=(Mgv`Oo}BEN+$UP?~$j9
zqzI^@M!tqTlFC2-{QTDz%9rNm@_P=J=QZ<5KV8mS^7G)jgsik*dFayDa$hYynO-<}
zsdOcGp>VvgCpTP3(v)8mQIxuhL@APYrYB2WhNo3U`3OXd3K{uW#lG_fq|(yM#~T9i
z)*+2<MH1borm}TQf(uP4H3Ot0|J!=+{NG~!U00@!kan9m^Bdg#24>K{EeO-wRi9#Y
zsOt4q*}^`2WFU}ILkljYB~A9AX>tJlt97)(T-#Chz^CMujeN5o{&q$p0>UcSvp}-X
zKeS)aN}|^Qf82!>Qr=9)Ht8sbWNdlLrnae(L@XpJ?afT)#!AVwoeh@~Id8#Kknwt{
zLUE{^Zp3atipTh(K}AOEXn!VBS?iBQuTiu_578TZPY}TO8Zciciko8oLkD>3?^jD?
zP{UPFxMTEA)}J8)lEgm%Bu^tdQo&fP<FK~8x20u}E}sr|l#7|c!y1k$9m~(9-KEJ)
z$6%?L>n#LxT*XJOYdz>AzZDa5(-2bLlsUJKQ|?^%Rbn9GA0Uh>y^`S8hAEq>ymh?2
ziOPeq&&3g|cAMDbPW7A+_EgZ8=m6R;0N-lh>eYkKA1W_QPWBadl@Gpfu&vxD>pKXp
z1%KIm-?@e7bI+6>N*~&_P`WR7qA*h^=JbX{!C8ou40%;LQzEL`4Cbb`(q$Vp*%o+i
z6I1@XX)r5}Z=$gB&*v*qCx2^bn}`ozD^^Jc$SIBWY^}7KZbN`X&0CXY+h`O}TqgaD
z+6r2;5Ai1f)iuaYq&sC9M&6*z<((6jay$~4$Q4UH8B3rPSN<^(&$$X5FIarCr$SBO
z8s2*6=Gz;~f%t8ZU`-}O2fHHhCrMR{Uf-f7Nj3aeMXI+k0z(Irtk2HDkOTm#ZuXf+
zQ<y@l61}B2Ya|klS+6&1B@(Uq-y+)~Bgh3Ql~QuGjAcow1gJ2*8WGSTe$1nD2|1kV
z7#|PbYbgh20;d2>0dOVE<xA7S@?dY`-kg#k2G5laW~OtyOSyE=k|+)4VudPbHQf%B
z&s$aKs$u)vyd<m{BiI(lZ6FnGqUtx|O#E2Dw~Dix$C*cWb?}oo*tpID3<5IvZGa3S
zNCu4wkf9%tL4Dg~*os+Y8*Ia7R1)mO8-Pml$X%)Sp`mbJwmhYKUF;}_Plm}iRAF#U
z*<a^ocTaVe4rQ`arP<tQp)cnvh#j&PXnWJu5<x9EsOc$QOWlgztm&w=9UMX?M7K$z
z<xY$Uo`l*Sra-g?m5Nir6v&s*=VVkR(E@0)yGk8QESAL+v2~`TX%p``>Jm%|aW~X0
zAN_cf%!g#t6w9Z#DHUpvzXa6y67o<g^Vl0t&&_q8>?vpce%2W-cc1Eh?)69MGJBEj
z23MAP9obRHK1vf$<UXG^m+sD-%pEQ5PWObfr5(9}LVLlPQ`PKwO@@-micPN@6F{Q1
z<|MpD7tS3UjLk)>!C0+h3i6k0sm4oJ1J!QZVyu%l!Aez$%KuOF0g1pdj6?=G=2<zl
zdD85TJlsvhaE-Ovl%pz~fZqo=VI1j9wV2KJG*uqw?Bzr(Jd)Owk{P?;{&G2@sv>Jv
z<(-PSIX}BohTpfn$ZY0)Rng_WFYRY^vML(tRX*>#FBP4fjD*c*8X&Ph9PT+ym+zU2
zl+&r6y8$RiGIP0or9wJl?<u8o@j?SSb?&c0B)GExD3$tCfpzChPP|$L3>Uy;KO-jt
ztlbU%)@@>ar>rV)<!?mK@L83ylrNPpAGX_(w!?>I>D@7;%rdgk(p)i>i{-ky*kH+&
z$s@87n-lYiK}Z0AbTTQJ2tb1ykOb;#PwKX?HfETrz<y%p7tL&zQF08L0Fn&}C_96G
zzsj!FG;jB4EzL_RO)j4nrg`z=7C9%S975NaqI$1dN_(%8(0%u4HKD6BDCJVZky|KW
zF#%D&w)6~gA(iUuGmIL`?&)dyDMi^ZX1MrBS$<k>0GIngq}A`fm^+m_d$#pRX=i3M
zmo0UqA2BN2rPiFape;OJBCBP^Xx&{(3UNb25`BH(P;2_WeJ5!%YJ55(iEog~W&rCT
zfOU0vYu1MZa}5~R63n4Qe`x1(gBBV5h6H@W!heH7e^3>MHI&qWA0hC3BlO!##55$U
zAQ25@-Op27p}2i&!_y`QSD(W#;eU?wA*09~^8M5U-u6U0CTlgdV*W^X1PfbaOjhPM
z`7uetlk;Gm_N*N<*nM_P-|TM2;#``;bet1>k~*cB`n6!D980c{V`ZaA8Np*@Fh&}U
zWGo0zl0kNtea`*L2#I&*OR~w5PPe}kFZJYnmVr`deqYHlR%yCU3PZSm%cnJ&_o6p%
z%;*7!03HDk_%j9g<_;la&5ySWiEDe+VRN~~z%yp`l>w`&+uZ>RGx3gUd4|=)W`s6Z
ztxgZeAY5*z0<YZRm(+@<eb&~!mqvQen6-vn*Z=D~y(7|k^lS4cUYPSU)>ca_60tQ~
zqI)jo-NVf&ty2E|;<5JeHpAkP_(Ypw?&RLpe|3b6)C-SIEv8%W2TiR1aA)z}$$*X1
zw%J^57=^WTf3B<N%w(&xe|OB@*V$$?<b8c}F4x{<;o?+KN*Y#wee|58Z%63RSx4{0
zt%Cz;TxyDjgZg~I8c)Mm<|Lru!+?gpz#jLdY|)nSGNMo*=@m~ivZFH>?Hg|q+51bu
z{7A`OY$_1~%tAU+6^o(an>VUW4$jRw-rCo+vt#<2^pG1WB9X&?cq%YA*`br*D9`)B
zkrPA1$1;vuZWk6wYRO_oD<?LTNvtQY?+?&wokAg(lS)=eYB{ZGaB=6EU?0ry33U^d
zv%8+(`$(vpRI`MT)xHTll*fp>ktouea=F6sa5{`5VJ3`8GJZ6zM(J|Yr!BYmI0oS2
zNY_$Jfcu1IN622Ye1(6j1jYJX2L9NZWWp1LszF_sa@Z!>)7a%u&EH_i^B;eRMhG*a
zL#&7~C1>9->B^M(k2ywgAl|Ds?rv<9*FcjGc^)u3+OmE<YFjX1g&(yQ;n%9KkG4i^
zR>0d<0ZX(6|E|!RU#2QAyH#)ghL_pow^u2&2T-UD$)vn&E86<LO;%>@Zy16o?8Seb
z13$y+ZK$3`Z8YJ@nbNg*0oV&5@Zop(+SLqS8;`UiGn)kkTlw(#o=trC>WXjI>#mb)
zOHY}{4(zguUHT5OtG`s`w-RL_@#Dxnsqst^brs`93@I{2j2PApWA34jAxu2P4gqdY
zqH$N+g#ngNYsxJxQL1bn9~;Mzadf=TU5+xPk-VeSpYKZtJ9EJT*8p*)B|P!Y%nY1;
zxtZWKZlzARom^}sD7s3=T7?osS&$b6p>G|DB_A#dsZ|Bh#NRfEkI?u&`s8q8&rn1e
zo*YTrcAn3e>w*+atrMh;PwLF~(5_Kq>yWoC<JSNQE7Y_Fz%z>Ur@VMX6Tu{G7-|hX
zu1>2lA3%;S!&B5+pt|sJj#@4n8Y`X?83CW!+tC=hPu3WfEr02gG{%~3@d^XuyP$po
zb^|;8r&Fop&Wld$i1mUMJ7T<G#E$DP>aoYw=yeq;R$WnH5;=NRf=bD2Bu3(>M7siy
z)N5IxJX}ecx4$A(8ikSfnVZ!{u$eXOU|UTJ;6Le{|HhdUFP&`fnE%H7iI+~qKi`tR
zuzTXdh@<*1`twuYxiT{Nz{<j@?>v?tcwpte;*%$nT}Pjs7=7wQU)PZ*VMiOVZ$AS2
zfgNqRROop3#cphOH+npD5jM4<1ddwc)P`oZ95c36Guzr;woT}>RWDoY;Ip%y^x&Yg
zMkrYE)GEZjLSZ}z%$xgxro>#<F`OOsk6arWKG@fc{?obdU(To;ao1|FN-EL+samc_
z{7Ij7<np)97oIvZP^)mAz9#S_w#@f6I#U{#vOEW#8K_tMd6!aW$>|D6MM%-`jTy*$
zjg{`rc#hwb7+b~&QY>w<xb()hMAEgM<J<#1i59udZI+3E1)o>y<fN36>SI&Ax4ycO
z=blca-3nYnOG%oa_}lsMzhFNAYtA7@QhkqSuV*oX3#DDC4nsv4+W(rv5sk`>W%#4A
ze5lkxy`tLRvCx5yt18pvB{)i+XDf6A`&-w1C#d{r_~u$7-u5gx_JhctOC#Z_p)gCq
zt<b*Yu0*KNY4-F_?waiPI7ZHo+Xg#4Iuhq+$t9MyY&e_=={*BeyQT&Jv-Ka%x|Di@
zwuOTy<Cv@_ttaX8b@{D!U(Zx`cwZK}E(|SG$z&P@$r@PJ6So9<0ydksYodY?F-e?8
zo<%ODhB{w6JYDWzC_B8G`yVSSIpyj8!-xAdN~NYBFFuSE@6VY_=hL0jC(<LY><EEt
zSL|iiiTtioy7-u~#O1D)Dm{u(zBNfzNo)$*8!-G0HSah_!)l?r4CnAGozd0Cj!k=z
zu=T*{wgtMOn{11iikL)2V!GKW1gnn;JxPz5Vi~_b8#8%Y$j#8+o>tz%$$nErt7U^z
z_vCU5MbBnY70oCpN>Pog*7YdmcbatECS*!%PvrLLAvZ}H^6tU;i8YN;4UrX!xIg|4
zwomjYNEfm*)k!gOChMoVsSyg7Q_U1+50>?aoRMR4xytKBlq$0-sTxy>B&uM^o@<tu
z^tskb%zX1LDCDy<Hy{<mGqIa|_o?5xSrgfIB*6C7!`jCM0zAGZAXUk?3`hmwwh1Nq
z{fhn<0Z+=COa*rI_eT%K%A+P%If_JW;F9kiJ(QcB6~|norQNxX5^(ejrW{)mXDS*R
zW(HtR01XQja)Dokj4#k`Ya{te;ITytZ2LyLDn@v>efa3GrQcQ!;KOZvnBGt@7wRUG
z22{3&5MQac`0xR^R<=b$&=&cY^%#HrF~k)AF=57B=pO-=A~7fS41yr??;+^NAHSX*
zP~zkMwhFJ|uL54{hZ9}lex~eiY4Iz|c)Pzp$M{R#?Ky49S(FMraBl%+frj}S6^#1$
z(g&-%696CAGqvo9>^4EtYd?DGQ$tbNqv+eBzeWxtQ>jq6Us3jt?k>v*<R)+-?fxlb
zG}oW&?zUtjSuDF-;V-r4)L_%oRVjk}1-tp7_k9DV_8NF>eWr=s(EhgB{_7Lbs?Fq0
z^ldRCWaqk#t1S)iptx9RbZ!n1`g37^8j2*Jdi}7w-qZ<1QX!`*7&Smg%N25&Y%B0k
zvWoZWziuwKWD3ab7m>wO^1!*l^6bOz^1%54#!z-$c1;YlyI9uMJ}^Nb$7b(8bN`uR
zROxEw;oQ00pxZE8I+n|nb{GAno?@*BPk=fq1k(UyD9}RsrXj~yVZ2Z3&fA<9Z<|9K
zC{#-YlBtHIoSj+U-v^|<p^KJjacn|BQfYQ<M?U_m-^28vv)3Z~<PO0tq~JD%qmjP#
z9H5{*#2l|ZUKg~7=$Ccvv3PQHpsqc{B#^8V$lg@U+&5M}5j~+eF*9>Qfg4B51FcBe
zX`Cz_DrO6Pxz?QDZ|RJ5Vx41%vE<B&O1g>zQV}jbgD#Z7d7=wvfAJ~wPfxSk&`apx
zZ7H5QVXz@qRa5P<HN>t;D_*<<=x<B00kmI+z0UY|L9Cffxha)Fg?X6-gYokz657p&
zndY)4m~+zvmvhv6mxXC_7==~(mN#@PuN$R|chq~AA0`wm1IP77U*JQ^DjJo(7ecYF
zA_k+$qgVH1_F6*f7gHx-=!w;nI4I%;aq~3TO90uGidz_&D(kbL*BJCZ2K6xL6)}2V
zjJm}rV>Pdsb@Mt*XBAuRE6A7?wR&<^+K{6QwW-UQrg!<V%Nc&|vJzqP{kvrCG`xl+
zB&x3-V2V$pD2A^787@<EDwRPk!@<`$DweYhYfyri)`(#!i%FE6meI)w{3V<ellVtZ
zOF%pgV=#OXennCQfA`U^2m)tee1?gom8nExH`wDa@@#5ff{`&<L&BH9{LrKG_)*S}
zW=&|^gu2vdR)KmIXhMXVn$@8|fbo@^nN9`T33w6j>SB6cTL8L0%*-*EkwKY$Sc(cT
zxZau57o>&8fzFwkCO*=s%yG_Cr#gj0h^pbYAHpN9p@X~0`jBVM9j{F|uK5z|2wVLH
zMys3QbSI7dcMQ9M$-tLdlZL`pe+7b5z%M!j5SM?!u>XmX!ubkf>{l52zu~Z_meGO;
z@g+hosRN0<DUsZY*I^|UL>*O<6i{7zSHU<0_{ak=4kHIr@hf3~0D4uA>h!2>rO8na
zHGvD!)3Ozo4kLCuO|2kGdXC0uZ_ZAunrn>&m03`MlOT3Y{6J{!C}IJ+hM7=&vx(4#
zc~G+iRW!3YPAL`r?*EFU45x)>;!089>IV{3*#f?!kcj^2pG6Y6UaM<XpwiW!yJaex
z;7394TfG8R0YR%|=y%a?f#<@U<%{S6{s0e3C12eIckf+&4xa_PcOW}bk>lJ&4ntQg
zQdBBcAO>UEVW136D`CZh3QVCi%o#9=!JOkLO^zB7jUgkIY#rS9Y=vton-0Tt&5RWn
zHrt_bxz-K;!oZEyk{J1U!eUo9$uZ&~i40r)E<wXlQC@OHC`+hJS`8;7R=-6n;n*SC
zk1I(0EU;)5TH>ri%I}7svVkX%;46q98A@qL7fL#JIWeYe)`AOhm8I~AeKmy?&0v24
zrwW9yN_UAEsg9B|@6Gt@)1(y@_X+c)@ca@29$)*9Y7S6>LSJ3ot5Cxy=<lQqaPB1v
zYIPF*ucS;u2qUE?6Rp<jmDtOiQ5Y%JD)f|A$1%6~Gfpt1fW3(Y2o4E?=&d(pA$48L
z2rMQqD>c_cArJ0cvREkNl4r4Fi8_a$6-G-`!ntAayo!231r;*zTTF}AgXYFzQ7oX-
z8@2AaL?GAJ?8zSKJEXLAdL7-NW-+alb?omR*xjx_cEF$VX**h@SugehMN@R#<zxN5
z?%+^R?>2`mO0^CUPNi<<%pG~(eR9sx6bN_%u%2)p?Cwdi9&sTZNGR1rnIp>@_cEd}
zQ;NWnZIL^zI2&6c&Q&vKiH6Ks!#u%ylOr$|SxI{8gp?Wfq$M@eYl;Lz9BYIU08i?L
zsw2KHmfG71Udo>EdB@v>6CqE+p~8PZyfEgYSbI}HMMF0Yw~NFg3<IB5zZZ3f#*Pnp
z3*Gim&tJu2_O3kOw>;R3p3ox^;S@3FGNoH;wk;_a@uh%gi9EOd6fyoNv>NUW`600Y
zKEDY}4_?ta-TlZFU+z$s&hK^WVT>r25MpT{;~3q!b0VB^QDS)JbWEzGr3U-+PmL|+
z>|&W(P05rpDWj0!PVU6<<A*IyQlWvUkAsyS6YGGKw<Cd+UdpvEBf({r`7|fRJxlCj
zbV*iYrK+i~v(W9%B?0a^rsd>n84)?q)4#XVU`fp-V>^8iccoTF91Bhay<HBK!q(~c
z?r4Xs198qqqM^}a-RZ?KpVxzSi%1cUgHNk_VlhWo-sLTJJHp*?7o%Vovp_PONC@dn
zHHSpYMwQCwT1Jc_5xx`(HF=jTi<%{cbg8L=y)aD*qJV0^Svh;6He|%=*3hIrVua0d
ziq%Io!EC#uFKVSEq|zM>MVg*|#+5nJKe)fwbX+uA^mKbzOhh#4g6UQccw3B)V-+%q
z=(%Ty=Zjv?@JyS0bkY#$vhtc1`ziXmxEYB<3aHhHf?f8xY?7tO8QT)O<eN90Rm}4-
z%uS&W<W}@Xy>+vea$q;>P>R=k5YX4bf^Z^YFgjVuBeYybJtm^H3}Aa=iUNP8^r1|c
zjc6nUM!ZKWBp9PKw_1C(I##>tg-j1Ag8mOJc%81!iMA%GL_#wNj<lg4V$%To9;ATm
zL#9))iLZLpU-b_!xB9{5H1;l&NO9RXwd@pKPt1EJmUP+c$`FaiWim_ZdVF!$b<2h7
z`EbC~xcRp?6P1DAcYfAzU_XD-z$aGI;~R?U;Dg*yOc(wuuL`DRl1Wx&?U{-?Qd(N+
zw|~W-YiqHlPv+AHlg)lli`CYoW34@tQDacILQ$^_^qIqE<v@=mVphg`<6rR_ca63V
zcvPZ))G_+D=1?|jP%0>+T4%(>nAQ=uxdvj*AXc?_`^}0F=jhVwJG`N6%qS+bU+?JC
zSOZNRJsPWT^_1O)5#|8rb*fBG$QS3apJFG)P>Xm|I*)qUL@y&Il}E2w@-Ny>>(3Hr
ztHt5O+QWzh73kW&FpQn#%LE#kD4F!^2#I7`28v=;6-H(vUE{4R_CbyGedFV8ZL3dI
z?;Dk1$nWT#?1Ykd0{bcQ&%|$QRpFOR$TDUA3dbz)tF2XqH5=B|(NGosd%&5h>S|P4
zS|m5QoJNz=Wvs6UGlK94!@#HSI5^G$KB}0d0cLH`hP1wDqnBCxi$UrogoWkW1=DF&
z6}Ad$?^I4utJx5I6UaL1Wm;0hvRGP(TNF~!&GopwDWa4*C8JY_C9*$zAGn`&06SLy
z%O>D8y$|o<K1ikfN2@<q$SV6l-Ua*ME40fLbDCc@U!mOy-Mi}-QGe0;3srtA{x?8Y
z(@00EC2n61^{AFj>19f>)W2w1N-Xxoz0n2lS$zXWm3nLVrci6$hQHR|LqZBgMYdX8
z1utIF_}x8@LXe;}N*MekdR!wl2Gp8N>ezH>WJ=%M77pnX#fWxmCR~4y87Z2kvTdQR
z))tR}cJxkkR=MIB*mnTF?}I}nNRnd7z39+e7OK0g6itPi={EbU?+Z%NvFeWclAeiR
z^+szlXk&A&T@!01Xkwy0wt98LV)<nX{@t@+l^S5j;8|$PNXs(C0k6Sc@q2FXEVMZG
zth;a~T{xAtI`fMonG+fNX_ardEu0Rr@Za70@!$8)PXyf~r-ld4j0e0UC$s)ym(9{S
z8VVK@mSem(2DJK<U@g!aYfTx=5o%cnyfGbg#i&TwEFz2x%!Qgm21CS~n>b|aWT}SR
zMu#jp+iM8<eN9z1fKI)UZJX<<J7haz!ExSAz<-}!81+fDX5H#<tH;D+zl8vfKykmY
z0yv|QszVm;t~g`@2cU2AzOy~0vKbKNvVr=td(o!UwJhk))~lAcZm74ZS_-5W4%S8A
z1TmyYB4hL##%yypHS#a#cRMsnn_eP9ML(0NWnv)RGGoxX`qj0xAG3PF&q%~HKUa{(
z-bCLAYvkV(BC%|-1OhT{8Ik#}x5lq?3BtKZU01O@<m*oc6N--;>yB~Y)r-~^DJpIy
z*ueX?o}IClM9547lP?xgCg9@4GXB&^%HI+%hMQZRO&~Y~*ow8*kfk%ie+NJ3Ne1+^
zk^#O0#n1$!VLU;zgVVc{?T&<(mCEFlmI3Z3A!p>_X1m*<bM)}}Jg~c$iLWD3Xw4A2
z*}be$(&l;h5=Sp-=KZ`^49iM<zwwP*H{NaVi`P3dYaAZvAj4<q%VLSn*rJ#o75tg1
zEH1&jC40!|BXI%*{!+DuBE|TgX|xAAGncDw<z?R0`RmSv3YRJbo_P}(NiFaxf!2`P
zmyzaWm0gN^7xW93x?5a36JrynxFPk$uE~61C$%Ppni91hZiQC1W{LY<J3`fUSH0kL
zEC>|@I#T7G)juEK(H=wZt=_}6+JS}}18a4|bHvnE^RmV&vD%kOt5t4Tke@{s1Pup|
z<$AY%ju@OS0XD6gpaDMn+WZV=01FXg_+Q`>rb(kQFj5dk6R<}P7(W90CWd_(Bjqfi
z1?G#QCAU^dshF=&W8g6b0};5~ews%AqZr63SZ5SipjW^;2jQ7w7HcaT4r_zUR;{{Q
zD<OM(waH~t8(#?bYH_1y!Faa1a^bMf+L>Z}_GE4PY5i8*TkopjOMG4lLTw!XQ;bv^
zG+Kj7f<Ay^XEBM2(`Y%c-9H5ZmRu`r_Zo&>MnPB(d}bgqPhr?YD5(%OFQujR&7)tS
z>DBXfD5Ns!8YpUXtldEh1^@-S`1eamr|h;Dn;grv4AYA&9j2)l5j*W&u+v2If~sb+
zcvSvVou&<0CA9kHN^Y`xCb$N#9&N6#xHKe*wG*hE(`fWc692-}IM|U&+awcz?=>+h
z<Fp!9LE={)!%3M|rD>9*#H-k^B@~H6h4FWPClV9z{f#6jjUuEBY!W<u`)wQw6e*Le
zf?YX)9T^9^vLdk*hrB3}Q2J#nD`mAWQmkn~Csi&;&*B%5<i=C(c!gHU5_RCU6p^NS
zGMbh|1DM6aurgFM`aVJHHT+t?iG7)WzYUEZxIuDC3K#MQW|1kSd>h<q9z)*{O908G
zN*N!i{|)+U{yl==d15cNXu*ZpUX)r@OWeE?7~Z>qvi&jm+jyQBx;Fn~ujPM$ae%2$
znEgS24M;3reL=2)FN=ykqU0hFs-u$%hElAq0!;zA0HyywZ(jo6)OF^2@41U~7hUNt
zx>u_uS+e9^wq?tfS7C$kj<GSuU<epvmH-KBfDi(t!O0|Vk`R)Z{$kQJYt!_R4N}s{
zq-~fMQkJA`I@8~TytePx*O%!qdFiy%48h`^b0yibF<JUL4<Q}tO1}5I-#Op^Th2M(
zXW?jBQj8|S%;K9=EBY)dve}^|9;Tpw1u%?wMPFyhVLT?D#7@u*fwpgdcpeX5o{Z!q
z*HYpo>9v!IcgYK>rILx)^cwJ_8=htBw6hG~=q&!if^76myi57Q{_HS(CeFjN;91xH
z6F);OfmUfAW{-2~Nw4))j>>U%Sg>%zr3*976Jlz`=X8Sw{}z=>%3z|*4y)oY(~?2)
z*&RL^8rVLE-3NPjARW>tex}E0I1B$-kt;`K7&XV`3R)S)8iaTDz_tG*7DAfJu@<a8
z?x{H0K)q~kfR8-K%UE6@;9-=fD5`{+TixM#x&#YfhJ>brVv}h#Qxbz>cSH)qb>dSC
zO2EuCYS(R>Tv)#R-~!s_F{>t;Vnn;>Xc?|^X3tySQn!3=0c+q4B&F2!3`N#FyfU14
zBYCrm0k-<h62Dq{-^y|#@h6i>U*}qgD#aAF4_DT&ZO?Q1oQPeLRrb2%>XCb|=3mc+
z#I=v{F|uFp8E2eVf9kbf<ShBHZ`Nb*hApSReBbOtW;s$oCQ5K9vQ3~(2GKpWd($l%
za0i{lFq+U<Gec60z+P2sUPO)8X3s|3FS8+42d{k$u8@OR71n{p<KEa$o2c_*6MPi7
zE?@=0Am=+%uKt*!xbjY}r9MTes22zjXYU<Dn%Yos_U@r)>mG2WXu;+=6bh;8x!!Pt
zSrv@&fhwCjwzxXBbWW}T3Mq*bq$S$1tgL6>;)2BQ4Purpebcrq(Lm(1Y+YDPUP#~i
zM;29}gY^pw%6h6ju#eE$4IFDU``k*nck9(l*Yo2YC_g)hQGE@hEzV-fNjA%G@1V?B
z_<X~8eTMRS>t3AMK|9c>ad^?_@jB9@DDyKBbS4Lg)17Q5)R`j&$DV<-bYrI=BA8EL
zCm|kmU=8O}OMo-bpgUL^&Oy(mHNl)}_(c0N;NOz(=zptWek?m~v7OA~PfGAKJ}cui
zqf<p9=gZ1;$8qK<sT;hXx)lEA_3zS`pZSD$QcfJj`>9=+6C#@hJ0Wq}{N%0tC_QLW
zwFTu#7WN|}>pqe*D`w6D(fK~3<Wgjp#844OVQ#MazMeS<l@pY1QJrRrGCNV`_HyDs
z;Gez^Xkr<*9BB{y49EqAm>CmZ!wlThB&L@*NW~J9H>OVo<XTLL<t9-yK_iueUcnW&
zRdu;kikIP8+dw}&%l9DkY{f9_0eIdciErZ{Q1?LII^w+JIA%Fc6R%i3+}&6Ml!}R8
zT>gcw9HGM}X_NCt#e}Yol6oEg<(ieNSCTlRh`elOiD+-k?XBsJK>Niinq>~B)}Bi&
z`q}%5#TOY9LjveV4Zr(OA8y(5;V*wW0?lMN!1bAvQAo)}NQn=6q$cbY$x0nJdyZQj
zY?2g6h~*b)*-TGcMWu>z5K3Dbs)S#3$9kd!3oTqpVF0;mXw@*(e8~4VQD9^bux<J9
zpWYotP8<n|Igh{i{?G6i&lyZm&>$s0NpvDg9=c}2UnHN0Jb{|Wa*lSK!-xxzCs_E)
zvgBI}I~Q~kIAaxgNnk-?W3grrH|66L^4w&OAn$!P@yv_I6VE?qG#PbUrssv@uMG~K
zc<F^+l7^m;k%M#`f^<Bg(*beTbIxkUE=bflvxC(M`4SAtBJd})qNW1C2of(@89;P(
zv@aw8ryw7I#`BuOcKnxvuN{A(2iaF7B<5Ls;P{L9vS$q(WC<jt_l1{Epz(O*nh}nZ
z-@@^@4_gjDkHXIv_0M<0@d>aa#9FWu`in>_z>#Eqjq|;hM>&Jd7PJNZe3?$~Y)WCq
z5!DJ-QoLjmB#zP;(J9GJ(U5p#+M$q#IFO#F$A39l2O~87n8}pNA4dAf;_I@$4}SHm
z@3EaH_TKTz_9$xizPdfSKh$^kip2-|3qy-wd$7L{SVm4CUD12^N83{E-X%}&ZJWDu
zd?3{(R}A1EkpVc$A(u4n0w(g@JFaB*<%u8Z$@DXKMo=`J3@}&bqyk&`M-0>kf@)zB
z|E34vkj)2&yvf4pr2*0OGs?V8j6TN_tY$IE0!#e}kN_v3p8zS?q}S6a#_EypuU?Gg
zzy}t4kMnwC&a+jbO3=lFme^T3ncfz~$#n&JU5?w-mNLAam`yM0larL5OnVp9+04W|
zG!=;m!;2QIu9O{>y|Fp#yUI8UYD4JgS*rUsHZ0iJU+iq!+MoCn=rcmHqfpNoY3L@H
zHA$dxtm)=~jsThz^cVOMta6fxv*ZNqp|(x)Du!>qt>puwpy%KoNF<06c#li5mUvF&
zVs~F|cVljMcWxsgxG!RYTqoDrs?N6e6`#q@rrHN>XDMW@>8ai=$wkDvMUY&;1HFXH
zH`p1b=Xal+*Svv=ptHi7MGzygO;4_yyRE;9L(UA;>ulxX?ekkUw&j#8J-F~7YeEIF
zOzgJiE!_p~Sbuf>nvOCSr6h)!X|3)VsUEm%alS9UytZLWU+Ip8_YTK2uZQI<ngyB~
zv_H=uoOe@I?W*P=@*~kgo#6b{bw%B^**OI{6t9Y`#mvjWY^`L`wx;@<d#hMLMHbzP
zq$KAWL*|oyEFUYzO5^ropXEY`B(b84YJtVKtk@YkV_D0tB-di8&D#1VvGe*K?R4RX
z$(fOg%%PE99jM}d+(+ii(j~o&8!DahI3sWf{ArL!TI@bm3)oDTEY`#!F!5)=mD^mG
z((-&sFK=p<C6+jd3UiRq0ld1}Nvym2D(vgtYZ%c-y5V@PeWmhzE}CF>@?uMFS#BBc
zyomAMGu72p^laf$_Kc{aj-H&9o3#20ruuj00`JL*>Z#H}C~thyMI`!~c0ac|HoTx*
zX7m->IZf-jnzk=43-;c%+*6$6lN>gW0{}FZWhoKOo}at*sdc3<-TdUHO0(4_du*&^
zGT2<UK*!GB=5=#@Bt_Z-_*Iw3ASfoyn;0R9s-Z*r?CG_SiMRe5I7Yk`-tfZSJDy#g
zkJ`P@4(IQ8&fB$O@vb(XLvP!CUk1let<gszjuk_1R>`{{W{DhpU^ZFuugMe7q|oCM
zM6}7p%rlT9;+qBC^o69vqcqFY6SvYF3q2g(fP1DxonYZm;e`J%m>8-|kkMp>ETBq3
zM8#~FcXgQ|nVEk-r1?I`!)jDNO1&8N!v|LJ9;b$B``P?KOGO&=Ql%_D5AlLC{j?0g
zyDtrRJgoy>Veje+ar5SewO!>r$rvd{iS^ymuxMXjzP)klz>UCe{>CMpxl7hSs6zz?
zWS5c?aOSnGk5`S{ysK3QIvm>qac&>Hqa_IEN-uWx2D{?HuC8F55a7@kYQ!2*jh=1o
zEj;7(QmupPSHijIUkG#iDmQ*}L;TkMYQaDeCXT7>-`1Q4x&5?>Gtdy}wxmI>Zn(2l
z&j1dU0AICWQ$rf$nzr<Y_b$4Bq)N^52%K57WU1M?**Ai?KtX`yk-25&_<-Lv1#xtF
z&n758{%Z{JK?>nY;<ikLV|~j)&f+s9f;b3pk-r?^h!14xsbmdZ6FqTU2RP`%0hJU}
z0QVFGxVP{GgMa#E0S@-^I*4$iNra1gAjCmrOR6#1263(W43>=>p&lz-I;F=}ET7@n
zex3%)rf&#vqjUFuXI<^aMG-Tt*B7VRg0@ZV^Y<)`6fV7Yu%R!Y16(KtaH7AxV(YhV
zseEzm6PseP!^X2FnMXTF93F?iZAWkO`sQrYbbzBk<<LEPotck`QyKVn0n56;+RvIt
z{Aa%+zMZOqT6XB`>np1^KDi#Xdy5uqZ0NYPEvIn7#yDz$y6@bBoplF(^1z+v9_Xw+
zaBghx^J@zmw|`^B?a!|*f-U5^4ccj^;CM;fX}%eD+NJ4sn&Emo?Ud1?n$h;{&rtXs
z8rL*#G>VeKp<=AEA!()=i2DySfK$yTk!Q$f&|pc&*@qxnDP$p5i<QS6lXluqbvx}$
zM5T*IGOV=N7g%YPpJSyNP!<41F9H1+Yvw3ugD@X-4p(cANJpf+zp=oW%8hI;YaJ}>
z-PIMeH|`jG1OHSs>zIWGub_w)=EJUiYx{CSbIV*VzYAh6&zc2ZaJj98?W-#zYi|47
zWv{!@o!tccTGCOgH6ARzFgt3UNu$<?n$mEe3tRaAGi*uaYaSUYA8aWV;815-u5jL}
zhWJpUFVMcF<2IUSbXBym@}}mHwYW7>G1y#8(*_FQq`?wxUslqwtuyGY>@2Dsnwx|B
z8@Kd?MVnJ#1gqJhI(^QpinhX%&T<!uctN3{+|kZ(puX4%Ifb+rXEAYt$EgIGZmNwe
zZYp8`mESZ7<sx+LDzS<5VTD);iffnn%ojowl=2H|$XRlREb>__tZxmQtd$X#VhFG@
zp$q?F=z{(#!mdpg%ZvJA1GJkZ%gD17+7yKUcT&(iRxMlOUPKEB6K{dUR{TLcraAwp
z2e;wNAJK%QV3kA`>`Tr?u!f0YnwP<jiI>nwzV?Y;x3LkcjJsmf@T=-<VLj^Q!eLuR
zFJA{;vlk)?UT>SBF`r5b3ldGYKGIXvGpB%~lXD_$sJgqXWy5^`;}6?&ye_j<acKB^
z1}J!F@FzA1HmAqB>~Du6c<<t`EiL9ng<+tY;Y6O6G$|)O5ZSbbAPLQbKVx$kp!VTq
zvoY}xIDzAZ-J6h=w*1;BL?e`0<OM?%Q!irP3%v7;IFd8Fl}6qW#Tr9P9#}VL{leOy
z6zqRs-O&95`TIQeD;nBXR4AxzUr`|g%WY>K?Dp0T?mE)H>&Fjv&%gKV{kMI4Q~CT|
z$NEz(<o+1M5g$adVk{>v<z2`Up_RtT(mR=U8bY+w`k0w%q(x?dwxp5fql_#yae-uw
z5HVQl-##-#^@R%g;ST7HiaN}lLzOE^&}uy7z@w^-MBQNq=b(uu@<#F{KmZ*634L`D
zt;eUfKwABfe>Cx~8ATm7K%{U(q@aoSIK<yM*RBx5DJ>q!@KesKx&|-!D@a39kq=9j
z!v?{om!eDL=|LJ23d1v`pk`S$zs4UHl*IcWaR+`ko@cZFHeFEWw<IS+QGj3w4(p|T
z3{Vsn*`XjjjgW5x93P&vB-EVGFV9a_<bsk=eYUtBd85UDi6qSCrs$%OQsbW3hDVpz
z+|-=M>PvK>DEJ$0n%6MWnw#Cab%C!e*N23`ihqnY0})2fkmz!C=B<8kMG?NR|E_@|
zv(;)~1;xx-SlVj0x@rdF(e4T-6b9>bVfZlsMctdzaTm&iDOfJ5B5!?L@w|<(j#K8|
zz^QZ<`S9t>;aN1g_4?3D-JaL?>^QzXR<rx{y*pvMzj)w4@9IN6{^EiCu<iAOeTP4J
zab@50fBxp9e>$$W+>w90uW8AnXSSr;bnJyvp-#8QIo}U8k>fd6vP3g-RL(~(|8+ty
z<gV#%2!ZRxqSLV#$d!7mI__5APU-Z2;KZsJQtNLZwccxqy+JR^RO?^tjoetX&k}!O
zR`0BnJ#|ZKYKPlP8Q9q*6hTW>&-&_Rqe}~|^A2wQJy?J&x+>mkHqs_&oG2CxgWJ|U
z{k4rHCH-?k{ye{dmw8SUcyl1&hz{;<s=xiAm$v=cpnD|)P-;iuT_*MW+tc*>+iCs&
z2Gs9wApM?EIQ_p=zmFidq~VtSYSBOvoQaDr+SYPox1@f!GoqJAhSDOI_HJy*jJ@E)
z3-1}OvS#_9U!q#vw(Ptc`X#AIl~FXCE#81DGxXB8MUT8(A^t!q8Hn~n9ns!Kh;}N4
zXgzG-=OWtmW$dm;v_Htw2a~SJ&(pCN{1eh*&$em-yXgZ(OdJA<F#a?ApjS!!Xfm2w
zo%Bv5i6e3*y_4_T2;+pF;iVV$b{{1`Osk7~V?Rh@+S^I({zh^Asg!q8ywEn)&$GEF
zUmn@$NgbaIz%;DyD&|p?3{uPH&Rf^^IUyJ^%Nuf{APoNG&EMQqC2AVWnXN)94wKVy
z+w5@|0Cjw3BnFOd87shc#{1Ui?#=}pLVH4>CA1_2*7$e$!5a4tH<<74cY_VKJvQ*V
zgpZ<RBe>CoujOy!!FN%<5gcV3835}6P~Ju<N4#&dg-(c%Ig|L9PC2qXGv~++@{W)h
zfJqW>72o`wJ9j*_rl@!WYDbFpo4uv;mQ=33eV#45ZF_IyP;;?^1@|8Q<IAfNSU&V8
zz5UMWC-*I{b1(n;k2WCG%<ovY=bm(|2jXTi7LGfxydP$HY`D$C;haUpMOk{&-;-xK
zm4Yl}Ni09FSD-lmUmx%xgR>#+XB!N9rCvSWqoeJjcxk8<r%J7*z<96ys2%LG<GW=1
zFGb+xQ>n4O0uIj%3o)yA)XSdQf$E0g_A(y%g3!j$Di@7ZCUN+#P5%nIKOcvau_4}K
z;+1T_eI^cXfg^RFj>C7y7ai(<v>)u~$9FEq4U6&Hx<|V~We1+qfs-9d2N)~I@3kGZ
z0gb?+OJlqqv<JQvYNPZT(_nkWEW`Hye`pENMyYDyx|+<;622)JTk`V!my9hzb!U<S
z*|zIqOHqj7@1!t%VLW_~3t#Wr?E)<>Jm$i6L^qQ-N$M5XAh3r&2ic*>pI@;&ndKr?
zWbI2M{5!Jr^kj5hM|eOnH2x>bta+^{`1G`>AomR+{3gwv_~%K4&(RTHfesu|H;M4y
zb`YMcpC#i@9}}Yx;p?%j@%G2+o~wJkj-cxB$7-LeeZ7{r&x_yZz;`)t8sL>bxHWfw
zE=YQKaMU!gZ=fL68->+S4U}ZB%)T|7)I(LXDTB+&;iKofnaXZ>W3}+bQL74p`U+7i
ze0=RUHpgVU-NYbsHWjw&_?)m6^ia@#pmWqmgn^_W+B|_Vr?9QW6EE*sQ-Hn=fs6PM
z^*i`2J<GQ};C--6|69W>-!{WDcj(_5XFoG|f%>2DTjmCT+f023zh!6nb^}<5_tIN|
zft1j<@W?87q(eU<>%RwB*R=w04zx|i<B}`HkD7P;k5YRxJ=vTuh{u6*ISY0#T6kMm
zDA=`UQ8#RFbw@i(YZio+tY}wBbytb<y@7`}RF|)LWaW}08)_=nJhFE2&Q@>Hg3a;8
zJ6mA8DY-|#1Rnw|$#|S^T({l7?%GA&o{Gom#yd4jJTASV0v|%fw*)BG&+ryTkH`H$
z_fye){P$4c4LPFV@G=81qG?5*A-CbsJw=n?@cKR1qF@>1M-<g6RgM+;ihNk)2}V1b
zyPGdRO6<W>>D7};LZ^kE5q_I}$^b>*z%t&Hh!~-ELmKay>gFKV+LYT6_QJlW30lmp
znj5TJR_itu^|joA4{^fRtxl4)Kq}29<C9ebEw#?_xmKH%<{?PgM4MIcRdp2jn-{O2
zcbijR?+tsi15)3GY_y_d&8>mvsz7sdpo$Re$1tHS|7cbgRdRIBZZ+Mzsj}B!G&vBR
z3E<I;u*@WS(+IplN3eBMb4h2^i>zvvqkR?g3l=SPMY|$hXh{@lVCa@5s~ekwjgf4q
z9|1w}h1E?ys32WEow>~wSz>u#t<NNh1_r8s$tkOHQ=P9oAkij?N2?jznj*D|UUS&Y
z8+lC@T#@GdwlxAE++~e=EUg5*0On@c+T*&dJ+6jq#Ya<!yo<g4Mz;2sody6eaHfN_
zo*9j&65l}Sbf9fY;bnShVXMc=9^_1k&p_f|aGR>A&!t!CK1Z;kz{!%uh`)<m4>Wg>
zaJca|6Dw1F*bEvV3Wwvi%Eyx!3p+3SD4O3qT6CK&v+w@Wz<+Aj1ZXbozNN_@FVEpf
zl0eiO?fG*`^P3|swPZmoSYj6iS;1GLjx(7O|0tE%Th`C@mBd#yW;24w8hP2om^s=a
zTf|^}QBE}5Vw9|SlOh{<iBsGc0q(2qMG=w2D|j#XS!%7#<Fw;(j2PF~+MLc<Yol+!
zQ<YiQ+AM6SYp5lRk_F1F5%?<tlAKfF!)aE6>Y4%Id%Gw0A57eiV%RuAk+pXm_}bjL
zcOTqW56wliY#PbODo90#P6b+N^SITFjZ4(y`bwMA$(1%~sGD5i97Q8NbEQp(9H{UE
zBNRc4WF+cqYZ?GxAPpi%;=X85`N7<;9k`>G)YIQE^xms??Vs4K2i6G^)bBfZH}Wm&
zuKhdc1xF@P_Xw7CgtZ?w-|0V09sDY@AfPw9X=HBG>N#F-<H)?Wk$UGQDOgvKTN9M5
zd9|V98oz)yciyq2w4iTaZ_DjVBNfZ`v{nx`_&jw>VlAs;Hh+8x<V)4HEBF?0IEA`L
zbkq&G?xYT6qV8<7Ad{%O#UNM(w8{J#-pr6Vg;3YXS~w&c=1J7GEHe;B(Zoq+7NRb|
zaR5Cqc>N~G6aw-iisi-?<p@IEA}sO<qaDt@(^P(#*gqY1EvfZ?UmAA_o=xm9qGfWF
z(RgouWwuZo2~_6VX#$ELDdd#ac*?uV9b$fK<p`c{;tEw2$*4&-n+*FyHIXuRVU<O(
zP@H5EC9@)OD6yt5K5s$EfCG)IvTOg2e*)=Whz-O`ijK5&23o2EEiHj+g0~;R_=<|W
zlEY1%oq2~n5G!u+-06A1LwGz?)16AHzo95^(RU5U>cX}umw6UUCO^ljj!tL7luZqX
z?I(f871f^V(twF(j7C>MZ9bG9i;~}1+>|UHZ=@R97RKt_<#|pDsUs*vjIXpVyS%f^
zt^~^5p}IWvWI;>B4dq^tHJfOb%#u4GJ91rSl>33VKo2GotblwXk%&SoosmV}UQp|I
zNAj`^q$5wS^r&9D0{q~=WuWsB9i1OWk&weFbl%4v_^RkEXP`6TCnCVlaoxzo7ZjdO
z=yR}8BB`qcFF8bOmcn$i{JY?T55H@5>`5c@9+HCwvIMm)zBjoI3?lOe1s_a&H`U9Z
zf>EprA#>@&fx<u`?}Xi3ei&-i@Zr2W)U@>80GVejItfk#W;GL+@lSJGR#)fN7dng-
z^mS>Y8mtNXs`6}IU8Pa9vq!{hSf1k&SCp_=yR5<c(~90$7Gp9ovcify&6{~4E9{F^
zGiC)BMT=F_Y)=5(SvntDfpuUH=%t*{3RGZ+jKU*T-~hgbvcn_R)R87I3KcW@jhZ@A
z2KL~e=ts2F5fvN&eoBEyY#G1#l!60}w4)<vrUW+=PY}ac7`q88j9W{v7TdA~&(<$~
zwyDx18=ego2+w-3@a4z{m&+`_D7*XtDzkoiDuF>V-jN~HWI8jF_yyk+PjKGcvRZ%P
z{Mu+$O~6~8=jDwuG$1^=k?BVb3OxE1ev3cOYF@8Xl-)kJZ1>oCNj5MxPv#L(#s|_r
z%67|+EC>2g#*yTYFeA1K>myf^z3`ogIiOxD#44cXZ^kyqs~emryiMMybV94q0@w*E
zkMe31rFn@m=7dmmqO4%v^PxF&O6s1El@M9a8?v*@t<T#n<<IjaSU55<Su4(xev>S-
zJe90!>Ls;ZqoO=gCa2#_9-*!~k~7PZWJ~-yJJ{9La;N^9Xb*(i+uIXA(Hn5HCl4N+
zQ1u3XE%hCIX(#>$eMsDiUhxfq+>W-hflzbzM0Zv}Yv*sg1@Jq7j#js}b|M4`fcFSM
z{Tj1jE^Jx60E)Ad<sJOEDB2vDi!nG1;}~XlIP5Ox7-P2@c$O8cqrx^KwZlo@--XJK
zL~wgJ60wCR?if9NT9oiuS;l*`-6?5@gnR~MkpwI8<kn+@pYVZCSvgm+nP||G_~txP
z4TK~PcTnzNzMJmGAHoCRic>%{FmHa3W6cimo?tWzeTh4ewpa*$0$!zlhn1i;cn${^
zJZ934x`?C2F8IjvjY;?99W`#BD#@<rgbiOloy;Uh8)l@bN9haFTT89!)L|-kl{PYY
zb=@UBUt3-lU3E`yU|w~xV5Aks7io)BEt?a#duLgDMK;42i6%uc8f}^w8G2~N%CYs8
zyka*Qtkz=9t>t%bZ+qmZ=1f)-I|$w<80r!xVQyr%V8>*~IAa?V4mtI0O*8D4G`39|
zE`Es3QG%)3`1tS}W{1OkcJ*T;6+5$AZt1*z_ahIJYt}qETq<keHBByGb^l;|<AS1z
zryfHbgVzO%;dR|;MVIUxr&U@IFj^jSI0$Ksg_kF`W&rPbq&HIIT3<9j4Pkv{$smHS
z3@p|X8xbM+102tDiSObL6=LfD!aFqrD@anJXqx=T0!>W(i%!RTpcc~MKy$1N#*^ci
zLXAPyM~vAHS@hkTDGE?N&(xxQJ-r*GLsT-+9@Ijc<Q(p2c{Op#=Jnbj6}PiI^|GcU
zK9%eRi8mRJW55MS0pdU>^z^S#{~N2ss^eK0<{4LPHeTV66;zA?U~rD9YS1uNa*sF`
z+&;+&F_oi7oXmfjF;0?6R4S0%CV2zNGh}97(MJ}zVl@V8`>W^O(ver#y?IWk+y6FX
z5zYw?j*H&aFm!Z7Rqf`luP9m6Sj-w|YI_kJD&d~3P3_wj<VoUh@-;=)67QQ-%HghB
z`{2OxM>oXGs*R=P6gPhb<=BIT;&RqFtr^sDvpQxla879yaFCsmhDa*WP}$E>N(C&*
z!Aw>n%6;iK;8%!~iG%1BJ@I|$6?_0Wi7!b!uXFSxhGm(=S-cXp6IzlE><^F*6J|Nd
zkJHR3n9PhIO}ow?(An&s)ESd!N}b_-5QS&3U}~Hd#xVmsDx`)an*E$M4t0XdKvYZI
zZ+7TJ7HI@1f}`!Ce!i7Sibw^HvwX-IYyLPTj@xn$d1*7DxDF}XxNTtD)E3sHz@<3j
z*Y`IDL%2VKMF_Lxh#b}5Sw&J&y&erD-Y4x2r;SMb8rM8t)h#vU7jS<h66T<HzT!;Y
z;nNcXjFB;d=OzYq-o0bDX89&AfYKbN)jknT_2E_Oe?VI<7?+F3$)HmhSMx{NY{`B|
zO3|6h@-x|mI)TAp2qj*bMkd;fscMnn6r;dZr{>EFii!Vpl-i)Xpn9@2pQS)?X{vB~
z-W(jqRgc>SK6XL(`L+DM;^>ab#0n1n1K;;(s1jr1?{2-l<(U?|3<>ze9Ef2(;2olo
z`Uo>aZL4FL#c|AN9W&kInKdUuI_=B#D>q73KDhGlUnyDn(8@PX?6B7kwYILVbJ}W#
z+FFO}9puo8$2P>yy*2pg`q(?C8@Kj`%ldAupS!I$oSY9td>e&5jCMOg&e5K6NQq7G
zj!_hwH6|TmGr%M>5zEYeRZ%XQP%xOpRxp~^wWVbZ8dXm5HD^Q{Si3V86@!-bH!m3^
zuT-yS3?x3%d-9x3At~wBm9bWV1c|dtF`Y9*#0!u!9xQ?^T%%o3k9qTt2}V1YGbZ1Y
zHAWEOF%I!4626>XJo|H`qbB#MhiH0=Whfw&MQAE9lXWi$MpI2kU&uQYPcrc2sYqqP
z+%gZ%Uz*8C@Q_<lLQ%hL|H=0eGta&`^h7i}q;fQef4gx@CSSLv`1-0YIZ>=B9xzA7
zwSr?lW;|pHgb1HcGakdV$XLKB2y*F|^N^e}3iMP#v2^MKEoS+(<?@taglvFfViw+`
zJ5*H-z9TYw;Z<u$R82I|Wy;E}47MfF{Z((ixO&Z!_WVjmJ4=15C?bZkS8Q6+3w{f`
zgJun{d&+~>#K|=317Kdauxo`T&ae44lmk~$gFq39&rmL~xE}TW2&+ZwM5D(%g`Pr_
z?HFdt8!IlRB4f5F6}X2zYOz?81G+4n&M-gSDVa>E5e!a?^O3Vy7J7OI&|KKLt}ef|
zDr7JkSdQ_Px0bdot?C=<s|w9sUg?UJg;<Ibjafyt!RDq|-|D^?alEpxCQE=;rO~Q5
zWW}z`tt+U?4^?(Ily;Om8MDk#qE;wc#du*sWkINN0lYsK?8Ap(AF7x)ZpJWjoVQqb
zk{^=~8Fi_EmTcLiMx&>?#h>0Dr-Fw#?lNNgzv@`f%5g}qPTZt3_en*wDf+yju2Yfz
zfjHn9*TiwgIcgeJ#>iv}k~FlY!yYM2(i1OCA=H(^-d!EdTYHMo^)|0uwGp-&@ts>b
za&uZYw&1_f)lI?1o7b<y|5<+@MEV@su;Bmb*Di`%F~vIW@fa2P7{@7&QH2mjiEWb!
zL!p5R`>ZUS%&(A&jRoQV>+(4M0@|Nemk15I`{uDqp``LO_~iG1<~2ppSb_q-6O4dj
z3@7omuQ^R9G(NEv+)pzUKv5YeJyo~|RFZq4FXF>&Z(&xv8Z+VZFgI)|e2xx|GjI`E
zcA2@bK&7*8sAY7gqjsoe?y5R>e_wxOPL8m+zkE)>1TNfkY-{||d+4=l)03Ou{8rV<
zea(M|UiGqBcmdGJomduTdzshX#G5fE#=%Py_<TM76PdOP60KO%Gjml&lRbfqUX3#*
z_R=QK_{?#cquC!&qD7PLXIQ*Pk!8gyfrq#AvfXMi{0&JO*a=0?lG2J7gCKb)R*Jb^
zu@Kh3hnEb%yDq_NQ<rW?vVQW~)0f$z15@?sQNRfVp%vLD2&^zxF)z;|1uFc$Sdq^t
zk}Q=SY4FE-D;;9EyWs#nsNzdxO|+}3`Q^Id-nnj1G*^QrRK8&4C{+{vwF?Sz7p~aa
z@{mra3xvphSPPc>@;v8v@#<IoeyRwOTL;OtW^|Gi+Z(oJCLNj~<3WEq{mG2Q7y7Me
zda62rQt5zDpm}XmAYPVD87YIom{rnL_<z~^4!EYSxBr_-*dr_%a@imuTmr~Y)BpjZ
z5HJjPH6#HdStbF*(IQ&Z)>ZeYid*Z%QLUra)w+Jxs<pP(I;wTlRkc;?`k!;|O$dm#
zzxVz39iKOTB{}EZbDsS?=iFS3{RSwiia4%Lj=ds<gug2;2n|V(4`Flcn2zl5#BRY=
zD(}dopyD#RM^gWcaFF|U4jvu6+`T(^_sfx#y7_py`^Kb)2M8j(fTF-XTnDzVk1I_r
zixwq@+A%mfxEF<jJE(kSHHd&9EUcO72(;ba!6U#sD9FxxCx{F?TCVv6qSS;tEx+=I
zzJ!wU61rW3alwEe*5^ApDx-ZoUhV|Nz>XHi_7Ci#^f^I$`H1FB_xAAG29CAcT>X5!
z-RO>v4n8j~(JsBjVRYou{DIXq;J!TUGb{iYJwBc^dIS)|vz5_btEzAMtf$pS@R5<?
z${w9E;sTj$mb0BNPZ-C`N${6xLsJ64F6Bb&!{s=>Jnfknn57T~(Gx|goG@p1H#!K9
zU^lLtSDZMZq}1NsmsaTE731OigiZ_V(HB@S16xZEWef%9oFJIXT$IbbFn=VmxV>C%
z^R;&L&<<&XGT+m6NEw**-Y{vQlt>SC?k$Z^4{@S9<~IyV-1doN40zqR-~+y-A{D&?
zdkw+1(OHagOBVOCWU<(s#o>RE#Vkj=mowN-j&=){dpO$JZ)3W<c)O3|IDG5w>gw+9
zO7|b^=<ez6!Wu?rvN<mny29U1!nV`73=O!ahB?fI{s{rBV=auy91d@j!x3*vVQ)Iu
z!SSWe+1bHqsz4awnwb%l6cfa818EQ(*A?$9N$B9l>(#Z6mgDH~gB#by(}U|YEkT-@
z?3*C+@bL(7^58JJ9xj1IkFem3{6Sr6(f=DG#nu2R)mRP|)0`CoVtT8;KP#TM7f9I^
zNDEWgjr2|e5E$M2{ACiipTh}OIm`{okaZ8~%Ewt8Cfm*~Ft&SiamipsKF7s7J1jlc
z4}MaJr}2Z>95&N|9TMLqNFnzM69g6vq#0s*cJAot=FZ}{0)u;axr<Y~=Qwk5Zm6K6
zPjp8Qt~b}!!^Mrm;(9pumjtKq0@!r+01$nAY!f}1p+xx`((Km}==v!m0OS}<-(Dbn
z#a5s1qWhyzFX}5~U(a4f0zKJ#u!ono+shM<4lFj!gXQnvb+Gq-+VdB*YJ4Wg-kvkl
z8B};D+B$m<_hlAs!pq_4lNM|>-IMVSIM0II^#i#Z7su*E*7sgi?uy@@yPe;Vx&oBC
zp5dahu94kh{b1^{eWKH2rSbulc#@xsv%3o|!-M1S@)r+*UypaX1=1#`l%@qbxH!{U
zZl3<m?#?}nMcH;Po-_|v_YhalWAwnpTp%&_YC7{r%oB6M+&;tTw3N+GPA=|P0+h}x
z32}!X|1eKFaX4Yc1BVdW2CkzQ!^z(Ve!tYK)vQrWH`dqSPL|W`%*N3722dY+km<(w
z-No72<=F}N%KF;P$Ik=)fR#J#O6d`Hi!cUQ3EUS4vXl|*6`W01znE#aC>Mi&W|5#p
zyakO`I7EUT*bb`bKbpZvLKyN^%xVGCgE`g;$J+-h0AK=}MPafPPLQzkYZpWR0>|D2
zPBLe@6;6_{k7@@-`)g)6bVE?Jfysi)4woIdR%mp**8->HH{b(+ht8E0uC~A>l!C5Z
z>~Za3!45Y&3kFd5`Au+_xu0)=$0DxIGacY42`^DQ*ydgDGtD>2_jZTtel@SdU;HKn
zxCMFz&L`1vNRU0kpZJev1eaTI93sT&H6&Z%6NGPD5IQ>asx`v$-hi(l!h<PnX+gv)
z5|Kd^jznH)i>QLAXVEvJpSMM)EioP1#fQ9f3wFnbSnz%;JmUA~Z;bPZ8y0tx7)^W^
z?*lM0ex)EpP%YS%5DHM8a5XVKaYo|xBvaDG&T*aV|I4wg^OrW*@SjJr8^R0<KPCT^
zQchuA%F$GJfNTKC-^Q@i5$$4c8q<Q@v?&O)(-yr2xBh>ii=d0K%eAhfyPi*%STH;N
zez$(z?sm`X{<#@F*gbN3Y!&ttuFD9vpekcu#*vI~GUGE>T5vxrK5MxsO|&4JYr&-K
z8#$G^0lAaJeilTFQ^YyqQn6BOYJ<_@M)8TBE<H6p@AoR`wX+Rg<O%a8<{in8&fhBu
zkknf+Q8Hb!K(bu2Uh?UG4h7jZ{Exw<zd~UTfQ5zM_YUmczxP2YM;eXLTe?#Eswksq
zQqkSwA;l+4m?aq{lWnlU1{-X!!3G;_u)zi!Y_P!w8*H$_1{-X!!3G;__&<!}rJT}%
zrKkG%^fCTTZ0vKZZ+hR&eShyKX$1|!2R7JXgAF#=V1o@d*kFSVHrQapzkvld*zkWB
z7={Vx?_lu%GzNd@Zs=dm!8Q%^qeoC}I_5&}LA4nefo8!r(`pV2^QB9uHXDqWQ*Aq}
zhF(v#IantKlWN;zIEzEI9q3K0D5~v<mD(Mq+D=#}PDiTk?84^cQf(KkrycyCGteIz
z$6G?RX_&K*jB3*{J0C68W?;TPrBs_~HHU>c`BYPFHW(j6we7GjK2xYR2lMhSq1yJC
zo6ixd?LaH^`JQS!Vlf?}skRg5)uEVbJKHfjsHnCJ7H*m224pj@b;npf<~bfnHU>t6
z-=0kOp#MR&Nnem{(idc#^aa^wTFoJSLAFU>kZsZzWSjH_*(QBKwn<-*ZPFKHoAd?Q
zc6RZ_)l{4G1=)7PTr6wd0j18^8Vtt-@SDT16wu1YRG1tyU^>hQe#$Wu7|R4L1Exo>
zGBBb7EiJ|eSA>`v0LP?YtOBb9*NmvA1n){Py9T@}z)WW>7qrU2h!U#>GYSATC7@A^
z)u9%S<pIidfNnM7s0OVHBnb|FbYM;$SZn5iTVy7%1kj4G^pY_i;x7Xf^k6Oy_{snu
zNJEZQQFD8OUL_cXSF3@1MvFehU|fZCP`^>0a%2Y_%K-f{a0QOakQG|%NYc?!n&OB{
zHMlBA`kJj<3)ULYNHv(HKvu)ScqJOk$HYJ;XdM+=r$u({g4Qe13?-%kJfW2p=oP0V
zGS9`)xDokO1!OUMuSE}d-2|jift5yJh1Vk>4aI;AQ7%JtNQp>qKyOz7>D5S+Qlx>=
z!lg5yC;(n+y*}1zeOt<;-DJoLFy0hMM@YL0*|WTreO`~&3e>L#x|(N0?`uFGMuG}i
zga2O?^$xbU|6ddLc|a0576nF(STuDV$8u0q=-wKq8gQM|fYeupWWcFtP@xzs2csIq
zs}A&PLCb{vWCUExKwFKtk&z4Sp#rZJlqE^3CZsdTQ;Rf~BTcka#z8-dk=M$>2#nZj
zWMLzstE7CTLOPSSGNPz4qU<6g8hTVujhne>P;Q%$6-g<zU_^tsk~EFTk}VQIj(VgE
znLTFPld`K(RKZB8q#_$iMdqg*$*)2hn=Elp+Kl8v`dLfqMdo)In%N?;wMNit!_hiY
z>nhOazgEv85j72>P>1YLP35t*z0J|7r6S#cV#P#x*=UJjCGs^+)gV$EQpO5u4y=zO
zDC#Dl1?iz0i<e|5Mqq|$TIpr3O>!WK4Dpv!{Q1aICgi;|EDk_{avyp{^ICP|Q#COT
zwCj+UDiAeTJL<rw49H8?05esRrW)l4)Vdsbl=M1DtGya(L^jYPOOsh@UI%^95Ah)F
zUWe>OX0FLnjm)#nR+3YZ40YzA9EJ1rRMoPMT0QcKma-N}MM?E#RD>##eN{+9Qo1rE
zhuP0<D~gF)K}Me8wUKg*4!pm$Q;|8MKsGf|xk&CGBwwC|Pg@Phn5so~lA{c2&t|oh
zrYf`(s8P))cc#~E57&@+76s-<x2mx1QzvEkkJ{F{ev`Ehr>d0+c~0J{YP8j$rAD-s
ztBX|(Kut(p$l7V%%MF$~tU#4Wiz<@rjhd3NCu<c|WFG6NS5hmoU5)aE+&>j4t5wwA
zN78{a)u=MOIY!A-hL-Y73w3jbsH|#iC8}a7%FgiA;f(fkC8dM8-kPo4I;wfdGcwdx
zSazGX`*7P#h-y<8l;|8$i|VTic^`UJ2F9R;D!>f$wK$6A;5K`EG?l$A)uN>~nx*-7
zPEUXHw1Nk;p^;~%fd^Wmc_<ho{bY_BvR139Q%*~CzwHEOj><Qm!l360EtzAqIz^NI
zCZj+}@ggg>mhw9f>1?1*N9J=cxl2?~em2K38CQDh+(2^Bp;L$q>1mD>8P;+NZClU&
z0bf`wBtyDGyQ!#Jub^^OPMtioNLK4JoeG^zj3_oK8Q<(%&@O6y4h7zhwz84J>bzu~
z4}Y5;)^f%(&u+iE@!C{3v+diiR--eLs*T=exmxZKTC%2PCo=nxhndf+@Jwp%E3G0#
zk4~d%6mOMQJ1i-68Inaw?NrqkUs~4^(uZ-B$BigU)D{`cdEGje{=QYMcX(1u>z$@`
zOt)B~7THnrAM~SnH>gHuZPGGID+v_n74mGc%TO>wZnbxq-cpar%CA5gn0LIiR#lul
zjn$xbdv}Fev`3hC8SB%kd7o&nrnFvVM74tSRT-ss`+KhJ4IVXEv^SzC)gtO-7QKES
z@E?r;^Zu5LiO|&oEF1LtfZbAxM#NwY2US!Gu9Sja78uO}BavW65p_Khd8!ZEhjPKZ
z612yWG^F5F0{Z<>jmySx)Q7!ZV7>&<f@?)sU&KQMs1>1^Qbao+jOKxN5j794$OI!L
zpby(Qs0xz&Bw!VJk1MA3L{idXFpgU^Y%P@-aWqSo4|-BSKbN{H1hmD79+V&Q&qi&D
zMb2zWQX#Stqzq|h0*Ufa4~~|A_d+nQ2=Nypok?jWNQZ22ozz8yB!Haxl&<7FXrEH*
z3iJ__FAtzaD<QH$E|R9jewpCC5J(Q`=YXrlXon~OE3=TMMaX(0%4Sg8Jk)E^iu6<_
z(gs=;+8_(G^TAJ!#dcEkO3EU&qSo4WebDumS)_hK>NOKtt^oB&Z)BogG4d6>%A<TK
zMS8U5+6P6V2+a~Ajf*T1l8vI5l-?YjB##0sNl1Rsx7M<lqZ)rpj*wK$*Gni*zit<3
zbs@3|l&i?X`Aw8TZmz)vM0^UKuaX;dMqRlH&(s<8I)lul(rNj)P_4$Ls)|aJ5tk~B
zN<)oO!FSG8mKl__c!6H2Ew0lm@jO|buG)mFbrmW(F4yVn3~&VwDH92J1bj>8;Zm7e
zUy0|+v~r!i3XJyDRci6vYK0N<DXvr*akVv_a-9LsP?f1wa+w;ZID$Dkz!W#?sts}_
z4#lmN8I*XnR-rWDrb;EAFD}OORC1-(sO*9pl}cQxDN`yGN(HVaM{$MHC^x9|P(8#$
zp)|=<Y9rrbfHXW)rdE|1RDcjrL#nK(R?7^fN`nzD>C6`-P}gJ8b@OB(n+!J@WD2E5
zW~jn-<)l0ovsM^%)p|HA*J<=Jtx9R+=T*z2WX5P90-j^g=~|Q0=zvZ@RhiZZ6fvmE
z@p73)rLMzkRi;YZSY2jPD{(+mt59hxfL*{;lTrg#Y88NmK?~&N<6;wDu9TUo4N4<!
zPy$1$On`^n$is~q8E~y!rUz}fL{qIcsq}!Pwpyb!fSE?62@x>jdV>xG1T+|+u2$=6
z@k*dLt^#VvO}I*no1h(lWMBy}vlj3IYL=-g5Mh#$NjcmE7OSe1e6x8Yjkrdpt;6Nj
zAgV~Yp~bYo&juOL#h@}mrz&L{92gF;0Te61h*32HOgHI(LN!n&84hAVL-K-#mRHIQ
zKrp3&UuiPwjcIXl3Z2}@*O)!Q2M&lc)#-H=2ARIHE>2bkf(}jvGu72{nXz1_1*(Ht
zEzUDm>-B0Ch$486kN4A61KI2FY7kE*7`bp5iX;a{HYs_yLS@v0XeLdoH>ki>IhdjZ
z?=oOer9q=InE<)6I;68XHi6K<gF1t`Q4TrqUXLZ<5k<A!#DjrR1J?538Z!f6soF}F
zywXatTEJALm8+{kBD6@a(*mDGsiMgov6>DjyiHm%r9jjH4;W1bm7EL>GXoS6W?Eg4
z1)@}d3y4lwR}3(Q6}nojS|?Mqww{bM74R`oM+aDe*J_g<lmvwmstM;*D%JYd76nBL
zL=ib1Iz)vcwo+B5GQncyTnt1m*TJ}jB2%X3;bk%-kX5I(lnt{JqNrF<YWcOQDwSTT
zP|5f@Lq#0y#etcFsR9!X+>62jMI$8Beno7rlAWSv<iQ!Ip_zy3fKJdfAga}%${};N
zu9?u3t*WN8b0Kt&5mhFjH!y(`tO9`zETiDz<pxjzVaWk0Q2}&@HU_o=9tF#BT^Xo+
zT4)p*s@mo_`}<lzfn-LbPOg%{_yBnZiig%DBa5p_4J;D{DYnuUFQUr!>1ZU80@Wqb
z5ADuF6%P(ug&U6wHz>XNvRVb=l;jO*8OUu5a6m}}HRQpnsw#)?N@NgyHBiV{i4qo&
zE~|#gYlMSTlmHFmfZ|3aES5UGimYvK6qQVPz>-WF%F;-P+De_~Ejq$9s5WSUFiJ!~
zp##+n$ud+aH<<&hC5}PxD^w`)(#Q}8WvoVNwfkyyCYUm0SyfSKOhyWI$yf<1bD6SL
z=E|%TH9+=869^_1aFJyXc$)!WzU7MWqJr$=K0>Jo7Z>4$(t=WPmM9C46c&MgBoFT+
zF3v3|DaOGJsZdhf4=>2Zg_3@FFR>(xhl~0aN<~FQc!3lb=NIOQMPN)U$;>Os5=(OM
z46sg805*9s$V5Q2xB!O?DN<rl5hRu`l4j<Dt}sKKCob;C!?VT35=b)}5EbHuLTRx$
zvm{R_#S2TMg#|?-z&;C*m53$TQou!&FOn34%})Zxa8W7f;6=H@ygbB8SOTP%BKa~4
z3j0aLIl0AnZb4p_2n=S3fMmjqJQ2wXD3zHf6zB8sEMdMdM}$@t04h>6jgqcUt_TeQ
zenRj!vshdpfofzHNQ$MP%L7_Ui!Dq0h>Ju#TqqS6L4#yV3jld&POzc?5drHYB9aO;
zHQvf2U<&M)6p317$r1_k0Iedp*m^SG+4hXU_Ke`)u&wPG!9VwmzybZ(o)i4<d`>`m
z&-Sdq_N>76tiblHplvm`JuhheyufT7+cN{(GXvW*ga2{Q3_xyD|F!|cUOodE-u@pN
z^$!0P0$rijR#0uek!+X3w$LCe19!6qjh2UJ))~}1JV&XkLazq!YEXhU{J4pS=gCak
ze{VLDfrjJ&KY@$EyC*49;2feMa0c7HQ)6!9V`rKjy{RE^92lyn(`fOIggu)T<HDf(
zu`oi$c8Foqn6!puI*r*>MD!+jRwDsRJJtul|AZ5u02M|ZI;y~pv>OBwY(<Re`CJw@
zVAa+eiK)%vJoYowzL&c<`!+TBmJkih14IL3Z4-k|qtm$wK*Xb?1>U3HeZeB_e3Wpu
zNK0b@xoVM^j1nfBOD`#k=MwI)!{Ivgkr^vh+6t3S8}CNAz(G5%om8pN=(LLXjzj<)
zao~Ej`@knYm<WQ`8C>6%>%}UKGPcMh)9CTSOd-+H$2q<;kxC@TCnu#OCG`j06ss;V
zX3IY!nKR)CuRC&?`2~g2_(&q0>~_><s`T))->f1LE-I3wB@0rrVlxwyvSYJTMH%to
zL@23IK)V_hk)NOw4YUwz3)5H_qk-m%fpG_V1C54F)h}`xv|`TI9gkP9KbElm@@KB0
zy|qTpP07>n@aZSY`W`wwX5I76S8j|N|Acqxx7zob5`BGAC+3%b%*eUc;r!L#COl2q
z!VH=;)w8c#^R(1{Pai&yO6@nUrlE=@5@zvu4eGn2T%Mm0I#$nkrmVeXR9sEBE*c<M
z2oT)e1HoMr+}+*X-Q6L$yEg9b)<A&Z1b26b#<`I9d-p#3j&sJnKh9u5&zd!B>a&XO
z(W|P)G!nXu7W*GUi%3M0`CeSj_7j?~`oxo}IKJ_5FnK!s4!B;?GOwI?KCK`~@#t_{
z-BcV8^ip8DvdMS?{Lt>zv;+O#9?C{oW^y>`61M!^v3ih>`HYByef$`>%(>|hj8=2>
zG8Xc(FvO$^e9$4EYi8vwTO3LgF<@?{wb3uy?P8PZlA81!V@dTYG=3oig&^``uZl`!
zu-4fw>vBSDPu4=E@l?Y^z<eZ!chqxd;u#^x{<J^NgY6TKUy`N8@LHtwk{+Fh`RTLK
z1M=!kR&JO~XR`4T-s!cg@|C5;ZvcdthGv*PJ5gw=%r!AkibE=IK=M$)rRB%UuGr5`
zaY&J^ViWuU_6VF@j98Q(ikCg8d35Oz$npKP`I9Mbf-=N&%M|-RwWy#P8X8U*WU*KI
z7X)o{+czXBdV3_}dd%WuK4X#{0#qPmW=|eYAE0gvwfu}OlzeE4RlVkN8F@VQywE8?
zcWLo%Dzud+zbm||3x-zc*2iN@cmgfhJO{DpIc-5TTzJY-T<dwa55(qr(Nr3dTMnc_
zcL~u@EH90TM5?IH0ItWa&|;{ILZC(wtyh~@&+cgF99vR^Y0(sJqvC4C#-{|cwHtM|
zZS%z-knplWmJH_eu!&cTF%TnNf}QEfXSu7jrD@q>GAwm6uf53ZXeRzul$YR-<I;}f
zpY2DYPld-LyVCxl)g@cbj$s^^eell_GQ!Gdk)sh$-gDhlb4_EO6B(`seYGKC29>9O
zS{30L%9|ZGU_8b_brQjf@MV!1T{KmZH`h4RNt4l`P^|C?HR;Mm$LphEGQyEm?f0J&
zYXWAK9X=WzulN+G3L+sHPC={bs8C)ID?z$%g5kntdkp5ACrK6n2jO6R1#8n99AT&V
zhzXoBFM^MJ)P9nCR+Ak2uFTxuIBAcQ1aq@Vu0P+KE@Z&g)iu#^vAXJOs)KiJiS)hV
zHjo$lHCh1~x>h3d7rOA%KzCS7=RJ=IRs8i5_=*Jt;nyALXxCg009o(Hy-e-+Q`<d?
z=Y%}ES*Ml`Z9|z*kQZ-a%ARBS?k|HanzKb4-es06>aoYW%&4+>Z=A;0IM}0`o)QAS
zhnwT`<oH)jK12S8tZ{$VgwX{LQ_ZV-coVjP3|jA`>%OjFsn^1-vZcP#sE)xB1}*!e
zOpjf*V_WN0#<l{B=M0^<9sSPfo_)MuL3MA(DgescImb-a7V;w?%yc?_Y4vAj(NnOi
zoE!Sg%UfRU35g7vzn$gSlAKrJ(|p7_ccJ3IQVNZZC6ttIt7=Wd<$xbzJfs+`)WYf9
zXt_KmAaB!AI?wm^!C1?piC}$<tl+$s3uPv6ha<4~L^@s+MmM?tClcuw!FEF7EPm1?
zGAg5*uo9!NnlS&sg!zQPF@IGdae2=cNkUO^n&hUhel6<#4g9kQ!7`q4@dAxz$^;dF
zad!t;%O?JVYhgvmAI-k(P;#HaF$d0c?~o-(2a&0YKMt3R>%xLbQ!A6nUMGM4t#tm4
zMluiuHA5o5Lw^dkT#Azkd!IS-1kbT^{H3=q7gE9l@%3~p9^-ZK>I9>U=Z3CB!BI7_
z@8Nd6W=SP$9EaYb+CzK>g9ZsS_0$U6HZqsBc0=7k>geIVZ<}k}7r$2h!nEi0#dg_y
zcIX~V4VZ?us&n!i>)b<fGbEzuR*IJpb{^Ay=0s-?dwG_0W$lZ-tNHve1A%tr=Vo<$
z_8Od5B?93W-jjLqo+^zd;M)dn`fMIjoVb*0){YPN$DuHD(se>*9}U_@PiI9maX2rG
z>XuXpG`C!Dcu}YMyuTk#ER-e76sO@8KAx-xYj_Cq4vvr-G@?E3NT#;&Uj?yVj!?w@
z2svA~z)knz+F<wDP0WQ;GDvoOkq+qcd|gt3cK&@}`O3KBu%<cAqQi{eHCJt8C8i2E
zYg`6}uw{9=o9lrP);y%!dEXX`%m)tBT6C5s3u^9t+#AyI<nE*9)6+PJ@jr9-PGa0a
zd*#1c-$_*x3HDiOFEc+>y>acMXj10Z@a#FWJap(sl42WckTXc1JJW7-*q*DCNRHn3
z_)SuDta#qBr-eAc#T#`5P>n6ek)QYSn639GA4KHyX*wg&QHo5?)L{m#Z-@;#awK=H
zkGD@h4U+Racoe(dj4rT*fNT*uk1rpg3>ZBe4(9O2jvu^sCojMd4@0It@!k*^EZe((
z7X{UKc4AO0SFlrRqk#<WLJrO{+A~vb<knB4Gt9ADSGZhhonhm7$v_7kaMx8>5<TR)
z(5!wQ+vMwnSCx{24SYE#NY3<Mix6(7Nyx`syA>ulU75Z!54aF|s>3g8_@f2teO6=Z
zQ$GYK7D4o*1Xh-6k|n1mG*>SwmM|4dI#oBL3<(m)exVZ;CzStThXKsD1_x_<^)lJ-
zDm{xxE>5S*8qZucQ$*|P+u>31=4GyOG2M7T!SE#0t90p7yOCOTNAYWWH3wN;(9m5-
zzD6G4>>`j7dv}*wM=m>f<YgWiVC*hGqC`XENx<NAo%iI2e^|YWoul};+Dfa|XsBa4
zIXUDL-r2}^KQ<7b&X^*RU8y);d`EjYc$_EolcGw<=!#^H1wBDDvy#zuJXkti*mRKZ
zScK;3YNgJhaTzA->NH+qIV9sm2>U>JvcA7Xbv(l!^lSg}k3(gaar8mU^+B`JDM!{V
ze8k`i71m1}D_?cY74NRF;o8EBg6VB#Kuv!Hn=>wLWED^6x_)vEQ_`>fCGgDjY(DMk
zRA=G>m5Z{Xa)?Je5eF|FIGWmU+Xh8k^qvnk$~WyR(_}PjewC8sp<TkgKdod=V6~aq
z{gDiI;~Lz4Gwc7}c9%(Zf){X45FTqmAM;v0s1=wj_f|=!i=|6`-r87LS8iJM5E}=e
z9bH9w5iHo<i|55GqXIw9homv42mV}neQBAu$9nmSMYCfnK-swX#XiiEc*I;l^xkC*
zC>t#qceuul2%*t7dcWTNU08V!j;*P(ipM9f(uKDo)drjO`xa2kWAiFj!R371l_s-*
zYH2dWThiYFZchtya!Wj03+HhRu^Cs?LbJ)@E&x$x^_0KOW9O;_p}a5t?Fb&a%U0QH
z=Z8N>@gd$CU1!Oui1T)5OxE5rR5XIG$I*K#A>&(Ie2r~+YbVrd?1jTU^cI70Gtt!g
zh&RqHO03mwpk>61Q<dYVk22ANpz<)8Xok1rCJSYJZaN`Ao8Hh136E<h=l4pN8y+EX
z`m1V<pt+TNJSO2RD#nj%WKpNsmALG_yIboA_J`2pEnP0p<?Uxl^UX&xYc|}gZPx?*
z&yqK-Gwn=1GbhhL7eTe_jzYLRl!XRwBataCbARkpF7N)O8>ihQ3mKc})!VDfKY#+f
zIDtNX9%6IcHgO90qwLIs7LSo6se7~#43qZKD!59WZJ~s<U+1oaXXkk_>+z{<2G*zU
z2_6|PyBRsWba@Ka^Xo57;%604W~;sVX01F1#8Q@^HkKX_4CdnqnwNSv(+40KOKrs>
z*>a)>-%!h0uE&Mn_m2CW{?!nQAbhH|I(pmo5dSRvwwkpWJe7bdt0hOpPA6A}qsSPY
zX6s!5THl<tS(?@f==u6$`7nmP$2_Xhth?a6Lkcv22haOxG3ZZnbrw#?1E6w3!4n}+
z#(NR+u=taKaxqz@i2#r3O1tJW)WWxg?zETes)Dyc>+yqm{wE=}s?lymx6vZiWgE%j
zDpX|Zd31t4*pC=ktY;VG+MOsud`lcEaAK;&WoFKNYwoux;KYRn{(26Cz`4w|uY2}^
zqv`e~8>;EU%Y(zB4EFLRiVN>uz0LXN=T~VZwnq%_+JMZ>LDVzPGhc;4xFIDS_Y8;j
z>{=gukLisW8?&qntRf1|IjVs!E(g&R_buX!K{o0&4kx=Glg7}iem~c$!WQUzy|-NI
z9`W!t2V2#&9Rvt}o`<$|CMn$AB$b~8jNxrFmCh;ias%8_SZ%{V`Nx^b@~B7k;RPGi
z>D!exMIOIhFRx^r$JP+aHHe}*PoLaSnr^RB4?tPZxYKLjD7%==4`BMpqU%pKUB*^g
z;_oNt&qS=>ma@HiHSLN8SWD7i?tyg0G`q^CTY=W1`yQqqP09Y#8kh&8>1@(6ZlIZ7
z_tmqwsc8TBUc>@(v@^7mr+Fu@kO{j%{1ZcFX>abk7qNp?F{Z(@7vgzT-g&me>8)5f
zstpGP59b$m#j9(0u-vlQgta6{_zqmMw<B|U6VHDX1$a2c<1fz^d0=k6u#rFky>K4t
zykjiRju*elRFAaHP2xahzxG;;;J-4FbyOD7+I3)kT|H?du}IiI?1TtLO8z|8M|(P&
z<+8u};>)`?DBYP!N3L9vX@7C++mDm2Gq31vw3fj@a+c9CebmbCj>cxbQ#y%u)8#44
z>UqA~Y`1oE@4CLaSX{hzYKkBzwIg*Bt66<^`KX41xVVSMSx3w?#(Y$BJ7n8V7tLk*
ztNecD6Y{`wwVD68Oay7PvCU%UN<o&#;nV_bJdMX5UbV}rrOBhk0{2n}-GQ#!x|j*4
zlVf-I1WLA~<h;9%mz6?e=N1DHFu7G^<h?r-r`g$XSaxT_PeG3SJTwaL9jHE$ur^aB
z_hjR>4{?cZ_)S!KL~2NvSg-oKZ)1x~c_RmvoTzAdV@qUL(`ZLfXBcK3=BH?;!QVs!
zzexu?4H=NLe?($QII`8{Pq(AI9J0c_a57Fv7RF*7Zo89oO%)KitHMl#0i(dVzl`*)
zCp&hBSOiS=v0Um|;_YLV3<AYR`s{h}=U0EK_6H20Inbfa-CxLLGbshq*k+t~tMPhi
z4;)Vx9cBPd6cBc=T6s8h?}V9dclK6n*l|y4*-S=jLrSkMJBY-ncR$NVrL#Wt9rwmL
zNKcDoULK*HS6d8(OvR^bD?TreMiF$p*?&bdX@r~|lkBipup_1Rx(l5MS)QaWN*$2)
zcBJvoS}}Wtwr)$R(&PBntZ;8a=A*1obedWE5We%{_N&!vOI=lz*LD9)$N~c&&zZfw
z%oLB+U9bhtTfN)QCych*i#Z&ww5IR~Y{|3WISJ1@>|bS%!@wdM!xiv49p_(n9^mI#
zeSB6e_-*9YP<yIHyFh6KLcI53$-!m2)~9SW@?{zgD~>tP5gl=}RHYgMF4o>HTNoOb
zK3&{59Un61OeagzEO<DnlJPJ}zgcj9p*-U*y4XZS%;rAVX5_oP>{9;C;pP&fd3W`p
zEqc(!V6L`Hk4**I&6_sfs_k_v`Q`UG-KQ@5u-3<T#?#vjzNEMF3lO;4NIhh_LL8Lm
zLBmezDg=(m5xg_)x<W2;R)Ym}GT*dXU4fx7d=4g%6<$dw>aUM^6dq-bpfrb_x!0zt
zPbF+szfF|IU0=Hz)j0C67anwcT6G-Q+K214UkBH}MaZl@KNhwOp;*z4!Czgit$nGi
zujZc+tvT!<nG=3oqaLFP<7uuoaCX&8$qqRJD~hih$!o#pu6<P=<7;MPV>>dGt)aJ3
z>Q?I`PlAV%qOnN9#Dd2zLU8O4@?!tOz)_oX0aJYLN3JhzEP%hAijhP8h1*(y7s60Y
z4#Fr<7+pYja@ObgPay#T2LcY}8E;&tlQPcuC5Yg&d`$g0W-wMD&4l?xcWW@+$E(Po
zAanSy><-Q_o?L$5>MOsefWIa(Vi?&b8g$MkHdE8*Ml5CND0R20xZ<aIzIEA0x7QBN
zWkjnWpY?ZTZ<ZA%rOvW%_?~sGm3JYik($#eccm+O$&{$c9chea9Sxf?cn?|0_{>Xo
zH4Zy9h(EOOB}Rqpb!3_3k#QMK7v2cpqOef3FVr3i)dG8u#Nldj&c5oT$yXV_PP)AA
z9Y;vj>@}qwGE$dc-y%8eZ2l5|NiS)lJvhE%t5V%Nf6VA;@|;9CQo_j0;^9ka5-pXs
zANX{yQ0e@d?9kQ~n)xi`w<TD&iU+XDE^O!hBvK$f2g823>vWaAnSADU$Gpl{pP<fs
ze{+0O8fAu}K-XYnbG)KKgu0Ycrfzh*qi?ZYFcu^wiQT;$_K7%Z{&RYYpdY{gdcgvl
zE}q>nla;6$<Lq~E4l#QY<Ih-rNqt7D@b^6sgT}!C;b6iqL9xU?n}&HBT1gWy*aCJ=
zn=}-xrSJRf&?-hgic_0ixRjkfJsVASIh&({vM!mVv!I6Yk($^Bfu3~j8C&+^TQ?NX
z^-8IBHi20@9Aq)CRu>St@ioXxd*?4v364)WHcl_kiA!Q5ovzp>6>_St#N^bSbD&<a
z4n?gHgR!?Ay2_d)e?I!Kj^F(nMI1@Lu4GtqvvV9QYh=WSFX>i@QXcP0Cx<RrV)8*h
zRS8{9%OzcU=#2D{PkiCQIa&-GMXm$jac$pHm&eW-&rR=r1*_^Zvf5XoX1>`q`SfV1
z?NdhSC!zKI_N?ObYZNC~8=^JCnz81ZIWQFy1k}p0vF^RR|7n@~d)Yo)B_nqJ(w*N+
zsPdrVp=~FdoZd<<;j6nfsv~#dOUEk%)Q8*I3Iq60M%IQ7j`l`+R)0wweRKFv%p4pX
zg!F`eX$?Yp4MG-rHZ4LzCJjPHMpi-=R;ITG1N$4BiRF!AWY!>L{VTxu#$#sZco%)A
zSm_B_8Q%voze_N@^O@P+bTBi&QLKz_5`THDZ?f#nEQG8~>~DNFmN!|JcM0}4Sr+<t
z9y`YykM+$m6XRQp<4qeg%U>Vp-+W_c|A&0H!NmI3&%p4eg5|FYMwWL!*cjfpjBE^V
zTt<3AX2!oxv%lGYYrglev%U#&yqjd?cq17({zky`&Sm{eGQW}k$TBg%xx&c!u8@iK
z-4Et}$oH`R;j+DDiH(EdUwQVwR{sidy!HG?%exsS=664s-$P(x|C=R-cargMnwZ{W
z|LYwy^Lq%)Z>jw27BkDcRR;F|Sbod#+nB$;zoqcq;rC>)v%HavtW0mIeoHIcyGC}F
zcgO#lWPcBxiT*uR?C-gJi}yb<Gtkq&wcm>Uzx#a?XQ1bJ3x}EGttMK8{|y%wdV2c*
zhRZud-kbmZ^B)8M;k;S?>lgk1&d6Whza!rx_?LcveFNV6U#7R1-dubG+P@Hc2iH5S
z{z|`r>R&j$1L;j8`@i6Mhs`@)-huLtkpH3mUrTRrc~AX2PX2l2VE&t;H!S>Zzt#C|
z+*{$_EB<e(-+KNTMgLyc_kzAx@}Kel)b8J+{Zp;~k-T?(fA2MJZaQHzOGhJnI$=va
zM<YQa0~<plI!PmI6Gzjxw6pN?!hibrUUkg~Qk05Lr~lG%MeVtauT0O{_#-@ql{D6V
zKP2r|@#cHCSS<GUK-|kSi`|;HHHL+vVK?W$+u6pAdp+A0S#Jn?-!}C)T_!|uQn)!?
z)_#}@>)@J|B1|kkv`_i+np~6z$DiHamIdvy$Qr_`N+Wo;Vv`l}@-<7l)cK4Ta$~O3
z-fIQ7e|p?=@8WdI$!BGVB_PzF1|^Z}jz2r%RKm`lc)NbjY6o<*@o?<0O5&}_ML}xd
zpHf?~+(IorhcP+{8S#rRRn_t-9<s8;_)%f@<s84#vsvfu9KOr4NX&tRXZ&d$h^@Ky
zOPR@NvjjrgF=5hgF_4QN3L|H*DaU1Fs6A&ksO?e)YKN^4{$yx(*`_2(>cy6&W)Tnl
znh@X*S0zKjX1$D}PenrZo3QN?+#fO(M%Kpc6P1A^GDbE>&O!UaB|r|X4&K9ZHBV7%
z`9&>Y-y{3CW@9D{n`CT3q~*tt?j!i}pB9wCel!ZTN#KSTb;gqOiH@{<+zB+DkHu*R
z!q*ICYI97N>F+C*tC*b+4<=ELHY7^h1)<fCTtpg@jy_8PI107xaSIXC72M(D;PV{N
zO)sW4_qTo0H2Q4&Z_8NX5?Xigy5{Yw+kXaJPJz6U&#yO-=)IquwpO7O=bQ~@?;fFp
zR^>te+j;u!#$){dg&kH7c6NsU0EvN+ft8J&p8bD<>DUX}Q?dWymTT`AkSrz2uPf%<
z7bna5MV%0JC=QB99$alXFi9GY<>MDHgIvu1Rq9*tL*pN?%8JL~9Xe?JM-9GsH+eB<
zsaL1p`Q=Vs&d#oUUe`K@9I{MS-S&7Kb~93$;D+c(Lx1@PgbiOgT#6&`)Rbq`i;)S6
zt?lh)q-nSn!Vp!QgXc}`4af}d`}D;J+#-eDm?~+rROxRh82G&So1X3n?q-)I(bm}L
z+*y-PRy5^4iJtVPUMc$&Ad;&G-o}olIu*@%Us=u+3A!Z5V>0S1O9|an8OVT$bv|Cg
zr$LHrcW4>Da3{2lrZpMfR~AD$$PREA+f-`EDs8mYbEg4|aFBT2wEHiEyojgm<@n$(
zZrxZUzE<*hY{^fd{}jGozDK(<x8|<)fies0LcXccY0mK$D@&Z+bU!qF>g{KN<NAHP
z7-s4OCk<j5s)50N7<!s0AHbUI11S`JiMu_Yqt=OglHRDj=)z;4$82RY{1Tp9fP}LM
zIZ1@f)yMkcyxu)9(IE_Aoi(ewR`r-1HOyrx$S(|HG{uuUCd^O~sIayVj~J39+O_x%
z5yP0O=94&U9;orfYL<DlzydH{EOUf#=o~x=F+VTn%+(U=&16U5Z!<G>OsZ~_**S_!
zR+X?RDJSAiqTO@SnTmT&msS$VntoZl+3e(D=CD-zBJ_9}CfSwDnoeRm%y93`H>J&#
zsYy%X3;~IA;$e&9wRo`v)e&%Y%junYuUN{taD}yZIPCU2QPJoUmjwYdRlL<O$yc=R
zymu@P%DBEyE4Hv@%(Rc};<^!9-8LAzVTZR+d4ZK#>oO%rSt;)ly^7LM3D|43dKtLg
zK}qHHvu4edavI#$@Gj_>e;jO)CCIO5?ac<cS?8bddN1V=W`N?h=2A~{7vm4w7@y6?
z49o%QUTbn&^jV*xmjDT^^;~;Utp^3;E-~`{!V~KTPjr)n&lv`1WxVN^i-~J_B@`Z&
zea|?ebNh*k&h4%1kc#NnM1;-wH9IF`ARH;KR0q=tN|t?fad@`~d8zcAs;i@o1b4=h
zfTS$VjA4qc0DiluWrJ~|Bgx08JAV(^($09s=pm<>h6k@X%5SR!>aP^Rm?WzSl1Ke2
z6*gkOYP~JmxaV-ItYlfVrf)q5ugQ+?K*xa>R`zCe_2XqlvKJSNDQ6aEbEo+U&K!J2
zs0soeYj)#5F&&`AVQG7>o>#L6M=-BJmwXWlfVJ;hqu&Ns1-!6sW^D2*2k$)O55nxt
z(y3$~x&D}Kea5e7n4rA)=rmoKr@ff0NKsnM|J%X~V~3L=^H4G#>9NJnb3uCd3t#?n
zvON&r{uk>acJ0BMd~0KxyQ#$x03MJL-_iK0+~**rKc}-2;R{Kl3uZ7~iJ~Wdgjnz6
zW3f{|ey%e8Y3MHU&&at;e#qN<Fe7aVmBt&10c{(ebw$tG=LxR3310FghUc<Du8-_`
zZEG5@3$)(&6=2Gy68m=R=ic8PCR@5cS$%f%OQi^ZWJ2LO@Z^afV`I~$qsQ_n)bTy-
zw%vW5Gj7c=Hl>RbSd&QnUNa=6b>q?<VA^n+FKLTLkCq)G0s#Vx@Jsc@D+b#ISLzmo
zXu(W}pAqAW036;Zmf8TAz0j5RmrOggMX_9k!>>h5iEqE4_`-jOmxcWdX$+3m?U<uF
zfIHoVPqEU~Ie0{HYn0z#H80>=BHETLY)&9s>I|I~8*LWu40|)j>-TDKtkAjXm3I3z
zlN>+SzWeH|{*QGIO-=TL8H!o6vS`P}=YBItQw2${2Aadt%wSD}*hj;yG>wRt>2d!T
zE;L-Fte0$Fk#6wYu6{|GCyUoxJMQUQ1&k8{$6S0tBX=aN;uT0uUwiyvg?)ZI=yT%K
zhL!Vt%e0VIsPc4pML>teKH~`|r<6qjcsV>d4}v?Q6YGvah3kiwacFhZUY~V)2=wZ|
z#e!4q2LFeA?UV8zV8+a5A}bqD4StCqPZgGgczpyswVQd)Ui*wCWHY>$T73F1d9eQ;
z3ikNA0)+J$=F$CMng46Qg`|dPO}8!~nkYn^AO3fW?oU9mXPeCYB;gO!eiz=?VBvn;
zx~S`M4|f$BXAdr8c>izj{tt@b=EEv(a=Tig!Qkd~EL#b*?&!qK<S1dcs?Jk@h_;dB
z$xj+`vavIX?o+ayL4XP7v>$M0kX8jAW^h&*&-FcG2V!1v4`lFC*jWh%hz%OYna5(c
z%pO@@xn4mXL*9Ca5?!h4KfBO^B%Q@cC>V`!Qoowk#174oE36fO{bKITE{WiqMt&53
zg#0D=i&PzSMV3=l;4)ny-=u6Na|HPSGi-@>e$z^#^VoV;vK${!1?IuKROdXdp2uUs
zo8&VW`s%HWU+IAB8YR~ni_dXz(KgCH?5ahOuT!W~p;J;dJI<V$*LKt2DpEBKI()pg
zxwg4EyFR-ixF)#CzJ7i%dr*DmWR&~dFHbzc`?FPn(@57bWE$q0JUe`!`D-C#n)Dy$
zh(j~j%%}@q1sl|~P;~T3HPQ%teSb=nX`rPX1$rn{jbb_SUKkv(e^dR!cb+Kg%Xp|s
zzXbVcLAs=V(~#vSM#yx2$y@-vLNiq_s#!Rr5M0qdiEtQ=oZyd5lPz;^-iNC2-17TZ
zs8nGe%jGFdxL1f>0;J_4J}i_i?I^*B*Q1&rOLe|z`vcjL$iz`tMe&_`K7I#<12k4g
zsg>j17w2nCOgFkoE?3)E;fvked{mEX%;Q5!jn1QS5B(A7v?+X5)~6W@b;h%^iYj9%
zyjF(^werzzhEu>z*sZ~zJPoFj8~bvQ_iim5Bw7n3(pbEf`!VG`0gOx!*V1RPNsFVC
zf08gU48o#5Bf`PMA~2>qO3Au+=I1P*N>PK-rf~B`KuJa-kho}8xI5Zhnvf?3?YH(M
zzgKyuf_^RL6KmlfaN<(Y+-@+pyR`DG>47>k_NtpgYxNPYgWsMBT4@`fFo3rbXZjRN
zSx}G@#KUK&oV7wdd~(0)Us#uRIdT<K#lcN87ps9X%axhd*Gtrw+s=avmo5~I)cZv}
z`YCr5J4kSN+WltcDct-lP+!J7i-oLk=3K5ab_6Hk2%gn`!DNJY`u=wJ8czzNUbVP(
z8B6Y@xH9GN;t<VrreKearQ&LUy@LnOZ8eLUR{}^j=Q@q&cCTFoF%(XY&+B)drtl5H
zW7?a45AX4|5u|v>^P?o`nY6GS*w+{6UI^<YfN1AMMO90;*VJ5$3~6If6EfmlTL17X
zaf9Z@e5ckpq%_QBBu!Y!q1mm4L}<12$^I2Ir53h2AntMI7}<G|8E!MP)Zwn~X7q<<
z2#rN5s+}9Z2|0Q$5qhKaT*t!OVeK<eC1H!$ctnr#)|CktuEQ=07s0oW_N?bv3_m}t
zE0v9QPGU#tMR_&yiF<+0!&|`(-$i!U9@V39+IMzk6yjv|8-yug;;^?XioKn})MYyN
zp9XD>mImx`lZq7ssf$)|2G2qS8L5(X351BIJ?jkGe)jyyPjk+S^`DYd@H4RWL8i(b
zimTt)k0IIF?Su1s{g;eTcko8BtU)l;CG;8n1Vl=0+?4wzE%`=?wCTH1jerC|_4AM9
z@)zDzg$^Psd$o1;WeVPL*tUVmS^=Judlok<&UxCBg|#0(jawjvc!Lc-2KB&SOC0J-
z2PG*j=Vqb?&D&a%^&V#aD_g~O37qGjTgY9v8-{9FPi-biMda*K2b-5(iV6y}!j9^i
zw+m4f%lwlfOsc!hl$!ofMl%kFMC3=8(klKzSf~O34vnW2cJeK)(1YpsvUCpd&S;!m
zsWYQc7sgi)Mu|{k<>j*?TGV}a#^hu-y349_O7aRDYHCXscFfgNba*W&cZK5ft6PT{
zhM1Pk9li5R5}ks$U1-q4^5Sp{rYMURh-NX^+JFyYMp-B5#E%ci(K0CN)^5^f4s0`S
zjY}8c^zCWa;zcy`Mn8<xLit0HY*tQ*&6&-mg8L{{8ekYbiH0ePON9)wgJcqnGkyiF
z=qp8pS!jM;{HO!-h|SR&!pHfM1zqjx%Z3oYFqsC^5SVjNsuoeDtV$qyiJoZT2=ur>
zC_Gv{8Nc8s3nqJM=H+jBH5@ZWE7pc-`_Yzy1=lS2x4C<a<x<2M(R9mR+n<(=vc4e&
zJ`ErtaZH_~l8^N=1%kvnJJfl7s3lBT5|fAj1R$T6Z)&&(8GLkO8HBlJr|iYqEgrfE
z=CUu~(|D*`ARvA2alI7s?;cHxuvTb+fMYO@3@P{DOQTg-)KJ%u;HIL}03`x+X{8{C
zxmRT=w5@k%7(#K#<PboVHU>&T$IvZ2wN|#~dP-Egh2o(x{5F(~fe%cCdEKTYdpOui
z8){{?n8?;Ncs~nQ<%_sWOq@#?biQe0pI{!si*IG@GP~tPP61R!d<-snG!Z4VD5y}q
z^2P9PRpo#~;%+hiBokL(p-W4LPo5$rdo_2Hg;ElESX8g1%vhj$%U{Ifk_(H1MS|S~
z9tnv$3lYvp=5QU%ZOy1$Rw*m4px2ktZP?utW{oMI;psVxzb1I~fH)nMf_aIiQJW?N
z2kmJxYo~<)x{4ko3UJit&Re$|=j^qLTVGmWf*&1@4Q;C1FJU6Nk^+-vx$ugL>KV%M
zE>9@3`D(2P1q-JD`FN{TW2*;5A|530E(!{w+ZQ<Ju0ewM#(gD)%0o@ys=T%XSH|PX
zRpNsw##R~Ax_Y+Ln9!?)>ZKo9IXM9`;T^4t!nq?TkqyUzKk}qvJf(1k(rNk>#qK0L
znbO;tmM~24XwgM=nNk)*Kwp|sTV^-aQVniqH-;36E~D1BLi-tJh!BOh<dAoo#X^c8
z@qM_R?5CKO7kCm~=VPmL+Dmf8tmVqSKK1SL#k+LYX^H=a^9z9v+um`-p_m_$IN6y`
z3)hzs4@av*vaIUo{Ub-D1Br6yPM(0Jkr+;XABy7qwNTlHUR$yOjU@`T{YSe!<mP0u
z7xR4)yjpr1u9UXHDmo$N!8HBJC$bHX+-W&ElBS6UduT0#`fuM|eon?Nl;0!#-obAE
zSp)3WJ19#CDJ5_Dk*$0Rd^?t?pLHRGSr0ZVxG99H!rY!iTj}zrA)B>R5E|KM{#=?w
zVkGEb!0`7h@LIO3jL~U-g=p8vGe~I!1cur?6BM3R*ss788F?Ce_l797;sgvj@+7wz
z&ccyH{?Ao#GKor!jUEli(XY3dCvZjzWvzP4pYgZwHnVj?)>sdDnE!+`@Z=KEL3?eJ
zo^YIC4HKu|mS^)7(42VLTb%i=fps12HTBr|t$pkQ^TvC^zOy?wSQqJuj!BnXgl7Ii
z33lCAirozFib6lFX^4y(b?d)bPeFxP43+dD8NwLI8{E1SBNwB^<ziu)hZ%t59))Z|
zZI^`nQ#_*tXila~RU;q9l%SdmJP@Z*(N9H|NHmqz4@15Yr;*psMTSdAsRDA79VVod
z0ddKUsTm}~QpIP!%H<0-AS;P0ewE7=Y(Zv9NT~!elL5Xm2!%0{i6@>@+NB}KC)!fW
z<pD{_$iK>!13!`tP%}t})re=53dSNEBv2~q*CXdAP|6bPgmIJEC;pPtFF>Xxt4+kr
z1yYHBR?$yE7D&X*6HG!5NW?4<1Rz5sV&(|?kUdaMs)T(ed!U@u2y-OM5WkksD?;W;
z*sl~!LoN|_ROrnWR3Vd3sHWCaAXW<_C2OVBQ_8DD&P)(h%*#iH6$ery6$wI<=_iKD
z_2voIBg=^kenrX^Y(~}-5B!RhCs>XALp&vso+_6*mx?HXu<J{OIIjF=4ssXuMLIHc
z!d($^*Vl^(WIpN|ov`eLJGn4|ggfo9vxGb4Fq?$=BA_-|r}8E>S*PMA9N9}Qa8LY6
zD{MSrJ|9>l?wJR)CgWA!Bq8Hf+_Vw*%mF@%w-*81#M|?MOXBT?z;yBUT;P#-I{;WF
z-kt}fCDT^kBqP&S+=L{{QrYAn%Tn6JBFj?NFG7}~x+p-Fp{x-I8%%VS3=>Io6$}eW
zbQKLd5wEALkqU!Obp0MyA#N$xTO?SAtW9>RvdK$!s-$0soSx7u64sX3ED^?)*enpX
zl-Mj4rjghz6qcSiUksEIUoHm1i)&T^oy0ZEfGpyg6+or8RW3j@am`Agk+^0lkW5^&
z94I8NSqy|Cqm|wCBuh(RmkGNOFIUj7K(<JbUBb_8<l(pS2wc2{X*fYLUm}@l6e+ff
z{{QIEuR%6{C7F2<DSnQYeI&@e<>No`30!=IX?R8YzuEC$?zG|MI&<-#I0r7Cz%(o&
znKzNlSc?>|M9H?{#kL8Bqn~K%T*Bbo{_fm%omkN197*Ozo%vPBl&bs~NAkU_xjydT
zGXPDp=rK;%Kj|^f{>Mm45+jT43Nq~<rf<f3#5(c_rbN@=fO}lV=#nV2$|?z7Q-o<t
zfSM#zs=1fe<#!g%QsYwnQo~Z+uO?|d%$ZA4TT_YvDoG>BLP>nUbP73BOR9JZIfInp
zSL3v9<}5SZX;pwiYIw@PU3pLrKVXvg2y=oG0G{0dlW<m-^=a5(*l2j8HFkNdKVkGl
zm_D<YIfEpG0e)v!Af+}1iV0qSc-s&n70Nd0Me;f2!M^r0fOol)O@T8$z63)-27oWQ
z!r_Fi@OAHaU|aWaxI`i4czJ9f;dcUXCTM7QW?{|^w-`ksuj<NGRs`_Td4Q?ErVc`Z
zM&a|ET1wsmRzK<xYLC-~q@HB1CPpvnZ`AE0W-!BBr>{_{DUQzOn#hudF{VbGhJm30
znh%)=Yyb#NkPPkf@HO1@xa6Z(7+FrXXIT7qKKlb`z*%bNR;x|RHT*O$phFYHGX3_r
zQrrO?z=z&zjL2ti%0zRquTUnHS8s9DiGaxqIEI+|GH?wx{fK*spS)`1J~(&5Jh9Xn
z75~GAp<`%_Ek)bJ{pW!af?JRo2A7Vpd)R>x0E2zo4X`(VPczLVDZ_MP=pIgzy*-5@
z$(4e?*E*PjZ?s1uiO9qQtj{b7B5ATa_yK@UX=JpzATtc`><pyJF(#**ewG9=tc=vB
znxRbdbbc(K+q8b$QGPm8(*=6^M6!utW!MpJdQ=i8)q2yA%{~byrE;(JD5cV<HTb~X
z+7>Oj(y-P4z`n9AvQBf@5q3`Nw<FSYkR(nD?fS2)mKmTU{<QnsdPfVd3$z@T&O7mm
z7RkN4O^Y8UOqn|oE&<qH7pjr{shxK}a{fq`HQ$R{yFg8U((z>3ceL)zFvFUb2S5SH
zByTd@8Q64y^%EF6km}t-yAIpj08T)Qq(h3aL)#k|TTB|3+k;EeNXk;arhZKsPBo^N
z+Kb2<;7K254x(#~R7k!I<CZM4bD_8jTh1s9G((;i1nBEzz%ln=P>j>BVo(sA*>yHM
zd^hm2>-bS*FN!pcse^k9nHM9GpDJ8a*NxGHop2VR0X=-xp9wpB)6e2>?^y$x6Dvsz
zumm7=s<yB7Q)yzKMo>Y*8(<$s#6}N%0nq6Drkv2#iG*hUg`og7yxr<23E|0bkn@7O
zFpfb&S6)RYJU04{-*&caqRgS8A$NwGZ9|@vR;EIR!Uz3rN+$z*+p)?Frl9x*j)<RB
zsY_%GPI|SBPR57Zb&?Qd4>Z$1@Vt_+ay|lF0qg(-$(m)tU>wzXtWngzIF8-G#Tpos
z1$+VM0tlm+9SXuSIpYUNQ-1xy)-sD{N7XXo!ql>Q#Cu>{|8OpI=N)v0v2LQvcaHMJ
z2hNvs>XFa|(FxfJcH7g1afj`sllw$=4tb8aepQ^>*d;Pr>jiZT#tX^oXTx@9uuifr
zknjri^1+qB715Q=zVamVmv`gazk8wCh1E#Ox(={*glF}F>D#a8pQ_<*==wnN+uTbL
z6LjDC5T7--ahK|1>#W8F$7*@-IHns>tg`t#Df}ots2m~S5<ufa;Qv%L^dQx*IoSwx
zUlKr)uw3#(*Ts241V_xVrao-!-h)U3qqFt7J7|3DRhd79*D+hd?Hq2T@@zQ4U$<VT
zU6)=*Sie1AZCvVZ0&mJ09bNyq;b6t~V-3a&!j|XS>6g<td#wOXl|C0VTQXZnTMk<+
zTdGAZe@~2%pLJTOtgFs?^O8%!)k{_wfh%Sj`9+Ikf9fpvLTQ#3PK7~g>DVhKttu@l
zHtIVFI%K^nYAR?IoCbdYN(ANh{ZK&_j#akVHD*DNjvz+RrPRnWqM1dBvc?wnsdj5g
zkCl0-h3Zt!>&)ACgrV(FlTANNXLQY~+4hknmLpbf($U+@E&}_1Ms!3-^|eR1(9N3G
zz*v~A)EL#Uw0t;LZ(*O3um081-C;Wo4tiR2JLTA4KQ2!_RZBN+wWupyVM#AtQBq4h
z4KKF`MV6bL9;5?Wii{ImiY&i6BpbUe7ZG{eD~Bz0lmL0C%I10O6ly#?XW2pQcZ0@g
zEix;L+xYP;i(1WQ^&X1Keq00?GFmiR$6AgN$KB1e`><+4(mG`$txFG?e*~4QoI;eM
zf1X+%mET03lG+ctAj5HHE*#`ZyE|@Dhow>1n7IFN98}@-UcOk00w7dI@jRl+`jho!
z<qVEkNMLHn>)JZwJ9J5IsawHD)%)+eBH`IY%w2Z<#IO*<a3&H}{q7E<-x%(y;rCJ;
z!^dn&PDBepHj$Hnk)pW_mQ2}1JL)Kj-=0*`+=W*^BXe0mm8tuJk%Y|`zy33xPf<T%
z&T{^{7>Cemff#;vr=5Ykv{`JEoO$xdM1?#Gzj)^K5zb*I{u~u*9oKFfCeMrA2sQdQ
zPIW<%CSi+8Q%7FTVf4Zw0gHsw@I$s{Le44llDAet)_QoLh_((W6qXEfa--39G!u`P
zSJNTLWDmW$*8}v8eV4Q8*U>f;SF+@wp8GR$(Zx^s64Mx=qU+(a2Qtc$DyV$PF+OGl
zh|%JZZ*pT~KFfzbtzliQ5U<Yzd_zpNN?ggM4Gz9_es#XW>yo-G)t^*hGr-C}NJA$<
zjQAFQhp7Ho42=#3=LgyCsf#ZQ{Tp)kL!F;mw`2}_F<7bJ*Bs>H55s;~-Hy80^k^yI
z31Ef3(CqLjpPT)Vb&=_jD51zdZ28%BtF9~Nz+gh4g6I3meFuv{+y-m;jzEuW3%1Y=
zvyQ6EPXGCB1rS)RZ%;QNAqpnU=MN7M&%T}Cp(ddB;R_(7b1)`Q_Q4#Xr+gK2aMnMx
zf>Zh8Rf7$EN1lMJ2G8`9{!ToBB>G{~k39$C3motRIw5u_II$lLAubFAzuy-^Oc?Or
zzGjBhQJgto;Dn{<=V1cfKh|B=|4vNnD(nB5m(EGfA<lWu@y@@U!&f8D!+FAcLVCh_
zf;~ap;ofnbV^u@nq27I*hxh#K`Oy>R3I6V%=?KFW+7-tY&K1QK!WGXI-WAOiavrk%
zbNk13nD!6ch}_WJaNH2w@W&ssz_UJPeQ^E|4G|3%4Icdg5dsnH?@V(}c>bXpZ65s2
z*SH&Q8F3kU8O{=l6%6#j1;Pc)1>EIB6GRi(+syKT4Fbn6-519X$M?wZ$k)Qp!ne$?
z%$M4a+IPfn#8<*k!Z*S%!WYgDz8kXp{yT~-el@--bUEa#?9DG>zk53RSIFJ2?k9|t
zSMVzx-50puKL2NCzy1dc-)?NeYABd;F!2AY<iECC=;%R^yPe(37%7k74m!H0aKF9$
z-kGn5PIq0);;)AYPsuoc=9(5##3V8pGDH1sNI4zV+SWW%zdICXVP7;Pu}&CWvwM9{
zbVQh8sgFI)X&aJ|nYg+h6MLl{6`RkU9=)REUlaZ@<5zt1{isvG<-@n#V%Dq?*+bo0
zf{S`}^)8NK&}i<6`nM2ue|@UorZ^=X2xrlox<_E`_Hx#Eq$7)*`=<H*pdL2-*4K$l
zk)J;p5+_m9#HWihzS=%tHaQs^81BmBjppAAoADkRZ>mPbJy}uE&;|1%H~6B1N0`B~
zOvrnF3#<es8?F%NFMl67Z&<#Q%3(4ktGFac#>z@8R?|yJhA2CbTu!aqw-lf<9_MhR
zt?1Fx5IH(%=cCDVQDvFDcLY1V3UZu;y$N<MjJR-u)e7I+uy6IREGWCs)D)Q`*y$KP
z*O6eGl5#aRTtPcuHl$R0gy9iDobYnw<1vjiLKFTeBKT9Hf*}}=0gBo#Xs`Z&A$qO0
zFTVkMj<%{|$fs~*gRf00qVUBoA$E^2uI}6`Mok%y1sP)tTa}=Nm{v<q^A*WvN$#Gc
z3Oo8}De||Iuvlq+2gQ`i6nu&w+ZLsWQmICc+KS<R;|mVrpf&Sw)0CAX*J*!du>9{V
zuAH-iHu|QsT&a329T7*3eoulGi)9WvmiXw#3FYM>XfvD!%on~=t}LI3wKJ~c1!=^|
zK39JHd^}aNEMW2__ouZj?=$JX!5xYNsstm{<g8qi8vc&&bW;-7pLl*w(Qe)0idRh?
zT|;${5a(*=)7f#0R;BUfQ(}ijzar{oR23aCKl8P;;#uvEp~~QB_*iMpK9upMnG3<P
z#-!UNH%>v`0eN3V3##Q(4iv)kD=PSo6nc0NI&HF?_LF99h9Z^fw0%}+d;+*qf+tk5
zMO578*m<I5Nu8-+nH9Ouzk6zHi=M3yRzpnwisF%kfsH*1XElpm;&d5vwjBAqm@|ml
z7`m!a7r>_LlI3-tAJE2#;9XDWEIPm&d$B=5;H7`>t@1l25-hv@UaYHASw(a2mz9%g
z+QGbXatX9m@w7p$k%x+@R-**ms%!{p*uvOYTSgmWMq7sH*6~u6BCr6685%L=AF$<*
ztMzD_x-ty~k2&EJn8ZOpI>{o=<Ou-{kDrUUpIv@nH_XHzZ<O2h;*rYxq8rn=7|Y}4
z%hBTCsA(9Zb`*!X<l$OsG?g&3;T7k9vrf2zi@a=LD?OLj`c!!aJxJP5LE0Z22qY&1
zQuKc$c<RP=T8DO+v1tLcuF=i~1WS#c0(9`u^HTl&)#FgOZm^T&**RJR`cYSVkmJ7~
z<Km!9lGq&fG+byIM$ukeWE`!lelE(t@ilAUh-#I`ewK=QbUvJY=%0m&VE;3@iDCAw
zV$BLZ1V)AUbMGIuQpE^vVeCPet^GqHc_SzHX3VA0*rW#qL03WjIZ_eT0#SM)*+4S>
zwzZ4qEwqr+P+LJDxm2W6`bt7(CLWiesPI6&83SGj@cY2$>f<8<rW_rejf`ENN3Kj|
z6-IgCf)~X(R+A;}u&<LF%+iKEqY_f0FpQ_FE<8ffQ+Qg_Q&8~ep6Q%WT-R^kUWZl}
zELxV}@k_xWc=L)N9<A@kC18K!4;)8bDDkN6P}!rL#@aNv*rtM=rHseNMfw_y=g!N_
zIAa)9OP=DnAxG4TkBry3v5w`M#)gvmG3&_CULO6KcyRX5LXs(xfmM>JTPTo-0UVl3
zSo~$YtxROk72|MAt2jCuQ6{<PfRSAbs%T{05i8^63$LKUQ519zmDPvSX>>vVt|jD?
zJ<$N4Rb;($42@ng3v`w3fpfeKb=SR9zMCVA<<YyQw?m7*5w~+R2iAg&aF~okf2G`p
zF>F7tIo8H7b#nwZWPI1ld~|v(L7<{x9GvBpu&e&PStfujnPHjV^M%7?Gfy%qq0%gs
z;SE@#J*tBvL-FMieqPKWB*J4E2qFby^R)vi-@bA?>I`P_aD~^CC9B-X*hU>Ea<Fs_
z<_2We4G-Ko?@Hs&m}wpsxAeCme7@QSggq!2OXE&bug<PGI=g7N4~5rwi3=O`2OCLe
zRE0$<Fty>P?P9XNtcM8j^jU?}wtmi{^eJo2yWvs@<iI-mSu<;Sz~7hgBIo!Zg4C`O
zMSO?D5ib2o$w@E`rJE>)ij}}`M!Yho7k8jH8NpamwLgu^i4`%P{zxhag_yi^l8ITf
zn*c<Qttq4}6i|;4T~nXalLwRtT`$TfV=bz@6e-}T>#sX=l5KBcW1!6#@4$qEsz~jB
zhDA%vZkrB?%%SF{3T$dJjZtboZweVuXx%TSsyPgQDkm~tK}E(#{^RqMcM;E~h&Wc>
z>N-6Cu<1A1qxa*1RYKoVQFHusHg2i2Yh!oqEF0VA%;@Lg1P5!SM99Rez+$p*lbrU+
z7%$1FXxgMH)=61|>f2${QFw0g8SHkOWML;jSfVlh<3L|RSP20_c)tQiuulo!;R=_m
zBs3N!(&wc$r@%Yd60Dz+JzlTRtl+o{;I^lN`5y&Pkf}jjOeAWoxrLwsw}SDh-=>|Q
z_BD<(4in+1qAiKjhsn+*Z&wc$8axA1K2HyD+k0N15jA=@ZxQ1{GTa8^xdN2;Fl%6f
zr4aqlr(RKBuqWU$cAhn!T+^7u`xRCE_>o8tDzMmghI>DCz(B<GX9U?tnM7B%Lk@jm
z`cLtYSA_5y_}?Zt*O*I@9Et~&zZ`YOR(0LDUPvV>E3I)~1@)8wGG&%;R!APRnu#R1
zA4cJH2&Q1_Z_7;Z7Z{w1L3uN7>ms34rn}p`%vadQVksab7tK8}&1|Lrx;)cjE};T&
z69P=_Pt7t$(h-2?CI)vA4BY4jniHN(@B@?6NPzZRVV5;uK&CQJN^#W>T^UK94?5o?
z9b!yv;w6H5n16MHMWLrG7&Vz~6-yItdcn~l$L+!oc_mB&N4a6Tzbvt%h)nP2{#qB|
z*q)<=z^)>+9WyL&FUO}Y@&l^zu$GBzhR<ONR#`elSl0N(b63}PIvnuWv-DC&;VE9|
z8{yHZ4NA;j#5uJa;?ZGkuozwHc@sn!GZT%_8e_{y2109n!MzsE;-xa8mW|b$E&*R;
z{fr}nK2sqFLn(3$8f`(1ktmKSn|xXzX8atnTO4(j@oitZmlc7iR?+LG;8-YLYakrI
z?Kt)`laHYkjZ{ALq1cDMkX^5xLbei(eZr(Z?b+FoISV;mFUo3O)bq7)IbWo-GVo=3
zy>Z}$E;qp%F2xo)9$7?GoDhf?edSTrF@eTb=SM574gW|tI~Ib;bS8x@iM*UJw;MB;
zr9kJ7sQbtHK<=0VKfvRqLViBQ$QbSfTpvRe+B%^l1-3Nmez_gCj5K;}pBekqB)_|0
z{-2=)#jt%`zL{lWu+eUr5_XC83lkm;p%s2RaB7-mSKH?X8Bfxt?OB_jO>2!guHtc&
z5aBu5dw9zE4NiSZ2Jncl_hlscYn&cFXPH|P%fjaQ$MG$yT9*AqS*tB)3j!;=1f6WS
zLQw1MlNR5GPgCg1Ve;49j?VMXylf)4;v7SqpybP9^27|P{K&{1;9UhLHqabhAu|L0
zrTKq^sC?*i&6LBZ84TEQt;R)6+Ulvh_#%+0x*7#;qa6$_*ZWw*?M~pp@9?PuY<zIS
zW9*O!71!c2$prFA2n=J_9It+6eAgCLNybmiQGT5EUT$3QCMM@Zr~705VUQcPh}M3~
zl(-6qmYB^q?)gcJLZXK7x*$}SiGfkcoLD%@v4!4nYQwEiu*7TAZQ%j_WpwsDhuyBk
zff*a|{8SJOfO&RuV2-H%WFGzdqw849)V&r(*nzJB=XwePI{+f;jg%o;vuVFRwhK&`
z!<Fy(k@K7L3HC;ad5Z((n-r{$N?K?SzJ2Rg8K2vPNwwPKRp6`d7^B|`z)bU4hn<Ij
zlLwaIJe5Qs7{wJTUaq*5i~s2D*^k1@19x&_fm%K6aY<A|b-6xHtxrdF79mtd5ax^Y
zT*-W{Z7v9I8i&2y5-6nMs~Obt7%+3tLRN9LU^<+(x?TZ2#IXL`wVbkFb!*fMT6<_O
zBj^oOO~?p55k?!4xN;tdOTaRudCuA3^JC<iqU5qW|La0Z3eb&442sM%5zY8>&?0Xt
zEGgwjvq#-D$#Pddq+i4Cjb(m#xMXdhitEDu%c1<+ao7y|yuKqZ-$gb<9@Dlnw9%~L
zH-xQM@)~Uz<w#RfUf#N<<7gAN2NGhFFRJ0fbScYYsS-@ltwuaqAR^0UY@M#?1s2L<
zPE=>SPi+W6S|Pm%ASykmkr*#*nFBB!nJ#(@w~;RpHi-fk%U?9Le}1ulkX2>*o#9A6
zQs;pb7s{J1!kY8p(a;P5qf<YoJ&h+7HN50x-lzB$mCfb!kW}*KX3TL>wTSZc0FkP`
zJLAPPfDp5%3+ulwKLTMw?qQlsT3w%dw-}WSK>d{L;78;DKNd1jVqM;GDH53MFrsV}
zS(1o+Bgx7<Ov@6bcmtisXQNv}2XyC;Av2%J%v=qni<Rq`+mSHy!G{XiHU1v}RzRu0
zz~v0d98qi}dArYM_uF`)*n=ZK=28$%YCKm5>!XSR-$Ubf@$Nv(b)Cf{3$y-V`-Q`-
zktHdlh*28-Ncr{0tD}ND;kme$eB58{;tjITu1A&qw1jnFkE<C&++wlmu&d7&{n?~G
zzXh<{bl7bw?0#ciT?Sy!C>D4?8)ifSMre}^Y$9U*g+s<VOPq3njscFT7y-=hLpj|D
zX_$H54vM}<2~!P9wEQ9thy5~u`blSFtb(7^ev{p8YH`OS5qt6KV3(I52u=<tO2Eq1
zxQBf4fKS3(ea)E$1xKn-4!9gaE7xQ5S~=dAi4(78KianJ;oggXD=)|=5@Dk=8JPJ=
z)7H(S>6PDJNj#16W+W_;t0J(im(EgW=n!(LaqJ6PhHL|jY(PyLBo#JDDr|}dV`JVB
z#OkpFD7*IS;QMvX`*p$O*9DVb2j71JrE5mah2)WCI09>z9+{h5jF#8%5sOQeKbB!S
zqAq26WNva%QOQwri;7%~I@9~$D~CVx%e%XK55IEwzEk%unTlWexm~+Hw<#H0|JfUM
zKe{nNJp6@=M>ef}{M|1<^4@nhjePxY-@5*XcduA|&x!3fJbU-R>id46W?IO1KabYB
z7fWJaQWbQR(WlDjQ)Tq!&FIUU(WlA)iJX!T0Q3QXK2b2?{XVD|_~4>{OsWEz$1nn#
z9zS6p6e^^(MzPAAgMqE53TSgXY(H60cbKoPBl9ISRgrd)&*%62*IOPm$RQW_xoS6V
zuO8TOU4L?_ZS82ymp;E@`_d@+;Fia(Z!gxB7a*bx>&$J~yLRO@P3D>NiJq-0Q@ZGn
zBc{Z$HtcClVH-o%1k5!7b4>tQ5<r#&kR^fUn>S)XZ@u?`m-J?I2s1i_8J#T|oh=z1
z!VKKMYYiDqwLk>ta23@8lraHiPQ3t7WoLO)R?}I8)+E}=347%Y1+-tDGMQRb4w+OA
ziKpBz0B%qcp>@FGOl5|z7e;7&9<k7@jRIr4;-*8L4G(WE5$x`Nzi*kG?5tjX{j!9O
zD}HA_*KTkIBqo$w-|nv&dHnBRe)K#L?yp}MJbY+ZZTsS|MUD`!UjKu;R}A0#)YUgU
za}Q$Q4|VoYJYrun){Xs8McFUbNi7_LrUg)LQ5n?&sJ8&jEeNmUNvK&Ra}r>SMv{)P
zq|;Q=X)5U$OK@X`w@yR}?Xg{XJfC-VAa+fK2Az6vQS;!lWuPl+PyqDNx;*SURX{t2
zV9#R(eOGXP<+@WTq{PWO@_ih2IQ^tvhjPje2i_Em$6}>Q0ngZ?es{>mQ+w>SovYh!
zEU`D~#N~!Aci)XG;*mugvcaa>gzY9XSDfiy<;pca@XhY6ivlRTART5vj=iC2Z7wqN
z>oTiRrbv^fg(Eu`cWqzUYBQ(WS2PrVAN7$R>)+vInPPvaZ54_$J(tdsTM^Hf;|Wcl
zbX__#X%X@ME*;J;9p)}Q%5>?lc1;sC`BWw^+wlHO9_iI+CYljE3he8FAny@HctE>&
zz;vFchz5xC6CPFWK0D#kpKaRnF$*L%Lfr{Gj<ullGM4A1U<=-o=LNi9f@}7SFlv!n
zBu6`>;awg&IqX0yK=-i7TxTVyW291};#m<~%xtD()!vwOy)AWcC3QhU325wiK|N{`
z4tu<y9+!p#mmM<NJEb3b)-_XeWOY+nX3sC3G33_8d%iN-wR3HolSh)7GdHf<-Mesf
zaWpfu<NB+I8rya}usXGNpj~Dtf@FA>Pj`>DHm_=OXNIr2{+i)N{Msu&y*1+qhLx&-
z!)Il~iHN^tRb$JFwuZ*e)w@>?-ab-maRp>vQe>-FHh3dGU;U!0<`wOk#*X3LpwKPI
z%l`_kv#_Snk1Kho4@iLfB%~o9+U0{>lP*0w1?!BlLczqRd-V)Tquy5GeJ&-Q1dNX|
zKC4<K@s<2|X0}8!n?sgdk}6eyrB;9rm*hAa=@laKkXj#7D<c=aSZ4WEoaB{dt-pZg
z`2>pZdy(2sVN;sV-du|Z!FvS3n*@QDLC~H-U?hA4KwhfMtr3echYp29hr*#l;n1OQ
z=ukMGB1Fg}Ap?iYg!2Y;2xDwW9P-R^QcbvZ|D8%zq?uE&A(RwnNtUaO`m+k&Ha~Bp
z_AWUvee<>7+uyC#jbyH7_~zw(HxH&%)Iun2d*vhFKd`8C@3B2(q=eMPzplUQirSiW
zcdjL!mHBiSdEl!NVo~fa4Y4RV-$WF5!*k4yC!Bc9gx9$68U=Sv>&`(PfNNGtufQO0
zg_m54ONmtlh7{VW<=571PO{?K@`2f7qoerf=xAy*<vCv7Oi{N3N2&^P3RGlsbA=4g
zI2;U19H-2#xX%$%B!MN1S8%vB5%z|x1`59s$9Iq%a;1T&iRApy8^KXF#&gtBwR^&u
zj2E7va_~BIPhjpHD9?En&AlD_l&Y~~?Kld|=kkle(NrNqb1+Dx@hVY$r3w!#Fi3`R
zB?yDs2E4W&uZ`lh5xixndMHxQla)mmq>OXO+UOrNmGmD^-ZFpNl8m06KO`h%X*3^+
zxtP!gDbbts2U1=$ReYOxk2JfJ!BCCYLKdH3a48lHL}ix1BRFm&4Yn%3H)J!Ac#^<<
zBqK+B{)mXvF|!03Su&IV^J2O*roQcT18`>k!bz%?w?M*g;V=A{YBQoSZFV~mhV{s^
zysK8fR%rZ5rtxGQ9#im`6OTLa1coPvBD~}qk}A^qhI(KC`iC<4%C{>s`EvgZ$II=r
z3Mk6+$H_mKXlpVYjM{ms_-gTGTChj`p_qj>;aiH|6<87Z%b3H+;11kI8|APs5SJ*S
z_`Obt+d`8ZZy?B-8I&K8w8iZphKZcRW1&bE`5`a<2hPN*e3^L;7~@yfvJI=ocK_>j
z9RWEDr&{}aHZMRiuxiM|Sce#Wjo_8>>3I3Q^1`U7Xw1TZ)P%FKxw%CyuaM<hl5gjV
zpW$gsJmjx(@brW$<0hO9u1S)Y!|rHOq<Q@B#j<n2UnYJ7wx(E<v3Spdo7%FwTkww<
z%`8~if#%(YVdP;HKayBZ%@M*93Y!z2K_QN!sMbEop#R|X!yb5Vs({|4<7$l6S|%CI
z{g-PL;PYGX3h(c*s}c!EBl56Xv7p>R(r7giYi5ob&A>^sk$BM)pp24v=1Jlf$+}GT
zSh--N%H(hb?BwH|<gr3(7zoBim)mc<xG{`0rig6z2P%d<Ttc(jl;VsFG1D}G=MBzS
z5WUXFjMGFLN{C}szUufnsC<rFucoioE2mJ{#$9RU)M+FFtXa4CvNnK>SVVgW@pFaQ
zee`N6RIumJI38l>wt*?N4NU%qCB;}MRAuAHwZ;4pWt5{{U&Kss_zp@?;(k{|vGN@G
zQR2J!_I3xXNJcQ6{gXieN9MJY&+%rK#7P<{ivvX?d{6yX(8E`$pxz1Irdll4c!D4?
z9t#kT3260B6CG&2ygUB8h6c9kHF2!*9d>(VNA}cdG&n7u&S=*!G{k?WwqL7WD~Mxk
z<2wbk^@nP_l9z3~l3(>UE?Kj+tN7n-(WnhiY}!9kBS)Jfsex?xFZS9c?cbWpb|vg>
zo|fV6r(apn-RQ#`n?{yo!lExkel6q+cW>>AcemD>x$4F1@JA!92}ki6Pi=d#FSV#n
zDSpk7>V)-r-KDq4gH%1X0J|1YII3XrX`(Z46dV`QzMPNng{N^V5}MnHbHRrC2BM*6
z8eedP-2tW6(X;9UN()XwL-m-?aiQRo)E$fkX<GwvuF$~3_D2h7hk3o!IUR`)>ZOtg
zId{|Y(U!u|+n4qnm?)&z_O`hV6l-MpSZ*}G^v1!O^vIs&9cw!hCWfQQ&-p^`kXP>c
z<WKLs;}@Uq6}=&MBxH3<Tp;Ri+5Yh8RS%Cf`Xhcu@<MI}EVzhR06o-B?Ftu}$U>Wx
zu;mQ~<-B>!bDrK_Do$t@st9J~e8D_Md(Ic=?Q@F}k;`{F$&1TB^^<!qsAiNt^`nE`
z-%G6dc;SKjx7~F`4H3BK7k71O7F%-Ynf*ieY;V2zX2bYr!8UMyW^{fv*t$}u6P=jN
z5R`*5W^n%<dY0!*WASs$EHCl&3tFdAWu+W*|Gl6#C(jj3V+>k_Oa&?bg`T9DVtHof
zb(jNTWqB4kLY^&d#<#OPTw#I6kKo@x%AD#(XtUaUSkYs(x-4Ar7p&-(C6~w+zs`y-
zb!L~|Bi=$Yi(sqNnb8u=%<AQN59amI=OxKWT?mdjub$gzEKSQI(dP?jn;><epl&s%
z1j78I{-T3;%VH_+#dk3ROhRCa_j59cLK}z7bKYVhe;W-JCppn2Tixi~S998AIr3*A
zUkJ{<aOq9*O)7)sv0bVr^7}0ce9r-vuuKyR^Tq{{cU(03sW-xno~_$#XgwUM-=SLw
zY@@9h<RPKym*-uPcM9qbt+2;rp><n5>~pkGzoTR;P=+7W>Wfqc2+78<nkXtQE%Hs8
zHBgp@{_FZjKDDK(W$Pyg>$b%IT(Tj)$q^K#(5lrV$=iQ=&+?V`|Ma%SH>_!~8OeKO
zkI4C|eC^jfbj4K<Z(rcB<9=j5Fe&Q`6t~)Ztko^^{rCL%*4zK>{+0GXKo01(MM+8w
z>7DheZ6gAF8H6*+!&i=B&g$_fI0(c0LWo*a&1e>$s2&%hnjd+8*!WjEY~-&vJF;%j
z#uoi*9XbRZjF93A+Bp1otSzVt0cRPF9~WCoWAd+Mo^Qp!P#Wtq#QV?;?O0UTIA~@@
zaa^4XvMo$N{p|yrWPPP`F~Aw1b19zz`8P%zG4MAFB=kue=#LRG>`CO77$PRAe}UlA
zTlkmI=O?hH+0XZxBjXDAW_pL#3DM3YG7fDo<bmlOr6$NfX?lIhy>L^HyFTedCxfzW
z1IyVwQMW(gG$Od5-^1Z`BiFB}VR<tzh)#>cFR_BfBt_fu#IMUIukqksbe0RTjoMj8
zh|QC=wT^|2PZJ#|&*ljm=D>`^*1QRGB*w$M<Q<pFe9&s_;@g?iX^67wLaE&7eH|^3
z!T+eE1;PnO!S-HGj<~#0r-?4^e;*@uG8RWraff9C$?%5aH}E|S$B+t(d<6*&SZU@j
z-1`hwT!8-!y-LEX3~!eB;*CWEXEqsiA5Q!lp`es(CBrIUP2*^Zn~zZ2OI<6lm1&%U
zSC1B`?XwLl<}&>%;@6_37_dcW&l@uRB~j#|$X}FB>*5`(<k9Rvk0W2Z5W7b0zSr1m
z<A@TM@`kV}ZLF;gHyPnK2@5Y6t99_CFE-}8TGS0u?sjCX*$%h}2CYv?t@`CH^EWSb
zkmmP~N=eE;=pQ-k^f)UAovxsjC5m@bk%ZlAHIT(e2-X^OxdK);rW67-A;o|vDLf;%
zLP_s7S9EsO?74VI5D-}za^J;ImS2579E8TvOcU`Ff3=$rhD-kGEo6~4tY7s{AuD`o
ziI=LM#($2e=xrY7tDO*4$nBL>)IC$4uY7+F3mFgqT5rduU3D>UwrVO;N6s3Pd@Jm}
zF%T1rXA&z>5=Y>y<aH=MnC(8vW0SaIY7I(5(LcuObt*oISriTiLImIUXn(l3uQxpN
zbmd$*iy{`IgI^g+tXVUXz~AAt4m1Z^XWOMWsctHx_H~xQyr02r1WH;kKYE02jOD0h
zTVxuy=>DTDc+?h*WwKz|1}zv%*^zvx7EE{7?LWBn*5kLeFFNppTW_A)mp>Zny=C3H
zy?v2jA9}vEKScQN{2vdj=>GW6?%Myt{VTff`tg119xSxycRo0H<-^ytE!y=E=rm-p
zYY>BdNUg8Xv^sMFc@GJld^<9k6n}@Ng{pV$W5U&y?URyPpyMdOqMWzt-GaKwKWmsk
zF`BKcK$F)rZM|>&aLHYu)ZG;64z^yI4^J%Ww5J`P`C{Ah1{d+i;XAKP7ayoJ3BwAF
zE5>`5T_w?U@wz}upJs~<)HBEyRah3=tZE2DP>R8KNMW9O_})_~Xb@5Wwqx4@c%lSk
zlapsl-43K3^cDx&&XH2h<Jcy^rV|C&R>_@A&Gt6*^>>-x2I3>s+UFVV8OF>@d$+C(
zCl3tVdVFu$cGjxq@Pb>q%;w_1m#w%QJ>S+J-eC9J>pF4~XSDkhKfi1L&ygiR{`{fE
zw_UqFTGwS~s))XIhp$6c{miNjpDna6+V!Ar)yI%k8<CP4(|n_muunFKDX9s*Rx8$~
zib9JwCB4?x=FGkeYfke@r3~zJ26C|Mf2iTXnrf3?E1)fd*>?;2wwG@}#4po;C}(3%
z1W83kMn1;btGu3&-AImDqV-)(+e<7!a?!o{V^`Mu7W6lGYO6xx6-M^Y_WHj3L!a(k
zk#Wf^az>=V%>T8zJMAv6EVJV0Azy6i_AbcPL_SoXPy8RZi+Cl{o^lnRbfw|1AS}Q1
zCUFt*qYpcz;j)OZPQ{vHO=cf_ix_4`uF8}*WINCM7SpM1$bC!4f^xk~$jGmo)CH_2
zX9ybgs#g^xO%EK&s{5J>*;MEGg1Wm5`|Fp-m`cn0q*l^Dnff5T@DHl_#KpF4pB`@9
z)W1MvX@Wr7nXg^CrM<SlC6HRWesq0Lb<>7@%c_SKH<;D;4Xh#AG1M5(*C;hT>o>0N
zslnsDH?6F(db}bp+C`hsX7ELPj$~Ub*^#cQZd|gZE5D;RDLPyhUQ$FE<#%qM+g{b^
zOLf-86PfOf;OD)FU!90wL9A8v85o7=G~uvNB8ssSo-yOqdQtx5+s{E+hVsB0lLhsi
z*;+jF!KL_4i@A8(U=6w40UK95T}p+BGhl1-w^gBwcb2WbA4)G)kHoUtRheH>vk3UB
zR(UP+3=%T(#ty<ZWsHrB<DOYpoGZEFDR=`);<H}(!<NL!H#@HX;#Hd-+u4fftGGil
z7g@3?o88zQ;^d&>3&<?~=uMy9v9NLcq1%aFB?&R}*p~6`aJYNxI$~#qvI`+(Uqa^|
z#`@Hn0p>*1`O8$;88kZWC>6>Zd8cpOLF<YbDtBsaNGlAfRiWeM_ve+hFH_7_i+0yj
zMrSM#u2ux9_<4r1M1z5djV196ffRwk7WVl<CW`fI7yO$A@;Qgcq}~v4@hjv8qe(Am
z<5<h3_ZSwPdpovQt;QPCMgeQDuNN}Y_*;2nyWmtzRgs7go+cc5NfBDctH<jjP>7yQ
zR-g`Dnvp9FbuLBJ#@4J=7f18=yIcXAyi5UGZj|)`wmyQ{Q?F4bcfub|DLnZqd5RL0
zL?D=QBPjkii(6wse@JG@|0MoQa@LT~8@96KIsEq|Cj%;Gg3(bC1>(IKTCmJR$awJy
za+o*4t0u$6Z);=9?19>KGqUu92(3o!W{ss$Vj<?n5(JhvW?YRKH~PWM@b!L*pcV)v
zObEteLhX1=kOSj#rJQ%A8`EwD5kTcYHm#{iQIqzSJ6yKJO~zUBGDU9LIa}Dp$vZ5h
zH5mxR97g(&JpV_Ew?*86gq1YoHO1cxv^5d&h3!WA*B0RvWt5Rxj#(JK`1?+`VxmbT
zl<<!_oyCJ3)D2CFg1?OaT&*S|ab5hf+l_C8iXvln+lpC)4OC5URI8>vnwNGG@==rE
zhHo8=Dj38rgAf>380$DwS_bL2v%iG-!wM+B^-t>8vos)F2083>p~YLA6j)0v?60yL
zsEfpZq6HA~hO5jpk3Uo_`y6~fu~MssqEx0Hf05%Ein6$16?9`5S%rLKQp?f5kBP*V
zV?i7G!D8^mpT?l-Bwb_1nCgeN>*Z_YiS+Ukc+8*+wwfxS&FGlsmA3z*LUzR^$+Ly*
zDmc}d8<haXi6;Da#gHh1W+e)OEHETz5sD!KGh3EeJt7zIhb#`KM<!kf!BxjBYq6P<
z7Q5Xg&oqQVS#7v<mdueqQ#HlA>iP~^76lfi7m>Wd*(3<~KofL0o1nSbBtloNX&V1~
z-i*cL77Q0K=z(IbdLO@4zj~}yZ&9?CI(e<r1edo-&gZZuv59DVwh70Y@TR7^uIgzV
zE&Uh6csNY?-l*&Ccu5$buypB80`>Cm(cK$IOP4yGOl=&^>UR}nkl)xi>dBjUC*I_I
zt^mgis|R!xurThR&@t<LZxrf!g^rgBa9kx_aesk&HTbBOhcK{A7A&X`e2oiqk*B{x
zsX>9&BDMp{NMug*dfWkX+XI6=HxAZz-t^5K`y34`vK?ENHwc_ypjgkMk!?*|KCwFX
zwR^kA76q<Y)wQ!j5d?-2g!Q?lRZF*Z_3!GfTH3T~fd@rvPIOsZK6k_?*R0vU`lPcq
zms~o$s2kbn5oDuZ(z~&0tOGlyb{mj4HHMn?hETKKAZpf8hu>Ayo2T(}d5=8>R}`g!
za32s@F$KNrl&IbwL>Ti1%x-L65Ta-#bLeBSUe8joKZ}M(=m9m9B11T{<*WB*kstLO
z*Y=CSj(I~t+m(iW5v>QbV2jXpW-B6Y-2VR1t9kEICd5h(hbkj~*|_!o(bV##OXHl?
zW4C#&49a&=@^0l4ean_5uDW||;z@hcNIuw^UlQ-$x43g%iwl4K<`ajOO0m}D^_*6%
z<miQ^q;BSq$%PSd#li30yyVWY4r}$IO!1N7we4GP19h<;VH_lXiY>r?qG}(ndL4<@
zhI>_Sznz(cw%cWHo_TZbO*5C?&~Bz7_`E4?#?7wR19_uqSs*%%6O(c;`KJcBM#5lP
z2CV_+h+zQKXX>o_P`=gSq<#roUI@5eFK7pl;RweIa&H6qrve;g3Jzj`qZ}<51~eI}
zb__0m`xT>!PG(NSAV|=xtG#bsddtJ(3%Yhcaz$#edx2tL2&>5wZ(q~8=k`#3v^_hL
zO9^nT>3@-2lF3!&v*vG`xcOtx+}b9(!-`o}tnol75jy_l+Joy-(Nu(!eHyCFZ|PgG
zo3T@B*0z1q;5G1<1L|7_G4C{fej*;<WIKVM$2g?e`Mi5m>g>**T<gkKqP{=hPqg;8
z_V?t@WX6{Dpeg2!>jy9|8SXdty8t(`S0yL}zO%VT?K+*&Q9Tcb5?JPyQ>RW#T2C#w
zGj+DGv&YgJXeF?Iv7Zn~_2^@{GX-?~_38%*h4LqmE)`Vt87hzALsGd$?TQ`bJw~-`
zUW+)Dg$os5cJ_r>Oc(jo<>9x_F_Oa>i|OVf?bIzj_w}v6tuJh_qWmdfW1aOq4V||w
z;ncE^%<&OR$J&LSXsv21Q&n~_tJ`W#u3EJfShlTit!mkP;nOSZHL}yzu<g+u$tBHU
z6WQFiykpxZx6Hf*S2Vz_c7$bMV|R4jnwh&xuTcMsAOg+HlDUC;v*ecI0e>{0**K!w
z*e<%Pf~(4_vf<DVZ^^Q(cX7?48&)^aEN?dHD~p*z9N2^XM&-cBiu@J8fj}(pxanyk
zj*VjiVt@nNMih?ia-g3T#uLOKlJ*UV5`h)tJbmqQ_t}j-x#Y?uQQwwtBa&^&w&uDs
zq2Xo7#W7RM2c&+wUrlo>d63g{|I_-NXyV(MSH%iSRH;Ya=ssK6*kefsk_6T!wjo}q
zM<1>`Q$WXG4j*u=pnrmz9M5GzPOBMQuA=(?Vfy*E6);n*E#&b;6f;viG|&Fw^sN1F
zzT;o8KfZ>wy26SJ2|Tl<_!PcVFshgSk*vvp|FvkE&w+(&(*G|UxcD;u5u?dKk}Pi!
z6tVbJu}ZRQyr7?<cVhdsd$uRBJv&yCK#XNAE8z~w^Lf6pqj4qr*<*{X2WRTolN(w&
zMAVPv$B3b^p|MSCU+>+wY!j?p!wmzC%2{*AGUQdLsoH_XXSt<nQ4SFzQ%MW87^K}?
z-6)>Uh(A7cT0AMKd~jQa0z(8gCXOKzsK?*8_Voh#gd5b4Fcr{ebSP&F=u>LpV^GYi
z9pDz9EufE5>wAb9nYsJ`A5k_d(r~&>p_byPpaG>9es#T9)*c_4J4B1aR(Iu{!^0mP
zO1%c!LlR$WS?Y{>?HtW9By0A@GoGHUdH)`Zl`@#vJ+9hC$;6^Mm%rXX6IQ`gwXp0w
zN{+rVEFki%w5P~PPj_n3&Y`-xkvrCGWF@y84Ho^oHyMlu+N@apVUvkxtNL!d3V$yc
zmE98C+rGBN<IOCsUO1RBTV0jZ(L#i+GMFIhEM!2FZbq^AG5R_zhGnrIsG2m8Yr}a@
z7L;ffuC>d;b)Z?$Fj<f^SqLE*mewM5S`W}^JwT^*b(+=#bQ)w2N@kYw*|>)?SA$?t
zdXcQ9Cd>n>A33Xvp4_~9cQw_MH<or(V9&{d(rbo&CkyJ%PzF&&&zzcmrLsgTeYVI@
z_7SROTgb;)$!mk}IOuug%B}aTO=PZmVAINjdDa#H<zsk!@khIJNarBk(-rE-FO9oO
zGH1`g$iTrPSKV~tP|uRZ1Yf#$VP*+ZI9Kh<ci%aV6wl%YgzhLp_YtJ{Q&<!BhKg==
zx;fXpvze4ZBg#Rz!Bq~`z*V+2fUb7qzN-C^(l|fWo%&jefLqL`KtncBx<I0I9i;xw
ztIwMFrvUFzsOI?t)cq9kEQP;F;S}XfzZC0L-q>v3WhTsqH@pLS32ycdVohqkoYDl5
zdiTC+fG}0_eBmSNF=FYLknS`qZxk@IXeKPA*=u;C;MJ6ndT$}@H(Ks;f8Yv2zsH+Z
zTd?FKao5aI|I%H9`LX3`f#n&JK)$PaWOsh&H*RQc-~HvS*F3bj_HlCWo{kNjVS*sy
zp}t#2>g;YiYj#;pvPIxsirjhY^sP62|BfZyH-3JdeCOf1{_z%whE<o|Bkn@cupRq^
zS_yK9ATU*7>Ctt(r=;IKy1@UxtbGY|9Oad6ExqsizVEG8FY4BAS>3Ya?rNzeS(1%q
zuw)zC;Mip>VH*hc3t?X-2_e`JCS-=3lb6gpFEe1r*ang}dFMF1Fd1{m3?U)gz?pdo
z38zlNoA(Bifc*aZS5<dQYI%XNEVa5-^;gy1{(Jv>|L?j5!F2=7ey%Ng{?cnD6YSZH
zs<`foE5_xRK+VA52`~@-PwGP9J>G{bK$%I&*sbDNbYw2ZvBI%<D$5sF<;a^&R6QZp
zuuFV~oO(cl%!=IVOS+?-0o^MKwNh%*zXA(m4m2^{#RsH!g_(n+;SCX39MGHXI;m2v
zbQGrgZ{#h<hwq9L3~lAj#oYXZ*Cn-jjoA%WAd38kenhFg#2tL)?U}YVYa|O^W1njK
z0`#VuvReCYf|)^0j12av78kZlqz51xvFsYXuI%GRE17<7gz2nB7(?wyb5Mf`CB`-v
z3fNyPyq)Khbx>q*jvs9o9?r$Wc%wd!MI(;%bF4U~^vLpP2b1)2L61y!ZIrePe!v<*
zlB^#Y2ndokCKM(x97efBDN`159rnRZ8RHB5RPe$|#<XpHV9wQBNZNHYDK`dO@VDeB
zQ;pyF$kxQSY!FnfAKDlnK0Y!y+uJIrl6;@05%Zj#(>-f)bLZRxTapsFT&_~6G^#5_
zV3^;EqtZ_kCgK_5518L4P8@m$`276w9Xm$1?S|hDnGY3HYH$veqk+*w=<7Ifp7NCZ
zT@QTr_%qDY+~>**yN`1ZFt^n{RoljFtQFO&lq9DEHuaB7(aX6U3b|)EX9Wv_VCi{@
z$n%-yg5WV?2cZxD<O^wp@{_<b%;%owSh&&y$2oT8wfc2<TIe6o!R1P77B1+V;aGG@
zEG5GHz>7;>s4!T;Sh6kvE5c;!HOo|RP4VKlkks7^tNaHd>tn+>o_77Y8$`v8M8&3)
z;KVYLlmwO(6n+=5>}{;X<z@)bvFxdk?Aeg)nO;OjL1NUuD9YXvyHW}x%z;Y#2CE9$
z2bES~4J2Hn1LW%~B!dd=n!EoxUXGNj<mkq_WGeY3Jf-AiUNXC;dUmgt%+*r51xD8^
zCCKQQ172jIZd%wX*lEf4kTmY%YuL|JDxsMO*x!uC2IA-695RJWL|-AJ;I6OCFq2%d
z9JXb-J|<c7)HK)_3nB#;`9k3Wh*SY5#RWO?T(96*IJY>-v2b=@mSgMZI~wv)6z4CI
zQJ;v*!N$ju?*ZZci16!Q;Z4OW*T}9DQS@nQ*s6q*W<$WE00Mq&!tZK)Ch$NeLo>iZ
z;%Ur-LZJtWK>m2<dY^9?jKJxG=^pfQcDypY*9=RmvXXV*=#Fxno2m2+bK}hVTAFbR
zv0=mJLs)pRz^6iiB|MhI88pN`Jcf&fL1y9{i-tj=1lu%_qu6Zbm&JZ9qW_O=?uCT~
znT+RxMQ*Fd{+KBr*UDEO9ou%S7Ia=F;{Uj&onK54_@*c!-8spx`kZ;_q1`9;fc0LO
znHe143N!fble;^y6(7_L?nYk=DOjuY`tLllaDw?F_u2BEtqa_p%>LS3ZJe>Y`fAZy
z4zcE(Yt&e-a8l8DLmFT$)4keo`%W;Q{UXQ0;CC)??DFAVFg~)@a0O|FW2JR#EnK9@
zR<AV8S6&ACPqWcMYN>@ut~@%r?f6(wVd57^9hquw@Yo0v2-seZU4nGaCo;<?B#u^Q
z_$n5VkUdr@KdC(i@8D1LStL_tVhdkIdTJx_5_JoqBK*h>Y?%sxG+DcI?NiJ+H&6+*
zbKQDrHxsKlvGTuu(ZGo^@^=20@4f!^s~{1!DP~}tW6|;5?HsEwiD!V8zwWx2$}g+`
ztH%oTRWNSZdaD&GP3f~rTioZ3+f^!i-0O?ml%~sYq4KE_TYJQ<l1V7U3ZpCP+1O9X
zT~5hAdSWm_%;SkVl}cyy&mEVeCqH{Clq$8sVGMZW3OTaRZU;|M>3f)>$BENePd9B!
z-vM+y(>~YEBDd<$Syemw>hpuCJ-$7S=e^<eeRnW=sdV@Vx4W{PndPeGbfAwLW(qZt
z*!6i28P<y;$;DN;SFv95CbtwuLzU22yN_@zj8>iHSQu}(k7Mg2E}IF_iLQ%R&6CTp
zN77<WT+K7-drEsV&+M3ISgV!}TuF!gq6#IQc&aQTmZrmqrBX_zm7AO~_r`UIrLL=H
z>00WdT{Vfe=J?X%f)3qGJb`s+tDr+2$T;5|3f;Ur4?K1-8wPWhPwfUaGdsA6N`8=I
znBE$)(UMcnN#6G61@;;X1)jqfk*P&`^)m3)&7Y1~%S`OxSTq7N$gwbn69zfWqEUG3
znipA$##x)ILgfta8-HT0a}MsCv?L=QwUnkLGL=l}O!~cPul|#0;h#R-eq<(tPEx83
z27}3MkSkT@bhSzkT$4^NJuc|vqr~^IPTq6R{1<kB{v8M*UL8WbnnG{#nQ35D;L-V^
z`Jw#LLkBh$9{U3G2zRW!WBLGhR4+Zs?5)k##t^N~^-gA(wnn@o*g{ZHfpr%}&lI@V
z<euU&k3GV%FzV3**go>(_QJquu7shTZOxI5U^YQlTQgL;2Ahm6ORPVRDz8@AkF=nA
zj`oNX^HD1|IuReS>VYWO61*tTawH0Rd(h=g`}EhK-NFR9QX*b!&E*ekj3_92lO6;`
zCYK>e>7qAXv#RsHmh^4pBOl^1UCxY*WCxl5LH?20OjxNHAtNHl+sYou%Fk2mSz{J`
zZ4RHOrb`~@{OsmlZcl~T%*`_swLzw>CW~l%HBFT$ixnvK1*N)Uh25(6@^3eZ$(~-0
zMZ?T*=GfH(IT|C0t4*z7lj>0|`H6gIdJ5PCc@0O%=?K{%ukix8piwEzID4X(E!{6N
zlTyglxvre;${uuAT=1Z!i}2}(|I{L%p=_Brxpr4t@SZ)$20TH$$yb`(PqEKGx?{(>
z0|VegGpUp<idVtbvFjdx3Gw(oLJgj@?bEh(=!;PSd!xj3jk!-PeWd!CvY)%Pa)7y+
zn=KDy8E%@{Q0uBi8Dl*xs!!L&q7WK2ylBMg<$g53u^=uCeXE~iVer|TITnVWW;k})
z1^95OK6@80lP>$%E^_OsyvaRZA#4hd!W?on!~xIdNE|d-UL3C4M_yq8c)z?WZqw7E
zUrug@6dMvnt4gOsqIgK7Zk=NLSgRJxYylFamHv54N#!Ms{yMT5n}~hbX88T#vI^#y
zP0lb(E0(@OcC2jXij^?Gpy6bsqGMP0p<l0C0P9$}Xy#aSw77tQk9X7q<z+GQ#|??;
zuYUr~#j&sR6X+%06u?{Ce?hu=JCAErQqIievVOlB)9v}4+3dhUye@J3jvNruTP_XU
ziU@gAWe0NuS1aej16-Nut~F7#p?r0+@{1CPxJJQC4%}M42@x1ZsolV_Fiv@ZW1B{D
zEZ4GYA^6AFE9t+8%0u(YWBr86gBX@*3TmDIiQ3U(5s_c1_`T#?ILGif_J>QOuneKu
z8x9kld-rO}vjqYyt<9jB0FTGIW4y!^nErlSn)6gf2@PjsWH@1%=iT9Ak)JIQA1?qK
zP2vX3Q#<egF19{`C(W@ihE2n<coc`gKz^9i^6JJGtZ7c#h|IZSikaNMDoIm0I2tYc
zG;*4jDWnPu<a7!FJ^6$Js!jqX#jgP_#iajDH)D%>ta5aaL}~CPv$o2fl9$e`k;dW4
z-<<V%L&QvbL&zMf=ETggH)PN$Wzn(26O@kUitIN?%f3kbBeqY2gRTk4eLWxFzFo`e
zAVPIbx;}j`s92l!pw@-H;&%}psraWEmN|U5<0fuPWrAV2p7OnJU7YJ+f;CI+L5N=D
zVo_VZ5uz6Pm7}JrfYnP!5n<#lH*qYC-Ge4NJbFi*WBKvr58}v1Uax%1H$ql%SEJ+_
zBh*$rzBbm&exo$_5wpsBO1{haw2-TdkNA*ME=%o^Cn6O{;)S&!A4-|r;>CYJ@&Q{x
zVFai*keUp?#`0l7@*$Jl(9F=w>*{n%Vc9xA_u$r~PA7bfPQV}UUR#C$qo51Lw-3`l
zAO?vEVh3r%7TRh`SD;RyqR^lp0fU*WRSL!Pmp*{RYEh^VK(B9|g+CSLljzryR&OF}
zlWvJVM;GLB$Y&dH7WR83E&3&0kh|UTLRtcu+fpZ_ZfD^VvjGD-ZMH31Qlr<XJ}0Mp
zM}MZ7dB<wq*-QU+fN2YCc(Zr(hBpI~!q(;@4{!VipN32oE<(!Ij-(J^ZH(wc!^IT(
zpAvsy*9(uU8T}cnv07)|VPWtA`nN0$-@D;Wws$me!<%eiQrrk#<O^L5FV~ZjNI*o7
zI~JFrNX%vzu*Aebtp{pWx_iXR6`LJJXk=%sUi=EM3$b`yM+@)hht2xC!=C)yXD51g
zyG{0??stb5rZb%fzOi`lsT<o3!Hz&jHXrpzI=A0lOIG}(!Dw7s+B=u4WbJ!z=wPz;
znH^KV4I~}P`)(WCJLsm5g#D4N*@-)5+PyYY#uv^|Dk`{s+q%JpEgjL)w$9*SZ^7xT
zwXfe9i_UErzjJe1sR%B;xBccoZ#A*)CVvm}(R_cAQaIDegmq}xn;XP+B}hJ=rvHIh
zk363TarQm$+XU8x(CLUWR4Hf^UShhpnjhTclZ1z$H*k6s#k%zK;hN)JDbF@OV~Att
zw=ZBDfvbnKO=qUz)H7^)Gz=$~lx(;rb-c?;1*Y)%KR!N=wu*bZmTgF<>~$4iT`$tZ
zevR$eJ=1Mbz*+_@^j1GLQrfj4kQ}X4;$jI&va+#~6f?xDib$ddpW4~3Hd(cLgGB>*
zJhRj6TEDlpH`y1_kKg<3jfY>nw_=R0OCD768+MdS@8hzP;>LUS449I`9Wa+Zg}lmV
zq>DtJN5MQ(>?GS7!019rLla`UfS``%Tf2`3r^YbV7@-;$o2cP$Djt{G*M`$O=hCB*
zay_AgG^mbT%ois2@u1VrG|uBF+4|wUGitg*x@P5qKK;zH74_pI{G4c(i<QWgFIKO=
zd^)AM{8-G8P{jS0{zOhmvxJoh65r%8r^A!sLt)w`RM0O&1~cQ=w^ksC@rYqBQHz9!
zu&xF8E0EoaNO@M}hn^hJj{J<%P{lNSgG&i@HbRXP-=M$=2R+a7M<LR^oXWM@ly3(2
z5G(~U5#-=X+L+td^{3#wP96F_5#gE4^|vMa&^IqPC_wv86E*<(!5NisgCaJ7a3ig;
z0ajhQ>552LX&Q+w%nuJC{eKcsy-I8$cJWgB0x?Q0oZgh!ejdGC=Nm+H!qxyMr_{(A
z>>l)mN2)t!fNI;uGu6J8*5Hji3W{)(mWDxi{cQseeWI=pFb*S}WnqYLUrVF#ay}&v
zbS1m6YTH^*gBVRbkv9EK|3&A%zuMO^KiOfIQ<Oxik|~oL_ly*`ulI#EmPcdTZm;;n
z8QqfFkahR1ABl@D;730|d~8dtTh~U7z)yI`8x5nysMlF^MmI7Vc5F0mjCMzi>u!2z
zoGOU4|L9-)cMM02$zqN=B7Rnv0P&lkF8z4vadHphPlU)3&*EC)$vpJo!R7Sm_5Xlu
zN5!%-XwU;f9tGB=G=y+m6HFE_`*pl5V5!RKB=Q;1gAC%ww-f%V1>8cOnMfOWF5=oL
zUL!ys&Y*J=8LSfM1gQo4c>>>FPVxMbE(371E#FJHOi`wMr9G8E+M$$?v|K5dh3&zt
zPbd0gW|7kRJ;yeu6e_LJq=n`bQcIet(*J$60udyp+Z58E2){G(lm;I4EPB$|vd0r7
z6mW;|pO!z!RXoNOZvFCiEX)wc(G1Z^d>i{_nqoJZ>>xWzCUU&v{H510yE=q&!Vci4
z2EXER!j6}yI1wT=0$11Wet;$omo1$pfXV#iVGF6HiK?euU-H7sTo=%Eku~5tx%^wA
z?E~<*=A#|L;a3fsA;7>NZ!9t0x6(S1n-xOcwNeXp*SBa}FA6oLj@An~qU}T!wGvbH
z&IN~X=YrOdaSffoHnuF<*hZ&<^2al@jeF(qO8Oe|vo?`F%xAX=5c_dgoft+vjAO{d
zg=w<9x`PUj4BOOc<#%;I!RNC9I<_y*W4&Y4cMSNB-33^|I=2b%Ha88fZe+s`yQ<;M
zOXLU0VKI=h(_^C%T;)A9I#^EkR?{_Sle9F0ZTAUSz9=#ju=T*}z+Kthr^dkXIKz&O
z4&l*s?DFA6aT3rVF6WA@<(pWAU5<jlNnhh#6lAsAM>2hfafJx1$=KS5Gkr(u9t*%>
z*t`aL?a^xQwvn76JvCN|Y`v}OZ}=|Zz7@X9>Q5T;>Frx4UD=^T$4HwQIW;xW|3h5Q
z6X!A4^*q<%hu{jX<m?(fbYRn(Pi-)W9wBaF($u|#{NSA66k;z=l^$(#MyevaAgXHg
zvoI{<koy$x7^>N(bNCd+75TB8{A;_0bwWQmeg)TX88HzNcY<dK`_O)cs0gSduV6ZQ
zib*nIB9lhIOpR&Cn1YPS$u<nP*#bfSt(FM#5Zw5(DpJ)1O&?eeP5&aL0xacodSZM5
zvD0~;Bv0!{!{<p#sG5bnX#!cZb-?*K@gEO+LY`suqX2tC)vIE!2KI#hRsZ3?z4g$4
zy`{VF@V5@5*Pg#~5AL5tp-j+S+&{_e9|@5E`<53T7~AlfGq<AGQS^Gede4o0ojdLs
zAH8Q+U+4TiK)t7yPS8I_)PtRpr^KC-!R{8lL3lgZXc7Wph?U<YiMLB)%xQkVWXoNW
zRm0?(yCg5aNfMoTrA?A8#BS|Pl3$unj0}|`P4Z{4x=r$AZG0*X^}K&)E#OU(<@m^*
z!-Ly;T;y+W`_8=;L#Q*nG$>ka$#2Eb?$d39No(!CXOC{Yd(VIw#db@7IWs%3=Qyw7
z)Hm^7VZJ7Ep^J>^1(G(JI|-!K3pCdQX-!RF$UtMlg(w~^DN~~{y){s^)(FAO;%Pb6
zh~-YD@PR6}ail}AperiZTj?q$nvD7;B~vOCc5lS$%yspLS88f>sK3vv4Mw~g2~E;B
z+I&W(QmL?HYCRu4w^~>4?H-BiX@yFq)B#r1)FqC3715+h8hD>3J60T<9J_1m*)eGo
z-1&b9Fy~lHhhS@|c?AqQhCe5NQS$Sc=NRoAjGh2_4(0!#weA<m|G>>nRN&rdN@@Z8
zHHOA3YM#|ln#?bIRPP!$8Fv~Nj5H5z{&T<|AGN*13u_(JT!1v610d-pNb{yhuoUgd
z{E{`Q-en1+!5A>oI$D4=|2f7qAC=nP5yiL;Xb$@>J`Sci^=e`Mo{8MnjX9f20+{8g
z;&r`kBYAhcv}wy!DW04@HXUL5lU6xR<6M2HyP9n)C9R3l^p=@YoYZY(k(Ah-mWbbs
z98h<_Z3=fsW1R_qC^dN9K-aEnyT)WSX!JG%U@O|3Hgh=ViFYLep|*j|1kX+BLFpml
zOT@qPh)=!bFNnRwc0}_bVu5_?OeASOc0U9X{d%YV;LzS7vtDl=+AA5qn;1XF__?Fy
z-tGI#WA9FHn%+6RFimHsGt*lOuf+C`Zhfabe!re`G7p1CuH-Fh^VT#2EC%-BM9}LO
zO#CXKi7!7l{0g9%c;JW5W6V)M$MP4N9z&d&HcSVm5ohqV_7`4Z(bdXZ-(k`9oO+IR
zGRlXsqpuX~@$x-tDI@QXG;bJgxf6|A$uH|=`P;OgagC*E=|M^&*Z31Sli)k1HvuO5
zozBdLWMVky3VRh0V<<yiqs>gdyojVX9T;?`Og4LN`@Nf|k8f`KH6Xl;$qQj|+GsPX
z)p~Jxx_PHsM>$y<^#pt^q@(}xvemz9V@xJ<FtH7Xrj~7wYb;O$3e4}RgOa}``iY0J
z{Y(<Za9XelX~9;c1zV98X7;pTSJOB#W!I*;Fyqy7cBZ3|&fqSB;VcNd)Gl7Y+s4t*
z9E*;%m+V@OwKMXL=JZ6$Ww=;ehAX=&{jdhtsDlbaAeph3_msS!;d%C7#Bks@kc~yu
z?y1-#9*aV%lrB#N@U*_nB0i>(<j>MOh&{v!JbzCQ4dwR~;NhJUo>-p9htQXHc47}R
zKQAl9Cb(Iq2Qq6aX1u-TVQieNB237T<AKx*qRa&$vvX0XzQ-vYy)eY=1jo)Y{3u$M
zA4X>5SXo7!ogtM2BY{m@o`eyWW7o*5UVe+GNMyP{%p9zShGCx+PQj&eIK%P^pLhEQ
zak^ScHIa2~9?<6++o*6##iU+i(^Yc<E@)hnNr0+}xI+J4nx$go-w*^Lr=rwfK}&4>
z`7e+}5Al@*r?W!_h%8e+UrG;FQbTv8h8RPNTi3<FYQwjq<4S&m<wa!s$Sf`kg%vZ*
z5iL5jE5)(vN?lCUg7;M7<MEzKT#bwChnl-UT|Jfm#%B{ZPA_Gzl9F!MhfiKRy#y)#
zk>san>iC907agL@>D0t5uA$X#(0b4p(UsavOfW;tx^)32$570yF2!{*CQ#Jq`1U3R
z2U)%_$EPYUKw7!Je_0@%lOKj)3=E~FnXXwK5E7BmB#=?QeVO`$NE={>WUJhyZPgyh
zRupYO#u{7M3CWKXMm|ei^eqiF5uBpsdS9Y7$;rPL7nATVW|QtW-IaRQ`37&$pi>D{
zZ(@egV$^E2Yq5hQMMV0gORepVd?&IuUm#w^oVxMIFmP)A?l>fdHXPkxZ~@C=v3p`u
z8@ggPTdZrtl$6*vf9#fHx9n4K4^{4FjxfV<*F3imP%0#+XUCz$_4$GE`kqXle|bJ*
zfj9>iiJ#w_(#;|#U3lP!R2*9$dfz<9?qg;vn3c2R12FzsR=5C<Ns!{x%|!wF_-b}_
zwpN|1R;VWS*E7@dof4^1Cb!}ov0q=`7itRfS?Bg9Zpw|pcnj%J7=l-n4f1u!R!4_I
z+AHrYT|;TFQkR>B2b)!#k`^qYYzAAzGrUEVQldqa4I$0n&#!Tw_76^CL%2V`U$=j5
zZoiIpPe6sxh7MSRI~{e;z`SGMGtSfonGPnE3iRfBsoqJ#%|#grm;kHbDhdXm$j|j)
zIk603;laId_u!#?Y-22<*U*d1L2q=Dh`Kp8%2*}X3Rp!?uweu06(`ru{i`s@<lbf$
z8~tlo+y;xOVXqxm7Xc1+wn=OnMupC-Q9*J!Ca!JKn@dm-A5Q=V0sWo&YL>s)Nvh)z
zmBk?{i$f=yI9_**8}I@n`Ny+-eCroHIlth^q1O*^L=3-xE9VzOWWNyi`SDIDbGjN=
zOP$roc~aT{B4}<@S`X8BAOfXuf-ZtLoHpPGR-ioB(Fazfjk+6IBl>B%$!oQHjk574
z@UoSd3bJRJ+~Bc|a*H1lLCX4S*6mv+25x@%Mk-X#@%-P(9mCPtE!5FQ#tnA@qK_de
zwv$=`(fZN{B|9ws`f(qesGs!lzxYU-Kn<(#YH2J9<5yF?_u8dDlzO0Xn~{te$+&?`
zNXbwFeXu@6MnYr|ek}&cNRSNRPXlBmK*sgtZ9y^!Tj!NVD-#T$csU6Dg_Ow24g%%@
zyaRp(VSEj=m`zlJYFAZVYxGh<|A^EaUiC`x|8dV5o;%QqC*^*g2$BXVzK|MSs6Gad
zS(ifUCKzXVy-jFSre8$o^HKCMlA@`lix|hymvHJNORq|#(67?&4V#scB?<j!N@WhZ
z?LMQN{%eU+rICO5-vGBzqR^@6ts0Y(MsiP~AIgth8V&Vpz~ZA6YT!%Pr9VmULwwmt
zcJO?uT>4&VJt9Icl*uG}$sTx(X2@8Oj0MP;pN#p)n3s%u$b^JU(q#WSa$P^UE=>-!
zlZJqm95)CFYIrTFkoX${Xas{^_!wSsgBm@2tRJf4<ACf%!=&Mm;Vy&3P%_yVL!lb2
z_J6URY=^(K!^(!iY-4V2zrCH>h(5K~u>bgDp!wW|V(}uPInS9!BPhNV6#oyiq~sl{
z>J5GaTuP$huT#Po+SE?c_#!5Bkyv|oJ4GQ;mGGBA9Q!eVxTJQ#m5~2AKgVx8lGRx!
zVl482lr6Z}^sDqfiFE0GT5C`E{B2GR{auQBme#tGK7Sm&TlyoiZOA|MgplL;CPn=(
zN@+qm=Qk;+pHSo*l+qk@IlRDWxkcaLGxd3;@}t8IuInvwr5Z6^u0>2&DiPD6a0_|~
zJH&UCLWLwCi8ONzNkEqPIxhhohzdqPM*+*00h_iiLpqQyoCV}R2Wc0qmreZ0Mk+y5
z+90n4=L`^JZ<y>>lj;C0-2<Q1>W*Bp3ayx`#`^L+-?=MW@7e{5!|M+8U~WEq8LXuU
z%1pNewQPd499Ed)eqY$Cmi+W5616qt@kWiLl5{M+uOQ9wfH!PWNiM!7Q5pSiZ`4F7
zm;TtUGi#(Y;6LtN`U*hLN;PI3d5-+1&a9QtGL?Mk6geq_KD%m*erX=;+R_R7IL^2V
zJ)7K!5?x@E++@;CI&iAXLB@35Ix4OtU9e2o?;@SOKvpN|uR2xcs%lI!NsI|8Cg|yv
z;>`(|6@YzfK1fI$0V#qsPl+Bgw4{!8)}dd`{1z#ToGRQQ>&UwTMoM;EX`q+>USWv%
zd?AZcN|N*kGGi#<i5O)|&l`+VjYUWHNlYqwyVaqS(h9xyqYU+iSuKS*5iG?vf}nmv
zpCeK{?)D3W0X?Y=da}iEAI&T}rc*hhq?A$Pd6N3JlhMa<%3!PxfH`+@4mxbRPe+|_
z$nz{Z2HH45ieT&-(Jy@z^%I#wr}*d%s~aSq{QS~g1~YVaq9kggMh>4X9VNe^K=D8s
z053hkkj`dv8mRrjD1ZsebT(r^=dimBA3Y&AxCx3Fp}tR*q;4Wj^b?=MKAYUyf1bSV
z3;|WZ=gDm)uReM*5O7-`3uMS#rj(&F8I}8FVzK9O)e-uzfENU)HJlOSs5h5|MFY{3
zEIK)3eT*eChRh!_w1!6KC)_95#G<O_aTbpuzy=A(l#RYDp*2w{8;fhrpp;a}?F+i1
zbN%gO-TuTFJG@!zFT|n)X`e!C(yiOGeq^rC^}uvuUCfkkZ!bouf7NKz+FUegYcIBC
zHl}T1cbi9RvKqr4v&HA|c8_O2tFZ-a@pvSTXvHF0eN|>AVnhH)K)1gSu^rP&<<GrD
zZiRFe`AEq~nEfhU`*Wd1=Rw`!!YSzyF*(xLC&0^NqQFt1_UBmsIBDS&i;fgiA$=>L
zQ&##eyu8bW44suvgiv1v>?%(_lXkd62AfVQGq@}kmqD7}Rw!NH>-vJ$pN~Y#*+eB7
z&if7Y`{l(=DU~hk7|>{;Y>xIw0a+XUSb8NL&2HL15*_IZB)h+xN&7p80sj>}xkKtC
za>TUI^(lHDJ+WS8ebO8HvVM_%sy*?v{0M*;0gz+8#Z$@VwLZyu^`S4b`o(toDYjjn
zc$$?TS=QVM_qnQbv}s{n#<LYaG3B5n^3e6`9(W`*wr|jqO2q7H84c!1u1XYxmD<>7
zYAB|b%Ta{gsWoX;j^GoYpFBJkk*SSFmCmG7TTCiR(7tom&Kta8r4jZUGU%!9lo^p7
z>*8^3Pb-~WFOjn-lu45hmkdV#L8p>VJZD?Xe?`+I>wP@Jw#ZF5$d-7HwJmD$Utu-P
z0^L_^U{_on3>FgNJDowJO)tyt8rX0{pDQr5qu4Q>kn1r=We+7Pi3o}=HNJc-Qq55R
z#&d8e+mW68)Ij<0WGWUTGg5_wMsuQcX(p2ibPk6j<*s0=3vz@N^vt&)eUB0u;yA9C
z$)Kp{!82~7(H%QaZY|jfxA}xlr_4MS0FWt1@=Jk5<w?g8v18Pt&@Mq-y8;^cb><T+
zI!BU0YAzw&G&(Pk{1O{jbSO`<jwAIJQlQ_>eV6KpR5t4}A!y)HQMb6vOOKh78#-de
zd{CuQ=t8NEp1{eI@zDb#WfTZKDA_m??u?iz3E^_a*SFc!dX3rTaq2Wm>6cEH7bn^h
z<@s)7dCZ>Z^np!}P(LJJlzE75;ySzzZ88x$+j(-fWNeFt6i?)C2|a0hvh9%Pu<j6E
zzu@>y4e#YI@Wt?!oZ<;KcS~F7Nw&>~zWF2ZLPT@Ax4t%NYqiIxyHV#(zDP-Av@B(Z
zXz!>-r&ZrB)445H#Ow(*vQHECj?uim!>W{0(tp;ORFqcZZu9m!JYL6A5wTtZ{3rjX
z!|QQ$_e^)W6iS8GLeNAT`98H5>FfYeBW@sm&1ZC`$Ppqzn8;}~rEMf<&UK{FSJb`!
zJUMe(PK<*wa}%4%>q?2J<V4@0#MFtBb(58{GLPvqa=IJ2H5yHz^jP;|U@N)xu~L8x
z0GO*n%>-^Eim5qnk(Ut^oO5r?aeV?D>Fd7$)JYzO@@<S}UFztQoM6!ftWzgg!fHU5
z&}f*)SbUYY@Kw4?kFjtaBvJuVOE+D}fddHv-3(nSWq5fm)mO)fxqN+h_p0)4^etaq
z-Yt^}@2I_6<(Nqq9K5c}-)mB7V}ZvrwN6jCdT5NfX~@?e_XNT&n=>@HwcyEG&#Kkm
z?eB3X-P-<6Ps**$bY&k5JH|#*{b9Z2=T4hB<;XC3msX>)8%z#LMp<LMp~P^f*B0vv
zB!+z2tSh|EZtF{BnSxs;b^LX%$LNh)a-9ZmWNE+8M@igqTR5P11aNOL>W9>4(2OM5
z<x>e0aL_}jkvQuKk1=7_ok}f+4%!b(4~s>^ea)>-&=D!!DYkx$SSj2*3!&L3cKJ$S
z>NCihu$a+=)6*Mfl2U&5k%_ZV=K5U!RNhAYTU}avnMyXjbW(iZJpZ&MB7-x1$WrY>
zdP+(EjH`r8y!6`0pP`2%&?5ryh3kyduz;WISB>s7P`v9p%Q{Q=Pv~)6uYz2dSKWJ0
zQ&r;slj>bo@s6!7y;K{@WrCqhF4(wd${|z8C<^^J*XHvj+x$L)y7W`>eNuz&F@&t?
zm=NQWKRcb&5HO9{QRMGB8}lw$o|4`M_7mUd1^z~3?dQQWW@9Dqg4FU9E5&jx+-@Uz
z+|B0}yIbElNtn`1w=H8s_or6KlzOW%8j<VWW_TD)D4Pw2Gua^ZN^YXtCzH!HW`oC0
zOX+kU)w$|vcxl>&q^XnG2G262COXK!fX-Wp;5PJN&m%8UMV^QLTTmsq;5ld%<w_7M
zz5^Go{cS#?sgAJj+R!b;si#p#C^y?|)GoQnW3zdTO6fnXl&LckmC1!mJ(Rky|4^-H
z60Y>pKerI9(3>)qjD{yxSWM3?y=&6*PfYwfdg7+)>#b*0hJ*O2#OmvV{1dd4qJLj`
zUyb`{TwBmo`gdsFEfcq3P3;b&$@X++zzBlkA<AgxwWxHbh86>-`W6Sellg_@VS5vG
zg&Mr<+kNOi5ZFG1^mb^mFK~)oe!_|>yUS?t%J(2qe2JH>zVGyR=)tfwb#?`Y6EeNa
zY<279`L580x|%z~VS9eQqq@c6E@ZQg{)rCD+N!?tJ>}4#e;W#!o~$S4R7ciN_X?7D
z3{k6H=-(7EHtd>?@aUe4FGlQv1(85})f-qfOd4HW_Z-`FL{p91WvJ13da!86fT3pe
zsNKEcN<t)pGaPj0cNW%7cPz7JRd}Qms~!nI46<Y!k<axt^fYGVbqRe#E#$+{OAC3K
zN|o~o{bKmbe6-NiH&pL@0y)jn@R!B#;L4?B-PG5TleaRH3)N7(c64I&mTL6#`sn&h
z+xmnBUMIHD?+-6br{lGQmEl8E?a8r&)kLMs=jp7px0O4+^KiE;`2qD+bhi-Y+{mxu
z=Tty`D~@t3gcU*@RW9q7NZkvDqxC=sw)Jq$fsT!javFy=$2xFy^AoKs`>OL|b*xjI
zU+-#fOV~vLl<I7TkgKq3pb_gZ=|njZDL|}KS)5EM&0fpWM^fmpBtw1_2kMDf)RD_h
z9>B3qs`I<)3?J(t*&~01BjPfy!VkF!Jvhc1m+C@%F{HQp7OaOG6<hCJ;PJGzan%L(
z|8w>w@NHD*zH?@iG$Uy=T1KONvn|Q8<yErfP4XUZiJjGZ;>1~;C~;O22!zli5SA7Q
zEfh*iX=qAmAtZJZT~bQ=3WdHVw9u3;Kj^*mme>2*hA!{Yz5<r-IWv;HklaU~WqUN+
znKS2n=llNOcfRv|bLT&WpO#E;a^hm}22^h-B?}oi2l0e3e{6|`1wMn;BPbvqf0Gxr
z3W}y!G2lo)y^!MCT>-O_RMJ|MiKPjD1zdw~5tk#a{tFfZE6=%$+(l|j3am;vFm>UB
z|5o<rGQ2E$!V;tMcQFrM;(x;9yl{frJ3k-P$ijqBiTtv{2a|GY-~8x_q;xOOJSe$H
zL4Ltg!ih{D%OPl`v`{10_lSx@g`QmKQ;^a7V2fPKiw{KHwPBZ<CMX5TI0Di9;)cS8
zj(E@=>nnFw_^m7j&rr0GSK=y%;JY(kNbC<a6^ks#sm&&hK~3rOoY!ynn9YGi#9tQ@
zRB8<a&+uwWqtgVfPM;{`OL>ibu)R)GPh#b=RxpM6Tz=H+Is?bLCjF0C*hdVLp+^<+
zD7_*rSbzC1ul!8Xa!syDga47F#gH(tk0cF~iqNAOC0BAa$wtwV6r9EQe}RsG)LnE8
zoTeGU>EYI`T*|Vnx`)nafA_*Y_Fi|PwSXpR3MX`e2*o}*JPHaB{=bb<QX~og-6m-V
z@0XQxB&(Nb`W5^TWrQe2&Y!FD$!e|x@l)QXB7!^3JKfLcl-ykKcsV&y<^r|*`FZMX
zPM|N;Zs$$22n%Le@Iw}#-mIZYH&)d4l?gONj7E!&u8Mh<1hdRGr_Pp3%oB9e@{py|
zueEoS6oX`TAHI_dzYO&oBj(R!mC}14^gBLn@F+b{whks(h1=uNSa)jnU^`_Y0W2j}
z5$UbDtWvr2vWUn8Xo2t}YuARl`9iZc?lRgqB|*MGFh;N4?lUpOMT%1C>_)+^r->6d
zaU56bY?Kiq4K=4pYn5nixsp|azp8n)lES68S!*zWClyMXfbUU+Unaf}-=i5jAgy9>
zd&-285@RuZnFQ-G>T8WkMSZ<7j%;zf!Wi9IQg0+|ft|KJ**BAuZsrn9NlB%$8K$yX
z)w#v@&CkBM_@(_fe*bx2i9?Vi6$JSdp)`1`Hjhb#?*RBlLS;mIMuzwrNho-$(QM}x
z_{}(e6Hw?ZCX+==6NhnpH&F6&GqId@UNdb}tJ7baYc#En%{7`@4W5(<KuM=Z*vuXp
zy#a_9R>3wb!S=}V)eELE5zB+}N);C22Q#zk6u56%U`tpg1uj7C$n9f;JAEwW*vaQ$
zgw%|$%p;PV)+%Az`Pa`g&jTSN!u*+h^p#Zxe?g|%%o$LtP~g23(7COm)1br;+(xJ%
zwzax-^s^^vz`3m!2d^ad?je+%&17|PIQ<0v2bEeu;&3?s=tq#vN&d+|omOh#L0Un*
z_+1iNc@!GeM`$!aZGRJN0Z%qV69&#tDV2;l1@1oQ5!@=lm;(1E)Qn)?X;N`JRlA9s
zGSF#ZvNf5@GxM$zbH?{fYSyYMVs7qXUOug*M5xg0-~ie4wgPCKRuLk1^7HteIL$jm
z(a8Y{=QJ#-)G%jofitQ}T%l&u`*84C1p|i^YtUhm<az`AC#8ksx;JBU2fsM)G{O(&
zO@Ut~Se1u=)H2EW9;0?cL3IiKE=V(#(0VNVqe*xL<$Ej%uYqj%68z0dpq!1};LF+A
zp&Ul^FR|YLL^+Jp_i&Ij8O61KXSEW>TdU(4?)U$Yk~AtgqedZ^M26#ZEa<k{v~XW<
zwixWj^faY0A{2!Y7o;_=ET+Z+*{sXErfC&{qT~MhimY5rtB8aY?biD1D|0q)S+xUw
z*(Idu)8v)Rg17V;R5s}bUDUCKW$%~D9$!@U_zlYLDvDJXhGNyB^f@ZODio}$hGoBu
z;eeU_8+e-<g<vm;<x4(@RKBf8hk|0ggMvn$r}7ihK2ojUd3`=4B?@v2{uY8%@FLXX
zOeVWt!2_kqXSexGO0CKgaJhn_N+kweu7E`a_GP{Ci5Jv*HAO>q`BBUhvazf!<na_+
zSk_W3uO9vzu?E(#5?dl$FwxuV&snWpFi54qPtI~&B!zEGaPho6m&!OrQKhPu8sugG
z&Xh`NG2VF{%~YVk0HEYr1^VUTe<>#@x`i@MC8e7ZH9e*1wzJ7nImd-nx>E`%ke$X>
zWW=BJ@);jsd~xQiPsH_GQ$Bd8N8$6EoO&e<ASciZjl(gkJ2BQ&vnCN_6s(e@jj_J5
z%59I0m!@BajpTF(P++xy+X)+u_}Bj9>!Q?OI1bHj0+ZQcPy}0s%VTR>3oK3%jyFNH
z7+h9;{g(Sau3g-SICgFJ8aPd^m3p~a=9mILj=3=t9y`zK3Spm5V6dHZFK6|U^XOp0
zhO$Un(eVYUeC3Tg{tF7o%><i{20U%Zv)jA|g-RvlIqU^ymC9UTcjO5w5JCAi2>1`5
zRqGgvVmbB4ZiioFS<&xs1S||=3BWqvGJB1{$#JY2>y{<ucd!_~5sFO;{Ny~}3_l@z
z3fCtLSg4?Y^}JUpoP=dn_OMGDGVg+VU593=a)>s|*-h|{O3!;qN;sL!+>~g@y({W-
zG%c0u^UOkI{|)+_zHXo6#Y?v(C@2GM2EobGH2h}PDQlKj2-eEpXyx*{0wrt%5+^8K
zMaP=bq2oiv>5o)GzQa)<z(y-@IPwJ*k>9?nw}d_?@gYj3ylS-T6u#<?KyhcpAv#0_
z1X8R{t>T<kec9@LAOCT2I|8gQ{cErX`!~#nIV9Y~n(dhGDvGW##U|i)h#ag}G82;7
zSFJMSx^xfJFZjDDjlp8z%?u!qv0|Rpl4oY`cU6XqEw3Y1E)k{Su+5F^B5v4s7ia$t
zK1+N-TGv%BXIC|*@Pii^r_a(&agZZkiC>W%yAY|NV+l@Ti}3Juv|fHOoqZN@6L$b{
zlYrYL50nM_gxg(&20@YATa32FGXal$0FDZ)T5T<cE%OMh<qp^~EEbgONT+5momYb%
z$XUBFRKd{qP&26#M7LBqIep$7TisF8P!~pj+uKXRt?&=6yMK80@8qAcU&B((m=9}_
zEtw*IE9S)1_(4n$x!0{1Xo#L{9C}Jc#g+1M$<iZn@eA-oLOLVDQ&xCx(L<>ld<PRH
zbv0r12fiOh-)d`%!OPiW$+nVk%XR(`eGvP=9_j$34_k&l+Tpur$fG^`-r%344ywRa
zQBo|vu24%J87g47-RjoUwBC*U2@8og;WK}R)5H)q0_o*Av7ZP_b*RF8(ku<_70O{f
zVB?^~wzM~ac43pi7D2UH5WgjhxUO?lau7Jhnth_^6<Ath*4;&^^%lKOU;vdiU+090
zCCT<fnYvn?6_CcSDB(DjvV2~<!3iX%Ld1UjjRo((`pp${@4)&KXm{=%axE$W$Xv+K
z>ozq02CCw5Qll496^Wya*=I5P1UCKHyc6)HNa+lEC(7@Fbri2CQL<qr>;WG30OUiw
z+j^rDuxE}FS7A?}o*BhP;C_g>3f~ItuZ2AYFp&No!BF3YlEf^H86Aa53k=W~QF6sK
zXX>6=B(8Xx)EFHmi$_n=_z0;nI87F}o}~Vw;gqC8W6;nCHJl1IqEX79=9;a<r^uiE
z6XjnbSXjR3=1Btl8G=eXd=^ho&!D8fG}8Q+N$Gtd#z5t_f@wUA*JDs0kn?aU*lQ$)
zCO8qvPm}DmB+8tbo3WIKm*k2O*7NC6J^TS*Q)*Nc_=n%=DkyN$ycM=nE8YUjy@D%<
z-B8bd00XoCNIyhkvm&O!iX>cxDVYCFqR<5LqY^B}=os8gFbQ&*G|IBha`T=lkeH7D
zxSrSRdE)yzKK+)@?euxQ(p=E7^f$o&q3(q|rd*EwL?AaN0xg>(Bxe=E<YJFuapZt4
zIg8oOqJ1$g$u$}`8TIB|`rI%fjTyN~!JpQStR13&)?v|G4Qe8~yxQ)HEw2Dj?G?;+
z9Zs$PVS3=LpQi_Zq~=))s&v$*H-7QXu3c~c^3Ba8O%pUDA^Tfk4Sxq~=)sz0+@_a(
z9rc-2Kxlgo)l`qtPa-!f%*x0$4wYxBj1FX~j0Q&58!D=gRN^_EOVESg*{l1agxX-$
zTOAre4UdkFlDN)pHraV4zIh*R+4asZ-q=JbX`Ett_5TFl`1xDl8$VR(7+71Hypmo9
z>-$pr5^kgRV=ftGpR>HiSzkrOA%jJRv%Hq%Nb9RIh0LRotQo|U^E;Qutc}yoVroIp
zvU))cFdBk9PJ8ks+NMAD*w7pr9YSt9w9d@C?H|_BoLR~tn7#zg&#Q;-H4FDDJy#El
z?zN<a=3Y(Gxq3*EEOMU9b3V*cAcOO)-mIS0awz%u$&>PSR&Ca^9~x~sh0Vj8IhuOe
z?&i%pTEW{4s18SGIq(B=8d6uOEWvc(s~C-0;eROPaN;Z^E(|&M|K+WB-;yS{;J!RS
zv$SQrE^U3UyR*B4)Hp@G#lR9pO~ry3ZYsnTycMEajwC;KGX3=FGwE-Ao#7b@>Afqz
zeR^tmWcvAUt)w8oq8Jo2?-p3Q7o^&i%ar8;x1BX{*hO3q1uO-3I4dJn4^~bm*AE^L
zOa32(<Rrig=Axz|oQ0ym>eK+Tvtvm&NpKFc(W+D8g-u}*ygNK~`rEKFkd$B@p8~7T
zoCf_TRa%B3NLbx(JwFX=`24IJyhomb(jX$|K<A-me)+soxX4;wlxYgKoor5ISm9!l
zB`q(`BP=A^CG#ON9hPU7BO<yIz<XNuw}RIz{1)o1P`0Y*qeofoDW~1xrqo^=trc{f
zSxbL3E@c(j4D0cjRF7!JcMn`nsMHF*`l6Z5Rpe!PlAbZEFDA_-d%cRFdhm0uSx|)r
zk9m#nu^J6~<Oo`6NWy>b8NDan4!hH1BOiyzfYS+D+U7+P|JW=Exz&F_IdVvnE4RS?
z-%0zoOZzX)I^fv53il67`-8I%I0n%E9g^I+m)Hbi)IKN|WRybbvM7a0=oX+9Sv||n
zmjJJV6ZLwFR$*pL9<vDH6(H`+s-ED-QYaFYEWzP3@W-TQ<aA+MK|6X-ToU2uDO*C?
zN4juMhA(>F!XttSKLSU$UN3UAnK7aY7*!yB*MeiE1&eEhzNO0+9@9adN@CdT`;?37
z#8zTkuv@X)u%yKMnT|b`&I6V~1-Ao5Y+BkA4017)EVQL({Eu8))|W?Gw=c<_-1SS*
z4HuHq9W60Aj#x_%H~z;Y*OqhR$u8M9pm8h@=PXSsoP@c7h|C$c<zp4)QOPSqwkk>+
z5*VdG9$Dpy$VPJt6Yv6%bS5@;1Y-HR!jThO`tMj3Dp+}B#M`@OsL1FR)e4=<BDjny
zgQv_{++5;f7(ENepW1CTmL^uk3P&dPG{<+X>y9{ppK}$vIyThVOyRb&NJojV*VnSC
zIk>bvVXNG{ZXmzBIjB#+3szNa7+F&k?eA{&HSAhbQP8%bzIOfaP<e1*a81D0+S41%
zV>BufS8y6jb#n7)Ag|P^#+9PQ;^Y{m)>jwy)&$K$uwmJH0=HGyw}pbOiA0_w5)^I4
zbu)p=)o~y12%3w>){lkV@pytbmgzromb?S&!q#HDu-)0{Ax&GhQzTPg-)FIh$!Pa?
z@hXhLjJSZU#tOl;1mk8_yWOi9BDyYx*CdQsetvz^mau)hh3Zqb5B-hXJ-#soG-ul<
z%2FV5rhY<RM|TzVw`BHsS6+gplNMI<=2!)vp#)(;N!-xilCZ3HRM>Q~eWD%}cQ#o+
zky%Iga!4-l2DBgu=4f<2Ezk-yi6@f+IY$ckbx9$bp@dt^RRc}-kdrGJ`pk;u`#STS
zZM#=BeR0^CNAV8P>@q5&#Vf`PP>j<6C)IgoL$H3JrC{yW-PL0ctuF^YWOHg+Q>N#<
zvBF?Op=r0PcA&QVXhr4PRm<{=Yu%dk&p@bn`LgZ;Z&Q7hr777{nAg}J2`%gH33eQ7
z^G{UyAY`O)rB>}+abLW?45&oWV9}{mtjbwc;;zg$maW>0-=XmpS9?9xrNx4^#A_4+
z(U}WHOQO#5K%l3qCtxctE5l#Q^tmEM&%)k5iam@yg8fB~ov`Wf!8PQ{iIrXZxjiYo
z<igkqifJIb?!SnKunEYILQ}^E$Ka6sD52)YCXR93v57IV%XSg`9xKKwfifW)cTk&7
z5IYVwFo(%Ce)t)@=dU{+>D&Jupuz^RMxcgl0x@_*2*~__I?o)_$!;m~nmkAiu?$V1
zuY8s;&KN6G@DYxraYthDLw4Nr*Cc$*;Qka)O(h3cHl~33Omd|xG7yc-J<F=g`L|>^
zMI|n|Ka!a>_J}G7*=|M(`V18<T#<>~y0Y_#RdeeOzyhMl&5I*f20$6>#tz1dHcjrU
zts08w4L$qe6Sutb*sczr$tGxwqG+U9gU@3rTlc{K`0Il&fzqqH0-c-c`@fp7`E3Rz
znqdVbsd9uOj=necZvDgl=7SR}>pX>RqZNtHz|e!62X9}VKeIEqY)@zJm)q+P?AaR5
zYbdsY-xvy;%OXpPjWrb&BkiG&9wR;Nll`5(^6{~Og2?f&e}D4p0GuAG=)dW%&$V`K
zYV@fTyq?!8jj@4!tz#FTzJE*2<WJI9zkB=J7awmZt)^*;gfPuu<y9!?R8Moq5+PW>
zY<+d(#F`G*s;@LQ>>H{s?iruaB4!gR3XY6#iHPO3E%*_4tPpB>33vIyHb<;s2?!v|
z1U9Ro4^UxjCw2r<qQrTob{!G(Q($|dEUXrbtFeRPDsdIowqftPu7IoT(EI%0`@Owg
z3iXljE;#yJ@H1Nfe)4Ev*PlkQ1$0#|8{5$8PDowflh&YrPxr=Kd@KgZN@6u3*WP!N
zuvGrg`^nxx__wIwBrF*gJ=*oB<S3%0d6ZNxndD&MbN<6Qv63~qnyWJY0|bo-h|DmT
z>m(A+lZZ&N+EH0zlxVIB&<FT}hQa+k!M13=BG9#@)e~x}$P*c@yL!d$Zg*|8+{%;o
z0*EIld_Y&)9BeB03QWoFmmat&b>Dbvp`fTZboI%Oo7O}b<ahu`g*rC&nWY!gGbfj@
zuIho?pZ(X*KJ}-^yJx;r&|6X1QtlH}k+@i19WVIkV*<2%?#}&#6^6W6ejt{o<2|Ky
zOA14iH|-jz;@qX4eyx^NFp6~Lniavek<H2SHDBJ}UOBM$$lbT^^iQVl?Bor+f;014
zJ*Q@jMs5F7|Lb#=cRl*V7w_6wv+RK%UrMwD8<(%{b9MIezL=j_jwm8MLqACQuu*J1
zwgLOGgn8Dtw~emDQsCBvrfqCV$I5l<R@8aDD81v4&(@W8Tm-LUD=;2hNw`Ya|8#A8
zyQmug1LOV=91d|Q_Ce#g`1jB_^Fh^y^%x`%o%D;MgJ09VJOX<$hG6fn-<4)7QOI{o
zi8Omz0*OSQA(Qs?KTV=?u>rsk1LF?=2T4?RV<YxKvT-~l{yiBQuVOw(qDP33NOYNB
zDey0HLO_p^lW*iqwTRu2*Q0_tz9Y}*d2*UT#=c-y_y`Z6!qM(hA#v;{58m~|2S=&|
zbH$2Vp4!&BZy<*H8R|o{u3_x9=I^He@l=PSZU4ECzVQ?QXGViV4{r4Z1SJ_y-x()p
z-eYxoG&lwPghmXy^FmfNaV!1+2z>N?pl(=yu;Iv0ztG#f_t9@(SlxN|{;}44ok6G2
zio8az)v!i`cKvgI{@kWtUOspCvVrH)Gf($Fckdcfp<$l<Ce6?!tu}D@H7K|s=hCXy
zrf(rSA&$mo55O`1D8$iU!nQ$-yLR>(86hhq%j^<avoqpt$Ttc8XD|y8&T_-P6cEl(
zYZo{uNdd2f=_EId0$vGclkohf4R}RH>JDB!^qC7cRiW)2shg_K=5-%f(X(e+Ag_D>
zik`j80=QxOt6v;k{?M!Yl4yJ4)!WxRvNKV)?Zlcj5ATB8hmg<4?1wl_1~3m+C)tL~
zYzntdVZ546fu<?@5H$*s`pgw%?MHBZN}aHyGt)`w6mnw78M<ZH1qDsZ@}w$1<Nt=!
zjLB^l+$Q!zw9=ZOSrsTG)jZTzU3!H@C0R3BNS2>xkq*mSAP9L0hXWnWXCQrRJ!G_Z
z!}e{!_R9K}fKQyS$cG;+mcoxtvu=0HmIASas+t!FIy|g{629gPJt8e2LVncJe8s%^
z&1rZ?Sh|HxX78cVO=pwvE@?p#@`;w`D>AE!GA7XcIfylXszQ>o3S_Jx?xq+{H51ba
zS|zFCG{Dpj`HxuERnaisS;`_y1wkqK+BLhIRvjHGv9|2#{{vp8<QQs+-lm7r%PE@N
z7K7^db?bUtJ^n=4>h`;7on3%Rs79CP75&|lZI$aMZfbi;C1<(pOQ(sOVfzeX_si{5
zfp;V{y{iJfO@ZFtKog;Lr0|IgnAT8ls28hKKuj=QtHQHhFV!_Hrhw%PH7193D!CTZ
z$-#uA=^c4_xIQMe*?H;iF6nkna+Nnco0JNmPzjK9$1*XTN<x_^PB)4{i&}4<(tG`>
zAE`Y}PJ+0(cK0)rt$Wr~s}&T1rjgmo<&&*V8(O?YD{k(-Ma`*5O3AT1n<hH^)<|!p
zc710#<R1zWCzYn!Roml(#|Mku4MR2Y9V<!>_1(LrPH?$cjmaq(EFA4AaC;k8S48{c
zUWLwTf`F9v#RsCnj;PBQ^ievSzzMw8nC~-(SMF=8pIBb4#;Nk<JK(7I&N5^<S%4K{
zVR>cS*|0~K!s%&0Nn*t*oVp-{be^HG&7T71bGi{`9XWz!(siJ)(~um|WDOcs7vu|d
z=*siS%%x%`A4ewSH0|@{O!1K%HD;rRN=6JH@Q~#O{beOudhIbNW>TzPL!(4d;Qvxa
zPqE8a=G0#1g!C3XT?~HK?#+Kop;l6qQmuFk5}4WOvfFh;qY9aJm7MD1`+P+H$7wmL
z6-I0&-EagZWeTeTKR*{J50tBIDZKqGrgo<QHdRwYMN^>mY|)@FM^u@mF7w>q&eWi*
z&n4mIMd<qJWYHic%qODk`j-6b$A`+TU*j`oWMm)oWE|;<t*y5`yE(S0FJfdU6yPbp
zX=7)6+p=PB*MZfp5`Uh-F1j4JQ>A4oqaj`AS&}#TwTX&z+fGhab0*Q~_voNjBHGRF
zmWht|NQ0B0NNYZ>bGwxWyCE--{sKuv$BrZ0#-Z73#IGnfR*tn{n<efUtWV)B(`u_#
zU6I0DFJS8MY;`r22VeKBVW24mOj!vq*C^TbKdNdtpy0&@boF%7FhHT}=R`to$xp6H
z$cja&92AQ}{AEKU{wlKL8@ra@IubA74JFHNKDEQ&-B`ja0j*Xs1+k?Sqj#<j5!R-q
z{iRz^4EdiIs|TC%yW8VdPhxGNab1HGe09~A4|D`NllMF|y5gCy+`G9>rPcEetKO<p
zYIWM4!%q)$PLYdkymwvw+9sdI?9v~8ZfkK_??!p0I71wQwBwTJ?fwPR;ajF?+RUf$
z&MC}H@hMO@WgTSKNm)=bi=q&noTaSj+;mbpDJ3^qu<%_16!J)r$$&USP%1iIMr%c%
z%~PNQH29C1FQ_;bWz^$;(wbPBcuViFTD2ctL2N^T7Uy;{2D{#$PwVXn&2NA``X=Rp
zay){yV%y{y@-S|}j937-Bp4^>le}n{=taB*3it%xl29`hwNz-vGSEDe>s;CKPe$6Y
zSayb-gBMytGfB$;)jTt=V`GcN{U^;qgyd<BM87#2HB?GCU0&Enyjj2d)Yc78?5Yp;
zY;UU@NqEXOKDufB{Uc#d<7jRB&aS|(_H5m@#}->tzi~&%*SfhizAo;%>)7pgg6>sE
z28)Az2bR@uTHWP!we}82n;}##>D%5AUAuCL%h$PTEk3q#Z2c;KbA8NNad_s*a95(i
z<F0S&C>q<k6^?*m$QM#j@|0pt*hXmtILgonKmpKe;RrbIPo%wGMHCHyA|z@|XB6|f
zLS~(-ME~AI8VVEzVhND`i-r}VME{Dh#q>`uW(idblN~Jb=O$9dvK0rP*%|C@DKjt-
z(kWGeh82;q`v!|~Yh(B7((Rug^j9WN?Ya4@>jS5~&0~qi(K@@OW~izAv*7ZIZ$EM0
zraDGvFgR?;YagP=u0yAWIftOB*>qpu>c{uD4Swz4_Z~i-EGb>Kv9floIbZUySpq5P
z)y0^wRl<a=5+*dun9zJ(OlZzxLi0a`35i$BlFuHx<D28b((TV4I{eLz!RN*LiN4M)
zjSjI++B$K4GJ^@X{{Uga*ADeRG8wPg`cQvn3rFm8a40-M2BBQ*lSgb2w<b8=$+Pf-
zi3YuIC<sTUF^jO?f$%UJAWfQYH|P`a5*l4I2dJ#?Tv-gJDm>SLi_$y~@dV9i6f?sL
zHA~Y_AOY<H?5G#@qFYb@Ua3`4Ehw5E6y63s)amg*NFdV8i#$tT%7Vy`Z&mSD#EW*r
zH+vlRN{#H5kC5cH^Cdp`!6GUA=4n<ap<(mKrV593k$D(0Go<GMNO)l(y7F8SUP?z6
zK*#x6y%*xfg2i4<^I+rS6y#Jh5v_?+5DcdVV&`C)ZfryShOTlA#i}Sqh!5_G4;&jP
zvb5|SyoOgo)Uy~e#>aZw@_Gi{0gsZm8>}87&u0mAC7Y@?Zq2|&fNh3o@dRvx{w!K7
z!#fk2r7H@SCJL4=El3brDATt>v{=j6@<LQXiybS9X5DV8V_5jqXi>VmBPyfC74D+h
zq*TB{L4PB(82$eQizgcPKC`WHSAPwsqzSD?6<IOa(lp-U4XwDj=OAn^1<h(zyCkSs
z*%zr9>n>+dv<8AwXlqvPX&yX21fk+!ZS!Pr@zMSVHdmRPPEKodnDT6{0++X8RYi1Q
z4k&sP169E#QI{72Mb0MhX1!XQmuH&;ii*m<ZHO1Rp#=O*1}TotAw_crDS{6mQe-?s
zep?ugd=lY5C<`mD3lyd6bm+o!N%=}B7%Tp1oJjn}s6U}Jcu>$J)y!pN_eHTX!8Ow8
zE_QiJUEB$skp3!2*MV0S;Y6p|=(LI&qFbSsVumO`zB`8#H$r*vu!IwDS%?#n2D0QF
z)Ibbk^dhLmim)080ipg-G`L6sS?F9QjWu|a1QgFEy){rcTu4gyeNyk3udiKC>G0Aw
z1dR{39X^w+ORkLQ(2@Wpt6&P-Czdqt><jz*Ze3m9Um$_TdZeWp^=XH%qjd7rWbEvg
zCnsz47Ez<&t-RjGD=kiot7%JT!`iq@y%01~cx3DzNDJGbTzC;;M&x<<gG~OA*-HsC
zhxe@O1fhL#uqh6j<DfDQ^5P(#!kZIDwcW11B?7iaKvx9RL_jD4Ah&8hzY_y)*yt!g
z4kw4`zW|HDO4UG}n*A`rz#VnXY-uS~AOp~rPXN%+$kkA2WaM2b(v5^grEldZln4~b
zr8Tojc)Ot>3rSl(1tg_E4J3UL3fx_Nw+`3m>-6De`%mr2?@knHq0$Bvtcop&_Eezk
ziG;PWXLZ@c0|N!mnWGStcD6!L8Xt`(MjIU9<f<obUI<D#J*(jiS_zi&+U~>O%)rvS
z*VU|T%0sa9j^`$dOZzs$M%w_#<Y`E$j)kby1X1bcDa=Ia5h@k0i%Lbkgi6K#7M12)
zT!_;WC=FAbInU}X;BgxKe&!*A0YcKh-T;yY@(LtCN?^+&wY(tV(JHJRWa8{ZQSdJw
zbVpGXFy!hHNo9^ivPUYjM=G;NDv*B&4|*yxej**nI|LD32Pn;6Q<@DcHvfo}I-@iN
z(XYiAkbGbQQqZ!@cQ-s6Na13_im)+kZWIh2{X;0ZTDqnhMY1wEKu@)FW9A^bvHAtP
z8N+6;P9d_LBjZa`#>`fi*~*zHE=?nMmL?Q4h(TpEmBK=svXySiR=O!u=_WLIcm_qz
zVIuWZF@)%?3m|$X7TQ%g_}0Am)zU^cFA_T%4_GMk1A#m&&QdG^`PP3H$Y&R4eG<vP
zP`B&Uw(+m*s0noKXssKDNPdHa<cm;XlJ?0i|1TWXD<a8Bh~?`xCJVi-n_J>*>s`l=
z9zFuPR~{J*7cM{0lfm+R!_k)g{SeFVh*ylR>~Kq1er;h(sRg0=x|pl-(9GAuU5)h~
zSA&G+ksWh6<ld(wG~Xgy+7_bu=IMOIz9BD2s0tGh4=4)fL;88ldk)qk-d!l&qE5OK
z2m`>I79xB70?*)2g8TUqKb+(zAnz$-Y2U$bLUi9$VpKwWsALM`ePv_!_7~xi&#y~9
zG~h4a`qb{e+lCW<{<ODgUA%F))^33+Zb4^rJ-EE`TQa^k8a+k`AeA~j*LnNbhh3$$
zo9|n``b#&pLAC0hC)*&tFD+R%URk%kIiD4rNUCp!WAp9B2){}~_*D|Z*Pi7zK?tus
zLrr`V;cFqn--Hmp7V^`HPml25j_rPCa{I|-q-N(cJJI&JK>PZdmW|C`fBX7cw8h0c
zUVosw@#v54yW{oyyAww*e}3<m*9B^}K0FM!!P>14qtpzuAA+|@Kjy(|a#ml%lt;4q
zHcr_$Qd^MK_XmjWp<X<zMn>Pp>7;Z9@w^}0z~-A>eGcAcjBe5FGAVznGpQ+pWR(A4
z4Q88ObnyyNDLb$#iFJ1{xW-}T&AgiYl0qdfQiAmxhB!S$mSc6;WEQ87%~^aulePF(
zp05z-@FryLjhvx3%jVwLjm^E42~|?Q0~vcG5V3F07<*&aH}+Qj_r_iUR#K@^&K%d8
zG&IHNHE*``R~XI3&Eblb@sJ7y{K82k|6jy?37i~Nxo@4Su3oBosipUQU#HjUp6;2R
zrDn}6naNBhne2NqS!lA55C}^a5>NppDk$RfC-<tXAu$__paK&0T`)dTK=j@BLm!gs
zy+2S<FoLA#ol{*s(=%BJ_xj!g?W#I;PSbPFch2`e-}jyG-!QZ$H+Jj%h_!v!vWLOH
za%>N4<y3Nr84XU0N%L~owxx4D-eR5E=CvwVyI!MbHH_0?s2f<{m|ef~GmHK?gz{)X
zc?*cR{a_Wh7cRo>f?%uy_YWXwe-mNuapMOS3A{357c3HF{{X@DH$}KUP8vU`iswwM
z4*ttnJ<wEoU`>8yUs?y%zM7_^9V=RzmNYxvU7LHZLmN98rBRl$i`u+=v?E!+xI2!L
zucHoS@~}gPZWxI;b93X(t2_K4+PiyxoH1EZ%4)sa0%4dn*%6L*CoFQUMUOm-)>L=I
zosXEUUMs1!@Hzvd(K+pUU+3D^%)-t%MUc^sC2&>;CqE)?m-!(;O-WYWlt(uKCQpS(
z5=%~iM+KcRWJ{fw#XSr|c{Wg+#AD1!t`Xt&8DL#tAW~1AFV$2vSL?<ynQEq$E2DKM
zF2eQOIo;P3dY2L9I4#$~?IDTwwcs;yy({MQCY+kD!RaI~e;qI154M1!$NSsrfso&l
zjKj>?%_c2ALTjl?D!&^Pj0GRQ@Ee5L*G&GAFheBNfo-pza(-wEvo}>Rdtm}Fg1WBt
zEhrRq>&-RtbQ!oVHegEb*0)Mx6Vg0Gj%rSVT#VF%7n^s{oMfe}mgerA4~(V8I^!C-
zOk6LhP~&iY$7;cK_Z`--&&8PZRx5ZLrR|rg)T;6hjmhfZmLFc117nMBU!J5{Jw>xt
zo-t_^tdVsW=EYYpB}l^T0^hOQl%gSlSC!ue1OTyl+o4Qso%{o_39d#Ns258WJ1<m+
z`l_8*FYuVU;anoYlP;IwKhKW~f0dSeiGq8Usn?WfI9HOY^ZxTCew-BkI;91qHdk%z
z4bA}8n=<R}S>Cr}w8_V?v7XKMta7$D#TX?nr<9Z@-4PwyHphn>@}2#m#rx)m9$T}~
z(NfGBocWP#b|_;83+5hLmG`tQ-F`>^oX_31eKe(@b&SP~4jEHws%g#MF13-RlJj>B
zFW;zQjoNj$k9fVsAtXo1$qxzbOhnx-A?g-{s9Ct;o;0tgH(dfzqjwNdqnDRL)Y+Mc
zT8on0m#>#;jXsMf#FF4!7tXUR$KZ!i=rr+b&TcWOKYD@|L)00X*c|lxkuL{Xcn9EE
zZiZut5cL3deZ|6?!g0~Ui`Q6q3(w#NsLVTXBgBw}j+R_1EGJ{HTE^$RDh;m4*K-Lo
zufAH_5_`2|87JqwIyJU4S$eKu>#b<~T8Jo(@8*V0_pe?1g|#V{u&N!xK}&r3U8|NJ
zS`;&9M~ecS1TU>#pXpDT^r?BpwTs-A{L+q&g=q-e##%a;<P3mr-_jorbgyns4EG8y
zOQSGQS6J5{3v?_m#QHmmc6)QrJn)CMK|>(xa%Sr4Eb(P!CRj+Ptd4v(Yj+pICVQQj
z1#Ld;$+@s6vsh0hcmHu0+?DdDFowa}(5&Dh27|Tf{Y1w(zh99Ux1LwbUNvgWzeZR$
z(e!@F-*K)aR##ZhmlT&;F=Vq>jG5-&8iZIOIGU>sb#DIR`sh$=NGq4)G6hAdf{lZz
zfouB%xUtaD7g(}?G?ZF>cy-UV(dGdAsIzf6lO4=j)^2dNG-vU~woe_resNCCFf^s(
zGzP0yreQVt)%)jY;8aM=-__H5+uBA~^P(M}Zdm)N`95E9D7Ipp(iveN4Z}W~2m1&`
zzqVG-2sS{ma^nU;rM8`C#{++x1rG%^Ydc?J$H~CoE`bbXmqmv2qRa2y(!F&-OOTB$
zyZ4$+pI;hz!rCy>&^DapY`Kwq+em`Nxtm`+JP&T6_k3~emVY@sum7$W@7(#|x<qT~
zzD4jFZz<geXYyy^M5%-5FoDgh+JCvHoGgo(X&&x<g(rO*BJBGT-a@efXGEok!UK50
zhiV8^3D%Lb?@uADnlOPW>u>#Kt-p1oik4q^nxqj`JWamwCTmd3&>9AmB;4O~W+x|q
zRsr9(a~7RKp|fzDg;C&ty-fvlE)#3i(d0J>8G({BDL&c>mEGhdwgLWCSvVGQ;%6!p
zJ-rs<sRYDRa^htblIJG4ew8lv=Yp!0?wg|KPn?&<u1@nOpyrSL7c_sxPFLb}2UNVr
zWOnh2avRN{40b9xxJAx6>s*LC^MJ-sp1{iwgJmG<@w}{{6*3w8c$w7M&3cE~sK(dQ
zY(*7b*zCp!F1#v6u>X;W*XsNt)cMhDG>de8p`!DfM4g{#ebehD6YI_If1J)wG*xuI
zxAo1E*n~8{f7LqwQa)W#=}Y#xc=6f?)-<o`iPGqFrwl56Z}YPDrWGB2XUBN2D;@D6
zwQt4|zokePT3&AL3a>o8Dg_pd-M%cT)$3Ji)~eSTH3~gcXW5ZLvL|Jc$q1txOhB~{
z0Rd~{ROLV5cx-q(l7}_Y+(lYn%v5?j2DLtM3R&Zz*2e@LrY^jdNRYwzp~gQ~RSFkr
zdp=Qk3u=3k556yI`g7CT;418AGxPUM&Gq=odsg>vpI`9km{8}Y!)pTF`Jh@(0w^2`
zg*!K=ZfNTqHxa#KY}w6o-QU#5`y0A<Mr{ovx%^Pt2o@m1J73$f9S8e5?>u<j!g{4z
zM^hSJ&0BSHT0=Lk-QR18CKv7+PV{B%A<No3=KBN9gGkG-gtMf5rZ-oRyt%ECH#c|E
zdPyyBt!R1c6}5bgH@6-BF=Tlssex+V8)D?(n-|`NBP(OI_?I;-HKphur_~Bc(NnyQ
ztEhSc8-e3D2*=NdrLp#^rjLS2jKlnJ^eDT=W#{0(%FHu30hi=voDf)Lra7OC`sGCE
zRnvIeYsANB`f6=c=+%;GoM?NkM9k9k@=Gdu`IUXTgFkw9$=$0nuGST;4Z}HGY|$Od
zm+qe*+H!5{$~M=Jm#$o~%#avp7#nlj3S-6G+_ZViwrjQk!{IM`I@WilM&`8G%#H1H
z>x%1oqrtA_xv|?*_U5i3@cXvGLBUy{jG2OK%LZR#CS^4xGez&f$grfVS|xcOt5|=a
zm~$tzSPPPNZK&fduUAnxS2u1xr>GV7-@ei)NxHY=EzyNrI9IA0SD4RL75LRVZ)LNc
zx2;U1`<i>#M*50DMup31xb4mlq(`pn^#Oghtv|YI-=HVH;&W^Iw=c+hwU5|fe-(z(
z20l4Z=-GxhcHDK_uCa_t%V;bPy+sG5MANipe>VcLi3K}*`VNTmVB4YeI;gn=%|qdM
zU%lN|jp-vj2o_@f71=T1Nhl^RJb416tP_Abp&RwX%W-l{(%)w)$BmEc(A!fb-6)Fu
zpiY!vh0ED@3>Sy>we9`ht+$-sU1-_+-F>&h>xt;RUHyx1?Ds^5cMdGNalnHgxbM9q
ztHvHZ|4;XyKelS@vGWhA55IVzIQW_G?U1h3xIWT^d9eD*JoVtLpfa(vnzqj;7ot=Y
zXHiO4(O0LY1+h@fNAV8{=Toa>J@?Xt+G*m%a6Y)d0*G#{8qEiLwiUa%YTH>hZQI%Z
z6wMYIE9RYqXx<q`=AH0y`GQ*W&TN0|Q<X-@$dizaJfotKCw!s=Th<zRF6Er%uOg@q
zd1njNpuP_mZ_cxJxNB-!-J7J~-%R3i727nnwRPoZS0s#c4qbZ|Pa+3xKWFDv3dU*F
zJ544Hpq78(#<j87V3XGy@+et{L2F{QOu%o=Ex)O|^_Ig&cf6+JBvwdb5A3BHFKzZB
zYtPaeFD)&4Y5#((Hls%PD2e6OdTHs3m-a8B*=H1aY3V7!{YP7V_B8Hzd`J8CMUAYI
zBs5w&JG`~08ql|=>ZRQ_70|b)zg{C*e)!y?ZSBiGGab+ewv61lv8Z>twHm$C=(D+I
z$MfkFUSV+_#q)V19+U!1W8!q2$8Sq6*fpnR^GG9&lbHpTc)ky1GEy(%zwv4Or>Ww<
zzn?UU9$MJZ60Vz1ExarQJX!J5(gIzoseLIFSi^jC*{D95o_kTL7rnL03+JYy`d%dU
zo`lnvc4=Sac@)*R3_J`Dgk9w~ke-yG3=$qW<1q0qyN$))S87z1z`kF3@YgO3NK&?i
z)IuD%yK4J6Glc^)Q?{QvL6vCz3j%c`=9!{(87L^WQ9~&B7ZD1MAYbiFdHTd?P(Ez|
z5+nTDw#-Xv(cx9Ns!-w14Rfv#<Hx$(0W*s71K+sj8`~NglZjUIc0FTZlqS2`+qtE`
zb!Cf7CI<THJZ=>y`fR_1;{fE=ej4r-q)0zpPCSQ6>?g!t*l#r`XrY9HatH;%Jy86l
zb%b7c2^56hK@@~u{zGEgWM?>s&7%GLPt^=MoR1ucD&EcqgUE#lf4daZ27mhxFiecu
zdYhPlD+`L*S}2~H620>8)d_z_x_cB3mFl=+<_L><eMC3>dnK>%XHm(IA~%leL`iX}
zLH&OiqlG^`dgQ^oH#XCZfpb_5HbySSXg$1~v7;ERyXK2ATHknc=e}=OVzipqbo!@b
zv|vy0SPal&PgrKrWCyA=*>Obi5<vdaIH)1OMr`tW#O9<&?o7QI-93ZH(FVUlzUh|S
zt!{~h-Yro&!Rzl)Run(V{*A{473GElB47j}mKId7MUt9F;h4xaq!S71MHlIFqE{cI
zFe+YWt6-2o4F*BHD5C!o(V;NET~W(mE;=!5xVCLokP`SfkOBuwR)bMw#E+BLe*3^p
z50A%ErEl-Q8D77wwZ)nTQwz7W7@h4KdJ79%!e$kI=Y4-YzGl&*=O4WHym&pb=7HS{
z^OoVezgznJOZ%Jrohz@q9jnHhL9CJhYH<|&ekbrdfZq;$HsH4czXc#F6cdPuqr)L~
zm=x*@4H}RXz)<I75sB|KB6WF0V$q67T^^C>XCf0232B{X)W}SuPnwl{&+sbxqFKrJ
zTvPrW`U;UaN(Eay$O0CbLfTIH=0}(bps2zVWDSwXoX*D1#OmJ_Z+|E`kf&LNR#Z(T
zZKq4{E9B@qrjg2}j3xi@P&wlD`>0B&9D@LwOa^2MTK@NYP^g>~DJP<|7sWBrL>fTM
z2_g=}<0MQ}LskS}M6<yt`t*%%k=+N6Pr<p$h%`Qp@5AUy7t)BeiPoV`zgn1wT=Npr
ztGePvey0EXpl?=4-rpB(ZshE_;cUyAzO))yT5wWnE-tyISOI-^Y&(nBUm5g;y-Ln$
z&>0!6!S6GRpzr2;j$J2$KG81o4)Fzq`oNruUReq|+KxJUDM%|}SEkXjlNNhBje0u`
z6^=k5SU6<n!JvTn$bzs+5RqR^Aw?xq<^C31+E7cIG#wy}jGq?imrwxFDYUw1C9&5^
zGf9hvn}>s^Eei0lD2TK@MIcTKX?j#5GClzq6-k>!-mO=rVlPB&3U5SsT3xbG8s{RQ
ziBAeur+L!;zr+;cawXriaGOvYQwXkGa?g0);BaZhphCMl0MY8gOn$LYgI1U1!|3!$
zSPUveM-O=@DTxKwOK4S*8%D7jDTqLRQ9-Lf%&Q<YA+ohN2-N|92>62_U<W}P@QKT3
zzzhN=5Hy0I0R;5`!U!lNeiHa)AZ7#NTFO<{(zwwKZ;WV(HA-TDu1~?yH`)^kW@7Rq
z!2xS9XxcMKrWizN$RH)ipkz7BGdPQdFj-|Kl|coDroBugb%U>EvQ+ZQFk0gFib-tL
z=!EK7@j5;8XZ`b!1>3|gP-vvSLYaKwKh%tdL|H7s&q>}{=k%nV%okWg`JXCad%GuC
z{!^9G5J2eRH1o)(PjDy+BMA}rM?do6|9+vV5*_&t@g;~FTd|KSYicMDLJbIK1PO6X
zeX_Eo=B0Hrk0P3AIIZ$e!#)keK?=jtFq(s5?Yzvk%)ShfaiD>4pn-6RliPtNx8rHN
z9>d_bNT}g73ak=%c=r?vm8yjCK!je`^q$)bP&nl*V85b*`(l83O`4r&R=iS~sFh(r
z<1iJOStqb1Z_|4v%nRqK_-z*few4@hV=@27$7eR^K1qBgcyQA{Z);*LX04jFax4na
zbXeV88>a#^r@_7ypb7D^6rl<6@{1zYUk7K}F%j$kxw0m+aE+x{517j`6^!tEX%Q6R
z1}l+3!t38eiQgrXOfnMymOyF0)m98sAvqLVF;Xk>HH~;IuV>KoluHzro~l%MKutj0
z>tZ0BK|&=4iPq8}eJ8yB<}_?0x?E>$Ln^RD9Ko2xIa#Hil<cz~yEB<)RJ&YYBS~ph
zmC(lNorz8*?M%XOYsRajorx6P2z&Y`SjD6G4)Kt*Gx;}hhVYRDh>{>8GDb#&AV`5O
zv{<=OmvljusHtj0$4zO_nC?q&P7|>-fNBx$Suw5FjUflVxR6ys3{Rn%P(->9HZ3AN
z$D!ue7ePa@r#N0D{6$clz+-|o82|y{&u+J(;k_u@6e*=mk!1B0gJ$8hfL$oX&1P!n
z2Amy&&JDLpDB=z7nxf)%NjbG$x}r(+N+E9z)rhy)NPC@Lg(BYQaLfGqtB80TxEp_Z
z!I7`uwW&xm9Otqcty)sY>Ckx=SE@LE_vl6OZn@&xu0R}(RWE)9|26q<xI#ukWcXEB
z;=^A8*OR}4C32}`0Dl?ZDArL(CGD`)60t-nl?3pY@YCcQutX)5bi+Ce$X~+}N-9|f
zOCAtg(NakUwpuOLQBVE1&fxcpbu>~*7c4m>mT0At5kd>UXAUgUNhOPjz4#v4>#&5C
zN>=0jV4ZwBEa9Y*#js?#Si++cai18$e~r%-BmJhhCr*mo6DJV&#0$DTz8A<_F5;ee
zp`_bG`d%o(SJkam;Nq>-4D&Dk>(KmL#}?i^91M@3>%7nxt;w#sOm~#GrMhC7t{C^-
z<@auB%x%1H)zbU6G&O9zZ^P)ePDiMBQ#-ucgT0%?O#G86a6R5vJ=Ogk%ma>|5{<tT
zfIn%!k-S+t)m<?FOQ*W|Qzh}$)TwUrN)dk7D>)lVsIRzB%TdTHsd$>8A+pt5G_nZ=
zI>0YiDezsx3Y<bmXf+hM4ajhS@_E5uI563OZ-jl?P_eFm2lnWDr{kWu2dkgJI|NE)
zdOf^Hoqd70sd50PYV8&KRueY8UV^WQ><cAWp|WR^@@mbD-Mj388za6^tu04s6fmOH
zP+!TkcqyS6D8}7NnMzK`xoELB+_tLKrAaL6+X9Bvx_cZ>ncB!QMxLd=lo}Em%*kfG
zQ7_k-7^97|7_{!fP~6wOa8uU?kt3}gO3f1Z7Y<e9_2S^?f~Kd>-&64S^!N*e)-nP9
zB3LnPe^fA9d!xsG=KPHlcRI<`^X+?#Kad1URK~H!OT_Eh`km2ZCCte<aU%hnwWpph
zweKN~KbR6YN$)nME^)S|VKxkIsENFq!oYF_f$=4=c{_WObMtOwg{9PTccwEkcfL8@
zo9ac`I#C9V?$O1~E&jH&2W~rYf>hTPdxNbjS{y@z;qI*6P*~jTR<o>v)|oh?ozt_;
zc}LRCpu}ogy;|N;Of>K&-t5qD8kO3l*V?mlV!i7boN%NCI0FNdDf~3vHOn^-9<SPF
zZ$rL$bK-dk{oP32d?nw!nMpifs;N2)C|=ze8loOQt=8;TGU6nVm!ClSD{)dG2M##0
zev3V9QSYX;<#YIlADOK7uT)tVz9NHvpUz^?Q{XANLM|qoD~H|St7Xv^(ha3%0p12N
z;_~VVngi8nJn*uh!?fP-qjT23jNf2>ep*Ck5sdIn-tVLH)$xX3mf|;%=I3igB9{7O
zXJjM}8GJ!}bZ3vRJr`8VWCY@5QdlBw$xwU3tdGs94`!{LjyHmx5G%{Hn)3hT6Xu>x
z-QKjYw$rE7vJ?fk(GUYDbevY_Z3w$lF0GO?f<cpBsWoXG?o&8$6&E5LunhLW190Xf
zFri|JKOV|YfN!6o%w{S%0geeKjKZ=^7XMQgWRFIpr1v>?PxG@iy|H4)EFXL{d$a^A
zvfk%P>>jfD*~|1tb(xTTybm6Kz~5i$U9eTKsh!z*+Xqa^s9UW>Yo5~LPdN(n>dnBt
zwAiz%*?N!GoejnZoxDFE2<5!GM1IwraDLsVhf^EYENl;uO10W(U=12lsZ<2o7p3(M
zzp$jmoAdEzefQD^lQB>aB_jjpz-lNNt_qVI%IW{-N_-u74`Lky!Tr*D1AX&si?g62
ztlTe4;;Spg)=8)iUri87S@|~vN-Ar2>j;o2e^#R=<dhuz5h6PhmuU?gM_>4|QYD9r
zzD9}fa@pasuOu}lF}^N>-w(&mh1Frr*uILk41y;x26KZa1j<S~tPK2D8Gi;GhblA=
zjth2WEJI*E#)tpO2Yg2idvr~%CVa99G#w$(n6B7?{(sq1)v&R_ccf(4Lo^*J5mVz@
zJq}kfrq6P}8;!N@_Zi-I{Qj?huH%}4@RG%Wd{FQ0+St{#uFW~OZ{do^THAzHohK96
zW#L0D;XuyI^bOAK1J_)O=q2Z@i?ESo!BaPob6V5g(Y7`I$Qsa@s7pnRKDU!8l)q;Q
z`Mf;u_J>T_bP`E=7woM=u(uH6U0*$M0VN&9&=uj0U<~O5mw-<SKsbsHQa@L>$Na2f
zrl8kE(eYm4Xyp*~bEUdH3iGoi#YJ*1n`I7}ZJAFHwPaX_)UNFCwgG28;emi2r`2*x
zq!7rDWUT}fjMqDQ)->A!eOu8)upY+sft){(^XasnY%n(WSE=#U3)}s2T1!!C9ql#J
zYAPU%WmK$2>1$t9pI<#EQdsxtruL-;i!oGh_hfy%N%TtX#2)}hpbS-V(%5Aa;Gm$=
ztL<j}F(rh6$@;Sw&em6RoePxRtkxeZDFyh-oUFH=jh(HZUdJmG$kU8L70M|1fj_{~
zFF8CO=S#FsOaH{_@i<;mGlw14mnoX2UbZ@{j-Mj((4RWsNG+Ot6W;?`Fb!tIvX%Uh
zm{wt+j>@<v%vkcB*We0VNlGoyGU{kaW;SzAl*}mS7W1QvG9Me+8Bh2gxM1?MPNM<u
zXtcHWK;f`j9Ttb9{2{ur+K_K}b@>=rhre3Q)Qa-R?iKUM?nilK!Q&?lF8UDGc4j(}
z><Lt0ZW9>?Dtw+*x|NxUWLFoPnhP>On+-aHPKEn&K9=)mJwT~3v7ALs;7{%T@V0}0
z--9e3xQvvw?mcj@tLxB#eQh{O*rcT4uUia%-E#5QWvh8)_lkLB;Ua+Y$nHO>vr?6x
zhZ4z(X!!&xsr<gcbSBwsz5#)f+Dx*`IbY68sB}iH(M%J?#>OI!tIa%X)XIT3=jVUW
zb@0I6R`|<sWRSV(gG0A{xEtQU-$vqX`wkp}BUzYy7vF$?X&TK7oE~#hj0ISZ>Grwc
z3UrLT4Nfq)=)lSK{438(X#QA9w~zE4E5Vmnds+wI;O)7lw{KI2%hPpD-@I!C>)ni}
zA>hk;7#{u|;d++_%o*IfB$HTl>u}#KOS28jZt5#6YI4{MqlK<zIfJt}3VSp?`5`!n
ze*vQTLKV#)6DSeRe`McB9+-jU1qy-rk4oZ;E9PgKLh=Wdtj&OOCL<&-0}!M<BU5P%
zjKQKKS(LaBN9-+s8&VJ|Jqybz*;ar900jUc`DVC~Sz&)RU<;~9{*@;Yl8+-OFB2FQ
zV*;jQ;e8qxRM*Fd{its<V&~Q}&Ol6mtOP3&*<&SGXA08?J_)9`YN+x$wGJgYrs>-Q
z8K<Tp;mw7taQ{gXq&Adm_radEv5~&~D&Wv+a&`;E^t{f%=~OrQvWYrND8ujwma=+1
zqvzDNOjpFy);Sm-7BPJs$_@kn))DOURZM?U(DV-adz<{dz5XTwF~hwoxG{Au7hzH$
z^;oAX0wRyNbUMAuMRx9U>4E-nNxVeNnPlGC0smL^qR%>!1HYv+^;pRjd8AbR22%fc
zRRk+vFzeW}><X6dhMAo=ZRds<p9%Mlw|d*M0i9f>Qre@<QD54n<3g=<9SW*Kk=H(_
zKilZYMjUb(+z0@Ir2Gw?!NUB!jrY|%!z~fxcjEn7hf2#b7ORcZv0BFBVNHIkhE(gd
zI-Zu*$9+kL*U8kpme#426whibv6g@%6LBbI*02~?uAlr6Z^1t+V*T~gSpSYH*54;^
z#*odG0Ex#W48NB;Fb(&2Trw8-u~JRltHk?!4c;dZ-fvOU0}@HEqWr&6hy{=-<ZlyN
zlh14qS*QU@^EUqDf0?k_cc6F`M6tC)23IG>$T1YyB2!eT6U)0ypu7BYOvH5W;ynH-
ztWb%d{|=T0`%e4o{B>&E1e7c@rbct-VYs<tpnM#S-0Cs{<6~3H6G8wxW+8uP_Tdt&
zA4wi9MQ$aHk4>#tSInstoB{leGjKm28Q3gD+Y@%U2#|8Q$`ovhyRt!JZ(pL(#OioG
zSU_vk>hcGCl4)Mi?tM8s+T>DcG?dAVs0h?LwZ;~8WU@+~9$0zS>~Prb0>F~$#Y8{G
zyLcSVD1;U(rw9V|Xk$kijT9X0$6+5(Xd*on4wH-<xF3c~bO96|y;L7ep`dW;p%SdG
zb3csM?82j$>4PZ?+a=L{uompcy&bEXyH>Y2oP9Sf)5n4iH3~;UyW@y8-5KS9Ybf3_
zzut6Lvf0&c*E!>MN6e;uH9p!Fhz;-R8@zpOBdMTimSOa2nL;6VX1jx&-j(Z5=Nfrk
zrax)o+%Y5(UMT%KC=t`AXuvNdl>eHb#tbCG0q&^zRvL*s6!sZNpEPqvOX9m3NS~;(
zJJd2S=x|&~o+oG?<q2VM86e9)Mv2G4X_ZDn;G-Hn%TZ-DTK;7!wGvEP9ZoYr8z9CH
zz%k3fF+-8HomIBDC^&@aF+Vtj&d_)&XJ|6dfX7i}EjS`@R6I{IArShOWuL1Zv_Dic
zfS1Abuz@A?t&(LQ+5S+?2sX|dz{?_gl(lxo@tFoZ<L+4B)v-o!8-fL&Gv(!M#g(1y
z%L>-s=I+t|mS}ED=bH5a8^bc*dao($VpaA`xFdHY+?}x-V?xxPiUt{-E0l0}+foj5
ztjU)ha=7LLnJ*ggx#AYeV6l~7<egTlR&BPqIM!*>#-Nn@V2`<Bk42%BS9Y|P*aSFo
z3RA1G9FlUA#|5`L583S`681-eqM~?Ywvg8%eS6bGC0IR}dZZMDO5u^&GJX;L^=!NH
zMZC9eSMQCB?b)bZ4R@p}voGn6w?}#0Jy_Q=T5s~UuWsvH)ndP!amDP`s6$6v!cJ!=
zSlNGQLz9A5Ygnz@LeUhI>=37S<a(otitsn)`;&Us9kbdZ4h@TJ$p!pId;{sg6*5Hg
z_9<AB#t(plqy?53q>^U*Q@B;EW0XqbuoWYgn4}UtegJPF^{~V&m1JNYo`fPVvq&W=
zSP~aoS)~#$Y^4+H*rbvGtdkMz*rgI5EOCn^4pf4H$$`m#CAN||%uvN({N!_D+5uk5
zOTa6UpN#>7N|9a#puEko86+z+v!EijKQF1(+x12pO(=;&q}E_F7;I`nsZ^;Hgc4D&
zs+6>xP-yiCSNC8g;z`&W$x1};iKyQ>0n{hda!%S0AwzD|&!N&&CA9#{Yc@j_+P;h3
zpY@(;vQg2i^Q4^8D$5f})^5-{Sa_$>P;xn?QGz}t>(C?a4|u1cNnGG<oU(i`N~267
z?`KKL*?10?!8?tLM79C=ma{?mUkM7t*N8rG_taY9h=H3Y`n!O_WEcxSXKta6%V;q;
z32vfT6y0>S`zYdTCfx<K&ZuYc_c(p+Jwb$BuCU+hEiZyn8xDBA7=w*tOJ&PsLzn{7
zVJ5iS48gw5V{O<RY#z1<TZL`JwqZA5`@mdrm#}qsQ)xk|aN{k_w}iLvs@vsWz23iG
z**jM~7ZbW<T}&#g&z5f4wSI0_Hrq9K{jOU|3j5;aW_$m2yN7mn+_bl6Z)VHZhOO46
zE1fI3`D4a0ys1^*N<|ae#O}RYSB|wN60Kt^x9;7o2#&Ay2C?MX<XN_oP&_H7);gQH
z@&`aIxKGjoEhL5i-0u^Da7e75^e2kr=kw;W^_h@#<)y1hx>nySW<Afo&VH{j&U_Bc
z`u^&Fk9Z}O&8F@}ALr}S^=Uu4E9W!tpC{_m>3V!V`n+I81^B_Kx)+Y7vYCt@q_f#H
z_%V7}UXDJ`quTePJK{?j1Siw=<zLp<r{91N;LGr441L?p@B@4=lgwS{g?IO*Qd!(B
zRVpjs&F@jOUu9F-1iXRkj~zdYze4^yE?1t!(2Dsv{Ac*r$=|`})1ps$DgHzJN%Buv
zeFZa}z|6r3aHqg%=A~Dq-$)a-v@IR+oZ%+$J5EN<D0fMRk>N<K0Lgb=5gAf=UD}oY
zdYaHwYIB}5B~<^kGIFM*+*Lh`ToXtmSJYaHj3%S8Vq6IYgEi+Z#f;%b{7DFpqiw@=
zL;IK2XII=d)V?dqsI;`oN?R8+Cx@Fn+c!A!$$*+MsAx5@!0k{gOeVH|{TElQ{c5Sv
z>(hGmZYQH)+=1RL-FMxg(l822ZLIXg%lNxuUp$3XpBIbI6Jp<d4)$F;`8&AMRCt<6
z4PyOO>s6SZJfqRDvNPrh{PyFl$kHsC&d)Fx#6D4L$TKBa$1FQjs@6hKYD%XfSUgQN
zT??7<c8V>(JIQD?%%n3Egb)C%XDRX#hwC>+kHcGjUCZ-Y`~{cZftXnEGx+}^{{(;Y
z)6(B?7C$SF_cPUJU>2XhD?XF>i=ah({+{&yC-?;UAMpA6Q+?1bK0hlx{}18~!~~;!
zPJI3>{QlpI&(Dj`OY#3s*vLP?=NF{<FX4N|KK!BRiC>DZC2l1Di1ARuR*CC%o!zU)
zo&k442t$Fpp7hq)UF4Y%l$TQ`-5D1Wu%Ad-b>0zklZ({Quu=$iD5@r?OfJEtJ5zFr
zqGe@%GL<lAmeGW-*lb0D0*ROa_BZ0efV<SY^{L@v^Kiz%r{*;`k7NvQ8?<z;d&ut|
zDV%sTvFy`JAAMqZzMI#uDnhord3+!mAKZ{{*@&*=<(vFw-k<aQANIZkysfKD^xms|
z-*;QSUL<*uE$@3`%exZCcD*}GTUnNEC9>p7a@>@(g#Zmr+NKMXQp)gP*h(1&Cr#->
zJ1}(%oxGMp``Yr@A2XEY6^6n<Sz_it=iDpFOG4ninQ!<;`D5wabN_SBzn%a8&%Iao
zXf6M=e(1i#tuH+FWURs^6-(7dbZ;1Ba16`fS!_prFvnU!2E9~_MErJo`g}=ENsY?>
zD1EY1MX5A(nmS9%TDx6Th9;V2O_U;!&$Og}Z$aMWkGGg2=w&TyQLe#xk!6kB=AC;?
zG5ZG=ZhUDD%`?373tGy1GMO%(eEi%aSFu4lt>uAmTl=9rwO%H$DC|l_fu}mZZNTEL
zbCe9UmAJb0H#!=sN)&RbS!q!icULwxSUk0PC3{+3f^#i1y9ylWg|22@w@xC_YUFM8
zc8}Ap)VUk>Hr9_c=1DaMx!i2*QHvD$4Q{);zy{|U(Hqf)AiGg4yDwvVngZE<7TfDr
zuq^Fx{wt!_A;#kO&73We*<p5_H44;dlHm>0(I(11GzlLA?Cew4EjuTBvNlf6?3?_I
zq_E85)GGwPk&2Z?tkJ5G37&geAko+@j(mkk!u-UbL^pbwe=u5=0#v&AFtZm@9f3e;
zHBmS(ydd<6UI&_=!!+js%^v`oebgwT`4PMYwiy)n?ne|BU$Ib^55;roeXlK;exyRo
zL)i{!)~wya)4Rk81bkX(*oiR#^Dd=KSzKtbYox-De?lbF*i3ApT&{fSf>N#kZ)DTT
z#UJ{RNUFA)3W}97)dhjfYy%F_BWsS0f04+=0+HHkq$lWr(WVj!Bns)qZ)uqX5=$Yp
z*?64r`aBZ{UJI!qyn}^FT1bJBpOs1Tfco>4)C9;#A404u%qygvcw6+xp!F6MYlctW
zNv3%#Nbe#ET02$XcC%lXOBAfrWY@}s3%=@*P^PgO*dnD=E@U=-ppnTmbUytllU0S@
z5-<JEO5)p6l~f2?Gb74J!1FDFw=bmjk!R}EHa!64l;*3~%|Oq?D(AW|K^`KgMF}Q(
zQ7PIzGT*FTk0P8$R6^%^RG8qdI@V^TndHuICdI@X@X*NLFRJt#t(H6nJ!d_#@svra
zG|>-P@>JT5HTsZVB~a(Hw){Mq26Art55@Vc-DYPEh1LxbT4eAMo+_eTWTpT4lJ(+z
zrBaX0MW5bH9ah9-gF0o&dUOkdmB*;qWKlcqw;-rvUJ%g=r`4LL6$`sIe%Q`HhHteN
zC}<HaXJk5u$?Vk0neq7-m|v^4GKLmO#OKz~-hKk9PQ`p%A`>!<P%gfI<ExZ_&qpXH
zRY5hAorKTXDR<pd^c1C_3g}y5o#cgtL`^B|?)4XI>DpSUYh8mVuUnTUG7mPO=Ncej
zK={?+jVko^TK9UCs-?{WXrghgM^U5m(mKdV65AeXzz<Jt-O-JI%UZDsN0UsE`LLn5
zw!Po`b&bugesti_E>>+XwXw~m)-R|W-r}ii*iyTyN?+1gx_FbbqR1dvE7@J^wyO+Q
z<|(VeQMcEZS65N2Ku<r=Ev6!?@_*_J$~T_OtH{@UU!7luw94fslpZ`?7r8ECfS5^9
zc6#QV%(kvV60om}6Wp^xz&iTLl*$HK2jWv~Uyq6to9{1V^M{x0XvaF><`?zz_k=&C
zb~w}z&!4%r<_<^ebkBhU{;4*naAE!f;aVX3Nvok@?)HOCp@Gti-!JN2#Mu$fmMAZG
z9m4KG*^ySp8Yr24{Y5wJc8fVWJv^OQQ?&2f=`=~_20AG>C<(AL#CtNtb4p4tJh%O@
z-;~*a&xEf>P2)?Ws~X^kez!;_LN8?%ZG7W*@QI7RqrD<@0ac+ft0jatiN>PUm^G4T
zrAn(>YgLPXDA8JQc8s$tSjpkH^_<Jg(^wy+_n)OoH7H9~){8`P>v~a<PrlxQ0=IG9
zmrCDJB|DnGyw3mZNdw45*7Yc$x5(F{sKI%kaXsowWiGeqv!83tzNXUDP@Hvd-K67o
z+2OA{GT#Qygwmpxk*3yzokcGHfktP${WEg8045%-5Np(8RY`N(E+=|>QOm+z)0M-!
z%e7+BxI(WKTJkLAdluTd7Y0hy>PL%;G)4t}2ieARI;-BSk+wwcK5+GYN7}V!TZxOy
ziy_B^ct+k~RIEfYv6R448x|0ja!_HXta$xJCB1_eI`js3{Fg6s2JjeF4#+BHF<5~T
ztY9avgw)@WeUD6+b@d^0$st{2o`+a%G}<+ijhDn)he7W|8(%y12DI~eC4Y|j9@?-H
zJwrwhZamDFnP2mzjhE<3zD#&Vc{F&Vaxxn!dOsznv=F8+Ycx*H9^)&3^i34=w9(eB
z6lLhhj1A*)c{=6hcIZaSvYGRW!gXy@1Oh@U4%&xB_=pzPTU;$#VN{dd-|9FsAvb5;
z+&<J6vVB*>!(wed9$sJ8U1KgSv<RgVl}e$L%JYnBlS(3bg{S4>3pH1@6iDStk=$r^
zJES6!Qfl!Oko6H>J3wYX$i3f8{scV(BJzL+3*}k|(xf)6dKBv4z;{v}+m2!7P%>Go
z+e7c5X8u+R#7+SODi~j7w>wJoqK)5+$OBXosm5Uh)<nM%D~)*;i(M&{DlXD!ztZoE
zr04~LVmh?(A>JD>ze#KS^K<}J;F+XVZ9KbiQlq3ePX}uv%1-V>uSsacrj{}T@$|Y1
zyEb6$dCVD9o>$S}$cX>KnM=l5VeiH5kY=GxBK}6s9U2Euw&>N1N$@^8&O3dRBM;Mo
z*J4x~d2(&7(uO8nakU)JyW$4qI;$)SfwL5qoJl^T<kGB{->B8TLB!v%6Q;EzE2~UP
zp1b7l5fmFT+8{B+VyHvv!1@q;SE99<3=XyA$FvMwsn)EP(chwJiPj3W8i~`;XJKtx
z@pFQgBzlugzejFR%9tMjbMOy@-g)s00`x$>P%MP<)9LzG>?Y_!ckxX|rMGLuBBf4+
z-YY~_q0}yNr+7_K_b5Gic2}wK33>ujiDpoYrpi`?tjo5={$A!punlLc1@bEdPcf{J
zblZ7%3M_T*`iyBZKa#;}$*p%-t(vcCOANG-k*LAfSk)4zuG#1?85JMV<k@XHNQg9c
zlNR})KcLr)NpuBP`aStQ-ukObHx7uTNZnEq^P1HpR@)34U(17uTUpm#K!1j}S-h^s
z>uyRz74!Llmdg)LpOczU+`Z*o!8%z-X5|Ma9AaU`Sg_8o7&F)S`9<=!H$pio_n+K<
z_LJ!Ivk#rwx^fnVu7Nf1^Z$70Uif@w%TgKVGWePRl}D9v`YI8l8Kk4~A&AN;UCFvw
z3?aaTl740O)s#2*t0`j0Spmlcae~L%bTtL(Ypafg**VTluKwBHajDvFLeAf=`?RCl
z-|w^CkzY}19vXDl73qZ+cZYgC8$VB*-fK3aQ0;Es)8MMJN;dvra@C`!cgWhFYNUFo
z_u!nMs)K5RWZ+y`UWX24K-Rpfj&({$Q#!4V)qPL*uR4)VXW6~ZB1^My)`&Bq>rm1P
zk?`d=xSTb=O4k8_a8p~E09v!V*Q1&Cct0N!7_Y0yehr)l*7e)ufR_FIUa%H?PYW&e
zxkUDuP-)g{^BpSj9=RpIJg*srM-xcMp?SzzrtuBbSaq)EVq-y`Rn;dGJzL~aI&J-<
zg*B{(`7SX>x%Bb8>SDvjQ)$6{)2bKH(xQf*GEYZ!iBjq)sdoOISr59XQ3wPt>rjSE
z^DBK=w~#l-QeqV0tU9rNJwIazu+Un+h&=0galU>%nxCco+8s2X&WUg)IEpque_o_R
zj#Vf6DtdGS@*yGP!aI$BLSxZLF0Q1>J`Gu*MrQ>NthEAt+?5Adm-Hg~{Bnu~o2{VC
z@Ts8O5N#pWpL1|itb?CoPw=PCiyY}GhMfv`%`+3rxY?EELO#os4_(*qj}Cgp+B}mU
zqJgEN&FyI`vxszdgE3Dn75s8wdD!FH6Ca>|!n=cw_WFJGc6;q$E&W{DMW8#t<T?b^
zPFA!}P)$G?<Xh*fixq+`i5a;44ov+eaQG_@S)4#fNC$_^^@chwLh~hj>0!S>VaPX|
zoCXDRCv$?4>+>y^0yub4NNb!nTRtRa_Y2N2Vl{Y4t47Q`Ah=f`(l{+>w|D{bLzx^s
zIV6|S8ygH?W?n;!OGYS@T>LWAjNbT*emHRP8Kxa=?I@6H(N5%<fB5&{cynsU%uF>}
zVd-fPb4a+1pWec6Qf4lki)uv0PcRp#DCA#Xr#kQ++kf)WtV3-7bytnVdJ78rt{WYR
z_ZGa(<n?>&{BDie+Xde)HS_#6AB^v6jy@2&_Ji^E<|7XrIe7C(an0n>z5_Rpl+;YF
zB5gI%jZCvJ3gOH0u*%{PC<q|}Oh~P-4pEZ6MTK5?hYC&PA~}AtglSeOHu~fmwc@j%
zH*4j}3sSqS(0s2#MTcxgqs?w&u3c0b3oItdO|TM?Uu-qOs4lvN*(+RyT)yC(R#0TX
zQYaEsW)F^*CE25IdUy&Q^EnxLc#7GpQg7IF2DR~H4Si+0J$s9H)fCH261A+fwZGJV
zZAXEzZhznH^o<TWYIT?joW=T&H%#`oIa>CbY$jN3DkUb9rl@7G!ZWo0NcXKkrJF8f
z0>T6ppxV#Yw0kj;Jw<l-?leR-MFmB^qHBucMWUi2QM*QD<W=}JEIH(AD_W4dptIBA
z^p6+Z=^fO!yfTF2%*_9QmkCsk9o<vb-|UjeMS5vbU0>zZvxis46gsV9q`bE-Pg~UB
zc6Zg4NEI^Rwybra?D`vQ-VRsIaAQ7WZ9dRhqB0mIQe$4F!D<-s_YWEDR)g8oRAjF#
zGMa5>z1?D#OU*|0LeSIQP$Ff7g>}8iR-JSuGbW5c1ZAm`b9TLgMXbxBf_$?=Au&rH
zMSAjOJ&HsdGY_nCN~6=30`s<z8MBQz^YiT+UsPzMGFl~dmsggJ*uKeZ&=g~?{1|$G
z<74{5f)XA5O`S@szW4|FiyNKDPD^Q)=@%Y?tiNo{2MPRz^HHBq<f_0*afwXX!uN3z
zn%=SwNlQNaSs{}#^Q2IJ<@oBJs)4!!u~Z_F%krwaeOJfADOY=eUTf0R@3z@C9<{dS
z2VwyiQ`a@$=TfLOLXkC3XV&O6R~;A}mg#NukkM3A^L>UX+BF3-w84Czg!x_pS!3Cn
zrv_8*@rZN<m~x${W%JD6OgVW%Fnz1)vd{BR7WXgh9glU|l+L=5_@4HC3YA2r5Sv{M
zB^}evc0tKfSMN0~wxrJ8R?%{>*bLsHvZGYbw6uiwR<tgjnW#Gwp6+t%B~l%_NiLUG
zUv;F->~eKZ?{>A7o1K>7Xjh)Ix&vv$L6<Y*!dc2fna&D~klI~18#QwFKulgN!I!%?
z?<Qep#%1!23lg@(VplLiI<PUTQL0t+?+iMj&t7D_xTsU&pI<(dXSF(v=zX_Fx`;Ul
z@^et7R6SMRDYMBu9<Nux%TG|t`;4^a>+pRUn%E(jU}k&hot~UWJ4tg7&L6z@y|=z^
zZf<6>uzR7eceW#ca%O(+jy?N^26XOS-rKFy*G>&h9Go6!B=MsQ3wsY&dcr;4z0C#r
zwSA@C^W{}x`apfh?nZ05tHjW`vDUn=%r(-qtGkQBcHqKxPzLL$>a$iy3pNCYL*(-L
z<(LB(^AaVZ3|ZDdGR+p=9NgJ<y!~mI&Ck70I<LAjQ8R4RD`BeIJWX!@fi?$I9PS>N
zZM7BkNB2&|I_*bkjjOw{s?(#>x^`E!>}US(&_~`it^sFYwHxFLdG$!7#aLL<Io;5N
zZRC#b*7?CoXZ7yFlC}y9i}>12{XGQY!#JL?5YISfG|X$jOfkpID-=oi|71|}INGl1
z?mEzFx3?YY={nSEU(lB{y2=|1RQi%8S4Crif>8~><6y0C<{e|hC(!qanZd(d&eDNU
z>tF<Z&!TrcQjaqdK^S71V@+v!lzH`RR$TjE$UApHTyy=2xQ1>t+$B>gWq01ES4k9~
z5?hS<`r}f?_e?sy5xl`~Clz|DQ7>K;3Z>GEXZ2`a3{y`s7Qqr#MR^|9FqT3+8MTmk
z?W~OPk^_b#p`s4OH<$4W!<)staYU_A=x+746sdRZcGi{VOLby}q^P>BuyLfprmfi1
zdX(N}e!X04x94eYt?X~FG5dDuOu90iQ6|>wl#c4olETiwbV~wL`VeCl9HF|Yy0e{j
zSdU(KBx<*de68hAVJcg(0*z>5YebJC4c1j)lCuo*G9j&T=ZGejn9OFz?CPD}UDW1t
zLY}OV<W;n~hOU|p_Q*6Uxxa5(mFHy(nkwL=6xb`SZZDjh-`6pEh+eJQ+nBG==wRt;
zLAxM#HMaRRW}~*d#q7@0>P>o$S#OYv4LZftaM!e&kxqksR#E4fCP4_tFgJ=}$Zvd}
z4`GipuTm1EkB-YnF++9~t7DqX;}*NawDC=aS|WW*%6du*$ITb$pZ%OZ>b_MfmrHNe
z<k_5R`jlD$$<Y{neB)hs7gFlej8Slqs-}EvRd(zEs;WdKWklj7K+ATC?-0o@8^~&r
z=^9;qp<SM~a=S<(R!gkzX3x-pv0y=+RioBx=x&o~<6n){)?+u&XPPG3oHCVCATn53
zrCQlN*x{FGOf;ByS^48k1pmedW_TgY@G`1}s#<eZV!B-}ktToBTyNMk*SCc+=F(wo
z(}Svo`E3Vw_Z?_7S^cR))!kCLL@E;*oE6T7JyjOkd7!CfsM>UG+kkH{U+-!xaWxcb
z=(~MmyGp7jkM?)ovec^;i#0k}V#y?>Ju@}>0%v2OZr6Za-!;=@wU*T*J@iv&nF7Jp
zl##NY73dUCV#;-CQ`j89Q264bSAj&j@kg=U=}}8*-NvWDgy@fH)q;9+p6=o|)N-Ag
zX|6Du(ND9fPMBYAkeZDuLHh2L$t=airKJKbFEuSlO+Zy~UMVfLZNV!OyEZ)<x;b*W
zZ@M9Id~EzK2k5iqss`&_6Jx8pIy-i^2Ud)M;Q@dD-asE6IXF8xv3ttxkGeXl?AG$u
zq9wn3f@Zz-_1>~JwtnNMzK-Gozpt*jiRk_B(t7u;Ihry7>nSc?y+-2I*{FJFd;Jpu
zEBig?jZC4f`}(WP{W`T=DifOus|p$it1V3aWMlhPHKzQw{k!`PHkv|8w%O}$C{(xZ
zt=`Lc{I@LisiYEc$6Cl&O1q}2bq;4kz*{x88|-1Vxq710Wh<?Bfc}x*sXwj?-vo^)
zDczcqd4hQsxKJ`*q)=!wHJ}-U9}yCwo3`$$Ys2-oe$=M33pA`lN6~-$l<0P$R`e#U
z!qsbH1xRBpDyA^A-1Fw>@hriw)bQ{3FXrWm-ZbUqTWac|<>QhwOts|SK;6<c5G-0$
z2?|Yxeaz8|rzHP2k5`KSK!A>33Yb>r>lqLXbMX3h5QaphY4|PzaqW)qp!h*a6Tn>=
zkd8?=G9Wv-Gsq19&niw5P~MOQKO>+zxf7^G>QC~Zacb^Q!&?Nj*Ig2RtxILWIstvn
z4sga$kcK-kJhKH}L|`li_yoY~88F37Kgoc3;1cjT^XDvemM;>phO*!+0h@M5h}lJH
zxX1nr9vp`V<oPZM-_O4-1I{}N?q@&AezI_qK#^$&_;m3{OMdKn$bHhYR=R&Xl#OkN
z@{;nBid|lJ<y7Ub2vmK`_eliRPuIM}L+uG3>Z}<4W*fXz_fq}eHgq)H({N8?JBE`P
zXgbmC+63!6LrW6FMFOq=oPl-&2OlS}YkAl4t*~3V``aDA?G$Z;ANz0H3A(1cXVUOi
z&r%w`lMTJ8-e2?`?0cnus{g{klYxrBje&pOb7;@qd&~CTx%c(K1%Q9rH@oj^Lv2GJ
z9`+Ca<A`VE)PFiWI`YFD<lz4uu4=;Y4FaQe0I!a|I;I1d8#^=h`q=B^g#cyar^kOb
z{_F9LonWGB;_5V<nz&~ZJWXKII2oP%+~k`Gru<WPPrWj2pDvm%pRS#5-4UYGPtE+z
z{`(Gm>)^i}dgah}{!+NQ{pvfeabEL{YlpA>-@&Ee)3XO=e-!EqottZz`&l>?{?+`W
z3yQ_A#cxEKA}0^)4zC~Cb>xL;F#7P)%+gO|eX+IJW3eyAo8r$ck1s!Xo&UP8BuW!2
zNon#+skYQtQ?IU6t~9JXe)Oi*f$IgwtjFHG;h7trf7=ajJ8^vE_{{Oy<42CCj^B9v
zmg8rR-*@~Y$3K1i9KaWjKXd$r8$CB(f8&pDI&-t|=3Cybd;8qmfB%kK-tpo)UOZtw
z5k7JLo$7ZUdgn{;diT42|L)_r2ydCZ<>x1lp1k?wdrsbU^8S;5d-5|U&!2qi<d;vr
z_#WLAL!5)hbMRjYPD%bGXiiy9z3<eAPJR5;Z%+O3wB)qrwB>ZcY0qij>88^ir~6NT
z>GX5AU31&QZSmW_blY>ccijHK?Qi8E2RX<=4s!6{5AK)(_`w}NI8%S-6K6hgXU&}t
z-T8yN8t!`Vt~c&Z-2KbDe|b*;;P2l%{@#zhPxQW9a*%@@<RAw*$UzSNs^Psk$UzQr
zkb@lLAO|`4{{-K<*K+USdw=r&>i6IF{@>i^z3<NZ{&0EtK;H-6`GME&AH4tW```HB
z<OkpL!5=>`is3p8cjO=kImkf{a*%@@<RAw*$UzQrkb^%1KAeLb{PzX?yRu5A2yLo`
zii{T52=Los)%Zw&-<GTvevT^(s1o5*Tv?cfBciOr|HGBVS@ja?sPK1OSxS|QZsN)^
zij|z;%5vs^r12Hhq~xPqSxJ>k-r~wCwOGp2siyV-4)+!nT52xk$}}ahRC8s9l33r)
zl?9a5dXg&(vv5R|()wYpEY7NzP;J(SxU!TonSESYMro}-<jQh-B#p12Dy+Ze%1X*)
zE9A;5iNMy#mDQ9Ba0C>Mb_HhiqGhg3<V?y$&ZJD_Ov=J693p2@7H8EHIg>JxGbs}}
zlQNMrDHA!9GLbVWtJGGug)0*|KS;4uEmcj`P|Z-<M@6U*m7wBO68`3?6x4M?DM2mc
z&mh!9pcJF3;EbP&0<hF5)Gbhpa4w0D!tfmi?4$5G2bd~q07|n^6Q))HV;Fi1Lm%VR
zF<fG)LFoAy^t*ybj6!JvQ^LYu9B__7TYd~SO>;F>hkn(aK5C-8c>Eyrunf2?j2nb;
zP#+=c2#31|juxR7om~O?l4*X%p+16nh+dMOc`OH(>Vo50ID=|~SPGkYB>luWPFXz4
z3Y-mLetGGxLfZtcSplp$EHxJD7jfM_DgZPg=|ph57?x`rZXd=NVQLA+L{gr^pDafa
zkIUlvB-UvJXyLV&;RBsd0TmHwnFJ|xV{RgtlSrD6Ap9*s3qm2`Cy2*jIbBDfN7QQ&
z@K9gJ;Aj;}DXfPi@HY$PD5fcaWr6sOz~=%dDbi~S^F+psVU9wW(ik2kiS-n~TA7C$
zWRELYf=S$OnA1fB^F(Bk#8#1nUW1&yB8@F`_53JH&`%W0XPKii1~p4~RMKY>ODaPF
z8gUu(Lgof9TS9vjTMe>=Mb2^&RZD;ygz;1OD28>-+cl9H8HMOE#_<)$vYo}48H%$x
zLQ=aPw<BC1f#WJXceAzW!M!cv9*$u-tZ=h5Ti(3&#W+hw{1d$-ur=^D8pgUtmb;wh
zhS0dc;UwYc2CnxMa6vS5G_9o|wh=S~mNxOld!7(b62#+&xbds7cUi!?LT9%7tJZB?
zPjZ&STYe+-QVX8r(w3gWW6ohqM57!@>mV~TxBJNj&aRi!*vN8;#$$jV#<ugH<8S3T
zkNa2SaR-5t5LJq2Ss8bprTVc|#4%+l0OYS)DIdTbmMv<zw9R^|IGgi9`53mL1#Cq~
zH^-nh2(%L!^SzQjqnHLn!91px_&L(oPBxmvcD{^xCsN?sA+65fF^H!*h9ylTlS*rw
z$L9S)i1XcOmV2=b5Z*Fp71@4z8Ot@s`3KTVm^%(~J~@m%N(6IAsGG%f@LJxgu@u*W
z*iT|x&3u{%?-h9h5*6mKOjBI+A@h@r>rIcdl>_2MSFxNzcs}hUvsI4M2%c$CJg3Oa
z-!6O9hD4T9z%Scm!8`X(X!uKIn>{~BbZ5EvoWhz5ZHkjyImkrCt#q|z*#P2%@ItZ$
z-d85lna3QCy)o=Zf|ul!*j{jxRS|y>=ROHnq`ZRX3-M2LIF3a)-$MF9m{IKgFKwg5
zi^n+4WP0akNF*z(Sj7G=!pRwVbrtrPVU7nr!{DX7*{Z!*GeKOQqxk%4tDoCC6H2%E
zg)sKht2m>GVC^HV2B8i~XaO+zb3U%mYqt2#GH&)}yhSD(;Hmj@qSF;d12%6<AA@`!
zY<}9B4?`W%6K^#nJBe~pBxBu|i*USEUOLJl&5fjIPBJSOA^Ij(5az}r9y`YA-HUln
zaM6d)D@b0n!0DN{V`5j!T)sm_h~vCFi239#B}iqW{8oSVAE1l0go2oNB)16X>*u(+
z8sc*87^XElW=3!}p2W7v(RgXyLV0X+oCj@}WyxqRYlV<KAFjARDzmELv3K@v-YwpZ
zm;Kh(QM@XMY~h=yE0cp|W=$p%@jCQU{OSy?!uaEGmW3?i^;Z<z+hSIPB~;I1TEbkU
zT1o3N+m{d>`Z$dz@hpj^Y2fGeW?Q;)sb)ub!ew@(*=*ApNvvWyF8zgi<fFj~UR@H&
zgtI7^!=Gr(j9d-_Mkp(Gq%Px+iRYig9PkmZb(0q-+1OEB-YM&j;TXY3ne6o$A18M5
zDVtj*v9BPyn&tT3Ipzj0q0vN|`y{r~819|SqU|f+ztjTw_%=ZG;<Lk49~@0Vv>e4X
z0jOiai;lvXNjU0(+8(I!0LB=1-h(wYh2ziw;7#BdNBS6r&mlOT!9K2!V(~FL+6(wY
z&=+dkOHJc3dZD*5j5&(?-UqdV@ZHPdp%&dxGXck_+>gB=8E*($ku^ksi;0BNaj0k0
z9B!s6fJfvh+XqLZ(Ek8;)(?FLaDRw?G=3j052fks<0$oG8KIt0pWQ&wAU;C16YxC(
zcw=~cKjxWGJA`@YgY$%!UQ7WRxr*bJ;34@;a%Yf^5PgFH8Ls?T1_PLyjQqOcdju#)
z{rAJ!aU3Crp=A%|bPP+cmy;Rdb`T$BxFVYB#@ryOA{q2Rc^~}sr)4*aKM5_PS-owR
z-4s5b!6N+mxzBDaxnX=nw9$=^#<8x@Sudx{QOw8IQKzsa_F^nQ=6Eb^A${0-3H7{n
zk}-y}C?Vq^-DcCmTQz%`IYN5j&rfig-Yyp;bw8E~qH8QY@}+u)x%nVlTV2!4?u&#H
z@nn2H#dgON%ke}o6^X~HSbsFijz$(1Q%QC-oD3(9hUcnO1L4_3c$FPq4#&oiEr;2`
z;Ia5hijBq>A|W;uUp|&VEm+iZbsg(QUrk<iG#Fi8WCwz=P&{-5YWKt!W9-1nToR2l
zz8Fce(d>Ta;|aDaG8>JAf>D+m5pd!#D4UG0Btl^pk-Hj9gxQtYTsXm|7Q^hmz&JY?
z358?Ha2uNphuQGbY<O-iJjX^!Ejt%Zh7yrw#2y}FE}RNRqRFc6U^FtDh@dfo>{1*$
zgmHqgB=nMq%(L^srAYJ`yBbL?vdNX%R5Z*c;xKL`wg5x{YAU=0En{;afJ7{uNLI0d
z6gwXdrdAT+B%25W7m*Z<5lVX5<Wdmi8VW8$88um2iKZgU&}D38DVzYzWH^O8NV3a`
zIA{Y=3%y69@l|#agv&;jmV==b8;P+gBx|4yngEY67%M){&PEn+$7G;X`1%wyjvNVB
zu^gM8B)b%h9b-c)pi)9N5?>62oCpFhiAWMjG#p%FSC-K*(BlHsBqKKfdMXYK9Yrh!
zSx~?d84DRtXfc=o!orEF(eT1bG?+-+RVzPqE3$`%Ne~fIL1R^I-6qke62ZCfQZR7@
z@qtyEw#)^P_%f;v#ew};B%G`oTnUv1lVzYqwm%V%rxsJG<z%bRHx~~jtCskdRnWkf
zI<_2NNCcM`kNJYLU}p#wFrzD>U~)bl1AzlpX0YVS@^Ul+hJ(&ku`}@%kk~PH1xzS~
zj1^TQL4-iHsj!!wizJu9fQdqv6A?HY0+cX(2SJVD#8M=cg6?LIVXk;{1W|$A#1njB
z9*yAL&O6w_+)60rMdo-E+ImqNegM$V>S83cm_^wt3>t}rqAOtg8S3LPu$0nB8JQMY
z=+MLEs3o%qY#sETOeG>AVvzg**be!=+OPylBQOfg3FJx=Xy(ktS7Xt5aBj2of<#nc
zS-=jc4;5BY%ism(!iY_TvlxypZ<Z+dC9qwBjuaBX^JFnH8%ZJmq#6g3=i_L$Ad)#z
zd)e7w5@?Ob(w>4>LMdkp;aJsb<Va*WJQoR8#S;rYbmRlfYdD`$2I|FTf#(3~W@jh3
zlk@sIhcSpSUP59%90#6|Xkacy!Lea+Z+4SNl$#u-N;QI%lf;t;_y!S#p%oZ5NM_E<
z&L_a>p(z3raRGQnG6q?JMxi+yp9N<ZLqZ8+N6p*Wm2-gz3MP~BP$Y=#1LhgHtXL{Y
z{AnZ#k|{+!ZsL|5<2?0CWtgHl><x(?cErPe7FB1No0l^;L_L2x8UZ^cW23$jBvQc$
zcoHEFy~vkG=FxW;3uJi(7)mbU2@74%uAs@AM3tPC0Ea$cJQ+qVI=&ns9`%x>k_it(
zl1al!8WXX)7+<;!k7ydKBw|2J7<Vui2Oo-QIUEk9cmvDWF&O_`1W&wHV&dS&j)t=W
zZY-WcQ-(P62se$1rEsT`izpt<hBwXJU>2hZG<-4z#uNb+r6bSf1c2t-KrcHs+&4bu
zAMIrWW9-Q2@MNH;w}<uk$KcrGWv2q;1H%*JEMScKhsI~v;Xc+sG{f!<4E1=~-szFi
z-mx)uc$5w78yO7rLS0~}dvKyBFx1a>LA#-0i0c8EiO}izFpCD{x(f7;q0aX8j&={g
zp}#9I7#N@NvVDQ^A=GCdbn0hE{G;Q6?ukMFC_6GSIx;-g3&Zz7w?l!UzEK#ZcVF+&
zIE36GsAGF4;eZ_*@DC2+q5Km-{V1lddw67KG|)dV&JGL@_Vhw!S1(ZJ?;7kSLjhCW
zgZ{uiFWcka=kM>ut%jkOQH;h>H#N|Ut6)4o{O=wQ3=bhTx`&6xN8!*5T#k;Xn@$DB
zdcCZFG%$t)(l<H`-6L^Ai(%Xev>WOry&zGun=}F_=y+nRH$zKLuYVBw8bgh<k*id>
z+XA`U0)K{VbGHTl<8BMc@n7!Nz+dOB0iwO!?Sb6wf!ytZ-0gv_-aL1UVDl{kUOKtk
z1i9M;x!VN)<!%$e+$6s>pr}7usavR>{xRGW`4n9Wf6MsE{>%Ln3jInY4LHnwSBkGv
zA$+0qO7S%sgfF`OO7XQ?gfITlmE!Ak2wysVrT7K|;KMhCexV@5_(J%b#Gg74v!1e3
zR&Zo_R6XSe@q0iqUg`h@;6(@`D^xpmg4#`;0Tn&~ig^&6*CU{&r@^#er1n$ap{}NW
z3U2)^YLOOENm@^(=mP2(T~FOW`>C7hA)28N&>DK4*3wDZPTxd3>C^PT6L%(XHKqR_
zKj%E>-h1v+E`?CKwkag1ltOYN$)0_uL`0i}7|ZEOZe*lMg+bYkL1_##wwscM#u(dV
z46+YGwh@~8f1l^vZZ|)({9gb6y#CKabDrfq%lr9$KhJZ{OJ^MEG&+FZN{^+p=?U~P
zI+Q*`htXH*NcuiKhki-VrK{*gjGRtntm!1C1)a<|(d!ux`XJMbHZX(eJZ21C$jqQm
zGjr%-Mu++_tI$AZJsQF6M5CDfXf*R38p9aSIHnLyWX_>U%oP;I+(6OHQ?!72g%&gK
z&=Mp^0<uAI$N{CH&L|yuqYUJSHlSgs49!4K&^+`M#iM6v4Jt>Q&~vm0y+DW2OLPjo
zLKo0$bQ8USniX*M7FDs`SsClY)(5;z>hfmo{ujJ+fcJ6WeHM6^0Pp+2`z196nw?Ht
z0Pm*2+W~lc0q?%RdnE7<2Hp|Cdm->%4!qX_?@Zvm4|pE|-roc7E5Q36@P0|pVQ6|T
zqXOQIfp<&b-4S?q1>U`Z_fX(H0eDXb-t&QXJn&uvyuSe6UjpyLz}o=4&jRnCfcMY9
z`zG*y0KA_8?`pIFNzh`X1m4YncYEO74S4ql-ot?RIN%)$6m`IRHSqodc<%<@-vIA?
z;C&u=UkBcgfbtvkhGkI&Yl+^nHo&_j@OB2i9(8$h!_9a%2HtIecPHTO1H1<V?+L(r
zCh(pQyq5#-wZMBT@Xi6=MZo(C@V*PYUr=LdB{h+50=yl7w>$9e1-!=s?^(cm3GiM8
zyf*;voxuAW;C&K!{{+0R1Mf26{hpq{DCkheh7M!e(vgfO@a_Y=#{%yV;2jOT<AC=n
z;Jprb?*!ht!21O7z5u*$0PiQj`z;!XI5Yw^Mx&4hjYdvr4C(~*x}u4w7n+0ypfD(n
zM$>?IIPjhgyq5v*bl|-Ucz+95CxQ1_;Qb5mevO{62t8%%qi3u=DrY;O=WI9hg6)f5
zvZK%|b}D+!&IaCbz<VX|UJJZ81MfY+`|G;AEjTmYO@Ox}@b&=Se!zPK@Wzjpvw^n`
zc&`E8nfU+o3A~R3@1KG9ec)Y9jiD`pcU$1?3B3CN?~%ZJD)3$mywidA4&Z$dcozWg
z^T4|lc$We1O4^a(=m20mmT>^y9>BXd@E!@gLxA^O;GGD(*8=Y>;GGS;j{@%^;C%&n
z-v-`K=|V))r;!C+jBHUq<OsYyfv7+59s;~40PiWlI~;h=1>Q@5w;p(}2i}>$dk5rv
z3%rYg_f6pa0(iei8DOs)fNvS=1-$zM@3Fu;6nMu1@8!Td4R~({-d_XneBgZnc;5it
zkAU~@td9hCIEk_@?*>+8yqf{<_Q1Ov@a_-1#{ut|z&inWX94dV;GGA&e*)gOfOjR;
zpKeTzqFsS^PvAWXc*Ely*z$CGHSqotc%K5^rNH|=wS-a94AYFR$2ihzrVHJa@uQnF
zqk#7m;5`R;F9Y6bz<WFJJ_L-t1yCH()&>|nc!IkHcZb1)OK=$6-Q696YtY~p+%>qn
zySux)?vVGt-TJq7YqzFm`t<GN=R4g~Gu`*Lg!|qrZ@i+pwilp&6{8@=<-)GZp8uxu
zM0Ayn`1uAm5@Joh!{h4*hUWiOh4O+As)gaxc}d4J`-L|`iw@X1zZ`3cDExw`DU(Hb
zVkHlXst#Izl&F~{mZZu4r}N$p4~UC5B-c!^wf0ZvVja);?)36mn6dc>d4KTT$qvJ`
zrJk}mVyg-TQT*2=a~98HK@w0GZ!PraecU6i%V0Jp8>@u>X}){7jaJl;Vh(pa^Idog
zJx<}xrdmU^cz~Zvba2Ccz~b5W9`>WH__Ot~px83)vM?AkK9Cayy#{_E1A<M*^QQ~;
zPv`I*&qx>E(!nIy_(7J3;yXXazpJ~`<A^W_D*D}9Zr~%gDEhjPUw}~A?{{ysp#|Nt
zKG|z&FcWPR09{RB3i<F%>5PRl3Z2b#;>a469!OrDnImz+jMi5Uy|(OkPq5+j$u$#t
ztsVS)pHiAc<Pe2z=u-wRsg@kJttUxxXoe(4j!CR?p(glq-p=O>dg!&R_1J=rW}Mbv
z#qxnO7_A9h)vI~drO~w%X<kp;4tNv+{N{DJx#xoEQE?M#rL2HP&5HS??VqfY3<48k
zb_yxmL${Y-vVI1}+JE=u7fk;tQ0(>u*M)i6mO%=}p|sV^nX;$aiNz^wS1O7CJr&Id
zn2t$KEA20nh^QL^MD3wHJ}wiNYKW=RP%hNdv9VEwlIm|ugpeV|5O+)4C#!|V{|G@N
zJC<0U>M;CXB2NKhj}jIK#Ojx0QK$m^5H7gBb#hcH0g&}lZL?jbcrSS`5r1Lxhc<@2
z?|Xi}ZfW=7F%z#q{`>{kUzlvTh)q3PfjT>{+MXU*K_L|18FAxEsgRf`nR9`VE6x{O
zB0#3VFR4TPxe5>7*VU>K1E!EPp^uyb22OsfSU_q~<N@O=HQAOzmN}9cB`T0d<9mlD
zOWg59l6|ex<>-Cr7x5&0jlMPF4S5NpE!AxHoIJ}S*KY`#IAmC^PDK%UhNYZ*87rX{
zCO?uSDT{=E5+^7sG-^-4f74|#hn1%di2cN?q9I+<i!Uy@DM-nNOHLL88(%!@r%snA
zf*|s(kR;EH3grS@Ba4{GFR_!CN^WFR|K}(L5eq69zl4B5zJlN&8D0U<!dBK_;M>G+
z1$9YfDH?PH#~>EF33CY)osCbdc2jZzBShqNeY(E9;X*OdUv83;lLz%mAS^b5$;m{9
zcUcQ8W$Ln^VX3+>^inJRru=!n3K9Fl>Wf1f$L19?CfY7o{s^UvVgYVH`ugs`Rf_0W
z_b^0|WvJ^b=;!$VKurx_kc}^b)akW9Qb?5ZSF2oj|KwKWnmvm}T1ldS6($-$8ZWH=
zUHK)D(f98_WgNW!<lsB6UW}I}7UL!lG4g@+R|R5y?h=|Wl|=TkI{1(W<A1<ai5iwr
z7;bz>z7)TI`K-{58HVrW^e#@cgQ8B4I)W}pO$|x4@dL#V9z1T?4oqtBI|*O@SGLI4
zQ1Qw-5@HiGK*&#dvK>}B4!T|+8dTMpYDB^T$VsNtekZ{vOfKTGS=d7{$1cyTcmeXS
zzh7kI1)~xKt(D*!<*9aj3eY5>n@Z&2<UYri|AHGJH;V&)hGr^bQ-N=kr`u7b(~XWD
zu2TOY1J)=<X)0qRYxeW|5?YAaQUW6tU7Asd)f^l&sX0_Y{LJT|-;Dog2$VX1zt%ZY
ztcD&^EPa0Y{8*e$UxP~j&p|+cN+=88rMy0x5N24iIP(xwQ`Hs)bTnn+Bt?6Gn3_;e
z_@NLTaUw<1ls%G*78rq&ADFE+FKk(cHl&yc&z(4ayxw-%7va@HY30vbd-O@$&wSH|
z5%-&^#TU^{ec`P_IqX3SQywjpWKXUu`L+4_ftufkm7zbYEzwqgqFN#iAwsnm(FV??
z^z;}FC&tFBjC0~;8LZ$Xf3~9n(C4}<*yS&v0;4g^OAfyi4*s~X3oDJ&6dg2DW`kfI
z{W*aCJw)RU%oB?wXi(msjP7rTWKCBg8$I|OjxXK*mV3Rm)pV27IOkNke2Q&z1Ey$v
zDs}SDL_MKUC>SMiGbk7>JbK?tbi6*1Ej3v}kucT7ND2R(KUm4}iJK70c|^2ImGOf5
zQ+RYU@q-xpC10}yEz{Zcx(vTZG<_?St7`$e3b>=8sQZZwHBiH)0B7hkiQ=Z2mFbm#
z#A`(u67|(vK%+A_TZ}MpMw}a(CCi5lu+2>hSVAn2m<Nr;K@Yq#3XMROAPhwO_&yll
zrmkbf4c7m3aX^eAq$l93tp`Ns39i*C@AH>0&%zcNg@%eFpYEm~vbZSKJ2q0K#UK)7
z{!Nic=9g^-U5<^tk`mj+EbvK1ZxdMLV{gyQiLUwZOrar8l^1VxJb*eXDQSkSOjc4Y
zP%D_jG);jx*omp{OM*T|Rko`^ZTve?NO7nOT=y4>Dn?WAS{yoFnVjp>Q&*9(h-a54
zS$(@ZIBk1=G`W0Sj>Kd+iR5em^HRNhvG@?BatfRQHg<D8JDEF}Ysg67<m9@J&Y&Gz
z8<Kr5wgy-$3RL(^DJkS9zoK?Z#bipg9Ahdq`5IM8Dyl&3;YbxfTWfS#HuDqr(umlh
zV#;Dk;sUe{(YoR~NWAEV`Uv1aD2#zqagV^x8Xw7bLYuAv1u<b_B+05rl{s-`GNw;)
z_OO4L8(o|<(=N3=b=Vr8A&x1$^VtV6%>ZqCq-fD`%!;d$fw4eUEO11>${NG+$x<*c
z)$C5L?@t{l<mOlhpk*Dc($u6c!172&x7EVj^OZbnwUNV^f4lnr>Fqy`V2^r*ulOw}
zO2rwMUnH%FCK4y`Cab(n$>TljDm{u_3|vH$Bd5mw#Xi*{u{5J^qq;0?hl=i}^%<!w
zeoB&7c<+dur5KmWfS=w*(vn<vo!l$#`=Wj+6L^{*=A6}?4U`O3c7kDY1YE%%v%E!|
zcO4153=P^v<)L@0P{pZ;YSFEWmO+FnmUq-&aiA~CQA7?yILV4b!pYs3K4cDf%Du`O
zB<g154ytS7z_PJT!B``5M<OTv#6DWxD%5%K9vO)q8LEN=N!cOH9R6NKp+aGE?7V>X
zDt}2RX!Y?9i(2#c9pS=e(bq=u!K^%RDi1%-=u0mMZ7SH@4Oa3?mc&?qS#3hTAuU#x
zU3V?hA)y34B&%_rwt8-3s6-sNx%6vaU#g_Rpt_LBF0*iv>Ne$uycX0}unl!ZV;?R_
zqF^}?&Im72Fwb9sT1g24MMGc)P6`q$060NyR6BL>B8-@T_a_x5^f(*QJZd^D3{oE1
z2^PIatC9c*s)}9O`}5BRUUW)RDn@eix`n7OlnaV~3Z0=!MuFEt3?zId<+GB^lIe$~
z1>LQ4VPp|q{=hkw1uRQud=~t;*SOcq#JUKLzC+HblJ5gQe<R2<^a#y-k3j7=mx7v?
z7a<g1RuHA#IgxY}xTH`%6%de45CJ304KNCDyT;RY$cs=&ktlqE_)<6Orf8UV(bPeh
z4W&lYVoV)k7{&El-lh%<|I(0UR=o~L1=G*~ChrHBX2KWWY8x~ttFl3wnstoq0^+VW
z`gQsLDl)7MD}3Ap_cW#B)ZEYeL}f(ec-x)ltrZ#lu4<I61TK1@MpLs;-JqU6OZSpx
zmoBqHAk9N3SJ$O!&IX+j5BzFYuI7R+T{1E%yb;f8@>rHFhiZc{sNtU?bJW5tH<$Qj
zkgNhaB9;a#^VdZ^OfvyrnOPnBmJ*KyjeY>5)rmf#m!e#5%N93MX&q6k<n_@;1)Hqd
zMx$V0n6XlR0mg{`2tX29{WAN-o;6@SL5}dKVyLja80S@a_Mjr{paPVPL9BdHzesS}
zqOTk7AwWH_Ih_7aDmbxX<>qLrG%+nxT+kZSd&w4zU-gtDKbIJ){_J#7qL%;ZMI{!q
z`3Z|LaZ@`!sS{kIZbY}+V#e#`HN3;+cJPU9FcT_F@Q0?9W?Krn($J%?VJ?O8FGour
zEHXE|V(9=Z7K8?ZM3#g)CkvhR2XkM^ArUrXaez#?z2>ra!dHw5=G$|cw?h1A9hHMW
z;G~N=z*sZ*B8k}EWBvrggjfYCIx4AR>`;3D@GqvS;4plidy00olJaV*s;Y8ozcVv+
zREuJTf_Tx%AQhl%us#Fs&^9$hcH!OpJ85@dL33S*w3NdY&`4M-TZty9Mz2^i2%GiR
z%i`J~vkGIMKq;s$8`rtPK%+zSX;4703YZ(fVapqmJO=jmlI@a_^#%q$Hn@zPL{TS@
zl_?}GB`zg;q`OeV(!kQ-$Z2ZEIC4?xBvg>JCgBVr?jw?Y2`9!7<S`rI*uhqkR5#L-
z9c5-N3H1w7gVrTMA-xb6ODyKEpp(l(ll`Ki5U9i#8i>}0q38zgw}-CJ7~i*~E}7R`
zMIEIuSYlCNehpT*^o8^$Yd}AIbu$E0L(|#vQ?Yw(v3CZmY)a;rG_*7{1w4h7#vZF$
zl~P2T?(k37LV_)pmMwyUSJ%p6<_SFFpHaBvIoX2?izDrMsQoa$kOdazSPt}eTyz1$
zE7UMBB=f@I;m1eoHca862-Yj^uk9M%OCFxce<E=8gvWpTyqf>(%53#w8AVr4^|Ld}
z;;<kb^cgx9mg-ki1ZvGT$cTE|Y(1uxs)ug+t7|%}C4V+7-QiML^ZF&hu4}a3`5*;&
zY%Ajayg*%!U9#TZz&_kje@&6$<5%@3UxrfDK^lBTpDp-|FZTFbdCWA;?=;pB{I-el
zbG0ElCp{P&WI(dsEyc=OXXlJRR0cI2;O!%w6~zHmc-%s@fs}uL@-Ns1Smhi27_=R}
zqy7t93rou2Fo3f~rsVaaja#j1_$7fF7ni^?Z^~bfb_5Th@+)hV1ZZZYUD(1;sgRQq
zkfNqvbZru)7`5Oa`f%C)U_sUT;lmuMh1`-(K+iM(X=qR-$)#<GiHXto^1?Qv3J_JE
zs6*6-)SL#b?kub>Gh9SnNzInX%Cuhi#m|ptkW{75cUZ#MO^bsPljV^sTT@?M1$F^d
zB_bd&w!ZQrUzm$H9&^|1GeklE6^7*nTrFg0Ap=d_<&IT;U|@ouAzBie4jlkfWJeA@
zHc+dt;ehS9T*0+3ai+nXZBSM9a~~oL^i&<T0t3|!20f|1E^OQEXW%|6Rv@AH_c|i<
zRk(TWh%)``D)uo`8DME;eZTon6^R`)9L3MrzpJ1dk<R?Y<iSi_r6iQtJHb<f^J>w$
zS>xw5AvP2M-f}9qE+`9<rpb6VWLxbrC69kCqArq>Q81WBT~B#5S_ncbymA7_xy?Lt
zy1%8dw(f}q1I(U&M5al2i*}D66xl}lD9%W*5K)qEwU<cu3B=iT=y1Oz7+BbeJ0G@;
zojDY>X!-ke;liu;86KT%5yNNdYsR-|Qk&U?{?11ULyo0hlIlEiBtRH7M%oU(kTC|-
zYox%}>we)xB7e^Z#J(hgy>VQuabD4l;24zs%@OgSM}BwT@pwixTfI9+AYiV(&H0f&
z`dPbw@0zQY0+oriTh+;*7^4p^{SY86lso7P?*>0@y7@==@_K-A@-xu9Hv(%<zjwYL
zc1)6q+Vt*bBE*d8*H?P;H58MfQbVBv8QAEE-&<2@e|rINB|(I*JONVhYXnK(Xi}H1
zHnTSsxe>x);i9J?Z>}~|IqGc>M_e{}HF;KeSGgkt{}iajMi0NLh#Gg&*fmat;d658
z7KTHti~eAbK0wC_^s!oYQMHji*9&NRYHW6QKG@mZoa~(L&#jTdZA;+%wj4cX`ukz{
zyd}!oOy+l@oVeJ0E|E^>foaN8iRG;2Ja%iY(?0j(G==y!{{924P33X;s`U@uIqh~E
z(BrsP?WUXa&wpQ2Ep^5+RPogwrA345+Bq!p-o3=n0uXaW-<U2=Fz#*6q0-ZhM_KR6
z#4Q&nY6A4x>fTT6h1#jsJqX$pX5Qqz1q*DJa8r!iom3fib9rnC>ZreXpJ4uGIvy)~
z84w!OdR_t2+zTJ~Ggz+<UkxR3Ycw4CJeq4?wQAgAc&~A0&lZzo%8pa7ym>hLPVZIq
z8q^$47d3%Dc?lVttMy#=DFyGwveA&2Ux~-s@DV8BeD!W*ty!<bElS0pZCax25%_z|
zxv;sq;DJ7VN}y5QK7O*g;{Hoda;ffm9r&D{YNub%8_*G5e`E^y^6SFccV;Zssz+Ui
z>$2IRel2h9mAnXaM|VRDZvRXiDsHt!@6tsi<T211T_yNQget>yecUT^nU8y&_b&lI
zo=T+&%+>2-Te26k2gMEZTbrk?;{pt!T1X0Zm;*NszY1e>t{L_vb*u<viDMA;izyXM
z6qVoTPh*&iSJ(Fx)^So-Z0_G2Hf#M{zj0nM>H05#t}Rxo=oN)#D0YOLq+P&Rrl_ae
zMc{ja3q;coDJ!cGO)pK4nqi~@zfhUxKG$YyV>Fd0n-SxS00yO!dfMj6J<{a_50(S^
zbdPU2^E2P`R?|Ji>e3zbY!5a>s~Y$DZoTJrO8fxNdksidbP}@km+!kA>-U4-Bl~{5
z5Es0L)TIVTjk8=JRTrp0bB>IU`b>|n<_va}(HD5PF4XQ)!!)MOZLg5~ETcOBZ<bW2
zoFC?!dAdqD(0haM&98Q^7Rm?|qo%2h=If-$XH}486Cz%XB+3omp;K2JX}Gzd-3v2i
zE!-tIo|mNO?>V@wK%lg-n=wc`z8R<?JN3y8@Sp#4e9lijZhY77#nN_Vtl74_RS~Rd
zW30mtS_!QpZi>hNdDO6ULr=fgzri<nR=5vtq=@Q!AI3Y4{^o!W30G^Y+hcrDieC2g
zKtG(W-ldAUW=M+LMFu^6Igc=h{HS@H=SVv<p8?=0?y6n++iO^N*|ky0Jp45-&>KY+
zyUfM?-rS;zZ}fa(t|ktJ+xc{7#Z&sEIk5TE>82CPB$YtK<b@zp{eF+v;$A;Fr^!fo
zF5GNY7O=45Q0p_A{{)$|`dF?vg<5iZ#=(;tB<4)BysR;HKg!*f0(#nr`~I1uW}ZFe
zetPIzQ9+|o3dN{PBY&n-HEYmO`&L(l1%Xaznfk4@O;+1;mCfnBv<$x;H6MlBdcx}|
z1Cr1A+c0vC!Wl;eeJb1a35vD#k0SSw_q=_jU+=zU%=aD!v~Q{pB9pIGE{Uye)omHC
zCfsLz9AnM)#x?j}Pss1-K&td9jfZAnnq_Msm#ybQa^6>~{$Aeeh%ed%R5c2G<?`Ra
zLTJ%;^AQtqr^k4FbEPxFMs|))5(Y2%p`Ag02c7Obz>A38;SK#A+6dm-dZIO*tmpGQ
zM|Q#CSVN~E1D<MeU$%r>JnPD?SyeyJWFc8=kvBWpI-Kq-cGf7G%p)oCtZE7RYig~o
z3i=<5XZiHRdw|7;H!<LPxYqJuwH=S(8J}iKZHS>$Gn=!^e`mz3G^o^P)U|AnyNE_=
z5rbKa6W5JNhK$<Stkoy?YkjW|z(Icrr`LByCul&IR;fY2yE|@TnPOrkvoiFtni=%X
z0S5d<2z`B&=q2RGYqoTKt6v<T=nfNn7N^Hdqifb`v|d?~xaGx1j9mlf9q%7U2c0xJ
z?=Z3C%x0gJ>3enEEAtfe<(F&dY0&C;c(;}@w0n5uPOsl$-#4``4~>?HdF&upudZK#
z{^UeScmM10*p?_#qH!Lg;WpiQXC0!I^Vi{)l9iD`-z@)lyTXARIwFl|)a<vCA*QEk
z{SoL6$jljwq&bg*V}*0pb9t}*I?2)@`AluQXba9ArROU8?WPg&<vMA8mQg0qET(N@
z{q7v}89bC{8yERre8UR_)*-f(rM8s}?m3HPBW~U@jeNIv5s}$aHC*p_<wfewja=`x
z?j~-^F2^kh$E!g<w@jK^c)zLNR|5{(Y1ublmf>+dSR2jLA9QE;4$E$*n@{=Z5T16x
z=Jf?G2z5NyY;_9)zCpl%rmE2xA1_X?*#EIKXR&u*#lMG_+~{t$aCN{yXyw!X=sr!O
zMP1-Ycs9DK(ZFhQK3TTz^<=O#U<EIlX*FST6^JoT-3q4}Z^Pv-yLk2$8*5@a#^!3{
z$L`Q}xY)b5`_fgGMJh8~SnQbSU89k$j92Wn2RorQd+vF8u$e=6lpU1vs`h#6DKRhO
zRX=%BRErF6&B|RMV*tU6bWOuzBW8cy$)r>5sPyZ!8I+fc^Gn_6&>8A@QsZNJ6?c;;
zo67!cY1SVhjA75c_q#=>J+WFSb}(#9@bMmLfv+>BO}LZZ%gE7{aUp5cJ5-sZ-fvxI
zaI1g5f?GJ6b#au(QE_0?{MPf3=g^ox+M5^<|02t{IuSFmk@dR>ClkOl{Vi9>V9&sA
zpVyV6EiSyogQ5*Sq`3rM!g<T?>irzy)#a%TKtsE~$MzoY3~$24(dcw?m#%mmR13G@
zan>}NHFulwR(o9l=3(F}{n}qW+&#~JlDbrCGSn7v`9jey$KvyRqpFrux`r#op376U
z@Mc*sH_XxI$~HPzbTtj*-YkX;Z8bV%!FDoI?9%EJpPAY4?&&P+JiLsrmnr+ac&XB^
zw+Op`4tN4^dnPct_Q=g@?c8{a+A|YYz3gInZ#Va<OgZ>i{Az31@}HGDo2b0V*14Bi
zJCVITMpanPwi+nEX~xX6d#!JYTvuz4uG9PrcpD5^pmuN7`t&zK;o4gkY1MSs<xf`k
z#prWt|5L*V&6;h^^3-^Z|L*{23_yYnJ6_g!-3fooQyJ;|A5pd3a}VDEnYIiGJ5nD1
z_uq$)VzNo9ZKp?7v<o`m6^TQU9)dzR`*NO|L4~7sgPtqYol93VT3OD2gq~X2feEM9
zR6%9<4lWwNi~1~|RUW6KM-N=1+u@ZqmyVOk3Pa$S;^QYf#e?B)zW7C&X^QNA(E7ls
zVV5eymGN<idJT&~8{^NHZN|9%`#uijeb)zM^-sv--5u)bZ6rQCSErt@oAVy~THG8y
z0|H$A0OPp^+l1K+hkkx7uZ2g206K}yIOJ&kF{CL~sM6*(0S}LvU$43I%WKuSsBK&*
z&-%NM)z&xD%l#@eq#`9RHc7}9u3i@z@y*D<(FWR`Rar0M(*^`y&FONd;llfNm9<E%
zealNxXYQlI(X7bKQ6=FD-n7}>a5H=v#41l#H_vEMY#KIR>*189Hah1+j`=)~XH%oe
z+`_ZjVKg9zEVVx$&HJP6c7Fhn9<aOSy)}m#9Zj!r_i{5;d4M7N$Reg+5Jf1)0aVq{
ze(2@euABc$oa?~t=y~C+CU_b1tKBL>67jis*jK83oc}U!)PK+_(`s>IPMWLYaOb?4
z1NrZK0*x#;{$rKOS?gb;aHO@xdYZo1i!8+&b+!k?@+k|`snRO%*3#&`J!9lFU~QvG
z9b<c7Wf3vqmBu(UYAS}6`QnymMer#hf!nUmiDOZZGS-Cz_xoI2A0N)6Wq+g-?zm$l
z561qNZ)NX}*5RnQj&4ZZ?Ssjayi69>6Z2oyfZQ^kiv=y;cL-@TyOESu@f6}`j-F!-
za8DCCes?*ZSNe<`b-QS+aR2rqe>h&)jFsXW1JlVfwuxSiOHF1kIGl~&1v;oZJFfPM
z7)D8%JCIzfy(D9(5O5H_ygn6pNv%&PenU+N4-*VO6XRJ*_8!Z#s@pBH+m?c6AEtJj
zw^Kyk{~BrRZBuuPtWBZOaZDO#Q4c=618+zpK*$H(bNG%<<-F@QNxb}q8eHl{V(Vws
zJ)PikPGXIdE-@9@Klpx6fq{RW=>ZdPj|6>(bkWGWd!92}KjtAt(l%2B)8uu(l{!hs
zes4Kvz1Lj@rbCeE&TjPV{g+f{_NA$RqzjsC$bLNT_|Kw<7X9=bJud^f`bcKAr=7X(
zapi03llP_VQx7}`2LgAN?a;c9lgqOg{LZtF46XxtWzmk_z{<L2u=iBfb^xztM|5Lb
zFnK&0XD+}aznus7t@`+(RJ7uyjpjD(O1TH^egQwZ^Oj3<##`HNKWJp@>fv$ux!z0H
zj%V6@?Q-U9d~Mx~A85sI`)4~5YBCS8iQtI4YG*J`+agi>^`@f$cC_4mpH%vR&d%0z
z8dD9we?|IiPEV&`vH;0VrBQoCWYq!bMD|kCQ!jVp#(iRdjc#Rm$0hW4wc&z`&dl=i
zALW-tmG$hO$~NQ)nS|~nR8EibLgByJ<1F#oshn+ZEaN8gboL1`_x_yJSk*bWh^xiC
zMrcHNamY-qTeEEHhrg`}!6QW-P2wcH*XnBa50{+@OBZtV*l1frIUOIUL|9L;33aa+
zjM7IQyk|)PTZ7A<2<iYQ&6W47EiVU9d6UTM>pYu(&t_`k>T}EKw3OK^8QLAjO*n@8
ztk!hgc)53+wcS?=WXpLD-?MC%(}7Xk&h#ndD>_U7=PAFaOaAC5{g+U;sHpMGpZnb9
z&gx~iSZOX6$u|0ao*hL}%N|Y<YR}|3BtVv>L36>4rQ5Xt?%wy<G8<2W=`0nqMX^`r
zZf5#;?MaH{yD^GN7rvK)JC$ZP@0-Ryp@+~GLCS0@a@_;{IPUU%PWQ9#3-P0wt~uO}
zMw+o6UKVuNj>nT@)Aamxl8)Q`VX3&@fn1ypy2kH6+umoT2ro1))NO&&LW87j)1)dY
z)uYm^%X>jrU@t^9R^|Kr%X@D*uULH6ECek<ky88H3XctJ<l<u?(HcYdg@;kuxK2;a
z{j@J+^1szgUFB|GHVPNVrVYB>%8I~(TrAFtt8$^`9(=Tawudu?dSVK_L=Ab0kFtAj
z8WkUMbBy6MNAreAd;F^8&2@Zu$sfa%($BA3$@)>^L&IsLHC`)%xmOZ<oiAhWd{sUW
z{YK?!HhW3XPBrGpJ!x`3my|v4FI(%lp24SQ?s=7y;0^XoQi%$lf%Vkpd8%Z8D0{!=
z{kL1c#@>o^_v_hcy$+Wt2SeTPX|Q73{V73n)~r;C2zRVOV!6B19co|2>LB{jw`FH3
zCESc3J{+rVR>sW)r^ZodxRwmakyxp}oLvrSx{s2)Pi>T(xqU`n)r3>M?(evH06wpI
zyKhcWhu9Ew%``f;p(-cWT2|IcnMbzPEBO`A&hlu~G8kv8F6SMy7Kpb(?$LLS>AMq-
z5@R&MVYo6{Y}wc_eWWtcAuDc_<T^CJ&a##P?#J$`hzRmH_AqU2b?%{7hTS5qE@Q0)
zRvb<iZ$Go+P_It?xeF*(UUrRo!$sAO@vUDgd0$_qVLSO;`Ucxn&*;)AUL{gk`q!R7
ziy?Pj>A<H}_1iq9)jN8+8<_W3->ld46(q>1RKG+;x+S-1t*z^{%2e{p*6}9P=y^o1
zU8gi-YA;k9UHe1Ptv^=OtzWmv(rn)5hoQ0{-^#YXy2@BiSBnuG?=9a{w8bu)KcziC
zuPc{(mZA{^Ixp)C^6SBPI$!UlU2L$e`YdtUPi&xe6(*`x-D+vjy6)u;9A0{>T-L+7
zsXZa)zL^B-c@vbwq{)oYhwqtR47_Oo-Z$1(R!ZZ(_ja`?gP9<vs<LCTR+Z}M8?u_F
zaZR9O-far>><sw#eaq^CNeKZYBf7<yX#186Tr?m)BE%SpAjW^iQA6+(Szf22AAaWZ
zYMG;S)N!ym`<ZA}k#~muhsbP`34!IaTGniq-|a)|ml51w7{zRb8zYOv7jeGm6Gz60
z<f1{k_iaX_%X_<GMK!DJ5%5#%t$>)-wHVoYbFD@X@eywaRBs2r;Z8H^Y|Fp?<Y8^U
znWSiIDAi3?_bA*`z>7VtHQQO1DH`|jQscM0p5-uyUnA~=tme<H0Cmn=%WFn{w~y#F
z*lKq#t2JKxp-DFH1Xd;ux1RSa@x4i<(ffGO@2^+)^po(@boOiJHD2!LYxJsi-|u`H
zZWqPA+Uqeyx!8WjS5IVd7@J;)VO8{5SYWKUT*%o`&1>)+XZgi~n&u-W)qcwmXRCSZ
zk_Y3H<a7{KD&&!fy(*2dV1hB(Uu?p_LhLMmevPS+&X7OCsqr{^R`<ghRR?3ch*!@X
zTgr9!yd-etVlEVTqQ21c2h1{~kZ3Dpv@%ozjgs`UOo|u8+}D1->7aOW14Po8I8qM%
zzL>A30L`G;7(yOfOJh@W!_VOISX5JwM&Y+DpCY#_X5EFa%kc(c(p$?=%7!5&X@b1F
zZhxe2jxhhyo|e*fVDm7;kuoEQe)T-QEO22fDHs8I>&4UGr0h?Ym9%;ntC@$NkDG_2
z7I_TP(kmP8j`klP_t@(I!gMGbpZVW;_XP{wGF#w|>-=-}2HOpmN{<1(B9}wWnJXuu
z6+$$}oYcqpn4kL@#3Sc)6J)vD4uzLiXwFg20f~(^?;huK)9upl8RTLa>$k4cj%y>|
zlHdxwU)1-iuRDJYg};x{Eq3y*$FMyVjYq9=?+O`UdRw~z4z<rS5LY5A0{54ajf}<t
zsK>6CyRjvIF>So<j@f0)Y<mzX(rMh9D=gIiwm5I`PK*#dOdMSwiDyb{8AY7W6HdJ-
zHPsGJT**|xLwuT|6q`bXGqN^xaI`nlv-(Hc=$j+Lu`x2T5HS+{qcw;aHHg?4Ikbp~
zSTu;3nc0chH~^p>CJxXrD=QHj3kztEnN@>`or&#(;?y8w<>dTe|Df0aMC>d~pgq<P
z4(1PDR*)n!8#9Pv197l0eQ0C<Fv86EK{11*{zHL|a<Z`zv9q#+#yQwP^6Vc{oFA5%
zJ{;l%fW|mjKz@Aa1%NDo?13mIMvyvI&JPwQ#t*x!A974gAQf!v93Zg|Lrly}A9?`)
zWn>1aWo7?xocY5q)_+klb9^u{vw>Xt7bYjjJJ9Y26DK=}3Gj~}03ul!KSo(tK1Mk{
z0%l<ak^kXkVFfwL%<^HCg&m}jndQSv7WRJ*{}W^X$jN^gI6!IU0090g%K6WMf9VH+
zj{J|pe->Fkw6K1}$^!V8Vx|w0<wGGW%SV#_Im*iVuMW&a9RKRW%JyNEg$0zVf5rI7
zJPY7MhLaT(91HVDvN>5nsbXdSVBlo?C_CGS@1SCUNOsPT>JhR3OCl%RM`Zsw`mb_K
zoJ6clA4%cl_(%%pKW!gbV`2P90zNA9FKe71^<n`5?LTi0(Doxr029bvX6BE00L&m}
zcFvF50hmEvfFwX9sJI|O5F-Eoy#MiYegyN+CKKZaWd6}wME?u#tp69@KQInT18Cqs
zFOUZx4*j3LGJYud2pTlP{x27xF#rEJ^N;5ve;;~3bbvnDSw6!0=&Ap9(?=hDbkKi$
z=c8->V+Dj&P>+0c$AA0cqa!|g;lEw*PX+}155)f$>i@;~2e?0S46^#4&;Rk@!}5Os
z{+}(#FA$bLK>TkXgvt-Rf;6*zAoRb`1RVnv03-*}#tQfV;0N;lqXC2t5Z3++vj3p#
ze<k}v>fgzQhlc@lW22*yJ%gyFo}-blk%5h&5yKB7YZFIP&^dvfj}H;<zb7ZxG%w}h
zs8mL@)oXNZ8O(1N@TgRRa0}vUH`&Hb#m3(|B!1xt{G`3QudBf3AwvJt!_|NPl=0m0
z^HH8)*;sfpI=e*1T{tPf494r6KqzlgO(&I|2(~!YJnhSi%3si(-P@k-Yhqs9^-1&#
z=kgEJmTUc+q1s4JE^|8m7teCX*=7|7yDHwy4>t$T?N9m3Uq!yB<bak@{jM|o2Kv>F
z67ui7fz@5=<)gW0OYd^ce8{IhnIE&WPisjD1VeYl0bYg~Xs7VkfBdYEXZh^3_oZ$N
z@H$ekEv};#!($QTS|HX3;d~xOh-1M=oPX6M#?>wFmwe%rDoxg+RlrIUKl{QFB24N$
z5Lgf>LTcY1r>}^B-jgCvoMuz|C14)bL6C@qj2(I(CcJVGQtm8fdDtrPr!aWT$R|C4
z%kN+cSxR5bV}4L30gR#+-S#%HcCq(G7DpJ*elM_eF@>7cr;-%bLVcO(*E5%gZ=w#=
zb!Fd;sn+HDdWNF6!g5*vDPQ0dO^aBSWuN+|8MGhD+4aatjP`;egajhO7{L{|bV^&&
zECV9D8EOdVYQe)<9LASIMqf#PGv#jn#UC*v390#Y_-w*!nMbibHpbqYwZf4p6LAsQ
z9rY{RZh=ykJY9S6eg5TEBYDtsQnkBKb~^^pCl&TxfdIYjCmI$lhSAy=D!s%Jl#1i~
zwpsDPjkgfemann9gu81|P}d}nGc;UoMW^HvrYOWrEzu}ApTb4tm{k3F`=Bz;zgBc>
zH{3NduJ6qnV2y|%5h6Eqp02Ley1%vEXxX%$oD+I&4QT(rT?ao-1OMMpWo2jOWc?r9
zGJ&ov9PI3j{~Nm}TCkq+vvvIU&uz(rd~q>GT`-0iu>$0VsicOw;^ZX)s)C<Wd<TC1
zU?d_DuQV6gLh01|YDH(Qd?I9J_56Thi8yCoJXegYX`X3yTjwusfeu$k1B|_IzfXmg
z$f7^5dpaHmjJ&5gjPu^Fc#LbcVPoOz3&(%Xk7=(j&Of|-W-ljqZVjZo3tTD&%sSoP
z%M#by!Q<7Blv$<#+V!4+`rL3K;40%fzjbPR?cV=}EZ~Q1*)-QWS&dE8`A{64{CwwF
zE<dOpw1+!7d%~5UX{DLd_B_15Q;Q2J#}PAJbh$h#0a|)rJmm?$gJse!b1i8=5SDse
zy7dV0COCJ*-27O}rR2!wsoI_zqiN@pdnXwRae16AVX&}x?aQoaj8#1o&N-adUUJ`E
zl2F)Un$dyvS<X96FLPU`Yl~U9d;i{OCViZD%AA@kd9uYTOeI^<YU#DVAw3iN=w$m|
zm-M$ni|IViIww^}RDt~KcqC}@N9lFSc7x=_XA_0okZI6l1xx|M^KjnpcbQ?)qcX1n
zw~%3zq`zcLP15)_^vcY_-<3SwWseAj|LFYzJt1`|EBDE5{2MkMUA!y@@c_XMO*Rl1
zRh4d-McJ(d&5^Q_D|M%$-U&@w^9Rc?KtG;r_X{>miRqSZ!*wIP75fpzQ{&>nra@%}
z)-^9~)w65*OM~9mOsc^k9Cty4TeH@LD`M<J#h6R-r3<r{Z#U=Pht$;pOXO~*n-|rW
zskL&CQ{t&SK8BC$$)e-;;le{xoqoixdg^RV+U9vtn?~Kpg<5XV_X`(TC8AF+%~J=B
z-oL~%#H7TQ7Zh1-T-DqH_6Fg_mj2+1CGzugMN%vuit$Bf<Xs<7G_g;VZLjp)#W=Yx
z7ETmpW7RycXi_vL(7%{O%kzouzMuU58YcIX<i;&FP2#UN!7Fv%jnScm{ouPqV6~`q
zeCt)NV`t-wFTn=$2G<!3k7MFGPLm9mWaAZa3N2wa9GL*iuFJSLk}ZE02dN9VgI`7D
zU0jJNnJwJ}bSX?e7>8GEqZfu1)81pBfn%8&xE6flU0lzb%0xjj%^YBNx(9fd@tQ#`
z_~ArbAt~9^(YOb~yCgH8;BoNq=hx@BD}>Qk*0-w))9ZF~+OJ^~n4u9B)2EsDSR^;&
zWI|gTgyUw>faf(O>OlvYb;s3m9%-kX5z|FAD~<`tyv-34(?^@9b|)$^Gw`IT(c07P
zKI(RHGkXSfuQZ*XBxvM$zem0ei5Mz3@jbm}T|okZlXh*QX~ii2IYfe%{aNILoG|&G
z+YWOl!N>7lBGH)X3?2=x;adR#@7tRDiol;|6KDrqrI&nT^-6&=3uj8KfAQ(F(sg__
zO?8CPV$R7-a18Baog(Mwu6_}r=$3E#WzZmv{ihkhf$}KrZQATP<Z4<e@1ZE{xR3KH
zvan?8bf~$B^+(>`<mH4)(iON9QUXI3{U&#u5`7-#VP{RBoN%02&&8DCqcnBAO%DFM
zYknpjm23nL>JSa<VvKk*UoqmICTET`xRKA2cee>q8pkeG6Y2qkGx$0r2H1Go>^%(U
zGI2yXOJCgfbVO%u(%DPxHlGDg$#@iTYu<Tew)dN)R?yfl_Fg`a#{~}QHr>=y2o$C#
zfLEP757FiL`J%V9HvaijRft#5_jruVT?Zzw*%-IIauw%EmB3eH$$bUmo9^h;fa(OE
zD;?2{$njK!#c$Upzr_fIFuiu}^AUMj4P3EZw9X1nIXt2HB-Z$7y3*~qgC_{_lLIQX
z4j?XYKR+T0zwsW03o^N6K9@g|lB#$*0{(YdK)C&=(19jttIXeFnxgw_g8oKvu45ay
zZ~v{_|FHbu>iPdP`mPezn0n{6W)Skx4uKR<F@B-Gej#O|p`q13n6~bD(b-XVsjsp#
z-fPL;eK>X$V3p;_M)N+E{b6$ioYlPEK)$A-OSZ?8X(W~n01Y%umUWNo&uiEB7y+?(
zW>L=lp`G6+EqE3OMILwX!|bT^Z%F#KbM;H>oR-+r(E||Q06c!31u&U?Aw7hLzBds!
z%?(ZgI=EO^4{w_k>wIoKvW}!ku3$bH9u*G*EawFLSB3{F0>exN#j+PPX1&A_M0Zh|
zI6A{fQlvWc6-nH?h*#)WNn88<<DoXX=Y#W=rzh-gB`wlx^ye`)zg!f+aW3Dvk#n=x
zZ@2l?V@0C|&A$Tdl{f%gGy3+WN>T%Mjp~w7w?|6$kh9G8mdd<44`E!9csj}jaof(b
zQc+q*2=*(viE-Obb^drZg?vMo#R>5&LS;E=6(zIr4i)M`fOUBbs{Lkj{N0x%cY<9!
zITHoEbFHZvX?-lC?gBEP7>tfpGtwQ>AE97PxWlQhI`GLQ0r){9^Tgf|b)P8x-gjfP
z@h`85O%6gbzs(5{wSiR&!gwH8GefrV?+59EffHY>`>A1f0XGzM5pCgZ-9Ep(!*{mF
zMVgd(((QQTUx^O%`%z@^e|mJlzg*Zam4kU-<vdK{!a6dPfI0qFZFHzBMjY;l6@#e}
ziR6a-4y%EG#TIkySa}+g-T}SPOvG`h`}g~mJ;%xKaIXTSZvBB}M=W~bBWW%KhVSHu
zAr%2XruAGQs<p&CzwN-{_q~(e)#!sU1BeS?W6YQh13x8S5m`VD^mvV<5-C#c(1I~1
zd>@0T49drji3B$+{%MIqq{z1O2yVD_nF!{6V0ynq02YQ10U#2{=ZMjU?Z7v5M`Z^3
z{x}y%ff{fe`CH!X@Va|Er(M4{HJenbzG!zDb|<iWWrRuBYCE`<xF;eFkI6ccInU`L
z^LnDjGG0<rR9<|e96x>`letHgs;;hZLQhRQFrFHFJe15s#Z3d6u0rpx(GM(s8T?dh
zX(?$5g1C57CW@Z^-acWm<OpbyM66xr65}%Ka;>~PmFGH6lgMfP>8-u=wA2duSaTQh
zrIklIMM3S9&b-Or?sSdWjlrHqbSaZ;OGX*wChBW{b1yY#fhAPQt^kw2(6thgqs|4p
zY)*x3P*$~7v!l+<#S+P`qk`z#H5yi6qf?)nwPxvRSj|oM4sbn75JahK{`zvTTcCFJ
zCMG%{q6F(!`phuyS7qf<(6=^;=I#)Lc}V4=ojF%WuwI$RX<~&yrG$t+;z)Vx7#Of7
zGGhu6EJE2h7oOk&3K2`~=b(WkxnS?fX&Eyt=6|8AI{Ws7Ih2?V+)o>!MtQ54X2*{1
zu&~6j3Mt4j5>>4QLh5*F%hO;*!b;NTzR4@`OeOUMYYbOOUR&J?+07Bz6k<E%=i5~J
zEMHIy)>N{K&fk1D?K2<!gWOfGa9w9!J3AM*Ot>;<lD+G#qS=9M+FGd=r?EL9WN&OG
z7RO%RrpNT-0PezN;lY0Xb06k7a9IyNXT<AuV+^P5;M<8`lr#T2`N(<ccl;9THOq6A
zI?@4ky2-rWZo0Rlzsdkr3oWzlUR~Q7>E*~xq>?&^C~4i^iGVtpn;_k~lH!Nh9b~%H
zg~%FkeLGJL4J-BeE9Iv(i&c!Z_q!~S@aJ&+l7QRqQj?7FL%u%fgjdBtzR@M+`i(hf
zrdca}^M#7~C1p0e7Gh_9I>F=K(K`IGB^G@BExDbMNvl(5y47A>=zu!UkTS3cZ9-=1
zv53q}*x6pj4D-=>Qb@K?Hi782xs*iEl3ta+Ikwr}QW7zm+s<rfe<Y_Oy2)t7h_M=(
z57LLfV$a;l4wl(imY2!*p0E`)x%JtVxZ}Bdb;l&DZK96wmmdL&bq-2(vd;aZ7_T`F
zVN`L{-5P>kL}mhjw^`*n3!3|-*DwK2G8$SFgqEkcC+cUlYH6Jr4GkMh>h02aKG4qw
z8p>tX8sWy5E|q5bfv%jm>mE*#w@bgFq#hJz7rE4L!*jdL7!*%Kh4>KP3%MNkDxdA3
zAClqKqx39c8`70D@Y~IwY=sI_@*)V;5KQG+#)MNB+Wj|6X@zYQGI1KoYMghw<f<!K
zgi?do{on<GkX6f%Zc9u1xx196TJR~i)scxMtvkamdibv``TUx3)gkkaffhk2&*`ch
z7O!2=i|gI@&Ww}EhSxjcFX1H|S+^W|Q9d-&IYWX{{P|64z`PjpBIbF0&4!^C^%N=A
z9YAL!b}gqB12<c^lwxt}v$9S2XlzJHRHsRPcqY+GAp>_N=<cCB!|=Wq9I0LBu2$-D
z7eE<8f)MT?5cek78T17-kO0~*%3&Ol4}&7V;OH$>LWZv!V#^(Vbt&2DMYG6x)xbGC
zvE$sBZu7S;R)zYiWw-RtxMl&$dUXvL9m~<Zimxhy;an>#9Il`>fhz<MlA8;&>5$3`
zoOiTSW1l5B+%egooR-zO@`=M3U|1>>vNY_}Q&NP~s1=1M!tU9^WsMA9<uJPWR6X%{
znt_aWZZzyis>hd!4tXtYX2NEwCOPGn2cRE$=Z-WtH{2h2lDJwp9h7cMZQ07BBadd~
z(mcmHb$$6|HZ~MJe#;@uYG~9xmSYsuuk6-xr!GH!qX^qNk$y8Tr5MkxDMud^A{QYD
z;N>G6Czi#wUQqMPa?q<$(FrCkHo28<kiJ|fJ+iB&gLn6|9Pa8JeZG`guForKRMA(c
zYcI|-AvsF9Uk>r?qPC;qxblz0bp0cWmh-c{X<clF%p6_s%WgfNXcq>0J(KxyoMWoU
zIi-~2PWOIrJ)cO$Wne4%LXM+G(itz+4t^jGe1%)Y#ayIto(yjf>Pa}$LyqTU8z+^v
zAbDdEW@7&a?x?8_Ubu-lvOYVU1L5&e=v~pX$e+F#6HK1QGK+zrUk-ou{3bH_E=5d?
zD^2aL+c*V1J2&NfVaIhXVA$nqP{qiz9&tc3y&ryl(s%&oDZM^yY1<~okpqUA^bOK5
zwk<2B^wX7Bv^!7Hn^p%-$xYDdku~Yqz2%`_Wi&HfJ=x-h)E}TakW=H$j&bpNuJ?&D
zG@M6&yAk{LE7q3u265}Mzl?2PbbDsZ&CU(=cOo~AWd5vKQm-w{_O(sU6Zt0SND0n!
zB#irpAd<^&Sp_VR)9ag^n$4+ea4i_6ar=~tcusD@RbbXf%bQOe?h?O_^1~h@G`NaM
zF??`kM1-}kkMLVpPEN>}`VDFF7ULB=Me))LyH_-Ak36vYfkt$e?$lNGk6|5rPhqy?
z)OqH@0~Q@uH2<NrVDzYvK+6w0x~B~hGlu~%FO6E&2ucf8Y9YiJe5KJXgH8*Updl@v
zo^INMT+#i6hR%m95mMCRx`z?9vWD{8yQ)gg;jYN9G?KqvBTO7iLdSVzJn>AAa6Jdy
z61=cBhdMlPy|F@+S|IM_rEF`zYxwue%$QoVFv0}LU+!CH?bA?ui_=eL+FLa&s$3ML
zNAjCjtq%n4v&5Q@q|7$e(H8w~Z&nS(KTTWxHtGO7_!D8QZyTBpaB-7lmvvGv0Do_P
zRg$4&{yq_k=&)sjDRPlz<lfLDNap1hu+;l49ABuH3+WAmo8jh7eh>v2r@3Bo7HCir
zr1gNa*&W&oh~$sY5AEBxd#JJ$f`Nhoe~ux{Eoaxbwzu?w>`^SE50SC7D$5oQa-W)O
z5dGOBp|>FOxu+o4iEZJ9j-5Zl(-Q2RDC8Q}Ok=Y6F|F(+c_M2ZCX?x*R3pH18r7$z
zI0bgR2)*o7=5j1~UBdnD5i4QhI|&<>BQ%>`?D0m#g_`GLLx)A#@ZwU`?C$HL`m&Jh
zNmd3vfpnSEmgC=R4#w%;7Rv^NB!@ZjwH}7s=9thPU4@A~*ewO^u>H{3S?4ywaoRW2
z>d-uE<@6V!Od|}2I--~}tn@+rTcJ)dhoTabBC6{MkrsM~!!dc1VrkC<(DKJ2sC@}e
z50$}x<z@yb#&LQzyzLwYTih|Gj=RfI2$QW+X3*Y<h?mB<q-QVu4@Y&s$|g*N9uFF7
z-~{oP(a$Ix<0ch~pP((tva?@^*CveC-&P@a4HZ>h{jI#3ue?gCv}Z0&`%Kf0Ow->z
zR8@JUt@<df3cvxbA<>9+4Qc4@+NuK3fZB*O{D?FaKNFI=hQjrBbyWdhfX=}Q8eKzC
zl_&@_pzU6zy`rib3J@bWA+d4_517&=DWsZ=3Owo_I;m8^0m5}jdaEX*0PVXa9aWhE
z(F1JcOnp#ZygJ{B9wa(tKYMFl82Go-Jji#hW4wfH1Vg>oZB)R&!FTGQzhrH|K>B>Y
z*oX3wxiEq95xppYJjZ;I==7m{;Oq2&T&H<}@IU|R`FDdGa-IHxz4I>|0osdkXERj0
z`~_}@*KUoKR!*(Ng$2|)<%4}E=I1q{haa6Kkg^*qnv3~L3eYjgN}sO%j5>@u$Tu)H
z_;eXANH0*n$PVwgT$Wc#y`i2$Iz!-0Ah#gkfy;o)ha8D2apW|8osBHC7Iykpj4QwT
zZ>U!nq4$D5$c3pTd{YbIT;CNl4z`u+P<jKBC=QzkqVQ89*gcg@=Cth<U4Hr*KizGn
z_v20WG=(fpQ_M4r4gn9VtG%3>26nEY{=(}914OWIoMb+O4B)0`kb<;xBq1~m-|w`6
zmR5nKWppF>6YOf=MK#LpXBHDChrHt7!i%5VBqUMW?&ba)j_<EENPaK`$@>S4AsYfo
zY25pocj)IUwxXk?3JIUxf{BU;l!ZKtPM{97^I(e7Z7f?VJ>haAF~Df0x1<AD3TbgJ
z4qWDLnvay$$#i#eYI>z6YOR)QiadiP#evBfW;>KQq(8I{i>sI7{-Z$@Fa<Qj?fpf)
zDxm@P1NMb)1EvGlmxT9IW-z686SCELa0`spdENtPNooAnL78!HN*B94`%=f&+OJY4
zvE^~)#1K1mQ?stP`?2gnJF`<zU2kNE`os*0^apGW7Y}O7B}+W~@$_Q6_Zkq*U8k5Q
zG>#rQG&Ffm@kl%oPkfs-D0%bQtq=oKkyFY8h47j5<tV2d->>XE0i+eNW0<!pk~9zP
z-r_0(_Rm2vnuM`5g5K#dq$f=+Ke*cGcTzMLeVKDpIg=74F(rm$x}X$tYroiMu<Do#
zP#fgAb%2NcN}O^$pqr@p#Gd8JF|;1=LS`6Ii$X{LU2yqJ5&l%P_%N|btcp3rONW9k
z7$b7wuND%ESp^b|p}=t!_eMM;zGG|!l4_tzGB|fG*M$j~L`sx9>Je{@r?aBaoAX1e
zYvO9FfdX$rk%D(22?J??z!j3ckdcb`URHLeleQ81Pz1sTatN_>(uxu?q}<U?n?i!&
zS1lF6D{=G~&x2{fyXqKP#KG8@+CW3QLM=UUjGrfQLiVwSooN0E7IMa{7@qA)KdA~N
zfK>S5C^VaK-wfl?=z2qXL&5cby|6~G!-b=U_lEXv{n4|_spK?MO{1LQo+LpHXCnB;
zOw>;@#VJmKq0hsJAr7JMM|o8pXi1-mor)Q|Ujy$}zK|2s@+o#%$ArIobx*(j^I-1D
zmrQJKyx8Cc55WxIowxo4kAXVmb4>SK1KWkC<S7kRECpNBC+KIwM~R?O2;@c%j`?e>
zIBbQ<)J@y7{iC)wSkyGV?T1Uf?FKs`QDsEjxc;Ep@&zX1QA~UYX?@Gg3OyRuKC208
z1FZKBzD(wZP$`5EcU+9nUz2<VanT_J`23yQ9%9P9j6U2<(+=K*;a8D*?N5Q7Y_D}s
z^Q4&=xaW`Z?VV6C>od=N5tk2VgA5ld4ww$BUP+x!^JQVj8ZOl3+%|DqZG`(6?$*u9
z&Q^`LQ5ty%>=w(iONJU6E!ds1eD>O+`TOlpsu4DL&D+j<Deer<OQ*5JO*Az9arNP9
z))g0S-fr9;X$jSuJPewpS@&66U8&(~5Sl*@c`1c<?6<cqky7bAjqk0Q8}4ezN@4eh
zG?T|t7+1+-7o;u2RntaeJnd|d2I)>PCT(Fz8P=;SmN$wEBMh2Dt1uVA<R2Bq@r3T+
zxF;-jXe^HCsIP3RRQAjk?vG*h)x1LA4e*cM-k=t5yBxxX@6%R0%bqi&Bv7x^3>61v
zs=AgRcj5(QyTNzNz^=T|rrn=E!-@SL07O8$zjAUs2M=He9jK}i{s*$NxqS3M+E~w1
z?=s9fy7zU_vCsW(W~S%OcbV@Qb-ZU^kHOW0h4J;znBnQ)tGHg>YjEw|i0k_Gq*Tw3
zf5>b*m}Lj!A-9&6iO^fKU1BIjTM>KPc7tnsP;uQHG`NDu<DX8*uJ=zETz}}2Tqk!c
zt`kU&?^sc>$9D|9@#ec1H0rYUJYAM~MY!1ASok-0v)yRP?O(<I=k}j<AwSn`Vy<g3
zs*UL4IPi;2Y*Tk;#+Gj8+6>%?UTy#;cYC^Lb;~QdSzR|P?PgisOr4ryElo)&Nl7YB
zF}qXZic+ErQ;Y>Ea()WsrJVY}Y&%tOO3KPkn3QeKaV6xs%noP5M5lQ|MuIKFOa_ZV
z^3F(z^>%vi^vY&SVqA1gY@E>)6(=i(I6NTYjB+4jZ4NW%uvl}w88^jrs*yY8Z_^uQ
zV=TqWvF7PCJ-S6+5`BeyH{Bh5r}>u@x1YtbIA4xgW#i+mrm^uUmbCaJB{@F-)Mcmc
zJGJ}NOQ&8wWvn>mJGJ+ecIwb61NE`k-uzSfkFi*)V6nae<?r58-oJYP?9KJ&cqe(Y
zyc4|+ugyEbt9q^86mOE(?2Yysy|S0Qazlf=iD^moRNqvkjbV@rt2DQ(zE8F_YDKPk
zExKVza}Q%XT42?rEjZClnz98S7n`)C>cvZ%`&c@!?pF6>gOgV8@7~_xa*eOj0`&`<
zd*!aK@l`Eak<fSUgiiHZ(E?3%R=Lha>pM4u<@(N$34a9jOv<X&a%x+(+**H)D{K|S
z)`N8aP^%$1j1Y6EpL6y;yow7ZH0tERI=Q8@bA;nL`r!Wmpd=!$AK8Y&6Arm_ezG=a
zjkz=Ir&+ZMEa7N}9>&+Qp|Ohp+f=<4Xsp*JG%WFJW1Us?+H)wCHZ0K+oK=XuUZ+m}
z+OVE4M93!oKDI~V%m}t*Npocz8=wID05}Ew4freY7vLmt0{A^}95@EN2mA&&3cL**
z0p0=*1BZZDfu91e051VA0tbNuz;56cU<VKcwg8)fn}8+2VxR?R2AY5dU=C0Z%mzw<
z0w5ol0^|bGfC(`8RtEkQct7xmz{$Xg!12Jbz`KE?fwu!k0*3>?4!j=tMc~!I!N7sQ
z3xVeY&jp?hJQH{-&>wg*@Wa5qKu=(A;DNxN!0y0~!1lnlz}7%8aC4wLaAV+xKv!T>
z;M%~(!1BO?Kto_=pem3MIOmS}r&G&k(~V&}|DKs)5n04{iuhN4(!@7?1j&!<IzDE7
zo%67Lpz(|@eg`F9o<Z?Eij*>VQaVJI!QI0>&L;U#xR<C9_*adniZ+HE+J@v>A<zG)
zX!O)a)}EVQr03}ebc4_zr+xIDko`OKJ?cip$LUH@ZowO)8)-Lq6D*5q7A>NS#5bST
z(H?pr)M`2TsZji;O*t|e3|U{Gcj)`<L-^f&R{vi?FPBpvdb*otBVIY(irIdZzD@U0
zJ>7)T8G23dLsBcPqV@C;X=odu4q=^3*U?P65M!%Dme$c4^uCz((j(MPJ#;7Rk5ePv
zYkY#Dq)xt4gMXB!4gOJlZ|iILlysf6L++wZx`ythUlTt1(=7u}ee~*m0@_J;U=}yh
z4y@^7d4}8|`-j%{<LFW3>qp4Vl~|Pru^#u*PL@e`(PrAn;^^!2I4c^Fo&O6xO54u*
zC9<b!Kl1hf)^`UowjS&9O^m)_bW=8o#bDp8qQxwMKA>g)&yk#))?zPQi5+)6`neo4
zZ>AO4T^k@ffDJ=qDP`rf1*`raxD(%oy^5}-HO!8i@>$x#taLT}zYgnH=`mIS-}Uqe
zn?$D&f62LiT@CkvC3GJUKbI^O=LBa{{(zU|cf<EVn6ruW-0=H=IaxgR+oSX_`u_&q
z%~U4SpXo3SuzWTSD>s>50iH$P9-|*2f5+fqrJpnQ@nb=Yt%i0bRD1SVu-mtfxSOuS
zNx28-Ya{m1BRK0nqTA^EklRq&jT5wszKcEZAofxh#(JjT#pD*hbmb1^AOSmrhWhR2
z_Q6*M4~l*dhFcBn7}Eb6r}+(>=LXyr5sJ`fNRsKpBZfDnSq8I#4Zf#5Y*Gf6F#c`r
z2XNxQ0{&(Ex%k{|<<s&zhP{KoH#{~_Wk@tk99TDS4W4B`r(e=b^kX_guVQDvK);m>
z<R8n2<@Xi8Vl*5ye1pEH<k6StYop^SYm^RUfwD(gtmGN8Q67h9RU=)1XO$n%%S-sT
zgbh1Qh01M)^9=#{efa~!9cZ>1_a6V{$FC6o*093AC#>9LXrf7!O9fO+^}fuM{NhQI
zb18RxY++t;Zfss&Y;LhqQc9Cu1@5FVV-l>^yh52O4i@F(Rq?CW4i+UQu{2LU$a2tf
zFwt!}SY-LtvxNn$q_|v~S}vCqXE_}SlF3<8TIw#EAf+UukRYd|q@_4ZSfV|VLz-$#
z&6${%rJ5_tZ3Pq4qy65StLxgz$C)R3b8T5Erlg(h!_!8&^}{mu+tk#|oRaMHe7DD0
z-<UkHXu|aq^2WRCCTEq;sGDNX&7L&QxaR)*2i{ih`uhsyuOEB|6C{a@nCtHh?UX?d
zdP3`VHT!C!qU{btY>ds3;7GSRY<7oiNHC1e$e5UrHYO_8k!*{RV{Y}CZS!qXqHMES
zlUVWuIWZ~m!5T_UFsg<mhgG2pcYd1Nl}Kss#3YY3f7wM##~ybjCXvTez^wUhcajGz
zF)7WH=yqE+_xJa66skUl-ove{N5>x)+bV)5iqJeV;v#H|y`)@1TC=n5CZjPWIW;ZC
zj^s{dZZ<(mOJR0d9#>RowU{#p@*HC=Gb#oal`YI>_utE!teM4AKHSH?@kC*a)iu#E
zzwo-{v*%=Z%c2Vlqt|vQ3;+JWyvDrPLTQ}T&A&0ff&Zc<o)V>Wx5(J^;&fkh(#-U9
zcV=utwmdO&;)6BunN;X5e6Xe@O_kkpy0zG9W^;>+GmOVm(@Nx|q_VN9Th8cm<sVKf
z!YtC<hrwNLH&uwVxsjtY*>kxI3shhFsBU-{dU#|6p6>i`PF(JS!WM?zl$gw?E)tVi
zoHW&mhov($X{0$%$}X`pW;e#?W~aqQr%cWpSmw#KL>m(aI@b^EOf*Cb+gHkS;$zaX
z@>n}t#;#|LhKaGM_Nv+s@2f7KXpJi@Oqf`=fNk2vN<1Ih<r6ao`oA@BTd2yCJ#)6)
zT3g{vi7))nEg$6jZsp)f#bwxqT~|uCi!A0PK5Vg=AF8pWxRdj(`Evd)pEcDnIU{4T
zJo$EChQ(xjsK!K5ET%gt*&#dmU*$w2r%q>C?hR_bNFTCD6%{U|BedCch1_l{w_1+!
zG^U{+bYackwHom=Cf~jqu@M)o(AHDoDk`ct%JWy8Cuf&Tb?eD8Ij3ePNKQvqNijdL
zscA@@>~!#b<}NB%N@PWjPs?_{Ki!z@Dm~_nGgmBK>D|-Y`QtBFt@b3?%c}FcZd$W8
zcUsvrH9@KH&ncOZ6kQzi_p9esPfCw1j@hGBS5G?i-kzgtQ>+6$^Dgq`CLiqYf6i>5
zR#0BZ^R*Bg?{|h8k|~|GiG1axDe1~XHR&ngyqTr8wK6lyZ_1KcUIrn{>;`E}w-nPi
zcxWF|6~q4;%mSJ3ay@g{a+va$u3LIs&rAhR6Hm_sgykX4vedSERJ>>zTaBN%bxU0p
zM=KJ=Hp6`-<37_j5>HnuKY46Z-->K|TD)Q{obtOFmMQLmD-AVIJ@vuyxFlOu9ecz#
zFF!4+B>Hs8`PI&N{vToR85)<#2guLHiTRx$8^y=W&rP%qOyNbDGl>@&XT({Q+h|qY
z^BWDNC8ZD5G>k1tS@!Tn7cG6L<{~qTp5&@CR2!@1>Rs_hOZ1d(Z{OfMJO^C*ENJcZ
zHjn8x+gbISc4p^^LZzKo#-h@0U+$-w-OW64iEM5&Z)_IwB=>7ZB3*}z_yKmg)?Ktz
zY(f}t`yCgjH?-|4+(U=Cups<FSoLL`8F^^bp#dAKcdf>7`9<eS!)`=-{bcier<Kcm
z|CLMPu`zU%#R@3=nevZp@)?_0DRx<cckavzd*E7Y{nFO5>elLvm@!#X2ELT-NQ;ji
zqdM}kCe<#Oc*Yi!Vt3??pFFcZ%NU=WnK^J}mfaf17x>*7vP1FC$h2IzY|hN=>;+d}
zJg|ArG+P?ZK9;+>h8Y)KR+Tl*Vw*F!c;G7|Yg*RU<fO)C*3HQsxY^@%q>PCXRm1j(
zzBiP7><us7FZRZaJic^OCV}O0=He`UoL82Z^ia)MmNNO_Nt3c4s+nZYO)?jlW%I5A
zOKEphRC#Vra<`*z@MXS=4*stTmP9tkksn?~TpuIuiwb?+^hHyB$)XEAJR%pEcdahq
zt0b<B3cf~IAp7XVi}Nr%@g{xoLf5nMztnvRm{irZ?%rpgQ>W&!Yp&|9p=;=>uCA$@
z>gw@y(IW`WJU4@YfV8550~!Sf(1@U*$S0_1REWexoH3}^1jQk=CQm{JlXoT27H@3l
z<ciXVxAv*3rkRuP<$d3MHq{ih&)Ivewb%OBzxLjzjEh%M>&i{eKq3@spA?j$r5HT_
z)u_^rn%Pr5VscBwEH4Shi-v2zqN~DfD7#=(LR=>W(J5wogdHvT?bTy?CyKYWHNgOR
zJCYaxaHwF%Qj6VY-`Q$22g-N026qK?Iw*JLdO1@<<lJgCxVd1|TRJ&4QFD5QTwW2v
z#x<n{`<2G2)ePBq9}u4?iaKoiKEMV@=*=Hd3@##y83r+*(z(?4^U$?g;HU*1eNo5I
z%>`hQtORr@7(AOH!GkliFKMfbUv3)_FYn0NE$Os)$uO_9kdb2|vi=dt$hh`|_@kL^
z9>vLKs#fN$f<GazBQvU#tYS35+nuduwQ6UpTBp(L)^PDcVu=@&dLAyJO*Co5C2=#S
zW8l0~05EwL>|>6L;NPRz5b_{DS|Q|o3eL}Ym0G{nVfTA|ejs2@uB<Fz)0TLFe0?qG
zyk*|Fca@h_5U<y7v@3B*8Kq!5Tai`Exi}*#vM*aRaH9hKIy3X4ujHAy6Y$g%+=+Q6
z5in^r7IBuzqK(&!Yy8PrIbOORhpc546@#UC@uNw#$?J61R&=DYS!*;34k-(COdzRa
z&*mDv$|Qc6K3K<~i$T{MYeiO6j+z9o)kR!iTLmlL*=kk!iT`Vrpi=H^RVfSuWo1G8
z=bV(<!TeDK4mKdoLH=Dbk<K%iU=SFL#G!de(Zm2=kQxEnfZtqP9ntF})%f-Y4%{=o
zB5>!gch7QHSP%Z@qMzT`p40?d>X@1JLQtK|T=$FHZ(BTX?MU*=V|SDH58wOxESi%R
z!>^-~tTDl6mB0mSRgzyQOrOhacG>6QL=;0R&AWTiKfK;yl9`Lni;s%Ss-p&dWCY%r
zsn8oL(?t=QgJ3O9uq8YA7!?ObUI>-Sco;c}W(jFK64d%mglsBJAWW3hJ|UIMVzYoa
zjs&qOk_h71L1c07=arRdM)sv4ewaq);dFkU&&nzTzy~cSLTgB7;DhGjF-IGKJ~B6p
z@2Xe^Bo}{N&}2Gx;|5$eqC%&yOo>-kNA<i)eCb(cPwm2_C`iT~uI1ny=Ha9!B!H$3
zLV&gfg*yD_)_H@IK<fp^kFv`^>nfBJ$}3cIg?wkLBC0?Jv&UWP-q~8J`w~?d2+Jl)
z%u!<hvit;nMw00vV@jBv2HkKlc+wR3aWHfiZ7o)^UQ!EBtBL9_8~mHq!k?^W5Z^n}
zk9D9Fo^?X0W3Li}uYzhi^>j_QE^MU!4nD+Q3_8V89lAuQwOJ#{WQ0V%7LrM%_Aqf2
z-`VQ+A$68yzg7!*-wHUbRzt+&^EDX0s;Oy6Mn0Fpgwi;m(F?OD&FP7VNauByrnOjS
zo#KTl(7Z%Tcq=Gxr9th7Xs=@Yels-(F${$aBNyiul<vRhnX$HL^JoEAbyZAsM-$=W
zmG#}_BkCJw8j}sH?z(M_aK)s_d8KDjr4za9dSV?7sgPA+Y7=gWr`_^o-O@XnGnQA!
zjS8vAUE<iwE+021h>jo6#}@Y>6U170C&Rzf&OjzXg^|;)wg#|66-3b*9Ic@?>>&xF
zl)VD@m_|#U=YaNdyZAkr2wIKD>^A6Q<`{{6ESUFT<^{JqL_+<7dk@BfS+`50QSWTk
z9F-sN=nN#Cu8H*7B`Zp`f|TUHaZnrTzbTXo)QI|TJ_2~blI4nUK2!k=l>p}9B><^m
z5;9kIcbs$8Jf7tFRBmKo%(D6kcg{?Vgi@(I=AF_rX1ud1?NM_dcP7i^Rf@rIJmgfw
z`HM&*Vji{eqTVf|G`io$MwGkMH(!0jwOU`mXQtYZC5`wh+4I2tt*BX0qd}|##do&q
zc4_xuBp9t`)(R%E9>sl(;ecFjx6vZ-@Ik5|jR~p^b(Q};06Ix@z33Gu=z8V)j(}Yw
zbAaq>XGr{u?D=);jy<a|1}kwQ8FDD%a?z9Y8x=8#QjmwehkFH$N2>+15A%U~F3W=Z
ze#{EpV}XJ1>fVbHQX&>+AU4u$tBkjCxskb@tyR{MNBMAiJkB*44!E@8rgX09Kv&m<
z@PYJ%iRl9g2}-FCABHzyL4}e6MJNj{<TCw-se&p41zv`&`Kgc=QONMnu7O;9GH)n;
z1_|yo2mmhOmDMduwNEjRyr?GB7<Xxv&I<8xz^PHYLgkKR#*+WHL!)$8_<dcKl9lo%
z+m+<Tk;dw5Lrb+W5Nk<`UnhJeidalxERP+kZ!I@ltAcj%Xz{~9<=YKi5p!&WS3D}2
zG&ao4eBQo91NN;(n<yW7zTCgFHL$Ck&b7v-4~2<33WV%qAxd4`ZetwP#A>rbF0dU<
z9FWOIl!k*j(}B|Xmmj1I`P^BwU*5;9>4Jkhp9$=;N&Tvp(te}rk9%!WuZpEouh1hk
zKM>m}6e3ZnEFNxMawbdi`8g>7EzyV{fYmhKklR+7ELERmH@U3gqUx4uVYwql8YR<w
zkm?BP^nRb)AbxwgaTb%NbaMJQ@$XeWvodcfW*S&3fW`|NC=`I{t8onhQVB}DVDtNS
zwwCYmOF?2QP~D^Q4;46&GahhL`y4tcMyP@Q3|z^YqAPW$@K5s@e8wY7v~)znp{c4s
zz*L#h>V4(nABUV`6iLUd^6h?~B^_`bO$80IQ>Gf>!F_BMWcnW=9;F2nCzG)Z#)$AN
z%fmky%<ZAaQ`70RJr3+Th3)b5{!|J8pRV>K6U4-a{CvptyWh1RR2^*nfcug7diLwD
zv$&r2{Vewq(#pPpzMBOvtK;A0|C1*?mN7c6o14QC4*Hj2gb6F-Wh`_J{J^f4`ZvG;
zDBc4D_w}S;9IG@==Fo@P&s1O3ej)ottb6grI+1duH`tr-Drse6oW!1OXIzG0I5zK#
z(wYM;3oPeZU?{9D;8lC*!U2pVu3>LF-YAWvdk(rJ^D&AK;P_#X4=&ty;yUi|@kZGr
za9u#KllcO38MB%pItJ^QGNzlE!+?=*W=_bGzgzZ*bT_hzpW>0|2-2X2d^I3@`c;jf
z&~$2KyoPy7rP667P4@3k0q1ahN_9~TT|?=q<5Q450O?jH<3p5Jhj5KHv1HbWbX5s|
zq`kF$#qzes#Fz_5T|f_v9fkSd0^<>wCso0QP8H&JuU2B2;z^~J!?GNHl3~=`lQNk`
zZ79%yJVr{%-!YJaNpikWyldz~DhDX%Exho)x0z?@pCkGIAh)~<D&NgbmPQ{bjqPCg
z-GU5e4KX-ehu$MO7+0>4J(*{^Umd2kUEDGF4lRQU*A_mZQ%3y6M2EV&WnS{FH@V5j
zMw92hzgrp$C^fNg3n5x7&`r`<6&|_Vf`Yq+Ff!_mjF%WKt1Vih-DF{dPgVq0BV=^k
zpi}~(iT4%NJ|q?Cs8DUvVGTfsqy^G5_O_|lLYIuAj+3sZqUM+4nLO>06_(-)G>Hbh
zv=rZ<wAUo-(vHXlsqQ((+pgF?=9&jObfs0<j+#V?|4samuOgKl+c;|0{Khd$N6eo6
zXkAt355`xt<=WaOHjVDc+V_C&7&VC#$WLLO396DbR};)Q5%!Q`WTYL9eJNT_QdpK6
z;XRcS`!V_HVATW6L2k>pd-*oX2sV<}m>p7YJPHeD8Nzyc+EPxl$CHG8lIIojAr3%!
zV-L-hFg0Fy;Yq?02V-u&*v@ScWB5J#0zP)#@h`|;HpIxtY((QA3IqKJYEnC@6P$W;
zNr{E$<h=axR^Fm4@tAqF4BZZB?x5p*`I`RVA&0$>`T>PgiHN3wg5u#T&D6>e5rMSK
zjQ^_fbc`PS&7{#DhtnKvNLApq84k;HEfG7{*vR`vO~YS=18T3Y^OJdxgEUYklQAGo
z5cLXK9bd-Bd14?u?+RM2C5m#5Mp@!2A@-83f=j6kDuN`qT_NMk)*B3ATTr10SvS~h
z;gDe%g^quDs1NWXUo}9mNUYhA7rn5t0QC_NyG)u$8wrx9409A|%SOgCQ!An_vq?Th
zd+aOkGt1{*ST}FRoU5EyFW*0I=T9P&uI<{{xlN|E1U=&46CLj@n!NO~hAA_9=k3j=
zR{o&&!ugjrZI}!5m=>QVyCF7`C<Pq%Zo%(z1<R7jDy;@+I%u<12(i}C)^NgFM#{EY
z1=dQed$3xlV5>;gR)JNfQ@OM$#cCA6AX2Q4Mt#W*2susbeZCsk2B)*8dI&d$y?|W}
zt(Vgn$x|y@Q536)qBW8U)6h;8Orjac7W@rtI8>9iSn|b#-(NFiBW%cB`s(!d8|T-z
zUp={Q>BQ8${Tn8{+<k?=ckXr9|M=l4tDl;3*~L>Xbu<4>@Qaxd-i~EsCa;|rR;X$w
zT{(LBbBjZsgS|a>uD|>KN%Cpyrd)RIf+fs?@7B?}p+Wp5JA#`9etIF@LPS%+axVaa
z1yKlv(askrP&)K(9o-<Xm|UGYwHw&d{es(V-~y2Jwh94ixP;D9W{F#fhFA;+JF#yU
z42p0l7dC~6#b&iSyzAxih|ZyBHekm(y*^SQ*^hpm%IMv?2{WcW<tVA0e&{fKN<W8M
zJKZ<jmiqnRKSSFP@xo_OLpEEq=8)MWdxZ?%6!=)0_Zo^QM9qs0Q&+gJoVEJ;kynn%
z&8fbCQF+`()hO-YUy>{8mjA4$_w9ANn5V`6{_Uc94?TSG?Sjz|XErHqp1+DM7R$V+
zuUzx$0@)+qZKIe`h;O7u4ipuvJUGx+fmb2}F>FO9<@%Bmmu5XFuC@#mG)X2nA7hXT
z9-~3e;F6)qhFE3{@4VUj()I5i_@g)}ws^`F%a$*nd{I=7<yiUi|6U<}FMcb2CLUob
zw!X9M;9tJ{^kON$J_VDu6XbBB2Ek>5a?~!DDddX#TIF`7#bX5wlcU>pI=4$Q_-p#t
z^k+ks{DL-HKo&lP0a%!aRHfPJ7Yyd6PmMb?4rkf2?n=Bj%VDmzK4?*rt}a$%^<*0H
z=ixwO%_yvu&}A9@CZ_+H=(70)x|HueH@b{|XYpCk<wo&oh?yd~tP{%4i7vvwA6Xp#
zE>yYepF$N9|Cdk&EL1=h<U-}ZPc9dH3ceH>^ahWCD2c(KF6B!}={BK+=anu8T(zUs
zwFj#Nn@_0-266#nFse&_s4Vq?)0E5Qp`et~=_<pQso(ZV3k}Wb<`WKF+?J$%Angia
z@Z%b94NlXA7>Waab3S!qFGOF)k1_r<=r?I(gNK>=yQ&ivcEuR=7rZGP6R#3K!#B!U
zrMQaB62Dd&E&jT?M@Ez7#~v|+tKNL1p*ieOC$Wgp>`&?k?_f88wmT(%I16SP{=dh}
zo#)5Q!{^6L$Tc?tW)5%*A=g|XaiU59(#If<>?kLc8DP8;xrL?Z^>`~VPfdwgAwvo)
zx?Q8m^P<D4{rdg-L-yCDb&SFaCG`wC<$)rCF+&I@QKKVjv%jf+@HcZ??Jj5O#Of$s
zmyvx}Q|GhlxTYpWxGP5*!hvXc=O=S_flL+PzL$ecVKhUCgQiA>&1R9iEyQ8jCb(Gz
zC+JO`Tv#3^;q7vcmwE0m8YA|wLSfrrj~`AK(JCdum1OYr5MV)+W+nFoq+*IlHDZV}
z55p=#vFf5^L%CT$*>LQw=%%$R(zO{|V*cp8Eh|^PH|giEm}3{ry8M;t52;<TxcH~U
zl0R);o$FlE6Cb@i_v=@)=|{HJOrN@7(KT<~3pzD}-B*H633P+ds&ili(WnE#V1NX+
z3PIKq1f+668Y_)iN{PL6E97}LMsRE!%c|wUU?c$m<&fVIi8zdRc)cm-2FDrk36w-9
zz!{W{56378p-nX>JnQ`MG<L<?voGH@qxHHA8!w+$v+&oOr@S%o8vpY7H?7&dYsRfF
z&baFG*;l#Px>qtI+HamY`Np|bd0<-cECr^;vp1~Uv~`+%+U--8U31YA$k?6q1QTGA
z1NqR*7m*HvGp0~?>U46Y(#5%mYnx!?IJv_HSL|qYc;rN<R~mol@_6Me$CW#I>Ssd`
zl#ZVYKlxn%m|VJ`b7t(R$z#v)Y^8qiAk%fHxi00^UZDO$Iudd*0MD%ycvecMKOW6v
zPBi(>qxpj$`1nx@Id{{@nFTYt4Jwu(+WZ2>C(tH13~hAo?d~Vt1b$Ayj!D893%%3^
zx?2pyVzqj86kf3R4!JxGSaV`x^H8HHLQOWmIr&a>VECDk!fx2f*pm6@uw~ZD(v@@9
z+}3&R_|^++$1x#asZl*vH~5R{Ya6fLv*5CW8-JQPc+uR4wqLxi32IhmlgjEjB6b0+
zJag6BR~NvX77zt#Acu5Fm7rB(U;;A9ZN#=!&Z_PxDJj+7aRw&l6x7JDwU=JGwO1|`
zwas*yL}F;hA&RCq(l^zNv~0yx{{Fp|D<7Tr{-KY=hLx*UUfHnpg0`NlO^+wx8Gz|e
zP7;46?h+pqH!}yspNsF}G92s2?jKCp`e*u-A7INnAgu$<$?q2%El?I0`I?orBCW+j
zF%R9Y)w-PdbrJo3Lz-rHbP8j03aX*otyKEB#D}1bmbt^vCk&%=FKE0?v&Rg&m(598
zT~5zcQ!DYoj0|&i^#QYr>FVMPzNU5(4F_^{W3Uwf5v0Bmq<%|6#QP+v)8|7)yWOZb
z7c$bn&xMXo!C4qW?r>YS^$ztf4{z_4Q{bn!Md^;5bO&9Q`KJK&m46SQf=%uMzk6Fk
z)V=vrey0Jd1hfB7P?a9hL&G<woI;sK9Sm&k4Gs+&vs+5H_F7Dsjcw~?CErd-7RyTa
z$D>(lwSNtcxBolg7-Dw};IX%W$6Kit^OzhjU^37BTTt1UE#k5>-@mQczmjup>n-*T
z{YnQR3o#T;NkB&7;Jk3ouuT!oIpLh1*gHF%V{|Wg({Cj-|BTw<e<Y$iPm-#PO66AH
z-#c8S0JpW5%Co(fit{{`MlevbI^Kx_v>NiKONaWTr#$|-G;#0$U77&qxrD@+KgiZ&
zo@@m)djKh(!3ceanrmuk>kXuld0%!bv~H7H`KJ+o6dGyUd}!M%-FbhpO<rtUP7=(E
zQriQ?Hq&>7wmP`)TiH#}_TbQn_M^oS*MdCn%ASDM?ZrFGi+3&&-(>#4g!8f<ug&k`
zA|9{e@8lVtuCf=T7JtvY&-n6E!*vEhdCFyy{BYG?ski&jan*A1SImpjRS%rFir`h`
zPQs9(tLmVyZy9%9ry<GYc$NH4IU_$I*;>%xU8W<iU9mSkUZuZN&*<~LNoQ8?0zJP#
zTI57Y!GVm#*e{?M4|%(vkE;93X1A`7kiyEv>FX$kjbo|U#U;bmQSg2DZ5hA5XX;g5
zWsiw(jhi~5yL)1DSLtO3e|yjCvzwM}>v{hJ{PSP#e)QQ__e{EvqWKNS9|BAM7a+`!
z^EhNU{(+EDX*+4j$|yKPiPc;}O8Nzzxy;Nch}kT+M(OHpe=A=}3l)!<mmwbYX*7kb
zU0i3$Z@3N>Dksiu(@2mYi4Ii?L&*#l17m=3`g>0qr4o8Dq??O}v$N7(PGI<<#Gz^j
zGCZgAc26CAbK=-?gUMu`+E$Kd$1s@?4Vcwf5Ezv?5XJlLmRPjydEK&Fs{MS>elN^J
z5dAE#z32EBLJdT(NAJ`tOdRJ7S}Z2H(?m@BoKb}bS`@(}@=ETnkmD^MTCECCpI#qS
zDDq1->B3~`52fgYWuwhSSfQ;336Jxt({X&Kj03~$>n)BV4<6~2Q}v_SJbn!8VJPYI
zXIk$mtboXP{GC5w(dpW>gU|a`jO`g49Mjn})jDVTy>;D-n(X13D}GRG;I)>(FM?eg
zMo*tPzM^$(PPnza%$FGzN=}}?<njq%q2<T#hUoYL#ZbSL?c=c=LJ>azq|IZ4^4(^0
zs#QL}-$#7?f}fcD{ow?OkVwBkq9!K+H2eS*)pc5&{ic|T_xlmw7YdceK19f>>nkmd
z+rWzPs<SQpK<+=oqK_e4T<(ZV2eEx9mg_xTEWfY6*AJrflBgtylFDIn_V=1%5-R}1
zQZ|qW=VHzSVsL^N6jAtWyx{tWZ)v}}GdX$W{A;>4FKxXkGt=Cin>zifD;s9tkR8?D
zIK|48-<}IjXd2O7=ThpIb+=zC*vy-Rx^dl;rgf0?`0B>?Tnj~nI`G7AnU9bidC}5*
zw$5twkgb6WI5-D!^b1D%$p1s!ZjMzDjzeYgh!rm1*=nz(wBUfVOb#DAsJN#t8Rd^N
z<)dhb8>A&>z?~t*OS{t~pW+F=sIpWeUXM4gP>1|hMYG}wtuG`VcpM{^RUA*tODbx{
zj9{FD-)lVHtz$++OneLrS6AMd6d$7zwib}?U7|w)Y{^F$qCpQ6fjHKVm3E!hg%~~K
zVPMi2hEuszL`$=5jV;!xRedbDgg`~7%cbYaA?Np($81O5HDj|rV*abe;?dea)akIN
zPc9EJA7Y$eD?40R5jvb5z1vw_F0y-Sr{`gGf6u^BR7M?x`=cikKir+A2S@WEN(Hr_
zQBaUmlF>(Hbg4e>EecuA_4k&?^tK~_W7teUOz<<h6qOI*C=dV;V%R|7Z`NU+brKCQ
z52pcZXO@g_oibzQ%$ShO;FV^JTG^@;dwsK_6K`nm-n{6V)-6K)l-ZM}%e8L&kV0qO
z@tsOnyL8l~mGpm$fV#yAQ2*0izK|5fO7t=z_+<uup?EW<CCXt?`f2)aTfDeg$hwZb
zvyD_2HVavrD`Y?7=14x;h+6Q4`5CPSL)}a>Mzy{gGDdZ#t~Nt5kTGh@Y5~h@YwN<%
zNVLB-qOD`?@*L9XbsinjlGA*fIn}RQh)}5$PIB&%Le`hacxodRzKE|ck;pZ@+|ttg
zvLKAiNt2(>&;PI_RHz#B(cqxVgl7+ke0|aUVg3W#nUWUOb|g(&)s||e8dQa(MHQ9Q
ztcz%u*0JMsb9I;LsD4V$(cgQTZjxToLn4sdic$dWPQ`mbH2T3%t~-Bto?h)r$uI!(
z$LY@%x`Pk$=17Y$_`6f`C3*PRhP%m%b4E7)Pp{vq<Ij*)pZIPx_Z;{c^_4B)D?yY)
z?RZh%Q?g*YDD{-AJ`0|bZD?+6APwLtjb)8spvK1LSR$V2Z;fl4S-CUkp{K^joi7^;
z^2&D7c6v(gY-<YDG<X{0RiSvOucoGB<jd{ttuMEo%SVP~?`B9kXHMYf^AM_~mwHIn
zl4Y`>B6!F!1)JmArOm9QTk!l0fT~t_p6E0lP;i#v)aaj~1?TdZL+7OogTb@7&3egg
z&ci5}=g;jpfHIeX=RCkI1jf;Uy3s^*R6?xLnU(`xsp?eq<njEQA>Es$I8<61!er9K
z3FC$8Uv)J$*4B*a>Kaki_B!go9UbE<W3k9SqVo2y@?$>`6JP}UOj<(5kr4oS>G(GT
zDan>S16e)1g-?10==p|hI-QQgCpaFD8>Qzi^#l3=irDdZdVn5|5gLWA>R<H^jo8ul
zdM}Kr$PY>)`+8M=FU+|g>q&lOlXG7$F=?0PN4L?zqR~`w_YP)O8Xw*b2@p;Ft5gJ^
z7b#$VuRSkcVMm+`GjOXk$?SdSCpF)n6F}HY=ycPHkKvd<a0~MlA9JNtEAs46b;_8T
z_qjRwIuBZ*R<y9i>J-}cN_XC0Y;zXdmNRnZMXBw9VjC&8)xmw=ax?OkTwz2x8LCb}
zo_D!h^7UK(PCad;9L-D`$tKxt$c;Rx=S3*~sswdusmG$jE`p3ZEPHUZ;5HmZdNpEg
zGMU?;S1S}|v%w8N*3}k^&r4_glT;c!D@#L{9;!6Z>5j)y^M?azYsvs1M9<bj$ktS!
z{`{$__zXpJtio&)|HG`+#lzxTp*j~XU-g;J8So4~g>^q5jWN#d@-($q`_m@BgN?=5
zMuB-?aCRi&ggKauF9lA}LmJr$vg=U_trXM=E81aBCSyD7RaJX%S}0R_%Xj$w3iS@F
zU3C-)zDl34_^fWF#R~OolG}qT1&uYV*H?$*{#eZYXgK~!I-ZtJi5jzq)2Vnm-Y4M{
z-JqlD8M6bR_&`ekVZ3hu8VBg9LwxF~TDqv@C-iLnX@?}eCY)v`RJb*2cSQVO5tmxV
zDa6mFh;mM*c16U0MCbwA2-f@!vqxp)6h?n?@Y}dQe^Az+{GexNcyJFhq2c9@Lvg=J
z8H*_m<q1YEy&rs&sRfJll1K2<G7n%-jf6Rrk>b}`_A88K42ky{((z9as6Zumz5tCZ
ze!Z8ai?Z+$<xFN0GU2DcoV-rv$qv3`XBJTIwH!SmYa#tefyx9m%qJ&*1p)D5(H?RH
zHK*WKKpUw~>^1SY23v_&*7CjKqk8db{KNW>*v}bW{8I*BFW~Dl;-AmZqk?vaU*Qx|
zk7=p5{Hacpmt?RRhfLn(?B^fV;~$Dw*MIcAfw=?wGvdvHcyk7qOY4!xzhF0UlMzS1
zg;Frfi3zj(JsgqKo@E0VD|uGx^AoyiM(eUPFc*3T96+Up^I~?>;NR~NXOMdaJ8?ZX
zS@`aKE+9N~%m&ilihe_;kbTI2W(r0|t3`TFE@u@gg8?a7HBa-Pn*T(m*XxhybV@J_
ze4s*~$S_tb^ok=&uy`%?C-@Bl4Ajy;l4qq)`~pe%fXQ#-LV-YrBWV(_a%4)2c-(zU
zsVL@fsrZ*1W=d~yW85PC6~DIZIq?mgeQw#>HJ3eyv*H`iUA6`|%Vzwhtc`gasgM=<
zQCKi|oeJWFpMY6cDl^)U8pYG;z7*t!J}Dp22l8QPX*ot(YnOS?@}68$-QHdeufa<T
zZ`j)kZ}6L4wY6PmdeP^(zJ`?eFl0kFDn~xSAm3P8sx7y$2CY_a#5<4?rlL7rppgI^
z-pp{|u=3uF^z0SI4IXeK7_9L#|4`M}5nk-fgvuAH#6_yIOj9j$<Cad&5sRt@N8?)!
zgjFTE35!BiH(uB_KR8LBOtKXd=dzQ&f2@0YRF-61IG5XBN$2+X=j<NoG)RSD_IPCe
zjZQhYLnbSAvii!6CX>ztL~0=0Oi?WbS(L7(Vw$-^885FTJmEu9POGUl8q4YFdm^2Y
zmdO|<|11QPA@!DcT7~aY1$|D3xvjf;@ik2^y|&;#u<p@056*6!tC+QT(x#i2)GfWD
zV#??`4HjmPj0Z?E3E5}TTyejpJL&%YuQ%i6xcp&jsrdEvmrVJIcueg7!Toods>arX
z4q1fAr{Mc;WEa#9hpJ?w+o)CTP!qcP(43b!(?l|+;c}-7n=Y-vpu=L>RTR<daG4MN
zW8|2&oNwO3V^1e#&P3aM!YpVkh!mbY_gK==cGWcTYKS@*nf;0M^nV*Ydx=Umwzaui
za~q>ODv8Ivqs*vK!ThErF(hs>K#zAwPu&ohTKd!tB^X*p!b&>VC!|bCTN->QMg4(3
zK*|$Ro2WNhRjyDnt`z^~u~(|fqS=Zo+7&!k5>Bebg{p!wRn;o|^2KZC2%eW-_{+v0
zU#NG48@gL->Q^&M%NI;vk(pNQkSC{KcQ7-$LL=@ARi#VH{CYMyq-|X?NRswc_x#$e
zzpoX>KD{V9veIW)v4byDJZuN89|Ntu$SdfLMy%C(ZHkRL!gzOJW8UWZ?X5U{?nu%}
zI_>EPF!R%g1%@<cCW$ju;h@`Ha%ff4s8Ka@N3$hk=PF$l)%W}%uT)Z25}7fRyjOnV
zay(vqXx_ZE=~%ERFvv0oaPKRSr3^U)4KCeLMih3FNx#F8pL}Y13N3UztI3?kQgBfh
zV0cJVRZJ+u$W@ie65>+gr-H!+Dtw>HnQRmWSFah#nqx^7H#x~gMmOt550;N3nqn|{
z$6WgT6YR{Eo@zc>_y&U>(gzkvqo7cN!kf$V=J*zyr9`b#$sg2Nu%3nyU|`-Cs260c
zB>%Y3h>W!mLYbjhqM$=Y6qXe7kp%RC%$z0MZE?6tTbr^oR*h;JW!21mV(z6YZ~b&*
z%jGVGEZ4p0(OKD%xmCBi$hw?<aP6F$aCx$=cJBBIt(hkFj+=Je`vh)$!7V;j(cmA`
zxkLP9-Qq=8ymvc2kA3_L@-cTWvH@%NLNQ;u*=o^*x9IgMEZ?c1-^2v+Hy4G^@Sy?-
zKnPh2+msB*PKLe&q41q1-_8;+v8HqC!Mfd=dAlZGvU1I*o7O;qGOl9On6^4keM_R}
zicWj7MbBP+QB}mpR4WEs*_&4E*z%b8i@mtFJ=fjtY+88F<6{;tZd`xQ^1}B;ko&;e
zb_wInNRK+~hI<`$__265tMryF#6nSZAP@0C{%ezoK*6;1K@Jd>^%jjEC=zheHt&sF
zHf|qt{~xbgxl;UvxL-Y?XV&J4Vr2c>z1iA@d*4{v`_zL=|GsbOg^PFXYG_|FXWYbN
zIJtCYW7`2LRjJs*UJg=K04n$dBfq)a<<Q&Hn=N{EWDBa$fk^vPlKsGp$%IuqG_5Di
zx|R9`uVwun%BB7fV_yOvRdw%w&s}EU_kCY8TV^Ji$u^nEo=o-tAuI{mAV5G+HUZfe
zH?-Oo6>Dva*oue>2*wTTivzWYwogm7K5A?GP@jUW);^Tv=6}weNeDvwf5uNHOp=@5
zc7EIU{LVqU0<Rju*K!?y+47BhmqtW=Kkr?>e)pyCCs!8FPYv<i-e}XUht|-$s~f>k
zbm6L0pt5<<{_e6)bs*2!ShM1v-w?Yt9C+vuD1Fi7sFcvb@TvcN`g==D{;OzybVuz&
zcfHlrQujFh2{Z@D$)1V7;Z@9Rg$c8yBrucX${y9K2wWiH{(>h)qCIz(@vBVOw#SJn
zTe!}m@xtJd;QeY}lK+p=`*Nn+zoDt3#egO>#(M@M0SjKp9pBs^VN7)>y&&DR7I_&p
z^y*JSc{-7oF&Yd`?V}cnOvz?rd_sbb*MTKhax(8iCa7lHvtwRt!Y+?Zwc~Qu$p$a?
zAMb7m=MS+|CbeVM(xh_1;rm4#oxxmFRy_Z<#$<yWKeOvL{-5%Kvhtl9dgxYsLs_ND
z<A_$l1vH~7Qi!OEOngDCB;Le=m@_3)tMhC;o*u*W#NIrKey==hcG6;|I>^RKCK@u%
z?kYqbzX}|>gZShKAshdazhF^ozqY9@+2mI&cx>^EpZ4dskb}z?44bOcEwlZz9$nJC
zuPK1PF=u{zr6XRM?@E@}gy(E2*P8y&+dr!%P*D~LHO(n$U6)en{}Y`ZPp=@IkXkFu
zGsPCMTqct|s*%9L#)wu3%ElO{l!SD$FlcsmcMM&ciNwfuGiOUc!9`{AD5>eA@7iyT
z?lpRbxFWq%U(`^PUs#-Q_0N@azxv5<i9Kt^KcO%GW+e3ES6<2dVx-&NUgY!J<PSXc
z>(9YMppBWOX(Qf(wD=({5*z11w?wPaC?7RQL`tAX-5Q1x#$8`kAM3`tR8P`|zkA>V
zjxZ7}+_O$Rboe2Pt2Js;o}zg}$z)o?_05_$P_$r?8vf-!yB3&g6YF29qaFB9)fHO1
z(-A0|6|XNVuOmzQ>%7YsCYGSRpR1rJ7g8IbPtjsFluzg{Nu?I`Uan;?hO`^Hm`&5D
zY{~-(vPcy;&SDYPER{IOc@`OXc<=Z93xD$VdSDAJdgRSx;KNXL{hHHYJ8cP7H?4d_
za^l1Quz}ELTj={1(;w3Be!LkUf9Ihki|P01-S7W!<q{A;7H5YPJwv<<<pwRzVYgc!
zb*rEv^%No2h<QpVIk*%eS=r^*Lfma7P`r)D<Z?!CP+V5FJ-0fiEzT#UNi{|PVWZf?
zf0ws(Zl$HJza&{u*)T6b6dEtx4A*N}dr8x#y6P4K_+{Hi3GVpmsvlXyOTZ4G&#x~`
zRt7aYX+B!Iy|EeT?xw0OIf{u#AjJ;oJ;VmRUh}9~#p7~i1SJ+T3->$3W=BC78m-rR
z5Rj52EmUV^U9~eAYfpF9;sO(W8qsEJi<WfWURT#)01r1@>ftJ*`Gr+YZfTCBqC~8>
zqo*-T6EinUy@1IvV~Q`NF!?u9**9FCV1(ph$={t#!Vg#zz<TTYdDyONhGB`NHyVV6
ze}VCuL<YtrTZ#*FPv|yf@9RfM?lBG*IZgOSU|JLfp(y$@Oj3tuedZL)BEoKC{6YLH
z0iUP!nvm1v^C748vEoo;Rh7qH=#Yy<`2NCrt=c4IGoCX)t@Aia%8J6(c`|)4VR!T~
zv*!0rd`8MBF(!r-DUX^@b4G~Ik19{YqV*EvrE<IZb7#k(?ffPjCB>7&vUu$u->X{x
z^MQ2-ha;cU#m2<^RN358leKJKX>Ctjtpt^z?$Ec7x6gU}(gXA{`VjuJz3=a-EZ_0Q
zoe%%<d({p1oPjcV9%hPciUVV!?m3gys&|eM7oQXIW(rK%>@3O@eh3Yo>}bZXHZ`FV
zP#a8yI!Gi}%oBLZXD7x!F6}6>3q=Y6+hj0r=o6|0w|%uKfuo5hbHJ?P2!vb;%$|)?
zTt0`Zv;=MVS+^yXR0lQHw^zkycX*Jl?m#CvLfJ$y%W<>Os5@;#!l5WAoc}$-V~Ars
zV`Or-D>Tqa>augg-#M&}V&msRMNXZxo8nSqM>MInMddwftF^}1j9B+(`;M)@?_B(Y
z`Ch)>Z`HOfSlr*CdyK6K`|9qiD~K&wwyL~m*W#{7w6n~%uy?dDKh(Ce!d+ES>9ox3
zUA(B*11bJ7j5~<p7?zjfiSm3t(qyoo)<R_-hjg3<BxHc;93Z+;rE#`+`i6Q)BeO+{
z8CrK2Moq-k{$nn|U_Z6?x4mt5FDiC4F0ZRvJv&l%>$7XSf7!WB;xBCuZ`<|EQ(a5;
zEsET-Y~DsI@!y$9)K)W8o$7C^FbM>O?MqW_cMcXgP47kO0*Z~BcHP-ag<BSv_O2Kl
zfVS8U?VySR(4z(+{W7gXspN6<L}Hu6A+ls_CK0p?lwdNwCt2}X)WAK9HltFgBO1fv
zs3)4!!}J|Y@GUzFXXAWRo<Yb4<7f8**WRDVyiv1KFbfuW|D?2GKix)u1GeG>iSv73
z?JMI5rD}Vjdq?ZrVBgzgf8l5Yj`*^o9VID;Oi%{?`i5<AsM~Tked#VVKR59iF+n9U
zAC{jI^7I~)N$LTBJni!!!D~N|s?}14bkuNWq@Qh{p%p$26ok@uORZ?WBeypws}iJ&
zXSSMd?ccHc-mNwmc&#0Ho(9&g+_|Fh6NQ^o^Y;#yR&G49qHAOT2o}!1<NmvE$2lTy
z0AB-0kyiaBy<Vn@F1USW?*mKXHY=p};KUb{mpp*+q30E1T<BT^LL4JtDTRejMbD$%
zivaDkM?qF<ms$(0Fio*4iIV-a6nwECd;!MCzr;oRaMAde`_S{iIOWA3fN_y?1ObhR
zuR^QxAh{Kc@7ssG%t2tMyu=D-`cQBT$5<p5I)5(rb0GV(SGJN{@pJq3(aqW4QD7Lg
znpz0`k_*N(Isa3a-s!~jF0~?~wAerfv*e1%BqL1J6v<lYWLG4+dn9+BACW!J?`CJz
zB9@6=G~2FG%Ir}qZBKN2!Ks(PN}1Uec8o0r&;2UJ5~*!kb5mq}cX^xH=+TMEREje+
zOg3J5DpnUVa8tM&Uy}0>tb?$wti_5`MwUWhG@4A_IF`s5E45ZKTwCr6iTII>Fl@>8
z>!34}sf!Wla5jPlrje+wIdu=YwVb)yUAWtBqP}xB7dm=RB~!;_aVzU!pg_lF=?a2$
zetv<5!buh>S^n<Qor9x;Qk*0S0#Mp$h+dpus39p$K|Xk(XQXHGn~T9lN-ma|Q^~P|
zr762Ym`aIc_EZ^IRsZl^HyOU7jsN%td~#Wnp1W{pz(+q?nuO6Ll@iPC$x>o=S-Djv
zsr-WWT)G6_`vS>e;#=x=D1#(cl+x>kLYOw%O_;YxB~N7RR9FFJ5Xl&G5<vYc$Uh?h
z_@6YI6#-OFGzeEQIzP{<L;|q`__ZB6Bjt7M6JszZG%Ce7fd<8KLX{r`_q!to{zK!3
zwN8VICnZ=UK8<y4K?n@uUX8<B<dZiJ+`Mwgohc}HYXp^*T%o->b>#rD*Hsd7%L983
zy*BV$D3fXYCX!aExDwjq_K8d60qPknAFIHcj!0onpm<Kp!NSEOq&mfQX)E$!a(CJ{
zLb6Uszfvm8PFi79Kg!8)UnC_MpX6Z4uVFlmN>IhAE(W2Cu*_$GCIC$qG49MA9EiLZ
zv|5+VEh5-Vq|ZiQbbuf}b$SS1NOa*i$<;>#Kv)ITMMag{QVmG!Y$7(Rxh*{Rp1x>$
z`;j4Mvbe}-DDEn~^S)a*l?~LoNmw|jRd&6cRVlhMSYGE<2x<tD$m__%@pzR>OjK=u
zb>p_o?rKUP6VOj|-CU`CXY`GXzorun_+rEGQ<&Nf*Rl}{JqO;waTOHB^E@(Rw8$>V
zM@Y$Y3hW%NfP%o1=PpVR*N|Jt_~cn4OzggfWh;33ofV#thE3o&PapOGqMoG<`{)L0
z_wRrI?TaFbHI)Frw}+(~t5(LT=8p>!DZ5mZLTeDx!{!j<*Z{WlRZL4Npu32`&q=J2
zR2-YrccCB2e}H7AtTQqlmbOg0r6f~q38zIYQXbC~S*#h0#gs8y{Ns>z*3p`AK12D%
z$q%Tk+?QWNKE}_DpF@m5C8;8?z=)%R^@zBMV1H+w-r!t494b_O&09GsfDwX25G<mw
ztEItp(=Kz-oYt0L^|D4N2UR#oH+u55Y;~YEXrEahCe`qr22Uvaj;FKEk5ig(fNpTZ
zx1jj=`mh_Yh_8GzpgId`@?@a9KUVLT<G|UmyN~Y6t!60FWEm(~y17c>Om_I`n@TI}
za^wkM1S$i8<=bmiIPOlixalS36;_Fu`3<B5S6r$zsijZ}S=p0MK-pJfjW1(mQ0g2^
zPAX1VLoy&7k0Wt<FXSQl`=I<K`i#z^$!INj23RVy{(DNYOdAG?_hR-GqJJgCNxPYp
z|J5T6$tUP~FEk;Uudcv9r!J5+py@`%s>_Nw+}YNemtK)};;Kk~j$_sEU9Dz+MYEM2
z%9>W{I-_GG8maNi-JQF8=mExcW@SL!3uO?%Dv$960ySI=$DDZ=pd*kR#f*L^gp}Bv
zF<A_7eP9A05J)+Uft^L$KoIk?Vq{nsBMio%QZY=am3DMe&<#uo@(!Ma%Qe4!#+-P0
z(N@03>@^r0Qa-+^AdgNUD*)<v3^7}Q1H2#|R0=K|yn3NCH8VtSOIF#$f=T9{uIY*!
zxr`=vPW+kbBVWW=u<{XLtPd!P1o#ICzS4%G8VRaNB*<CG3xN^<<xcYam5)dh_}~4w
z^=Z0{u6z2s&!9;7+c*pR008_u&rlZvP>7ykg3mZ_ej2<0UVnQ0!~Mv+JdE+kg#eU5
zYro_#;4^p#^<q)bqj7i`z;Pn`l=G2u*~5{cumJNQl%S9c#|jDl*w@4v_<9E4L+?5S
zjKJ|Ey<_Z82hejl&{99AY_Qr4VudNOJ>#$l&O41_FYtOX;|M8C2~;qzkY^MYFwHd4
z#sQdHBpJvho7TInFg_`AZFmH^5NdQn3fmea3JI^+;4{F;MB#Kw9dN3Kg>)ld?+eA<
z_|C`Yky2B@CZ_M7eP}k=M)6owf)d-y@@1idxXxBzQ*CV!BodS|(3~V?S3Zo^1~pWI
zth<-~%lA?n?|8TydAoZi{)c>za$qSekP^CF-t*QJp20As14bL+bJ6n>p^_=xU}(u=
zMG>^?0b!0XCqj@0iz%5VYshl)DjI_hlg@!L**uDnfP-R(OUO0Yof4%-Ej9@An`<f^
zL;D89o{kNVo!L0>?7YM>R^RZC*GIc5oGaGkwb#WZd?}9#CGZ&ujzq;DynBC|#iOK7
znaU_-SFHJ2-=cSZb!11g$w>e6mgPH(4*c@1{vX^Sbrid`m8k-u-%cPdD`D>UEG5M{
zu%;9@^syR%lEzGWgcKaD&osc7l)NlcYAMc?SS-+U8{z7bW+dp_qKp{6O!MA3A6^_n
z2_l%rTo&K~jQSWf4f+)V;VdEwA@P$a%M=&{Yd2s}yPR(A;ytsSE*~G97OB0l#$tNI
zM>>}$>XOidB7*^tJc(epRBv<|;vAJqA>oBfCG<SL*=^QI5Ab-wgc$ssueNAqQn>(s
zlO@(E+PC)Cs5N?!OyVMEMFIU&Ixn7bN!f`6EV%g^qgxM5F29ED?dj`jPfGLbBs3DC
zud@|@-(RiqJ3+FH#gXVkbp=_;kvb?j6Xr?@wHb{?sg!)Gws12XBpz0VeN{ZD2xNLI
z)9@~94)0=Yd)p+rcCS$_I|HbATXoWP)6m%W_-2n;D<v*Z{(Y`6Z${hLt@6amZhAd5
zYF}qFqy>g&>MW!sg+-6+FdtMGQk@`>@mumTN}olP5h9}a8Nn1$(VV)9vrV7rs)9z!
zgBdY8Y2`*5f_fx{e4AQoH^~DD5m+U(c???VM-LXR81DB7DUnpp<7#z!l`y}APv0#x
zc}#lg0WKGDI43mFJI4vasb_lX9=L0bi{XhU_H{ImiS7Uj_#xS8?pQDwaV=c6cDPHM
zRe{LY*@D0CsnMe!-!wk<^&04Bko@0*JeOc~SV2k{%;a0_*r%nX{Hjm&h*@n$2Vb5S
zW&{>qhJQ5#GN>P;53~vqjC(D6*?nDXmO{z&h!HFZLm}mkM{=E5mYo295*YL{p4Mj-
z(zB*4E>JE8XLdfj)PH;g4;3q6xJbrC^m&<0sL<;Su9#bS>RoI7idIdzaUEV*xMB4|
zv(hNz5s9oGk&&qaE|3hi-<0~{sRCGJSbAG~R#%xh3HQyh)>W;rAi@{^>_EIZq{PR+
z&e`B^pbY$&?Sv01+xn>jvCjJxCRl=F)7>lNHySUe5b`G?v&bLgVi~*>)^Lc?QK8nM
zlgng+U*Ba7x~z7uez=jWYF|RII22n9SJKbk;&TB{=eLUzEUs7=s4pb$fS$IXsStF~
zKPi@Yy>`Ax#v{j81}k(5qk@MgkdNt_xJX$cm3dg`s5g`M5;Q>(W`!xcE~7={sxun&
z0?D1`QKF2BvYryP>Z1Ue=%h2T!zcyaNF3LTt$r;J$5}!Fmj`}ma;dmWh2XeA<@A>Z
z#&7$+%BLj7<^c3H(j=j97JCIg$KY>XKT?e!2-nAasz!D)N$|Yw^;iA}@NgjzhN|;*
zWD?rfR#=6+&tw}_nCF;9f6@c1j1!oQDmX0{qlBycBn97LwhN$j#I(wt$lbdpy*+}C
zCX0wTw5HrQ<C7h95t-{W#$q@f?d|C;ShwBVxcIg`jjih=eeDkld1j-`?hTtIHc6zT
zIqj)$6GcUm#`e-hGb;k>M71qx@4D@B-C%|3&|`hae!Ojd)M=?vj^A9=U~t()rjS)?
zl|&mt%I@}n7gU!I2HI*0=C0j&cWT)ZjjrYt<Z?CSG7W1=I~K#-M=cj%aFaZ5b78E!
z(+UwPt0E^^xhx%V3G+wh^fe-P3I=MKWaHda2h|z9%5<*V0?vt|-E+D^Yq!pM=#7>2
z8%neVYMDp&H$Gorinzo;UjGh9(a_#;*FaICDzI$H974w~n^SCf>hb#~e!0SE6WPQR
zmqq4BQX08I$^q4au{p8Df%d8;PrkcscxmbCLs@+hm!ZBaP-Bkgm8Y#%!h0HqD%Nq#
zV$pv@WOW5Iqht;;U=YY`(HGAG84~MNbvdW*fgm1V{qe4r^)q~myz;!67x!%4H9mu4
z&FKku&FT!%)RyPh#LG+L!wXt|w`z50?zZ;gjT_fQ7q3}4L_eTQIF=78{Wbaj3tW|R
zW97B6fqPJnq^EBpPeED>utv;(-0i9koHmURe@E6;nzOFz?^+k*s=sSrDAS<WSsWGp
zD~I-8V`0d^$_Zk)u(!J>x@MavJ+$ebrj}d7{Z0Cq!IEFnzU9T+fAbDX4CdLjx2!K8
zoKam;ppEjCO)VvhW>y9?+hW7z)_j}h%bJ0t@yP?-M<3nM!x-AuZ?---aq7O_0<dt2
zKHu-t)R<zXq7s>}>E@@`fpqb*y!PsXuC+V&RQ#@@$x~a`hIs$^#3lTPOjVnQd5^j;
zcwT~4ix)aF=}{c_Le`Ioc_)=QZ6%{2RM+NU&8yl`Urnpxv4TQqf6(smo5H6;UJ>7H
zmN~p(Q+2_trUtJo;nzsCCZn3d@o0qr*utpNz4A_JZElHF7B&PGhH$ml+P`Y^ZL2~Y
zG0W}1VXBVKZ<x45389`EvB2?EGFfu62GaL@)TDy3{v^T@j`~g#lSM2tE#`9$|3nLf
zypG`5)CD8tB$k$KNaofQi;Yu#uPj`;L}suUWCpX`>B%?Mggcs>d=AKpR4Oy8g`omd
zO>I??kGJym2ZVxBnbQk@CNiTj?M=6{x%fYJ?Yw2keAD(jS9kDoOh)QMYD2in;~7p>
ztXtTsD=#s}8)tO~X&%0(phMRnHU-TU&{e4VS`~f;mOZ<I)Ii?zFi(odQUaycYcg52
zXhHFLJnEz*%Qxcs{3)2ecjq#kYq-gsH>qZ$yw}CB49Z3P(kxez8BJ+Vx?Ln%`07Ge
zl{vba^19V!Rh6ZF{-W3MJta-o&=s(=Zr{RTeOXojOhrv|7e;9pqB9KF{bP{MLd>7y
zyM@9q0;*3Jgb|?zgZZ>h&DavtiqCa~rO_M^j4*!&?3narQ%Eoq8gsi7)NDe>?_1=p
zjTl7U#zbmXL{YN%o|*HH4iwC$hF1=*5_#*2OJ~J(h5dJR_C3~|kAFV5Q{|3XjQPQc
z#h$8c4A$M;lBY5LwY$5s*&YpsE!I?Jy*D}B;@7A@f;`*{d00qZz}%Sgd7<u8jan^&
zA(4F?bGsdregFwNyOH{;8;HSp9%q&}YGt#nM6R%i#R)PxzpFE_ZVjKe?kPoC6)Y(X
zM%g39V5XWryoe{{5Ru~iWi_uAw?)+}mpkX=;jCu0LgX!JEu>e_-Fa0pzr3uvt_ew4
zL9ZhBGZOY4!3rQ<DZbTY(w}5Yg9Oj@5;Ox5tR+QgV-?eLm1cJ`LdS#}Y+2YS=E`oG
zVq!(EnE<~VMU<2Gn|fC7*tt0-^&9qcWn4u=Aptldh1Mjs)#i!q(s*;S*ika0K!dZn
zqT)3x2EAVp2dwLUbnM0FTbG`iC(=n8o*nFabIJ0Dmn5v*Ku~Iv=9k+=uD-`NH$S(i
z>-4W)o5@%-J(FyQeB@)UV-EJoJY*p{tyXo?j2y1mf<YIY1-?;`h)x0D*REC8RpVBv
zCimK~*hI^#=S12ePisReYG)6RKFsHp*&CuY;nuopcf%|xOsnU<bkp)>Vi7%)7_D08
z-{7g7(KW+DOYuj1jfT2dtTMmKr|4-41aN?F+OuY<W1tct;19wGy@5K6kW#oNtuJ6+
z;+x|}Bc?me8zDJI9jCEeoR~zyE$BKKNFoBlVX_2rp#Ue?SN$jWBmF`k-?#CHPj!Q;
zaM-u*{)1q?LRHhU{mryNEw67aU$wZ)E&~s40OGqgWbSUH7j2;bcK3$Y?`$B<gU`0C
z9Hu{{|GHu5*_L&Sn||=#J=t|g6%e05D+!$l1%qBMu)K(eumWf<T!+nqHeQ{SPBUeM
zi%GM9qxFWED>RJ)JIqsIaAwlhtXHv8N_u=PpRc#OTEaD<j>ZO;JK<LgL>!&XqsHmi
z{^LtQ*-&1!-CbT(WUVV~n>o}>tR<SqzYWytEUvP6MYPtZFhpy;p7}}h@V0v@$+2TK
z#eaJqczDK$ySA)7qJrGG;fnkga+8m_k9*v1n++glLU2urghJj)`Lt|eiVGIbzMc;l
zpbG4$mU6@F+e&;uKWQvA@wr;NYi_)zptH5f<4y*&LbciMmgCC;saVY3;7Jw5Q_WGl
zjA-6Q(>oZ#t12pEP5CNBxN+Xf&D%G}Nx(OR-L?LTkXgnC+5Q+FCceV7m?b5Wv9OHR
z0#j>?=z<u^-H0WB$7I$FtRBBnYk0$r`oh<D=cZc1AREi!Uvy!{WA+OU7g|wJ(X8o;
z{#~|-`)?yR*!2I6+F;KAA!6g$zKKss4|$H61J8Q_6OgiFX!Lsoz7m@AuqF>5m7Sl$
z+`-lDBg`=^lh8XlrX?noFb7iOvpzh(_N_a%JT)BnJ6*D7%dM+cZJ0OgSA!Ucy$39J
z&VB5o+v!*77x7*6f726R05;G7;l>Z4bVgtV^^s>W9p-%j1=ABkrBne!A|&E@&Sz{3
z^%*NypD{xVfSFUceiR!pqu5`m@>g#j8{Keoq1LE3Z5=EG6O}j#$Yjhc#k;!+i8+?U
zA9PqMk_!P>xgSj$--m8-gR*d8MK53$QkD|2BodEWrIMc)I5-+T5=IVV=UB2Bdlobb
zfl#iGGyN!(e>MJu|0No;s8kD;V^2h$y!nn>;wzWT+hV<Y`v<dDJvi4<vh&H~9gp*r
zmKc2@KK%Ag+jp)j8@Q#nCsP=Rv@I*H-+2GS2W~~)`H6{(#5a)I0M_&}#wKMj7>Xgy
z3X>atgfPDKd~WFIyb7(p;~18A9>C-)d~Ixp#XX`vx6zQn-2d+*KPNu>k41-<)ZNy9
z|I<tV@T0+#ZM#gXd$(*q{AAaiFU(jrG-s2IIQ&L${MNaxt7myd>iw%1{j|q!I@dFE
z_3DjVhp5K2O>-9YE<koT3o5*mJjG0QrjE#=t5&3Rq`_ckiN!pgjQW&q*6FyDOO(s7
zG1)(ZoFK%KQ38Wo-RRVi>61tR=T-RS<7e>JgR<hNP0%g6qKp*NiGPB%EJ{f4spOkV
zTUNFb@^PU&l>g_It>t=NC3xrQ)Nku(7LxtzaMkE20-e=;L~VhK<v54q24emQAXAE@
zVTECffk4x^7z|A~bslpdxLy5$1g60w#1~Kjw}mu0z`Z*=0tQ0ap6E5FH~pJaIbPps
zT05|5=gwV~-SzFb+ia1F2gKvY!n;%JM;5Jq|AA+`=X*Lg-MMi)UzvyZ3RTuG=^sc`
z9gi&AaD=%H<lw{yR699>@iF;vE}Mm8WOj7p)cLc~?||!FCulbK<^=c#d^P?Ft~rcr
z#y>gCJOg}1wc|g9F_(V?&kmDJ0qjqJuMQuE-#G}x)KX#xgRgVo-(pi79OH}-pJB;!
zXC>2tb~*f|D_!IhTKwGM!*ucC!=MD(g$=`~|DuMNiKpmuhEb!5JwjYQZc&>|n0f^7
zN(p46Qj>U8VgjR>X<Bo9vN!%O=9s4L(R(IcWpj`J-KN$ySJEKW8w4Nz2JF`Q6NO_j
z@XDKMjyG7aXw|He8J1!nE1hNyE+Nxbo~~&L@Y8q*pM&JE55w4MY8Dp3YEvFnzM3En
zUQ()2<P&^sG~x=323?L(yU99gGpSU9QND>g%FB|9_AgFhc`(p~&cfI0hLWzm?(PQH
zo3Pc@A(bM(hL+R>6<n^EF29HF6>+(WU=7_=9Z)KQ)!+rN4IBddD8ATO(l&Oexx^w)
zr_tA7#Xcab9IGJS?x%mfhW=S|iCL0POAMv0#4P6PvH8RSCQ^Jxj#0m4?yaahBH=)*
zKZ;plQm8$ljY^d6PmLp_>1bdAb@`79W{Od@N1mY&#>PUM)V`kTCuSjLCShb)aOQTZ
zQP<r{A-(oi3gSUtum@P1Il<ZVXKj3b$MWTgEhl<+f3~;vrc#-sG#$J5q0PJeO*0D=
z<bt(rQDKw#%B<#;U);?91=U((TYu>nM=ozrY3TjwIi*4Q??>PMmAWWVWJBE$=!6zg
zN11ymB1bS-tjSVBoJ)?XEy_`qMR-OuLQ0N_F&y$`Vr=*8Ty~H}%CEVK!Z~#n#pfTd
zNqCi9-)x|4mj_aG9(DAufBp6$v9Y`XeA%AL6E_RTF1D2z#c60qkOuY+(tx$2^A{vg
zyhgSgNx1+^pm>~aIn#=y*+!aDrkc@eOXX;lB{UkeU~Ha$G+@!>Xtho7kS2;JNQTsD
zP{TEFapWBQ|Kh*9c0ziCYbT`t^4bZQmHdIX;9$q9d+f`fn4KDI4yq-AD%zXyE9Jpd
zsjqFGL+VHW_9-R#RVDFT>luOM#G`H_hN!{Lp8lnsrbNT=OuDYMC~KjmX|SMgMVZaj
znDo-^lkX<#LF2%!HMVqDoNi|Xn4Tt7K~|a+fYL0$8jrYTFTnt5hWV)MI7|=(6Fwv%
z`xyt4rxVIkq8o*gWmIFqM}eha^m+ssnJiMYb-HA3aAkz^J6A?ffc7NvRH|4i-(BAp
zkzdQRkk|jjtl|4Ag?TxiR(7l|*Xl~*`3Ac6dae#pi)OZee+QjzirXbvmPg_}$fFZ0
zK7z@Rk(g{}?1(7`WJ;uk3}KWC+69*@pcrdFSGuCUWY!26)6L!uA-(QyvT2HakJmc9
zx~?L1uPl);*Uwe!ib`qYRn2u%Gt({+Jyu-gn3)LDi#y5<yzBI_bK+U5kNg5-Vfqvg
zV=*x96pD*B9Wlu1RTOuOLtF;`JczfQq_wp3)$cxmA{h{O3d5ax!X$=ETpr_)=i6Qd
zAApZfjz4=4Wf{-HEaN5eH3q|Vrz8x9%jUw&8-S}g?%A6okxe1Zjj-I8u6#{6$37tW
zSH33s_#^bT7h&>hI6-e8d*wOwd>yp8z0@*hR*s2QFjIli%C0e+G0kMOvcPC%0i)MI
zxmS@~{6@obXt)Yk-Dr4@ctqkW(2)XKky1uBN@$_fTU%9#zw+8jUb0Ct_9^(WjNnMq
zgeg{QE?c+IJ``x7(rGH((LvT<`FUSAFO5epMKS|Wo{vmipt`6PSO^P1jSv^iPzpe3
zdYQP4sqik$NnAe4;|ixh+lx%1f+UiiKbjn!yKZ)FYI5%XvG*nLQC0W;=iFuH&YGDl
zBwz?PAtV7p2n3S=F-}5&fGlB+AWDYJkc>=b#+gYVfV@#bQ&;2x<yremeXf1{D`io%
z7UQl}p47V6wz0J;b)$WjMolK~ca}T3S+xFN{kQ#pn)&7CoO_nv`Tn+Z&b>D`L*Eb(
zS2*$8&S}%eXUuiaxn%$H>tBl0zlh78@jvgby3**6-ub6}J9b=n#qxYpW@@Q0bz!X`
zZ%rWn_~^xxa-*-^bPHaNC*PGfHvV=r+!epL>%g9DSJmWgQ`MYQkl-S)=K)xGGm(0X
zOn*tBZI^kJYI;}6Gdy9;(>=|>>~#eWz5i(<==b|6DW%h$xXV#el#~7<&aGTDzjE3&
z!JZrl^X$>m)HQ|U#;4+iwaSE5O+9PUD;lHmH4By8Wqz<YAdpu8f?{+5nsGeui2`+O
zF@QKaZJKc=0b?JPm-<9np6Lli1wg|+Ril3~&P|=7fuz?}vXOtk6@8>ezTm2CdSdG>
z3K><YrE?weu@vQfR0aWm|75r<zEz%9oj!K-v^nz~@rP22?6cA*T`)I2x+gOGrhiS{
zrEC!v$KO~}R9Ju)QZa-cE@AP-Z8h<q1(I?+%bPD=ov$p+-8JKxrLHksa#lw#ZT1Mb
z_haoD_&ShTMR_jExF=LKDQWa*i-m5?Y<UUKo<4OteL;ghNfY$%(3O=IN#psS^BaHT
zET5J;`t<GdYv-MR)e7mEHCGCPWKK!X&HM2yspX5E3+3FEe(|2%^<f-}U!9q}<id$*
z=AK3M#giv3Bxu(5osl1;Z_rIRp7q4IJTv*DVwW}TiPXI0CsGKUyur`N=*x7Y$Rjd=
zJt6~Oc)Un7FVs7ym82QfR5QN4v?P726aUdsd`W$8)jdITO|4U2wNTEkD9@Z9-*|4D
z@VzzbYRA<=c!>+I|Khl`*0WAo2tKj5?*q9MW@Yj=UEy)^mPlVFV0r+F`Dg4lSe#3b
z6!nVyn!1EOCSte2wRgN&H1Vfl170Rb8SqLSc{z2G@6ncR*WQjTcU%&i)VOYclBIg$
zirI^Nx35}uv0-7-%BA6>?&_-9n|91O?+@2+|IwlQ@MWh8##E2$ZFJ2aJKuHT0$)Q@
zeSRiBI)D1Ic@M<jhy{EX+;kOvPpt!Xe0$_OAi9ds<Rhb>A43+F^Q7ztkd$-AX}6G#
z-bAv?DD4;IPyIWJv{XT&&%2D|Z9Dd~ctYY8t7Ppjiv_dY_kTRwcHJKD{*T%#t45D0
zsmG#KnYrA7b5{R%($c!f;RaXL`JQX$pC`_dBb$yKx<7vBvtx7ZDQbqaZCZJH{y1^5
z{fnpOl`NZgKhEoDxqRA9*I$X49i$4dLk3($<UZ&)GkUbBp0NPj;|Oe`Szz!JF8U&y
z_IPW^J9cNT>D_h54_6%S-FMCI-eTplwM~aM^`803JN0ufh@ATMw)W0DqgZ)u>z0l2
zj_LCQ8|#}t6Bk_Wa@D>Bct*$P(;dk~G#j1ovW?9`S&l3<OU%kWlYT<7fPYNY{G)V;
ze_T4egBTNcw$uCX84dN4n?gVKaWC0EdBeIpa~)Z$u6b(DuYNagxi5E2+cj-_*H@~w
zNz0Z-k6l(>HOs$i_UJ#{uubPJDUViey(dx?ZM)#I8MS$p*|X=?-tzQ!@G;^w55?cy
z5%A6a_O2$P^`G>8Ae^Q<>2WCkNapin$;LTL#92h~HmlXt=jc~F-AC)5Rt<7?&1r-K
z(|=Ktkz}o&xN`PI;M&WZ#x1rfmDNdj%u2GO{^G&8)!dn{ShZ|7UNx&CJvU2SY-4X%
zOPAAV%y*d_scKe6#+YNN1dL)dN_`gQzU<EA)C=kVuh;HdCtla$ujl3QxAU-POcfx3
zAX{Cx#%S|AwQ0%R(rse>#C5@?&dc8rZVQ#ocU9K<+|3YK@^!JK-YY7$cGSgf?D@+F
z;$wiPfINT6GMgtjVH0;Ie*!_2mX>iQ#mQFO;hw*+7xA=v0J`_^^0jNGbfY-U>}gsa
z$X>p<V?)!4Xy@Z4>*Y|;*R~+CE#yAhcJj9AqG8SQRj!G%T?O-E>(=jIGULOG*VQka
zxBP<Y8<wuTX?YR(j-N5{R;dS2jz`%?vgDi-(zxSksj1Gs4A@2fi2OM|yOGQEm3a4V
z27Mtsp*s5Z9r=TB={-+;@zLDU`=(9|$by`jIUy@=LGi-K)vmRkV!JcYy#kBkL&4q?
zedyH(XYV<E^r?w=J-BvUQOUxlnw5th-S^_X_}Gt#E#vjlQ9zZC@{eU%4Sj$s>o|E)
zsc$sojv_=}%%Lv@vY=*<B=|Enk!J@RmSn{HU;1^nr!o?9*?n)^KES%`ANRF|vg7sQ
z@AuA$EWT>{g1DkLaBil2_0?PaOK&C59*)6`^SpctSy39wLK9rJQ75O`*4qS|4W*nh
zo{-cdnP(C=Q|We!y@}^YMkT7#As{^DEj%Ih@ZpE?+=uY`AIG1J|3OHfFmKrnFX8)p
ze_ya@#jcmr-g*^}!k^*n_~Q7v-tPEs#j;1g8wtkWj;}fSy(@h<AGCG>tVahV1DcG=
zUA8gHRN>9Eya^Msv+?MM#XqA-(zpjRvn*z_vCrNgnA+0@dfmewIShKSt+b3hXn=C^
zM{3%8dO}II+!p_MOKN7`#QO4!g5RlI<*_A=ORh|dAH6C&FMiH><%-&gOPViQyurUU
zDBdZq>;0sDTIR%>*$aYe+b*86_JWR!UM=nY;r{5-?YI#al`LCw`BEZ7A!xP|WXM62
zU1ktqY-VOg2F@maIT-pW4ft2UPN0=C<KHG|C$Fzq)OLG4ptY-jcE{4DMT;B#?IB^U
z261t9ZJQ?nkppAbV8TWz1*M?z4<Q@=$dx3ceJN?qeaUI2edc>CChgV-MN~HQCc*B3
zcL){^cXI&7q4O$?a~{e(k}>)`GF_MyMeeiqOa96!{^;OKrcr$N@KY%EecAL0<L>Kw
zM)pcCAPY);Krxt4ikRQ(E9s?QEvUa$SaWmluZ8TJg>1pt+bOtq39jDGU4(~Vl)b`@
z5Fyqh!b#TuBX;X=pLAL<?%G90I)<`jQEGvaa$F9hqKF1$k^~D}>cOQV`Nt>ZU&<t>
z&t#8}uo2^YjLR@i7pw7Op13PM{Zjl~e5MCKg`c`isEyC^!0GJE@Ux`00zY{v{SPZ;
z@-5;e{C?yV80X|}8NVq1TK+^956f6SA)Y&`0LF*Kb4Ve#DbIc6ICtr#SA3+qQwf;A
zD3(r75?<Z4EAHO43nx=Oy(Rmk2jJSW<RN5`CLDz;T;YT?!IdJ4FXMOcr&z?lKp&tl
zU~GETdnr)H)Q`x&lu2Co?vq~r;&G``5N{On_s1v3C+;82Spv>*<%=k1jDKPH!0?4Z
zG`uXoBY#T125|^yem%TTsszq2=kCX^;n()}zHuX2tM~Qok$p0v*Tb_Y?+1am@g!Ul
z|3&`fuXjIk(w8U7*btbSbLtmA10f2f(?|B>Tk);?<Ku4Z>DxuTV9e)to8C8lh*Hsb
zSCZ3dOBFD-n(Y=?hRtZ|DY#xB4<el8|J#ti3kHVS(@Rsx(-dHzO>a=(pG)_B-feg$
zvbAt;$vLmw{`p~3aA*3BH=BH)9curq@D4n>cYLF9lX3L=-ovkS6R$#2k$55fR?0Nk
zVZmj-LHi;~X9>Cg430EmybPZ70bW@e|DGlOZ>89)`|?SRgJ&Rz5*-Jba+rYM#+T*C
zZ?(j~m5(oxJ-suJAD`Jv?1zpE^-?ZaJ?SV$A~;13bf)(f$bUu>>f=XSJEhzuJ-;3=
zE~4L5a9lVg{rpSYpNfZXdRO}S`ktzZ;-4tKDZ*OWOYza$7#hA)JXH8MUg9?Xm6x)Y
zf8`}cM?b&Yd=<6HXqVaMNKs^qQADu5|MKY)VvS#t5GT*DAiTjM*<wlZsFG~3w(##a
z-<ZDB6#V?K+<wkmvbS(+#PH1L-O_y~U-v6Q-TLnLy7x5-zl^_khvDUR!%767Hb&U-
zC3NJUhlGU*`Y|K%IjMzH_uqo#nSWQhpO8ULP&KEY81p$D{TtA8e@{|s6SSL=$z^(l
zk-796AdmUme+9h&)Mf6|lckJP8>K^ptdqVrEgPW``Ww-<zk;r@{?s<h_M+`I`=$il
zZ~rXGm-M;g3a6YPo3q~eSaMDB4^oN}v@4}6_3|`p+O4Ci6SQp9`cW;TwvD=e)PZ5>
z(5Od8y)^1~qdrTw4nxb*PiMGCr;Wa9OihBC&bu=6wz0SVRdjId563<-_NQat82es7
zWi9y<dToS8=pTW`34ddn47Bo}g0B7&dToUM@k!18r=gIJUeYK#Nk`WMoz6a;laiol
z&QA%APXpQt^pnAqtK_a9p<(GRPTdo#2GMPt-Wj108le#yp%MDuQeGOTOaE&6Ufu`!
zHTnOM-&atdpnoaYUGReh^$brFcTD`_SJR}n1f66wdHduzqeAyT2whWn7pI?1IbTQj
zGAf!|bVJb%Q)N!q0lhi(&EoSDbni49rADB)r@cMBEJ4Q^m6%F4l|1}S(2Oij?K4gd
zr1NKRy7^1#ne(41bpWj{-Cz1q*~+s2EVm}8sN7ZFkf0;O)65Bfk@hC&RYtR}ob?H#
z*>nFvXyfebI6YWl*HJJ*hx_S*NkCTsJ*-h>R^<*#Pgg#D;Y^^bhR}1a%x{RAI6YV;
z3?dJwAAKqPuIhKy+207wsa_4#!Ra`q-^@t@n)gphSA8Yj!Rhf48le#yp%EIP5gMT(
z^yZvDesfgg7@-jwp%EIP5gMTp8le#yp%EIP5gMTp8le&T|AOX?&<Kst2>rc?ync(O
z3bPRV*u)N`eeB3j&qR9W5kKX5j54GE&kM*dUCZ+#Dv~bdc}dqshWuWhH=t3{A)Ys)
zHtBJmSI{I$;CU08CztcQ*=Uw`@Vo`BwrY5+sKELwp4Tvo3Cx&FFx_V0d5o;KIXo{Q
zqireAizwYz&hwJ4jSTtKJa0f2+XkLDqS>|<o>x$s&BpU4G~RYE&zr?vw&!`?f+job
zc;1Rqo!fZchM#oa!t-`inz90rV9CVw%<@dnEYI}J@=VVxFX`GaJ+nO1Gs`nQvpmx?
z%QHQ*JkvAFGd;6B(=*H4xHphI)AM5FLyahmf+zyVMifOV<XTY($Paa1<bjfnP#1u@
zBFL|Sd@H0a$c@?|ZH4w;NTaA3+DCM)Nm&qn6aHRk9fjY8aPFb)2!FzXl(?Zi87BlS
zeY|fY=i=q(Zpu3Z=V2Jz2W3%?ZUe<Z#wR%ZR3g$#!^L`#-a*I>F4>rnp)hf-@fuD$
zA$snCK8<i*NcBbdwefKa6XOh)fJmmI%~Vf~@OyZjZRV1a){P)dD~v_t98UM7kDulW
zp#4Nhy->G->t#6Z48#9cxBc8blv5Lw5!*(fMVLwzh2KG{`=JtOqYuS3Tjv8r5++NO
zju)cZbW{FJRu7bHrjiGt{L3U|zULm`RbFbBApgyzV)<4$3(?;yMXOm;<3n2dp~YAE
zD6vo#<k|;u*CNEnwM_hn;N3tq&1~CDbsj>q&{Uw!l!~Y=2KrwS9kT`6L}47Fn<lEA
z5O8RRQceB{<cS;`p{^B>lb&uGbz9JVfMPl-M$=H)m-zS`sv}MFnoXH}ejt_VpoyZ6
zBz%BH0h4Da*IAUWn|cuG?WSY9sh*ZYuO^C<*m*VO6yc+)s1*3k1RB^|>pPey)3Tdd
zE=>KyOXDSsHhr!5ZldR{)Yhyu(|Cw_sE<lY<RjRE+zN!(0y;`lA}%z4UI`^(>O(7e
z+s#z3n}E+??9Dt9NsM`^>>fHE(RDyK7l(Q5Pk}l%yRz17p7jjDz<ij*OOR@ziRL_f
zHe!ACQR1O}*;+uPVm2o@wsQH2yipzEHfpnWI!Cl|juEP}#vy1}1TgRFpDzf{8mfmT
zTH>Z-YJC|0D76=>AtMvb`YC@ew>oRhe9;HGVx?hfp)ieM=Fe?3-%i^`DIS8cFfl*-
zX^&=#kx0#=%FXpK9Cy8@G#tLf?9guoHm5PYF@5%9*u-bqK*EMBy4<?iBue`RcrR_F
zAfLNfyB3PkPo-p<U7466H9Hf#gt(lnriI1<;lezd&46z3My*u<^~a8n>w~n4Bs?jc
z*b8{M$8DyijZ|JQjizR*GdEo=SfuN<*b3v3)m6V@L};A(b@TBCns@7D_EGI@;H#0g
zrg>?v7CuAwulOtmJrF@Y9=DpN>Jt$${LI2;bA2Q>()m}v@@cW7#S0m=joXjRyejp6
z<{gDPef4`x7?2Is)X<oUP#+~TrzfG62(=2Eotck^DdJXYPd)N}ZLt}gtrYzp;~g{u
zF&zX@KJ9Zk)kPEy^z*?Zw9?)zLL-Q+-i=V&Z<ATN(ZT~(0+o7?Cd+X1qZih*fg^9G
zp4rUT0LG_@>%~jCFb`<qQKg?X8tMEV;46OwbVuwT1TF)0GM~@6n{>VBKx?)~VKMRb
zX7g5#ocWQTMxYi4p~Swje=TI#-P{(MuLN|fG@GNMG;&)KJ&2w{d=8By<~g=Q@=;s#
z&rq74*ox$%HV*Rr9pfILtC)TUa?@zi;<bf)k}t7B`Dlcwy7f}8i*IiKLn5Vr4>Ua2
z{(8>sK6QHWv@&(EuQ42q1UE+2Il*u!7<NZ}!9bB(<@c*$UsH25qK3T@Z@A6tDM~b*
zrOt7;YzX_@>SA}adAYZ#)$b0k_J$+SRV^)=Ig?kDTCJroqPo>+*zNJQxWk*&;6^pt
z?A49l6b`nANO5DZCFBnHypf{C!9XzD9`dRSTHH;(K$GeYc+{1?a8O+drJIA{O%aWI
zvpb@0@OlHP#~blA1-u@0V=$}+15+Z6VNx9Sx;+|)Xi)VBgPYW*V9=v(Zid=W*cXUG
zA9qxZw75a?h;J*5uP%sE#%<nkyXtL&hLMoFQDYMd2SHs#ThOw`=WYrH+<saE?W4X%
zIB9nK!hT=C8==LZMc+oqhP?pC4|;C%`rFk=G#m^x6#@{S->WtU!@jM-KomObnln&@
z2f@ii@V0~i8{niIHhEPj2WVg}P`Wn^+I0ioDCrbzjS^+IM7;hsBG$@gFb0vi(HDX-
z;iM%PiK?J%U!&K(ffNO(b$o!s*BBv60u-dgAKdH>H@YKUwXxY9b~i@B=nP`(22ZP(
z0E9u?fdxR^;3XP`ZoV+&VFb{n*Y9od2EePp(qKW)6d%}@fT|~k&^b$Mgd4HZ9imF6
z)**ILgP>q=UNsa1bre!uR59Tx2~Y`3MVf=Heh+~X@e_9jjfcIS)<({p!U6|x^+%~<
zyxf5RK_EY>Ufv4TOy^pM)(A0ZMD+w4Td5?oXtyv60(G;OjMDFq-YvZIW?!@!A^_Sn
z0TyqRD4@kn%7|+;`n-WgC~t4s5cG2-^TBgB(ds$vVV@r?F^rqH0&~!jKNul42tlCw
zXcPi>us_vGfQB@9RMhKkAr;;&&@LJwJ{MHoz7{WaD1r$B$rp)&4-)SUcsDZ#a)+s1
zTR=%Z5>UPnSe3*jLs8TmjfQ4Tow|AR=AsrYo{J!ir$VD(Q`jA9ZlBs1-3V?S(KV&#
zq*?zQ00M;kKC0<Jv`AeOYy}my6ITEugHMoR0u^G~9rYHf9$zHncefYvcm!!-_8``x
zt_DK3_@X4PH?%Y71@{gRUQhvE6xK2u$q0o*rzD7Q@D%VcGXFu}LefVY02Bft+t{o_
zwiyP6pz^nZz5CGz1K@K7zKIaA8;GV8&4I&Lp{32~qy_#N1(UES&<0>J%6ZME8Yu9=
zC{dUgU=|05X$K$O9PkI-o`KqP^Z71J#0k>L0%nL1OcEY15tFoO_WDBuH3~~Ypq)1-
z2BA|(u-Ui42bjN>3s8ek^>{bB!I6sGk<b?H9xdv-23DrwJ_5g!iEsg=yXhU#ulh*I
z8CENXHu%KXZEv%Y_CoE~ZJ(4x+rR#G+dCYjz1aM9+dG}KefQUGpOOOYC0iXLcXlP(
zUV<Zw{&pZ6x)$Z28({x^3%UR}E<t<I8vHi$;NKxXeji2f2Pg(=zDX=a|1O5n-C_hC
z6{DzAY(=NUHuR>r8NDZ7i9Qu~pt$%iSP}2S$>QC3qIeH3v(3dzY_)i;Z4usRTZ)6W
zI=l@aUpEjBzCnk_4tOR2o)W-Q1$dSNo=X8wGvEmUp3Q(~7vT9<z;h?yIRtnf20YIK
zo>u|SJAmhp;*}VSJFpe-qywHDz%v{0ECf7_fM+Y<xfbx;0(iay<KHt7k2qb2XEflM
z4tS~nPaWWC1Ux~&vkma<1UxqYp4$M=eSqi3faeLo^Ag~B8}OV3JbmJ3YzI79fM+7$
znE`k%1Uzd2Pb=Wr4S4PWJjVdfV}J+z27fXTkDNUWo@&6e4DfgWPYCdA2Ryp~&&`16
zyMX5q;CU4AJPUYU13d2no<E6gSOPpLfM-15nF@Gj1D^SSX9M8567U=VJof{hrvcB;
z0nhKjmk0TeF-M2zJit>5c;*A1dcflcJnewzTEKG);5h(z?gcz20M9AF^D5wZ7x0`D
zTd@J~i~>A)fTs-b%mF-00na6XXA9uj2Y8MEo>PG59l-MkTb-Z)o^b>5n5uMm#sQv6
zz;h|!2?CyL0nc{<&wm1*<ACQR;5iL=egk;A#W46u1gl~cPX|0TfM+$}X$3qTfM*}z
zxdZUr4|q-ko<G>;3dy!wVTx^$FweGBSOItffahCe9#V|(<8Txd6l|~gSTP~R{M%R~
zS_QNKs0#fyW-=g?F+)+dbaZqa@GBxxL>KCG!Kce$LI(3ou!Ubh>7$szfDFdd&9$|)
z9~vZNkWYt5Gf_Z-;Bv(TBNj}1_9z&_Ek-^l7E>go$PK$4stdVXRvDQLisEoMR24eL
zVxovm^1*`#6&WkWPzU{l=!x2;l213UQGh{5;v}Rf(98gmDH#Q|9X(1Wt?7=%&O*&u
znQ(Q12wgPSsk&l`oZ4wJVZ~gHo<udM7JY%z(9~EqniDfASg}+;SyLN#=H$+&jUIz3
z=t-1|o`*)`Xd|N$8%+Q|4hPL&T~pvFsJU7)V%Zc&C{7E7%!XJ)ra<$tkX5jTfIBiN
z85y~`xfRvb?*Vs{<uS0sU`t?~B}^hRNv?z`EXZJaBev01L+Rr#gAq*ex~Hb5=3|2l
zrg*(sGlj@aVcxUHgt1AAX|^y)paW`)!NySa#xThMgBznGM9;W2)NWp<Fnc7<s6k9d
za3o@o>*I=&X_m3ss4$a&O$;KoP@8}#B-^PHtMIH#RXfdQ&`A|~9LxfSiJgfh$MQSX
zSXHN45lq&q$7^bqoFSH>?TBR_2g~HfCdPgmOYd~Vvcaz4+zMjU7t?YB%%ot0xepd@
zqk@fQY!Agkc1-gm1E*#aGMh-RRG=K7N-zvD4UB5GzTN4LEvK}Ik}LLhr`d?jidB-f
z?}X2dZDtXh6Gn4&87<go?YA1Sn-L%>Z*8cC&wEB084c8Mt}cmLj+jmmEPM8tF>s0{
zY-g6R*#NfV#<Lla*(gbgSfbW58^C&I0{|+n-AO;S#b#MBD{8|*Za-SPWhe9mMmu{F
zr&}aR+PQ@a0~X{av>32Ok$M0?H>vJ6$k=M2thx;n$$~4@ou%0>M}x!BWwBthts(Y(
zlueb_<5D_Ju9Pl^OC3_xX;Kx{;c^_zW>sA-N6d|!C>g!$lAxD`_M(9@)TRoF)vKy=
zA)u<Sl1$iO>5GwlMPH0|Krs<zq6QR$Ba>{_SaJWUR&6%Jj}=*AR6^P4LgZprrI5NB
zI+wYYxfTKu+kug~EJkcGfw`rM8c^?|(qZgv8)R?de>6^OJ~qnOXdGg16Beu;v5uG-
zLRQvUoCFXHH5I9<of-oyt|S6hlCZ_F8$QHtrt+Gr>8GZg*xWSG<|c0Q8fJ5HsuTme
zju7oT(B`Iu%{$HlWSfz(>ZW-*7uP28Aqaen6`So1u7fZ|f_2rLhMt3_vtV6S9aPmd
z-qGVwRK?}koqd*9?T!({C#!oJJO@px=`86*%w-*Fc4oy`75GmojnN#4O;Cdwf~>ET
zIzXohrUxr>i7_h*frUe0Trq}Rw7CCNtG1Yt#WK(VvbhU@S6b|v3k-Aus}WoKodCSR
zLMJ!P3tU}_1uJ&F8xTiOj9B5004p(Bub3wca0NlI5m&Ha!IE$V5YZxIOTrhx85~Ar
zRRm#(J6Mgx9jKFP?g0K^kp)Y?Kd9Z*#xO-_9+5aFF0m8rN&3TTrTK)_0P<3wINKqS
z24H-<&ME9Vr?6{IVYOpRQiFQX1+zP`zT@*^p-$SX^Z?*;tBq8GTaYT44?;a1bS_gJ
zwQ4u*8B#l3N~}0$Lf1RO#ZsLDJ)ypwP8Jf<sIRL(Z!*C`F}!=&67FHaCL2<5r=7cp
z9pO%-(&GM8t=eXV9|QT56iUvRGv?^Luv6_+8yXtUp0(Mr&Cyj6Di4)k44*{@79E(M
zF+Zak$d%DmVKZTy#RwA)p$lQHe<DFmXm-pdVVm60fKXQh`<yk|vB~jqC~}}Nqo4l#
z2zC39>CM@G`g6==#3tqAFz+jiNRS`{PGlAY`wN{fblL<Mpp$)w8+CTt4A`b@dBJM6
zW>7~eE_NER%|skY(r?Qo65Ox9{`zhzLM0vWv6!AnNhPuw1)C*f%Yh8-v%{u9hwV>a
zBZ>xtHKW-5Sf8$>!XS#*JiVPVHGrz^XcWo=nuo59^~H#u4JZlO6>PWQK7zXEX_59&
zWWk{=Vq_EOP*^O~CQj%E#7^v?I>6~v;&k9!j?cj9`rXcM6KqaZ1;=AP36A$UI9|W&
zQ4S$T2TV~Ra6cvXEyooDIM7*Pc=t1#1+zT{>dS_igv}{rE{VA$D>mBu&Qb>?v!2Bc
z7X)2{mZ&b|pjC-EssS1`X!8{PXxG%_o`T@<2by?(RD|U#NxmxF5-23M-u#8+R@|mS
zb&)$77`~KpGz*568({-lVL4%X5*GsN1#mTV8ZO6wgU;bQP+TBi-{FGtkFh~$!gllt
zoWB4^As!|40*6&_?7}(tQ<_ea;95~Ugpk1wDO`cbYoYCKJYCoeWxz+eowTEEE2P7C
z5osqGSUV_Ni6xqP;JBLPMU}P3YiRi%UH&lTb2t7ke*P=Q7olFFvMOYTOBcMdt`4SV
z5s^en6_+ims=~_<URFi^Ud#dUUJMF%f{1n0YD82mHK4Hw*AdM-kqOxlUgb)p2Dm6-
zbp~)@l7mi2roD{xd}z5RagHhm-4Xe}Zv9oY$#5-B@S`*rm*cBiD~43tIeV$}4lYOJ
z9z%sZi8R9B`^yJRvIv#Iv6eF?gVf2>*||ImRdFA!l&jGsc_HPWIOLVIPX%u?g{M`N
z$GU-Sd3_Z>rtp5_`BBBw3SE9YZ#NpT*dX~yoYxH51Ni*3eWk9wCQpSNrTIGEzCzwk
z(<&;<PKr~*RiW{uGTlh?+ITZ)`@O78zMb-}r1?8(T1I6(#AN2YG`Y%jDb=lfjPfkx
zGEL`og}hxM$DgGeTho=+Ps`VF993K=b-MBEbb7ASrTX%!LFI*C(x+Ib!%Ci?#LJ6y
zc(g+szf6a{PFGgR4>OmwfcMe+;dI`99zWOf(sVwZkFTW~?*jP|nligRnea>PpgNad
zNXS|#znrks3_d0~D&)6lI>Zm<cM>|+_nV>Nl0QUK<WKwkkjplM^U!0T!R6P>knlrZ
zSIN^EIvy2+beZr&F4J0GmheNlXMi8BMg9InW6vNB@k5e+4L`(p!n*R`FbOS#NpID_
z^ZyrlBp{1CMTU{(YM7C*TqD;YLH-alE*i%hS0k(OQDZl9DZen8(N;@}B^CX^a-Jm<
z9kM)Z%|}199kxA>GwHPg>=WU43c_a*Y+91&JgcR4G=|N;^gaT~X+6@&s?phho<!0)
zLpcoYH#l{W73(ZXlj&mYq$^l|y^|o*os-QLTiGD3K`0%FlxG03_5=DGy6}T>Sg-qF
z{f&3=;~ia|AAJ`?`U_C&?PN;=M+lA>9596N2pk7N|4ShyUvst_)^gGY_y`TGPB_N<
zc=+LG>wO|U!T7}wzyWRJZ*d$q>hh=IcovQ)Ij)!4L9q7$u0AkB{B>UbI`0Q#^@Vij
z`s00`cJX?0ewLRV;Kx~3-+PFcg9+lDIv(%nc$4;rVLS!W9*$Gv{}#uk@&9lbJl(ps
zZ*f^)(B(hm_3v|Ce9F&zbp1~E<H9RJx3CcqAudI7-x_#{4sMGM$b;U5Exewz106~;
zxIG~Lg+=T+l0f3Bo7?d)J7{0BUyQ;LVr7`{f^*?5-jB3B%~N9Yd*J~21<;FB$obvN
zFbK^IFYzaFCwtySj{;Us55Oa3a32JJ6b`U{LM9x5nYcH_OnmA_-hVqB8SI?O*uZol
zrt)JQB71O<*LYYcH=Ynle-|5v_E~3qnzb|jmsrSs8Ze9HOg0JTW7-GC77K_>##hPs
zWL&C8lGZXElXCLhkKmzs(1X~?^{|`kY$qFE0RH%W9%Dq`xm?~uJiat}pj-@bS*%PJ
zipRlH@qkViE0;H_lRcB$0LBux@ID@<Cu(yzL>Kp$3?8TNb1YrV{=&0dh9^1RN4PwP
zn9m6xa{Je^l<I?we}a$m7UMzn3qCFGW<E!-%Lm!GVjb^8{PRwxe<{lRfXFOa8DAOX
zkxp=V4{&=EJrg^D4@nA7LD!Ot_j{kWyOYI+2yrSByM4&@0(K<VNwR~rm)0>oNtxU(
zXSq%Zzrzfh_$-qfLwij2*kmmPIT7$dz!SaBV+Y2<zytNLHdtXkf_r#eyufuzbPeNS
z&;c%I*J&7JgsUfZxkzHMnDN5Ix4;G%;sk@girinROeCGj(+=+Y#I8hUKl3}H7x5tX
zt8(ra<viw3uyZ0C_5CQz(|R(;9D$>U*@F19xQY20DJL=!AEYt;A)jjs_}C5H|BrEb
zGnvdZemdB^MaKtO$g)Nc5-T&foMi5}9@59zxwdY>J|G7l#$<LnhL0hPPk?p>{0Qhr
z#E;>}kVL+`6v_BG{2VgiQ}`4z;-BH4AqBsJUqL4P27UvsoHK<iWD!)M1lh$$#Ya(&
zbdU578ZW&oeT3Z7r!qo5IZw_<ZR8(3qb+iYT!Px=Qn?Imm1n}$(RTSFc?sGfuaN7}
z)rL=u4s@L{1$H6#(Ot+#WEX<-Emlh*uD3jF`3P^Z7FZ|aL$+euG<?`L!&ZuqB$p<a
z;p4C$hIReLPPjVFhkd~leVx_|>9-%J4cK*<$o1^vxekZb1sX8ZeGjtL+rEuVwtutT
zjuzVPvHbuou^qDg94)txwHKqU_Q&imp_`qrJKsVFlhx$O=&oc}@)hVuwqy7KdopY+
zAPVexh<@xdc)FaY4Ll9-bSF=5<LSLTeSoJBk@nxf@jgF4$I>K;r^!5pF_TK+0Ba|~
zSV<7=NgLtt^ZKoDK$Iul&CkJml3s!XET0sIO%r&V19spJ@KnbVIM$)W#{qpEF`nO#
zhW$7W@f5tu@%k|Jzv3x)vr`zJ2l+S^o~pVsh!|%j&#&a^<#24#wb{Yby*#}G4v0YK
zNq+t^Pk;YEwOk8$RMoZK^UU*{OolLdkc7NQhLFePLC9m0%p`!crFQI%l%i5<sZwic
zRLbRAYN<_IE~S<tx8*9*sA;5@>rE+Dicup*i>MJ55iRywOOYy4q<p=6{kWO?@8>yZ
zW)h<PI{8k{>@{nxz1G@mt-ba>dj=OWK;}4ad!e_t1Xn<`ML*uf;(mj;i@v<y6?gRG
zMWlMshxZv=&kOh);x5L^E5>V@7_Vs<uW5+nX-%Sy@tSrmu3lVs;MyVJ58^^*oHmB*
zgrVoObK-u1-?MzUkPWk1aV^SPlC@I6Zx;70;=WVdF-}<+qpZWCeNx=d^ZRr$Hq$-0
zYH$Tb`{UxiRNSu<cVxBcx8oB1Oh-S{(Z}@tq75CUqmSu=zYqL<MZOvz`1+RlR{7TA
z4qN&#UcM3EnD02TynKJ>_iW)8*@fa>ChqXr><}*aZ1zeL_sSM_$lic!0^eny4~YA4
z4E!iA_-wY2BL{ZLDKtLMf$ej;aw0j)albL=)|`zwJ9BpD?9Um=IhuoU%Ms(1o19yi
z+nC#$i)^0@8|FfuT*#9PTjj!5xroJF_)ISRG7lL&5BAA}U*rKV54OpJpXI@~^3D=6
z!#l%21O77uu`mPvIRo~a0h}2lxDb0Y;B)!#w|w|oK71`7tL}W{fqZ2B{C-@BiG0LE
z{`rE`0?cRyh_3?3Ux2YJz)V>HUIpM)0No2P6BT+3{e|eS5HV2*nF`kx-cblYErgF2
zLasvK6=Hm6rs4v>naF)JVV9X*xFWc&o7p#WEAIU>AD)SPHWRwed<z%kEP|Xxc}1Zj
zj9(GPuL$E+1f7cz3q=@{BE(qHVO+=`Md+g#Iu!?smlPvE6+`!8#APvXi@~?}?UIbW
zWl&r}w>BCGHn_WMa2eboIKkcB3GOa~Yk=TRaCf%}?(VJ$?hy1NdC$4`oT_`PzNzY}
zXRlt~z4wp3r`Os;kCp@2Y6KB#)<NQ2*#cbX0_CZuN};+mox0c?F`bf=Qzn?9^{woG
ze=W?AJ*Ow4^KHTOks&jn-6=<`RZ~|F9ir1wZGw6uGr)5)T28L(W!sx%`=tl7`6<|b
zEXZK2Y%t_9D`Y9P(QlzhYt`a3^Zn8l4(BE-q?S=qO<7-ym@ceqe=3jgG1+8+Npdae
z=l#gH<5AWDEIZv0EH$iOoyK@fzqBCyOFwkO_t``H6dJGP?1#NQZNK?NM|CgyXOOf#
zlH9~SeB*i!rxJSjGdbZlDbZa|wrM-WMc|f()IJuvZf-(o@i}EVtR-gxW>e-yFXEw0
zZ1a0hHR$YneB;%@2-5f5Qo@oom57!q5F`CIiSw01@8kig`vltc0O69=L^2P`WT3!d
zkNsh|k7nU+kiDu%GTo3K^oH6+JKcl%d{tRkd4K`*W`$^WRj7~}tV6H*yfJY(j6TP~
zkahB6d7Q?_YM9nMi9S=L=LQ%@rTWr?uJpY0L7Sd(7|xPFIUB<_?Y$@MA)VvHhsOBU
zrsBI$?WN|ssujJ)RCk-4YTp9vtA$s_Ekuux;(_VHECJ6rnrNCtnj}m3zfcfi4C{OH
zdTKw|qPA$JXv6xK1#d1IbyXji>1e}}lmzR$4#l{x9>W|57{C%Nk_jG9%;{Aq?7uAH
zYzHCU*60Y>s>kuPz2-e`du=UzY$kp_p5$60;3w>c@Zx0W^l38+v8={&kM{oQi}Zw_
zZB)67bUx!vVFl_W7{xy(_*~K1@ol;G@@|0fL~seN6(5D2*iOucgS_j2Txjxkj4@~Q
zD7jV78Liv7I-}k1jC$cL=Lz*SZo=1u=>&LhFZWx{6LVwFK4?7yn~Tv#yMM(d<1xL7
z^Og&V^K}1;qt_xMS7COz==%EPI^pmSw@>!a?sZ$A0QuQyKhf31=gsS;u~i=X`woF?
z2`Ha0YyCc~=X#Df*Tz7f7Cg^}R^^6_exlYIye2z|Gs}$tgx9rbTuTWin@|O=V0++|
zTm8@~<4sTnV|;yKow(F8x|P;UknNO{GeS9nw%G0T%wk=s8J|*haxb<zPUDHyG7YIo
z-<37b%$3_{Nb;rngIRfVV+oeC9sQLC{c|P9Oj`%mWAnyJTP;@YCht^R@%vSfB>jz@
zZ}Y7v!Hw;xHN6!=gKGn$oz4QxQ*-6lW1G)iUytnxY=d7`@0y8hKUZ1vZQR)roXk>N
z=NNjiFo$!)<xi46BDz6S^zQc(1UJKQ!T1vr!ja#@OdB{bc<{qL!HBHJzOH<eU6Eb+
zcuI5{wfZe%W!i%8xu&z)w_L0F?)5Hg<=gDa_UI|@liPzPpY5t&tX+{?3tt_t3~xFg
zFE6(H)QieYZJCMdpqKn=ZK;X(pyA*~?8ge%mf-pKwutCQ+!i;pWCI--b*`dK6CLvY
zG|#mdjcPPk-iMJB^I6gMheh(NyjerdS-2VUW1U&J_Y(z(Uilb4pDBNYZSm!eC^}mj
z!7Wp|1fS4@E|HBIK4*M(4{-}2hL7+f>)S&lQuUDR*L$$|_0>@b3tWNY7TQU<O`l0|
zMxGN=-beI@4Uq(y8S!)WMdS9y#R|&;vXLhLTHJBo#RiKh90~GI<?UIcF=@S_D7`Kw
z%bEWC-11hNylE8;g~dj_&J&_?tM(=>s^4wZHlJXwJUTk`Cf&)}-N^`CM5^u7_uUZI
z+oJk92fj=boxHx+CM9pLmbDFD(zs7QTV3{zf^GvM+c$d+mQC7m;;&0$C3z~`xBfBh
z5)?A{a7r1>T?<3Gw`vMI{PVFfkiG8ZqW}GTTH^a~st`+wSE%LqMPW<x96Xm(bXJd5
zY*uKtyfTA7yYf|}jl@nTRS@=gx^simo?s!DvpuyrzuTNk@EEjw8G(2=Hg~W^k3jTZ
zPIQFNw^fdjo~nYl(54cuWcJtfG931~3re&=+$VOC%B1&7dw0H~*>H(rvjjfBgfiqR
zit;u3e`BofTzOAL1~gYp{oJZnB5dOkaku{!Tj_;|`AjQafkj@X(I0#U0%I#5u{WI-
z*oxlk=6?`lrmlI5g-W`zYK}Rx6z|to)bf#ONvSbWynKHN+)c3a5W@KUL+%;TqWS{n
zF<}yD>sDKgx=RxvVWs}ams_Ur6bscdv*Us}^Lt246vF}QRpg$Q>>Cqhb|C8&_k=tg
z&O)w&F#2ez&%nvYvle}{^XXZ~8#Wqd6Yf>?8?ws96qaneFQ2|g+jLFHp)R^i>No-i
zT;Qh2If_1GGezvOTzV)FnvsxYpMJ#V338m#<sC>fpd6xBiSV%DmlsI*8oNtEe)RHX
z<jc)Ynzjo(A(J<6Vw`BLc9ec)%ax-pZ3`o0v#J+9wOGzzu(1f}NydeJ0psM?Cz<jD
zLgTw)gD5ly0)d(0Mmm(&L<^Kb{i>`foA77nL-b~&xH$G=52-PJVfQ|@33d~SoeHBf
zUu(fsTH85`k!zI<xdt&H6wzWFXR{`)Q1o}2RL2_-Q2r|Ekc8)2YOT*X_>#?>r2O7!
z9*;<wyA#l=IT#aL>XRUJnQ2<r19F}%0c1;TqZNlmf8l4YtQ8xXGpDU5jIbydd<E${
zi0emm<!jHd`B1OsUNy!~gVHRM>v<?BIpc;1e{N%p1>DeP=kLCpDOV0#44Sa*vhr1-
zPjT2XP0hh6$DQGL4X0!Xl=m)eb*?u>3E{jqEy)l55pMM3;+jxiC5fdvU!BfWkgO9j
z{+9%6ofAyFuLtPuPRl`&C*-q{OuNpW9he;rFJQP%&2aRZmh+LFi+3zn@Ojd(SV_~C
zv55EP>ab(Cb1F~DvJ_$#8{V_U_2w7uN@2Xdw&V)a_YJ%h2&0IYEw-{2OX`<RbM(Dl
z!PZ>Qx@IFW%XJL21X%%&A_Yry-WZu`_H5pDu@|#I`B(6^*8b=A)XC!?E9_y@_27;;
z0fq_gFsnIz7hT&!qe`U&3_TH<7ObD)>WYWTvP)jVLgPtf{0**!B`%;o!K%S>vh1AQ
zhOxbl@RD*oHP`~kYK_GVCz3*K^xbxsGp;xs7-rrQc70moV3}T@i^%vk6?_uD?T>L0
z$!J{|qzW8nHIIDBVG?;p`H%Z-0%Xq%;iF>gCw?J6JXK=8Ydp+Jh+s$*CV=z9ikehq
z8gnHTk;;b9E=^0dJTL|550LRvO4&ygNp9iaPbnU{`pB5bZQ(ic(;3$$^^-Sa$F<p)
zzb@m|q5<86)$KK=E;R>pV&iboNCb@fx}vO?=45^rM8*voO)(f3C$zX&sg^0Em5t+S
zKS=FG;vP#yIUkELEZ`}74G-~5PDn|2?zK=4tpCgp?EYnMj_+D<67ocK{qQF*HF=zq
zfuBlN0-B**5UZ=NQzAPOSl71ZO53P9oMb*W)6BZ)P}!eOQPj3ka8>E)2GALB2*~-A
zpXTBtW>`Wvq<ugWn12-K0d@akeFl3&C5_gk$a0=T6498ro7!_xkH;{p8YfeZ$1TDm
zS|SjG7kzO00uE#QE&Vh6qnA?kZQp)>ed5i)v7So#Alrb`DV6}W3&&(LBn^Y3d{piC
zuCW6K3?VwAi&G~HK3S`SKy!i+^Uq_lKBDzj9mF|H^;JL8>^k#r1JwrvQdCDQH$Ji*
z91F;B)iaOROEn=lBK#h3PXzz^qD(<K-5;%uL?lT#Mv2U75<;Gj{KMlqwNIbZ&z7^T
zPSSF9(0B#*Eg9WA_5N|m)~;g7^u)>L>gcYaEO);Q%pcW3RPRpF*c2N!wwM7eK1Eq-
zwEF$oN71FA1o&M+T%q687|)k~R*A>X<U8Wx1h>I47O^S`7kaVU7qbi7RKs!Wo4U_8
zqKADSAwS=NO-S?i)~OyswazZ#-@YW786RfK&gb@t;*br<nnn}Hg|8Yl#R=0Z*r7d+
z_9xG4f&Yx-x*r7(Sj&yvGSnwm5RE%gr3=JlrncNYmt2EQ8*_#%0X9OfF&Qqb1#+r~
z&lIj^KH|U9D#+QFUF#e<E37M_tmK+CRkH*ro6yHF)w^7Xa1~7SMQ~d^<4Uck_dl@#
zUWz&kWi=Ai&+@x!r1I&dne<%m^zx6`huMcqWYcuVaD0=xRb;5jp*iq<XzYXFMvBmq
z#QMG%sfLR^M6GEof1*ngElL|u*Ov&9p)VD5rou{2E7aGNiVeuB`mD83Au1F${{5HM
zF0szB=NHF>mIa;C+=K7wYmSC32z$Kld_pKB>kJ3V%mUrq31~4_=dyLopplYdfiAP!
zU!qn@gDj(Pyk4l@2^y%gmL@-lQga857JvBwVL8f2h*Ws1xg##w{!mud|N66G3Csaj
zP|$Z6Wz?_|Y0<W>5$xm7P9xOeNzR<0J16HXyYptH30%&T-BM{s&DAR@;9Of_$FPL>
zu7RDq<EdhN2|`|}kp@>P1|-iY&e-O~ZEpo~u8NxAGR&!jMnCeW4ATWX#w&=CMvMrU
za$ZreDKMhlbg;$1wbz|YVW1~-E#}UZ87qYS;faz}d;491)qT{qF_+kQwP<zL1}?BR
z$f^vUDTx+HP(Gp=94j${eE_)Nj~3xad$U*HMBB%hr(Siic16$+cR_up9Ieay!++0~
zhCQ<WJ^bP@Tai#Qt|XB2i?%@|92RGM-6_^Nwv2rAn;>h-9xzjX8_($CrpA5@J@LyG
z-cM8XQH{=u^MfcKnF6+rI<bW*+X}6XWChqq@l5A+wvdj9{E5`kJwby2sh7o4tuR@!
z0=V_?Ow`HECC2gIH^Mghc)K!B;X;*i46s|h$2emtqn6?yJRM;7TqXalvLj`I(2!;8
zc+AMuSlW010^;g51Ig&JHBbVB^W0J~7A=I&^jl^%vZ{Wz;g_Zo#~)L_jcKTAbB5@0
zCPxXhl9{4oQN5}<LJvc~1?({TDrzPBVx$fH;@e6sqjS&L^{f(}`)L=#fa4)HH(O7=
ziP{?AsNeH4M+6)sQraN+mJ=eev+#WDbf+0lCCFD%!9~6S9pUMI6kTF8Kf<$z#xVdh
zraD*TWRPLe7QaK2BgYUzQ-^0LC@^H#0bGc38Hm#}$z+vIv@89hQS$o86H>~SSZ=5F
zRr*VPPM>iR!m*GDrJlcN8x&h<_QEH4twFws5{qF*kYAW8S4?R|WY`j8e1P3fcKWWD
z3?)HMFK+)s41l%;%VkuzX7Vbn0ks<T@qr7fAP|%;1HZ2N4Ij^}`ACE7Gzw}=A;P%f
z8<wa*!NpY;E_J~r;XyR6QN2Z-MfGkY#*!sYv)fHjzr;`D*Q%6uvTyNaHPQ3U1S#BB
zmLu+OaFwoo{66Pleg(9FT$dVEe*o;>K{M5Y2%}g|pFS|*j03%+u`G#d<;C<*oE@|r
zQEK3)B&n2qOa<$|xk93oQQOBZ11rd#UKix(M~x7w*0u-BKDGIR^}*Psu=`7l7k$!@
ztF;EajEVZ6C%L}uVrTk_y}o~rVc^?U(lV(@L_KOviFwf<;+1;f9Pohgh2b&QrXQ3t
z{I0x2E)gWVJC(wZgN8O!iucW^Z2E_{!HLd^n3IXbWF+5<QK`ie@|y2~W$bUE(Gx3B
zsvvNHMauX-{5(caiMA?YAU<~TnfqAtMQPVyva!PIT<%kSnv*r=O;5QMad<?6Q4v|3
z-LYWh)he#t!AnELUFTi>g3R>JWY7{%@$f`qU#51#A!O)~SaCA?ElVSiOhsUk^6SO+
zM6v@jZjBTjBalN!_YpBtSENs-NyZWAecINd66+*Me}_0sH;Nmc&UUbuh(#j+As?Mm
zqZdOnhbwO<&<!|LKFk?A<a5vX6kQf}mR?DDfWx=i>-O-AKIZINcNqgW!V{9*;cGYg
zZj)woHn$3^=$Ceg1)Q8q(R^aF;&j~80YD83`n8H*+#gfOQA$6au;mT(O!O=xRHd)H
z{+KERBR&Hxwl^6o6-)^9W3RZapKO0Z&B;nXS2-Au5hXX?6Th~@0a*7-Gokp2>Xb{m
zRQ+#Ohc(^5h_KNY4L3Qu)bW~gl*ag-^FJcUqLjr({5C2q{SLP~qwL3xSYZCck<EGJ
z!F;I}q<TO%VOvQiUhHN#zj1^T-oUnwRs2N4`S|{<*QWhF;9vciD1dA7oXD-!#KuHH
z-V_u$8s3-rXdx5EI-gS;n=pM74Dcw+GHtZ`vXwT19xQes94v3$5ZuTK@aWt@zt$rX
zp^{{%;NGz5SJY-CGe*YWBp0j)Ld~AodkT{M<{XeVOzeg<)8^_QIzK^k@b{5*bfcg6
z9C<BLg)mxmU@=iEKzXDFu6U|DNX9E-Ls;)6;bKdu2t~j$zoyJ71=_PJppx>e0+Gun
z!^M$zpEC_E@zeI|H83qkEm-H1pU2`A%s$)+5zh|YEzqQ(&FA>Iaa=~5DB=R~%hv~B
zRq0uAFuHco_`>jcd8P9g`_Kng21N_4vHc0V-&>p15t08?=3n?2^fU#P&~M5vIhAQ&
z(LuQSaE`3?gV%Ul!9uuk^aow8XcVOhrQg^iW2(!&aY!SHS>a2h_DZjWe>>$$2@5Pk
z7uoMr*Wb+THFSYTlN!Wq#AHG*FVtZ7ofLRNb+ejDt>oNpTVu=7><nq|8a<vOzD*o-
zKZb#a4$H5UwI;SwEo#0JV(Z}3R*}meHqQ`dz}m>2%G47Y4b47qqQy}&gW5C`kot*4
z$qB4HJ$?oJO=CR3Z+n1VFwJDVQHhv(YvN7zQMn*>tgSym3vgI^;Iq3nA;M;@Bb`3X
z&_3wb`ojB^`{MYdB$-?=Ts!AjZW3lvy<4&yR6pH1<k?uixO}*FwsuPBNbH#HknPT+
zr&XoU-qbR%_WLZLebBd{eX?_0U~A);*p<XF$H72KMnU^Kd%6q5Z<m?=y_>z~y|O)y
z;h(fTv^L72Dp{p}N@Gf+R5XgJ6xNg5_*~g<b+wgN_N|U*-HM20o^-sVANPMZ7oik&
zX9`xSS<5z5uB5uD-yg+1!u!_yvHVP%PGpT|&2)r!*2-QtZ=N>z=!DqQ7RN_S<2DE}
zsM5Dh=Z1xma!j|V)_2-A;EE*ew0_!_LD_!hxc*sLx4KoIqO=O53WIX|y;5buk9q^W
z>9tLlO?jU)nl)G{;v0_~Olu8m*>Hn)mG(qc>($0n(^&nolmxm?(Q4B9N9RZ99}*<9
zgHn}#nnGV7@$N0w6plJ7H{{25+!E|pEuN5IjF;|kjrXNjA$A%%4GAdh4nI!7O4VI!
z9g-#N@E`HR^Ni^2$D5?t;7#jlv{zBL*|gg53_Dc1RZ<gcRF|iiw%IvWlIbt%Rkcec
z+l1M`rk$<)UI9dGI=uy&&Kl&BwQ46Wh?!evY10fZwl&%*=jzQdC5WyUtqy%5Vpjg4
zFkAf1SU_@;jOx+skz843M5=B*xj``}@e1Lbtx~gk#AC9Ztz5o(!f&p<&9Jn&8Ds(5
z-rU?$+k(cJ;U#InG$=eHdJ3eKUYUs=ZJ0E-uo;bPj`!Jd<Iir;c+witIt?6qe^281
zR`}9!bGQ<$CS;<Dd`|+9#*^~}p;q>K61);aZ<;>JDtQe4A^x!WbL$EHp$oCA8uKl_
zHwW_hPm<{=bkE=i|Jn!SvXF9I?K$D7@?3Goh6nNnIN_*j(Ws0hY%W?xJ7sN33<Cbp
zH@`@MYvu{EX8{?b8$JX?dDbe&&I#5nwLZtlCPdv($L8bsEl2gsmW)eoN{=-P)~%Q%
zSZx@l`H5TY8Bu#BnS^HUT{e4Zx29%HZIuy>Gf@#wu<M#@X44$s#*=i2qcV7&@3CTR
zpEv6{mow=x;cj${`m4ej#Y*+a1fP&$fk=0|Kg(A}^nQYg{)v8C1&oX*EA5=ZOT-<Q
zPL!3-+!qc@k_lf>@5F~YIK!t8PcZ>6&^0ds0`N;U0a?%|tUbiACjf}24>f2#*-$3|
z0a+hUXnQ0eytR8?;g^5`FW5D~kZ!~^77%<;OU{S~!cgrUW;Lr7(W9E)A6ND*HNx+j
z*95DD%!=II2CNslh)!i14s(&t9fcsOA2~Y?XSHh=V9#55%jKVtI}Y1|CM`D^t+tX~
z;|im9;<OJ#lCUne!r+YNC~{wkOWvU82t<65O5TX(7K6PK^ZlfiNSYLd07vJ+ZLo70
zBAtYDLLYAF6gTrq450eqWlW@cORO@VQRg&*ybwx+V2?-wA7yhl%1R8>=VaiI63;Ml
zyP)S}MLJ>T7K0vba=XyxZ17y`o)miiXl(gla~}s>LvKA3ICMc~>fptW`m)jH`wHyK
zfAt;EJ|$QtTKU@Fj`vK|)16i)xBB6s`9pVBFVUIGneoeT67`Glz@p~Uq@_^EU5RCP
z)ZMJ55XH)QYt)T}iq9h%t6%ZD)*}L~bXs-PrSGQNdndS=WKaHGj5)~$`b2UskrCrg
z7L!UrV0&<H@&|P&O;$syfL^baENPpDuTx(EE>9@GnjqU=aNE{DtoxBy9L_uryAQdS
z+&1LYxz}Vj0U=I^0VW;I!T0___ZB@*Oc$^G9-BxT1~BJDk@o>R&fPoC29Qggkz6j*
zvWbF4DTVwclOx<EDHcM*hFAfAATp3Nse*ZK4h`Qsd={Im$v@)O?L}F3ldXhJ`vFcj
zFWm-SYOd{7tXVeeS}vNX*K>XGctH&?rvuSAoe1?+i(LsX!1JA;!G?LNZp>vu8y}tT
z_XHPJ!6SqIHs$0XFm4X##UHu{P;W7g57Wn-jGn{9E$8~3>yDl4%pK<;Fb!OW{`V`D
zbDv7#cHZ6UjW`Qe>qXNzFA8Xb#pD#9?A5s!y74O7!=A&E9p^sB5yugN+8+J9<+L5v
zjnl0co(ugC8}vO-7+Wu%7hRAY)oL9E3O!GnkQ>!n9_|76IJy2fK1NhNMoQ|Pcj6D=
zeQ4RnV-Pd9Wi*XJ!$8YZ$X=90)rDKo<n7ihl3;nyp~==Y)x{sohqc^?j*5p=r`Vm3
zjJ8iFL@SPxQr@$z(oeoK*r)zC9PqE$TmB9k6`ffP(oYmmo!lv3mo}=1AfDB>NT6SB
zAm3P@)K*v}Bkp)FHb1<cL%k;6<yg{ucuTx~T9NMAoc6|h{;*a2;SKoEf$-oB`5N?s
zf6Bgf&SyU}LHQ!}6!pphLsGx_BMbWZW6vbSt42?K`0Ss6mmlf}Em|4Sg8R}s?|;Ak
z0q4&}p}ofkuE~LRqpCUl&@N-7L3bj9a7SjS@v$9dsS&<i+ekyFCJwS4a>>tdQhf;v
zzFpL4R;w-Z^^vvzLVfvg_q-m{{3BMdO0=0>*Y(!LjDf_2le-b7zvRm(5009wz%AY3
zXUKc&5FN?RnLnG@Yxp<|wr4dxdf5#==w0e-^Jm=(K^YQ@rm>!o%^KT96ke0FG!Ph9
zo&7Jn(ho(7eB6=HXZRr*@Lf8DREZaz2poKal_9Qn&Of<2)4^XGmTbeoU*kD}+c25U
zf#-~n?iN@1(hvA8B~@$oJd?l9eq4Jguh`$1o+1fQB?_51m}Z+dZe*0)Zn#(e+|1}p
z_6(g5v4>v~3gE<Qu*#K#tt_%spj&arJf#(XKRgt0^NCUTR7@w-o;AA7BWLz#Ot6@P
zmRJts;+M-SbIMS(5uZID$$77K^Yxf2$08H2(9|pQ?;y_XyHxCXzv{#<)wwUgmwnB9
zVi{R_Q;8>HJu*ey!uhWgC@$VJ(CgpsQqQ0&Wv5@2rn?F(-%Ru7MKU0wybUkEXs*#S
zygwk2ul=lU$1FD+?d$CGFHM3vCGUkWyREiTp#5fhCt>}TBXgv&#l68@b6rW7K*La<
z+!^OBwAQVZlqQ872){pDu&YNYa!0@M4u<A%Xm#}@%tg<s-cabAnHG`Y&FoB_U7XB}
zzW#&u#@0yi94stcq%5TWunsAU4k;%Gw;m}e`#WF*z5`Yuj}9pt*IybdJ5Yy|8^}h=
z@gElUcW#!yyxgqsEG!)VAcqbq7YEy4$n#ERXZs5|SlQko&tG0{?sv$+!T$d>-ltiC
ztnZfD{^@50a=jbi2L3Y*<a(F;FU-!(^{#`5^DjR;&%1l<-2Xh~V*Sg{@sG~U_Rhlz
z{72^ozWdDy{A-@|UB$aB@UK^_-0Xj&d_R5m4|D$2`8S4l`a2IN+kY^}yDSF>*SieQ
zzd4R~z3l(7&CT&{o0IiFx;WpX1+xA}*I&Qcxj0GLIseYFv9P|+as1Qwj^7i+!S)_M
z=U?C0SlHfu;NbZ${BD<><F6eyZqC1ca`F7n@sG~+PUm9d{_pXR#`BlP@z-A<%imOU
zvHgwp9sgU5zxe>Nu)X`h$;$p8{LcR#-@Dzvwty_a_t=3Ptp70kUq1H#(AodS%Kjf+
ze{=qyd;(c`-t}^F{-XnV-sxQITz|)3d3Kif*tz~=hn?j;w*QCzkB{g5`k!w0ziahh
znB(vIumaisIm+=j`Rpuz@p~%XCxCw!RFCw3?O5*r-m(1r%o0|%E@n>561GMzW@2V0
z_NHdcU(D<*Tr5f1*ti4*k>LM($9rVz#miauu^@)r3x*`m_HTWWK?p&`EyAq(g(Bzu
zVNhN9GX+7v*52Lsb(Ro#+xX3=zWSR&?~@^#DSJZOIDmvgtRsM42LwT*aHJY|&3UTV
zdTN_L19`ui;BaP%SY{>M9o0g)vE|@q)I(5cuuSHizIEaGyYPGwx7$%dMzORBI_&*(
zAm?TO7+jm-;6%jPtQ+RR<YlcmsO_eBlZBI8H@|i$lv-7eYF_l3a-NRzUSYG;sKFq#
z-`D$|^sKGyJj&aDQulR(BS|lfN?}<9kU-%9K2A3dPa8Re1q|CW{{P+KJpWhu0>1w^
z{wsN`q^vCL+$`MxJAo%z07DhEg@;MsbE>aRoWD1UtY(X(?_HSn0z&N?k|0B1bQZ9+
z86dF(%Sxp5gewqQ;`q*DOMXB!z|qkieaasT=RGQEiLt@L;>sO<TXUaLMopTuH-CQJ
zOqtETZ@*uA$$UEV{x*h*`{CCmxrnTqr`fLS?S3`nu`XP$XHl7tPd|M>mH`AG(lvZ4
zHx>Q;-AjMz2V0~j>$LU~*Gt~RRKfu0MPpcv2?6J{)|1*IW{8D;$WM!7IzC7Fe1gpW
zsD_T{0dzNWA)|-uISX;O)!hV!+Y_;O3r#uZ4Be<tv&Q}*M3z%uqkOThzo#l3X*Qgk
z#A#?B8osIo{6S$l$z0WLnyf=hT?(8pX0jIWb{u(8!qbfPWMQ^8Sn!$+Ii7@av*SEq
z7VLCYdh*_{HvdS!0TJ)JyfaZa+99DCbBs56%&b4t^<Xg=B@2;^10mLdvW7E~a9=E_
zN;if~{6|0x7Bc0lLFPUBAwi>soZ!uS+euz(2lNHCzz>v5@&IB(zWHO6PFIIUUWqfS
zR576;#sT)0k2emS;Y-RWT2qj@FMvU;8r7r$!0PmHU?c&S=aLzr(%Q#304kiQLjb8v
z!Y3(`!1eZz2^0NxY8~f~wC2E62xMvYuz>fnG<c~gDG_{_B0hzv)X+p}NZ!zX%~BLb
zJC`T$NV=C#-Y=6;GuP*7)h@lmxAd<cR{RGaXeeeh72i@;F?+2YalY``EvtDbAYnM3
zPXED(SaNyxnqibY33^?80$-J2Bohhx>6jr^BxeitF4+fOFAngj_dy&<df{Xy+~Nwk
zi1s_KW+Ds}4EUfj2`*p$fMlWbCVgpnIfEIupSb74^{z8PiqV2Sj2c&T?x+jEGSz@V
ztF>EK`ufpuZ8(~&BG7Vw7PV4Yq~YeO#)U>K=Zp6~1&zkJhtmme2eWt|nodte;(5lC
zHOsgk2)g^dPhjSo_wgrY&~;eceN^iliI6!>#rbj6pyI>R^h+d<qIU;pWT)h6$RX)f
ziIaes3_)BIk-Ke0frGHAFpBkv{o<jkL-weD`9^LyvoL4}wuZ3zL_C~(*{=moK{W3|
z;0p#_9-J0AKMIvCO5ccCm?1vj;Sew(3o!d5MDyNa?mSP^ZgBNO9h5{}FzV<k-2Ik5
z*VQ5So#VNE^_ze2Ru{}&FNpv`_d`Fk9~qims6TR1KV!{JN!=e(e<yT{-u!|S=o<Z+
z9(Zx)%zOKsP32GfUNg6oVbCR&-8Ec4$>&<T)y_@DIxhBde)|2{4G}=OEqU9Ygm_zT
z^1F;Ocs-1~!5n+ixTTU1E@=5M@jA|G|7b>}B+1ze?f6#q=dam!w&xw3e;)jmcuU!Q
z;!&}S%Hep)0lxgd6aSOP!-(s38hG))1pmkU|2;&AxUUuRg7Lc?C1J={F!{|aU2B#4
zGl?5O$%&6dWe5W>W+@C7lY-{c9?3;NGGb!~^QWR%^g3yxpwtqoG?gyxv6PQ_)sJ_~
z_!Qn2eooMMJyu*=K%|YQZLYj%{2GF+>7lyHX0VENKwraXsB`c_e8`41PYJV4^h5y_
zlubQB?QsY{DcXyZa*^}8hjQqX3VX3#b}s?(@JgpnW<9MKDa#ZMnjX9jHu*&tx!Xt3
zM`erw62`>PWSOnU#U4~%V&_bBtz&Yd*6C$3OQ{`Q=5@nZ1-sQ0Qz|7a2_{dR*fP)?
zyXKk-4GFwDoEZE9cWga*>q9=bDav{Z{)BYvYMDvdaptcIFGegp@{Ne!eZI{f$-{iJ
zk^M@OIlw}4K?F7*S-|iRef2+kC1EtK@7Prk^<Y=%GT@x_pL}jU!*fub%;s<&xUm|S
zn;4)?B%qedR21s6)BQTWbW}DHdBqxAH(el+oQ#PR^NC@o&cgi1QiXJK-$MyYu%KqK
zQaR+uBzS2|TvJu8GMzCdohaElEo*Bw&yAVL&;_GV>=Zn?dC5h`G@U)`g901gnu87#
zYu=I~lM?FL3`y|N7^3s{{*x6wE7tp3D<rwpuKbx9TesWM-(EcLO-Q4WfdIe~SQl$v
z$;z!3+xdI><5+BVS+dMYwMIczjcP+V5SXh`+4}=Vr3!O&M?aY@eHcJiSoT9BK$wVR
zfl9kvdsR0PKfR1D1^^hZL!#U3(j9@<2v|$;6wCqYnxBm?O*?z$5Fa%BuvumJS_w?o
zHKyl0LM!+3VsgZr(JM`s(KzBE5#LT&)x%33q0?xC<}1(OXaC?#Tj3Sedg$FVtn=8-
zzcO=F|EcovJdoxOde|ChKiI0LbsN#q7Xa{KO1b4RL^ju5N0Lk8`bk(oK&bV5oGC9P
z<ph@j;C_{G)|-%bz?ck0Tvmp?d7eh3RCUI4Fot;3^=#8`z`)fmrZbw^N|af7Dv&%P
zbERXFII0u@kSw>aRO?*U((G=8#$nBA&&wPBZl-ktU!SA`&7SIsc%WdFknxb-3Z~PY
zVq07s`L3omd}vm6WL5eDaMi_tB&S0**<Q`HX}gvL`)6wGa67W3CwHmLD}Cjlbw?-q
zYm3lfT1GU0NfOvry*x9wF;-wY-L8DU?Ett6ccRx_Wo?9|zy1!Z`Egt>NXhnKS~R#7
zpE>#Jn`Z8y!>|_d^wqZmYI9JpHFsn+i~`X-in*ALI1)3u=WHatiKsK=aP^nrUm1zu
zBY47v6k?>$&iRh=+#F@&G)dM~*42cZy#>5#57fVoPam!^TbO-5nnVc`Po(#fPe-~l
ztw5bfa9)0rNYi5(UNg07X4i2*;i2ZZY;-gjy{ybIF11Nrpp;x~mc@@7QSwCF*NqS8
z55~)byf<`hb7ZM-@~g-s8Cf7y(dE;$Jp(k%$^G8W((xe*!aFC`ZJ1GC_0m$365L3i
z_h@_H&WsO;rDs;B*KU))f4g#fVQVzHBwYwHG=3FGrj?_JxzeTKs$|Lj83rH7tG=k2
zofc@J;8`6~Y4yvshC`)@<7+=njHjGQqK=`cxU8qMJ$f?7SB~9fCLL(IeTi(=Ys7Oa
zHgm}R$AQWR?%&C>RLi7?hj*;;Uju_VVVs|!>VCt1g<PSm<1r<`K~z?SZNrUQrE?}g
zne-ed5?~yEJ_v$Cq<Uq;sgH(9F~nORg(_SqY-&hpXHRyrW8S@EtD|of_`n4dW%!HG
zkNUPj^CA<BG!G>qp`)~?m;ThTF;E0rA9y{0TC)Z!7IU<!{`R<|uh^~G(5zy#BtAaM
zUL84vn4sR^?9t|H#%n$`4AXo!047%LBCe5WTnn|Av}MOJ35G~obvGH9Uq7*yKMdv^
zw@+@a-+<;wMn~kkEv>l>tV{P6WoW(XjA#y8@dAXwAHt}l4;l9{ATNB8ho9ORJJhbR
zw2Q*)Wb9p|ZJGbgphhq}6Dyf-YLlY&^#%*lAlY*M*BsM#BECL@?1iO2jHNX&>|C>Z
z`)gEP@Z3!sg}r#op{+BEA3B4@8-17_yaDpxHGCu8XQyBj87+2)!8DBbm;wDvS&dCt
zDE`*fB2k5wHIAf06zpAsZV4O#)w)rBIF&KJ8&3?Q7@^YUp&>$q4+BuU>aVY}Yt9wD
z90CGBiVMwhdCvPAsH51;fM=`{0&@J`O7w1A6Lflq(UeG&3$L_PB(4H@(g>}o&^AO@
z<}yn2NUMiCY-aO^RHmZVsGY>@zLWKm3?=b%WOnU@^5&5UP3POx)*Y!&=(4@E$)r)=
z#D~y^L`@;sNYcU@NHM+vq=4LHdV9?~kbYQ_N_Yn{)5(+v!W3ns#aF(qA4||d5yOfR
zk7#A#_3{I}rdpw1tVfL{-byIBFgtS?wSzu{-;8vC3!Eljfp?Yz*ygrIFohTOd=r?P
zG|zjnvXalgVn>Cag&(pV0!F$D)|x@~a8CdOjIR9j7ZCIC1N62t*aD;g$U%LTen`Fe
z#wQ>05bs2Sy5XK7iu$xxWZCC!r-Hqs2j&C$qiz(@*(;sNfj0s6sQNS=5=*ik-!Hhp
z1^{okYE=Cq=@aS>u_bYjZ=t?{)~_KK{M$U>dQcX~0!{%VoBV{7U)ont#3M6$6|f2y
zht`Dt2p5M=OlC`FOKnTu0_Z$j(gj7;OcP~<d8A&TZi|3nz#q?+2>WsX_bTmAaQEnE
zWNUIQQ4Ta5-N7~44t(33;7X8A$#DjNOX->b;7`6L+>-4;)YzWvfV6E5Rs*?$8bS1>
z$MhwC_Ccd?0w7s{O-U~mXda{niUQ!EF}V<2qv4>o0q6mT80x4K6q&NzVKtc!oZAfG
zG!PS*4Xg}C2jhYILGtcjAa-29<X}-SB-je{2ZRhR1$lzpL<x+TjF9ubPl=|=rHZFY
zr;4P?r%G75NyZ7Yqsfzfq2dO_fM`L(AQ&(uSPTp$DqzH)7t0c>C|g1nO{I!a2KOBV
zFUn(t*emjhBAPmyJeo2IT?VfIti)Ih%?K(lUQu|6W)IB?zyq?yBX^cuW=#>7;3G?n
z7m=d*fu;<g1(^oL7`jR(lPADoyHjpXMVt+xi$UUzgFHkDd&R=3Z~?3!OHoX+1XK~Y
zVl=QNNRcfR6%k5+EEQF33atSONkmRjDJKy0fsGCTA0&nffDA+vhPg)P2SI?1z+_+%
z@FXY)PH5z39myV6?fI}rzy;B^4wwt{0;&cWpgjT%(7Q-|<R79hXty!&&vVY;5Oz$!
zl4o#hh9{rFuxH`qeNQ0YvvBx6@3U~3zIKp1+?#`>D%pmcq$<S*d581^pX&?Ew(HRe
z$B`}bwi<Y|q`q6ZT>zv3$Bf~Ip-+C2@5ZdW$c*|bn&_W>K^Svi!Iw{1n~2Z<`J;eb
zy<a5ns)$Fz1=O}9*bU4HHkrFsKWd9>^Gj;;1J#7oq`|C+Ibe8MY2p}BY#SXtl7WLk
zNFZ1^f48vR*3mQfusD%5$(BVT{kWDvB0&hpW<DSC9VYh&)4r@T2iP6tvbyZDHF-6=
z0=j19Wk%I&^O1Ei4tvVy2>kc0wm~Eaa3tdB{<quGXVg@kiRN`>TV{wh0$PHs_2pZl
zr*@HTM0JmlZ6qoj!^VYmcaSq8G*6KU!Zi1hGh$m(N0{={ag@I!5E6WQ3NGL2MlOrk
zEY3oGV?R<U;Zw|+`x4_`aF^ev$dxY`{fK%LTtc8oBK!h8dMUZj+lcZ)Ia)7q&)bOb
zf<5w@TUD}Gaqrs%c~KnYDB25m65sO9*(g<ubmHIA&AFDvJ~WnS<m(4|@f_iPchKa9
zQz6sm2Au?WG|do=*biQ>llj;%QZTp@JS=F7atGI>PDyiT)r8l?*917=8&T%XRUUpK
z!^DV$qkszmL5d2J#l;^ZA3U*##mm8w;lg=|vXF)6I-4jyrY7f-l>q2ONy&ODck|SF
zizvE9PbFW_ZxQAum4tpebcH=K9r2aC3HuV<GR|?aGWbjSe!K<D4JtJk*nRdzyj4f+
zXDsop$l&*lUF~Upc5<3n2Gzq^ptr$cft;>>;symPO5n=jipwI?fY3yFnj-T*wGdsp
z3z5M;Y|95^mE^;*r#J&tJ{=`mnInOuK@lJT$P4TtN@PTsm#p|1SGI&&6^#xM0fI{J
zNJCW!r$~jXg`yw}MU@NBH<LgoC*-1lRYWNu78MA81j0Pf%#kSh3%?NGemHW+owrx&
z7I}fX&3SKw=LdQuJAy4aH*s+<=mNDN+=|cPD82<f@*g>uOy-}7`NA}!+$u#sP?YE>
zauwK#cBV-h;F6M5lV(b$o^x)MqaKrH%GjkzTGBM29iSheY6BQS%OEXK8VC>c8)OAC
z7sc4d1gi!mPDu@sFAdM9fe=M`$ztMVq{t{SY@z7;sUr-@KEa`jP{Kh;xKnbUiFqjr
zl;q@_7)bgexiTM>m-v5vp+6#?(@->!khB-qqtf1G#y-8oVfB6v;aHzQ;B?{BSg3Hw
z?luZhsn2&2Ux!z!2ZwXJ_lIKHS1V>~ILBVEAsuoTI)f+B=0<HMoU%K&8Hx`WiUjJ5
zMwgdvl@<e;SS!kF%PVcP-oKQ3Pop}xFCJ87=^5v^hf(|}FKK9Nx6w;M4c&)ysWr5d
z|1|@p#$2woquXW_p`xA8E%r&E26U<e2AxpZ&LkvLK`yK`P|_BrFEVMOqp4IHBy{%G
zit!f|&9-`cE_ODyus9r<Smnz(QLQ-9U8S|{OWOLS`nyb_T5He89xeDZ2<N7R52{*6
z)!hz*zh}#)clV+W`d7g06x#J^F)try=251Fy>pYjrSnANq+`>HPG<cnFsq((%w?iR
z!C8KjWqjGz-YGliws?ggYXT`|g7yyPa1RM-BH|7(0kEuYUgR0HFL92oU*xvon&YOK
zuc^JWw)n1z8>fI8{&Tb6aozE0mr^dus#aRlcEw`F9vx@!EDlQ@U&~=^B(;&%m_;9|
zO>9uII;Km&%cOx^Q$Bp9pKP5BZ2Y-dWQda+(Hrpz5gm7d0JPQE+YD=uh)n}CiTujD
zM8NPB(VQSS8_|nODifETuLLNCh`i&ebPiW{s0w?$;~HD5#p`IAT=j)ZiKc3vHEbeV
z=X8pSN+ZRJ#@fQBf3<Neudz_wzw)jOIt(A7OWji~NTXla)O;Y|H<~f&fH@E$t{R)f
z;yFhUt7nPV@=NtG!i9X5GqimAnX!%T0`2pWW$J-)m1Cgu%1x2}K$Y#8nW%UHee_$i
zD^K@PBz=#n{vn&3l~dI5V#Y|uvF<wmsl$*Jv%*JpEBTzp2AkhAX1`@;FN1h(Xtk4F
zx2q9DHB1-T^y_SC4Zq)Dz*W~K706aKG}yS|+yz2g>eFR-+9m7mi}^lF?t|$6D8M~Y
zz`k`e1`wp39~J)OBHu)8QAm*(&!+N^Al>5pFv;<=OUD7?bq$ih5P=^?p*QM+&S!9L
z3bK4l`T<oi%zhhnqZxuBv%hXG@hx`1KH`wPpL{BUPZ;p+!$$DNB)|WiU+CcHDV9-=
z)Tks|Nrnwn`?p%oNses6$x#`kU;9m7MmXB{^?v6fdC`ZRA^gm`;8~}r7l>w0PA@wl
zYu+d$fJ^Uk4dFzfvk`PA3jH>@CQ?cdeha2=E&6Oq@4f@HF2Kf!NEce;y+H?~F6`n@
zqzjrBG`paT>9}U_SBLiM=tKLTImi3T`c5=!2>zk4-`soG9Z=R_?@eAIZeD{gSXPEa
z|AbA|5uXVkcUtZ@wtS^{ZOO%1s{wGDjC~SHJq{+ifa8x`i=1AAS>1N@fZT2QNb%HQ
zyPMqm9APtai?;-r1Up~wKSS&HWYr?*2d!VQbzHT}WE0h0tPwxZKO^0*=zAdPhjDGm
zc@S)b+#8bk1hk)x8YI0D*>r@sZd}fLk=Xbm<`|9pRY>2KObG4GDC`s88L#?Ypdo<H
z(>{dtM9~s=9`D1ge;WKI87FyYw>-&DOu#xx;j*b{ODswv1iIYg$?h7)i3zK<WA<{G
z@*lik8SVNN-`#9NbcUc`w|W?L==*K!g`aiKEk*Yrc~wAQ?iej@2Ht?+Aj==|dVBCf
zVHvn5Kqs&xpubB|@w0R6iF>7)#8Br-(0=sv=jugWGs_!ZHnKr}F;90q#U->4TheQv
z#s-Q(@8U(L&pOKHmgf}_Vb3#)<#JrBfp%QubGVRD@1z4Ng$FK7=srv=E#3!|0bB!?
z)E==5LTRGf5js|Am7O%~A=NMA4POR>_Ux6R303m(=vbfg#k@1wzS{zf@)!^&N2Rd)
zjZ@Jk<uIa5E*S!;km;j{=~zu7La12Fs~JS?@C4>KiEYG?%QHsmmbE<gHxEa^F36)6
z(C<%i30dj`XI6tCvt_nXBlNMr5C_G}(hKxElF(wA^K*elEEHkxiu>0+#``s%8a*En
zM_tMkg~(RFRMrGxjXo;^_9tv_f5V6kdrXr~0~y#(gF3=<2*s%5eoqgQ4(6D!>kCFy
ze%b!!%RX$f50QDq)WW-NQ?)vmn#@M+oEqvd<}mz$S`cHlI8eq9cCH|qpb1NcddyGE
zI0T4|W)LX|F^ZfQXMB^}X6{ms3wFu3@^8m4kAa7X{aP>HPxa2JWWA&|n(?TpxvJXe
zr=lWtl`PE6?hT6Z_Vtu7fI7x*hdxVIW-fWupD>IC(AgF{t6?;eY9FP+SD+bM9{6Ot
zm}nFvM9ke?mj!-j2ffZh7AgrcXgYCmLt!VQ)_%{0mcEpErQzD5y-yr7m{Eit+Gs8p
zI^t7#DnCX(uZAc@Wk}G_rW~^eiDG%!$mn_~%b%3+>ea}jnMOxPAi=RimCjmg!`emH
zN|eoiTS(QUKOg1oc^h}nzekWRugTqH+P5E?pmt~YAw<THB7)klO$K4Rp}=JmwCq9f
z=0d<L4vwpe!#0(4RN;JkI98MkDXB{hyy<)~dj?Nw@zpy=ulid&on)HZXrl6P3H_)+
zeJMh`|MSh8o1Z~`3;FOhsUcsPNQtwv+-d%JQNg<HG)pby>x4{!Hm%GNsaj2EQ)ioB
zE0E$i$@#eaaNhj)+={T3MFSNtB^xc7@s%FzSw~p!&sotgoF-BgjGRo25;oG!Nv`Xw
zwR>G5&;Z(lo)VYWm`(Z*KZshoMM;Tyhh-H+OB{e_JGk4{iXut&F-i}A*7D%3Sw=>I
zSCePR;uHq&-M6*;c?*0^*SzYGrf_`fwb0SOLWe$sJD_yy$w^)eSsies_{;^LuY<Go
z0BLCe+vm@lYry$>A>TXKQ4PJei<MR$u-sYTt?MwJvZRF5&(oYuj@>3R6Xa@o-d(@w
zN34zD5uk%O#Ws?5+~<PPiP*6b<<)|G<3~`_xHOM;B|b)+sIt-L26c?a7_*>{CmSyr
zx7bEL@;UC^KgU$QdHKyxbFk6#4OT@fScSWXa%0Ks!pTUPvikc*|DGHlXEf3BesV_g
z^zviHj2n3mY%fo?=~)&wPe80WyB8cJmMvqB{WG35XS2~!lycO>qx{OW<q9!|b~QbT
zs2qzwMTYEhIU-{Dk}UtwO9Ue&#4WLi<yyqsvq@_-pE9{5N`bNN4nMKLRoc2!yR<LL
zl=tS_L@qWKey2pFz|D62OHc>cP}Xr}8{%8xcS>kjBYIB*PZXJ3+z`<cPzEh>#;x1u
zGOvsa!m~;=@c7vrTkx~}sGDz&{phc!RM*6xXgt<aEM;+pf;&={;e<EPXGHwnkF!yZ
z-TP<#j23XTOcEsbuT}D)f7rAdqLK@;QsW8G@Mx}{fTZ%#(b3_Cf0|4)zB&Xizz%%h
zE80(Qn5nx+B9vS))zh`BV`P?(B5*U-Z*>Gms+<5~wJ78~(`fUeg66ZsWJZ2ou}$jg
z&1qt0lmOIa69#h406gzSllb#KzjlyOXrXh26lbalnTzcHn#xVu(QaQfM_VP7doR0w
zNM|BX^=8+w;H~&f_>uvqGSuFgdxBB5j%lVCipa$OBTjDfgoVR$-)y(cS!-b;aD7d$
zTixo{1piJ9s5dx!vyi)rS95>4Dr&TT+sifk^oX=kG!Vxzi%zpL{*1j)!Up9Qg^^a3
zAj>*ZHfq5#fA(QRad!ik(M%ZqhwyrG$&hKK+#(G-KfcxHsDaStgDjmMbB;o)d)Cg+
zh4Z1QE1!8WiF(eV5eWw}#Vy2*E~277N8X;J);m|Aq227s$jifRafObna|aE_(bKZ^
zkW)+jPVWhyLE{mx#kY#K*!UDOp&Fl^hJl}Jgpm~bW7@N{u#^?1@g~y&tA3*C2Z+8e
zz;GSISES|gJDOF*PRyfXW8aStl_K787W{7pWfcRXe$Sa$u)h_dCiHbSIE~0GN%dP?
zWuvM2bwB!oi6u2dsm;yUWc}<FCb|gofMNT4P?~?bp?|GjJ!%@-_mnCw7%ap^Wq3-w
zjT!sJZzb~lXd#(I_u&qMmX^#)>=GE>+hxl<ADE(`DQ?+R=4|wpZX6^^Nyi_=U#YgH
zM^vDdA4ykD|K-Wh$4TCPm|pQL_Sw$E%j`E}MxBf@g=YVd7Dp>UM4I!`T1Q#;Pe=M*
z*$(?xL#Jg`x2j>g1rp?DQ_q9c>jY7O%}~mNt=Ei$7txL{bRm$q`>{cLU%}<MA#mz7
z%eKZvVt)+G4gkIkd*3QD>j=qc3gQ@lA*IIIlX+X*jpA(9&y6g)?Qw|mzSkV<_+mCv
zo~A!_`*4*0DC^E3o5R-hNxd9y4%#|Vh8ic%4lglPc~y|NyX%t{K>*5dyGp%Wty1rI
z8~rxZ@y)6Vq{!%~@nMeT{5gqwR*RKCyTy9!R6Hw~M7ZBZ+$klL=z2e06&teozphgW
zy{TUvl8m~+Hg50I7i)+pT?rid-TqdaaagxG=06`n`_$@m|9zKVh;oj>Myn>*O1e`{
zs>5zFq;Su65L&@N+t<zcOxR|CcKw$|R}PyaH6BYD7j>(G=AV)gLThAbwJ#(HUSjqp
zoEdECZ#qd;Nax6(tDP(lGXpVJ^>j18Q=Q`-*VZQzWuW>|TE(C5e>npO7XJ|oLH{Cy
zuFsECQ`STJow76tQebsS+)}v#{}L(cpdzxSA3u?Np2P@@YZ9aA$zLW#FZ5k~xAe!r
zvJPprMqu$%W!!)@yF@q#oddls8!q`JR;giPD`UdusLu@dVMSKUyzi5)=M7>UPmFlu
z##U>v+Rhv%ykO($N{em=BbR(sVjRb>{$ltOVjlqeRjC(~stQMA%X)Is?~E+Wz(aZL
zy?gD3XL|8(()gKs=HXv#7Vm1sk=2xESS^qQ=HgnCVt*O|3r_K3n|gm>=EaQGUs-uh
zfB_@4f=cuWdUVAXv}o1Tu;t4+{6xW4ml#+?g>;kFZWD$pT<#0O&M0A1l`SUr>lF*l
zqxF63+&<R9iG~6z9{Ac8JD&$h@D!iF6z*nEmv-p;=<p3yDXlRtU8wK|DA$NXoQiIL
zh{f*jM!_Euz|6HlIX3C<Oz7BjC>}1L^VP8(0(f8{gF+EKc9gA#FSXS}Ok_?ePFg&(
zaS8ui$h)dW+UrGHI1FNnj2}c_jO~>O<}K&R%$bz}ff(19N>ke`!p0&x<{%07<&`f)
zUIq>iI%v=|PzH?`jHHp>?w2Wn+trd?hrO5jaiZ6v`-=tP4*fuUlcxD(qH=8hY8i2}
zgRv#U>Fdw{^$f<*lBQKobKaB76|Ta2m&@N&!zff1gpTGD+c-$Q%DJ414E)a{@$*^f
zc?t~jcuTaH#osl9fXcA<o47aDv`gL?q7OKM#)Y<^&#<*2r|At+ekS3?GYj;B)`zr=
z5A3qoUz<#2aozt9W9Ja13DZRBa(CIbZQHhO+qPYA*>-i=wr$(CJ>S2X?aU%^auLfo
zaUyO$_laH|84)qV933zugq39H{U2ESC<ja&2N|q1N=jO0Dn@PH)?4Vnm`H_Qi+T#g
zZ_51NS(AvgSJOmBrlGX)tg1dMSxtwTO}02j4~A+v<rK5=!7^*AWYT{hlW@N{XLmvF
zu3WtM)6^u12~iT?*D=Yq!m%mk+VGbUrlYp|A8CAcDNcS5u5e!V75TWrbKVyI)$?}J
zb?mJ#t2U24=Ke=$e_!F~=yv<+Vk&ZU(Y|g|#;q3`xKOXf<9{gZ)pPF8t-KJ|e_D`D
z>L@b@r2FcnJRY2D5}Ua{I^)h3i95Py+?{7HS}WTjcl7s>pF)7*<#otHg|19s?v&!X
zkzC_?-9U}{lB>Y@BckBb@*d`vl#RQ4<w{z&*2g5@OCIC0j_2AtT@_f)m$@Ft%0Qy-
z<aE2awVX!o>#0ImJdo$IxekRGgbp;4j_5%&@IRKo&*iCoZE+bTP1w}k+Xn|Bx=(y(
z!J4J8<@nbU8tDOt7mN1ZB;x}OKOi^j`{ApFytDP(CVlOd?%l$+DZW)+F~a>42-LFb
z`FIs^RxdjCH&%vy;Uy>;jq}+y>D{*5Q2-Sk0i|;tD9N55yH*g+6Vs0nbPWX8eNJrL
zgvv%*zC)PiDzI00LqHtqz>LAbj7i;z9wEm_;Q66Z?Lt}Y2TpT-xCrz89#mE@^}!#n
zxq$Xy*;3KQ(u~a6?6ZS!KRCJg*#ERmt%l?JjE|3c`r>;jM&anx(;MYkOp|7uzn>7)
z^NpEIH^gDX;PF*sZ?3u}524760puFVE^;meW|bi}#|D_?XQ`#3;b9f1?;czAJ`JVn
zX@?q}DAEC&iAdI5mr!M~v~!h*OyZ=ynAS*c!)Dq8Jo=%UkMG<1``<b;gKaB<gK8A$
zGn+<}t;c^d-qhU)DZH@{e|^Pc>17Ir-;h~50G2K3R4C_<g>S~WcKA9h{;S7;w_owC
zG=Wjo9Lt{Oe>>jI^tBhuJ-6N!|5UW{NVKUWRTF8}*Va-^wRafUQtzU!X<ULdk^T~L
zKuXT+F+(z&j3(M73k1mFB<6-p$qY!o9%avslQ84VM3yavuq*}~wZC?6G;IjX!ni8@
z=l89*{rUa-`#t%6o1&$lOxsnynN&<=QE#Q(si$WWzqcP}tdBK&gG+g4f&`N`Zs}QQ
z?;c)DY6IhDzthrAz2<edNPNHPwP-~dd8ia-G;mEUsXkH(`)t$hEA9T*7W`dSXnMVg
zDmd5`Otxv+R*}0<&7Eow%It%z^N(CiND72pHA@F)qclBpW~`NUfGhd;jX;Mzyuc8M
ziy`|QIQc<a3_>5`Yy%ZYvHiQ|B%c<;sMP=naWKTWS86eFC+h|F+&H)r+c0bfh?EH7
zAY(>0(Os`?T=#2HX7a|c6>=2{c;Bl(5`#Lzog>&iAAqC&F`!lB>QLR{*YDX+I;V*%
zElF*ASGB4v&@~vhtk?T>-agMRZF8Xq$f5UTz=20^MjO+60bgnj<7r`>9^Y~t=WU^T
zZT}y;&Ktlu>k&=c&jMjn-&cMpye{azJz)vP2rRdr;goGbY>>w-w+yq$mS0*e2#EF$
zO-PKSSXhWog%&0NhhlZ_c7Z@V(TJZ|^(IcnyH;P8?kAlP_FaX^+&IF2c!vz7rPP9^
zI*AdnId{ZyB!9T~4DwtuTd8vA6S+p=5<|%9uV>#I5&KSpOu&6JVe7q0P%5$Qcrgzz
zAokuRYs*6EjR&tCJ0fK@{pkIB|63A1m_1CrFK{(%n$!T!Tq(M?89Z?0Us50Mo7SQx
z7o$^*iYFJ7Z8sn3JIfDB#mj^2I$mCw&KEiqdn?N@6B^bp;fu16ouqi8C%5nyE?YSB
ziVO?XptR$JlN<n7_bnzag+8N4?0E;|rABNvpi8$*udn`<1qezBAB{*K;_LwslFfF{
zI~1|aS`?pUsNS*)hSUcLCRwT9C7HiTQz=Q&p!j;>ibtjCUU{-|HB{A!R;~AtEt_jS
zKJ*L^`hxr+8q;G=(1{kT5v8Z$Q-mgmH`3i9z^IcU)#m{p5J-U`e-_ZgSa3gt{X+S9
zjrX1xC?S%<1b)6r7X|??HpSZ<t7L6M{EkLsotey<d(E69TVoa)N42P^pxi;t6_@Qg
zcDF<MjrcTVAL$g|>fCOdxOOmh8n`C2d1Ut+r9P%=GGVTmZ@A8R1ELwcLus@4C8noG
zj-XVe1RB7a8mhU!zmIfGpC>0`c+P=nag&w!W1t$Y{{4#^qktbow{$yehOJ{srtO%Q
z;{Lb)rG%)nA;X0ZkhdT{P#;hBduQug)=IW{o59_!ihL&JCYQ=&B{nEwVSQU;T<xy2
zh3o6>{%OluQ_Jk_y;YzhU1DXbZ{1q^E8%$dmd}oU19MqzSGjP-&eg>R&_&;HGCZ|!
z+KH*mm}M0Ne9U9pBmCtI4M}i2x{p$^RKMZ0VV6K7S|j&_Vw`KQiY7=}&Xjk;!#zU%
z0hX@qP(hez1Ygq_O*)qHL{qQ_OE)J)3My>-0Jc}8B@;Ykts+sF52@VGQyFX!VhLio
z{+^0kQ`i-w9}K;YLlB>|mCU2JOzLE}p@1OA-@wxGQAfTRcNmwM$=yzpwT(ER=g;xm
z7g9X5hrCAoXWbM<$lH{eAc4W!UG7YdJFySlNDdt?t}NwF*Y*aF{jos&C*T?_(A;gm
zSFB-K>No}!vMV45VFeN=0`y*u>^d|yxC8j$(*jWvSk(lhDLV?P5ioEgoJ*yC@tv>{
z)Zgr4+P^2fZ81I}xLhVJl18VgMDDm>ytKqr$Le=CPW+zBtiOp(^J=0QHS}y1+gp*o
z<2{y5X`Ts@^$jION1Ds%Ekji_S#`qC<bE&!;M*x+S=US%A8aNG*zn!2KhOo`3*Qyg
z9*BrYP9~ToAWt}K{6o%$8@7}%WiM3qxHe=%z);{1oF!mF(7_ofLx8w6!aVws`Qt8q
zs=x3VrJW0!L`&#vK`(DlPpr13tCZU2+2n(XkFZ5E<%y=(y^|5hKO_ST;d8#KhdR*}
zKq=~EGvycZE`4eL_ML(du7Qg;h=ia?%wU5kw<X}y_&LxQ2T0y_vYxn<);!koZ{%+#
zSMM&al2P{0ZvL=<tXVDJK98+{N(I%V?^6=nD~_?f>6I18<^LLwwQ5~3n!wHD%-Y?-
zUD?}wn`sfw%hY+Jr6rSR>6l}UZ+?EE@oD{lyC(>9+7BY$!BVKlla?O1Vu)s{`@D+b
zJYe#Up;|FTDt6t4pFxpGJS@^3wU<t4(y2rw75T}`7UPS`&J&i~WsI3M=01&jHzfUw
zPv$|kn2QMkSoHdR@w@_)&!g++?RcIJd>k%P;QEY*Y;u3Oae^4ij?*;to`=%5Ha^bv
zT=LRfp*C^I$+$evOb<yG{wow}3jaJAKwo2-UvAZB1QGnV3!%RrHi+O~f3`nm#ZJT1
z+$)FiVgWtw*6W(cS2%)D_l@|yTK8gcij)OrzeV<aP`8Wve7AgA_?g^=4|rY~rvZZ(
zCDLN$^374$5|g(@6W-6AuRz$FY7O-UD{rcd&F_(|a1*1&Bsp5y=x0f?iq)M~kz}kA
z-7|b1XMmpMk*y%{Hp(W3>AFBa^7-Arn7KqNB^286WeaD4sA;6J!{9#d-)x?!H$l9+
zb|`qp)B$IVD+wtB_s6E0<w+C}G$G8I1_p<~Zyr-D3#9TQNS*2X2`0^d$q%AXXou?a
z1xomLXt9-YvAGE83b9l7nfH(&lZX6evV@(?V~p6nb&q|6t$&!k@v|^^Hb?%d*roI)
zWlfcQ5JA{l2q$r-jB{?QZsg)%fXnbgo_BSleha4zqGz(9C>MP;PKS>!P`UH{Rm27=
z*9B*k1+x@#L~Pc~nL!QhoFkGYr~qnfzbmJU(k$dBGWar3$u|vAK-RDfS(7zLi!lEi
zLr?_?G*$&gJ7~TG$(Qt2<lpy1AE8t|#L||?G(OK{3WA^ilhUfT#`!=Mfmx$I5PpBI
zdzf(9Ib!GsWqcPB@cO%0i<VtIbf~px(&tJ*E+HAE59^8UXK#snd$F^crvm&lz$jE|
zvF=y+`E-@B5~r-s&+~i~c%=On7ipp&G&tveFhAgtrft3?*-RJbT1QnfUT(?#`3=bS
zyYJb#NlJ6$gx@{1#g_&`JFx2t_C<V)WHad?LRO2_$WM|8^L^s6%9?)8_<npob{<vb
z({xE)8omJ0#qtWU&Iq;6upaow<ZIo#h+y}(V{MH0`Kn%w;~*3CMN~)(lzyN+HZ?%=
zM^!36v38=`vX<S{xYUIUsmparo3ER44m-s0C5sIpN0lPU+OslNE&&OBPZeq0i{feE
zFdEE#0F@F14a9qF*G0$)i?9yJ7QD%Y4u{<V3n>z~%?6ou&VmUW2=qj#VjK&L1L5Uu
zP9nGkBV5_a4czp)MyLzy@qkWembax~OX(7IJqL?ur3-d|?vP8T8a%xenscKi_K*`;
z0xuxTEI+M*WlR@&_)%brs^8FJ%sO&0LmIL<K7gq0LTW^GqP&I{UDwDGe{UO`ML%v?
zLQ)9UzTGrEw}?wm=8$r%h)4I(vY#C>a;U{P3}q{BSK+!H3&gNDc4@`{v=JnX6}PRd
zqG>6k9ACrVL?9|fB`TvBTt0&eDQY#Kk2OZ1wTJL<zP=rf(g{-Pa`H1WI((A&xXQR!
zF%L``cY0d&aXP^8%mnk?_EfGz<MaDhyrB}*wadTC$>xS5E$UF@Qf(`Cbhp(njn5$x
zRfHrsNoRyS$ilsOjrNVwJNpKa)Iu{|p@?RpNndA36^P%}gV*;9j3tQ7(;<U(g!RGP
zYJ=-oTLrf<=sC|roOh9_K#pX+m?a4)+_r>+jh_^efd@{|R2a~D?S58N_m8~o7}lOe
z@l%{dT@Y29NCdw;E{|E?LwOuqFJbAwA4xQ&C4p+Ilox9yN$)0#`8UeMW3YD}0t;R-
zfj0_WC8>&TOqLs*z@VHHLNZwD9NNR$YF0>4r~LE&1m!;1a}NyMR1(Y&{x<d{dPV&G
z>tYVyU|dr>%X<=<)p6*AHlqJz*1A$H3YF0Y^Ka~>r~ZJ!XMX+C5LrMymlj2s)LK$c
z<N}HSX`i(m2-A=^-)PSDi9h*F=eae~AI!jtqpW}wlmj7Z&l;9U!>p|`%3w~PubpyX
zl#vQkuqy>DUn0sFA45jaXYWT!Sz$<Z0UqOtqQRanY5aCocxTJ5^_2l(uc)5KqeJWF
za=rF&iJ&r_n}uN>J79`)CG9rQO(HG&x<n&^I&iPFF@f3e{3|6!Lp2Nox@WW1E%81u
zqcO2p;sabG$xZAsm{P1KszD+h@epZ1r}U!|(d_m6n|n5G`^FV18eS^VXeKD)Z4wXM
z%NNnp<tFeC8UF4cPY0|2MC4tlUJc{XNwOgLZe!eJ{l-)v$NL=KMi=)7MGB+*JDv8I
zD9OPWHunyeT`F`~)1is*YDg2#C&04y_{D+^Qo(gnEohK6#eK_xdgO{<>_vR&FRRPx
zHJ3krglSEr!#WG<cjT{Tm8viV78A(2S=S4#238?ftZtntIFGvlCt&#RaAT=6L|i7&
zOirG}4>&KrA!0avXstF*Lfd1cMOjg%7J;_DGZgV(I&>96s*h*wl_oW3^o~K8Jzl;#
zzTH&D2%N!H59rkBfA6*9rxFt*`cuqc!D<{%gbU2lg!ZlALLcNp?QrvyxEQBKg51QU
zjAFD3nKWS6Nj~Cs<-f@FM+y`;nE32BDpa@@Z`rED)6QH>Sc*(|PfP;h;{!l+^$;1y
z^8?mAkL*vx#Ei@d<eca4&kzxKc>Gi1g2V+mppU+0FrLs=<h}Q0>Vr0DBww-vQd!np
z8{1%e&TeBlq33L$P?$@o@>yGfqsb3dHAD{;^?ySRxHm@99du(>1G6-SW2=$_O%(Pg
z!i7E4l+Gu@2RzZ^1&5)~PVEXGvA<DMPIW#&p6CQb!bI}vh_d+7M0TJ5*lCJbm$xdl
z58PG}2?m1R^Mm5E1U*f0;^gXKb>t$>fG&5(OTxTd<afBgcv{V5QzxocEV+CwL)pIb
zHHr8C>WCtko5ZkVF>WonHnoOe>xO>{dqqT<$FqQT^TlorD;pb+hYa>dq+iLAY{U&P
zc%D3oAoa{owr<k~u(;>j7q)@+P&||I+6MXG(4I)aMl7SW!)2Z20efIwe}de7TRFlS
zNIJ(hSVq+V`AjBXYfr2d{JXS^iQvbfrB=JRMhYj8IF%>B3(YtkGW7#$i1O(j4Q9FC
zrN7-y70kaiTYf0;Yyy;#Pxvq@+gKVJD=@9}0E@s;2ihnq2~j-&^|?baRuCjwD-dm1
z{jPLSu$vv%XmK8p4GTVDQ#af#RLBMj0+hlAi**b4b;Q=nW8$J1Q)Kn3!A3TyQUoZ+
z&$c47QPn`|TUW*wMIkI?F8zfnF%!Wseu|YIv2SZvznZAT4)FPyqkeKC>XzW2eie_D
zopEtb2sO^ykk;Cj9YrADw|Q)OPLUDZgAd9FVDJI~gcTBdxd#ac_lFgr2<NoE!ox%!
zj-<PvkkL#)*4Pz=mBsYi@Iy|TT9OZ;Keteg?oo`2!uPJ83M!XXU9MdEvLd(gPD=bk
zT=uwN8uWhdwx0pb$qMt()|9a&=q_{WT&x$jumbl|m;`!B(ai(?7^XG{-B`numLWp7
z>tdc&_N+X~%@(Y%4L8)c9uDR*1z?e3(--r=M9Jm8w)?c!l|b<y;(_#Uq@1C}3Eab2
ztFH(U9>FdcBxIfD*M>Fq#NAWMJ~n-u)Fk*q%Dr<TbT17g%BdOJA8&~}zo>+^wu;qA
z-v_-_2eprMk$jc2DHyIfO$CnMRhf_mV>#?Qg7{?N2%rZ-UjMwsG_FL4qA=>V8UBjQ
z>h5#8_Hw-GXVtE{hgZFol{o*C5&Xl6S#A!e_C8C8-&$k*n7Z;po3&|0JUY8T#UaNK
zZc<Uw-n*oQKpK)etY7mYbCX*XdaK)M?ljE4+`H%Vtoqy|@BmR<)G#Pg!jKOW%*66f
zKp_mMxZ@K_zS4VGvk;O)*3i>)i%HwpeL1q0Ii!OI!4U=t>em|~(x-dj7k-N>->H+A
z7J?KPxD6y*YzbD2m6>BNr<PtY)su9Wb#5Np`Ua44@eg8k-zv)sN{Ia9If$SO{y%o=
z*^SnOO*xB*$~Plv>wuapcG10wZ+#9YVLu3i<rb&CkGbryrSsT64EA~8Z0u31t&DZh
zaesf`wfUbMRt`p4n~a89pEA1VU}EACi7fgB#JOf%pYj-$YkUcUSf47Qz&bb~J9G=6
zdQk75N1EVN@Xr4{R5F3xa8J6vStFW21P~o7x}hFF--fjh!3L)}3Lw^yjoJ4@Nb`Xh
zUVy|Xc07U!fY9pxG_^#_0CG^c1my?h=Aud+9?LVzR6y|zo5w+Cw<=m;SZ;_qhxIMW
zUu)N;rJ8bb_}xD;kf*QB^LX7)G7hJsp~Idu%pXs(LuGAmC~Rgj=GkxjegXq;05f?V
zpMPHAU3^`Bc5aM|?&t36`R;I_VR3_f(W22I!KUi#X9rS>Dt*yjt5?nEYw>>Se9_q3
zMUC@@sSfljXNekL>vaQbUf9fK;oIUB0I)D{v7{kbU)-4r@|n{8e9_yo6|st-Uf)mA
z=uuSSTlH;?Qj$Z~swHj2Yj_K3^i$b%Ta1}X{Z?1@ULT8DaDAvV!_jZE)PL2~IdEnE
z%l=^rFgg{?Zyy;i5y1+hm5%`E$)x{)c7`|80}sU=GH|us1Mk50^W~CQ^_x}y6i2kC
z8l57M7ZCem@1as`1JoCLM%_NyY|a2oI&+rr8E2@I+0pc>io$trB^SdMs1YJBDuy~=
z;S*Y?IYlYWa)FL@ry)Ppom4T0>ivmXIE<ARe{%92!Q}><MFjAkc(_IueN6glnK(XS
zK}=P~JV0s`^(q};eHQ`r+Dh87I$+m{2D6Av;Ixa*Zq<Z1peT(oT0FSZ(`upHmPQgF
zgMYdmnPCs<?X_L@ms5_MXts~l_m!eju?GxpzS(#BcEFr(#r0~%v~@MUqS&uxCk4B@
z1Ko+8h~h?m)Bnh&`{^c~5(b~-c*4wDKVYdXhqd(6rlFOC+WKEL#1{a^zfjB}4HQ}h
z`8HZ90_8-^Szu$LYuS>I5L;;!V%cA{Hs8(scIvDB`ET}<t9La$P#`|Cz#S#2CO3A3
zg1p~)w6z|vv#PhFV)t6&zTL~oGbQfI1TtFUgn3L4L$+;Mwz13DW!W|e*pMa<1EDG!
zM~L3wfuJ;Jr=AvU<UMHWDEfMl`<YSFs9`Nvfe4>JSdoS$3tqUI=N^!&q@LKNn~3;=
z;*8}9^Z5}i#*7Y5b|!BDJ{Kyj%jL9}aKGUrgjRC=SET#d=|YuKW6iJFgHD+jJnEq7
zc{#pwk`wL?T08njA3rvDbY%+vJN!>e&$@PxJUDl0+d(h`eqo4@1Vy>Y#rK>8dAR~L
zkYoa4SDJ*ya5K}hb-eDf(HOaA=Q)^mT)CkxBnu0CbplL+em@CQ3OAhcEZ;1y7U+0+
zxp0R-|EVQpeRj%#DGZ8mg(A!)G-Kzngx;;1W9b#HJ|DyT+Rc#FdHk}i0);iCVl$<w
za1864^NdDgJ7rVU*T!m^-z=^uzT}zr*OzY5{fJz;mlPOFpU0v68u5^6G5C9xMairc
zOVkR&LE!QfW)YFv@eu|MwMP`2=rb&Ma&3Kj5UhBYN)ue)RPA3uK{G;MTG~_}Ak$&K
zKHeb;OViPLuY*B6!=_v*I`6VIK^G5CG^ov3f~%Mi9&FjO)W9CQpTBiPIY*c#_zjm6
z7V7F=`eJo)gq8fU#oK!YYiv!mZPsZdhxkFrn`%?Rk-D_0MWogVq1L2{JyN<rY7hpp
zKm@MUO7I>f4N8A6yQG=lqoB2mWLo@!)llhpZmENLy6J&d-%XN5E+Fey2+Axp*ifhd
z(f>IdYGKQMm3Y;L#HUf0vvN^mMKfIX!T#Q$^rfu{z!~~ISt5i<G2*|_D9tMpLAo?S
zpJz+DR2YVm8MTV5IJ85}igiR?{8g!1u~CG-%Y9CvEO=RdpKxs()VH|?UK27{tlAF_
zc;z3c(K0>K02OFj=_C`-d-ayDg%h5tV}mJ79go-rrNaBu82VhEF*e6mZdp~RZ3qre
zg1sICgW4H2Y;?&+n*I47P%o72i2AlFEf0*;o0JwMx28W+zxrIh&q%U4Qg`0B2@8&$
zk~D!y>@@O}w$7&2!yZ(IgHpBguo5)Xugb1KD7K{@#)A!OmHHU93X7nrLnB3~9WBCM
z{k6Wg8{$y17p&?H@#rU`o7{__r}G9@pyYyYy_!upKlZ2h-u`0dLvtnXdPjsP+-=+S
zrp7tk02@V~f6m?hUZkGfU<W*qU*#&e&z>5T@k!T`8hTr{Ff@9Z-?5!5At05Gt3B*M
zUzFN@<+rJ$aHrv;L#>CTSU+f)OJl^CmIzjbtDH*9uSpQ9X{Iw%#j^Uglu4BTkL9R3
zOgY7u8Lvhx8Iq|rnNxJCGP+kc7mZWY5qO~TiHIDbvZ`Ey52(hv;n7}9k+B9v1HK%-
z8Xg`#f7KAJumWv|a@`8wVPj0cQm2!CyT%1YY1H&|g5eNI=q)wU+!jpAnHURO!4e(a
z9^?ZWSPp{K^{u{6YoGerDi&s^+N7>F83w-F>bi~Qylyh{%L-QWW3!@u*3Ew=azO9i
z2CFnbOo?JQ<wqhi0yY`0K!oKk^*=zuPTzXU&2r66ovK^r(23%N?kYP2W$Kq9x-En>
zX|=CIKR9Gdbny^yJd7QW#HMLL*b-48VFA4FR`gY!^`%Z{{h%7xv7(x_3IY9WtSSWS
z*tdI)1}lmt<%!~zx^bRYNzM>yL&q7TBc2fZy8V9W#y93v<2YMZrflCWJ)%<&R}Jtg
ziEx(J3K?N28s<~#FWUQ!6mm$>_6eB+@^qVrtMSqHlEoCDI(~n1!ycF;kILExGVeZ-
z%&`0uRjf3Qy?<qm<B^NE@<%|u%9KD>J0+xu_0vx{u9%%*MUk4IrY4;aaUawT^sp0V
z)epogWw8Nb%ln>H;pR3MW+j<@+FDDtj~XHBcWoV&{EM}6O#h4~zhZxxpmU4%GSmmq
zX|1--F4<GdrMhJ}M9Ufur*wAB)V7_;atV$0Rqs+Oznsb<03ur3(P4is=r1b-K$T$W
z$Mq#mexp@7H<T;j0GV$*VZ0*cUAPr4+-)Doq9Dz8;EQSyy)lNr!0PG9eEM4hd(0d!
zurd^kBs463k&YXe5=L%OT5q?mI<|CSVL3J|A*yuYbwcr~PXmahPNE7_7R*-%qCRl>
zSE6L1$+d+jB_dM<fScUMOv^?~JnorFkCOHI+4&AXuXqeGh)VEnu7DuC{=*>xn+H{X
zXaeW`!jvOdKYyTScGfG0U`>?DG^0EYq1fbLNn|qKYKHjeS_+v^5fWQfDgVe`l6ld`
zgdoutk67apt0ah62@cYoqkBw~wrplPALLErl`)elfG`6|I4|Iu{CYs2@;W^MOY3C*
zc8buU*%|MftyY;c2W_wn8FJ$xbkF67$QOh^&P6S5Ho(-b53E*&J+I&ZX$Whx=ORP@
zu!i2Immle|&CVVG-`o~7SQggUM0o|%GK$lbs`|P$jt=j}sW;Z43@18wE#tU$n+(-H
zaSMkf=$3jBi%A0!9=L+VGG3R^*r?;y^uEXhTh_c@t;W!KZQwR5c@%*^PAtpZMEs8P
z0YlSXxO>PNF(XJ_wCgDEES@sTJR46=RS`J1rB+SH<^oJlPNzt<AO*Zmu=1z=ROf3(
z&0Cpi!Yk>Hg+23G+m=raZ71=3LvPPd4AWQ5dc=BmgO(3D__x`^hh?G;PZ=$}A|~O$
z3X-<p@y__(6+q4DWnRmRzMq{y@6oN(25Di$`~o^9qm@9Cn8Qfe<M~8YTl`-V=O1J?
z=_$<|$pcyWT4>Y~X2kmHcmm_$C2Kf(!q_*-&Sb!nB0^Fm8YpI9mYdkxgo5Ws!_K&v
z4+Z5*MP%olM43shZZE2yPI{cAj1su7N?l}txJ1Xt<WzkDZBS*zDpIp#tspV8^)xY=
zJ5$2Qae%D?A3K;tf>={Plblu1L7M;(G&;knUEzpxLc#k&<IeeM=@J~px=2oWnbzKv
z21dD@ya^dENE>-+vc;fJ*ZsPg@fiOD(64{jya<2E9z<ecOlCA_X7R4$k2pIu8eb|U
zwiO^lOoL{X5LJ{w|I_8?%wb-CI*8_8%#{`%u>2O!vEa%HR~T=8LW31M%n$I3W+y@`
zNhHGa8~IJdfBcj!nB^?1AeSM(7@heWrYsvxRo1rTMo<?<O7!oRzYniL11(R@GgG*r
zCMH@<p=mhpGFI1%iO0#uU~dL?=JZ}BiPS>P=xr0Olh#UI(P`uCej{1HF3-2n!-)jx
zYEzkkt<@UWka>=j`o;LkG!k>1Fp{$xO)&`Nov9Y`bGyMmuWRxf<x}M?{kiQS9YIbX
z9UB8}Vf7+bp}8qtxB8PzU7uWBe?)?k($SJtEX5>TsYE44xoXzz5wpUMwC(C3lkK>@
zDI?Y3NZLzIaDl0MI=wDjxMnz53BqhD2E}&(6>9Uaz1}QKMa-HeKCRW5e}oSBQ;sNd
zQjk`Kf_fl8vK*n3%tA#kPNoxp1xOkl_ABf#rC-my(f3!x=mcvTF#|V-6`RuhvnQLi
zJiFjJDAyEcrf~(|>`0dBtoM4bTDclacJ1cP-GY)20SkIX+=sOnRrlx_BKivngDaTl
znd<h1T$YOz_O%f;$Zr)q$xipWK^gp)i~#-4CLiUVjxY7>Dr#9g^xU)wWwfN}>T_Lz
zVG#vN?M}EFh~Kdror1BNkIIKNQ{&lM@$%t(wYPw8b|ME7wk}>Tq&NGquh$CMelY^%
zLbP}C((?GY#`5%dz(t!bITs4IR#LJ`av+2JKe=J~WrWo`YlyH;yK&`ZUPu_zTeX5u
zAVHd&O2I?u)OjWiZ)7odJGpk(^iT<sWsR-!L|qF{n!Ygv>02!)rhK@p9r1sCbXpab
zM@fcX3Z%}f<t0|-NR5<Pu+na^Qx(^VzH|LrTC*DF^^c=`H9pAM<c1H?>LyU<hA3u9
zkHn<*mii{gahL~#A^BR2dImKZN+33GycpF#Z&Tkqh2pgXsuFve6q(*itk>`V&ahXx
zqQp8(-Vwl1=BHm_Vsr2w!o+4{Ve_z{zLM)lc;iBJhcymzSLnWKyGO+j`xjLFZ@04w
z`xojH%UCBciEaJ-t=BYyR_bxTsb6p~5T7>RF~t+ZfUv-NtHohlnDz-I&N^t7FOp(w
zHrqNb^$JH=VbnWrW+L6_uKqYGiPD>Jg)^Q@URj^Ivt)s<+K#thYX-2mY=4iki&DmF
zKALL?g~@WRT`Czs0Ihp4)t^h?KW*L2op$q`wFk}uIe$2r%B^E!C!v4qgXA2$a*^TJ
zAxh1vylI!7m)cXy$CHbquTjcWoPelr%4=xb8pAFe^C2*$fxmT*ozVDuH?D7YcMf92
zlG!SC4<<WA>%|*WB%Oh?E=PVfuIfGqC-)oAL@j>wE74Olj9Lp_o#nY^A)?kf>DiV3
zvN2q%VO}YR9ZC#m&kqf-+8SCGn3kADkHQt!8j{eaEI`Ey88U6M#<ER7_}Eo1l%^d}
z+!wBc=Sm8dy4FSWYy8`&-b1GlqFNm2W#52k$^t985@GX$r_2ZFI*R2ea<T*bjNuZ(
z@g*Vs$wQ8#Dz=Jr0-t0T0ak0`l7ucuGk`$EB`We!mMX_1fn;eKT1<8J10)R0t+vj+
z8wt)MgC-_OQ}|QfT#I~LW9zxe-CSoDaa$nW$e3h}Ak3^?R6F{X@H^+o9+FWCRi`Xn
zbEQP8*aZ{TOxO_xb-E2)<_QdNW7o47D508E?Ps#aKv*|Oyl>AZ(+A1;O>uKX05K40
z;YtO@XnmhD&SUb8#u2vCe5yX8mq;zG&Zn)gLb~or8+LXl2JXP?T$(9V(q=7pTb4Ri
z@`RiOZ@gkz%HD%rW3+R8F$xDr)^v4#@lo#hYyK`DuuB9%9{_o-@^|JmC5cLIuHdv@
zx)^Urv3@dHoCOm5NHR8jKv;Q%@>GVF;HnB|-NiS>p{^jmkFJ8;AZ<%BNtrqtf2=jO
zG&WiBPFsay>iD{^Fw~(A>lZaq(tcC}7&izC5R4z)JH_t3eYSGZJl7fB9pj4?!x2zy
z)<ieT!^K?YJg(C>>Kk5GLYFqcQ^FA^6FCLP+#3c00wuPT4*&Tr?QB2;7AB0GC>=78
z8Y|Y|2JR;*#WWJIjmNO?h8V;Vu~-FIGFFnZH9{|PVja`4WDV|_$Xp5tbcoE>>N;~N
zbXRhMgcG|Q(i_<YFS-_N;kk4vSrZY$4>rU*T(H)DX0r6|>_Im3!m8k7PqA1%Ox;U9
z_HYF`NN{WhHCG$|Nt>mpdpW|=JCI)kgYJ%CJ_+HEZyKwgrcety9R&}9jK=X-k(wI`
zm_}q!T;mA4>8Iem+r;Ay#T}@##W1ci=*z@naG*em?yV&@Vp%~<m=qNWarkLmrq&1-
z`3>TQxpO46WdQMVRwFBl1<L0{m#+WteA3jDYh0lOEy*mr8IdQ<p$5PqNfad3pWc52
zvb=8uvYZVf^-SX$F*@z3v(!YtZ2>3gFvZFmp<ugo3VW#pS+YQZz<g?Bm^D?9{zs&v
z(G#A>)5s@KMMLuv1@o6YBQinYEDZnlq@R(bz_Ii7zD|+qTR}iAgjdh{K?5N3*FL?`
z`XTRx-xZyXm0iBR*ADo;R6FK5R}&M{+7c6o4u6hm=sVjHzxg}DZJqk>yqUug!UK=u
z2;mTf4WA&A8};F}PsH;{Yi>jLeO%N36BJgZzJQIEF8cfQN--^pGs7TWWY$iM4a3HX
zQaq4?>{jr%Q^|>L_}B1Od#~u<jPL4>_YOd2%$O+z!3~duFhk~lyNJP9FxVp#B)#ag
ziCH3yjM+#Aq$G=wNL{lib+u~!YLJ$GtGFlva5HNzK@+PAKud6cX>G%+X+xM6%?oDy
zdqvAzo{Ugo<MDCF`6lC=l=<?#`uA01SIhe)mv<^@A%|cK&No}HU}^NC*Gfkr(~6-u
zm2ONg*^Hq$;oH^VKwgL2fLe(4>>_Pm=!Jm>$Z6#x$dGa_Xh`@fXR>fU=;_JxqV3zM
zJ->!#kl&Hxlrxa0X<y%;Gn$W$ogU@m9Q^)nwA<XwY;Tt1jMdKVW6_rGqd~%Z=id$%
zs<KjYVph5FQVdltyBKX1y+pe5f|Ayn0+)W#Qa=-d`o^4E)A@KT_#yc-C8_56@LMOx
z@VX``rPqziV@nIuvV#mvS=55xh<V0RMTsk?kn(yLhjR9YiJa`=;R%U|Hm^INI;RE&
zt();4(pl+*@MYi>=Zbhp573n#I|C8jju3(CYw|${$cm|2q<K-69RT4Y<rd5-m(xm5
zQsz*vmZqDU%HO3PAES|3VZ^oK{rRg_YqlF11@3%qR5TKGvS^<@HA^vY>tVmddk=|D
z3tgzB5`Li<273-5Fc@E7LN`+dIwrw2`U9Vz9Rp)KK`7QKqi*6OLAQ#wY;Bzykze0j
zc<%WObAn_q*OA<g!kkIH;p3{_o;aV*lz5V5UYSxwL`JDbsB$tioJIXOl>%O&#Zi)2
z&m`JZQb_4O7%XS#1A-Etq8NgzkemPxwRfWKjrF*^tJ41ihK4ZB{FY5g*~&xOy~V>l
zf>Fd|MtTUZP-r$Po>Fz&o8P9v?oIYH)iuT|eS?zyh!e#<gvV7bDVL>7&fYi0-}A)L
zzTtS^@<rs_jS)(&>=-2{zFSm!%4zIo+0h@bmzkrSiiew{=T<=GjYy}FoYRfbOFweC
zTODxfNCsUP?v<BW3HtZRF{>cpzOA|0HN#bPvcbDXzs2Pmb~5##j1OKWJB8jvDPJ8#
zN_f4N09hp3q&V0U6ZG+UPEb^;%PS7}k(!1_PeEYj_kk~OLd!3b#d$Zebfof*|M6sD
zge+TYpi6Lqz<t$Kx<-q6kbkTp{T)twLJt6AvBFopga;A86q097$tOr38Yh6apao?u
zyJ=J8$kr&%E=_JelcM>6mZEj1tVvEbXXJ+G@R6<R<hRzp1=__PcWah(^cv7qQJXJv
z!k^EP`A)4w5C?k$$Sd29OATt(^LTx9AO8UEd`Sl@dP0$c4xc9baRAGj>+q6o97xYf
zNd~8)veQcEC~I>htYoI$TcjnE>v8kgdikkv{G2}vu|VB1aqad!Sd#5gCf{)!SCx{(
zGzH^f>q7?hP*UKEdk^$wynjdoN(G)a?%BZ4D=!GRtJUeEp2qo*xGPLNNDmdI$>8%a
zWge+xjD*IH<{ZqfDh6*C6P?Ult~}bh+IoL%Kx)=W%aZLnUy5w)yi1h_kB?*Ml<%Is
z!dt;E0*aCPS@D40JI{?UoSD%3^IhB(RH#X8L6#s3MC*7p;+v13EWZ5sU#oD4xr1`U
z@JB;Y(^i$?J~gJeN(3~^nss#eRAV|nx9aG<oh;+3CwwH2)4{;!_Qs+}kW%>{s&(Fa
zr~miIw|AZ%G`Evn1z^z6_76`U5|3s0JkLrS{Z4?M5qpsL#QK|Wm<TMe3;2cPNxJ-@
zQ|hVHhlqd)BUP%pni|DX>DK#r1{tljUM}+N7o?cKS+x+X1I)-7KGP}=M;{A67&R6r
zs>bKj&i9@&_ULF|FrPW<mYEChk!?JH@SXO|D+1;_JJ?r$hq}7=z6zvN9jem9FwjSC
zB<c*c?gx*aAl@A6wBXU0E;yIBVesN@X^69Koay`|-E)UWocTs=w1jj<GFF`t5{9nn
z#Mxas4JSjrcryNQrNZ?7KA<I6cLautr%DL|Is20@xhf#hPYEenTHy5gklzeq{q+nd
z((Go0ukUK;zcuP?g01C6ViUJFTTZ_Z1`3UihCY#@dG7Po#Q~e9mX3v+qZL14W%M3W
z{G@^Tnf*I??e2rQgxTcuWq7pE-@i#sW!GyPosuLB+@9J3GWUeca{gwG?v4y^kUNUk
zx7Cf$6EM(EcNh2O8X<`ukkl9BfPMy$qm?mkc6^NS*`U!x#9`8u(MpU2s4^=c^XfQ$
z?(HcF3`{gb=-yqixA>oru2S#oq%_*KU%R2ia?Le2T$;d2KsvJk^PA%y7a*;TR0+gd
zz;+<I6476XYR`2}^2qAmsJUD23cL%X(p$hi*v7ep|0|VK4^LH{pehP2Y$JLVm{U~O
zR8i49{R`KYB5A#vm8kZ?&T6CO_jqzK4UWw-oI7M~FVRC->e=kbs@)<|FOp;%*<iDA
z)o%EV6m2?wfz6Y}PRY!*q0FqXbKiB?IMhiwlvPIeJFthx=r0d{)nHix9SsG|H2kV@
z&nxJYc9F99u((^cN*$~G_*izIHgdRw7!?)beLvYg@HOz|l8r@A8E|+$@bx9sg4wGl
zF$8{fUC@G_ix>q3wUF^uSm<+tQG=ro(4XC3c|AaJ$M5<ZkIk>Bk^T#8lKx3pkLBD6
zu9u#Nazxvu09tViErd839XpZ||Hi&`-Az<51_F7vuI84Go9Z8kRv`N6?DXWk@8XgH
zZ22Op{bDK#`k$U04bO=DB||R(-)MBa!hh}2fuBF<HYOtHgY_Hc%f#Ru33rO&!O^Pg
z=nAc+d9KCydg3w()=^6{Mi8@Td3KT}UA>KI)}oWJn}S%fHdYbK$Yg_K&F>`DRL?uD
zTVlm$o9<SXvT+H5m|uHO70Og6#_#9B8vSLf6cDLQsnW%eCC^a4%n0GC_$Ln4_bMw}
z@dvR|0aqmANZh1?grDSiU75r``6!9-S2vMA?CwYZ3ciyJ&vb8=g+JhcbL#y2Vkqr7
zKhoD(Pc1-??n8%J_6r!O3cg4Y^X0FJaiq8VsdVX*%Hk~hmbQk9&yq%0jSvNezA~5i
z%KW#1x1ABw=h~JC!z7&deWsHi53l3BS6zGr&T+o!<WfZhK&hk{1C^e!Y%FYVNzgcI
zq0f>TnXz0$PFesJjgB^%?>(BZH(FS}<viCMt(`ABVSF0tu|Paide%Ixq%@6g%0o3n
zQzM?1AI7}+k@-C<(K#{p;*WoMTwW3%cY4Z%pIJKVWZwmy4`LBBhQ?qhf6~{_5=%AX
zHp|Ww4=*>ZU{<PBvt$$Or3_++m%o=w)Ct1lK3_-!JY(-pS|Yx01ZTHRDkJajFyUZU
zm?Ee-!w?ib`N3{iN|6Q;!gmGSx#m)+=fNYSFnkdi{2zGqKb81fik3rw!jt0NYYH=Y
z%7ezmq{YJ}9akYiJ0&wsOS6CHIY-$RS^mdSr0bK-5BylC(2bAiX)1Mj{|x>NRJi;r
zn|v7MCp_rpVoxwF+FD)ZMn2tin~pO#m8__r@IBIuErcf|KFAYxia!@<QY+=g{3IGH
z7*L7;sPiFtbukTRkzFIjUb!0=!JE-hO?weSz_GD&srlL4eT0^c%~>xvgXfA*4Mk6s
zty`(`T}7$R20A@Lh5FEu@|9$6I}(;p?EZ%*9PE{iK@jWg!82Ob=XC7Av>5b{+WF6p
z`oiRM@QjD_JrncnUQ%i7FXW=dJ<3Dq{B6o=$o!4;oPLVGs%wRxxa2itk+}#~UL*@_
zraPHr7GusH&Y@D1e6LYrp^SjOn6G79xYCm=^PG62UX&-jo41atkMGwlJ=tOXq@oZr
zsdCggtxO|eRwR-d^81eHW7s9L2)gJ{l2-YwIm6O!bSut8^np$4QB5AHSFCuJvV<r3
zVaY}6Sb0~5JN4zoMXJ}l$4%^FdJL}U)4Wthw3OYMq>|wBQ`3L^V=^ce{1p*vre<s>
z<vT08BOBB##k28Uq$d6oRvJX%^%r!*k`tle@AoMsfY>EX;`X$g-X*e0-Gg`c&3*CU
zYXZ|!{D&I}l?0Uo(iQzlCoJyEUuqP3r<(<JhSo*w%pVH%Sr75M<qRHuK2P{bbzU91
z{jVs65Mq=<2$4wn3DL)Hk_u1jTju|LL@D@xU%%1wU;c`o`O^{l95qzDO)hhcizOk&
z@x*dR9dSHNOQu}uGENgl+tj9~5++@hr>6>ktQu(npZ7*sl5UUykQS+uX@6_d)rj>x
z^U_!9yoHP{=dF&RjkLlWRJj<d0ZQdj!!9UVkhT~>sEky`?dfLmOa)3ZjS^;FLNd-2
z{Vx9toMYMgzrdsa3mj~u6^WJ=Hrxa?j7>e%ge96aGTanq2^Cu+%Gp>n)C4y?t4C7$
zEM?~woE|6iSO6Q2k%84WJk}a%`OiGF)T{LW=kQIA>=lzy=H(CdPzeA_21pUA0(8dW
zzQ&?K?sfx%6x4tz`5zM0v6I^fjs?-m>xtMA0GS0<$gYCA0Y}+)Hz6xod&|JI&*czG
z*9r$B-E)PAZJdGP)EDHGc+0@2etVn3VlKk}k_h(qccE=R3Tjy(@CRt}g}!um6>7jT
z#^2cX_JUh@VyuH58Q{4$C|YzO+vzBVn|TB15faN#Cv-(1UP<p=5P0t_IFB|9AksD>
z&`KvH-aSMmJ(;B7mo_5165YHDYV(qx1gQVaW5FNm7FXddgOF9>qMx4<dg;o1a7#jy
zUxYE%r{W%^pd(7!dMe=&u(<-Gje8|I?R^mBI|$AKSri0G91<nA2|2Cp^<sM|gs9+Q
zV+Nz!UW3G?SHf->>V3ywhN{G`5du9l3vb9Wyhqa2b<ufTqp*s$Lqy8B$iOFz$;Eq(
zQ2-m2X&I%!QS|?;3A11j_~aDQ>WGm2iw3%n0&-}M{E4DHL7ps8><9#8osE(gJ_$&&
zW2QX7AjrxR^$~wW(74!1bd;=Z4_VidyF}(jE4m76W5?i=aKhI&AFZmGyP#N!11Qqc
z&RTMsvPE#{5LdMD&&5l2{(3@ZbndTAk!*E9hWizU<2j~=UH(VC0Gy3$_*tRz-$RUx
z=M1f^Ir|b?QjEye%K|yEM{flafH%*T#;4c}iQmDT<r1Z#cwPkziH)>IA8MOLD43#;
zN1B(RKfpC<Jz<SsMh6N5i^Nu3I}2aaUw;b*4GMN48*gAVOdi>EbGW%h_1r)=kL<{F
z_kmvL4CVdY4jIUjK>fBx4!8yk#WjpgX%nnGT7cg}(F>x14KP;090PMk*g4MLM0br6
zedyp7e@4Q)BGC`DoQEr68<cUSwkhS>1pyPE5m;DW6?K_C%mdv!<0s@;30{O(cf`dA
z7RmF^vn<OnnAlb{qflQN@r*L>%D4n<zKhiU1#I&bssk{XDbUN(TmKttNfyRLOGwN&
zBjY5dlxfpYyyX8J_LdhDlLWs<5drH`;)s+9I*JxPCdFC9#WL%HU}<_s=3bfbO&2%n
zDJr4=ml2uD&Zc@bUfbYxZ5#5xgDCNMnBAlH@t1AizVfO0=xf#mjW|D(o1HtrlBkbe
zbfO1+fTV>?3%LJMs(lD|BL2|?@RG!>(NR)9^KPQl7T)(!_b63Zbc9c#W98wP*g8kn
zhd%VvZj*fIZ-`r>yhfyE9MMf9sISQtMGtYOm7C)%Ka=QjiDDM(h8G`K=-HB`)+aQ9
zN_y9vJKBB7jAf#sXOqaiChCSoYv5}yLzrp^=gbNHn?&~9;h=S+LomNJX-eNBl(6{8
zT|S3W2j#QG0&qqC;b%XZ#?Ft~kbJ=EFm{Zt94mI$w+l_`dRVB$Y0*)(H~|}Yp;+2k
zg3dnBU@`I*>CB3p@^gGnctLfkU83C3d@#OH=X1mt5x-09Zi^kG^o)X)t$A2HTwgVa
zjt{dDajRla!??sf&}okTw1@A<>M`pWgX0zOQ6BQJ+!X3Cz2Jgh(L*RD7GKj8e)DNF
z^0Ro55x3%Xc43x}woAMzdv!}<247`qC)G*vt{c~6Zby=2V<A3|fz8X1^fXToe;eb>
z$a>ROUxSiXY(=J#b1b=lTxa4*Rlq)pM1zmlJb*KdKY3Qs?{KOPtG!d1xJxnnCogYR
zn08kGiQiPzg!L59EcXx790TN!=diKdg(+xLU3fKa|KyM{);q2Uh~+SK7Siy!oei?&
zY}4gSJgbnF>A>uIv8z#OI#aWHzz~#GrJLeS#;VRHDa{4EBtC)O1>x2?O~;$f8~!tp
zrEjI6YH<sqs<7RE1ncSIVzdd5h{9=wMl7ck1uaO@jJZP5s#%g$E#Z{{EQ{8tD#v7T
z<}Nk?Kio*i<p^@m>`tr=b|Ct#R;X%HV-?_5w1tL@yPEI?E{|HI&3!yng$Aexj_x24
zK`uSer@~W&=7UU$gcc!A{6q(;e_Bk1Ays%z(|x^SRm~u`S_ANhqlfBAF2aA!n<JK_
zTtYaFb5R4z<BlB8sXXk1+-OaFs1q^@Z3&oEgn3g+q6qqkwM8^7xvTP)jbK|4N7VnY
zP^P4u<%i{GEa`)Hu>(6z`GYUDB%&4~dZ{5vYDc{M6Ui~Oyp*t0qOz)hB7$9^S^@qc
zy!Lw2M_kZl_AJrJ9Bh+a-o{emUyqtFN7bi}IKh&P(<%x&(u%BhsMc&UWlk{uD7TIv
zS4&V+BXX1;6aE+Zs`QlTzQBkz7(aJkXFFIgp*O8>7N<a`^i4ItfPM*Xy)ESu<k%b{
z)`Mc6o+W<|F62k4f7|fc4QwwSUwilAtJh0=_TWX+wS0Y&rJJMM543v)!|`8P0vFvg
zvVP<K@({~cR@S_GdUR>?y^~9D`{LGd)wO+j`Fe=Qb3%jifcaKEG{wHT)kD`aa#HVo
zja}eU(mFY~`osa^k-b8v9^fAScz*Zseq7_$I%((pcn~o+0v-GSY!BGIIbz(>%i0}(
z^}vzi$G>uVcy6xt$(g))0?Uqm4_F-M?%d3Q3t#N-w4}UsfVlEYgO3&;ao`AMOXD`E
zsB71~_Cv=T9C7y!B#beB1Ph4XUG8^Z>(IUN>sdv;IsoOp7Hmy=^)}Q=D?=6#T+DC8
z_VU8X2kIR?hu3)9AlTh+0{8x!0lIY$La8B$F@#Tl7ifijvTA)Ni0yQFZ40KuuX}oO
z;r^au+JixY0Ny!$4Ps@`+PiV{_I{^Rpu4?zS-%q8Io=P}SPg*b2#CSMnB44d?c{<q
z=2DnjM-Q2)iIsz<kIKN@>$J`F+t~pnD`~6$;K?`Xg*CbF1kosx(`Mg292^81m7{=c
zvkN;Br2pFl8Etad547z<bH(#QmxUj|`JEasoFZxbFxhQ4YNY_H=38HquRt?9e5|~L
z|FnrSW0&PmoEn<WdX$rs?}|^?;w=b{m&R;RaanJ^4g%em_yyIwihTtI;Tzb{#S^}Y
zSLY(lOFKtMzjpiR_F>yo^TVUf{f1=+MZ3-Grky`{30xvvIo=P#%a^waJ`;RN^TlNk
zZ&96h3(O8>6h1txf$7FzKWBM@TN41EosPA9>MmG~o5``i4N>ay(W%={P-lHht|UnZ
zc>%I}|4}0H2e03!{%Q|84$pfoM%M}XiS>|g0mz_ehc2y~8b*^I=Hg*(n|JRw>8u;?
zE|q2#go||`6Eu9XpoAIn3)cq!?}x72Me+jB5IU(|bR<NB4g=H_G>+Vt#|uYSH(u-N
zN%}utY*kbb^a#+C!N}Zvc%s0;$l)Q|j%>SKl~^Ggkl&K&dO;nN8khDBT|u0pr)r?~
z!Dw@sFq(fGQ>~jI0n3+=qR``iH4EuEcvJOO#nNWa9oA{|{LS%Zjs+*Nhua!}rlhxm
zra-66P6RlVfxM+{6vMT<Vwb!6p_vSq`+S^)9f&V-v8d{)%D|+%dmypN1;~)bV5uC0
z=pAh4Vg{$&-w5yaDM6CzkxfRpAanyo3%GCp4`bf|U0JuRn;kpp*tTukwr$&1$F^;w
zW3yvB9d+2T`O^P6=e~E}7<ark_S$3Bs#SB&nqSQ|cCx=ct8Bvqj{2n<5)5dc*HWYd
z0c*g3x-HYe55O(#Kq|RK5#!P!_>_rZta9<8_K?N<18~roAQ4f^VDuk}>fvF-3p2DW
zxT3VmExNCK4{W~=%c@YLzqtI=+35ZDDv)08??OJj1Pb|4G8zV3+ri}aK<JTrz(~IX
ze*wth7xeO?#FnImN|5owij%|^Spahzhktsaqdl<ho_K*qBr!O;5XGTV;pDs(oa!a{
z!H?X3j15s2(ZL(qBr)5}-FpOkOw0ycAeAxRqcl*>hOUIT9VKU2!yqrlg(HCWXXqFd
z&Yn7Rg8h0{Qyy+(QERJhU{k+tq4iOA-alQRsFdPcSO<QVVeTz$Z7FqBrADC5tbwaJ
zdm6FYUaybs?Px8SpH#20{mN}^xr?3ky#7+!u}(!%Wm{gZt*W_EAEXcej)i4tTNj!E
zDWi?;$&)`;*;)z4TvcaPTOL^L>S?QMd&b4Aue-4x;Hd_pOub`bYgbdFp=xgXJ4=m~
zowZe^|0<=gwV<`215>P`vd+pP)U*vS@l?4KzpHIk?dobmaYiMuBXgz7!d7EltE;#$
zvBI*fswTL5LnUCQtEVm+4qQNWTHSJQ)-$hVud68P#R{BeHZLR6R$3Z~((j@6RAo_P
zYtv_>!ot?fCcF%*#MTzpQCneK!F0R)dmXJh{`9w)LEI7)FBTN?@rr_IyMgMhG7Ye-
zgP*GO63JKIbZguztNxrpZ0)-QX^^kOKirNu4ZNpE8U*VGzn$l5=k^AuMehJf@IOcY
zodsUI48uKBU~$e^NzlKJPp33!1H1XluevXWLhkt)@M>Mk_>7uYAH+_hpNFv+n$>cn
z0@!8;QX6OYKX}hN=O4g9>}G~_Enkl<=09drTJu<8+R|!z=N}pxX8FQ8@ptX%#w5O~
zW|i&YFN%;UIFm|=tR%hyeqy36F@Y~mh!A5ZMQqA2okC368P|$(XPnI;VA8*kmqOs0
zu@w+c)*QqAmb>G-wY_6(0?9GG5Ja8~jt=AO!^j{c3-wH4WFAdNvLjU<Ut(TyuujMR
z(Gne{J^IAKzwp!6%<iz2f&0g627UlWoZRpjk0Thy2EdrzpbLy)8-Q^M799sP(j9PJ
z7H|#M_rz!LhHLN!%pk|`2-E|S;n9~4jo}P1rZlJqi>?9`fiS!P_G<zhu?^nX3^t)K
z@WG>J0HuS<j83+O7)3zFNMBTFv|8UPBt{)bG&ayaS>F#_h6~VWZ=n6Ae}>>NzyXWS
z1B~2GwqcSsfw;IM7<k7w0F5~HX@Fp81B}THHbF7kKt{X)`*?j%paz>T82Uibqd@zT
zeNVe8(N5MFVju=G;L)T34Ok4dz|m}d9>@k=s0`a+818_PGN66Kz9;5B4<v>U07I_v
zg$YL=1_*{SkTIQs4k(5?&<I+e2eH8&$jAoJzFglEgMkkg10Mp0KQP7@2*?4~%6(5q
z6&NX^Uy}hC!y8nOxEq0t!1rMQMgOY-q=63_13X~F9}tZXJVKu?o8PIO!O@ovjByJn
zLS<kB8aV^n2k%>j!Ds`F=muO<ex(pF@WExs1&ZzkkH!ZX;dj#3NbSrU<}c#4rxJ6O
z#u#Z2Xn<v?1w;$}g~|_sfe#$x5oBZqXn!N%+CAVJXWvvs1|bRZYk+;FJ`Ds6d!T5&
zJ`d`@0eAx#_(1=4=gV^%^%<%ktkvJOe@-7QH<(S&&>gTf9R^%u^{omTAr0}T;8dXW
z<iYh{Gv`TtSE;-u7T?9-tWzRR`MuP?1Du2Xw)CqP{sTv%M1bn>IU(VeTwF}dL5z`X
zR+vy6dKgoAXFSO_<Y;y_Bgr9KaV%cwV(`tkcrzqRfOvk}{pM{}Ay0~}AQ8&eeEsU%
z_H%KjsFj@sBwWJR&KFd65<F;BC5sOyXnYrodBFo{2s~LDUJzZ!FnAj#N{-_AuYJ8J
zTjlZ?suN_%Owd8l&Q3_=B$+;ZJjGZeXUE41p;BN0lT1{YhT&rpRI|b3D`D&FC^Sk2
zZwk|m5uqeiLNr$f93)9GRvg8N*S0?$R!nVq#^HsaV@-vFaYoAzydTaLDKSzSFCpz*
ziV@8FL=J$E8L9pZlNo)qeqV$xRs$9uIPpo3kqDJ5!|p=`fd*5ecoiE73j<%gfoiF4
zmTjI-{vcMKBKb|iZ5c20y7X%-UL=J44|!ua$U&l1Ke0p@(d-H259WoMlElEXR>|K3
zf5a*F7@RBmh5g{Qo|g>h&-eaVM9wYJ6qSk%{#bG<R(ryOWX?LDH(PL$pv{2Wh&d4L
z{5EK4w(6Y{t);pxm)VlGpPea3m#%9?TeKWEa9uX%Z^;dI7uBi{T!A_ZRu!lbXQA1c
zo3BDp(r6FCHWeV&Z=pi?o~J&6Nt!dvf15xx9z+Zx1y-aI7(3eM$>LO;5N@-|mNFg@
zX3EkSj~YHy?LxsCt%Pnjnm{<9bxs2pY+I2*!ykvaTO9%JKxrDS)O>^}M;##;s%QgT
zf9wfdlYE8!O;jQ1mv~&q*2TP12^wXKxPWqQ0i19f>><K$1gn8c*`NT&pW#BOOJkTZ
ziCSn`YU4~&Mp{PNVWBKlg4Jk0L8y~u_$reG{T&b|0A14LAT_(7ocTgwntQ+U6@!3(
zvVVfJzfJviiiw=F7#WF!8+5eskts4}Q7r0VcIawDU%(!~9#ACMl;vgfyF139I5}2~
zfwojZMkc$?*TMyPje)aBiB^kg&kI`?AC))erhctgnt4p%0>jCY*dntE{Hh~$mqc9C
z)r`<Axx|@*0L!_wsFgYwmXW!t<!|Lcw7D!LR)OZ7bO(g#Du7Id&mUtO(?moNAohkd
z`V?O?1KR>+9#Mlz)X}3f5a$3+sUlH<g?DjGLC;R<Dp4^AecS4}fd)s5mC0KURRykX
z{424hfkg{!p6YeP?bxLxD8OJsXJnmbbnLLGNRi0^pa!?rDI1X(_#h$G%)!{6nyym?
zEK9d`LumQ7n@Xz1TC@~f1jWMhWEBwxK|aede~MXS*zD4LC$oduc!%Tv>j}i3$6?ZC
zGNj$29s&m!o7>C9L!(M)odKO8fdav)uNu?&EIIn?yY~IElOP6g>Vbp?J|%1?klB2x
z@$!1tk?;>s9|3al4hL}y7~==;LZ`WhL~7U*4Kef!7-1^hqDU@YF2~=-dtJ$61V}KJ
zB72BhTFxprkcnya0GX6*#X#w3rEMpg@#g|&-_l!i2baWb;I1GCUaF3-XO<h;#@)sv
z1-{}ACA@8FX_=o27D{;i3hfsbSLza_kWhdJ7g&+<w;hR07kJNf=dlK7hH5z%crcD|
z!I9&E?BJ&mL2#;^JNR*4mmyvkE3vYS@K)GXxPf#+E9^}s4ulhyXgP=;U_7MSU+NI#
z;G+q2k#kd6vRJZQ%6_G9#jnNK;XTIOv41d@;m#PePfbHc<}kRVlvX!fsEU=tIpe-p
zvw-ZoQ?MB?ov23Z3DbTsf|kaO$|s4Iy8I%hc(uq+UUYV#*%taL{;XDo(NgMjJ35HG
zI(Y9SRtM=`(26*!FaPG2j<afcU?|5@Y>wH@qccX>603+^+Bv5f7>&AzjD_i7L$|W4
z1IhXztAiK>6~E*pR+F4<88HTSYt&3{IjWI|CclPw`n8&};GJ#u&|0u6mNdNG8d)j8
zrGS;h`|+1OjzDq{IPid!vl&}5)?JuemH`=8&!j(3$$8<Z1?x=iPJ0?UQ6tNp_N;)n
ziIntVoY`;(#SC%lnZO@R%?nNQj~UE~`NW_HyJ8l9_LERG@`@TBT|F_wF7H0LL|RG*
zl&bGHFWFnO->UhyjZUiHy>6NLg)Vd^biM2@U52pq7>`V@tOe!v*0J{YA>v%|yR&zV
zDoQwCqPI@J=L+TcicjGl-9;yEHMw4}QDB*1lIc^Iquyjw#L6ZU_m|EdP+(v-wS<_O
zcx#1NgF0(S&J&LZOO|IV5I@_jNY}RhvIa;qKv5b_nmGFIbHA;)<MmvKw<c}ubQr$p
zeU#^X&ga&Yst%~F)z_!IUgN>b^o^ha4+)pvkjp!?ZFZyp@sS)0TNru@2+;?Q*CbLJ
zt*O#JHw@5ZD-K&NuLA4R$(zrfjmM!CIutOet)08Lc=N`-nGiyySs3k`cd4@Si>8O4
zwQDSx_*PYIWNaWcyS_e^LRZCS=g-iip+S*8lfp<xq3OY_&DU2uY<$##edQF~^Rlh3
z?rEst<X29YZyL{qPD9w~QCm|QR&QZRPEkQqIYdiMMmwNGuav$yg0WO7EXE|YDqsgd
zYiBGvz%e@w*@iCYQ>@f$V}kSEjm@!R@A#dhdE=)neP*3DfUxIn-w$bb!gGE4K0UZ{
zqrcVBv-A2I&mgEB;#Zu$os-)_%<!hA`st@u{QC1%)8$VcU-QMqFnx;uTi9OE?`K+i
zJ>JHP;HRu=;vnZ1pJ9-3;T>-88GJm(Pdfh2wwtIBWPB1mkDFcA%evRMPW+MH`ys=u
z`$<}FHu7HmoAaodhZTx5*)!;$Mr>~e)4?N``uEM3NAi3x<ko9Vb#F$G!g1$`c~k9&
z_nvXQKDsYuD{jX@qugs<8@;Zx%}vy8p2v0ix-Co(Nuyyqy6?Xw-&@#S^qp@{Bky}Z
zr+!;&Tf_GrYJAA!pWlvj>HILa-t81>@Uz?$KxMwVoI&T^X>mOp%0t-vSj+C+hCYKg
z!rPiC7bJEvq$_u^OP-{N+IXIr+7MUg`EmPH#%QZ<x?S?F<~OLeC+xgnLe|fLk*4PI
z(f!*h@As{#zU_;Z|Md25=qsEMwH<@J8odtf;)P~I*=a2Fb&p`@4(}f`<sC6}x+!G)
z4cLRw$%q<>Xh=QFK(Ya?P-wDJomvwN&769r@`M{;Z}D~x0ekyP84!;5v|St&BgXA#
zrkwl)4W~*=<itU}L^J<YC;yj0e)pbq$4dzNmLl&w*xL8$u!#j+gqUUCytb;d_s)>f
z2T~LNXWLKlp0BE_Kl%KA@3+D39FI+4Ja>~%Ew1!<2wV@fU!uPqB=~=*_6t0EKdiWS
zy8-duYW-ZRyuF_}ueIP--F)Y`)pWjDD@>dkKAPZ5Y4IhdmE(=qV|D!GeQ_0sKleMT
z1(Pq#?ShFje>2#qqk%Yj?0#544L_{gZnxY50U>vm=egdG^J96Ou9ANnc5?b<Hn<r+
z@)Z7f{wlEgo^&x!jzh2iesWXC$L0Dk*=PGmd+dV~L({{0Hi_*Ii^rYQk-VmFhUS*G
zt<p1;`F5)I(ZRmX|DqRXdMlxAi-teuRAN83RX5SNNoJ$UfH=Yj1!FAE*M9pp)yC?}
zBsj2|;84>)9#H>m4TYvD1fFwuJ8*_8*E75%X}1nKxX1l)E6GCrP3ra*1~i`tYl^H%
z=*qgEeAzjz{4;CrIBSP1nXme7Iym_K+8EQ;_`^Q)bN{^P(f_vRG&ruuZ$HP=G&J=f
z$M=)*YO$+kGB8VD-Y4T#^d4Vt!}WrCZIiy$noNlo!GF$k$vUHS$8_pd$*pebW6fSa
zdguE2lk)fEe!==Hhuw(Xd9cZNrY|QmWD4o4$&RU{+dKi8HH@+R@;MT*&@!Ro1ML|t
zp=AQ^8WEKU5A)`MTjxyo4F1g7G(L0P&U5$lL)OgW?T6pYa}J1XniuuH;enq~fk+CD
z01NvNuw^puwyw3FqzvCop%pUsm=Gs=9EyZ**DBN3pOjtOpJaZ1WA5B9*5mDv?Jwat
zC9RY(e+XB9%oi~20*YiS)O&ShJlsvpcMGj&Sefh>F=~27eu)Rk!PRgVD=nCp_vrR4
zJx}{E-Q6m1!HG|9Rm2NV32$kh=f~P(J<o!EN1=mz@`AC47ZeRPbg$3K7oAOv*8XMn
z2N;Fvb1Meek=V&|#x8d6k6GTNmP!7*1SyY!I<Igmq5RDF^dF8EjR*H-G}SgCWdMi|
zJMOpXD5oXBQl2C+RNu9%Q8|MSFpz<RAvdPLyxK&+n2OS}nvx0<9U(Clu_G*<6+JPS
zb93Ne2?_3>4}(A~yN3m@A&_J5@Zys8s(7%iv_46H+rVBI3U`D$UG$-GurlN9NJrq2
zvlXmQQfP@NV5Uwq3+F!I7=TWzQy;MEryInM?p5zOFqpy~0uD6rAH+aM%me(v3`98a
zZ}AL{U2L{<X9sgrbC13aKR*7ny&TEnvuntr!Ex&@e$Q*Wr;)KK(InAa7>8u}RwXn#
z|4wv@6Q#E@9US9XdFbIIPbj^@kCaYcs%w5mDt{_%t_*;_P3OX^(Dp$~jh={PO|n}u
zq~5<MeYeGs)uw3Cnb^Yo>CH}Im7Hfgk-)2@XEU0t(78s-fz9XNtE4kC6bbs%qbO;s
zc0J0;X)G^Jj6#zYACD%F#y;|D_xt9^yqiuQnen1MI$OBrSgt(XSd4=#n#1R+8kc&V
zSNVz>dHF<yC@&c+!rH;er$<g+k#j;5V$k~&XksphBi{lkhVwaCqBHm1vz)c;1mle@
zXV`C*uz}M0ZBiHK1jafh=M=GWdyO42|I&foG}r{@InC*=Z`0(^+`z6+W@A5^&wI8y
z#>;6HO`YT(hfl(p7`cszHO_QQSLk-iR<%}Ef5GhLKK{O8YZB84Gif{TjK48iNDFQt
zb#=!B<B??>zh^%yP;dKlq_xhq1|D4f{pZG!WM|%ja=F^~g{d$RRvp&Y`CSyd+ZQ)0
z?V}hx_xo$Ih9S}OG$){T2RucFtn)2R`Q=vMJ?Dxv7Rk`@g~8yKJmk*7H8tRwU>E#)
za8Ffu4F_r*c4NGlr(cU<W9a_QEK(OXJ3+-#Jl?uICG1*$6}B2E!l1Eps~T7Ue$vT)
z!2lG9z!F|ag;fSl=?gFZjTy@7``R3(c=9XJZJlooU*EM54OM(|!{E3J4?TD_8Xi~h
zm|^$ye<}^^<euhnoOg9}X=oDUbja-padLZf5q#dA!i@(f0YG8sNCC$WXK>@RZX^R;
zP5IM@e{lQH4CwU5_AE;vcAQhWd35<1HS)^liPs&BLpH(FPlcO5&ooOZ0FiI;oH!Se
zh=~wYDG6CtlJ-4D_TBpmybF;~PGPYso;sP(i^qZ5d;FdtCud8j3CMtaXvfUqPB+6F
zyg06_lplYcPQ6c|{&r}y+3m1!655B&I(SpxV+mko{McjAH3pfW6iS%7b#x5Semcb@
zxIJ4cNS=7qp;TXaEvPbC3X=$at#s7H0xes@J$VAdg;6R6mk5$OvI#j@s9=sSY7#<=
z@of`4IrlOt0BsIfH@erxYguPgEUIoK?kO|i>&7f153)D1=~F#dS*>Y_hMq;XlP$`D
z+gnDH8*}%kABd6Q6KJ~R7y=@^I10%7Wa=E+VCRPW_D#;;5QrA)`BKIJbT<tVNU*|t
z8wUjfR1|_q0ljF3GV`iT20zpeDn=QDEGJ`Pc=d4oZRhZN={>dKK=$-B_1q29s|Ylz
zGtk{begKdI&V<@DA8P5<%<bO0-P?k;2lWnE&>Vok0>~<00zfeKM$gIk!IS*h`hsw4
zxT&#Fs$<_mqQc3><lQ@TbdSvMYm2A`>pBN42}SEQkBF#E%qEfN3}UHm41F=T8**9_
z^F%F|zMPs-(iGDaJP>K^t6unmCKtdb!!o3V=q_e0Lxar}dyGaZGbNJekGJ|p=NKx&
zlkC8z7m>DMeEV}b**+6v3F{<89Jfi%ESfshTnSF>AvMXOlkYyerUY2o3Z-lSloH0L
z2;FTRn~eM%>LmL%egmo`AhuOub%>_7oRg&v*|kPj>ghaZ<hg?yu_QoHSiTlPz`dp}
zxCHDN5e&rjlR9j1h8&+OQ#CSj#wH}}{xqv==1!tZfu@S}X}Inhuc^1@my%pqKFN24
zDBHBnZzK?2nDc~6uPW_MUdFppOD1*zsY<c3cOnGdJoba){+OuWRuizUDJh5Raygn(
z+<|^Nfo+(8(MPE}b4@OLXXks$8R(g1zxiWSOq?(Xt7|CBE3K@V44N(9tkgB%&2GL3
zd{Lpt{;VoSkgZAkJ0Nd8I;4GD=N&kZ?hOxl-;C||4cDj8$Ulnj)7U(^vG*D0yLS%;
zoO6xL4XnyK3#x}(ZjZh(5fJj<Pf*EIkDk#~&B*nQJTnmCyN77u=?R>Fw*GKzX7r{k
z&a$@nh_F+Cff!oF8tdmpaw=IUxy{+o@tZ(S{{`>b8G2aHMs4;~^<)diXiT<3cbsDn
zl(~p6fV|-+4sg}^q=Sa^rvnKh`k+^Xg$U>lKzSnvJQooK?A8;4Kopxi<~!Q7L4kZd
z+1*Bh!Jm`x47s=lINT15>dkLUNvX2cCaZt&GS#$i<|aUxYiUT;2v;<nyS-USm}o>I
z#8<Q^<Dw-x`AYG_Xnr;qCnUR1@If&4C4&=Hyqyo$k>&1pE4X1hS}#A_d|HGVf`v+0
zul*F-Rr0@SL?1Wrm}x+q;qvMY$G)12nn6i8;jK}rXvMNaChk%>=voif;kEm2_)`2}
zAv4mmI;A)9XxEAxa~!ZYbwA!#tTIFUeuEgqtOB>DkQXM>UNR+V=&S{AiyVmKKg0O4
zzZB6l7!@^f-A@lf1w5dkKVfXI(H*x4XQ<g9k(Uw4O{hg>xU5Ip3x{7$l02xEOgg6X
zX9gDKx!M?MhSarLb$RL|bGJyFg*4n#$cvAc2sTQuN$-N$qALMIZ)GTy%W8_|DnCtM
z;I~EP`H8VSy)m-Xn#T<cF1iiJbQ}x;Qw=d$tQMSu<pg%KY6jI65*`0-8>0U-^NFEo
zQQdFlb~y$;byzX&UOS`eYI9tc<?Mvv*~uG%({yVUx+*!=Hm{dB&*`gJw#t$g`j+~P
z9{5<jSuvnzQN|(|G)+@&;=@?vDM~>=lyFogGi1L{dEeF>wOrt3?Z%6idPH~^L$~SL
zF)_iF<F_>`L~5ieikb}`yh@}svDziR^fH=QDJ^I1$3qt6K&>2UskD_8NKaKf$KyY?
zIr8I&u2yU4O0T0~M0V#*&fi9-*Ytl~Lh$%&rr~Vs2Lfb7JVS!|9NgzCnffdEo$loo
z_%yCPBJm&w_mc6M5YM7#4&D25uSKMQe|tL&>I*GREl)4Q3ctyt`#LyAMQQ2OU!apN
z2ZXTV^hC8cK`@vD9Rs)^7|QNu7#{Uo<A8%2uOMb5QIdf{Nr45gUxP`+AVI-Epm*FM
zz!@dqbTdNz3$fhI=p?Y^`MDA38O>3U6gGE&FyeWDk4(sCi5v(V)^qS}y1Ds1?D^X9
zYY*>VW!%HxpFfPU&wHtcvegD|lt!c9G={*#6y-KC<4rmoJ40AX4yfP#k{zeumyL*S
z&T4XJ;`=w?pf4#q<XI}ww>7``qm?n*lr*D5L?m}oDcKp1bf#S={wT7IQ^^vF;GP@%
z+N7Ieqpt#}2O78FRja;8rsQUSI#mvQ-aXX{)GtN~f{OU>uL74sv}zZYf1@EOo6&Ij
zyP`=?peZ3bu?nv`#&`b6C?k^x^S6rBRYmsebS<pYvl{<napHpcX|yv&<*Jz}AXUlM
zf@2a&;}lVZI?dCtN%u0e_mxeIX4p6~b(FMZ0hL~#S?stfbG(oKrb%beZ%^N!+9`X1
zv}I4GxGBrqkF`=YA^m_(LP7wq258AGghkcLA1|(Z<oC3PDC>^5mg3m1TvbY-tp;`H
zRzq_AoO;z6wM@Fp$Mw#Q(hHx)T25v&K{qO${GRYlG^qFY;DY{<Qmf}FW3|GtIc3~M
zVEk>a2>N25eho4NWLU$+)0yhhg9K}<*-|j4yKj)K#>_V;D!#E2ycaX$<2R2-AC(D1
zip>?%$WPA?UPaa|W)nkir246$oF^>&W>Yx@Qg}zwmlHj9qEo`aM>=xJwty%REykjv
zw0O5`rx_+$7Z+?0*>=Vr7YDk}5@i&P(5awpohmaKk+2g{WL&r<vXWX@dzeT8xD|Up
z&8d5dgJ(JrdWw|ZZF>e5Ma}>+D)3+d0fqTqxLSRE_%}yq67F(1d%oVN^lU^i&#P&e
z3kttx0tTyJ2K2;zx5lDG7}M)Y-nhC-x~l9ePmO%Z6S^y3KQ9pkyn<9I49EZ#*%Sx_
z>hpzJ+#R(E8$AJgelj)2JnTgDJtJp*pCte;<*`A7cA290ZX6tCJCnlu!zL^vUSnWx
zZ09%{J(Ry7M4PQtes3trp231GALS#nH%OL%MIBR!!*%b5xy0kRLXo-@7MW!8h!JyW
zI2RnskjVD^2L<*H5FXR?0HP#@Az_=PtcJI0wXVlN*YH@CLW*jHqEc5}#Lyss7cBZi
z_RcE!DhvDxdy8}iLRWhEO%IL890pxwK`k|1&MIf`$H5uteaU;NW8eN`ZKa!-#R;cx
z&Hm3lG8;6Q#3S=_dK(>7k>T46Z>szY6gk(vIb`#=P$_>ojkb2R=qcND#~aU&u^+y?
z%RP(xru1OepaF__Km3K_U8!u_k2bXmezL=2(F91#d-%VJlQ6KPe{1{tSj%Mm)FS*i
z<F<uhu>@nlPbN7S#T7=hJ9_0EV#wTr867oHa=`d7{va2fz;p&bCQ&MxzXqeBLeq6s
z^duI3Qyvdlfi~`a-;X@i8eiN1<9nCe3Rp_doLTB2SGPK&Lw8vQaX`Guq;ukX$wffz
z>Z|Y{^F=NF+G$uphoZbXwL~}gO;_v^tq$X6`Yx5pVZo((gyDg?Q0hSX@&t~yTB4&P
zRevbLOVn;9I7R+Xf=>}cMAr9eXk}(AGu@WA^uWEvtvWjz=3IGM*?wK$ut~Dv_93dd
zQ9(*GbkuHw?z(}2bBv#Mv*zHh*cdI1Wbza;ubwtl5;kTBG~X)j?oG6M8mdaN@AlBm
z7F6z<HD-^Lm`)fS>cox0By(XV;p`qJ*f|nSVQ6I`!7>ONnaIHAza`QZSWvZ9!StQ1
z3VoFf8kY(B1d4p5tAm3!wKH*caWXZu{YSJnvVwzVWng3=U?BKM)+S)kCSYY?*Cile
z)+S(LV*3&pIlfd(oL>?Xi#7opGsBm}_NC)sXZeyi|2AM_{%gnZC9-g`{xxL%y3fM-
z_dXLl<Cg(5I{^zL$KOj1rhhK~5!t>(hQCdjIKM<@#=oO6v;5UE|KkA*=a&yG|7h9R
z|4U^5@{EI#`9DS+|MdU2Z)VP~JO6IV$@-5-z|8vBAC|waF?0T%0}JC{k>zjyEX-e>
z{>z?)<*&o+%mnN#|JbvBHD~!}ejF@+#eXKq@mI^l&PKq*#!kS_$oSO-$KUBNGyHXt
zgYyd=W=5vJZ(Raig8v3E<NpTu3)HWR|MT_lM*r4*_4dyI|EI<Omj4d_pQ|sg{w;rn
z=Wk&C>&}0quMqv0?kh-N@>hKROY<MA|D3-9_7{%7k^1NS6`Q|7`Lh43{R+fCE&rbX
z4gZ(^-<DtZzmWb5@n3BJ)yu!o{5$4fApaX2Okdi6)*BBGy_ltqi>VX6n2n)}sfeku
zy@@HkjH#Wui^bpN$HxZ;{h#&fk*ymqYc<3G8~Vr>nz}IjO9omuw2wiUFzREr8N$Ja
z)Y!tLh$CvVrxCkUArS7yJI^Dv$7Lnf2l#!u{~_Jr?f@gLzEKpz;igy)mBW5vJ7r^<
zjEdHwmlo<Mb|gO&{4P8~dJhiX939+8;UxyQu?z}cKTYq&FXkHCycjgaO51^BA|D-D
ze=0g3#_c@&n9o++@B=4LTcljt{{_xCc#sq;%Em%yNkxg4Wk#t+$m#Pg2TRPGIeY6~
zb@P5<zx~JK<K*Gxmhjrwj=p5vWCG40@~%3{u=ENaKOn?Zdy)U?@%$UO|2JIh44j<*
zhK`Ydk>zVi|9AA3xM4hyM>Ci^6V?3o+G21GLhBhdTHpHE*yscCS2;)mJXbw&^dzmV
zjU}t9O>D@!eL}j*1NYdPSBhnY=1IVikN}d#5_FQ5gm+$Pr8_N;C8V--w9kpwj(qE6
zQ@ThSk290CB*EkNFI#EW?&&%HW*^T-{xj8Yfeb<vxO!wNp1x&G9jEs@G6W&M3>{0z
z@j~9Qsy!e{`r!@OJlsTk%+rJ6-=w%h;@cb87tx<SAbu7C`2%rmyuJ-~r!C4}5+%C=
z2>XwcNH2%Ox9vc+&<mCm0;|stxbj<oUSNCz#}o!BKSYmvBM~1<_3tGv*uD9L%CEFA
zxUu8Igt{!SAb!AI4F}*PJoMazAs3X;9jk+v1o%A6wY3qu$igo!#$(0G&<g9NqeJ;g
zBnhwdwj%ycVkaK57ZXuqZtHctz;|k$(fTN88H*gd9h!S3mwZiXBcDLb+>C#dE`aW+
zK*{5og;q_%MwD8Mnq7=b^vBF%%>Bl7W9`ChM8cUIm|YG?)nl<WX9;QdK*>m0y6ZS`
z{Y5rok&uS2Y`AAN^CG7xQY*bjI;9kbFRm(t8ha5vm5Er08@1h5D{_`7H5XWw_)6_T
zQ<q-@Zu1Vu_2T)5+UNOp<E-xRn~i@Hle1UyAwe$755!6^QgG4^B6!IimwS!Ok7Qx^
z49`+yE&Inj$xCN1nXym_x5l6_nY7>fTJDzbq?e?&R?uH{+&t`;?JYdni7%aK+fUP$
z=_@K~D_zu*xhK%*sdP1zy88Hb$fmQnk1`7f*1(=U+d0=XGccRx7nGC}ld6M;ZT2{$
zacCcw@ffw{ky%q#H`XU4cj)>9k{M=^Q4Pyox#U#N3oQ0rWY7&B^ukVz(rYourV-PM
z4iDiQhUvsUOV;ROcd^;r09|!!+q7b%lwG+4rAX_N!Ld`|)I+Jj`b`+ayhhT^uHp8@
zC1se$xYCk#jqKy&hwv^moM3$@0fjXWvy7V^NXh}$ww632gw|LNsJiC%cHdh!vY=oT
zdwz)Ch_Tz8TUpXIu66vxRopyi=qwuRA>*owF3czEkX@WdK|N+G6dDrr9x{$q7k`K~
zC2*J5tX#QBu{({tQDR>sZldW}-p0}O-UtnH8pZH)a#m-lu!Jp|(j}kksK^;zcV}aF
zPugnC?6@d8eh$d>-v}l0D=rcECh2Z+z{lw2V647Z9n;m>8EDa7WUQP9_oKD#9Q8X!
zR!2Fg017%spd^#nkO}b52Q;R6=O_%>#=3@AF}o9hF>0*HT&dy4^?++_lJaNla!Ukp
zR_A%^aV3#=+oI1@0}e~0<&#LKv`rqL@&!j~!Z?dBjc+P^aVaUVlTEA;N{&EZOM#UP
zM`K%Xl!#~?WVXv%k<PW!O=4Q%w;3gY;4<uBG1OW883{3B#*lW7LAqF<h`w*<`{-qH
z5-$-Y9Q(o|0(*3fX~CW#v8gGd==5Z{L@a@pflVpR`q~$(-~QBxGYwfll*8H{2Z?UQ
z$SJf>iB)%*Plj%Ol||oN9eyElLdO-SGuL!aJ|kqV!(wjN9-EXiCTr~)g}->ifjihN
zZy|ZGR}<57i>hOcyyY|2GP_0OqupanYWFY^R{ze@SXN$aZeq`#UWzK@Xi~gH*BW~l
zEn%$8z2(L@$mdjDWK6O+ZydqGc7K{%SZ;0Kh7hb&#43Y5cV0@@6LDsSs6OPLMyyU{
zWecX($W&9y<``YYy{!f}rQ6&u-}IYu8OLmjaM>q|b;oF`sM<4x^-r~>@s!qbwP8#Y
zE45}*HY;3pL;c7QRxazRD{r&CATPrGk-{h3>0`bh#ObX<UZ@w!>4E}+;5*x*cs?KO
zJz=?b!8X_uh%0x=GYzqCGOM`8Es1rm!PI`WXFBUtwdPbNYPIGBRv@d{vO~2X9eOi=
z@QZT!QGO5jJ<TGsf_}gY&LXlxUZ5A^sd_%V@O`W55y>IRQe5mVZmpZ)ouc8LpP@@0
zLnU;PpJB5)MoQ>hR>&N7$ef*Fv$Tdmjy-CPbIpndObysFk992T&rCzvwo<L68nvon
zt41d^j)1~7ABdH?c5rtQ{ri0QHjH=WGGAD7`z}JO*1G<=YWT$lPgy}1OU>jB*`_s&
zT&}R|v<ph2@8=`~9;dm!qFx(YF*g&nKG3E2Tx_ttA-{LMNcuW|hcH~e0%QIOnN#HA
zk`fa?u>kP(094&2yuE(sV?vJNzhyKnFleI?U4+#dt2LK)o{%l){!&U5%*`dze$4EO
zo|U5dN><yCD_SN4i7!NnI8)&uP%KEQd|35UJ&E#1cT$CmliRT}m^)1qYR*9TT?H)0
zG^ncIc3Sl3_4Bo=d1bzb1G+o8JBYxJfSm_F<Pyw1;E9Q|FUNqR9NY>e-}PAcmQy8$
zg-b8E2k6r5E-(Lw_sN*kL6|4IL0+I6>7-}=aPkPCE3MT(?gD(h_ejp6tbM`74Ruym
zoIzt(E`6q-qre^A3%na{CmUlc_9DDJ>3GxxRe=wv?J&-PGMV=YmuK2GKvCuag6loN
z7wE|s^Bwm6+tIHS571sv4$aM+Wc1bzxjs&i!_j1D%CiRiDvd#X&`flW+$yk2s<tfd
zG12w~pEk>q=WNoSO7u^G&|%!TaZG|jLVvgxp}0HeY8Wf4y8=18zS)oPy|MZrdT<1f
z7Wnj~I9Car75k)IGL~d+Ge2hG2RltSih7J$0oKi)6lg?<sKlfND$!PriLcH@+wwOo
z+Hoh)1=2cazqSH-q2P**&Qjj#Hj;D2ZHwUtx|s<QIxX#kcfm=qqrmM1UV{6cOH#aE
zv0p>^KtH__eo(R_6q^kr%rnzn?%^He?)#0sGe1gS06%J9Jo4-%J^ks*Lb#Q`5`V(K
z=4WcjfX~EZ?KbuL89k*~SwSNmdua9(kHR~Yq(J|N_EY0k{8i2YbTWbyr$DW%1-1k$
zY@!c<?vi-XYBZlGJU844{ylXJU@Dask_^5Xt$mF~vGoN00|4rPfiO(sg~R_HVfRQN
zHBZPBId8Ogpm*?c;pUt9?#++JbRX;=a(37&Grlq20k33_C>{q;7o-=m7q;=&z>kDu
z=>z81?Qc3gq4uGT8NCVkdzX80H)YSaZyc+%OU(n#^UcF9%wvAbF8z0S8i~xezm1%0
z+P_84;IQl%ZX5ey@OW+V*h!XXjW?QTr)pj_@fdL$K4+K;jiKIzJS$LzP!%X&!ElEV
z4}k6Jo-IgLB_)&4t_8;SJ<h<SiC*6R+S=K-YvoWR<U`nYpyr3E7eVsYsr)6c^aDAB
zy8t;YsKhUjZ!bw9{DfwGWGCXyj6IJ?M<m=~)rH(I(q2@)h&%-MiL@si|0s_ET|1T0
z*9qZ9JjAd-+ykBCJ)n2z9GU9M>K4x@LL2N`&2G%G{FCsVd%bgrcJy>1ec_e|1P%v8
zwfsIyL<{pKPuJ)hhX1BZyglPiAbKEJ)a22Vw*u`%sC|(V3%<`5>`v@~aXfKv!WB2+
zizf%cd9CJveEkXellB!YYv`o%o8%k3(De9qv}5zBuZOzovdKDAlx;?94o~Llc!8t|
z-{bXsPO0-jc&e-NQ7FRXz5plKF**^qRv4apN+!*6adLHbkWdzHsPxRF?g;w<I_+-N
z)LzhDqLVac<#tLWw$F*N&Y$Z>COg=jeJ27s!vsq^$y#QRGCB&q#!02{p~CsG&6~++
zi5yP;y-j}iXl<vi+G!W0sJ=6gU}qzvE<)q3z~#wmpYm$cBnA#S@muU;9Y0}JQ@#<;
zHHF(KX|%nL%u^izNPL>~&egbh=ku^@i?r1FZRp7qSJ!mcyV1oc!gZiO#mMSMj64&w
zvJ_+Q0GZq>)zeZ_BpJ<`rsdns;+?!1>#vvJ&3ByEX-B^g>vU5x)%293`56!Ea^9Yj
zJ{j)6xGZmD*}PiD6cXpQ8M!=-Or`NHL+WfqM>8?6Z|pi`elKUOS*bIUvJLFXCgwAB
z+R2HH@yG8#LdzfqgFYODSaVv<m|G!u&L#A^no*r?i?p@}b=pexV9l>W<a=f_nwA%M
z`=|0KoL_qdu*;>pF1CkdAIZ>N$u4!GTc>iHid!AADV|3{Jp^3=ZH(_?KcqXHDx1RR
z!*yW7&@OgXsa#;&+0<@b$s6EOxJPfX1xlu`9be*3GCzLWI~1xe!eS!(W08C0e}Zq}
z$(gH?qM@bI=x8W)g0jf*RfB!yeNM_tn?XiCForof`h9c+h4$*xS4sZDzG8eF$arH_
zS@B^AMRt~tu<-CaymXM0H7Ne*dH~yX-ML%Sw&Rlo<*X(5ptV5j3@v`~dhk-x?y1eG
z=W*3ftQ{=Bi^{ioNAOwK7Cw>YqodMdHWvo6)pB<2dPzaIvXxXNRj;F}I{s)&tFPy5
zytBd{#>E}1X6~mawUKy`JRbMsGV_#tdA(Y#f!We+=_1G7&U$^>-|ZerdPx?!PF-8J
z+(6G_VXPyQHcxM}x3seP?*5~7hjTX&V~xvodoS2R641GpfNVs1CDfnI2`1{A0;4x1
zK5L{hMC(ktq2yjrt(!W`1_L?*WAUKSpIy*?NWV8|L0H)zu4@U`{`#!>ngor;Hpxnw
zbI^z=?*gX<k<%oE!_NlvV0g+NMZpZRcHGGU_-);2W8@YSYQgKx$BdvcY9t--{3nTC
zp6%Dl6&6LEESpSEwE4bo((br>LCAHFxq5R_#Y4)ozt3R`e|Dv%b(QA)a;$!}rF~tX
zoa3I9&^U<so(+Y5<{}2v#lyJz)hRoj-cYcuiKq~mxwv@Qv^GA_R!Sk03P95ysuE&G
zKM>C;1)WywyqtxzNx{l%ZlE!;@-&l_a`?H$RT?{$woSu9%6A{S=?8VM$5-x?o}`1!
z_S9s~X{jJ}_1@+J#*$W_xxGfypXwSoK2lyt{?PgeX;)V269exjsLnVEH#c|dNt<ZN
z2gP;>u6w~Si-($QfQ?2>qtMB>Ck_suT1sY!wWFf-=)Lt0uisBYNoSJN<Akx@h&o*C
z2rK61D_0!&S+`Rf6w_!Peuiw9quojT9%pX{2oCo59o{9Ka?3qjT^6GA)sX^c>i%<A
z8Y{I+I&LR<sVgYIT1AsCcj3<tW*pV~51Lq0&bD3rHV!u4Q^v)&GvCN{AO;cs(8)~w
z*?5!~MlNjk*u7Cs>CBTEU0Em7ADBuya=h*u&(qHS>V^Jg>7YW!XX;?bd=HY7HntEX
z73QuvJ>1T7J2@rG97&CQKb#N>wVxY~Mf4ZT^tqG}r%xDIbczo&dw#penxnJY$SFzy
z%oS5|lqrD`nf<izJlhvBNnk5%dJ;^L;6*b&bKlaclWkqq5(rV4X$9Io0KUaV41&|L
z=-=UFguurcVxGqrV~()f@SQg<x94d45|6_nz#5m+;T42_zk2*p-|yE02yu`3rQhM#
z97^U1egdVCK?xRX?uNC){9(%2h15EdYC2~Lq<HhQ>!pNBn6W-HCL`z7B4fgyrGifI
zQCHQ>w)~04bY`0o<oQls)^HS^!N1Q~^K{UR9S}!89ls&`UC%G(^ZK*Zfjx2H=u`AC
z_OtC~b4RbBt<T7Z>!He#mC4V1^p~J3*Cb*8TQ2-<`Pf@4d=`?!B*oI3K9`MP23iw5
zj78b-lj?e;6OI1DuF35}J$A6NLd#(UeA(`$_BN3}7(;@6y2_a#G|WMr&2kxKHmHW)
znKW0lqMA|#yfX!_dEHmPbmkJ_vQQjmD)G0`@Y=I)*-czD2FbU%@Y;%&wE*%m7t-%s
z*+E^Nm|WQ-m(x)S92r-fugcJ6h<q?flwTQGa|JyXc5MQhpkXMplLC}QR=6m5$PIk}
zn%Y0I`<A<&JSuxG4I4Td8|8HBJXlz(AH;^pRADMIQ4|*qLVv7ZqO()__DE=Kl7ySu
zhM(80o+l04O4ZN6u+ltK3Z~;EvufT=7?#jec#A&PuNF`mHpt#X9Mn^QbsHtg&%XiH
zDZZHWa#2tTHdGcABu)bqR0&H-%Se&up+Hq-Pn3faclc=%`G0v0TSM?fsv~XiS}~j>
zs#|ArLDCk?VJ0-!V<?KoVL?702H-?Te9JGbix?CBCZ&0v0t`J1f;R4gF^1)1y$g+)
zXm^0fs=4%1obQBv5)a3+MlWsnE6`DoR%#ctWcY43--MV?mW>3;@)UlUIw}#83bI^K
z6c-W%gwZtgFrxe+5;_6O4azeA$N<zrQHlV*x<IKyFk=>E6Y;7tNbmScKxBF7%7KFj
zBE52)DWf95=+RPXtjq(*7l;P(Z7@i0oH*Q=3qn;|0TZUXlFZJ+DI#PkqLOpS&vUg#
zDl-ih02Z&1#Pe>)5EUG8fZCne2olyU^+P{a1TqK(c)G+P-BlQCYXQ)K?-b!Qq`XV8
zj-A}!o*!esQT6owi>ru7IIhSAP=VUeQ2IT%RS7e}!cqy+w{(xzg}7WqoChNv_tSn8
zqZ)e1r||5CzBUmL8l@79^9Ne2v*#%n@hQ{}MIRfk7gP<=(CIXwEJ0VnxC`Le1;oYO
z)KN~#RGyk=KK4_~_=pp6fA{q(1kM>p#DwxrcF-UlXg4k7Yr}FFY?gnxi|R0eii9dR
zNERtg4p@Zn8O4Yvt!FikvpWlS03ZjlgKqXA6Qa$j^sbB7)D?{j#ua+L{qhu4s3TM4
zxf1F<C)_}cO8_1kj9^fqvEr3=m0s)>_FDzi6LJw`5~KoB3IRMoikHkd*1?qw{AMg&
zeV}JSD&3hrXF%WQwgU;aQqxKMmG|YKU)0944JDEGkuczhtgvPXjoG&#6EGW5#wvmB
z=#OOz+k+7wfcU#X{2JTUjjDm#1v5-|Cpy##sUe&6M3Y?Y#zi=o&dCQ_gU&AESwv%D
znKeNO$G<#xLU?+23c(Zt-?}?nlUkC<EU4{{u?VZjFo!n~qff<oF<~VTXBj4D+W1zp
z$psXR>|Oq`%a@5j2=>shMd2KeNWF)(O7aNzL|UV$v$H0l{GqlQaa`M4*hm$oR$D|W
z0)wGlU`G}heorZaXb}CQ1Sh`PFCNScsiT`Yk5pu7h)kQHYK%o+e0A;@C@|GlUlBa0
zphV$3$M>m0!jzZcdU_-%R<4}j;9yjMaR;!`BIX>pz&+ubWX(Aai--G2MF@ltA-^Jp
zU<G355@3vMkc1Fe8TuB%%S+%~OoI;Qxx}zkDzi6$`)Ztkm0Cnx;Je7Gq<F{;H6Evg
zMZZY8g$RU~XeL7esfMH5FPSTN4<Z9m4kgq?6&2c60EHD|VP9I`T0V-j_BO|(72<S)
zl4$}3#O4qQqs!h>UO%m9874GNgh$G^02>f9%A94U%0MMBw?L3E3}xa`a*~~V{gkeS
z7IMrAz34R++z0{q(1q9tNe7=seiq##ho6w}XU9VX(7epPky#v4V9-RUmJ|Ub2jV#t
zz_y5<yEXl<3`o0Z8c-$h`S%inco^!67*_PZBFn$m!q2sV5<?3JJ_(`CS>+#vyCFy4
z6XH*XTFQs1fuG}EJplhUOHVR1!~O*ZSg2|P?MzcLriM773OXrafm|XeAtYkQ3Uh~;
zq(*6jTYeTK%Xml^2~o#S`B@iNSHNO&TqU4e{2F;>y8~3hWQhA!=0~Zdz(fnK*8I1^
z7ki}`iL?Z=8`lTO*|(kpI#w#kL{sGM3z5U%EdR|?c_`Rzf7M@IG}leUKtHbvnB_}|
zP=Hs;5^>osz5Eu~K*(i(B||WfP<T7qY*7t=wy9TZ-{>D|H~vE;M4pH{p)1a*I)B56
zISdqQsTKCUzBXJWM_qaHN|oo2)TaZ9gS3{=yHi#OMGCG83{wgHsUBj!#*jV)P?F^@
zsTm?4v2syw%C@kabQ;1J__IuNpJ7j<Wy9AY+Y+U9aQ|pKiIu9#S7{vYfOXlTY*^tK
z1!;1xmWC{zDVV+HR|}IcpeTo#a)e{XvAY>Jf}URm^ExL-nYG-@WL5=fS~?=w1RW8)
zur*@G9GEBJtb@O_D|3}$X+}Vr3d9~SAZXBNW7AW*7O6-w-HuoFu=d{<=@Kx&zMm=-
zBZawEVKxzVY{xGYyuKrbLgqq{xDEN($6L+gpUsfi(#K#9uDmVUvuqJ}GwcCQ_EHUy
zq+Mi*WL%g;STFKlsTK>be>?)k0&mK%<QP5*PT(hu%Mz9*KxfJZq0C6TnjV;psyfjG
zj>&;^Jj$ne#4BCRo#&q-HmMWYO0J;q+mP*;GL|Szc~X>$x5=fOQR)YMu;w&=lcid6
zES!0Dp}_gctt3OXcm0u$F0*1n5r$lv!6;)qU7xMp)+L<A24vrwIRtbqf6bINb<PNo
zQvQIIrCfw~aq-o!0A%Er^!#i_Pg}0bqoaw`u!B_CeuK&uwYVTI)7BR{moFnzmZk_e
zDZu+va)ffL7gNh{+@Nz@mdQ~3RZUpr&y-PLz09W8^(yh(kCPt>y~2yP0}XG()9`L=
z4bGa&@;t#<*!Z(EUOT9m)*zEq3pb8L_<Fj?-<vY=#*4dADSk4-gO|I(TE<vpaF$Ic
zOJ?|2HMpjY7CXjDdlh@$Cp}tu!Rr!k+(|^dWw=wCsjHT4RJ~>-J6tkwJRH9ec3h2;
zJd$nR?~%hbq&TibS#L=f^{9Vsr!ebY+&}o~VqHy;%U!)QA7QF}U)>peQ#i}R&NEdz
z^hzQ%6+y^;xFYX}{Pp|k_tMYCPSmyjA5%k353T7l7+Tqq&W2k-jvuvMoOg4biUF~f
zi`GMyj^<C$*Zh*bsvIs+Nu84V1Ml%$z^|p_Xe-&pJF{jtfwC+E;1+(13dBV0HFE1%
zZErOlB4ImAz$H>Y@^mF@-k7YI^Jr-rQ$lRWPB^RMro~)(ugFZKGt9(eervO~n*CnW
zyX$?XW9(XwNTPkw6_xv;FRrks9;|#MARFH&d@HZeR=iun?AU-wgI@T&GKN0L!bJqc
z4s1(41WSo}hsNjY8tNCzb;1YIv64h{CKF*==4UUl*y${$H%5tE_`H0j5DdNBlQl7P
zK}OQL`X|~_DkGJDZwD{aPmXl^r_dsHSed8k+Xv~_e?k&8$PzEKx~1$+qP;D{y(h5J
z&lMs}F@O<t?QgNqV|NML>9DaHJNc|hZmaG=X}Lq+c+u9>E0H=Y${EkdrTTcR6!>9$
z)aTX=&e<|NHg2ZNy&J=P<C1|th_D0!UfkDup&bcTpG;dL6{D95G$5Gmr#Hw9ia|r^
znbRwcp!fud44SLx(cdz#n0olurr0Iq-A^hLM`nJWw0RA3eRr&!$EN5EZ?xwg%ml~9
z=d~2hJ1IJEi_W*p;BX}tLec#><PX_<p&?cwuu|}3PwgZmU-*&zWDV1~gN@M}^h}^j
zIHx=uHCD&M^Gf_{QR(LM)Xb-TJ2kNv+Uvca50@<z^PJ!cZg&@`;uDUGG`H`6q6PnQ
zyZ_LF|7Pv~67zrAY7Uk!PW}I4T>rAZ|8EMBiJAGobB4O{GggBPup^g#(72t#j+uk4
z!VJy0p*RoWrrtoKYD~h$*u$I$f5^E@f}w1lW*?FBNM`;>pXmZW3--ID8#rtuO&byh
z&+Z?0ai|#NNV2Q?F`rP73~q6eXKV3;&an{iw{wzf8M-$Yj6x9Zj1zJ44_v%%He94)
z)NvHZD?pX>?ezugx%w<12hptdv~0RtZZY2;J!ugO>E0Q_7zYh=S_K!sM-*24Kw&|r
zBc0vwfA=bS>3_4BxHuwrTT#`ms*Wv_<wbk=J)wNl_!wbExaV?6M5+dVz_T5PCOoO)
z*Bc+<c>6yg{Fm|m|3Hm_lZElWm{&F?7S{iZw?6lU@lhFGddg^jym)nVA2&|gI^Uim
zi>eO^0fi)_Y$rq*8si?KL6U^rjR^n@lb?a~-ve4`q3@CNQ16B9@O~lLNTygt5w&W)
zzED|QYZ5o}pJr`dPHt@>R==-*e7?W`dHnp-?rk<bnVrGu{ChIn89fmQ0EA7(W0S>L
zR?lI3It2%0Lb=@9Tw|qs+dXrX4Jbba<il*#>X858ba|r-kmd)Q)$Q?^N>oM0n}P%^
z{s5YsNK8?ur@OKB!ZRRzc+AsT-|je$yN{vY)xal;)sIA-PMm~sc;lftqSbA&8{8kI
z(XM|}4wyhtueGzL^)RtP?W08p0gY5^vC~NM{Js?R2c4+5xzbmc`Y~V@`s!zrOwUhk
z^_E9jt!9{C4QD`ND>a&14RW|p8x8La`})qJubB{?+pj<d;Ia0Upsi}Wed(f%N5J00
z`mlB&3?9b_gW`>E_u6uPPtV&;(jp9#1BHtF<^k<~^L;MmXuG%FdHTcy2GYPbFd8xY
z|BJ0}j1etZx}BLbwr$(C&KPHG+qP}nwr$(CZQI}6_ul<}y`<8+tE*G#om6%@*{jyV
z4fO>th%HW?u%+^iEt`_`J!p=#!uJ(erAXWbxOScX!bVjn5y&;hk;S+r(`{S_!=hax
z<~L1MrrA@K|Ca2p_|qU3=8bq3?^jwLo`H%CTc0G@PD_ADgC!jF4M`i|15_((6MxLL
z%dQWif568yyyABYwE6Sm>L}aWrL%C;_p{N4v5R^BE&D!4rn}Ii|80YLDyRA+JwcCr
zyO{M}Z1m~^)YyO$suucfqn?ahhz~*`CIBga`vW^_-Sl$f@a5sV`@KVC0VyBrkL;Pi
z&ws^&A0FGzrts_jck};$dRz17d!+U?Bbfk%;&lhq@Pv)#H}QY=?(X2QlPTUa?Fn|n
zc0cjm8wtGeJv=B4N9=<AU_u=9_I#}H**q!1Yrk6He!KYe==|qAOoiUsRR8aAFn}ri
zvil?7Iem!ohibcffYc{`fyi)ezltWgpv8Tbs=z9`8f@6JWASq1N&fPB-;$Rt;P^MD
z=nl9lD=KY^e4a;U0pj%El1DLgIi`GdXE7Z+-^(gKWc@op`CKm-NZ>`MGCkwIk_SNq
zD6qbbkC8ReOx)tgb%vWdQ%pyl^P4_Wt$DR?c)M=#A15P5w>CYJ_eB}YPMUSjQ|A*Z
zRho64Yx5)#8)&R-TJ!8Jdc%*DZT9mml;dQ{(&RX7&4sQ~a(k!#a(Qt?wCK2#Gf;=`
zBspv&2h-E`M#hCDFb<r;9aH8E8Ihn}GP@iSx{6l0)qmyvX&~{SHC^=psle3h@}0!~
zMiA;LZM|`aFXq>YpE!(<w!Kni+Gi@@9uns(0-}Hv6t4RgVpl<kF)-RFBh9-k1NX<z
z*UT+2yJv`K#65r11t?yqs}oTa{w-HJuhzt@vMTG_<D4o!=XdHT(?xbnpA<`vlV|*6
z!6|-BoR7fV;H*yu5`YpUU;l@tNkTa{SUlJEt*I&^F|8rp++x$)r&TvmuzUju3I$wB
z`H~<Cq`b)tS*t03r8q9RZmIW5{-m_~6o&x;wK<SF0w_ZLgpESeB6VsHe6N#5;+Ta@
z>m;1LwV~bYVOE(9t;&feL6re>i<$y%(j0UB+{BDM(m+=yU1tTcYM|_fpJaI^&X%>E
zVzV$-n!RXHxnCJYN5>;Kd8v^)1=&E?Uf0ag4a!>DS<!Dz<)fp%;popf#AtO=K8!SA
zkNg>IpoRr^mKl7Omy=5}wNciNJbk%>;~>h0Spyk(gcJE3?`p9eCRf3^37mN{eHf6!
z96oZHw4iu8P-`&+wOJ0pTr<RIFg)q1q*@?Xy%d9Ti||lbW%iRwpeF<V-ya}TK)-Le
znHn?c#nbzt9sr`WEa-I1W->DpWO<QjL(=@3VV=JjWM)TpAO+QtbNsqd<a)v90coWh
z%eRAqiak3stgp|h&`@=`!p1B^6NuD~E`FNmkW`I9O^+lR^C$JmV)aI~9+ChwZK7P?
zXW<0wuXPa^1Li3*ieke*vzxd!H91J7IV?5e<x$PVjv70*+7#QodbKnH6a(cM>}=Bi
z7N^XrOcNi#($w<C@^9Z>=gdU9$cx!>mCRX$%M}Kbp$^Pe4_|%)vh>f*mL(^qog_oc
zq@c5OX!&Y9vt5(PLx3Ix)OYCVFj=xzf{RgeY|ROUB0_>mdlajBHM!H?Uc<_~kkEs-
z!XqgwjG;|^?#hMlxJ6w2VTtH3sL_=|(6pG<(PGc@Y37zwG1bsx2l*cXypnmbv=lbt
znKM(@JvubXI*20M)g?$#BOz;(O&#UPY~R?UF0Y9(<<z}ARMQY3!4iY=eEDV<qb<%d
z!BKsLBw6H<NnJoklhv{q*BDK-7XT4>W|M=9X(ddZCJt>)aGP0hVrP|1n-Z7mC6r@T
z0nZ`Iiz6_Zy<Y$^@bjDQ)q|9+BM@fKp~pCZtQatBkPeVQn!*etk=FG+JO9eqKd737
zuKeBKL?dp6StYDb*5;4-qi%rBSvNaNoFQ=(X5YpgrYye*UUA-^u6;;DHp>&Hi0DEV
z&7n~d9VceecFCI?#mv=*At0lShEXXrhOrUrXWRYSf0C`yx9KLml>jiZB7c}V>ATfP
zJ~+!%s3kQyO$WiEX4?2mXMu0QENz<+%q&@1AP6+>-wVp8ku{Irx*n4R__u!pGmTR(
zoD4fk;uZKGl~t7VT_Q`I94<CRr7$X~+ZJwPn8RNv=cUW?je+afzO`!UX=jk>;ZRe1
z&Y~*|6QMH{dkV>>7*g*OSMb3TQ97I)W==j%xU0FE!`d(;d)>KX2n(WI;urIH_$iJi
zJ*nE%ERrxSdsk^t+VjE%A$6HXZg;s{X9RnC;Sw%bwh1~KNTzB4F6PPGA5tWY{z2?8
zR#!!8*<`VNWWH`Wqp`Q4qJSaJVDy5+m}niOR@AG}_oO3hBO`X^(fRRZ?4bspIGo!s
z^%DwcjbCjpIYO%{a>DnFGAqE!R&c7q;vhR1Mo}E2I0X$VX9IPa$wEzBP8+dKByepx
zc6g0w#59Vgz#`O6p;2nZW(|4Z$)X{2UJ&)QE(WIV>@?RmgJsOD053nQ42`)1ujbY!
zo?cp&pfwN84=EAcq5uwQ$ku{6fOYurRGpAXcF%uvASLzCd=`R!%g(54G{$~f9^8lg
zb}U!5bDK?oKIm$u-NllM*tm^B)MgR&t#xfAf$6rwS#o96;b7frhCP^7RdpaYEaHjh
z#8wp=TdIO2QbtAeu*fFN$4nxZHD3PX<^N0?cz-mbp4D)|nXnq=n(zhF(hTP;@Q9a#
zk<&Q<vDWs-F5S{~dZYBmk?u?K-HjS4*)F0=N(uH@_rFT&tFI4(hdT76+0OuGx49n1
zlGB82`rpDEyq}A#6)go!28t<}*ur_3(d>Iif?DJL`Mr(OYDLoxYt7;~zG=G!V*!%E
zQ?TVzB_43~!kpN*k9*liLOF6RL|iF>WCp6(<|Rv{R*P&#xP}_kP(rcOEk~qU3rFH#
z|K$#Rg(U1=)f-nQ8C(kOfS0XBr44y-6z8ooXHN<8YOsZHrbUt=C=bORPYY`>?uQ-(
z3DrPwAvkB|Rc^qvBibhzTu_ggG;-e3@~<~>-l{g*novQt7+Q9<^KMYS>?X#ZDVYjC
zVNp1+L^`lE7#^+=m5n|b5FK(b@wN**BDJv7Q36fzi<so^ThWy`)vHAU;&t_v1Oth)
zZx@c5<mh<tAL@X$<A#s62i{rsG{+NduZ-TOL{d7Vu=S7e7XCP(Y3$iJCf`<aLhyom
zCd3syJk@yZ6yFJqdIVnJC{Fr)CpZFJA?~2k0<v3<=ozd>nA(LMAp(7peV{?D&=7c8
zg7dQ*29z_OI(%7446QJ+Gao(5`JKIb?~t;rZ`87#`JH^z8t0^B6ujBce|rA6M`WQ=
zF8;R0$Rnq8?Yvlis3?P3A`zUUNBbQn5Gfl;e4tY^OG<T<Xazo}$%5Tr<>99mx%l-h
zKP$G!EBu0)VXOYFpmHIL7h+wo2!mFkaQKv=rbemZp@=;GuZa5>{{qR0riGbjRoZRS
z(Rr3pGA}E}bLke)@R3-&6TcNFbn<5`-Xb2!)W4Y~yHfG;W?bC7{uvEB_wo`R6CMYx
z($3<!oN#!VCk5aNZoSdd2v-Vc`n3YsQRPSD=C^4@c*<ZO;$t%a*gN-qsDJ-)9R;|z
z&%v$~`ID%MnE6UmNWVsM1u4(b>IH_XhS+&wU8suKc?A2P@mS<{)N~_}r-q<ak4BdC
ze?Y|_ir<X{Eu;^d`^cHbx~9si^A}Tcc1JNkqg<R<DlMw;Em5fh<2^{T+_}NzKxAoF
zfQ>>wi_o=vfDW4^jSCSg%o4W7kHZo#^cSWjih~bx6&sW!WDLV5M*4?>K=_iWLY<&R
zY#%8694iJE1}sjTBYZC=Oju+e`QA~SY^qk3?4(jB6!O+Wx_4zz;=NdkXSE&U(oY~2
zLr|_RE<#GdHl2B7<YxUcI_~QBIJm#$>X|(dJ+sHk4K{+{wwZe}8<{;IkUao+nW{`k
z%YXTwLLoel<w675DKB!Cf<mA|K*P5d{#{)d<OmYea}pfvO4pS-?GM~#f_Hnz=52d@
zEz_As;L#WBjNLdVaHdP!Q|f9&W?XGilL_fVAX@&)QRVv@gdC<M>WZ*7QeoRl9&K^<
z3RYojYoT(TRY{V$2BeEg79GbIyJyG&z)^R@c7>+KgTj3$J|5D_7P&OOfsDR?Ld3dg
z+IdMkDZKHLjU;@_KFPgNk&h(P>ekVpO8D@qakGB-s-!pWO*ipp@K>uTti!#Py1nAa
zuiFlV;p*^YtF`R8ai2lnfs9$6#kFaz{3BVv#m2=x<3bRva-epaz-2r6)h#h&)E&;g
z!oF<MQv?1Nd}u6={1QBd)vPyyg{Rxj;Usx@RNgJoyQ5p2Pl!)jrxLH|<-+S7yGtX-
z*cMYbU`m%E6&f^Px)-Yy5Za94DG*y<2e<f4IQh&q`5u!-e%70;;(3dZ1QZg@k1?{M
z<jH|F!M&&k<{V98e8d5WLBAi3kAOZc*CgmYcx*iIpO;k4w6cWIQ@HnWk#ttzCd#mS
zkaeF*N^mi{oZ1p8+ei2j0Q~-{V@bvlnq@l^HmJ&QQc|_V39+b}*3=3yO&GHytmera
zM?%uolS6v@FwdRv^kJ=h<y?8VW7j>-v(hBsy@`E$^D)31(nP;BSgZKqOjCmz4_g^2
zc6CggNE96LJ=vkq!dt?y2|wM`D?g*_fhX62=i4gY+r4VArwGxZh3A_{!SD#u@XA`8
zipD}(O39s}#BAQ3qoIV5Tl683tatZt0)ihA=1g29_<<a$88t3ky(<qU)EH>Y@IJvB
zrsM%fazF5dRRDF18I#>1_V3S81D?3Ux@`XJSw6_C1R;WXEnMr2neJh8h{a~2X7U!D
zw#6Yr`?3a_%vW!!)%sd1iU|f%7_fDV#Ag1eMK#_Zi}aI*<9mK-vdJ1N)ALNamKDdO
ziK8aJ<#gMZ#54oRnT(6(zP91%&-6ay`o7`%w&Fx@X$K06?EYg)BZs74e^jBdji2c$
zO*#uS6}vhcZ>FPcEzo$w-|q7e+HQ(?DtO|n8f&u)z5No@fxJ=`C;^3v(1Nm*vQ%H%
zwNW)8%1b59)PC#VwaZKVRv0Nl1&-esyn0Kw0Z*%W%F-Yo4!CNQHIITTH;mIKO>eXM
zU+bzfRj_|Gk(mlLiu)5bCE77fG?wDygN9janpg@S`$+|L_JkFOtpXy-Dt+gX!@vhR
zH$U&f+EX$Dfw-5X^(mDB(ex#*7g*%m;4ooyLGBE-`rY|Nkx-ZT1oLs&L<G*{z;}$b
zEM#_D@4!j3L+!%2H(^?w@st?A#g((U!^>s^=I78;Hs$qp2W^6-{i|)@4?vSp^mN0W
zsZ@zs0(hd5ULrzeGnVCdXHG2LhoyV);9apnsWjZ6YM$_#0OuW{H+7!6Y45leCLCV?
zHdCrVfX)NB_0Z3~1g^=M!`dEu0FM9><>tG*t+3rt8FLEL1L+&Oth_+WJ}HJ}JpaJq
z@@qWdqX}<FZ2vq8g4&hc42Y}_c7=Db`k~m{F)-<|Y>Lw=ulz!Irgxx=Y#B6REyRSa
z<Zt9}l=1vT_W)iLo~Tm^u-0!m%Dss{)xYQzdp%!qFMSUVtq*u(?UKRmzri#Cx!R1g
zOC=X)<be1zgBWk=VWQ)CG5hB>_O$j1SL~M9#|O&uaYbn1m<QxnA-W8)(*(czJ)P3s
zkr{2HVc5@MPk%`g26sblHS`f=Dq>1Y2%tpz6g6exI;GxQ{TkR{74wII7w5sr2a=a=
ziCh7-2>|a6+SO~phy1BE3%Wtg=s}P38)NilTt>+rK|NXRXC9o+4QunXyQdmq`25(!
zSt*E_#E5VNR2DwksCs>wqWeq`sD-?CA_{u^hFf#gPZ_TDzQw<xw5EF@mV&tu18)X=
zdSk*+R4C(M?UCHFKK+yzKpsCHX|6jy4?gK0t6I+|bWt`TWc$em#Ytn;4(00;HAPty
zY!Yw|$=!lFMJr7IXbH&LNwzg@!o7{XPVRBNW&~*jZ8+V)FvDQuzP|O6nb)~fO$vIn
zA{71LZpKh?0gUXjy<&&7gz`@g2FD108q&6*=3tFx9TL=MaLc&cCaa8U9C|rg`Vi>+
zbKFoA-9neF3#H_*>CJuWc;t15&QUoHd1RtZm>5dgveN`XJ60}G%xJTEy*$`HY<M&1
z40oqRZHDRy-0Dy0Z|FD6`s;%P3QgzrcDoj5vV-pHNAqU`tR2*Sk&OW71>Ot3dq64o
zvFeq2<ZC+`wFOO^1a(o16+@gfE<%n8YSg|y*^*y+ThKXPlw~c4a3(j|`>#yir1JTk
zA+Geu+?XRMZ_1o=JE}oPhZ&q#miP1-2b0Okd|TWma&?-;$+De_!v;r?N7x6?3+fBQ
z3kff!&Ayi>E#9HfC$cwSPj*j^Pl}I9DqSaeXBE?#@|pG0kfTpOyji?=v3GK}T8~nX
z&QE$CNYw+!Dwr(X7aNbge@9%!(Q}_xW8h4GOMc2+Hd-&CHRfN*qK+|Ccb>C6w|-D9
z4jQtBJ!U*%Ek0S7xfnAJwy4Dfj@r!Vu$W@WgPh(<e;?TQHxpYcx`R<HM^yViJVg!s
zXmj3hJZ}&xgCVVGdo7!G`6qaRJ9nh<;_qh$n^KMbc=ri`q_++)eF~fE_B@vbO#sDo
z&@Q<+vShNmU9<e*V<nm4bb||X;Sz0py;HUR-<a=r*fxG1qlDfNn;;~IoUUlzz9ssB
zwr$phv{|2#v<C%_=x2cAeAC`7JYz(ev7jxn#?~d*$X_s(AqJfg+q>ULMSLPT`^9%9
zL2HH-*}fNh%BmIH;3`nkpLC;$yJAF#4`jE_9nn<BU#T{O8b-X^W*>KsFZ(?IhNK5D
z(bT7hOwk<ff>*<4x?E*%O$8=yBX#^+Rwrf)EOHrC30J|lIRQQ+{xs-izyDdyqxG9u
z>c|7Q379%}V&AuR#cJ-it~c9NR}HW!>FI0ms{1Dz1L0&27&X5$%i;L(_7Sl@O-B0)
zkW*4iFU}4w_pL$?M!CebsFUxc<I8pls~S3YBd&QQ%03XJiI)g1Rgz_n(*nBUfo)tC
zQ^u?BUvw^!3OLhS;0~z%M6hWP^a-@$LDRUfcFtMtrHgT{M`iB!l@;*h`m;G)b7XVO
z7r=EpX*2S149LwUyE~?5g4am5cgKjl`lB&BaEL1*bN<NCE`$pT<P-lVA)8Mee<Bx2
zM*bRunUP4Fqo5B3k*}IvgF%a1f#J#$M3IojJ8UeK@E58(IszQv`6|Ev-kk{Y3Pju;
z^A!UG;#7y?l?ouTT5So*;&k3<^GX5E(5}LYMd?U-Alxm;78l!}U?MAcwB|y&m4#cy
z5?Y1qNcs?wX_rs$SK|vYI->NC5<yU#Ic<{d9j_DZk5giKn|}H#UG^Y>OgNr^(Gm0A
zB^P?33lus(LY-hGc*qEHn_b3ZJ?suwuaa7tS7U3fsgx`F3Avr^W^4STi)2iU*DJc(
z7>4*&Zyy~W#_RQ5L2K|ttF?PlGbod1NEP5xsrPzT2A^_hS<ZM{AA-RYCz3T>H!!6C
z^k>|h?k+o|yHL=WbtHNj0uc_!mN}k<XMn9I2ub}CL$aaTGVif|en_gwP($7^q;#Fs
zY6D6td`LrO<X$QvB4nEp)ZP;*yyI&+ijJ=<dxMk)!1#2M=~?rB0Z0#?Lu2R#X<Ete
zCmc_9?L(Q4G-K|-{@?gAeupVYs_77rV+ht9`zu)N31D`a!e?t+8y@9{oDRBso`XYP
zxotLLX6_4lIWR}e!Lc{NqhHwSs_7PK#1JBpy(|$iM8cG1^vds}&pc{n5Mpg-ltH?3
zmu<evF~sjjHXB`l?B6swJQRtjR4=m0J=icRpq@_Peuq&E`Fxw0CqCDub0Ie>R55FX
zQUwo<$=X$W8@@U<b(1>7R5Li^xwfvs+Nvs0-0Xn@!NjH{<tV9chHbr@6*yXU=tM1i
z%l-Hy<G${@P4F>%7~8(cKmElqe_dkKf?n2sHRV(<WEaS!LpXLv&ac+H14+qKG#;fI
z*3AdyJ<jiS@s+pibo;<Br+COttH)9fIvnq7?op8tQzsa#;tY$ZG81=f*r-=A)^I}k
zZRS2Kg`ET@jDVF1^)6hjW>*@^plx)XP{uSyCX$@f-hn+KIY=D?AQar7es5Ao5=l6;
zgJkFVJ_s5avL({QC}%L~X$L`8u8_I5ZD!?>;p_f9yLa4%wCTV5LTU@oD^sYDLnj6e
zW(i{o<3aXY0(-I7x!)iIGu-cG$+bm&&HeSG&QTBPdMz9|cHLQD%^!}<N3m~bdW#l_
zFq~Tmvd-xv30Aj;4uP2UJef;W!>2@BOxS}6MAcqWGP?dwNahSmVdogNz92MB2vX-c
zcd_Y6k0t2i>T}bTQN_`dDsz@bo8I=Z+u(?yhW?gzmlcDf7A#w0ZtIc{y`s&|+toO}
zOkbwZDEk=2tXK6FmwX$Z^LvKRzGKE4r?FS=cl2EO2I0u+RijLDCDwC9$D!JCFGSEn
zPv;Qyy4J#(zWl0)!N&8Rf7vgMH7uMio|Mm{>_~X1%1EX#4<I{~iy0yym4dO2q7fA-
z(iOei`BcL}S-d}6>-zYsW%xWlU*q>9AAj2wKX2dZB+ZP!2e@Rfw(YK@U*i4@@P55j
z;OV@sHo#52T(2o8%`LkO?6siPyiR+~>5X_l^ko;5WxE+lUZ6J)iag=){-I$I=3S;{
zutq<oPMLgOIRfmDmKya3VI<V8U#D@d8Dl2gy4dR?;_e5x=ry-9La>z}<O+=E9jy$k
z1A`J0T?^sar5?yA*SQ=SdgP<yy`e^e3kk<y{2)iH#8_6ps8a4;whKFuU}NJlC~D=l
zk{fovSTbu-FEDFq!)r>PM6HNgLCTDw7t;M<_lm8x-If@BQl&oYtVrPnQgbY`6g~q+
zo;l~9q0JP!?B_5=ixx2%0Wxb6CPCv8l^6EWCi{w&c_+wv#1SwS`zrt>z#wL~WRh+C
z6|e!R$-tOLb)hsbNtzpTnlLpw@@)zqWL2PlcpYdL^v?3ouMwQKlJ?JGbNqd7Sf<`!
zk<Ppsm90tO;T(||R+cPXE>%m^kcNrS(b}_DzbRwZ`MIibgNMkqFk73WKmEwwZJs6K
z-V{|yQ?);`oL*60GguA60lNqTgJj6AVm<{nUi^;%YOx6guzf%jPxnpLYU@khg(R(v
zLpqm!3$2c`sCvv#KnW|hTAk~h^akj*$JYpD+gg)BgZ+XNT=AAHo92%50!@q9hqmf`
zlWCt<K^I?Vh0QMAO>OF~cO>6&9$(XMpJMeJVaXxU5~yr+3gS6@movTLz6><<weWFl
z)~F)iuzNF7_wZz{Au;ciW)z|Wv<Q*|q)3YL04*z&1Msk=PIT&{U_QlO&|qsxyj4_w
zp&J^-o;vUK95)mZqV>@O?$pHKqO3dfNdIQHxC8Cf_WfJ6z=$6%_CmOD-P`6-9*D$}
z%ESRj%XTgkIOuloMZM-4Z8=j0HEBiILXk<K5%k2aqc!b<Y$mIeCTL8KVJfyaIKvJT
z;-1L-<u$Ne2SYEvee9{axasGxF75gr-Sp(>q-}AD92U&sM+DN!@U3pI58vD6m>XN*
zij!2&@rEcHjAMMg4IgK*^EwYz$qk09_^I^FFZ8&#ZXgB*ntNNl)8sRC{l({Ynv7@-
z?@OQ0tgzuAI&4#FY6D9o{eZJj3|n^tv4<OWH|V9#(s-P4wepmgoU;yB1bi|>tCu_?
zfd$GLDr8s^Mx+4-TEv|3BK3KSaG@20r8~zi?XTh!mw3vLnY~VT<PB6imh%*SiGteN
z3R(BP1RfWCUMwnIP;b_46>paz>&5YTW8#9mwj>A*%itp41fYmq#BiR0hm=+Nk?FI+
zygW~WuT{IBRgWy!9eRlv>4|DbGB_%1=oB>QpFGlLTh??D(*W#3*B4(gEF&sYBtKd+
zsr6d^RrP7)?77I|`h3Ff)Z<t4V9&IpWHz8CtohQ7ULCWxrF#X%BBOGn@+_>r6AjU|
z^j66?swynYj4Dtj6lkO6yJn2W?25UGV6){h)`c!duokVJt=bF^sTv3Qjwxm0S!RJ;
zP-wDn;6L%86P6#Agh&!Fpao-=&FWUHaaRfvO#6k?+U;1fyXc*9&<u>mIYXg&u7tx(
zLvTrTbHroGQO5e$Lq;2+7;a|JOk94HNVt24cA!`62Mj*#2*e+lak&*Xp6ZC|fuX&7
z8ok%nqHe1w<Ne@x2A(Tw&YkZK4TIj)MsO6_md1XnL8v@rIhJ)jJ`MDojc@M*8KNDk
zti|BxC=Z$LLtGZx3vhk;-hQYbod2Gjjx)r&^!u8jjHe=W+8$<etIkWZSdlCiyQ3S+
zYpz~W)<oVW=&jwYe9Y3SS`~?2P;{*X)b>5PsFqm=)E^)B=xe{~(_wVsSNW3ubvUa_
zHkL4Y>x+vV|6a9RfU$}Bv0wH-?u!0ms2z*~5n^MTZgR~MKYHJt*yyl7d~BxVtlZIg
zGeq;<1qHsG2Drvt_bHtDYqraEh<?d5M6r)}9KWGrDZjZEpaNhuD%KRaoz69NNI@}S
z{9;aziT5JQY@E0nM)bYgxm;dV!KhB4@u*1cJqSmhbzDw>53WY(NbQ$tW&aZHILDn3
znnk;Hn<Sk;9)NBvJxdqUJbP5eY#2PhSl+Dv<<^fM$Ue4R#c__9J1hRagie?qBUI=!
zVm3B3HgRL}DSZCzt+?X}$H|(Mx;<gE0i;dYvSxCfaX{N9xbDwzMEk((64>zKM9r_Y
z5KigbcB0;&(uZ0(OAU9NlHX466vItPxyTQ5!BClZYn4K^*feSVuAT|q3CLZDeqU*e
z=6}0>{m_|rlZx<&F`n`=%yK081Y<Hf7H9;(+CioohiqbJ#tnu<53WZ`eCVz=M*GWz
zS!u~Q`pnqDKDU=SdKq82RJmH*O<-b@#9`kso*Bxzra*dJOz;lBFcH5a)6o&Bmc~%6
z%33oy4x}$iMB1i`>&TI$KC6>#%N^zm_%%}tz?Pmr0l{9&iQD{+S2#C7r{!?CWQI1`
zrONYgxj8{cal6tZj=S0D_09tahYZoh<n8|CRdaH9BCW$$n;hA86b)hgwf3Ybezv5L
zydA!*UD7>*BWmHo4~tW*_TfZ2uJKT1P{pFGr@78PL(<sC%w-jA0-;6Rh_x}V&h6E`
z5~u_F;kCRmur0%t^fpr2;vn;?s1rPcHeNkiI$AxWeXw!75L4{7JcogF#%{q=)wEnB
z{iLaH-bh>5UFE@c;9x&Y8t*u5jC!^EocaVyU*y5wP+@-i1QazH)M)H!N<f1CtNsY5
z<Me>z+&JY>`Ah&<%ri!I!m|GG_YMUN0jIuT2*K`_H?7Nh$N(!OK`kv{h-qE2M#!W=
zulz3u>~YuR<S;htbN#8<JC^8t4LdAp(Z<fH>WNf$AXft2`E;w@jg8~+*^n?!2Tf{L
z3LEY`-U8lAh5L3%&Em|ggF9V<<c)rF)e9rUV>;7<MNR&@<&=W4+sHJw{`%#XJ0{a{
zgOF6C8_o7+YJ`ap3faM)&5%#S3y!UHmc_wIrc^&<AkD5`fUtc({6E7{<z%TAP(*xq
zL@EDJXY%W%_2nujC)EpWm5QdSs_p&C7AMEGW#yVCiC@<W<um(*hm0T>XXoq7<L1lT
z=RQ5th5M!<=L9E=Z+3$OA*XB>6wTf=M~k~LOgib*^|>$siJ<Q0&r}zuM;uc(P?(gT
z5aRYb@F0X<1|}xjMfh`dHZ22fp~gyba!M}8`{7%0y8{y`wZi3DZVRil`&m+10^6i^
z$L%)Mh1mAzo>}5TjauSG8ItJt_gz_m=?W7RYlY7V84_(F_{Ro*P-No$7``_(UzSdP
z&2h$?AQxI)*6Os}vHpqJ?O<V7%|BsCh%l{JeFh5HLZiY+NXI%uIJAgsE$Vg`2!cDD
z5N2ckORL8scIix#Zv0nQ1>Lph!ghQIBu`1sy=VT>b>MplIM1U#YtljXCgfIQysP!3
z`WFnb7nMST8}yo9Yl@;R5(F8*u-EXgSlpb0z?I=TkyV{*GUCG7XtGAWUaVRTGUUAh
zA?6m<q1J)|zY=gfq`+(123ArF1(6s@Tt>rLb~YdH)8H_UKWsrpB~tXxnL?bF_%rfN
zoe8_g&>jxMM3VAZmw_dw{(iaE_NA+VF~V1YKwE5A$9-|bl72NAhIN}1Xp`%;jmjO4
zWzEhMP9hzKVW{W8a9>vvaa7%Nh=AX5m*RrtxnkYK;?$^Nub$b$@rEwGkJ~g7h`k1U
zbYbjgw{tO}`e2lr_DRhi`vaweGSsNIL(5z>$mE+{DgZCtPU)YQ%x-6sW}kwH%L*x@
zvLGekT>XI@vGIP@Vcf0}gTP}U($|3XH@FNp7T<v9L5e1E;Gg}p(Zn+MZqo7LD`FrX
z4ev-UFJNE;(ZtWEA^rfYa5aE&-DS@Cio7wR@q~z1xSION47F{5+hS<f^<zQU$~+`)
zL4u-M`R_0#CGATv*R}$mZbBoPyE7@Pp>G!h2VAal(%LFKHSSv{cO*dbBO4K9_K)|@
zPaI-p;5zj;JDS)7@|j{K0gHfwf@ShsnxnkkfBqs^+aN|G$mj*O>>R6OZ@-0ZJ#+QC
zjbzoS6yo4iO1hEObKQ7p({^*C;Q<-?`4H(P^%Hc>%*~1J2Rznm?E4?JAzt-sJB{wP
zB4Y16WD5aTlS10Qpo$d6I_AVyMiQ7^Pkd!(cX`g`eqTuXk1C(b>+8SqeG(C-8UAfw
z%*|3%=A`apW^V;Kgv*tYZxHwv(+5l5ArYfa0ug`6%HjbwME?U{6Oan@%Ln&(xqE`c
zx;?ThRP-9lE9MOsyR#AFs7)7<J1~flmxHv8z^i8nyhqbQo|m;GID%6NN;E%!<LRxk
zDN8KyD14|9O-unE&$+Q7Sp*~iJlef8GqSNUFfe2O?<~nQ6*0iti`{5&K;4`t2P$Bn
z2e%!df5ZV9A8@99E-s*c!hsTdGiwlcAcO=)LhR0ybN_BE!o;v7hFa_6vY(_AW?CHg
z8{}?I9J!1vflx^Q=nv0@#6`sZgb{9fWZeVIE*%_fJi#H=AsD=pb_hgxJ4i?)RxG&9
z4Pq?h8Hy*36zCvGY>i`k{7yW<MjMAeuMfBA?8%A~kkSfv{A(45O2;XD7T8#2HOD?5
zgQ(Od4|#JM(HD|K;b2vOymNG7DXGYv=mQjf4ST^338G%0e<+!JsAYa^DgH1LOQ4@A
zX*Th?e1*Bw-=ZP|5h-tKg0eYm+MHb2=?Ob{lfrv~kWdI6PIhrzY--v4sM{!`%|dy)
z9sj(9$l>wxN&;Ca4EU-VhbMB{lE6O+6M4YVSVuQZ<`P?_a!v}aOMZwY-g0tzzkGPV
zQp9253nsD!qw?g)^9?0MB?R-i&X`J8JLu7hwX$azsNG<<LbthqExG)UI^YAXC6ONP
z_OcVLrJ@}t4JWQM&SG$%sP3H(QkK*Wz+RhCa>L{Sa#c*cnA#iqiR0+y=w8mRxv=KJ
zD9r|3NLV;geq*f6%N(Fy+kbl{|3$Sx^P-zNX-9_1dBeikb104@)R)}~;6^JCIvw&`
zQ49>qGlMNs_>Zrcu8Y=5St2XCe-_!1m>1lbkK7(WKp@oX*!Rl-lz0QS)1pC=fVqA-
z$HCUl4wLH^k)W99_fA>%V4^p08Pu3fy}goZPy5#8apfBu6Gd_W_jOF;Nd+R&6)B$t
z$0~3id;ELY8bfuFKM+jrh<(T$9g{JvPMzFK@YCDd^Dcf9w2!qdj}3>97o6Yj-Wj8}
zS6Z#m0~>Hf8Ym8t`>Ti4UrL~7=&CA+jv~^YZdflEPi)lRORus*U)HlCpiPV*g0l|7
zCF}@z24oU3IEXIKfXbedjT@m;U5b=_H3ykEIjpV&2v|3!=*dV&%Np*FjFLPV5%yfN
zxs^#Cha`*K+u`lwxpS|i09}=4?S&{x@^k9VpSaf8EzwX+%iC!=TzX%emq%#+;+tHi
zuwUR1pD^IRfZoGZF9$WuBv+K+;BY=3A`(dY_a%W~3;J5|fm47@9NtO61cuOLD1iwq
z_91`FO`=}HI$q((o>4=_oJgIp6rs;Bi_6TOWU1OPjVkR(V%mZDgd=u|TV6U<Z%2SE
zUGR@7Cnd9@u0N8YeImsEz+)hj+9~(;+U}%-a-ndXoLro+yf5F?3AIsSVa}o~WyE6)
zPjAE~(L)Nm-MN1+CX~lis&iuwP?g{Da5GUwfyX8~$oQ!|0G34s>qNxk34s;}NWUJ0
z&Jd|WC23H;Yeu_Ll^}u>Qxhkb;cBIq`qFSR_lFm61X;;>`1=c1vGkKTjGd$fE(<<;
zk)l~T-NuFbVq>NLqr`x2Q@ZAHDyOx5vhhOVqhCA9L1&IfxsIH{v#ynP;h=Su%l_&l
zpi#j4v=t2c&!Q`-b$_P*!u<DO0N5b@?G0p~#xHL;ZY04!xR)&y65>s}j1N%2b=+6B
zEIOn>*N)vkgvq6nQ>jJ78A*n%+yXL5AaQB}hRtwkM_Sj?M(%M9m!rm9jF~yTCGUf?
z!sIwI>>CTw!ihaL{Js&hI{_!cL0tSm(j4x{tQ8Ek+|3E$vKs|OIn9zA1sxPjy&xB3
zVfHQ%{$FO$6*RKfVVqS5pLuadRVdO_A|PE)Y;`xIVGZ{8Cm5pdVFS!GQ1?$@#;{&c
z!=lVp=oo`ooWJlA#~~)0<;@VGlcCh`#@Oz(;Cx3dZP)X7yq9gCB~$=xa}ZNwTpvQ)
zOBrY>7%5wPra(hZ%fA6d(~V3=mzQU_f}v&%B+0_zB-e4khTxY1yL6`+adlU!q-p@t
ztzu!mzOEHaz*YDy34VtBCr#5eTncd8Wg3jMjOtyD<ym}n4;j-`SvpSM&8)@FSu#EP
zn!qk9RKFb6*Mq@}3{;z=sBHFuSZNm`?QQMBw{F&+*;GE!U-lm6@jPk<vdJ3>Y0rgS
z1qPw~r=;+lkjGG?sDNp^nFmrVcP4if-HU3yXm^`J<l_qDkOY^eT;tIv!O>t}&ycT$
zs{WCV%p}LA%<&|cA3W5Gqs;RAqu2t(@7b1>O=m_{2a)K)f`C{cvADR|46#^a=zjVg
zwGJ2l(^sEYu?w18@1YbPKC<&2SuMNXNH$YmEI#@nqLw6EEu>-ZkqcjTv8zZjvPAM9
z9d5Y^s<p^QmMOaZD(8|P_nuxPe%kx+f`XFdVI3J6DurT(qN0QZ&I!(9z?mQG1n~ml
z(FL@tq;t2<;)6TAV8D0zt^%nFw5VG=++zUFE~veH-bbFJyNP+@QD780Pw&HpRv9JB
zE|ElFQySb(+9xuM-u%vmk|l|Jann|~bM1WrHJX1>6Dy!3{~<30tnn6E-wB@zFCYkq
zIwRE<7Y^nz*o5}Axn4FKO|CGa-tMxpWW2);cL&tLGo$Lo4DYh|Qc;C^#L(`_mv)XF
zJShB>f_HkL?x9E`#C#v<w;Z-a820w$mHyx*N&k=>ReLoAIM|%gbRGRHAl{`UK5oxz
zd_zsBh8TyKxJ&*gP}K66{JZ#H=QC};wYcSTB^k}*KVhD6vy!=KYo72Nhfs$f(L|LW
z!?vXcF^j6As+P}?36L|CvzPx(G0{^356lqj9-#XZ4<+!no8x+aOSewk8g!1lCtO89
z?Q=&G;O<}XV5JKji1x&)f(G<CqNycZT1Bt#pXa@Q{@d5(7hA!_c?S|f)5A!DV<g$i
zDGt8LYU>mZ-==kZ&P_Ob<yAf1;)ehaYwgn79t+>5;oU|_n5c}-ut%aXwRH81XhKkN
zL6*CAJEdE_b>pAtYXMjR`Iqt@J>W!ey>ieF{vzAw#85pm;>4x9nDd@q(ZFeVQ3<=o
zSs~Q?n^@0jbXg6j-U&hOtRwutvG#(5j2kb_l+|0C7}toz{q_Lq9;9;7`BvJ$oqriy
zX#?6V3>m9C)_OY(FxJ{bq<h%1H3BcZ=xI<(a$ux%GTiBdO`g`^R-9V5@mA`1hgd%&
ztV}spAGuTw*Q92Jnfu@+2yxAeglY2pOnCM1A8%QaXoQKb#Y2)2&VN~czSN-+K#0r&
zVIifFg>+yh*^o##=X(|Y%qHwAL=oWR9r9Noy0Zu~JtFI0y60NtC4jAJ0JtFS<^k3K
z+M0(^mZ}JJAq+<<b2cV<1c&;mmo}lujxxYe_RfOWGS4aj;sh3im!9Z`2v(rF&zU0K
zn%0j8KIRVDpL!?cm{&rjqXS(@pbK<SR)$?O*1JMy7BUyl0~aW%YA=?9Zcfp!gnFa{
zNJO!S3iS-(w)G;-N2AUx7;M4zKd_(+3NZsn7n-qr7ji^X*D_zT3Bb+k6fF5`+2`6Z
z+2#eMk<JQY1{;#pi{<rm6Ttm52oF7Rr`CGvIppCX0CO$~_bdf{%o}htCB)usQUwZ7
zvOy5$SWX(Fl;z(2%R3uHfye&w^4<pA<Kgx76JEo238tky-kUuOUF$vzR&T(9OhcyN
zQ|a;NwqOVu@>Y!I5#K7k)+)S~4C5{ob>ts}r}J2}V=*ye7;x?B0B-c5HIO!DU1DYD
zQmPJ9^Nv`h0j8({)H20y=fhGps_CLh?{-jQjO)Da_ab_ATtg4`NE_~g*`Q{FLj^lE
zW_4A6D^?va41m$FfvGad@qqqJb~A$mld3EO@1lZLl7O|9%iHk4y4j!=%Ve2<bLImQ
z^6xFTElEZeLN$WLfJbR>)Gcv3okP5dz1Wf6ojPt?;l(r>cBLPXH$S6>7n5sZpr>48
zL#+0-1mUB5XotG{ha7@>5%1U{HVO`3Tvcr{HJgMD)9$fR_ebETKstsg_?(Tz$V+x<
zs$zAN%{He}(Guq<SA-Ucz?x>caaSOgeCI1Wrd~~BMy(jCgG8_~GdYT#&D;(;gJUDV
zE8Hllba<|EKwiCZbF1QLm61|Y#lid5R^$Q$VvoInhyx4}k{mNL4k5}tvxRxJobpr%
zvm6k7BGrF@qgymNayP$)N+Y!rv%&VEM=j*raJ$6IV|TP+H}|V@TNBKyGK*TfpwFT>
zT7#~=^W$ZiF+%10**%zA#V`sxVQSj9iR}UeGg=wu*@(x)g(G=ww2H~{S|Cjz=xJts
zZGWUvhs7Qvv&eTD&{=CvgXiyG$Ep*ahcz8tsES}kRp&n~$Ex=sm@mwJ)~o1e>j$&0
zN(*+pNY;CIEmo4bPL&(su*=c4b8(n8jP2HL$9fn(V0hEr>fAFxU#FL(H*s6k?Kd1)
zW>Hfm&Gx^t3F}r)f2CI>4D0f+Pdxq<%UfAlSaJg&(JTv+_AWQ|*K4ZiYcp^D66iM-
zS<&iQmF`ko_sius-0Oy2Tz5a7G?{nwH^{G7GjDmdOCn9F#=!jK<Iq$9uEU&jOqp7;
z|2vQsZjhvN0+2Ima8C6h!)r*>i6W`3bp6v|WQU^5yc_v&`o+@m(@@E%^<GzLsKr@7
zMX_a)W?QXmr8GA7b;_dhgoVnYUc{zHw`6c>iCjlja~1ww<L+zZH9^35XG#zUQU$3>
z6JaMy`<Ult!4R1!MD@p=DVGcyU!wJn-m(m`6ZQx|6GQtz6?^Db4d5z{eZ&ZX*}7nv
z-j@zQ)6|-j0cc?q*pdXj9{pfCWSiU7*xuGug!3^`0Bfni4%P4srI-4-F?OOVjJl*~
zR#t=La$1SD*mRE?PkqRjF9b{a&t@As-ag*kO#c%QRgM~ViJ7V>I8%QbEcVeJ>N!n-
z2|{m@?z@?)aq<QbwGe7#L%pFsEc_9<j4~?hSxF|A0IT5Vk-%9zCCmjrn8QL*kE1Ip
z;0d@7Yh?01N<O@?v97pe?K2}s7J=D=ZG|M|vizAUW}#AH0Cefe0M|x&hyLf-y}V^W
zRmU~utt%Qbl@8`hS~QDFs758ryj=zI24vJYhX$$vhr4`LZ+2=}-hAyKi89<+|MrBv
z&7DlLNFEFsHIJc&hBmdf^p8wrtt$0_QDza|GSs{~<}$>7#h}Dn3%#gSaRG)Ax0ZTE
z-UEz#KwFWVPzhFK6llSCCCh2SDRWjd?eg+sy0l~6a3O=td})EH=m@rSk=%k58mswZ
zk*Q2}`OvIku~RUn6^fRTsU<@`2eaVJ;B4M00$oXjQv0wvr)W_PqvDd#%|D^4>}fOk
z4EUmX^{TMtwf!<y^fQ8WiL7Rcq5_U^00V&h#<5w$%K6@c_038~^Hb6;b%VkwvFJ^C
zPFanjxeVq2(*zMA3rtED^Cl7Li&bs)Dh4HtrYJFfDWNKcibhTa#dJBSKwtlGRxBlR
z>40%nS*&s&4X)&AzspH|Y3T$Rqr!oQCMA(S`ZW2P2F$;8CI=nhcQ09$TD#8}S#Dg_
z9ZXwU4SIe0?O2y5Ur_?psMG|SHBMX-p=eytEK!j!si-P~R3#-9+AN<dEgcobNh79W
zHJedz8W&93F0drX=9g()D7Pq`0ppk?SHNg-*r;w{4oov)mZUAshS@}~4uX&AS}x^S
zFua<}k^!h?1hriJ*TfhdU<r#R$y`_<I$QNb*%>nm)JY*pO@>Ivug#u$L=XVjq8en(
zlHCF{U)?LIT09DSqQ6U^#v*T^38C`JvKMgR#%>}V^K7A%fuM_k$q9jfp{f;B4<^vU
zFI;WG*V23uNU14Lt%j*|ajU6BUkQX3bRXRp*^@O5t50bOlbF=MZ0QuU!veWqbf@2s
zC;&ikR<^2H9*SF(gOhNiob}WZ^b#nu{K&Cr9JmwnQQ4&#ouG5s(i*$;pXsCA)VjM>
zfk>6oUyMi=$VGX8L)Ym$qTbF`8mUl*z~i~N_fl|=oPbdwcszWT6%2mTLd+@RDA;_s
ziVhEIA|>YtW6=>pLu{mH?^rCwTt77y5foDqnv#kr__SRfr6x)Pn9)c_=ysrpe#iBH
z5C~<W5^{T%`gaX{bRha-MvNHv_OU*tFiO%ex(Fy(kLoz4q}Y0wq%>OnMG0_(^rGf4
z<6xCIxDcXj7E?{78^c?NnH>bzGy|M8uN0D4dyMrEDCE2Nf{5d1paJR{QQ4T4vBRYB
zqlyuKQ2(j0=IyfN$xKV~3xa@K&+`X^LXR$ICgYA#V%_q`!(hrRq=p@<3;m*DLi=;a
zO2Leo(f!r|%+Ma>OUf8Euq!8G`rek*v0eYDp{XcglA2j6gN*u+8`ATUk79Ok2VpTT
zmGhTNNVkkCt$~{hA4(hBk|w$mxUTX4@POpHPK*^wLN-WH&4)9cZ6dapw$^g95ite8
zN>cebr)E}<(o9iMQxyT`vsdLh5^JUYEkTJa3^_tI96g&v_&bzFLgJ{$kd>j6n34hE
z)dq6rW`xlOvi1m{s`3v!LY7vT5TAyo5J3P|$=Vn~FgZspGyBg}BSD*6TM^Nbqq4Ob
zV1F8j*urUk<No~SV|{0%etT(UYiTVp(x?f*y8otsrG9RFT8`R3Oc2Gqm}%+|P_6ic
z<dhKcq9nkVq12wo{`|P1wl$6-M;SeB5mHCkG2rR>;6tPOLjKan&c;noj;y%koaC%9
z6BM9iedu93mAHhk4qt7|Pf5Bd8ft$1LNwGwR3QaedDIm366M2W!|}7m{Y}Ke*vfrD
z{+LAwCP)UvRF&8<eSz}g4mDu@e;t*?4G}4kla1WHO8%r9K%#x!!@e_Or=9sDCUFw^
zL5_h)qBxB;2Mh5=oq=3CrFUt<QyN1XLtK*{NZU1cu=mZ*AEc)>@6Tl~)m{I`zW97r
zroDC6J$Al-HQKV8v~RLJ{?}$Kw>@sQzqYsXv$i{4{;&Pg0=Q%#RYKMvBtIK@<}W#N
z?U}b{>D^Hz-^{4ohuk&11?({)<SNC!&GKeVsWctR*#C+7l@Z9YiF#Gh1qXZiu=96?
z7ojG?{UU5LVSi_7Q7@_4JI5t$&W66}Wi|-VmMLjLce3Z)C@o7_aHDMCohmI)T!4$o
z%iur-Iv`_!asA+dlVwZJ+>tL{y1~fP>RIDxxZ#W^H212|p>pIAh%21Wu0w((%yLbP
z@zqrn6fcZDOsKj;9@Ek3hc-E6<>|)yDtSW`Z$;i0w&;}*hH_w}l=6jP?A{m}Vx%jp
zP?_4mi`9s}`ZT>sU7BF6v3a7@Q-2dpRo*^+;tnq)SA(v7eRl6KxJ#)1al~Z$WIZrF
zN=63InM#$`#?T=z7?((790p+-WE2k?SFBiCNriDQO0*NqB1|h)EwH9PU6Sw_Mtc%7
zyw*}VW8GmU|C8Enno0I>j!Cz~YWkj%sst0|DCdrOaC26Q-Al}PH~!ih$bLj_O1jFN
zcGmHYIE{@Cf!UIBHxIdxlqW^MaZgpHlqb17ACJh{P^hcxJ_%pUm%xHw<x`2MO&|qN
z6>~#$M4{Kit*bu9ukjTR<i8@pi8M=>r!F3^`tY`U2oW@KSrYYe_UtKS(tdH?xc8w<
ztC;?Y?MXZ6=|+0DYo>pUpsl?LXMxDtLxqLBvg|I*M1HTVA-&O02A8@1vyU{hO}F-T
zHK@QeK7AEq-_B&Q4u2*w#dkPZsngI9;T?@s4RhPw*{qn8f#&tFt04LZ6qK7j15Z}Q
zQ~cqjm*eKrY7CLbiN<9IC8gOzgELrk3qsZ8<SzfcF5ui^Ddh;Q#)|vw&Y_nk|IqWj
z_Qbfm!Q5-Oc=n*;0yky(IEvfTX1|$=ZCgQ-EE>bnZBDOa4bRB9F-vpx`Cf$rN;yuB
zVo4MidQI$di&WdI@c8uNh0WcwslFkN?R%{-bPrEQo7vLKj4z4xZ@T0iez>+N$rV2l
z&@i0h`N`nRZim;=&i&q3GlV_b4N5f(mh(AUmYX-#Gky<#H`)Qi6b<?FNlbVHCdpOV
z3+dJdQrkmTE6=nP1<>ilj7cy<+eO2Q$+XN#w@oSIc|In!b9gx;Gdbo(Q>jXy*Or02
z>QrcDXcRav1_=HncpiGcJU)CJ@vq+V_@U}LGz(W4(d_2tCppk>J?OGBF%H^*<GJC7
z#FJekL~|dK?9~-Lab<B~@w#Pcd+meFj3x}M%VU3Jt)Xf8oW609MY~kHYp&y_(4X%g
zYaPISwz^pLBz?d|u6iFQyu8v?ZKgG_33iqXk#Bz-7rERd#{4{9mK4$PQBdKce_t%u
z7S`<;n(9l%H-ky5+!*>?DaJLH8qX)pELz3raEo80q;_1X4!(U6eMEL^J}joD&|cnR
zG|f9;*JSg(-f}m5NZ-V6y-2kUiSn+DmajZ0@9aE`U$L>`YCO&z6-=+km_&wkDSuCO
z*+5CJo8hR9lvtiYbJa+=xK5kAtA^R%Ld+FCKUI&FP?i;#am|>?K+kAAE@@bdM+uy{
zG<UCXw%48x=j)$|hzs32py9;Zd`ugt2N4t3U9gH@o<6zp$);&LegVqpi&`}q!--#p
z^$;rsGUZv$zBJ*eSeznS!F<<)K}U4QDDP{c&JdF)%|R!svZgq(U_9vb<FQSDMBVXC
zia4C$fqRQSK9-x&T)zmBZL&=#{kWe59XX^JUHR-CzPg3`G01(-NPR!mO?hdIc`3-e
zcTRJ~IUTHycf7oM@65z=gD={=b{pT;(brV$dHEdDiC470EeX5?UDYeu<&ZEZV}fpN
zCYy~M;<_D}85a$ViI3c*C%ZHM81&_l+=QFVU47RKda>PI(M=B4zTNn|Pewr{aG`y*
zTlH`Dh3H&#blJaUj2K_5cYgIpkHSgZ40(CF?>GEB`q(<?e~pn1B~0pwg`8x5M4L{G
zc?cl8I29U<7+9=-bDUSG@oB3bZN8MH)J#5d+wTo>^4)JmXG+(b7$k!o3jcgM--_tJ
zV3Cj+pAw14_9W%zJpT`2Zvk94(6s5sF*7sA%oH;_j+xmpGc$9{%y`TgGcz+YGczAE
z9((=$TmRnLt-JS@MpaTtnv!N(tr|`D^Y-Uuu)g7^SpP))d5e=_E27X=TQ%-sIEPot
zm*MPkD{?sTL`m*@mwR-{a@|b0R`*G`3il5Ou^mW?-I+FNOiPIC<!Z8fjE#j!X9O@`
zz!>>aV1y%vOQ@OLGoUtPp#m~Or!#sR78@qNmk+~5+0;Xf)N7>W;bClQE7O9Tm@Tiy
zf)z0LS^PqR*z5JvQKgp@b!UAi2IL_`Q)WW;>h#3+M)vy0f5wOtg8<JTGT-I=X)`c1
zhI(`dDIrZiNWrAB-U-o6hrn1E$wr~QBS<}i*s7C%z~+f>%hPT#TEf$AaCzSjKIZVs
z5es}Sxpm*u*fCkmo5D{K^LyNlztMdqz+NYye58;lKMt0qv{tLzy&TLSmeHGk?&OYI
zAg=p;#Nad<A9`;qyGl=2-A?LrbRXPY^<K;hiVZPpJl%&qyTN(8L1f2ef7Gb9abG<?
z_B0g->ScHB+%a#{E&ARi6cDKZZ(~o)Dq_28-D2}gyesTe-}*SZ%RrQ&)r>N*E?3R;
zPRjRD2PUJKt&_rcJZ_TPS$?V)0`D3J)Q2YnZ6?(nT+P0kExYXn>)qU$rygZ>`mbF|
zITyuh9Sgt|fs1Rw&<7i<V$SvJ*Q+Q{8HL^we|1)^LC+vmo72(@^fiHoKu?uZ&3Zhh
zZN_%G&zahJJcCK^sqUMjscg2-W9n0m{LROR%~s>@bIZWvC8V|YtA>CXtG&M+Wijm2
zt;fR`bU6y{4kuQy^88_K4OZ`wrw_wa-Oc9;pm{cDr>JV*ySYx6RBuM|Ep=i$2`oJy
z>!B)}>TY}cGq3S6y-e1<LMzw9H?Za_Dniw@ZB_Dey$DVjYN^$n+7|mxPylB(&dq!~
zyOT;zg^ojm&93CH$HV6Ql!oh93#xhhdd8>Z^Kr^XLM-A-g8O|}<qmtd7q6{jBv8x2
z0KxWk@nU?i-#Oc6!*SrOKMlCJyN|%rdU`=?21ZT@Jr3X1#pFtq*}Jaakb#obZDj%R
z<91JR_Snne62%$+mY4>FXbsGUAvRd}SOEvtvF~;^{>lwkmefTyV%F2flOy}-WiPm$
ziYHt4CeLNX6r3&2=+Wd(RfncEv(PQX@}inmxr!-b){=1*J5J*fR?-H*oiZg{QEYgS
zIXrHoAh`v%KljMb78)e};<E|0Sv4&<>d~}q^q{zvitP8YSex7*7}1o~dZ3DO@qQ`D
z0V1=@0OaY|hE1h1x=icLnT^!1t4A4#2vVMPXL~*$@x|ZiP<=$K-^o4j<D&B&zg%B0
zJda(=cXBLWXIMcpS#zPOI2z7Y1Fl!I2%GmWrbyqTyE`hps*Vhwi!~{D&2l>NvN186
zTwDz_Yx^;?-*q?l2BUnZkjVhYem;ABxBPn0^nQECPbPw4PpLmKt|zrS7(;Q=buQ7c
z6hULRbi^>l$eYjO6S9n}wyu@urcJ4`SLEt1nBiuqN|fb3pJu|Ep)rq4I?erlj_GwT
zU*cQPlkT>G5o^cCE$1Jbi|wOq{{2$K??2p+ZPvCDwwwQoaj;A+MUm;d18YW)V>fj2
z?=O!hjsrg@O$$YMZDsAL6p?#n^m>nuP9p)Qk^fq`ZEUjQ{tz|2TZUcuc8@0{6p>YT
zwB()rUevqFuAED;A;J%-^0Uy&wiqCcr<dx-sErh11V5j7y??N%SN?eKTH&#Vh@ej1
zhs;|r6&^9DOGC(jB;EC^rxJ54tk?KF@WpXv&=L5|V(EwiORc)zTzVe`r0l*NR8fB^
zav&nrF_>+oz25tmI91_ebEpuN<jP^q)a56q{wws=bTA(dQ|(FxjjU=R%YOLwu4V*|
z*mZmFTZHG@C{Cp|OK&h?+Il>WHU4%vE+%|APPh(^(Cj#$zK2J$?s%F9(Iu*jac^Pz
ztUkA?_uk1bN=Hc}TT5sw&wsAi7u(Se7rIwy2o-zN+=hP~COMvvAMQvL_^fkA2NF*t
zj0pH?<$Inz4uWTM!eQ}w&@(!2z}s!PgB;#Sm8X+&z`IQ32+}KX+0yTmTDUtuYu6))
z6LrgpYKyz~)|l!|bMSOO9`2&0owd;Kra%j~N9DT8v}Cq6+JvZd){mup0xR8lcIP&4
zZik^;(%ViCsTr}?Z)bz*6AsXDF|r7bh*`!tDjoKFB^A!i%TE`p0KNGp+mS#E2C(_1
zHnv4QWCz0I`6dqL9qZSJk@L{2gUp1SH)hX2y5`-PJ2wSgG~ExkW^_4%EHn1*o@tsV
zx0i)~In|qqVCg{XRc*a@95PCmi*|9H??>gU%{qvLcLgr(yn@7AP0T0m54*>pqn5JL
zUXWXq_iIn`-|{!t?2<L!Ruy|jhBEW>ge)f6tvWMM9c4~zcGef-Mn$yy$5J(MC-cGN
zL$hf%OpASgH}JX4&Z)aa+7jXJg4k}p38efv`R~vy2^BdrCYtEZz&8hx_@hiC15Ncv
z(NFtP1bUt}y{`d|mO<Koe(!1Zvvm6ohuP;!FCn4;Hw1AcOb|Uzhw3{8JwEKLjP{Rq
zbA%pQioo>G8+2*92jH4;USnWDBe<dM_@!R7(sqdr@tK}Y^3gES`-dIb_a(&B`Rb3?
zl6-Y!7<BLFR_Gk>;oeUrZ_u`mU_*Bn@KI`as%hY^FvD>K`i?+r!6{pVl~kkI$mS~j
zym5c))7xd#HvBz{kk}?>LtxN$c+iAQUIvJ&U7daJ;_OgTzPE<uFze;T`WOoWnqyR3
zNM9mT;rrrnnFbDLRRrphmo%R(ezMI+n7}8zxG?d`eB3+}@m?>cjTL35PkTHupfGN8
z4nBgehu0Lp-*y?`MV3Vn!D!k%MYZ2NR^AO9Wh`cttryy@*<6JC%${!lc(BOxJxGLI
zYCDf2i?MBfGjsM}tG^tQJ*U!K&`Dp<y<23m&d)DBGZ^nkdfm}+dR~^IZO;6ti)^iY
z@_G-27k=~l*Kp09tC5e#lvjHh)fN(bh9J#Uf5(nbRhg)$+r@e*oA15!3vs&jhA>ve
zh>6Z~9g=Vr&$hbneb-R6;Y0Os7_#==-}W%WkC|_yKBSc9;}L9j(yORC$WyRcd*oAT
z)hTuWDHU&-3K|((m7m(P%F(ZTeWKtRc{FI-_R44f+@i+YWgEmfd$;`A+D>{o+j|<l
zXjk3&;Cofts;yzPdb@TXVx}XBd6RLkRTVlNzN%N1cXMNNWf1L~<qPff8HlW<!xL-&
zl?Yw8pxJGF_S8X)35UwlR|~6bw)%qKys<Vz>T8$1ooa#q*upRZa5(L4j3IL0e8JLi
z>l#o3k<!XnfW8L1P^gqxMBI!a`oQ;iwm>q=&Im;svM2Wl=gKq$Dz0k`g9oo?%NK|K
z$gwO+D8;xj#Gil9x_jLG-7=^o0|k1#;U^k<Cg84<2Jmr)@p1jjTe%7?8AnKZdXP)g
zoqklM_Z#_!3-5c!?PF@-732SuV=>Q!K_=%n4IDBB_eyh-i834tYSW~7866bLF*%~d
zQl-SkI5$Z;z~kyc)MsUmXH$wZ0UCTGME`~t7Yi-FDE!Zr&cDO(q|k}h`%Fh(7)wi>
z9;CcJhl?yiTXfI3O)aUOKFKc&G`KAU$jw_asou(PrQuZ<8$IpY&kk-J`Mq7}*=N;l
zU3WR&98au|z9q|~%Eijs02J0Qu~0k%&6Fl7XzT#f9CDk&*c|VZzShH4#oTXz%KJGw
zEtBzL4FOMp<J@3VzSK*-{be02#bl?RTscdt1>qUmN~bXe-SkB>Za3@wKgOB5<*^u`
zOv>@ZL}WV4rQ}^II4Ebc;TlxiRkM8WlYQ1!e7?A?+wumm1Ia|6vU$H)w+cEq>m~|X
zli!^5D{eZ?-Zi=ZaU|U5akjo}E6%Xp!n%ZUj;>**RY@(|e*O&_<|m{Jp1{rc!OM1g
zn`+0zebF=46s0KLUp1<`!WsS6W4c|9{B~|~``bz<HI?6GMoPz<i-WrKvc|e@^}gw?
zS>W@TyvaW0wZC4vSkE0h<Kmes-AAsSP>Xy0cT;rH?T<G!^k&}{Cz*7UZJ*(NZ@lZP
zqO)$mhmFBR13tnsR@-ItJD(3tadT+T1k?*WLb^ETl&<CVA4W6Ji@E&YcjaYCz8*5k
zdZ2Zk*4^_C;<x%{FL}TFwg!>2NxC~gGTPQ>wT;>owNKN>a?aKA24Xd9<?<(s`}p3x
z+o!LE?XBo~q*MR<`x9pn9YY1mPo)aa>ygIUkEaMWX+vbji!?%AoTKAi&z{qRi#qcv
zsMw3{<U8c6$;n9`Tow8WElm5RnsAdqVf1l4N-?p(p;B-i2LoaxQJH9ZbH4Ai-nrpv
ziK}tY9$Szna1gQUans*4)fR+s^Wq0lG#Xqs<2jX4>t9<f&7@B0jmGPFB3-ia3P~(>
zSrFJ@G;<gKUfv_FaKpaLu=D4#izdS_;;GmlUBrzAyx->!1Vl+eHnahX!sCT=o<<>O
z|E4eEV-vlUVUKKqzCzV~pBhYNiS?*%?gf>%CTJRhSe`(>rnn&I?D=&Q`Fh<7sUz5=
z)pX5<``xCRh>vEcs|YPhVm@x0`L0jIjhJJzZvM%YvJLl_z_Uvl7w8Y#t7cS#PRAvq
zSB~)5#oB-6eZ;>jE<E3MXCv>R-Q>=&pLBf}isZ?2ts*P7$O2)h_;KD6Z9i)G@$cW*
z+Dqm!8iR>1o+_7icyX&IJI2amHJxJ<j1=x(G${@}0k!q48Hmjh7kh1$Wc?bRWNhWG
zebSHX<2G(5OC56_IQRpW1MPn&>0Ns}9x^RiWw5obx(+o6kG;aJ1_%8*ML0HwzE4wT
z_^{?Q+ZdoHLe+TW2ZWJv^ixtQ=Ejk5Sv(?Yh!ec=;VY#_vBwF?C2WMfh=}DL+T*JI
z@&)$P=H<2K6|uOZA@KkH2Y_+I6o{$QX#MT@`}SSA52;y{GtUJeWI>_%y83Etv5xt4
zFkO@VR<hyY+}UQa>r>D4)&)ovWSB)Rze?S5^cg(g-+l5xN<HE{<`Ha|NvpR;tWRoN
zgcbKnxfVu7o>n^6tpm*VPZw0Qn*6x}OU<V7IzK1WaPc<MEY57aH{o8NKNa-2t2+UA
zDh746T@;!otTw>5xl!`gcxvDNG;~0Ie(>r)EWjm1j=*ZUFZD3B_IS9HS}zBl=lq-0
zo~|?QK3n#H#GdZp`^ua9$fydx#rI-bu?6wU@>y+{?x|OlPQUmHY#if_cy&C_xpnbV
zWt1-wJD|$0B)4%ko=;#Ej9aOVc*?fc9Y4N=tRu1dPHVlES9fuqzm9y8PBT(cExT*E
zlQMt*7QY@1^?xHpa{f0d^1oP|ob3N$aek>$vU2`Mn3Cl`;+6lk#rhw$Om>d{UjK89
z?TgsS_Mh|r4`L_R|5M}FwO>2`x8=W&{%`gE*M0sMy7Eijll#A``u~($WMgIdKj5DU
zn-PJ`D8biv7_Aq&80gA2kf;$hy^$b;O@Y6%L$><Sq-*fozWW2NsZc5crgE&qi6s?C
z$+Kk90@_SgI2Ps6j?DL*RQ|d<Wr({hs()hOcePxjDdMr0=b1&+0ZmjMas~2w1Y(@C
zi@Fck?xeHr$~z6MbBnDN{L7qHe!1XmN@5WKwB{hO>S!M;o?O(irQ}-|emSe^m-FXz
z`WYNRsDW{{eoZvQavEJ+=8Njg`+>S}Pf0Nkwy>+kq1%3q&a>-~q1wcNn?wd;0v8l*
ze1cGTTKJuiMF0l0PWlguP$Aqo4n${!h6Oo^b_9#a;=3qFI4a{eA+AV?CJDpXrj(bL
z&B@J9m|qbG2ZAj7hjX1ReymI}y+L80c08Yr+#BNLw?~=s;CA1Jn4xnK`5415FDue>
z^kjxhN&YXU!up?n{QrlF{$%~h#`?dYqAbi@+}y1Hd-q&q!FnsJK0Z(TT$|W6F-org
zlwJF2A-!IRUsMzvGM6H<+6JM8VNN5hm;#4^B5W^Q6VX!57RDBXPiq0jFh)&#m4C9s
z!x%Q+vIq%Dm~!N{#cN@a7j-i64gv{wZ#*7&UAK<6KV{xswf7c&2mc1%1v8_dru4^a
z{2%~BpAO<1h~0$3Nc=;=W#?NBMbWo99dt{+)$*&=_-{Q+2Gt?|Jfayk_@M}e!m-cq
z(o^W0-gGk*pqbxvzrBFh|1q6zzZ*}0{wBr%uJC&z+pD)?KX$YJo4zlD&|A|HAeznh
zPd&kU9Wwz_H7;fw=8=3&)N)|qkw;|erRNZ4_~A5IN8%Bqx#dRP=_aV>Lh75@UB{3K
z!z1kMd2JW&`ug#t_QrGZc}yns#Tb4~hqdp12Vi;IfdoxM6JE$vd_3THBsf$H!Ez#b
zlbt44{UPn36Yn=lT}b_=zvl2SGqGsrRdurS*n|N%9SHx1yZ+qNjWmlf)e~#FdUw7~
zkA?RH!g1vWfxdo7SvPym$D4e5<DUC(Lir@P0#+!!=`O&*CkDF+=D-m(jQY+UHOAqS
zH{{~{m0Zi|p+lpnZoPIDk&=2&F$tJpEajddoWYpLbtIM{any~P!Cwzbgq#$t542tN
z<-=Uw83A(IG%;1YEclPKZEsmUjL*oF04O*=r)`|H+v>Ac(GgIk(cOHWIZ0;+zN5+3
zwt($6c~T~hcuUJ?+Ix(Uevb!X2)^Il15uz&cVqQ}pNjr@^;IG=kuO~)yZ&Zl+<fzd
z9T!{stxFu~JJ^{V?zQR2$*5BZ`ino>l6cOXo|sRI5%}~kU9i(WH3{MpId`x!KZ`9N
zbiez7_n@E;r$aNyHs}i{QhE^k@<~RJbBk0LhApoB2DZTiO&g-W-P;4x-`(!lbjY{?
zbtG>;x~UM67e$QR*TmuDZti*?e=TerGCSlb#Sa1;vJSM7RJ-1H(g`M*DDK3M+tBF>
zoo<1BARcG7C!zyA;4w&Ux1R$t&dt&9qo_xR>KrKG@NlpyPjy=?U2N6g4LPM}NtT0L
z)wPVT&j^0yQ*5J$@?1kT-MQqaEztU8vCK4@eOi5-9b5`JLu6K6nbUJ?3wpaz`He3%
z259_jlyt>WLnu7X2^mp#zUo0P#t(hN`xx<oJ#Qto&q&&aZLaU^G4dsQ;@6%`>1S7J
z*Qv>7@P7~?v))1KTij6B_{5yRIA38|Kn%vbfZ<zUtJ3$^QR;4YxcHIwd0qMV`8AAr
z-(rI)Qh+N`$RF55YR+l0MbhTW^<|df(IMtLzZ3;T-_nlV`g!?A=AsmRM6K&VJZ${-
zFP58KF6a^fy5_h#)o$W<o5;OW0AK7*pSES*d)cf)uOk=Der{2EHiIHBuW+70TQrwQ
z*{kkmJc73CfMF~zB-i}=?AjKa;-TU06S|t??`}_zHn1ITVs}<A*O{jxG)W?-f{8&?
z23ViqqE6>Rk$d<jpi4j68&u{dPQR^izv(^o9^3c{WaP(_men0>+d$}-bBSS)#6csF
zWXcKiIFvKMsOw=n-Htj~>3=JrZh1#R^JGDPHFwB{+fZgdm^*l(H))XP+6eK-VG~tz
zeC+V~M%XgIFM()%w1LVQZks8VP%7_!Tgqo!S^7}#rK?Rn_PV<0X{q;VF%LuP|GnJ5
zQMjI8^9TN?VgFZo6-;@~9hl|BTluBYN8pDIbHSq$1<f=f^!^6^M<PgN<gYaj99b@g
zSg(0S7EB{E?2!;WeMnIa0Y`7(OmAJq>5`09j7yD6$)c6|Dxzz-PcjJYZE-3!7OwYN
z!@L)XhANs9Yq)&q25*;7BWz#Ce$4%4X?M=u;W3$O%aZ`vo)3#F$SHdu^@i8OYUi}4
ztLLM~%pDOjA{lFJ=o>_Oi`lay&ii6Ex}eUTK=y|NY|pTjfbQKcGt7q$6xYMs$R1}w
zCp86Ezf;`j89wTvaD*Rh;PEh!)96}>I&gHw3Ti(s8&`uq(u~IXN5;gznpSHtD--Dz
zDObq$2%Uagqv_gINL`c_-;|*ZYm9NTWD>K`B1Pn!+e>sPZD2+RxbJkcp7cr9d^kx<
zm>%W?!^NV{d^g$lXEij;9G#DsAnqX9p?NY1s0hrWa^yF-+&%_=ZdEL14f(3D<y+zN
zB<ABSQ^m!T+`Hsp>3f5JdiWOKo$zYKjE}q0E9m+cFhxFt=P<LLYI*s^(yFYSQVvJZ
z*7`7Q7PDY%T<R-M4v2+Jtfs=%K;kE{r60>n#y@x{<4C@iPZkZ;saBvygXsw9aYC3I
zCpbiO?Jn<SY9YYH#5G)<4T~5Oh=A%QR6PW(KVKp$v3Y%_=vs517pCZ1o?hCFB0T<}
z9+PNJ<-YjfFGBL7%FtE~eR(K~@oevw9*a%94UncauZ@fQ%YR`qJ6Yr^XjPN?GM@Ug
zIhj3a&;1hbL1K6Wa2Dlku5QI#-kT{nI6F6`6v9T+UzCJsb1YPf$#j04WfINyj$VE?
zCdB{?`;dSnCS~+;NCtwlpnoH9n6fYG<o8iuSN)=IZN*`6^s^M)Wbz1Zhh?oj*EKaY
z`WmGRE-IeM>wHN5Wc2taxT*N(NZx5jKY6heTi+Kjzf;pp_&u|u;Qag}eJEG#>L<Z>
z7COe-Wf_g_MCeTXDU{{ZIFhNuF*zog;Q&7uRl?*;=FK@UUHLzqIaVlEt`7^MF9Yd|
z{Op~Z_yn-|<zsjO-O}j=pz`8%wz=8YxoUL3+O4Z&9mM&J^xqs))=o(&37eMZ?^{X}
z?)ZUL3|7<k`fo!}+5-f$2&yi=u?2&~r_^~+B{h)(Y0An}F0ih5;xYHXeks?aZY!(N
zPL1m>Eh$K$V+=d0EMET2?D=@qZa1+)IuPmPLhiO8=NVL8QsXpA*<R8I_}_4k>zYXd
zz0PO7A7a`75BaGCP=05=9ohlTze};JE(@3VqX(1eGNrr-&34a!+vWA?#xTVs{HS2g
zZ7<9}nN9fNMOZH+&(<MT6P$L=iG<~TJOWo6f!!WcQA55!rSOWaTnBMX?(~}MGsK#k
z?<VJ*H7^(aClXz%F?EvulC9S_a4Y~FA%+9U$32VH3vYy6bTSo@O}iED#(2g>Af^<q
z8`bn?kl#7QGOu{ugL5lafxb++_UG2lB)Xu^(lP7cQa@?okxtP^Ao)G+?;<~>E%}hX
zM|#n4<ri5`<%&TqQ-!~+cx~&Sv&vFKcpz^8cmUxwiFU&Vd)v*}J5alWecZv#DT$K@
z7_Pjvw1TU_-&whNZevAbWllsJvx~!DFsZ1lZXAE~N2htNPP;>eOQmjXEg{Nz!%J$7
z&{{{eJ+-nNpxxa6O<zx4Yq^)j*7%pCj~Cj~;$_YL7NZ5XA|35ufDU~anW~X6O=I&#
zkNAvbsahO{Qfq0Vf1&c@3C>R!$3nLI6Rri=!aFG*mb}FLjM;&f&6HKMuq#c)?TsY`
zrY&uK5%oQ$JGNnapi|85WmID5%VG?G!Z*4=bOAf^)o^b7cjtHTKmZP&_(tLy9zlz|
zfzYCVup;&CUfko9P;L{WL2OaE0NAfff}~LwUsb#-5bH6HHK$Y(l**T+lC34iF<2K*
zZFL`aTPab0lbMh;>soams!A_v&F|I)aRl*;g`h5BXep4oQEzwKmR=5}ZiB5{C&m<%
zpbA$={<?(>K)NHYxQk&Uo?$b?ovtLy>UW8~t%9;R9z52K;e#>xZ=9))QU9-iF4u;p
zZ?fz-XAP-k426Jjt^A#In(#HW3J3?y4&?&XH&t5#6u-faA%?94*5drGY)Yo&B`Exz
zMnqr4sgcFuq+TR*!U{ZwDM-KNJ(a<K@)7+iE+UOaxL5Rhg+=ig8kfsF;+%U&@*wsS
zhl3|)wFs{uO0FT>Iog5b(7a6#GaIuVqG3o_A0@H2U*23{{;(;8dw|leOXJ|ri-suY
z!_hyLg|=48me5y1k4lza;Zo-6H(47wy!5S2a#xQrE4^Xmu<*QwAtX~&4JcEmVT?kV
zvS~8*&S~(d;Xx1qS^8uH=oLX+A_%=AVU%gSGKWoakEjNMyTAINgPvfoQ9tC|Q-Mgk
zHho$_oUndm9l|T(?pZ)Q1EyWfKBB(ypi~$pG+h!tdG{C~y#eR0MW1pI6>O}lXt;YL
z*;wd`@CiAeh<gi}C6pnr0looUULY_ELZG=n#eam<7`+Y#01<njwIxeoBi;d>7vDp8
zS!4Pm2E~{1U6f0POY}J&2);|QyBX6$Fu)ts3~PtFMRGy*9$gc7geJE82(#<bXB89*
zyAG3u5#je^LvlrQMQ%mHJrM}qM~G3Wj=F?imHVwdQ_2bko;s+Syn<qaY=R<FoGZ2M
z4dx+;r%y9TGKfP2F)sor-sj%O(<j;o(Z|)N0o#!+WdxH9k%%FxjbR{=myRMCMiPV`
z1pzKBKZDv3#2gTkOSyoig3-`UeU_bD5?QQKhqecUC4xYjPNL9qgJJubTk{eHq}fI9
zbHX5<M$0C>_($!Y4kXzH>obig(r|Pq0+=!9Nv5;g<x7g9{(wadvJZ&YCt*%!oN)#Z
z+7B`c0{^)g3-bm`j3z+RA@3dwbn8=Y$ftsBhml7iqIyrRNd)5TD)#v_oOr=Lp<GeE
z2is%s8nKQ<2jRmkqj8{A70-0X)MVO&8Q>bw?BeyIiO?Ca7@!*PY!c4HD8nklL<ec#
zN+FSE#Qh#2|B1o}!ATkzCx#;`LD2#uCxS*A94EtxB2JnqN9vshB-@4V6YhHox`x?C
z>mqeV?V|Ml{hR=V+;!>`gvmh_pdk3+E%KaZ|96iqFrP8&f7Vlok^n0g5Ev&RL9zm4
z31@&QEUAEUfYG<DEb1%%oB~A5iv+UoO7~$0O~Y0zeUZ7IBWhA>LV>KodyzrdFw^sh
z=lM#|!TC8g!9bK<j=stuEf^-$tJI!x>Sx;@+EN;_Eon6o_NWGw!Fy_b1R`vM<Me$9
zBD{G~3c}Q+Q6%oLgF)jksVKIT7^orWaIn8%A%kXv6oVW^1Pow=B}pqt5XeSgSp$T2
zV0+Wdf|U9szN0V};vk^3NpfdM4Z{w@h{KA*e3HM*xMya=_)%Pt^NE>XhjpOsruI~l
zLs!K0>~&7#N?8k@(prZqB3TTtAmw@o)d^a6T;e8eQp*?c1>cg7F(y&{Otg+Iu>Q3g
zG3P%QvnRe9aEme)NR6CpE!IkWD3Ii(cqQD5f5=4bmiLZ(DCbgdgFZ$`jj#9-b_<=f
zu4wzK74r})DMQg#q*bwT!Ifc*of==EN^G@v8HnC_CfW3$(IUk@&ml6XeutiiYwe90
z4=N@5fsgG&WuPqHVjjTzWe-)S%$}(DFzV=EFT@XRNpmu7VGVH&X&iZ+W&fc|V<Xt)
zAeOJjf$O6d;r?pBwLGR@QRGP|Uw$DV7)3gaRMah(i5CFS|M5R<6^L~2OvUCoE%J4b
z;A6r`*NR=gUa$`F@1H}diE}$*Z;8gX6}NtSKzBZIjOi)5=JQ3=fgj4B6yeXHW?iVU
zJ~9Mx8>gA}S@+TR$$a%0x&cpK{EQHe%m@YBAxa&rW{^xk=nkcEoX;FATtFrXdTn4%
zPwX{y!=XTLY^YMw9}IyS_~g>lL*7D}meP(y{uNZz@GPQ}uo@B$^sDPIdy*@%4e6Fp
zEMLxDrl58hKgtc6mT-HrU8soRbJ%6nf2jZFUW-wtNdMysOQ;r5r+&!%c!p^V!V_W7
zi(rmt_WzFwtI1IO$A%dL65~YeQP5yvjm>#`#ZX}Q{K=TVyE6?^Bj!365QuY!IAR>a
zgd7Sg`ii~a9nvK+DRv3H5F8Ry=NP#AM%==V4O3U=cLdZyADSekD(H%OfE{`y9V=x2
zJ{9$V`1Nd%bV;3M4exP4+9%dW4C_Y{yCK&SZO?5W8#)`^5>??wvy0X@7_=Cq8Wagb
z2TKQojh2GWNJ39WPeD)GfQE&Rg^GptALovRa)f?_`sEl=Iu05P`|SIeMNsqNn3EKQ
zMyL=-v5!y@AozvFXVCg!@YdoNATWhbA4t9wyzTNj!f&C*1d_V*I%00|#&qxJ9$Hql
zscg88<8P)PriNWAcC(ts-J36!j+%6oYS-LujuyLAG3k7;ZFEoPE9kW~TN9Qm8b}zm
zTRjf9)yLFT=$~|2JX+;7h*~q1^%QCsnyv4Ya!hI9wUlPh%56Y}55sB#b&X9fV&{8H
z_<x@AL>$!5o0c{!z0LGfIXl?9zb53)*(<flmz-wC?(^5S%4U<9sx(ft8a(pkHPRYt
zTuJqSn<7IV*mWVn4Dj664K4;sQmrd1bu$=Rwt6QzTn?muzJuTO#*ZMoUNG;xx2KFk
zP%XEhU6VSg`A%N`tn@5<f)h;G0LDwF1{bFsrXShuvM)0Zvv)IEJwmES`8StOY=N>)
z@;9=Ze1mQ=UUk<OlZieLS3KLAE4~TsOULWl=j9ISFJ+wSFO)6AZ$kyXneB6&u1-aE
zQSE)4o=(AbhLHG&Um-3x9vt2YB77fB1JyB~jJh*FHMA<UBVD>5c<Hv$o^%MB$NKJT
z%MCdPZauwsPbh}4>Pe4c(im7+JCk<%|MaPcIx!3_iZRZguwSuXal+|u7$4l@-@BbO
zpS-}nTD;mlfOXdVo^CqHp6M*xr#ks}ign`NDMx<?RXvrZTD9y+XY(gEh3VEjvJt)E
z9g5-3a&z@i*G9?F!(k<;#=_v8&|m`pNQ&W8jZnc!mtD<WwF<$TMQhC8%ysB5E=mWQ
zPfhgi)v=du)|>9^vA?xexg3>s%BUq(_jFX*muBbhQ+PLvTI{P#ddJY)2leM`xb1CS
zSq@}Yp!hw(e(6K@^X0(C!a2Lj((@foo4S+*^;h*sk81TX=m9?c#Mg$>$UoRcMMVr!
zS`9dQ*z!6->4TNebpE?^buP6U_3o%)h|qF|?1)KCB`$c6DbA4t4qEdA3DkS+AF0Kk
zHf+Y-PY@sS#U~bf&=?r_U~SdcccVdAEjS<FG7Nb6;N<%vft=6&rFmdWJ?KCdZ&>JE
z>a77dtie5vGbUe|gDB;vqB@V<LpOhdiEsX7{!DGx@ZSDj!Bw$Gp7a37Wms7fz8ROg
zs<+pxsVnsZJZ1?W#0}{ZP>c&?jQyY?cN|qpYonp=*-e(A(NoG5@2jjCUX{B5y^vKV
z^1J~@3RWMh1`>9kR11t+uVo7cgCloEFdguLRs&hRAF2hbD)4+4ss+_HAY&J+1=BWg
zeKy@MD7vH@b{xOxPn;!3Z_bWw3-(ng^p3DQ%+<hc&MxCK{6^r~n?g74_>%+!2lTqN
z=;UTeJJX64{Bs_^hWHE83f%gPmzEr@;P<Q=a3Z8zMRx?(KD}Ls`!mM-JLO*WveR-w
zpV-u0ixtG_o_ZhwA2O4EMMqE@KM=0NGs2fdM}B=iwhmi2aGB-%Q!hS{vIFtDryc0_
z{7oPT949iTXITlp%m;aEI2}~N|1BqH;jVJ4YvJsd^^>A~)btMV$_M;OfZgkT-s81F
z`SdRHdk{;taqYyIGyQj@-f4{`R`ewT1KJ6S8sn7SjfsB8ReiM)u^KeB=pq>|?5RL2
zW=30~Yh}KTkeeEe{S&x_@L3U}Zv5-EH_y%vND!sxrE5d$^IeefOEFZ<0+IG<=SsQG
z?M-QyC+*6<M};5iew7{FY@+-VzHGxYXbxeZ#REg@0`Ac_ZyA4Y+jez%IvsjPxdQc)
za;ckPv4dRm<=5y~jy}jN0ee8rc)NL~+wL)@2LJdC_0fkAblbKdb-%_-ZJ2>wvk0#7
zDLmtp)31KQFl(k~cuJhMO>-%evlsPS&zGRW3)iZvA9N;uf6)x&Kl1JAc)laIM9TLL
zT(i4@6U+^>>FV?F31xf5^YKRM{6JrNN52c*#rb#-W8?WQ&O)`+5y>7}bgKv>#0g=q
zZX9LAcLqMka-4SW^etxJx~<lPlPD~PEgM!Q=B*fwOnmYuJ;J{D1&xI{MiecQR=A6l
zBw1r<j@No*4ia0PJy!1z2V#!h5}t+N`V;-=vf>bcV)6OB0G!a=V2#GjCsasrJ%l@?
z+pRlS)E8w3)z&OrW1Qti*};w(TFezr+5|u!ia10hIT5aoPUgc!XNt7I1&E{|o45DD
zxv7A$601>C3uy#PnYsn~;!KUnZ{C2lXzlWh?S6ooWQL7fJ_QG(LrpY%;f?IkWrBFp
z;Eu-xj&+BO$efw>p7yJz0>8ucLMQ6?Jt8QFNNWBRnM4ep&DHna>6rqfo{hQOviEmF
zioa9Es;n)FP)(+7`9tmd8TeG}4g4TFAUg8sKA&Xlzu|1}gNNhGo}f3CVU|KG-N%4y
z-H1Oq3PBhhA0HhhnnIj%af%TojIgr5vbP<v7og(JPE1#lmW+)4&Cvb10@3yEj@CS&
zyQYmgZN??rWDgk`&uz$_oseW-xwvnSC>xzjhZ&$<sX&QLBT1j3lfD8<$XzIPws_<c
z57JgRWnWteS{Z=(-7Ni&*HPgguV;#ar!$q^L<YBjxUauj|ES8C7aIKyAowO;u3WKv
z`OG<jODj_ZwMv~gM3r#6B%)qx@lVzm3g*AswY|kQ=AtcUKCqUasvgu`K237+0C*zb
zB&K6=VV!jMoySERmk<gI-quCk%GDx8-u%h%xFln>$j<{rQ>re#hd-S$1Lj2HL&J6v
z0uxw67B4k5_Es(}@<(4!%gD%x#02bVC{>=DfZRO_SYbR`4RwvV3BnG-KFIAYK-3uu
z2$-NBN3#F;2gX)^mPI*BY|99cS2%IMkD{}KAsbG^L`or<NMIQU@~N9vq;t0!F{uYp
zVHLJIMXkZu*7D40W-4nO!R<fRUm>q<oJt1f8+Xj*8i_PBiZF~!1`_na86|}rv;PY-
zi|wZKjc7$FcwipV|4H6||G}~D|DdC*8ntOUgMUwZO6Vt=+?hDJd8WD;K^JyOi$xag
zkv%!J8am%>4NATIvOXP0@c^7)R2&W17J2|qFp~DJy)ajW8^)4O&CM!Z8!?Lp8AcuW
z7$4Pm_vIqpcw4s|LA&!1=B14j#{_<=$zCXyj_)BR-Lag6y4XrV@X`H2K802lT{f=(
zXoa2op)$3iAJIx`M;f4$0&zIA>Zh{~Ra6uR8ED|evvP?tJL>acFZ`!L1eNd+M+-t%
z!W2^1CzFC7Nkf|eTwqxXeRDL$=HW;Vt_o`N@Wy>+J%n-g6zBWId}Di$(aLh8W2Nnr
z?a#qSKR4036cRD;ts)T>W4_eHEKc$OTXnE#GbNy7D+c9UC#`-G3@dN7!g&;}&sHI(
z!1iM0L;v2qRZ7&9r3Aw(iwqU@!mB;vdNxY2HCEq3dU#|Nk<(!pq7k2R)yhY&NdXf;
z$5st4we(WX%v*FXcYuC7f4qtjzuDbe%9va_GE8ZmP|{)dlx8?qRO6=stZSm1>TzAG
z7x7ol42)9%9W7R6cI5F~uRF4su%=(R*MnlNqPT?+!wAA+FYh<?=-$M{=*L@2xk_|9
zm_J)_Fm13H6=`hb2W<)UdkgQR8*7f*RrKW%P9=zz00h0DV=u=&s*K2Q&k~uk1Pj?e
z@ok)=kQ&y^39F+@Vor@KwK~Vv(7W`r`MnA)_#M|M_r9Xq$?vm>Vs&@PJc7lDOZmG7
z^;yP(s{y2>RIAB^#e0u+TF&XN!3-vG{e=;AfFLbTO0Ro-^tcBM)(-qokxX^L7TRCv
zqxcEs^a9|vxC+|zxJ6uS<;&DalvfK?##_BlwTTT{q6anlYNX9TgC%P-N7IS`uPoj!
z{)!5BQLy&lH~iv8(^h*X#oL_Gd~2Gc_PNkvQCK<?YcpdhHN~?67D+|c-5`rfalvqw
z^yq-g6Mx;!K^7XUECCDivs&A1X-0cImy`pXKj9T(STS$o`HA#7Nrp4V#>W25Gbk33
z)8#R-5VB%l0=<Ugv<Q)s6%jY1R)OnejB0SPKD8$ZMlmenQRsI}F0f*VHU*68b>Mah
zx_1)O0<(OSiQH67)yocj*1gtFVol_&=!P!xX_;bjgjOw4^TS>QF;V7_pTT1pj=uw_
zNX71qgC<8T=-c4AvlcJyTMCjlxQ`0WqZuvSDb-mWH%DNbV|aau*2EaGzw$+g3x@yl
zcaiyh#6@V)wVYaZN>M7GF791Ls-fY{Y;yp6&XnD@?K%t|!!U|yas7UfDe<h<i2s;G
zr7coQje5D%bxMx8O4iuW<%fJGI7_%N(P(vjvc<BAdpsbFbA$qUy5fuLNgFU{?0evD
z*)pn66K$d->iOM(BA1rzLk6@{l{=8T6)=m~q-|ZsYKG<tuc|iyimi`>i7A*Wh|={z
zH`Rwsc3H}Yr`d8W1<Nq!{6xX5^zDvE3lol6B1`;h3A!q*b;CsPGenxq1XpKvv7wWc
zCTaALJRYs;8CgpD(bK~@3mBThRQP*~MgKyJ1~ODki~1~G4&3Vc#5+z^k#bm`3zM-d
zv9SNlY>Ny>L%yBJ*?lgO#ZPiUhM<Kgs~ArgtWV}x4|T<I%W3T3c=c)m$nv4!S#1mr
zhH?ou@amFNg!`dXIVIaOq#Mqb$4DhFF6yi8rmjEe4QC{#qYKp4IJ_#~W49vzP-^{{
z%Gm<RCz8ojD#NnMy5rQF#7>5vB3-lJGMtWvA0F$Xq@ISIba7NRKxvSmJO}uR90jq|
zG<Dm!1;oFhMUck6ZCOPz3=!Mo-AUO*IRExkOM8}oFJjlssxT>EUb^c*i{*LlNXY(Z
zAFO!ZK(mv7z;(O${JReXqe5PbLl&59*<n#-%oZIi#{Yz1Qnx^)-OM#uZ1qS692Mp}
zpbueEM0ef-OvsMjLWaHwNb)xKNt{vi6-;#$m})WA^fF}{n-02<2Q01ev<CI80;3j@
zQME$@W{C9^h&P31SSlP?@|{i=7AoE%-W_vSGEL%ZnUBvKbt-0EW(uahhxe$7b^uNp
zyO_wZzN|~Js99+iF?547N!|>oq%jFqQD@^I*1AN7+p>-_n5@cU-G0nrqU}jOyDL;T
z)_x+E1G(+0VJ_HC|0MgpRwiv)0fYR$Hsba1`ToHG<kYL-2fPLRAN|i(eGPq7a2a&$
zv(63WZgdgMzo~6TOT!iC>P_*lW{T!4T5k$n2K>2atyxP87H09R*h^%OL}gVP>b477
zHJrU-S`w_+Qlg7(Joac})@u)jvx}9RM#<IfW6OW&xZ5+x&pG0IFuF>pEuoYrWK7rQ
zVC=&FVr9MSb3whzHY&HTr0Ata{}~@*<nVqxSG$yy667VWZ?yySSsKTf^>Oo(4Kr(M
zmZrvcNo7I2kM$RKVFO>Q_o8pVYp{Hgt76Z>+tj_jg8NXhD~ahBc;RdwUx)tFP4U2f
zXCB=U*_Xz(-i^ePmw-IciT4y0kQjDCDJeCZuu}hKv%Yx$g->uY%cSS7RR%L&g|Efj
zIU@V*?^{6YKZ<{1yMaQ*z8%U|D)4a1mOuQ;!LZ3o3i>|h_|@M3WkBm8?Y0lQO9b<!
z9jj8Am~z(<{HrJtj&%?p_&mjQo58n=Oem_5GL$4<>lqjpMO3<@@nX|7HEsFze*MJ4
zRyXjOPAt$qO<Q!=0zFmiMx?_`foQkyGyLR&>%_-Bw-t6xI9SP$9h=V<Q$8&hGW|W+
z-Rzd?@#lwv_ZCj`_<2k;uC~ty;<2-xBV`#;iWyZMOBZ`0|0Z-O_Exq_qSrz0h_R7U
zmzDI^<Hf9|sjs!`W(i*)pFlbJB!BBa?;7^eLA_(Ch|zLxPIgcle|e2p+bVAPwE)gB
zF5}RJrhoObdXNa8Du&&czv>t&cNIsFYm^GLxtYfdH2WP%+$xbZ@7FpPzqaBem#XGA
zH~S|_#sNL`iC^xnIt)KXF*x>B(c@QfG;V@%!+}a0bS#s^tW~m9C5t7nrIdT#R-n4)
z$mY*+&NVgNl>EYtJl$SasjIS#ca)d)eCwoz2fCw?3|69U^%TuWL<IXefAlhEbf?#T
zNb8`Kk#m%$_v7IXZ!O+^BW$Jui2!K(rfhP_J!`3Ap0;wYm^X@TZ*ba^TK>iujDKNZ
zn4i~yoNxzGP1ag*{$W~gy;BPtoiUZaV#JYoJiQVd;rfH6$zJNgBQ@tdL$Gwl<bXrf
zw!=YoULklEkK&cg>D7gfwH*F(7(Y>5E}KQ1r_|7RE395Nw7yeJ)i{au%rEQ>4ahad
zHrW<iRd!X?b^Ru=P-!d4&{&mVEX|-<j4at?J)Y{FLAFv`3l@0!4OSmv2tq<cWFmxM
z+`1+jl}pHdFD?$()eJqmCJ`{o2LR}Zn0Af|@OrEmUp{{LsWvZcHq|1S4%ui`mR+fV
zwx4{z%CMfHh_F#yGZ2e>WGY`R9R7D8Y9$yu4j)3MShy`~A5(Vuo<bg@BMDg7&E*6i
zRIjDE-B87|h~1Dzy#TuJcXGY}In|D4Bpquphji6IyD9eEP#G@Bz}_NatI9tKT++oI
z8uht9?ALH%S{^<L^mPQff2q@ZYNDWN^Qaxq^bel(oF(+6UO<+^lS-3E*YU*8UhaAf
zATAww5AJieAwuD6sBhzbQfeiGm*yHCA0CFSt}Wt}^Lts4dcoRv@>D%*V_nvcXcDM<
z`=Bh3a3k3R?UWvfCVCwpkOEX@3Yf&qi<x%jFp<j_m`}=8pIa4#;2YUIUfc$B^{LQU
zea28BTd(B8qX+YUB1In&JW3a$I^>4b*E&-#q+CImI{jhE@mIE)@eYwMs{WY+pMQbN
zM2%%^JNqGK-I`9we&|>fF{d3NrMiY8b`cygTNb2ZaF^f9yZpEW@SbxP*YC-4k4DF7
zlnf-YUjx9-S)6`;tnr&&Yhn<!?E^RkyKeyOc<-3Gjk&+<o>ssx%v?Ddsw`b@`nD|*
z&t!Z^FsPAuy`wfaTQ04%D7)V7^BSW+3YBN693TclFzSTA7fJ&CLk9_VRC+PcQ~*Y7
zU^}$L2{PKWC-o?Dq7-T2R$|brX4&1&L_s}IQ)X-wlrOeT2y3ku6Oqg0)h%vUt5z*b
z;P>g@7wj}|dX%*HEnvPgu${;&+W&y@VCM-V!WCW29%6ou8Qh3FLnYD8mB(yO$=UBV
zS!B*qs2^m?g&vzu#w<wfiHMevm?IIB8^l$G8L2WWTP`SU16U8LrlMaW6n;(SStC3u
z%j}PStGZUnb5aM>=>F!H-lN+Ur6IJ`o%YUwmEb4O79313A$b<PgO?tsNF#!4u>&hX
zD@=(#)G~_k<jKlL8SBpxK;}?AMwDJ_x3~bKb%eWfOQOSv%qFzcfA~`YNzNSeyh~)I
zs72;yLWeH3?~9#zx>NJQZ)I1cPrD2jYLnFpU!^~pf&G-TJ{7ad#7LYi?g56Pftp(0
zg*XfCT)GF;-|eaI3w|)mXpYgo2Xe0>=P^0p2@Pn<j&d5B^|TR6e0@@DN+2_5r!{uN
z^rGL?ev&K;Rq4w0OzmKhc%A*IYWybnNZBI}wbMUp@CkN_*<z<Sr9WVm)VYjrlB~^V
z_iZ`8<=u=HyhDR%m74uW8Q<_S{OPN67KKR@l#RcBkKvJuY{o<YL#~LDMS1Y?*;$}R
zC2!qm=L6h9Y6IyfYW<keho-7x{>0<E`oGPhvY>EEx7>ho0gSTx*^@gBmS5(X52W&a
zl)0g`i8x%CNQ;_a+{WpB+mQ#qC>_~i7&*n*bVj?wo>x3@mh|4~)bwEjP;okL_WWqd
zAp|jHOMG6Qi<)bv%%_UwL{WeL7~uSCx)wi}Kx{Ehxd`>8Nej!^<}qZF8*eOPA6j>r
zx!63~mb~JK$^4H5!M|y$*f<(&nsQn13|ONVy_|$A^yj2+auvy2H>X>XJwz8iR23Sx
zlbRK06#jc7<o<<2j-c(ogT;^J@|aGYqGkX2q(3vv<;+tlz?VHWI6YKZ2=tR!e(+!5
zx^|xlzHad)+IH01nYT=ubpz+b1h{bdf>}<`e|6{~QFmGL5o>lZ5`2|E9w4#EzkM8|
zQhh7(b;2-Ata5nkS)PuMfJ2t!P(h^%aGzMMJzY6}bM-l2!t(n1r7Xy2KMdcF7vabJ
zFErhY1DT@*QW<0~x5l-yv#4(u<@?ks?&iEy$=~LC(7w&rRL<6Zb8@WwD|+gp?y|ip
znC%y0)BQ<`4)2a?KbJQc$x1YNJn2aIhlUnvt%?c<z1c*@!g9nQyGeX71~2n_K%VVM
zQ!(cjodF3PbiW03VCU4&Aw}iF9V=~`m&k79=LVMjs;W!EaUlrKC7VBjtAvbQETM9_
zm=S7&ZIq$lnkWU4OyWheb8WuJOOWRT^9fbj6U=Os*;Mf`iGV?YgbJ9|zBJ85y1w}j
z^Y3b8Xc_NXgO>H)>M>*AGOtB!GrmuoU~?14j8VWj1=l0!6^r_RZgsmWn|1s~*bUm5
zrZOVw73DA7N`}D-@$aS|-3wLeM4qf{vui7L2jiMOxY{_1iT5PSw%in0tz4Fg`Pk4u
z#_<oS+Y$Jh*LfHWbjtVO$FOgxTs1_{SQz{~v^jxz^k{W|adSr&vJkApSR&Vj+#5CM
zPWah`1QZf6tQyvN2A}MYKg^!=cPb&=k_V5Ia-*;n#smM<QOsx&tMxCT;XrX33?a%i
zRI&V4`LC<Z-fQB(Mq^=l{^Ydt+$-Y_AG+QXt{7LhzidCNd<{J^G38&8RVs(e=FNt)
zapBhk0rgnra;8b~Dxd-dEgHq&w-j`SHTIwT@g4IA^Ektz=C9pOFLc{!Hg;eZsFWj@
zo}vjg*L!g3p-^ATJHJu+!P@Wr!m}!a2UVYFHnu}u=?~WQ0iT>OL-3N+8<2qA1Gq>v
z`+LnoY0&Y^HtGgU+A4v3N$QdGUsLt|rF?n0(tbDMPPA6b=N^6}J17r3YeZ08_qmyN
z&0YDd0F-(_eP%xq#5R7d83pEXCX0?FXD)naZo_0<vZ7HHtNz0A5goW2^DBx30Q-&m
z!Zx6$v9QnO3mo)|IM-$CpQw)5aHK<}aPWSnVyGZy*qJ0s!As<4!0rzX2x0t!nxaTP
z$h{r>9jWy=b|o<wpfJj7Knh18gYxxLIs@%gLPq!`32lAc<1#c?*JJ|hzmB!?IYAT%
zl4~#g+s>ygwX|?F$m6BCuxat0bXC>r*k|lDlq<^-7ib7#wRZ+1q~^uO2S{#bjDib>
zQ_;>~DT5P;qB~Bi{RcJLfIPCo6I&T_)_f^t-PW*8-&2-OZ6Yuw_pQt2cyhBD-9Bal
z$WoMNF$_lC0egr8tU`J;j8^OuMtE{Gp>%Tm9ZSBkn@q2eUmgQLASO6c<|Y*yMN!2B
zTNE^)g^!toLq((_Tgv{itrnxu?{EUUnpF!M$*`;H9iG83FmXDYX_gks*feI}BIT!R
z*BCU^NeoF~)yA=}MTrkcb69)IJKw$Htg<20X2POC-*$me1CbCnQRE4_;%gWb?25o|
z#*qjCD6Tx6qvO4Zm`7tLKBo*o?Bpym>pEd#*jwyNJE<*HQQHMNs!zC2TJ|od6Yt5%
z;9V+7C?G<zIcnt3*Bpo*6mF6^>3PqL^dHoC#hn5ObiTR^D2{K?ycO)X5Fe=fh%YJ~
zTYEpXJr_%gv`KrGRPy7CvvfJFB%o^pX1{T1uNZy9B@RO*Ocf-rczz>!vi=>@9fA$~
zcwyu?H`cD#ct;3RtVGx_4-GmqtG$-!$hJY`^$)YR^FxTaUWZCIojqidJ|p$6Q8^9O
zt}lYDn}ojxfgn#vq%JMPwVpE!7^?Zi6jt4T0;B`K|Afmo`z=cmYWKtO@~S3yh#>t+
zwf(kWouZwBt>ZjCdHhP&s+U`RU_yWJ^Gt7+;M^u+4RQ(1fl4j5sk~E+kO0ShVLla^
zUH<y|l<#H$yV;HLiiqV*|FiJ9x>dW-%+b?lVG*PLE77bKhc)C|9FfQt)Sd|Etw`fN
zIUyB~j%}>q^2VOILysfM_u%2B@Uj$BVqvr1Jql93otbcgJdUR_==Hw@a?<w-rLGKG
zy^w&~ZnwP5)$(aNKWA!;qg8xRNh_^8HU05uUS08D<AjtPG>Wd^S(2D>Z+NgTdENN%
z!>6ME0Y5;%zcfICZE*snF}0^Y7_751SRcu2G_<Z~d}F3%c}K*;7BA7}h&MSk+95cA
zm?MjFQHL5k-2LPe4{q(~?in=d4F=M$(sC5VX;sB%%-Kvz=jm$jI5UfujCNX^5{|~z
z`xifuYYa={(;I;QXa#Y46%NY?w^qyeWrqV1BMs+JKSClZG;%66;5ml|5G!IpM^8&Z
zW%;ED4e}nj7H9tf(y*X6lo~Gc^#)T_*)B9!wOhsM>{^W@+EL%Iv^`?u`UaavTcV<h
zWdzZlA6%LK-gnIn%l19HB{C@0TWEZvIp5&7xU6;kYo;eWW6Pa>pg1wxkhFPi+84jm
z{`m1PZI^hX!>mJ;)zd7w4|y1QR<hpRxj2WQ7*56FiHE@>x3TFqo!;r1gj<1c%jIX$
zki<W%b0wObdb<8d-&VMTX5CcxEE+#OI5;*ni;ha_T|@PQWL#w#9Q)JWy&<?MM>P;B
zOBOKkY)ZDjPNfh72rPupg$y)h5QDUT{kFnx%TNRy_m}U%@Lxs{;5$`4(DLZd{4v>T
z!OKhvO(d==V@#=emrXuY7B~jpM3WTBtF^Sgd&S0vMQht^G_wmZ#rj|%Wn;1J1kD;e
z=IA8A;HYvqZDaA@s;o@+$|kc;q#5Wn^}N;@X-my1ZKNflW1-SGZOal_YxRTM9$c>T
z30grHAGqV$9d%O!S&9U)?r%+*`Z}FQYVd{@t!)nU`7iyAN+b8eRG8V=Xfy@wnub;T
zdWyG{4-;R+P=9Wb&)cA-b!yrT(rAPADi}~{6%agn^vLFRlGJA$-r?c?W*?>EDN10=
zh_C}h97G;_6}b&tE2%ThyEcwDk2h~T=#E8~04zxAjT)EM>2hiiHHyTN5Enw!eGm`q
z?dx3DxopueM1pbMP+$;MBjA-3Wf@%br^fA6e+3fW%Un=6h|)$Y!yq-6i$g?YGxAAY
zi<0S}^ANa3#pKf~pLhu!Qdt5SIE}&C-Np0os#w9@7>U$7c;e^Nn8uw^H2&dD(>T_I
z&hVlNk_T2B_ZHtTF0}+yypESiAo|N<L{>D26vUTqj-q8fQ!es$<S6pot4J@lM)Gjt
z(IbbE!^_vLU$%Z3vi|U*Wd1=hnG_$y59e>ab<zhke>#t>J2Hz#B*Rft%oGdS|D^6(
zezX8zO$=>;`|9o-qTt53q23_eSC<>AG<~^74m5rqs9sj97E*j=+UUG8G^7;8<aAG4
zk>Nr!uU72UJ!h?AOHUwP=xm7<`EiQ6%9~15NnbAbW{IUZ-qzmKAJ^$LG{x!d8jUU7
zdR_JE{enXmTeR`W_={&KQg}<`Kz5?hbLW@gL@;XcTJ;R0qIr>J1NAv)+f;`eBS?I5
zM&KE(RksQMv(BSwX^6D;*uC`{S}U0IS)avaxsHaZU~6DxsJF@e;Qi*bt=nW&xdQ>G
zzPLsc6(T{Jr8S~HoeZ*ok<!+t<!zkP;}y`;fB@ziLnWrRi`<1IkWS>W8m^)8COduL
z1nbK|j-fFoe0aDQ9ApuOQl}x!at!3Jq*+kaa^eaV42#RkG?}EnvG-rW)8?{V^IU<q
zOw>#YPn#+8G`q~xT2{12EGkPDFty2WUu#;N#?)@WFj6+a*6s#0BDy#iwW~8tHC(MV
z2w215Sh(xNalkG_XT*fQU#1q9Msv;Ku8DQ);)6qtD*<7{fJJ?XzXRBA9mvj3SIh8h
zER&-Mgq_8XORQhyT{y_2Q?uBkQW)`zBA@wPEcbQ<p|q4ljZ*8V?^8ddXgdI^D>lGi
zmRx13Ri3g`2J7IAtX#wg-<f6l8~ntdRpul9Ya53wb6T-OrD^(3*B5{B_-cY!zNUNI
zNCVHSC{E;fY1M7{b&sw~Tbn2Eetz53;pNefI@>ZMZE<1w=+15z_N&4j%M#|Ker&1U
ztXFHqL_DP8Ee0X7^x#C#(<dI>(h={Q>WMT4+Lxt_fqIZN4HS>#5{OAFkgwHb5jvOX
zK8NiC`Gp9CDfYJ&r2bZ^-(>2SS_ve^gV1z(xX%R`YvgRJJD@8Rn&2TRFjA7jdAZO4
z%Y%vslE*oe!9`{Mm0##5)XacXIvm+4h3CVJjMBLhMz%Dr3>+IS;UvSU8A@+)>pUr+
zh0%Od!{ZFE)^pE)O>A9tV7Q@IMG`p0a%z?Whc)n3?3Zuj1)NrC^};QBZO7DsVOvAY
zLs2BzK-ql(x1ORYUAQAY2<IMy0hj*bAC}#-BCZAICr}PAIDp}pKGK=Q{vcXZo<Pv4
z-?;qV@i@uy6sdy~2|xqXUZ8>dkSCFMPisS}Fi6>?RBHFuEqk^MbhIyNU$UirPr5#Z
zq&WVehaXWrqCy@?ZP~de)r}zCsXaTlP>%6Kv)H#K-T_~kO{)-Qv>8frf8PKgl9AIL
zy9*m+CNVk^8%%{mk36iUjK|>4ZU4{%;L91~0NGm+PRh{)e1#n>C6~F7Ql?K+sj8et
z3%`gcJTf0y6ct~Yq8KZ47|1D<ub)_{Xidt4zksP-^&!Y1umT~dHH^Mz#fFAv=%rXQ
z^im)jN^6MbHaVaC0Owg6@DX21irE;=6M~=wloJcZgEVt&gRQ4MO%nwA*NiC&(x;IQ
zwZk`&i^}N}*$dnqeYJckq~ujSJxh#6nP%QkGB*yT4J%|Q2^2|Pa+fo(2SEnbwPM`{
z1zXIU<bLE0<QJ&%^b-Temq3f&f*i*lJ+sG?a3{}Uk0J%cjqQKs$-g-L&d-P!Rp+pE
zh={z1JubDLTr)bpW%t%Q@SS`1XFBlQ(f-1TL-8lQqAqX};4fD=^rRR#c`_hAd8m*B
zI8-6yi0WtWoF?e=092BCcHrB+OOjg(x|5V~)CTwVf2Hpz`111p-huuEMCQvUp71Ex
zJT*GfGmD1LWQNs)??PnK)%-@LH~?;!z&~XmK*pzx%z0pzybP?}DD@jNNZ;YVlH)O#
z{m+~ms>!N99+1^|^e!By#wzdSoj+l|ZWhnHX~~SpxJ_yCTzh+*_$@#!V-7;p#;vU8
zgqoL8t9tUwV%yYRqpf3{3MW}k!!lZ<O_V`<ym)3|kQT-E)%!<m*|;0HxLSuPpo4m`
zW7A`s?A`4t2zfx*fw93@-v_d~QZ)e>TXe3Puo_kq0xL@9P_8EQ^bEmj0`WzX0S^&i
zex!`~OZ@oZm33O4HPJ4A(4{9R0@?)j!PSgG7m+HAVH_AkLh-8tW%q-ZlnknC!;1Ul
zGc>_c*D}ZsXg*D)0)}ipAUZY|kCP7o`*|Gs$>}3)huhC#$B+r+FtDB(B|JWg<Ux4c
zFJ<rVUOIvoCMGwn-X3U7N6DFcTJvA{+(Z2Rris-v`On>NGTr~V{LJbJ8kk%AggZ}k
z!vK2fp}u>dL2U1BYjsURgZRP`-KN4)c&dA(5#ALeFkHj)D~+HA{i0m5RB#Xf*If(m
zpAg}u8wWV~08TNSAfreRP-JE`Ct;gg4!cjy1C|0uDggUL@ys*2wy6W7O``%y!jDk1
zLf9*Rz*9E@SNIw7d6FV?B~(z<0wGtNJTj3Gc~YZRAScMj|9E}CtzU891ULiutf+7-
zYBh-P$C0tK4h{Y#!e^dECnfIDfrGt0(~<o|Aq}JT=lZ(W!D!vIv#<($f3`5<8)OG7
z!*WGD?ktrB(d(6LK4pZx!a-rwYMQ<Urs@H}@>zTvK`{o8IkIx3Ll{#scv#B0nV}Vv
zgF5_arJ!!;UcRxhXKkAedw)SCoKG8D=bgrrmGvV;(JgZlc!-}PyP$60Dd|@D&jWAt
zuJ5^fZRAyIGt};>m-?QEmVT^v-E{Xo(9*y6-KH-U_Q6w|M^*w$KU)~SioR>@{pRTX
z-yo1-%*hf?6hQ32VQtS8T{+rb!ik(D)&#RBWZwXS*@=(!4bO_LD{n?HYv1&EMKDu9
zRxXXtl_(bovQHb#s?m3Y!K?<CGV>!KE>|J9AOok9qG>sFDN<h~y&c^?i=H^MF0a+p
z0UVxLh2#qnaPo|4q#At?dH{Lazk`#%rLB1=oYkwIT>AvLDK$PzrwJ<LroK0ilw-x0
zpIxAnXkWE|*q#pA$x@79XpO<Hb0<7zMuR=dm_x0xSfdrEX>&Lqi)ZaP{zISt;tO-C
z{Q312QF7%fiWGUu;R7!LKTOs#stRV^g5b^u0~wE6?a7q0x!(b~KaISIY<?9vj)o=f
z(D0r?^ls-<1T_QAeXMU0)J3{ClKu|*9iWS|UynU~*8#)@y~2(q1F?byzKj~F3j8HE
zFsF{PHz;>mKb`s3oVco%t3SP3hv+}uEPmOxYX1mSDg31z@H|b6MyOIRP$~N7Ii$#j
zdaQWnW84IOhJk92HQI0*K8wd1Y&iC>pT_p)z(8qv<;{vo$40z?N?2Xf@X=phff<D#
z>;nAYexx9&@6rp0`aj>BA9vqQbcP`>*w)uF0eL}kV_^&er*p(QC|sKtD0X`7GXBjX
z1f}er+GX<;e>_*nw+r|$)_&$R;A`lx$`Z(iLTQHz|K@yMUjSr{V70<rUH_&=|BL^7
zu9r}X{4WDb|1q*j(w@@`Z}q?2JDK0T!u@?}4b<DIZ})u#M*IhQC&pX$K->Q2bIJP(
zx586vMn+-8?;O60Ca;Y6pGu>jVW=-5fO*+g*~+mC<yMYtqaWfzIl#xR72s>K)hCLl
zZ;Ce=f&u>6Mte_3ioqd#+@%2jRdk581mW0nHGE)Oh*W90D){^xC#eFBvsH-WMA)Aa
z6vTm;z7Lr}+9Y;eZ$M(Fh^Po%#Iinr7jzNkp+YMR<<SwmHk6nBgEEeKQ$4{mL~Ca_
z<4}DD)-G4_0!E{}GwsODGUSra{Sa91^9V@9zTVp%Slh`yL-j#vo_f6R3(#<H@9mQO
z)6j4qe#pF|uo9l?8_B~eRdl#kzE@c7LgoC~*(doMqP-&mHwFCrR*bGB*>L{EXVm|D
zm{%2TR&YQjfK5GsjGn&do{8I`;@9*g6U-9Wi{%IEvTWRYWZ&M2!eXfZ?1%=oV!gG^
zS2)=tZva#vpqtw~cAb{!r`ETOC^8`zRQMk)$H-9B;<f1*hGPUR%LbK3s0%hiCyKA$
zP@khd;siz`^J<#bnw@%g%4=cNXdwc$2(y1Xi$&hj^7x5`bwn518DW6-M77dgAxrlD
z6X2Ce5~%DarV?YK?*P{OHnK}%Uw?hiVBJ=H?E6qbU+sGoe0k+S?~(za#BETC9MIs8
zUOD^Zi9LmlGXEY~1Pg1~;j61sR_6KhC0))L^o^_Z=3Dm1K!CnOnUna@a-4t=u<BSw
z#qe6#3vX6>;UGtvEY5yxUVSr3ytO`B#*e@N67SG?>%3-G#*bR&hc}3y&m@~x7(D|R
zy(p9!J*kg&#Ht{NAx$9m!g<R!WDNOrO&8x7(Aw<SV78&XZEV!(Xm=ovw)Q^Q(ARNM
zM?)LpAjn+5d#pW61SHsuPY>vH=0Vsa;Q~Vu+^jcaHrzam;-@9D)cchC$Fd_Sb?fC)
z@A(UGV@av?ChE|Z79<Xv)0&(1L(=st$*TgjscE63oU3(%cfIua6%Qn}JO=M1!}I?9
zcxQI3EyxHqPVNy5ZR>U_LjzZicfx@IfwzVo^2h)-^}tk}-N+bpAo&KG6b+&_&>ZcW
zba=ZO+zqSmDs(;h#Dm*9<_A9iC=YzDTNn2=hmDO>`xhhl<>!mX@sIFdAic;cWC!wa
z7l#<I3{sDbVM(L~nZjN`+(;i5m2_-feUsSYu5WR(th=S2KsKGj9z)^?g(8xxr%*Tj
zf30kjh)d%isIAt};0Mw`#Ipt6@=u|vWF5I(k?OB6$QAe&d5cU%6I_(*@pJnPFu%Xd
z>qBAaTY#~fOM9wifj8ws%FVat3h`!;qL({GWy#|Wp>SA@ms}J65u-J0Zd0if8=l*p
z8qqr~jKO1_9pBySGG#`0e`Vv&Css!%C*59+uPJ0Q>!UsE501qK-DrptijN7-bf9i=
zomp_Fe2K*=>v*o?B~Q%84NrBgYPRBEHe~BOeAw7}=$3*>ZBFY{IyH+@c)W8-Ah2|-
zzuD_;8BP}NYteNC?aj@3m!&Tjnw%VM52{$h|Ivrt`attyuQB4%xf}Z~E%GEV(ijf<
z#c<M*Y(P*XbotNt{~&Kex{yOPwx+GK27vlhe$K*mH4vm8R$Fya%YfgiLIQP^E86QC
zBnRj3^I|J?Nuc2<x9~W7Bk!!dxzJV0tXH(Sl^M!y<<1z3?I0+n?pdyn!@$X4<x$)#
z>y37X_FbpeSTTnCWbHsB@Kr#1Sb`iz^hgxhS}ngbQMbW`%;KoTsoXA?!5t+6Rt>B{
zky4=FTAC30^#xH88r<qH-?-tGkAEo~(5S8l)oioGg0v-)kH;GA1XF&77eAVp$4gLR
zLHQ~1vzi*o|7$2O9N(|fz=dn%`!<1fqVMBxE4x?WeWN&|d~c|JvWlE5dne_Mc(uD%
z{qq-aYW@P|#E;)qeg=M85Mc5nfXN2rXbmQl2u{TCxQoz}x|rS&1rN8RbCG&*kQCDW
zE`u)WCar;9IoqGZmwa94ZSR(ca^)cki}w8dJ&YFc3G!&nwJHN>O{R{2WOu__4O3C8
z!ONW-3}xma`BijSWe#LR!Hk2e&5&ycC&@q=jg<uwML$>^NX&@z)mkyomZU;dMh>W}
zw`6p(JZ$fl?(=o!$qG|MD-;N*Xh^>N3XAexX(`I}P)-oTr{G<Ks;<YpD4DElF`Ine
zVc*mg_}R@qZrOksfiA)!^$#=y=AuGONzOMlyr@N;?dZ=AI_8{(;w|K@-in_AKK{Iz
z&AeN>>&fX)@KLpXCsf_txyqq387#5Id2d91eSVZ0cq4x@GCm^rVCKfIDKd~KA1vF$
zX-u%kUGA`n#+=69mD`&0D{@Z4+_!RTu6H_bW0(pjWlow?`G%Eydx|?N4%V9!E!79{
zyUVw=I_~e!2i>`Wc%YCEh8M4C^7jQxe*XiYp**s$MninP&1Mhb8bTe^7@;f;QqusT
zwg+vR`VixZ_j_RPtipHCyL?#(uOh|;ys2bO3l}r~0ZZRn@*F^tJ4rH>tabI(lAPL+
z@11V7Vek8UgOyDsOGcl}f2_Eoy=&m!l{UC{1;_~Q(Opq3CAeevHF?MGYx0g=-zoh-
zbQbkj>?kR3)&&B&`uU1kyK8RbMeO;hgU@f7Ildu1|EzdX47VpTqn&jw_53sJbA_iK
zJGj0%HT8w@!c)iYTL+(QiFG9{;qHlb8<Vka@T_NIJ)BnhhvEr&Wih0)b{bI<yp2t~
z&?q!o1hYlikP|oaO^sfHPD73>ga*ul#Y5=q{koBsg>A?I4j0ma8~v0D356?n$5z1N
zs#|dY+l}<LrgbAqaTFFo{!BD=xWj<@Iy7BVyYfTZx}3#J9N@ll+i>LhSpho?Sne0M
zc4(bpQ*l?>r4j$2P~OM9eXXI!)pxA{jMo6SI6bIP;PoYo;(<)F$le->>La4))Hx8R
z1KxHt#p43b&!W?kR!R=&9Ad;7rp&&6^PKxF<qOcR%A5J+8P1P=NA2Y1wY-%H=LuLA
z=2)G{Ci;eYbNpy!Y*v>o$YJU18w_gPb|XdM|B())vk3=H(+w+b?<n4SrQsZn7aCoF
zfsquD1$OyEoCdP!MeeJX#Sah-b|=z`G+-wry{Q#E5Wl8DvM>ICRDCE7cxF-LY%KLB
z$zHY3=qk50;}`a>>K#guz!P)9yE^Tv*l7%fMAK?LFZeS(Nq;V&&kjxwX7aaweN%d3
zahhjnoMw47qxLn8v_{(_`uc&1f%>McPpplNbf#1szL!s>{d%)b=Z;z2v0$Wayle2j
zwT)_njbi|Pcfei97N=G3OIZDhP$WOz)wh2t%jry<%(j5^$bTenN4|mlKvEyvv-{rN
zi^rBOTDs_71M&utUIGbXClDHG!PZF5hnDVcO3+6iI=1`HbqV^RV|T7wcjvK(=mgbo
z7=x`4NwswM_C@!0EIwG6ghiO`L-)_3K}qQ7J^IgI{^|!vkk1Z?Kz=XVJ%8dW3p7xO
zurl*rsZvuey3NfPEAxNK-)t$%I-i-_^#Jp&>j`^);|lgkH#p>~cU4r@ZP42mqBdt{
z(a=~#>(>Z;<E<~;@!}bR;@{H3{SIoS#uJRe8V|#&Xt~UnR%$#rEc0y^cv@={w{QgB
z-j*rUnbjNv_n@m8fShg_IoPR%0ibDRe=eveNik{e+`pmilk9-V%bPCz&5PX57*AOl
zyW4Bm>SPo`RIR=IKe7K#yo4;S-Nh<7n-cL{yqjUW*sdHKkEe6yoEb@X7jj)~OahkW
z*|@i<0E>91CGY&`eanT+yDjn^VU+DnRl8oGzhCGl%-`&Cfl99^$ALA`(47HQ!HTTU
zI#-bm)HgfI<+zERvZ{1DA~J=Ln;nt2#06Kx6bV<?Mv=9}<K#Q!KI9Ox^z<#aY=vWn
z5__O;Phoc<?^+9uk8NGEtl1sdTIhndw`?d2TSkEqU7@z6F;~*=?5wP5e{3@Yt1Nlm
zpx`R!2Hz>q4O+|N`X@`RL+<1=V*Auxqxq#gOY;VS(HiYqZyl^r7I)paywT$Z@Nox5
zY#CV3q^>#FUmQQYGO6WRBj3;%E!Q6Zc%v#>zvAAB^6)<f(NFv%$kYdrwMg@;$SU;2
z>Crq7s7T}$Ar<VE@&!Fm(V5^7S<`NMSE)~H|L#K7ouqD5-We0Eugcr;UzH?dXYpgj
zTW?I7AW}!Lu9%G;r!8SPd1EJN##~DF=hKCs->A$2K6JEpY(n-N<XYl4$X=vhV%M+t
z-ZGU;Fk^DpCO*p65xu*&ZkZ}HK#2DaUAt>zmdpIw^Wwtm`=1ciN~>nAT&L&GFC&yX
zy}W0wEZX*x51%aF_X&V}uwMBN7S`);ps;?U`uM1Puh5T7ioaocfWJ9|+$yohzj6E<
zj{x5ydmZhIeJ>QgRd}ZGbYXgJzQuJ|c0OwkwXP%fJyO^VRkCmBdOk?r$y(~fbSi$R
zrTlvfZlW{#6k4tDT1<~JhDPZvE`9ALqi2-P%P6m+1cLy_nzZsuo+|GAtib?$oVH`C
z+_Sl^kE6{u<l{a$ey;F_^lIP@??R3tQ)l-Tb{2LN9-c){Nc^GcnVI0{rt8x@w?YQd
z@>E732Br(m5IqA!*YJ|_*pclUcuN4Fg*(hogNgso+n2z%Rb6@Cx9^Meq^Et~C2O%H
z%a&JV@s>Do7H1_35JFgzkPt|KQeZkPEtI9Sl$pW+QwpV}KygwqleFd6rnEC{DANH7
z(?X|ofqwn+{l3zE%yhBx-TNfjl5Nt2>D2!HtoNQ|`=0+f_uO;t@;~!DD?LHTwR{G7
z*1iAJ8pkV!AGS68u;GzYMfchG;Sa9Yg+2DQr~W|e#0y|Kc(66rdk&=W#1U^$Gv|)t
zp9I~Y2YdI3x!W9Ed=!5K0MG{WGN}?A9_<*7YZXBm=|zPO;cEsJI#kd_uSPgxqb<{;
z02TZ~JUmW=OQ?PZLVd%?)Kv7x7W%D$f%+tnOfU_89%6>5XU3^mHD-p=SF=GKH`J`N
zWMtFDS1si{iDEEW@(5VwJywhKwdeXEW-Bm^b$4W983&ufXe>%8o@^+Raq?IZqa({l
zDo$MW=VKB0KJkbW6nDS=^7ppOCJv`WtBOabe{9l43SAR1-pOlrg&}#9IK594@w?E>
zE6RDN_X<Mg{x43hmsFmFSv5r7QoV=xB}6_4cFj5E8M0`JqxfSG<RJd&VY?k2q<yO*
zSG3G%h_!e|Ez9NcMj4W_f#nIrEzux_5f}W}EP_OX{#a|m&ZZUWc<ID1X*xK5;YTKZ
z$GH;S(Nu>Wmwxt1oRoaUNFr<J@GW?L&C;?Rmjk6#B}e?D<Tq_O{?eO=s*g%0fo4>@
z2}=>1B{y$|z!1DenZ9%RXC8cbEt&vO0e0%Q01$1&^Pn9ZoSXA=gbq9)L|7^c<*~;o
zDF(lR9k3y^r7ANL<c!m(mgTj?AU|MmDAdV;V18Mn268=pn$I`5-)Xv;I;c@dr<plO
zC)!Aw!5OEmx*3~LB%?TlIDJ^NkTgvYjHD^p7ppJHN{zc4k69Jse#RU0bIzn|dfKA1
zaH#icHaqL`xLCoWJ54xgaqzxi*lpI(yx~9K$A}Kfi&(<I;IqLHU^-l()D-rkio-+$
zCe;ygxq}?x+ZTPpzCZVrcm;6)deddZ@)mE3&Vd%{tX#FS5(`rN=nT`Ki>MF4_zOfb
zm+=!4mnaWK3qvVQ@fU{A=`ODIu|!)Y6Ci%B<$R$+P^Bch$(GMVSo|$nQRJ0cBB%$u
zSGL7AZ(Q9UjwMpEEGbVo1L?ulVZ~*ErZN<R^4$*Q3)3P<fL^enBJmz?q1fSu-)2*C
z3j1-z1^A9)(oZqjCnNjKZi8`Wk9?r(DdvhMIa_86PiC7KQ?SDP(}E3m5A|EWY@PVS
ziLfDMxwy{9;)eVWV1hm3aYrmLSf*88Ocwim9m7e}cPP<jw&l|iR?yP^U@>4KmnSxF
zTHP0kC)*GXgv#*H5@??Jj<eUMg<NW+cX>&4>awq6Fj{u{QcKpL{O>dP*YHOuHz<Mf
zVZ^h8WH%>Fxu}D3P!|64x&4+eMO#IlVcT!wy*>jL2o&<*k1(Pp2%0nO@?}CcnNGF^
zU{J#|49STsAI_D12M#L1&hd)}9l4~R<H=W)WW*_(Wk)Pu$eQ9wRZ|sF2!-H#n#}Fq
z71^+H%|MiqOq@`++6!p`L_sH5R}q;kaK$>^AnNYSBGYw2({)ElBCrQO&N7skgvOg+
z$arT~+)f^EFeaD`GNy&CxRw6^Z}1<~tk?&wI0>z|V<=@(0!Y8@W7ZNb*rRT!SO%;9
zFRk4dECfw%pS_p~F%3hGhxBmYibQ<###Mdcpc7M|GGX85>FPPqoR_YSM52MxU<mcr
z`=Hz;?5%0ggLWv2CQj3WfG%aYqu9T}KAgdRP_YA(Nu=+If4TI02``mA?Vm~P7a#P@
z(QS=7yGCkoGK*AQqi8NS_8v3^Ie(6ofJ~or+tw}&>*z`hcSbqrjAWkA4lD~VI)6z>
z4R^2IJJi3m*YnkI$deA(nD$g()I@$LHQM2&O<XcADx#V81pET8h>X3kvNOJA)0+N>
zv#mE}b!z^!Q#7gr5!k!<r)eh`0(&Z@ayHYQ5p|njvt@+tOrcv<y9*f-1Tr?a&>b%y
zV=?w~1AF!CV`BNT_>lybc+`Ec83A-!!r1)^wwhB$?l4P8&^k3#vwA4*%#0sCH=AfV
z0f{$n+QL5#<5-UMSb||z*v_-Gpo!Zy^6|cPorx}nrZ|b`?3&qWmZ)`$IgS#|@*)Ag
zJyFuaZYx0%)Vpjr<`E*voG9_}gtt1HU)kyA8Cv8baSy|5J{|i49MYq4Pq{E&auF0m
zQbv842e5aD610^vSO#vaNbb>P-7fbiaFx4Vi%}=(5#!|oaFJALpLg-H?mQLhdm_8v
zWYPzp3LS{wsXwScr4wJ*zpvx^1MwTEyQqgK;>*<Y6izh*3AREjLO<s2N;-b>_{(`y
z0hG%hzJ)q&09lWhT2ruvcMvs=6!k9lO)<aj+I7DELWHJabR%%KXjdXwi0C8*L*Znx
z*Own`vnYW)@~dlo9GT2yg2XS3(IcR`{PtoRcDa8qZ|)B;yhPD56OMRzftMU1-4$0X
zL5GZXr^GjJ81D<g;Y1Nd`AKJ>ZOM2f6!RCC7;KPt;NK$ba5U)wYbx<X(yH6zc6;34
zBVfEw@W(@TAI9rKPllyThYR~ddz=TT7LPMf-!$0RdV&bJ>I2CPKF#ZkGmHq0g`}1Z
zCHRZbxy0O_uoacIB6Yi-&qUcYmhN_kEj0cBmhSR|q2o#5G|N*`qNCTBsU$2kiND1N
z3`xQtSdZutYz}Y7Q2b39kq<J2DoMt0BDlRC!5ng#Y{_y^&sva8-GzS(dk^|u4a7i4
z#b)uwe1P|P(JR^p@*Wl5=V%dlcF)L(I{9|%#8UIZkIrDfq0FAN-=Bb%Pno=J=!*Ot
zCfH&gci2kfmtrDxrsW7hJq5MK^Lof(59xxSho)T(iEt|tLYASnZim`(Lv7{3L?w>4
zVUR>3u32Ih)ZT>IYo@e#g39c(czrQa3hr?nkXp5cjM=c|6WQkF!F+>99C`%Xf@d%4
z>S~1lgj?4?zn7(WN5boiS~+}o8LMf|!r%`YYJw^}_Xw@JV;)b;%8}EO&-Ra1i=8qk
zE?J4i9MzvSL~N+2T6z&C$pk?eD=|=7>^D$a4J0cjO#slg0j~)pCGTl9!kR)_)zN4%
zw%TZzJ7TRj3=Uj4{!@lW|CvYs8CoFEp#OI#{w?yO(7$W|=T?f9bfzm^UZ(3oTVO+N
zr-bS7`2P6e!To@@1-de6Jt%CbEGx@}-hG7w?s@&f2(QpObgg65w!35t^IAF6Gfw-+
za3C#P9&AuqWFIctqNu;nsK3~BOD>E0i)e!qBUMxgT(@gEqZ8F&&}i&ZB8J9xMNXHO
zgrlXfl~mH@#o<gPZpNsVuEe`UhtpjcPQ5w%OmavLySq3v`wX|qk|eLvlL3p_pR%J@
zd$KEFP3sL0<AA7kA(ru!ZVTwaE{JCU!kL3m25h>}l?o<#cWmE05Dg6Lp5;uSt93eN
z79hi+MC%TPAfQ7j)UZGRAxpRv7c2pL4UO)>aAr}$j6ruYV;@+r<YpaC<W7Flc!t{<
zfhOt_+mqdXLsB?Cp~xIcY61b!ehkX~BVYzj7?w)B*~wTRR`z=yVdh0G<rZ4;#`wz=
zn+FRbtVX&gE*rk(=GdmYF1h*UZztMQy%AF)m+FOq$I|3E8^*gs`!B8Bdik<_SEaML
zku~8|HaD~uwQ48!|A+`|RTA`p%@rw7D2h@+D%AEDz{Yt}HnCVpfdI{9o{a9V?+e&x
zzOwT)8N>Yj1v6U(m^mGACS!=UFxW(7BcOD&MZ5wuSUYqRVQ8E8kg2TAXQDBakmwnV
zwhy&gzT@%O3YiEan6rLc%&RL*BV*tdtN4o<t-Pa%1T8S*mPF9%?^@X#iWv!m!*2<v
ziygK8jbCfTnx%?8tf)@K1)O328;SkslC*mFS?9Wyfs-eovz#%#nu_N4&4!pdOcbs~
zJIW<ia9M5XxR05!HQ4X)SkC4((YT_<(>a?Zz)%!UI)YK3h4&X01>R`xP)L*&j+9qr
z7z)iP;m7dnVA}@}7r2C-07a0-Uat5pMfeT;X~|LUzn9|gE${c<AAc$G9}zr~ywB0B
zzv-7@g!sN(;Po_!Ze63FjcZD+EA;qv1SfNxE0XnwVa(D~2u4PC4~6@30h&V|o^?kH
z!M2<~*Ol}87hf>w>1^}EROu}y5Oj!==&_q^R!6uL&y4p3c^T#h3L6Ny6q6iqn{B!+
zT#O}GlmoONF*NcaPeSQ;P!AdzZ_I3tfpQu)Fj%IUF8G}Z#>$s<WeRCJ^cWL#rZ1D8
zaJE`*Z4s%qTzWj4Z(#>KVVcPVLrgtKDAiMhMyZyjDlV<dpF3z#6E9D~P{rYP@G?5n
zArB=Im6VO5GW{Hjifs(&*o+Ud?H5?`w?aJT`GIU@bzQWIfq;vaO=_qkBE>AfmP~vs
z>bZj9Q4t58xk7@{Kaalv$0Z9G20NclCZ@1&O**?er?4Z3WkqhA!hTrcOHR2|lAQ#I
zAH`k+UeJ%dRxyDk``Y&<yA;A2f`-k__pAd(qEw?*F{TVp=2bM8gTjE>IyDQ;3feSl
zV^RQJ&ddsuA0^53M<%5HLNIA#9k)`FCmV}p9UPX!G0K{V_`+ryvk_k)MLk^0A)&b?
z;~^Or95Js4RYjiW?feaYy38UPCln*qABieY8rLuJ7Dh4)6aiC(>OCBXU1|giu%lG(
z=D5&?Z98(c2doi2V811t5VbT|KFOl#KKBt*z-)>h#eNI`@MEu6Ou7zCteDytK>qG>
z@n9=Lh&m9hu4fz6GN$_RR2VSSCPt#rE?Q8TneKB^v^764p1)Td=m{mvIQQ`jF@m?p
zJ$~fm%I<X3D`A2o8EB7@zh`Vx=fMyC&C(ZDm4bP|Q`jGAD+4nif?y?~`b2zU<K{F9
zRnQFQUi`cGy_5`6$PaM%9l!;A`2LEIa(Q*$9QTtUmXbp78|Z-beLjAfmwQaRyx9%3
zl7FLG2}rn~Hv9n6JkiJs8*_N2(rhk>im==Zb9S6ol;3@u7bw9ZS1*$koFs9|WP0x@
zPM~;A!44`C`5tYx>5S@8s_)7&8%ua)l{Q;Uw8^7ks%&PXQICMeC_qN>H1!ya^eiB7
z4Dk4WK^0NhLx&a11x>`|Z=zj&vwUkcyQDA^12d<1JntkK+77Q`1t(d3k4gn|UP<!i
zg7w#*8S@RNeuICJx(HZ77W7msRv2juu8<xlQ(j|NwMwO?u+JUwu25Tu;-+7$Q*71P
zWt*aq#@6G73x&UiEAEufpU_$Se%ur+#o`4IOT5KO7D?;LgtIQ5mMya0os4B&9QIga
z#~bl+_yHO%pZ)O;bFMulX_}z>ENV8NmUWY4^FvAg=G3q7_2gbdk}gyYWW`~g4_S}m
zuK)q)_#Y-iNR-bW@m{Q6*vwr&{bIf7fT8g-6XOen<VyN{F(}5>xE$z+#!vy@V>I+u
zmhNP*&B4RbS+tbnfi@S9UBuOvUO4>691=)Wxj$`JlF2A<F^g8WNoh;PMGap1kVe*@
z`YlcnPZ=4QQH$kIfCm<Q8oIF%_UNQzjGDqeKdFqgu4y-drUjF)`riCMu#Q-FJW+7s
z9K0$g;zcKZ8|#Q0&oGv?!)J-21BQjkuCS_xyOPNs^x88$nk<J@B~(r&yU~Mg)Xrl>
zH)*4;GWMgUo(@N+@J~(JMF3x(kyDzF8E$Ie@i&gc2EOp>^b5Im7$9`kW&m_Vi(hME
zWTA)0@Sf5mrb5Q$lS%GzFKr3rLct_-o*%<|IzI>BaQbDE{nG3k#D_=j8u+?qrbXBV
z|L@(w1dM%Er+J}=NP=BNH}Q?S1nCwDo|Wy4PfN`c;nkBbs7MA3I)xdRr`7SL7J5j0
z1Ge>HbFHo1mprw$rtDnx5Y}r5;qpr}LIhF{jw+7aIq-Fhi9%EVYOTE{hqlneQ>Vc9
ziF?T;^$JcC+qA9l{u<(5;uYh5yS5c^5@UDb!}wO%E1Z)+Fn<+G0v5y@Qe_d#`b=5C
znKcP~m|#U!m#gQR6`X-r3ignu;O&ez9PwMM4%Qcn_{=r{|KBFuhwsEs!k%(DG|;=?
zf811k5PzMz3q(NrIcT@xNuF{a#S74Z+3;(QPyywpCREYf<f|vuH<9Vmys>IvYZTFp
z!Y=1*7%%?PC3kO0pyft_ux8@!s9nHAspyvbu7u7r6AGto7`5@S>QmL{t3SLUbII<D
z+Ekm0IHZ{a82*V5V`i)kTk<5T1;xlZz)pPwwsO&ID<id57L8V34O@AWGTX}Rz-%jt
zk`wJ0gsp3YerBtMuTPIhi=~S{xg`lbmOzktI^mAgTltwQ8Iva+j<ngTuRVsX!WLoi
z8?u+|-qohsRfd3Z&4Ft5?hjZ0PxY1Ru_ri*BU#ys#_Ua}%=m5OcVR2rP%D?!TDi_>
z<xPhnma~p5i=ce70VR&ptyn_cmP+OZm^ZG!dU=R~Xb_a1jzTbb+#B>Qzu{b3ai@c!
zHXBafcWd?6)&Kh4#jy>WCc@As(<H^w+h4wF*IVyl!kw(Zz^Fq*XL4VIZ4}<8jW@r4
z8<~>XTxvxU?YX2I!&qSb)nma%6JzeEO~AY%-`Mr%QK~B)3bpCPS8v6v7>ioCvDQME
zXi(c<K`pGlhgwLY7D5}{UHudOzp0b3Ph5xk$f;N0{e*FUJ?tYmc!#)vxSKj;c-&re
zMiBcYv}GTjhxY(`8@gW&FH|@oMmfU6YO_-qs5yl<PO8(d&K*5;X3j0)#zlL`=?Z8R
zwgi<2_b*D5RTD1S!tkM)#+P7<C+%OHrieQlE9%(S(JH&uT3s~v3A7IQMNE=?FppjN
z9O%a1e%5S`Ks8AADZ(>Zl#)j=1_XfzyWp9koy~4BcTZvGPqJHK`^ShCwSgmVqyn#=
ztnnVh2*?-(XG+Z(V_u}6m^uGOH`Xv~Gn94GAYvCPLT8bt0~VJ;)0UtcD|K%uyG3t4
znp?ZHQ?pnRJ-51S$K_o+Z(SR1+j7VG|AM`)$`7;NFwFKC*&<0D{k@hq63d5&qo#mU
zwYpt2WA-cQwkW5Dy_Uq#miEO54;)-{8(Jygq2%9ylJ|qv&w*b2m(QXcC}v3Roh(Uh
zN3ph=<Q1+*vlDFl7IW`B;bG*5wuzjD@bzb{(i7JZXv?QKZP%PIIkkj5SWo}@l0$H{
zM|10k%NnnW3<Dzrad_u7l^q{l6OL}W`_k`YKlgo>^MxZ`je@qTbPn`s|DIeqx-_T+
zTqfP?p$SZ|noa3Mm=nVRJCc9kiYu;KavSmsQ1`?>vKP%#KL@(-sb^J?S3@B|pCZ~P
z^8(CzJ_h{2h237^J573?WYZU_U8wLaJE!gq0^sF30NJv+8Gz_q`9r~lm9G)CQaAe|
zUd|eJVPNU{oLO|W`O<5a<^)k>6sw{SPHfL_x^_h{x$V=J-hzEvkw42As@FYQxv$sy
zV&{gDK99w3lN?@$*)HUYSwZ#LmH5)lh04KeZeDeX6ZT}-mjSUC%1sk5RU0_GK}BE>
zSdDtX<g=<80wI8KNY-$;#=zmG3RgDi1e;!~!cMS%lAVY*s#?#3VU8WtWX4Vd16hON
zBIw6e4fcVkht|SgEPKxGZcXx)62&bmIz&-|sjn<AJ?~)u&RZwKVrXFJCoXsv`?U%7
z0e?8+(;RN4I8bq7{P;(9jk_#uVVf`F(;*Tad0C1@9K|&k=2IKCU3l=;)%UqTy$}2b
z%Dx1hYHP00{TvuP^?Zd>@D*SXQ;5nGexlJooKr;GWS5jVid_f7z=v>gY6ApYSZl68
zTn<+tFvgjMg&{%5#$8`A{_2_k3FsE#?`>-BR#-pPiYGY_&kq?~CDOFr;#6tc9Pwi9
zy_@=DIwN{J5*_ER>=Y#dr#N1L9c#zc0~ddMO;Cv}-g)PFQ`kwf{4nD~=7q8eCEqvT
z!i3VcRYTqFnwAV9WbIbg9gKuLyci8RI@a#YwQbtI>(DLZ_j%EXaSi@mf~J0fGb971
zh<o6ZV|WF>nBEJYnCnlr!6%~eL_<$dOmV7&uf$h@PSF1xDB|`CC(E1<_yCug!XK`P
z7S8q`iL0gJBz;Y50(ufnAU3LUK)|TxT(c9IUi35_5QizJS*|*vw2D)oO!hz*5)F2x
z10v5+yu?bKgJZ$Lt!0~g@t#$iF(1c|bMd6#WEG>SHuK$~zK)F59X4CdqM45*LagMl
zNdDrYK->DQyLyL=nl@zhaqMaQb=b9Fv=qROPueWhQS4s;DroxB5ex6Wu}Prgv(Zwa
z(OeYP8%NZeA`&vTcypeTY$2yFtl(^VT_vih1g%BfcDISe9j;x+4?naNMjZqtn8eX9
z9D8xkz?HqcEKn$78u<r^_@l606SM95W^=p#^@zpIzfZfcnH>!<R5$Q#ibAl7IBJ+^
z3%R^um0&Uxuwe>8S;B6+S7mUA8@utMZytVV3B@r4C91G#Up=v>a%B(NVMoA-bNB%i
z7yTHf7;X69L2Fn6tpWS#v$7lj0l-<N@O>3qhKoM#_0o<f3yLK}(uwQk;-mBpt!9DB
zx1fqX^Ze2r<7o9uwG?&6I<VivpjoUg_1YlRrUxU1fXt{alczoI<2V8BBFpaUTD-An
zb@!b=G>8F#y^N29-KtFpMMCl+Zzd78a3-0PO^RybgCQSncX+a8ciZU5SUPXSSKIJg
z@FyuB><K#f2!0Dt!G&Nmc@DV}Fi;aV*a2cN!|DVBU>J;p4PZOi1ug@J!1dtO%HCBM
z?Vi}(b=9@K*T(l<(RPLZ+zY}Nup?vQ7^o~Im#Vp<rMUarD=rvYS}ZOdyWomzcQfvd
zTkP&-mmgetaPc+Q4PBSNWN&G&bMrRuHuIYG`g**(pYG?A898(Cy1m=h_h&Nw>$mN_
z?jRGr@cdvDWKU#Im}ZHS3+jpd>3?A8H_T`A8_2vu!H!}fAFID=^;cW{wedbP=YH<%
z-1iy1^*%D^?>GJ*@p7(M%zX;|_|HOnp*@VQs-1cG^+ch)y@0PlKc}7O0sgl$pPha(
zSIp<bSbMS9j(r=wS>1wu{wMnMr_dGgY4{@t@2Wp66xx3RZ?Jpe#d`GDJ_LVYU(IJb
zrbpn_J-J*F_t!sEW#Gj-=+|B^=87430i$mFsb3Kf6F&rbIC@tO7y4NHQT%Rr*NNXb
z88NX_c=#Dmn6lYK&lH9|n_kxaD{%!e1_tVTThNS0_Baf^jU9<I<xJ|YsElxDX{KYK
z8QJ=}1ckPF&}dG(lL(Nx-ayPs;d1}SwhZrE9%Q-Iw>^JogTPV#zTCh?Yq}Miz>>Tr
z;O>5C<Iaz-wyD*ho_ozzJli=?I=}3*sxVO#hP#)9NB4}ZIWQV5B?pogchFtR>Oq%H
zbcPGtZeH`R!%NBor6Tg9QuQ9A>P8tXophPpQ~0NjgkdOeLQ@WjNI07XVF7I>EDXD%
zh@;h%8S#xnkqc;7p;0j&ol-(unroA<GEtjwXx<5r8wVL`iAVFnwE9uP3QkfqMais`
zi_Gj)XH5>%=U$^m%dWIfC0^erN{s5%_G<oT?spbaep;Z4wt&MfE1Fi{IIeV-;(z>S
zr%Z5)M0T3&N@quW#}^+*d%BIa>UF37aMqHJ{k0^$t0Czp&QQ|nOifb!2XiEaA!(gs
z2B$HY^FnVphJTMJQt#k2`+MX52>ufB0QGZtKW*F}$G=JZGxaV`bHKQN0{<RPq0e);
zasOrfCHxb{J=J)h{5AT0j&9r&Z&Po>duHZ-z45*<bHB~F7Xi}5_4qgOUr_IYQP5sd
zD*@+l0DiYi6(?1GE-^(+Oj`emnj+SLnbp_YLf8rQL_ML6#xi)R4lC+5^`)<3ZD6-~
z@y60fElH}am|5^A>GJwLJxlg`M47=URuwsKc1fmtDTBwl2fJe!Ra~{RYjCGVu>?*s
zlFYi3ok4HHCF6L!cd$23d}Z;LZl~MA$`-#X>bBS|=>Si=qk&Lic_$;W-RrvCA&ufy
zhb8J&HC5IfB2T%a!BBpr#7Gc{S0EBw3?w82i66rIuT$^96xsg_#zkDf>_0|K05cSx
zhOfpN2bL`y&o|1V>Ba`$+2x+bt}pB-m`=&ggugumvoxl98zb41!Dz<L;g{g>OMn@@
zCuCtT;`6v4O<@QY$|g;(78MpJSZGF1iZ)a>42RJIi)JFBUodLHYytbh=yPBz{)Ho8
zEytWcg{?cXaoNa_j`+(e!{~t6k?xV?xY1?YBhuKVQ`p4Q%nDGelwoYvZLFa;mS<;6
zT%1w&sW02w8XH_@_9M+b+fE;{=f`*7zVXp*^(vEZ^P)VuI8#YES>=<po_5ayK1Cha
z`SGpm4yrJ$>mD|ED26GiQAA?hrG2(q35m8XtNSE(XrkO&kn$#@9wm9RbXrG*_~fh-
z!)VqyB_Ap~u3FPnu`;@7{q`L-{MoNT{BHz*57s>g1c>%^L;FyDqH9Jj8Q(sB4mz2)
zdSvlfsz3KhRHdYM#jQv;xn=&L<w!U7;S1qMo;Hnux(*C27&;j+$Q7{0LPE5e#BD*K
zt!J*bz-j#7yc#+E1kF;k$Ti#{Vr=`f$~Y?>R}atEw<&m}?petXFQ8W{!FhuLsqStU
zomO+@Gctj>#<2eJFB!giIyO)7wGr8<^l=`Dd__2CXi3*f<CuEJw0>l`cRa2SgMkwR
zg@FPbm+}KA7Sdw_Z|j_Q&Q4nkY9~1PfU}tL(E^&;q+lkOP53iG8>>7#Z^%A9^m9-?
z?@LcmoWO`SRAO9`H8Xm;@=SrOp=MOJxD<3vZnG;>*v2C}maQEMpsuidxCeQs!I6&f
zc68P{Hew&6(9quOpz4RQqAgS_e;GezP~ZH-;My3;k(ZJ*VrD_b2gvg1vMl*Fca~m?
z?jEeOb)k-7uyrljKEu`p2Rg*nmF}uBby?sSd82R!&WU2omL?`I-=bM2F9TopVWV=$
z%9=O2edv1RjXpMV_4wZLON^s%=Z>UutH=7sMiBbQ5pAwHqATY(BD8S-!Q4=t5a+Cw
zbk=r$24L^~fC@dUe(`5jQzPy<8=b#zC#sD)My-Ycuoi5sh^dZbAgE~_$zXEX6n^U2
ziqGcPK~h3ta(Os_hzpJsbK}@JIvU9hYFcq5GVV5dRzZF9<W{vFI=`Ghkw*k>h*8WS
z#As6cEYtstZcnEzs&zRzOG4dI3QH>%m*#KtTUiDB{h0K4LpOI-k1Ui#Jbk~ONkA`#
z?O|=Pa%#3R1ET1sx;alUC@W@)qO{mRYHYAZs1HH@!Tbc{36d3P{$tTRI%AlR&Ym$u
zSgtX!Tv{<VAvqtzXPR+qg6uB>*nbzI4}wNLenizLc7YFpLltrD)-|K1Wu~obmaVxQ
zT2jS)QE#!Yu%<sZFffuc59bbHDEB&Y-q2|O1o9>FmP31TIn$Pr6^qBqV@del(`ev>
zUIUGM>YFE2H2R&~3X#f}5zAS2AscH=(H0mOPmASQm|=fwVrS!!51E0mRRKOLcNzsO
z=pANKLE@2x>^0GxA1-Pr!Eq*fo2$W%^)&M81?`#sdqbn=R~$|HY*A#Z7WwzpprO51
z<^8o(_g7Qa|Ab!Zde}>$+KHVNUL&^>(vHy$Lt!-3t{m=1E_r06YrKd8o#Y5QP~05o
z%v5Z8zXA?t6Y0zj(TxfmdmVx5w@wI*!RnZGNffHU;jdHDy>oWi7(wAwdAPv=DcC}V
zXtdqnfK2-k2c#|1QYAsC^K6l~oJk@^&{Qp+H;5uto-!(F7*WnwAhvgaF@)`ngmmlZ
zbv0}c4i7*`Codbh7~O3c8bywK?Z}exg|M#kMf^7bKb;lNjqT@$O*1tyPOB4vKV7IY
zdAd+#Uf8r^fw1YURCm)^hAht0#Y*!uYgDWl1dA(X8uT!O(OkrB_Ly^?NM*<<AzT`E
z$B-t?S^u~(t(!Fl;{js=rskMl&gao=dgKG;1&s}S_mN$r%W~v9;#qYEhG<l}WAUI7
z;C)m%14F0z8c(gt*K<qyR}h6gU`NGCgPqKt_{PM>d~c#Xwkhh-yxJyj^r9gYn@nyW
zMztT0REFZ7f)U+s)OtqR0ySi2TzD%y@T#0&0H(jVk<VB;_0u|-lt_QznEN#Gf0Glc
zfqo0k{snAw#{JaueN^}1Tu_+If-zJxpnrJ7)~!+6NLE*sN0Q@EBWs@a)+W^u@CEgR
zaq6bAE1p>B<Sg1?_5S!8WN>r?U3y*}2M!{LIKv`IgZo2c>+EjstFGnf4b|rsiW$Fh
zf5(I*N<11{+ai^UB4NYLluQPpm{RJ9&GLEpXXrdGI%FMkVTTu(!Z%5R!`T;9%;r@a
zhUajMLG+CJ3%7&iwY>C}p{tQ+{@alQ;}?xDN2DxURxCvoX^Pz=7a$Lw9x-Yn>BE;b
zr==$cPMkblQra-dX3*x9KCqs-GR`_9^&h@p&!KwXbPeAm#MEzL<|BOOiaWbZ6ooH5
z&B&5%5mbfZNDoAYnv`KZW4*p_0*W_QDnJw@z<CupE=!4+q9&s5M8Yl|#bp41ifa|k
z9*ZAS;A0{n5q6c7Wj63NVggtJORTGJjJ*SJB~iOJ8fRkLcCur8V%xTD+n(5(*mg3p
zF|ln<j7e@X=R0+N)V+0Ur+Yp9dcDt1YNxvQTI3)z5`uBY!fQt`;SBxD3LB|(s57I9
zt5jAxc8C>keh=MXeC4O-uj_3M>nrt$-;&}F62XuO$7O_m)l!h6AWxX02WlFSH;|Gf
zr8}4kAxDuG7!KlL{CH?mJ_}Tx*L153nhCblE=L!xi)>z06;#k;U5NLd<~-U=m-zPM
z!RPh8`|*_tAwBD!bNa*M{fN`e(JXXgg+=no=WZ^w3=ooT-5qUUoN;0iVd1ogD!qPe
zo-AZHA~~7MVAe?eQw+-_EtQXbI4>o}*WQmBrzEp%{`3dzJIPDTny{Z~DsQYE$4D#X
zU-L;S0jf<uK?h23I&XBc5yQ_#7EjDYVIvL9U{7)lGW|Gx2wr*CPy>lKzEKU-IP}`<
zM?OI&I45YrO7R1eN|~k5FvIn9Uyn82_I$XT57CAiK(nK2yPe&wvx-EDC8C5h>7Whs
zM`jYKQ5hE(VsYDzYLb!eW|MA$3rWqcB2U8R<nrN=k>-_}88ebOaK4=vRi4x_>xvs{
zxF{-CzK8>N%b|FYo;`mH`@NR;`xuYu1&REP44&~XIQS03$w*Od9lD)6eE}Z>>PIer
zGSjXKT6bJO{tRY;N?pc4O1+_zOx<E_cg%FGL^qFS%^`9j*1`ms2vkLS0^6Bk=EWjR
z((bON=at<grCwH5T;u`fAcDRUW#R9eElK*0AA7FXD=?-d6WALB+$5?slG>dPN1nG+
z4<e_>7Fk@-JxkdMmp(+iW7M;!D&i48Jd?8)&Otrvkkn5oG+{=&TyD||34l#H&q4Nf
zVO=3JZCFfe>-T2s>SpWtMF)ox?T9h1it{ZfOTOa_ijbgT6dN9Bo=+W<{JFVA?P1W>
zG<J1I^M)O(o+XvW*)R}S)SW&=XP7YTc;}KC{&`SL@pI&1?_Ty|hl<#{1)fe|lI(<0
z+q2z3FjTVmJItJ+5z0@jR?MO-Q*pIH(;_n3nFbAseTb}_n8qT+DK98H>z%b4bksyU
z^x;e@SiMf>;d%qNnYi^C#ZF0IqD%`~Nwe(2Ftl0b-zd;bCik+gx(*K59XiS5+=}(c
zg$D;8>5Ywf>{cm~&RLi9sZS`vv$OTbN_q(?6mxS;H&~&w5QhnGS$8avh+BT&MM^74
z6?pCN$7m$uVr8SHMrb6Z<8n$wp&YQA39-z=pBw~n5u!RFirtSzJn1td_$`@{<e<45
z(!4iCVF$s>-}dX%I}I{SqqK=q$JJ$LCrs&RWesYS4#?TbiYB9Xtf{Lqk{TRab4m>w
zBGG@=SLVpgPE1IfdNwg~;bHXXA0DrkTKq0Bo-Y3B_}ioZ_-a?ljBH3c7d@%m<i&6s
zI9<52A@XOTa^uhM*`#U{iW74dW;~!&q!3h%e|$8-OQK{YcTKwxW2kV_5e7FRt_(r<
zTjT~hC3|92gDbJ)ltQ*D;^9j)89T_|2fd;kSDvN(r<ckODXw%5%4A=&9W^~&wQXH}
zHIm<gHZ%Fi>wwpiRMk^|PNe61PLr;7;Ga(lg_JgZr~5v<KWKh5G3(zYM~KRQg|*U{
z=+0+nD(&rg=X7Jw`B|DYDwxP7OazCfgE%9-Cb55dl$>}QV$X%p%W3p=3-2~=5+9N6
z(~!lRG)M0Wpq3-u&{I`Za)<>jDSvWo6rdQ*E&$@=RoBHNQ)pGiHZ-j;QmrsFF(ox3
zr`LYWvqJIYvrb#Ghp&;y|H2O9<>$CNvFk#{`Y_OTn2BsUvM*ubP_CC~myCAx1acFc
zNJ*MHe2l6Yl9F^5JCKc^8>pVR|M6r=)V2^)NSy!eNTOLV8}rtgo!hU@0e<c8JWG|P
zQ5yMp#4L^N_$WtH80LIp0?9RxFZV-`a+=B!Wn7MoajJCu@HBZPm(aT7;pfA>w9ti=
zV*Lf$9;zPO=LM0xh3kW5#Kv8eH97RBxc5nk=8h4|6yfZo!>q$iLcu&0G_mnoQ-me8
z$2G;sXgEYTQ`9|?y7)vb63B&U2l>nr=Yw@up(d+h4q`tEGJUOwRH<(~l13ziC4WUl
z5KMUTdZ_;4E|D6;FiV{8TZvpjP?GRs@!?L126ehjFupWNG$u!E+hO6vOsR~DSjR~5
z$UJn~D{^wwh?m^wqh2{M7`>4nWexwMv3Xw-C7-*cq0jF|B^?!?D_IXP%34=7raYy4
z>25VsI4?Mgk&5At=0>l;NTuiN9;n~Pkh&GL)kJSPhoBvA5U|zZd*NrGfi5wYe8<_J
za$rJENxt9Pze#LO)F3<gkjIwt1(fk<Qo~3no%npmr}FtTQBVEQBV)^>Ggd&JaFH|;
z`@5LO6xqW887obBlafDhP?@pp9DvuaILi}JnVb00V%+3*Pmzp6y;be~n48Ft!YRAY
zFDP28JX+zb@>?)bfT`S9wFz=RlPW#&>*x7Hc#+3t6J?=kp^#N?{xXZw<%ZA*rT85v
z`If;(ed`)Hc_=J%QQu<fGkD^g_K)eh%KLzI;eB%{mvLX}Gvvh!&Bw6+1pBX$|HqjV
zL-5<d$lP_R-foNbs39WqIBX;_t9DAh`?EpaM1jel;emSG$>hf<6L6-HxF{2{G5L|f
zdT1L(;|LS@Nwqg2+6tta#5;524q+>cS<M9;LyfRQC#S)BKFQIAr~}GIh@tqab1>ny
zrzXR6!SeL8!FpH=xYt3ZC`DMW!Ft?5tQ@p)=pts=NE5OQQ%vM>>c;u&2=&96=%=W`
zdh9{c38ZoCpL~re=yc+g$m3irBz?3g_tb3pO0;76oPbb~Xl=M58Krf)l(Jll^q2Ji
zKf}EOM7I{L691JT548Zun3yQ#0wF~`F~J`~{x=SJpw+RwePP`{)&b}gKh`NRJS7ug
zg2muw7DHF_r{yeNpKQWrGq+bDNbXCKC97r(#dH7#@Qo{iVkoCXWcVsUhxjvV5~|LE
zWijf%`r{yn?s~N?;P{Li{Gsz%*p;<{>qlSEXSPG?cq**|Tx#KIRw-k3K$~362fMQM
zbNPcypjNZNg3h8JIKm0s8=+6DW`eZn24MCW6?yTIsN_^nf^}*7XgpeA4qwEjD5C3;
zYHnsWWmhfb(Uya|_DFBn2Wq57y}7Xr#PDj#AL?UxZVN=_)N>kNC8V?Uqfom5@aqIX
zG+BV(2)dLc=2>77%)$L2{CI#MP4OG`5$sM(D+==gO*#Pl*=c|##t#ruc;DV7XcLUO
zQ8Dj;8?K!;nLE@4Y{InT4BNmFNm`dAl{ZpZ6;f(=^FHr$Qv5rVE>}i$*}#aGUvla@
zkX7gjH5`Vzbvl~Gpm(j|ew_u$w&o{<6^hxuyJfZD?jj6*LXV;QT9zGAwGhntI>z+P
z<)A~F`hS7S+9WE;bd_>vRm^cWi0Kh-Y-q5snmLe>9yHn0#T4v<J?U3E5@shzSGmGN
z@pr>y9a2SKv<!2#jG2by_I63E<2fuT>V_unLucf1)&>}TOLfRC5rCkv^JVfWHNJ^m
z!yjXYNsaNS)(!|QwnUyC$tLEfWQC$!$s)|#7#5L|SE6x}UIZA<r~z>rzny2zoR74b
zZDIf$=Eq#4YjrT9)?M@Q@m4fPboAn2$9Tv-?}XmC{%ZV4Kd($5oBpu+<HV|ND57C3
zH-+-*(U?*DOPChMfBU={>>yw{-0o%~_V;oUjUzq67;mt!O|S?D8}E!I@LE|MS(S20
z)UrRFJ))I`YEe7+UTN<2x>T(agZQnzG6SL2Oy|5Xj|?x$HxVstIuoRdv=ax}5purX
zy-s2p;)eFrrv*Awl=4CPMLI)>mZY~m(r;xhRRi!;V<;r(h-UKdPqJ1H!2si2CGtG8
z@R%nS!W<Q6zd4r%;WO#)0#3FVH%ZCoC8OSpWW+9s*@whlk(Y13ed3O0oG4+2rg4V1
zN1K#z-c`0lFA+THdZS7_{J&3eT`FgX6MBcrHd<MLK?0B?Lv*#o+vYIZW$O}>R%QN#
zA4H2&J<{%}i`)i?dH*amZ%aDI$jG(cpLdFE3pwp0(II`!O)q4L>KGgeZj$02z;b|_
zll_yebjLh(>Y2!JK@4%?`TfrycU7~b5q0sE(4vaE2oKv`*^!KRjB`>sw}dkUiU_{g
za`4sKuvPuw`BaM2bpVmu6pEW2hgNV69;wxP`tK85IZ!@}z*tKO$Xr~*Te2C^J<_^R
z-SO4|CDMt@hHQIenrZK`ososl{U!K!Jwt{v>wD>|MVOnlqP^Jq&QatDPTB)?MVcZU
zQrx9I4$x{Mj-l}#lWmDO$bPEJKmEu}n|_C@`{pqsRBP13IjC)i@>s6Y$>fHjMKUc-
z@wtvXiftrY4rjBxEw0~`aO084(+K*FC$S@cRs$cZFC1x14o`=P+=y-B6~&Zm!V=;X
zR4ZA>uO<B*9TdKZB1}_~lO|l>N%DmYB-oooH7ojGEf3)+DViIS)^$-7DrS@^32nhc
z0J-Sa+;e2L5eN&txTCo?FV;W7C6pv`88=z*UIkH4b$fczh0fT{iAx3Z%n#pStoN~M
zupY+A0Kc#uT*0Oi<17wakih05T8y>POVo@q#XagPY}q+Uij>IzEMz&$N~b6dP5(*K
z7BpI*-pzTNXv!ig=tlJ9Hz><AFX=eGTN?eK1}(a+LQWUA!z=gKgvm;QD=LOwbss5!
zn`uC|Jebjhr%MMED4b7|CRh?3$&*D}k(=Qz%mPg}$@lp0w?YpjaaCtS?pX<9<X8!v
zjbM|{EQ*V=A#SkFXu|c#>~ioF!fIyZ$BtJ>pckDj{GxrqE|BCwDJzzlnF>RUZ7Gke
zq|{IaZGxE5qk2dQyreEbSc_Y#Av{=(&qgaKE*=n5XI|8RKvzk^wzUb}x(8GzRO(3r
zl&q|vLZOdK)TIYNIvuOSlVkheHE15TF%4eJ1%H)FMj%i}uo`?M_g#6`;-2Zjb;;}p
zmj<ODfLV~-<Vf6MiE7DM8Yr_Unt;JQP(KKA{;=9Ma~W}i+fQGeL(I47ywVi+b4MLi
zqvlIRnqEl2juFKwV@*)s*|cU%fdd;JP|^B^B4eyfCAf}hC=PDG(4=cfp;Jiz3%MOX
z)~1LKx#GFu9I0I7)DE4*r(LghNh(6FRwpJudAbPe;Sj%DV1)e-t8B&e-XjNyclz+r
z{Sz&4$#C{~YP+^~P(u~(_7TpxZ--sdMoL9ZW6R6Aj(7IbrS0j>>a(R(TnTe;2ak;`
zjorPwm$y4a94k!7oA#TP0^63pgU8ylWYpT{ju63%tU0didMg&UdoCHP*}j`-Wy3o+
zHx*e`^d$?syMt&3(U9l|e{*DW7p9DyI%xU0w@#W@e7y5Erk0dhZx&=LHZEEi4*t4w
z+g+JAty#O`ToqJxPF}XWWa+}jRT?xv(#odtw@mChHos)K!@+Fr0Eg7Z4qiag@s$L*
zsdHsj<9Cl^nIHYlt^!WYe)Q1SDd~WV4$KGkf}C((>jma(**Ka$r~v8gw}o<kIrrT(
zgG8MIsx-JayM2d;d0Mc%5yFx?Id%rm(v?5CJg<G#FWSN<gnsK>Itnn?w-W3aKRDT4
z>uc+5=(nnaa4*S3(ANtx0e}PA4d~*6>|C0W2A%W$ySRapvT-ijI=?aho_14T=k07l
z5t6(Zx^xOk@<H$2b$Y22yGViW{vDMH9Ah)H>!u6Q4~h@e2qj#9jpz^Gj!quew6P1?
zf8M>0n4cnU^{0Y|9>@QetU3(-FC@w-I!e?ICwuk_Jd7y+X~PCLb#EL-0P-H9${Hb<
z?z;88KmWRH2Y*ZZ?+lZh>7d#_6+ZZKdAx|%FRA+nD?F-xwqY#H807olo}D>txr1w)
zNoE${yF2-Sxdn@+Cp>)i??9p<7`JYoUGx+HsK<jp817tsA-vuc_SF6>QJHmSm568l
zyqPVWe|7a)VrrL;K0j)}*7e)L3@lup*+YQjRX2s@B|brQgA#jqEA|Dbjqu@dBla&^
zz!@9)+6K0*xW_gEfmK#)SlGnXR>GjWv{zNjF2fp}@!ICera0kmP$2aS_ODbHuR)I>
ze7}bDmZdQ%Z3H6vS!6|ZBanik8Xyzs6op_%mRT}>@kiZyugfgI8l)T;_ZtDdGel=R
zy0t4TN}NSYN9P_dbOiK>bl9Fh$LNrSTQe6Zhrvl^uW=Zp9f5WI@u_w9!Y-s1@1^`{
zd|*78W8dY}g`=&r=LK5{+0vfXcz+WQW}Bci(=B0VFuJjlK5LTM;As6y=5Dwp&o15h
zp%jllR0jlGDhv~z!{bwDgbpXY)9L*^2ZwKcHV}JjFMNal@-~(h+tsxo`hXUgt0|8D
z5Fdn|;CBPAD~pixqaoS4_zAk3^K}LNAX?v^;nPNa-(J2T+(USE^FWvOUS<vTJ&s22
z!nF3S3^CgJggfy)zzIj9yMq(hM!iV8!CA3wDvG=0(onni-Ekn=2>GvX4GxZOT-SEo
z4&f~*K+kKVq2LQu+3vS54uvDgpDX0{{&mf2;MJv&sWW3qwsluew8ftNJrG{)DmSbF
z*tMBCaSCE|E$BTAD3Y{p8?c2F2ZOoA9I<msjA;p0#GP9v_ZomYe*n8q$zR!^vNak*
ztsCEpMF>}YZOyid06Og-e+3mFrwFEWM$MiCcJEQicp7St{FyQbfugrCvcx`LRYlF7
ze4AbzBR@THs8yapeU_2wjyWr@x#kS4r`DIcsN0*XrlOTInYp;Yo`#L{+z!!Q{<-Mz
z7?_PplgYy5fl5=wvkIW586N(HdO0Gmu`G5NCbGO-I!0Y1rYye_xxBcdyu2cVe&mp*
zJj1eX3R+%sY$=tEMJ1V4EtT#1eiH89C5BwR8+U$DbwQP-m-;8Rk_}2$U(?J`=AuxD
zT_tT*HMvwWThKk+KzDun3k-I-sv6r(vdh8&xw*Cp$hf4MO6IX5P<ds0V>x*y149*+
zjtz0cselwH7P;n<q6M)`tuECYjn!urgMhJ9%S`ON3^+=h3?U`0a%`CuZwp}+5?65%
zVZ74e%U~>*?@$vJtO|6?3vaFAy@=X&wk#nwRP4#BLDix>oR0R@zNdVB^FD!ozgm<Y
zq27HSp;-3KPIdb}ro6yeJe3|{eqLfoZ!n~_>j4-u<u;fx{iX%}OwIcQmAyhJJ;J@$
zbl3rTC3!>WpIbdK=GmCnhe>;j@f%)KAiyWeL1bMJrQUMkff}Xl9dYT_4DXr5WuHAA
zoAczrWt}~xVe;tO@+{rd)fvByw8h3n1>HEhV(!RsjEuU!MZ|#buK@W@eUGqTH7!6h
zCo<sJbfAl8WeE1}z}JE2^y1!M&5nlsn-w7%$HaIHPL2czpgOj>etDJVeTi;E^qJP4
zu#b+4FyoQt`aSw>g8b)?wyZMKY7@=0Gb|h@=DTx4dZP#CwKU*Ebkq2@Or8F71Ff`@
z<@*U=SI}FgGowwz7J%5Y?qSWj?B`lG%%;(JDJQ)jH+zgD$RAOd55S?q{yPBuCm?_~
zFs3MQ5Ilf1uvo)C9}`ds0So89W7umCrGE?t>*K!z(QD7H?~V!J0mp;~30(s2NBrjo
zi`i}BHl}=TR&U-L55_i)7bmET96$tJDF*@@;-8NSm<NV{)NjQFXhULNg1{mGg;D_b
z6Y67vz!HFl)}*0|LM)0h-os97kL(8&(*Oy>=|2IhcOU_*fnnEx`|<pD_<FB7^p_zq
zb%9~8fJ0IIcdo3XqK%fue>UJ4k5<aDrEU<9n|hgiy7KC`0s$I<L#2j|<oWOeh=2j8
zK%uul{UQE+P?*gip#;JgM7`Iv`W#@Go4~N2Wqd;ceU~+c^(TTcCel}j!(0UUEcJ7?
zYW=qt{yT!b*EGF|V6Ziyp@sfCM!nap%!GSsf-BOlF|>F9RFKeQ|9oUX76RrXaA=Ib
z0gQet1YjK)^Aamga04^I09~IF0`>?L;!}<a&_=+-2ZEIY4P^)J5A)xVx^B;jfH*Ts
z1HZNggPruxM*~=cz^(!H%l2La>AOP!-q1C-Kw)!1LJbZ*YoAS5U`<nLV^$c(Az{({
z4e0c1K|+D_TR{NUkgzQvp*sEs4EpX+fKCw1Sdh@TVWSzkh~9Wu%xju6^xheGOi!SG
zJb5n=KqoM!EFn&zpf5QJ;0I_ZM6W(5EMKoZjQ$gq{u7%16P&&~B;XAV;63a-<~%{J
z!R5rc>{Vq=re6vPdj=c?1F(kpN;eGDALYLT*L#hx|3stzgbaAgzA!0V&bH=y#mel5
zZ?Ga1s~&vLRO;i`QS`1elJes(G32mq=-)Xez{Mp`HmN$??g$FX<V1I<#KISJw|5Lx
z3QtbT%GhC9<g?PF7*Pm5p!<Hvg`3IN1(U={)=$-;L%#&bfk8tngN1{0kQ|_jVQW}2
zZ~ZM58uKmCpVbJQy4KKq<cyUjS-ed9Fi?^`-GD79urEJJ5?qlw_(A^~j@e@A<e0EH
zP=Pwcg(66>MwD}G)Fspe0+bRx*1<p~G|50mKQcqa5-6OKx^8^o(q}IwAJKKaP?@Co
zFs!t&Mi}h#CNP)y>@i41SJpE0=MK}Hiep{QTx=`mY(aF?oQk896b=m<ql}XGvxR<7
z=TC&`Q12FyVlz7%5R}>b>Y+&}B#5O33CLP7BAjXEy%pnqe$Z(gV2y?cf-$%be=u`I
zD}yN(KKD+4r#msyz$#hp@?wt>Xo7z;!dD$h(6o)+k%~1?wNI+sB`qVB8G{B7@)4!(
z&kEgXOojL>sAsQq9p~eB&JFU*0k))B^Y8nTE@%}I@f&kxyn}WcTC}2wQJE@}B^qpk
zd7pTrd_|sc8BaEb=0ch#zDYQtsCfF0aWK~eEN7u9xS%n_rIHXqap*F}E(CJ|PM*px
z1S*;BjOrMiwKaQo^}u?qM~r{QB_IJ8Tb>&ecfj|1ZoXhJ8l~WGt_dn8E9N`^f|1q!
zAwUeXSbO&yCY|H=DpFhnthTo_bh%z!s(jK}LlF7IYhtN+$qD2v(!@h*m)=Aq{RmN8
zbbm5S__BquQjG@a&u{MG5;mcQsJe5!ge_Q#R!N8m<zjuVDR>Md&c6zBx<lZCDWF7y
z=s;cuS8*?1#f}}bQJsVr=fZP{v>NPtE7+hJG>>gGgE`<^%;XP&s2kfq&dFvZV>ns2
za&Ua5RuQiWUN&weJ*Tr3^Qvq_I#r9xCf(H&haId3=GHF~iB+a7K3L`77If9lLS3|@
zUu%VO_*N?!q1-EWJwsFz8bqIBGMLZ`BZkJYUUekO3Y{$5@=Jh|4EOi<V=(UTO{SHu
z_V)5Yf5kmQ3gf&2oCEt8F7Tl5B`w5?MX0lBmQ7s!_32?DA_fcS6?GwK?h#zAS{c#Q
zIvZ=_Js~nn?Pt$Ph#6sO>uRsi0s+!@UUj}UJ#AZWnlpHJj~Y9>a9TB|S8i?XF&t=R
z%0|=&=!uk~wGPk@av)vGv{S~tEYhrKg$ih(OXk3m(YT{%6!*|+hJ;Fi`v!|NLjn;2
zJmJ-O+VsCmPtV-0$ZtTqC4!9_p-0jVldxIm%nP;+ZP3Mu#2HR6))0iaR11=Q&=o3s
z;}uu}Su90CS+rM<z=^wM!<P~8GH1a)EPo8VHgYk6M41;vON^(qwd)91=f`q$U*aM{
z1p5jWieOjGTC;Qns^b!Z`alW*80TqJHLJAPP<(dEVG4u-GaCz%5gnH+fVb=m3yDc4
zmq!rE@Q4&WMHGdg@o^n2RK%ksEL?4XRbye5PHp%wd05UD9A_Xal_QO)@S5-9z{J?Z
z911l<s5Q;h>jMA$DH@UDQfBvd%sTuXA@O6+mPX#mzLp>{Sd~7y<mV>ZIWJp6h8A%t
zRMdT3_`EjM{5r9M(#a~W;N&FR&Xhq-+UJ%MnSDtDGNQ#eEC?X1TQI&-WupPI%g?bU
zKQbiq4i6`vzTpflO3Y^kXKF@dYW|W*$E8B0kQ1fSS0v>OGMyu>S1Kq$Hr+9nWpkW^
zW+aF$MHMf(-c>kE(uA8cd?fbC?Pkbl=&>`=vx}!*u*9rFcVZ#HE>-vEFzQvDL)&O!
zI;LYR4CoHvlMdwv?ojiuNC)6og5wYcr<cbVHqH)_?lBe8Bv$+-{7xgAg`#u>1omSV
zgcqjD=0~+AYa!Vy1;K+X!@dQi`!f&{@_XsLcV8N6@jBaFOo^jWzO&_GxryfFd-v$E
z)YNNn*CHrrO^ofFL$qv6NvqdiRjZHVj(ubX3n?pryM2*XNvN*73FNPWVt-r)et+Gd
zuJ#CB8FCwkXjstP!Zt>o@M+@wrUV!&u~3T2g{`<QN(Jn_K~SNrp`yi6ES>QAeQ5b<
zdj(s&tJ)9QiayI@3Vbqu((Ix{kSP3Pf{VpaFVQVD26O*a-5X2fc#xJI<FKw8eHP+2
z#tzQx=-);gHR<db>?uzYe+E~-_2~TA-hbPu51E6@EQd{pZX8kzg%)!7<&ZAB+bX-y
z5yXjKrSFWwVH-O%kt~jH$Vu5tOMxq)5%J-bPg>~VtXv#_l1x15qFMC2&c`~JsT7pa
zzcLtBpS*F=0xR2=tX6}=GzDK!Dqb<$xje9JIGTsg6*3T1fAqZ@;l=Y+l^9kA2@5=1
zG8)AO6K|nUYEiv#471BRg=SFYoO&p=IQBi@3_;sZK+Jh>A2&S*uMd<|&?q#7^7Es=
zE(iGaAQbv~8Jyc3-Zr9}zbxEGfr4f33<V*HWZ<n>h`KWwr<gN#-m1DiZE292uK`l{
zF$+^Rn>di6NUTGL@MIqvGC7?=RgTde_JpYr@dUB=#aP1M0QPWQxW6du;_gxUCTY=y
zBz@b*DVVm>HNm_EBwpXwN!uOH`sfo<SfZpJ9;4pHh(7j+PG|TW;2s{&4x;&Ri5*2M
z&E{u!vWYLyKp2YB=SNKYIz%vL#hPK-WZmp;BC$tr<Yc8dXa}R&nS^SPJ8nD`AYnm6
zfp=UC3ZKJF+sz0iEm>o%iKrno$RR+6)3os)9uk9jxgr@ULq_O|OtG3;L-KygkKSoB
zZh|%jM=`yv8n|<aLMgd~I$$szVv^0#z(L@7V49oB=LeVV&*cIT^nxbP`%A#!vHGeR
z5t9|si_aGg`a?<HbHYDzs2keWZ45cb<;L$@wNKCN&2CM2`PA5YRxek?b9}DP8-%fX
z92hcdn!(nOxMC~E<C}IUo=dL1xL8R%N@`i3Rf|2}o5yUnPO*}$9~bv4^2+3f0MD9&
zRm!yCh9(ivr0PF1z$HbetaV6@_B(JwZbQz)Q;NJ4UlIw4)lWwz$q?E$qU=Pgdx<Av
z<;in%p7igfUYRyOo-aB~bsHb2cGknTIt#5IRfQXBReS}O$M`xklNp&bw29K(&0SXg
z)+_utTVpZ3#b?4QLmI<^=?%%(Xw`;BGjMMAg4MNmc3J4q{W^YcpkKG%8U<6XmqseF
zF5BSYx6tv6i2tI?XvIqEcHr}Cj*om@;Sg@^8C@}$wt!XV>h$)}D2r!O%GIN#MMpni
zpk_j+>qIOc3NN=GMEO7;zY9cvwA$Neb-9OoPXC3gDdUjJ+4c0d;UI>5b6&l}xUQ~%
zr=*f&>xU7wZdxwCn0QHeBDu)C_*Mw5waFYY?*t`cM{<PdOm%{d3FcixeMV{pUz$&C
zo{87QT&C}zw~o;bIR;M8$?hm>S;r{IORtvG{4FZC=<W}n<eh*vEIqy!!N1R}Vy;&v
zc2Jc)hBi~3rNaa~?yYV!$~9b`8(CR2J=U);O(+-b19qFVAJ_8{d%vZ*_u2KXmHn^g
zhdURUJ&VXr#{vi9-V-x??*87-)`2gP!uzBpskIw<$v-_*1fNEQ`Pv(+fNOa!ad-G&
zz1rbRzYR7>#Niv`Px-#C=={p@O3RAws$jWHeSc}2we9ek4e02Jd%1UAi6h|i1l-QR
zn5ebr6-R1VIO^VEym#>;U<bx|zWCaW&A5EH_aUTW%JL|<>}B&?ynpUFj<fZ2QFf5i
zTgA+u<M$ES4fovAGNQgL_GoJ|zl{_U4@)l-n>ajPBIc*h&+6PCz<oK*^?dm1wpII<
zKfZ*33{O@v4kzTjb$1uiFNRIsnSnyKW%u$P0Un1(=}D|<{tHy`fc2M$(8A?Hhs@g8
z06V>wPc_ul=MJjQyNf(GK6~$-@|X^&5{LoGZGi9UCHwkD)Tq><32HD_!IEY4Bh7Ru
z7{{ll8P>oZSF{<RLb%OtvDy^oq{+1G2Ez4eWF59qQ!mA*UHo-Ddhfd%pi=k?@IQ++
z>C3mgj~d1+{5l>fLV7m;_DfZJo^ZeKFeq0AcK8_`9_C2tdXkLR>Fe&z^{~I~X7(-@
zLv^inTb8%lG`KD_ua@G7@lQy8uyl3aMSiH?kaGXff3u&S&Ai%plJ*OmyMKSag=I&*
zs8HsYcj5S4`EdBLM%|(G#6xPFF4fw@d9pgc|3&W7cW}slqWf3cGdR1h%NCUE$FJyH
zza|@V<LeH+?)2xk`p*?d@3z;M;HG(e4Sc2=*m+R>JZ9C`xaFpN-cHv$MWm$FeBKw9
zw{kYtZ_hG^Qo8DAlwR(0N-_?WC-1=cUw=N|<E(G_+{W}A_HLG#4&usaw%aIdxApMc
zz8DF>lYv^C+aXz;Z*NuOb)QGR^u#2vxB}*^G{udy-swh(rP8F>eJqW8Ca2iB)<!yp
zh-#m1g`Y_?>5!wJpTR-G(<XnZ5MA5V$(@@`&wL;>%*HkICpieX{I2fK!6I>*B<UtF
z@q5gDynLI*LzCNj9SgO(O+h{Uxjy%I<B+#ZE1iPDi|hvc;UH4Z&uOV;Ydoo^Q<FL6
z@O>rKX525y;)#;x-s;(=cyZ6q({|{dV%HU|%j}NLBL&}Ypa{MEp~pSRKJ_wLrswaX
zpO^R2Rkhc9Gw`M5`}eUR5k2jfxjG;&yVuOC%|9nQm$NwCUITB12d_CY8*A;iOFeC;
zH<^$4zRrDGGFupbcNV1F-pEYOpNetxP7c_>V+XVJo*yud<xTFp$_wJ?XL48Hl7#)*
zuI1GHeB9NXPh%cGp3Bo;5qjQ!8=Gz`AAmY=L%U5?(_;Ek?cv{zW8mm@&+%Rr(D1Rh
zzjk}RyJtNpQQ_PNh_U^4W`-=uoEg=gWX#VV6D_JxgKyEjZ}+&NFtTCzyFDp9&Hr{6
z(8?VGv5rR*rhRw25NNS0(I8LRt0J-<7$_t-!l16t3Js$bb)J$H5~YQ4NJ~q}a)=2N
z1><NvRNx&}oR?>w-_J!4uG(%xut2l9`Z6;i5;d1|?tXnByK-SB8<1p58Mh=?PdEea
z4oeFGV)Sm?E64e(0Jl$EF^`NGoDIgl2{{2o=EEMC3MR)S!auJ+beM4>O&fv%e8|qs
zwIW(@>}kG`j$wg7vZmwc?b1yaHrLZ->ncd^&1Z2HB_=GZ0<DMtY3v3;?6Up%0j_SS
zGVd3vo3+|>oUT2O_uaFc$>fO~gWMJU#WMFBc>8s8M>7Rnxt*Vpnqph+QTJ28k*eO^
zePGDa-@BhKQSkHRycrLU6BWW*Mh~dj>zS^{Kcio3S}*@j6!CK>*61W~FaBCQchhU@
z*#51@o1oV7u=}Ajkv=Tk)$F(49TQLY%4TT2$88i5d`@olZROF2YBU4e2q6JrjHi+4
zB95ye3<o7aOr%Aul_E69%psQJ^zt|7_U)!~>W#VPwOeoNBIoR-v*xV(=q1r0eb+wg
zp-HW@1R@B`JVa?Ba@zp944V9#pZx@V%H_%=7WB_sJYrLTlSa$@>+|eo8RFIS#ldZi
zB}My%v#?e4GK+07ntQW56yFBw{t(?C)S%j2F9EkCij8{he!!d^kB2LX?uU7Wu$0o}
z7<2PaM)a2Nt_+2mQuNmqwe#kpVBa5X?#-y`;hBdfhK^dV#X3gN_=QiQCls$O*ZihC
z`-?~vjI0YE57+IOT6_h>>K31=FSCKWmWMB)4Dc2B5DsCw52EYg#x6OWJ*nj<v|;*F
zSl25ME@fD!5SV;qYYdjAJ35_y;z7JnS8vPPkFAO7)v2;7FkqmrId9yJGapf|C7d_9
zYOg!l#YCW+{~>;mBHM1;4sGR6Jq@!eGT%yGqwH~vtQ>1ib=kfVbyPzgrk;zDze4gl
zPCivT^o}f%(HJUB&00ee*}ak-8q>O`6EEL9v~HET2vbzIB|z?vN8FfO*Tg3~C7bFO
z_QypCH~{@7zrxfZerd%&oGYw;=EGTBAdMW})<AtKFft|`-6D!fW52t_MTHQ9W*15f
z**^NA#17Zlb+a46uA@ew=B1@4hF@IKO~1)k-5uby3!eo-3Jis*EeR4o7{!g-y!8X<
zA>%_E_HXVTFXUbT9>J_Ma`z#;Nw#@b)~Pr@!Xm>NmdWfviH@hnonprX#y01B#9NaB
zGzxLL4rdw9BnYCr)b=}Ls{>JJ)&mWk#Hyq;`=b-oduio@iy8cE_V$YT)U(EhSDI?A
zf!bTMCWA??iiln@lf<TK{xIGVd%W9eXmWxNGonkWzD3a{IOwT`;jEo)M1;TE{Hh3{
z)$0pk`wI!f%Zn+0Kek9!eo3Ej(*W-0tq*M3VepWw%fb@9gpi!^HE0H|>OS#^F(|!G
z#9Ar$RHa<vK!137y-GaL3VvG*=CQJEX!*crH?!#Rkd3}&<OO^D{!8!4QsVQS-%Kxc
zBC8L<kauC-soQ2n-|~2saTWbBKU}^~`(f!^j<QqGK|yW469aQGjcuj(es5h81`7U(
zXYOQ9jEEg)Ttp?ZlEsSteLBl{87U`^NxF?AJFafJ<!^2#MI?P~G?o*6OP=&=<Ovri
z=seO4zdr~_uM?#jnHrVi&DHQ=Sijdnp_gJe0$3r5zzo<t@B)cI{Ii|mZr71KC&$@V
zbl8oPOj!4dsbD2FFV|!3gkKTGbtgO#`l;8-dQwJyQ3(}CK0KE|F2<3Cnwij@c50X)
zzYojtdC}+|^zRN_l&s){;y6%MqgV9(Z>i*&$fe>AHyKGZq0)t(WD>s{Zft83st6L*
zMh8g3k8ELXZ*^WCOw70l@jTCIp7)C(&^IczE|vMHTrgLp&FW%rS#Dj?BPT5Ccp{Vb
zt*@(WmpS><I>QmZvHMB9i-Do_KcP^sY0=o7%6iYmbj=cx8M@RwD+zxS=XCF#33G!w
z_Qc&bH;{D?j7<3XL1(l&l)jZET`@Rd)<R6&F^%Il(f;FHfx3eCnymI2SSmhy#!)vk
zo;005Q>TO{m4e+8{7(ALp+@q4Vo^wZQu*CSuZ(LWc3j^Rn12Q<sCC@*lsX!2VIi4o
zsulNuU_?OIm<?t7P9c3W5-xRec&&tqg6Yv+r$NhE|6A-lI^yDf3tJ|;E<LW)^eNZH
z1}62fl&kk>Tni`Y0=4<ww=;5rpqmDt;}8Q%Yu~&&q0fEm$kz)k-QIZU;nz>*(+06b
zt^`OKR2>-eZ8O|{{;VH=H}FR~@kdtfVQH%;%q!wzzo%ZaS48bs;d6NMfv(ZMZB3eN
z8{g6C49ac2<GP|J+VmrHzKaD8+17R-=sb*?;RWOqu;3k{3v->P<=fm?iyVWSKFWrA
zZ2_ZtAo>$Gy@G<XMErfFBz$+mM#TQhpJ2!Vgv(Jhv*j?7iv<iD2ZzN$Nah6uck-7U
zcG>EE4+|#pxaOR2)d&(P2hTm1Mq}k6f6qS!&VyHA_C$QKhL7oBQo$6%HJACfpS&1(
zzi41-&#dSqtLNBXs=tWlB8L)O8f3B$tVATz&ngpj0%4_Rqik>ZXe;3poER1FH?aNG
z)U(ZzJBA5=2*)DX%P=~um&K2=-uQmOfgKN;Nm1T;Rj63eg{|ffs7Yxr=6F?SH}?W+
zDwcXu9VqV|<Dn@hno7{TTpp$l=P{q_me2#hzvZtO$+W?~%Z&aR-}?D|;<(i%n#e<t
z@9IQuiMTQp9Ye)73=UEaT&x~}Mt_f%f9N=*p~`T8L6%}HB3UZUb)NeCm!1mBxKRal
zqH*=38IcIPbBx`sWVUtEy<@9^dai`l5H!4Bx2_y6*2jWp@pK+1J!g4-$kJmGE6lz^
z3*q-e<BW68lTEATB1d?8g}UE?bS-OOU<oF8ydHCZ&}vcw1-)V-i1}~E#tEHnmbS~J
zQW}pI{#LL<kz-3n$S;!6NiW2lgJLwAnlLsx>3;{6%06XnI$31P&3oi)c-xyiJ;587
z<B%5pwTt15D4;M}bpw8z6`4INSu(2XY<|7FU9d<iR2mMfsE)cD{bv80zPDYH=PgF!
zr$_@o*dLGC2Dn7R4Eu*4x@X^mEv31OU55n%B3tdo)M_Sy@RbxGq%wbWKzkzZ*wGZq
zMVp*em#DIp9(fks_Yg$KavL8J=VUwe^lr(yzcVoy@bdU4ga>CtMfTc%=-pC-Nq$T%
z^awng5ABh-W_(L2{eweNb~)fZ%e*XQA5E(73e?g?rrf2Stz9KP;Ma5<^r+Rjw3~eo
zpsIr)t=zfxnb5%N%L2|rIL7bG`m@!){^8`SN62D!b?6~3G%H}vgy{KdpO`lwV2+vh
zG<*>LEuHLLDWmC867nsn&2#kyY*nuv#O3B5YzjZe|6BZi;H^EfISL0d#}x*p`saa*
z+6cC*rRK}f<iJDA5%|acof^qWH-=W+%MNt}!iRPLY$6p{l9$gQ_eXUW_8ftD_VTGY
z9Gc3q^{vMVR`XiXQ$o2^wMOC7X2w~#4|A?E@ah~R4<o6n&c`oAm$@ciHoDj*=CL{m
zpX9BL64a4=AuNLZ6&MIhj=xDJ6i2vRDhHr}y;iV9ArajMH)qq};qxK6>qTB!deV~F
zb;tD=ATpz9s;I8)BFj!n?Vjny#j;^lEu@uYQPCG8_pFk1UfHy{Wr*76I68%8;$eBe
zoz3?JD^MAO)@|%lMw8*|@Ndt<zG;+~D9h!fBu^{D#Q{We)tHk5^w5nv0(3CeaZz|D
z_cByn7>5SOJ4zQ@E@-JVi1Gp7fs04-_P{L57FW{5Tl;n<Q43V}*_~9EZ*((@19XgW
zO1fCM9N#Wh52=|CtG5TDK%BP{i@WB2aC(^j07>UxkzzVmu^l4UTFXdwlUtF<7)s8W
z6-XJv9mJT?1E7})g9TyU4@FrWgGkcJv^$f!5d_FXvK0y_Oy)|RTKMVe%E}{dHJd`a
zjk3c597((yR=QMSc%M%!f!2P#mE8%TR}lm)=%-c?P&d07@(0A<Ry(3`_Yy}uRDC`e
zlk?DWpl6D8cFIa3^8^4M-suz^msD0Cw0rEhrPE@Z#Uf9QabaE1{K3uqHc=Lzak&NR
zq>01JyTJul4Zww&^8*%6PzIq)R3sJ>B4jzpg;=Ud1@*Iy-4AWPikQ9<m6m`l<ZHhT
z?1{>yLyU&t;2Hz-_rn(l>6cpTFjl3_#x)KaeZ3tKe`De49<2hg=WzVSI)MooLlYJ9
z)qu3QTXI`41dD(BC^5sq>rM<glCvfkL_*eX=^`y9-^QDTaVy+`C@X+4Q+EiYkW~ta
z(c#i@;qL9E*o~cCU}fW9sCA0tBb6|*+*)mg1-BRF%QxO>)i-;@ucpRbC(Tug@7PoU
zm}e?FE^qP?Ra0d|{T6nTiJn5c`Q=_QZb4bCF2uzjrmv7?`Vy)P4GG~`;$;1Encl$I
z(L?GdnURsh5$t_eqZ`@4U(aa)^d;;2!Yfme)A7wbBQ&MhS{To}V)jrM#*)Sl8SI6J
zpb5Jusu*_OXkC91)P`=oZdt0oNRM5Y^=Q}%)_iDYHG{geh$UMHw%w`vN^9O#L&3R4
z_16|$T=d4v5)ox9g~Rds<;oNG{gouQD_*dX-vSZjp8VcLjRB}gDBWjI-4>fK!^k&!
zSB-de5>oyLr4oU@mzc=A489yf(1ja%94Vm^eFjem>*oyURE27CoPk{M8Gb$U6c&tg
zYfwF<cO^e8rd4sXj#e(8atYs<SkbN#IYqeBNwt+Opt?zv`8$6IGBUbyl3jTX_ouwe
z)PH|gf)W8<>&~z+s}FN)I}A)ZYCg1?x)05>PNC5FUL2WETgfnF4Z*raN2ziq&9PdJ
z$8b)lb)ulfBEHNe)r~hCg)?gqzm_c@NuBCJX%r2&7;uvKIzPUfB@7<n(7bBhJY-bY
zgzAWbWloShvLS>Oy45Q|FY}{Ny!psTlYp;=&AQuWsFExF8jG$|j9Qa)M`Tm5%{`v+
z7ArYo0WQ2i6!VqK>PL3W4k-5^&725JMsYKQs^qnjBJ^H03#O|n9P%}|Rs>Q=I8EkQ
z@{w%WQ^${ElsA|L`Pp+gXcJpwCuc_!1Dk))&d?GLniasrNC+VOhqVX+T7;|sb{#@O
zW-US{CN@Gg0NdvU6N?rh8#CZb%=v}B3|QDdE!e&g8<Q3x3lsAf`qHv~d2oDcS(%wW
z5$9J(wl6K`XA~AT)=$I;_!P2m{)3FHpL$NlPbm{C$0uas_=4<={~#d?<5vtOj?WbT
z(QvSRx&E`~{DjPmU+I{cKjD8FFthxF|K`B*Sq~G-KLfU}<Q)H|!1h)7e@WRtr^x|e
z`E>nf&+#woKgjv1`A@)qX;{DNVEL+>nUm!UGJZjpFI$$cH0&&2vteQVoDB>6R~i<!
zf3{x+94w#ZGc*0`%a;KY`#<=vZ_KQOEX-f79A9%}{?~4fuTC*DGJPGNn$K>1P3emk
z9m4;OIHvz0?u)F?6rY0sdHpBEe<Yu={}<i=SpDDVlk|U<pOpV+Wd9sL$^LisN%iOW
zN%QCVlj5&48}k>jUyOcTaelp@{_odkH@`aiMd^Qy|Lp!t%Kk;jr_U!t|ImLp`QqiD
zEr5`j^|KwEEMG1E7yGl{U-s;u8qUwg{BLdfs_#GVXBL)E7iQ+q?tK>ac`&ha{B!^B
z@xRLaviPU_KLWA*cOV`f22l%ZXA?&TQELNdlkX-*cE%<Q(k8ZM&gNfj=i`He{_kHb
z_bi>c$;co8BG7h+T!PV~ymX@_I8vldU;lfpEkQ52k(#<u_`~*^9g|T<ZQ!rri8Kjv
z0~G?RjcMAq+Cpo6Q=OXR5Q|PNsB`ERT}UCo!ng;T@4-w4q4VG*(<ETN9Ve(jf2RaS
zwn1n4FmH&a6KtnLMc>QEC{t>IgWb)@S09L%8UF{F(o7pcSMy;No_~mXb5(NG<88eQ
zs~?tL6fk-|I4g-5c#;L#vg#HgWviE@YSxAlMBYMA>qzPO>gd&?q38J=XPo;9*+c2Z
zl+^XNWauB;MQP5&WToM!bEwIc=~yQMt4Xm%xXC#ZXw*^?6muCKq8CoeLlS6ILI;hy
zqS>FPP_J;5Q(CSahssy<I3@Qi&8%(L-GN6G2ZgE?)W@Ua;lH?vomyvyL2e+Bdt!4|
z?z%Y4*m?(BdTEfQZU1k7tG-zO$L;?&C9G^5EdSw$k&u&}ll}jo=v)U%J8Pkdf9r9w
zo3XzV(Cgg~KpCkOMkYigw}#Rn0yvP<c!eW3TtyV9#<VUK+qzU_tU6<nD@1fKo>oXT
zRmo{-wJa`8BFmIF$3SehZDA3{fB)V6=-b@G9>%%#vFS9;yVZ7-(*Y}i$^it}6^5W|
zQemBp^|BJ`&2}R3KW$ho_gEOm?U@B$nvaGK2$As!>2TwH;{~!sc(An4``upcAmUCW
zpaLYovDj^r^mGi)?*W{*M-9|gY_(C&8i!!*g_l>2DUe%NZsxUA`L|^iNOcR&zCUIo
zy9zJ&{>mNy;$&uX-WK(kz}dZ4H|Re4k~Om#@5O7CMEwI)K;L0{^<nV@M%5OSBjBNP
z!%DNIN~(+ZM%VgE)W<>Q=;xwWkH;I&w&wNU+KabE)@-}doCn}kUr2%Xmc^=#R*U6t
zsXOkG>F@1u*=OB1mxSn<LO?%3^y}n*boKBaiTIibJ(t86fr!TWw4RxS+AZ2i@#%W+
zlEsLyqPfeHpcwFj!vedhJ3Zd)?rB;>Ub1mS+^wa_?)pA)V&+4Fom&L+wBiad<86KZ
z-$i)qv=o4={736R#GENc-W`s9PY~QYFzd)8Jv7w^D0BzN_`K*5WWo+vMD;~ml#lXi
z--psYvI$CVM8>+vd;@R@_elMwM5+ZcS+Bk9zS_($e4N|xav#4dqkiY|dhL>MJ$g;@
zVNQ?^dm7?X`_gEW4Y14ltDEMh>dVqgyE16MN%hd&TbaQ0cvSc2<lCBzndROVcNYOP
z`21+I@W#oiaf{G+YL^``RM^lPiZB1BTE3%m80HoQY}ekV2h};>*(2O9nU8Qk6p0k*
zm=9_Ge2+KWxcK_m{Xd1lC>JpN+#TB6O9*PwFRgaV#jVDzLiYpqA(h_J?<Pgdj;@|1
zg%MZ!&Bg@Lqd({?ON15%e1GliP{`ILLno7%T*lP>Nk8^0C^QcpOWJaaWRO+AR%sqS
zDS`j6DVpHt+^mj|Jle1j_x*6^{18^>pE|tK@3OviUr86Y4ZR<0tJS?3Z}>f2SHq3N
zEBfoc_RQL)C-O<J_mMOU3Za(C55YUt%k)W!_Ud3Ou%q>JzoqY~TEK4OhkYAwHSt>l
z8|(&Aq#u}P&-PG{TJErGIXes?W*;qYuWrPb6nZU?4v|V(yWa=4;N!CEs=#gejWTf$
zvt(o4y7-CpqTj&(d>mgs)JXn9eL7pZ5YE~~E#VkE$)#9fo+0Z5Eq?Q~C&~3{ziRo&
z9QeS;Kj05b4Q{i)rt#4Njr-7hLH;zRlKq$ApPyc;@oR5YE7*EDMK2u<<dWLyursPw
zx8|cX7s^)u-M<D_*EHjmaQxLndDWc+ymxW^kNf``X)Cu?tH&1MUpfDg-+e>}W0uVL
z#rgj>fRh42V0yv?PZAtRgpl$S57RCUc%Ff-Fu=18=x7U^U!Q-QS5%<;8HwSk_pZ&x
zL#wf1RHI#*=)9H>$rk-vCczolrEN#<Mkfh4^aJ`aUbz1PaL})|JiVQ<rP{UiLjRiD
znP|5yJoQ5|T^{zJ1WSepCk7z)gq}u-gqxKhbvV~5T^*qHi|%OAF|&<s-S!gtlKPVC
zlI@b{(qd}*z_Fnf*_NKNb($0>cW{$U6!*H$55{-Z4~b6}MU<Drr*-<Fr-AU<FS7CQ
zoXhF>=&4R>ZuZ8=g9XIwWO_;FSMVvc!NJM=vUN_ELiO2)PKq$0_eyalo2`0}?ZvZ|
z=M=Y_%VT-<RC6*-3WHWVDK0b{JDsJqdaM3>XPeWh*>rhDRatcgR%w=k0$*2Uqw(rI
zl}8)rN;;oiD8<G>ZCW&xXO(D`BK1B~z!71`qS6wvs5c!_`ZTkbD}05QroxP8;^!Td
zf>PT~+3(f~^8+^-!1L!Bd02##y`|)4sN?xO6k3({;R$M=PmKe$6fp)LR9NvCFfvgl
zA4!>{%atG3?YbHv)Gf~HkchUT*Rd(K6nE4#7eid!Td^+WoXX0`vfWuVs?QrzC7x(3
zO`A+@7lGtzXe~|$NlxqHAayoX;U$C)$=k&IzJQlvDowE#L0v#9HkQ(!^bVyNd_OOF
zt;PljX+`NR?VOnFphteIS}v0-y*TUOG5jM|&%>HfiATU;Ka!nbEhl3$a3yHugb~y2
zA2re?8n^sNm3N!d#~+v4I7A9vbEBj$!Zt7qFnATmnqj{~96oYo)~m+-CV-<#+!aGq
z9yN0qEkrm?5PMBmd2o_|ZWZ5j7uy)^YIoDRqP);Nz^B!Ym$1pkNP$zx;M4ik=gLU@
zq`A7<fz|B#;9+S=X*-!Oo(BOFu(+&l^?G|N-_ryRS(g!#&xksDTN$O!qf+D#k}%nK
z`ZIo>?DLCjWw8QMUX^O3HO-;VWQz|?^YK9wDJ6`~h>@XNXAJ1suTl10A?XB2TCB2>
zHO&n3vuF-Y9NYl@j)C~!cu>KN-Uf1|%oC=gM$yJyVKq)tc0W9KmdVZIC>s)Jx~Lfk
zxI+M$bg1DjPuI%HMnOm=QswnnRn!>5Stz3O*K~|<s@P_bG=VLiY*xtXOQ$QcZp$)v
zWb~Xye4|}R3lh!Il$iGsn@*xj;+dR3$QE4}v-Y<+3jd@9F<O;8CYjZRcVT*!E;~=*
zTOfC~Iw}kmVo3~`&Ju~{3Br1C@fsi;%I6Uc3=J95O<t{&Pp=P=5m_`FY0U9di(Zf^
zNBQGqicx#B9_nXraWYjY`lS3n06jp$zf>Qs&YsX*Kho@Be)aWr^n>7KsqF0Mq=LNq
z%5Y?%KkSLL`8{stXHIs%3Uuz~mTFw9b-3Mm>RLUbQLO809T@Iy>+25$`qtI9beG|}
z==0Qf^m&>><xa`@MWNl!9qiqSFqfO#T!p51sOtA{dm8%#+@7W-p@T*MaZht7%5!{m
zOI5f(1KUCeMcn@-DbJ)#$SNYMFiVTDqLTET2Lk}TQmaf7NcHvs4kVdsM8-k;08cU_
zy~roMD1cX`_5m5S1V*%FC{vNFm$Wlu+A3@@vX(~y4-$|XiTZ&BIG~XSQ~`BB$Lo0v
zDHBCe@+j)6IoPk`^qjLFZ7!0;16*&vI^aAgSy~j+>_tr`>m8M$=S=M+L-;-#cyMe4
z!6l*nIzao<6E&(BVHP^NF^BLxsTDg|{_P5P_qBxC?g2K;Rs3)f&NBldyk`b_tk6X?
zp3bU>)>Fmgl}uhqas`tsG4nYahm*}V-M$tNZp64^Lg3_RtqIJeI50fi9CE+n91Od0
zEiFS{5{jt(c(}>Eb5L&<;}#UpiuAU(GCv>~Vttj~`t~rc%MpX9QXf&H1$E2<YSc-6
z*m}cG?U-w=9;t|8+&X&0k+7e=G_*P_tyg0NW_!va3Ln{&``C-}!hMOJLTU5CwXX4A
z&OnX6K~sn%PORd~!W1N>4n1%8U{iaGNIBAkYncuUjgusuxaZ4!of2!Du|{CS61-Zy
zCZf(ogZN=(Z7$n$<X&YsOwLQS%VP@oZev7?9{ElRWvl~62b=1dFZj6}U1h4zFf)w<
zu*kCww@&7?WJ!t55xuv*6;C(nuSJQcWTdl-ZGzgEjl(2WvXSdB?zklk4Da=9cb`PK
zcd*ls<sUc?;zEUR-$X%VsXr%MHBqXU#C?4#{pmYUyj1#8l!Uyuot+AZEa9Yl^UUez
z7x*RQB<!2x!Lx(+GR7;8fD6Yhc7&N0I@=)aVrNw1PEukAv}C-`IDMqX#cDK-eUVk;
ztKFm3I>vYn^ybp-0SCc$S<I4iosk~Q$q^Mc7h<1i^pttnL+U(>aSKk*=z_q+$9!YU
zrMF!SwPBj0!Mc{dx;}O}ZEuYQEcT|z`TlVxaYb;LHfV?qC(_#>wuHqNyp(c{A-CI!
z>kv`w!W*iml^p^NG@gbf(j}#}k0m$Y9VP6HDDg<@YVGv6@$87Oy@#UDe3Zo&3^@Dx
zJbe*q#nz!Rn)l&?t7m|pb$(B4C%Zg%vAc7p)VB`Zm7>F}Icq(*iaSv(#S#ODn_e4x
zwD+;A`SKP&M#9vW*e90u;pV#>&kdQceQ^sOQtT`erKxUpVhw{(&uU>bM2c!JQ>5f)
z-mLNWFIRfUB+_TCpOjUSRrG98DAF*ZBCRA=SnrSU_7ZGlgXb14361Pf0&A|v@CGoe
zoUFGP;hRIT>5=-^v#!pO38QW(kxq};${IaqMoyq*PK@ap<^5`5fZq{Ko8cPZw-aoO
zrfCtj5^Ra4l_6{<*hDHDqiNF-Hbm3P5!Mr|BUl?vt3WuPU=4NXAviCZIuqesg4NN~
zDunK6YBj<tf-Ztif)0Xq>d;0VS_xXHZ6(2qXi6=@a)M<9O9_?`gb6|f=MXF=2of|C
zEFx$mXdqZfuppXJgD{_J^9be=%ps^Jm`yN?ppKxHpeE|9N2rcE=O9!O%p?dzopTW?
z31&o{^AIWs$_b_ulo2!$l#<O7f@x%ID!~+jVzOC8P)Pj>2=WQ?2yzK>$XGUY_fx;g
z)Rsk%Nic~teFR?WkU`*~e(9v?CJ+f+1Zf1R(c}dPDFn`F@<N1Uf+PY5wb==5B(xG(
z2+Y)$NMItNk!lG91`_HCbOc%g4S_nE)PSIhCN&}`2^0i!0vV|YRO1Oa0+4_kCKw_(
zA$8!spxWmI#|i#U@Hc|L5_}eQG$DLS@JZCsjPMtNV+2PDJ|>lq2#%0&kl@b*9}@hD
zRQ^ct2ZG;I+wTbei{Jx--;&C22;L{*dj#(iyhHGI)V>(u*95<c+Rs6Fi{O_e`~|_A
zBz%M5KM7tZ_&KTkjA}on+G_-_lJF-4uMoUU@Djm`r1@il{~+ND1kV#ZM{qc5!+nW+
zHfpOxI7IMF)V37iX@aK+o+NmJ;BkV-2p*+=2MGp9_z1zn1P>7$AlOe3CFrMq5%T3n
zRQn;p4@l+v1p5fSNAMuQcd6fA>hJ&w?<csA;5!8O65K;@H^E&5cSfyk2;U~SBWi6&
zxIJp^K)5Yx?L@dWYVAU}h2UERHxt}Ma3jGD1mBEWTM@1&o7a)eYsuy{1Xq*ktEj`3
z1bw7=1*z<bT7w9eld;Rl*rf#DAk9n2%Ei?EB7$Cm3kfbD*iEpDU?;(js1^5QZackU
z8=2lpu!Y{RnS9wqu#w)kfx53JSVypy;CzBL1U&@j(NNB%_pK)Aj#{T8tRm=&S}sQD
zj9OUkc0?@~BD6;>tX~@mTcef$LJJ93l5j=Task5fsO1ubWl_te2uq`8JcPL=QF9tX
zm>?82YY@&MSR6IuG0z2~W<1}yW`ZVyMNu;z^IT)pj0Zc{K(H{H$h=+<O{_zhPcV;!
za|z~<u%2Kx!K`Q^o|{}9snn9NhM+oXnuSmmHL*oGGinMU1fr%eLS@vn1Yrh2MbyNy
zwVYr&K^Z}5)Z|AfiJGzzrbSJq2vZ5BL{02P#q^>gg2JeYMX-P%KWbuu%p=GpUvdbt
z$t6FzG?^faT*@SvL{9h!yaX8p9_o-znr?DQBqv<-zBGbV(o7+6QukznBmxI%+6ipr
zpq0Qvewyh;i3BF<XCz1<Fc9cTMMpJl)VLf$6E&_tP)Cg`5mW?90tJDbG-aeIkdP<f
z2p}+wIE;Ejh$oQ0K>i&0ILiKx9sh>qzaoEz{3-G$32m;wARkL;cO6aWaD9yY5%Lk_
zL6rX)`9o~`6W0HT{0HRUBmWNN|AqVkmVb-*8|3#<?>(%)i~J7q+sMC0{uT0DhE=X#
z8oFJ-Kz<YX4dnks+3ScuNB$Y|PqF?Q;;YC%L4F1KW#pHTUqt>f@_*>hbG@MNaXqh}
z?0OFIus+-MEXodH`5FBhS77*Q{kg8E^s8M@>bqS}V9VqB0@q{6k0Kw`t#=LRHn<+q
zZFD`X+vIu(`2g~MtVa?1Q73}@Bjg_<{{Z>>$or7Lhy0-S0@ru7J6wCU+g%SJ-ml%|
zx=*{?^&OPoi+m6A-N<(#---Nf<U5dWN4`y)<GL037R_GQw>0;=ZbrNb`9|a$kiV(v
zc3rQz*ma%ecGtC<Z@aG1+~v9&<yRqJDtKMr5K3H^a3!vbgT29v_VorY4DJqIuy1!z
zyPMPQcJ7|Ld*|+byMMJikf_k?3hoH*+_xjRJ-9WvZQs`5qx==n#qSA}2e<6o9F%Rg
zY~Hk4_+&G;Z!=f3nakhI@vzyrS==n>HU&2XH}2aIgbfWFdN)Ki$fid&ytjde4V-3R
z`04!{oN0B4fn6K)#=7;vwZV1!)&|e-S`$1M9b8?qD%ibmRj{k1BiOmGBiLTj7HlnP
z39c+z9$c|+d2m_DlHk&POM>B&Q1BeoUtH204DM?VHkC967wu~dE-YCPT!8ZVC3A!G
z_RS5>DVZIt-#0rrtE4Vii-U(0V~Us}7?}eLQqU7{a#i`xfb%`)$4(hIBhIItLSjO)
zE1AzqNaCs&CUI+%E=;;MNl0+K>fi&8tn9i3`>XbM?H}1?=72pbw+?JZn`jfPY;3mq
z&2<u1)({p<k;dw>d3<#VRxZKnvhuYbS-HzV;6#pNe+DXYf(msGa8_5H@Hof*j7<(4
zcU^yTlixpgKsmf<Zba3vG{WtPc$?TW(6}U`*b{-^lBJ=3j=Lr-{kAb;VZSbx>X%-9
zb-#_Pg4C+Hk<_M8RJi-@)T;2@NG~e~0#bRHl>t@4AXWNpP!;yC*tmJ4KNOgu0@Hh@
zk4=L0DdVd~J|TfiNElAw0|_{s1cS@Kv&XPO2p9^c)g|a%dY(Oo^@1&+M+qD8Bwa&u
zU4qu7<%5;lg<3wKt*ovKXmj%G#*bWjqkq#1e5}~G$uE7dwj#`JW_3Rkv(Ls&SZ6<*
zr8@Y(lt>L><wm4UBf?Ez-s|6%xUbuRe{piGTp|6jwDL}Xp&Q2iNp%C93mc&qe=dWo
z;RbjLeg$oC36^e!yWs(N5F+pl{21Om`#-b)Y8u)uUjsVf5m0~`VEFj(;Lroe19HPj
zk{hsQmWgAMVdL<T39=(YHw+tx1{8^)k^1WSpP}?G+==1id?l+7Pi1xfax5oEJ&r2x
z9Qx7F-f`~CfqBpjL0AmuKo}On0^|m0g!!->R!V<!paVLg3sylltj2hq2R*O`&PVQo
zwXhD>!v>7uCfE#Hu)HZIq53x14m)6X40pmVEN{o>4ykkjT!@jsXcR9V#WBexa4GUP
z@Oc?r4twAVMD`pn8(-^#E8!}f&uie?(ekyYm9p}6a1-+N@J*cc8?k%~&i!q0JKP~j
zZ-ATOTT<;VxEI@R9;eIN#`M1pccRwaa1UyJ2eW7I1YM?i7d#G6U`{;`Phz$`g{4Dq
z5X*<)U3d>ZfZxL(;E$Z2o660CWAF*QiqY@FsI!=_lb);bxoR}xTQRmHk-Y#THa-qp
zVr>-9i={Y?v~5Mr%W*a?KB-TiG*2V8nD&URljFt4#6~nGqY>UPDj6I1_+F%Ua?Hj@
z@HR;@zI9?`PcGkc#+L8E{mA#>lg-1#+DPfUxWXBK5B9<Lu|&_Y`bg;q@I&|!?gjm@
zA0C2-;Sm@ZtslVJSbJ2GjOd(R{wO>qWx-SMv^4+E!eL4F6qXLgTAzxwJSvqB!3($x
zy#z1AEASlV&I=O11V6$2_$mAhcdcK;JFyIUL&_iz=ZDwer!pV>LT=#X!qaewUjW;%
z{w9Ab&IHIm00Uk%U}&T87VaJbC}Fy^3v7;D>JL4XW6QCr%4cf0L8u2M*8x0;+*P2$
zyGchNQO0|xDTGF+-n6cfYphZ7%~1LFJ8v(4=j~SzU*YoJ9(-fac;b!0#M08dyaK#p
z8Advwb^z5KmC4v4rk`IB=1gvr#1;duR4Npn^jv=0w5d~ziVA1&Q;KtWPr3owH>G$6
zKW&CkRG7v~s-!7NQJG1Fx4u{^EIgs$ce-lNUy#AOoCb?d&WUoDT~)C#*PP&<l9?IE
zb15|nUanH8vdU`GYgUvc4?QF(wMva>vn3nkGNn$X7L&|L2H8-Z+;IGu-0*p|tmpF^
zg@WQ$i>AtN(WrQtLh-oM?wwxePV$T91hY|Rkeh9Z3Z*$w>#LY^;!2f0*{;-RlscnE
z?QqysYK=l?JW+zNX8*@4Cq_LD{4f<>WD$Rq-_2hDAwRp$1w#iRo1eB{qp`vOUlK67
z3cNO}+&5@*C0q0JO<wk`ExEA(zsl_on3^;F7|r>El^E^3QjGXuDVO(rVbSY@rqaAY
z7JThL(6t~xjI$-r_YL;Mx+Jqc2YQklO;WEO>^0)7zY>39UHzqO8rhtr308|i=5eR{
zrkQb4+&C*rHiI64O{P%ni<M+fcf~o=Cf66Irj!OZT)lkgLAP7|J7uAhv$bCq&VIyJ
zFt_62re_y+&2&xLvh(dFM;EQ1mnloEShK9ou9{rAxOmEWtxYr1-Co(nlU(k=ie>I%
zuXSj7abw$w-!v^9D#@GQh4<-=!yn7G%hR9)?l?8h`%_cFIKT%V&XFa{lC5g?Yl7k?
z>j0O%Kajb2G&&}h#$4Xu;Zl~&4}G;Ri{itQS~1f*&{N!$DQWhg=D6rd>Qdw=l`+p{
zR!bVs0#sCJ!$_)P87^b#E!%Fe>kYm@=e*{=wawE~GUuINw_ttaRFhUC$mA-uwYqhC
zP1k)JD>D~tzWvaq`U{t2%KEG`GQ56o<#|`#dPiNu?#0<2zsG3ATuru{Et5P+6<hl^
zuKe+n-@UNjT{sCBdI+=gIm}K6OoAIumz%&(3#gMsmodSZpq75GU~Uu#xQzV)^~o7E
zl7<+v{a>!g!gT;u%uMG%kGWATY4xa2Nwrv#DKNWmgE%$4WU}WHC(Q_NzIouHq4)K6
zqeA{WWnLO*y6NyGGat?hU9tYakE1*8yC77OER@f@`szJ9yXQ?-8l4uFLY3QouzSv~
zaM2g0>7AF|csu6KqT%C;!x)J&7(6u&fvRk`MW35%&H;_pBIal`M)BGlE<cA$$l<g?
zPEJ{#4!;~0H|FN(&7iS~IXbH)JI`HaaQYgZL1R!JWHCTWw3nKSD!IHO|6#7Murw)e
z<%;FYmz(^hjyw|%*~Ar@itvLEwwhDV+M=|Uzg&GRyraD^!d`<QZNO#^$FkBlN$?0G
zBHVmgBHGPGT&$>+|D4xY+(`~GQO>{5pIE4xoSBu*y@_QKo8<hUEYaaKbcp^`qwFy`
zUzL#N%}Lpi;4sN$NlKkkF2{##)#o=E^a(oLXKxvm?X{$t)%xVjlrO@<UgspIL2XX8
zVg?RBGJIUP3eU52@WG{Qb^`izaM-;%y-%z0WauB`m0$-AUlB+IyU%-6>q*t=5>q=9
zyXD<D?4A6s*syW`N-RBm;t-ej`k-+zDX$1aE`1V9S-2B@I`7e*ujuVR#G+<nM^r99
zX_8yXqUG~VoyO5wWmkGQw{V3ZB>LR0bfcV`JQV1a>mA;dG>=ZH<1-Zr$(b%sc9Mp>
zmLK|%>n_JrNG4NiRf8X@F$!`+idA?{YfuV;%Ao5V(y+gAT#t{v_<bM^vhWnSONxOe
zBfr2?P+;}gCO^hkvA;6R2Lfp>t32Zk7ubX(>tv0PY0T&H^AkO9C3O@WNnCZ(aOfa_
z^?rLP<^nrMUO(~rU>;_karfni53_Kj$@4Sb=oz(zc9J}A^(1v9798mrXNyh-$<S9E
z4ZhKnVeF9Dn_4_8+f(6BO3JTq+c{_Gq105>K}B{Fm%3o%{7L)k8wM($C}}8iq}y|=
zvtO@$zcf7EB{UR<=aiZh?&9jnx#5PI!jv>oxX+#HEMBmvaQe_wnKR}NEl4X!PaL|>
zQ@)V>edg7}9}7>)^6}<#D~sNKQ3Ue<UlUO0nlq<lP5(%VM_={BsY?8D=-6*sr*t{k
zFR-&#j}Mx(iGvZ-$CT(V9X%)l8fHd0{iB{#X6TU~$<P#L=|Invt}JG2f6q8$BPRm*
z{mc}_O?LW&L2=T-AQPSxWD1R5sS}GDDyr5juJT*O^2Jjt!j+Q~v?{qqZ=SNCr8snD
z+Y~X-a?y9%yfrgQ(hb6Z!jkN?8d5wdMNMnB@0eQIGBe#Nrs(w=kJoKZNlq+iy?*6_
z`@Y?`x?GJ_3;Q<)^YDDIVBXol3oBXN*olD4%$}NN(Ay1qRq8QQN7^yfDVfDigjb3R
zr4u1wVw$GZV?Cx0Roby0)hW4CIy(B%y}oF|UT;aRXubN0Yle<%Ee5&#pfWS%=q2}`
zUlI}PdRnf!^Qx|k+G}$x{JnGTxcRcq=?X)ViKRnP+coEww$}N+IFh??^`;#x59Z@a
z+KeO0hTYOC64e%~%4${lygG-@0bcdTzAUfBBC3vNby$yzr!E=XD+al|!))e^uN020
z7Q03LaS!#)QXTEd>JY6*d&E<h3HJAoj#h9NTE`d0&N`d0nU^ay2K7+O3~rSbZ?IZ}
zYUtKlZm)%v^{Nwp(wX&g*+J!`B;Kf1%LJv>VY6t5UQSb49JWO5(EUz@HOXPtDH9w<
z77inhe-`egD{%Zi*eZ=bO&Y&Sw7Nu{4qWPEqQ~m8Sdvwrcsi2D?SInXM@FBQXF7SS
zuvpZ`dSX32s!w_*_Vvg5o^IqLr%i0oD|nfj4SMTLZjDutD{-Jh*9Up6HJu$V3jP^I
zmW}&DgTqzX9CovA=zyrS+U+>pX52$%GL=>-yy#9%z_Fe;d_*<}*L(mTU}KG@WH|@8
zqXG5g$yrK)Hh_wNW=hJD$@xBCd4A;pSGHfNWXoR}EoaML8_hpu`RC!nX9vL`t$ll`
z@qLqYdgy#9M|#MTl9_s_2W^!zV+VT5yYiX2{XO}o>;QRwvgbeT1~3&5X8J0`f}<1^
zim~rObW5DW%apho=(A^a*DScOy8$nXbJol%?#?M2)aVr2L@n3muqhVFY^J&253YT1
z!}Lk>)?MGfCiu;zTH!|ui`|i^PxGWsp3}LhH&A=-EU(4JxeNwPhM43|8EUhnC_TPu
z-M6%y^WZHPEuZ2mN}?Q+&BpUM5AKt4$mY@M)A7e)&(LbTdEnL9CwFFeaKHhZHqV>x
zkfnk~Z<n3%Se1^B!zT{o#pre1HCR@04kMOE66^rl(@6&HJ^z43|KV|09QVmL8@9g)
zZZnIlRNTeuSc;`3D)^;C;!>7y4tCAqUgWe^H!CW+ChomvwKc=xa3?A_JAQ{`=eCl2
zeyD7uEc``5CB;x1cjri%V#Ym*F|$Iw6te`dYBgG`24r$$=Xn3obLl!QeV;p{3Jz@A
zgy9_HHMVp|61#+*<h1=%--d_5G<=-b$S>u6@IwGl@IF&)cjT`@FH_(gx@S3(44`)y
z^n%LVnZ(w`gsook^_Ay~3YoL&n4*el?w`2Nlh59<U2b#|3T^x~oJ^%NYKJ^pwxvD8
zX>B5UZ&q+oZmmweMrKY*wi={;?B$U`d~uNpJ+2!*E`I~}vog3{@^}hp%Cx!yeSSfH
zt|QN$<W0`-W;pCx&D0LNJ~=}JdHG2Woi?|?TV`}+cDTAv$sXn?CZa^9BKjFCN!Rj!
z%+~l@HkD4kX2(vu(QCF%Dc5moD+a)2QgHqJiC+s^OPbB<OjL0P_<mk(aXXUIaFP!x
z{K>16C#57RZjo`%8%1x9t2@c18k_K~UwlKZR^n|zr4V*~amA?og>+Hl$a0;S!oQa4
zb7;hLph(K*;@nrz?}Y*$s3^)YSX|jkpFT}l(wSyaLQb~c<twVtCZ%^Ib<0+bUv(6=
z!-b|I%!k8yloPhI>&Rk+8=Le6Bv+W^F$l`>@v+&>X@b3IhA@^ld(>IUoylq12X#qy
zhlW=e5)8^soXVVLbKqAG{#lI9Ziicai!Le2uH}^p2}V^Xr%rU)Z7CSMs&p|mgV%Z+
zni_q+1q<h=pLp`*__)NO3}0hoqi<5<qD7Orq0yy`x1tt2R~lu7_?;sU!Yo!#N&gd1
z2V~$=2dSJYYVOKne=@I}aD3pIAzg|3&8gUoUw^xlOmBaWa>BWA(qS;N(<_U|-3(>2
z#^loFdmi4>dQ(SHav7F3wcp%ccp$lK>C8ntmsVsLon_0a7H(f!;WhD3RNr;iO&ja-
zmS3@C_I>x>u)eymrLTM1vY8p>EjxE_^_MK2nO?SX+XY+M=-3V6E?iMA$bs!6cfQJi
zQ#5C))RXYXV$M8bv76N@m0{9H_720DZVAuF_HW$E=^kiNWgh8?^|Vj=sApo|Q*H^K
zi8+ua;CF~gzR|A{cUiJ$bzO1J&Go$2=1#JUW;xyuCX1h?SEc68o0b|a%s1znuW#71
zpnHZ>aA&tHTU3!TbUmAA0l#swc~&SjnKK##`87JZd}vL<ycMws+=3A(fEln?S__G#
zsc9wnlVw-gbUHa?stN}%CN7YdzLojffAjVw;Biz}y0ur=(o6Ne?`riXwbU(jt6P%Q
z+FPy7vMfv9W$*%ac@db{9>5SV%V5V43}G2|2xJ*DSx9gmN#2)1@C_tp$@B1D-kXpw
zQz5*}JimO&Oo(h^`Q57OZgsb0TV{DImZ+|Ks_UHpp7Wn`&%FSHn<%3*$dbNL)Zy^8
z{2{v4cMVtR3eHGT9$+2X7!lL0GqISM@F%3%QkHW$(*KjM6c=sz1HXj8NKxQI&Sf;3
zOhz$ZC?u!#Xr&6P>vIo#y0&yglbRrcDNF%})ukcf8p0H8uirL_(1wCWUnRm87+Lv+
zvG8|wp^k<JdvEK%s@;LMXLd|<>Q!4-30fON(m<t@lKGEtPs}<$TGH^(JPt>CV$2$K
zYv;ceSTQ2*V7~BwQ4N?q19BewBZxz+K+!3{#Vpnp;BP3vrMg|YUk0<}N)jR2KXq^S
zgMjk=U_%{T7Z+PxT;;Rn{Ap36g&&+$i;~$n$kC+iLzG75e#w*F?4S7V?R9=BI@P&E
zQQzY$WJPABe>rWsDj!3@tRo7F#fmesP_V|DWfFm*8iXJyhG6{3{)W1Ilf#$n&-bOg
z9W#%tZ{9c%*O7qGgB+g?b*yVou4#2;Cbq6gr?%fa>C1IA>M-=@fYKT{#%MFz>RUbD
z#&94QYa2<7esN<HXR+xxHDNHD^{m}vcQy6Y)O9q)dp7oVADC)l^%lLzcy9&B{U$)J
zSI*Y545U!#DV<rbQ|Q54zpSHFuBu4~UiJJe9DDDSMCeZejeS?)5^v5@{L;5aW*1m|
ziCRe{6_XhJH&H@j?Z5dRO3NgQK)yFGuoOyC3`-y%f?NgQ&1})Jf4!~ba}RSWmCbBW
zDa0)0X5e9`Kr9MDyQTLqg&-G*fDG;57IJ|fP9vlMq{t%rSp3>*MgqbR$jn40DcWCC
zIR>{#4i~?+nw*F+2(BiGgi$o|!hfIEPkiyY>8&RwZRVQ*#d4c1A{9LBy!t@v)njSR
zVVKeRz%>qo;ltbS+t!@C=FvmQu43>wf8WD*d;7MpLiUw0!v{g!O-t3S4dT1LOdE}m
z$;6mnK@{Mc0U@$9<Je|g%mKys1mQ%Rw!{(zW<p)$#svyeiw0!IYtYFRE2EJh5iOy%
z1YO>ck%Au;D_3r_gClN3;D5wbM!&=91BrwaWS>$=3VqFJQ-R+Y#b2L7&<&K5L~)hP
z2>j;Qg)``H&^JMD*$VxmTt&SFxpkoePdOCMlkh*h1Uz`F;w1d7mmzfk)}evMlZZ2G
z(m_;fts_97o`LXLYd$%bRSly<Qk7FG9?M+w%<0XWHva02h*hx`BT<ZH43z4lmW3Ow
z;j_FouS(AG(!IqmDh8nis#;u|k~JsKdZVeZ`b3f-43!mXQfL(OhxJws5U=dncwOtt
zYgd>IvB90k)~>xJuEPRBy-kC`|1Gw=Cpp>O=u$JTWF)nBI<K{GDgXuQ8}6ZOxMjos
z_Lk!h9NXKS>sYT*p$eA#KfS$))w{0S6ZQ3`eeL}HQvfqVK+|i`H=t(dhfC<$ZihHg
zrH)|JUxF?i#_5k@dG|*_$fB_zG-}bG%hn9bMS0*gfj&#_bD^GPztW+ShD~_WUwAx5
zf5gY~7WYTIrAB{_2Ll%LTkx=jh_#UH8Y_xjfl{q&4XM(xDre(hCVTZjgHyR~ZRf_$
zutq^)l+xTbx}ovuCk^qD>%OujnD1<Mkm!gu;4wP<&gKbz&yK*3o$ioZtztbsr^WBk
zJ@-uemrvZYE2}hmtXfFcBk@c8Aao3dBtHYPTLdM-k?67LvDD2Sy{YKc$$dJ9);T5W
zQ?oCX5sqn{I!7`}HXiA}<|NEzJweU1dm5Qu-*s+iXl(tt-NTJTc!V|&jlF;1K;SH$
zFMIhjiP#y@gLcS;1dSZI#QJMoM0WgCT=UNBiTB<+eM+jWsAlEAq}p`qNJikx9zHES
z-Oo?2AL=^CgGcXPe~vFb{J_}z{DA{>;4EM91tN)9ME(L&<v}wmVLcL;T^}iXIfI@k
zC*Q>-*@bHo@WE|HnQUN7S`m>8<HcDMD4G-jgGlTRT%}gyn(hsITeIuZR#LGK@C`Re
zzd^>c7gw<Mh^u+e^dPrVTvsq#T!65D#JcJ6-C3&{I4qP<Fe*yvtnY7GfJHU}V1X-?
zl%{P&!bRf{fA2a=otB}wP|uEIn`(2Z8Vo}a^uJh>%?(=LU`M#7b6u0a$9MiMg<LyQ
zAW>_l+0o$Buh{*-#QaS0GWH7uX~<0l>w1i&h6TaPq+=XD$0C#|I2mU5-GBGB9VDr%
zvwK&r%%^?0g2r*0EMktt_d>^^-^=W}4}LrAX1L==ZijAPJ-uao%Q&><_MW=T-CSKA
zcQ<-_X7Ao9uZX{z3^aX2IBpCZ!!@?|Rh_Gk=fqpF;T>~_h6!P~ujX8;e6F35N|qq9
z&7O|Sg=>u%>ZLiZnKh-w1Xr6b74kIYTs=B{{D{CykLt9&&zC*y(2hC&&@gx&Kirq9
zImcH#Qm%4}kDQIm<!zZQh%l-|&C+wf8a0JqL`ahI9b#5M5K9ay^ahmbWeIFQjt+FK
zm}oYe4Fo|d^{moSw+z74b9!x{ee(K&;|~)!_d7L(5EQMZKHQ3ukw$B+(?E%%SW@8*
z$4o7&T5Jf0quUR#G|uXj2Qk_d=JMHw-0DDGw}Di%T)=Hu22}hB|JZ0Q<+=4HQ<G!0
zQAHVyMvk7R4NY7kM$r_bR=S*Kl2kE-IWe4M9d5S@KBv^FYTSj`i>2}1P!#G|D)we+
zPhE!>d`NjyB9yEKZxpTV0~aX;M5r3h+Vh#}xG9=ZqSGQ?#HyT1c14zD50zqqz2bIz
z!&%;*S7nwAyoF(lVsD9Yn~FpXE(TwjpP_ZAKWwmSaKtUe-qy+18Utx;7~FYuDl)X9
z$*>)!^}xNjv^X;V9tgqB6FrS?P1itq0REb1up{JZ>K(|tGWUJ?=&mlEr``h3lS*-Y
zQc0e_syElTYUj+J`Yk)!cHTcJ=E}n$4nGbUPd(HI{baG$e-MtR2n?c5BC0Iq<5(xE
z*ZX285oOi@`G}vSQeh{@vGI4qdG^;?=WtnLfjBW^XT)_%shA14j!EJ=x@C-#v~Erj
zKj90vhU4$@;k=XmHSesNtA!z@aO}JI%qr9%q)ALl+2iBcyH7u`lf<vyo83OxKv5K?
zP%7B=)m!6h?_3+TB-b2x?5fo_40^x5GT*s%IK^$h_Dd5!<b&QlBVo@9+t!^rqfW`v
zc88T>O*%F>e$(pC2k*ag`-*VaSSry`H?*zATGs|V=7sk86KErd(i70^5^P87<Xo@7
z9{|qD!5?IO18uqNKx=luXdKA4Vo;bBM*5v?LaWQK&E=9p)<0TQ*sPTLh(#IM7fLJe
z(#oF9D|MG2Dyw>g6?kxGu1(<Od;Lj)2RE0idR9uDI;yJtNV!*&JYVfXpp-L@qBl$w
zdZB>#L>mD~QP2cwum?<$_NbHL-e8m%NIg~Lo8ROztM~NQr9pln7XE0GRH_Y{aC^kT
zK6fk4Ai#4e>BAOH+r-{(V?)SA5CopWID<*gDkz0DwK}~{%`s+^K|}xb?^oYAR;wa#
zmd14A4Je9&8(Pu0QVT+$QOn%C>c*9|IK>jU7TC!(e*)iyAA;_ODQS)MNZal0ufQKe
zlhEz(2QO`t4RsF6NQN4|vuo8Tnwy;3x?!ikxgmsaJKUPN<GQ2loyN%x+cMYPX*Aw>
zU1r;cNfOFI?USwy*2M}(`wt5{``TKaQ^Flbv|Dqlgs#zM!9P+J^Z;i%5B@ELKM?V>
zvVjXW=EOyRFrmahwWgxU%Pb#}pLZ14^=SXj!vZfobL*7AOHb`uCGcIN{$^n0k*e4S
zo*EIKEIYHy8@tlho+=C&FA4!eg;>wR2ly@+$3<-D9X002im;RA-eg#mpg~6d=5yNC
ziJAVy081evS^z(>xb>m7h?9ACe%JHbwuycHjRQ&y7eA#*RXh*|pV7}Rz{bS2PVDV5
z#zJlaCl)|xjJ8Kyj2eE>%(brG+gtb?Zvn6}Yn269tuMjq?e%x8396L}9j-HinU9l%
zwP{rgTL0HqH{3B1)F?3(jcLVCwAQAv7PPg9wteG&GZvK5MvJ0#MZ}KYIDTXC6WL!7
z2H-DFKo3i-zQ(Rb@4>vLv-jq2>FeGc{2MISAY9kqH7z9h+&UpQ>K&pgLXij|ae9mK
zNcvL*MV&0=Uej5ALC$pz0uLnd(*h4<0b%?S(f};PsV_+@!QwI;yVN4~$y|h~Sg<Iu
zdcr`GGcaxNm;jq5&^<WG+9K}e-7?7*7mHjP0{%~gB1n6rE!erH#lvtX8KqdXQ7KL?
z*R6DHJ${w3qpg8JQ3S+XkIf`5Vywc%;yl;0VGp4DEmq{cWpVD;P>iI>Pv(*s0s}%+
z6pkra#r(D9gkMI8VkPiYzkvQpLP!GG_6-psZ{>f|x25~$O~D@$+Z%-M^gk!u*EhYn
z>#*?6ZzS)@9Tc{Yt`%}4OW>v2=`7%;Lzev(z)iXI?*Qa{r~kg^1YUZ=J;2LI&)9xY
z;J1(F)&e9ge$HYS^BE!P(thX?K)a|TT8u!&N(CvWc@ie}0n6B;a+)`aQiejB_aBIY
zP}rgp0^O{HK;XPo<PR_Dyp{*g%e$}kt@nxWjS(m&!PjaQztc**48G~*!uNFm-(|bL
z%i{Xt&QC;qP(nO@F~lPx;<42L@#~;H&|OlUv5qsY7P9?2Ps06KZaSk;*9+^QOfD!G
zM=Mb$LK`4k^Do5?PFt1%gR`pzKHEPnjW_YrnXE>gsTX)rhA{|I$0{izZ~<<unx8Lp
zcZwYim5cMA0CUBft^6_i3mb=hYr&yCv0Q8bMznfQk16W6;y4B}It4?JT8qaRY7GH?
zh1`y7>|uwqhC^^dV-Go<el3E&Y&ZS&!J@rU!{v=wh*LCyYiLw5BFJkcguo(~qiIvX
zZm+RWl%+<t8F4SL*(1=4&<`X(WjG<+Hgdxde6!<WjMyfO_4f!3eP0(XpnWp@$W1pw
zPGQ$zKAbZP#ApR4DmW+Eh(!k_)%k8aA@B<_$F>RlSbsy0z&G?gDG4_7PlmIi=&)1Z
zCE<iw;E5`BEBmB^b&HNkH1TKPNvb|r5;T?4D<J{@!)N6kT7eW1Aq0-Vn8>mezy}$_
znXrT95Yon>-&*ivkI(PAgvUaAaZW^0jTXiU&K7n$Y5<--l^dwSmPw~9V#{W(K<UMN
z5d1_n1m#GHO#v>o4LT<Gi%s_hr`}~b!Jnnj;D*q6zpqm;4d+^g&?s8%HUNjxLg|Pp
zeI7b}Cek6|Eda)|Q}6QZI0xu+Nyc!ezym3vR)MdUBeN%2P6V0-m&)n`pBYaY!a`w-
zoBP}tkd;#d#-+e!KPygC;JNn$|L`32jAWbIC;Phmn>wgRiGEJFzyA(lrmr*W+bkSA
zYT5+|MgM3<2#r)5X%TS|t<<<6>3(3R`}=3^5O_)2uFV23$?FFUrGGS(0R|gcyn<3i
zQkHG8&yR=TcVS`4!iyLN3(_Ns1q|a^U1rTpe|&(YtL7{F%;(K8#1hnJ!WojQ+de60
zD9rYc!EC<^`ik5gd-(9=jIgo4E~*$5^7RQS;yH5gz+|phNQ|oIJk`Z!U~##lUdEGF
zUP=lAAsc4|UJ^4oDDY*161@VS81<;<cu#d1xg<;m5)ih~7IMh~@TW$NgiGvW6bHPM
z`rS5+2*+);4ugWCM2#stk(e>HI%Pv}9Njj*|B4DObpfXc3@Lb!TAR-tZjU-x4SXyD
zGkTBI@r6Wwr>4;p%d7t`*LMImBVhml2;}3k|9OvODGZ}n@;zh0)054>o4gLaF4?~R
z$3MPdsQwys?AyX){r3tt_6_EN{jL>&>0W*L2VZ&chTPS{*l3TC7+C@d5*B7>3s5LI
zmjWU(MbVFaTi_q-zwusyFNnY4T7h49z}VG*jf^G$8%c~TiIGU@F%kJOvcLHRSo!Q7
z&n2)$Hj4{bYQ_J)8pp$pBDSO@1%_0(0k&GkQ+5$s+vl(U|B~~Ftj17R>%@ryFcmth
zSNt5X8URcLP#TNmq{6>bQ_BYC=aK2i6o)KeS)@3mg0wBdG6HqYpO88c+MqEQU1Bvv
znP_TjYad(bu(#XW`^5#3026}jO>K}J!&3vUvGxS!&z^0_2dO`6wWgst|FG#dS$wp7
z6D0%~jl9qymKYPU*)y|+HCql&6!IkRCzdExmP3`p8?tA4AV5p~nFk{LLvy@;7&rZf
z$1BOW=qjN|aXCdQ4&Y0|IhkB;YlB16zvrRp@xKkJ85rnaL$Ut0wVlby&JfLc8BO1Y
zJ?X(~I_&a-%c6FNHQjNSTJ32LNUJUND-VtaJtkVGCX7b2jxkt`#%ND${XtL7U`K6y
z@<4Cq%O{TR?kaD9h>!C#d+Q>(gtMJLF$qEFg&#{6{wJspWVE}WpNlr`WFS5K4%7&2
z{#z&wtw&Ul3+jj8$!e+k#w3?^HKtt@<w`eV(AJai`K%*C{JJ|=zxh`dD#@YQHE*db
zmcY=dY<|b7KxOtM8t45pQmHsCHF1_L7;sYIxY%qK=q7&61EH49zv3mSsx@!%sw@zk
z9XiEl^MM_w_`qUwS>K9CjeH#oD>21I(m<`~z<@_F6?Rlf_DZG#@&@Trsn`S(BfP29
ztcDae;MUfv(1QO%e}l6+^*x-i?y5(2r>89eD`gHk-x=cjJo<*=JtsC#-?KI}vC&hb
zbjAIgP9N&r@P)x(&H-C#)%@G)nicgc)~4;++V)6#ZL2ez8~rep^r&{+ux5YGi9XDF
zJtpl6cgJ1(23!Vbn?YsLvM`DI()oaQWTd~@<4O(J_uie=x7U~xsf^pyT~j+XIoj^0
z6smtS$Agx}!KqqDqShGh+i<==m_`-$L}Q&X-dfYz3&Bvwg>&e)@foO7&V;Mxv#;Lb
z2j-`JjG5_d!f@T$Y&!3=(2&2LaEAJvL%6&+DfM}Q=_aoVh^@+nCNb->$4L{@Cf}ac
zo#hwZUtX^hhZX8`HJ7N(!Ha5TQV&L>+!Fy@FT7VO*SebbZm#Hwfa#)l#$d5Xr6x2z
zg_a5hX}L^+3U2|V4_jO<5*s3b4+R>B|A5CJ9Tbv#>nnBsQplxuLMM@{vJCBVI`ys)
z=C`O%!u>zMv;F}~VKMmq;WM11?DtNeDYVbOe3^SC1yhBaaPh8}`NC~wss%HKD-=E}
zll`g=KKS<_(FW;tK#SmnR!X#W$oyXxRQNqu+PNw!8T)xv0{n4fDQ!MN%DN(DEW(eX
zKU&z!VSvQF91xA+nt@6L$a^_tj4>CzWr@8UzpMC$QZ);FL(9VVQ7{yWQjDVTef|jM
zh5_2S#N5z;Z<nPZ+Q5Kk_Z0vweJ^VP{LJDHB_otyzvvf+7k}Y$R9Y6JP5#FChaf($
zhdx~58>f5f>gv-bqt`RyT@S4XUjx>mbc>f6&vU`E*@1jZJ%}HWv5xVsAL&V}5-SE0
zL-x{KElgHvI}w=Vn>TIb5^><FXTc9(3b|9#bEUE*jd;PRf#6yG62r=;zdZjdHzAce
zVJfTjRhNonvA`x5oC3b1hz0@yPNA_qzH2&PzJjxt#N%y=o$|$^MZOPHI)~n1Q)94K
z-Me9Tx@}F$it76|@GafzTFe!`!qH^S4z=$(v1WeH!bNAs(mqgm5xoOU2~-TwfA1a2
zhCS)gm~W^f9O#;A^7Z(kqR$3a&Ok3NVdX%h)oKf1Dil(~dQ`2dF`UgN^EEaVW>q%^
z023Z?i_0J7?iY^DisqDen8<cCUVfC^nV2-3<(If|k+)uIDdm#JLBFjaX8_=fo|?p)
z+N=F^h5mas&9sYJN8ST^Dqlu$WsL2EmsE17dkT2wkqc+gcY$8T{U<jq)~vW+!<D5V
zv&M|*P_tj8w+!p}vo0SJvgAU)NTHcl;w|*zk0rG!b&fytx;z;Yc(N+_TE-R?^j&*;
z>cB%Ar~h^;Y|BhazpV{_%g{L5(stEwx<+ek9BFCaBL0S4pMUh;!<$m|Q@4)gA3c7{
zrc`X|)^+ifDQ9Hhs=YU~#8<XBBl)ZL?T3&HbMp_N?|}CYLmkjtOR;-TbCOjyE1S(q
zlNl0U-ySis$z~5mHk=LQO-i#H)7l2Kqv^S_7naN~GlSD-irZUN5}TJ8!tw>khcU?a
z2O7@u<s-=ST(u_4Swc~xwdLD3%D_ezsRL;=N*aDg=G=Ap6-~woach{x<kI5sc|_`m
z0&r7xZ@jK`Xh+umB4FUP$$is<oF~TjG*5Ondeq2~%$FZH%6Dqr5$pWQqJzf%4G?dD
zyKj01JHt(r2Sy{gCVLwo-e2wOjj!H$-9CA4BYy%mNEFXnsq8ija-2hJha7hHBy7%V
zvUPc_oeMf@36pogREje4oQ}<ww$}X+VlQ*MsN3(<$x`{M+bUz!;$EAJc~>KN6Y$<j
zg+ga?>b+~%^mC(?1fei@J*JNQSS{ysng{}Y3^O_1HZ4h$t=AkMpWnN9%03qwN_%mV
zA_&nNQWwr3{|+?Pw^Ypg5paU%p;o8~QDq~>R`56EQ#WO8y>AEIcmtlrQJj7|n|GfL
zLSao9VbO5x{j6>2PV6Q2!1zCnESd3&67b%)0TrX)28m4AeU=Z~V(;^|CAzy8_Rkc%
zJjIj*D{V}w%tOnz(1^D9cY;w<tf!&7KH5`nZeF=@v^llo{&lhO?gpiTL<s4eC2wj~
zdup`F(lokZw7F^X9b<w1wkX4(JneBCb!NRKl5z%{!=cvkj=n>ajVhy!RdB4hy++H}
zTsB)>n<v~H38%-iT{GkLtk%fT1smb7;CrE`V3ow|G`HNa|JMDzW2<^rt=ivns~-9Z
zuu>GN0jVVkr9o=haWokvj~~5n|Dow9dGx+R)6<9UJ4!~00sYtw!m9l{dv0CPdrNL=
zZs+iw!iv7*uRiqHPoWw%k>}3Z-0!pHsylyLY7G~ENaeF)A+^+<CO7L!{}eJ#F@Gs_
z?uuq^8oT8NfiFFF=hPg(b9lv_0>7f~q2sUe4<#P^DK9<V#+~JDtowbQt+t+2N-LDs
zise_yl$SH#LYFu4NgH-km0iN+1vGfYa)4lsb_}hFX`@<-Y1;O{^wEcKT=Rj{zssl<
zA8y6)P+aWa6$`my|E?z#GqsGj*if;5_aMW7^jLLJO`!SCwuzKQqajf+c^N|KE?^P)
z&hj8tKi1P!qr*vU#ME=^Rc)W7qjy|tBChYB2-K!Dgptr2j2t85TEywhg+Cy#VJ||x
z(5p*$-%v6dNkzI8R43J$q9T!olqqF`8oF|+&Nf9<EZ`<{>bb0^6uHFXz~ZOU(#9##
zZB#XdOU;nW7%g{0N;f96ieywO<tB4WRBlCB#jP4~&@v0P3m_@0qav>%M6pI6X|M$y
zMn!dNwpgRTnPCZ5r#xJ$vE%TS)YxT<R94HOnfVj=3;03kwnC4Ych8<{SmDP08*=+|
z8RsUUb>n!8%YRL-b8dV%A^1nNx$0%N(n?8TbEv50FpzR1EAT}**K88_qNMT8IevWD
zpAcJ1E2R}QDp$b^J42V%dWe))ysuFG<voWl$o&$8!BJz1wnv;S_XaC2o3bkMjTfZ0
z!g!vga7x826tKTKAH8y`!T)TLIt&f5@Fg2pU)^wIBBWMQI@0a6N~LG9kMK$jEtZ>$
z-K~f?=dfdV49Y{BpudrKZmfg*v-*`8wn0$FYWjkmnVfE}W*DzpVTDdb<b@E;zesz(
zSFRKLDy%#hm}wArd1yA1tI^Hz)uSUFkX0TYnbrI}QhA!im0B!rBz2X|GDjquBb}@A
z#C+_E>>-{q5kb109I?94%D{o!I7d)yYCskW6^1L-y3Gpbs~Zs{kB5h_{{bC<?v+m`
z*s>+)-qWxL*|WYbsu&YiM(Qc7Z~rwr*5{h$`i3vEIBAlWqcpRC+Q<_Qh>--W9~1a8
z5q(W_eBbazmnBWoa+7BE3YM9!)K;Y(r{I1(gc5+BQXg(za=B=AN{(Rjou6Pr{ntdH
zBM&4Ei7Qy&xl*gbutGlPO)-DLDEm(Z1N`Spa_v4FKk?Lwr@jOn9V@)p|3dEh+@rZi
za+^10($3q3jkmQ<V+X&K+dg-2_~QOl+DKPeZS0VJYPxhNX<JeJi@>{9J>W~X3w-er
z2e;4h2Zt~1YUMq13lEAEAM_df+)n|TGUu#dq(wiH)Gx7FK<@cY3@9m#R@0=;>ek6E
z-}8~r8*A|C!jky%TsdjDB3J%t;92hWWxr4S5%~R^p!?)=q<(NP$LDtCj)`8}aogs`
z29}u+Vyl&LEPvg$&AFDj{P0p?;7rG<q63oJ@H)g!o0nx-w@Jckcv;%!34t%l%Wlr)
zTju!u@Y2yC(qTPS^haWV08+0YMtmBCEea<1@1^E9X^+(t^Yx!MevoblhZjOmMRETM
zLeHl`$x>ko__ci(&Y=H_{s?M=zP1E2_cCUvu`S-{^IOaiWA-;%d~I<GPYpN+qH|fz
zFut&du5h$cB0ejodGZlsre%zgNqE(bn&=#_Sp=Sr%9W|oVsNtT`~#x22wb`rg=wwB
zptq@U#G~omxHsLiF>Rs9y+~=9Vh=$u(rVT8pmtO~iAr9*V8v4pSjE@9gV|tB=h|jZ
zuMcS|mP^k6!rJ0+Hv0AL{DV{Q@#1Ast2bRZhdv9m+9;n|S6%P)z;}IDYYe`ExF85}
z!yjjvtg&vutF#R$3&kTbwE-GBeMa*usUSjCe=M&$m9CbTk_tHr0p<o-Iz*x5%1t^0
zm;gmW^(=waY@E4kC8@Qzjjn)!g6{yJ(YmZwvA2-NTd!I@Sc@_SpVjQ-Nc5|;f!Y1*
zU;Xpd3`-)ILPet!3`Z)(lNLxNb>7MnYhU>8>=(o{7EqiLz0o(2*H8|(L0+g?KEd#1
zuMZ-dZNA7!`01>LBOo%;?6cXu6zbX+c-B1A@I1R8y&k;K7m?e_k`L)Dg;=6=a)iBN
zpgHg?Z=PWrp69CvFC32`pBKC2=?KO`2SI5eI)yxgI=o&J$|)kPx!R`QkXGev>|LKp
zjk{^s>+zV-7i=p+^<7~-sdZVL+140?2rR2)HtVA`W^Zbs);GC!JX;&8jWbFm^LS0P
zb<LJqo!_DLXV*3ZgglSDjy#Q9prm|ah<pYD{8UyO;u-=L+=A=rXB%ep&j<FGy-o2v
zPflBQlBc0Kpn-mtZ<q<_pXVzE70>MigD!Q7LB&pHsj&4lMyn`V@2v9%GGRNXNHqtO
zK?_6TC_#~Qpt04pd$-cvl;7HEYmB%V3VWAz*>s$NbJVxBwHT5~ok^>r6&9P3qz!6%
z+toFbQ>!`x3YCtc3&`jpI4A(6p!+3G#gZ||R-3Xz0edPY!ovpOVGm%aXE(SUBXKqi
z01{scAf>*RGqc65znm79oRG6hhB+)@CB7t97Ftl2hD*t*l+F|=zy)!70VuRoq%Bw5
z(ic>zU5&l#(#e&UR#?H=bb6}_hyRx~8;W*C47Fi*cWWJm2qH8#>!LN5+O~d=e@fI&
ztrM=r6gZeZ3T*!BnrLQXODNtH?3#>;v*~NdYshcGY^sA=<@2wz49ihEofjgK_0%iy
zAu!MC;R9I);yAYP??TB(f`s^gy;0h|If8J6X4oejm4K3aZ=|h+;xXbe5n%EGkFo~`
zazc%N#}mm%cu9bReS&vX!b{wcEAGr)YE$lI_T(bJjjTPou^UF(dqdrEFUcY#O;Mqi
zE^piV6>iR(8r{*A8E-b<-4Ly5i@2z^wpEP=?5<FMlasQll1+??Q4t2SNkNN&Fg}zB
zu3Niuh2IiRdTlOqsKuqWif6@L_%r+$<S1c>`k=2%T1%#5^_hCsXktvJdL~n!$Y?Z~
zL_G$1>P>bg6HNa|0V|&B*kg=6!>0EJUkbsYr|n-TR~*R5<UM!LMr}mm(+k^jt7}m<
zNocx5@e~h4ren|WK&U<RG+!aIxa&?5R+_0mSEb4%QccV&_FE$5U4F<>X_9)a4Gj!?
zh*A)giaNBJsZ9?z`Vu68lC*+yn#^9{fHw~-6d0wVN0dw;Js1FLK$XAa+;#(sq4-CH
z#b!_?+nOnsa$0rs{^rppD@_tKVYTZiB_J>GdyG<Hv*~((-YqB&LM0<&^ac1oQ7yn|
z8p=Z_<x?5$1Nn^2K442{AX}F>vHff?ov=X|p4{i`%4g!Zul?EBOptzz<BYw}`>r=W
zj(?%j?=5Ozn>{ldKON_wbo%DI@WP=Z;VPlA_Gft@mZKlzfnZ<n^StkR-1s<;SL%I<
z2DIX_hm{%7(hX>3(WBrE9%W*KyL#R2jXt1ig^E&`YcpYADhTocj$|U~9&fxSqEksO
z0z?!Bb9y{x^lNfN(fRA#U70A2yc!>Fwvnug#FV7nrf1cx(jIcuw(5*wkKUCWh{zs8
z3^6QAKLLEjn(5kxWNoMDD`4nJ<Y&kq2_5hh_sHG$p|HVd3Yvm$6GXdOnV{Q8LoOrJ
zT2JEK3yB%uZj<$Tyuu;=w4=}kD>n?r6R*dM$Gk{OjO8K{+zb50gvdRv<;^c;%hbjH
zrABGxu%f95c^=Ran_egS&rSq)`t8})dO8ZbL*NpIJ_);P^;R_o*CPrAjf=YVN7`z&
z1cnGWMPMLr#NmEbjnd`wcdl*v?@}g-qjs7`KyLN{<8r$gUC3uN)u!Brn0R_S^bGPd
z_!Ryzq=RaqYvolHy))nfI&+FY<xU{>`?!CfrQ$u`FLVyYPM<0syh#-Xh+RRf)D=`U
z=3-qz6)S&65`Gg`8UZPFsu2uR8QdnbON~AY0*h6zw}6-5E&Up_!1zmgn^qwy%*H7|
z;5lzEY5}nj3Id^7fQ+ZW8@>sUp@W8{_v3U7L^Cu*>lh4I?XEPR{7%I;VlH}98Mi2z
z5)Oi|AlvS#qM?v~6;Jm>#Xs!-kG(H}ZsR!9tj2u<BuE0_*#vJAya0-qC=t9t2|P?v
zw=D?-KoM3GfB;YueaIS1ab%A(QM|D;u|1CBO~xBLi4z~OH+Hg4M$d_paVBr#$+2&f
zc+E|+@r!2sCU0Upj;Q_XXj~*E%1$ynyHtrlb#>KW-~au8{Z)-_6f|0x=HwKSY!+h1
z9=hAPyT#qu*kvh4n&!?O1qJp!+KFR1wT}%QYepJNd1qsRUAxD<qs!pxiMry&S^h?E
zrjn;=TzG%@X4ggMMQ1Zpzz&jzY9AA>M;3h|hFNG!y6djt%^4gNtnoyQtbiI0+_zsU
zD=RPD4vR+zTP5h_T)#|GQeoTP-J)?|_Hda*;7TgW^EtEDv30nzrlZm<H8{G5DjnOZ
zb7b;#PuG<j>{a&d`#XP>D$6M|mfJJRB!v($w1*2El~%L8si>f_(qgUMQkLIPKy4xU
zE!d)y?W<be02V+RYk8+O=dqS!R-`E}&~`T1>ovtS(N%<zX9@`ODb8&z5F0ksvSFPN
zktCIlhphNO*@XBYm-6<KJ{%uJzXRq}MoTW`u4kmWaa&D}LZ0$L&XdDy>{V5Ld)t02
zmPv|mj`3ry?I_K6<g@jv40y>w<>&z22@-LiM!Bevd(^Gh<Q6LPKW#i#@~ASAJ#%%5
z+o-xtP|KMAX~B3*S@Ni$Ok__(sYfcr8D80zKD9_?rmC*-Irkk)HM>82=+x3j+WXqQ
zEd}lFc5iEeY=`5(p0Q4QIM{dhF;Dnt`_{G_e2pDjw@mtQTszLaBb5XGdbEw*1Jakf
z+H`uC-bJ4~0X0e*EV?#V11eW2oBp=?7<&vPn!DKX*(|lL@$^ZVD5kmzE=SS?DLX!!
zt@oPGlcWu;%;!m}Gae_A8_HT>5-n<}Dc84h>YQQ-h<X|K2}zmVl&_O>X1pM;b`CV;
z{Z*Btq#s;ESG29J%voJ*R>`KT_U@f_S8H>uhIe3Sfbn5y{4?HtLZu+raWKiYHMdu}
z_qyDbb%jk`z1!LNI7-&w<mp9sS*6ifl!FR2wU$E9&o!Lpg}P%og~rMvd46d$KRZm4
zl_RWPT;kx!t<$_9T(w2&xsbI&jL1y^T(KRMkndG!N-dTSSDiY26qHm@K8$tEPFq2>
zN+!D^%e55d8FaPo8AnEB!0I2cHS%Uy7lOWL;F@C|^zEgw`9-AX;;0QZa!YPwUK=FD
zH|lL&+aIiz<4cVKOOZ#ed9dqP>EG18RQ3HTNmczrwseE1_CIY{^VyFgEKR=sK|$W7
zc~Iy&R#o~pLY1xlAt6J`dQWaBG9TPXE#KO+9^06gs<cYAm2W6^cG_W?Yp)#i_m+1z
zl_^ztPkyznqOH2yZFly#?B&~U+*;UNTcT3R-caIgK=ryhdqIg6S8?oUFH;*#N|ixb
zSZFro8k?#urEtbsQ#;&NqR{A7c+boifWry-r%?|&PuF6(xizS(5ir`j6v|FWP4=3u
zNN1C)QBm=z(q7mY(SN2e`$`SplB0LMFE%?f_CR|zhkh1dr83-##tH~8SWKb*GeTkZ
z^;%cM#q^umlGN>>c6P}oZrb0z`syN|+{vDhtBsm_wn*i+va)i#=YdMD-)67cTAeSK
zckWcF@aY{kPGu^}&$Ak3wtF;6+1u)3xRCg*!J;lMHRh-+1!lRyU@UJfH&&TBi`J+r
zvYBs(1%XTkFSp~B$~Pq6lIF?tU@lsschR)gPSjLxvs-PARt?fx?Tt;H<u;An6)ld|
zK4wbDvpyJL*9s&+0cZ4gb8OiyO|T%yZkt-wuz5fI<3={{QXfZmh#xuQ`N(L^fx#v<
zYa6$Esv5S}n3b}ANm*^44d$qRiLAJ?w0~<OtYLv1x;RSB;QoTfDvPD2ozHKua69Q(
zT=}Z0#86&c-M6RhpA>33M*%l~C;5BHo4`#YosFJSAo8p4ro74*U|K?`lsn<p<kdyX
zw6>@=GpMkgSWQ2@L_eohuTzVCj;N5NK1XazeU6y?6jAb~OwxSMtiqUIVlFB-E4Uen
z%vfY8z^j?Qimk1V0#1`tT!8&RE|KS`&#t_eP->JCyeBL7mddEWJ1;}<Rjkak&CW&o
zh>~&z%vngrbMMMO1S{1%G(e+|Mluh|$+?NAjd_8zZDW6ipAW^itBvyKxrt{5qdVg?
zthBK<%t}-pIoBx9Ev_prsx(XF^4y}j;^N9&$;yx9m4#JSjmBD4SXgDzYAsc7;`#H1
zE5DQ6CO?SsQ8QZ^<>hM&Dzrrv1+}t<Qu468N#5{0H}y>Em}xluBiYN}%dvE^s{<DH
zb26K`OL4<zh3u9Mg<{jScKcoXX9hoq9{|iRfW@}t^HQC)varZ*mPvoE&>FP{M@3<U
zSt-|;G^YCUl1j6ZTNIz7lzvs8tCh=jxw`ij3^g?s8lwR`*{H9st<svbYLgW>c<9O{
ziCuPxaBvgbYn}Vr(;7`h{tJ?ANQ+<&da44GaNwEJkZCS`Ti?syW843dF#j}F`2eV#
zRS#6&xUR<~YI70(Y+ok1o6{873k&ULIrp4gt5+N9%WQnEQlT=aAX~uaX}Auh7Jo*s
zRZ5jgomwu}=v05`)$)9q%3x6E<m+|zic-j`Kvxd!xbikvk6uR>w2iIyBr&8zW^UJ0
z%JdK1MZZ&;pXYWxEo7W)5Pv};?ej0LUam1(9rohNJe6E)wA59XROBf?X{fHXTXib9
zZZp+Xms|82b0PM+UrSF&e<?pno}DJ&-uQB5_4AV9r>r{kykz7nh6Zz)awM(Ci$A>x
zcwYYD<(C1|R~pRjtkZ=*#gE590PCQiUEs}0*>I>@tMJ#Hv*}Cv+KQZfwN&|nMQ*fK
z7Fo-{Z-VJ3zG{<^6Tr9hiLQ9Zt44!dZPKj#^I}n1u0o;9GptpJ^}7@FyMyVsGpXMQ
z)9*QhRas_kSf$_(FTHG{8Y;`&S?8&SoI*iAS-?MaW)^SxtyL(!12lQkkfCC+wbZO!
zd1xKo<%6Ax_E$|<8!eY}9N#LD>&?cs3a?y2e~`W=eOLZZ5{2}j`6f8NACB)M$A`=}
z0RwMK=cH5eMe=#Wf#mlBPoYv&CNV-8g1iQqB}TVeTO+qsj+oNb?WJ`5^pfc^xl{C<
z+~&@%!WhZ=Od<17@)KA+TXS<QuzL1zT8rJ%QXyNZ<<zD^DAc7DO79XQ2KNs*XELp{
zW|tsjLUU-p?0{?>DUlJZTLzjmqYhX_j-Uy+&Od~Xpa?pF?%=#6mWC(ig&Cpq<ZV5-
z)kYJJ1b;YC8Blq=Ixlh$$_7m>u+kK6O9Z@wZEb_zK;kw*S-kf~Yw?cQ@$uvRx11V2
z<-9rE9xmK}u=HT=)b4`alJ4z_?V9=~L(}n7;e)%kH#KeFeK36LxUza~)?SU8Uu}Lh
zC$-C-%k--A>MtB_k$XKYaG39WfB4+h$l6?Zy%5QCU18tS=5p4scQbppuy^siGV3_|
zJ^Q?}AoI8?OTO5j^tG0@ww90Mm$zN5uGUJNTj_AZzc092TV0YV{Cc?%7f8+|>t6n1
zOPkYK$+fn%wQ}FWCs%I7uW#epAICZA1Mt!UM=L*axmte?2izwhvl~mh6<)ZnIh(g!
z_CW6bmX<aN&nm4bA@jd+v!ArJv^7BnMqJmGOVYUXJ7^1Xqm$$}g{!M`+cibcbC;h&
zu5P^hX@0Io-|=;eWm{84Md|BJJGOm8KPL4ea<9onw=E_2;9hfHayr@KyHKOIbbMW)
zjhaed7n*kHw|zq(4Xxzv5^dR#o7^!LR@UuXI#Sabex{gx=pp{1FrDb~^OQ<*af8?B
z9g=^QRa94$ak-vHZrJV{sPumL#bdV_)Vua=!~2%%bjrM{l5HQGoIW;Os(a-l_kVJ9
zsQ=cT)*QXYAdyJ+_YRl$OgnEpGgCX<Xy385q@tuU*H%?x(OPVkeFr*R-A_km+XqMR
zw^++p?jt*y4xoeNNs^Y9!cK>y>v`@ycV6LuOonv2f$bC3%ef<+XxX9jpkCJ{Cve2!
zWsa-abny~+CVN)Yw0$DCdRc&~I<zd{%GO?2gR__HkHcMar-IC9lkgY$H0x{+dX>#a
zf0g>0gtTdmO+htlKh*Qy8Sxnn;N<2jzh|8I=(j1iZtbYj7>!zsMKjRRfiO9GP3v;W
z$bfda!{U)+w;{BEzc}evM=&+aYfL4r%L3H3XqN?A8+?WElJPrC8>WZLN$L2=^)r<A
zG|I;LxpGDPe!E1$?Lr7<xvxrIlN#l3NEE8~5WXAnUCArb{qjqw1<jEA-42Jj{CV!=
zb7ocX7xe`N`sXEgKU-g4`J^<C@CfS#hVa+tE>V`gqA&iUKx;i$UoWkEQh<6^JfNUr
zgLt==jUoI|NCBPZYtnAaw3DHPuWltj=?eD`E$poAi9R~lvru8+<SMgPU7+FnD|SY`
z)w_0e-Bgof(VC<xgH&5u$q$FeLNDGsWh>F~d3>o!X)*T;_l$&g)x*_6iN3tdhBf}L
zpmCIFe3>xtqU8IsPvc{?f-nGMiR?CejC}^sQns&j|Nh{yKxs&i0&Z{b*w~)I!QS2`
zesB4necriccUjbPXku!-d%1eVwk#h;<Vgr{4sa%zj$Z5Py6D0iBD?U1AkD8`yoh&k
zaOSW(w}tz>(Ya+o6jI&2EL4xkZOZ}(vXaLlu%rg3Gj&<C@!dgI4aT(Js!O^m*K_r)
zJU(tq-+gt}Hn1t5d?V%2Z>$_m8^ga!`M0cQBb%*i*52Xuy$6z;Al{rB>$2O$5kRd+
z_GmrBb{c9O=sDUWlbtz!baDLf)Qw1YMt`Q#YALSLTLwn=M7_axM|X4#pIWXT(b<+!
zg(r7Hi~@KLapB3s^%{Oonp)5Gva{KRKgGfJBfr^3q>KjfcXvC6>rX8UAgKb(M`ejI
z0#7S0`e4Uuo2&{Nmb6_i;c80R-obub<vRA_<i7h=(J(KpZHlxl#blDKO;wdjWscp>
zwpG3U4PK?stq#d4GbOhjQ%Ev5mb6-OD=Mq6<JS{XJGruvOLkxVGX3_Zd*n+epImzK
z{Mj>)ocq|)nL|ep3c{C9pyPi3!5a>u<E55i%MHVmbz2)d9$$W7_~g+KEr03IM?I$|
zj*XXAI(K^A?^f=}9p1MrA3;fH5Jxq+b%I^tW$Xud!-rh5<GJW1uU$;K40e*52OeJ*
za2Fr_(6W%xNu~Q;0e2(c2LpbD40!4(;;8R!$Qbt@+%Gm36V}~sNP6-rdzq$r4c;i?
zx;JG_dF)0)$u)K$`narZy$wvS+t1e6KJ8kuX#L%WU}amja-VEJcxpTHptHnR4ff{p
zmX>l2YR{8t+dH0@9CjP~`l_318eJ3h-r{A$$S~g5qNkZ#wyWv-jeMgIFX3KwI-4&w
zGoMRNEIQoKP`oS{MtX2tw^ry;H><g20Sh2&IurRuUfQ~jep!yr%=zMTEy>+6>62FE
z>0X>kzZG6UR(be~Zl`Sg7w>2s$x$n0YJ=L~tZmp@U#unDSjxUAt7>g2l{^9#l~uMn
zOJ%YKxwz>m-mbE)bZa?Y@98Vct+)T}r;HkTzDCZM7v_<@nDC~kMw7`X&42F<epeJF
zpOc061{?u^SLq7jH9+tAWU!jfW*U!47FSW2o1!q2xDUeG`yy)NtWfVF`@4qGo%DB{
z-1?c|^xWL^LYvUPMTlVM;+K~82KM<~VJC8$m5Oq09#VwH4|>O!yGI(AZNsOC$0Wi*
z)$)uh*CQp<A`X4*d!)TwMwG*mkUC)|fmmes__EMFVryI$Y{Lm6*C-@%!@*qDvcP0p
zS+p~;uZUuD&5XD|+Lo@OAu=D~_%<bY<8kHs_iOzH?cx_JM`izgjqO=izKrd*k;t*p
ztytgt7?BuRYv)zs9i7BG=-p*kx^G<7CssSddajV|2gTWbu%`9@^rru_8v9RYS87GF
zf9?bd(>rb>BmE7Xj<$h`e$)@f!?tVoRu6Amwv9}vmIp+uCBt3jqLy9c=HVu`ZD661
z32dN&q<xYxZ(ZA@7OmV>w`5&ygY_1oEB|)Q&2zIkUTbOj`&ZWABbSW_yxZ*(+wHa^
z5IuJ6#QeN}x4-S=mJ{CHW4l~SX(J*rKIt79KFG$zQdG4ZSYu4AH7G99%RYQ1NQXr!
zmDPPPH87T<nD@Y11LOUUjE$M)1C5cjmxL>CUvq2R_cL17+GF<j-(G*C+pJN8_o0oU
zbHvsTxSXGy>}@-C^Wc^PH@jlg%-G7)?*zxdz9TWOYT4bLH1I{y!kHuJ;!iW<oh>;1
zju0FpCIu1Lq@oZjk;07nek{77{SWXRqBU)Kz5B&pYp+^~T#7fVU3(l}V|UnV?_6Nw
zO$P4wY}O*X$UaPe56j(m>&PvhTMkT&ho*1zj6b~nq27mX8y>pn_TC|#Ra;!F-G<st
zTuu7}%Xf|}F8hW@wp%BcAHG$m*zegn(LY}HPU{%Cs_VVzB7>IM^kUk)l^G(luIMW6
zd|+9)bHul}ED+)QCzpkk_|~#_1n7WV&5<4&oJo6g@57AQYse2UG0H!dz47X`c8tXq
z7FHHgBlTB*<VjTe-23neaZuAm?+2S?5t53ZgQ5adjvVMNde7X>J^HNFs8ARY`O1%_
z$W&vL7C&D5{c5hdT37VA`FY8?XKJ3%#a2H9e^bLH)J3i;Uc;Y_=5~>1ru5S4;>QJO
zYc6_Rz^%Wct9e4mXipz=Z$RR2udquBVs`p#<@njU3MJczQ_LBA`<>mcy@~#B7Z)k+
zQq<%<dW&#xQ}>Mx2Wva+M$5L|c;m_X?R92(Pw#w%aeT{Qu)n;xRPw1(%gjN(;)lfz
zZ7bibYy6G1z8&A~WuK9vTvUdp#pee;^_<zJDOB5@&||d=pHO6}&9ntQpV8Z%5OA%p
zC<>nt6j|yeA7)CbRGRVY;nBXOF9=UsN|hf{R9Zgey=8avUzWD-Y}_B6nOT~smR$@#
zcgAD0OCBk;R16C@v<^A)F8`xDbPh)e_E|2fL#OEPtMf*qrNE#nFE6OGE0MxfPz9)-
zEms<)=0c3m9Mi_6>G;?Kt~k6q;kp{{SVHgHkzJ&!Hq<!vtt2yjuaSxam#J$pbIg{q
zJV|L)omCoLxu7g7;fo~4qLSk3TC4Og<<-{if>N_ac7)rS*HY78Sge#>(&glvB+kn(
zX>}%@r1$bS$?-GAC2DiAc|{>Xd{v1ZA@stv5_e3ZNlPF7(<JFl|E}q0>m}J8^1`%q
zh9-q{jkKh!N~ZsYlS-MDax>D=R8pJNpG_rA-a6@ioV0^1{c9@ecC+;NYbAZ_HPSEF
zPlkI^$#~It(ey8-f5~~ArreuWCvz)Kd5igX6<o3WWOcF?T{ZohrlQ<p6HX<^OOJ@D
z?2wpvD@mVSl`dtc^5ImnciDfDo+^TCr^*_VUZSb$zErCIB~3Mt(Nue(?$GK~Khp59
z<LT9@@!*<ic_XPQ0_m;hds?bn{zvNtXOHs>B>m3yVw<P!zijbBy4XI~A?Y~ZDfxFy
zp3StG{s`$i>8Z<|k<O&0-*yMOh3>?kF}=Q-Hq-yxsi(2$o7=qGezfi9*O`8`eed?e
ztJ3^t+Dw~iGi|2-pHuIMd#LZh{^3>WmHt--ew>{KUr42)!!!-=9&zF1@o%ONoZj@j
zIXb*5eP=Umrp>gOHq&O>Oq*#lZKln%nKsjA+Dw~iGi|2Lbo~h-)F{DETS?&$Nlf^a
z<T+#@M>sD*I@u3dUW%NuFR{D~70X^`c{#Gm-e7qJl>eUPmFT#<faO)FUj87<s}Zk!
zgyl7o3(3B;Xt(m~EU!cLsyvq08x*STEN?(Npbkf{B2HB>$nqRgTD&YTK?>`WEH6bi
z>%%NBLk8<(EH6ho>$5Dcfbws!yb^7-{sYUaP=3KqmRBQ_O~djUZZg@I7B$!kSzd?o
zZ9^=tS4wUBS>AxEppF!AGQ3rNuKZq>r##a<<(cLw&oobYrg_RU%~PIfp7KodlxLc!
zJkvbondT|aG*5Y^dA-5P-^B8i=g%P?IZ+F0MV*ivLm}ixF%&^@_?trsC>wxW3`NPS
z4@yFi3!^4D(}x5|Jeq>CBWNDZ#mP|+-h)v4IJ^d+rXG19Hwz^}bOLHjfV3dUm_bV<
z$0ILDUIMv`q(=dAM+g!g{vuFk3EGN%@JY-q$OXCT<WUE5kp6ujAqsVQ=+_7RU>SaN
zl-1n<NApmM&n^PKcv7DkC=U@Ggmv-E5gvHd5681`2ABE>3z<4nIT5BQPkLE|vwotl
z$nFVf8zUu)P%A)K<Dq<>l#QWLz=YWek#=Fi>sHb}NNNPp0`!Sl4v<%#ArkBIq&!Y+
z8Uie$^-_A^^9eu^f|hY$VSs28BASGfdidaP0a{RmR39JdgJ-r5fkZ6T2lcS5B{(_(
zxdgF89Q2!oyg)F;2p3r25WF5?Oi`%`q7&^iOf>Qnq+!xaoY-lUSY-}Mus<#m2IE9-
zkl7+cbfR3uiC4rys*m|Awpf&vi@hv>9D(o?Whlc?vOs#JGUJ4)6aw61l;}dohR7|&
zE)cK5o-ofm7o%E$x<2SXL5{-2)}mii&S)>xj$x)(gm61cYNimUYlK-lN!n4ZkHT>i
z8N2D$tRd1Ch=e7=!y+4{>3oac7iOM}^`~};5pNKEG)QcXJvW-vhGIOz>crvb7A8Fb
zT2KoePg==Gd<2hxg$%vK$m0hjKGMIR_20Bcgz8?UC$*1g|J}@UM9*&rDNcwSnQa;~
z+N?hc5(H0xcqztqG-;pIs9haHk1(H)CTnA_rrr>S`a$AXf1X&Z*^I{jVWP1YkoZw8
z8G&`|JdZ|*S40T11SA~Gx=}Nv0O1z5Tv+8jP0Z(-A-_a?=m_y5Y?~!0^#OLuu_%?w
z6bJ^4V2+@rF_6ky%SYqH&!a?l%7WMqTXi4lgGQkx!Zc+jk+im0TZ|cg7T0kEa1ah~
zy(sgF^cWr`yoOoqpi+YD*vH~^kVKmh(U78>B{)PYXIm`6T2TLqtty#I>fqQ=B%m`!
zfN+{%GZP)3v|mTEpKJ|iggrrc@{{qj7H21zrXe!Y1Tv=R$Y0GpZbN6CTBu)_;lXQ5
zrx@NZx9Q`9&ip)^yA#B6{){;^TZ7b$nT=~}nh#)2s4jFRA;!vBa#a!_^KzKP5#PF+
zQs47scomHY5%x;8qWMKKUTAy@kU1{IVhfdnYYHU#ukWKYiieqHQqsi{5=vWf%#(N*
zVm#xht|##_$aD}_A0o?{UhN>3@sWH0iEFRyIF~&VYO~@(ki_W|WVI0@*2h-$K^bP~
z2-FbIH8YuqvSMc)8@;J$ky<H;Xs%~=+Td)!7iY=viZb|;q&MFTWz<fh*U*)Vz-Ez@
zcVBIW6TNc%Sq@unGC6YMY3mefZ|Vg>))$S~VP<y+(K*IuA8}nl*Gxy4okc&UeidbF
zA=*QPtjT>uPtj9+C^gGx$Fo0yEs_lRi0+uT5R3HzHdg&?9UdlF)91_(S*gc~Z!(PQ
z+ZOWEne#kYyDp8RK-$$q`gqu|Je0cP5o@m<-5gobP2@hiwLq>ILRor?xKeAd)Tl|#
zM4}BHNW5~xS7_pKFwH}v<l0Oi{x+XB!&20<1WS<3REtSlrpFR$!)9jjI2k2E5`#Fd
zGks~}tftTKRLk_4Cex==Oq?J*F1$}WinGBYx$>mU1k(@%$SdwM#mmi5!=E;HB(4&V
zY2*(O4a6C*J0ptI)!1>8Uu)GJCUb;1%cNhsiSxu-F(tEAoWu%ht68S^+H<aN9gD`2
z+Q*5PhKY1KidJ70zh4g!=Qj@;B4;PiFdXfH*>Z}Mj6xX?QFIE<?1rO3C>?~78mKYN
z&esr2?IH7!2kPx2a~zd11+U|9ypP1VVZ@VTe6$nlkAp1Sb_neyeGGxLX;O2F$R2}I
zFT4-2dbq^^l<b0IoF5@kkoGqYt>`txD4P>0(ite{lNx5C8YMl7$j0Dk3gmm(**=gx
zO5|buxc_02A5Y>OW=Q)8M_4kJIRJ>f<OrAUg7-<NH%<EQBRW&G<3xvHI8SvMA_#EL
zO-xr>5A(B|oxwK3_`Hx(TJ;eQJOoXOzX5ok1msx$2%McEGsFb693+}f6ZVD}XINV=
zIZA0oEj2*2!K`8q1|dHNe<MlmrpPPBGL<GRle<0Se5w}JuaCVB5auSx5w*quIhrB1
z!e<@KmQzHJ>|XZ}PaGn(`iREUNe>w&-b>Mo-bwqINJB#V!?sPwB6>A{l`%r4i05}P
zORweyv))HI!MLWAJ+CJj#^&dEXG?1*KNj-GBJs#vf***)qLG*{5sHMH_&!14r$R^O
z6LEej7!Ssd2LnxdPjEICJi$*ygW;K_Xpr~%mLiJ@UWgnC`FVdNx)j4Lcr3Za#aH9E
z4hKKw6Qc9H#~1cT{70d5M`S+Cdlmz6+|SH>D9#J%a^@m2zCSc8g#12%XFWol2z1KF
zBa1PAkjHRO_+mkRF&qfS_{4mW9~+(Fy&-=v91m{g<G~;wT$l|80>J<;&{94SjQeAu
zC{~a35eO!HAtBy0;1fc#u@LUV$1g-cAoSx4$3aRgG{?{R7DB=je<GBa=i`gB2_eYG
zBG7Lrd;~y2)kJUsT80BaKr9@L#hdui1V0z_B^G1BI3Ejw7NG?6;g37`_<|33_4}fb
z$4wR%g+wR{BEyRd!5Gwx2NOg<oR7vLU=55Gqzgji1V0bt@}Y&O&!6B!VLpMm24v6#
zbPPjZkvV=gbc6_|9VLP%6VNzxG}y#5HEZJhf-k(p`xn8a6gQ?X3?#>Vpi3+i$BYJj
z3;bdfcLNfSKuJ7w3sg@;K%wJUB_9t4SfG7j=kd?`VgM`{Yf3s)x7a7>gZ1AH<Y4mK
zo189orjee>FhL^b3j`N@v7=ZYV%nsK9s%Z~xY!>78p5Gqyve)hul2?2z?%F>ED}k~
zClb+kcXM+f;*U2ih%K9-L33g$8aWd4Mdz2AeY4<ixGK~X7X7~XTqF#{L#<S2@x^FV
z2!R9Pb4~od$RaSe#4my?C9u=tVoZo1Oq>Wh_&_Kg1xKcajmAQ7)(=&J@a_Y124f4M
zL;}RkE)lInw*<<-e<Cq4GlzR{tkxa;A+YFAIIvqDhqeyfM(hCWbYec_pHD+}0y+(a
z{lX%QffV{k7(AvnR7ZzLT6K_cHMDdzfzN~e<B3?vPaRY2fcT>*Yb#-(HUz!E*uWtr
zhDT5!aw055e1S~%e3UBiFi;1~hck<bC`5xm5UYvn%m;;NCZiCaz=vsdY>*HcFY}?<
zPy)v({R}{!i{Md%Av3BS{H!kySR>(N#1M^8%X}diZaNV<8j1!3AzxD@cBB~}HABrq
zEVk5vd5K$)v4F*_9SqkBV*ki$cyWy%V481^fKHei7*hfSI6`-3xWrUu1Wdht5*sH@
zh7#xv6a=9aI5sd7aPV_62!42oz<@jgI%AH3E3hau=OeQa^um}F9|_o^pKV+V49FLc
zNBkil_750m5W2z%AC0Ra0hp=95;L^rr&+}QK^;L9AW@OpVa<9Z-s0jkcXKdz!|27+
zLJ0hn_Kju5=!^wDkU@ksbl{jCn#1owLP&HG6pGK20SlsM7xCbY<3i>opkXs89uMMB
z9f^i$WL+039q`a49W;z-0^-DcWZ^10;$g5D3j>%S5fF$#EG1ZO4*C<KgQff!oIemE
z1FxI9IE1m|!L*4t97*6ILxXyV4P)vl>{NUn&kM7`jFIb0Q#6LVk0-#HLSUlg40JUD
z@ObkK@zWE-Gkf}`hWOEGesXGJ_vqlzAYaor4aYSOe$VKPXJXe34>hLx#%K2N6T^Jp
z_&$E;==h+6AKE)PH8efVPfYQnW0T&|At)OiAMoxP933Cw`=Q<V1kCTFFcLxN%mj}+
zWTHlgrm?WGp{W569QO5(dPisWIr!nxnQ<(07=-rmlYLV&qXWCVeN+78uBpk1=^^NT
z5X6p;jt@^kFGFKP<1;Yzjzbwgv>OiiX-}WmOS<aY1?Z;;zJZC!eN&?&o*CXV;T;@;
z!u}yZ*4OVHqFsSf1Kz&TF$X``H`X^YL|RRNlqph;q1)pbB1O<&AN(Jf8J!r%Y79(_
z&rHFg1GJo)NjBXxIz8mz`=&;xF(JcK6CfVb2`wgw5NJ0(M5SP=`3#Fd6@0vFdMJfu
zaH!7<vZit4^vX^8&D#T;w+F6++s)epf4bWP8uGV!i{L-zEdpx2&D#W<w+S|H6Kvil
z$d2Zlw+b?E6^QI?-Y(d@U9fq(;QzYY1u!=8bN*NU4gRd?F0|G^343ZEakcP%mOTA`
zwSPI%Pv~?U)ZsqA(fWElt}kiXXnmuR)PH89^-U&RU)s6R`Z+nI{)-!}Z#F}Hct`kK
z3^Gz*27g5;2VQf5W-BTL^VDz>)Wez32v>-vxKeZo7`>UBL`&R$bQgCM`cGU0UEmhc
z7r5i->)h?=74B~I8h0=HpWJ!$8}32$Huo$i<zC_p(jA;lx|ge#9^@R-LtLBm6I>6#
z9L&VPc{YIIFkm<e7;Xg&=K#Y4fZ;y_hA#t#Zvuu_0mF|0!!H2CTY%v`z@P#QX24Ji
z7#x7X2^hKoLqGJnBNKz<zBCL5z)%br>H$L^U>E}o`vAi{U`POly8y%efZ;QM;VHoI
z4Z!dkV0axc{01<*$DQYt+=HAMFq8v^M!?Vo7(9Ss0x;|a3_iecb0!AqAJQ-w0YfQZ
zXao$yfME(S90Uwuz;Fv-_y}Nl7%+SuFuVX5z6%(B1{mH148P;<<>Y`N2QZWXh6cdU
z0T>1V!!%&n4;cJ_K>!SknHc29(lD3+Ljz#g3K(_+20vhk0*1c;41Wa}9t8|f0fxT=
z3_k!#{|hj@%iYc?xVu63d$|h0&;l5?0R}H%*asNq0K*Bua0)Pd7%-d%44=%zpwy&c
zC;<%JfME|{NC1XA0mFH~@FZaP8en(>F#MLg3G|I{7H*NN<BoG~z%ULNZUhVqfZ<la
za5rH1Bw%<9Fgyzwz6BV*2N-?~7~TL3zrpcCrQlS`lY@gN&z?Q|4n9zH4!TdDK7B4K
zo*6uQ?%Z1{HK)?}PWw(zLAoE^kM4$~kaG$}r{~=H^HH3Yw|GvUK7Uvx2O%m|s$9|H
zdF%A)s7853B~z$+OePc0^Dn7VjZLqUHg0#+<2ir+yh_5Uq;BMPV;uCrO%D`mPN6w~
z0;dO0-<?80Td|(bog)ZH>ACZ-LmL^VkVR>8IW*{W^Cr{lN*Sk=x!=OYhe=Bh7DCkk
zNEcp$jwLD??H8Tq;GgugR3=f$Cof!($~btRyg-j9FJyA4goEN)+~3)g_&{}Ae}Dg-
zXYYMWrQuZC!!P;VH@K(V_nrRu>2r`23QnQy0gnHAK8-`Qf>SGHGFj>bBT=ioq6QLE
zET)>P-Xg64@!r7TxpU_-XjDr$HKlQF9<dnOjAT0p&z>b7KuXV^duu%&RX_!>#E8W8
z!C^$mV2jDaZnZ?BW<;hlsb);78I$B)t>o0I9((^FaCY_`wF-_(%Sp@r9(<(UUfu`)
z`tN#2t>e^szNKYy^6=z^QGS%)!Jl=Xbt@H|Qq_ae|Mk35&M6g`PassI<TPMWnRp7S
zVI|)=efp$cc|{{<lwwZ#m!NV|i0WKaqky(Nk7>mOQ7RGBNF(JmQaH&Dl^RZ|+jn}-
zJqYO>u`q$e+LAmb7ueM(ky7Pw+Ckfs&=jMU?>$VVD3B75!xrdWjVa>!w}|}1M8F{B
zm?!~~&H)D)2Gk-r(CO0>j+4kvpO(ob8bvMeER%DPft*YRB|!8AOo*B>edpPCG%C=M
zQ4L(<Lk;5^pVf0318;4qovfXloILM2KWe(ibQgb?&!C%fN@9mr$!US^48B#2Z-eTJ
zR<2a3RNK=C2P#VK{r!X9HW{>5Kx;n5I95)^^CIP1>HjJ2%HyHx{{L(SGh?Yi$TIew
zJA;sro$PC}WEpE1vJP6tSfW%ay9$+5%9>QjF56?PwC}4eqM}lM_l_k`Pv7tJ{Qh`e
z-+NxhJ?Gr}IiK_Se9rrQ&b?=VV^M@vHpjx5*<72*1U)c8L9i4C|F+E`J(g|$C!-^=
z%u7ZGPZo`iWf&bY3uyEet7BQgyfBPF1H%bMTS<DbO)xAA9E;f`y5a&X8yw34xd4D%
zU=6tdbOPvtL;?gdtlFSJ5M&}4ShNh`I2JgL6&!Ggm0AdoHtFfjL*T^0vVi;Ph(%9;
z&Hj`Hx&p@xN`U(4>II@0Xu~Dr!<LPYL&9+@&R_sG7S6Kbjb(o@R9qIp$ZTS?kx0e<
ztZBOn-3~DU<PwG~W*7_eCOyz6s6;9TieUm_Zn2$Eh7>*MSnd}j&jj=f4vD~_S5*3w
zV{prk!7Vz534vpVfFHCH4x<Aj(ug3%kzsqF$7|qOGp!Z&1BSzZl^itQ%>c{;Oie4v
z6Q&KrVc|HO4h?7mJXRe|OLua>ah&Qx>Oz|~1Z@g}j^3c&;I#Ifo4hx9Aw0wAkjbsB
ztsQ+)4CE8=@@N8&HYyt{oDBn~K?w=d0kt8+S{bPW)(4A%K^L<M`1*FtLl<*mez2k8
zO-OJdfQAXvaIodXyOaRfGZ^kqt)bJXY%E|C004MU!pY##(b2(%g0rCj00vv?LsQdI
z$#U1g5>_@iD+eVsJcrD?m^uI`G5WG1h>;UoY^#HcTUGbw5hMemsi4qhiOgVkHhFo3
zste%KsL;?y1Hk-Jd!Y<b<VCqlM(XJ3?d^054fSASg0rD{d3k|F4Pi}92m~C#)YQbp
zf?#7&_Vw-UWdb|Nq70ofF@t4LQ3_*au)J=7)=dcSAd278xpesAxixgI8x~BFC+Nq7
z1<4bPeL?~mpJCu<m=Aaky`PsSn0rQ0{^@m$cHxY+!5_f_@Hf|@8iLsXUGNy1RW{iq
zd6o^%j3}fFCW1v!=n}C2E1F4;9f{y)f&rdrj2s${g45Lya8#ikU<1gnDiJs(L=ynf
z14>qmXGkH8r@GKHM{OtpBCCX<xGJ6d!m1z5{-Mu;yDxKA++;xcqj({m*8!lTS^+w;
zv=9ke6oFR;Rjj$VJ9uB9<Qij!!ZiTfineejP_Jl)nn(u}8jo<WBjSNIP=*DM+3FeY
zA3*Vo2%!);0d}a68P9C%;~gAA@g@oZ0#FGC&;8qNaYPY77^+9&d4Ja12L$^l*hP2-
zhZ3yybpfGuY{U(K2B1b%Q&m?{aR#&MtFl0R^}nJS8-RuCv3Qh)m9;HV3XoXL3Q_a}
zLZNLk26l!7Lp#fjdg_My3d(@4ih>$ZMTIB<h%NR=;I}=pTik2}(BY!1EevOZA?a`q
z7+8)$(7_dL@h;^D+OHl|yuOcYh?D<x-n4d|Y{JBS`Jf->j|L8v&V7IL)snjNN~=MQ
znV7FyyTJwZeWs%_npr;_s#7R=7uMgJ-b;8i=oc<3L)m?-tX0zFZjQ;5R~~+isP7%G
z4@UC5x>@&zn9Mm6$Ty;X=VcWiH}S~3_8oa=QbG^3MWhLAv5M4*>9%`*wf-CWlIote
zwZUEbMYxlX%=<jH?FhBw4T;-0+?hzp?~ea2yOX8AmnHf}@6qiSpHOSn<TT|c<Fy3T
zD4WSOJ{kA9OU$0vPh~NA)(Ku?%lp`OG2ff!)zjbgIc+~i;m|d&(e{O$c!~3a3A~@p
zLge734wT`UPpn%JNN^mTro&l5i!cF#ph*SUQ9LNF1i?{)%1qP@Z^W?&7KcWJins4d
zV#JW37>XC*p>c_+%-y#&3dKxp{ucGETCSp1wVDI4hb|CCSpa5$X`ykUVY2?x{v>i(
z&@Y?XLIVS!Ql+KsVc|+EZiKwZa3UC$ir^)H6PiU1`Y-Fua5%~w*aDa==K)0Wrlkg=
zqoaS<fKS+eksJZwA$=uKH~_OO63Oz*fJ8!3!d(4z-qaa3PV4c%+R|;)G4V~s#jV#d
z-}8-y<yc~pL$_ce!TwrIjrR$Wi?WH43w#E7;nI&kOf>i=7#;q6K8!G|ETw^oj82o~
z5%!e%(n=MFeI6)LZfeXuP#ehoK{lvTBD61`EE|@*n}yH!*pqWV1nzudI`_IiXEx>A
zIU^Z9e8)TH9Yy^&)%YI8g^3U51_bHgDZZU)%17GSx(;5Oh50n=k4aXfPC2>0uk{4Z
zkXs&d7b&XtM3Zc&399k$q6_<{t|%(|rD-PLKs3BHKVi|Z(OBxV7|I$Y<ueth-To$E
zsPd#~khq-O9sRQR9B-TV?9J`fG#;!qlp7P%1?Xrv2xB9wV61H<buKpEdSrnCV{NOg
zh6Q14&%Xi|(tzaRpch_U@9jgd3-DuX4g(zv?G7d~&`b?bClW~jn3mA&XBLR~SM*z|
zNB)QUzeS^z{a3|XnGfgDVz}oeJ?6tw<iCDAot=_pRC~I|JymI=vZBxt>epT8h3W8`
z*dG3RWVg{+d+zKvl;Cs{W<iuvH0`I=F2(y=TKE$xLzg`M@;Z0g1U^soiF&Agi01eu
zLsr1F`Nm-&7uOTjH5;DE6FqpKF5@Ok5@AB<oa%?2EzcrgX8VU89T^*@{y6ycl1GYG
z!!_YDuk6P5#LD!t;c~fK_TN+={IT=s8=-~qoq;`jS)wAIaoU*N{s8MVF+a_$`g$AN
z_g%+3-#EWa`ZS!!A$;iUtHgE9!`%gf@SERFO7KUOvqelub1mYhU{yElx)UfeF7cD<
z6xvMPI37E;j7BujBD)shMgoGH6=pVPfv=2I<SMx88TLx-_s|$!@N01$>Z~iRZN=vR
zwovsN6o^G<i~+-6nMMU5L0Kle97!1fh$K0(I-ugE>f@=PqT!{Yph8ksS5Q~pKvM8l
zS0(y-l1Qp5zT`hapb5qMwKdZ%`h|6BYN9p4=ei>ing1CAe~VBdq2UY^1j7Z4V=#)r
z0EXh%9r{oJ)D!@91_XMpf<OlVoUN>aK*PUnU>ODfOA`?Q4pJNshcBQI0PL6HjHDyr
zFf@<w!>ujWonls}Y^Zl9=Dz>YaHr|Rm-UVlcAWvnOn2IP#$U|mx@5YqQI~FFGQ>a2
zi%F^XEqz!whHwz8)e@uX2A9o!fH`O6?ic7~%^b)RFaXXM^W3~{?D9!Y<v_t<C$&~f
zfpXDq&Oh$aInS$3m5Fv97C#$*;Hi|rD__A>ZN-JHNQ-7lLLq7Fa<!7RqZ_)CJFQcY
zTpNyiIUFm=A)94bLQ2ri(%xzsEtdMDlJn;N*DTyN?Q+gU7mXcR=gy=AW=V&9Xe%3S
zFkIK`Wf@;%&u@Gvr#QHYBGoY`CEPhdIFGIT(1*>-c(LO|Ktj=myTODXNp}`nuV!yx
z{h`IxoWpg#DY<u&-dyS+uFqRzl0;1&_%d`thwnaD>f3__{^BYAn&)rQEG6Hvh?tYV
zA3w%zp<LtWVRd)QHT6RaijOPZ&*%qsQTr?F0uLty?F+jwTKuixG5@f}ymwcyHp}Z>
z36+=XPhXGg&vHBy>(sN>*lS2+a(+`A5j(4-?Om)E;$f{*YmjbLh&^y)kJIOye)~Kh
zp3G_MOzR0Te%_>*F;V%s0tg=8VR~*PE2^`BrR|62r?PN0bd_U2-|f0j8QuE?rfECi
zR#(=?hgaWn5!Kn~#QQYmy<eMYiP9s916tb$##IcC2-Y9LMbWh<+wLh8p%8~mzDzzw
z^dnD!B)|-kz~mwcU_5#JRT$VW@aq)TodKs9)}xZC$EM}I;e0$uFdB(`z`8#bvaSRx
z7>06-xGDY<H*G^gK=1@ZH^4W5>>1%h(2b1n4+#s1h=ITzPy<u|Wg<yc8PEX1okV10
zl>sRGzneq<9ljS71yw$MXmV6`SD+%_^M)5M+jDKitS|LF=Cu^(ct2P&XnrXIAgmc<
zzGI)sZJM!O?`T<$D<Js*7Wgi%VLX+YW0oD2GnLva+@mbM@5J;+KLPpqxVI^Sqi-!w
z7d4C7bszj{*v~q!y?mfT4|VFx*`Q;7ccmX0*;OPDyp}dnl)9K~<zS0@g_QrcBRw6U
z?3>vJocOwDIJ^3tNcNt&A^Z$WtzEF~WyACW6WA7G-!)P)zUQ)E-9pE2IrSy6WQ{Qw
zE4?6b!h!k&o+oI{k_6)fj3#QIh#A$jDcBd33sH56(Y^UkH4}~%c_L~A*(&E}^Q+)}
zqGt9BUzl232-szOF9j`90&uJ#4ikU`f33pv-_9-}_!i_qp}_b{1~}2IOPs(Bhe}{T
ze9j^^$EO4F2WedF7wI0G9i_5gOW@~apJVJYx4k-3L_XvBuZJg{Gv*Rc(U!vEOXlHD
zADQurK7jQiDVPEv4;AVc>L%;_^Lg<~HS{eJ2+A3RV84nGOaLRmU=<;#|9|GhP(Sn+
zrT)YDFlcMe?ES5-NP`WJM=oEAe%KddV*#&JjM(WCjKi1q-H1DURq^)PQ)$6oSGOX1
zED3n)+{dw-Uu>-_cghoZE(lM)SVx^cFfgtOfB)jfVGL8}L6a9#cHEDxN{_yJdvM1c
zTJxKXX|z%ja^#4txM=9N&-1USxr%JF%r8Rgc`Z*I3dDqEUM<o%?x)ah!#?Wes>73W
zfS~h&nV<Bfm$)U0s3jMM?Hmo&T1dj+pSEB;4^7>@x^B$!z}|LMx$UPL$Le=u_2O>Z
zg^9cey6dPut}gI(7%ujq2V6OyHeK^|s#Z{X`z0y4*T(VPiO`IoiyG#)KgTp);EnZ?
znLL#*qk@j+_v+FT3KphMVQ<RU_3Kx^{xZJ1=H;1l5vo@$+joksm5jn}vQ69RY^2Xs
zUtL{c;n!K9w?K;#p`GLgeBbG<-Ok^6QdDF>e?)Gi?xRVs{Ox-rnz^K`iMYG-sN>|>
zC%GrOH-<FCOGTj9ypIxT%%?X?*<Y#Lp_N(`<$0M>gg@JO!FXzI$oKuEpsF8FZ93D$
zx_lc>2<}_!jnGmk-*))wE0NbV72V{^RC}h|x{B5pGb)OyrPYO5k^J|M?!!llDv{2y
zPzqhrBpM4R6T3x*$Aql9^4^<1n}z#?q+)k>26VomjFx2g5oH$G+g)7mS*$O*_f_en
zj-mrkU>E-McYw|u3(%RomZ^X}eTYE?$X}NM@hSfb6q5j8aX`xalL7g2ML+~;L!AVu
zYAlk*21b?$K-vHKiiM8&D|a9u?m&Rt0gk!Ssjp$20*aUJQ7+IqEmW>gUvUyC&|5DX
zIO1%5;VN34A7y%dZ!1pdv07lq+I!e3^_E<8MW@CcI2TdxRw`SJ_r5(D9^ygeCryu!
z_-`M2nr~Nyk#8-(e_pOEmbLtD*0ydBex?!MsCOh=$+b#vOIfV@s|{-1?zJf*BTM~f
zdV*&*x)$+#G`jvw-TNZNTa|jYkj$ZQYxA+Wmrt14?zqMjo65XpyHSXbzLB9d`R%2g
zGpDeHqx7lRuxD#G)|zg=H!-1qB;kHsRb2A=``VRhZtqg968Wc#l(xM}*HkD|c51KH
z{z1A`jnt~FDnF{eXXpe?{*$HS5fN31Rt<{xUc2kZIWF;uCH8#0j!Zr{>pnGL+nAQI
zuf9nnLc*O_`bw{qw7Nu&#+D8JyDE>C35b=P_Z{~X-tk=8^n`oL3kkPdB4*mQZ8ckU
z#F0~ju`Wt?#9oHFao89|SI@zo*Iz`?-5)k_S2wJ`?O^s+qljZf%(R~Os=+S9SIw<q
zvCqQZia%{M%59%)5!m`L;o!K1DNs^+=;^piLHYdS3f~va+3|4`!xLt2O=U{((q~I{
z`_bO)_oBL2DJ9<Bdfc@!T3Y(UL~yJ0Vfn+G)vTJICmE!+v6{EvF4k9y$eg9jQ3+1+
zcsGyCJZ&rG#0M2A>z<sn{FqfyZ&VnRGxTgYC2fT}CqV8T`3?R3B+uWjOZZl9;6k8q
zLKv7GV{@E7O!v>c`WI4Oz2XT|*oYve>tEwyvV1;Ta+5eHmZ}0cFOnPd2-T|4qR=ea
z^#AqH2OPKHs09b>%A&*_P<AJg7&Nzi70uZK)_~<In$!DdH1}WRM*#5!kn#jnd^QlD
z0mL6!F_Iz@h))1?mYYMsd6fTdnFW1w6YN<)uxD5dIW%0+KOz{|ydnSrs0fh=f-rNK
z56q9T57C{m4{>qdY7CeQU)oXYv$C&Pks$cHg_z%Ta&gWx`xt)3TlXUTMDwv(Yo3#j
z=IUkb9*V)GH~Y9N%4^THh7ATM{J5d>4%4mKXng+kOu$2Oqo`_ewwq64`tAcp)(-b@
zM|TbJn+eQp(mP-~Q1LzRr8cvoO#U0K^~JYq1fw%FUW|Bm8E8>s#b)rk&!$Ht9Q@cL
zi7=9F+0R*b<~$QFf5QK(zhY*gtd4A;lPOu4HGtxrll3a$W7FXoBe^H@ngb20lN5=v
z*X2?Z1CM9e%X6i(b1c}ku+uE5!@{j3-WOBt3VkjoFPmy$IxsCAm&#sO-G9iPVq@r}
zPTDEOzqj(E)Z7#Kjf8-ls%@$Ml#r6zh}O+a=(BKHX>Ga=-oh8#RBiF;`Qg0+A>6wS
zOQK$Hmi0N^>SpVe+$u=kke&SW!OYw=Pf?!K^FNBS2j07pbzizLAK#~qjz$lnD<g%u
zZg_guOg-vYkGk<x_a?ja`zJn1<Jq5!T(j=MhKr0Ew#{T0vznQ3=F)@*U^4BM`NcYh
z(L$;nL#Iv^#Kww#HOUk%{bnpi`*d=yF|gJw`^8u!m4AFxEjNbOY+<-s%s=u?`Pcaa
zV_4c~fM)qTFo7~Z^z><DF!_kq;0Z@dt47*Z(IV;^l1S{NE~ZlF+qvE|Zp}q0`CE57
zTACO(>2>8txnO7}f!|{anj3<HcXZi?<Jn@Z{~*#)6#yM|5dnt-@tOZ?;`;sLz@INi
z3gg=#@L39CRwNO(`ppZd#m^j;$PTQo<p#ul-iRWC&{jo0ZCL4eoO_FZ(uQ;039P*Z
zbR5BwEhtNtEoQJ}i<z03nVFfHS+ba!*<xm9W|l1I7Fo>9*ekzzvomkc&hE_rzq|U>
z&8W!8$eUHwU7eYcdb`2?yuDtFH0=3A`g-J2iSK92*{7iA)WZm3i*1mD@oJ6tO~xfG
zTfw3Iw=JFy8_DITntoe`{5|Wp<`Y)blKIT2YsruwgJhC6^`cI6Vm5sE&RVq(K6%})
z1Y|W$HZ_f6_P#p@waT^>M!uwwTRgrEv<d_mW+Gui!3<Djndz6bI(fWig14SIQr)j6
zWt*{1?09F|7bhk5u3ypZK@m*NFa2fGUc^++=dM+1J6IZq>oiJMfp0llOVu~MV`sV9
zKo!2(sqULk5+vg@ZuUDvC!y_p(cFBbA{);eO`sqra@bfsp}UaJv`dN8xiMisutvGH
z(MxPsiBnBF<HK8aBmK*~*S`QIxI+ig6|(X(3v4#l!SbSMp4D6kU)(yP`@MO&&UFji
zMzt-0n5;U&V&Z`ds8_kXf~ZGOwzcN)M9he9GZ@=FehbZ%r0ZZCiv;0sPs2zEtlf$O
z!n^w1>>K>bB*=LKPjtvwLtPqnu8JUuKaB;(D2s816>c5(sU)aqR4{m&^T3B+i@K(t
zPw#5dv&}HG1>m{g&0YIwdEYuZ_XjhzlQbGAkw(}a(_<LIQ)8oQV!q27UhT>5ZW!^y
z+{(k$Fw%Rv>Uc0Is+N+{Vbj_IvL)7)FV<`AdAw<TR@r-`)|3j2aB@#{U|AzFF|t_I
z{bv5eyfZ1Jw&f{#EuY}vS-0M)mId1p<L06yl@(@THnQ2Wldl4ws{;q{_KmL25e<&&
z#=PVCtmTtx27Hd*^C5nYAaAUMB6{;W>#aEj6EW`0W2^Hd+^Nv=Wy(bk(R*h5SB0r&
zJ1uGyyR=m|AxF5H(Rgu0@7yw%efMaF@3hzY!%W3@<2t#^*yjKCF}vXu1ZKKnln4)F
zVr%T=>}X<O^ABieXbBI)LeI#GPmli(tc6dnh0j9Irh|{qq=nDO$oc^o*gize%=j#f
zj2|gRW-WYH2A02wh5h3I1M^?V#;AqQ%<xy6k^KYyQ_9ZzA!TF#E9LlrO!R-VF)@9>
ze^X#${!ftOqdX@1zY44$1^yGVeR#pf!SL_;><oXiGW}KJ_&D-UEB~;~{8!3M|KUCp
zJI7zh@E0=uEs>e&Zw>z8C^Pei&&<q!9c5?vD4dbyZ=Kj#|KUFSN2U*Fb@2a%8@B)8
z=7W!q#Q*O5pIrWL*!if-NA3^4|JLd+!yl=?=<nx)xPMswyZ<M1A9ALD$e5U!{<8Cz
zmVe9nmxzC<>|aa&I1#wH=|nB8olP9+M6C^+O@vL1?2Jw5q)lwioXznWS($lx;bH#$
zL~_s4iJPz-phpsUc#hC0j{Kt@zWzCgz?Iy6?yJkqr+Q{r$R=uIkFB1IQD_Qh{(ymO
zuA0Jfx+a!S35a~<Um%=^En^qhy@F>A?Wm>PenrE$Y5K8<kDxHJO`zGA+ORPa;6D*N
z!1(%4X~fd-*6pra-45T^wyDB9FmXKuLIA<IRMCFb6$sYMca41_(6Cw6OtkH<Cz;V3
zUfxD}96z%8#$uV3rF>X)79Wly@@YFbU*G(WkEf#zDC;9N^I48b7NC)l3W@q+ghj!p
z8joPoPUcDLA(C`(06Rxfb1hE7Cqjwnedbt$`7+eNoubh2&^Y4R;o{HUUiZje^IgYz
z=mAz?!Sn3Dy1F?2TcolvaWMXqU<P~!_K((O|5uXF(qOf-7PB8_JaWuvd%>6>25b`O
z6QPm5^#@_mGST~QF=`9a@`v%mK@$ssw+W!+7ax<(H7P_bcB`HgX}vsEimtlxoh1$m
zZ?jxfpDmrWYv?pJ`7#3+ftngVUI0zhkO#jUEU3BG)$<Y^w}&?$zpR_Ampi}d8@MQ@
zVZ||}6&$L8>?!I%2hwaE$+F@_EA9<0Y|u6O@FNS_#b&3I{;k+VG@sFHdMY_@^HVv4
z*Z?21GsF7>*SEyqGzD628!r1`=zI(P>VhvzI4>=))Ar3juNrPj6JPWC{6{;xO%N5<
zVRtD*$ouA7jF45x3m)_HvW=FRXBPazxA_cT%V4=gSrI>m=QZguyo(YUUGUaB{mGc)
z^CI8+vG*YFF*4m(=Z|-w?Z%b(E)Zq5UhSV9D8fhi!jjni!fP~q5gT)glX<SMru1Hr
z|9Y6yH@B~cprilV=4IYV$H3s$brL#vf%|wj{QHmH4}d7Cdwb(v&EQRPIUTDQUe2?J
zVanDrnv6b5q`+O&gWOw6-C*`yDBrWBVan3{kLC`M@eM!2@9LEj;pyq2RYlnGL9R3+
zDY;v2^f*k%=L=7zV{0o)zWz4xX$lDmw-J>}XcBqjh;+QG<j2NPc6->Nfx&6aZ*(DR
zN7@W16#klWNFI_Uyc&~9674m$sG5@A!t+pGs^^A!W*`~*EYlfK8E{Dh&<qmiIWls+
zj^)7s`#=49r!q1=oju_B^1p2O(MaF;6gcAr_dl`#0(`^jxVpiG_#fr^e^>q)`3;Nf
z)+6@Qe;j_jqGxnn{m<3<2`U!fHFiAObvi4n^*ysFMhm7frqT#HJ6hqr4YZ29c;9%t
zTUbasd38R%<r{InU&pdI^NE-(ubxh(0;aSyGqbV$UJkajN`b7X0Dm8kxMs|4aV{${
zmZ<9}wRaHk-5^{REFp61d-b@_I<1_9)AGz%G?bN*U?m|T{RZ!uO(>OxenZVtkw?}k
zGi7_ICQ~h%3dqY)^=X|iV60d_s%Q7k*&w-6ET68bZ)9cZ>N@xa`{bq4^^z!}TIQJZ
zlqy@^Ie!jSA&L9emVzk!dnlVnHuVYp#oCu{QNan@GfTFEa&JzL%4BZy`jeP2ON&zb
z0<M&WiiTILJ?aAAl@j3%m)F?EsRHJtu$LDd+vq}+OzzVlz1o$-4TF-aP{H_oEW?7F
zvMK5i?=4d@<l>Mmc38TgrqyJ@^{rkxx6EF1GV`uf2h!rkt)3}-f4oh#y>Xf<^Sqyf
z3|~}L=>o&~w~N!dNAgnmc9}O{v6;HU!7pk9`h+C(H2yeJ()mfm@%%DTxI4wz)sVzW
zt;cDDQDcqXstjwj_N%{VtKQJ;S?1dnWPw9j;YUnj`=$)#tf-Qa!G?kIcktx|tWYDh
z*x2%bsu-gov*B3jG(fR$3&nN>T;+wr-X}`?s4<VNJX#lBtrt$o{OZv=M2<mMHp`q9
zZZY>!23ZG%=3H;Jf|XmTc_N{}w|;5&o{IQu6l_lfu9+1TDxQJzp(;|Px?Q?Xo79m3
zjR6E?96Y{L`5u9R?8Fl^UMv9&cpvW5{EgDO%Vy6yk{p1|LS-FGzK!hR(x*^Q`-SGT
zGx#6rb$$n}8Z2)WiLRmdp_Z2DJ5pFjo1`I~HvG~|ol^|HC%;%1iGaUHb#b<AqWi-m
zjNhzj7Il|VaUFx{T*XmKer7$4wab=doME7kj0_ltK_FxMSdS(-IJ|C4udHVcFZ>E=
zZ~S^PfB(}H4xagbIB^?tDcq8<q^GWB8Ee&zvK;#w;Y3n9#$hg>Ku*RjGkZpHBb{W(
zCYxtVw1d@4#qv;tHQgk)&|d4snsFwdaVJN@%Q_mk)C%M@RHbL$xpNyrsAcZBQD)ZF
zwYqzvez`%jb!54Vjb&^5A+z(g1A)5m^#htNKQbg*cr&kE%*yhX+>Y2aRmg~WsyKm=
zYVu_;?w5W8ii=&eDVj^h7?_bds4aD5d)6(EvMCncH2_ymq8M_nbkl&=Cm-z0a9iSz
z0tsz8RA;Icl?J^ZO4wsST+XkVESZbkoOo8H4jt?ij&{24?lRu~qu4uNh|arW+$mYM
zog<i>PlUs4^20o93&=3sYGv+ssCOL}Htr&`n3y=4n+Om7NKaee`C^`_sIF%CjT9dM
zZ(4^;Tt0IHpRJZ{gn1T3oL)z3u-~rEWUUV4&lI_d0Vc?j&I@<w%1rB;B6XzBQZbo2
zF@DZvrY+@Gha5(T_nea$?HlaL77me0LM?}U?KwN!=f+2-$zN4+2<EZYi-5_rX3rE(
zOYT3muHIW+rm|IEA(61!U)M^b03r(wBjZ|?v<w41%hipKGTF<-(+TTXRCS$dGRO~g
z8Q0zWbM9yGJP7SRhmEf0pTt%eh*`B<ZrLoC`D=V^uLo~4-=epH1q6|V_pKU<cv?Uy
zo3n?O%Ru9;(3o3<c$bPi!VLd{toB7&DK$Co<k$O03KXBFh%)UAzK#ec6W*?N8=cg_
z{l<#DCo@D}wOHV8js+Qp-N!vrREsx$oikCUW#I0fF03VJ@Hn>ZaSCTd@O7W%#8WmC
z%V}+G(Mfw-QOM8dqD~}f*$F7H$)Z_KtSFKn#x5Mx<Y0N$YW#bARW9@!SLq(5W&p+}
zcVBvnX_mx}^-U0(6w^$hL{jnKyr5>r{T$LU`-7?IerKvK=>_nF@pM@?^{qb=t^3&W
z+BGJj#VDxrtb_4%)eUDQk*S$(oz?Dy^|~1@k&Qjc7Vk&9g`4dCMid>hG1o(4MZ>kE
zu57NKtuC@(%200iiqkXP18y!GpM8dx$CCp9C*x1i$jvo`OL%9JmwBOWH}gC7R!*FX
z<EB^1?mJ@}*G0mbTVeq(@X@hK*y<I4;>S9YE931^s_q!ON!VuBCgF(3iQiU3=JvCn
zZF6uvbnK1e<M|G=ee4V&?F8e}R<q4@sz>O?=?Q&O$Tn#0lOs$83CPvaY%F_05f>i>
z;VW|Z%ebb|L}kT#kJT!jX3>nv!v?yD^-VGJw5|?C%U580JK#5=n`9lAOCFU;Je7-p
zZ3Gb;%c3;{2{CE<?Uw=xRcF#+lEmy8xoO5-;?>FYF;x<tHg<J1?H`kfv@o=AoB^-_
z_xh@{7>!?)0-*(b<PqxiJ8B{;mROgTRBDPHJgdvpe9oJp0dr-Z>o%5xFUdS3>>x$D
zqVoAEV+NgaM<y%@Odre2j(W2Iv&hrT(-N!$X`7Rtqh{R}uWoGQ)VaQ=u5z`{=V_Z#
zHSl(!mTrq3Ae<PQX~YVVtxrwtYn$wBMi(o*&pWx~)4UpbQ;Jp=7`c|L0@5X24c#&<
z^DiGu`xIsD<c~g3C<-7aR_Njxs1Dzfrts{{h#VQaUS;{J-E5{qizOfF>0K}Ex8BlO
zr<T&`@Vr%fr<#+g9yHA2<!*e3#oCb#7wMTiH^p1H$#CyeFB`CaWWx5$S^Hkdmxa39
zjgA<3FelajFrCuD_x`H*>Veo{z<R-!+W2TPWtW?H%`|T@Hon;@4H6TN>Jo4Fw;`@t
z^cKAVed&m~?q(=C)nd@2H2ZqQfri(|lhG4-W}x?5kZn-y#8WcdAuf8Nq;$}a*QGMN
zX->1!<iuPR8Q7!4+-_xV%{FU`J9q!&o3SI*<0s+6_rj{9)@V1L*`7PUXRbeK=Ae0<
zg>e9FG8W9*w%@OJ;`{6{%`)Dj*k)Ej_SAAarc9gMCWtYtWh^1NRw$le;N+M=-2eni
z)P#DGLf~!^zx~*+mr9wS^wxcTs&J#3JP@0=m6$+CrM4)iqqUnQ%k`7j06Cah7#Uee
z7!fsrT#Cdwi<<28BZVv?&UpfLb9*1X>WzQp+~$Xxb>(Q%X0%Kn4NAn+xajW1)&F?O
zdfq+sexK=|BavLH^veY{HdqP5-$MYX2lNXU46^K+GZGRM5z{KrtJxK8XsRS@2q^%L
zP2ri1t!2x^>D2WApm9e(X)=JYnIY4<fG%#NvKb?DPI9EP`QF1#5AVt6oOdd6>dhmP
z1?kd#a^~ygjBE<6i{?0`jwgiM)hoDK$kcZIqq}HvO@6`)^|NP#ZH~+F8M@NNO1(3*
z*yf*$&x-J{DVK<P%8b>%&dd2XIO793XW2DbeyK|*WkTpUtH~LgZ<4PUMyt1S$#>5J
zrlvQ5dHMTSV^`FJwsbaZC5>ktiT$h&XDmlY#+EwGTo!pQiTt^_a+zmuW>U2_sS9oL
z<jnM$%%g_K-Fok3!7dt}frBb?wIw{2>S)=nN8}mzmouC3xq^}&_uI0>hm9w{oOfh5
zv9|OYZVI0l!KW#?_x)hAji;@FsHG=jcnd}30t$E%22+{eo5u8;$)ksfDueLzIuxcx
z<^G~VqK44!uNxBBF)JcK!78gdT2?*Cbg5!yjrp#N3Pirj2@o)3pZm#Rxh+x2uf)0A
zX%W86a6h#8f_1HQQ%=>;v>=v*EK@yTE{(HK3y&$i@{5MT%4a>_`ChmXv>m1eJVqiq
z6KLtYIKi6d&m0~BsiBoQNe~o@Hsfa$2a3C26?w(u71K)W9&#iYKf=t++kM1XVHUim
zF`VnHBZF5p3<-cq8HP_F?ikNjJ<1+D48?PKPnsxeAFPI5NP+d1D)$`-9;28@r;3r%
zOSbZLJNuGD-9>S>>Cl~-5}?E7)3Fuzj+-*fI7aKF0SR00>C2vEwDja&m+p`&tGnyW
zzAG{mOie<;Bh}11qy^ws6;mqRi7pZJFE9Va!7k7@J}BK`Jz6vtin8ZHpfPR4vY!FH
zfySsptF_eHT3g%LIoKt>n|UKWY{J5#;tz(nxOg@GXYe*Xj)S6z<lE#9X@Qv$?#vAu
zuZR!Yb&)lLR<93%S5-D%ZEjO;gP*?IX-xDq^1-Krud+i&&U<{*73xp7=}Ho1G<*Bk
zS<sZW(^I=GX1sAv*^@`oBn_2~X()0u8kG|b``6IA7?KUCX0!^oXDB6nV@6}*62HSe
zp>cWamLE<?c+LdyG)k9G3Z`mJzX-1oMlDHQNyKjQ92LdMMb7eiJX7=97_ISA7I6S6
zVq1d@qvI^Rz!QCQNtBoqj*2Anf39pxQ(DeZMru=%{epK*d7-X$)N7j&CCHp1owjOQ
zVBLX%dxA8sNXYBW*r#?=gjF6)>AN$=NX}xUVuA~u-n?%?<Ygz`v-LU5D=Dav=_1)1
zUhAmHh_#ONu6k?AJIwSRYtDV$C3s(b**x(+3c5Xh_A%qa+tT}<kV$y)vD#^@)H2_L
z_H9Q^H@467TH9gyx*i{>emneq8&l_Y%TtAK6SJ!cbR1gZnfp93{arVFqv?2XhsF)+
zq}}0}ccAK7Or5YH-i1Shrwcyi#!SdUWFmsQ=!n!x(nBOTp%>n9{<Vaq!SNEKUJ%v}
znnd$$zu42ysYzQB!)a|o@mO&TSJ53+=P6y8I&d#8cj|WcyE>H}r>;uVD@At(WU2a3
zn!=e4;@FbDID_nxQ3(PA*J6IxayGRRX68zDQa;%sW5#LfBJ+*cr(*3;A~GVTM5_8p
zB_&07R|LRr_|p^3HkRZ>W6SRDZ~Ka&gg;k~HFg$0KP&eJuiJ}N4OosUDp*ycmB-8~
zrd1?b)Oh4cRDx3#h6}!1xkn#SoEsfg25?sX*^uw|chuEAr=g^tJ#8$uY}3xl(WiAq
zlZr9am0suBr?sFc#zer>2|{rPPtRw6$93DZjg(8vUnaAbOG9|lJ*&q@&G@ZIa~0X|
zGl#@-5XloP@H}Kw(nK^FJvq0Ni{`6soZ3&^_3j?v9zLiAAC|(h@H>iH$<F?m_KOi~
z$---+vxHm?FaX>kR*iE^HoaP3AxBA_5@0zQu;*AJz#z-xzMkRI1LSC(r7D_Wla0Q`
z(FWbS6E9OW<@9*Xt~Oc(d%rD_&;(}lxzQnR)K}N&-_2l0L@6!XMRy~~P#+{}=Wwo(
ztn((9%4HlU^()C)XM0xjyFI9>E_U8I3K+RB+;`oPz1#KGKOb_q$wih>ZEN=A+YcnU
zDBZ430iJEb{jRdh@UG2olY3U|XCQrd65r;8<eUx?<wR$A-k7nL@{Ve-?i1l>%xG16
z*D4cejNlVcG}8|0+tIRPmKm%>Whol=(;$5PBx>8+TMHX$d93>KJ&Ya6Fw`C;N!=%)
z<pSHbpm9xECVRDTSuij|l}O!h#&&myaC3w&!sH#J=cI#<c%9K(gU4=2ingb(Roy4X
zJNwaaU1pqCBZYtASKu@0sn1BNwO33?^$?V=+t{{EOszvMLV`N}goBHG29lRLqhIQ^
zPInZNY4h24?I(1dgQwa{8uo4;<K168Y;J>!L5(1eo;kXhpj<k5lg}CDEy{W-Z$rlg
zizVefYBuB*`-}U>(9iH0=x|HI*zQ6?zp9&TTW$T;X<Rldxpd4*y+pkTlIoEb6vV}<
z3Mr#u+ZyGe<3~-wjaSHyA`lBX21m2QMFR=isDi~5AJfrt5)64WM~kAv4^T+t2oXuH
zg&jcW8?CDcH>c;Q-80fD=l34e+mRui>-!RXZ)X^(wXLFVkwNR*t|ZT{58-^AaLQIo
zL`uv3+dg<b@o)ZMBwt6jhngzZck2p-@A;fatYTtPTBnUDoRJ2xYUB3kBvDi7sCgGG
zGKm=Ny84QVh%jR!A@Hels~rJxxoTy*6wW^=;r(OPTto%4cv?BgM*WgC8vC-z&T_F6
zs?(lR_GNY4osI(s(aP+PL;H_x+b(xgU}Gm_w01?y-c#p@T)anuFGOZU@${zMq@_Yh
zHj7<!E^Y{x>$9`7&#6A*+N}F+hJ1aryO@>)zFhe{$nae9-!_*<_TXx?&}#Y)z4<M9
z^j6(hZo1R?gl&j!f-j%M&huoCzyMHG$H$LWyX4x>>pW{}-0qH(*SBHE*VgCe03If?
zPWbWw&0HW7MmY4=@v(mGyxK|OGLO#y-6V=0w1_oNdcWs}`|CJWN6w$ATPpnMmMlrR
z8Lb4p1R}|A>R<GRs2A{Z>eUq!q>Dd0C@Xdb7j4_bjZ+?3*8E}<bs{foVqqDQFRak8
z(B<eGh^?wJSFbZPvWaHr_{6C>MVe!`UE$@Wri*26TWxKl)6Jdbx%YfmX4TQ&u0-W4
zKjx=BMn&a^w7&_Liy-w7^fY0BoAakHagpHJyc8pmyh69m(L{@_#jT^GNY6R<A|;}|
zqP-~STzBiOTC2U~rR`j;V^6G|ti34UeE+;^-SJ_kGr&dK@6lY$wIAjA{3iPc&0Z0F
z(`~Q=p>kG>vidW(oPo{Ou^>kieaj_R@Ivr7Kv4HvexiIUxltW?9J}GZX}msbII4Mm
zVPj$3$Z7(bBdvvmWcm3eLx~cGNaAF0o??-;ucu~)+@O=w1h+|(36Y7U4dBcKF)5pd
zOYL4D-PZ!Er{Hvou`J5N^&;;A_3C`KTR(^(v8rR;c;EIcdn?DoE$kuuBf>P<(aPzD
z(Bgeq3#8A!d?y`$sKc~H7#_IP<Vk_vcVCBoZfDv<FBYbE+B_nRlLSX2GRX<3NnFNQ
zIjhkF%&Ec5$RQ&<fg-7!K`vsxp0#bp1&8<}2=e>lyxb5VVo-#nXYh*l6(ZqP(os^;
z+;{Psf*Qj3KS{e0<LM9clNFRHhOHZ%&I5c^cF&fL&FOskTzAjFR{^mq<{xL3p5`KA
z@eb_IgG+}NM{IKox9%Rt7ljePu(4}_+s+-o#ZKC@m~KsvGoz7@1x2DLmR*i)mfvJ_
zXCmIq7rO^6NGgcjd|gzof#~zyWiNUc-cpju(FH!iI%k-?8SP_x;)e(mbl&2^vA)vc
zBVYNt8|bq(mzSmkU(Hrq#A?EMcddY~y>G*6lo*p#>h;H$Cy;LI=G2ol*V-j-;Bv7Q
z@xF2(id!HaVfW>xJmO~or2o-&%V7Z?fDiTmv%TLYYy|(;TF;$@je`Hpa%VwsM>!$?
zu=NZQ3gII7Pi6n&Q;uS&Y4jh9qGC);3*RQJq@PAf=fF)-hk+d$xXyAmkyRh5UnzH2
zpGm2w(Nq_6nL4$lsayu~l?TIXK0DA@|L*sz3Pvpj$(#<kr!|OlQsZ{BhkU-CP?zPd
zoTPAafP;1#j_ZXx9ks?HqB67_9DuG2%MA}rR44PJ!)2}eg%%Z>xR+UEwY`-DU<`L!
zqLhfz!-LJ-FDwbG<!$CQW$^71f-O;4DW{w3KXMvhZFC6>X4)?_vvM(VYO(Se0%q}*
zNS|k25>|Oz<D{5x-4R-6F`4dU-OD)L1DVZg{+~M_+f?NMC2RkEZMOB#GyRU0_vp>{
z`L?snp7(wqy1HcRG@Ig1<mS{h4A$Wv)*Rmr1C?#5tnv=%i=5}3s8+?AzLuV%qpb?<
zg_aG|j#ufER3=$(E!g<f7fG#R5qw{rNu;p(p8Uko7FnPz)by2{BtJQ7^kHmdx8!3L
zfb0~!R8WLZqKCzB(eIX>dMEQ)Aok+xC&}>WrXa`T(mR~nH6aTv3vVN3slhKt6#Fjd
zPso%{FIAJZs$M_W(w3Bh=G`ofHe@aGb3P&%(DF@JX?o*DI~U)YdY%`yroGj&QZl3<
z+qev`_>LpnG+B087oiw36Lv>hrkLMg6)>ty3bku0K_|Z%&yZaCa$m8EHO9lqn}==V
zQWANhS>0&R=yK+7NeweCJnxxys%4&$pY_!?&&L3|2hVRUE4F4eSLJ4WfYpOb^vz35
zMIykkW?jRJL0rUo!w9iP$AXOLvt>m?*WF)@Jiy1{?TSvR3e-qMbDLO841859=?T;(
zR*Ri9zyJ;~O1LWBVaW1y@!oExM6r2tI`8qJK2(7QH;*%uLbtL?ZIaUH4P)m1W(*6?
z%IwP0CYv?U?}?>@lXt;jO4n7MFTS<Q&+|+q8%NWeA(^hQr1nha%B4;Fq>kZLZ28{s
zBwnK<CVPUx=74o3XJ=wczxd(f()Emi4@)21XDq&Ba}o->H*$)WA72DciZ$N6+5t9t
zNmN-%&nCpzVy7rEHcGO8`Dn^80MpmAEX0!5^434)+7#4vSgCoN(Khos35M)cP@jrL
zxg|Ew*L8KdgAmOzxKaJ2yzt<3uYJFD?w&8&>Y4Z}mN!yNjWb?DD0}`i#a|L#19MR}
zM2t2}Rh2TuUZ^mKr$db8!%R#h<Z`u%4n=(!?$<@G!NbC#aBYM;#f}Wlc!0BA-X5q^
zz7BnWL*oK|agFaW)VEgaJQKc_xzZhU$~zQ^lH3?-<tB_})Y#~H5E)l99li#E4c8xd
z{}-L7|LD#BkD&>y93Mjy{<Y7ViQ&K1y~@PG@UPveK8h2zf%Hh7H|V_0p-|Si6exn0
z;c@J@dGo$tb*X4&-zMT9{PY?!3oR%Opeqf`xC2>y70xKvWhVU^0xJy+ZAy}Z9oRLY
ztr0_Iy<YvxWM#>M>;P=TH`%Q@Bhb&1ErF>flYVXk4)shOUdjWw=RBZA%Gzw++K!og
z*H&Ka8+e|>a7f)8CdewT!!`yw8N^93K(V6jhRn^dg)bIf!zWTCCm5oykOdaRE24P4
z6W}e5Dap2bxaKZQn1#TW>x#Nj1RO3X;W#2nX!KH^x<?JCx<AC*47LXLh6~)CO@Aon
zP(G${<&zUDBT3f45Ag{p<YdR`{9;ABjqexU^Nb)D)a+OIt`HHVD4awnvFyi{kH&yS
zI@E3;-O_+=j%)`l5_BlpJob@p+s3I|;0t+Oy0l<G`?RTp*RHH@aa^Q#ZC+J@v4q9d
z)L6D)Z_$Z0nXj3H*N<}8@L#ni<A1BI7+6`^82<0Ra8@Q3Hr9V_yHg)%_oT(e%eD)~
z7vqieG2%q&lyo@gi6H3&0s;vCPGVx}PjCd!X1(U%5Tw?{VNm3eD4)Tr22n5@ZAB!D
z7TJD&Lt;@mR?GuhYE`Kqmr;?^HofwjzB^q^1|c;aKRkE<54`rJ&)Z&nW?W}@9&k{8
zg8hV!2eT?sU6TDt+&i95v0~Y39MW<*4lv>b8+EK?o7VXK`+54xtd`dXvzg<7TI;wo
z+|C_B-xY~Jm8IscTqJS0#}&PoWX9<2x&os*E!F-`YzGX(_VYI*^PE+*S8xoQk)~-Q
zO55R(!60RC3@raUfvLz8+D%t>kV0k87y7-uV6_>GjCdwn#9q3VPjEh-3Jcduzq#&`
zSM*|cvLp9tZ8A9D>qfxdJwBgUVY1O=ypYXQ(Lr<uyaifn)pVO$xN~ZUzV+nqXr)ft
zyd9BYeFZZ`0G}OAQbM{o;(btk>!*?_0)d5oA?Lo1ofk8I2QI2u9AIQ^+QA&{>#Ix*
zEA?vM@Y_K_KJ2wYnt}9T?(T&9I^&y(aRZz1`^5iT68U4=4v&x=(vDz%(rpd0hD2uG
zcAX2A;w0n%eN7wDU?wcV<oLw*!w>wrpU2)1z5vYN7_J1>m_Ed7NKJ4dT;T?6gu_3`
zA{UG>xf(TL$e=bc{`v=)+RrkW`zzZ=4sS&KP<?w)yF5gy0jIyk+|T=puaj19%`8KC
z<{Hk^srJF{Y(Mf%-XYkDs{^Ra)15?s>MsWDh4-Szl<?XF+J1R*aRx&VTL$=07-<xz
zf!VLP=4kgu*MdY=C42C-iCH04KHga&+2yFUiOsMu_ZN|)30}AdGr^{|eD1Y&R3I|(
z!-6Lp@jn-zmO(+y?B0BTAk|-Ui~WJa%fR!HV9@!2J)Hpj12i+JWBF|p>~Q3L#}z4*
zeUJdbAx!AU_Wu_IP4)VKqcX@mH~Y>*H5hJ6i1p;=tk|8mOm~>S**)sMyi7*_)5KP2
zz~%R}huq?SF$)6W|L)!M{!-cdI{oQP4e>|lQQ!r`Iit4Su-jXX)a`?TtAXW@S>L%H
zsn~A0r|Acr0I=TN&m!~!U6)kykE+rQwcYS1cme&;zXpe|mG~7j_>n^mKoq41u_Dip
zOzb6}GM?_@2)W_iV4Go2ZeoQ9L0{m4K|?<o+b{TJK3u!J_%aRo<g-V)B8Jen_x9pJ
z@XjUpFZCYqBf5+<kgJq_N67KrOWx!p!`&R&+JrKG@yiJKcb0sS?9<$(!^5B_APsvv
z(X#OQvA+?(I_4oo7@$Q3UeSLd?NcuG$D+s7{Dq!kkks@QArAc9rDQ4n{59Sw{f6{l
z3Lw^hYgdBhkgPo#J6-*gGK&Y2whtg<k4_y#QoEfGsABh$F?M~#+j8qUDd5fX<$Bc*
zd$C@u;{xLy?Mw36Zuj?NJNNoYkb%VPX304wJ{6deouN0HT8%iJfmK@3WeogHv6x6E
zlO?aBz$;7povYaSmfUY_bUPopyFb9&ZsSsWrZ!LL%YiYXqgh*4I@Xaz%x^R=#{`-=
zO9rXp&jkWC3zokr75;F5w+&XWP#sepP*I>qNA&S*&~Ts+G%hH0!KnYBZ2=tJd<hW~
zqsSNgWYv_QuCxj1D8aAb@dY8h_!2OGK%2$AxK*hfWc}(OXA46qWO<@vdo&Z%{SG#*
zph$JBLmS#}vNJ<`+MhcnGyRKjQNLpX*&@A=Uxr6!eQSqg1&X8^Y#ZoFLZk}+xjTFm
z0&FYild&w(nPMtIkzprzxQ;%1_0MPoE*)@~BuXJ}@s9|3&Dief36E`pl`wTOA_;W9
zpR-*ncfT9UV`W`b!!`dB4vfY$_T(f~NNrdL=xW*B8^j~)RB`ilbxYM$*sD!08bH*3
zIh;SL6OsFFAHGCu_)SXPpGi69c$?oy_)3GkEtz>rZFeeK-9A>V%^>zpP|mH@ObSHX
zYf+cLq8NdcS4xTI5(H%yNytV~3jidqE_4@Z1puOPg=TTA+dFl)GVS>>F9FF@E|Quq
zQ_|M`Vg{Dhu8J<PW?_^w8h}&l5l)=duoa#h%D4P`{hKvWOVYwQ9^98k^t<ocJP1Pp
z9z}-t<f1=JwLSX#TGW7AS&hJr?!L0M(B1nJ7lkNMeX;pfs`W=^?Mg>q4wdj0Ih#pr
zGRSnt-6<Jale5z&<W(ymN`s$TN8z__$Gndpe(Z@KE2uH9u;(Ul_k`DLaBKp)J!p+w
zV2$9<7Bx8hxMiFPHTkq78qAi|SUafbxRJ0%z;k)*t0#&I-46%v?<FM-m5|C}<Dzgd
z4@<oIw+O`Lf(e)F;EvM}F2fxc9{C$7IQ2=hMZK^`zJgbWZ8((XPjBGww`HF>i?}o=
z9L8&h*43D~+q&5J?74s4(cPjv9?7cbk~L^+FRn>naggqKNFpLE_?WwWe1uG89+NlR
zKKf<<nK@RdU<Xhxb{12hUhSyH()_V#PqxZg^x4Om)6}poJGQ=ILf_b;%E}3tCR_2f
zZxAX2qR1Bxn=-;AOP^JhH*40(=87yT?OEGKutzesR19u0el;|*?5^T!pPAjBJ3r#J
zN|hzF`Eo0cV218Ow|<EJBSKlQg+kHMg6BMtW6~6>|BV3x(``1p|7$&!mZ>mg(9$=S
zZ^sYCVp<N!sgdV-Q|pYA!x8nao<4==L4X(@d@r8T4pHC&>PelBq}S50=W{VzyMo&N
zG1jKR!rNKf`e`%!n=Yx}zHOkS9L}|SvG81y@S;ss=>d**;~<B-=Df$OPcr2gE^GYw
z=Pu)pUDxhYRpMAe)!z^7k`S_EQRmTr(!z1ut!5*;PksI6H=)B51SQcEgjYZLP&gfV
zJ3_nOW5qVqcQIJ%ya6I`!TR>?_TfjwZH;G;vFw^#DMH24q#`|!Pbu3|e^if#jeR2V
ze>Ni7A{P4i!y$hoeB-OziL<J`DraU{J-XSB`~Da3nD?pmEu-k2vQ?pkBP6lkmB?bk
zUUgMIez1Cx7`{6x{7jlHgor{2St5_>&05FD1&Wjo!fwbuOT^>jLvKEcQPEHB&J`!L
z<#$@CxKOmGv`4EiE_ag2WX;NjynQ=|dfDv1yc8?H%cIEN5K}61`$_)5Y|8W96GwfH
zSBXi!<=ztaNX@j)+8{}cW-?vcfmZY72e-Gatk@htuFkLHo@If0IYDIqWV|#!rwSCO
zlGXIL44^vSVz%zw`3YB>atBlCzj)w`s&A8_{@tHrUAs^wf}1>)M|?QUS+)h~DBh?5
z(t1G{xKz*jMTh?>)g`|&zNy}y$uWjjF!Nr2LLdsf>GM5ySUh{Xy(*2>IjL1gV?7b0
zAx%si5t?o1ZGQn>wnon~7<;sVw>$?V+Jh#VJN!9`_b|0czU1Jgq(gD{AM@1G4png6
z<N0^lH+|R)2{l%L`a*8WMDpM<Py-?Oa|j+78CHj!6<K2TdLgswH)JZbVVDhd0y@>v
zXmq%`03@o*I`H_JI>odtq=5sh_kgXLZ@g2NC2+Zhk3=D$;Y&R%-{>v1Z@lA|$RU0s
zm#}brGnWl;c&3jQAzt5n1Gb<{K7uIsUt)x?F|AEsl7>iq!yU8#K5+6)ci_@8M2&$v
za|=6!j4_M9?m=P;4SR*8Ut+NSvTm)A<$04gB`NFvI2TFBPbgvM`Mcu#r5H6`2f|#w
zsxWMgXrsPEf>GZ#i<DxjZl<|Zhb3>m2Tj;MD;eiLYYj-ja-2niib_$Niaz>2&<u^#
z?_f~+f?$j1GJ@NluxA;2n)|-+QqKFHAtby1s7tg#?;L{{SRi+c2lW7zd+uWVG%<`7
zOjifO*n%B=Qh22(cna+D9LoiLZbP%Oq9Aqg;`(Zm!Xq+XHzYjV=abfYS?7}rfA?oz
zc!R5$FaZ%;@TR`2Z9_aKOZ0}pQ88u&wDHm@=F7)6L)UZByWc)3&F2ZjaU{~RO4q~d
zoaQG=b5O=J?U5C+amdHd&P@FE;E1Q@Cd*6s);or0<~8MJ)K5nCs>dHatMkF#_mkG3
zH#g4!9f*Si0J=)dIv6`!kpkYYl?|K@i#M|-RK?4rZ3Z97{%Gt{8Z?RFxtB0Z04*Wp
zq?in(E)j#qWcwEUxfi~?{qTzL+xX$AMTUtro6ht3Lhlb20ApI%YO^QeCd*IgfP;TH
zVV*}E-?oe=J@B>F=f1L^MPg%vb>oKdJX<XM6&pnkdI@)W{C+}?s4poxNBQd%-bp<5
zdx01^4o_^?Ps6A6n@Vc3Y|(J<#*CZY8P;#g=sL0XIby0}#Fr6c{VDE-mq;K2M<#2*
z<sE{PhsKkY$wnG1taq8SfRZkm13;AXT5E{AY83`|#VX-xOlI`jlr2$CbQ-I^W~_xy
z=AWn9Gf=Ywjg7JWcZaA(K%`AGVWvsY)NTV7j13SxlX7#|%O=k3d#Vs=qGhcBe0sqB
zoFr+%P!wUooT6kH9*Q^v7BuuPG7@@hC6;1L2Iv*VD4HR9SX4w5tl%4EuSffRcFZ|s
zo{#98G}CIxEYo`Y%&qOXSLV`-X}BY|48=}q$}0r}$<DP{sB+4V7_>=D>;|LyN(v4E
zH7m@MiE$?kCT*x++GMcOp{J!$xkX?u>mU!|U=O{Z66k73ss>`<cYY;_2kr_~1)hH=
zP9ts*s95-}Y#Hs3DGY%$9akVZp?q~OjjA`?Gj;ROzuKFgz?9fE)=9y@G?zKbCEh+)
zEz1HdG%gSkXZFM)ZgEyWikr`x7bwywnx2nR6f5ict!hcZl58oZQshmMwDfo!W>^+-
z-0nCOL0FZeQ2ofgxZc^IN^z@91<cU6(+PSd{#ganf;`j2DY6nKrh%iIYdT$iK}yl+
z)wKgAiIQ|Ye8-32&V3{q_eI@m0YZ|1###nZpIn<=$DwtC2jb&eMl!tfHIZA6%aSxv
zH%Uy;0<h<}(4LW&kEht?S6EvJp5kuGFvoimrL64~NI54eG&U91LuN`HlB?30-Wj?X
zSNST(S*7T{u*`SMl0hD-z0>xZX*Vzr<IvQp4pk@R74{f7r>01D6*qTk&iz>wQeu*l
za538Rs6;aw`a^4Gz>g^wACWWJa6AGSRfkGYlqRA_H@r3+A4rNE`zg^oXhe8T(q~VP
z#*Oz%_^5H|e7W$a?2lMq4<rcNo90pS()?2V(yb3OVCHKsJT3w+&M7o6@*3tT3@^$W
z%GwWWL|d3<$Ysdo&uU-QAkDs71)v5(_gzqh!y-LyDRJXo5x=d1wq0vS?ER4N=TYAA
zJCDE-WMJXpL4nbsvwerKy#-rJ+i&{2q#=C!5c-1-cn^9M-jbL8kgmP9D{yT6E_tCw
zJQ?OFgp2p)H!O4BpNjGNG}GSbHagz0`1pRHtw7?;UDFoAJttorKTMsU)sjd8I8*Ef
z=7Z-z*fCoNyzBxw#B0mXw#A@>&#xFc0v^&K>GV3@Lf#Oo#|BizuDeg*orCmyjvU%w
zsq&x~qUXB5r$_y~6M46Jty*!V8h_$#&F%zO(x><wU%@Niwgs6MYgF=wljf3}`{#@%
zJgj`KsV!2P2b5m~m3FWrD0hH{{;O?Z&TQW7!Q(AHb>R2bnps}3sD7I*x?c$8aUqcO
zBI_uWKT$E?F`*lS3iMUi#cW7FUm~5F`SpPa4u@Z_@MOim2|9UV-qFHtqUn<Pl6O;a
zQ)KN13c^r_u#^Hi{$N)A_MZpdtyc{F^NH_L59;Ld$NHDm{*wVjAsRT9kJ#1j)2hM8
zL!#XA%R2{-uGjD2=e^%{a9Y2XGk~vPzW>QrIUl}x#)%RyXBf`>a=W^o?M~SeK5=PV
z6r!wAL)r<}Np1;wiQDwpCB{I-r5Sg@)G-O5ZLlH(Ej_)hy>E<d*EgK423fTBcVCk2
zsz%Yf(+i}Z?s~|Q!E&0U=nu`BtB_voacn$}Vzb2mmSrh9NARm%F3l*v_e^2#yg5#A
zd-Wy1;V;*D_R$dF-CFNtp(-&KuB)LRODQE>)?iaVz8Q|5_^zu<Ys=@RDxY1Icw;Vv
z>tl8A^bT)J<JFA4=9n)riq_e$)Grl44yCC(ROW#@?kxrzj_G01dpBikJZM8o#5tOY
zvwc6yevKw`>xcRM2WKE#0BWmhQP%mvm8LX%`X<rOg<lykLbqW{j`bWSgv&VZ=5)<-
z-h8Z1y7A2J47;*C5pFm~70OAN7UrY->#B;Ln@!6(P$UV7%1f!in+G$IUi|$lUZvK7
zGNw-DHi?x?8ZBR?Eg3w#_@(puYg0YK)-yd}EO>*ZNE|7Xxv0oOsjv+wXzw{Z#`c(v
zwr65Hd@mA$d$ct*o3H1r#+W(;?LuM_wv5Ri#=B?5<fhsj`R2}fg|lWRk64`gHexnL
z;wMnWM=Q1kIx9;iL<_Ki;i6TfqAYbn8d$uuVx1*9cj&tvYx|#db(mA|j&^j{4YHZ7
zY<;gHtTLU3Vf^Yab`hCQnV&v}RVmwkOTQk8uP~6OG&5FbJE~=2^GQ4nxczMQ{1F^N
zrvw#s@XY@+3!~YW-1W$G$X5njns=q((fu&)>Fng*vdFlRez@tBu)WV4`}J)RqEUOI
zF?${che5*$uM?mdXScoclM_2FZPv$xy@iA7%#5+O^VfZXR5#kJB|@&C%4@(*R+-1O
zevx5--ThLC)T&x@Oa?n0(zm+>=u|t6uIGdVj~h+-?`j3Cg5oWxqWsC+qxpd{v}$!^
zkmw014LorfDJgdK>L@bd(i~53NdxZmM0@XHIWT4UlfLEUpLYr9%1ir=wGj43_l@An
z3gCb!Oze7F>M@AXdfg2cTjwXk)2%m6cdMqlK0Z75Lj}PcWYw)ceWf}as2LL@%yL(7
zne&9P*=!C_9@QcmTn77eJ)JiWikHvzd2Ua1F95CY597<cwVj?G>zAEUnxb;ubq<9s
z=bDxlRa>#*(Q%(W#YL-#%lOla65udQQu@mGY+{WwI!UL0<M2vMrS1QYlG#8r9p;O$
zl`w9^?*W<az9erJYt3ruo=5L{OK_ZvuchxDJm{C@gG-5j?ef>O_bZ=c>!d!&FS1Y;
zroz&vESWpL6}FS6zY6fj4D&|{Cu<a|J&87k5#Xzf#eiGi!d0DJa5M4Ml%%(G2`FVV
zpN;)yEHy72D7lozzA@<bS(+4GPB?n(*FoFoDrA`p&Uostgxj8u0UJNnh`0vyF}h6g
zu2*OECGG>4we}yj&zta45K1KNJh?;bn(#Mw2wLlEI`i`kgyiG|<zgE@#jh*~*=I~l
zb-1%#X*^~1*(PUT(tN!*?7B!9Y0C<|@DZ!QbRKRQtI8YNzQ1X)cVZkLY4!3GeV9Ps
zLJXoYcVlf;VpTaFCB{$mFq9<yqAR7r{0q*#1Go72R=)rqUA-Alnbkzpt054(bL&|!
zyn;Ln^=qaCoI*(AIFST>Tu3obvPdOA$V4H~WG<o|z0B)*b|+7Fb|=zC$e2p=`f-wX
zn0gOw)~#$!mR{;l#0ovlGmIFF);SOQvyVAdTWA!I<IQ~_NZ2j$Y0K&%X(`^7FwwK#
z>ULv7@I{DB$V`ZiS&?h7BbS}E9JIRk;}7(^IH5TgxIRHf3>Yq(awK?>@+^K)Kc$h|
zqm*T8T5d5J<i4KB3Er6N4@2gRrX&>_6P1d7j5Et$fwk~ANH~*@$MpqKO4B@ZhPe((
zwt1goS;<V2*<Q$Js)dYUA5_d$4>#06(u!lH8*kh98{@OxvxM<nZr{g<SZ(PokvVo+
z2+TBFC8zg<nYm+rjX7X9i3rKFaKF7d@_a;+kraVeQ4mzAxO(LpneHK1V=n2CJ6jY(
zK$awMA?LLVlBFh0PtxS}wYj}?yju0t+gI)~b91N(*A{Q@a^vwaK&`7xG}oZGtgVE^
zVSpyLGF2*=D?S~=`P88U!63zW#B`T+9za7vwo2TE`<YV2KOznVuHqwxc3#lD_H;jK
z=9EKSkphv?KB<nig@SHc$q#c!-blQvYJ9wvjd9hs?!L9jYQj|e>!#WC*|}NIYy7gu
z!;MhBCu-*)<5#2QyF9b8D*)9PhN4Ju!nzUyttfmpbT&elynt;NQ9d4ualC&co+_&0
z7Cj0%(T3Z~+&)pCPDd?U{s@jb%9g2y)aOR=9~6oUiE-(r(DiFbQ+L!L{hFA)k$X#x
z4Wd<-bW{-q8hHSeGAlUxuUc##09HHHe(r>(H5p-Z;-`?Y(**3I2@}!CUAJ4Hn?rr;
zn>7@na(N1VGQ!7HUDe_Qt199VP3yfB;&|eH+Gqy1vDY<mO-V_T{H4<RG#ZSkqeEJV
z_6h!h-x-qM6_=3&Pm@>$p+#Y4cqJ{QS_r2c8C}(*-<)Nh;#D)_5yxXWEc;9gK{&*l
zdSRXJ+`4jsu?+hqpF|j&-LciVgWl)44T(7=w@DA_6Rl0lLko@duEe*MXr4p@^jks_
zEQQ9Ji3M(YwF+0w6g?Ej?A}NDx_0}D4G!+1RGyq@z4p0b_B!9NLG=o+(6{vFH`_wy
zH@Afy3e#Y)o){J5v&iz$5ZQy2TFTkY=3rt@fJhx#t?uXsfTFZ>Ncc4U99FRkcav3)
zCc9j8W-M+z!w?JHExF-f6c(uhS8*C_ur7>CoJnC890{zTmS7DoVwYH@T@JD0VN~{7
z#2M4rdfw73YTk>`l%c_){$cK;M?e%lYl3J*LAUa^2-aT^u-3_;s%21SgkSo=a6Se4
zA5eF86ZPI$maDO-G-gn0c1cEjSz}IRD#fNCOGq-uPg)Jzrf4x{!E92V>@iLmho<g4
zJ4mKAOj~k*UBH<Hx5CEy`Tfn@z#)FOpGFk8c>>=BIzk;Ehz&-gEqG{ceOrkq%DY($
z-|%^Gjbm;+{kZ=;w#fU5T#5lyb%aR|;>)cWd6Sg^qflJ!RR&4ElcBXdP)bVVc&P?`
z(q2t%OVoY3aS>D;m-@~tCSIKF9G{>(jTGg79Ydk1<HW2{Q>OgeR;i*&HCANP)<~1u
zyjLx#=Ap@|;5Ca<<w`s!d{3ct%Y_^*#x&gHoaVvg>BbR3V!Zkz8mn|l>6=DUpOS(8
zE*pDniNR^`FQkIrUAPU5=x=JqIsit$M;*6kQ(eBi=i=e`R2#tRrR74#fhcWvrMvkQ
z%c9b1=E&ru!$W7KzSBUd8Pl~+iWNpoyLEr70LMagYqhEC2)ai%*>R%S?-*PSC0<sp
z659=UmK#6MC;2WKR2nnVarbQfP~p*_&|S@BVSXuMfgx~$uCwN!IT>vq&p!mLyfV@!
zaA6Xp%s<0P6Xy(1;naysDDWUeeMsdKKdEdU&5E{$nHiC>=7|Y2qGLOxD=t~UtrX{x
z?k*z1uT$ea)27AE9N2_q!{mtTnwqZHDfR8qIxa-Y#eWP2YHPSO{Nt3dXqh~ok|ta<
zUb9L-?fx{am#Dezwa0&O)<Z(W_1<QD6wo{Fb#dbR$28&S4$0xJdU#f5wZ8C3O+~NG
z3#a31n?i#uXHZL>bB)I9GAl{BGkQh3dHN@X#Mvw-CxoU17{uNpzXyxFF8s;q+?hcM
z!ffxg+n(}i{VJ16Rxm=#>=p*++WfE*o@McSV8MGJJt!V<5!YkRCqjbM7e7n9Y9oYb
zQQY!1Qbv$zs~{?tA67BmqCW<wKLXM3<sPuCr~UXRV_I*cVJjuH#RgUGo)s55+mjCs
zp=(s8-9%<N9Mg^O?Z<hnXk!4t9FkR?Zl?Sod@0Frn|^T6W*~oJ8Z31%z<>IuXulL)
zdc-F<mAo9Gc`b&)LYrs*gFa4%_?$TBUx(+IV6%Z>O{aIa9k(JxKLcK=u%V(E8h)97
z7H$z1t{{3EHbLw}ehx79>E0?QVS76bCOhx)NOuF5@M}qZgmGK!yjkf^g;0(hjm8&g
za!=JZRLsLzNE2{Em=mB$TS2k*{9UHY=nr7O1hXbG9CVx!rg>=Oj?%C#&So?(fdf(m
z-n(G8b1_5zPAh9>c}rf|%y~%~WxRz@4p$)BCydHxeF}RfEJrKE=}(aJz2Wue>zWUH
zUaNa<*5hgQSU3;OC0SA;P;5=q@;F~#wR>FL%sJ<Lwhpp-m-(FsY1Ao(%Tg9^fga5h
za)L@)t}HB0knNv@)>nu=8<Hq3VLmsH&7wdyck{Dct}4Vu)wMuS!eDE!YsEY|CsOrT
z^C%LbVliH@v=<6peGsvlNuJ@`p@zA5$%{d6-Nzp#ak|BZYQ~+LJKZs+kWb{$+miV(
z&36(5hTpS<MDq4GPjP6;SN+!OwyKtAkQQL+UTrV|wcbY%s@JLOUsJ7fWfHvjNCt!s
zHtC+nc)09LfruthDC2zyfJ-iodFUWEl3(;+7+`1h)rY?sI{?VL!iP<=u;IC74p`f{
zAchN#6KU2nHn3_XKfXi5K^b}riYK$8Re{;CxY&Z`UtwiAe@ldN9?2hYhL4Nn?-MB8
z#B~PJrHS$RrJhDY_F<m6P-cyG!B$(3rf6#fMkdToiA0Om%NI~!n=^Nj<-Cs7_=&2*
zEc?Fx4n25(Rz#9H=sUT1Tnzla>Zh~nWxO3D>S%RhVCWkgW;{5Zd)w{&G9J3=ZTm1c
zz?`xs0kTCu|G~6Iinv7_z?Z;p{eQ9dmH}~X%erV1f?Ejg1b1lMNrGGO;M%xL;}(K@
z2m}cZ!GgQHLx2$6rEw>?-`QDf@3ZfD`@Z+i`Eh@pq@l;0vqp^?)%A_4(cR2XJLL^K
z@`NGe*oD{cRdCcnBBv9=Jlp$#;OMEJV?+Yl<9QpDov0E)_}Ta*CDWcK@aCC&Oc8qh
z?C;{~t2PTRoxfgl3W{h&H;HLpXmG@(NUp<?wuJl~8}<``&}etPH?dB?66pOvn?&36
zhT9yEIw^8)wt1|56k`kXY~8k(9`<n0iKjHj6kZk<_eA_@AS}3YAA-BXpCagLb9h|I
zaT!gTt@JgK*GyjjaHeW&M`J<0(u6}cAw-#@k^GQ&gCKk`MmXt(a{aMkCWm2N+(7-^
zKz}$uyL&3{?)*p%mrVT$Z6POS$LRZj#1+><n-i-~^5;PROba<DBuT->BS@18_fF`B
zf$+n(RLP8t%&P4{>|sb|G6vVU|0WOW()0Cao(VKRtA2pk<L$<GwuP1HhzHcXKl{5i
zLTs<GVzy4C_XP}NoYX^q3z3@sJUqW19P}<YHX#>8a*zz5bK>p~+ih07+;7oR;oyFv
zz8IZAtnJ$f?F!QQiGp{ZwQ+bx(<j5iyOAa6X?J+ANhGtBL)x<VOvvGQj>$kGCv=wo
z^vlG^F#f)-dAQaMFY<PgeZ^__k?mI4vhkKO=cA-x%&}EYu<!kS|Jtv%gSjpRYIQ_k
z`3B%7QPVM!qs>I?p-V121BW<TqYChH=1)GW1&@4?B`U~uxn~v1*LqFfunh@WHVz?e
zIZ<M>|8>6TJ|$r%bjG!%+Pc~+HhLDZoaHVq)H5rL7~m(ene)@YvF0dPgsL$A@tyQG
zlo$9yf%|1kliR$^CPQaz@lP-FM=Z~@<?BSci^r2o#fxTnXys2O|G66p$7CwJL}XfZ
zE{<Cx$K;@#E`EX3oUR6Pf<(Rb3b3PAM(=}!?!~^2xq)A44IAs;0nTIP5iyjbTJ`Xg
z;hR=C#P$z#$A+GeLR%v257Ba;w0Dk*v><TH)HQ`oT?YNgXSGtxQw0(iFBy6RW)*Yx
za)N^Nt?bD@kB|P`PO&`vWbQc>6RUJN^&z!q6e8TzbjkEoU#p(d|1ixgl2g7QLa5&0
zo$}TTk+5TJIQ{TYWCwf?YT4`{ZFMY`9oZR6!S481)EJ8IWaM|ysMp{%Dc^NMxg*I(
z+z^84Xy`BpG|f3WKDnH=gr$lrDuN8w#X;l+lW(-og3^-p>bGr+j=rDUtbY%J_v|w^
zr){C+(v@M;qQ5(8Hs)UTezcx7O~i|A`~FL>^{Q`jPsjIcym>%kXNQKn^#nB^t;C|G
zW;5N!bYv>)LAP!aR9WeJ)(voP|8{*>yMe<Wf`d6ED^IG$@4O#BH4sn`D6|?=Pb|T<
zRA~1}>Xdn3TE5x=k4Rz<vitlCnLT6LQ*OpF`kXeN?3=T%{%izuf!jkkuWo{6GVSNL
zt#ewDvVUr9pL-g2zzJjBzO{^h=A&%Q(-h$?K{Y%722aeHH@cDIEGT=QLYH2R+h^Y)
zEpFXO!-ii6=cX%RDZljlXf}zB1Sxr6z)++BYx+0Jt1jYXV+A2l!7-!73v{ke3GzhP
z*I$ct!IZQ@H1sD)88N<b4(a@OaRc9Tpe~T+=;-O1LYE0O%Yd)oJS$QH30`*JlNXVP
zwXJZ^vX!}<b~)uB`9=gj-XZKqqggtBzGl~Yf@FNs7mgiE_gP|kbq?d7c)5%pByOJJ
zl_o|poteN(l~S1`zdqYHKpme3e~dG}_#Pl2VEnooP0aM-tzOwCKe7F<@g?#7p8+`6
zzuM`4IzA)!A?(O86FSoge2aN|^J8?$rRVT5uwG^#9skj|;QHYw`fcc^Qap%Eeb|Z+
z(ocY(i_?W!YV;;h3E`2>{~`E5uW}?wx?Nh0MCRM`tx64VtdD6H^855~aUIkkE1EMS
zM)a~Bv|~#~N$0nbIgiszaUZ1A)4WDn+z#c<Xp`kRIJNpY;?T7E+o?H|<!L`8mj^z1
zHAcN35lkKUTAIQL6dJCgoIqJgFJ7eCzDt)~SrA`qtZQYkYPqLUr%|IlF;_h|H*K!K
zdh|Hj;>Lm8VeV6QUu}Pt?Dgn;sP%Agw{>@!nyfU|PRzncjQ0gyhf5@qhtY-ramLVo
z|81GIQR4`cI&Mc&HVy)Isj{%|;}hpH>4xbR@*k%SJi70xO1vYrxht}J#W~@B_dF}4
z^K@HCC)3}(Z7Jlc_*D0_4CCjh><V`{2}bX>1fz-r-o8X$L2EzGn1WOV!E@4#8`<!+
ziEfoQU!=&B<@wUP<K#ONE%Ge+a%d%>zmAccgHfJ|i+}vGT`i#bxF_HIUQXhAvH62n
zXM1UiV}yUWH@E}E>3jOO?r9yIx>to=TPqqDei<p_mwa`=w|<v;AG43nT-gk2NjJ-Q
z9ykv_Y$jFWla4yCon*eJpyONZ?$sP)b;|ZK`YmPeBQ6`~1^2XenluBM{ILC^retw`
zy4E^c276oaIH#26gw9Il&ClKx3M+Cu&}9<H2Hj)qrHcNSS`^{x*Us3HLG^t(Bd-fi
zC%m8OC(y1n9Uq?`pz?#|oSfmFX3?=T=FeoL=sc@o3sIMj*~BuYMt;+BQv5oSpQz)L
zg6tzym%-)H%ii}XcSLrxvQ1t``(&=x2JV+qr_zsmgq)_`!()UVB3|UJu?8qwO<Yn&
zEP|}t@^xuZ;ZEPuqgLfX9))1l{QRZl8^hflH4t|=(P&E5_~<x^%AC#|D%fgO3)97G
z)~+70vFpIlf4JsKQhJF2ulPM;UD4xYg>&KvsbC94&*z|ZO(L%HSrw5v{I*?bwwbrj
z;@Qv^ZsPOA{gNN_Y0!+RhD_sT(Vi!e8pkcZb@u3Wc-!t39C>ZkVcnAU(_pfkG0IP5
zyT16-&yRxNeldUT02jfN^d8mG^S-M$s<T_CY{?r+I{yAm3L9jpc}wtfjL5z8w0xu%
zQ~ldR_T!i%`|*H^;8Ww;9if5AH0~6ZF>?=I@TU{B+E+zAcD;HU5RXmGMq{1JmRrls
zjui6xqZb-in{2+fv0NL&r$TJP%)(Lu5P=I2?oB=BO+Tds#fJQ=sh2~h8Rm5}GtW+%
zIh$6zomg{srmBL1dRU>ekh(^%gZJGB`ZEzCKLmpNe(K_Ezy~ywvmMz&ajc<Yg0nUy
z(=X!Uw!%?=K)%J`smy=x)#HEV3_1UOl1o}8)T1!J_uDFckYG!;b~7O|Rm3^iY#zNl
za$F#daC+Knuri-3lDrKfssE<yVUwGV_c`=i!&IuVxnwe(?Zd=(kM>FLLz2l*@~SIV
z8UoS->Nk#HG-hefD~n6c`_cALPo`_#ou09|E~>@DSgq@88DidW7msL2BGcmG?%tX{
z1wQMi+&e3~#4Ch+nv70%$2TJzcUE&$t?>LA^!&JY>I+89Ik%;sIdPp1!Tf>~9KV+9
zyB4g{zwCHLcMH86P&c7@aQf(xH5ziDADSh+pq*ZWN)s6qg!@{SwcDYo9R8b0(w1sg
z$gL(Oz#jkfeY9M^kWs5r&xIDYVW25C?@62rN03_F?7HkP`MCiBC*ffsiI?2LV20}o
zMGG`K6qW>vH{wauYTGYB?}^GPsn%>Dr9a+u*UY)NfGD9nkvg9I6mR78to6bTA&tG0
zlTpt6QE$U9g87eEW<Dz4&;>qVgTThJeB#|h-Cy~{ZK`ZeKV!-0#Mk}^kXF_iyFm_(
zH_%uDp?}KEwX#)@w2)(BEc?#LCR-H-nk(+f5Aro+5!)8k|0+?1ltin^=xK8?x*v6L
z?tLB9S#T4+A-rNNRI%TzV21EuCsykeqj88lsOM8k`kBm={6^QBIF*e5n@^4C!^T}_
z=bf<obx~cr&WgDFZ?BbQv89jC*favBA54C%@B|HBkPow+xu;fVmY08cz#*4KJ-*Rk
zZb1Y+xYn<W$=-aK);Z>(-X{I<qjRd%AN9VX?_jU&iH*Il?<;c+6dCQ;BHdPH_?!6A
zPoE19e?%oe&Onx-{!0BBZNX*{Euz%Dk)I$p;((`nu8}+JN7e^~busyE;dOj%NAF^>
zDD3Oe-ZHOx==rkG#fe}Ud8|m|dFi~X-SQA}if^q83ND)xs={ZH*oU`nk9R$E8KNOo
zTKJGwS?Pe0RHw4|?QQfoNIfS6s>Pm>46Gl7F-3Z-cl+Bxc}~7IS0LK(Hs#Sa>c}Uf
zTJGVInJJ3BJLe|fPLUh0L7jV0ck?ssvzxeD%`IO_P6XGW=2ZrY?LJgHWs|sHnb`8#
zlSYe2g|?Q~h3CcgBkBB2b|yUoo7Xz{8(!84HEcyEPEA{C#Yx<jHZtXdg3d;%i(l?q
zvOhNOeu)bh<{V-}jbs^~QwUB~XA~eyOcZ|yw}<ih`7_?#s>V1KmESCjv>@_OZ?#yV
zoXD_clB?cSg=hA8nizrW`7<}`Vur_QW%*-ntcA+kQe*UI&R>DMCZoN&rzZ3y8YPQV
ze+S)xHYv;n+6nE^=o~%XzY;Pm$3sf$f492v915;|iPer%w20}LXfcr;^o1jO*pchW
zA?o61s_xq4CFjCZcRwa_Z%W|3d7~Ba^nmVfhvxYwjVJW_Wqo=md9SLj(D?$kF!Rt-
zJK$2@W3Kp%{8snr50Oct@$SM{%o6tL-$$Nyt9u@&ut+`dlf}w~pmp1UTq5L_zLCXj
zBbQ`hx#QfcHJOsATLHI;-(u52IP^<)g$mdE@TE?u47Ru4d3VrsIY-`!ZB9zQ_cp<^
z`2viVOfag90s`=94r<=u$q)UfGQJxz8GiC!-<&J6Xn*kt#Mot~+>-tx+d)uZAlSid
z7;2y`|90E)dFi=e6y<c<kCzb?!5sxQT!Ixr%E_6N+x7Qc%5Y-pVp-2f2M^!tdkFSb
z4b!^%;VwHEBHbqe?_HSIE|Itj3_*L6iQebvtMLX;c)(wylD_av=5CEOLwqz_W`cZ%
zeDr-wcZjpez2MTftlzV!ka<QTE$UAq<XaQ1?Z{Mwq=+1v>7Dr#V8kj4;Uj~i$FuBQ
zL$>6mDlz*u**wX*ImAqsC^mu_Gt{w3M{lJp&p~l1xxiF6i!P~cnG?=hsDh_>?*6n>
z-(saSNr%wZu*#y`qaTBXkqF7yuw&4&aIzy~NAPu<pW#rnf;m~k;{m7rf!BM1fyIUh
zGNEJH>0liU(%G}ME}h)bjD&Z{+Z}W5YYt~K(g^%SBuz_ir*|z&X`ZwWnkZ~Xhgasg
zrhKN~Xe!YrdJcT7mXR!;5Y=Dl7_pdczqOA->>7k#-!{4wK65Z)5^G6R6sjq)@ba=d
zD6s-UV)d*4uq;aw8r*#TeipNVh@i~z={56<9_7L07L=n<=m{Iq#Y0kC+5J~KKPIl$
z#~cH>(dLT`$g{~s*882CrZzWduul`0&LNt#)VE9Dhn=>T=X(MC6N*h1ijUu@tX<pO
zo#tDq2<-K)gx!)1I(w<E+_*<LyeT%5MJRF*Z{3C;UpQz5ht)ZlD$*aU>d@=VUS?3v
zfmbYL3S)Zk1D%?#%skZDM055Ddo5qj`@AOZwLCPWtVvhxtk}nlbjnOX^q<>)bIRxJ
zp6=&h(W^)z!Zlw9ss9;yFF=CzyaP2h<ckR+v{;}h+5(BZT$`JAOp05dq`w{=g?Yuo
zwaF1h19K#LwTjb78w$UA#b|j~2|e4+lDMU){iTwQU8C)buaGc;y7cgFu0%#!0Yspx
zie2-|sS~=qym}PmTSASVo#yyPs+hBJ#td7=@dhd1Aaa=5F@~PBBZ}Y^ZK8$G$jdRo
z7t3p@Td~~aUtg1$A;x_xsL4AKLi-^v)QeL_dDj9?ahs5?8`~U2uUafQhZ569-5IL)
z<*BFfMmM=^<-tua$os?zmJ+bIa}I6ZZrQ(s_9(|~j;pHE{2D*~HdSOM>o(<|_|-Wp
zQItiVw$MbJeeQiRH<oj|CKqKpF5~951h_j6>pM@^k|}g2bUY=!<>LBaeD~1%KoGOK
ztgU7B5SK<m?t<BKTU%o%@?g}(*4x7%ZSQd9>WdqjzWZ(EYj`UpYMKfEZ)YpSsvkk$
zW?le)(D<~3jWrXA#ybkbsT`ZkTw(o|<6VKyRXe$x%+Z*TKy<X9!@^t+Y06Zcu+#8!
z*4w#^qhh?~U--ZLc#gE$znAg0Ig*!(C~?mI%y?S;`PJ^d8r}Bu{uq=b@m)N*9#l%U
za5d}|@0%y2N<-g21$Ad93$8;;_q)t5?N>MDRCn|(`F&)L?czpk;-VRS2s6v*KNCMM
z+nPpsrb)?#zQmPzYI$PoWZ!?a9^5rDMzl_g>3Dj5n=4f(3;#2|n5F|md$7I2vd(&3
zzB>b9t`d<1!|qe(dY;$f{pbqL1<hBc&x%!ZF>NmQZ1!bZ4%;m$qc%$?&?1b|<QJN)
zN8gc|e$#}JeXT9`>^s$)zB67fZqJ(grS3LjP~BG3ZI%;k8?GDlB+lBEU7zlXTe(~D
z`op{YF-%g67X3{IlHZAX$4!FzuN>+he`Ja29<$$9;h<Zkyi;T>QK`moeK)1ZPj2;1
zP0!NHaxqKnSS{g<pq;B5Zvxd<mM<gI0@GxkSfEZI@3B|x483EXSISbaiolA$9WLdi
zF^g}J-o$HOo(%P!-aQFzQ)ASKyX0(d5gg3W?{wlPq@3wklgzCt*zheq%s%$f)odd~
zJpk(%@3zSvk}}t~WXtQa`i%8SgH7gv-92bf@f!2(TH!r*hnFsomG;|RG`h=gls)IK
zl__N~h!{@hBb9wyUUhTV!(VLRCqGO6z$Ma=@?`^#uvB!;k4IP|AL}w>&D&AN3}6?#
zaP}ir$IEE=E=t<?@-qiEm>XIB>0v(K#m~<dA8A&bEO{=N8G3F4KNR+3{lvkDY`J?T
z&>sYC<X&(OY~ilEw^^JVJt+9<yBEP*;&+o!h$-@LwSN$Sidx!idVy_Tzdy`&l&;)z
zdR>anwghtCJlx_Dd7P@R6~t%R)dwA-&%zxyeb^#6ellW6!oZ_d?VF})T(P|-m+jqH
zuKe+tlF%Dk!Cwq<l(+4AxoL>RJmlHqdzUOMo(`wODbsedUH3-4Q4uJ)?>hFr?|s)2
zQM9sB_Vgz9l&5?b`Nl@MTQ@Zo<8$qf?62{2OBxDC;VR9kvi(oD8C{c4<uTaX3e&2P
zx~=4tggJ^=mPJnE+|5e`YaU+cfvl~4jNV_bIYMPsr%GCmKKR+O$GxlAqS?va`N->~
zJ=Fa<Sk{0mV?q2VO^@L~`cz}EDW#<uqk4@_tK$mf>*L9DqEnK?-SE_0x%fN5u{cg|
z&293M{|l;=w5{gI+s})V`Wg$(=2<P@E16jvyd`Tmm2~1wPFPZTOa}tb+CLvnktMlq
z*eSX=T19%jmvHfFNQ+LYt`rzGtR;-mOd9~zrmjUo6n)3~fBYWgZ(aFS$gdSbr&-l(
zS$Oy{JF=MJ3tt4aKSXCXH3ctn^-c&g=jC1DHZ+-5xUy=`w3HS59%GqN*g?86qio~o
zD5Yz;4SlX2m6<bQID;J<%g;OBpxVL*^fcY^2weer{|RlR4UKQ7@~6q$lxaU_zMO2I
z-s+9GgOHt*%O$T<^uyYRD2?JGqMg)=3lux-SU<3O`CCj{V}SwerM>|%wB~QkY{6Y9
zeKm$(XvyO9GO~MTp2wv_;k^)|u$v8116FZJaL@R_FL%wWDy*Nj`n7Azqf73^Ix2%H
ziIQ!1FX~$?<Yq*Cdq#=N+@swe5P#(b{Bl#g)8g9UQz%}2RxPBs`%R|-@ms892=|;(
zmi^n?hMy0PJSisd&}!|s@Ue8_sMuk_*;_0J=<(SlABTQ(xRKYgK$_d)=6||z)|EWI
zYL#5MskJ#hEvj7=IDUeZBjfyOh~t5fJ+@gZN%D-YKt_!F>ITnm0{OS-7$m^F3=@I>
zo)vD?+6`WUvHh1c@0&98-}RSW&?U?mFVQ;}0aCKIvDK#tq=$LC#}v^ZZMQ}ETE%>l
z4w-jCAtCll=Pxc;YE(SVLy7S*GNw~^ax!d|S>fyKry)mo#-}4`oi}OX*CJcC`zhGS
zh6c3hTWjQD#>*S)K_TFUqt+j-<WrBSH!j1k(j!W%Ae!%z#+_cibQ=HR=uo%ut;e#l
z?MnCOLkXhe1=^vbWrGDB>NkCD3H>Jrw9n7+pdcnpyi<qxTRjIv>WeCKl;7Bz1@URP
zo(-5HM*eNTKBvZ|9<ijGTz)Zc<GC4B4tt-&&qT$fq_<(9Da?TGp*7gne-MN;@T}1V
zz9d06M{GqwIc$V$pOSHO*PAcO<vD&*$ExVnH*+QVE(pI<l8~nZJL#{b4$BS)kP$c}
z|2%1B%a=N@>b~oY91FcAEcAu`0^~Ec5x-a{v4L_CROOy*5BJjH#;Y5`5bGOC?#l7T
zGi8J(1A6JG=nx1k&r69Cyoj1;km9wwYkm|;jPxmOJAP%0KUIM(G1XV1Oe->i)Y8d;
z<M})NRQCq;LxxAb{D~(MWAk8ITVW@Zf$h?r@rH;|XsJ-OB|Y3e5do=K#iahTPlhMG
zP+q&AGGfbn{}|Jig@6?tw{W*px2LK2+D~~n+-00`+nJ0%b!4!j&#@jDKu{rV;a@S2
z8+<DsL=e~r-V^9^zvB@x^=6!V;iCcZ`|&%;97`Uo5YlGqaN&oZ@%_c^<m0um{S`vT
z0FpSxGpx|p&naK{|D)MzbnM??_CnWs3C*F%gFL{C?IU=T?34}HoedCe*9f|b|08<k
z_r!Uv4g2vkTEd5CrU|$S+$g$5?UqAF#knXX2_0sY+;hGxVx1`PhcfQ;tJP>>uJCx&
zBI#F_Dt5oV$mqoB%g_$sAsnt3#gV^z7!MWta89*EFqX(6V2T$o%n<VsmqqvNky$#*
zSSewyw7u$YEB#(wg?7LPR^PoT=l`eWcT7)jQF*U*`8y1TJIdU3G%-e7P05B-gl;$8
z&=PZ3gepRQ2bFUWeeTC)tVh~l!qt@%sP{lArOK)2#aVc5hJ3{24vEZUP(CI|7{z8h
z{#gck;0U&U5))NsT;Km2AEZ0<I}xPYcYKZ(^DG;?p$didloHCp#sPbJt4WxQPnhTt
z>-hJRSm-AG3Ju7&=wsg}OW9VDNPM_oJ69rIQAXFGP{C-B5Z(^tj9rNAn6EDatuF9O
z9fz;!0$xH!_wGaRDwU>zQ%a$c>8~yaI;KbDE-6mkx4QU}RjkE6V9i$L+{dTJbY!0u
zQKUhJoYJV46r|tMAf4vOTIe3wPxmO8W^2ftw4Yd0fmdV*E#b@Ki2AK*<yN)m<hVOp
zkY&q)tf`m?(UqPS_I#QbpL+9-yL#sN!9*-;@a*ie<Nn9m>2iIYr`Bc@Gppmk-K8^2
z=VFA#-9%2FCE&_lheeDjVX_nlR=RH2k==Cg5cNCd?sG}A1nGJ=B3SIBov0yRvqZ*B
z$^EJd9O!&U``QyE)Un`68`dE-cu>uhI;X{Ey<!Om)%bEOP%z)&H1)brl9pd^oz2vP
zvtKO}Id{Bsw+1vDZF-)f8Ae<A?8e5}FXLsIYY=5kaoUC(M@#J!mhT9NSM6Ixvj$@}
zK~7+4mTxB-kn%(MZG$OG&Y#nR7HK_zAvMqd0SSsne@{)OW?Ze8=aFpH*^-jnwKb_S
z76TN~Y_%O`3HopoMY+luzztFwZH?}tuJdOr(|sr}?rbZ}<BzTAXJuqVi8EsdFfxkk
z`z3qn6E+Z<BeY~Wt8n9e@Yko{Y%9@1s><G(<uDQUa2&`H*cK(TZdQJE1>VY+7vT^s
z5))971M3S`;lxvGTVYoPNWQnr&6dL_R<$k8_##i_w1|-Vg_cHdbWVSO%b%poY_xpJ
zSTf{$N|uv;$;79cB}e6v&o3}b%ecZdDj`%8mLIC+#`vRI8VocFGO|dj+3!oiPF99F
zhJ48-s(iLa(3~$(&s`=kz6eiQnrdRikCK|Wb=9$sAG??m+fB}>aIU+s3+fMZO~0sw
zuJS2)wI!8S81Z~a?QbqNyD#)D4TuV4H50v>x3IN2n>P5YI(xB;sP#oCeEv((k1vsB
zMqs%MM(L983N@t6vx7pHxwdK-?Y7}&2-+G_(h-y!7@J!^<!b1i$hxNRT*BjHL*Dl;
zHhzjn)TxQE%u8R53MbXwPYaF?O#OrzD=dwDS~}C`v>EU<>HXd-OqvNanhA5e++n5=
z_hwzwGYt2Lkx$)fRuAd?8%#G2UW1=_7$<r53tw65BY0G%s})%qpBfac-69s>4sFs*
zGO`KtW^J-!Mx~CF;|3Mm&!T*dZ#5BJ$lG4*aX(brL~~InkJs|5$~K>jHf_=_EY@Bp
zo6A!7h_*o0k`*RQN(s5C^83L0_T_i;=9~p>9E0V8$VmhXpCArNgej&OxM+)6Gbc47
zwi2CoYsAr!%!37XLhed{&EQi;LsB1`WsJu%-g`wB;bu2y^b@=9`yo@3g#!;<srFw=
z{lAR27Z4_esgX7&wb`4uFeB%tbTU7`PbkiMXJKm?{H0L;hlQnz*>~<&dcn6ZwL<J9
zplLSo)xj1@edmTcH@hn68LOtOUFKgqc!Vj!T;!vfTJy*zXP;=e+J>8a?WDIb(b#u>
z%{r7RE;a*vcR}v1V*i?$5OFtBgQGuU$hx=&johwep?4F>C4ul$j6fWEKm9^JTIu9~
zcTjOr56W`aXv2BpPYbEg+jnNUw#6<UI0KyaSCJ1cEU(j+8T(Bxs=vmIS@HZx;ATdI
zG7Gwo5xH}qs>D&ay<9gD3)9~4;2EE=;lWgY-H>b(9XDU#Z;ktHi-TO_-9B?v;f_)(
z%3Nn-+yKc`pNU0D!k1zr+tCjTvh|AZ2aTe_K5=6I3RN`HS2`?1u^M1{EF4UwSJg(m
zzIYK5Q22GwQ;i|zX(5qC+glH91Y1SZgID)6e*9fUZy^ax@d+S8qoJ8i@yvqHx$JJV
z3v3}yHN}q{y;btIxX>(;^r2>XGaSQFFpmC)6Mcr(Aoc{-FAZe&c6GwIH}E-TuYIvs
zefgE54;20LU2K92g1^QQ<k!f1#^ENvs{6vs-TtMxFf5Wdo^jCd<qGEtCk=HIk?R-B
zLS$>(@_n<aEx25hhr#$gaoPr}gwHjg*xcQu(&Iw8F;jFX*rKc|nFjFYAVFWvD^v#a
zDJIo2?feBP7Xlh5zk+!OZMC9WzX5_+9p#KsH7=hDU8P-9d0J@=+k!2*8X<)AT294)
zoYtr)3(caR76f%e6!%!C{JW>xJ#t)?v5Wm~r!l`pH!}i986HCJVx@%$!{{C{W+m5v
z8!rhlv@J(;$1jg0sZ8lpmqvDfiLK{&sey6689U?TU{fed_tHReZAjYtS|NhX(FUVC
z>D(q=Y5b@%smf9bZH|k6(8MwC6D<zXco0LUdp$xXMA%(aw<u?nG2kVsO$MGdgLxQI
zgA%-m@s*!i!`8}9cJEZJ8N8dzpgZZ>m-C`|T~&dv2~D)FF4c{L0`Ff}7Pi2#4ZYH8
zn^7ODuJ2Nx{nfB}#4vO--8CuQ?+3>pVlwi7y7vN%1L9xqr16IY14i<}3uEvAaRV(7
zjQ0Zs5OHvG^8e!pIKu&41J1x&Fp`cxQZNz^9<D!p9sr{T4~U<FmmLI1Z~+V*Tzq^K
zJbW;Y4K9EzgoEc#3!vcO;ssIg@x$mqxB+esUT%P}f(J(U!3{`pbHaM_z!*i?fw2J%
zTs$1WGtlOMF?;aBWMD@;JOBj=jI@InW(yYwK;8k+g8*l_`CvaV?R<c}oLqng4laP|
z;;%kjyfFLuVLTsv0A<D>+7A$nPK1;9|9M9d7`w*bo&vlB9Q?cgfFJ(t`M>Em{?k>!
zSAg{2egay5`v_<O{`sQ^<{enyzy0#34S40x^S>J(p#1pTQ$Xu4KLN7;;-f!3|BZ)$
z^Z&*>f20B5{HL3%z^wiUA&8oXgDIPWDa6Rc2x7#h>S7FmozPT}|NB-Q6r3Dfod0^G
z4k1x@2P3exDTKn<)ZEfenDVHpjgrFBM3_>8TY+7{LCn;`QrgqWRMqpH8rahs%x^*|
zDk9`A;BM<+3k*ZyZfj%bEZ{CoX=Gw=Y$^b>VW-(BDgKB+tc58#SwSp7;8BX82sxRU
z38;um{@n>U5~j3(KpX_v*xcOQSlu{T?VZfoK>YmtZ0taV$-x3husD0zL5$p4?3}6o
zp+Vf#8SG@~0I{^Uqkw5NGPZYt2vbs0{H@pFU-a5Jv;HxR6>M+I23%kRv2wD(6aj4k
zB`13m7qF?5$c}&ER(!!`LNkSeCD_T{+1?BSP~31+Y<&&<k29U66iW7PrcO%smUfWN
zQX!bS|4<>s1~cVfO#6Gf|8nNv8fyanrw<%loNWGhzy!=@YGZ0^Y6o!!>;?U?*90s8
zv4q%|iu`fn8ym=94I4|?qy=n@?97EJ-C0ab&5T@ZAe16+>?jmnO`TjVP2DK$%_zi8
zO&usyOfBuq?47`WG*if%8adfn+L`}lxQ(UAUyVPS+5TfRpallFh#>Y(e+{T=>iCb5
zMWkKq%vn4v0ad2|Ny{H8n3jL`{cpMl2(y3s=YM-G-HjXo-?0Dj4Im^S_Lq@r_Vzaa
z&6o2(YZ3bA2~%-^UPpw3odd+e&dtIBQe)>7VCNIy0x<!<+1Z8I{*&aNo(lFRmS!IR
ze|r9l<bOAc00R^h{@)#CYx@shDJTet+k;(T@g*ZJ;^JayBEZ2e1`_9gE5;%wA<4l4
zuoZE!@V({aVBvWy33@9I;*bPMa{rm;|K1liQQ(Y>oioJ94s810(e^KW|IOqn{xAGP
z`M)p*#s3WQU-I(*xa)u1^<VP9e@Xa%qU(R$^<VP9e@Xa%qU*oruD{Yguq^;8(0}eL
zME+x60?=U!Q@R1Wj{no9`Jc>~03o8drL%*Lkq1!UsKKgb3W$@7DQvp~DEYHR;%4Xk
zCs`yQ{%5<SsbXrzrfTVF3hdT6dD%2{C_oedNuwSGn~J?X1UO))P+^k+N@ofX=+71r
zI1<+pdMhT*F9zaZm*fzW;Nt>nCZJ&Y*Lq3h|62kW;{VLx2m*0(vj6K=%{`TC-ZWKr
zW3kW3*WbiEk$vFs<&1p!%HiSXCmp08o0^*7t^M)B&lptbm6|`Ql7x#ny1iVGb=;c0
zE0ZxeyRp$Q8)?|^8d--_4%|GR?v?F49vu$Qru5hJeCUf9FknL%{x}>Sjo`~d6tOm(
zeY#^jIM(y?%Q1lnbE98OVnlj=_@orBjyFfFjkjIJfK^Z45Y#u4jYsgQA`bY7A)2q2
z&xwAskEutw3QsDAKKi7^Q3HqWCP>x1@4Ub*VH~5!r)Q@Qx9&DJ<oI~7KF{66iX`YV
zT&kt2ulXmKZY^Z(#OL_kNrqz&_9)J%x1Nv}#e<R%FF6K7`f}0L?9u(N2-Rcflf4Ib
zKT0@S!9oIdJ&=Wag-*-$(<Zh6KRmA=!KdNEAuC5cmgkjl@0MHm!19ipjXgnBj(R6s
zvyQ%wV@eYY1P&)ZdKCKb>zI`mT6ujL4*8yt<G9%c2?)a-&Xv{Qj`sL0<6W}pH`l<6
zuq`bSmf=Eq+q-%K7sHPb@kJN(?^LLGuJ5=N@-?e5oL4#@8Sxq_G@J8w+G%zt5u?A?
z2|Ao<^?Xm`L*R~t)0ofE^ch_15txQESgLjh&xfITwoEN&@*XlS`Q{Kjf=?z<d#1fs
z4%Si>PBPZ!)s>trf4VK>h$^VwHFt{(1W$<X5X^;WN0Bb7uCPz=?``u}ZMPIAZDtwI
z3H*qLUt+`)LL$dUwGF|K2%45G*@>38WKLK>s=<daZ%8G45BpVd#_o<iBp)I0igXC0
z$KSnB(@tvw<w(<)yjiEXoIjoUJxSEusKEO<a_(G#_e(^hxJAYO+I6Hk(e01nV@>S_
zS}tN&OJBHGNHqjwr|lz%E~AMrUPo#6MWtj*7DMyC?vwIj27>EnPZld*TG_fTG}2nZ
z?O#o6v-8yrf6%@lts4z%iV)oFBv*1SgpQ<zH#P6;)pQCTx_&+qK^Dcm<kPymSQ}gu
zDRWz%?P+ULlFNfW#IiGDuDn6K$n5a2KviQAAk#+=hQ`j(36R|@oFw6U{y-Hz3?jRH
z8#8@&colObyvm+YU*P^r*Yo$pT4DQTx;{>gonX3UyOD@0v3Orq?>#otN)>!W8GgDn
zcu*sv<2F0G3^YkUu{mRLkyRVf`^m+@8U!&*4HgKNyyTY{P1Ph_#%-y|BUS}#rgik5
z)r1qHP9ThF9zU7rwqdR&vQp>9BYS#eigjcf8*T|6%T=ED0awf_qqbCtqx*r05nD=*
zYz+j(z#(4;q86J+7n}DFnO4hs$kGbrxh_(_&lL4$RVeDc;JRqZ;hT9w?rrYaFP$1X
zM@JM=8Z{?N6ynhWejl{T=L)Z@O)~AT?H&bfNraB}4ENOADn}GKeq0u;z<UdgCk<bo
z@SWnbCb}A^YU!wY)J%o8kAO(FrX(bxF~L`BR#H$lubhkZUYeAgQdXiwfnYiGUDJ`F
zFC*RR#4E9DyBm&Tj>8M?)%CSJ&|a5OJl+XUi-ihKs}|nF1xy#@pY_&ES3ynIs<sPI
z`z7mdM<r-HhdM|uSrb>6X9d07hXy!HD{u%a{&Sy*Fh>H~a4<_EQN*A|IoHQ+5mE`A
zqTy1*qf&G@F;Nn>Yf*htU4plxc<fXe4%LbiziowfCWN(o?14XGK8Y;6%Co#N>#07O
z(k>Wk>YbPCWF%{2MO%0d$J^1~0$y1H1ueUXEZ=9lkM6aY+qSl0p-m#TUcS*w;ufj4
z6XhBbokJMKC%;{yLnnzU3s-ataeOSU?dtUl$*OJc-Ab6-3RxLn^J`;jO@jAhY$bWd
zbSQVaQG^;^hW<Dm{7BsO7`6I1_5J2zcTKSCF>Up6>DbTy$}b784o6gA1NPwm^U!%M
zI-l+fx@#kNFhGAS<GxFaV+p*`H+L1c?M;K5>I&#tAIf%(8u33L5eO;!h+=DQO*%2;
z8m&oG!{qv|&KKlUljFP!DyTTnHKCfAab<0!wDQ~0E#_Em5MM-u*r^hGZ#|uyABk&a
zd-qVl=i_`=ceNN?5I1>!i&e1KKf-CoI8v+=Ia1YpU1fdmlD_4&HTeXRE=r<*e>Ybq
z$VL#=_;I_r+)Qx`mm5`}ER{SFSEI&3((#;Pf_b|+kLPM6h3EAFeHyQQ(44Y>y<>u1
zA?l|Q9qasq=8`Fct%%9Xk;L83s#A5TTkVaiQ`<83rO>Fh`XqLESBb@B*H+cUxHLTd
zEvXtbK~WwxazXeEzJELfVl%GE+jO4SC_;SOgm!mZPeU43749^fB)1f~hnf(kD0hg|
z^7D(pFQUb5pXo(;HtD6+NH;d_ey_C7YwX!3(()^|4igyAlY5`gI8_ocRC;c8=xVEU
zelS-)Wjj5Stb{mK<AHeby5vJCi{#ppaZ#h<fk1Jd<@73IX6<q*Rl*yE?NTZ_sVJ{$
zWx3VPwQWPX386g!Gjl%pzQd5O@Opi=L9pK%8jZdD@X+WtdN1A5R)#Z_a(=lOFFv}Y
zsd-sXd(?br95KL--u_5)T({P#rG&iGSis8KR638L9$2~;lAR|xjXp9P6@8J{7;xBF
z;u=*tZ(X+MIbtND;kKbSdKA%!x$S8rH(_f&9f5I^+sM7+xd>|3THL=eLQB0S=asa5
zp?5HQ8V9}gh+9h>beS%z!I$Ts<(t^(k0*>EN@YOQ<&NzD@4odtZgP3bf7Nm`9w1s!
z(l86Se)xpD<14mRA$Qw%5w13}V6f7#rEk@%-OoAK2b%?H1=ow36Eb$bqU5`c`PX9T
zQm1`Hy|0q%2$bx7`!nZ)LhO_@QpI>n4}7<2&nv}viy~UGM5n%y-kg3|OC+i|tYR8i
z+?r6=zx0@_KSZ^{a5d16E4vLZQNFZV)F}18Im^HO-m~iErWhm_?scPdzt`%9LZZK*
zF;sp#EAVP@lr*Z5aL3mdZi0H(*T{7O-sw`VCc3e2dTlrT=LdrfrL;reK2Wo&pzUQ7
zH^$--x|mDjtxw<O!>fYxrF;L&>s96g(#G4ISA1AC4~?RwuMQtf-stLk3y@l6L;N<=
zeBQg+EoMw#deWBJmY9e4C?(bk!%1Za*PH)TE6`dRuXxEQCmeOHG+v$W%(sh>pKonD
zQN5Gw#4rK8E-SMuUaGdiH!sTa`B7?I&e619xFjxcR*TH-BxfOHn)gD(C9G|{@PNPf
z;XGp&LETL~X9hiwHj?Qp{|43^1Tk+AB)Fo<O@BMkszsTva$KChv~hZArFb|C@tZ)~
znYFQ=a5#%Bp**t@L6XW2|5+u0n`J&k6rEmT_3CWlJ=LPKm)^tKp-Q4}OVcFN*&!$C
zu1KldvX&CQLCdW|^vzwa+oPpY*Nj)Y^aT3_86U2d?FAVZ(=NLgrv4N4vn4UfOgm36
zOuZMFI3X->M;pidO3B-}@k>-zmxsbm>Jy)LgsqGw*7t-x(X5>Jh0UlYFs8ir!wZHh
zF6$MP$eGW{+DI7<TcA^t3fW88-bdYYl3t3Xa49$0jaOf9)*9E7ZYsZzPb5xX2%b-#
zkDZhQAHD4vc}*+{*o=M+=(>2YtuSC&HbR^rCUJGplfq~!W<?5a(Jr$3TDKPvX4yL}
zl(M<#$u@p5$(-cc&^YqdHKg(8ASF*kZhNmNVyJavFR#@;Xj~b)*uE!9*}m02cSqUF
zX?c)1b3|^Lk%c6x@$(+B`d*g(85bXk%jetodW66WQNn}bVm?=Q(^&B8khluXD)e^h
zxYBx}a8JjXNp0qKiYTD5c~7V5{p)1`my^jlWuNDhbrs;5ddXb-xOeW;DHAlW0dktf
z@j5M^pW}5dEVr$;&AGO_@t3xHEVeotYd-VC{*Bsu^GhcODo^+3YlxQW+zxnrct@Tf
zx~jTV9VKW#^<kSn7hh&NpY>VR;mj_*zF9i#iY>5hvTt_gX+0dfrB(ZOBchAkdShWZ
zK_}}&j`>=T{@jNHsV3mu2ZWb_YalRSKr~+#d7v@!YdU&$PdmzI8IoD5bK6S#bZet&
zRw+a8%t!P&_t33xK}+UQpLR-D{&xv}?<k_RRqN958>X&ltJUX#+gn}rOwg8VSfhf;
zl@rUlM#~gegAG(Jx4R6AzN04=uaZycEgmcGMwf9{YftVLw$yOzoo8|1&lSv$e>HkK
zF==7lYd4`|HOxgc89gQKXS&X(#-PJFO>8sF@v>&4#w-oR*J-M8)@t~Dem-~8bV^HY
z^Arh{5?uqgIigjS)o=~TE_UM7f^)}hsyTtxiuUQvQgbVB#?kQB<)&Np=`_Nawjl#w
zHoUo*!o}2E1H3~NZMpYc+SU^`wk2Bgs@7@RM<p(M<n!8K#LPTj>r;IoLgy$8{93GR
zXG6Z8mXtIvmh8UFtf|SGYwRtn8Gc(pTrpM4nQ5o5GtUzJRj%YfLqef&3InyPaNZFO
z?c^P5_S^Y64;-uOT30Rd8va^Wy=UjKZ>{UNl``6@T@CPS6szyX)vRN7ZLJlLJV$Tt
zifg8SJAA%ON1hy>5;;#+w-!}}UM;S8N9$k)?*?kOmOK#Zl6+_+wMgT_b77kkXs{F2
zHYbjbh}x`q*gWW64Qq6^7TzI9KciAiHdLHk8u#=hBiJ!_mGG&b^>k%X!_pq*&lsIF
zTljtCSF)9si(mVCv7lO?3xjP6*JUp^4p^;QnrU{8YtO?^ymDDzYnPRVY5yphmY<v6
zt*V*YL+o1i2766NVU_Ss`)jxtl{)Cy3$odh2RBaHN0l`#CKPQ>1vY-RZUJvJLw#CR
z1<m#r8-wjy%oW<qja%(u4_|fyg!8UhWjFYenAE8lMxK%w^uE6Hoi}@NHzD;?`6Jz1
zE*|X0L5*I76~-;sSWJ_LJjNTWKO!1?2r6WUi?MQc^<oJ0662_P&oVwfz#a0tRA!u@
z`m)eIobH*ZMy3>F$AO>R>Hm7vn5ws~yii0yhZv%ubyF~h)8@TRY@78BVgM0{vEwXm
zcd*Mx>B|RTSr}=b8S$C5pCw^Xfw0ZGe<Z<I8Dsp2o@J-o>{v)bJq3&Wh=4Cg!t4F0
ziIif9%pBd5T6M8v6KGmNozU@16NSl$zc>`PT<Cq@peA~eF>Yk1MR5Q~li1n_y*LaV
z;9zXO(ZnQ%a@j;z%uKwgGoLb>d8PwqvI(;-XQ}Oqo_RVCrrQtKE9Z3WI-EiEGRE8w
z@u}dw=y>3Jj=1)OBr?E(3!_Jw?`6oU1Bt&QA3`6Lk0b*7SmzFbZjCxMQq_UcuKnml
zFxBqKob?S!>S7!IzVGa}mKEl^r{*j2sS%=Uj}9UuT^SBo50R)2uULC%>IwWh)a%hS
z)==(n6QNeR0oEtHci4~Z%Z{X_eN6RZ$d*TTbt`5IfjTE_3&Dbph<1H?_4t=7b_*eX
zP@{#IkYft6b}DzA#}24F+UN?hP*nagb$Xw(J09DrMDvHl2pQ{B^{w2rkG#hM`dumR
zsP<4&`F8i_2+U)VrLK@Gq{p7VE3}L?Z13pDRVME+wqvT+Ud$`J<rOdQ5QAe*Ung2|
zM-_R$^Dn(MbqAr6x6Czk$}FW1s&sjAFM1$vlBr^q$1JR#bG{_(i1e1Eq>7Cl?Kh|9
z_(&KQX(%aA6^r#F)L4zHk#I56PLiD}X{<upWSz50aP9(&!L%C0NQ4_@Cn=GWqCD7d
zzRuZ5I88J*ylsXTApS>He}M%xM>YXWl>}9|@?e2cHAt3_J2G4nCnp$dZrdy#xT+Av
zBT1Z-65Ai@%f-!z?GlcbNBZNU8mkA%Y@PELQ5J9+umiYk+0A84qzqWekdqxd8fqEO
z(MXsZDK5#LlU)%jf$luf-P}AeA_rKT3`b(%<sxm}4H%vqnFkn{JvK~l3gKiV3IqCE
zP$emk!L*|gUq|jGrea)2CQ0G|26kD10hzB=uc~AFVe^zF#EmiphD%ZIqBmXV{QbuZ
zlsPG5!$@Wm?2UxVu!+Hpss9*iC@GQ?HP*X;WE-ghoQxmq?Kh+bEW`!u=LM$MA#FnI
z>iiQqt_HtTEKkAf5oa99>^bKRzAd0cgep(DtH1(gplu`%>@aq8+hA@n9xy{!Z(SY9
z%!K_TFclTxQqov2lEGgclYqmFvEBj;n5niu65p-AmTyj806UZnKa}OQuOlI3VxyzI
zMVxAnmo#NGK$pBNB7@|Fy&?#=WJhaBB4R=7tKRNHOCqCUCzUj&{SlfBLfz~vPQrFJ
z<N@AuVCUWJ^G-rMHFjhU?I~x+>&(`CK4eVD>`zmHlh7-xi8W;8QT#z!6P^j|QXD*{
zi3>jFo9flp9M7zkve7FJKra`W>dKpWkzxq82^?m}(=l|m31X=buI+W5!J9Wk+z%wJ
z5OnReo55`|#M}=OuE4zLZJohH1pAQ$!Z|*{=*Z$D30ajU@rOF#ME8LBi29(<BfDhy
zu;`#Tso~3OynN{SP|PdRk#52(;gL>$KH{ylnEEG=A*YUH4}qwT07@fH@O8tO9FSRi
zOs|+&`_$`+rdPD@&>y=+kKGnN>^YL!bt_!q+w~0B!`H34F8DV&;vaUy)gxZ!=#_do
zl9Tm{xxa{6RTlbq;d@V=-roJ;oNe&p;Tk!;OVu53bj7kca_i)!emAN+YT1fHv%kg(
zk$#_-JMqyPX=LAX@5sv&ERk-+D;$HBwkx#9t}ThVrU~9FA_IQ5k1sdA#|S94mMzv-
zt6nm-_PAY<iLOZ91!kN?v{8D)umYfgD7RQ{-nTI`d#u-$VcyHyi;J$sgAfQ91gdbX
z@laz3=Ny4D0D%)q0A2K^)EsjJxj_7&1Gw!8H5LbD6I@5q1BU@vJ^h9-e6B{&1K9f$
zoZVa;KwlLg@B@^`==I})zP13!5pw*L2e-|tK{pz8p7;Ic@f@t~#@v!u*-<XgX;H*^
zI6Cjx{%wP5&~IRgAOet^jnyM<A`W^9py5FR9e@^KNFduB!F>b}_<(L;Ce$1-;EDsn
z!7yM|19pW0W)f2czzzf1vI#l>Lx9Ccxl7t)f?XC+r2<SbR=F8w7YxI&tKnm9{pQu6
zIY5|4@-aIKHtt^zSd(CYsY3d*o^${+rp)mJ77Sz9I>rqMGXUP|K{5~r!Bi0eSAzj`
znoqD>0p2>6z{yEDm~SXB3S{fVUj$YHV!%Jc7U0FcbIy~-8b{q*6#*4|!s7Y%hshb>
z-3c}TYJfcpz>5T|7x5gw2@4}sB++w%VQ%}z`Vtrs7=kJZt5w=#f*tmPc;_vO0<f+<
z+RaXJ>6`X@OWXHEzIjscI%UxCQKN$bts7_iEuFy6b~S=X2GDZ_2$(+a4Q8;B)tRyO
zSys?0kWSg*^7@#QusFfgW}T@?xXy;IKZ38>@i%*fl88~kzRZE}6;DPw*EG>0zIq>Y
z=@Q8qAv1^JRy<4SsMN$50;@*?a3w4<#F^^+3S?F=+EhD&Cb>13v^e6t9K_QZJcE;B
z=p5N&HuF-)(Ap-*wgTO?({%<*(9ml?I<11(wTE>E-^-AEKT5a)AEVco4++uOkK}`x
zBT{sy5#LLx6$g?iumeeS4<AVkw&OG3h~*XPKl#)*WZaR+H%1i5p32`^#7B8R^FzlZ
zuuLj+hx`~K3VoXzgX#cc?WDOvW$ntXC-Li1uYakrLZlnj2DPup1AyuvT-p^?|Mam_
zp&l2ON`vPe=?>c$>rpSEWOu}utNKD8fGj!}>q+njsE;c$LjL(DIO!c#?#QFCB)WCN
zq2FQcj%&Z-(i~NHOxp{7CekkGPJXni=N%dYAhaX@>RCqC;`h-L1Mjf16WrF0x+}8f
zRjIoV87J7jJ#6nktVx_?2g8y8gwu+E@K2n_j<vzkS#4myp-H*j;f+S>gG2&{l;3AI
zkCL?Ye#7USA7|~PymH^&xI{(tO7K!8#g4*q&PT%QKllxZ9fjpx80cX64~XV|Lm;>{
zFWmvqeJcetj<vxO1Pn-qe<24p9tUvvR|F5k<gEZ80U!jTzhm2A0>}}t=>I#Fow31e
zRRQu>Ff9APgnJ^;05AZ_bQ=Hz40S|*@ZPm;009j9GqD^$Saz!hxfT`}O_U#=+~oUu
z=|>o^0~3c01t?P<>^F?(fGr+|KuPci!qglGXtE~M951!%obT&D1Eb&oqcp-G2P-Vl
zfKdQU{k0+~!z=`}bOHJSgJEa^zyqr@U?wTU011O@ff0n018@!+fF)oI*z91)|FfFK
z_5)65zrnwcP^mpS0X9N=p#yWouu=DV%ly)7>Xc!N&tFajU=D*Mu%6_^!&V!ZMgMXY
zww@41@=V<uJf6TGumfvGrH?Z{?r`Egas$NT-sF)DKqtY6fieF#+v0Gl*{G^U?7_xJ
zU$@`z{smC^fYt3Tq-u8IyspTkr?9%W<3|#1m67WYe|``?tnS4;HGcXdCaB^CUN?;<
zNko>9^R!4dO~vzsUKLHeAwv)55CEv}du0iN)XNzqVX2gx9l_d2p*WzX0!W~ZGiWKs
za5kY)08l#;W}bm7_-lLL&*04)df9}KR=~M-jLaZ68ENc?36~3A^y<&x-x~VuhrkkO
z?;Adx5CEIOR1Vb9ont`3y9OjsM?SLr6_eD^I9TDEzp8eJkq<??BimZBNevSPYFz-A
z&L>j3A7EMZBdQ|+&Wwoa%S0vze%2bYIn;ZOJKX6tS>1plN8E?tHfY8bVridCJv=Xf
z%|K#DCcCaS2VPj2i|w{Twh-dwDEbhE2$Z>9V(vIGD@H=mt_|tk*zQD%tNcO{=Ep+%
z?M3cbWh<u5fz!tb`h6+xs7GtI%>l>+F_*_rm->JjH)B=RJJPlNAz~E3X7}SUd}~+T
z6%kP4-hF_TxZR3o-+FWPnhkttfTTF11_Oi4s1=GbES?Hs2@i-TAiQ9us4^_tU`c6v
z`CFp;psUOrDm@1*0RGAmuo$!gf)19~{9yUT<WKPY74}_?MSD^}{JUsO$B4r+aBK%G
z3}NB)0K{x;1txGZz{Po5)cAnYLT>cwy~Z227)t|qi9hk(Z~h#pAYtJSyf2RR1D08D
z6}_`^Xj?wn!79Wtpm2r&DH^sO0EbxP($?Z2*lGc*^1=c1Si;IfSOS*^3R0kGU*|L?
zx(0+1sA6H&Z6MoU$?lIT*hFLj!@Pm3e=_nqu#gl2D+j~)!y{jHA^=@r(SQxPcyj*u
z*2_`GWbqMQq}hi?A6S4yf9Xfb0_i<mQexhX-otxMyut35cmqx;)p%(^o}>{~6Rf;Y
z<6;D=^L<JA)0u93Pq$yFGC;}vmiRoX6Obsu8ZWR2<oQJeimC<>oS{4;Z5_z-5h#bN
zB`tDVVMv5s&H9IMKd^oH4NUegS4<$8sd2#;vpk^o2a5G=vu@xJR*bXf6k?6T90i*@
zAPlRNFYXQEIbITiqLQZWmsf85mSgJ8-J`r7HNZcE-l4Hunx9RsCq07$A(2`bBFHa4
zqSy;@@8Eil1ppgZ)ht*!Y$qRrl|<CVj-Dq$9-I@D{8J=88T7Ks81JvmYx@GQc{L{c
z5p!Kmf!E%ti4<Xs1#Di+aT2;;Y7#L45DqY{Adxh}Ee`!s&hZDr>J{WueV&?K%oZ6P
z+!c6Jy#ku};0mqB<2L@DZ>!5VDTaSTx{qguNXJmlCg`Aow6^CREa#f<hv}6gy7raM
zpx+vk?+3LwJ_n#Yv#e#MSP17pfzh$bhZeF{$A{OqBJEc!tPlf08>6j*fsYL8@a$c;
z3?Je28YDGXwME|xUN=f~#f=Z!eC5)D_mDX?!r6i6A@Z>+sQ!sxrw1Q-;wq(XxSRv%
z;bYOUhAvPk^OwHy8oEvCvMIatTO+>`d<Y0T_i-MOaR%<|@L|tE7=~_ayIz+1|5e<(
z$NxT+dH+QyY^6*No0yc-DBsWd^O?k5q{EOfNix`Wn=RWhW#1^N9CEyyjA~LUGi4?d
zyNry($Z4B99mbG0A@=T|QZWgI+|Tvh-TnGpujk|O`}6iseXo68pZEKEUu&(`x~{d>
zYyH{d%U^QOIj=fu%U|Ab?<e;8@#ygj9^K+4H*bFB^PgGz^x|hdfBBzpf7X@{ul<>u
zZeP6ScUI8T*MFFK@|PB`wjG3Qw|sx`CPy+~KIM5&ykOJ&H@W7_#~<F|_h+8_@P<2(
z%|7SC^$$JrpMS7??uqkWeEH~!?dbDMFMVRc@@MV0{h`l#|I*!`Smy^T)_Cf{1utiE
zcisNSee~(IKX3zG>I=+=4{aE+;GEWm{^_<mR(7Y^46zLW4ZPQ!d+piheeWL+-|@fi
zy6=Z~zi#2L_WZ?LzkA<Kpa0Y^KDP01&$_%NUVGfu(y6O9+^sdX){Nh9*m-{eR9^C_
z|NZ-q9&z0zpV(#J%`e~M8<%W<^gmp9*ty5HK79&}_<a}MyzcG)al~Ku|7)W|&)#$C
zYJ30itG}FivL(}x4!7B8-E(HsR7RmgkNxTqTRgeP51u>QqT4g~ZGHXpLtn;3a`sPV
zj^Dg^;d*qAmXYsu(LXJDd}or(L*I7!s}E>h?#UBh`SVTx`D+_}?9?~$kL%w3hQnU@
z=_fvR>zjY~#zW6OW0xC$e&<&<J*6e(oB!|IzQ5I?caFX?x4qvyy3w)+Pq_EU$1eIB
z-(t~Cyy)l7KJbcPy_6nw=W`ElxiuZAjV<ebbK%kdFgS?R{zN_`smH?k`>nt8UMpVv
z`6JeRa^0I3zN>Y%Hm#;>-nMkB1#O;z&rA&#-*(+r3;KgK=WYm2GeEX)$z=b4XLerp
zo%t`gd8-BY&J52z?0|oKJyZSn+_-GVL%;uy&roGpnNTxfq6_n#TG3(QyZVC{@;(0W
z*|u7+-muN2Khe_dLy!CQN#|T~?J+Ow9<b|vZ+`O5XO=zs)FHQT{`uX`J$?A<XYP9R
z;zMrV>2te%hlBT9-~H%Y7Pf!c{lwv`*Sq`C{=(b8y7FJ<-ra2e@CP=h&;HBv-#>iy
zoVy=gwD9&{U%1<MP945_^}8S4;EzARzwiUMe|Gk#XJ&r@wf0bc?WRN8zwG{@*&pDi
zSG{OfZR)2#de5Va_rLw3&+OKov-RCO{`~IkF7Kaz!&mlM{nq)jg|F`3H*9su2jAM+
z=u7hlmz><$XRX5y+T@b6e{<O@hc_`@pF3~<qEmNU^1P)7t+nW!S1ftO6*n++e1F~v
z51qcrWxe;_@a1KzT|IyF(An2sw#H*O{rj>to}9nq#;31()XX}}(3u51cjI#|I(ofx
zZhGc>$9`{*_rCRz4Nm*X;cs8O&i`6IXY(u9JMyoN{`mcS@AtvO)>?1jTI;>>sJCDF
zoag=h{cnEm3!eMSx7_o=!`|@P53G0G@dxjC!tamY`_6-Q+v2!yzxui-@BQs7pWJF=
zM$fb6AJsqS#wFut-?HLm7o5J=QQglh{ponl7q7bKXFq!17T^B*UE{TWvV7yUZ)UVv
zfB7o=eR$rL8+`o!J@-53)|rjpcK@5s`ucaTT=RR&H`?#qpC7gA5jTD7%IAG;`HN>O
zWxFhYFZI8BPPw|X`s4TSaL<`c@_%{Ds*Be?clo^SKe**1&w0r$d!2H}3HN^W;vfC<
zg-?9xxX=IO;Z;6!%bAOxx7~_AyXK4~i|4fI{wbqJ*12!#35(a?^#1pqc>1{ycb3ju
zW$FBv?r_T?Pdw*i4{yE2MeluREvEbr&-wSI$35}l9hp&lcvEViOD}!NF%Pt9HpsfP
zO;g*<c_YAvwEE(C?_}0`_{wSa$}Ia`8w{AHZoT3Q8!;33yWd`V?f%c%_D$4^?pW~q
z$5y+3yQ}Y9|2Zpjhix{x_n{{b`rzBQyZQLn|I;Q+QD^7k-EWQd-g)j}pFR7}Zd-cB
z!ufMAUo!XZeKt7!p~b`Z?)3kOSA2EJdUr2d{qTp*9=>>&xo2M3w1*4lzwYuSFTH!8
zH4oqRl;QcWo%>gxJNqC1bLpN7=Wl)al4tH(Hs|n%PW{7=4F0qIHrkKe#gANa`tXX^
z%suRrXFvU&rv1LlpFZ@?*T0Pv`=gZX{`wVfB2C_^)xF3n$f>W|@V3*LPT$&J_Wl?B
z=8&JiZnu?*M(eq!e)KylhuJpOXrJp_7cb;E4`m0&1Ex8*FP#5FYKy-;>%{Xva_N%)
zTDI(&MZD6BclrKF$6ov4)p{F!eBQOYfA(|l+kLZEm)na{+J8KFaDR5}X`}CO-OoSB
zM4%PXR#q9A2(0|`M5=8}g4&<|%`~AYw_%Jw&v@IZH$1lPC6BMtN(#GD9{bkmyY1ZB
zW?!UVy5m!)eW8u<|Mc5C$p5d|V4KYk>Roxx$seV1&?Zx@64y$FOWSngzlre?yX<=F
zTgEGvyytJvpz?O>TbBL)%%6RF_tkq#9{=0pulm*B{w<?>8>c_V+krTHENegW_xm1v
z<74mm`&F)c-LJNL(MiA9>ZHS;{Nnwi@oIa`-)7gJe(Hd`FZ{xdmw#gQ-a*HI^8>3t
zJ@ca9%|H05b(m;8^^&j7d-FF>zN_=BPczr}>{{=>XpMV6u|5^^ZBJkAvKPE~>GFM^
zbLPA~o_h9Q9r(sOUVrG;Pd)FXn~r&+cmB->T(<W4x16!hv;SiL%NaSAtiJax@7m`@
zhs|5{l5_uc$vUea^f#BBw%d|FA6~z7*>gYjz@^JJZZnP3{)KA!^>;3N$*T@pW9=K>
zyllg(4}9B0r{24SVPl77b5D5S$Ytxd0`{{WyXF1k7p(EXfg7K3(()HPHTRht<~{NJ
zb#D3Sc$E(wz22$!FWmS;^N(KToLi0_Z@A?HJKuBq?MH3%vm<uB_K7dwa@Tm1Lmt@m
zf|GxJ^g5?5-~NI#|LW*xzw-K<uYAG!^EUYMO$#<S`GG6x_<y<IDTf_B=gUjyEZ(ps
z^*`M7Z!TOs|ES&na`j{XW!Z7JUcJfYEs?l)gR}Rza@FIOzw(|lzxc=tetF~U#G<qP
zS+9S1tIyo9V(}`wFQ06G<}=GT-2U8;Km5}DxB7?s_SpZ%FD<_L#=VYw4ZZ)Yo3CE{
zqF;S>=`UV!&1sK6^5;8zeSG4FcYnCE#X$@KFWlkAFFx_Y3s<al#|67BecKbOAF$$8
zC!YDMM^=6R&F4O`+Kwx>Jol4-@v@d556}PHWv|=yqLUU37qz}{EOpjDB#*5`)Dn!=
zQz$64%2lf`Z9=Y3uU_|?D>KdOnM1cf|GkxLTesSo+?UMa;)UmZW&aa@v-Q3Q?0v`8
ze|^uPEjR7Xy<+`;S?e!1`uJN<xbXHh?)b^EZ3^E&m{v?tZT}yV54Z9+CEy0E=XK9m
zzm)<hHMLSgOW;@j{CRtP;|=e;ssBRy#h&CbB;H$5s&4~Q`;!`V>ou)h$GecFWBbEx
z$&9wW{lF)G{p&YvdDU#`f8VC~ABVJ*WAyDeyz@C<J?rFO{NOE@uHS0;TVHfun-;xu
zX8*@{nF|*@c=#UIw2#5?hP#h^{=8OhXfvT!As}~I_vWn@wH1bs@Wj1ls}HSEx9Rm~
zz3q7)y{fzV6%WqNYi=fsS~=wG(<*}e)cMz6@wyM=9l65GzOwcyPw)Qa75{_5_w7Hv
z?y*CzzTlaE*zw?>z3;JeA3Wi)!+7}0+0z%>r@CX$Z5BPf>%3dey7qwM7yaPl=hIC;
zJly|(p7+KjgoX)Tck3$-SoDp@&V0|~KY#L|7UfUe`EQ*+CNBRsHED?pnaYAA7G1ag
zg(qEn`+>}f_TBR4=N`V{7EgYB#Wt%Sd+FWB{ch(2Z@YZ$kG-Pz+3WxM6C2%r;J&+_
z_S4&*f5L%#fAfQ%eERDjfBcL8HZ%8{@4kJPo6f(hv&N5a+Wx_t?s@Pv>tD5G=Epa`
z_7j`_dfscc{lM!kTl=ZKFFotzSDblJXWMgLe%Z^;zu~_g{^SkE4|hIo>3i<@(ur@s
z<b%I^!zE|^-DRunebdh#KKUcGl1olrnNe);+!HSP%`?xu{R>x}|E(oE48MNrvggj7
z|Dr`_eCx8o6*s(i*$ZEF;5!z5=ob$>{hjX5{`H~L|K_sZ>hrdwqd&6VW5=%h-Pa#_
z<U^|+c?9iy!KM$b^^R98*lN*T&wp~o|JeA$ANunn7X1FOC36@u&%g1gtw=XE_~7O<
z8@&F3H(b2$hHJiK+xMS;*JVF?*~aItIO?Tu{`!XF)$Y4z+szL;^RCN&|AouGdD1I(
zn7hX_r*-&&e_Q+G%lEtBw9mD7o^!>1r=K~q_WCPcxZg)^?W}U+0~ejrG&Z{8HMefC
z?3h=7`Nn^}a?WV^-uJAs)4UDWeFw<D{Rj5Aa?{7}U+12WTs^bVaVvH>>*U9Gy!GPm
z?fIoG4&3Cv?{53CgKoWX@y5H~|Hf-Ra>)H(J9)u>F52$F-<^2Ui|>5<U%u<#K6B&T
zi&r~--R&M&u)(T~+5f%K(&bxT^P#Uja{hJK-gm<LZ#s?Hz}MgL=><D4`s4@Boq5To
z^Eck&4>N+nffp`6?5XD;@VPB+y<y=epV;@`uYa6m<BGS=-DjP1=3aK+Cr>&0M<-tM
z>=n2E&kI-G;=FgidyQSUIc<k;{pQ`1O)vfGMHhVJyFVR2{Ozs3arMQYzUbC<zx3((
z-}vbvpML!O&9Av?@2!7w&wKu5?{$9svwg4Kc)_xN-DPsYlEeP<sPlgP?W^AV%AY*(
zp0oE`Wv92Cv*j-~dh46-{n>qA-uUS6UVG!7r);vu=TH3Jy|4PaRd2m&%fDOormIfa
z^s@cG@tUje{n)J^UHIy!SHI|jkKNhZ>9^+}KYZmOfB&0BdwzS@hq#|-mpgkG|LB>0
z*0}DMx`TT0F$)f!vt~Q0+8gt~v;VQtdAQkdFz5|7Yyb9#|Jr%k_TOel{882!ab0|o
zjXLbeF0u)yUyH0WXs2nX^*Te&16SFYCl*<ErXTOp?TB7CpV1w3IA%Tl-0pbHDcWgS
zzr(5JD(g<dkAAP4vi>B0Z!k=~aeS-Jco2ScdxKv6&f`&^7)`(5cr@%*-^QcysD8gO
zpR|5wWWAJiCh?4MSAK8MsqZ%#bp|Qx#_vr=Y@08BOh*05IAnupYm?EqQ@`nCJTs|&
zOeS5<m`{JJ$z)i+b7!X08I<QD>(+Nc*6XHTzxsyWpnfZ4<4(2h^xDbzsrT!2hQoN5
z&Tu?azA1W>nbH?J9nM>a-UxAh#;Ds(z1}F^Wi;rPHpGt&+fj=4-~SyCkhPQXRW`1D
z5WNZP0Yz`zseQWB8TZHWev?7J^ve#dbQr%k8AjYXlkuSR4{Rsh>PL5`Gpc&MnLeZ8
z^gH)v2BXrhI=z`;w1eKvxQ;pKO?vg4_Bt`Hb$T2zsqyGBG}Z4yFY48I9*jG6JfMMh
zht=P~xCi6Hv~L5(q57R^rO|c=<57GUI38*r><mYopDxcBj%K+V+JpbthG^n&CQQG}
zkTIv)j_8-wk5Q)|ZG&Mb`Vj~<s<9l=DC;*JbtdsHBf?SRL9_4G_BR?$;yaHfGtoar
z6Ix~QcQomB;{7H7P3R5!^;_}Se80)KTYqoN5K;YL=p5HJM9Yma2egbaXFMJb;`hd*
z#?3Jm-!W~Y`Z1o&bZTE1PdYKiVp-=Aoe4uk{eF`{cTm5}WZ129i|)*LSlf7aG#J2Y
zGWE{AJ|QpP580$*caJGUjW4oE?K8dppa&~Tc?O{@Z5+K}ZGXt<G+{e#2h;xaJEJ!l
zmRR=s3>#HO*Q#S!Z`|uuTxEb5&Xn)m?*pPGzWu>WxAukppu^m9`u&jg>bvymsde0F
zpP*mf8ClHDkaepc$a-~*KsKm-3)!$@9<s@xv`IewC}qr>N?U^#XB55-yW={4L2puH
z-X8)2^;->l-P(WA>-FomANB?_r5&I*if;hZP3`CXVL!k9h$(e_7p4(|(*B^uq1%-B
zjyk<bjT>Wer?hcw`3hk>s`G>X2r{42XZoX_$$AxM(CdqAAhMyzcyfKe-Z<LYs6SK3
zq5h~JV;Hio=*4^zy}szhJQ2OXUt}@QK{ly#(LSwt9I<4o7qKJ}Oua#!m+*U$zahip
z`u%XD_N~!?*?iR-c4|)2C&h`jI~w-uIF8<+j$z1R&Wel?Kb||O^ED<zqnf`l)OG8)
zF_>WrQg9F%qt5g*kPWLJ$Ux=LV}ej+D~~b%>3C1ak9h>LUY#ExW0;NKW0Vb9U>>%k
zIuAp}WTn~y6(#00mQL-{$hvimK-R1CA!K}-c*d||4|?M|wj-O={>$WLrp|qkG1acm
zU>Gm$9=*U6WP_TEBa`<Vjq<xNDU5GVGbnw5p2`HZzTY^;4fLWefNYT8YRs%UelKb*
z*iLF41X8nBADWtPAY%Xw*<cXgl=*4+LD!G(JYlk2eh)aRxXRRmEHU(Yb?$>+%=M53
zo+IPK#P3aNeh!e4tW~{E<kRT&#x=e`XvIAAhBg01#wZrg7{|CliWuWYr`xG>V2U(k
zqV@N>{Z9DNjeH;5Ve}bbzvd+9F>|laV2CJl0Y<A)#Ww(XQ0ozc_K0dr)>!8P=nX1<
zAR9*8Xw%&qkM4*@Uf#JoX0!`g<l+O+sOI9x`q6*8<3Y_o&>Pko05V=Co;&H~`%R*q
zcIlTjmR*Lw_`M0RT%SRSwtnXxT`OdyIJKYm=+ZUjy<yBd2R&+4@q44l_XoW;$t>^J
zBkf6BCR3p|=-2pC(W*57o-qpS?(ymC_oMd)UiQYrS`Qoa$$x9#VoDujB2~heA5iU#
zwnj$^KggM)Z45d*rF;W29FYx0mTirW8FL0YX0#1Puv!CPy?~dg??SR$+b(EX>+OR9
z3@SC|d{mL~vFbA#!iB6GeSwFh-Z1Lp1FE*sXIQNeS@x{~NlC<mL?C5Mrs_L0y^8Ob
zIVbNoiS~!At~roS!}eL9G499sH{j<&Z$i3TY~e<YzE4kxzE7#8)-A{kdbMuRvV~f=
zKt|SHpG!Vn`z2Gy81EUH0xzjb1-=alQXMzwy*0OI(w<}NkhyJb&qExk?T^`CjIqO(
zm{s4Xqla&;pcs1DP8nij-ozBR=4AtBdbK8qY!Ll}ih0e?=?dM*4Mwb?)pk1K5w*QA
zWQV^a#*OORh!SJP54usUs}Qwb%$3RQV;(!|AuZo;)XRAjIeW~T=&I3I$zUT77_l5s
zV>zO#Rolj>pLrD1mzcwmpXa-fb=GlX1PH`;W-yL;5Z=_wJd~V0-(`?_DEWE5%Wx+8
zAo+Rp^VY=UTMa2q)fmwUqa84}h;KmS4H@%@_y!cFA|4DS(KbfCTJvRaCK<2q*9r|)
zM#@>gGfP=@9RkM&G47Jm#XGY)81Kv~XT0;6sc0R;#-tzhn~rI^sh1eQQ}bOIckB0~
z+Me%1x2*AHT3l=46dn1&^8Kha=XarwSz|dSMDZ?6*lH}tlpW(6^r?>2=TfGrZD>r%
zEn?ZnIBXN6#;pn(dgGYi1HUmx0(oM59y7#-Z`5;A){nUv>3)pk%rGP891nQw`p#fp
z_{+LMe0z%AsTVb0Dt)A}^%($We0#t#-i3T2+QBIEGFF)LU2r$rK^xrbyRfz$??S1s
z_H)v*z$2=_+4sj373wqS!0|40ka(BYh{85=jWKJk@m-iIM~ueoq^Q5gl4i8i2?>Ab
zMNO5YB5JD0qNa*0YO2V1>GBLJUr}=d1!LSLiwb<3%w(OFic#SHgyLcKjaC))hzWb1
zYWri&Fy^+bcm)Q~V<PvX%oX`1E5eaqvP~hz4J!5dt(dHo_Zu=bt7|*RSgD)-&d6e&
zZa70JsC*Y>6q2efYk{S$p~qbfRgdytm38{j2T37#>0(QkQgb0@)Unq90El&BWKrir
z7VE#rdUei#j8)S5F2pirtonyuepBjA72n#bWNmA-DymEM_eibcxh!O-EXGa*F}5Qc
zi*3{~DL_S?f#t^hJu1z0u7@5Az{L-mOU<`fswDXfJwQHWffd+B4Rpv<pyr{-dbO`2
zYxi$V)v1vYl8`ZT4;jU|DkB*x<0*q*?7^T_#k?IEEwKC^t*?&v%!<2pJZPC@_||8F
zTEAZ-?oSzo`TE@PjL147i+qb^;@E#RWFJ7yd-(DUyydxk7Lj#D)^6XJj$2zWOIhr9
z<hg7*skXgX4;Zqf8Q+;oRh_S)M<NivH?H$F^d@z_Mmb`ZF!)c`>5%nmK0}EjYUY$E
zGDg&(D$bx6YmlwHQE>*D_{(@z+hnUF)i%!1S=WzPNew(FQzO|e--?<-;8DvtYm8{(
zF~+ilR@Ybn)!6GYWE*J3T4cStX98JbC>4sp)e+0n@qR1|)v<(K3bj@W!uM+4!$nIm
zKR^b^mv6-*L>6_{R<TSyHfzN1k-pWo%f8{d50u{<h-@e_CffC#+s6-C%sYqU+>3~e
z#iwdJPMqd5N1tZ8TkD<t9xW?=FV+zWWUM2$9+>aKytu}kRg!#{N$mgQ_hP>f-Gf<S
zc|WGqb*+P)N8OskB4fY`+kVWYCN#Ag53-axw`G%R<V>wq)!%EYGj*J7vYLldF=qvH
z`u&=$;uf-gtw|%JQC8a?FB39~cvZ#*@-l{v*v44rwrwj@o!cT~i*fnA4o#yzm+fn{
zPh%VB2$02IM2Z5jR}C4fMfJJt@2q}wCRFf4kIxmd*i+8dRR*G>$Lv1*XxAE*@t(<U
zoHszm$Wecfk5$?lo2A$h5_-|k(PI~L=*5}{t8Y=e1_0t*0y0*@rhgAv?1P$6A*&cl
zw%V^)fh_jAaI|2i&UcYT?H^h6Rb;WAf-LGt$YOs4vZx6n;}xg<rFu_d8?sIv573Le
z3|Y)ekVP(p4CJcMU@u~sW3rJr>dMRnYW~Yw1#V2YdvJ{0e!AT^8BKcXxyVR0ren?^
z)T{e3n~bfm)3$9}MtSG9E2H*>ChM1a39{a><R8fTGi5G-3_LIIjEqiQ-i5hd8SAjc
z-RfIgTP)uNy?&XqHrsYP<Dbr-8JlB`rO7BjhaQKaLdFj0kk$PR?f3G#Fi$LN;ONmf
zrrT+gvGt}tgYyRQTwt|+gEo<fcLu2I_oJ#;<_tWSIqP(LX4egaU1^iZY7X1<Y7X0E
zEN&M+ST8H%ebb|rhu*l%v(f8u+NkQWHdenME1J>%K*scq^|I-4qdkMPGoC?lGi0@v
zfo;Fm@S3cX@6xa5PMTi7;75}UqA#$97JY%NEcya#Xwetg;Z^cCp27B}h!OLq+Wy)W
zp!!{yp%<)R4#B3o8Y6msv~kAgQa8hvIZ|zZjKyUh+w|CKS>nOz!Lr`d^y*xy$?AGp
zlTFGz78#%%{<2*;o=eFn{H26k+a#z}YUb@3AZzu5GHX18gH*MDP%<y`A$~8`gqy7H
zziP6&52eY5r7quObx%GrI!JsMrU&&Ku+1&TrU}Kg`dwI|D!C+$fT5&*7j}I`TO<95
zwl-l2t+rjNKG6p!l+5E9ta;UM&+I<p%XW~6FGFXUZ{P>JqD$Z6I2|RT>6o`8cBQ7z
zE=JOY@|~HU)^n-owT*)H_gHo=-vGTBUywzgMi%1>vKU{G#rVS8#rT3O#+T+rnLE-}
z7(A=LRCDTBM+2%gP<CE&9-@Bdwv3%JHoBE>#p+SX%lJL^LX`H5jJZU$Wy@WSB`vb7
zm$l!cA{Mrkp+d%Hmyp%Hi2NSK!_tqC0i)HH)Ft(J!O&wHRmkeO!1i1!I-y5~US&hF
z$&l6kVf<dJXop_ili&21?S&o_z>slrJ7kmSTMSpxw?<50${5S`*k1b9Hl5UGP@Icz
z!2b4l7q%Ein`C=QZTFOs@?BWMi1%arLA*;_@UHJini4T*!8X1<T_M^ZCAWCSr0(M;
zMw}fk&mi%uYZ!nzT{ZL=OUiTGDgXM;6dvmS4Kf#o(_+hj9pe=Uz$W$S?}Ch7kX1(h
zTVlkfhlpi623cbc&~_^(b5OO`fte4ozE#=_vbxWRNe%}^N-W!sr#jD}LKgF4J|DAz
zY2Wao-RM4*3(anyEZ?9VSuXYawuzR^vDk73Rb)Mp)p}0*y@BY(9Hgz4*ZdM$-Fw+K
z6wQPl>*pe?>t)ThuJ1S5psdL?8A~eV8_+#OR`*Xf+j@o)8BMaZHDrKteFi}<Z5+M2
z*QNblwwDR8P-D(1+=@}N+g?MDxkbDSNFDD2r9^ETl#8S7vfN$gB|JCsr~&h<nhzpl
zS*d;(O5vp+p-1bjdaWmgj1L_$P9cP>t~>LcTd}3;vAz)R$K)d3kHjqAZxp#b&!}e^
z+jHyL3}h|IsqYeJ=Fw}LHKz624uU#oWurk|ub@%IdO(wrFqGfp)Lq3RCSmp5Hi=q0
zG+%5f$<%oXWtv*!ZlxOn9JW#8L61sE=+(2d?f2>)|5gfu?4a7xElXdR-5XHa3$j|D
z<oDR*5PCSAvbwhnTYfP0IL=ewk8O;lJ<lG2t}$<*oU*RSYMq~V;k;zp);;A-FUA~X
zb$?yctNZJa#ku?@t9vDzEb>NVY#yxN1(+`V61}=#p#2^VzuHnrs%@xo7}RG_W32OR
zW~?#RA*<(X*aJY5EMo++$_axWMU?vOSrMu8Q#M$~xYl+J*PNL3-<fFRt)^f5G~;Ql
z8BwN=dLm2Pfvd>sKEbxhx9)prvdRb5VT6s^Ya4ZIzJRQrt8BI`$xp`;S>#s80xMXL
ziX67BTh+FKjM1q+gIZAee&|(>1>TQMS!G^_EasTVVopt=rSjtNdn_N7zK^V)4R3le
z&q2m9lj=u1bQZF@hpPP^hv%vuGvjy{X2$WY`gQ*<zXyv(>cyM}y%=AR#rT3O#+OFB
zP{&<lbxn?UVU0Or$-%7fmu0K)mrk9wb?*YtU^imeGMvUYXgmArcV>AZ;>MP{uw}6=
z^jKdgV+n?l=OL@yEUlzZ3oP%#p2dhSQ@waUc3{*RGP9<7R;w)s#QX|b<Qm8#KSx&g
z_O#!tJU~rW&*L;1nLzc8C7b$9DTl>3rMFf5<xnq&W#aehnNgn07OEOwM!)=iKvcmV
zIzr$Avbt}MXHaO3xKZ3J_=aB0*O2jPsvpet^7q(rQS?YnD_*uEPBjle)~mHwWR?G~
zEdjB~HJ*VuWRc@gFoKby>H#42+f%x(>yqsVR*Y*L@vQj=dQ92k8TCv*elW$X{gP5?
z`bH>gjG(}YF@icnwB5ERHNF*dn(((3E$ch8Z9U$PepK55$4>IwGk=Ni%zPuB!6HlQ
zRSrqM6?LxEtNYU0Vo%JyDZOU@V7aW;d>J)(!SW4Qv#vQOCD6Lxj3u;&=+%~yvVME2
zm~|Zo+kT9l%pL0*Bzl#PqCGe2b*y&Bngg=Bp9@>&j`7Z%)sJt$VVT;VS;4LQ0NN^h
z%o!-uMB8Y^mUxDYS5T?cbtbk&Lhw_+Gg}C1-)~1%Yda-*uJdPpubx?9ae?sGxREG_
zEgS!99T;0Ebjte;A#thiN6U?Iw;iQT+w4cohGN`kN0Q>533>g_jGX1H4F0whq`otA
z<#-ng1Mv(tM};2yM#5jV3#2WRhWgxY&gGf<<aZ&*4&T`1U)x6G536Gs$#{%^jM#x?
z?U-gfgG4lcPrg;0ujM<lmKxuMbRoWdp9G|Smww%|&F}RYh^k)OP+er4Yb*QuD8RRd
zU-dXgP=AkI|8-rB5_0TELY94y)*NkvVWX}K0gNoa*LUHd=5*VjX3dmvRC$<@jYT#|
z8TF>Z;XI4`DeH<}Ph@?O4MY~)(L7iDV7`&>B7SiGJoK15rcC@GCr&-_gRvy_#1G~I
zsV9C=Ck#F2e<>3`m|vxy_(2Uc^~4XxwbT<oX!ofnet<opM|)10_`!IUdg2H3;?xsA
zz`WEGKgdl(kFhCb;s>~&dg2FonR?;}`v6i;{9xTQ_0o@aX0PfosTNuK!L|g^OFtSX
zU_K-L=(2|;_0o^V4-$G{Xv)M7_I;(E_`y6o^~4WywbT<oz?9SzKRCw{df;!$#1C@k
z)Du6LTcn=&K@OXG;s<k!&|?mlGVz16eW@pYu)d#q;s<-sQcwH<FH=wa0OLcC^9Css
zKgc;#Py8V7Nj>pH@SMW{Vk>?Ko>OQ|TXNWV7jn9ki67K5QcwI4Ja6@bv=u)D&s(i8
zY^l+vO#C3fOg-^~Id$quyJG)t>WLqM=WVZF*b1IEF0<4VKgi2cPyC=pn|k60`%6Mk
z@SJL&=t(>T&#3^4t@yzjU%rd@!J203i64UJ?fib&3ZA#~5UD4AkVB-N_(6`7dg2H5
zp{m!;+@>u3prR;x)9=hC%VFIw(DI5_x6Nmy9~8(%Fa2OeIrRk38|OtlSMa>m8B%ZB
zw^=`^9j2c6!5PKW6F;aQgr4Aet0$(O#6$3$s-@V9AJo_K8R7@E($o__1kX9GpSFVM
zZGTfdL-4%Ex=`wgAFOGnp7=p-A9{l4Z1@&EiHG2MTa(LYh#%A^Q&0R5Ja0VAVJmpv
z&W)v>_#t@S_AaEY_(6>#^~4Xs^R_-1wu0yFd{63$ACjN9dU4u{AA;xYyi3|jyOR98
zCwR`HaQ>d)IfQefCw>T?xBGVDodwTZT`Kh?9)jm=4ozG3V8rhUp0~SUQcvO`cn(Q`
z*oq&LpSL~b@m#_4p5S@go0qoYhv0cn^7F>|oxdl32%fXCK5W~bg!+4pKRadVM_cns
zy^KdYTabF`N1y$esh91lFL>Vgw8B>KoCS2z6F&sc8_!cdL;R5ZysZa>t>AgPA0qW6
z9)jn6!Si;WIDb$4ko>&u#ZFuCL-4#Wc;4;}ir*7FXLE|^i64@mw>?Vv4Dmzoyzyy;
zt>8I_1w~KVmEd{fnayWNJS0DF`vuZg;vsm>N%gdq{G7uwq9^f?{G7`r#8%=Vc;41~
z!Z*Ql$hbsL;vsm>)iPo$@en+3XLIxYBp!n2EEc7$;Cb865YG@i=L!|k6F&sc+a9WX
zhWH`*dE+4sTfy_jgPVHNt_089nc%dQb|rY;_9myTv@5~$cIQ>t3ZAz;a;Ycr5Ik?^
z?$TD`A@%mQZ@t>K{W&R1KR5^}dg({o_n*I)@o4*eQ!o8!+^MN2eh8ko^9x}sc;3!~
zrJnd9c-}aY(^mWtJa7DyVJmpv_9myE#6$4B@fxJ9#6$A)wnsf}B_2|59|)eqsGq+l
zc;3zx#d8JE+2AR9)9>7BMr>@JTAyyUmbQ-~pCR!OJa3$FVJmpfV!r4}JOt0%9X$Dr
zY2Rl35Ik=jeqk$k-u7ywp0q2$^LFkoZ6zLp=k2U&+DbeG&)eNjVJmpv_C%+i#6$4B
z@rtLd#6$3$9cN-I@en*`7h2j1p11v6@qU8moN5p~@k8*O-D+Yheh8j7-t%}r!Si-+
zU+PJ_5<G7lBxx({O7NUrZD}ib&T%}^lXfL|&Q3S6m3RoAv(rs%B_4w3?H=g*UD{ny
zDN8@t5hr@-$586+?2;4P^rP{z=euM)IDnpdg6Hg<6Fu=m*3a8M<aigs^Tr*Rdg6!R
zdE>hdTfy_TFD>=N55e=stC6-655e=sv5>YB55aSG=cTRSdD~AN&k#Is=P*)F{E+;d
z!(?JBeh8kkAueqN&xeBN?M!C8v*3B#51e|^t_05;-$>XBo^x_c^rT%0o<rp-wh|A)
z^S1vq-%sKpcn&FQ+6tbxv-<H2$<Nz8g{dcgNPgb-#;2|LA^CYbD;Tzd=Z#Z4^`w6Y
zo;N;^w3T)xc+PP_v6Xfuc;0w%;<<w7jUzAhBp!n2P{@j{#6$3$gP&<Dc;4=Hi}#cK
zym1($p7<g8IaH)#D}G3R-tLB}&ux2zQ<i=}<}G^ZN8@SB-^+G25<G7lziFH83d+*d
z6FhHc6yx^<&pD<jdg6!RIY;!wR{W6sym2(f`w5=6JC##U;vxAthfKs);vxBYJJXfV
zm3T;g-p*Tvt>AgPTP*b?9)jnM{~&E89)joXPLQ;fcnF?1&bY7@Ja61%sVDIeJcq?k
zY$YCo=MYGwt>8IFnnX|HA$Sf8tk_CC1kX8^B(@R{!E=t#q^;mNH*1NW#6$4B@rOm+
z1kX9ZFM8sK;Q2`Kym9Epa|O>K{t!Khhv0cTi;~X}KLpRY3^r{A&taz$J&A|ldAp-3
z-cRtHBPF6Ieh8kov)Azq!E+AJiJtf&c;3#E<ujyR37$9Jt+bVPC3xP>09M<^8<n#3
z114tCOFv-x6upc`<LA%krXTHGW#|c>xATLkCw>T?bHGt-#Sg*r#@V0G6+Z;exp^*a
z1<%`A?s$gad8;+2p7<en4x6ahiXVdK?F?@`SMZ#RBt%czmEbw7qhc%VO7MIvc;2{0
z;++N0In*k8;)mdQyWcOLA$|y+H$IBAm3RoAH-4nB6+Gu6ZPAl>2%e8+{k+|qmd_PG
zWc|GH>V~c0IV5zVCw@qN-Z-K284?e{^TySlwh|A)^LF2C*b1JvdoEH>;vxAt7j}rP
z#6$A)b{|zfSK=Xf&cW@pmHfQj85_?KJa6|@r=IvB>*r&^^TyE=zbAO!cwAFY;vsn6
z?mACf@k8*u@kXVs#6$4B@iJB0c1AX3=|{UeIQ7zx#tW8u8IQ(KlX~d~gd?dZcn-Uv
z=!qYK=Mc_`t@t5$4&$NNiXVdK5D`q-LJ9%R&h#1gwr<MR8B=;IWfBj;bC?muR^lOe
z&SiOGEAbFKhZHbv1<%`^vC$3$&l_iJ>WLqM=Mcz>t@t5$4s&<fN`B5IGNLE#O7e5q
zCdF3TmE`A*PcXiV;5oM)iJr78$<HT(=Z$+OpDTVye%|ikNL%qk@Vs&Rhppu2T#hPw
z5)aAG+g(xl42g%VpL45d+6tbx`v>D0g6CYaBzoe9;CbV3%4dilg69yJq^;mNjG&??
z?Mm>x@r}g$37)sRGgD9e5Imm<o;Plc_&vdMNTx+k;vsn6I4|-U;)mdQ;}B2VhzG~d
z!w+N;4`ks7vhV|0!~<FQfh_z$7V$t9ejpP+63;nCFMedb9X;_Q@qCu+s(e#q;z!~+
zdg4doIkyx@JPO7WGxQ`LnV+L4@kl&JPy9$cM^F67{Jh<)P}?6eiAUl&dJ>PsbM&NL
z<^Fc`q+KPRqbKbu@f^Av@gwmZJ@F&+bM(ZI#B=n-kHmBI#E-;tXd%Rp%+K3}av96S
zbM(ZI%+JviKN8Q;6F(BqyAbT<`z4;ECw^ppj-L3Dc#fX<k$8@t_>p)H{f79Fc#fX<
zk@-1#;z!~+dg4doIeOwp;yKr+h##4s&)(A&<7whKdg4doIeOwp;yHTaN8&j&C*nuq
zIeHS0#B=n-kIc`}6F(Bq(MvzLDKq*)yW6CG=f*RZvh)K2O3_O{xC>D9(vNn3Kt5Oe
z5IpBDz_b-S=XyZV6F+kOyxX`x<NXBBVPY0N@k8(&cILDdJcqGa^u!Or^TzKOeh8j7
zuFljGKLpR)J$7L$c;4>eNImgG@Vwn=mbTKa1kYi6PFunA#x)tw5Ik=@$EhcN2%dKY
z&xIcjdQpjo;5m1#<hux-x4X9DodwSu$A0QbKNma~emL&o5I+RZVU*723Z8QZgXl>-
z1kW4Sc=#rG-tJdRJ@G^Eyxqkawu0yI8jGIzA$Sf4s@O{Z5Ik@9jph4E{}4QHe1~Bx
zc-}bEQ%~BJ;5ir5imk*$@EoGgv=uyW9J=v-g6G^6B6{M7;CZ{-IG-VY2%dB6bJ&vX
ziY)ygF%!M?gXBQ;vRyH06}|L>$&~1cAA;wAZQ2T+bFro9i64UJT;MIX;)mdQyZ^1m
zvMYGr_*qj=;vskrF}B!BJOt0V*hp+89+IEKo}adY=k4Cy@J;Z%-9?vr;)mdQSMu}5
zr<%Vf@en+3cO!(Y;CbUDPd)KN@SIE1#8%=Vc;4>%jpquU3qM@9-Jg=S;)mclWW{1D
zen@^U{BXRB_#t>M{BSH$i64@mcLmQIcXWIM!Si-!aq3CC5<G8w|6wb5-tPHHJ&A|l
zdApY^Z6zLp=Ul!bwh|A)bK!^Mo?!7q@Lc%eX73mdKLpRalApIbbJAA)5Ih%tIIcGp
zKLpR)-IVcM!E<hx5It#Eg6CXj5Vpb(*Dga8z4W8q-&5b2%XLJS?TT9{L@)j537!i-
zTo<D9{5`?*cISP(v*0;5Q;44UA$Z=C{G7|C<@Y2Wg6F~y2MmfIg6F~yH_Ig--$3x3
z3q<psB|mTXO~mgBo(n%5SJH?dg69y-%QGY%g6Hjy+<ZTYhvest*FJ0o&)YpesVDtI
z>g^Eai>>qzskiq8&xIeZ%Z1?i49U;ieL&%d<mbW<$1}ta$<MjnPM#t05IpY*o(n%*
zmx~7S8G`4+4~MPzA$TtQaM+3;g6F~y$Fx(%UBPqVhr?F-hv2#J!(l7&5IpZmy}jLI
z9PLH&^LCGC>Pi2QdV9OqC~c*G2%fk5FVj}WE5Y-g<mbW<H+y$$JVWrjCwMOWaQvRc
zL-3pnF~T?DhvQm`Y*)e$hhD}*_~FpYcnCindg+Jo!=WdB2%ZZ+9H~{dE8&MjFZ)Md
z@^j&b!&dwdJQsdAu5`@)A^dRYi64UJ!Vib7#6$4BFL*BeaQvRcL-1Vq;YeY{55aTc
zhr?F<5Ih%tIBc_@x4T?wzZ8DBZeQ?R_~Fo#{vmiS{BYRjc-0p?7k)Tw#Sg)A;fLc2
zEs2NVITyK4eJg6LEIkEp55FgV2%h()-Y)!blr5xxNWHx;c-|L07k)UNG3{I1uhQ<6
zkG3KCd0+6nFL*BeaNWM(x$wiGC+$k`yf1j(?#l{41kd||=Y7F*;fLc&0l^Q!^L7tg
zyo=zu@Wb&8@k8)j_~EdX{vmiS{BV@Mq<=_$-WNRY3!V!<9M2H^5Ih%txUTTSA<K9O
zKOA})58;PHFZ+k^!=aac2tOQp8IOVBx$whLV$665KOB0A=k1>0+Wv$e4qNd<@Lc%e
zD0k*~CH!#ci64UJ!Vib7_#t>M{BYPN4h{s*g&(df{BX#`55e<+<mbW<$M0o7A4q;K
z{BYPxyOR7|_~E#oUHlL{9|)dvX?wOS!E-J*7CniF;Q2uCT=?NAnTsES=fV$%t@t5$
zF8pxViXW1n3qKs!WXgCYc+N%8`TeBcF8pvjL)w+#x$whbEA2|^?ZOY&9Y}sI{BY>W
zcqMqw&87Jb1kZ&Zj%SD;lAjAd9Lp)vt_05qg69Lt&xIe3XGs5${9O3qSlW?sSMu|L
z;5j#;<~J2Q9|)dv6ROyXAA;vx5*fC_57!lbIAj?Q;fF&n+m-Ocp_hKN`+qB53O^jS
z;)mdQyJtRrPw;#w^>!|87uy`KxNTMR#1Fyqp{$<^KO9Se;)me*Q1F~fK=b_s&$*RV
z^u!Or^P%8*yCXNgy{w;ed#mVW|KRpk(UW)xo^$D`*d~5(qigC3o(n%5%dp~y;JNU_
zVJm(Jo^wO2yr1|Xcs>+77k)UFj>QkbbK!@>R{Rh=7k)Tw#Sg)A;fLcsVd)=&=R?7B
z;fLe*#1Fx9;fKRk{17}BemIun#Sg*rq2%X7!E@n<;~CP=1<!>a4qNFTg6F~y*M)RB
z+pggGQ1F~f+r?J=5Ii3Wo(n%*my3+^8G`5Sp7a>k1kZ<p=R?7B;fLd0q@N3(3qKs&
zGSZKc<mbW<hi#6#!ViaD#zXkw&`Uo?vVJc7a9lMgeh8kA1kZ&Zj^9iC7)gFE{BYQc
zAA;w?56AWw@k8)@BzQg&JQsdAo+0rNJQsdAY;(LC37!i-9M?SNcqROB=t;X0JQsdA
zY_p$_1kZ&Z4%-~BMuO+U57!+Do(n%5deW{0&xIcjTWMFaelGlQY>kq3CF|!S!Sj*e
zx$wjB3~5(_=fV$%t+Xq_bK!^Ujs(wz9}YcfSCXF#KODBwt|UJn37(Gx&xIeZEBtWC
z5<i3=4n1jClAjAd9JbP~q~0$4aBQ2Cb|v-pk>L4A@Lc%ec!snqske^=&qspi!VlLS
z37!i-9C{KD!E@n<!&dx|{9O3qu$BHH`ML1Jb%h@eS^6RTaOh>b5`H-JvVRCa9D3=8
z@WZjCGTW8#!=WdBNPaH-aM)%%#*&{4KODB=hvetN569Nf#6jVQLodfG;fF&{{17}B
zemHE!55aTchwF|7&xIcjJ@G^ET=?Ozm3Ad~F8pxVCZ3N4&xIe3ZMo8}BtI8^IBX>z
zlAjAd9JUe<$<Ku!t~(Yy7k)VOBp$NAUHIX!m3YYd`B?B=_~E)^Sw9zkIP@eQg6F~y
zhpogz@Lc%eu$6cSo(n%5+q0#g3!aZ9KOYO83qKsska!553qKsT(mw>xg&&S><`NIV
z^ReXT!Vkyqi64UJ!Vib7_#t>M{BYf|;Q3haT=?Ozm3Ad~F8pxVO1ly~7k;>|@WUa?
zcnCindWq-44~JgHL-^s)OFx7kj-v&M=fV$%p7<enF8pxVW;`Z>=fV$%t@t5$K9T&q
za>lj&Il>QzEXUo6)Z2w04qJ(b?1vM6IBc_jOr+i}{BYfg)Z2w04n1jCvL9|Dcs>z4
z7k)UNA$|y+3qKskQ>0x9o=+q{p9r1{KOE1<JZd6%F8pxaiR9<P4~L%kA$TtQaM()!
z5Imm<o(n%5zbEk!JQsdAjsb}ug69*-&nJTC!VkwYBp!n2!VlM-$ojeP!=WdB2%b*_
z&nJ?f3qKss5I-b87k;?zMDSer;m{L51kZ&Z4qItgg69*#^NHl=!VkyMFToF~w+lZU
zwleNYy<Pa>u$6IF>g~c0hi&u^j;n<q$YP#|EaHJI{6H4tF0zORvhV|0v@2wRgUG~>
z#B+|_i64pQ=uN*fdv!^pI`xiC^u&+EbM(ZI#B=n-kHqudOy=jvBp!+9=uP`Zypf3?
ziRb8v9|gN-zZLD7-=!rTF=x%$|HCs9&yh(y63@|-c9nRJp7@b?j-L3D``gizcqE>4
zBvbrIJV#IbNIXYR{K)(qJ@F&)96j+P@w_MeaLA-xC7z=v?JDscJ?ZC(=jcg4Pdw+C
ztBhA!Z%0r3NIXYR{75`UPy9$cM^F67{Jb}lc#cfkRpL2%(ykKE(UW$S`8j&ht`g7D
zlXjJO&JknrBk>$P@gwtd^u&+EbM(ZI#B=n-kHmA1MT;MqpQ9&!B%Y%uek7iwCw^pp
zj$Zm9{BRuQPCtYn4!!h4_~Fn?KZG9+z3INtu%hk#tys|!Jnsme3qM@1BX}<SaOh<}
z?+Bg?KOD9h58;PHPvRkXF8pvDqo4lvv)_t#5Z_Ahyd!un{BS%&{K$Gcdg6!Rx$wjF
zI)dlI4~L$_L-1Vq;jk4y1kZ&Z4jO{Q58;PHFY!b8;m{L51kZ&Z4qNd<@Vp~<F8px4
zPS)Fzi64UJ!Vib7^mD;;;fKR^y6@ADkx9D}Jnsme3qM@1BY57<*p>ZF=!qYK=fV$%
zt@t5$F8pxNR>-(3c-|2_?+Bg?KOE1<c}Yj`T=?Ozm3RoAGZy7H6+9PyIA}T~9)jn>
z4~MPv55aTchwF6&&xIcjJ?S5U=N-ZGj^MfQ!|@F9L-1Vq;d;Ukhb-eE{BY<^V@m6T
z!ViZm`-kwup_hI@QajZ)I%BrNg2@%Px`OAz4+k|%#zXkw(93oODdp6=%=#<&c~|hf
zEBU$b!$A|1_#ymo=!qW%<7eMb@Eqc;^h5G<;fLe7IbK1Ul)oo<4(X5Ri64@m3qM>B
z0u%YY9Iu2Q4qNd<@^i=z@)?q!a|mDbq<;vWb4Xik#Sg)A4%3RQ#6$9P;fL#SATfVW
z@SFpBq9=X`o^$X?Y{d`3a}Kwpt>C%v!}Yp?=fV$%p7<enF8pxViXVdKZ2nC@1kZ&Z
z4w@%vSAyrl4~MO^E5UQ&hr?FdmEbv>Y^Hph9kZD?#h5Mmx$wjF*n~0ld$Z%3<mbW<
zhpogz@^cn;^BIz#v$!aF5)Z+17LdeN;vsm>qJ!9GJSbj=9))0$r5_Y1MKAj~#Wc}N
zKPc#kUiv|yA@u~$Nq|L9{K)llsLaF<!E+|$@(l4q@SKTQ+6tZvKOD4b;)me5@WWv%
z@en*0emHC;9)jmR!E@n<>j^&`GHF+mpZ5gMds1%~emEW>eh8imKO9tb(yj#0ds1)j
z37!i-9M6z;C3r6UaM((_5<KroelGlQd}fJ<;JNU_VJm(Jp7$g_?+Km@KO7;Kcu2jy
zCwMOWaQvS155aTchr?FdmEgJX!_iE|56RDk9}Zg?ucY2C{BYRHcqR3A;fJFe34REk
zw{yJ}&wGOBJ;~37ACBiryOR7|_~EdX{vmiS{BS+theIa)L-1Vq;jk4y1kZbd=fV%i
za5deA+FYugp{(Ct_~EckKZG9+z3d;t4~Jg1E8&MjFXPb{JQsdAhT_CQ;fF&n`-kwu
zp_lOxemL~9p9?=6w4vEQgdYw)@k8)j_~EdXcnF>gKODB=hv0c%@Lc%efIRU-@Lc%e
zuoXW9&xIcjTk%8iT=?OD<mo=s@&)0CLni%0@Lc%eu$6WtcrN^K*h>EpJQsdArWO(p
z!SlZ0dF6s@V@W%I8Dojyx$wjBF5-ve=Y7F*;fG_2B=L}XyYRzdEAf!^bK!@>R{W6s
zT=?O7!ViZ`{17}BemHE!55aTchr?F<5Ih%tIHsM_t_08fg6F~y$M1<Bg6F~yhpqS_
zcrN^KOqInC!E@n<!&b&C!E@n<!&b&CSw9zkIH;a;yb^vm^s-$EKOB1Lhw#Ipmv}Dx
zaOh<`gddLdL;Mgt7k)Tw6VHVo4!vww!ViaD#zXkwNRJZFg&z*RY*z!pbK!@>cKV%X
z$6fM(I_?TT9Jb<z;JNU_k>*J}1kVS8=fV%i?@7B7JQsdAY{d`3^MTacg&z(&bBTxG
zx$whbD}D%`3qKsT;)me5@WYW#OFRV62ZHCq56AC`ACjL7KODB=hv2#J!%+edKO{dF
zemHEUpG$r&{BYRHcqRF{@WVl2Fa2EdbK!@>R>oby^MT~&!Vkyqi64@m3qKrX74bvX
z&xIcjTk%8iT=?Ozoqp#whPAV~F@{OKUHIWB1&JS0Z?9Z%v(IIY6wj6XT=?O5?(|s9
z?;xA@ZKX{5hv2#J!%@=8{vrHu=w&>F9}d0j=fV$%Uiu;YaOfqT4<$bremF{VIqnKS
z9D3Q$hf;4BemHE!55aTchvOQFY*)e$ho1N$crN^K*h)MK#<w;!l>Kl+!E@n<qqHf0
z2%ZZ+9JbP~q~1OhJRb_43qKss$o?VxaFk=k56RDk9}ZjbL-KRshr>4ex$wiGCw>T?
z3qKrXW$EXF=R?7B;fLe*q+JP~3qKsT;)me5@Wb_l9}b!H56RDk9}ZjbL-KRshr?F<
zko;Wu;V9orJfz+({BYRHcqMo){BYRHcqMo){BSHUNdFK#7k)TwrGE&X3qKsT(mx8u
z&yHb&=fV%y6Mi^k5)aAGhmxNQKODa&?Mm=m_~EdXb|rW&{BSJoq#wc$hhD}*_~Fn?
zKZG9+y=+&)4~Jgjx$wiW93_4To(n%5w%I>~9}c~2SHcg6UdBWC;d;UkhfMqsJQsdA
zY{d`3^O4}W@Wb(Y;)mqt!Vkx?pZFp9x$whbD}D%`3qKsT(yj#0g&&S($sDhQ9}d05
z58;PHPyCSlT=?Oz6+Z;eg&(db{BX!59)jn>4~MPzA$UF#JQsdAeoxw!;JNU_u_P>h
z2%ZZ+9Jb<z;JNU_VJq<vJQsdAmaL^+37!i-9JVs<3Z9Py&xIe3-xEIs&xIeZC;V{8
zBpy<47k)TwB_6ULZX|dv{BZo9v@5B%3qKs&1;h`*^O4}W@Wb(Yf`fwR!Vib7_#t>M
z{BUe>NI!%h4!vww!ViaD`XT&q=w-VSemL|J&xIeZC;V{8a@-xuemLQW!&dwdJQsdA
zY%?BX*$*fDa9lMg@en*0emHEie+WMudO0r<emL~R55aTchhzJT_#t>M{BYQcAA;w?
z4~MO^E5UQ&hhuwAj=RDShn}=6$<Ku!4qItglAjAd9JUe<$<Ku!j%`K~55aTchr?Fl
zA$TtQaM(&b1kZ&Zj%`p955aTchr?FJE5UQ&hr?F-hv2#J!(l7qmEgJX!}Z3Jp9?=6
zdJ+%8bK!@>R^lOeF8pw8H<Ne>o(n%5wh|A)bK!@>R^lP~x$whbEAfzeyYR!Yl}`G(
z;JNU_VJrPy@Lc%eu$6u;crN^KJ>iE#mVO979D3QVgdYyQjEC^Up_hILKO9>Tvt0>4
z9D3r1;JNU_VVm&~emL~9e+WMudfBdoAC4`RIqnKS9D3P5gdYw)@k8)@BK3CRhvWCe
z52?2cKO9>_B_2|57k)Tw#Sf{s3qKsT(ynCvd?I)*{BS+theIauko;Wu;joqdA^ExR
z!(l7&ko|DN562c<iHFqNg&z)EiHGFp!Vib7#6$A)iQu{L!?A5x{17}BemHE!55aTc
zhr?F<5Ih%tIIg{xelB=Ek^Efv;rKoAL-xZ7KODB=hwO(FemJ&biyxAoPXy0}ACBJ>
zKLpQ(9}ZjbL-1Vq;n+Sdeh8imKODA#gM#P64~MPbhv2#J!*Tt2;2^T_16lMBWHDYL
z3qO!WJdnkBg)IC)Ha#}MLBO`x*nhw_eeomf?dXXgiRb8vABpGai64pQ=ta9iHtid+
z;244Uk$8@t_>p*yp7@b?j-L3Dc#fX<k$BG02k|5GbM(ZI#B=n-kHmBI#E;C+(Gx!s
z&pECke&qT&dg4doIeOwp=I7{%ABpGai64pQ95E3;GCxO8{75`UPy9$cM^F67{2V>;
zBk`PLG2%z&=je$aiRb8vABpGai65DtqbGhOo^zB({75`UPy9$cM^F4nJV#Ib$ow2V
z@gwn^<4590;yHTaN8&kp;z!~+dg4ds=je$aiRT=d5<e2p(Gx#1KSxjeNIXYR{75`U
zPyERIoMT?;hw#IpmwpI89D3=8@WY{(esl!SD`#B8JmH7qXqxyTcrN^K*yg-M_~FpY
zd5Q4Dp_lU#;fF&n@w_8=F8pvDyOVebo_7S#g&&UJlXw*DZgZ)&|B4v=DYq-O;)me5
z@WXLbQ2Y=)7k)TwB_4w3!ViaS_7CBQ<Jh9KE5UQ&hr?FdmEd_t@Lc%e_&sS?g6F~y
z$5Bi1L-1Vq;jk4y1kZ&Z4qItgg6F~yhpn_L!E@n<;~1&5E5UQ&hr?FdmEgJX!(l7!
zO7L9x;W*}+c~nR6T=?Ozm2p?_T=?Ozm3Ad~F8pvD!<BX=c+NiX%C&*5v@5}LSVF~C
z+LhpWNAO(u;W#=heh8imKODB=hv2#J!(l6a2%dKY&xIe3<Id@a@WY{(@eqDE^s-$E
zKOB1Lhw#Ipm;Ix1#x;x=emG>=KPneo!>G0=uws<(!|{9BuDX(+3qKsT;)me5@WXM`
zT>KC`?+TuG1<!>aj%P?bBtI8^IBav=?Fya?KU}{nc-|E}7k)TwB_4w3!Vib7#6$9P
z;fLc$zr;iG^RD1|SMXf;;dq9`L-1Vq;joo>2%ZZ+9MlBT&jrtg9}ZiIhv2#J!(l7&
z5Ih%txPDjibK!?WFUMWsheJ>N5Ih%tIBdla!E@n<gYH4vmEgJX!(l7quHd=w!(p3v
zF8pxlNxKp}=Q7E_-^v*`J7x=>3qKr`7ZMN2&xIcjTZxC{=fV%y=Mt^-L-KPjauPj>
zhves6>La!i55aRTWC>g0hl2_v{oryAu}wd?3_|oW9$Z`?dg%w``JyL&NPaH-a8R0v
zACjL7KODB=hu}Fx$NA2J=fV#My-LongdYw)@k8)j_~Eb>KLpQ(9}ZiIhv2#J!}Wz9
z4w?8Ncn;}VepA77;fLcH5)Z+1$eQvQlAl8kBzoe9;5lS3Vk_|wJZI)9wh|A)b4VM~
zR`PQQ21HN#x#Z`<4+rIs^mED2g&z)EiHGFp!VlNyux0uoc+P=8(UW)xo(n%5&y{!x
zo^wbipDTFIffCV^cnF?zXh3Ww9)jm=3>RC8hu}Gzf74d-bK!@B=1Jlqc+Mt6d4}{4
z!E@n<>$6cSe^2n7%|fCl@sRvn_~Cf2_#yeZ@WWx7@nC^E-j9V{k)<CjLW*9-gT*n?
zOFvk&5xs0zEGDF0$;ILIXQ~o+xj^kDeh8imKODB=hv2#J!(l6aNPbR1B7KwmT=?Oj
zD3f?delGlQ*h)MkKNo&DY$YC&p9?=66lxL=!E@n<!&c%U`ML1JVJq<vJQserzVO2#
z6F&scQOx*Cy<Pa>FqQrx^>*QhgMv=lmEgJX!(l7!O7Ofd`FZ7xYk65;@Lc%e(35s0
zcrN^Kd_IYX;5iFO84t<Ng&&S*NIV43g&&SkN<0M5g&z)EiHG31@WWv%{ao-|_~EdX
zcnF>gKO8iM5)aAGg&z)E>F0vyeW|w#KODa&eh8imKO9|4{E+-y_~Eb>KLpQ(9}Zg?
zuLRG9AC9h{crN^K=w-VSemL~f58;PHFZ+k^!=ab)5Pmr5EX5DObK!@>Hv75o!=ab`
zL-^s)%XkPs9K&h$bK!?WFWZ&y!=WdBNPb>9<J!0@{BX#`55aTchXWQQ9)jn>4~MPz
zA$UFzJQsdAeoy=mJQsdAs7}QX!SjLOx$wjBd(uB7KNo&DY{d`B&np+)?0gqot?Nt!
z$<Ku!4(OJ62%ZllKNo&Deoy=mJQsdArVJ7f!E@n<!&dwdJQsdAY-PL>JQsdArZm#e
z1<!>a4qF*_1<!>a4qF+o1kVSOp9?=6(=hQv@^j&b!&dx|{9O3quoXW9&j*s93qKrF
zNAW}Q^MT-b<&2vhJ0(9Cez@7a-Q|8iWYVq#&j*6%!VlLMemG=_AHolZUiJ^+heI#p
zA^dRYWj_~wIHu?s58;PHPyCSlT=?Oz&2d-w;n2%?3<b}HAC9y_{E+-y_~Ee4{vrHu
z=!qYap9?=6wh|A)bK!@BK0C)<;fF&{{17}BemHEUT}i!N_~Ee4d7|*ck<y7Dg6F~y
zhpqGv!E@n<!&cgr;Q3JST=?OjDHlHk&xIcjTk%8id?<J>{BZo9v@5}L;fEu27C!{f
zhmxNQKODa&{X^>Q!Vib7_#yRn;fEvL7eA!lF8pxVN<5_AF8pxVO1ly~7k)VC>SeqV
zJQsdAY^9$Io(n%5w$jf9&xeBN!VgCYMf?yv9}1oeKODa&@sRwya>2EEcH8e==h?y!
z$1`%g5`H*JLD{Z^9}c~Yhw#Ipm;FQd;n2%=CH!z)TQL3YXTJe`x_$%Uhr>4UT=?P8
z%XkPs9D3QVgdYyQ?B~J{M|o}f+c)3Z9=`BR@^j&b<M+f5!E@n<!&c%Ucs>$57k)U(
zgwwvYdF)8?bK!?WPyCSlT=?Oz6+a|D7k;?D@WUY!KLpQ(9}ZjbL-1Vq;jk4y1kZ&Z
zj?(LNpPBvkg6AW_bK!^M_rwpubK!@>R{Rh=9|@idKO7}wiHG31@WWv%eh8imKODB=
zhv2#J!}Wz94w?8NcrN^K*oq&5=fV$%t@t5$F8pwm<)vK-o{yy7F8px(p7<g4cHxJ^
zR{Rh=A4$Dk_~BSyka!553qKsT;)me*Nb2pv56ABbeh8imKU`n<;gBT`3O^ir>4)&c
zp_e!){BY={AHomEl1;WN;fF&{{E+-y_~Ee4dC6GtT=?Oz6+dMCT=?NwddhY+7CaYz
zIBX>zg6F~yhi&!`;fF&n=ZV4(*B5>`WD*a_&xIcjTZxC{=fV$%t;9p}bK!?$iBIAo
zc+ONT)@Fqtj^7hMq~0$4aM+3;lAjAd9Ltj8hv2#J!(l7!O7L9x;joo<C3r6Ua9pb;
z{ao-|_~EdXcnF>gKOD9)UJ0HHKODBwKcwC+{BSG@OaG91yYRzdEA2|^?ZOX-t+Xpy
zKNo&DmaL^+37!i-9JbP~1kZ&Z4qItgg6F~y$CA3VE5UQ&hr?FdmEgJX!(l7!O6u*x
z4~K2GE8&Oh3qKsPY*)e$hhD}*_~Fn?KZG9+y=+&)569MpjEC^Up(lO_o(n%5w%I>~
z9}c~2SHcg6p2S1y?ZOYowhZw@>g~c0hpqS_^>*Qh!&c%Ucs`N+aKaDQ7k)To**}CI
z4n6Th@Lc%euoXW9&xIe3tu8rU2|pZq;)mqt!Vib7^bg6;g&z)EX;+e;3qKrNcBEa&
zemLQW!&c%U^>*Qh!&c%U`ML1J^@Se}nfM`iF8pxViXVdK!Vib7_#t>M{BUf8l6EC{
zF8pxV%D5|dJ`p?@emH(l{17}BemJ&ni64UJ!Vib7_#t>ck$SuE!|{9KhvetN57!rd
zIAqeU1kZ&Z4qItgiRY~pJCz4;{(hEMxBbJ+W=G6flm9`+cHrsz<TzK)R`!&&{T9=<
zj2g^eifq7Q>a>iG(Do8f=}lPO;`>!u+fP$ul#8crIR`(>nf|AG$Y%G~Rawi~r)8v#
zjM-H-V9r%#Z7yGA!1VOqc+SwXTszH6*JSN{z_cy9WSCn_%cy8Ej#pXBiL0#5rHYL7
zxA+F>Oygjm(t~t{o9jc?_F7fFww7OH&<m93cDO~68qc&IyI<&+Ro2ekRasl-oR-lJ
z;$4t2MpV7Fk78N|qdQ|=l?@put84<E7a2<l<=b~)z-F)HAN7tsX5OKT792BY&F#0}
zZm&a+U$7ZFJ;&SadE}ADZid!odv5o}BMv@tGbo1mmhG>d-?9B`ciMTf6LHw3yVL8)
zxkuyI_PWE@?$UYf&YkWqom~by{QqnG&1O67FlWtoA3N`uV;3K@;NUrHb|H-*kDjyU
z%U}Mw-FKO@=1M8wan73muikLGw;Z$Jy_@~v#kSjL&jknXb?o8%J^KOc>(frT0^|>`
G|9=1gfIIvE

literal 0
HcmV?d00001

diff --git a/范例/HW11/HW11.pdf b/范例/HW11/HW11.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..b3e7a1cd015fdc97e82c7430d36b5d285b4b9ead
GIT binary patch
literal 406939
zcmb5U1yo$iwl0iAaCdiy#yz;ZyEpDMF2P-bYjAgW2=1=I6Wj?NG>`0k?z`unegE;s
z-(!tlC39BIS@q3t*6P(%%Hont0A>y(s-4}L1tfR?fQOWo)X~%iNkD)_-r50Z;$rO$
zG$#eH$dhuga`CeBvM7-P*jQO4NZGmBI5=4pN!b7_>hFCV9GpBX(xiH%T-;owoZJ8d
zAt5B7gZZDKNdNtV1n=nrwD@}_051|e>%Tq#F4DhBqz?bp24Lgh{zn@-C+|PnI63~Q
z%gy%BHXdH~f9UeE{c}8CF2H}vvGD*{|Ix<F`H%6~**Q7>Q;wa3_aC;f^Kx+hha4LR
z7x#b8%f`XO^$$5tcCP=lnVpM+^*?plxj6snFYBM(`M>K7axt;C1G*r=zi+nM`#zHb
z*tuC$9UVcW0Koecq^c}34i=8@mG^!4QxVq_U;~J9v2#j@@rZMAi->WE@=Az`v9fV-
za7w(Rf>nf5=>IKYz@qE|bpH!799-`xfp-O&xPbmf1uGIf6_tdNBoh38Vdfnv?C&Q3
z7bYdG?La^m7D+o35KtUw=4cLNks;+_<z<lvI#`0NNI7_TSky?lSy_dITtO~C6MH0h
zt1VMwV`CFzV{Gt*su)BFL^#skUYHO@L_%0xTr5I7ToIS^j;e)pah=1)DQ2wB-x-11
ziW)m4kdV86sp0l&>rLs{?APpP773=WBmVPFmF5-F>7~+nmC~TyWouq1GcUsU@}^CB
z4wRK|leSj|l-JhDh0=|}CZ#(~&kCZOFlo;S24owZJs&ZD*z|T3$W4(nG4h#R|57x5
zT0|6ckCaK|MRn*$%b<*3RG?k+Q`R`3Bb&&X=RLFZQAado9886SfZ170#0jipU{E6}
z$YZ&cEZ=|Exxy4tO2>KX54Q9Yjjcem#clwlWxK1=sS#P^U1NSWn4!iJsfM8k(@pS!
zW@cjnfd|*iNlC%dvM$W?k>&*kswj66_P?)<97{M{@KUmta55Y`fnESKbV{<ZHxw10
zaVBmbq9hp=QiP(2NILlkOmH$R92AgQNHP<jF&8{MeS3&Ii1bPftp-XrxGo_Ovd=s=
zpn^;&65LIKopsv{rc?t42FdAK6|BLMUEahBw$xTE%y(EcOkg+^d<7R9ur>SCR~JAh
zb&4~<7-oQ|gSdcu!1`v6X)bM<J=~T^M%AC?+;J;(NM(osX~9+m$Td&z`&>^OcuK>#
zpUPHeof+s0HrNgZ4g+@5k0OHv|IRo6+Vp=h&)+cq7o8~pK_=!VAd`1I{{fULi=v4=
z&{aS{NQgz*#1bfPVhXf-ud*n**}Lko{s{>daTc}rSP&9=C$qm~T;Fxy<MCZr-OCBc
zBKAI-oulP{Gu?X({5MoZ92^`$?;33Hk@>D6=I8(dI{ek}_Yh((j!vSEo_c>&xZf2y
zSUC+?q+A@`oZjaad!HQWZfyosl@fh7MBT;2!PUvc1?XVr^=^v-(A?VOAG*qa`v1i4
z-{Y$ST^-$A%z%GPVEfAiRY%Z!*pRaRZT%mo|K0RIX8u_!z4z%w{&HVKRpxI|5i^jr
zqXWx(o!0)HGC+=e4j?xsdpjmJRyKgElZ&;3B@@U**wWF_(hg|(#|2krGe>*6cT+_j
zUCe<le>ur&z@iE?1L*;HIGNvxjf?HwFm`5ccCL4_;biAv=H%gdZ{px&W@qPOGhk73
zGX?!w<@YpX`!6&8tmyl0{8wW6+pm9ZuY@N^O6`w-f6TXYvNB=)GyGqE|5XLNSKqmr
zRQ25`$@jf@7yEPjW5nNZ_)}wlul>n@e}t4xK<`xJ@HaqQ9L>~#AU&4%e958?^aQcU
z*uO8I=-)T7zi%=IEZRz@Ht#O}(fRkK{bR<z%oGzL1u(O+n7zZ0`JJTx+m%1I{kP0t
z691$B&!+yX|9>IDf6*T|H_v|)pJ#TprkoO{2<pY4-WQG?mRU%vv+5duA2lyHAy1y(
zKqppoQgaa;g_mc|DOUc*&H=XGlE#J2ZTaq=ikdAn+*s0G`(~#juQ#s`6vDAqF4DvX
zk3+XP9}|z!?S2A`>4faKLWKBq5KU|-W?Xqf7`WJi`ksGW-jKjqev&mh*}hv1Zps}v
zw*9sbu%Y8F=z>pLQWcHX;b+AJc%Ki!sZQ3%BH2nX{buYK)O@SYVPbUxZ+M268iAvc
zSHkpWy`uL_OYrPd3q7~LZF%;qdFXS&mJKv!8X?q{yJp`1V0X3k(9FN>BPXOi&+L+4
zOzG9Lm-4}I1jaky#{JBfgDdd?T@pm>dhDyz*zJeHJ4{E#tz3Fp{4~-jG;`v+B0*{e
z!j^X`7Z6TsJ~$$9x|)1w-Qb7FHFa9>wsHFL^1!{p02UE}){N4Oy)qnzWPxabP1~p2
z5*thK1-F_!d9G@l*wAsjX1sb6?GcVz=L=FoHGyAhuR$t>(z2SnI`3=#_x851zNgyC
zuTTlv3eJ39mQVwOLxX7$S?)rQP!ewJm^4mM6YxtFx>~tQIL(zp<uo>R5R_??Y?qo#
zLWS2B(c4`rmy3zIx`Af2EymTJRhD!%GY~}nOtr$!WY`zRPKJ_|7c@G~5k+H8vX0)q
z1cWWU#`21p5q<R_gw9Wjk=ZRDc)7+is;RU}7x4x{@rrxBL|HIZHI_NV^7cDUNk8*I
z?Ak{dH^wa<C?O>u#6aK4p0DUL50@zqIh%9aHgSO_x)t@AnA!Igr6XUoM7)8rYx%KE
zPTvCN1q;dA-3hJ~>zJm!b};i5ag!P)`NGoL9wE$?A(Y142jyy__lB9dMY%<;<M@=r
zPs-Ocw|_l~3Lb8wlVk{L{0v-E$%-K^i$9^Nb@#Hn_8@p+^z<7wI<K^}iCtOWoV+68
zn+Wq8-DT#SSQezsj&?)yobf*1s|D~W7^$UsP*<ct6^ij6xNIX&o#0YW0I|!>DaWCS
z#4p|8GA>CGTeBni2{K}S?|+d2``=Q-Us3<BfD$!v1^x+t76lDS4P6}uWp%Z8zGYH0
zadC0<5OuUOe<x#Cv-hN8;sE+1=c)%_|BF%$SR@?Y4<YaT$0B3?PQKP4FDB{#%Upkw
z#5>tKYB*T`IjOvJ%ijm7zmmtFasEC2|8)I7<C~rR-wrmO*?y`Dj=`*m-8T#_XUJHn
zv`y%unS2U6bttjtupxtW(iGx>#J?U8+>bjHY$%;xUUJSyk>i)dfVYGFTHK@f)XO%7
zgfRnSGR8=tH7J0k?8Nce52O2jn0%a-8y*p(40pJwpioC49z_R>EFVq|C!7!##lVFU
zv#fZt^VcWybDUdaYHVoW7-o~uTvFXk0W5ZbogN*@%0ky&Cdu%#U7+)=nT;eeyd(o9
zj|m@K)M#!ZR{UEsIPM({aYBXl*j>mSel6M~9pQnDZw~E_iVVl#&Gu91GAUEy;8q%3
z%h6D_aHMfIdV0Q$DHLy@fK*aW-#~>JE5&CQ>SXrf?6J6B!Av3+M<F^i@rl~p!QX;(
z3M=T*V`Zh7(sI?nsdHKW`GfFN*$JN1>h?+9oa`I3;idjZ=A<PU=5<Th&a$7+FuEEe
zZ~rSk{_RQVKk=dD1a$ZdA*w)2H#-xT{{<d@<>3Fn@c8@C{lCKFPuKq&9{-d6{nREL
zf>}|!Zm@((!r?xWa-fS=sA}xYhG*VG#&jzt;0F`BjBc-N+0Rp^1VLFWv-5X)j%l5n
zojynIJDRZCrl+5FBh?Yy_ko=nFFeajTllcQlKW;>6E_M(t%PqvtuJ?yRobS09hut1
zM7Fy(4oALdc;VEB>)x(gJ+vXZ^8OgNT?hRUki&`8_}#R?Qn2TUsg4kMvpoFj&o^0k
z5P#*28z?gv6a@$l-7G_bI_LhpBw&bCnY*)O{{4JOh(_ZOPO|?>gV<v-4LMzENFZBo
zi&Pg~mxEGN(<_5%j<3jB?968#g4~4en~8E8g={n%ZgP<tdYY)2G8QJK1zpxn!;;%-
zl)kKs%ATsOcqr-KbQbFGOxm)W#3-GJ^)Q6ECiukAGLUG6n9q-j2uhrZtg!xk>9)9U
z2mN(zY{{Oz=<(#_89i~QZNlo>qV!}MDilMZe)v%wou!fN&!{_fKLU1>iyuz}v)=-p
zag*RLNy@0sz5X{ivH#o2@c%o1v$1k<vj2MqKkxSPBpOQL*5CAdcs1Nqcy?hjU}~wY
z`)qCkJN6w54!x2|SR0D91(HGzbs`L$|HJoC^D{<IaCH6;=~QEFOAGBSc(_^e5L`MS
z8a!;8%x_6D-x4EVVFGo6?%w>Dw5}n%4qmqoAA1g;DH>*u*E%{nP8Q2u6~CM?V3LLC
zRbgeqZMI#<!Oxs#h9ygZ9Wv`UPuOo~|E?4YaTTRC>fB#mlH+=-`2|U~m=*F%|8hRd
zvF-T$ca5K1L?21M{Ddkc4|4-7>TiUdq|`0<k&53v)(+jMmGmJ$-8a@ec9CRv<q$%D
znX>FOI(C{Y!FQt5V(gF*OFTwlL2}o6jy-;FjwloYroctp4x-oVZ%|*L$_)kJVtPdS
z40h8J5N0v^%7#19z4lkeL<OASh}_|!Z7>Y(ML)oMtQ3$*JceI%kAL&?8R{;6{u#Hn
zb6R?aHNF=W#XDhfD$7ECVotfJMP8&(lU`}N<jP`{d{XmGyWY7^fq>yald<~;^`<6M
z?P!~qnMa8zjuxXXjPHJdY<FR&C%LDq$Aeed$gsCvLr&~wnTc0V*nR_y`cE|YRT?Ax
zd|OU~XlA{l+AjuG9+MZ$HC0vVg(OG1MI`A4`m39<s&SF2JKhfs<~>u2O{*&L0TUJb
zQ4-!#^~@dI4o#-zvVP~ou|ot`#E-uWoxfK>No0SSO;8e6s*|kto;C#9r%mc+RWMqJ
zR<LPAy1UN|H*O}e^q9^OHZ>(O-PKKWr?Jd4EMFo;+G3laM$Of4qAQ>kNXtV`2?Srw
ziKEujtFRnIoB~QJ2Umu;2hGSCaxlUN9fwGUq+~_Q)lZUdk{`!`<Ce*K`Z}8nbyl?v
z9F1B!sdG!&H5M^36}Py474z}8pKJC(Oog3N7VSguGLsJVcy$=Yr!yCz(+fxk`(AV5
za{&J4ctAab^g}$ZnSb#%+*1OZWQekod(x-yPpw9$Qf^rxMrUAWFlVseye*)w;QdvQ
zN5R&>zXS{g2n95L%(`lQ=6_x5t*VpPf#m7TH0ebPu<f-P#Bej3_M8dl_Qrry5>)y%
zC=p-_HUZuO-Z-mus0Q0m>3iz8?yDRB<2t{&wxG>n0?)AZBcb&|H`!*+!Y0{f61(9|
zUI&JFEf^41@Kiugux;j81!l6Xbhr@tyU0|3aNy5~N-%CnJID^P<?oaATw2rGd#c`(
zMU~6N$mtXMl?F#&ZS_5GJtA|+I#Q0r<i*V>CR*CD>&}vD{Fs}!wP$VxrMa_dhxs6R
zcjv$^JZbW7vpOMG1J)dwKU5*+?Sz6Sy8>KU#7>p_rAcjCpblUb!FTB`Hb<%m@SaM+
z!dZ)8fze{Tg2{6O6yCH&BT^Ri+q*{(JWqmg{_%x>ifv9mhi0amoa-`tpqvm{EvSMj
zNtOR=?HcgALE<Rkx8sB)ItZ#28dU@~&SFdsWkX2KZTZ;Ti`VVYo(@bodeMi=JMGO@
z>P*CX(Id+{_067k)lMi!$7tPrrCOG^Yo85s7fyl3%Mo*&2(=pmrtVxU4w}_ZnJPx?
zC$^G)Q)RVycbtVi7K<w}PnkMK0}(<DMcfCs!-$XzQnv@6-^#P!=<vFI29I*wxarFH
z%@{8vSKQsW+1FA4nj3=A`B->nkMKI?Uc;WfvOc7R+eGsugaCSC@yeF?Bb2aP$AjB*
zve$Lq0Z%9X30%C_a<omj<KH|5mcXqXG{4J;9-5+$wn+1hR=@wpwM+^`wSomfU_%Oj
z`Pjcn_G*lbb*6zGJJ}E|1WeF|6!x$(#RUf%r>dF%CC7?!ZVC(0ITC$tSx<~fz|xRD
z^rUiz3t`sqZ9z8nTOnh=+?j?Ao7EID<sYCTzQaN(`giZ0PS4>d^V?4(Ub-=HBU0>2
z3?^4qsuY(fmdb9>==k7ex-Z<aVLBIIRi;zo&ouOnojE=0Wq5^!vWZtK7s(966WNm`
z9`P+nmt)$nY$ffmU4eGkrh>G*V#D5So1!?b*vI5*0+fk|9upB^5eH&}?1_Rqya#xY
zj_Df6Yj*+ef=6B`-dn*r4|#`z-_3{-Q((pR`;@&{)&DMnmwO4@5Tl)OyC*F{3GU~_
zNI}xz0Ur3nh|<5AAy4iJ!NS=lK~k~Bxl5HoQuTJ|BcnX`Ni3(httQ>;b}l>iSby3^
zrfyj40ms?J<Hti*A)2${|2E0&vyA-aLV*r~ebjJIaqV`^Qac^%Iq@BMB!)OZnAXbv
z&Rom8?N$NVK~vP}dLZ&p=}^>t?7xlV&Ua*ZxOFltSledgkt-a4bafDe&(bz+yXDbM
zyL(IBWnH`MxG_FR)BW7#c_GWPRyXhS5gs?*dn_j47o5|zW}Sr#<)^r2XqS#8fpIu5
zjvl&n^|=UQyg3G`+k(%AR9BSp?qluqa3QxH**VC^3cTHPg-Y<p=e*s5h1{XH6RuDD
zc&}?{e*V*Kw`&tRo5gsq*PnZMN{tBSwf1iHTx0GJZ{K44ZKZz`LXi1sC>o{AU5+1n
zj1403z8Z#zJ!z>pN`K-hbtIZ2K|bb3gFB8tKz#jCU8Os7bP(}27*P{`dl~yPOfcO8
zZ|g>1@e_05CBYm@+|f+vtr*2q*k^yr(%;D#YM*#Zzh(pco%evt*U>R=F4Dhiv;8TH
z;tyB>w`RPr>GHlbrC)=sq(70+k>1gc3cxquNJ}jSm%%ojDHlXZ%{M@15br^`EOSO$
zd`}eR2(6Myrw1Rjb;)jspwOS-bFQAzStuu3ao?L7bfd0WaQYH<s;+;UupMNJK)hDc
zM7yvjc1X4_3L(q%eUtX?_{9xS6P@5sb%XX5d&L&*D`3S_Q3Tkg>Rj^WgJl8dT&9CY
zW@c7NGe@r8LLOzwP(d6_aXTlLZ4?<Vnu130mxUdLh0mM54hv1<wh9&W*i34AdYL6D
z^crl-9Mzn2>Nj-z8|o<o8D*yJo@$c`R+2&Nu@#xXADWe!x5rpRkKzJ_oZ|u;xx&P1
zx<qv99AegjcOmi3Y*!y!16%pk8j#BDbU|S*2Z9Q@o(sR$OVQ)h*CH)i8R#q-QzQv?
zH2HNbdyc0L3)D66QAV}a<}-5+<iGGMZ2p>)UAn9N&38WXF$d=5<%Y(LIcs3o&C`#$
zQ-QyA<M394?@L7q-&tV9fWz+64<{&l_s)U}p)^R|sF4G8L9WgUdYj<&@^bf5o5p8*
z<XVG9Tdu4qd?Nb(77z!%+an?Pi-g9K#e#a)f&2PW#R7@0)zY~~u7O8N!K%81a~mOi
zomitRZ$^kI@{&DPCEY`ZFY~A;*Pg9==Lk?MIYO=;y30MQ;2We>4j*)^I(+uMu&`^H
zVfc<l?xR(U_vw#;1xd*gnU}dwPiKlv2(edugg~H5)`_~GLl<mKnT(nNeP-~QeZ}Uf
zN=n&O7|fcOP-iudohuX;mg6u?xmBit8i$74kf};7KQ5v-7XQ=Gt_D#l@y=t>$xc+2
z!eddFOOq@^%kKGWs7R;a54B+MEDMizjd;N_)8w;0uyH;@QM6dIB+Reg%7cRrHc%ac
zX6jCYJc=AK5`9*!W?$$mo8t2UoyjExp#~tZ4zO-8z4-jb7%(>1`$BE0+iwwg@k@h?
z#6*)LNegEBFd!c*+C6+uQRhV>Sz1AT8FrV~TjSSTCx8SU+Pqo%B|HJJNjb(bvY`s_
z<%ebnhFbH1>x`Bj26$`|-xX-8J*CeW=-N@)Rx*1kR}w9S?`Y(=a=Xlbsk_QS)p&OK
zl!^bl#?e~Pa7~a)ri<F>iDbmc8`_97=~JJ-ncCYO?4-L7P1?lfqu~*t^Q>F`TMX1D
zzbUr&X_t1afp+JwIMWwsy3`RDPhO=1d6_<pr*F?p>OX&S^?bX9AU{<A+MME*Ljyfm
z0#4*}<2`aKN@@u{9ZrnTe~7OwE0GrTJSi?!)bl^BR*3cUlOy;!Pi59BLa_n&`boT}
zX*9ii_H6dvrO$+Vp6n>Y09QFBQPREItkJ9#5?&FS60r~m0(Sj;;<yKK8=PF!iSoJl
zJ4N3mbaPIZIOd=a3>}m;#V|Ee>psV=KD4Mes-sZQ`b{koeFX;D9E>*D5sY+fKCyxT
zic<oIMo7XprZ?SH-907PNm#~2pxz90TFjx3jJ4aM`f}>hB9>wWf+h`hdHrHl1xRjp
zFD{H+s<5_QTPEMKBw{6xOiUXqZS03KXLTQL2^%7ZaWXs9qN96xH~kaCh<X=x!>^zL
z#Je4)Mg!g27SSYwd|+6JA0~pP8Y3rFni@9JcM%P<OE@uK8PB0&OQgUvKVIZ^_ORYP
zu(D;aJ^pX8$nJVXc41BM3g^}WmM_J9leQJ}Sml`@4d7JONoMAWOmnj+-t)pYB3TkR
zLp8a50(#$pUHCP>&LDSgIvjc}THM3hggsShHvd6oq&XAG847Q>(JtwB$w16@BRoyg
zhVD^5A>)$peE!H(_7iG|j~4(P&X9rMs#}^r$y*!8AqwE+&i0VHBTi)DTu0Jbenudf
z@;?opVNXC2Ut#*}E0%mDC6)|2Mw2)qJcY<t>-y+?oUuP7C|U($2WAH=@SzSR9d@Yl
z>`<fX%oUgO=3$Nhh|dhUyfJQoC+VmZSMG-IToVa}SR~ae()~-=>V;+fE2DEvzB~4M
zEmC7T<@Hw@q?b?~AqzhlpAa4P4CVfpT+|`FYHDxg#>_d#>A4zFb`VohCGRdkb?s2v
zy0-i>XueABD`522Oa7CHpF~P+yLg!?)p!41>|SOt!y6m74-TxCTCG3bJMqor4PhpI
zmTD<r=v8NSq-7PgtS|ez<Y}#`ywAssj7o{+UxDdKyZU6wmq8%kadeqRS;@GxxzQh$
z-+!h+X6(zt4A>qd7g9zSGR}!m^0XL7LCCT``y)bH6Qa5FhHp%(h^cLSh6ALCe8Htq
z=mPgd0UN^P_yLwRmagtFD|b(rl+A0_fq^BRh4`&<Za*WPP_Zk?RiEUBY-d0o4}FdH
z4w}ibZS^@k;Ad~{ce1ZAFW^7(ee<rI{Ci;<P^?gFx0jm03nMUmGFo)k^F+c;!S<8~
zezfrWB@dnBaj7b!jkC9$`L)2>$FFi!th2ync|!l>`wrF1MVhfn289B-1=Yop)QIwp
zxWx~LyO}FgFIW~otwejjAN<oMboI=Xf%CP`L<&-)C5OSUNvUnaIFpP(lgF^9f-?2#
zG<Mxztc3|&!i#2S)N6w>uJSP^Ew}^n+7xa6GFzsE`@$g+C*{&Y(u;jV)O%vmv*=t0
zyRSU}l1s~F6^lEz5Z}eUQ;F1zB(WVQdf)Ao{tua;AnGr9GBo_0VT5MrQu6NTxVR8v
z(AwnAmMV%Y<42+GFTYYuM`cGwW}+j~b`Sf1iNN|MD%B(*klTZb^Yh#67inXBco9SK
z3d@>M^RFbDhr_7(CNTC%<t!x%ME5gwC&Z<^UepVMQpn2&b>~*64%Zi$IFn23T{sjN
z)KY3wfh9OfIgdZb9EYZPEp6Zz%3AV&Zj3IDGptj8`B*F+o8z-Se@e5o8a#1`Y2bMU
zOf%5c_~by|R9D0XaN~lpUjCMwa#=PLLBCJDS|rZ9>JSv1Z0v#VMm1a785tJoebbJM
zcyNFVeZtLv9{XWbJ#zLl%rTwTv<UrSg*+whIr*9bhrIf941lz;psPMRDe(i5_{hYV
zTcnG4+%=TXY=X$SdNm{-ViI5^Hc>8u8lzkO7P3Gp@YaQH$dertqMvuSfR!zWQWrZX
zJ;pyK_meNH94g(IlH|Y-ma&g>B>30HAV}Uu>RI$&LXVIz@^M<3V)9Zg^O)<X#08jU
zMO{HU<e@@D3Ets)ae3q#$m0@0{OF+CkJD$KF~9)bazBw%8?Ef}gK^xE^~9n&!xFuT
z<lsY&>U3wbU1);jIR1)CxoHI&`gI|}_NQxe3A;5n9FDsgf72+R$1cn0bL8eS=Qm#V
z8lhTB%&sv4)RS*g>5epuhr%cR=Q693usB*s2=`TaZK6Dbu>tGgMo_*;KZ$xjf@goH
z$abq$Y3s<fBCh6TK{ptPAustNb&I`_W4gvxfD_@q?|90+WpTk0*nq=V<FvuUT&F`#
zSP0ENBh7EkW^tquwngckJGUh6!S)260PDKs+xu9DajQD%wchI+^3*8*T7%){qy3Z4
zwu5EBr}htZwU#`yS+J0M2R}?x*qCVO6xif3;&f+`(c}l$K<swo{p9WS3xEZW2lodP
zhMl4*^h>JThiR~2o*90i)?8Z0O+3AKLwrqWC&2YfEQ_;-jodOBmP@o`A1LJ&Rt>BB
z)!KY3S>J)5G`wO|GYC0si`YHUq=maSq0A&^KPebL=N)#BHf4G1miMw_%c!zX?|Ls9
zOWe>H=Miz%b)&Ln&NOW|9FSkuVDde#B|D+TM7(7+r!HSM1P~?7YFOtS9DFahOUjw1
zTS3#Tu6wU)y=wDmL$O#~)4Xjz8Xv1KGQ)bnyeW1@9t#bN9b?FT-Yy-$2bc=ObW3&#
zWG`JW`fwrY^83?a|ExT57djdHsn1sFy?NTB<}=r?CjZ?|eH`B&bds%oiqwZjU*0)x
z+}F<@Z-MzpjH^3Y(O833SIs}eWEk&>EZ#no5z&6UoZ_~-%!iauW3m?Ovp<4euw}5A
zKfTBBU8+6{pzQ2dNCp*#tQ(A0ms4`v<^0T(<Q9v6P6@m?NoLoWRsTGn$tF8qKKZHY
z;v#qB*MiR{Cn@_;?6(8%r9&YbEyC@`P9fzV$@Ly7xs@}~s<hPh<5@0IK4!X*5v`Dk
zzBqX}br5yfb??8me24n<pjuoI=vv<z4>N6o&l!()eqYee8|EE}TvtTOchT$)DjJ2l
z{@{#)GYfYF_U$Pav3;!sm!1c^FjcmRK*iO$ilyY<lHb&zehZiS#QA`y3xNFQ&IaXZ
zRW{ELFX&sgEQZYwLS}9z>t?bvw@@z03aqK8EkYGn;ZY<b6BjM|+|rLqSHxs?-&}1i
zc1dE*zbtuI9IHw+=RnH-O>--3Wpgf!kN?KXn6^6Ts<pVdn~Ou;f?x?jOpK{z&Uve+
zIh|hW!z^|Ilu8Sx6~o*qmarWAo^h=3Ize&V+0JlEFt-Dlck8z((aD2NWKvhTu^RL{
zv!(8V6GIB`&?9Wk7dD11*;_tTXh=)OukwrU#0UD82+zSxt+oV1rCCC{;oZ}3RRNDM
z)wpHe!LzEYqP*!3q-Jd|r&93}+ufTG;yg~fV@hZMRgI;@dCF}Ty9Js9MGUl==xs7p
z_uY9C-PmpP_)4ib!^JoWFNCK;X$qMRHA~Fma5xmK7u7GD)(T_*t>@vN>1D|@1d!%x
z^&c~-p4#iSs-{lk1XJZ(Q_IqJzAF}(6qt#tj_6O!I%8W?^5tl~`ZN#)&67z>!6(?Z
ze^~9q@<5t%BF--n2+IDD%;W*oKWE-(PCD-Pq8#defgz8*7yD4FzdYeO{05K7E6O2>
zSykjB(Nu!&M*RMl3b8MUzzBDAH*mj1D?raBo4P4Uu`pV5JpMkF3c9WrOaodgT#S=?
z6yc8;v};$hQBS<)*rYAK3i_Kdo{q=^S87ey%q7eO^k`|@0~jE`MmF@l16y`Gqiayv
zeN502IF$ycMzJ+Ky;nakmI^GAI!6t?5)PA{)p3R%Kd|pE_K;B;6Pu&>Kp(Tlp;AF1
zI(4vcN$ZpK*fooR3fA?lS6Ah7i=j_n5yVIASUR&y+RI>A2?^bpacrLgLeO<1q;Sd4
z5P@{(?mZX&NNgWzXhb68BU-tOJw?^<(usu$g;RLy6g7EWLSQ(?IgPH^A~A5)N~?)`
zJTNwhK|)L{^gB+@tnxU&4QSC>JK`PtsG$+~r_|{YM381AB*h;FJ_~YS4hTbwi51^R
zj{WAr3DZ>^lE8AY_}CYMPpyxn?$k3}ZW(E(wgdtXxpl&upVs1iED<j;rw*?@>Z~jB
zyeEo&Ng|+mz7M0{)MX`HEXme7eh4BFEHt6#yz|Ys?epWFQRh_9s8wD}0>ZzY92)Z5
zpDZ=b&tp?2!;&_14#}l5jmG*<JKKL8hkkC8b*Q;lsotu(2+_5NE4dW^V6{(#TgeQ@
z!MNsDM=H#43Bc)m-oX9x>M(xbuvj<N9ZX=ce}RZi+c>cqjc~h4hV!&S-RxY}aUWA3
zHZh1_gZeCE9gVkk{3RXQ@=QqaTWIeJ=OkEGo@s3H)>&h9pDgcQ@_pGjt_Pgzk44P=
zr^1iF9|cd?J<Kn89@hnocoBONRUMjR#EGlP<U-%t3hvTvQ>GTrw3K&OB8wia(rKld
zGRmT9#U}!$@s=c-g2c-(h-lWt8zxYZ*w;ps<MOA(4ZOq$0yhRQ@hV;tvWdrzpn1`a
z0N*0e@he<n@coi_n3sw!Z5rqcIAb90aQQ2$_2tn@G+4FNl~7BIMy{rllE<+Wq0S#i
zf`oQS)s$`Vyc<akhi`*o(CFaC(XE2mM0yZN_cNQ{j{Tj&iv3j`&_5i{FRPYku&!&1
za;G<aUHUi^Pp6Sqq#si(Z4LhkVgfE;dDk3o%38v!`DxhI;?_`G(5nxLDfWwm#N0uq
zx*p&C@x7JXcX#097>?Th-6nyz<60Xl(f!uJeafW1Z(pW{(C-rEoPupI37?@)y4k@e
zW7JVYc<=+A)}gvpcXNhI5)9SY_^KjdaoL>6WDW7C;lS2#s=f^6YtNkSTWx_b#&EOU
zp;%>J_u1c;ALsB3D8&74q2K|FN4ccm*>ML$2v6!NQ{AnIoe5oygKl}3XW`alVrifR
zNA!PapDI6xWAX}h$W7z2OtIvhIwifNsit0jJtTh7vQg@(5OTdPQ@uiSyFNxOXqdOQ
ziEgsA&TwvIDhnnmP*W;1t_4{c;2$7)4;(c*^A^zdjI|8FBs6a>%gEfqC512z{&bGW
zE2#@_<9A9f_=P*?PyqSJgyp3A9D@25*#p^x8?Lr+*&hC^_&E2BooS1+omOb6Wp&us
zHO{R0l*|cle&I6RK$Hy{!JWUsP|^KnXXOK(>yvzaWx-_z5Mw|ccmLL&*0+>HwRb-S
zaIZf*gjA=GSB<qT+G+_RONfs{$+f%vML-)ts~>8=$L<C%CGxmD#<F?CYzVBqqd&2{
zq6Zva?p2C+`=-$PgdO3cr4bdzBh2cCX|h&F=fjiM2m`u4qwlUULtDEhdB9Sgx-^Wq
z7YH>>zKUZO$1<0McB#mnK)FJvZBf{fG)}BOE0i(?CIIR9<<2E?NuavmJt2P*gB2es
z=BtX6T(?OgrAguEzVH?X+}cBqb3Gsasx2tZ!qKfVdcpmP{{11q1MJ?vFl@mX2Q|t(
z;a1=~u-7)gL&v<g>Yn>~3H%7R5$!9w6UKMs-tK@}NaA9njR0p18-U}(r@45=U-bPO
z=FxkT9nyMGtv*9SXlUVJ;oy!CTd;Z1IdDjKXd6CSdx3Bleo!WbxaFRE611*J#=PGZ
zdnJ3t0!qQA1MT$8MT+>zw=XelNmy-kRx!lCZ0w&#sd*MEoWiM)*z58~;NztX*IdQ+
zHcIffQ;kYYu@D{Rfbxe@NA%qbPsvu)lKEIHOoMI1<h-|E)!PQ)zQ+fA1+#lCnb8ov
zZ2#Et7W7<&OYn)n<r2mh?<Z341NhOSoc>C?`HDgKuj+uWu)ZID!reSK{yuw(JYDg<
z@B$6^tQBh${ScLEn?+*=g&+|1by(G$q;2_g0KUBvPZ-8%!idQ42O#Ect_e*E3x;>u
zz3_(kETY0$lir5TYKiH7x;GO0iuj5HF>FVPaYyhGjIB~^ifna}@pkYKoCVSlvJ0Vi
z*H)X2xF3~~(gvI@EkrY{SI*<=?O7Cs-0n^27CGsRag#7nGg?X|@WU^(@7wLG%VwBA
z;}}G_!-SdA8i`EubkzODKD&v&U&{Vs%Kndb$l4*Nch>9KH|6dE(@3RSDcs2qy`2rr
zROO5G_~pp$rf9}=##qLJ#suF#1i1EYloA%a%t>C{BeypiL|c1${Wjtx<1P9^EKAnv
zL#Uh0uz{_6le=QLY*@(oRU#{ze$s1A^rx3=<vkBetyQh7nH7=NsGzvDLeC+w`Xj`5
ztlrZA46s}07={6Cd<%CIrcvaz<<*uoVWQLYrj(Y<V%h`)ppoOYq+w^ynFoQ_xqDbn
zQM*Nt8QMzg-Ck#N(-GOCqtK6Ur=LSQw0L?W3BQXYJCVckBm{?ef4ic-T$^qPCk$8N
z(mS+rWppy8s+7_=5Q{6-{tg)?7)OrDy6xiI8y!=BStFt`0qz081wjlU0PTc086~pf
z6s6fK&@0-@6d=;e*Q?pP8z2a#^i^eo(-fur)vds57F^|-d@`swKqKHTz&?Nm4EdH3
z_`?f?|Hd~+e&g|`5}{Z!MM6c<s1{^n@pSm|Kt=@hi2H5xcw=$dZ1|OPbYl9>=-fy&
z@}wT@X&Ws9)&?TNJ|Ad|&~31LYr84B7{%erTE|S<I(r`h2E!2mj$|whi8~7x>Sjrb
zCQMLNc=mzZQrKmPqd^b+1`Gkb6$}Ra^gTAdYHkMr1Y^Q$;A>HK^ZmR0ad+{CJ;MMw
zCNY-pMeI1@1uVs|<4uBL_H7E6(EZ?<tzAR-Jc8fe0lq(JmMlp|I|f33bg*`q@}FO?
z>zJ9OgQRXTRoDt{M@^#g=HcjL-@n4>g4`u%sSA;)8lK6+$-^m{UdSzaupUW+@~_3C
z$Tt)?qRI)eTnn%g{ZE6%zjMgi(w7yn$<m8tRFTdt%8p4sUIuh~=lQ!e7aBX=X(hD`
zhV}U*10QO=9|lj{Xj+98pIbvW$1&w@@t&1=ON3~GTJXn&Ufe58vw4Y<wTif-KohvB
ziE>+JVowgj%?*}i#d6%(bgQ>J#PBy<RcjRn_<UsLC;H7kG7cknYw}Hzm9G2??uXD?
z0zr5q5t^vy<_@qbadXUHL7BwY`3~_$_<HM*AkR@eH<2Oyd(tqv2oreI^dQ`lKgA5=
zj-WA8%Hg5CSp)MvEW+|v@hl#v5!CUT503DcaAwd)yKT+vei&jzjMV)Y=&N|ox%1-_
zLklt(t@_mJj2QH(AFw7uqJW~stjf|z_jJ1XM(Ur2zU;)Fh;c|d9*%DHPi8uw@+kC)
z@ZI3XtNb#O;QY=y_bl#g1NY!X91>>y_U$GS)+Lc0H2z~CFSriyg}Ss`yjdS*t&OH#
zzN*FjvR&^hiW8g@?oVouOP?5MM*oPi*av|@Zz0lar|28}I#!McEkq-z)Ud6t^b8bK
zEDBDaw7g5Oj!TpnKTTF-=0}|6BeU3exb`nsegYRdy)$6HMQl$4RED!zE!rV+N&^n*
z(vRS&JAxu>j0+gjkD{DJ{MFInAHuB3wQC&;BaLglKc{goK6pBp%itrnVcD#G0hF4<
zO&RC8f@y&}!1y9Nk$@$!ATrxj)WFTazGT>GxQ%K06EH4<y`cU?h~j}9#<7lh#-H$w
zJ!q8?;4pTTAUiU5blLpTu@dU>o2X&L401S_@!DsFzv_j4>lgY^8E;J`=?gB?r2dZX
zablMTPEG=}0E%bE%qigDI_@x1_g7aaW3GGiH7H0QdY*aJ_B51WV-V@uBlx9#<Pzqw
zQ{>Iz^Vh8I0~eZ2Qr?^*<>&pdc37fQkrD6Ndg5_MMJ0$L^Tn&=P=0M(@#uBd>V}D+
z%3y*Z-FPpRpZJvSI7Kv`3Yqxd5!BA}`v{OZc>+=-JgSA-<@_%8rk8?cXQa;aUgqmR
zRtnuoO!l+w)5+vAgCjS(_REi-yO_aRn~#KqtB-`dHl>lR@x~IWMAR}dm2~2rP$b^Z
zN`}QXMkrFAmt&=RfoS)Lih&%*M4awUGc5`CHHBE&Pl!w<ZtAFRfa>7<sHhJJ!+0kv
zgBHB@wrj^NoHr*yRL~%5I?vXCEa?qFB1-RUT9F@J*rpw;L`K+BZ(k691Kw~#rnsZG
zSVUFr0p6XRo;p`2rd1G1^P`4(K}D4lsmaxhV)Hd@<2vHj1uK!F^Kq7ZOHf{88A_Z+
zEIefEqIaZY*lmFg(NSsGwL28rof>jX%I+$w^9>rl(-;w0vn!D$!mzQ_)v3UxhTgO-
zuZOBr%hWBu6=*?rxr@6L4)tu0oLWzp{qym=;RS{06$6tW2evF_I**|xwk+}sP4Ljq
z@h3Oh7qUxPjPwzo;d$iG#iM!s2fUJ7{aP`qO?3HHcqfP~b>m=N^yd{ea{)a^t$SJE
zH-O(LdDAL~rvOFeI_D>hWYB@CpY7F*M2T1KZ;^3ftzVAf$jh$~5xjK57~e&Eu>uId
zTh(q(0Wf9fk1m)^knLwbdb0u_AU|8<Ky`Rkl}02^s3m(4!wF1=z>JGgB?tBNRb8_0
z6%XF7_8J7jI?*^D1JYnG%&ob{&9z{;pjyOI8%{!$6O9(Sgmimjf?d8wMeVU_bekcj
zNPV*xw@v4oY#KszL)}MRqR7v$vrHZquvO|k+T(dZBibiCqB_Yl>Ywf!5dA0ysiQ(n
zUrQ?`hLWrYEZz=g49gf%mUyI@iDe}>(M^SKssj!Yz*iK4jN#<MVdc{b)Jm*qx&<7a
z5mnv&Gr~I4+7_2oYsl6C%w)Q0$&1~CJ&C3;jsQ*77iaWMauxs9?r?-6x8VBX&n0$L
zN?)hNMP%i|)u2;dd5Dxs77dJ+oV<KGx|{EBjM^LbbA0gGVw;ij*;=0<TNwoQ7uai_
z?3#A=%Fyp}1qu*brn2WtY_$F0hu^BspcpE(s+satX{6gKF)!=eL6&q8vdLkxfFN5r
ztjOLXTzraoxnn2oHN7YkNArG_i}-3%baCFjg%wFp$yoQOM?c@vSMg3fqCyqg(OGI5
z?%-@ZOa4u$4sB7M;zDF#m~mLA$n>o821R%Mo(`i~8@{@J5_=q1-2n`K4(<s#JX&>z
zJVaKE)+)g3!Mw?N!Tfr241+xW_8On$m|nbsXFjxtKBno>^GA;8b%rRtnXot6W^V&R
zlY@Omm?UvY&;#~d_#$1mE?~10zYOpu{>-`5_jRR5eCUc`@~!Y5hx)Mzoiby^CKovE
zp_6`LdLn$UXkU1bdcwKh1U<Pv($zKd4W!_(ih>pJal#%zft&dJqLH7^SG2Tun;D~G
zpyrm@Iq^&>(Jp$AyME-OCe;*ZMG$ENIY&Hw29<IBp&e~JGJ$lhpVOS^bG!e1i%gm6
zC1rbaziuq7jttV=tHU*gM-WPTJeC8QtgGH}PjB#SN)<+^U|8W%3@p`SjJ-HPg#NV%
z);fLJ*gWgkFIFVVckOESB<m=RUk>~iI26h&tUK$fOS<+8o=PN&kAH?9gSu1Zm))ix
z1w-BD+MBsEu+(f$OO58&I2>ge@h@&97{=xBZ3xzcHaC2&)l}HNUCODVLyG+leL|$I
z1vq|hKI`x!+&2tcp6~Y|l*aF1IvhmRy1^3PK<9LG4lp%m&Ycx2&)Yug?@;=LX6tGJ
zSc-DL-$x@akDArlLR^~|!(4XydA}ZRjk47@B;t@qJXVVjDH)bOgm_MKl86quv?Cc8
zWn2~ye~l&?4_H%d%Cfe_rKdSDcc57i-OyP(+ZuC51l)n$1P*%@Kqd`b)eqRj&3@jT
zb{Nf?QJYE`XK~+bl=D*g@_WwE?TzSY;i+C_pY@5Oin7`O;J}OUR8d8`lVM`UE@mK}
zRn84k$vtwde*d>)Zf#32t(Zvt#1cYZ;#ux9H2pH<k%DczFyX%U+|Vp|*s`)ASpSab
zqE@dV1-=F7qpJsdN4fD15zRDec2A`kd-8rd3D3|0jk6@noTklgYT84DCPp>+sV=n+
zH}H<nGE1$Zqq$2$(bDQR?oOZ7(4@Rru|1Yzvo?#&Yy3-=#XftmUvB$r<Ab~dUnz0a
zx!36>VV9cMzWMWh<AFYXa($8+NyPw1`1*>j5S2=GUl+Z%E9Txc`uSGv+(mb2%TErm
zP(&hf??gk#6$!`K`Jr^3ZOaoSFQpHKm+T#Zqhn1e^6R0Wy^L-}mfsYUg|t<K5Ey5t
z&tz-%w@dn7DmlLVPAs`&=;FSn%o(nF&gh8FKg9D+cwF&JTe$TnR*R0vF<<T!cP?n{
zzLmadz;_yC@%}oz=06bxDGr}2d5LQVtwJj+*O4!IY+_1TW-IH{ts)M&u9=0^dMF<*
z=m7hW;{S0L>FmRFZFRP7D#PdYS$~AmZEVG%l>28q{}_zLeWZO9kdMm&vr_7_Hs>PU
zy{F;NyjkL~G;d9nl{~(z&F`xhUh{=W=@SB#I={%ShhPdW(FNsGJSa2_<4YsB69}>#
zl*lG}`X(Q=?Z{LZJjM>#)CXcLLTIU<Tn_lQHJ^l*=6B0ekz4ir;-8OdML*Jp&(I&v
z;8|yqC1TPhVUlkbq8?w<kkMOcJ#+tReI~<YYHq<y6&2Qp)<*e8ZRPt}4}Qa2oZ+Dk
z*+Ix@fiaO?akgwXhO!OebHu3qnI0(;3dAya3j}eRg<m5Vn_$5~^|KQC`97sz_Pk+G
zz8m6ZP|Vr*=xYKKnu1UPsU;=AVCoKf9sVaA_t0;9XeH$rB^Q`d-n76Y<Gc}<;Ue6n
zU2R5~1Wy?|AmT%p++~TLX|Ob#BCC(%nQ_c19#Qtmb=kHrTT6WL`cXXKOL^^rj1B7C
z*=s#hy#b)C`{Bl2ig7yV0q}g<b#q!TrL*ntAX`ON!P88F28j_F>zWKlj^={NY3UoN
ze~Ik9e<=8NL~q5n$a6;&^4$2mD0X6kH8=w%0gcV9Lep56D}SxiFabk;tg1bNj{>0l
z0{c5N?W+la2LT7Ump{XUAL9&o+U?5C9;uZYQvKYAaF}OeGxX~F4Gh-C{6p(s+gRiC
znO|dM2t?Q0KRDqGY$*fgr&z*!`p#6h4w_?LC&Z=y^_tn*o}){tbLsg}5XOlx%zyIp
z@aH~dXwluO2ke@%+6c97&NLR{8GieFZMB{-S9jt$%Im%MCR2VwXV|FL>t1%MTen*`
zzwFfoYp##+1y%$r8M5B-gp{(Xd{J}8n&LKDvLHG6aS=|;y*U!WROk7AeDUjKjJ9J-
z;;e@!i4|}At(z79!e@5>&P#T|c!9jhHp}XUgFXD6__Y+4je8H8m9iNV{eH7ch6h?2
ziSjZvl19S7<HE+sI1Z_TkpeUGmieUvxH(oGcDCm!`6i<5jSZqr5)HDCQg~8xW~nm@
zhC&J05m>$pk`9w6;?H>YhtZDYe5vu{NxG0FP9cQpEJX4=7j=rD_)a?%D*Zxljku0@
zr5pp=DQ8#Cb7D?{1tRO&z_P<c1+N!v$Sir47qCJGd}@m@OtJ#YV{OaquFsh%d^XA0
zGToKQdPbddV$a|M0Tf^a#3d<-$FTkLY78cH){!yoboCVAY($ELeb60i%6LsJP%|Dg
z*U|7QRQTXT0nEZI#?ZZUjy4+58sDRh%ARbNS}U7!>?AbIG^DU_y&RXK=-q-44_(Z{
zI(w`M4$3y(QuMe;B@zt~5*E)|5|#D$k`kfEoxTpiB8=SxR1H``oAMb88Kd=vE#>8X
zj)`M7E#cRcre3f>+xGK~6GP{l)AwTS!?wiOb5IQ`zlx-8LboqmV!$(@X!51l;F!gc
zY};n=FgNgYKzH)iI}?0#O`pfvvZBf)n6WJopf4T7C<jFu(sE86woq2Fqe6p($`kx)
zlO}4cJ5NMAZ63CijS;?Zdkvp8x2__bj`P7kM_1}cK1BtI?(a+c&H*!QaSXYR)rvX4
z;OM(X?smCCz9oHSLN>@>g&3;8hM!D;8BN#@o5Vm39ao(A_WssYr;pb=#^OWfRIE_J
zweMO0nN`{m9Ow!pOv-@?bsY2zFPlhI!|VX<=zb15-bfUb{opgy7COb&&8bVBkxv`Z
zDY!N^0Pc-eEMvnC8#Ve7Z>fC#j8PKAgeJNRUjnk@5i5$x0lKntbYdDp81kVYh1$>C
z(>jkga|&JTuvC{L|Me7vXWSSAW3e_T8|cCiP0f?rs@&uod*oaIRs0B59IhZ?mzC@l
zgP`+bSRfVYFOIpt2?)!KB&K|SbsBsGENE)dP;T2i@!g0V>6w<=kgqnOQbEg6o5i%{
zbE{(A#3$ia;~{`)mcf}m)pr(i^>AU;)KJq?;bf{3x*6U}F?tDqF6fcig4Qx(yVO5I
z3N>?NNUMyZ)ojUi(MS<0&5ArqwMmUeR63BkT$H39rAWwDG7vS^L=X?vmb2~JPqVpj
zIxkuBjuG=^tkp(JAE==y3jJWYSkr}2;g&~5JEZ_<1&J_C>!ik^GLd~jJkP7%(>~Uw
zJ2^M2X!=ArwJtSGClcpzYgfBa6dUdrPTrzY$b(0AN*^|^!|0{MnrJS{3b_WSd$>WE
z_r{Y4GYe6t;F(X&yKiu7pQcDHct8;MaP+o!O-YyABierHq5qXy#oRkQA2S~2Rp?4l
zv?D`7z1LN7w^`d;A-kb8>4-`;uJ&=exN>bGaDh-$PjO|Y_%g%A>&J%rLiQN+iV=S?
zlOcM!{Nf6?IlNlmj#ZQQG!pw)PsdS@!u9U&4Xawug6Ug?7vX^J_a(R{vh6+IO`7N=
zebDwF<-d__c7uuCHSx2N)t*SCkShO;s{wUPzdceLboPLJlYEEF!X&>H(@I1iy05q`
zbRjbnN;b*Dh?L@t$8bu!t34m<X^EvZNiUR=-z+YDYH8(bRcy>HGzJ*~RbY8p0N4>7
zr1D$T2XEJOuHdCsyb6J2W(%ODg~+b(3<5V#y3l<9aj$iyHAa_W#L(dJiBrBm2XdM4
zH-Dg85~C^Z{EqR~{T95jv2}4+;aoxN)%!!{L5TjDr2#$7va94!h6cF;fvJgEPL3UK
zhOZ1<4?G_7ew69<q|E#UIr`G|S60^1+?IeM)VP+$VG5bvl13V1R}YO28li7TTmL>?
z%<{74$(<J07jBQG4j*owY!?4pE9W_q&6>xRDV@(W!LaHYn31ykd6dDZ2i>b^Cj~t1
z84WwE`~4>4p$xc!(^ih7^H)W^>_TJ3X<lAiPg`a#?v<%He21=hM^yCC>E!;bHf0+h
zh>f;%n73Qyih6}qjY;V0;xSvtI#l&hRhyEE+)F&E<341mdJdx%K*rRN&f{S*wzC(P
z9?hj?)&YFk2&Bsrkub$J=wvZnmvI7-FlD%u4^nc==_b<sfVShLXZG~#;MW}N!1EZS
zG$IlC__%beIZ3Od5^SajS?q5N1y-Lh&*P(}zzCKa;i3LwSuljvk@g4~B@E85eY0jl
z7u#Z{YoU=j3Q+Tb%K_AWtLN)u_%_n?oz(Xf-erXMvnKr=!8It_=}t-BFj;j~D|Gl5
zy1JaB@Cr<v<C~#cmebvBfUDIZEOz!{_vdvRGgk>$<GK>b^|BO=5jpCqo*yr6xh&}}
z&U(JO$B#JT-Qz_{%`H=-S!bC`B$4UYV%7}|qvrhZ9q`@=!bi_zr%+x7&<cXWuL5;;
zXk-4;2`)IzgcD*gv&ctKj4(ejqT`6W!Kzj{=|AFy{LZi|Y#dnKPwrPObSl93awJZ}
zHy4@XE~+gW7S{_djO>Kzq;Dbpd&Dj@iF0(In?J$VTSf0<NjLD6iy<g>V|iPA&iT`4
zi)vEp-RV5yqEk;_OTxt!Vkz&>>qfA+5GUOH7||GQwO<UKpS_@Nr48wZI7k~&sK+z5
zM_zU#KfJlYOz;g<w}2%;T(fW}BuKKdXjUlt*FsbjFhD*g%1_`Hl@seTR5>fg*2>r~
zj+{g?Q+uZ{Ag1C8aAhs)HhXate4QNhh$L+iwfoG$){`i0bmKI>#C92kKs`c1)i*z@
zp@q~!TSygM8?|w^SklD!v0ZhQc6Hc%pJ6<m7TbE?(Dp7u=eb^R`2<jJfy+<ZPdq^Z
z!gl-hT5l57=BNHJVV0roBY&E&$*A<%^{l=pSuX??0cpu8w(Pj<2T^nOW3xV<r$4w=
zFW<Mk73V7+w`{V=9Qho;C8T8*G{-4VWf8|s0K3%O_zwXEOk5l^^89>s));du+F}K}
zMOhRGc~K4cD9h+;)K7-{0zBd%v^h0#=C#W$3Kz9nU)u3Lz_E6CMNVFVF-bzSd)ivi
zvAWd%VeGDh;tJYE!H3{ZaM$4O&LD#m+$FfXySqbhcXxLS?qP6ucL^>_-gm#fcdK@*
zZq4~)PM_{R-91%PHPg@eJ#g-uU-SEcjHuo%dY!mf70XD<X;`m&d>@G{dBk>kT;6H&
z-403*Pmb_#yFbc`8!<<eU0pU@9LMKHUn0hJHg+VO*R5O7-E3V#HA_TnuwP%nA40q-
zKf0-&{MVU%zj@Q(GQAN6ETO1X*B2URw;k;)T$$t}O+~*UAUc-g8#-}{aEHXOHU_i>
zz|4U06XK#WR6^)Mx~(!?*s6=uo5^2pe~a?Lor5-$p4R%Kwr72z9uh|}ZP2=xcPl&9
zDZu?LflZH++c<oIWhIqQiHmP{K>Lm^&tC>UG7)ihnrJ7JHRVz5netA78c&S)e~wb2
zsYtrQ4wVhTVX`S~9dRzgkV?zg0n&M8$U}K}>%0IDXCv51UQ&B>P69~#C|Bd9741S>
zU?p|W8@8%qaMGye;Z`oDwIx-K<~POSW;RufEH7d2gRJ}riMP(=1kd3iU^)Zy$*o27
z-Jm_y>^t#|$UO`O_c_!!XJjZGhvRjt-;wnSHat~8=Uz(rHNFtwM^Ec#7}6La_%i*w
z&U>XU9@9ovoZ5xy5#&ZkY+g$k67z1-weuLN&A~x%2G}^D7GU`>{5oHGn$r0+J@JkJ
z@A3`S2SNGb7hYtkp=^nwdzkLnUUFOd<^~~?FNRxW#~PuHw=Du6x?6-zki+V$2xc};
zYfy&X=57nCFX1Di>u8Sg5*C&Iqki(}WfRsd^O`It2Mc>oNq21Iaec3aPo~mOrW}of
zuGeAimnSfEMx1qoe2;wL(brbprodIT{xv_UMV7UOEq%nc268zo^?(Mzhd<;lhT;uN
zzIWj*Btn<y9c%t2nm2Io5aN-|c(ljWH{3KaBDL24;mq(|D5O=$taIF4-@Bu6(=AqW
zk%R}K>)0blb{<}P{SI$sq;S8Q7l$E#Z$a>mNr|4)YS&YF-sj>Ov45I{Z`K)>)~)w1
zQ$mCWZ;vO>_J;NQ*k8<tIKC3?o@j4$NaNN`w<Nix@zr7_DyIWCfi6m|qrK|r<PWJZ
zaviK00o_CM0v7fh*q=Rn6V`L=*;ks%0o1y39osUb$O<GgUikua+e5h3M;X{F)CK4|
zvEQN<eyz)-H8bChQfhxE!#;#V8`eQj>J(ICX*V3W;z8#)wr>_ApXA7%O^>*im+k<e
zD~~13^&}!7QPe!XIwPi$KOiGlOlNj7U;VySQL&Yb9aXqS0xVU^Bse4j$Oy2QKX{l9
zKf}uXFcj}okYbGzyvz?_TJAlg5D-gWve+;WqEK{Cs5XZAPzA)M=LQ?|O^#ez$)fsl
z#Yx4gIXg)!vq?g{Cfs!y`a+a^k{q;aON%rY4|D{ZY`~#E<8ea69?2`|kP~eW#of7a
zmm|FvACt*U1ok~wOua_~$@hgO|K1Sh+vLv!UxsKiFwi4|<mezPzg9w9f%Aba!Q0&%
zoqAb!LzcGBgWS;;Xs~QN*iam>9y_~l$BKX8eeT^%m|QwT7EdbI)Gg(-3uEMKz9oC5
zSyZdv5NpPiOgx9Jgon7lRwm%2y|%Gc@{NpKly2yB^=N{Bs{@7^cc6eOrq$c`K#jfz
zZ9B_ChR~*#KHR$?mlaJF;_|8jbC1z5`$mWs=Rfflh$7zPjm}JoB)BGGpSwO}79mnJ
zZW11p$TCD!qe*%+A#vQwC%Ej-7LQ24F7t~S)L@XdW%v-tOFw^oVrigJHe>;%iPaEV
z!7zQtR<p$Z=}Uuy%=uRqk>iL)9tNYVI*05$bMN0QCkf-F3VJ#VN}O9M5yL-L;=pMr
zo$MS{^!VK`_!R3BAiNGhCj+=S&fj-O)4!Ka_04xtP-E4ohUx!z!;Z=QK!aOWfeO`+
zEf>S@?}|n$)t=J`XxfW5C9cgYH!!9hHowBWZvR;ut?z1jckH~kU=m20C3tJ)WfwIi
z%p7un!tIt?OR@Y5Xjvo6uq`_Dyo`ii=o(pYRnvHMHxD3D`*1VR{)~n{q>eW;uU}(#
z(~+k&8!w!OMbFgLO`}Fc5F3LZ&yp&C%e;9UwWTd!9X~C{rI-&s#gYL$MS+&))HU61
zc+p5R{b26*KLC+-igpR4ndk>onA`7+W|xU)&B_qH24D4<!D>^#m<vhi^Difltc}d0
z&w}u+C@1e<gQC+I%;<?3`zK3?D3)k!InKUgQkql#V9PLKWw=V4k2e9)i3*TS8EV6m
zwb&W%oQ(kl9+QvMlz%Gk;%ejnAw86%9T&W}w93+s=X*+J@%U-3Q)nYQJL)@z=Rl}}
zvEA3ormm$aY&illSY`MVv2FkmKb%{HjM)S5Cb<^HhX8Ce(=cMhY}TrBi>%xXE@_74
zv1U0~S46+#CtFr7@{dKAGgaMhPcfyTiJz*2aEE*hIYpxJ$Ftn+y|xnWi-uxFks;ZR
zvGB6wTcW<lN-x}O6-M&5IDn7TM`&##xTnA!>;h}X`SBWL&3AFWADR~>po`u>tx&4p
zA^O-H%^g0%<)fK6if@CmGXxs$o{2V9RJ4?IR8pjT?KZJ4-ge${)H1Pj1ujqITqhHF
zzt1M=q)O;3q<<`g@yejlsIBh;Z}fVZLqaHHzTSOHLi_x;oX;Ng?E+3K!{im)_`5h+
z#V^(chbg;XsRS1coDZ^VuK_(2JzK~J0zSYjV<>ga;(bar$oN-~Z_H7vmQR8^)hM%+
z3&ngV-r)fY`DL7YVkz@wA2k7|F%)KiLs#Z4&t(raeAad`n}C<YExE^i^Ui<~qTTHv
ziJUfsH_~YZw+Qo(U$WN&64N&Uj68i<S*Drh^$*ymTuV0{5}<ff_~22986MJ8yq899
zz{UEmcc1iZ8gmBZk9;CD?$+>|`dfCh=j9;QbE~4ug39|!4++KM@r=S=5&hY<L;eA#
z?<wyA_EVXgmf=Nkg`liWo8x=)@aAV}fpt&odKxY+32-ZK(Z7vhEGrykH}@}>n|lr)
zz_g2NCx&cJ(~!)T*&=dss)$6KWb(nc(PZ=~wqQ#>YJ(onRD@>!X)RAGi#wxHmsLsP
z;hTPfg5&QCeV6StY@N8?YdpNfu9H;ql|^28O5N&O21Qxh<=g_P4yoQH$hVY8CIh$=
z1IK~KzqiQ2n*5Iao)+{d%(Fc~ZPV^yhF65V-W}3)-Gm<Z^m?^7^6v@2&@eda7lFyR
zPDi|p#**}DCJ!#l!Y&b;XfNYGn5l}6GyCA<#dLJ|QAMER<-z^xK;JN|&4&AT#Ba7O
zmpc{BSXc*(Ll*mmFyXOuhFn>Wj!(M+TWRi|T*dga!U#f<NAZfDFp8dLJ7GoiwnQm5
zO+!c=ZmBUX;+g2MSvZ;*s!SDu&3vY2BmQNVqt});86zCubGW3M>k?*|dCu{-Q9<If
zeZ?b45hCKG!>x^0CKO%Gw}!4E7Y-p!_6Ee@e?-m;<Z}s1MxUk=;_kmV)0$QRVaem8
zFiWxm7on`)9cg~S?i0FdTuXv0iWxVFd$9LZX$S3>h&>6astm-O?l+&qT`VQDvP~ea
z;TMpQ_OSt>??|ZyvG>nn*n#3<E0oW4BY!TuaKkdpxl1}{ZZ=v3Sf(%0aibyYd8-&f
z$4T5{&08VBG)*6}I+sdJ{+2Qqar)qU&3c~v$tKfh@|cIz*D(^6p4JlObpIXNT?>E_
z;WNdpbi(Sf$k|N9k;v;G^O#Y#fplAoOG}5q0xdHG96feDaDd)&4u2)H+Uemi_V1I@
zrYG}9ez0SoZ@B3}jboWV)0k;!q~-9)Th_QId?hP~)kR&~H5Z*|R)ZNNBPE5Pp*bmH
z@opy(H76({W(TYIs!4jP*lGrzNoRpSoLw%sTixiw6q(#5e`mS0{7RW9V#7Ry^I`us
zxMWq|+U&+tK29NRAzhr3I~RajUF1Y4(8OuphLmHH`f6<NUEKZnE0RJtor>Cwnnzr$
zrZc~qRRhP8UOI6di<X|Q+`KHqQ&MP)N3FIxmq{Zr`zPn&m|5u}R=EF^m0^KY84nfe
zSln3@@#Iv$6B2FC<JbaHkgT_cv|fCPwMKliQAAqvT2NJ5PU#o$!n7@H#E*S8Gz91(
zw+*oDHOM2#$}e`(yk_%BBge4M!;OYnC!fFP?!bt}r80bxC*SysC4x|M;e@`G@-t4|
zYXzKx<;Q$aSuB)2-{QguEC@zNg3B{?#$;gFTlk7Pkrm8Cu)A0f6eZD+-G-<dBbYu~
zF1F6_($TYqa2tW`#*g=ebti>~D%4+<e6!pc;EW!V4qpjtzb)M~E68ihFk@HXpAiL)
z@3+*LwoTg=YFKFW)bwR7uN>VSy;2nqgO18eSCszDt&Q=AETye@jxF%G^&@V(G2y@r
zO;?y%TB?ZE)V%N9=(5W=aAA4|VriFOogSLorDlzlQYklUZi-17?8VmM@k++?{_040
zN%#W_Nn;y|*$`5x<V(w|Z3rk_g#@w+s46rl9OusH_)M7q$VUX)Ew6YvU&|62e0KVw
zZVc|3lYjPsUN_(<s}r<6UlA1kQ1{@XB;HFOH-OR(?XkI7dJJFJG~y~QZL0e%Bd1^a
z<nPX`b79{nCH&`%OBp&G#A*e%6qa@RtgfDNIkqX9{3=3dDF{9{X`zZ(C{Dgu`$2xG
z><rGNoGt65Cv`xZ|AsM0uGAWrAav3vIW}@@s9L&d$NHUsV?AoY@s<LoCR#4mQdI{s
znbo=CuAJ~eF}<84v<HWg-XCt)P6urk&V)UgQ&k9`=Lr;5=3F#ZL`hV2TA7-aF2%2s
zMwVFDGAy7>*eBRwJ-J}2+)Cn|bZWxV>S{J&l?Qo^L253~H__OE-JW{HW8xKVPBeq?
zM7>yIUfG#Z=9|t%NHP6J&=6x5<14rG8ADP@mhNMcQXi96srdd|X|y$ZZcmN8^>{i+
z$fRp%?nOt-Y_~J5WhG5zveI`~GSD2ziE3`tOid`33T(Ds@g1mIN0ZSJzYEc+&p!Xn
zkPUGLj=w`mxfk1ghZo%05C&PJf2aOl!2Y(Nf3hEyJ-il;&^67*$zQR027l!C2G?-U
z^w;=c+T;$2V;Alv+G=Q3=8Yb$TknI$SNnjLZf06}o*d9*RI*#1*2FL8Y=NAmrWuZO
zGYfm#mRf1x#48dE41F3UXsP-WQUVwdmYZ?D=xFve5eApm2Hv4ut_aQz9YG~~$$1Qp
z*h-{JTUWS=(9Y_Pc5IK@a^11A3GP;qnN~Ym6>YSq;CnO9&r%ZX3B?@8JRyBD5MP!l
zA7P<N$b@{QpEMShk;c7FCp0_;3E}WA6{H-w6J(ux_i9eIhA4;TkrN^US911^vz0{H
zWz$#9rw%2v!18@&w_`f4!|0zbuaQz)TA|bI0#ILgie*hLGCaZdA1Tu`hl9K?L}Zr6
zd5!?T<sw*bAx*{-0B>S^zUUI^FE7!<*jd1;Erpg*(@K)ilkcGLfV(aY5n4-b0y`E2
zd$}~-=0uw}d2l)JQW=`<-AsvWh3OZ0fJ^##qlgMry|YC|yWo7Gh!X%%vtrvRQFClM
zpEG0mY+z$7FgWKeV{Fd;F*px)3bM7*Ps5he2b8Bv9Af%e8%RpYwPGOuqIp=-B~BxB
zh&pv_$~3tRSG9+_a3&b&JhLHqK(u*QBYN}CIl}eWQa4R8;5}B}fcABFt(0_!c_p`5
zHM_=&K=Dmho@%q_71<=ANlk6;`TlG69_e^b=KD0YQCeLTj+~s#WJ$QJ_l}_KNdBuh
z5bE(qJlL)K%Xns-1Jrw1jZ5Ae9EBO(wdlq?@J@GPQ8pvb*W|<)=wRU!1B%JQe|i8;
z8jXV#Hm0KJM4W~>n^|1(I5&_7k!G2D{9yqk9wFq?H+k9NHHr7Eh-<OtEi891GdfWM
zqK(-z!E}cs0OMY_s3UT*3Y>^*ceO#A1F?@ugz0ddLDT7jw{jhy<3`aWB9C0Ow9H9*
zv;<EQkzZ{SyOpl{+)+ko;0I8vE)K*FXrp4iEIqVVJ2_wguvbl=qV*lFRd*%*Y%;_s
z-y|1|hLK)@<AzKAq0@<}n_|q6@^F(?I)Uwx>kdY6ie)&9ax%d3DVK!rAI?-8Z@3V}
zoghxKi-?0q5vsR?>?8QNAQ{)jxDro7aYYUS>*%RS1KciI&fD}-XF=i^*x}jrhvAm1
z!iP7u?jdupXjV3fz3(g1;)#LRY8s_6Pjaa9td>M-e>p;mS<ewe4$!I$=Oi1+bq!;e
zQFF#=2&2Z?uNA&wQEZ9(`5rQY8T1)ggIbIcjmu;lez));QG5gRqw`)^eiQxff%~%M
zb;+rELmZSb(+?a^bwQi~u<``9DTVRiya^zivX!#VMXLCq1yt^s{}sK7fuy??7<WSJ
znl{UPdLko4E`L%}xTc}`DLPnjRWPNzVFh|&g2CWIxyx3pp1@>I=`pR7wJK_IibJA{
zwcJf~rvQvOU`XC7i%goAu;}I)W$ww>#M<nZ)vUl$TVU{yFAla0(L>8SSaT}y%V(QI
zvW<H`cr~e5K8J5!2wYBe^c$-n8rL}ypD@Y-@jqIR7gJnlMiX+<?cX4&ODw~6s7tFL
zIF*16C_A1o<~z5$y5qZQ*B*H}4%5r(A~b}%p|L#Hk=EWEPKUS*!#AvMZ?8vVer-eD
z;oD@ddutRgNG~?LM=brE2ewD4?QdU}Q2_A|k`AY7L_?N@_(6$>BI73Iho75o)9^KB
zlOM@r$35zXA@~?bO^0XwTNm+k(HdDcQZ0}rZ)Rf?>B{BZ0!ifx0NvzjYQ`L8`bWI(
z@<;nEM%T_dF0NYwh0-pPN8?`$KU8j3T;?Yd7Bl&ZyQ<z8-wRR3ZjgAyVa@{+e9?ca
zy4<AKQJkN9JrCrhD}4-X+D!VI23_T)*3e<XCvFPjyhfWTIOfZ)gOzhfHMW{Tv?jre
zmfb{^eyfQ<E&3?~wyr|WZ|E!hgubQSi_l9ai2Vo3Y@|dETzMBK2TD7PN3l{o9w1E&
z*XWbzZF)wwPtPpM{atDvqWS~o5ot?jz|d_WXTYh*;Vkt8xPoR7(T*tpwNxbIoy?ct
zzmq>-@F~fzEWK1sHma-Q-Ri6m7ZquLX-PNHG>=VO!GwDSKe+mh|C@qpen<I$%s!sk
zEuf%lQ3TBs^NQb3tu;=yl#dd3z&E1tak_4Ij0~nH`p{Zbqj0?b#ooBh!rj;Z7b?fT
zF7Wfg`uk>&{iPSPgdfX%_tg%Z$_E?@B-uiEEAsC+M+>T(4Ic+zDQJ8A1s*f%6f{D-
z3j-&9qW&0ba_fN>#W!y{^ZW}plV2&`VLQlA=L$ZyNj#+h7tayE0-cL#?=>a#3Z?z@
z6FDO2c{5*FNwm!a^&$7txX1Tv?&ijp`iMOj;y}*OyI)=D(BBq6-7-X~45H8m|6SUC
z?8sT67|3BduyljZ+NHWff1h8uGNG^ok(n_kTi*$<e%<6#Wn+I<eslQJI9A6+z=in{
z;OVyia+7AN`*h*;uAwHGQJQgC^$K%*mU5Zp?0weAb)*Iw(oh36-mER@H>s44_0^#r
zjkjD0*yh@b?7*mx<pB9N6WC(!7RlEG?<HOedt!BtLw7OYh6CQN>u84q&k1|p8KcGp
z8bcjJoIFo>FcwQQ#S8a)Tn6zIoU(hy>_s=<<rc%;N80QbFuum%HGbTNcjNjl=%3<b
z`lezPjim_9>O%8Dz<e?JVgly!rJLLY?(ZJMKKr(U+HMyk%Fmc!5BQT-yvs++wNDa7
zZh%)p<ildBPJuq0C2$Mx>`*t*_R)@<K59#<JIHe$=?ZS)FP-v}FRB20Fca8A>3yBT
zXoA60Tkp$9|Bh*Wtok9RD42WvO3)ozDjop1yz4h==&L{!Z@tS8_Sack7tKX7v~btf
zP&*xr%#c!2=|uZ(+Y~7HL;`|Y1rss+khbpqoA#=`6nXm22ROxqGuP4a^PylIBYEQ`
zE!&8Be`5JP9qV1{vh&QO*923}x$~TAC-uzFcAxEaf1YZJ4gbd|8Wk+sfNqZ6?Erkl
zFzx*5DN!^l>4<VcBcr70&r+#DOqM(#`r*01%xf87MK)Zd0cy_Ij_KSaL;6|S9mQkw
zyCc8msoMho*p2aTyB9xJ{;TVskW;(qScPVS;~G+LqUS~_HnY@<6T`5ckn2`lCk}xW
zZo)G(&`xt5+OC>2%>r!LWH~Gk)o<-`h|O2#=Q8}oKy^lek?Eq)x`1RdfG;_H*;jXL
zO7>vaH^>$Agx3zRThE9aE$*7~L~(^hN3&UDbrGaMwVXl65l8aP@mr+%=z9U02#V@l
zUhaEUU#{;TPq-^^xZeq6w1*Gf&ePODm_uryeEf=r8Y{9R;TUoF6R;n@7?c6oNs#M&
z(H=HH@1LDy$I+Iw3!F`&Ae%r<#^YxFOtsOcUS}4-)Ja>b!#NEW{Ji)e>D0cxeDzen
ziXSDgD2NxB@oZ}lQH5}xZy4I^@$_fOqSCZ1{BO0|7%pxu63Uw|f!N^JDlM5Ani=HC
z+WU9f18L>zzL`#$UDfQq^bzMW^E2YbM=zemez+m>to)qbl4`K5=|s!Bf-NngaJkX$
zFw$<6tA0LR&+&9*MZ$cU8<J-t%aEI&KAl6u)3}>kk6vlH5B5ASg-sEQ*H6y(xb~QD
zQM3I6jzcwjWqZhb8hdz8v`^UXqXW(~D{nMM2Ua`;HJoy~pO3U`J}BO#G%ReSvLjP2
zbYC~Y+z=WwJPEXr()(h3I8a1OrX|;3AjTd4IoyJ*|41VGf(iDHSW95{<%(&m1bY@B
z+&z?up*761qkr8>F8*TjkrUYSBdm8$2_+L58<kX<5x8dp5BE+A{ESb!eR;pkbqhx+
zq70()l@1%Dr7t}}H&Bd5nU^mt_jQG{aDiw38;0`ZT$pW|8*-Lkcp?m**|7~J=NSv0
z;WhMwHPsS^`D0aB`woMIVVPo}C^YB@7jx$(P*^+sq2q=D9y2)js9P!Qln`a-881lv
z^-|cYSUwDIriPOMV+ZqYvK~I@(JBzd8#yz8*X9-P74e<ux43WM2du#2XT;UNb12`y
zp1u#$+&`#QbQq!rZFUFNb3fBNy|G|3{K}CDj?D{KgQfO+{e5YwaFJ#rGSM4_02g-b
zXT$4JSdpby`%2nG()PY|gSU0)mm1Ut07BpHR0?F)D1gi)K!77Y-<xibB7It_E^>%f
z@ybNt8G>_*o%Ud@i;nxnyiOG&$l+x+KVXqJ8<XT)yuG_9AJs3GZeCyhUp+225wGk|
zr|++S)!#LzP7kv&(_WqJ-`lBu*K>N1#!o+>f?png{C}#4|AR{ZLz({xs-HYH6EoMR
zoNXszY;J1i^p9%)zx7NfVtN)%j(@bfsUtDle{g2uf5tUE+b3WBdFj(;W@7$SoSB%o
zb^deplTkGO<eUE^D=Pk{<e%vM|8KZTernz3hC()<M)jwGt>k2Et@=sF|Cg5jr?LJs
zULDNsoNOKbH<$H4&g=g%6DuMKRC0Ix?D-#@|2b#5fB5yM4ojsXqD1|vUz?hL0_E;h
zLZ5jNjHy4JSUWo_W9xsb^2xd~el}LN6_*75(6{@4G+9QV8Zk3F`+sKlzsC1D>HnhQ
z|6^o-HvKn)e{v|x|C$h^nii85C;LBnl8Kn*lNV?ET)oe?|5lNOn1z$;v!73J`(FvW
z7R#rK&ce<0na_cR_%mezF_X@xN&dO=Y@gLW9c|WspeZYd7W-$S0XFVWt(=|n6Yc(2
z$o7x#W@7m~WBsi7Pfh(S`=quxIM|5U*_epg|D{Rze6cgJ60@;#e|Gp;&it<>Co`wc
zXFdmxfAlQ}mloUSXxP~P-RiT0&-@5%pA<LC=f!_zY@Z`yVfpXvK8OBU!ol(1(*M-_
z%oOpj7RzVGgMY1AxIYK^nH7SS`yZS7*&7p+&gUhT|9qG%tgKp}UFoo}vJtZ~{byQC
z99k@#OgjHt&I;zw$^0LHtISN??A-q^uhY}h3tjZyRz=NKZu*5kfhlOBkQJ6hP=W#(
zDhx*i_2vt#e{Gsys$g#zsh%JZ)1Ce+7*LSR7GpUqejbbj0toSqgr>fdw7znDT2x;n
zUet@hi046hT1LX|>3rj5`Qt*iq`1AJqg*!YmcJ$)={F1sd3r1ii;SC7h!TL#0<Y03
zpxznO_)@~Bux<r}c|lP;>;A}FPC%tpn*vHa66OtTG@(^kroN#Slgv%SPMa<W2i}Vq
zQ){dBI(wZb;>7Yl+N_M*y;%l1wTBkVmj3K9u;dVSt@67@P%0<N7~;mk5PotJIBXQB
zkj3k40Xvumd~u|4hp#X2Y&Chz9%Xl=lutp{3ZpY)7d}@zny<1Q74FGPX**B5w=Enz
z_f7cepG<Z9<=OWcCeMOf(@#MB^bgG)x@K&0KBRi=$+sIs9HrwLDkAoJE8y{!X9yxa
zH3JR4Vq6X<*Mp7jl+JP>6w=lG^w@;Nc?zgS?lL<Z_QH*M3IorW8TXE-O0x(Zoo^Tw
zs$gU4OZ6BsO3SReJpDoBe6Y6%?`?s_?epCf7JT{FDGSptG#o;7bcq=QCw>iMI1+y4
z?MjX+z0h*9?dOuZN0Pe32}@h}K~OW)K+`Q?_K{Uz5*f{wmvQ!yD^z#<bm-`zRe)Ds
zFnkKU$B43mMb?vlfVk!9ZH1p$r&1Lz9a47b$t>Qva@n>rqN#uOPGeT<p^mzMzQ+Ob
z(kQWzbV+d1f!ZR3l(_QVA-6VzZ_b7&SXL_Krf}ds3Ha-lpD-cl=?gglz3au9cd3tP
zBv^Ef)WTdC`@A9T*FxOqg@o7VXL2w@2V%(y`0xDh#^{w^2DvS%DMS**1<8rd6G{%2
zQuteIP%|1I-~sz#o7%@KiUc;>>mfua{D@3};H{OvMFBBix17Db{g3EMYszbE%yR%g
zop1-9vv7aBHG1iB(p348Xs$dkx<bIIK7xmoYx4CH{qzvhknH6%kP-E>$KtZA$b)=$
z0IK<hjxSxy9B0{(>A^EWbDcRTaM0Oa=Uv-<O9kYUI-LV|2|D5!$(M=r%8#-{;&~Sw
zJWPG|WW^t7z8Pt;)aMKIwnthFcx^r2ob<k4`&ExBGv$-yzRYZ+p8gOk;T&WHoI;dG
zSP<GlwL<8j-kq$0*@<+_;qAe%$L5{jLCeJHv2k~iB8Uu+V%=8!_KjT->-!?B_nB1$
z2Bv`KYd0U)wMr;?a!-RU++At)SAYIEN_f^dQdxNQfi<LK#rhi}Yz-1uSXX#;C}{cl
zAiEktsqRX(sn_T7P83)tI(y)tz@GU>PS&yPFdkuI%&YsI{;Hm!hOm#f=wzXwRZ;=e
zoz1U?-`jAHuf+O2>dZ58`q21N&qSdJNIg+W3K-;MgTKBdVZ8MR1=;-BR(E~3?hnI=
z`NQ<3*KZ3m6C*0{aa#zSjSGGYI6(lh2^Os7XYeItyb8UwEie;f$)8jX9LN8=>H9$E
zmE&FecrJeM?AGrQGrq1Mdnha(Z6CFx*%D6hmaOgYyimb3P3$&E6F3_fzv;eU2ef@-
zbjYp-;Y_OMK~2+MHBF&Kv1Kwx?g@mnLw$|t6NmY5jb4hqfYo^Tu?az;`T|x*aFM;!
znDO7MHdvxIyr+<LMn?Pu+6c&DemD7F@=@;pa`G5y31VnMte&#@NsYtl^voU>jA`@w
zA(3Lv&qb2aLXFA=@~54;Wlk9jleZcv+vIHMtvI+wxE+UO33NIc84n78KQ<N>(6}(C
z;%FzGZsH(6(A@i1+>KTtSQka#{gz}rk}$R-8JXt2_g~Cn+%(>Ydh!s47jwu!G4D4M
zhDWnt4Wf{Wqr4%3x~R?L?H-w>YlO{fesaioT@I%j_oA7id`uKTEHK9BWwu^{q<<k1
zlQ*~vfwHVKq`ad^$k4ia&63I?yBqLw`;C=vXZ}=GHcm^s@rU?`!nYsTb_Z@3UJj`r
zs5R=kAfNlXqN}C5UosYAMU4B{4@S2EX@Gk9RoLx^Ai3-WV(FmvO18+VqwqPOwb~b8
z9iqs?6Y&e^OEC<#()QORCl^cSIlS(?UpIjYWt?8~&|$m?*MV>b5CP~T?J4B={iu+_
z)aKNLnLCo#h4-u-QPp%*p^^%#8=59AcCd?H1+B?lFy6&2y4wOFZoueDD)8v5zpShB
z2#ohq7a42fbL7C`rNlH1!XNRQh6|MUGk<p#C7iw<&yS}WIM77C$ztw*FDS)N;2gYQ
zU+&@_6+>(GjL!ZOzk;k~bw4o?bqB#5!&zdiPhi-zw04}P;hh$BCnJ|WX|avLg?6Ba
zt}e6Z&ddO2OZ_?@5dIK*FSq`9eycb-SJ%ZU^^$zaFdgIj@VDwE#b#*wFOk(|b_)Wf
zZ`0+>CEk=*fAwUJmI90IUhPSFMh55Bx%<1M>$J9u;r6xULv+rW_0s!I1M)?iTDte*
zI9g#3ADMTz<;{{DF_nlh2y6&4b2k4%Ao^>W`oPKE2~b#G7KyI^6p_BqipkjBEqB!j
z3oW%i+Ok=o>p5+ov2wk)(185?sHtCZ<zcaKq9y&x(`n8MTLld#Nu{q<qD1W*N8M@Z
zQZLnjjFK2n!ckos_T&&dBb~3w-&w8WS`eTRY!!J6x!OAx!1LOk2v@L>4{wF)39&af
zYbr)pvBwpiOa&oYMsy5Gmz(IxKPtAD$BNCLhoh~UqQKV9qAiBpfNJ~8B3U}&DrA4)
zCu8)`kH2ovQ5j@!Q6;$*D7d%}b`oVfU$`laSd?Dc&O2ocF$qg9IRp%=cWus9JfrVs
z$(p#V>Fx-Er&+isoCM?TkpsCf(-rx)yAKdjoYCKLb97pe(ifX_d&mDc=L(FK9DD<r
zB^kBqnv1af>`Yv#gu(st<+Q#F{9@{_2b3IPW)9%-A^?9(4PJPH8|Uz#3&DU}7+Wc*
zs8*fM;6VGzi!A9V+Q2PFC}E|h*4xNx)!z~m4RjS28>6Tx{VD}HlkzC(1k*LDvrjt2
zEEYJLVDkH>MZre@<@Ift7Vz`!{Y1`Mm(9x3>wbC28gb$fWKc#p-5<L}c|`_71K}Rm
z-f_zgfN$GLANpH_&7~px;bKHQ;3UGpt5@kK!9f;6aKVj04>G&=&-R}&%%o-y-bMh=
z^aYk^)Mo)@y^*T5#lftV-mZKB3Hk%Le_S~qz#_y(1w7GJQ{y#4mu-*&%Li=bw@UMT
zc<hWc?yu^#s}a1g&_E)h24VBL_NrK?HsgKpUuT~Ie+N=iENC`*o@X{WylDsws;hoS
zx>R|3>`fR4hRAKcUsvygnl`0}A!x$wd)1)j<HDd`b_hl)<%ta<XK(lu!q!b%k{-`p
zl2+FX1};@gqsV>c=^4mul_RvB^AQ5UYFGU57cf%dQuQ0$GsOa>C$0*OUE-vV$<;Uk
z1ZKb9>E4)juTo#8l()G-ttE?{9$x2YDnFFORD8Ow?l4@|B6Rp6Rxj8~x=}oBB_#(X
z)tgS*D2crIy7X4!zKIK>Q{l97rt!kuFy#q#6H>^IGFd<h1(BJ+AIPl9_bApdrG*7h
z65NEFVUjPSF<a$VYGE^I6SID+#O8fEyA@)b#pj}>SAl)=kkn{ZhT8(o@7*?k_p+bA
zD9_v~=<ONo?ZNH^a<cVeRZz}g_8CxGxk7(6AsNuBA{L>Ywv>8(WmI>Kv^KAt4;bJ|
zGwh`aq?L^~gG!=IlgW`*r_M_8(Nw>B3HK)h)xTsDWesM+UN|qtx9Jje5KH#!9_^a1
zMa>%2rxKhNk@D_O$mG&M7Fvj0Q%zI4u$JpE<PJ%ouHiN@n561f&1!@V{@iH+qUom+
zWy+YYbY{7s*JX?(nY0AJ;OxMX$wrB21FQMmzOKsf;bY16crFFi_%4_cc6;3Y1_-nf
zzlHVqSlp)1Cn3IrnkJlHd3@$OX*78#yIOWnLUpA$?VqkWe`>6&ch+vb>olRq63-fK
zQN|j0LrvI+f%QwI=K1_4qv?lP6@+I}7oi<uo@i}`-vic$M{4vu4oTKhH`P9WcmHc&
z%7}X)U4M#3*CiRHDCt%pI$d(N8!b8Y-839PEg8tR9`eLKBY}S)9-$ks>e+#e;LfeJ
z)NWkZfwo1P@cCd?RN!L2eIg!-+$cKX$7+J5E4xI_M-^hpJmCIsWlD}`v;8dZv_LrY
zg!jqJq1vS8q<5|Fsz^t~*k<Oe*ZqKh2JOW%>-kfQ4Tr$}Uc_)k4&KhH#D#CA$(gMK
z^n7d<SLB!rOJ&Ro0<S|shqpbFVWt$M4EQp|iHDyNJr99l9njwlBg!B(=NOJRfwL`A
zk68~<54w1U?j{ezKdUiKIMR=OM&*0$h2D8oCrEP9N8YkNoyh%g{C*SQ`OZ9AZ!tS-
zIb2yor6mowf=ge~?*Gd}?ER#s=K~e~w8*hlcf7g8SBtM_%U>sfYQO$a&vNe(!m1T)
z?kh=#jw#{AA`VZc#6U<WzpkmSfy_hU`hf~z*6eai9A^q$9z)3U(&?7r^w*e50rE($
ziLX(;M8zW&(7s`;On#w1EXGMfSF6$1o!7Vsb9_}bshi|AO}G24*xHE24Z6HkA^U|3
z6!qE^0g(!2y0Oe|BcA>%iBp83?NSKFn9D01F;?VB<H?c_j9MW!C1L$r_vl~cY!r-!
zSR|W(oA>l_iGeBGU-@n|M%jOs7ou~oFrqMytox(JEn@9{#VcUSP;e#4SVGHl6Y+}O
zes{|dQrY9I)d6m(Y<yX$oS3Md0?$M@t4%6&wZrXz8)hV^H=DW&Iq|pkzPqOk7s*L=
zd#E0U+I#Fgc6YNrm^c)hpQOrQo6l-D`t7e4SuE@3c1QNmR>&$1@8B)s;J31T4(SEo
zg17SrKk+gW?ZxB-iiQp;=oejkcjo0q>HFKVRbOcc88=7t_wORD@w?3KBu^afvqt^+
zBpqbWiPve^{?z2_vXz(`m#J>dF~*g1QpOtYGvU3*!yO=Xw2&8*2CIBcnxCZvZ>5??
zPiKW8YSs8-tMNo#ZWCnF626=6KP`L^4|fs)uls)<Kn<WdxofznsjY2K+jqCULP<6C
zZaaF%`!ZU1OYv8W*YMuZ^BIn^6zjz_0?%6gbAjU|#=-=}@uR_lD;hr7hSu#@!ed19
zjG(U6hBK(2y`ijj&|f5Z;<S;)N-&wk<3-gWE&rURlJ=y}9up%7(*+4-#}%|g(iVj8
z^owc(2MD8tX55c7=kcvJx&lXa2KOY;GPLvQ&7lRzi|n9n_Lvi{XJ#BLP73{*q-n83
z1N9V~^_VkDM^f}m43(dc%(5a>j(X+bpQ*f+>vU@tNpzg*bWMft4FGo?4LQgn>-$D!
z)Q$CG@U-m{)p3j{(L+}nv>OQi_#GbHgcNU1DhBCxa~JgfBAj+7Q=IqRqwGB{dfT)!
zG&N2a>wx&qW4Wm`RBeJ+ujTZj+p^{fNLp9L=51I3_!*5v9)nnxJkp+UmD^rM$HiKh
zt#8mQ;@M%3vp=r0**Zx55nff>qnbX{KQ7vDL0X{5nyt)fh6^gIJwDJX$oLrkSbd@4
zXD2$~3X8AYcrM+uv>0r-6>bZAU}jGCSe?AEgo3q%{@yWY9^<7f(Fezp6l>2|7Ptju
z^T=chVUyM*=MO{Pc6fcXNj<H|ku|s?o-i&G((GlImXl)KCFHs|V1t3upJZZu!Z}cx
zRS!@rV~T{BuxRY8A3?SW)^8;Rh%lLPajY{Z=K|IHgJ0KNA_^f6nRWxT(gw9}9TgQt
zt_(`j5~(H^5e?jAAY_zJRw-D5U(Xp$P{>%f+KWf7nB1;z9Q8--m+P|vRMdmaLT0!j
znmrL5(1m~l=4?ZxJt6yNqCQhzhhZbedmSSRs^;bEwdHw_t2m3z5*<Y)_d5~NzMg=G
zt}YNVh;k{oV4*7co>}qFsci4K{p4qSyQdgu)US<r2B{oLqVUJ8KPzqOY2$>tji{Ba
zz4iDzjkx~kPmumf*ANEc<so`8JU9<pk)e7s;G2XD&1F9<EJ$V0&|s1sCi~bY`g{HF
zY0L?$lNyGwb5!YJc)ETO>rn@h-FT3hqr$pxOdw!S{k9x3M#ACPelHdQ@eNyy8_tsa
zE#q>diGshcmtl4zm7*UmRY^1u+e*wT`|A>qsyY%BFsjE$gzVGRT^8<M&EA^9-OlC)
z5%$AG78=X-_gCm|DM;Gi;b#~J{s>kdW45t$B|<V-TA~Gmq8T}Zo^NK4ZE^hysQh=`
z!f2a17Yqhz$hJu^7fG^F#mgEzZB5BBtyOW|z=H|Nek22Bq{stvSEIfOP;bQ+QDhOD
zbM=SFtqj?JG8h^oP@|Sw$Q!MM$)8C8tOdQjRmoeKDi;I8+0*BMc~~&2P6twI-$E!u
z%+XTm;tZ#Ft#x5SCPO8ndXG{Mmyrcl*IlqF@V9y|@L7UZAR<lzKj=Q_ZfG^~8E?>T
z0WGj3Ydi{vuL-<V*2x=12QX^ed?Sp*o0afBFYD6)oeu^W_oGNqzu$%?-#5mDVo62`
z(?T>Z#D@TFHWi+4^>S8Km0c8x7pKKvyTNnfm-7uG-)Jyu<WnQw;C^ow_iShhec3a0
z7~37#o{%xJEK&ju68vyOLL*YH`51qJ)<UjN2Ym3uc){>2bhbX1)fz)otVOY*^kF=&
zX-45hgG%Kql;OzxSI(s9{koTG=2?Qin8GNq)}vn>i5XcKNvT)(gS&3Wpg=T3)(kNP
z-ideCtE`Y_b#{8bRM>h?DMRXRr2}}V-`o}LXq1{v=F8`A!4TPKOnOfSz{T<TCs5SI
z(zqA0a*u_qIBNMglBqgiVBI??sw<D83UyJgC@6wR5iH#IB(NRy@x~>5yC|BfN?!|`
z&BgD_*@?OtvYvN0qWEhVG!}iY>mz&mBawYM+_Z!*A)Q4k#zB!WJ&$A8Ak&bkR$sHf
zVRJ0cvm_(%bxFMd$cTqDlmjM`08}q-Gd#Sy7J@XjktIQ<V}oQ)$ug_F#IZpE%GISe
zzaca1;jlG<0<a2nb$t#T$ln(FxmURSS^j2?@(5!g6h`)~X2-~&X}e5Yp7*KlU2Vrz
ze$K)kJySgQsw%z94sk6B_}@2|Y2teXu{Hwit)%P&f9OaO<>lNez@Z-Wa8m?_5(X{q
zp?cN{Uwt?k2vD#9#EqV_F4NL@&D}5sLU$$Da0Q~XZwY2e1sN(OyNL>77=2@L^<yiz
z%PwE}f8^#N5v<FIBg+}w+ljYGn^qk!Eyz8OyO>X1NWWRdAWU2i9r!Rf4h^pF?RIQ7
zyqY*>KvU#++x2fOj-EBU<Hhp*CDD*+qwFomHS(l+mZ6*WXWlPkHvT+1aFx;!a{Zuw
z>Pg@s1<K_#<LM?s5%wbQgg!`sr-}Bp$>22r9x++DxX^>!IK*R!G6nd@nKJ{Z`hFTh
zZrj*1;5YT=e(^oiufI;9SDZtl_5e7>a4$9!FO3z(kuzx)IQgZ~7!DoJUZ-A6z)HoC
z@X01ppVJ-GZkiTLX|$^F#Oi>+-iOBU7^ITKdHhyMcTs}+d|;&tB_QtB1!C68FWK7p
zn0no@sVdTVdv1u>WX)_7Vtyf>2j2*gOqLVJO6Cbruz80>TAAU=HA{$N`8Q!N`UGd{
z(Ux`2pycq%%0C=^Bd|t=aWfTLHw?>B5TP-f$9fcc=)id7#!F4g{O~6GjS>EVctOV<
z4tq(Z5pCn=93s3CPHfDOcUCm4yE2^mAm{D1e91?Kq}KD2T)5iWaNV_7V%6Sb_9DhN
z*Lz5x%4+fRvT+d!lAbkVK~A2kcupk-yd7Lm+T;fF%A$^H8mpv!^{>Ydgc+0)=}0!!
z1O;P=1F*hML=CvtEq@+73_0bJuI-Uxp^+<*oBUjc<@_t76*5?kb#k}!h92LS<3L_$
z^8t<M0H)pk;t<3ir+BzaQpc4}1TnMy<El59$D{6OE%X3~V^G~~iNG6pk~x8$8#gZp
zI{9he0gYs0*5X%VD5I}qRxRSA+Mm(C{`!HbQq52(%&ZC3Qk-=+q1#%|ZuOYOk{v%i
z^p|ImwQBJ!YjGZ88fqE`B?>k_thO{6ub@qg8~gwiTXNOY82zj9vZi~{vMHnG(Dk(;
zR7t&rMgFPquLCZo_akfekzPhA3m1|yK`si(#vV&|zYxdTYo=b`R!R;{%`vQYQO%`i
zpQC?Ra@eT9u*mj$aCz7g2p|x>4ku~62%s_&b=ch?=Y*88f!R)!;^7`eMk_AQ2l-VU
zU({B>zq;`5xJOP<>0pUD#{l`WG)(F>b(&E++`hIo!0&Nf@*bleyx+|<<tDGTcpqNU
zaM(Uinh+#({SNRnfK=Ui2etV6Y+YUNn4)U$RS=wV^vD!pf`3bii5106AJ$^SW$pJf
zCsxgXQx<}>5$eNuoP^`gTOqzw+km5`nw9yfG2a(xYGjP9{f!dR#~{+F?RwqS{%?&5
zh1z~}#ej=L<)m~>62jQfbXcU};erUAh<v`0zLGy{mpo=W9{*VfEq8m57Fxz+QF>jP
zp~s+eth0E91GMX+=@Bd3>+fC?AC=5M(u_xtS~Wi>P<$D^r!z_3v!S#$NqjQMCfbp{
ziO<j@)^I){ZEWB!^GPRS2yQs!t`0gGl5Q_>`hkhxi4+33W+J1UxD1s5M;kA4p^6EV
zSZdu3r`E@EAl+&0Y(PQEVv6qjmg!~mR7w;gt!$G(=f%<;B@Ncp<Hc~ATx~EiFnl(&
z(@o+?cZ0G`U*&d{v9e5Kc2YZ?xwJl|^(}8*oQ^Zz_iPRN?Fl(v$T{}s(=lwE(w8$g
z!mTwiR>&-|FOKF)D`yHkMWX|lk3XO=gr#WNv$^A&#2T|TX$)a{hr)(JC(xH~9)EB0
zZ!S@lDn3k@SsTX)JY|6AK*jpGP$oSP2^^enLbI9`HevX&g!3YUK!GVNAOe9XM6s&;
zKQ+d8sieCFQ>#X7``@#g$F7cshSuLa|Kc;{n%2Bqk;vYd7~NmyBtaUs)Fjj0Ea9RD
zd%RegG-=Yp%&c352=`2u%#jHa!AUo1rASU>p<;?0F8{j3O9eb;=WDS_B_EL|-{{s^
zb0UJk2D{=%Mfjq@vT@~$r}h7oDO)u4He~kV{y=HKK?o2;x1gN~eKmrc$V3Z><D5{X
z8wTV0wXTltrtAPo=&L-|f2dj1=GbD5mO6I^>y|u6*_ydc^o!y;x!F*|Ij`;7EH#5z
zog$UmZc^gF=sQV)Okq@@>0ZebvY<3jc?+#dtN?a^k>&?!xT|Z6MpdzyDjs4o2gi!u
zg2;E9q}j~Ot7-UL2*TL9(-28Y!8PHKtexNHvAKb+a-L4RtkJV3)|%_B10;o=JUF}C
z!YA(<FAvOBk(lQzSZlyjPC01ghG4{^q!;nU&Nt|YR3=UTpYT$DMM>a;D@4s3EE1u>
z{pR)Lk1rt>s@0oZ#ZF?dsBp5Ak1q*IB-TI5_%303_{>L!VnVs8e-YENkX3!9ZWpbv
z(i=t?_%rzEIu-GSMFxt!{3tml&>%LYT36>~zozcsM6}Y@)AB`{vFm2cR@cI44fFsS
z{+s$l&{|-0Om=)g^zL-At7KZ1gzQJ3L0z*F?BF$J#$F*0Q%BK<PFZhJxTppH>Jg~O
z$R+=vWg>8>`t?s<ZG90mwDsu##7R?G+2vkoS;7JvLmhl~ap=e6WQ$r0Clg+Jw#T*T
z_*H%Rj3P(QhP(!iH;uP=7Drp{2lzvgA=W0qKIR6FYVwymMg$E4GY6<jtC3{o_~fAW
z)X?Lu)_l?gQr#yI6XUVzBV!feX|i#m5{c6M@+wzjTRYwK!d!dU+QWEq=&vK7&EtHQ
z(S)`DlfAsjxxvNzto!jjIDvASA+%5tky~}MIK<a0Ol}eVGr#yZNeCXq(v<0Z6&e*9
zC<lu!%(BXQV<zAR>d_6n+W@R+>aZ0puHLk??yKr9OG8{&AVI})?#J2SmQC|jAhc=F
z4Z9+A!$2Ux5#iV(m!o*M>Q)PmTmD(E+!$bd=}`-iT15FhWK-zqS8aSdBj9;=xBnqZ
zv(?}v@)T?D^?GYc4eI@VRGjEk>2@yOn9JSU@I55kTRiz?Xl<X~w{&kbI#~K9;_|{<
z?IVgr4m`T<TrKrn8!Q*fK`L-CUzzqtP;`C81k^1`&y?vOT0!}U+T8Z6Bh<=}J;S07
zb+MDu20m5X3@xjuGFOenUH_jT-V9DG<?W6_*P+QdngjD_H?D?!whvoSz*Z(~LYbH?
z`1#G)WkT^wew{|%Oz8wo#gBq{T!_e@3l<qXsLZpKzh~LUWA{A1gh|X<4TuPp<=ARt
z7Tukt*}r0IVc!LS^GrV4G*=QZKW|YV0KW(7>zO>`^}toIY08HGb+Ee#H}YoSroJ^w
zpU{iejVpK2p`M35Nh7-WRj&6(yk}y(w?EZ~(;U+rTAJp!*?QlqdSXl}p-YA=d>aj|
z6RUs6x5_L>Kx_%w2boiYt`KL}4~hutk=H$HR(&asqWMgQyEFTnIH%{PQ6)&BEDMYE
zHyhu`-U!>vI9cXMsBDk7?k&ENbV`XL@(q5RiHWTn0@mHnFC8!iK^4+Ug}6oRLsl9t
z!X1WZ8gR@xRZPrPc36Z%U-c<StwK>-eJq!5YWm+5$P$!=56DbqQ98JhEs%`Ray#IP
zgi+Ie-M38LNe9ohG6oF|nuWo&+NUVJ6^DiUYY}n1EgPD6M8X_F=^7K&mi?0fE_;JI
zii&+1(xI59`(2uehzLLb9(!l!r0Q-uU96gES8_K>`anamxx!797TTi0r25gDFjpu#
zo}mCrhJT{~{<?geS$};>QN~IG-D9xwxczEFUmING&5HV2n`;et+mE0&P8gwzGwhs}
zxKo&+_)(UVddC+l^~NV9DHc-ds<iPV<_y|za3an(D?TZ~W@LB<5kotfnX%#ExbygZ
z?V396mX(rU<q@baNj}TNb=yY0j@HiWwGk4kBWsF2$yx(`5ATK*5x6u?qDLDpE)f;r
zL^`%W#(`Nj@8z!>E%KB<A<8W_w7n?>M7aOrAd-fVK@hs@A|;Nk%;V)E7~9xa2Hxq;
zZD^uqv;#fa1q`jwb-5l%{ZU{wc7cJK(bUvQ{Ig?;%WS)y<43tTJFmr&MCXg<e3Vk3
z$=Ict1NPx4PE%Q0e_SFhae@!yZ^)-$JSEJj+{;zIpIdwB)_2}`__sLGm${4$S{D`K
z>t48+mPwU;VGtuMU>=kp(pG5*!Ct}Y0h#BWUtc+oUH}3m!-CdVQ9~TvADP;m+*Z7S
z!92%aO;xCtCei?Bf^|W0H4A2Fu;gS`c{u({=P1JBnfYr6`5<))1uT_$Uz--~bNYH~
z!$KmWn!e+Q{Ck&YErti&_88Q-Z&9M8EG!hI7$YO?-@1^wkyZ&DG9i?yT2h!M<6Yhj
z&E$Z=2yW?G4{g*`or}?@dz^t$lVSTzLh)FE!Y|WRKb(}PjSB4U+Ge|d0yavB?!Xm8
zHbQMDC3Iv@XGe*$yW2?IG}~0L89yk&(0r^3pJ8bOSM$t=ClNvT`wMYR9e+t~m(lL{
z`Eql*i-3_~3-JhzsnTMEF7%oMoVl782<b7g`GXT&%24DPSy5vBU7D|CWBLpE3Q_P?
zhSenSjXwe$zDOY^+ROjSqYGhS_0oYiu7BkNGHst~G*T$Vi^NBmI6?)rqR)+)|Ixl+
zvoJo*ZQXh{Z0!!x#Hs6w=t8g#FICwVt?K+@Oq@QR4Y#<s{Sz^LLRN_4s3C{{D?*JZ
zk_$ZQ5_j#?d~HZo>9?aMk#l|V0%g#jjUk)9alLB$GjeodN(F*B=QC|(=wDI#!v(-p
z*4`^K+WwXr6aE`_L1qF-GhR<k9|6IaIKCraxP?dNh+xlE^*G2&Q5O!3Arur5q<j|A
zFUXeHDy8tpD`Z}ww}J9hx(9;cMbo`2hhMC5UR{*?GsPhHplA|azHFM~MXuP!QJZD2
zxgZn?+mBj45kj_Fv1Q%h<_O!E5lNwp1-}=0anSgKu%tM*I>Zm20MuSu9l(9!@m!_t
zn7l-oO<P9gjmF~6OKqbKUB7ouKe@!|kHV{*0(+LrLl^qqTfo;IUH@l9Dz&8oGY{y`
z>gY=UsqXhsAC+5dS#bN7AJPPRx>Q%<3y3;?HujSDnRr`dA7mK(zu0>Vs5+W#@%P}t
zgS&fhIB0N!2X_b%+}+(FSa3*!li&`)2^!p8gS!(nKsc{SzM1*vKXdQgcWu45-aD+K
z&*|=}uBxuudw11uSC0XU({SmbPd%|hE<M{D`>-e+;%cr`T1D7S`r4p}tXuf?(^AEN
zeW)dWhF5o8u7$oBQw;QBRrU4Cp5uIW6?}a-&ld{s1KjIpBhM_#jR;POU82^XztRjn
z2vu95-#*a_W*NA3&}H6$HaS0;QHwRz%hk&Lj&i^`U9@OzhBMX(N3zC5F|Wd;>LW2T
zCAtVz8b8RggkZ%p?KqZI<iYIJRSPnH6=ZEiMvP6TmNj>9ly&Ny!(;(T&?PQ@zkM}`
zvDi&3s*QZBu!Vl1^kd*$rO_AVir%I^06nz2T<KNdPovZvqXD8O7C(V8c<v~&@ch%p
zLU5_D>n3b*lC3i5!bm2<D{&&JEs_|uLvC=!GF{f-4SFSl$z82pkBsP@s})xJGKGg3
z{}$Aa=(rM3f-{A;l#Zbte&X{dvl|N)B7HS6it)Wl1J25=8R)hBZmR+U=+;|CuWj2E
zBNe;Vv{sPUybU@&_(`HQ32FBRpkq8Z)Wp4g+d&4;$DL~=MCdDmeAH!&dPd(_|HR)!
z_r(twW67H?U{WN9mIAL9$<v_~^!_F`$4y*0$HowI%B}Kzs)rcPpa%2s9DB7(CyDxC
z8}2J~+jm~9-5{BnG*I7AyDvs-zV(B4-BGmxIYKsBEd_JCc;z0k$=2bHMIt5cy(rmk
z4HC_n495w~CgJz*F%Ci`m0-=3h|m$#BiHKKCqEJy)e3&-^<`HMK76H|6giXM8HOea
z7Q#4O(Rbg47BdxVh+Dtn7QmGlg!2KHQB21p_rt%hSyg4SKr<9cfwRbPLN3mE$Y|*3
zRfPNYK2o+H?v&`6B{zT!254^NY@VTg4zv~JyXXImX~HW9BI+_Hua6!*8K*v_6VK-D
zx-^Mnj6uL`9IQSJ8>nl9Z)~)+z-6b9_gGqZI}wr(y<)Uk4VRH<O9E{WcIrZp+#XIN
zRwY94ga$DZFA`W{D-0sXrot&NjTX$dnvubLz}!icoipjr*6IAwBIjI*G|*n9DoXTP
zCoW<=_V)UX{p#SSbGGf5>!JtPoXRN7l|7Bw=&mh9KCcKC!ju-JLxOY)Kjwtx1jCp{
ztG-e#h026|e$$)$nvRy@c>xTc2DCj(yTDV7>ZmwbcC<|Qj!R{ewHKe1eL%BPPza04
zXsckIIs`S=8gVz2)9`klZ0WM4z-=Tpydn0~LAXWcK!Z%UOHVDB3_O?QR|%IM9M7?K
z7lQl%k0H_lyvRX%nQ{7!)P3}BAEdrc%DW>u4qVkIz{6=A1Zs#=1VQdnb0){gf{f9)
zA$d6Q09zx(l}QZ#3Q2a|FXd9Wo%KnXwidi~Gv@c_uMU}ok@@Z7E~Aao${AJs(b<<Q
zlKQelFHmc!?Fg)bTy1i1(H)t}bmwPZw|t{dV-(4JOK5{K?VKIl69!d|(W8TGtd!=B
zQ|=Gz)lz-T-46`pFeNUo2fsnzJ3TNbFVBdfmDukS!0-cQM)jMHsm2K>`%00VRm|&I
zTU8VeXJ0XwLiF~Z_+q4q9HrY>cRB^`z}BJMkKleCJlm%E{AR)RO$i=DLJsMh<2AaE
zDrh<0<Sg{SYg$UPUcgfjR{Ehw7a$I<ajnXetqSi_UD7SV&yNxw<MV{>3qjT&+DaiY
z9{c)*Q70~BhkL~IX(!mdAqV@<mt%L&+Y0St<tT3<75glXayx`3A!EZ8?RGE2y~GRc
zN<ulBRg1b8m7XP8=tz?#p>b1%RRFI#KEsA-2<;U03?`WKV{%!3c$RdM{VM2STxr>)
zqle8vbO?HsishBgxYrbATKAj*aoQU1+g9<FHLdiR!BdnL%&f1%och~*+e{I3$bE99
z5g7vyxNkomsw?!$Z?<lGpGEzk@@b~jW7n^ea}-rVh6zE+5#`MRGs>;amA2$p7b2;v
zs@oT`6skL1gc`#VUw1jaz{(>ivYhfMxU`7f<IRxb(YtOs7W75;4fXr-P)sq)Ht8@_
z$hJ*D2IeMW{a_?dvu1qe9}6Lcr1rjt*vFFX8ouR8btlGxi1%JVZmL$>dV!;3<EJMi
zF1<-iqL+PPlEGOfaZq{LRdI5=W20}#4|OYCaQFu^8l*gJC>Uao0xt!fyjqrnQ5a?3
zkm#&OFf%yx(taWu_?CI|-NM<sG{`n~OUB#AF`lmO$?<!^d?&O-rx}<ph%<@A-}x!T
zk#ddOSlV;x%3GRymF>>824l1g>`r$FFK^epXf^y*Mt3idyu!@cp7oNd3E>QjSA1-v
znh7}dA=-98_Vd~)jPLKKVUE12P6()Wc?n`gZIGI<UwJbCY6Axh0B>$Q{CdLxSx;tE
zwtFc<ZfhdZPO!m>IMp6OVOD^;b$hU%kk~st{O<irVa|jDGivvTzEtH6a)%q?Cf`E(
ze@b*e;=+IM(0>r!JltG=2D;ff{{(b{+5QR8%>}@`0MHF!#~f^rNHUn`?}6?|^!6Wt
zZbb)EJ5@tFXJ!DScC|5dV*StY+>gNTzrl0=!xjEVaBhIR{zshqu~t<8Al%3WK)4@C
z@P7;E=4N{YngPU_ix0rLA8BhoT^^1{%$b9a>sJ6sYaVt0k>(=j<N&tZ00zy?qX$6R
z08ahu2%qlbPBuM&AqObu$6cIYT`-UaFMxk@1B^5`fKzh=Sp8$VTwL4$t<4R5=OyRi
z<oN|;a|56@7my$yKz;K7bT<!xh;swq0g9U)xCR&qk9!}l2jqzlz_z(~09u^;G2fiO
z^7{Kf7&!Bh59bErJ%Z-Hw_Mzh`FczT$OUjE4lV%r1_Bqrls|6yfSf(<=LXu&W4vE+
z*?58YJOKO+?0?K1P)j_I*96G*U)(uR0{{RH<OZlO0AlB1*W&}u2F?I-#KWu0#R=Bq
z<oV69|030O*|~qC<BvEw5cIf!D{ukeJaCkqLzjmatjG0u9Uzau9x#vsAG_XTyXNBk
zRVH3OT|Q0@fNp0a=jDB@8D3t1I_Kg2JH{N?{g<9(XJ_x?O#XPH3adCk@&i5r&g8!v
zg}9Tw!=oR>W9{((Og<O@`B|l$>|GrI2Lo|cptHGI8k?#}iLt7(syP82#KF+X)Xvxw
z@F<WsHL*1Ohqy|Q#{ox-Ukttq;FaKP@9Jc1>P-H-->KNU7`i-qNIZHIuqqjvoBqum
z;xU7dS=N2@=Kz8#tGbHJ?-NChT`cYG9)HtYxB#mI@w2kJySuYk8=3?D7A(g0wyZ9!
z0H1Gc#$#k;#%*E(HZ|ce;^j8u<>BHr<KZ(g;o>r80P-wm|L8OEtF&x-K<12Hbir&K
zEIdHt=H+7HW8>ikSbr{F7It0^ZopH4jfaKnai88_JI_l?JL^BP^jNDxLjR$>nmAdy
znX;JM+y5oEW`K7Is|hQ+64*>i!H7@RLe`2`lkJ75fwGeWkFAlDinN&|m%4!&tDB{%
zyRfUXgP^m8;iIp|zbFJZI}1D4uR?%1SUAAEfCmBx?_>G?8wz0zxS<=dIGH+|8af$U
z{JAv0ipR>%CFN|bz{zLGC2MSGDsS<^z{^SA#lYRtl*0^cZR%+!Z0PD@;p%MaBnYMg
zoMG&3Y}D)p*$iA2nRQfO*sE|`{)@tKa<hPc-63vvHWqF`0sw^r?iJgA#~u2Yg)^6x
z5R;KHWR~`nv2l_!V^(&uuvHfo6E##a0^2&-nhBd38QWNz2+FvNs<82b`J7(L*{E1(
z8<@D+Ygl=inA>Wyx$uecSvs>hsd~!u*f4u~n%T13TB|biO7NP<D7x|j1^QdHICHC;
zX?dBNF}o|+{EKQ~XJ_FC?k^xgczId4IRLK|zzKzg<6qozJycUWz){Ew^-r!S5*{v6
zs*nBiu~FMNSQtJk(ck^{*Uv}Ko?l`E=t++%1UT(+1Gq_X03!bntqM5(0J8ZnzaBO4
zZ^83;CLpgL1>bM=%T3Prm&B9|U0h6^>;wdWgq57^ja5xubXk>NNV2M#dbqI4*aBig
z?Dt0e_eMsKRZG#x3h2L&asDPk9uxdS>H!X1K$?#Rf{W=3Q)7D*Q`VQJcIGY?fL{_1
z`=8xvzG>?@FTTLmqirGg$jyV{Je3yaNF4TC`soz{W~Z2<CgC|kX<>6&K-s`mxna0}
zJyOnOY1;2dEayi~xHu7^>3-7Kt9gB_kCzZdNs6$Ah!{M&vVt=kx+>Q9`U^%<Yn4w7
zYj>=BXkCwXeAs9jGEMYH4-VE8mi0UJvuY1?s@d)}_w%-LKdkP>w#iq;v*GpbO~4_u
zwubg97wZn!^p;azXO-usC?lm*R6(&lXf9197X#-5rH*{uqg4y5Mz0{S#SDGmP?z>3
zHIoh0ymK*H;|Z-38~9<OH>FR?LvS|;KXKy@TN-p%^T`F4vaA<qEHO|<q^-hk+u$5N
zmB|U<R9Pq#DNaAS=JXj6!VahNZ-q$VV4JgfPtM4<4~p=zz*h1xhO&F>37AEGF=Cw`
zJ*0E%@bgd^dZ2%6UeA+X*!ylOED>+uDy=lSG-rz&ildWI55BLH+;prZFjwT&b1{O?
z5^tzSp!ujup2jDQBt#kYgtNs9tIKM+&V9r=^t1~>>y&(cLt{SVdtr~29rJR}Pj#<g
zqN<bWxe@CeXI(F872?R-`RI(QokPqMyhEQkKKdYEduUfWCn<4j&zN|Utl76Xm7cI@
zRP|VHe5DdHV=WjX?!#}pbEk~(z;44+0>@Q~rySA-it+6u?FUgRIU@ePL5T#bA9IRk
zq^(4e=6l;MUNu)@l|MI|6OtA%qFcR8&j`|l(<x}+H)}&lNBFdXi8y^dWW=PS&P3Ex
zP-`9L+bj(;`Qi}v>#=x`IXNMs`)i{!u*Qhx{`+2wuRZ1mXm5_*8Nxy<if)0o-f$41
zyrh4IaGaM%dfr7CDUp_MA%2lIpC2UFe<-0*lAAq~>C&8CM&UvAEw{8-(rj*<3p=@9
zsSxbT_PiqNRz@bb`qjsB9v0kW=~L6<iVjbBE7(36Q&39s)PyVd6WBna4nflKPo_4u
zFE6lbVDa@X_3gFmNJPFD@aEf0oX{?alVIPbD3xR%tkUXNKzZMjZC=l6>FKeT(=<^l
zJ2RdZ=-BaC3`%rm=w)xMqQ%8Tp`n+VTOa3|hvXxcJz3Jh<QCr{*jLl-7@Yl4xJL8s
ztfKhBj(Laln%l_>b#CW@JhGhGg?>(Le8y?<J0Dad)~<g>nX1}B?)^Ug1ZoL#8PTUG
z@)xbPUc4BZI<LjJct=GDG`pSh+yZRoP6v(}!f$UVr^ywS7xZ#T8($vv5yUaXDXJPf
zy>&XF&)GSwS+r^ie-ksO9e#BRmY!83+I6Tc`YOI^n}s!Y_0p``&Vad9AgnJ>|4XGq
z@PIL~icW+A;<`S9A_4!X@{#ILp<6kO$wnBS*KBvKY}Tg{#}BvXWISV@=vZlIHMmEH
zR!@t}-85NymJ|*gL&st7Yke!m>r#_S{Pv0o*ds5Pk4yq{jl+IO%=$o8oh8X;(aZ~m
z%w5gxI5O-yW*Q(^6_Yqc#x~YG&kJlG{=7ofRjlEhM#@GnYrQor6#iWye{EPu3f1(E
zc)Hz|n;(T3Ca~kgs$hfd$noX*WxK5#-zl-`YF})9zjAni)#vjY@UVMuJO$AL#z3X5
z*r(79`00;iJTGGBN^-b!h$FSjsAKRly+}f$r@syg%E;T=WEzUfmUwuh=5-u5h2?%(
zkEEW5%+jjWeduTv1=cC})^#AnaVvO*vwX7gW*6rETJFmAhtR34u$5tQ!u?2HzMaJx
zf=TnDh42eA0hxm_M>!gnTp>l%r7fgmvglz!?S2@wFHKbCt*t)dH4>~%`<ZSZmlc^J
z;~U)AwX4K09R-dpG~|YZ+p1D^(q`As$OhZpXaC6~-k%<jM1Py5zct5S&C=hh<A2XA
zeKfHFGxgswOCK}%%Pjq?%6yFThnD%DRGE*;@V}xMf2&F!Km-4-<6n9daLZ-;UFKgu
z`GB9ls{GGd^l`_3K#Ov4{#lED(bTnH<i_6K=do-50LBl~(+`7+LJnE``Mse#X7QB{
zUGj#TC|RVdyb}G<1lru7Uyt9ZkV=ZgqEij^G*cg?@Y(4SdMr!P>+~M$5<&~R)BB?!
zeU%YjybiA}SDh-}-rSpp>;Xb^PfFIbh|QioUi!UG>W8dJL|<guRF}J*@3H5p>6yOL
z)l=7ZHAF{#3I;0$QVqCu+b<>78hiT?w?47sYZsuR3vn!}SZc22nRDrGIF$}n5p*%=
zHG^uOP)5YDRAQ<uHsm;DMn%3?=IBFtMkK9E`YOn(3I08M)L~ME?|gIu)q#x9v;Ooc
zo!3|>?ISZIXyf$!uRrB+a9C)|+{p!+pJm#ew0hqaeBzf?YRQaE3s@v~c=e>xOc_q{
zEHZOKe*Jbzw`GMI#z~Cyx@gLBhDta-T*R&a9dTTNNf5-?>4leXv6zlyy<*w>GC^9Z
zLkBiJ<)bqy0_dpE!5>-`4aSUOh3M^y5~eHFlw@n4)y)@lr}b?jZ9r1l*j~wUlEHH&
zg$61u?X%$_5V%B%Je6f*tsQeEx1dO$X30k(U3ziX|4ex^;S!u2SadTfM~fXMV{el^
zz;5V#;CrQL+h$#@N@keK;T)lU0^=#>)<;zxdqY5(pnxHYC6EO}Lh<0$fT8-P>mzts
zRDg8-I3D_d%-Anz=h)^O;=J6QPw2Zt*Ss)YH5ewTO@btP@~=;xp(dUhh{YB59KWno
zRxu?*5@;VV7m3_^PVW@%LRo3f;b2oseTmvgQAl00SD&8xmccMOUo1O;XfyA9RB4-i
z`I>AdB}wEFN(pa3M+rSqe&4)IRU)zD&eON=$lrdD_D)zPV`*fW5cnDy=_c(bAsB^5
zVtl>ZSBs`r0|iGN(5lz0KvD?jd<Ah@#^f|gn51=P5IX4@JrfSRyGkgb<gm+$c+Z`V
zoBA=y|2m?3+$GgVzO^sN@ZA+}MyTkLah&YXf-O?NdgSxQLXQA3<!FqrZ<IYjp*@o~
zOypC3D!D3o@@q@d!Y<?u@o!}e8*MQjwhu2NTP1>sG#TGsUnM?|f8XxF%^2bA?WeDC
z9uSb&aie~2BdB0cyp$d>SLX0ul42jP7ArZomAPNz(rChZd%UK>PQKt&k`InV$kv=%
zIoiagpdL2%k^zELm~*HrLVutZWEO(z@^hpQzq{ou(oSak3%6K_rM22%{cAEq%|@tg
zOM6Kp!LgzxO;i6QtG;V(5{s?8MbC)25-WyI%-*?x6DnUiiv-0=2!FX~u^7UpXI4{j
zjDD9Wr=+r0Z!yIuT{@yo-KFc(ZPFiMK2qFf);s}u>e?TDNtz4ihI83@24{X?3)ZeF
z1eJYKhi4C-6J;$^w|Zw?I>gq1uZ(S^Z#G4sV`{#+Fnl~6UO9>Ol|n6rW48cWe4-ws
z1AZ}<ML+ZB@$RY~CiC4`*~?2j?)i^FtvSk(;$F8wlbTiU3N5i_g#<_?!z2mJ65gt4
ztQ3s(=FYu?XXG66wtj(KH&n!VkuLPpqm}3&!<6FqBtwDflfVM(2|=V*a0=f(43Zgf
z@((nE1&{LQXffAMXLtP)@0c{v-~#S6s^3F=5FTK}qfTryz+AL33HfN4mZ>?WZ*Q~X
z%Dsv$zlewFZ;2oA)iWTsj0u>AwU0j|Z?kCUK=5_AK?<ES70)n?xo(>CUba`QM+{b7
zpfXFfG*dt(;gx?L8@sj3frp~VfS?C0<rM+X<UEF8LTM6%G&4n@(a5L|fj%b8`|wY+
z;^RZn9|HFet@vvxg+Gnf07Fradg^~qFa8>h`u7#%uRQ*}X8aZFe?c|=dhY!1dVu^-
z>&ag?<zFgF4i0u;0S;hk4pT#0R3wk|BOTpXqIw)s<CQsRTVmnbVY#Q|8i6F|r*3_{
zv~Jv0#<Ti^2lxu4LHSh}(TTi>W5N><oowGdsgcn1acS#*LX*ImPT48*gq^sZtN0JI
zK~@aw2cK>6Ezf?`Yp&PE)h1!5*H3&Rojlpa7S=~RVtW2QjORyGLW;Z%*yuY=Ya6y=
z_x027I!m{5=Np3+c^+rZ6M2xky>8K(HtdxLZGlc}j@nXJHGQwo@4$@K<4!iEC_+fj
zr!6(U56phi8l;&?nj^0y;;9g+fTqEjK+csWz@wwSO3*RXD9J`D?2mKga0t3}Bp?Wp
za9p^q8!9vDdyu=IDmF7kF~kIuk6iYkIjX)C8Kk#WXDgn*`p6|TD;%Mlb$|MkRrXzB
z$L(U(3hcc$FIsrOw^#LVs~#i;@OT*Y5l>DbJSB_M5|^)Ol4MpCiqT6H1ASBki-amj
zH5JeN^aYC*G{nNEHm(`h4#%!ryxtH9op^nA_EE}!iZZsp-q2iUtZHREE?sew8F^h0
zG~?xF$fIfWQxDszf4eP$NUJDG-Y#1!HiuSx*#l3~E-t>_0cJwY+qCb(?)95Fg11n?
z=$0GDMcgl^dX@=twy)m4wjUL0kFX}Ie>+&#d^PHKewCEJlb81<Jz34SF{rt8O$hU?
zlk!irvZ#HQ1-fa$hDpBkZOYm#HM-dcJzo?auXmF7I7bMx4~dcjU2nXnNm{a~?}d7V
zBNRL?Br1!3_6_oXQG7}rn=lnV`;go!ET^+9bwHdId+HZ9iZFe?pV4)xQY#1HPU2LV
zwIQ~B<`KfC^g^Y3$y1gi#4G8$ccJwCCxFid-v$ya2tO^IuC3RPQVq=`kdt(eA3NZg
z&)Z$B`GIaJ-|S?s;HPl>UE7H#_*yYBeq`0i{q#Y9O{}JRsD&vqqMsg#2-CRk3qq=2
zWVA=%kBSXfB879}_h<9Z2wAs>+*g?tSBGZD4^S5LD(uw!zpgajWVx3JtN9n(q4?T^
z<i13fHjTFKYIVeg9&H~JcQ}7Gsf^#u!X;pbO_pUqkfW;X&rW@oq7bPi+|<4*{DmKR
z=o<&=rd#-zed(zpG-531#`mIHkg`#I-=FIzOm>hsY({+fW_d_Eu{&JE$%~<9*WKq8
zpKjnC75IO0>VDWUS58OFuVZhTpUv0Jp%ed=evh+lGfv${<ik9VmgdzTAf7kPxY5)}
zJD>;~997^2-ihoJ9fak|UTH=y5oS@$oZjY~1*q3=ZR0p!5ejpfvAs8FH`(lfPf!lJ
zlJ?El%XNIljZoT;k8O<lyiV>=DiwHx0jdH6`v4)8Z&{PAyi0BP2PhR4FQV`Hb;fco
zHr2+X8K}6noBWA<CRZPR9u{_(7_ukMyG5)na-q}K5Lm%KDL}O}wPZ_68n)n`+x6&L
z4&Jc(EI`jX!e4b9o&u5NlzkfTZi+o#z93w)klHDTiy&Bf9qphOS4-0}woz4T_Vg@m
z60}vNok^_qGz?3@xg`o7|1`dF!p0hB)w7aG;$(7S9wURwA)p{t{pWm9d=*&1+G=qM
zL0*<L5q=11Sp0*_%PfD@AN%zP!_oV1Hd4^eu};+QuFss{;`L*ErK{3j%l9Dp6ZEj`
zZ}rYPptHKeOF?Pe`_qx}{Rr0_?0-(76r`;}9RjP{Kcfj<0G*PPAFzs-KNzl|sv{71
z)91*u#jDqs6bCP-I7ZGP-isboQeECC_Q9PjJyjKqYn7mCTQgSEUY*ON%O0BBXfX4+
z9sW!85{<1xtw#MKX5{C{@MsOzaQK9L?l=3G*0Lx~`?#DT8@`=EXoeH4`&I?`7b?u$
zeZzCmG;6YDc0HK=Xtf8qLHz|b(p5V13(9Jm-?43wlsuElafiB)9YzJ^D|S1h3ah0A
zW5SWNf<(q(YzAbH$_w_ky*~;W?v&MZAjMEcs=IB#{~W}5X4SGPq@6do>v85gA3Bth
zrd>*7u|Ru>&xQPQfp^y1E=?269U-NqY9y{dKH==mHsDEfJ?NR&9!8w7#qyr3VrHKu
zN?pDu@x-`e`o&(PltM>7$e8IJ8gUrjYG74U^fT|T#hPd~@?GbPTGLnAuk&;mDpfLL
zvt-o`J{`=mvY5BmoKvNCVK}sFKNF~ROEGDwr|K4({s2W;)OV+b@Ht*~A2G~Hv`D`%
zphi4uZ8OhuLJ>~I40$F>kCL}yV!;jTLtsobT38QkLpT!QpbCL7Mf;FKnj??>;)=NJ
z6Ryl&SYB~t%sT^5y+ur8#Y1)Tucfqn%$HBBWtkWUCJHx|w8xiNt#w`p>uVn;a5w0b
zEZQO}DW#G~UQNvwW6UJsyKH6Nh8=QvO`tcayfYdbyquaHht&<4Gsv0N!^Db)#UDl5
zTxY!&OubUAWDq$)aURW^ruASeGZ0JuVj+07Xg#GLY#bPp=k`F`l9$xW%OSM<d{{N~
zdT}-nZ1}dP20liLoGg_#DUjd?ZLA*8nF?vMT_9?CnnyYC<v3NZzP<VY%?S^6h_SZm
zTVTZG2TOnS;0>wm1x)h~LGn<Nz1M<{b!n>|#D0kCSL>%|sZN&74HqL1k&b*k*BBd4
z53^c|n+tLtS(%h?YW1LNXlAhSiMnk`$imDlAibtaI#z53hH-|j4!%ZA_pYDiS(aPv
zJqzgtIXCu2CZ!H~?)>|v7G}_Dtaw;g>Cu@*MfhVE$div`pUV}=mNKx_RkLn%%|(-(
zt|lOl$CAA4sJ#mO;Xj3qZDUk%b}=m^)HCO=O+Fm()!df9ZXsr%4~jNhM@~{u+AwG1
zM7WuZWU)!^Yz;OyyH2Y^{a}CN=Ii?Lr_XX?4qR}yT|sWAqIrwV!7V%d;)O0Lq}jCM
zGtcKq*d9gy3NC!on6_=k*gFHh?ZM2AMLQJTV38j4nL2zbp*NmqxcMSN(r34BDQ_wu
z&{&y>%KyYZ1tuf^!9e|E{_ro;iNGxG|FVJlIF$4+4Aj3&2k8EF=;qh7<o|aJ)W3{f
zJ<inpoAV(YVD7)04>{6ZiCwD0&~UW33gmv9b-R%#jbRTpNQ~w$1T3vjY=C)pcsU=K
z7*1|!1M7rI2X`BLfqpEdg2_<kHrlM86P{h)ka)q|PcVXFE+pH;!^M@0mbJL|0x@QT
zr{aL8)*^)5J{|X2-8=n{%DgS*^A^@G4wtu)89uA8eJZ2FTRSPa)&2<+(o%HdGxcz>
zZ>`*RPqRM(dAR?cJ#H|)^7Bh;yE(^a3toCw;t{5*WSxy6t-Mfo(K*|<9}^PG_qwfg
zjcg-Op_~2AkuIJosZscmM}Fck6scBF!pzt9(iX7|OTt)|EIdh#7u9;&TYhaS6!rFy
zwKLw-I8P-+)B)Nt-@Oi9Qkm3TwmL<>|I?B13~#xA`N`7VS-5|{4jk&tO3X&jh9;Fm
z>2>8cKU~l4;;n>lNp;BrfscO)e;G^3sAjF&+5V^7$|m$p{maj{pS@HByH<LqC0whE
z=X-JewWcM}ZOJra**XjKqQE@}(*%`c*Pl<?irb23(f4C#Pk3oQzGfI5s=;cmEuLLL
zpwPsJ*mjB_Gq|F_@TTX{XLE}y@NGyL#>Klofibd5SNn7eSbj6~M7StuVh9KQpI>f<
z9jT#m@!c1q!X((1k~6*>UaDk@xlV&zY%i*kp2Puf#Rw}LP(y!8ZGFEiwHvZ=f}w!-
zB%hNwOJiqRJY;z1Y(Hw>?h?9p@TtkoG4##(%`lB5AA(a*o%L!#Rj>Ffx(kj_(+_HD
zCG7o!#1qM?W3olNCN!v>%Cczzb)Zr!wU?Z}si@fp(BbHb;V4^b#_xSu#jLH8X2j3e
znuzQzguk$a3D=oFt;QM^2&ok&Dg|B_najm$xOU!<&FYAf=|w2$CamkxlC6|FCpXb^
z4bOlg8Kb7)L8|K~BDFn>TFrY<g}mKf?awyT%|4vmZL@GVh=bya7xv?IAWjl<6~hgz
z3R#D!{ZSCHYAAx!Yh3uD@%Qo>R4(wkQ@6oMBt4Kt%)OHO&h#VI5ByRSjZxia%WLc1
zHhEpeJYcFHPb3sDBj_)=5l_-Eat?BWW-y2bi%u^|I6wQppZq{nKr&lzx{*HdsiDOA
ziyszD{CuaKh|XM69p4Wc+Db*Eb(N}?PaNlkxA^{$1kHgKCN9<}=p&_s`>?O=c_Z=I
zS%D|7jP8kU(kVIg1Fn6lkctG@a<7%LGbuBcMM^j=+&?yH|3qv%*+{!C5!Uc8w?nhF
zhmI;k8u=Wn$9t;k!1Tp3gX#qua?}?|ta|D<FHcOV2WG4Z18w0m;sWti+i#cQQk*2z
z%mb??{osd&+cm!7?s0n)U7?wn@f$w43wi#$9Q0qfz345}sxpu<yXEQeP*VNrOY&sJ
z{4%QI#ZTrGUdL34ZAG#yILCn!Nn;Khy^l=<{9@mkI=F)s=*@|~4YOUcRBB!(esh`e
z3=ysTpcy36DoCxv%p5uiWz8vhSX+(y##Q%%W&E(pRPw~fOlw}KGCp|z>jS4Rd}<@y
zE6EWfU99x=dBD3JEMaQGOH#>gtTe=N|1N*-nq|D+kuXRlJ5@urLDJ1ECT*P53PBoa
z?enOlysw<gVYP8=1_`c@34bbq$yHC&yngWDy%Ec#WhBR;2Yl)tN-YdEM!rrG+NAP)
zv{`tJoxaviWw2>FpN$3F52f$E3*X>*kft8urr6`&Uc>8uOn8GhV}?T6@20g<-`*ta
z{ZfuZuZzxJ5$02H6*0k6au+(=j(2WjAUGio%@3|rf|Tf)c~5<rqDjxd&<GxG>eE>y
zgalFj{EfD|!SFO=e6W$o9eW$uZl8|r88v?%XU8j(<Y}(<)xbO&(-BUH@d|H^rFA$v
z7NT*^I4<<S1F;orq{?>KZcw<*^$-M4f=x303i6W>5kzY^I5FwdWa+APTc+0pR>)5r
zbDDe#->+{XewB(&lQG^nn!z-xym*32$?0-0;h?w8r72x=+2LvXDkk)Ui3vaR1yf~d
zA&$(;91FWtF6K(n3MO|MvR4)JM^_=#DTayh7aY8z6DFbRdVs(b)l_&#X>&rgJ%1<D
zoL!P>G$u!D6PH#6C)-*3;afDFq<cw!LezYmSnWhiPIh^vY9+JCo>CL$yJo!AOzxPh
zr@w7!)HEayz?K&DvC3Q0Q`~Sai@AjzwEp;|oIn?w`LgG{idD0)aLw+z|Cx{#QfzH`
z69tT+^Jpm>-sorfId&`Dcb_@(W0#UN@g=LNN|~!DDk>egZKIv^`;VOT87e8lO&aCQ
zh7Y)!OJ<%WI&I$8z9!7|h?08QQ3vYMQ6k}WVQq(*-RCGitkTE;zqXF<Q?yRL6pczI
zWayARy1y+lxfEFT^Y!C`$s{3bBn}Kf9Z?xfoVUPSYbB96Fe)P;$4p3%at%n13!=jx
zfa~_65V%4^>>7!(oKWyeuzIwnjU4q08jonfFhsS7I5CJ0=s4gRq@tw|kgl~>Od4NC
zW_Z$5s}>ThRTO6FLrCxWLJGdO5$kh0Gp_#1Rg9SwEsZH88e<Vt3Fqcg%Rp2w(?+@5
zRj=V=StEO=_BWZgR(zccn8D?B1+7BiD2fZBn%`AXyxwQt5`K6c_4Ljf+{`!=A_0x!
z4aYIUzv67k1Gfn6BB{OTY}trN`tl%E$&^(G-TS%Zk@_6&6A!B$&b1@84$r(L++w}T
z+jZN(FAV|>pUg|=OdDHB5FAVj+=$!ZxM3Ykng!5Smsk)S0=Gb<n=DNN71M`qbh3x@
zYF^L6PSNkV#sMSR7Aox2UC?(1Frr^R8qr4I*E}1?zU{k6LYgA(@13=!OeT&z@K)%a
zsOy6!X=ZTWsZZob3b_oAJ+O{s_kma2YsJb<?QgNQlak`!zidFaUmv|+<jg+<`-axt
zTHi$Le^_$1n2G5qwAqFu-XPJdpz=i86#nwXq&Bwsj?@x?x@CVnKCfI;63xRkf)E!s
zg8nwBYa{%dJ&SFviU+sC<`ypNJ1f0!Wg{h0&6=Goh@@%WqYJFN2s@@Njk%R`FL$00
z052VzGLwEz#qYQ1J~Z~ws`Q##vWA<>*r(LTd)nG$F(ZfQH1%{~3fDY6l;`zI2aa^>
zh^{xRVzgEAE`$LF{^+=*dTh#8qy;f{4#uoy<{M%AwH=XJ$gYOsvF__&ly`b=inzqi
zw|EiN8SH0Qi%c4QB)4WZfo1a*Jsg@XoJl*IWpeiEa(i@Iy03K>=|82b_Mr90G|51;
z1Ne8-^D>AHcbw*R(j_aFNLxuo;gX*&f3dbg$$~&z&(SgeGu!-6vyp!pJpN-6^)I$L
z!1etv+vdM1pMP&w6<|4kKT`b3HviKw`2X|gRe{lOfPe++_0Kb>ziRqljtKLx{hhsC
ztKM&iCHmAhNjDhQ2gF0YF8%(ZmAHdQ+s1~IAea&jBko0?_L}O=YyDY|!?PghuZ3Kb
z>h?{=`s$k3OHS_*Gkfe9@D17hTQ}=pnTYl62H}KhFdb+m<;#_4Tq?x<Fe#@u{36pC
z!pgAc+tGWEBx?6#`JjKeyJ&T1B|`3UDFc#tjqF#~6^<`gE|HJri9zmJ^rad%;k+jj
zU!_t{Uf)!SqNG#DpqJLw2G_x=K2t<O6cdi{2~DzNf6j$yAIH1tXT^lz_u@SfyNJby
z+kH%0NCo1xsm>AH)hZLE>f6cem<r_N=_TCH^K;)l=?4aW!Nn$bw7uyoXJ1Axr_sCR
zjpDMHujIcPkMjyis&TRsQ9(KtZ@AA<Nr_wSYj7F0+B%XcY@@yy*$2AJu|GFDna4lD
zAgV5dpN-cLuy!yvx0bR2p-WBT<i)0zA~Vg`J-dU4d_9L*9wB>|z*(p^rBfkq)7)`x
z&(J5>4N2s#6k}+fgU3;`h5=LbF<pqFdWld;GuLECgVm|<8NP4|kr2G>%)c%Ao?V!{
z|K90&Y6+dVS?Jr&Jl+OYt7Pwsn&NK;VG{@9<AJXtI;jaMr8cljBj69J@Z#L(DDDDM
z2t-EMd9=wUD7+CY$!^&{_a0Kk1(Apx!`MTeYz$)U%4@l?xxfDQ$rWbq=W^Fm;>f9T
zqEViVsBRy;Mj^OZj7=8Pl~C@?5t2$-8}uS1`Ca+am+H>~P!X9ct5F|d$oCvv5xY95
z21)nmlJtsCL0*CB;bUG9nnnDS8j|q`*Y=8xXD_FZmzz0l*WanSHAKdBoex)s>fx59
zSS5dlXNjf{Dp=I;+}Z5}wLN_*Gg>Kw+La|oIHd?xW^<r*q*?1ZyFqf>HuyT^qW=?9
z!jq)(SH_`-*H^5HqiwPsy0epFd1uJjxRJ^KL>~R>6n}I9F-sR`B~vGHds_#4yGJY-
zSe)J7#@<QQ!O+<BPi*lY&!#WL)&3y${#d`AlLyQy1MtdD4gh-!V8bp>u79QY0ML<x
z>#tnyFPMQ<)6xXs`?xu|{x;tNnS-o?p2|wfNP?iCK_DpL4+L2RiG$!_;o#w5;o;%n
z5fI>?AU#DwLPSKuMngw=iieGlkB5zmOGrXPMo2_OjEhUoL{3FZ$MB4SfQ*@qnVyY?
zo`L=`5hw%%1f(ZOSV%}%^n|#C^#8X%kaiHp6DT)mZx|>_5Hto93<ebBD~JrpCmhtT
z59p5%6f_KwUxX)!NXWnmwNF9NP%tpiurP3Nu&}_{zQA!1ECw7V1-mFbma-uN@PcKI
z!1$aeRAN;fI4a|()SO06L5N7Wc=!Z_G_-W|49~z^+&sK|{NgVpB&DQfWL4GFH8i!f
zb&O3+&CD$<t(;w4-P}Dqy@EqR!@}Q0L?$FAC8wmmd;cN#<EOm*g2JNW>YC5Bb@dI6
zO`Tm|yL)>3`UfT^r>19S=jIpI);Bh{ws&^-_RqebUtC^Y-~70JEEg0A=6A7x|Gx|N
zf0PRYC>Jy=EDS8dW4WN9-GKmu0SiaL4v#6Sj9}=9MadEP1Y0aVr>X;y3V721j*-(i
z5-v4(jpppJXunGKA1heUf2w4EE!f}6wE#kafdXzG3<gLTbekVZpAG&0rci8kJ#P6y
z@7ra^SB-IS*#!)jU1LQ=%EY&O;WJp=AHafPfg&g0$KcI_%W8d%I}|+~OTI1a6Bh9x
zKZ~cEACDcVDuMpEbye>Eb-{HfnB^j^jJ2D8>ng|9Ev`1^awRjBUU4{tYO8&RF@Ul1
zw7jT5*GFi){G|NosB~e5nq!#!1#CH+%&KPQO|R@}Rv2adln*LbSw)0dW6bNwo&(3m
zr7ow>hHp%J6r|S!1j)Yo5jD@2e`KxLZ}LsZM{Ug_4}AaSWq{p16i)o<_w9$3ucVY?
zcC|zqDw7Hx_fcsHgvyOh%J0zM#i|a=ZJ^`(hFSX}%Qt*heEO<~AbJAs?KHYJ8Qpi1
z1G)AqLWRTvB0=s4qJvapuAxp-Pnx((w~lP&Wt!QemglB8-|jV0ttLtpnPl-L8df<s
zqglM8Ct2=gjNuy%KlRWywzP;pdjm2gHojR(U=!q@^5dH-1-GH-4;G8DkjJA?t`Kn6
zI6OsHu^w&3&>mg0wen^BS`|8NzkxMBGJ!Wl^`Hgqg?&NdHHJ{K|8&^V6wE!#Y|UAu
zmVwPKz7GXU*3(kavmmh({JHNkN*MoOa{s}_lH|*`*)*I*Tu^p6k))`w3yNm(ioULv
zPQSCSfX3B$bW3%my7Iovp1$bDFk=V5LYjNUjob0W<kz<yM`l$mKexVqI&BswS-r*w
zL+yUJit?>koUgbV$;lI~;p{c)<Rgxs9O~JES;QH+kvX|Ac!Rf0$e;00l3$jfN1Zz1
zS>3+%X2GBcfndABBfQ64d;&aZ=@WKFaxb?9yd73TqkZXEQG%>ORP_e4OMX(r?P0oh
zs<wINynIJH`TgP;$U}Jy3H0p@w*oix(`eyRha>puY9G1MP|3GS=~Y)Q*}HBp+oA~#
zPMW0;AE9hX8c>EB`kfQlJ~o!2dMnpVxOg{zlS#Ivi2nSZU`ddDDf3+g#f`N!U091c
z&d3)F<}%l0Dw*ZYC@wnp`5&uTv#|wMpsS+fOgycno-Juj5J|x-d`okWA4%isL!fuL
z%tq`}mI7!3N=v&WajGjta!?5AI~cBgJS+)Y*hEFjUTiDvZ*QRkrxNuwH*6W#HfP))
zsPSf=TIHcsS>dM6CH2Rq+Rglk;KknoLlv$2s%li9<_E94d9G$I4p<+k8(~VXKvg&P
zh>`~{e1RvxwNO#xlTvEGBRp5cTv?VsWk2Q`D*M@;OJ#>oGZ(-isED&mh^+`8Wr$tC
z5=U7-YmtpSr7Qu${!au4VXRBWephr<4_(>D%!z|n%|gCk(Nv_%42iZEx{{5!3#sB8
zX4>Ag(9t#*ic>F>&oY%7z9FxfJdUY!?;mW5I<LpaUqT=_d37Bn9lT*5ke{^9P{xJq
zLYJLrV;ft9<o_&noi#Rl!j;~K>(f4=ZC#s7+Vc9X%Uhx+u>ef_)z1Dndoxo3ULGWV
zy1%1bbru`l!uK=Jvt(~Ut1e;2dfsRLV}hEQhmJxiJa+VV80S|CsbK!tE^i13%i523
z)}}@7N$Szl?jo>^r3*n&J9GGerxJ8BO|xr-`01x6+^99{J5~g%I-Tt@Vvc2LjU&3u
z<JIW*)C<ljHt3@5`0FjRG82BJ)<PIj-Coyk)?>Sm@S7T^<*yT6tzGbrnLMG~vXW?*
zMM#`KfUZv9m-aO?F~`eYcYR`Xta(2*$J%{MNP-J{?wt87IV*DA9^Xozbjo%(X1E3V
zctOf1Z;6CpYV~!A!{8$M1$ZS)C#9&=M|jK?{pky%X%=P`nGX4o#PP^0>em}})}s%c
zmWlUbGdZXA;g}eOd&;$2TX!||0sK$v@{)q@mhQU*$Vbqzp>~&%&gjqd(}eN>3XIS)
zW25GS<n}%n@448<mWp%qC5+&nfcjeFy||+V+Lsc`I<~NL+l#%Hu#C6dDM_fSP|X37
zPJ#?==v<3}{+%;5+B#8q^$^gDhRPn)^s4(Z43fI5tBw<Ge~f!?>osHRd|gFj2nZ2A
zTX@{KC0!gvZfuwllP!46sW*Us6^69~0<s-@c($L3AEhx>D^F~xY(;j)*1&_QGc-|c
zgUK^on`Dln_;OY-H_g@$9m|T8?JTAClT`}dEXJ@ceBq4aoLKpb7m{rF9JUnixYw<#
zZ`>iEC);TxUvWvPCTrWCt~54&X_PBmwk`tg<H#&T@*?pn-+VZ?g?V`@90QITc3)>H
zvL}new8Y)ZZ@Z&zGK`s{b}V13qz45DH+**%A+0$rzSEd`Al-G(q(J{!z(kPLmqyUD
zjuUxB<Cb_?f_anw+<;hOZSW3Q(8z7u8##A1uixM@euIp$u%nlc_^R|Ic%d$@%mZ!Y
zTr>HYnqw&L8^4Y9J6uVvEylp00jTSP<;Iifu`Il$y=8>)cT!~ogN1^(323QE#GZ{R
zPu%z<2zHqFL`YIY?v+|;o2O%9KE|*NtS)r<jDG*t1Ob)OvtO&X>dkKkzfCsp9zUqr
zgGWamHMjO>iVWM|lPha6KjF{5JABSSZgM_}fWAgsVDGr5brEQen^CwMqNP74H9>&w
zFqm1qfkxDN+&Jtu1+`-UL)V(xMcBfhlIL9{Z&|jYQ`WtiFGE0;RJ@sGIQAN?GygO*
z&%MA$=8P=V{y4uWa9!S5(R0(>B~p@sT3fiYyp8^lh$K|>^!bBGD-8rxm8b#%jc?~R
z2wVQlErX>JHacAjb0cXP44o4`>j6XUx%@|@PXc9M^jjDz=qG~R%-B%FH};*CySEY}
ziO;*e^8`vybqAkNQqw(0lR<&nYcKJV3iT2Gs4%%lNc-NH)79HrEhcsy&SqQ$pT9TQ
zhqG*%=!<dJt^Ch%D4&Bg=}jNBU}`LtT|XQ^W`h$gylB%3<j5CJEN$X(Nka+=%0AFT
z*KUPo9JF7jR4SYbzsHipHzx8b_agIRIb=GasZThbLENmjJ^lO!zh}8vQT(C=tOP?B
z#`s2`VMB(}F-(d8Mes?fEl(#Y@x%%0a$5GDM(T^rVYpnXoqc#~r$|uGtN`QMPd|(8
zS+G2(ateDb>G3qpGeM}=j>@~sXs0s~?pI|*A`_)7j`hQJpWpKI=8M4BTVx~6Ug3TS
zp=7+Xurty?!!$vIK?_G{$i3|xdBBdmok4yRA6zUO7*x3{BG|2+8-Nk7jl>c3>2(k<
zWo6kt(OQ}{1XQnk<1Z6=&UZdB!S(|J@<5rn#D)r7w?~73?7vwCZEvz<S+X@G%+cNM
zkhwEwf&?~*XKps~u$7=B{&N9=b7KXCC&Fb>vHBHrW=X*}DQ{z^{st-F<)l!sCC~$s
zUW8d{r|x03B^7nne#GOfC)#44uesS}cVP0jRU8=ofZ7@tU|2hXUpod1BFIddyUu;r
zp6^BG*x{uSp*BHdIKQzLYnawl%aWL+nMyqV_NCO8?Us+=r?pNb=vi4xhN&UVPztx(
z%&05H2e&X9ai);h&2d6zt4^LJYD#drdi(<u+xzPiBMZn;b--c@%FjLz!9zL0YX$bm
zE6v<9t{r);(anNM=u|Sf<`VR^dpV!&@WKU>n`APYMS?mf1W49m2ruoy{%966cveUe
zM>a+g?Shh9N}ffRWT?A385f#ODN*_Q`VtT2-ceec@j}s}l(mJ~kB={}k;>q+Ozpj$
zJ?$;+alXy02)RUP$kau%T){90wvWozNPyI%6sx0@K0Gi!cWKSQ<+H=3!IUn!R!<`!
zH(4c3wu+>O{t^?KnVFCmTK1(_j!~Yn3t!|r`ygNYR>WpzekIV(!X{kHymi_dbjwsV
z(mDBykg=bzW6Nb7M<;lva7~Vjz+o%@lc0&SVGt>VcB)W>o3ZX|e8`jVl}`F$5d2<D
z8i78<Rkg>t8|3y`GZ_Nv67^w+fO66xAZnJjn{Q;NV+JVxyJiqjKXSzbj|gdzgr~th
z7_W=$mZ0ss*Z~9-GY$cv!kzX$gxTN60a9(l1!_O(|4*q%!hsa`rh8Qp$GUETJGlI3
ziAv+QE%7UvNw;a16;5)PEfr6}lD7Zy!y(c_SdMvtSdA5)+f_WL4Z1)SVM+&Yzo3V3
zvN;6QslIk{i?(NQLqK*j8~w1b@?8#Gafd1a0p-$FL>9taoIGGwp!<)x%R)fyeGpJj
z?2T-TAOs}(jS&KZp@M)2@4w~-2rEE9YtK%ve<HY4+@r+aTR=b|C0#2QBol3?9KvT6
zL$dV$p_B@WH(j&QC;#CZ!hcTO`h4=`X^3XML#N$0n4P$Qjp*B13B1k&cZ3I8r)d94
ziU%;%wc<UEJ}Cs0eGIhNz<8h$lAR`dcs~R;X+FS9J#d}Q-al*hzeSRRfc&IxfCh?G
zzVZ;100FJUKgMSLpN#$EuEc|sh$tdgcaK<-GZCL)L#Vb(31M&L-@oXO2nmp1#^2wu
z$+a_<P=S7I{+ajG<sHhH`y5)CAQ*uU_Z{VFYvK1vZHWGJ`jZfl6b;BPRapWX^p~L7
z-Bwp{pY)CKp#$j5yYtpZ&u;3krXZk%v^@VgTH&8W%pjk8i@Z-@kowK%s67Qt;&k&9
z^s{0|^4HEEF8e;q>H24wq*5Di8$RHS>ep9S)e`EDXIcpe7iFeEKsUEQjkDfUH5J_7
z`EMLNaP5;B2WmzT#a@MiMe(jjw;59ps`*n8T?Kj{Fpgfj)<HnMv%gx6ze+FnAMw3j
zR!QQ831_@8mJi?lX~|?NHI8#h|8b<P(v|GT_3s!D9aH{0D-aNw!CCn|<?X{~2#8j|
zcjL#T$3RprdQn&7PTL%R>ir!cbq*fDS&!dOf5o((Fs_YA!aN#nD8aD2I!4<gHvXCO
zfFrD5G>^QmEKv4YPt*%AU}MqG3Tdkv!-Z@-+WR*(D|&OZ2j(nId-d`CL(M#*y111s
zXX_D}J3Q9RK-C-MzKm8L^>k*Ys>lQ7vCs1I;>9+wlb0Mru~m>jmj?6h4{{Y@{zrgJ
zlrgPnvtDKWKlWIFawF;gD*>im*w+3B%?Hh&VYz@&hBe!*epPW)28ik!p#N4*8QfBO
z-4q8P(U<7B7A&&bmR%p7f6}@(=I!sXfNrAdbBG)Q#yeyuyKaY<<e1A73l*_QNuQgW
z3ctZQY(sB_7iung)h-}X>FH=cI(Kaz$9~;g=3O7!`jk8TV~3GzUiw$9lRK8Bt%$vr
z+cAW255~2bPh5R(i&hUhY^$p6z&-Qnj@PL;$E~QRtf3SWTY3ha3xo=0G!ipePi>nu
z^S4Ggvu2uw$!<zL47xb1B!|Aix+pTq)$s9-I9TJgFJ#>_3DW9m8$FCZ9kKPvUAA*5
zUaSdycwm1!1!Ysvh0JxX=Yt17QZ7+^bTnHl>ADiCd^zp&v=IU-h*JJ({buF?BvfGP
zXeS_D^`qc<Yj?U6`u)XKx!BH?LW)tr0~R(u1XO4VG?vd$hbyOX_s;+c(iR8-oznhp
zo#AVmKjH4t0g=MpwxLf40indQ{zL;J1a$$e%2IeO0WgSjhJ{bH{BMpx-uCy@!bokq
ztgHU_h_!&IY|J<C;hQ$IaA~f1vOHAsC1F|45}(B}0Z+h5nE&RaCkuY13$V*AT)P|Z
z2#=ST-RytBxGX!)VnaalA0MOy<sLeYAfS&_+2}Q_0-S4d&6c0!vBclMe}YmM&rXMb
z5cxxRy&{Nu(uYiNh!o#j3bRLGs**iEagxG%FNR13_X<O5%WgsOdDYUL%FWE=16CQl
zJchv`t(3OFy1<YvU(d2|2FTB26n5qqbDe?Gi34Y<sJDU($J@P!HFP-V=EK6={<`m#
zHSI}_ZI50Ld&8|}MAMO*egkhd{H*+G*MqD<NZTPRP#+%?8b9o{;`{f@ou>W_Jrcff
z0tB4vpDhm`?K?|AE+apeBiOWL-+6c#G_aiQ&Z?`pPdfUGRI-5CxgTFhNUa6Q+c^{*
z=+~E`U#J0AtUr~$oQ;s`Wrgm{J0j_;On3B6>ye%|FJaDRgsHCrSRyv+X}(m-P4R?J
z2qwh8-*;ur)UKVTRJQ}S6AMsVif5(RM7!?%@p=lr>Bf0HLj*mjuGXvHOtO9;klh^#
z_axmg>X7kVnUkFq+)UHUU>-;{4i@%hJ2~ps`{B+|x{?{0_8kIZ&1tlwX|h3h{%a8D
z_2j+f-Dq~>#?tm=0GuKjXjVl4r_99vYYiZs6weA|R*y`K2_4B!!9YXssXj#dM5dZq
zZMfryBUDQds7tS(4*pZZ-?^+5(f3nqMg@yvIP0HJo!=0S%qFjovrZ@w_4x_IDAP_&
z4}6FUuG*|2KFU|kJ9=61>I?>qM4yeW{xj8ov+2hCVY%%hMd$9S75c9`{D18Lx_$0{
zDG0z^%>Wug8_*C|tUoaXebf!C{?TI46q_iom3*f?|4Q#&I}=4jmYwq~3BTqPFj63d
ze`99=Z_$*}yml$K#Y{ahx-F?`6BD!)zy_+oy}??i_Yrn21)s{$zo&#Tgu!P%xU8^g
zy;;obT9Z3s+tbXKtW6PIn<X%{^Vb2L_{bFBD0bmiy}I#MpJ3WazOT19!H9TePF!^i
zC!gyP1_7x~<~Dt9y;EaRpb57w>L6cz3z+xb+EJSIZ|QSA2DsO?Vqa>`wbclvfA_&3
zU*ZqY--x}lxq#yNikv##!o~ct|0-^R%G0`^S7>SGr2WQdQh?4Kxv-Ae>!e!zbJn*W
z&e6$>a^X&u7-KzM-oTiF8aummq}|K3>C@?n`6a5C$3aT{?Vtqq(Yw!3JF~(#wXm7$
zqzrXXTG5_Wj>CYFg>0-02#oxdhlg$hdi{*q#4K(6hgvw0ukGI*)AJ7y@b)Z4KH<>|
zI~bUcsUTR)Sk98YvHG%c^?K4k$pFLC>6s1pk8dkN<~K?RZ8u$#lU%|m2Ra$U)rxLc
z&U|T(n{WCMg5P$wn*IDByy-mEc1XH%%fWxEsn;g|yhEovi;}ZRTOltsXMp{o_FVCB
z!f}IH>Y;@Q0+N&xA^X30d+)HO+HGGnh=Ph#rAdhj2vS5udI=UlK}11%6X_sLdJTwx
z(u;uf-b?5mLNC&5AoPUZLk*CGGrw=GefQey?DL#^&V8QyM;<cYB$H&mbB=fX${16r
zmrXWnaD7IL&6#xA$EuY;jZ>c7m9)6(zV{>Y%UcyX!AkSGZstXe2Hi*2H#guLA*nrx
zR!chv8E_iXtHw{#h|ChWnWuiXJ(C+5KeGEz8VT7!DT`)mSF;K>bje!q?J$4I_R-SS
zpAY;aY!>N>>xzZ~Q>nh-_%eoo{xS9vy>??Hp*|qm4`I-`LTNE<v<Zrze0HN$bGDtm
z=(|LDgm9@;^Dm;6i80S7z$qHH#D77Cgsv}_nAY0{fDcq~KwLKTP{uR=B0AUmS7>WM
z=Z%CPs8+%*u66@q%LG=rg&Laq;EPSo_Ib|sCY){Tw0xL!2%8ZV1WK8W$YrhCRzJzW
zoqY|wnQ1qTz#Zz_E;X^DRjT6`U4OCdNc6Ha`FqKxZB*#Y3QEX5e`}|lcTys$#HsS8
zBvAHl!Ho#4a+^9|uEjxR&GS+Uk;mefpa#7pedY>TNK-27Hhf71sZiE>H{vU)<q+n3
zK7Ro0HfeIQ4B>pDi|%DMy?&9!{OkaKQ$l|FG%=yx;9>*XmP6<$e-tilaIphzYt-op
zCb-F8f;@vHf5X>+3e}z*FPHN~{xdvqSS~@WQl_WvcRfq8h9Jbu!2kBQ&|asb_U|~@
zuU$dlcsly+!p}aZp7!KFs0dPT2@{A+t$(D&r>XdzgVs$QfOycw6f{2E<Ps#cd<kks
z;2uFsx5337si#O_U#|HTK@6wA(bi4XL4(cX);lhbD&)>woWY}IDG#ZhhTnJxy{3bM
zFQ&A^u=0wrLj-A?uez-42GA3$4rxyFLL+=GdBPAk+2`kM_MEn*MO(%0b0?@yIl)<|
zzf82Oo%0Vh`=RH$(H)N(@{$FX%-(1_U4jk_u$+-X{u|xr9NqW}+x?tNkl8$RDEsdX
zm@#2cgOQ2E?V^flsz{5|up8oB@7;`;!o8)xG3xOddZ0lt3;)+oWL`)g61*Nm_GX~|
z?jtFp?{0BVuT?3;l_mja2mc0vmglLS5f;EgBDz$|u)9DSS_57D1vORF35JHT-i>wT
z2okz@r#GAjULQRbI!#61zXYWK_+sHjGiSgqGms^eADsYjW2Cw+K&kM=n32T}(pLWn
zeP1eMt<@p0Q{xf@oT}fv!cTrc*D9f>!<jo&m!Kg4Q0=7~JYaucI=8}!KX^3%5pviC
zxmZ@mp@1-FfFt}pH>tY#4Di_w7=QGrm;EaZ^+egagTVtg0q790!t6!r7w(f&3n}S*
z<|eF&--1%-<hmF|KUoU=*4{_GW7{`6xn;9f`9YS}?9YGC5&U<&!GDgi5?xq9dwECU
z+d}k&A1Te;uqx=kC8HmST$ILlD<>n6qAFPO7}9LbRDF1|?wbb@Xwqfc7+H|P=;tu4
zB*o#!@}heN4&H+zNT=M^xrdDWd>JNI;W4Z4<xHTe2G>5wfQ>!b$N3;jV!=ZVHJZ3O
zHwzF8Pa!thAx9CWQ?9QgO84h!1u@Qc&w%8E3`<T;=0-%T121HY*x36J(y1FW`ha$N
zVLmOxhuMc7bOg(V82uWH@zgjuLj@;VHyfu55^AKBJlkbKUQmpNo}vfddvx$%cIG<c
zM-uhH&ugh&jfy88^@;{`28~f!pQcLtB1q3Wj$wQmKGMfk&12d7Spys^HNOqx!o}oI
z8%&#TW(0w_fCo=D)^rQp5q?uLgqB{tlDFRubQm42J8_5TJQQD+109wd0;Up%9r@P{
z#L58hdNfJ4kv(_kwVldxkymfje&UD<o%Tt$f!vm3rX9Ft-z6xk9I<fpH^kHUw?xWn
zM;u#mG695u<o|?scy-5h&x@(dnFeRqV^pDfZonPs2Fu)ZJ|Ig1Bn`0t-8(cEE;%|f
zuYVh{UxFMx5Y@=eszG{Y4Wj*mIg&V!K4=N}{5ni2K%gOiL#wHUTA5khCCK;gH3WF}
z5;WXt&1)1^6^B|TZm%&*T?9rZ6UFzzdmrH)@MmuMIk9(&PfNuo`gl|y)S0&%O_tgG
z*~SND%PKht@D(jPOTykAQ{)zEPwCtS?x^x9@N*bESr%sH99!C9y?e{J>}o*`R$U{o
z5mI7xUcnh*Q@o-cL%Sk#eUp-NzLrx(EtOYUy2*7Uu&QKdr7V^Gz$(GFrYv$K7sC0w
zQ>JA|bST@&n;xr&B3JB7w)yhbN>qhC=D^+$zu<mCdBsz*w4!1xcl?>6Y@N)!QF4*P
zke$`Yc4Z$E`;3M49mNLcJ4UGnqxFwIMNP{0tV$}0!OdR2a&z|IZ#x(oy3lnuPCVJ^
zdMA){Y~a3A?8#$wJJyQlia^){@RFVssnGOYdmXT#D!qDUWBfp0)|4Cr6Vp3U6fF=K
zJl$zyI_r3h%m(EJ__69m!-BDA4$)hxI`_lwWf`T!=;rkyhw8dF^=~TrT_h?=d8>$p
zP(b$*4i~6!4<}0KC@Yc$1d?$5f@33A^CT9GYRy>EEv-Kx9GMb!XE|&XdnBGlC9XUl
zN8S%O302&W?z<xL*`arrG}~bX`AC7zy04q0d3dr>Fx!&qYP3>KB4xv^rhPZORj2no
zPtp1?ayj(dk@Qf{79-<GdQj;p>}m6j_Ick^EoIsl4Ij(y8jN`7{<1j#)?uV|>-%m=
z0Me;WW#k)3bhXY)S+Q|+_bq*yn`$0;Xlw0G&$C$iArSZB)0K)KO;2T><@jU4AS<M*
zi}I>d3!(sb?GhA`Q+Nr|RlNkg5LzA{VD9)aBf8b;-rZtwcGD7m+zB~i(@zp|k$im5
zrLW+ee}HvJ_Ky16%Kr^_P3q(QZ`@bmj=_u$;f-kwkU8YRk6s;P)c!?CRUqO784q7k
z+hKc~s@6z1*&sQP-R$7&tD<R9KKDZJQ*zg~$;U_o4J>#u*PpMdl|3{s<Lt}RLmvrf
zg$yfM8jcksTw`g&o6z1z;|7)NU|t08ULb72+hgd`1t_q9w*U(n%4$=IthJeSgiom{
zrawi?fpd>j#lc5Psxbe;>GvfluFxLP*hsO%q@Ch{+i3I;wpa~o&M)SgsFix6)Llf>
zJl2vhc%QwCC2QwQN0Oj+uIltS)#+AbuM5TWo%D{v;Si1A`kplVeA_R?9`C&-b?I|X
z#VI#|JXxM8-7026+ieAfHJ4+cEveVFljU@T$CERDra+E-S|Z}X?L$IKDT4dP;<Cw&
zvBIYzd-v66$?U_kL3VdO9?mG<E^kzMJm2su<m3OtIuUKc%hzymwzn=pGYCRdp8*un
z0{*v=;lC&EudFN;$jadVB`Z@UC^!SN@d^0lM_($54v(Fow<>$hFg7vw%umX^DWJ6z
zJ*~I<SByfFe3Q5a+)vy4xQdp>_&I`mV~B6FEgMM$ilLhf_3Ja4Dzu*^YZ!aD1bn)n
zt^9NG#%!qXsKnQ1M45YH4ZI)GO?e|<rv$o@p&}9l0w2)UT!P>~^*#DM9y%3~ZMthO
zbX-3JhT~8(JuCb8QSRz@gK1DNtMAg>2In_tpbH&2&CUGdGf?w(fXrIdP<bb|bCi3_
zA?cTO-Ng4cF4UvG3WIoN>b*!tUpBUf+2hC8k5Glo82QHA0fs|siVZ!b@rbB`e!-&>
zuvUGvN^Q;4g3v}!zwsaeTBf)M5QW5dhpBC$2G`eXnmOug1J2tvm+s4K(g-uKqpLh-
zS($>{>p7BF<1L<veB(lM)Cd!Oi1a%uRt{{YsTe8Q&8|sU>5uf6HZ(B!#8cZ;5q2`A
z^QS-Wx|n{Wh7Hh005*=B5gy<S$v4K2#qUoxnp|)c&y7DYiWrG1m>YUmg<#{k)zuo9
zCkA_j*uMR0vc!o@WsmpP&7!3I9^xdU$$I#eEr-nnqh7m6Hn){0K4DLqbLZ=osgvz8
zqO<ux44HrN0Qa*qe3*iYp(f-z6|HvJnO}^r$iGae33|b`V5gMp=o;4vzJi3D`0wN-
zJFrL2n6QwQ_K-9~;pHiVuXKKM`2Xmkd87grzX(>T(P<$2!Olzfid*5hmG*F<bMGed
zc|P(^EU@HcM)!i}r6*R5p1^H57wo#+cT2015d+)d{3HBx`Ub+X`XqwB`k4Le0pm_D
zu8a9nZd$FL8nHeRKSvBhD?)Z2rx%bA2b-UJDM^x>@jIm~&~#5Pa>F>zGUv=Qf{rPB
zzx`iWw<tmQD)@4&g~7?)U_f41HlWo&!mDd=Q3E`L_7BkYpIfMczq5tEGlp8M$s)iQ
z(qK!*l*<#4VmYDH+UlRuu5u<3Z|F|O<qUX`HL6#<r7cxpqk?c>Xe{mdHVQ5^NP+dj
zTED<#Gw5n#Q8L7mpM+lu&wurJPZHQRM5gb`-yXG5pHzML_LN-I{07gr0)ZZ8Tu$Qx
z%B7p1VoRUFO3{j3jr}mPg5BQNH&tE;+^zgmd(t0$ozGLGxRoVQD=UQUwFy(7sAPl(
zQKx5}y_dZ`Yj4(U-Jr0q4C_yk@FT<^-=4V9F6<ISs~fXhbro~%<1Z?Q9xz%Le}|}w
zqWIRQE9G_$Enu|XLq9YRi#TQ_fhkt~MeX~#!RN;(CER3WeLrwLe2+Q8bCyF&aV>c(
zH3=N#yiXrQhm=Qf5pTe*dAje<$6M!259MwSuz&SYkY^S1yaYk#n}VNXi!-oYZq}7s
zQZG1tJ-Y-mKyvn742Twi*CVf^?zgAkqD-e9S(g^au=+|?Scr#5vImz9MKT$iK{|4L
zq+yu7wmGBDK#hrK7lqf;8vVcV_Adq8wiQ(o4?64Xf?ThHlW}Ak%v+2Ge{1!Oa|o>+
z{F*u0B(c=p3BRr1oq@Eh$3aXJOv0R8)83{>ld^NM`As(UZ|L8`*!C3-7`gM+g<Egv
zHPqv~!E-ELT*QaFt8_KBvGn&Uzr2qeyNAkv6-j#R$F-GdTE)4m`?I~fS}ubbl2~4j
zkePiBOTxWbni&w;z64=-8vXj`PEqzrMu;sL=D9mX*$jnOiYTtLUA?RD7vt<eP^|e+
z#(8Uz^4~_*|7M$E!EkGKGi-A9w#owLQFz)At}3>9q=aJF4>P0+3JIswF}nm^d6-7|
zy%}s_4J{hD^X+v@4POL&hl^0Pf%I?Km}idsps)N$hLK^YAJWx~+*8!8P2!*AD=yk~
zG{mrW&LbcakE<j?`v^hq9%CGhzw-c50ul)uvE)|2$+dBQftbT74+=U7Q|<y>o^8va
zBInQTnDkFKZ0vxjeoic_(w05`Xq7oyWo2fFK!id3$a%Edz9Pm?%}9(88uq-sztWX%
zkzfC(?CfiI`=d2K0~H#}rv5grxf(8R!GTv#f&|yT9Aj`wylRw2cRk?}gzwnJ57<fa
zt|ASahk=K*{R>+TbV)ZJu-R`*S*1?|Nh^)N-gWX&^~xFe5|%d#B9bD#hlsN}*G&-l
z@g+M-_SY+#&s0uCz1<st`@!<hf*Tsot)on($M=VbSCiS17ObgJ>ha3CnI3ahdjaX0
z#~$1}lf3Kzph$mPV%?Ou;y&J6L%dq#Ve>H!7VhOw$a!76+=C_s-)6H9+~gMEHOu;W
z7G!5Q8&n>sV#AtwSOlh;fA)AYtoEQ{2(2#yE!1O>TYYOo*fCLo-KR+oPpg5Q2Clu<
zgEm6M&ti3AV?Xcq)sB}nJ4EqN7Q2xl!3s{xcRMf-f1j52Y&^)*{QXtBin4vslPQ;a
z{StI8P?#3u@?z2FYnFqa0ke}xw#bb~nW%6Y3){~T^pQGlQlz6zFHdyrkgN3qqw^5_
z^%0Dp>;Ye8TZBx!oAf%dBp?5FV}s;N6qSdJA3%5tp@+lEJAg^n0q2-%!b+B-ixHQg
z>euJoL0m9%T+3gP?SJ_w(5^1bT|fD@rPfqaQS&%|Rr#Lm>^o3zVNmO@rx71RzKP!j
zY5yyiX&5WS{_Mx~?bo@8HJ2Sy01>5jLXQD#Ud{*d4s;uV4gsujvp=h&!Qli1z|k?|
z?@5sc)k!}9lFhL+tO#2Dc@co-eK)pH$bY(Vv%axCE4&+VW7ksruUIpk+ZN{@=<oFA
zL0x4C-|p<|WpHit#5B$UQ<5ajsK1e-)|)~f@bDA81@|U}^cQrv0`^Z30C-?V%?(<g
zHPo)tlOytr&i}D<%3J~w)^ZIf(6C9btqPSq3z%jOK(kJ)0-^G#?n|STEqm0fmO1XF
z8=Sk4nku({>UL?1L0giPC`BcrJ@Q%Ao`=`z|A5epTTxP0Q2^}xvrpd*BiAJ-lT(6d
z(sSIep8p(dx|n7rZEBCzFhdW}p;3@2Xqi3_wAA*{ds1QdP#A49yf7;^D524MZVEVl
z40PtS`ah?TP%`;YjEb{bt;2i_Zto>txDaTRsgdo3%-##dPCDqMO_zP@5}u2=+tXw5
z0uR<ku-7F_bT-Wv%<BjY?OjLT)1Wo@ihHwf7I2&z=pLJ!yMZyVtcjGjE7$om`mAWT
zs6YK3#aHDk&9a!az?@<Ba;>A8M6jsX74ta}G>eG4*>M_0;fXE)R(F<CFWfIdqgqyb
z=UC$ZY3Lt_`g<kt&XxR2&{PvZnr7eDaM9(+#l`U{6FRqS@mvW$67^gIKn^PZ%mMH{
z#OG87)y-}SARhXFb;E;&M6H+Lp_4Dv+*(-u=Ia@4)80cyKZExL^mWh|2V<MTcQ&U#
z_+&BTGRg|@V`8s68YXvs7)06N1F@5C6KO8@*c(%y6NG$;bqA8$<hn1O{m?TzD}UnF
z0~3j?aiC{PJkam5KY%ZDvp0skreHcKx&%FOF+7{#Ol}tjhfFF>2mjisY<j`rTVC$9
z2kfZI3Wn@JJ38zOw1s0}lBEq!KYf2uc%ZVw4wTkT+mDK+Dt?TWZJyjcF3OJyGdwhk
zfOOUC;I+wIMd}sg?19x(UnG0;+Wq?_)bDneJ=DA4#eXL6actghbmaE3%3%n19C<yB
zp=+|@XtxftJ$7BDgt{N<y<1|PlOaECz>|v~zORjaTRBtP<yusi^*D`gNGPP>u>4{7
zz22*ig^}se687E2A47k=cq$`$ToAP&Df8v`W3NtKDz**E0JQD5%3*h3PC|&~hI@XA
z@{)0mLE!nvkeS~_N#_JiVS2(!q|Y@sm>l?~I9u5on1Pp0$6D}ItG#z&+A0E{5N-Ao
z_gWxCF7vMdvJR&KC6H0g#h-g!vookD@W*KUw8sOIY<j}srrcB>e9LI(iIeUD_lOq_
zaEc7MX9V$#N<aBKsFb*%NP~)T^h;L7Uw7wqet$AnWqw5>@tX_K696V7AbuFoyovLH
zJRQ(tK&MEa7Wh(*Bjg;kX>f{x02T*}WJ-dMcpM(5j7g*P%4j4b+%<a%&>|GsKz?!i
zFQNMX|9wyxouur;gR{m5YwW+ChX=Bu*nbKK^PV`dH~@64#F6NtI%(@rsK`8(xnr?w
zpI4gK1jJqE1EIU%5>zo$lYaCDVqtwn6DcMM$*X_D{bz{rDr<*nBQc63eJNQ(L!|lk
zn9Wgbc5m#cN{*1N=KfcrwJ^VG(mO<_v7rT;TiPbg>DhX+PA1~JVVZ+4DN=unU3Gp?
zqS3l=i@;_jO*Gz7?-}4FEk}atdU;VNpGVk&RzjG=c(#W?Sj1~gSC9}n-ItxVAz}<W
zd3b&M8FgzKMeKhh&u|I2IpmC&zyok!aD1fIk=(zHm=h0iWmJA~ObniqoO)~cRlff<
z<d2VFUT&kw4N_)i)xT8pohs!3<YZ#*8xMQFpZ-^(XyiDfKm@Qm2xVUAGWm4+%V7}9
zS=U%fDxp6Azi~kQlgU)PnjtlPbu|MBsl!-#G?TT4@_v^uOVLRGr2Wg)GN!L(#;FEN
zCCVq&`?I6^u4cEp1X#L_wpi@I6=5(p&Q3U)w$#`&rYr;guy6D&c%F3#^6?;3L-O?j
zs%T54u*R>yhz<j{yQu@wdx4+XX+oW|!m!l|%@;6W*)+?dCX8w;aJ3b8t`m>pSuHQx
z{vp^c@j;gBETJd-I?#<*6LX08`8hJ>(9@mO>wT`?Q)VpC(TDj-<Me{Jouzo4()M{$
z#OpHxJd!ANH3U%xOgbB<FZg#pPz%_Q)y!Uae0))4R{AS!dtnh;h_}dm-+KuHSm$t!
zK^mOwxHGPPW(_|=pj9HUZw5bx)Ubn$u<}^-Z19I}k%ZSXAs&--70~53Uz_!J3fzXO
zT%D6K3QjJE#|I>$f1oGN`WAlV+a1tN*6cA{G`XIuJKZTx%c_*Ha4LHUu@8Y(U4kY{
zTs}f9YvT#KggN`puVvT*MA9bN8F;_&5sHVA3S6CUv<(Ou$S{}j)fJ0Gbpf|)XLCvF
z*0WksswqXvTOS@)eQ~JXfU*(p^o1&nWO!BNf0a5PRf!4A*Eg(SIaFIcGcwJyff-5I
zbM0v%#C;Bu+!nG;`W`*0voATZuYiQg;*0KFg7OC;fM~I$u32|T@+!VSgkFM(12dqV
zG5tn&({LQun##kB-h&<&zS~8g8o0oV?Wz;LaWCb7c1r@^H<FV)h~|qN4SbVk{}>N5
zXEWP+-|i3#;kVW96cIFw6Z*^uwr`bs#PRuy`H+*(C5RJvA$F~wc%@5f>(#fBC^vRB
z(Zvs`0@5*dv6<2-ScyYV!I8kXMeuW>t-OQ|h1SM?BV--?JBYtMnVFyXODZs4DtYtR
za6i+jtR43%{7*o4(n{*t&BMLv*|kpZhX6kdU2oS5@6?HiJ$HWjbqMEg2VD17ff(hV
zWvR9BbH<Vz@DqSJ(W5MHZS7_&=A7WibDfg_>DVjmB49fqChcaWE62nI>^dr`==?4=
zGdA^bR<p12yG3`^i8W>gFhLA>1I~xExF3)`90X_CR38MwfU%}<Am18R>;Rt<zyu+A
zoS*@4BCm6xC;`t6@b<efn+zXGc>*I02;E0C7*aro3IxnSfb4k-0RZ&#8?Jr;<J}H8
z%L-@m(kQ8c&}y|0#b0fF4uskzz>4t^+Af5J5WeZ(14x*C0P_@_Y;qBIK$jA5V8DmQ
zPX%4TLa`Iz{|{e}O$DFQcq4mC*&}aDd#);rr}>RZov)gF-9h2%9wRIOJ;};Xn*2^l
z9P&%qdtF-<zgQ4l>Gjn+nP&=WDe7tJWIprWR<Nzpr;;x1%#silezvjhZj>uVE7A({
zeQI!a7ZJMTS}f}7IQgfsIpEzUWO~yBoen~IQ+qy`kaUuCsnOZ?lrBD;Ej`O=UHME3
zduy{U)zj(azZ6bsk-{*tH1<sKRaIqha^XZ`gTSUHI=`67^>g(%QET+;^w1Ys=ILrO
z>mZhEZ~il^dAoQILl3lYz?E$Py?B6F5B;~1VN%W|yfDkFp|#53m7T6OQr+`#%X72E
zxYlqAY+UOD0^w9W%(k+Zb;=~<F^QCsbXBW&zc}yRjuiF_xn%NFplQmg4EuDdNY3*v
z`*V$P{ky^m6p1I#4xTMF!XwgNiS1Q>_K{}8*aq-c_F0`-uhg0bC>5~$@;me$1eM&a
z5t`X5EPip$<|LUn2I(>8rR-N$81#GBR6Dn<t^9Dl;eFEkYoA16^@Mvk@zKxw9NUHV
z-kQ8X`*}hcWEvJ^v_D_-fF%44+(hcS?+<|4yoQb%aec5;(yRHRv$pqCez3`5PX<hb
zQy<~0G|I-utU^Tw=2offLzAD77TeKoLBS8JV=DQ}8<l;f_jvunkG<^m|K<4ot5xNn
z&sp;?gk{4+rRlx^P~i>q=vB<oUiX=>u6dH#BauUeeadOXyLf3%toq^%RjPzrqL-n!
zgZ{*Yl76R!(-MXk#n&tS)ILSUN0Rfz8z^LPtk`n!0&JEKVGV_gL(>x-sg*V%n=T|N
zM}Av`a3Qa?e@vzueGp{1N)I}91+cj(JcQ}N?qM{IFga_sco2~99%WdrbmgoobPO#$
zJ6^kZ_`4kKttBV!45P$G7ePA??k@vhw*C@Cf1$LaAA{a`o;eKCn$}dv{N_dON*QX)
zYOOA85g#5!@<uwRcHiF0flIHvw03BpP<5-guJ^crT4AQn;cOzSk4wsGqHe_M7EjnQ
znR3~WnIw;i9Mz4Fxi431Xmt^+-!b}YkOsWv^4)+Icmohxiz*q07z(M;=0$U&eP7*F
zh1n)?jRdq9U_8GB6)OU6kQ<}~DLCd5M5r>RlH%rUA&D#f@s-U~nJTvXT!a7tR*F0(
zwZpH???nDyHj11dBr|!oCwRB<e0HPwHn=8`8VxUgU*B*j^0?n~&f#Oi_ABSJY==Rf
zs|#Ya(1q%!9tlzjFF%NIG#;3!O{d_k@~XzA$N1w`cF<yT35R2X3NEC4VS)*jHDhfq
zya$gqBDylNd5VcTjvNDB=NiEN+TVD^)~f8>P0N?=D7rmVJmt)GK6jc`efOu_M#3S?
zOV(~M@n>Ra=+(D*j5$gapfk9Fe9TK)_10}}PMt6j8{F1o{SL4aj-APy)q)rw4>__z
z=-lskr~FCjEBJc3G|T$M`A#(C^mxlwcigBlbRtKyHzb1Gz0~=eZP}Otg|!@KxTp3c
z_0G{;#hZ3GEUgGW?XE1?G0!f>dCKJmi2R7#7*bu2-(LceF((zytn(8{LLYVcR{ceJ
zWc|Egs=;qWyxhAIw#4%(JUvU`d5#jd9`wR!9m&(pwm;V$BK^=6B>}&KEmW=<TdfS6
zUr?H0ulf0MrcmV1Q}M&@VvA|rEpK8>&d-d^`iaSgCA@VCauS8*M_Sv^D*BtfzZ$g2
z`nreh@OWrY`F%$1fNl3ri;~%O<m14Ct<#gBV&`fy21V<3?vexX&<>!DC#rZoMQE%l
zoMKZui)!xW!vuDn8Kxh&hF~{pmpdkdf+1AT?|l<XqsRz4B*J)4DqZ2H(!m;a2x48^
zDwOiF1h#)riLhk1m#Ri6<TEqVh!xVO(r)i;!>cm)2@Q|{BF0G-t`3PC#QoQGU%$V7
zT79%^{GK#(L^Fj0VKTD4vsylK%x9_?I2CEJ`8`aqE`C}~V>VS`Xg@Gy2}6;aXQ3f(
znx45u#}%b$=9ypHb%xyR=`X6gYRsD9BVNzbkCQ;n-EN28+?9L|J}F92tJ>bU-}qbc
z$-|9IquSJZhA7B1YnACC>bvk2o&ouGcYKa7Z!p8eN|3<KfP1_liMY;}k-Z<r?PXX4
zWr-6GAt5#O181W+&Ly6+BB3Vvfd&z(GW8$^4Hx#W#IKE%?UX?7CbUCXwhlXNbgR2f
zz5UH08}@ij^dBdbEM&LT5UU{o?qu@lW2|C=Qfv(^l{G@Y{4hFDxaG&CL@*5h=5lRg
zkc)U^9rg^XoS)3IXclOjS=Kau%h{qD`RB<&kK&^BRo?~nC=jDiafa)WzH1cX#pE+`
zofq)Npf}di$Op!?H@>xMi+o}rPGYu~VM+QC^>~_A>njC=u`#pX*;t`pJvNf^<fJUa
zLYxj(Xj!k@cV}Ol_tQ1=i4Om{7#WFD;J)Q4PXv{#vHo<KOV&moMk~GK^i&m1gSOrz
z_64Eni6O$PGc{o0=VB~RUDGI5gAM^FoHx&8qx_N{H(GmmZ}F)GX3*&dyHB@c2gQdE
zeYch)V`y210Nl2Xv2`kTRqSwAk9^ikIkSuY&TBHo9Z&UIPwq7%TgWhJ#s}T7OsOB(
z+>BPXO)!!_N4HTS3N_Wm`lNHLVL1f+_Cifh5p^@C!YgN;m37kTjF&;)O(>|N?B&C!
zMssW>Ys6Rm2cJp|liJIEeT2q8w7p^}{isGUu4)V&Q&Jo+tW4G=?HaEv&mxfIfllaZ
z!WP<E8{$iv?_#dbGl3*5N7})^*hKM*F9?RulXho@jsH3q|0jORJ5XnUrGt8aI50?-
zBCLt=b<YF1B=ldwkU24cR*k*9$6iKvKE#;XifZp1jI*ZLH~_@Y`WwfMMu1;*H+)rd
z2~ztxIN7t+GF0qov7f71JF4^X;_0h-^I+*uoH>NwY?I9cSn9mKd@PmjyRt%jfo$6q
zQikJ)KGGJ|_+*@+eTjf#(;eH$DN~d(fG8!mDuHBc`vSEC89LmpG+MRpnqHO?yac_)
zZ_VSh*V?toS1SyEJ}y4_rB(N`t}V&eZzSCPkO>yjd_UM`Mv8q+>T~oZC^(Jmu1lLO
zm5!F|o#>6uII#{`7<?D;22;~P7vae}shBnO0VE1!gHoBN#i=)3t1m&C`^U-ne&PIQ
zt-;qPzJ&-dn}lb7#1=2{kgK+cXJ>cRC^9#zqe9X!+^kP?M}4FjF_SRcf<*obUcbJD
z23O*e1*qi;&y1()exF>q@Vwe!n#=Cs#_ejz)M@U<!VO2BM6R5uJ=I%i_8V;71VF6-
z%X%!sNhPI!yl$KTez~3zpuBRQgzw9@yOi~e&ToP8TV{BnI2#{nr;H}3F4inlQ*XYL
zd@!w#=u`Ici+57q3d{UBK@(e&qu9kH-#&i8f(Mp080SUT#Hf))Xh<exxIXlu`46!B
z_g@}p8}b^V?gX}dp<L-E;c}2^;}DiRHB34RCw4Tn&U4jxf7l1EVB4MvD@_qhbuYXy
z*$iM>xaqyl-0gtV$6RRSKex45g87M?;K!+^hAeWle{#NVakS3Mjakd@X019vbf@0d
zaScPuTIsz|9J%s`p$;0y0cko)yN3U5(2qS`>h2N|8tKM2C>eNb{4aD^eR<TnsUHg8
zxi+13A(_BVeKvDl&R#OBWcyRZb@Z%8i3TI)DH4Sm?9qAjnf<d}i*u3v&7&#pb5<cV
z{#Em@jTPSu%-~+JEBwdIK(kyI#F=!{YO>KGN54I*qK}$vjl#umYfoRkB=zBjx<1n<
z>81h07hHMI*#wwKvkhvXvoP97Ch|GUKMGffY7rk)o;CKL<QeOh34JgjF1+iK@_PlI
ztRl!#GoKS;D64iDeX)=&#-Y+q{?@#_n^s?=#V9CFtiXkH#hpYbYsk`jC)1fb%S>!F
zl{e_V<V4hSC}dB*Z)UQ*+8dK7rS!)0B3t+NXj*93uF^{rHo0CAc?7mFa||b5AKD#Z
z^A`H(%l6Q5$=8lu<+zK9jRi{fAac*9`K#WF6mo7odB2JRK2%~o7;i2h`P!jFV8WjU
za<;Y`*ZM?e7|Xvy3r|^(H?(gd9VcaDJ{vZMoO!n+tBaS*G&sM!3_n`~vK^RsmHOOI
z%eC-X^ERoMeTThgK7$LnO}6|2u?A=EY~XF^@zw~lW<xCXD=!?JP{lrE18M<K5>Z}=
z|Mtj)D<i$)K1Y(iWhw`|L}EDFNEgzPdRtONfcGmh;*$+wZN6kn`hgB5`M?$ASrFfB
zz(P&F%@iyZX9dHTA5b1yr#8%-9xiNXBRV_^1f<&o%Tr9tXw_5qDO}#yC*baJGZ{kc
z-2akAoyuFG1yAN;tHZ_45rM9@%4ci%HA5Uk`<!@@sw=yI@->xrPT>v3Xmu|V54T0`
zffIuSVNZ@i3#4r)<xjG_1*Ep%>@@A|{<3AS7&k^CW&MfmMh^^sTY_!Cn$nA*=k?aA
zADU`D?RUKTQr5w2H>miPREDQ<LXv*TTAQG_qtUL-v9tYq!QR2}PLwbSiPo=Z9}td5
z=iL}!&{3-%v*z30K}6CvD&D1R0r3n&_$3ibIq7C;u8G~^!Zj|o76osL6!STe>>mYZ
z6bg)-*l{h_xb25wLh%`jtc3+QU4&z|)-#<%<LUs{L8IDO9#b0e$abO_-SAyR{+2%L
zh|>te<WZ=E3N?PHT8DkcJJGjOC#Y?ZiL$iQ$|hFl7Sv3$CEQ}O!9K*}J!xE5I@F|}
z3j}TBQU)JysbKS85c*Fo(?F8XYKaL=o$m4{*5M}xCuUQ{@Cr{@1wQ(Z0Z(6-@Ru%O
zbchi{cH+CT#JASsRuUG^PJ(-di)ns`xONTv?wYj^`RpUvyw!nB*pjB*uL{UFOMfmM
z6gO%~FTflAh)LtmcY&J>x5_wO7*K^+icN{su)BXcQ8$hOHsV!~a6{z%o5gEoTsiD&
z_snL$z2*#|d^h1Kk+FGFirhp>Cwp0wQp-A6MrC<5zi;s!cFZqw3>8s!oo`pJsCGpi
zP^bI8FLIkJ{bX0ij?OVBZskyePKT?>6U9_%wUX8n#)Q@vz%mAY`W&E7WRBf<oWeG|
z^eA<^YYbYx4XH@(54AdRJP4+n*US+}UJ$lNq*R%`FRL6cTB#Vf{?t(U>of3;UWbV<
z<}VIkjqMi3+{U-!3OkQ@Aa`8hT>zj7X%qrF0eHpzcJyF#GqzD|Co`P8?nI=m*WK(K
zu5i*+SYtynYs7%2B}p~1$eHf8$klGOu%PO&Yh?(fGLz(51nR$embS>PUV*73$?}G5
zoxJijbuG^wt4A1AUOp{X2>PB}8%@eckVGghhBLU@fc?%tMsEuH@;UbGm{mWP9O0Iu
z&Nv{P;9GoZdv_+AXmrTLU};SWqw|V=P9_1)A&hK*%}Iw5v}nd+|4}~R8Brmi6oyhN
z-p$!r_(B(XHhsJhI*l_Y?vWHi1uszISh3b-IkQ?8qn6v%f$y7@MzqOGrg>tnh0TIq
zGZu;fi)rWTK1)#wZ(IkxKw@{S084$hb)rM~@$2h+em?!K+Q+?)d=IVfJLWq!+;~>S
zKxb_eKqZbg6(;-|kZ7-e_&efZV&+D*1#$cX9gmM8aw`h4x<ucev$2(Rg4_^3Rdd|!
zC|E}@*;a#xPOok8O8B5%ie<2Q>rG|7rq?VYl-l9#4)QQ80_9wofm(YPJ2>C^_`z8e
z$`uvusyb4=r`A&pPzQ2k3%9WwjfxrCb5r`3ACxWmtw%pb%2rxxy(FHc#%g#N8Ua%w
zZ<UK|wX$MpdwJE6+B-<}4$+D<6(+Pf@Iu1kJm>exDFUe<<X`;VC&ux85i^C1Dq=&o
zyR-1(r!<42a5j3~NuqFpBeQhuQ;nu6>*w3PfpL~$E~G4CM=-nc{nbE2HzyaPOp9uS
zhJrfE-1-CSC%5}kw@Rgt^~YN087p-BEB1FougvCab*Kw){bIG7GWhLfPMk0SS*~?8
zBeb}{&xLOeVHFE3&YAT&N2(IHtdz77T8(wdk4-d@ua~_xp3J(bWI62U|2h#4_oCfG
zwjd(eWSLi=7{B^_<Ncfr`>k-pk4~xN=Gx0;eZ}VWrkU(e``sO*-?_u3qG^;2jj>XS
zOM6|R4$5E*=eRbs{55GGB+jO+m;1a>JjDam1nzuYhNGK^yu<z2m+K}e$SVn<C7f&`
zopA0s={%|_>8+|Gsqpzxh&7j-K-g608=>sVNo6yk#;4knrVo9G?-;XPQ#fK{{_G>*
z%_?9Eay9uK)%~`bJ>?QquZ`6~C(-Bv(xv2+uF;;;-`6wQaluIVbL+IA$$1_R^UQ$j
zzu4`&($((V0)ZAmfIMhGYeR=P2}YPj(Byl*A%>lo$*_iB@VKgw#Y-yTtI}Jae6U`@
z7fcv{w;V#-H_kOGEfcx|mlR>!6HR3!T_c>+k&{G27;A>Du&O_VfxAT_dnkSmcD-*4
z5<YvYP=7FkG=n99ALBcIbWzBVCcHs69q(ssCUplWBI{3igxULHdmmmS4S2JBmqkN1
zY04wOY@t&-x^|PtKgBm)cEWW6A(Kr{4Sbr}1w{$Nquv0k5E})>(B`Lm4|+d>AL5D?
z<@6FA>fcDL;lnLK=aeUIwE?z%%`8#pucDT-W{|3N;d{$nZ`N{nCWLOA^BRl$d`Dv7
zgP`0GA!}i^FiEV%qLgC0^!2f4!85^c9`nVtSHA6hXKc#QLz+%oh6&cG*<Wk-GWgi|
z#`xPp?`#=Jb2t8u5xa|_%w2nn6uR-l8s(9aM)<i)=*ikXI(Oscy11kpwS~63T+@}A
zdmwMM!|rbch^y5*`V{BX!kYLBCZq7`y%YS_l%w*GbM=}`oq6pU{VW$Qg&VZbnIi`o
zhOg*a&Xbk@7=SvZw}TcNn>9bABwO&}9QFsVeG*!@B_BPkbbY`L(E;|W-vKz)$M=Fx
zl{Cy=kV&8ez}tuc2#q9p9+vfFaOPvmq*+}^Pr%%7AEIutD?ZZmwltpHb)SdwT;<fG
z^Non<h7Qw|_fw$JefwXMPtJtb&NW(MT`(<%vn9?{@1zQ|N-@?kjTiGw-=4^WprIfy
z7(Q`72fcdN%+I)+@qz<zC{J5)pSFW3O|+T^(p>d|%}o0k#E!cA4EQ$|Xr2|C$Fm}j
zqNbMst}>`3wjC|(XY*;nBp=Mr*v4s#r3JaCR4gjpTxCGK-EWRz_bqQDyM7qr(uPRD
z!k1!m&I^+HTMro|(^DU`lQnQkk?O~cxw@SE+;0l)fIUtuDm8AIVfKdaA-vMPhou?E
zc|(Rbko9?AYt7L^wkP;?;$`4kTnpYwL1}pk6w2Nd=wp(<N#Y$dv?(r~nNuK~Ze;(3
zIU+~%&u+J_Y4cgbcm_r`cxtM!o9`f;w;x0d5fL45lkYV6c1|d?&gG@A|NMKdcYbe{
zQZ|h;x`(Zp!--XN-|O`I@#L7$jpFQNBQ22^Z**CcWs1Tn*J}v(Chv_N{g58<lHPkP
zwV4R0AAMBfkEG16WG5*~jeiihujeDWWuV~Q&q_Xa48gwfJS#!;T?h+54QsXqx|ekO
zNYifCtFDV6*8+>_M&~|9t<1JR1QFZcqfy?{Pey_7x`JDwW`~^BqXa|)*sR>?P}r!X
zW2XUL46=tZNh-Nn>?8C?GJ|GkbhvdgpC+%Ud;~=&nfW4{B^w(&GIC@xZS1QXD1Uf!
z5fF%~ldADuv+}ye7?ir%%^qV8Z`H97J6XH&|M%8TO>ge^!_QOqz$-d2{wVk{9Z;D7
zUeWxlm;XdE5#`C<%+$jv?S2W;K5OXeS5*t4JVQa^VVMN3H3D@r{9q1R?AeXpxUwa1
zMfuzxP#zNM_DAdNou8uOgPrrghwf<E_YgY?*$7`FB5Al?J5y($6s{1O{YhED&!tIj
zr*}2MSo3%P{I}v6f%^={MLrJN)k!+{A!`XPrK69}zPqcrO~tqexq-SL=J!2aYBo}M
zT08%}HRz~d>|Lkkr_Tkm3KX*f1-?JMb1LhEc@<oqJj~!GeNgnA>FMo|Lp_5)PtJn*
zxx9c0u%kzS@rQ2KobtTUaZ|d8^mKMW&%p7FdI|t?wFN7DbLgm~uyy|0M6^<Le`%n!
z{pPv{rTgA9FquAbfswP~r>Y_2Z0=|sryd`v)z8I5(dAKwvM*;Hc3%FDe#$@Hu3dt}
z$Hw?NtLj40Y7#$Nt`yUfrqQ;GxanqvJoJ4}bpurZ83;kVHRQy~KG8uJ@Nc{@G+HzG
zsa<4+Vw$<XW_$g1^=xFSf%}SM@l%gdWBKr#Ei3@9;_sXyHO3x?qRZrI38#t|6P5g;
zKdv*=c{B3PYoDZuf@_W+(od$(a|~{LY#R-piSd5zo+A$8nP|Rp3F=W*y9AXy0yO%&
z2eTUa|8Q^@|A&KnhCW~NIg`nR$~OF&htQo5I;p?@kLpak-Ei*7JIx}l8RnQK{-=Ut
zyL{dO8vm2w#{$QV&4yuRs|2$-g1z!&SKUVFE*dZ)PY4)T8jcLZuZyAh&JP>yQCcnc
z-hDtq0zpbwVO~h&I14^@UqltpY$8J&z4e;#vu~1i-o(p!`wWxLzqwLJ;Sjq#p{Hoj
zxW5pGPk8__AG`z!DSFKsF^BKn#X<=*Qnmy?@i@XY2zHDEQT5Y)b+cwKEU|<ceVj&F
zUxf22k}4PE%TdM)O2f5_FO+nF+ar3)F)=)tNdwB0e;4*O-;wGZYR5m&(to2D`?jHs
zoq%ab*n^n&`gzh}t_1dW)-VEZ{E<hDa(&E7J|i%si*QQ!RKt)&8d@2d$3A2r8DF60
zWE_GBxd9H#V_oQ7+=qfERdwM?)FPb5w<rOJlY3(@I;Fv-WV2p3F5}+Fi$BfUk*&7H
zZhz+W9{ri^r_75O<E%|s^ph-CkOwu;b+5@#|3}Aw<<GefsvY4p1{SehWcD{+bT*r?
zuN|Hg0i7MDJi(aEPAV&HM+?@(DvFWcI%%qe39m={nVs%|9Zbn`d`_R#Dqgt~`u!<1
zBOIc<u6ar<<(bqXzMyK<-L&=#nv_YJ8}V_xwqKmUR7~qxKP2D#FD%5RQK+I3-=9qr
z?)}+CFkU=+8OR!lY=kaCb_x9Jwc9qNkmELmlW-(hy`l;m`Ak)h*Y?CbY}6~%vt+PW
zLh{SU<wZX~8Sp3U7;3j6dqcZ3yQw5$1eq0i-*q;M{+<~nBIpd(wLm4LOpgz~P#_a+
z?t_~}ga|g+08;K8ZSS*kVVBoyQeV3h!hC4MR(ai{6BPbYXbV|x0P@6t6xtG+LHM};
zGVl-0z5^pe!XSu8;|gucBvtHhf&UJ3@b6tUk_{-Qa*=>KK0=ek#oaRll(8cHkNawa
z<n;hHb1U401c^j;E+v)P9<PhCb~S5YgP+b~QzkNdSQRLs3zlnbg%7rkvy0p|7m}aK
zJ*f-zUO$FqRI)sE@N^5`WnG&Aju9%0l0K~J^;Bs4pAF#pi>k_%C}U3O?;cGUd?Uqu
zZ7j#zA0l2XaxR&}xe`|*uJKBnSmoNScUCI2Waa`>Q0>;S42!<)ZiX!#fwmDH@~K7V
z{9je2D0zw7)p`A{?iG@S2ge0pTFSbM$)3M1!lAMQXdgFO5VX91qpFUkrc3UB2tl8#
z9n~^P(+*n;kue%4XWuHPWzwX0B2~BnzKLa1tf;Q6{ka<wYEw6hX7=6D4R7r;GoaAB
zqCt=jC-_ut2{5+>&vL<}tIRxTx{=825K}HiT27aKhoLiCYh$sUk0)SDS&4T__Py18
zviObz3$-6YYRuFr7OYF4^>M%7O{-KAAN3u;3I#RS?b|;RzMkJD{(Z<#Ypz|j_QTeO
z?^*H-SL08wB6TEqJk#uCx-I{(G9u)aD1ivpA_i$|j^00;%aW15FgT|!zInXSwyz&J
zHjJtte<T-`Q+y|OFa2N-$EJOXClWHi5k~`oUHYblc35h@rFEXB9<s2*_w9bAVVLq;
z--P1=9$7Mpc%#~clBeJE6cQBln|6VYd|HS1|FsbHfA`!Vd7%=Fi-po&f)ERYo~m=U
ze;WZRjDP*J)0Wrs{cqdy`)l$qzAqWCL5?Q2n(-OiZw;<BKEEHqOlBi+2~wuk@O5SC
z5INDOEv@lIQ>S@e0c;9PcQ4qwr5VQ>6&Gikc+}po4z3s-UJ+Aqt}k8N1lqg^^>lK0
zSr_9d_w``W%QO1qGZl%kQUdxKC@_(^vv}29Q={q+^cSwD(MTUj=b)MTu^sgH@_?bq
z^0m<Sp_N3}?&KD8{IiNikHR-wdwwe3O#Lx4j6CcK7jZULb}3$n@`v~>p09bPao<!$
z&u$#UN*x<+FVaP6&FTlY+_}mmytCHqWtFl|-wvTLUz43IO0U&fPY+Ww{T(x_ngY44
zxlq|1TxCExWzL_|OH(=85B4;yzt(-2MoERwu8J8aa1Pj&R(?XZH7J^;39TgPCwmnx
zbem*r=`QH^r9PfVK8%%bVPE=4V@Cv$u>=V0s=@)NrqzyYWXVl#n&8S$j;IFse{oT#
zQD_ioyTc&sN*GSUO@PTm0sb(5dvy5uZO=DAEhmuwViWL>{yKc{C0$oE;rjv&bg=|V
zco>e=U=;;cOOcLLEKlks=qGG6fr}VLIo;l>&pj$Fh;_eE+n=m4GNDIG_5~;2_#7%|
z&BbW?p5zVjrmPqIpT1Ca%HVhR0Q%qc62v`U;?f1h>{%1e2x<YG*tb>=UDA*Lpxf5K
zhX={cRflFj9~>U{nc6v2k%IT`o~xq9uH*RX>b=s%0Xdi=o3VDndhR;N8dxftbSqgR
zUF!CBu8(ymU*}$M;Tr|KV!Fll7}ED<t&fNO!p~Q~HOFGeEBZdsDy+Fm5`+%J!@n#W
zu<9-6Qqn_DXoAFF^V(pQThF~S?d_sFC9b}gn`CP;-XdJBQl?S@N(BP|vouq<;R5Xz
zn5+)o45SWLxUFGE<@l8GHLbSiMqQrw_q*j{6=9V+`dmczacl@=JQ_l5;jSMJbgm=s
zF@M18pA?y-QU6?gd4FQS^Lfb7lAe(%$vTCg7Wdw7Vd)oe(-6)tYsIQs3^mLNGZ?SJ
znc|XzTzi{TfAxJrq<!9|v-7^B!r_yfx)G!-`#hscq7F3E+9c7dXUZ%3{)_l)HphBW
zrr*9s-AcLw`JOObfi)~vgj-K0351mc0yVY%(2^3#mXeoPZWJ9=SHa8;u`~NFS%<-<
zn25>jRO0nviv;75m&`%M0-u?aj)>1S)C;TRNG&5NmLlJoUj5_*6Svu2L<uM}53kpv
zB7dzWFjKs<)FFv~0J<}-Lu_a9ws74d@=xCMy`$`}z-{UBu4L)59+N2)ClL=&-ManO
zSz?F+lR1ON!|>N9Lrt*`1er;|r^63y#dtV2Uq7b-;*941QIhqS*WursBLAItB;`NS
zg5$_>Lp`4(lIB3HAv*LS<nD&)nz}954G|I=YC?X4(PXnzN%YdJJ~YG;dsyQVKM2`K
zd{4SA^6hwl(||s8I_`$k@|T4J>Kf;5C*om(nvMnr;rFaq!Gq-;0m;*&^X13nZU?hj
zo{9tld?BTck94{OrFx@DzZkKacwS)IJK#px3Y4gHAH1)Y*d;y$7rY|_)-|8!*bk`j
zjukhabfJHDL$kAt5oCPu@n&6-wnb?#L)7HN8)olisK00Hg%}ogp@Aw%wm5<CI0`1u
zo7(^A-3U5`2F-I4TE=-FTyUnYb_}En+C1?N@Oh*+r8SiIIs&Ov=F;ZNz{rk4W{l&&
zE*#ZUm3hH7ELSw5v~XVm7<(|LKxnx@es?C=BJsw=qSJd@1}{_ZEJM3<39kUx*?ZDo
zmO!7)hMyC~M`|WyetryV5N*IA<*$c=R?!h!&s@y*I>#V;8afyr^cwD7LT5D)AFl7s
zG_GI0AWW~Ic{LcOpbc8{ckx+(ul~4Lyq!P|<=pw2r9+r&Fhz%;`xw*6^y&8>7Us+;
zJ<QC^vah#R=@RZ8Dl0jahYwdWsag~UTUkYQ$po-0JZd5J@glbvK!L0Clq<d<9g@!o
zF^BN(@E_1AR-vGw3z4CLq^~xIC&y+CU1LDQN`8RHCr~%+$JQC<TAABwy|wR(RLH&G
z4ccj0w_1TxZ5r6TmZ^)f{+=5Dvs+m^Gta=QWEEw=Z<er)9kh>5$d)0SY*PI<L-(J;
z38=}?+2eU2&8>mqIbwaJ0ej59HAE`0?HZ^?BG@UDfM~bD6OH}8WX*esKLNrW5B4oJ
z8nDpUC@zJj0kHD*OCPCFH}a;ast(zuF99sik734`-os~aDIo5-XNaVj83zXG%rgWF
zr+KW0-oelNNV#2i4PV^L3dnw<L8*V~EqPJM;egdTl?e0ALrSKN@W*iIlSrAiB%_gQ
zW(xY4=leMtBBz%iVW=Z~u<2g>jrFN>jW`^~uZQW-2<6?lGelvhr~t8_BGq<_v0(tv
zaP2+jmA6?S|HQBA^&fz}g3M>3&9b_5-Zc7a=C}7jf20_|k8$rRHI2r~sCDDT{RjgV
zp3-Au7q+qyGc{@wrO*Zqf&j9-GixPK3wolB+-Iq9JAX7Qy$n4kcb5dXy|TpF<4|b^
z)&4V?LGjdLE1rThWXmV_$<J*Xl0lJSw`te(7F1sYt)Y-}-rH&3YM;ph_zp$8cvwaI
zLj2T4zI;gWP^}tJl21)-hKR$~ZjZDUohF&3XZ<Wadd6vLLCTq*Z3=Rt{a^xe6k;Cx
zmgzT{({Ye+<$28><zU3y_RNXvgDWIO*L(NWK9z0g(|$&h=X0{}0w_Jya#H?#mn6g-
zG7oGGSRpEu7xe@9?J|P6JAfGVFNL-L`{%T0a~FW@1r&Z7-~j{GcCbN)(7zAKumV*R
z|7c>Vm)g1>W%~p9>g(fWX=izSnLC;%4{KJSwcac;=0yI^_Q5Dv&@)l1?02&K%^RCQ
z$$$R-HW^W#SM;d|u4!sbbS@08eMX6{9EEf)&{R~vsbhrfUxOJy?s&2Q{=;xw4A2Vk
z2aE`_n`u>m?Ne<ojT@*+ct6rSTE{?~4jLvc@a~H&z!{D9Fi6XG6M`&H;K=*aPRVQ*
z-RBa3RZ<NwIab707#d=9-lc3pA9DoQ=@_w=r9Rh>zj%esm8+k04ET2Fs^da>`VJC2
z`<`@=s)4_g$4oWgZjmt<`b=ZWn=D1?rPhHh(?IYaQ>2_2dbF7*Ws@3B?F2u)f-&av
zJALVw<OIu*CU?DP*R~CLds-hCM?anH;zpD5#y~cWLh+>On}h-D#-l6SsyX>=Vrv6Y
zjonKV%UkGV(2eU?4(^G9=V><<s+5Bqp){@wiuEJ5(qmWM-Ma=>#0?v}McYB{)cT5x
zeLcLMCRy`(Z_4MHDkB%JF1<8PqA(}k8KM|sKc)GpV|OF6yUBCpLe)o_<9YZwsVtEC
z^y*h-<COM8RO-A8K;dU6e;-RS>}knH^L<RCMuOB3lFvWMK5nY_kmRcz!~bCKEyJR0
z+jikW5L6JP6p#`SkPzuEk?xwIk?!tt6a?uG>28MZM!F@3?(UWt=3bZg)6aU>yS8_&
z?fdb5+xi6)=UitVaURF9@2J4|lg9wV2U3I_Oh40Y1`-nN^lxREJ=8tR{uK-1C&u!{
zzwIo-K5q#i)0tlYIx2xwhr=mOUtMX=I;1agpOvr*|M&=4P@!}B2YzA8`;vfH9FXb4
zr1g~n;P}bM*w^b=!?df_@bJ3wUabm+r&^`GIIp44xzl@>9l^422Y<?a6edkxK{mG7
zm3>Y)>h8-KFWW%u#;VYELeloY;P$GZY;BpelV<>TVy+@Q`eou~D^6Q{&(><Z1NH_g
z9jd?`yx2S`GFc`-`fau;<;D?tUUS~M)Ez^>d7bV0(fTc1K5KB(La8@&1vlj`X{l2F
z;q0tpp~M$g-4E=@nOq;y*OeyRthK8X_FMJ4szazLh9wfMx}^u(52}=ZnlYZ*(r-n`
z&Y`aK|J<f<trZ}R`rsUY1F^Q~7ZlRkMtBHaRNgrF-Xr6RS7+-m(dI+5LbvA{nQk5$
zO}uVY;2KKzdlJt0dEB3^5TjPySn~P7`K@XexlU%|S_27(q$FwJi*I_ZHE30MkFars
zY7(znnyv3GDi)3$xjt2olMQPmYC0aUr){M-V~gR8R2nzU{LaLF&ncJUp??j?P_0yd
zrwnNnJ&jM!<2#;}NS6dVk1bkPqZF4yvie=wSl+O}v{yto@blakPlPv%BD%oz>6Ytu
z`^vIT6Px$uBxbelf_2x9!(TA?ZzzsytRccH=*z2Qf)$}aw(-xoM!<zbVE*j>?RaVY
zmuq(atr+2dQJ(Ox6>ZBW(7=dqoHH)3YhR#qnw$+Dj);=k`&dDG()jG~b>`*fJm)>=
zRUg>g^p9qgz6}ONOLGqy_pmtykBwbA<t^T<;nEF2Y!6%zj10k`3HYUI@uDQ_SMeGy
zBiDm7#rzhtE~HNI^~gkuDt*RNnyDx0mzn@B9rUsYw%I#px?E>R)Z?VS^B4Hg7RdjJ
zt}Wxg9yrTO&%0q7@SYx-2>;Q7SJ5oHy08DN6U!}Hk)*3TVSo}pYMF9cJ!2b#0An;t
zS10jNn#B{(=Y7TYy`=jsaXNmXQF=wom=~t|E(HJz4sgM^#$W{vxc%@*-PW#;PM{Hb
z%Gr5oS!^T(aT-F2Opi>N`sxdbV9N1>bM6+N+{vg$IRHZ5Cm%p{2jh3}Ins^^E(tH`
zBWd&Z;%rrPM=29zYhyt+hSr`1c|N|65-jI?GF+eVl<Da|um~CV8U;|1u9K|OP{x6z
z(3b5nIN)U!yL*<5aYRtp*3~&KH;P4AegoHH8aQn9pv<|h7`C`leDjq1aM;kwd+7{x
z*TVGLD_8a<wT?ch69YRPA&>b~8P)uTx>srOYvt-~8#LF}T}JH%iDBP@zexM-VcDmt
zR!ny<HC)V)MNRMKb>oWg`b)80xytL;tAo5*@%)E6)jr&^<iZ!a&I~FWRhTJa&1U4v
z<ktkV*>?1mz>UXV$O&9hXALL^MBXU^0~N-p&Px6?<`bUoBYd5-eG3!W5&(;GNiHFF
z$9j2qUsYU|8QKNRiILj^skO&IIoz5B;02Ucr)K!%-9=nY07K5+n?n75S_n4uy0|Q=
z5a+cGyMfnocluDK{i6;3YHeg#loRx?v#q#yi818yx>BZstlckN%Ui<C`ay4m*5&dw
zBnixV6><y!<pDFRk6rzJ-f>~sjA-*O54uE6B!_G&mZ!odri*eQPg4Sf!@O7!l%A#w
zK3Tsgj>~|Rl+*t<r*csbxO}a@8|7YV`EIdz3xM@8EIN9KFaYSvFkM2macimxj_Z;Y
zGxPNk%t%F=v}LV2y|08>F*HDxSH^!C%?@#N58SkFR9%-Lfd^lSmyMB}Mi74*X~jP^
z3%Y#jrab8~Q+k|pZY)I`NXdix*@&*L5GZ*rD60`(jT68JbiF>{w|}5Om_}TiD53#k
z1p@f(xIk}-GjM`;{@>UBk0xaQ-;DkiVAm6?b_ib(0=Fq>fSuQ4m2rXt)Vi<Qp}E)g
zcJYBTVZ&Z#TOJlp9P-4=FJJX(bnNuD=_p~8|IH`;@BUZa>h4aEk0wE>sjenyLnCfG
zN{PMVM*+>5^a}RHu-1szzCHt7xp5+A;pIrJM&jx2U6)JmYSNjHA+-8>(|NX8b1kIa
zS^WiDO>Gq6m}~-80ZQ;#tc@Z&f7KwCW8P=M=-_kW8snf9$y5CZ!u&)^c_g_;&o&PQ
zyT)g}+es*1$<{cB9hw$buFt2zH7`Q$7q)p2mEleTb&Rvyt<Qoo!Hi!|DS{D@T%l|S
zs}(=D+*w;A)+uUfQ}K;zhlkcDeC%(oGO$O^ZpZuDS!^@vxbXrF&W#^$NqJIj7n71>
z2&f02;RG+yR5hQ}bspo+(VWkY!e({FNobAj`!>~Zj!C~<!mduIt8(}F9Nnvagyrnk
z{d#OgxB=O9+LS?14P;6zq_JUQMGb>IAF{2P!&aiLg7D~#RF0|3)zwjHqCG+U@K<Y!
zM2mCoVcx>4Fv6M^gO4vDPvEk4Ppge1b2navYxwy;Q9u!7WV3q?{UN?mMm(#xd$y~!
zlxW5QiD#3dnQeS-?BdW#jr}eBTQKP2rB$FUEUUgIo)@+$ays}D9iqbah}!qju?mFy
zWCAG-2V#*2FRTEEHNH{ie_h)CpOwA;+h=dMOYf5dPT1=N)~6eq%*Kxqs?0+w!$!rs
zr-#jT*0189V;Dp_lA&O!e_072rg&GPJuGNCdDN_0a2>ubB8`7=HS{pczfLYvR{mvF
z{gL+rp82RK5wd$WkE}Xh=~5b?a!9s0yhB|LD_VNzp~EuHr}+Z&B-s4^ueq-;>Qq8r
z_M_31$euAp9frO_D>Ud(dFRkS%6dx9%N+LYTbY3Fnrz<GOs@d0hV}wQ<!8BkYp&b|
zRP)=IK2;I&Vlx*zAB(3`v8OuPa+&K%blBnfk?P;jD3nzp--nBOEv#tD*2>6xvFJ5}
zPG*#f(7k3pIw+pnRF?yxr0^`x7Bgk-!{=Use}Jm-c;+Y;xVVZW{IOXhC6#BkDajMW
zKVGARxWDKu>5AubX`uOaKQ~EEJB5%m@gZybhIp4$Vk&s-z?BtWQP_X;X`fZV>}Wl$
z8s(?%LWh|Z^YFr$sNIu<XiXgksxQ&f0w4@0g#e9h|JVNGQaMU}JB}qdl)iky=gd~!
z7Hgw^Nba};(}}VJ<}x5WwfS+2IGRcdi^m{9<<VtPBX@YsJ`U<`V~G$}eZ$FROQ^yx
zs$0%_^LW-ol?S{!4@8)V0A%8QH3;>ZFq!6VqfnSj?!0XA;=Xlpo|Z@l$x5YNzv-$P
z3r$)a_Lp_W8*lmNU)I7N?KFlBu?QxHAKGR%sP&wb5=xo$(cn(xf?VPu(+NL}j9eb}
z1%LxovA$eMwRyZGBXYxt0yB;vv4HEPkhTNkHb6IZd;aaB{eSOKgC}ja8tTq68mw%3
zx1$JN%rCqVK%Gb-zrP{ncwT9t_ipmgS(aJ#ph9Er)!pM-YS){YV~csFURUXj)LA;(
zmM29T8o4=jj()9Hg>sd=ApCZ93X!7hlMHNbaI&%&jMx@dQ@@5B^J8|lZf<Qs<T2l<
z<Anc;zx|Z3$~d^YURUGSRm&#J6jq}wYA7xEnQ+ol=w(w29LAE~#TQua>%co92i~F@
z5YiD&*g{E(iRayIUu(n+akn*^bs%uebE*}`V!z-(8L|LC(CCU6Veuhr%m8+?a+F4=
z&BKAJzV|VoQ7+J%14g^K$Z1ZT;d-x6^MJVYW4S>Nv(847-dW?|j~bXR{-CIE5wr^4
zjp&D72tJosyvMJqYQx2M`tf{)pD`%gJQy*1)<sK=F5>3^<n6Vy9Fg~~^!~uiwBqcq
zYn#Y5HwbNt(@3c$aFhb2ctJ!@8M~8k!mCqRI`#0TY-(%(kbLEu7?b3ifF=4(O>#)@
z0*J+%GzC%~XoyJ?_>;*y<H@@=MHy@GNjG(~QcpM#42%<Dz7*U+{o$>jYcVI;z36z?
z{fQbbz@NAOPP--UGVV^R{g{LR2xPq@GP1|0;4IFZahDe0UY`e$<gVlIy0~L3!UzwC
zhj$y>HF9Q9*MHU#3pPS3h6$W{jFLE_aMWGUDB8y*?Xc``Si4EYL#@?O94<1jp{x0b
zm@-TNQ{gROFpD!g#|9P!76cQjeFVJ&<^Eq&5<CD>;IY28_#St0KL_uGU;Qkbr#U+h
zn|<^ASO>4m^&zyGk>u*`jzKoW$4#d-G<w)p?w#SL^cn}b{?Pg>*KkD)(&?V`%)AH-
zhv$J~9j}My7e`<J;OL&6XGu>~aQOU~4up-(z*vSkW2wYum1bJ7nHYD3Ezq12!Swb4
zAt^eA5C)TiG|2A<pJ|~{mQKy(eOHqIMudIEVq6^4FDx1veDk@Cw<47I^`WMf0-|}T
z{2D*gx?M0^-fJhCrI};VdVu^B=!RZB2-^dZVx929mT`968U;6d?x9MP9KS$fR-Skg
zelg=pnKO<UBO0f0n8nLS$za|0ib>92JDyA4*3dlfz3WyLJ_-h{AygfTDX{id4-ir>
z4xEe|Ca%7eUv`>NC|E)P`FHjK0mP6#0#~9JV&L9T0b#GQS;3ZsK$Z*tC@d9N^E;`^
zY@d}6Q56`rA`AeVKni#PJl1O(-|f~_K;0R71TsnjokyU0%bv)$`CVXYBGj`boyfwP
z74dZ`O#s^T9J5mQ5_$b@*E%7dQ?A5y7GlL!FF_%x_?{8s@u^Zn^G@RC@up?wD1S;U
z$ETh%<IXFNOw8;+Oc{b;=&JoGw{tE=5T5Rmh{AYrk%5!mOpcEvRP3Rk*?ao9xdo_;
zeQV~-6%}X3a&8<-?$JRwF%NWQGoq7-skC%0L_b1aRxGPB%Gp*RBkR?3Zqf=6=|^82
znafdHCMkjHu9W&YAzRkbGJ**kRD~)cBX;_B$838FEzr$**AjlZ=*jYrL73+`xO}2o
z8&VBGi_RwTT8CD=C9U**kFNXmmSne?&}c=rjnu+T3le^*h`SFCVxJdvD1O;3ZalY5
zbmLB4f2h|bLg|ZwQNa1M1=dn~T-8CK-FP6<fG9xyat%aE$<y8fBuCMIfc^l95$?p!
ztcNo%X))No4j&7RnN0U|`7hmF{#Wlh|G)S?^pDy9h=!Hzul&ja0xW-}g=S;_3k~$&
zX`wm)^4ihP{=J>M_HUACZh*j;;~l3ii=?BSi#^a(O!c2=T2)!p91U!p><t`EY>hmG
zgjnQFj4cfQr?yJJKX;~NW&O+VtC%?1xi}h`I8m~3{Q1EDj28OOKK^Ep{Rb`dpRN8%
zDEr@l7MhikjqA^0{z*y8%0|ido1pt&S)zYW%wI?JSL$1d-~6_JCBKz3u{8r|Y`NLF
z|3PExp3(xgQ3P0`$tUbEgIGVaDhrdueKlIv7qZOEP5S&jJM0u+`OEhQzDNRS`KWD^
z8>AHds|=SL`<=0ysae`=0w(Q~5yScK^hq!KSn>~iPko(mOSpCNaUpj^1l?~`r+Ee^
zE*uu47I?_wSewR!{=nxlG_!Z?;93rarjR<iBG_TCp$WZpm7jiuPtOX?5l%EKIh-zt
zIlbq#z~b1iUhR-Hd&!_lsCP@%#90~?maMU9&u52xaEA9m>%FD@>zvxL4EwZ@AogtI
z$fxEyVsmFJc(L14QkzVTszOehRzZCWK`Q+}q+t(3MZWMS_hYlZ;S-rqAttU)DY>$F
ztf^NyymT|m((kMz>cOGSjgl_9TK_C^*inUO6LJ--H~u{A<f+9si89TbRGS1hXIeFS
zk(}ytT~j)E&L%C|E~OKvnzdXex@d=`iP@u~DE?<O#`H991IE79&qgd?$P)V|e;4F^
z^Ko_{)l_A4FqH)h@@0Mp<E}oc4x`P=6WJe^bj)BA8~=i#AjENJ;;mplHf;O}a(>5U
z7X*ta6O+9_5wA+<iM#e}cg;9N-OnKw+adFm7`%8^nQVFpnirqXSG*v9j@~Zxe!gc%
zxe{OU@-r!j@l{>)p=3zdytcMG-3R_F?c0WU8LK0|f%q4dQij~QeEIw;w`gcEn&|i)
zR@iIbES-SKY6TWbYGPfbsg5B*bHCtgsl~`8(Ph{Z6OS<hO@Fa@hpF&gs4@Y<M``lx
zL9n6WH+D3b!s7uN*x1AemDs2p(X31M>Uu>g`TJ@+Dy`!ZS_eWw4{7c#Q34bUORrT-
zo~~TXT_)_F#@(>DesRB->b=#b+K;?*5~+0={hYBePfwILgZ@*z%vxT}?UAw51YetY
zc?1QJ0of+|%>zTrKO)%u3F{fe&vDiL!g^!vzpOK;zG}%!YLVCpVbk!}72JPT>j*Fe
zpPQPxlU0_8g&*R?{&8&hABnKv=jgA;<o}jQnw5j~KVgz)V`u*lnWO;`_D@Xh{|%_5
zL1Adn|3@YLCq?%Ef2gF<+%(2gXBg=F=`sijQzu_cSLn<RlU|(_xNnB}F{1tiyxR~6
z0In>53~-LzqrrpBm#E>*WGjkKmSsK27E>29!>kc;52y&NKepQndh}=DxMwxDAVk-m
z5+6<|O=eCCS38F!UkA4bU0G0lu*SkkRQ%3&t4cj7U@Y)5d+(c4(w6oqK?3dg0JoR<
z04ps=?`TXNfHS9rQ8=b2Tj;)a6X2J>3;6|?_aHcz_p!+f$|KjNIyn3MBc*<n)M%;6
z4rJ+>R=f%zBwGo#%*mX7LZV_yWoI7<vWt+t{-2OJRD>7oazSDSUN!|<;w}abgx%HI
zj<WdZVDgOc8bNR1=1?EcN)PASY<1YAjJkOuXWr&Mt-Mr?oX`)YK58;_t&s)CeWJ^F
zZb^53&n@2Vd4#~4?z{PJ+YUE+$@Ybu6sNRUls)*1+Ubdor`=u3^7b-a;qAna_CUvA
z#-6owt!8*D`JPs7{?kd%`2E~3hH7WrR9sV(CZEx;(q*pxquZb=0p-Hlu+>FbWhq2&
z&6iEJOG<}yOHiGcmz81QuLN9?@O_d*B6?G!&)I_ghhWA&g!1!BB*o9NOB(|_m3^hk
zNRe_XrVj)8o0P_(4#V<pYb`$3W!~b12aNf1dln}5Ne239><pQ&Pn)2_k?i60s8dCl
zjPq7IN!pBo`C+=*reS`d0sGGIl~WzF0GFqBT}g3=x0WF$`C9rd1r-{&p}}Fknt=<C
zuSy}Su5~^h#Y;P2N9I_rxwyryajA@&fyCs^Q1Zo~3>@Qs&(O#U<^uxn?#Qb3rn{$>
zZw_1-o9=~Vud1ApBM%neX*{b!8GNJjOi^dD5eI;K;|Rmio#f<s3oE;P%#_yuQGBk|
zIJkre>*$7;j2?A*4^wvDYLx#V0at!Q${=Cz<2)%yCSA;z=T{kR6##9NAX$I<u%{5M
zw)VDeMn3Qh`t?vI%3|1jz{)4zq6oYt^JkXj7X89=oGb+LR$HC6X71l+r~1`87Cy-t
zEejT)&J~o3t!}}J_mnMJt={Q<v7>*cvpDzCEcKC~D##&xsRsTRK<d9G6a4v?u*b?X
z09N4s)0|HsqtVzwGo-=n3@quWZLUOw8{r8$*ck>Q$syi0h2{`;MXO?6{oK%sPA4o+
zd#<~BERv5x;8E*SEhJ9mr0}Zw^|(>-fKBw?)9IxT?%wlVlEa~)*gX5dm1ELBLtOst
z|1t+3D;o!!hrjosWA`h`k0cVHiYNRj4?cZ{GoNw;h_%IJgw6ndQz?rJ&mp<=GoDBN
zuLQ_%lyyGL<pGHw_z2<b{TH%cw8@1pv@=P1bd9SUR{Yng4G=r1bM$32Rj1u&?o|@u
z%<qqt$1fS{YF}TR5@4ROqVtNpY*6AAs-9QGzfNSzo<4G+&#5F?vw)d0|FjL-)~K`X
zaeF$8phtz9myy+<js}*xFiWh<)=tp|kK7-s43NF+Cn$)h2}&l$a+o>Q>;4B+(eDFI
zoYkz@MG_8M9ev@xtyw*38mS%PQ|miRtW#}OjUP5czG#j*dvx@%sy2G<$b8k8wP7Qw
zwkSeHUWi-MNR#?wUprelFB*A3vz7Yv<$M|Tb@-r4gjz!dpF^B&8OMZ0rQDg{=SMxP
zOSx^QpK3WDI}cM@vc63=u~pNu$lFmk#A_ukcMW~Uvke1z5sK8s4|`u(2}m41llmF(
za!Q(#mHeyU4as>(+snNq>BP(L$PwF%@1+MT?mw#Ch-Ycc8ag@5(vMZsbx%KdhG*x0
z7+bJ>W?ow-lcwUg-5mXxwU-C8{pwc+j(AIRZH3=Ra~coTLSd`K6K>Wg*>nvwD3^u%
z0~FnjVRZp^G`irmb@jTIieQa0Yn8{8nr3R08K{(DGeT3e`D;GVgWIDfD<3Q_68T@V
z(5g8?A;)5RLyfSGK-+ho!Jtb%#y*!e0{0|-D3Rq=W2n-sxricJVV%Tz>?>CZLpC0w
zzO5F^B}J~KH#iWb<?k7f{~d)jd~5Bcwg+899F;F8(;4rN0y1fia``_YDoUcHGNUFp
z-U&Y9+!PX=yo7;Ad&V>^aW!Wwo+CBu+~Zn*%6SEuQZw*lfo-GK!aM|sJz$#4Vo$>Z
zgC3Qe$KI?Gpfh#ZqMe75fUX)D`@O~1B5>u6)>8GQCk-lU$2K*Ls-w~D*f-y61`%U0
z*<)B<lCeS3<*Soa6KVX(!dd%4Nua8KIf_7zkCL9=ye5r}hXVm7b>Ppw4mZ}FY{Bb7
z6X;tyZ~PkR_T%7_(dSkqi^l;R5x7hG-LGSlYE>0+>Cd`MmEN`6GP#oadi}&`oP7SG
zcFw;@XJ$d%!S-gJMvhnk8~afi_qc#$nHabK<<s}bmra76o3OB~AH`SD#lAiD&;7j#
zKxA|qK~cC55PL9+k6k`GpqhMsF#IOS*r4KjSmqZXGH71kQd^rg_cA0fD`_+MJ)k*=
z9(2(k*+0I0^0tf_hDEjIzQ)cIE_i@`B}m{IqsL!hsWnnp=&mwbx+bqOsMlD@9YVy=
z!MyqK$HfSHuiSJ?U2si3$x_eW9`DgBc#J|k^tIX`uD3HPXnp*5aOMoC5^I(x;0v#y
z&BfQ4v#PS#H)WpK_BS&owl=dzty|Y?_}9ZnpauzJ(2|?pBl-9>L-27g0SdF2hs(pb
zss-I)(r2{X($o*tw@G94SPB3&sbw2N*)(P9r*DAE<re=KPqKbB)TVA*$$eCi(M<Q0
zE>M8a<z8r8IT*RNG_Z8LwBINGrd1_0G~;7Lg5R+SdAftk!<yoS1$k1}ou)ZSYlgBy
zq1bB^=~Zb17xz>##y5Q*J<v$baEL5#w`#K8yXGz5&1qWL!y0PM)$TK@We$eAjInr7
z$vO(QPHn3z#d3jU>$!KO>A6}1ZN?Mw@O0|T9}OLIZFIICLa`_ZlaQp{xzV7SQ9?}(
z%$OVz=c(rUAXr=uo}D`5IW`K~J>z)nGY}o!^gl79m9dUj({rZE>eaWlObwRi3RqH2
z9#N?)Nr2StLAOsVbP{FbbkkDB?bA;JESAr2N}(%j`+tDKm4OURFp#DxoV1O^2DouI
zAyuZIW?lJ%vNSWJ-=Hf`7UL+na|SFu8`D>qU^1>=w#t7y?>;-@Pt=1W%uQbN4QQ{I
z3bglJ{!4on#4ArX#QlEyH4jknz8>qvMLz4wanbf*N6Wn7PO$lSdp=pkv_4vul;&ek
za?nikh0c>2uT@>HW9iC?pq9G2Dy7I|?S_voppQ>?IwHvP%G*{kC)&1;bpR%)Zs2B@
zG#9|zVN~cve6oW6^%;(=cjifs*A(x4*rvOgxBQtkn%PC|Pe(#Oot~?G>pvdltje({
zx8RbsvYe>4lwK4VW(0_Z4W$wCj$$2JZV05+-+Fs|{l5D6<_<1=;s7M=_R?<{9A>!@
zKmbs{N8o=RrKuH?Wa45`Fkc&H9VxO6X*z=L=hD4otSAar=(}iS>^)#|9vn>8plY1{
z)%4JN5B?D+|JbVfT7L`Y3DIVn#}MRK1>-2A%pG`3T}d;D4usNwsG1FtNXj>LiB;C;
zLeBCXm1Xs=vK-iefx?ILFnHpX?6+^91WL>-h<g<ERYfSImGzU_PEy^QkO43t{{fvH
zda6!C&T$%gR^s4ZtheB4rUE3U1!v%lTR!URC>!akiJ*|mOz0*V!MPU)uou^g6b}_C
zfT+tD0PwpqZii&Zobuh%%BQOoS{Z94y|$8yUo1J;oV9%vOl(UNO+#0VW~jz`*<-mC
zwK7aCU4L%vzatXBQRmgK_h|CeKd?fb=-{C@-92o*o%d9s<`0mcblY{2-BoXd@Q%fF
z+ld7?kmo8puX-eGBGkLkXxDj+V=)&8yR4~3`ed_fV>CvMV_iP-FE2g-5l#aoazI1q
zKN`yU*!32}yGh{4r@#ANa8>Rjey}}rPmtBdUFxmB&JUjF4t80%vs9(HPXbaVzHWE7
zU2p=i&1=@*vjD?yz!AI13Pu1M=-)mn^SF=n7KiPVb53VYU8c$)2_}9O>FP=|6ng}-
zq2dF@SdcMsCn%mtGzE%Pr6^PRKy4{lDkb|(uTp2EPdCUp7J|X@wYm%So=)rc7F`Cm
zXp!T!UOV>N%gjGO4k2wwUT{XY)A*a1PO>gMF+Qd!sa!H5<9F0(xO%h#FWm04D!Hmk
z?_>G#{2=vrE#H=5IVX$XmGXY+n373P9RX+ZHG21u3m1S*c|pYWF#Iwr{6jpCaZBQQ
zP@Lb}E@ppX)X$*8yb~cmuB!Xo*Chc)@9NE)x6ibc9BEk13_gnR2abr8iXu483pAGY
z-6<|#{63g*+j^YUQyjzMv=cSV8nb!E&OUnkaYQ_SfHZfLRCJ0C+yr+KuX0kI?zA`?
zeRp&48arHQ9AwtB1uQ!>?nSeNG0ZDMpbS${hev5=Z=Qp(EBS4$xtx5Z2QGRESB1!?
zB#LdNlhyFBV#2geu*{H+Q^h;BOM(@;mJaF1Z_C`$r)6Z9Afiq?1B{#dVca@t;~QF*
zjg@`R4vmTzfLiznIDWCd)f`^Mq=0BC`zz4l6rG?4MXy4K)1fEhszzC}U7@zLlNHQT
zdCu>1C%9oTJY%I{8%-^ZqUlusYO{EBE!86)v&n(ROeHSPPbwP?zptAvL+36Dh~pTD
zdu&ByXzg=*ZVum1myEy77m%U;XK^_uggO2PXnXzd3tH$XWubFWAaGgw?wVb;7vXKC
zf6deMdm8cG#bhy%LY!p?Qe6P(b3ktlCoX!?oBQOVQkuTDo_U*d(muJt`}-D6^dR|R
zku*&Twv$>j#>rW)RAoi|WQJ4W{2)iB(D?BaeyJ|L-qbI(QRgU0Q3$#`l<uD2r|9?o
zk<))-@fDCqe}6-EuFE?#q~i||cFDo7MXPuGdYHSm@vj@49={HUn|I7;piYJc@0y(i
zgbAi@R>#9O7j<944X80R15rKS@rr%s!@ZrxJ&8}O3kd_x2*wL2!ZBX>kp*n}A4ATb
zqkRi@;d>rpl_hejCGAG()R4BfCA|RDnx({OsduJh?D`?~{yuIy1eKO46u$r0d5OLG
z=~&g6RX>9u&gItr`$K@l|F3jFa40<tNc;NpvFUvHV7@)Z*lV*EZ+03xj`K$@m@~@T
zak)MrPE-X<T>wnZ##L!)fvC90Xg8Ww1n#x#RB2h}m&0SS_~|_<Znp35q$SYS9rpM2
zJj%M_Uj<ugtpUiTQ??Oyx4X&=LHy4%<{B>K3C~^A`N}orkE&=sMv7U&#e`$ye$Gp0
zFKI`<b?MtuuBqLtb01x2=H%$#G^+;#CIL&HRoyckJy@5Ul5e3PtaE;V;8J%-w71ql
zPn<b53pymL2ORg`6al0Kumi)WZwR@Xi4oxqW+z~w7);bZ)W}zjmm-O;O^=81=XE($
zBFDw9`af8&6FDZAYe%$%-c7?1)Sm9AnEMVP-^+49(whr>l5f#boH4APfru$D%IITc
zzC2@{<Qz%Ac>d>+9hTEua}9?pPsh5T?ZNdCj+us37gA-0cj+=?`mBQ%9>g~_VQzWQ
z4Q2-bcxAF&TZb)l@Aeq^v=n;X_-WQ!HgD{rh49>IRt|%twgK2%R_VyMnOwhXbR%1T
zzt#p`7plvpfqhuS-RpilZwTpidnS}wuplyLCB3<*C(9Rrm(hpai-88Op2~N8AH3Ph
zpd)W_vfbtOe7qlPY*wnDMnO4ty?`2!jNbb$r8=)W8T9t%-Fp%8wty@?q@$_BcNMD2
zY6aJ{w8jr_-`N(QwGKh8bUmSPnc-ypW=VP$7oClWn<tCE4^!Y&Xzg1Ed+EW#3%4%2
zr~PYQ@+4D6nv`{u(OdTV29KyCO{BIdE7wUUZ=qkR86O{-1<XO}Yg0?X7Wp1D7R1Dl
zT@7WuOFC07%aQ_`pw$$$d+FDlzt3%KP^l%FlUI=$@<$!8`HNGD&$D;-g};3wt8T4n
z3|`u3$?5Sj_G-}LA=)4d)V2&)1Q}K<e!XzYgPPqZwhmr(x6W>H-)=@qz2qHTQgRq?
z{pjPQq*pgrhJ0!Zh-|g=uB1rs*GGlFXB9ZXl6=_CKGH5L!&E-X$L-C&78FBK%*U^T
zd9|n3!B2Yko;tgn_9AGKA}Kik-bTR=e~HSZtj2mB>HE8r>1;3fgu1g@-zId=eWo+H
zDvt009|JZVAgX>S7gd`~->J3(T+p!J8Ytg>TXK#7(v7n=3>l1kDy9yevzI7z>7}?F
zZ|ymmuTCQ$Uy?9$tqH7R?Wg;=k+zj6onMhHPPhui^H$F@M+#0IUV7BL2V<K0@_P*i
zMu|Rc3fxeR=|&YCZ#aZ>%yAVL4*PhZ4KtnIsAi4qlMaTWP@&dbU!pfZZuZGYZ*++Q
zR3HB`Qt-Vy{KKazE2G`QCFtp%E9w$+Gk%VknTO?YfsUvPMGTeB^6<OIJ5ApY5v+=n
z2;v+|d@**|V)Iy6xkr40<9t=t1(?3QocyK?C!#wE73caI-gaW<2AnbTm@ZG6kicWk
zOQCGl-)mZ}0TG02p2UX%28{{SLMw43zT;3jsxlwsG&=m#WmG0X>0~4k>gC}k;24tJ
z<XjUkwdHKbOjP+<l!&ro!%1HlYP}n}VEO44D)NV$Fv2l~Qy$QVL#kcE*X+RYSdaDH
zt`}X=eZt5eVj8gJ;K0N#%iKK~J#dJB9Kpu^{FR0=)_NIC=&t>i@Thbyth*$@EXpLB
zGj*C+S3y1PoofXK1`U3<`&X^n_;jf9DW;DLe;JZjHP!0_DpKh37(x7d)6YHFu3vOl
zm1?Y<wxO*xLNCu{A&}}EdMK0PbatXB2c9&q=qd1fk^vGd-r7E;4FozS`?o2vQk9PG
zRgZsV;{jU@q~n9ltN^rSS`W6{#&je?Ru;Lo6{TO-PlrT1LTlgN0~V{+iFiTzw1Bb^
z!7s=84v%MnIt%^0A~tJ=sQmb$(GF=BSo`K#&1F~N%}tdjf-y5ox>{1Vu~MTp>>s*a
zr5qZhcve2CC0Evy7m9mpa55Xj*uyWE5hOa$Q|IzMzD_ArtJ^C!An=Ya8-aXVe%s~s
zqHnaipe(VO8E2l_$OCrmA2=$nvOWo|)5Ui;=ffv&Sfd0)m#7u+^|}xzh}4J*0Ql<p
zEzlb?WB-?v&K`JzeUvEJC3sD0+yxaRRV3o=wUrgK`s<tC7H?Qe2EE7_W)Pan0q9M%
zz@a0Ew48ITt`WVY@?9OA^9L%a?NlirblD|kPOtvk)^tre;w8{im$x>~B-OQMMF_DI
z`O!d5*{<?&!iUH4uUqe&Xv{!QM?pNUppW?TguBz_u$Jm~`HNu>ux?R;Z%kmE#&>hm
zzjgHQ{$>l?i3Lo%3;_u!V4$Qcq`+l-2lD39h43uWYw30b*r0yez}M390Eo&VGr(5p
zfQ<qe$Eufs5mD*t%KFUojl$<dfahTaD3I>y-p;|0nbtS%pHPb|t3=<V2&gU(GjK6)
zP%{ikD&efElZ?ew;`>RCRVyp&Ml;h=M!si7^I<fUHZKd|uu+86PcXku(1RyQ25ClI
z<@VBiK`xs2dKBW1G?f0f_J4P<%#`=F2hC){I#M!>=_piNfd%Lp`vJp-$+gRBgI)aY
zA?<6kI~lR7M1k0Zl*-;F%b1uHY%lnT@`5E+JJe>s?V6(=u*LUg<)z-xX~W+M?=k+?
zJL75c;3sF%2xy=4d6GH>)5qmSq}iA!#FvAaQBC$v*5boh{JWBvrd|}gW~28qnZgHO
zrpr0)zPZNi3y}qn6H|>{Y@{=j4fZlw-#_8u|I#nux74iX?(*v6xg>1AL1VUI%9bDJ
z*M1Ok_7s1CAVg={UFW>$_eyqON_si5bX`*OO6$iVF=pcRaK}or$H(U;3nok~4oAOt
z1rf`zvyKi)8TAh{x+_Xr#qieJaV#<42pK_3F<v#^UhV2rw$_zu6W)PqU?2YgxvA9)
z-wEo=tEze_3g5ZuwaWwPEd;+uy>IE^Tx7#}{Rb#&81nL<m0q|LF<QL*!;^pa7ni(s
z&)nMKagIJ~Lt;vU^>)PfnDDqJeQfR^PLHzIQM*#BM4k@5)Lvlyb>*V=pN~}}>%*l{
zh0h58oY3{y$(YLD6FA}#$0M1f422Kf?gd|OEbaN!EP4UHUIGO|7t%86Vtz>L46j)k
z2o*(6*6&CB+J{7gWe|g>e}JeTrYhSml>ND)dyFhUDg|1J#x~++H@tW>Q^RHP{Akj)
zY8ZP2KW8;#toaX*UB?uP-)9$gqk*S44eMHy2+#uh=R(mH9y)C(NJzj+aqfZv%kR`B
zwwS(&U0lA#X?M@~l;)&a#mvYz9|MCz>qh1Dc&#Hu1OAAvwfOfA{uu^M-PVLZ@q}6~
z0Bb{`8MsIrH)?!p*2(x1MlMx7bM&@!ab4vXyi!4h(otP5)HT8&c;~PgGgH(EYIWtY
zDSMc;CVgZaEve3{zSLE&<O#B8Y)5Hi^1CzA-7W(R3c#potc6ptzL~oGfn#_0+j#L0
z4B1hn7Hrc#!T5Gr9Aw&B^F1+3!&Iu2CX817uGO#*rEe6?FF0BGL@xrU59xQaV|oT_
z9JFv_ZmPB#(~SD^Q4rgz-E0!Pq)gfv-%uZVTBJ*HU#L9jxluZ-s15o9Gzs1YRIci6
zm*|h)aj@1?|M)DHm7wmQb<dmTB&>TQ?HxTgusx@9y?>-RWeCqTu3#Xu>Hu9*%mjaZ
zRay*-+H(Oq%Bym!B$6?EDM)yZ*Wo>uKvG)c3&_b=zYVhDcdd9I_vQdk_xA{eYRHE^
z4M<K-LgEn^NxKIKal)y^#lGOn=j=}Q=Y;44JP-SM`soPw)W=>7m5PB~pR6HB*}2*P
z22kzv`$rH99SVQjXyVJ0;fU*G;0|Tyed)_YHHf4ZzF@)Zp|aLON&TEO;m5}C9B|V2
zv(Q<|1epnm?AP$~g7~ZFcO^J$^z}E=t|YoCP6`rWiZ?kiuN3I(9V7d8DOA|yHM8lC
zpA0r9DGH;d7>%b|MoX;(5TThSS8Bx;)>=~??dnONGIm)}cbH(G7|YLMdr`<-O53h|
z1{o_!l8Jk-o-!(j!!;`-s|awpTvvXT%G9tNWw$+*jMq8NT)0+Qqo=Ki%fX>W<M-O$
z*WLb6cP_w4z5cR>@jT+rE56z8#|yTFrQJ&3B`NxC`(DBW;m1;T7||`*+0Y0CW_(_V
zcdbF7-sQ+ZtM+|8bjqFket+~nTVDk-s9*QuwhSEr4DbN5b*+q2Zj3lvR&pe#VQxj`
zgZ2{8uW%v8%oAx;jT*W;KuBjKjZ{@rWI7``+?<xW(ISXy^{{!`k#R4sz8XUdQBMok
z##k<`W}n6y=bbcAuBT_f>OYZNy+t?rcFK$-+>%I+ZrE##3P0Fvo&JhjZhZHXPI;PD
z_Zxyy-iR1?{uDU@^%uqHJhatJ6)0#`U8n;TCgfn*(5IR|<p4rYfcl8GOnXr~L1en%
zQwG%Eh4ExU1LHe@kanC0q)ZlitjL@8C2A4S`_b91-@oAlPj@qvd+MCG1s0<`SHx28
z(U49p!uVzNm5j0RI*cIx&;n}!EWY%Jnqsl^nRDp@e+!34z5iXWfuiLt#T6qU(2fD^
zRBnfylDSzYybwNs0ODi`&|e>y?~CFZg09FMmkCnnI@_M{lQPUU(4Ca#H7Ew}Zh3Q^
zl3>G3DDUYX__qZzalUY_X^?*MF$I4qFIqIkw4R@gP5#NPD#!FGQ?kg-?fSm1Ttc}V
zxAww^c85+sZSf1^=Ud;YSZNzVU<&JpXF1?Aw(ze)jGCp&U+}oe^K*^$-<%U4N-ZcV
zj}mO8i%7K1(bW45s(l>7I0Xv_U6L`%kJ)BUk)t><SNpP3ZERbRI_!ySRB|iRd%Q*^
z8+H`p9AgoXcFaQ$iYGKSqJGAE(O!^xm@(qkZVo5$ADYf+X$S$a$ZeR`!Mlpd=ER-y
ziKf2rCw3s?U?+E-eq!ZsT&^5@1$tjmm$eA1R*V^@lI-y)VqgFoe}CE`WD|^<dMZ(I
z)$;oAqW-%gTilSMFE&pZQ}c;JgBP`~&Y})mtFRlbHqrXs($ucoG?na>&sz;Vn#hWm
z=Vw=!utOnju4-AYc<Hz3vIZ^4);R5*AKOv0T9(sNwGuy|Oee<Jpo<aVC;J=#1Kd!O
zHA!qVny^KkseDTMGW~wiPP0mFxpsAYE@79*=a+Q67o~=Rj#pC5Hdy12!lvp?7(l|U
zs!HRE$`sl_t;rxS3kEso@f{{0)LFHG+u)A-zrX4_*HCm^FAuk8$gZO;k=Y~IxGFN4
zjPZSHM*X2w{0-f7)`IA<YV2G48V=X5XYFdNOP!R4?WU!aYZ-~)C90VoK}HfAPa*{p
z35+sP)k7nkpdd>-A^xO~s&n<b%@X4aAIe9rnf=-?ON&NU1e>k9q9I8IQ=wNzmOZgz
z4{{IHRW@H7;|bO9$wd6ppy;U$k&tJ{SS>?@{L;T7m=wM!)!HkLy9TZ;sP5tS{+u}X
zjPZ>{JCrB-b5N}qu}Oi~4lfepwYzRef!nuuvi+X7HS>qI54DXOOzEJvYwn~_txJme
zN2dDdehZ5c_xL(?{v3Btxn*jbTb>;{zv(<rx%Vk1F7BItJI3AoOv9r8;S80jE6*nd
zR#mG=d8|qfJiZ5ye~>~rR}VkExvc-n_AbJ!^by&Y(qxU6uywjm3OyGk$rV|U$@6qP
z%cRsQ>00edkX{U~<{UKGg(&6uox#g5!1b1&R?<4tS-J2#O0WQU5Wp_~1C&Y%7m3<Q
z5^8cQc>g&F{wP0DdSACT$QV~S-GWCT?pGPlNmoD4)84+U7KZ6VJVJ&Qmy43Mag*3f
z-*n3--|y<z_spvz=oxC}gKX<i(*aa)^BGzt)tbfrD1*b%cm-jZJOkd{TkwX%QDCTB
zQ5g2)KA2%>GK=?H-8S6Uz>!x4)WgpHEMs3QDeY)r#Br`LGCaJ+wUN3ahL<9w?M%*F
z@ehz59)MzS^9}4m62jp0%hTtf5C16?DGd!4-v6P0kKU^LJz!F&e{`{+;6vOTzYP`0
zc^4mucW9@j{iq*)|2+IYh}0ttvEMWncn4^_w)=-p$XB&eL^8Xb?4+Uag!irmV@F2i
zyQ|rpKRekOSQws)UghXH+)ljBlb|yrodPqcg<mcYc;APx>D=THs`j>Ua4Bd)`O5J9
zZR(9i4Io)xw(f%6F9{AvbFJckoG@}($dZ1%yo51+H%3LTN_A~m;GcS>VenoxmuKWT
zdMFEBt9jy8@7acva;J^JkwCRk%#OvmHkg~d$9ZIsdLxCx^KPP(;*8ls_;MFuSYuqX
zaDEwuIY>p1BE2ox_T<j&pFU*Be$AL;MO1%e0qGO2j%N1;x6N%z&NAQnkhHdz0WPum
zDq!*ntJulP+HFjkkjn*eU8<QmDuB@Qq1B?u>PFYi;<-<_2*KKE70u&A<}F->bWaHk
zqEX9jB$K->TyfGkc!0=2z0tYn{HN<yQl!>4X5O47WK%rHN$L>|p`FZ9?MXsl-d!zR
z7v*mG-t$<9)S_0{A^_Kxjd0{3wZ+Ft@6sT9=X72>y)x5Pd_j!7{&sALG=G2@@Dy<~
z2DKMaE&*{i$-Fx3!q@94yrO^adE2C4J$86;qkpjS?!sutXTP_UbN^8p9)IB0BMAiv
zYFi5(<)%QE4TV;yN%S`I_P02+-iJQ!3UJvbZ79oOKCC8FAf3-)dLN2BZ@4AtnnJuV
z5C+&8Q)hWyFLH+%DFkKR=xK;IM(=uBVpios4=puAOlkIfx;^NEIkqQUf+$VYL8zY<
zc+0@oGM}tO0X+Yhn_vT@UHzv3ejhDMF_drkWE2r5!~#&U^$B0ZGmM{XBYcf+>&{D-
zv4F2ktO2A=2){o-(uNskvU<{Ya=@EG`Op~^mirg4Jr_Ob4%tLbXj2pw52e~JbmG{r
zHK@0n%rGABSvkr5wBtmVs0|B_N2T;khnbptI{&IGzmd`;4jjSegEU^_yw|qj;W!1N
z60zZm)^O4{=j_@u+s(o&`*+SpG$jpvJ<G@z*IU;(hDfrY4HrV%hT^$hhAhLun1}?5
zN%-p=Z^`neM%-TJ9`E+%tlN95TFf|e6P_NgwD?9j)7L|+_~A_tok-$xtDS%lz#C8K
zLl^MeVrGS}WF%q-hv(uJ{v9FG(&*)pE|YBSA43F6al0&bZ2c+`9o};Qj*oWM&_{w8
z(uy;C=@;=n<YRmxx+vp6sm)(gEfynNIIkvmeRLK8{PHsAzUzDGjHk4UlVID&Sw|kW
z#U`&qKT9<~!*+<!$|Vh6#F4qs$KRE<4<5veUvUw-+~NyA6tXXUgx#BQ!P%`snm6Xg
z5jh?4IRc@Z{uJ6GjEs@hsD)!vg>t#Wpx+MDLxe~GI6vq;ZG0R{7+S4RY=IqgeFS>D
zwLFmbkAGWG@z<Eq?KwhT0qYD%BvHab()NoI=0|2SRewQh1TcSttd1@E3s}Tfi#mAQ
zREthh{r31`&9f=P7D9g!?vNaR%XvT6jhB+atA^TQ<o&KrD!(qx<fWW7AaNd)nFP;`
z-)+yp5WKXlQ1))=$xUtQ9kvn<BWx>6k4ZhE#Abo^o~BS71nN(CVg%Nxm3xoWmjR=r
zC%69Aub$_<4s$)ECg$w3`a}{jgdN#Cg0aN8DN!|f6(d01b@iAwt;0~<A=EotP~4=$
z93mG_*UtP{o##0CGNkQEzk3H7J)~6@!n=lpQ<FctDix)fJKI6q^zM9epi!ROBxl!j
zUQ;vgRpgtEvKr^cv|Q2+>)kpsOI<JN`ifeQU=&|;2`@MwYNWi^j5epU_lSWTN8@uX
z7qY#)Oum;d!=anWP-?j-of`F)aK#G1cGa1`ffy%mnqgTK!xXC#z@$>8g#c1q3A$4Q
zv+O_lh6whgyLayZssN{JidQs$J-S(6OH=Gx)D_vcu^C;t^s|bDx=Rrs>r!-0jdmSs
zq!=AcFZb_1QG4*>O{l-%zHf2$>=fFKGGU(t5BRCyu5wHzb1sx5(}usMtEdanI#v82
z=sR_2x@T`;>Ap%$>8@!zhMzXM+@UogD*kSgwiIkV5{Ldsz!=<85lV_OSNcxTiC0K9
zAx7FGB9ZG^_`AWRd;t?p2pLc5_@=?gG%Ahf6x{?>tS_~GR}!6cOCZD)P5bI$$9k)!
zxH4%5*F$rCt(R(OEZz>oP7tjCw|9<24xw1nwkHb?-laoJY!5{P*2lAHWadRX!8R=`
z<}qI6;#yU-vXSa=qRYHoC$+IXeU!E-_jF`iHc-@!3on8scw@<jtog4ag|l~osXK)i
zz;hK>B}tLAgzMnCu;;L{o+s;fTI&VB2oGwu_{h_31djtv5((<AV7>YU`EMMHzfun!
zSnS+ZEB(mQB$T47DA9H5$s(kEoIz(GknI9vRv1}gM31H{a734!uE!jtHwmjV2xp`V
zj;-Y@Ts4Bahi|W;=Tkq+nk=BBXc83WOO`kdJ9Q+|UQb^UUe|eE#V{`e=0wFFgpb3n
zRlsSkcoceV{)QEJx(cJksx>8^pRd2Tn4`GWDESx}-CI;56ca4&FY}=LG0-skxwEYK
z!u3#qscWN@u7eWgW{OF5PjS+sMG+jcMlIteFujx_F*SMZ)E$4Wt;3Ok`+zl++LPo&
zUQoQN;OjaKU=HjX)Yex8eP!!I#fp5Mx%SeenMtLRPxzU8McS=NfRx5#oD-7s!Fkm(
z%ScK4$0A|KlJ(^lT@xX%>YIK+?a-uSB*nGk$Zl?ZqI%*>^MTt4m<chjlna5yL`6te
zPwo5ZS@y4(M2r3F0DZk5^o%+Wx{bU8I-Hv+z@8VR-lcqmK^=i?(YS_?bgxQND>gR9
zT~l1YV0Im^6B{Zyih{%c&E?zEy0N+fw1WD|@~<-Ct1#=2-ms(t<V*7jOOl%Gz|^d_
zE0yJB1aQ0sY{p#{zd5pMPqLQwP!C^8{@UAu!lcG35?43LjB7@jZ?YA=Bc=1wSWbPV
zjf}Bm8lTjoY_KOmW@p7z?8i4?<-F+1$I|_aNo_VF*hHTsvV1Q}N~M)>6c{4Kj#ZfS
zw+U|0tlnm%FYEV>>*&*zS6lDb1Yo0-Y<@$mrEg&W0U9Wd#CdpqylU~b2CcO^K=WA;
zS+aZkkNj(r6TDn^13!Hi%UkB!LJJyh+<*bL2NDiZ!8Z|W>783A_d`{)z4p_mKSHJI
zUO8%$S*{Wi8soW5rRiDiKxfL3k}Yn?j<!2>#_edv9lL*e<4xclb^~D0ohb?c%2qD|
zQCv`}y_SH8X?q4BIVJ-Oj_#4(Ey#6+(B=$9*I}hY!&xQIYhXd2*|(=j^Z71X{|jIy
zZt?V~EWo4xC}^4C`zU}aNX<*#ivpUqLDWw$p<Su)-6jLX$bSgo^BMf6u92{b77CZA
zRFZi2RH>~h*kmXeTfqY+VY+Nt=0fZ{lYNXDO1cd**Y>l?96Dg7em~TH#luM!o`A*^
z11hHjtnqb4d@=!9vuBD)+=`cgym3ZY8c(Xvj5nA9)tb&b$PN;jyOGs!zw;8z`<H5y
zhx4N~{IQ?8$|<JHFIb*0XrN=G1xuo&6K(J6`P;xkLd?9})dMLFC|nHO2W9<q<yf$<
zwT|9s+S+VLr97nbynw}@q}JqiG=?hHhc(ytp26lZr`<98l4UY%axSk*-MVfMcksk*
z(1J5#zv-kc%M`z-k4c;62$Rv3Cz+mU27Rnu?dbn?3wA9ufZ7Os7jJ#0+qsP=Ie0hO
z>)DcXop;MvLD*e2kUOFoL@{1>DI41~VVK^hH0osQ&O3j%QJ_;fg>s=wpbXaRbC*2Y
zU%q<YfHbTnuFyy$;L-I${`e(41g;J{OS4KUuHx`z=d>Dq%hjRZs7O_H(NveZ%x@3c
zVPx-u*rKDlh%KeB!ud77Uy2LBv5L4E$#jZ(^`ZkumD4>N$OfX$-%<EG!aXAc{o;1-
z_qry%<!M;cnJ39Td0^_d_y;;yf)5T4H~l9Y`pJq%n`Lw4shhMujGke6cLLX(ZKt^h
z*4?Hn6vq)KCH>7lo&-le%U3_4{^DA=u!a(Qd~S|Zp{tkv?ColHs*|4gRuj%Oq7Q6o
z$Z7zFwumy>2j4K}6p=N06GGIMvYic-EFKuwYLYky>TBBVYBJjmmeE}mVX$G7xxKKb
za|LgFXEsPyB}0uHLXV9B=OQaL-%7$qf{-cyt#AY<YaE2b<iLdRm^|vF0WpfD@CRsV
z@^};}Kd9^Ckp5`o7^C8H(hjIvEYdpIpVcO1aoQT4CtYnO_40FvUdVg@0rFatO|0H2
z8I7ss>id!M>({R`=zV45HUIvf_efi^amwtt;Wc;*xfQeS@-&*Oi7$9ec@d0-X?t#_
zD#g3w4Wn4{m2+%`^+&=3P5hX~Ni3WbbfpUr(i$_BG2%DIzffOeD`pb%TR72g(e_S4
zY_fK*s@ij-s0|g#_9o-)IZk_&MQqun`SC`DgCDQh#R)c)24nWu%e|GXv0Ju?cc6M0
zM6``wQS;KlbeQUmtw;~6%B-x)QpymbeA~r29s@UcqdM7l!`NsG*rRFVI+VLN(~&bH
zlA@-LZDHc}4(UBvH7QtF;jJ~V&#8JN2NcFVr%z4gnof2*y+3%9OGMuQvpNQc!M}OG
zYV?W-CJAP}F`Cd}5x$t?`$e*7ZR$wzqHQDLIvv>zIFvuFHf<z6AjcWLQ4%8Gw-#Ol
zRt8N|HxUs3e+<1KxiPtz-D-22rAM_G>C~KxH7uiqID+{P-`Uhce*v`U!fMsB^Ah3m
zi#&4<8VMxHGoABj+wtApa?@LrX68{Iq~5S5#6=mga!T$n{%$-~$Tymy8v%i=&9mr(
z1Ggtbt>d)X8MUYEZ~4p1-uup!le@0WY*XcNJ+pmUAzgeswA&=Lg&fRRT?!Fcnp>pw
zsnd=Yk$7k|uSj5g_{m|Zkr9SI=OOnM<as|=fTRf1sch(2e<^%>Ijcy4t*hX%IUZ8U
z({JlHz$QsPmCVH6&(D?zaiF||xC$^okRfgODE!S#e>x{wwod9t4hXk{lHAhLC~LV9
zcX0Eysr}gQnL-AEU3>7MGxMvpYE2_a`tJ*}*w_!v^gl3lm=JZKj#rj8>pOjX+N>Z@
z$tH0k*dka|FnLwkT+0gk>by3$W9^;*k;0QTb4Fu)`-pb~U|QN6#e(+L067-$9Do?S
z%#Sn7P*>tK$7u4(`if#z-{aZ{DGsAUwg5)p&xfw!5{JEo9mBLRYMEA<`)o;sPO2)h
z#RmF6*n8`!DBo{yco38ZgRVgVDFKnr!Js7th6X`N=?)nXNr52*6a<v+p}QODmhP^h
z2N=fp#`8Pp{Nnqpb>824pFf^=J-S?L?(w=~uKU{i+VR=@6NM<SUYVbIWWFSr3)>u@
zxEK#6g`#+w9V{#T5~-sg$25m25km%jIbAj;B$CtjcSjPA2Lk0+H{+#ANLC@JUCo2N
z0QwaN#nrF$8D{U;C8W*H*y*x9s-O0>x*kowVAysdF8IJ(bvc1>7uD;@gL<LHh#Z)R
z8`7QTiX_37z#j8PkM>K|`C&vl>`vj&)618`J3l)m(qC?u<$T8Ov@P>JvI|LOsx7UG
zn;U)hD_NkGo%N>2zTw+t>k!F4zR22-roTbY5ON3nS_$FDXGBb2bz=Q+nHWiy>PnZ$
zdY7~d(z-36SR(5VKOQrpjJ&+#g>I%vCBM^Ou28A>(r~k3-cz2<it;nGTj;yDbHV+?
zUa_5{rG)zxPGr9Ir<f&*g127$%(WlSJ-lHGG;X&-8rT^DTuY!C_^6Mw6s6P_7liqm
zbws}E*<Z?C?l{t0Wd;H#N^p)gP*jYUb)t_{);NZXSw|#kMTSlO%1O<`P>2kfuwM3|
z`&9qYu{CxsUv4btmTm2!bHR)P;7h6K`p`Q6(;w6*m@(<q&FeSIoWb>Fd>xD|Y1UH=
z)FPtolK{vp$hS@%O4>rxLXYeMqu&jgbW%kE!JY^8oGRbQ^rNQhUkcJCO-3!jiDmOX
z@;$1%?IVL-TzF3g_14^!Qz2@0RUgvFk(?6X#VH!q4-w4}V^*seqw}B3DQ4>Qwkw#~
z&>Cz91>cP9JjxNr+OZBtri8oDtEkImQcM#RpR4+JE*r)#OK?nU-hWexlOHw-N?7EF
z;Bp0~mbAT*B7>j2a6wyU-FVwOV2r#<ozZURyEP{z&LB!KqjC7ka(P>SJ<#?|h1_cs
zou}BzVo+(9CzZVf@OPsk-2QSuvK@WBCce6NDq9LxX^A~gPMfM{u=Jj41%O=^ba&9i
z(^IL|U&$%W+%fUard7_4w<t$upl^|@mEPLOA%NcK+99ptx!rbQ(*~zljGrE%&nrTy
zIIW{Kko|J3E}gIo*XZgTP9>TF(=DsOGmJQp04lUW=l<R2yt*co(~D>PiA)hiS(p!;
zCS!z3RGqIh%d}xjvc?VrQDD1M>30^9)F)!@NI9;EuZViZxM&~QRwpM7OE(Ef^SJLu
zMV;WY;%&@OVe5;r=-&Lha-ZV3KHy70F2-Vh(7qRw_myM%`2o*$dNiSycs$nWL9w2O
zkMDU}=()G_y5R1Q6L+s?1VUnoTnf}CIC5DM!u*$OIuF!Ie5{VHpoX6m!aTU{v8g{j
z0?|Q<^U=Ch6&z9dFZq(WaZymx61TxU-5oE3GQ6l-r}3(Rdz1J)CXu(qSm(#9XK9zj
z&km{x!8q?H{V=iY<LeF8Scha4KBv}&0r*_X3S;W7ZzOrjC}|#jzs2g9Oj_^p!og=Z
z<W@ag?KPMGkM(*F{>|0Mw6M^#!@cZtbl=WTA8pBUUCiT0wxYj5d3GyS%Qp%%UHCA5
z4%@4hhXR{QoP6D3iP4e`e|%G(D-Xa1z4lF6TOfz*8;vKcxR_76<A?#BiyObr_m?76
z+Ukv6F9i^XR!x4?UqDarn+xGfR)GMQu;*36#JR-V=?9%eVZU%3`Px0kG`IK~V#@CL
zadg^v@J7bo45q#q&wd;6?#D9yHf|fm(ah~ZxrO~lu7wuE<)#uf%*`)mV&c{j8D=MA
z<X#s2g(8DCEP+abHuA<qixZ4ak)B#NXSdt&jYUaB@@-T!<0K??boi>}RxW8ocJjm4
zYKm*l;9;V@@-_msFHCV_Xw5|gHarb;D_sGgRCs{;FC5bc4Tf<`I_o<0diGR(Uf|XO
z6Pc1a`Bxr<RQi?5G?m%)pEaUBn!Dv}P@Ww;0S$wkHmpC@j-+|TJg{S$5KvJYEmT^`
zrvDJQpl-CK-jqcgfwirpkeW~wUpHHGH+L~vvZtwlm@VI_@W{_!+tZ*ozLHz;&b<A)
zn?N3;yJy}Fv8d4I_V!sySGYNfWO3<0jPx7>{|$N}YnWpweJLj51-^H0Vi)jxQ<(rF
zXWir?nOCSU&~Fyv0|>u)t!i*KLKeY0l+Nx|;LDd}vH)9d$*gQKAPp;BN*!;YkL|!G
zYV5D;?@>Q0FpHLE{;|V3esXD4;qIz^^g-Jvu<pj1U}Z&uc(gXng4-u82?Zs2K1$u1
zOX-y_IHUq_i0%xs*GE^pAq;v<4i50<^2(p>DYp+PFRgNBotenllEk_@?O{LD;D&uB
zm9evO!l9X3CO&UaHUCbEp6`k?)~$!`1o3>#8!In2is*HR%0p?u;5SEk6^2z#PGB%u
zsNt0;2L#EQt3N)U>_b^1SghwGs<^v)5Vk_m)|QLawA}JkQ|9%4qk{syUpxhZ_&+pp
zT<xvYtsTEDbA7QIlx6QAdG0xpje0nvt35+fZ4Xm8nk8(FvD)i&P%DMuKntgvDh_sE
zeY?~`!ZjQw5_~pA>58%?DPdg*p{tJwz}hU-jitJ^t%~LXGH<#@m-t4%L7V#JBhps=
zG}+sEtB7g%71SSgoq(GXIN|axzjT1*BJD0GQZ8j`h*aWsb`$nY??&R$RwEGNxTX|e
zzw1eN3(q&7s2Sn{>3=EvsQGS8p@keh=>aK_sxzX)dvmBIASP*8Fjd95ltF#?Ovqv<
zE#Ne2?cG^hU5Gt_g#6Wy+Zfy{&h?;!<qr-7Kxk0urKEU_?F&Mn&7Q#9lhA#O#P`bd
z1F5jGAK)gyP!n;nz(tqF93#HL!&yz?_hI{`s+FIz%!C83KOIm-wC9tFr6`6QV*Lg^
zTD{`1IMD`!Yk~1!fI>&k6kG2fz=ac%NvU4?e+hKDI#N5SQ`mrxvY$yNM_?FgnXfn@
z?V<+okYnpS>Ty+bg6dhn)>}Zg=NU<nuX?v`ZeJbg+N1WQsSly>(}cY3^0YeXt0c-&
z@y>Q1qN*Y8FCNGeUPln~H|%4C?$xKy2)N6tgbd)umaE5#>oMfm@!Q$ljn2SYIRPt-
zT*cmIZAXy%jqJ$&2FYZ&EIKHcI#`X1IA|Lg$Lzh=(?_(coU=*-8!bWzqd5lUJa~nX
z9|(qR_x%RNx_&bksf%RK$f;h?u*DZA*tkzr%}oA!&|E-s{fMMVgl;T;Zss=cN%k+i
zz`gohTh&SC!(E^ObFlZb+6X0AeNJ1gcbM2wRD8!1Ss+iUmqtXQcn5&<6&S*@w^F^n
zGRKnZgb3432*}HL3R;tmXTrYaKYrTh3HCop^s-ph2-S}pxQ+<pRCXt|%L-VvYDDxa
ztw*88EoHbj{cH6Y#<GkE<9hs8Bk}1E)VI}SPN~aog6&uPWjK4Xfb!SV8&kt9+^_8B
zn96NYJkpJ^Cdu}iI@+f05}5Mbq}i~9qNpiFx@dtBChrw=a%@VD`{(BOrWwz|?(8kd
zFk}A)aj9NRc!>{Bci5mmih$jdVFTp7Ry8lwRmhLJwA9>er*DM83Z9Nf$W)NSb1YIr
zQzJNAaj^j)ZBhNe5xI{C-mOw`LHqwqMMAmtaYPCg5U(uWIp`uEO0!;OMh~c7iUZ_h
z8}uBF!RbHu47;p@Q}iNO-}vA$yA=`|LM3R_)Q6HD7Ux$C9bUK=%Bqk3%5&JB%H8q|
z6%7Ng>yNGedbd0}@y^C{EP$$=lBb;F{fygjeompbzpD780Il$YFT_voTD9FHN9QI>
zOXw5eSJ&HlZ~q2u6@F@ox8W|g$g2A^Jy+$vdZPx0tpIKlRDi7K0>no0oH1H6`4>V9
zXXp^v*=?X*<8Y33MIq-RE&~zd^l!)Ig>Bw#mF9im3Wp}7!&%+6Odrvum&O>WU?$o0
zQR1X}*ANBaf=^HU)wp^>2e-uUGn<S{G>6Q2zULe)3;NlCJ7a>|z}ZvAX<qThjMc&f
zrf{4>V#pYPYp7M7MbeQgtM#*@qC@*A(reT${$*9H=l21H!J-PxNbs|un;};m>AG|s
zOTtu9Yl5Po9m9h96{FGP?t7_PE;iH8eFS8#+L}Tfp-dUphLiLnnxtYrMn8*}INv+I
z5(D;6{nzh%Gngwl^qB1%yGZZ{1oDXcN9kzFoU5WVzUm1N%w}FiGbCHX<^>R?Mc)D+
z=9IxdV>IGv23=a2oSD97ShGRaOJVc;13TNUknMTQc@{lhc^~`(2{S4_y9&p4gzgB)
zTBaeq5#%UEJMzXhkvK}8-=Mo${W6f%GM8P=A^Nb4>TYj+M(-yFyb_YlJco#+6M9E6
zk0~+j+4pWBFX-U>KRTe>gMIFoQcUnw?TO6HvG)GuVyJFi@)n2+f#aHkrgphX%<(88
zZi<R*grmlS{KJIEiAtH}q_#&glmydK@8!5}xrHO9m4?~<8I&F1>o4DH^W4`1D;za*
zuQT6E*eE0XwZ=Q$<yy+Sn>^MXmI3qWM8q$Xf2I|p)x+}rHFHUj<ih{@jP^Kttu)Bu
zA&`4L9Dm>U-B`Sm^%x<-CS*GCd6izLB;Lo`7&}y+&Ul4p^{mIDsbpR9cx|j>m|CiH
zyzEp$jbUC%QFMmTg_f~vg~9r#_;ZW-DVYa7{jyuuHMJ9r5n9~u#b}OZz0~yzRC>dR
zxMg9l3{cut^~&#T<P^e3MzhEp<N1T-&K-<?FaYj%lr@0CN65jBv5ZnqO?!`+#VOi-
zeBJ-vJ@iyGUH2?iXi&dOz30|O{JNg209No`&xqS+P%UOz!sUu<7gC@;^KRdVx(lpS
z(}ZCGXSmqmeT%jIP-Wy_dBaBXK-NeAchk@>Z|nBPX%0(s=hs-ed;Jo5Le=sXX6@c_
z2_eNHdM06EN26wSd`p4lxzhR5GH~3uGe=(nr?81M_vh-E;rfVUHiE6z!{rMt)^_@P
zKTBu=cXrI<spt<BmY<Y`%e+O-JW(nCmWN&D)}5~>W>?uCPl+2KCT9p4(Czluo`3Uz
z1Ei{gGsXpO10M)igvr$6i-<@DX542;ySZR3@?BNx&E&vf=poM?clE_`+K{w_+w>@$
z6qO85L+_@NEa`LjQGu9Zur1RozpAj5xZGW0&g7dciIWxG)Y=g~x+epHtY>ksJ=P=g
zPPEjNfc!JRGm4s&z=4o_*-LhGyQNq3K(;vhZxEv#Y|d`Y3LXesu{?lX`2aR;da>pJ
z-nR|=-=Mnr-Z98OCn{wX4WC}BtYdBy5?2kJrc1zPqU(L?YEOgw3cZ;!UexPp0%;uS
zZUsHwPNxAMuzrbU6qBP{a>`!lz6~NlFbu1isobH4JpR{Gh)#qjCbp{drZe_<NkqG%
zQ+eph&#&#89$~)z$GKC^waWq~Vvf7b`x@Oc27Q_OMNBbD29HbjW*U>6Z;bfG=u#Zq
z1ZgQhN`vdk_?1xEJ4v_g<xMwQZFAeGtIGgQ09wXuaGrzK{n0tPtuoRX%`U8SN%n3X
zlg9#D^D8*7GQGJaq^;?Ly^`IQiP>%C*TMAzMyA@0INU4{8Z^XqRRJ-D2iOr=9-Iwh
z59atVV-7%{yMnruh$;LNO7MjWi&>f_z$W?VV(Ldd0G$v4GR%oEj)cEI*yNQIMs5WS
zIv@N7DFgpD0OGI2FU~z<Rk8FHbiU<ny4(2X-+wVu!yZVIyuZnvNHi7Df6hl^Zr?nh
zdzla`vPh#ko9?YiBiWyxr!gt$DVetnF25B)HT#M&{HKIud6>YaiT%%8vX=tkZe})%
zGx>VB^=e1r?aVIu?>|}=YB|5R(ggD}1nFd3ml$sD6pCp7BH<l{e$#I`ySvNcc+1*W
zNQA@dKu?rAg)E}KUzTcfk2B~_P~d^YqlZt@oudknXD>L()?{BD5gDgEHz>PPP?iW4
z*;F1*)$=lcJrXfSW%p!f`EoRelk>q=PXg2|l^FT$g62p<O>jmQz6W$8KVE6kyZe5-
z@5F>?12%~%pZ|aw;CvikYszg{E~~0`O8Wt}4kQP4xt~}?r1QQ8<`~Eg(j2eFbBYHm
z&dFWu|AT*(pMnP@$+Lj+`-#us3odKjMp3Vn9|iD~2IgW2xquu1p0l<ApmFuDw<sAO
zw&AX+ivVsH`=JkuwGhr5mhx<LYv`hQ-$2Z^p^H~eE&Z`e=p(&uZtb@YaD~+qTJ{|T
z!;%o35vyOtYA2su@ve&6rl$DQN7fz>euHYKr%D4O)?!Kr*T+xxcF~m`D{5Wj&$XF1
z!|A?oh%6uE-Icc;`3=fv3>3eaqocLOL_p{JghX`QNlE^R?pnyIx_&cRGl6_GpJDhy
z(4AIC)2{y3fo1*iyzhns1<yHNG-ylV&q!>S6(!HLu-p}-#SU+XZFrEyuWq1h@pN9D
zUOt)jE9;j)l3y+3-j3aQlKR<U=&BA<@=Ea`D|%XNu^P=U_rvsd!q$_k+Rc$%<s5fH
z-vzZ|4C<FUupI&*NzOFcI`>WZMxne`OI-4u?|)rc{|FFY{NRv~Y#moVc)UN^=AY&M
z84g5KRj%&Pd)@RP-Pxv$dA+334;uk~7~p)>8z%Ai(Uk(O))!0cD;_=5L2F9f6Y@<U
z>n_~a87xt*7jqG+*>Fz*Og%h9ZiDsBl(w<J{pE#seEi^Z(0twQ!W$Qa!+H83k^I>w
zXS8(yvLS?-55I7kHZAh@bJs$7&R;tpt3@K<tu!xaG{4Dqg}k+h($8Ip#`T;$lGwV7
zCaz}>K#GQzf(5l%z=5hhWr1uCy$Udb!jW9Rqioi>NPPfM!FBJ5tfeiJ@QFt`kU(sb
zc9_4-wWJ-{dN=2e$hoZNw$BiQM-+@#zcFkjR8iLWr)w+g^IbK8y@Vm31IkwQcFA|^
zUGzSwwf5)0GC`hcRD^s{WTg5?Itn#*$-501KT>9&HWiudE|sI}Zr)c!mSUuJAUiBD
z!0B)tf8#k8aqyKyemQgyrM%7h(O_^@Ppy#&Nb#>0Z0wn8?^v%kPW!&~rjRh)fo&vQ
zL<2a`%6`gb*`d7wOh`d5iC(Mgke>TJ`4~L9FghZJ0z*3(6^%bq1W0L$P9x_-4EL2P
zM_yFRsTLXdnx+_al=5`A5G|LxkLg7`FbpdH80rkokzYK=@3d2hU@O6;E}%4;sl?q&
z2pkq<^v(>>JS@!_Ig27>zsuIHaF1Fz=V1sMg(TtVj6`j!Z*6=E6L|Z=V2Ff`>F#&z
za@|1OLuiC$0rpjf@b0Vr!p`nDUm1Gu+H=VL3Rveqe{HWq)-Esje&k$zt%hUVY(9XO
z<yfs~aZP%CW}*l)Fr_onz~laTS5xPab{G+?M*~5FOxzuP9l3(H9u8*+tUp_*L(ZUI
zj;4QHsYqx8e7cpwFp}8xIyldhakewhRUe@DXt&4#<&{U{VPS5yQE20#vbQvl{j)>o
zjf=;`?Xaa4eIH*5{#6KThj#RLJvPJb#rBWrs2ot!w}a1WwXXdJCHGuoWkYIZR#{v<
z=w}XRwn((a-ojZ^biFn+Rl`?rv0f!8Yi&erS!WDCIMTX{5|21p&p!Iu`67iwWF-CP
zZIeDYWF}P!V$nJkJCHk(rf7ZJ&y~b!TjQjMN`0E6v2GbGRByGxT6$mOy)yM1#Rp+U
zbP<wjp?hdZo)UKms65mqhU?68*`bh9BSIR;tK2i#Z^dgn&`bZt`sO15aVoR2<Wy)D
zaB;-M*(%6$9YlSRvoCRBI>=2Jn@mcLptV#pt*M;*wXmj9SgTWXyO}w%@NxCZS)T)?
z&|Rh)`EL?qMO5J9G0p-`ChRQ*w$${rfn)Y)mIG|LW(}(e=4gja?S_X3fnQ$}h1#ZC
z-kPI$nruzlA=*A3n~DnGnYXUUb8WO2LQeS4SWR3cb$hK7Q5mECJe@c7H7m_EnG+<m
zNbfw%qFww36#H@|ED3z!&a8{+dV;kk^zyh*bI=8RzhbW?p8DK6qau!a#Y{h1S;<j$
zX>?m9-t=2zc|!%<xkX)~IiD~w6~BMM(Q6_N6`7}ZQ$*Y!z1`2VOP%fnAaL&N?;Fs*
za|M`{s^4f`s<P&wH+_bZ*N<`susf8s61&pACJ{KqwKodQeJi;flNJzH6MH}OJn}r6
z>xIrVVT_?4azL&o#i;c2i&gTWkSR~I>P8YvQi*<+mk3CE#MnNVl>btU4@={L3K#Ai
zYl2$rii3&u6c<x5>SZ8+(9X&pMRa166b)h>jffyCx>bPlmjpCWkL@wA@nl27fzQ?!
zZ84}9bjF0O16Rd}<ex!{kJH8*0<H=|?xIxaT>*D-m*zaDaE{HlA8$G1Emz-z<45uy
zD{o(%GZk444xQwrF39uV417G+ogKa8^VLMjRg!*iEpGO0^kWTUcp{xfkCd##q8(YE
zwa2}mXSaB3ArN}bI!U$>zkB&PU(OdhtUClAT2ojobur;)dX8;BXAHm$4PJO^d86xz
zMRdlu4Y~EUgYNJ*;Zv=<uV}riJerOXCuTSFy<ccqye{;a)bM0*YPm}@CH6FXy|ikE
z_==|u-#s{5d8qpg&uu-!S#VHM{PmJ4qr^nQk%L)}GtH2_d{_6rVf=zv&?Vn<PoLLi
zAlw{*g3+!@wt}}#SDol^{>hnBC_3EpuI1^@$In2UdCOagHdn1c;DkmZW`k~{38g|b
zh?Y+2C*sSHd;-}7yd{A(3|WODEV$LU!}+V&Iz~^{FiNjkNBgJp-unH2z-$`TR)y&o
zsl{|ET=*~JLI~^B0Ko@vo*M#(M^m;nG4Moe@lj2_FZ_M%Ew}pEhwW_1c0!*g`)p>M
z+oaQ0F}tpn#XxHUc~|7H7-4t<-RkN_1av0JYcCBMMzN!RZt>14Sx#EoS!^@uGrko$
z=1-aS{FV>xGcu~;2;ZIi{&u?BgW*G|&$wRV)0V_KH&LElwp4=Bm$VE8FXMHK=~=>H
zO#u#-A=&ar-s#5c8LuiTs=og0!fG1GU|W1JHZ2q<=(y#gn_Tc_i$Lj4r*TWQjf$2u
z?oZ;;!>j^@i|5(rgRpr`g-aEDF#E-XGzV`)AP+g`o{7=y03RRwXY7a*g}I;BUt^2x
zRYb_kDh_P0J}+-;y?bz{V#jAgNMJa%=AO9pSlEW~V``>%H&Po=$WHVpU6m`(=YYN=
zKq(xgS?7d#bOJV5!|p%)SJ`V~TT5skgduHq$>>f6?rj|ypOGT8--vFRtI$0uNR2rD
zNI=nXG71T6<DGo&MCUg<<vjHxP=$Pao3bXb)`^+Z&NWJAHNF?8kdzMk31z!`ocCpA
zh76y4fO^vqk&2pE#^&pLc$g*(uUGt3Z6(iyKn4Xhma>FFKAWh{a4b0K$G6qCI?!qt
z?kCGLVT-#Q7lw=5WMN%?oj!=DwlTBjQeHLJn%QKM!x!FGV;<c5+M;cNBNj5p7I}ZQ
z<K`R5;F~S=F>O1zx9;~_=S>t6DL&|ErN*8pH{Zacc--UL-2dc#&V70U#N_cIvprS&
z`~-RD6e?(E;^>8$H)AJhr`68BS!wdG?3p*eWPPd-%%jfJ$78m-0tOjXYk9F{1oBTN
zKJid&tC?xdel|QW>{%RvW&8qsA*b`uBf^T$1}3n2xWX|a$mUa@cydZD#-wokMWxdg
z0uR<j06t4RPsmzKIj8Xkf~H21u+2xBkdK8AXy_QLu9Ig_WHa#+oHA-;_xisyutuOM
z01-yt&@n%g$e778X0pf7Pao3mLTvgSd*o6Vaz)O?TEr9($MYzH*G~z)7WF>3fL?(?
zdFYoWt$Ua4d+BFv8~o!~N|xuzMk)yMaMLD{0(=&#mDBHcT*bb7#+;9Bu;N6(bk~U%
zJ;B5It)65gDy#Aj1^cobjr=tP7^$2-cw{%0k-3<jYby4vIyFOLNrdj20o22Tnqq0b
z5SnB+6UTbVSk0(aVKjTjYrcDGRjRz0i2^4W;n+YYn6#GZCd7i836r!^*r+-J(*L|Q
zKbM~ZdKTqvfLt5$Z&+@;66;ZqS>w|Ce4+mL?$JN^O22whw9kr?4~K_VwGPM0LBd@d
zoVjJ6b{1~Z+JhEe)rpWje_qtI()95N(^YWG@5y6`?&Xdoc(PgE&UDd%Dqh`|%R*|s
zFF5apPkE3VQQU51K^YN}GdFbfHXgWuW%Z-uvvd7#FwZ0_ZmX-8>?TaWp6}4$upLb-
zB2ZEK4xgF&_?^Z@KuD+zUKQP0K4+qg$73iY+#~j$F2gSVGesa=FS7KDdodcDiIUlr
zoAjxHR>GWhh}dHsXb8$xsATNNk)&!f9ARoWl3MdVaJG4yN+6csS!2&?_T_^z6J-d^
zkyquBKDkI!yGz6UQ3^4gJ4S0=yZWNFB;^~%V_%n-Gy2}(ECvhcX?C8z?^HRlL5FL*
z;jEnGdVcK-=zv^%Nd`wg+u|r553r%TEJj*_5>xjb00Ua<j>Rm3&&iIBE)M+x@4LVn
zx~}4MEKq#3-*z={z@!tP9X>vu1(q7?m$itzVLlmA7cn-3R*Dw(VYNE!a;TV^K9{hk
ziK}>fpF$arX>TG?XX@R429n9vqhJUt(4zVHmG&8wS1HbeeCCYxVe$Cx&~&fe=i{c#
zIe8k9Lr2Omv+9}o=PqPttQOzz+HryPm-2OYqg9JK;ita4I<8x1uO6_9A5B$=|Ki_v
z=%4mG{N^;CG!1>j9~Z1-)KyM|FB4<I7*TJ1SDxv!cN^);k#bspN5$fvo1HJU-UM_l
zlijg%o*YSAUyX98EZ0sD%PuiB=fw0|b1Ejq7AHTufWETke<FkPwePNJ*t@V=sy9br
z(d+|;vI2vf(_fpqv2kNGGpyg}XF6Ib$_F+V9SvCBo~r09zzn3>AVLBc<~I)xA=@8a
zwl!BEr8%aiOE$AUb14@OL{GL(EYWz2IR}psj|T@X+=6AVq-`Nz5Gsf#$cz0^7r>)e
zvxZ;cspsU<^90WpeZkd^z<u?yPV;HpJAhMOm*?SnFYfn3(<Sa|!Nj*blTM90J56B>
zushnXCZ1=em99M;^H$8-><O%`B#y2!oq=K(c+1U@b79(9K}bEcHKo#!fXY3J=q+S!
zBn#Ge%-IO}kfjkp0YRyOLNwiicfK${`;%wUac8Evy2lir*j^L6obs@rQiOGtc>W-_
zWXp3jJY{F7dxsP?QDg}tJ@yiOWDFH|b^~7uSiuP`vB4Yu;QdO}$Z4_OeJ>G-$wjk$
zU6-yA*ue-!;K$;$f%?Vx(JloK6`gll@vZs{Z-I0U?~0W3JB=ObpJa>5LZv?t`*lLZ
zz-w0KY6^mK*-ty5)km6FNwXC{>~pZc@zRCvdb2F#)%Mg+RGg`HJP`s(a1OmiX2Qh}
z#hTzubQR2Y2Zfn<X%+e}YM-8^O$pHAw;a9$m?E26gm-90XB9RknXn@yV>gU&QY|FG
z&G$Y~^Vn(lPhcc7^03bWoTk!I8oY}lxK}Ui{-ms&r@cZ`i~j*viT;7eu?EsrpZ=t)
z{)D!3qK?k|rYUz*&X-_c3JWdEHr~vfh31Pi3$(i{Ka1~!pRd5a<X>rRxz*VZL>-f_
zX|`Ni?dw^1Y7}#alba5L4T{5T^s<#Dwr(9r*FDD<sJ@6XbX4SB8CqS@%&$n%GCLy3
z-)BB>XY#i@Psqmbcq1#;fe<pyvUiOU=Tw<C0p|~hVcyJk<04P|WgHOmM2&_l<KMzp
zgiWBW!wz#^u%bg@s;L)*+hblyGlqP2OBAiw=MPmJe6$6bS5Ql4){W|!{|1ezOWz4^
zW{f({_OQVngc%jgoN@`NmDiNjSgePKBBUjd*40;^S)O>mJfM&QS*`;?*1{Y^&P8*4
zYmW#%_=@#p<C|n3ChOhpEbtXgtnf?GG+iq(3vnfLt#5Rdl0}8kC4jyl1;D=i!B<{a
zIOPCfsr5F<3E)`$tj7*sb7)F`5UVVebthpa`mW?_LyrSdJMP|NARrd7joC!Vy;%WD
zM0F!&%{pyi!x}CCie_B1;qGGf+L3<1`?l-{1yj}`c$%{m?psPG;(^+eVJ~qN`lIE>
zjZVDR$E!p<lUP%y+{^D9_!S&&$Y<}@DUx^GLh<b=+27Dcx3r5e(OcY;q4I7l(EFTF
z-n}ZfX(xckDtkktdjK@?8d-DjpfSLW=T4(hfrq{{VO)pTvcQzLWSz!Xv_OF0oyNWd
z_Cg)TxX!ArGhPY*4(3-(-&@WE;9l0hL1e?Vdj_S`QTvz2S)0hjo@qNlsh{?O%as}L
zP^pu~$hEExa&w?2a%j`wGA$~(UYblxIvL_bqpydGW;Nl<HE;$POt%}Tj~=?h2W)X)
zLJM@HN@q}hdReFCokwJo&K6WFen3@9xW`yZU4M<IGy_8eWh~hm5JtQYEvsiKNGf5b
z!|L-4*h{>7zvc9-(9z39o<u^)sk+o9Cn$fKKZ@wq?r`yL*+}(Koms7UnNB>;t5*tA
zK8?C$f%X##tY2suEC(_<AJ~yri9ec;L}(ds@eZ7P-#`|xz#s>?wKq8#6cUL10<~-#
zK2+p8JNl<5aW;xFQ(ra?psk*!w|zH;i7J)M>^Y4KW(qC{EgK;Gzs9Tk$?c_<E*Cu=
zgo(}|$EuVR?utE5P3Z{BLMBzV?4MJx{<q)c;s_yZT+vPex>f*%E>JF)u^k47BgC$=
zgV0CGcpy*Q;N}GrO7>U}y)ZicQG^+6M1Fp;Oz1w#2h^Q$c0EA;<bZ$ikwsgx*DJj)
z{<$evQQEOuToyAhTuaXfRb%Mj4G^Y2&7NpgD_-#lLR-x+(1lB3pMwvw*>p_Hs^j}E
zWqaM51hlNPn_ETwpxnoC<-T<<4kB(Otgna4Guh2HIQZIIdE6t6XR5A@dsf_=|8xc0
zfB~LSH-Sa{1{>$V(9O==&CY%=0AmU~(be{Fok))UTl%Oo8{0Vm=H0JxNlu+aXp!2t
z1e;s7uuCMrU-?k`O)%xuq~y%Vo&fb;8kRrlXC443`ijq>9h1`q-osY@_Kv+asg0(#
z-DEZH@#Kcnu6*XUiOFTJ;s;T)DnFQKPx;qi$POHt{c*y6rLC8*`<%}}yhA@L2c@vf
z?ZXrvR!}J)1L*z2p@|G=pf^qOnq6?E%;u*%fPYm5lok$6RF4&em@^&Nn=iscg06%W
z(Rph&W)CYGo&1lCosJQiK0Ne|MB>V_)_>5BZm;SRPEUF`jZG`d%{2|%<U)qzXFBO~
zU!?q`rV`GbFtjivZ{(=9wk`QiR2Rwla3{a(k<QCE?{`2r8fM0qeoU^OS|29!U4zw>
z_mZ|5mM8<geH|t;p2-)}czPIdymbnnAqbNxmQ!8^iu)>tYfG}bR*05Tvd@baZas1u
zB@lUsS4rD4P}aqfnLYTW;@rO~lThawHO?0%c&!dJ*_tnqIa0-H=tW#8bg09r{HQDU
z^=Z>V#9A3sxrfUA;^Qp&Ob^?v946uBf>es)81ipn(UKh<d<mD8t$$x0mtjiBCu3?%
zuEM%$Wc3e-Lv{X4OXvWEb}S-esl?yOLrWMOg7}fw)WFA1ImZ=wL!sStWXme*9WtfV
zFv6!7$fxu5$MIFXAdsaSTb<COvgqyv=AB@m`kTI(Aa6`^S(|c9*h-WZQ#HsxHosV%
zg_8VhuDOmdGiip-hef6iYR_@e^~=o6=P6d)G-<YCRio>kCw;m!siaF0)iY6Q;_1%c
z-z49c+tXQv_T0X8(*~s!_6#J#kvCpF>1e_{p|-F=basakH?qEdlQ(VH8}i=1g)J>a
zd*x!iz|+q6&hmJjZV9{A<vVfk#c61fH}2w>`L3$Os3ZHQ^qBH-cjKD}vY(nZPydvp
zedfz7WCbwvo+ucmWe9Msuam>9ODSki_y7FD($7EpzE~0dQpp$<@4`tzZ5>{}tW{UE
zQlUMEI@UHHD-}71T|5fL5z5H25~dkB2URJsNTnoe(I8q&S4}rguuG-`JSS0g5cQ8A
z`o&}%_D}hham>jL#SmOU-_xsV?$Rxv<P>#fR&hKAon$kmP_vTXY%7;hjK*4vq(Bt5
z620}D5Ls|a`GleS4f0tA>g85*)~dKWlTW}O?%B0B5`$0IfwZ=zg^H?V*nd}S0mWO8
zztwSl0h4b;6%Uo6u>lei05kMGbS&Z_6^oMM;*~I*)H2$(-zH50GD&Ww%0$JKMSiBS
zB`Lk(O)kCPs4i^A>x)O{IU1<KH-gM{65bKJ7>(O;#6Kx`U;HU!R4-33mJrnGKU~Dk
z)ywBSN#|Br%}s7P1r=c^56^2WDSAsK?lmEysQ4=N;|%>*zZ@qo+tzRFg_p{fuLtjc
zekkS3;1k<yh<zGd?}v~nYDF0`GqDu-UUB+yYM7U-_sR2pP4M8c!~6AE7I~>rD%0fW
zKU{uXz;YwMSEQMqm}9za#TNSr@hq&s>1W&2)*AK;r@=8BX@{&CV9OT7$kepHwUw1d
z_r0|i<oyjYHy~pQPCTcX?4JBK6zwQG>T?Ikx~c&2R0JF3Sa-bq4GM58l>XbTKt8%W
z_O3n{>qI}gQWEab)q_1m@VN`o&!EdUU|?omG_=v~!nqQoq%Sfx#EVS_P1Hk$9kYAm
z1+daSd*fZs_3hT_QzGNiNM*_bRqdn|NkgaPR)J|QpgnKC^iH#R&8srsc6po&vy5k}
z)!Kne!pBOy^RWH5VZ<e#5o2wJ`ekQu?pte2e#Zs$vRaASRqXdU?^bh=2;(BNqleir
zW>~?;{MtMwY%5VUg&fcsXqJ_9l#Z|V&-H47Qp?wLxr(<PLbXUtl0$4a)?~D>VlKue
zzLtg&lpa3&amS%DY_0S~Yu|aGG;21~vq2vu#e#sHZcFNYHWSZ@I}W*WrH>pwRC!}J
z7hDNmIGNSX+jlSDh^_UPK%Bb5o^-bLb)sQeDi@3No+s`TJ439A>8L2*PV~!re^Mnq
zh8Yk)I&#T}<ZHS(i2}s1X{{;<3W-oEG}~@!ps%T`s!3=@UxpBsl+650{Bj~pbW?;g
z^vS9ln~_3+RbT&3=(39#<+vP90Ie$>9n{kYjIs!$#RpPch;E>1S&aqCV=-VeOHMN0
z320=JkYVm@xm#8$qZMveK@laB5u!atqU=df(T_ik8XG`CF|+`_of?LG0>f~_fkPnV
z`d^1{7)CQm=B$L`amIo655GY`0qa26Jc=3ulm*M8IroWS10Nevlz$FOD9ibVjdANa
z{WzY`p<BU8K#U{c{UYKV84sj50IP6m1NZ{A*m!;be1Q$v14|pHDpg)aOvx3)3#C=j
znwEqRTxQdAE%?_uuh2mVDVpE&mm)y88v}H5afY=tA}7$O|2p<!JZ+E`&S(Vyu>rD@
zWB@#PRN<OHNMSVxwrGU1#&`pW{-!?@GBd=VNPkaRk)9jtW-gy-=F&_lg=w_B2y;qD
zA@AzLS8F`bo|H;ZuMhFX9Bh~7BBDqfy0A}*D&1*BMp;JAU&Xt{tWnSknYuofHAp+m
zV?@sn?@4ys4}`5cT!e;hqBnacHiXdZ^B~w@DPVlR2j+uZ_MeW`Q$JUSuDPym_;`KH
z0!jP$!&;J&xL1UNu(J{1_i6m&q2?QH^u@F~&QhaP<D!Z?E+!xmatSCXR4!yu1qB@D
zsa)<}AG#5OLAkD30qyV4fV~FR1Ucr?h0Oy_PrDj$?B8Vc=hzW;py5RL8Fim*DN~cU
z)f|baYg|-yC&UEQs$A}=U^w6?4M{);{;-|ETmsV_n)bz2lA`>}R9e3K{fo8wfzxL;
zbCTl&u$}9k8hi7|Y;Rluvp$QsIs@J#xgG-*QYaA3<Ha@Sm)`o;;gQd)8os+dkq+Gw
zO*!(MWtH^PLrE--jpUG(B=;ap-TXOJQ`1FBazb;Y@R0!C$MJYPQ-BbXC@Z^b%~u%5
zH#YCiRLuNI0SpD5yIzj?FeJAfhWoQScB^T|f381Wr_c_aQV~O#?m=T%u$G9%X|>T6
zXrd0*g0(nsehA>@{;aXB`p#Ae9-#F)J0e-uA$3);)o9&RyRX{W8v}7#<k6i!yIZlY
zI0^Qp!}M)u(BDpg$^#>KKr#_MKVVGlA2*^k@1vj#r4!GBf#zhEFjVfU28}15omDLu
zOiv;hi5?gkg$1akD5xx&4O9cEe&{5?44jK52e6E6jepJ;!jQ{;fNWrqUR_<!ZLUUo
zO~|MLJZzVLJmBkR|CCn-ZXZ_U%2|}X2g6eoE@0QgVH?<g8=j#O;6o5zDf{C^!B(jP
zDJDQ8r)=L*e=NeO#fLmu?sdJZS~MMKHq?J}U$;SMBmqp=)pj+xd-)qQ;#|;$#$N0i
zedPKoH^R@36?ntXGbFK*n;g17p;JE>BxZWA88%Vke!2xj`OW~BJGS_;RQZ!xYrqBm
zr0;e{o;yzDg(>%3Z)N~j*H%@>{ZtWMdj2Sb`>j;3=eJuo(ttVw!q&#4bqMCx0I=r9
zpQKTXm5fel@$MZ5M#<q;i2eqh<lTS~DfG*|-GY4rpn(RBXhuVN;H9zy({!zKVlcN!
z|6Z@CB8%SU_R;A}(#4WKg6tzO<;u>~xH90g2_RryGmnxI7y1p7<by2$6;o&fFw)oE
z4&!b1pR#VG>Feb|_hpC$8vwb@8(mpJiZf1(F1N4mY>sAR_@nF^|8`^G9R&h?Q#<U?
zL@7Xrv8)q|pbB#ieh&%R_1~cJ%!;V{dk_ew+$9BxKwsbV3DAq|Z+HEtFL-i)T)H}P
zrpt*Tu1_tXXHv1S9r_Y>Lu`EikK+8JDF5h91#zs!;^B_hzd?3?6q_tjOjVNESTKeX
z05Ft7u0HPniCAn~MSM!1v`FyO-n93i$n9Me;`8op|FRmw${d3l+uGt4Ph8eSOw~PK
z4Coh}o~tx+=j^dfN=+JaXx=xHcMoc%kqtJSJoyAElPGey=MfR`+|+HBsc;OPM}_7^
zdWeWViP?AH0fbkLO+SN^!S2=vxJ5LDcO)qhqy@fXu}oKrF-3EZ1hqC2`uSy6F{D@l
z67?w^LQ?n0a}xn*<yS!0JV#tU@yv_nyJMkoTcQc86oRH5oEzB4<(72g%{OqboJLel
zm^UxdcQXxv!2wivyZQ==X<L3ibD{{7-?pOQB{iNw7M;_+;Y=g3_rpdv`Oe`rK+vNa
zs8P}pdU80IGuJ1nb<uT(6y`X=V@=Qi5QzqMnlvZ50*L}Xp2AUDl0X#VJFw6eUI4NR
zM&{Q6U{@(1p3oEm2&)Ld$*q<*YunKUW5Ng&XBm{O-}QYWbuR50kLCmeN^FoGhJ0Xz
z;rIqT0rP)7L4?$rh+R-|Fy=u6Uw<sC(Zw#kXWwfJ!@EQLoD+4!`E{S-;Xf^j3fIk^
zcJ_8wk=JU)MkZ%*9%%81Ep`SkK|0?)z{Ga8A`|9B=);ay09gbcylo<T%avj(GsVFa
zb~|Bwk;t(_p7!$zHQhKRnsEvjeF12x1%MA7ZNM)3C9cpBchR7fTO0sg>;tLbC2PW0
zC^x&TzI$IY8H+KGVW+ys1E{BEq~|Aq)@i!l8){5Z*sYGR{Nk^Tb9LVUvfLBNzMF8N
zPpz(@AWPQep&*ooP%=qr+{50|Bh28*1vCTb#952%yuwZgu22oUtXIgRR@}lAR?N*l
zVBQCFm?^}g!8p1dip-@h1Kg07eA$IOk1ug?wn^V$0oOAKRB#Q7s-Ow4*G2}I)cc93
z<socAe;#ch`GP_=zVf5-<HvUu!{AHcMV(T2jv*t5IPaLN0}Rmo3W*R0EKjLT$RFJv
zi55jxZ)Y}QZYlwH9$9_*6Al@Yq|-CfliB8Pb%lkI1YJ$l`P^wShw}AxUI~EFO0GjF
z+}0>xrjoCqoyr*aRWcyMc!GX_oK`|m^uQiWDa%30A->#ZM8F7FsIS&p>wPT$kjTFz
z=4#&Rr19@-&+@;D<1S7zy@~E$jPfJOJaxpAXt;8Y8<e%NA-m1pWg-=vR^sOiq&PB6
z6pq53T630^yxJ>X?qn>NtURX220!04glp@jd@Qq3RE@jX8<(kx)ifAh(muPn8JUku
z&EMgDo`WVGO(QZ+xYrEfpT7!sqBO#<dx}jb5klR`2gW>X_zvjhgKcw>i@9q>I%<PF
zYvnpCJ0~6A0|dfXQZ=zj7fsz=yo^ZzBXe6@X?mXkO4GDS0(j2>?=5_2QECmRaVq22
z;`7Ca+Fj~osQEXj@>&Ee{SF65>|TGmdoIH8aoo8`UzU-zr$fSe`xUaWxw9}d2s7OS
z-0~G^OXJPt8ZueT^dF(Kmy~xk7HNk*;xhs=*ey9ol`GI|pq#P<uq9HEIcUH`kivuP
z@1&qLDX~{niTo}04O@{;t#=KLn)$<UtZC#AD<x#hJqJ;03sECdK^P2RjJ0d#!Ga7a
zDu5`UjlkkExVGl2JDMSqo+~_eN-tkd9$UhiuoZI1k7~p;G6KGvb~doX&`JT@g>?#=
z<XTA=aFIS6DdVp)c!GVq%7Hl}!-KF$^?P(%vM*_iFaLHhDtG!3TC%gE0E`KZtM%-g
zD3cH~DvOxbs<?c?+x1X-uDiU6@wSHlU`oHQ_`cdGlU(BcQopGpJ@x18R1)twho%<?
z0uuKv!+a{QHQWG7tKlA?U!a(m*CH{D9a2_J^aOWPk*irEz;$`CGeA~}H|VPVdesgA
z7T0>q{4tRon&4U>a;x&~+1ZIy$nV$Vu6Ax3OrSa81c1ijZA5YauL)3H7&73}I)Lzf
z1%!{ALi|F{_lbk*RsC&a|8r;>tfdl}b#-F^gL8fB>#I++z>a|{bYBk#9c~xA6ud#&
ztEC^U$m#qNS`56UG9>)!2JV08+UpZWT8xhIffImrP{U8XQc+=^$1oeNkIa7t32mTi
z7MZ{9dSdupk`|@vJp8vCjTLY<HP8*0%L&jD^UHeO+UI`79|3iY73aG%7=;>h;(W(R
z53pAN9<$RQUs6+mDcgmkl|u$EoBB{FNWhhWX2g`EO3$KG<y5v_aL?hf$$NRkk2JuF
zs#?~7KMz-v0p06q0x}di^T@n9U`Ljc19Ti3(B59f{STt`Q$mi0yO~#32T)+XkB`vK
z1)QAbQ6It_-&=3kp)?zSb^o0ic82+*w28bK8r@{nj;rFYt=3BuNH;2EB^qXj6z92Q
zI<xBSjQRzbAi4O?;Z5&MfjZxEFJM15!iNn4cI!jHYFOHYEb0Kxtsh_;-2gm>r47t4
z_@NJDi3p++1?IAHB_^LyP*L@o_>S@%@QJqqG-VIVzG2HeVI55y#Sjy-8{f6?XoMgq
zS}Z_HoEG$;>MyXJlbF5-v!lvYZ==IJ^x?vS&m@FCcwSsiuyEyIBkXj~oRI4+ZN{77
zaFz1wl{0F-nDSA@fD!g*57Xy!p<hOQ(du4R+k`YBmA>=RZ*e`nvFR3+a-stK_=Gb+
z*=tFX0w4c#+hg*6jPzpH8v2|=#W<rlfRWHTN*}9+-4lrF7CXY+I{VnTqA>&m7;vsA
z%JbBwn#l{w1Wz~aQbo#yLIR|kz_Id%_{Xw8Qy9jKmg-U7fVG^_sFDVyH>Z1&Clhek
zY0>xI8sSdZDvHUR3Phy0JGpmd50^!xXKx5Iy5$lg5zSVPHDpqkN<4r?p+EAYkJ~!w
zc0muV_W5{!f6ue0PWB@)PnHS&2XxoU`!rC27<q$d@z{G|&QxcJe4|A-|2H7X&@fyn
z^Uuq`y2|csf#I;9JLBOF>p)Ps^rVkZuiklosMy8Hro_4DAEQ3=l2JdxNca>{*tn>H
zV#WAA28_K)V5kgAWg+l#3I})l5ulfN^3H=Q4<!|fL)Q-Cjl<Z5R}w}N%tlTNv3MpL
zftfUTFPB14N0#FBEW{^90di_Zy9oV|LR-d`$WW>PJGGK5yu3bNx3)peh8E;@Z-7qg
z#RO3#|3@NhBZHIxNqi>Uryt=L+rU~Pm-D%YVhp3daYI7<`az7e-glnBnU+6UD$P!1
zgI@a;#<3HZSB&o(sUlkJuycN*d}hFE*AFR<=0vJ(|9Ao0EdwNgHNY-=oT+OOXbByY
zgxmH8Huw~FtN^Xlf&_Z=rJ+pb-1%wAN<%%wC&_gp)|#kSlAE;JU8Eh;BP_*g1IW}g
z82^<lj1BaEzxy)>*ndsSdrb!W{}rbtuh9RR(^5#7kN<zcY03ZOzj<YU|N6ZEx~(81
zF9X850RmwGe?h;eLC-<AaBkkZiF51L&0Dy*x9|vV6A<9z6OfUR65XaGqoSfDqoAOn
zX93gDGSN{`Fg{{rddSMo!A=e4dd$W4n1zj<?fN2ExVX3kcm($d2=1}bP|&dbzy9;P
z33LY!<bvb+e>pAxf5U0H)WB~|3G_5FTB3)_RtZj=RxB=lW-|%$3|sghdT$ikK96kh
z0XE0MAtB5Sz^rUj#oZ7fKR*IGd#*1TT@l}dEj$9FrNRFvjY2m1`Us$(jiOx^dkFXM
zDsp9vr`g~PC0fWFTWUP+dU=SyY2*yBERrMl+u-4l+s-M$k}M--`*(VXlQPpBaCkqt
zE4S%Tv30-v1`-{_ozZ}<51@HcLSV=Iz>e-)1Un#uwVa~>v*h`Uc@!bwY2J|ne;@rn
zW)%4;teMMN^?<ZxfOM;-ue)ZH`?XnuNp41PRFE{t8M_?hdaPz7;xjgX+goiR=~Zj7
zyOEX`-rkR|nS^9^b$M)H50#uvDX`3tQ3~Xr76w#pF(m{{A+WGE-*)Ev$mC^V(!CWQ
zd?~P<no&xrw-f3IA(l`Gw<&8R!|)vd1-%7989}b`ofd#ujb#j2X>8cXG@)p~H4ZpB
z;K2ljG$JWTF%RH>ISj?4glax8RST2IY<$nL$N6RFfe#FCt6;xlKU5HU_qoH8SoSOl
zo|mwO|1s|%?)<;|j>z}sOH$e(WT*+fiG>5n{Idf+y^aG;X&M`rVAfSNDX^THv;&N~
z{1X6{M)Mqy<fZG=T3_nDNB$(^eO@gCWZ^DDLAz{-fs}vw8UOS<eIZY?|NUVc+CC!Q
zs$Z7CcV^|B!dSksrd*x@OOqek47g<!4UhX}<8!ydNL@xuA(zVKHj?+f-&DQD)g8Mh
zyq(e60ozRiy|0z_mR+(7PN8&WZ?jwCJeQ4Qp1n%Ed%|qG=LHqu>EsE${Y?p&)&YHi
zZ%n^ImV>w(#Q&-<Y*D1k=4}#+oecEF4F}96QwCOoNG0luk9IP#&xt+`Fao5oXG+)H
zmE_2?w#IPqZGL#L&wmKv&DcLeNccA)e5MTA*Pr+&`NO&(mi7T`*?$s4*}oX(jrI1R
z6M%QEP;4%RoB^OwUQ4W%Z_bkj6*)`uVS<AD9H<zzL<?N2O|_#K_?{~6BtNui;x~x8
z;gPmnk4xeF3v8R-xI5e`%k;1Q^<`Q7`!9>_U$2&32wsRN&vyT`XdZN8V74-AMae6s
z$g8Q|Cf8*Doy6C*aLJc|a~(2OyF?l)4wQtt@(^wfyrv)J<8L+zKZ||SIrnM{;5Yb}
ziTOWDKmE0K{Ru8LYA2<3uU&ewIrm_KrM~2nAHGUuBBf12qWSd7dg}tjmdn7HtZ0C%
zUgcMzL|zunWGZZ&?tebf{J($u0tCO4H1riL=YV`P38N^if*C2yYQ;#P>hm`%g)EmO
zo<UeDb}+pmmG-1(5*ygp)M3P?O9Sn*93FR<^+vS>7(L)wFTO|f&53qH7$jNz{g*=g
zfV`hJ1QiOpx|!N230w3=1L2z=sdng_{=Y%NX&B0Zw#EyZhd_|wKStg9i&2QivPl{P
z(Q$c_b@$jW7tuFC+Nq)Eq^H3s#IhX$T4S^<3ELogKqZuo`o8u9V?vqq!=EbZ0H^1~
z=YMlUBYy;@YhY8JHa?*54G&v<w8#qn=!|uNE$uDO)28ytLA$;;nYlqzyEn)+@%94I
z$)tYPUx@AhP`dy9VMZF5UIxx_v?+3LTkU}5$jC4=jhT@1!Nc3K)Yt@|t<IzGqz0*>
z2k@zs4w^H6@p~Eb?&hl2ggNEp0V~==XRNXJJE-oA$*xK<4E#@Z(ZBz+f2G;}w_nZh
z$E7e@;~?vkB<s|s&;1GJx*{)+q*RLssya}{RSodCuVh7PXc|I=r6MSM0Q+4WrzJft
zb?Z%L8c_XTO^Je}xc5s|_`P1AxN9Q{>w-|)2i6T}=g-E};?mB(Vd3NUVZT8uqCx+o
zrTy0e(D+Ycl4FWmK2VS%@_A5W>{aj$aOki1tefQLr@uk;4G({`q7qyrPa{dMq5%u!
zAB<j*k3V3v{Ii9l_7|fx%eonC1c!A18B+sfERA0k7yt4(5S*hp0NPf=uZXRW8X8|f
zEMVsk<~RYN2Cng=z{hP6OY7acLc6`YgmPge4X)Wt--t%<{D_u*Iu?vAa3Z@ixv)<>
zyWv{8t*arV8$b2%hIi%cbkml^r7Eu9BwFaeWw&yQ%UOOUNO*=G2p7$3e#+kvO%7dk
zQIxH;S$*6F{^GhYF*nEeNfv1oXe*#m%Dbuh1e=JiVa>Q2l%g&+LA<n&yJ2)2&6{ax
zk?`*EjPRuf!dXZ0meHyFIzQHd3)#AQ)~&?<;=84XwEPC0v-<${T2Xx#CPLwg3(?0D
z01(lrqX8e{wU^2jUF?OP)J>mvXdtj0owrPSNjMAJ7)K0Sp(jy5#WV}F1AKbT`Z!b|
zMHfz{*~h68uU>P=_y#(q$1O)ihNWDa5}1tDa8T4BC>T%qU@Q%KXaKd{{nfvJrsOFR
zv@@`j*C#r@C038eeDLT~jfYbp=;*T1^N1eYmdu3m%ATLHm`aa(Ir1)L2X(*qjo(>N
zHNee1WD7CheeblgG4<)aS!hWi<_4-AvOM2<);Hjhx_LgT1uTWSH&sV<&$ESw0IP;z
zqUh?oz()6_VR23u@09SxAa4Bj9PR;wFJIoK<5YMC#_ZK$MAirEL_{$^7>vSRV&V$G
z1i_r##0cf)mIO3!qSoIfJ$cU=gNnL@%+74ZQyNk#J?#8{SbNW?CfjanG!#XeNbf``
z(m{|SH6RKiBE?5Tk4gst=`9e76sZCN3J54oMTiKYL+GJMFQG%|9YPHR@_e`N-us;W
zKKsx9&Nx5vM;ODwo$Fp}&AH~Bm%$B6chz6yS3zz#wZ}k>{e1`>n1pV%E?`Uwvv)Q9
zK2ccrr>iEOty(6e5*2%|fL+72-_LtxSOJgjjUiPR>lr6e3DL#8hr9?xli~wT6BmnG
z0})qdZlNm6BiIJ*+N3baTetg%8nZ64&`WOt%}2u=5FXP23b+qX0^)i)om&t`yY9g8
z6AE&J2?kHY_PO?QE&`_!Yq}a>8R!J;R|*x%tN*+;4~SEWcix<vkTrg`WpiHZgpkqT
zKy#BAblr<h^>B6O#2%YUb?1*ymR;Hw->E=*_O%D!@jS<lBd!LEn|BpiHZMFwH&!RR
zl>NNd@(uKSUj>^*8h}yvg?jQHC(%cg#Iae~4CXbis7xg#ttT9k9b5q8AlNFnv-0~a
zy?Nv``35uHYT}V2Nxm<5BpBrEFND7or)aDf^!3uqzPel1)=it|{8fO!iPNTx!0;W`
zL==iON^wrei;g-fozoiGQWvmpJ&TjIG_c8WL{xyjz4KXORqF3w-_!tK`6>25m9aU$
zB!|^ec3t_$V7GPaL*iYg*A#(c@*vj3{w-j~Bmf335*Pws&=;>bo!K9Q0ohbyJNQrZ
ze&h(*(TxA<HZ7owhP5M(HXw)cNG+u5#b?A)ECESs&>=-uke$x_xoq25i@EpugZJgx
zVTHpI`6F)DsF2*`NAopJ^UN3GYdK-yD@^8ruxox{a|ZRpOuE*|Hv~@OUjOADqMS4v
zqB_-#xB@p=pak|5FK1BsNz~TKN&?)WyIsfvRmMHVmPt7`4_Eo8$x4(ld^Q51TdDno
z^aa<P{8{zT`NPIx;o*W?5ARB~#5U3BF~<>UPO4uORt>qn*@_ns71LaA2YF`rPRTXs
zY?(>i4gAa4D1SM@Uk&5o?D-5I8T;9+<!t3MYkoq}jnu^7RKM>~75M428^p0SGL5)a
z=xKdzE}8l;QOX}r<6=u6qG$h^w|Eu8e0~?W#oASn7>x8(<+HAE=Kng$L1cJjNQDj9
zZ9_&{@u%Ca##nO?Xv6d0y{1+hz)JprD-*mIGaaQ=AwM=0Pqrv!bXY!XUGvcC<=E2Q
zgk2Z-b<6h7ivg_v9<rmhDC+!4;rqsFJ;BsZi}8OYKV+QS%cTJ`*0TrVczup%%}p16
z#kh$nrjEW<@eEJIpq>(JfwCjqf;eWY0Lo4mO#9q#X!~4eFH;j+vY_c71WyzkO6H78
z7g^=xjexK3jrzbJ?S0RlYykFCojn@hf(oPipkSACU_q9QTm=6|K`T|SV~B(7KRvhp
zQ}&P-T%(u)viqjPTT6}A`!B?}FEv`Xdru--E$s+jBLf*z=MEmsKz1`gtE$qz$6zK$
z=)JGkX4-E^$X>=?ZoC*e_W%ILRX0^FTcHXhU8BkK`0`zmCFYz3<Qw^Znz=Ot&YHBD
z4?EX8+AgL8LSY)gy;cH=e+{^t3n5k?NlO)a#8IVb7%mF({0+JU3J`v)diyh6XK)*A
zR8vE=hD_S(J-fpCQwJ})m_Z0wr}UNmvP!e89TXoN=g7w#1ToBNk{qJ1GkTgxAux$n
zhwB&W6*|dEbjVsxM79_NfI9z^W2QKiK7I{61!0`q8BQ1|KZh9yZWFDf2RRYw%{Mt`
z@|!~r6iYc%u_P@%phc7dff-ED-|~ki+wFkBJ&_uLrA@q`7GL24iF}Cxi4+Iuzo{)O
zaI<yo{MCnJscE8`ZHy$??lJ9<xSboG%4KHy3n1S2-1OiET?_(rgQAgD6yCR)$xr$C
z+NM)kzg&0NW$Tc9?@m5cBF>G%DOm6q@oC)HTkr?#w$i30P@w2h?p5QMjU83`Z_Quz
z?GDU1U*e*DFt~l<XwdBzuE@NVQ>G~fk!_Xn#B~jxWuVz5bO(gTxPSuFw*rAfV}rov
zqq`dykWmQhxl?fgQiBlb=?N>y&aa4cKORP^UjcYC`d}DzgCPd7WHJgUg!<e7ozn6V
zhy^$^tP{ZETdHW`!fcj1P;{m8J*1cUd)8NB^w6iho@Vy!TVs-G6D9CBwK1Z`J};_o
zd(HDrAd9@&27>7c4>gV%*pN>1Z?_`%*t97q+<6lVK*odT^n1Ha0hal*H^$tyq*va)
z%uuqSW7ClBR_F)-2W-_#;tg<VNt9`0R-zI06N)eIy~|nzPqX6DiS?e}3B@M$8G)N`
zUu7(>geg7M)G**xS)Bdqce%@3nse>=@%J9Jme2G+&_#&)8a}l#0)M+@^J=QU(1N~L
zcj5Gw;7v_p>sTW_{&Du1eYCgAGwr958z$-Ql;@>7@+X&p(E~yc2RjOFzi<C+7oGW(
z{$wJ$V}-RHu1C;+u_&o5Y2Q+*py0YLx!r0}SFF1NS}ernG@K4lVMd-cqH`@Bf^{Zm
z*$%2)_Pf+%u-5~|fG2pCl8@-T*+Z%p2BIwYC(*`UiKmnk2rMP=;O~RXkpR$jW;m6s
zMPIlBonTNL765HVprX#xW?-c1DS%Z<&1C=sr<Z&-)&Az^uUgJDx4T4}p576TIV-}Y
zw;Iq8tXn4C-qsuVBVI^OYg0+`e>h1K1d%fjsyVMn(>UE)SHJPAu@>s^!sGWfa!lBr
zK47;FXeHsAdsgUqeeuU*UYW#d0X_$v_}3h4pgmHY14SM_vl%gO>0Sc+9Vw|0^g{*t
zeq4Bubx%I{&FqZBWPj@%OKFtdaTi;rY?27ZB!{C}J@u66|LVBh--A^$?!1ER(jQ*r
z&nKvg$N>zI!u7zsRWWxaCPqkZoVtiZETzmM#?9O=SXn`Vz3>C#D@50wLBy5>`s}9J
z8CRqKMI~e@%K?4N2D@OE1i`KU^r8RwEE!|SL%8pIzw={%k}>|M+>BBLoc?Ma7`lCa
z%IhmzDlc|@dRI9xcSF$dl9<Ss5Srt}32u^}TKYwR1!9eL#V44nzOJmgF5v;?Yr3Cy
zN~-n=;=_QyXFLNO@8i(MBq_X3S_TCTn>GS-c9JtNS0Q!LhZJT{GZzr2Y$&(0Ltx0(
zkRv+{w8S>g(VP1fwcj3}<$UAlaKIoGmKCWv&8O~!bFL)lF7y~s`DM6hUr6x@qZ~k?
zS_*oiJ33&|T!sRYFq~(oKcaUg>NxI~*|?stY#{|@XMfK&jMs8v+BB72=0lH%td9H<
zG$L4aJ)nJPT{&h0%V^b^_L)oMc-ylgJhD%z7{N|rTA%Dol`6nF({hV=5q0yk9`0~P
zTQ-&69tS@JozldVe>Ls0_IUB(+iSA!Y^AR+<2pBr<5ChFC_WPqxK+Gx%wfqLjCixB
z$IqJh5Z54T<S)4J9=LVPOuxE1<ypeKD_x=2q6A{R)L=fRRdCNW$MXjvl2$x3Q#{F?
zCv9h|`?JoYklR^U*g}6|HrGH~QjhZw|LAV&1dh%n`?>+DUI<uKw18lDHty&#t(3Na
zgY~^0pVXEKQPcOA^v=0fZwiS)`LFsHCC_c&)}!gpWr4m5#lT<IDF3U%UOX5?FEIce
z$^sZ^2kx^t%<WT^0d<)Xcro~6K)@pMAAlslyk)p?^g54y#s%%gX8?%B`u)c+gF5Kn
zD#8)<`dLm7x)b_~9zJ>%T1IRG>MM4>s@3#dIv?f~(0}Z*B=K%W>`VId??2k$-AdPE
zHg_8Z9LzE*Qwkibo~1KC&pS2x66X=TX`d?(Xr{~Y>~Tn!R~?Dp*2gM4^biVH1jW|c
z=rJL8C?N4BdkihT%q<<<Gv@8Fbnoht(=+*Tk%OOlcQyEK<ELPmMAuEd+cUg__r_;^
z0uK98zK~y0G5nT#Pf#`Nve8?NAVF5D*E}}Z@6PGLT!YV3o>Y!_#T)cAQTA}srzGTN
ze?%sqKUwf(Pe9d8aV*};ULU_=)3WH}Cx8OE!2|YEF_Ea^D=UFdR?Imeo>@T)YM1=)
z2YmwA?F?|6KHomJP1d1SE?IFRwV?KH^8;dQuu4Xr|6Y1i)z0s1^<k*b9o_3{ka;gM
z`~~aLI|Ac;6UqKug7%TUugRbBdu%j4RFxtxzJIZVOZy4>Rf>7sG3f#Xx4$1Wm*@AS
zMY;Qm*9=0h)}P~htWV_K2b@i0#c_o7y-?;>1(yP~_TL?NUqQB-8$J+-^s9vsbteK0
z=vdM%uw(ZB7;_3xr^S1dw;9^OwAxK!8NJ`L;`oHkF2r)l(F(y*Kvj8)kGhE1K_5Cp
z*X7|1-`9*b(Ol;?$-iG-+hneyx$3E6NR?^oa4_@DVJQyee!xs(-9VSSMJ-hmJ`3eX
zQi)rO^EM@osx@q`<-E;SEF*Y+ZGKt%IMd^1_%?T;I44-f!Wz6amfnKqU2l}Ci=LWt
z^f~dkyD#UnU#uK5zTKy6Nc9Qsgm2?=ix``g3FLV<D{-$)gGW3;X}uku=qm$A<&8~t
zecV1AboB;V6Yu(QwZj#KMgkg7g+?einqcWS`jJkjv6_2FJE-D<g7}gV{Ke-R$q#Ng
zDqMbLvsi@a4v}&G(=ijx@bATMehMtQ%f)!>U;@M0apy_Dyz>H83!z@1V8%iZp;R4V
z^oIGafZ%PiVWr)t@Jsl|n=Mz^=oQ4@-MDr>%({4eHFR5pw=|uoOsJjR;k+?c5q*5e
zE!i=2kwgY4GTB?qvQzeU=I)P3->63GT24OS>elqo=;B=8hKcFphYeF8c+t1P>A)3?
zyRa*&FT6|r`1*~iQTtDql5}SuaCj(Zfc7DLe$(q`E65`Mss%mst{XyN+EkCL>aJPP
z0yy7ZM-30VS^L=6Uz7cmP+iUpZChj7`7oI*u-QKH$|hG(BF55Z_en;tWN+_^{_mJ?
z$*Vk7tkUhfaRxthF6R_YnzhsCC%65YvRM6X#llDRh;HDL!K7QqvqnL@OWlNyHw$87
zozwKS?7d{ZwlnN-PI>xy5(LmAVe5cmfdwLt1^utu*jW!tc)~uz{{4r!3=fdW5Lf9_
zdOrhF!w%$75LvRhl=x>1v;uGoG7uR0L?~9o&M?RKg0Nf}2OSwXXV;J^#p}D{D`yI0
z-qn_aKI>~rZpZB)KZBTpv|(eEsK8g+>NhV{ut0O6R`oCRLu)h+_7;q!`&RMY^RN{A
zRr)j_D<v@(nN1S*^EIj(*@oBAPOx_gCQ-N_fSnfPdQJ~FJBvc6Ii`F@U)De(KtYZr
z!To2WyKkkC+dGFQ+XWP_?EM62s5Cxo&>L4@eDXe(sU&J~oTLEEDv~U7fvrIDXY5HH
zl}beGU$^{rjiXa)?fOev0UR@y%~-d`-c0YQKVn;%_CztKcKlPdU7RmPws?p7Wxp^r
z>4lT%)#`&;;a@gSwX(pn0@Fn3d#7w=^oZPgi69f@dyqjkrdka`(>jP!l8_es<Y7AO
zcpAN<LSiA?%0b<XxcRZzLFy66LQ5jNhl3=viD~e=A5?;`($}{F(>*||_uT$eT*o;D
zW9ySq4IhlYa3ELy2S6P?kPo^|1Y|^=n1#f%!zf@?=>$64sXsUd*qUVN1@zew_>2qt
z8JitEfZo4<4h2$H@_=751D)>_7}bRE_KAuQlIRFh2F#mA(+l%}!q|0)B`P37LU%fl
zP7)Mgu+=+n{!!|1m*w%8v5BVYV7&zOyBrB5D9-!EY$d?4!FVQ2%s2SB$|CnCw}+^o
z;%JgWt7X<avlt#$;SVruB+fy3FpcBOAx#PQ$2Vi1mr}oDB1aNY`=#FyQh8qXpFY%p
z;J?j_#zMHHg@}5;_q%_u3dQo|lmun&6}N3JfFt;%Ya&WR!#(WmPDA&b7gJy?A-eO>
zF+_Pu!EXeWD$rpM1QP{Zp53JlUh`rhJ1A=F;(~En)yMsAw_Z*#m^NE3{!aKv`IFFc
zWcPOQdD)WeyWj<^xW*+1f}g!<CFUDRyS&)ErE|#n*daIBWbd-Uj2zjKPD0<@1hyFv
z=H{dVUDXbm(FmZfE<-?T8|i{L48RV-n8(e7`$$)r-o3HRJ*_5D7q9e3Q9+pNr4So3
z&VPgQ#zG)^e-P056rmL;+OQ7De^O#5!MuY-SZ`-@T2uZ6^S6{vLrg4SIE8r*2V$w1
zfB~*jft|@0Pate<V$`ng<8cW(QHGt<c_e>i0O*h*VwNcpck;$-#sC)CeRk`YM$46x
zGP|T`$St1de{mtVndf8K(*$rchH}OnU3z{hOc3<8l{E35U*86?qqZ+OiQ`6si3Q7h
zzz8IyrtFL4wzCr~6U=#{0d`-@;ec~5_|1wV7-ov!eWg1d*n@=*#=EYmGdU+RPHrmD
z+PgWkEy+YoPE2ZRUsgH8Hp%o$AU2i(t+sb`i8wvNusq4swbVpZn9uX-oEhjsy0$#c
z{6U`1Q*YI*Z0A)qtz$Tzek57(I5N(cNqZ#)m`Iz%SIHJ#^uT{KSm^C1nv1;;r58Td
z^efV9@HLl^erJn5-!ClwEVd`p2qP(4IWHjI)b>X`&o-}{QNABzAQJttOZd*Bm{<_|
z!b(A*GPC3Ac0a@G>D4`?=^l8SJR|M1+l%jO8J4Kp7Ee{IDiamwv`mTySW2HW#!=uU
zwYHf1_9J8w!oiKa)iZCcb}YH~PNVEh?bKaPL)qd4XcYhv#6ZBHlm!8ZHgi(7F7VY_
zHQcP9`X@*RoeKZC;prXb4SF*ILwb{XKp&*`hm5msfgQCh0&bg!r-dD3dOfLOEdIRZ
z5%(n?Qx$-`XK4wZ-~Fl(<5E99PhER|`nxs!@JX*HSLH{kkFq+q^Vql}e*?Y=;*+NG
zNk3W~GE$zlzx+pfrTe`euX`pco+C%{um!i)2E_%|5w6Hj0pBZsa>PvB`}IvpvWqIb
z7X&{cs;p}tV9r>(_A^9~1G3d!szKu0b(VGmgu)=ED|||y^_Rm!J~XL5Uqu(dmx+o5
zbJM{JVr<<7*r+O-drn3mdvsAkLHcW-_yGKlcOhZ(+lHdq{Vg_G^A~o0S@#UmIhtO|
zWYdEb7t`O|97Vz*%bA*_Bq?}P;QM3b{XK95b8D@*>5P`GV5D7&mu|-uifX>pfJvf3
zn)qpn>$aO+rSZOYviOJSuIA=DOW^K$@dYsE^l(Zq_Re9QLedu~c>SK@?3T>72H*BK
zzu?K`SRH3Oj!IpbxSXLMrVeQeYpq+){O=HdA_>r*%AAVPB`(PyuyLP98@D|DCU&tg
zD~E_lapU31Rg&OOy_Lq@jP>eGpwSn#yM@&j9JP6vS~%W9rk#S7kJP&?fY-gb1a_a`
z>Q-8MSVR7sWlPFD9phE<=HlyaV?RGS@`p)Mhbw?@-Xf(5N%&_c9gP7EG2<Ai{xs2v
zkg4s^u@DvMiMtdo`0opsuUEW&{3apG9rg;_I#+foiFaVqy*Xq7B#~D;P~2{Z>`OQS
z;?`9~Qi${Z8QKv31h_4)0|``VPsG|~wDea{X?l|x%h_sl#agZ(RPkL0{P+CMYZVHU
zjG&0IJf+Bv$-s|ycSPxIJNc@4YmjAdGF*cq4iSFj+(YctpXvQt7b!mQv&>=98s*{P
zf8BjsgWJ)TsufJ*JU97MOSODTSJlNXT)d3C&ZT)Z4vGP!Ack;#q@F)zy7Q~G*yX<I
zB?gTLrBMsJZO%E|7UN10E@@Y?Wy>C0C@d(Go~~ZY^`+^p2pFIcA8aIF-}S^pTAz?-
zGLdd+`IZ*9fvM)p3BI`afH~vp49ka<sS75T1%AJ%1w^E<iA>$J#Wn@5Xx-p`=dV(y
z<V>;q;XObB9||5-{*Y)ma=3Or;<p;w_ylNW&lrw?l{vcYgQ_$_)eL={I%Fxw*irWL
zd9@%<<O>Xc1;j~wd`Deq^JlZ5$BUBA@d>~#FS>3ed?4C?JqAQXx7P-xx4H0b5}EpD
z2Y)<I_pf;i6~e~3P!$ftSpDi+vFe<o5fNKIdqm@HW*CKDdu~t_cp+%coqch=9wNsd
z7wc+5ExKgLG~7tt4aDQHfo-_fe2{&6+D^!n77PC!Ls_1OdAnEt2C0GIQLt~yI_F`p
z(3^k<j2|u8d3}D*`A7gzNWarhzj$qML1}oYmLPrn6KK&>#lY;vjksV!ofN>?i6)3H
zmp}YcJeu^@41_-u9R$`y_bJP-fhYvARd6|i*x67}xn)h`kU)$_oIPstvrl++TF2$b
zA{4Eg);hl$8(;9248~oOAoHQ%JVySMs6bK@qzxWKy{*veiM@vKl^ZBlf9%iwmL%3Y
zs;;=sb=Tj=%qrZwEG*Le&62g!ydgljl$S;YIpd_+&8#f)`~7KjIH!NJ%XBJrp0F;!
zI2yT~%+!uLK1=q#4HH?sBp{jn7*dyTG-W{=@l7f-Q57%xzLc1}9ElJrNxTv~Fz7t_
zo-Lp+w!qZ9rw%@B5hulx^r`9U1M(2{CrNZ3vOG3C?)u0wRr9^!R>-yagp<d3p)Uq<
zIgWl3Z;U@Q^WJ&2m~mRw4rcJaxT^UH40Z5fcjW87PeZl={K@fOa^#G)Zs_LuO?yA%
zkn0ACZ==UCBwe-Di-<yiCo+Pzr5?|1Sp)Qa_5rD77_s*CE5)qyYR;53Nw*^wpmYJw
zcu*EQFnZ9x4IpO0#rpsQ^9z`SKRQq>a{b{&L`w9<HAlUbj9z(7ZAJ)ryr{BoQX{aC
zeNaMrU3^d#75W<#m$vc3S+YJ&7AMI4)A#F|whFWmE<><%#JSMyLdT@I1nghi?(e#^
zy-0UT(DP!+zC-9yjQo*F6mCuPRnQg7_jP}87r09om+FocKmy|%7rj`=9RV#{=l!o#
zjM7CzjX@XRRApmxHzonechY_O3bCh8ob7ul;ur$(K?0b`s_1$nJL5?&dcVvxQOl6&
z#h5eU#fbVcI3-@DT8D{@eU6gHA0Ghl4CpJtY#WX8^{KC<DhTL7fNwesyHF&XFi^z~
z&T<i)NDSrCo79Dtb}|e*DZaf}h-~7+J%&gtW~|kaIFVc5bTNBQY@liRLFbx|QTr<=
zG+n*^R|{QnhHHf@k`?9;HF6oA65irHTiC34N90BZq|yS5O&NJ5aWq%2be)!4L5Xs6
zt>555RkfAzd2fHLkePtA1u#ylsGK)uquH6>zH-Vv5{wm5zsq0Wy6mr33_bp<GI@A0
zC|@=&FIKnfYBj`jC`5hv#~gq+I#I;{Z##EJRwCAmhXCn#RTlw(Y%iA!blw0^fn<A~
zgAWtpy1TW=izr_LQI1)vF06I4j>?HsuC^nkxnZ)udD(rSD_!dcK9?JPOXw*KgQU%V
zHY5s8S?DOtOleLw&F8d)sHGq0?7ctclW7<kEHNIv5elzv1{}_XGRCAnKFXTWBU)nE
zu|9ah*zi}_18(%prd7$8UPn9(M=_}{$95Lc+k7$o=;nLMcYI_^d*XVS^rUlHLLjd5
z#)GAI9g>{+>Uz9oM|XCC&ITju!ZlG14ONxH#%JStHh+cO6;<gMriUr%sSYLErs)V1
zf9snoa1~&CkM$<XI^dPBg5M)vZsZ)&16xBhJpd|l?mHl?o&KMHV5J;Wd>vwk%D#nY
z;A9~)ixJ6X7>Va5X&gh2S|AscM%wW}On4yp3<oBKiR4}d9|QOyS@OR?LmT>P@b!&Z
z>XF{Dk8(1K?*_u~RP#R}LyeRF&KaG~X@Iqy5EW6;lOvL!F1~qk(r3zGSy!wC33)&U
z;g9eq*%RRr&n7@tWSym4F`zSFoN$yEk^?ScvXiFk?eA)F2`W<XH1y2taw7uYmnE0T
z;jA3+&B(=DP*cyI<Id)6gW|Cte#k-n#_*O@UUkN}f1fp!j9Mg+>lns<&WXa~x%!eP
zE#s<&xT~buETUHFpx;(P)Ne;Vi@EPb?Dh~hn`;Y*sOB^8kl6@pSV!2>dtEblEBA#8
zHlzE5VZ!>EQ6&CqQqI}RAsG&_m$9j$aQbr*AY`A3a~&9F<EtM3m1P~8AiiNKaO{{d
zwjf+TD(C#>nQ`|^>uQS5)v*Re6M_=%Nv(+-FO%R?P9vwhtP2r}RoF!E!aCgcODo%)
zP-%hib$fLqB+8~r5hB!iN+m$WgZ)U*)7aaMRMoV1cFZ5Y?_1rOqQ&&h;v3kiqv0us
z@?~Cn5S&i#-eBWxzem~;l)%I7aqU05i--?8fzdiMpU!atZZZ|`4?4o6Y^KI_fbfCT
z>z2mTE<)l89m&NvnZtZs=O1^VHJlIZ7k1B6VH}8YD}dG3MuCE$3z-P=bL%HTl<834
z0nG88=(#I>zR$y`PHM+;ns*}x{1n?>l4zmPw7$`|4bb1Hif}MCM|DxGmwUW8w6UDK
zYJu~ky6eZqhQOk&9$>U(bV4xdm)4YQK##w4Jlij-wzq6fr=mPs8n}$;*k#@5rQf=W
z_t*XU6E+jKXF)ShV)q;Id#r!gF6+L;kPiO}|9t8+q9hO-)5vbH$X#3)7?`Q&6Bt=N
zBViL~gU28;DvqQn{j{1VdCE2#`G&l?Ke}YvymkGkeSc|RB^e?HI_+ObYzs2z2zZZl
zS2b=G)a7Q4vY$~Zb!*|{7=b?tl&?%B@0Bn*jiU>_B}-)-v;pHm<=0LGDYThR`9D-e
z8D949TBr=>TsK3tAMWNk8CZ*JraAPGLtih(fDX5%k3FzvCh^DbDQzRStG*4RwX9BY
z5Hc|Rxl*`xWtB~~l4*-vbG5xNa?wh0FR;x@8n0dFEC+-Ej`a;4i>yTYPrrp;Pg;))
z7>nAzffxR3P-^#3U%+rgQfhIZ$HKhN5TqeU$8(ZPm&h92Upt%k4K`=G9=cpp?f=W|
z8ae0NHG>Af-8P^W3+~;iO0oErFw33p{idWv_fvKMj4%(QnX-L{G`qPncMhYor-%jP
zaplt4(GP&+0AF)Ef8k=yy4-tMI9}G<R(JZG4704kBN-eS+y~pg_s838wfhItpj9^y
zZy$RAH9!~#J3B#Ka2=AZv+nEsYpsU_JZRX4Kd9!Y;hz!%5WL;$<DPW;@$9v+BkG;i
z{bvi8qQMf4!OsJsABPw0Oj*8NUqyj}V>Yts_Eu`_<(qY9zPx?UC?NgP`CtlKrRO+k
zO-Wv}wAv6fxF>E@KLQ7rs$KlXUj3E&EGhPyY8gg;?<D%K%ny6ir)p}wAe+I*S1@17
z&P8V*p$~ci<5`LZ<DexZ{G8W+!I>CnB4qCKaf0H(o6v}Ur?V%x-K`VePZiLBky`yj
zkJbu-CSCe!&(1@tgWRhN-3){WUOj9^EB@E`_k0$`AT5o|4IK4Z0T1T-8jlG#f-Zk{
zDbaqpFzFTN+RV}Fbq<8|zg4ClK-t{2R`)qMWe2xw@I?F%4(2qY@#6(hO_!|kI{yl7
z{S3TxzE=Lky8ws4{$FCDfz5u11MHNa1bhYmp%nrJ`vTewnnOKU6o~?VX}LwM9y><s
z&M3KZS)4g*-fKAm9{<_o)7`@snz$QoAMC4<CBdp2!uR&<Be!#B!&dc@z&$EjFYjQ~
z8yqN>kvxP*H)iK3!|Eg(gs63Q;b3U?T)gLqkp}Nc3;3#Iqu}W7^U-9T1QD%5jCkL?
z3Us!ScP}y}*U|SGmzPIL!{E$ye_AH@1o~hff?}IKu4kgiK;<O*+NpjxR{k&ov#noH
zf8To0`!APjs=mh+WU%8xLQuhafaJ+r$>*uA*?#=9!#393!Miw^IP@pn<j-}S)P3;^
zIXqDOy?veQrUi6)Za<OWTyj7v^rjLq31*Ztx2&u0;;{yj8`54mzeAc_WXknd05{`p
z_iV|Ow1s@*?BB^ecc1_WLr1;-vUA~qiubS7DszD!V0M;w=Stugdp$XC)mb1%{~-jh
zLK2Ofg6+zJ3QO_44QKCaPIY$rH3`_1b6Mb|r{Ew&S~JAjQZB>L88Glc6i9#(tqY1z
z{7=&S7pZ4%Ut}Zah=e#agT}-EO&)->y+}td8I3|V&w-(_BA4MNVHIF{pnxbUK>C6y
zwHfP=?<YMhZ6E>pokHT_x#U0({?{k#$6rg{g@YR4SB}i;#d|$^F>u+bb;fNB$3-Wg
zOCn@9jt%J?yS4I)X|MJV33SXtmZJf)JfScI0vsWGhEx7vHekiWgaAleU8KT4$%znk
z-HU4Uk_=Az4EJXZA><Ehq9;Smy;ZiX>#*WvdWAdA=C`)`_V4V(@I`X{ZRYhepGIQ_
z`J2^=?glwKshflWsyxC})39HP=CGV&$?vpDXFGYO2r=^QrPYiQsy1*GiR_8BOOPkS
zBqBgdQ{tnV@?t`2d+-2+wP<(;QZA=}E~~3-@GH!q_Bjn9SMiKHutMN^Z<MekvgD2x
zIa25dez*AYH^_J8WF<sx5*%ly%GF*_k-nrU%8i-G%2~Fw#kRR!<rb<T+GK0-P%J?R
zfxs7GH3C<96)CCMYBXhuDwFADc}SzM*v~Wii55D1gP@Y%KuTGi^^fDTGc-l}5tfKA
zL)5HWm9^vPD^cFKL2>mw_K!+Qi7MfYafif?Mrp!Pp?b=qL&=i<n~4s>Og2zDaaKip
z%nR}}=(p!Oj^FwNeO=VrjLh%tFTb$drvn8(55*MNk+1<|z|mcDx>n)HV&-){*Gl&Q
z3>?o@r+=Y`FCl6@$7;Yi`vpjhV9PLfXe+u5=*3Au%}oYwwI;@d+*bVu<}W^?`Ufu%
zq8@*d24{B*LUM24WhbgmdPSJpb{Ks46g7Yac4Q0pNH@@xzfd*0H_Dl(ZteTLlf5h(
zaEP=a++)8-Fu=_`W2KfG_|SuCy=IvxOrn6@a88!1?L8<HzTF9Ufc*w8aT&gL1cpNt
zoTYdH9nr`={P|*Y+_CJo^z;<*r*bxG8FIPa7dJ<Bu8OBm9i4u+dArZH!a!)oe92H&
zqiKl`g(eCS;*09XBwWoL1tMGI?)!8DspmAv7kgg4i<VqkLLom*+51AjsMv6-={y9*
z0@h&$8$!y$7#<Q`5;rM%DEaow2W``VE12%9Ix}j;-Hqao!Qdh9+s?RM6*!dn{;hXq
z9b+I51lLJ_9G@I&k3A}X4->V${Il*?wyK5ct$3emDGdyy9VW5?9o}G1nYQQ=L`uZp
zkeU!I>k^&~0e=w<vTKI!%C|j7%-wBlz<Z#gwuTo11CeP@#1yDh{RhsVzjNp+o{gRx
z75%iKreCgk-l}v72sa!(WZ%{*kxI4yO7NMmx?_)uG)~IW$+@kX2ull5H+mnL6uqV&
zoaYGMrv{K?DbOZ!W6mp)BcB9FnhLO^X2>C<2HWO5da{+I=L#@87A^qldWfA(-Ggld
z#YCtI;N(jcfd5Fyf#M@UABQ05qCV=pw_z(`iDGi;Fh5#{X_5vJ*97<8%#E8#wrHoP
z@xM&gs!x;Z89Bt=e-YfR&i4R<yU|c<V#{F7@|9*E?T1Z-+u~^nDQ(Yujpcq@qZosa
zs=$pHK;8)czLBn6u!M!aDl~l{@$~f_5aQwI`z#=%`z&PReku!m4LD)D!Ie;2ZGLr|
z8ze)|*~X{=_1gsJc0;wOxFdGy*Y{|CPS!4Scy=e6o$}|<{n8TaV*d4@NUZy{W-ddi
zd}26>7O!8@@fjBzShMm;VT!%l<`RY{65~D#(0Yn3$ZLM;x;s)^#@v)P8gmXhO1AwP
zo|`6sbuD7Sg>M1dh4sFNia7C?nZ8Apl?`N<p9|wFlkigA!>yCYX;^H5O}1X_#jmJI
z3}?R*D3oAGg?UAj%wW_Wg!+ew;xu!SAv`ex)wT32eCtHfmt17w?q?Q7ihX{dH~(LY
zE5708E;|SF3pzgQ621D>_hE6@`Uv(50RiyYB~$t70gqtzN|dqVq5T&}W)Rv&QG#<T
zmsDZ86;JZQ@^OW6VUuBm>cMXB%?A7|>C{qAdrX35(IEj&me9Zu0NOf4hbT+NiNN)(
z-MMASh;{Yn7o=_PT4g|4<mJMbF2Cd}lN<AVK?hWX+q8n<rre^{@AwNPb_B%Nn^SJ2
z^ousRPD9H!xO~#*5!9yo3wnAkcKbUc+QXMF)enS}Cr>Y>WPrwU+I-O08kzml0y*_N
z2F6autygKrSNTu}=tNWl&2ZDRS+0Y8uF-;)iosVeS$KO-%EDWv19lO%n;)g>Rs6Z@
z<YS#E^;|LH!aKuX*8-vbi{Ll4iZR}_Z-10j#Hzftw5Wd<KTdP`Duf0^IBA{)E}>Z9
zRxGpS-uVKNUCqOvZ*I=T)V7aR5taPDY#Q1+o@jr3I(bVt_T0G_jmt!-L0~^?NK?aH
zj2^#Unau4(QGrtf6%)=`)r;m!^jg`{UuzyW#a+GHq*d%eMXVrOMAIGhzdcrG7)oiy
zkAJ#j9ud;XFKidMv{HuZpQK%2ODvvQKS}qYc6YfEKVl~EJkfou&LGO_dTi5KFE+|M
z)8G5b;TnClcqr%dre&=_W^>?sGbn^>#>?yTNs2$t-Y}@B)4e98$xCf@n#;ffFmn!W
z+)e?uqw(#_DO&E__vXz+1R2A7EiclLt0N?($r(#lSya}1DhJO^@fiGEtNHGgpG5s7
zcCtK2Po`TSis6h6Kt<zrDsc=uS_c|)t|8S->c44b<O}|xsnGzZqh9t6Id?ts+2CxN
z33G1`aBF6uHuuYemW8dTK$)g1Y#wDslG~w54=<#fayaA(-jd3*`z<WD@)<kGiy66X
zC@{!X4W2FVB~^D-QHcN>Azm#};$M~wklEsAIb`R7?qU%`xdN}LE@W>2>>u>&9NcSY
zxo-H?53ks9#h+2j-W188b*tj}*t!xY?r&eJlczdu`#)f^sTcQiuNus|wI;IqNgMwP
zvg#I*<Ui13RDPgod)-U82B}HN$tM`J`zZJ{N+{Cv{wNr@Yx;V;c}=Nk&M)H7{^tJj
zPOAI6U*7#=HTw1otC6`b>5bsz<<w}w4}AtmIkI;@;n#<v(vRacec>}VAw#(}V<ft%
zFx!Ta%aHXf4B)UY)W_e(9ky}88JLqWy*%25D7<}ZydGISwS7NCRfg|9nI4HLG3=4g
z1=<Ku83U~rFSon38+LZeDAZ9P!0?`7PFfOk67)T)!!5GbrSEOwh81tc@L_>W&+AQ=
z8+xKoZNbt-kWcUimmeF?khQaC3pYEJbgwLV<uU{la`p@!mk;cs5LBkW$8Kqd!?6}o
zvt+o007jUq)s&vSw@^b%MA~gsh*C4M5MuAf+gmD`6Cr<6I}(31QjoEtk58qpCTFlR
zuK$CfBNqqjJxdH;{lvUFDPR)8Iv7<!0J`h=|5DxKi(QM_23Ep?=Km#G?gK1Sz#dY3
z6FK3mMQRUoG288p6rWL|k;|i*4sS-LtBMzVvNjLv6tTW;9X1sps)nFB!*tZPz|{#_
z^Bq-oRT(D6Gu_CKSvpys8eA|Mk`N@;YpTaopj=llr|aq4x58q|Hb+Pf!qh^~90UBp
zsN6`!+c)CWzdzC++$*_ooGWJ`$`kJ#oE&iw18II=e9y&nxcFGSel`v)4htCvE<wor
z5_V0n^9(LrTiF8p_I23FV3l|3Ii4;_ANhHFiE|fDg!K9Qxiwf<YS30P1s2@qyp_W~
zeVQ#)SwXq*K!@YR6|mWX;NKSK&k!9AH<I*}C%=)^;e`U{VoBF$3GDMHk*Gj(J;#-r
zk1mr+J(oZ~;*-L$%d9vE*j}G`QR<Vs)KmVS@d<;~`!=kwg`Bn-={CRt;>Ex)uKyZa
z3DuK}+1oZGe{e^Qw3mBTr8(nAMpZk4reDJ0&89+cM4!?p{or`)N_xvbofH2O;z%R@
zO^5SO-$d?J?FRc}zkws}IWFoK<)3iQx({nhHBa9|Q=k>+LWJ~uf>cLuToofshq+_x
z=Prl6Fq&6J18gJpnRdPMxYAfhZTi7y+><m5I-W#pD_&fGcqMG|tnk|cch7|!#`E}t
z*7xt7insalau*Ns=B>UhT)-Asmpcl4DQhi`fA!M5x$pLIp!9Xknllow*a0IGM7}8H
z)tqJzc@tW8F}B30!3V|n?a+P#JZO3Y1^RcDtfQmic3x_QX<&vb5VoJB+ql#VJUxT*
zrZpWULre;jWm)@<RKYD3Xq+TLqK|t^xo|fhh?IIkSY0g4ELcw)gD{ltl+ZD4@jDwf
z-6LC+&L-qCc;Znbm88pfvH=0ExXA7&s9?987cF=gC1Fhe;i6S`kX8GS(wJO_n559q
zgvQa$IePUwb5mVHIWb3^Lglre?tNqZVw<OWt2^Yr7mV!{{L%u1YT7SR>sJlY>lcQr
zN4&G1qT;-uYzla*o_{H<yPvROqZt9c&hTnP4g_7Z-&zLV8iN+}5pcO3pmILwLu*0o
zr2(kL3gB~JU{!$B;7j_4n*wHz?E+V^pGVdU12g>zAcZ!h`u$gND?^D83)u<P76!rg
zdA<am_nCYN+3gA3M%?bM&b)^SPkCHjffs(;k?t**Qx~Ii-|i8^2XZwJ2+a}z?+l{Z
z8d(Rt#c68_v}^0=$nSAn`%Bttw2Y`r;NN^SDv7cLmJ<~fWpg(i^%Ul}2Y6QF45=Jn
z;N~KMi>qJYr<Fj+emQF-&Z@Ms){AY@y`q6xOAJ_Wa@aOCgAJVzey#phS3{{U^89h|
z8taix3nW%qXf}DzFTwdEy4)q#gj_TJjVRU5BE-u(m!VMdi;4AQe6_vOk6mVm*Un=`
zQ`7o_50k0M9@%6u&TYa}{EClbD#P0trD74Dd>@y|*N&YY?|6<duUo<*5e_-jGn4In
zpFM+5?y7d)FTCuz<v>;&oPz^{8rl>Z1rj{{NY<zOB4W@uI);D)#N=x0Rz_Ns=c}7(
zLcfwG%9>6?OMMrk-g@yqF&?(vdz~%P^1xMfS+z`nW7?o0plDmIVy*Ii<H_+~AI`s0
z0K1QWw{ZM_SI7_qTGHJoHe4i1zZS~YSci^4N5K_RDe5&i2%W`vy99o6J-I&qTBo6P
z+`%aq;jFQiaC^}l!9{?X49VBn)FeqRmRA~a#7P}`H;X4~cI7f81sFp=!(Z;nWz*rs
zCw|DZ(lql#JTnF$SkeeK8!#69r+ydqkksR&ZuzOQbgIqgWGL(bKv^^`k>n2|@)<lm
zd1Mv?v*@y*V=&4RNSQhiS2-L~-Wt5c`FM+*pI6yejtmFkLpDy}VQoL^9&-N(YanTw
z!06CRKr1G-jOCmui9w>-5pMXjVlR`bOsTD;gqHk&xF-NR1P~?pKkN`ln~QWygGhM}
zO+M?nPsP)uZSjtO@Fn@dzqz7g&B}k;skq9MrD9<3e9uKFA_#l&;P&_+o@>otIw42x
z;-N^3i^7Uws&+Kvv{)!-GD!VZ&JiOv>HmEQ&%B7%z8?IBZSM?v#)_f&@N0Yd*#h`_
zHaDgRiEe_Sk0Ju-j#$VJ72A4}3gLo#$})zqNB2$%>u$VoYZ&0m%{YJ7$hB9RVz-lQ
za+)?I`Y05|_?mii-~e_D2)}@B;r{iq&mFZGTyPz&%dgCpM*&(mS_GCFa_EfBAE4?6
zS7uou-qy1+0K|GqLVf+qS|quXhac^+PmWOpldk0MRW^8tZ+CH@I;w{>aUh9~sb^GK
zwQ&~D3ZRO^>fr7y5<>Twg20dXY}<P$#DvsMR0N-?UR(mfPYXBM&M=8b+fNMB#I5~r
z>qkJO^j0b4Puen25ec2UJD;n3IiLD8^P|=3Ve>Q4mb0VZzO*!A(;q@~6}{w-72^+s
z>@Cp0GW8we+;vb@@09w2L@0*RCOLNmvXy-O;qF5}NjF;U6~dm8mdx8%zD+;iIl#!<
zw|+V6n|<J|_~iBO`-wPfzPb3@ZE4RkmWv&$+&>Cl6?{?sb#Xe#fnvU&VGYZb-Zqht
z!&1d)?zHh6ABTf4h9SgG3?};xW5kQ=1O#8|O7P#%Jxv61cA-xh-kb~Vjp-X0qs!7b
zcYXC}+a;3WU1?pHek#3y$)3N&PiHIQ`R9aMd)OzEnXH7gT4mO#8bJO>|0#m!TPE@W
z#G5H#yaKLRt}e#Sjh~Pn0$dnU7m*s&uECit3MkF30kDiz0+i;k^wG2Mg`871dBoYl
zAFa9kX>j$lA~2Qxs+Uzo0?Ms@zNM?dzp$9vk9`F`i1qTnLAPNq{k-XSx7O#0fv}^P
z=7gQgx1|YKOuz^6Z<gUB59djCA>x04@Q5F6+b=(7!wkR0i1X2>>MyR-@f;)b>;3Wj
zv`Bg<g*3PPz5|VJ^3JxDH6>({LoPji;FA=SQM<;EOiDr>Pj82YP#u03DVTYxt$PRb
z#Q8fA=N#D2>}(|TMH}BNXXW5KwO{UY9uEqHZI$EJ1yFd~<qdtR2`1|F*G+erQgXWM
z=Z?d%!);b-=HtI5zVzKWVC<Z)B4CHr#e%qTuqc#>K!Tp5cdV(A0<*}=XpO!_%vm=f
z@_5I2qJAoBn$Yo@3LF7~{u>DaOB?;~HVYB*nSbgHh(nFE7e63Nl>kOL>Hz$N_ewy4
z{crL~tpxi5gR6qh4gA-e&lsk|JJeBlB_(8~Do=PDg5ImnoUztijbHjUqMK?*V-Z^b
zxAb=w$`8HSu^@ZPQ-gI4m_7f@pZ}Uc2ZArx2`9Y!vIDV8N$jpaYw$gOIfOu|-_&8w
zwNda?ptUX(p{Tzo?R2~9$FusW+$I2?1pOS`0om8xg=|SGl44@&!;im=29L{`OD@HV
zmhv}SSaVZZU5I0WFh%gG;7QIg8*m`*-`C(ffT@zE!26HoU_@GJ(%ZDgNMts`CGk|4
zOZp-r9r*hI+m|{Vyr&($u=sj%r%Wnq(16F`+Sh4@C!NU8a+WGh2zr;%l6p%z>@B8y
zP}$thV5KHL)IMK)=?0gKb<tz~>E;9@^Q7Ug1!LaZI;I~BM(mmDK-5=?hl@0Uun@oD
z<Al2McjgYq8Twl?4?9bF`<8hbs2cnrvFFghMSU&!anikA6}?KHY>UH{8s)WmR`2{t
zCo8*(WVsjb3V-iuc@7LvjR2VJB*d*=4X1y1Wq<6Ldky(0NmI<)Z#-PR5uNI9fRU!(
ztVP7hyRjM+SPHTmW3KteMR)CwyhhBk?r>qY$>!_m)%~_^jtG28_h5ET%4x&)quGLG
zHiB=V(jP||`pcCm>$AAMiq@pj_P897G8-ber`WC!BRcC3r#z~#Nn7Cdb;}f^z0_}2
zkF7p8!5W0g+mF6r)b(^GS8i9juCM^j@|?!T2KT97HDH``%J}q~R%B?os(RX144VE@
zgEx5D^5Sc~Rc%phKI+#;QkT&C>&4n+f+~Csfi$3_ap8eRIlm{5Pz|G>E75VZ6S?KD
zdpVmeu1zeiAg|)1BE1ojlSfCRk)OQ1U&!^k(Vb97Bn5<B!4$l<x`Hn)!_iK-dIgrb
z2`2dqo<2CW2v7XLHxC`jzKrJ!#Y0=ixa_0bPOxL|B!AC|M)+O~Y2Lk!Edcpzqlp?D
zle=$@T=-V?hF|FQ*jGu!5kqV{v<=MihysW%dw|YE>H%Sl_32O)Th*hOThw<})i%e_
z|F`&^meiY^N+`f}?%i_D0Zt~$3x?wH!%O`*KY-_)iPgX+n#=IMtpcQM^FKfJ0i%=`
zEk^n;AUc18zQlw48Cv~%2!DfG?@@Goa|RZ5&l+nl3a7OSB05ihNCg0w7sGCz-|`#A
za8c-H%ZpoMF1*c%i3>WBC2&V_;pCgtbV<BJEW|l24RAIKbPTfB{|s_S7Yl@I3j!Mj
z2rl~vVvUoXbXk`qN4D?nOt5~CVm^8)Ur#{hE&<rR!XE1oA?vq(ChzLSwG>IlcHK_w
zt2~sxe6G0XGGCvgSCg>K($Sal`&_XM?$r*`#3w#YY?-^NdgGOu+QIq?)6F~Af5;@L
zogx#&Cm{}QyrzV&>po^)zbd%A%D?<bx-?njK%qu3!$%nZX7LtgAp_h8a&&W?@Y^C!
zD)eskyB#q>jfhVkaGN(iii_6**c17|;NEQ3aQ%VL`1nHs1@`1`sWw6(BJ2@s!598I
z7~s~!s>K->fz*rvEB1I(@+9CUcOVkzOz}K)3$ghIadzd)f7d{0@Id|vmM^aT4}rrU
zn-=eCGY6oUi9Yl4d-6UreE7l~S{gh8y-r|nRp|arrzprc9=vsk%&O>Fuh?v>sZ4&b
zY^dQdT}&6}&FW@?b@O(}OW0povDKcYEWaHRRIb67NmT4+?l8M+b3Pdt1fdzYD1Irh
z;EK9=nPDO_@Ndw!hx=|c&O-!*X*oLj!JPd^+wo+UnZ)2xPfV~_dV9upU!IsA_*3~(
zvh@w_zoab~9)b>~Cknxee~od|_*`L7YqUe=OS!i9w>9wH>YK`=pdTh|E-=t<V!2pS
zQ02c14axQkM2FSfu_fNMRBgnD+pzMH)tHT?sY)NzL>Gqu=k>)Bkatcc-A(D3pL8Hd
z`3+SBTFB4E2gXwG1ovH#8#No#ds(@88I#!y5w*^mM+6qQSC9>#O9LB^beuGib`sdE
zA%`Z<hyI6cr2+(9>2KdX6>9|cZ9f~Zq<E)`o5<dr*tz|uf0k_ja@&rOb&iY;sI_GZ
zbhu|baSaY2ja!I)$v4Ed#4EB4sisfRwtMJS7b+tY<4K*W%C`lT8l|3W4+Nht#t`hS
z>N8f&8k34ro2!%FmosUbU>nbk2<XdId&3WhTq<_?AMlY|y0$X0DOiPSD`WdS&>zKX
zNc{RBm2GB3zbRxl?~$FIlAYjLivE`n7N&ewLB@fYs*7)5gVML=Tx*F6p3DBd<&Z}U
z-v%{kbYJQ*=`N+{0#y3{uRszQ!VMhVh3dZ!_V9z66UO)(JNMX7j(7$fGTKGpKw7#m
zspNCu=uE}dlX#5aRp&*TZ4#SbH-egwXprT<KZ)_UnS7~QCO^xX>g$CFd3qa?VcO5L
zgDdTm*Sq|8vgAK=-rLE$-Z?3CrTw_w8tcCt4WTdVUfql#LY@uDLE`vW!#1eBdWDVZ
zQu;ie3a8#>`XI<Ee4XMH+Giz6fPP=YdPtCO9I1AJ9DZcciO%mCn1K$`?L5<8Vn(ut
zFcL{w9a~X_e=VTQTe;R=0qP_Kfm)aVeK9{5!G(;@7gwqs#-y&;nG35f(Rt{UfNcGQ
z?~bTyT^ercx*m~gkhK~YKD>|ojBuJFl(@(hJJR|muP2MmyJx3j{RCPA7+M3BTz1_K
zGfx^O=YL@s_46n_9tU81AndBn!g2C?rV4sYQvz)ik8LQ~&gcxOa<Ib?Kz4Z^7c2r4
z_XmhW1?0!#^_+18NgKif$jKmQ+<^1Ldo`y*`aB5%z<%skK>R<}aP=RKiUF!sZ?E7>
zV=II3`$gU9&|4Z(IR9tt0s+Ng9%QR=Sfz*5##aOxJNZM@vH0V37d!-4TJ+U{t#a2_
zKv1UNmqV9K_gYdNWoR6>bN2Qgpkavcjv7YET&eyGs{X{4LrtmO=Wo#EV8MP|kW&jc
zs=Dr%PU<XstvI*s6;4V<EY%(|7y0U31@GB9)OT}8&Uq@5G5mUhBa3#^(dpwWEM#~!
z*2Bl;M5QY`g2_|uX~W`5O$q(i8Co7LpxnX(KE<#lEG#V2m@ofw>-m<;ApWIRO{ckb
zChJEm;0O;*xSw}$_G~vam}_H_l>2Ojwuka<o?x%t(k<ca>h%~<*&d`NJzzIpE;c%^
zDjB$2RngSI_*(Xd6V^k;4wX7L>T@Y<J)~+2o6?c;WlCzKIZ3G#0}=g(+U(`VNxzZj
zejqTsyIXc#UGOHKiM~yWofFdH56o33ZHYWHemy4a@yD5d^$~AcPA+S_*6r8aT%Qb4
zqF!>ewf6zuNTCGX(kNW|`THDT*EVi8{5MEP$n)vY|7xB84Be!1R6+QJtMGj%+Gu?D
zQ1zKk2l!NsB=cWIXhn`#^UCc-ZRo7hOPB7>b`$VRz`-{3HweWZDYXhT=xg`h1tqU+
zuxbl4v<3Qe96f>El1+VC^z{z%d*jvfC&Q?C27|r1Xs<QleSzd>wT(5V6qWnhPqC%k
zyn#>q+2Qm<M?`44KK^F9>p}18o5)d<?^&Pf@66i(xgRXhLcc^D-?zL@HclxwGU)>y
zn<jTcHmX|>NAIB&MlWvkB5rjn5s>=z8(C)O?46j_5y#R8;WaD0o1^d>M0HMAT-}H&
zAQ64toiNyM8?rfa<lYYQrwUOO`s!D15sA^i#+k44{H9CZGN)R6P)gy{+8n(qXMvMh
z<0ohOUQ~s`uz|g6;oW5ohyvO5cm6+kpTK~e;~=^MR9b4W)zq!Fv27k;sNbOABSU_u
z_g&o9YO6X+x^30&?Cy0SNbl8`6xJ3&5!&HC6e4=AjVHs_>wYufZU0@_8>m_)@jLjb
zz2I~E1R0A0QNd(g!R-8@{~Z+Xg8ZS_Q~|ZEh14J8nIJ)TF$E_X+-FYQ)|Bh4Z`sq>
zf=c95R9*MxZ*cpk3j-9?o(q3Wa9_~#8*>rZhKh0|>(mVAz0}=J$;#Mqfg2Qd#Bu0#
zEiNJZdIEcjtuq5Zepv(yq>`R`l9+g%NnvM+BuX@(gIJ?qO_U3g;aWJ@782m@GCAQ1
z_FidJBAnuwlBXurzp*aVCU0JzmD%84hw=B6It_g@^;TImzNKZMM0NCC_QAf4Bk!j~
zW6aGEWj8jz*1yJ(h1SIzp5`BIY;;R`LVg51&%RR%=rsQ;?U!O2{ofM_;41%yk-z?L
z3<MOL1{0ZWXThJXZFBWk^@R#zI|sWn^Elpl$OfFxW}|?;1N;AB?=7S2Sdw&6fi2lW
z%VK6`W@ct)W@ct)W=4yd!D41+W@eV}_UWFP?$fj0>3iR-cmF)CrByp?@2ZN7%KQ={
z;)_nqlMT$d&S`thG(nqLi7ffsdM4N1jrLc*1*<#rqO6gf9b^)Dnh|{#0t^GEoz8+Q
z<^fLRekbqcm&xFBP+!c_NmrXV%QdDX^!RIzso(8*8H)^H%Lb%cT&<b8Uq>3=37xe-
zx~?(8k8a&fyUND!z?^GmJoHT3@s!p7>JJ?cwEO};<HOMywrCA?nj7-bKR3aBJR^Pe
zgR-5xQqmT~Sa>dmc3{_(7`qTie;`O`rNjJ8+m8zo>)X{tajCgek|8w(ZWeebfAdO2
z-`&<*PYbo*CU|b6xTLq%9A#dZN<qZR#>!_1=Wkyr*1a_DE>(X4VRsTzj(4UPm>exk
zFV#OxJT$4ODtwlW$+5l3Vm;--0Po+#tO^@Qp}2JX`nfrQB{RkIyn~f1sC^<K&Mi$0
zi2R;d<iC9SmG>LG3XcEL3jnA|`}4;F_Kmuu_sgy|U@ouJdG{|=20WOs0A8S{`qgv2
zRfXoZI9AK;AcA2>Es=q*TMnh0^@F|_3>97rCo3x>8w=#0ja6(~xb$y*SUJi2>H)!z
zuLWse3Hi#)1+0{vU~Kz6HMgY0)wm-Vo-G_Z(54Nt^uJ_1Y!i~S@qQ2<XI!TNJ)?!a
zqH8|!0$$DcUVFyi5C?I52e6@?rpPdT&<K{hck{7(@8uJ7^;9HSIKrNwpC)Hfu$V6P
zJQ&J7*r1zFoe#n_Q8OavmAK!(u42$~valYR*FMc(B`Z%^S~F(X9akS;5s3950oRTp
z`+)yIJZnWtEe6nIdsQ2xO&si;jE$ry`uYo_JM6{TZ3gOjP(8)!?pBad!=5rt^;s3z
z&2Frf=X^pRQ1qExA5;T+2A<1D<P=6&c|qQB?go!mYMp1Okfp+DYcUd`w79{SAL>>b
z;D)$vX~(V@*cM7GX><<<tePNz4u1|;m3J9oVmf4ki(gX$@<bCvxwQAm7!r@^PGWLt
ztKCcnYk#qBaL=T>crmrecdb6=jMwGSqq7r6JOl8WLP`U_VF&ZhUgV^mESz(>n|_ku
zuj5`v#qpQ}z76iDRDYH3U#b2+c8vKxEQ`w`W5CHx_EPo$7)Iix0X{Xlrd@Xmir0#3
z2L~6XtL%kN_VMv?_6wc!|ND*yf3P};!LZ56@_gr*5q;cqdZ}T=M34d3-m*p<-d^QY
zBk1U8WHu?~nmEg?1|<CE?$FpMbZ2}Y%(Um2?VM^Wv>U`qWt0m8B74X#J5e)7nr(m_
z6~Z^Ak(iF-WZ@)>L;!mJ9rf#Ee=^8;)>X^=mgG+Ta@P!)_>lLXu5kbFE_XkDOh`sY
zcp+oo-E6*4mbJf^Dt{2QhW-L71}tLlWUFwW)XSq`U0#LeQJE|13r8-OvlD~0*3C~T
zoqJyZ9z0)FC*SLeOp}?vLnf;-Nu1WxZM}`S`=<dtWqmDdN+k3X4inHBIqDaSo$_Nt
zTh&H=%JsSoWz4<n1Z?SqRXK9kVGvmWm@)135E{LA$Mmru9~uC$^2?)AHI}nao8mE6
z(6=ikTb_nFu$kW5jMvidP_3IE;G+N%e_4QgVpW*;k>LU$vk?~{J3(i8!xR5@x&kD1
z=p8uz>r@~2gIo5;H|($K9>pqGcPYDE3fymsKpsgO^w<0#=zVF^;5C1UQ5x?Otd`B?
zRZ}vY)pnurd-GApTjz;uZf|`1*mi=6|AV3J4b^&Kw0B1TJ;l4nhl?(hs3U{w=7t?O
z+2Tght*bZNe*<rUQ8A6>?lEY=L`#>TL)n%C%Kj(gMXk$Zw;CU^Hq;R_bQIGwkRSIJ
zShF^|hi5I5IZX6+L$#}%fN^8HA}bD%)Ep+A325EZc$I0^w<pI67o!cP+BqVT!wA&@
zI4}b(yXNkmtoiHly-RyXf*JOq3p>>b(U-K2iqoc-{=sy2S7%nTZ_l&!si3E-3cxS1
z`QAfVgCEU+K9&<k^3R58;NFiZ07aZ&J7ACYZ$ZXymsPWuh(}0TBv<DT;iazGdhOCw
z+LVorbg+O4ECs;gZT931NWbbx{q_Zr4F<@ARL~Q!iw8A-^$Y03<wX1G8~0Nh_jXz*
zHXv3NQyh@q0sI#bJP$U6tTw=I+{@^}{R=3IE&1aU><3ZwlTlUhFQD5&fH~!-FM!~B
z3cM#ldENVJTpM5uKa45_<U0Zd#O&pNpq2r^@9lc7>k7yFngRH#5b;s_jb6DIV7T4=
z;k^aORI+38e=Hj2zpQ<4F!3MUuDIgMmQIvxPay4$Z866L)<Br^!BElN3?S}LfXD&<
z`H%nTpYIi~9DABwcj?Di0f-J%=!}*zZ(9v+NhsffzUYqv+eigS&G|nm_5T%xYUgJE
zGr>Tm`#--M#uKgYSNF+*9_)sBrdm3+b#k$;6)n{&O~faXK<0loyDBf-_j(9DX>M<Z
zC@axF0b&Erre|=Wa=}pi?7Qy}fS-r|M;q5b=eKLC+-*%BEz?k|nUEC@iNK(*!$-n}
z?v=i;V&++5!d@#JVqsylmc+%}{aR&z-K;Tu-t&c6I{{0LD=h8nN^^kwL48r<k4VCL
z*Bat$_2EYw*Vmp7`G3|CgZDpo13=izwQ^Y1o1{I)i{EP5U>lZPB1T45!NTW%uV*R$
z%la75pZ>X<I&Q*vA-ULZ-|wGK1}7aGv_<MCPb9GP#0jxr)dR2p3)R3K+wirPui;KK
zthPyOaq0tk-_8Ebs<}SSl{W;?TX$aP>7So~{pU`b0~<)rFFbF>kUn%_DPSZp!5k4K
z#A$xs_2*7M{bw};JqL?D&F)yzF^ao5^ne7SZ|ehmPkk3n3%q8%s9}&!DB-?U4<pSu
z0CL%!u5|qwYlQy{44{G4?*&v?h|JDvV%)4C8`9UMow)A>)Pa@bOuM3qnW`G-t}MIJ
zJBUZwf3C#8AkTGhxQC?YPNpEWBcZR6NB|FCp%5@}3&)K)%)hCV!atd9we|nh94bt?
z>lS_ME7S&M>!M}V(^+?0LehPN?sR(bttEVUu(|*yXYhl~e_jIbo?d1;KX_dUHC3FT
zRlK?RYi>$C(j{g9cP!QXT%9EXY>E82(IHj>_^#mYE5H=uM%alA!$+_TEL;HT$_hOJ
z^WMM0b1eQ`ubB@5xR6VsNVF0~l*agC@7>BQ>J>iuuXLKnytlJwH{Owe{gA)Z=)vM<
zePwBc*C<ugF6Vi{F(8qra=J_YZdI5EKYYI{OaffKNgW0Z4D9^4Ctxl4SAt=~nlaa&
zAWPb^$eaPO3xOjl{d@0)qzVwu@YhW#=g(gIwH)}{r`QlKcB29_?bC)Pg?hK@_Bu6I
z(wM^)ZvPFtfLG+(-vN*5&w%%FRLT7(r1&2m>HaT_87|EK%-6?!MciEl@r19Xsm-T8
z*QT<<y)lL=qU#^)s}=j-8H_XCEiv~K`^%SaiX-zqFfeGkKOA@UAIzS-fUuMbywCUk
zm=9EtY%Q*9|7Bad&JOaB_ud{2OzWmxUJy)hEfpEbhzd|{dSZTvTEvYaVdT&6MN+9j
zx-oF`hO5&2YmkHC@tQ7+e){<P2v9WoDy+vu>RyO62zqw&3n<cw`!9vMT?C98k*$ki
zdfC$WlJ4+$B2@@f<sw*x9ir!2tmLVLuIT6~Ni2_5t^YEu`d6si79+p-HxTwo?w|Sk
zT!G)y+JSfh8l_*;i2fkz$l4(E`?4c(7Rd+o0vrb9`LA~8_Q`?GPjC3U+;D5=ZZld9
zcPC*V8r{kexk6x^pMkvGr~j?_UjGYmD7AxW#eTgCB#)@(iFB2g=joKgWOOIhY_7=p
z`JG=0Q{)uuW%lJFV4V0%UEWAXaS@nn(VIKX@7D5zv{uEUQ$t4_QUKU~XD<n=+r&da
zQsG(F=vYyzn*WV~<M8tHo7Xjyzd2@}a6t%efIyH4MjUu0RtFXK3YQ$WyK^C6daCss
z=r;dSv^_7%_xy&I-S&prRgt6>k%uzREQyRL@9>3o;=T>M_G_ek#`Bk+I`Jl(P!S9u
za5;B~SMfi=!JkG7A1;Kd#y?rm)v*68NfrN-=T;{EPc?#8B_Cp>IH|=?60Z{vit-cS
zC;$r?<G+v;wrGcBflhbgm@2I}hkWi;SD&Ez#<vZ#Ro;H((hCUHp8q$8|9=xw|LrCl
z_FDCq`uI0R1DG}cafz%v<^5-^RRC<Q9>`bOe(n574Y`FU8w1fOw?<ISy8Z(I8dpW5
zr|b{G3iXc;fOq8-w5bAf<FKnSXZ`X`QDnXa1_qozfZ6(Hpn<{C>Qpp+tU)E*lJxcm
zhcQ>@{6qEcuJ&Kx)%E8m=fEa(ZJU{YXibv!q71$OND+3*=m4qV)GAKSQz?N~l=u1A
zJ{TXs|2)n4Ggtw6usb^w&L+i>5Kk$Z{m<#{|IKTi!Co%=`3Y{{jGwcA==Y)xbg|z0
z8FUF?wD|(qXn+$`X$rMG-wEOX01uTXP(K1N;op6Y{vh4_|3CjH-}`^)1N*;EuEz3T
z$<=tRtgIdEap+h9r{t*lt*smktpH_u+P{_UtZn$LUDRm+C1yGr90nRjO=@8~YeyRn
z4r+dRY5_whQ+-1@VLobkY6Ux8D|;JVJ3}jdS1vAUNkaou-G8}O=J)pwIJC5kf81Zr
z(B9h7PTvslz~7IMqn5LF&~-4xp`liAwK1fY(KR;Y;(|7`GWeYe?hhG%e^A%_k5hkK
z_4hP!f-Vli^1rVJh{kJSW1>rgLrX{h$6fy@(gKPMzl#9jgaGvf{OtFE4se?3k6-;R
z(F01qwIlb(cMLeRG<5%2V!~nlkLzW09UKhptT;FT_mZ)*)|WSQP^Xp=5TaHvba9{-
zwFJn`_qPN8-wvXh)GE??W`_EJ$8rJw{<8wV_5Ak=2$@;{Zb~g=0jPt3p}w_&A+>~|
zm9c{f4huc)f2E>x$>>nglt!RMsJKwqhT_YEeJW3pSy{atbcA~od7^;~2tdvU)<Z&M
z;CiNi>&}{>Ya4C+Lgip;RMbH~Yk#mtzs{avPe>qb>9|BYv-5Nuk!?>}pfLTJT++V(
z4h6Ze7j<#MjW~T3d>2^sRPqGsX%6RH`Wg5aM2vms0;UJ|JIV8KbdY$PX2ux9D=D|v
zu=8|LQ4$~V4PDM*;)4OD+XOnfzKBj)YpUXBh`hiCFFK}_h)5vnOLBM<(vl#)S)jt9
zW`^7w-csC@c?45D29)54_-W?chfZ6APf1%2CibisjG-3b$0edJbV9n{9e@s33<e3p
zLXS{qlJatKSCu_6UXeX4cUKp)`y}<IxI0hML&kepxP(fUvC;B>rFQ8|F0--!T+kIJ
zKLcIWXD6-hdDVV8{lJtJ739T5ksq+)wVFC)N;N~|CNDHZ!25BoP)fw-Jd}v{1u@T3
z-Z0^2;>o}aqd@XzdTJyg)R-mJ&xPy@xnlxV_f}-qw~Ov<TdxmDvE<w|Wg>oEEG-r`
zy-VHji3p#IG-G_~9Q1@y*;kAB`z55)TFtvQ3(!|A_D_+R4@s07bgkOJ_0TG2<*=W*
zqOZ)(>YR1vfs?UbIPW$X&KlEg!2=$uFBxAQHCh7eg3p%U;~Z%6AT|y#jQd)qU9`q~
zT~J4$kz72wFs?u#FZ1SEV^bXi11g_K<52<^A-XKZ(BO{4n!Aj>s!y*K<f-;_sx4<2
zNLMhI-JA@6@#5@+lI}=I<@t4{6eFq_gZwJJ_F$SvW<^mi$1hIqA+y#5t_{kVXtZmU
zm{>;kKLr+r(S@|5(lK2hu$EPeNfyeV;19ZnZ;Wt4E#rY~h_=~->^pH|nV9WGMKP#6
z+lHzw4Gujx+Qx|B3=FS&VG%6qXxCUBo%kBo%x$bPKlT)nlAUT_EpAzc!X^Nh@6-vT
zUKf-D#K3s3s8|z0vXg7KB(UA4-4P|z^F5JO;l4tNF!5BiDMYy=gCtK$GqQp7Sk0Q3
zYKM{hW@oQe0~DLFS~1okm0vUQJwuUdJCZ>wEqa6yMp2Q;u9FP;ny56m6)|AoM@nZ(
zID^%@b;sNXNE)2<A~Xa5PV61*40SF4vlIUA<A3jjf5$`mzX8X8;o;x#ivRyRJp2P{
z{vYx14;g=p{SSEf`>Ma!<o^&4X#o&O^S9C9--gHEDEL2yh`%-cmxxHq!oc{CkT|ZY
z89m2@AlYD@`#q1$^BB^aQt|7DQ#n`SJ5UnR(m9Q|u4_pcP_C+)N#RHA#}*cQ{F9X3
zA$c9SWB&4zvEFOe?y39v*r1$JUc_Q%kxoGW`(yZxJ}DWlflUJ<5$AN(ZmvrkNkiR6
z=$uCqxtNNzp03gZ+4ZlsoANgwUall(?~M273uf8Qck<;KFRl*E`Pa6aap(Q7m0F8=
zGt(}z`Fn*ABWej5%t`@lFiyh7T80%TrI-tDVdEqV&@9%2=u>Gp@n4U7WaLnh*%LaE
zYEj3`5D|QhQ0b&TW#=?%3bl6c*tA+5(k0IbG$y(%mfnn@gi6W$w5iNI`zA;WOqgG<
z*j)l(kAq($&K_wK_V##EPb5;KajiRI2F8XQyvF4j7u`jPU)*o%XYS{<4Vu)l^=f0G
z%tDmLw`t30r-mhFk191NQP4#1jb4YT70Q-08u>KeD#%P}A2OzJ9_Ro`pBRg2Bt|xc
zptb5$6p^rjitUNUtefvvdTqcsHIXnvvohRT%Ll%_!=f@J&@}lmK3g|0lZH)Jk<v}l
z58MBhL%)iJ;$a)X-6m4FAHI2LcZbl-xMXwCQw^i|6_n#0Wl{8+Jj-2;LxNH|EdN=a
z`03ZTeE@g(k!_f?hZ{F1EpTfzSJCaw`_AVPc%9(p$=5cJ1+53wCXb0p+A~vI(0+4J
z(uZqF^1jhKO$IhO>j1MDeuq0jJhtN!=7Ox9RFb7nenQ6+J`4iVGOe;68*-X=Zhg*}
z3H4O<AKH-BC5cmo(213i%2?(;{KlW|8^xm9VDc+!xT+ai1DkTH=L+`-h&mn}556{b
z6u1019np7y<_o`9l~3+bfFa7?E&O6iAM~?bnPm+?icN}KG09_Ie&cx?{Kb@E!>dqu
zscIXxn`L!*6S%@M<ao)P;7|o5hUm2XaAvSwnZlCE(gGVS2^NI=2Q?@2XY!pSd=rb%
zv^9eaJA^bt5w`6Uqu?1P0-5B@p{O6Ud)QD;8Y4HJsLSsfogRcEi&MNOcg9Hw(wEw`
zo?RAMEEVMjl!YO_s8skF6O#ppr9P23Z(72r{B@q8-gE;@mSk1ilbB4SC`Kx|Sm`l%
zu5_)q-0HZLO%T8f-SAXX8~XDql0Q|!Vy_G7p;LrT=S}k+D=(AI7GoOfPxp&vcUa{H
z;p7H52@;GBnIyj&R5b@qKAOHdK@prEWNqbwo7h;+dh}Eeyfndx(^v_TR7A+#l=GD*
z*{hNzON4}@{J=Y>F}0QNzG()XA4#x)#Tn?R?~WYd<bM~uhMzg7mAg|d9aK|l(10gE
zl?<_$%Ufm-C1`hRpV7w%x#Rw}_u}#D1k@vcCXuH3t0K!CI$Ncd{P+Qn|7Mk>7Hv&2
zdd*!sDrxTKC?D4l3WpYXVFWJ(57*EpiPwN<*6$X7kuQ@;4Ks|P2l)w1l3x~VIITwj
z|CLb(txmZ(av%s#z~VG+eJ*;3&Nazzd|5FVpDeh4cxirvisqC@EPFmg@ixp4u4<JC
zm=r5;qVbC`zhp_(_o8LxP@;0T@`-#s*+q8p!CIU8BdyioeB4({0#)b>GSQ37cmu|o
zW*khAaG2|IVe@gnD#lg@4@z!UCIpv^5{)$pOGG}<qy-PqLw%2AEklbWT2em6$?p2-
zlX=nf`D^-;=A?WcqzrjHi(J*9>aP_ZO2x|K&;wzFffalTWxt|)R|or@$-!^GEC)<J
ztgmU_j5j2<{X9J;6cmUG6Mk|Ei@AZ=Tw7t-ftmC3X{ZpGQt1-thQUv>t))9@s!=M)
zAwvvnWKC*ziA(oK2T!(=(K@XPOE>2`^w|(RwsG-2Mb&czm$fU0h|tK-GrGtycH-=i
za{Hw15^_4sRL8LuY)Hy)cnww4>i>mZ3QVX%!sSE0TPVT)kV7A~%3F&=g)<uzk73Wi
zO0#d6gQYWqLZ67<d7NH7eiZBz(_uZtYOFlW3P$n0C~%~_jdFq%*pKU#VtNnvJnT8q
zd`Dpq0tA~R26}@SFxm(>5vwCb(fH|QUh@oxy!lh-`E;USMfaOgaTrLlI2;j!F%zVy
z*`&;XGBLRFEp>x0Bk2M?7A|04`IR7)8Zd7^iC@yqeA<`HGhpKIPsJ<#OukY%>{r;K
zS*e1P!ViZl!Y_Mt2nn-lt0sDg(IE*xz@kT9qZztCfvSgY0Ie^7wg?%)7Nd3|;kG{0
z`4tr)AERpT)6>f^`O6Eg|6Vx-oH<R@C7pbi6k6m2I@QM(+_}~m`nxmOujmZg1oDr(
z0DBV|Gud7kg0z~RT6vpcR{ZGE(04=Ix+k~wNfXd05j3nr&*oddebfRBRYsO|A;QQt
zc46z}3|a#bd$1aI{{Y;w&t)q^<*~1aA=#T!r$()=J2@2g40wS5kpPvGa*?(|m?ZsV
zwkIveA2t*s-sF1Bi?;(^sRO6nA>DjK|J_9B_d@8e$6k6?R{DP&e9t{xJrEQZj#`>Z
zA1@s4JB!*{*~N)7p=-YlDdC2T7=VlV@O;4ur}+kqEE77>{230xRw2dr89`XE03HeS
zC<lhBB!nK1?ZhJon<{_6a_Sn|;gP+m6&@t2)3xhy@%6ok{P4o@bggdP-bxw#3y?_;
zJj=HOjSfB!4$CY=^+uqQi*~)`H^TLU+FYO$8lRoa=kThwok?$RT8Nk+{vZhr8taF(
zrphiYppw)GXhX<q-ljAqy?3c{V+xhpot55PP{^97N0PpN@x!s8s7za*7iOUPeQ_i0
zHi>8MQU@PfGYo2~HnWY|;--p6ea!6Q^8;?+txI6o1FlL;51`O^(kB`({0CicjwF$(
zrt6DgQV}nr-3C!9;&|F&jDsFq6%gm%s+x+Fc9>}2PeK;lFc`oyP>I!WmA*|nVms&-
z&_DUF5cj%mRANH>zb^1(tO3EoK_Fa`1vBenS>z;Y1pLDIvKNPE1>S;sW1BQ=gUzyq
zGLe!#rRT{kDV!!_;hmUXI3bQe*hx5fBmDjRO1mH~Yb!foF(>+yYsfFU8m1c7n$N@T
zL4e=~T3UjdPnT&Rmet=Yg`wECn`{#5r^wt$Y{7TtB3R0Oi?<ZNZ~Iz<(o6JBclo{Q
za=!sbb+cc=;r5C26vVfSMv>z<v3RlAn&xrVAfV|`L<CEnNfM_PBuVWS*|N7Z>HmV~
zPQ2P)i{CbDMpEi^TLNO=vV4MU7iK9fj6X)OB6i7vDB@+8v&Y}LL&5Nk7mySi`hpj$
zJ`8_nmKBaEl)BR$gn&UP|I2DAf?*w|ZHuNI*t>_di#N@#PY}-lB9+$)rzxgwsKbEW
z)sI7zs~F-1X3&=Tn))VtP@14V6dXQ!+n#glGn`!v{k{$A%`J&X(CH|lYeCRks*nkm
zu!|=J7PXW{oJzb4?ln^Y4*H-HFK4AIl!Rb;mA`fmuM6BICqz~6;1z7acj5ZJi284$
zArb`fLt=e;#Lr=UC7933QpmGdZW-Y=!p}e6;%hi<)!T_b6ggs-Vnc{NQd}ettWmj&
zVOXaiMs-@oYC4`Wkhd7#pgVhwNkXx0F$L3XIv#i5h=*Abh#5O#xp?6<5Sx72d)l5}
zclCG0cOD0wiN(I_%QUjc_&|zXq4~}*d{(o$NRLf}?cN<qT_@or-V)y-;F1%dB211q
znh`>ZDKtPm#wi=V7nvU%!m^9Wz`2a2CY4T{3vvjXV!bnJjlIYXKK|;K25R+vam>-C
ztR->{>jL^hUTf?23C{~^b3l8rO3uemer3KY(>_BTzzoib@~YpCqlMi?*U9vu@h0%r
z8$e}Cat%k4`^DD6_c>%2y7@zWn`$ZS=9*>a3D^T98-KD(P|Zewe=Vd&`#>FYhZBr8
zTTE>T(S;HxJmw?Q0Q?wNI^KBLe(#HG;#+FFbZ6eD8tR{AAPqVY9UzNWIP1LmchoMP
z!oQG{`}b}6Tl6Z^%zNk82G*lapBW#y9^s^2(YXV%`>M9J<!r)Q!d?;55rYw_$+_eq
zMvh6*Z8!Y3g54vz29@o@b<rb=F&<Ih=_?4Br|R||88SJ7rNs{i>~~EuD}cmc@)D?l
z%gpNNa-d|$zmzgDfqVKK*vmgtNWqfJZ2Cy$H_b4)1aLqbACn~1m$l?Opl9}59$aph
z4X;*%Wq+OH=?qpYA)Fs-W6lL-O_)62(Ke<hn_FY;|86F-HsGC?vz9##qXak7!B-T^
zMVGY_tA=<-^+i_`$1_Dc4DAUy;qBdkEaA4enf=)01*?%VC~}WgW0zM&0ygd!UuQx-
zmzLl_JmuQA=2!<D#-Lt2H|kHvbZ7#uSs>oT%<$-D7pi-bU>zVX6Fi4MZCCs>y!}&5
zfm`7A9ln+mYQ_lb?Wwv%Za^CvU_A!gSE{7M*?ShGqkmrCqwo&k=5x(BW-Ty+Q-l3V
zxQAO0Coe+}s(~aX$x32^HR4UK_H*>7Ko|bvY=3pk+T?qrMR5ZS%z^EwDSiv}2d4HY
zB7Q$i4&x7b7-j!Fx!8$hoI!41vxI?XppnmSqW$CLV;#epqV)tI*Q#OlPp{PwKj<MU
zR@LSTWv{4e;!_PkvU4Oo@N8Mna@w9A;bHQKfuH0-7%4iF72+ZSMA*Kw(E$^B6y4M;
zfxfAIAbAmbb6!XqPn&H(JpS~*;<zA!-R(?_bZCeA!3t_Q$+w0drbCjjb5g2HpjIee
zW6hxv^-vF8v4?mCdBijNitYl^Y8!0E=Qh^&TInOW)QRC-GH-)_^2^eOc*W;+3+@Tt
zGs9{h<j&~@q$7<gz<FEqf=~)Cx!3js#tT})4=RO+;%QHJh>&~3*?33NLk-4d>LocR
zDQ}IKOFBb@1C2fCmea3!Gaut?Hu)(I)b7w@dpb$M%CMZIqoQGd$o77(n0Qz)3@I7K
z&}8`DK|oy{9X(&S&(UL{JEv9htZtJkrBS?&1pSetTBKT`!W9N#%;GmQ3;29hOIa>*
z1~Ub&vS1_q-ZNfkOIf&dG-?cZ#MM3Boj`m-4A*`^{K7pEQyl`hKCzOqNqBTVy*m?6
zku$<sA_jd|P0td+h=<{QT02*N4JIAdZ$Hudzz+S~XvJ3gf=qVjAzRT_PHbDPG8?HB
zn5EOR!PnI=ksMXR*!V_UL-W&yKA)JNOiS`w@)YD<$awP4A(k4W2(*j^E!*es5;HK*
zxr6v7y|t74NQXCz<})#vLx~OM$$U#Gsii87!^WpFDD!R5bKa=abbf%C+CZ9~gdWf2
z%x4`Lx6+-Y5xi=-mmMsfow!xZSkqYaSl!ZsU7X+2AgMJ|UbNJ6SPeMn?f_0|tlz?L
zp&qxeI5q1N-V7D6NF&&pJ))!>m$ifBk~1LJEfcG>)++IBsHgm%pEfl#<yR?aIfUk{
zj6kG?d}P~J_#P_1W%aF%h&dQ!8cn*y(5a(o6+#ofYV|x$U@?&M*>&BIRCMWrLBBMI
z8H#EQ{U~1i#zx63jfF?GhXz733<M7GFeF6O{>!4mM4apX6k{<)@OE+FmgaQJP;8*A
zq^5c@jbB6EYkrsnE`gILI0<lWCpDEtYNna25yU1iIUOtNH^#F|YGM3X6DulsI7Q4G
z1l#hY)52$0<;R)8TtmMQ)Hv7yd`sh|2oixCaFB>@b9X|ML9u#!KKoiKzP4iUf*uj^
zgvOdI<5zbJc@=46@5!I%mbeLfoIf)>)D<!ruZ$7Sl7c?t=k<NiuiwVKOUCm_!WS`y
zLu*=+t}sb<<|Lg_V;_kp<|VZnP4LSTo^0=FA&j7c`l}YIV(-&mOOrz0uW2Qs70OxR
z>gg+(peIVG*ZcnLa+SB<F?UMN$n2sFG;$Ew>v8M<d=EJ_>ueiBlP#D|Bz<}^qcyb{
zf>csgMoYlt)ZjRNA?eT<EPy-LfQ=bbUTFwz`HpceiJ@{D%CxcU7p}r1lv6K<vW$t>
zBz=@LbRJ*Ccscka+U{v*58KM*Xo;`hN?%>&+VurzxWXYPab7^lpU5w6!#@lE^yVxX
zh;3g>%PQv7-tFs<<;e#Vh`pO>tz^vVReZD;`9<WL$LCh|9KQjp!qViU$D9_WtMZ?|
zN<V(~a7E=?MTRw;<8R4DtDi?iAWkSmg(^lNc2;5F_mSlm(J2k<h{)EE>Wo08fZV#W
z5Zg^=#Ut1t34EyH?18psc}2C=qS+Df*1-C3h+g^<FP6cZm3pN`b?Y!l4fxUHd2G6|
zIiZ=o1R=x%6)Ob!sV?t<=2<F$Wl+fudw+j*x59}Dho4$_V!eyv>R!@mPsq%lL@eov
zHJVO47c1nmS)yz-3)hPf(qB$W0>;^j)7(&o`SzJ5^c1NvY=O3hK9MimN4ocO%2;nO
zeA1S`x@hP!M|rsm$%QGILq>&BV;g`9Pn99OQHd+7LYlr!p(};;7MU!WRWkdzM4(es
ziX;_fhE-DSo&0(uxM|Qm`lx{@nMy=xFc#$b+TKADVif~=zFBi_{{VFWt!_pa89}U1
zsZ6i{P8;8931RIR7W*d)Q{d$z)aGnRb;QNzB{fn-TCv0=D02Gbq$vvu+y|JpWvRtC
zaf>chEa^UHuzRY$hcBr2S59;%h<yt`AO{|4E%2{*@1zTWmgOi|vxB*NNuSVqTRl0R
z**#%CEEJv<748{Yu<NS>3bGH?b+aR6d<v#`nKux;SL62~YzuH6CZ=M<%Y-+&2Sb0X
z8HW)LB@xbii5!s9K&!+EGDjOOOgl~^XH<?iXLK&PoLUpcnzA5{Hht*ky7|tU$I8n^
z<UQ*l?KQ>XfR=YkNPW5QFi)d7EAB=>nOf;p6obFETBK!H{c75GB4J*BDWMHf6}6y5
z=cA$;*Rl3v2`YYYZ)PUgVSyoDJob9>Kq6VzTAt%X#2(c#<kVClPWl-;#(tgCsG*qo
z+TVbIl(*tqB<uR%8cR!`g9jUwbD6^QQ^y9$8*hG5xu7qlQJ##<4Y=b7uUsnU0_dIP
zo!KGxXNX9(%e)2uJEDko%sWR>$XiJwI_yt)9Q?_;L$B;NY_;5%NJ1N(Vz>*$8L`Wo
zi@{^gP~f;qhFDrh1U=5iFxoPxa-S;ppKt+WbgB-ZysAVXM1oy8Q2FQ~NA_)=HT@KX
zdT-)o14lEZns2bi#w-*@#j_T+SAxmpnnd}$6})0+JYww?GCTnx>tbrmEzhLURC!w!
zKph4zS``~=hzdC;3w<bd{9zog-C0l8q?7TobR*4V=L=`*y-f!k-@OP9bG)Q02Xq!z
z#P9c8Jfuh#k!y@zdvH4x7t^2k=sb)r>VC~))ZOYjauaTPlL?CS)9*2a6-J@RNEBaA
zo7B5GQ$K6F?-^qg%<=~7F5hvUz)C2lHh{GvU|NGWzSy)!QFUMKS>>G-AE$C{yCc9B
z$$5G*ifqpEVT;DX#Tk^hN!`5Ak4d=~r5Hl85LO3Be7Ak7_)crA^F4G+o4{^XQq*l1
zoJ~Zyz)*!piMMSWiDVo_Nm5+AmXEhkEOll!;f^$sOs4;cQmWvgW%pC(dCHl$-90sy
zGby86_nu0#_k%UpSelpPTPA2cXoM(v)vu?~LdbzYWNthCGWkNsFM_a>9!=(bXZz$k
zm%pNp=dt0jZ$wCV1}?QUq;i<AD-<{!On#UO3>2c~)1Qu1f$XRKtk_R~iY$Cgw5Ikf
z@aWq2*;O1ZTgZ=kr0{n1(0wk(mo?FQJZ}JtwJp-x%Rz=@HOr^^&SV=H5(1BaOWo|D
z$3i|CSiVUacF?X>Yvrt@Xp45>KCU<-qo_(vE25^3cz6$UxP}h_iv!tyS5)j!x!n&@
zxE&5!KtKGY<Oi-v^k4=Tr_vLODYp<$5zwyC8H3X6)I@4<deA6dw0F_AXk$Wxk%3xy
zJ6;_D0bF<wQEbEvMW~7^{Y3zswp9<T(S8NyzRU*inJ9i1qYhSha1yR|Z5#%v(-32-
z_&Zyi!FOZTnv=GT{%j-^Oh29V_S-CEqf7Jq7R^doOmysauM<vJKT%^lsg8^8imHZL
zOhWfn@Au&dylx7X$kA-Ig?ioZvxGB@o(DlA-^&JY1ImgpUgq~+Z4TcFu5lkj{W5P2
zdcN7ED_DPcULihx@0`1};sOLDWuv7EBepVZ9E;YmwPifUfzQL9Fd11#S`2$fa3pjj
zW6fYqVTWMMcYd$Y5N-rN`ex2$CKJuPcPjbTP)wp=gLAE1P3X0xFBja4T29G~!4dNW
zLI<CHZvYM|u|5`CT>zuFzeh4#MiJISR){+%{(<+EmDLHiEbR5CrlLN!aq)xJ4DoST
zKiRf_J6WXp(Iw0s`S)E+`F#3{6udeJZX=<b=o+a51=){p(VGUl^IUZ#zKbVGBEDqO
zet4g2N3F$@Lk5FHJ6mP^a5;!1^5x6|!xCr8>}Irmlx9|dF^^y`f<<;_*SYMWsrF{q
zqZn9|!_I=x0^!Xeh?BmM!xgU?%`Yxxu&fQNSd@<stn3-zd#i!%eG1f5>8c*e`bne8
zVWC9ClEiB`QF}EazuK7DYBwFR24}tgc)E*k2i2wCvg52?)oE0=8#*yT>{O{*7hg&F
z;kjDmyt&SB`bb#VOI+`a$-Xep<<+-|WW7;a;<-D}Y<AoW`)j9E7(fQ(jdi?(Z0AO^
zl|^4JoXG2T3>!C?q&wHLcKpUd-_4!hGNqw^Fh*rPLTYY#ULueU1u@vyncPvF&@UZ!
z^_kIYh;{kE{;}3UCY7t70?z*_9VWcL8|eC(@+D09_K}AzO}Yc2S=>GN!s!+>iM`x;
zW#M%(T+`QaS(EkD{=SuF7|FhUC_p~$!1t^JSgqKp;Bh9HFq0j8?ZQFCxrDSVnas|>
zJ*$!l5#^n$jdT4_M%V)l`u>NhP|~zWgwV7|<b@vxwv{AJREza9_^?eLR!qx60{Y4d
zZ4j!>UBq5Miy(IsZ5~fjNQ;_!+O*Cbx}%U*YGP_8>crUaULsQ6yhNh!n1-bgFq~yB
zNStW|LQKxGb_^Y9?AqE|LXEID-Yf!IP8ldQ`gdi<>SaB1RaH|{Q6>mkB@&()>R9HL
z-f$<xh*8n5lO$H=L2}hmBRYfW4<+S+p$K;3zG%q<E`0-Qs_X`nu^vQbPj*X!)!??Q
zbk|=?rAgPW$$5#JVQ(tFZzR6f1*w)0dUHqkele9_T|5fAby|yAHdXeh^8{n#;_f_3
zl@j0x>X!|}QzVWn%Q=SN>`bHx=;=ABQAX?%d5naRe8S@>BE!w*2veU^Rbz<v0J$!w
zN|nW3QBiSmRQYHiIr4&|9xZO$w^{d}SMskU7(zjSbLE$CJSeaH%I;p@Blzju*<!dW
zFg;Q56_n^!Wk_|ZW&9NlgrLY(@S5)-HXE>vE#N!ZwZ8sn?_yo%o}zqBLUv{7FY;2y
zq#<l*MBtA}0L1RaP>L!OU+9_&2TxkgJvVRS=w{ZSi*(W-pRt&lu5DgE4QbGr>=G|y
z3hzqR?Y(vx98)yTdIfY&ZN`9mxu}m&??EEqc9?vt$g7xAKPpo~I1MisY(%q;v@Xw+
zqE;nTk9XF1Vab-%Pq^pRCTa^iMoZSNbRYeBde7fV{sWtBPgRaP!$@heF)`JGsg890
zc+xJlPD4tpZf<}gQm6uKhdz=&dYW*<b%r$u`G`=@#9s=Ui2DZ=cQFxn5ks6~HQd+f
zHtHK}>6(lYrobvL<1U{#QF%XyQ-Nhmq1MkjH40WUg^6k7$81E+K*v~8`5w_T4w3Wc
zBn>Jv>kQ(Dw(^-PCAetJBRP|LPM@2!nMuC9HzOKC0KD(I<8JX?d-ioK(&9oPKO5_?
z?oq1Yyy{w708@8SP@m*~^vBdRZ@=!+Q>%URy>HGE(~$mh5oae0C!UH2*6~p*L$V&;
zsyyN_xl^0G&8CT42fOGm!Cz&1%*9Ld97CXzAkeLTWO<8qdn05W>73!5<eci<;hg+f
zpnU$WesC+k4^*}bHJhr?j@G8a>Qz8iv=fd{sLeZpd=%tt2=n1zcsYP=NU`fwo2WVT
z^GW;NswrCozKef?|Lly!DS{gfb{orZDL+lh!9!P<Zlu+wc-i3rH#MNbE1BHMVk)Z^
z*EX&z<1~OKA=b&XXSX!?JsR0YwN%3Ub61aD<g1x<@jcQb=Yr$~W~t>u@VYe8g(7F>
zg5~<|#-%&s`PjGgq-GJSZ7hcM)1orSRtP3!j;zM~tw3CB=x37<HjJ}EX|ap39v&kj
znr~3)vy@R8wLl5`-zrtAhWR(|5*Ps6V_=rHKC`AEV;hwG?#c4Gi@_D@0X(f?jwn0`
zpmE(=`cN@FJd!#ZI!Zd`I?7uzTLwIsHp%P@$e$C+y?@x1-Nf7!#3{E1?PEDSJY32W
z&=Eb<w2Q`y$WhxS$7$yGC{fHSj9|gLHP|ssuC0adHW!tc%gHn7_tYQo=ZL)l5r$Uf
zB6KIR)UB3N$q;+yA@L-ake2r5Dq*;N^I++Vb4j{)$mv2Lk#uDsL4a8v$7G=uX>EC*
z=`kGk6dg1|S$vyA@A7(^TgA7+UR++@pfvjw%w#!{bgk~5L@Vl&yQ7@U#pr#;s7%Sq
za@Y!vt<q|iE!*6&9k#7jyj;N8YVS=??4<GF^=p(MqAbN_+3$x5JLw+&W${h6jt@E!
z>N*(YZlV-PJ%nFB8iUJuxs@&AiUw61<<b2QmOS{ny9$(x$>ns!sSx0~R8~2vLqYWN
znWGs{p#l!YR(t+<Uh0+dI9Yl9da8!3dOIcMiLo}YI)B>jdXF?eDbO^SWSf=HfnLWI
z*ECz8?L)tlq7trtDAOA}Xwn%(Lyhm9930GVDmLx|@&;WOrkkB-y<y7pgU^ri#faHI
zB%Qpzpq7@*%*WccihCx<lZGiNmRV7?@YSd^#Z@j;K4>0x^*aCjC1GP-lzB(gc`^NU
zd!x^Ioy(mr&4Lh<vM+!GBps2j+d};a?^O`YHILx&qscv#?jyS6(%K`}yNdttqUmzO
zezFbfNm|dk6Xn;%bMJMP_8JxV(|ql;yX&d;uU14~!RMh&qPa1RCpT-JGWvxjH~39)
zR~47x2d@L|TIpx$&s>vl6zYk(qm7H<`gDT^(s1hZ#fH>$RCbhO?Y)Ifb=CGQ{VRGc
zYfgp-h|8O8h+<9R)h*N4G{&uM0pmTM6OtF_jpr;(35HClno6+1Qke%gY!P5v5^T-u
z2t%^RPPby0-mD<FnreZqhUwWBSKOz?Ud~yJG5sm+l;J3KZ>s3E%@oReS2$exjgiOV
zFG0p})0|qxsz9MoQebgI=1ROpPW2-b7~%V`{ttWI`U|c-Fd1M$elltx{roM+DT6#1
zNb&w;&g<@1&+ySrU2M}qvajvIT3(D^Nk>|qQS>gUNpIbkPA*i(Z)c0JnAnUPCp3aW
zTB6O#T7+&zkj!`u&ehJEF&o%tZ4A!5REAVP<K@suLh@uDK>W<I;~BqZ@dXd=I(+g}
zbEhdcozFu%g8`4(D1p(V(Yg24GFAk(B7^A?Iy12L{kAhP3gwXJKP7&#hB<sL@m=((
z6JHS9VbWl*9E`KJbN0zO=(t;&gqM8Quc(Bx@Kf9DoDm~E?cu#1_nsaQnOYrePQ{3r
zM=g87gbnmkiLWFn!D{}TXh^<x0ywxLhh$ocJ6H3G^rGftF(4rY@nUjE-EpV$MvL_<
z`x~)wGR^AEYjPF4<9GwHa)-o*q}Wa4<L2f7K`I~dOyf7g<<EHSxRi4%*wxdy4g{GZ
zhf~PM;YrFGmuZ`h9hcA8hr%D;E6`Ndl}!OjuR`urx06>Ax77C(51U6Vv$sBvz?<?A
zyJD}vm%10#&moT?(m%Yq_mBi}`Vz2gN}hZ~i?h!vm%t2A&19&bMeIKHL&(*PizTVS
zsz&FM?o?FrT)_JaI7nz?>+@_Lf0&>?I^<r0;LqwekxdhvU8}rvh1I<H{1^mE`E-W-
z<-o_lPb^6tG28n>_Ek7~+@oV5j))~N@6yVR*eec2+bh$gxOHQt`MNp%?I1U~G(3_j
zUKE8b(Itu_FlqOaxx(`%)NxGS9i21Xlq8k#sx*Q0c#xb8v1@LV!63a;xQqD4W6wq4
zlxI-lS1rybM#9fD0Z_+<Z(Ke)z^$Ae0&#1f2$}IQ0>&0Hc-VYY9T4}}6VV!&LTX7&
zM`<z;)&~uy*9cG{EaNOw&!N$+?Gr24q_xBY;q<3+4e4HL&K?wMt<m+0_t(EuUEQdG
zx4EP2748dh3{7!x3vjS{fuMA(JIqQCz^aH~LfmKH(eu{dx3vZeH0IY7Qg}LIi$4Om
zlNg&2S2L6v_7@?&Y@u8Dnd*a<2;Z&X*C+RE$MYzi8rChGY@+(1%~c?0U(k1$Z<zB8
zjQDA<MfuUnN6YWtf2OBuf08oJg3cJ0(Mqi&@Rr)n*ij5RwPy>v96P4?kepcWXSZua
z#J(z&Wvl}`ul1cGK`@hy@uQ~eBZYv0b4@*1Wg);Z!v|hUDU?%|A(V}?X%!KuP@1xs
z6=2MerI(@?uM@YI$e(H!hXl#Yh0e9iH3{KHU_)X<d|~Sg)*x)DqyDC}tVSb^p6Yv$
zS9QQZ|6`bDmoI$UZCc6o8%HSpmQ=>^up;ca<lEG)JU{iq&72^`=rnTOfQLJ-mHWOw
zm*`|*!b3V#ykepd|Dp70kgiQ+d0rvm!A>r6#^74Q+ACegs8K{Lf1|aKcD!ZRc}1r2
z<b}s+qw->f`+lP1sa7F1H;H=0d%W<$I8?s&2|==En!39cH?I5R_Ymgw*OlqWM=Z{;
zR+`U_x?fNDSX;zKynlKs6>!wVwu~f>K<{a_Msi5x8!*pXDRbqm<S&)E$=*ku6sYej
zrDN2tGpW5RnE@zY)G#M<NQ-5hTyBgI_V*EyKHGn?oY_DR(G42VnKJX^oAI7EoDg}g
z+UHm0R8V6nsCPJu(P7mcr0|epi8!MI*CI5TN1Jw>5w*#75t)hf@nPAMnXbW8n-k~S
z<a~=;epkvqj>9om7}={Uo4kt$`=xjKi(YfM>eB<LC`a3BysTg6*bl7uwoiDmNUFG>
zn}l=ajNA~YxNXbYMH3B(4<%)9e;(vYWGs`Pye||y&hn|HLZ$5O-rRDX_?!^EtIS8Q
zymID;?lMbRcj*sEKykfYS1moz-X@b9&mmD^VT_NaMS4vy|43#i$3}h~^!c!xRo)L@
z?CV5%q7raQlyT4IHLWI>_?ZjdCNu)w8q`X#D6ojJ2(ehDK^D$y(wK)`HfNrO7?!hf
z;b>W#i#^)G<38N++Aij=1-XZl8u%y=#XsYsg}XAK8akiIr91xo4NISsHLB{l^D@r{
z2`oE!iLWpTTkwPwWD0t*3O9ebRbPrV3-cWlEXOPGnA$s3n&t5vM?A0-s_q%w)=(+I
zp159&@Vs#!Kvq4aa+IDLDO|QOM$x)#x@ti8InyTyBgEu;fNc-1FT6%&_tL1g{5!(}
zcj)yx^3E$|Z<BW!cHgJI`JiSjKJ*n4`$Dl@8hzIlo82$^g*782sHYLoX!c2+5?zC{
z@q@<kbbQ4wtBU6vh^2^Hf~jUDO}z74nR#*uKY|s9SDfuWp-!uC>Io=1+N6vRrFrC~
zMlg5jav6TCjQOk5h#O6;r5G`x&-yh=bd@iCL-1o*I)Vgy@6<6;m94E&At~yQ4D9b0
z4D7BI3T2#NR~0@%Ge0>gNYnAkok>=V!IpX?3ng<-Q2>q{SpzzRF=5CsQ&CklDv~r8
zfyZ<j)>bpPte1anDR;<D$?QK-%~WML)nG&jW1OeB3OM1PA1rM#TO@2@&-B;Bpb#Jf
zr*pyxSp1nALyBmd7Thas@;JGm#_lEdoLKVar20(F1VT!V6J(!3RgtB9L}&kG!7WRo
zsTQ0afY{=-GuM`?$Ww=-Pz3W!U45FvMeZP1338<``6qtK_sgBS4MF`|qhDIQahqRC
zP{1zC46W&mQ|@%A^m)`MnOH%RIwo$x2o1!%uI+U_V+>nZ4qom?`Ww!DZ}#zvk~Q(N
zPpq)iHEaYe^EEJ-3An3DrK~<;2#4V`UK94ABO{>^lO@B?4QC|0DJ88^klp2}HZ_?U
zIgPDq?KWI_NVOy6xDX55GuDWp-Nm1i(y)}UlxBnHI7hG;7jsV(rddl{PFk?6>Wtgs
zDjzP1+({1asc+<QI10Ju7Wc3WZdXexrVZ;@HF<CQ-D5<P*ZgNh)bg1qC5xfc;@o3^
zQu&BFOz`Ovn24D3auN5%?0hmn;PAhRyZI<@XBiA^Y3C!Z6KnSMH{$bdL@^;)_MQ**
zKjhsKQ8mC52GTo$afW#tA3l4p2A5-1@m0u?&np}&=KOS>J09*JQQioD39J~j?pOcS
zwyG}~rVJk5$F8P6y^~ak(T^=U7$|p_e{N!St4V3OJ5oG)a|KLqAIVIeT3@PvWt9+@
z$Vhq5+S!mi(8<<?-cVlIM))u;2;$c^y^gZ4kQZ?DlUGP|--zA1iS29+&Q9PF$y54T
zd0w4uKe05Bh%I_z7r7MK3>g(E{Xn(Sro<9>0%gjEEm8~{sEArfIWnV|bx(tCNi3h|
z6Nw+wTDjY?W!x-=j2Mdq>2^xt2>*!wi2O)ZB7`CJvrQAcq)b<~ue!T-d4s>@^;u5f
zGUhVr95hRylLJIWD82h9^R#(eoNHW_@7NbiPZFKCAJ}s3iXVB>Gs_iz#RDVX;n}0A
zQ9K#h$cfA-iO7;tmXcGCjWi=iO6m29iJZ!YWi1Uu`_1ZW;erY2k?Pete4O?8So6E$
z1aRyCHnZxwqz@M}8wEAgOZN|(H*r0#H;x*KXPwnXSd<ve$$>7SBK|YS<f`n~bMNf8
z@g#ZTcx#EP*=BQ@R*Sg%7lycE)M8D8&Iym;XRdu~3Nq`N@!Kwpn^*tboJD<hp6pM=
z15#*Zv!-=moUsy2dKxYkLM$1na1lo{<u|7d5Q)AjKhuaz=;_FD^5z!4lz22kNLTlq
z-kU_0Rw*j%Pk@)D=t4!p5@Nnp@sGriQ#&QwPc0gs0dcx|QFVdB=~MF&!uBk|(7qXW
zinZn3)QJUKFc&U$F6v3vrFXm|vHuVU-5e#JKO_cW5X1H=$vq}Y7ECw#n%Ep<$t9pP
zRN3?0iQ(6YQIg&H;AJM=q$Mvk#h%p$9JTJr4oy17-EjgZXA;YBzpVPnF!Rj$0-7}?
zqc#|2b@j*B>rmY;a_@0FgFSC`sU>NJF6JBi(c?I2;jFq0(r4WQRb$x|#QC&XukdlJ
zvWEx_^fd*$sgiWFRHe>p583|G8+7sulCFHcwuZsdjxxQfY$+LGJ3dwZg3^)iO|vOQ
zwa3By!&7<Rv}KGWX6@CsBr3y7OMOUXiq8oP-C1gU5bok$39OY=aexp@Nqa$eJ?cEf
zJu@cPSq$t-@CK1$Qj}I?e-$JZvJwo=%M|Y<sIK@}8J%bZyWZcdBA_tGi)4Qj&vG2l
z^Ze<uHqr@ASGe)R1`68-bkDwK`(Q5}alcn6P0+fCa8}mxmOs$AIU5R|mNvStv}52H
zJh-maOu&tBMao&wu%&AZc0nz^-I1O@OF~Y&bd;$f`_-MSoKWp@HdOj&>=Vcdy!M@f
zdT{Q_1<VS0$Kfv5^Xa>iD>Jol=0Z-oyl#I%hH0~WwJvnLThYwDlERK#*@Vij;Vq8g
zQciISZe6WGj95OSXy!#>0VTWR%y~>#n`A#AOTsAjyY>tF*>ICUZ5>^0+~DEb{g|rL
z$f4IhytO)WV_wbCg64glamUAuxcM9t=tz41nOy*u%F9*bSNL7(b+6^?NNKxRhlDw3
zuBLUxR81}pIW^P=G|Gvo`~1qc_x2pd@$=Qt9dq(4<oWVaY;_fqB#IJ^_8`}m#~jD1
ztxI1H7Cgg@`)~e(=ee-vk7n76oj*7$6g4uP%vXx)g=e(pGN(u}&GPh+0tRX3iw;~9
z*+f2-4H(fu5Y;Je&m7*x1rx+q;o<Wu@_r$?2Tq=FW8W0ViZ6F{Md3I4to5mC3$bIg
zJ-8jhn)=<unaiGH`PK7=b`15o8RA{!flciO=U#ZTnRrrr4XZ-xaN&vfbov$7^#c#v
zxGByHnpu^at7n9)<BDUzivN-CgNjP4vsQm3ytf>z+w|M7>6+`|@!Gonl<o%l{iyfj
znFqb;pBqY$5yxtxkgB_|7T@xB9SZaz7h#r7LhseQsxpJl`zn~s3?R#?6;AKb9H&w^
zOy*q&ieS|0K+CgWQ3>*8$A-RybX({#tM&7IHZaGWfasbuRxl^~ls|*E<&gJftC~Jr
zI37Pm;GPyywg!m9!xl)3v}=%bRlSH}nAybJA?(JRt|=}_WNax6IbivJvG*3xbtFr+
z=n<m@wwPJ67><~knb~4yvLp*EvL%brVrFJ$Sqv64Gn2*ikKNt3yXW7zGw;3sXT4c#
zPOUmrSyd5PnHdQYdz&JZs~Bs&k0BhEvWmWtWUa}WI>WBWyq|X%Vx{DhNu?UpM=?Pr
zX&+8D*e!lqMP9z|87j_|bo~C<<yR^0)^B|)<*Kb_S7@at>BY=4Bdhbnx$0{u3pVoL
z8@Ok^Ey1rtF?FAg=fkxd`;Hg!Tb<jzB7|S5WLO;?9ycHPRHWDR9Us^Lr6LsNMv86Z
zRxA)E@%XHVTw^b{>l7cU7FE29YUgK;ERpmD%eFA*cDQ$%cRs0K&MutPukOANI9VgC
zwQ)Mig}Kwyo;r^`EIdPfkPg2&>cjV`PInb?c8%Z_BE9~+$u?`VPI&}#%s{PI(`NS)
z`{CgBV_NOY8Y6joqSPDcwxp^B@cELrcAC&15t)Ps*V;^TZLsZ(?T47TSPCMU`20<c
zc~D0C`;lNE48GIMzv8S0S^*E|JCpTU<hs3biJO6+fRvgL<K_ek=0GV?h4M8~c3c}N
zc?Rd){AOLj@$Ds%W28!UCM_JxP0sP6HTQAT+ALHAh|hAE_i*%5RN^A}5JP*EN?pNh
zATu*5yqCz`5C4NouF^L#C0d9_h9V$&*s7Wa`~-en$v{DE4<gH)aW76fwdYP8)8JFJ
zX2m!;dR$YEeNGR#iK$WaNq5h7Z;v^(gQ|p$!D~JV?+Ahd|B^Vo>$fU6%q;;`4zXd`
z(eJ1;Teoha1&QnCKOaY^d1u!Ob%IxADa9Yt6Y7zulMYbxiH$lybM`%K<53zl8rN}4
zp+%QEhZ(l|`5C78QKu0T3Ly=Uf$41OXtry?(0Z?0B-l4i)AeYO?>x?t_h>DTwi)jx
zMrcxUSSg9W8z|n9$+b^HH}tB13r})@8_@lgdkj+}eBOo~FI*%ggW&ss9lWA2j5?FT
z-rlXlVg&AX0^R7tH_vX%ge1&SJO8aB-;m9!MsHD>Ks*fT%5RQ}xNZ-APpt@P!v;;a
zaMEQ<HJ-Mo_o7FL+eSOofpAy7a&Jbzza*(2!CQuT2@)Qav(OzwthI^Ixpb_O+2A-u
z2Xo0vr%Qf74(dV9fJ)PpP$kY+I@eLK!u;AlqYWR1@#P)j!XzxK@_3{vE7k;}N0QhP
zbP=V67%HArcnDW(e9Z;Am`#{#Vf<v1?)6NrN0u9>x@#K0EkVqE(Djdwas;K-MJB@S
zIzQMbFNh?Lwnf&OAZApDElMY=uiK|T-Z_)l-S<=NLY4o}`{7;ws6;Gylk%gTB?mq>
zTHpYxL+M1snvO0ZBFIRfJj5$~$u`MQm1e76Bx&zby|PRCh@1VIMb>xLPSz^jq~uYq
zRB@=C(u>Ne%R0WD<7Mig=N#lira6sqH+v(}CfpYB6pun02pVVw^Iw`NANzYp4-%TR
z&%Ptw!sVmX;(*OZ-PnRykh)kGp7RwP26IH?3yP>PgLy=i>o713Vqbq_NGvYNS<}ta
zfaxDp-wCN~@ahpG$$-YWEAD+ClJiIIPB^FvfGa7m+gk%U29WK8h3vFOrv>#QOg-Ox
zwq-E~xO?9h_P%e?9zy1$**j!BA#3Xjtdrh0xg%can-1p!U&jvz6nmt}=H!i-eP6fq
zr`d<(lLA;$+g;bZ1`Y)d46Cp7CzWS8nZYU>2xek(nP-?a`vsN!$CyaVr0w%u8!!!U
zM2Nvn&cNVeXbZY(Y5gMxb{ht{GjN#_0}i$P-Izi#h`usKKSQg(5Clibq?oX5@WSku
z`O)kfOF$r`h;oUop^bj?4jjwCwn%8f=$|FK;}W1gPmD8$gqjF@mWJXCuW80hZzSBm
z!1ysfD1vC)HP60&c@gDiv1Q2|I4pUd?63`;5)-E9Uu<k|v_a~DmEI^Av}(v3B!3#4
z`Nr(z6L=1eKa@nZX-foHvKjA%e<xWEF+`705Nm_bb@Fp-55!G3ZUxslDw7fCE2_p!
zLJjx`;!*<NSHRR@O4<B<T3Ml&PfNb7)-{iJg%|QZdymh4k1rU}XJn4t2po4cEf^jS
zacHykaagE!uN<M0qx4}aBccP1iFtyfJI$x$8@;K?-@0@Ibb_Nj$yG>Gk&*n&&cb=A
z)IUY4J^eV68Lv*ylk_OV$uQwJ&Z=QaYop^|4Smf{5T7Ymb?x2Z9a}EdfL}Sg$$|gA
z0B3uXNYOu*<I`cGsBm&J2h!@G2N!bsZG1^Koy4oWOkC86Mk@ACsGm4*1Dp$bRye<h
z>u5_Ob*Xd-lQ!bbblF;pNEQYTFeU+sPRfZ^l%qbqs)!D#bY}08(u|&6tJRO+#77aj
zPhP_b<=7d-V$^2BNqS?pP7S;1@+#b(L`;%)h6ux*nSd@5f=4gZO<A$&`12`r&a!1}
zvBg*IN;dFvt4yrN_b<z^!{I!BxBC8vco1PI9mQ~FK9IISh_~b`E|@DLB?Bzx$kzfO
z5Y?@@+V_2NAWBum_D@6v<@q@~m@gDO$VZ+Y8Eu00o9=6lF&zmRg8X0^_tO!A)!Tg;
zBM%nec~c?%oe3t&c#(S*`H}s8_<*HKGU_A0bAgz%g{jEic7+DhY2cFw6YwDS9pi(I
zr1&TfCR7eE)^i}J@&@#GUN4n{U8s>|_InWo$vh%I!aPH~e0=HfS>rz=ynTUZjLkfh
zK%oyr3SEBdaTIu@%V1k<Nd1K!sbj0Bda0UMIV4waSge2kq$V^om39_;t3_N{M_Id{
z7hwp+l^9QW%>X0MN{J5dmZ?<mUFqTWv(1v=XA+(-XVBnQoW68072AM1ypDLBGECST
zwEA+&?udw$>cu#wAH`bi^|-HLW1Ew;zaUkoCnpY?<z8HU-8F0@jw|1sxmLLitHmjK
za|=HS3I46tX1~#R>HCwTfkv**+|p{5JA2)&mF^Nok0pX(EmY-#pN3c9+fGe(qX$##
z)zIVQ?dy@F2mTc5$e1K*)wv0yntZJah2m|kh9Ltgx$%_2e8+?v#4Exgo6Wqnspc(b
zT=vALHZeJ~fqf26UDBJfs3Ga?3#CRK(gZ6dlXwgysV7HE<G1Wl$pMui>B${o@t5a1
z5WS|}ws<p|eDTdHqkZ-X{dXpFCp|52eThtjBdmj0(v^A<cT^?SkFU!r^H=m$nh_7H
zE08zU!)s?rk*+=~^S%zQEfJp!vRATA4BW>FFoI3tiMGFbKfSIxG`)fUdX(580uqmM
zUDaQmRXvPXm7@+`Ik-4>RwFo@`dl(jqF5@W@%6lN@KGTox_WS7f1D7iUjQRP<}1OE
zms{&z?w{2O_=qEh`sRklp!QO+s_!_N;vV+3&J0entvo+?7pe*0bi5B>3owCAb(W9l
zvM#CJ;9#pmF~IAh4Pb@UMs+1F$fTGj-8X+#y52kPfEO{5THRdbSdfC5K<;Gc!93gi
z3CF5@!!c5ZvjY92aI6!`HlB{9&q#!TqI1<cN*7Z=3~cDyyhNxqnHU>ABkt)~y!hK~
z2Yq5P6b`g3>y(!+CipvBexdaYO${q7?Jf<3O<n^$+}@d(udnZrX7~vVc)K!H^c666
zGH6o-Q)oWVVHj$WCWL;yZ+wSr(vGaNC@h9$^@(`7kN6#>?x!i8PtMwXWC6_N^gU@w
zQ=hM3n^Dk~yjvX42775j)ltd;dL(-Nf}@|77JX+uT28vG@b%m_YB3rOmeD!UGOMK$
z;>+IZ>NnLotM6wjO$&12ma{ETSagOvkbIT3bSo8b{|W|uA<wz|HeY?9kSrf*fVbP;
zBWQgaI|#-Ui*1AvIK~*7YG9sXK$T*!M}8blYWSYPa1Mn@hkz+o6fqZ7*r6x#4bxPT
z1VSP_^sRqNc<f}RBTnq3GjnYpASr*q8MZ)iL-IPUL-siWyp?DF{Dt{@aqrQNv5g0F
z@w>2xN70XW&n?E%YRp5hJl&g!jDb90)UTs1RK!)PRiZ5$iUi`y;ft$OiR1K5RFkLu
zxMWM!t)?w&l}3sSai-L+-|WJ2H`h`_#lLlrzi`ydpv@h~)|Hw<6BC~5Vja(uB$ZVD
zG0*vZie9We9qoX80d6uY<h#UcR(8S3t*Ftx3JK+MY9=Nv0*esKUU|C{imft?64CwR
zR!9o=n`lU@rf=QPBeUK_WT){iX(}rdT_+YNI|EHFbnn`mdNqy8*k0L{ykJUdQ{(>_
z{o-_nz=#<0W6w)ACMi22zh2~1l@Lj5F5KI`XPP;0Ex93_gPTbMS}Ti{^5dNCS8p_%
z>#EzfA30DeTfO-qH7Ft=qQW4~vmE%iLc@lPH62sr33i*`>A0z8WVUgm>=7!HM-(>M
z4?iOG4JY&s%ZIH;8-e@x7RU(-5WG=Hy&uO~ZD*pm)DOoN8F42i<-a6;FaUCn>(+-n
zN!QjXbn^t%?JX2za%86-XEhKW^aoG*Xb)LhrC0lISMOd$zsYpJ8gEi)o#XYGj(Er}
z*0|YI@M15q{JON%DwU+Z%A$p{jFP0gTJ;b;-^k7IehL36;&3$eiGd<{gks2KtjTz{
zeQ#x;iNRoOVIZwGhWGIG{_8u<s;O*^A_HUT<xu0c<bxWj4x2QAA&KUS60P{15Z_C&
zF))Ju?2IopB3GGFiV)x+N4Jr36Ws!n5}L55-4>OE%ia**U4T1qn*3e$Tj1-IR|tpa
zc6S#l>#L92Z6EGJ5{Jy_%^Dx;KYWvd?4{5^8d3+8WvDTn+IiRX4zrbuHYnGPFI{ZY
z(L|T0(CWik*P+vL^4|$qkdMm5BV&MTc%O?uQ({Fzrr6#|y*4;4G$1Bt8-jD)0Cq&m
zjDVlDgVAM4qW!agH}*dR-UOYDenOM5F)=d;8`w*jSeTiE0x;N_Kp-c-9ie05;P{Eo
zVdg}{`U@UJ=qJ1h9WxUV9Sb8P5gRiz5hp8??yo~2EDsZAB9=daMdS=@Oc-QU#Z<L4
zX@o(TCl)4-awcvJlFkO!7Dj@$X4XGJPn4ZaY}AN2en&s~8Girs-i{Xb&UTJ}!3_Be
ze2b8QlgZC?|K!rbk|N6PPM|AF+M3#dz)s{HjZGXaY|W@tg_YkjD4Cd9fKU+JsRTjT
zDkg6klwIuYtxarx<^UrooF8<uik-Nmh^&D<gQPL&Ukhh<1`%~4Hb%x@`u!;v5zEg!
zR03VV(D^533+T+B0{z5qVg3!p<(GWw+Kk$ulR-&A@4C8w(dH-Cz<(HX$in)!aDOkQ
zAzOb&l$J|$zPwMcxQJx0g^H9^H@<%YEtB@@DdiZ_3L`yw+1SPG5JSNYzc(|5sXj0B
zE^^_Ixm^yg`k3h4s)mtw{*F8n<GM9mLr8^Tmme+75rrZowLvovJ4nmTNF|=^+5VeF
z9fBrrQDxvKD(`A|>+&1pt6D2OTcqB{4uA&*u!uS<!%2*xt0e?X0?+tRtI>m>!7BgG
z>;pZt#B0WGMn@G!Y~oJ%)=vdFCq)u>M`hIDrDX?bsy3g#qlT9sX+*7dL8njMDI|S|
zw=hW8J>Zpv#EI*tFLIjP>a7t@D&aAN%R2E!=!FQ|Hjtbb{W9W$FhgSVMvDwBN=OB=
zhck;V3lG&BY?Y)d1J6INU`U~l$<-B=yES;^ZoG?uQ<(1F)I2KND}H^4f>zY=1(Aj4
zJWHTdh-|d`mhg1<5~zCdt`xU`vBx0#5%CH~&dFA6Q+53rN*`mJ>z~vW;LnHm`-A!&
zB?I_7N)YIIgNld~5%71^jQ=u}4B&6*JpT$c=$DK?#r_i|<JVcgYx2K|lJTEH4f;QY
z#rO?6hzUpp`~?Q`SKOdqIsG5j8g{0?)tXi{S@|VK6xM^0grY3|j86n0Y;3bfFY5$d
zDM2)axl(w{DGUX4zQyzj{Y5>l&E?1nTsU|z&EP%;?Dq3vrxY4EDQVl{H{F)vPqQrU
z<h2tx(GhZskG)4<^)^mqa8CVZ=UYo)3Un*1V;xO9Zj?FWcSRh@Jx>RRCQ0e!y>~Q<
z4)3=FtJ4QJ(HlW@=9Z<1Fy*A0U@`)`{TH2FsU$I_Njx+np+#9PnZa?gM?v-nvjhU@
z;9Dq;q|^e3?n1DN-2ubcGIPFzI8}Q2k(q<#Vz&KXM|+CmYvT|!Up257fNLQD;jl$^
ziw!B|LS&6Kfk-jmBx_C)4!&5;<Lafn2w8CYZQRz`zSa#7c%zhMjq%0+ZFMX9Y@-_M
zGkztx*i>Cl+8jDV&pI>q17vydc@?d9zu<X4Y$%h8?2k;|a9fG@i2#+ena0zCZZ9;0
zH*(vb<Z!266_gNveizzK9t`~hRu(`J$c3eD(FG1^2XRVpP_tRHZalW8Gf^V47!CX!
z0xrM6g6zeGlc;^GJG<RpAj7S?lI%oVQYWhzxgti^YE$Lb!=?GKK^p8J(;q2j6-xJ*
znJ;|K+&()tcip9bUbM(4TQkUszwx02nXHNBYK2$)U{@m`57B$QMcq1Xk~bg9o;nH5
zW@xGW8wqO}`puW+GMJAaUgv!m()nVZe#9sFW!pLOn@VJDLKJZ;OGa+Fnfr2ouostH
zt2BJ5UGNV$sgw<CHrH=3TB}rM{_Jykw<1={{hQ(JNE5rr)-|qtq4^6O@76e7M|r|H
zbh5Im<^8ZHy<*8{vL8P8eCsmYZ_PZUoA;+};k$xK^(h9YUh%0T??FQ1;|ihEFhNYW
z9iZ{=Zx;?=vV)+tLNR3YJyK?SOg7&nJSv3krMbIdRnqd8vPfc#fc*ep@2*JUfompC
zx!O5c`^93S;R(V5l^pt?wN8IQz7eu;c2Y2L6t=Umx3m3e(KtZBX4ZC&%Jv3ECV#;!
z`yFsgL|El_xUJufJ~JyPgCwX)bF{bniN!_a?CA0jC@wY@7Pf!bx?ezF4C)rfAdD_1
z7S2Co;$P-o)&M9{Vv=G2FmM0>4734W76HNlXh<k%C`f2%C}<cMXjpg@cz8HCcr+wr
zL=;RkEG$ek3=AB6azY$jQalU{B3dF+3d*<CZ?OsK80n}O$*JB_{k#Ym3=9lBEc_dI
z_%~EI7&uh_%deLX04gjP1mFt<7zqFz6$}Cu?4<`l2$B;D?AHtM`wI*l0wgaCEF3%n
zC_ya>02~Yg0vr+o3JMYul-dh)8~}+5^_rMT5c-Xx0St))8uQ1fOjuH(%1(5p@iQ_O
zLq|V2cnnM|Y#ee5N~*WiKvp((4o)s%5m7O52}vns6;(BL4NWa0V-r&|a|=r+XBStu
z_wFA40f9lEJ_m<H$Hd0PCwxsz%F52k&C4$+EUK!msjaJTXl&~0?)lc+*FP{gF*!9o
zGdnlGu)eXmwY{^uw|{Vcarxuw`sViT{-<7G0Epkz0=@sH*uT*W6{Ht9BqRhR%ul_*
zz}-MQ1S%vHF%$G_K}8q?hc_h5A7RmiqB1Kx;YeAO&d?1V$Kf%^fa~PvKUMps*?&$k
zzyB@G{-M~PdMyADA;3Tn4+0gy54gK1o40UFsE}o?ZRTO3VQC~502r^O<>Re6sT60P
zrBw0M@0|<>=PyAiIbxDh62v+iOym8*(~84It5&_-js7%ORqGCj-W+7UvpTGC^!Cf1
zLR8S#5jEpl)+P(B9NUh)L?ghp*fMtV*KS8*IHmodo>LmP{H<xs6VmZ>j`3^aD92L&
z{%h9pTMyXn+ro{+me{nD+2b2Fho;k4Tr6mJo>2o3Q}A{o>E-M1w3<D<DaoAU2@r8W
zkpC^KPoMfhh`9S{Pm9&JMucI8?jw7(dmdM#<(_A@qo+CzEsgHAS>Fd-XgJLuqxqEj
zxZR+itU}w*u8Z^cX1HpXlg0D(jkQM_B|dmUM6H&wgj2<bJ+_k}XloB2#faCXcO__j
zt34W_EB=O8A!&_f`{8L8$q}0SqXvP&5A+%H)eD(N5Cww1>*@om{CctHF?V;QrJ@z)
zHL9MTJIc4b#k;EEHD{+*jw7^~lr-w+Nxk$C{T(we%&{xRAEi{Qdr70&yPrY4p79hH
z*Ji^j4<5UrE_+s_!+d_N{+g*Zy25=oIF95kL+B|Wt_vGiQd$^+d9nurOI`vh7n*h$
z`7(dLvTHY`=PQv2MxCz+Z%G|`CB}4Ia?%o>LD17tvfB4QK$H^$81i3j*PR9+SewiC
zF|N7j6AI^6q@AEHr7}(HQJJlY2*Nvd`D(K_UU>{Ybl+gGCnS~S7nb(N!=2j9umJY<
z)0x7N2^j=LMK_S|D812M0A&e2_c-JB(#pdvJ3q8|Kzm4tpI@1_Wl~^?5RLX>fgxT%
zxTyj^z%o_8YJ!1*RNN2P6RO60k%bL=l=+$N*3_3;9$5bdSpS-*s(!`Iu;)p#V1G0W
zw@M;cR}Nd_o&TOi4d5pSZ(;U9Q(6LEzT}i0t)2`F+hmP)<s`Snm`C)k=FCYs-N{L<
z=Uo{HS#@fJe5ktb`S4BDtqKl^fxJ|f*29^=ECxGX-A!XN7)H&_5M6vKMAk~YecaZ_
zU&(*af>blx#3hPM43D`fx`ekA2tKowa35Y=P+XQ-u)Ivu5EpRSd}7}$jF;B1$(N#5
z{`rHzeYk&~xhuwqMa~>Xlu^7Lmv~e#d176`i9G;cUTb?=x<VD|YYG5blC|Ay?bx+<
zaN}U7pVoCS%>E0H9W7X|$^e$(e)_d<=5bl))T)0E&Lc_=qm@UjgIK2G>l1+@7y$qe
ze5pyHWjx~$dVIE<4O%`k8A}rkFDKwqM;2XY7Cn3iUth!TM7qF5dhWznp`2NV!xbWf
z7D)mNUCZ;!(3fsE2Nz(yi9dFlm|6dx8-XJuKlSEb_E(*JH}{f5^<tbA%h_23++Y-G
z#}o8VV%R){9$vle<vN{Ym|Qd2KxXiAyaY$)iXTL2qV_<=VeZ#=uMVg#aHmvMR6=R&
zx@V|zEbEU9D(dX#Piex17z(d`pa-kl)anY&prY44EioYl;|*tc117cL4nzxdaTgzw
z^At*fVZ@4ylpIA@WS7zoEYc37Lo{ByuC($~N#VKX>;<3)-SNW?T-3nj?D8Aq$_S4I
z+RQ9Ff^~9kG&<cyxxppsB>^TU=bq*{`~i0a)O$gwShm-OI}$c;IK!8kJ`YgFG$XnZ
zwn&mR=<+>Z$~Izhxh#Ln?SO=P7unlEkWI9cYjxc^4YkrpzWuzxGsBJ**MUXI4c%v(
zG3jb|@(6rx^XlR|-30N{=toVMFOaVW@)7T$yic1w`r7Dch(8_F^~k0Y6&mh-tUHoF
z_oMvv?I28D^t<>3yP^Y333WOOS79t3C|Y&M$5Amc7?|M}vkmPCG|NMG2dp5fEN##C
z!Wb7D`b`J~8W)n3g}hCwG|NtEZB^l;H!5w7H4(T(N$bm)5D@Tk&@ku>s&@K47~#+9
zA5%rql>cA=`}J9T@12&A2h@I$Fpa9CRl4(yS&Ynezn_L*KHI{y0J1Zg@0{>6qH<>+
z%Mi$|xrTaF5E&-DVJahzUU4T*bRED&Gx<TZHs#`}jT)wRCdk<kF=9wg_WJRvf9=UK
zOllhK2A(SGYgojqTaTL_c2isi3XbVG<21K<Jd<#=H%l?&0%VuI_Lh0I`LfvuH%%@>
zVv`Fp-<!oGl?Lq{B9ZvvXU>okeG1;^OGkGN9_-Vd61gW~CH7dgIQAgHz{KpUJyY$^
z)_HTxn6^|m)CcWcoB2r^8f&WisFFEy;zei??9;cOLD$($UU6EPlQ%VntSlqONNoTG
zr@y9v-Ob9otbJ)vR*|TsW8S%u`8?ugh8XQ0Mb-PP3C^~3SsSq_R=!TNif~&kHCZbw
zv@o}XWh#B>jzA_c62U@gac3`Yn`$-jC~8FmA_cOnPts|krLmNlWh=rLwq*=;4X^{I
z_6;sL0=Nr2^=HqX+xsPTpH?HTp3MS4#q(!d^q1Xy&qH*y+Wp#787GpRrGHL!7lLvr
zk{<^!nw1VTeVfMCX>6E}&ylB4`|H6K9_>hb7Hr2a(Bvq`Am;k<S1zcwlTgn@<&|ab
z)+_{u1uzzvM(@uV$M~WvYR)~Ot+{-Y-H?So6lnIt&G$1uA(BpZUo#vZ!F4w2hpEIO
zBA}XM$KK#|yy?M7);mB<1})f!vo7K(mM@Fw4e~#^vnI#~y`@az$P|m##3CU<jHmPk
zoLFU^WBOmcf{>`0V#upDZirjE$VeVGU*@~0gs>H_<T-QCHnCrx+xaU`_b;yQ%Ck)^
zQVWckgzH1nC9+xS0U|ehZxt+^cb;i^4F_-Y4Oks_DsjFQE)~h*bq^agLV(TY6XE2G
zqQBMD$U8YfQxs*wmk06c!0O!At3(4YUw2K5)H{g<&c7K~0oNRb1wg2IQ;c~!6)(X3
zuv#XSt*h7O<)i7>V`t2F)Gjuua+oCYOk>NhPNX}@j@LFXi;|OJj)#5jvrv2doS$uu
zk-*lXy-p|Ib>G^S>hZ22ZG$YH)UsD#Js5xlHY%R$N<jRb_3Jar9;#%{0UTZJ@^E#w
zHU|@>?l99ugp&^D=c}Pr6iXY=0%p4f(r}JhYX`A*7gSFw5c~PojIOl0tdI7RC-4PO
zTJlqqKR}XyeOh$qoJ_8_q+QP}yiJUQ^b?ZQF+0h;LQm91`t0IPTo+D5-Y_{KG@mxD
zM?P>@we79gM@f=2CDRclBr#Z42G(IRio0Y6oviMXTPv$|?7W#QNQ|1Y8)3AhN*#L=
z;u(mhC?k4IKZr0JsdM1!@m>MeDlX3d0hx~Q>YK(nMW9oLZs)7vNLl<II48(6CiCsE
zCdS_i$lDd1inf+!x61E1Gc)8*prE$V;<SJ}5ym}-5odn1kO8O6mK^O>uaBhZa!PD-
z$7IxC(~f*LCDMo&=3aD9wg_%dt{h(tqusMZ&@9NK{78rf4BrEgcA5xL-}5Vc2Y!(i
zy0>DJ4%S1ahHL2!n>?jKVcYV2GX|4n_T>Y4!L7b}{bace=9?vv=pGx5emo{3unx}t
zA7$M=T+r2oUHIT{fvJMzb<K_O&Q@m7WQUDGe2OO)>?g}US~&<C()SCy2|umEAAIq@
zeU>lmm$Mc&C7IjU)LUy(&;{8EpuP6E>ZJk?MB7Ir3oSZW!-LjYZ|$}Jt@i*>xppFN
zopKzqL7#X#5Tw*eICo6F8in>m-?gbSWm96E&8)K|Q7M+)NQs`iiTq0UR$cvhv^{CY
zT}GP9(~LGyI}Z-xPSH~{=pOx1yiD)bU)gF|Fvfcv&!M;3D1`N);LALy|5r{?bs+uT
zxUnGw7BweH4fb=ZW^f0@d0E;`CuZGuOFrG_WGBzOUh<YIKQ)VY`WvGvq&9nt*cImU
zI_#WMR9U{DX7|tiaLuYY3_?PedK9-VFh{ampc;+*f~5gJBmB|peVI@QVEi0@A+Of8
z$$PaL=8g@oT+ZH$B}L5zO-ZT)R6rTI<soz}l5As&bW^n^hV&9;OA8yr4T-`&jZxP)
z)Q<`-a2ds@KQk?KV-)8|;y=}lIuEH_j2pl5P2nH*wc%|XD?s0k<4qZ`bHS@x6m<@9
zG>EMbzvh;z-x5V$seLG)eeAR-znXju9{_Sb6Fv%l=dU-ejVF&ssHR2I<*9lBc#=W%
z!tF0KCzzeBWN%0ZRanUa7IiS&QlM?rEIwXz@e8Fh5vvn{#Sd(`Bme8lM_E*T`6#H#
zeeVtSZ;fFo9pA*@ab{o{1JrN{3YqKRCfVA%M3{?`g~jjWU*zjrKnqjP(>Ql(<0rWF
z^-$-t@GQ4UfU#*CqpB%ex~$|eiIn`rdfN@I^O%()r8Ie9ERn%a797#_Fz`jSN!H|t
z!~Igan*PnG9<~iLuhV(}rr_*Kl?%raX{uO)lZyk=QhY<bh6Z~c`f7N}?pY}^LR(Gr
z5<ZN|^XLaKQXdQQ`14U{%~`kg6t%IQQlW`^T^!b?kO#H88dOX6ar_~m?-~0G09$pf
zopUoLgi!vlfxh^D&r!=OXCd&ZHnr%qp&`mJ%u6#I=D?~vxfA1pq8>V-nD-<%Tg0^K
zvld#Q-#KLh#fG*;|6QD$QAo1V1j((-<}$dGcT!vdivC?8L6;G&)5X>`4Bo7wOX=d?
z?85YM>ven+R(+y1opo8fBm-rl#OuL~Q%G<}9s1R#?5TwA{PdN&M<K5E<`d6nn6SSa
zy`KiqN-(#hj;&t(MoB0^W(XyOka1lO&bn$dW|86xSd6Ilv~{{1D0|6F+yd+3^@55N
zQm=lufG5V)P2n5p!8xH@aE6-d=W0;$8#Kz@9tc(lo=&`jnih3T!SrRR($<jcsw!T)
zlo|c|Q>w4zxM6n{bC;HNgzL%6=w>ip?FYJT=5sz$%?GU)TdF6uWwKu9+TUO*<F!Pr
zeh2%xb>LH{O4=bNu%ils17oB*Q89~|H~`+PtsD5ra^Dv`X~NVrufFnW8r0Xl0_Ss=
z2R3j*l%a&4$IOKJyE@f?n6^Q+=pQ@!?B0#os%Qm{^|dT}nsKA_K%6UTR~(`kH1djm
z@@lOknzGC*WE8K+Lv}OysGK@_spi*`V|wzGDHm3JA=FA$(7)>B>8Gadg<GqhB;D{#
zq|{<vSd-c`$@o``a4T7AM5H!6j@*~3ZNvwtD;l>RD<>DYPmT-AGtVb)Av>$)!w|EB
zvDFJ9uX^QKzo}fiF>5Z1JHYo$h&e)5(iYzqgXf>4Eho#q0Mx!?ByiK2iTHOAaC|rR
z{4r$%Gk*m}Em{$~n%*2UFUPsl<fX6WlKgGbit8yYH&d^ZWPc{uHO5q&JBtREtVg+#
z*xpOBoMyU~W<*~h=|QQ%^Gjj4p7`k=;ODl66ekxmt$FuMRO9yJ5j=z{<8OOy=EU*D
z!i=uadFk`?uvC=$SDj6#58V)ai9F6FNqf!%IZ3_q44BfO2q?7p9sLy%mS}JqXj>2P
z{PJ8NDWPI@f_z)j%%)xP8+4m|qK62}QY`|ac3pYR<`z-v=r$FC1_%g#-;(>dx?J9_
z5UM;<ap^BoQO3{Ht!;Jh#5!%vV}kH6n^gJ^wbGc*j_W^dPH3&%dwy!Kdr%DVG(hMH
zcue+n!{(qY$McxdgQ}RkLVmrFSM35-myBfAV37mYika$98NGyv<X+VFb|&u}^Ru0c
zbW~*-*<il;cl#o~5Wpjq$2`N~{S%nWb9?zMg-t_ney9$2AKW|qafqsNN3=+|>;C(Y
zLs}k|Y)dV^$^uO*oRDvM9pp|<`QkX-OkHBIso@$AuB_U9&lvh}2X%FomT(24PL>IZ
z!<9#abq>Aq`K5a2s@rvO>-ePINjAeQi7?ke*|e`=)DnX*cnV3k^kA<zGg}G0+RJ4H
zZQCwGvi{@<{%xdCyE{HZhatW0j#rLXh%1h@lx<IWx(gZV6dK_{=Ul)yWX1cmxcDW1
z5ndcQsRzQZ$M~JuB-y<JfvG6El}cr@Y<tqg8ZsM2XP@w%_`0h3zpA`O-QI+<%JS1L
zG(&YYlQmOfshgihBNJ?j(3vwXr{V!hx7pq278psg$Ek<9a|a4F6*ZA}%=9x0oiVg9
zys%_AxZBU|Wu1))|DqymPn6KJ%F4}jjkql>4OWW5b<p-f@J&zZ+zO3v%ot6u`g{81
zh?z76AGhQ<D+eRWx5O`asXB5J#9I5^xN;o))v$uTb9q{c5ui2Jv15?9)4x^~cE^wk
z<mC4ZZ{?b*yAe7Ro1E#@mSD(GtB=;)(O4j(l`tN_cXSk!=))T0Nks$8-;nMvuMN(t
zC(i^k5+lX+E6{o77%~05xo~SoEGs<%O}L;8L2cJ?ZEC|Ft+%F#+EFw0B-f*a3y{LU
z02n^t*{_CRvbhaq>adQKB+b`eoNiX9kJf*F+hYJruCmFg!Y#N5?Y>U!$(=}hlHCw!
zXhF&et`V>LsQOX)HpFHb#2~0Y-D&aU;S)7=Tisp#p0Z~_%c7}7-Ejboy>3=eL{QSG
zCbGwuxp9D_Pix=!9MMB9bpv-<Xtuk;vZ=NvelSVr`9m~IRFfDDX&=so9P~tA9kkU*
zt&P;B`V>XmR2jj>fl)%#!##itv~fV>Di`j9hNPar*+`H*==p2oXfu+hiHt1mY3D#Y
z`Hfj*B&;%ZP!fO|6Y9coub8=Cr~X~%ZgSA}^@?UZM=$s>o-LVEy5M5FWu@IU`q}cg
zFP8CH?q-so2G{`bf{;gtBjW3cw8!4lbkmQh*rmB26><VU8u-egg?a<|+GhoH`OEU4
z(8<nAl$ps2nZv_<eZ3O_&vE#_+G^(&yzfW(-&tjy)T|P!E8nkUT$dD*Rq;6_yz5jk
zDw|A;UBxhWZSo3_D6(*rS#T{zki>I}G!7oGYr+6PckXo{A<L`Xial?P9anajYFJc^
zhD3k!vb{l-1M44z%~2A>9)Q5!Y}Gvnafces$|V?C9<!z;z7dM~sz%6BImF!CLUIOP
zum{-x{z|vlN6Y6ceLiod#aM}z8kaMD)PNh8P}vh&B?RSVS)DxMUj1$ln+J=f;sFkj
zfirr4JbK%R+qjDw0(*><cIDGd#%<vG12X(=R_~%nd!wp3aU+Ah16_6H*hmF9ES9wq
zDes})Zm*qDjup6#>5%%=l?2Xw(qM-`Q9gFGCZa=g9Xo(goGfM`=*PqJvv0ln#Y6jg
z1n~dWSp22&C@eWCqb)OPtV+}N{5-0pk&^xP3epi&V{jdS^(+ItJ>|3$Om5L)w8MRc
zWEZmHe;W<|8X1HAQ_>jVUvT;VSpNOZz2P4u3Bcc&Q~v8n5`e$C9{kJY-#;LY|FZo1
z7pIT^o0ot8w%+>}pO1gR6T|$MHK?CFF^jfum_X~j$$}D})#z;8Mf{{(ys$lw#4|8a
zl<XGrT1XVMGixHd^3OU$Q*EmTxG<}5s}`0kV^XoxH#g7o`r;ya2%5bha&jMLwO2Nk
zBntg5)r9W9y-)T=v#Vd?_#&6r*W4Wxk3o#1%Qy3R7T0^=lu9DvwDtJ8<&Na;sytTO
zeMO&P>nTY8_>6_CS4Y~w@M0n+a4@4Tp7zr_lQX8dGD*F-S-n^TI<<$U={CWRPrDaz
zv2P1vg}A6<C)Tor1NDl$8LgbZ$CaH_AfzCEZ5rGS;`M*WlyXj<AWVa*$+od<{t-tY
z>J2kh3e5l#DjKZuM>aK>?@!jN=*|o$cPr}=&8tbm!x;@Ysq7!+q~E{@69K<G_fWN+
z&su-dt?+W~;j0+M)%&muBigMXrM=!VOF>wH$P5wdzE?S+$s#2`ubL?irD862Tj<P6
zBoT!UD5Zw;>*Pd2w=WHpPUq4S#4;&$So%I(zxkf`o+Zb`5x_z&@LFVs-E(kep7XE*
z{W^LS!nGI4g1Y2;Y(tKuLl<9^i{LDa>jDq~-|q~oWh|dL;^9ugSt>&t+>f<AV8s%O
zSDGVL;emtreHsc+UK@nvarI5WrlMtf-YH@A?h$ro`(WKXLS1hfa3pF55B2-4N7}KV
zw1?F2Jb6d*6)(hw-$FXvf}G{7fNfGjCM$TX;@y%KcI||z;Or$+9<7WbM4Y9-zTr2Q
z6^j6Kq4x#dFMMCMDth$On|TelBEL40LHBKqzqfE8ioK#|UkaXBBwDwrrmISpj(|_S
z{)(_l60`CwPGQxV$Ec}j;6xD>67Wq2ob@AnJbP&@feO-sT1{!3_JZ|y-#2E$9wH6H
z;Wn;=to1#fDnk_exjO#bJsdW$bA5{V>^lUt3eYVBCQOY1wi7K&S%)6D<Um-_tja`0
ztsJB$rGnzdR7u_BuG}YP92LF<@rOat*Cjw^7*pxy?F!)YtN#5*hA!{reTWAuh--b+
zO9%E<*Ynymv7kl=+3_Qa>6KRtw`{YtkYEA~UWvDKjzKZ{)EK)ZJI>T*rSX~`Ol)gJ
z3BnJSwQ>?~OGiYKA69+eKSE_gyWsz`73RM<D*fI7vi?R|^^XRS^*48v|GEZ{^*0Bc
zf7Jl~lJW2UFTc+EZ{Yv(*9P!c*8YbMFH9_q?0>GpzfY;vu(88qMR9dWXOti&QPtK8
z2ndj%ZaRM`<L@F*xE6}ZTaXTce+@e&wx=Yq{$|4r_>$09U0>g(z3bSRP~tkvU1`>P
z8Jb>s8a*U)X3txQBc{>f)4Z0TV=N?b3QvQ0_4QdS|Ey_kVSWh?htHZXwxSU(j5z%s
zcFf7UceS&heD%rpcJ{8^ul*_cL*eO-9p;4h=qk?+Wka6I7a5pc(T{5ME@dU6L)*RZ
z`jAHQK#RCQ>Z*m35u<s=_^?;uy}9@Wx{+Jpx{Ty;4uYA(2*fl-YBc2};}xjblpo}>
zJakC0aS?W$6^-U=VEgY$TWSX#O+o`+1K*8Kzk5JI+Z<<>(%ud$YI$nwY5p+g=IPV+
zAnx#nhiX-3C#=sVilg!7v#BPz*d4deNd5e*bwp}a{?XT`4!N_Fqjw~G?IQ%$>XG;Y
zu1(!OJ0|I;3DR6y7bMjJ-DJ!2E9={Yo&B$flVMtL0=}RrF{L%myx9}YB43Mv|47|p
z(<Fi*E*;Z}E!@x{Xu^_>&-F0ad|vOGC=&XCAm=J0=ld)Yj7H9I>Ogl=m-HMUu1GD~
z63nDQDKWbpLu<lJORE@vRwK?8r<9w}vc=Xyd8|V6kli9&)Acj0*Fbn=4E~l)!mICm
z#teH8My{AI+=12*`nq*v*H$+aEKtD0*65i#F0)=mkqvIEk~Dw`ZHhpzP=SE!oBo`D
z@iV}fWJc|Is(>(AysQy1_Sa(8H56G^i%XWefs;zQ>(9IbYr_5QJ+0sFiK1B4s^n*)
zaJ$SjQY<1cYS?LBbmi{s8e*^o!jxayS!LvvZ0zO@S4lD;j9p<2c!lfSzMm+Mo|4Y-
zTDlOQuJZ~+@Rmdi9}wn1T$6glT06ZWz(wYo?ZU7rpT!_NWBX{QJd+nZb1S2nix8@s
zZ37Wn+?5<<j3tfc0VBy$M28(#^mQgEIJhF#Nu5K68W=`+Y>bhuRp@N!$27Y#dJtxu
z%+~K3#mc)ij$Kt~y6FG5?U;7BK~aG2Jlj!uFZ5ds3Of2Xxz5<wUTVt&o9p<%@l07B
z>o4Hi*xc;+;_)$+%~~)T4rtM85ag>c#QcWH<49kZOxk^OxQ&zudTLs_fL*-<1xtFH
zb6FI-S*8{vh_-smcr+Il+TCSaz75yp8=ih<YYU^PKE#}4WzWzw!fWs}Tc3G_)1&7a
zBV1}5k>tb1Z!zO_x)!g56z8lm3&d$rF5=bVi4$+;FX5IAgk89g)y#0X@e-;kP{ReS
zBuHQc;L%56Y?6_J$8&SwZdk~MnaHJy79q%H;C7b!Ua#obu0X?RSm?l)kwZw?zuh-A
z53{O9Pply*DUQXRHhmw|C&3sB*%5MJ&yq)n{R&>j=LvGBxN~r8GV#%%aZQC^x@O9c
zS1y>Hx<gsj^^1nrxfCu`KYM;M#Z(*TGH_i@mN!f&EmjP^h=iNvcEE9g$_i%Bvax~P
z$+8&f>cXk#hB)nps_I6OfiUNA+pmIqE0&EuPKn(r?TbsdJT;4^+j!v81VT_zI6l(Y
zfxv_?bJ_;dH(TFb)CJGjj`WS?+*3@6*^0QO3<&9jkPRz%`*#iWo^o7cROj5&@(L;h
zG-0}-M~a<1IVP{2UDcTQ!@9So9=ozUrBXa)E{kZrYg1Try>?Qs`3xLH-)4kq2(Q~%
z>AI}TYRqN)D1s;UH6>hsw!rm^w%@N{h}VtQ8XN|p!_+qVcq7ifyndyY`%ml}>rdy+
z-&@!}?AtHD!#`OeS%2^F|Cjl9vi?pJ`7c-@S^seS(*DW&2-=kyRFx!u^E?(ba<;Iu
z{rQ{9+}YXQiHm{3!129>E4`hg8H0hL69W@F6Ei&{Gb<b8TadG+kljxg>0e}*jJhBX
zX(MNCW*{3q6DJeMV-!RlNzcN{&cQ*%%mJilW8nm41``lS&kp*JUH2a@VKNrBR=?l;
zC$lCW-~Xai_Qs|ROdLO@Vq#|n(u02fdy;W*(lfHM{FLG!l7W2F=sDOJ+5i6#>{oVi
zFoFc*U}s_dcZ6aAGSM@$1KIv26ekNk6FbN`{{OSwva>g_H829PhC0zZo0}N9n$jED
z*)SOW=7p>;tfru(&&<fg$zX3_Z{q00plRo#uWD=I3i@tftuJC{V_;#cFKBFF4<ZW%
z6^}np(EoM9zsPeSD5u$(*g1$mPX?6D9PC7FtnBox9E_|)?5y;Rpnurd{zXyv2W{!E
zV*TH(1NO&28dRYF{Shb=kP-Oz4w$ynq6pf`279MW@;Ve&8uLdolcJ-i3k@C0NM8m)
z2QDBFBcn}_1H1)x+Aa2(w)^&Ct#N5d*rAFmFv^wxG|lOn8}s;p&4_d4@yd85Qf2*a
zNY*uZJVj}zMpY#Ub;t|xA|hGF+ywY)(#++PvPq8Ja8+)2yS`b%ycJdBNO;=lbHj6@
zY55AYcF_xa`HJ+t%k_l=TW2j<(oPqyJe^h$Tz8z1G;U!*wch+2)Ewp^8@)nRie6Ku
zIt7hUX<UWG4nMecKkDAxYw*O%*paxmo%j(Mny(~fQ{fa?%f&DTTeu8p^k+)f`inNx
z{dR+-2Z$hF6->rer&5Y?)sSI^a1ZRxc<ZidwhV-a`}jOjj^)&6yq^!n{p1ta!8H1D
z#E<~%TlxH#Bi|2#X;E+Qf<pV<jQz|`Q4l(BAuhi1z_@~2dwhM0MbDql*fWP^XH!25
zl1Xy1|BBx3PJWtUjlZiZ*C6R`3Fa_}YWV6@Q~~CO2`Q^Y`6`miA>ex>z`c`!Q6Wi(
z(Mol1EQ_y~$$l$TyjW85yDBupu;%sWVU97ETdT%EPAV0tJsF~>sVZ%PM`g|(`gOy=
zv&bmP#?P&AjUCg%#Sy!3*wHM^z18A;WP~yJ7jRm;pT`g`P)hl**A7%?fTVzJd5+Oo
z*SKH=SCsEslH@qX3?0y$@I>MuDy%f{?ESRs0qPA45_HRbNz3PBA@`cJ9Q&~&vj#qx
z_Vnn8rh@3MtzN8znJG?N;E>=0FIgG9la0{VA;d;PYt=BSm*y|Ev@Ks_{00cRJU*YL
zMo*$FC@;a7N1z_@M@s+r0N*0OtiyMUEIJ#3y|F?mDiLJ#!%OQ&e?q{<!oEmxMWai6
zzRj@^gHh2|f<qL^ZMhsI%?pLRG&Dp0J1d#CS4*-&103Bn$Dum9VAMia1#fu~ggwn~
z{8=8$+wNt$3;cLQ?NCx&5N{AMUq62Cgvl9VM#OkmtKwE-Ec{5*7|Vvc-bNm$gYPRj
zwglV!*#LX#l8CVLRbOV7=O?sv?_mA0?pDMb#x`Gmp2_8|g$o@j3gs`W9TTMsV)z>}
z3=b9%q6KudHy9@z$VfQrK6rSHZ*^4zFb|my!pAZMHSKmjzg&@!jbNX2Pv|~H3S5#c
z6zcb#8daK-m<3tIRCus7cAV2MeW0(&jV|tH9+mHp$S5FrT)%%nKT#=z6t&r*LXv{-
z>k5bJ$&i|wE9pf!>{|a0L7S8+mVI}Lk1#^Vs^&)ttZa=6vP9k}EJ44?BA=Md+ku7h
zXkQG<)3MXOzHb(UI**4Rf2U4zRDodB)F~ezrX%)xVowb_{6`L!nsNG(%fi64)k#NH
z0C>Phplm$;5W4CJQAy|L5p!>xW$M1DG&YzAs_ba<i_d$t^XBCbdd4Nt_0r#jWWNMk
zURf1<8S)!yMDgn*xB2*uJZyUjphImT2~0Z0*67aQ_+sh5F;_0ytD2!ksQ!`6!zX*A
z;!9`|FUq{iCy`Pfxg@eC;|ct9xg9&UfTRd&9}PV*Q*^)MNM!M5_+ZmgKBDsTI#yTQ
zMFzoTj5>Xr!Y!I3XL-zgL?2rBfEjXESa1I;yr(aYi_?7Bq2GNz?pn-Ar^CGUe#8?0
zW??QrU^^>|#k^#Z{kqOB$Xv2s&{>+=VI7a-)x)gW_Q&i`5AS80+`2zezMvj>`h3=`
zAEx;zg~+W)Ei_EC6&}Z&KT(L4`mNwaOxbkU&>Q}Xsa@OPY?8K4Qiqfm^jY(ZmpvEt
z%?oc84AR4T$ujcpF&wtrx#h6zP|~t(dSOXkBaj07%gy`LY3FkV1(V5fgqnSGY^f?s
z4z9rIYIU!ET~elDUHy@jJA-BY7l@dZ9hZOB!~4s`=N~=1-=}Q<h~Q!SeMaNIu7~$?
zR^?ywezX2D_xa}(F6&?BV*YQQ!u>shhZPi6_*2clPH6nf>Hly-gO!c>Z{}2W(RNAz
z5x>SR2-6$fhMJZ8`n_$00K%f5ujofVY69wvW}*3bx(`zP4QT_WF|86h3zopjUE`z8
zxwHZBimAw6@9c^?lJ-#pu%;=TYy>r@mCD9=S;^r}j>FW^9hZ6{8(zxXpfFL7(KSf=
z0AsN1{Hw9~#Gw6hJZbLoyq9e+=v`07sLFM%1PZ8fe{+H`N-I&Pw9;_msN>`#bcn#J
z+}gH?X)kNhhMGlu0bKAMlnWGUGS>m(`;1EB>L8M<j3)oN{XLec1(*I1+VRBiGgXt0
z#EYWQK~nO=RB|GyT(cP5c{%oIVFMZ=GO{&e)KSyup?W%cj}&WYf-Y?<?237Dz2{6)
zY{hv@MRxY^!mQN3DJ_IWm0SvhQzEVL?j_KH9~64i(NL-`B=vmgJLuhzr@F0|OIC{`
zm<iC&po)w*N^G&K&htW}T2`@dD|`>cN$!LlU-E`$zP@uz9Op7U5p;opsv9qhYZSIs
zG>xqj$$7WP%#!7HH2D!F(*}fG*XLX3*eB3J>V_p%EIUPi-f#1LXwm<W&FMwL#8r8F
zv+i3~3h+D4e*8zC)uP=4iPm8cq239-xPGaM%3-qA!tR<)0z;=dk$Q|pk-3!u<*QrU
zd6ey)i<L9BZCzk-OiZjTqcqmYg;L1q0P#6Z$%z4$zm6ig;=$ZZ1M)R}*Mq%xRl*A)
z7H{-ifJxR|<|Co;7!r$Q=bpJY+fz6O5`DtF)F$*^rTol4X#{?i#NW%^|7oBMD4OHn
z4U}O4vI1HDF)aFPqzv0%qtgC6M9TDooBdCu%&!Qb|MrnG_j$jZUBcImJ>Au?A(g5k
z!_{3U!;!c*CmN60JRf{OArYnn1#P*=^D>h)Q6#L*Ckp;lfV+>j$o%w9>R3(`r<JeM
zX(UTW<3q+~=(gj*$UJg;Q=*{V-m6jc_j&CtGcBSIX)oOd`9SaA*e~ggxwtr!)8Q$&
z4_WraVNt)~c1?+znifl7ZXIVS9y~U61FA6umWwW@?A@qWFLk~RH)##$*bc6MRYDco
zghUZ@N~`_$sD4gYvfyZLkMFv0psUukAh}-MTpwYiD}sj*r{GU5(eLf_aYQ6*<7g-}
zHg0@>N*((J0KY2o0!Uwd?XxcE^#bTCcmV|3W%-Pq2J@d~w7mc}r^)eC(R+Qm>c{za
zZ+g;i74&`15BS%$_tGyPHsl|v7}{^I0ItsenM+N9&5!GtJ<@o+dG`4r3Az!~%?p4a
z`x(70_yxe<Mh5cI_Ir2%L@2<Ri8`d8mHv>wdpf6lM#Efv^oY1syQh47zKsD%jBxtQ
zEAT&3{ZC%~UPS+=T>W2N2T}REQ_+c{;%|C<1Ic{833~0n0CX)+yS@aMJ!9R<Z5&vb
zH6%#aMN67Ejvg5)Nm52jo(kZrqA3de&GR1g8&x-_N^3ZN;<K5t0bVY9fVKVN`%z?$
z5_v@Prl8O~?l7T=14{C3lN#fAO=NX5W;XftJ!n9gUq~)nOvrrXT1sr%Uhfnzxm372
z+9JUtXx|i<qCrC_L1>i`9vNGw%<EE}6~U^mE`*nQ2bW!lGa8vy%2#Z;IbkvLSlv83
z^%Dv658k&mJ1uEDTg!SY668s`A7S9pg$hOi05{5&3O+iY{&JHSfI%t43qU%fY_wtQ
zi~a@8yw9AK^b25O@2!-a+)=?dQBC|*G)0M@&c`4p=fCXeP>(w^T|4V4Od)KMZ#hQ6
zI5PJ*@+pnwMV<6tT^**sdCwp>eHx8*Vhfo(gCZ1G#e4=wnH7FDG1VpIprp;BBMP^E
zFc>BuLYIG#>K8&)#Pl~m^MB(S2Tu)WM`!Q?&~}3NX<1X1WL>7`Z}qYDS+-vttW2W_
z;}5s+sIkCNB|rPt9+fL<$RFbD@&ZU`?He~TdV1S_7OO#c<*+>PyhYKtV&<>qsqwU*
z^d#4Q!QZf)Rnfjqs`dg<&pn9vQU3xs9Di!I_ulzZKzI{l!*I;QE~!7xeh)KEef_A|
zENb9mZ3+3<gg>@P62f20>d2=H*SMb?M>r92OpVXkeg^jfxFEigO4GkZ^BMkm?HbnZ
zj&Vh=k%=U}#c~4ZIPiyLU-Rej{0Wv9KnLZs;FYFZ#4}|3&$MmR<=2y?{HIq8=^KQ1
zmlZF7_MnJk*cSlE+MHp6lA1k^Ka4ku8n~~J@Y2<6-#6pvv-J2}f_Mi2ZD|qZ<##vy
zk5Hec(=WwO*{MqCp2>J%Yie)E_kA{UUH}F1&m!4}FMuB>KDV%5+7IUsBZD-^&(!kw
z0WW|pDgHmxtb&r*|B(X0E*Q6XU-}1<h3or>XOI2#o1yWm-4_5~{*6y3a`6kmo8KKI
z($P8L<JBbpX+pLcC}ecEEb#^Kp_Ne2=kmbE@ddzm-}L<c38cj<&@KOx0G9_8pup=q
z_OQKoe+e?}$`1*5pQdLo`%Yf~zP5@Qo_`*n-{8MH%=1}g5T8wdyiZ?hALc7-PviG_
zgm4V${>MSFG1M2pm@donod;hFNRFxJ?Pr54m&bFEtzN^8Rkh*KL-=6%3PC<*nCQ4~
zQ_ZUG^=?R9srN2V0!=0U?4zgb^ZK*u;0J;iK(yl8=>w$J|3lkbK(*CwTf=E7TBJA>
zEn1+sdrOOz0>zyacXv&J0)^rfDBj{8+})+Pl>~Qp2@t}Uo_mkH?>T4u=icx88H15L
zn*_+-&yqRUnrq(!wsXtM_7LKE_W;Lx0P7hzP)p(&=z*sy+XAn`7x||eZAmU9-%sCl
z4I1Qh8)=Xqou&CqW1Lf@?kQ+#G&Tm3I5aZEut>g}{^-mjqN!OW#$6uxoGt^gf<?zg
z<1syIN{$FD*%_BLGP5u>$K4^5e&OYp9fxZ4G;+#myR8@mEUYffRa7WOfbaZ26?)lT
zvD+s-sp&i&M@J2va{Ioh_xOjc{WH=>rf>8eBtvyKY~kR2148rBy1NRGwWFhX-}$SZ
zCO*XtkP*<r;xhU&$mAAbk$!5@wg81`(e)`LUg`mlTUwOb3T0DfeV`{bceuUb&%ttM
zNTd8?5A~ls1Y1=Z@9Hc({1SNibOO1r8nFQTe^zJxMWHp=W_i6?cg!FE>P0Ncl*yxP
z;{MZh@s@VUk6;Zj#$7J_)kx;bxI^DS0r?eZR<3jHO!!8NN#HFXqs!8YH$iENs)|-s
z)48nPt@sv#xSM<w?mHCyQ!7_1!hckPF<enX66dkUnQ@5Tq{K=cwWUEl{ME3JxF+sf
zbrbtuUs)N~D%Sbk*?61rmWScb%i_EL;Aq%5Rc1?UfrD1qvs90`BKMW^>(<l}<7K-v
zCr1t>>6i%NRxe4^gLD2KHLhH8A*r*t9V&msm(B5UN<PSDQe#t#<Z@eV>(7GRv|yE~
z_>XL?N8P#x6_8m4`b+HqXAlQ#qo+0bH;F<w7hgow#(O`&&h<=9Ze;1Vp3-I&pRA9{
zYbwK$#mBu|hW=-_2}!GiwbT@KoQkB2hxY&!=3D2}HN>kM@u`pJR-ZrnSDSQuQ0aD#
z`vthuOw<)*?`kl^btn82!{NmD0DM1VZWwJ+>C#sI@`rnXi8UdpZ>G-K@6B_1gnHZY
zmtSqj6X)TAjA-V}l8J2Y;h?#1S|_rpaK)iBTZsl8+k@>mc*M76;T-8JTNBA6f~B9+
z_2)xK2Q)pW$2q}>OlRw)?Xan-Gdq;n#_5H%iaEm-;k`LlH1pEH?>!>nY(E&PWwh%5
zSsE1%_@h+npVv`;x3CQfJkY@NV~@K)cF?)%tQOLdQ%{2GK?%;8=xys?Jw*{6ByBe=
zmMFPRleP{F1O{_@%Cr=(6$mO&CK-HE;zad4yQPHaR50ko3((rV19o8QQ|dlK`99Xb
z>Uho8PnZ_AN$ie^$E9746Q3SLPhEVUgHrr(wp$UT{qXj^15LDUM!0Y6K8KeFa-$T)
zWc{@fHM>4~q%QFpeXqgWqllFx`T~iXpWFRoup&J_fz!*)P7HDfoSz3gCD#VwCEYQ<
z7V2@)v?8W^#Rgit-};ua*}JK0iLdVA$Xr(+?XS^G6O~MMCxLA?IXVH0X~*3(os|^t
zZ6fL4P99KS4&+TmMvlj=<fMof9quwR#HW8p8-3l&x~7oKlnH;xsFzSZ3n#4qv;B=9
zLx&tn_C)mbm7N@{jp9f$Ueg!EDydhjFBj5_o$2TIC=+N8+gRl=JpJDIbn#m*^j*ES
zP|K&xC8E<?w}pXa7o8EYvfh{^o`xNy)I|Q(A0j?7`UCm>CzejdwL!lGB=0EL{n-9=
zz|kDo?q6`Th>U`<S@(d)RJVc>zAnz<d;{nRnTXj5w=>Coh|?Mr>?fgohbwYp98m|O
z;XbLXwfv2zkj8noF7+3$V;fbGEf!G}&Z83rAP!*q;Z@Q<wmlazMJc`()!Hw52TE`;
z=6?Uf^df$aed%IhJJL!eLD5~o{gQLHakwm_lZl;w(yyP6A`L-R6#DDJ4wx=wVq^*0
zSVTFCMNEP+b1iptrOQ%sI&(K2+IZ8NXk2uOhc9&N)15emuGJ<tuRwvP=B*H->Z}^1
z8A?x{vFt$1GSX6Qm*qy?cl&m|rw5;x-MFs2WhI)Bca;^(XKA$(Ezb&P9r%ND`EwTY
zAFk<<;}N2*+U6w(8<c~VPTz`A-2*;+0p1bSOfP`?s+SIFHuUp5j;<N0aqj`;(qKfm
zE@1Cpx!&+YLMIzOI-O@c^vucl4<_l!RbBdb*_gW!G>C4w)gZOD3<&?T58qzbF{gKz
z7=>Lir=6uhvkDb+hsKf~E%D9|#LL9YL0^%83%kb-sh#^HPEEHq=RZ-puOct+C-c5r
zMq7<TqLL*mQaa@&ues6W`g;KBN`zB{lb);EW!xdB1$D1`bWTt1mk^!&`uchhk4@Mw
z(wL6`WET4Si!B{ia}S_vNxBQEZoA_MY!X@fQ({_ZH?Z(EF1%7y<at(1=bu6nb~LHY
z41(<VU=!>`8P{b?%0ey3ZH@&PZNj=<x(sOfqIM$j1?14w-#EUUA>M^<BNoAX6r`6~
zZ4t(qs;-QS$8Jj^R2Bv}vbgTW91%Db>U)plb=56z8m}@zB5SUF?nCrad4XCg4X-;M
zHv1*I+vQA6kInBUGv6^o@xnuvlr!8~8L?1pch;J(b}K~biE!{Cmpo?x=k0CM%>7(j
zCG?q7fX}pMl$BJ$BzZg5K-Wkb16q86+$Ak2Yn?xu8$(9swi;q&39#cV|9jyWOFO_+
zzF*2TQ>ONQYAm-X4XT@YhuNa&wCcq3Dd8#W8OYgSDQT-xFjrpQWmFE_HvrPbByQ>Z
zY+%ufhxQHEq;`AahWFM7bTj&z(u&ABmNn~ny9OCRt)QsO$VBGU{?w<g=^ns1XB(_p
zRhTu-o^)}I)bbk0Jo~e~|6i;hc>qri1aCvHwOEdQ5c0A?ZTt8(_W<OL+nd0!%hbCr
zc=1Rprl)=HXuBcNG+m~;O|omTyJ?bIeH?xx<H$1$Zg4pkH<akXg0**w6;h+IxcbIj
zgY#)%flgpVoUAkJSzN(Sq-H@>R_$Qe7*?suw-G?wkSLqT{E$rd<-`6G=a)juPbcb{
zb=IY|?TPsOKUmQ{M;GcCrM>FQb&&xdnW5cq&LSR+?fCEVDzqVS-lJl)GSjJNRf(O4
zm}Z)8JYJ@N`T<e>*eSf;B&BJ^TbA(NgAc~-?+}KIm{ceh1$}SLQ;FiOA;IS-jn3>p
zaJk$$8SWkv!XD^Uyh5?oRL<GC5~wW6En~3MWn>A8nOg}H>gCn;(XFVm->KW3o;cXO
zvAhzzblq@GEcA`9^1CB7@TL+cQZWo@|3?|i@8`t5zQ{y0)^G^Xr3*wPy)sC5$|Px9
z*Fx%9%V(1A0l8zpd8mJcXaDsa{U@+m7XFn4sRDl9cFt7B)^iiwn(JrAo}DCDeXHlr
zDA$$4S|WUf)&ztwR-8PFaI5?bS{pVr0CImxC>r+4Y&0c`Z#UW%p8|=3Vv*;lYINX)
z_|@)=GiX1rH52>|fyEqqqT0cGRZ{2g$fh-!u(y%fVKbbWe$v!xMDFnkxZ0WeB8<q6
zA%d95?A!Unbp3-ffu=%%%*Xio&=`Atn%0FFknR%k=SzJ3qEm0i1!Ug6(AqaRo_j#u
z$k>EHPPwE9Jy~Sm7>v!6TG~FLxwe))DL=ow2QX*nM3V5SOJjv|0muNV6P+t9pY-CJ
zGfJ;O>x~?r*)%SrhThZyXIGKu&y5VZz5fZJ{~59WPuBSV&JXV%wyi-NuJBIF)RwQ{
zanb0YUv#s`2*M6<JO2ma=HD)`y2q2;p62qOm{HQt+X;9uI@X=p;*Sp!l1~_t3~A~V
z?3l<57qz~8KFphM4j9|-!nqs5AHmT#&Pm;WleaoiyJaM8;+aQ9ImbTI^vL5$rxT@p
z?iKF`RCNRs0|1Rz`*jy-5`v(rqW+Z5wOLTX!8Ok{O8loL2{}bM29=M748E1X{<|W1
zfw%^!7Ws({LfVJ(7RL&7V}NQ2<Bvm~a_ulNv*3?dF(r|&WD%q*{~${F1Veadra?J8
zrRO}cHW6=SK~+?xbmyZrJ7ZgnlMg2PLp5e`i7mr=$|)tWvYt-;!L7V;X=27dpI#a+
z|8d~y`_MbD9yp}AvqkbU9C`6WB=<%*H>XG7Op#`=$RG3tX1u2u{q$DgZ{4z)1ZxYK
z4Q9lx;CQuCo72vFfOEqboHO=2tnGWS5T4c3^1k=B9pD1Cj?D=NTS-ecJE`62mFmVO
zv$~iy+mCuNPS@dA3dw7=b#Y#)woZlS64QIjNtK_bs;exvD77?&Qhs@t->R?GHZJU(
z{`z@>b6(y@oE|NBC2I=W$KCf&aCuw)MX@3ZLM?SVypY<!pStpkp&`-E@W6?`zxyp{
zBh4UmZKlq$Q+hVOXS6KVARFPlaINDi;oYP@TM?}YUxMSb9%qHKjS2r(mh&fk^{3$W
z@PD|*_;*{+?ccfLk0Lk!A|s(|s*5_DvGMA#G?$5NH_j;}6N{3a(sYkqIgpey6?k|+
zOlaJD6)zXw8bCf6Jy=svq#CEGETvDk0GaBkKW>e8vNJ*HK;HjTrxe~)Xkt0!CYlf+
z8Fr*55oE#`t}6+FFo3wV7vGuU1WL}>FU+5$Y335$<=j^I2)Rouaw=9&96%_@-pKtl
zXm~NwSIkQp=QmIW{3Fub-;4NT;*eXrFelGY5;YS3JcldmuPOUq9@iz<_GVitj-?N?
z^F(qXV%8CZWZ3oSK?f<x!%`f|KUzug#5645=QpP)Z2efd2UKgpzjEIL44ps%d5F=Q
zC)2+6b)~#Ajn-bbQd?fa?|GqRAS_8s^QE<OBe<pt&2;fxD~7IL>PlY3gx<AUe;hAC
zs?OJ;XR1E2A;{5Ts}ngzYmEL;TRWcno!ZnCIoZvt**mUBFgD*_U%6{vm1V8-sX>H|
z9;5;>Grc-77H@~k)JWfUr3SwTyxnSLOQvf*PWUOO58X9Z6%XW=9BdrL)ow|Ty3MdZ
zq!{^@(G=~_SyR?pVX&e(GGdrcdWR%F9*u?-Gb*D?fz@-8z`U~?*T1Hb*%lefcckO-
z-U|7f`}tQc>Hp%G?BB4O*H#B7(Kc!8gX6qdi_)E>rzN@?jRO|M6MX%ejM!Kxu~Bd*
z!_dFI+!=(PAlsRV9+NFON7B58NM;Av+st|-a`lPV&Hbd4n|MW6VbU<|*+I6at6CwK
z{?#;?LDS-MsRP(fb8&z@JW19(MMhPiu^fOZJi<C<4v#Ta(4bc7*EH`=UQ5GEqMj==
zV_~h-g$y0d+yj10tfoJ2;q<t&a+vygd|Bw^JC2-9<(7~|K;dM^pp+l6Tt(IHx~yhb
z<I@*4a`~q27ImtVK?D8g`#y~BEp%o|lZcCA6$ns&SF=uQ6~b7HSMki;xhF)J0UO)B
zs1_o<Dr;dz54{VVFk<D2-{eyJs>&S@6y-7^qQ$B)ArG8wooP8j@=4QCN&9+s(8=1X
zn#O}W{cR*jJ|E@#GgM~#(^miI9Qivga@!-hnhl4Vp?-e`s}wpiM3<8ZV^?6Cz=bU~
z&D-4~6Mi=6j~Z)&tgMa8gxOrk9n!n}H|2UJ2_e}flb{;Hu0%~-U1f;$sX%wSdjNh1
zrnt*%Ti2P8+&f0HU}y~$QBw@?XopaiqU2nRw#~K$@U~MMNlErJ+({&?UBH`lUPzy?
z;eEN<&Q-t-jrUb1;2zNbWo7gh4GP-M1=AgWbprZ&Ol8+cGKMGsqA3c@%ueZ5F~p^P
z?C!cnl;RnR!YH|9Yv@%za(5P>eBWkE!W+V~`W#=W)z*LE8PePmLIFsCMCe|ZM$xaL
zRhyiUh8`HdL~35Gpn9V2IP|8`w;OVBn{l=wF$dF2U5g;|Or~82e25~qxQD=5bXWL=
z2+#KL*>vHF(&(fj>43kWm~H2iDC%hDtEAG56=@=^Jg+~J-2a?W{cnH%AEd)yVd6-t
zH@jo$5(9~e#uZ*t`TeV`g_x?F#mV6X??aQ=w_J}R0=c{>!`I=WX6C-~jI*H!6HxgO
z(z=AzRnfvaPFhz{t}c*sw@Z)~Ss~LcK1+RdX~QoS{l2i}sCz)SE^fMamI7vQccs*l
zyOy-Uk5H#G?!LMjmy_=xW*K*r9FT*&O?gGfXDL&Bi`!NUvU9Rhdf8+{gt;1c5K@;k
zs(dC+{U=tC^(fd_f!zi;S&BCF*z1{P7L7ZTXNMW^)!5oy(WV5eKI{_&A}x@dn-_Uk
zmuI}=hHlk=Ybzw76-QczelvnDc3zTCt!1LEkgR_Wd7hP16)=sYr>nOmZuIW~H^d&(
z?Rzw*x?<u-dGjEVqvEHcqqFC-`QPAVpkvNE)>qO*ntk7XyEo!B5RxPLqAPpnmw5-6
zt<;J{;{H?i9h!?v&^d~J{n4`A6%2@wsTK#W|8xlXG<4FZ>PuKVUbQdK%Qjo%086&1
z^>*CEkeskM7rHG*_}TQg61<Cr>z!avP|{ib{OJd<wD~2*MmXT$R4~HLzaR3Bx?f1;
zS}U1m>G?_$B;Enef+!oB*!s~8YU(b^98$vcuDM}Dpo^YFuTSui-@Yo<9Rxk>x|#LU
z$Ll>xYTs18-tw})2V6e^MS4u{b-^mH{qsXV&pvo{Jq+66{0$jv#oGTE+MfT{T!lY`
zyZ_a(hoXN4Wq;m<1_u9*75|Rg`Y$pRjIx8Zrka#RM_uyRY)7&}RvA3{*bCzH98VwR
z338l|P10|ERkW;6(1E|pIA@=hTC;x5Nr)dy!l-kv;mJKlBr~Nt7|(3&UmmnlRn~h#
zGc-Ep@tE7ZoyJ_da>`OKrEj0s9tV7WR+SE|YI65lNZV?$8druW)VHLG5}mgQOe)k_
z+8UpZr!^7u%>BABH)n`%U(cBS`Tqr=)N7$lEDQ;;bK}xPA&w%m@I(h(pPgBnk*3{c
zx6$htt>jnb4P`eK+0A#LH{M>+$4H;JjKuOe$jxT!74RE;8S>vMX2SCMobCb2cK3kq
zPcL;(q9L~TfF8+gyc=(ayN3<jOYN~o$8GRPOYgRUZ}$M)>IxU|o}kLR)y+eVa{Pey
zXiWNAKTnnO(UqeLnTj{Dy#iT)BJ>Yz!~S?y@))hn4i^#7*5J^4073EfY@Qai8m`%k
z*SAVT<AT>sZ3=jwPYj_X%NeniaQqIqvp$@AdfsmvLJ9<@Wv&@aDYo)C906=1VZ-=I
zD~XLoJZ~(QKE}!;G^VXo!_J$8wG!fpjLuncytxs4Eu@<xtSK8)@O;T$z9IF$eaL@-
zGXJ+e@vrauyKhYQC79tX6GL55Aomq5($ix~uqQ$2u>a&SX6$%i#^VBgE`DP8<?mU;
zp9o>C9*iCHByN5EHzz{`!BJ90uit)O$89FmBjA9|dGH)QvNz10*PsHvdzxlLv7p~U
z_AI<p3;We0!US;)Vmck3)7d1YMU^j%Nev_L2a$`gGBa}4N^23mHXsaL;j6*(e0DX^
zk95;WlE!CM^$jT)YYsJD6Ujuvy<?c$3(n}aJ{oqy9Iksq4hPZ=<|&$Qz8N-$)gQ7x
z<!xUJh&W|aemfyqC6%K!>nzo9Hy<cQ;2kIRP`TC0c!Eg(HG9v(!fYHgTRz#n*o1r;
zJB@Ibf22TZJfY-h!>kT$pR#zXzc3rT4t8@8ZMhS@n3!4YO+b<bVO#%%ZU4*-Xj$l6
z^nkC4_uKaQbCCmSU5Sv*Ey(Gm?R!h7I%4ccCT{TJ)-v>Nnp5p&mLrSbs}f7N+Ql9I
z&L&M4ax`AhJ;33ciZpS>=3hXZmuz1#-T~k7LbhLDlQUwFkog>}1x^>!S))?c3pMn6
z^&y->ezUqld-f3})f{sn<onjFxQJFln%1SZ1@Vc3^sXN%_DZpOPtkd6A7Va56Ml!k
z4MgRLJjnmdG@^EJOE~vN4%J)HOLl+P!_z^_!Qdq_|ELCQm8Cr*7883$6(?LDh(#W$
zU6u%s9frRR9fg5biKt4<K(`wTptm*4$*tqd3s?@<J4Pt}PNmALK3XluGo?28P=?F+
zH~IGaBvR;9H|J#@%RTE!ZP@4XOtg(M$H&~Aa)WK(iAxXkru~%>m?_Z$+DoTXz-vAr
zlA(03R*|;%diDRq?*DBCf46{tOP2lFFaKk9pvCW2Y+Y%{=gwvv8!x0R#{I&WmNG_$
zH$K`(dj|ZJ^%Ra%FrJ`g21{or1}dd3SY6g(zvAhxBtS!_rA{v>HDP2(*)@A!Uz;o{
zlDDu=>eN2atDGy1v(S8|NJQAfP@X3DdAX8C1|@$@$B-pZM@=zq#>Vn+rHSBW62qs2
zT9E^xt!%=3z=IM8OkJJVrCB<Q5M>uDD+a+luGd4ngC!%L>u8$f10BX}mXk`9vs?)>
z`9mhv#>Dc*0LnNY4I3({(f3+5kDGiFB5NB$q#g6emXEEw0E4dq>Jd-8@%7t63?WN~
zCvuTL!igF_f6QV1$eulLqu$FZ-`ew5iASOBnnE|KDt9N2!8<C~%<@o>byTER?gBYu
zILTlF*`s@Cr`jp16Ndk876ZS3ucj&prlCw?jRx(SP&8ImD2^%DiFt*?@QL+_ADV|B
zsz$@{Mzv-mV`*#F3};?8hK>{oDBgyE@`?BQ$zmB-WPB_^+N8Aza@5W7)+-A)2Orxc
z5|<t)`)lY6B`Q61^hb_fXbqfy=%!!;cHDe|M8zFBp8On}SFmRebI;k0c<CtOa?ty#
z$7zX}!&l1AjxP1x#H0)YI?3(Y7*xIPS4&C5Ht={B<<0^n!&}oO`b7%=r-rN?Z#yCt
zRh4$w7lZ=dC%*#@WbO6oQE|WtGd$rQfPM=#1Z@*9Y4WwQ+#o)mpW&?_`zAW>0d+r-
zz~a~0Us#1!t&?}Lk)At_E7@~i9?VURa$To1BdrN1jB}Oa_NKs#h*n*bvdv{s^a_yC
zD#=3qBzSsYfS|`!OFXGR9_935D~La(Ff3o;+6^R5y6d-uX0*O$*fhu4I|`pW$gGl4
z4&o>9Vt(&%M@r?r;l;c^Cb{}~3h(X>(v+lS4eJbB@nHC3xX6lPY%T~m#x^1WSbXhv
zd`h-5dc*&7TtG&cz1ig0$uQc`>DUqiZHsV)zK{K4;J#e)oQr@rSRYS0Cc3l8TO;V=
zPO`rb>uV+aja^mHZ9@`b-W$oF>Sf3wYmomi5%vGs^9TP?kH8-*m}BTb>DNvkcDCDf
zq))m>90O&sv~Mj+73JjxO$Ac4jHF+oZq#&F%A$7j4A3m8JNEd0cm2W1p3`9CS|40S
zc=U#nghpj1Nz5lY&LGqvxu+>rI&5prG9kQhD=h|d2btR_ULMHIEDvPwxb$FyJCa*H
z49TLCrtn924a}T993Q8CX|UtFZD4;BQT6!<TY;CQ%jm(@4=NcaeeJ1*5(IF{><j^(
z3$!xa+q&a(O>xcglbA8XC}w!O%)CGjIB8!y&Pq37;F;4Ku;oVSEhX#a%5mzO2tNqz
ztZC?z4Ewgoi_es4=X{knXk!x`hxv%fc!JmzLQh%o?Ar&Ir5X!Q`4_r~Y4*GZ`TZ9u
zXmw4smS%p3B@^kt`WZ!WG5MRoJC(a!di<rG&;`g(4q6Yzy?Qnda%Ub4bIK=P!=^hs
zz8Tyf_jvV&T`vi}=w^6gdjsX_ESwm>#kGF4yDF>a+kxC5`5GV?PA#8TWC*dkbGQMu
z?`or|mOOa$A!xDkz*jU2B4=7Ne!i_=C^Zhrip%*B5ik}$mDMnnGMA3aa`+i1y+XlN
z;P`7DZD$i29qk9=^L7R&NcI%p5RSZx8wHzQdFXTIFjI(MrBJc!`<$8Ys~M3vA<tLB
zOoB;-#*8#%0Ms9~sQy5py1V^}wU@K_&C#QytU6q?En;8QA$giHHe}%Kp*hv^B|Jhs
zLVQ6cn7Jp)e?c^$$2bVQyH=yWAsWXvqVzIXpIf<K0chzip6k>yzn~6#KmiyvI<giQ
zLbW|uscXPPz(t0^NRAvU9o;@Vj-ZvaK5mP=ARMeo=*FkH)MOf<Q8T1iAsezWe2OZE
zlf8tWaSu4TMi8F~T-NwC-74*k^Ap3^;G>g5_W2b<dy@zGqp<@>Gu>UPdVdcHC%9cw
zjYrzBv|*K@%B=vlC)Ux@``-up48ewnNTWWN5JmR?tXl!$uMAz5EpgLNWcviHmm1Tc
zi>y%q4zh~AGCi;_*17eWY`8e*+PNBrX>Uaik5}@wZ}$gf;F~Z{>hF`_>`%yZBbxo9
zYAOG7?jjB{)8^oT$BT0yE5t$nPb#ecs!IF!s%!J!azfo_HDqBb@k(uCV?rsxVFN0i
z-|X`IG|7@DIax^*9wafnUH5M)Tp#&;wJShoM;|giqyWeQV#L-*SP%0#Y&q6yV-*Ji
zApDxwjZZLWbmI;?N6rhItLy67uHIFI_D#}dqUJWEz9TvAsd4A%ejGgF$PE=QPM%0D
zWX?@d7zJOaW0ermHRdfPDW3{MfmL3u6o}E&t82S-B$UwFpxi>B)}0j1NGM-QhQdoT
z?Qd0&`j!?(Q<2wraoFv>4peW5Ax5u@D9-Ql4VK=ntS-R_L^QEp!Bcak_526G<U-sg
z{liAf?8Q(W0tI$$Gj<ZYj~u6u#4^X6T|eFCnN}B8b#gz|N_ycx2o<lyaaPrPNxe(P
z;rm*Iw{ma{^_N~Y_5tP1Y7^`F_eK>D|2F953|T{rU*?sCgShj;s9Mze)v%az<eGom
ztY*?K88h441<A6os=V^|i2~bMFN>dkWB_oj)l-^>`xP$OVV-@ue(5_NAxYyCCA`-|
zynq)>$qP$PFWT->sn-EjyRjJ*5SrEWCFaLD%ZQxaV0}?IJ{Ncz(<;~)Jl!7rUCmAM
z8?nyUG^gFH+JaKQoKl-)AEBj`4rwBFlD|*{f3nYiS5-q=Y?%Z*jO?bzSMu~p*-bqS
znQt3$Gr&(8h9tP?ns$4WdL)74)ESa6A%|nhJ7FXN&1UiwE4$3#E>ym;9v%C$`#qr9
zlctc^yWCe6k>HoR)0L126nKT`bP2jZBn(6qv$`^@oQRVakNdw^!a)@YQ?Oggn*Nr-
zXIV}2$-BHBXZXvT4jH9u|5q@3Cz#e37%OT032ESuFb{dAFTUZ~4V>NpusICbm&Z`0
zcMqtgxsed*hq0|J2yAsylh5YWEfhkeU9eRT#aJ>77w{GxZntL{$}fwtxFFm>XB&8Q
z`H)k2=lZl0uVTa0SAYA|y44GcTfsHNlgH6W--@*Gmr*UM%}tl?)s0oh;_DuXr|nxR
zF-3#HN)Ki5(C4{sf()|_>Xn!K#*RIM^OI+-mKKc+O-?lOCgE1g?D{kuGi+P6DaIXA
zUa2q9e-(h*pPuiYwn3y8t(qS=FsM}Jke&>%pnNijYLI{?%dWDlp64vt`ENO{oacU1
z%ezciy9Wd?(@b5wWuxi1DWCOa&$aehvuLQ3jUT$rdS^7{N5%zbGp>vHiWFiNO(w7m
zrd=uKpCZjX83|neJN&CBX-+~AtKEjsyRrq1&Cs6|*_zvO2N{ywdpaV@VTrdr5_A&`
z0Us1;U;3Ug-*nKC2$NkqMYu@@E2OEty-n?Vtf}(#t7~}Exg7)i!p43}R$8NW%J$Hq
zZ2#cUIBs{=B9ow2SG<cY7D}H|?Mcozscga`qv9S{2Y-^4mAHywBF~s2G~Taa{sD!s
z9dLt;+@6!YjxeD1@kPYtqVeu58X-%}^G^@6okk7yy&ZAhZIQ7Jq^um*IPt3Q$Q&#k
zYk>kq2H8Y4X3mEhI{7Jnu|uo~o_E!~7?D$n_NDfAw1U)D<!$dhwoaP4479-S+ma*o
zF?AI8j?R^^EXye(X0(yst4+P};2hVG$u@Trm<*m`x-&kDY&~gaa%!S-N-3|Tmm4oG
zbnD$fkIhIXI!wkTh}w1|>feZxaf^Cm9&zB9&#1&3w9`RM)?6zXY02^IR`q-Ak43>x
z%n!mZdOe3paW!uU$924CTJpE6tj4Vg$=2H%^z_`Yw5ua0^IuJ7dQbh}TZq|EatcpN
zjCMd;3QNpyTl`PI|6XDEV>g&hapS+~nW=s-iv+uWNd~o;y}W$*_eyg_Of7pI^E|)s
zl6^yo!{~KZ9@Em`L(b=X5sDG66UF;cWLDCz(2~^sfO3^ZMj_b7T~ZLdu&1v*B$Tt6
zeO56S)EMs@1!PMVF<r8pv}3vkd0|NoHp#N$p``geFQ_JQA3NVnk}#@`sP*2m944NW
zUrYnW3GWswDg10f#`6$kxxJ^n4V?uHnXlCO{LK5bbw)CI<=2JeQQmB;$6%~{+<!IN
z0yM|U{r2&@X*{GJjN=(97vF8j>{-L6Ln5D@EFeeL$k^=j?ZFgIetxbEhKr06lw2vF
zAuDwW9u=)V`@(hTo84iGi&((~gCkUdmss_IkhBmvJ-AflOt+%4GH`cShd#>r(OV-B
z_W*f&G(}a!Nkn+}$s+`Hea0ZNysi;9XkN>-C|9P7W;q|!%iVMsC48f4OIr6N8gmyx
zYZ1i|waSv8EMRK^-DrwlVN}2QP|GGauE-3&@QcXRDdcy%(*rdhxbE%Qy&dPU%_V5R
ze(;e##_<(;%&X;~Vdu6#wl8Rg1}dlGmU@uU%^batvvHOYWSTPQ`c+v$-GF>8F?+KV
zyB%Yy+Qiad(2;ecPsuV89pMR%u+5_10qLVeX87r{nPOXng{1|4!=v{)?J#I`SQ}pI
zUDL{SXU&op%37HOo#%tLot829>R;fI@Nal@vUCXhN1xp>c@LNrQz_8TP@N;0!)w#L
zvoYT_tF2A+xQ+eca*o2EwDMe6{HZXqb6(GRSTs|$FM5)=<MZ7nT>?k=DTtkP_2^W@
z%I9mo#3j%ld<+ch^&j&tZAt37E-~Z0{Bn)|42wrXR?Aq~DBwEQK&$H;UEMKWs4B(;
zpTHA24Vee#FMs;y#3?s``R?+g;R<~C_W(sCXEUbR;?N~PU}Z=#;d(u%Yoj3d-Cem+
z=Lrivl&&n*xqEbg@g`%D13x!*Wx{*JC28UCH?%@lG>p!Sv=LlmMkkUXN3K4}hGb<@
z(cA#Wx8)zau2l4hRKKdnf0;{BEf(R8d}}}PMNyK!0$Bom<g43gHry6)WLJiBGe2J#
z@5n;_Ub}$GyBHy~7a#2i&h%%uB1NE{G*k19!DESkmd5mBM43yG;V*eE&RvWu@fK#m
z-Q<lX<JBkW^uqEi%cxnx8Ej4uVjki>sxq~RY*F-@;>HTzo^iKvPzs$hZ{UA78_zxT
zW0<^n0H`6ZUk&nrOSCRXdzQBKiHb(!EH&3g+LTH^;Oe_ti<9b+5nX;*;u5v&x;1o!
zc(z9f>v4l|*duit^9qlgEBlxeiyNHoCOV>oZ~GR@@=V@h3hlWhp?5Td(5Xdg3=Az5
zPfD*Jwe{cZHbYnYqD%Oqu@<GX_5_f0uF@)*bQ7iyxq)xHQ%nwvxYKBhCtAyDx=(k?
z{!RG&5}J(HS~$7>7t>w}dx>obmolYWQ7h4LZRu+90DH9!NI-5(ZsQwk@C#C5F^>`P
z2j^wF4G~3#MA;2TA3OyTary|Oi%Ka3s_U{H@)r1~E<v9q2|4zg(O2g9e4wBMan&h#
zCpzcxm6y&f0Za9M>TCJbUiom<6Uq$6NiaXVrdwr{rNlV47=7<IywjWVdF6(KfKV9W
z3Zit)E3dAx(S}WtO`z4Jr<rB(&_w?UCU$p*=e&4v>7)eeJ3e+PMb(2;O^u}e7)ZZZ
z{)aZE)u9YMVM<3?x=N64+0>d3D0YE3*32>SY15bVh4ZHBj1&lj&D(dBY35?DR9R;R
zoRGpe&0wBL2SvQ5bxfxJ&RV~71;SD$+^dtIJwd%J6~b3=ozJ3v_z?i~2i(j~ND#pc
zvOAW)h_mTe^D3R@9`v7ay@3iG%-0Wol<T99^O@yeSqf0mu}&oQ&MQh%c|{wiXI6)5
z2ARW>mvoIV#ora({8}y)YF{^f4btMz?a_I|$S!Ok+A9J~wyFWci$UzlMB{LUlI<}=
z>D*mHNGXKw-FTX?`t5f?jXoueweTv?8V*u|(B*zZya2DXI&N^xjoR9lsz5NR@;und
zG>XnU#|vqFI_{>h2eU<t^N+`G)MM=sw0h8S03HX*3Ja|X6?r>!M&s&u#u=DpCwl36
zq_eL>*L(G19zGaXa@vXA#?c+x%SjT1a}RKE4(6(=xw>gu%^3`^`Ic0_yGD9rPB%6x
ziIG*UTk)@SWNWxkCGyY4n7#ha5(yRtQx|t0N>$A>%uP*|HN!c){XF5n=GE)m>Cu_v
z0O#N$S4n`Ug>+5IV{s-lod5#9>x6Gl)FWygxw@UAaI9ag3{&G!8?aIdO!Mt{IMiwP
z_KvDW1HEe!r)(B8FUC6aDL(vQ*j|BFjW-#NuG;tr!Y(94rgNq*1nU~7S|=Shr{Aga
ztY2fiMd|zSKH?@QB}#{1(ca4<W?^X<+t4)nOiq;#U~lpZ02sIgS5-%nDvj?SlveM_
zeGgycCGsRUlX8|>8yHwW8`#XV6B)>A2rD`G>GAB--bTb*iX;1rQQt|#Q2e4fXm3ME
z^fg}AxQ!hr1Y%{EvDMcGS){FNtvgXqBBW?AI9O};*RJd?0zHXp&S-`48;HFwl`R<n
zQ#1t?=wq4)zKM}H{q>8U?3uO+l?2fGR^qWGZEg4>nMoAJR|cn|j|Ja907S8!)Lq5V
z6~;<%664K?Yl`K}xXa`?l-1I1@V*0Z12Zpek8<D$bDPL=I5-sxY_CxSbDOkd&r8WK
z>l;um_RM}&+Y;zLwa++ZA-|CU<YCG2yt3G2ApDsueoA`MTR(L{0d3f-Z*D}2svafE
zCM0hFBG7~f$TiyU0jAzsP%TZ(I)}##darq<psPHz#*q<bE@R6nrTN>9=IM6CEs??1
zPr7^7-b4T*l;o*H!p!2lUA9H^oun{_SCT{*hd~K9oI5nMHin!tHR=9PowlYWKkLCU
zu9qb2r45eA`<#hwiJuwB1|c{-Lto+%ui+SCGM>>KI5&KCieOtmphStlpPgw*<P2KG
zmK&^1=iR8Yw@K!mN^|u7u(mDkRaz?8-bkIgs&i2+su5*n7YvRm%3@TBl3ELt3b?*W
zN%4H~&TM$Ju#7Y8RCmfRdKwz8%M^Dmp9k5y<880L2Sl{82C3d^%pWiGZOD_=aeq?m
zW7J-@*kJVkZXzsPGK%RdJ9ExSFi^ChKflx?DwZTrD$$+r%|xgJ>lJj&m26q7)w62F
zBGm0XA#PsVVCaSY88k}nRh^~UX#wpeN(|-*o0{4&UI;&#y>Y_?d*^(A+|Y(Oj}96s
zs$AcrDDJ6gKV?Etv|U8o%!^31$}YWhU1ZZw8}8w-&NkSNeU)U1vRRe}nqlL^lAFB7
z#iCjP4Y>M<vS~N(tQY0y*-!xYoX*#itguSFET#Oh#iY#jE_0q7n6x)=qm{pl)HnEY
z7R)mYSzNxRDu(1ZqH6cPdMH)D(YyMJxr{eWT@!>U#*G&Yl}ni&Nk&+-wG$roEvk)-
zBSw|qdlg-h^|+0go*7akvCD>dG)_QWTQA)ejyx9kPpu>bVF?#<o0wL_af3RgGcOX~
zMSrc>qDATNQ#<%Vl1c7HGJW2ZE~OA;hq}=<|N0?o7_FPi(>1XK(VJVB44biL{$pTQ
zimhs-4sI#;w`Nsg&srw5Cq=asX>rQ>=UEPctrUr88ehFCdR)V6$DavR+d8+$d6-5l
zAM?mg5M$ewZNO58_*cp-P-Wkgx=|hFr7T|BE#%huP~Q6b)G0cfJ{29vL8%ocd8fGa
zLj7cv($r+OM$!OwVhnkc{kptS@m<2)Wx-UpFhy0(*(9w$vG>xlL|`qqtV_Wzr@OFM
z_Ve%s5f-(8jy`6vcPbFZ{9QiFATK<=r*O@eKtY%-Mq*`+Lb;6h2m(%`8oZDdDegqf
zkVI5lxz(l{ERKTLH5y=R`S~F)j*KgpiWOMoZQq3Avu0?wqHEAox-q!(TSM2}BYldj
z65SI?O%8bbuqTu>NNDHn$(V(hGt$f}?ED|Tag|3M0n<+ZVv+hR_IZ>dfX1usGfKii
zpLNdCBYVv*U<2U*)xMhW#P`UlP-$U<?z2QnTp5gkVGdvGn%N6v)-!GdGn6kFUOXz^
zv+@1SrTe6#1)K~iw9VuoaUO+oc~_-DGxV5<K=8RCW-s8;>C3HBU>$7qyX5C1JEj<>
z1WKoB((l}7+6VJk__2{ou$?mGdGaOow*NTs^U~!rc@5)Iqijq>fngDsyxP8KhD}5>
zOn6lfh}Tyj=H&N7(~5)rb>KK1hZd?!L+Yas-pIE5#`<6E8b}BZ^vdC)<PS@IU$Ay*
z=U?YtyyS0qS*2@`y_A1)6-;|8nY@Z46t;dkmebKLd0-+c+w{R_3g1`exOjKg+hvbr
zY}g+9c(B97B_h4dQ)p+l)YB}qBboqcIkwcr7?+%-6NgEa_>P#_YH(TbRaDvqS*Zc(
zvJBYGin1{;-_D5b<2yF;g!m}}407u3Xzy`jCspgI5&89G)aOH)B!|`4H;f?W>ugAM
zCIzx$H)U2aS(7SXmc1Kr(iG?~<wye{aNnZZO{_R!?o3fn3=^nu5N@z5veSO|#Dd~m
z*-HRIV*cqhR10RZI?SsUKF-&0m}1;1%pP*yd(dD`$svQs;OKP}c`bqNnRF1>ML8qG
z5H6sz_>Qfi_X1${QLQNs?Iop4fTUjcfR5VK^zosr(p#6F+fu8dHVZIV!Q;$k`+Uka
zQ(17p4Mpd3^BI?;+EA~D#UvnY>b1@!Hi;U@Qui}hj^wA=dnN``)UEh^w#~`oFTGqg
zq~3mk(G?`8kmH|p;p+6X2?NIBGPrnK`WcxkK!QD<F6^h~KbYv;zYIqvxO2YGt>5cK
zcL^^v+3k~kHxiBYfsOgO388{v3R60`Ec$%gFV@QiHKAly&^bro_=gvR%f}+*?HFac
zfD<*33+zh3KT^C(gV!zd6F;S)-&llSd&rJAJFIyzPA1w(dA|51&9kU9MD*x`-Lq(w
zsE-!mwu?9?N1<X({rmh1=1~F~i6aIFPc0by55iR9l!OlbED>X=SJ{fEVUAHGg4tT6
z#9CR6yVVOzhzA#y<wgm#5o<vTz-O<rJdb2*ybkQ#_T<bxugI{&O)bdvgN2#Xd<cVr
zdJM+d5%gApTgnrq7qEC5b5r$rQ{TgDWogL++~L_28*V?VO6HDo`Fi8!JJ*ZdOGJsE
zk+h2>uIb66R-zgQlB}})MD*{@$=3=2?GE|27HPAJh7pXz#2j0_tIuz-Dsx@04a#bi
z$1nfR!2ZX&muy0CRu#AgGrNT(Q8R1Pi6&(w=X6?2h;sQ<PRvLBQY-LQDQb64a)wER
z@}LXkn&C7`99N1d-yyD&oy$+mRBcwo#<Zl;EYj>QDB$?aGDXv~?C}9$*_4P%{tibr
z%SP2Y4yQsV%NLqpe>GUo;G8NWDRJ?bSiXj0_k8Z!%PaACn!vgC%dpq=HHEs0v@6-4
z`<zk#({lV)Cc%XIN$5v=<D?IY(phHEw4=v&4``xmyr~=|iCPVmJ9xZpVmLQ(Jf?#s
zSCu!esq?s(FhfpNf!Dks<XtL>8#caWaKuJ^ON>pE_h5Y~NjQ3nM6V3mS#o1W?@>|4
zu)2{P$-5J~9C4GX;5>(`)Bps3lRlZlqE@liu(WRt=!?y|>&%r^Cyitq;-PFPVsh&a
zrE3k5q6m*`>1<}cOiedS>Z;|o_sLw6=ph#peTXon8Ek=+Mc?)Slh%E7Qfye-mk=4C
z9XVvFabLpmcPHbP7-&VofehxZ$g=}s#@Xz6eh)}=2E1hOAT!3ey66C-oz!*QX}t+O
zc&cM3L(lMp!SRRHV;<kbE|`|*8W@|$b8BaiEwPm#-OsGeWns|s3wc5=meO&{wc&!q
zL3Bz90^KuEQHrQBWrBjPpD{+hp`G<{0@)Titp!aIzx&WKM<II?|03ANfh(p!I->qL
zMwfm6dPJJZWQOMrUHE`mHR<a{U#k=aE5_}lJ-<<Y*z4nS7*M(uNwh8Pq6}ud2$hZ?
z0X&p!reMxgetUS%PB$bqQF^|>LBlixcw<#x%OfwA;T>mvM?C#Df<;<}&7`w;Qz*hs
zXS$R#Y@sZLja@A9bN}&dXo;^V>bi*ISH^{@q&Tn0rY&C!>Upf$tndkL6-`-o-Kt_{
zk*I^;eO~{-S^kx~{LddBX!a>pmD?m%)`p-pd>!SEM9$R{*S?9@EXaz}{8cDFu&A_;
zyfCJ}+eZE-V=#0(R_JmU@PBxmS4eb|tv{5jSH;kn-W?M;&f)Y}IMVN<N)&QX-M{D9
zD!hmn%F1VJYx8y(KT7qN6%A^Hp>NWfY)U4`|A5YGLprSZUIs_>pRr+kMRX^ifc<Oo
zrH!6q@op(z9L)NsD{dGJQbuyZ>{{0Z6>5_m_#Y4DKwnJQO7{zec^YQqGoKWhKTaLG
zL$*j(wRW@T@Q9Uc%Tvffn&g+aT17N3h%%_zpD)abp3mxC9zohG2owh)HTI2G_IFM5
z$WOb?^-mR_KMT$NX#&D?lqzJm9m;4cuWUMRR}~to(aeE1eh1>&oz0j{0Br6SjQ+~q
ze<Sy<`p^&H3(`F*#sHB3Ij1hTIbc|LRVm0R3cy_=74@1XaD|ni2Vf<Rx9)DO{Z6iw
zbxQsFu7WA}irSWLi;=jA7tW7}cPp|+&y)bM<K1GmmqJF5@4&y#_2lHbFghFx*AaQu
zY^e_vC%ZZnJc=*8+j>$~O>;Fhp=R6FvLi@+tbS&A3fB6H-S;&Fw8ak}$OpG+i8@;y
zuIy^M!`6fL%eBvIx6uUQ&9o*Kbc#+F@A`3o(6QSdW}Zs+{_YDnl6d#qSf7{at>Q(U
zOFpzx@G6@p_NsgA<2maZUl|dTU1uBrk%z~Ncm;BGKvig6ijx#rjj4LK^=0U+5AxI~
zsFnNahxJ+jZJdlZrO9l&srG)S#6*Pn=%zPk-+4pYZtqh8KYqp72|jju*5|w0%UXje
zObsVPJx`XbQ;4+i=N6S@u)3bgsDCJtGO6dZjaoiSo8hBDm7s&gcfZSEh+XULO+j4l
z9gw2~4ul!MJ(#5Rtsi}Rk=;dP)$qcQBaOXLIr+NSz(2>w96?sKS8SlA+*A{|JAs(+
zu^PZvAQ~KaM&7T9j!q^nj^lC@-3`R}rQ7Ag`I&FWZlh5_Qee?7!6deW-b+;qn~ky-
z(Br8Qy+7*S${7Cm&QjsWXY4rrt|w7y98Mdb7%P4qp05#SyWMg@ad^)5Tj`Q72-YFV
zw2z+{4lWbO-vca7XcqVqbz(cMl*u6O5KgcMcvO0u^1^UjoI(}`T~>U1V<R&|GGdy%
zs^%I@AH#W462ww{Ie-oc^B01PN1?^~zGR?x$G0<|?~!rj2?85C;+2|4&s}v)>TNIC
zg|F-D=;dfJL6liIDIYY<Q^v>-Tx+}adJ@Za0;~E$s!tpth&v?}PqR8Y8EI|wg~;~X
z?hBK1lvcIeu2SK%smZ*QquNZ#J*kT(dT+dFNj%0#or{KN#t)ufs>SjCTESS`J0Et@
z1XkAtZ?<Wd@eON2rm_h|S-G)!1FES%d5o$>n4~nB+={_e@kkb|3BxSL=Va&3I}b?&
z4|T5Wjpnhhw)kuEeDRO%GCyC~srm`9)gS4(3OIug?VNFs!-YDS>FGDxq2X<?-km}n
z^@Qn}!O=>n#>|zjm4EToXvIL=0sqSP%Kh=0xK6QNjL&HCnP1^>PUY12*(hPK-L2Ag
zsdur<%AJg;V!mtaU^J~QHXsy*e4e+dTxbhrf)7~__kUE;Qr{5TrO9yyz*5RH1zxEP
zJceOSD?jj*wxg|)AR9NtAS$t8{OV9m7$4Z4p=j{}h*wG<ntGAYrgA!c7)?3ZX0^aw
zb{LYqa@$|}8kGHwQHQb&j{|oM*ZmlC*Ly7)jO;vLz-Ov{>K{<3OelEsTAA+6c$w_;
z2X<TFM_^@t@f0A2r@dLE*)bw!kCJWyMMp-em%{NScW1~J74NW_XXXkxxLKjlN)VEf
zgqfuH!9;sp!%SsD7)`<z{SnI*6(;IyikQJHmo9nE6TwO4wkb+$=&D$+GQ{N-!CU$<
zH<<_)?kcelRql^Wmwndna5Nk4@~bbZT+l<nIEzPd!W_i!%Y=;E2{Uc|`426+yvf5o
zqayRZZH3V$C>9wbvjY4OVGT-vCspB93U0KY8EX1rf{~MzLo^enUF?JyHcpWY8afJb
zO5b`R_);FUZ0lPinR+bYuMBb9kb5IRV3Ed4ZbI5X@o<avjo0WRGd%#e`Goc^FDwxv
z344=|%QGu~+5A-{{_C}HC%jMSP<(IOMp0s9*q9_S@fagZ`@J-oK`i(U8RheR5p{&R
z&s;6XCK)qj3S;sH=_KksAc280;rAajslUs+cz#67+*vMdt8^84_^s&&rJdb(JpJWB
zQIBF3#KhGsY2uhJj6WwKY{9-RV&oc7HZR-f>?uqJ&M|yGA9#|D-_H1|j}|$KM3U92
z_T$3icx;(<=0rw_VDO0hRv9lOb=WziZ60)*6BL(!=8yhU3s{}>`G-SgU2v&Uo4i1O
zrC9Q{_MySIN0iuZ%YlyGI24i)X5ds=He%?QFNtep@g05-UtH5*w#&yMnxF1Z+yi2#
z)}P+UgsTpp)>gM82c<*-H|~79=0>mEP&PARKnbD7>Abp0I8HqYnkbOTi%CN&>wWiw
z`t^XAY%8M}pP_8H>q*Obo!}EsET3C~ml1l>+^4kx&Ah?17o)EtqH4|~i836LbcaxB
z;8?)f^V`s>%rhEs`IFRD;z`m;|EEh{Z{2J6e8S|6A|gIf-!(<|R>AFH0p_P1*~gcw
z0`(6?x$Mg5>E3ztOIU~<P$&tFdf$kI2d91@$yAMO>){+(yL3jFY^8FBOOk9(a^^UM
zej0tE8f9BX_ZV3Z7MrV+Z~x8ET8vH65c_jbAoa#DDLQ!vjF3fPTMLy<oTf0wUeY)(
z+6PM;!pQSrBhtyVG_`Uy1iuFiU658Ko$<EYAzr{0qRc~%R?_z?Ww07TFsBuQ25@RZ
zxNy0YJUjTq%HZa(+#k>Cr<*CP%*+R=3~ksx7Ev6AfOr9?Jh*taSU2Y3EL&vH2aizE
z8uvIm51@zWO2D7K>;7!My0?N*wf46&E<X|pUX+m)1@h?OWXL$h@TNrss6l*XU;{pM
zUqBD_9=LMb8$#68#RLpeUIHLaBjah_Py9o&;z!DBC(-fXsT;EhO8*hy&(YLnSn-MR
z$poaYgJ#E_OVseX*2P$rHxNw=9VPftBJJ83J2=W;$lzy&)~D}4TDJa5ooZthx{X)t
zv?KGUM1lDshiuz7tQlS*Ks4OUk)w;-CaYhDgUH{UNp}+3Cz^!cw|pl|uI0o|(*AP!
zbkc-b99_(**IJL0($}`h%WmaZCV8v9gTX2`TUD;V!|J1$8*OZc5ZFJf%4?bwxwpR}
zc0i}EFCDIv&z9f}K<X4>?v+w8ueiW`Tb&4tLx9<BvzxHQg{s46(9_BNB41(*K{*nh
z6yM?MEs9J6s?fWAY?tsGiSXPEm0N8QkPEP&B_3h!dzJ%BU2EBBgJvI3hXo|3NxKn9
zwPQy%J(YIk?H^^1k`wF8hkaR_N&R4N4;Qy7=;Oe;KIz$HQl?>0Wy5XhBim~6BbLS!
z&pT`_d^>szcF;r6Un(R2$-%uPYF8T@=$AI!U%U8Ke81>~b!nYWWn$lw1^hCKHdG{e
zdek@c#X(q1(pb}TdQ9nAWcDMx6`qF_Q(XP$#OM4(ZFN5!uHI@PXHCExg61SQEk-XJ
z`}($X>d(Z)b4S|_!>H#m>QOeJT%%H6qiRrqEJ@AD>7#}-J}L=Y?yn@LJVmnjWpijR
z_ZC{@cYsnV3b*bw=a>q}URDr1#)tEWH}jYwgCVsmW@t^$_QUkT7d}ld$d_M)agW_b
zFp0-hq&*X?edHVF*v|DhU%x3S`JdOPYrc*AD;>q7*cm<xm*DsE5`hJlH^WioRp}Du
z@%@f*XklZ8wD?^Qeg$QExBetn;C}FOfVsxW@aYL|Ec54Pr4wt-$`|pnJhn01t_q%4
zTqp$;%F1tNo@_>>*Ycz*$x92iT~jd?mj1GeEAfbX%fQxV>nP7bI<>DB(5LpU`2;Q1
z3N>v)=~UKhxS=k1iwE1j9|Lm-8Lg6fYTdbYppZpKk6VEZV~9->CZ$T|wdGu|Us9n&
z5QAn0v`YXY5K7fsx}m3+?H9KzT1EQJsphjAeSAjpq4k=)jxcj!TCr#iNj0J=-7aCu
zqqfiq<EzYddm>Y0z0ijCLlF<+fj<g0bX&3N8ydzH<_Gx3!#4E1^7O^ZLqy5zDPxx?
zBd9O>ebvX0vTLf_K={^iy6Fz@=#?xF-~p+>UXtS@i+)!(7yYXhX<nw|%}Bn1e$p~4
zJT8i2&3_4|0a-l!7J7CTPdsaR<+QXzA{Zk8v!|6;DVNds`oz&M(!z6hk*y7NuY9y_
z$cDU9+mr=EPBH+1AeLP*+qI^_g-h~TJhLOg{kAE&kU6brR0GnumV_}EO(bfkw?2)&
z2QVS!%<D=;<;`k{7}q;7(9m%EqPU8e<i!7B?=8dP=(csyCO~j^CrBW;yN2Mw-Gf_j
z*G2*Xf&@<>Sa5gO;I6^lU4t~%xy84>yUyBc?Q_q!&spcWe|GcG-Bn%HHOK5ZN6j(D
zJKj-miv*s0c(+@my%=&Q2-I;e&S1YOWDp&lytN0|!_-HGSmIrv>Z`Z@JiOMh&qpWG
z(a{Bo&y*HCHbe^7L#Hk=Fbsv$mY0~F+_-GR@i`Wisjq2DzEZ~q_K*19*q&o_C#5j&
zq}dh75-eP?9?O=ge6{eZ9MvYZqeGPvC@60o;uFRBVw@eWrlLA8GFuC%<HlVjEJFE&
zn`6DsI7ss*MObNOqr9mtbL$XiA-{3~BH?N1*t(IpR@4Li4AX<exl)gAT^eQF!o~ts
ziGUeAoX=Vi=PKS&;yIzW$iRrKuKtK<yyZ_z$k(5)^z|pb-<W@Wum=zxt{EbD9ln<5
zi=HH%`z+~|OSZ{XrL9rbzC8d%OTbnD-)1xYsloJeH;;R@{<7TX#m*?2IGIHaT+}3*
zOAzW#3&FZy%7Z#2s_;R4hUq+aPGG^BP0l4$qJf|2ATu~RH6vQHH8LMXQBk`^u9d;v
z4$SEzy*oR=DG&!nUQQ6AJxlFg;cKfrN9eJW+wieirP^0*F3vRH455^W!%bAlNPrFg
zEIidILNxh6o7I)GS3y{^Vc~|}^CgKUPIl|+A)vH~QK*Zrd-HLiS=<gUNAsRF{XQD^
zr~8wQc`@`aHs*hlUHxA@<}dif486|edj#N51AJfQ=p1^R_ZH(P+E?lHxJGf{g-bjO
z*fMP=RYu63&>@IhUbaOuw{^8srH30ni0Jvm4)X1Y^v(ZO=-NC`?#k6bi4qryKGAzc
z>-hj!=jRFERQ>$jmlo7XO>+HLqk9wa#`d&47`aqz;#Zlcx|#>m`4R~u?HQCUV_tic
zC*tKk-pto5OW6jTtqc~}UDG3$r!@#W^Nq@m2{Up>2FuPL?&mEY?zD^;V$0ULK@Qs%
zyu8Vn0qPM;%D<zu{`7SG6C1(5fN23zRltFP>vqr2jfSF9^`RhXV?jo_UQ9=Z=;1IN
zf<*7|k*C65^?DZP%^I7a;>FzNeBe`VXrDj9A&);{6(s!q^+}U^h@bH4$><Jyz~(!I
z227{;Q6Eio7VR+llaqGp`ObQwYAlRx$K+j#Y4UCvP<#j8ub6JpD5JAaLnYQJw1vq!
zO_s~9N1$4Gts!%LvR%|Z1VT!;V%?iw1qq$=ZbPEUnnSfLqxm<dH0uDOmBrTh6+c?7
zBPr^;OQBzVah|3fDfK<&*q$jjGEFssc3bGg+g}(ROtAcwm6oM;5i+mJO9wfKm4~yn
zxMkJy6%=PDe<d@qI>-V{9Ps2^MYSJ&QwJ7LrlBE5&#dYxF#YNFW}qz1t!ZwFDIN{0
z_kHTJPC-(jWh_!hP{+Oj#>Y0C{BS6m9whipgbw$)^FEbuXO0vlgvrAZIodm#b2j2m
ze%&F6`Yibammry(AY+=TQiL{imeh-ZCNalcliGbXm8?2CG1z7O{A_H^zcf$Rfcrd}
zUu(p59@=<)33rKcI6w|5H{#etP)gU<GDjfSxHkK~>ycYyo2=9@h7jl(F`hkR$J(0X
zTar?jy>4_ge`z~!w_E?!95o;2tFzSllC!4}rlakV0ZHFAO0FlDt?JQFw`1PpfbNVY
z)z3^-yBP`2j{N&ZEHTdw4p)$8xj*^H&u1vHl{Wn#GG=UvC}D$P4&mR-ld>JXBGXc7
ztE;N{$#U{C=m#p#x!hKm`nN>T<?b!aIC3=UVBtBshGMRcu8jtNTCKg7?Y4WyN{q{=
zCCB-aeN~7_X56t=uIZ`LM{>R?UvQQ}(LUy~1e_My`vK>o@&<<bvpDvThF8;CU8`s<
zM#T^G=lQWEr5D=p%wBmp!5D4K{d1$sOIc(3PKL7{_p%U2PpcK3{hOGQXP+K3So`xu
zJ#RCyYGC%`WBXM3ei`ESsCI)ZevE!A9h_;t0hi4j_&zZ9l>11zf+?;Pr0)^lo{fDx
zdG|^EoNR8YKN;Z$wS-2vpR|DHnHU}EMsvn<i1SdVAyLHyS4HQ{1W%|-k~>W``wf%q
zB~eF5M>!V6(gCB}A=-N^Iy>m}9=`{RDMk79*OuJ3E`6{*cw{KAguU*lS{@ceRkP(;
zmDC&ap|6-TAetFG1^~Y!;43sl0$j}hwmgb|%+2^8ITZsB<Qf#nzT~eXfpEI+ub4Zt
z+8KlY8R6AR+tg0nrNO)biuJI+d{WFXYGeN<^=H}Lm83DHxIws}m8~#UvIrs=!3(7?
zO8%{kuOs^ABvQXR9E|wY+<JL?Q*)pRte0mswKwZ5;2C505hP{S!==m8;lbC1oz>PT
zxf}M*C~*+_wqSZKpjdw9?1RlLEqdjro8i!N>#%CxZqin**1pyPJ)V2=y$Aer@BB3d
z2Jbtz`Kjm3uCIshrE62XTJVi6i5=thM`7?Xw!e_;h#$KVA!JhWT(sA~W^iTIho>H|
zB3j=#qQ8>I=Ut+(5Ah|(FawZ@6P|MOY7pHpT23@o_-$S8x)GX>OQ+^lO#AIib6=cE
z=xT|fJY$RT46`t;N?eT4Cqm;(yz9EyTpert;^!H5xQw+DxMI221<Kli106sO^Iiz!
zk0!d%2bH3iAr=*4`J+zXHnet8_Od)du4T|9^VE_>5+gjt0~SrKW87qD;xN=QgTa6B
z+p9KU*~44D{jQ99)94`{&E>Jb{nAFuL7%txdj70gk8cb!X4DLC+e9=(RQi^zQKT^h
z<Gc?bx{x#qFr`4f{0;K50FvKBTQ;wA&v-tWuk*Et=UQLScx*iQWo;;@JH{%?f}A}V
z(wDWbxDPXsm`o}lZdrZEpK0rH>J**Feo^e|I~;2OIOy+6caI<MW*a-*Y?OP~f7064
zWTbG8<r6myznK|TeVE@AtrgB0IhXS?36heW%1n_`r(rmG)sWuhq%l_btmUvP9d%Yn
zTBtBbN0!U6n=ZwKrw<#C&V@oL@nhrjwu|%7K!*(nRGTKr!EX4g>JA#uuG{z0gAgE%
zw`&P`<m}^zn2&8_dY-1ouPq~HWQaE{U@Vtpd%d6awfbqIL~0VSgb?<)^iIrN*S0aY
zX*O;SVT=e~^8E(Q+jkv-k(lX5{TJPYfOrjWGC)akICB^WQCa_#f#3-%H(tII>XRz|
z^7h4Or=gZV2h66sfO}b8n<!5?sgyvic60tKom(TNj=j86+#rC;Q>X&)WB<D{#sBep
z{(V{FaItmNJVbRtj@dMijGPiP+0!c*+_g=$Nt5EFu}ek8W(Ds&>8g>ZOlxKN`H0rc
zX35r%mC-!9)yPCO)Eg7&J`5N$IH(8W2Iz>5ss~``KAAf;bAvA132v(oQOkO|pOl(H
zr<v``?YE^qi@z_@rdq=n3<H@3&eGM{APFg$Uz4DG(mrt@zZZFfnfZ$ZcBkLu+3}vU
z6b7Eu$%ecr*5V<nsUL0bO!^B(Tr`@`4Ss7JEHeEj!V$l8yxr1vqPdvm4hFX;MCNz9
zP%X5A$3DxnGi-e`weIzvsmvu|1n_47r7dVs!_vb6VyE?hQ#r{^&#lMqWKW|^mhHJ^
zP)<_V#faXGr9bu`GIjBa*C2G!i^@$6q4F+1KD2|9lwC!n3@2paDBs*ioGI{xcumnt
z^UC56LiY~6O>ylM*E4snF~QD8L#I;?2(cr^DzpGBmS-Dx{)y31+}uy@8jV-6sjb;B
zX=XxbvW~MB7h4gbg8ST|b7+729B=FsYc7Txd9B3_HXf|UH%l*!%+apJ$n%Jsu?3^v
z>@M=>ek?GQKe@Z(R_K(Gb4;xgzTFicQ=D4XI=5qp5HIe75lnxUStcJZRO=jIXTCE<
zEPHFihmep=m)<USb0EdXLejlqV|Boly_0#HF(lQhGMg|R$w{ogie7jpt9K<_-YGU>
z=i$3-e?r!GpSgyyt5-Ypz&ZWAa;;S4jEd5f0o2M?#Swf(`OI&`4e#QsFF)JQsg;3t
zt>Om>G9n2aRcuWsJHG{ZFYqye4|jRjbSQQf%PCcme&n{8HQ(iJw(b@3Ma+U6Z*s>q
z3NdH>b%HPbzz)CkFRF6<)r!PsvL%7|;XM~Hhp?zZO=y==T}^GIG#nO_O6FeCb5PL&
zG&~RTQPCF7W|VP=$IS&do7(wX@GVdvz-q$4F`=-QUXZ&shFoE!p83h*kpbr4e<acU
zH*fz1(x<<YR4+yzFKKMBC{X~3miO7h{(<+s#i?Fl_=u?T@FFmMS`<iQIlFweo+36l
zkwmkdz^?3a0@`U@HyE_XKXpiqe;5rPR|!hI_vZy?l}ftYY1Fn~Po&C*8&^f}L})4E
zTXV1nuG(Xa95@|n)I5sbBVY85)>kBtC4R^0!=F$5!s+a_#D;jR^Jt+fV!&#<s+g{O
z3UUA0UM#IKQd(|nJ3FQX5grBVT$FWv{v%HH6s!94|F6>HV0;7Hrt;Sct93N_eLrn#
zOxht#o=(fuph)xXt^V#sjz9iDXYM=@hCM;Y7>CbyeL^iN5qVt(?yLK}`rra_!|Obi
zp=xb_<-1LUQG;M&tQ!o2_YK(+n{pEyjI!GS{C~qI>;rR8ruLk&)luhms64?<>N`;n
zU5(`V*<CwP{1}19bhGAK2VARU0u1K1ROfK)irz_Gu{p9pdURoz1KYXcT|qlbwKJnW
zG@u}c3{9}c&ujwZL791`z#pWM93>wt^XY<(q_jQ-#cf^tnJhdg`GoJunq+^PN~$rX
zbvP@2JXJ2|gp3uyH=TukredbOF2)V~)fqM~#eTYjG1$t{65PYlwc!vYf>9f~!I;J|
z`Mgb*c}rEO$75_*AZol9@ost}qj9j_j<tKc-#S0ydJ1ApB>V9F7?R!&V98}So?^!T
zf^YaY@B4d9`kyII|L4?tuE}?HrN5~4dv!iz5*d76yCPCW7cPK~)(|b?j~m~M;6(&d
zWd7JZoGG2qX;QWuN;J47W~i218tp+rqnhj}pMP^u)T}|gA*C$3%p|=pSr%(<C!m1)
z)=ca*5v|93db0;kOlSFota46Cf@Z1}uVHrU*3~b-lCS0X7jyovhLwkXmB#v3;bTtr
zXFp!{xQpOEK6uRTLJiA^5&%+1K8l%^`wjT9d4DcX|96gRQq2o~NP^M_wm-Q99V++n
zKVt<|Ms+P+fK_eZPThQoqyfjpgL(OBAuc4UH&!FRL7eqVWxqiZy`t8lXbX}K<{NyV
z=o6i!Nk@dc)!2y28yLhJIB%^Y2!fFkj;FNZG#)Wel5iEZyBn?ESwD>rmi}&^0j%;l
zLXal&OIRo2+QFq7Ie!bWX!MDthxtBV07bKwfzjep<f*1!t9@!gEdCX3q>|)k-g-+>
zdQ{{E`$CINViE!NqOSZekxiszC82>AhzbG;serdBxqeLETl+>SqK!Sd)9~e4PL$Ao
zUjJ0>mJ0n#NtkD6ekeFIEvMJux_gI6J4;PL*GC?)Iq0vq9k38~(GV{Hh1#N52x)_&
zv>JTpkRV71qGf1U(&HQ0{bo6ie1$O|#Np5)&cdg?uKx)5aYKxee}lAp814K-P9X@T
zVS~RxRUE|MX0E>#%9f^W{RYX_-jF{6qr1Uh6HwTHIT7i9_t^isgZLj3nEuhm&|){;
z_{u`w>&3N+p9toSw{zQlZb2s~|58Nby`!^tWMInv+;cecj}hya$8?(a_~GA|bP$hg
zhCalW`%W`5NX7-KlP$&!eG5PkwzZLC7I8RqAuh8nGdeUa{<-~=N*e%LFf*6Q(s`zD
zXD#kWQd?e@IYN5P&ZgUnnWIV!{dVV-g?HxaP8fHHkR2OU{ZHQ#PfurPw4AkU%nUEu
z#OEhaa};|CMo->X2M2gK?MEb8iB`F$GU}nRmv7XgV0TAG3>Gz@@_t5I^Eg!$D)bpV
zc^t?PwCkxUU4+69T<Q&!A8Bs5)fjXi^VExYbKIRQv^|(Kw*N<71+~r;zmc4#(vguW
z9oplL6u~#|R<sd|Wcx_I1SxU|k2s6|FPBJ`PfMgyo+Y)|KbA<A$)4@<eiEDHpI%NH
zE3ozUQLLnj4iL9W6^^`%J4m`IIc|b8S3e$8(_-X0P%makB#^{|;<n$?y|m?*j$@0F
zuRmD5)n?pYjWi_UX?uD8G8aC3QK!%8Jv9|aWxrWiGK15=3V&Z=c|kFCk3V_Exzs0~
zuSL{c*v>@g#5`m~N(B$Cwxos>i(Sb@!u}M%T&}7#oPOY_@=sQ1=QVfuy1jx7F<37J
zudk%K0d#fVi6f1su2pps`0vRY7o0lw$5o+Y#QIHA*_({AX=J5k*|ipL*J>=3Wv+Kx
z^}15t5Tl2f=Poq2@KlCPXPojjKG-M-%2iI8w<Pt>(9<+0j0sZyh#k`u-JPAuBb4b?
zPSLalH|+H|!RuaD@_7vm;*o9oCneq;=f5!k@?0x!|8H3r|5Zz4*9fl0=kTdA!<`Y9
zO)}3|u3lnAlAsf+SGXgL_J?ooLm9r~2!7x~-8l~C;Sil4FEofo5!6E9Hdjg{nVdVT
zr4A-IPP7n$gl+LpcE|*~o%N0QB9QFxsAHS#wM>RGjDW=NX+I%OPeTQM58BJ5xc*p7
zaSfA2|1_~4Cnovb1cREkG}qcTXhz}O*-)&kk)G|8-s;JL?Yzy5R<)Prl!IS$s7eCI
zT_H89aIaPU^pQPF+ZgVBE=>q9V6c8NVg*T8me~4yaYJdvV<KU-Bl#LY$QHwDKXWM<
zwz*I|r$9PGjGjU80M>gOYE}75vI29v6=wf5rN{K;aS^z@>-(&qkzZ6gHu2u<{<+QN
zqU54WIq(xr361}=0r=0%@kfWTkbFz9&${-kTxAM$hfJ#X@aU|Hv8l%mH!A3eKv4OL
zDnQ_X5pc|W=mHXqzk@fF?jKEmg9dQHoyMhr#V&eI_Xw>7LLL!76^OEDMqvUUbW7V(
zfE+Q(R={`(`~K^Fo7JY77XQ5z9|xWPZ;)=|ZxB*w{cq44fQc^S<_>TI#63Z-8pa@R
zx!dpPpfo`JlNr&6Sm}qC#H)`u0Ob{U^^gK8^Tc+zDZ0)E5IOE;K;of*dI!QLk`!lO
zY{8dG4*>oKTmrtO3J?_dPnwIT_!n9RI^8SdgyNt%K*N87!hwP;Ksbj+<^O(j1Clq;
zv+#=@^4bG^WmxTB#BI>GEV8EX&Et*wPeh}JueQ&W{iogif4i}2pMZw36g%bR0}XSq
zTaVt*1{#*cPc)4VH0-UzYW-w@;N5@H-T(RM__sE9jS3Q6AYZg(UASh1O|s}|+K|M`
zGxU_OERj)T8c%X_d|90Fm&V4wxv}aS|I3DDqC@}phw}enb5U5s1VWBS9$U);ePwB8
zI8l5;e!c&g{3415HZ|H`2lG6={r|5iIs}Y19~ZELE%1xVaz}Qqtots$*zPx#1?_BR
zB)t)`ET8%RZ@4kFQ63P~^Il)K!JpH_YY#J@5R6oj>xXiEMz`m`HIwM|eze*B7nRla
zKdW!@6UVbz&(i<_pjpE<Pl&mC(s;U}sF(MxbnC03uE$b1@W**+4sa9LNYdIJ)ReJ5
zl@a9s0u330Xz`M#|4<LH!Af!Aysk|rk{vTu`aZR_s#au$IvtY>w(HGRSx}3M9<=Ws
z+%pD|6&c#`OJUBi>OHM`jCFrM#`nv2$rRFhIQc+w-41!fC3*~iZyoMYDXdm+TE>_?
zELZt6(IWl~adOnGV(oe79@TkUROhW2baT?+-^kL0Uun=p3?%EFeSmV-FmI62K!T=U
zPHol@oZn{lPb5o_ADs-#_Hxct0B+oK=}1?v7GXPUyDU#<FPYX5JdtVks13HR=t`Ci
zohEz@SUwu%>5b$c1V#%@tYNCx%u0qvoU(EB+H$ivA7V|+$=|uc)iX)=JHvy#B~O}j
zv=4ah{7#CE?Z7V3?+dmcWX*Re7~+$5$2Fro!C_#4JAa)5()U<@4L&v!erV?;w;!vL
zyf#RKLftnZ)hn&3viH*08p(?;*X6WA01pb-YWZ#_fca?+u1WSWQi!wQAXs7QK{DIG
zhNkM1HtTmUS!H>&!0HYFvlFbBxTQIv4<SD7a@QpYGo4|&(wl!Lk7V+pDjZ+u?Suem
zQKRXEiOoBj9=0`lv+FJ<lG>A7kpJpfV8zzd7NALvm8O;&Yh!cf59b#aC2oIg&H=v%
zq9S0MIk3&~@-=G>T}Gs(h@pom>18?5+3q#?;e`<rux4+`I6gh5_g((->*m(kuNr&~
z2D|%g3Ky|oi$XNP7hO>7F^F7i+r;(QG3(f)5>(<k6T|0ec~Edt_M)aPW#d45tv&=b
zPM#WGU715Cd=11;^D_Yxkuow^jP&Ybv=Ci^+_|=A_UootYHJ<JpH$8T*-YKf*I)*O
zizv_!((z_|rNITBVErj>W;s3WcWF$grm62$T0)RC=tzf`?jyE=YR%^k5ki(=HwHax
zcTHzc_Z5GTl=-q7oseTM*VrQm*9eE7QrF50CFD6<3B3pde6Mw8R9WHFp6wi;NMmv7
z)xZYJS3iG=k%yR<?Gr3S^=6nB&FQZ$g3Ied*U7aT`-U^Oy{_=G4Jp=FkJ=&9P;{{I
zW5&JKs1oO3UuyMH++#5q+#WR#W%4L@{KGqk`lzNq>H4*FeVSXI<dr=k%_|qj*qRbW
zkaD-#R$!o1Wtp`A)tkG~Leu=5kt&|%2ASac%q1zM$%fycs8}7Kcnv9CiXga_8TySn
zHeiL|c-#zj7SGUqatqR2%+oSsXYYzA(rYjGW!TVl)vEVIbT{eLt}zq6TsdB1+zllI
z^B^UpG_W}cMLPXp+a#>Sj+zoajA*$0YICxN<;ss|OddMf@{{TK@;D1R&2$iJCyajK
z6ns@q2yxj4;Ksg!(B;Kz)+3a$qt#m1<z2~YlJ-wWkUqcW)&o{FzvSaK^n2;V-yp=k
z2O8bJIo{3wL)Q88barUH<$Cl_m=jHcq^6J@Eq4O8W!*tuX)X=~Y4WU(&-2Sr)-B@!
zG6>?|Aj|jA0q7FA>K5$c5sQ&lPii{yO8|_2aB2lA`Ty=bT|9u5hJ>mbSUK`3ak>8n
z+2}p;NmIkLur6lyBb3p@mQ1%uez&^8{84;JZ1>@p3#o^eERLu{0y`WOFQaJH)3(d|
zXG(8viS?cNOtu4Af$d^<h`Ef;oE@r^3}>Cw0V8W)Q(}PVyti9OXzqrB?s8TrKbBmH
zP%zU-^b3HWVS~;lGG6`U0S}JHA14R{XC!}RkJx9Si%-TN?{#dkAX8wdsJj6Aqa?`P
zu52GA8_l3r4<;vZg;k-`3*II2_UmHg{dAhh^^{6=#HmtK(8-L-mz^MSD!waJKJG32
zrbS4IKgp_RNU0e>;NBXztFdV3#AVIpei7gabDd;#9oA=a&_?7Xy67(e9hrZOeXJ50
z+upSNdTr(V*sw`%akL4k_Zdg<0hIc4zuv~2MVkuiWa8XNUBD4^P)gGvnWD&fk;N|r
zJMLcOoe$`p9HUe+t!`cJs69}sPwL+H`1A}$HlbPW^H)q+=M;hV$cxgh3wH?d$fN}|
zO}$F`nhr6gN*|RXe9f~V=_Ix_LHy<w>GWnn77?OxFZ+MNI6CrFh_bDXBUp3YA%w7;
z+Sj5fjw!}#HQ`jYG|6<wg=K$2YKU2n0-RDc+<unw6Q%fv+CNK5n7;;<%&L{h$nL?i
z!*cJQjpXY;D9r4hzttSiNhh!I@jP`umXRN|M;Pft7(zR)7cNePI8@)u0|XNfG<v=<
z5GhOO*uAB~%6mUvFhzXzs=ePH>=I=X|9Z3)jVx8H1a%g?Hn}*Q8}8k@KPtdN^?^mH
zYV)4=UhX&OUX;S)sNE)ha1lDXl0J8AFb%@Xa4NIrStubk?=3XN&lSBZmSw@Rh>v_I
zP*eh4k`=!OJZh>s5*wn=mhkGL_iHaPUgGkrSi420H)NuJR6j2das71r-pvSmFNwF(
zbhy5;J>nG(C03#ZoEfJ72Mt-bazu!pa%<9kH?d-dOL2ewNxjE;ui4|mo3g+!zPTnU
zvAyCY?GX_voqOrH9~ebiUEv2{V=eJ%zU@9{VvF8eE1Z{w#U5(4QCFV7^=3Y<`%-sG
z8Y@oo0xMmT0|7oLuJ0sK$So7SOLf*Yjir<ESV_I2x+<C6pr@x(nq<q&_)CDZfW{te
zw5Mqb61Gf^a{r#VCP1e`Cg~*=Q<T@dsRVD+MqM8|X9%&7|Kw>&_@==<Bp0O_QipX~
zFLE{ROSlNA0R0T}zH5hTKpR~9i=58;PtzsVKc=+`S1tqy76CVNj_h;tk1xwy3$D_*
zuf$|{Y+Xa&NgKrrw#&uc8%%ONzFq+8ZfI20wgKjwiUW5iP28`TMA;#ieSO}r@4!tw
zjPeW`VrNb2?VgLCRb)dS@f}H3oIZj><Z@Jc7#yO#oAj)48GKI%kW0}$&`?-F$Cuo_
z0JLUIWzV(W*WE{p#|Eg-O(w?Mq|GiUep?H`U8Yt&wL4?~;fUoVPLxL+*U1<bD<g?(
z&Esw+y0X;Tn+8dwx=_dZOz^!9%dSjf>Nq|nj-hFeUoaHA9UD;19@h?nP^^2jRlB|i
zpQGfl#q<@6<GE8{I0~-Mh}J$30fwDrayt}r4?1$aWa@wQtL^6e)?d+QlmAqVd>%KP
z$(ly7oFrgy(3z0@1F;)W1ri>-^=%(&=s&Q#>=zGhZJT0^kGb}3{c_#o@s}VHFlhyQ
zx>EUGb{>V+ngq$3eQXL&_Hjbe{I}XcS{ZT^{}A5Tbv=cJD7|fs_@!{x7Gmvzv`l(^
z=gZzi{uLD$ON-f;GjqYFyl}xP#f&)NL-lfxHSuuw6>Z1B*i3CfChFlbicH(j(kql@
zhRz-6;-lp7%-%)MsJ|99<5*TH@t?7&D%Wz<JptjRWL?GZ+_|NGM1U!PI(+e95Qe){
z5@e~nrz@FPD3WiRt1Vur)IIC8_<e}(e)PH0h847PQnU^XICZN^L~HAg?;Yl+#(LRf
zI7uo2N}i~{_XUiiFso8@ryk*vo$8>;j=WpQ8+-k@Tm5$@H1X*<-+l_P1ZVH5^ryT`
z%-<h)F;tpX^_uYRbEZX2v1qqPm32D#H0zqWb*Y_s8f=hyRhIEL)5r*rJTr<+<xhKV
z6f%a+1?cXh-!RW!+|a1M1uXMeVJY#C%5zk92=Q#U?r^N0#AAB$EKBCGm?`=k={L8I
ztw&pyu?_rht2V@C8AW@g@R2DgWm(S(Qx@1zn%-M%J2$F@l6(Ysl2!D*At#76B(0{Z
z6WpadgNU1n#5?ri4d_3VDP>9G<RW=ivbh^GZKiB025$sJa&v{=BP9D$Ep<d^_MRX<
zxQL<63UOv0o}$<;y!={NLm4)5oa2IvP`2E$$wwyqDjuTMHB0Q58`2w`Gh}Mz;$VO6
zRO6U&jT_0juD=5C&Zs}U1}X;Ed(#$|#u?zZNhjvTeg*2@WRbaJ7B+v2Lx24_XV$^i
z!_M8}p1GUzmV?mzVu?3tv#3sht$*#;2uN$X#*S0FT2H}9v8ugBl~BU%*<e8QN84xg
z&68Y<%dGc2zm%#Qrs_W2GgUD5)VPu$_C6P8Wc-n`JzD3s?*2J{j$7x*<RXyh4NA~F
z-Og>yTMV0s(_VJ%L$-MvVv%xdJK^!_kIG5((9w&^&S=sGR8P19xY#i+nDIHCh5c(M
zU2Q!HTU*RUQZ^|pOmBEn<n#t%`3?WXe0`hFO@$e>^jLSM)6+OOHoZ8^k97VU?R=x-
zG6!OWv?;UE533lEB0)g~dD$7)M=Cq1B_pwbruTkv1w+qZSs6O8dbLtOr-yX<XQRR8
zEzIRsDHeI-LDal;vBS#b%^t9kYp$1NKAna_b<^mH)&)8Tnw%^1et9bg7r4=k9YwkG
zY~9i5M{H`*VjU&6V_}mv-sQpZQZ>^|M{WjcCd>MZlo5Ax;+)tYnFdi1=j;)?ojEwg
z$jrwA9$vUsFpq_}A|)Yqvm<fsX-fsf;W@XU#yRp0aNGRq^e1hrt*L7r=lb-?mV4d~
zx6Y|atSt<AT^cq}-CoEPFRvCpG%Ney+Wm&W$TSFQm3=Q17xy~wBMU4R0AS!J{be8t
zQfry4xnJhmpRL1BCiYSeUC`FpU=Tq2U<yl~_%g%PI&Z$mI$!sPwKZn9;}629Kf1Q^
zZ{Z8$LlLaAl}1mNt8xshyQp#HAlqj8JiqMBr9nl0A)l$35Fr6KM2FG9oYcM7B_0%}
zF~ee+@W^xh9UxTKj?yA}SV8Ua%QUOk+-WRb%9wSKkmV-%?fRk<1cZIX=}S9Sof<s@
zQ-!MbI!)AyWwEME>MZ1r$mu(Jn9q`=n0=^NIZjepDp+C~umK=4coD$1C=s^o6d{>q
zg<q*%Kc-M=LdI0^FvlGOhTB)!KDrq1rSAa@l6iAoPH<=QdeTCek14P4Y0*e^5Qfwu
zLv8_POGjaby!`c26pgm%8}$j-p~e0HB;lSMXPE%kE;bs?T3i@u?TO0~n`yh+G=U-I
zI!$z{ra*JCuB@(SoSJJ9d@rI2sbw~zUVo<wC_(^%1d#py&`mI-18ZQUp@O<Bx{yn{
zcI&st&I`UT)m{jGN?J^t-xYSz<z2v!EwI6#y}8o}nZByO`xIU}vGwWOLy6QMdOCo!
z)(%Bx#t>opvKZyM-fld#*fpWoPs@={$UWbdm?gP%F^70G)x1C~s@1ePkXFM%nGh4r
z=z9POt~IVTsZ1d;sHlhy7d-&k?cY~x<cU!nMh8k=6|V*qw=ssL8ga8_Le&49^%XgC
zQ^;&W666@`Y1`vn9z@cqdsX+*Hoq?QnxbyrXo#z5h)^BOoFyhDMq^(b>k00@ORpv`
z-FT6Ol8Pp<F*>@kyp=?>ooaED>RhPtxDXY<3wPlO+^vQuTF{E;@~X5H&#r0{my7iB
zKGbt68B;q9_5a9zCR9F%hZ+507q9(nvr9MTV|y(zWKmDgK$b+$x-OYxNx}-xv4>nN
ze@7@08Pw6I25{4V+5p2IYVod68L(ONY6>h(7@W2wX<Jq_$V_s_y_BS_+%ASmpxpgN
zye~pxB@pvbh;PBaTDWz2uPMc{^+TQgP$QW8XH4R#m$D2YA>SIXwB`xV^&AqL=B}-%
zI=h<5D6olJWs0}Kkz^=7Uds#&m0CU3;`BPJ)^41kY>cD87!e{q^3K0*8KGVoL0$^?
zO;^J@R!XolK~!dIqybobC5t^tR9nvKW4Pvat8oq&f(;fq1?}FjcQk;LDR*A(VW>d#
z&tpEYUX>c@Hr1v~Q@5UN_r?;&e!=33lraqvr4ve5s>M}?C*%Ba_jt7vOc7x**%STA
znhA^hQ@>eLoQ!YW5s_FV9CHVAoJ(w^hJxUaHYT;TVv_qP+<kwdCMoRh3$Iy~9PHPT
z>UmfJ#)<HO1N?-b1m)-I87SQ0ZmA@NS!WN`3x|~lF~x(E!pGfIo5L5;YFO+3%CJCo
zS_lI7@xLK*Pw{&m4cXk@%*EB&+}I8cc;{eZgT})_$wv9~Mo5TN+}_^7)rFFW6WFE7
zD&b)7YHt6u&HcA+X9vgE4xV~!z!onD8zmPTw*jlPvxA!>aH@nF>l<@-Yg2Po>DR1k
ztm@9j_AZXb&gS-}ULqo_3g%|k#{Y7z^3&(8l<e$(`+ik(7Y8?IQ*+>gTz_0p)xp)+
z)tr)zRo%<coK@M_(p*I3@6CQ{<5RQs4F10B>8w8`k@R$xR(m@8NvijbR>o|U>>Pg+
z>yJ%#VDpcQ0F9FZ<OB|Tdf@<e^Zaq`r!7uki|_AST$Jo=Pkp5doT6;(>T2$6FC_Hz
z-r2!a&D>RwRr!q+tGc<TE32#>(A3v|dy)9ti>v{wwvvgBx#`oD{`j1ohmz-yONjuF
zzl-qH6Mu>zW&Iww2CLM2K#Di!rVeK2tZ&WjEnTfB`PlhHME?90kv+e)YS}3*vSD7&
zIIQGY|AtXW2>*E+EovX~dL9mN>tG(iE<CrgF|K$_cw7_S<+58)Hwnho2_GX^^tgdk
z`ZaEHV0{~OXCX9J0jHe_vS7b3b1cMrd97`qjiZ56mUgAsy}s!sfpmz5WZL#K^M;$^
zoP@A(vlL@9W0oMu=rN)VckFRG+oF9ZS+6CgimO(Ji=S0h#?Yp`BxI|lk}AjSy<VS=
zdC_DJo2{P?FUz6D^ZZRsLFER@Y?R851ohsD50m+?cX~@S#S_&x8wdHYeAV$bcT&Ex
zbL3B%Fz>4B_kS0!)eP6_m3jLNW=FqrE>MgeCQfCc=$-n>aUZIi`<PzZV(MxH$pvMz
z{+2?AsW>Ucv+-eP6SGwa(W+VLOD*(O-g%KlW7rwXjC0ZoDI6Hd$L5zx*^WVD`3m;=
ztt3ZycUz@sGPg`*G6KmP0ci#7DlYz`hP<}~>11ciN8#*5lr)iujIfLEFOCrAJwXrP
ztU$cc14&}sB5X9V*QZ<0FyxBpFvVXZ_v-0j{*c*EJFhWUMv^}(^vy0n_6%jLekSzw
zrRE+b>HH5bmDeXd8PA%3bLDEKMvzpQgzzgL;p|Ox+=tcbBp*wD<+`VQ7b*~JPk}Kl
zTu0(_`GTy9^SaKE6^+l<yrSvgfErCWtfhJ^(6<K}r^Au3lGFrk!IL+@G9ya)^!u{J
zzO)^Q-D^KgEpx)$7c&KYP2AZI3L80E8V<7oGBU|n1Dm9QmNbESu8?VKErASrYgIMw
zHWqhT=8RxN4bCIsITz%zZ{2D47K7EkmK3I^J4;kNWZzNcj#AGnPg;+$&9xeu(1pI~
z^ioTI=Z%V?I-a~D)~i8@$vk|+wdeY&pmnKZR{W7~j|Q(ZpRq+B0XG4T`L)W2w?C#V
zva@N(>Be0*ChILf%<G9bAB0Ne<0IwK@-d{B!Jy~%NbD*){oZ~-Atg0_>={Yk9Z4FR
z;vf=rG>F1Hjf`>F|2^o8gGPL0(qwQsamM+DT6*E<iy}x2Ckq<$EBRZWN41!`4W*dN
zN!du5e0pnI$+vq&*_eLCf{hJ#EM%*VY0o6LS^M~c*Z(sm_%sv$oOiFSU0syToh2OX
z93AYR^b;ST3Ew+7t2r8*n*W26`*VK2kx>70cFLGrTUxmSYLSms7SNo|jt);#m(tbQ
z?e8;}lZ%~?jaALf#Pvy|{h<d~wXDs6InB+<_CMzI@44S=AWS(aSt$_AGY|*{_yhf3
z1WACN!@)m?hkO1U{y74|b3|lJWMm{HWL$I%R7?U~LP7#ue0*XuS_)zkYEpcBN+wF`
zmvpZfUJ+3+voX`N(bB)7fBF&_1Ox<RL}VOfWE^^8d}8|l^5b_02n!MB%QI|P7%I>+
zEErfUnBUzX3ZR|vFn>J$C>ISp!90Tn+KYgQgp2|lP>TtA1_KNG3=S3^9u5xp)DQR^
z1cwEW{eoTmIgW}k0+kakM__CgBK7OaA9$)0XEdB9&Ou1X_ymMR#I!Hz=wC5#ar5x<
z@e4@2k(82_k(E<Z*U;3`*3mUJGq<p`vbJ$?b#wRd^zsh=5EA+^EIcAEJ|QtF`ODXo
z@7X!IdHDr}MOD=`wRQCkjZK|h-95d1{R4xOQ$MF?X6NP?);Bh{ws&^-_7Bc4eqCN&
z-#~8fp5%f7!TwDw;Q4Qo{gYf+fLzbu;9%hpp5%gg=J6yr799Kw_UG8*DhS3-I8+>g
zh`6s~vnqceQFE%E;h8v3Amh_;t<#=AiS~zNe@(EU|1HV>F4+H&YXO7`3j_Rkuvj2b
z&>eu*1bpkS$m$B;Tf*|;f@-u-ay$WNvesnD6|-o^3QfxB1#UyAICI3Q6imX}QV<8?
z0ZcLYEXh{%@`dM9Sbq+Dp#YT4)p`LqXe<E#@oNGg7XSDWh{aF*%buqq8_pE}bn-uM
z|M!>uhhF^eKKt)+_TSU#U$h27Pg4h628?GsEHw2`6{N}g@j?7~W9EKSZ3#|p>tl_U
zN=cvuyc;Ua4{AOx<>wAzElLGeEA$gw*AsCHoNCQ_v~9e`IyCIEbXa!$gkh0MWRkX?
z#rpMUs~^j2eY)dh>`Yg;dpR!HDH&KBO+Yu?1HN+5<%U@y_Q#m@)JMft`JY<KNuKt0
z*_uW#JqPLIH0<VMmEM}R8k{GFmT!!q+Iq`bcXleVtoXdjPb0GUsx4m`WLBUhsp>WA
z%qfQ7BDnGCz8zEK;|3ZTSE<Z`UlV-9k$xYOcu@UFt>fTuW+c`xR2+l1?FSiqwqfI?
z+@+>{PM#liCRU|_h7{s@NxbZ-Q)JDO-gx--${@qZJy%pz6f0fDg4p!wn<ZWQsq%y)
z7gYZ|u~Uz32}_fpa7h7;K_mgqTnv;iMW_MrV2nWRAuwY5R-&gMwBtJCj@GsWxE<sc
zua>3RRC8H~8K{9a3wsO-G^lpg(u-zqk8g3;eyXQGkx^B>{<kGbz`%V*>_2$A5it<i
zA7?d&uIPoSZoI!$;S3myZkASyv3VZvgQFrdOh6Jw#J7_a2#=?6MM9IVO@1+N5%xTe
zlOa^h8=EsW<qJT4(yQGWX_iDtv@f@pkHkDd3mnQwxU6w%mzW|IE}kgP@?0+3I{=BQ
z*Z>kNUDXhWGNL+&l&#?|YpKCd;)pbG;+eCRbks0WNN3g49-A*|IR?b5Zk{7u$rI+I
zD)-(XmNtO8-+kMKBlRZzIinkuc=mGeVr30pQ$)Q8g36H}JRU76VqV+5_f!6B&*FHk
zqzh1(<txO|MoW`UrwV7GXJ_<nCXK1*Th7OE4@~xN7Yu%aJ-W|x1;mX@t!HuCmm>rd
zSXL!R732yLawkeEJj2Q?6*Vs{M(`q5n9eSiW#2EHB-LY`tP(YeX*sNn37H~@O6<$i
zMYM>LebaI%-TywLbunpFlh^C;b{E%2=7wOJasNcv_iMGJiPFX@y56u!hS8*Hf}2)L
zBv!8%Q7JPIbV{u{`c$zoVrS;<QPNA)(%|6!8#pz!PwsEOt{+UraBWPUOfgNF{|2c8
zXm!QBA!s2qw4i$(iU&Xo+0H&b1_Ho~%hxK>oj@WZIVOON7tVl&$<f0$JwX=!c6gdX
z@}t@#8pyf*KMuDtrFDXbxN-#W9QhQ0GAwmVfcdz|dJ7A?&jr52v)81E65WE^os<DC
z@Io)~hy3G3ImGz3e?Q~w#UblBFb+@ogZ^b8GLS45FumVxYK}Fj4@8X<bk%^RnW&g_
zcGrtn(Z?@5H|k9CW-yW{=yPJ45bUxEZ0R+J;)5ty=_2cdfxP&0qdw^j`5GnE1>w?P
zpKq}BL)>Bz5>y^^pyz#LRn9H7><QMTW<H*ZB*T@?a$G4|wJYI%cTkf3#?u6?;dDyK
z>;~Fv5{#pc6n!AwBkTJj)mufj*G*{+KTf>w)s4<7AHbzb%`$PP17B#{`k6KQQY)T!
zz3->lu1x3LV<h;h+8X!%iuwotM}|aMDZ!KL*#Yjd!}Ds9%mRD+(&Nb2JDypbd=aAT
zou@7nQr_{wJ-$8W8?5A>Q+m}Cy`@g(Owor#pv8hD`tWx;Qb(HwN7{~j#oo~|=hVH)
z?Z(qo=|rwygyv@68OxG6W){aJ=Ge=;-wf{0y@Hy1iUa7-BEw!AzHe`+b61*~<F#t9
zCay)2ys(fF+*EgMf}9$zIsh<%;iPMV$In_4`FCHIXcC@ri0#i7V~n=hOh5@C89l`I
z*+nDNXi|dZlwIE1^6V6TpX&3(PQUTKMcs=DY@@<ltzOc(t)OIM;E^0yjDz7@93wIw
ztJsMtosDY&Y8I4jyXFrWk(Sk1vnr&m`W>%U*Ebk>-gMUS0##=XDs^tc21`<dDrt<v
z`t{%K^7Z+eX=wYu^c2toI8qGjuzH)r90#||qA{bo&&N@3%IPMcum>)F(F$6s^>xy(
zr}~JKJ!8%agh`gROzXU7HCJI;1eAsf4mw<>H$|1!0Je{NwJ3f4+AaB?qh&^2KXpHK
zk193k`Wv~I%p`BJeh5iCI@ezkTx{##U`w=(=0Nslg)^^=-i-a$2RUBvHhVs%`k63s
zAPV!?nM3)+c>Fy5QsRtL?2}$y1Fx2v^#J+&`)#3qNbf1T45dd0nNMKH@>CnPrvRXc
z?AVsRsuv4)mkh)3-#SW7jhnsOY^S5T+iIqaUoVoERQ0&jyx2edwOUVB=<8jhS>?wo
zmpGn$udepFL`0?D^qKSu9X}a@qD?}34QejfZM|Fb%676VKkvs%>$BN)-eBf(>~*ey
zZA9~E*)7*mm%$|dJJJ}NmEcZt(!g!28fG>kLP2o$iviN${>`(TLR0cz@&I}T<lJ|5
zgst2;Xjo-io)ClC0y!@g!v8+2R2i)td<>r$#zOkIni|3w-N;Xu&S<0yxfVA%GQj-O
z-}lw)rHK6+!@X%ccx*QJtT%*7i@hx-|F}^(-eg(a@i~YF^?Y$M)o0xffWIg(9Lm@D
zi3q*_Xz`5HltG$uvtcKrqB{pjIEG;V(vMdC<jHIH8<g6<YahPnDO}#iit`*t-}=tC
zuAhivC~BPGox6EG>AT3y28097_)UsW$48V=+u`{fEqPw=j8<O2+5mPOY{QmYKUw3Q
z0+$^#7vzXQu^M0HTW<U3Hr;eDlt|0?+mz~SJ+Qzl->{ZB^&E!^dr7{2go-t%WBG%`
zl`DDZ>frZP7I;5s-QNA-#Y+EevI?YrQ&@G>fR;LxBvdMDWd=bnFk1UcPzJOMdS{uh
zqPw_(5W_9M%>Le@ImHK5yxoOl%uWXy1l?948v19$#TzMi8C%1h3gOqC4{v{xi47Q5
z<dB7><0HC5j-?Eti*t?OP7%Y~LWX4{gArEb01FtY7A-Gp0{2Kb>LDdqinMxfkyP!o
zSKO<SXx5IpgRVN%yf2^w#5FP;as_?*sCMu4&bje3N_`DyBJV=eP|rI-3Q=(E1%09n
z0|R%FSADsDXp+`f{NS+xzg>#E0a?2DWI#6TN2P|_Y<UViUrC-UINp>JW+D{!Sm-Fg
zb~7#X?qQzNl+t5O{nr5nLCsKNg=wKIr6z+W;_gx-DD7U+$Bmz;JcmB_3P1Ur7ObY#
zqmoeDsk(hUG_wp8ilg9Ng79v9U!iUM$&K`^@8!Uhid`gVNsE6}`ytzrNF=~a^1HUL
z-o3_jY0X_zA|vUThcl5Dbx_IHZt%d{*gi+beO-F!ScHcf*b`hjor^#;p7$GcyefPQ
z-aqi2ayT2>Ahx;jvCj!_pCRdK=Sv$mW^-v4TEmAWy)5PtMG<+SzbsuiR@7%(&?(pZ
zYgJ|n^qhl8;vH5m=Tt#?wpEt-&t$Ee2z~SD<hh{9RSc!}!gVZP#`Ct^0$G<*&*Gu4
zIPcY@g{tDA{rAmMVxp4;Hb&1M417E+T|CMpyu24bRF4QnZH3%_alcI!x+WA&13Fl(
zL)BLAaYuP$sS~@!OH1ClRMbe+h#4c*UIg3oVpBmqL%BYMkK{(P-1|5Z8%9}b;s=d0
zpKuIbQTuaWmBL;EgL4kt4!hi~hAvBrp1_;ezaZ`-KF7F8M$)CL!-eOeCbP{$1j~~C
z^&(Dn5P}VquV%K(a=ompnA%CPY2fy$_AJpvn}IX(1Hn|8ce9C?H<T+$k=fWtKi&`_
z1V<|&(0yC;8Np?03fhN6_?o7SJXo^~GTx1!2}`Vz_1-|oW=+{{+nb|3Wf(pd(vWNW
zf%uLmbLt@=-{y=O&j7D4-SEtwqteVtmrHEI;sd=HEh<X)q8L6GP^OrxcAo9+>-JkF
zaQ|7DKPZOh1yAdJIsI*j-7SaNCae%WiQg#3+w*t6pxTQQnAzQxxeG!)RJyYD=AGm5
z@=e24NznphAS>+`?YTXGu-v{`r??Q3*MuOL%!EJ2mgx66XYbytGG=GkH82SL26>mr
zpJB)_q$^hXN5U-WU<C?#_Q6u{3PUzmT9YEcDp?OX;8On5xa%<`TBvmR+yhLdtU2$(
z@$f|A<3g8xB_98QEOYE}pqlOj>?GDEuWrv}5!H)st1w_e6zUSvcXr`2>Z4Vy^15T(
z$c(m!zoy)K?8IoxizgPS!B;m?_|yKhJohvdi%!`SWah|z6Qj0DcnLrRh{2&XVVBD<
zaqz0Jm(qrZz2kf`&hUyQZIv(-lPaR3Q7!DE`dIWOwP;(L{1)MPjINX}xeng{VE~wp
z@_|FZ7jK0CPs=+W(MQY#m9uiF?8gtHM;MksvIlkq=%fIM^1T8uvqj*ne6>H<YhtA3
zovgRChUic0vV3T`?jd9RzgPhvW5_I2a(^s4ANqmOx#9u9aZxQ#T)z4Z%8Hn)`^sYX
zJzeN15w^?^vA<j-Rh~>$*vt5Kcpsq8wfyuec^g}f{(CFz7e*d3AGuV`)VDFpbpjul
zu#O)(C}=(2p+7wHyabFVWk{6u+C3}7xTIInpe|RK3_A)uf@^@Y$i-*Av4TTGq+FYY
zgcTYQfmX?{%x;7VlidxJB1i9BVQugRgynYm%Sfeoxbm{djErdf6xF)$oaVetZ0;-T
zn|B%K8Qpzcf8HHLL@#*Smws=kOQa3bz#t8CF3B;&^a)~+I}tI+OZx)Af)Srml84TD
zTJs?eGO4Q5c^9RdYwyg{VkA|TGJf^=o^FT&E0~S6AuDf|^kNIbQRa0%ca4tcTBh}&
z*gXzuRe1Ld^3%~~uWV0F*^n}B*)q-bj<FM{rUpXv7Yh?G0Dm(S1c!<s#r)7EO)BN`
z(2AEcPjVtO%mf9uO+-Hqlna!Lye!Touwn-465cblY3rxLlDcWTn9!Br%(L#)-=0o2
zZnY6YNQ(6P`?`5wnWMZeOP4?*Gh^Z?5pZnW^NtPjDp#I_;y^@|D5E%!nYV74?9Hrs
zz1uKgVhUi%Dh-zLTAA>OeWalI$x$2chX@}Jq8V#kjdpLU@s*H0{q@3jlO?BelK3WZ
zS?x<JaZUmdH_6(9%Ju=oT()ki-OIt1(PxW;uLH&3!^B7DgItcatja<V^Ic=eJtL-K
zXz~`0-K8i$$dF1BI?AHenBmN3c*jLBM5a180_%Oue@uV;KY9QEj^97+je!5<=-<9N
zrdB#fFF$7i%6pX6SZ&5Aef<_%DQ;DbWWs+-*gxult~ieItjSLo&7pf0!7d~fZ>HS!
zUMEL|F3yZb>Y}f~Z}PB}bJ6X+Efn$Wy1l@!UUTZ<FjO+)b+s(<aD*%hLos};INe7$
zXPcuo(#b79ji~0(X*~SBoXJ;?pK6^#Z`lL^sO+dOY`Y?))G2R&g*3j)`^_Eef_a4(
z6@Qu~a@A4zGJ&Hd(Wss!b)aG3hOou`TQhl9^n;YDChSR_f%nBkmm=>ATrQtytgoW(
zi;&;TTWgNSEq%63x86#(c4TYLiTw)Lz;J738@0f)?8zScYxCO#GLExeJdFA{_K0TP
zhSEqtPF_zkB=n|t{y4bfA*|StCP+RF{em91CGs2nX%L#p1Ai=fq6?;Rs|Ax*1H2T*
z9+=_GW>Edt7xx6>`&6*kzWA$mw95d<)4Os;^{G-`{|^;$rtUS6V2bVq>jFjhLf*$b
z>m&jF4a8b3fh9I&oy6B@ndt$i{Cz^`w)3SLD#59HmPzmEzHDTL<Q;9V4j4cYfBCSY
ztvqO+=QS2u%hmBbS3YKXI356@qL+v<2X^!#ZQ&dXly@z<LCihY70@L^a+HUJ)^Mo9
zVYdgPA-zr=0JB&A16D15J8F&b2Mqc+O~zH%NGZSbK!}!$e#3hve*W#^xY-?_#ucBi
zyUDHz-<m!7WxYc*9KUNJqig^3gyeJab@y5nvZ!zIewmF-eWUv^Z)HSJGyH|Wx4mnf
zJZ&L6Z<<^oBA;0~Rf*6JX$jGkx28id?z2b!3~t_!xbshc?(FEg+u}+cQSs9_ER+%B
zY({^Tw|xW1ME0Oy!Bx?(?;$g>L+B6~c`TFc?4*iHtV^&aq<rV6<$l_k=dAoGe$Os6
zi%HT-CG^6YRrAPew^JI7{~&vg5piOgwifo~{gzv2fe`#}kS8S(?0t9o_tvTghoF?#
z`xNM|m6e*d753W<vP=38`RVu1(D^pc%XTU{#e3r%Jc@7A)4^d;?_D>Q);=~;$m~N-
zpR(hdln9?R;=lX<U++Sq|KuHj0DPb{U7Zxy2!OwP0!b3&q5hQFJrAB19iJ-v+f6JJ
zUF)CR1Bn9<R6q`*#@gvU>;iZ%v8*ZpdF{PjPkFZ*c5Dp$(mPX<Z04Am=7Y5s4X4N0
zjXj4<u?xcB3ez8aW>7J$v2z5b7t&bFS$y^TvzNj`RTqhJ^2d_pUsq-W9+Uxy<cGdZ
zp4jiYNGGMorV)bun>2`8Ue<cT2>nB2WeEDnH!7Yn`F>SGH5RN~uziFhp5;dndu}ie
zB)glJ=N@gy?@Fygu+d$TZfbi|m_2=Z-$b`~K*5gLUtVphpT8pEoam#j6CfLITJmz?
zah+y`_WTc9YvLXUWW>!VZ-&4Ccm+wk<;q_Qje@N}m4kT)2fU=fqEyd?lUdFBMHZ0X
zR}(FdJTdN{z9Q$S>95YBqRY8n!BwB45o3!n9JN^PXY@8IExd3!JC3=r-w+)J>sFtk
zo5ioE1yL7ssSZcO45;nk|G4C%gi<wRzpPXgCT_f(wvx(|Kt9!x%4fJx;F(=DEeB&-
z?{8RL;wQG(<ka)N7S1Pu=`;Mgc7Ci|yP3rM47?!VA<c>dRDu{4hk5RF{25F-TRAi5
zy)w_wTsE<7p-sQGOiNLVIB?e-;ze+bK-+WRY1%b2N3oFHz?>f0tRg+dv3rJhSi7^r
z6zI^#33-i06>MuKJjALNiOF|EeaX$2JED}_EPpP*fmEd3WAGUE|M2#fVR3Eg)@Tt(
zNCJW24hin=P7*8xcL)xFg5a(NB)A0+9;EPs;10ndxH|;5poJ7xxohvf-Dmgi{=V+h
z_niBqo;7(27FBbuIp;gy@s2UR8}Sj&tecJFXyT}X9_NCvI+DU!@=pHea*%%#fJx)H
zF1RLj{YwCb(s>J<hT=?Cv2Rf406y!-oS454#8l8-r5%=^pL8EYLt!uTtk{a?cN}RO
z6IQHoxb2jA%;hw$qG>vxzK;2fxm9}(jK1!!I7Y(>cWJT~mtI6Qjxh<ozc$GaOPcsm
zXGyZj->1L~(`p<3ijhaOFSg#e@z+*;zSbz1z26kxtD!o~g{LK!wGU|o86Gq?{5D@k
z(OHfokn-9e+J0h#fml$h@%si62hz`c?0y$;AaVA3MpyDaP!f%^`oISL)nH`hJ;`m1
z57*{1jyl)VX>=FR{5}HGhdyJB_A)By6#L(Yzm9hsZ_2P}0gk><mbN$%PJ%?zJ$nmC
zf4ct(^{zOHf~V;c_G}s5J3}Kk^NxU{NI%{-&{+}hNJ!G@>+gy`M_fQZA3o+e`Z%)w
zc5{%!)|nO8%tuMJV&d74nF56H+OqGxIa?K(uZ&>{n4oW%NY9aVL+mG8c;(uA=XHUV
zSG1|O9B{G4p<-g87paJiG{5A!En7gr?ZR?^99ThxXVi}$)F;Ot>DbaW#H8ECKCR3e
z1Pqt)x+-@h?u)*pPj=ndtFUHNDGp|&#qpP;A^-TvkKl~G%7n5ccLh8lLaXf{Z}&4p
zLpYJv8*W6iGH<Z+Xe|c2Zy}bQTFbOa;q&6h_ikuH5~1ZBluJUz5mnma@E{XqlAui7
z+&0!#7O~VuWh8drS=N)cz34r*!hpmppbA#C;>`7pgyYU;d4Frp0}%xJ1uAq$4%;l8
ztq|(I)luM^Ii!n7igc12Mlmw1Su+=cl4?v-RwuYLwiz5<>XN^e|Ck{w1LK3Za&#}i
zSxZlW!g$kT5~}_i!c|JYw@2jb)Ajb4dM%f|F@)C7KPF9URp?{ZF&@VLK-oQ&&vHI8
zV3^OYKRGXXwVAN+1LxZ&1}5@B6_RAl2*+b<!}xG2QY7RCBhrtgT>HMJc0%G|qP!ml
z@=>P@!iyk3sVqSod7lr`&eI0a(dWfI{-?KuzuxaZ*c#sLry7Ov4ypHW?RW|Asdz-G
zuGZhYab(L|e(`PD%9J=CN9R4JS0q-AyZV^x#PN;FaceC4rwc9qX*caCC!&Mm!W`-K
zt%&Ek+>n;o@uq7=)FE+7gtae6chw3QNkU05M%vkz)H@v3I^o#zdZ3oxf=omBke0`O
z!_fc|ddp{4#;xEjUPSgPNJDqeoxfPt@Rd?_Ov8}fUxU<tF9`chj>Pi;z{z;t@)Fq!
zQ0GUZtUR<XSZrT+jwHz9%Cm5p`3pQll?W}>9{`_YN6u%);<m+;v+)0P(PkW833%^E
zK%aYWeve4yIh|?ZC%j32x$^H7_%@rf$)Pr2pERY5TR!nUmsMfayyeP32onc_p@Mcy
zwDMIPjXb45p%6=E3PmwNOF+$oO6;`6m_e2g9orNT97EsLrmIqymUnx&nERXLZ9;UR
zLbv<*RU*yKPQLHk@3dMMFfx4KWiZL`J6Z4dH$dT+%AaA$HzbMzF3D>NkilJ+_L?E~
zX?TwxYup|eW6}XNbLSVG(Mb2bl`rL1(>30{^o;XAxVUkjG9IEslvXl44f+J;ld^sB
zQ7GNuTMs>mHQ&I`jC$%la>?#Xn-mSKwES$c^Li_Bz}PT3#|LEm4mN;DH$7=s>m-55
z1maZtKB(pL?9RsSGv_$E+Cxw|Wdqf!VGO`o!koi+NMHYiE5-D4?wJ-StIKEUiBA$b
ziauXq(M08@Y(>l<%?q4FrSQH@Q98zmE`F!)s~TL2gT5L8T1eEz0pHaOL!<{Odh^sF
zJE!yTkCfgrEZJ3UQT6QkT~a`OqeG^<cTgu<ib5Dtb)5=n7o@L4xSQ57s;TpChP0&u
zxnt(*WvXm#bS)j>rrzaWpl@+TK>*c4FXL@1)XKN$g@n7vZxo)^>MNDs(2@U**WV*9
zz_JgB>uh}XcnLs!kn87+fTHVdJoZBXaTx&+7dm{DrQeQee|?hwdfXB+`e=0ex|!m)
zWP|b@Zq2kd!=Ja9--AXt$GttKQXjn&XqRduU9q$U+?9?bAuF5N@j%N5Vm(mG+W!cr
z`dL-+v69@z_1PVBOgq`5sFeu5IbBhhvWf|5<RKa53;FBhJC;ehDEg?}M1pmbz*27P
zRYP_T4&+$-4U-7}5hP7KhO4U={d0|?fecs75`Na=2vv1Gj^4_vLCI7;6mLSTf~yB*
zM~cQs-jswum}wr)=xO428zfc3_+S;MQKe@SjqMyQd2AMZI%_rRE%-8i$$&?`a$!Jv
zgkehsH1g%{zRx=&JrB%RR;I~psa_XvN6sy^=yAHnT^XB}Bw7}3ql`k~xkDC@`!K#Z
z?P1f1IA%>(iHbbtk0^Vi&7H?w?2FPb(Wj-9?ap5Sq3bHf9RI}s<pKnfc)Y(p&M@x6
zfsalcbg=QX_J_PmOrYaAK`U7r-{5v=r0<aCjW<lXt?39q=WD%{iv2PGguT|j9T7Sf
zwbZU}sEojA+#|vvv<unh$m*{^Xg3!={(|Li+Nybs)!0fI(>b59nyym@b7D6@5i<$B
zC+lO!F!Le&x=4pRSUr*E+02BwAft(<JcFlvdE>kvTTFxlJU2ArhW+APY2*yTgWk)J
zbPq1uWG`e>EmJ!DNF68R?WpiWV{X-3x=(_)AjXpz&;f~96M27(9vX8e_(p=4x~i3A
zg*6pi<7V8g<&lV>Ba!;yCwl@bK2;rD6|oVlUm4OZ@6UV#{_bfLH>Z5|3l!*<pepSx
z``>br|82GW{iSXZ`#fwTaf(J#HzoRBz-0U@C)$eASm9<nR2HVbXJ^kwQ49Zegh}Hq
z!sK8r#Ra0>K?e|doE6F>5L&f`rpkufrH&J14j*r>25-8htdm@gUha78ar*KYe1yx|
zW5z2}%i>$>E)D<oA7(XP<h^UiIgH$$3X+3MEn(+0U-_}@yn9JAx3`<`nW?vDYvnh%
zxc)p~nCHL%T2@l96gmVuFYS;d5pB?{LtQi;57JRyH4XA|6(@PyByGHe80d6!Rwfv3
z%I{@;toKR)qu#6#@U;KB)xhM(VYU6HEs4yg?<iKPvbG*LjRy<LD61&1hpUw<iS(tc
zfnTo0iLr;n^|6T%Z3>~fhz}jw?$-e-CnE(Q6AQ7Inc<xUZF?>Nq#sU6lFC3DwXmyQ
zVXg@FCZmmwopfoxW!9ojTUwZrk|mHoJlHSTa>v(BA38Bof}7RXjGqgg;XI4>)#*?p
z?*H-h;Q;3OZj2wx=#Sqyo)qTc(wNa9&jU7|dWY9*1}O(EHo9hO-9}$f{RPq${!6Sp
zI{EM5!OiZ5zZw5L-2;Raj`&s^_hq61xyO_~8+^hD&Lo<w*vQCjhm8Z!G0Uh6quB|E
ze|7Adh#Y(O`A1v>DaWTS?u?~UYFw9vsM&v6<eCRo#RGDC*B}HQA+N@Ny4*ZsAk~bU
zm#kpvMWNOeS3y}~a?FyOZj!*+7nnDr*7b1Lm`WT?iW^q2&>6{wTfEHr!i$pi=Y{Pb
zV`mFQfhwtN@VVkkLH_CS*R4PCKS_vcL7k|G?BXU?Yg=ejI;A!p_kKS0D`jRLNWwCR
zoeIb+F$IrX-;OIBnH<M;>D-ErX*j_<FOtosQePM`zzJrije@fIk;LQA7|pomI)Wbd
zEIuRdwVupL@H9^TWLDfbo0>?aD}YF!>3XUZSdX@5F;e%SdAX(9U*=(78FrU2U-AA|
zeO>(^9x0ZeT7v8Z;p>?~sL_ch&58*cFjdoRwgWP+CKg|y{$LxHux|FSk=tPDI}&Z8
zAYL{4PSbA$$Hgqu-F7zyLEzpPRJlC+cD}D$&10UPW%2=<<JB~Se~!+rcxl669FM?E
z!Rft5=8Jj=2D$hH!W%>Q74({%B+646cja`aRkoMM@wjzjMJMenkmIC0&qsaT+a7RB
zPV=6Xs++8=d`mR{OjF}3v{$tL7Ns0_x;oAIxJf6IYcmZScQCg2Y_=~V(huWGJB=jI
z3YRc;ka2LI#H>cg{}JkB(Azt7s2TaIuQLj6$v^y{+Dy5bPTzAcO_-M4w_eY$<i`wN
zi>zOU(^elxr#(n?0aE_;Nt&2+AB=||5rd8ly{_G1QTJt1N)UeX`Z#ZOBpaAL#8o6E
zI3<Kn%Og(hkCi(Uk%wu3dhaULcuRp^oz5*sjsf{$m5wsyM|Q}k!a>hsCN2F5hqx>2
zU!Vsg30*1$K?BEUYKSF`6>V7ZMs!bj`1Be}lS}5ZbQ}YT7R8?4wP3$Ilk^hL8Yy@V
z5Mz8J^?y_Xah~?$8D-y^S`Sf;a7%1D@UFavG8IyYPD9hS`sUa@vO0@kSA7M1Dk^W+
z{Z9TEM!ZK1AB~o}z9tRQdXkrt3RA33NL<-*NzhK!^(g5fy{${l3UV3ZUYCqkf6}-l
zBFoojh>?Bs1@99NlF!zUdPyIfL;Ki1%=S?BzU@I!m-#hIAWG>pHQCu2w@#zIwoB98
z?Ac?M5n4nRW_``Xtx)+;sZfW`kj+Nj&0z0y?Uht-kIwGe#TAbSKOd}$4?)O#B@T=o
z#CEQ`#iIc?4GEaq&e2ZVZR`%dxh2K^2xOK2gfQ`D1<ynHkc|JT`9R#Ffh$H<b%J8Z
z+=`N*4iVz$y9UAQbgD3rNX-96XEjge+K2Yz+${e3GH-wBwB6up_Zs&^bVw$(>E~hF
z%L&#RTjA?1Z*P_x{fJO3x@acNREa|L@Hp=q5$}37%f>*K6!=EhDd^O!Y}8XC$cd;8
zQ&jNcV*PcnE#>K~-_~i5T3q=}Z^lZD__-2xP_01h($HFz%#rRCeFqdy#q>k-rd0>c
zUslaKbIIwd#P)mZ9r}m?7`R9bPMu^$M#s3@L#=8pwNCE$GFgzVn_?+6AaSAr(kKV%
z?A|ivq$?i&bo_4N*2TE%0xf2-&WD5ccA%a>Gv<+ptio}#ns1;GT~k`h5j&aB1l2{_
zH5SVNl1tVz2N8YZGTR^1?N%|zFZ^g+`fXM*xgULHks6flfbP=IC@ji4v9Nc3z;3C@
zX89(KlI(c6Y26l8vGv3~bURC-i3;q?&Eoozv!59=B2b%Huop1}d*)I1ZQn6ZX9w5j
znw6WVvYsdmKeo&Bv`>gtYUJvNmv{!4A~?&&64a%2!YU^*rvgH1nwAN=#DQzrZ;<Z1
z(KyodX=+DJxAxiF&WMSw)O3jXs3=v@f|1ay<>aU|8bgyM;u}ycysy%`Mir9CPM_4<
zb<uhEo~ws#o3e@PG~Lf~yahMB+>D_lzU_SC_WK2{*LS;LAota}WzX4&HTuT<9|quM
z(vTx*+f9rV<u9=@sN#z^YUSb0X8Dlpz2&EI$g>lI;SA1GI`L9vE~G@F7X`jIVU3zQ
zvQ_HbttN5_s6g(tuZNQ<qwITC4V3NcZEgY9>H3@z0uNYpdga2;92epJ=Nq4E?j+Xu
zE@JsVIPsP=*;Ia&FIs3zq<$s0sEdU{YyPygX3s_Ky4u!!{-|utLr$;1#`hfX!Me3y
zrQrx>#SVEYUA*H>Hxat$hVpr&&{zU5{CiwySJqRy+K4V;?;S((7+gj0wq5E;i1d5o
zV#|u{Gr-5DfEg#gO{t`QGdL3JJtsCJYuczY5B0B5u#*0)%qaEs{amE&!UXZb+jPJg
zshLE$vNh=5q0o1EYO2mB-EIk5aRrZV<#}|+3napsZlkRizWEW<Rfo@up(=6pIOWTs
z*80v>DzDk-!DT1P?Me^re!@00hwAkEb{>TSxrp6gplJfXZ~{RXE-4hPH12VUd;aWl
zW6fq_O((~*0o(?vH{mtX>e`F>@r%J*(-<Z4Y<AD(Z8u($^$a9h(4gV$s)9*v^JDWD
zX2GMOw$BV=dmaf=srQ$-s9Jc3Ft=O>{Slr7NB-;W-^l1#Hl*h6<w0X@*7jR&RyBfD
zxoLAXIbBU1*6>H7f;91ZNvYC_(7U^XYI>2hgDfjY8lMFs>mQaF0lmZ}X8;cmTfSnn
zI?aIRwZH!C0)1cZqCRRlT^Q{~oIGu6!{6oXzW+H-+#vC%1C0ubq5a7cd$}lAKA2Fg
z)X6$Ek1&$h;k!Fd=8p#tJ<iJI%7qXSo|u_p$LycUc<w67QpE7tQ6!=vG&-iP`7^%a
z7hZF8)BFUuZEOG*<KNvjdS=a-Qz!bVIBxgibdS@pF{}CoRAoDo%DxNfY8M_h5%nq|
z@t}O@y@vUE6$^Np6FgmFZw)n7lSA7s8q&=PclZeIe(|{fv6_>en)`dWQJ5d$1Q0F-
z8`6aLFoc<Z-eZHu->eP9k4ObXY7e+xpm%r11Ye*00u}f`);n5_#(7`5u2MjBzB!s2
zN7xA&aUqeuwFkX7ep74jGyte3L0cIvq4}fPOoueSoMjnovvdkY%=R=iH#F)bZLR5Q
z(LEw|XT^~Op=5plVSm$}yYzCLY~~?I?W1`YF3LrMN-Qzn%2eLSD#Hrv&9k{J9N3j<
zW>zmMwjLQ<++6SXrVDl$A65qRT7@8JMhgoaE)8^MZtr~9ACY7A9!tPnr#4ed<8~?O
z8k1%i_YPIQ4hx|6{Q|Ytm&=UVDNZL^vPP3?hbd5Q{CL-ZfKUuV15+=HmVA=3d=Gt;
zEQ70bLJv3wn*bfy@l3hDVT)4FrC23V;}p%o;`F2E5y5ri=Qd;wlZ0HI+*QV|g6M*m
zc^mOn<_)wz=cxCu6>QYNs4BIj>BfY$?5L;QoFd0k>(kZyoyNy!eyqpI5x4T>uU+NK
zHyb9(Kvz@GX^hp6s$;%4>bH@v*j(F%<RcWm3opa08B*VEvZ^>7%9b5`!&W^TVdWAt
zZxKC5w!-6xTR8Yyi<eyMR_c~r4B1bhwIQyAX(smcCFRP<0_8dhft%qa9N&@CtqQ7F
zCv9QoaMvgUQ6YQcr6;wYyEiyy`|iFWcLc?!#yvzjgdsr(SwC+MT^}KBN_K~LE$ueq
zM=k5%qBGKZ-a;DFxmO%;-V5~-n6^FLb<4_z=XV=Qu`!+9nN)n?+oA5(Y+J@4GGyb2
zOXUgB8D+KM@~vD;Rq8Msk$h#61|!G)tyiAJi$rD8UVQl8M0Fy!5`E%j7u#-Eki-!o
z$VWe_<TvANP~6g5N!HUYx3r3k!Ah^d#p~$6YChn(oTslTg#j+4wq&m=-p<eWZ%R9r
zT%rc-2(FKMY1>Lml#JIj$ezFEuVV&&`FTZk-Pfw%>0#R7dHhG@R-6Q~lFZhOuv%f<
z+R(oy2Y<UVXJ$j^thx2X&a0hU@;W>)B0q0X5PMI3XX4F_RAk5nP^-@!|4{V#|2cyX
z@Uj2yL<8FN`}-97+pIqoQZRzb`A?q2E#5jEcR?FID5t8`4?DKVP9%@48pa#C8pj*l
zx=wB-PGwh&t1-@GtNkQ9L9+XHn;02tZnX`bS0??~R}|4pZzCAE&Ww=8*V>Nz>zP-o
zP<LUEUtM>(BYxoxls2m8CF*>uTgyb2;&DNDsMgp4j7YUkj%a|nNxJ`=ku4N*Pt0cb
z@s=OmP9-Ab+k9=BJ+m}xMM;Uc+a`q(I%Sh1VuqbLraFdui2;!x<4!Z!TBNC#)y^c<
z;<lM?;q4O>^IUOk7*Ze5cCtw|-MU#zTpQ~345<khXfH>9S#G0RTT(C}9?KTr)c2B^
zgwXij5pnwua@2|W){L^ZW$}@3SJYS5OI?Mhc2`%MIUpI;=VL1y?-1d`%kbA(2V7yI
zd0@Oa&UR&}=SmQJZuJbzqCR=xBOzvQ0kh=Ddic3eu5NZ5(*xDX5^OU=h4R__w30==
zSA)Bhi-h~%Kit`DBXZKeo)@lvNp3`5)M%fM9#@7jS8s>JFZq#444!{x2w&r(Yc687
z%%yoi^|^?pH@m5E;!s7Fg++=1qyC^zbi<Ee%xak{bs0C+-zJzlQUX+*)iUZF%_+8D
zg5Is;1$&7@DZAo|e8+cc{q^l+7Wb_ZGQ6bF5Sp36x2m=i)(mpYdL1|H=xTYtqezw2
z<{5gejLmMMj?fM7c@0uFzMtLD8(i_STX?B0L{!4J#2|1?U$)6ukbQ|jcJh-1>8h(e
z#n2iBS?5J7Zu<P*{7`SwMxk5Pt1UIDb(&hQXlb33yoj|n(p^fz+QC{kwWybxG>3(%
zH}xYoU8iCX#Y!OZ$1?FyM5oFLK{5BzGW`S<+0!_T${4M0BkTJ*ijzh3U+$LLhF4;@
zho(vdNbQ&AkhQlhzF6A2$1^c{=ws_M*^|{U$<Rag%`nr<If)o6bj*i+y$qR4*1b_a
z_mUb3pfiECW>wQ?HFpCqipw3++$x2T)UrZi@O{HXY5h*A{EYKkF$@o3Ti&Dc%;gY?
zA5SQ%sUCny-xpO{+0G0Z*2lJ5QeBSmseePFPxw&L=h6j$X`4T{ZliMLJ5|J(#GjXy
zg^#I)Z%)`oX%e#=h*JcHGs2#{_*XOeU%mg|#Om%LLVAg6g_CNqV!zZD*kpIb?Wy|~
zzUprf9g2Ofz9krgDa9;q%#*q@<)cslZpDl5QfuljU~62=j&d4j0jV&azxPKkBIx;d
zAqkGqTN((=hi6I@H>m`lzm~stS|D!lu|c(U6rAzulbvLNcmqC4(~lUuMZ~8i-rDOo
zj?w{X6uS1hWH)j5C2>N&unNNsL<dXA4vhuH6derl$6ZNo9rzYvunR(LpO3dy4b`RL
zRUevbJ-NxzHogDcN$P6kULyec=yxKYnWq_y@eaM#`BZA}ZXJ(L;ede}4jTT4`mcXv
zfi&-b8<Usl`URpe?0;?{TUV>%Z6fjMTe);OFM`X5uc%qKw3kelU@PB^hWzW}4<xt5
z+G6^`pA2o0RL9Et_n_qT^f?PjEJvx38yg^X#aQ;CA6U2je}4tu+Evt}H@}y7{h2$7
z`QhRNxe@A$Td?O{*6I`MBS9|R?*r$vj@N7XO8pf=r`}63B#4*mPh?+>o$1>Q37H;G
z&Tv@I9Hd_zb|*vwN<7$<%_rgKF(e-A(#J7#Gny%b6S1|#+TKBj8<s(oZAmsX?S6Pw
zO$h0HE3ee*q)V+F%U;Z==kN#ErqKFpt)z(Ko6dQ~mJLTev97vUVmo&BJnnvKoIq|b
zKjMSkw=O1n_>-pBY}cM7rYvhGnwEx&0s=#RLwn-}P1dfea`CU?y7o>QgSFH@N$p6h
zPnt}a1_KFQHnpeO`AH7hk`x$tJ?Jf-Y|9yIF(^_w%Z3R5MJp|$llcgp$$$%OTDwmt
zaVQ`x$@K?~_TgCb%g}5O@dtvFmPABN%1gD8heBtIvXuMU%;65!j#DmvUL?IljNMIq
zbhct{3xi>7wysga`#02E-;wVo-9?k)S(|8{t-E29$Jqp)_zq14=g(uMYo2QfT2i^;
zBd?HI$kK~UmeCrHM>e(BGyX20(+#@bmz6$?r1g$|<CI8_Nm&pr#;vF`fuu-d<JNB~
z>1RKmo62uWBY{IjgDAs=v3JK?^*Q_Em7v6ij=KQKGxPFF=lpoCjJmoNroN=?$#Sr{
zb#b~<(JqTsmjlk*)oVHYa@ftz%0WA*_PlrSV^(Yc)tz7O8;|53(sV+8leOdXbP#P^
zhn8nLmf%mpYx1dB%zU$lQMaS76XxB`U5SfaG039C*ZZ3ydk}r-_5CE2i=<cIJ@dKK
z->%hG+gs+>)tSvFDFi!hsK-UjB;A~~AUPUR+a8sgO`PkW>(Xc1B!CMt-z}bsul7rX
zl`FbyEVLxLQ{*y`h$n97S=`RQt)u6omVa*bh_>j>dRAdKZ6kD}_TofdG^Eezq{6J8
zl53<^@T|YwjAKpi$MIq!Uc%uDfQ(~bkxcg|<R`MoJfe*;E-WiEsSe0*h&2oIs?yF{
z_Ndf{Jt<x0Ct|<HTRcllyuIhyw^mdO^YqPL(qB^8qJ1Hjf=ZL_dW5*vF4qrtxb6vW
z+O&0RNvpbPB>&XEx3ee0vaq>CnUlvInD^8Z%{`~V#)x2+9q<9OWtbOjNz)b7LXFIN
z;mbT7Q7$<zot~PpDDTYZvyCcfD&q3v@wwF&La$Oaa(ZS-*A{xS=ctUT_o$AjrTO|7
zD7H<Sa|riyr<{NPC5j2$F;fhz_3E9gwp#zCzi9c)cnhV);${_v^t+wLX1%WsoY|Ve
zivIB#ofR<VaK3EA$4~*6>qNEmqJbpqLB>L8LoicLxIBS*LM&<gfLR%{-k3c9xHs;E
z9-unU^mn1%AH%%=Tl+u2i2vjAA$VH=|CrQ|6!RdrtILVL#mgtve&H;wEonb5oQD7p
z?RCrT*?09TfuF97p6~_>ad4!u;4M~{LOQ-C)#UB~xa4HcqSM~8Q{XNA@EWkAjj%G8
zl@!i{`SA?*v>(}npWfee?%42`P`j^JE{r%G@Bg9kwU(@4lEb(r3ewzNhjIn8)bbm~
zQpis9icS<#1oTVRIPi3KxWSKHTZRkVl0IE|2(pdENVpd$>n)b2h$^fJxu)5p^pg>i
zYL>baF^CZ>RhZvwaY9JXu?hF#vpyEbiGho9NmcrN0FwK7^O8AEm?}lu`6XfA!fwHu
z<3ul$kU-74eM(A>%`3k#(#;gelCss;XCo)nG`~P6kPMeB(rphU#Y#K&^?pBfZOmeI
zMC=u+p)1v)kD8B~u=Lt4tL`1O`9tLif*mS+$OIqc{;q-FSP5MxNAW8R&R?M35<&S!
zO*|mW&%^9&7bVvUxJ4|Bl*r*ukCS;IH{>eHM=>7*6+B~N7TF)xhp2A6+vi(TOB&^2
z3j>su9D`YiV}gNO+OZmeXb3JMgTghfZ+uyBLk))c5QK{UNhhlJSZv6Pk07ClNm0WW
z)8YkpVX=7D%qrl1NKjOfLLY@PZF^1}*iGv_5Ttt3(MiGpFBZ;>rP~fKwOgi*8y5U}
z6La#U%kiA%v@AG$tt5H0u))@RBky*;?#kNbC4n0I<<3lhrcn`ie8{~64SfE{1hbRk
z_4@G!vc_(`J$Y<VmRyat_@>o?lL(bYLcQBfuP1c|zI)0VAU-6R5Xe)HwE_jte83{f
zR)Z?P&)gfn*e%PNiQQEYC?f8iyIS&-jW*i7)WW^eb|l_dXhZwZ1I)p0$;j_9F^!$z
zTlgKzw5uZFfV%0WYCQe7w5hKzKBRlO7W=VP*4f_MZ2q`JjFpFJe9Y5Z<0)81P$aEU
z^5~{Q+hF;!by|dRn=37njzWL(^qQq6zLSX~=wK@lEIJjsc(Bmq%*`~<h1@B%ec4$x
z2gWh#r#>)O8~gN<iJ@TAkj*EJNZMI&$q8<x*!F`mNYs}!dS?29XKj-GV^VkiyBjXH
zr_LRjZKLYOlkBVDaAo>;X!1!65H#og$;nQ+24Sg5|CjFthdt5Vmb12DLM{;>3SI(Y
zvQ4<d&!k;xgh-y8m1>F_#^^7kc)ibB%Fa!E;<mgZ);;PPb`}AR6%Z9Y3UM2~HMWeN
zDqE&kh{2g%5f<fq6+|Im*W(=DYnWSSJv`y^=;){%W|~NFP|5AZg-(32W1R%eUjo;O
zOHZ0}k*EnhITPD2&hY7d6cV9*VXbYTIdOBT|K5bzLvKp&#_g7*st6H(Abegk&O)Yd
z_Bo;ONgv6Gcurk4glIv*yjRtpd5tT+#>218#TT@{|CVAC+MTehIjM~Qd6?LYX3{G>
z+G?J}P=MG%kPk`@rwE1#$G9y`7#LmYzpzX;*?+-lz;AO6pFC4U?@}F(<6G?IStf>!
z2Gle4j7lDi=ndDLl=M2&x=*j>Vo6$E2V@G0dC!pN*m(MMW0QZX-zH}4EEqk8Fo&Lc
z!sxm@rXI?$4-3HCU`X@Q60A-7sfk-`qp=z}KAV@0?`bu#R6;;cCDAJ`31ZyWjH(n%
z%=+U*?Ac7(H$R`FUAB*G*o+*M9kPAqYaSs{nVt8tBbLaQcn(NYkjY^8b#YOy3nJe&
zF`pQK$3L3F=)7C6d8^OeuV@~cPp<PXH14!QHm@=ZzU+@$@6va1iF%_xph5d8ift$b
zlg^~a($b*jsX6Z46b~7li7X8=F-P;)5m*C|1~4DfbjRLUs7t*gO%<-bgV3-|E=Kow
zB)(10Y1K^A^!MqB9Bx<~1IvV)9{4J=RrduU>%D;V?MSu2hkYB`u|uWHL-{XFPqV1m
zA8<dS44HhKw62?}NIg8nP_Gr?;lq#0)HBw;O)O?pcW3wI@QN}_?9$5s(tgT`>?$f~
znK?f6(%Zw~FP-<$f@@I;*1fkRzJ_bF^xE=~H7Rtuq8(P%x(f-hWj2iHEl&Gr&Fovz
z)Sfn{XqhDs>)-{PbrajM<T5)aT7VgH4qJR0gWe|Pq-*dQ7^Un?YA17q+2g4;x2WWR
z*KrEb4&LB=_%P!S!L<gMff)O8gYK{E6y`p!hA7?j8V%PKbbAOXB)KaX*j{?>?`9`d
z>g^ixTjo@UmKG0Yrv;&%`X%hav+xif4feD~Oq=|A4k}+rEjtPI7Er;!b<wJCp6L;h
zX%E@nILvONQj~a{&|}OG<0U5ORm~XQ35%pOm*Di1NE@`wm{sL86gHb!uoUNU!}0o@
zW0I{H&=-U5q@7bG!plmH)0GtaEitnfV$%<|Z_i;Yj#!TqavA`UCj-{_Te~;h&95fh
zs<b8=cJZ~*zaTQ5i)8Qr+`V`gCj&MYL!n}%{6KSF^i$ND@(Q{1G<xbQo^ijSSC;A-
zR3Y@3C(?Y=rpaa_erCX+!&8fzEw9|dxhALnK(@y*&2-+$^i`rpSjfs-e!2Dws*Lwb
zh!~~7ISc(Dw>TPBD{g^+OrB^VG-m@1cqD}^yI%O%G_s`$$m+XuB|T`i^=MHHX9<h%
z`C<5?-%hbeYU}yU-rUBA(UX|hd$z73Hc?EjPkKa5p<#}IIla)Wv=$M6hv_Ecc*dfu
zU&h^i{rh@>N{%bn6>i}pA$k+}v9auHeHMmFK+fMdvqrm1_$R4FL^HQETfc~^fMw=Y
zFVt3@BBbE8X8H{C&qGUcK3zpA>7_IcO-1f=4%_FxCs#wb^0d}Y>Q37Q*7>c}6H$Q%
z)eAIE?V3F#;pg9efyAWMdsHGdpuF+gQ`eAG+-%j_1bZ{X@b6VK?+=d@o8QdoplvP$
zf!03&)z?!n#+d>GXZ6IHSe^o5y9uqwzf*m{f2jbS&LjU{tC{8zRcDA_jWRSk)E!)j
zBke<IQY9Ymckb_7!>-_W)-zp9qHQRMun?o4SH0UL_#Q+Sb^g`&eiGm*1*F7){0`*#
zLT+2H{0j1`2eQ&<R*8_7Qqr2^HDrqV%E32E8SHHIWVx}zoWl~I`K)V|u5$+z`CI^3
zc^ROx<pkn?cGz@I)YN<Ds5p0L(^iHGq^92>=5k(6>VVY^d@<^hb+xCN+-=~TUHkVb
z5Bw~%Y>@XGMt%5Ba8Es6yyP9@i+F&3`NDX+K<SI$gOn5couLz~6+^A(ydExBpD!Md
z9|8ugB{N7msf(Bp<nuR{gxqa+r_eU22QtylM|RboaxsXT>L*O_87hN|3cAS^%t1Tv
z%U!zg{-ra|VArU|=FjXYqr)voN=X5Dq}T^EWjBf=Ix$j2gY_kEj^XsB!IR7{t#pWt
zRhxwN=!KWIveDraCS2$3u-{Um)&-puls&5t<x5*#X~^Z1B(4b@+NutsCcO$m4Q~&V
zzRBii_ew@?hV0bjL@1?uLlM?C#Da~gNb~YvAiF(pMZm^6Z2un&{4i0OFj3G0vAr0-
zfG{z!5-9*1(pRSSQFM{#+9c@5MT~iCd8HSmwj#MAa^ve?$CJ8em5G-!_B+kDp$170
z^B>ZMk<&a-`HnR%jB})>symUbl>Qqwq_9!TtVt&%R97-tVrgP)Nqef_g|qE+%I~C;
z1s^XZ9?LL@RVZ_-Adfun77j0*_((HAV9p>Uztr;PPFAjFlKo)2(EurD@-?8QQsj>5
za^3>A*G2cn(}~r;04;F`yT%}=(nF6UrM}!7A|6ycMNoP%+d1jO2X?n{CAV0M^K3r7
z8W|a}S5l@tf9#>4gd8S3MaQLpZpyT?qU@&saPlY%58qDG{E(2osc1NjY#VXbj4DfJ
zP7^%Bw^Et63ZqQ19y|~xV#eS?kwaRZmk3h@52ux+Pz|ImN@^M;SbEwk14iS8IbU_z
z2}}u}v+&u_<!H5SUz3V<R6&21w;XLd2LW~e;$U8@ehk7dL6rjL!W%z)y_}KK<=6-*
z>N&@vH5rzn21ERtbhtqfL54Wxw}~Rs^g2g*o7xP(0@IT~bOML5et8C2>LjfEQH`!G
zLRDuY`h{r9(~N;g_`#&($m@}&V~vweM_Qhe1Xi;cv?LX7^qZxU)|>={JF2jCTJTKO
zep#D{OZ|GPsTl*i?J%MJBYFA&E8AREKkm~II{Chv))aE=;V+HH2J`w0z8TZ<3*v72
zk6XB646n+ia;mbP7{9BDm}3)dyl#cc@^{IWYa!u%N4)ws&xz)ZnYJX7+Bi3+3qo%B
z?y~9j76&$Kns}upM@IV4#r<cp4fNXGDqvlvQe<KHl!L;gI&7-}P%E=n+!gN3Tn#OX
zj;gD#@%M}R;V-LJ>{(oe88S2y#Wi5;``14`AL|&9<)Y6);hKS!KSl8-_{uF-^#@wG
z>?Vu3mVNTkxIm5pdvapFCF33b@*wkb-fERqa#6C2DkmfNFB-#p{p@nHCruF|C9kyW
z19jZvN?KlTqh_|L8elc7vP77}e`+W^l{Dn^vv}qt;}tF5d{%b7Hjj~r;fU!}D1<V}
zk6q5kCM?SEg4v;nrNBnK#QSb7(^a+pJM(nQ4No^Tv?rG97bq#B-p?HJx|x?vWubbl
z2g0U=JplK^n2d2?nK(QfU};FwPt$?MYFn{3tP6F&Ewg@0MG5xSOLeK+hX7o`Os}5}
zH0Ao4s>M43UIvAk`^GY#sQsOkq=YVZb?pY-N|Hn#j6T}oN%u3KsWjBnU+$uA45EvC
z`i*lK8}@Es6~=EfX9xY*)VKB`Z&ix2bEas>B65`p4k&UDEWvLfFA6OkH}6ho`cA(+
zLi2YJo?0zl&QG6*q)V48b6BmXpZ9ppl){=Zn%;9o%`!X|>Q<ZN)dwihx~BJ>$z*5^
zA1*!|Y1nST{&<3Ky7YLyg>rAdc;$FjqP9p8s+JkCU9^!G=j4}=xH~OQSW#P1U;8de
z)d63w%im8uHqvFQRBClen0W0~Sa`QUW`n7porDrP<y0>gZg)Qe6P@pE#xKx-QRm>Y
z?$Ujic+0fiYuHwnh@vf*wmDA5H_m66SgoIli}`l1w}TIkVAR3mf^539n7U@Dn}>q8
z63o#99l|bza9QD$x!E<D)kJTUXyn<R!?3veh3HK96#rS%@_=^hD)|a#?ud=RL|I5$
zFH27xGe4p9eCMP&)z*Elx?py_{a3YM)G!>Mx@9b<=67FNeTc~N^3Rv~akE%uz6EAf
zrT*NXS#2&M_>f*aGsb7$3JGdc58>-kEhl*FRegzUgWdaMnwamrH}qfE#SZMx%Ve!l
z7_Av>H47M6jrCGy@d!OJ4IF!i+vR-91%y)M8DA*xySmR?97T&`(*+Io+ZS42zj>ic
z`{rZpx>{Gjp)x^HIfABh9+`cyq^}GwBOzpZJVa~5%|y#uTuLa7mPwA&Um{>gJZ{%k
zBf4OTu727&spk2#E(xRv)p_58zSIqJGQzesJ)Vg;=fDz=SlwqSdY{{-4<nrT+0Sb-
z$KUrcjznHiB=mXA8`8a7S?4ukk_Q3#VD}1qaWg|}Tz&2=NkS5Cu~VjHN}wiwb(h^@
z{2;@Q-7Tz)AyXkN599KsJPprNZU>%#czxX8iNpUE=Sm0?j)k|n9r{RcDE$MR7+Djt
zmLXLQ34Glj%d`7QuLoUioVtMWHXflB)5AY^JYpbm)-SuY$AZyy*tk{o;|N3V15=%c
zE6Z^UO*r4xOGvY_askY7+ASe&DX;Znc+kATDIw`JJr1a!HbYvJ2dvp(WAEwRUq^M$
zGwMg_RV>&-^TyR{<iJJ@D9rdsm+VZlZ|y4@lc(Fpr*j#4K3=5is2}o1;<BOlUSAzg
z$2fY;Z>B4f51e+ReSd8CPSioD*C$-Q8NI~AZlE)H8ArkMe1Xn`19RkKJ?=f-&vB0)
zZ$ESG9nZ&0$Ni`kyD|X<#37ytCo%!({GQ0Q;rA6bWu0<~<B;1oNJfuN^?iz*&ioF)
z4=x{&*Y}_Z?{aHPBrXL{w>y_&(JtO$oQ6uViN#_b2%TKO?sFc34WsUZk$Q%sILuQF
zzFnr<N0svdG2OgZnr$y|3BIbbw<=L0ghSl2(u7BFq%O*__uLR8X*R4L*VzPHR8^w1
z9?I$s@3$0II2gvv-avLV_Xkm#(9CfHS;7!vs|zET2#KG<35J^e4M{JWJ~*bM#`Zp!
zDi9RV<NleoBb>0%^};v)4r{r1c6Zth+v!4UOmc=hWs9*MPJV87)UB6OS21N#58&%P
ze}yCeSFV3z`ceI<EZyf%oU6Y$U;JH!{O{17$Ypzg8VS<vn+nLzB+Td`!g}PTK;5V2
ziDhec`c!ZzTcm^k`eC#K3)Ol+Z^wcCE;cgy^#LrHZH+QiBGI|9z@To7WAe<pTeLOa
zmqFr=K7|fn)c`%+)4q!XeP6gd@=NloSlCZK8>0&ADkfBO>-MVsB%=hg9j_TEcv|b)
zHK-*q!IZ_uqs#FNk^uEysjBXa1QQ0j$)1dd9crmdK!KoM+CM~l{{y1W|8UPgmg`ud
zhWwd-N%i>eSOQ<L_QF@2U#>?iP$=ky$c^f&*Nm>oyE3&-QkySkzU%u`1SgjbewIkZ
zNiyVm(HI09PR7c`@4sL&A;MsxDA`P0B#s|7O9j>Z1ygr2ynj+~OXrnTa}QjpyD<A%
zZ&{ai;B7Z^6>S<P|Gfv2wCOnMlq{twiDtfo=;%dXu=M{m^HWeFI)n<twcHsU857-9
z*h8bbbKe0%0oh2l2K*)=XHMEaf&`I}C=ThXs)-Un(qPYMz33MxZvsG}YDK^0{4en@
z{@H#1yPS-)GO!=*1fMc-Z}!f9k<=QWZ1DO4S66MkCkCo#cBtuRX_K#9dz`}4xd_8`
zwd0SiSd9XDei@dwV4DZoXt5#&#mtA4`VUZ?nqGf>9v~Lw4yd7LBFH)#w<6X@@T`UN
zD|~$|Tq!DFz@e3QUy7gVgpR#VxXJzUJX-2UbXJ!k;qfm}C<*<Hiz1I&5-kha(tKVw
z`rCWo)@pYF`YNC=@o#Mtf>hCMr*B+U_l_Yu8)et^RMA<dimuQ1X{oOHSXxWXZoyu_
z+}elqHO3(J{4_d%?0F35{|y)TpMLNEN1OrZ3&^PwM@Z=?WM}I4zA!pfI_xb4x(4{M
zBId+mr%inVI6_iiORN`NssCrsX#N0oH(uY0s}y~P<~bGO81Oy=0v%?M^?=)VVku(u
zPozqaME0Aut99(VTZvW8b2b}=aYCvC+t<SbL+ArHZ}ur~%>)-^9AmGhs1S;x900yS
z8S@Ji0O*26DWt1cy*uuhE~2!Os@X_^wH_foIswl;Y=r86HMNv)=`)D{;gA?vVE3N=
z1?q|U^L;qLSUcrKrjYH$)-4-*AlZ}2`3tntiNyb7yOyZ7F)GJE=WVC!`>O?3b_z0d
zbTkJ~G%eXkGQ;5ZG9NK-=z?!16K#rpX<j{?6Ga6|7h^9o>~2YuFI0V0EVM~PxK8&j
z%Jvch@1eRuKsuuS)@lYS)J`&C`5t)6C-#vH74;KG2R}CyY+00I>B0^lgC2piJnr{O
zVw0neH?qVK7<5|P|8|@e3iWi4M+4iLM`=^>_}$nG^?{Nu(8JN}|M;>0&?XpO@F-WF
ztl_}m3tHO!pi`IWfkQ1t9zgI2?*3$Npvk{}`+4Kz?A4L5)OU?8VCo6J2n9BiNG<nd
z73yx<Y~4s7A>&z@b{cSdJ1@%Y(Le7eg6_`s8w@t_?qx9>wPckkd)|H5r>`uyyG}P9
zppwc<1X`l&U?*`?wwO>o%M1LOBa0%sN$t)zw!B^WJ4@s^Pf^0-G(T9nEj4fX3upYT
zhyJUtDnwb<_5rVEz1l2_;9L`5=+%oove~KEDX853nx83&gwV+&@pRj8ZZ(Un=!c)&
z8^;)!z@NF~dR^M3C;6qn4$bH1V0gni?XhDxXx|-Be;Of%905$d#{z$7cTG2&m=wrD
zF?2Zi^kJHqwOX|gVYFjGnBx{Hni>xbbwid>TcjZCI<^v3Ur6~Y#9_W<-&5bJ%3g$y
zJ;Xdz2%VB*<~B-?eCIFB_D{Y;<r%;?Sy;CD1ZK1Jw)Lg+pM0zo&QE`rrjP0O{@UDo
zn#||*1nG=a+>GMX;nsB2_qm1k$0Q_Q-V463*F2PBASREMqzL}otdaR!>+N#Yy7`!7
zn)+x>J@1*${2HPgCwRew3W94V;%*XNg7RU6fW3U3k+r6%x`cv3YnsD0SKcmJIgD7p
zWZUlaFqih;i!y!kbtuUG|1`cquIq~2!xLQ-OVB~8<CxnSxjg~l&t2hT{(i>a4oKP;
zAFdOO>A$wD4c7{nQ}|*={&_Klq`jSnW;PWR;k$Bs5`qLuGIIacD&bYR|Ig+`>6j!z
z-5-YJkHb?X4bob12e8oR5*MStKtW=3c=O4iGAT65E(d8vP1awa^<kq+fTKAY1#<dR
zAn{M=hK3^LU{Xk^D<sT4^?1oOSC-t%XK;fr97FoE0?tTZkBoD@lbgQ>!H(WzNQd+f
zHkKQ=`x)ic2+BPMV$31Zs(a$qD5HNREE?(`Z*^B2g{HP<@yA;N50;2hu!qYKzrFCZ
zv@VIB?}9pZk|vGuIy&1z{RzcLsIfWegB0j;m&#R?XQBN2@4g@%^S;ZzFPK0Q=wC7(
zfA|43?|zAT$~yjEpldFh)-v>U$Ze=vjD88^j`;U2P51XL4bb*!jX@M#Ndi08Ed1WT
zs$u%``z3o4C##OgRiGgMZ%qvpeYG){76TLH^u+rkpD#Xb)!!=L5A#F;E>%>Cs=&wR
z09@bB*sXqn5cjDNTBp9<*J_jX(oNO&n3~p(n;+*56+crQ2O*4*K|@r4re7{F2_;rB
zj@#}qQYDZmvPgn9X%0)QzVfm)$o59-h4$CVnh6;0bjLiIzWMNMwq$67kRWP6KYd#9
zLd$Zpr!9#J{KZL;oqyspOL&QfCe#*Z1VEOVL~0$}#j)CwSF?hfh3RW<>^{4U2n`4%
zt-On)j|VTr$C8;nv!oF$Y<=dzf73-tQ`s6lBQy1$y2jhtq@+4igPRadskpd(f&8iC
zH)4}`!w=H;L}%Ll?oFOC`aGc+>Q2a-<uvSeFl9we37z|DyTdi?7(G|STaLP?m5F^!
znMix_Ze6M+cxy9p!K_%8`BR9U{6O><_i~vWf6;B(V{xd3^J+g`=1{WI3?G}4L0PYh
z_PuRmqvRw?Cv$QvtVip-qN=M+QPdPRhFNM8tjiKlJ7IJEE<c}rtBan^8zf@NT6PjJ
zWA>Hyay{Ry3CgQ;zkIr&*U_|*YWXl!Oo0+qw1YY*j$>eGBhGk|+2U{!ueU6g$2nxK
z3!CjGdw|pTjRdra;sa8W+|^6YL=y(i_O_O9TUx>l1!1gsij#J1;rfM(%a%#ntm8c7
zPMk!UHA`cXltxewsxC?@MM7UnU;ediX(Bhm(WRkh^3_-7T2Z8uAM-+Kr2DkcQ1^RU
zvvUy1H}-E%=mK{RN}=gV0!hxw)C<kF&s>=pU$iHbyR`TJa5NZ_^7XVe0kcirb@5ME
zu<z2RbWmff_4+fSMoqdH;bG(ME<c|Lj+_seNK<a9%LJ;!2Lq<ojX&06tyTvOdxei2
zLjqh4sE|){eO)bhb}Ck26EZrUQ6l%CC`KcKz3*r8Chwiju8=)<#9lx%HG6Qfg~otV
zd%o~V#>-p<J;vu1Lcau&3c-K4dVIIO_t{45r5c#j`zej)Y3w}$&BeSUwTH_}(|ogw
zJDJquKAOdQt)!%ilcbd|>`dBH<@89*6a&U$$sCx8m>s{LZ#8)_qW1fk<+qpL8jPLY
z37-m3zV2TmvqBnE*SV%nN?gjv4x?-)WOlSz|0(V-PJ*0lbKIOlc4S~v3K9r-^4*oh
z8I2@)$iI@TvDyEZN>NiI!Mthl#U!@r6w2RkROL5bEbE}~Cz@0dQ@IlW>#C^-q+?zt
zK&<Q9wmNWcRg<p1zCLcvQZ=0^PUhV_x5uy$Eakr~i6clAwQ@?sdEQ(HNb3XwVmN-l
za@7}y4m)T=MiQ)OaUoe-i1xf(e}NVm0nR8S0a&2^gUFk?6<9(jiKq^#HnslHmLxbQ
zOIvUa`N>aZvxs%H9C~rqYuK=TS`3-jo4EtEo!Uxt)J`07j3+fPuNEsQsg^L7^~<b8
z>fb7^YH?{fC?DOC0s&!lP5CtnWMdu@MD<^PSI1b2EYe0o1`Yv>foIxvA-6Y1R|0^N
zkdzrKTrYP?|1Q%kW9$gKE=%>TL=Ov#txRVpq5H+j+j-^kxxBA~0b`R%eb0`i-Om%(
zl(BbPX)D7gw8M3uhg;M~0{MBYICi(M9&<W4@uM^E@gmjikiN(REKiXpsM$yjiwG5}
zkIeC{A5kq~Qu2lSh;ROU#@EJ9(ndKND(2dwWCv7{lOamVnPyo`zX#KNY+ybzd%V7i
zp#oU7RnoFW(_k>6YV*gr>La#K&fV_9=pWAv?(NyM@Q)!ExF2pb)&m*26qG)7+Q^|g
z(RIP%Yk`1fk(|A-LU5ydqBAA%B}q0seym*H7S4ssX5N5`akj4gTGp9FMOK%r5MdPO
ziWX<JwQ=7$m<3b8X1d%UGwPq{h3b(wlNo?>xa$+@mG1d>6)=NE<pLl{J+~rliTAe8
zj^MEj&0`wN#crv2^k<pDO*%eIKr(AqN7f=j0i(Qjp?9mTpZ~&lZdiHnr-PHwu6&V)
z?90jEVvhH(+U9NXmhfl-51!uRN2B^w_Tcf44NDlv(*?<YLYEcX`g~z=piml;Gu!S7
z7Khqfvl9*BI_y8P3Vk3NjdImMe$V}U;0VtUQPSf!Zy8FaST*+3w#;^2K`xJtMV94h
z_hd$hao_%qcAGqQ=LqIYaLEFD`T-^EvHl8gvbxA3wcSF)+yJgX-B9{Esvs(v#H^nC
z0-r)TpeL1Q?MN$N+tTI{N}^#VNQ}9}HSN!|Q*OKV3xv9xOxm5;(%o8Q_N41#{ENr%
znfAQKHVs1?)FBh~SUD&M5wNZu)0z50JfmoyFGXLly;j0308T~4F|6RYxYhFVO-1ea
z*@B{Yj|B7hIDR1UCE<K{wubpeI!H)#QcGAfF$$UMZG)ZcT-X<HAbufkR%%0<ju#Ll
zO>R~I^bRE0^}rrUkk}UH^K#8*x}goj9*xlLDHpEjD$VJP{Sb}s%I5>Js%RcvxW__Q
zk{<~o$ljUlRxdcr(%u~`o(uFNC_w`2Yf|Ws-q>$~cCsYmUzTx3S2|7*uBB3A>pgv<
zGvA*sv}0#{3*LC@^hE8$>QV6Xs;PryCAS!@pl7XM_I&sHS8R38RY|n=_Gv;r4?KuL
zTQvi}KzN28xjnVl_P>usDeTZT_qVa2k)`>6$AbJCCmOthSkOrwP;ITvu!a8!fOV60
zMN&5yZ*bD$N`CvX;W*yHaD$<EV_4*RVZX8$`};6>g_jm{rDHy@`@FBww)$k$ZxCP&
z8s81<n#owe^R`Csp?NOtC=Xq>?4U;0&NRRLVy(xT+FIxu>Z(Y&cdY=al6@L%r6$lN
zEh(ZSg2`p}3Cmj(@YOnbMFhb*Jo1rAPD0Wq`%V>BhY_Gu$63gIW<T%`i0i88I7NAO
ztvg!1?wN0p_I?puAxa2qX>*Il=j?HC!tvUMdTxjKk-gPJw8>3wSBzILu+hus2eXI_
zM8wkwbKloYxF5(#Uh%4rmIDfMp&~jj|C#k*0L@7$S+BIH;Kk^x)4t4iKD`=}Ith_-
zxA*+?)_9ePU#^zlN7Qz9j>$#jj*#t!L2UTy6}*c;FVv*9naHCU&*uH#wRpkhE1Rcy
z?_{>9xZ%q1CsoPDH0(_}2k2<AJ#vEmJ>1r<xvNVIYOP79$nPRyn^oSA1md*h$b-!-
zhNnp=dSsM@Q$d@e3Id^`&sX(Jl1|W4VFy#)&~zTd`A%}T7~TP#c%0%*nPZ2!o7_xA
zjxh6?W|o|}*UQumljil)y!&oRYx8JK_{ofM<$ZuJT}2$X2<c+Qu}pwvz7crWlJ!En
zA~ZkvaL*=@ktc}Ktag;!fe8N-f=V(*re!>H+B<@5D9609In&84y^LhB^2aHE?1#QD
zSR!la5w0+H`%w9O!_eXQoOuI1Y&PJeCY#PBgf8?jojh8Qd^#k|uEv+}iHKr+m+;bI
zU7<YfSZ}_L9?4_svU4fsk8+b=g`D)aP#t0Qev}AP7DcT^@bGT&x1`G<y2){|j_0OL
z8R-=?-ad1~oIL(q&@~P~DUq5VR=m)6I{*Jr_m)v{Hp{{&1SfcKcL?t8?(PzT5AHCy
z1%kT-_aMRD-95Ow1h?S!P2M-#&fZ7vy5HG%-5;}_=|`)&s>`~%x`yqYr~^5gWTT-U
za8VZ$JT@I4VG<@Cu*P};-H?0dDUT(%_)zvz;a;#}(2ANIY4fQp7MmVB@slM_bzoye
zgr;KY>fzeEw4Mg6hneQ!gxlcZ7u^uUNWU*eIM}&GcqZ`aA5kf#HZ)R!$UV~81epBv
zWYa!Vc9`U`GXu;N4SB&UpUJl^u*adH%z!;zaRzrR25$kOZw_uxsxLhso4zJ-jl3C6
z>q++ETIqxc%w!hA6-093eRk_PD_tMfK@{234aXjax-4T2kpwe$Eb>av$|3+OTmGw6
zqN=0YV{V05S8Iijk~@IQD6Yf=_5iK~s!KMI-f=brio4)~?FeA}uT<vmd;-<pjb$M@
z^0oO@820R2<Xzd<4~J_w!RrbQo}od<Xy^(#>eY&y`iaKq&!t&$&x#VQTjy*>nI)>P
zV9O%Ej0~>-ry;z*Gc5kW$aq({Vo*Tuv_^eC|3pq}0TNyr=5m)1zJombLsy)}XZB7J
z4%h6UseSn6mqH>?4U-L!fU7Dk;4U=9dm1(830-1tzUDoo^#}R0AaqotBYe+ILHikj
zGTQ&)iGm5$dqFhs0)w3=<#i3JF!sft)M$WOepU5wtJX53kAzZ6NV;Q*JUiRA9{Af4
z%ad#q$KEt=iR#zZ-E}*r7%8qOys89QKbqro-n_{u&l}0LMC~s<ox7wdiHMU)2cuPY
zt>cuhD-PeZ!)ECCN?FJdS$x2wm-Nk@U@!OP2(Q1BNszo;bC>(xuS`}D<wwJk$x>oc
zMWLR><o;-L*e)UYfc`iVH2;`;e@*t`Z5D(VnXw(zmfoW9S6O$^?xp7M(Q;xT9p985
zO1LuZlryWT3QgA`a`tK_#{=h%S1D3Q$eU?&hnjK1`ww9K`KBUot0NOTckHpp&$REN
zH{}`St7nLGr%&l@E71CE=})(S-<ONcR>0Kp8@M6TH4;8hfNIIQCo4}OB@@IMco*Bv
z#Nx3A95;6NecF;=AZO}aj^ERyudw8S*IPSCc5_X&3!y8|&2TQPZ*Fc-`6_8;*D4by
z3I7&q6Ikr!X6{+q5mo+kl~ozY*h+wo*||6zN#1fAorIde@x=1<WpIUS&yQbKe(q<P
z%GTbx+|02ZRXwkH)Y>LFAUY3B+MqwX>VhNC*ZoG8z)rTQ`3m8K9H&Fe8CaEm_C7H!
zzDuV-VmC0nM^knSk%0(lkv$1iGs=?V%@%bSxe8IuJ<TXIIE(|>RgZC-(}P%2^tND-
zM$!v@+mx;I-D%lACx;o>C+$k=eE&Vf9^Pcy>GV{v8-7pq`pKWVCn|T9bu~d><3Em|
z<Z&slWcs<0s|gU!m$A3O^J`!vEkW$j#jb1;LPv%TMh6Jd40m2i5?H0)WmtSWQU&N>
zhK1u!xH2-7m(yoj0k<1S#U<fK;x65N88&0eW+3!zYqEhkY-d<M+>$O1Eqp2JYqLJq
z0g1oB#pvrqo-UYc1=`SG;pk?MfqAs2ZSf<k)ipIuvuAKzE-gQM)!#~!im&ex$Fw0E
z$k;@O))I)U+S0MNF&sjt*vv`UZo9BFtVW<XG~N)%+pjSIS`{~`Ui!{o@=0r3t20mg
zw-r1!TLZX7TWPAH)`K9oPc!|}XEN!V<gJ9NXPo7c)zzojJ!ywFy*XsvccZwWPhy*c
z9ZRG;@wXw^z}NK-A8d-7v3P>gDJRMF;HcCuMbk;VvXUKOaE_LWMnFaxqA0+2?*b{B
zpy<nTO6Co5fO3GU>#;2k4uN|G)rEL@&X%rXsFQHc;ekz&?tz0&{*9v~#c*EzWs$@w
z>mV8N#~4<9-(JQBi-+LPRt3xYi-521d*^i&5|ZP^i7$H{K2dL?1|Qc?38=%MgRkg=
z;K@vRE^sT-?kcoFz9}|S54ZT?79T-W#;Q2amLb*2cB0aMydp6zx}!&)Y4jd`w2{wG
z3Ni|uSTh1>E<MY3h5%%_(*Ewkn?^vUK9joDRR%GE;!c4wwv*ihHGu~W=2g^*G2<mP
zgErE`V;A|;n`7@io9x$wr7_#NsR_u!;Y1E5$ajejF>uti;0KruN%Llg77hq|I0!8F
zws<2B5#NmS5TcOzX0FGd1iqV1dQli!cywK3Av$>yzwoAL4ZR1gnqI6rhH_Q|`|Cnz
zP!%urzqzj(hXq+r?jtWxSr4e$NTUDU>?&5T09RYpOkI(4Bvc)*J`#DdO4^ACrToyI
zbtrrmb1%>cPWcKveO_LmkZ$RXr4B*SOeP>s7ufn8CD8y9Z6LdALUcNZy~pZ*SgEh>
ztyMezdE$6l-VZ9JEUD^-`so@M+_yKVC2@|DN$62-gbsaRy65wuc8qmL&+l}nwx{c4
zb%EtKT`o6Y^1~!tAO&WKgCqT+B(2SwrBgIGS32!IQnv(fbPSfBoAvF)XX)$0$7()U
za#ri2+Hd=XRLSh3f_E2pLNt-bcWg1f1rQR`a<t?eq^4JqXsw;jQkwi)92ec~$J+jn
z%YHu?oFDab;7WpKIuI?IgR{1zD(HSLd%EWl61CfuSCv!_ehM7q3k>_=yJ-kmzuMnY
ze4?@g#o)$%?PQ1LcEQ+l<65J)+Oq{qpCd|MJ(6uuLh2tkD#rze<Y=jUfh<8rI??+D
zq?=q{!Ct{4esB0zS!;KHbwTy=4&=f=nML1e>2N;X-^GLW)LVW9djV~6?u{|%+ui-W
zV}GJI>rP=Ev~VL;@LvEx0;(<X7L<3HC5Yy`$?FT6j<KZe2=yVVsY~5EB|;Ilfybdp
z(tq=;jE<0GWY`Jj6fZ<jfH8<1;=zoA=|ev79R7bD08oH3C@9Z&A}dtzJfi~?J7xo)
z|E{OM-rIq^xHRVEh8#j%AA}G$!r<>y6b3EJ%(MZ<Jya~&%a0uqE{JCQ()a(i2mUnx
zpP%UH@m{>1q(PC?lV7C3$$k?3?l)9(K`D5w|2H@bL2$0=^f*}{hfvk0K*q{q`uhwX
zN{GHk*$ChsEdEzq@Xti}pMsG0f{7XV3MSw~4ypzER|Zj9`^KL>oJXhR#}6#m`VUaD
zWBk_;W+RpG9vOwFOyWCJL8`VdTfKq_qWZ3jG&x;Bi1S;w{tbW7$Du<(9~U44ecbUk
zcPig38{FT8zdWFO*U!KBkb(qJ5a`-@C7a^?#RbvJyX4;ti%a!%cL$m}gag@KzZh0>
z*~WK&i}CTtU*CWMy3*bGU2uP(*Y{4r;7=C*2*|qH-V%JGV*GOq5!uv%xHqKZEa$H;
z&?K|Epz3LGNTL5YUl^&sO;7as><hF8%}6Y=QfB}!inu(8=^?~Gj}f81f^BmD;(7o?
z(W6bp)06lsm^Zw@-;nmb)A~n1C7<XJ-@SNwfo3m1?f%IINO>pq9ak4v&p&B1CZAY0
zBi|`MdI!7%k};DvV8yMlNl8(tj=C-&!Mu$M$N@38f3ELDbO@+V(*NKZ-~WIk*x}#4
zA6>r$ni1<YxScFF_~+i9;pjl~;&sD`n?v*f&aSb1zw^2GGc_u0Lb*nOC98r|g3<r~
zj2hY=b7{F&j*9|CVq4?Ne9F%`bNm|t1u;yTT}l!g_7W1bjQ@-f$hiKW5(dv8RDhr*
zV#o@*jnDE72k<25)yYz&p%>y242ilBKx6kG3HN`M!$8dUPk{b2Wx;3uHU|F2r+OX#
z#6m?M@8UNXcQUz%=kw!MpPCZ+1ij>JYB}cK5F*W~1}+4y`SEOf{~n2IBTPQsy#bt9
zhFK!g7-PTK$M?@6vi@s`NDC1E*u{P;h-MP_3dZtVQo*nPWBN|90PgaH#raWp{k+Ci
zj{{Po6@Ki{J6bYWH4Ng20A%c3KVHkfEXM{NLF)nXCAW|fEtlA)YMCuD<CfS$Sd@4$
z$dQ#(r<Ci2eqxss^^Z9e1E+fg@O6)tY2P+7oH6K(y9Q``Wxdy6CXE?p<=CzbaE)60
zMucF;uva-(`*>7bffQddVTdt$(kxA?RGzkc_XTE2QMG|873>)ByJ90PYafr85Ape2
zS)M$tC}xfYeV$Yx1w@XD&^1oE+m`s(48(}$_To~jdLyn+m^TkL$1y3C<j1ffk||_p
zV2H7u+hre*JcuH$<*~Z#?9DPSm%c|;+1ZuKe!ZV&1Heqc4v_?=8xsiuAZ8M5l=z|F
zTMc#8D>Qt)V-=gWW%p)y`z&!dp>)MaaJtPgL@SM)sZ}o*>)*=Z8U;J%oP})O+%Ws3
zp1txxZ(a9*v#PB0Rt1Lw6%+$HHs`CKGwTASErAqf*&q2@n(0p>lTV_)TUNTO9C*uP
zlz3RubSHHOKl?4h1F+o<fG3cKA^6wXNE81#%4HOIYRJN2m-<MTf+0LB9Q7XMO@%*P
zJqXH1QF}beIT7h9XfTt6+_;62nEL#UdQVH*v1eTb@rE`D7}aLZ%C>AML5r_-;g*(U
zn~XAuRrFy^KWGoCfRnp!`SB-(?Fe8QtbG7_oUSW3#hrR{s<cc8jW({ch_ceK8h^6^
zd$$r`RRP+F5mZbiHh7n8#;EBGZ{Z;B$CV||*j}NPMWHA~Z?tjIgvBM)i0x&Dn|-S}
z*FJ&OSS@I{+%@la`=F+n&oV3~?OiF=CHHb_#3A!qiDIP}WVBXYZd}B;gM2sR?j<oF
zqVu`<JW*PC%q$Cx+`(<AZek^=Ypyb$OS_Z!vV(Sn?`+GF2C@OKV9L!kGkhZho{eMG
zGE<`aN%ZmLAMFq`@&Z`(sd^Sq%dUMf0GwFKoO2KI$5vMSGr`hgj$QaII1}`BDV5Sx
zkS3EbR)3V=!`SyAclxo8{v-@wCs4VWe#Bh66LoXGEE$|$fnF#K+C={dKIO-c_y^WC
zUiA5ro4@Qm9yXTR?-n<)I&@J?dZbX0(W+sWZEud$>L#C{wuactWDai)S{h^@Eo^a4
zQW%t@W<s8-?#*rC{p<_5$0Tn~R9{eu?i79N*#%FKPbwIX4FGo4&uJ&?W|w?fO&RHD
z{U<B?bzq+Q7~8ndbHy$>cej19M>>gRr~dBtNtoaDSaj)J2Meuw1+@8kS}6Rv3?q!%
z;?@*-V0V`^J%YOqS$LEne*79r6$0nGtq*p68BU70UyI!=C}VAaWGyZ38r+1QK}KOf
z<xk3fFfzqf=9DQHSW?r@1m-$3gcNc5Hg<L&_Q-?s>}c(c>$!2|3q+vqMbVf+n+fr8
z=1JyQTrP>z4p-~1tR@)-AWXORdV|MAch}Jlk~YkGF>krED`JS3Ocd%{*(TlE-vw;u
z`BSD@zoqypX2>$wYL0`0ucq_#kns|K0n>Y7<&l`N|GAt>USJI`Sk_q=pdu%Ya&K~l
zUGE0bh22jLu}EEHZT_g9*w&>ItTlU+xroyzF9e0InYFGvQRrnf2`U(@7PqcaHA9{{
zr&|aBk64CWCUlLkvvtVyn1spJFbMt$_(?CID^=jGA={ExJ<24U>h>i%n+5ewGgV*r
zupQ@ueyw2(Sf?9FsQ=NOQ{#oW@vRMd9E}*^Bq~k>Gfo#DCv6`?^HNe}7RvRP>o$dM
zUu3Csi^}B{Hv4{~x+tSd2?1@l+D|AOPubv6wctlHnu$wz>x6foRinIh)uujHO&u51
zM|JOJFSGr)WUHusy6Y~|7(RDIvZ}nZDO~~8<{>1UJ@b3i-;Gd}Q~QWT!->NC#?coS
z?BI{EScPDFLzco_U$(nWW-&#3fpL*EdufBhBm_=9Ts_|j_S(ue-*xFa?hlYv2AB1j
zjxAEv;Iq<9#nR1@S&iH7fECsRHL80WhIT4f=UYFb2qQn<GsGX?f9QDC$I4umCcAN(
ze)$;4cE(I3WI}dcCUZ%Ivt;?e7|JKSrT+m@=c<RPmbGxfOW47BZZcnr+|c?HS!CCj
zfX+-HcbV0)XBO7ob}t8&4k%@hpJsUeI8d<}0F%ZP8!-VwbSazG6v&4^36rm^x87r8
zw%;oNc79Xg1+#QUXOwD`2iBzA=)dqT{%&6S7fn;{n#bjNdz)1NI^zw3p^SB~`;WA1
ztw{%F6wr?6&wU{zrmB9+^?uTzc!sIzj|Vmnvz)Tk0ooSJWGmOh9&p$IYJ2`F6i__}
z_IX{Exp!NHHG~bt3yPZugoqq?p21PrqZ(DCAEX9G7;a($@QD(@nCHrL{ztR|K+IBC
z5S;gaEAkR<Iv=YqEIPzw68ua$%K)8WKUc=z8(rgILVThhArcs!Zq8M{ylGbGUUEk>
zr?24J)DqyC#@YB0JZ&gbDlpw44&~h`Xn*vCztl4ReKZ7S^>92qE{xB+)nnZ-OxSpu
z99H)=xmMmMCVWH6Nr-~6rx^%###2N(FzWC78p9UNSEKN_o2qFvLDt|({>+O24wBJ`
zI=@voH{-iI3idP91uM}Hb8L^_uyv@>=8sQsF{zyWO+(Lj2wH-<uuq-rl+Jf&ck2=?
zw!B^Ebb+IGe2BK7CBS<^M(;CuO3GOPxqdW)e$M`z%LFuYy34A@j&}5CMroYy?fb%q
z_5BgX+HP$jQF@IriZ^|cb?#i}_ITaPZOa)7IXN}m6mYe7h!IDHAcE9En=FEXii7)c
z{8I9?5WNEUX<E%_eOm-}a-vuX=L<t<c@gnhnH)4L+cd%(9-uxkoj5;}mHK)8-Hx3f
z@%R{2zHm;S$5bP3of~#{wkALtvFA;1;85}D6U<lkq)6yQ2k$)Dyl$K0Q)_Z%Qn5~G
z(Kc-@f)a%d1tESA5*%Kfx!QMbl7aHmpEAY7zqFR?@3<O`pALLuWhQ?}o&Ifl3|(jh
zT5Z{2$}=j(xzr?XTWC;%4Hj+Qa0uV)+QQ<;NDUS}3Fl0FlZIHfYOaqnLMS|@M?r&#
zZY7T#z}|=;lt)*BHok+AA|$AqDl=`X<KU#cT)TN+<Cu(~)mpHCGP=C(x*?1p!K{;s
zb$(s(*~ZqmA$9L?>(I%`#m#xMAX5Zvr5B7#UFlbMfpji}*)P4@cw_*<-Vs55LG(nv
z^pvbZ(|gWcf2o7v<`Vt}Wm!13BixNIl{y=8N`TP9<3o-yn_Fu7oQ_uoe{dSx@Z4Nf
zSMUzFC_c=`oRomTerk}->R#{)X6c=GlA3knyWCORQQf-xNVVi<cg1nCe*5CxQh&M+
zGGCx8&aY%=uJIQ0TW2<_XDFo4elD1)*SExqM2^EJ;lSnuR0j`mmk<A$I{^_{e@-jB
zb?*gor{DzIZyj^H&#US$Q~!XH00d>r>3*C=JL);=dFx~8lVZh6=M{hNxxRN|P;caH
zz5`fnw1S(t9}fbE_KJ-Dn=LchjkD}+R?2k^O;|AtdSgT}akRFgm$@xaT*Ry>O#C$T
zR-1b%-z>4NhCGYA%!`_(i!9FNzS#kX-|Tj&^w5;xSut!tJBg!%FCsz1$ov`?+jY?p
z9EDroyn%OV2K7z#nzF!;9BXP)kDNt_a7K6|dOPtyK&Am?ay!gt<qmBZeLJ0wD%~7l
zv-Oqajs4-{3_%e=qShOXFHtb~Y962!$tRrJGwg3cqDoeaon3sU^u$ap_$T!eU#D8-
zuwS7ugAmwW81)-F6d>V<<_zH_qNwVWdFq0;UIvePgq}!#q9j6DgsnBp$w%ysdC9K}
z%ND6FWswoGhy|sx2+WLP;$YN7Ajzl%6$XNy>%_QotoW{E{euAI{7Jb@;?x>8VnZUD
zz}O*#h*t3BJU96Rs;>PHj;gzo{a!@!DFb;xl1#b8V4j9K2^bDkia&XL#<yt@VR3Ll
z<=08)zc$G$>doy;m22VDR<T*xZb#&h@QoGX7kS~Q`i8WknwK837>E}grmFYebdT@W
z-fIZfcEiy`H|b)pESN6!IDl}2$ep&fsU72)>+h!so|>Zw#!k*9^+QL_2CZrk2gB&o
z0YWYUqgCdtpOh>51aj=D8l#^vW)p~#h{wPkaHHM?Z@e3qW>XeI135a#wX5bzGYsVI
zv-BTlX0cRi>QYqjCi4JS;2>(g$%tqIgGf#5C4{M-y@qKGRGRsjvR99(Nu`izjD=E6
zq1;1jjF*Pcq6N(bdLMMbhK<06MP$M1`j7a7xemjIH2GNdppKEpTmo&GrxFPXVH`*&
zT_2+F$3GEqr)8(f04MbEM$ks1?n7o&pxUAFEAb%C$pLW#%<Cc|ys52;le43#p$#JF
zpPi8<A_pfi6Y;M<e0+?;wzhW8PQ)Bspi?T0qIR~<rnaCqC)1y8M>~5FJD~2b7AFf6
zF&h)RKBJ_gor^u_QBhS!F;iCyV^bAL5k^%;HAh2RCwoIjQ(I$q0RcvNQxglre|lEw
z*L7!NW@h$3-mhZnWar{&YzhK^`_B`0&W6sW#7vB8?)IjPN`~g90s?;p`xlJAz}Ec*
zH|VFzsIDUY=bggF&K7pIzuMFQXJ>mS9!5qJJ7XsXb2~e8Yf}beJDXo^7aP#W8BG|O
zoh4O7J>*0*T_n|5B{?OzI89ldb(rLo=`CC}HGslQGTPSCKr;;vRx4vh5FXC&K?sT1
zIhvR{{?Qdo`iv^3#?HDNoD3}7tgK9I#N6x*oUGieT*S<rtPJejY^)#@Ss2)VoziDi
zbun`Og^rwst<`UEfAzY6fc{@m`-S~)iiiV2C3AlD!Y?eX?E!{N#LO(LfAr2DO=eJ&
z?N<{7lLUxfpxb^Om^pua@{ikoHCaG+as0If0*B>K3jeysM$F9gw>vqAx&QJyB|~Rt
zQ%74qKG3U`9PNx%O`UZamBb_%)l7lTjM6qBa)|tS5dHHY4N6;3G_nNs#jj`nMyfy9
z=QlnQ7S^DbGD=v3P!cmWwle{BgsH8$GXMk=C%b^aZ{CClrnhP7+TpXKb0D-fCKA``
z(Xfk16_HE1cy)vn#*BQGt~=0Z!IK$=cvFD7gg$jSII#h9wOCWb+Okc)!;<#>c!A2;
zcR&5??hZI!{4u@%$YODFW#fJshrcl0fg#{J_~>W95fNkG0FL?`*U0p_^lI!17XjY8
z=E=~G!k;1SP=nm73+YcT5444LYgGCrkE>~TV?Hv9?S&9}Z&jVX=3cJk?S68c!mcfy
z4u&D>$}C~~c0N@DKiBxxdMaTItZ@4hUX3OsU!)m~BEQ~2WRnkz;)^oNASl%%ymq&X
zLYcihX|$6x{SqVDg%(xYWlL3hFMsY$d^R|jZY)8rs<V)+tf|Rl^~}uxNoJ3mv+?aj
zgRg8!9&}IqeIr~W;+ugWFgv7?PV5(j=mT8$YK8d6xk1?}GS7VCq$e@g!MB&`5f1#H
zy@bMCN<=)4rd=%MEiuGUB)y)pP^8iJ9g8U(Y)YpMe%NQ7BG?tT`%eTab(=(L=@#|~
zk`7`-y$B}Y*+!-owxY39OLlV8?s3_L*a|lb(E`lH#G9246b&ZzerA1DF@K`sW7UJQ
zB}1zg?QtV|(se&u`bdMEg!%F9XZufyqJw<Gld#>VxawS;xLH-_{Zc#+V_!Qk(-B8W
z2vKAFp}6-aeQgbw`us?DpD}Uok*r+9kK+WmJHt+5)f?|n?<4rg4YFOLu^l1r;hUn@
z_G8LGIUU=LM!b{C7DM?cC1qv}_`n)DBpm?k0XVl<5`On9nI05(@DA+r8+T_gR}X-V
z|7U%^ZC&O(q*&eX-X*R*%}aKPC}x^=0@JiU&&o%{Me@fTj5{w_OoNVozhq7hg~pMU
z_f^{=_3oZTE?aWn=mIFV#|V$Tf?J4}EAPQiu^S9XZHef|un2Jk0c5Oeca87tfZx81
zzj1AGhU7S<D9_-)2OwFvALm0kUiF$VLJaJo@P$RCzk%qysWNIA3RUSR;O9yXB<#BU
zkikF$RRULToGaEBdZ}5`8vS^FN==cD8dD!zj-*n;6SC)K)EEV2ZBKp00$=95V`D?t
zgYzbDDVu<id^f2%M#sKRk`X>@#2j(diq<LkBNiGgew4v-q;ye4#wCvxC^dY*iT7yJ
z+59ArUn))?@}3LI19{@qNRD-)ZUnIG5MmguWfoGmA>|)uau#s8M~orBI7y@!o-QRO
zSFW2~5&c5tL`Ek4x%eaQHm6MHrkfSd@<bz%U-v-9cR-NIoODXn6(-vUhbOcyy8WkF
z=m1gQFWem^nNk;<4WVg+13nLKf}o;RbgROTfZ+k>_*N_ZI<-;m0vCx*TP)S3<m84g
zOZErUdJLIBv!jBidO>}7+Uz}G(!2(m`at%_mT&QCDpek^40(V7K0t>Wp^m*6=eY4V
z)%CNlY;G0hh~F8TunSFDWWu-9EeCqlDcgWL@2B*3i*3bD-HgIEQ*r3ahQCb1>8d1H
zOVebS3DbG`esj`#+19z2##}bD7yiy#>Joj==4aL|t@?vobxjM|g1eTY=yS%@J03s%
zOx}uZERpeunkAA&k&wcR5Bd`=a3tpYdPV3K>tO>gJ~X@@?nF#cql`gSIhPVWN(5hO
zCtcU5SPxoNl_qdWu=EoXIn0WloFokvEhEwc4>wxkqKcDkio07O%%-^W?1QgRMzm3C
zp{^UJj%fv8295+f=nKgIg^uQA1_|%q67;u@=KND;|4m2#A+{Ms|7|*&^G_|L@?Yra
zKVbX?w(ehb+aFK;#^m3v+t`V@|FkQ9slERdMfZya|GlDPV(0otMYn3V%z?6R_ED(m
zjecdaz;RV)+#B_Kc~nmw0$*~5IIftJT3e!EL>s2Y)v2F~2Sh6^@qm#ye5$An>^P~g
zR^FFWw*l4iMmflV_3&21PeJ?ZS$7y%p(rekGw`CUCEi~?MJwv@9%W?j)`&~O9U*d<
zwN7<CQe>S^WbcG^JUQLG?ivL6wo>YDUGHv7OflYn-uHs-2m{0d*goV>UaEMS($}VQ
zYJ5UZY?~xk|4JjDt8+ABTywdgXINFf=m!WOfA<3hRGbM3N+t_Fg|<cqN*y<qJ~-lC
z*R+ye19l3ns0&YIyI$>JY*nCQ8Cpd|EHNZ*_PDq?3}hc90H>e~USfByeRw0qdy}!{
z)%&HSQTS~&@<=P3y*6<aGWg`Eqmjw$`TKSA8$T<rj){lkFZz|Lu7i}v?7Zfp90D6>
z?yjS}i~NX6Xd0n2Y&uoGoi)D71GxFN+pM(dvm*lGq7+%+#;x(P3bcr;JyvKsT|nBr
z`TVbfHM!bB6ZWRK8}SxKK}g*>l(1)Lu7Y0SKUTF<Y&9fM)uwx1zy##9!Xy1C7I+Ln
z8!1wz1nzVHTs{s#+{o;DUge!LR@~?V1I!vt8(lyq-EJ(JnKR9ag!wlT(phxP1~zap
z8fO??*D71U<VPuwE7YG_yBrlEx;aAMuB@#r323hcI@G!$OZcuWkRGJTtE^E@!5DCU
zd!4Rts1VW03Flv{XQ0>1RVlXCU+gcLlTef*qV%xzSU3|}7q2DGSQaB7ze16UoEfkm
zq)s}Q$AX;)Z$|ux9&)?QO6)6egot|Ch%Q0J<R}cuPa4|Tj_5=wu5@A}sMdNLa}ZE+
z=Hhl5uOkrgdKgB7RJvEi!G*ZW@k!$|OK*r{Urai`KiPHdAn7z|PoLLkZX3B8#i8dm
z(t+Cd%X|fEU~9W*%e=$xQz?hRE!o!1Z}+57(ar*95q0v)8#hkTyN0cx#5LgBP`{+M
z>QLWOC-9=jxPvh+d@o>%5?+BeXn<W{)}sKN0aBz%6u+^tX}Q^fC1UDARWh7OfNfud
z&GwSiD(q!TEZDz%k&qp5IKuTX=82m4@w^ty!Ha=*(rQ`hnIYDKsZ)4{P}Tysl-i1+
zO(Uq}1FppaW-o-|5*{&45hLj&WGvB>9tfph0sRc%Z=@}~nIadctA-0(&A_E;{LIaM
z7#5bxy^O**n$VAPXKjfRi6JcaUUFxFf%}MFuS3M~-sTYl58aX$r3~W%E8$Whglh!K
zw*!3_dt3BN8rDpFZug>iT`qBIB8R-xX_WhU-Mx~5mAbf`GW%3vMI7Wu@erb}-38XL
zo2%TH&IEVn3LZyE1V5z#arL-)ri@%t?vl~;(eNorSvLIDJ!joS3YA3cQo5s-=4(Ot
z^IL-EKI5Z*r4N2NO#eY2{Au6+O&|RB;r@O4;Flk%!uVh6gI_TI2Yv8&-sittAN;SV
zfWNq<zZ|ju)YswW`VSgF-VR+7h2F{zF;2X52Teg}N4~qU!xQ(t$j4)sIm0eMrLc8A
zF^U$z!Kgbnt1Fh*9O)kXUN@9<SG@uz+O7ZXg@>yytE&FAens<xyvyzB+eGQE-6gHc
zsm=SJi3?aP@hak3ycVkALp-<_+lfqTP>ia#-wnlOvFP5CF)MFAmM@@sf-Pdva!Pib
z3B+#o5e+3@dOUB5&AIhmo%Lc4f3iryas99t6Tl+O3o`_BWHO3#oGPuMUVc^j$t9-*
zPu(R84EcebSE)HW?rkxcjK$GnHhhzsF_XFT494saCDXPDlHy^X&#8(Z5zH?g8ITLu
zVoigxB+P|%zkP&!v*E?P7#nCrM*b~w`uky3Ljyct_`H$nb3+@aj@C^!&?kWtH5tM|
zBqGF&nNs3Hjt_I>C&aTDL9@Ir8@_AMCN;gN@}%few#`yb)`7qW+i4?BAiK}9IB{IB
zzFypEp7-aucoL2V`M~nY)6ON)nI_H5!|0D!92rO5-0|p=eFkFRv8?(cjBl3ADIu4+
z&UeeHKd|(hQ|`+GwnXGsN+$Ew)B(9(Y%)Zf(&Fq8$_as?A5jV*a;f8eZm=C#yfgsI
zC<1bc@su(XQiIfq3-qnDdAA*1a;#bp04px?AyqKXc8Z`lVIGJNHvmNZmhh=O&yRY@
z^NZ6rgTM^!;_o?obD=qOFtddQ8D-3GB}fjMzKDC1FWH%6FJJi4(37*XJ)k<QiRqn9
zM!MPy&leE@)q65YDzkFz)vj{v5kCiyY#h*#@^IM*1#P}(RPXt*WJ(P&5u5AM$n98*
zwB~4CmSJUWWk1;HZ8C#2cO?IzC;kbnnf@3Oda$;&{<hL|<Ib%z&gq+g3+79I=}+Yj
z1y0Nt>68ba)3hJU()0@og1aY#IyNNH>;8L$rEBt-;VF)H36ng>wCOH6hLtB2_!v)K
zED8j$tiWC3IbOAN5745!8l>eU=p9!<MEWs4!AKtb{Y&*@{!UjNVQ2TVDw$~I7NPY?
z3ZCdoTKXK0Bwptfx+UiQrZIQD@R;DCDKuX)svCo#_YjreO}NfJ9_bQ^-5pJ3nG5vB
zlYtzR9usDJ)${&s!I45gj&{d_YJfb1{Yd_d(`q@W!c;!KYpggYZD}hk<p;UaRv`n?
z4>F~#Vb(3NEcT2iWiWtO;@yK0Elqc~vBLI?<+BT0zbRbJ3`vi<$XI+=PRw=RYvq%S
z$A*GL5<#S9{>-fn^IQ$YFZAy)3OC%*>YzD;ijG2UTXQyiN#|rll1>x%sM^j|TQ{8Q
zT$tIoF8io_8D7CT%agMHmF)hz=+19jp6hpf4P=)75pU!AZQK9bWH;9@|Kh)v-G9LN
zkFxuZr+#apf1~XF6^{D96`J~^r+=gHpNnf|E)Leex7ho1WFyeUv2BAO4pP9vWe{jd
zhr(K90f*19loGD1`a*<n1Eu@|{lQ3TIs@R~V7ga-3<1w`-54`Na4SBvdTfYsr2x;R
z<bLKFsM{%OPR!7;*6=rGESA3%9=(>l3}{}@pIXYW#x)-at)Yl*`M6W)%S%hZ)(uOM
zKH;rS0EbpJRLb);dfn`jkt3w&_3|=Y`5V{gr=1Su{Yt;WtlO=(zraaXtX><x7jP?&
z%zyUqaN*GJpDjo=SwYOiu4UUzl@3js5<#=VUjRR?Q|Xb@=#(KCUdkzjXq;md@H2v)
zLGCi}%ax-pjIk62AW?GH(4o}H#wzt%GSWOG#vy$P-2QrQx_B8yN4SzvBgaZYodAkk
zsdFv!<iUm~ebi&2)e>0hp<mH;n+kl}VCyrivMDjytP_bB9xb*3ureIeAjB@CJqU8<
zS<LeKLbs(OlN2w{`UP?=L%}RQy3Ol7cjzO_>D_pmJ<p;*Jk5b_TAW+l{im(&hUBTa
z?>__QHbe_(Sk$`Y``@$j@N699$F`;(OSw{xrPR9QL38ah8`DMiV1R0VZxVke4~=WZ
zl@Fp0q3o^Js6|uo2S8kieXkag)#;7TR-?_)-`kYPuOS+_ioDiR%$E}@m6WH1YY^kc
zpH%qRl-y27z=n=K>p+*az|ZuQ73kX`F#ptavD}xEOr=TnvgGD?co8zlhcs%9z6kTG
zCt`0SqShWr&K<gMJXCDr$&yG%?2j3*;fPs{neQ|N*IGC^zV47k7IQaqsWTqTtRFta
zCIWA0>T>o2%cpc+D)>u;11YHz*&BY&9ekKJznCNc#S808>22WE_tOa~pH$%aoZ00-
zxnP5L+jU$2y}shjt4Mnb*HzGq*>b~}<h730<qrS~-&@$PHA9jDqkHjA00L31499f6
zZ`=v>IPW5^k&F(RJA5z3Z)J6RcSRNNpUXT!1wE~rmD~hY?(Hv6*L)Yp3g~$=*~jHq
zN_b0BNK(F6V|nN?%X52^2(N~-J}#~$_E&t)<QP9&2Ss}tXB+tm2~Wf&AkRiDYWGqc
zkHy$IdMV%VTy#oWx3Qwz)}26vXt$p@xggzhfA-SvZ9B!0m0sDCmN?hfXm7e((sc1u
zKWLBfadC2XUV1L~w27z7QxW%1rlg8G*0*S1Ze&hcQO<p9H?cS5d99Q9z*2#A5G00b
zOcy_19}7OC0AJ+vU}%_2#WdtDcPaL~<0m2sN8%3I*mOL1qv?~?*6a@jm0$j($S9vJ
z5g#0j{Zk1_vcN~f{iH`9{N#vaD-|=ZXKL#$s+wf)Jhq&)h}ZjWY^<qI)vm<TVwHLt
zH}s}feNsRHp&(lGQ^N>J)zmeqjHK;@AX)OZI82P8gFfbnolz8w*u9j>;aNJ{Z^K~$
z)cW7%p|vZk=wrli(`XWv%jyyn8&~&bwiGrH@)p!B;*`*Hl*iZ;^7QOYzkMx4r!6Q=
zZBKynXS=9Ym{(!*61I$G6LZq8^O+w)>!YsCmSXUAuG$*cXOYoMvAx=K$rOHBd8lq9
za6KZc?<;z2G;OPO@lF}0JK>K1a#*mFuY6Z>7#u;2hXXr-dDr!WdZOrZDMMAQqLCmh
z1+ljvPGCzZH0_n8U!>_3)jJiHCNeYU(+2b7Xd81SeSmb0oPFur)~#n1olx-OsU{%_
z&Et2;!MGB&fj^9cJK0fL8*4b++V}3PdA_q2SL}a9Wx9I#H0B)zT?h~zFt>;XCUDG~
z=ewxmMP2u?;A!ep(Zk)1I)7Iod21p4eiM20jSh`CUJixv>VvHqk&#Fs91Rbs=DVMG
zzB8~GSdOOjotA+BnO2-5>{+XLC)Y>{gNC$TatSG4y+7wj#?zwc%h-nXv~Wn=*lAa2
z18W)lJUU^iqx?Vx_%~;Cu^?lU)Ty7Z$luZXi?RT<pCn2~7ec<8pfD7exnsVqcjfYL
z)x3uWL<&hPuJ)r4qp>+DlaK>wYH+d5OL*X%RnRnb*j5oLCp3BD;hWiDz)XFRAeUd{
zWT|GE$Zj1*5_3pJY2d^<#xHAm`FOKK^T!(&^eN*k(cfVpm3*NV+E9^g4Lt8$!<AMz
z0HcIYOcHx@jX!<Uti)h%ezzi4?#yJ1rV&Qh5R>13rx^s!+Ef8ki5kBV=QR-#gX#mF
zu9`1SZ3V-UgFb{+Rc-ek&!<l%%nX`*;}APiM;KF9Bf|<7T(kCRoqffC5wOE%eupke
z$i&~CA!ea3&1I^e`Q9YQT#YJsq`kmeG_#5{{?zVrHu<oGXD?ng$5-MOu6vDo>;ct-
z-{-SBoncbc#8t+2KtR8yV>Fs#zfM@BiYL18-79?z0?M3aT4-!ahCjQWGmn`hLDwd_
zAQWkrlC9($Rr|@LWpl73>UeFpIcw~}@nL_Ul|G*I$e0udJm8L-qZ=B5o}Hx*<|;{|
zMO;k72C_Id1#L}&z*9!L&T&L&K;rZPS^Qo1`oA!ZxPFBce{18vm`1<DntwHoe!IE<
zKGW#;+~j`|=H&WI*za#)POiUm(EtBx8vVst|1UjR7FIUSzc-CebjG6bHBrw7u?pvP
z1_oV^g+g+zyUUfAD%Nh_!SqsAaU!A25%MOrDt|(wNMgr352g-)Sb0Z|B!<7yA8Jfa
zF7^UGzT#DVC&+d2ZGL&R!fh?W+{3evf;aVqlYLtKy5#Wr(0I>KI+6PR!m@3$d*k87
z=e`m>5e2=JQ)EC9-#Zfd!n8wej*E8dWcoA+z2D-4+z1)t-RtvZ#-%Z=yVi&2??01o
zeHn(M1wxzICIX|O9XbqrfCVdk+pt#3?=?OEOYz@RMRpDI*od9e9jjwB#U-~}_TnZ_
zeSKes0R$R+@RxuJqv?eai=9criMtB0G?W-3em7N1W<eVep1;=~H3e_%FwEJ0tnoc|
z>}@-ZHg_?*KO82CIi5KTM;MZpMR5dz&fJo%qJ0K_f@a0@*0#ZrN)2>8@}tAMb2eCf
ztT(0H#Sq4q!tNC-bnOODjg3(Q3RSx4OWl;`i(^|d4xCeNVGRzeeHdrr?`$zAtP|&Y
zXN$Ky`;MSC{oU5-sW^u@DM!A^aO9O}w5yP}jnIJhv%<g%v%|m&XVu-^>4M!_FkXX6
z#F~e74?s>1r6em=eg;@dNwbk8WfXkiqR2PyeP@VK%R18=PwA+^E8yM;+jA3t?H<oM
zH(fA;a}-+<p(L!81hF7ZcRQ1u5vYMC&cH}Zc#Ol$cv|s%y^@y9Q1mMB`Z-c^qW!j8
zmbVZFUc<d<$}@_Il@_n-Rfhzg`BDOd6qPA69{4hS<u<UIfoYk^lzyrS^z^EiT+Oa8
zcbwDWrgb{oU`%druWfTXzh!-$%&IuEIZglIS$VTo)1m6?DLf@OZ<o>5dI8XT3!Ian
z9>)2oC(Rsy!~LkD&_5{F91uEI+UeB6|G3{4SdkkkDL`YHDc3s%ojGs+@pQu-FJ%|$
zgJ9(TNX^fx?J=@svxMfmzCOY7SNmfi%LlW9KAZL+`nC6zjqM*=17~%m$^`MedxV~7
zAm5uO0#7eSDvEq<_?EcK)?d4P72f0oW>sA-j_eCQ-%#zZc{vz7L;K&ZY@dDTI4`Uk
zE3X}r{ygiJS73MfS_L7yG;B4F$m-~(U~q4=y`Jo=Z|CxS%gEn;bKQtnA53eS^{!oI
zc8a#UWeV?ct8SNO1sL5uTxr&&M5iq!(jKylp#778e~B%Jd#0OZYDt%O%8)<49y|Y@
zHA}b$k0KFSrrgg*WzADFfk><e=cw#wvBnAyWHgIdB4<T(`9|5U6@9TN6xE@M15K=a
z!7O@!Y)}FlMl6*HnI;rTfl{$C_iLSU!Y*&2l9MIs@|Oc+jOeL{8DemgB9R(Wy${{Q
znIVwo1+xWpu@u+NYs(_4-P9gfUz%B!Y(j_))&0(#NIAkiQS5ocnzUC4&2SEA;<~<-
zMlj<dknmlTt>NwK32x}d&1oDxAh2<|=Fj3G2xW5!$DT<($0~!1Z30jfB#*^!n?O0*
zO=s|R3@29NiSSj(X<r-0NIpxPa4RUU<SpDKpM>T3WT#NFYJMwaFF*9mK@%c`(}E8b
z#69t2G9hz2#(v&Ma8Cu*OBf`G=iW(xJM+bAjtTSi7-xYHS^Ua{ky$fgwXVH{IrP=E
z0HZ{7_R2@{qz~*edI~`6c{8M{iUe_zz5j*8LB1d1_7KUROVkF_Has?369J2lWph8$
zgs$4r%k^eZ@*t%TSQ}HPnV2XX%y-1BEZt+?9xa3TUYNqlCB|FrP-;Mgf~axu(gTUX
zkc9mJGf7Dv5>n=^?AVdO3!B?+F%^VNii8D*l4Zh?VH_;$jD^UFC^CKi_?B`_#jast
zVvKmk{#DvZ{etaR81_h*N2TcpcJRa`;Ur*y&@|4|YanYRbN>L&=TsQ3Lq!C09Y|qX
zl<*tx@@<zQhyM3?6I&!cbgKaTZrF!Vd|zifwVW%kw@K(^TN+t;V3KI=Nn>$!$Qs4N
zT;*NlmQ47F=aS=aiO9q}yKIM+whH9Ual=w51x(Fx*WAnP)#)w~JvKFSv7)8ZK*~CW
zZUdB{;edR#$wZxgF1P_mwl^2fDxF9YygMQjF&JRhm0v!C5ddAWzy~~$72lN_=lf+O
zu^@TaqjpRYhn_bmdrCuMzPCx8td#Tw)$_h}t(~1tsONKXMhgk-SEM;MQl93bvxD8}
z$p_+TZx<>a#$}R&Y4Z*eIt?ReYM4b%llzs9kHTZ;p*e(+0x1imoGqd`<N@RL^eUcq
zl6V_t>6*KGl}(l=AA<E(r;iNEeH9G!mu#&$q8~{$fvlWS3Iw0+1Uw`V<aa9L5yx=A
zjX#<323e}i`b5%En&IPg6Z<JR%71us(Fol*EPOx%A9#fY-ohmc4g^o;B4)XqCj=e{
zPeXnRzkgeov)_#>_APQlt^q;Je0CtEG!1%Djx*T2vJ~<Nybr_t-DkRBSnTwkK_36!
z!GmG2RrbT-C5WzmcI~+Kam~sY)~_s2%4#WU($k#Eb}Cj!70npPHrw;-0m(U;pQ=q-
z8TBH_4vvTf!EPqev_YB(4sjQ3_F`^z`MXBOtm_3!J0&fGDSaGpgRxx}gDPI6nZ!xk
zK6d!>oPl?Jhmjjv9tIUE_G}2ztPavRl2u^q<D7;)E;40x{Ngu&+*(KnKF-(b-tS~~
zE<Q#&MO<fXQSJLnRsGeKt;#R?U#r8=XZ`UyGKvn@>EI~TWzs0w2&CpPB;4#Ib=wZl
z(Xh|p#9@%9^qC&gmK={E*W8B(Pm?VO;W!H9-|5`0s<@qvVi}3HmO|x#s|?dI(05#1
zp$NJa4|Qs~B%(ZPik716H97^CLT)xHg$F_>sJMLNEmczOu8Hamga%^0T>~RU&IsKj
z0Jd7Oe=ev*1DlwJnGsIiN0CLh3`aB>`Ya4B6IRj(&9YXFv9lpkwp@>a=J+EdsFN^7
zWD$_lpVSYH-aLX+L_nHddiz<QIxOuA^b$P*ZGa=12^081!hpowl_LJw21?wN)kq3C
z#~8I<Zm1s@l1oR})fX@~7@QG~t{#e!EcU1Ah)T7l^*Yc3u*$O7bb+MUDe7VAn6;jU
z)Fbacq=HRD$Uxo_JW}JW3SM;^a$|4&Fp_M)X|G9QjYcy71#182_}vpqh$mz;wvMiU
zW&Zx%T*zO{-`}%1e=&c#|J|8*T>pJ09@k%{JpN~yc*b_thDHpIrcS1Yj>dq0$jNiG
za5ZIQHdZr{7E?1Ya}v>%G%~cd1SqN6h)8poyIHx>J1etD{kQ3NEKDp699)0q-*GW8
zadU$5+gMoG7+65(IR7UJcz+=M?+<MLk-7K3F)8&2*Zj9pP8JR(mcKXUcXh_>$R#n(
z29wp7tCOjT?X?^`O>FYi4rkp6Vm=C5*BI6q)U=Qs!II>f)TJUW_z5+UIDn%&3}L)C
zSBQ<t?OgY-Eo{4jA$HikEh#K)F}FN+n7~Hw%X4t+I4IY=KD_lgoBbw0BRv==SfNfO
zp@Z*xQ_DwF5EGaCRwLDUV29myt7lpTl(!%kjhyzDqKwmvg^r5h?sfap@E$w?Ke6KV
z<6ZcGVB+p$hn#nD$H3XG<+H>6nyoubR_ND)$rX1T`#ot;?!q`IccH&?_``IuIy_B?
zPT951VkJEuEk1wpnb0bfjJ_065veIYr<8zHNrHA+u4QO&<RBN0H`?q3dt4QZMxiKw
z@|bq&;6p&P4qQb930uIsBByH;Nsh2kE>;;`jK~rXPgB3`jYco;vwfl`nZ#gECSXN)
zT1W+yy;nr#UiO>*jnzx#CVj7lJLRhA31Npqt;H^4`!m-n-PXh%m_B;^vyG7TIJk!J
zaNdHN1M7lDJv~}jqNfK1?ndPgM5F8Kjw$811fM7|yy|<F`z$Z&w#2>WU5C5kDT=mn
z-jW=)HtP(%cj7`$Ep^s#`>qzQ19+3vmWPzClM8h&#ueVLTXJC%(#o32j|^k6=u>jZ
z$!^N8N)um22xV9hHC078sW9Tm=(Qp@nW7duaU>JPUto5t$oS$J`Qz%^6L0-)?yNpj
z|KSJi>m(5&p|1z<sbQq=Fq%_9TX5y&(5@k~xaVXnFYxU{&$T8;d&9lgc6{B$6eHd%
zAMk!Ruji!g>IXxMbYTnDYxTAD6>>#UvQOLn)A`*azsq5(Oo6omRjYHu0uA}&50%eF
zA}BKN_rJQ7ueJW%PxcA0&}wVCS#*@N@bkyfVV-K+irn&XXv5wBzFlALo81Dxv#R|0
zeYq%zSy|rA_=F^;;5GGQ<NZ^vRy~wgB`e!4;SPd4Trabn<)W-a8@%Wl7IKochDeNZ
zRBP&-r@i4doOioPR;+|l1Wg_ifTt78y$IPq%UkaZ%Wm5eZ1LJjBr#SYCVuDZW6cfI
z%bJ(x(D+Udoy)7Lxg!reL3-9{fAI1h;OtD+mAE)agOYWh|2iF)P<ndw?u#N`+!1QE
zH$iL7ATD<C2eMfk>CZOr(Wnk$*@SfX`6vMVpXJ_2e?k|2_{io^ZR6hhgZ2~O2FlMA
zfRRUt(0Im{{Kq}q%3cLE!+k`lwNYe3T5JLgZ7eI+9SLs^-E^8UEmQ4Lm7|PWIfxq7
z6T#{-G|VQ8<0x;slPEOva&Y0>68Bu(BYX=R^TfH*vBqVt{TI+)B`FQNFA{dsEdH=_
zj_=ng3L}mOgXvQu=hR0UF7hG)3Fr0m*(O}3FQ7HqdHI*pL!4`LL~UdvZquWi%7r2=
znyvK_;Db}UtDpiS=W9<xjnx1=AZ?u(AztoOo=L03qnAZ8hM0fR%m=aJgc%!v11Vpy
zX8kIT$?moESa+a78K#GpciB%Bp(Mz;nyG#EpO){m&K0;-d6HA}6|#`sP`WDofomez
zygwFgiikt+)FjeWtMvH-0v@HuR=0cvN2nR4#JRi_2GHiS=|^D{^}ko5T0lxJ>IZV<
zLd|8rtIVRNLR}fddo%XcqfeEgzVl}*N3^<m|2(l8!L*L|f{%4D*W7a^Gi@qFoviQT
zaOj(QKnY4!B3ix%X~fa2dymdHH%PCh86F8aTOB^@aCPg@Gzqhi<;a;TMAac*vwn-<
zpz5Ib`pb0havvvK-CF3fPv7UjiBA^o@(B=#AuaMp^dEN$PB1-|x<;8qtt?s0fNEt!
zA>M$Nb6z=buYRvCQ}&lNK;rm##6&-#dqR1JoD>xYL9IPa$rn41l-hiKwy(0Xbw%Q`
zbHgajwKE}@ITU!{$dR21g%s)3qGqEqgH)vUEM^4{&9Z{ms_qB(_ET<{+xg8-1Tt|B
zGCbDOEu*4TGKB|4g!50OtaC9G8M0K2B|3ozO!EAJ`d@J-tio0M5lw>j2U#P#UIp1y
z@r>`;wqvjSBzo?@M>OcM$o^0+zcdmDpR*nTafXJ;@nFl5Io{%8aX(j#A1G-cLgVg-
z@ogsl)5Ph^5mCi!tiba_;*v>?j-Um{l-89~YqeC%ip4uIHT`yvO~K9|G7h{L(6$bS
z8?|)LY!qOJpU`9yKes$}_)ZhPZY-`T&}zYps3)}J!C{D77;~a?u$T|Lf4Ezen1jgC
zcq`E{BHqIYFP4lvS%xaKn@o_sZ5eWt%DJhs0LiYQ{%+qCY7+H$uY5jY(#_2`7@A_*
zhvU6zDOMD%+ikPF44X8|x|w$>pB%4=5vsgJ5A2&MZGSi>tZX^|BfqX?noB%$$juLc
zt&@-)6-`&qFH(KAISNUK>Nhy@YKoI|@0vCc@iDFNjS1c)%sVX<trh_y!S0!e4=0nZ
zVi(r<py9uVgBkuzcZrtkZGdi{{Sv~uTBlqHz*Z$uaQe<PyQxOw<@j)*5~(SEl>Q@u
zO3j&4Az=qsTh-Sp^F*Ib4ilxEW#IDBG58@nUPj9%GOa?0>szW=z~hkYjy1&@%TyPP
z7Ujyog{usrWF2k!$@MpbF5ObKIr^IF{ZAKK_lsT@XDmEko(Zcr-;NH5<-qbq+beHr
z7G7|Ve}d8Ygq#VlFA>VUp{jFdm(AXzv@*rL!7#!JtuljeA!gra=i2Rrk9Fg$o$7vE
zTS0Ji)50CD&C3CXi%=nUL1;#?YnfS`#6{m10XLC~+0;<)@sC$b6h?b3ttkXk$@o2j
zN(FiM*|o?-`^JYKiD&pUhHF^q2)}FO>M2oe#aEP?l)bZX8qp@Ev-$LXtbvl03MTNd
z$(oI!)}BzS%@nI`ww%BLvrD=B`R7u6xLyhQxTDJt#5^hRaFY>JX!($4jjA^=MrghE
z4sp2~Oc=s+A=h4cKi5KQNw_*(5YCbnwapEmc9zU*ueg{ZGe^{)jXh_egDLxwa^#8P
zY|v5ifNnh4(jxCUkfbT~BuXLc7hd<IeNx3?#Y;XosgCze#v<ynV6R1eNW&Lg9>mn{
z#J+>>faXQz8PE`J$AWub`x#1oJRsYpZi8okqx-Of$Ii+`G?@2&)&Qean;E)+q6c?g
zhXT}V7s4p@C0+e-ijFQl+0V%MN=lMBlY5M*+TviaYQT>Xix}k|UA}3_od)&&i(x)f
zi@3q8Z-8LG!yrTpSRP!8H&Xggp8=9`N;=TSi@h=Z35AdDe5{M2g&PDSI{fD?(>z5B
zNr<}DUsopimIudAQ-mE<uvOltixJ1|CD@!1A~oE%3i7>knQ*KrwrPi=$uQ}x`tpBx
zdkd&Knr&Sa3lb~@4IUu4yDlua1$TFM_uvk}-QC^Y-Q7L7yS+vJz0djgx%=Gn?j7U3
zF<@3#RhQ5Hs(N+RH&<+n?IfiZrk{Jl^+zE^uZ{_l$x8=M=c3v^MRV19RxRkM7P==?
z%3Gga2Qcyt3fL}jzFZ6ok~PjipL7+jDZ|)eI(Nc^!>nBqWMy&dnWPjeX(%hjFCaq3
z5MYk^g;sVk@ARj?f%)UN#s8Z(8MeReSN`98R;OiS{+AW!i93vwoWR^|VN-oP1YZ)B
zFT`&IiLPJY`5?N8?U+%rKjCYEQNx6QTj;@M(0>f1=L7jr&x;gV5a=~^K#PGEz<Nl^
z4jsOgkuBM$?kxpnXXkbOvMzh)V3cH@l6dBs_U75ty_{bsYhQFIH(U747Xqnw!fk4R
z$@x}%{327z!z;2s5F5Fy^tm@|ti0~d>xqP5Io;E`+k76-Y`G?y)!;6CHB(cFDvMd}
zaYme_z_5A74G(I*M{MWkiTu2px5|1o*J9qx-Vt&AlD9&uYx9Ba2_PUhf&OaDqOhW}
z2#`vbu)`W6l-eDYrFio=*oQekBQkj*S#~(gIft{Knl3<&x=@DhJm@pT?w9l6Ct^>o
z0Dvxi_eA6J4LIzfJLKUG3eQ3e!%y}2F2N#;%=P`Gz!w+Iya4Ol1S{rOyBv}HT%B0D
z<@+S+tS95ri=RqbW<1aC*HDizpWRAehccstxx@3O=9l*63^+w4n*vlOv@i)j7yMl7
z9!HGa1a*n@AhBTa;43^a0=>lIYm6~%(M!qDsFBmO;P`Z<s=~|RyP9Aoo=-g!TcqD~
zk#?adnoaNWi<vjiZZboYkIasXDknB8`xdGJH!Gi%RAs2R#%-B8hVf_Lw1ge3{4}Hs
ze+^P^9eCYYsOA^VU#Uwnhy#qNZD=n&yO+kTxpXu4Uc^((E;u*4>5%SOuc78TRtc3$
z_guC4=-*2g$TX_-mru=`rk%Q+(p31;07g+!q=uhY1!yKM9yxHLu0oydV8R3j%Y(<d
z2&X2t&IZG6%2JA3`O!1#6nU4FuUQ`^373tbS_A7IV40@&vr>i8;)6wW{8$N8hsbQo
z>qM8cT8m*{lxynaWhMm~4vd#XJ#)Bf6c-{r<4DowgT8FB=+qj;csL8c7I54&UvIla
zQ&BBoa9V^idSrYT%^EgB80B9Eh}hTot!2H~`G!w%`-;JRn(jgFqQUI_`h~E0NV-Y}
zK$#vlZcJE<x+Lbp%_Y^Yv7YUz^;Byfl--5ISxJ4*bKbbI+y~pYJdvs}z#ZnFEpX<m
zz$wxE8)xSg;Ql?m;uZg`Q|D&`X0BY2z!vXCij#Z`RU0pr$ctU9k3Ohq>Q_ra4ys7R
z0VwH5jpyTNyn%=v-UlCp=_ZqxT1^uvBac#z<$U+d=4-|mu+|8GXnF?L??kiZ-nz=V
zo4T;N_2sr|#7e13#ie!|N~@KVXI<Iyya*qZ6truoql{)rqbcl~9!wS3*7ctNCvd7q
zG$M<fvq@MW2cKQQ3V5%TG!ZqrVjxAYTqVy6;VC*rFL|W`X9Q*j!W8J@w0;>j1;vh>
zbA5{tb+qbvwfbq?*&z5OEzwzqbFE!z1T$Z929PA4568g7wzhe)ilPR7N#g|PMC^p(
zgx00hXH6hIcYG3WGJUfCx8*W*^=e>xZJl}@<nnSIavidRu~d~~)m@#Yp{C_qkGA8r
zBMJu^$C^F1y+W{L7CO=0j|Cxz9*koGmH~%HPHPO%R6og!0%!I|ZA!sjY0SJ2lQgBQ
zxK*|BI5%}8#&-uE=i?|G1?f()dyBdL%F>oOUiUwk4{3%&jM_=jac&H2lFcj!P?iE0
zjT%?T90NI*2m%H!F6qL0_I0@25!~BjaZ%<&$d^bFLU^|jq6qgUo9TJ6C{FXf_Nf$x
zV9@co2}OFH&g4(b+KokE2;)u7cQU!8cyR3HySQL*H3hwrr{(H)8DMuE=V>z+bx>BL
zJhnwT%{71AHpA`H6&k^3S-6`*)9$BC)5R+q&pi8`eqC$M!AOqCa1h^l@QC>$OV~fq
z1KmxUeS_gR{aYtAVLbC2P1krE1>KY`UA&&I9Qrgw5}%{ioT~PHSbu19=yK?nYhtH}
zAUJFB8LjU#KDyAY;ptDm-76us&$n#nuguanP)sr`zh?=fE@B`Cm{*$*n`4=&ngMOV
zR^IWNu1geWOs4ZB>q`3!UNgJ%bAKdx%p=tQp*g?-QWZZ1UnTAubt&*!UT5UCgEP%=
zHs@m_CC?F;|HU&wU!P+FNm<VNB<NQGs2L;rAxDCAf|@HP;Z_7Lr}zT?0hE!Y*5CMt
ztD<m`4AN<cY+Rwr#h~==!kQVi@ZS_6_x!-<aGhU-6(>+)Ceniis9dxt;Cn_?GG35Q
zRwWuprR-3pyvwl(Yf$a;yz8X=azZzRb-hx`S_7H-c%0xB%JrIrpFhj=WaCQAXoO~Y
zbkap`;$$9pT#$V0CA2BBj&Kk=hjfWf6G*?mUJM5#(6k7$T$l*)hr?yG;*o4`LpQh^
zJap$Z5OgU|<7&#!b+~enxM*m$JB>-1p{wNQdvY*eu5swC4>nySVD3ApShkb+I7E7l
zKy!CLJ@n#|boWb)e(|i7hetq(r*YjUV>3VR!gWZVe!P&(UD(<DyJ&ji)O?Ce11G<c
zuz`R6#L>kW*}2PMukU286%ECCobz))?32x|M%jwBRep|Fr)&aiX~#DDZW`a)`QmgD
z>@aMkx_QWgo8{}w!U$YZm^r8+Y{N57OKfdc_m52MD*nw36_GJk=v}ExG?YgU7g!~*
z_Ba(Kx?WArrkV<Twr{zV4Ba%BB(5Y6gUS05Qi>v^nyB0L`%gGU7~^(j@KhHw28?nv
zrH+$1m)CK!EwbcglsBfR`f7qlb}_0OXSDm(J<%F^YsBr>Y3B=irA@TfO#!X5vv*F<
z@Y!PBy0Z7pC2-DOig^e$<+$Nl@mWYAeJ($e)RYts(P5=?0!+JV>5o`uRR_NA&O1NT
zt#O{!93Bl#GKtK3VA`sR;*$;5j~eCV@JZQ=6teVkQ!c71NKX{j;mAicmX>9YPhZR=
zjD)HvnpSI@s`jde$60TN7mivF<^HM${s3+}{4s8T1MK7Go%k)!FBzIcMz8ifgp9*M
z@JP6HdQj>&l<NUIPjL_DTGLMf4DIW2hnFrzp7=&ycjuY1{NyE{T#JsNbV!aws*An?
zc5d_YpImQrP_1{erM_<e*gcC+q-)l=y;Er7#5V$v3oa|fz#oR~Nr`MCXvmypi=5x@
zM^H1p;3maj<7=K>)3;OZC;0ymf3n7A;6|Aq(Kz)Zw*1PxwEUE6Jo>h!4r30R4}Tfr
zYx`Y_X&cx{A%aq*Hz*46s^+S4Ho@becoW!$jnC#+Vzqk4je1piI+-zw%p?X<#$xSh
z!JZDeGqTT^F)|;Z$F16npFdwUQ!;<sE#bUDFvO5;y}+?0v-vgpYl@rnMec1w_Bmg8
zzDmWX#U+W7Jn@G*a1Y0dl{nArY<Fwg=Irh)>P_FXh(^S)YO4f*Fukyhk`mG0sI}5v
zq{{Ptie6492?IhuHb(IXHAHa!u_vn%S+u^fB3fBa1~ZaxFMdCE)`4H`fH{F2fJ&as
zzqqfBhYCaL!ow~vcgc)5>4sWd46>W9MkDOU#;^U8cwUTQB)98)(DzGss%1A~2^iF_
zc@%+><IJ#jTb<st4`wg>bw)<GWHS|MZ7M;Sjusq=j84-L9)FU5sGU3a&Sl<LMmURk
z7`K~2QRCDpc2rF;$Uc~eIjb(i?CqUNEUl!DBFz%lT3r+<DF-mLkCzU)9_~+f@$>7~
zr^i}WN3fk6$BwnSEbXogYJ6=!ZpKD)uBYct6}iyl`!$fccc2V~@>LGzJ=njWY^+h@
zw%jaKB1=%)IPfoF@Fe7YGE2zpjEXtS((Ml)wT?nvdk&(gR^_$H@Pn5tZxxAkL9GS#
z=U|sjJYh=0Z_A-Ta^#9Ex9@wkK@Q`8R6bYq2H-<sN(gh~D#5Bjt0CloB70L%hJLW=
ztj1dK;w;;ALwSiQvpvoX`GE$C2#(s}Q+ILwY0E<wPdJ(tTc1h*SEB)s_uk|QQU&x*
zv?tzLMIh0WQ$6?|t^uzij0LWr-UdH(!-CHVY^XgQ`1ZyBAny`ujd7|m;0m#I28siv
zqBEFWu#!$6QA9CsP1igLutjPE!vLoQCC+kB;D&XxxR38#1+(e(s)JBD_^uvh0DY{-
zZA3gYUVkW2v{oQwn~LB5>tF<<|I!bf-nz97@)qQ&OE09SO7_QxkVC#%Pqlqkt%?<X
zXQO!h`Qh8f3qtTDN06H(&;_lKJL_MSpf(8A=9#hQhT!}tMZ&)$CgDz8uRGC_bUhQ&
zcvuGk9o(eyxLHK5<hvO!qET<C9dbJlRZ{_Els?wbGo_xAA_K+P4G8*Y2(`%d@XzrX
znqpD65E0NdN2?unHJzdx262eHcYDl2?Qf)gQ0W3of-$l^Jc$+`W>$|ClRms^63}E0
z(LHtMfNYiXCj$_V!8CNf@cnQx;N7kDW^C+a{kViC40a1bp|tL0qlKT(`%o#2SA31i
z-rY3#*x97*DsgbA6t`O9g9$5ELT5{OPXdPHje9F$m+OZsJbc0sWFOZrMrt`nHJA8F
zp5485>S?|)twdJ)npYJ(%;1Y$<3#DFUF!fhOWk0uFT>Xbb(*v8-;PuRZJH~}E}VAg
zv?sSJnhcb5iNK%LW6Jo^`59->M(t?0f;sz_6?vo(r-Wa?F@w}QgqO`T?y^0WKlwlY
zUXU<8U>sWH;hK!k?syW0P#?59MxW0tdAbfW3VEqfsXg*olwYSYs|)L!Xa3x5j<u_{
z3kVbBV@$9X|FUV#&GNkN?KTcPsqFWJwd~Q&<9@nNx5-Lc1tJwlzzH$}<-#`IE4qJ^
zwMG}Nws7i!I5OeRIIx$EO{v&@eY^1TDVM-4<wb|-j9TcmJjka8?&Zc*$o0}hQ`h3V
z@+DUZBFH|Xi*o{QYL;zO6H3-s_pqE22F|meOFSGpE9OuRAb3jmSm!X;7oRtDG_agJ
z6pq06jI<I9%lkGBURER`yw|X%#-X`RP&3oRg<C^&TI$Z9%jVERWd|xL<vi2yoWr--
ze(keqJn<b68e_ciCvd!$>}_%}c4E$Rc~fSvTrL=o5^~hIY`ca|mLH#CaA0?b;w)kH
zAv_WGvG?Ef9o<s(=@vMS?=jVOrVKlA`pwB$kZ7Ru9~DrAmDTQ53(2d*l+R6GnBd|+
znPYg)PZI4s327)gW1B>1uVivXt%JF9t!8-g4S#iQsau4b@1GJ*L%vzGBE+_3@2{VT
zE54_DlujzW^L6F=O>ScDIAQj5me{|L-34IUW*uSn_5g1^Dy7NGH>;H!a__x~d<kV~
zIHTK(PPsC!^~vZ?pU8fsoB7i0G7AY`BYJ>*HTR{z!6UqLrZX?oBLz|mciH4p>Exoq
zBm{C+5RnW=P}M5!)-kq~w+>wRjdgW1G*>8fm5%#`M+9NyTTzKhQ`dp)Nm=pD;~54X
zRHp8>QB-N_g;efaG937=7C~1$d52kTZGL#2Pt8YN<0uonXzI<2Y@D3i62bz_pehms
zzW(&Q<P$98!d6h1dOXukkLzXLnOzr5kh_oW+1A*`uu)Lfi_mzb$H*G_ZhZh;ns7)_
zyZax2sS3EESN_JO{m45|72igpdFRNq8dp--VM44hbuR#Mj3+KFx{?W>U!yp=Ok_U}
zHg*2gQ6%5zFF*T#zEbwBkq^zLWh%X>EFi8=fGsAUP73m!A?S`y{6@Gv`ZB}MAug~a
zW%AP4k0!=Ot`0VLQC^@#1MUefF$vBnz_1|+f%_Bib6i0R*(_SyP(93za^Q6%C{yR@
zbAu~ZGHWXNHVL73=DOfwFb$mO+$W{IT5Wo6UzJrDcP-~lg!p)U^SJ3>7vh(NE;el&
zvc|7`jYj#1-g429Lc{tsNCi=N9SD{gja%Bf983025Y#YtN4C8L85k2cjWv*r$k$j}
z+~*h-$oF`ycvRolXuRhx+PuDc1~kH=Tu6b_fZ+vfb#?Bhka1!^qW9fewNoWS((6I)
zU5CnU%RMs9D7K?sS;bYRW{&15`M09p*s&JoKSOM8ccO3B-(;-+W{7lvGv1FrQ0pL}
zD8X^xw1>NaGU{sgLhLRGAnQ{kE+2mja(hFVXutB(EVwPtgpEOP|B$?*-9qUwHJdfb
z>i@7ZM*9+zvt$cji*SS7g<g0b`07)3z0Vv07vKs_xD#<afAtV`c5UT*jSnHj{DAS;
zFO2y8u@d(l!(py6boym<Hx2&V4EhP98jUw)ddg{ia{&v#LRb6e3(X&ng4ON5F7&Ka
z;O0mA8Kw0MJ0vk(6Mgs=p`zR|NONVmD`hI+SL7bE++VpOj`7Zay?)%w9@k=s{~<#J
zk5?VF%}h_p7@tBW(X%kXuA2774XV2jzrnPD_*T5jGyZ{B5fr^M&lT#{AFu8(dcm+&
zWH>Mh4GG6H=ywlOLO=y%x)Xx-_J$<*3rA#N#X*KrSU5|UdQgL-Hy2M>ns~j6gTBx`
zti)QLy@E#}G4~aYPpxfB`=IADt`_QwCFn%eHjNJe`VoBUsZ$a1Bi2R_*hJeoI`~8Y
zvSl|nN=K8Y&Zl!G5H_ifP_{{|XH&05vxpRJyvOxi!$r^M;u%ixjN+J47-zz}PjB?_
zH~Y>;I~s&DZ~NJqtv$vwCQ!hYJZ;x4V1H%Xm-O)}9jy(jZ5AC%qJj)(DBPc_*vz61
zkE-bS<Yg!gWiBx*%Z#J?WvGr}xjZAH(0xr~Kvp3B0-!mFsv^|2r;x}i>kR>$a7T(~
z{0iaR*1dupadQK;5I6i~j(2~SIFzN*p;vco^_v4Gx7Vq6JHuR6!bB2UlB!g)u9W8V
ztKti{W7spx+>A6@o)A8YN2%Yy{Tf;mJ;D4|ddOAj>f5b~M;sHoTk5OSOQt=*Hz6}-
z)ao9;{>-kKaSDMo{msqcbo@qW2}k=?rH^eZmV1gC=7G>!<@un=aEU<#!}9C*(B^d5
z&}mM0{|gVJ7Jt1!?Eca1(aYt1Y0w`SSvp)d9h_6hN+u`GEmpeljC<#gdz`$BWBa67
zuj@ti&?aMaLnF20O5}ANaj(*?-Ad5y{Oj3MaVn%7=>VZas^$G5!1rXb#rSNRw*0jY
ztqk}duqz8I^9%f0$MZ}jEiL1-00s{p4epdtG)}Buz?s3?StlN%C+FUlo-398CQ$p|
zEIM9qWJf~EC$FOo-2|gsC372PQmH(72<gT(L%1&BUSxHno4Q4M6t?#!xPsYLU3;3u
zME0t`_Sd`J>2eyTj)yrC>ELjRZXY+!2(0oa7+%OmI?$&}47Oij5!?Hx7)^=;(zkAg
z)?`cRO1s9Qpg{FqJP$v>)tnX*oAgKCsq{8~Ume6IX@A8I+i$K|fWOunF}=<}z6tsw
zRg9BrRO`XO^@$@;f&Brl5xI2ZhP<XM>%_;9^=Z3$#6sIJsc0;U+51;H_ui~`-_p4a
zzuTBw%_zo|#Q?h@cfPrgn~j(FhU-QML%JiTYl-dn!yM*Y$Q~2-Wr_#9dd8jHZlYn8
zQnfi%l$6-FW|M7UWj_5(^`tQaSU)r5qtM{9MKmQxD|c@P1*M=WSepa->v>WDL-i_u
zkPA~-6jrEW(sYM`jA5uHS!$^PoBh=q^_K<>EYS}(Tz$WvW+YQZ+KNxl(Nq#(xzzJd
zM-YmtE9h>+K+-ud86nMYdPTI%n7Z%z)&r|B4%fz=db`NoYo^A-<1C1exTT}oG!DeE
zjwER{G(oMF<@to3R13D6S?t^M3rvcAjP6V@a}Ng$ZLu=zjquFF*zr;@M31lqzlHZs
z%#Ti_ejs&ZZ9JjyJ|ml4L%h{yI#h>V`%okNnp*W`OJf_kup6Ei15>&VVHn#M@nV%`
z9Y*!eq}mHg8n11ceds_=<%&9fGUO{uAj(l1?T&?Mll%e}TDXc5I%E#RD<pP&z{Ad`
z2eE-0?mY1%*d|QSbMdMS(9{QnAMIe~_T-m@pc;9tgx*$pg;5n<(FDK?=O`YhwJ$rY
zs!i2{)^+DK!uXsg?fCtRmp6i7n`^cMiYPF?=r3?=V{>Dx1m5Qs`;oeOM4tfkG6*A5
z$=>P<*{^Z)QYEwXKQCRoLwF29#=FDZ%dJayJy%6pPKfSx8>mn~TH^a$%&@_5!3EPH
z;`M9l*UVIQG3LA7A+B|*Dfi${X@?amhTzJo_1r<P9ko5;aP*<L>4s(X`NKCHro-uQ
z1(M9q5$lHB`(ij2K<)D6aTD$3+{ROUy*CZDa4ol*!nk1KxB^?-FMN#|J{*<SshP$t
z`?_aMA`R4Rp{J&x|F%Cy_Vj+Bjhi>gC(;?RElsk`mu;@7Jw!Vidt~8UU;G*d@MT}t
z?*1B~REOn+p!g&*@?^sOU}#?s5Xi)ui*nq2!@4Z+#;xmWab~&Mpr2_KM{PHxo2wel
zY!%D?GBjuO!_=O-9I6ssI??@;-ecOYNYAQmDixFVr1kg$rgA@B%;$Em)lNq}grpNS
zelZ-VPvw(VC5jK3=M!slZ4<O+UuFotr@m#-_a{TQC%4oQUD`N@d-NExvt?E#pPjN?
z02FUHj>hPbNv6DqV@4v;YnY5|ey@6&M6WJHo5p0GrT}<bGFV-qLW_}Sx{<)2bSS8T
zqpkzDF>4+1O1LH6yVqd#E?=Twq++z2LzV(=Pj3+?%2=`xsfG**f%`X?O<d$Wahywu
zBbw%`#=w(|NfFyDIfRSvOTXu+BUfc7onRe>W;DVT1H_$A;ELO`v~T^L^L~gap08r8
zZ<93>{`A+|a^-9j;|C~GJeiWJpCtIy-mqa>c=}zMKU7T9<hmJtcE*;H6{;J@p66p(
z)YxXgM$}(YK<aCVitt#1cY)og@4Is{9eMe(pf`%6J7UGej5K#$fa-x`#X-9oy3eYc
zc3|;1H=^0QYLRET)fjxXL6knJWJEu1K9legw5ombTv2r(m7m%C1Vz<+vvRG;$-hlE
zVp%k1)sH9g;NfI75OMK9f^0VY#nSKix3J0D9R*h0*$bk|HDO5GU{hb622q$>yG`94
zrD45psWn<wew%Ahj{fMG%^3epg(JOT*4yD?YEyYXCu&xHJ9ov{PEw(Myii*=o5)!}
z>TRWde;xfes&S%AvMmB*`zE^yb|oHsegYw=$Fwc+LNmTPIzj(cA5#AnNui6b6~e+9
z_`182=1Lz@K1YfS2c({cMc2Z|7BDwBY_LNwNC^y~8Ow$e+VBnq#B3!Fg@TvC#I^ab
z%5uTRV(Br~m;mLKN~}vAv>%q3W1tJiJ00}LDLIEuG4oxvTU0UNrkxL_F;}MN*!*n$
zC|pC(wXOv?{3kz~+zTHmh-?eoDAwO<@S^soY&VZzbg=cG>kr+j7tPDRSc2nKV(A|6
zn`&NWJ~$vcr;uN@ik{N^5bCh@gSm+_@UiaclCC-0@6dD#uR3=<8l6%sQN^_L^0uMO
zND<~@HR-%eKC=uZenRg9?a%EK;zYPVLG&>%WT=hMExKT~J16Y#&am{}XRj5~Sq?c%
ze>nDEUr<o8)f64UEzumFNem5`cge?Vl1T8>$TF3xeF&|b!yY-)dXSLDa>a=?;%x$Z
z+C_B{8xcACqDlK>ZWYZzRY`lvqp!GQcn(Vh!IK$#>BEd4=pBAcfK2FYT<fUA@hI_6
z&7@6|T@w#N7%>c2b-q>diS>&i4`+xfuAf{D8M$UO1xy5Kg6GXd3o)fL$ylcA<zu+7
z2qpv{PGqvy%hy7~<?k^M?$zNl)^-xkVg#3)CyiRATg&OzpD$I{+rfl7T%now8=@^u
zSrO}?7OAHI0vtM$lXE%|u*1r(pY2j$)WKVET(6V0vpwMI@qYh2FUzP0sqadKWQR(C
zHmmCL6j-ct7#N0R0e3ZaFBV}k)hxZ8bCoc{jq$d6fSg*DaNkApRR`+<Bc!xSO0BqH
zrIyMaj?>Hz9VS%}t6O;pd;+mbdUCWcv+4<k%^l=O>~l!)?=SO}m_<`EGppalT<)Ep
z5un+;;}^vCN`t%f`2ArxyvvA55Y+Vk`KHDZG}F~4WJx36yY7i>IgJO_45tv<)mzP#
zb8b`S(EA}^T{D8=?mO?=vc&dX&vTs8vSpg9>i+hS`MMB#PX|DVQ`s^cH5Loh!-iY3
zH1&|GRqMz++c>K5ZW_b%E62RF<S@2WN1WSFVij9yKl{1aq<Q-Ws3L~Uv>3y-OnM%l
zaqmkfjF866hvQhXc4OVuDl=Zmb`h}+7DYjXb$KK73s<UMR~TBb1k>8h+yO_4g_mgs
z!JXu=x8*z4s5@E1W*YYO<<P6vS=P}vhBG;Wb&HfUs{V)P{MF8s{WkHp8K)p~qckC$
z)J5}SD2>?-1D<&J9(NFRQQoHJ9Y>66JRNsdNsA+K#xI*Ew4Sxoo-&V)5s7%mS911y
zLxxwe+U@%l5OqhjX7MJ=VTw*^vS*(}QkBD@If_Tk0r@zh*|TaPY_sge>U~d)Oi;b#
z3(jeqY{G6rl^_?K*<;@fyV7;W#E#>t=`c_InlUa2N1TKA@lP<%)qE;+_fm5A#M73Y
zuyxv|+&X5@J#|5CBcI_=COiy>zP4{QCvChCJB`8s#!RD=IC2xq*#mr+AKg(jp6*v&
zK1}VVjcZgL4@ZVQh~@wny<ew}5rp*Iu5iXQA4<88{pLwKpHtCI*Y#V&>VWTC6eerD
zn#2LA?RT|fDNjYOD&nPd`9$e;G!sUUcjiV?5e|<&H+4kc%jq)bj4k?UX4S}klgmTy
zv5K7?50!1c;GE$wCpaR_t<luPi&fYaLml4I&UFerkFBemIbOPl_~m09!Vg-wh_~vm
zjlR(cRUjQyQ8wO!!*>8SItq;*eQG0;7h3R^1eKzEijN1OJ=2fJf}r0Ljzvk>Cs_gL
zhUaIfwD)bKa7j!N`Kp$mECLCD<gP&R29_55kIO&)|0D56^7WoZWfBRK?=C8psIh?M
z&7fR2@R@5-crI>aJZzeI(f}mt{uYGEOAuf#n@UK%tcbXjmzw46dwpy!2#)PTEw`D7
zXfVEBXr5#Gn-9VgE_8b%%)afXnE(y8+0>dl3Owtmkx;Xlqs8Y17w}(ORP&@8fDLOc
zbgcj$tb=kdP@^Rmb91c*EH=)t&@J0#W2tNxfZN#zI3AyCscdSg>3W4ggu=9v5aYpK
z?!ty&wIrRW5tit*cnfgHAIuoR*CW6oGdgS0tW8BsOlwKNsOu?M6jb@IKnl4;FZd#{
z8p}&;3+tS7sN2lzXy$XdzV~_&wL7pefqY&p16ls~OIQPC;5a*}qJX+iz7F;vp6B<s
zPkJ!HC7ty@Jn%XW;%90lHjd9e_S7r5wSUyRVZyO5>p9k`=_)0vDO{4+`Bu-2UIY7E
zZ(=MXx`qrTf9HC(x4CLRyG2_VAZ{wfg_K(S?FX}wcii_u^2HJ!is}?)Z`{@@>1{VE
z>2E>vTLm-)vbGRat7$k%QcSN|O$lg}>semK?zbUJe51T4ktP5cd#nETg5E4cU3m%7
zL!GUv`2D&W(I2Cq8AGt>Kh|7IkY^`@4UpE?DiqjfLG-AX+vnY8bk|Y`1G2ezyLlDo
zbM0+djwf(`sNLD-k$Myqs_-9espzxp^cnFZ9nGH#K&=#i)YOP)#!t4HuECA@AY607
z*|0~JTkc<s*{TqhRwO7T&tG6-gl8OrRE=TmVrp9;)9e=q9??B&G7Ip6T+PE?b<wk&
zW;Y2k!k9;3%;hnXQ5UC(qokY2D;14Xny-?-tw66O|Lu%=d2P&a#7<-|zL0q%BR^Om
zCT`$A1Tu3YQ0lYDq$R#V?JRxd>%ZZDP+|{L<M?E|dR|S?EHc2d1F#@^2wxdr9rc7!
znPj1A>d&%FoH2@g8sYu=)>A`QAN`D-s7}b8)xY`6CcrJRs^i?d#E@*~$p#A^oD1X)
zWx_lI{ig+DPRnUo{Ea<+q`N#mwKoNYCPL0#9rmf*@Z{G;n;MaUF^Smrcp7OEy$iz$
ziwv4U$it6Ku#8AGykj}@yq*+KlUfs0Xzl{1dZ_U<1Eq{0HPjQq0_RZJ;>=LT;%SJH
z2Nb6#Yh>y1SY$9F>99H9zS_B~tFSmeBkYjuOxqY_R5wdll(_N51fN9}_#@EfGTWHr
z2QVn(E*w}}Mi1}WXzGO1%*G$6=IiGg=o^$ya~7tFONASzlFWZQ>xH;%=(&#-J5S}u
zg*gFr>#%8L&Dg)UP5wbr7N7HQUnX5<<EBWCzPUV${gi409}R1af*;kdriDw3*AQ*z
zHV*3XVFh6&lg|LG+Dnx-S?*`{XYAOG0=ahqA@q%v991Zn+#Rh0dv}8rN{Eeh2=!fb
zN+X2Z^mbmx`DCkEqxfWFVE1m2D!dCwAv)Gz)OXP-UBc?Naqis>g^<4W$H8ND3kLe$
z9YR=a<&6O_p|~xeKx3`yh{}BzAHpenH$elSuyL)NQ2uf{Hl^Qv?+&$9L&qjqfSC0k
z2Ns*UcT?tt0ahzq(2DVAHWGGN@VnSBf)L8y0t!M_%w4M5rM4Bt&MHL8r;aMA%46_h
zK*hW0{VQa==uvzY<Fg3^dIHo4R6;#y3;c#Th^5b#`Hw>;SS<~1*5{3LpYHO%97Kfn
zEuin+DF79MXEo`N&VCo*;h0u4q~Vyk4b>of_Ya~E)y;xyWTL4`rn_#FvXjns!jp}5
zJd+#+3X{vmsafq=AA-j+u>~wM83m%!vls?XP(U3e-7LWJyresrI^cjf$WQ@mMLMss
zQSSBi>7nWHB3wGWA14{78M|&YTreQCKB9`-V%=<Azuvr#Whs}0MY*rg8ATR$HNS0t
z^GOvX1iCGNY@T)zefPGPa~YA_U0+l4s5{NlHK?_<r%Xe~md09>CJKv?2CXUSfHQ{h
zYXj*`tvJ>p0Awe}9xpiYV68NOy#d_#W%WiUU&Q5ciWd>Iwu4;@G!k47JduZdLqWSW
zvTbI5cF2Zg0!J8>Qw`!9QO8fS>7|2Z;_aTMCdF-1|KWo*a5oOH)oPwY@Kqu2mQTL{
zgQ-}Abux~1!9A9fwphF@P%G(QAK9YKJ~lXdl^`}e{ZvE!?EyN_!*j=Vy245qzQSG|
zr({QYIBF-}!G$|02(`k+I|aTv&1z4B5)-_TmK6g4m#A%MO8n*we%gtz4u0yLvLv$F
zxb2rpAM3>IRj2^v-L^_BYQJf^2{`uXaECsInymN{amRJTKCm|9Lbrx~w3gTi8DzWa
zy`m%;ag#Zh<&oEJUoNJ8tl`)4{ZQeK@Dz6C&R~uMsRho4MnM2#1(x&1CcC`UwT)w#
zi{XmFG4@Hu(a$yXsYuQjYDKZhu_{51Sai3q^i)TW6|7bmzJW%vRFMF|aeeQ$vAG$_
z#lhxj3WQ-jWh8Y4EXF)8&HMHwR%M(WK%K8qb9-aswy$)W@O!`(&cO*s9Y-BI73U<y
zJcZhj!cfexWcr|n!#>~cSG9WU<ZrS4_MqjlvRB43^?ghAM)hCqvv0q<JqZ`c4rDIt
zXM^=77dWMNEEB{9qB&nZLvQ9n7ABFOnJv@K>&ddResR8eU1zxj(DkK9YwS3pNKuxe
zZmrS#KJI3@@P5m^>DtKf8+^VSH2pxO7S|Hy`@6wPS^3L1;t||9){@bQIq(4Vl+EIm
zM@jAn5jaPOTW&SRx|#M&+eGeU9Kro6g16M?`QiFOr!R_16%utiG73!+<uMn2x~yvD
zl%)Js<8t&ywiHC!r{a+#i9)!N{trYE(U}n=cE(ylO(?{|=vYF=<mxJBDWdtXl8UY!
zvPwUWE(#b6zeC9-ffu60L1Kch{amVHj2${c%1sfCap4lJNFyh##}c7mB@gma&!@M6
zl}~8D8zd@J_~kJw@>p2KXiXosEIwT(L@LpYD;)ib=aILU8`1=*-fJ82{M5Fh%8E*Q
zN0Z1!HOcMyt6!GGG43XQYkG)8BCW4Rr^qwT(Zt)ctiD5bd4HGTd;7?wd&`H~Ya4A5
z<CEdG!VlhnHh|w+@Xx9yZGKT(DKb-QTjgB-vB<?wV<j=em~pQDztzHV`}B8hlpEFN
zXxC}w6*leWp0=h`NOog)HI1j(7YWeV)zVUA;^H@ou!lajnp=r(t?Znz2i?pNw2rJ#
z0XKYrvywBgFvMrmj<FV@{@gAt=xOwk{Z$`wqYwkzS=#E1VxqG3UEtLtJLH*6mn5dD
z=-wUG@U)uzwcz)6@)Qj(&+~D)4k;(mBKB>=y+lB@!D!J|x$=QLFpY+8$n%R3|K|X3
zfmrmIug5=sB;*xVEF~m#xnzSz9em;&+1Xl%rJkDn*`{>dgk9CAu^rhWpP(E+!{*u-
zqSUz$y3jwU3f4M%tGp&N&lGz{!*Jws$3RwBEDkP0wn&;u4OJp8D{*L=3e$f%vzs_<
zYa(MxZ)$T4z1oD}eQMtl1L;yeZDimgU+{G!McKd4UrB8Z*;_JIzLV)#Sc*oh{Bu#O
zq@@{>$@QLpX_ZZ>%;Gqlec%@jef^(lv|{O~I?4KUg#*gLgCjlHOrELF9YWWhAZur{
z;s0)D>^rsBKPfJ3b%AtWKq`G!8h&jnVSQsmBcP9t2}q>>R}2+B9ql_+x}hyT<DbJ}
zeD4(cRLt}&_*4um%=q-Qv_Lv|S~}pNws%Tf;7(h8di+0oZ)N@jNNStw(@4k*%Bv_-
z@Y)z_n^Eyun(0Z%(TLb-n;Gl!S^(Mbf$aLScKYTD_^kh+*?-UJy#hAIR(6&)|H<Oc
z_BV14K5bk5_xt{B=KLbxWu0w-d5TyVSOUo-q~4kGjV%mG<@sgFfK>U0#z2yHXHs6E
z^#Oe{ARWGym6`rK6+b>Lkl72ESk6*N<hz8n6^)1<Fx1%2ndZA9J`)r3pC<ih&G6a&
zVoCcapFS|<dzIcz1<?P+tN*8limJ4#EKIcObU<?j?=4`YWmILRWmH%HTg(2*-vO-b
ze{GqRmA-{6(3HWSp8LnZ=xGD{8d#LADzNW?S<0x>2v`8A?163kk2+Hc{|C|kdyRm7
zYbkGG{LXg|9I(GQP5u})c+cl=HTfHD2=Bkw4(9(+JD3@P+5t2Q@DJ^HH`4H4%3s<+
z_ooy78}<0V)r`L}h5WPD%uN5H(+q#BHRHe4X*xE1Dth3M(lO8h?IzGN11%-|z1DxR
zu)K%-U8(<dbpEfj`fq1$|LfTQd1Qcn^8cGc|JBI<cM1*EJ6e2t78dn)`whTLx_3(u
z_zVm{;|{>T_Yrxw0RcRx&H{AUfXeXx2;tMy;nTmD0<;DJGy(A^giZB57Y15jT3`eN
zqw0GoEj}|d^PhhfdU_y2(f{SAqg7|5$7g(xXJq-ujel+c76MG5&P0#T^sd}YOsdSl
zS^=ZfnSe3xeGIfI0<`M!o;M4vDiaX5-Y@@D0GReau7L&pX&2CCWnfSTG7JJaf!<?T
z8G*Jo-dp#c^u0}gk^rxP8PU?Jzbg*o`#EGfMmAL@Mpkt?CgAOV$i^91{(9gUSeSqz
z@5h-LSZV)200S`l{~i?nd8!!*3jh5P26~2nv00)1qf@kp_EYOV#a@G}(i9pO^f!D8
zKEz_38}KPT8E|Hp>FbGh$D}3-)<{|!%e8I&okrKgpX2!Jq)E68tay~0*y!}o;NgJ4
zCeR~^SAkvTXi2`R2F?9YS#&iNbJ)w&LAL3S0YX?%oF5-V(FOyM5YqS4tlM+0!;t;q
zVt;(3WM^*reVs)Dp{$obMt^qYqBFYQ)1UMy>E{twXb{?d4*V|!!r;0snF)X`nRn;w
zcCk8B1I}efZE1Pv!&DF8rW@yp@vg7Xy`;r5e7WD!dX%q6WY|HphbjfpNmVP@ST^<w
zJVU@~@88XAf8(|Mw@=bPC!fD&xBmpuKNHLUA%?R3buRwjKq%cGo%kOQJ2No<3vH2~
z%(8_KEu8y4#bpDRTqI9M?5C+2<IjlAMrL>*K?jk7Jl=rwJF(-sBY~yJ4xr7=<toVr
zDm=02QA)RJpCT;-bHf@x;|0|ZCEn_WVAKhxK>O(T^6p%anaGO6jQpBO4$zk=erMEd
zqYm1Rh%QDO0BFrp$mK+w=BE_};3q8WXMfz0k*o~T1phfEm$Lr&CMdKlGkKHvvpxM?
z#&%S^VQ6vuy_!%=MseNJjyVG;Ufjlft%qpWV35$ZA)y=-m7irB_rnoiZsb*uk(&Y1
zL|H$FA|q&S+DbaBgr#qq&WZK|o%o18DI*us^(bHLJAExE;ldlY><j4*g!lJ-o36>F
zw_lT6V+=EXNuZ9Lc(l+an#a)lsrL&T>oL-Xz&M!5xhOK`m#_*WGJ43+k-#@~rfge_
z7KK1Lm!9ewLS-Re6oOg&B_dzyvOV*SRhP?zCDo&2zc@inXCZq?$uhiv$>Q@D(8A*1
zN&iN9{+dYtF>3!+d;S&W|35)v1_rwSWqI+Aax(uhi~nzy7tDWD4hTz3K%8X-q9Fbs
zgGO}BstoUV`-cmRiG@}jh{3>>8&I&S{_(Q?2jnuoBQOx2-nE*6O_hZah_gV5eMf3W
zW>qHOj82Qs3WRqSHYRl-umNEfC>VeM40Kr7)R~y@|J=gNq{;}K2Y_G;Tw*XY0Ku5<
zA1;sqfPobVntyI%pncC67y@+JfEdX9j?ut5;yuNCsf_rHY%KVU48XL&7+}f3{FzvQ
z(*+R28ChA>fe$Pb<9h@UXjPfn=>EQz`pcHke>0H(oKXK41bENv{}2KGdd_A3bEWs6
ztEj)$IR7IA(9<*h>+!RdR%a~~fm_zsqQ?Z+Jd#9?d7|hL@dg`^PEtZ49*dnw{3!eY
z>@2ma0#aU-PtwwgaxERm0z^FDc^pTZ3XZ%hihl<eH+)<p#Y0#AK!4?4-o)WsaCGVc
zX!rDBXerAsZZ6VjZ8ia;1*zZ#7tWASq2+D@T&<Q@>;XXRXJ!`TM_jgtmTD8YgRK_7
z#cQzLG<n~7AZ`>vVO&2M%Mwez4%}VNgVaj9<t;Oo2vZ>LXggEJUFDA^wOjG+7Sbtc
zK>T2Pm>MRLh(W-;16{d9iUY<qSUIRf7lUfuftcZ?aybqi|8(?k@!B;8316pZ#t;1@
zjT=y*2L07*#t=GPHYp|TG38WtsJ$oO5d)+Gl)3Vt0!G6NeNo!YgyGni_#PP|lV;2m
z=@~7~=i_$8o**k;`^UMrI6qm5i7#`6xO3gOX0D)Wu+8`#e1$YxbSwC+ep0I-)B`@Y
z+N^2_EY+Qb6k43vG4Xtk7;y2OW^<94$xYwvT@R6*P#i=(MQgpl320&3U1iouJtbb?
z*|(4#ySS_(S1nv2KQD-Z*R|m7b*U6e8Wf7jkXS)9o?~JA!0~G#n(kS<J)zu(`YjL?
zBDU>r%ITW0)D8KvCqSBNqZjMFIG51_n22hjz!v)X+>W>^Q0ulGp`H;CX!C6tZ-fs?
zeKS$Ux*r%jlS`CE>nKHT`9jG8a}j>{IZ_9#cT-eE^e*7t?*_|~$$lP^FRbr`QrBh-
zzqNL|l)aVmpz=T$qZwu@T-y+ASrJ_DkKZ_>>|(FhHiJ9spxH+hw(Sh&a_BwNO9;Pj
z!&-m+8d80-GI%G7IE=L$ZK80Q9fPHq^Xb&@3CN7;#}HQKe9V4}@Z@{9iG1Jstb0&@
ziF~O^iEKTG-bvZ;g}IAc8S|)9umX0Gu`ZCxu)flD0k<x~eQbO;`(FIDlu;sy@I~@8
zY(46d)48xpyiw$Zla0BN<6(b?TUNhNpBC&u8z%f!(h0<{4*9mr^_~kFkHL>E0jpg)
zZdkCo82IU~IgzV}xq?Iq`L-&;eWXomz4B~P1mRxZ8FGBr`9AET@tNhh{u$7Q-u`qy
z|13mCx+`K`C{q+?k~?fIH=H|r?=JY*j2(41MAl=QSS9HEV===_PD3udNOIU-p`y+D
za5L^#9Ab2&T9jJ!N|KrA3(j+cKT;1Lg536Rk}XHbvOCP2hS760TY^)965rHrNJ0bR
ziZ5mes(}eDX{GuR!Ij*jX+o5(!)?8E%}#k3wj>&Zu2<Ukt$|XTw)Z9;9F|*W=g7YV
zY=m(KX<~(6a@mc888w?^R0x?wErs!f@x=ObW$z^h9oU4%qG5L%Ry5P_HNSG>dlGx*
zg(_+&A{0B=$2EzsX1+$`ChuYoTMa{trS2*WI}9(+x#Wy-cQKq();v^1<b0FiKKRn$
z7eB21O6-Yz;0z`n=WmrG*XCWiF<(KPR!%85zGYYm<Y%Y;uGT(+x6}WiJoSk=FwFN$
zOYtl7ED3jzNbR!_D*<<ett;|+%Mbf1(}(&Z<U0Bd`GtKk8FV)4Rs^UVpAmxcfIEE-
z*eb$jYhzZK&a)lcn94|sRVXPj+Xbd`xHBj%Zew*nJI)xcARBEI3SDktvdH@%Ia#Mu
zBo!zIm+f6hJKLyM=*g6tVD&s~su1a&x&x><F~c)JdJ~P^>D^e)R3^~)^o~XON;hIM
zKttNBi0Q25gR9kt<Jgn)%xjcz4;oJuOaeUlF~jLd@G@_GT9R6bGP%AXPwjZGo<1J$
zXC%>j0hz><kOQ3<@@?rnbD`5UKbs9TW9T{GNE=8(^-w{WO0;&z?3Bo;pLv84nqD%;
z5=JsY7dTcyTLz@|AUpHX``ryQx>iz$pBpIcIqbeWS8&!suQz}qbeC3muST|D8t^mQ
zj0Kog$aLS4GZluree;Zn*fAYb)9i5oh3$;LcgKX?Cmrt;eNe}MX_YCKd5UTZk?vXp
zNAKog^{sw}bj84D;&-+oUH?@SWw7mr*cCXlU5ITEU|cAsjlqc+p@NcN6ts=WQq{iU
zR_;&s{5<1kENa8PwW-j<2UcnSVJIC7*<CP#on`VUrMh_hP<b}nRbRkad7e6z!=5rM
z-j0--oN^#ycURE1s+yjGVDks<#$9f{GgHL!uHAyULP*iTXTu*$GzzkK=9DFtF|fMe
zkajsXW&{f2X0p=j7`;VF49kpyM*`Kq6RD6FY)qQtU|RLFYQIfq&Hh-eWL%;_Ghdlz
zL0j$Y3&RL`NPg-w$qp0x?h!apj^>QMXKQ=mZPY$d(>5unfOj&lRIRl%<Z<JEVXumP
z3#bIh9^;5<hpc)lL+xSuR4%G2onsTzb1szcqai4uBNWknK3XoP!#)xtG>ZB7D3P+l
z>ejR1;m%-VYswMFTm^{ML1*DBam*&6PU69vl*nGnpCo7slFVQ1keH;(9i>n_nb_ER
zY_PR4yX?8p#mWt;oe5wGf4Mb>)37JCYYL>1I%05eUT*#}HRO?bAWdGT*2uZkV9~Qs
z=V*JNq8f76Vd%^&@iK&Y?1D;QJuyIf+h<vTvpitYL7mNroD>UaC#&?3ljSB{G77l~
zmr!NP#*HVgszMrTr*||Z`n8bw2u<*kMIjUxw#$4w6gVq+oZQ$8MKRuPqsoc|pYEKm
zdw@1tOz04@tgDw&R+mUtdiPzDF@GiFN|kQd=zHZ=BtB+#bQbHcO1czT#3u0rPzsWp
z4uktb{d>7>J+-KVusXmEMQxg#)Hn<I2NlYuOIMzcfjAG3BS}GmVJaE!h%w*TjlVIq
zSngqMU-bR@On@YYrzVTN&6cIMSZUXZfEzM8mz9A3sKvVFpkqEh7WlfNrm~UjK(wJl
z$;cdvQ5>IbW!<MBY!^PyeCg6OZMJq1k;ehQmpa#fq$@lq!LwJ?KB=<sIG+7s>Pg~g
zaRBUX>lWqZH6yB$m#{A^>{eCTa>HSwfI;-}1-JArR87|<y;25}#fFprvttx#e?4<v
zmy%(&n%A2g?@Y9#Qi*VEmcM{0X6+;BW9?j8@{=W?hR{AH?epM4f2cO|ZD_hO;3)L+
zOSf%Vj8#VgIaC;Cy-n^*sH?DvOThjY7#Yq`%w(*SY3S@I2H5lUa5-DVpG%>A5LqRN
zOgxX%#i3hY;2A>Qs5}DMIpXFrGE^I@h|x-wmD_E$!sWVqD+|z68>8C?G}YLeHCshk
zIb@nGhKx#-<wF{h`dkQPt$w$D>r)6__@zZ57>?B}%de^3TTrRWw(WlCI&U%9@2cyV
z1^eq$ZHh_ZuaDB?9r*syD?_DO?tNnrJU$H+As?mFYJ9v4s*~*Dh)*_LQVr&;OQLU@
zd<(J>2NM9<eRa9Goxf^vqA=NzA?v`5Dpf&jS{v8ET4?2(^0Q>F3Vp#yzLK+K>-Y)`
zBDH8Z!!ojRXwzKMPE1iMNGx{_)pz<>P~^ds@ABRW;2X=x{mRL2xhwzJTf1#f)gNKh
zAHh?8s4=VFT*0m|(2Ba+Y)_*|b$??Tiqmp6`gJ=^(?)-Cv63}}M2K_TL+jKMp(bTT
zvDs$Swq0zGDBJLw``aevUN2_-A`_%BGp6?oZ;<v91fnQ<V-!I$V^~Dr2%-dT!~nL5
zP2=~yBj0|D{cNsNY!*lESc6cy@N|c5@d)qwtb$MNyPz|*n3l?2TNf?WA!RC;&kbK)
zqX`#;j?c!=)T(V(G$re>?};DOr-HLr{0daUU!x#C1br%p<S0+`3Ln;C^xCy|@=R@c
zwV2e!xwXqNjlUeSc`M^`z5V1rX}crO$`2!W3PE<Wsi29v9`#6zbR)m|jgFd&)I6@C
z1_Xn>5H4O4tofSleB63ZiqofVqOSOSbattdFbNQ{E1K`L%CuyWB*A%VxEsn<$<D@H
z;^q#v-l1)G$go(<NGMp{K(cwsnmV?Y%_SL-eP?7Zba>?(KO`DBgcerzMeZmgW$oi|
z|7Xzn;=AACv1Pa<>QtEO^;QJUzFfbkDB8^8DU7-UdQE;1BjxQ@ICqLLeX?S|ILu-H
z9V%7{MdSL3+cz_m>QHLk4sJbXDjCpgkD6%tSv!C~SJ6ZcJZV})vB=bY_rQ_4aIzvU
z$oHrC?|ZJIQ4l`NpCmWZIt3-v`xMv|oIsYw<X)t$mno<xDE}wDP*J=yJUjrmZk~Rg
zuFPZZYvSf(D8+;2%!lw|&f(c+D$^Q8eyDqnLyqt}uBf@qDI=KZgom=A3I9aA&j3Cd
zt2C-8tm5A~x?0m_YT}_P&?x#cu*-+o<x1$~$retfatEnUq-~$2-55Xi++}@GD*O<L
zR>A%hn;bZ1HD!N6=#*==iXFui*>Sj+5xwREfXl37w(!8mm71SwijDsOW-NSfLRnrw
zs}36zZ+~UtSIHT|?y{$Pgl3ky?%Jn%wBB}Emnuc6a@~VGPmQV6zpg{i@l*)2{HqXr
zQ13D#`P3tBHNE9%Is5mA@q2?u`m9SIVHc99!(%J_$@#JfHMJ8RfBZ5BceE|?Z)$77
ziI+Ma6z%=w+}{|m3O>f0eYCZ?O;XS3l2n2aw9yedB<y@ic%a`z-H9a|7^WJ4o##X%
z-l8M>{zI&%5FcEQ^qQKbRZLs@Tc*{w<AvU$Mfgv_h_eV^U+rS1pkQbDRf;kd%e7Fi
z6p#R!2)pt3JAExhCWXiTI^pSN?02Qoj_xbYZEiPgAvS5JZ%Yu^yWe-_y)IcBv>dux
zmwWY|`%9}NY&sEM)v{m>t40r!NJLVg^)S+bi}ueEP9;}nnw_+EX(U#K=*02Wy@8h%
zu29YH!xD@Gy7sn30oWY$avYM|gd!8gO}R}&A-dw(ykmu8<s&!6_=Ryw^))r8$hn3J
z-y+}+_ZG?2?;@~vk&_ix6UD{SRxVzNZ@;<j0;b>yr6ql>dw+iNp_Uny9ANb0C;F}!
z(jcfRAect#h&CVIa}#rbuLrgJQHlk<ibzU0VPwwcdrV>LhF|zrYs?X)1xj%7D{GXH
zhA?!-dra?k3{nJa(2Vj5DO_rtq=e+a!0C5WTyd%WYz}+T;ZcRytz$;Tx=|5Eez-<;
z;i86snvc@aLU;*jNGx1m2j$p)Es7FMlKQ5^oH@$awmW5OLbJUY2ifH{h!r1VbIZuj
zlHa7Ef=iEj7d-MHz#IsDkv6=RvQJ=(9mp0vj7!TwI1pvv;^MAmI1aIAhSUOcNc*kv
zMGFUP|HBx?^UQ+)dheW{I{18rz@^&}cE8#_YFY75mQK++Q4It2t%kM65qsNn__N^y
zW9I=kRfcRN(X7d_7`sq3onO$7f$U#7ASAK-nj}l$^CT`3%!B*QK1VpH<Q_ZIEF_qt
zw?k|RW;ZO7u95R^UvUPJ+EA(x;f{85aV(ezSt$z##zcN1{`ysr?+Wu9a8`&XdVbh4
zXlqEMvDh2GN-n{>A$eYDZz`tdw%>Fvkqn&B^#_>^fkZfh_#D+3*zAIVr@-QfFj82m
zf1&wU(bYBd@pGj|x(Un%s*bZ4(*fXDbu22Wq5L2^tGX70f#%}@?5O5gO6~LB&c)rD
z7;gK?mOexNs@3+4n8G!u<;}o1EN1okduy`n?p2049M%SlLv<Wc$8smYhft>VM<`~K
zr5iC4aTSl3!kNg~Zd}ub(?R(E2X;V-zorF1oSh9NeBDk|exD~|gbsg5zY>~?#5JaK
zx<FiRD=P;yx(Z_<i*kO!n?>Rp(+vk<DCD*>cR(}Ei>A{zsI!3JQM$2BFsM%cj+_vK
z0&i$X>bRiq5K#*ebcp15F%fvkD=6G6#JM-*EsZ;hv&p<0=9b)U9}H)V(b~E+uR5B^
z*_p1qY@Z?)Z+E<|44I(rNSRnaB!1#XZO_|#v=3e)9^~x?@ulEx$|OpNk3(L;)W6W{
znSHhEs&m_p5*0log9C}!g@FrVQ>9A-vm%$ou8Lffy()53_S(P`k>?{{20o1*kEWj;
zcp$JTAoc7pS>;8$&|ZllZ-sKBYP2|en0o@6wC+smlD##YR3V?%M1#mNc`V0dpByrc
z3C}sZSQR*o+YUlA-FBF_9XnW$gf}FN6huNu3-QqEQbx5wc&0#*LxJF<0>MWG^SrHm
z<V|?FcXj*>K0*uI;30#9TIvo7K~#6d;2x-(!|K}DBBwv;-H98{;guCdDw-si0<uq<
zR~RUTOfZRGaL?>bfkhKXUNgKK>-OBN?WdUK<y((jebxUw^wa_V`lIs~Zhd0WHS5_(
z?W)TLFaGOnXK2h!X8r3yrmanWf>!)z$!$-+AXVJEefNE<Hg6^_*@<S$GPzLrNIeo!
zSpn5z<7%}mRWnsa3%@h;0#3HadaJPRQBIKFMLS$9wh#^JXy{7_JJHyeYWM6p^*9>+
z9LAv?;6$508}i`#L}y&^48AC`D1%=dnUcY0Iw!jMIOixg@8<67<{4qDMFy?N>jhT_
zAIruC-kgZ#=H*uB*mJ7$@}kwbx!G`0_GR{qf-~~9i=tlUoe{fWoLB&IZV>;~+L3Cl
z1u<W(9j_LsKjaMx>jghhhwfP=d1r)XLa3#v8wx3zgp`|GXael7EIZIO|G6HI{AS+T
z(9ZBbUw@auxTRyeMfi?AY<hm$j3GVGia&aB&*=}Yz9+Efz?YBJKQw>n!1_y*chQVf
zE$DI9D!UMuZl1Lh7*d+B{!nv?jBSTeqnH_)WPOlwR;!RVvXDhqqtOXnvRGBR%A|Ki
znG4CosC=%FId&nB0>a1?_Z+I|*e>29t~R%LzsOrep1D1!);aNwk@-Q$A5QPB6{=aN
zSw&nsYhAQUtkZ1u+6rm4_Nwx-+N>Sb99E^4jp4(!X^uwiAI^Wc{^7RCPT3{9C5PRn
z$g<PrwyGA36Z2NpX+ckrX6zAGYt-WO;VmvnROhEUDJnaC_>?VMQLNdjr0(Fe6E?6q
zzesS#`7Y)_q3=kfIioPeBAq{6-YXxJrPVT%cQBT440kqL4mzdPPUfVt=CSOx@Wqw}
z3%A_idFNf7e!~d(FN8E432R4=K&V%B<VdeWf_#pUXBkJ&a(SnaNClaDtE!f3yLY>H
z?_RFxDN@y-M#soOjoBl{jct-WlGU;+brk*FABfXy+1xpGzo;Ma6GM+RCgn=$xl&<~
zYLR&PpZVAiHn!Zm{yp|T_tfNNmMgnX)UfB1efc=HX6J8izKN{WHONt4Aboiu3rg4x
zJ3+>k>Og*=EZ4-w#HPmP*{-*#(<4_Xvu*PnOO>S#wJ2bdLPaInfh?P8ui8u%C48|A
z;fvYQ)3QrSI&^@{tZc+|PIk5ztf&o=;)#$cTuECcTu!n%3RNeWg{am(O%#ysP}4|n
zs4A_aYNb)Bf^t+JQI$HXz<gVQ`L+UjTROe1pwO8~Z*$t|9ZsUaB6@=}Qi|gdHk1&>
z*>-B39To0S)bNFl3)Lkuh97jINf4NxQFYJAF1(?-_*vsat)5O@bqijrhl=tLA;ygb
z(q%Zh7X&CtP_R^!7L9wWkRVuE(DaJRy}4z9R!hgtV=T9<dp9y{3S+r=PZu|sU&9MG
zygqO0B{$r9LBk(bCGTKoFX=IGP|bA@B;RMVE-LIZuIH#bS0y(oyJ~k%x#+R-qURef
z*;3zCI^P?ZI^?{|JDgl+arT&5bN-cG$<v&g`b=4XvNa37eP$A$k;R$5redz2CniuX
z3T3WIFdOD)HNf>*t6{COQF_$1Q)+U(;@Ss?vi_0fb*E){v$CWTwb)yd8O`bM8sodb
zKPEg)nVEHU+D&O|rF-0KGdHkD_y+HOcRKhWqWQFlOre{t#Z|)g=vQ2&d4S0o>Df*x
zBU`p<g`R;>7)2u?k`ok57Zghu6iXK@j9M9rH_Td{G)ikYd(wE}-QjYGCBW6d%&{ZF
zw$KGQ-Xf14P0P6~sLHXtd_-zmK1%PPrI2Jf_xsXFJ<3flo}K*T;Umd+@7>J$y!ba(
zde#f&FW&LQC*x;*y6oYPIq&-I$v?2m{&JX&-ty7w9oOCdQ1aW`o=bkQ@_EvR51{-W
zhy3M%EEZ0rMRQmmtIiKzE!zXuph>}P;~mEndB((SEGHp6DnXbwyNC#dM2#S5AyOkb
zS(?CyCj0<R*csZtP0;@|3Hk?<ptFC5pp9bP8C2Z0OP?zf-J}eQRkbQs*($5yP$a}v
zhaI`jE~);2FOVLP)C?(@%hKF<30X69S-|eig*bWtCHPsw>WJclfnXrb@8d}C1-WJ2
zbb>EJDu00exN+RIwe#l<z3R3-Hzc>Ps@opz+Hc5Rmk!;Od_&pg&l-Gja_{cPlgTG0
zmTl_Rwci(yefrOmY@GW;DBI{{i36GvepSh~S}hikWJ12(mhAwmg{ZBwmR4aIB@K+)
zqb_cbxMUmGm75S}g2HV7fpD<denCn&&$`f{Ndv7zOhHjM<k+E~NQSOm5Gnp#10Is|
zPdy;TPwkhkS9Wbm_IfJm+JqxQw?w`HXJ~_m5@(AU-fCg3lf(($7v)h0=Ml$$H7jyk
zxKRIMD#@SB$$r-OU!2n+J(fb&YWw+YkUltdm^Zczr@8dp)H0Ri4{4$joQne2C7g`Q
zQnmutD5+uocp}%rB{2a>Oh6J7kpAsuIsOw8SAUMgKdsYOfyPRsUGpOU3o6ZjY@+eq
zhn$>4xMt69mxO<3MY;G4WzrlXs+R7ru!fug5zZhN4|7(uM4}ce+9X!A2PLab=G<nn
z%GlzhV0+1Ad#Xv;L{(H((NOzZOb0XHk;{j<G@1;S|CuPH1ySmv4i<F`choy(I~p8{
z!`iyIPO-Qm)aSxM{d=n{8>{?NabQ2IHq<7P7bk30YiRMr1=a-aL<l{NTzj-@<WBMB
z*X-7vQi{!g^sLicVU6MixxTh*7h?TB<Ht5x6E#&h@8<0_Rn|nAo-M1g<b_2fe|s3S
zWqOusV|skw5v#JeeF*7PKDIp_vsrpJ3$uR8{;<VgWkwG41n5$WS6o?!iyLF!`(Baw
zu2)Vam0c&7$cs<Z$PFhOXjcgJ;0Mav;D!tqNDPX2m{0ThGJ+WyvaHEIN6?WWKM~yS
ze%UPrgP{x_%}RKOr4I`xB4d@YwhOe;-U;dBf)hexA{S)b6ugIP;cQ7t%XZlOrl|Lu
zYwjmeFG$&67)8c41KJkSytH7L`9`dhg+f-eOcrvhX{9WtZ*QR`>_uy4i8N%fERWz5
zkDvvQc)6#LC_s;Q3pEL<SZh@*bU1U;X(l$+WnJrP4{09*N41%*L2j8$!dmFf?i#w5
z;H}`OHenK5!MeT9YBn|{x4*DAxog9pSk}Amvy3ahxb4m4yZkjai{1ZX^3lH?Os;$8
zPi)-plmATaWfd%A8*|)|JgjR>xdr*m1tB<^$e!Yz>Ena6LB0#M3w^S~neB1AAsEu-
zTbhZ|G!vzm`C&V0!L&jvVb@D}t1tnrVtd0%db1<V+!~2S82*cdTmoe-fijmsnd?85
zjX#z5;kFXyv{^VuN3DTYQ{cB$>$aazgxP3%@Z4N4=38|j?{NE&OK-3JCi!Y|1-ttB
z2kHiQy*_!Pvdf(|W&5n>k}WMyNo>{P@k{+Kl2u(0hr5K=_+cWfirHDjRkaBEvKY?Z
zj{;{n>L2x(v8vGIE#k_Ah;oVBClg-EDLh-2NUf-fY}>)-ZHww&(z9xm@y--4Wb7Gc
z>??epa0u*K4b**S3geGW9G)_9mK1~x^hWFUd)mrnbgodq9IE>iJ@INCUBY%VKd4VC
zNu%)eWR|=#nW4BgZ94G}iY*`)=OG4s%$cwkddA9Qt*=_;0Exr^io^=}ENhKC(7M3$
znDV*D;soy9!Jpfz+I%KO`Amw!%<=6sdtV_pr7~}o%3PyaaSGaYB2wUW(Ey7Eh6i|k
zV0NG(AO(JgxC*0oW;a!aT@abwBr>~6WcF4fvkTE|H$}6(RW#e{{3M!BD`4F`8=@hP
zwxzNo`W|f@>R7qgVA@I)f_lKzE7!j`IeGH!H<Kr3zu14%HScU!cAeVtLGskYw=mZi
z(y&uoUwG!?7nu)vb71OoIa59dilIB-kSMjeY$ah=q@;tZq@>E#&EGwvXUTabb*{RS
z8LsIi^<7rFmUUPgxHs~I%U^6d6GdV_lX8!RpDf-Uey(_TcyIAv{2vrs`vw@rw`p5M
z9i5hTI#5ta=p9D6oM28UURqL7C0CW6Cl4qcW37!(wN8&Oa4vVg>ip65W8B-l!p&r@
zbACmzEY}yB(Bbk9yhCPZcQ5y??g!l|xALHSv-?}O<ZcaxxShtX_m}2A__0K;rm1*?
zknC0|l<F=dLE;vA-|fznf;;$=30J68c(8Z+GBYjEI&|n)WG~B<933WV6Tu7;f*GG7
z!cVxxhMg)Hp&&P(=!*KLj80eiGOc_*?OxD!NWQKbRLcB~7z=Y^T=^y&<?rAZCfr2{
zDAWq0g<T3a7b;aqVoh#0A6>X3^^Tc2CZuCw*D7HhWXCGHR5e%ebycj2wq6r6>D56I
zED9Ec@;Zw+WoO}0bQUDsIsXN9ugY`OUMg38LTHGM1yv6=xrN&<wr$jqaNEUpjw<A&
z>K1Ohh&`)ad$bBiBHTH8#4{d8!y+y=Vvn>^wUC|h!-t8I55;>OX^9{5rU}>Ce0C0&
zy~6wuZZwEU38R1s%qgJwCv6{~PeI?xiXuH$cMhjL+hD-&_XUEnLWzQQdPo!-N!62g
z&e;5X|9Jx{XCAnOmG@h*_{yxt&}I8>T=C>^%@)jiJ~Mdn?#suQ&6+;#p~9@CqiZ(a
zFm%aKpW7A5FR)+M@$A|;p*c4VN=zKsY2ne6H=NyreNddK6%Xk=p#H*PXa9zL!)3@#
zWKnA98@`&jnki0CzEY|5Q<PpgjX69gCoi)+vv=m~oYgsM&-Cg*b!2d0aHP&!=Njv&
z3tSYLVZGEf&2w4cvPg5zd(H#F1L2R;zYcyK{v_+8oK#LYs&w{r_H|Kuc@oNC&v0d`
zav<w_`Gn@w{BBw0kddicnBAZ0c7)6TcE}8UQ*<U#Ac#AEpMz<R1e%!*4q5j`9fD&V
z!Vh)m*0snS6(s5~4;(mXbD7qfY7!%9?H%)(my1n#K`!2MNE6H<3x1GwLsTe(a!C-K
zq;F~$aNf+=YPOCwvZGASVZGQeCNUD$#5at1DvKzb3DRRiDzh{qJtjzx(G-ccMbiKc
zkA-M#OoWnHIJ<xMGbAaI)!gbKWZjCoLr9q|XHqMXBmNWN8=^ThkLJRh+!#vMZsldD
z#WjfK6-mBen{BC%k2lTTa`EOliR5>`dwwRb7=7D<ryjjx!BfhvmhW#JcI#{NlHVrZ
zxu30hVf0OVUf=h!IO#Gx^|^EerEY}%V<!aB!pIYmSb;&CxO&7@({U=U#(|Ow_hJw8
zI9LLP!)%a1PRn#yLYcCIx&0O^A<QBWW)V9xbZ!N&g0c3z{j#w7wB2=O1hntc-{xdF
znSIjx1V^Ti4A!UD2k+(gN^4z@XpcmkR#(_QgHM-cC|5XVyBb`NIiIm@x1)a)a4vIx
z!X<a!1kdH3#U9DSNOl%>0UA_24r?{6gOA`Sda)jl15S@I6NhdRq=yJn(26JDZ547k
zFGJWF$4sgEO=5|lrF=&`hcRG`CERheV-iF`EFt34-Gt$j5EPLR<S;-GK|~P2d6|Ae
zZhk>}ej)Gt`Fkxa$I{EfEpB0V+vzcj&`uWp1dnKK>6%foyVZ2j3FNeZtD9>aDWed6
zbB|iQJNFnx1m~K2%igNaTHPW1N0c-NNy*#|WkHf(XkLpWCPr{d7gJL8maK1|K9Kz9
z+%In2^tYVN;l<-tJo(7=Gj3rw1fSi@vY7oT#+PhfpE2{&Kfd+Oi`SvdsX<ygsK<NR
z3yDQ`F1rd`6|TN6rP5cKc>y0~Ki@Yp^AbK;nPQvdtIurCd0W|^{z3R~`eEO<!LP!H
zg=`7r<isN+kOoCaI$1jLd{?JHPhRO7#QV8weCK6eU?1bU#C2HxEO3Gyb8F0xj=SbT
znd7i{0fmlqhS2%pSs`@FX+6JtR;*%y*JCy~lL(3g5fo_JJ}=X}32(i(!HaT<C|8$G
z-ZT;kUZIXjPI*<LbFYwAUSYV=I(pr-j$U%G#8#-eRY93Vy<nvIX@VNk#QLTQYDmks
zh)rDm)Yc1@y_SQPltm``7-o?y*@AzB-m_%ud?jc`7!sC<pqX%X#qc(ghEB-{Gp$v)
zh{|eB5Kv3J`jBD45u6q^bLvpiRFYyt&8AZZiXGN=JG{q~-HZ2MG2`u}^=mqBYl%K}
z#ezpST)lApvIkb3eE2~otsHSKcb}-?X>YvthnEk$v70o~Ak;|NC~5pi9S<aeIgsh+
zqoq2f&NkXHMVhHxZkyt;`t|dH0#%0+=Tj~#ldeT+?<psI$0Ksrw4ULvndhbriJY4`
zB5i#5{LG1Ivmz5S7pe>W$NBM)1_9=A1%tx_WF$+0OwVd<oyIjy&d9V|U>ARqxWts~
z%?Yto8Zz{q=_nS0x-Z=Bh?p>If(aMeN5Xt|>8`U%nJ>i>yXaN6qLPY67js2&u(Yk9
zu!7QO$qdS2IRVlQ<Hi1Zxh_nNxT>H7E#H#JFR3usTIYIQ0z})ad!|@-T~=g@6%UBj
z$8|qb!_>t^wCoVpAq^a#)7D^bLCeM1>aA{>Q*CUF8v6re*~~S?g6@0!EV;s#XSs#K
zxREZ}Rr<}&FOuIf-{1B#H#_yYed`UAR<#`9Bb+_P+_>loHYWIR6U#vz>SV>q50gJ?
z(apQ2u{)Rbnf4gzoOC3I2IVaXvJQ!CpN)CKox@$iiSX?3z0UhwPq?fRSFx)x+#Hs}
zgw{kPry|ShlANAQJM;6nFI|>Yus`TyzErxvVR}L~g7yNLL8oqF${_LEnTS<w>)NA2
z#H`|(ITfpcg%iZR;e-ph7kt8(EEc|G9`Q4j8eZggh9~YbJn=7ung=@UC=RZno&T(`
z${!AepJ%%u7mhPKgyQkzZ5fUNS;x@F6kK;Cex#0^&1wn;9;u?^YJILu_%yF-v#3_I
zdo^2H26$CZ28*+J$&w{3j{G>c+#9Pbr~P1LN0iefrv2sqn0M=g52i<!E*LyMqet2K
zefRE_)~=c}v!dpLwEOKf^%t)?H5ECpcXEXEC30Ril(3f)^$v&PD|Hn320QxsR9jX!
ztJG2GD~(k-y7>k=YJ6iXV;$2RC+y$*-JN2kMd!rMDH>d~x^!KsrCV;d4!ufi95uQ9
zI*iI4)nU42QtqS<^`#A^2Z}z={U-KpkvAAn{X6)UrsB+Wi%`W{6uJmS+yKq6573k0
z*CaG0Gt*=5mzU|Z2mIv)<#v<V?7A!8TlYhYXff>tq0qh{(}Ia$eXt=Ym*SG}(WOEf
z2Zb~awo2omkjBA)xJO4rgfymBDwTC<93-!XxF)DaRs@TmNK6xyGvC7sATLJ{Q;r~}
z96?Mu`7e0(dJcM09y!O;%QFlu4gHL+kkuZ+qn-%SiYHGTM9ZX}Jwi5nglzVN<E8U+
zNj%4go@UcILyW^1Z6&l2(Sm)CS0le3GR|fk(mm}tsKSG^p&@*UBK`aYN$FrEdfmbw
zX?t>M>Sjk-pZV9U2)WsU#`lk2_UD_Qzv{6m@2~s)m-jq&&7uvPu3ETZY-B`1+2nEE
z8*gIOAKcB@s=FIb&G=#O!i`eNpPOHJ<Bu=@k+^m_fb_YDdfd4a0?1PSV1-1^vv9l$
z<VvZZw96%nDt|Cs5wv=pUZ12e@MJ0$pTq7nb*|G~Zn1G%LU?o**b?R4DpEGqY-0hT
za03akEmbV8K3Z5Cd9YrwK_#qtTZG!#C=@3a+UBE$rc(>#=c-~$OO%gq7kgPlMTn+D
zMYoE^z|jDo9atA=45R{bfcwN!`^1v^#Nzu3^cc5>qdH0_!lOvNAAu~waYp3sL?S4p
zh3;BdX)vvk?i0En09=R%F5Hfx{{F*5Z4I|Mabt4;bH~mk0CPuI_W`O{nl2~Ys@qcF
zR-GBlWkm@A6oOs?aXRf<uDb?-fZrSQiltZm-sMf#HZOR3P}3DNhu>U{e!zFP*FADy
z%LKlD`PCzDxu)eglnyI!aq$+NsbP;N!rZQJg0wlPVK*Xrr_5l3o>9z<EIcG}(nFj@
zlf+dOSBtpf!!4#M-C`aoX)%wKwCG3HxNy`YaaG0DBCbqlSfgjkC}u|V+*6zg=tk%t
zW?OArXKS=I+YZ`}+ALtpvCXzM*d8>hKC-23_8c49?-rR$HkCF75*<aa*D_EQRko{^
z0tMs;<#lqS+$?`2tIhIJnS&ga_hCtvbyts5&&Kl0V)<n|^)CxWA)AUqHp7o%oOU7w
zd8oBL5zMU?XP0rQ<NE0h{QzU#+&S@I`iLV;xZW$8nwsRV_U=9DmkUoGATC{sm+rKh
zY)Hb@b}i3XKRqJbcD2q}A^q@h+x0kO4fJDzioiIX)85v-hd8gjt)fy-yL8plyaN3k
zcL9nDkCLN2s2o(}VR$*JNIA-Er9nw4GV+$4OFFyJn*`hWQP({PtQkEw-j?@%IL&)m
zZFo;0-_X)lLq(f`-&D#B1sh8ML*+A<fYyKlL9_}&!p{9E#)-R@Hqj{;Ll&xqs8M75
z<DHOhNHeX?K7pR`nwcyUeVJw^!^}j?OqO}<D$~qln3;%~ahefimzi;!8IPGsH+86H
zX41@z*UY4wqF6ICX=cW2W?bebkk!nfB>ih*h{IJ;ARm$s+5R3p998x!$D=%GjmB)D
zjHpeLV%eFhpOl}4sj)~{v+pZls|(f@@Pc44;x1V2WnNjhP$A(yiI}8tp?u=_CIxVV
zw3uEl94V)8q(n5*Yi@+Jai>^aB0FSlbG}#*Yp7s#2Fnl~WVCjWAv(w)SKdn<WC%%}
zAv|uZP3kHm!%1Cbn1Rm>>Y*5Tc}%=MCe%bssEJqs+Xsxo3p@vU!7!Ac^cI~eHDNz$
z<}MEXuEx*{r%Vg-Si&b1giew|he9~NU<X^cEw}%fR)QWa5(Yt=7*bu^^FLH>8QO13
z-%sbD*N?^}%9A155seO{kWewzhtro{=yQ5ASenakst?od|0Q9Ar0?%0yg+eCT4)zx
zfVR~$>&qUSvEZ(pYhQcd$!)Rm=gj_X)7Z&_m-Lhi?;JYe;<39nZ*M8$_g^}p=bewV
z+{L#pTsVB~Z7uH^R>h~tNddMck*-K;I^Uq}&_0nqOFt?dPgiBy^vXk$yHaC!Yx_bU
zg;F6oYW2B&fi$!#m>O`|U2dn_BwDx0aU#;5BRC{KBrJ)LuqqtFo^S|z!qI9^ID{B+
z<cSu>xkVLQ(ONlZ2TKr#!)`<#k0(Tk#vx1=2g84kp&=4mrDR)#j)wT`(7I4#s5vBu
zBwp?h2)YRf8VU&N2?%+2yvge|4io&WNnvkiQh3{#6tW@RniFa5O_ZTQakjVhqZ=8=
zgqd;1jktbrOl*H4#T+?pX9QHQ&2F_@?2@V#dR2D@^Vri2f}uk-bI|6PBM8F?bGM<2
z<quu)LH+vSn!TxH=74#R%Y}Ds?l*f#*)=Wm__E7poqPKmE#mZ2-_+-F5w5%o!t90Z
zbk1ERx%9bUZTdw=VhZKL;zpXq9(MLu2Uy3bwbo12=~ion)-$bVpfc1?8<aLE&@VJz
z8E-pZt4pg3oFAH{%(6|^W~I#vOb-2q`E9D=x=<RWjIv+oyi}T^OtD|;v<EX~ix&k|
z+r7AB=I-1NiF9EQ=4S{$BSVmmrS)e_77_0;BARAsT4an(bNweE#>TqHG$-8o1r=Q^
z3@n-@iY`7;nK)8q>3R^Q6}6Z}p#sdi1-ZDL`hJk0=6rCv$vqWk7C{75AyZI?2nHDP
zLr6>d2_Ie)*c}Nb4kC<T{4h<NwuP<{3KtkZNoz|9+MIaZ@pxU`ne<`q&{JHf&-k$k
z+el@k?PBF(o6PEJ#o>o^tveC|_=WocZQYN)kKFju`z&zvS2rC@9@)8d`LeCsZdksR
zr?aA479{`PvgfPoST=LL@%kHoe(CksaInjh)8$;GiZsY(YZCLFT1V|{ZICASiZ(`h
zPPBtFmR062%j%sqJGwe*?HTNuF)%nVqt<$%b9``o#tiFB=X7mWaArnx^ex{9p${T&
zWgqe#%Kj*tiUwkGT#NfF<(^uNJWv~_9d>+`mDC(ww-m^v?Fu!J>2`oSY!XD+B#1B(
zL=IswoWIY`G<(8cZ*Q>6Q9%~bgt4RgX~H2kSwrRytJu1*liz9VvFckFcB1V{vD-SI
zrI+(^BNV6y0rh}j0l?4iNtjy^TAQs1?ToF6<L$R1#5N}ie6bag)4zL&ov|0ux)l*W
zcIc<O5Mmp`Th(?GBHh#n0l!Zi_%HHGZB~5wBRy}QwqoCmD-K>g?$%D;#}+Ky`1t&J
zTawe2->n=mVpZzyhm$978r-wxr1Z$1-LLO|{k3<=qPhV^!ppesUidIEq;opcWEPVv
z<UaC9d8#~LR&8FZ&1!R{du=X|tjr-64D7bz)mCQBi>9-5o_EF%GxeWp{<0U>YDxZ(
z@U{`Ts$i-!^tA5C=?7Y@x+9m?fA`Nha)-3KV{_?j8lj9%VGDa6v{#qAuh~rqoJ+?M
zb?oUu91F_J8y-4mdanyFI;VH<vo7*w%Z2Ob4CwiIQU6}`b6eiVG51P+E^R@~bdgX)
z>R~S3*a?eku}P&xW~R{06quQOGZQm2d1fZp%tUFbi-kv)=gaG98))mBKPGQV-XhyA
zw(IjBOW#=fqU5p#BcWiIL8b2ml?*<bbFGZoL*uREZR73Z9pjzjT{EmRY%}aL95b9V
zTup^dMV_L<{G$90-SWrTYaNpdCl}9;&ChShzr%i?^Y-GqO7HCQi2VuY!$pr2Z!3JM
zFi>n-nt5g>W@hruj4@x;oPugjN;Rjck}3URA}zaWoVBRHX_q6>Lci?jlog?XR9?7L
zg!99_!o$K7!kfc;!>T8o6TUorFf8YUZw>SC?~nrgNRJ{?obXX|jU^b@*gnRAX^f69
zH*fO=DntZXb9*Zo>oh*=(kz~p>9@%Ge!B1xKQ;ZpPZQ}xMsj8+M^1!A^23SrP(>L%
zUMV7xA^l2R9TvaA4oB(9aFm`3i(T!oi1pH4T>D-8La?O1+b$gR{1SZ8GnrNUN>~Z?
zNza#<Kk_co&(W)t`BI>;gm&ubEhP~#g508#iu$tVGTy7Kp^TSNFgzbZx(O@jJ*p$0
z3nCFS64a7IV~YwZjOKfU6!M6%d!ix+MkY(4_@Sm-M8NcDnE0uOC+{FIvYI)ByBe|U
zx;aDI9%n~k9X~R6sJUeykI$h9b{m8D2<>lS+Uv+1v0+bs8%i*d=v(&2jy>8liK33#
zF~wI}=+)A+bWKw8T+s}$6<acx(h)D&J}l<CV;PVab2+UY>=~@M$YxjLat7pRS!DUp
z5BjV1i!hZ-;!Bn+fi_~4JodWN71T)op_DikP}GT6R&?vG3(nS^Hj3kkGg%^T*K4ci
z#;X@CtSq?W<$H#m+oR;Rk=OigoVU?AZ~CGcfk5Ys>tDEQ%=DM9+4~+lJ9FmTDSgk5
zg$l~fTQao&mBl&n0asrVI)D86-D8<q>Gu5ca~F*t_uvIjk!;OReaB0bdmzYic7oGz
z6CI|%Xf-nyGozXrI!ClER#;&pDjA8HhA;!>blI5%0nHZo*imOn4v&@xdCYZ&8nf$a
z%*j#~Yd>4RddqA}gJrcv1~h)wSsE?PmVFjg96>bBA|4aOY9Zw-wvKg+-pClI6Hf@*
zBeRNBE#_3iy3&nC%Pu|xLaf`CsqMUbRBT6#NZX-f)ndo1rJ9tQx4c|?RsW+5;!_aR
zcfBas?(OcS0J}KH#I?xa>WeQez5e=b&peYJFV0^7pmxrbhxnvb%yMb+=2b0s3@MFJ
z^aW-0NAx!c+0va5p)DbQu!2X^0~H?eYxgu?MLeD5ThjwhmL71R0`nsNpgdsuF9Fl|
z2(<byfr3zw9F2(ZVuHed38slack79spio}HR?j8qGeX`*Bs3`8+Mxbx7(`hr$eM#J
zI5a{FTSQJv<Y<J?j;xC`Mp6-(Hry#rE0)sfGy=4(ij@9FLe#d;_K{7tnTpibsz{C4
ztX)K8sYjtdZNh7@i9o1rX!wi(j1lepse7U;RdE!ey2|+3JTh}c*4!?Si>vxi1JFg0
zof+V=dNY6=l#-GqXsY0o#vW!-p*W8g6s*{d@=~uw`!9NUnC575crP0<;+C_T?rRz_
zYgpwxetXNdo4fWOG4j?Gyz1luT+s+cy>UhDyxUH&>KnYhM{~CkN&8Z)npNyIP>u(T
zAlWgKw~i(RD{!sN$%&w11-n&csvQ)YRbgDo7w54%$3NJkeXs|ql57Z?ZN{^e3WGdv
zm7P?Y%Ufkbzqi6l7ml57!;~4RouV_g?A!_{#)~jAZFvP15WowT4kWHE?o<I$ym*`)
zpx9PuuYyYZ0O)TY!^ZGh>sZ@VHkD7ePPZ+D->~2CE3FG{zp*c8%lR_tM#~E8O56Q#
zx9v9jQ}B@eckrxbi~Uu2$$kL#+rNfS>?h%vy%eWo4?)0Q42AaY_F<5)+mu9Fph7|9
zR2Y9e#D?>ssRP-=36D5x2tqRuE~rjes)Q9$%N51xpc7di#1S_Ld*XZI(79JHK@Ay+
z?skjST41yLY&JVcoTJ6(V+;pkN9)jP<(#P&yG;V7bapalo;8t3*c#{$e6WmX5=w)@
z70e}UQJ!FVjxYa0WO*bKZmDaji-e9Gsxy8yivBT4e%d9cU)(LfM*QFolUg+EjMHGJ
zKTvo2=jOSrJUtNX);+zPv8R)l{{B!wPALBM&g5lsVaxTGTs~?6U!g~CJxFQ)gOsLm
zwi8??rRkf*Hrk5RgSnz?(2?K69IDK1Dpy@NU5_v#Je|pGNBjf@{dm%tCof#368#Jh
zSB>+mk=I!7aj*3>E6r-N<#mtElL%Brq;#9#711hLPsb8=i^JME?E<;hQtKG&zKh*$
zzuWOF-{Jg|<2Cmi+5u_5?a!|FwZrzbG-FL2PDt~5LN1g!;uq*{%6U}aF0k9VD$ef{
zBIA01J0mewRV9nnW@D;qQ)CHMhzD8P#XKID=0NGfT@J~q*;Nns*tM78WgFKDz~%$6
zN!<0ai@6G%lF#Xs>^7SuaTTo;rxWbM(pcJgu4|oncF#oBc5T9rEBkCh9j-QrUuO16
zxTDgwJZ~5x`#kR=VZqlO(-#}pT05*AJ0gCip|3Pu#oz5Q7MuQl576*Ep5@lv%iY>;
z{fddjtyNcBtC1EM{q(>c%BpgRpA%$NIrD;55(1UC=2mIqWUjx8<>gk{5}D=?3F5UP
zqJsFT6Ti1cS}6|_)pW;POe$g?c75`mzdzh5v$SB_yUE+wO&=WSnf!tmv*eHcyYwzU
znRK?i$p+RY>nO4^1ZKz~r5cdOU}YlIz;Bf~{aHd8WX>dqVz*hW1qs^@{?xM!HmVz?
zD1VNRg9I=(e5(|d^@75NBU?xodrzraMJCBhIC7v1zCPldvnpi#?5+9;>eF!NNJ}Vk
zBplI<<j9ebc0AI82ox5Wacq*YO8O_|R_4l~Q<V}sm6BfPr+P?#;wO?5x1o!BR#S57
zsXskV+;BU9+*@h{2_QY!n|r&|cxpHS&2KB*D95A|-~tr*tgOwSZ0HuGXr$?k7V;UF
zzr7%t-2QAbx!~=~>z=;&oxASZfAQ1OiMemj#X82Ho%hz<!51}Nbk{rY+=U7Dd-~n&
z-pprScKTgszCrxCO8WC%;kE3n!;>a>s=v2pSjAtleCU&+5=vhme%AIAn_Di?!0Hr#
zNtuZ!#B-K&l0%`71}8S3xJm<~zV+j(RgEh88>9v_@^|4Pc^>!?&a-5}Z<H}GmMw>I
z=(8*$kg^~lKLvBK?UPtO7t>wzEVdtwa1fyyVGKgVs2hSX5n&{ivF%QJ7T+<O-Xqd^
zFwU9-mn&mZE!f{0<rSEU@Bro?l0ShBY8A}F@+0`%3o<}=YJ<<LQJ;jnvHm{1KMCs|
zz;rB@*JFM>KG(&_+blOjm{J54>pS3kZZhUuB>e%p$@5Zw$GOzvI|m{x!#;*%T7xhM
z+oWUK8(}$n1y-<EQV-#MOkpYZzntn3`Woo~e9sMdzZX82kL9J9kKi~|Og#v>2*vy<
zsNz0&9@EY^{|oeaBfJ9BXwI#3!tonp`YGsR9Ml%D&)*@$cvb2!rnWX?YY$7?!Ff_S
zG+;UtAp>Cq-vhJc!N3q-_b7)!B0$O`Jbj38wmcbzVwvGMM=DLQmdXf21k6jd$oIiI
z=@|6DdsnGza2}Hp-(3-oLudXqbW{sqG16CGeE$-J2k@Pr3woFgqp<%@n3l_j1r04j
zScQFkYvPG;gXJZ-uIFQ4r-&o)`H=|yaa|e^E~W8c|D6fvwC-$7vI^TC!Zzaxus$dN
z=T0<9&(QPut^$J&A3B}FL)hkK#Op_x$_RcMg9(Dp48VIY<9osgDnb@QCxpWY4<XD%
z=!q~0p&0uH>{k->iZnyCDd+=fLwN;ph+`8ptIy#9v7S25tT*08{p6}o!At{k>7B$c
zM6)=SE#|w4r-)|ERM7WKLHFO#Jc*`SQ{+AQE9g&S5Il&qWv0Y;IA-F9HR#5#z;rFr
z@lv8$8lRaGUWnENPLL;zw7Sh)y9ge^6h(2&p!KC@YT}|bod%EKJL}bpQKqbe0rGqp
zAl(KR%SWNF)B!pvU9b-4gKZo6S8%?y8Om`jhhh1icIn*&mi=so(v0)mi1^$O_ajc{
z$oqMoyq_t`#?%)Iuve9h{92L!N!lJ*vwn|Kg0}bm)B67g_&dr*l$je-Un=`kDV)#k
z#1odUSQmt-nPUA`ga(8XYn<I}oym4sMuVmT97DKVPC!p30o~<hTpvHmdE^DGAFccy
zUXX4^{k1>!9&3OGz8{uZ{4kNPL79eq@poV;0lgp7*=^|P44P|COJ-`)Yx|UBzClwt
zn5xKsZyIpOfa3_?BOMJwnhcX}Ao(ox1IlQGWjej4PPEeJtMDkMH<|R=j!tK`qfcjh
zx@?~c-GcJn<Wn5SjpqDGK9Y<h8A)=E<c!(AecI;vmHbJhW0J#rV4T6%c?Jx`F@9|D
zKFVQS?+a2XwI=nr+LYQLrKL8gWtjgff|7b1=e@91r;be}4Sm|d)TMeoI7~gNl*24T
zo;@Pu&3Euyp-0Dv@!8bPuvj^X>y9!|jCY;EgNRQY_e{ASalRH-;XK09a^y#>M;K2y
z5o-YuBE3L5QMwcHOuFc1SSr1b_5wXy4ql-zdcg%a_E$w6>QqXpPPqUcQon*Sc{Iw}
zW|&NCMf0HX(ArzCKwsUDa$-Mpm7l;iez0S^bpi(ocwEp0Jv$RkD#V3l5?GLChhiIg
z-+J*(0@4h8JR)!*o=01RXqa$;?^OM8zOX00f(Mn+Z~^krdP@VWM^6)wFE-#i9>wQI
z(^&Aih|t$}!iC6RD^NDAK$!!A{>P<GN*i%L3sJ5kNDYXijSx~A5Qj6x-22M9j9pIr
zBRvU)L?h~*D2K_OxD!^&ap<ScgqyMMW(DOW_Inf7U61_R1$p;Id_KpJ+kk!Fi1qYr
zFS2FGMj(E%Bp_XF5Ox5FF_4{t{YziKdTAi6Ksr9xdMD!H2Iz<+O-5rjLRTF``C0>3
z=^*MfJ!QF)2G>wMFNeQi4-SA7>Cm0>5|}QJfikHp@~#&;%6~>){Soe!JTO6i4eph9
zz$z-s=}?Ro`*5iVZA+@(3&W|N{{_o;!#Ei|1$hNrCQpEQ(iWt>x4|w?#kI!glv|Ka
z^6~la@Vy4GPhgxh26<~4=6_5*MeRf%O{ohA<N?r8Jl6)qSWRd*W<CgKH4xVn$4mJ$
z#*1TZ9j7_QpBbN+C%qS+qc-xrP>p!{8$yAeCP(m_VI#siegOJNL*PobA+-zfTGI{&
zv@Oe(Y!N~yxe}g5Sc3UdOn;BCSudmQRtfJT+<@=?1E$-^FCgH(p&O-G_W;7(2(O#>
z+5+|SbM<XO$w=)wqx=l&8U%JMwTqyAd&F}$?5~@Ac4`*^(&9h@busuX3&1B8VSP3}
z*RHH&AU{0=`4Xi5`D<hPSAd@`ZSa_AJ4bUpFb(`0@V7Q;lu|=C{MTdqZvoeLF+!cd
z?>FGrX$aixoz&kj9mC!MO}YYU5CO{_v7Bz=(_AO4zeCiwTR)@~Ae^_aZ(nY|uD@31
z+h9UlFzKL`9&U$o2;^Sa9-)2N`YN15puU9nUixWSe*9Np9F$0FX-r6iML#X8!=Q+O
z=i^u-^bGPGLTh<1$_NB%E1q{je*)rN0^WrF8ba&+O6W(>2Cv-+uhLrmzPUc;y0l*(
z9A83y6VAi55YsA5M`AkAOxyBod%kU7XUdYFYtxQ5y8O~R|NjKYJFg+Ug7EVH*L^WS
zT1C(h)W4w}(hKd#{b-+DNGEYyP?ntPjPMxBp;4H=i*=~IlN}ITnD=7cC79k1aPoW1
z&&B%vI;6Oq0qYFAGK_WGjc2XK`$p=|pZpWRiDL+x_2*AMi7*56|AT<~{Nx9i{sGgw
zvHh3$-1V5gsNZjyfaL`U&tv&3EMJN+7W1ny^<!F!kdBas&#xgMd*mm6=>K{8^Zv)b
zo1)D!3CEd3F)vIPwf7<Z?bKY)UrF2h8s_@{TG}RN&@R>SfIid5X!kX?^?m-8k7K5|
zp2@Z#k509qP3a^%nrvCJpN0Ksq{4p_b}aS_;4@RQoymSB+nMZFOxKH;fg;8;n*4k*
zE<<m$m96X;Jb<7fWEkm8Z1W>8O1+7)$Ak3!J^DtE5MbGjFh+;eUesM4)O9bQ-2EQY
zJy_1d^m|jMnX>gKGWJ(=+W&R=Kh=@{g-$IqU_v|irFs*37;qjzdtLmW!msJ>|5}&-
zf{t#hr~kKQQ_q`VI|s@LEQ!=Eg7$XlPwaqSDgT<C`=6HE+a3RLxt(2NmfOQm?zg8s
z)1HYyq!rrn-G2(?TgcCxw*Ad9wCCeielyC5qke4x<v_8aLmxtUf%bnY3juXh>UONV
z)_Mxctec<=%g-R7-b^0BbTZw;^g(tr#kc9N-zKlavL^2lZO0lg`Pb;VJ>8OhF6=|Z
znUI64Y5dR`;VgtSge?fO%(W&T68nCSqt+!qS00!8UVamyoelV_X(h}-*o0*dmOUto
zeX1Abb^;!!cs!<dOzkM&N1TrFrCQXhM4N#kwmcsOpq#%<-cPZw)NT>eO9K7XBHBk;
ziaIpMjMHJ+Pq86Ol;S0+9Y%bvUi}XB;034;ZKOM}-!WoOXr@eY-0$GGk^}l0F=U?^
zOQ!e~=_|DpXd;f$HjexWbd|?LUxZ$=zE3rp;xE!+u~)O4;_lK=c;49GYP3HI57=IT
z2dtB!#=2PSH?5KGgQZw^pXC;~PmPQHmC>eNC7t*)u|JAsMp|Q<#+=*R1Y&&SVKBvG
z+V*QcXRSe9`kjbF>2b_ov29StuSA%v?^mRb|9reN^@b7moM!0w1+6;2eVl$gjF7HH
zzt4=xK8EQ#aFM(W!N76*v6y`!URr+17BX!U%wHg4efoY6#h}vL?8DUvJbxk9>pWUB
z#f3cVq4iJgl=c0&-tt0h&mk;-i=f9I#r_<{h7m5{?_v7~kVh{=UO^g^?+|-<*BgLs
zQ;&(~F4gzV)R73ia9mUIxhHAw$OO3IG^7s6qhX~05m!q+#C@rqn9k*|i#<k<u@@MY
zSHUO|(>%Q=7?O)c+`3pEg@Egia3z-W#oUcl;3|R7dC;$;IZ|w{69C?`N@p1{QlqWq
zS*WojkX{{7qilnG>2kDRno-te;@S<wb@jkf>0`*2d%z^g3zG?0P3led6{cvZ6Ywvw
z{yj`@6aUlEINB37_to_HG@KOh8rlj7#$GPL6axMv%Qf~1YmI!Cp2xZ>*e<|)$CL0_
z8^Cs{j}cDt-(ugrVKU!=eXPT=U_X+E{MQcfnTri5Hu~u=Uw}MzCiH0!_$;NJ+XL29
zTF@Sh`bc}gdP;k@2dwY?GvoNBcE2=^U#c%`4_IILe=v?;dT*>fV14XgjBikT!1_V|
z!8m>i&-v{E>+}D`IEJ<dtRLEb94MdAk4?UezUfn#{?*X;Utl^IQ>4D+Zp@>9k(z3h
z|7x_m3jzJ#)IA93E2nxJfHE&dKJao(zeYg6IyK@nBwxieQ$L4c_LI5;p#))!-WNTa
zd`|CMfYE1ioBn*uCQSd-t{g!4RPRspO|o|vrZI%I#{5<o{Wj`jPu_95eKJ#@qj;|I
zG^8Yi^YQr{Oh=xE<TE;?{)p+*2ox86#TXamvkiREoS&t4ot6u5LSBn9qaFZtwa@aT
zp2}ClU?Fq&o}sH|3wihnY!LD;g|e?2%2XHHA@@UXvKvT-D^o=Ko0Q3@n*i;TF=9V&
zru-2o@=Fj_4#NcbGUzL9N4vN`%3JJ1?91T0Np6$PA>9Z=5X4@k*b}0?lZCL{-X!c7
z4cqwS&v3l=zzgWJtx(1S!{=2?CoHc<y}lk6Dp$i*)>-g^dKAaHAEu(d%26jkm2w>n
zFnwEf7T6Rg+66{xy&EQ3O0oV)h{~TrrfoUeb^BmA;;g&bckAB01$<clm>ypd^oMXN
zjxbn^8OMuun2f%)&pbDv)FDnLi}4H<drnV)j6OOj-=gk54~i`|w7ojR3R?))smF01
zD%z=Wu`fT>z<n3mf3jQxU6tifX!`EzA;j}2u$w9E$C>c}wB6Rr(}ca4Cib<ActC4v
zzJvDL8ekQjm1u9*n08dFO<}|cT4N68d@v>b**bqCZDVifF@<KdPyG<5eLN8pX`dQn
z68m_~NK1x2Yk2_%S|m&#gQ@B=7^w_FyrjcO%O4@l(jP)(pII!zuA4<VTKN%e(UDMy
zYtzTz_un88FZDNgd_LB{i|~}rkHlY8FL)E{TGkr%GY}RbOxN$zz0_ho-}0^gesOP+
z-o6F-FhzTCyiKg;pbo+hiMF*<jk8qCev+QvyC?do`PKB_jG++^)0wKD+2e1Y-ht^f
zvy67$LFCcf@!2SXYTD85Q&~Tsa;=^U+mO;njr3unHL~^Er|r+L{L*=re__Y!d}gL+
zo_jIVi;T3e^<2)cq;1d1oK90IqwM~7V|PZ(En=oWbN)b&$(>HspZHI0Q?Vu>8Fnn$
z?*qj?Kb_6_7tnf!>pG-?Ghqw?ohSG?P*IZ*SS~#i3_Jf9LA@29L$Kzwhtxj^aLh||
zNZo6|R|Y&pATji%5#-z2L+T#_e*S!2U-f?M7s1+52g|EE2>btE0O9~F$idb$k*cH%
z|0ST6L16jTfSXK6r3g&Cn|L(wf^+*6=RK`;%x3?_d;hoV_`hA3|EqcbtFgBQ<BXn}
z(%C)rXUC1}Bj6u8h_f_LLb?Ge;`KR%jR>z9a0dbMN`%fTNmG!Xrik;3t<U^~4sJ%@
zl)xw(=WkRMEjvp{=L0(XqXX3b9DXcQbo#Rt>39<7c68h8FwVneoUxs1$i95ra9D4g
zlg%O7f_j(uyo>w?n0ltoml~=2)2WA0Pb%2ntIUTQ{(9<R<tmg3M^k@N7NaeIfPGzW
zz^ewV(`~=hX5$>BD$WBx2~V^I^lh^Vs15cv58+Y6-X=SCt`5o1^!n4|GG(vy1J2_l
zgvI&Ngz&G2%hS=PpAKQ^E4+{P0_`_R6X9Ia8B#a2t?10nLgTzF#U4JyR0kL0Ww^AV
z4S&=58ah{lAkO5_I=zfKfZD$-o;UsbVi8}OiE{jX$Ps6M@SZr+gYTfTPGlEJ=us%c
zkS<1G+YzZhOLt>Bz<?hRF2nJTf$98u=qOD^e|R6-JASO6gK#<KLzsFHY7y>3SO8r`
z{Yj*g6WAU>lCk^-rV9G@3fBE-z$zW+zVNrV!(_CHC*%9{cKgLMI;b$2y(s#cEcM3s
zVLOhVl7tq8<Tvsv-oF8#dqMZ#DXu{6#XYl)?Q|RE2-Mi8LXDb^aARtha&BrD`vR)v
zap1)@bs<#ZTEA)d4`fH}ML=w&9>DTzy#2WVbD!Kul}#{RIU71EEodM74e8(`s8)`{
zy-F`AR)?b=dkTn_&O#vHZYrH87H5g~r`|MU-zKPI!EbvB`r{e`o!>B1zL9=Bfb$(K
z^pQAA&&Yb)s9R*>{It$%!p^nyg{8>HH3$QYbKg_{Uwh{s+g5eQ@!vVuwVj5<j%ky$
zv3;GFOXJcMr;xTOiS63-VYY-eusCESeMI9W72&j<Cat|l1Fb4h22;1OjZ_FG)`EIt
zPsK?p(k(pJ3`WOFr|}F7Z377c2*Ema^}graoAj-WKPEKo+WGu`=brPs=bn4+x#ynO
zjg9#+v_Wz2*^G6nm)RaCpV5vJeW+8&t-QD&)}d~g8haI5tZ5Tv%WMl`*Zh<G716KF
zH;TCm-X_*-$$f7$`lWd>Uj0KL#w>q!#{APB!B;)M#m||Cy4ZZtbZaxFTdQ&2_LrPf
zId|>GbZa@L-9Bf|WxDw?lvUA2z6Q^g5&ORUtJr=T`~daqV*(rH^KyLDXs_*53UP1u
zp%1#6YRoZFF;417{pGjaE64QjG2)|3Q8&emvHAQ-^F0SSo+`%XM7vZem+wK$HQ#Fx
z@vkw*Z{>RvQ{%LY>3UJuiaJ$3GsN0%^wUt^Y!Y<~KSB-sq)`X4S0yCsA~`M@LmFdJ
zOE<4G>y#K3@CKaALk5Z~e?-<v#YUZ_5aP>;`V7xsqrUPfbB+3oA2aG8{uXQ|`3!s@
z=4wQLTK1{MdWc`jXVX88dQ#SfVjL1~`96x#e{zX?P`n2-U3<xFTkbzc4^Qgp+J)vm
z`^|mMw>Rf*@GQAhK9gUd`C@JFRKJU;L9UJdtL(3=LbzyyoNnh&j<?I}gllBX?Xz?H
z1!6u&T-(V$y)kZf>ev~&+dw|2MLzxw?XsD8?p`a8fjUmk_oVZmndub$lQ}4-yQcbn
zlYP0#z6Mc~?GbuR`4-wji^Q5F`Mf`LM*sFPfm}m!gdUe`nW5qL66{tP&kgwuc@7)}
ze*hnW<Hk7Ezy2)V9TNF6)gS5?>jzE^&Ugd)^*j|gucbNmA)~#bXmqC-7Z-^43Iy`q
zsY&+Xz7q9#T8!VwPu-VbA4+-K1rUAulX$`)UuS&#!q{tw3XmT~&_&w$6yIs!euc<`
z^PYt=KO4P`(g%pjx-P;=gE{XJRcs>iK5;faq!$hMFGbbYiE6eI1%HFfJC4)-fM`J{
z(L&r|i*O#{YfjVfB+*r$6D|1|#lTLq{FFg6%3cintaz3vvBy}dCRnrP|AS<)g@wge
zO5H`c=fBJ|78Vv378Vv378Vv378Vv378Vv378Vv378Vv378Vv378Vv378Vv378Vv3
z78d`LF!764^eHW;pOb?)xv5_K*H_z<h0o9o;)B$#T$T-%t49wh^JyH!y#;g}O^_zo
zB8$mlW|k~wW|k~wvX~`{*<!HBVzQW-nVFfHnOe-f`e$bMcJ^j=_U_$#S5;ZByDPdX
zzO1awh^)-`987&F_f?=1Jt7$A@+E%CxGb{ro=50cLZaw&B!CT1Yy+^tI8N2yuH8g0
z0k~WMiEbrBssQvHuxgyUKu6TvCv<zt?AE;71ny-wq}gNTQ48>We-T;}eha7#L(XGp
zS4%2yjz9uKNN;*kQW>qoo-g?w^mVeO=M_z%2Zx@<b!X{6Szn_Pa=Kjq=IoUr)|rN^
zVEjhB3T76a(lNA9wADoOG*fzVs8^*KkWM1qaT8+spl`t@OMIZMlZMu<Nf$sJh_8SR
zd6h)RV-BW^<oJ^&SY9osB+bPWfAkFLA$33mM2<rFFluZjUnkP*+bV!Cgrt7c^WNII
znnn`%c7tCFbr*<w&5{Ce6^OoCd+Hq6BE|BHKNW^Q{_<`JDF=Y|Lz|u0LMafJ*|7u5
z=mI-AtlF#B4|N7EZF@#_h2+08&o#60Q4{2N&gCqoMc2a3?a&||J<+A2-74h<G|y5i
z^~qqcs{|@1mUM_r&>W;5G!=7yB-;?@Uq*e~9g>2^r{NAEBgz9<K=5xP8HS#5=?+Ol
zAphzRf~Gc&wL{r9-WGSr!1RZ)fKc#d3+&r}8cQ{li%PoLy2UC+;Qsgus+ecIIV$)d
z@KZP?oAy0s{_q~GQm#kY3G!K=wmbF=n%eG~Ty&rJt`CYKzEU0boCenx=3GWR_YTr9
z<tQN(W05mf2rv!VOn$+-D~=~^D*dw!hu-}QrN>mG4{C<!82LuZVM?)@M(p|ndgm+Y
zQ-{|-`@e15UrF6x)tiH0>{>Ctkp%qRaDYX%u?>YM9U}5*HOpLG_QZo1)APprY58y4
z$`c2$0FC2MW0u+JX{<4_q{!`=s%@BMXi8&}WeiJ2vgKN;E7n{R>jh<DaLS=+T9zeh
zAz~fHFkF<lugl`$tQ7a$V9Epf+^iftOGT0;yBvJ=pj5PmnL4LbVk|8l1}DMY!bGu;
zZu?hm?Qj-@a2_Mb8`Ici9aL<nQiMHj-<+~q7ly%yUele488vTo-soMH$l0~-5O}tT
zA8Zj)5~%+0wNTE1eTJWfm|#&&>dB5qFZMqB^CtpB@MY7Vlz^fMv#-d*K?~{Ob{IO|
z=v%bjbRMStM-Q!{mujPSj84y5Wr9~nQL5T9VwqpfrK2$j-g1wL4A7N?>wj%cxy2)6
z?SiRXO=et|a6jzHIcP>rnhBD2Ar?e46cCpM>x)>n_)vKK6=9@g+(IUpbhq!etCVx_
z=jo3a(1%_?+kBjV?BGT^+Un>#%>w7f8!N8rH3tdbr??e)<_jDJP30Iy3nN11pJcm*
zzs#qwb-;rmo6lc}5U6&Y>6L6ACW3WHbjw@Xi0huN8Wy#}0S7wp=B02Q2~~C4IZMV6
z%jgCKpcllYM1~y}NosC8Zn77Aadz&bxLuu0{EcJs`esg>M^Rnr9aMQ#L#LE>QV#C8
zHYR@@QB0;P6wO`MbGO82)ct%0N=d!-?$Nis<wyc$ILXqT+gf68Kq}kOW(o?{QeCRj
zH~X#FvZtY(%0ESgK;C*T(G%^JDp^Vd#;sJ+BM&K^<O$>4H`e!q-<93!H<p>Zm)~ig
zPTyX+B`yfKld$yNG>$Vd2m<>xM>ZbSV0>0K9t)IJ^;;VX+6U%zYwyyYpu}Qmrk;G(
zZtB(rd=!7`g?3IQ&-V5Hc`S%~5j_LfBM3ZKd2l2Z7#2XKU0^O|t5Za?4(^)8S1gF*
zb`7l01H3}IQZr{s@lp|v_eO&&bQwKX8)^K0H_{+OKZk=WR$pDfM3>^lLvw{VNfYzV
zE|geJfTCuwoi+7mwH>rFQqiHam0`z?=P)ivtDZ?O2w#Fn>(WT8ZrM+y)aTGhTX$H^
z-(*|iHmy}5lr}1|Z4Z&3dCHfc;j$3{ofL6m!qwQQSQ%^NHu21;{5^)^f2pkCOg>u;
z5i&G1mVtzHrdX~s+M5umx>`_K=y3EgcHv{1o_F!z{)W1)N<frdDdsgKq>;~=`57IP
zqI79UWhK$}H{KM_;$(?2gI$}Di7jdEz^*189wW*+b$~{MG5f!46_Mo$L!?@RYdl{v
z&}A!*S)7xwCdE81N{ZzMWH#K`#(LLOwK_X~z*Hns6*DEwGL}T2hzmjL5q9v=1~@2w
z4xDgr8_&MEkWa)AJ%?o-M!bqU#SVUH%y0Vcv76KkOdf>R_t6mx!DC72T!uD+<*yaU
zycBIyuhL1L*Qq=^$9CY_UL#YGHsCnX&`cRVK*r02-)WI^ryWhmxz_pi1_vkCcUuL*
zRH;I7^B)YYqu(|6Nl>6^6<nEA!l-xK)otV94Vg~*8WZXaN0nkml9U<QC+A8nb~vT_
z+bJ{O{`U#XZSK_kVCFIfe=3Cv(I2gx68tmKpga2r!}&k|VchEfi96yy4-?PI!6hK@
z$$DXGWQz#rp5dc1_8Dy)rTrE|pfME2<~&;prbI?9T$IRa6&c_q{U@RZf&2QAy-ivs
zt~9AT(#_npU3=H|S##CZ1ektxk0h~Jzvzzr61dcDwcNz98<46VBN=4Bq4q5T!h;i$
z%(=k!g?dWsjWD3^n9B9h@CElW?`Z+=x?-cQZR+CN_C`;O{c(3ReRxCwjzz$<(}8{|
zl4fMRnx#lPL6O?_o0+#9Qi{;{NaQ6VLgnl>U0W!%VlS=c2f8|{|L6SCAWauhCh`n{
z0aFu9nZWPM<aVSqhoYIpyBSFGHS^!85Z~22#wo+^h8Kc3!h(qBQASaurD0%B^7u|S
zc;rUpWX#BkIn|t-2jvT}ke(YvrF9qR>451nao<Qs4$`pv8ZYTvbLtTgN7AOvv`9M`
zgx%EVlNux{a}ViC(_wkYJ;X1@YyIr0`{`%qVGWY9sEi4>Z<kL3AB}b$Mjhu5Nvs(%
z{2-UwQiG?E#lKxi{D-&gp9t9hWrS!>rhgwG`oh!8T~)2|X!S@-tt6kYM3n-aM2(vq
zMHC_bm$Q2T40#ZF5K5dTR7$!~cbJ4eDdI2;Eiwd~t+7)}{SsqE?BQ&rYC<DK-*Sci
z_jHLgqc{9e*KXh}2g7cM05;xm$@7JZ8cBY`tM6k~>Q$Y>qSkB2(nrORz9fl+nAxfn
z=?WJAO*LbK;V`R(2d1;d$jvLy$5`omS-2*}AJ3Cc=%sJZcgjN@DNJ$0-0eP&*6As%
zx3Hx4h=VcqlA<!11t|AaN<^ER!0X4Xzoq7RzOmF42R)|0wWr!WE|JANIy9#?XI|b9
zYE_0wao;fqUz4hI+us;&E1<uF$W9IDzTKdVRBd-?`-%&Qy1nI_)mKqP=pQt!*>4PN
zr6jtZr5;ngR31~jLuzMuqP>Uu7Gk%_E#cI7^C&VhgPEfE$Y7mNWX}nqXE6KebImU^
zHTf!RoUdxJFQ~E7nX4u!W~p<qYx0=h<cFilbZYSVuBXfdyJ1D*a+7kJHz!?8$+&T!
zHzw?p|6a+bttE$xlz1jBFW@6Re8R`5&~91O)?ymf$lMg@FjQ?(pZN-Gcp)`Zu2k2u
zWV5V5HTcaK2fxUZ-9quTf0!ar;)^j^;5%9B24^@Wkb%u$f82RuY3y(UHmBXG74tz{
zfPJ(svNpk5HBJfm%G?(lA$vv_qslkCskI4?qoo*Un#N&UQ(%aGuNn7UPK1U<S!c6P
zLcvHv7+XsqN0L~DWebyv!QS@w`~+;G;^WKvPJj|C8O^G5-tR&jS&0No)CJ91H$kkw
zjjx^(@2yUfRev!X_jT6l8yBH+!j>ai{{HYVKUxeU6O1d8kJ+zyO?J-kb~H)g=-`W+
z(x|As+A4Z^NTMe_T4pym(g@nK$kOkqD`4Nu-Cyn^)sKXkBP|!$KN7Tus=hogpZ3Q1
z%ka0NV<rloJxlNGyhfWhIT^yP6y7L&^B8!sDK!x7(7!o5Ng1>!SyfyWoj;jM6amAH
z(fOcWzg?wz>o;}gb{A9f+Gqz(4}gYwea8>E=n&QplQG%L_+EaQ7rdEFt(ig;4a3lW
zv=p9MFR@w2JToWQAs%Q~b`-)xraU>$QGp+3Zy#l&3v;GDijlWMMzhr6TQPTXoroS1
zRU;t9UU%VZAT|jlmBQ`-ejcKDQjeFIaK`*lf`zxwlhOGVaqQY<wBaV{X^ZUQM6(+@
zo9@;)WEv#`vM3M5Cd#_J-Q1bPtiDmm=uwd~0f%NjNm5r^tIM@T^Wbp`5l3Zrj<nJe
z)k+IJ3xkH9^KDdPbA;hyt86st`#~YW&I9bSL^>Leg#U3tW{tqr7#ObX&WX3tBb%m)
zorig`tu%Srz}gogy<K>Z_dkZ%vOx{gyG)!)*{N<L*4WC+)ny^y?{zCYC)=kVcSVMH
zo_;DTJZGEM$9{%LiDdsV%KR)6pn+hVO@P=5hhASR?JhZwk2Z{SfL*aZJVyB}GA<iF
zgF+T}L}$RqFA%+SrKx&Y$XUTslh#|NX|7$cMD#G^3zY}y{JM*091>2K%`y`l8-j#p
z<Dp$J)9<KwRQw{c`h%go;gz(f6-5v)bZA-%A3;>mv4dk>2@im2NGjNhhJj?3PrAj6
zvObKEw`ov;KhMuPb8*IIx!}b6ysPak9I($y)<41j#2>m8hPVEMt=}?>fWuf*&Rmgc
zxFQ%Yv`Qs?WwB%eQJzJD?7`-`a?gvqBu$Mo0V7fboBnKOxsjV+xY72qeVUo~vd0!N
zCmE7b&YA}P5kb=6I0YFia)$O=eRG&jK!1mBA@2vvpjQl3I0tS=+>GHo);$Z$s$4jS
z#Ba}F&2;`orOFzmSjao6noPqV^+6me<+gb<W^bNhqL}r=!Yb4F^>8BrO`*WT<msRI
z9>J+IW9muc?ffZf_H2)}QT&J5oE$&MBp{8y+F7@Exa_r0kE!>v?L|e6J|Q2*Z6cZO
z!O=c8IEs3(t#7V;J)D%VEB@j~-&;@fJ)Q$9fO;`ZTt^pEdUn*^i^iTYs)4RuFF2fq
zv+piy+D9+Q5k7_JrjNo$bo0S=Rq!AUjtt<k%7`V@ycFxC8LJVNKU<xx_SIAvUCvBe
zH5~3Y90U>-9gQO-zCUxG$~%%D^D(>QVTC~>y!C72Xw`bLRdVbLOg)ch>R-;q8YR1F
z8g2Rj@)ZI(d3C(rk&*zZf`VrxmPIGX$omw^mz8CpKdD=q>`bkb)>1MUhoYaa{@nUA
z{3#x0_1JC;-W4ZX@TvI}G8swE$a(fOIbRGveiw=<bu22R3G>e2^Bg5S&iQr}o&`s~
z5k-R7Wwtm;ZQ4LcHFqMhh>bh&myZS&$NEB7vXI(LnKDIf9r^xe4f(BXmppiub=<P9
z&rGd;0_iu7X4GuWu5D0?-nDsr-{l<^YF!(I_#VN7E`!b=TKiMZ*Sljx%6sM-`}GcF
z{^i*hA;~%i;jMg7EdQu_4b?J>Pu>T_`)@jp)L;s~8(0(SKm@g$^aNpURopw%(GvBt
zLM7UR=<3(gUe~r`SL9Rz*RtFayKFwyIQ<lqF|A#PBy`7_;Vk|i_{o;uHHFtsF?h1w
z-Kp^v`7Q3R%{48`i64=jXFy9tc;A~v<#?Cg&BU%3e%Y74TLZq$N3F3y__eeq8x*=b
zo(`IWv-)TIxAvC9GSD-u)A<5p=fi%UERmi;lbPU<LbyI=+x}e0`dr{jCy6LaSe)8I
z>iIZ<5t$igI2%J9NqNC4eO(_14GA~YEIg?4c@r{s(pMIT)72a3{w+JHB09`kK`o)a
zp7(r6ZOai<pH#@-b=mB`_m^?iwI1^B(GE{VZ4CLeG@VNBZ|8Myhzc~}sa3iXyJeiO
z#jnXfU1P%|fAH6uCnv<BO|WZhDqzQQ6Lis%GGL`!FescAe7S;=;U2A{e<|u$FfI};
zVAamqz^>(Vl{VookNYy{&Vcl{sJn9QXOOEO?bLcDYSL9BHcUq03Z-b7lu|z9gQV=X
z^>gB|@@#j1iPq=PPa*62Sw|~VvvRYRVw(r-L4f}e9hZUNA+DvQ>J?X9m?BpABS(lv
zE*nx7gBv^~5q#mR`AEu)ui#vUrMD?2${_dK&Dsl@k7An2z2fpGNvD-DVTpcMbxswM
z4xw>s42-1zblS1nvvD8YESCrpX^fiE`r&*UlSoJfC4HeUtB8O*l;7u6xGAGYbGn<M
z7k&N!bH=u;iJrQr!?vNA8nu^7W2zwJJEF6*Wz0o?bF^vi!?LQCqVv_P=aKXs3_{JN
zPg~2(D-;13Z{VsmB2IRz>s$L$(KnuH#BLNro(4S%Q5BXYcv;E(8sPp-dW>+#VMveI
zt$(Apxu(xZjgUQ=mocO7GprCr%*UUPqP(dLOWj%KmrXsL#(C!Z7`mxS3!QglwVcEC
z7D4X1<O}Y5Mv_B1JOf@jztx130_3Z<t9uZ;?|4_#WCi0`x~_7=HF>fivZn$3L<ye)
zDMxr@DvC0>h5pynTgE+dPR0)yjr*<RvV5LtCCX!-nq!9dAWggqF)`=f*c9^Wo$nre
zgUleVE={j9@fv->n!q(TwAgg&ibChn!cxP^IjdT@m6el|K2~|ki8LjGMs3sNF?Cee
zm0)`AGE(}soTC&z2yj`Ex-dGVzBmc;-I1r=T}R_rJ@g);Z>PJ}5wetNW*yi4iZSoc
zhi8m-&jY(l0?*e5_f9c3zHg}oF&DNKm;86Lf~kqjp@;2tPgz^1w=fap!H2fmP1r1M
z!iRZJX0FPZiBRvUxyPJq@ydLe`Q%xNakJyD!3iX+y%Fik=0PI@-#1PQV2OS{NFI|G
z^?eiCN-G6ZNyf##8d0DB08kfZwB7;JsgjGJDyx~*&mhJ$>fw?3*4u4b>SY8g{Brzq
zL3T@?0|i$!TWjwJ58psD=Ac`D2<YqusF|`|=vmrr7Y!x`jGoDOdKf!yO9{=!c*M9C
zXznkP3J;D|)DbvoeMqPg1QDe4CvB4<EVpN`hiU>m2dfR!nWv>)Zm{uMlyt={X{mW#
z#gCYnC!Fx15Jcy6pEJGC5MCzi+ENk{;(GmWR%Xlhnc{zJ8*^Se`mqWK4fh?4U^;j}
zMezCSia~~c8HoNRC$WCuOAJFL*#7qLY>J6Y_cGVN|4>lIyKjn@RIYjQLwtNtS<4U<
z5^OV)RVCoF{o9t2ygOXB1?8A}zaS!;l81t(Z)ez9n_hHoE+e;&mOg?OTvLr}rLs^h
zNbPZZEK=r0Jj!S&o5Rnp(n2gr2=%jVK*ai{01+^zO~g{u*E<S)IeNL$99+s`Q8CDQ
z>l?x%($jp5XtsZkz&NvCsB23JG_C&i@!Vie2%6DzGa%q5z0BIRqJU4!K*vA)3aN%E
z-UQvVK*ov{X!A`c&PRePT&$0i*tFY06H`i8%kgRtCK|%s;fqBIS;`?6!^_gkN+7gi
zhL4@kMZjtaT8gx;mvvdQtDDbz6=`rXi@AL1FHX8v*;9bN2U})9Ju??S4Xe|QiDi8s
z$$p7|v~ip&$9`oSU*-?_bRKdX9Mjr3KJ~xf2{>M3TT5DuZ-Yu5^!4rREM2&kE@_M5
z+S(!PwG!a|QUqsy)gMSai|oOZTxJT@q`@SeQ{9UuU=Db#bKH^nNa;J;^u3K8`5K+S
z(_R9MNMdlo$ML!S;V8V*qv2&R7jts;b^>}UatX#z!^nB9^!eUAQWB%NRs(txEz7jl
ztg*2(R?&MDE_tScT6iS%(Mbr6q4l~X`grzhul52q$}PPKRWma_ZjTyt9>m(o6eQkS
z$x2RPnok(CI)B(3nz!Y2|Gxf$re*0qO_DlcQbSI)LT?$s!%F`hAz-#&>kmgXB0A0r
zgvQe4<z<Ug+Y0(SJsz3h!yeI8iq9MwyHomc?-~9g2F-nPKZ<#{<G~OF1M>7aepWC^
z&5RXJebG$0VI>_qhV3|ubMaDoybXsAeV<BvJb}Op$rOwi{sZ~ice9=!{z8`HvCXhJ
z@Vsb`F69>IXt!dT>fLDAQ;1{kZ631avYs-6yhoV}viEfwH~3JYgsnIanD`#Y3!Hau
zhwF9Tsnt#wt9?|j0?BEg%tq#ZwsUw__fgxndW?eyNk}4gSW&Qrdn!Y=Vd+Wqyv^mh
z^C|fS1x*CAILPH&#Ob{9JjGeIR-4VUD3sSXqny5doUhL`qQAJErn*wY5WQ-wzut)N
zqem>97R=9+*xg1}ui2rQ2iXRS7CBl{og<_|D%v^)JMty8{<U!%dT~MKYxdm;%q=&V
z%@geSAjcaNV=|I^%<+5Ca(nd8I>|ce+8B{TJv7O4JLYUg*Sl`cizUTybk=6#C9q6@
zVy2m^T=luumQiq>5OQEyQDyY7hn}4kGy5}4`xSh&`Nuje6L_<WZU8Bz9j*`sEmiW`
z#mh?7tqS3jebKiK&<pgSypvgt^%7E(fKrKPtB#)}Xes%=ig#dRP`vNdgPy&fywX44
zbrhBdvM7fPniFWEb@*uTCy(4N75G*-OtzVWGb2DT70-Gp$#`ro_^mqX;*WajJ;-*Y
zuHj0)<XP;NHe$;xv<4b<IjqbQt3MM)pG=orUP*7AL@^hyh5E28E-S9-3=$7;;T7CA
zT9ujr?)V!&nrqaA!Q}i3F;5{T{5W52?OTYtnmi%A-)@(;{w?@%)%Cm(5JI$I(_#LI
zc1Bs9)+hPisY5o@guqBWLeOP6!7u1ba`(F9HZ`8k=C~ek<>UcRVqc>hn8MG^HEvbA
zqO8I|*<<vxnIE%gLJL))an*)pVjD-E-lQu@s&==<@LYL>ruV)_1&6TZH-zN}+dhn)
zk^II@;zrloN(@rSrXj^kIxC|U5mYn*T6=nuZij2j)y+JOZir9y-Vy3IT~%~BEPSNo
zvA-rP1>6%H!U}&>%+@ChpZ==zpcH{|qbtfF%t;8JPt?V5x1R3n*dRQTa+qn@?mesY
zzWS6kqruW}W*xnf?o(6M*i-&&-KjP4pE8LXBGVRII3wU;gO^@riWwjs<w)14`D5c=
z?HHbf@I46vb*tMSBuuEZZ*cUX%1K|?%(alkBe&le_%%KvolxDc?D4d!ZYI6fJ0ijK
z%EU!c3dxH_W!z1tvD*7xtuaxrtwGOfksuwU>XfY{b@iIpR&u|YlgKGqGeyir2A?}Y
zIQ&<Py=Nz4To7Iy45yr&m3t(=bR;RCyiBXd4V9ImKzbY#l*0UN8SIl@QwrAuEGQ%v
zf$F+$;;A*|@dN79st>W9M)v-xc7;g^m-az#efFAtMeZfH1t|^F*@YI@Od_oiH)bl?
z$jBT&Vx!QMw-iWOw69RN_lm*XJtl}O`+HXlc;P^Bj79!ov=f#GZP{#ROtdvHQ2x-q
zluQ0RS&Q=$RswpMTVWqiIVzuUm6`BaJ4@c;G|=>6y&wJ^Jr$4DfZ_DMOF<amY-YEX
zOIw0MGZKU+o@k;a5@(0@omDO9IT4++lJ_em1Q}t@5Rfr|jo9gUQ9*cywV!2!Tr(Q3
zN{@SilM0u;Q?66uFkUt>h%T~J+`GxiJIqw~=?%FB4K&GdLdP=nu{E=1n)z*VYXWr9
z##!M5&A=<q%e)w=iTi4lX=%PCOgc81uI^J|T2wRpE2~+Frw{as<{FF$pHXVj@I+~w
zbXy|inI>||MLU3{+_7CW(Mz{oHEm)EmUttOlPMFt!KPK*pP?-ytb<{}P|Tr#Ta2g*
zOB;R5B9J+CU`;N?CmEqFB)dQHRBD%_&mFiptWlz&jcg_Q&Q<~TtwY4EUawMg&FoaI
zNu{b5c0RI3CPO2)>Tg=X5shNa?C+ldrp)d%d9FMp&&)xXje7VS?H&kaoYel(V}=v(
zvOk*zl<OvX%9IQM17d<AsBS@IFPfh?F0gbKP1U5W!mV}*ZS(N+18W70Q9wQK=qEmx
zaL(=}Ws;W%X<k&kO{(O1aZG(o!NMPokfzcX=knK{5JOy-)K}oZMhxNs>|0cZU>m{%
z;)ZZn+Jwr%BY@i`rP5u<GME;32qi6~{JuFDlHQGpc2AAjYaZ5gr_h};Y*v-_$tBkW
z#AQ6<c$feDQFjisC^R!qFZZ2tO1BS_aJ0Mx&N4E2H2=~cd@%j)=X5Ds@Ttfhf!JTq
zioYJ`wsnMvaNLI+LGYjCGiO_zv0M)!c5Z`{X2+gPN9G5uAPyw2eV)Uk<RL@G=n-Jo
zXpF<8?NW7){my#jvqv|qZp2?sPbg=|qsgPj5EoacwW9~~WkH*1;wS$ZqP^c=7LBkn
z;Cp?Sw+o*L1E0mtv#6ck!P<IsebN_;j~tPnFq^Kp4A769TDlz5LFz~b`yWgxcptDE
zZ(iJw#(l}nL|5$>Q|m=voc^4>Sn{M!Gc=jn8HBUmkGc9s4~2R32<{4e;~&D+<b1ma
z|C<;+TUXpg#V<K@Ffr5AEI5*MEJ({3Ksuu$W9FQ$jKNQlB)+B4|IHHOIs?gI&lTX&
z>>ITV*?|M3CTwc1!n;_SLE4Jd7axb@c+(vX?Z#u4#V8gn>1}BSp$lzdsE)Z%1nl#z
z4y-j-$*xH=O$Pe{)z<|DLZ^}kF7|0tBOUEydtVWWT10TL>lU#M0vfeP_pE8<sk6c|
z)$~Q4jZeFA)i>?NM}9W|>uBhR=>*S|4dM7&d`fv%<dw^(!uBX))3aiX_n>0-@=U<D
z?j;bYT4K`@`7PGa&W7CE{FT6)xCBCoz==A|z=;abFOEw3=EXY->8P_H%-W-_)MOJ2
z^|tS4&LkrJI}hXx-3XT#lqetN4=~RIjbFa3ZZiFV8%j)A>bBmk=~xcC80;W+>Gt)I
z^8+{SclJPgk+JNE0G@_Y@3AUy2i9l^;iwkKY*+n=*$Yu1?`#TM?y+U`&C)#-h_c58
z2fm8!vS2%wLbc<$n;Kp;Umzd8cmCpCMW^!3szFQWk+#TIcFkbv*JF;m<|lc!>|l#t
z{0+{ax|z3-q`bb@y!G6{=pD^VNPf}VVKlQ825%|-Mp&i6-e)$3?h86n$}9<L9Gz}5
z$}*V!x=w{Ag!bG4p7v#h>Zf3Al~R*UaK-iVx&-%)ur|q}(BaynUwjX;l9Vsp3slcm
zq$U-rb+ih@Wi?+c#yo&_+f6UyNEYa)6u;d|!ZJ%dc=g^uO_ufJb((40;MGtUf~pgF
zNT%~w2k<Wx9+JZ=>*b^S+jr6znR1-oG;1SkkBkJL>Iu`Zm~ZQj-+E7**0Z-zH`*aT
z1gQEHANnsL><kL?!V13ie*{l6GJXHFVPGFTkX`!y;-Ox9Hxo>|w=rAfQp&WavjSe=
zMp<^j9>?7A<Bg!dX5k$T0~b?n4VV6;*bMq=IZi$vbdFwC{+|C<QJB~LEZg72nmu=l
zF{;ugj2LT4V{?UT^A0B+a^?6cIgVMC<BNL49a<+B^rkrQmi&sc%jP|CU7>%%=8k0Z
z%rofsi@D9PYG?+;J?V;lX3WpJV{<K8fL)uk*=Zhy-3;mFw6=*CbGw}~##~z*#vlW6
z8Dlz6l2vfO4r)OTcpOE%PUOcP0#RrNkPSKrhDLiH(4M;`obxGQKYsJpeFkK_`gjwl
zVC-9URlN4N!8pH!q4H+tzR#|#@zp4TBS+HsBPU=xBDP)~ZT+0OaUU@L5@R0%LOyhS
zc7NM<3>xAlTO_~x31)nQ65l*=ySyKDP{TC_?m|+W#FB7!J!EclrlxA07R}X0$br@C
zkrk*bn;oh>Y#d6YD;BK+lcfvQVF#^W1d`b_xjugG+5|N{Z%r2En&<D${N9=d-D+lr
zUBT^#Z-v-LN;3Ld`>khzD2XzX``<zKK;D}qu#BU)Fq{|?ee_>C#&3%$J^fB!bHdLv
z`X5V#a3J`7!ZZn{imv(lx?&XkK?v>e^UyC)r=(Ao*P%k8MuE*LxuD@8$=4r2=DY+P
zy}Q>>b9W3=5cLpKyn#fnOTWxzLAM51?!HsLjP5}WZ`_o+Z-Ymz4tnKikH3@if88ZG
zYj+|~+3j)XQ;(`1NFVqd_^?as<r97vR25{C=is;FF<0;O`e*&f^2pfY-{J>#3BGlu
zMCg>nucMRVWTCs#?l-ZMC5e&NY`fNV%`P1q|1efBSmu(8G+S6`t}~mm8Y``^92+ID
zwjYN@upgI-GAmJLlNAP)rx|J4vX>W<a?`PI+axfn!5Ov=+x#eT7eh}xjhMs0q7`F^
z-QZ%|wsnS{#U&VDv_M|Qjai;t4VvK?1fOq?B+Mhb!;yCVfwv)N)^Q%nkLYxJTjsT3
z;p5V;%PH8~DE{;C#?4`}J*<{NB<l7s)D!zv*!_0$uWFJO0ZkfS#1l*3!XFOw^HhF2
zTKFpM#2CR3orU&Oqsb@@5M#$P2>c^!!r(uAyY~-u@4vm>6R~u5`fmDD)ZW&?-p<s{
znV5@F)ZWJar;3A-vFRr(y{o0Msj{TVf9LoX6IB&6HMTb~Wt1|tG`DajW@X`Gl(us=
z{pnzDW8`c~?EKTklu^#q&fMAJlVP2ii~WBv1WVf*nVT|dSekquVPpQEc)>x-pltw(
zjD)lV01O-e0Q+14pf!Lf;0q+w7bwUtU!cA~Lw|vRLxF>Xg@r>$LPkKrLdV9&LdV3!
zC7>X}#UsPV#3ZICCZnXHp{2ngVqjvRW}={`q5kJ2V9?Oea4>LaaByhUxR|)q|Bn|?
zHvkm|ObRRu0*n*@jtT~W3I^&25Pj+i1@<os;NKQ7aEMQRp<!U*;6DW#Pypay5D?&y
z5KvH%ke|{%pT_}^s8C-?n1#QfDH%bNI-;}q|H*+N6RGLJP@cIaXZ`Ur02U4t3mfN?
zf`^KlhL(+;gOiJ!M^sE)LQ+avMnzRkT|-k#+t|d^%-q7#%E{Tq)y>_*GcYJPBs45M
zA}&55F)2AEH7z$Uzo4+FxTLhUuD+qMskx=Kx37O-aA<gBbarljVR31BWp!tFZ~x%%
z==kImcyoJq|M2+q{PGVjFaX5A!us6*E3p3s7wRW2a7ai9Na%lXfq}byCJ0nWC=%u`
zUxk&RjU3TPS^QzpMgHW}^uUs_Dqmy#_&EcINzS%I0sIHrzaaZR0~YZA3fcbv_J848
z1t36xecn6>RDdAhr7(gz8~p#bL^s(fc=i$+;)`XKRv5z>?|~+U3d}I=7R<>;7SC<o
z3c~F;Y`X>lWarsw_|{6|zby}1*Z!mL@FWYX5EKT%7<yx3a<Pcyfj;}IfP0@NP@ru0
zsUba!o4zWIT4I``Qjw?t;3ba^jx3r+4af};Iu*+O1xMHKOYT0VJ=@9YE-F^ra&vb!
zD>ich?MB#eF%M7@BEBP@5rRV3fCmN+2KIDfS{gn#&=sO+OP(He-DV@5MjZMQoV<i2
z?%+{3j1@J{!+FGykeMS$5_@UHK6ULbh4V@8w!E=kcg|46LDYIJeIM=YZ1<Xmo=(u1
z1U_NyA;>;70Qqy;@t?)RW1iKkdO?5)?Z-EYt?N*4kp@{G1IPh~QVi4XJM6n`WT)Kr
zvfZR`AfED~QG5?iL1ICe9M7bKtgl47!7gSM(7w9~SCyx;#pI$yYNl^LYMG4SCv<T(
za+O6@MnyX_u+yD1)#aVexY#I(ANlP|M<xiMmesq3yr#5dD%n<Bhv;zXZVo>whzmF=
zu1fMn^Hu}$y5B1N9!Lfpzx10{q#FWEV)JeXeB>8@!BOYC!W5)zgT)KMi+c~)?%79V
zG6UVhD!j4W43lte=Y;r<H43Hhw~q>(wb=ymL#j+%=q^agz4vc>`&*bV@oH{f%zp7-
zMtoY=I#w4u+>G_`sU%(1Mh>XRU;P)PUeGi?aGx5t1~b3bEnHkzkX|GTHt!W@Bjx^|
zl+gC%hawOlj-ea`=tBO8)V?phF<8y|kZP>^coTeKwtz6+CVGpT!1`!e%F)PtgZPxy
z$^`+Ic<yKcz^h1o3ZNyBFnPxwN|+5zKW5A73nd+ve$-rcrF}mUQYX2kw)|j;>E2n{
z?_-qVnOLECf>1v7q5;8h?OFH3t)5Pp`tbV@5J1b37<!c4Jf^qyehb`NtaXO*+nd&&
zs;tHCw-XD0_aVhrYKWRAjJ@Amcu!wW_te)OUM0OOwIsJloU#_%p?7HAyHtUG5qF9(
z`iLAfSNlnaua=Zd*pWy+XS0GP%uU^yB;N;sUX0^jZ-HqBEArbPtH9H*U6wrQD7+VA
zX1}PP3O<P6h?ADI+kud24*@2yj_9Sna+w{TOI7YoyBN{I*GC^;gGt4cP_C&SGalXq
z3x4>{u?l1L%Bx&ZIE?!XUv88Q`BLfV7oBfx_nVp037C>QtF#e~e}`7vsX}~{1Ae5n
z-h%+YO=osm2yGk6X&p*Epern&AO?LYubcWYt`%b{7w;z1FBrpmd^<cI%D3RW1%UTQ
zA$Mz0yn`bI`LSeT{t_6D-LDP$2EnaEZ&aTAS7Gg@){ezGJbaFVNW*wsM2w5Sh=6V%
z3ZmTxS48{P*-saHwsuqfo{T|n?5?dYi`m`M?&~&?znJGXTRwH^x^esf0|DGY0NSfg
zrYEw#P42YW(JK`_LA~FHjeqdI`ejl>gaDxf1gP8%WNnSbfr*nPY(jiV!LYY27ZYBR
zeHRAb7vE@%y~?%u3tqF)#6~p`crpkVwzWe;KIpyK>*F5f7U$IG4DmK8pVutz=>-$L
z7<;k^ki!TOL)F|NvET-2j0qr+SOn_9HkKxRxtl?Npt^_H88&InhRnEJjhMQxtnb#x
zqt9)<(sd8zOTkNw4?-$}*Z95(U}sy{4VG+*A*%=Lh>c1%$5F>pT<qPxBc7z%?ojt0
zWM7Vy6AM^SM+gK{szjff@}#T0`4-O&@d~}%n5)VF4s;VBfC&hI+T*yr!pF~B?)G9*
zffF8$9eG3sWCOe4$*d_n@e-`By0GPZ-x5%h-;zt)y-#NZSbtE|EHb(fe6v+pgNKLD
zpLFUzJJS##^X8i6^R$_)HX|}cKpXqPv&S!xc<VM;6`IER%Vi6W;H#zg*zbKUjC}HK
zmWK&|Ph>s@loW9^OjU-Tb<8vT6WT}TJ_xWvcWle}A>7z?KjN3@efz5GH*C<Ib^l29
zF(O1HVo7uZR|f)A(!2$`hh8XFPEe-jKZz=kZ&}?&mfo*&5x+a>Zxpl^##mhnsrgG&
zRj(OPTE#x4@45|kNUB^%^`me^eyFO*agrwP5gXnQT0qo3U2XfF8w6((cFvLwEQPLe
zDCfno2>zMyV(b${9oVgcvh>VnXdXe);{IUn^ZksmdHR9!G*focgo*V*I$O~27mf!z
zlsMAwXI+=6t^SqBBKs7?8Dit%#&~Ri`}Vf~{iMa`0L?L=+Ul~qwQ7s8KS6yYa_3wG
zFbn<3eD{4QtO2&(9#yNah;MvaVq~<?oyfJd3v6hY5#dQkt@$aZR7YQ|s+mi!bm$k8
z1izCIA>y^*pgu+Q?7iuAQK(5*M@K8m#7_|5bchO~NZ-eL!5a@)d+eUZi2QUb?L+zU
z1Cz!<gqaU)>UP32+5hTIu=KdhYe%i&6*5}FFp`*@(7n3~`@PEcB3b@=W1Kcn1uG>y
z`HD~j9qf)ASTIrlrx8vnSh1P3)9VS*-J2gMJ4lF(;5(d*NKxzO4DR$!x6#gGB7i?T
z{(LK6?{#}tZ`SF1oooJ3yO4=|Z*5N<PqdkhoPV4f0igab5}p6k(N2`)AQ55%1D?2M
z+KX#s_MeBU(d|s%fVNX=h(jVIcZ0pG(E2d84fgt=h9D!bbaLOsnNQzlFXAi-v1}y&
zFPB2do=J;<zORih##O?1=m78UpSf)DK_a|o4>kri-^|*_+*<?R1l((ocFgfs0dADc
z@hP%L$K;JNb2lDJ^Gn)5=wFEg+^4#U0M?rjb1oCC>QadHH*85a<ZZuAz=khoo9z+a
zsGfp%^sIG&UqYQMk#ZQ;>eVMGj}ODc1vzt03>0UCh<G>Lv39Zgqtqt^h@~w}bJm)j
z>}`IU5Z{qqR~Z8(1M9a?+&K)8)+I2f`$<KhX(A0{Mq9P1A&&I$`al3IZwRXw#n5!c
z1-5*yCXcD{ye9l@^`^e55JHl6U^Xzc-@5o{K2KNJ7Ijo|>CIE4RY{1D8wlNvd)New
z>CGgoj)o|->`z_E??d86y1R-JL~ud=YSl<ceqAxT_7pIN=axbL>n9k0*|J48a%Sbl
z2m9HJY8v|;k6JlPRU-Q+2X>XWMyWULwS3pFc8X7TnJR5Nl_ECM&UmD9Fakh#<QMUs
zGf05X-F^TPy?P#|sWrZu*bsTPGptf^*DY`xSQK2zcEZ#I|2pR3HAH-D0Z|T#f^4jh
zu?GSKEE!zKc7^*Aogx-kO}a^A^D0g4%yx+G%zKU#qSiD4NulPmh4CYi-1eTja8E2C
zj_|#`O)$wVg*`o<k3L??I?<nqO03e(wXgc4^z}q;sF3mD_Df@ba^Fo^y?luP*htk3
z76-y*1Nh5^It8B~bb*aIJC^la+s<=G9#pp`E5BU#2s;qH2++YM-P4xT1fW~$W|TP>
zaF<1~-Bw%3ptB}FE8>;MZmdnn>yB~H>6lmT8)NcAj&&Hwi=$)f`QvQxcB&x*L_U!&
z?7Jy!cNtzMOyM?Zij@omW9*}7>y6@UfH?%eRc2k0&gqNZLhvqhz%DBu@(<brbg<i`
zKigU1f(VzF72c>6nFTpA2eWj6A(8PJU{e*A7J>+GD!WryYwm%&F8z46*!&%dEu&wc
ziC<l-ymEihZ7LE(1<kd<qBAEw0N}3eS2hPen^kQ0s=+xDrcK>i?HYnwr?&x5^MSvD
zI*Z;+s~Vy6u#EWPeEEB0F(qVM5i8dkp$vR9J8cZ41CAK2Pz)Q<+*F&tIREcYXKrgt
zz$_a3{7fIp=?&9&K{TPSGg^MvvBz6?7&V{f(%A=_U$1DM-?aMB2MAF0G<V<=Jl>X;
zpl<L+&cpc*W#f1C0s=%4{kwns?CklkWY`%Bn)Pu1x2Iv3Hc-WqD8NVt0br4$KmcJK
zqSueEJ$b*c#}>Xm#)<|Ny~t<cY4C;CN?JtM@fMmOK<wmS5Wt`2gRN{=4>1}`b1wW2
z>+@U4r^NqPm{gu(#DtR<?(PW-ccAa{1t_O~k)PqZLL1yAfB?Aky~m5WpZT^!J?(eQ
zUI+qg%lLg}PJ)Ht9qydpHHF|{>_h||(Z|;)=#M~c`wz&Xr<qT95`mxaDmXy^aFsU;
zh#wI{pC&?{FbI&nnEtPL{CbtLL4av%c@UucpX&gY|Myq<#X()}_awtc^nz&F_4GAs
zPx6fd7y125{ni_-A}|~Af6-wU1n5=#_ZL{ot^I^SGShWTXAA=PExlQM>J%#RsZ&MF
zI|yI^EE;`<PjzFbF7JAha<+egTLuBPK1(TXlWDQmRw#$YcU{QWO;!Jz`vFXgZ>eSx
z)cH)G#ya3XOO>p<k8fd*epjE^bKuU;BA+@y08;j?cjp)oKm@~iKaZWpCiSnH=g&I<
z@7%bA5(sibji&om!l~5~%Jv2Uzm?I4Y9;9in(u=%{nEYZ3y>wFwC6aD0n*(BR@9f<
zPB-KE@0N2>(^CAZpSIv`g~YdqmpHniiDKo1!VH%<?HATAXlSm@SAvL5p-VMN<-SI1
zT0L*_0x_{)4hq&8IM9KC!WA^T1u_YiqOt^ZP)O!9)=sVU%{nQVs>9HWEn8ouuAK8M
z;qq`Q7{G;EHR&DDGZs!NcAJ9(sZH%HCY-RRbC68SqjmWOWM+L(`|WLv9fuZ+YTR_1
z8@ZJ=5f&~CWI4`pH?W7Iy>{yu(rx?AGqIg3`S{%zWE{;4FR0rHc8@GZMg|yI$XeO?
zZg}U;PXF9S(!@#C<XB?UM(59+K@7~m((f^l(T40pM9!;a)deR1I1ycymuyi~UD|Dl
zA8vS_C)A8)q0L&=8!x{K*hVmp$W7OP`yE{13r}Qqy-Ayw%xd0PT|e((BX<z^)8nCV
z|0T^t(%DK;ndUyw&5cuLv?u=5V&tApNy_NoJ_vnLEXkvqpAiS(2oy$UsYtnFEXnVn
zB8SW=#qEgI0z~3}ahKEmu$*>O@k6V<XDgCXLvuVS<EGD2QPB#CyM&ZWGXD;}r!I#1
z{j-Ak<Q=-q{%G(L@2vl=UJq-JE`5m5Uc_~@*pTu3IZ!!lD7E;JXKW0%JkpYpek_w$
z&8Omh?pfVFMu24HWOZ+?k4G*n+xPq^LxYiVK*TJX*UOw@63kd{#nqIySyQ#b&a4sy
zC?j-bWc*%5t<n+y(fW6B@#EyJY)JqD97}7M>|Nty%79ZGC|73NT%Rbl$9}a{rx8vH
z#K%3a4kc6($!8jRoUjk;FHKlgr$P>KKBc_$GDTO?H#&hrSNiN5_)n5!7M9<>WZS1%
z`v(L#7HQ+z^ZoX<6Q-4{DwXIXSaVk}m{IZ>_T2kfws|j8TyM@SNEZaiFFhxY+$&JC
z=%E_3iBY(}LH*gL#O$D3szGP<n%(3UwEYXFP;2aHO_JnPlHFSM(-B8qKy*qY*bmsT
zO~+%BsxkmCRVdGa)mjrOfjn-q&DyqS8vS!_9T~;3b;LzzgfYG0o+Qf~+N7hYOES32
z&A#x&vO1<WC%^vSK%X;AOnlG2q=9xX$5RsKY5SONc>S}43fD)GHo^8!XinjhA5d1I
zu}+7oA%Lq16R}2UO6K<ExO+G6cMk51dP^s1V2;w95B#Dff4>N}FdQ;Dk@oSQ$t;V~
zXBTK3_K^X;8i<27YJpJnqn0$azR`1j*pdOG(;p@YX$O+5!IP7t2aLp<fF5#G-Od*D
z?^~!}0H;FdRv9W|DE&Wq-Vt?cI;FO-zUP-J(o4wG6B?Xbb319%CuOk999$vFlE=#s
zi~+d5w9=ORSd4DF5J9-_?kRJ*e{%n+BJ;>6C-!{GX$@uQ{&!(dbNE2P+BY`|rhq$+
z-M+ZALVi9l;#3|tB4a+a=Nh_z6L0yKBxzfov6Td3yZHw=jX;kj2p|CT+ahhhIzRaw
zkqZJ?3_UB*a_Q0*<M4CkSMJbXOb5gc<~#RJ+f;;)1PHz!#(WAg`TZkC7;*72U<(59
zk%0i67OxmhZ`Uy&&v~yr2IEAl%pWRYxsBe^2o57K;TSC3-2=uNh}yoBcE~wvGDY<f
zai{1?;${{kCwdBPyMKx;)K_i3dst)R{P0|26gSd9R;bV8E^BVflTu4Si`0J&Hn*-L
z#}v;GKfocPy|2I(0Xt>YNzL%wm^|WGl^VHxrn)bbwJzNljbmdL8GBTOz*w0hq~5y9
z&HC&p5?GA8na^%%mWFq_*^78_dmwT3VI0tj_Va=M2w2#QDOzb6TN6`kjo6yIZ~IHT
zG&}=4r&evkF=P}Q9rS1Mm%wgrCvOdqqvhS-%aO9edlE+tdwd1|-J0y<>lVsC&DrM@
z-*xf92KKOl0i=4P=p^~4$;<g{Zr0wc4*%?S_}p7l_?W$wDf|lL{mF^!33wHV5PSW7
zSMVSAOg0-tB@>xGdH8W`tmz8~Zi}>)-cH3d)@^z-&2Kjt*6|M1XKr!j@8NvYYNP7P
z&K#P^>nDrsdzsJcXNCv~_kUSpN~3Hr3TgE+k9p6FIZ>R`hP8{t4SY{i+_|$aa8w;*
zD&bbKlJ=vszh0l9Zg6Vn8A#Y9Op<P*53-4g%s6Zw$Qp6~<O}=hxuk@V^IQ0@&A5|k
zR~UqU^unk#WR3Qrm?>CIyw(nl(vb`C{ryc%7mtIIh{5M1_n&fQ^~{s}bZ)(y^jX67
zahuf2;$|E1t1YEWl3d$&m90-!YA3I>rN_>tGQST4>v$B=p9&RGbo%hC>CGsq$U2;i
z3&8yqLI^Vn2`A%f3AAg=zFD?aUx?gge~*xck5&Y4WW|ioP>xg!fyvKvAP?|hSm%>d
zjW~9`uqE%+eXDxET$oVC-Hax6HfS~0K!z*Z<OkDaf|4SeS6=iDhZp^kp3!*eaiNWI
zC8D4tpVyP2YBFmij;<E_SsnrCkv$TczxYqAGl6{3RbR_cV2%+@wX13aQ!8-w7p))(
zDH17~e~%e<Ga6rM-j@^|-|AJRk}QW7dZx|&778YSXEud6BrNPy#7Lcah#EQD_ez+z
z6c>5LAHbN_KL(Jo*WpLIrggiR{HTO6npgYYKUZ1x#VS9uS4kYBxf@&oK>n(p`8QwI
zHD~=iW~+jbP|a58%lCD+%6h;T0KiKlK4wTEvLgetWBiEMB2u#+MqT3DK{7sEjeYLw
zKt_o-2;f<Ns%aQ!ct}ByV)CjH!)I&B=qW};!%If1M>;dlnA}8|h_K4g5|%GppXsLF
zh+Kf47g0e}KXPbBaG$sGq&XDerl8=s7I9cM-7Z?=ER`fdTNEGNaCBp{>D_*Qk@jN4
zZmy&)t0ze2-WFAs#`qRuBY3te_zt7S)AHHXIBeGU(fL^)Ob0tB_{?TG`X<zeKVqH8
z{>Kf90|<b#f71@;y;t`y*3u>2grLR9>e3En6`P-jHof0gkM>MxeF?UkB?b<41J(5N
z;>RJ~zH00DW5J-bq6ZyLGH1B$&-ZQZ_uisBM~_z0k8CS^lD<03Bh{W@2J)Xn>kIQR
z?8#j}>$Mr#9fP0z;Amcj5@!V?uOZw_f@Ifsg?_zimM-u*R<H*=M5%a-?T311AEHSu
zeti*n^f7eFe||Hc%DaeC1!b|TR&6jSNJbT5c{&)d#Ym*>!seSdnchro3|MWgf#t7`
z2BC0qJys$skZXwtc&g1fG0A6IU))W2PcqWkRkhG*b%rML_1?P0sF-(HN5SpXi_gz2
z<TBJ3pVGzZq)JM%7Zsf@nQfepPwX>q)HPbCqXtxAmk3u7c7}>0*wTz8NuNE(r+YwV
zIo_T`bQBV|w!$)#N22&Je_z#~uqJV~`J0arxtkNcbFn@e)zFrq!FuQ>snQUIj3RoV
zAAlrE&7SciR*ZtyyVe1@L$@Jg%Rq<`IVCjOy)xtEVQ^ja;Nu*BkN-@U5U&12oU*ds
zoI+R5f*pq}BA=hGhDSX44M>z)sSOm<P!Y>=X2z~K+c6iXBAMwQtgDy5UpRL@!!z>W
z8Psy0AO=cAD+sI+9qDG~SYu}YVOV_*U=F^BD0mMn@|*f}Ry(7d=LRJR4DOAg{goH$
z+6l>LVL*VGW527MPu`!|7};aNs~TPC2h2|=NB{(Q0_MHKD}n%-L{Gp95TM@j;j<^u
z{M%9fP_d4@E&0PuesN%2D0>>8Fy`eC8_&ZQJ%LqzLBAESNUlD_{y>!_ejD#}{V9=?
zZQ`n_l9gpERQ)7WaE|*4jjlSZv>=_%U4*p5ips)91QMUN*7+JM4JC7veDf-diO2!f
zicserpg>+x;DZZy?j5h%_fo(yS3#xBoO-);@xtL~d;k+&`Gog9AyL1E{Gcol1R&8U
zEv_$^*WP~<Cs)=7!{h|JMb*>VSNk$+v+|owi+n#L?e1EaUq9&ih~lQ}8D|Jjp0|FI
zC*oYNmcHvK>}`T*1=HZR-`A|e;QaLOOwmKIz<AH}H@@Eo$}L+%vu)Nei#o$fA16i`
zi*lZN`F53mj6#X`7q+FiAp`Xl1VhVqDJEbkin5;3?q9q|)y*o)W22;V8^Q>Gfz1{+
zq?X&-B{?%oodw}JrVT|{lBSwUkj(Gn=ImBz-{*vn5BWM~z}?bbFS7jQ<(5pe|8!o+
zDwB+4T<~+#;_WsX*ac>fuAuCT%Xpj}H#f*B*_Ag2Jgy!(uHGI6V@oRDq)W68c3W14
zs4N6$Ym@XM4!mnMZb5($wj#*<j0YZ~FtPq=?fw;|A?OOnC~P&}^uvz}?Useht46jt
zkI*ND8Fkw`+3>mXKLK_}n;lZ}MkQ4?v!>DmoVJl^|Gt7@F0X`)%%$Ywnxv)Pl=TXB
zc{Ys-ggBODpTil{VQP7d@ELefUK)njt&05By=eMb?6BTw{C2FK#y$dBK7Bm+4-6q6
zA93#>0h*_A5MbQQ;C08ZH~s^&DzfXCmGS+$Yexw;HojhO)X`Ee@9dOr>;wEMUJdvy
zw0NpQuVK7K7gECT%a>`#0ncD95^?nJVE;Yo>%GePjo>eK*7zL{R4G+`doL8+kG3|@
z?7I80q=5XsoAs1@NMkb<RGb^}{@>Vp%dj}QZCw-sgg}ts4hin=8j|1vf;A4op>cOQ
zfdENk!QI{6-QC@xad(&8`qtWK?Y-At`<(mZ-XG^Y=ST5$7qhx*j#+ceG2ZcxG2g;a
z=`+3wq6<9>XWXkL6z4*Eqx5Af^_lc<Bd*M%RbU3{+;NY~ALuVa<|(pO3bk}n6w(pn
zsF|Gbf}jywF+-DRk;O=KCeC*WA?PsOCR+=}jslseP<k8HFz}u;$vRI{qw2RW!RmZ^
zAkGj$E~TvFu#zG6%d#s0^TBx6*U0nK@=r4*PYSA7D^153e3&0oq9?U1%Ztn-dgc*`
z@N!-@SuD%Xo!U>CD3361KiS`3`siiT5u$PFl3h*||4doJ)K8qKZ<aN3>d+)Z_#Tqk
zY#CaJ@-bS(m7{GU$z<qyE?ojwJ<0?4`wtNz#^e%k;5@DCPV&wTdZ5iB2CGd6esR?O
z9i?LtyzdzGWH~vwWkT&9|HB40w0#DL_#IQxBcW6CL2aOW>uA(#menJ*SZ^GIhrXpc
zT3A<8p7uUrszW)LMEVer>2(<4UjPvkLN{kfxzwYsrQ56s%#GTDDqJ<Xhrg7MqpK%M
zjjt(m2u+|szuZsO&@i6fCFK_Ot=_KqeDfk@dVa60qelAYCn&Ox`UvdI5*_!*Gi4}y
zz|6ei17*?Vx88!#j@m#3sKl2vBtqQk3$=rhrn{^ml19|clgq|PcLpeDpMrQv1+<Bm
zQNx0dJe|lP39-CNLHWH}ppvpA@XqK)4+j%4qm}zgd2F*C$tP`LE<fYw&IP;9SmbqU
zrUancJGwHF2NX^XZ6K;5XFG2>Z6VRo80qLtTF`paJ#co6-x?{I?$NXvTrMDAmKv9`
zJf*_Uy;vA;mU1skl}lAO{(7taah#tl7(GjGS6>DFfs<tM2yu5k;`jqc?WlF%{Rb`+
zzrhZ2g8K)qtCd5})Qbiftv%#7N(!NT(H%Y6an~;z$e222`GoW~@09Lciwb6QCG>21
zs&+>TtFW@O_E<#2Etx-a4)%#@wOVHI#V7jmVzkXPhg4`TNZI1Mylop+)TaU!Ms3av
zr(`)KiA-%)KcX^aYhkWEfxAFu5(AQH_pqEiTeAnAtV$yx0{)`u%|n-7Ov#i22Csk>
zd1A?d<Mg<%FFa<f?St}UJc~Q+IeJI<$^2d3ZyJL%OYqjS5m$=IO>{n#GG%9QuT4Z)
zN~RDw0Np{^Q)7P9?~WaeQ>V5}IkN4x)J@x`VJ&)<ZIWJuofUj%B2XHe4-FxAQ*iah
zFk{l&YSzH3jG<jeHBl^fD4SpUoCy0B?=9itF{H?n1P|9fP%hFiZB1k>CsL7z$bo<?
zKo;T=@2ut4*AeM+E=40-k(Lyzeos2EH)|3_NI|rn-7s-Xm5B9esE!nR$iStSIcVT?
z7eD%xF4_lctpptS9l!CXWLLn2B5wpUwpOMu2VMt1Q2lxy0UYcUOsQ+<)yGqhqddT;
zBAbJlk5=%f9v-ybtzAOQbpODOB9|;c#s2vsUHnM2@I6z3H-#7N#j;Fbe*TGAPE)mV
zheC2tC_~jjbMFo2OtFQFI){GO$?F2YexB)Z&0hFd{W82d<rh&pR=!aBl8YaIO(0oI
z%6gIj`-xN;JsUo_a+!-M3$Kv;>CJhta?9k~hIU50Kzk6&TW#}CmSd__j(T{XD__J`
zro3C6Cezm}n(YwcHcgb%E+OcwcILY!dUDY9A0|pGd6B9mD>m&V^k936St3_fUsP<v
z!EN9(a$dHpUJX{#npiKu-OkCmyd>`F7n=J^P7m762=a~0@ZZ~L8?~4wo<{;*^#796
z%rox6y+U~QFw)hbT_fH?7EX$YzbkUjGby59K?h(`n6!4Z*jEwNhaJc`{(+;whBSdi
z(=lwcW3TQUE;R0io^is^0b5lIv%j??_CJ1Uu}o9CdUbKWq`!b&edx^qK%2cl<a?I|
zd2@AL7fqSEoI1SB*p5j07~LyYU)5ay9H|U|L{I>?54zKB5dB(nWd}rneXw$1c!jH^
zW2T`V>oZAlF2z$?q<_z0Ib}I2D!Pz;(uuCH^5KI}cM_xp-PS+C-(2R>@&ZGh&DmKL
zIe>`PuAGXCyiHvy`&QZgx_QxE=4s_>PQ#+6h8_`%UTme8$Dt(`D^Wp986-r%H6B_`
zHX!H|ZDIKBBlhw0+2-^<eJQPD)bi%>s3eCH2nr~Jth6FUynV_+1!IZ>8WIWX8RXz1
z@)HG2LK>Jr+hs`-rC%|*cZtC-2i5HU`p!M!eV2LQJ@joH6N1-~3QWJa8YKL+*rKL$
z@2D5N%iUPM9o|T4qsQnL<5K#nSf6#3t39)lSD3vbyD5k=T4&R=rZ865!4*bV%YTTj
zChy?f0KeqVG9ra{%5#2yWxCHD-QHg7Sd+rRn_ONQGFQOF(p>VE6X~rJPqy{N-pH~P
zdcu13e2lfkJlA*s$HGkdLP4IXn5EXzM+Am(wOA&>?gZY4lH9Yb2)9g~e#+7f9mYn6
zJB_fOKo=j)U-t<&9Mjp*U{&v#<YO~M#I)t*@#Su2hmzeT_UnA6pXCWK0kQF4eLHwl
zI{HPtFF;?Znc8kjWdjTpKtEQS96;>@n9I}n3mQ}F$>Nu^-?^o-g6?MVT%B%Ii1dBE
z8Q*k~22h>lxra7LeKd)+D5@5^XG$7(R$qBnCqQ^7k7GHJ-A}GDmy76H5*?B~kTpMY
z>g=AREGQ^DHO?(pY$Q$WU#>`p7@i`@BoJ%EG%!>-XP{#w!{9n=XukfGY0;=*!pdM?
zikgdUn9I~LE~VTdZo><8Mv_K&8+=(Z;H5-gsOrBO$>qj<ZK$eLZ=vgnTE)!sI!H6O
zqV@utBcf{!L9Hr;OEW=#bxv$}dSg?4OljC|`fKj6<&6MfQB~bze?c-|GM^1EXRsCs
zhTzaL`ejn#nY;^B(icfJ9WTWD;OFDxBc*^JyZBXV0G&oSI1eEOe4U)Nyuz!zA{Ff1
zcA(EjxFY*NHsPYq#o#Ui&ogJff*W5V(^72!Pe{S{_I@U$^hdBdvV*C}N?l)R{qu6V
zEGl=#a*NdO^}<Fe>>56mf;j6<JLE46w3D_5z44ZeI|~3k)$+|dZFPozM6^@JBH|%F
z0#B2wx{&V+d~`4CSKlbGE(M)%f#r9@XiSXxolQhHaH9_ebK=b)HtR>xI-wM1vg=p2
zXgw9CJup^e#-mWnno!RV9;ymrKQ~b1(g#&Cwk0;2bs8s1jxtyFi&F9&)hJ;S_cL>c
z3o*n=W)z-@<;BDp4mC40l|;>o#ZvbFra8QY5xiPM#2vf4Qcs9SQ4-hB@bIcy5^i|%
zKYYo(pyXDwe5kJeQNt(gSdI+h@nd;f?)%N1YKC$X<P`^m6E3MhtXV}T<-R!!QW88v
z?7@SSdH1u^3n(MMzDhlwDn22qcPj5EfOQBr8!Tgbr3t80i@p2TAIV-T^eX=49;ZRq
zd#84`?owi2rqT>vDoMESq~UdV*#IOTSIF}t<o->`F;IPa^<3cuux|ezY<Q;DWef30
zWdq=a{ggE&30ycOC7vPFEn-zPL0^jlO1@=hv5$(;CB6-0(rui-CB@e!#-&Xq0t1c=
zXO2o>rpgh4iwli%T~a+;p!?t%k+Pw)Fpu%bA-zP*=>qWA1H-d7UG@6m8ta8IYK5#;
z!mJIyMM5f{cGXW|g)$j)t&ios8*=;&tg<qwVe-=$2i0N+lcy#5O5W<56!Ul!O$qwk
zHWs{}Yxv5#h0_RcPin&_%AHm*<?{EfjjZ2UT*odg1EOor+K<%u^&`<_g<~??W#vuF
zm{^(YKA)1d-d%Ql;J}tA+P!*ET<6@R!w=_%>QFRm)Hp4#hs#NolyNUitVT;~1rW9w
z$+r%_t76kzIqL5VBvS~tLVmhc3&qvXas64{c#ALK$Q(p0JwHC^&%M#>3Gd@aZT9z?
z>{9oa8oCl@tZNvbxfcHV$Un6aCFQWlzW6a$zNI?Lhe)$tI-ufpO1Hl!($Z^3Yid?$
zb>%E5Z0qzoHcMZ--`Spvi&xFtJchHv^+N!!GoOo(^!brld#C&~sCPI<$_4?xy`&U$
zYmqx=aeZ-j!9|L^x6;UlFI{sV8tb^#y_vpDRjY$$uO_SxBe877aF3yup-&K7PHA-m
zm3OP!a5yZr7R{v6u?=nK+?s~>+OmAJAnMT&c&Kj8_TruZ&1)<Dkg-$HMuzSlJ$}q(
zwv(XVt;GAHKDLp~)lGalVHKlo7tu)SyrvFpn-V`5pLE<p>GGX7F++Pd!T5SXM?<Rr
zl_Fl-^6qSk)$fIQ)2&}`IgWHs0;|Id_F%3`xXHYcQxB@Vv%o8Ul&1|qSTvx|n-3sm
zux*0YQi5Z?f^y3aG9-<ROSZOd%C%QG@Fm9xBMP@Yb4-8k5FJ<W#zXGdY{9;VcT2v-
z=2FR~u-~2<H;`o`!#tMH>{-iSluXjh%M;3TzI<%2W$RmVYy_&aM_CR~nZ;9pVZM=b
zx6h&tv0?s77<&EDclpWNtt7B#VI?zng&K62k3xioOk3}{iVaq`b61xC(StGW3tm@F
zCdnnaPiO}fL?sv5%y;K^u3K0QS9HH6a!hRzDF}$P^mGyh_B!f#MTCg8Qh4igete-)
z<*PZL{&Ar4E0(U#Gjm1FbVzv($(tii_z_E?9<4)vRyRJ}l9g;stWnl*qzdgps$ndW
zK@34qV8A$!XISm90q)ll;6+{$la0BNt(qy7dp*NMOEG|)_M#X}TpSiy9D%E>c$zVt
zci>v?7t5_m*}SbMPoOBp%96RH;0SHTRqCn>!ILU06|p5-dP=KkOVM-FS{@VDwaptT
z``n^BJUKSaSZ>p$ny$+<sFIfn2+q)3S?H&Vf<HO$!{Ksa>KVr@8<A)~X}Dw(SuSF#
zezt(ZGFrM+a<Q@yZvxNPoKI*T=$#3n7Dq5icXEy@<8v-OXA=|G9Q{Sz1BX6Jm1rWC
zVbSA>MfH~X>`}*UA(PI?TJmY~@oV1uD%&%QrDN`7J)qc`a7bHvJBW}+uB+kIR59-&
z9@J{bwb<Mu=FQ%9AN1vE8i9zsjAPz{HUrm^WU7j~WvN@YOpj}p{R+WYZdGf-qOzaY
zClieb3FnWWCIcTEdhbALC&5*NUUya#WzV}sB&*~)yb?vIe$(~&*Wu9Wkw8)jb?=ZT
zPpPt+3XAm`)!*b9bu13@92?zHoHT6@T`4Fhpv+meD<R)n&Ml7Qw67qvotp`7d7XWS
z@!<5FqLWNXrJShcD`EX^ANFYiPz<8+kHzvYU(_Ym<SEf@<sN+UCKS2K`&haScN2I@
z>NfzfPO}hmSRp{KShy5xC#^v%!@QpaQ4hKen?rbHQ^F*j2l_Rs6hEALENR~*m^9b5
z_pI=#PZ7Um%GB_idJhE1$?#ySm_@@GGL9~vd`uBN!?doOsh-6_kiS@D9)!#$pCx!u
zQ_ZdfPE)&6`)UDq%wXleDEgBi5AT)yHOocqSLB`n#*DwF)&s!lS>aBX30I=384dck
z;$8q|_TI9z@2|kU?``Vyw^{w)fHu7n*jT#uE)vR2_@A``8i@dHI=wy*@f-|sP>7Y5
z6~wqkYA;FdQQ3K0O7+aR5<{Q>a@v<b@^iB@(^=)aM)b846_HZN16$u+Lj^c1!CO(U
zCQ9Cx)GrflDmr@I9W8;T-X_hk+H$j?Gr~qB{xWK77>RWQCKVweJyluWhLF!wZn+*}
zx*Ntipa*H<kUup??$*)}4y$6jC{1reNb7dH3osC7jxsED>>K8iS<6aC^33ci_93%W
z`PxVI(=%yiI<;dD1ATe-<`sutu7o?za5?t;+-ZSXT>jz2r4**c>7vw6Oo8mEhZLrP
z7W%!I1x2XdOuum5Cu#d*32zcTt~0q#*M;05>bjcOTXEs;qP{5vIG|!V)#$-CSRstb
zVMKn{QIBA{<TBirrKF?e2fM9R!tRkMi%zed=)5_R)W8Q)5P}=+vAOl<tfJp8>Tihw
z$nuqF-lTMQI;w)I@tJO9t^x#GgfWgsUGvjrqF9iia2>%Ld90I_lGZL;^w0gx^KniC
zPNjsiO(M=2ousj7!K7=}ML#7?^otFyh!u?@G)<`QGiQW#Va>=Oh#*P+r=RR^^4m)!
z5A>iUwtNb8PK}^DNg;J6{za}ZNgi$xpK=d1bVcgp__zE}T}dvLeOpCzLaAsgomlne
zI&4MmV`G*n;(~>c4JsxbX|)Dluta%1e#CL@?>C*d;6w>Z%me}CN5okj3vp{)>%Q0z
zr!&=9q|&TguL+jmE(^`NwdTKIWO5+n$Q$@Yej`kk&q-1WR5iF&6SUv|<pjHt%5t-X
zB|pV$R2vhphw@<%Hyg>!SXVEzzFwqUQQ>9x@Y84ey1@@?CTUCI36vX`jOS(@3fAGg
z*{(Yy)Oh@&mBgQfYht0ImG~^gS<_5e;{tykIz8INNgo_d2U+g*m}xv)@pnYy(wmpv
zKbGG4&3`a#JKt?kv@d9K<X5o3zVzn0$Fi%-fKmKH`@Qlt`&N=(uSohH0iQ<{2VMlQ
z{Y^gJ;(p4TfOE889L~KbB9`eE#hDJA-+vpgIc3T1%GR4M;BKT`X39utrdWSglj)Zg
z#1$4v@6FWy{iC1Bdz)wE_CPwp^G8dKq?K1mW|HUh#Rdzui1s0!y5ERcXG-8?w#w|I
z5=+&nwH0(NDP9OmTQ##EH>*euNo{IJt8#S7;HQXq@hXbNxenNVXuK?dqtTv_DF4dM
zX{Nq1f){Rpi}6}(@8l|o1f3|OT8BOO)d;^4bR(FBcJ*UTw&?^^J6Q*^Kb0z*@9k+q
z`ni^?r@$kmqbcX0OE9{xbE!;U0#->KBZFb=Vsz}N&Ula^konEEDSl6|_SdCpt)=Tr
z=N@(>$0OKDr6koP3)L^F4@(J~yG6;GTsefY_MoNNmNWcZw^uP+zA1xkMY-Xd0<NZ_
z+nLc_=9&$t($v^pCC%s`x50-8A;`o&6C5|TwsH4>vnlaJ2+0CqCewVy=L*IA!h8Cs
z!@#G6bzx7~uO=~J3-r3U!Mda!=p`PJTBgDqt(w8=34ztXRKDP9fGQ;-?_uIj*U{LU
z*fskjjof3axjf;jK{Hs#QuF#l%I5a5Ltc*hLaLKlw)aOM(%OgL`CLc$?8~&}ai97D
zU{J9HKH2?cRGTU`J?rPIMwjSiK$(_!{{e{s@R;a}+dpuB;As51R<F**F7Zl5Nt4vm
z9wC55-43(8zoWQEokh>pPAuFtP>L8r@(J;a2*po?475^(7Y_7Yrec0F7(e=QHHT76
zY-LUr^2JFB>g<&*<Jdn~fAuDeS=Ez75A6?Jc&RMF2l0P)zU1+`SR1_~zAU}J)!)(o
zs6J!{=?Y6fPm*{v_wWJWQJn9QdJGrsI;B5bH>p>Tp;Oa559k7l$(#U-*jYi|J?xj4
zuDxS{kk+R`aySIMLz8(I+RSSxW^DbXCa->w@_k3vlC|aB-fjs7nWZvPd25P$w{no~
zbU@a4{3|rky<WWC+4kuSSXK+2N&V#k`p*OT(y8NWPfL<GRWM@!j{wO5zK|GN<?~Uo
z92*@Pe^I?nsaeQ`rZ^ghpQe;_XGAD2dG+o`nl8OzGTifEUG-uikGaX2D>hV%i7ZL_
z+`71RwU-Xw!!~XtD%I0f`hp`%;@I`_$sX#&3wVXH5ue+WF~niT7USaCi-at>3`B-=
z$j#1!G<t)v7Oqy453dPObnCJYjK&uS5w;g^XQ@14=5ME02ITnX5e`>-cQh3tZyqLv
zd}#A!MA99eWz4R4+O=t;V_A$-SJbb;VP}lJXOQ&O<B6AqK~^cAAg@?r%azgBohU!w
zGPX-;Z9Fd#2vH&&C{-V3ZN3rpt$H3!tIb;lLI_seI6KKt1b3A$HBKrypP*k7`*kp?
zjTCC4*)}v`^s<qWV?I1tv)HxjJVd5+5%QLx0Al?YmfH@BDE`%%kham3Uf#0aYS(uH
zc&(XW#azv9Qmg&`NsB$rDRnX{B*wz%)f09%Mny+}n)ahmMQRy+@M4N%Sc6<(nhGju
z0+r!?lWQx`?QjWd1!Ws2+3@+LO(!XJYij88{aT+YO*56OyP!axiqt#uhIvz-<NacJ
z%pegeUz}*Vht85I#0Ydx`%cPpbB1b52o0)~$rP=4KMb<2*@@84uo>4kyj-P3uS4z4
zc3>Q8M#1BDb)=IL3o(&m8pLVZYi+u;_<BD3sO8X_U#4a7_;$iQ;zl-;JZIx1j|VIw
zi~lgMbrdQerMkc?WDvQ<<3m(^@COb}W=H0!^G@0QXjySfIqQu7PFG&0{j#`qI;lk;
zO{w)h*FT|&QLH`wCL*3C*?vmJik4%Mk<?yG0yp>#Lk2ZP2P4Jnbz9@;M&iMM)aevr
z9`5Gr^I8YYswesf@k=~`0Io;M#A~-daE)JX)n89Aoe9s|`Ri9Ic@NE<o>z8L2Yz!a
zan-L1ko(m#jxF$ct!#t|G_x(I@mLp%pAW`|-I?HUJgv2NGYTMN3UxCvEp8j$s^eEF
zh(R6^hMoxuLKKyMvweUQ`&B9n+^^_}qBBNI#t}?ti{RopQyP&HB^PL<$!3kaKyaTQ
z6mtw*_M*5eQb3WR1J1`Pc)O)~46=!0@CQx@2OvD+od?GhZ1}40>8qRTn8#3DwToS1
z>F^I#5P3j<C^wIaQAEuQ)_WJ~-Pp3-I{XC)A}9TgZSWW4064tR&#qClVSnI$LA&3*
z-2Cb<wyZUDDj7+8-4w$|c=rYG$@220HE)jvu}sm?@?yj=A@u}0Ya7~YCOeT#yyHQk
z$j$;(-U`{9LtrP8{E;hBj`P)rkUOQV)*F)ZQb2iBGDCJoR-c~$wD^B~x@f80^q|mt
z-aA+HQwoGuWvG6?_CGq&7jG;AYtGS=4O_eQtSoeP^4+*xmobl}IlqJ3#L`2~Kd8O`
zC1xJ?<9Yv-N$jwozFLC5ny{FNqpxtMT6Jy8h>Qe?D|lcO!xmq^8N_j)2pycLYu4`e
z2uP2XJf{+gEZxz$nJHLW>BW$A<x49~?=aRNeX*0U?Y(+Oq5XY5sgfzIDz84PVenF-
zp0u2W3fnURoK!oOiItQJ9;|DMu|es$M=jO{4IO1u+x{FmI$obiUcDn8EqMEoClB&G
z?B8aVrI^WA(oy4x277(J0Gq}oBo3ak@}_g_eZR!RS^m7N^NfdtmsE~t(iA@`tn2=$
z0&#;KdsI^NBud~#S|5L1^z_G7k{16D;VSrl`uxII>LWBp=$FcIeV%zi@D`cjpuddx
z3TyZ66@&T-Tt`uFevi+6bdd*B0pb1Ffn!6AB{cWCbl-_%8CaT}dpA^GBHD?U7-q?2
zDK>1X>u{-G!#r>+cmBY!y}Kc!!3!i$=e&9s*sK+%s=x6;G<p`TBlyNegjlnOIOljJ
zCmK&nXpSP&=s=~g5HtGwqh$%tJ2C&IlU%K2c?0TR^{IP`$L|0w!xyqk*`iUJe<^nN
zVh%Ek2teHu07c}Dwc^e_1zmTe(jU0m)(=OxO8VSh8h-<a{sM^p{eU0!5(m~VHgy2n
zM!tjI#lW`trH0%u@h)q-GSu5V=1H-vrqAU#jAE!0t}BMLJ13(ItF7*Z6FFkAgEx>0
zO$HP1Xx2s53XC@|WF*vND+^Be917L*^>n7mI-vALLm&R%B)$E2ZBi-(pJu4ea+KtG
zYlyAEK}xF%somix`iACof;8X%z~%f6jlb<_86FecM9u}$;2HpV)Z16n@!-*U>TC>I
zs^+ET(jGy^S^*aeehV1%|H4us9qk&uds97ne+|B)Z5f@ZnsfGMJWy;{-qd*)a-Bp<
zye78(`PTN~26A)WV6GOzJt=rPy&=OxwSCXDhk2_aO7i@)`t+Fjj5`X14_bjp4}=L)
z{C@9#ON{G3Hz_5)O-x$=G87{BW{`$Zh}l;h98_`CP=V?@+_^vfr3ONkq4dQefY|;8
zWsCs@p)L(6BW|K6lX)MxzJQN-CD}HWb6@x#L8ht}CqlbY61ro077$I;7QVP!t*l5o
z7gkSF{jm^fYIruMA=w(QtAC>}aH*Q^8R-jOSmLc!@6(ma(cTT!0rx}l5#CO3@1#q$
z{z!tCr~Sgbn4oC6VqHtMV*Rd@dI|;k(siw@_{Lz#^`6`T?nB_r-i-)0^kVc@(FU>u
zG*;SJ4888Z8^3~jcOE!Br1(p?-{0OVTmzv<Z`Hw#@kdbV?Uh)O%CT6n^0BL`ItfMS
zQP^s&!R>V1qjgU03O3uiJjicfxl6@cAqU#&*R7@6dcIWp(23_lW~7*StlI@4uI6u!
z2WROGwd$MhQk)}9{((DK26V7Ke)bUC4UObI@q^rZz$PS5{R5}B_ZO79)qTldKDvGv
zyPE;s;D7NirTTA@ZZWw%0*pkAljk}hSek}<5B}#fyPaNUAk5pqlyM2XUGltt%%IOH
z=4-)CBYBzmwDstYJ-^$uSVX*fpYQgR1bT=o1*SrH+_{SD>Yxjp7kzn|Q?UAExt<!(
zW^qM)lIxKkBoFNBdX8TopD0q<tz04lOT1Mej_VhB>&&OeGi5?IFi&`0!0DE%=2QDw
zH2Rms*Ztuufn<y3`JDT0fQjX?uQ-x!t#H<I)s>p8oDs`)tSH<V*}UBOw3j7z%J?Iq
zmpa0Gk3PSy)Gh-`|K=YL{qNKNZ>m5!fN3oJGArX7jrOnD<AIH{(#chHNMCafWVQ-&
z|EhFw;pxNa>|;=a834lkCD|9-(f?v1{U<)L*WOv7<kX3<yCYAw|I`^_Cj7>)IEpA&
zyh~j?r=7mz5C&DJt)Z|`$U5mv>n@J>A2=V9M|!|?a?}FuAb<08YkOK+o>%-_^*|=3
z8*8+YdJ9C>?h#iZtH3Nn75k5uF&%>G?<Wr_{%f<LnW`h79!?e@$xKI93Z5kq;j*;G
zJnKx^@)LuR>2!pc01pJiZAbNYVhDoz{Jccvnoo2*;L8&PiS6o4Lr#f+T!U7*yb_m1
zS2L=}$VM@4$oh*jv!~YyrOyarw}5i}=cZXy7gEn}*zh4^^#wpi1=k-qe~Q!ZZk5me
z!+?r~Pkm&%Y=FW&jsrb?-JN>L3U0jx{D*a^$G3XSKr(@&8jv($26XU=HRId=`fh2M
z!xXpgn>2x}1E8iW+_%wZTu28JZ1kRhNB{99<g|1GNK^a25A>fTgm*8pzG;3*CP1xR
zQgardGDVhA^{*7}|9|H&|IGi(8XkQAAJ*{T;`{Gwc<>AGasM|pJox^7(}w>YYIrEY
zr~ls?9)GJ%@_#}N52nCb=O@`k^#<P+W9iJVxVXr-;?Gs^OG<k7069an^bedEVDI_F
zgx$(qLGEr9A1<p7nNq?e+<PCX?^_=q>7MSjFn?Wz{rz7WtR5nG>jxW(#Hm;^VCpJM
zY5`97x1?AJZTdmvEadOJ8Mdn~5L>=L-Wru~N%-!JU#iE~202TAy`XFS^&Y{|-4a@o
zB9gqsxbL#{tBnLdh`oM4N<Fa_>TL3%XPZ6EIF-ReJqg@O*d&GbI6gmU_4VU7Evy6q
z4V`;Y=v|bT(V5NCT}+^em;;kh#~(O+VTru`^7-XBG56m@lnA7zsZ1Eg-bjBvJPmQ_
z-ydFVoqoD?XI<=MVq(j{aeTK_keqHB^7j*eWxW+ZMh76P)fq#q9yE9x4WnK2RsBtY
zO_GTvh_df<E%b3{rs88>cdzg-7<`c@En@XV!n<(&3DjB2RhTX*UXPgTCiN$9qT(;$
z@UlFUiN&PJ({VmW)?y|QP0eUA4&0D}YSde>xcGhlDIwCr>6UAWMU&Px$_`~F?YlRG
z-noc{q%cPi5y}}wlX;~>4IeGf-2GFJh#`oO!FN)Bbw^IZt6`P+QR}O^W|5=<ry*f>
z?1ofO47CAItjJ^d-<o`s@T&9SacfFrVu^7aJ(l3L4e?<Mvpr!Bdn(7((CNF6f!?|M
z@Z1*V4b8|Z7Ez|G5;bXu2L)jrJcLX5#ZxFM>2a+?ekRmp=1A~dZ8bUezmrfR4t`?t
zy3JHSvP-?$GcP*^Mt=Jb+-Vf}58TBWIpiQ>a_vmC$n2-^S+v;~sTe^VV7xQN-|zk}
z^85g!39gjo?DKao86Q44*HEtKK7e-@Ey@FqjnT*D;jrZ@$O}WoB<-mhODx}gHt2Ee
zR(YPUfbXvldu6xE4r?ly>{TD%%NajC@fBXV8d==;(M$G33rC@G_Zr*W7{gN7bR@qq
z$!~WVy>?Mo>wUXPI^E8G%+w{!R4iqX_ns<6dP4K%=~4#5?0Lz`AGjXNc&dq`;lVU!
zZGPP}=h2-H;p*NpO=g9oMg@yB@pGeCreYs;@b)4e)MBnxen~E|Z=_g4x?IQhYa5)0
z%+RkL>mdz}Iwx_6d3l}a!P^N~`SvCHJilvV49Ds=eRw_$yXsLD;+Yt9Q-ur?5{l6a
z02!UCV+L%m>k$xBe5yZ)m}xhM$&WwYbQ&Wqcy2dI!VK&kg`sISj&1j|YOqzTWO3>W
zf2EAz$BLH+I&K4bSn$1c2g-At6SS1%J+)pK&=tliqFxrj#7o#=$@!fRYVSi-d*a-e
zLzg5;OAj{VUxsEKQ!Td)Oa(0a8{f+5rfSv1Xev?7y@yw@Ov6yLSJq;BMO@GJQ_z3d
zKkCaOS%|2(?R&8&=fyzLjHW+uu&h)T=nIs)Q3`)<w2N!q-BBi6uN~T)Z+FZSAJ5C+
zd>N}O2SU3Xhqcv|>eYpz8LUcYXaP50>XQSAMqncRMRRH?OFQJz*^uW3@wO32v^t}3
z5&c~qe?F0tMmK^`N^!SbV9b&~X*H<9M560k46|J|bwpnS=<K|{S9~&onU<48KBlsu
zgb&Ryoflw}S!E0UmKPP+#GfSVI)~%W)|{IQuRB?u#qHQI`|%XY4Wwi8=ja9C+ovn@
z!u%ZBHN<VwcEUV-Djm*x3H5SIapUkzRyTWo7Ekiv4jDyp|0uz=^NFUO<@z*p@U-^Y
z{zUc4k)|7V2r?!lMg1sIA61U-S8GmmSx8Gu@Pz}}^5zm&$Q`h-{#L$+%2%8yKdmuB
zZp`l;{3g~y9PtWi^3GXy6FNr#q59D06h1UZy@uK@cF<I&*w0d8^B;VMu-6vE${ckm
zj3c(joz|*5`P_FOcJg(=v+v@xmp;;By5KHTfTrnYtTr6sgNMGCEp6BhyO)QW{I2+n
z%ctk4okF}!@ryf2l*^G2VEMDBcj1UOks;w?_(J=}{-PiL&km-|)X+l$m`h%tbU27p
z<XNJ$xNuW3OuTj79GopaGS_;ER1ms3Xf(POX>agNn!gZ~Pa-?exoz^+PtDLj;=^tG
zK3LkXsQsJ32sq(w><8M_E_@${cx(X#&U@&7lTvm|vNQU0P<~BIq?Hl|$7I+{JzkW!
zGy1?|7fzikteH->xoVnb{9Us6gHWTjNQ;u+-IOK?e@#q)Pq`&;EM9oC;VkwiakAfL
zX+`vDw&B`T;K)=RP;Zd%huT>d#Aju0)(^E_X4ytEMcQ}Y6Ep(GB)JY$g9m>f5BccB
z`{;Sz<Q-?yy2m@bCxu^{mY6=u8d?0=MmiN%s0oLef^w{0t=3%}koOx;J`?>w<p;cU
z@3O$2TF%tryrEN^odfvOw6#|)t;Bi&W?p_|8MP>3oWKH{eEl9s;Z^Wa``+YAVQ;?H
zfQAGciJfS5DSlACBB>%$V?Vk0K)Aeyl*Q?o&(0SeBWyO?Vwc;Jk8Lio9&W7<s;r62
zvd1UEv$7M?GHsNBnG7g-`@9QQl-jlPMEuArO|?A@{w>)>?$;6SzYpOke6D71Hx!$u
zF8zHMcwJXhgzWXa3H++vu+-khg*G>g{j!e2D|-@B%hUZG^OmBgG!<hXMyq(ZLmk%q
zIk01)Ph#1UZF$pvreIf|i}(^bK2*AYPffGlnFvD)(WQ9yw54i-iG)Z-C3IN?%;3dR
z%3QB2s4TE)n6sss)U`(}ThtZLHF-Zh<A@R8_&RbfRB-xE_+6=N`{L&~@;F$sXZitt
zjo6-+W6}Gskqh57dOc&IWBgbVBghJj&BG7b1;6ur3<cGG2FZfv-!65Xwp^L&3T}-_
zTJ^P$(33&=YD3_wQK7DRB7!PBLFuIBYYd2vDbuFs0#s_AiQWZCFD!ZYuNMsYjy5K~
z(bP4(Q2l~?Di{iGSc<nHlhzYKqFX3#8opDu$bijB>&p7d!)XQVIN$w>w&NOMxc8n<
zff+Mq+I|f4D5$MD0MtcPHI|-s&(`mPn6(7Bc_W8amo0)h;t-gNGAnDlqLCV2(Z?4y
zz0FeF^C%oU_<)`$CrGcYw%AZho{MZ7c3vR^usjruC<nI&0D1X<*Z1qN*i4Zd@hcxf
z!oqm<Ad|P5d|iZz2L3j$s|Xw#O4c0J;rf`84*PBCS`+4N%Hp%sU+EK;w`|XTF#swE
z_@P}>$MhwTP9KgjFFE0|-Gm?N%3Y1iD#B<RJY)Z$`u{U_`nT`;)Q>K$Rems^LfqrQ
zcUVTRQ}0Zxud2Pm&sLU=ZxahE86!Sv&^>kMB>x!U8?9Es()|1*xJ-XN+afLEJtZ~$
z6)b;gk+LU63qx^8%Kl5EI{{<2YfrD(@tI<L=)G2Vzey-><gl6=n*AydqQ_L3LMdDu
zVIFHHp92C4DLu6ZHp7^OGXEeu!a{gP-jP8<cE{3kd@O%tWUAiP$jZ(U9Z`uNsLGOP
z24A3U#HVTcm6FyDTH1C#kw_o+YP<>gwBZ{xWsJ+3eSA$^jH;N<c;xCA6qvlBm|wut
zfhWwg6w3uQOP!4OXw$>grXy<}V@TH7M4EzY#Cu*mu!kpN6Mgn3O(KxM%Q7qn_q{S=
zM@gbn5lA+?<1SE1r({s;hn01NUr0^^yXE$4rl3RyrK3%gw>y4%g=-M<r}WIqslXv0
zHHgZ4@`P8}xOqxZZv@BQA4z<p@8wRzxLm^zLh6CKfqBEU<TGc2;GV8V+}0~IWV9Xo
zes}48^e2<IduE@3)m6ArB3{e{p;V4=$F<MSCc!!CI^tnhihWjR%gBq=H0398FNs(S
zL?*-3qUIhk>wyOiL!V~$^c*BLX47ulYc<o4#!%OI*Am`vFfhz*f8&&RK@wV3kSoFo
z?)pOZ2aZpnno2OM!2T-RUZ;S{!Np%7R~TE$xAUx+s3ep6%}eQ=avUU`jo=HpxWxF8
z5>+naC-88`Va0cEhpDyn=-3weDFQ2YUk?`UfzMeCo~GZW!09Px541qAcd!V6a{&xx
zSMBo3tN($nL|CGTulVmLmOn0K0a2BA{|e9j8w};;cXqy)d7D`%N%X!;D)JB9=b4t4
z(qJ+3Vo4JHAmS#6kIgk*j(^~+X1?(+CV!GZp_Lv%7N05X^onIjWoPAYKhUW4NRWoO
zzOcT@%b2GA#_r3%LFfBEhsw|_8RNn1i#W2t0n|FDm>-SKAy-5YBtBh=DeAhXH0a4a
z08;N0okH8oijX<Vh%sf}3{SN>`_dh57mzWT8*;h(wtod>^9kJdzVd~xkBaI~Y*DsX
z_v1DkLVlA8K3r}^0?5s8zS-(3*5Se}D&B!ndL$WVQoMfVAo?W?H&M=UM;O!ECqU6b
z(}pG&7%(@&>@m{@UrL>;ISJ`ZG{w6;O}izgfiIOW+uJBhI~o0jM#Y}M7WxKOT55NZ
zPfN3Er?3?PVJYiv%Cb&UtRtPc`kzPwyK%*>sBVFZ<IbLzgZ&+y)eR0F9$zkz@-Go_
zn9}Ga$Ghbt^+a;L#3x+u?DZal-u<>gbfycNX^?)V-0R+usQ(dj#S>dy`{7P_<PRKo
z+L}`dQVXql-vf31mz7S+<Q%Wh<Ib<MeNhI>`5&@W)YMf;b3NqYW>Gw02Qt+tEJw#3
zQ6yz<ghll})O$6240y|XYNPx*Grw}Dl9g6&1E0kmy_x!(BwWdwJT(J078=;zcu9_z
zaQ}g$Q;gq<QHn+lXd2Z@IKThMP+i}?i)NZV{Eqt`T`*BwfhLIj`O0vz3p<edyxHH8
zfL5AJzRRHp^X50yL+6E?6~c#`8rorEkC{xG1MH=@yG%p`KGI4mikzHlJZd4nDKgy_
z1HJa!oXE>WIRznWyhsAcys2^9=@^Zbkx)_%oqD#xkosP5!N3q_{S6P*5*vv&m5rd9
z(OXg*{$WL`L)4)dX-ya7{N+6mQo8XH&3pSKvxMAc2T?0naLHi+WvKd`HT9u|)}rkD
zuklL#+{3Cb<Gx`ald2iGP?3DfMQ_hZ>}%>-0OCd^^s*h&Hto9>D|+JZ6p&T+<YS(x
zSGs!@_;b7SJ~3y%t9KA`$>9PV1rrITlKrlm8bTl=&fl9!|DD&XTfg<ySNpD!ma!o(
z<ZQ5{KRCFWHaCk3xZzFOO>Ooz(PkIRO64l)0R>cE54N>l;zT|_5xYLJVIo+MUMB(U
z<`T*1xML3!ysgfS)^9)iru8YV`X(sCMBxz;3R)DOIJt|E^Of{~9K6@PZF2w+pOkvD
zI}1tQuSr;mw9L1dAYx(tB13`|>?iT9`JZBK@cI}&lVHpqbb}zc4<7($-)g31qcl*=
zq6pFfn|^Zn_y;ay=9_Tto}8~d{oW+*QLgaho3W;Ii~afy(lNM4ums{|n$e_3S`XMM
z#`vvS<S2K!gwR_C9M0>vs$od&&bIIB2z!{+%F&z%K2Me=JgB@Z(fFKmXidHIGR;r6
zv0mB8k8~r2$#Af9VgY7hOd(4cT<qRo{o9O+vb^fHtCk~Q$iXqm!%>&E5uBf^Fy!EX
ze4tZ-AM6{5CP+MdXn~VmGouVcd6$5Av3!GK-*=tgE8FdRzuG7L8Qug*G5)eRE?L*1
z=v86XB`tUZp!HTw7M-wlS90J8h`Fu7s|$><yBE~r_pEHn3ktqO%yb$SEY_f`7JTK!
zk*g`Ot()cOSc~#*W2IgnU$fJ!pdT+5i;Wb>H(HytuGTQ}l-om0gmatWl(aukC+Gy#
zxZtelcXH>WeLes2lCH+PTodi0nM$T<iYnq0;#*}`@+4G!%<3tE6qBrc(s0tp>C%^_
zFWPB}>tf(~zc*6mnP1D>=SlY&EfhI6Z3K@^kF)9&%@7CV+Iz7k$l3C8_n@9aP>0U&
zv+n&X;)}y|G5GS@N;13!Orr5$)~Jy-y1poHQZ$7|Fyr)6%StT~_II0R<~?Olo~~pe
z)u9+pE_L5%VsOaW7rTXO#s$=UY1$Z5)k4*KjT|XQ7%zT7$j5)L7H2Yj<SGZTwHxnm
zvv1?k$^1MR+jSq(NqDRw+x*I8__f$zxGuLAHL`5N^UA1K0jDc}hiAgJvDA*ow-w*&
z>`dI`E<Q#<pgM?8My2hBbCmOT;XnZIm-g?yl*QAPWey~U&LZ@j!PDl3E+NvS#BuNK
zhr#iQADgC6q)oIwBI8cJA!Aqq;SO<4{2ttU|C78vXSjm!TzV8NAM&nb$vB0vK0?N!
zj8>l7AoniO|B&%1xkGcXDQDf6Lnk8oniqO(8vn^&4zEih+qMDHsM5=90Y<QE_fWET
z#GNF11^2|nd8{+s-dCUvrmHt)!2f&<_uFk)xAtjUuI7D_u^kH4WHsZ!L7P$4IB^Uz
z{%}3(*B>r)3%@pBEGL%Z`3^q}8HrvMIt*T8iyvt*Tu@pYkq-2JbIT57;S9dPBg8Xo
zcXX;wK2~aYNpM=)=<^!V&wRT2<iX-aE5dYq;wM+R9vG-TF)e}P4bQ^r;-n<;{y&8s
zTgacX0niGVeYK?MWdNboXQpMnG!SC(TWsBKA1I6HK=FiM1;2B^<6qppWQn<8Xu|Zm
zyj|r$)x<QuR$9`#F0VHY54_Uj8EmbLoS#Dp_kNcX?6wx6-@q<n2_BSG?UZ)q(*bqY
z1e;LMw_Rqesrc>-u@D%4e*Mi(u>_nF@9xApo#ox<mOXu0j&#ta;}2(ls|p(X`E%jW
zesZAzRz4x+O6iLm9J!E69eK3XuH);dfl8P{4H?N%<VvciS{k?4P{fvNln;NuW4Cuz
z0$S@a7JdIUju3g4bS9_JtN68KNM!gz`Me)rGt*L45&o9fB_~{`T_2C-mq?RN5<5eM
zfvhz(^hO2nO5Q9Q^de7>{Z-M4;Y!X(ELXoxh4hZC?8?j);jBbxH-STCj2RUj=~vXP
zsvA(%`NyxnIl{COcp73p5_fYQl6nQ^deB*PDF-#23qBEa3DWo{lrFGNe0lkSaV<eE
z^(Q7v?|g!kHFqB;q47}(>hZ!Sou4Ly#!r(6Y6ei{rp|X_#|g6U>SuLCLma(qU=87f
zUbiL)sj|hnEA`Vfmaf5ENt>bUmML=Xuf4`)k@HkOe6)X~u8~7DDkQI}E$JA@aiBF5
zwP2_%XYE2dGC;$xLr<-$$97s*Gp=>KoE;f5)N8|W1YPfLDYVC>?iY}OXKECw&$G>)
zo|%#oo|VTzL)wH|#CwVa-ug&Y4o{+waWL*`lLTga&@^vH(o{5^m>N<23=X!}Q?j*i
zWu`*mi%t5<kTZxjmiIycD2^}xsg%koeAlCOKDWj`cV$7#*QJ7rV~OdNwvnRdvR}lO
zgU~F!=$N1cD`c6cHCN8z-lOA8rdmO2z*3sGNG^0+G>2dqUe0C|AlB30;ByQ!u(2W_
zJaQ*=H+_>F#7*pf-ph&`epf?FB;4KmPX2RBPLPr0K5kX~8fYLFZrU^o)hm2phlTV<
z>b3lbacQxwsMMSOlBi2gL!xGe7K@w;nczER$SQ5-yS6`Ypg(XoK<WZME%wE*TI)P#
z-sljz6w?syQGnvZ=8PlD$T4N?^BoU%UJdcDbX+L(4QYb*uV9&ad(8}?Z;MU&j?a6A
zN}cw+1pNRLyG`E6vZ6%Q*<G8en3s*Y9tS5(tI^rS{tZk3?hl;PG;eis*dSWHu=nJr
z#uv=mQp5`IcIwrFdzlv))9|>{_9m_*{^m5mGHyH($7*6%h*-ZDl2fr|5$pXbD)#r9
zaVYq{m-_d59A!#;!C1Q;*$<a<AX&(1Y8ZX-?K19n$4QIAn}*jPl72_Kptc2H6?#~G
z(s^NlRNZTC444M;=6m>#Rl%P*fxhR<cF1n!Wt!P>^jIFB{17{rcS3`VR?K$QTvsw6
zc058VERXbm;PkYjdx=&^LjfB@r;r^H1ooO_Roa3IX)%gb0n4-qU_P|?(=EIMateVM
z=jw+lE}D$YhfiV`Ghz?B%30<09n!(x@WXJT|05jV!uXVNxo7jt4nD3!sUTN;a@2YN
zwJ6-K!$-n=3Oo(j{?ap>H3^@v*r^G=I&dx2upH|4bsTBU)K-$Y%p|>Ggp<aF|1kP_
z)7W0?`ZSCG&cVZ8nE}o#BYa1KJm(v~BK{!ZEM41S>p*$aHQlB-boz|i)Z51Fsz;2m
zkn~j%NJ_1n;5~>_*27-QgQiJkDcqw=s%qmvhO|Zrp^p29hf{%TL(x}%jcbfF=!kW-
zdEytl;K`IOpSNQz!zL_K#&1aB?`GMlI$ucBHgFZC{rXWf@ea|-R%NCB?i_`YKUZ8v
za&l>wNKiT7gK?l+DDdlphYGor{Y53#uDnQ8Q>QE3DcHi=NY1-M&2)rAb$lp(?vXB3
zK-hKt`&*Ev%{LQ+-}VbFqr@iAq~hc{(ebd;(jXr!eo>Lr7PonidNG~ZCAa_}lSNIo
zpOZ0Xd1#M&SVU59VhU4*_^;^mydcDqME~KkbzQSXI6=<(%`lcw`1iIG)khMT(=-=i
zdyLwy^xE`Ab|z;fUu#8?*iO&l^Ap?c7pFp;-nrs(fB+Z!$RtHXloqU}`)ZWfIR);4
zrUhAX87eu+EZtsN!+#YF@i(_WlKH+6lve)UBIdolnH6%?$47=-xiS$epafrq{%J8g
z!<@=ug6nIYf#(5$yYX)~Q4V44a;mHacr!+iOfpfJ*^<;hcd!|#N-$+vk#Mr-Qfh!&
zj`M7{N>9-SK%o%O>dhXcBYo=XNJs(I#s=#nDF!%8lyPFqL@n8&7a<|VWQuv1?XZ#J
z?xN;zze)c*2y`Ho$@Z`QgTB@Wm<%~kd85nE))j1v=coS1Uky7f#JoGJ1}>9(#>=ev
z#`T_P6_DNIEns@DW&==&hlPh01E<CU64?;Y0%GlM)&(JIj^3~sqxkI&tLAk1DCKA;
zEQV%H)oF<5@q7f%*w-VuP{Sq>4j(;^4V!4fw$^FnrEytufajrGjE_6E5<~nt!<zX~
z^k+@=M5&4wZ%j!`i!v}~a!--DJI}(_Qh!OVh$7(n=5;0tD<@(gQ^LVDsDD{U^3x2E
zMc9p_u}Bcf|1@#$&DgQ0<*Hw{0Ibx&Xfamb0z|{><j_=J2$l9*1`!GLEFs*Nk-0AA
zfA1e|>woIm*eiw)_eyr<Dcs3o&tBG$lL_D<1e^--#8{%s?mxAzt9K;mkSY^1pz{ts
zdjU+D6TrYng&k|E!?OL8Ak=c;qpi}{lM{`RP5QJX3}t6}u1q**D@Y<p-^E5EiAAXT
z6_44rG-^Q-k7`DozLcRv2pC-vb<b+!)<vEqrB!aw=cTaQYw0_n_BF+6`uCi-VGluf
zsx|ca1=>e&Ci?u33~lx@;C*LH6Er?+$KWRhc1eI@sr)xWoBEI#Au!k-eN*2N%g-Mm
zWz_&)FnH#N03*)<0!)A4E|JnO#3STfx=t%zbiI&Zlznf#Mo%Vi@MSn}=#|66fJwly
zdjYoYu!ClfLGSyQ9PbIT8^74)o)uWz)4CQM_wy6&GKO@<7}mc<!wS<%^wD58B5Ffe
z<qmMvx;$P83Vlz=f5~6e6CEnU<Jn~|Z(BGN$vO*%Et*mJVbgJ<pf5s^J!x%<53A~+
zu`WLXXCX&rD>O+3fmnm+omse#R-R^={X_#@;8Ew{dQIdA*xX6T{5N$d(UYUbNXCy4
z1NmW{%|7Z2`LBvEN_DmS$-2S|@KL)=<5;#uC~XI-<h3>(8s}DSzxE>sRmH~p7U*VT
zdtz7~c=Lfk{Mx~0{v_?gUViJ^7RIwI@1z$;+~Fj8RrGSNMZ{T&xg(^#O2i%g5_+7b
zsuj8~9FD_WnqBK_%xR4c6(pa*Bs{+3(Jv^=i0)o8jXVnFFKczU4qgXP3B~Q;L4X|{
zm8S?%WU@#}%}z_Ch#a-H`+H`~ms4?RDj8em3EXrC<`24cXL-iW9`cN^8zr>^+VQp*
zycdVFm^t4UrpWZ52#h$YUJafZ67R3ajeKEzTrSsrQ^@2%D4THWt4|I#G+m^9>0!mQ
ztA{<4-8?~6pIotYyg_!bLy}k@eB2?~E^wf0=Fb!I;T@Wt^iXlXqMjxAw}mbjf4^Su
zm`g%-^8h?<-Z{jH96S~K0+)?#iFDJYlrBhPI&*5=`f%eHvO1G4STx@`w+H4na(3aN
z&Rx#=tF+>CP_GY7C_4H`s+};bjno+-;hg#m?~;kCcqwSxxORA^=Fup3MC*No6F+11
zuuNK6?ch=e3Q;@HIBEg-C|(v_1nnVNQtn%hOniWYgCppWwI9L~AMW^EIgv-kEM@m|
zmfn>VjU0I<E2T$z$8EvM3T;dAWpQ3aB+sF+l)D+*F|7k$gWpVp9E5zCdauEZDj#u{
z$$EWnMSAO3N83_(!s3)fRZWmp47eoj<$D31NbogN__0T?@1qiVz45us5AzXD&zZBS
zV!Zgzdv$16rRY_yax5YSwF9JU7s1nXQ?#BL%IYHm+X+RT(d3P=RRVM-1spA@?LGyL
zJ$+$I;vcgOMK|hj$G<nByVdfNYPDS#I4K+{(cySM_-wKU=0&H$1=Vv&WS5+p?n|!_
zN*K4ItXVqXXG4?DbcuKIIbOBf9WE<aDlD)twx5>Az}qQ$-Ong@vHq-<X&xz+IGdZa
zvM%=NWPtK48273u>)vjt)`hoplQQ98m6dN-Y)lo=R$;}R5n}{4D~CQWFyG0d)=0kE
z(>cLo{W-0qD~Dsbuv95QRkNe>G-BV);icwjX;-eJNNuy}eQy#|V8lYo;fvCLRd}C$
z<iAznokRFIO}M;LaXs9u1V*tMeq!r(4NtBWGFIj!1Vxdv8`44;j9<BZnd2{IOI3pM
zVKHa&uc2l-JHCsK;r)uKLtHmv?~0pI<e3r%YefH`&kz>P$`!y9ea6>?W1%JdQPI#e
z>331{w^BUL<t`bFHu4|D(=rP%YA9@d^A!q7Vz#rl;VM=j9q-S|Y%l4lLpCZt+iQOS
zLd?%|S|tf8{dIc4)qy3PN@wGN;r?XFQ<W%?jb_I+s?`y?@apPr{QErN#>+69>@rV2
zoC6Z3Ia}t5ZTz9noapwsU7!V@bZ<}8r?e55`i~um8>u5reqH3kbrVM{>l3xq(v7Ic
z{M+>+Lfu+z0moxHMfN)QAb1Cb4J}W-tSoOT?*cH5aDP^)5WY@PVp9d?hT<v9(f`BV
zTSmq4wR@sXun;V`LxKbd65Kt(Ex1c?Xxv?cH4Xs+1PSgP+}+*X-Ju(8G}Hf?Gi%O$
z*L&`|AMX7yv+jrLuCA`CRaL9@-p_uXpA-y$c0equOe;ScoF$yaXx+GX+{NW3(t8((
ziW|qx1Oq<ai6X8XvTf*6kTTHx>Rq`-Xd$MsiqT*Ro)?DWEX#=hK^kfecaVQDheeiB
z--zgp2ORwbmzMol5TSy(=+72(%$9#?P&IWqr{N=}8V(c@!w^Hr;0irCp@L~pzJ-^E
zjp1?R*n61r)+_es6w!+s8OtFS8n0G>R+jb2hu1@0sNe!Wc&_P9M%O*+BV0tzA`Yg$
zjtxIh`=0{|5%&loSv6o8ha7QcXGfBZq}Y#H;LT?(*&1L*G3t+2iXuL6?v0<og2Zg4
z>lu&ehk3$#JpO($`WraYD@gN7v8f^6Ugs_NNSE$+=8cG3tg-)@pp&zR%FqB;qF%%~
zg#e(}zs{cfb=DknzPP($a#Px?U6bm5uu})El=O5RcP^QH{3jF9Oy`42v=S#}P2G&x
zh^dUPiJF6g*njfFRnzJJ0(6zD;5qJ;xKu9Zfj>U76aj(YDA<8il4vW@8*%zT;7VPn
zm3=zghZW97Ci6Z3LE^#^%GZS_w`szgz5?MGS1R2etYn)#DZ+gr=nz?`(>DDGS3(8X
ze&x8*FvCv#%1Y<n#JaB|lLWeLBS(%qd2v4EFCfBB^GdD3$5FlAbU*`OdOtsxIo6z^
z7ir?zz#!N;$UVU`hR<vU&jruY%B(Mu;u9k=RGO+!S30~m^BS!#8JKSK(dejd{Ifoe
zxbt3_<gPr1uGWf%6QNm}w$Wb6DpXebH%G7!rL@Nu(;SYMu^>Kj;F*DRXsggXo22t7
z$-Dwb(xm48Z=h=`7KHs9gP^jndr2L->9;Ld%yyMEG3o$?&-^r)k%@ywY5eeTuertx
z9qk*U{Tn<TfmG1-GwHtI+t{zq+X5_3cVFcTk6$#Jt5)-Wn`R-aH~K`~1y#P~tj0?^
z<a{9j<%3J??FXbw<Qh2cr}7h-oOxnp9yBp;e{f?bzfWO|6YC)<6W{^6AU{XTcaN^9
zo6dla%DGWy!RM4RbM|(6h?5}Jtv^j(4MP0~-RaTxVkAY2R+!{D>x0t81gDc3dTB0h
zZ;@ilCN-EU-ptE4CdjV5V@4}`Sj~zy>>tQfrYrmfMQQxW$k!#L5jL0e?wd6Ih2{M`
zQ7=B54W`|jnn36LHwWJyz2fd<q&%r>qxq9ZSAd@<Nv9l^bmuN}%+B=ZZ5vWjJl6H%
zemVlBJ1a_FE8uLAk?&cxKqzj;X78{$?#n#@Z6B$p?K#Yy>njsNOLW_RyNZkkhCSvu
z1LYRvfDEq&ivk>_<rXHdEvHk*8-KKI@o7*XYeK(}{&+A;(u+UG9wjRNJ=@V-&nPv#
z4_w#FF}EZO$4_X*OQ;ra;p^f)m|0tu=42{ErGS_7$zr!3Tobw8)9_oK>B=R6ni4Z?
zk1H>5r!m{r_>Ts32byQ;#7JKoWK=SFucNdyEv~5jvKKz_c)=Omew==}BFCHl;}Xrw
zvuArXc%%4v-+?j7vCCLM&9bp6oeQ0hkFpI|*)jdpXpW~Z@%83D{8f_`{WRA-N&Zhc
zge^&%QpvJ>iy6JD2ZQem?-WJ0sGq0S;jy1L+ixwF)mu1qoJ707t9-|Trp2|K>4HRm
zmFJsA+zdfRQqrP_EJb6~P`uZ|Yw=?NcxiEcS#QuuAd6|--mR=9*kjP?M7^*vp{7~F
z<wWtr9g%RoFm(X#Vs8$met>&Z%bCmFl>wZg^%^eF$v|f>e(XKlU>C&~tEg|xYB3^^
zQn|n|NQ5|F+~t1w*pRriU6K_2Fj>*i?pLPSHjS+akt$$*R9v)-RGJy{x#%uF6WyZL
zv0EgvBBK#TCAjMNPRyDbxJl?YFyEH6`8frepHn4zIPo-J`1US|DMOx00xs^cDDyA)
zZG`Q0p$tp7TFhU7bpV`<6f^sTtLQ3<W45yW{3W2a<KcBBnO4i&6`9@5k4aj77!O(U
z<+3Dm_CmkEuRCeTQ#4}Em+C7h_C{lC(sRLJB;@-ADPcC{{@qW|1a1B?yJO!)PMlcD
zZx9=8^gb$ve1Ixc2CHc6dn8dW<{N1~jV4t^KSn5(3TUTCRyZ%5eK-~sJj%3Bg|H@V
zzJvK;UzJCij~?_ura50b4}sKP^@JkwU5o=0YxxV)YUxMFh?{wGn`3(9?B@By2m7QA
zISqd-)GKc>y(`XDM-Ls~1Jg|3Fadp55-^4n+TZN@n6&BjoD{7c@tDZY_#h@_E2xiu
za?xBXSA)8pwe=E84XJNAcD@<v&?a5Sk7939YXnyq&6d-qOiwN;m8w&~XexJ}nZ7s9
zTQ)Q`$9mDProEA{Y-1S6Fri92yeQSB5LNp6I#Gmtr_KN>Rbc0l7v7-p<HMw+qbTI3
z&dOmz`83mTXC7{oFe5iM*^xv3mvnujBLL<~BN8YTmEKfC$=Yy0l9S_jauCYYYr6aA
zNHNUK#j?4djmpt9Hq%L;$+P|PsF${s2}|2;?ES)d5KhgYf3o3FzPac6=&3`;4%{Hj
zJeUv4svo<aY}0>aI$I}p9Qg)2IUMR%NkTh&PMu<|I@}u5xnH(ubd13I1S_;HUa3Pn
zXtx&7A1rPWR{rAfcJXr<7D?x0UYoSnwhVZA@ym-WpoG5o$ne|23E9+H`OlOgl4z(d
zyPnZlyI#Vc@*XZxp&~lAsg`Pnz?>pn<6_N#Mvkn^y)c6bX|BRdD!Q|0pP;LY5KKeO
zNBwEL?99WT%%n4%s#lM|f2g48M-gSj&53kPjsE)xMsk8Pb+DV&XuC$*YVW1XbnEG=
zenq1-ordWg?*ReH><8_o9hJ^;^?6Y(kH+VUgt?LZ0osOWom|X7VJ1N>sDih`5V=eZ
zDis@dNa2%o8)$K<t<@ZjY54Z0{8@sq)p!`O>gHRYP4SA9eC8ND_cMMw$4%^8weJfi
zK1t7Hei_O~YDhMr@@j(XlL)tmx{pTgms!SVl&Psg=5uX#WRk1BoRxL$tbvK(#jXIN
zx^fUrgkTY>@Cm0TG^@yq-N|t(n7vL}uF7rG?@J2-=3jts`e=67GAQwtjPhex*-~fN
z?r6!4e3~qWzMy5Lq8cz3OZGz@Eu=7q3`ul5tZZZ}W7Z+F8!l_0F@)>J(YvUR6`X~R
zboC~_sk1D+Cl#R`7}0rCR-@foZ)A@5j%n33FBy{tbrh~)A<W?AoQ7Iq1m^|VY{e11
zw$|&uvy!>`v7H%TZjKf>AsVCCX1mnc_E8Elw_L{Vw%nQ?usAjv-y75YE4x6DmJs(!
zGI1U$As^MB4cTH;DAJv`a1;1vo(M;e!T+<}!Hk{Bar&23Db$9S%{2`-<0`_mGFkiK
zs5?oYyVHddzlQ##_m3x5y)Qr`k%3(Ok|7$z>9(C);~LOPe+>sA2N~~L_Fc*kyV2l*
z*;y4y`*;6fBmdKac(4J&J%y&^bFKwkBN(dez^!Ofsn758$((M$&ajZp7!OUT;@MtI
z^$=319PXy;SEdnPS%^dbL%}4YC2C?D!cVm(o>{0Q$?jZ)Q;kUSQQjtROwCv(+*<EX
z32J9H*(Y>Mhq#ARMtm>L%Exl;pm9lKh7WCe10CqTidzoot2XI%wX$|()K#(w{Pc*R
z%SF4rc(bS6B=K*d!83`xKexmY=PUBx_JzD(^*hqtlYY%Ec53Bm-_KdLRDSAc2H2_a
zj=L33L;kE7o4iL!)&3Tk;v$=h_Kwz+`|ysE!=QjBB-;tpov)u2T1M@s+daLGuqVxE
z%!d6<PnUkEu=i4t*4Q^MefzvsQm|jWpRK3HqBO?+R1C+glL8;qH=WI!P$ZI`73JiJ
zOYqi+V(H*RiT>&rb^FGVtRi9HL|B2-`ww5SC%1n(n3EF${D6{Dz5JPVtpZ<NZo`=K
zcfoDeV!k3dc3*{;TgUb4lf%qtukWpoYuFB)i_Zt}eHbd1Y-%5~O6V5C^CR*is#|v*
zZ9*F&xF`hdAf1<#*}UBQ6SP)&uHPGk-h@w>h{q`JsOJ@i*=x<-l(bW?FfiHK=0#(G
z`r(<M5CIx#fcAjqPKDR`5^a(b--Fsy0fjQx9Bt_Mcyj>xS|c^@w`{q>b-Jcsi0_?u
z@(9bx`=hcrRb-tTJ4FjbzK{<{t-ovfva<iSJ*{xekH7X&EbaBn`8hDv@(LRjBv$m;
zpI#X14y>$sFUm#_t?(1=Wx`Az`MKcE6R7Ac6llZa5_^6BwsNd??n_+nH`xnao(0fo
zOC=@eDbo*W8Uk+;&oL|p>&0XHI<#^X^M+<D>4UFbJHoPN93;CIltrM<Pp!V)xt<R@
z?|jrRnc~tiZ4HIy<gz(-L>BwBDY=_t)K>+`;d%0f?CMR3B68ea3^($mmSrv&WYY9_
z@lNE%c#L3t?K~zS9t|uMc9TntKz5>90AVE#*QDs$hTC*goal7XfBAeO(=6GzE7iI{
z2UqDyB%x`<d>L`lGG4InNuU)>n!~czW_5sP%Egq2+5BSIueCGiU0&P_M|w5)l+(jF
zu%Q?lFzzz>xEp(Hp(*30RF~X+UX6r5(iJLkJ&97Edj}jZ3>>r8I;qvW?n>}~Q!z(@
zn2GpCGEp9OERIBu2DgI>3?%@cCQS?6r;;ahB@PiVnhs{TP6Kyosu~fK5)4Zo1v(+H
zZMz=C(>OT0h{eUn<fGE6Kf#9YTXjly=kIv8mM=gFxy=b*xNw4m#Q)66|I0Tv!*fxD
z(RYDJ`z&A42V!u9S<5j|fnVLDTEGz5ES!heO7*~|)kCM`J>577W;7id;}>!2EX?QQ
zKem~*(kjB&_Mn~lLD!AfkFC3EsgPB)Ixj?m#UZ|5i;jyTO3M5}`M{2xp|Ez;XFG#j
znF(1;_O>EQ5&O>He8l+R9INiv0r5FE;b>!`&f@DH9?$Jsld0jS1?5@~#NrC3CcD#k
zW^oTwWUY?*>Z0Zp6Ld;JY`GyhH=Zd1vj*Bv$So$zI4!^Fi?%fOtt~~{ouzXMU9yxI
zyT786r_Zy=JL|pP6dywQr2y>5l$!CNkCQW1Aa`WflzsmzC{zU$EQ=;IZGZMKYg-VR
zgVK^7jbb`fh9Gv#DO=|<srF|uHCU_!bz~fq9GM2cyZ7!y4BO~uwk|MT3E@Pgs*4NZ
z9e>I1ca%1{q7`z)to$dEf$fbnpfqyRLPfP$#Wqag3>y9dW7-5nTrC1biKSiDbEIHw
zZr0~jJTXuO!h^awiA(f$MRZ8lV1W=s3X_cymAVkL{bf%(?stJBii=8V$gi)+up52?
zv3MHrqeMaM@v!*gU>e%-*X`=g&MuOo(qIloZ4aJYnX8v@&p~NEe@Vs+4dpC;T#egu
zx6ns*&{ffJc@O1}aw6`qCNE%It*(G~LQ?uv9n`JyE4d8WT&VfVF$WXFFO;wB6W-N^
z{abotk@&Z{T`vABy_$)vhF@rJ3648n+2=JuUGTqRFa3h}&9{<VN9iP!GD=w1d4o@<
zibgD<D7&>8J3LCLqGv4Vjv@uQppU)((Bl8y;zfU^zzK0tqq<(le#X%1fr9spyj~{L
zxnDXU-7h_|b&1Dkdyy#&{jvyM+?QWrDm%t}keiF=D@BB!(g(E~(3x^~Ho5!%*aYv+
zRCeMXh`<3C>8AWl_|}!Vv1~d^e*l%03sRShWT|A$_rM`;W+SX8ojjT5*rHrRy(PVD
z4js82n}=DC<^g0D^)DUkFEp?PZhQCXNR_%e)}dP;LS}8r{#T!v{p-@)N(MIvaF&RU
zfvmC(>~xVLg=rnJR-s6BDdpskc(rK<{PY!+P8w$#k;2VtKf=_q>gp1Z&K&s<ZBXK~
zeyN*>aagxBM_UBanmD5Ie~9OY$1)~Kt1tLBBtnyjT|>JwOZ}eYGi1VmB63IXbb!0F
z-{D7PdJv8?-+mag7Ak(H1PZp30!z@M+I{~NDDXfCB*wV9dYj+X@1lHQFQ95Ce4m3-
z$-!5^bfw-U4sb8t)yG9Bd{u^(R-%PkX@mT^3nkxRSbPE{kd}S(4*#ZW^QO2byMl27
zl?&lLy*sAVO3;PO*d(56o>MTVf)=%<5aJkn>SKP8=6A1M3{b501Q|A0Ing@`pL9dd
z{oryDNFOg{+880pM|tWjOohZ08mA|lN-qFN;b}1klW)=Z;MYtDW54&jW%?$>`J-gB
zv9s7+e&<3IRrjLJE!9%VFW9-`xVB%+!(Tva-S*oJ1}cu|teew->gVAx=&L<-*J?O$
zFOCJ^rz454_Mc;rf47bp0~>aNwDg9*WRl&3V8W4SV}2XZj2Bsl$bgfnj-TM~Z+C>8
z#4u60HhEQ}Kc1V;r;oD_;8!Ancw&`4a%?&>hQ{)91zKkBi6K&q4dCzE@^uyljxV06
zN&V&*wnC5tEOCF>-304e-AArU395eFjVB_`LGo>&{z1`*SfN{0-P|58ZH+j*yAx!f
znF_hkZbm4ImJlYZAd+$CyFqfZ#k%GsH)%5*+4}m<uW;{=K+tp@4eVRtd*nR}ZlOVD
z&n9#2tBoTS@~Td-Pu$jeXf3LQ(}ku91SR-aLC3ze3vyhRJ}=3bJVEW1u_RuVNN{^t
zT<3$Bqw139O$DD2r!|&Pqp7|(L*6gn^85W6iP?<osu5U)jxxGU1Mb`Ua^VSrYyKJI
z7?*Tko_NYYGnH}jqKUFiJF{rw9|4`E>JY*|8<(U0Zr8L<5=G~XqH^fn<>KOT1+4CZ
zG@a5tV|L*Wzwc*{AO|{3VbR$AZS6i0@J0s_se^+;5L0QNt=B>mb|6n&v-$|{(Y5km
zT0Vik*H0(2B6HZz8<||Iy*?cWlDkUbsbi24)i2MhrRz(j8<0wFhjUi{y5qtvQ8=w5
zlhVpQj{ZP$(aK9b8`I4~Ndg;2pk)-6KED0x{oR^jy_x<MZFVNvjOYo~Ro>Uh%g>M+
z17n$3(Z^Fw^MydS6R93u&bV7Iu*20?rvn*LQWcSn7QvSfah}X^fYk2hQTh+v4v+h#
zWBEoB-<7RD;vLsrYyXOOVIQN%eTEamq0f6LnTtA9obq-b$vM~t>U^k9^ND@Gw5+nf
z1pfs*;4WCQ6qJ`ej>yAFzJYI!M2M{GdHk8K>{w{Rq=LH4&p8+rSDE9!{oi$a|FbJ}
z$|mX9P4P^9Y5V7eWgcGfyfE^4G76T@4l|?<d%Y}cI2D{5o#-s^2IlJNqT5Ba#M=Z%
z=drxt|0F?<JQ?F&`9o0IPCDNZF!=E<`@v*mO9?)y0O}rcm2Es;ZfuE>pik#t4p*M;
z*J<_W4$%l`98%r%b#!Oahuy>jNDZKW0rl{cb&ep5?S#ngpZj73*C~h9B|5s6!7KW<
zdQVK{kbxddx%+7Y2}YL9m!r>(AO$Se;clO$X+f){#b1ts3k9CiTfY{N6wB&o-@OgI
z`gI4EhFpBFsPzn9(cAjNF`D+FnePmQ_4(zEwN4Cix>CZo{DD1PJ?fwh^0~{2M0Hb<
zVDRhCBeH|%8RafGl)&zvsThGsIe+wQ<j-qvj+LY?;<7+qtBsd?F1XsoYQW>})L`hS
zdg3C(nAS&Wn^}a2E;v)YU6FSX$#3AF6?%jclEKqV#(f?30Rm4kR0y2f6qxRj3`Yj9
zz)#|g{c~h-V&Ox&%8zU6y6&A9ordR28>ZY5bdKKLooZ6w`Vafa&rj~gDEuyy8gyQj
zgS5$NUsrTijgF)52(OS(V+MgaKus|M6MxY~ZX!mKI5TxDS^P3vRGT@gd<N8H`sYjQ
zY|Eq<FWG-?#fs#MUbJi8AYz@-rFp+liReX=jB)CJ{At2)k2tAb)y+O#e$N4y0B01v
z2vNe3`yZ&4{C*IwUL}^K7F%q0T{K7bz4<?9E?k><s!oF6$9obKoOESc&EGYtwf`Vm
z((T|->a2g(ev)L#a82Q;b#dq0Sx{Z}!@(@mWY!%A(b;!hg~*~TRq={$9T*|lc)`j~
ze**TIPz0^3M&ZB^lxA>v%BA!+fkn)$*QX&>K~Qp|t1vuNtU&soZ|r~djha=PLG+k+
zS&$ouX9AD5{nc%a&f|ttKmf(4=c#*@s(@zEkGc#9JfH5Q_oVt>4xdV_a*!4~)~J%n
z{`Wi%88PP-{PzAmtEp9bdm;8F8~aHWk`-4p9A)k&WX+K<gd8Y39w^)llH~vDSK{sV
zkMzgj%|D;CScU(g?vF$n_RmRU+y0qyb8tpq{fCIj(4NdYFLUFn9Om9zg1u}^U+GfM
zm44m!D*Q33uruYQio7!>jJ>#h2E@5yun?>b$}zI_l0j(7E08%c;$YjR{qW2*dWza_
zMAX|H+}559{KQCduZ`^_MkPIE#H$ax+otc)dvu46{o-xr`p%ezC3h8_WH_+Rbf#ti
z`LyCoK&$BEf;)uB-??j<4mc?Wr{B22Rtl`O(nDvLJsavG3**C)&Qy{%maBx2w?9R_
z@J;KfOwm^Z-R!=%AoJ&7mmPwIVe)o6QLeM1TS7n!6SdP9dBl?z(E=~a{<tX0_tQ_-
zZsuDCVC(!`?!%R&#EmTw;6W4A15s+jj`U?IviZaJ&FM|ePK{~8{rnz0oHXQyo@}GE
zZP{t{EGvf+qH$9wF1;FVI-sF~KV&$ybk!!Cd=T|i*GL48hP>Gbzt|Q8zlL`eXwH3D
z)qOqpqOKU3MVEa5H&?A6Pn=NmYf9F+R+4Sm==7MfG`m8Fdpn$Q(PZzse;c{}YeOKo
z5*^sMXB9z&i^COnT)#I`&>DqTZ31>1Vc0M2xp1wXP=I&bKsJtzArZ{ZtK_f&W&M&R
zLm%Lj0=NP5Le38Qs3IvTLe!>jWLz`2BQ-q0V}e1!Yl7Ja2H|J$tETmV!$krE4&@Cj
zyBg;|h51vy2B3`dh^poW3JG=_;kWv@lp4Y)WfBj1hZtk*e||Gnna$1_D)Ds)fC_HG
zy;|nWD*H;bl?4X4<Qfr$n|(Ac!l6Y^+|p4QR>LU+&zHc`=Q1%-OcZJPWSUDZgehM!
zSP*MCWS{D-HIIXviz~=DQa!s>;FlK8x2?D+(%THe0=Mmm^1@`_!L#6ivI#NIvgMAr
zvsN^SWe=yU&8JVS6{hl@*idq;02Q5j!ffIvMIgb5(W14c8iScwhd{~EdLWB0G4w8y
z4mzK=2_|V?wILjwF6bm)%?Wyz)P>dTJlh))>UuJDe#f*>Y4#c%j0_m$hLe3?Gdpl?
zENk8_sLm?oxu+=6{(>eY4?Z#FLohN#ZHx#iZiVL8ZsCK42P$6<y6#*<pD5r6_k`nw
z9Y|R99vH!M*+k{(w3uM<>2zmDSgnr|p?S_%(dS?U{~RM4u$*^fn6SeeEc(V~%%fqD
zaH7RS>6d@q)j($e?+eLFpOM91fI<C%g|L$t>HInibfE7Oj?G(7j&ou9&(-n03(QR%
zI8p`MpD3Rg=WNZP2G`yL;gz&FLS2p~^pKPJ#(*G0D(HB@Rz{jHQ^ks|-g8c*>9>@P
z*rx@p9fxqyw{Dqar&)ARmY^yQlzT`A+c^Kke4sGRj&!fA5Z$JppR$xj%JKbo_f!AF
zasFo@D5S@T;M`UFrX_%|dx7H%{ad8LE|Qg*3U|_lV6HZ!EveM44cv|1!~xuVt@oXj
z#)r~io2vkrgg>(<B{pYI^RkV%?`KBxBBzx@A})mE4WuWHO3&1u={S5H;mQKr7rn$r
zEa3pTYnw}lplm!#XtfQgJJ|YG(Ny`pg}$lNLBp0|jToiTqqJw3GWHXDJJ4fEcn4km
z+bkh!_H<o4npMefU#=;;A0|@YWf@<tC<|LpZo71_LtJx3=lq(5Hw=L*LToff*hkw`
zHzouFdty{PpGlw-XW|0u;7s!Zz!8}<0D!#@Jm#n5qqcO{-Vslf?R?d4G;?6|%712|
zW0|VCcJ7BXc}4dn!iy=vbyiD}WW}LJvv2GdUdLL=AD0Le#fW%)LtEMShgzgcWdRnq
zHKvYNS~RFaE?T~L1=ikhK+g3umU+rBd8qLtyjBaPf_q?3al!eEy5GHHHqwwjQJ*J8
z2P)dW463$vU@Q)v?&=S6C<R1Jq89tY2l+(5ZRJN)WjJ$T%**mL2;Nrr9UjhsvoExN
z0Yf5Cdbm;6U%-?_Yt5|~d}kNlXAdrfQxT^5Z;-oiH%!glAcA~F#tGjykWYbG1P=JH
zfWGCI@{GL&j07otH+|ots}~LMqn2l|`6QeK^X4eO?xli_OsjILUzB{FK9uWI^a~Z_
zIV&T-K8fHLTEyHBT!e${@jxz7^EMkrjvWJtQqHb&(JFtCUWwuW{S|e47&w|6XZs>N
zo3J(x-?PbXc7sngedW9Pq4?dAk;Ib*B~M57%m<i{lWkA~SHGb+5{Btb4z?Ve4bKTn
zgG<*~8PL6qa39W?$kK$pPc-A(xvpI3(hMLrg-T_uQ#V)n(egh^<m^^rE5ju!HD_Qv
ze*puyk{Ir|o{0btio7v^TMjl`BW!D%g;e|8S8_}CthV9X;~aVM4fk0);linqV(!YZ
zw|cjpb?Up=fktlBSZ3RcCz`UJ0DK43B{N#K&A0g>hWw9IL%dJa%d>DRo-jxR=L`vd
zA3*w1!m@kgZ7bFGiWEGb`JBEP3k~Lk=fg<vP8jEp$I)iahl2(tqZdM67Ue27$38hc
zT-5nroLnx{d8)HP`V+}6{8HezxIrDr{qKkN|Lc&?)YHxiBQk=b_9>$QNezCcboX!b
zW+`skAp{9&HBO09x<C(lyt6_6Wa~%X%&&Zwc+M0%Eitgwt}COq`ZL_}U{sPb7dw~d
z6=$ZgU&bA~#HgF)7!dn>sWvk`lwtSVqBv{1NYnOLyJM{stCVwXk7Ayt8c-wnOIC9&
z=;Y*fz;wDw6xZLz0RlkcA~w*ujc}h>AaeyJZ%@*N(CaxoS%MO>GD|V(^<iB+nUsmX
zqSg-7455`v1H+B|=WW0ZxS?jo6EXzcM~MR)!fN0bNY3n~)n7{mgxeDCfWHC@VKtB!
zJJUYRm-i5h0)nE*GcoM9#u!mqe*qOf8lK?ZzW{(|_6r`duimEK6vbuXkln5*)6D@@
z48TR?<BUH8yf4wJU;mi6A~T&6Q9FTdUWi!r<fOY%O_4qXDRpZUgN%55Otz2aE7fg}
zgF5uzqRP#_j1*d5Zm|-Rb5?rw`S1p|GMR5qU@RXlyDNN+uAwYn8v}TjKzL(CNMI=s
zkDcrTB}crmW<IiHuQ>eMj?w=DFnwiUd8JEz+l{GTrryO1(taA*Ia+T|gb$Vz+Z#P$
zP@~`q*Rc<KXZF`u?MopzNdu^tm3VUVFC5m*j#C>w^9$IdUMj0xA+!k5S-?YY2E?Hk
zR9}HsNc?P_pSMP;?i{%+8^zm8r-y}dcy7xp`wVC60E*p1A^z?&UEgmamEvO^mly7U
zP5Z{?zknWL(gXjaya-9&n%KOX%44f(t1NzinWK8hs#dBmAEdHuGn@2;)UQ_Z>654b
zlzmS=t4qSe8^AQI1v1{Vjgmolk6Bq{>!G(=^wkf$&dWR=HnrI}7E@O%uvQ+x?4q#4
z2iK#mfcv|%EPVH8_7zWHX;pM>7D;<Q8i^N7?Cmt>6W$YmtnG={lVB|X7rD=`5xlVw
zN<S{n!7w7zQ7-Wm)vKyeyyN9@?jt=Qv5){fodiAq@}(>H6zy`>2HtkB?+$A-7{k-a
zC-`4czw3MA^%}m1JrhN^m9bNX8jDW-Y<!<4v+Q(Xcp-_8u)jeigu@&2gw9==jXP8#
z)(v#}h1(-!39S$fac@2g4|IK`!q@xBO{Q@f!Ae{m$hJfk<39Tp!H@(hy;a|W8e;-&
z2+S0%!#B}Wb)<Xpdt7Lm5~C70aex8`G-)K8r*o#t_ujLzs`R_xJuxk|lY0tGbiNSR
zPc!@5WpgEZxC<rSFQ_PFroB%{kmpmCh}{nq34q;>ZFfY9yoDr#$G`nF&@YBhmdv6L
z;PC#7`S^;u@~`x(F|V+5h{5bI^UalOs3v&(F95HvMzhs9{)^Y8$pHXv;ivS!Jh=X|
zAJ_lE>!SaKfEC~Wn*vsR|D}Kx2OBpV$A2MU#rD6KfR!pj`u{Ir^?!_j)&F;raqx7&
zKPiF#2g_v#g|F4L5Y@JP4C$S6Yr3a~cB{F2W+x@*O{p%?KnJ$XLV$&yUX=Cgd*6LT
zr)y%=bS()xnnkPf7)~uexh2cmFrv>#qRL<bhY7etUA9%n#ob?kse<|N$0U7&(xh9N
zi9Z>C0adwz84Y6H)9k14na`=!t1|-S|GqmMe)-?`*D#yQq-ER_8^^CgcSHmD<0Di^
zn&|*huCb{Z<lkb=@L<1$X!_5&wSt#S2T9<Qr@w&3N#tXu<XIu(6l!Ij(af~*C25E5
zrU-v_>**32g=T<d8AwZ_Sy&2m35FSv8a*Rc23%AbV1M`Z!Ulav5f<s2$|G^$5EG3r
zBp*CuD9wT!>-}SW7|`)Zy5p+>rC#aLja$69zE4+dsUZu--e*9WUcIoYq+Hp?&=Mg@
z(u-0|t58*DF8axPut0pIQA-tB-#lN28CstyAkX+-Ar`P{Ih`4jMj0Zheg&r$9Kab(
z@Z9j?)B*h3C&~lv;Io9Pe2z7OeSxCB5n)c1tl<OcHr(D7C1T@8&>=N6cVsK1k~RB%
z9eRtyPu>^p94%=BNw5A$sOE^)oZa=KAJ5*03_<xufHB?#<y?`+&LflRwv5y+Edj2}
zz?K+K!ZJL&QS9qCWy`u3d?43hkV!=Y^kY)}6s>Dpk7FQNq~Gz=ks6Cv)$ZLtPieoE
zaogHgwvg<^k3-(`?&qz(Y+d6;r;w&{Z(KzE3t)!jqAo_n+9XSvMY1(0)+x&wSupzi
z5KIrD>Tl!hZ!Xie*45ZnC^q|G0RV`kmGK%8U7z?A2Gy<<(!i4YMSf_fay1BxfcgdC
z(cY2-{4Ee|W{>2#@8EeoQQ*u7)g0PQK*@0WK_bexAJjzGba<_WU<u_IK3?0?<9|y{
z^gbW3b6I}k5G~+(B};W{K8<9slGcy;>LAW#mZ98$SI_5}l|q8aoba;v+vB>}gGqhR
z;25&u*1vMc|K&I8plB^-)T*!2oH=?j8eG}zT_tB%voG}}u%&pZuLeb*_w$Ki9`uu5
zeJyOF^k@N!X56Ih9UDGE(3As{>&3L~A&s!CqmvRj0?d0HnysaYhKSHb*~u%<uv`!3
zfX=Gg*m&J1jtnpHdC&;13iERHj=Tec>`he;Sf(Pg$rDnzufOug$YteK=&}mFwMiUu
zC^C?LjUuyc@zp0DjbO9d*L;4*C*oxU%Xs_+mEanw$CdT<;74)rn?}go?*$=+0{loj
zlB(En=gG<ZWy{hh(FHmvRp^-;S*S*$N+MvpY+&orfc5tLoMKFPxXEOIZzty#4kHd8
z+JoWFi=ML^?HRZohc|^POCeDWPS!JATCrB1w#wS1VuxCFM$SZAlH(Y*y&YW=N+Jfo
zZ=Sx%z$P3x=(ns%w3SkZRC<C9!>M;r!6}UIf9i&Zo}I6MevdjzFXX*IQtZnfyv(h~
z$jfQ@zHEw{LKj_raWlC)kwa0dd4YK+3)f6FfAiOM{!rCceE_;!$o~C4CGiewoi}zj
ze1>WObAH%5mmr8Y{RpgmS*{}M@cuQecap+kAo*$#E<U&SDwJB?_T26cOb_eYiW+lK
zt4`@M5u|y4$Ajf!Sfx==6Q+Ycm}XP=TQz2?+Y?bDWu%MqX!*NSiZ$6g@@UeLNg+C?
zLRgtni$=6W`AVQLANMg65VzO#&8sXY3Ee&tWOXyO#vihwj5$u?M=~{u^R0A6HXhZh
zvbbKAY}z^Wd?l`b0a*Ez_<nR74B`fhX9iMJM^dPA$Yx&s36NVBLH+9Xu+4_VQMu%k
zWa<KVkvqS8!p)1hr7#K6p#&`6c?!3iq4O*hbilEm5B&>p!U)=<h%ES%Ud<_F0P#_p
zzb=o8#F^xj@`J9|JyC5IUsrsbU*BI|_tLtMftP{#DpH_fS+;}g><z-!P|p!1YK~YE
zNB%K$+I%Jox(GteNQ|$gxfsTzoBkr6B6t0Ugmv{Z!)Tj71_@#j2K!v=vp&=|HR61}
zBBCj96GIVC(3M=nq~d!*fVowAs`c^ml9qohSJkU#lwKR^b2#3>{<JKe$WHRSe`-l?
z(bh;E5}(IafPeF<#EKqi_^nPFmrMl(DCx~_ng)VBLlMY%+}0Y0wXs*s{%UDb7s07B
zM;{rdV<{T<)j~8k%*_a2X5rJzccT$hAv^qxKe8WUIlE&@PI&PU@tszr%FT>@0E*&U
zN8A+h`iVpDB6@psXrn_XbT6(a@L)hC5YUR{wJZlk;EC#yKO>|q`f3PhMg3FyvR>eN
zJ7;{LR2NRdGlhAt4<r6ecy%>&W}x~!bq(g3Zq?1AiD1br59WTHrVJ_YmV<9Dllrr$
z%aEHU{x3blKdMA1*q~OuJWmal4gFTa5l5N0k4oF@S=lPuh}#z-7@(-K;IpYOwzAJm
z;{iaYm+-BcBifB2VE45mrTmFUOPFS?HW?tU5XdiE_+ja07q05)OX0u(^3yU4|HY*s
zTA+}P_r!2a;>H}ZF=BK7xo=9=&(xB$x^}8BX3J6AX}$%FCz4^hnTe+yjBKFzR+c%)
zQAZi^Lt=)>J}WHgkxUa-RN@(VAj_gdt<6zXEQU6)37q7r2#~IwvHwKhs9yWgWF7xz
zKn_agl1wGHnym)v>2gMkm%*sG#91h?96x6=QqyJ8Q=I?6vmj7gLC_ky+3hGiKzTE>
zczmbzw%l8(foomojX2^SW&6#(Ax3pA6sdtjZxo{ceYl%%)!P`mz+~jPDBrV^2}mWd
zysH4hS&fHx?{dX!hoJr0hm9{#tjrR<A!Il+a~q-ht2h#mFy=RrI2s$><j%NfUljIp
zPk3A3bYpO1K{cqJ+YYQ)1&K^ySbjWNT>x9B%KDiTbiYC@wx!H%e)l7#kehaf)1N|D
zzQD@JtTk>Z!OVmROj$R%$_8vC@zS8DhZGwivPv7-1nUuGAdSF_Va>Z5m$b@t?p4M6
zB(FaOODlj(8i^F{@8tqNR%GU`yh2J8QHIvrj3XT2H+_9B6I$u_wkRt$Sk2I0%cf$*
z-ZQj)A%Tv7pMncTZ)XEy{HS|Eg0!I<eb&D7V+1QzqCRA)SH-R~*j5vO0Cd>yuK)`L
zks54hWkx5DKx&wqEVl!R*lh~i?^jZGo9suO69qnAR*SE85bKXGH<nR*3Ef5T1+3%A
zq6!ftvVOFs>;5QQTGV-xh16}QG|bKgZf3^35KI6A@XsnP(uD=hAdUnOFYe7|GG+mr
zJ{(LM%DFOfg`h7XNNxmJ3e$JOKc3VY4CvOn(VsV&`Gn&1=lnixH_HZ)+OQY2m5kr>
z^MT*l>(BCr^GsyRm4#0DXY8N`e{+}R{(+H4>t!2IV6FEg1!)^)ViriRW*ZbFdt%xh
ztktvTq*3^tk%;M<qEi0#V+pc1#@AiirIY3CzCzH8Rk^Wj?&qFM4kjt8$lHspwDa+<
z;(q0GHt#pkcmRDYkW<Cdi;`u}wBNDSqUdLS#^QB`L+ltW#A_ZdB^dXo5yNSmDF$ls
z8zrx7mHk&!+S26aH7dLSqCX;yp*a}L_Ueylg>|Q@>NJ3ZPk%<~P*u~Nom<6^T*g)*
z$(|OcG5QVI%&kL&E*%XQ*URo1^}s-Qvoj)={{a84tsxwpxwu>qPnw!OZS`6?^r0|l
zt3?*fJpxG@iU|tgnL5#37llm~T6>$}!R)m!_C7`8mtmI0*6rw4%yL@Sl(IPwOKev$
zU)YHZma%sC1Y@FA1T{?F8X@_*z0A$-hUkVd@%iQsE}Awqc9zR`EK^=C-~3J-ev9aa
z5Jy?Jn>2w4B)lLbWS`x6Rc@WQWScah?!NBzE!~4+EiR8cJDQTD1JYZia~$=YM=ST{
z_2Rc!4t|0yfA%IGZ|hdICV32h?uips-C8(l!BQR7b5-ojaA$iXoE->nHMRGy+F6Pc
zZXkuQ9pVGfCqJaQ8xiLKoS|Btb?i38UL}&x^z=pCOT1m!gv7TMg-*vdXAPZTTz;)|
zj!<a@OD^Z%iw{g&TuxM>^F(N*d1J5LX-c>cPwu3r8z&HtJV@z#$}mNs5)&8*`ab(D
z+>d!j>Z<?rltKSaMvIdEQEFKv&u>efIG!sNcQi!wOF5?KmPiYb>RjPt%m@P9#4`Fc
z0an)KEVCjp#!G*g+_W|ERzTP0gsyvyJHNE*62bf()eLu%?1%~voRBLweIPb(I$hK~
zo)B)=#^yyZK2Tw}ZnzQ^8D(mN@nF#+8mEPG4A0=2c`ZY71`3f)bYZGi*LrqNJMp@l
zuPTBjxH0v<u_#jTY}1g(D>kv3G7kv9IRH6C=;}O)KIVVm%V$>JlNce`?Ka3KAd_yh
z>!YR*y+Ly1siD3)SClTMiGcJypT*`8jQw<Cwu@KSa&y4*-00U#WuLh9*;_uxE)94%
zKIp*|LBFV9%KtchZ((NZjIE%ag$pt0_6(MFV9l>~|5ZvEo}{%PzI@;Z<?OXCJaWGv
zGdV`NOlyOP_BXsx0Z&S-<4JTp1R$L^+ylPGki`bbweoFPqkBAVFF<xv0~^x{x5wP!
zIn(E3LS3hQ5Om_E^!w?#LY}M7A97M{7@d<g+<R{M0S|fd^5WaQnes7{vtn1O73u=_
zY=KK=86JW>h=}W=0^wUUS|=+0S=0g|*Vy8Zuy+VE!bkgG)Pg(x6sZ$&&9F)I-N>~D
z{{o0BetM>yeQ-~k8lP5P1N+0$c1T=_b3>HX6TO1&BOmLoCL+iBHXB=8;z!(gb;nh?
zK{SxhwCs{j46DU1ak_J};IY0fbA#Vw-wvlHkfSxbuzxDsEbyEs22m%QA7h#=NhGCk
zW5VfZQb|Xucwr)ShBqBkW)Er-d`%?1HCy963)XpTb|QGcp6Z6$GhN;#Cu31KG8Imm
zdfJ-CiifFyO1NlkLO>HuwyS)%1fH61JwYDyg~*mJHbB+F+}HJkH)YG#D06&A^CkN2
z*OD(3-L<;g^P~7!O(&qnQ$@wz78Cb438qM>?ROiyaXx|tMNd}WDtyJj)hdEsSiJ^m
zUa(gmzpW+3nBJ>^>Y$<i;f{jC`J^RDnt>Gix*%YQIOR_oj+hmv`iARFn{KAp$>%uQ
zSmMQDd$NK=T0OV#4u(mJ0=h*_$EkCG4^}6xKRO`s)*V;Z$ps0dF_e^56YN?QhwH)}
zQ(VF#!^H2{B%*M4$+uhc9s`s_-S^OLD``}r+)oX6)|ew?o<r<AD+P@7cIY9sNht$!
z4I)Bw)H9pSOE#LSVk)zKUgd``A8gK;L3TNBUiTPZ8L=$FqI9ypNHxdD^t`I0pTE&I
zm{?Ytg!KdY7+J=clvr3lAH|WJJnVXBfr8ED<<s(HHPm-5-rU^4+qaPrEMVY)rzH2V
zo@fD`wea!_`-cCP(dSQVRC044%&FL|azVM>|0%D45u?^i=<QzM@Qp34($ZkCs?u|a
zvc10yXvkDG_3g^-b!DEi5i`|^erj(<RD`dZ$+Ac4?PA6Eya2cL&bayFk!{KOFZ6mf
zkGxC2NR&9Dh0Ex*G$S3<+TjqStcf961zwxzmM~Mm&Q+;^L!7ID>>3NHhbx`jDFEU$
z!<`9Mv~w(;ckYM&Y+PI#AlRcsgY@lfL|Y_Kq)h1#9`Nl5GYZ7zG^MRRDb_^wYq=B7
z$I;?0p(I2{J)fHXzUA%~-;A+TZgj!9!Yek04LxXSfIY)D#G%&mp>(V?lK<4C`<qt;
zBQ99-vQXE^{ANyMTfz<^VNqQTcMJ<0#03dTJ&%)pE-NbqR+xBd&5*ImQ2YE*mK4P>
zg%2Lt3!rN%V%=)%z$FIhL|2Zt0<kWtN8TFkIVsv{xlNa|iEZv>7Vu}cc-i)8Ya)_1
zT}Cp!JYk357x9|gM-Aq%?LN)QVp<<DJevP0V}Ri7g?yIu^5OVHWc*6~*jmPsZi6Xa
z(uv%1GQRK5)&v@Cp&M>6RG%^#IZW_v-wY?wt8%25l687(y56%Nt@b2)D-n6^3Trbq
z`7r%Q72P$?aG#;Z$85v8PG2p^#_fFYVO5?C!u^E7`kbcNxM-i@d(w@Nt@`Q8-Ifmu
zd4p{3PM|56-!{#+{O2hBfkA)Sw`M!*t!14Jingq^BZbSi7yUc2!c0}<mjZ4TJ8~=}
z0x=YE5kgW?WqmHW$9Va2yf_VH5r^2tl^cq%xP0Mgsps9;9V&rRGmBPJa+O%&6Affs
zvZk}tZ2Tv7Qy^VmU+)R2n}|yJH|S31=_dL}dDe!dkk<GMe{+I;MFmNf!#lw?xIVQF
zOUDYz0?n(c60PJ#r^uV>CtC>j$#>qQ7REsoygskEK2gwoYIC({cpds+#gs(H`EVex
z*P>1)gN<NyHEcpoJ{7m;Pdv#umW^<pxemoxQA`E6QtvD^X@ZqQXEwdWZHIzYdo_QW
z6S4b8CGPY-A4%?OHYHw<($uMPEoSlIs=+>VO;yX1!z`Yeca5NJlXb`Y;Ij%~+}oA)
z!37f94!&2dMLoA7o>%$1rl8}~@Kk#u@{-&>vTC4a3F|zEy-1YgdLFu-Y*pkAU!U=>
zy4668XvUIgo06mjd|TOud@B*!1=pL#>592CasrHrTId4k@EVK=OI*hX{#2*oS#=m1
z^9VqJL-AhgBT`+$ad(*>--7`I_;;j2pA9Ctg$cWXWsO85(dH4h3z=i3V{Y`>Nc^Fl
z6kg!p{){f0WAZOe>GuOta2Y=HhR5JsUHr^?0{d(_%h17b@ikSWwVVcNZ4jF=hgZoU
zWwNr`SG%g%`vMZ4-nBb!+g5R)$nJMSR}vwUrZXEnFCW?ysu2}WH=eX{_N4iGh%mBx
z{!A6)&t<J}2X1uW(OC{A!7mFP*&Xy3NsBZ)0@U-xb}_Ie<YO^JIa(VbyDBRH1<Xc7
zDC>YbL@3)iNOASWjdA2N+1DTwmD;zj3*?zhLOy+PI?=4#+8g}sjiCEgkth*u>0SeO
zJzVs6Co6cAU1_jO>0*Lls;6K{(hBm~1HVCGg_sM8Jht^9J?HjMr^37^9<H;bn=W~}
ziH^iH0?TdZxU$$<pCH}`Q=13j^E4oS%4C1&0|CjqXCUd-m$qo;YLOj!IBOcLU)}g9
zhh3i^VEJv*jY@8)vAR0tZcH<Pj!#4QsKAu>gHsmSlzlDSRM*pO16lVL@A4OXOa-^6
zp2rpV##qFUZ7aUtkyN8t{fBrS>gU|y>h}@sqHBK$53EAOa{m`g3UR#E>9qriI6V{{
z&~cAbnxU5;&oLMnMjrg}E_P9RyV&3-_VqiqfDM~Gf^IJUi5>m8o#erkJp)16;Bndf
z1|+Yj;JV*%0=G(a!=rh{2s5wb%AP$M$%(veR}(qNZa%}#T{;6d%R3fRb;g)qneb2)
z5)bQRNsXqpbUft%=0gdyJ<J{y!;*fWF=!1a{+8u0<^2@k0Qb?Ge#)HcA~BE0OGxUh
zOsDV{kBS;WRc1Riek~|`w20w(gFnl{8ahpE3Nn4|e%Ooq(T_lCMX?BVgoftW3K~?M
z`gzGl?IMIaHYZzmV&=TCF05}Sv_P>m=aZoxerm7Q=SkPO$XBnSEwHKuZsCJZa5Fx-
zv#d)sG)l*Ja-1`<Oj1wZYSOi43#uYZevX||TJW9;iqvHn7v2UnB;udBp1Q2gC!h4P
zZsKx;*_K+Ch|Gm>w@xae(-vf$p*lA}8AYdqvUz>Ar>GR6W(|bL+l-3?$uD;f`%E4^
zU>d6_^c+o%``5yrVEvXU<{Jaa<y&_8Bv%sgo9!BZ`onr0n7U26U2$y+i9)P^Ll<>J
z5er5UUf8Q&UMJU;e!hw*{E;03o>01~7Zd`pkitC)YV@gbdS6i*h(NW8Ldi$#hjR7&
zwuTmVEdIknu4h><i1~FSK|EymFJQX0`CKFMbFF#gna)^=@Eh41dSEq<5=VFC3PIMZ
zRZGE$7dI*5Dze&qoQ9waEv^eXYD6bEn1Xa{<@e_g^<i|Z;ZDMBOac!YcAz3!Cr$8{
z+t2DN;_DNg;*0{ouUFo4bhB6;Vs`abZJ_zHDh}yJ2sS}fZYXG-Tj&qDnP#nyx;biW
zZWvM;n)9wVLvfLX^*jCndg`QoV8hDH8=J0ZWTZ=VQZb*2uB$kd&oA&Cw!oSH%v+(s
zR&qBm9i+d!*`bHftWo=%muD)=djZXD8+e5#?zo$}t|x5ux#?7ti2HR8q@Y)!$Msm_
zALqHeU)Cvq0q1X~=Y>9dln&J2er6pUuJq9~O!y0UHxh7%{3R@NWKQ!h;8_zeR7O(R
zAZ&wIgQ7l@d-)?2>64+&zSnli`f8Nhpe>agh$$vQ)}*WHcl}c4soOGZ8B1kIrS2E3
zl_+-%KLF|zFt{lbv-PzYMtSSQl^%A9G)2rPFmd`fBEfJt69el{F_$YRT{Y6#=>;;^
zkwbBUj3N}ahH>wQ*}Dcb7ixTd;&(IU6{AiVS%tM^i!DX5UK1MwM|!$=OL|-t)HQ=+
zlUMheoZ<D6I-KF6*#s5H$9)CA!|1Gs%`7V~yh(VPDqI4bM2BofaN#s*7or2*FjZWs
zZ^u|ny6ZQT?E59Su6*Qbl^SNzT(;wWF|^%%Mkw{A>nu|k)BK-(ur`(Lw%f0bnnjW!
z7oopJA*qL><u69dxk6cweSW?FbR#oOPJ|$a!mpYZZD4C}B%HDG^*&4dm@3lGJv^MC
z8SvZZG906B0nM%H)9j*QYhH6FUNdjfCrL<@-<tR63;h!#7)sv-g%>H_>R^|MZW-Z4
zVpbIWbauHzD6My|Hc~J&akosg?mja}dzA9)&Bpa5KS0|?r}m44&qkB|-@!C~B2+9V
zdXi^Dz!7zrf<uB8k%H3i+z42ceMg0woDIBC+l*M|dX_m4C!(A41zKCK<$p60{{GxA
zBiN7>H#kojZ-0G(q)eOI?w)@r_r;6pkO?%&t$n_EznY%_@o-dh<GEv`^%~r+x>d2O
zSIEB;P)0g&Q7%N8bJvq0v!C`7xoIf!%$nZUAqeTk0qyl8y3A?;7Ul;Z4b3#K=?S=8
zdftsXGx=d^{V^E2jjLK5D%F$T2BxKmO$p%?f17#tYkpOCKK&12;xRX3Qr6tTJH+YV
z?FRF_h%ae>o*5qrRtYrSb?dA0Y;=7q3f8)~%7?WFW@DYSeA!Dro7!0<$yC?cthD(o
zfP6V6{;ZW8^TZt(CKnXjuYy!^GTMgS3<vV9?{qa<_xJgy%o>fS%^on`wE2}=k4-F_
z?z95~-#Vr1<e_|c(C{-99ym*z+&C66=<92#8&#OX9S&%A0{t#MPT`QZCLJ$Gkqls0
zR&X10s_Di3tbm@y=!3j!xOOW*!E;MyUD>+Sg|g#l;*v1HZQ0krW5@;>(V@F(%S#+~
z_Usf6psX7qzRdTI*2=cQJ#jSrOt#YhSwR!=Vw@AErvBseay_u9N5+1VJEg_!Fu#Of
zSlV!Q>4k8$3h9Igu>qB8y8h`C@~W<*-mXT5)A&@7o`ld1oKYHHZ~4=+XiGDvSsm<9
zqN8*)ky7rwp~N)8>ifQOWr!)ja&(AfZ`R33HR4%P+RY|$d4$ZjbXc6aY^e`z*7lyb
zM~GK~q)VEQ8T;FX=57O;<IcF0hF{AMh+m&;0FGJ1%X%V{Ofr%&tN8fon>}?$&O7e}
z?O}!~!Cbw<k67fCy^Q;L)AJu%U)eRjamv;;b+$6dIUs*{_?nk99%KJoFAPOp0qe$p
z{dW0v4Q&qIINFK69(lbo?QHBy#1MV#H5aOh8@hQT)&~Xo!1f!0zWK*N8Xf0j88_5f
zr|jt_*Y~#=*h%M)8iN+E&uFmM*-;%&`egJ^chlwNtxTFtNe8iJ=}RbpnesgjPIPrg
zmwVBhVM1{>MJ(5MNsK>I*>_8>$LJpXO4V4p)R>${eP*K1ehZK~c)gOM^HP`E45e=>
zdvLmR9Z~x<Obp;$omWb7D=7FKqEg3s=G)KNxgEjUd*x-997Bu3CEQd3_m|zTnoQE*
zCJV1`U=4v6B!)_LOV;e-)cPz5N^Hly@|)HggZ*A_s-tm!=^3+)zQ$krV8y2H*j?7w
zESvoEsVL<1<1(j3IY)jPD~}X0Le_QqWB)DA0I}+QS7CsqJoR%CGj+5%(ZYI7KJE~^
zO=JG+$X8NR_Xc7ICwkBmV*qlkzBi~hY}#0Puon+5SN#Jv7<qMFTBY@A^#q&gi*GF%
znJ^Q{#q36F^u>SU?JeW#dbVvrG&lrz3GVJL!GpWIySoQ>2=4Cg4#C~s-Q6~t-Z|&K
zcm91}-w*wv`vboX)LJEb)fzQx)|_JyXpvIw-&K5>+K=57__$Yhi)WtN4MCK{KdGIR
zj(kZI3UP$l2f2?}nSF#t85riBh)Nsfll7sAf~Wv-q<U6Epe}R=$Nw-t{1PjBqgw&-
zNij<-M!R=McHA>Xb9MN4^9np>M!d`BzWIbXdc^~V-x>BuU;?c!)=E}7G=(1qx)g6p
zz(obRIR??AljIKw9@}No?sk(C+D&zYm`4{$>@&iTCgJ4aiT2n@JWlJ<k>Mg{xKN2D
zbWX*c^!k~?c<ZQSr<hFyc@y(P&><`WCoP2phq{SLK1C0@tJ#zSq7k5dZ~=okvtQ<*
z`dEe{Vyn>aoyu9>yfXkFTFtNUVfB5%s1(1`VTfEDmJwU}&0nbcdLaEX*1mbNq_-KM
z%^j<G+rd>`2*2fJjQGCPRa|)6Ym|<a7W*yisEtCYPEt$E#;U&0hd|$MyM_dR&`49x
zGtom~Y($h~YlwUk&j1*Dsnl6<_>y}hc4kGn<n|nDY-7Qp`IEb-Cygr}J1~i_ulnf3
zbj{9LV61amI!)Kqsv<dzXakoZJ89Xx{et@^Ij-<rE~HzF(x4qqc=$lk&5P@}Z+DbH
zmD>`^iz1TLt~Vn48Fz$V%O~3^+UV3Cje0$46Sr}ihB)hJ5u|IC;rCUAdyZpSKc?7G
z8rW_Fr1rkVm_?A@LX3MC=7SGvnxX^<W)_49W?63K4LCloO2V(qd{=Qor_KTosG3V#
z-UU2E8@I!j_t%7$vFJ^mmWO7j3DEdV@k@zG5fTq(oz0OvN1}bh<VDS$%~`i-Ba<fx
z?hq*{ECV`6X4s_f+f{OT=P2rDU&rdX);6M^DnBYj4)}k<sXWRts>>Q++lPYRREx;p
z9;mKqt1)Ud#vDYqokkoy3WTM&Dg0U?30{VvdTDs9aFS5vUDu5sd>r3!V2bb7leHqD
z;H<(I_sA-YGai$~woVVGn;+*%^++3nG;uPilaGMCU8?5Gduaw!_Cqdj)sAnEjEXJd
zWf;$XfZUnU%FTroTSMxSA%N+3E^U4)f){a;fLlVLj5`Q^D0gFSkO1(S1t>IR2Ss4g
zyFT)nAD+pClT0a$R4lR7bw&%@x)FhJC$5!|&z(mFL#6lRZ#Jjw;ldrXu)Lts29mtH
z^9kVKwBpWdo#8Hj;OGl%um!u&ZRe0OSLBV*v>J91T<^0N&{o!2xGGQzxD-G{9CXU;
zoi@FE^SGolaGqu&g7`33zAV!oCiHV6`C8O{jqW7#ZEcBh-+MCT37Czrs1;efYPke&
z(2zhAtlb!J2lJ{X02SIK(CE9zrChdK7qhUfKXZA}B+b>t>HLu|L=rZ|4SPw~$x}@F
zv#VR;1k%GT<ejH<)yh>#4r?u;0yTTJMyquZvQw+GzW*aWQKM<RmdxIVV6;#tc^oIE
z^{A>i$@FWmHlaNY<huw<tCp4|R(8?Q43%GF6UV7_gxm*PAqF@39GxoT*i4&1e~i`f
zHacU=t!iE)JniN1zV0Ia!XbL0eQ5hJ+io@uS*Lg@yHi@m%VMv2pjGM-mvLYDEd9%?
zv7b~Vo0Bw=tXz{h{AK4i2#TRK&}hNI143Zh`V9JCP|4AS4iUW#36wUNeBe?#?NmFV
z2A&xf1`^MTqK(1c^sG$_+=QQ`a{d946?g@$ajrr5s1)<2DDcwF`2d+q{+&ELwe&TS
z8<R`yo6xY6=H1DSgyT-#x%SxhB$h<qt~&B#733{MZ&c|dr6vW>586tUvn%rfFEBGi
z{wA{FP!lsUQ|#x8SDii?f-4hwJ=e2}j~*iVA=;-&HD<4vNo=LO`ON|fhhfXe%P(rU
zT6FVZ#iDIX3~6+iYm$0Vl#`aHy4bDrq-{BhE%Bl~0*sZU39M1JDy=PVq$6ZdM<7v)
zVJq1%SeF`}$@$C7B>TaqvJIJy9d&p6MJAMqh95`Ri->~cExrVk_!+DyJD8@{*&C{O
z<@Mi<5dtAaP$dwh^<#eRyvUQ3HZD#j0of4|m-|S;w`#1?KQ@m7@COU93P~6mpQ@Rq
zqm$h%`*~&p9;<W+yd)ml(r;r_1Yxq9dU)`YkEILF+=yS-r(5kB3e6{2mJiX_PuHTm
zc3j0FzwUF@2+Za;E>wecywEff$XSlxnwGM5G?)}i$N8F4TNZG5!3?rFtss2l)1dOY
zD<s|{(&XH-*Of>YN-|_tVK72-zI3R?iugGWB*)ipdX%vti1?;9D+E2aFqKR@P-f>8
zyO&6Z%#SoV9b>HtB@O{2?9bI=&({{#qOOlx#z@J;i!G^i_U}?r7=JowjALfkGjhUm
z_?TN4;Y+hO?9`f)BCk~kRu{EPa3gDA4A2~Nm3___#$B9hjM(6`xLqujVMD>pr;o=E
z3=p=0yq~5xdCUfufVh?y3rmdd$j4P`r&fl+8IeRSlEH$b_!@f71!`wLRENsV8RW=F
zZU@R>HV4&BH(rdXaRMEoRZ;t0>IsBfl0m%`=%`fKoaG`UyhuihYyJaIrMO$gO}sZ;
z<$^lV9&h78XVg3^(xv+2z{K%0m`_BiYghr&=>8^YSM&)n#S#c75qofY5znRV)nwIi
z5PNPV{knVkic$yyDku0M4Y(Fw!zNw^Upii)5^bq&!+vJ=`Ry+a#jz&iflNUW3pb)a
zHFF}JGqA(eujm!o`Tf(o{X3_Nd1-dHA>8kHGCE`kAbLc?RaJR2UG^#f{ksIw2Kl;r
z2<&SNRB%XCF_P~xF8nY6Gml;AxA7|WOKelY@{;UF%pt3eOM$+8o^Z9P1QS9AY%H!k
zo6<w86L+y36iuyElCV;I%agQbggVB(dfg+5kqmniig*R`YLp{U(-%3ZzA9Vd&jL4A
z)f#G&FVT|lGEO#oJfmND?@Au35X9wC)MaxYg=r!w_z*0h!<JhYYqoic4Z9a5Ypy(B
z=FC3MDyx7>C*IwU<cBUiy&GN;9gxGg=Yfo-iJz~P(wUuiEO>QXq)QEheUy$g%qk!I
zX4Mue=H-edwN7}$_(NQUG(Y-O;VH2<0m2uPdo>8}op38cPcMVM{xv`^`uph(-TC;w
z4=5uVE`S;8ZLdf4uV)Bc7ziiuH2nfr<m<cmgi%1Lav*#xw=D<zE*-=|ovZ*O>wqlC
zxj1qLe6cCv<58aT*f$#ybg7MJCB>Fpq&CMTnu#n8GX)mjJZ0QA0}9t%oYz1-oNA34
zsAN=&^Yjzee4upl0+IuPRZ^sL;T<SQw#B!#<F3z1g>^qm-H92R(ZefvF{!8k-NU_T
zIO*j^nuo6g#_h4=TTtE(dX(No-K{}ttMJ#@sW0B_EJIdjIdG@sbQmUL8Iy4s1O_KQ
z7RA}YMJ7)BUm9o}crDY^(|#pz?#$)WTHCLT-7x9MCD|3a2Y#;0Q<xrY24s5_Emu8w
zWytVd92o!NQqy+jV#`n?I?VRYi+a4+tPs@dO!-3gEzRCxCYwf2YMvDrK&+MA)?%WU
zV@8ytYdLt~y2Kql|GgiK5jmqq5K@j({jli^`wd<hlq**SKi(Tgft!<!*SBEU&&%*(
z{zuJI&Ao|m+@zP6D=X%;IjivEmT;``MZqdMXYxiq3c-f?0^wyh2NdR@WAFgwPK`o~
za9q8WjbRdhH%g#>-h`ilr4plYOWY3Vprxj}xOxKE?>WID;IhH5(ludY=9M|73q$5+
zh!*p^$fLkbk^h$DG~(wfbXL-c8bXu`U^hYmkBQ!R>SF$$<HzKJMnTxlaSSyb{Z1ij
zNitUJnU_kHEk<y0SPAtPxqX$!Fy0|!)1lqrCKw$gn+Q3q=(-+=r;=f;moWPcmB<c8
z@)5FMhzp_w3#QRnfgX9aB(N3O2>qzNml37!1W@P&2TcQ|xi+I~R3SswcbUoHkA;wE
zMC{PVP3ke9PgtEvX+MqPfGq2@RkU6FKN6g-BRm?N<=A5655RchWpc6Ykdv9ODYz!d
zCQ{{tIMEWb;@{qs(_PAXn9Gugk;RN(rnOxO9!QDPhtv_d=L=M0gu8ea&+8*m%Cmhc
z_&_ZLr`aToBb~na6tz}JVCN(s<Cmv@FJ>IB(v1Gex#3Zk(29dm8G4BCFv{kNC?-+{
zVr*FdErH!|qQ6SZVu{rzGBbvK$(9xtr;@9KmODpCa<@2v;p^$7?I1nGner>%t*WwJ
z0`Vry^+T!Ym!)0X{4rh%_u<kiOanp%fS>AZU?Uyd9WQwKiy5hpRn$jG)20}l4h{#I
zs{3Z$##eE+{hXV+rrds$jj@8+NfSWHK+7jF#?a@UWM`c4HP?_up=y`7yPta2m3L$b
zZR||;P*c&=lQmfHZTdcu6CUu0bW`7|ngt4WdkbXF{D)R}&PcolGc@n3Dm{&%+5|mc
z1!at7{<nazk}rIxusI@<jjuR)C{X*@<;;O5wmgfKcoB6^F81!<hBf7c3MgxuSS)x|
z6E*$C_AF#7b#l<Ed6M73F?d~e?}P|XXMloMhCO0`F~Zl=otRt?*PJZI!3XIxgyw<H
z_vBTH3Jw^i#8`v(QOsJ#=7(^~ev8Mvi3v=WlK5=8a5)yh!B+Y)FHOL^^r@Wv+l!D%
z(;dY{f0`V+cng5A7jSsreL~(vco`Qk4r19{z&vikoCoC?uc4Ec?U%2?a?&zu?AYO?
z?pYH`-?;kIF%TRy=nTP?fbeHk*PR68$|+!30~l*%iC}xjZOYl(Pq0^#c2BC(*mjhS
zhETjELM}nWsJ~t0BV@Mk7BPnk`{GYAC1<S`c-C%B4*q0cKAZIigz8+UJF&dq<L2{G
z$#SI5W-}9SKONWNSCc3M`ntQ_fM(I;MEys$1uogI+w>tlsMB2x^DEww0s(gdnzW84
zwXJjeImxIbkchIvP2EZS35>h;0p+U=_dz-#G9%L^ICYnt`fq0b@R;}<uvOJ-9?LQM
zkU?TBj|iV=>G+M;W@ydZo%E8XP+c|}E2G3PWHzO%Q23sUbTFKBCTnodk(_dt(KQ3y
zW!am}Eq-G~x7t<&O~hjAxhGmx#{Cv-ho>Q%P9&}sbA47<E+PZVH$qS;)aA{xJ{}b_
zfF4DQF}S9$@iVWg@Z4nYhRioCXqT;q#jUf~h0Q2fu(I5UOiISmfh<j22{sB(oMf>A
zny0Lr>{~;uZ42~@9ERnnym4NOaC!(HaUren<h%(yDrxV`m8Hh%YBcAQIuAIi^g4Y-
zI-@+DCypxzkLa4ew`J=WiJeWDY<TWx7HD<><Dl4yZn@YM_NUTN%xwlAbJVtDl-d?+
zP9uZ1V8{M#*CMN{1C_kJpddIc9>qeAyMZt6pO?bUsiCSykHzH1Ka!tnj(ZO`@Gc+A
zY-OtYv5k}BGqNhyn#59UK_FQa`|{T%2Gwmw&Sm!&4iUPl_b?>6&aZ#C@2J35PUPP3
z(UkgpK_@k71*Xc>5#eK(wpu!1#<NICQLS(*OC{K0Lx3-%Z&t_Jb~*Y`4?n5=jDUzo
zCux6Vb^4Zx79puJ#B%<F>8I0_$GOfuz;UsU34eH=H{y5e&B4hb3B+&*1)q6q6sSK4
zc!ZOUKB#U|olBnfwO;+ey4MwP;wSQ@oatdG$r;s#Dfz<m54VbBH`9$Qf4nFsHKQ3e
zHvMaBsW~L1GeVZI=2xm~(E;bDC)H(syvB4~{kbb*NhG65N6k+0OFv^pe!mowtw!2P
z7l}OMIElK)H3Zd;`RW2CXA*Dmd*e67)mRa#cLwT*UxdFKt{>7Wjex3JZk$zimmTq^
zDr|JJS{+V!sl7+(trMm@uxpJSs)3BX#t!PyvN2*}Sf?_1S=dRgOb|ga)EN>JBB+yO
z6_xX(Ce2s9M@_h5aZy8O+akg<$?}*;F^#xEC)DGoZXo+MLUg}oGtmT+_+YT;5qDf;
znx6dn{XhU(N;mZ3ULN_H(hhv(JRKCY64!c|tjzTMN-t{LgwTIL4$|G71n!Rs?{Z6{
z1mNHCJWnvhKS6;xsIdKgIS&lLgQ@NIi_+YNgeHK~E{#@dHQfUZYdSe%6l#*bBZ5n#
z!oTSRJOnOb)y*|^muNoYHe#QxmS`sUdB4w_uNjsePaFLKiJ9|))gpik)@R`{TeZZH
zY%wr#>}stJ*_KGw^*1_I6{r`szXR34#v6*;<2f%ip3)F!^RlcA&T9FvWFRBHCA}?!
zbgdBxwy>hIvMJJ*Dwl>NB6OMyNL8}>DtsqyV{K;Ck9R{|oWYP)q`QU<PpmpL@p>FF
zcegv=*sEM-m=XR=Tz6@3Pg|Jebd1_1*F{lg@A_l5H3x?<1INavgHev6$*4Nf{;uD|
zde}R%TiX@wEn~E%3O>k^nj<ZC{#E6J>}schxs}+f85Z{=Q>nHlPZ$O<)ZK<SKF60|
zVV-S4<7JMTN&`9LD&S$#*b2u;6v7SH*F2ToYq7xTP-~dwhagEHQWJtU{glz*l9FU4
zMmYAo`AeOGyW-%wUih(?goItjO;yrDJ_@JlMr!Z0X7aXTb7Qn&9R3N_hUKx?QnK`j
zsgcU2@_|?hK}h{jmsuQall3WLdfH&_xTjkg9E>gL<~*U0rt4R>KEFn3JSNI1sXIT|
zS?Q5?Uhy<|CE5M+h~5PkR4@CvR#-Wc9i^}989_Gozc<Rj3jzYIxUwl6=fGPt6BRpX
z+)4=;y=ItJTOL>od!aT;z4KP)u%@d(_<mC4<5-r1-+h5_K1v+-^`8qfxiAM8#%H-?
zm*bZ39u#0El&W}wT#@Gaa>29|7CqtprI)RiRqMWxKA-XC7y>chpX;fSzj3I^PIH#5
z?w*|L=WSLa^z<7KV#qJCov1kAQEpbxDjO=lCoG75EX5Hx#e9=`sH{cCGYb(=;bE`h
zAUg@I#~g~OWmhm7wfKyfSpj<=e>q;BWrI4{WQea^hZ}gx+0-W~0o1*Ds4{;HZgcru
z2+&5lijpV6oHPWXN<5dhN)Z1D^6Eo0G>8JqCp1_T>5#BB*5GDGY|=mtYFcTXaM)_7
zv&uyIP!&UkBLf+$*uDWhsKiZ_rL%aMO6*@PPZeZn1g~&R8lTgno4P7(XzyB;MX_n+
z1Zmp&!EXcM2lFg}`^IG!4Inv00mYtKNG-SCcfZ?Ry*yUPYH!4D=-V2?ThfJ|>rD+k
zDEC#&PeHfI$B6Fh{Aj2#ZwjDavLu@Q(hgClKIhd)&+whOIeWU78@+3T4q?Exv<4R*
zo%2+O4-HHe_MZWG9yP;I?hnzN!wVDr4>eLX+<+-TAfaE>=VMP?;S*XjFEGnS;jRIx
z==+^E(@P|wlV;Srcin;4qQ#HsoFp;6bDq@9j|#%eQ#Y42fg}OVq$}1{L((0D75rO;
z1f>B|c4lSgD!&Hts17hBv}%p9Gp{S>)(KfO5Dv5Xxx%JKBjb9yzG&ftC<nDG)|9A`
z<O>{3uC>i_i-%LwCTU=lI>~2kOrfVD&e||~-kOe{C83${mPpH#mp<Nd?pZuv&kBCp
zcZFJ^m<=WU+K{CsP6J03pw-mSk5<>{$P;`nqHm$IK1gc^-vZiF&7Tx+k*8VI7U7jg
z9JKLJ*c6b8#1_ss<)A7xXd9dbA3CE5PN6V+vDeiU1K$>3D{(=i^3G>|>_pu_s3@vY
z*8(QjEXxjWfcAt=Hn<yi84KduI26?~LrbD)tni?Elwk&4>$s$qk2T~pscEzE%=%j$
z@fW;Dk}<aXbB`;nN2%$z5EQzSW!AX^XS9A2Pgn>_PI-9m*P{^ZPdp{~(AL6xX5bX|
zd@qQX?zA07$NlQ1?2S6l3d#=@V~i68d#G`EQE`P8r%`yZ7#<hI@LhnrnzUF4#9YC-
z26BOfw^wtr1uFPZ!gl}aUC2<hShl(xt{p_y`AJAGfSf)F>er!&P(Voc4HIbcob)6q
z+ZQID3nzVE@}iLxfe5SkI7s><iYQOiWzO>!U8X~@qJEsQ*PU$4VGVhv8)*9>7ZdB7
zXd6tbEgYquE`zQlt+<nCg$%=6;sQ((e!IvI{9*;|)z&2Kr(|!Yp;k{Pr~ch8QmjY0
zt9HvKuF}-e9Ld4Bi-cRJNv;qn9ifZBD>h(;b_JzylX3`1+U<`zdin<BS%dumtMUIt
z&65lJ#HSTFd}8>3R@?qH_BXhm@gLC*|KeV&VFzpyrWINAlNy@x`q0c-P4TnwPcp~|
zJgoL4QCU;e?N6F>Dv*Fbmd|PIBp6$NSWc%Q=X|^AZ(`c^(B~qqWuZhM`~F)|F4Zgj
z*Z1)@IU?l*i3xBF&Qpmh;<gv3fXs9?s;`w95+eu7f!0H61P{YLmFlGj&ZTe(zM{RX
z@L77UUP`G{*w*^WlmM(@Hq?X(AzpcA4N^$^pa`>!D5Jz5Q*!uxmgM#<5nzXD<feoy
zsKZhnRxTy^3>k1NZd{e(zhcWy6|RU&ft2a#>ZjnJF0!v@vok*F%+cFyA=*cAEnOhy
z;<R4%`_w!tKilW~UUm)nn<8+c=D{7MCmDn4H~U_fl<Ui!4x{LVq8@T#LAvk<dy>Jw
z(L#}@r+nRs%d*VV2J=!T<w#(94&Q+VnN4t}@lP#Pl&{J(4b7a0FH`BoLsmd1sRGgT
z=x5l_6rvp7L{|@5iw{Qw<riYBvMWzDRK~bv|H3S4V7I@ONy^{&(-}&GBDO&U$SgIF
zSUBKU8hKaAz@1HxXbv{T@BMaEgL?#mL@h8@Kd{ed@!Q^G5+a4*GEAUDZmdjO!uTxL
zhw4+Gby;5=t+yJl0$w?SfkEq{S-)vuyCYiMl^0aTAv>vV2Pnm9Pylot3pn_l2&W?!
zrt9@@V-LM_&6_&JfT)x;`Gx9|^)$HaiMDbbdfNMOzjjA-D@hZ6%?a9KfQtUIe^0nC
z;!Sc}VuR>60SvtF66Jx6jpHZuX1sOH*tfyBdlpaUF{dv`5GOSd)R(NOIm!PSKm*kB
z{b2x{X@65U{`Zfr$?Xhyp@si3ffq1i$F+;Sb9z7VV$Qig>ht5jrWr2`w9v@8T&&%6
zK*+SFn8Q)ZdV17k>rHF56DyB{LSt5M&RDKRF=<Tha}iOsG>+8>$csmAUQzSMyDfe>
zc@8gd!|8NpQ3_$SFvD!U>u5>rR(A}dL~8onR|-vcF5Bm5>bnTn&HZ>m1#c@Riu`?L
zJli77{5)}zB*!wT0G3&z_%b%CNArsiU`CGM(P}IfUxt;~EdGb6k`ykwvp9waaeTtJ
znJ9Tk?R4!o<;vT#od~<slDUAu%m|a#HD7~e-nlg41q9-xVOCIPA`Li1C<8@QdEB3C
zAW*Dizh{WO;T?p86nyfKq(tlsU2>tA)1#^p7_ze)yB&SZ!H5wp5G_TBpU^U99&^8d
zIS4vJ(km^cfW%OOLKK2V#7VgqTZ0&}LJ~AWXZTu~^?m>QY|TD>fywPN!3Ky;9Xr4n
z6m;L{KOlPldfJ#u=k1jFO>DrW>VM94zXO5=t(w?8EHE3=6<Cqg0(H}4aMdfd?)oq{
z)d*r+U*Y0nKn^8o^?F-x$v#+j4lpLvNsRCw;jbo@Vag}+CgEp5bI<dIvKO<5+^=j^
z`<D|$s@W3sN40knPlgY0I)Uqzf=}d0+<#xDaMAbuMN=-`X{o%jqaTG^ZON?Plj*!z
z6KL<&0j*!?C7=kpV29k>6XgLMA!+0E5uQG5)JFG|;PG5HkbvQ**>|7^PN(GK4K3#;
z>Llj@4jARtV;CcN$S-Z`@)MmmU1BBR-qGsZ4j|U3_X@e@w_PXxPNK>10e1PfCvjYI
zaV{{3himK~)OoHD-dm4PLN`-ko~N#%pQ{l9yO@9X`sijr?aW|)p%uWhcXcS;Hae^7
zUHh>ES51w;F4nBTzsm<X-K|9NS;v80rE-KBY}l_TUBiTHokgpR_ya;|UCni=XGjQt
z^7G)-^(W9IVfs6`p-|x9Dg@phsO|#8ZwI0f8L3(0l56V!fc&#zig)5y!VfTDe&F>?
z!7o>S_V{q4pdW}^O;2|JC@BPf8G67B&Rm(Ck5@Fu;Ml0t#2=<?PocnTFh9Vo|8@5#
zvJKp40K4DwiNYAY(q3ogow=d7h@Pe2Z@N6c8S?SZ4_JX+jG3MjRFl6$#tRtp{xR4d
zXrZ#+5f98jdKw1Oviz;A=X&OEdul?!_C!<uwiiluD<Vzt97C0Do%S}=4NUd=N2%X$
znq1&)BK}*ycixz{%(3LhS)7g(&+=N&O~i@712k~RJ;Jd7QD?$e2o1mOJaJ0L9Q4Rh
zIVCx*WqdUvmzqYuUGy2h6XbvOi{YKP9qHfQDEP%C7cDcMU&i#Y8?Utm(vAw47yF?f
z3EbKOxw=$y;7-h{lm7MmxRDS}mhMSsERy5LLLKXeK)=K&IHoTsh${Ra==4vd`v3EH
zUEJG0AVX`*!S4#YRx-ppq6mi*4iik7fjc<Q)Gs+tz(K{Y_Ypq6Abm!mfj%^nHcH4T
zf|j5_DMjq~vRGlRA^rYPQkW~T@@h4JPhgODuOYqp-h=W<4$xh@Ti5y=Ym8wcOc&GK
z9lj-;^XE@1AmJRD^e)@23H#)m@09f0;c0&JZJr_tJbe}K<>FtN)CL4w-7@ShM(L90
z3~aA4(nd50wSZ@D%Tj`$zQTZ)fpwk_@bk4b0@RSgoyV!@Yv_rU&?t+#jfUJWwaMdm
zk;1bn=k^!b2+{eo$a?RMnpA+=oJd4CAg^E%FTh!@7WJ-F^e*3e!w^M3_@1pLi9U)K
z#{zu$u{*sg`uFe!`nKRXmuir%$$_LE(vu)w5=0L~vwHkz1O$Mzoh-V?kxucCYP#i#
z)&`Te{%#t%C$rn+y1iILD~@iGE{`?16p)@9N|61VBY(bbe<5rr;%-+zbob%Clt>o@
zfxec0safY2ctsu1gac(=qR!jr-&{6LGD>Qn>o+fP;+zH(`q_=34=&`pnZ{;wozr_M
z10uVBKtk%y*M!5#J5|1-&PqO3ql(@54fwbTwk#Xm=1F&i4UD2hl?Spk`}2q8clPhZ
zhIPu7pFX?lG6D~3*TvT;Oo*iTtmaQZNnN6`Hv`L~61>zB07wJru`#~i&Qg}<d36cq
zMw`RMB@3_Qj$c)KhOfW&gnVLIF3We1n&>r@;R{(u&HI9!%%1!Kfp4rt+TNf_H@%vW
zJif~X-$xo4*8{bf702_lT&(Wa@-jJ-tGTP;uABX20MtV+lq~Gb?WG*WfZo;O*VABl
z13I26By4*V5V-kHLgU!=)fRF=K)^xdp(bm+g>Gy51-`CXY=0$@o}@qgO|~I&b-dN3
zwimVat^3B>34o$(wTiDnSW30k;%&BzPcek!?drMNnvQjVLU{#U!~K!#BE1djO&j!y
ztQA^o<v|j{E-RrYYYyIW3l&E1O>=XmW26u{)zQ?V8V`l-3w6)xO?ylGNq6H?UE_i?
zOnQ)2P<uf$@yVun-ag&e;Ul%JX09*&-K#b14~VWL;U0C%#cHm5yf=fLAAR>_p(J>r
zs)6r*ra^-sq0p=@?hV6`=jL?eyXdYS`WD~d<FDX+3+|)`!XK)`mq`0O*Kh#ep?Q(4
z{KY1iCCV|ML#2fXkjHYFe$J8UBKPS*25c)`5P(?`MW!v=dXl=#K+ab0s6du}O`tEC
zWL|ND#lBd=ZT@{{ZX3doE0EC;BjSELh=6$caT|f_Rwr@ojD7mB&V*zF@BURS+dXGU
zm-cpffM*-lo%ldqV+BuJ*NEc%R*+CQ5J?zmF5;zTK>l3<VBlm@hOaB*C6geZDEu{{
z?aXR{p9paDEDmrXXeqF`-_X;}f06evP9k+7S@Y-n8pj<+Spzozj(p3aJ5Rh&^RD}(
z#=?-AeAX$R9hh}vH1tUpJG>Sf=xxB+(cU7K%oDWu3;B~3^xE0j3>*8QCWD{mUGUa6
z{5E@A^ydAVmII>?Wg+$#4+d@zB7%igHZmZi$U>&NZ!e{-E7<##j_EFb0Z1&BYtHLZ
z!w-<Y{epxAptNjJ58PWpZ&#XCcM*`f=Mg}5U)~!IbAf(mDD^Ws!EnUtykRyb_UDg=
zK<=AFzfZ2Ia6jKAFEMecvCLW5CCC;+i|J2o(Agf!33GDS>s5Wt4sW_*7?Hqx(B97h
za^#8IPcgHcO6&1y0vPsWj)E~-Z1%;h+KBH51WhDJctqX)fIz&9?9n+1CJSJ!O4^lb
z@&CRk^axsh$c4{x8)y#=?55TlEZ^X5|56Y3U8|7!)t8en%X2TT7kPwtIo@}EO`;26
z#hyoqscBv20D~{I0qL?0<8lp<cn2-iOWynztSE9e#^|RBa(<HkAD%FpBfqtRPjNd4
zzvTk~Abb8i`ko&FFL*VeV_*xbb5=h_g4Wh3!Eg!_gp=YS7vXvh=~H40XejCKzbbDx
zv{QQ%-CWH^FP+IPqZizI^*?`-0_@68akMR;8-63BXMp5XN#6tscin9FcVS8{A}ijl
zK}w>_3X*L3^LqV=mb<j7Kq(+*Bl!fNZ+*_^68`ke_UrB$S#k*tU>or>M-U%mfH0Cs
zLsyj9Ck+NK+0{`S0tRDQ63_s=yo$_kD^n8clT>XAqMmaR36_WB+~Ia8LhX!OFgZ|v
z69<yaW(a(E78I>`>)x9D;;1TLvrxr^#V3a4D9_F*vT!fh70cTr4AR61C8_FeD5`z{
zIdnTNwhRgOxJ_995h?~0h+Q5Pf^IX#qr{qS%SFWP_0&0vev{K$J=4rMQ?sz4NaK0k
zFLHi$?iRl^D2o>KClkdOZ2bhy^liLGcqhG83-zTt-6Hi^R*Lyfe&^;>$l`MWd;ZA?
zKtVz~SJey&Di<}{%Ro+DV8<TLdp`kRcwE&F67Nj72ml)xyr0La$?`M(t+#s|Bh#Zq
zHZ|e5%uge(Im=IJ)s8<I8c}2Y@IlNuoy7`u94~J4SmHa}EW}G#6@t6RF-<5iz#ai|
z-xI)(dmB<$Vp+3W<;f>tGKxANNZKsNwgwpAEs1eKK-98BaqnJ#<65!32Lb1+kX8XW
z?QMetny<A14y0-r%TdPJV@AOccb3UjyMEz*sJ2xX@2a&H+{B!2>bOUKWBxo%H!(5W
z(6qc<dsYAfLWXhaxL&aJa0s<bihdwx=+`irooSTFaWw20Dp|*_T5h$9cVU2y-JV?N
zjX6eQS7);&LZg2+7UJV^I@&h2H=hwfG(m=u2Oc$Xh?_%JfxirhvmSUig(W{Fa0NyL
zBrgb6p6*~8y!!=v(Ronx`Gq`h;Ve8dAiKx7q-ZbnER{dRp6a#;65zh+Rfg_bn7joZ
za`<|ymA>=c4F@{wQC#_?F}<iV{GCO>9C^0I3nQ7kN>lR%7uwu78jdITWi@qxRmtzm
zjB&j64F(r|Il^Qhz1pJ-&=%x)DsJv*v!h>Dkcs@ZgTF$N{u+<P9ij-EErfpj2L!Vl
zSL0o9PC-+y!4eo&&ek>dsC4>J!#qDclmoL4%(K-3&KuX!yJ6nRWRfNj&+S100u2DT
zAWrleOraYL9??!+4dq86TMa<M7gEEr$IQ#Yg;WuGyFBQ}oG&_{XPAJbW$}}2v(WYF
z0-rYDx(w)7zx)&cP$=B$^$*N;a@gViNXSzkhXfS`Q3VA20U<vX_;43}UuyI-BYYv_
zR-0KGD%+KOv<nXHZ>Wtpyu={(^zTJFqX__D=X(p^WL<a?v{_kt^TD=hsPy>^MET;I
zgX8XXqPSxMsXyPftcz^eFfbbS^9=1J-?0?z{dSE$XPSSr9Gz;y3k!Nypg<93sJXmJ
zTCl(7^y8kI#Tz8gCYu`z{O%1JUPcdkqjI;@;plTb$LveLS4{LUJ43S<NCI&q#OUP6
zbFb(xkXo)zm>Kh%JtPIIy42;|0s$25r2g2#z6DvJ&Bs<h<Ox?;fqk@#&Oti3Jr3QA
z89S^3o?$R+wQ^!Vd_dZB`&<u2^6|V8oqBo~DUC^oIApaB$#sFa2tfFfX#=)p7ipWU
z3~VY+2ZkvL2Rx1+syUwY`~Vf+hAH2DdZxyYtC<~iuKO55S=_0o<vSM5w4(Kt5~o@X
zX61O1rrK(-y*Y0Q0`@)Lb#AUCq6e4Xy){PctFB*XplSiJO7pDI^wN{I=6MaV$sV4t
zJKfapa`W#rJLfbX^puZK3!DuK&)S}!`K>lu{dy?;<l36*fNB~W8qo;ByD%;CAFjmh
zIZ-*VxC7nra~IA~UpG&|G0J5@vG9BY{TXRl{UW!>n<CDRH5=z?kL1TuD7VV3A_1ZX
z4n?1H9LXu|k!KvpYn&e2Wn9`3SF9P^QH~b3rwqjwH`WSpIvCh+QN~`2gy7y}w-i5p
z>HDj()#U5biRo?eZ~E3DTVId-NtQJ?1*~)^H*Hp*$iW4+Ug}<#XVNREPu;8!Aij1x
zoi;9yZDX-oUAjHR)HTdiM^~LRq6|{JNvQ___S!df1){h=!e{8|XshTB2(*{uYd6#u
z<e|83TzSHIA#bUzXg{*Q|I!NhxCVyOR;h1;y)*68>Gi8I1Iz}P)PFa`(~`np)f9YU
z15n2Mbic-m{*ddS<Ei}v6#uF6Fy2P;wz#<;SWb`a9}c;f?KC1yPQ-&C_h;#}xEUW>
zOOB&^m)Sd4GBk!l0r_&Zc;eX;)CkOD59Zbj^_D69&h%BHS_Cu&ANqqPxC?0I>V>CQ
z<pU=Ai%w=ZozOcR0k3NL@2UXXY`Pnr=A;tYr51JpwuV4=UVA@kkh}St^F6m9;`>gT
zy>C87SYx788&a>JK&GYMp74}xX6}%r>a|E8BU$}~eE@JTAMCgWGy!~A<Zw9WF6hB1
zlJNUEr#6hpI|u{)5N*AQ+GEP9rYM%0I8bE8zw>4yP5E>1vxQCf(>YDOWy_tfwbiT|
zkjnjJ2h%OK2z#~T1n!nBKD5`}K`byXKhw&ml5b1Tf!dPiyTw1d@ovNtOCZ;7dy9oW
zSHa!R1@ZaN{_6<s|LN2H56IwlDECs;9vmU6J2yb{?5O}gN_Lg|4@k5ZB#@qQs3aG-
zP}*j`%9c4<7?=^QvP2y&cX=W8_dsj7Q}n9>Q??}Z(#837I?_)||8ERnApSxS#srIp
z*<WvLi*~ldUNhS@?QX6r-j3z{7REot&vi@wA+f^ln&|?xKwh4Q2w(uA`#wGoRfbQT
zo%9rlt~WZMQvy=YHn_4ul5>~Vbjq~sx0RNB{)5{8r^AQWPx<CcmDBA}|6qJ7ka5(Y
znTg}MVH&Vp```3jJb?S{pe908Z{=9kWkb09)5y<I?BfZ)Yr^S=8YOUWu>a)7{mXm&
z-@VEIAN&peKM)sk{e!p=Xhw_K**Y`GsEDa(YS4(-xj0&wILey1F?=_1GBU9>Hn4U6
zdx4V{%U`}jMI8oFTO&JT3tKY=Nn;aRXA5T!I*I?yPN?i*Z^Fo+Y^P#t0ldhBh~;ln
ziVT1M&G5GtetraCm3D@f2uw_j|LKL8g|)MZBZHW=fwReXlfQQ|{4lXKb2ca9V)+Nf
zp?juJ@~ADY_}7qY?+7k#sGu$x27f^!`>%qbv|$NQCq+`^UlGEQU1rux&KcJ0oEbsG
z-{r@*b#xY4hUK1nHtdeq9p9aL9-!LkytjsAr&Ch8=I2gsJMk;EhT68fzkWWKc=7?|
zz5CDaqqDC#y78{AlK1uI0p9C+DM$jb(git)!var2ZysLS{O|Xt26z4AkFN}Tv#web
zyUv<lZht&zb$#mQm~#<d?0=*_-CsWLN4;$CUoX?pAzHgIeK4QAX!2aTcop_%rRB^!
zKA*p5A~r_5xfUoyqnGqA=U9DOp5>hLqc$;`<_ogq%%uNHS5&}}g0BZfqZtvEXO=qC
zz^AOJvYgrw(%El6L#QeA{3X-~>tYw|{vnKyhP<rSM5Y=DR-tR>FlXtE)a4S_Bus)O
zFTO!3GZF%CS-aXw?NLPhJy}RwNOq}>8=UX1mMb=CHi8pV9%c+(IbBgLkUI&ad}LJB
zvg<YXpbjdhb533uV@m2Lt#<C$D9_~TpZE@JQl-2|C&4G=8vD@S(Us$zsz{B&mrzFi
ziJwxeA;<>EQiKrBs5rhFEyAdz|IAzkhEs9XHMK$*Ru&nryz|~j(tR^iSJ<>oK%p@(
z`PQeTX*9QhPJFRh4S9ADPiA_N)u3Q0g|BQcrkxv?`_&9HAOVHMtT`XkhJhlB_(!x4
zkM2C3ME^9yC~g*82?q=2_EhF%Rc}o}K3M>-K`5JK)}AITWq&h!(KqzyS*9><%G?l{
zeUu~j1hqRUNf?cEQ%T4stdnB(EEPktf#{IUWpq!pxFXRNN|72i<>=^4vkOQo1E|NX
z_{1)7gj;7ZzR~dZ28D(BP7*=dGs)vIk4hHcvcx6lm`zn&{Yy~einyg6+R%N-pB55-
zABBEQ8J`l$-SuJ#orFfZA5(sWXkjqv2T_P{blCo`;7PGHqgq29_5k=ok?Crl7k)#g
z-V~|lmhyngxlrq6ePOn7!O5X1F0`A1Z5wr81Ns2h27lW##9V9q!A6%Hb8H$D_?DWx
zW3-fIh2=RiYc2D%A<d8!nRo9CIw~|;67_<Js+@4Lvhg)pexlDA#=wdQQ~kQ4y>GWM
z*R!HZ9s<yU%k*PZ>(kPH-IAi<q-a@lb28bEQ3=DMu{-$vA~Y9;n5m}-a^xnt*-^M^
z?2_1kxXM1mdv{HG07`oevz>kQVX}Q3gwKHLo<H93-Z|Uy9DROBtpIpK!mOwBLx2Uo
z-cHVrCI&YDdC{5v^P&s=g%oEZPBtzE5d(V(6ALqQXCihEuKxlXXCgW#R>r?LVCF=`
z`Y*%~7PfQOqGMua0v55b6LE2||Giu1Uu8hpFkvQQVq*Ch$o$0@SpyrB{{>|-N_6t#
zcFyJ&Mhue92G$lvLbhhsCPa)3O3o%WszjVXocdp|^cU(JE$p4`9RCSW%>U`P@PC8J
zf7JcoVUmf7^>26n-{IuH(eQr&%D=<=3z@vU4F5AwvNEwTbNq)5);%+`%k7u(vIc{v
zBjQ`8kMLqyrjeSOn~RGJ;=D&O#qn$uxnzL?mPSH>H<`4f@DR+d6)rftfx(Vp16D&N
z1$_5(>V;KrfVd|dJ+C{`KFE;v&gboxrswunNqL9()7x=Uv1}H%&Zf)LmLA}vyLPY^
zzQ1(h9)3DE!_HGA`^D?XZf8vH_x-Ug-|bA6-sa1gXo!ItR*2U_-f(ue%UhnFce(*U
zj%8y0&+#Qxjlj(_(#PaF_R%U~z_i?U2;7CAz#oyDPoy26m!~X_&cT<x>&D#=H>@ZA
z>$>I5PJ*IGn~)D_K;kpmmA2nF>hmK2qF;_|=l+Ev+w&&;&(p#}%gzV9_YRK8)#aaQ
za25hQzM)W~-k<jH*mnqF4m&4|^mqtEKMMv|?0;bgPX#u+@!nwS`XqhI;QJc6``);x
zSYY1ay4^3^9$qt>(W70_mt55^Gw`?ayQbLu!Rfd8#a?3*yLq^ixt)sLG2S1}+)3Hn
zCPg0s<fLSfvZs%aWX?S4kA%&{J;;Zp*uBaBat!0B5Q=K&KI`w4qs_WYilf`O!z)U^
zW^ahVK+M@PDhef=xhsk}rQ?X)a$O%VPuOwZr16kp<o3ZXq8rGb;U?wb*3jtj^xL}J
z-r>S_#Z=deYIe#lfvPQ|2hooOyT^;t7qjW!4YjJn0}z9jNv_rNbhiE5qdm*abal0^
zBhA&|!nXMXo4u><6Pq3!iXRT@8x#~15>y!oR2wu@5d>5dJX94JR2M8%!563oM5qc-
zs16vYg}|WskRYBfP#Xb39EeaoaH0BOh`XeCD14lxB|BdqcjMBx{8c9Us^CYeCgQZx
z$Xb}iZB4Q_#=zQ=L>+0Q4^)#!t19EPG{{;U!#2in+LBxxX>boz*+;9a<F!`FTk1t@
z4;kB%NDfq8N2~CFS4C}%IXKc#j8tX*)B;5}hOPM&nAm3S0bQeJY3o?U=*V{<W`Mm>
z{hBcmF$CR7RL4wHI~lNjzU=8+_GebkXBVyqP#3$)@HN0hsGNauTc04b#~`7nw{zk*
z;gLJQyX;T2fCn%14xR6#*F;OI8WwURDRGXc2D5Qc;;7n4dHz{>9_$T`5T%-xW6wh9
z^{pPxc<v7phtp}hF1|Demf3r^pdI=b*_b-L53{2V`)y)xugFh6rIrW4HB|z&!D!;n
zbyaF}@QR?4%W|LgiZx<68vv0RRx)Hg@nG#C_hC6WLWSnzWqJBuQ9ZLB5z{tG4Q#oB
zAK(0SntvO%e*>o<I_l-jkMU2?iww6KyZHlW7DI}Hx~Tm3!2?=Es+jyZ4=0VthVNpA
ztfFdoeduVZJ-(wzqlps+HQPZ3uQ_cV_eU8#e;A*1ua9`rCq)6Fw=^}Z83%7S6@R`M
zz2kUij4G#*D@86-=!`Gm2(jdz@4u?*ll4<hsB2W1veDh~%?B~Yk)<K3=$iKTnvOaT
z>A_6{puW)_>u5<q*Y9}uKE)m6)a^!hwYwhFxT>bGp{}RzADst>(AK_Kl2nnM-(?h|
z1yt?2>EBJWPs$HpyF*P#d@kAr;rU=sd6SRApJa(eO^gNpNM1^gkK&5GKNLhzA<6z0
ztQ0m&D#ogeGG-t0rAx55MH7eL%Xn(5wLJp;rL*Oz%F}GR=CZQ7I}80hc3eCr)sC~F
zUFxv*;jD-857a$mTo_^!bfuRvvF?#z2v_q<eX#Waavq3*K6sqsd~K<`Km3Ciqs4d1
zP7JMc8TxvLqbejH#oo-!>{>@*qD~gpI{#qGw_oVc(<s;j`j<VE-sxjO(qw+3B>4=m
z2}A>Xgun041)lZ(?9B_^5HEu7FWNEx8SsWYpy+2krPV;81(D)}Vc4Z0Eq6k6b$~5l
zI@vHo*Dwh>YJ{iZPEg}ScvBACOS^M(3Bcr=WW?2^9I;woXH>DW%9*I={WIILmOQ@|
zEczCCe9NS|F*Mz;9Z>w+$2<1L=tc-R(JZ0PIE_-c%$lF3x6p?@Eo>)JNKb4VhFGL~
zCh;`*lwYTGj-y3tQRTy)|6uT8YTCb8L$xpJhY=Kz<EMWx_y=(pb-kg$0aw|qy$*{!
zZ3E}1<TcTAy!&HLs-F=*k}!~|G)jCqdKY=R@4I*MnQfvshqo2wa)=&02T^pxd=O3=
zw0j=={yn2<ffYxAiwQM$(j5h-0yxbMO+9Dwlvm7g{<IV0r=t3Ox(OQPXz6y?5c=wI
zBT_%o7Bb{<<&5mvKsR*M>siZA_h)LgQm_T%@CiI}nnC6a!u_gnvvws~#j2QU!Q6%C
z3S8$5%|hg(Wpgs5g)f&>$=vrX+JjnxX&7rka&(Al>??+%@5$_?2r>jo-D~o9A~UP#
za%`35IAO3gkqLJq7fJ&7c|ZL{YK|tCE&F)l4%wGPWgndIC^|)6EusX11COg=mPp*W
z2_g}VUI^|(8I$AEj7?K*JJ*b9AH7Kk*I%@WbIeK8VdC1*QLma*tDJ-?fH?KG)=^Z`
zbZUa(JY;GWG?zX1>j~l){n$68aMi^dQVmk#_CiZ)NBqIA5h!By>h`1r;csSZu44n~
zzMS&lkWg}=`Rl839`sodp!D~`3{|GZs$^PtiExCX-8TUvOe`#T6uM^zhr&=pl)pVc
zNTP0Oa^n*xSXqW?S&-%wjy!I(2l$&`FF#Y~9mq2!OOAhV1=*8p+go$HPCstO@LVO-
zK`AgST0LoYmE{snKs59T+trn<PNKtG^7VA~LY^vr(M`cf@kmWS4br3<4ayT!d^;R<
zMmdq|J3x%K+YW6CX3;xK3AC4fRNkb;4k(vC6N%_-Vmnv)b<nxNK+fYh|BOb$*U_!p
z*0V>3ejhrR<Gsc9eit(UcY450L+(&p;l45p#)Vy`{-mR(fn<M`#?0&3Y%<h+x4zTz
ziB;$xf*omt7*K;vK8}`3jJlp_&7V>-*UPR4N);^R2<kB0AAle(tS3goZyr?G6+ajI
zr<RDDT$N4XCP8dWF-d3)+s-}B!;8jm|4ZpvG_KA(qw{z(9L5r>f~Q0RDp&1%dL_U%
zSJQJDnt5|PC7rE@X>kx;bz-+UMtPM<UVY!APkG<v58^%2gjydMl>TV_1ey~UL0-AJ
z6c0!8`4PDzqp-ag3Jpx=2-&y-7l}!cWt*yPNY#veDT|cT>916DxHjT<MGC01j{M-F
zQf27{)WFU6%4%%=$log@FL!;SNToDYeM(zeZ}Amm_xB|=Zv5|hyrLYDAxO=-91B@>
zi8a@%6<lT$l4{h9_|27nR+k6=7-P$RFs_`{_DW@Wf6h?|X!Q0q8(w_jG!*?!!#Z<l
zr^F=}v`Nq6QVeJ0>mSo5Wz5%z>Pnp^dvwvMQ$OxnrF6~8eL1FHw0`PR%uQeUG(Mmn
zAfg?PvTDq(G=T|sGa8}Og1c(!n$M}iD!3!_70`>+)+<E+2L9bg@3gES(#$`snQ&Sm
zymMQDZ;<(peI&5(Ga?Z}JpH!w2e}hPM5l-@T9@2sxEptj+B$~Ex3sjk`k-K*vq%0R
zbV7pl>(}#hn<(t^eb}fEKW0BL*9&N;OfH1dd&4MF1I0eQO7+vtiK|)EVcASP9yap6
z`tHtlSM%s77KzJZH=d6Dj^VZ8^^&!c_2UZ6^6zEf_BE?NV&L+P%X#?g>N`D;erp6E
zKCvODWDlTpyDgG`Vf>=@oo%EjJ_f?sc5ixFUsKp!^>8b<(L_<N>fDCw>%n{*Q(fXO
zIFGVqOUvR7=Q^T$m8~RJJ5QlsY-GDDl?Oi+Mn?>|_F-ZsQz!;?i_~hS*>P+tg3kz%
zdS!hNu(j@oQiR-nDI4*}p*jLtYs$uK%fG=^QkD{@q@#YvW{jnCEKhE!O-vsi%-rXG
zNurFnql~)kgnQcKneYQ2<;FQru*G#Hs|?w9T`pcCHe^-n$GLSIEJai4!))qes)6GM
zbJC<&p=_r<h_u(NVe5?!gD|~>o91`TleNpvf=H#7rfY`YJLnrOy~10H&q}N-zY|9I
zWo)$nN!ONJn>l@Z^((P0mtfU*C#c#&+$H=Ny=y8$RC{neA_|gXH?zGMYD_`9$Vk|q
z<umw&cqB&7M2ty!j9*vPMFt8PMtmvq)qvr>qafSwHzz}elK2(J`Ehm1?>iA|f|ME=
zMl=D)o9EB87yOxicowXDa1M_697^=DV9g?33$%2|F$gfhnMcPiMZ0FLOIfc@KDN!A
zr7(|gdRa>>+^LwgJwbT559B2)sf7a^N<kU%{#AIj)lG_Dtv0g5^AaUoZl$v;IjQ$#
zmS`Mj{pjH&7gbH<`Z}jx30I%kyQG)@>>ZgvjZy|EK^pJIxyX}rF(IqF{`#GqWil)J
zIeG2(M_M3dnDY-PW@4Lk&#O*togUa9Cb?k^Qfu)BXE==*QF*Ih5@hwK+U=Ffzqpro
zzGAl=-q6d*TSFdbfLY67@anpH(kf^%anm692~U}#dk`dhA!cuFd~<w<iKYG1`OHis
zo1;J2e_!dY$k#FwVdip9O*54_&!F(*jqYeWAV{AaGNy|0`vK{vFfr@SitZOf8Ze?a
z+TlCKX>elu+@f)7i!d{(kJI>WrI-gEu#~Yo$wc%om7O*<W7=#N1!WM)zs$ZM%RUft
zt-@!jn9TGgg#;+kX=k%RJX!jRYe*_x9QN}0q`dHng?g1THcVL3QsI<1ePKrKZT<S4
zCW=h-=X%)2FD+M^D+x_QNd;DRkPe|>l9gjh=B%c*ZgvD=u;@M(x!49{PJ5Xcsv7OY
zp1hHfeH#Nj@_ST#&Zt<qdpiS2lj43D#h>eT8A$E*0VvHC+An;n?>0Y!w_gWS)Ni{U
z;b}rz3poR5Ne?WwBx)0}<e<~@p!^@HOq2cBy(3@LZU%oMA!De6PIB@Y2eMniHCtCS
zo1$jp{TyXXl0K$Hje=Ig=<T&iphsSYFfG_9WwRPcCmK{Mkc#m9#z^_A8W|Dc_x@l6
zBibiu6uNQ&M|yVoj~9A;@7U_oXm$^Gvp9-&rEHF9(C9Dzg^Qbh>M3Yy%QWrq@2Bm@
z27WON4BmTPh`z_?$bX0_y2kr@Oo1EwbOJ+ovE&m`*oQqkL52|TXLMN%70E+M_}|38
z=3V1Zq4S79A$#?a$`l%ZtUm{SPepqQGwbx6lgAlllas~AY=H@G?{&~_r$<8`cL=Q>
zEqe<hplFg^I0qfG=2Kmb4E9cZArX8=H_e)A$&*etmVWvE?VF-2ae6{oMo1bZy40Xz
z(f1XY{t#LNiss@5!85d4@trG}QUs$SXhBR%uV)JBotftYIMWX$ZS#6Vkya8tR86|C
zB_`q0ylThv{@)j2G5;?BG(gM0tRQ{$EtxR+ARe&d#GA)Hby4?IiV$h{kNmj}9Q5Cr
zuYu%LnHIAG{`_#Pvk|LvI<bzm@z(g*cxU{`>h9{v)l;h=5HD|RZElg<&H$hTo&pXW
zJWR9EYOjo~uWcONJ$B;wNi}T3EK*lYXL#gwh74vOl*<(1O0}5&@8ewfq1@Xy4@0+4
zKl6Z)6=lPox8-b2lss_PLY_ASSvCVuhs2~*4>U`Bqi7*{TGEaQrmUF0n^ki@N*D>d
zc1Gd-yqMNlaY;WfZR%S`_=F(;n5i1PEc!OqY(ZdUmDdE;Pv}^dl7=r~QIxy3=eS{r
z1x?`cp(TThw{)bLQ>)29tuI=E*211ZM3cnc!H0hre7Fd<uoOqgRxCp@B_uhLC;5^@
z#MG6rDr>SSTXGz8ATb!CF*%l+lT!ZxjD;)IHo|PIX$ZSo?|}!x2Oc<a0zlM>DN_w3
zMc3cwc$R~^6}-KTD|nX`H*qycsY1bwxu^+v{hQ#2F-U6)JjzDQs|mvJ%+O4jDU)~-
z!bB*q4y?$IJi|8<K{7}irAiqLEwzb2P}!hZD8)80UN$P5)D9B972}J+zKH;fc`HJm
zpfp;npyB%uPb#WE4UZM?G)jtru$jnNilOV8l;nTu^;2;2h78Ue{jER!Sulk!lKVI4
zy#58ua0J-9Kh(E?STO1h!SIz*<rF~xaa@2id6T#w!mrAyN{SE*6Z8!3oC`APEWLf0
z<3TWzy%B$iUD7=$yA~V}(B;X=if$INRxxsdv)-g<N=7UD;|^d%q3o?_M!H~@l0gyG
zv#4{QB)TPBM`3WEY+W`*ui7d76kzRl|K493qJ&az7G*LhH%4T~0lW53%;y=CTJg=;
zW9huX+b~A#curs?Ero_!N!*H{K*F3Y4t`fsWE#{XHctbK!Un)1;xYOM!UW;a=gY7_
z&R^x+qL2}O{+;0<d@vjgJ|FxX4up@tQ^k+sN%)%{+z;XQgyD6Wl~|S&#bl90VCrEb
zq?k0|UBLw-rX?FugUAp;tQx&97W_U4hmy|~grVCnj$(c!m_*?xLFv;nh4Q2LOV6i<
z<9mXb*s4g<T<?(JnG-H=F6$istEtqZ;*|$2&-7B>THXRQpZC*Ya0rW7>*Yk-3vW0Y
zjvRbRb$`5{n3t()!gy@Zf$xI7b}3_xqq-LO986_A$OLpe771e~Q&B48XMMm=)BDn~
zM?a{8k9G7{R<!k+n}6LCZo=9LBUxGYKJ4AObLS;5Oiot<?Akgm&Wfz~XE(3uc$~;`
z7BKAJGhcu^(rKLQa4gH5%BzA(Qdqi*e6rpdpUSdj8Mc8u$4f-XNFqAOC_MN=k);SW
zoyxF57$oRwAEbfs92{`ell_}BGu}1t$_p>N^l|TZtu%1LvyH~Aec{Bjc<c*b|DuHj
z>K{DNwSNVS%`+<4uyLlx9FNfiajptn%%U8k?6x`9>^3Kw6ioyqV<EB<OR(oyx6_?y
zOg4xdAka1%)dH>ur`+&12lPIJn7h4(iV&+uCVP>Mm69NjdfMxHpNeczD-`4^2!hA+
z{s2IMT*+&}v)<XWXFqY{27b~1_;uS>1w(GBx-A44-{FM(N<K`qo;#^dZWN0YGkMep
z{vI7;i&<qhn4LI27YD6LY$8Z!Gufur(t7=={`~U7@^*G73j=zkQEyI8^k5uh7-1YL
z2mH|ACr~4Xut&67>;S|j7%jw9EnXOKcJXJco>OrLHJ4{`(MV$tWACsD59B>9sVEs@
z5$T~7xn1EA7al);;ljiI2Y*qR?N;nU#i==UJP*fZ=Z{2oqm-*+tC?E){r{bRBm9J+
zxlog?>F+a$@tDM345JNt{S;l>4vAsNtio!69yo?;_-ukr8j+D<vuvSKtkg>NQe(V5
zKGy6sgE&J)0y~l@5gXJ7{^Mwl=~&<@ap>!T9_cAP8|K1drBtaFYK2yzUFcNCE56+v
zj67V6jcHU3*0)yj=UI4_hwDxJ$2<!n4CnuP+k5!oa`|UAZVx8Bsi_S(WLwLpA3A+{
zx#cw)7@a(c@{Tis5Gpv%6^u*0UJu212RsJo+c!YpWYD)fvqi`2F(MtYsIWQ<#?^Oy
zm5xf#M2*Ne8I?v77YUR^M9)kh@N57F5Myp=Sc$bF{;qZaPXZc_Ek^W5-Y31!ee#n(
zIm-@a2uxel`sTQ%On>1kvi60aO-Ef+WW_Y9mc2@@o+bCH0Kfev^DW>~#(|Y0>-4(V
z8%QvSJ*Hb}R}>OqQ%%jZbX#|Q><3QhBr{Pao64nVgiR~7>a9k(StbL@Gp1}RrV5DE
z){sU<9pVH|X408ll#gs3s2a=)XA{x(_g07oQi#_eufz9pY-EUk?7es6r#2Je6IYKN
zyY=j|kKK2lvD(e$HogDN`}C)O$VAAj)eQSbj~$wBmr90ySo^!bRetwZ0Y9rW-tkqi
z#_f@JArawfx|VLHTj`;90qSUrNX%vO89MSzJ);eMIU9hB0e(W4BfJN39?UaN@5hFR
zplSwS`Ra}W22keYH#}nmo|(|n_-VP<JM_`j!2rLFml7B|U}RMbr!sH4X<DJ_XT=&m
zgyG*9wUf@P-vfXBC198hKqRxw@=%vtoi$jSMQpD%)mofinkTE|x*#h-sgNqB8l~yf
zAf?dwCy9&_hhuOi*XfRT2~3G-P9qV<{NBrXMX%%y5;F-J9R$=(tWPl3?hK=YuNhqJ
zV0<EuSWv?>z0Y513Y5kbdoRh`+c*FG+U6!cUae-HiV6iMIjJ=6#*`JmE%~JE;lrYh
za~S^l15`%vuisaiE;e$z;%z`^4-LxYig@@0%!vVW^6#*wB|0OEU|FAtV;4F$u#FM+
zlR>iDtTm^a{pL(^Ho1^oOs*tXlO%TW^2GS$IEfoJIgQr{rZ6niN?RE#uNAa%WvtSv
z^efZWtTi`S94yVR&U-K;7O*?u=zuc-+Yy{mt?dzqeGGjt@C6Fmzvn`K7)BmG|EZsv
z4+lyIFU|qM($qD0f}@<XdcRPkr{}(KHe4eQ$F7gro{>hoD9wridBUl0S}0&egoqt~
zpKa$XD{I?SW)RHJKhwCm4>+8}kmDFumS$^BWIBqgRF#_2R9ebduhSz_Vo^kED5i2y
z3y7$o^h9f-Jux=XotW(OI<noI-V2fL#j1Mn?f|*i7nNAK;Zwh<x~l98^70MuSG?;a
z=EEY_5+-+dZ~gZNjvPs)UhppdvZ2@r6e86xmIqxRpkk;a<5qx^82$w_GboW@_F{hj
z3O3A(GxeY0l-A3Hp~qDM#J?JXDbOl`1MHl84KLrbqv*1D=`v9AYxnyn&CQH+LCoJ5
z^f_rPI9*EQcTeRArgDLce*?ZV$J8idS&lU^k7|2JWui0LiE9LiP05P|vC(aIC&zkY
zWG0PjjrG8s5Pm@JWRG~p!Df;Py*H~wBhR%_VuF~&ag5YVfrOXkv|vaI2(NDF&a^gR
zT2?2i$Trg0C%fK-^=`K*jdk!Cu*Nbt92QMw6vNS#wC_2gDxR*TMK#s>A;*9DGv&8Z
z{^q~>EwD9T23xtxoM-Ng{DH;UoXcTues*DYd2wZtTAEa$HE0jU2i-w$Ff~{$P)lQp
zyu=f3Z}W(R1y{0u7=#qbR~yxKb*$PgP83OubfLM}v<R@I4v*x)iJ7U%{yj_rmMM&9
zs1_0ow;xsRy%qw+Q#3uCxHw*48d3fqa7nIxS?yoCWQL+6+<(6sTzQj#e$q~Znaq*L
z`{}Xkdv`r=*O8H|D2lErswT?d&Sh0qeO*=+T?Gq5B73SVYr119tE?~JG?*(NTbzmn
z{doa6ILDg^+`J736J2UXQL`@@5(tO})J0YVQ4|GTl$x?A>JqSbxB}NqN!A4eaHRF>
zH<<rm{unen2^Mdg*=0^LS7VKqG+7I@P)kMWsFW#ZYEeCEHQJ4dXfmQ29hs6P5&j=a
z2`MdQq_R|z>fJ_{gj<eHAD;$4yn=i$pqv%i&e4;{_G@Vddj@QOP2`cWj~8e^ybH&0
zSZF~KBO@CDXCUTs_#w-5kP(35*J>!>9pQrNIcXicgCvOnC*iq0DOi%)+14U6u+)}g
zYakz4byc0>3vf-h!<8y4=J7U=+e7&A`x0ZJXJ=D5tDa!R&K4^g@cT2qEz4MS!aUCj
zD>4So%43ShNlc35N&{wzImB!-hnW-13vs@Dtk5aU6lMzo$adhYx~pL-ky^G_>@|Dc
z-mwqc8c8|Tn~f$-t<ln!WoMa$1Xk8o*VeZ;wzsUqmZ6ip8!)I*4MC?kUhEgAi?i9e
zEb*+U-5O&9U@G15iTSw&o>~DC#2lH^IIsyqAJ<6*^Q>IDcLAvU#(t*=lROwg**;0q
z(M9`DI?|-1h9y<$Zc2-9Zg6W}bzr5R6?(I?RwVkuF{Ii+_trl;Na33Pd0;hXKZtD0
zv3}hab=BiQUJdii8Pj;Ejs`B$Q66YpXz0i?4W#=?oG{I#u9pl$bv0XcNfi^#Lld9e
zU?!LWo!v9cbMfph>@4nVEp0E6*#!#8g|b0X44GUuH@h;ovU}p_37y&xQZ43ypE!Nw
z%n@Qg5+nmPw>7`Du(iCkvbDClzPi1*v#7&N7MT(W5lW&A+;nDhRt(?*yu+?n$QKW-
zu92)%u*mLt=}|J9CjST(Tx3HstJ7r8Y<39h=sQ_jWQVjN4nGs>u=f}K7o%^@3%NW}
z<f$o^g%=5lj+qrr0KDcO+NvkWio2^hn(Q|H@J7W5I8>R-_TZDfH{0HoqfK1BpGHox
zZgZ@7NfdKZ+Wnknf_MH<m<I=#O}2DZceIE<y0CBpp=;^%nF1@OXwHV@LjDKyb>NgS
zt9J<{B8)ia<eidHHsXu}NsbVNmo_p+-Y6IirpXXgi-BBJ%2h7VH3JkMupS?~#eGye
z8tcLM)F^BPlX+d1zyV3(v+qLc7^z1>n74#+Z_IN&Ydn4EQ?3t;%{FmP%d=v19qi%O
zQ%_wvhfSR6Vak^<`0sC1Tuv%FMmg?42*A9G1gDsyC88N;rXUu@ZfBx1HQApWxO1*c
zqZNW78YIn^WJvD6x#C%~_AHvkv)=4PelkCBW*n8c7m^Gj0r@yeHF+?*HsXb3kZ~4e
zIO-a)VSACf9?3@hiYF|3v)<7tdh6s#D|!+Lhia3wWfgg@tU5E`CuXjkI%No{rKO2=
zG#H?P_3N6cIeMEFt6EMMljFHkZ#*2uN&l7k3h*zNsWKgAI_4#$W+xvMf^txaqeOv^
z0r`;nzf?9=2#a9_S23*MXKA_7y_Gw|;>tb$xQD+=qfcyjhG8@uUjUbJGzmP~E5B#4
z-{1P#t;xxm<9QDYnp5&_TZ)$*w|UNVZXgR|vxq109EN|BMp%UFnH0qe7U=u;m_K3W
znHA<JbC#*nxCW@*Dyi;zd2xJcoOl*<eQkpc7FHIQmsW^d31SBw2jL}>$AYQfuR|FP
zW|-9)!lI$i2FZihgM*%m&uVX<lDjEgv64p3sIr1w$0629q(Ie7S5sZ=3No%OD2f%@
zj<Tvu@{X)qPE=Fsd0neX#&r)QuHeJRWTT{K1DBO`&6lu=JcN=(P8LEImfR8jq$YA8
z-I9~i1vV-ODqyO#2`*ODcs@c%3e})&TgL1|s^&!vLtqUwNO)e_5?O}Y$#25iliECw
zMm(pO8D@dGF|2C=tdJ>XOXH<(iPW`N6SGsZ{n?q>`N@SziN=dkX%cKM=1X}>VcV^C
zH%$Yf6NAY?e|CCyt~cM4$jpOwcgDuKpiytK2lU&&x84gTcAUM3%Z+q?5LYtM7`s`G
zY(X|9Pq)P!MuHq>u9~i6+tIBDKT#={tx#|Ta~mGcBWIEwgXetZov+i4i(VdPpzK~$
zL(4ZE>;T`zvo;ncZn={vf9ezy*S-8B*t4(E`eDqBflMtkYr`6^B8f|nw4xp~g6Ynn
zGdD9ov(Q=YtaR2oF{kTI_K0IHf<5!@(HO7l4Gzs5TIeixR+d(m5HSk<scAL<2YfKQ
zFw6{7EE9ge5)J)FcyC?I@MC9W7`>R6J%z=plJbDQ{nFyZ#QMipCngpaz)Ey1M>2&C
z@8SkLeqO_htF`k&tpIxbsc&$SjR-uX;4s08?uCa*G3waUaKWN+HG|eee--8@OKXKY
zw9;=I(94r_ju6mN$#hBfXLD|AP9_*8SEe#ju9q9-c6qGaEl-p+>SImYvPmJ)+T!{m
zF`aI1JU`wjHA`c)PHmz!*-}XDjH+mcZf>k^@&UYpUXxRjK8$Ou_guj~#ibJ&?!|?N
zg>WQ_Gn``TbO+%u`YOkDhJ(K{0>?u??xBQPwOVZwYOO@Jskv{Rb1pk`@uTS3u7P=3
zT2TZ~bWgfC3&7dJNR*TCqx8Z;0y~)u&az?x15R`ey)V7+0ytT3#;e+a<s(jP$ex^c
z2PV%&2_qTBF-sY+HNk`qpq5k2Ipz{`Kl1?d2=f&4%+M-}oEYT8d?KAB(V~@r(7fHl
zM-QJ~I<s_s>B7=|OP81E%xZ{r*j$(oNfgXoT|TtDv9`H(X6@|S<>f2O3P3|^vA@*c
z**d&+p?|SYlr&%*7DN{G^w`nk0(l4G&c(o`7u*xEuEwG2z3JYoPm2}W9~`V$@((^o
z3O@vj<Tb{S@mf}gvVRq(UhPOMhk3zXT1{KQ1-SCS=aa6jsEQ203^>q3@C<bej*}Br
zcnltNWYx^rxeR$Y8dzL((h9)N{=DJYB34w7l=mgTs{;orRGmWcdCZC?UQ8BcfwjPB
zo?6vpv-_C90T&ZU;e-L45Q$r=Y=-$;mem8SX_^a`Y8uLn7Z{!|`brQAJU^;`B(b0Y
zv&byOD;9LaZZpwJw7X+n>POwMm1q&LSxT0ZBwj}IbTIE=8fnQVC7;9j>=6+KWF2#G
z8hRY&iu;2R@7Z4kFQloP!EcyYR&77fRURu=I-RZ<<Jda8!m(DwI|?_Jbb^OrI(K)K
zya8mwx>VH#u9D9sw0bKC>?|tIsHJs`l}2VVZ>6daw^*@))$!<EhOKKBtpz}U8wfw&
z1O|92jxam(dAH!!-G<wC$K1jE%)A=c=d|2bqt$FJwU%3;<S(Z(=?qD%CxPMRvUwnT
zz(EAU_W%s8EU(7pu0a^U;A^7*M4w98fwK8wZ8kNBL)UvC>gC1mJ0>B&Wt$F|L($8+
z$&6YzwF&I;Ax0@76x>MS<aBN@=!gp?gHtmTg!^qvpyCqH3FJ7+6!Hbm*Q$W-ebaZX
z?08L(Tv=R3fzTDe+=aZ{!X*hy1_lMKEwkb*t|Y@i=lNC5vMr6)<NqVAS;>KH?8e!p
zQ3e9OMJ1fCSC}dcfceGQB_*jQNquF0x-d<+-l&?(1fvPWjU&X3It`LUtWk}M1!7bl
zI5dPcTCB5Q$ulaeh-d0MC9f_Or<zLEFHIo97*wBZ_}-6Xa%|r60Y@i!L9FC*FejM+
zFK&6R)tK+61Gn>n$Q!Q2sayf~H2wOtiuFx^)^oC|`pO*cvM`7d#vnG0c#Cx!FE{~Q
z?BlU^GzQJRunn<i9h0$W4VAa!?~wkth)FT|Tp>s3>!!FR9)aIK4u9dact#9pJejn;
zSc<K5CnqN7Cg&$f!O5Z8T8#);ohFJm<PCQNZ+IJ|7MWyrwvKHd+c~y-?5J=;I4PVF
zF!95{JlJ4$<<MRV`9L^%2+&8fwwF`>{^|7hCwoACX;`e<gXgEl#`=B0BpVya<Yc=I
z{A<N|o%7Of3oa|lxl{@qwd+QF26@~|<?>{qP;knhK-Nhcm&@2b2|k$>t!%dQC1FJp
zd0*<`Nmgv*aoJIip<u;voIHZZs6Oi7Va^jw9%g+CIL!((7wagelE9>|2I_dD+vqi>
z8gUkAFG$J8LCP>la3oI2eqWH%-!IJ`45L_aV+5%eBZDvXNgzN9hiyS{G@5#clz}xG
zNdz|4GgIrD>Wi|b9=1eJG=Ec(Q&Pd37U!{Ush(*7W_8R=p^PuG;%RK!F2I=6M-#y_
zL0%TJ{!AiJya@d3bFwdQ9Ws35hZ}|qy1HV!rs2?-tV46(f6SzZSx!<uNb4{)MrQ~-
zvq&m$)Bq##%~t>b0lFYr&es&=(E7H~@ZWMp6OwhYC3DKQxnms@*)ul+O?~k7cP^C!
zdvm4Z*U!2^os;qb<tD@@{0sB@Gy`9R)fiTADwb-Iy0m<zkSXQLxj0Ts!j+`G%&}dY
z@GasStaKq$$d&RXQq)2Gv<3)kFaI6JajhUc0GfL;bs2H>THO6**GSobjDs70abtV?
zrg&mH<0XIc(dRz&A@5Pn=>tJ_0~suSi1WCTGd_oL@7yNFaQ`9AqkaYO-UQ8XJTkoh
zx>`5tW<8Nl=F|C1p2lHmVT$X!J!{GuSTh!l!#3%lLMwEp-Dy&0K+9Ibdf3w2`nc4U
zru@D?GdVlyv7@m81c^hiw0mrFKeiVGy52qdc7Q63vqO~k4#iPSw<er9bJZz2>x;B%
ztk>HtXR~0-pDn_p03^#ZEnyx<R~7fy7BZORCUFKw_z=Qx>^(on4Dl|>n|}!yQj*Cq
zEgEYdP*xB}q^<VM*vwpKzOw`zfMT*Jo63S)%U06W^klY|oz4!jF(xB5D+wj35G5<7
z`ssePUaL3jt$KTQe70Nf)u$!~6ElnRiwk4RV}u>(q9FN6vew`ehjjJc3bHE60?P49
z?^n!~YNT~wnB1uipFfe*Q`pt)bDYCUx@%YDOh(sKqdi}lb~Z&;O6UHs=T<)U!Ahl)
zdh*F9ZN*b;KZ(I8uo>S_eJLm^YNG3S)ubj13HBU9>7AW4B8ljWrkOSjhS4a0`Zwn5
zv~Mv1GC%4Zm}3sbRrD)a5*jIj7*rZnQcu_D)W&P1c4FRHaA=&k%J{7Brg1t#DO5sb
zR2{F4leEudrB|6jvuFV=BG+!dlFUZAa-OK{K9SsuJxt5JYAvAI>S`Ega_Kb1w!6Pq
zy9GZW)A`F6(-n2A>Z)pcSxQ&l{n^hRa!>hwNy?`6IayEUZ$9}h?@8}t-jlYZ8p-#i
zby<<59|d@iq6*lKEW(nTSiEUy-f2A}13=82M`%V?F0MMxeX6EqG5{%66<m@9_L=0w
z;+lk^MIdSSbd-t6cq^!il(=G*=XirRdF*?BvKSQ$m2#zO*KAU;ia{=DPXUu>0Tj3n
zrpRfO6&|(=+#5K9SsM7gMXu!UIBVO$J_K2O%QJ#_6NREDoc9tb<MjFS4^CktAqs4S
zE%jaC)l>b)lb|?3fIW}qf&UR~>mPtV6ll-d7;`P=$DF|%q)CD}<<LmbNMG5g7*(aA
zG?g)h)@v6Tmd^<}J!j-d&N#znNv)_{kpcY6%~Gp`h!3J&fevy>e-JIj9Y*)#a_(WS
zY(ytUBHkOC1AMdR{fswx{c?3qUCwyvC4Dv5>45>5gvTNd)JGqd16)C2qHt)niUU+T
z;dyo6_pulE`h1i5pUl@l+ee7y#hBZQc_}|=&$JiYEA7=b;kH?2L*39^-L+isQs85@
zvfJ4s+1>2X#EFDOwVo7LFSeK3MC<Fs&q{~o!^&Y&C7UwSX6|tQa7ic&8|t>Yv$?x@
z)I4SqM1p5$<`(7`sTZ!4t8mK4_WreS#Q#29I0_@&>#g@GayYUKBwnyAE*}bluu=g;
zl0_sTk{DlKF$ZclM03e}-Ub=aJ;ShzVxa(Lbm8dHqls*mH$d}GV3cG<OacW6pFk+3
z`)09Zyn-Vw;acd8kECrhQ6XS(6U+ocYk1g0M|vK=3Kq2tR^dM8`Y>mnAmR3YYq~Yt
znrofhIJI$p?b6158#ElRZEx;up5MH%Nv5%CXh6zI0e4i2hyf*YJlXAar`v<}Tz$TN
zLOZFsgwq14IDP8OxwGea5@9ani{vyeZXY$79mw$cFukLuLzt|=y##hY{sM5jHz<7{
z9vaSY40^ty>JIjDTE(*v*wD!}#j&<EQN~q0jS7$HhTdM9m{|W19OerKHUsm`0J1ZI
z31f3q&&Vse{M&rpENEbxZ3A1Lm#rftEFudQBLyzI;vpk}KF$jWnSiSZv_g&)!iuzT
z(n7AOKlx}n^ebIF@wjPex<z8$>Z^Y@#D<SE?_sV`Y_zj<c!~5iAyS+X*UdkYd^9Q3
zdDjfxAa${{@{;)O#ne*jaOw!fBGL8^>q(-lD%!)hAK^))W?xoG-p>Dl!I^;<4(sKK
zu-?OVWoeXg9?mRzN1IlwfGdfM>kVM~X;?fy(wr3)>o|z}1AZzW(*;LGMrfupAmU-@
zDkr%VCt{iRH+b399SIn{rAoZR>rTPXsFAO86&D$bC8kh@)z?^yYjB*T8NR|}8{D#t
zOhL-|lA(z3CkNz*s*z9x4}hhok{{*+$<#!9#}J;llg7BvrK||2HLa8&?ZTRdJXly&
z;5^;(wS=q}kcwqHNZ69$%39GwPSrsgd{UAH?8Cw|G@&S_RH4fu(eQ4v;sr$p0^zy_
zUsZ*il$3=IZ}GM#5)6!A{lA%SF`r}nQAa<?&0yZ+1zM9$+0oEiljI?($-Y<IhpjTv
zmrk#)Ui$M&pvcXupTkRd3*#qP@sS^+vG?yV{{g;00BxRTjxuLrZ`R3==cn@h{PNDq
z&erPoYV6GzTd+yUZ&cB>u)Dasvc0-ZyjgN-ad~rNi`u&wiqFrH=2tNej7|@NJ;6AL
zfDUk7%D#L`KqwLlgJpIY;oA$AkSNxNMb}aIbfT`-JgnFk1SFAgNlE!cU<pPdH9p?$
z&dz!|EAZI;6f0l}`);YKL`P)#gcrDp3xQ|(x}C^Sa8&h8E%>^M073C70FWiawd-YG
z2JZZ0!jyo-qBE8&>8=z`Oe@3O@3&~ZhzL{!0|FRhHsYNGU{Pq{d1b6JIn|q*IW&8S
zPynY`D3Qj4*4RXMa&C4WrX*%oaq}~YlgPn1JAF@E!El~vB4gTS?`<&{R(Z62+d`Pb
zHboDP4;0h=D-%ayQyov1Dtax#hVz7A-3OAY*Hm2%LLtxvdCsgG4bp1KF9`PU>Nd9Z
zriS2nwr;l4nusn5h0vA~hMUkm-F5R=RPD$>!40mQ!Dgb8a|;8W7gSM+YlOZ79O-wM
z9L?B{1HL{IR|qo>iI0pbg>p{bESPb%K0uzll2`KpKJ#fW;}wh|t=30ij3_2bMQQR%
zglDfpU=KeWEWYj2gzCZRq;ok4f5F>PmkjR(&rvm*6@5i;lDKkl3uumsS>J(~D|?)R
zLKj_4u7#m96&iOQR*uV(FQ!fW@cjHK8GDY=RvpjLZzXgYg>5s=x&0%I_sgVTg65|u
zV(oO2Zjw}s#o9?qF^P*KqsyZL0zr5MY*bvXGZ<29D(J5%{E9U}BD)ySfy6PeVI(Yc
zimorqZ)F7~hppK|6B9sQr>A$0A;0H=lz2D<>tQ8z!F4R(4l-t?Xjz(}2q_l$cmoq=
z3ooTYtCLX#J28pD#UiVMfU(;k&(^RHO{TTpr2B&GYtW)G(X}DgB`p=z?$pE-$-%p-
zrCFrZi)?A)DZWBkBM^L`XPTwa(p(gv_Sj&IwquNUx@<7r9}tGvqane7Rv^g3a58<y
zlQY^qAWo#jg@7cGT{^hj7IqP=r~KUE!%m$%YCd>Vtni8x>Pd8&)Psni=kS8=x}Yfz
z50=;rQXQjK(B-L5bW*9YDC%Z1z5^)G<#^UZuH#AXX2svY!WUWbx6q%e7Php8ZeZPn
znIZE29a#S|mG(Z(TW&Iwu>}a2h!pYAHjbz+H{`{{Qi6=!iOc>n=`0YZ<)sy31xCJg
zm@^)w&FOy<0f`{yv>TX)*L``4L}}uTCNTxH(m;~WMmb|4zfqDjPnVpEDv`Zqq&YdI
zWL3~4UuUID(uC0Nv$CUI5nP3JH~|ZSFP;+AlEPtDnl1ZY{W!L5)wVQ0Apj~w_2w}b
zE0a5h|AHI}SWWmo>xPo+2$r`MYUbIb#|J4QDU@UXAt3ED%njxi^9W#*r<f1Nb=qWe
z6;eMrxH@-r{_4`z<*TbV58XVgpVRMW9$dS%_VC&xYj@xmo`heaA;HA*?UmcBx7TlP
z+`f6})}e<Uc;tacZ$Exp*8#0FvqY^1B#XJYut>@`c4zOOy*m54#itfY30MxyAOIK;
zuPc}D7lu2x#P6<My)N$M=w1UIsT$S}Sl?LChT$<k2=`TVFVkP5ZBBi{SmiKI=*5Mc
z;lavG^88&Vr<j^*IeI40Z9(HZ9H$mcUE^3sGnKSn1OTFGHYXc^`69d3%H=Hc=_sEc
z`-X~nk=0&+4<Ox=i@fEe&YwTOP%IW#Jp)N(KL9(FJsa^hU<b!^Rgn`x>`Q4>oOqrU
z=T(AU?J3hWeFT_ta}&%T!nvBj^XYo8z=}x;8>VLazvws__~*J{FKEx*x0%0ZzIdSe
zepn^O7$okkiMr?+A)8=RY?{phQzW$_ag`Vouz?VWflsQJNaJ#pj|zHOCsksk)scjD
z5g<+MdRzeZepE|IBSfPvieclyh#8Ky4fx8cx4>mk>T@V9CWV(478bnK)zzil-KiYP
z)}Q|Z3WP^0m6_4MxSrmkF|e<~SRMm0yA{WM%6`Saw0qy~jmtML(>(x4sTIxpk~-e3
zpYtoXtG7uq`26t;$M3s&`Q{^~M@vs=PiiExle>7~()DXMI8avwXnc2k0*DD*yYuAZ
zuY3FnnPlDWg*&ly)edwLm!?TO*N^}YtHFoCK#F|#UZ|wr+xb3%L&HWN3KB|ROh;)o
z=i0J)QZN7z+lid<G|v^Wm_RI7<b0Ly))b^=aN5c{T6>naWrfpafUBx6Y6(jO+nP|l
zKoLcj1N&fNCzaOx*=iyv6esxGnkkia%axE~*e((bne{AP#3#B1jIw$)>GPt5bkdz?
zm`GINkEkLbYF`kNiV$ev9gMsx>!NMpgqg5R6-Pmka{FFN(REUhNbA%8h*mSind!wC
zjaEw466y18l{%&I(qt*FNn&WbgQry|Y7;H3t&NX$iHmt<Z@;F4`v~k!d>q!^yYBDr
zphHyp<62-BRUeR%xGl1|G#^>4*s&bPGhUR$gdp=u#cO*jq(S%t>7-j+mIcm2FV?a9
zmMh>lT;~c-ssd{|pESH*#%(-BP$Kx$e}Hi%_PSWk#e2@Etj5}`%VIW}C9$J?wiJ~k
zQg_*mT9F-VlfybhYch>&qmV2oE5&-TRc%)Z<|cI+M0)}_u(1mLpm>4b+w1)pnI(|C
zH`bC!w{6e#&5G7&kXlOhwzuMWEA;XHjODpld;E1-?9|$Lj1_CCFRS+dTCL93YBw7M
z_sP`mf0f3?mzeX+!_0rCd^9KLWx_|Zr5oiNjj`s~%-HPM(%AOO&dRaVCs$6b+^RfO
zp}`f}3wi1CeV6aQeDyLZAgGdt5khG4Oo1t1uUxOyyY-3sQhm9;Qa@HdUcXs-phO}A
zbwG!6#0xAP-Z^q~_t@=+9+m>I{*x0uxCR$M8NuXBFe{)p@#aI6ypkfw;(;A#Xy`re
z;kmbvdo+nH_Wxs2<Cft#Mi<BC{+f4rko;<^C8BX*x|lX?GfhhPI6=1tsqhUh81h2i
zw}Hz#vaKbQv}-Afq&NVgd_4%^$L>dg25x0IrBQbj^{S`}k*udtmc!Xdw}UA`U@g-U
z*U`$>){8WJgCfP%om$Q?5cUC*o1#!DnmV#VS_1M|X$j+O;-TavON;yORazrM_W9WX
z#&?oA%UonW66Z9NawKQutXz~!G@f@@J}MuRPs)ba{LF;gS_$$;3P)PaHf@JEWu7%J
zm>11BI(}^T`0lCQ)4KvV>Ml*|ov=^12qV(>Ng~176S))l6D6gr5UYBqx7Iss95K!r
z7mbj_%j&hpSi1w36#TWYS5h<m8iM%!4FU8-B0Y|K%QIZv{UoY<pv{*AltBd^*(w>l
z;`%c)ozCRs@<-MtC&REaHy0$w9Nn>UTA^s0QY)zmilOIno@HppWm1?hK@MNw4O;>@
zhmd_70lX#uj@!uM*x!FJ3f*c06?xW?H1Z*?ijta{u=T2IIF2*!x`3^9S|9&427#Q{
zhLu|@%=$3D`lB&+qSfw;jm61kuQ^>EROhPm)urZg^H6iGxp8Fk2r2(Kwsm~#)Yj=O
zf}LI_J@CYb)r<XFzuqT}fD|lM7AniLE3<2r^~&L+M~)spdE(^h%`=-AmdYKav56T9
z*pMY9I|zs>OQJ!EFbT9Z&gjGRfd|{)x$EAyumZ#E&Vh(^Z5VP3hp+OGz>Pw2E8;3R
zF9{~xh%}EEKiySA*-=d^P<_xE{*H6jJ7*zI7fNsK!Q<g6cx;|?$jj6h6=Vw-A&2Y-
z#ajpoo(;d517a%4k3R6p)zyz!SlBge!)n0u14p(686yKx9UyhD-(kK&`+i8*&kl2Z
z)WJ-;n3gtIH`kXpmPyo-dK-)6dfJ__&Sbq;r#-Dp8_OGqz@(90I~_nLXvI{o&r@!{
z@4#!L0z?3v!^lPtu7tGjau4IfERuO7Xp+e1uve`g^PH3*l#nPF6*+55%5+r_kfmUb
z$6lEgM925+TlLbDGKZ3m$ckmQcT#t?K#>0nK}QdGj~b#U=)b^oW4h23rJ63XE4-pg
zIH^c7|L{Y+EQCo{Yoi{fcz+Wur_@xA2dS7w_Jh~;Z7(B*Nm>g);=W&@Rdu8T^$2sC
zxo^~&PikyQ&a*Q&K1V{iQ(|9?xjt<f158DFKgN6A-l6ribxH*d-DC-X8rIIerZwQ6
z`5MG?xfc`M>l7jyF2xm|WI}->0pc1)fJc$w>xTH;46+2BpECKtE3yLb0r*t4oGr*%
z1ddkeRFoGldINBR(|MiLK;xaAJF3e{EkR-xSLWU>E0%AC`m>IMcOA@cS+dGK_6SU#
z7dl`Ix|+zgjhZGd@klBZ`#C_?Q;!sttb^Ww4|$&8yF6bE<V;$pyD~(XxPOw=SNt2T
zE2+S|#@c^@xy;<Ao^;Tk=@U;{q?r4he$HS`mXwAajZQ=-qchQ2_5yn!dznSV1Q*rQ
z+UZeAUg~uE^ilnoe)9OK<7bbbJAP5WtfS#>U9?MP*xEdOk7IjH6oO1^T-Ze>6F}!+
zxJAs~(!3^GJ2bMjp^^PEcI=kkNH)i&r%9A`&}pK&`T<@-vT%+CZlj?ix@GA|3hA=g
ze$kLqNKhgxWy#v)&k<YONy9_UF3x2Vo?AWRA~LtgJ(CJ>6#9}441?qOY(~E7s5sDc
z?vdM^EcnT^Eskko-Kc2NQWhgHy;G#aR%RUF1K(i&U|1vC8fM1hJ&Pi;BLFRT1kMWn
zsNG9XrKi(_bX?Vwo6Jwv8udn}G2S2*J%iLtN*nHl5z>Mte^_#yV{7Eifxfl@Ek&Uz
z%(yj`Nb#plWP0i+1gTlhmui59kTuUo%}QF@_MY;V1^dJUk9o&#{Pa`sc#okX)tCov
zWjdx@1lFdQZJV<lTeKe)<vZ>Xe4ls}|F(}wXB$iRd--SPx0%dPM_n$#Cq@xt(xV?o
zb$Pnuj$)I&HAq1P(c%=4K7uec+VB=7Q&dL})Vz;I6t|fWwf$Y8?iIX>cUZacHxC-u
zP$+Q18{Q3%_x)4}<I)EZj_oe#?fA;DTbSU+b3<ks;iQ)glZj*@Sxi=(s<TjE1i*Kq
z9`F6*z)yWQ;gTlzVo(ZZC*~%0*N?7~yG-YEh55OKV@HqkByc!0n1y#o4)4N+5$7MK
z9)?XsLl}JT)^xP~g;b%vrni6k`!CUtK7wtmTx10)<s}6<F>Y7J$HzV7@FqX*y;q*q
zSb0&Z%Pj8;yfyFQRe4qd*TMN5=ghjKqQUreKdBq4EF`8$S32(<cAT=~4Bmz?pPBk#
zU5tE37EoH29U(-{nQZ|jWW^N%>|A8UQsBn?Hm*(k67A^SV$KiOTIcoVbZfdZJw81-
z-J2#A9u^5trt0Z>HknJ(8t{l=i69V|)<SJGZgh<vKgG|oWLgcfgK)M+*q3P26mIx^
zaBP@kAbxDmY`nIiF0Lh#hQ&rk(zTGn8>Uq#<ntXc3qHnhtk<heqUrgmV4`IeOXjV}
zQq4@wF5~x#oQx$w;1W2(Y0~VnevB1ulsuCr7w~(rZzSRGCIVef8Xl1|h1SM@1-QxF
zUWeA3<LD)+pvtLvl|(O#rEaxb>yC1ebKUvwLU*~l(p_t>x3}8cZE9F864mcjrYgi9
z(_Tc92d+7FXWZ#J3(JekE3MVmdTXP#y}Ywbdl3uyBKw01u!e>6u{+!672#g{+bBUE
zqg*1HgJJnIiHs`su%8Ceu|#lPmLnj<OSUDMNcD8*rGCHYyxA!Z21_p;Di(`p;kl7-
zqYf+9fk&`W(&19zr#w|gNWS=hX<0aHJoB`g#aWE6=JVZro*o#Lu|TH&8Ehn2OWOHM
zV*52}D^JAn6GeA)QXNlhB<(L4?VDMb8WNQ)y45XF*L<;1ELSU4x>qJ!=jsiyDU!W1
zk?kDVD{~O<8VoR~M%yoGod<22iC-y6qp{#)WoMK0_$4izT3&uh_V9a_mz`_ZoaJS^
z{6P}&MUr{y$e*#|Tj$C_IK|^z;-CDbgQwxYXDSupm&hKODy_5o59Z5El8!8{3?khE
zJIu{EpRHhG6G_r^W-;zqJ+!#CsM9J4f@sLzhEX+DC4;*sjXgD(B2^ID%<Amw%EH<L
z-H(CRM!~_uJ{RwDNNR(twbDW2NwTQ5(!u?+YQs*xa3~aeW$_>sal!C^u%e(@mMd&;
zVO43jL`~%dZr;lXhj?C&{Kc16S4j)rDm=OcZ^tVXKB^&2u@jD=<r^n(hZE{}D;<U1
zDb@8g)t6@Qb&TkL7qk<*3)SjNreQ0TKbjyL-=zI{{9cY=Up~kz-eLYLoxe?1<@R=n
zNl#^_@>8X$>QZf~UT&4!<?-_5Qg7+-(vhWOjpL0|jnj=Y<+J4r*^AlB*(=#=+3VR`
zQx8oQ39q4hdBKF9<H$xb;JE1yGY)n<KlBsHR5Eildo`afq|1x7MZ%cqKBh!vuMW~P
z>G|S9akX=(bELD|Io>(ZIa@qeyqLa}zH;^ct9Pz8iN5Y^A7%s6U^LujX}|e^>={A2
z&f{lXghU{ETpvm)WgMK`W2g53*<k_dJvQ;4vJbKYFUYeqvADRnd2)O48Zm-GcAOT$
zXH_tfYvZ10y1Xgu0*2|VHZqw~2@GbM7)`O#*H0XK5|t1tl8p{fWCEfXvuzu}(|!}Y
zLFN)l0TXgtEwn`6qmUIH+VD^RPZV*D@1KAk%mS|8Vjg53WnRy`g?WZ~o_QzpBJ)1x
zM}}TS`%lk4^X%K6e(q^Og*hYilmu=B>Pen{?wRMFee2ua`t}#z@xr^_{o=cS_&x7^
z&j;TB!S|CsR=NY|8@)Gqlq><Me8XGb_~tjg1<2C$frRINYLn)_s`p~e*Hi}BY>e*v
zF}WhU*YBaw>T6NzFrhT01QKcfqETg{UgSfx+%DdQ{nvZiY;|JF09<UC8KsfHiY7l>
zbrQ!pURNa(;8sFpIZufc+0}UwFsC8N8C{lH*;EE9ZwSh*1pEML<Ok^_C+MnT^1vJ5
z*KDOqKhcv}Q<ga?ZLe9_D_P6S?2>d?TwY!VZX&v&;E1q(s)o!o&+#(y?RSczWZ9C$
z^(Hw*v02qIgsdz?QbHDr5yx9Lj~vdhMMs;i0-{hdvQTFwNirR{wW&!Ken~Hw;5dx5
zV{@EfT2lxCqc9TXQ-+Z@4An3^!(iaQSO1=3w6(qH&=ux7^DyZ3lgt~Lr<vc6t4^wi
ztAv}l*{5<()%ZI9c;m^&8}e_=D<B(9jn!FP^on6IQA`!n#d53Cy8p)28xP!g@W$<H
z4_|w%b*J^F*3&JIdWvJmfu@{3d-~k@i{~%hcjZ3fDVC7yxL)7~Bru<TBJ)J{iNX`b
zCn`@=pQt_2e4_P4CmN3?gI+N04%|ngJJI90*X5qdy)pNu;LSmnbjWP3Z>?XwaqY%~
z_usmowy{ydX<G;YA{TE(Lf|?zwD&NegNdGdGd@FBv>%xtj4CZ`@-g|IXS^p6u>f@c
zs39jJ*5hMxy<Fl%A&CO1gXikWWIk`1Q%Z*Cr*p+(D%Ck8D}gQRft!%~zPa%JMQ~~#
z9jxuH%*@Q#=`knmypSnI(Un9glSv5)(H414vsqV>z%UvX>3gYGE%GF%h9$eIV3{&<
z>K{f#{XL9}7?<h4jdFSFsA`_9nC6rPkE2%1O&zcc-(|iI7;3);l;Eg%w_jK2iM<JK
zl3U}}xh-y+8}3!HC2UQyJ$8L!V`6)4XN~kKX)4w*Db6M8ZvpqzH6u>&3t=2s>eDTW
z4%Rjdi@4%UZ>-Qm@VTGxj}!fpJjxq?u=C&t%G!W)bkhm}9m&E89*MGRD{|9WQ3k<g
zCuir&Uu&gp0UX~)Zsl#)G(Aq#vk5H`eDKz-ThHiMt~g5B(R4otm|W#`!EiNMEf`qK
z|FVoNB=C}B$vjf-*!CM_%~8~os-uIw)d#knqT8m>y^-S@xzWyr79R@Xh-Jkcxuk%7
zgdzedlt|nOxa7-(fs!0q+;9xkh8;H4-0MCL%H+Y2_Ibfh+`e`AFzthR@aE>`E%9Ql
zWai8<4rt02PMBA4KJISI!++hNU2?r>LnOP-8Q=@PLHEuk{A^Syy$)-Bj(LE&%{<0@
zl8$D{?c#3Ii5&1yPJXs9TXahQZ+mY7rO8p93uaXP_3!&uYgcu3S6A=qy?Rx5t5>PD
zBU-c;BqYQlAwVn=W_h+S#x}-)7c7j}Z61D>u)%(2%y=*u8@$ZmMdsOK4{+u@8$a+I
z&wIwl#-8z<!`z$y{VKozc9zsaLP(G;eHEFJ5jP@k+_-V$Mr8i7Vq4$Zy?yWYeXWD7
z!>uE&lb4;k?AceGy+VfcbDn?G9XGx3rWf6G*G(_EX;x?S>hW6q#qFb=`R;sQX7Q=s
zbZ>TPZfW(B8r%BioE@@m+1=XH+Sl6OIy8S|UcHvjx$~Ci-TJ&c?tIaWFTU|5FSz>!
zbLy<T?pe>i{kG?i^kupC+?#J1S$;t^@!L1_WchgN+aSr&Bl24;>Au?Fqq#$0A&PAR
z+~U2&J2y3Zxx(beTBCNXQr*#Pu3z6;Tx>Px7Z+uQUb}XFUO)4tFL(S{qgFrE(`ma<
z(YJG&ceD;vTBGIMg#LTm-1=NDjLc59iq)1Z&RgB*Hn(nV_Re*hQ!-%16zlEpcDwt!
z-L<`b?Jc*3v77E5du^kcd);$)|KuAaoZHpg*O75sl|KCE`1fEM@u`h-(e2W6uZ&(b
zuxck|&9q7^{u5_To_Y2ewSivLd2y$rHvHzfEpxjTb}#H**tZbd@E0vR@VnDp{fwTP
zx?7gEE~)e5Wb;(>vgVoQjW^tM!yPxg;D)|#Np0G=IsV+!+BFLUxwRpUw}gk^%h8=o
ze9ku6*G#rp2E*T8j@a8P47P`3l}!#nTn+a2zM5<0a*ayqR|}(!aw(TTdv@*W)!oU-
zxzW+_`e?m0I$GUYS>J57^7+}<=0}^k+{D_mvr|)HZFQ!bAIV*Q>2x=r|LEy)89{4C
z^6jzFAF7Xb+M{7?w%Hq1t0^!1J9MbCYHnhDyi+QzIlKGvxyG6UgI9XW&E812dGlPS
zvnt=pZ|*hQ<D<D^vHe4xPW;t{j(*1ANUJqk??vT!y!~_hzH&qCuZ_}QC!?#Q=g5rv
zd^>G3rJuLZBQ$I3YwL^k_4NbIgU!oNU2!V@T-q9aU$>p_<n^m9@z<8{<(8=}QwOIG
zO*Lhmb>_0m_4iR?U77H0?K0!Whx<gQEM;~dZ`SKNWNDy~=Rz0fBl@Or2D*5_``Zhl
z8S<~YLXT;_W9m{3eq-I-Tx(`#?)c2?Y*;K#3xSc*)oZRQ=F|(=IKH7gFR3msGz+7m
zb$1lUn)&>j#<UNw+`J`h+<r&1xi*ZgivQjvcJ9)W8oR5c-!`{e<=K%+wH@Y~yJSWi
z?M&ycKhkTpcK%2hJF4g1M@RA{{j_p(!$fPOF=5}k)!#Vj#;2NM-TVpt0J&N+WqoIU
zcFo+H_ykuu_LSu+@jF#zRZ(;EtLNjdK*_pQy{F3`gTU8>lCRl_g|MuXW9jYh8nEe0
zWA&@=TpZsrU!829SscB0q2HFdvAOm@XXdg>zuT$*Rx#I@@7#9V+{Wonch#Nw-sk(1
zo$6Gfd`bUo>(j-F-gqU7*XMsDHroFtdb&?vM^r!NV0P~6t9ZI2zGG|rwTrF$whrFr
z)XysEkI%{EyGmUd`mvt*#dYh~>8l*7a&@z|EJ8DI%<sjH>9QQeR?pz?cx>7X>}G?#
z%`Q@OX>Zfr#XByVo*B)T*DcOXR{AZm{Hxto<+BgI>7_4w>D_m~s(WR(d*zkSJ~+`?
zwW?a|PHyTPYPXx^))raWm0Mz&%r=`x;*;mA4~>rI4=wiNcM>b#`oE)pi9WyFcKs!n
zL-zi9eI!4c-!Q*%USF+_f6qfYX?)ex?9@g3x9yjuxlT~q5AHs+d+>W6`e`japctRq
z+`1|Lv{qZ+a8(zXzSp>K+x~6wmRN{J;;(`(AL7#iwP*RmI`J!8_TIW`tN8UTUIoUl
z5$XgJzX!ah(r(Z0tZaSV*c;dMs{P4srPXM@vUP07>ec63?U7pUu5SOu-F36Gr^a)I
z$|araI-QAX^Dp%zLha{|=(i&KtxoQe8((_aW#i-P+xyqsH@ChO{h{cQi(;M(zIreb
zwaWckzuup0seagIziShFF=q8Q$@H}*JteNEDfC^iZO!e?-PJwSy2`y8;QI2f%6&)W
zy+8O$Zl~Sduzq9wZSv%+*KqmS;hiOXHFP{)ti_SrwDG+?YYX?R$!#vr78Vx6!os?{
zC;DUE${iD(h3?^8JJ-LcTWEDcy;XS8+}vC^xN$>wdQE3-XLIMF4gL0>xs$*D*SSXS
z<nDE~{_2-+URt|$@SX5_{99FjDq|Z`@htm_ez8*QO~qf$oto>f?u(`RiTQ<{3-Jfu
zW($>KWpZ|Ec2#e6Pfs=LH?Ou0ya(&*@%PWW`u+3YkS6PZ(4XsA9Bx_cCBXTL^)@G&
zSsOdB#&`W*u2~<=_1g2@gCo+w*$}4w^R3;z-R|DSez~+wEcLf6R%=`4H>xo>KGQq?
zyMHm-7(G5ewf^KymFAV3HvQ~KzTer@iT{t!Z4bVozt_HS@v^}#+?vYTioTe4pmMNs
zxN@X&ta7|kmeyXhZ`;23Be7+*GB-?YjDNprL04(;|LQESKhAMccb`l!hpI=aN5k>Z
zQqf;nyKeio9r5e!Is^v0!OKf^zc+v0X$dj6mMwdFq3ycjj>4#Z-{_j_^wWel-gx^}
zt9KUmt?$mADC}B$%^hpkmTHy7MkiP3?9qRpDmKfaj9ak>qtR@1#w*?W!odTpyPeu(
zr*XPmuFtI#oBgInV^yst|Lgl~-S}PF|24%+b=r2>XZ4%+y;{FES(~cu-+N%Mepo@j
zxNv;Wi9L0-isDbHRAwvll{J<4sF-@8;%|2?h~CtfySHrGwn+u%z|z5`!%Ih&)aS7#
z-z{{j-P+*GnC0p6?8Mx}n)2H6?o)eCoj7&!RJ<FfKi1G6oD3Z}1?_;>z~YI&a^W}8
z*YDZ2N=>A3b4l$@eoAQhw?6(QtiGzfyY-7_3dd^U1G-y&>3;e5?7e&UZai?{K;@b{
zy4Q&Iz3rOcXsi=ud;7JeV!zUAHg^b?3|;3V8(tS~e_C3*!%Xq&R(lsgOIs~PTeU~b
zqE_w1NZMLeBU-ceC|WD_mXy>Uv17+5K@da|5#jX*+%NauGoSOEr(`1fz2ZqtaZ{+>
z=?O;*3-J!$cEb>_hY;BKKqAEB1u9AG$ToEA{Cut3*iJ!kyp+&X@ZxUXttbO`m8R8d
zvh!qvgY@3v@?mmYX%Lo@JrN^0pvVyKLQH`-iu4*JJwd=~{Caj`hM|W>Xzvd_Db!kt
zTSbMYUhQa6+p*{WPVc|0Zpaonj=xx?#j|5@tYzDZtB+dvWo7-lyfkK)3`m9++7JU+
zX}_5OKAk2t3qt)uTn?R-;$};XUn(=|w6Y->J*}6LQjc_7>54-j>L=X=ga+#XS-tyK
z+VDlIn%{4Kr3A?*zeg(Hl?w%8QDtVqANu`}4NmWt<4D+-`sJ>5Ys;N>>QLAwU__*o
z$hF>J#scy+0rmUlXXIOU?g#rH^oJ?$ADC+RsW%2a!!?;HBXAl(4Ve8&lYGO#+$6GX
zULyLsu)2S**nDYYNI#Ed#e&aZ3Sg&oZ^$$=c(tjW>PJ=}pM<e+Zhq7RhPtm!Z90&;
zCxtA5Mcv?Wt*JT(DyP$NG^LkPXem7#)LA61Y+bW5BczNxEaJnBB8_z+P<n;0w2E?R
ziLH<QW_Bvd{)t4gaO?fJc4tfqj!)!-H*{a;a7b@*H8G*8?wlyGQv@;+7)eR*fp?3v
zDYKP&O->Ab+w6H>C=SyRZ+perv`=^I90{p-?KMsyH%*M~dr2vezK>7R6Ae7lA&`T+
zS75Yn_HFz&zVrT;PxTZ8Yi@PU5*u$FydRuw`rRudE3Dc!=jZlwT3|cinNnNjLT~wk
ztgP56v4vW()_AN8vClJVJ?vhndml5`=Cc0^=IL%s+}znNHHofD5l;?4;96f<s?)-n
zx)zl~QRIfIP~6uwCk@pH4r^=ccShPq2nBTeSzqJedZFNv@jfg(0LR!52A#}cTXz&U
zpArnI?}F~dX8{8?s`}%tgDK|DUaG;Q=|jS&O(T&jcgC>PI%$>At=ga-ghuGj0Y|Zy
zhIKuB=cT@Z$P{dM0@19D6=_}JapP}*Psb_qA3EGVm?&FSzTU-`YWNfZ61G;o)a}Y6
z`2e==yhy14EsO|kt%W#Agf|~pw!9JN^)a10`W<aSeHMDJN>!un?R|x!yR#9?Ob&Jj
zyIU`VD_%d)tKOTQoXbScnq|J<ym!gMG?_3FaK;&mT?J%C2kDF|^d-wj1Z_9lyVgog
zn)4HqZKjU70CxrFn;HzltEll5Rr{K8H-?EUsN${Kt;8{h#7>L6h3^w{$4ltJXZ+%d
zEHEw+jSPg+e)aRR*tN~LH!E-X2@RWd_QmS;@3gmOr*Bg_LC=Wsck?6Kf1H9NhYMm?
z+AcFLoQ~)!TzRm%xtP3ANR9~(AX<-lh4sH5tcM&J%+s=dv=Dbp`niBIZ^{CQ$l#(0
z3&n{|zmnDW#WrP}NH5a_6e8|~Z(f~G93~;<EA8T+Y|?6(m+>O(GvzkO2j>sT!@Asf
zIP7x3%2zJVbC>M9l^8Lq%Ah_f7?CCe;zkEvwzR#kpU?gwwk@?iNkqT=8sDrqBgGb>
zBJTYnb@RRhc4+T7d!E3zV&S)9U256C`mDez{xtqNYvG$b?$a#uc*#_(L^m%hljii(
zYT@7)2P|?LWl4uZT6Y9c!qQGz=_N1EKG?paQ?*5DsCzze0RU20AIYg0cxiws&#K4q
z@~UFxvf2$l?g($)JSg0u-+k;{@}`vM-Gebk^u~l%8BkWEEnsN<Modw@p$-vLR1;|W
zIK^k>V$~+Ks~gls+>RpGk@sQ4F&u#R1RTn@SzdPJ$AW9#=#T4`el5^f!%!UwRvI@9
zr3E9H!boN?zz5<?@80`DtL#lfLpDsH9_SQ$P<5E)E^cimB;O)(nptvOEDyVJc}Fk&
z=xqRem33a9kWm+sHz^rM?)-=Nr#DtwlKeZy`5iRZN{Y96(4wtG6Jg4op{E>2qUp+l
zN=zO&V9UQQ<A5SD`M!nNtj0R;bx{6BJ3RMvs2D}L$N{6`HE1{#8H6J9nA?Szd)_NV
zhFv(K_T!HB7ndzz_b~H_V$dlhIt_$u)9f;Mte?<OX}iwGIYUlUCt6O`H0ImBdByW~
z%Ld(?>x$L&P0e$p#k_qtw4W;JJ|#crr4VHNRma?)O$9cwsbs&DratTBtthTNt6}IT
zo>K8_`}I+9+5AlQol>u`(f1ieVilfCUn1`41^(Gr{(UU;*J~VtI2bYh>}-B~z3_a|
zKZt(ivkEM$QZG49*R;dvYQRN6Y@mD!3;Dizn~%8dc((G5q_zCqTV_u;z6!sIiun!V
zcNk9<x0BHQ7b)wp{g}4iT^*H#nw+r;v=x4|6LN`WAyy{nv1YXWUk6*BrE+sZRy-M%
z?@FCv3BG?rabbKLGBK)DJ{Kb~XS;MY!eS^h8Tb4$o1gX1lQr&Y%etTsQ+I{SukTN-
zay$GE`n2>sDVFvoDVA=b`)ebN3^D!Z^!mfg?#xA%&*abO&-0&G;8%C5cI}t1{c};!
z^>h4mIPvA`d|J$RSq>UDsO}5%!D}hqgUbhZ;h2ff<(~(;0w>I8%gcwuE*5}tHF{nP
zSu#sHaO7RT6I5zP{+t>AEP4n~SDPRd`%PAyWn(!0ebV}^Brc)hT)*K@J&Cu{ht0pn
z*M%ZhM?QoqB!rfq3b$yw)ZU9-d(P@-RaU5EXvQdx=F6?Zb!72AxXU5W3s>MMbwJOw
zz(<wJpfg1=>=sz-fVRGDS2Y<J-@4#_>-@ic)^^@@ffmjGP2FuY{4ic&Ore&t&oZ8-
zP#QZ+%e*RI<#;p%{kiL6F60Mw=_Q3e!~Yrq-ZZP;^N(K4EHsx3in`Dukrnv>{WKU_
zxacDuTwq%hdB5LLR0_0gXo>QF(ZyR{LB9Wk>t_G8{(=dfZFPs^;SU4ZLNYG%*l7~e
z!B*p*C8RDD9063%C^fyTWFF*!Z>-ysYrmX9LdduI>f&YCF#Hut*}_FYa6reh0qffO
zw4zB4M^P!oQlNO-W-Lc8dma3VbJih*0KlcEF#F!~W9>rSG)t>d=)C{KInN=NZFD)0
zO}3sC`Ct{0$4z>-uvvTt7u5$?0&?YLpxwVJ+}$Q6Z`1{7u_(Bf)ffDgIxm#nas@+v
zBDj87)N3=}5owK=;Ocm~Y$&elo~tyn8^E>(sJ-l~`)PFb*Y;xY{QAu&zymo9wJ?dB
z{QF7tAbW7`)6k3}2MDq&t@DP0S?jAq@c$s5$sd#id%6|YFL_oHG>5AMI2>E0v0PJa
zo5$I4>Oz1LV*OL5S&Qzb_{4Jf>i`LaQdf6*7U{Kpu|j#d2Sme;{Ffgc5~%{61pf@;
zs;%WR*0FIScUslCY)nooVwM0Bo^^%uE>t$SJS_W&jl|^`vx?%rLpYoJyHp5J6!;It
zdiz?L+WXh}&aE$Nr1%xH->yUM=yv&j`Ce7h6Xo)2r;-bj#WM@|?irdir6!0gK!!7N
z<!0;fm2|tPqKL&?6)Up$oaXISp*H7c-#Q`kL$3O{ON}(uJ2r=;4*o8^h~Q)b1oZl~
z4wb%VdMVJBWhWy|uqw%ppue2-_xw>MM=}59q3O1oqbO_(eLCMByzX|e{d3-M)b}r+
z#MT>B{2Ln%wPz@gr3<}+TN|H8$a(Qt^RKgysZUK!i=t(f75IMG3>%qm-~Z;F0{N+9
zdAA(tqPhI49)a4o=+2`w%>Y^SO&p*-jItTd6dSsuUQ*d0?@Qh~xZj-pOM7b**^>=^
zTwdr`{M~Dz1f0rpw`j6mvZ!9eP^F_%_zYj7NrS^{Ii;g#1#Xm>&Fd36yJU$5Q#$tW
z>tWU;9?k;cTDj%IJ33mH;PnmMnu+ULvN$M@t7^Lc&8rL|Ecs87b<H4!{@)0Qdn<Q;
zB4GCA_6s*tNgs0jRdbjGxY_@KC9SIaT#j&uZ8dMc-K-&6SE1}$qYcBwjJNiNuudf-
z3ANim3!u3Pqa36-!0~<s;iN<2z7N!(d)rcXNn}md8l+%ssuM=e*-XF+@D2z^zl5(e
z8(@X|O3ObVC&qRpvRjW?JCcU(mey$De|rSXw>}z2GLbDW^L3QYC4Riua+<CCh}Srh
z7=0DAGUBq>|IsFzsF>ABAghZCRwov)L3YLt4>aKYr#}~ptq~VenU6=@CW@o-pEUS1
zcLQLejZ@ZW;Yi~8ebMS5pU}|5C%JxkQNFxXCOcb@ZCtqG&m5w{oc+hFnwgI(Zd$qZ
z=l@-$XwX+nk~mM)dnAcZ*Mn|SaIa{p%$28w^?5U@mHK0^8kB-(3m*YNVhH;s*=%jE
zjiX0+PLGVu0WxoiN1!YJx>Z~Tdl)(FC}UjnqIyf$Om$Z_l|!+h)OUO}Ahc=E5Zh2H
z`8L>KTZ=5VonPtTR8sysplrq*@a5!?6^qQW&<L@zph^ayY!xQ(MFc+Uv8~Gepa4xT
zr+Nu!a>Po&d`)Yj30^F*TTc>IH0!WuF|^?_ReavuCf+D$<PZED>gP<Kvfi&%D@Vo~
z<r9-wqFcG-ZchGI#a@fulndFqHfX0I$g8sPX@UQpO}B#pi{sD9ED~m#a__{p0NWGK
z0JQp+ecp19ujP~Rkp70DQTMtKHAySCsh3!b95SaaUGXzt<R>m8Y@>7Bkf+;eVOLCi
zGRO3x=U}oBp>)Ee8`()N*CYq^Wg7~pUhu$|Bq66ghAH|MxJOb!T?E&d3?;$DXGWn0
zLf@^0ELEi*+-~_+X!;9>v{$GF8Sg-q*d6yhOuAUMZ9-ihV2BOD<*7&QIA<!cR<%`}
z-SL!3bcD-`i%G~xR`C5jYx{@q8~<kG%ZT`LjXt)Nyj#4*)kP<}+r0Jc3Df9jzHO_s
zo>TUJkmvjy=g%#~0@m0w%0c(;b96BsfG{(|^4b3xg{$U0TRf=YWoc__pE-ZZO?fqG
z@oRfr*0R3VHwn~lF0*hSS2=mg)9&@g(!fmfmp*J}{iOinfW|5AW%>MH{gtat+YwK&
zL*Y-b4)FhuID&HB{(v8$KH?HnK>b<DxfKnUJvo>lIZ6lR!UJPW;e+7|tZB8i9xM3p
zJv|~{dG^#T8yV>DEn65{@RL5@<gmCd!*Y5+u#zFBE{7;5_?}b(9U~|AQ4GXaE}A$G
z299pBWHk+K`gDPVeoU<XwlGrv;fA>PwXa}tZ&Wb&>t=}PtEMswwXdR87c)dhil46d
z?zz6g-TTku-tkg$!up!GTX8%pr7&#4#j@w<`tkeew$b}n5G5%H&sqSl=^cy3ss+N-
z{CijDSd(cN9!XT!1~|I``Oy&NWjDJSrr~C(aZr%Mr)nbdPttsv#LER}boCpS3Psvd
z(@n|zezzxqd^ZjGJ}aE+#DT*!&Usm0Ppt`XZE{!&LA^@;*yJz(j)6XiaMVv~kn4_x
zPR~r_wJLs%DjSG$JV6McKERu`?vhf993R2rUR!6pHHqpQIecB>6<5Lbw&D93aqzNI
zbR<B6%l%q1OP0giu6jV6&2z`A9xi}=lP>V#P~V?|$E2;AeZpIf&1eXJXuK?|5P~tn
zfu=B3v>UBo=;55q=GXIQ1zgA?Hbg!VQTPpN*PAq~RFREW6P@lBpQ@{e#P;0}cZBv%
ztNT4xxlIU48Y?8c=g-EP8EO^v`B~pycxxrNbzZ3~B-YTT#XiLN_txE2^10J9;s?Gl
zYA8&~O#n4J&e;QWEH&_V`s0<iy&3VO0<aX)_R;$bxUBavi=4t^#<b{+^;ag;E9&K#
z3>k}ZnKH{<Qqy+AplQUX@}lFnbOVovb)aJHn=3(xqZenYHDoSFEsv*V>f9_j|M@X*
zatU1sWv4~K)<0So#1AG6@EGSu1q6xcOdM?$$y7d-RbDcWa#@+Xei(b=8g3UFP5Teq
zg9#n~dEg>`E=QnGQ;YG1c4Z}>C(>Wk@dskWBt=>n!0{ll``%jg<*(vKG}o2%e(|5c
z(yKyAOJg#OH+{b0X<n?NBcZP3rJ&R|F4#At!AW9<Vt0hPKY0Od%nfCHc93g*_BOPm
z>((^aJq{hfQI^vsTGxHfpvJ9b@Zg&d$KjHo>I7Q42@JNqT6jGY61lfLmJc-OZY^s}
zptCA@x2rpA@NAg3&*SIiW9hXgQm-H?ech`v7`sw$7!P_k1nsc~VWUjx9^;$A!qq}}
z`rm#&D#QZkqt3RI-A`e}Y3KsnY;2y*`+6#4*;H?O0A+C_P@I%a@%!T`){qCy)!(?P
z&(E;qa;!u=uk~Ba$m2Avbara0cs8Sf1HPfzzEoGnWsz{aXuo1d$ip1W^KOjot>jC)
zgW%Ki?$^t@4{SWR2PP^DWHqXoFIGa|0|rf=58X7@l8e$-9{(~_Rv1PcrR%QLJbn94
zlARzHYfXM_Fh+KNzBcZfui`}A^tEyjT?;+@Uz0n9?LgaJndBSS^1aXYq_X_n8M`*2
zn82G1C$nzxoGB5;F&C0m1q0;h>Xkcxpt&H}ttTS-{KUI)F!^}r^tGdeDGwkuPv83e
zwJq*lc5+mfMbX2#FqTD!A1=PCDKVVZ4O%x#gSc9*6EuccP706=nYo5!8DMu3dbgRq
zUSf9SV*d0UBnfOwkJ`Rlwg-4Cy!plZA|uQj?l*SEx_kaF4gaY2ngc&M?e>CkG$*{h
zS7vKPD`Qy4g^f}*_3RwiH08W>@VKd2j#fj%Z_Yc*LiCSc?HXZb@cQ3nHw(KhE(c#2
zj!MW9j94tj8EFB`bNt1Gj%>QQDfoN82B6O=(^uea`8Ll(K9%0*S}&^xGGtnHG#tpA
z5r3&wePBhQt1w-4cDQLR2!ZdY%&g3|SAk}$;~baVpHG%G+o%g)W&Ag7#uJGJ4X6z;
zc=T#iZ&!b*mQ}72`a^o2wXR*?riobWdk12kMeI6Md9nJ8C@oYQbXxES@dGQu?Qp#R
zm>5P%$f`JH;qS5quF8>)1MP-iLbWBY1!qhlx-5bou+#NT&6{<f4_)?)#qKKFYM42D
z*How{j$<l?%tT_N9EpOykEPk^7dHLkWG^oGY0D{fYcHeEpDJQ*t~$ZaA7xVsqALrC
zOF6m|^S&1AOhZv8+Yyc-m7w2xdmcJ9I;)RSqWb;G?Z+RH@0%4Q^OM&!BeEZBen=Nf
zHOVn-(b$FF7=l;RQ;H24T_G-!OZ9afG><NIIy~t5q}8<e-Zb2J%6C9-#}Xr-axZoy
zMf_~IFElKuKza(%4V6f_2t*VDqqdB#p<66J_s}GvfGbp{exInmkJ+~BQ3`b*G`L3p
z#jjqJLo=q?&^{ACowH;lViq;2FW}(6`#mdPTpi*%kTw;!z~ctdOpMwSeDjf#y!0cs
z<FK~z%Xn<V%5okZaw<{IK1>Svq|T(WtRx4Lh0BOcaSfczF&D1*|BrsB@|mMrj>r8J
z{M8W$z?FU07GKrd^;auGTO;KUUdk@*IN$fkskkSUh3ua#a7$U`R3{eyJi{M?W34C6
z&mK{w3UU5Jj=g#}y>~b)Gb)tc`mBTWV6{Cn*4Z7G4>!NJFUaQ#Mpfx<*kWx%+gDni
zxI(hb3V^L=-12GqrQ;w$dY_rYV<|hF9Y>^6vXx4!!83I`<&-bXn|<|Svwc$;w!!0w
zrx3=(PdS;QX%P(afOo!z3-#~tORJUUni~CM(?Uo}9v~88lJ{^yFQN@DM~e-on%9Uh
z0e8414KNt9q6B7=L&W-Wvkq<am@urfC_uf|#or;P?mWFxr-29typ5+KeAS2XzZ}F0
ztx!8r20B^Oyy&U$ipQXQ&D^o7cUxD=B}GRJhp(BT^CSvo@rN937uq=6FsdwWo)y7^
z)=X0wkx&QJrGN2+ux2f(s%L+1FhSa<FE7llxW$I<I4=;FYWTMb>>-bYCkNBi)IEm!
zeJ-BtA%7#Tt@&cqFgk0g_&Nj&sh7Sv1;@|!hpc$-j7@yu#OA%g4jYz*S=yN)@+#(_
zQ)=KY*Nh6_ZX?eSUR#VE^LrQqM4CU#lfF{DC8xjEh6s-CTc)*-*=AR3UMH`R47Zpf
zVeLdRNpN9oMYfC1vDNagxeEGD{j2KrIp6FvwNJCtDntZBZ7bNctwHRzk~kvo@c7)}
z5b)#N{=-skjzh`1owkIjXNt}5axPAGt=NGv7yWH<T3Mr$zhMb{_=<0Q0mTgw>7sjF
z6YB!&M|GD+NzhB9d%!-q4vPAE;Ck~5DnmxXGR+|m6M`Z^S?T8HI=Lbx2bq|TN1T<B
zizG4EBVMXRsr&5y5gViAU=3Y4hen*wi16SmORS8F3iu-uPX=_QH#`Qr2hI02N3J&N
zZtSwFviYizDtFFV0MNU0@X(LF31#BP%}ow8u+ZSP?TJCe5;WYahWBdl1?1JWxZ=2@
zYOWMom)zG7U(r3WM<yjnMcUr{f$6;XCNtE>yMB?<BKzl6mSsDA;FLNsVO16q9MkQP
zNWeIsYga2XdTpZ^Asphlcz&iAa%{F*wcIUmtfAg#8t8QN(8jQ`Vu>V-gr{k?20XTG
zEN@kA-%h`T*0{I(E!4HqhVQCoToJm(H->pjdvAI!==lQQQd7_D9roI5)fKgq;g0Tq
zQi+UCejS_oY0w7tz<uoP7h%dUm|>IWmh@UQ-MSBbblHK~_cK*`PeUSS)mgm*DN9kV
z<owIOLN0D7%%wAevamhw=%Q(-1<#V7N$1r*5$$GoTmS4^=Ho*stQa;su*N@<=sG^7
zp!d&>UOH^R!K=Ul9*%z-dr@7aq?(9fm+@Hd+><HuosR0ISFRgQvBt@i>Ew;&o$ZX5
z?!Vjr-z+rkTAtcuIEl<nKX02T74G<w=Qn31ZKMI%^=hF=2FRQ)<p>gk3rNrY;-cGR
z#4FMLz-{N+ItkBFk-Mv;g`l{;Pm&0qs8HCHdit8rvM5F1!!zN~2#w$2Pr8=IC=T_2
z?^S=R2Tw9<Np-EltF_N@9~9W$f~KgeGQjw@9M<FZ*7+jmVao)L;Wbjk7wPaNrTw5N
z{Gb0;AGev`>%fHJfzBqsZcP1Jx2&I-V(F~@<7C`X31jv?KH)~Jv|r1~#zp~k5aWmh
zk;%5L#K*A5ULQ?zD%vy?Li0il&b&thH_~;y)BvmT_s8||uu$5=;x7SVSRh}X@VcG`
zOEgJRQa7jT+QG%cj*!*h*x(-4f3?DqPL)qEuaz_P%9?%B5a$Sf8vRCGXvReiQqxNt
zuIij*I@7AM)_w&aro~Ex;*?wQi)r@#mi$^>`Y6CV#Jwq)xdE{=3J&(TvtVp}1B~|W
z!HGgEbEc{H9Qkd}a>3)1EZchD!!6&j5j>>u@rJAtSSVH{E|e|J2;$jg^@%dME<j*d
z@lT2^o<F*=A{4+)cY9x9<yBB~(si~DC5{PVr+IgCW!uP0XI~XVmp%>|MDj4xWB6OS
z{x-Yb5xI<Ln)d2<3IBT%RkqJh<mT|SjOcrM^8O4t;^;g22<cL?P+=!UG9I)p{B1Q4
zbRq>I^dVp_=IvdgL?!1=xZQk&q9z#Q_6B3QCXNuYumcOV)609p8o&2<hwKwv{_fql
z5Cl|)K$ethB->RJ`k&bhT>K(Fsy<7YQ~p9dv8+!P4SbF{f_q3*6ie5vuU8>g1N~lm
zQ7mgPT+~cnDv<BG^^XCzAyb2B{6PrlET+N9AeF+Gu|kupC+cx;bblb-p{M_atb&D8
ze=%(l>~))<26m?pj_SB03GIx|fN*T#Q(a5%Ra3EetbLidXs}aId{B@Y?|wI_xncUj
z695LnCE#QqA2qj^<`CNN_CH~O23N6;`ZTAu&E(3jsQ5dFYE^*<ZzItW!2O1$3dol2
zmUk#*+tPOr31_tSDP2d9N0_Isx)Zhd(03!%|J1W@!imxHpb}9PSii$%inP1y!L{Q^
z;N3K=1w4eG68s4RG|iuPYNjYL^$Vtkc{8=>%r=hgOq})Uz}>#8$FLYXaL&14$B<`N
zHSl)}KM^nCI6BPVX~2v*dVf6VNzqJXt1ORKSJg-zAVxUozv1jfUZIaJVY=uqt?+v?
z$DZeNexH;4>ozB`s$(%OM86yo$&F1A$b5?Ttwy@{aDtf@J{2!&9(QQKW|J>ZGnH#3
zTjqs?*nD%%V;^P$Jwm*MlqT_FWOru#;724I7W%;BR7{srN2S$gDR(su_)jX^U$=1~
za@PW@`@L4w;<n9z1K9bJl1}z$73TcP6{I<ErRf^Ir0f)e%b*&7IX>^}9Sk7uK|K2W
z+J>I0W?us%J0316ieVtFo=a_S>qVxOI|9yNgd>$d7;ks1_l-5D`i!RIqJm!Nm7X%{
zbQsP|I(WgSt>nV4fJ5u*J`Iw(&2E6Mm%$W+7g#q!mYZ@y{oOP2t=+Hrq~{m3UF8b7
zG20I`B&DZqYaC`wora${K$e;j<6H~Se|znVUR=o?G@l+|SL3SpYh5ucNweIlUREW$
z+w)cgZ@)T;hr&d<Mv-&mA_5Q!DTkIi>6-W>UI!t+;~%1)Zs~@sxXC@Y_dh$c`TFl1
z0qU`44|8&Wo~`;nCR5Lf7ESOXDcAZJ!0{u-urMyJwIG60jjMRPx*PP7gufv)puVUL
zi=gD|ySf$0C1X4)B1w=}-jF^!@Id8_4#Y!U;Es87)rXUZOF{5ab*g%C_rtE{(iE-I
zE8hc8r(vH0H}#$r>u*Q6*X)#7wtW?aP%EDwm}%|?eI46Ndx8qnv<gtU15XvR3eKUX
ziARO5Cs-p|a_PfSPjyNklO>FrUh@5Fq2Cx8G|I#oeKedQaA?*awiz-Lq$vGKMtu(&
z<<el=G6U4wdZiAUzvJ{jpWz+WJ#M)R3tF6w41FEtIAsSrv#7W0&5IRwq=J*moHm<|
zX134{<Suh^J3+TLgOQYruI?iLtBTm`B|_Tc+k==LkV_ru;s7`IdfIXG6bf&BM-Uos
zo1;j-ZvO6gN}p7dq*X1o1c{{s9HOx6RwC>7DHrqN^mUk^>}82OW(DBcX!;Fu=k%?0
z!|d5s#%s>rph(n8H~!q=@vJWWekG)W6-`me-cuP@8u<jQy)QK8n2|wz&8HEzOrnJf
zRcO+qr*f8O2?YEshA@6NdBSI7SgEHRw$sh>?<0o1zrajFZ1%ZCkqABho$6i5ntWj)
zlBvj@Wfh?u{YT~l4j7T~!mC3Fhrwi{K!{-c-LC&pmDl&1vu8h&rHOZ{QI}hnnyWM?
z=%$Zbcp?cHD2u0N0}G}R1$cWGJnCILrP=GO3C^<QM2D>UTdHT`C<cALKilWdr<dt~
z<Ly+!JlDMY9Jr6Tjw4SH5lgC-Ii=dP*L)SqA;!PBNXc{_e<>q#9$mCAE4WuRjh+Gd
z*jx$vOFv>DC9#+Nsl)_1xS7-vVUZd*VzU12L2~c$O4T4i0dq}SvvS4kUQuCbxZRJn
zI+od6xxLP<Zeo7k9H;N1MuVa982)vm(@g41@wZ3}=BQB1&&-n+DzTfjiXo)x@-Lt%
z$cGiTw$f{x3+qy8?MLUy2f%k(o#b7IFa+&5N#txzeX8?hgq2Ru$JBd6m<`D3(3pKN
zaRhuJc!0n|bVK_qX5vyqtON2yP+Mwx1xDU`(74auX#6+Uq~d>l6kj<~<f_6pM9^c$
zc}wh(NOioOhz2a`6W%`aF{S?M+N<#hythW_pMWc4e>8X<G5x@P;mz;w=%19W9|Yd9
z<i@K3M5l?i^a#SMv%NTdD@s*2s^d%o{T?U!zm9WRQb9PWK1uYDLll73FE_bGInJka
zX=ejkIU>k+5yoR%5**VF?Z;~>i5~h>;rwc?uzojRp!58Bi!_IGDJrP=e^vkdZ4>wN
zQQ%Bl!&vOOwC)j+7Au(iuo6*Tmvki;Iwfr^p#CW2k4<oLg`I;oi_(`OYIo2)8dFIL
zn~w|Hw`#{9=HdU)$NoxBaRP0?o{vNzS$zQlblF3Je&hMV->-Y17spY{S}E|7el{qn
zMy~L86SzW}lr^>o`QTYfE%*$32`6+OrOblz50ekg{Ahg@?nz7{fQBnX$z5PrpzVls
zNc<ntc$i0#f?70QHP(2?$OcYQlUe9GI53A54Yn)lXb#@}9bqSA94I;p4h?(g$wxJ|
z5CVd7TgJd^9+&IA$0ilw5w+f%+u!QNF=HQ*j<a8|d}XtYLwiP;A_q8vAt5C$GUTO6
zWjYXqc`0%j=X2S@;dDvE)fDsxA>EyH#<@9z1-vbQ$Cr61VoBiOA^|$7V&mM7i&SK%
zM9X+?icaJH1!gUpUKF7Pe*LH@`mISZMHoeE)VPi6{i4F*t31glxn~mbZy<isTlO|d
zWb4g%`PHi#CS%JC=#*}5Z~cA3jg!b*;Qy>I9<5tWq1{F5ez7NY6QlnN&F8TE9BNzH
z4Jlvp=K~=eL5Fo;KydWkU(E;5%%Y7KHW|rQ7Me&i&ap0OLQCylZ*ys_){KsuIQ)*3
z+a2}PBDX6<>?<n+v7ZgUZ;bk@r=n48HE&u*_aSZPgwE{DbA?o71sY%sx4UQL5|zV0
zv3u4d|Ij-RvjP8@R&<<1oUexh4_Nj)-mQ9n_8!D>{Cl{5slE`r{fEBOYVxv1?69dp
zRE9Fv^*C$UO!({0w849pHQ;()MQ|j^%Q}j;@CQ3O#ICKQ`N~<1xWh#JwvdYUZ&%Fu
z{Y1_3Nde=&-~Rwe7%j^m<R#S*aQ>j3CA%Tb*){F?i!h(AGY|cez{Z^88VNMr5Wt0@
z{DX#wR)2~XYqGc8qT0|tk$cwcX#B`w$R$cGK&lOvbKY6;!CT&~;Pp$#UE1i8KPm+`
zM?U9B8~TCuGm7^c%UXkN{+Hfbzg)vv*-xY1OXD0mf9N*+=ZN`F;JH_tNi|o$zU58r
zg>oA*IV}fb9@sU`hs4$JL-?YOswA0P<PDv8jVh{?F&hdZLpqC=`p2A?hSEOZ&gQiW
zqXv6DK0&(#Uo-fDhFUo!bF9yE3VSQ;LiO;^*2?}?F8)>0bZmY<MqzBIbT>0bg{c}H
z8jDj9D;#F=SbtbQ*anZJHut?1hN85$T|y9FsVyS`6vID}&dm#^e*!qSB<r0T5mQ6w
zy&yo+;U22#b8ye)oLdhX!GFCiLu}TI^4ZQ4^+?W+$0`C8+>xIX-;wW+%mu7NVKt5Y
zN_M+&I|LE};KPR=tDQ?T+%-6#-JrG4p-{`=3s@6Agwa~V_F3Hq1l7GPT6P)1JzU3m
zW?Xp^Q*M<jQ^ZbsYe@Dd40bo2#m%Hgm~LMg;9v>IifjcsHsRZ}E3Tz>Bj;=D_+~9m
zUY<KTx4qbQ(bF<(|I=L}rgDB0vod}ov`1<yE;4wi-Xm<i4qd4~mwy1Y?jTOzl%}Jn
zVQ7NKf#T$vkf{`XYx?Aw(5p$^`o`4Ds2vCMMS12*;<1hXkM)kOl@n*&wH!&8(NM`u
z9C3mtTXD{}=W#^e{(d)IW=ot|XpL#K$^a3*1jUo@%>HnX@o8#Rs%T8W-`o)y$52HO
z!PCXoKGa{@^6XSuM-in91T#(Ct!yg$aKOb7d!S~#z_x5^YB%qJ%E4)xn@G0lwm{B^
zRD>O9jz5|04>RJ;R4%?QVX8gN&<;@my_0Www;6iUZgG)xsb7NPYgRPURa+xtLrhtp
zp$maeo<g<)!zEc%CXVzY?V8SBrjTZ|H%C>B`r@qiX<PA}hTZOuZl9UM#kMBF<fUyn
zjArifeazV54sFx5F!__SJC)`KwOI|?TPUJpX>vh+gGYisUBuh+<p$5aTCh){TyY*&
zW!|k`155$8DH&svmsgXHZBklseF*s}X1vlPQ{Nl?(jk+rQA0$Zx7GqK^8Jd0ThiKF
zh7u7=RDH(Oauai?X&ya@e^SRCgElnD-|rJU5Rk|@7Pd&Y`pAnBsr!Jmx-Wv~02BE>
zdWKsw=UmyZMSnoGn>@){6p?HJBiw93Bn__3LFadUZ|}N`_n2k${l^8~W)F@+S+4ra
z5R5c}moXL}u^y~d@k}T)<ffE*mjcT0KTDnvTYA~cy@YG^C`fBC#D&|VwX_`%8k>aj
zvq+Q{Cb<cVr}3#1z2hohxR&fJz`Z%>NkvQh)e<zN6#+UEc>ZrtB;K$s`*Jk9R;2PQ
zBm2Wi(5=D9r?{FpHfXySYtCK5yZOYlTdIrF4VOJUqDZTw7#5z?Ny5pSKE>mAP<4zd
z+{3g?GI!;Vn}(^8_iECcW%HB=6+lhrT_9SHU2rTOW|Jar*Em?0^ss2~s1HMPR~xrB
zPq1w3T6jR=I&SUL@Wd4_fY83rvX;T|RLaX4>Kg0PF>(pNU~&Kz&o&wknD_1S;+ia<
zpVg}FX0i_VvfgU~ecbMc<a2>89NZ7lu4Jh^DS0DkgQ>BOt=~Of4`rS+gj!9QoCPiX
z*A{AkQF?jY$$tHd-c={f8*ov|(-q}}$4nmkxJOI4Y!cDR4p@L&EL{oQK8$7Z`|p(E
zI5D#Q>W9B>7<83d+UWJ(&Wv;BEpwNNe1w!AU~EmkeM`i(@Ek=yYTqwfqhXA`^&mbV
zYJZoi`|93!218Eq>&h^SD-sfgar-b0&ZY<p5NUZ*z!Sy~P6|hU_8ivORBC@*4EbUM
zAO`uysro5Yd{K6kG@Wu+-Pzpshdq6ypNXoDnr*MYL}_KHxPhc6PZb~NAeMp`eev#U
zi><X-qlF4b5I-IBKWC)1Vjl)+5zDii)y;>x7DmgWm+022a1glH)Q+ObH%4XEH95f|
z9KdDSwSKhKXT^t(m1})}1kWEw0A-~u?97T@r#?`3o(UOZ@^HDz(G!b(>~asxG|#aM
z#w!XToWXM@M*DwEo}Qsdk%a#Qx9Cf>NrKg6-~x_o{;v~6Ed}%I%pC1-HQDF%ZAu|+
z7qViT_f`2QvXt*7NnC{QB{3|T;JGSBKb>>97&=fT{Eqfau%0?xY!%3v{49IF+K|1q
zJLp14xMZitO6W(`LY7mA=W5dz50G?&Vi2<mvm|V&hwch4k8Fm}qp>mT!5C$rSJAN4
zYr$Ck$!Hs?VP&Xc)V5}iAj%hm|2^$hfxUL%J~}cg_Y7Sbio2`2@a!OuIx&Hk;W7{W
zUpXugH;c$-CcfC^9}l7!t*2_|yD?O=2tBH2Tx}{BB&0eMtob#SZ5-2|iov)&p}gKd
z{zr=osxgeB5$RvCd>S6=?4<K#G7=z6Xk8FD5|#>MctG|0Y8mpH^@7(iuIW<NQ7-$3
zrHyXc4I?|ut8U!-|6E5E2^_-oty@d2uC~HTXOI}grX_!{l@m{fB=6f>(E{joEz%jG
zi3y@>T$mi73An;eZJd6tR4ShSnJ&^S<ni&C$7polf+xuC-X7;l8X>+(qFmF~$Y=Hy
zY>R9EqyR78|4maGj~%`b->AyDa1`EMt=VtlE4t=PdCY4K%yDHB%G54>BYcvg_roPu
zWF$&Omw*@DjUZ&Qp>aBB--A2<QZesLH&nuKF<rvaGm-VXv^F1p4S@OcJo6XPD>d0Y
ziN2T;KaPbIEAvW@<6}&aNGs(ieg&L0xWZh`+O+X1^tcsGf7%#j;Bl2>%FwA>FEjAK
zS#d8D<<S*tDz^|P*eL0qSfh{8kcSS{YtAOM8k7|dI|e6XkzZD7d8nC;>rm@~qgY}S
z{Bam|W~={2sWdiYl_`kB-}B)NvTaTn<cvwJF2Ii+Y3Q!7%<?RBRWyhAKbTGJTs3@X
zbENPx73&aj-9kfzdY<54uMgpL5_vUPXlK4yXE2{kz;}G_=YlDx4xZe^5YxrOXp7js
zxdtE%aT~C}d9cAabOfY2m0pR2bjmHQm?4kNNOFHRWZ<&Ikkcv;o4oy|li22#iU>Q@
z_4T@qAERL>I_Yotp<GPC-V4Ndm7h;t6$h^u&R&mnN}p}VvhM&;cXvIyPJo-|Kzupk
zW#NDM!XOv+yHt%y`cY3%N$AR)Fh=1PYO(gDObwHvp}yw0pozz6cLu{-b$W4t_SR0K
zQ?9V<vGzQe(^iCy@ZZ3<%v29y$~4$=VV1lo&|j~qH+U35ozW9NM+%b6guQFgJ7}E)
zs~ljamD@wj*znX05uAAWElayJV)k8ZC&6#1Tj?rzwVQ>0M@4v}(Hdz0XSOl)`H?N$
z4;n0V2yXh9&7-Y)`pRa8`u$s~KMR5lVz9d^`s4@FgC`KjwbA@Qe}Q2kCduhkjbq89
z8rOu-n&AH82s#95FR)StVndVQIfiZe{l0?zA7+5v3e(Jcqz@L;nXp29ChGfluRExp
z7&s)&KPM+6H)n)%GK)2N5GjtvIN!h)whnK&m(rZ|O@*n_$DjOl!up*6rMesG6))@c
zOT`q_)sw9Kz3Y<v=BQgSiznj6Nh`D{s4V~+=7IZK(0h<pgoig|G14AcXt1C|9;nTf
zq09}9#Y8Y-z=f%kf5?twjND~F82-GM{C?w$#Cr@S^nZJTN*bFHZNUSl1C}-`%b9F`
zpy~Z8%@?G7VNudI{N-bcBHRe7S#IEG&ismb==?-9C*95rpYP$0|I?tL>o0LdJ%wYc
z-)7RZde$zHgdB0<r_AzdR~tslnct)N7lOop#$h*E_vY@_qJC)gj~NyW=3(`b6%!wz
z^J8nbVHnkL`X_%CYD7+IsBp-=2(ldJ@=4ojNr4d?n&@9VZ7=*Z5cI)2B<r2mt}iSA
zPKAC`ihGv6O)`64VDv$>YfrcS%B=l~0Nu6!I-b@^u24~>CD>4zlYf9jg=VdXe<R(Q
zXMZgiJehB*$X0ee2+1jmfE$bKh(oEzBS+t{*H?L5iVDk{f_FRMpVA9fXV>XBXzeiJ
z)YhmaNC#aljpe<VQ_>fWY?2k(jPaIp!)M6fLD)1}3IP-Lu=1u0mm2WsWOQ>7uh`jC
zjH;)0Y6O9Vv7ZRWAM!+I=iuZIP}H6;f=f3^n&^`HMYvx$%0?;_lF3)yv3>uQ4Wh-&
z05Wgs?MhlYJ}GSmJ`Efs>9?!vl{QGHQh&Uc;u^YbAKzvE?jmygGj(`xF!}P=Zu!oa
z&yg?2@)BH^GUTtl9ZHJGMdRu=8mkX89^7Yw%sf%srmMPo3z-_gv-4h_>H~&~kAWF)
zn2U)~|F!_@`VWJw)^2x(NgocX?_MQe<Qm(YDL$~y$L2c^C|AhC;2#MIT?MsXn;+Ef
z-RErmGyVQ#{>fj(``H+bJgy0Oj5NvU>rB6RVq2y%74Xlue*x)4Pw>~1WG7DWMQdQ1
zT6xR3)iq)|i2=r1K1%6Wvqk024txyF{mv{lcL@{eW5y93k}J7*XLBy^7^;5`xl1#d
zY-+`P3X;dD#&aIrAc~}-E7dutongYW77N(Fb`gEc{xX^?iVt(POPe09@2B)<DDlx1
zLoHN^4kX`Y2bxPe8^x(=i$*p{hsS;kxXbIWEeK)>jVF0dg*n^o&meWNt<YyS^~6_F
zbSs&Fa|bM&KLRE%t)ORz%?kE|*Zm)GdFNi%RPGWSirW=<G%0#AtJD}N{Rx}miYhg2
z`WUPszr0<jr5mDl+u4sZ{2%aQ&W|PfSy<pgJAas3Bcbw)^A8q~WpA=WbZJh3p!`}|
z(xLrB)X+tiQ=#hQQS0X#unLxyz8tmXqrGe~c>9RVmf@qR;##0iRZb+nTr7169%>aV
z;MpPvcK3lL-)Q9I&v3t&`ey&Jhzz5PwYJSVrq1EhesGg^%PxI$nB{rDTTpC)YG)W#
zzYpzPQSv0Jn~xq29*lOr(-$R=VJC{OL0GU`Y6p9nCnFRS{xqX$%>mypnt^}!78Yz_
zj-AP2$d$li;9&CRk4YN?baOi4JZ(>@{#5wq!iu`%LN}gvj_SfT8<i&B7E5Z}b9)#2
z_~$2s6}MAK*^?8t&2@jXZ~HazWv`p%)E(5mVm?-H9VtFodw{@`p5$O#Abn`x7vJ`)
zv(O}Fr1d)H!eKKW{h^KaBL@{?`I=9-bdDJTI#j-GF1<^=#h42x)mn*U8-}E@p^xog
z{8Y$~O(yeyKHe2|>+5?>I<+;tXDz}rYf-V%a6zZmzOgVMt~7z{5_el%wn`Vh<7?Cv
zH!Trrx%evRet;qcv<T>wp9<@lEySPPP=PyBnm&Y@)ywe85^oM+SXzhdGR|$hW+`j`
zU+F|bX6f2VXY<!kZ3)7zz8$U~qn&o^j~8k!f@ADXdW6h??{JjFzVhRdVqjqGYiO-8
z<K@bDpnF)}(BZsey`ouaKI}XYedA(Qufs);PID<?@i~!0gDI=$j+aRHb8bD=H~<_K
zKBC%0*~LWx{Zq5?f`?jQVX|s`yPNnf$LbysQ_FfiipJ~k7ZC?|a;<s=D|f#e;RPPp
zw_(MK_-H<6eD#iz1BfjK($3X~opsUN+PDvWVXh%~`~osaAvk^sQ<#Tz;UcI(5kd}O
zSXw5W9_Ey*<-Mrp*x4@ty`}|IUS3Y<(V%}m4*I-(ZvCzhNk_6Z_9$gr#X|(y_K8x3
zDin<DzA&5nydNhOrtvFkiKzL<us1{tGAt6*w%)f$<cN)2+B;{BCNa^O6`;lsVK=}+
zLlj=>)A;>=za+|8X74$0MkHjSe>HJ?yl(^_a?$`n3&l(e!bL|lZJ<C#pQ!ttL#HXj
zx0ld3lGf?o)M8zb`fVa~@mSowxRxv+!*g|dB@`H1Ka;&dwKB^#L%A^~ueRwvhw0q#
zGgl^S%Nd9Q++oYDtRz8&VLpAgmDeQzg2j}=7NTozvpWep7NYUPBg6)<a(n}UK1-oX
zBN!GII>(-Z4GqsWrm&s$%CirKBg&${^A?=F%FBN2Ap6j|`J)tSi_$9)u7n)31Mj-P
zquu^W@j}GUmY$CqT0(iIke!e2i<a*t=<B9G@pY*U#%FVf6H_`*Ph%}L$^<G+*-<=Q
ztd!fkaf<8Xk$d6T&jWhWrU~AMWmBL5Uy<38<b>FJKiwkjg!4RednqgnZSIkF)+Wz1
z1qL%NV%c`CWY!?9<(e%oBCa2o)X~lOGcz)NzH;5+1L}Qv@}Xx(I$-$F^pcGrvrnC^
z)3%c81Ir_!dh5@jDfl<-yrr0!*hmdE4+V-DGDdRTc~-K`zKy)C)Xv#%)2^dky`y^T
zOBtiPtkuXa_nyLA0ZplgVvVLBjQ9t-sph9Smzc8Rfeo`{m44s3O~^onw4%*TR6V`>
zg5(A~(iVQEv$}YbE#oui<CVS?=(Ai%Ok{fAZT>nx2L&ZXkD<}c(1rC0$qL84j4ktC
zm+O*)Uu;J!e3|vf>U;!K0{-q(B|Jwr<?Z}k%+%}3n)hDAKyGtK+O&crEmz^nqrh@2
zj#=-vitm5vDFl#=4Nrbfs_J%%T*dd@l7~=<c$`pb4EJ_MKuD=TTgpadP$o2i#i5wL
z&7wkt_xN)yf$z??_V=AzS5ImeJ>GPKlAA-!HX%=3kjA5JmK89qWlhPvE|}JO8)($!
z@bS`E*j1#S3!w(Yjf7f&4|B)&tj|skH`?qYU-vcJ>=3_GTxN;ifrvzB&Fk2v<{O(e
z^kt~a6TLS%p|~T24=4tq$<t79g;BZtc1+wep&56N=9v^i?N-n!lvIiC?<YU^LyVs$
z%!zzgz46^S@P$<e{qt_#)wUO#KmFCY;iaX^8bM~+^Vdl)W{ne$_?8J#spPKob^G7=
zPFcg^e~?={rSq~Fo!iLf%v1eQgT;w1ssd1A7<uSQU|S5z^M1DL^T`JG7tE+k+Q>b+
zjXbFwwsWB`JP4(jG?^famzL6q6QmDKNr6q{mi;L64&}~Pz(H7863V0_KQ8gY4Bre$
z@V#XnFnnf5Byl${&C|d0mD7Q`*2*od70I)!=%qPC^l>HsPVV69c6b9(5`>?c>S-=W
zdW3pPFfk!<Vh=^-{NK6=e|xpMXLlKNpXL`kCn;CB^2EtFZ)LR+h~51Xfqfy&fq<j$
zH(T@_eE{wN-bU5$l~sl?D)-XSB5~Tu-Bv(m{~PQbZ*Cx8W~=izAe!xeIhb_EMFyII
z9juB2-e)~L9$5`uB|ZnPz3r-n$?o`X(Ox;>wL9?e7bmGb>NA+?-AZy?--uf(8LVBw
zqPk4>Ht$>y-DCWL20uUA68?=^7HxOCgJHWJ(h%<T#Wm@6&SuMTf>rjHS>UajRLbfv
zE53aEQ{Q}?pw_*1X;#>R17v|e)%44P6xQq85m0)_i2F!z^5UIusm+i2-Mbo1M;Z23
zCoTs@-Xd{b<d&!FC*ZPMecvlY6=Jm1L>OQGGQzDi|F=iIT&u2mH7Ysno*>d@2WB?f
z_N*^Re{S-P70Q%#`}BVh&}}TS0LazZ+S_>`BB!y@Mv1X+`H7nExb^+?3wiqc_$j!I
zuqhYWuZ7}fJeo7Tg<oQQQQT;{d$oOAcH7?1U{^N=yZa<IayOU1JW-)R7hF30<kyBW
zo6?K)R9zZECg^L+GVp1%*WY31Zu_jn7^%c&G0vH}z`H3P6Q6GFF`~+|rDM>~xtD`~
zWDK0VvBb01%nwa5&ex!K<Skzy_<Bv|-ua$*qoFk%%4WYX_1(=z-Ccl)Q|Xi-hHV+>
z*-v82yHgMOBfbpvW=9J4&b!p@n#P!c>^Y|mg}D+RM-1Y+m8X*zdzjZnuj}&(W7R*o
zSiKMPri3*mvA6bGPo*Fyxv{@*UEKtdCc!78duDtL-~-Ieh}xZ#(7k3`Kpi!9Z-srj
zjD_8T>Q6a7r>^FCyx>(Yc}7PvLzPH7B^KhG0w%vtSHBOozS9`*K3&I~Eo<cgRDTKC
z-3ssg-KM64si->oQ-Skx%B&C8hdrog1O2ZR@;jW`x$^T0X<Ox{spdT(qsgoxuE*@g
zK(JRzEmw3VQpazi<qn2vFGTaMs-47SGy>l3U<|fO{P5PVY{B$N;AE$iM4zt^`qp<O
zH{s_e;l55)TkiPI1L3b5%S|b%mQsAa8<wjlnmy#w@U{M*+0uzB8-+KSq*HdCU#7NM
zx-Veam{lEKZkE<N$R2&{Y3I@v!b#E=Y@2r_y@kei0N3V!Q|v8wjBRGTtu^=wBU%UX
z4;i_f#INKpGp+A4VkM(W3UIDR8$zGCbX7F3j`0uhh$yI8&C;%YKa-b}h52}El%oOm
z8uby++*A<z=Ki7`=Mi7?6ItpzW(S@<yA;HA$wrbKq&JY^<F0(#IQ-=B6;S!@n~rwX
zcifSy++@h}4r-TD<LLd)gK?;-CH<_CteIvR`lTsAMmeRB$SS)7$Nq1`2W;};ZRLyI
z$L)%rCqA#)R{03;q&5-XTY@;;ZGg?9ld04g<Z#{V>WcMls&ZPkaGB{ir<7h_^FS#F
z0B_`j)0G_K_6t27uI7ROQyAjzaX+z$cvrVzW9gSqF!0sD$`ru?r_RO&!F-N}FE4R7
zsVGURrhqoVH+g{V>Eqsxuenn9XZ`I2^!8>7ZU#J_9}SSu-|${Nt(<Q7+R#ZdnCRNH
zwcdL*NBL&P483mva17yDmfcS%H^pfxcy(*s8Iir1So%MVv6Nm{Y3oRTcQv`-%>uk@
zTO`@LNKWKM`s>6~Fle-E)&+>XYAMRc=r%J5j+_GB+wgf~BDMCL(#!JGnwVOD(m1|y
z_ct2Tt&vUk7J@$B4R{fl5w7XJLcX_BrFfHKk>Jhm7y|#=_LFLs3NPngb5&1<Zx_)W
zP-BusD-+UVb+kz8TUDi0TiB7`^JB$QkN9z--W=c6oSxX#dA_S6Gv)=sO4$GqH|e)y
zh;Yw>b`h3kFN~hC?B~E6Z(;G5Yf?bk47!Gv9Z4K?S&aH66~z@Tp{1#QoiP2mW}BJ%
z|Mspu9?G=+Z*RZd&ac`Ibih!O6?1-`88Nf#kR&NY5)wlaBSsDlI=4FDt!--~Djl{G
z+Y*t?mU2jvPC8;zkwXr##xVS@`<WS=@xJfx-OuOu{<rf-*Y$j#>%Q*mzV7QjUH44R
zpB-FIuFfP?2i~lEKDxZ4mlwHg18GjymT8vcW=YEh_>YqUqu@8t58j*K4!mYid~#w?
zo5kkY<FCm2erGK#5x?}Fz5crwKSy84x%XYxr;;BUyxO-ONV=DLD*D$u8O#dvuB@Hi
z7hY(d%c^@>;db01y<v-*@bJnvj!xS8F|#9#ceK45XiWT&tVjHmD`)$QNmo*r-12_P
zoqKNfk;T<5hpvX)Fq<Xu?{v~XB7T;+ykk+CSM77k#{-Wfl7hV*Qy3Hc{hdp5mzZkZ
z`;vd)C5PXt!SqPSJnYuMpN#AfU!L}Uq2<~sT|$ko3ZH5|w%&L+@Z9fbu3lQaxxXM{
zRJ)+rDW}srVbp-#u6)nQt{Q6>!4JnZzZ13j=+r!-<$ZSyA24=J<{uT^uaX_J9i1}w
z^#ZZ!!1aRU)JL29e%$j=L{4ejN97b0c%Cji9PlJow>p!)FwtPe>1Ju#v59vLyFWFg
z`be_u?Wg5CKVl|j7~rlaa$odkRb(WofBzzP<v{NK3F1{BZGJoaI@Vr~wEvr;o@dGD
zt~m!6x8&14GBw?s3s+5hxn50Apw*mrmc5f9JSYv;Iyz``!~VL*IOB?K+|k<bhf>G*
zO`Ia`DCS~c@j}gn?wNX)#hzV$jA@*fPR>AI))h5%joX9f8qd@}t^Bow`M#_DTXO0T
ze*13UcMbe4`D{bF31)3jSDpHO$G)3uk{{m0_w@!R4ou(K9ZV733+d(WD{pj_Jr3Gm
z+id%jbtK1ZBggi}o>qtN>&L7%;OpeLX}9*u%A@wzURZG=k27y;S^m+yCvOB?>*_C?
ztQ|yCyIN)il+W54-=o`W`VM~f6}hD5h`Z*Yp6<uSPM%f9;}<!fdvSbY$;A^_w>Kta
z2Alozk6JH{^vJsF5A*p~`o2uNP{?o>H6Hifd!#z6FVZlJ*Kx_bGp6lgVsg^4Y!myR
zOg%RCGGA-$uMS!Ma#qfQfZxnpM6nNU?LAt3k>2EXK07KpD??ngE~u;R{DRu*HEwn4
zR?j2Cr}+h9Yog%?M}3!T;MbQ`8{Ffhvu>Q2AzJrt)P$!A2VBQ*PVu=~wYab~qu@?r
zvi9?ht;ceO%?m4>%X1&yy1J)AaJk#H?PRv++z2lX$^6u*Uj;lm@wC|esps7Z{Wa5l
z>aR0hwxnk|yJ>c0uxiFsHydo_Oh1(6wk;=g)zaD)tZwbz-zU9=pL3?<T=P$(&TKU6
zel}*{Ttvl;ROZ+wwe7D>9+Vy4M`<s~{FQTp`uc32l=&#>Qfnc9b5_+l+4-=CpT4-%
zGSKQpYVfn0?|ZuP`xM!px3Z~aJ@y@iQAW~Tw`K8l0jIAITBgVxJKa82d6s?399N@P
zolv@_KXupdBHKvM#DZ9TNpfSgXo}GIczlPQ|09upLwH(jqBO>_UCrF0V|vvG&#4=F
z2NzZj>Yc0ozJq<L2j7u7?jV1ms4qU0bLopy)&H|%xdx}&W%km+CpVvKU2w5|@Z+zu
zA7)7AoZqDvXSi6TSM3?sOVcquexzB_f5enu%G~rO=G8f}jjYh1UwXQ$UcG)rc`y8&
z?8U5&H0clbE)BAO#IN45w-y;@4<wzD>HQQdTEO5MzO$K~W^endc3cJbNPFy9&mU^I
zV+#$sWiI26*w;?(?_p(pBjhjH8oc=Glt=yi&9z7LqV=Srx6<0(HK_}GY^@qsoffIj
zIzH$aB0Iv$m?69T*t75bTwVLrL@a<EtDSp(*3q6gacGHoz}n8gpX`>-F5-?e`?g%_
zC%*6|;0ix)hD@}>zPLNxhI84|NSbwxlW*@fy~d^f_t^RGz3Eb}<#Lg3v#fGlY~hsV
zTN2^5w}DFwI=$9*K0eJ&#0GEFB{@75E!7^dXsLfTE%y`sP!GN18E0CmMQ=f!+OFct
zv9D_r8@{O)%?}*dRa&HeR%?xRU{7Xw_g1T~3Kx9f8oU$EHy-TBa7p>5oxSqe#PLr$
zE`HkV`%7TGw%^<LcGlv4cfE;&8B;~|RPC=tJ{Ho9S<O4icUSkGYhN9<?QXNEIEqK|
z_S|10G+TZ?q}#fKedzZ6N3w?8lAf|csl^p{^-Axm^0{WIX*mVwTx93#Kc>{(ud&)m
zUsvAnaap)-`klT(?ZbTuHk#b|VH&T(=X42g23aj(hwIOca(e5#w%FgjxILnaJ1*wC
zMp@wlX~Ejmub*#CDBTy|pceP4UoEarXv&#&Xv;TR`Xa**VVUn_=C-M_bN5CK8cX#2
z-&nu7G2?_<&aUkhvzvP--^tm+{hiKPkR7|U(QHA%!}fj8tS=6<r>y?<bz@`hfOhxp
z@-VX0+NN*R&8_oVx6Tu;h=_nCb*>=eXeW1arNxVLRgD!p;8@ikytc4&fb%X~Lo#zr
zgV;ky;4$U$RHxP`@2<mNH$6{u*;g2KV;6UFs$Qw>T24)PVTrI&`$xaFgq|6ORb$S+
z3b*~aFNmur(aReccXP~vAEn{7)47?JgDcy&+)Nm!HSd*v|6{+U4JURaj8%(yuwmf)
zZ1?7Fj$w~k$AG1tl(z`)@-VbWz2Vv(FInbHmf9cksBAB=$f%wEDNk2;&w5OK$Gghc
zlkUIbH8lMi8umOdzh$lamJH)XE=NyXD!>0k1=ju-GS1jccvI`Tc5Eilm0L36GhKGr
z9{wjPmRDbl3KCB#>nlHPuRTTc;y_vW{*SW6XKJzYvSVBuxnHNAx?~lrBS}Bg=Y4bb
zJE_IrD*DuScpeVxZTNERpx>#>l7KSqw?@T&yFRL~e=)j0<%e$T&5?TJt{ShJV7U1e
ze?s9r6SvAY{a1Iz8umzAY#sFLrkom7-($Ti++T9&p2cr|-X^Q!GD}*eW^sMYyupBg
zwxccgO8nkQtIw!$<_VufZG0}$?-0!wdzN&6GhyGM3<JT^j=cPYr4qv{oXD=wFtsK5
z@ZH-o?_1{&y{d-!AhIpKzS$wcyo>!)Qmo@$S^c#PJO9+DS-Sm~Z%2PxBAl_T@)P67
zzJ`BnSbEE#%<W+0PhD>AjgR%BUGF-=*HIcH=XCcDY!=2}newS~YL$*nsMDLf4?V5&
zwA!1FURJxRJz(C{Yx}S*b+W4@a9pg_8&1HxZJDEM@XMaZsoXG;^dHx>R^^dP8rEvX
z^?Jk?;Y%f_uDP!g+rXdl^YeCXTFlkwMLYX+O$q4J-}T;aSB>_#*Wtx}z8fzzG-<^>
z(raj{nOW{^6qRr$(l6WWcYV&BzMtl&rT!8Me}bVwG_6hDDGj&H+u6%oYOY!SJkKQg
zQs1HW53%Y4Ld#p3OSNU{9}>9gDYDdCpSaUGgJ*9KUO3bD>#kU>RHH@n{0;5v)}Cnk
zm58a2{-GJh6AN{ImY5~gw^2<OO>8Ol+xvErICDa_FMR!m>zvQW2TN|%xyAKYIN#Cp
zijeJ)7{YaFPtJ5{^zGbnH5)&8%=v1|N$Hrbi8l>)#@oIov)5G$)CSgRBuBIS`rpYm
zN5{N)I46hUGV5|tai}nMrGH_~i&MQ_N%8sT<M~cn*|b#kuYSJ}Guok*bTzWWXpJzy
zF--UA0!cJmsHWNIX3|<6J>z_JmQL^A^$NwV6UzAfpFQq`FP)&{YWNKopKK@8_b7Lr
zSeCo<itkN)YlC^`)`dwHoi9Tq@m;28OYoB=7hdmQJSKo6OgK`#quHX<Y<;?Qt|KQq
zoUf4*KBFkNN9KBDj8HT!d*IbcS**npAA4TZfm<&PD)C!&eP{7K+wVy>OSe54-PtS9
z%C#4?6jt1_y{vtI_0QfLbFaq6n+qMa0?Lb=??*LR-<dJ`{=0U5wEZ4&ZT;<ME6ujm
zuCkn!?kY}O61{i+ya2}FqLmlg9_;clHBZ4;yTLEH{iemK+deI3{<!>I<W0#JX1k>q
zQ%q)keS^t6#kqd3@kF-C0!_`_)r&gY4z8cLZq7Q*=VQy(B#X$eby9Yw!cV8e-W81M
zE-;!{{6o`De~a3to2HAteYULe@-`dWmspIQM#78Ro~2KBbS!=MH@}jM?3|6-&Br4T
zKbf5`%b;jny6Cpble^MP%{{Is<Rt%;Ux(e+8+!{!^9!d&wU~=8rwbqQ4QnT-<ns;E
zUe_LMTi}=9e=966$3JWLi`b3fnpgTJO*7W0%gVpCjapbMb{H)@@W3r;B5VII6(?n<
zy+?D*?{IdWdvw*WU(0Wa!0?wP$J|D>?0mIxb91_#$&CA}Wf{5B538&4EO{T#JlS0Q
zX8H5(f~x1fk@jwj9(G;7n;d_|&ES=P$C}iD12ZIX`5zf4FKdK0CTM<j#@h7vjUB=?
z@%zMkha2}d%zpY@hFve7Iad;s;Fc8ZtPwR`_&=#t3F<T3p3Y3b*DPYThRvv%d5C`V
z0j_@_=l-H&T=kZy%#QjQ&4!uvne>#4>7tdvff}W!a@x)%CZD?T@L^$Tis*3)cco?m
zb;p$}snV&k?+31zHl1ya2r3oyA3j^((Wl=2`cvB%9mgm9#-~VX7vJRP)a9B>!e_R-
zO;{Z+#;@OXHg4J`kjTcuUzyb%^l&<I*Z%?CZcN@ILH!Rix*o)w+rBkf|2BW`slox=
z>zB+GX$AdBjQ&O3Ij2oIZ8yW}YByc@I=bIuwsd?4&&4>VXZ?XUhE;X7aT90Kd`c5_
zEcX1Tj6|z=KY4QM9MUG&QEfMZ53J4qTVeZ+?Nt^A*BbnH#ctj7_G4@(75j&n+VNz9
z^?+Kca9ZK<_&04nlAu#v9Rm1Y&2=nxY{ZKk_hfQ=e{Qv1;aS>#;Fh}9?1K%_4G#+5
zlvy=D=%H}%Z~G=C#NYSil~N9TG_yC0dg-!Qlq4P}E=tg@&&2v;i;hLK^~``T+_gKc
zYf70|>9nl&giaBC41KD-efnLqQNoXX6S88vWxMlY-DX}ACF>OR{QZ4q*%#^0Q=qke
zw5J1Jd)lU_2V@+$b6rGVJ?MfQG1+Q%P2cOA#i^BvIz^8(lY$C^H^nrhd6&oD1z`93
zX6=~pD}hj6U;Cv<dao#+yZ^NN$~|p1{cd|E){35mhJzmqU9Jc!!!-tf6qntuv5)C{
zc2s9)(LknJ@Gnj6yC>RP&yjABd%OK!k+|s#>zMuzakd^{{NZgP>A-It8~02coqVkK
zqu8f=TwODm6>*y7UP1Jcy~|pY!#YJ%OL&9F6nz$PG5EbB2uVDCn;xEiz)+1R*|K>R
zjyg1@@S1eOOqyxd=2j-r&D%TDx#fxCzA=^ec}t3(ht7N$EK`SOx1YEb8dLvaZ|G6q
z()PFFJv~6WiVkXn7gPcx!dHAQ_Fkg+r-Y=z@*eG=3%;enoFG}qS9byj+Z!VWxPB4y
z>%V+SKl26|UK;EbQDvR_)3r~pz6h6z9rqvYf7~<U<3QPYu7_0I#xH2`KX7!=X;|zD
z`>r({wpS~l9VP09)NQ_QQIE;T*Yal+t>Q(ytDWfoK5WG^58z`5sH*07c8qR7Ds+mx
z-|XCxX<ZeNJNskA*Bwv()A0Y7V?_%$pXNT;+uq%Hcgf&xNn6u`yH;Lq!suT8w6yA!
z!=lRpmC-a|bA@(74W_wQ9EdNAHI4c->1Zs?vid|{gd`%OZ<46cFFd=qI{afI_oeY6
zt{YaKdT{pJ$~PvxSz8YFyPE08I#*aG#Tp(z=xjyTuTBxx#KC`;clI&+y2tlV7YDRN
zMQ3YV&T6)+D&DZuoqsULGO0CcYqn8-X-2r!qBPAdH>S15Z7Hc1#Z)|TXgcCjno2)f
zmip-Y+se55&W1y2oek}GIveUn^=9!ioj1j1lV1c_{@rR!+UPCO^GxQrZ>laiZF@Rx
zOEk@7ie_%JZQ7$MgX@K+CR5#gt6j$J&-|r1AT8kZrTXSU?d{1?V<wH~1^I*uLU>+*
zlYrx|-#Cd%WsoQ&#F?6s&Amc-i}^tUvfZl1tJb(0+Bq7nu;vRk_<NHrY%CokLj}A*
zn;>64h}wtv@Iw59{1&XTa5Nx0@cjHiZ{&jSKq=3F>=+gtyondc3lfkh91be%#J9Gw
zwDSrk+xP(LFNh>tx{#<83Wba+wB&_)hxi8z_#q@Jl?nzqfQt2k$Y35SizJ+Yr;*XW
zL;<pk8^sM3cc+qQEH({_0HMnv;20ztn?j&$iW~(ALLP7oUQ#Kj2%Ab(6k$_o@JK^-
z1EDEV8XZ02a+EcMvH`{AC_aSZ2xZADWhqTzvlt{gg^FZ>C}e?S!y^qNP#P}R3jhmH
zhFq30B+CF<Dh=5SL}4#*G<c*Vdx0qI1&$7nOk@KPg$=-g4OAvej<OZCQ85srG3f}U
zF&PS!#$=*LHi2RaAJb_Vl|-kriQ4FFWo>je)W#rM3`AKQ1GSh*A@njSa=oBU;eL1n
zjl_tk1Hx2Pi%~H^!P{UAMpGJt(ZCptLAVKHDBXlHkOoYSVnZkfC{A=B5V?s%mEuSd
zF83Bb<SiU|i-n;907PjD3pCRqmI#!sG=;?m4QvY03v7zA7f_7R*(^EA8bZM(bhcar
zTcKgd6gC@2FOh>85Wn*F14o5NCUP(kg@b{klNeM6fl?Vtl*#~<MszX|h1-E+kQfXa
zY77uXV}Qfp5kmn1L@CRFHZvGR00U738gOh9gGoo>2SkZ7=?Dd*5y~Dyp#cnxLez#)
zl(k_nv_Kz$;w&YKvjAnu+r}Dd8w=XTq!1$)h{7`97$hc*f@%Yzs0}zaJQ6VjM4=Zr
z3{X0X10aex0FFgsGN88rWw0^1e}ThEOeRDDpiG()Wx~j2;zY1Bab>UrM+Fo|oeD(J
zsld_DBN{|N6oZI~L*Ii}kbi+FTY&~WMj`A4qOcb@j0ACxyaPmuQX$+h)IdOKFe|}7
zRAQz=9F2t0VNw8;PE%Bg(dqCAE<q^xK;A&$Ko*BF04R<rWl<|IoNzJ_g?Ye%c`O_`
z4v4~Wz_H+w7~?<`!3G?igj0yH0wOmW$`Mm304#V3_D~Q}m;xM)gu|SKP?(V91_H+*
z;Y_0SKvWbl!EopR<QgCf*8qo+aGXh~$C*m?I7B|U9kmpQqNO+sTn8;gZiMD3h81vB
zcqF<Kh*AR^x)NuzP%r>d1Osq5iA5y>2Z#a%4p1f&`3i`_SHQ7IENDJLp}q1Z0>>b+
zsl;pmL{S@XG!mOZOl?3E^9gWFKnd3YQOYvFYit+<pqI_0Dp~;?l?0OvvH^&~2H;pE
zHpCo4A>iaT0LO&Rp%W^ADs><hg%uhHsP`Dkk&IY208C8&0(wHO2|?%uMob8Z4!yv@
z%~T2+z(^HKxpp8HRnB6g9z#^oEX2}aVW+^*gcm>+y#_1;0W_lL5mj_OVlfh|afCAw
zRjL9ORM8m3YKEv%6%D2%c)^5~m7p|*_W*)Lfl9;V<^ol?3PE5l4Of)F|0sc$5qLqY
z`-m!A4lJ~s#v;NDs4~tFi%PKNZb!Qdg%i;Zg9OVoG1nrhR0S-kqSJ`DKvZrO;W)Ib
z0R%_y<yQZ(KqCmOhDiX0FQSS_MJy^oCzeY@6@h|S7QA2(TOLG}z62J0NoT+Y1F2##
zl~w}_Rzu7Z{RLF%WQbpoWPl$~380G5M=S#Xj2IG#4!uC5n##cC?F6dyKCsXZCTuN`
zDxgYpfdzAM<R5r}!+0Wm35x}|1s=g<80=`OK$Pi*VGMV~LA<aSbiyk@<xeoZ!;+0~
zx!<9XT%3XWi=~Jnpo#{%b2xu&jFBqE#@K=%23uJgm2B(p6Y3`4j5(0dy6iwgVh$u^
zEFfq|06}BPfdo@BL68?6U{^&Da3FeO$cquK2OaWqOnEtCxpshwn~=oi)!_01gjXC$
z#IOfKh`7u5#Vfr0c%h#+0C`r?fMvWOKfwmrUDDY@JL}bU%j5;^cmgjUFM$__qc|Ik
zH|0hIdwB=&1f=z_vkx-UZM!bgCHec9>AEoOD0aaXybb<KqC$9%QOljYqXN9yKDu1a
zc+&`zh```L&_;>~+!PdQ5@Dw6g$@KJz$2KfOCm%B0cN_yNrAN5ZUxDLAHpLsjWHu{
zv`=PJjbV+19m+xyjY6Z4DHxf`G@?>WXcQBOdBsPUGafk85FcL?2g}8Z>fp&tcY{C>
zY(gf7hld-7(~bEdeq<`_w#XD3nMN}L38T=+Ac0qeQBdeyxe}!w<r&1EA4EcWz1H)?
z1ZKLrsG^~dqFsT(Llp&u8WU|a_T~qYBjA8THKvgNMIk%8e_t#x@Sm3S@g6D`92T;P
zXq1mPnI}JCg+h%~@=#mAR8!~$6AL)y!FkGw&)>wc=JWkF@l468_#aIpirDde{Cy)W
zy#zcCxSnc6VH(k>P86yMm1@Gk4Jj-W3PrBuGf5R4M76yCM8{{6Dms+$_@8JQCOce@
zot=p#-#ZMQLTxNLVPXD0Ca~XRuE%_7Ml71Qj}e3C>t(c_fqNTy`LHMy9)rSWdCOZk
zyzB_QHbJ2RuOM%pQm^lN*ga6Zs7AgpbsE8D*UN|vA#B9<qWOBS_wlBB)7gaQK<{T|
zKhx{uZQ{!h3G@<hyx{2U@9hPDBPNI(?Bi=n{^ONG-js~u^RsxB4+a8-(EtOHJTwxC
zS3}|Z-(vn~$bYK_(EC><f6BRkx$7@?{V5OpDdE4O>o0fxDG&T9;lHBm|IJ;W?d2im
zZ>Ad#JN18h4}gvm%Hs~&JHq}0ZNL^-!p<8KQ*er=KyIGc2kKKO`UYgh4s(HgcWFR|
zP2s;S@W;_4B82BVX*?Xvs4O5uAIN7h;Q)tTp%0{S(J2XiNI^pwk>VVVu^`Q%DhK(-
z5oOtIl*buXmO-JSBcm#Y&SNSV9Ub9^V{ocht(O4_Bsk}($U*8!6{8U;zu|Il5FeqB
zf#D-;VPGhur&5-Ua!JE6oJjntVAu$sGH^H(k0{GRY0=?jS=fj=a26cYRpf9;0IAvn
z7)rAY(}%;I%Seok61tzuQ6W2w&d$RyNam}SrP3isI8u&@vi>S%A+S_27P@Otkz)~A
z#^GgIER+=*j=?Q}YQ1ojK*^I~a!klYsPrY3$%HJ#2syZD7=f`=;~C0Awog?KvdpUX
zF^NR7iY*wrhZv4wbOt1bRWVF8?x`3ZW2^QNWCu|`8GV#v6;APxyd8nDQRYrXj<`!3
zj=}I9VIQRMM(D#JBc!SiCsJL*^+A?j)u$NT1dh<hra`hy#XdF-rDBHbgX5iQpW_sC
zdofH75}P=>>iN7ZV8n&Na13HYB~Bq33TbH7vKU1*ULYlhZh3~+!JuF$7dfmB28D(0
z5{6@tj2%%H@_s69qd~e_)mI1`X$xd*ReVZgz&)X=Um*Xc8mBbCM%u!F^rWiIOa@9b
z4sQo!<VV!YByJQ`<VN-fgehDEs_28sX@p<keqlr%EUN09NMll%sxbr@ar-#T7IfLA
z+UJn!M=8PKa?l;B?S(r~)wK-L*$@aSW#L{3(&EGQ!7x&tH&7}ZrP_zpi@{BpYP?{u
z1gQD|u3}Z!UmAwts_P64A}UH-4zB~pP(oA%Lw9Y%F*aNjsEk3#wzE*KdstaET;r(d
zLl@zyaSthR_+{$wvUHe>Rr?Y!n(Ep}hxv45Sx8x`^c%>Hh)HlfRW(jw3qpJo;PZ9>
zMpIocVVKj=U5rvr5aQ*(i5D_yJbW9&(I39&4ZA6_jis9@jcSh3nN}7oOAP<cf?>|K
sGPi&l7)&cjTvNVda{g}#lm{OVDXtKKe5*#KVw1+}=~>w?o;3b{0U*D2K>z>%

literal 0
HcmV?d00001

diff --git a/范例/HW11/HW11_EN.ipynb b/范例/HW11/HW11_EN.ipynb
new file mode 100644
index 0000000..15c4ccf
--- /dev/null
+++ b/范例/HW11/HW11_EN.ipynb
@@ -0,0 +1,5900 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "name": "hw11_domain_adaptation (en).ipynb",
+      "provenance": [],
+      "collapsed_sections": [],
+      "toc_visible": true,
+      "machine_shape": "hm"
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "accelerator": "GPU"
+  },
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "b5cFq_TgWlQ_"
+      },
+      "source": [
+        "# Homework 11 - Transfer Learning (Domain Adversarial Training)\n",
+        "\n",
+        "> Author: Arvin Liu (r09922071@ntu.edu.tw)\n",
+        "\n",
+        "If there are any questions, please contact ntu-ml-2021spring-ta@googlegroups.com"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "vNiZCGrIYKdR"
+      },
+      "source": [
+        "# Readme\n",
+        "\n",
+        "In homework 11, you will need to implement Domain Adversarial Training in Transfer Learning. As shown in the bottom left part of the figure.\n",
+        "\n",
+        "<img src=\"https://i.imgur.com/iMVIxCH.png\" width=\"500px\">\n",
+        "\n",
+        "> \n",
+        "\n",
+        "## Scenario and Why Domain Adversarial Training\n",
+        "Now we have labeled source data and unlabeled target data, where source data might be relavent to the target data. We now want to train a model with source data only and test it on target data.\n",
+        "\n",
+        "What problem might occur if we do so? After we have learned Anomaly Detection, we now know that if we test the model with an abnormal data that have never appeared in source data, our trained model is likely to result in poor performance since it is not familiar with the abnormal data.\n",
+        "\n",
+        "For example, we have a model that contains Feature Extractor and Classifier:\n",
+        "<img src=\"https://i.imgur.com/IL0PxCY.png\" width=\"500px\">\n",
+        "\n",
+        "When the model is trained with source data, the feature extractor \n",
+        "will extract meaningful features since it is familiar with the distribution of it.It could be seen in the following figure that the blue dots, which is the distribution of source data, has already been clustered into different clusters. Therefore, the Classifier can predict the label based on these clusters.\n",
+        "\n",
+        "However, when test on the target data, the Feature Extractor will not be able to extract meaningful features that follow the distribution of the source feature distribution, which result in the classifier learned for the source domain will not be able to apply to the target domain.\n",
+        "\n",
+        "\n",
+        "## Domain Adversarial Training of Nerural Networks (DaNN)\n",
+        "\n",
+        "Based on the above problems, DaNN approaches build mappings between the source (training-time) and the target (test-time) domains, so that the classifier learned for the source domain can also be applied to the target domain, when composed with the learned mapping between domains.\n",
+        "\n",
+        "<img src=\"https://i.imgur.com/vrOE5a6.png\" width=\"500px\">\n",
+        "\n",
+        "In DaNN, the authors added a Domain Classifier, which is a deep discriminatively-trained classifeir in the training framework to distinguish the data from different domain by the features extracted by the feature extractor. As the training progresses, the approach promotes a domain classifier that discriminates between the source and the target domains and a feature extractor that can extractor features that are discriminative for the main learning task on the source domain and indiscriminate with respect to the shift between the domains. \n",
+        "\n",
+        "\n",
+        "The feature extractor are likely to outperform the domain classifier as its input are generated by the feature extractor and that the task of domain classification and label classification are not conflict.\n",
+        "\n",
+        "This method leads to the emergence of features that are domain-invariant and on the same feature distribution."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "3-qnUkspmap3"
+      },
+      "source": [
+        "# Data Introduce\n",
+        "\n",
+        "Our task contains source data: real photos, and target data: hand-drawn graffiti.\n",
+        "\n",
+        "We are going to train the model with the photos and the labels, and try to predict what the labels are for hand-drawn graffiti.\n",
+        "\n",
+        "The data could be downloaded [here](https://drive.google.com/open?id=12-07DSquGdzN3JBHBChN4nMo3i8BqTiL). The code below is for data downloading and visualization.\n",
+        "\n",
+        "Note that: **The source and target data are all balanced data, you can make use of this information.**"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "DF-i0sVlnUbq",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "outputId": "d1f5d9b1-abcb-4afe-bb3a-eee6bf94ceb6"
+      },
+      "source": [
+        "# Download dataset\n",
+        "!gdown --id '1P4fGNb9JhJj8W0DA_Qrp7mbrRHfF5U_f' --output real_or_drawing.zip\n",
+        "# Unzip the files\n",
+        "!unzip real_or_drawing.zip"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
+            "  inflating: real_or_drawing/train_data/0/107.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/108.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/109.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/11.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/110.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/111.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/112.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/113.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/114.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/115.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/116.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/117.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/118.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/119.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/12.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/120.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/121.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/122.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/123.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/124.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/125.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/126.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/127.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/128.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/129.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/13.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/130.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/131.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/132.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/133.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/134.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/135.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/136.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/137.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/138.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/139.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/14.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/140.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/141.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/142.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/143.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/144.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/145.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/146.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/147.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/148.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/149.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/15.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/150.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/151.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/152.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/153.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/154.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/155.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/156.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/157.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/158.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/159.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/16.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/160.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/161.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/162.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/163.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/164.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/165.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/166.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/167.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/168.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/169.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/17.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/170.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/171.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/172.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/173.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/174.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/175.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/176.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/177.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/178.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/179.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/18.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/180.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/181.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/182.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/183.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/184.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/185.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/186.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/187.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/188.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/189.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/19.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/190.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/191.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/192.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/193.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/194.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/195.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/196.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/197.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/198.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/199.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/2.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/20.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/200.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/201.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/202.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/203.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/204.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/205.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/206.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/207.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/208.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/209.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/21.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/210.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/211.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/212.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/213.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/214.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/215.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/216.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/217.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/218.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/219.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/22.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/220.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/221.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/222.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/223.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/224.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/225.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/226.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/227.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/228.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/229.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/23.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/230.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/231.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/232.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/233.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/234.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/235.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/236.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/237.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/238.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/239.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/24.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/240.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/241.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/242.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/243.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/244.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/245.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/246.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/247.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/248.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/249.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/25.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/250.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/251.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/252.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/253.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/254.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/255.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/256.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/257.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/258.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/259.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/26.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/260.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/261.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/262.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/263.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/264.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/265.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/266.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/267.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/268.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/269.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/27.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/270.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/271.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/272.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/273.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/274.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/275.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/276.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/277.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/278.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/279.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/28.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/280.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/281.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/282.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/283.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/284.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/285.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/286.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/287.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/288.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/289.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/29.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/290.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/291.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/292.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/293.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/294.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/295.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/296.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/297.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/298.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/299.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/3.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/30.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/300.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/301.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/302.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/303.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/304.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/305.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/306.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/307.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/308.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/309.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/31.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/310.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/311.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/312.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/313.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/314.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/315.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/316.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/317.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/318.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/319.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/32.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/320.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/321.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/322.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/323.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/324.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/325.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/326.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/327.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/328.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/329.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/33.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/330.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/331.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/332.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/333.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/334.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/335.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/336.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/337.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/338.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/339.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/34.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/340.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/341.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/342.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/343.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/344.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/345.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/346.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/347.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/348.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/349.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/35.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/350.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/351.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/352.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/353.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/354.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/355.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/356.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/357.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/358.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/359.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/36.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/360.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/361.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/362.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/363.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/364.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/365.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/366.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/367.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/368.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/369.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/37.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/370.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/371.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/372.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/373.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/374.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/375.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/376.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/377.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/378.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/379.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/38.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/380.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/381.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/382.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/383.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/384.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/385.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/386.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/387.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/388.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/389.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/39.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/390.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/391.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/392.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/393.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/394.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/395.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/396.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/397.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/398.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/399.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/4.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/40.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/400.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/401.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/402.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/403.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/404.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/405.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/406.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/407.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/408.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/409.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/41.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/410.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/411.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/412.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/413.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/414.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/415.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/416.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/417.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/418.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/419.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/42.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/420.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/421.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/422.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/423.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/424.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/425.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/426.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/427.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/428.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/429.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/43.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/430.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/431.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/432.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/433.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/434.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/435.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/436.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/437.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/438.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/439.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/44.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/440.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/441.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/442.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/443.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/444.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/445.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/446.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/447.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/448.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/449.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/45.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/450.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/451.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/452.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/453.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/454.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/455.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/456.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/457.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/458.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/459.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/46.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/460.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/461.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/462.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/463.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/464.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/465.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/466.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/467.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/468.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/469.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/47.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/470.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/471.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/472.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/473.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/474.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/475.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/476.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/477.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/478.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/479.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/48.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/480.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/481.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/482.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/483.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/484.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/485.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/486.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/487.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/488.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/489.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/49.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/490.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/491.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/492.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/493.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/494.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/495.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/496.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/497.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/498.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/499.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/5.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/50.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/51.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/52.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/53.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/54.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/55.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/56.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/57.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/58.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/59.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/6.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/60.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/61.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/62.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/63.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/64.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/65.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/66.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/67.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/68.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/69.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/7.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/70.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/71.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/72.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/73.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/74.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/75.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/76.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/77.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/78.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/79.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/8.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/80.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/81.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/82.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/83.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/84.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/85.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/86.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/87.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/88.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/89.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/9.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/90.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/91.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/92.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/93.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/94.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/95.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/96.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/97.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/98.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/99.bmp  \n",
+            "   creating: real_or_drawing/train_data/1/\n",
+            "  inflating: real_or_drawing/train_data/1/500.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/501.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/502.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/503.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/504.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/505.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/506.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/507.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/508.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/509.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/510.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/511.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/512.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/513.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/514.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/515.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/516.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/517.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/518.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/519.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/520.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/521.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/522.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/523.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/524.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/525.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/526.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/527.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/528.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/529.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/530.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/531.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/532.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/533.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/534.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/535.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/536.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/537.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/538.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/539.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/540.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/541.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/542.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/543.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/544.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/545.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/546.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/547.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/548.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/549.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/550.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/551.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/552.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/553.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/554.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/555.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/556.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/557.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/558.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/559.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/560.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/561.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/562.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/563.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/564.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/565.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/566.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/567.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/568.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/569.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/570.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/571.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/572.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/573.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/574.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/575.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/576.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/577.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/578.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/579.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/580.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/581.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/582.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/583.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/584.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/585.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/586.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/587.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/588.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/589.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/590.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/591.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/592.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/593.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/594.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/595.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/596.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/597.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/598.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/599.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/600.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/601.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/602.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/603.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/604.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/605.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/606.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/607.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/608.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/609.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/610.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/611.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/612.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/613.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/614.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/615.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/616.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/617.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/618.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/619.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/620.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/621.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/622.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/623.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/624.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/625.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/626.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/627.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/628.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/629.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/630.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/631.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/632.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/633.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/634.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/635.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/636.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/637.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/638.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/639.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/640.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/641.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/642.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/643.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/644.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/645.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/646.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/647.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/648.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/649.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/650.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/651.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/652.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/653.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/654.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/655.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/656.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/657.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/658.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/659.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/660.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/661.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/662.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/663.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/664.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/665.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/666.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/667.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/668.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/669.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/670.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/671.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/672.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/673.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/674.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/675.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/676.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/677.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/678.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/679.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/680.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/681.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/682.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/683.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/684.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/685.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/686.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/687.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/688.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/689.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/690.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/691.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/692.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/693.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/694.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/695.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/696.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/697.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/698.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/699.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/700.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/701.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/702.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/703.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/704.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/705.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/706.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/707.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/708.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/709.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/710.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/711.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/712.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/713.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/714.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/715.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/716.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/717.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/718.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/719.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/720.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/721.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/722.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/723.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/724.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/725.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/726.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/727.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/728.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/729.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/730.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/731.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/732.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/733.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/734.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/735.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/736.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/737.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/738.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/739.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/740.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/741.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/742.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/743.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/744.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/745.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/746.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/747.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/748.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/749.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/750.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/751.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/752.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/753.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/754.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/755.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/756.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/757.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/758.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/759.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/760.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/761.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/762.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/763.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/764.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/765.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/766.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/767.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/768.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/769.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/770.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/771.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/772.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/773.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/774.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/775.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/776.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/777.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/778.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/779.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/780.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/781.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/782.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/783.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/784.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/785.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/786.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/787.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/788.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/789.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/790.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/791.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/792.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/793.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/794.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/795.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/796.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/797.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/798.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/799.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/800.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/801.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/802.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/803.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/804.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/805.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/806.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/807.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/808.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/809.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/810.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/811.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/812.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/813.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/814.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/815.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/816.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/817.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/818.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/819.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/820.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/821.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/822.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/823.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/824.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/825.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/826.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/827.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/828.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/829.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/830.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/831.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/832.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/833.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/834.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/835.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/836.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/837.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/838.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/839.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/840.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/841.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/842.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/843.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/844.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/845.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/846.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/847.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/848.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/849.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/850.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/851.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/852.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/853.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/854.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/855.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/856.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/857.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/858.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/859.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/860.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/861.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/862.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/863.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/864.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/865.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/866.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/867.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/868.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/869.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/870.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/871.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/872.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/873.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/874.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/875.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/876.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/877.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/878.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/879.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/880.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/881.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/882.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/883.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/884.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/885.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/886.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/887.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/888.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/889.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/890.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/891.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/892.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/893.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/894.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/895.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/896.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/897.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/898.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/899.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/900.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/901.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/902.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/903.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/904.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/905.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/906.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/907.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/908.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/909.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/910.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/911.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/912.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/913.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/914.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/915.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/916.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/917.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/918.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/919.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/920.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/921.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/922.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/923.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/924.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/925.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/926.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/927.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/928.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/929.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/930.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/931.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/932.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/933.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/934.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/935.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/936.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/937.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/938.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/939.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/940.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/941.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/942.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/943.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/944.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/945.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/946.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/947.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/948.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/949.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/950.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/951.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/952.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/953.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/954.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/955.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/956.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/957.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/958.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/959.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/960.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/961.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/962.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/963.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/964.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/965.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/966.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/967.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/968.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/969.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/970.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/971.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/972.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/973.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/974.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/975.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/976.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/977.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/978.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/979.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/980.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/981.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/982.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/983.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/984.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/985.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/986.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/987.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/988.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/989.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/990.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/991.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/992.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/993.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/994.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/995.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/996.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/997.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/998.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/999.bmp  \n",
+            "   creating: real_or_drawing/train_data/2/\n",
+            "  inflating: real_or_drawing/train_data/2/1000.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1001.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1002.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1003.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1004.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1005.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1006.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1007.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1008.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1009.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1010.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1011.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1012.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1013.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1014.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1015.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1016.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1017.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1018.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1019.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1020.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1021.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1022.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1023.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1024.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1025.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1026.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1027.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1028.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1029.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1030.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1031.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1032.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1033.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1034.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1035.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1036.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1037.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1038.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1039.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1040.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1041.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1042.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1043.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1044.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1045.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1046.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1047.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1048.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1049.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1050.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1051.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1052.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1053.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1054.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1055.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1056.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1057.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1058.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1059.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1060.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1061.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1062.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1063.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1064.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1065.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1066.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1067.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1068.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1069.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1070.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1071.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1072.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1073.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1074.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1075.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1076.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1077.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1078.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1079.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1080.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1081.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1082.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1083.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1084.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1085.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1086.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1087.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1088.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1089.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1090.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1091.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1092.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1093.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1094.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1095.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1096.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1097.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1098.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1099.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1100.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1101.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1102.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1103.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1104.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1105.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1106.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1107.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1108.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1109.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1110.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1111.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1112.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1113.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1114.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1115.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1116.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1117.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1118.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1119.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1120.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1121.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1122.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1123.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1124.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1125.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1126.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1127.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1128.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1129.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1130.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1131.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1132.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1133.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1134.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1135.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1136.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1137.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1138.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1139.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1140.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1141.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1142.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1143.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1144.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1145.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1146.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1147.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1148.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1149.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1150.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1151.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1152.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1153.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1154.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1155.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1156.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1157.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1158.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1159.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1160.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1161.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1162.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1163.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1164.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1165.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1166.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1167.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1168.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1169.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1170.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1171.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1172.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1173.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1174.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1175.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1176.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1177.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1178.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1179.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1180.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1181.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1182.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1183.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1184.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1185.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1186.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1187.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1188.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1189.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1190.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1191.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1192.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1193.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1194.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1195.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1196.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1197.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1198.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1199.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1200.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1201.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1202.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1203.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1204.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1205.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1206.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1207.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1208.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1209.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1210.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1211.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1212.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1213.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1214.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1215.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1216.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1217.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1218.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1219.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1220.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1221.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1222.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1223.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1224.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1225.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1226.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1227.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1228.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1229.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1230.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1231.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1232.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1233.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1234.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1235.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1236.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1237.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1238.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1239.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1240.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1241.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1242.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1243.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1244.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1245.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1246.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1247.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1248.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1249.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1250.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1251.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1252.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1253.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1254.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1255.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1256.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1257.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1258.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1259.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1260.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1261.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1262.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1263.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1264.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1265.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1266.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1267.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1268.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1269.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1270.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1271.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1272.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1273.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1274.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1275.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1276.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1277.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1278.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1279.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1280.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1281.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1282.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1283.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1284.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1285.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1286.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1287.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1288.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1289.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1290.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1291.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1292.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1293.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1294.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1295.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1296.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1297.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1298.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1299.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1300.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1301.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1302.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1303.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1304.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1305.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1306.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1307.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1308.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1309.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1310.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1311.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1312.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1313.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1314.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1315.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1316.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1317.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1318.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1319.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1320.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1321.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1322.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1323.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1324.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1325.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1326.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1327.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1328.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1329.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1330.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1331.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1332.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1333.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1334.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1335.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1336.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1337.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1338.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1339.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1340.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1341.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1342.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1343.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1344.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1345.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1346.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1347.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1348.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1349.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1350.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1351.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1352.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1353.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1354.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1355.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1356.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1357.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1358.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1359.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1360.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1361.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1362.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1363.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1364.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1365.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1366.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1367.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1368.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1369.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1370.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1371.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1372.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1373.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1374.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1375.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1376.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1377.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1378.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1379.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1380.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1381.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1382.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1383.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1384.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1385.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1386.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1387.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1388.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1389.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1390.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1391.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1392.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1393.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1394.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1395.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1396.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1397.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1398.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1399.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1400.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1401.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1402.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1403.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1404.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1405.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1406.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1407.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1408.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1409.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1410.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1411.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1412.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1413.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1414.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1415.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1416.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1417.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1418.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1419.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1420.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1421.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1422.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1423.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1424.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1425.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1426.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1427.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1428.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1429.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1430.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1431.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1432.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1433.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1434.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1435.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1436.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1437.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1438.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1439.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1440.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1441.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1442.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1443.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1444.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1445.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1446.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1447.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1448.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1449.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1450.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1451.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1452.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1453.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1454.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1455.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1456.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1457.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1458.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1459.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1460.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1461.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1462.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1463.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1464.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1465.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1466.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1467.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1468.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1469.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1470.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1471.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1472.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1473.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1474.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1475.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1476.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1477.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1478.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1479.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1480.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1481.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1482.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1483.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1484.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1485.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1486.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1487.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1488.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1489.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1490.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1491.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1492.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1493.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1494.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1495.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1496.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1497.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1498.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1499.bmp  \n",
+            "   creating: real_or_drawing/train_data/3/\n",
+            "  inflating: real_or_drawing/train_data/3/1500.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1501.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1502.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1503.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1504.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1505.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1506.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1507.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1508.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1509.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1510.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1511.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1512.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1513.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1514.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1515.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1516.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1517.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1518.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1519.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1520.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1521.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1522.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1523.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1524.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1525.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1526.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1527.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1528.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1529.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1530.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1531.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1532.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1533.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1534.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1535.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1536.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1537.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1538.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1539.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1540.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1541.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1542.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1543.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1544.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1545.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1546.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1547.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1548.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1549.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1550.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1551.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1552.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1553.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1554.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1555.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1556.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1557.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1558.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1559.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1560.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1561.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1562.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1563.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1564.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1565.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1566.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1567.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1568.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1569.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1570.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1571.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1572.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1573.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1574.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1575.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1576.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1577.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1578.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1579.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1580.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1581.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1582.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1583.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1584.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1585.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1586.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1587.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1588.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1589.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1590.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1591.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1592.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1593.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1594.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1595.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1596.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1597.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1598.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1599.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1600.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1601.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1602.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1603.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1604.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1605.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1606.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1607.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1608.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1609.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1610.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1611.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1612.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1613.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1614.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1615.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1616.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1617.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1618.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1619.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1620.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1621.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1622.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1623.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1624.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1625.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1626.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1627.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1628.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1629.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1630.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1631.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1632.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1633.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1634.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1635.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1636.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1637.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1638.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1639.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1640.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1641.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1642.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1643.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1644.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1645.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1646.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1647.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1648.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1649.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1650.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1651.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1652.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1653.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1654.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1655.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1656.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1657.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1658.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1659.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1660.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1661.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1662.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1663.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1664.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1665.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1666.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1667.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1668.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1669.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1670.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1671.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1672.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1673.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1674.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1675.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1676.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1677.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1678.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1679.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1680.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1681.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1682.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1683.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1684.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1685.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1686.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1687.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1688.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1689.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1690.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1691.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1692.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1693.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1694.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1695.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1696.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1697.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1698.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1699.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1700.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1701.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1702.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1703.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1704.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1705.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1706.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1707.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1708.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1709.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1710.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1711.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1712.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1713.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1714.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1715.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1716.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1717.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1718.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1719.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1720.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1721.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1722.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1723.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1724.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1725.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1726.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1727.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1728.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1729.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1730.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1731.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1732.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1733.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1734.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1735.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1736.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1737.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1738.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1739.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1740.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1741.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1742.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1743.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1744.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1745.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1746.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1747.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1748.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1749.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1750.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1751.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1752.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1753.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1754.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1755.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1756.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1757.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1758.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1759.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1760.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1761.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1762.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1763.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1764.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1765.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1766.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1767.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1768.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1769.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1770.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1771.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1772.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1773.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1774.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1775.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1776.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1777.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1778.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1779.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1780.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1781.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1782.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1783.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1784.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1785.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1786.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1787.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1788.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1789.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1790.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1791.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1792.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1793.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1794.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1795.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1796.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1797.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1798.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1799.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1800.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1801.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1802.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1803.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1804.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1805.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1806.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1807.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1808.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1809.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1810.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1811.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1812.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1813.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1814.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1815.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1816.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1817.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1818.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1819.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1820.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1821.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1822.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1823.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1824.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1825.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1826.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1827.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1828.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1829.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1830.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1831.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1832.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1833.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1834.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1835.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1836.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1837.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1838.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1839.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1840.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1841.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1842.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1843.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1844.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1845.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1846.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1847.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1848.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1849.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1850.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1851.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1852.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1853.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1854.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1855.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1856.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1857.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1858.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1859.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1860.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1861.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1862.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1863.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1864.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1865.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1866.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1867.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1868.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1869.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1870.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1871.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1872.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1873.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1874.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1875.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1876.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1877.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1878.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1879.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1880.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1881.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1882.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1883.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1884.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1885.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1886.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1887.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1888.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1889.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1890.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1891.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1892.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1893.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1894.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1895.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1896.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1897.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1898.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1899.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1900.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1901.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1902.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1903.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1904.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1905.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1906.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1907.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1908.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1909.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1910.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1911.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1912.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1913.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1914.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1915.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1916.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1917.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1918.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1919.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1920.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1921.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1922.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1923.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1924.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1925.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1926.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1927.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1928.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1929.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1930.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1931.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1932.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1933.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1934.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1935.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1936.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1937.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1938.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1939.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1940.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1941.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1942.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1943.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1944.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1945.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1946.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1947.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1948.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1949.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1950.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1951.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1952.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1953.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1954.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1955.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1956.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1957.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1958.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1959.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1960.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1961.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1962.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1963.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1964.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1965.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1966.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1967.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1968.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1969.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1970.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1971.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1972.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1973.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1974.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1975.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1976.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1977.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1978.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1979.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1980.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1981.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1982.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1983.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1984.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1985.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1986.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1987.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1988.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1989.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1990.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1991.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1992.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1993.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1994.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1995.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1996.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1997.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1998.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1999.bmp  \n",
+            "   creating: real_or_drawing/train_data/4/\n",
+            "  inflating: real_or_drawing/train_data/4/2000.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2001.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2002.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2003.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2004.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2005.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2006.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2007.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2008.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2009.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2010.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2011.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2012.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2013.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2014.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2015.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2016.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2017.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2018.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2019.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2020.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2021.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2022.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2023.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2024.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2025.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2026.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2027.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2028.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2029.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2030.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2031.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2032.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2033.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2034.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2035.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2036.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2037.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2038.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2039.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2040.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2041.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2042.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2043.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2044.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2045.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2046.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2047.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2048.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2049.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2050.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2051.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2052.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2053.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2054.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2055.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2056.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2057.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2058.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2059.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2060.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2061.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2062.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2063.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2064.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2065.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2066.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2067.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2068.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2069.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2070.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2071.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2072.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2073.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2074.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2075.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2076.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2077.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2078.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2079.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2080.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2081.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2082.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2083.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2084.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2085.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2086.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2087.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2088.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2089.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2090.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2091.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2092.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2093.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2094.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2095.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2096.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2097.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2098.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2099.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2100.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2101.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2102.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2103.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2104.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2105.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2106.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2107.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2108.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2109.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2110.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2111.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2112.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2113.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2114.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2115.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2116.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2117.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2118.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2119.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2120.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2121.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2122.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2123.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2124.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2125.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2126.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2127.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2128.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2129.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2130.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2131.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2132.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2133.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2134.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2135.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2136.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2137.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2138.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2139.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2140.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2141.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2142.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2143.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2144.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2145.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2146.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2147.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2148.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2149.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2150.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2151.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2152.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2153.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2154.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2155.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2156.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2157.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2158.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2159.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2160.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2161.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2162.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2163.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2164.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2165.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2166.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2167.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2168.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2169.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2170.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2171.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2172.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2173.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2174.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2175.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2176.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2177.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2178.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2179.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2180.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2181.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2182.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2183.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2184.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2185.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2186.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2187.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2188.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2189.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2190.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2191.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2192.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2193.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2194.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2195.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2196.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2197.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2198.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2199.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2200.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2201.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2202.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2203.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2204.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2205.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2206.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2207.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2208.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2209.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2210.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2211.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2212.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2213.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2214.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2215.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2216.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2217.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2218.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2219.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2220.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2221.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2222.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2223.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2224.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2225.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2226.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2227.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2228.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2229.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2230.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2231.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2232.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2233.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2234.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2235.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2236.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2237.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2238.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2239.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2240.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2241.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2242.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2243.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2244.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2245.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2246.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2247.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2248.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2249.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2250.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2251.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2252.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2253.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2254.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2255.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2256.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2257.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2258.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2259.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2260.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2261.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2262.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2263.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2264.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2265.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2266.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2267.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2268.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2269.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2270.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2271.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2272.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2273.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2274.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2275.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2276.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2277.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2278.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2279.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2280.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2281.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2282.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2283.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2284.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2285.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2286.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2287.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2288.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2289.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2290.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2291.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2292.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2293.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2294.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2295.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2296.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2297.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2298.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2299.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2300.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2301.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2302.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2303.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2304.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2305.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2306.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2307.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2308.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2309.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2310.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2311.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2312.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2313.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2314.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2315.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2316.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2317.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2318.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2319.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2320.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2321.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2322.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2323.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2324.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2325.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2326.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2327.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2328.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2329.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2330.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2331.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2332.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2333.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2334.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2335.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2336.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2337.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2338.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2339.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2340.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2341.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2342.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2343.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2344.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2345.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2346.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2347.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2348.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2349.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2350.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2351.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2352.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2353.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2354.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2355.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2356.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2357.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2358.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2359.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2360.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2361.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2362.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2363.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2364.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2365.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2366.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2367.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2368.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2369.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2370.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2371.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2372.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2373.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2374.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2375.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2376.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2377.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2378.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2379.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2380.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2381.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2382.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2383.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2384.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2385.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2386.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2387.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2388.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2389.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2390.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2391.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2392.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2393.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2394.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2395.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2396.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2397.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2398.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2399.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2400.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2401.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2402.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2403.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2404.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2405.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2406.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2407.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2408.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2409.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2410.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2411.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2412.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2413.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2414.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2415.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2416.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2417.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2418.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2419.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2420.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2421.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2422.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2423.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2424.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2425.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2426.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2427.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2428.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2429.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2430.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2431.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2432.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2433.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2434.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2435.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2436.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2437.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2438.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2439.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2440.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2441.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2442.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2443.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2444.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2445.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2446.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2447.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2448.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2449.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2450.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2451.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2452.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2453.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2454.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2455.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2456.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2457.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2458.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2459.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2460.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2461.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2462.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2463.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2464.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2465.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2466.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2467.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2468.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2469.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2470.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2471.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2472.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2473.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2474.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2475.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2476.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2477.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2478.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2479.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2480.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2481.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2482.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2483.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2484.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2485.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2486.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2487.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2488.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2489.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2490.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2491.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2492.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2493.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2494.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2495.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2496.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2497.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2498.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2499.bmp  \n",
+            "   creating: real_or_drawing/train_data/5/\n",
+            "  inflating: real_or_drawing/train_data/5/2500.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2501.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2502.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2503.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2504.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2505.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2506.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2507.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2508.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2509.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2510.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2511.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2512.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2513.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2514.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2515.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2516.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2517.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2518.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2519.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2520.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2521.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2522.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2523.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2524.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2525.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2526.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2527.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2528.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2529.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2530.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2531.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2532.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2533.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2534.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2535.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2536.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2537.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2538.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2539.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2540.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2541.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2542.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2543.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2544.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2545.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2546.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2547.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2548.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2549.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2550.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2551.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2552.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2553.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2554.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2555.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2556.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2557.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2558.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2559.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2560.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2561.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2562.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2563.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2564.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2565.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2566.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2567.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2568.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2569.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2570.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2571.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2572.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2573.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2574.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2575.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2576.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2577.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2578.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2579.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2580.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2581.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2582.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2583.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2584.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2585.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2586.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2587.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2588.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2589.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2590.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2591.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2592.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2593.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2594.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2595.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2596.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2597.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2598.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2599.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2600.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2601.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2602.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2603.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2604.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2605.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2606.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2607.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2608.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2609.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2610.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2611.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2612.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2613.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2614.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2615.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2616.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2617.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2618.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2619.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2620.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2621.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2622.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2623.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2624.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2625.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2626.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2627.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2628.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2629.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2630.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2631.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2632.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2633.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2634.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2635.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2636.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2637.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2638.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2639.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2640.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2641.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2642.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2643.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2644.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2645.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2646.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2647.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2648.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2649.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2650.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2651.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2652.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2653.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2654.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2655.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2656.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2657.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2658.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2659.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2660.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2661.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2662.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2663.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2664.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2665.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2666.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2667.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2668.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2669.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2670.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2671.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2672.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2673.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2674.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2675.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2676.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2677.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2678.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2679.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2680.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2681.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2682.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2683.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2684.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2685.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2686.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2687.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2688.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2689.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2690.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2691.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2692.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2693.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2694.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2695.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2696.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2697.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2698.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2699.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2700.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2701.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2702.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2703.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2704.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2705.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2706.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2707.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2708.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2709.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2710.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2711.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2712.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2713.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2714.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2715.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2716.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2717.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2718.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2719.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2720.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2721.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2722.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2723.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2724.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2725.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2726.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2727.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2728.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2729.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2730.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2731.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2732.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2733.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2734.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2735.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2736.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2737.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2738.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2739.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2740.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2741.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2742.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2743.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2744.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2745.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2746.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2747.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2748.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2749.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2750.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2751.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2752.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2753.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2754.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2755.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2756.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2757.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2758.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2759.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2760.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2761.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2762.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2763.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2764.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2765.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2766.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2767.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2768.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2769.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2770.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2771.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2772.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2773.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2774.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2775.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2776.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2777.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2778.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2779.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2780.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2781.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2782.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2783.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2784.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2785.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2786.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2787.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2788.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2789.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2790.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2791.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2792.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2793.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2794.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2795.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2796.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2797.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2798.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2799.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2800.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2801.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2802.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2803.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2804.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2805.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2806.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2807.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2808.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2809.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2810.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2811.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2812.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2813.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2814.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2815.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2816.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2817.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2818.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2819.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2820.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2821.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2822.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2823.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2824.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2825.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2826.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2827.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2828.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2829.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2830.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2831.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2832.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2833.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2834.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2835.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2836.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2837.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2838.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2839.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2840.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2841.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2842.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2843.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2844.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2845.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2846.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2847.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2848.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2849.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2850.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2851.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2852.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2853.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2854.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2855.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2856.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2857.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2858.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2859.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2860.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2861.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2862.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2863.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2864.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2865.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2866.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2867.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2868.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2869.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2870.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2871.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2872.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2873.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2874.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2875.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2876.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2877.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2878.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2879.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2880.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2881.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2882.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2883.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2884.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2885.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2886.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2887.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2888.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2889.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2890.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2891.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2892.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2893.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2894.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2895.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2896.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2897.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2898.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2899.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2900.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2901.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2902.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2903.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2904.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2905.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2906.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2907.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2908.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2909.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2910.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2911.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2912.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2913.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2914.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2915.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2916.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2917.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2918.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2919.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2920.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2921.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2922.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2923.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2924.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2925.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2926.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2927.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2928.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2929.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2930.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2931.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2932.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2933.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2934.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2935.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2936.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2937.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2938.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2939.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2940.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2941.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2942.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2943.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2944.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2945.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2946.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2947.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2948.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2949.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2950.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2951.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2952.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2953.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2954.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2955.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2956.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2957.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2958.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2959.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2960.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2961.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2962.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2963.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2964.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2965.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2966.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2967.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2968.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2969.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2970.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2971.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2972.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2973.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2974.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2975.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2976.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2977.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2978.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2979.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2980.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2981.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2982.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2983.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2984.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2985.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2986.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2987.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2988.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2989.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2990.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2991.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2992.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2993.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2994.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2995.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2996.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2997.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2998.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2999.bmp  \n",
+            "   creating: real_or_drawing/train_data/6/\n",
+            "  inflating: real_or_drawing/train_data/6/3000.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3001.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3002.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3003.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3004.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3005.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3006.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3007.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3008.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3009.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3010.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3011.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3012.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3013.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3014.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3015.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3016.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3017.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3018.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3019.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3020.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3021.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3022.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3023.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3024.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3025.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3026.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3027.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3028.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3029.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3030.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3031.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3032.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3033.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3034.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3035.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3036.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3037.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3038.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3039.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3040.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3041.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3042.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3043.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3044.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3045.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3046.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3047.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3048.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3049.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3050.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3051.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3052.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3053.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3054.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3055.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3056.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3057.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3058.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3059.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3060.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3061.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3062.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3063.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3064.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3065.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3066.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3067.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3068.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3069.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3070.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3071.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3072.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3073.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3074.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3075.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3076.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3077.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3078.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3079.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3080.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3081.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3082.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3083.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3084.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3085.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3086.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3087.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3088.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3089.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3090.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3091.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3092.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3093.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3094.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3095.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3096.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3097.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3098.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3099.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3100.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3101.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3102.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3103.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3104.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3105.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3106.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3107.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3108.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3109.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3110.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3111.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3112.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3113.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3114.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3115.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3116.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3117.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3118.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3119.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3120.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3121.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3122.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3123.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3124.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3125.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3126.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3127.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3128.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3129.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3130.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3131.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3132.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3133.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3134.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3135.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3136.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3137.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3138.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3139.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3140.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3141.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3142.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3143.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3144.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3145.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3146.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3147.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3148.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3149.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3150.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3151.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3152.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3153.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3154.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3155.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3156.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3157.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3158.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3159.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3160.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3161.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3162.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3163.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3164.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3165.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3166.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3167.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3168.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3169.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3170.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3171.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3172.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3173.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3174.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3175.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3176.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3177.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3178.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3179.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3180.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3181.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3182.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3183.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3184.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3185.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3186.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3187.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3188.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3189.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3190.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3191.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3192.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3193.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3194.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3195.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3196.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3197.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3198.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3199.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3200.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3201.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3202.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3203.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3204.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3205.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3206.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3207.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3208.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3209.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3210.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3211.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3212.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3213.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3214.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3215.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3216.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3217.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3218.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3219.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3220.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3221.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3222.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3223.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3224.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3225.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3226.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3227.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3228.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3229.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3230.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3231.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3232.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3233.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3234.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3235.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3236.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3237.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3238.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3239.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3240.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3241.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3242.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3243.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3244.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3245.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3246.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3247.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3248.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3249.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3250.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3251.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3252.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3253.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3254.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3255.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3256.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3257.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3258.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3259.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3260.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3261.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3262.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3263.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3264.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3265.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3266.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3267.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3268.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3269.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3270.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3271.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3272.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3273.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3274.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3275.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3276.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3277.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3278.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3279.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3280.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3281.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3282.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3283.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3284.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3285.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3286.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3287.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3288.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3289.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3290.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3291.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3292.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3293.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3294.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3295.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3296.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3297.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3298.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3299.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3300.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3301.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3302.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3303.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3304.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3305.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3306.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3307.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3308.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3309.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3310.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3311.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3312.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3313.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3314.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3315.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3316.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3317.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3318.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3319.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3320.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3321.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3322.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3323.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3324.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3325.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3326.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3327.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3328.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3329.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3330.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3331.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3332.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3333.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3334.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3335.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3336.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3337.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3338.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3339.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3340.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3341.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3342.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3343.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3344.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3345.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3346.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3347.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3348.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3349.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3350.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3351.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3352.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3353.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3354.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3355.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3356.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3357.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3358.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3359.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3360.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3361.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3362.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3363.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3364.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3365.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3366.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3367.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3368.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3369.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3370.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3371.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3372.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3373.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3374.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3375.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3376.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3377.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3378.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3379.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3380.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3381.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3382.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3383.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3384.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3385.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3386.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3387.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3388.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3389.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3390.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3391.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3392.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3393.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3394.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3395.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3396.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3397.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3398.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3399.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3400.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3401.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3402.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3403.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3404.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3405.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3406.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3407.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3408.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3409.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3410.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3411.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3412.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3413.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3414.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3415.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3416.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3417.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3418.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3419.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3420.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3421.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3422.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3423.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3424.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3425.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3426.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3427.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3428.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3429.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3430.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3431.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3432.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3433.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3434.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3435.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3436.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3437.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3438.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3439.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3440.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3441.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3442.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3443.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3444.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3445.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3446.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3447.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3448.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3449.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3450.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3451.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3452.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3453.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3454.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3455.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3456.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3457.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3458.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3459.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3460.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3461.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3462.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3463.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3464.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3465.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3466.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3467.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3468.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3469.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3470.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3471.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3472.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3473.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3474.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3475.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3476.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3477.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3478.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3479.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3480.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3481.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3482.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3483.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3484.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3485.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3486.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3487.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3488.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3489.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3490.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3491.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3492.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3493.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3494.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3495.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3496.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3497.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3498.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3499.bmp  \n",
+            "   creating: real_or_drawing/train_data/7/\n",
+            "  inflating: real_or_drawing/train_data/7/3500.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3501.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3502.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3503.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3504.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3505.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3506.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3507.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3508.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3509.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3510.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3511.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3512.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3513.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3514.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3515.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3516.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3517.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3518.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3519.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3520.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3521.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3522.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3523.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3524.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3525.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3526.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3527.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3528.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3529.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3530.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3531.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3532.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3533.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3534.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3535.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3536.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3537.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3538.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3539.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3540.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3541.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3542.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3543.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3544.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3545.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3546.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3547.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3548.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3549.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3550.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3551.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3552.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3553.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3554.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3555.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3556.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3557.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3558.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3559.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3560.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3561.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3562.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3563.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3564.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3565.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3566.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3567.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3568.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3569.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3570.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3571.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3572.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3573.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3574.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3575.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3576.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3577.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3578.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3579.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3580.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3581.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3582.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3583.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3584.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3585.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3586.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3587.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3588.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3589.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3590.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3591.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3592.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3593.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3594.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3595.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3596.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3597.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3598.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3599.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3600.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3601.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3602.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3603.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3604.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3605.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3606.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3607.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3608.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3609.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3610.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3611.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3612.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3613.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3614.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3615.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3616.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3617.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3618.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3619.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3620.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3621.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3622.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3623.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3624.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3625.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3626.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3627.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3628.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3629.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3630.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3631.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3632.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3633.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3634.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3635.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3636.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3637.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3638.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3639.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3640.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3641.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3642.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3643.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3644.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3645.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3646.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3647.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3648.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3649.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3650.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3651.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3652.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3653.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3654.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3655.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3656.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3657.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3658.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3659.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3660.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3661.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3662.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3663.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3664.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3665.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3666.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3667.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3668.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3669.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3670.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3671.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3672.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3673.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3674.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3675.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3676.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3677.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3678.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3679.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3680.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3681.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3682.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3683.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3684.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3685.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3686.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3687.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3688.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3689.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3690.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3691.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3692.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3693.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3694.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3695.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3696.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3697.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3698.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3699.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3700.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3701.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3702.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3703.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3704.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3705.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3706.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3707.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3708.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3709.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3710.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3711.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3712.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3713.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3714.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3715.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3716.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3717.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3718.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3719.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3720.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3721.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3722.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3723.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3724.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3725.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3726.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3727.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3728.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3729.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3730.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3731.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3732.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3733.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3734.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3735.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3736.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3737.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3738.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3739.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3740.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3741.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3742.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3743.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3744.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3745.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3746.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3747.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3748.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3749.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3750.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3751.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3752.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3753.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3754.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3755.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3756.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3757.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3758.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3759.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3760.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3761.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3762.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3763.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3764.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3765.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3766.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3767.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3768.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3769.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3770.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3771.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3772.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3773.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3774.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3775.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3776.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3777.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3778.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3779.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3780.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3781.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3782.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3783.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3784.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3785.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3786.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3787.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3788.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3789.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3790.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3791.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3792.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3793.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3794.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3795.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3796.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3797.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3798.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3799.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3800.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3801.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3802.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3803.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3804.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3805.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3806.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3807.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3808.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3809.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3810.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3811.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3812.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3813.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3814.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3815.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3816.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3817.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3818.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3819.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3820.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3821.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3822.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3823.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3824.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3825.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3826.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3827.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3828.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3829.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3830.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3831.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3832.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3833.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3834.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3835.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3836.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3837.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3838.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3839.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3840.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3841.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3842.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3843.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3844.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3845.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3846.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3847.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3848.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3849.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3850.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3851.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3852.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3853.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3854.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3855.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3856.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3857.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3858.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3859.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3860.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3861.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3862.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3863.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3864.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3865.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3866.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3867.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3868.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3869.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3870.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3871.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3872.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3873.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3874.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3875.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3876.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3877.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3878.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3879.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3880.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3881.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3882.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3883.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3884.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3885.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3886.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3887.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3888.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3889.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3890.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3891.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3892.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3893.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3894.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3895.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3896.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3897.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3898.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3899.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3900.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3901.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3902.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3903.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3904.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3905.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3906.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3907.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3908.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3909.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3910.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3911.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3912.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3913.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3914.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3915.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3916.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3917.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3918.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3919.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3920.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3921.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3922.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3923.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3924.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3925.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3926.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3927.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3928.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3929.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3930.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3931.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3932.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3933.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3934.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3935.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3936.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3937.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3938.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3939.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3940.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3941.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3942.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3943.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3944.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3945.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3946.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3947.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3948.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3949.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3950.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3951.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3952.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3953.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3954.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3955.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3956.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3957.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3958.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3959.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3960.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3961.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3962.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3963.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3964.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3965.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3966.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3967.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3968.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3969.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3970.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3971.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3972.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3973.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3974.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3975.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3976.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3977.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3978.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3979.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3980.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3981.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3982.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3983.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3984.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3985.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3986.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3987.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3988.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3989.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3990.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3991.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3992.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3993.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3994.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3995.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3996.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3997.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3998.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3999.bmp  \n",
+            "   creating: real_or_drawing/train_data/8/\n",
+            "  inflating: real_or_drawing/train_data/8/4000.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4001.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4002.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4003.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4004.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4005.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4006.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4007.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4008.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4009.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4010.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4011.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4012.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4013.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4014.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4015.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4016.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4017.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4018.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4019.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4020.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4021.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4022.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4023.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4024.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4025.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4026.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4027.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4028.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4029.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4030.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4031.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4032.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4033.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4034.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4035.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4036.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4037.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4038.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4039.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4040.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4041.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4042.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4043.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4044.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4045.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4046.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4047.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4048.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4049.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4050.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4051.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4052.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4053.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4054.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4055.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4056.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4057.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4058.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4059.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4060.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4061.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4062.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4063.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4064.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4065.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4066.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4067.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4068.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4069.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4070.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4071.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4072.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4073.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4074.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4075.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4076.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4077.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4078.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4079.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4080.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4081.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4082.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4083.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4084.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4085.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4086.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4087.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4088.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4089.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4090.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4091.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4092.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4093.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4094.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4095.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4096.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4097.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4098.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4099.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4100.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4101.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4102.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4103.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4104.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4105.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4106.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4107.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4108.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4109.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4110.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4111.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4112.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4113.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4114.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4115.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4116.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4117.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4118.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4119.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4120.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4121.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4122.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4123.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4124.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4125.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4126.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4127.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4128.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4129.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4130.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4131.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4132.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4133.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4134.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4135.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4136.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4137.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4138.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4139.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4140.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4141.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4142.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4143.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4144.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4145.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4146.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4147.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4148.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4149.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4150.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4151.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4152.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4153.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4154.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4155.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4156.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4157.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4158.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4159.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4160.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4161.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4162.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4163.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4164.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4165.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4166.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4167.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4168.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4169.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4170.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4171.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4172.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4173.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4174.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4175.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4176.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4177.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4178.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4179.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4180.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4181.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4182.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4183.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4184.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4185.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4186.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4187.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4188.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4189.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4190.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4191.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4192.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4193.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4194.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4195.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4196.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4197.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4198.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4199.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4200.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4201.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4202.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4203.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4204.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4205.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4206.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4207.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4208.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4209.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4210.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4211.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4212.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4213.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4214.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4215.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4216.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4217.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4218.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4219.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4220.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4221.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4222.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4223.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4224.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4225.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4226.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4227.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4228.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4229.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4230.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4231.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4232.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4233.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4234.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4235.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4236.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4237.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4238.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4239.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4240.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4241.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4242.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4243.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4244.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4245.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4246.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4247.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4248.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4249.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4250.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4251.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4252.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4253.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4254.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4255.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4256.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4257.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4258.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4259.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4260.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4261.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4262.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4263.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4264.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4265.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4266.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4267.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4268.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4269.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4270.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4271.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4272.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4273.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4274.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4275.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4276.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4277.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4278.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4279.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4280.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4281.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4282.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4283.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4284.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4285.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4286.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4287.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4288.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4289.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4290.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4291.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4292.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4293.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4294.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4295.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4296.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4297.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4298.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4299.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4300.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4301.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4302.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4303.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4304.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4305.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4306.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4307.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4308.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4309.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4310.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4311.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4312.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4313.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4314.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4315.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4316.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4317.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4318.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4319.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4320.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4321.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4322.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4323.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4324.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4325.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4326.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4327.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4328.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4329.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4330.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4331.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4332.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4333.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4334.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4335.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4336.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4337.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4338.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4339.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4340.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4341.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4342.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4343.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4344.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4345.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4346.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4347.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4348.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4349.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4350.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4351.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4352.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4353.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4354.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4355.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4356.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4357.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4358.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4359.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4360.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4361.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4362.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4363.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4364.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4365.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4366.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4367.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4368.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4369.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4370.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4371.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4372.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4373.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4374.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4375.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4376.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4377.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4378.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4379.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4380.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4381.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4382.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4383.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4384.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4385.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4386.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4387.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4388.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4389.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4390.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4391.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4392.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4393.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4394.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4395.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4396.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4397.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4398.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4399.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4400.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4401.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4402.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4403.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4404.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4405.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4406.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4407.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4408.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4409.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4410.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4411.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4412.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4413.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4414.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4415.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4416.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4417.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4418.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4419.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4420.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4421.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4422.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4423.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4424.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4425.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4426.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4427.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4428.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4429.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4430.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4431.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4432.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4433.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4434.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4435.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4436.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4437.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4438.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4439.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4440.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4441.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4442.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4443.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4444.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4445.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4446.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4447.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4448.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4449.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4450.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4451.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4452.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4453.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4454.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4455.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4456.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4457.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4458.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4459.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4460.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4461.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4462.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4463.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4464.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4465.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4466.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4467.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4468.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4469.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4470.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4471.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4472.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4473.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4474.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4475.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4476.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4477.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4478.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4479.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4480.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4481.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4482.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4483.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4484.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4485.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4486.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4487.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4488.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4489.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4490.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4491.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4492.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4493.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4494.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4495.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4496.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4497.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4498.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4499.bmp  \n",
+            "   creating: real_or_drawing/train_data/9/\n",
+            "  inflating: real_or_drawing/train_data/9/4500.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4501.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4502.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4503.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4504.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4505.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4506.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4507.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4508.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4509.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4510.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4511.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4512.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4513.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4514.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4515.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4516.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4517.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4518.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4519.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4520.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4521.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4522.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4523.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4524.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4525.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4526.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4527.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4528.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4529.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4530.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4531.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4532.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4533.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4534.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4535.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4536.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4537.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4538.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4539.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4540.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4541.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4542.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4543.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4544.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4545.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4546.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4547.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4548.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4549.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4550.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4551.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4552.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4553.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4554.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4555.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4556.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4557.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4558.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4559.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4560.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4561.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4562.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4563.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4564.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4565.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4566.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4567.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4568.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4569.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4570.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4571.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4572.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4573.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4574.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4575.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4576.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4577.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4578.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4579.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4580.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4581.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4582.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4583.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4584.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4585.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4586.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4587.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4588.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4589.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4590.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4591.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4592.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4593.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4594.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4595.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4596.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4597.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4598.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4599.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4600.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4601.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4602.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4603.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4604.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4605.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4606.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4607.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4608.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4609.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4610.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4611.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4612.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4613.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4614.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4615.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4616.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4617.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4618.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4619.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4620.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4621.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4622.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4623.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4624.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4625.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4626.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4627.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4628.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4629.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4630.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4631.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4632.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4633.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4634.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4635.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4636.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4637.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4638.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4639.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4640.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4641.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4642.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4643.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4644.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4645.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4646.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4647.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4648.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4649.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4650.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4651.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4652.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4653.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4654.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4655.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4656.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4657.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4658.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4659.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4660.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4661.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4662.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4663.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4664.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4665.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4666.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4667.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4668.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4669.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4670.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4671.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4672.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4673.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4674.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4675.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4676.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4677.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4678.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4679.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4680.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4681.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4682.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4683.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4684.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4685.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4686.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4687.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4688.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4689.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4690.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4691.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4692.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4693.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4694.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4695.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4696.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4697.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4698.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4699.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4700.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4701.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4702.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4703.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4704.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4705.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4706.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4707.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4708.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4709.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4710.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4711.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4712.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4713.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4714.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4715.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4716.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4717.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4718.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4719.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4720.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4721.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4722.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4723.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4724.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4725.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4726.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4727.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4728.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4729.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4730.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4731.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4732.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4733.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4734.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4735.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4736.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4737.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4738.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4739.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4740.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4741.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4742.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4743.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4744.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4745.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4746.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4747.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4748.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4749.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4750.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4751.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4752.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4753.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4754.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4755.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4756.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4757.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4758.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4759.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4760.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4761.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4762.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4763.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4764.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4765.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4766.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4767.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4768.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4769.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4770.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4771.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4772.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4773.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4774.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4775.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4776.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4777.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4778.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4779.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4780.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4781.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4782.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4783.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4784.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4785.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4786.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4787.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4788.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4789.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4790.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4791.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4792.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4793.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4794.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4795.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4796.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4797.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4798.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4799.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4800.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4801.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4802.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4803.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4804.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4805.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4806.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4807.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4808.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4809.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4810.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4811.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4812.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4813.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4814.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4815.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4816.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4817.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4818.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4819.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4820.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4821.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4822.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4823.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4824.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4825.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4826.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4827.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4828.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4829.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4830.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4831.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4832.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4833.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4834.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4835.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4836.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4837.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4838.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4839.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4840.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4841.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4842.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4843.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4844.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4845.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4846.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4847.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4848.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4849.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4850.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4851.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4852.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4853.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4854.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4855.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4856.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4857.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4858.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4859.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4860.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4861.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4862.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4863.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4864.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4865.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4866.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4867.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4868.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4869.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4870.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4871.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4872.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4873.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4874.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4875.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4876.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4877.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4878.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4879.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4880.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4881.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4882.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4883.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4884.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4885.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4886.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4887.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4888.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4889.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4890.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4891.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4892.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4893.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4894.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4895.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4896.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4897.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4898.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4899.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4900.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4901.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4902.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4903.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4904.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4905.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4906.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4907.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4908.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4909.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4910.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4911.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4912.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4913.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4914.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4915.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4916.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4917.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4918.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4919.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4920.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4921.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4922.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4923.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4924.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4925.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4926.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4927.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4928.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4929.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4930.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4931.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4932.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4933.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4934.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4935.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4936.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4937.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4938.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4939.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4940.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4941.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4942.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4943.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4944.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4945.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4946.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4947.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4948.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4949.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4950.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4951.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4952.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4953.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4954.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4955.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4956.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4957.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4958.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4959.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4960.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4961.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4962.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4963.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4964.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4965.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4966.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4967.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4968.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4969.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4970.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4971.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4972.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4973.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4974.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4975.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4976.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4977.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4978.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4979.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4980.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4981.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4982.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4983.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4984.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4985.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4986.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4987.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4988.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4989.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4990.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4991.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4992.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4993.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4994.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4995.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4996.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4997.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4998.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4999.bmp  \n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "0_uO-ZSDoR6i",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 136
+        },
+        "outputId": "18f1a1f9-5a11-4437-a94f-5b98114c7421"
+      },
+      "source": [
+        "import matplotlib.pyplot as plt\n",
+        "\n",
+        "def no_axis_show(img, title='', cmap=None):\n",
+        "  # imshow, and set the interpolation mode to be \"nearest\"。\n",
+        "  fig = plt.imshow(img, interpolation='nearest', cmap=cmap)\n",
+        "  # do not show the axes in the images.\n",
+        "  fig.axes.get_xaxis().set_visible(False)\n",
+        "  fig.axes.get_yaxis().set_visible(False)\n",
+        "  plt.title(title)\n",
+        "\n",
+        "titles = ['horse', 'bed', 'clock', 'apple', 'cat', 'plane', 'television', 'dog', 'dolphin', 'spider']\n",
+        "plt.figure(figsize=(18, 18))\n",
+        "for i in range(10):\n",
+        "  plt.subplot(1, 10, i+1)\n",
+        "  fig = no_axis_show(plt.imread(f'real_or_drawing/train_data/{i}/{500*i}.bmp'), title=titles[i])"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/4AAAB3CAYAAAC6y5tAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBsM5xv8Di5ncn1yWphAAAAAASUVORK5CYII=\n",
+            "text/plain": [
+              "<Figure size 1296x1296 with 10 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "3eMs7DbVt4Ee",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 120
+        },
+        "outputId": "1a9814f9-5956-4254-c65c-f7deb4241247"
+      },
+      "source": [
+        "plt.figure(figsize=(18, 18))\n",
+        "for i in range(10):\n",
+        "  plt.subplot(1, 10, i+1)\n",
+        "  fig = no_axis_show(plt.imread(f'real_or_drawing/test_data/0/' + str(i).rjust(5, '0') + '.bmp'))"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/4AAABnCAYAAAC5HZnbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
+            "text/plain": [
+              "<Figure size 1296x1296 with 10 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "moXQw9To5TqZ"
+      },
+      "source": [
+        "# Special Domain Knowledge\n",
+        "\n",
+        "When we graffiti, we usually draw the outline only, therefore we can perform edge detection processing on the source data to make it more similar to the target data.\n",
+        "\n",
+        "\n",
+        "## Canny Edge Detection\n",
+        "The implementation of Canny Edge Detection is as follow.\n",
+        "The algorithm will not be describe thoroughly here.  If you are interested, please refer to the wiki or [here](https://medium.com/@pomelyu5199/canny-edge-detector-%E5%AF%A6%E4%BD%9C-opencv-f7d1a0a57d19).\n",
+        "\n",
+        "We only need two parameters to implement Canny Edge Detection with CV2:  `low_threshold` and `high_threshold`.\n",
+        "\n",
+        "```cv2.Canny(image, low_threshold, high_threshold)```\n",
+        "\n",
+        "Simply put, when the edge value exceeds the high_threshold, we determine it as an edge. If the edge value is only above low_threshold, we will then determine whether it is an edge or not.\n",
+        "\n",
+        "Let's implement it on the source data."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "mn2MkDLV7E2-",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 278
+        },
+        "outputId": "99414b46-b70a-4d39-81d3-666e28835596"
+      },
+      "source": [
+        "import cv2\n",
+        "import matplotlib.pyplot as plt\n",
+        "titles = ['horse', 'bed', 'clock', 'apple', 'cat', 'plane', 'television', 'dog', 'dolphin', 'spider']\n",
+        "plt.figure(figsize=(18, 18))\n",
+        "\n",
+        "original_img = plt.imread(f'real_or_drawing/train_data/0/0.bmp')\n",
+        "plt.subplot(1, 5, 1)\n",
+        "no_axis_show(original_img, title='original')\n",
+        "\n",
+        "gray_img = cv2.cvtColor(original_img, cv2.COLOR_RGB2GRAY)\n",
+        "plt.subplot(1, 5, 2)\n",
+        "no_axis_show(gray_img, title='gray scale', cmap='gray')\n",
+        "\n",
+        "gray_img = cv2.cvtColor(original_img, cv2.COLOR_RGB2GRAY)\n",
+        "plt.subplot(1, 5, 2)\n",
+        "no_axis_show(gray_img, title='gray scale', cmap='gray')\n",
+        "\n",
+        "canny_50100 = cv2.Canny(gray_img, 50, 100)\n",
+        "plt.subplot(1, 5, 3)\n",
+        "no_axis_show(canny_50100, title='Canny(50, 100)', cmap='gray')\n",
+        "\n",
+        "canny_150200 = cv2.Canny(gray_img, 150, 200)\n",
+        "plt.subplot(1, 5, 4)\n",
+        "no_axis_show(canny_150200, title='Canny(150, 200)', cmap='gray')\n",
+        "\n",
+        "canny_250300 = cv2.Canny(gray_img, 250, 300)\n",
+        "plt.subplot(1, 5, 5)\n",
+        "no_axis_show(canny_250300, title='Canny(250, 300)', cmap='gray')\n",
+        "  "
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:15: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
+            "  from ipykernel import kernelapp as app\n"
+          ],
+          "name": "stderr"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/4AAADPCAYAAABMUgpYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
+            "text/plain": [
+              "<Figure size 1296x1296 with 5 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "8THSdt_hmwYh"
+      },
+      "source": [
+        "# Data Process\n",
+        " \n",
+        " \n",
+        "The data is suitible for `torchvision.ImageFolder`. You can create a dataset with `torchvision.ImageFolder`. Details for image augmentation please refer to the comments in the following codes."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "WZHIBGknmi8Z"
+      },
+      "source": [
+        "import numpy as np\n",
+        "import torch\n",
+        "import torch.nn as nn\n",
+        "import torch.nn.functional as F\n",
+        "from torch.autograd import Function\n",
+        " \n",
+        "import torch.optim as optim\n",
+        "import torchvision.transforms as transforms\n",
+        "from torchvision.datasets import ImageFolder\n",
+        "from torch.utils.data import DataLoader\n",
+        " \n",
+        "source_transform = transforms.Compose([\n",
+        "    # Turn RGB to grayscale. (Bacause Canny do not support RGB images.)\n",
+        "    transforms.Grayscale(),\n",
+        "    # cv2 do not support skimage.Image, so we transform it to np.array, \n",
+        "    # and then adopt cv2.Canny algorithm.\n",
+        "    transforms.Lambda(lambda x: cv2.Canny(np.array(x), 170, 300)),\n",
+        "    # Transform np.array back to the skimage.Image.\n",
+        "    transforms.ToPILImage(),\n",
+        "    # 50% Horizontal Flip. (For Augmentation)\n",
+        "    transforms.RandomHorizontalFlip(),\n",
+        "    # Rotate +- 15 degrees. (For Augmentation), and filled with zero \n",
+        "    # if there's empty pixel after rotation.\n",
+        "    transforms.RandomRotation(15, fill=(0,)),\n",
+        "    # Transform to tensor for model inputs.\n",
+        "    transforms.ToTensor(),\n",
+        "])\n",
+        "target_transform = transforms.Compose([\n",
+        "    # Turn RGB to grayscale.\n",
+        "    transforms.Grayscale(),\n",
+        "    # Resize: size of source data is 32x32, thus we need to \n",
+        "    #  enlarge the size of target data from 28x28 to 32x32。\n",
+        "    transforms.Resize((32, 32)),\n",
+        "    # 50% Horizontal Flip. (For Augmentation)\n",
+        "    transforms.RandomHorizontalFlip(),\n",
+        "    # Rotate +- 15 degrees. (For Augmentation), and filled with zero \n",
+        "    # if there's empty pixel after rotation.\n",
+        "    transforms.RandomRotation(15, fill=(0,)),\n",
+        "    # Transform to tensor for model inputs.\n",
+        "    transforms.ToTensor(),\n",
+        "])\n",
+        " \n",
+        "source_dataset = ImageFolder('real_or_drawing/train_data', transform=source_transform)\n",
+        "target_dataset = ImageFolder('real_or_drawing/test_data', transform=target_transform)\n",
+        " \n",
+        "source_dataloader = DataLoader(source_dataset, batch_size=32, shuffle=True)\n",
+        "target_dataloader = DataLoader(target_dataset, batch_size=32, shuffle=True)\n",
+        "test_dataloader = DataLoader(target_dataset, batch_size=128, shuffle=False)"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "hdwDEMrOycs5"
+      },
+      "source": [
+        "# Model\n",
+        "\n",
+        "Feature Extractor: Classic VGG-like architecture\n",
+        "\n",
+        "Label Predictor / Domain Classifier: Linear models."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "3uw2eP09z-pD"
+      },
+      "source": [
+        "class FeatureExtractor(nn.Module):\n",
+        "\n",
+        "    def __init__(self):\n",
+        "        super(FeatureExtractor, self).__init__()\n",
+        "\n",
+        "        self.conv = nn.Sequential(\n",
+        "            nn.Conv2d(1, 64, 3, 1, 1),\n",
+        "            nn.BatchNorm2d(64),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2),\n",
+        "\n",
+        "            nn.Conv2d(64, 128, 3, 1, 1),\n",
+        "            nn.BatchNorm2d(128),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2),\n",
+        "\n",
+        "            nn.Conv2d(128, 256, 3, 1, 1),\n",
+        "            nn.BatchNorm2d(256),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2),\n",
+        "\n",
+        "            nn.Conv2d(256, 256, 3, 1, 1),\n",
+        "            nn.BatchNorm2d(256),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2),\n",
+        "\n",
+        "            nn.Conv2d(256, 512, 3, 1, 1),\n",
+        "            nn.BatchNorm2d(512),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2)\n",
+        "        )\n",
+        "        \n",
+        "    def forward(self, x):\n",
+        "        x = self.conv(x).squeeze()\n",
+        "        return x\n",
+        "\n",
+        "class LabelPredictor(nn.Module):\n",
+        "\n",
+        "    def __init__(self):\n",
+        "        super(LabelPredictor, self).__init__()\n",
+        "\n",
+        "        self.layer = nn.Sequential(\n",
+        "            nn.Linear(512, 512),\n",
+        "            nn.ReLU(),\n",
+        "\n",
+        "            nn.Linear(512, 512),\n",
+        "            nn.ReLU(),\n",
+        "\n",
+        "            nn.Linear(512, 10),\n",
+        "        )\n",
+        "\n",
+        "    def forward(self, h):\n",
+        "        c = self.layer(h)\n",
+        "        return c\n",
+        "\n",
+        "class DomainClassifier(nn.Module):\n",
+        "\n",
+        "    def __init__(self):\n",
+        "        super(DomainClassifier, self).__init__()\n",
+        "\n",
+        "        self.layer = nn.Sequential(\n",
+        "            nn.Linear(512, 512),\n",
+        "            nn.BatchNorm1d(512),\n",
+        "            nn.ReLU(),\n",
+        "\n",
+        "            nn.Linear(512, 512),\n",
+        "            nn.BatchNorm1d(512),\n",
+        "            nn.ReLU(),\n",
+        "\n",
+        "            nn.Linear(512, 512),\n",
+        "            nn.BatchNorm1d(512),\n",
+        "            nn.ReLU(),\n",
+        "\n",
+        "            nn.Linear(512, 512),\n",
+        "            nn.BatchNorm1d(512),\n",
+        "            nn.ReLU(),\n",
+        "\n",
+        "            nn.Linear(512, 1),\n",
+        "        )\n",
+        "\n",
+        "    def forward(self, h):\n",
+        "        y = self.layer(h)\n",
+        "        return y"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "lxdBIPhF0Icb"
+      },
+      "source": [
+        "# Pre-processing\n",
+        "\n",
+        "Here we use Adam as our optimizor."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "hrxKelBy0PJ7"
+      },
+      "source": [
+        "feature_extractor = FeatureExtractor().cuda()\n",
+        "label_predictor = LabelPredictor().cuda()\n",
+        "domain_classifier = DomainClassifier().cuda()\n",
+        "\n",
+        "class_criterion = nn.CrossEntropyLoss()\n",
+        "domain_criterion = nn.BCEWithLogitsLoss()\n",
+        "\n",
+        "optimizer_F = optim.Adam(feature_extractor.parameters())\n",
+        "optimizer_C = optim.Adam(label_predictor.parameters())\n",
+        "optimizer_D = optim.Adam(domain_classifier.parameters())"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "xuAE4cqJ0itR"
+      },
+      "source": [
+        "# Start Training\n",
+        "\n",
+        "\n",
+        "## DaNN Implementation\n",
+        "\n",
+        "In the original paper, Gradient Reversal Layer is used.\n",
+        "Feature Extractor, Label Predictor, and Domain Classifier are all trained at the same time. In this code, we train Domain Classifier first, and then train our Feature Extractor (same concept as Generator and Discriminator training process in GAN).\n",
+        "\n",
+        "## Reminder\n",
+        "* Lambda, which controls the domain adversarial loss, is adaptive in the original paper. You can refer to [the original work](https://arxiv.org/pdf/1505.07818.pdf) . Here lambda is set to 0.1.\n",
+        "* We do not have the label to target data, you can only evaluate your model by uploading your result to kaggle.:)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "lRAFFKvX0p9y",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "outputId": "eb1a0cd7-e2fd-49c2-e6c2-28d90b87a813"
+      },
+      "source": [
+        "def train_epoch(source_dataloader, target_dataloader, lamb):\n",
+        "    '''\n",
+        "      Args:\n",
+        "        source_dataloader: source data的dataloader\n",
+        "        target_dataloader: target data的dataloader\n",
+        "        lamb: control the balance of domain adaptatoin and classification.\n",
+        "    '''\n",
+        "\n",
+        "    # D loss: Domain Classifier的loss\n",
+        "    # F loss: Feature Extrator & Label Predictor的loss\n",
+        "    running_D_loss, running_F_loss = 0.0, 0.0\n",
+        "    total_hit, total_num = 0.0, 0.0\n",
+        "\n",
+        "    for i, ((source_data, source_label), (target_data, _)) in enumerate(zip(source_dataloader, target_dataloader)):\n",
+        "\n",
+        "        source_data = source_data.cuda()\n",
+        "        source_label = source_label.cuda()\n",
+        "        target_data = target_data.cuda()\n",
+        "        \n",
+        "        # Mixed the source data and target data, or it'll mislead the running params\n",
+        "        #   of batch_norm. (runnning mean/var of soucre and target data are different.)\n",
+        "        mixed_data = torch.cat([source_data, target_data], dim=0)\n",
+        "        domain_label = torch.zeros([source_data.shape[0] + target_data.shape[0], 1]).cuda()\n",
+        "        # set domain label of source data to be 1.\n",
+        "        domain_label[:source_data.shape[0]] = 1\n",
+        "\n",
+        "        # Step 1 : train domain classifier\n",
+        "        feature = feature_extractor(mixed_data)\n",
+        "        # We don't need to train feature extractor in step 1.\n",
+        "        # Thus we detach the feature neuron to avoid backpropgation.\n",
+        "        domain_logits = domain_classifier(feature.detach())\n",
+        "        loss = domain_criterion(domain_logits, domain_label)\n",
+        "        running_D_loss+= loss.item()\n",
+        "        loss.backward()\n",
+        "        optimizer_D.step()\n",
+        "\n",
+        "        # Step 2 : train feature extractor and label classifier\n",
+        "        class_logits = label_predictor(feature[:source_data.shape[0]])\n",
+        "        domain_logits = domain_classifier(feature)\n",
+        "        # loss = cross entropy of classification - lamb * domain binary cross entropy.\n",
+        "        #  The reason why using subtraction is similar to generator loss in disciminator of GAN\n",
+        "        loss = class_criterion(class_logits, source_label) - lamb * domain_criterion(domain_logits, domain_label)\n",
+        "        running_F_loss+= loss.item()\n",
+        "        loss.backward()\n",
+        "        optimizer_F.step()\n",
+        "        optimizer_C.step()\n",
+        "\n",
+        "        optimizer_D.zero_grad()\n",
+        "        optimizer_F.zero_grad()\n",
+        "        optimizer_C.zero_grad()\n",
+        "\n",
+        "        total_hit += torch.sum(torch.argmax(class_logits, dim=1) == source_label).item()\n",
+        "        total_num += source_data.shape[0]\n",
+        "        print(i, end='\\r')\n",
+        "\n",
+        "    return running_D_loss / (i+1), running_F_loss / (i+1), total_hit / total_num\n",
+        "\n",
+        "# train 200 epochs\n",
+        "for epoch in range(200):\n",
+        "    train_D_loss, train_F_loss, train_acc = train_epoch(source_dataloader, target_dataloader, lamb=0.1)\n",
+        "\n",
+        "    torch.save(feature_extractor.state_dict(), f'extractor_model.bin')\n",
+        "    torch.save(label_predictor.state_dict(), f'predictor_model.bin')\n",
+        "\n",
+        "    print('epoch {:>3d}: train D loss: {:6.4f}, train F loss: {:6.4f}, acc {:6.4f}'.format(epoch, train_D_loss, train_F_loss, train_acc))\n"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "epoch   0: train D loss: 0.6985, train F loss: 1.9766, acc 0.2498\n",
+            "epoch   1: train D loss: 0.6149, train F loss: 1.6372, acc 0.3940\n",
+            "epoch   2: train D loss: 0.5808, train F loss: 1.4832, acc 0.4580\n",
+            "epoch   3: train D loss: 0.5382, train F loss: 1.4014, acc 0.4950\n",
+            "epoch   4: train D loss: 0.5447, train F loss: 1.3219, acc 0.5188\n",
+            "epoch   5: train D loss: 0.5326, train F loss: 1.2951, acc 0.5390\n",
+            "epoch   6: train D loss: 0.5226, train F loss: 1.2403, acc 0.5532\n",
+            "epoch   7: train D loss: 0.4900, train F loss: 1.2035, acc 0.5592\n",
+            "epoch   8: train D loss: 0.5101, train F loss: 1.1856, acc 0.5698\n",
+            "epoch   9: train D loss: 0.5225, train F loss: 1.1246, acc 0.5964\n",
+            "epoch  10: train D loss: 0.5220, train F loss: 1.1093, acc 0.5912\n",
+            "epoch  11: train D loss: 0.5066, train F loss: 1.0706, acc 0.6052\n",
+            "epoch  12: train D loss: 0.5185, train F loss: 1.0377, acc 0.6286\n",
+            "epoch  13: train D loss: 0.5209, train F loss: 0.9984, acc 0.6326\n",
+            "epoch  14: train D loss: 0.5053, train F loss: 0.9694, acc 0.6466\n",
+            "epoch  15: train D loss: 0.5004, train F loss: 0.9520, acc 0.6536\n",
+            "epoch  16: train D loss: 0.5029, train F loss: 0.9117, acc 0.6698\n",
+            "epoch  17: train D loss: 0.5030, train F loss: 0.8761, acc 0.6820\n",
+            "epoch  18: train D loss: 0.5070, train F loss: 0.8350, acc 0.6956\n",
+            "epoch  19: train D loss: 0.5002, train F loss: 0.8015, acc 0.7050\n",
+            "epoch  20: train D loss: 0.5012, train F loss: 0.7576, acc 0.7180\n",
+            "epoch  21: train D loss: 0.4745, train F loss: 0.7245, acc 0.7338\n",
+            "epoch  22: train D loss: 0.4758, train F loss: 0.7112, acc 0.7422\n",
+            "epoch  23: train D loss: 0.4809, train F loss: 0.6570, acc 0.7594\n",
+            "epoch  24: train D loss: 0.4655, train F loss: 0.6605, acc 0.7594\n",
+            "epoch  25: train D loss: 0.4652, train F loss: 0.6085, acc 0.7730\n",
+            "epoch  26: train D loss: 0.4646, train F loss: 0.5878, acc 0.7836\n",
+            "epoch  27: train D loss: 0.4659, train F loss: 0.5475, acc 0.7946\n",
+            "epoch  28: train D loss: 0.4590, train F loss: 0.5473, acc 0.7996\n",
+            "epoch  29: train D loss: 0.4525, train F loss: 0.4873, acc 0.8144\n",
+            "epoch  30: train D loss: 0.4700, train F loss: 0.4803, acc 0.8260\n",
+            "epoch  31: train D loss: 0.4266, train F loss: 0.4585, acc 0.8284\n",
+            "epoch  32: train D loss: 0.4336, train F loss: 0.4383, acc 0.8366\n",
+            "epoch  33: train D loss: 0.4315, train F loss: 0.4000, acc 0.8538\n",
+            "epoch  34: train D loss: 0.4428, train F loss: 0.3905, acc 0.8470\n",
+            "epoch  35: train D loss: 0.4312, train F loss: 0.3500, acc 0.8614\n",
+            "epoch  36: train D loss: 0.4079, train F loss: 0.3686, acc 0.8604\n",
+            "epoch  37: train D loss: 0.4254, train F loss: 0.3233, acc 0.8814\n",
+            "epoch  38: train D loss: 0.4171, train F loss: 0.3061, acc 0.8840\n",
+            "epoch  39: train D loss: 0.4090, train F loss: 0.3154, acc 0.8782\n",
+            "epoch  40: train D loss: 0.4138, train F loss: 0.2796, acc 0.8910\n",
+            "epoch  41: train D loss: 0.4126, train F loss: 0.2800, acc 0.8922\n",
+            "epoch  42: train D loss: 0.4138, train F loss: 0.2514, acc 0.8984\n",
+            "epoch  43: train D loss: 0.4031, train F loss: 0.2489, acc 0.9040\n",
+            "epoch  44: train D loss: 0.4026, train F loss: 0.2448, acc 0.9042\n",
+            "epoch  45: train D loss: 0.3953, train F loss: 0.2452, acc 0.9068\n",
+            "epoch  46: train D loss: 0.4011, train F loss: 0.2073, acc 0.9196\n",
+            "epoch  47: train D loss: 0.3797, train F loss: 0.2056, acc 0.9196\n",
+            "epoch  48: train D loss: 0.4075, train F loss: 0.1796, acc 0.9260\n",
+            "epoch  49: train D loss: 0.3665, train F loss: 0.2022, acc 0.9210\n",
+            "epoch  50: train D loss: 0.3878, train F loss: 0.1768, acc 0.9274\n",
+            "epoch  51: train D loss: 0.3766, train F loss: 0.1872, acc 0.9292\n",
+            "epoch  52: train D loss: 0.3856, train F loss: 0.1672, acc 0.9280\n",
+            "epoch  53: train D loss: 0.3860, train F loss: 0.1810, acc 0.9284\n",
+            "epoch  54: train D loss: 0.3835, train F loss: 0.1606, acc 0.9382\n",
+            "epoch  55: train D loss: 0.3757, train F loss: 0.1518, acc 0.9376\n",
+            "epoch  56: train D loss: 0.3606, train F loss: 0.1551, acc 0.9420\n",
+            "epoch  57: train D loss: 0.3900, train F loss: 0.1513, acc 0.9360\n",
+            "epoch  58: train D loss: 0.3733, train F loss: 0.1433, acc 0.9418\n",
+            "epoch  59: train D loss: 0.3781, train F loss: 0.1549, acc 0.9374\n",
+            "epoch  60: train D loss: 0.3671, train F loss: 0.1418, acc 0.9410\n",
+            "epoch  61: train D loss: 0.3714, train F loss: 0.1424, acc 0.9438\n",
+            "epoch  62: train D loss: 0.3735, train F loss: 0.1149, acc 0.9486\n",
+            "epoch  63: train D loss: 0.3480, train F loss: 0.1226, acc 0.9478\n",
+            "epoch  64: train D loss: 0.3759, train F loss: 0.1272, acc 0.9476\n",
+            "epoch  65: train D loss: 0.3868, train F loss: 0.1163, acc 0.9488\n",
+            "epoch  66: train D loss: 0.3570, train F loss: 0.1249, acc 0.9494\n",
+            "epoch  67: train D loss: 0.3590, train F loss: 0.1204, acc 0.9528\n",
+            "epoch  68: train D loss: 0.3621, train F loss: 0.1064, acc 0.9514\n",
+            "epoch  69: train D loss: 0.3715, train F loss: 0.1300, acc 0.9452\n",
+            "epoch  70: train D loss: 0.3666, train F loss: 0.1163, acc 0.9488\n",
+            "epoch  71: train D loss: 0.3579, train F loss: 0.1032, acc 0.9572\n",
+            "epoch  72: train D loss: 0.3571, train F loss: 0.1044, acc 0.9554\n",
+            "epoch  73: train D loss: 0.3607, train F loss: 0.1103, acc 0.9522\n",
+            "epoch  74: train D loss: 0.3675, train F loss: 0.0941, acc 0.9572\n",
+            "epoch  75: train D loss: 0.3549, train F loss: 0.1085, acc 0.9538\n",
+            "epoch  76: train D loss: 0.3855, train F loss: 0.0926, acc 0.9554\n",
+            "epoch  77: train D loss: 0.3695, train F loss: 0.0804, acc 0.9634\n",
+            "epoch  78: train D loss: 0.3608, train F loss: 0.1004, acc 0.9562\n",
+            "epoch  79: train D loss: 0.3665, train F loss: 0.0821, acc 0.9614\n",
+            "epoch  80: train D loss: 0.3634, train F loss: 0.0922, acc 0.9612\n",
+            "epoch  81: train D loss: 0.3746, train F loss: 0.0880, acc 0.9592\n",
+            "epoch  82: train D loss: 0.3659, train F loss: 0.0944, acc 0.9572\n",
+            "epoch  83: train D loss: 0.3665, train F loss: 0.0999, acc 0.9542\n",
+            "epoch  84: train D loss: 0.3551, train F loss: 0.1000, acc 0.9528\n",
+            "epoch  85: train D loss: 0.3457, train F loss: 0.0735, acc 0.9662\n",
+            "epoch  86: train D loss: 0.3575, train F loss: 0.0822, acc 0.9638\n",
+            "epoch  87: train D loss: 0.3600, train F loss: 0.0789, acc 0.9630\n",
+            "epoch  88: train D loss: 0.3516, train F loss: 0.0861, acc 0.9632\n",
+            "epoch  89: train D loss: 0.3534, train F loss: 0.0663, acc 0.9652\n",
+            "epoch  90: train D loss: 0.3590, train F loss: 0.0766, acc 0.9626\n",
+            "epoch  91: train D loss: 0.3585, train F loss: 0.0721, acc 0.9664\n",
+            "epoch  92: train D loss: 0.3643, train F loss: 0.0839, acc 0.9612\n",
+            "epoch  93: train D loss: 0.3680, train F loss: 0.0639, acc 0.9674\n",
+            "epoch  94: train D loss: 0.3507, train F loss: 0.0689, acc 0.9664\n",
+            "epoch  95: train D loss: 0.3654, train F loss: 0.0658, acc 0.9638\n",
+            "epoch  96: train D loss: 0.3551, train F loss: 0.0645, acc 0.9694\n",
+            "epoch  97: train D loss: 0.3816, train F loss: 0.0695, acc 0.9676\n",
+            "epoch  98: train D loss: 0.3600, train F loss: 0.0687, acc 0.9640\n",
+            "epoch  99: train D loss: 0.3623, train F loss: 0.0954, acc 0.9560\n",
+            "epoch 100: train D loss: 0.3498, train F loss: 0.0613, acc 0.9686\n",
+            "epoch 101: train D loss: 0.3638, train F loss: 0.0550, acc 0.9728\n",
+            "epoch 102: train D loss: 0.3671, train F loss: 0.0917, acc 0.9582\n",
+            "epoch 103: train D loss: 0.3597, train F loss: 0.0653, acc 0.9676\n",
+            "epoch 104: train D loss: 0.3465, train F loss: 0.0599, acc 0.9708\n",
+            "epoch 105: train D loss: 0.3656, train F loss: 0.0502, acc 0.9720\n",
+            "epoch 106: train D loss: 0.3554, train F loss: 0.0603, acc 0.9720\n",
+            "epoch 107: train D loss: 0.3583, train F loss: 0.0462, acc 0.9724\n",
+            "epoch 108: train D loss: 0.3674, train F loss: 0.0629, acc 0.9652\n",
+            "epoch 109: train D loss: 0.3669, train F loss: 0.0615, acc 0.9680\n",
+            "epoch 110: train D loss: 0.3623, train F loss: 0.0734, acc 0.9628\n",
+            "epoch 111: train D loss: 0.3548, train F loss: 0.0614, acc 0.9688\n",
+            "epoch 112: train D loss: 0.3677, train F loss: 0.0535, acc 0.9700\n",
+            "epoch 113: train D loss: 0.3502, train F loss: 0.0537, acc 0.9714\n",
+            "epoch 114: train D loss: 0.3513, train F loss: 0.0556, acc 0.9692\n",
+            "epoch 115: train D loss: 0.3518, train F loss: 0.0447, acc 0.9718\n",
+            "epoch 116: train D loss: 0.3491, train F loss: 0.0554, acc 0.9704\n",
+            "epoch 117: train D loss: 0.3554, train F loss: 0.0605, acc 0.9694\n",
+            "epoch 118: train D loss: 0.3543, train F loss: 0.0542, acc 0.9716\n",
+            "epoch 119: train D loss: 0.3615, train F loss: 0.0480, acc 0.9740\n",
+            "epoch 120: train D loss: 0.3532, train F loss: 0.0529, acc 0.9740\n",
+            "epoch 121: train D loss: 0.3449, train F loss: 0.0579, acc 0.9714\n",
+            "epoch 122: train D loss: 0.3479, train F loss: 0.0395, acc 0.9746\n",
+            "epoch 123: train D loss: 0.3475, train F loss: 0.0421, acc 0.9734\n",
+            "epoch 124: train D loss: 0.3581, train F loss: 0.0538, acc 0.9734\n",
+            "epoch 125: train D loss: 0.3534, train F loss: 0.0581, acc 0.9712\n",
+            "epoch 126: train D loss: 0.3562, train F loss: 0.0524, acc 0.9708\n",
+            "epoch 127: train D loss: 0.3454, train F loss: 0.0422, acc 0.9776\n",
+            "epoch 128: train D loss: 0.3405, train F loss: 0.0408, acc 0.9742\n",
+            "epoch 129: train D loss: 0.3396, train F loss: 0.0437, acc 0.9774\n",
+            "epoch 130: train D loss: 0.3548, train F loss: 0.0527, acc 0.9710\n",
+            "epoch 131: train D loss: 0.3605, train F loss: 0.0493, acc 0.9744\n",
+            "epoch 132: train D loss: 0.3554, train F loss: 0.0291, acc 0.9798\n",
+            "epoch 133: train D loss: 0.3692, train F loss: 0.0351, acc 0.9780\n",
+            "epoch 134: train D loss: 0.3574, train F loss: 0.0448, acc 0.9776\n",
+            "epoch 135: train D loss: 0.3637, train F loss: 0.0505, acc 0.9738\n",
+            "epoch 136: train D loss: 0.3533, train F loss: 0.0303, acc 0.9800\n",
+            "epoch 137: train D loss: 0.3575, train F loss: 0.0407, acc 0.9766\n",
+            "epoch 138: train D loss: 0.3654, train F loss: 0.0473, acc 0.9698\n",
+            "epoch 139: train D loss: 0.3564, train F loss: 0.0477, acc 0.9736\n",
+            "epoch 140: train D loss: 0.3594, train F loss: 0.0439, acc 0.9756\n",
+            "epoch 141: train D loss: 0.3615, train F loss: 0.0534, acc 0.9716\n",
+            "epoch 142: train D loss: 0.3626, train F loss: 0.0447, acc 0.9724\n",
+            "epoch 143: train D loss: 0.3552, train F loss: 0.0477, acc 0.9736\n",
+            "epoch 144: train D loss: 0.3594, train F loss: 0.0401, acc 0.9748\n",
+            "epoch 145: train D loss: 0.3519, train F loss: 0.0512, acc 0.9722\n",
+            "epoch 146: train D loss: 0.3644, train F loss: 0.0423, acc 0.9738\n",
+            "epoch 147: train D loss: 0.3492, train F loss: 0.0314, acc 0.9786\n",
+            "epoch 148: train D loss: 0.3645, train F loss: 0.0343, acc 0.9774\n",
+            "epoch 149: train D loss: 0.3485, train F loss: 0.0623, acc 0.9710\n",
+            "epoch 150: train D loss: 0.3539, train F loss: 0.0359, acc 0.9770\n",
+            "epoch 151: train D loss: 0.3383, train F loss: 0.0357, acc 0.9772\n",
+            "epoch 152: train D loss: 0.3428, train F loss: 0.0140, acc 0.9856\n",
+            "epoch 153: train D loss: 0.3711, train F loss: 0.0338, acc 0.9784\n",
+            "epoch 154: train D loss: 0.3526, train F loss: 0.0218, acc 0.9812\n",
+            "epoch 155: train D loss: 0.3636, train F loss: 0.0238, acc 0.9802\n",
+            "epoch 156: train D loss: 0.3655, train F loss: 0.0326, acc 0.9764\n",
+            "epoch 157: train D loss: 0.3746, train F loss: 0.0398, acc 0.9764\n",
+            "epoch 158: train D loss: 0.3770, train F loss: 0.0177, acc 0.9832\n",
+            "epoch 159: train D loss: 0.3667, train F loss: 0.0347, acc 0.9766\n",
+            "epoch 160: train D loss: 0.3615, train F loss: 0.0455, acc 0.9730\n",
+            "epoch 161: train D loss: 0.3699, train F loss: 0.0316, acc 0.9796\n",
+            "epoch 162: train D loss: 0.3600, train F loss: 0.0281, acc 0.9800\n",
+            "epoch 163: train D loss: 0.3743, train F loss: 0.0353, acc 0.9778\n",
+            "epoch 164: train D loss: 0.3729, train F loss: 0.0337, acc 0.9778\n",
+            "epoch 165: train D loss: 0.3600, train F loss: 0.0285, acc 0.9800\n",
+            "epoch 166: train D loss: 0.3825, train F loss: 0.0279, acc 0.9772\n",
+            "epoch 167: train D loss: 0.3800, train F loss: 0.0271, acc 0.9802\n",
+            "epoch 168: train D loss: 0.3631, train F loss: 0.0196, acc 0.9792\n",
+            "epoch 169: train D loss: 0.3825, train F loss: 0.0466, acc 0.9738\n",
+            "epoch 170: train D loss: 0.3749, train F loss: 0.0351, acc 0.9780\n",
+            "epoch 171: train D loss: 0.3659, train F loss: 0.0300, acc 0.9792\n",
+            "epoch 172: train D loss: 0.3611, train F loss: 0.0315, acc 0.9792\n",
+            "epoch 173: train D loss: 0.3542, train F loss: 0.0258, acc 0.9808\n",
+            "epoch 174: train D loss: 0.3645, train F loss: 0.0245, acc 0.9790\n",
+            "epoch 175: train D loss: 0.3623, train F loss: 0.0401, acc 0.9798\n",
+            "epoch 176: train D loss: 0.3489, train F loss: 0.0208, acc 0.9798\n",
+            "epoch 177: train D loss: 0.3673, train F loss: 0.0254, acc 0.9816\n",
+            "epoch 178: train D loss: 0.3676, train F loss: 0.0266, acc 0.9802\n",
+            "epoch 179: train D loss: 0.3599, train F loss: 0.0147, acc 0.9826\n",
+            "epoch 180: train D loss: 0.3705, train F loss: 0.0163, acc 0.9846\n",
+            "epoch 181: train D loss: 0.3721, train F loss: 0.0212, acc 0.9818\n",
+            "epoch 182: train D loss: 0.3705, train F loss: 0.0374, acc 0.9772\n",
+            "epoch 183: train D loss: 0.3504, train F loss: 0.0094, acc 0.9868\n",
+            "epoch 184: train D loss: 0.3629, train F loss: 0.0174, acc 0.9844\n",
+            "epoch 185: train D loss: 0.3746, train F loss: 0.0151, acc 0.9838\n",
+            "epoch 186: train D loss: 0.3766, train F loss: 0.0217, acc 0.9814\n",
+            "epoch 187: train D loss: 0.3674, train F loss: 0.0159, acc 0.9828\n",
+            "epoch 188: train D loss: 0.3672, train F loss: 0.0394, acc 0.9772\n",
+            "epoch 189: train D loss: 0.3692, train F loss: 0.0283, acc 0.9794\n",
+            "epoch 190: train D loss: 0.3707, train F loss: 0.0163, acc 0.9814\n",
+            "epoch 191: train D loss: 0.3647, train F loss: 0.0093, acc 0.9862\n",
+            "epoch 192: train D loss: 0.3716, train F loss: 0.0436, acc 0.9774\n",
+            "epoch 193: train D loss: 0.3701, train F loss: 0.0438, acc 0.9768\n",
+            "epoch 194: train D loss: 0.3543, train F loss: 0.0208, acc 0.9828\n",
+            "epoch 195: train D loss: 0.3705, train F loss: 0.0153, acc 0.9832\n",
+            "epoch 196: train D loss: 0.3621, train F loss: 0.0349, acc 0.9800\n",
+            "epoch 197: train D loss: 0.3755, train F loss: 0.0227, acc 0.9804\n",
+            "epoch 198: train D loss: 0.3640, train F loss: 0.0187, acc 0.9832\n",
+            "epoch 199: train D loss: 0.3559, train F loss: 0.0100, acc 0.9862\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "o8_-0iSSje4w"
+      },
+      "source": [
+        "# Inference\n",
+        "\n",
+        "We use pandas to generate our csv file.\n",
+        "\n",
+        "BTW, the performance of the model trained for 200 epoches might be unstable. You can train for more epoches for a more stable performance."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "Wly5AgH2jePv"
+      },
+      "source": [
+        "result = []\n",
+        "label_predictor.eval()\n",
+        "feature_extractor.eval()\n",
+        "for i, (test_data, _) in enumerate(test_dataloader):\n",
+        "    test_data = test_data.cuda()\n",
+        "\n",
+        "    class_logits = label_predictor(feature_extractor(test_data))\n",
+        "\n",
+        "    x = torch.argmax(class_logits, dim=1).cpu().detach().numpy()\n",
+        "    result.append(x)\n",
+        "\n",
+        "import pandas as pd\n",
+        "result = np.concatenate(result)\n",
+        "\n",
+        "# Generate your submission\n",
+        "df = pd.DataFrame({'id': np.arange(0,len(result)), 'label': result})\n",
+        "df.to_csv('DaNN_submission.csv',index=False)"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "CpheoH_rvFbO"
+      },
+      "source": [
+        "# Training Statistics\n",
+        "\n",
+        "- Number of parameters:\n",
+        "  - Feature Extractor: 2, 142, 336\n",
+        "  - Label Predictor: 530, 442\n",
+        "  - Domain Classifier: 1, 055, 233\n",
+        "\n",
+        "- Simple\n",
+        " - Training time on colab: ~ 1 hr\n",
+        "- Medium\n",
+        " - Training time on colab: 2 ~ 4 hr\n",
+        "- Strong\n",
+        " - Training time on colab: 5 ~ 6 hrs\n",
+        "- Boss\n",
+        " - **Unmeasurable**"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "GYO8InxavGsy"
+      },
+      "source": [
+        "# Learning Curve (Strong Baseline)\n",
+        "* This method is slightly different from colab.\n",
+        "\n",
+        "![Loss Curve](https://i.imgur.com/vIujQyo.png)\n",
+        "\n",
+        "# Accuracy Curve (Strong Baseline)\n",
+        "* Note that you cannot access testing accuracy. But this plot tells you that even though the model overfits the training data, the testing accuracy is still improving, and that's why you need to train more epochs.\n",
+        "\n",
+        "![Acc Curve](https://i.imgur.com/4W1otXG.png)\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "s6UfXzef-wNl"
+      },
+      "source": [
+        "# Q&A\n",
+        "\n",
+        "If there are any problem related to Domain Adaptation, please email to b05902127@ntu.edu.tw / ntu-ml-2020spring-ta@googlegroups.com。\n",
+        "\n",
+        "The Q&A section might be updated to here if I have time.\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "C4TMXG_YCqVb"
+      },
+      "source": [
+        ""
+      ],
+      "execution_count": null,
+      "outputs": []
+    }
+  ]
+}
\ No newline at end of file
diff --git a/范例/HW11/HW11_ZH.ipynb b/范例/HW11/HW11_ZH.ipynb
new file mode 100644
index 0000000..c90b897
--- /dev/null
+++ b/范例/HW11/HW11_ZH.ipynb
@@ -0,0 +1,5792 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "accelerator": "GPU",
+    "colab": {
+      "name": "hw11_domain_adaptation.ipynb",
+      "provenance": [],
+      "collapsed_sections": [],
+      "toc_visible": true,
+      "machine_shape": "hm"
+    },
+    "kernelspec": {
+      "display_name": "Python 3",
+      "name": "python3"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "b5cFq_TgWlQ_"
+      },
+      "source": [
+        "# Homework 11 - Transfer Learning (Domain Adversarial Training)\n",
+        "\n",
+        "> Author: Arvin Liu (r09922071@ntu.edu.tw)\n",
+        "\n",
+        "若有任何問題，歡迎來信至助教信箱 ntu-ml-2021spring-ta@googlegroups.com"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "vNiZCGrIYKdR"
+      },
+      "source": [
+        "# Readme\n",
+        "\n",
+        "\n",
+        "這份作業的任務是Transfer Learning中的Domain Adversarial Training。\n",
+        "\n",
+        "<img src=\"https://i.imgur.com/iMVIxCH.png\" width=\"500px\">\n",
+        "\n",
+        "> 也就是左下角的那一塊。\n",
+        "\n",
+        "## Scenario and Why Domain Adversarial Training\n",
+        "你現在有Source Data + label，其中Source Data和Target Data可能有點關係，所以你想要訓練一個model做在Source Data上並Predict在Target Data上。\n",
+        "\n",
+        "但這樣有什麼樣的問題? 相信大家學過Anomaly Detection就會知道，如果有data是在Source Data沒有出現過的(或稱Abnormal的)，那麼model大部分都會因為不熟悉這個data而可能亂做一發。 \n",
+        "\n",
+        "以下我們將model拆成Feature Extractor(上半部)和Classifier(下半部)來作例子:\n",
+        "<img src=\"https://i.imgur.com/IL0PxCY.png\" width=\"500px\">\n",
+        "\n",
+        "整個Model在學習Source Data的時候，Feature Extrator因為看過很多次Source Data，所以所抽取出來的Feature可能就頗具意義，例如像圖上的藍色Distribution，已經將圖片分成各個Cluster，所以這個時候Classifier就可以依照這個Cluster去預測結果。\n",
+        "\n",
+        "但是在做Target Data的時候，Feature Extractor會沒看過這樣的Data，導致輸出的Target Feature可能不屬於在Source Feature Distribution上，這樣的Feature給Classifier預測結果顯然就不會做得好。\n",
+        "\n",
+        "## Domain Adversarial Training of Nerural Networks (DaNN)\n",
+        "基於如此，是不是只要讓Soucre Data和Target Data經過Feature Extractor都在同個Distribution上，就會做得好了呢? 這就是DaNN的主要核心。\n",
+        "\n",
+        "<img src=\"https://i.imgur.com/vrOE5a6.png\" width=\"500px\">\n",
+        "\n",
+        "我們追加一個Domain Classifier，在學習的過程中，讓Domain Classifier去判斷經過Feature Extractor後的Feature是源自於哪個domain，讓Feature Extractor學習如何產生Feature以**騙過**Domain Classifier。 持久下來，通常Feature Extractor都會打贏Domain Classifier。(因為Domain Classifier的Input來自於Feature Extractor，而且對Feature Extractor來說Domain&Classification的任務並沒有衝突。)\n",
+        "\n",
+        "如此一來，我們就可以確信不管是哪一個Domain，Feature Extractor都會把它產生在同一個Feature Distribution上。"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "3-qnUkspmap3"
+      },
+      "source": [
+        "# Data Introduce\n",
+        "\n",
+        "這次的任務是Source Data: 真實照片，Target Data: 手畫塗鴉。\n",
+        "\n",
+        "我們必須讓model看過真實照片以及標籤，嘗試去預測手畫塗鴉的標籤為何。\n",
+        "\n",
+        "資料位於[這裡](https://drive.google.com/open?id=12-07DSquGdzN3JBHBChN4nMo3i8BqTiL)，以下的code分別為下載和觀看這次的資料大概長甚麼樣子。\n",
+        "\n",
+        "特別注意一點: **這次的source和target data的圖片都是平衡的，你們可以使用這個資訊做其他事情。**"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "DF-i0sVlnUbq",
+        "outputId": "164a5e20-ca5f-4574-f385-154f79ac4834"
+      },
+      "source": [
+        "# Download dataset\n",
+        "!gdown --id '1P4fGNb9JhJj8W0DA_Qrp7mbrRHfF5U_f' --output real_or_drawing.zip\n",
+        "# Unzip the files\n",
+        "!unzip real_or_drawing.zip"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "\u001b[1;30;43m串流輸出內容已截斷至最後 5000 行。\u001b[0m\n",
+            "  inflating: real_or_drawing/train_data/0/106.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/107.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/108.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/109.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/11.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/110.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/111.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/112.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/113.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/114.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/115.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/116.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/117.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/118.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/119.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/12.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/120.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/121.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/122.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/123.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/124.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/125.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/126.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/127.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/128.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/129.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/13.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/130.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/131.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/132.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/133.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/134.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/135.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/136.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/137.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/138.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/139.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/14.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/140.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/141.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/142.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/143.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/144.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/145.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/146.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/147.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/148.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/149.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/15.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/150.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/151.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/152.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/153.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/154.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/155.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/156.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/157.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/158.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/159.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/16.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/160.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/161.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/162.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/163.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/164.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/165.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/166.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/167.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/168.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/169.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/17.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/170.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/171.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/172.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/173.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/174.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/175.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/176.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/177.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/178.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/179.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/18.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/180.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/181.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/182.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/183.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/184.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/185.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/186.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/187.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/188.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/189.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/19.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/190.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/191.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/192.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/193.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/194.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/195.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/196.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/197.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/198.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/199.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/2.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/20.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/200.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/201.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/202.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/203.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/204.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/205.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/206.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/207.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/208.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/209.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/21.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/210.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/211.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/212.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/213.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/214.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/215.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/216.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/217.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/218.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/219.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/22.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/220.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/221.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/222.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/223.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/224.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/225.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/226.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/227.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/228.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/229.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/23.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/230.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/231.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/232.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/233.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/234.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/235.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/236.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/237.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/238.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/239.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/24.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/240.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/241.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/242.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/243.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/244.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/245.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/246.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/247.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/248.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/249.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/25.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/250.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/251.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/252.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/253.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/254.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/255.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/256.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/257.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/258.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/259.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/26.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/260.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/261.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/262.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/263.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/264.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/265.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/266.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/267.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/268.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/269.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/27.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/270.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/271.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/272.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/273.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/274.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/275.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/276.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/277.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/278.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/279.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/28.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/280.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/281.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/282.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/283.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/284.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/285.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/286.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/287.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/288.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/289.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/29.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/290.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/291.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/292.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/293.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/294.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/295.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/296.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/297.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/298.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/299.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/3.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/30.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/300.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/301.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/302.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/303.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/304.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/305.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/306.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/307.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/308.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/309.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/31.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/310.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/311.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/312.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/313.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/314.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/315.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/316.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/317.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/318.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/319.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/32.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/320.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/321.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/322.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/323.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/324.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/325.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/326.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/327.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/328.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/329.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/33.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/330.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/331.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/332.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/333.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/334.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/335.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/336.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/337.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/338.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/339.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/34.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/340.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/341.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/342.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/343.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/344.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/345.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/346.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/347.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/348.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/349.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/35.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/350.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/351.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/352.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/353.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/354.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/355.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/356.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/357.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/358.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/359.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/36.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/360.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/361.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/362.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/363.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/364.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/365.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/366.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/367.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/368.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/369.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/37.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/370.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/371.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/372.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/373.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/374.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/375.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/376.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/377.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/378.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/379.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/38.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/380.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/381.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/382.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/383.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/384.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/385.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/386.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/387.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/388.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/389.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/39.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/390.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/391.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/392.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/393.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/394.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/395.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/396.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/397.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/398.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/399.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/4.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/40.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/400.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/401.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/402.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/403.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/404.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/405.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/406.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/407.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/408.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/409.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/41.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/410.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/411.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/412.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/413.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/414.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/415.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/416.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/417.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/418.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/419.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/42.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/420.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/421.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/422.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/423.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/424.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/425.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/426.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/427.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/428.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/429.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/43.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/430.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/431.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/432.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/433.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/434.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/435.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/436.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/437.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/438.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/439.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/44.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/440.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/441.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/442.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/443.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/444.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/445.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/446.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/447.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/448.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/449.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/45.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/450.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/451.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/452.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/453.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/454.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/455.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/456.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/457.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/458.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/459.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/46.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/460.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/461.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/462.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/463.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/464.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/465.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/466.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/467.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/468.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/469.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/47.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/470.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/471.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/472.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/473.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/474.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/475.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/476.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/477.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/478.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/479.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/48.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/480.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/481.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/482.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/483.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/484.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/485.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/486.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/487.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/488.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/489.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/49.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/490.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/491.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/492.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/493.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/494.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/495.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/496.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/497.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/498.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/499.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/5.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/50.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/51.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/52.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/53.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/54.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/55.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/56.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/57.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/58.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/59.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/6.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/60.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/61.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/62.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/63.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/64.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/65.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/66.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/67.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/68.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/69.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/7.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/70.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/71.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/72.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/73.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/74.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/75.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/76.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/77.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/78.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/79.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/8.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/80.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/81.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/82.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/83.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/84.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/85.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/86.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/87.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/88.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/89.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/9.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/90.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/91.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/92.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/93.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/94.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/95.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/96.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/97.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/98.bmp  \n",
+            "  inflating: real_or_drawing/train_data/0/99.bmp  \n",
+            "   creating: real_or_drawing/train_data/1/\n",
+            "  inflating: real_or_drawing/train_data/1/500.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/501.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/502.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/503.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/504.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/505.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/506.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/507.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/508.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/509.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/510.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/511.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/512.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/513.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/514.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/515.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/516.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/517.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/518.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/519.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/520.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/521.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/522.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/523.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/524.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/525.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/526.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/527.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/528.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/529.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/530.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/531.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/532.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/533.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/534.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/535.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/536.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/537.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/538.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/539.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/540.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/541.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/542.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/543.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/544.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/545.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/546.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/547.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/548.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/549.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/550.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/551.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/552.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/553.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/554.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/555.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/556.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/557.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/558.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/559.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/560.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/561.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/562.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/563.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/564.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/565.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/566.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/567.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/568.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/569.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/570.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/571.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/572.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/573.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/574.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/575.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/576.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/577.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/578.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/579.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/580.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/581.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/582.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/583.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/584.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/585.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/586.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/587.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/588.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/589.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/590.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/591.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/592.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/593.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/594.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/595.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/596.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/597.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/598.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/599.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/600.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/601.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/602.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/603.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/604.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/605.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/606.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/607.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/608.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/609.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/610.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/611.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/612.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/613.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/614.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/615.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/616.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/617.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/618.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/619.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/620.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/621.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/622.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/623.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/624.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/625.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/626.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/627.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/628.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/629.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/630.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/631.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/632.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/633.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/634.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/635.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/636.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/637.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/638.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/639.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/640.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/641.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/642.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/643.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/644.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/645.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/646.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/647.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/648.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/649.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/650.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/651.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/652.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/653.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/654.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/655.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/656.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/657.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/658.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/659.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/660.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/661.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/662.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/663.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/664.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/665.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/666.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/667.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/668.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/669.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/670.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/671.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/672.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/673.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/674.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/675.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/676.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/677.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/678.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/679.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/680.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/681.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/682.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/683.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/684.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/685.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/686.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/687.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/688.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/689.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/690.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/691.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/692.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/693.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/694.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/695.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/696.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/697.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/698.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/699.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/700.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/701.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/702.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/703.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/704.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/705.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/706.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/707.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/708.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/709.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/710.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/711.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/712.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/713.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/714.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/715.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/716.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/717.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/718.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/719.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/720.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/721.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/722.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/723.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/724.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/725.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/726.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/727.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/728.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/729.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/730.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/731.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/732.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/733.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/734.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/735.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/736.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/737.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/738.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/739.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/740.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/741.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/742.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/743.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/744.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/745.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/746.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/747.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/748.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/749.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/750.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/751.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/752.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/753.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/754.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/755.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/756.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/757.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/758.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/759.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/760.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/761.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/762.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/763.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/764.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/765.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/766.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/767.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/768.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/769.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/770.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/771.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/772.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/773.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/774.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/775.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/776.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/777.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/778.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/779.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/780.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/781.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/782.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/783.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/784.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/785.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/786.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/787.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/788.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/789.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/790.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/791.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/792.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/793.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/794.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/795.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/796.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/797.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/798.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/799.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/800.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/801.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/802.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/803.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/804.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/805.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/806.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/807.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/808.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/809.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/810.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/811.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/812.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/813.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/814.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/815.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/816.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/817.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/818.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/819.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/820.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/821.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/822.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/823.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/824.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/825.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/826.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/827.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/828.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/829.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/830.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/831.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/832.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/833.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/834.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/835.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/836.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/837.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/838.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/839.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/840.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/841.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/842.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/843.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/844.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/845.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/846.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/847.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/848.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/849.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/850.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/851.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/852.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/853.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/854.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/855.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/856.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/857.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/858.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/859.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/860.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/861.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/862.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/863.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/864.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/865.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/866.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/867.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/868.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/869.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/870.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/871.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/872.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/873.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/874.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/875.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/876.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/877.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/878.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/879.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/880.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/881.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/882.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/883.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/884.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/885.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/886.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/887.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/888.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/889.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/890.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/891.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/892.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/893.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/894.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/895.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/896.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/897.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/898.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/899.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/900.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/901.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/902.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/903.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/904.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/905.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/906.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/907.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/908.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/909.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/910.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/911.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/912.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/913.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/914.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/915.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/916.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/917.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/918.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/919.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/920.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/921.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/922.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/923.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/924.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/925.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/926.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/927.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/928.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/929.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/930.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/931.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/932.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/933.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/934.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/935.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/936.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/937.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/938.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/939.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/940.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/941.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/942.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/943.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/944.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/945.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/946.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/947.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/948.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/949.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/950.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/951.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/952.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/953.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/954.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/955.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/956.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/957.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/958.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/959.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/960.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/961.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/962.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/963.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/964.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/965.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/966.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/967.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/968.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/969.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/970.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/971.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/972.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/973.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/974.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/975.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/976.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/977.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/978.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/979.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/980.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/981.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/982.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/983.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/984.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/985.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/986.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/987.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/988.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/989.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/990.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/991.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/992.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/993.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/994.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/995.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/996.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/997.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/998.bmp  \n",
+            "  inflating: real_or_drawing/train_data/1/999.bmp  \n",
+            "   creating: real_or_drawing/train_data/2/\n",
+            "  inflating: real_or_drawing/train_data/2/1000.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1001.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1002.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1003.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1004.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1005.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1006.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1007.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1008.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1009.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1010.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1011.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1012.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1013.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1014.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1015.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1016.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1017.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1018.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1019.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1020.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1021.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1022.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1023.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1024.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1025.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1026.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1027.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1028.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1029.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1030.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1031.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1032.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1033.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1034.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1035.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1036.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1037.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1038.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1039.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1040.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1041.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1042.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1043.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1044.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1045.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1046.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1047.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1048.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1049.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1050.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1051.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1052.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1053.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1054.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1055.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1056.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1057.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1058.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1059.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1060.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1061.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1062.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1063.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1064.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1065.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1066.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1067.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1068.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1069.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1070.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1071.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1072.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1073.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1074.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1075.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1076.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1077.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1078.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1079.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1080.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1081.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1082.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1083.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1084.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1085.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1086.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1087.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1088.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1089.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1090.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1091.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1092.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1093.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1094.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1095.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1096.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1097.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1098.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1099.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1100.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1101.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1102.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1103.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1104.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1105.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1106.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1107.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1108.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1109.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1110.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1111.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1112.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1113.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1114.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1115.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1116.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1117.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1118.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1119.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1120.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1121.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1122.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1123.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1124.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1125.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1126.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1127.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1128.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1129.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1130.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1131.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1132.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1133.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1134.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1135.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1136.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1137.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1138.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1139.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1140.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1141.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1142.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1143.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1144.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1145.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1146.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1147.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1148.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1149.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1150.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1151.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1152.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1153.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1154.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1155.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1156.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1157.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1158.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1159.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1160.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1161.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1162.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1163.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1164.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1165.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1166.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1167.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1168.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1169.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1170.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1171.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1172.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1173.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1174.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1175.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1176.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1177.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1178.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1179.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1180.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1181.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1182.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1183.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1184.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1185.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1186.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1187.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1188.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1189.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1190.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1191.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1192.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1193.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1194.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1195.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1196.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1197.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1198.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1199.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1200.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1201.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1202.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1203.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1204.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1205.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1206.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1207.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1208.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1209.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1210.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1211.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1212.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1213.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1214.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1215.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1216.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1217.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1218.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1219.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1220.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1221.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1222.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1223.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1224.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1225.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1226.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1227.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1228.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1229.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1230.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1231.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1232.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1233.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1234.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1235.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1236.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1237.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1238.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1239.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1240.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1241.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1242.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1243.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1244.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1245.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1246.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1247.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1248.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1249.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1250.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1251.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1252.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1253.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1254.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1255.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1256.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1257.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1258.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1259.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1260.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1261.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1262.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1263.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1264.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1265.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1266.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1267.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1268.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1269.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1270.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1271.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1272.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1273.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1274.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1275.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1276.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1277.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1278.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1279.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1280.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1281.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1282.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1283.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1284.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1285.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1286.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1287.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1288.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1289.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1290.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1291.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1292.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1293.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1294.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1295.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1296.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1297.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1298.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1299.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1300.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1301.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1302.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1303.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1304.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1305.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1306.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1307.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1308.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1309.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1310.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1311.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1312.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1313.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1314.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1315.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1316.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1317.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1318.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1319.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1320.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1321.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1322.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1323.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1324.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1325.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1326.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1327.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1328.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1329.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1330.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1331.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1332.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1333.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1334.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1335.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1336.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1337.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1338.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1339.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1340.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1341.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1342.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1343.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1344.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1345.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1346.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1347.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1348.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1349.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1350.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1351.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1352.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1353.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1354.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1355.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1356.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1357.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1358.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1359.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1360.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1361.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1362.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1363.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1364.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1365.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1366.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1367.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1368.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1369.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1370.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1371.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1372.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1373.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1374.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1375.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1376.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1377.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1378.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1379.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1380.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1381.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1382.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1383.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1384.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1385.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1386.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1387.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1388.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1389.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1390.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1391.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1392.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1393.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1394.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1395.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1396.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1397.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1398.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1399.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1400.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1401.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1402.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1403.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1404.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1405.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1406.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1407.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1408.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1409.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1410.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1411.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1412.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1413.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1414.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1415.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1416.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1417.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1418.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1419.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1420.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1421.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1422.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1423.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1424.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1425.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1426.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1427.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1428.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1429.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1430.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1431.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1432.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1433.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1434.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1435.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1436.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1437.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1438.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1439.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1440.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1441.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1442.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1443.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1444.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1445.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1446.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1447.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1448.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1449.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1450.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1451.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1452.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1453.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1454.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1455.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1456.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1457.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1458.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1459.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1460.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1461.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1462.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1463.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1464.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1465.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1466.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1467.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1468.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1469.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1470.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1471.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1472.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1473.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1474.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1475.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1476.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1477.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1478.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1479.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1480.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1481.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1482.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1483.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1484.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1485.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1486.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1487.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1488.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1489.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1490.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1491.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1492.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1493.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1494.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1495.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1496.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1497.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1498.bmp  \n",
+            "  inflating: real_or_drawing/train_data/2/1499.bmp  \n",
+            "   creating: real_or_drawing/train_data/3/\n",
+            "  inflating: real_or_drawing/train_data/3/1500.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1501.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1502.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1503.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1504.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1505.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1506.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1507.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1508.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1509.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1510.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1511.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1512.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1513.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1514.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1515.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1516.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1517.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1518.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1519.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1520.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1521.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1522.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1523.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1524.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1525.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1526.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1527.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1528.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1529.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1530.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1531.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1532.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1533.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1534.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1535.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1536.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1537.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1538.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1539.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1540.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1541.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1542.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1543.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1544.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1545.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1546.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1547.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1548.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1549.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1550.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1551.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1552.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1553.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1554.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1555.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1556.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1557.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1558.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1559.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1560.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1561.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1562.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1563.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1564.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1565.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1566.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1567.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1568.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1569.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1570.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1571.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1572.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1573.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1574.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1575.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1576.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1577.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1578.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1579.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1580.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1581.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1582.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1583.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1584.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1585.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1586.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1587.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1588.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1589.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1590.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1591.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1592.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1593.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1594.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1595.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1596.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1597.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1598.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1599.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1600.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1601.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1602.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1603.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1604.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1605.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1606.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1607.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1608.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1609.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1610.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1611.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1612.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1613.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1614.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1615.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1616.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1617.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1618.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1619.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1620.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1621.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1622.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1623.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1624.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1625.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1626.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1627.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1628.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1629.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1630.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1631.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1632.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1633.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1634.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1635.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1636.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1637.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1638.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1639.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1640.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1641.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1642.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1643.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1644.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1645.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1646.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1647.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1648.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1649.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1650.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1651.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1652.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1653.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1654.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1655.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1656.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1657.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1658.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1659.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1660.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1661.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1662.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1663.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1664.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1665.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1666.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1667.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1668.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1669.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1670.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1671.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1672.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1673.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1674.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1675.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1676.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1677.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1678.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1679.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1680.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1681.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1682.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1683.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1684.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1685.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1686.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1687.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1688.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1689.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1690.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1691.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1692.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1693.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1694.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1695.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1696.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1697.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1698.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1699.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1700.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1701.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1702.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1703.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1704.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1705.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1706.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1707.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1708.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1709.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1710.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1711.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1712.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1713.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1714.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1715.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1716.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1717.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1718.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1719.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1720.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1721.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1722.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1723.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1724.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1725.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1726.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1727.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1728.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1729.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1730.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1731.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1732.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1733.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1734.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1735.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1736.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1737.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1738.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1739.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1740.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1741.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1742.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1743.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1744.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1745.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1746.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1747.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1748.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1749.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1750.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1751.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1752.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1753.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1754.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1755.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1756.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1757.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1758.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1759.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1760.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1761.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1762.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1763.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1764.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1765.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1766.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1767.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1768.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1769.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1770.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1771.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1772.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1773.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1774.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1775.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1776.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1777.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1778.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1779.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1780.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1781.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1782.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1783.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1784.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1785.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1786.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1787.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1788.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1789.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1790.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1791.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1792.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1793.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1794.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1795.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1796.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1797.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1798.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1799.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1800.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1801.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1802.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1803.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1804.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1805.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1806.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1807.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1808.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1809.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1810.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1811.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1812.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1813.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1814.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1815.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1816.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1817.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1818.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1819.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1820.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1821.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1822.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1823.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1824.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1825.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1826.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1827.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1828.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1829.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1830.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1831.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1832.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1833.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1834.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1835.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1836.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1837.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1838.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1839.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1840.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1841.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1842.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1843.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1844.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1845.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1846.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1847.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1848.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1849.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1850.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1851.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1852.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1853.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1854.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1855.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1856.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1857.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1858.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1859.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1860.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1861.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1862.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1863.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1864.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1865.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1866.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1867.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1868.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1869.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1870.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1871.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1872.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1873.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1874.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1875.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1876.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1877.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1878.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1879.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1880.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1881.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1882.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1883.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1884.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1885.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1886.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1887.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1888.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1889.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1890.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1891.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1892.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1893.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1894.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1895.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1896.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1897.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1898.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1899.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1900.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1901.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1902.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1903.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1904.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1905.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1906.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1907.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1908.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1909.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1910.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1911.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1912.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1913.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1914.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1915.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1916.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1917.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1918.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1919.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1920.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1921.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1922.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1923.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1924.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1925.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1926.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1927.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1928.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1929.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1930.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1931.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1932.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1933.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1934.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1935.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1936.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1937.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1938.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1939.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1940.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1941.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1942.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1943.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1944.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1945.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1946.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1947.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1948.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1949.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1950.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1951.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1952.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1953.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1954.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1955.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1956.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1957.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1958.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1959.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1960.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1961.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1962.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1963.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1964.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1965.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1966.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1967.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1968.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1969.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1970.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1971.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1972.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1973.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1974.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1975.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1976.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1977.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1978.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1979.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1980.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1981.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1982.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1983.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1984.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1985.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1986.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1987.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1988.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1989.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1990.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1991.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1992.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1993.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1994.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1995.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1996.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1997.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1998.bmp  \n",
+            "  inflating: real_or_drawing/train_data/3/1999.bmp  \n",
+            "   creating: real_or_drawing/train_data/4/\n",
+            "  inflating: real_or_drawing/train_data/4/2000.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2001.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2002.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2003.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2004.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2005.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2006.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2007.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2008.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2009.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2010.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2011.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2012.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2013.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2014.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2015.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2016.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2017.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2018.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2019.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2020.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2021.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2022.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2023.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2024.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2025.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2026.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2027.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2028.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2029.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2030.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2031.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2032.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2033.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2034.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2035.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2036.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2037.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2038.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2039.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2040.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2041.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2042.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2043.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2044.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2045.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2046.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2047.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2048.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2049.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2050.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2051.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2052.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2053.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2054.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2055.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2056.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2057.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2058.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2059.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2060.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2061.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2062.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2063.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2064.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2065.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2066.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2067.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2068.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2069.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2070.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2071.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2072.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2073.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2074.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2075.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2076.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2077.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2078.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2079.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2080.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2081.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2082.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2083.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2084.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2085.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2086.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2087.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2088.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2089.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2090.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2091.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2092.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2093.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2094.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2095.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2096.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2097.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2098.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2099.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2100.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2101.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2102.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2103.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2104.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2105.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2106.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2107.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2108.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2109.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2110.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2111.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2112.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2113.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2114.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2115.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2116.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2117.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2118.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2119.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2120.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2121.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2122.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2123.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2124.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2125.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2126.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2127.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2128.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2129.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2130.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2131.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2132.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2133.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2134.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2135.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2136.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2137.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2138.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2139.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2140.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2141.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2142.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2143.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2144.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2145.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2146.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2147.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2148.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2149.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2150.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2151.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2152.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2153.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2154.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2155.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2156.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2157.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2158.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2159.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2160.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2161.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2162.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2163.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2164.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2165.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2166.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2167.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2168.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2169.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2170.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2171.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2172.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2173.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2174.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2175.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2176.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2177.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2178.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2179.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2180.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2181.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2182.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2183.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2184.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2185.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2186.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2187.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2188.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2189.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2190.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2191.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2192.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2193.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2194.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2195.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2196.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2197.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2198.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2199.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2200.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2201.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2202.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2203.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2204.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2205.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2206.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2207.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2208.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2209.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2210.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2211.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2212.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2213.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2214.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2215.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2216.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2217.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2218.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2219.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2220.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2221.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2222.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2223.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2224.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2225.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2226.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2227.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2228.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2229.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2230.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2231.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2232.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2233.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2234.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2235.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2236.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2237.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2238.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2239.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2240.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2241.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2242.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2243.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2244.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2245.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2246.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2247.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2248.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2249.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2250.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2251.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2252.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2253.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2254.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2255.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2256.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2257.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2258.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2259.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2260.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2261.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2262.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2263.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2264.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2265.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2266.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2267.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2268.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2269.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2270.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2271.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2272.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2273.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2274.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2275.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2276.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2277.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2278.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2279.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2280.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2281.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2282.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2283.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2284.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2285.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2286.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2287.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2288.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2289.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2290.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2291.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2292.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2293.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2294.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2295.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2296.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2297.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2298.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2299.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2300.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2301.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2302.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2303.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2304.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2305.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2306.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2307.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2308.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2309.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2310.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2311.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2312.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2313.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2314.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2315.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2316.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2317.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2318.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2319.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2320.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2321.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2322.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2323.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2324.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2325.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2326.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2327.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2328.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2329.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2330.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2331.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2332.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2333.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2334.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2335.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2336.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2337.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2338.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2339.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2340.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2341.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2342.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2343.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2344.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2345.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2346.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2347.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2348.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2349.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2350.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2351.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2352.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2353.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2354.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2355.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2356.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2357.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2358.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2359.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2360.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2361.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2362.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2363.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2364.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2365.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2366.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2367.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2368.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2369.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2370.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2371.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2372.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2373.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2374.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2375.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2376.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2377.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2378.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2379.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2380.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2381.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2382.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2383.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2384.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2385.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2386.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2387.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2388.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2389.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2390.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2391.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2392.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2393.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2394.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2395.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2396.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2397.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2398.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2399.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2400.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2401.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2402.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2403.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2404.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2405.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2406.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2407.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2408.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2409.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2410.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2411.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2412.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2413.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2414.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2415.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2416.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2417.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2418.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2419.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2420.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2421.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2422.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2423.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2424.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2425.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2426.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2427.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2428.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2429.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2430.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2431.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2432.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2433.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2434.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2435.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2436.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2437.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2438.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2439.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2440.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2441.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2442.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2443.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2444.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2445.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2446.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2447.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2448.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2449.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2450.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2451.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2452.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2453.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2454.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2455.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2456.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2457.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2458.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2459.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2460.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2461.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2462.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2463.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2464.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2465.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2466.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2467.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2468.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2469.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2470.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2471.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2472.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2473.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2474.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2475.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2476.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2477.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2478.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2479.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2480.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2481.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2482.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2483.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2484.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2485.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2486.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2487.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2488.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2489.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2490.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2491.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2492.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2493.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2494.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2495.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2496.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2497.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2498.bmp  \n",
+            "  inflating: real_or_drawing/train_data/4/2499.bmp  \n",
+            "   creating: real_or_drawing/train_data/5/\n",
+            "  inflating: real_or_drawing/train_data/5/2500.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2501.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2502.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2503.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2504.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2505.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2506.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2507.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2508.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2509.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2510.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2511.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2512.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2513.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2514.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2515.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2516.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2517.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2518.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2519.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2520.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2521.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2522.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2523.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2524.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2525.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2526.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2527.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2528.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2529.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2530.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2531.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2532.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2533.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2534.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2535.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2536.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2537.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2538.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2539.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2540.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2541.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2542.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2543.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2544.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2545.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2546.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2547.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2548.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2549.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2550.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2551.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2552.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2553.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2554.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2555.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2556.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2557.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2558.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2559.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2560.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2561.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2562.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2563.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2564.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2565.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2566.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2567.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2568.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2569.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2570.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2571.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2572.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2573.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2574.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2575.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2576.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2577.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2578.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2579.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2580.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2581.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2582.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2583.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2584.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2585.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2586.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2587.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2588.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2589.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2590.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2591.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2592.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2593.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2594.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2595.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2596.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2597.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2598.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2599.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2600.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2601.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2602.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2603.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2604.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2605.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2606.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2607.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2608.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2609.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2610.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2611.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2612.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2613.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2614.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2615.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2616.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2617.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2618.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2619.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2620.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2621.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2622.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2623.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2624.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2625.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2626.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2627.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2628.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2629.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2630.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2631.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2632.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2633.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2634.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2635.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2636.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2637.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2638.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2639.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2640.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2641.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2642.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2643.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2644.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2645.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2646.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2647.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2648.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2649.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2650.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2651.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2652.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2653.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2654.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2655.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2656.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2657.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2658.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2659.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2660.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2661.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2662.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2663.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2664.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2665.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2666.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2667.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2668.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2669.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2670.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2671.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2672.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2673.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2674.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2675.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2676.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2677.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2678.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2679.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2680.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2681.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2682.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2683.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2684.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2685.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2686.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2687.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2688.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2689.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2690.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2691.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2692.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2693.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2694.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2695.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2696.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2697.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2698.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2699.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2700.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2701.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2702.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2703.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2704.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2705.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2706.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2707.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2708.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2709.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2710.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2711.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2712.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2713.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2714.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2715.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2716.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2717.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2718.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2719.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2720.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2721.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2722.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2723.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2724.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2725.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2726.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2727.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2728.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2729.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2730.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2731.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2732.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2733.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2734.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2735.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2736.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2737.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2738.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2739.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2740.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2741.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2742.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2743.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2744.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2745.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2746.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2747.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2748.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2749.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2750.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2751.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2752.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2753.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2754.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2755.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2756.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2757.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2758.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2759.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2760.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2761.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2762.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2763.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2764.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2765.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2766.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2767.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2768.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2769.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2770.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2771.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2772.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2773.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2774.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2775.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2776.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2777.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2778.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2779.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2780.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2781.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2782.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2783.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2784.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2785.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2786.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2787.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2788.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2789.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2790.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2791.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2792.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2793.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2794.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2795.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2796.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2797.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2798.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2799.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2800.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2801.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2802.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2803.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2804.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2805.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2806.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2807.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2808.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2809.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2810.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2811.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2812.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2813.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2814.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2815.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2816.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2817.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2818.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2819.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2820.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2821.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2822.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2823.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2824.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2825.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2826.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2827.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2828.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2829.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2830.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2831.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2832.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2833.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2834.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2835.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2836.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2837.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2838.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2839.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2840.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2841.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2842.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2843.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2844.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2845.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2846.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2847.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2848.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2849.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2850.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2851.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2852.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2853.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2854.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2855.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2856.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2857.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2858.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2859.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2860.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2861.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2862.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2863.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2864.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2865.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2866.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2867.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2868.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2869.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2870.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2871.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2872.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2873.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2874.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2875.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2876.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2877.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2878.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2879.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2880.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2881.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2882.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2883.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2884.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2885.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2886.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2887.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2888.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2889.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2890.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2891.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2892.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2893.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2894.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2895.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2896.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2897.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2898.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2899.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2900.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2901.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2902.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2903.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2904.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2905.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2906.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2907.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2908.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2909.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2910.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2911.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2912.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2913.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2914.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2915.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2916.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2917.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2918.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2919.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2920.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2921.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2922.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2923.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2924.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2925.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2926.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2927.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2928.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2929.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2930.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2931.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2932.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2933.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2934.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2935.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2936.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2937.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2938.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2939.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2940.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2941.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2942.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2943.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2944.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2945.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2946.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2947.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2948.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2949.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2950.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2951.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2952.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2953.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2954.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2955.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2956.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2957.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2958.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2959.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2960.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2961.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2962.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2963.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2964.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2965.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2966.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2967.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2968.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2969.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2970.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2971.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2972.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2973.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2974.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2975.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2976.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2977.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2978.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2979.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2980.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2981.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2982.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2983.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2984.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2985.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2986.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2987.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2988.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2989.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2990.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2991.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2992.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2993.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2994.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2995.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2996.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2997.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2998.bmp  \n",
+            "  inflating: real_or_drawing/train_data/5/2999.bmp  \n",
+            "   creating: real_or_drawing/train_data/6/\n",
+            "  inflating: real_or_drawing/train_data/6/3000.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3001.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3002.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3003.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3004.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3005.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3006.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3007.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3008.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3009.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3010.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3011.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3012.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3013.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3014.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3015.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3016.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3017.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3018.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3019.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3020.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3021.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3022.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3023.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3024.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3025.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3026.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3027.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3028.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3029.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3030.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3031.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3032.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3033.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3034.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3035.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3036.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3037.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3038.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3039.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3040.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3041.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3042.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3043.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3044.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3045.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3046.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3047.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3048.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3049.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3050.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3051.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3052.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3053.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3054.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3055.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3056.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3057.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3058.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3059.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3060.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3061.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3062.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3063.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3064.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3065.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3066.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3067.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3068.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3069.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3070.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3071.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3072.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3073.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3074.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3075.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3076.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3077.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3078.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3079.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3080.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3081.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3082.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3083.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3084.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3085.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3086.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3087.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3088.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3089.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3090.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3091.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3092.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3093.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3094.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3095.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3096.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3097.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3098.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3099.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3100.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3101.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3102.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3103.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3104.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3105.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3106.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3107.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3108.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3109.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3110.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3111.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3112.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3113.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3114.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3115.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3116.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3117.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3118.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3119.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3120.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3121.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3122.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3123.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3124.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3125.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3126.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3127.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3128.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3129.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3130.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3131.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3132.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3133.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3134.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3135.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3136.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3137.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3138.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3139.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3140.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3141.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3142.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3143.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3144.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3145.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3146.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3147.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3148.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3149.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3150.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3151.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3152.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3153.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3154.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3155.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3156.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3157.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3158.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3159.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3160.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3161.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3162.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3163.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3164.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3165.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3166.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3167.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3168.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3169.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3170.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3171.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3172.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3173.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3174.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3175.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3176.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3177.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3178.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3179.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3180.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3181.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3182.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3183.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3184.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3185.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3186.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3187.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3188.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3189.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3190.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3191.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3192.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3193.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3194.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3195.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3196.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3197.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3198.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3199.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3200.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3201.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3202.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3203.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3204.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3205.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3206.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3207.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3208.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3209.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3210.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3211.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3212.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3213.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3214.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3215.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3216.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3217.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3218.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3219.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3220.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3221.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3222.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3223.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3224.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3225.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3226.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3227.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3228.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3229.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3230.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3231.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3232.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3233.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3234.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3235.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3236.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3237.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3238.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3239.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3240.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3241.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3242.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3243.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3244.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3245.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3246.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3247.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3248.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3249.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3250.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3251.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3252.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3253.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3254.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3255.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3256.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3257.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3258.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3259.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3260.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3261.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3262.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3263.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3264.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3265.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3266.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3267.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3268.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3269.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3270.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3271.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3272.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3273.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3274.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3275.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3276.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3277.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3278.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3279.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3280.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3281.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3282.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3283.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3284.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3285.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3286.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3287.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3288.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3289.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3290.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3291.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3292.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3293.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3294.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3295.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3296.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3297.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3298.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3299.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3300.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3301.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3302.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3303.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3304.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3305.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3306.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3307.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3308.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3309.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3310.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3311.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3312.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3313.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3314.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3315.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3316.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3317.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3318.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3319.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3320.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3321.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3322.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3323.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3324.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3325.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3326.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3327.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3328.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3329.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3330.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3331.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3332.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3333.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3334.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3335.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3336.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3337.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3338.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3339.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3340.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3341.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3342.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3343.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3344.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3345.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3346.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3347.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3348.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3349.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3350.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3351.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3352.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3353.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3354.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3355.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3356.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3357.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3358.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3359.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3360.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3361.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3362.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3363.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3364.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3365.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3366.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3367.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3368.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3369.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3370.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3371.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3372.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3373.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3374.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3375.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3376.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3377.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3378.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3379.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3380.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3381.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3382.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3383.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3384.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3385.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3386.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3387.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3388.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3389.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3390.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3391.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3392.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3393.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3394.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3395.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3396.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3397.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3398.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3399.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3400.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3401.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3402.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3403.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3404.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3405.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3406.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3407.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3408.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3409.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3410.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3411.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3412.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3413.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3414.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3415.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3416.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3417.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3418.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3419.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3420.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3421.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3422.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3423.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3424.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3425.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3426.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3427.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3428.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3429.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3430.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3431.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3432.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3433.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3434.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3435.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3436.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3437.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3438.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3439.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3440.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3441.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3442.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3443.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3444.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3445.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3446.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3447.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3448.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3449.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3450.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3451.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3452.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3453.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3454.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3455.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3456.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3457.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3458.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3459.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3460.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3461.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3462.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3463.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3464.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3465.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3466.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3467.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3468.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3469.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3470.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3471.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3472.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3473.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3474.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3475.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3476.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3477.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3478.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3479.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3480.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3481.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3482.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3483.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3484.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3485.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3486.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3487.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3488.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3489.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3490.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3491.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3492.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3493.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3494.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3495.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3496.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3497.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3498.bmp  \n",
+            "  inflating: real_or_drawing/train_data/6/3499.bmp  \n",
+            "   creating: real_or_drawing/train_data/7/\n",
+            "  inflating: real_or_drawing/train_data/7/3500.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3501.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3502.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3503.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3504.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3505.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3506.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3507.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3508.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3509.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3510.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3511.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3512.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3513.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3514.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3515.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3516.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3517.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3518.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3519.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3520.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3521.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3522.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3523.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3524.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3525.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3526.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3527.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3528.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3529.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3530.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3531.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3532.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3533.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3534.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3535.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3536.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3537.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3538.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3539.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3540.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3541.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3542.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3543.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3544.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3545.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3546.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3547.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3548.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3549.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3550.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3551.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3552.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3553.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3554.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3555.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3556.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3557.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3558.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3559.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3560.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3561.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3562.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3563.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3564.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3565.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3566.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3567.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3568.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3569.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3570.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3571.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3572.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3573.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3574.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3575.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3576.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3577.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3578.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3579.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3580.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3581.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3582.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3583.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3584.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3585.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3586.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3587.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3588.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3589.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3590.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3591.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3592.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3593.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3594.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3595.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3596.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3597.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3598.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3599.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3600.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3601.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3602.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3603.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3604.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3605.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3606.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3607.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3608.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3609.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3610.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3611.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3612.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3613.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3614.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3615.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3616.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3617.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3618.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3619.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3620.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3621.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3622.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3623.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3624.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3625.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3626.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3627.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3628.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3629.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3630.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3631.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3632.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3633.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3634.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3635.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3636.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3637.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3638.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3639.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3640.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3641.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3642.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3643.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3644.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3645.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3646.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3647.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3648.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3649.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3650.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3651.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3652.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3653.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3654.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3655.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3656.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3657.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3658.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3659.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3660.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3661.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3662.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3663.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3664.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3665.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3666.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3667.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3668.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3669.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3670.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3671.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3672.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3673.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3674.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3675.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3676.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3677.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3678.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3679.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3680.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3681.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3682.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3683.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3684.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3685.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3686.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3687.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3688.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3689.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3690.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3691.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3692.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3693.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3694.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3695.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3696.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3697.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3698.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3699.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3700.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3701.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3702.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3703.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3704.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3705.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3706.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3707.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3708.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3709.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3710.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3711.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3712.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3713.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3714.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3715.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3716.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3717.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3718.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3719.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3720.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3721.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3722.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3723.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3724.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3725.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3726.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3727.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3728.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3729.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3730.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3731.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3732.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3733.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3734.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3735.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3736.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3737.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3738.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3739.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3740.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3741.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3742.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3743.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3744.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3745.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3746.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3747.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3748.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3749.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3750.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3751.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3752.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3753.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3754.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3755.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3756.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3757.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3758.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3759.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3760.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3761.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3762.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3763.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3764.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3765.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3766.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3767.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3768.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3769.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3770.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3771.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3772.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3773.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3774.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3775.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3776.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3777.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3778.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3779.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3780.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3781.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3782.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3783.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3784.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3785.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3786.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3787.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3788.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3789.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3790.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3791.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3792.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3793.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3794.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3795.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3796.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3797.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3798.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3799.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3800.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3801.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3802.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3803.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3804.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3805.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3806.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3807.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3808.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3809.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3810.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3811.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3812.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3813.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3814.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3815.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3816.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3817.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3818.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3819.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3820.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3821.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3822.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3823.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3824.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3825.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3826.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3827.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3828.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3829.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3830.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3831.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3832.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3833.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3834.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3835.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3836.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3837.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3838.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3839.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3840.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3841.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3842.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3843.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3844.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3845.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3846.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3847.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3848.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3849.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3850.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3851.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3852.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3853.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3854.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3855.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3856.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3857.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3858.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3859.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3860.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3861.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3862.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3863.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3864.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3865.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3866.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3867.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3868.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3869.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3870.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3871.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3872.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3873.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3874.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3875.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3876.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3877.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3878.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3879.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3880.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3881.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3882.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3883.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3884.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3885.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3886.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3887.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3888.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3889.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3890.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3891.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3892.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3893.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3894.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3895.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3896.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3897.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3898.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3899.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3900.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3901.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3902.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3903.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3904.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3905.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3906.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3907.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3908.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3909.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3910.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3911.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3912.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3913.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3914.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3915.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3916.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3917.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3918.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3919.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3920.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3921.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3922.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3923.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3924.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3925.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3926.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3927.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3928.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3929.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3930.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3931.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3932.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3933.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3934.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3935.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3936.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3937.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3938.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3939.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3940.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3941.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3942.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3943.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3944.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3945.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3946.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3947.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3948.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3949.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3950.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3951.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3952.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3953.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3954.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3955.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3956.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3957.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3958.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3959.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3960.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3961.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3962.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3963.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3964.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3965.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3966.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3967.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3968.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3969.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3970.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3971.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3972.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3973.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3974.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3975.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3976.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3977.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3978.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3979.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3980.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3981.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3982.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3983.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3984.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3985.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3986.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3987.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3988.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3989.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3990.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3991.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3992.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3993.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3994.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3995.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3996.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3997.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3998.bmp  \n",
+            "  inflating: real_or_drawing/train_data/7/3999.bmp  \n",
+            "   creating: real_or_drawing/train_data/8/\n",
+            "  inflating: real_or_drawing/train_data/8/4000.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4001.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4002.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4003.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4004.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4005.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4006.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4007.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4008.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4009.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4010.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4011.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4012.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4013.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4014.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4015.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4016.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4017.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4018.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4019.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4020.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4021.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4022.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4023.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4024.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4025.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4026.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4027.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4028.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4029.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4030.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4031.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4032.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4033.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4034.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4035.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4036.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4037.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4038.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4039.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4040.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4041.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4042.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4043.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4044.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4045.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4046.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4047.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4048.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4049.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4050.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4051.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4052.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4053.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4054.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4055.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4056.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4057.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4058.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4059.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4060.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4061.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4062.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4063.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4064.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4065.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4066.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4067.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4068.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4069.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4070.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4071.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4072.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4073.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4074.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4075.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4076.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4077.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4078.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4079.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4080.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4081.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4082.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4083.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4084.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4085.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4086.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4087.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4088.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4089.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4090.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4091.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4092.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4093.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4094.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4095.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4096.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4097.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4098.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4099.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4100.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4101.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4102.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4103.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4104.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4105.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4106.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4107.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4108.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4109.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4110.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4111.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4112.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4113.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4114.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4115.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4116.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4117.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4118.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4119.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4120.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4121.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4122.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4123.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4124.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4125.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4126.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4127.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4128.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4129.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4130.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4131.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4132.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4133.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4134.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4135.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4136.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4137.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4138.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4139.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4140.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4141.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4142.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4143.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4144.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4145.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4146.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4147.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4148.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4149.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4150.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4151.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4152.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4153.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4154.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4155.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4156.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4157.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4158.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4159.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4160.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4161.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4162.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4163.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4164.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4165.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4166.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4167.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4168.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4169.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4170.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4171.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4172.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4173.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4174.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4175.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4176.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4177.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4178.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4179.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4180.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4181.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4182.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4183.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4184.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4185.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4186.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4187.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4188.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4189.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4190.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4191.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4192.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4193.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4194.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4195.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4196.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4197.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4198.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4199.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4200.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4201.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4202.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4203.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4204.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4205.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4206.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4207.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4208.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4209.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4210.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4211.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4212.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4213.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4214.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4215.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4216.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4217.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4218.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4219.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4220.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4221.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4222.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4223.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4224.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4225.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4226.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4227.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4228.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4229.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4230.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4231.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4232.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4233.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4234.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4235.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4236.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4237.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4238.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4239.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4240.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4241.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4242.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4243.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4244.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4245.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4246.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4247.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4248.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4249.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4250.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4251.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4252.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4253.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4254.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4255.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4256.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4257.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4258.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4259.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4260.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4261.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4262.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4263.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4264.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4265.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4266.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4267.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4268.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4269.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4270.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4271.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4272.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4273.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4274.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4275.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4276.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4277.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4278.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4279.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4280.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4281.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4282.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4283.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4284.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4285.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4286.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4287.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4288.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4289.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4290.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4291.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4292.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4293.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4294.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4295.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4296.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4297.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4298.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4299.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4300.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4301.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4302.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4303.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4304.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4305.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4306.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4307.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4308.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4309.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4310.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4311.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4312.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4313.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4314.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4315.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4316.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4317.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4318.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4319.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4320.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4321.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4322.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4323.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4324.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4325.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4326.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4327.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4328.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4329.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4330.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4331.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4332.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4333.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4334.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4335.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4336.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4337.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4338.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4339.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4340.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4341.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4342.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4343.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4344.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4345.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4346.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4347.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4348.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4349.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4350.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4351.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4352.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4353.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4354.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4355.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4356.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4357.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4358.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4359.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4360.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4361.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4362.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4363.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4364.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4365.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4366.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4367.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4368.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4369.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4370.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4371.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4372.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4373.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4374.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4375.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4376.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4377.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4378.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4379.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4380.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4381.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4382.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4383.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4384.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4385.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4386.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4387.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4388.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4389.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4390.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4391.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4392.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4393.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4394.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4395.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4396.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4397.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4398.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4399.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4400.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4401.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4402.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4403.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4404.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4405.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4406.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4407.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4408.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4409.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4410.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4411.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4412.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4413.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4414.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4415.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4416.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4417.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4418.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4419.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4420.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4421.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4422.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4423.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4424.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4425.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4426.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4427.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4428.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4429.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4430.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4431.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4432.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4433.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4434.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4435.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4436.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4437.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4438.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4439.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4440.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4441.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4442.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4443.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4444.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4445.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4446.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4447.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4448.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4449.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4450.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4451.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4452.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4453.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4454.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4455.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4456.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4457.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4458.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4459.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4460.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4461.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4462.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4463.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4464.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4465.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4466.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4467.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4468.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4469.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4470.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4471.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4472.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4473.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4474.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4475.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4476.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4477.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4478.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4479.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4480.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4481.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4482.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4483.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4484.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4485.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4486.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4487.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4488.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4489.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4490.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4491.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4492.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4493.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4494.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4495.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4496.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4497.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4498.bmp  \n",
+            "  inflating: real_or_drawing/train_data/8/4499.bmp  \n",
+            "   creating: real_or_drawing/train_data/9/\n",
+            "  inflating: real_or_drawing/train_data/9/4500.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4501.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4502.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4503.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4504.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4505.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4506.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4507.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4508.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4509.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4510.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4511.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4512.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4513.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4514.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4515.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4516.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4517.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4518.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4519.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4520.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4521.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4522.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4523.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4524.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4525.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4526.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4527.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4528.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4529.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4530.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4531.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4532.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4533.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4534.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4535.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4536.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4537.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4538.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4539.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4540.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4541.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4542.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4543.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4544.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4545.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4546.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4547.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4548.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4549.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4550.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4551.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4552.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4553.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4554.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4555.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4556.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4557.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4558.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4559.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4560.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4561.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4562.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4563.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4564.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4565.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4566.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4567.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4568.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4569.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4570.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4571.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4572.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4573.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4574.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4575.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4576.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4577.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4578.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4579.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4580.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4581.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4582.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4583.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4584.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4585.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4586.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4587.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4588.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4589.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4590.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4591.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4592.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4593.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4594.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4595.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4596.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4597.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4598.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4599.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4600.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4601.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4602.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4603.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4604.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4605.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4606.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4607.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4608.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4609.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4610.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4611.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4612.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4613.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4614.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4615.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4616.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4617.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4618.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4619.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4620.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4621.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4622.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4623.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4624.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4625.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4626.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4627.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4628.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4629.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4630.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4631.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4632.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4633.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4634.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4635.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4636.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4637.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4638.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4639.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4640.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4641.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4642.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4643.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4644.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4645.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4646.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4647.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4648.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4649.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4650.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4651.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4652.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4653.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4654.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4655.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4656.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4657.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4658.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4659.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4660.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4661.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4662.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4663.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4664.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4665.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4666.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4667.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4668.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4669.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4670.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4671.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4672.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4673.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4674.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4675.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4676.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4677.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4678.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4679.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4680.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4681.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4682.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4683.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4684.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4685.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4686.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4687.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4688.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4689.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4690.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4691.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4692.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4693.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4694.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4695.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4696.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4697.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4698.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4699.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4700.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4701.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4702.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4703.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4704.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4705.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4706.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4707.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4708.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4709.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4710.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4711.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4712.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4713.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4714.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4715.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4716.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4717.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4718.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4719.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4720.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4721.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4722.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4723.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4724.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4725.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4726.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4727.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4728.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4729.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4730.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4731.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4732.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4733.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4734.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4735.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4736.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4737.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4738.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4739.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4740.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4741.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4742.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4743.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4744.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4745.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4746.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4747.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4748.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4749.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4750.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4751.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4752.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4753.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4754.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4755.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4756.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4757.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4758.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4759.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4760.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4761.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4762.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4763.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4764.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4765.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4766.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4767.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4768.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4769.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4770.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4771.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4772.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4773.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4774.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4775.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4776.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4777.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4778.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4779.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4780.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4781.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4782.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4783.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4784.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4785.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4786.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4787.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4788.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4789.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4790.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4791.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4792.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4793.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4794.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4795.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4796.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4797.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4798.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4799.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4800.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4801.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4802.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4803.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4804.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4805.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4806.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4807.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4808.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4809.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4810.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4811.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4812.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4813.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4814.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4815.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4816.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4817.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4818.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4819.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4820.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4821.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4822.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4823.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4824.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4825.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4826.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4827.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4828.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4829.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4830.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4831.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4832.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4833.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4834.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4835.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4836.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4837.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4838.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4839.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4840.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4841.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4842.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4843.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4844.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4845.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4846.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4847.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4848.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4849.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4850.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4851.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4852.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4853.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4854.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4855.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4856.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4857.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4858.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4859.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4860.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4861.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4862.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4863.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4864.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4865.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4866.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4867.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4868.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4869.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4870.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4871.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4872.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4873.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4874.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4875.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4876.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4877.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4878.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4879.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4880.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4881.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4882.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4883.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4884.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4885.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4886.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4887.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4888.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4889.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4890.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4891.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4892.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4893.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4894.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4895.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4896.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4897.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4898.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4899.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4900.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4901.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4902.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4903.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4904.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4905.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4906.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4907.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4908.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4909.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4910.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4911.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4912.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4913.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4914.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4915.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4916.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4917.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4918.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4919.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4920.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4921.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4922.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4923.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4924.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4925.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4926.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4927.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4928.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4929.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4930.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4931.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4932.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4933.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4934.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4935.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4936.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4937.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4938.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4939.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4940.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4941.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4942.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4943.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4944.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4945.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4946.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4947.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4948.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4949.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4950.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4951.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4952.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4953.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4954.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4955.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4956.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4957.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4958.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4959.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4960.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4961.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4962.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4963.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4964.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4965.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4966.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4967.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4968.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4969.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4970.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4971.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4972.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4973.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4974.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4975.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4976.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4977.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4978.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4979.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4980.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4981.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4982.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4983.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4984.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4985.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4986.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4987.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4988.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4989.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4990.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4991.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4992.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4993.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4994.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4995.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4996.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4997.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4998.bmp  \n",
+            "  inflating: real_or_drawing/train_data/9/4999.bmp  \n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 136
+        },
+        "id": "0_uO-ZSDoR6i",
+        "outputId": "59c9006b-81f3-4c95-b525-fafdb3dd2780"
+      },
+      "source": [
+        "import matplotlib.pyplot as plt\n",
+        "\n",
+        "def no_axis_show(img, title='', cmap=None):\n",
+        "  # imshow, and set the interpolation mode to be \"nearest\"。\n",
+        "  fig = plt.imshow(img, interpolation='nearest', cmap=cmap)\n",
+        "  # do not show the axes in the images.\n",
+        "  fig.axes.get_xaxis().set_visible(False)\n",
+        "  fig.axes.get_yaxis().set_visible(False)\n",
+        "  plt.title(title)\n",
+        "\n",
+        "titles = ['horse', 'bed', 'clock', 'apple', 'cat', 'plane', 'television', 'dog', 'dolphin', 'spider']\n",
+        "plt.figure(figsize=(18, 18))\n",
+        "for i in range(10):\n",
+        "  plt.subplot(1, 10, i+1)\n",
+        "  fig = no_axis_show(plt.imread(f'real_or_drawing/train_data/{i}/{500*i}.bmp'), title=titles[i])"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "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\n",
+            "text/plain": [
+              "<Figure size 1296x1296 with 10 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": [],
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 120
+        },
+        "id": "3eMs7DbVt4Ee",
+        "outputId": "fa42d3e0-2bbd-4c37-ee12-1d48e99d681a"
+      },
+      "source": [
+        "plt.figure(figsize=(18, 18))\n",
+        "for i in range(10):\n",
+        "  plt.subplot(1, 10, i+1)\n",
+        "  fig = no_axis_show(plt.imread(f'real_or_drawing/test_data/0/' + str(i).rjust(5, '0') + '.bmp'))"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "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\n",
+            "text/plain": [
+              "<Figure size 1296x1296 with 10 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": [],
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "moXQw9To5TqZ"
+      },
+      "source": [
+        "# Special Domain Knowledge\n",
+        "\n",
+        "因為大家塗鴉的時候通常只會畫輪廓，我們可以根據這點將source data做點邊緣偵測處理，讓source data更像target data一點。\n",
+        "\n",
+        "## Canny Edge Detection\n",
+        "算法這邊不贅述，只教大家怎麼用。若有興趣歡迎參考wiki或[這裡](https://medium.com/@pomelyu5199/canny-edge-detector-%E5%AF%A6%E4%BD%9C-opencv-f7d1a0a57d19)。\n",
+        "\n",
+        "cv2.Canny使用非常方便，只需要兩個參數: low_threshold, high_threshold。\n",
+        "\n",
+        "```cv2.Canny(image, low_threshold, high_threshold)```\n",
+        "\n",
+        "簡單來說就是當邊緣值超過high_threshold，我們就確定它是edge。如果只有超過low_threshold，那就先判斷一下再決定是不是edge。\n",
+        "\n",
+        "以下我們直接拿source data做做看。"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 278
+        },
+        "id": "mn2MkDLV7E2-",
+        "outputId": "edbe96e1-4689-4a72-f9c1-bc0bfe4d7fae"
+      },
+      "source": [
+        "import cv2\n",
+        "import matplotlib.pyplot as plt\n",
+        "titles = ['horse', 'bed', 'clock', 'apple', 'cat', 'plane', 'television', 'dog', 'dolphin', 'spider']\n",
+        "plt.figure(figsize=(18, 18))\n",
+        "\n",
+        "original_img = plt.imread(f'real_or_drawing/train_data/0/0.bmp')\n",
+        "plt.subplot(1, 5, 1)\n",
+        "no_axis_show(original_img, title='original')\n",
+        "\n",
+        "gray_img = cv2.cvtColor(original_img, cv2.COLOR_RGB2GRAY)\n",
+        "plt.subplot(1, 5, 2)\n",
+        "no_axis_show(gray_img, title='gray scale', cmap='gray')\n",
+        "\n",
+        "gray_img = cv2.cvtColor(original_img, cv2.COLOR_RGB2GRAY)\n",
+        "plt.subplot(1, 5, 2)\n",
+        "no_axis_show(gray_img, title='gray scale', cmap='gray')\n",
+        "\n",
+        "canny_50100 = cv2.Canny(gray_img, 50, 100)\n",
+        "plt.subplot(1, 5, 3)\n",
+        "no_axis_show(canny_50100, title='Canny(50, 100)', cmap='gray')\n",
+        "\n",
+        "canny_150200 = cv2.Canny(gray_img, 150, 200)\n",
+        "plt.subplot(1, 5, 4)\n",
+        "no_axis_show(canny_150200, title='Canny(150, 200)', cmap='gray')\n",
+        "\n",
+        "canny_250300 = cv2.Canny(gray_img, 250, 300)\n",
+        "plt.subplot(1, 5, 5)\n",
+        "no_axis_show(canny_250300, title='Canny(250, 300)', cmap='gray')\n",
+        "  "
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:15: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
+            "  from ipykernel import kernelapp as app\n"
+          ],
+          "name": "stderr"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "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\n",
+            "text/plain": [
+              "<Figure size 1296x1296 with 5 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": [],
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "8THSdt_hmwYh"
+      },
+      "source": [
+        "# Data Process\n",
+        "\n",
+        "在這裡我故意將data用成可以使用torchvision.ImageFolder的形式，所以只要使用該函式便可以做出一個datasets。\n",
+        "\n",
+        "transform的部分請參考以下註解。\n",
+        "<!-- \n",
+        "#### 一些細節\n",
+        "\n",
+        "在一般的版本上，對灰階圖片使用RandomRotation使用```transforms.RandomRotation(15)```即可。但在colab上需要加上```fill=(0,)```才可運行。\n",
+        "在n98上執行需要把```fill=(0,)```拿掉才可運行。 -->\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "WZHIBGknmi8Z"
+      },
+      "source": [
+        "import numpy as np\n",
+        "import torch\n",
+        "import torch.nn as nn\n",
+        "import torch.nn.functional as F\n",
+        "from torch.autograd import Function\n",
+        "\n",
+        "import torch.optim as optim\n",
+        "import torchvision.transforms as transforms\n",
+        "from torchvision.datasets import ImageFolder\n",
+        "from torch.utils.data import DataLoader\n",
+        "\n",
+        "source_transform = transforms.Compose([\n",
+        "    # Turn RGB to grayscale. (Bacause Canny do not support RGB images.)\n",
+        "    transforms.Grayscale(),\n",
+        "    # cv2 do not support skimage.Image, so we transform it to np.array, \n",
+        "    # and then adopt cv2.Canny algorithm.\n",
+        "    transforms.Lambda(lambda x: cv2.Canny(np.array(x), 170, 300)),\n",
+        "    # Transform np.array back to the skimage.Image.\n",
+        "    transforms.ToPILImage(),\n",
+        "    # 50% Horizontal Flip. (For Augmentation)\n",
+        "    transforms.RandomHorizontalFlip(),\n",
+        "    # Rotate +- 15 degrees. (For Augmentation), and filled with zero \n",
+        "    # if there's empty pixel after rotation.\n",
+        "    transforms.RandomRotation(15, fill=(0,)),\n",
+        "    # Transform to tensor for model inputs.\n",
+        "    transforms.ToTensor(),\n",
+        "])\n",
+        "target_transform = transforms.Compose([\n",
+        "    # Turn RGB to grayscale.\n",
+        "    transforms.Grayscale(),\n",
+        "    # Resize: size of source data is 32x32, thus we need to \n",
+        "    #  enlarge the size of target data from 28x28 to 32x32。\n",
+        "    transforms.Resize((32, 32)),\n",
+        "    # 50% Horizontal Flip. (For Augmentation)\n",
+        "    transforms.RandomHorizontalFlip(),\n",
+        "    # Rotate +- 15 degrees. (For Augmentation), and filled with zero \n",
+        "    # if there's empty pixel after rotation.\n",
+        "    transforms.RandomRotation(15, fill=(0,)),\n",
+        "    # Transform to tensor for model inputs.\n",
+        "    transforms.ToTensor(),\n",
+        "])\n",
+        "\n",
+        "source_dataset = ImageFolder('real_or_drawing/train_data', transform=source_transform)\n",
+        "target_dataset = ImageFolder('real_or_drawing/test_data', transform=target_transform)\n",
+        "\n",
+        "source_dataloader = DataLoader(source_dataset, batch_size=32, shuffle=True)\n",
+        "target_dataloader = DataLoader(target_dataset, batch_size=32, shuffle=True)\n",
+        "test_dataloader = DataLoader(target_dataset, batch_size=128, shuffle=False)"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "hdwDEMrOycs5"
+      },
+      "source": [
+        "# Model\n",
+        "\n",
+        "Feature Extractor: 典型的VGG-like疊法。\n",
+        "\n",
+        "Label Predictor / Domain Classifier: MLP到尾。\n",
+        "\n",
+        "相信作業寫到這邊大家對以下的Layer都很熟悉，因此不再贅述。"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "3uw2eP09z-pD"
+      },
+      "source": [
+        "class FeatureExtractor(nn.Module):\n",
+        "\n",
+        "    def __init__(self):\n",
+        "        super(FeatureExtractor, self).__init__()\n",
+        "\n",
+        "        self.conv = nn.Sequential(\n",
+        "            nn.Conv2d(1, 64, 3, 1, 1),\n",
+        "            nn.BatchNorm2d(64),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2),\n",
+        "\n",
+        "            nn.Conv2d(64, 128, 3, 1, 1),\n",
+        "            nn.BatchNorm2d(128),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2),\n",
+        "\n",
+        "            nn.Conv2d(128, 256, 3, 1, 1),\n",
+        "            nn.BatchNorm2d(256),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2),\n",
+        "\n",
+        "            nn.Conv2d(256, 256, 3, 1, 1),\n",
+        "            nn.BatchNorm2d(256),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2),\n",
+        "\n",
+        "            nn.Conv2d(256, 512, 3, 1, 1),\n",
+        "            nn.BatchNorm2d(512),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2)\n",
+        "        )\n",
+        "        \n",
+        "    def forward(self, x):\n",
+        "        x = self.conv(x).squeeze()\n",
+        "        return x\n",
+        "\n",
+        "class LabelPredictor(nn.Module):\n",
+        "\n",
+        "    def __init__(self):\n",
+        "        super(LabelPredictor, self).__init__()\n",
+        "\n",
+        "        self.layer = nn.Sequential(\n",
+        "            nn.Linear(512, 512),\n",
+        "            nn.ReLU(),\n",
+        "\n",
+        "            nn.Linear(512, 512),\n",
+        "            nn.ReLU(),\n",
+        "\n",
+        "            nn.Linear(512, 10),\n",
+        "        )\n",
+        "\n",
+        "    def forward(self, h):\n",
+        "        c = self.layer(h)\n",
+        "        return c\n",
+        "\n",
+        "class DomainClassifier(nn.Module):\n",
+        "\n",
+        "    def __init__(self):\n",
+        "        super(DomainClassifier, self).__init__()\n",
+        "\n",
+        "        self.layer = nn.Sequential(\n",
+        "            nn.Linear(512, 512),\n",
+        "            nn.BatchNorm1d(512),\n",
+        "            nn.ReLU(),\n",
+        "\n",
+        "            nn.Linear(512, 512),\n",
+        "            nn.BatchNorm1d(512),\n",
+        "            nn.ReLU(),\n",
+        "\n",
+        "            nn.Linear(512, 512),\n",
+        "            nn.BatchNorm1d(512),\n",
+        "            nn.ReLU(),\n",
+        "\n",
+        "            nn.Linear(512, 512),\n",
+        "            nn.BatchNorm1d(512),\n",
+        "            nn.ReLU(),\n",
+        "\n",
+        "            nn.Linear(512, 1),\n",
+        "        )\n",
+        "\n",
+        "    def forward(self, h):\n",
+        "        y = self.layer(h)\n",
+        "        return y"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "lxdBIPhF0Icb"
+      },
+      "source": [
+        "# Pre-processing\n",
+        "\n",
+        "這裡我們選用Adam來當Optimizer。"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "hrxKelBy0PJ7"
+      },
+      "source": [
+        "feature_extractor = FeatureExtractor().cuda()\n",
+        "label_predictor = LabelPredictor().cuda()\n",
+        "domain_classifier = DomainClassifier().cuda()\n",
+        "\n",
+        "class_criterion = nn.CrossEntropyLoss()\n",
+        "domain_criterion = nn.BCEWithLogitsLoss()\n",
+        "\n",
+        "optimizer_F = optim.Adam(feature_extractor.parameters())\n",
+        "optimizer_C = optim.Adam(label_predictor.parameters())\n",
+        "optimizer_D = optim.Adam(domain_classifier.parameters())"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "xuAE4cqJ0itR"
+      },
+      "source": [
+        "# Start Training\n",
+        "\n",
+        "\n",
+        "## 如何實作DaNN?\n",
+        "\n",
+        "理論上，在原始paper中是加上Gradient Reversal Layer，並將Feature Extractor / Label Predictor / Domain Classifier 一起train，但其實我們也可以交換的train Domain Classfier & Feature Extractor(就像在train GAN的Generator & Discriminator一樣)，這也是可行的。\n",
+        "\n",
+        "在code實現中，我們採取後者的方式，畢竟GAN是之前的作業，應該會比較熟悉:)。\n",
+        "\n",
+        "## 小提醒\n",
+        "* 原文中的lambda(控制Domain Adversarial Loss的係數)是有Adaptive的版本，如果有興趣可以參考[原文](https://arxiv.org/pdf/1505.07818.pdf)。\n",
+        "* 因為我們完全沒有target的label，所以結果如何，只好丟kaggle看看囉:)?"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "lRAFFKvX0p9y",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "c8e9d016-0954-4f86-f428-91c1482d901e"
+      },
+      "source": [
+        "def train_epoch(source_dataloader, target_dataloader, lamb):\n",
+        "    '''\n",
+        "      Args:\n",
+        "        source_dataloader: source data的dataloader\n",
+        "        target_dataloader: target data的dataloader\n",
+        "        lamb: control the balance of domain adaptatoin and classification.\n",
+        "    '''\n",
+        "\n",
+        "    # D loss: Domain Classifier的loss\n",
+        "    # F loss: Feature Extrator & Label Predictor的loss\n",
+        "    running_D_loss, running_F_loss = 0.0, 0.0\n",
+        "    total_hit, total_num = 0.0, 0.0\n",
+        "\n",
+        "    for i, ((source_data, source_label), (target_data, _)) in enumerate(zip(source_dataloader, target_dataloader)):\n",
+        "\n",
+        "        source_data = source_data.cuda()\n",
+        "        source_label = source_label.cuda()\n",
+        "        target_data = target_data.cuda()\n",
+        "        \n",
+        "        # Mixed the source data and target data, or it'll mislead the running params\n",
+        "        #   of batch_norm. (runnning mean/var of soucre and target data are different.)\n",
+        "        mixed_data = torch.cat([source_data, target_data], dim=0)\n",
+        "        domain_label = torch.zeros([source_data.shape[0] + target_data.shape[0], 1]).cuda()\n",
+        "        # set domain label of source data to be 1.\n",
+        "        domain_label[:source_data.shape[0]] = 1\n",
+        "\n",
+        "        # Step 1 : train domain classifier\n",
+        "        feature = feature_extractor(mixed_data)\n",
+        "        # We don't need to train feature extractor in step 1.\n",
+        "        # Thus we detach the feature neuron to avoid backpropgation.\n",
+        "        domain_logits = domain_classifier(feature.detach())\n",
+        "        loss = domain_criterion(domain_logits, domain_label)\n",
+        "        running_D_loss+= loss.item()\n",
+        "        loss.backward()\n",
+        "        optimizer_D.step()\n",
+        "\n",
+        "        # Step 2 : train feature extractor and label classifier\n",
+        "        class_logits = label_predictor(feature[:source_data.shape[0]])\n",
+        "        domain_logits = domain_classifier(feature)\n",
+        "        # loss = cross entropy of classification - lamb * domain binary cross entropy.\n",
+        "        #  The reason why using subtraction is similar to generator loss in disciminator of GAN\n",
+        "        loss = class_criterion(class_logits, source_label) - lamb * domain_criterion(domain_logits, domain_label)\n",
+        "        running_F_loss+= loss.item()\n",
+        "        loss.backward()\n",
+        "        optimizer_F.step()\n",
+        "        optimizer_C.step()\n",
+        "\n",
+        "        optimizer_D.zero_grad()\n",
+        "        optimizer_F.zero_grad()\n",
+        "        optimizer_C.zero_grad()\n",
+        "\n",
+        "        total_hit += torch.sum(torch.argmax(class_logits, dim=1) == source_label).item()\n",
+        "        total_num += source_data.shape[0]\n",
+        "        print(i, end='\\r')\n",
+        "\n",
+        "    return running_D_loss / (i+1), running_F_loss / (i+1), total_hit / total_num\n",
+        "\n",
+        "# train 200 epochs\n",
+        "for epoch in range(200):\n",
+        "    # You should chooose lamnda cleverly.\n",
+        "    train_D_loss, train_F_loss, train_acc = train_epoch(source_dataloader, target_dataloader, lamb=0)\n",
+        "\n",
+        "    torch.save(feature_extractor.state_dict(), f'extractor_model.bin')\n",
+        "    torch.save(label_predictor.state_dict(), f'predictor_model.bin')\n",
+        "\n",
+        "    print('epoch {:>3d}: train D loss: {:6.4f}, train F loss: {:6.4f}, acc {:6.4f}'.format(epoch, train_D_loss, train_F_loss, train_acc))\n"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "epoch   0: train D loss: 0.1824, train F loss: 1.9425, acc 0.2798\n",
+            "epoch   1: train D loss: 0.1747, train F loss: 1.6179, acc 0.4222\n",
+            "epoch   2: train D loss: 0.1471, train F loss: 1.4900, acc 0.4728\n",
+            "epoch   3: train D loss: 0.1009, train F loss: 1.3943, acc 0.5086\n",
+            "epoch   4: train D loss: 0.1259, train F loss: 1.3428, acc 0.5334\n",
+            "epoch   5: train D loss: 0.1062, train F loss: 1.2801, acc 0.5546\n",
+            "epoch   6: train D loss: 0.0911, train F loss: 1.2487, acc 0.5668\n",
+            "epoch   7: train D loss: 0.0983, train F loss: 1.1978, acc 0.5854\n",
+            "epoch   8: train D loss: 0.1133, train F loss: 1.1724, acc 0.5958\n",
+            "epoch   9: train D loss: 0.1073, train F loss: 1.1322, acc 0.6034\n",
+            "epoch  10: train D loss: 0.0904, train F loss: 1.0863, acc 0.6180\n",
+            "epoch  11: train D loss: 0.0935, train F loss: 1.0693, acc 0.6302\n",
+            "epoch  12: train D loss: 0.0883, train F loss: 1.0300, acc 0.6444\n",
+            "epoch  13: train D loss: 0.0689, train F loss: 0.9681, acc 0.6624\n",
+            "epoch  14: train D loss: 0.0722, train F loss: 0.9682, acc 0.6612\n",
+            "epoch  15: train D loss: 0.0685, train F loss: 0.9147, acc 0.6828\n",
+            "epoch  16: train D loss: 0.0567, train F loss: 0.8989, acc 0.6874\n",
+            "epoch  17: train D loss: 0.0544, train F loss: 0.8864, acc 0.6948\n",
+            "epoch  18: train D loss: 0.0469, train F loss: 0.8289, acc 0.7090\n",
+            "epoch  19: train D loss: 0.0386, train F loss: 0.7910, acc 0.7208\n",
+            "epoch  20: train D loss: 0.0344, train F loss: 0.7653, acc 0.7408\n",
+            "epoch  21: train D loss: 0.0323, train F loss: 0.7361, acc 0.7430\n",
+            "epoch  22: train D loss: 0.0279, train F loss: 0.7048, acc 0.7476\n",
+            "epoch  23: train D loss: 0.0235, train F loss: 0.6578, acc 0.7764\n",
+            "epoch  24: train D loss: 0.0304, train F loss: 0.6403, acc 0.7744\n",
+            "epoch  25: train D loss: 0.0205, train F loss: 0.6064, acc 0.7922\n",
+            "epoch  26: train D loss: 0.0163, train F loss: 0.5798, acc 0.8000\n",
+            "epoch  27: train D loss: 0.0210, train F loss: 0.5692, acc 0.8038\n",
+            "epoch  28: train D loss: 0.0160, train F loss: 0.5047, acc 0.8256\n",
+            "epoch  29: train D loss: 0.0162, train F loss: 0.5004, acc 0.8234\n",
+            "epoch  30: train D loss: 0.0167, train F loss: 0.4775, acc 0.8354\n",
+            "epoch  31: train D loss: 0.0121, train F loss: 0.4674, acc 0.8344\n",
+            "epoch  32: train D loss: 0.0153, train F loss: 0.4146, acc 0.8572\n",
+            "epoch  33: train D loss: 0.0106, train F loss: 0.4228, acc 0.8514\n",
+            "epoch  34: train D loss: 0.0120, train F loss: 0.3631, acc 0.8798\n",
+            "epoch  35: train D loss: 0.0106, train F loss: 0.3788, acc 0.8696\n",
+            "epoch  36: train D loss: 0.0099, train F loss: 0.3357, acc 0.8862\n",
+            "epoch  37: train D loss: 0.0080, train F loss: 0.3365, acc 0.8874\n",
+            "epoch  38: train D loss: 0.0107, train F loss: 0.3356, acc 0.8836\n",
+            "epoch  39: train D loss: 0.0100, train F loss: 0.2909, acc 0.9022\n",
+            "epoch  40: train D loss: 0.0089, train F loss: 0.2918, acc 0.9008\n",
+            "epoch  41: train D loss: 0.0083, train F loss: 0.2711, acc 0.9028\n",
+            "epoch  42: train D loss: 0.0064, train F loss: 0.2483, acc 0.9182\n",
+            "epoch  43: train D loss: 0.0046, train F loss: 0.2543, acc 0.9100\n",
+            "epoch  44: train D loss: 0.0084, train F loss: 0.2540, acc 0.9152\n",
+            "epoch  45: train D loss: 0.0041, train F loss: 0.2339, acc 0.9202\n",
+            "epoch  46: train D loss: 0.0074, train F loss: 0.2190, acc 0.9282\n",
+            "epoch  47: train D loss: 0.0048, train F loss: 0.2370, acc 0.9198\n",
+            "epoch  48: train D loss: 0.0071, train F loss: 0.2318, acc 0.9220\n",
+            "epoch  49: train D loss: 0.0034, train F loss: 0.1876, acc 0.9350\n",
+            "epoch  50: train D loss: 0.0045, train F loss: 0.1872, acc 0.9374\n",
+            "epoch  51: train D loss: 0.0084, train F loss: 0.1950, acc 0.9346\n",
+            "epoch  52: train D loss: 0.0070, train F loss: 0.1916, acc 0.9318\n",
+            "epoch  53: train D loss: 0.0049, train F loss: 0.1941, acc 0.9334\n",
+            "epoch  54: train D loss: 0.0099, train F loss: 0.1793, acc 0.9382\n",
+            "epoch  55: train D loss: 0.0033, train F loss: 0.1637, acc 0.9434\n",
+            "epoch  56: train D loss: 0.0023, train F loss: 0.1728, acc 0.9420\n",
+            "epoch  57: train D loss: 0.0043, train F loss: 0.1708, acc 0.9412\n",
+            "epoch  58: train D loss: 0.0028, train F loss: 0.1847, acc 0.9378\n",
+            "epoch  59: train D loss: 0.0069, train F loss: 0.1737, acc 0.9412\n",
+            "epoch  60: train D loss: 0.0036, train F loss: 0.1593, acc 0.9468\n",
+            "epoch  61: train D loss: 0.0038, train F loss: 0.1557, acc 0.9474\n",
+            "epoch  62: train D loss: 0.0011, train F loss: 0.1480, acc 0.9530\n",
+            "epoch  63: train D loss: 0.0032, train F loss: 0.1301, acc 0.9556\n",
+            "epoch  64: train D loss: 0.0040, train F loss: 0.1401, acc 0.9536\n",
+            "epoch  65: train D loss: 0.0023, train F loss: 0.1346, acc 0.9554\n",
+            "epoch  66: train D loss: 0.0057, train F loss: 0.1721, acc 0.9456\n",
+            "epoch  67: train D loss: 0.0029, train F loss: 0.1329, acc 0.9550\n",
+            "epoch  68: train D loss: 0.0018, train F loss: 0.1368, acc 0.9542\n",
+            "epoch  69: train D loss: 0.0018, train F loss: 0.1217, acc 0.9564\n",
+            "epoch  70: train D loss: 0.0025, train F loss: 0.1293, acc 0.9590\n",
+            "epoch  71: train D loss: 0.0031, train F loss: 0.1214, acc 0.9608\n",
+            "epoch  72: train D loss: 0.0041, train F loss: 0.1260, acc 0.9572\n",
+            "epoch  73: train D loss: 0.0009, train F loss: 0.1003, acc 0.9636\n",
+            "epoch  74: train D loss: 0.0035, train F loss: 0.1338, acc 0.9582\n",
+            "epoch  75: train D loss: 0.0057, train F loss: 0.1070, acc 0.9622\n",
+            "epoch  76: train D loss: 0.0058, train F loss: 0.1066, acc 0.9662\n",
+            "epoch  77: train D loss: 0.0028, train F loss: 0.1194, acc 0.9594\n",
+            "epoch  78: train D loss: 0.0050, train F loss: 0.1160, acc 0.9614\n",
+            "epoch  79: train D loss: 0.0025, train F loss: 0.1187, acc 0.9590\n",
+            "epoch  80: train D loss: 0.0025, train F loss: 0.1405, acc 0.9544\n",
+            "epoch  81: train D loss: 0.0021, train F loss: 0.1090, acc 0.9662\n",
+            "epoch  82: train D loss: 0.0040, train F loss: 0.1000, acc 0.9630\n",
+            "epoch  83: train D loss: 0.0015, train F loss: 0.0984, acc 0.9702\n",
+            "epoch  84: train D loss: 0.0069, train F loss: 0.0954, acc 0.9678\n",
+            "epoch  85: train D loss: 0.0035, train F loss: 0.1349, acc 0.9592\n",
+            "epoch  86: train D loss: 0.0021, train F loss: 0.0909, acc 0.9684\n",
+            "epoch  87: train D loss: 0.0015, train F loss: 0.0911, acc 0.9710\n",
+            "epoch  88: train D loss: 0.0012, train F loss: 0.1186, acc 0.9578\n",
+            "epoch  89: train D loss: 0.0018, train F loss: 0.0885, acc 0.9690\n",
+            "epoch  90: train D loss: 0.0031, train F loss: 0.0822, acc 0.9704\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "o8_-0iSSje4w"
+      },
+      "source": [
+        "# Inference\n",
+        "\n",
+        "就跟前幾次作業一樣。這裡我使用pd來生產csv，因為看起來比較潮(?)\n",
+        "\n",
+        "此外，200 epochs的Accuracy可能會不太穩定，可以多丟幾次或train久一點。"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "Wly5AgH2jePv"
+      },
+      "source": [
+        "result = []\n",
+        "label_predictor.eval()\n",
+        "feature_extractor.eval()\n",
+        "for i, (test_data, _) in enumerate(test_dataloader):\n",
+        "    test_data = test_data.cuda()\n",
+        "\n",
+        "    class_logits = label_predictor(feature_extractor(test_data))\n",
+        "\n",
+        "    x = torch.argmax(class_logits, dim=1).cpu().detach().numpy()\n",
+        "    result.append(x)\n",
+        "\n",
+        "import pandas as pd\n",
+        "result = np.concatenate(result)\n",
+        "\n",
+        "# Generate your submission\n",
+        "df = pd.DataFrame({'id': np.arange(0,len(result)), 'label': result})\n",
+        "df.to_csv('DaNN_submission.csv',index=False)"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "ZtXnEMUNCE78"
+      },
+      "source": [
+        "# Training Statistics\n",
+        "\n",
+        "- Number of parameters:\n",
+        "  - Feature Extractor: 2, 142, 336\n",
+        "  - Label Predictor: 530, 442\n",
+        "  - Domain Classifier: 1, 055, 233\n",
+        "\n",
+        "- Simple\n",
+        " - Training time on colab: ~ 1 hr\n",
+        "- Medium\n",
+        " - Training time on colab: 2 ~ 4 hr\n",
+        "- Strong\n",
+        " - Training time on colab: 5 ~ 6 hrs\n",
+        "- Boss\n",
+        " - **Unmeasurable**"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "duk7k43Am9xH"
+      },
+      "source": [
+        "# Learning Curve (Strong Baseline)\n",
+        "* This method is slightly different from colab.\n",
+        "\n",
+        "![Loss Curve](https://i.imgur.com/vIujQyo.png)\n",
+        "\n",
+        "# Accuracy Curve (Strong Baseline)\n",
+        "* Note that you cannot access testing accuracy. But this plot tells you that even though the model overfits the training data, the testing accuracy is still improving, and that's why you need to train more epochs.\n",
+        "\n",
+        "![Acc Curve](https://i.imgur.com/4W1otXG.png)\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "s6UfXzef-wNl"
+      },
+      "source": [
+        "# Q&A\n",
+        "\n",
+        "有任何問題 Domain Adaptation 的問題可以寄信到ntu-ml-2021spring-ta@googlegroups.com。\n",
+        "\n",
+        "時間允許的話我會更新在這裡。\n",
+        "\n",
+        "# Special Thanks\n",
+        "這次的作業其實是我出在 2019FALL 的 ML Final Project，以下是我認為在 Final Report 不錯的幾組，有興趣的話歡迎大家參考看看。\n",
+        "\n",
+        "[NTU_r08942071_太神啦 / 組長: 劉正仁同學](https://drive.google.com/open?id=11uNDcz7_eMS8dMQxvnWsbrdguu9k4c-c)\n",
+        "\n",
+        "[NTU_r08921a08_CAT / 組長: 廖子毅同學](https://drive.google.com/open?id=1xIkSs8HAShdcfV1E0NEnf4JDbL7POZTf)\n"
+      ]
+    }
+  ]
+}
\ No newline at end of file