From f77699fcf98c5edcdd8fc8dbd8d93415437422d2 Mon Sep 17 00:00:00 2001
From: Robert Shelton <robert.b.shelton.42@gmail.com>
Date: Thu, 23 Jan 2025 10:55:38 -0500
Subject: [PATCH 1/3] first cut

---
 .github/workflows/test.yml                    |    2 +
 README.md                                     |    1 +
 assets/cache_diagram.png                      |  Bin 0 -> 143153 bytes
 assets/full_featured_agent.png                |  Bin 0 -> 138915 bytes
 assets/router_diagram.png                     |  Bin 0 -> 203846 bytes
 .../agents/02_full_featured_agent.ipynb       | 1009 +++++++++++++++++
 6 files changed, 1012 insertions(+)
 create mode 100644 assets/cache_diagram.png
 create mode 100644 assets/full_featured_agent.png
 create mode 100644 assets/router_diagram.png
 create mode 100644 python-recipes/agents/02_full_featured_agent.ipynb

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 7fcc24b9..abd8108a 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -7,6 +7,8 @@ on:
   push:
     branches:
       - main
+  schedule:
+    - cron: '0 0 * * 1' # Runs every Monday
 
 jobs:
   test:
diff --git a/README.md b/README.md
index 41692183..ed649e86 100644
--- a/README.md
+++ b/README.md
@@ -85,6 +85,7 @@ An estimated 31% of LLM queries are potentially redundant ([source](https://arxi
 | --- | --- |
 [/agents/00_langgraph_redis_agentic_rag.ipynb](python-recipes/agents/00_langgraph_redis_agentic_rag.ipynb) | Notebook to get started with lang-graph and agents |
 [/agents/01_crewai_langgraph_redis.ipynb](python-recipes/agents/01_crewai_langgraph_redis.ipynb) | Notebook to get started with lang-graph and agents |
+[/agents/02_full_featured_agent.ipynb](python-recipes/agents/02_full_featured_agent.ipynb) | Notebook builds full tool calling agent with semantic cache and router |
 
 ### Computer Vision
 | Recipe | Description |
diff --git a/assets/cache_diagram.png b/assets/cache_diagram.png
new file mode 100644
index 0000000000000000000000000000000000000000..fa59fda65d25c13e54a2728396317972c2df8422
GIT binary patch
literal 143153
zcmeEtWmp``wl)?tNFYc^kl;>2(7}QScXthLGq@8779c=ycZc8>APMg7mf$c*a2RC1
zX77E@$v)@Y`}6yC=Xr){x~r<ISFKv|uD8RK6r`{*Nih)+5U{1+h^rtVpn?z(kS)+r
zfiq$yDxL@k4~4D7#FV7P#3+@V9W1PD%@GjZgvD#3X{q)RW$4C!d~Jz{k{7g$g2;%N
z7c`3W=8#(ypYjt4vPhQ!5uqLyQ;w0Cro`hi|Jg@f-*aZK14F~B*@*V~Qy-7I7+x)3
zwKZL|!_%%tlEGUEh_Ck_OVRX;Od<9XZbp~}-tI{EF+x<>Un5}le#Pf?ZuFqCP*dae
z=Z4(1w6<WhX6x4^THn^d+fz`ZGkYE&gaz_OCiV;kU*aLS(`wQTqxmyz3>9od<dJY^
z(Z0tJ{URRzYQ0e<d}7@_bC90x{R1Z~1R17hQM||qQ_LR=i5*{My|)(bj1tXwjqXoM
zW|FzM$S4r1`n>+V5LIYC>_aUDgyXItnY*m-r`bc(D?PJ<$CSMU8;%w?nH!fY38~ai
z!i_OfWeRv{BtdVr8W!eMzvpQ^SQRqX5vS=)!SloWWp;;``$<mv&6h<At{<CKMnnEM
zolyb`uSq&l@z5~9RNo1`b($$dv0v&v--d_?@#C22hbI0yK{6#2((P0=d0aILgS?C=
z{xJgXtZp3F!lj)%k_*0r$_eRaM;8-WbkmB;1<ZbV{Sgnbim4OFW3I{=GqWl<xh(WK
zMHP)?N;_ZYOK;=P?Rpf<Z-~*l7;YlKC+{~S?D`&mrha_++Sfua^ox)dRwDHP#qfic
z@5CHyA&^TC>7QcYpGU|@8{nRdqu`?|%yirwZ#c=7RvJ}*n9Ai^!A+VGqXTA@tbs_G
z2}{ODT;e=E3Ps`#sjj}0POKW<Y~^F`U-6XBKEFoDLdLMQGQ#Xd3OsLnFXT>ph=KHs
z67`8c?jGUbXsEb$G#<IB$n#4ADxuz|<Xh~}jdw`Beq<IKQeGd~psXJwdr=iBhaVVI
zq8Z4V<py<(;eR#lMZbHLj{KB(GZi_t7QS*Kw&(U9BiZo*uo!PNpB~eo;v<JX@1)GZ
zu86+=Vc^ay0Q<K2;gw@_wukoxy})w_9{D4CJP?K(9TrijU%&IS?I4&)xK7@!7S<xZ
zb@S?7Bad20e<Mx>?w%7dNl4iB_uh(+=8VS)8o_sQ=PMS!I+m0!W61g#JW%GMZEsKB
zsOzfF7!z8R`;|ot%+&t$ta<O{8#MyUh6%XiT+b2c29kB^R87o2*dv)n*q)Uxdt}oQ
zC42O1*ONt8Uu?|8?8;1x?3?f^_L8<0?a4EnXI^COz1PQA6ZwahUsI@3o)ejwZB8Wr
ziuhVs6Ra1a40$W{Ruds_h4=~zm9O1v3D~an*&@0_^uOr)_U&8lO4Dc@!k$}5G(6@o
zjSJZq^a+vIFNpaOaW9{qC*{|MAX4w~Q~yUVkf$AmhQDIFBMRf8i;B>MBKH~L4+;@f
zfL|t|S_E8Wp?~s^H)5Sd;C^RkL_CXy<B#h2Fb#F<E3M;$MTCnVyE};NuZ7*wgs9O)
zMT^j}$HYE7!s^6vk|YVm#Saale))zYHr$L-R6KA{l!%J<4P!OpT(}zbbqsZ{)jHC6
zz@kX=M}u{)V~j2(LNzQdan`Xh24wRbW6NitM?<d*bAq?2AbdJe8rfc>o~N9i7_9-W
zIqai|4~_bha4Z7nOdoy-mM~$|0?~DE8g*$s(FmS0k^d!R*a4~%+M`zJwBjXe2w~<$
ziSB8-RP)AZd${6%_#JvgbVIrve6hBIt`>;+E$WA~5kV~alOU@gD$ys#Xg^>4Wbsb$
zL_Z7_&%qfB-^R)8GBY7^qH}uUL|ql-9zH9wM~CzA4UJ$dSzqd7>D7<N(h_-Rd4hRy
zd8K*e<7l+zw5GIg^C|Nm(`Jt&<#XgO$<TkQU=mb^$!XB*eiZDBF(dat^?2aH-xTJZ
zyeM`jH<qQP{Dsl!6HC9h3}1eNbAof`v81;4oZ6fipN@8xfMS!LN9M7|2HQq7Qwmc(
z6H7b>6Mp;#6TiAb@uISaSiTBtvG3$#YatiDx)jg%u#Yg2_=4T6evOUdVfAvQa?REf
zm`Y@sMRvDZYMw@sMuDr+ezi^}NP9^oJ%3m^GuI&7SNt{s=8r1hAx*79t!bLvZ6Aq6
zI>ITPl8_RRA}}P8vcNfF={oTu<w>N(+Bng8{lxINXKkpChK_AHOF4ddtIod8?R?5S
z+dRhnL>+T&w2j-Y5hwv<oBk}F5QGM?-}NRn<_+Wv6gJrjoqwb$^<{>v7+N?m!#Z6)
z(VBfN9bG|Olvv&%Qz>#7AXMQ{N>MH>?-zHcecKkJL)|LrEJYM8@Zz`v(b~uc&-BHF
zQL0GlH~;Jy<ImZ>j;%kRbO=$CQ48m?<Z?;UfAEa7>K5uoTI1@bkIbB?+mZ9cX-!)e
zJ>+@$0^?;&k}a1N&y}sUIjKYQ*V^IJfG1raj1%nZyUXUvRu*Ty)2>)fNKaab%&^`|
z6m)?iG$Jk%G!nuRB3PfYWNPo|RFz|vTbCW^s+Rkd7wTwg8#X+je_>l~$33rCC1Iy;
z_sWjhmVF`H)!r4UCDN5F7d=-%5<^Nove~@SWTck;b7j?`^QaTLo7RufAHSSyueLvp
zl}a{5-ED5~CapCt9c9E7s1{8i719;X4A&3qZDDRfO^Zwey9dc8csJuC(y>;|;|A<B
zQ=q&vT@^zWhD(b}o%VJ1tp}S2#Ru^R4J0}r7`i#SJ#Yg<+I#e(P01+)mjq4(aoz7W
z%n#%D>lUDMTBTJtRSP|?Ua6koFAbh<uu&fspZZG(EalSKyVRTFD*5W@#`RLreEvmE
zl2;P@E!l0?UC8Z9jevHIb|KPd{~!LV{^zfUzFvOC4#0gU_l_gbIuQ0w|J_^EOw8v&
zLBVC1O<mk(;JK;2JEe=!xolQrCgUpOr{Bqg7v4v7q;_YoiT0F}y9s}%5+xbK!=Rdr
zDW#?m*Oriv1d+;rhzhR=^~GO%{EE4ND}jig&(&?Og%{pP=yb7KzD9dAgkg<AfL}te
zOpi*FK<7#qsgRNmVbm7Z{<xSVDkJ@7E{5ZUkmJq#ksyH{{bTt?zA@|7(=cMX9mW1+
zh<Ek8+3@<i;-JaS$)#dL-k3C|;n$@6<s9Xi1FIElZ9lG#rhj=}E#IizO+XG$$4}or
zS$<Ob%JY@as{xK{6qawO-%86qmJMki)=<~DS>SHcY))=4Z4_*hKeEQG31(IOP#~8%
z{=AxiFbq`asi4naXZVb6IVNOXe$ZxcCQ$g;4&SDaJ+=ZVGcY_5cLKkFEUn_DK5wht
z`~463uQG^G3GcWGGW*i!1P08eZ?yGml4}}<MK<$>tTJr4-NqI(JieW{4iyfLWWcYH
zdLHCsEwjn#&DQohj(w3>YDa;qsOIU=ur=4s+8k}tUgCd?J<m5ys4#?;Cuw?Dbynq-
ztq*V<R7bRfZguXUKaNi~_L&zoY;~md81+2B@rNb)`K0;5`Aele<rRivhN@pS_via;
z*grLWvNMp<rq`a)CO24aT=u^0KQrVuvu{-XX{fAerPNe=d@H%!U7C8sJ!Q|ms8@Y8
zLG&$QLHAw5w5GO3ydAYY^X$2q*Z1@36_R%K!_gJx>NTjs&*5SHmn}LaOQof5PxlOz
z-%Y=<_Pmgr1)Dp3UGCPoo-cO+xzJvJ73yo-x>mhd5x{fJx}sb&+J7D)79V025&?~Y
zJvqC@PR34;?29Cm5{>5M@!%p8+I56%y^J#@?5T^c<Q3to+V1?(_dO1|P`nVP@HXwh
zK4a1QP;NXK$~wln|F&Z|LzozHAje#Dw(fCw(!=I%!0R02RP{4<As@y)Q{U0va_8H)
zRNi`5eZA4mOs<&%>UK?Q-1Ry;t@F3ps;H?nY<}dFyJm4Sw9r7excg<O<#tbDI9<~X
z>%g~-=TPXU?-BADnmH~uxyG&WiIje!?$%L-e?`4iRrG-ixW!Ol*y|?$?HIvsTy<f$
zVreFyF#q(^Nw1Bo%Pm26adx2#!rS7bw;Qt1#E`q=>(X-J;`Xih%c&nwbBELAJ#Xl7
zy$7ZBkDo1zZka2@exui)q10=p(85kdMPbEjQJBiz)TYfu!)J#JG%y;P#Iu)D=gj`!
z-WL=i|MH|qm^4GMbo7&a!oC9Udl+-5ZH|6J&$2?@KZxzGa|tJ3LWA4eBYt+^U-T96
zslz}JS4IpyLD)`u*<oi{Nw=UW6N!F-sGHMPuu%};XL>BSh3f(LMpaQK{&jL?m=){o
zXfiCb0Av*5=33Gg^705wz%e=k3L+`O1K<b|_zEFD{pYbHA_D^QALo$}5JIdFQ2uJ8
z0Q}y6J_6tSK7alq$G%5E1OCGYzV2B_|7eX0%0m9fF|q}44M9XzOj;WFRW)@sH@62{
zIzTQ}^IL%v7>;kW!3YRMwD(^`X%(7Z!1yy(YFZF2c{z}&gB_c(nS+Tro4cLk{Wu5$
z?jYdM&KzP)>27Ch4+gmlQvJ~a1RUR=W~ZY3qY1=DkV;EliBinL*_@J_?FHKlDj`ft
zN=gA|GYgQ4xa42mf&T=lEFlm_5Ieh@n;V<kD>et`x9l(Z`1sggaIkZ5umUYu!5;Py
zV|P}2F!i5<{9_z(bFitil_SK;!JhJdTw@al7l<Gg)%}hB`T296=I&Pix|2Qlug3x&
zkp2D&`%AVL?Ef4a=qhl37Nlh5Zf>hBZe<6^47i67FV72sKidDtm4Dswx1L)6>iLq3
zkMsAgzg_zGuIgZOXE6sm;GPhnf34SFoqxahS4RQ%`$zvx6o1P3kF$WFg)jx!|G8*F
znA`T$dB8e8vl3TS1AYN5yZ<280Dl<%{JlS3CWH(jm>?j$MvxX4QFBM!OGj&*oSc3?
zll?CAvB+uogKI)U5s7e2*FC~Ls;=eFIeJ(#fy90f;%!1AW-ZSRl+{oO@%E@R_Qpl>
zGK85M#bV=<`_lRbX~4_30x9)111;e9W`17f>KgX6&qWZB@ca=_C=n3RU;mfG02F)%
zvF$fMipI?T>-B&3vPD8C6F~pphC)QANk9;lG6{)#FZN&V^v{tf{YSsO`X8qASEJV^
z7?cni*KJGQ|8e4fv;?Mv{C`vWKPmlhs{4Psgz|qo?*E@%3Mi2`+USp0$(4*uqZC(`
zRKWhRnFd(1^$#DB{wE_0*s`pTC~9fjW4R$;&Zc#%PlovidSj^bMc$!m^B9k2i5#!M
z?=-pR%m|t;mc7hd_Ui|lAKEhrAqGXQMkBKR7yC}BhytOq{TBE@rN&}NM&5s;So<;7
zA2yQ@KS{u&8UmdjV%!+!Km7C#S7??Gr=|w7qcZ2ZV3%I@Hr*xR6go4)XF<=0f(J6;
z)X2A_ijNlB$Q>jR1m=_f<%^z1xlVjdSVsG5o+BHCA4@;ePmlNg-@ME?K@z`P#TVFa
z>A9an`)xgoc6BHCUB%>-bh&A?pvHWI1N&5o`ib7wpROWS<VW3%L0pEQ7bud9*D)*2
z@jJ$_Q&PIe$)+@Px;(vXsl|=B?iVF(^lOvgs2M{)eR7{u<uT$UTh+Dh$c;ttNPN2M
zJmZ4yNh};%*`8p~>KSG~!n^jc>A0WyL`CsA*6n`7%K9f&g_secYq==UF2fT6cgNwW
z5XO_Ht&BLQweG%fLgw`()2JBgC|;^9&o#ZTW!g2i1g(ed@a1J3k{6V*n+7gZ>h(>A
z0|~4fKSL-IBDv=oVx4nYXa-O4%zg4N-AHLE`U8Ix!|N)H?UKbu)RMjOJWG$88FvfT
zs|VQP#Bc>UPX*0_?pp@9<GtPv?cwdrCk%TGg5c{)V8Tm2*k+YHiA#Ca^?V6f5@%?6
z14#brbVAWQ-DTP-Dz5RB#UM%3>9}lq0hB3)h*gKTCw{I^Z8KW<j)4pW`Sn=PWmnB=
zJTGiZkCANA_j=!XfVF{FUqv_&?U|!LST8x9*wA~7XmPN0M&B)+RVR6^(e{-fu5v@o
zW4J=Dg}BG>K9zwefDgRcYgL#|H&LiqsYWoV-bb6Lhu@U%oln{!|3_22aA1Qm$f?t*
zQU&Aax3=|=d#!W6aXM~rU5n)D7ra<pJKegySV^=PO5y8~UTivSyIzMuE8SA=Zcau9
z&KDdGpJ`gqt0qqr$d?*@J6exZoc|Weq-uzNpd9z5<*;qRszk@=3$T*$zI>Vua@YF}
znRfbSn60bf%<F@%MmR&N<}5tPbL=e{@6siQLXUsnXi5)}{O+y__v7@-Ki^90f86`r
zfm8kS{nL3T5XAWBhbOPrTQ8PR-qsC_8r7Pcn-f+zA^j0Ctx6$eQ~R2#3=+i$jXKR5
zhxCb{kv&c^1va)>qP}bKshQ(;xTpn77ls;~rd9`|h+<MtrGP`T(t!1PuO|AHbR~QB
z;g^#rwMqlQL~B!@O2h5Z?z<KEZRWmBJqPxMuC(P7=|`X(_wMnR%w6phklPK?-=m#a
zQKR0E&j}Z4FLoxRhWWOhjUB?X^6dSmTuuj*UkN6HuQHAwcOw4LWj!5`|MDaHlE7Fz
z&}3#o+gBQ{_*E2ZI^`S=Q^Eqdx;K|U-r?@8F4WsGbJ<Ln$*G4m(ZAVN($puQSNH^S
z*)^NOJ$t)QWh$i{=inx~ttFNVXu{IkpwQoD^oFuGxT>us(|tAUNlR`5<?Z!FVh@Gi
zV%)`&+e)N)ny4Z*-=DUKv0yYCtK#iQ1}mwU>pN`j&#Y)RlSMISMcaA>2}i&Nm1*@n
zGmBuYM{ngd+&aFyT#Nqdh-kf0w7&r8YUyCR6*`%=u<zK4QaC}8v3QuR^k(j$?E+rI
zjfiMSz4E)Ti-RTp(oNV^O6nuf^hbuScGXwiw$FcyDnF_rZKb<q2;81dD4YNr<FYI;
z28yDZ$fhr@Z<d;uK(1-vk<VxLr%ilGt7MsNI#+F8k9CDXK*x(!zGPWHZ_Vr_bkIv3
z{b|0=riER777pm;dH@>v$FW=~&Bo~xb!NVsUmf|tQ!+|K;|kx54(IYvxJ)Y7o3AZ4
zfj92WigK=GA0Q#y#8RiMsU^RHb2UqGBt=R{r_rd46VjBh6?w33w)dwe?|zOHV-yGB
z+&)U>w2I}l9Hmsd!Xje%c)q_d5KAk|v@W%+^)3%s6Xu89^uKHOM@l4682HyWG=A3U
z!>op7Pua<S!PL`E0>$27VuS6)oC}-1K}w$9=GA(@W;5!W@CDzr<`U6kKjnUGr<<f^
zV88}aK06r^j;J7-j&C(S)UUIS_XgIpdZ!>&!?LB~^7eRuec!cZNv2eyJzTJvlrJ^!
zw#2Z#tqi!?+@hqxee4y3&yY8IG^J_S2Rt-$rq8){x6pPwwO9yFJPsL1t+%v&pA=U{
zpVmT#)Kg^XRlVg{j;KZ}Jc|FoaTvM?9h0IU<83H(Dz3gwcf(W|#Ssm$`K%T{kr+0_
zy)fvaAwJ}PN^x{`vb7-co$FkTDe(=nM%m|+-GT3$sSa$BPkGKi5kfxNBdHsz`ND7A
zTJ&KYbz_oGgMG6xOKiq+BwV$dr+h80ku3Wmsp`cMG<J#C4+=SQ#MR7q-K|P=8!D_S
z-lpzuC>k=jES^3o(kM@{Z9SW2?3q(F`WkS)vEa~7xKTC|ftonOu_UeekjrkK)0}_F
zLv_CpAH><-R&=qyz%x~zani8p9C2@MGr*gaPqW45?tXRP*3T^hmd*hlT0n}X>RV!`
zHuA3B+pTFX38mng|7_;l%inhx<wrjxw<VXv9#3jr8=MKzTgh3#cc!^Vd)`&`kk^=c
zr3f^)?$<A@PwP6=DF%maWZTyd$t<B!cq^SRf)(AIGHwlhuO$9(jSg0Dq}l{lU713K
z^z~R-wj*!17A(gWs%Zx$LT?C%-Oc3@hwGk}$Jvx-`re4Z$%nnhwW#wFv)h76$kj&T
zz}(x+{dMUE@ZHtcfU2UP`P-M~`2!<d_se}nrNode_Fy~RZFz12n=pIo!521;X+EL4
zQAfD%Au!Y9Q88SPgE3^6<Za>h1^bq{sz{f+xm&ODE0+TeQ@rb~nVS=}d2+W~&&mS(
zrRKgNo|P|~S)K6c(W485(v@m49KKFp%JXF}hbtiPdE35T#IboXQ`}JGv6uWd!>ZC~
z)HHpvZ7aiTJw}RrOpJa9D@<q>MwLa-F46}#N{OeoZiB#YFEriX)X8C&6)@?O)KH)C
z!+`zU|LbQ5Gm6fHFp)YMd+Vu+@=1xDG<}uS2NL6kflN)!V1`6wT!GOF=)HTY&a2rD
zt(N1`p60eB6>$G-*Sx{`eICQ}Y9dj`=js`^ZBmb(_Ms{_EH{5Gv2P@!O?($OzU@~s
z@ACrt+bTZ5^lShDM^#rPAV2kG_ciS6V_>JT1Nzk3mohcY3fTr{?@#%!((TmbQOP#v
zF~^>wP0<ia9kgB;Y&8wgKuBr?eF8L8dHv>nE|xa(;uK;l^jj><iY_Ft1R57&OQnrQ
zSFGsj4`6d4zeODgC^@uQE1C{%R{+rO+w;uvE8?&dH~(Fip-9#1vxVixMj5UE^W8}a
zBUq%xI0k(hrKH-6t-<rN8N&um3^aMAWP#?X!wdeyFRG_c2Qnuk`}^oK_tK`XQ1l->
zJB=(bFQWZ$-J<4@#$hhg?}4TI*%!L27bFexD2TJ9xz~>_%6t9T3Rxl|*<JmW6Tx=e
z*)zo_Mc6kLD@Lr0)+92?_qApiG$4|H66_hhFs`u0*c18mE!HSq?(jkhR~Y}*R`DPg
zYboGM&!1)MTwW0yq<ZH!N^D<xsofHx!&I_LpNzL!7F~@2LGnIv2oO+m@1JB7j4}nH
zU=ZA)snVCQH~v7nj;7Mj)+wmxPoE0K<b^pxxmBAFnxT8dxz*LxU(0}<<yz!#ze}u8
z{@lKKhpsS9O;l>qd>4}(yR%&SYCAfZ|H|<0R6+}Wf<<uP1u^W=H2k4brCjye53<NU
zcgJz6r8!;Xk;1_t?MLGBg*om<w5J1C*tR8$!~AS}ObqoQi4hKRgQlTR-9CX5`!4R@
zdS6_=ev9jHO{T*3<#ukgZD~yMtGB2L`$ENj>@d^J;c$lCEfHvRKg}rIjZ{+H`6AQj
zZ>cS%4wBt`ZB_ZPe6ebwg8X%>@$myYm!s71r*y^WzYhK23(w|t-F!q=QV#|}%K7$%
zavXOPLsfIl#L#3g)5oHuBOr2~TS?mW_?jNrR(Tueb8vIuqaRa-#s8Gc+RSflmnTKK
zxnGNTJ70E}@3p>9@+n~b2e=n(O>yQ#fk>T!0TJ$yIUHB~IZZx=$04KEerdib-|OOl
z18`YeT5gbUO?S&y^Ja1K;#<V3LyvX^K6!49byXb*zzzf1I9=fd(C?7;{80U{GvSN0
z%#4$Wu{#f@q1=5ntX8#*P)<cg`k<(GDNXv!TihzIA1=<*x0ES1pqMfuoP$qHl?n+h
zQ^H`y(RWrAI~w$vb#gV%oj&sFATB~|Pye?=DYPNvo<*;W?fS<F*><a?=xc8YCYfBf
zOGy02)hVT(IR(LMeahI4L1UQ;k1;(T4M-(h%bR#_ShY;{e@(v;_CK((5T3fscYcr`
zUXEI+S~s0p%i_XE1Q}Xar)@B7_uYI^T7E4xa;o`&j_W74w4b;7H*6W}u-X{|FTO;z
z$763{nedy!R~djOPu~{aOfpULTH>EipmdUlzZ`ull4<4F-*b}XvOYkAm)#*8`0RI_
zEbBAM%?ck38~?E;wOr{<M8#=~HgQ*z>ZE8$_r$N3nsN0G7?}fI&tz9MYMP5*G?a?N
z1-zk9+~#t&AX|R!@-lUpqHzo7X60S;3&o|}Jd+{<H>O`nc?7PzL=h<WDW(?6O}oz(
zK1l6mRI4!sQlUsJ_tu8-r=fScHO};BHDmFmhbdPYgvC=>G17NeX19@k=W}nxJXBwr
zf10nS3Bn=kwQE@7o}9H5z|fce={l9mQveK>G@AIZRgu2-OlwK{0j+-gN{gGr0#B;Y
zhi0nve&)(kGi=PeRlgTQ*g6RcG|*l2+coVk?p6Eb0~E5)dlNU0HwHF<80#_iutjV_
zp$6JKahzJ#XgrhTv(dyXw-uk6wF}j?sG^1E4GcMcle;N0n#n~HVQt>UHk5?Oi&t`j
zzS-0i=GOZ0grL)q)soVR>a_$0o5=F)?}<8ljT2j$eg@y@GZqv}`${$N?*nuFj0{y5
ztxU3ZT%lH?y3y<^v(v7b8@yd`7TthI-@dN8q4gA%M0pek1{uto+2%qEidCsoxINGg
z!=4nV{Bj(w=Y7<rpj(SA((m4u5#pVKLIpt)R8D*Mn+1MtjJ|yl<=c>yw^E(y3oGUu
z^em+cV>5astvS0Zqw5x~v+d{?Z6yekFIm|a=@U*aG++R^9qgH%8O~tAS}W{JPOk;k
zRdDg_{eJD3gk75E6kXfjveDdwxeP?W7Bp-N!huui=szyQ3SI)2C6nlZhqyAjj!9*u
ziBSq=n=K8tV!3v11-;H8)z@2bF3T_DdY*4>;x92`WK%CxjfK3SpmW2-2SLmO4e`b>
ze6UqEGk#1tPv)sVK=xBH{zmpnMDy)4*IDBXTfm&M7gXPk+K?iP8ivY^6F2Wn6nbe`
zZ13VU#DBfJK6F4M#nMTB>2+>92DLEJ15zV*lW|%0R<&>5T=7=%-N<|gjca@7N!Kn=
zV$iX2!L;g=?6ukng*cnaRt<;BkC3Sk3x&nb>W{wV0kY~_W0DyuyjDJIc{6dNj76qX
zP$AF^q-&5F1>ZYQmEhucI3P=TR4Du)i7q(^htU6&c9G^bRVB`b%kP}NPFw|EcaV1^
z&As9c-cl3FKqJ&Sw!#k`{rQlB|8H3>Z$MEn4!l9XRHJ+y2wG20nPsv~0lef~Mqf3c
zdr(Q4O5eFfVJs;dG-eU&SFJb#rRoOq{a!PS#rIWaV^7bnWsq~8Iy`7rQaBuXJizf;
zMd98+hKBlg^NxE6#(gNn2S2lbM(aPVeXZ%I=+ZWkt|mTxrCZlLI@<!`Nf_?$U}u4v
z96_$?Ds&xMr;5i9RmOxf)2u6|8MB!7v<NQ3WD`8zHl6)ag9#6y)QM)YwtvbvE+Y=b
z^cci|Zgj-Wz<SyitFvAt3hLSff1$7BLfmhvK${M#rH`&3IquSap2=r?<;g4z<S2p{
zTHhm^Y#o+nSP7<_2S_`?OMXVl!h9RraVr@E(-awC`6k^2rVQvEGBkQ6&hW5`MOI)A
zSSyXJy}=sea{HsnVzg-)!mZ}b8jYPi^IRXUjh$&sxkJVYzoqIQM|u|&S_xPi^K5R(
z2`^Shh+wlYWpKaq#SDJhUR$y!i<=o?e=X7!--XUJ{l+|Z91An!R!W_9Pnv7}osib|
zOfaiuPc?&6{{*+ThIEGQl{@*3pVxFay<++u@_u{E%5+E|eFXe)5*9KFPDlQmO9ag3
z;6>CNn_lDRaqQ1!A_6Ncu-0`&*sbMmwSdGWyI0iN_4oCua^I82ICGzaCi|{Lh#}6R
zo1dn30!4<vorC^B^)gs+Du9r)^*c`qt%X|e0lToJeeQSpwEJB4<6EQz8{rX$;yOG*
zC~5hnLIwxqj-ElAh#<rJV8wlDhA&^1ttoF&Sjwi~c|;p_hz+*Y1}Ek0mHTDLYz>rp
zGGRpExFi!y>!~aq7x7s~5U~n?5>|4k)0?7Em#Ym_(yrBGR5c|;r1i<PajU^Q0F+g?
zB*jNxM%Io*{HZ71@WLhd?#bJ<pJ~(QMJw|1?YHNtd(F^_;W{94o)hU#BS7TeeXBqy
z8#k$0c!aTQP?s~)f#N<f#bDo{y({`=N<I!)$b|HAi4a3<uKicKXNtQxCV6XRYj&~1
z<nLDuGy1lct(814`cu8NAeKJXF=n@4LF%REF);I~b&A8E9U%)9^>UjKBC_V#9x^qD
z((?M_Bv2~HqAuK;*6&A~w*c<U`Wy{j1kMF|4elQp<DWY%;5&iRfRh``fF6?RHS5zr
zJ%pBa-J2E8yXEWl)SGX;Q?&K4w>*71auzL!+&v<?XD^IcnB+c4#*H|P#V}3h^c^k>
z0m@6>umB_TSoYXzs+lEcndDfZIb$08Y%B)uB?5q&*UIRZ$YG^Dq-O=O^5e5TAYz-?
z=3)>Kdk<y5Ern}XULCB6DZX#V<wW_)+OW79rVQXo*BZa@9zz^P`Rd5W_@v#w(80Z{
z>xYC_$ka3#Gnp~6*X~g|@Gu{Jq0=!I*@3jN-#6HcmL;|PR}rv{M8mW`b5?pwl?AvF
zYE#2;!_NWs_F8?*<P*@7O13!8A)tC4#cTpZD5mszvasrP919DRFs)L4al<URabXrh
z5C?7Kzzh3DUiwts?Ov(mf*jl6D7gSXPS-G9@rfj6`+z<N*8;@lR2~QW6oSUHh=(F0
z;y)r0>0JhasoP(N!zDBg%ch1>Ffc2GEY$NR%(QQK54r*kMkg@Hd{^r3h+SI({ozf*
zn2RIIZ5e3r*&-5>d}&Hisjrk^%-_p_4`_bi;FM0i*LF`R@qm$4V3Es@J6J|`>?j;K
zq+}g3xGl>8(Z`oTSB_!*wga0NU?9c~S>USbi?c4Z{|c$fb9!68VgsT#T2#4um!Lb%
z<~lg6w&6s6zb?-)8n-^P41{9-#N?=xFnwOiU>w`sq+Z3ZuM!~fU?o}z_J*Z2_UnVM
z^y!e;p7Jllv`+&%1=$lSG9W;9*oRI=g-+%t{L(jD?48q&%vshtF=!lvz*pEoByRo=
z?G-~tU^^LU(xTn-?2;d!jXU;i=Up470^rLpdP*!xqMHEB(p@9oa@5|(WAM{yem@z)
z0xM)aS8gK1HW&xHU^7b9xc}t>@OV0CPo6)w{l(v|gm)^J1bbx%2+^|=u05(QmH>Sf
z&0&}PCZa8`CGMI611>|^4)5^0g&O9xnY_x+jTX`oy8MAmpXxlC^zzD+d~qaD)ryG!
zpq;UG2<{d>8uLJ|`rax01D~hFMS+;e&=<+c5c`d-OV^!w(JIN_M3M1(R!cELEYlQE
zun&uA)&o#k-FoCtvB-?+b{EyJ+T9j4;J%8eO<Kc^P&0~q**-?OIgvkDsg&C&{aQL5
z0OB!^z00s~+DO=ZF{!a-<-(>;toC$F%V9EjcUS*S+;HViJ1gCe=owI37<p#VdIq<r
zhEPIyah218qK?*jyvi8TB%56U6b{#Fp}rj4Ey(!v@$6h5iHQ_4uP^`|ssI=QX56ST
zQl1sz9r5!9_qEK~s2sTo){FJ}mG2@amxg!Fgdon(Uzi%{hEli&w9ib2uNq(-;MFjC
zP~iz9M62!U9$I%oK~=BkdU9fa0bb+motLJETxPQChvhMQa?rv<I(SyRO?9=_p&p}c
z+Erp4T+F|knV`vXNRL2BV@~-0k|P4r1L_}!Nd<%<7+?1tvQ|t34H`^b-Swijn{0!k
zR{Y>gHCclW7=9yy7qbz?wR-XzA4KMCYlil2`)@|z<*DVPKO5#>L_7n)K<g2~q%i(;
zJn!x75T*(7gMfRJPmFZO_a+_Jdm~<xV|c{M^t3^R*e3OHw_r=()7rDdEu!}>j~a&&
zQ$7uNXC(xT8oz0-mwu?SiYr+W&<U2mGg_aHQ0S*(eg2)md$YJOLne8~S%0JN>0|eK
z3W4qvbVcoqrWa1D;)+eTu(MZ*{kI|z79PFfI$Jjuu&$!u-Rq6welS||v_I&;X#I*|
zqPBx<wudZjLGJ=h$?KqLYcT(7xiDq=23>!g;=Ab<WK?aWz%9?w08~5h3c;xy$`UbT
z_}>3w?p7|FYAf@4ES~MQof+e)mC-Xa2$M9yuP`Tk{V0XV=;Myh1S}C;Ck(MklWdOR
z>G&T6G;<dJX2TaTw%tB@9L|)RJ7uV6Cv<r=5zdUOzUNXV)Oz1ip|)bUDLHT!S19NA
z;+Q_udmOCat`3&Ib65gUPXXvE=hvpxeBTvoz5{SVR;)|Y;ypr3nTfJFl6jciGrq!-
zP5?XVp-|N*JyA;tAs;zRT`mN>ib!wymq~1iBnoWZv?ps6A#63%KGU=;9Ok!>0Tq^j
zonVLY_ZY$VLFwj0_AVc3lR_E&Z4y3bvu@+6MJbOv64tY^CMo#GC3Y&<kF8ip?Chro
zppp{LZrCPZ>Xb6Fn5)|`n$5G7E63U}DjKrUF*Tt$!0{$EhWn~3=7p$82~r0-U<BF~
z$OxFDWJ*i~g}?Y_uZ2+f{yJ@viY8|qcuCA6OFSZ&P^k;<Ti#srP&yj9eYh*^-9!Ty
zrrf#vHkeO-5d2$0fPnIyU^Lk0;KFyQp=?x)IBSLf;QDN#v)Tat3w*C;<b1tu6&rPP
zA}+y(NztHv^rzut4?rUm3Ypo>CHxFSMYl&K677i+Y(6{NCGyPx*}t=Xk>q`;36BR!
z1WvT=kcc@0a|mR!oVhA<TlOeiJT_TN7Upbsf_W7pg$fU42rgWa?akG^ZDRAsg|XJ^
z)h0IB%nbLH!ZR)>0L1Hu9?u!zV$(P7YbErh^=kn9cXorSyX-9B0bq6LWE&fu+m{Q?
zv<elaWoY_k!YQBVG)TW_BhPDTkVV-=q2eEoX1@dPMUiFGb8(9Tg`9Ng+@79uAMHKJ
zxJAT;!4H_1bW?a#v$IN~!ohmfSoYQl5SQp$&ZuX4A4><5P^cEj#Q+$TVXEqL?f#0>
z{e>B@5V0zkERFP&4~zPJ0FXj^pTJ#z(h@$XKI(qzHJtnoQc=noox-duoJH4Shu;Vo
zIR2hHGVJO?whFoNBVnKbGiYp(5mF?N<j}Iu-2_}u=hkKZ+zFE!;Ilyc-K5|#2q4-_
zOO<tLD)?(oAl(j+AL0-wEu`@*m=7e}Bb0j2DI1%~qzQwjDLyaiTrp3Z@T=z4V8awn
zTPnr}Nma#7DO2+7-z?fk4S8Ig7iRk6yC9c25k;=JwPut;nOMcNO9q$-LR3bY;<^dP
zjGF&|%ABaPjx5i3rckbj>wQSwX7GuS#4zMix#gpHSJ4$?c8|ZPmuigXNMJ3nw%oC`
z1M>$;8rK&WoxM{LFn%wfE)=?9+#RQh3lVakkmn)9*37DSa@$8iO**6QE84m37}_bl
zJt}GSi*#VH-zw8<OBj9?t!14FmVuLS`A1$q7#6N7V^@daZw;?K{&g{&BM~7EcR$0e
z0}7(U<~HV`^o>n-FH0-=mtb+Q=TpRjZg><!Yrx|5TrsE)u-1-dyTH~U+qiLUzjQQM
zJ?9i)Vg<tPB2_Gy&mor7i^Bd)^;*o~)0}KS;6Szp$7*YP2z^C->Mfrkpv|J{sL1LI
zuK~jSI~bIGA*AAnwiNr9a7c#atxpyOZNgM6fG_Fv_xGo<C<+_}g(RClq6QNBHgG!G
z-*W(76c#ADSK#vPK_%;$gRcIs{1qNjt^0~cjt9MbiWxh}$<|D;Tr+REPMviCnX(}?
zq3#P<zCDcfqC3ZljZ2%^QKJ1R8-NGXN6%s4gM?t))O_n7#pH;*O0PJL?0_1&z?O?h
zx-Yo(*LSS*E1<eO=k!3nfFTHnRhC#;XZol>Yh?O(k`h|cQnB?6?cU?BioWiOx-TmO
zb!{jHdPcENv!kBG0XFw6<%?4D*5@;NV0n$BFa_S9C}UlHBGLmj0-d4V*f^<>Z`b~a
z$O0$!2~+9!)dYn{2?L#<d>lFAFBPP<AlvIz*XGm{Nmk<5@3EhHR(Ht*b;We2?kDHF
z@Mah2yj`7KS!Xz!2^P^oH&iwhfXpVo2V<E7a5(V*aT?gOFx?fOP`ZA}Rd)oXqGGT?
zu5cYl;u}t2$cNhlIx`jef&uA6SW6Wx2iA%C1RYGV+Z0vyw|&Cj(xN%)hE34P484zn
zhvrwdTF>VPaON$N8|O-GZdRlF3<1oSHGtE<USS!!o4Gqxno6fOYk?2i98PB@-CJ0q
zXH_jH{}3N4^o|r=NrLbKEoh@&hOK#<N--UXomhArou||_J$A?2iS>`n?<!7n?x=G`
zrnxAyFxU<a)AK2aU}HZOVA<KvRD95zPO5+RQi$m5(f+6t(^FrH%N}t|m94z$2*D*z
zXMYoa`g98@!c;1S_)<W9c6M>_LA4oK4n%^L=DQ6|sK}aFJ{LUk1~by^19o8t^NdW{
zV$iWeZ$BSj<F3hpKk|!3^zF3x;gj8GTBC=BR+V>bP={tuR%sq7i{nxyA?rzoYqteK
z3X2M;#ugGQPe}FkK}(Aw+5z;Yc*9wi++#iFD-?F<&-QFO_}5drTIFB?&-N-#<!l4N
zXtgsnd{HTL)G>#bkEF6YPGwn<PiZ^$nR<QX<x2xK#!KTvHVlW&T<Wb6bL`(+PnR(=
zWi)o-4doGG_=1@)D56zA*5#V-P%HrT;H5(5z3X6{p^woV5x~wfgv8zee1Vyz4^{ws
z#Cgs<k?#tV7Q##TezuPWV)@7#hs3P@%Y7A`N_14V%|LZx&+}|o-BLm*BZNU7$;I6N
zPH=~b&Trh$8$y^^u}SrJ8e!M-EYTn~TTEw+*a``ld;wPVVnnvehUSd2b#RPz?7(87
z0SRO*zOV2ga|#=xH2xrRPAdZ15Hf7sST0m{NlM<JsRRFpM)6EdzZ*QS0GBa!sa&cy
zANX()i+CU3E}|DPGcYgLY=4OwmMU)XNbkW&k;PtcJqtH|z(CAQUZ!7hM-EL(T*x<?
zt%e*O0#LpMyb#N33Z|rQGF53PZ2D*(=e9u+YVpWkR9|x^uU(;YGj?(+ig0v+(PZ|s
zan2o`e98;sz<uJOXDtoQGPgkO3#@RZ>B~=CcF#GPV{;tjb0J=j9{a(=rSd@G))}U$
zl*BQp!O98gk}h$_OHrgZKg(x*L-TT@v4P3i@)?r;x1Wl|boIAar{*Q{soeF~tYCTi
zhK5-aEbz8%E?W%%lGi_}*2wbC@P%0wvMn98-!KaM?O|SE@0wPEw}yv{Awtqq8!<Yy
zml9OqniTm`KOvw{d8M9z0buYvbJg=D{MFfFA@diPtWMQTy@_)`{b<1BaJkioZ~EEp
zrPcK-!O|36{S-!u+a4PAaG1xaXATF(Wc6gHer8ox-farV#d?%>`0p$EfF^62Y&WnE
zlQ;E9cLNB~AL)M}vf!%R2_&4HCPISPe{FYE(mW}#9Iv<2UGND{c6-C)khO7Nus`o#
zzAuC`OiY&A$4ym>F73hMbbKLuvtvXW5Rn|;#DeSd<CQ}pjqEq=CvwLlnMo)AsL(r6
zeS8yv^Pq^$Vp3iq2}48J@m9*vCz}j1Dl$y#_SvE?O9?ATP1*-u3g^~O&NjDFa%^X2
zxoEXkv8HQx$$t;e?`)0LU;0tBox?7>OC)u1E3FRlX&Q6xDC1R@j21jk+Qw2HwT7@7
zY6fka)hoaXRXJVa+v=Hn%VZ?*^@DQ)7AE!M+J0D#W4K4|{ETulGQ7O@Q%=~yIVXGE
zD-TqCf>o2ZXLmYX-l1YI4i$estjCw8oo#eT;j&2>(tc7TTj_VRM!}6t(5Q1=`fXMI
zSeH2Y#JK+8l9+T+_ualk%p`r;6H`A*55KGCoSp0t@>qZbgmNcXg3;KV_-Ye!cYWKV
zEQEVdeRjw~9QRr^0X0aaYMg?EDW0*pDVp_fHDM)pqzGd6`Zee6@0>0K`G-e$9zl?{
z$yaq+nx`d&D7R75gpIyVBJB<k^@;@;m40&bs+OtYE~c4_a2b53p}u`FivtpqI84iF
zH?OukSxoSWc9QS5;u*hdS)AsBT!5W3@y}2QPYNlF5Oj>FYUnz-UIc7}Cz{}GtWLn`
z+AA8p<&agm;M?tyAIep^y4L$_6mTnA4OHmeQ4k5$A?6|W@S79G1^G{?J<{}&d8WBU
zbk;a^wsRa__y!VjFK*8givt7dWe3K5A_ubA?d@MNZWNzckr`|Bh^rS=PksuoO9?6t
zj%W)i;nOO}V^0A2GFcS!#@eV<iTm`VoC0QC7Dz(}ji+@97a`9AZ_dp1lc1<R#xsd)
zYR~kw_w{d6N4-A93!T6Ow!uGr>25Ca_@j0`e$B*0NN2UM+?J1Sz3E~hJepJ~toBPh
zaQ?TN>9H(jZ|n^~Nx-X1D%zE9-;r~4G0#3I;k=VFZ-<tE6k&gQoM3AIQDxrgNfg9X
zf7C~wCqq1Bq}Kbn%#b(#%=7<B`IShJc3r;i=V%hwwE~R3@gn8i@0^qcbq}9#h@;|?
z@71#Pss@5%{)%N@e?SL#A(k&JWjHV_7ja$Y>N;@vLsJ9_o#FX(y}Qd+U;Pmkq^8Of
zQ8{o;k5(5uasH+yKw`Bn_X8k9eIhn+|HeqK|J9LR72~i-z18WgY)S3to_`hHStEjB
znrrjNMDYj!M)%7n=qWLJNLy*(C;=e0RzRC{vu?0ovL!Hdq0dJOLG75hWTEi>6%eQB
z)*bnjnB;OPF6{64>pkY3=HLC)cBQSga1j6#7FL`y;?&o_9*#rHYKCKdZ(-^&%M<c{
z1Z;0W0An#PnsT2VgothF2KamPB^(#y{D5BR{}A3YB!GpIspoflrm%5OBmqcslYA92
z{E9+Xd3uiD9w;QP07da$QxQ;b4f3C;V`vgUgX(<ESYeHy#BG-%0Nc*x@I2lAfH1kb
z_Wr5;$NS>>pe*X&Vn<;9y%YiQ%$oBD!7hlpKsjK~p&51t-KzXfl2}$z3ZN=PR{(X;
zmi<9G$R*s##_BJY)>m1C?2dtV)adKtMnK&lXS1#5?MOnV-<`Ja<xjMhF96rA51^;m
z!y5pe!s;3)egERa-@wto9~!X&f~jMf{k@3vxAgH3&JU$Az{kYrHsU1yTjKH$c<CQV
zQ$QWiY`WSA_kV8{^yu~Wn_2%cy?>X--^ZKAf4!|W5GeS+x5AeM*mB0mlHlJtSijM+
z{yNkGgl5W$b^ber=|5Y&ApxWjgiSK^_Z0fyJN=)~e&00z|AmIBXw+YeD;Tek-hA%9
z8!{m{Ghe&h2QEVcI0~-AbxR)mZQ$5+8G_f_MVuh}KiIB+*ZO}dtO~UeO5}Bju#uZx
z|D=@%)MSC1KjM)D>~uG#!BeKyC@4yW!Wf43pS@py!}tOq0U4mBo_o5>R?4+eW$U>!
zh0NA)db;TaaQ{E8Yj4===Ms^hvAI@5bo`C39z~IgO7SYJ|IXF@=XPVnAbD;I7+Y6z
zaN6<vXKeSS)$=7LZ%W^Fgjn6@2mws8ue&0>wQP!BXER!3;Zb{A&T08D1czf}=TZ?2
z|JS!{YEjgBN8ytov4%S{6m-+<?4Az#;l$~uGcnw$lhTYzmfCbH-z(`o!sRs+i?`-&
zD$f=>{-k!6JvZu%w3R@oHXylBIpBS&<4h8PWy+Ovwd5ptdfE1q8WN|zJ5hrc7!pk)
z8iI=+^1Dv_V<&%A{2Kbiy2|)mo}Ajck(G6jt0o<GYdG#O$$orno|>#0uyDPS@iy~t
zsaW}ki=YRzm)Lw;jJ=PMY?{DSWOcY~U->8USciPD4?rVe!heDEPRAjLkoUuxc=nRy
z5|3?=pg8HIfUU0juhGduP2455ouE<W{E+s~>F|S)IS%7hn&g{rkFO4{=Z<gp<`j^*
z?Z!mwZJV0*Os>+QpBLDw=jd3|Y$WCw4Os`?4t?6l9R8@j;zM2PcdM;2a=T<NqaB%|
zGF{fBw(^TY1>8cG?+UF~DPIOjSkcA*4zS-V)N5aiqN1O~Jd5AEHMv}?SvYs+HAr`K
zs^M7<8wG1Ag+s)W>!YAyzf<Bl;B{)Ji06`%zjS>_j=J;|XCy2BsIU_v8JF{XsFOU*
zD4f^FHBDD$keo*|y?xZZn_Ch=j!qWr$x-SkIAP(<0(a|4KOQ_`4=!*VMZE4eCr+cb
zbDe*ADyVG6V%Q{l=Xt2F4e|^syW0tIlt>7h1YMG7Z;j^Wd#;^zEQzuGyG;#cMWnX3
zM2<XrAO4hylq5#1a)U~4`}QEueCX0RdC}J!e6fRhEkYF{9H$dq#Cvl3D^(z|_7<I-
zoaPyzceIkP%c(fRkh-d8dkO0v32~e$LW{#I%JD$XKHnRKX#*<TZxv9Nol`&f-V}fG
z;Lzti>pXDYkRa}TKg84fiE9fw(0(UFwBl1*c4uLcKTrZzaVTEcKqy|$GR`0PA^Gpq
zWxzqCb|i5U(|ttaxPA5cyEw^98kq)-0v1z2lOXJd2<9>Y2nyiYUo$>JXLc;wkW4G%
zX5vTf9#W?p%Voj<BpL6M(#TF5AiOykFCupE(d+Ia>r-N)*D;rEV}@<p4xO{*400a0
z5a+zEOE#hR6YksI8um68rl`SGo)xfSo%NL2HY-ox%Mc1G7wegGy@*w#vz!OjzcLog
zHr5-M9&1`)5KT4AD_Gmk$XMIgm4BKldS1FY6i=Ax!@|tj?&5G&ZN7YMJ^iU!a3rpo
zj9<2{*`;-c_utJz!0aO><6PN9HiZ_Iu%~qI9uee(HW>GFd=Dz_Xvd~b+7{f=Gb`SH
zv_9V-`uq;WcmE~?o*PoKo?7vlWO3-z;%-riXo!<wNw_R?P?VY?`c@6yXOk|Ot7uxs
zhol^}-&^Z!reYTy+LWV&H+wN>Zs-ksZ?XBRX0)qqubknuPvDDd_57vP90P`G6;@}~
z+BfT#SJ1Ja%durS1Jia4k@ghNr>6VxyiBK<w2ia_%94JSgsNxIt5-fhV{g*gt+jhg
zs5J!s&&UmUgQWd|R7XO~fO>*gVT1zT3%j-PFpSM^+n_Le4J9YHFW9Q@=ib+mW2{a0
zf10|CXi0y)$+U;}WpUI3U{2Enyrv5fqrbo+llwBe$k9~K<O0PBiZT%npjBztF@p&1
z@?H%%EE%00){F4;N-ssl0QpnU!G3r=^TzPCRImCB_UU3SQV+MT9iw6-DdSW7(Lpe4
z>O1pHKb8oz^TcCe`01jC1qR32HSVYRg?jud7U}PFb-P-Q3$L}W?)aB=)i|xH12~(Y
z&ksGK{yjX%vP8K-3Q;(1m_0<A1CO+hW8%#Ju<Z<DShXWDrc%{54k9!aT&)*Zw!vAO
z4ksa(@S-UuLBd0qru^`AtWY!hV}87SJ*47`jQX$F+YC!vO-6!VmV>6wceI+lG6T)u
z((ex6+iW!EMt?$uPP=6eTf-Yx;2&$)oAoC9JJKgb*MA^i#I>N|#sd8MM)v$A!>b;L
z>K`Q$dEUd7R0fqgDlOMm)x+PUHrMT~r*8PFx7+y5HoOeJ<(AnCT0t&yRmu%oYxmcv
z{v*s!^!GAZX)J=3bSuO>K+^nXJlOeQm53nFQ%&2LYNk3+&y10vL6#XMnzH|%l@u=j
zqwECM|EYKaDOH(JPwj!Lz>qW{KWBdUnzD5unrMjN;!R~W3c0&kt)BM=SG9K+W(#^`
zq0`QTtv8jb3LiIzm>isb+DCU^U0zO%Y<zk(9Iw6N4Q-<Vh}W@L!ytWFhEMa>7r4>c
zszkNrtdjOitH4lm)>Q?rdA9^u;b{yhRBFP2)vN1brGNF2+dxTl0k3-eR0TCQtDDx;
zQy!<`s=wm*f4D0Iq~Pa2h<Izefpj7QlT1VdM})OsG6@}@VA1?NqwI;)4i)nU+Ww!d
z6(0*jR@ONQzjcUw1JWTSaU|<5r|BkQ)Ov&fYP^UoGY}MK!)=D_o#0iRr~hcoWK4ue
zi}1B`!Jgaf%WB6llNK&g%bO~+kbw$2ovm`0=qNAI3KGY6gX#Pusy(i{4zx1{9?6g;
z2Zs?4K`qV$W9_?}HI+8Y>@A%-dEI`H;Bdlxx$ALS^xju|OCsTmpqsO=`U)}T^3#cu
z??SfBxK<x`|3{i;M)Si>btB^o50#WkFb1KV#m#3qj;1<HYUjoQ=Lk_I)M5tldkX}-
zxKd2F^N6>aB2tZ|E>Gq2!RzhbyW}5H?HCZD?KjCFpZ7j$mG=4`cU4m5uYdBdr;j|7
zT_^E8ymj94p*Gtw^y53Tx`{$&&0gy+t^CBwy&{*O;476N#382vKYbS`<<`GDlh|CC
z#^`b}E7flu6#aCSktX6@*ND);BYtZNukf;k{dE=@O6GspK(+V&;m`D&Ayp1j7+!>Y
z5F3?xB>yIM%cthr#w<b~-Vo$Ru(bbJBNA9dQdWZV-N$W|GDtfnPK#WS(Ap(FKdkcH
zJ*j5{GPLeA`g_3ZPiqqi{@jtitBgC~0|^CLhbAZgQ@%5rtwub4L!aA7J(mu@^(JD&
zBej`o1?(p-j`Z5_twX`B0qdzxDc597Q1TVk{(JjB0R6T*#c}xluG+dAO@RwLB<d6C
zQ`_xl|40!3rC?+Dy`0j9;opNYjYz(UA4+dgF%wAnrT@Xm?2UiTq^X|2Zo#N2*|cmJ
z{^1eeKbcClZ_D`)SPlKI)0eIl$maV_Oeq*i!+4f67&P^~-gzI-ZMi-bvTjH&Q*E7}
zKi5hipK`NhhMx1aTdoFnqbGaKD=Va0Q-G_>7H%JJCH<B4|1;{u3yt#EaVp{pp(BXs
z5CYIBV-y6_mp>bv9TRh}jr+&FcREp8D;RgHbDV8lfcR`<RkdZ_uCuzM`zsuHi%j4V
zgSyQ-fuH?Nvns2RqcJCIN@tjt;2jmKDt#O6Die97!?%*c3|=m~N@{qetfgUaK>?YH
z)+3AL@scpLIF1%U^Pv>kTQGav{KCdcz6KovmeexyK<1N{0{ye;7`hG$f?@-~2|K;N
z6U~7;e?(b4;#KKN2-T4rEjT-vWU#}^ttAhuE_=c9;YTi8_2M*{2$G5p`u}6=E5oYl
z+N~8qO6ic;v~+`X*QSw_Mp{6+Tab|2bV+xEbZkQD?(XiAZob8P&hs99uI~?W@yEH=
zn)8lvk1?k9Qv(nY@bqfiS0!ICWXj}_IgvPsoe8Pr7`$A#(5v?vE^&(ITyjuO6!?9v
z?)X^B?-VT`HWkU+oJ4-<RYw^hNsq7Itogw8KoY51w7<z-x8hV#eeP8L2|w)rzU+VM
z-v|eoL#ZnjHF%zK;@DWxapSPWI-$(aT6AL#tD-pO<md<b5ig*Y{Q)aI5~ie&xT&kf
zld)6E`*KTH__;I??w_qI6&Vbb2KEKA3DiIx9}=53Zi-63sp1mc86xNLBYP)r?Bjao
zHEM63af$Rk-i=vFH=Q!ZySX1~otcb0`&XqTMYWvjp<rx=rk2n>*-Hw7e(tpkK@@%p
zW=EJ)mv{eo0fdZ-tI_VEa~`Q=D!nJ>dOA2i6-Z*cBhP+LKX_4YaCJA3)08Ws@kE`(
zbmXUKRasHBJU#?2Wby)O1}I=aS(8ESYTG}k2e@yIXddrzlRl(G4@KMr0&{F9_LqO-
z0Yak)2~y6EsyWez4d+yAUNlH7q`ehYDgJ1b^L(vH0tI3y%5igYZwvx6T7gMOcYsht
zw@*>wXM{~EYo!h#&)@N(zSY^KoU4s}lID04@~`UdG%N{}?^-AOL#{a=WYpx7KA#pk
z4l9l>S5+ExKsx``8%bh3ukFr=BP>u->VQ2^P-*pxGZy<!y`Wj*vck@L%xe&cK?xM(
z`iR*W+)=BPG@k{dzcU4`eFXw}UdguuiS2wo4?jq6<(mAz-nSKuzBoiS4pGx2#z17c
zf;}zQ!KeR}R8~xXBJ;p01PsJ3;r;j2zyy{A%ZEZfGjLZu$XI%oi_{@z`i1(pLlOs-
zR8|r2#*8i1zha*#NpZKLw1Mvq)SDnT+$~%y;W%C&(iVqJK}72GCKv#?eH>t;I9yXp
znN(LaqdJi@vS|4t(J#?6vQC81d1!|qy#GQ-sGpPDZF{-8)?2|SCrG&)vP7cN1^$%K
zplYj<IeLwOd1q{{!RDn-SxdY$@7-fhXsod_tEZ-BG8IBVhw6m_oWK@D3bWB<VJ#UF
znzex8a;N@jWGMiRp~(O883FYCJr~^HeKQHg(_3fZ_Js+zP~4$hTTm6JdDdS2pYs}R
zv5)fleQ6x%I~wo20{$&fyDL%lwLxMoz+>YD#J%IFdG1ygV{TMib#h6QqfT3sgSJY}
zQOsTlASus=;BhM*hRTsi-tH*D_*n)Q^Kr?Y3UC)$HD%o_7d*M1O&5s<%L+Dh<=yNd
z<Lg@;+<C;of46U60);rpz{$mgvQ(KEm{okrYJ?1mPTYo7vh|l-(7A6Qld~r!0@QJT
z-)FdHU@)rc=Niw9_v11AzL#tw&%jukEWD@N#gEFfooW*cVv2olTU=fMHM<bPhSsNf
zb1OUT*`<$#GUYbYJ(Zi>kT!W>w;HE;QG}G%cmEpyG|g48_>uqr6QJ`Yfp4!5`$d}p
zvkLB-nhw$`CP1%Pqs_fgzAtI&s%)Fh4b(9)WImOHdvsR%BxYoR=v?!j-Nwl(XOe}>
z=oC)vIf4kFdcIiI{Y3z9?4^ACOdb+XU+%tGAj<3NwNGB2g=U%|sz1PeZbS2Us*t2r
z@-;l}CI4V3NEH8x!T%3l@{~{IVP*FN9ilfS67p#cM2_Uclu#7M%XvFxwMk}z!B(7V
zJDm*1RCNHj76a>Z8xR(88xVecw$bFgcud%JPNL-_3YYx3J)#Z)cIE^XgZB`hCwrT*
z0ga~u)I*#6SOYzZFDfP2MsqRg7p?fvbunnG?X=41&<}k;(s+0O0)DFDg;nJ2<NU~f
zM+g50<4s~PPZB21lN<<cYax=`Va=AP#^7N3ht_70M-;gjb;=tS<WCC&B~BrZ4@o3B
z3g)W51Zn=krT{iO`}v`(`D~9TgJ^W;vE<t?6sr3OtIGT3;@dxnIUnMKelmz2#XWyv
z?No8_<G$u(GGs^+XabY%ZD)d@!-`fKo&5)nRfZF!6BgYK9~LO8YxM~7sTt|b;Qv0x
zJ_Z=fm>Y>=kV1OOx-O~@`mH)~hk@AP?AEl%n6KqaCqapw@B2uA*pnmvlQ^CnG5Thw
zm`i23o5Cua;1`Ll(CL<@RRhndD}xnd4;s%2_w3vE7x8)nQEZHjD!H;rhdTrPX3<7p
zP2~8uR_)N7Geo%=QqF4V>y3YE8pTa38rDKamy1JkG#45yhARJsYo!Nc*gyqnnV1x$
zNX^tx9w1_*lnJa^SRR@5bfJ4JWAHV=sWd}7R`8_~U+3DJN2YrvG%g}W`zvc22OXP-
zXjLq^6EB0j{flZ2eP#2t8j<@Ax2tFC+)3L$@kUpgSKLI=2VR7;4WnMa4@P})NxWOD
zHPNscqKOQy2XGp0mnFI$am$J&J1>=Lyp#*7Z&Q_=!<%w6n;aWm|J@nCheJr{`Rx$*
zOkWH|96Ki=-Pm#Ohpsg8%MzyDH+cR|wb%hg<wS^>P{UR~&W&FWU?j%kvmFxQ^fN?Q
zx%Do7M)3Q2L{NbTBD-*CRdaR_NO(SY0^SeB)3@*wz|@HK_^4stcy~j<dXN>qv8Esp
zt><;m@HQ;PX<C=4`H^wPXw5sjA2Sdc&{4-s=qXe7Me$n4o%kawWfs-^3Q)2fi&HX8
zI>>RFyHGkMCdljWgZt|c0iRchB($%PIr?`mnRK5Ybsy5$!{>I`0}I+qMYn+%Y)Xh!
zZpE2f&1xi`ayv>6*jH!=1L6Bmrpb0^^<LrVb44v%*y^{jNyT-iCzo#-4I#rT#EBS!
z4>K67oqWHm8m}*SPZr_Fj8-zm@!aQ~wo<Y$3#fX6x`<*~tO;2uq_*Gd7U42PydC0W
z?4xR=-LO|emJ6`d$f8v8EIP=ZWIV7839rC^*Z&sy<o{PG0>5G?ko5bx0H;dg8G>PA
zx=q_RM8!B&dVR8muPPe90$o5m`F5{ia)e2OY`O0a;~glF%zReM^u*(!hi{Ve;mJ@u
z0qlRAT=}|_QLkJiVBWQCp3f+sUaOhUQh3f98kT?Fsq5|#Gnm5D9YDY?lO$+`8%^oJ
zbw`h@Pv><f94F_lpyqWGS$t!X8#8p@R!>-^tX7sfe&E?WzBesi+<h#p@t^AD&xoZ6
z3%u&50Z}RBE^H`}`6-R2#S?u1YNDKC7EIi4ddIe1I#TbNg&plsV9+FAK7Z_e@Tm6;
zjtXcQ&~(aRp!KDfj`}$$h~ibAH4Hq!akwNR5tC+>`UU^po9q3ML~OSYwep~u%ng&1
zA<LS``-?;RKw^(C;{`fUk!Fe%$>L%3XRaI8E!}!YaxvIrdEL8d%>c;YRV^z-`*NkI
z{)lumeQHKYEz3lRCi!0=P{b>k&hO-^+9>39B(i?tFEBW9HB3Tn^<zU@q%;wI0P&Wu
zFh((kFKmEF2w{MA@~pvZ%mGI}s()3e@OHOTJ4T#0(2+?MIl1>7c^6l|`ZS)Ou|MU?
z#C^C;ZnVVcPFW02Owy7T32dp|@Mee=TyhnS)AH&6FmTg~!9V#jxNK%aNaLu#S>5R>
z!}jk%5{0i&0^+fOI;9^XED<NmuU9S{2ejEPM%wE76Z#Ut46soO>C;8mbfUvdgIKdL
zzm`nA-J?iwjCVyz6UiK|z*&Bf4_eX7(1Qil=H%<xv7*5^-okS7qxjisbM7r^%e)wW
zluPvz-3qbIl%+N#BY`Duovo`>rN?}L(C73o*oDIX3p$UIhP@b#oe}x7s|BWOR}*D5
z(hfi7gVAQOo_C)$Few{pP%i{Wo#b*2;1Pij&GGyZ){~T~mQH4HX|wJdlGm?%bsWmr
zjl#?8wJNMaR3K-DYW5$ca9w+HALp+nt6lJHz~b>8^K5Y~@osEvuwH*HsJJb)Jk^QK
zyE8xnDF|F<651a7q+YDwejH4sQWx&`)>97KXejJ?B#LM4dy5DBuYaB=AteMO4DMFh
z*{+$AiHEPvu~wi-8G>%@+c%wV6vYYew<{{}$g#tJ>`M0PQ62aRnZR^>pB|jA80Wqd
z0c*G8wcO^_Autz6sWq;eYUK+6)gxg@6j!DB1no?wBX1(FbLv7`uH00-0;K}=r@Jr)
z=S3Yrr;b{`wn?xNvj)WuwJ7(4e1-5UE~auxUF=oF^IZ%d`<^>b+|{!_CP!y`Tq8jT
zzuyv8b^5FR(i9T^Yw^!u?Z_kKw-MNUN~?<!&|*8p3cexkNW6VD<q-^~WacjC84bgj
zB0=+pd5}7&LwK3kUEh%?BG+ze9$l}Cqz3BPejyU*>MQ;Ec4BHtGKv4f(e2$%_0~q(
zoYflPmc8l7>f2HCOMc_U#&?Xdg{noAPe`4+<L9&?^OOpJYotB@h+l8rE-FuOu>`FQ
zb+<{dPd-ZVzg%GK)AQ;q%`G;wH?!ONdR-cI@~_HQOoSx5Tk%t$-w(2`gdpT6=vXlh
zJ9atR`Zq!mMDoFp8Wu+U?J~}*DpLPf0y;C0E}i7xT8<Rre0Jf1EvWuz(P%vL<nKjp
z!$aLg1{;?#pkT+n$yj2+G{$%4Dnst5rh_+{7d+bt8lQtel;=CP6|Wj=TE+`C#*%yY
zYJh3UMeW%0z}~4PudTC^b4bbh22~eUd$7s*Y6olW)QG&zNx-A$dvkV+!z%xOx9hfV
z-vc!`=Kyg6PcdEIXL`)S%!Fm)%OBcpNCNc;it3J6;6OtJiV&fBxUVYg_meMeu}tS-
zlt{&VRf_GnkG7JJ)Im@CS}pX*QR@w%cYmbakmY0i<z(~iBD~!`O_MQ@GvsyRbzDlf
zz5Ow`t5yN#o#v6RKXT5knQ3>s)X`1`kOsYYT~}AoNBiwSaYyWzcVkB9LzM^Sll8}X
zO0{dc|DSihE=Cgj4jjW6ok=gln`BJ~FF0&~fa#9~Z0_T5t}Zl5l;@X5jWs+FUtu&k
zXXu(a!wN29RO{pbbXW~ou+`1mD(?&N_&(9Bt{MJ@<NdLXrF*6!iz8i-pm4+GHaVSI
zsl)D$x0zo3*<Gc$&IfE(Y?<w00U*n?;<$GzxXkUG2y)E6Uv&FzrqLp0xTP)Nw5jWs
zTm0Y@r{mC6$rS0PgVGIt7lZh(a+ei|zFCcp^U9P4t@wlz*+EHfgUvo*F;)QU=DQ&j
zB4L4zG9Oq;^9U~*Ua>Z9E+IWRU%rM*^0;`BL9UmjzHWz1;}Gh3f;T4@ht54NK6&uf
zDh3k@V%W^7j^GLg)E9!P`*q6|4=2Y7UCCCQR`Zg&p611$XYA~^w8wdYPlcWWICJRy
z1k^)xp0^hRCCrC^8y>M@NE#0)BE(A_cKTN*P-n+}tznX85$+4AbU9mYfy7+vDPXkR
zvRZNi!RH&*^IBEE8fF?CcrPEyG|Z#=&}6;sZ$%{01>p}~>tnBRMZmculH2DZh#+!s
zSgbwM;nw>?WoXT-hC}lm+g01adXXb6t!?Ie{-aU4bsunNf~eNn_3}WxaS?+i&sOHV
z@OD0-95z?LD?Bn<n}qRZPj|d`<}v^Ho%|C()_s6rJwHkK4beilh<T)>&21E_oK;Qb
z>8>ySy)Fc-RhrDW+gb>)(`u$y_9%hbqEJ7=RfjKyT<h%|k*QB71LcM?N%!TNDs>S6
z2zZ1WMfNfQZaD`(lQt$ZoO$_+welc*566$$Yll$ot>AJ@+zioMuhRqPUdPA!j;|{@
zR1z|`3r@e2Lso%~m9K-uw#}1MBrxeE(0Tq}!PAZU{QTK+>hz$*`nOi&s0-RbH5A^O
zd{9t#<m)MehHf%7u-C&NH8#vO$#Pm9q*8tPNKhm&P4Xce*?7WdIP$TaUix*)g`k*;
z$4R2j<#JMKv@TT|ng*{!^*~E00k!iyTR)Bc!p*tye)nyTC{!oKzGF5hdN|`%O!SFe
znUb5=Jm7XyWszOlw5elXUVP&a5Y{v)43_>nHpn=M2C(>nsomQAB!O@kh~KShzxno1
zIR0PtkC@O;b^E7La^|f*<y!S@ohGH9<<x(|-V^K+%s`Z=4yr2)UPcWiBZ&Y5!FrEE
z!=5^hB8dI4hH@seZHQmb6R0HCh`m@s7Hx_^Mm=fXvvMu~_?x5br-l>gz$-=BSUEYM
z0C1ew+njad!%EWUY$a_md189@teY9Y$u@=XL!QpB;ts)}P44)<Uw29H-MyESu)<{{
zHBIdMmq*&cbcya^KO?2)-_t>mnHtf2vWz5BA%FCp?TKGBn#zz{gIBz0LVp+-7{x>-
z0J14RY_lg6+e)z6^*#Dvy>>4vAQS8DqIp6&NjPBdaL}c2cuwA}5KVlHEga79I6)_X
z%OEeLVv^YCPvO+#u$Y*%iu?}a{kWr|Q6~H~S*s41j&bj1kF5{XQt=pD4i_iNdTeNz
zHF#leX_q^%QUlD#+oyi(;+BYl?n7w>x@wuO&cnhZ5L!cZBT2NbmhUU>c1D~uCODR)
z@lhMtqU@s85mqHIz+oJJi0)OeVN67{O1M$>W)yD1Zr&=<1ya*vhIXTiYw(oTb!(nF
z5R?|QlaqhZpHNiwdcAFmfmpXD@#!{ty+(R&4+nL1(Tj7hE`+t0Rp&$tW+Mw|?{_3f
zGNuIXwlQZ;f4+-@0TNOCOqxQxo8#W*cv4FoL$oI<uY`%mU4gRv>1&RNT3t73j!(1W
z+_-@$Tu7jRzA8N8zK1|!y1qE3S_OdnFUQDt>rj6YEF%{uZ5=P4Od|7A&vZ#|GCzpD
zzSbOWY*1qUy`;Le%8laMU-Q{@v7dD%N|A;;9Hx@0n3&D?7g}>Ehqp&9Of3&LMRx$D
z^yGR<uvd?+FXzB1N&0kiz&I<6BgzS|V+OV_-4l_$jW@JIjFROS77n-whurt6m<(co
zT@@$UnIx2ED-Z#X(wq7MUdNT-ZG_C!V|!Ex5!IHqL;V7B_4c&E>3|&sE(7y)>5+Mk
zbj&0Vv=Ib;pbEq1a2V_`rWzCpWW6!iq@Q{0wqhNsXdKA~d_xsW&6*~PjQRs6rm&Pt
zWbsi6s3vx|ta_p?peL>^!35uda2CaK__DO%gc~E~^&ct1=NR^kS9Q$m@miw6QJpF3
z%NzjI0FhyL_{tOy@M+;Y8x}nQd{_JfjW_rJP3Z<;h!Z(v?0(z4n1Y|vxb%%s3Mc$#
ze?%RPM+t=mm*l+)4B#tZHc5!YB;{$N<q+cwNXB-*&3a;sfEB%oPL!_^n}(uH^<20G
z{k3wO7PGSWJRWr_tnM98)WD2zT{_#t&7QzSz;3_5)94~xaAR}=>9V=`w6j8ELG$98
zCoh@w9F;#;BvpwkGVJ_i96=8A>e&<Z`G136x(dP@3&_AF^!<~Co}?IrOOtZj#SAKt
zdRHjxeIc(X<FBpU^;IFJD{zT+fF5_WKuH}};~G-CVy(v^G7i2ZvOaC~j7>ARGQ8xh
z^ul~{D7qV1_Y=a0ISjh=s3VeAb~K7V;h!N=6}>;8hXc%t)=%+7w!iJ}gh+8C<1)kz
zlw1)4$-G}H<YIqXH`T?(Z@gH8+}d$n$p*s@0+>^&|K>r7Blf=GjxSZKbN<*zIofpX
zc5!V^U`-nazobX1prlZzH$HkU%)mL`u2l=<P4|Xk?Y{|bNU}c>K=^5*m&$Jq6C-Hj
zzSc7lL}o>(p>PWRF6VQb!)84gFqKm#pRod1KCFOb&J1vK@;|9S$7F@W9tyA+H>^6|
zlgcdT`LUbN+-|0jeQWY?2t68I>=Q@uBVDfbliY20SAvBVJjyR2ZVh!6IJsK*AU?wc
zq^eML^gfTnoDUmUsixBm`9Pj})pA-Rsd;*K%G8^+mTJ?B@31goXELOmvc`2lA-v6%
zJr~5flJd?fUWK{gWVN~CU{Y%{)b{?UC5l1UtDiBi*a>8IGR(#uuh9?FAM(9s1u#XE
zo5Rvp&gp0q{}Xp;_x)n4rK+o&TEnjoV2Ke9rO9V*F)%_26^ukD+4HlPk|jJ$W`OBm
z9N<OP{ZegSHaeI_wrVCDVkY5lnc%b|_wXC#Hd!VAM{o-BQh#D|JUUO|^w-F|!yBsn
z=<S-`^qxFbp91nJOPb$KmEC#6e#0x2Ixx3X=iFeGnBl6hceW1?SMg*!v7OtWrZ$AG
zZ|16tp6PmD*v=SlrI67G_KE;d-#q&jO8xK004^PYJOu?j7fbIguK1Lbmbl*JRB%YK
zx<0OQ?T~-P-~;@Yl9A%!>)VQeI>nfk45dFGRVDZfB6~{Dck<ALbj)pkrxq-eQLp_X
z<(xS$OS%rKq$CLcg*qOaNvNkxf|Hp<O9GmT9*6M;TXV3c!}h7~ZDDYhQFHvcG(a<G
zNd$-CtCph;3Z-MfMv<WS9jIZ5!EzpDYYt`OqdG5TI`{+(M+UpV3_X7AaG&<7<xh^Y
zAPf_Q9v%^HHB^3F5t%XQS}?j^ir#)*BD6lX<jUamyl0Kx!Gq<LZs*6+uQ-(Q&T4h2
z&TKcGLfC-gC%#LjH*S^1F7|SvaTN{c**z~5g0aIEqp2Y9o5l>l7ruEj;b&3E1);F~
z2P;TNgFRa)z*5R}ZsEGLJz4K5H%o1>lJiA<V74l1m95%pD^XQBjEC&FCVHICg3Qvw
zBnBQxp$-DFgZ#gR%*JxV*sbQ(0qG1C!1#^>j3;$-71FGr=QlvO9*a8#Y?!*+>j`FE
zS4}1|*WO5clYX}-fhD@Feu|K=bVn*0;D^EaO*QdCAuuGCBw|SQD)y87U~PMopjWMG
z4yD7o%qNlU?rQ~d0l2fKRa!ib6LhFBf%>l=6M31V-8@!?M_})lOk=<Yv9JkjfAQQv
zmw8_RXsC>X`}+88v3XQTW<TF@RJin{Iki|!6~0Yteym~FX_3k%jPrabr*GIj5;BZy
z9$C(XW~=qhFBpi=cDEoS(^-9TD&{<4f%#8OPm&1R-{r-s)sj0Ql{!B`)NbZmTQMX&
z+Lc~$zu7$cmKosdPBXy*!<WLIJ(cLiLq#?+FzK45pILm3B7@>0v2C-g8@CHf(o6Is
zH%;$?mV0#8vvs-og~A`+i=vgr4`(AM!;d;jE8hY7%t~GlWWhQ{_BThXdiR@BMMQyn
ziF>m87-K(3AyFRrJ`fq1FpEa-jDHNkKYwg@kFmu*8ChgD-s~$RkzGhUshi7njozoE
z&o2X#LE#o)o$}2IW~ksD7(j7&V8qghsCpPUUv<kU4Aw1UC^SNz-!sKGo2I44H_$47
zBJ_s<Kx>~o=rZo8`SI7z=o)HxgePxV^-o(yu^()gt-2LAT}M+fMnNDsB3IpB^YPI1
z_4yFyXyszDo|Lz5Rrp~xkEnL|6;9R-Xk-s}PovjaByUa?ZlAj7^$;NpKa@2{H+`~w
zB?29#pJNMF=Xa9OXXyvMxyAlR_X>>7R|d{gMhlKpu|6;0rK=AhQA1t~eblmb8i2X0
z!oz9Wqf0Lv{Q2XEG|s?7H{naG1!FjqAM*H-<W{SZojdu#B4Bk}(XMDXpMq5LL9pCU
zCWn~TcK2q=IeX(HQyue3!rm@xMPL@Ur>tynN$hHX>Ut1XyRZAsvZ2|-L<4EOFflF2
zGNsD8va4CX5s=*9&rgGmE_LQQea(S)Gj~Kp`PgtM5jdn8uSXxB>>RhDNGr&g18k)r
z<B9Ulrf4<IqkWki-T3YK1a44|0o8t=W+861Qo^#_O*`;LjwwA~Ra`}r|CgPBNS=Q5
zD^^a*Ryo>yl}C$(G$kqbhp{pFGb6*qAAq~<&QeQDD2P|>$r^_HplU2ztJdnIBY8Jd
z4P_=65vU@obhH>WtEi8EBVdHdb~1a8H|lqg4<tdFbi<YS%&WxR6CckhOoj8}^a^SA
zFDottCphg3Dl+tblPu%FWrh~K?_a#8nyY58MYEA!_%6zQI|DwK)gQ@lz)YoVWRpVS
zJv35$E;1H2brx^0aFjTuJCMk$;IwE+oG9q+qcbEyz!8tS<Ru44G@_^6+OUW?GYmVs
z(xmfVpg4YS9z&VyD^du@bkvEhRcY4TyoaV0-?+?vr!Aa{khp|I?Y^Gu(~2!X8r<|}
zP{m9BXH1{&fVj?DPe4Vx%SzExfYs@9W%=6+CX9~Eo5U_9l$gy{Sl$XEI}~Ot!qMti
zKh^Ti*qBcCs*k0s{u?4ZkxP0b;4+&_J><05=$iSP?VhH188e3&T|%8jyDfAiCy&So
z8C0O1a($azWq4Xrd@xu=f^17}mZjx(;Hc0XALZ|(^>aiq#JshsLP1FN$0qaV`TeX_
z$guu4r3-X!5x#dzufNLuc*wFg(plF_qVPjm>LpRr*{loqMa-f+|E;=J!c*yCuU(wN
zg$QbSxPVs8<rVc;`;kVQcyUQRRnCN)me7-0J);M1D&CDLo~uu0!)vlzb?<q<!lU9i
zDvSRoHv0s_O6wa$_ACUiX>PO09^!oGItQjZv7{eY?d$we*mgkhEWeiWsNue7_bC-c
z0Aii1q))_5S~arf*El2o*xZ>olvTnz^a2&2BZd$1xQ@<h095;1<qO@`&#uI1mbc4#
zo_fGv$ecsC+_Z}yuEkL-WeDkIt3cP1RvDsw;hAL!pzAjUFmbMr-GLjKbfr$_gqO?A
zGu}sogSO4ijL@4UyUQQ&fc?**bI?Il54WOUN*w~o++e;0Ozi4-2b<*k-AqvM5Phfa
z)(S4G!sg1`_!?P(=e)#u?_R00BX`i2)agvT6i}J@=Lhp(NPIzDTt!u<34M;)*x?NU
zuG0GtPD}FYIk`g}Rf&DM-SJdnQNl7KQ*T8k8m8=LOlJbe7C`CDYB5PawDY;c&!N>1
zhj8PKnZ^Q7alG0q+Yt6nq<pMZhc|m+%y9&;*q3~xgzaCxc*6)3x*)M^e_w!YiO8Zt
zUH}UkT8fs#;+8<sdX~1R6UZH~4AxK7yK+lrdmCL(5AcKa70X+{_aC{9+ny}Oykm^o
z9WP}l<7bn1ntn)g-FLjnTqARsXFapRV?H*?E8j|+(JH<D(9+nkVMA+o5TjM(zL{*7
zpzbxWU-@pfCO+W);h<MBVc~NL&v=)O0A@7wI$LJuzm+sFfykHq*-pjI@-`C-vo*#T
z_6sv(bk+F|>=%!i*xo{M9hD-B!t^&FK;2)*cfCIAZ#jEN?H|Ofz0m46nMSKxQ><dE
zqcnk;cdFm<+OpCsi}LNHeDa&IxK>~UCkZY;X=Y|X)eBi_5IPDqSml>R_VtTX!sU($
zX<1S{me@u(ZSP<o!k*G)dTcuKcG@#nFD+bjd61eZS6zV%00_CdJj5P;m}Q1vO$LlM
ztDHk57*IsI!UZ46N@fpe069tpch${S4eRgNt>9Lpo)Cq;(G}-!F=YkKUXMOXdFPDc
zW+BbnJ4kWNrNyDsBem8`nN_jUe<7_t+X!`3#aTb>m>K$Vi&YFnIE>8}MS>BZG}VNF
zUu|ws>H*+t!^pYd5N%&tVc@I$#e(WH&`p#X6l;VEZJHa<JEL<NaMQEXf?=$t<P|%V
zy33_p>-i=3yK9%1aU-h?bNZ(RZ4?Ey5I|n7h}^nAY$B`X^>GzLkmNkwlId&bZAzN-
zLLZxsd-p~c?8dTLL{dSg5yeZ{wk+TEr|{r2L<vq-i^}>maCI1gKpe%C*GLXPxeWNx
z+<DINC$9DfH$|2;{_OZ%DnOp3)^x8js6H9?+txQ+_WturQ)|F<!bNs&O}i{1?|bD|
zCJet)3<f4+*lN!bez&pK-(PK-b+IdJm=BciO!D^bYox)(u>oG$Gl28KfyE4hfFgjM
zXz@Lv7aJNRp=7D-s{tIOp%%3CoWWe`DmpYUhdtXK3U?n0eb5(GB+CIhI3dqxt3^cw
zJ_Hc@0}ECmwdc&v;+n(A$K~(iI^*NDdeLE=vp?R;Arx=HSs1kJHM_&>(yjLZM|*bb
ziS;~WIv67lt)-*zMRL49U%9Qg>ZAh|K^pS(sQ31rZTvktcp^)-GfbMUHkc+qDKh;z
z$F3j;gc1Mrh*ee@RqL`aUp9Mc`zT7<(vTP^U)>!^)}PEP-w*r<2kdq};c;3eH>Jrz
zPZ(tD2ncd@z6&n6z;`&=PAL|9Vso+^W2$JMo`Q<7B&EpT#{zbL1efbj_u@<p*Ky;q
z`!?bT8s#a!=gf{`EF;#v(!G;IJRfR50lW`9*AKic_Yd$h<({Tn{R2~a<fh3^!S>n{
z&Z`s-?Pm0wx*iS14-W)TDdX1!QqfRi>~ihY4u*nl7T1&Y_jLN~k_4qCs~o;nf7vnU
z!bog$6`KmWnokQIi7zQONLfd}EAB=&$!v=F%`ty4b?>0Yz*Yih516M_*XOi4b%x?q
z0E)S3UxlZUZH#snJ>A%wL{lnx9MDW>dOtW+@*YRtt`|O9<QS-JVg(^0D$)1;Z_2cH
z5h`k!H&o+<X?;ZdN<Js%%1JGdIZ!yRlbK&i_o+@mKn>md#NHJ$+IhPC*Ed<0IaVn=
z=o1ll253CKT{aW*OU8>cR3X@0?St<v9z}D6(@wv#b*+D%#+6)kZ8!S)>E)jv4F(}W
z^?J8K`cgSZHhR%54V`lJQ(`(}#S?5%@&#QY`x>x_HI6=TisfGN#{aepc-F>6l7rO{
zi{iAv&D6MQv#PB8ygunCHmv)c=0t_L-56Bqr}(zo-8;BEnFw!EVlrf@oIVkc!(_?r
zrDOvv9jEx&!$y;$e%bFl=c0)>D`!ZP1e*<3MHtG?Esje=Z$eN6GcW|bPE(vWhOMZ$
zn>@Vc$wv!3D`GwJ*w7D19I{_>KMGED_o7nH;`N$O#C5h2N3-^wYs_N`_pb?vRQ)A0
zD?ogcLB3FU$4nMD88PlcFna;~wz=mrjL7;Mt`A0#1Q3KO<;o_K=`j_PKUL#W!L=)g
z^3%T;H$q2PHx}1`k<RfnlLkx{I2@AVURg-*kN`g*h-W>x)u5V@?L4I1fk06o7vFw+
z|Jfef(?%yYJ@4c1)wdN3R_@)taLD^=)-^qptOo}l7>-1L+Y74579)TPcFJ@srYm;2
z6njgsMZOmv4Xfencq;D_7`TXk82*Gr(4Oo<#6l?c{ST7O`y5~<$kU4SOtC>0Nox`S
zYRRxMSrIX*bR8=BSg$H#hPuvn#*B^IN-Tj31JoGw>jPd-3OpuBoqT*G&jAqgOc4!2
zB@Q)^7p`2QZ){hFcU6W9EPz~!@uTbTHPlb-n<~y=pmR+|g=k6wEnFYRg?o6Yr}kju
zu@W=|xEdjP2eYd$mw^M~2}NEI@`IeU<AwpwGoAc(l*(b>N3WU{l}fz6o^f`Znb%~3
z2?vA>gX2t|<SYMRNF=N<JARNKWZ*Z*&(<bsqZ1<JH2kqJ8E=p5?M~|hv)3O0d(LhE
z>?4?SAprPtpF5s>an%t)CSO{Sh;mlVXJ9{a-YfKS(5xzH<C@)2UD`V`#Kde->hQ(}
z<=zIA&CJ5%J(#w?9#D&A;JQmd<GB+n9JYlvp~eg~CzxH<wH-oxkmKfP@8Q$d-+mch
z*;o;z)oa$?Omz;98A>tKE3EHou2{T|zpZ?GsIJF~XpmZ`pY`j%>wgBL`bFr;ul=iZ
zJfI12v+xU|2H5+3qY^l?;**w49t<A{m*nFZuiDzW2}AMUNjEqj5fyYthAk`0{-!P!
z3B*hKti#adC^B~z$N)PJXd>s?X%CZJ2=PPOQe@{*_yd2e0PHvL_VGzRD_HR1F648q
z3>eyCKJfcGCTO%#V~lp}@iPx#<CQp>sfgNL(M43j7WdAKR_@S?;#3Z?S8+mZlH${+
zPqhDczJ;(UBBZyes}j&AfyuG4$eT+U{SLpc5H4M>lnbNfF&4lk_vzw>gEz$AGo14z
ze6G)oVtf^1jLqg~c^7SQd8(`_{m*&Q4Zu*R0|Pvd*)x9z*qCP`@I%4^h*$m)0e*MM
zG+lmLowub$v|*(`IGdkRY7>|kIw}!{-|I}QK=b(ph6;fQc=MO$#SFM&dpBf1)Yx%X
zIvPH0&_fx<-UwPD0sZD)1dGBh_s0P1+dChU407qGQA8^ers7K&!M)A+^`;CkEMx_+
z+@=9s$v;p>iX!J10}zdCjJ7=uofI&qF;p*mk+VA6yWo5w6ZlhO>pYf5IgcCE>KOag
zHw6I@G>biB2@;<-zV?RR?e6X8S{rn1T)B)UN$pDr&xQ_1;+^hxgcu!~flGQm)eCBQ
z_xB}QOS?dR&{<R^-DCzWM;<@VyZ&QGl#_ncW+a$W?Lfm+N%+<(9w!o}Bs*MTF5j$_
z>U}qYv^G&~@xk?GC(pP&TO0$J-s7_T(sPY5-r!k$*y>uEtRpssK0}>Svn3uWoDcv!
zplm4*8w_nGV1%qs<v-R!Qc`$+Y}>q#xfldpzKVW$Y#upW$4RoL99#4%sp3r*JwoGY
z{dK!GeV-h<7w*|HQ-;K=FBT5C@|Du2r-%QsP_%B|=e6Qsj_5^OEXqu*XH~^=yMvK3
z;h$CYUuo8SrU49+qFLC~fXQyfie|qH0XEOgWst+Fq7nm-?+yN@*7$rE44<g4B@1wM
z3|6$)L_R@AmU(DpUOWPbh|mlbjc0V#mQl?(qs`~zK{hLu#I}vH!IL%Ie}`tVR6ucX
zyZGG#H;S>-&jes+PnU}yRM|49P<$ITFaRVY7;3Ut4;#Pi791@aIqMJwPy5*_Mj*G+
zF^m<f<`Yq7jWSZ(HsQ8~){4$V3tiQ*X$W2Z6w5d~Rl3?Au%o<oru_E`M~T;d5&{0V
z28et?!|2~~TBZC@m@o|Gi%nUuFDh0L{#;Q#8nZ~3Yxo^Kz+~mKR7|97I^P5|V;IGR
zz#S)?u7E)ezbs&aOTX3?9zHIv7Nd=<qgH?fIu!meVhG%Xaj5Kb`;Ev)ohuOx2-jWx
zWJXqTc>vm?*zDom<NgACGM4yk*KgAvVc(BJs2#<5c?Q1zV{I;!{YW8*;>;gm#Nl2@
z!L8NPnu;hgGbFE^o%II?!SVmxzjk|xMII&2dOJ9#E~j8UBs(NOB<nm>CP<tDnNVHA
z_c%%sRGlavWTltTHEn1WxEjvx%6a@LQxgB6KPI<6=DbAv8IJ6X!xz$@Qtfs~nCN{G
zWMTbz_&tZq*-|2L@HNPOvmgB)T>F}He)xuJQ!dvPf#l0GnE&~KCH4~*bhFm<@GZ@}
zk1_$lK(h#MiM~=o7FIE?hGyYRCU@YFqXx*CI83^q8MV^zJ!G#Mo3Pv{g3}Zk0K8ZA
z?()UjuCt0v1G<2B(s85q{O$XvfyXOif%!eha-ObnwesCTb#{}_1_R6GYeYZhTEC$r
z`KCOBMc{!E3N=8tR#S*>3)j1Ca|k*A-sha=iPm9)l|2XxN=%GzJ_RU?wsnq%8kL))
zPIrQAg6*I`)=u(82n2fuzYBEB>RDJya3C))p{Wm3Z)GJ_H$=i^hdFrKU|(~wZ`)WM
z%+<ylTDfo<cB305M1)uPB86Y@S!Bw#<YgN9qHH<;vfj>M!*Dp9*LaCSxb2bb2@8X6
z0}rZy2)h-c6(=o6N4UA|_y+mr@y<)DL1osm(#og8Th2|g;l5r*%v^8U9K*rrLYHgv
zrN;HmEL``VWn)kk9vkVY=)BKAFZw^Pd|a4Bd3XionNm~c^e?eOw`)YR##TSTQ9#UT
z)+{gE07^Koe537ZI{QvsRzuhyQ6D87$K#zUQR8Yt)GMB3y;r$4cIH3yBz@8!J3UGF
z2BED?%P2f{AQrJ<^ap`j3m1bW`}M>v-6{y@bb5)0K$hn2RGGD&scFeGVepN0YazE_
zk1w)3rbcydLwQeuX^$J2Fztb~l<dFz;c1zUSdzF7SFgEu@hM$YxsxhR@F<@g!Fv1p
zq6=MC#W{Q1I8mi}wgip|WVyiMb$!fT`l#V1EgnVh@bgu2OIh!ucE^etcAWW9C(~r#
z_PDmdz=FJT>dF{_e;pM=df2R0TgU@JOMO-Y?eLww8Sn?z#Fdq5U((6%IrW7NdJ9#9
z3W^-)w95RenjVABP;IcE!=ed2`{zfu@J9gI&fIgT^DgEf$MjY2`xO&A^s!ZLnTmPD
z6p%E@V6t(t1296t^pN1AcFl}QQnvlzR~2LKqabA$BN5h1=dPJWrG-o0>R85)gH>ud
zHw-;Z3$UPi0wodi=f03}j<>cOKgq-6opXn(W@oddFt1O(IvY1__B^)bQ;>|ZN2Qa$
z8w`H*qzoyo6EYgW-^=X;t4fAM4@urX`|!s~g`W8k!aeOvFy;2%7=wDr)Yn(fkTfR!
z5HXF~U)S~xA;<OP_YKAX6}Mi}TKzSmn(Q)W{Bbw1`Ee>PVd*lW@!hr&GIn=&HA^NH
zL8_{%)r0mh&jn!))3fx_#<G|2@~&O0C=L~gD;IdJ8fRh`cn{5w_6853&N2K>dkGGZ
z7m@aZ#MEP^#rG*%{0R+(?akO}-oJD9f5(5_S3@PR3)1#joVj4(C4&VOw7{J*a%)X`
z-1|F<&IAz1%<&RQd$RrOd7i;G`a(nk5NG|k!t5lc-U<hRHPymPOGX1^y>#|wmta9V
zZgaQa-T6@^99(#9CtHN_1dlA1WQR#JR{{d?2Z^^W(_iuK<`L*ec0^z~?3dqK*=-%v
z7B{``@~)HsgI0pC)gMC`qXQ`gOg^kswrhftJ~u{sYVY#Gf)<y)<cuvwz2yx1!NkGq
z{e%6s?>VsczaxSGtn6?(kPw3(2JWcCWtqt-Gug%CDiuyavRq5X7xp{Wm=5FP;|Z%*
zXEe-!XZYSAaL3K9hwmKPF^<hkknr7`gZsGSw1KzFk`oO|sE}lG9^We~bcgJlT>q=P
zJ2+&c5WxeQ&Bx(18-O#llrWD`hQ`UcSBUQ567lu{yfR-&n{D#Iw`Xu~=^S$oUf8uI
z&-;5zEW-hga$;X0(WSajiH{8h`3RVk*YJ3<Z>C7{s*x(_%Z?>mI2#g|1Sflb1Oie-
z41}AmZIKDy{L8wjNXZYS59(!FHCg;;+$o2J;}ULMqE#d!#J&)Rr9m`3=xH<jdPT+u
zt#{*(ZI7F$3Vn>;vn=iJ7_}!5c+9n!yzbC7bRAnfGdkYIj=J2Y>>E1$y*Lk~ZG&~5
zinYz(Lp|boL{S&2UU_;q%X1rcT4hdVeT925Qo8;xHPjfh2<IL9a_P&Me`%zqRh)UX
zcxGSbB3GZe@qECH*pUQS7iiRwFKpYx`0EW25nIj3do4CNLdx;&xx8A{x+#1@lh@&R
zY>Ux&M@>g`&uC(IO2#*nPhU=hM2Gd2V-^PireDrI3bfZ+CSEgaiLN|<fbP+)@r;BI
zka;N*7#~V4<d}5W?TNHCUB;{7q7-;yn*RMHe257&-&h%FQx3t_%I{jT2=DGbrG+b^
zc(uZUGKTk)wv74{SXiGfDjUi4-v><cSRJ<C?@X2?CAeMF$mp>8Bl;szRvctG+*>xY
zfiLjr6&5&Wu?DDM5U|vL-hVwyF{CwY`r(vIQ^>wNY|}<JeLVIKKYg3SX?|8=@8_DH
zEh^u<uoBu59dHmlA~WrFCpZ_QvfNALURMu>L!eqHf>%HDRRpciDYhkZb!^5aD$HjI
zE_x;nDJ8##ah8YA2>&<YJ;lBghL4jwZ-C6YjXJHXmGBj@#5zL1b-wl}^4C{*cb0Cz
z@SZ|p=sJ48LSwD!=#1bh8yQm;?k-NXTYy!#D-Qm31e2aogVopv53={4e3TG*Sm6kT
zL%D1&Q__aXOUE=f471UM18)g%%GVYy1caKeb}fn~0V;NN<NavmXuf{iw`#KKT?~if
zQ|+dYsr`bLB2?_v@*Dz(MrMlTjD%XwRPKKt#0TIY>f=y2xAY95Zr{jafhiMezB8{h
zWNAK;JqC6((+I2=6iZ!~Cxk>$1WQfMB%7z^Y&gahn))3~$4nVw7dWj~pHeXz^^Y(1
z3~=`=_k(k5*a8h;TrSsBbQ`Wd&Rfku*)c8bLdIPA>%0Cg=iqemG=8-&6-$W%$|&45
zdD|*#4LZDMNZgOb0&p&sj~|NF>y>Eb1(n^1++|nO$nOQ!yLgfD9Ex?DG+(}|m*$vp
zF$8$M9tFU~FCdGQz^=*S$m<U%F%xOt2H3ij*+Es!p1$MOO<qL05|MvDt=sd{wrY2M
z03vs@=n;m<B2>@|o;wF10$0|>0}fYg43oX>kHib<!Y_v0Wi|AZC#ApU6X|HdVT}Gj
zt2e#0$MDHS;Cj69Oa=~e7MER0W??BP)+`3BE#boT6_O4^=nHA^+7mgOF9!t8@p_&M
zg(HBY5Xn)~wX}iP(7A|W8yqsObok=E(Jpi>NBI86ZmNV+D%|jdzzK_XTfN>c_7$FO
z*u4GY*Eq+==DeP6I`}{nv4P;BN4gM3!KDWxcHS)mvl{Ok@yGq7e{DS&9A@D_`xKPd
zh`yRC^RUnU=kYLQ8v(1qQNRkes$s_$!WC-XQ}yj`iIR^A_fkM*RL(IDCn5xa1TFt5
z2>7o3AaN~JB<w)qng_+v93#*Y+O*W7by?k}&x#Byep~E2<!w&9PjQ&N{OGQKB9NC#
z9h+4)c&f#Q+wy6|;JQyA+!x=XP?DoSXy2~S`cOK@CYam?@<-y?9MB`tLFLhIep~@V
zYfO{fqO=813Nr&i@95OJ8<7>_zw3F`?5a&x#8%a>k<wW7+vq_nr~f=#KE6l^?{H;@
zBf~$o`XLtJZ<?O@3nUFO>jSPz6%RKB;8|<Hy!Qk!q;=&W?T)1O>if=aoB@k>bwy(_
z-W_=|ArlJ=N?n4HCwuSWQ&%#!f?^f=>AhfG(uwbl1N@6YyEaWzQ_#Zg;RP&qGP*-u
z4!N7hFXIp0FHluAs;x)s$~|t<YI7`;fQU`AG@yN=Wq>l^i4sBVb=TuH0Tf3}n8a@^
zh_@{A-U|m#>a`_9f}9>s`m~|kp7Pv^R&{Ql6x$#<)-8-Ov}NUc<0lO*GFc_HmH&<(
zNDRxmdF0*9zpOQc!-#quDSDr-N^_pK4K&3KCE%2o7rZ~yoVxR4w?+I<Ef@NRMMRcb
z4f!i30?GUL&z*<SJBX*S=_gcF_3=6)OO>k+*-RR#47>Q3UA1Cv+Cl6<0(3IlN!70T
zocMXHTpNc$_cN)(L1R4MWBcrK)-Y{|w+<Qa{)j5h<4w{1Zp&dy8Q;aS=Y_3+GZLP|
zCtimXh@}%<e7*hF%m7c$2h{rW1`7=P!pYhpY;)6r(Hz#J&^0j(`v%}sI*FPky%~s9
z7s`IGy3GIAIsB6Mr4*Wu9ChTenN`te681u)@7GZ`tRN{kqt)*%VBrDW97zWF6Prej
zIZo-ArZ|^9Cdf5qG8eur7-=EqY9nVGNOb4NE!*OH%Dm_{r3LA~gvNm=7EZ=&u84$C
zHCQm4F_k%rv*k?F&BK-{+5*QiV^zOKgy(c{?qng5eAD1CUEJiU{Vhc={*H3)t=HM(
zyWfJd{Z2odZ@Z&W1wW#kK4@&Gx3Pcf)47mF;&mgmj|pwMH(^1}PrN<3ufHk}G`?<!
zpKQ+6O|0^~(x9;zW?m}G@%Xa<79z>|a{c`FpA>!KwH3ZdV=b-SP5JDY%{Z#L=xDLP
z6bw{8zDSrC#MhD9b=HZWYxVhe0Ec9tE-qHHzpqjxMq)iid<s&WrMcm<B)Q}~(`Z5@
zgfNFK{@z;&(ldZWY$abiKr<T&K6Ct~Gp2I2)Dbc(pG^zrl%aFe*J3(haA^}}=9Z(8
za2Jq*HJ18o%&RqS1-rY(7OB-=<1#&{I^CZF8+G1sjO$>@(%SXzm#vauIht!mjR71;
zCY~W$r(vH;@V?PW=auEr$O39KqVtxs97f(=Vf%MN<UxK7Be^ighKE6D-;L;$zuutx
z4EV2%h{W(Qw@kXWyXty`H=p^}QI(o`B;)$<-v892i(8!8h^#;yE^dIuG+(PWR*u`T
zu8fmuIQljPefqlB*ft7!*s&2mLBsh<Sh<BKb4iEGKlyMcIU4o|#;a6kt$b0&ZdtDH
zrtFz|r96kqHM6{5td86s#kHaEkQ|jHogaMW&g|+rIp<uOJ;EP;l*Qw4c`q!A;^|uM
zi{e=e`NX|{r3=Wfh<7sHeP8=|-|)6IwN-Ym`nYD#Xd|ht*wZ;WchqElO=&V>gb)Ye
zQRI)O^LdY8bTfA&{1Q|6<ul>9Sh;5(CAhP98$b85>WeTM?^Ft3L_+D==wQawa(3Si
zlE3GBz7->?pVr(9>VH#B0!B+<4Y}VzK}|kK)N)T*%1Gan7+%@GezRYuSuG7I=2BfO
zOf{*_?Qk2|=tF%Z4<mTjtF_ns{XC4&LssGXcb+3T9wQgDEVS-!)HjfDw%gz(=;i?~
z1gFQADuwZg5(j}*>sr^nJLECh2<7yo{;q|%Z&e@nt%QAXd9SsDk%F14^ipGEhzR=s
zwQWE%)PR(*Q`Cs_9fei)SZgwy2Kj9_Gii54>l@iC$MZ_cU?{yHx!3MZ(;9H^Z@11*
zejc*oEFPu%W8yQ^z50-sS|ZbP2c>$$_rk;I`<FCWIRkggqB~C8BThOGUZ;+B(jABw
zwh_E~Ui>l*R1$Xm4~Op1>4$sy_`Lu<Gh$q~ylLUU8s`UJxY5%pHe(=99&9>G(W5=~
zX9s5Me|>pTPvX28PDo!QsD0a9Q9~e^#DYpWx!FAg^)2Q!CjFyD7BWLjAg**&wA;de
zH4`dJBC8G+kkV;|EwfIVh1XEiX(P`qIoSmblA;kkzoZUghV0rrCRm-d;`b)pz?~O(
zIvmygX7%js&n9bQj*Ycv4^(69HY=*)^F>kpw&Jwu|22EJoT?;l=M$t%FqLtDALm_P
z&W<i=mxiZ&EI}DjoJ={lAVEO7C;^Lga{%bxXx7_g+H%%8O;ASFfT!F<E@^hlcUt53
z1a8GA8-w18rK!zNZWkS+cVEVlZ{dE+_x|}&p2P0aE~lnaCq-n9ORR}V`TpYt!0m!}
z`<k-C_O+<X`h%`Zb&5TZ2(+JH=0noGiwAQY4;#!h^j{g;nPn}RD#Hl~hi4vZ5j#u9
zg}b3STpfgcTezGkwl<zBy`8Q0x+n)5r7@-)tZ6$p%hS7f9kcMS2LdCl5T4UB<@H>P
zfVr-YSwxxPj03$NHW`G`37zIQ{g;-I7netrn1}e}d+)4G()t`tf4y!qnt&=78|+$+
z>dwwPd6$Zx@cl26^*@+a1n2XuGu20nA4TV>vdBKrJnoai<fUgM-4y_Xf@`6*>X<i+
zJDI;t0A>Z-=J5+rTqK4rDOkWu7S(!ayfhJ7)(`5iv7LHL>`1cB%um=h)Izk-mdaBw
zMg;BYQxL?Fq%-w?{JL-79m(o^$XC<|xE2Qm5ORhR;!9rF<6z{bi_TSi`dwxxHWY2V
zc}qMicf0rew&#WOB98hrOYM-YQl(3zs#i4TP{cW;;Kx!2%3rHT<9N>Isk&FvyAflN
z8Z+lsEu$sw8|27$*a4l=(Wu>`@)&`Bbr`6o_k}p#cM-wp<Jde7+!=%?*i3azZ>$A6
zC_BXnD9ahEeoFID(8}=?8Ai{sHi>ggd02$6SX$|tR*>^vdpqN@7Pi0Eu-~6}8sflz
zY@^ZeIq|$MfUpfS1cJ(yr>6t(?b!5@d8#6T@qe6Xc#-7y&cepARMwTlxf~6Ma&SrF
zb!l;f<+x_w%hx#rP0`u9r{^aIG8uoRVxjjiCMsY#Ik{P~`@2uXxsiy6ou8OTvMlJN
zI1O^%kSp4~rc6HQ&ka|Si|nXUl~=q#N2vYcekN8f;fQ8;^_W@*R@sjBN8+778k}-R
z<hk=ECUee%P<(1>n<f2uo!|Hn9x)Om-gSG)&p_NURo~D25|qnw>nte$5Uq|y-F*<5
zGArd;R6X`_V#(E6!+ZN&7)L?l?<ML2JxT_0)L!elZc-ZY@Ogb5#LnjXRXMYdLLu|7
zn0R1drH<JVy2({B^wD*<c_jC{2iX@PNx1pvqAb2Bm*HChg>M{Lj!<s%;x(E@;Pd=%
zo31sd{L|YCh}!N;;T_|{1+Lkd7@#||D|VY^dFwg*+DNbMfo*<cpQ#}5>W4z^etmtF
z#rRJ$i&1Dx@s#HRb*eU@E6zVq*MAObcixx8W@%BB*Szyd4{siS)%GFtl*BG6qD1G?
z$B?x7k@V4uG3(#-DtyemG_iY^#ogJ=&2-R>d#WpdE|h)+<DU>rtxC5bn7rr7<FB?P
z&}1CGz?171dW!g*3F;9bdU(0PrcS#3?fS!AeY{?DYSZmzPHd9(q^?Qhbp^ZmG&9r2
zRP``3Jg9|HgG}pav?mpCBC&K3xD=l%$=<)jEU|9V!~Z<H=$Z)hYJY?lk}6;WbOBf6
zh&`&c%-jVKdU<^c-=zlL(qUfGjdYnQ66P6EOQ}D7$Oz#q+h+tZh4cu)kGziaV<tP*
z24$G5#d=s53!d=`f|pPPp3LLdh-RSpGIi2}n(JtwW1B5psSM{QOS;z|<C##~lDoeQ
zDeI0{nVKFVzL|Pqw0eIz-K9T`Xfa%FGJrp07vE&`a0kaRwuTxOZCSh6D=_F}IuU9%
zdb0v8>FU+2im6#68md7!{JX{orv3Q9(V|h*28$^i`qb2k8w3|u>tV0qw@YG;J^pW-
zsx*E?#sq%mvkyC;1&HxkN$5k&O{uUJp$k5W0ym`*q=C|GndFU2wL<2(&%20gmQ(>4
zd7So0FPbRI%KI=%d4}qe_e1K#<*5^%DBz?byp?81jO$JnDjdit@v!w3+L!luFPOA-
zsAV0c+qK0pFy1;>8Xp^^_^#pI_L-@fXOE3Vn)ja>>KTk8I<t4yQs^#_oaXF>0}ykI
zfB1tBo5OpZ<J`!;{M3AYi8^zQkGJd<{(ER^``Iak%bVwGp~qQDrH5m`vp2d!`}N%S
zPe~792?NgaIyj7)M%C=!h^IajYt!hU{6FTtGN7uhTU!ux(<vy@NS7iAY`VKaq(w<-
z*mNU^if%fjk#3|rMNknoEe!(FA>Dj)d(Qh_(R0uJ`~5i{k+s&GV~!rr979lF_<V}=
z{+r#E;aE@GIvr)cqvxs?&)63c;pCUE7}4Vi>YE<x!zM?#c1lAs!L)+C8lZ00d`kzq
z4nKO7JB0RUv|}(1W?oPJH4sBVLz4SG7!YwnU1vSSx5lm19_RCdxpc@|C?Ij@(@x!u
zFJ<fOt2BP1nrK@>T+~{f;h_W&wL5ru$+lzEN)x6F0&}WF0r1qu8#El|=j$Dxe9ao|
z1~>aq7CuJDVt3V4ZWH!%I**>?A0967-`6SBtBP2l^we}Yn%(1%O|n7(N{=#mr#kU2
zsDbPF%Du|zWzHw#ePWW5ztTN^7akigg;m&*kmUM?d&T9ULC81Yr~Jb3sTQc;?e?ff
z%u58Frxv4jZ-eA?9M{LFYwww^7TSl=shz}J8)_dt9r(OcbK_%VX@3pyDbh#~%$eQ%
zc76sO)G}A9ec6U%Ee_eBwoVJ>;LaL#8)V-C?mC&As9|s_sEC-6Vg9zC=w;^Xel$W_
za9`iv#i-_c9*uwb;%-%bVNkcPUTqgkaohKVk9wSf?1j3O*cm6aNVD`9xI6R3GW#V7
zrC>7kr@CSx&Xp=#o0QL{=C&!b8D>95d!b*h;zVX8?RRJLB}@I{i-KceczEV=4#p)i
zfQa9&&?AsP4&oRk5oQ|XeoMZ|d-Q>Kmjztc$XS^hpWol>_3|brl$f!TY7Qj%9|lb{
ziUkp@J7NtQp;4gt@VDv?u=_U2JbPU`nP<2!fg2&SUdLLJ2d6j>(|4SQ^e(-DjXkb1
zn6EHTh7_FC5);RyKHl3Gkv#-AWx;TeLNlO|RE0eja4f5OrJXHf7VbK!2+2Q*IWse`
za$mFQv#1mCnCy_da4^)XsF92+F{gWDJ(&F5tM+!lscvVo>Wc~@oRf_L`g12IMvYG9
zlQyRoW;*})lp~zrd6u82iD+0lbe!g;MvkgTs=(BZSZ~+s1SToh9&-opVTsA;Hzrw*
zhWDgO7<n!s!X1abXV=JfgmbgUecG6gs}Tam5NOQFUIMv?KBxP})6jzND^P|WMUMw(
z`i<JD<Y*NBj_TKcwf@99qEB&g1c3?(z-DL_{3LdGyx!n5YPcx?w0)@u%qDs-Nv!yV
z<M30?PdlD01^2k(>1?!}2>fL+sxQCrD%ziZMzd)jk|E*}Ozz>T`fR=QDGRT6$dDoZ
z;$}MW56>+M7*mg0gU4qpyLwZF)9vsdrM^|)6w@_VQzg!Wb*HvDBYXu9%jeVDimw{M
z{ITUuh<2nA1m#TgziJlIJLvV&&L%{PXm_~$k)nASX!env-cJk4Rjq6w0B|zH^XG$9
z%Q#yA$SCH=gKA$%-i0sbG`^a=8?Q#QV~tg94Nb3}QpheSA;Ogz8HO<lU~Fg3FRZKd
zY8GX$lznmAHXSj`Xa8c{A{;^i!>001Ke6emU26Fxutv`*tP>r(M+BP-ioOtAq&^3>
zCio10@~j!FFrFC6oar){1~C|xKyk2imd5+IR0#^LL$eB4zNK&)z7`cmN76YF_oI$o
zG1WlQ@YAE2NgcC+eV*sFuH$ZRgddx!YXq#)?MG<^tzQj*XB53&5TgmejXnl2LDQ-R
zyb^*0Zd<mL`r{aDgv%Q0<Gmok4dT0tZcBs1nH`p=CcDdn_d#~W*wcOcFgw$@?TWi4
zkC=?%17_l1ZTm~MhpljpB5!pDeIMB9C^1yAvx6xZY15@EnB2lNOf0E{oX&TLYRPr)
zY2436y@~pRm}xF_0*&%blSD2mt~Xa_SQ`ZxeKv>K!-wUFcU8q2`D(z0esJeUCzOvp
z5Ka)Lw`2EN`%*QZ^HQU5tLm$l)0?fWvQoosGk4Dv?Ur_I=-ILFdF16#K|_$SVFMZ?
z>Wy7P#Bl0D>`RGT;du|R3p*6UuH3ZyCe?aT+fl2dnqjgQ!fL77%ieG?uN#XaTHbRc
z@ZiGM;6BF%rwU=~yV|t7?HQ#I>M*rtE6jZA;g!w2Oa8&JFJ+;z)K4MB`^1i)So%Ez
zaOntUd$e9qwT{^|M1mY`-;;T#P;K-^rplTAbCjd~cl)2uz0X8y&X&{q%H@chav!FE
zg_nm<b)6}Dq&O$PB6A6XEtQ*3jy4?39Ge`93@g9TLT3CZ1mrRd8|oWE11<)l;+UX5
ztuOuRIt@^0#T9%t#}gxg<i-^9_^`Mz+n2?U;F51nw+inYm2w0h>vi2hl6?qo%5cLO
z^XlPjW7&AgTDB8HjokZqCk7PSuFF<5Oh#`!WYucNfU19dzk1SbQ2VjK&P=cH$SGEN
zYy5HO_rf4Dmqpa^_R*IVFpD~*AA=0KZ??o|DwrB>r0*2p)7h}_I$`d6yD%Eg?e58p
zPWMa12`0{w+}3zd<4e6y<Y=MQ1})SI+ueE`9$F!A@=PX>9Q{n9Z3Q3l!q1Z>ojP0Y
z(|}|#)l^c?`#YPmyi(DXLW_QFZX}L*T-)86DWKG6^2p_Egw!y`(7U@-k7w>1mT9LH
z>DLa2Q49%0xJpmF<Z~|HuTrJoeN#q?ExkJ=`X08uUi-aN#0TNaF5%LkJfwJ|DsL=a
z8%};C1aZ`5WzUxxzTcQt0d<KyfB8(SHZvihtJWX5C!)YVGL}iZ{7fAp2&xZ9nV(`k
z-yIL1UVWC@#!fgpds<7y+Hc-yS5bn@U$4AQpNmTF=qPG;z=b}EVUL!Y-3X876nVU_
zH#<w1&hKMH+AjR@xA=(&g~(-*_&#r_uksb`Qzo&ZDgqN79~pjPt~dzS=0|{~rgMC>
zHJEV&@T6Gk^%Z9~t&b|x?~d0gE+>FtWVm9<+eEgD$6MFzEk+Ep+8@M9tUS60_)`rv
zMdZt&)E-Dr>wviv6Qk?FXIjtj8YL^o%vg{02VB2hhYj2s($@LWbp9zqz&3(M#K+E6
ztwCw@^AYb99RQw=E?h`Dqo93bcsR83bt@HR>uW>0>HZgu;;T#MER4GtKzUW7h}NDl
zOX~m+A6rn6%lmt>3!A}M&9h6WKZrJu#Ofbd@wpAQGZ(e^*`9XuDT#<zSXQTvHOzka
zymRBO#t^%ah9<w!;{1aGVdtR`5RIsz9#erUzvM3ZoI2%h4(e886=M&&mDwbnOlS|j
z!XjPz3M~6GR@9)+6%g;f54V>->Fz1r$uu_|OyHFJQfewUp*rMp+0tp{vieZ9L!UeD
zuWrvJe?H8E8x*RqEDM3*0vY6XeY>^|*{JLegIE`uLp~o7OEBsogT!9NA;XnqJJ_L^
zYI&k!7?J)pU9hVYr%<ofUZR+kb{etoHZt!t_q?%x10<`oS)}*9k0<s^efMYQvQvDO
zNAk*!5?Qnjxm0y4tlw-Uml!^WA;KT%d+oL!mM&)Ho9>!Zxf3xCxffR*4)uNiAVB|a
zxo%%5@uDm9h$)O?b@Qg9B){Tq8kxB4POgy970t)BMVL2%Elx!>#u6x3HWV3Mao@k6
zL$!4ZAHBWXZ!b~R_@b%4vBQ?)%Tm3!hx@fpA5_vI&=aQio#c13R1qPZR56v#3wtYc
z>A^<fd&wmRubv>(%DmomQNffSJ;@tkmirvf6HB6P$oRT)f@WSw{};CrxLV)Xrmwlg
zUGm$#N7x@<&toKf;8HU_ly5LvEG8`d7T+<0et{O1o;_9MTZ+@9pYD}*@)2W}bdl+m
zzp9PY?M*wu-V*_FlPqHo+dLe;83mCw7*A%W7}5j}&32F3IZWOk@D6~#-6B1oXC<@}
zIpK0m7TmOtK3UrnkP4j`Q}!Jf%QNyB@`jdos9{6z`)o(E)qV@m?bl!~Eo$qXt0v0)
zVe2V(O7eo>p6RZ*l}h_X1`vl-x5250#}G(2g?=f^l0_Q8Y#!1Y+$_Thh45qk__9C&
zk<_E^G7b*kJrbMJck*4vJFRma9~3UsFjz8^){diY8^8VdgD2N)!+v3#qK4WV^PMsT
z9dF{skT+*!Nf5cN3doK<EJM3rY{)KhvQs9w-^c1WI5_+f6o^N;1gxuG*Kdzv?K#A`
zz9oSb988&)x*bsW5>S}2Dxi^lxvEctQ}vaFz_$F+OP0%RposfF5Gd-+IzJ2n`0CvU
zaK6(%1UivgGOfakG7PZrgU2r}q57b|#dopLE4?v4Q?)iSZY~~$3{I~(23pp#WHXBe
zYdrPVo6b&I=&X7AtTUvzAVFmt(L_m2w9(Yj$XFnthWS%_xs&cj#`B95&MUIj^v=zd
znKZP8666|*6uck6`qd@ChXjGufXQkMV1(Fyfkq_=BFN{bvkPt)SA`dynQ1B{^sJYX
zP->sVzpst72KxX#uyX<_vM7QeLal_>araitqr`CwImLomO58CQpTmV0aKn6?HcOow
ze7*(myD~OWk6Bk_E}R<k-^fgT-1~ID^JVt=yBLmlC2o<1-X;x?Sz5*Agf1SiDwZM`
zn8&?}_`<ph<Yu5PP`s#W#`R@^oCb;f@Dyc<1g?RbJ}I@i1mNZqh$Q=}eI@hobQ}M*
z=oqW4TF1upug7Xw`~xAW>0hVf!<u|sT7ydWTVy`*P8AtYdwM3dE)Onbvi(T+dQg>v
zMgi3ttS?iEiZ>$Fi^6f)U@HvPC%S)sIp_kIDo~x;;A{Ao9fc)nPK&lv;L__t1PxA=
zritbrt!+$BD3EyZ4<0GwI|gorUWpc`-a*Z6g_kJ5j>6O&OG_wfnVIaWrSK4b<^Qa%
z(Sy7_Okza|k%nn)iEb#XXyn|Q>s{!{J$-O?E*$m!OMI4hRvc+MA&f0SSj(qjJ+GqZ
zHJL)faY|UJ^y`;$9d#G|i%!fq%Yt&0qqburk=38EY*>ZB+xp3882kZbgQW{PMDroB
ztc76`GWIz<NW~Kt(#*erN4)=STn$UW(bD%p@?i7#NrzdwF;X-N<3om^YRc{JoMG%|
z<-rDR#Uk+>HbZtcRKYfkEMgtsWT?XCRRpbn432qtS~^X{m8hvxU5tO!QEQbuo)gd&
zKv!tz0geG`da85@e~u|QwKcE=F3G?Aie_u4dWB7+IJZ^(krN7F$WCgYk`{?ofQtj~
zl6{V?guOe@_o|3y5wfezCK&DX>}pC+BFjy?a$`4^g}fJKMInvHt<F4x!C2=$kp+qc
z?r-%@;hrClv|nMW%;#WS5IB4_6!Wj)>m3KwZD>Ee1^-u+7%Rj&J_dA06=|cOXpD+d
z%p6&+`)a+@ZsC1<QYu~3ROHvFNuOXi$gYl7+)8#^^x?N}Y6`5hQNw_eysA~d|0U6k
z{~ptMNO_~%8u$IQpv*_V%DA7XBpPf2mtrI>#ju|>h({4JORQt7fD<|Z`Z$2y28#j@
zyeC)*VVV`6$C5{934sQjJ$qkXzkLNK93xb@RM%CMcFv89z$MT*L>_TRo0K+1pyQFX
z%cN;v!I-}>eWu~X&)ouH5)A;+F(~OUi78uMGtmi(r&R!AaxBSP+{_eVgvs(6ME|7E
z$M80d(NuV}qMwnwPWmWZ&rf`(j7D+eMYR}u)~We3a@YXIy$|P;2@E%Fs{Osmvyzz5
zC={lA3}Q45%VG+Bye*FrO&JAZZMW~JlU_V^64dSziQzTAZ#xS8%6CkM)|oWpQagR5
z9T&ZQB;xTJ4LGWHpJaz-jQ2&)leed#XC$Dq&0|#~-Of3t=0!L;iV&sBHQJ>@wG`S{
zscq?P{91Ysk>wNPY-g+pyxP<z?1t5EqrA_i6^R4jNCn3;<zr(xIAy7=<9nb)6PAv7
zktTxZ+^cS<yTekx&BN>yc>7{S6X6_+B`gsKvCqhBt`LpHL~}fFxFP|4`7}506-Npv
zIAHs08V3*2FN<`Mj^2$n)y&RwJO(v%DL!Rp`@f^^!WA6Cbo{LP6T1=PIve##qXH~r
zJgATNlecW1i-rl=hwW_{mWPwSBgHPEwqPyFz6M^3dEtbyyz5m;P;FakMcekd>v0Ra
zUzh(fE|@J|++e1pZMyskX)#pU{9)<%<;rN3OP&l`&1ou9?s+V(`54e~TJmh-2jvIa
zmQ8I%d%H=lN9pwkJ-)KrW=d;LAP4D$c;|7ZuVa5^sSbPsDJ|dNB-7LUbCN6fmM{4D
zkf>LF$1>hHf}>P!X@h5tp2aDBG>R>ObrH@KFIu^^Y~|ntqSOVbOFkvTB@$IW=80KU
z))@XU6g7Qm2R?y#;OVvaNc+DC6`?mbbbAM2ZV&d8-CEyqeb4IcOBH+is^|OhmBRiN
zJMGU=3f-|ny7!`o7dXQSR0P>^#_VD?w2xVu%nlvjxSr*z-}Oy)_SH#$*0(i!r_Vm5
z&`YRC>B4CO`eE{2#xrP|%{`XR_7*c}Ln{_PjfpO{EF4F<+OO%pOSk|k%CAu0poXgB
z3G|_pkES?KphzGHK8O_36!)t&C`S)Zx{Vc?_RPX#5{f7|3U$j%dagMxfNnw2=E=Tt
zAI9%016aq^!}^sNb)!$KECW+6GL~MO1brr<%IbCvF?)yN>jg(kS9RP5n<YE%4Exyh
z-|de59!zdYRrd6Pt)NzQL%|U+V<6cWvMhx4_fpg@xi65+mEQ-o)iq)rH1cjkQz{g+
zw`^g|n_s>6;ibUUOCNt<uxyxz5-di$c$?76jDB;W$t4y~<ZQslY=yllOm4R0Q>7lM
z8LYLnJ!F33yemp?gN(JfiKo3Nc)e?NKunh>Ck56GwLplHtvmT~3+2>tkD7UgmpU8E
zt|eTCMqW29-I;iz<2XBdo@Om?<JLUWx4eq-Jxt|-7+><I#fp3Q`2BMN7o{%oag~#j
zrvT&iSdO<a`pRD=fZ;JnUcudBZ}~>I8g-=6v%N{jXN?JveblX}AnN=ZlD1o14S$F*
zGsEQFN#;}5$Xs)@L!+=IfO}(Ax8WM3o}AU$#-@V{Y_2y(#;ZZj{0%5@*UU~Hn~n#{
zn9S#CRZtd#>(SQ3X$|8O^D3o>^;DT=KTyLf%B<-p^oFWma4&gRa*vehFIU+{#v&xL
z^K?(9g-X8#Wk*g<*q=*e4DypQCe2<*EP@pZqLO(4HY$AMIpb(<^JSD`SgSk|3H_>%
zD&IgNai(2$SsQo_4!%(~r0o;g=YS*#<h>I0#3FA0P<6p<+RQWCefUkze)BHwFZsJV
zEGWU2d}6`j(`Cx2*@^DSCo46ik`j=z(_KH?t;K534C6;=Qut#LQ!xx#SsrQ})pL%Z
z{<TIs+3on5knS!_Y=;g{MDxQqAB$x}*fk?Bj;2Y^{DL>TnVp}ayE|4-JrZnaR+8>^
z>awO67)u;`aR^wEa7G=*?jeCjhT4j>ftI5Sf|ki~(jiF0@{6BOeS(@R?QZeq3(o`|
zOB|xq@eKfh;Y@I6+&T78tOlM3&@h;&KB#!k&mS$$nD0EREF3_^1z2-53M+~OR|<3(
z%BI{4^rmA2do^_oGDok|AJ~@f47W43N65W?3=TW0Po065Kj)F4?SrRqZJW#3Cxd9-
z&LZDYxn)M_sEl#Kp7XsApG$Wd@2Hp6yF7R#6bqpxgN@4Q?lnDF=CO${%~2$cQTEh}
zIbpvu;QpmH?Uw0lGP#u|k;LmlebD|{{fo5`d`Oz#m7D8ol)6d=@Aa$vv&pT|F^BwD
zjGz&8Ia2Lk773Du<lC@M7r;#ID&eGJn+B~K{pbgFk}`1?h!zmbLZTx4o}mI5QLKwR
z>#VVO=<UL#8S;v>T}56;iDIkjcb**v^olkJk86%}i%c0VucmhAhs)+RiIgLd9W884
zXQf}yeOIHK8!!}Fb$a7M!lr+VuBc8e+3P$18(zD{g|$K=<Ce`9($7eA$*x|NJX=M0
zyY9^w&5uFMxV4f#YdU|ElcDvwGo9LM>>z7o>HQUjSvrqSk6<dg2#Dy3Etc(dj{Gdf
zA#8_0^4;_Dgz`q~z$l(vPq%OTr{e%a@~c7&GeW^3*`b=K55U8@1_mLU84RDsyl6JI
z9}MLO24*rlh|=i;e!lgB$4$^Azp1NkH;KJ!InhOzbsHO4Ixut={iI-ahWmD!e=@74
z{lkDa02*tjMXym}ysVd(&Z~Hw1X4H3ID1Zn59$xJZ*XntzS-=|$Z)J2f8@juy;C?4
zw2;VbGqg|HYd;kjJl}YgD*XKT1WPCU(Mx6=#iM;8rOFWxR!ib$Vht-F12)#CGj$)&
z9Uq-jUn<7I5poMYHM@|)Or7HX%pdT&xPG}5Q0it?prl~T7jZXwLTEaw_b5=VzyC;K
z`+e)$NFe>*_UbP|6w;7MiZ?4h1`}LbCobX8b(x`tznS8Q<t3bvlj%63?6z+k-#Fo(
zUmT^Wee-xhX!U1)>lT*9Vw!Ql6m^T>8n#Fm|LFkrduz|tO53T#yL5NE-od%<=vAgY
zbBEiv$=>oMgx&JAk4pDbzOxHP!N^Z-U-5`3m#cei`n1v})ATdR+kV3@3A`$eM@Khx
z8XpBMoEm)IkHG3#XEcDWF&FApY}GS9kIeTu5{qfLD-|QMpMk7Lm35YyeaS5N^6YI&
z?I2rx%7J;>z)5As(5a~nZv+Xc5j_am(}sAIf7|SPJy8kFQ<=-Jq>Pj+ZYD6-m)M<n
zcib?HQ<d!D@2N|fxsDWn>M}nkG^xroneTm1o7w_z>XvG!5}w>l*QOPd**Rh(<T-mX
zRORUY2-e}m*%(o-T9fjr>bxxriDhv-QJXLwE3DeumVLNCP@qfCdbUBNvo{)2y0xaQ
z!SOJ8D`@woZ2HsCs9j|~o#nz|+IgGb@(TE(%@khv4>yyLYUm~1!vH*QPXlQ$G#x7(
z9@q*%V(-e87~e5DAr+I6rnT*qntmE89DbGYOv2D-4X3xgUBjl3FrDYD)|Yq5eZ05y
z+-NW6$`T2Qik58if^+ZIl%cQG{rX+`M^Exqr0y5XA3pQYv*W}OSf~Gj%TN1m+ASe!
z-vJp+{GtW_qyNFp6>O0Ya8GK^YYYPrcyuZqpMv}+>f638sE2b+DW8X@yy!wmiVZ$L
zT4ApY!%eV@xnA?m^wEtFj~nt#lk*_>rC~kWH_|zs#Va-YL7PvzJ7h<PGivi`N3(r}
zWb)NT;Y4z0RDJV6u2ps?D<>zXdx$s+-|(b;QC-@`FaZrR6H)Zii2_gPBLpXb0YMP}
z7v*Qh{^ynBL+&>R-WVJl<gyv%uCo_%u_a<uCPu}}h8$<oiXzllgp>p>goFQm4RsW%
z&(l|m(Hni4A(~oRrnRqEAn%pIy%!e)`KSLxB)~t4sAA|h-i&fTY`%1Z&;DW7ST!8v
zQ6bPr!<pQW|GxP@RQ>r9OlH*_YC4Ss2$T!ML8u7ax^Y<38NC=h|CgElA$(7<*%1Yi
zGlq0@VX=en@WtWK)*lbpkl*Ni&5ioc-w41*sDkUdeJpto#GVyZr0IcyhlMIm1-o~g
z%Q#NXIK^?ZuN-GG0dl--P)_(~a-_yIvsaCOyK!rv_D%;8L$&?Y8=#vqvx2e~uQ)u)
zM4yQUT*e_>wvK=K=V2n(pNkHKEruOEBGFb1OAED#Gluu0-+)Hk8gv$ivu)N?+(L&y
z<x9sbxi9GH|9afj=qxNO?|Wcc4AqE*(<?XDU6<ayVfb9H@wqTBPrjB%t8>QLuJ0*1
zwW>HEA^pGz_r-fi|7B`*EQ`(5w5K}O`Ws#JowB<OuFW&`cHiE=*z3dvbih6a$xrG<
zS(~<N|0oIIkZ%JYKG^+*j+4a3+DKV8zl|?fL|fLwt0;PYsXzbx=LaE%%__}lc04rF
zd0`S8Z@_G5pAs5BKMC-Ve+$Py@0uDvLo{zGJ8=WyCn4hqE_*DA<1Uon?_L;@NgY5E
z?DVGS@jsszwY|UfWn2w^TncF1M23nu{1z@QzAPcw+P7(H4%AS=t>=SLL@I)JIF#OA
zyr=i~`4QmfST(09<>%y-kVv@lMuxSqx86bh2&ns!lDu71R07u=A@-Hvsd6U9ua@<%
z6B9*4I|(E=d*|Tlq#i_`yY4E|a|bn(4RF|}2CDu_BcH?hEilskLE)Hbtbxfuj@lg?
z<}bfuD*waCkVw(mR62u)Vx0t8h8Y}c#MFz=9~G-Dl!J9xx>rB{2WAUnL@5q>-;YkN
z`&x5GHfv#P0PUp|bp&`IeDxkn5>kYdaEJd%g14AcTY_xCyqEB;t*!E6+Bw<JZBl4n
zSO6oJ_3c9r1Ro}unVoYnANg~?s<o(r<e6jp<$`WN3Z|8q-*tk|Nv&Tp4E?7C-uDZm
zW5**U=+p&kvErhH)PWm+Up=26{aU;I`@u|B(N48mZ<Wv6jG~Be5j}a12=L3{)9&nl
zvJC!Z6a!WLD#aD6fy~@oaa@C*^t`-04yi3{RLCu$A`Zy@MS=O(V_7t->F6*6Ww}?!
z0J_#Zm=^0aE-QU1It@1CAF2NE9bmba6PN2j@bx?Sz(6YPX5%MR1F~4&GCj#cO7Hf}
zRp-ah!P74=@nKOG9UV0zK)0<Mj3S-M|7x_q{tt~VjAQz?-SyiK{jkaT5adHkceOgx
zg3$RNWhh6_(x5#8s+u4Yo^fLZ>|#g<dDH6mS5SwsO*2j-7z3``h;@cr_Yj~S0%q@w
zWt%5a@=Hy(*s1?%;xFi4d`O|_J(OVh9OTiRt(PxfX7Gq$<I?fJLQ8?5(Sa|%qRR}F
z1xF;AB&PNIh5<sB7K@l}8o`i_$sZ7ho8OsHPw9`qz=s7EDdeak6?qNjZ+OR_yn>JC
zuV-5$#lp(ke@{9)2lEM9usZ<_h=GXwTLFg=e|S?xtO{1__q87LPdY<#MQeBOlz%#e
z@Rg5i&S28<YX;-^pMVGFI-=D>kUCt_%Mc{1ey2~MB()YIyx317L8+4<qC1<69`KWz
zqXFgl6(ZRCrcg_oKOUi;mPrM}wD)WdvH5oB1Ih342tbJS!P2JZ>Tgeh4IYwYUBtTo
zq%JiSl}yy4Qw{X2tdb{koO>M;K(I+KikJy`k?{5wAZzC2+oIo>2VCkM^h7!tMXLvq
zZL*s$M9%=PZP|6*#AKVshVBgZ2yQF-TQ#rzc?>9M@^Yzf--_qu=dUrWKqB(;SdQZ;
zK$fr=$cc|Pa{~k^ilPhA|L{o+EWYd_+Bv2fPE;k%c<}qZi|!7MfXBAz6>9$B_l?oB
zl#^JZqoe!4)rb1xG6KoZ<&B5>Sht=-)us8+ck0s91Hh%^>)n{o>hGgb&}>lW#WsM~
z?wJW*yj%Q}{{!Wk(a06AUdu8}<2WR=heP^Y6%+Zwo7ohs1K?~e)j}s=<ue;}PyRv6
zxna1WlXo8<pnL^cBz?4Tv8z}k=2K;86e9^gBs&4^#3#ix@&4o=dkhmyz8x2z6X!IC
z>o<|s;Z{YEvtb0E7X{FAkG^Fw0S=bTt;%8jgB_wu{ZjlSyboroqMGP`*w%S+2V1hI
z$G!?|0@WU0<?(As4*=p!qII!|2TsgCg1D1m8o<riHVq<-A|otdQc^(`kea%8fu6SE
zJ00L2s&_S+81iu!GA-$gGKzd0pL&|<g>6>24x~D}&`}r)?h7x_99x2e>YKJ_jt6Aw
z1^sRQ<oX{ZvOH3uWrIgmUvIR`5F3khqrN#)yzL!*KFPSaY1f`aKmhECtc;q{9}10$
z*&pWXl;oG5(TK^t=L-J9utSnnymhWc^M5^g10|_6&%7tOVpO47EhLbLo;GZ`C$R4D
z)v|qv8x;}Et<L^lD_AqZx?mps4@rG@&0e`*qM2aKHp^HTJ<*r4Pe>eKZ_Fon0FIbs
zwOtY@BnAq(yMIUmwF@fPr!(-FLk-3(@KHw~Ch?V@qS|+~q-jqX#bi9Fill*Jp$kZo
zj{ZlVfr$X6DV-ntYC80l<gyC#YPJ509KgMj0`Mmn@eO~AhAJw!+$<quqp7Vu#!dy4
zx90u(qaCl7OPJNy@nIPmGvb<n6W@+H4cz>b6T!J20P!pA!%qhdaO7H^!KV?aZ8v<n
z;(1ulZu6IirP5s$q{PVv3*b8r(*46Uik74A*rll?-1~C$L+kv*VYC0`^a<)Gp`ru;
z*vY@s6Jgs;KyD~@wO>1P13<8Mg!Nyif_I?_yk_}hGolvg<04)0FSmHRUIXQSKx%*P
z-X|in?nL%vaj48(r4C$PDP<OPg+K*$_->d2MrGQkbp9>F0yb0vsrL199u8?TUMHEk
z?%##lZJFQI$+Vxsvu&RL_HDpYK3Al!D-g86Z<UKkcOttuhxrdd3siXs+B#MYU9}(X
zI}u$G2CfsbB7c?adr$arJqC2A=dF`wFn`JsPNrv2YC7y#xRRZ5@wv@#-|auxxHBCo
zv_^J5iC-RTF_HN{z|0^^3ujqWMO%R2gBv-g6+fNb=;y#lOP0^(-1}oS#8S<6%`Kq?
zQcIMEWOOLz7Bkq`{pb|y_JL{?lSYsLTszWk=?8$XT9af3|KO|Cho~cH<VWe&?(Xg_
z%O67UpC|YUbZy>*Rc9B|+V7m1;r}1vfKFh4zPP-rekvC2*QW5y31Y%IP5vbf;9ht>
zbG$!Y=oNa>cE~0c{3WIwz+v9Eh>@dFy3Y~x`gZMg-R+4p0I=%c^$7|ZA!;|3@&q*+
zImoCIbSgCqv9$5WODJ>`!)|+PnfZe59Ma<icfc_}cfLOOr#cJ3s`lj@#KgBJuD|JK
z`~p(_^p*8fTvyfB9QddaxcoWFkock+@Y;KUu;o8_Z4y0Eq@K`zE-8UDs@l&JE!t_6
zCDY-|ec<u_fR;x$g>vm@gr~ea$fC_phFXqcKp&01<GxsS{(DRQ&oQbcu=g!+ZQ#e0
z#i?yVd2K7n&wJ5y4St5iY}i1_7%!s#R=4=C@8u(oEwW$z6c@0;8MrhLvNgn)!Je<f
zXqEnfW+3vpg5+oQAR?at+)QvEt33zqY=r-RXeA`^pO^RvG;hXN$|o#P7KXDl+fT*j
z)k7i&YnDNeiLBX{62N?c73Mjle=r{!O{$2?{rmTIrL?rQu|!<1q{-iapdtHcsIybA
z<K71S8gwN@=p+N|<PH>WEkb;$)Y{m9&M8Hkb@@XUo`Zr-u!hDDn8>Sm&jZOz{;imN
z5-(u>Cijq9!hN4cEVv5GoDM`O1T)>~%YWGaY34AN>D#>7#{`4pNK^u`a`UPAy@`}w
zYjC}wA$RDMNnfGu2SWhde&=!p1gUC86<_`l)cC)}1i<0lJZuq|N3K1t|2NEP8N&=f
z9IGW<POjI8Pg$$qScuox&?th+zAK>vCzc7HyZ9pX8fjDOF%B^JcIKDPV%#QKWLkdW
z_BP73bX6<C&G06?Hv!?VqF=Y*pi$gel#CApn+jiTA^3y9k}}Pwm(B9xiR?2XW&}~&
zf#&1y-dW%oOKtNONw1Xz4*z*W_7xNm1EFEdJN!YDFjth*8PEw#9k^fpjja86S(a4a
zX#s5{n}I|b#o3OsG_2!toV-FjJYtE~t0I6Els)8R0E~HONjCm>r$`jY()nJMb{Pg=
zy(V9<=mFYzT2P8e-MaY+;1qWTFWr{G=RcEAm@j~Q$wC93{Fj^mvot?Wl>MnQ7vZ@D
z8TExzkhm0eKp$^06_&tS@D-5vK4J-gfAiUJ_oPI+d4BR2uZAP7F}RhqPt1Kpd)lim
z0SAF#eM2ljBvQMfm>;BOnuCMd$X!{)-uD$a31m5H<O3Ohht)wsJ0dZe7rrPK!oQQ4
zfEdw)E)23yOXD?V*BtTfB}<5M9Y11K%QziSgli3_ww>xThc1I-J{0l!aT)j{Mk#%?
ze=sjnB3n5C<Db0xj<{EIImBAp4B&PTyg@_yvO+2`naW4wR31Ql5v~N+B>z--Kzv=0
z;#+#dfWQP1t|UvCjSIe|Vb@2Z;FtQ86ZQ9X|3yz?^=69u2T7IkD~mq&5=vT6t?zBH
zXQ(tzNg=}Rj6ZQA)m+O*_dkP&TcFvG%+SzuJ{UiUS$#R!IxEakBmsanM!T2tLFQun
zSSJ552v-Q&lr!c2b9Vo6h5|K3eNzhx3Zj;mpX5IqQPd{tV^Cv9!_Rr@cUC2OE|7XI
z)OpXklV=gJynI9r+GCYX8ocyprGqYSX3mG(17;1Z^Ub07eM_L%@>TNgd#1-#?~-~-
zL1^BBS)fxUy_0eUhYU^6-Y*lK0EYG;NtQ$kLGaNwy>AKWU@qDJRvH4dbtI4_wU2Ww
zI~^PU&M&;evAJ5-^C?3va&FkjS4mH{!DBZAjQuHXC(-LPOR!-`f;yMN`-R`PcVa5O
z;gaeW*bvkKH?OfN1s^C2?GC6`2Bp&N+tMs{PJ|JPGXR>D;-*1=r^$OT-M2aIi^+0c
ztLt6_y@E*xg=@if$noA9>*?`+Y^BZEPz^REc6Kvxgyvr`CYP{OePl>@u(BBVE(^q>
z`<P-f>(8R_xd4lVIYS12S16$R2n;neBAs~Q1E<Tr&-NGI(jMXCInCGKza)GHO>a08
z>>Ayb=Qr)E(ZKa{nEURa_L{tDnP~N?DvApP>ImBA{OkH9HAPAH2ZMt8ZJ+^9{pgZZ
z&x&iF!fhvN<%$g(o-{ldwv4-L4)019(qm9bW=rusbMF(XTdPbE-23`C&G0i#ZY#M7
z$o_Q75+~dQ+0OoG?)Sihx{mRuflmd!i^!eTSSRm-);q2nlU$B-o#og15VJv~hGAtr
z!U9W;`NfUU@)f>YT2YscfG%o`d*lG*m#sD&L~#&kBH3T{j$d_)=si>)arg@&MlLC>
zdpYinRUBf$xqTvMKk#mFTZHjPtxwc_o;p8sJ&sGVz>)-<srIP05t87G5`cStfBXgk
z(wTq}5B@Hh)Pbniu3b|%Fjxa~d%bo{n2$c{2f*Xw$wn-*lO##Ghi&o;D<g&tJqs6Y
z-lDdE9iz=&4^jtSH9}$F4l8(TL3Q<wKfG&jHC)Pnmk=fRGE-n(4I0I0B9Stm*rfXc
zMV)D_i%h!o>($4_Nnm2kN6>YN4RjNT1b599D<?fxpv7zN9<^g0F6S4|RZaOsD)CNe
z-W#=`V`gRD_OR*Wx7i1+ESQu)iz#Sv+85U;Z{+lWN-$8pD2dzp>+PjvYuxhJwMB9v
zB<v=$uX$s@NPt5hul4bop$40=N+l1oky6vGHawB%hQsL76<?f3$`h%4Pt-s{kQ6!6
zz`FD!gB&HY_0;R{cmE3OlB9tp#lemJGvEQWB_kf7SxIj6FkOS+bi{$;ik#RVE~baB
ze(*Y+k5zB-@jm`qv;Cuk>hr;mS*dJJCp+Jx{*<|#ba;fY_mK&<5Vs&AXx+R!kvYZZ
zD7TJjX|y6g(W#ps$@*^3D3O9?p5i^^v7Vcq908{g_;k~*o(7P`Q{Cb*<~qp!COUk$
zQ3~#=BxqQQq<C$~xu5*#Fa_OZ_bf=a{jLyYC%MFv`=0!;ln6zR=g`tNFcorX!{L2C
zGy`Z5_3m-U%b}4POVQq34Mr>PDA0VQ-~FSL@6pcEef}Pyef`1}WMB0}&;;Ra$Y;<C
z>D!Ani~#so7n`MfuaKU9a?GFp<r2mmA#CyarG?P*Bf2vnwK`a8q@2SQ0=BhFS-QjH
zj61;|ICt)iS>N5KUpWB1oMW&!s#EX#O*@x8W89zgEap*f(H|zbDX?Ch&L0IPJE_6~
zU!+t>aYOjGI_cKTCj>x`y714OP5OpjKcx0EbvwwE#{nY@4H#8$FesCI@ATdeOCRPg
z;RllIT`2J5WV`1x)%k%;F>Rp}vWJDf@98dcaRL_LLc$6kphvziBh%pxR9O`JvRu;P
zrc<DQ)c=vkfT&W(ranH{oN)xL0LLnNEeq;fU$GWdi&J_m(i{s<^nxyMPwSP5GDUI(
zc$4y$)~cqI<E7<_n|6ov9Q))L`Ryu((0ixFWx~Ax#%b&9c!SZP3G~{WA9w1h=wa8d
zR&^OMB|ZLXB{NLc8_sN)aE0+I1x&S20gHq!>~w!>Dqi`Mx7z1^H6}B5qJ>@G^W&*x
z;|`i&@^AdQ?SlEzW=~k1ltp&y;rDx~+Z&cF!mNsFK6sBpm50r?F9F2E^C=LKpB$CX
z=}98gwv13N{lVR-foPzE&tfeuIQ(qE&F0H;>Skn23v#D4M%m$9dY~;&p=DBHIxbAI
z{c)%eL#%<zn;IpKnmIx%O!{NVM>5%VeN7E^m3JP0klkOOh|J3Fs}SM#>J7)LUCO~o
zf`7Em4Zy{@A`K^JP7-jf%!=w$V}fc$!Ex=MQIg$40!TsUNz0ez!oj!{Pn15JDldDJ
zu|&nj>a7?pwyr^)V`H*c;^LGpUr7?rlZ#~d9<{r44VE(jaEo&#ZMZ}e!(3mu9cs;j
zM}Td;wUFZ5$X_nZgSI?WsMp6&A>`C6Mfwp8-?0snAI0Nr*on~h`q7@8hAk#TXjFg;
z)car(w=~ei2b90+V5EDXI*R%|*yPkdhW!jAA0Cg{R2A+%t!6>qG1aX;0#lombR*j!
zN#1)STqd3PP8QzFcneU+HvX;Yl=GA9iZhA6*G*KfD1~&_YgagqBZ}zXwOqORpyMe0
zj6~1c*ht`TE^>a<s<<L_LZDW*hJ&fd|EZJ0HCX*-D;Bb2G@o6?o-?s@D5X%us25;e
zy%poQ1fFKZW=l=xlWdN7Lp8N<?yb2G0Bbop<2A{;h#+7$)bLn3qRmcpe0f@Z<$A63
zbEkgjiUo1m68B>jk<;=5Fk|a`)alZhavT;Kg*2@XKo0y^>5s4r7g$7`UoPA37Kp9K
zy7Y%XU?6%K*WhMaZSAOS-l5nq#-&RX4RVrVnjB<G)5cEk9T^8hM@P8#3d*`mr5{(5
z(zu>q+Q5a3Zy+8@W=C^r2rhMEC*jIhA%}|tW$;+!t=0X-*8LG%L$P2uHvhNhbm}DY
zw!s3j_9`>;*Yx?YT#K30d_Rn1mDfFm!(7Nv*WPtdx};{LYbZX<-5Bg;290y3cR-im
zTkg=6?Bl9QkNlH0J6{DTxH<NoApddz{DCv$Yc*gG8?XMpm#7$I^#FKVuOz)hoG_p;
zmRt=LAuU+1U9rvA5@Wf3y(RH^Xaw~{){0j>pvMsVkynba_v)Clnr&h6$cIoWyVt_N
zLfy^g^6@~Y0E+kp&o#~3VCN&&g(!^_@4Yud6Pm!yF!>b4yf=H-tSg5n;(g=6araCx
zRWi5yT+{ifU0?jI_0(A~hAH~>z0ppCSKeOZ4jmtT&$g+Kzuu4sdB;9AfpurK)vLZ!
zKO7xnmKvMlI@YJ3w|ACp-~_-|zqrxP0Z#&%^8LL!Au5Wxgo?Y3>2sT#@W(0aDh0Gw
z)R&t#0iJ>2VG%xBOwUk5^=L3^@^J(<O942KU2AeF=7|o{eR#`9-tx}H?g;*uslbsL
zs=e_&ewgX9!HR^$<)m;)QhF8AD;E6gRGU0*y_XpJv#{ckjam0>pj(#xO1u?t=hs+w
zb;Ywk^`+AFXRSP3ti5IC6fD}EDlt5ZxXmz;r4hWOOJ(Ntj1Y<*2lu;^Fx7jz+hwV&
zn@dT@_~6!JX9Fp4?07Q*!;oc-0*Rc97kEH90|g5ighnGvW}wpKH>K=gOayvyuG_ch
z7~u#i3;vLF;PCPu)Y6ulYV=O38aeK!T3L(KSzTnpG*BG3{v69milfqpP6V~-ztchf
z__U;$j&wXhV37}uV2d0=cbKw+7uT&rtx#N?3etj~v952y^4OCcS^Km4ZI?71%sjun
zU@Tb5?t0g+Ov>iFRx#W~-_vt;di)u<c~(YXW3^|Upd+!RQQg)j0O9^59R7%Lf+?Ih
zlz5&S_`|Dz^^xoZoF_g+qj~i=Kg!<^trTp}ZnEs2jOZo}CqqK2M8eyCI(`|iMgFA9
zB|P7Qr|S$h>r2TI9A<ooZ~{;*iB1m{hAt@^5F1?PJH=6ud6O{)8+eaSsviam5s2Fq
zsBLM$?PxmN<+Ktap!k?ZN7a>;uCQJ`i|Z7()lZQqxI3WH_wKRG@tM~ZieY^xrM_?T
zdkO{u>q`}hGcQ(#-cl06=DJl7;dM0hfr`K}GNBN6{@r$Ts`>fR$u!4_B-<d;$e&)p
ziSRv{rK;=#eh??`lvkOzwF?Z^IrlNLP@+i#`o{d!>&b-3$)>~#RZ{ZDg0&g1y}dEJ
zSh`TbKH+&>=r~r$7;mjhqE+xB{axp1j-7`27`;)~6%YFE@N0YM!|)=Tt)rFVF>{fF
z>C2XbdC}hFCWx8j+GXHKA^Y8pZETJ92F(D4u#%x*i~}u?pn$?kRz5{}-V55G2*91v
z9KU`III=lA#JhjE$7Oz=9^}Q0u$L^-_HG}eKGf8rQB3)sH}F)v(O3ljcGYTmzjC(*
zQrBC}1@SMP-I+?nTh>_F1y0~6o2m&j(h<<~EJO7J1#Iz%RJRydqpv;H;I8L0Lst&U
zqV$w5n4#_@a?&Br&3iD?NLazj3pSn7_t1rkD>7kX!Jc;<Mf$ClxJ{4Os*Kc=FrX29
zkDNh-mcO2HheZ_8vj2Oe?e7LL!Q_YVee3P1seB89gvM<^9F_RDxnP12mvL)g#<Imh
zTKd(l@8-AsYj|T-7Dfrz@ms+1JYj{{2E%lN-;>EKt0r6`f$B-wTdV!v{uEExf@-B)
z6KIA~V3x=N`DEU})<y?0EfV+9K|3zhbUN*>fTg44SVIrF$}wAk1=h&D4mbrXv_0C1
zZqfe9d#jXGI>S>rD?*^5yl{SJm*>Hvd8r^IqddK-$+}Divv`;~MSqt?Y-M}14e#@$
z=Z1~84e;8Bj;?ikCWE-_aF*)aVrsVHr(gZ@8fyU$D`=9rss}S^1$K`O#0C{T?rZuU
zOPR<id@B(tsgFT4Not@!&hH$>ybp%^MLxxaGUX<%qkqj-N?;K3*ts40Tp4u23-GC}
z;&=Mq37`Rq#L#h%mBNZ4S`4m51k}PJZ6;_0rWs7>`P#&xszVTTp1k#KUk*XgB+PzD
zLI8_8(Y|!)V%Eez4rG%^peQnm(0kKn10W`Qg7i~CI4D~uP4;k+2@V><j4Z&Sg0Ece
zRvHfG19P4tP_Yb%z99oeu*|XeBe{*Hg=EhHRndLti4dSzR*EXZD&cYVD$$w4hTgkc
z{HHshIoT*o3|5#uQZEf#tWdf)BDr3_t=!v7R?7}L*u!kFY^JhPe4Zrr`&!y>4e8m*
zCET-Fb%H(;A0BrDgjsVUa~uZ^&PqX)_u?53*?3nXzXtFyY`o)dI%goAJF|($-Ae#%
z5nPwDOL1h2qcd7%R~%ew(MxN!77hk>F`x?!wZCsdn$Htq4CuGvZ2BqM0C>bX=B2;j
z82`zuP~+c40k<k>f{W;ypZV#5)L%6R^*T1^_`X0W4>p21zw3zD<I4@@MF%CN*NL9%
zHOW}86<JIJ$)i{!A34whgnuFt>xI=Nt|tRI6{J4r`}g&1=*O(fUR#6Eq7;nHvMR(e
zXG*JD>I8k7MYIscm_yVO*|0v<R;z6?@3j5g7L=>xs;tzAt#Tg_;n!$8L_7&p02^x@
zw}P?=71M;mBYK_r`)oi(5cbylbt>KHsmz)XP|t#@eE)!ndapSRT+2#nin#Ad&O<s#
z`<c-8Dn&(TH%i~W1%1yOI9>9E6%?@Y4<L>;c^y|`*Hz-Q^^x&2@KaZFqq(trd4xe!
zoP@1XRObcE$IF=6@o}->D*{UK-0!3#_%^mjhnG^yy>lyz8;|5cSQdHbHevxtr=Ase
z&~OfMgU?Q{%$RWqJgQgp)<jnN?PRxa7{?^Vs^Sva!1I3KZ9EnCNJeG`bT4hg%^BD5
z%XBNS$mY3ycgzpvvZT=06C}2z>Rb17WHBfsJ%{1<lohyM6DA7q6jIsH{x3qPwEe8G
z(JYXSnbMsV-%ujGvdHuTc;7l!?>(aP`-PTtNufAV@PN%x*eU$SY{!_Dz1xHnu#xgj
zKBtm0Ue&zCpk7x}fAB5j{^n+{3{?$PxCEY%Cif+-e%-;^76<WRy58IzO1Ej0o@NON
zEOr%%1TZRqKUr~-0?dQCwzD`Q_VkL*hmWqesFuo&%#+=-oYjxFK}JBfvBiPg^b;}b
z*EfRhrL(J}1{9}`GeM*;Il|6%`c=j@gl1peHCaTYRjlKE1|jUYM?fkauSha(8b}~Q
z1cF%psPA1ubqAT#rD6@vLSQ=jN=-jQ8<v0^5#k8J$TAeiK1H)i$wVxQ)Fua?O*etQ
z(K;JFI|VgG&dI!X$tMT1p+hh=pwpv}Lu$bSEkaT6>_bH~&?&xC8nAiot&ZHkQL9>2
zWCVtUVmXcMXAh~!q*<K8blIH;r|Au<XE^kgD#&eOQ<Q`T?vq;Ym$5%65rw_m1$b?}
zDl5GttI)-dhuaH!E71pqPgC~4&r*U-X<|Sfw`Z5|k@bucjU2*@rz!dob8)J)xTvUd
zv`3ST{+K6q1_jdu6N>6}P3ju5T)+$J{^KWZ&_JXkxk{WD_+PpG3uWYpN@kBNvC;&i
znh0d7eoX6qh~@=2=Rox3G&^u*oXNywY<&bN#DO)%cfr*9t@gll1Etunjk{4HmO~u?
z8gUOn2?PorA3$M84Fv#_Avy4l!yhmR2)x9<GHYU7bcd+-kZx@M0m|hokbdnOIKl)u
z3E=Q1##_&b!FPou5#b3`D#6H&1SW|`|7K+#u_EC)ABY^^@3D%uVX~Dx8Dv=k!|S?|
z1cp7fJHzQRfrE=)gkFq=1V!<x{VOH#1yGt$f|a#1X=FfMaTOa>yW0ulxJ+O2;Ec!U
z*)n?{?SzBG)3tn-dR}TkjB)CJKNxE?2p=+|h=zhD4iGBgdgg!}-#hwgK*AAXoUKa#
zn_+nX(bUwGb#`_ht-KxZ6UqhB^C}>;Q6ZUP#DIEfI6T$_O6zT(#sJZ8M3hIZ8g~o<
zr<hg1g(4$Q#(@lQZvcvO5oR{{ry^gLj!cWU8>V;v7A6^!0uAl4x2lsLk49c0%ZIF<
zn6M+^F-`fP-MCJy+9x~!wQ}6(C|{%UIY`64!S&vDVzD<J3~F_){JqC0I3NF7jB4NK
zkHde|@^29XUY!OV%J!qd{r;%4xKz3ZJZ(DUN?MfDKmE3nZ~{a)MQwC!tV~w7CbCJ!
zPXycl#R7kG1a&6h8hJ7!5L<ZNanOiD5^6wi;D5nuf&k<g_g_!rKLnO#1}7KsVHiCC
z*GO@km>!%v(=LhgZ{=I248NjcB+LzDJz{|EB-t9Q|5;q6ehrpIMotwAmPPHLP>x*I
zpwYm^_FkgY=ReQynmymtK&Ap|ZeE^a@}r-4xKvpnwKXlE-O0Z&&RYl)w(}BT96q~u
z{wx)VhJz0|K4o0&{1Tcifuwh<a+>^a^hUpSTSF66K(oCzfZd2|WXZ%OMV?<PP&9Mj
zL4f@)f`>_q6ug)Cj>H)PZpf>h(@2~uZ}h@z&<K|;@l`3<c9dsm?Qe<10VzMfbdD#2
z$g5d_GC(A&8bR{?U)JbOuzAydv2_;uGQGZDkaIUx6)80S<H+r8)BWqC{#Yiu7WziA
z%>;Y`=*aN~?gTkGIrwEo5oc9(0MEs_@xm$%35*^gv<2vQ3|C>Li`WZ!Nl_Wcoz;=M
zrdAky>V5V|7&`>XX0{UmJM%BZLA@q>4Tf)z_DRtgkX*C{x!812$oQ9i`v1g?O+yl6
zQ3137^dkmG@ZsN&;QtH8|4&IDXv4<K|E}oekoXf&lVC><p6N~!2;pEb1ZX}O-d~BE
zOn{9H*E9N8PDjyeK71U*pDQM#r4`LT_frd|zDG+uukt@n2=iVbf|=NTAfh1!`qlla
zn$QLPnktEITQg6RTTq}la->scmRbJ+{U<NE0dHw;sOjGp&t&Ych!Wg~ef_p50OCDp
zmFK1ayuf6GGy+E;3i{t&4tgdaC#odkaKaNugbDawGZM3i`f&>YkrZy*;xz$wIyin#
zc5(cM0}1u?bEl0y&_Q36S_G*9YCwSgziNO~G+=4uQzI=wiJTe$mBFeW{>L<-5x^{N
z2yE0lLG)yPx1OzFadQt}=H1>ScSc(ERvP3Hi2S7&-3bw?Gr*aP#uGjeMdn;qsG5pD
z@hrN{h092u_uA|%_V%SoT(ul2&72x`qWaA#!N6QR--vrcH!Vxw=Kk{>!0{U2THcdG
zsPXb9e=764YmLwr0(qszsW>Y{Z-b}nu>o1>$vmfTIGDyT_Is-oKsfg4YcSYSpA<+5
zjaNDTb-P299c)(jmQE7TA}>P{u;{}S9)y1`TlWJ9CRL$s&%b5luW;Jm0xK>zpL-mk
zB;x>b&N6js1C&TL570z_!fJnUo;$HUyx{BK`0>U`5>VCtB1>o#J<ITO7k~ce;(>A|
zHiO!SZDFtRWX_7|fey7`EP$UCnbh5Tp38{5<8{&b`s=Tt3J6LQ7K4qksp*v%=Hj%|
zxNIk&W30#mFZB-q4QRtfGQ#gU0p!xDQ&2(PZR##)>Fm|W;bICvw?zuGgVYO<5HFB0
zBe<ogcddAXu<-Y~?9X?BYs6sRyC6Ld+`A-m6xV}kbC|S&G^{$scr;JYm971v_NF0>
zgF5E{Cqv$O_q@#2m$z{HA-P{22GNdi657`QLoP8+V@yp3=5bn*hmjjjnR{scCo2j>
z{erSG8FKn#p{z8!t|w+yR9YTk2ObR^7J<*i{Vt)P4s!s+Kw(KL-S_O>AoQ(EZ+nX1
z^-3xBk|TLooEcS&qR3xDgWyw(`ic6Zx;Hyq|MsLp*Scz~O`!<``P1fhbO8K#Bqr0P
zvO<8iWk6v-pV^H8U8XPXi>f`kZai8Ge(AsOxa5z8!HrJ7yFMUYY{ka_{>5Jb3)BW$
z1K@EfLv#>q9FAv`cDx;skQ}VPKl}4pVrm5Av}~JZZJu8{7aI7NE=6Eg_3Z!i+3C0W
zURplB!`t_^Qqxs(^9iyFFFcQbK=0p(BEzB+Ee_Ai^T{>0llZx)BMb=ih@WSIe$gVr
zp^?eI-b+jG`W@~?)ylk_%zM{=UBXFTbANyTnb@q29m}*uzr$<f!am^R!`?@sQ``|L
zlp(xMXoy|IJN2cv;`njK((<$a*){mh08~^sb?SE{DR1Wi+xvkXbo{gwdMoO^Af<Ph
zCySV&nWN*#Df&t3zn`?H@h=K%!-ZqDc<LdS!lx&SaJV<onD+Cyo}+qy*2ckr9zA2E
zQ`XS_>yZ9_5}&xbrpD6iDju0#hJ!!yhYZAErJH}Pl(_Tqt1JVGLvN+|oTx%FhaWJh
zUyq0YeTy?heHax^Kq~t4wYMKopO5YC?(!T6eIFM^+*uerf9llZ>YT{JGswHRxNYbg
z)(P^-zZ~?mufJyF^69BJmA$4`d*IJi5winUV-Nkg_D<A8j#ppI${ujUPD%IjF6P7*
zJ{jHpvG%&*mzVs{nwrtk0F!C{JneAwE&N%{!@QGZ4H{|6xWroXx!fiA-}}D6YHu(B
zXJK*vq_e-M_QzadF&S@OnfTUR!Usf(O0gFx_V<%rsz|<q{rnOJ+7>k(r%|*~kE<2T
zAmyQa?X3&%SDap3vzZwoyYceptL!UKmqyfkdU`qz-LD^pza92ZO(%^^kSEI7=<NKg
z?Tmio)BWhm_z!<^-e2eJ?~BSjEo-#1>QZ<5F*rE5-J{{m^(oy?zOxTP1$E)Kn9xT)
zx+=HAVvF-OmKQOh%QSLijip*d>~C#<CAlh5=Vkb4X3+Vd?y$Wgl61pNNYT#wNpDG1
z_c*nw!EmGe*rL*e$8XX5+5aQfNXn6+jiSOOh{QU?TJ4bEuD*{VCSz^-lUo>xb2hs8
zz!7bry|HJhMat}d9&KJlJ3=GJkXp(c@#a>H13xcAa#@T4f?&JfL)<@WOUp(88s8d@
zk)3Ast1NZNr`k2Y(=FVi3BDT9vpj2D3O*WF2*jdt=cgth!kqK}V5}|UbEaA=Kaz(*
zsxbV^X>}QjHs3i8y>torP74BjSo!o$^{vH4|G5}PbfAKkTE2Nd#l@rHbTxSW>c6YK
z<iA4L*;LQZBOt)1oXaPJ+=mlE=lOjP;lYw<QW*BOqpLBhdro+AO}Gyw6;&vm&?=HK
zp@{;MbN{nx<oh^i!+aegU1_H~rRskwF@DTBUruz2HevJtxUu0nhiWS2!;CGh{r!EB
z066!mX6^DO-6EgtfzmJU@&AlDJ~6@WQa2H*j7BaZn}}q6{~Jhk81j>84g5q68(D&`
zyXX8kJghl5IN*cdAIYN&y8J6C^);!55@z@I_Pz%HKf=BOs>-Z;UrK2%Egcs@x}=dt
zkQ5}PQ>3N41ZfbZQ$j(wG)Q-s0wUcd(%tbt*BNK#oA39n|5_~98eQ}9zUS<-<Jr%%
zkKdB)!XM8k2R>OQtQ;Ge;(6%{wYTucY^~=7lb%`C3CKNrXhQS%CK_TR{_IORd<XZ7
zs~l#If0+0yaNb^3`%JT}or*8E8xZ6r6t9yuz0a2KcK+ut|9#{;;oDyE%Um#Ufvs0!
z$xr0-QjGo6nf?BicYzbb#V2-ZzpP-BqGmVv{(z-UAlWqapP}aWo*6O$J5<nzn^P^d
zzet@RZ_0pijV{pxOUZwHf}hwK;!pp@x*6M2{o+0<7%twgl@x{BKWj4F{+-1Uf#@{+
zuy{-6zus$Cj~ay>oZ5>wP`$@E_;a>Zb9Vb-f4l)Id@}-nStJUYQ(Up?=lu5_Tm=7E
zf-oX*?9L4h3=D|X)xRqX{CPYAz|p-s?|bXkt(%+dAD)Q6hq`a3q19up+;la$l-UJs
z3en&e$t`QHvsW-_mwmn;gf~R1E%$*=WfZThLJs!>fp%7)wKi=m(S+-lo3n`Y8bHzz
zc>X2HaR-n}z8<Xe0tJorfzK-WiActoPg9Z?6B<4m9jZS-bGj!httfWP0Y@ilg@q0Q
zkNQ7<_>~RM_E+GjIUucRKcN$H-Ny8YB$o9<{^KVLx(m9#cW-WQj9#8-yt8-hm&$CT
zxIZdKg$%m=41hy}lW1M|tkM*8auHTo{`GY5pOBYOd%vfkJ(~j{AgM=)bYj1LASQ?e
zg7pX=1{Wf!bh>E#iCCW@_vZr=Q2-VFzu%GC-xSdnB??U9BBhm4RaJE`S^ew%j34<)
z1oOp$XYH8)%GdmIW0-BhqJ1X+z5jfQ{{yI)KXhQw(eTf|x2F@!Y{L!TkU*y>QYkg|
zpfPkckhY3CEOSU@KznoRA3tK25DQQ%b>AgVL}KMvHMz%s`_F%+!+$>*(@&dB9u#Gf
zSE@LTU-HcP$y&(8$|CaP-wXK1o2rKTdE<A8u%KWI;ikX)<LP4Skdhm+0mJ2(m$`$u
zB<!O~GRPm5GuU{nMj!YL4^;@L|HmhU2>2H_T~Dq(r6Ok6CwGeIj3i4LOMdXec=>3k
zzFDF69;83{6{1Y7o~lynug#+tM}4xk`}xhUwXyn-XMueQ5kh=6co(qS*6PO|V*_2@
z+9K$s?oAR-<<cOuuU3Ob`~b<5c@7m0$v^k(g&cgTFaO8mFc2XRsI93dI<T}%n^oIv
zlVYmO-ANjaUmscxK3XSY+Zr344Bj5gdw-pKk-e4~n$ra3eM;>>ckkYZrXI)6Kh5He
zAM$-CHyt%}irLdro_}n@uO-W2L}0bo3JR6rVeVE}B$eOM5kd|j8|@LP^?I$wtfpG4
z-q`zWGa;kIEYy0sN#|Mmefqmdw#6`$q2V?hV&%V#MwXfhSYKAFId9gWQI_HBKW+W5
ze;>v{2*J`AQ!6R+TPvxQ(vVEN8#6+`JRn8uz<-2dg<Y^F-U6kw)&KiA`M&}09oUY4
zOdAwc5~Ah*?<Xz>i*fiPNp!9Ix{ws*ne*(BIkc7xi=mtKWL}ijRywR7ehjW7?Qqmj
zG1Y&)CSIjMk8S?f>&Q~GAfQti;ReCPGNE*o|M<0koMr!08v6mBu|(VK3Y0rhvbI5J
ze6)AY>z2xiFO6N__ou_WUl>Vt9lRem$|bCGL?$o*^wc4vo!JJHF-}j~-~K?B8-5})
zbAO%4KTY(nV;~lW??-q?3Y)I3IrGlRdYIhFtL%ivO(F&YVVG&d$`%>*n$2o|66XDF
zEM}eG_N@!-Tc`=>f2tETJ(7@vz~NH;ufz44?v{M0y#}6sAexX`LEP)BWRbB^Xr``d
zO;Xi%bk`vACK=V}B<POfJ#*Fy<xu|97=OO=yPETC?1xMUs;-4Z5L^A%8|Onxo;^Y?
zUu>45#ieiUm<n+=$cRX15p<Es^OPlg|I;2)okuF*kn{6n?@yxpPW&oHB!AjljwpO3
z3Q2;n?JmcY|GkyQO3mx}OtBjbe67gz#4qY2pYRbx9)*0bT>`vQu4%g<QfRh;BXD}S
z(oqrDIlI??xB|S;Ti|&Gk2BlIL_gF2Ui3fxrGFw`h}80UwQp5~tR=p~rA1(<A%(}!
zaAO&c{GJs8{<qp3GJk$JNhJI^%u4^`Ik+K}-3y(IZHo0+(}r~3D2_4GrEO;_FPZHD
zfpf5AQC3dQVLRl*pT`YwSK{H1lb87)kAv7VJLG)i$h7N^?Dns<)is?twAbXey)&Z~
zTJho=y(uQP{fA}*bcNr?cl_7!HTb`euN(cm#&WZmZ98&RYap?v+A$!>6xSc{^}q*W
zv2m4+8_f-taDQkvVrX^z(_P8xA|B6Sm;(xD#iCQwENB~-8!P_XmC52FCUKc@onsNY
zkrUG5;;VAI1d|zc*oJ1!Xz{!lmZEksZAVT}2UNS~&4o|rQN>yje?Q(0zSFFn|MyM{
z;|`KtmqG+KjU`G#rJ)M#S?r#hQGo0B$Z!B}d-hdi8tRH!Z!D+XE5zW?0FpnS*=_%8
z4IKXOHIPyi3nyQIkpi3CG!F1~usxSZ8F7gD&=D1}*@_-d;iPEftLm=wd$YsgyR)JA
zfA3Bnnni+oChysjV&WiQxVsH-dG)p3!+VcgLmztRQvMx+sBzKYksu$9-D#W(Vpsid
zqo)3VcDOyG0~+RW!)-b4H<QWG*r|_Np=j0GRo*qY8pd0+1>Rq6%U(>jVs5oE4N%D{
z{T1G*7172|N=YJw%T{FFGTYX79&kN?DgOEXzs*7e8Se_GPAiQ31&sox0jDJVfnT>M
zBHbu5VLHR>?#tDG86@4CVfgw%Q;h<n0E+Jc?HK+0-+tu|j7sx>WKYn}EbEjhSqIxc
z^NLca?2v+W1l9)03q=LD+6VM3v<0sK3e50&rO5CHJ-(kBXZdfurPoK99@dt$me*QO
zaA}ts2R#4-!3-nYrT%`~A;|kdT&&7vUIM{?oVnkh(TU6zFu2f}46Q`;-&k>38npzJ
zv;C0`=<;Su_Hb5DrNhaLYagMeZe|@vG}u`)2BUio$n?R@oFKoFT;{OTH6!J<z7HsB
zB}AORJsEg-5eU@wL5vpn&?&@+b`k$G?1@?8ccV%K&-UY(5A3b&lc*Lx=}FX4K-Q5*
z#m4yT!%&`lf~6rnTBOH}BP=B5bM942z@qg;DV3kbtS>%pqqu1nBFv<oZ(8v^{(k1U
zgfv48(#p@4{I*6ke|H`H1~jb~e>qjU`FOu8*9fU9dzZcrn}_HWwvS6G|MfOu_+Z(g
zsXQ_q2+ioT1&Q+`n*7AtHW}Nj21-e+Tec079*1i*I}Io4Kmjohc?cmcb>0|#J^ymY
zbxF8udr;y@eaCu<orspex);a_*Ba&8=3{>QSZZ2u+<ERhNd+o{KRUxJ|F+>@2B-Q)
z>=BV5Ev`T-8oup$D_8Byn4{A=la=tQ=RHGdzTMzDUphv{$7QBHw19@3K;sfYA*4a=
zlG?ygtUGpYPBP|cILLr}fKFToorMW*reG`a-APb~2sFPA{rw7l$XPUoH)*dVWK0Pd
z|HnJfVgS1pm`2C{v^BbZl+pOcbuN**$!j;RG-eK9v5eYfIdk}cULy)FE0<g@|N29|
z!(rtEP(!?S?z*`?5pD8_(aJikYk0S5P^CCL4EADT-jzEZ|Jh3|Lk{`h)(GK2xY(g2
z5TuoSoC)R9|F1(8fXtNztg#oN+l0}f8drl_;n3@fq^H3tnq1UJSKsH%tmbmR?^V%t
zs(>RVMl`s2n`}=gnb(HtWZE%Wtw>k9qI+Q!@5ACOHzKhH(j9C9RH;u%n<<zrogbTV
zBQX2^T6_3{Pz3&e7DVtkkO#Gf=vEfitc@P}Oo9$)rp`(MYyfGWHCN<bkmfa%yGuD<
zCHqm&0N)&obT|=K-gEZ5+~yIOqz`0)hQp|Rdku7qh3huB-GzU$ebT9}XsC6!CHCSn
z>!kyP4NjO~zZ_#~sT~JDmW+Q}D0<&t`B6Py$ql6hSfebkSW6v~|MnNM)G<NW7oFZP
zkQnXpPHQ<Bx*I)oaGNmK=Cf*yy|2<*lAott{&6GDpwSE50W|g{&tR!B<-^KAmF#_^
z4mOAPneRB3JrGqiq+l_Ip@=dZTr3Q~19%7uNX=&NtFG;KMi>6IVt>4vu`IPp5O(e<
zd8v~$;YK4mB|n3w$hF2tg(O;V87XmfW^W2#aY5YmQnV<t9rf|Xm~!t(KK)6=-TU68
zGvpP8L|&U3tk2eD2ly$JB<`R@y_fI8`0Lv^;q?od!v7Uz#4yq5Y6mm<woDims!NAa
z>FLK4lun$tH?a1B@T2#;rU5H_LX29zT8}=@ngC3I(rZ_I;$mmc!Mmz%xe(#&ox*U8
z78aGp>vOBNd??S1=1;8G@aoI)b$3i`EP=yyz3guz6+<kge(#Gj<UQmZN58Nw3yMRA
z(Z6!aKhhgn6vR*_r)C>MyhTR~PMTO|23Cc3+Sx}r-roh^%s>R<+4L;6oD8!?J&!kw
zG<?DQA}*gxH}|veF{)c(eP$C37!sec7*5A$ylaw?nPdJ=N(JF-FqNh9KNcT12-_x!
z!+u_japL&dD~<axNQ42}0$M6{xC&21Qxp9J*Q}PVXZF2jrc9T+V;=49fo_=mSdm^w
zPa6K@__v;S3@D@IfX?{FWP-aV2VBSmSO*gYNk42?Gl;ee`q8+4S4Ln{KFPw1qw)W%
zIP$-XCu^FSZCSUG;~ve%Mf*un);I<gzjS*eoV}3)CIESE0&n7gB<PJ}rT%o8S$I9r
zD(sJL{v57Uyh9@70y`=*n2qd4kdHlnSl9FM1%`Cp<^Dz>!(X;Q_eShj&hbC3A!{%b
zDW=LJFWgJm(pdJHEsEa)vw6rvH$FiTpUZ0N*?Mgt@u4UUhn2mZf(SrTOn~DWu64Fz
z)PQMqpRI=jnZR3cWP9{nXYLW^tH<mWM-x)~kQf`1;X4VbEwOxIU!Qnb(*O;^#)_8t
zou2sz-h*$?@c%j+F+oxG8fdo2e)fC3^OPHarkQ|`;waaaa-;nEb0fp@x|W`)_ioFb
z*Ml)auC^rL!eyHHKx^xoYTFsXmT?1i0}#w-7=V@swqof(bb?B(ZOf{{wEfTonNDU7
z5|Q|qe*nkuSN>D>KX#`(Pa>Es1}Raprt%zc#&dw9?zCKHiZ!s*fYE{}c6`R>vFrvS
zhH)_Ot?|;fkbym*A?P{$`E3PIkKQ1npd(kjWI6?rb{Q`F*~Sr})}-T!1?D5)5k`oV
zUrQ(eV{!6&N3WQCSAznKkN7Kh@<YZ8geQ0y|7TSYLgOz*Am}7!lkxS3Y;WN$Lqhsg
z!CD}3!D?B^45oY=&Q>dX8;8=G99N+p&@$n<hkUxQd&EZ#P6QOYhNF0+0hIy`)}M1t
zO=^YDzP~{2;?jBp&+|ZIkKv)`aV+IS59ASy=b>3-<3FS`CEqRl9fya0Em-USS}+TV
zV4_>8i#A%NlPI?~c$R<kCqemUoZiuxTF*7=g%Pnbd7f<Zw8Is3a)4ZlwTEcj<^Sx*
zlC4vLSKQD*GLIEz%o1R6bHfCRsu$6F;+PY>QM(Ri>RkJP$b%J#qf#H(PLEq;i27dp
z)oKuHBM{#(qq;<cG#~Go6LNN^!(T=wMFTf7x&LKkP&A5X%WGrrBS%<u1@CtlBKlQ|
zgJRP3d%ilC*Qx!_sjA|mw=mtBVTiCHMNF}j3ZrIuGUm^{L>kKXv;oo4q&#wlxckjW
zII=YkE0>dZgaCszf(0-?YhAXOz^A>-P4|#1@i`{=f`@YSGP=ds^~qWZ{))iwtVxU(
z@BQF{jXI-~+fvuRGg(f$H!*?ORT|hW$hRWB0gZ5f{uPc~rR8_iw%1s-{9xqy#SU3O
zSNcOw<ZW0{!|}6EAWTuCo&nLO*>v^Gx3RHwN!-t|EjH9jY^Hc6sgrnZk}E8RTJ3$!
zihn%H846J5C?G<oaLE_`D_+S;{i<!5{$25K(fK#sOt8yDQR0)|Jlri#6?T_9rsAh&
zP)g-++nhd1Nfq$qrAryU$Id&8DDz>FDg72NclalhZ43vwObL_~+7*vr#wFbD`x3#L
z%y+I#;VDR10wd#{n@M&E`Q&Gt0(O*#tpP}TLJq6_FHk8r#)=ad(%mEgI>|t6;PrCQ
zWfVgunlcW4GcfQnW?Fu59^-Jui>FqEZE{E`lhW~X9XCo9-MGE^K@!3E0`Y&v0XkB6
z2-b)N{@2I)AC(8%<N1-F-}ZN!?ks0qU6|c8-7&lBj4U(X^3XmxxUF4f^fZ6QaV2c!
zgF^>;r}BV&zWiC4S<aJ|0M%+k1j2A?*ZhH3NFONurHBL@&)1pT^wd~j<cDDonr>{9
zPF95+W}L@*0#GoVUXCwiN(N(=nvBA<J5worPL1Gf@Nt(~L>8IX*c43m!6+|LB!YQr
zYGg)m7*5v=mqD@>3+R=dg2)H|@ZnE>`EaFwNAw&|L=X|*;WH@r?kzExeyRUzwtb0G
zW<Ru8-Bc_`*xNI}nj+svR+QjiCf5U`2-Fj0=8+ffjsclybXkM`Sm%J$i53`Dc<+m7
zb|#EmtUFStAQNLYj-go8u4NA-W3oW1C(-6y4Vdgrq#0?gK^XG!EZXFj$V6M3h--k9
z$wVRK@<3Ow;cPYKH3o|ww^}`x-kmOc+B@qJZoXl_?`J<*yM^@^Z0j#Y4?mLY|2~q`
zGkD`SJ5BrNr#)OYqZbZhHEDuAi#exWjfvCBX_J+$Vc4RDbB49G`+^oOgs3F8Zlrv*
z5|nF`+C>WaKPu%vD?<@OS)826`J{?0r}=Z384O*ax5O0g4mtW+C*Kr0ZBJ_h9~*1Q
zd<-%wI4Rb2W3+G>P#WAfOS}3@E1B~R_jsM8`G~02{w!w!_)AJ2{ns9#$%7zX_2Cat
z`for<td@57s7ik22+gkNwPK3d&W>;Q1jow<hXd*?1{(RA1x%H(7kTpe8ZlYY=zS<P
z4sx^gXKD(Ox^H=OG<wqHwbk-W9{ikNXmi-!6cEUX%2i6^g2`i3h|rR$`7KALeD03k
z812Kc8m--~1+8^e@tT_2gU>0;*K8DeRVE!33~$yXx^zy2aq-GPm_ihr`vf&rDOP!8
zFjZy8w`dx;$^VGh_vXsg9Ylc0L`pa>_UE@;d7$)-n62!_WtzRsREsO{1V@9F;fGzk
zK(S)hAOiJo$VLniO%eXpEC2P?)A-}1jtTWVHm|)de|k+^Z+v-kz?y{|Ay{eIOZfQc
zLs(d(%K9Rn>Su))Jqdiu-7cSA?j8Q*-oI${4!D@e+(ugL>Qxu*{Yoa;h1oKl!fQ*n
zwOy}QWH(92^Rbsx7$OTg2{x%{e29KT_{ro=TKW{bFzbmjX^@JrDvO-uOuJ0kP<98~
zp@$c*^d*pKkTb;9328Yyt&j9ruRY3Xd1wm&k4JQsoKpg3P6l<kzDBiImcu!rPu2hS
z4R6FGKt;b`L-KF`3rRpOp*hP&rxdZ>Cvd-6s&P=&e$4+NT%I7IHbIXGYkf4vid2vB
zdx1uLe-gKldgN5u6_dreD|2H)aRN(RT!C-w5gBhUaK98kJSRTztoYlet&D2$y>>2K
z8Arf)nkoj0#PK|tRP5a4N6TVDR+~{1<<H3wI>riho;ytdTC)54r`#N$t8*nuH#SM(
zXuerDNyxiwz=(Qn7JS_}*eaDb4z-oWW)6poOHth@nX5d~X-bfO2R;NmSsJ)2_y6yG
z!yV7oRmGwdk@)!an%dA71Wi@{I(hj9!GxYGJs~+gLV4)Wu)k!m>0<29{h{fv%L#>3
zE8}}h2vu6D+W86;qK_=c>gi_Cgb?`N8KQ*VcQOo>uo<r-ycH0N#@=*U2B@b}*Xl1_
z-)uMC_(<;FSIG)|Nf~~V#{aUlWYq#_#R*uSslh!T_@?ZkO7%ok-uTZ_p(BNajpY((
zQZ1b(e}%_eXgPep0@B@o2c*T<w-#-@c6*)=AGPQsIQAw%gLU(HkGdN7v#4huJ$lR#
z>zS5&Ta<xY^im3&Qur>!`s#Dav+leFNp)CEh3i0^$|&8mH+}6OLO8bd^v1HrGAaW-
zIlsM_2d10C$H+88r!-0LRil}`cKl3}fHn6(AzO_-2Yt5%lrunSUx90+hO%YI6k7-6
zPpm4XhRlw$8;aph+g^tUloaCW|3D1zlHgfff&9N<I{#`Kd#hl!{T0nQWb4(F>f&%r
zw~8v<2jq4#&)c2W4_|2Su8i%k;Ule_h#sHOh;bYhi(Y8utL4vYetB0x^9H1)PgA2T
z3dsWsG1~*D_DAD!9x2BH3nBT=qye*N-&q?kH7PMS>Z8G91Da+KWSQYY;rioAtJj_^
zRkVs6@&p^rO5Q4KC3wc^zX1;F|B>5;U?4`?THF&YyqHMEK#u&fH6`0LizB}m&i0^>
z+hetR$YlR4!Qk=9tT#%Ln^S;vSKyd_%uQX<C$>e-NL0G~L4;HnK7}DI0c0Jbx<n4U
zSz)M87a;aW(3jBq2g!W<7$dr5HCDtkSp=qX)H?m7Eh(|bqfcEmuNt<`&qm469=JHy
z!(Q3$E2jNtrv~9y6D#E3nW*ejMATYu$Em3Of#HLcq{RN9Uf*jS6PX@$tf%zUFOz5O
zBW~Y#&x!mzXy@MVsYfx7M!_I@!~UZ_SJyL+yD#yvH$0YT@ojIl2I9Y{GM30|1P!(4
z?K`JHOddf4G&pu4L_j_3Ldx}i6O2)aJ(=@00Q79e$B!TH1LNqs_R=;z4I?oorr(T&
z;tHf1yN(CZc;5V-X;J%2(Zb`P<$uLNMYR6QU6Y#JF6b(`rCKq4M!%N~Ix&+)Jm-=^
z^N)ib{I4PmCiDvNpmRbJm#<Mo$J~^>Gwt``lLR#sm4c!RD+XMJ8gCm{jNbboG454^
zKN+XdN+ZSaUW}*Nw?p>+RnV2?Lyp$1aY!;#N&+82O4}uRa|vzmJc$RBEac^$WvvMe
z+QiYfK>tcpAN`R=KLw@q*QXoY&%fLi=PWntqX*65gArmfPpJL+2xE(2`>@^FixmuV
zZ>~SnFEKe>ez&zZvH31Z6W&R~A58b2Q$40JOKM(DZ-yeplBHMWCSwtKJ&=F9{+;J*
z(qldNvaj(|*h7QfFSooU5=e!S!)&HQ$n%OpUoZFz=_my#l(=d^<(Y`vv;?$b6)sk*
zMkoQb&_@v*h<Q!mn!x?TTIHN)nQv*NleM(6*5>+XWPiU7zy`z~QNx#=3H~YUS)&&x
zI|=NKr>&>jWu~Fz4?RYTy+MMVWBENFUf{kMFUd6hk~*;?sBEl!%lI28;8@_pB4XL}
zp24R<0(gJ#0VIHjb{wP>*A}N@=^RD@raf;vo@Q7p{E2}mA;%Z$-W!{9$aVj@MDlbw
z`H^PwkN#?gCl~o2%e=dkvJrGOuXb(rQ+BpJjRv$J01QC#s<>c6rGN;hs@~UBt8FCa
zTmW?s&!Q`JGygE0xTxh?VfkIomEG;dbFc$oAmwxa?{^j*$n(_utJ8<$?^mpHB>4aC
zI8ggzO2I>T$4Ah+%P1J_il#~csv3E?oKN#e1ubP8%&UouXVs~-Z3~OR_d9i(Fzc~v
zrR84&5IJ<Gdl=Cd*|@>^S*2whfqLU`lB^hhb4qCNh|V}<5}lBVp!6Q@q}f2Sx@&@c
zSNZd=q$dQ*h%~T9YGY7`Xo7S;sVIrz{NP;?F+*5S6Tf8yCZ$NLMH0J#{>0G%j+Y88
zdXxp1b$h}7WnXs0sDR`0n=~??H@ZJB4=C@2J+O;klaS#rhyu-l1r`x_|63W8^nR1=
zgeB|(B&XJ>l+NoTG2njSULYee1HTLrA;+lc%OeUt+F(t20#>KNWaxlsRO;WT5EH!O
z!s3Mol-AF$*>&nsj=m|21{H3oA&A&t0F~EZO0v>PTCy2X`<#>)wM;pK^dj04eH^t=
zy&!&q*L8ck48-N?X(uowA!$!n-}$?`YW5>6$1nZu>CG`vnPo5@gTUIFMZaEax4}>m
z2s1ya<vkHM{EiY{6o8U;wQlmN_GzwCKotir=3$!aY|Q3FxlWzj$r+Fo^+BUkqj@;I
zPIn*Rd+ycfRanIAfpbRGv=g$}5iTFcq@H8k5!R_wbBg&PI2JcO<FEv~G~MK@k8<zw
zrybInRh667&6zUZQAyLpYnX)0vGs)MMXmZ<cDr;;$D2K;>`*o*KWC1DDEn6A$&Z0L
z1&ho$-8s0$Xg<%yYj+wiasUGRNEjQL)o!xjom!EBP);3F#j9|bIbkuXHhb#5Fd~87
zeaQab*&*E<m0uos818{FCeA^~aR8%VdI5-lw7!5-4QhFG-u@DSMsTyLcAZNh^?1g^
z%xEww>EU8k<JQ&gbW$@|E*7A$%Xi0ZRjcq-Q%vPoN%ub1E-wZEL^oUkncgLDK2z&F
z3>Rw&@;^_#i!am9Rf5=@@|L}RH(>6Odo=>w^}>bdh$xrdn{D36jY3WU%1+KnP;`0t
z!(ImU;khSdRD;U<P^Frlv!U_j(j$`wYKLk?`xF0p*j^(M$->#oI`dF9yZMrZ{oakG
z2%UgFc`ce{&3GAw7<{+9om=jnlM2~J*!O5}&JQemyjxIWT-%A#(M*vuk=RAWHvKl3
zC<@vD3Rf*S`)H>1!>clvsf6zy%Yc)?wdfi_>O5P9HkwVW=M*zy=@Y58;gAh)<vI!L
zmK+npjQL}bwst*F0mg@^sXcV9L}~36|BnJg7!XMoY@9*gYl*mwN1<WQ@7XuN?17>l
z6K_Ut0agr&-IJ^RKK4=b{b6}_5<8Cz!hJe=<m=NVoEL-d{S6F;tS^^rURXO_1H{1G
zpd=Zdletr}lOVtK0yAsCRf#v(7q9Ki%l$~cA_KAq^=bWv;)R7^DwxbNSB_QyL8TUq
z1g(-}KD#1i{6#k~#0ItfHl3En&w-4Q>KeFe7bpn{j-G&hZHOS@rnhC?<!U{^KU(~-
z^cva~m5>`uSJz2?z4>&w!7A6uOXdal(cJN79CJ~F3S^oBt*F4o=5mPt<3I%0aUO~I
zS~I#%q2TBEZYHvm9VH%4grz(9^pNMayYnqvuG_kweAK;b*1pi4T{b2R(pfk_VHWbS
zAU(Lf6-+Dh<U#!(3?lI7n?I6+?q8-k=>e3K4jqJ=r+QQXD}>|t#r;2#<EfQ}_X52D
zj_8xH<os>g?(NS*WIGcb_ckUZgbwKAW5xCq+uFy6WG`b5-;p|RNpyMcG%$cmgXJSL
zx!doC^dTX%_9SE2-SC0_Iiwjf?g$31?1NIdcld++l@ynsgkH!K!HEn`bc*DN6DYq`
zg7)a_ybrcdPhT7}1F^naCb@{0mdp0^i&NIFsp?~buNu6-7)y&~9`RRUP?SiWx^)UU
zNWbdiZr$oyri`W(Vq<+)_3pdX+nET!Y(SgL6Y2q=%IEd_YUKe=q<nO+Zd_(g1dOGR
z#Z@9Vva`?X#2z`h>lzz9T<pZV_w=Jer=w(*x{9yY_?y2nK8j!FwfD=sDtKnmJEvL%
z0eYc_ivkUHzBRiKK$wK>){;Z`h;H{U3Y)0ZuhDtAoh3NjF84?tb1Z|iPF9NVL}g!N
zg5^}yx3nOe2{qFMyiy>vy}a#jg|0P3jUD{7_4zf3pARNq6ubwyR9`IP)Bbf5qijJ|
z7C}RAB%^a6R-?Bvg-0cSLw9k=7!M?G{`d>iTUvuETfHWq#T7cJu;^Z^AkPmYVnGhx
zMR~8&?Wy6s%%)0X%P-6g5zcG7xHV<k7!x%cd`*lXzPH7!GmuEH-O{r8KD3_6w!fDb
zDz06JOJC6uI3_mlfoB_t#&;m$+X9n0)Z!mbZj*cE{=0ngkC1I<bDEcyr#}I(OZD@W
zTKa%-+M?G=ZqU0euP}(&VBxwHr9USMG}+79CP8(55|y$8#<6h+;N5WyHFMcFxJ|^c
zdlOw#^H?N9`FLl}uKuOZ_Ot-hzHI6<7!S-d>&FH*qj?$}JUj9C2K`gD2oZ(@<EKFe
z^Rjr`%*yG)ZvnU|n@r+tSGUEh4Px(v?f!BP9Pv63Rx<|^fQDh(+~r{@<A`qD<Ybfl
zAb#^M{%9lLY{E<wzuQ(D%cL%6$O>WUkXz$--_J3sv|nsTGb!Bd6uK0sdpsmeY<sS_
zAqdA|S$JUwYomoJhdXm~gk<eUTGjTMdo|TdQ9{d$;q1J1y{Kg0U(h%inxJI3rtRus
z^kHtezHMA}3S9XDM}Gh$7Yl}(cYKo5jWrAW!N4Y#yHA%Ih^>IIC%9c*8CNf`f3Nct
zy^Ow3qv&nQ<TNY8NR!zyDDIW$oWF9v9YiR5w&_>*sQ#{zaw!4+pr&PAw*$8?tHb>4
zp6ea_-x=sFG}AwzNkMqvCf8|8!<<DPWmL7op1~%&8q;%4%eWxR)k1g6zKc*9Gu^(w
z2B6#iRCkf_RUoT@Y8rS~QgY3QoDz-`P>K3@HBWun&4^AU0Af)zCYI))uW_3CjN^ea
z^UkOu5V_spX%LfF;Qg1b%jI{<IiRz%55^mGJAQrmJoW^1;@~Rja;3a}ctQw9n3bwX
zpAhCZUQJ$}9bgrZ=*{M-K$Cz9Lj=p+3)JzKv-LQus;IU-hCex94AYf%8MUl3=@Qbo
zxqpxYI)mWwQz*onCJKo~b<-}}#2a2W*8m{@UW!K@@hI|SZ?``2)kF|8vY9J-4z>!`
z-gD~Oi5-M1!)#)<Nr{@)u+<u|xt}!J8It|PWJGpNS1t-4({Xw8pX#iYgvV;-xqa^4
z-KPe7(}j_7I62DXH2=XLnC#e&Mi_COZ2J01UPaRqZ_|E+SDD!c@6WT-cV%8Hmi}u+
zPiKW|R(4|!;`ImwAH-D%m_GoFijvkH%;RyjJthT<jhH8Uyt{|hxB`P?E7HApadbFJ
z8En#}qU8SW|9ygkW_*B}Q@`hE?F}bDfJA1%YN<04ANf-xealrO&le;qbY$)-dh2d0
zV$B8KAA5Hm@-{nLPJJ$9WLo3$)&)rr=zu{Dk@O74WUL3Fx9n6^-?DK<&v_k0I;{=1
z2zR|^=k38=9!wv+!(s#>L-O7IS>bVH$*7tWBH}FEiibo*BG>@%;()3J=wnFyW=lIw
zdmugqzy&N&A9%2!3IaqE&CQd_&f67?)=;h<w%L?H_Cw~|${qKi&_F7IlsJ@)4gE;O
zLFVAwGjbyHo-Q>B-qR=%34Vgu(*F4Vkn<s~f3?b3Pb)O}hr|il*Df&NK!BQ`zx`pg
zM7T71r3%&pMgT1=aF^Z{q;TXDbxFa*7;L%M${8Xy?KA=o%OSWa$nl~r>07cv*zNp1
zDSUQMO25Al8RZhr1w+R;!gp)PxJ*ObDK{`1Um5k>#wF2(Tp-P5>c7>oDjM<d+0{D-
zvk=gwRI0D?pJYmme9a<eBl%FMzLuw+T`TN$)3Cqhmpkx&GFkFFQ{3{b5=D+=%4h&T
zB?)Isz|wcV&OYLBqCUo>v+|F1woTGZn)%eP(uJt(lO%%Ul-7T6Cl4aDPG+@`rqGTW
zx9$>h(^1YmQ@5H^;8oPQKkBJ`l^X?p`*(sp`74}Y!NbXq@mi%c!Oqv&ji=zGNHxTu
z^kIaM35p|&y|=b1i+YZuZ(SHH%=^CNXAb`CaaVA6dP!y^KXeq?AKCc!G=X?`%W5)D
z3vKK6dPifad7<4v+jo53u6Y}^5Q1!(XkK<G$3?@*tW~;@+593#QKM69=RIBzs3JbS
z0we@eP+)I#>~LsywTB^tz&iceH!vnM2asNT5D{4JQ~Mb~?Lq$yVH7v<juf|ND?KC3
zKDGUJ2&t@K=PO%JFb{&%+DLkdcY)HLU2uXm&PiY!i3|vuzOC@nZuh{in`GtM2W}K0
zt=-5!4L48-)vZ*{#r7`FHrwt)&X<eremu=T2um5LqXf~Ej@{iW=gW?R8>uZN0x`|c
zUhUl7IKiE)BNQwNje1TnsvxU0YTFqExp|esQTOKT>_>(?=s-zUgk9np`^{hAI)Y-|
zOzaM%b$7;l&ikZ>R7ll|?V+KZs3_!|+T1E!{2^NukL3u*Vj7U%b$l<ku<7%%Ky=A8
z>G_e-y=w6JaRx(1Oox0UhJ|jmJ<U(IF$#yaO2rTQX_E+S_mD_)4gwl{H{U6*db53d
z?n`YoT7+XC`n19Vm*o8L)(h{a815G{+QS8NXTB%*opQEXpG##TwO3*=Tc1{`aSAP}
zC)(rNwH4m$Rm5?P1Nbo)i{aKN%Zm#F2dCfh6u^<*a3GHp&L7P%v1-pMp|9_udi=!7
zN=NIq)?9m6CqIi6jB!-r4&u!CjJ8oZDcR9EtF?7SA%KHy8_&!gnZ}<4r7&BS*};BV
zjg#-p)Kvj~Rx?Cq{@G&&<Wp&gd0L5k6Zri1m^bGe>?ZG?j1?O+H7*dzXUI5I=sbVF
z1=5&TjjY?ID8|Ln18UWd5}QP6ka7guOi-hK3XiDDpn+LWR}bAs$_7S)5`m>@<kDgc
zrVQ@;-kkWF>$N}i_hez^asn3?mlO@Yk|xbY0``cK#M45GDhg^vzR}yQ7`#(k;?<=S
zHqkne0Y@VWA^igvE4EzE6E0UFz7Qk(G4n{)r4irzeXM$-L`1r47;{)|B75ff@9ySy
zeUs_80W&f_uDl`3MEbe}aHegBwS@!()T$Udt$6LGwq3n)ud{vGT2!4AFbl(Fs}?iE
zJ%q-kWn54;XH*x`MokC(Fmiz88VG8RS|b7Tw1TIU0oWqMA<%XLGDIbb;O(<_?ii-?
zCB&vvQ3go7rz*K_rN+abX41f=@+P026u}5WXdB}wnf0S`zhh8Lxo*Z%#pUgd9+K?O
z?2Em`bsWfG&#0)~^KifVV5*t@?qj2TCRB-tD;u4nWF%<ZKX87T)zj%0@KnoW+YzXR
zj$gVduTwgId+!42pMl&7ZV3+&;2{CSA~N!!_2qhCWC7?)tbGfKhCDu`61LbRSQZ?W
z2!7akYf;(IWR`J)@5?SP`z6MPX;YL#y;)S%v}BEye>j8HWz>^WsZG0~CeVHA)LHPr
zj-lL>N#NmlnRn4e&Z(IO8AIGE>|tY~wh&l+!yjre-rV8bARci_7xFag-HbGGdNH`o
z<Gcp?&G}_u!FzxsklH=fnOm#+`V%-743eivL_BWa^cX^zv?Qx#%W~ZhR!K_5odiZn
z_Jm<4WLu7z7ZGFGN97>`67MDb*0t_2*d8~wOxfB52|`Ba!@e+f^afyfL-iqxw*~HL
z1uX~-q{B1_76P$RGi@d-_V5L$F{$+<)%h!;7o4!gZ?|SDjca*=(J6<Yen4TxU}7TK
zAdW~?BKNcwn8MU?S)WZ?MAP|ZW*B8Gt8z8qR%op1R~*>(=3WFf{}ScN=ETy8UX=Sh
zNyl@jW|1zx*}g1w>|kcy^)qc3;luG;6WP<0=>qS_-$@vZbv@%@iz%Yme!CG@DMM*y
zgBsoj<{_{3y>u7OH#Pt*JzZYA8G8I&g?A^S>0}P+5dO(&pK?r}EQ4m(+d)xp)>My-
z9}x=PnqYDXbXWoSxjh*aX%t!-R<+QH*TLk#!6uXMQ_p|*cLFCy4i5`2Uye+1qou{l
zL#TXInLkCEnFv2Dnq1p^P%%jdswS|!2v>}IZLsWF3+!rJ)+Zth1GS0S4ritfn@`y^
zE{mAuZ#8WwF~}ivPGOSq_7{iYA@*A(qir+ls=ma!oMa^CiBhx|?PY3*g$wuA)2*2I
zZsIs%f6tw?KPm|SeCz}!<0Ux{5~s&Jc^t}O?tS6Gtf{)n)2|pRoLP(RVFQNz_*~t0
z6%^lK3MXl*mFwPTq@lO))_t<4aygk-wS2WMbD?|cj2FysPBJD#=q2*8+-dQ3si5=v
za$9*W@0Z9uaH-02xhQi>V|c9ne3izUvUcd{h|c-ybc`n3>E-&uL>0ru^E=**;SVy<
zPq&_qDnD}W$IY-aqcK0u<=q`9iv6Cf9rb)5d9dl|0{beP%F9mrU95Ae0MWVXsO*pv
zenn*2D%X#K#hbesnkyP#ibc|KSE2^(D7A!g55d^8^Y3k`aTY&aZ{(Ku8G+Yo00XSP
zY%<+T&j8aVN60Y_S{y&Ndpjza?xsb!FV<eGjGFs6yWu_b*X)cqSYcI}Jp~n1_<M>4
z?$ZmZ3$GKA=`L9D)I{`|yv89R+tUtB*y6p$lqr|PNJ_q*s)MQ-@e8E^47u@L)>F&U
z;-xE`v)+-s4d!P>$;D!y<cxNHzP+t^p#eK@aaHwZd-Wl7M}hA`ys1k$6;&f{g;7E5
zhBA{y=c!xH>88HTWm|pADg5fZW;)HQhHqo%-xfs3B|q$?G#xE4sD+ss-0d2uw^u&D
zwlDq%{v?L@11&E>W}qo$?}YoQDYC`Tg35gdOIuexlmuzicrwKRGHCq*3}07J5scr?
zAeGtBS=Kjk8lUTQUBbR?XSc*^OQ!{mpc0+!Uh+NW3jw|Pt=<MS-OS4!-<t!^3$m9i
zVT^oaqozAlocA{OIAKRKt6N0(LfT$}68VfrGo`BYYF(neWzbG(g9~}N5Zt^g!h@It
zz5O^3c}&3VoeD#JOOf7d|BUZlHy;&KvOJgt@xrmSOqvznC>bKT3TNU?Q@7Mg=K>Z-
zFPOTQrJU`<){ni&VN$i)O0aO7ExzZvK6~fM211pB{nwmt>)#7L$i~o~kMMU62NVF{
zHeh~3kP)HNO#?P6d`=n_GJ}Be8t<N5Vn+*$;1l8ujDkw^#vL$zuQ0F4U~A70a)Y|P
zWSlgQjWdTt$gJ@|wCnhK0TE}8eR2|o2q$FARI#*VHSFl%m3x~*TP=MFY^bOVb|9l4
z%J!Nkh0WE2@`#6W2H)NU2t>Aa7ohun#}u!va+7wv=`1DZ^gH&*Uo!8n_A$GE|G}%A
zKD}O^Ad|0NL<jn$F|_M7tePKVmo+q~3HuTpt*MH3bB{#(n(kote$i{{`2yxmiymLS
zXeSeZ!SHdY1ei{RDFi%Nboo|~&Yjuc$xwNSu@$<9#@=^{(WYdP439E2Rc#W6>Nr_U
zX0ixvpKb;vq7X)ZU}oa;9(pTT%<*^Mo(>}GM?~STK+Bjph>OOW;7rD2xlByJKiNEf
z_X}k<QYrTQ+;p-rqtiH&RT~!JIZj;3i=tNsZ9I`4+<h?HIjs%Ak;>44mS;(tPgcC(
zGHkwefUes=j+A5a6weoRJ+QeQ1)X3pSA}Xp1EmznDWHzk(@!si$^O#^e12-BP#zln
zJH{zm@0{D_o)sM!hBi6{l)N00{=sK4Po!8^Syn!JG(!%>6*M16HmiO(d}ZvY)$rnz
zGDS4xIqapzlR2hcH+MGjI}xuW>HuNGi`{l3)wbsg7TF?%h$H@KSusVrk#L{jgvoF<
zS~@lj?%WGm(2Z)E=Z*}VpC3OQMRRN|Phn7|)LUL(qjM75ZP@xe)&HD|VnGBFOh4XG
zM}lda57CieXcrbwjjNDd-_nq*7&2krAZ&U+W1sn)um*a@_T9Vl{0xLxyBsj)vepx=
z3#U~U$ol%71H+qvRVQyHg+_@zkO+3pffG^Au~JNDzLG8Xb<Fj)7B|K$bw%qGNToH2
z)iCsBx4$t&+n%~Ud+uA(hZ`sPq|ot&V$E@KCsX&inZt|7b=3;lg^+W=v&StWC{)N?
z64qxZZHr8tA1zd8xo}vbmA|9YHM6jTa+%ih4`x2y8wEcJ8Ln^(2cX=_B>EV6y`-Rd
zP?q${a2P&fc)Qn)nbNLH=P6526piHTQ*BeNu9qoQjU8Zj9ZhJmx>`CpVKj%GBD~I}
zFY`?l$N9dMF1$YLqGfEmzl3E~FJ1Hvl=cJEExqbd@ZpB%Zvj2_F%g^Y-QCX54ung@
zZEe;N@!Qwur2?lrO*e8N*&K);r*1DNR1A|^D`^UfoF5x?=a2N2XrR#jAV+xcb_TDf
z&(X+*G?=80hd4b0;0;~YA6;xA=Y~NLmI)LgFA*5ox6+FFG96m+!E#?sl$6}cX#hzH
zK_rr{DaG_cdP>L-NS6>ssUdfr!d$-8HY7leF&M{u&529q??0=^bEm|xD$)`ab$NL^
zD}}3&=f`Gj>Fk|JS5P2)BJHE4o>yP9C$+rlR4g-}`3h)Hf`G!IbY?c?GI2DOUX4cN
zwGbrz!TQr%)f!`zPr9G7Mv9+Kl}!5ageCy&2BTs8^Y<qCDU|bZFiqX#)i|fcAax5a
zns~1$rL)NKTNT5LIUr_xY}qx1%HUwQEx1bEj^%apbh(6;T={Pvv=}bP3AQ-FAMm1J
z<%b>^IA^Bsi2lSzAM;%c*{Hquhj(Fx)SCM4A4GVfN(lr@URb&|E%Rw5;v=(mrF02S
z@QoTqA{G!-p^^EH-x@))vv2!AI1InB09C5!9dRGYOz@F~FBzq+J0Kibs+H<Aibb^E
zPJc+#&4uVLld}6-81@KaI>A;nk0XWb8%-}w>om`5GhM7S+B{U-@1w>^n*&azd8uCP
z-nnifMVEG`?SNTjXK07o)^uxwxSgx_9gI()=lC@>>`I`Mo3IdtxG|-|`Oa-O&;&si
z-+(G=WFpxZl^PKW?6NF4QoWdend_c+iU+3*CMFmTAbezuF&rpy-q4t6@T@Z0yJJO)
z8sO%r-?6`2zSw#Si3%fTw^h1FG^$(b<Fm<jt=7-blPXXy@H{ud#WBQcAy6>)m<59l
zTpb}ZfB%O(?@gH^b%3>65t;97h4efkMoTl!eb=X5BjuRHT0l_f{(#Z<`f@!8Ax5H?
zi`(<q`mLsR;0pU2118P;xjwOZnSqhX32F(Kz1|vfbm$a};ykq?j84c7<+WY`Py8G`
zhiPS+ZrkM8F3h(&@*4r90|T&XR|~tA{-TEZA#(}B`F82I;6ycn&!6qsvfiS9T>B9`
zTbfyD-xtq{@RDX8y=y!F9$uy-N<7hN<=A5scD@k_Z(H92x4p#<RUkC>7Ff*oHeprG
zY_qM*<m)dL&;k&!BN72wKWLmqy7^?1j(3U80440*y<2LAM&I;^N0F`%(|Gl9sSsY`
zIib^stZigQm2j07q0FX!?vzCRKI+4Ymx)9+TCzUa6B+dOs<E`j)>(4(sAkYHv?_Zx
zap*v`rAQiOY&17L+QoK!R}*35)v?tLTNwrg{1Be-JpV#2T9EtxU4>o=2F2&TN4n8k
z+C9|U(ciJiSjr892>Xy@Zl_$F_G_c0*qdktMQLd}cATG~RcS124>1<0RP)wT%2M+L
zMKupeCd?<zl?Y654eJZZ9B-=1*Cd94GX>SxkcdcBIHk;y4!%j&l18deHLQvV0RgSp
zyCqCgCyO9oTl_Yr*E7lnV4;%dPnUlS5`i4KogKdDqp#s4M{%7tVVyhi(jR2!2s%Hy
zfPteCRUSvwEz|j0UFgJBEtFc5Y);LrxB>VZrj_pp&0@&6$gE<}Dem@>;@|oaqJvn)
z=H{uzz?ZU9YfC3{L5#^8)^azVSrA2sSa+_@wHPP`pJ?*Teyp-RO(E7b-y}i`K?vY8
zgen5z(i_kjO&T!daRB4dQ+|y02UGd1bxkTZyILz8ZcUAC-Y$huBd!sI1C)$VS;o`e
z%F`OJ*s;>_fXS(SIG~TsDG*(bB22P+z_Gdv^x)O=*mMobyY7oidNlz+yVsd2lc_b5
zD&3Q!4Pc_QjL53w0I^$fodExPZ!+`fSDZlf0#DH<GE_%I%|Q5o^$ZC4M>O_3G?1?n
zGH)2WY&e6WPPIv|76BvY2Tv(FB}C{A_S_Tod_pG187703Y1z2i$QhuJl+=mtw@kmh
zpuGJVot(dTa$C?{&3i65nRuP^FJ>uN_d(~lAJ4^X@)(>{?HVq2-%UQQdC1lIeQ7CA
z_qsa$^<?v*mG6XE!r4elOw?8!2&uKbHi0G&3GyQqL3zQlTX4}u<$J29>0jZUd46EE
zX`eM4b-c0j3WruSHSG5+01^8<!dh7y;q#+R-B)KE>;oFwny0ZkiGyiU?%%&4ZM<)%
zakTCiM=`>lsPkC*QhW{2N0Kt1yzt|rr*>h%`ILvrWg~kj?>wf2E%fe<o_@ChO+n?F
zX|!iI(>0DFE3R|Jksgk-#Xc<Q7){tq%ThH-2X#AO`OikCPB~N3(o!562+Hit5LWr9
z%+i)LseYV01}=dcF)oW_9I{}Vm*=WP6fqC@HkdH(mQ#7n0-)u2`bJHDBzt+|SOgyH
z)w!lIY>aK-7!3Q}-5{IO0nC*naD8%@>-ph}a!Rh_%H|(R3|=1(8<s+L>Mc}Z8C3V?
zQx006ael!1&%&f4Nh%;ha4+pAeP7l}{#h(@5pqrWp)1+CG{Vw_w6;`kQ%~-2L|pSi
z+fL$owD^)t$M$X}i`KKF6D5NU<={JY*74DEmxVZ@nQyl-WYW~^UpAc?+TJf89ddU6
zTdj?NXHW0vEwV9p^QBUY6pXNvr*|60k+Gbk<NXLr5%ZwzMS0SEJHgp@Tueh`@ru&2
z0_z?m&yCvWNPW=SD#3iV5iQ(jOX3cbE8rp)i>~1HZbG$glet3ZHp%9XBP*Yr;KJ-m
zD#B5c8KRip+n0RgWV{32a2th>wQr3wn!EML_gGQMlYyx-2*<b`P;-`CA8VH(_nU#P
zkB>8qfk8R_P#jjuu+rLJoB@a-Gx{Anx_10)o<P(#c2%UK3<d~qjq!~tbx@aR>~$>G
z>~3&GDV3lV3M}NYxEb>b3Go$61eewBrZAsJ^D<g-G&QPWrsdU^p;NfI?51VGYA?@k
zk1;;|DD}Om0T-EM!-J-&?bW==7L`Oo<xX2Ljt=|9N}MNOQ!NN?gj-+Z%Jz4yc2?;|
zzkUTYm~Flv7OTtVvoQQ*KlQa!gT5&V&DHO3kY{~di2!a8sJfGN-2n7+ZmSSJY6puJ
zBpHSlBw88%p%$PaCV5!4sV9l)|Hhx{(zCD&02BXF>cs#I0at+A3Im-&gOu|Nv+F&P
zi$}z~4YA7JR4_ciH~I0@R@AGvAr!~1zUh3uAnM2t3@3i0L0CdiYWs0v;MoS*;kaoh
z+2E+4;0~SBeOFloXO*u#4hUpBqga9~;bYNRAncH4B2navbs;zopWITRz6aPLR|HPh
zAu<bZ9io?B5eBBSN4b@g*-c5dm(mMkXcPcp@r=hro}Die#Z^myYzG17M(eo@N-}Q-
z17XE<{YP#$C75GtwMRCdhH#1S&_UaQX<>N1gVBl*0RFeXxXDwPOm2MQr!}WY3;hld
zrSRPBZ{_EpRWI{ET9^!egTdEp>!})dLcvWUd3~1Z-TLt{pPTC|+!;QmsUYlF@w-lV
z<TSJ%ieT<H1_Zacg^lYq=^bw|Lk&)^eoHMOW*jfuSNFWWY~E;$2VrlVAf88d{&JS-
zq8kq-x}VE=BU+8w?Z)Nlej9&(Gym?ZsxKnigT?KJrVF+g_LcBTzEMP3#N?VRQLHM_
z);35&W?3HPC6eef`)1rMq+aU4!1Cc{XVkk3s$DN7y_i;CXH;i)Wi{hQQ5OG$#b5zo
zKZyf0*EmkW5xZ5!B#1&Ca0EVkg0v(!{%yDnP&M+~m6`N%m}qyAL<WbxkTSQ6e17;S
zxUpz9J|3>4$Viqs4E1Y39cciPQNQ_GAX!WR)cWM3Es=%n&>{aXkiiQ51`mWKXVAsj
zJ+Q@2lt`Mgts4lzFy0bjWb8qG`+^lCUWNs$(w)?vr16Ydvxo(*(U|kOU~Nulnv}vs
z<-Z1{lYF`PfRs)9?Ze>8o@AZ^YSc=eN^rv#`+NQ(8V<oligEl^<XPF?+U^kcSC_jB
zZDv54(S3feokbjmlzTP}Qokr0<0IWuMLH#=k%S_r&2g1j>8QB~`1Ld@wyVnl7;L-D
zRq57~6_0mGRA}>5V7&LGLe<O(!MWrV9OP`w0OL+fqd38pN-En~{f@a2lYzu$N7Sc2
zy)n>WZIsdw*h%CM>{1~hWHlZwHIFrm0Zc6!hm~G4A{`SaEfZ|UJ;nKV<a3InIk0?W
z>jpZ{P1?htuaxO0fR1x}>zTF!$sB?f_toXbI9+dAI$$TYSQi9hn&@$x^_s^2>~9an
zmqsH27{fCYr}u_{>=3YHW%Uf+7QQlK{pNnp9wQ*pz-dUjR@V6H^1c-rn6e*r=I!qv
zI}fcMd-4;sqKNv7!R+P5cBq<;J`@43`!4d`?6xVvr8)Ua&j>e?(ZD%oQa)R2q6KnB
zyMcW!uMW(iJzm(BlZcw{n#_rrQ}@k3qpXy4GbQugQqiPoIEI+6KEgvIb)T3jYt|<+
zFB(o+1k{czUW8Z9evw^Z=@L_HTGox0un}L+#@1~V)k)PPzJ%H0C~Rx>sA_?0p;Xu+
zms>H|AIRg5kJY{i+bcbzP;3=0EwxfyAK--YS68y!+wZk}wB2x`-&6#}8YzN_B3oJF
z2yTvjT0tf&l<VO^rj##@Q7>wZID7xq9&M3;S2YeL*g*Y=sAiAl{+OxH$|!z6@mDsy
zb(1TI{gk4r-F$eMieU)<@p-8i+opF{n?QgvvlV$0mSH~zEuM(uDU5(wqaRf&vNDi5
zAC`^S2!)Ydfw}*YmWMS!&bCyC<epZNIossx+w_&I$f(@=@^tSb#DthMPWly1?YfV>
z^+;Zfm~hJh3_noRtcAX}RczObO|N$3G9827={>6y9rEWcM+-%WAhny@W2HIvH5}t8
zhb?-*UyPxZ4hwM*HS>B+Lk+)B_mb_qiB3l@{OTy5%RL$Io<wLn8|&q~54a29VOI_C
zHzOUcgFx8QfBnYa5Dk}5d>|&)IW#X(C<}Hw^2b*ujgRdIOLSpNLXtIN55@=%0(M{R
z41t>`p2o(Jhe>HKhm_58?q5>DabYbWBP$u+jSpV)&w&+1W+&Xd;FQ!3eKNj__}1p{
zDv=r$B)8(t)hvL(h^NMqZ^VsH_GAZ)*>Ap`*WhanGm=!c3z;YuO0xqPIRr6Qbm>;#
zt@;L(p<hxxouPLO%DlCxRYQS_S}R07ZdN2IRZ5@0{bvDK%Jpeh$|aZ8;DV6I0Ws@+
zCca0VogW+0QyfvH$LU5sz4-PqYezES!w7Cl1Q@XSz6LjPK%gZ2L5r$H4JVh|ZG6TO
zw4&+hyJRaRUr^(Bd3k0jyAGB|h<V@8@K)H)Oxm>#O;XLi4dxHxJ1-<FtHtJZP`AG2
zZAo656v<gCZl$bcvhq>h<7Ar^kWR}Cc)yyQ=_aOiYTwRqg=IS^6Cd>(N`u)#WaZv+
z)@s>~xdWE5GL|htyiDeAN_(Q}c@`$}v`Vu!XB&jX$eUd?Lh<fJtY-#d&rqdndx<{7
zPZtp08KU><q<KGn5t$>ZrN(&T^%h7Kvq@$Hf}EpyS|$-P7`4QW9#*bd7rv_3TN6vt
zv?_{q^Vyt>Ow3h+R8d2WW?h)MNBpHpuCEM#>2`&{UbxVf3UxIpPRdE1SXOq9m`(0W
zhLhc|T6KQ-kEs%V$i_18)_**_&l6r-8D>M>E85r`bcdIu6fI{4<)>2GG}ce6g(#-<
z*9+)qWGjFRfes<w<>k`t)GB0`I0~&gTQI*(rZG<5g~MA~f=kM_pr{{02ZW|PbAs4o
zoj(O<#{p{k*&Quq3(oIwPbVcI3~sisQ7tol{I#v65cB-i1zGh=M*aHgy?9@`#rSk&
zUitq=+gpcKxqWNHf+(eQsUXrJAt5a(A>EC%bT7KQBn4@35z^h=DIJ1zvk2)FkZ&&c
z-skM|JMa7b^?m<6*S<Ec=b3ZNF~_*axbHDWsJ@m9cqEEtdP1H*rm#<Zcv(?sZA+0X
z5DT@)-D$919zHUJw|}4~>P0MkRewWh-76LDb}3z`PTjNVOu5$i`UhxABv}63XN`(G
zT!6BlQ<Q>Z8)dZQGJO&j_#j~){lxxyla`}WPbP-j;X_va6dGdYJ#8{>DjK_opUI)~
zH{552%$=Jf0PV$5_9>h0<$g=7&LSAsVbY$gSB*%<rR*n|c{6rhe|rt+ro^qf&FT)I
zu;)L*${@8z;0)b=VvTY1F#yLwq<ZT$&I{izz^9@ppH6W8M*{{<SXu^fSTGx5Z4S^x
ziIog=o6)PZ5k8KXK3OK4ZyOh)vFup;Y1GVJ@XeLd*M;)lv_00g-WdKMD_X}2Rf4vG
zx^J6Ktdd_HQXvBh?TmJ>*4?aITR#6l5dluwe0fhqS?!T|yYWxVRmS<u2M!Sr3u)E$
zXV$pYMPqG`I6)V#Vb7Ki4DGoSw4H~h*41);?WZcf`l4;=#w5lKi!;i*5C_B+E_J_d
zd~L^e(FB!IF;ciPI$4mumHxKxuDZ9n*8{0BO^2M*llz6Q)bIJFD0Ms)8Wmz7v}#{d
zjxzp3$%6Wi{8!V#pT_P#bnk*cjoq8Y*xCg9){qV{B92~iPhQ<xxi|{H+ttpJPbohA
z4NOs#SaL{Z?;fvU2wZw}x;^~<3Ps|8I*s3RHUt|%ijgzrS6PeShKw)bgO5k^A6L5l
zzAXwA#lPa;C%g!A@3{?f`$X!vf`e)&-9d$Nf3C)gtw<M=8fI%nULWbYx74~cVt}@v
z2yc#l$0??B8YpNGauUO7^S+aQnEtzPh>s&dQRBR(lc@Pn{L>N49-kaSFI#UH*`uZ)
z9Dnkl{)gcE;Iu1oVP<BV$bb6u05AA|dO~y6M$kSsq}NKssoZurnX0B4VeE<i#Gy@W
z8$>Y&ZWA2En?rVg`_Z;sh5(P=sILqm(n*vK=_lp-evhl}mhQJRbr<oKR#*;vW^}R4
z7m-{C6aFj*dmMIXQ|x~vaoX6TzYJ+b#w2kve>zcdb9LN6z+lK@>jx2oQV0>m)(ZW1
zrw=6-HbPyO7_m~?VFl$UcM$E(S4vhV+d52?>5H@;!AX)7AN+LnA99yBp6)C*H?Cj`
z_|Nm(eERc&FVb+hPPRzx%XFQO^6Rwel37F7>u#<4=Ng(raNg`~e?Cv!_*U9dPS|_X
zBz9(gJe5l-fuU9O^bz}YmR$C(f3pGq*JcrQ?BbgphkWhwrrTKT&H}S<b4Ek6X9&{<
zI-@tgER25zltap&P^qJlDEJw&{daT13tz}zEVnFxMCyiBKNs+7f-C6ndBdsq6~<C0
zd=$oDS{KDO82jk@O`c<WX`!qA(VyC;U@8t5yIoak@||75P|5PM2`Z_TOs}=u8k16O
z#nu>I4axK-_R}ZzwMxN0WMOIrbmCDY=(KX7er}Eypbmn#HZPrW)&e<L;G_zI>^b!N
z)hq7CnnzBn6D8jZj2!iFiT}3&u>4_Om%x3hRQY$5AYOpG0tQ#uWS)Wu&_PPlzfI|M
zoC1xPkGv01jKY1I|H+@Q4v;V+yk%q=6F-?xFuZa~He$4gF1aiLZUX1LeJ=bpPj?qY
z(qR+4dLbT!YACc)`F;%vQ?aF+UPPm}iGbX=b{`ozE?2odc0?dX^L0V4@&)Pwb6{k^
z`}d2)|CD**2N4Twy`PVrhBUO3idGebfB(o>NuU5=Y_MBu;6YlW_&A^C0$c0PINXDe
zY`cNDJZOYWl(@R?KZ-~T2R)mA4e;Z8JnxSfJ=!@WQ~avjum0HPl+EfKnf1E!Bs2CI
zG|Mt+ob|Zg#E=IW@_l6y8Q!PHq5))Kq7sC~PxoeG|GjFre^}N(;Vnu3W?3&ww8_Ep
z<VDfm2+WqhuL`8$EKcZ@qtcQKz~y0LQqbn`YNecA@vCV(9k4L!Ep7a`YaI}YAHMmn
znm*qDoNy?xow<d9InranbVm%9m%kdypu@$P3>B`S^L$6bZM*zMAy`;kLYa(N5rz^P
zO!(gs4Pf@i{bBb1CnpR+9IRbzxw?*;0!(7FBb5!@w!_-$|LUisjQ+ofXmNpWjQI$1
zGgkD?4tSoNj&1R8p+d^%e;~sD#e<Fn4X%`iP@q)kSAPhe15CP}{ukvHJcPn;@!Hq_
z$s_ck0RLRSI{4d4JtjWzyz->{AK^pz&kC->v3)C<|72D!10@V`RzN%NXGlbs1J5pE
zMgMjp(Jn}Uw*Uz4@JXtn&Y$R9#PN6(v6veFOBAiI4*tfaZvrEY2nGXbz~#qB@%?WT
z`(tYod|(lqis}B7Ge`{1jzkYof=PPdumYY@MnYcyw+aN<lPLI}SV;Z{Pw($N0e}0U
zT^p_l*1=}*_#c}FKj_;<0cR8?|0j{FEk@8BouoM@gm^Hv+lC1l<N4>;7Sqp+2@`0U
zp0(<(I=>;HNqFxXv3Kd1Fs1^?QQ6u_u?P!Zw?A1cExR*a6^kW}PxuIu{xLEby-hlw
z;zdO=!ou&GYv&&|Yie0dAI{7xAS?4eJnzvZbrr=y^S&vha{UCftVZm-Zyb#NNe40N
zGv1Q<R~{Y&maKCQ{?7kXYEB%HjuEn_aU8Mk;#kJ*G=9OmF*0E?<ls&XdPyp5c3sCh
zy@tNIPJJtlYi_+;X$X(Q;z@tbqb(NsWXlah<)vC&ysqbdL(5zkJmx^ti4qn!<!|~Q
zrke<M&P7WNUK;qfd?Oc*gc;Ou>G**1TZr%GjDBEbD!1`cO~%l#@&WDfW%Dbmi|5k|
zIRT?b>&sh4lh1IqN1&SVk`)GH9@A$Fs@bC}pOs;5aCBki-=dhlU4J5ihX2FHNTQSc
zb=c21dY`Li7ZCTSFYt+Pj<o*%EE+!2SV*tXlxV40J$c~9AX`*YSfEy%IsaM(9p=>I
zPMTy)M+N~W6rWyMKKZqkWn?Z}iuVs{f!|fbTsgb+GF1Fgcs#2PI$SURZ6tAUwUcN6
zOZpCcx)n65ZN@CNx-Zbn;mUf0zJBF1Z$!mp$k<q^Gp1{%T*YN3O{d;^GE$T^TnJ1g
z)bW29?O%d_|KAxcxO9vd{^*+#ri16hkLv#acBMyu=ssWJ7m(q<R72r<sT5Dp|KHB!
zA1%BB{mvj(!=6VcsY(Ca*<i82eM;Z|A3g<ccS`@;?*7j%Q?Lr@GqdjVs%^ke^?P5b
zs}98AnnSjjP~aVhqQ!BAh-zH<X|b`fitZAT;{R8X#J_y`KYoLb3UcYe&kcb^1HmmZ
z5F1j0dmBw4iL2Pxy$|3rsl&s!RR)fv<vYE%gJ~A4R|BzB;p@X`bM=T)@7kz*TO+SN
zCf^ai@tz#|&A<Pt*g{QW1sxLF_dR169YeN5gt9}_K57uaCNrqn*@AK78A@-Q3;Tjt
z(d5rnBBLDO<sn~qdFXEq3@i)876<!%m;$%+P2y!FDdAE-uKkB4QhVz=UHkoIp(7H0
zTKoOfyF87`cbgtpR1UupW9wmou{rVz{c&swM#J$+tQ!N2Nz7$8uVG8ECX~?zaJQV5
z^Y=w!Km{S@wtw4lb1ZcQq$7+$W$zdeWiKClZRaFN2BP6-147{+5h3-mFH2`GZ(NVM
z35`LxrP$)(>Iz2V<p4bEh-d1{2~WvyPdKmBcw-=b9Nt(DhKw13LZa!d9-(XoKO=mY
z4`_N<-I*?B2Aql*&?|eTvQ%r6Aq|*hhXmJPN(42$Ap(#2Jt*u}(afm7FVpjds~T}w
z&gk(Qs;7X01$sIQpB5f}CRHlStkC4ljq~wAjrSdm{qjDU`HP{9Uj=qI8v+WQTy|Hj
zk_ip9FY?qUZc{GsDPYqZ%0uS(7FQ!04zFImjiIymZLMqeNUAiJTABZSwkLvrbQgwA
z<J-STJ?ScGV;}r9Wm@7M(hE0JY`EfaKy1$+m-wez`nO9IWI#!M^D?*Qjy#v6B%!j^
zI^MziC+?E3cenFt^yQ>jd|s_Bg``G><X1jdDy7An*nA%x0VaAfjhCwNdny(ZHL*G5
zJ7MwfUTA`;^}XH3lq3G0nLh{07q)e4`;Y7>hAbZR$bKpkWnv$R`EP%dDH`6lSKE87
z6V?50u4DnOVnL*H_9r65y+n>xfhDqUs?h1yKp28Jt`oV8lbhJq-mEq48&|Iv){`br
zLp}@!)UF@-`bSKlZ43-_P3w*&7&uwFnjmv~sC$~^SN(k{vF!3vIIgR}xEy!lq%-(+
z;FNmqf&howd_ao<oGC)OFTWQ;rjdNVfCAL!DO@kb70lTiIysHi07L*XdDvA8Fa|i2
z3#K&P3pk6i@M+GK{79eRjVN1ve1Njg>bRp^xtH#~A48MjG0qo7T?r<RJz+5j(7UnC
zSIm)Q1uP6Y9iEyc_m!TFvrDQk#jjsjtBXD!BzpF1<?Z7_TWBC^Axw`Dbv5Db>hK^_
z0oQ_Aj5hQEzD0`dYIya2&0QCZg@*aonnqK(m+HLj)t369=J|-tVY089;<ZEA0fE(R
zwc~<4Dpm6N&eS(70n;PwI_rD|1JLkIfR{m@CHpVQJ}h)Z$-2Y*h`h?X-xR%@o|L(*
zw~89(#FG2mmA|@44MaBw$&)H2z6y&zDkoQhb_|$jMN52V=y#0awNo4>`K>m5o6i7R
zr<nX&;--QzKa-k_T%uAXh3hc<C~Z`*e{D{mL>6T9ZGVYyMB;@QJi7YW@aTsO7nH(i
zjYtPV0qHW$`?64n&Ev-rx$*#wWUTX)90Hd@D2sV4<!d?t+Cm38pJn}|$eATk{u}|2
zD%Qq>ner^Y>%GcNSGWE@<T>xUs3&Y<)=ft}A-Q*;J$c|hCZAr7`$oLlI+%L-dL+ho
z1BJm20vF(Dx;>x!HObepYV!N$DoC{NY+9Fe60MUdHIXEsuPyVw0R{tKA}bSuRlWWa
z@zknVS%f&F<@{(%E&_8krv%%6nDHL3GsXAp2V~b<G>n_k5{8-&qFwJaA~g=8GK1sA
zcGlrBCrCd2E4&Hu@i`bY<F2*}Pt|Nzlr7bv+KR&uuKC^<C#Uf~j)_J?GCqcZO7h+3
zRYIxn=;2bI$p;>*1ne^mlkifT++9fx@6Ww7Ip2?|boc(`(CE}xzvP9#6uQ>)k!_=o
zEa~M-^r%@!D)F?3u|Exrw__r2tHsM66(vg|VKlSJ$_^!^NoIxO5eq0);K>Vrp}M`A
zUQ(==70J1#YV0c0j&yZeKO`H^@jRZJa`UmT-l0oix;`@td!EAHptw1hi1VtaH^Y;O
zWdGeF*5f>^H9yh>4?6sT_z1hwCs~cAff(w%>^6(qH8xAn@9h8%DCeRq17LTS#{fFN
z^%YoK<L&XB<Ld*-7qyg=o`9&vNOklH1oN!~AeZ@@xoN}!Ty^%m{Wr$V`e86#R;A@~
z6@3lw?D`b7s>46L0JOktQ}>kHu5^fbm(9~^)f8dhe@H-zrBg(gp7C;*FDdGcuZ(xv
zCz-p;J6>YR`7dSI*RS>94S4$~gWe`_NR^jg9DR9%-dg}IKC$S3-9pQ;ZTZD18?e(*
zd+Toxjfd<MQHi&neJGxjw|~E+SfN&si4;K`OV@ZjmPS|k?Y)kwzhm&z3FlvNsh3{$
zsh4~Axob~aBVHN5iKW|m5L^8_J~mf|reCox@0+Yf1d=c=SF?Kp@$<8$%ilZ)-{~M$
zm}>DVijf4hlIg0>Tu%1hrM>HgHVFfC8{hbIaQqIw7wbrUZQ|CnH^QunO|G?#;p4vK
z{!zMEBiFB-IU~wycPf#uS)aM~>Sx^O(d`cDMitt6sv=z@&WDuS($J>!j<UF?<SW+^
zsxYG0=5Z^seP}2)2LgbHD@KfAQ9n!(at0bAOsgjR!~y>)LLIX~mXCxEa#<P#TK*Z&
z_ZMD1<Fsa<_tNn=>i(T}<E+~3<~T9+WHm^AL1+6RuhSkDpOQq`IGoxB<dww$Z^0~1
z<E|DcE&CdWye@v<tQm$!XTWH{?~BT%VH<$UrB^K!9)aXV>taC}9f=}%TBhYHzbA3^
z07T3Y|5i1AfrL<(%aaojv39cAmo&9R$Ej#S^$G1!dcCD+ziO@Tdc!a8oyVsgWNs4m
zQn}9i(Q8W{WG3J5Ox4{&W|4*=Le~A?PapQXo;k)gOLK2<yzKFl8d$(^hv#g*0c2Pa
zqrMTANE20Gfp*?IP`RW6laRg}^zyBO{?0o28p|K#&hvJ`NOO;zEmOk+@px|Z0X61E
zi#tOD(4o+M3+ZxCL1lRW41cylQgFuMDzaKuduH7L@pD97P&0cP>Zx6^TcmsQ7>ziz
zd9jHX2r43C@nO+?*h%RxN1$`bo)3egf}j6ocvu1Vw8crhu4TBdCoWc%O0wT-$QoHd
zir1UY#rnU_D;W=`(MWt#W>75`9)8aEr7JPQ-eCXQ-f2zKSSItg(kl99a;Xks7)gE|
zF>x3?J{Eid%Em(VV6zQzUo18_hjr?yO5{F4Bl(S<Kp-4^_eeP74VV|~HA1Fs*xrq=
zw2I?{->XPvuRZ~5u_C#D*CC3}$W@e`2&C9TOc1LMCDNv#V3*kbmBhA*wK=Z_5bKt|
zjg$j6A|3_AA?OLj;-ALmPTa;8Lo~F0Uh=$Y+0)|wy{ODx>zqJKGw0W~QBUfkY_D8W
z;+Hjt_@#GxlKUAvFOeWZ1U)~Xxu6m|r4wx#v=PLE+gB^xAX&ieG;eRNR<1k!N*qv5
z4K3d{mJ_3LgiZ_;V6liq5_6M>P{7B#7L+MSy4L2{3ipB{>?2N@5H&?0g7*cX+G+vh
zh5Q~fA-aAP268V5M2i&7A5u&^^k@b)AlDL*Gzf6^0!C#&sH+>Pihhi;RekZn_`^5}
zf;$67u8hz;-h)U;ZB^<k)aW*EqymCr%eqS8rk81^3($96n?OSJnfSi~d7nTZ{qCdh
z&+N~GH~iYxH0YH-rE)IOaht!VPIB0&nEbf3_v8NEK&bIjU#Q%N!Wpz{N~M;Y*y8@P
z*sb&P?ak+_2}~w`=1#1jzNLr26@lRt<jS>YHcbiuf-p?)C0|n_@BtPZ6UF~a;=@R~
zRgZnyc^XjH1G0+oU{JESEB~W|Uxz>e1j`cdh3y#-K{EI`&_|)i;b))*YO75I(y+^$
zlM%QmpP23k<M@2l;^fIvU0t}aYCSA7yeNVAq&MyX^}gMB_B#XzKM5b7*{C<?i6(^s
zlXyH>!5i=^6bbpzXG0DwKN3^kbJuljkut<bA!^?Ph={)fwO(!^VxnC)_0qYMZwbtt
zMV}z9w9e`c7*X2^J}T=d8((+slpjSt<Kav7vWa5@Hr98Dl-h++hndD=C>CUbi+&Fz
zbP8~{K>D{n|Bd+aWR33n;fY+>L7P|SFS5DUcQjW#i-m}uxu9I%5^XZ&NleTyKWw$c
zU_VTw!IaN<<#wjVB8v8-@HiET4_C14aKYXCVqPu}qd+a+66q19>egxc()wi2*-izs
zI{wH;lEYSfDm}j(b+FF{>?Uv4NT<xSoVeVI%kBBhxDW?EL(`&hb&ha7>u1Hgy<|s$
zZ@(f^kW%L8;+Yr})l2Gs(F+~gQ+vbB7)<uA1$rAZdq}GYZ~fGB&UUAz01w}In#uU*
z7J0SJ(tDtUNvyor=J23=9n7&nozZsQX#v6stPq%dmH=q0F0Y^s@3ggU0K=`xK=~id
zY^B`u+G%^Xx^S6@Y2`N$1h#DIh*QE?lKT~S{)?q=fS+Y8YXRE9?Wa`K`pfh?*MS@f
z`?m$7hmVL}0Gg}rOaYdRW|iqm?=fH!eFEa?fmYwpwxfJ>)?I#<*YwD=+27wz$WSHf
z4St_GEV%X%^>-8i_?vNkW)!MTKe&R(>0<)N=`DO9_~9zD5(H_F`Q4}{wS6Q|F*fNT
z_zR*_MKtf+oEh)7_n1XGx^0$Y)zy}?uihrFk1eVAE}3!Vu(jTos$qYel|(<>huyDO
zp1i()<6~5+{MvI7(}W}e$?eQtky^$P!|mBFs=)UX1lNLtEQE#h*$N?yH)CvH_^8lW
z6Y^g?$Z(fo<+ePWZmGz(ymK^>e6%~g1s4-s8opDfSD`&ni~NMSHT)^^;tT~2Z4=y0
zOMjIkO2N^|-Q}mi=K&)n4eO%EIh(<laJc+6|CvYE*WW;n8}S#NZcEdO0h;gVPjU&+
zzq0YeB;&EEzaN-6t^uF1-fIDycxUR<Ee4tayO|(dj*3k#cAXn>x0>JvH3se}=#@b$
zAa-)VCmd!RB8CS6?S=P;u0X$C)F%+RPS7ZfItOeSP|cA{VA2^h>p;u{ETalQ5AGb_
zxL8^U9aMi-)y)$iRn{f6Y?r24Yt0C680X($@kIf|W>^8eFF|UpFe0TM4w#UU8KMDt
zES=#4W!Q``;d>Bmhe{i>21__u?^+*Q<#p6#O<<zA`h^)&6c}C*vgq5=JwZiF<&--6
zJEJ-bO*=hbUcdhuHW5o=$D1he;vrJOv<+qB#a@Jv+)87fT5gTURsS^tKITX|HH}F#
zzI?jkgDc&qG(QI7PIkRcn6+}!?Qs({^OYKTjVIAN5rZt8zNG=Sc7e}v9Q{nQS;YFc
z6waImxrAFWdWgErja?^b|BTgUfh3@y-)riR3aCA05vU`p=vnu9MyW3H0wX{c3pot`
z<yW}~inkx(QgWq5Kmx|^%am;>((XrxouxE*h6PX3*jfOE_eQTP0fic(hx@yJEB#Z0
z<1Sj!=j9Sq8<ic`T?9f#O}u3{FxXis=)offH3*=urL1HQJe5OadG}%&&aKRQNM-~&
zZh*9b*TUf07!w5EOOH@A4|#Z@`<;l$r4rA&polJURKM8YqsRcFo<Vqu?yL*mpu`B%
zpg)L58qD=jSug8Z^Kmb5RT>FTf~dsvPk*iiafYq9k3lf6tThNRZKdd4fI5Bqk3+P-
zDm1i+v$2Nb7OTAW5*6PY6_4LsCK|Q0E#*4qF^x}DE6vpo#IP{;*WZ~OFf3<rwQ&6o
zN5`ID2*;mQtinSR4R6#!?}pYjHj2<%w`)~Zx!Aqj-<O@=5U@E}`sTXN<ead6ym=z$
z?Ci8TH0Vsw;q86B=>7}q{D(vPN$uEEW^<)+H<yzBV4sRnDC1Qb_Xql5JyvyCS%7Rl
z-UG>$QM>Jd*UE*2q}F{n3`Q7T$_b-KI#w}!>H#I02BF;1IvcKKqe5?$!&!up15q*w
zCkHlweB(gE2kutqgY@<07!E7Vv~${8(N?dcbcNFg0-pV)+O(5+RFVl&KuVG_#vcj8
zD$w3J`imgyK)xw1j|AnHGUWj<G0FlIYSlqb?Lil4UZB%hvzjamqq+gE49^j?R(ApL
ztIEx*$>j(UqC0FdR%s&lh=fOZY<d*e5!yNGg<36T4)uTg!ng%6C_me$!=(JuN0TqT
zj;RiN(`e1?2gs2FbAL&N5aX4EiAJtBI`gqnw;>IRe^InXHnOi(LN)B>=9OOiCLC-w
zALm{^3YGRBNxFxthbY~qhe$>fMF#2S!ycz2irgq{E7a1RaesQJlG}ct+EIjT?`^Yd
zgbz0^_Q|^M`j3^@9%!k@=0Pp*cJhxe>B7M}m)maQvD?hI6`>Qcy77ItTBQEL4rmxa
z<pGV+c=+90e(xZkm1aC@TpS)&BZ;V#Em_*xl-+EvaHl%kt1zQsEU4l7G6HO(xv)Mc
zVQ;?PnN(%B2c3rjV!A5xaa1U?4G=}yBQ&9KDYfzG>tlH!+4^>=<>*~-KZPHT|F^(R
zx8FCeE-o&8DyYw^QAvQxm^c8ys?R~=4oiV*aY3DUe{Fm>QNtL(v*=hj)0Adj9{YT$
z-=+s)Mmx|@%9)G1He71)Y)IZIs#Sqz3Ed})d*4i7oI(WJoe0;hI=jzN`WA`fT(pP#
zg~)sFli5adB8L;#)NVDAgH?v$Mt5Uu5S}qO!8UVtBUuH^JGprvG2=QT!ok)Y{pYfm
z3w5QBidlr*o#nVT28x|&TYc`$dq>-j3pa~>tV<&E<XImn<n^UZay!|7liuoL7BJQI
zIwu-e6b*mWA^@jwvBh22=9$Cd>FKH9nDB!kvsf#jDvdyQbop^C<n{(NQa4_FRv#Dd
zg2537A3wqt`#l9cy&_A1fAjs+)U<4)me0SAHCblv<T4jqMccAhLR`;?F}hm<E|yu!
zE)ErKdZyu4Fd*D}d{sHxpm8H*>mLC#oAFNUL#W_qLJkoU4n`45@T!S=9^SJQ=J6Zv
zck68t%rs>5=yLXfsJlbj%}g2huuc<065CrC5vKu)*Y4DUcBhn+^+J94@zgH8B{+<N
zP%aiR*caIyXki~ZIb8>mLSMee)v8EEOl{BQ(Hj1);+;V0>|10}LlT-DVdUnw@W?pw
zyP&!{5y-PL>vT)szhTg*cx!jNzrY)h^n+2e>Yl4F?B&j`%kg^X*rMEyusFbYvyoPQ
z^-MV(fStPpD(3jLvEx~5Km@~dwkqF%DK%Qfw_{V*D8`@Qd#URD9Wtf9KUyep+^4LI
zk22%0?}AZZAy7v@MKQvAP7)tzf{ed`v~kloTDPEf$4PL)7D-zD0ov*E;oWx;w{k9h
zFtU}W%gv#z7MGdjWt;o5=?piI`NzhCWwM)D?^id0Gx|g0%~HsNsYDl4Nx$lNoeo4Y
zggUYCEJbAva6a{Z9KD*_dV;;%_-<|(rDk>U$J|_a8FBF|_hYVNDDq_e(QDjSae|gc
zlsD8EqNhK1%SN>Bz4!0wV3FbwX?!-dzkNbj=W)hkz1Tvr@#^yQ2PPR58WI{2vsYK&
z&>`Z%l0;|tkZccMI3K55e)C(b?fCIUyu$rm3kE*k4x9I)qwHj-Z-Y9odVd}6jH6?D
zZ`Qp+P(mpi#TJ+0hTywG%0~4ECXAkWe#GaY?G3bNwLOmQ10cDmo;(JI<oxZ;m4iIa
zvHTG)9Uq@I4qj$fR?aK=<2Jmn<{(ZursA-g4FH2*UY5}DDW~x`;!Ovo=Ao19bOdrd
z8xY2FbuQ9rR2|y`Sg<0Fy=Wj88G@KDbbSGDUy|wTp(-Jdga@>mNUJX;pu?n}iY_n`
zD7_hgGUd23*Hv8;MUAU6rbZ5f{b<-0sfTF_`j!d{0yv1LSkWhr^0>z3oj7EoXVMg+
zO9oJiqq$yT@zp1qL&D3OuThrj$IRF09^$b0=P)xnn7cVu?ae<%{>@)xYF_+Fo7(~Q
z$V{OO;@X4@y<Y^h)0sj}#4*iDYL-S7)SJnE-(i_s89@iG)rQHXzDg5R41Z7}K{$$C
zS~B4$$NcG^7G8MSsLxGY+0*@)6B#{Bi<B%N&hRe1V=qw3?!1EvzjD1Ax?eBk8Mn5O
zYv(LJqRRu_8qtYnDy|(RWuOoYxOEl^A)z2sCak+4LAW?5$RCVnPV|8ysl!4jx`l(G
zavy)zvZ=zN=e`+vczDPILHVn3260IYeydq_QFU^Wj|J#(#l{X0W8mok!29t)slK!V
zArCG0B?$jcljUVAikTq9JP--V%#vwAL{30r_Xh|q)u`lI4I>%}aI~Le`z9oTAW|p*
z_VbyNOD+9;_J*Lu6=4C7jYlG9f3Asq|IwA{iY@H}j>>)1KC+@b*Fx1|+s(lzwkR*}
zuY`VJfDjE!s!0(57x*sdtX~0UI@3TAna*YAsQILOdM>IYeVWG_tVZ$vkPz+|4Fs~w
zi_*gDWR_N%^HKv=#=bIXEU>pjg)~A$L12YkTjII=+yCl4WwXoKQ}4YuJ~CR)%ikB=
zzhJ#sFIFfM<i{J#z~rtp5veKCi2gqJEb{JR2IUc2M{rcep`wS1)FP?#{+qU4P8+Hf
zf8l|tLY4c)DV#!61Ne*;3ctT?k{!bk=(y{rL;7t8jgpu{7+GC8k}ct<pcbD2LYX4Y
z+D}7{P8ig%TSzm{L3tC)5}x|Tor8cu{Yxb}Rq|JP4Qp#_ms48)R10BYWGd#|Xqg^7
z2Xqo-%;#@wtrtEf`AKRGa03ZLx8l%Im8S(dGnu0bpym=?i@w1PCB)aZ{N%%76Nx-M
zVt;HmH*ftOAKb}eIPw_!IXB~rquvuwxKoE-t9=j)H?;1tVL>P9VUwzOJ|G;N7LKkx
z7kZ~;06k>D&W)n@<);0}0{cQDS3J046tu!oe<b1PGw^Wwxez5H9w~Jmfz3lOl4PC4
z9a`GA9eyG%mo9n!7@ueSt4uhHh_`?EjEGcRefZ~<_N-pC2?hwQ{NX!t)UL33qTiJ?
zWIL;7Tyad{Re0mWQ;adHYYhjtyQGhvaiW%Xp(74-$IvN>LCmI~4n2E~rJq0EspDeC
z#mjBx;?U<WE-FgK&OqEwPB?reb*KMhr<%)QKa=vai(9r(@lyf4@7Z>-!NK#r#Jzdb
zrON^h0tWYQmuD;3_>!wQf;DPl2L5ct3Iim&0$F#&J^~-OyQa_v$F-Amc^uQ@wlCfe
zR5kOB&X@oS$_h*3_x$w*uo`JWl}nP`?w5}87eS9<4o9ee6L(*s2vax#<2cGQs-+1>
z_S(@S0C2tQ@7p*6fa?RaMx$+maN*#+G5wH)h@7hm&u>`K&D_5=TLoimQ^i)-*FLWd
zse*_}A_-}xu=CW@5ZVcGvX>*^F~Xr+&Lf9p9|^i;FqYx!MrmXs6=?*8c=E1FKcj`<
z;ppn<^4Rs^OvG45Ch?J+eD0zWe=P<>aWP9G%0I1kE$(5&e<uUB!hW+avN9O6O^On|
z_HF(|(QDbX&<iJhXeUmbQtr^<948i+K1x6%5?}AI&o@FU+{fhV>*Gnyrl<r=TA{Sq
zb4_}`n@q>DV<_#7Br=ALu1_nr2d|_OYX^}{Msx)A<X^SWolt!UndjF{V9HT?#bVsH
zeCz!J@)Kt!G+^Cq>o*2+X;-T{oAL8`nhhL1D24TbI!vN|q^#b=x@c5rt#E5wp74ou
z8ini2k6;kPn2s*u5zsu(0-fh!H9HPp<W(qR`vUEy;9+YEJIvG?>VN!EUIMiqXt<C7
zz1V1GMkncg5LM%4-Lif~diZelXsuWA*jdVR)M(J7uJ{Ty)q@}cldL@KmC68FAs2J-
zm20Ia@al@x2*#xtn!c$oi@fiC16e%50qwZ>55=i-0YOGl7;Ej7qxyW6l)LT1$mk?N
zd>+962#3xQ$q1sjX9S(T9h?ZZEzm??e1jYYQ*jbYQP@A+{K<QIX@w%2%I7aZCVexW
z|HjRE*U!V1{RDyTf^Cye0)<Xo_9lEOC@S9m!l*y>2^&p>XlFz9AhlDMm{^<5-ix<O
zt&g{OB18?2FSGM{2IJ?xzDHz$bp3pTPLh8y;`3`j1{*lta}eDtOPfha7mo}6^a}_B
zRH84S&U%Qqf|)P>J~BrtfnIZesg<-loKQ{sWd_LE6htZI33(R7iS6NXTlR#&2|w5#
zf5Nnvq6PcXuUx1qL$&@L{O^G#ImRcARN~MqkUze_B&1)*hwOf5+)lmgL<(thC$mk(
z5k_`*I6P@XN(45W=wokSZ_NBaR=OmE1fAs96_I^HAchDn)h7-H_&wj3)h8TG7FQQh
zj?`hJEwp^uUgjX@Uv;9|L8kN2P$sVm^U)*W5uwh*+`j%8*#Ls1SLU=lHP+Dao>amN
z{%fe?w65JbUvpD`h~qax=xS{Na|#aI`@Yal6b(L#;X=brMXv0TL?VZI&UkFNWp!%6
zB#bdz(l?UHAzf%TB4|$_H!j+VN<a8q<)gQd0tF{kz>Hjf03EEf`QBH=-3V9!qG9c)
z+eiBH-auSGLSA)p8&IQ6=j&KNQ}S0LF&)^KXJ9&ze3BtZ!Lw~uF*^J;waDzcIy*%M
z?u0HF$sl>blb{}kN_!BRiYYbM)aUN|))z=Oya1wfv&pbxsYv18I=i(p09AB1MO=lk
zYP#g4^EzYTi4_AhsV_sIwF4t#<{<*NWqc|mwVB(}P}db7T!QM6f?1i7Xlr1B4ZUjV
zd2%yx33zZ?e}Ky)9XiEOHrftW7V{afO!-v~F>Ea6s2eo~!F2)ml}jrsmkUw^-rTOh
zp)7ewxTk9S;^Ol-@!WT}4Q{%5M6Y#8BIq<+GukO^_m-4sm0t+dl<4>(ULEh4T4_5@
z&P}5vvOi)WUFvM^)vNPX8{)b@&!d7{_H|UDK^fIjw^q^Ld9WqTcD`1opmrn;bK9gh
zFl^G))IfCoB=_*{r-|qROhK4vFkQ+{hGyD&QS4JqT6V*uC*x~J)#&5(+;=C2ott6N
zpBPg(0M?RB=JvE|$4AR~U$Qgu84FVD*^c!vokYzywWtxAqt#)2>|xen_qL+@IeLa)
zQAnz^C6Q#9ljw9m*+WZD=)4iBhKB*UCywhH$os}#JalD-W8U@kr?GG$O2q{*pJ%Mb
zN~_yblD!!qf$M`wN(vX-6Eszz(8g&!FF!dJ$^rG~;{p@=^2Q@Otbw}7gL;QvclP&<
zPLEHvM&O{hVE?dO8V^+{$!9DcL_|dS$`3N38GI~g3vUtS#xg}!_+Gs01ERQ$5{FR5
zJb5y+NP7X1C=i~21Q3~)JxSZN)C{u^Jve~YtwcheV&z>kK&J^nhNz%yGgl+ywup!C
z5xa^ik7IwnDRDH{hYru3!;q?69p&q!!Jz4v!{o+~yFsXV5gr)X#a5O4fPhCG_G(=p
z+!R=n^F2g}V+dY{8GJY_a?jg}El9KTuRgIXyq<l|=YcoG+tqxiy;VsRvD4klHf?IT
zi8gRw@v1k&c6a}cGJ`Hbqvy2LyJ6fnA6<@CIK?T=1>6y3UwipE*S3UW{EUZjm;2(0
zw2cdkXS8>gJ58uI^LY(z29jN^^2IQaLEiFte)JJqz;np6yW)NxC`w;4B}W^2TA7kC
zS%~Xd4E&|RN4PggYK_PjMji?fmb(S`d7bxNOFwQF;mzp=85nFL_8h}rg5n45lyQIT
z1Ay&y0R7|*^Y|>VEl(NL%kBX!YE?5SLdrgQzY{PMc^Rls&|i$Ca{Ghkeyy%7|A*xI
zIe@NAZ#e#7C?C`|ZSCzlz{aU`VKvCD4z}L?mdX{2U#Eq@a0X2EyL<yMcyL}C+Ylaa
z%3mxm2ds;|!Jx}5uNWOO*`#J5o)=5z+}f1Dp6mT&ged(Y6ouB^v9F$o%Oie&2>8#$
zcx%;${jyPLxHM~#3Dh5a+;b3*K7w{xeIygqH9-D|uget_-0raI!L`L~D(xI!gC|^|
zlCaO^eZ)FjYaSWMmYX+U+taPEGB%bkuKQM0%%HoYK2NK%K_lof_jwdv%K*PFS$0MP
z*6N8|<%}^!jU0USvp7iX)-T^RzhGp9G_@R)rcz@n43d#SJNw75Ni%v}RcLvVR<ds}
z9Vwv`@=9RcB?p>*;!r?FrD1{WR9LwQ+dX*4=0tohWv2$Z^`t*`7aBQ12_jRw*p43z
zt&}f`22*+7T}aqIdE-_k##^9XZI0g)MOu26?nZU=MVoB>!8-@IR(obBS$`*BWWEfv
zRRlT0<)!Jx40#lM#8h6ulH#N6jexiCV)Pe4%+TE5Db3WTVgIZhg6z6Rq-83{<Gf!4
z6T4F0`5tkRnE7m=ynQ<vXHYF)F;Mn3+J>1K$fLV7);8~6mgu%(fbs3|bAYm@bOeKL
z9RL_v!K{;zF2Tobrhw<?ua&l-t1pH>&sWz7nEvDo)L-HSbLKJn)~#t4)(%xPvGbJy
zGT_&ljZVNL-SL?{O&z8O?Tn_0f}5k=GeeYsbb-KSjWxXljyJ3f3vqdbm%)*D;Wav5
zf$mS8_h#!J=17^#!ORD5K3Y9{LWh%aar>Cp`9P%8&9Q9JB&M9YswV394QfVXbwFAr
z?s)0!171SH;-7V~sCl?$Rik6|CIWkx4yC`!=%+su@CcI%ygiK8#W$p;gt)k5w-+`}
z<NX|RRBZNA(ysI9)^h+m_Hm%-G44x9-zV3z9emmVtWeC;>XsT|=3Tmau27tv(2n>y
z5c28+_z8|asJu5-diE<hLs(9M>*2<of5AZ@&skQ&&NB|nXfK#%b2KdrkhcN#XF~c~
z*aMy+f3!gFFLr0~?><rc9^1-8uVOgEN`!^c0&O#iW_O@<>->0#A6;TzLHB;VSmIoV
zZEXdER8P_m(e<6Y7dkgW6WQ$s2fHo~m{aHknzbGuqbM=Otab(g$t;QY{8dX`!$U(d
z^`QgY8$Z4@Q~SPMs0`}(IF_EDVAva}4~E8%JE(%(gh8{aZxwZ6YO8JfGligVa9r=!
z-Ri?oV&$2XPW!<htRO?F5qgn@#Z8Z1?jLruf)HFf-dsCy7n!ZPHwI0KFX07K1;{@=
z+ST~8o4v9B>?V@6cEq6oM|-&kel|(o?KfqSpJyaII2Ih2nL^E)>a8B-lJhnqR*6{)
z5n9gjIkNZb&{$T_b0!Wslss;t-prAm-)gx;X53FOpc-OPsfj^DQP+gQ1T67Xi<cN;
z7&No72&6NLgr;`a$&C0tB?@Za!syS4N#uAg#Ff7m(Vx^g+#&o5<Ks~-ipk1~JluRb
zTG=>249ncI5jk2OGt5s1BlGy6xm+{<XaT6^ze*T|^8F|)d)4H5t@;Z}xEhz5dTc2#
zL2ZcMtektONJd7c7>Rb4`uO;p-9WLvL}*Az8_*NYt{-bM^<wALAxGQ@{i6M3adGh}
z^O<9WxI-qE6qr-<ed=x2Z{Yr1F7`<}Iy;3NvQzQn*50bELLT2oRgRXK#jPl`C`L_;
zw*G`7DohZF<KX1<eKs(0EFD{ox3P{{s+vQ&FxwMK`jkREl6YKuDw&pvZt%&5MSmg-
z)1xn|4>Ph|5NR?*4Yd!x*Lk0%u6MUD64QA}xgx+rmY93)jzkzKff$_{+vfek!Az|E
zW#HR^hjeAofV~R9sbvZBSsJtp!Ff+oLgEz|eEF1zMbr!0Xmd^Np$649kfthNZa(~?
ze!IndOG71Mvs9sxx!0d|`yrCBNVcQ8S#RovU6E0WN0leyaR$2P_FuT7VI`BM28{Mv
z#f*5dQl!&sxh4W-sX?ruHfVI^%{OFO*W>)bwefh1JXL1vpWm@~c&e>JAF#1^Zh5LT
zB9y#ur5lO}#E56Cm<^-~z$lbSM>YUA@Ft49SEN@p+LzIU4f!%7S2|04cZZpIjuSr+
z_?BTISiL6!uyI0@DkHm5*z0fLey)xDzueD%vW2zlLn8hMCAv>YgSDRTMqJWY*(RYK
zV(AvNG?@I3W<TZ%dY(I&9%bf0@Wsx*LA_CVee#tEs(LLkwtG!y{RdB%+YXkLAs=>?
zM0lW^0s>w9s79f1BWULf>G=?VnY_euA;k$F`?N)GZ*Mz8|59*^4F0Cvi1v#17`i#$
z78`uj_AfDXs6M^A0a5u%QEZd3A}R?>N29yWiv6L(yR3G->BajlzgKgVb@K%IwRx}!
z&xNy~Pw0E3BMEutMYR_)cx$H29k&lGu;}K$ZQvXpLp{vDQ`F~9o6qBHy;U@(2Te+W
zC8ZsA{PvFkIubp*F&IN)f=TKFq~jr0`*$ECu+FqRFf2U}@w|BWej*{{?Ruc}L;IaQ
z*GaS4r&KMpVH3gUNtV6ZB-;n2kqhow%Ap2auC`GcgAacmi_UzFw=Gh}H@l8v50~LE
zxQ4@5bA|*wmUkMQkU;pg7d8j*Iz2N0IU~D5`c?|LQ0sI0D?LH7XBp~ae_6oidMqKe
zmT;NOJ187XjcaHD0;$jHI5oAPwy3xHHv5gYu%;DWpiBJ?v0Ud`_kAm(@m#rJnrUY9
zM&r*7z7)L%-A{+sy-}akW{)aVDxlMy$_P8iw`9E0QcV?biw?vvru9fKLiM<*=Qg;#
zjdtpP$n{~s;8^=^{*G|=ZXA88K)E9$W%|z-Vm{{&+9YYnlz{rx+3tPO7_1o8C-|5@
zjDk*Lr!_1rUf_P}$dnj}k!E`N5O_vaYC&P~T~$VWMDS^+N%g1?q^NXIR9{jouYhgV
zLky+<Lfj(hmDCF6Ouz?Og0Q#WXHe`tZnzLDYG)K!oniWZElnlZWv(1&oGWfZ$b>w!
zQ^rN3$<wyeAhqFiC+ep+(cM&aP5_1^Og%@ILc7)VTi$DvfjI1h$h(Lta^Gw!G<S%)
zpZQMBRlb}_SCcD3DINNXc3xipt6|*+zo+CjqA|h`0?H0+`<(`-?5;E1$8t;r;;t$v
zBM<I689w+sS&PkVssJd2AUVGm{+;ea!s0uwo4A^E=p?AvtJiQR65f_}(Gh<4Y${bT
zHKSAW)Rp+J?c19oYaKL!ia0nMb3k&11JMr8&ZaE8Ub~@!fQ(S?xWP;Yy4E~`ICG0j
zLr+8xS?^1KT+5tVMO3ALn`_Wsu@q5bLkAUk1Br*?u8pb$#jZN_2exftdt!Uuag0AA
zMz1}Nmr4JgJCYGo+r???XxARzsJ61VZdAeO07-r2N$`PDJ*<W?*<gGA$>yt29~CJq
zJ3YeGT@GKht>+)g`^79X?!i9^Sk_O0-JlX+4I=OCc)`mv$O!7d@+L}1xh&&z^8Yf&
z7#{{mA8IW(S^Xwc<tVhjYvw5d&qu1y0Y8g@RMX!$kLvESkDR9%8HW@{#MH$vD*y+5
zdhGy_=l|GxH&ehuT5#FoBoYu1M8B^g1?x+o;jAf{VCwpae<gZ;=c%5Ii%t?&yz&W8
zxXotR=xrMJ!|Crj%VXJ&nICk%+B@=j+#qRvFA+?8DnL1)YQXbJ{JXQ`)774#IrU};
zLNZ5Q0+B;lO9stj@zber+ud1YGjmS)$rDuEQE{KZNG?!DgSks8PQM}GQJnTVF;5b-
zr!L#-GdtZUzB|w*;E6r4KAMMP1j9({hbpPj+80cqI+zjxbp~fHPMOs-0dSZu7)ZG`
z28)HD`n!=_Zsfz^oyo%Dpk3z>w&NOcB`*rlTx>kz%sLZBXqM@UpW^=G?lwu9g<lwc
z2a!68kI_ja^)A^(u~6pAQCC_DR}PIevY)-CQgC?A?}bBfT_iTNqf+iVWzWUULp_k5
zpGL>x*1T!8@^d3pYfFw?=BcxiO#bQhOb(sF{rhi0KtOKiE)?(X(T)UxqY06Z&`BE7
zqbJpX=+Mrb!+RE7i4r6+*`)Bt-?r$!_Uaen(E{`v)OGaO5sr6UTz(S6mfVPw-{F#?
zlO#)jECvXhy1~1d^uWmN#M&<LSp<Mw3xuR*iEut^F?{NKxO+!tyNWeapCj}K;DhE$
zGg7{)f?cxhkr0;~S7XwDzV1<0qP{?n3K1+EUa-BKX*Hc_Lj63HVphSp5gEgr-svq!
zI8)z1cDs{SCPj`d?kek%&iV(~l*?Cvx!hfHXs4zr^>mu&XaMIzHOlu0I0{r8c><o9
z6bd2jc{tQg{UyPNxP=}d^NPH(HN|04o5Ix$Ncj~kr(tjdrt)|C3&}D38_8ioBG=^?
zZ>#eal)&N>8wrpaTkV0UneCEd`Cu%#ug$dPj+MQ)D$;6^*l2mp^n2bJtN9_?O3(0f
zi_eULX9ulp-^xI}lHBsAA{QQ=F9i3){qyq=<=?>R0To|`SKj<a199y|;a-<8y2WO1
z<{u1yuJx0<(KyL0B<s15!(xl<r@Vw}Gh3=MO$C#a*%LE|wq1Pg*|3+cVVephA{ww4
zHl;Q#OvR=)C7+&g9=v!(E5SOQZzaW$2;I&(Peb8#KKmt;FSD=B9Yf)+>hPHP2P!J6
z%1kaA0T25TNE`YCEZ}zg6mdXz8bIFc?rmADV3T>_c6_{43{2V4Mgu0lp+A6+PV!Y=
zDwF?jtgH7gtcwN7z|VhK!1GZinCE5jEG9Qg;iX}NMb#VcZGlNskdxgzC*n4}_wZsj
zf2>Cl-|II*o_rS5`xZCGfX_U!qbqt3g~&PR(Y%zzDSpk0a!uP{l%BT=($am_d^lIl
z0`9ipoP-Y{qx#$2(YFBs7#4%=SkTU=CuPbZG8TgiiiY5prK_+^0DEhQ+Q+<>2h6c&
zeC_;Cq9lVD5ym6@yD>fxLxmsQk~9`-#)dHP9YL{@4}boZCH2BR7d%Ts1#xvCh^srH
zZ=Yn7@CXH%*uVZBAbBmyU--(bhZr~>gPtxH*m%q1)U;IP*~IJB^M&in`jLCugs6S3
zV7lnsbn#m-S#gk68bCuRiG0LZSKRa05k7OZ_(KK>5!o1s_~w(HLvzkW6*Et#T6%{c
z7qa)Daob~&Ntu{UY88;*7Fd;CNEaILOS^dD(d%IRM)0LS``n;@P^o^*pj0bhwJ$84
zgiji!bKAmQ%4RYUfUGv0JdrIkV*u@>u8ARRM*?N08`emI36S37F{lhv1CSHoD?X@{
z_y}maQ@K(WfX4HX0g|_mh)z<#CtVNz5YPPGWbj{6>nZS6@Tm2(;QA-=L(+K?r(xN{
z)T(>KS2zi#yzC5*I(ub03eHki$Z&iwZgSAY9_?Vdqq_>tx42{KxSjVh+6`uKM&Yp*
z8XYlz?EX^Oj8|j6z&c~x7XV>PXkYA9GSO;jN18<C^ZG^na@tBz&$jFrW954ji3EaM
zH;8|2LPF5OOdkqT_@TvEsjm4vn{(hUX0>Bb+w~R<b??n(ZGG@$nOc>+&?#*8T~<21
zpP$Gpi*|Akg6DdlneMw^2=1qHGrW-ws{}4AY>qYk6>gaZJUF5uul-@Q83+%SL=i>V
zW(>760AOpXKMY1b(~7B<kLpvFWm^va1$=vh*Z~0FiNZd@Y@#~+=)uh2$bXg{k^gX7
z<$L8PBK)@GqdwQ+g?{v*LgNR=k56u%h2b+Y1Xi;eNA7s?d!Bcm3tZ@(cA1S6x!P}a
zjMuZt*Wc9c$jG!rqN4U}2`yk>uP|!QIR*!#eCrN`d!#lbX__|S;O)IS8sM)sslc<V
zYsG8u-xKd`Y^$?pGoq7dJ_j&Zl^{z6@KO}MRK^Z}fnryGgJO7yii*eB&DhVL`mx`N
zwHJ?Hd`(o?#-+2@x-5Dhm0!6PiqziTmqfw4b8~s$YkLMmw2N^1E5R>v_ul>HnL0=0
z-;MT<v14NLsP<%uS(IlO^$IkGyvoZ_)GHrhUpsg3i(6->)JO!J*-u#ZzW#HxsP$d}
z5C2H4`!T5Il)XX#8Of<J_i1{0e@9liEBxgJcU~;>mH?dGT+8!(Ph+&zccX(F)OmVH
zKynnR7F+Y-FGxx7FGxw69E;?!cg9r+pWD6j2VrgQmy}#C`8_k7{Uxxs(42<z=RS=W
z&waWu#gUOG^HoURG&+3-C39`<w-}fvTs%CckFarZDb7IV*wrhSQEqX-U!-1%!2G@i
z=c?`J^2P>TVBV9-T$)r-7^B1I5cgVaF2`)j-*wK<?p=_YCr$9pfi%bmHCqxCAhHLn
zwnW){joyJ*<HB~W00QKAU~A~&+A_(kZ0~lshsU5*z)on}CAvT;7wTj3v*a(Q$o98W
z%ts=BE+Dwv1r5PpN!ET^?Q2qq@iloIwgv7DfeX?u*_BYc^BXEUh5F{^Hx(w|!a5$D
zP$YyHX1sRz06K7J?Oo-M4Fm)PnmleFMy2z0H(z7scv0G}<LehZ{azTc8S%6&^@<A*
zmk=?0>9joLmt4RJy*A=|ksj2QUM;&6xj!+obQ?SPn8cn4cev$y!Jjkev;flQgW4zD
zJCQ5*q~{Jqlltl6zJVAgwpC&H#?bp1k+!r~_<O{AjI2(lCo~{)p&qWeteAEGjG1b`
z`JJfnPwcXqt(+l7iC3bUQz7=uL1n(h0TYu{AZ8G#N+G~2)8;(xE3t~?3RjzQj^+co
zAKvtYMZeA+PA6p6xTR_oMJMdK%0jM=94kI}ak)Q3wcz03C>lS2zp}obS8ZkRQZA#>
zM{c#yseZoIo<M`uIF|XU4+%$Hknf^h{I@Wyf*UK8eVN6GPrH>VgDb_nxs!tYP~t{I
zx7?bd=I88v@4GqyLwhzHfpuYTjBRly$iXga&S<lg_~b7rJ>NS#1#{+Fwq6$73G;xv
z@+Ss}wq~=>(;4SP>Y@`n+2{T^%xrVG9qjzv>IQZo3hdz5;Cz5z&Hz<m{gKh1)uoFE
z@ozG3E)xXce-AdkrCjKQZ|2pgbqb54%_`wTJCjeoQ$X0wC$PmMdr?Wgr^d1f2Ul+z
z=YdAStG>0eQL<0VS=^|XBN<_R6XN;_O!xVaBmEtq<eTiJW%xKxgPzq|uQgn{Ucyip
zJuhFlTJ}9A4utJ83M(nZ9+5vlUru4oiD9((a8)B3wc>0;W|W4RNji@hIx;-9OD2=G
zY1^llcEs4g#WDP+b|nnHhmy?Wc`|T0_=xrfGgru@1(PQafL#N7NR;&n#E=28k0~ol
zPEa6*QXZ8;#<FK4R>OzT;W0MrYw@i&z;%NUe?{Y)cVUD5%8}jRJztP#iH8KQ7s1|}
zra|riRju`Aq0sIP0~-??mIGSXN1nZ=t#T-f^-r+9Z^>L8X14nL*>&97bKaVHE?hqU
z>z83<z~4RR@(2g-RS4>(odtESuYmhdL<R1Jozo2zuo5|K(pMk4gJL?7V~23CLS1Z)
z9mI#!kE2-Vbm(PBMC5p)bP&}u_MJLExIfjSLyVEjKq)swG7xA9_WW#l_>|>A<PZDo
zfkPRxyXQi%uPPz8hXhXh`?gloB-Z$aZTu0zIfs=x)Gx4I&Ndn8rwgK@m$7aDzfv-R
zVc1BT66+~J5CMsIyBYRp`|iwoQ^nSj(9d;R2H^0-sQb-lfM0b0A#|rU<qr(_SG`CF
zrg6lu&IT`Qhw_4`ipy(01^#Z)1*ic_^`T!LDCH2|oL`}}S031MZS=+eN(|{*$Ce|d
zFuHbotHVWAymXWzc?g>!i4;a!?LcA>)mt3LCt@>8Hfj;Bui&bim{t_|(X<dT=aeaa
z*FMgpqoaMeckca#f^ZiXyvVOX*SBB|tH84eFJX!CpAaAjZm*}4ff%xrCH;NTAOV9T
z`G0u|K^osfUQR4_4Hu_?z>eV`Po7icc5H;>bW~FCo7D{ub2w3e7)@x7licHiKrmpY
z!ofj2S;%lj5?aI%hqus!b!`8U@(Tkbj$Yvr4dy<}I3i~PYSC=jliT3PSSAfvbUx)!
zOkia8$}l{*{PGTNZPePGe=L&$zR{@gNVF>syp%Mw$Meri<%hH_Tw~f^@84IZ*Cj||
z{V>{a9MX%4-DKb!mpCW8zGGW5jraWQY3J~ijD>qj37+d)VdivESj}08>o36&ffCyS
z1<dC%T3S?5p)!>l-DX%|HSUM@gNBsEkHdTLTZmVYqYo+3Clo*{uds=o4dLqqBYS~P
zk{V3@90$IKI1W9+;s!7~-9I-P{fp5m5w+CI3-%8(Pl6+hwRW^ws5UVYUt^Cs+ej>;
zpSz-W6yAl@HIeYR|JaW(Z5=^5O`;LjNF(6e)5~~G15S95(!NJcqv`vkDO83l&&NR#
zX|xe33Merb%o)D^{{B;2`snv%QyQ_9K6F#vGm47LUQhtp<!6B?aEt}{z*4Ph96o^?
zS(`R^>ru)d1u8G$+-y645jDDh4oDr#A2U3|POR5MrIyWzC|FW~BQYJr!?K)6D??bY
zMhxuW^A{X#q)v<5%l{8q?--od--QboNux%0Y}-v^+qN4uw%w?)ZKttqn~iPTPR>sM
z&zU*zyk9z<WYXr|`-iozb>VLXxF(gNxBhR*LOQv|b;Oo88NZWTq2oUh6%q*_EiIb5
zZkEI=(8Put>AibEtRx_#ImA_dTeb@Q>hrco<+kk{Z?Np_oC}Y%-wmEub<;W4ozD%<
z&v>8R>=^Cd*W<F_!uxj5f8XDVw#yOkTOl*$eLb23pTR&+9O!NHWw*G2$4~FAD7fCW
zLshVrjgy*+ZF70nIuJwkXLUv)J$RrW9-+mOEnDan4pOU!+s%?yr99+2lb4T{sl=&7
z&`<^^|M?kV&78*tXl4>odZ#_WXil3jHtvshyn753vEX`lzYO`KgOFfgD!n4~?s$OL
z>+<if2U8@|ac5MB=-*AT-IdD|OhrdlDs`Dm6<?$a!86ojfM0VqcT^v^Lo*`)7~?-M
zDsE~n_6+zEQ0M&eet!{QdDQlRC*jAowzlN322#HF<2Eo5>tB5*&*D92wU({+R7NP%
z&oz?5je(=i!~!X5E(qpxcOrP-$%FXxfP}AozhpG}aqj2Ix_mbBaqCpKbj!8O5C{u5
ze4p2gHGkar!eFC^NH&lsO62WR8i(@ZN9~ozN+S_@?hnl0Zu=}aCUf3?^qLM}ZA|k#
zt#2Ne6l@`#fa&?q%}g*LRhrMJ3;7cIL$7yLwxi6s>v;gbp=t(O#QO$t1paQk*H!!P
z`S-l<lNj9hu3oYb=<1P8m;d8)215!$!H4N?k&5YXyea-6Ri;UY2-dMO4sv|~WdYo&
zO+3W0!>s^T_y}sY^>ZO8RxhoOw0T1vtD{Z2spJ`=^LbZ+E%vAk<9GnV`#HC8iWibj
z`Zw)xu4Cn9@zaFeAA}~?DCEWAMr8qK$3x2t8>wV!CvgU_{c+=kqT2KG3#8uEYQs?<
zkENcuKMz-whxdYUyom_xVm&W+*J_dLe7!59un97_{I?})N?2EMO7F#u(lRGHu=HF3
zoFEGVZtY)@mniyv{#ak0VKsH*;v~C&eFraO<(I?%9nry1noYJSJkQg}z;0nB=~6+V
zRqb%b?8+gs-uo$tJ?}rC$vfEX8#<qN@k_tg)Vf$3Lb~x%G#$k;R#Hue7C~P)B8<;m
z@w=!&V1pBkuHLJh%Gl>O_#1(&TKrWT_V`k;a&6xqbi4WoAnLX{c&%D=$Fj0>bY?_a
zp<oSH(K@RwFrcxKE!EavZhhmelot_!_+F+1f8|dWFM@d#926`@JQZW%b=<ixHg$e@
zgVp;rEiJXe;)PQ2sVqA?TqgScpcm^-69JBW-k4v{n?V99CRH1l|JG{Zze9uUtu2cK
z!1Mcmef<0#%SOrv_^K!ZBFn#8fd1p-Vx!%-=X|3Z9%U?5h!&w|Yjbmo*pKYb&j_As
z&I+2Xeg#W&g3*>6JA8NwFuL8+ev!5VX?VA6ww-)_jkW`ch_{5^^#Y6b6?fOa)0`0t
z%X@zNdms1TdkEKvzT&)W;AHD?iHr;zb=hqNA*g=Z?5nEx^<ZY`L(3zsB)FXC6LYTw
zs1}wq9Gxc`!)^PaP|!Yav54|xa0#Rq8<Q<GZVvlPs%=IHA9=jI?9m8H;GR8H^E?0~
zZ6Z&L>iKUaSCzq7t}R`y*72g-2blQMj=Z<BB5E#)cuCb}djiVf_O%9LF5oPsu7&{Q
zJ278}`++$-)tBt1BBf&SIe^gCnw>6PpxySz)|W1kml7Yp-5H?3qL?$&MFC5s7`W>N
zkZPZwe!maL2m2@9uTqlUlmBk5)Q+S2Gg&cWq&M<tJQ*w=Xs#wlapb7^0?{5nFrv%J
z&we-$Fq0~@_{`slSMysvG~wWfwsh$@IrsYqF&tO<&#i4@IQa@}%zw3?&j$t~N$UCO
zfskMYr(|*qB0zJw**z#6<u%qtvfyQFb3XcY<~9V?ejOmklW#tIGN^hY2*;^f>%^cx
zZgoeLX~Q0)9$&c|(6ZXc0|c_@*12qhl{m#lTEEmKa6*k}H+;QHc<2}(*D>_5?D8#e
zxFR*4sX-j_xQd%V9ZVa%9rhK8u(@7SNUS!-01%tfsvml?IqE3XX^fwf7=tvqG^4?R
zr#Mm#ORPNs4~1zjX^z3+SYn_DXa<9rdS8-wgYm83Tfa3CMPPv;YV`f%8Th{+Fb+Af
zUTYILsO*Xl=ym`pm!YPC=HI1-f)t3l**VPyL+`dBzdam-m7+oeL2|;Rk_EPc7;#E)
zc?&DZ<wEQiau=N-WG;$;&&j0M&5yECW*<%=hzO!wj~9j{*zBKzxlO9>WYFPb4LX+{
zd$@!dM|3M)$?>}rnHcH~Y;xrbB$l(LR=_n;cLJ{DmR*>fyzjO>TLF;hmsH2!3<R5!
zhKVCk@|N6(z(7Llz6iuiFMojuRV`s+C{I(880SKs3Mcqy*}QMIdqV^}`LbrwdUOY8
zMG1t&Gbhb=^i~JZsqA*r`ZPe(Hl6~p^&4Ke+qIVI)K2K{`z2`qN^A_o_h<{uM{<2L
zsN~1xEAyHvg#8PL13pI=Oz}t=LS&%O8cBo7HC=dKOM@uudC|ikKyyM}4nPLpxuoZF
zkKn8oy4-*Y+2?X+nC!+r+TDF;jpaKAP(ZDLfIp1-x&8@L3d4c*XeIYY%nU$XzRvWj
zOlT-Sb%+JR{G=ny5cwK}mBrU}M5G8}(-YeK0pif}J4eI<`OF7eo2YVtm^4$j_%(uv
z4;;tJ<XI`*oSf#Hr?^yn{h=@Ep}0KJb+O`Mo)DuUHx^5{{yyVt`$5Aa0nN3@9U^@V
z+3~lZsQmr%^KQ=nb=M$o-i<uPay5<R7CVvLyh&tE14*8l!k{(Rm*8xFn9kk>3~6c9
zdpjEVpSwg*Scrss(!9L*sO75uJH@jEiq9`urI8&`%%v=-qp87<dZU`rWWeGJT|)zr
z#Dc?t=m}4kyDD}^<-9rxTfgu~CqecT3T>>^G>$pGa@1}3oqug4=9esT3j~JpA-L=p
z7h%Zaybry=)PTYs$z>6^`iLbyRZVo#U2oNiJlw&~RD3Xa)CZJ4{{v<u@s&Ugj#tcw
zL8+iuLOkC3u@eT9YwHGR@6LGfo-GJS_3sMXH_pT^zgXui{k}_Sbn|UPF{ngeuX_OW
z&{4f8vRvX8A%0tsAs`TtK*+@A$Phv=c9Dn=!NY46kma{@+JKGIakiK#z9BlCDf8A7
zf<8KlL1y{<>2u{>xmN`she&O-M$F<zfQ3TIE>JBllh0aaNn~{4ghm~p3u0?pwDI`+
zUTmFn;oI;nEct-JfpCZ1-6IN`og#I6j9dFeJ2JCnwjrB6U_7VD2#%7aDC?&Ce|8Fh
z!|Tj{__%{6Lv26b@%s`4oMWQQz>Ofg5)7!M^j2G3g2hqUk;y~3fosy(VA=cqn(P2m
zwwMo<L(0b&-fl<#mKkvmYH1$j3vzu!C2(`Xznt(Kbn9vRA(v~ighERqPUc$5KuFQF
z)&r<!+~H|yIJ$FmLmJ$PgX%`UB>wXJ^xAc_(O1f$TIWjh3KARc_TQ7|f4|O?gg|z5
zGVr+)DarsQ+M}Wq&+qN-5+z2={zukvmsYpS_h|JcpbKe-_LRpx@QHA|FNNidm!NUg
z>mCxs{*_`amLjYSXDM5}_i`YKOQUE|LJu-!d-*ru0O%x=GQdj+@iNfmhaD`Qz@#q-
z=TT=&i|Ayje;8jHoE47CML8-Y*GVRc5B^T%1-HbMNdk5sG9OSq%vk7U3B-x$l>z74
zSFY3Hf1OMoPz7f*7+gD-Xts+z`nW#&P2Sf^h@`j&p}QWk^2d*c4<qVXLDa)>Mddqs
zbnp?2uvCKK-6Lh0C5S`Ka0N*D*kxsts&86KcG!RFBm`UTeJk6%ADm)!f7W?+x@j8h
z`v%?V8=Yn}7%Ns4MIhkX5EyCuJ65H9Rdn>(F9CgYaE*uea*RH=+%?5qtvXvd3>cZo
z3%NfzU~CUXX|+P>{P_S>di$%yHwa3Lmj>i}OB05J2vNR|n3%J{Eh4DGf)d?>xTK4_
z`DWaj<6zN5zy^!nDmzaFmP7?O@S_E%*-aA{*9QtSU)&A<9{><29C(vHc-V01JsXs)
zwZO^|y4(fweV(|R%dq%HEZLI-0ePY2TVR%eAB)2pU;Zf~9%mzwE8tr+*f_<w=s=JF
z<Wh~ic+Kf@COD^1mmNocYz#a>r;x2LvIIUkEBc=??T$f4Bb&QU0Z#X8u!sy!6tA`|
zZEeze|ELCe01!qV$UxJ9fses!dxLAV!@M*4)>s;}hXjo7;7(+Gs?Z=@EF<UqTp5HD
zMafIz3hTZm{dsJ8NQNR70X`IQzt#rZJ46QaZ_x_@cajV7ZZJS^nAmFjuO*TGr5zfM
zKu|JkejW!F{^($)yReL5?Z|vAaT@DKC+u#5OU<w5Z>2$YX&?9&w7p@8<K_S4Gy^NH
zh>L_A_-p41!C~V&z8}G#qT2Nv37sg;m0Q)kT#uc`Lox&u6#rrt%Z+$Q0*Bo$lI2D>
z_}Fz$a#k?DO?2w;cm#fO6ITBrTRXde<`gQ<UYA>QHMydDG;*yf;v(g;U*8E6AkmhH
z0T5-kO}SVZ_Pw65+`o*a?~xFIGs{c267UezH$Q+j%cFMQPp*D!a32MWMtXm*Q<mqN
z@9&l5-+TS}KlO<a$v>dQ0{~hk2O2*AyOJFconJ3ewA)>%dUx(FucuYr4GfU`WHJDf
zC^F02(+~=S?zU_!g%W>GDUG6^7I#EsSUb_~g1*?fHTgYwD%IPE{%3Gqy6Cv2kaI5N
zSxV(??m#Fw{!md!EZRrGG)^BNg`U8?p`&sr;@td=kqp1yAHru2Kw};^NeH{T&yRbl
z4j$v~If$sKNATGnu6CmqC)emOga(T3O<JR7mzFZymIs)DY9Fz^oY*pQfX}~$Rg^w6
z$CV*~o?z*F4{9wFvEXbVz$R$qP(6->x?;!!N)V#FW90D|U_-|Wzi()q;TW>hH+VS<
zz~*cH=%{${SNT^`;IVcVG!Xpv6hQm4R``Ib{%bX9giweuYz==PYL-Ra>0(%CPG3-Y
zt8bJ-Pw&}c7LBX@33>0y+#*Gua`1#wYys!>`A5O$RuO1E5*O!&pz`4<XHov&vF!qo
zIF-5tfhc+qghc*x0XW#usJ<H2b=DNxlx14th8<Tw-vJ5LNT8m#v5pgh^C0xj>hdeh
zDyXrjt*kSMK=wGAV1}Dx@XiI^zli+by~=ki-tgc1ECWcMfc5%Ubb8*}k2)BVz(@3z
zvk~|QV;mCG8{WE0rc{5ZHB;`7R~o({#cqGwM`XX-r|Vi?=CijCMP~GRyq6n@;Yg6$
zJq>(){z%|;BDC$V5D0sY<|FI}DM50H0m&c;;vm;;48g*--Sam~`)&PliRIg+nKwoj
zrZW0|A_fw5@I&O%D^-yNaNGP6gcAp|EOf_OOcxXIL$M&JQazp!jyZ~Ed|!=Mr|19X
z=Y#+DATVbC|LsBE_34Ex<LM?MO(D_ztA02_jrb8)m6zKUx000>6qtl^zxH;Xme!Vu
z0#6)!^A*rq?1Q}3TC6K0GbL#9Y?W~FjZsgC7QU$tsS*5mg=;;MjS*W=lqw4$Z+hpV
z<zKO+OcJ>WOar;tYJ#8^nTODI`BmCr7cBKGD(4Aew)MsFfyXR9Pm)dqEC`CI4*xWm
zO1|xKgEMg62PfDQ5=OCQB!J?vd2eI&uh|+!a(;M(O|Cujal6CQ0|XGp3pH7MX8E3J
zo+rL`XmnJIEF~%sjHKaWvea_+>qzfE1l+w2VDf+#qhugUA`ucEJ|H9n<|`uU{zpdQ
zwcqB$)iw%X!Ks?7?6wEQ$g{z{;fi-6?7g(A4?7AONhz`wijBz4sOhZ#RxI25T;G#r
zcPuRg&;U?S{;yi3DtqW*1r`Z<e~1R-`%Ny7^HH3c+j<+lWT63E3Uj&}Aew!J6F?!=
zu6b@e!*_Q&?irlgL!iA>&b4vshF2=ibi6So*SW<4N?Q#<7Z5>uiK3p6Y9Rn}Y+S~f
zvAS;REH~Jp2|V3(-o;U>I^fo5Cd0hUFD+@9-25BLOX5EuiH`CIth}|pUHcbj;}Gk1
zm3rzsvsjc>X4PA*^?84Wh<xp}L#__#t*_pC8?P4Dmy3#|=kpNV&O}iASh}<U2=?b|
zOpqRLjsgHrzQV-s)5<HWtu~LN92AX@fC53${2Uxfl=i)`rRC_ndI!vA-?;+qIe@^V
zn!X<c24^>OfEjq+KRz)_|LRhiF<DdxQAj`6V);XFvzYdJd-J^$9rH)E@O%7Y0)vBp
zSH~dz&6fxPu=h;0?u>JVljMO|246YHFcWMLX7Co7j6T2tdKW0VKVD;W5{@9FJW|%m
z+?AnE*Z&#7uuMZx7}sg*3Uz^*Y_)@kCBOA&kl3huzh6G4kVdNe!?|wocs}2Q>AW5x
zA(d%1`eb-MLV0KK5XnBT0%{CQAbTPd-~pL<{4}70weSgA=7WnuVYUn=&ID3rC7YB0
z19?DE1YK)37he`uDU?p`;CdTv8->l~iVWli#06{-{a4nBGHY}q=>pHA50aC+0+=(c
z(@XvO?^efJvN)mzhQUXdyOaN(3`IO|i1f<&98Z8;t2)YkaPBtk*qCrR2`T9pm9jNt
zHqN^Bt~@H|%VP{5A0HA9Vs`)l#@=avfd<4;VW|t%ox@W|+S=*oqFZn*EG%N!lT746
zWV#!=kkD|5%)aZuGz=IUZM2)QSik-?Ol`Kt@Xk($4vS+Haf~H@1qb8@HoME<gG;&E
zCwL5&^FNR&6nW?9e-@HW`d_BYs+L!FL*&TRmjNXB?;#e<UH^8^0hoNwgl@q=mW*VB
z;|V5^JsJQI=`#g`K!i-OIF`!|-azt4Hb4!=)C=I&xMU;_!G5*i*xK(7K<9REAQlHk
ziJR-4zT`?pvBZvwkZ`e0`$&=n-nN0%Y?5d}*u;+3x}OHafFpU(Ld5wUv7Cnn&aX|U
zD&Qfr+U<sB`}o6wL&r!1kTMjO(|<!n?oaPSJouZG%_}1w>U1vH6Ln@rj89OwR%`A3
zIsN0-m&a_+cH4=_;*^x^>Q!QNMx0!KA)~rsR{4+5udfmK1B#KYIMdGCWZ@iyvNE29
zO3nc;?M4=2@cQ}>v5EU*H2hwK2<0j@d>w6|Ck1)lw?RXrjYKRr+7c2H%KPnH_HHNH
z@qGfTeJH&vH(n_TLhoPQW+I)oi5jO2Md!g-Qz;7!Yo|lW4j19qy666PdMF`?TJQ%v
zcV#dqc>Xz{eDn)Cnk$ze><9R^lbL*<pMk*lzi2+iD&=2RQUFuXWM+%tE`Jz_-J1n@
z+>90x?Y!Y%Q@3#VGH@Ugz;VVG2s-lZNqXnYC*ITR@;=xaH~vhsRSC1RNGGrA=++DP
zLR%*K<$b??N$F5{->;<qZuC-@%WXN$|3Rz4X50+#!<9b9E!_VqGr*tPw^HHf58&Xr
z&$cEo*FN!ecd<<h>xDoR5AIUO;eIVg;41U+gC06SM8WttgapDs0SAfNqku$Gv2plx
zlGvdlV2#j>D5g>U{fiV&HKxntq_#f~5_xPCjec=SeqL_o0r*vvwm;{y_UO_W3S{V<
zVIn{hv49pfM}9OTlEujqo97(jZ{AH^54|~1PXJS%O~_nkfPlZf{OAXDxri?lZqy|K
zh*uxyfxJY$af(KuaN0g$aJe-2ZZ`W>txPBG(!v0pL48tsDTvxO)y6tjFq~4UC=>Ad
zi5?)R|0AnW?H4G2m|{h**8^#Sd&#wv)AoQ><!PwlJ_c4I#H+TS=yje|`+LXczvD~>
zV65HKC<DXmSQSn*g>hgh#$n(6n{MRte~QT97U)*S0jesA?`GFX@ncCQQIQgI{L{{F
z7ev}2f_bqLTQM1U&(AN2xVQu^W<5PUE}jD#>${}<8jVear3f$spNaK<UlXp02pf#Y
zgO}0L+E#-_)Ra9)c;xmReGdSvH1+0xwH3%$rY<1;UPED%7*a0v2UOwfI#GATtph4u
z|KmOUnkKd%z=eH`j))QE4eF?cLSnI6jkUD}c&mc!rwi30TZqX#Ufh7~7Kw{v=*bcU
zQ#v<)o>uZnEXUu(@l~&mg|`swHIKWr?Lk191hez=?*pLErnlRbqzH{;t`x`^;QJEG
zrOv7o@I|{!^#4vk7k8oDoo^(a8T#-Q!dsNJ%oGJ#KfQ2wQF)NEva+i=nB!8vFEJbH
zSg&zeU@&np9$07u%#6gtpZ)><@)X`wb5@z^t)$UTLT8p*^e!Wi#nBU}vw%8wL}}o)
zvs+}c^$h_r|A=vUWrf~uQ?<rwW?54})REbI#XJ4;@4!^zwI5GSYkBU(KXHDA{r8WO
zd%r)7_V$_=%bb%KI|Bo)YB7BltCc2_Agl;H9^sWHhf1q8?l5NCULeP&!gfd8e}1w^
zL<X5cUa+mymRNVQ5rJ(W#@E*NJ>>OrdxF$<0EbLEH4uaGr>GvpO_txjA_&B`{pu^8
z&~seOk~^WAS}u^^)t^h6`TQxEi#^(v#o1khu)<?f^|{%|w<h<CRzS9Eh$X6qcE_JP
z*48yNC)&3VU`&NC8i;L+(PWQTwMR#(Lm56N^X8kwp+YFRoe_-OCF(cu83U6z8`iIH
zC!Sih2)ill&O3x709Topag#Ww8He^*wPSDqobg6*TcggL@8NPMEOSt52H5La(thRt
z$}mZMzE8+)rhh}(2qj}b=ZE41g<GhT&XbWaWui&HX*GurR_|^A)VtgXHJaq_J&~TR
zdCRy#S`xfJ5Y!!C!T*eFcdUE1(&u_vwFb>1ap2w=z1PvX#GeX<_UU_41lU~aFL75J
z?L?rFZuTdMfKoyP#AYxl*qC<t032Z#faF9%55hl{aD!j#7+-gDu(7&9_8vxT`#rd3
zdyvm9S~hD!709>|7>p*#Yf~cZvUklUUy8PK%C$h<qsf-ImOJg<lkC6*lh2;8xj4sT
zZL~rHyqEZnUKQ4p`@RvVmUd?JS7?2DF-4K3rVT*A{0-UJxlD3?1#zs!1!DwnIc3sh
zQ;%4%SX12h0+m*@xplOMc{7C4nqMli@eL)e_<oreDBya0<<Z^=Dx6sV-#xDPi6BcC
zomKBEGjur^T~xQ;X-$yvYDL>9A`~?A@A1W(L}s^-goH#<z&$I8$AfueIwLx*&SJR~
zwDvnp7&FRx#c9SCKn;=v7q-U!6(|~nk?MYMYKap!dOD~dT2hK!kyl&YR6uNiWnLiQ
zJ|RIE(AwI{7tsMY@)B42+Bz15;8YFR6dK!5kU@CJi3as+)S4PbT9^uojRXEZ!JFXF
znIf)q_MEo-Ryu|e@B)5#t$p{TNc4=}v849PoK9fe`kr#K_mxWU&(kiEo5?bpkP|8o
zXc5Q4v&-O7?e{7b)lNUYE0Y2<XM?dMcp??tZ%1DVy96q&t+6<p-K5I3v~Y2z?>cMk
zNN;AAf~>@WizUztVSi24Xe?Du5m;=zx|dKeIHWmS;r}j@X(@buV(2#|KkdcVGrFF@
z`=TkbP`*EPrMZ6Vb;7$7l}PAZHkhY@Ets+AEjr_t`;)aXlP*l;jgLVJMuLB@)^byc
z(w6G`MxgX*qW5}cZ-31J<89tUf=En1AZ_CC2*d_>sgU{mH+j8r11`b-fYmAVnYc&}
zZa5%B*6$5QvC%E*3y<UExC~y~ViAGwpJ{?6u?l@RiH24&3>_el@$m~6)9=ePxY$Ie
z<rD!loaAfrY?L9`mtlTAc#SxCF%Tbz5bd`5U@6L_FB79&jH06b;9OmJvJ{x&DmWj4
zy~1AY>XOldVO5vDSrJR)oyRH5*SYG~V0|0@q8wKh|3fT`NO{{<ldX`YEaOq*vv@73
zRwRv%oWV%40(MBpih^6XAhd$R!#xnMi{c^r!^kKCM&z|41cC*Hxxa+%_tynm3ZS*H
zeqWi@^3sCZS^VJlk9{vI$ZJ01q3^u5%AN+U_uAqY6glKQ1lW)Hc`=)G96~7Pr`b`4
zpZmNN3=P>)VX2%hx1Xv}Y5SU_H1Z;~bP`@c-Cjolzzq94x!i+Dl%mIDi~oFsVY6rf
zZm96h(T~pSLD8cV3nD*fpw9&^;41`CSpI-Ew8urT4}=n%Uv}E?E4P5m(pXNm)Kp1{
z+$MuT(Ea_rs9rxhfjBak1NO(Yw_lSmXjuT0Cz?#;Xtq>pRTf&8>D_QSbY>z;;N9^E
zMWaU80&3RqV_-~l@w#|C+7O+Qu}>^-+z>EC%gv#ACL@8uLC)U8Tg$_o-@|F3<3#;>
zb^mwYJO?Etpsu@>%0@@FxgoDJl;_&(#wrIr+FoslUu2dOoMCw{b7A*N)>)4l0T*K^
zPrjA8U@41-^Y2gDGUmhQa#$FfA1|Cj8DedF>q)dZz+U(Y@C8LUsdm=#QUf{DCG^Jr
z9}x1#C;ahnZeNifd#4`w5&oDw?h!5uWQ0y**vw)^SGQW|47$+Vp3h(q5D@M<jfAd2
zxyL&3<X=?K&<I>v1MxTnMfwAmaii|>7cCa+aE6u31VoJsVncE^WE^s>b+mC)JH|-y
zK-%woxFEtGM?iu2&8y@*Khtg}TVgxYZ!0#$w@Y~j2zCLnrKY9DHDh|T0seVn$C>oX
zN<!LU#dO-DQ1ld<C@;iyvbL8{NTk49D3Hs^wbn3DNEqO|0}@()1KYz!-qt57G^FZ7
zrbTicp(}YgBO4jfo!i?N{UxQpbtveqkC5Mfj_2HHo0dL%JeOx0OxcQ!xlxTz&V~bw
z;YK@q?A1fx6{<f}kseyL+>7ujR4w0*ksb0=k99cEAXsSR?bF(>p!YiDCg@LdjlZ~I
z&(rhFkP)ejj{`z;oAIc!*>~|>_szfc1aKX_2MWmVOIClG*zJ0QEYRrG!CJjuFv1RJ
zemAG2bUMoOcPA#I19M~8_VSfqz_*B67=4H%!b33_@r`cHy9Bx=pou`p*r85m-0Mls
zHpqyG6txrzMa1k*#=fLChaCdjd+Y!Dmmi;!!Q?|GveHuo5<VbM3SI*4v${Z76FDGA
zMIK%df;`$K2YlqafvFG4INZ>kE^U-RI@ZEcwGsScy%k*$yEYzAht(tTd;MUUZ9|;p
z3kH9CIKdlJLK)l6Kf}V{Y9p}03dC-UQ&9-*&$k(4zphkkcS+EN>2NpY@UA$FfMSaj
zC2U5?I(}pLT5p`wf&)x(WbzWnY-;;$YE^7sv@_<V`9uC$$&Jb_YECDR#%)Qew}3_h
z)yT-A2a+^x*?W<m`d&em0A!=Faou~y+;S4YE@A(i>pz5pKJf$8hx*fHq2aNWi|1a6
z14FOT!<h=xNzI1lrTBS1S-=I!Kkx!1p<Lo~Hpa7YhL;(KvU6Ra+D83&v;Uhij#3mC
zM;*(S<iE2-6wF*}KeC-t2~ZpaVP6te0>#lY;3_S@`V|CgI$J`qCVm~&1NVrN4)}&r
z=!j&)zOHrjg<<8DGnE5v_GFHT1k@Oh!;xQ&fJo;}h#q^ugV_OS`d|TOkyG2=aT80K
zEc4Z;FA^%Zrd&zEXX4`EL?ZM|R><3HzUoDlxryp|wLSjOwDusZ3CDsgHBm1sh;^aO
zxCG%hvnZ;({yyb{Q^a#KIU>2#DSNIQg{(FPrAu&ppVgJqevJ?t%c&L{4Cvx36c<y~
zPJOT@Q)5VMR|oh-cKjIM*M^Hf<H*<xmGYB+v2{11yS2$t4SE4*gv}qtUi83$>VnG;
z%wM~sO8-q{5<A|YCWhY@U=jjlm7n<7I9vP!1j==qGIdwf$<-TVvsZq{5E(-++}sZ;
zaJpW8&3Ji1Boah$a&j8%&iV1`J`l;RWt+-89`vt?p@y2Tnji@HDeoDC=lB%Ay^|^P
zp}}qsZZ-_ZSFQO~)>$i2;h6r;w*s(o7TeCOP;GU+;oloei?X<*WksccKFc3<fFpz9
z#t;eLI9Fn)ASuTpc9u<Iq2qS+;AfPi$SRfhnaFzn+a~yMcyHJOKPz<-A<=&;x+J?@
zJhac|V8O4EZOcQ*iHxVi)%~O*bHVrQ7vSH~JEH|XrBI;AW-yc_lh;}nqDqjt+GdSC
zeyY`f1;KK@J%-ZI(3rz}QB|PXUV81Lp`ud+4+9sgP2KMCieOmG@~Kp&tleV+jJwq>
zD3X_lA>(;K<66RCR6(>UW5O#oi3B3cSKBcl0PNtaub|misILeF1GZ*bm^QXjTZK2c
zN<&ZQ_qSfou6LBD+T0Yk1b{pk5nm-Mx<K|1$+w+>;_7zyt%I~;)~h*GR`$mAer2xp
zG=ge(33ec6?sZ22%+oW1w>@GrhsDTU>4Yqf`O+Uyf@B(~U8m)7eY|Ski>R>GgKq&S
zY{^&CCkgB81w1TqRVTJQ%t9%AjN7_-L>HNQ=BLRgA^lrxD@VC)*LVt?-k@f*YonMh
zVh(mTs$GJNNc?NQ=f*sb$=yy63I+l0Z&g<Ilzt*b+__jHU}H|l`iIBf68xfgvMdGU
z9I7GTBmU#!34wKWb=v@fk<e6D@IAU$vYo1dR0^WQS5+L}#~c1|b2SA-SnVPbC{Fi#
zgzKAOz^>pNa4-}5F_gkWw~rTo9Ydi&DgifMCxw6haAl;~;*1Eu>7P!NY{{>go`CFI
zKAm*0=X<%w3j{WMW6x`WalkIV=q-SoZA2rz8}PxY1PtH}1|s>ymDA>zVXIbh*%zxO
z_}JLq_4%8n=lKdLV6E7q9~#~+QEs0eBwXkg>nx}MyFycv_Q>ymV)#qzGig)~kjfA}
z5cQ<3Nsi+|7(jh5t4hV@9tSWw<+(yQ%WS}m*T&O0$oy3pYm97BxuTmV5YG>|gzLlM
zp@iu|4)QK4af&O3jjC$EulZAKq0leoRY0h9Z)MQ|yi44#6E#$rj#ybI@!8>=;>@EM
zq^*i7ibZL$W%6hi5YhqF2y!)XD^&R#=eH<-Y1I2`a1v|`p2UyU@*X$UPnY%+HVS5s
zjUME8?$;_k=Bt0^-~WA!>5AdC<jsm92aEFc&H0W-c0oA5pr*;emgQc$JD~Dx)>ya@
z!7wS8xSErGO_;IEVBIM_AL23~#8!Dbr-YT+ea@;IbvhMt;xDkcxp4y{+fH^z_R;XA
zq_e^E(5g}VsB*LegIuM$aMn!`0|WQBO_v?HC?vY#p(FY)bqlwUh~{kTlWCs&v$dB7
zTfKIBnFk)82(92~6ecc&xZXej;>(=7W`)PvX@f6I_aC3Pq<ms>8Fnev#xa63M;ZSO
z&+qdI*-o)8@8mhes%U*~u()>RuX?>hr*Z0Hy_n6oDv<T)X7jMGU6M8{gV{b@(0hN`
zycpaV`K!vn8DitXR=5c3y`hAGM{itacS0WSf2Ix+;`&o2uu3OBTpztX0E`j5$SAx3
z06yRW7nsnE^heYDkA8>w@zP$k-i1oJbji;R9@od#1u*W*cG-FaT$~W0Q3e7eF}?-U
zd16nys-H${8$SloE68NDcK~g=&FLmdC>}Q$Nia&>rLn4|fz<GKG+Qhg@j07OwY<<|
zfba1Ow35!_rG4f{;bPV9`EuTirn7I+&r&J?K!gwl+FYk0l9-eI{Saag+40)hz+J86
zdVx)SdALs%`@yy2*GF<7)}ZaDm~F&vt=*oq$+15SS~j2W7qM^fcCe-Zx!@7zIYNOH
z^LXcdL{EXy_&gFlKiTA9CTkhCE${B(!C*9oO|b{~Rd9u(vKf@4CL!$|0D!jHGp8i1
zMO^Bo3$YUrLUp)szvL8D!!`t!hNsOD0q(0o#cVM>Bmm{AtI7EcQAdlNb1AQ;%X{M2
z1u+R@qy@~!;=>NJkLtv^{810t3~81*TNDou^c>gvoE`6yv(p6wsv+tr%4*Z>G21>E
z7R^pIF#XX{;6%YC>5Cufax=_bH!8f`?4%hvR?^YcegVJj>a;jtUu5fjiE4lI9cjFj
zm@Cg%?yfm?K)xe=khfv){J&lR>Apryp}}U4O<oWCw9a>%mD$p3VrjQ8a?M(JrBVac
zMtXaA$akWug|j78?t5YXx{I4bvKpgOuatakSi>xVlyz&<GtvvraODG)vY(7Kh+T<w
z-|Dmsg&LSG?i^+gK+-j}Yt()m4-bs9NCVhz7f*h;(4FEhjf!uK<+SdlNq^DaaMs9Z
ziUA8A<3+pBIuiBLaDWe(<=d^CbanwqYTT(8K>w8%`}pUNCmgAqc5p`?^_$a4SJCTH
z!rLe0_+9LAl-gebfwOSl<r<;eEHyhdaT_~1Il2+8X4fPVnaxG8^-|m0hYX%4vEO!k
zLqXgt&Dmy8%<`5|JrVI0{(GCl%QINaS%xuv<njf)T{sQ?g1@vS;c+=t#fQwkM!#eK
z0Knk;=a1!_r~a{xhSDcuP>aje7r?C^q{C<0G&Nj0SE5GbF-WVUki7{&+CvG-Ty1W5
zZ~_5vy@1VQC}u(z_-Hy8mbP{>onh!VgT6jubIn#)rK)?tHeYNr9b;5uB^Hnt5u2-&
zsw;`tNNHm#e!a1cWZ4Az)M#FjRe~xb5nBX~_n?Cy?Crq|z@s`_B7v5^C&qVHNSns;
z28&8{fS}Dl`Ev0g@e(pp_1(NMhhJloGNya3bPy0Go`qydZMF|t&Uh6;@=f!*@=l*Q
zU^D9&K@uFE-_IJ3U`=Qq7C&dyBvlclKtiBU^OI4)z)cH3_&3|)VY*2!iBtNBRazBi
znQo0)JID~Vy}oIXWHH{nlzF;+KjM;J2({<VQc!Ytf6>g**6}Y({aQ?RH+g82IgYwA
zocss>_Y<~cLDJwIPpgaf1x~xlb@`kLzG>Ylg_c4=mN!qKXF<*}K^85!)Pn0rla?te
z^HPLW1eP&eWz86L;dJzcE0o@VxpC{~2qwzA!i}C$qm4N3nCu95{wJBP7|s2K$g7S4
zhsAJkp@M2|#;sQTZDyeLz_txLjS3jZ=!)5!r&W@Hf$kJGo7;I|JgY}_cE5@?U(L*E
zi&R_uYM#o5z6amyp{Q3fp&Q;Ri>hwyX?M4#<ox!$)r{<>GA=Kv@zR*KQ0&bgSu~pq
zgXw@*Xq<vfMr|Ls{Jl#<vk`zWB#CVH0Qy2W-rc`JG5tp($O(zVkT<Q~7Ls9`&1*Kl
zz=WLb9bg>JE}lT?oy?;sP<uw{ZL1+mXeB}>LUA3J<LkR^lQsP09qlUu0}sV6EHo)Y
zyxR7J-^b?b6`tNPIAw&04I&KN!8dPgY|Iwz^pTei`!k*{@si9`6k)O@?A>LqRs{z3
zB};iLzQN@QE<gCf^W-m|dJai{4ayQ=6xcPA#HbVxL|kDUP(1<Q8j+@-R1Uo|VCop%
zMMS}Z&1{ao52H`JOM-xj8C>4}ib?D!%UUE5VDI%%a5`D}qw~{u^ZAJuq;DOV{>oXY
z9}l&$->sWxqiHml1tBA9-mQEHO10ZPOZDQkH{tNOHS=gG=zxY;{PA}LO?%6qXY9}7
zs0r+tgti0Pa6?2<^Y0${Kwl;tRqe|;A6-Nqf(>A+0&`_rQG2gif-9|`F9j!6>|JWf
zL--#buUcaTI%3^%w>RW~yn?};u|+DWG5-DwEwc){1wruWBri>cpkbayGuYmQ=SP02
zD0&7ZXK?cNntWM)Dc4ZGx)y(w+nnC^VhYLV=WmUJ<p4{5OFH=Ja<I%WMp0XS&SVb0
z)-U1LW&2ur`ZG*1>1}kgXn&<y1d+#VDy72^U3Z*SWTM<33!QCh#ZQR3S*qW%eS`78
zx!xc~jq~4-5c<P5xtyZw>17M5mQw_u3txA&{VYzG#|<&Qh)%ma?(ORf%uuDE6RWhH
ziR6}m+u0a(m8QFen5N0DP%G5Ns@cb?FW>g&PbVJ|QiEgzP+pDQ{`LxGxV-D_Ta=L#
zytRZ`F|o!tp|8*$wfcjCQHdU{dXS)8%r|y%8=8#eR(EmeFk+ozJhR%9&zB<u#0?7H
ztQ!m5a0hON+%&4>rJgx|QV<G;N7PPzF%G0NY%33N^ffXWl^|HUdb@{nqD@D5!t!l3
z`$=)jB2cGkJSpNV9h{09tI?z8N1iibAWds2nljiRJ9Lx}htO!{C?P<)JwrSm627|_
zLbRm3KEAfqs^3@26J(!MEhZ2JfdZv7WH{Ew5$sMn)RJ<C88HOANWoJ3=wgb-KFx(2
z<6B{M6VT!F84!r`HJHDPp@5dO1}W3aj~j8b3$OyVIk=2tg%5Fq=WXQL-rR^17T--1
z>goMsuxc{p+O6Rpc1FCp<4Of&r3&f=-ERi<`2PCE>yCW!w$}RgOT}t+vz2wozbA~d
z(JouEFdA@a!BD)vHAALS7j$LdHk$lK{o)b!{dMk5|BSOEm%NTyb2n9vo@_+#6BuK5
zpx!nm2n@vm5ga_0I9Lr#@>eEgA|g^^FE;&0!rfo!7npQEy4J8?A25sS^Xth@N6ha=
zG{!%#XlY%Prl+kuKBiVrh3B6g{2>KPKoxQ*bXX`b8xiU*qc6QR)3t2+8LLLZpd;`4
zDL7-@GPu0vueflR$Z-5j{<S5HRqIXsr10Zb1l_Gf$*54Pt|TS3_nfxdD7H-xqGwJO
zwW`O>%*)aG;GYan(;AnW6~`r)PjSr;h}0UPW<k2P0wjDR`8ZC?lcJDj0AUao&GFIY
zrUyyJ8I=#j9a~gXG{Uwwy$o4#689K5A!oYza6<<3wRexT_+|1ZZ*z|Ok-uVT9_WMl
z1F*T1gZ46vXxp}=$EyS^OMuy-zE#4pGZ0UaGECRL95SdY6i$OgN8!$Mte4}Abs*1P
zjC#~2juoDJNfa5eFL&sSD~G~f!{*s(L*s6vcjwEVc-xBBzg-~{{B--!r*UR5hR)Wz
zD$f383-0?$dFjD&`{Sr}{rP-#bMhT1Wl%gIjkV+0$)4q|4y|F?!3r7Gjvs}X{p)Fs
zTl9<weg3bZ8`IWCI5Dy89=`tD%Qb_!Q8e5{<5OI_be+>!0+yswtg{^*2pLTlk-|*@
zup{KF$G?`Pt>`$1-40vVUB2~6%_3yY=(buQF88UpUBFn`SpY`83XG*qp?CeB1aV4l
zJ&J=&ijF+_U>9qgtfw#}rWeS1vgJh;u;hePF_>bUuo}^`;oY&YWmzRL5M^z)JP&G{
z@und=^6f7ELaH}HZCL#cSLEhoy_ZI=Gt*F@Z^#6C+1BI?$Rf>DAw<i{ku|%Rm5@n<
zLbJaUnSUy39?f4m-3+q*ym*>;?IKTL=5X^=&XeL9z;b!y(0>1=T58JU`KXC?K|d#N
zq~}Q3Io>m_VGs|Qy<(UASOIvSs_8XfK0@+-_{0W^1plq)B3j^lxUdJBMVlJAf;tL$
zfI-bSHyI>JxIQyM`lh7r*|;M))yI+Ya<|f7BMk|SWl`a+M!TVGl+^PjH0As6xmEY2
z8lE<d>@{#<%UajFeakP`rw6E1`;CuFdzsy%`6=cG=^ppm)xybP8$OQMTYY7XyO@mT
zs<l?yYH$NS_zHh_Yp9`WOh~gr6;(g+WeLogm8qSuXH~S$wAEJX_megbv)`}#a;Yd%
zl~nLA_TAX&0n02sPNdoKWW=<%G``NA!ivy7HrnykLoJIar2#2P5H5_Lu=9zo?MHfv
z%37+&?Lr$?v3xL26=hUhn%_>0H2dIFy-*kbRlr7q0m=`pD^bH4p9uo?xG0|#?uC&i
z<ZKZ||L}TkSI)`}HH)kwmYO-~o@mwU75A%QnGg`_6c1?$TDo+wn9alIGv|->zUDW#
zt+4c^^=GvdX+vBSOh!0+5NJHPW;#<v0ypT>r^iOP-|N4goH!va%f7tS>ws)N<tIaw
z;qBfPb}fEy`>_clW_4U_-rikzxAb>VJHS!8p`i(%LI#a*P6NjkmZ7=UL?<V8)EYci
zxVc`uK@ii-YG!aUECYWSrcxHViBdkj+2%|gz2Q?JHIplzqD5GaE3|0)vv~1-jWF~r
z<9U-vbcu^1UuWAHdX)JfrHX26c?;EGw5TB&9LLm%>mzqs@=FBw0=BE3*V*#RI12mq
z@=H3T<Ec7Iq4|<v#}jH$$6X`ooK);E<D8?<&Wgj3@;>>tI+%VHHpja7RKw23?vhm-
zJsR<+UWln6D5@kJ(CoLjr?dXu=os~f`qB@ZM$?^Qc`!I-OO$Fflx-M=)?f(i(EZWz
z_#c3^n8^!veVb4HjXUWsNsc<C9EpJ&l~&WZO{!-)vY6_~M|?$WByy>^7KBw?OiImt
zSYBO6W^5i^u^L%Xd0e$%W$tx7_-D7vFRoW0f;+te^e}~8vDUV`{Az?uBKxom&%-Qr
zYhpO7QSa??5EL+)Y?kZ!xs6v<e=SrqOSN7U8uI158@}IDdWYVd6$<CwhIYYW&NKnq
zR*57eLy}NrdJZa!=#Z+$*?j>T=b!}pSklYmOlw?^A3$U@OidUKhmaY8nDn)<IItEy
zvLNi)XaSxK68qzdZn)i)vi@oH?TPu)iKsAo#pA}mo+gl@s)6#H@KpBZmHLcRcFwLx
zxqlJVkH75I4L?0v7FM0iwY{9gCv<EyVL&6%Enn(?v1hi^$v8Enm=!qEkJf>-_01`s
zn4l<6+EG@WbWaUTJAbr`aK3=`lxQG>&R3vo?KQ6*#uZ!WtTgF<JU+@0ZNM#hkmsi#
z^Is;fWvf%Sw!wP6x?3Ab3a~sfYW(D#p|%+#Vu@pdo5nhHHWMu0EyFhNesO`#vzD%T
zG2xa@zWqhj%5E7W-{DU$D%#rk+hXcmW3o{ZD@I*wzg2r5r~4Gj?O!l($`xnFp_}w!
zIt@{*mzQ#vfs(pecIIK8qBo;_Nl~ywozWW3OFvBhK<Fm^038Nv+f%7=%*ON~CMoRI
zxe?bx?Q-?9%I|+~cKTcf|65?aJXoCCHmby@U@;z~yCa^fnjC<6Or3}4b0|A&p+OcA
z`LRm2kVGXOn_svdQohIgxrRW_`cduId@d_)nSa3O_+0}zV$JhvKz?#38vKn<oK?lE
z>rZR`<9%mEhYxM;OO8h?E@z+fi;VE5+~-JtUeX|OM)kFhyGVU<JE=`Lvn&AmsNKyF
zx-zu_R5mYC!5S4EkC_2?RqrCK@5VpsR$a}iA9hnxfczhB!{J5Fxs=x>^Xf2@Y2!+h
z`}Y7cZPx=5s}|7dtd5t*c>le+S!vvKxSk-nw%;=OAiLOw@b+H{Enchok2f?rFVJ9R
zc4`>LUooAUM%_kl{L!?}^%RX6ZGbS+>*N>Uw+Pkr^LTyO6E5qlF)6I;>LWr^<as{#
z1^o5G57ycrEm}3KTA2nHb$$KT_s29GdW282fov}>Cw8VWCh5`uYFqAyZKUeUA*vK9
z=7k>plRC8=z2MMwJT#V7XMOQGBZ}mK#FtJ8JZF7n&4{!1w^g_B9=Y+!zd;!)3&dP7
z>I$P8Z}zPR`6<c2gBtixHGb5UD)RROU8=?Qs;K@XBl+%TLTPh_I}ehh<^%396S@mC
zzX&s7Km(<7Jyx^8_zKtE@>Xwn6b#i1$9AN^rIt_V4RML81YB=(6bB2}-kP>+rJ8GT
zse-ymf$k_n$~?}(`4FotbWi**Pi?9&bOypBHe~j6k!inhEAFR>uZ5;*Oz`#Vh)PCD
z9ue$=qu=aw+y+B2=6lCskOZDnf{^A&B3BF?&YG?MQt8kJt$I8xVA496<EW8gdo1<}
z^JV!`0B_>P=!m>dpq<FEA|c=9$T5ElW2W-!GgeScW-%!X>2Hm)*uCnEwzcJN$6wne
zT5ZZ3@RcK@+)B^T+)qL@KKDyA9a%OhMXOqGHqH^RuIfCSyI;>zTa}vo9yk|_jP(CW
z6jM=r!$tdvc(vbCJW5or?1ie(*j456lf6lqsc`79k=5eff~~PsUL!^%BLmr~Crm54
zsNDRLOw&2o<*2v!)Vdml9l8~@Y>A2LFPGzzG2=~qFAv=v=QjFPmq5MC)Pl(wbN<nS
zO3H!4*>|T<?CqVr;H2o$XBf5oX#eo_vx|mO%I%oi1{%NcF2+2ef7>LG?W2X{xciRM
zl-oMn&(i=rm(Ecc*1DLzA=8z|8#AtE9nY7U8jf4yaUqoqT(XqvvE!Y_=^}@2!_{BR
zQ|X?MCRXuP`_AW`5HN(cCatw>baSemnNz3-kpu!QEP36`fj7G~%&~FWE;}e!14O_9
zh3(^A=CIZWC6|FjDoMXM07W%duER4`ZFHFeeB9jiHHAOYH=htC=tbkgd0w5%+vy3;
zfh=A|U|4Zkly1|9A>0+EC!JdrJ*oPgGzHmt9)-o+vnWR}4wgmpS$WkP0(T$$URljX
zgG4t7MbZ|@VacLC3Bdj!tRCiE-83&g9PXVbDL(Y$x{a6#@Q<ZfwI$WwuRCGe5=Mzh
zq7?IDjTJ^SA1~HP(Ip2f0pU0b+#wLy*1sl~bU;1k(9k%+eAzz^f)hZJNqS2K?iM^q
zo!oY<v?^KM>g0h|szb^jM0aMz$5(+kwj-d1bOb`l$o2XK;JLP;Mr~E{G8i8<#kTJ+
z(g#;-<Qud9N|^;kOC5)Y&^AqIUi2+}2??+GlUH?liO2=Lu}EpkFG62X`GmYbdgB^Y
zzow#9+@|I-!-QltRc@-Cb{ly{X!^AKlvD)M*QhkY7*o!27lyaFr*+%0l!b~^*Ad7V
ze(M{BH~(O7C!5gQ4pfe(q$Q&;9EUV7$|o{Rqj2{!@+GkK<`Ysfq%6XxeT|#&1C#{R
zG>?|vY<~n8-;|qpPdu{-Gr;C*m;ARzG0n=2ev?qM$8Hl!#^ao|J%>7#CZaDfndv@~
zZGM~oZv3pD|0)dII-F^(w{~1_=qsYOwCpT)bCxQi2rC|_H%Oa<i_SC6$>h?a<1nCA
zJtAJbbCy4?MYmMY<I4l0EzvB_s9PD6ZYUq3X-mgy7PQb|x_OBmPded9(dXtD$(rj5
zyCay>eJS^tU$&Nmzv_dDa8-zOm<CF%qqHMC(&EGb%Z3q7n?1cd^Dqr;({Qe0^@^dN
ztG(n3h5RDt{!}Gw!58)zz7ulTWi`<M>R&@%UcOP0FdVD0<_**<BfTw$1RN*PK+vC*
zm)ixZBbMxLddbE&0z20?zMq9XODi#?p-gV4$|vGvC7doHP+#%5mjP&^uis{f;!h&u
zIA^u84GS@5L6{=ev!_uIk_E1g(~1KVbKeS!oq@w8U@zS~W11=<o5bZ-*ZBH)WVUR_
zSl0Gvnge_M!xlVay>;CI7|4wZp=l`!Ajp>>g$amdPXdvT`x?VwOBHj<xsx|iEGyeV
z<hR=STR9QjhibZ_(+iGErU{6^|C3;JusNH+6gI1zEtj7w<z^vR+H_cy6zqCeJ8Awo
z7|&r^PTM@ZgfgGv+O4b0{7;%AG)hTVQ67lHfQvxa2#AH$oiW`$2zw-zN_KuIo5*T0
zpXWO7_?+%9QnA7BPU>T^>#7yRFH%P+LK+gWm+m&EnRGw0mJz7?-SgRbJWa9ec`8l^
z$oe9y5*Lk8iVFuRqONfC7RO6(%X(*$h^y*2hO4yRgrl|KWD$kRn_OMnG0#l{AgN}t
zUp)M6X-1Z<Rh-0-%C+<PL4xFX8IF{qriuwt!<p_3Vf`mrr&G5^HT^UPfi2Tz20dBA
zx~?=_N+^QvQx}?p6KAK-ivHgkYizVga3(4P*zWI5slaB&iS5a8`*1DTUA?;!tT#^z
zE$P8o-cU+hGwS*wLLTNU*Bn33w;!as-?f*IJZRls+o?Mpnk-_^^|zOW#OS<PMPZz0
zq&=6B9F|lGbFB>t%wpoTFideey^U&PfEy&#hNAGty6kk@fxJ|x9p{RrtSmg2rn4<n
zrs|&9Zmaqj_Two>vbRo)$8TuBr#sG{RwWxqGzx_^7Jh>H!>Qe++76EH4o9pp&ZVW8
zyV&;)Q2g8~Eq*XK+$wDDbFukh-nbY(Q?~_;v(VH-d94n%(jDe(P{#H)@6mEkS~bi1
za>)_x#|a+aelp|@HD{yHYGMFtJ=P5IC{fJneo2uFz1dXFYNHBi{b^&0mqjF9+^b6P
zuh^D`<b1wY$nVGaJmLh!@*Vo8=WFKcZthk%!|*Qpy!xrpY7*ld_H32};qE|v{z;a_
zh~K0NM&lZxA?Z0#<zP1ES;y#6W4mle{mk&V9o#P)EHxS*=epChyBZC7vsO%J4ka=E
zZn->f2c9>I+-OuOc3NfdvYx+ASK36@DG-laOy)B(%oL|d>`&4N`un@N1hne1hr?*Q
zJ&>z+)_RwIraZK2O+$zr`m&!BajS_rQ>-%X{&Z5G?hqVin9ZIe62TmR>snBHisPFd
z)k@*SlH6QEeO*^~*d#{VwEeh0=cg1swv#MIn^)F)tKL2jaDJjSl?HdB!$J^|*}FVD
z&n9yMCb71dOPf!dR)r6hH7s@vDM$mCGG@tRV5pUzfhb^3>ADp_*x>3D+&Xqg{zY9R
z<(k?w>{@eRCSLNdNEl|E!2u%kZV(cg>&H9`4)!6ONI!Be5mybJ&BR)E`4k|9xj|(a
zh27jEh?gwY+6R$E4PgLN-0EqGxU3UaaD}SJsOvWBtn#m4xMm4<&-b{*Oe6h8EvIBg
zh%}2jY4dM*b|Vbwy+VmfDs5&tuCAVjJGTHrlc*rWHB+<n!=w774=WEl;e;xVB)GLa
zhw5H+P6?#upgoj3F3gQ}c#3XzmH#vAan9*yTMBt6i_A)+p_?|=mqVSk4A)iYI9nVU
zpny`za2Z(UtVxK-@hF!VIkjNFpX-dlh>(&7tHE72g7B5(aT^cYT|J_`J=1aTm$dR-
z8Ml_c<|34U#A?t?Ie~EEnxfDhnR#JPf?rEbiX~&nUw9QsPP^qEfMHL!XB-ux?{Fp!
z38#{_GUIl8lPd4EPnqaUggVgF%fry_v}z=b)|4tut%!HNEIVrP9BXz-c46H3cCc!b
z;5@hVePL-pX!8C_=C+K*xFHQqa24+G|Iqc7VOcfdx`HnXC`f~Z(jbjUcb9Z`mvn=a
zAYIa_Al)t9-4fENbP3WR0%u;#Z|}4JaRF<snWy8PXZn4Q1E_t(NF!7usNjU}!{IDC
z)OU$@zJ}?iuRUCSJHeD!*5OC(Ahxn$KW@mYT4!GQ{$=?Q8#OASR=36I;e+STqPyR&
zgK6lhmV(8rLUkqsag$}k=KEI#^xv`YUNkQz+#NLH#<~tKS<e<sm6Y1MjkgsS|6$iT
zoNM;YvE6|m`asp-NoDo+4rSW%2Xu~?yo>giwVEcci;cQl_r@d=ooUNfm4Jbxw@~!C
z1tGlUEkW{a_riWKOC|j2DesY3n~$!Uz0J0Aw&*xQcJD{dq^vk~Dw1&P=8KPWHroWo
zD^s>X)$7=a9;XYRLh)Q{)l9y=e7G(DKB)!V2x~3PdwH}K+LE|rNcpjIw|>v+WWjAO
zQx(-aeGTX(%h#F8!wSsjD#;D4q~;GS*PfUiswUF~`{^mjZbUHq%yHBvhs-2A=6E)(
z^Fb3wTu7}8bzmjD-%*VWTd6pN`1pyl<V$mn!|3{iQqtD8y2?@G+Bx~!CzKAR+IE;^
zPFC`~#ib-6Se8rmPvUh~5`B?tEl1Z1rR+Xs>UPsv&ui4!q^(m)2>7scR*09cL<k2+
z>C;E%qKI#2Cg6fwwodf*AhR)@p)7dJUStSZXk!-YrMlkLDJNIP$(F_d;$uQ;SSvn3
z^77Gmyyl&0HX2Y0S_=Fw`}QGgP!^4!h5U0|)(P=69`ve9_cyWR4lDYr5z;HeL)o75
z`2$^?I~yM1M`{w-I+TmYa@>~<5h#TGAIzh*2J$Ag*SjeZ%~>@fm*em5F;5i5g8O3I
z(n-$jxh<rpSNwu%r^mJdaFCznjLc!qwwqwuK`rCC78AS`;y8|O%EQ`1@iAXyRuTW~
zRI}Tx8&`Q+Z|)7G1UR1bHlFOXuVqUXc;#>y^+=^u`suW=pZ{ogzC=<o3V{28Y~_Di
zw<KLLeG)?Z;9d5QPhMA7)Tndr{%W?d;{*O07JKX4h6`_52Vxtqme-BS8{oU{jwJ8&
z`>WzZv{b|yOr2-^Jb4`*m%3Ua*gmvL6eOMMc(l&WO>#7I9zI+g<xk!z&vpIg|7F4E
zl;cAPd;a?Q)$r<f@z$pKm_Co_i57Lp)B$jj^VkFy3tAa>lCd8bSFsJU%GOwd63@xy
z5W-qu^iWmxz=M0&CUoq!*QD6WXwK42rUFsIQ9496Pnn3mN!dY~?vXd?Vhl7@ZDteY
zBu{2@@32No?Yt2v>D+6+viMH0(DPWZ;AGyTT9L)7&xjkDDb?#NTt&pHNAuJHTUz1=
z5;_{+f_147MJ%NQq*(!#BlxtG$N}RGEv+C()?e`@qMjXBFAj8YQY5!xYrVMITh|$o
zpf1)`->D4Pbd+HI<PiT3-KRT>*_g|#RlxqTD0;w=bs-6U?nfi`UWQV?$G}tp9h3QF
z|L$NWZkV!*e<40bdrMcRSb(7QWPwEj;c$-3V|tg8ElC`?x8aJd>8lIizP`?@_0<FM
z30#)i<{AkGS%y8`Z@YVF0`YTrwc@a?N#@0y#$+jPcpJ-RkoFXJ3!<p}G;0{yKC~8x
z5wODfAveDJig@2jZPG^w-$y`!$Pc-8ro6bhLta0u@F8O43f&Ixb>70W-gwI<gGjhu
zaF_G0(gV8~NtU7@salJUJZagD(&9D?w-d^c$0`GeCknYkzF+AV4FD{48u8YqkF(@i
zIdQj0nA10&eme>yzf$)}A_eYRwF-SvaP2hry>yYVd{$ixkL_TpSg{PdiTqBaQf(E1
zfWjx`n6h8-6$lRJdu*Cj<SXA<dh&QnXSBSR)t8A-__nV7t;vmmEX|-b{%}B8OXGX{
ztka}NW0(#v$;t{~=QEEPnkxUXuexu;-z>OKhi*-dlsq)fN=v>brHLxpUF@YSEtj$k
z{~C?LnZL|Ic^$;rl@wrASmndL(*a}LoKZhbB`z8!1yl32%XXM!b=&oEf@Hl?vnuM`
zfXoXTThzJ0#}R>ArP{>){0wFW&8Pet->2<PGtRIiX%f$~$eQI*rG5Ad$c#;+-6t=v
z4Z=5_6A|v1#A9|$9`YQC=(E<$>(ye>_3d$fzrxjzI(QAUNd_;51D}1j<ngXX!iF|g
zQ|n8;$(Jdh2zp7}y?fV@;j0^cm2%nYVlwk!PkFo4UB_J`<Q;k1f!fo#LtV{K`(m%r
z!gs3cGug9r+a}tc2alQ)EqswN>5kOFgc^1t6uK&h=-80Ta$NW2PuUAE@hA#w?j${Y
zGygU0lZUjTa=IFZd=>&h>t2Ps7i(bKOsC#`cmi8hvM%_W93zs5@KoWGc7jzgzI{>R
z<qY0h&h^D~$YhyQ+f##(K~^U7qB4J0<wn=b-iDz8(Z^m(ou|XImq@I$9r%tNdMRW*
zRMaIHiR_(@g!XF#`>>L{$72d<{PFXy@7xc1jfda!d&WWhz{TKm%@fHPyW}-q%ZuoZ
zsMPV#C0hBu?E1&d(Pbfy7ENI&w+wfExG=tKo_D#+T2l+_Pp#@w{N&8|3iODQFjUAX
z9eQZxW#5*0NK8eLg++B48@Nqf_+fBpip)4nK8E#^;13CBU^VpHqAnyTs-~feF+3*<
zK}y!_3NA}K!>c7#*?>o{nyb?6qI)giNj`UVz)tTB&5KuvZ>drT5XuDM&&2F5Rs^Vd
zh0uCL8i0D%eJt9(N@}N#^}@NV+BQ2D`>~d`LiH_)jbRs`WVF71idB-Qxv2tbOk>7O
zSttg%VZ!1>omllwwFiMwV64IX^57-9|4d#2-DL@b)Cp%>v$P|c!|i7dedgNl?P4Ev
z`O9kC+}1GK#dR!Byxh56_cceb?&R3V@Zw=mwC<04mPrq4PSSikMGo%WE6<nx5m9Zz
zwW>0ScQH?&=X7|!TzxqBIegq!`zf59r~4?*;kQAR?_b|JEU0EA5b8ZKeQ3Xda5;GO
zRi;?(XkB<QITiczv*n}78nw@%yk6IXZ(TR4nAIzZMP%`9?jhrIju+OORld)1)2F7!
zPR2;6o5XY`YaA?btjQmeGybA-UD=7YFY%F~i1YYc$yad(n@h8Jsi#QJrpDIm4);G+
z+J>~F!IYQekBBhj)*w>$H24hWNb2prV=+~Yw#;Y2xVN5s?fDiy^s0Y}SdvCBPTN>*
zXfT=jr1!w6H!EJcfwc1ZjPAOhb_m5@!^i5iGJ6~0(D#xY8pb(|vkAo}DjLT#KkC@P
zjbg*6Z{(YbA8TdnEoPlxS$(eRcYOg1Pmnila~GIu5Yj|MwLA!VRcK8Lo3(H{tZ2X3
z{w4_yp+Bq?lw0eW&Gly<PfzSrYA{vEwZ)&K1?eP+`;igqnSsfWDR`K*yrUxNn3xta
zh%H5f)MS>(Eau9WchvzzI(osO+Hprt`3~BHn3df=E7k28Ob$}Q%$Mk@wwyc{J4{OZ
zg~Uh7UaA}?QwEJ^*mcgM;uNkh`R#pAr2Pvuc&>lg9|E|S%b^mXS=q3Q<*?=Wc<r|S
zASTBOxp;#-85~n8gPxDG2G-N+IXg-D5domGs@Q0-r0^J2y&f?aRjz4%7-0%=oG+0p
zKfdhxAo4wj*|xUVr$^m6H^rPe+G<dVg{D@Z8$<^tbPeCyO7*o<G>yfl<n5MYFb<f$
zFl&cg_bF}Iu<kl*vn`Uu6vVy`Q8LfQxr4?&VP4~h-7gZSmW9T?qk2TM{lK-hYzy36
z9*M{2G2z)@QZ8;1q`#e0{vxuV)+E(qB81VPKkguxeKq+7I$rxpURa#_vO=y`){NDt
z>YXZX0P=ZL`Bmp~3W;JiC!r^bGCp%(a;3+SOAd{LTyuE7;dm7N>O=e7y>r%g(I(_F
zVl~CJV?&#Bdv>23uB)ybhtUM$AcM$keTDVCacj-?i%+ekz1qAC=1OAN*weRYD)!_k
zYSk8885Ul5ge!|WvmUd~%+Y+eN=v-xlJtD#P+dMhT<z+0c^<&N{P{)5ean1vdv2wq
z^D_*l&ETu6ui+m4No#kN>nV=GxfP$*d`Fq&^;s6nFK|;=daaXd^D5biG7E`cmA2U}
z(x>%vI#Zv}XNX<H2|sbP|A-`$SUI`avCX*CG$A=8z)(}~8<{r$;Gl?S>{XxDq6Kfo
zW>tLxD7zYIyRN~|2UbqHEb&^#r8*y0q<MdRt&B$TmZ@u}X41Rrg>-kS*N=~H$BSpO
z)P_fUSje}Nw?7s=E#EB_w~tu$@u{pgJJ>iJG#`>VPEm@DWDb=opHX{)dT5yFt6HYG
zlqwYBAC{Deb-no_<V;jeRMX{0llbvvvfA6+5(WP`i;2SKCY?HvJ8Zg@Bp1AVyjfim
zoqbWs{O*F@GtqeA?IgO@V$@#2z(|gc#R*%@jE|(NV{AH=!^Q<@V8wgvOL%dvM73!r
z^>pSl#5YlDNZm@yNP;uD(Xm_J4e;Q^uFl%B%zEM*H2y@dANv#~VMcLUU4_k7w=3pZ
zG!kRc>0HFJ$i5}dg_8Mj-eq<F>fgMi3AycH!YP1&^<tJ>Wkal*eGicUvABRWwLOX@
zzp^$5qiVAV$*nWqhV^4(o7q*xVU@6EnxJ>vUekq@TS1qc^(8pHxX@3ZJ&dY}4oB+j
z7leDepQK%j+R|n7O_%^FoZ(~=6`vam$O&qe<=^61Vys7j7hv&~LnLA~<vKAre10g5
zKj?qpN#54C5~Z>$(0x1Sn8A%gsNI1$z@@iO&rfjHKki~J*%~VZpIe$4iN$(D!>(sl
zLyOcSuDIbqg5E!33AR!OLa|8oMY3UGntAzA?XslFzTBih0H^fF?Kr;t!5oK-K9xC}
z+0dwA#--4V%dk^|Q?B8+3@)LZV=?QC?kABC<sDyn>68&5^EA!KKf|G!rcd}nI-b3G
zdf5Cl{+NqP5np_K<w`Ww0$Ciw@}TYwM?HY4aoV-oPt<hFGt0HZMeC#QxGA1F=gk?1
zNkF8l1w{Hpt{Wr!`iK-7HTUi=b~rDNs%X%Y`dBP}g-k1_I9g^M>W<EYvu~@W>V5P4
z_Wi6vB=MaFKK{T-@oTG(Gsg|XJFXjyX+}&&o)?4IYd!|2Cn1)V{V8i>lGZ0B^U*q<
z5<fo99+r|8L<27+sfzA+8Y2F7xFX6NHv!&;j(<q%aTEI|&37&=FQR?QY{ry{CIyD}
zT1cG5(F{0J7zdtNd&IErlwQ>7X=%9nZJjk!A`<AuVdpVqq4VrWBI^0L7c2YaeW&2%
zhVczQa<92}6P<wII~2k6wKm={i#Xqu!zZah&b<Z$D2StCFr0JObmDCCYeMQnyYe}^
z{)cLsJGJX6S6a@|>X%PmIjK_l4wq5tiI0JqribGyI%JM%@5ce`uu08vTq&$8x4NO|
zI1q6{WP>tRIG|8rj&B`JhqMjjsW_j@K`+H6d1dY6`wqK{0|%t0Bl-oKiTOIsP1qFt
zR;`+hQ1RN$#86oK@JYI2(9m%}7+jq>BG)q{r2JZ1Ay?B6`SQoe+NIjpH!Om?V)W%%
z<#s46LHOki+o>q*Th>*zCcSA1_|zp0cDVVS%|@NbYEBMwE`pytdSpMX1d_<BGiIZ+
zKT|iqJR9P@#_;-fgu)K1JU84@UTIOb<iEA@qA`u56$1px-$|Uw=D6RjBJB?p>@ne4
zPE)eY#Y|5030T*iN{wlmv=2u0`F9G6QAO04j#L%6o-DkWl<!8uH*=akjnHM>Q>Tk8
zZr&Ix^!0V1tFfy6@MiC+`Jsr^;AZ?H>P+fWBN)3~Mz^!%?}?iDPd-=9nKWM5y$DgR
zqz=J=Q*vG$R`Fz%mvyiMqUP1gM%yP@ja*0n#cZI3Zp|yzE4_c1v|1T_Opj&ZWzO(L
z-+gsG(9#k%ej|8*4l%T3tXa0Y61lXxTggiB@`3pDsY>ccW<eRAp617I4}od4x<f`I
zq)Cn3Y?Bl%x#!tgShJ-c-(EFk&3kP~_q?O6%$DB5lTMVIKG{;ovP^#)>jmxDg6};U
zM(f728cUAe1JT6jVjNv#9-isu5@zLF=ee0R_XzmIC$<>poiT|;Bh>ecL8{js7k5*2
z1esp00jwPfsa^{?9R8x)UgO}8^TRNGqNx}vmx{*JT~!HSNJ!!}<q1k{zkP1a2G_HZ
zpJ7$AC>lM~R{*!6L%Xhpl@sb!+nE`2L1qez<dg1htv+zsw#!{7aV8uKRhE@*NY^5?
z(ir9)NZBcGa#3~`DqBW4DE)(cOLcYKCWAqcYkH_*o|!4-89PXZDF7f0CdBb&0kO2s
zX&J&HSZ4E`S?IS4dl(t?Y83#;%3U(N4vT$<W5ID!Yb}_%_}iRn?+d93g7N|Rw^XcI
z$r-d1X$Gfvwi9wvJiBO`rH+S?+)@o((Mn-O>yR=&4-~b?!P~Z5UStPoKV3iGFs+&@
zOWb64k8&%J{#ZFpQxJfutj(NrMTX^h+Dt!)NL>_FzN?bjuxA<S`TYv7iH}In@KB^a
zX&#O4{mMjd7?JI-0+bXxGQxurUe<AUj`gsP=E+bR$!EJtlbW-IbzL*Y+gc}2XPK=N
zmHA}fbz9+C#z{BOl<s*+=b{D>Pn`!?4=@bzIwY%^TuKeX5Xdn1(^R{ciiMd6aal`w
zjSff-xLskVzI0U9wnVA`sE*{Y>S^{bXd5;a?milMqa9y71`Bg`kLx%MR$_3M+6yW6
zn1`Mx>RyR;98FnG#;uh`f6obfkmm0xqdNJds^f0Zt%=7?+|)$yKVslNHYS>tep$=*
zTuRlHrLCVse3(Ods#`+ZRb_mMG>}Gdbf~FiR2Y-~s-~Ik*h!(J)j!*)-fF=<GCeo`
za?s>)k|=rjQ#_Wrg%8hFw;)Acq?%^S*YT;?t`>&lgz<7#QEnw<=&7kj@j4^VW-Ob1
zIV=5lEw42l*S#3&Z7<)*S%}PrJ6{bgu7N~XqVCkWty8(JJ6-JwQBvWw?(HGrghkcQ
znX=|-L)*i<Av#m?G`O9aw$U_tR`qtT);+C?Iuek1&2+;|dTDjG4uOIFzB{s)D)C*q
zj4u56K$UJ$RF7u9*|}{uT16Ga%zmrl=0Dvz47^a_t0l)ClSZk!1)FxHL7gC8`48vD
z%PuR+bUjsSK=PaP_G;H3m6)s9)=VHcadF%kEC~UZEz!b&HtS|4-`;M`D2P~@*+I*E
zAc1kZcFpEO%$Y7E0TdQ^@&cElDW%1m%;L427{M`!qx^tc+={P{K!JWORz-UsWMtiW
zIVmq5d7kO*r3j_RYrpKJX?9;j!ku*@@(m}vo^dDNsX5?|D;Oqvlvs!{if{{!{pf!0
z>J+pJqG4B9F0sk-rCd!xjb5!R!+f%sxdVBSQDFxeZ%Byli-R<kHLM&OtLCU2I>%fY
z=AkBDql6?~<%dNnh8Fw9k<(<PYOyPx<9qf|tS~|H_t1Po=9E{dOjqZhU>b;jp1jsD
z^i(~QY7;QGzjh9(c}^NEAWH7UVyu)PnXl+rwj?H;U2_gk(77tP{hOK?uU_d}Z4BxX
zfbN*fkOawDmwRb4@AZ#Q4x6K$v(F~D8!fLvdGvedhe$WjlJJ1tUI?LYN{GFnYWDV$
zk$B>8v@z07>Et&Ga1J|a4}Ngozkcuf*z@em8X)J%Vek_N%3I$7YU1lD^UI@+n0*;Q
z`xh-*=vv^e-EoWRc_$89Re1|^wYDizJ$_eyn2v>NQMJ2fRvh_PkKA^?%-hXN_ev$D
z)as7jsoeIbrUV7)h$+2j{r(y(b{5|8GB6@$#_4==jVbcQ+v&A<Fh6QpT1+?EC?I(>
z2><$G@!CDo;CNi+^!6KUiIuafi@mTJTE!$T*Ya9$Qj)tLnY$lRzNsCVGhuNt)u8FI
zQ<<5K!uRUsqG8moJXwRxcXebaO1AA;@_7OQ{Vgf={QX9oj1GMT;sSxR-Kfxt8#$~k
z28WM*d0PMt&m5^FikdIROxy6+*M~;{l{I?!g$|UiZvq5V!p}+Q=4^PDA0juWD{|x-
zU>c__7Ne>JmF6Igwj|inEKhh|v)EZC0r-j8d|hSZ(UJpY&ndK_vc4%~Jt+>U-S5KV
zJ{3T$sXzS4d0_;I-*Z$8?lkvY<Tr;Tj-PH%4w*)eNOfXxjJ?78tR6=mO)m9xyRagh
z6SBt@J&YRqi3n9-w@#DQ;DzZ#p;`)CS?e9V1en`*#x^Ll{Be5wM3vF4<ac6`2{>G~
zt%W}THnwWmBj}$l)KA6wZi$KEGQWsX(Xuw5c1x=FrJTeSwCqV*e*J*wTm3ym0<;j)
zx2pXpnD|c(#iE#_4#3<Slj7#9ml;xKozi9d!iZ!J7+XwfWfSDF;3l+GaWqaJytBkY
z{1uijE73A16PiOM`gWA$GDM>w^4Wz$om`iKeUUaA^F$%kGka@&|4GhU{f{#6kD9|9
z1`2sTzx`00+o6A)5q{#&?;b8tB=T%##JM(QRa4Vjb#eW>n#NWbiEnu4kQ9THP~EMm
z5tmUMI0zw%5$r0VgHWP%)*Ga>jM3CvYY%=#Z-Fo{je~{NsYL~OpCc?8c0m~b(H($;
z#PPbQ3c?NmC}*CM@<Z|mv%>22`LS{%N$U!Y<Q~NDMM$>J(cj<Nf7~yWw0I|vNPzpM
zek7xM7t>z9pSJpl1_{GlC^@)Q(IQPS?ml9NRdm<*2QvkFhPnwMa|-jA=K=v+Z}8bi
z#h%+m`@*O>(NvDfFKB$7fQ#wN3_)0``jR3kyRpz%k3Bp+SiO$xm2V<tMEX<=NA4wn
zig1q%){Fh1U{#$Ni@lX&+o#@+bic$7l=@v~enby1Wm{HFcZF!AS1ov5dmK&~yg9Gd
z>Q4mO`ilmXR0OXG*Azu?4t2=41361)(T%kz_I2S0(k<y^mca{}dFMrsrk+>|{pJ~T
z8LlrL3mANw%A#np;T&6(*PfO#hIyGL5)=3&r>0g_v*y+nGm&5AS*RnIYdg3e)V~aE
zwN#RLURIBKcRP$B7oGso__DILa9vNlHSrCvdCYXJ@E4&GhLaWkTd=E=AX#&tWI<#S
z+z4!=Vz_eyrvcTGr)XzDEVxuCCma>J5U;VO%u5=%w!^_?>f^cT)qWJu6LdewrAkG;
zw}S#xz&NyvPOY?Me>^J&(A`Y+8sfISEnSbdYW474|3OFB!Z6<4>pMsiR0m@UG7sU-
zrQ!|0ria-icYH*;Lqo*x<0C(nU0;;5oE5MAqAOere?^u!f=0t<^K{Ycbb&?1J-n3k
z9**Tl05vEP$71TUFEUV6Nv^}yVcBOV{cg%#2q&Vtn0GMtW`f&-CvVI2vhvZAZgdJ!
z*$46+mPKv}wvn|m$JnYNo(mVOC(tD+#S29}7q?#6wg>fFoXRM?Ye6h-^=m}{UDc>I
z<{y!EMBGml8+WccUj+wWyd8CniZGjaniNE+17`0cGraSsMV6-@8NPHk>1S4zChmsA
z*8E%>AH_$(Uk%1_rA&<!YrSA3o|4WtN5DtpAhmm2(<_o~AkfoKYDekRJ>Go18g>s1
z_MUcG=~kMv*^H|P8p*#m;L`Ua_Kata2lcIMURL~mP6-<U)1zdIT|8D&)Q0cZKYkpu
z&dwY?Vq`D)Jnl&*4Yh1+5K@O{)5hrZ0c=>vIMVk706z(F%pgBYT(`XCQ6t<)8mEh;
zjsYr;<b#GK4e-t>3)!|dB;18QGjG{!(@*JlnmW+nl0XNpF&c6^)^XXmCrQA1F(6B?
z-T$1C`I#qcv7d%E-YG~dYS&PoBi`b1KeHL~i#B(CKPa)<?<1VNU%mp5PND62Ze+mv
zw4J4X{%Y>k?j{5`2*<Aa2*5?$F6%67ygGVdSAh#SoqJ=36t9;3(x9`5<lfyNlw!=+
zjU_I)P-xVGoiiN18*h9D&8w9yNm~xhNx3Q{Zpm`;$Vxv=<t#L%M=qaXNYbcH<w)cV
zHo&-oR~hSK;*2~;Tz+Ih@=4X0!gEj2*g9kcS`euVKQGp;C7Fk&(38OxSkKjzdC|Kp
zsSk+Jn2qJil?FO%B@YRizGgQB!!n6N!bRx0t>YG6Y!^aa#p8Z8G;GWug(1RYWWaO^
z%0pvca6gpVt5vQq$BB01RZ9lt_p4B`agjQA4=mD|&GY;j57tk5sYh}66ZyhcMaol7
zwwjNqAz9l2ZX?99c(#H}wzOCo3>9|R96as@{<U@2jE`QxH81E@D;p02CvcwXrO)Gj
zVN~(0;F_HFwZ8p*P-mr%c6fd72HlRrx6uQGC2UXrYB-YVDHRkL3N2uwV8RAleglsF
z<@JXzMN+1nmcwffJmS{p{Zes0q6LkWliITt3laU9isH$(*Oz-<jpe&*_NwOq$~lHE
z@brA*8cZwTu9lgZl8y(eMK7ZmA>0X6IANti$3Aj+q*SjRcPVrxMlz50>Wt)BoJgq*
zh^L+c^ylU0qG9vStl{iDpKj`uK3wy{NJVK6pbIR-ogfjlXuA4tUP8;9esZ9-n91*}
zx#2oGWBvm-`Fpu7gFtYAvDrr*_kBNBZ3G!$rQho8f*~nKHTBATSA#7<6Cws`Q1DGu
z&r6c|!}sM|)XA?#?Xt35jhL$4dC<M{R@~Kg1p>l8mASok92oOmRU)Sj(0SA_`Cx(8
zc57Jh!Eu6wSVT{(d6ZIuk4L}OI8gw;KB-XOmH@Bw%GGXRlgA(rf{Gd%XE@JG+rm)I
z?-8;T=Fci!N38~>y0I=Y-(}2HDbot>HQX}~*VGk#U)X^}*4Y`w_f9ImzXoqQbSTdC
zOGWblqnoAi?<{DLE_wMUH1cTZB~K1g^Wd|&GS`XKC(zCbVQ9;QIjxyG>-1RtYSVp8
z<v1?*6^UDEBr5tb0npC+ulmI;NU+HJIX`6YiroSq{$8!z;@I|sS&Qw(s1POu3^X-N
z^R*fClH)xij!4W{A!IeXo-nmk9uKa9d(=IRj$fJA@`P*-Ldazp%lWpZ$}&v&WAe1z
zuCtS^o`Q2`8au`Lu1xkvFOde+U*DOXP3!g(q&p~5f5xJg^tp-(Ln-sAxj`c;bAOnk
zZvTAxa(t@iGj#fG^92B7lZZb7Em<><=Q0(2xXfCwvJ1Mop<<~ABCNLD2o*|bhCnRN
z`8%e)5l_A%1mNEEia^o2?+)1mp9*E<;vT(zu7e(ul&O7S*8y}3<f10lSzP&#5#Y;L
zOh09ZS%Wh+$Z)VKp`pU>>JorZ%-N?^1Bjzb9D#cDbMf89l_;q=d<s&b@DsH_{4E7>
zW!gaeM0n9{PnI|{+_FN}qb@7W4y1Uy+Is{}#X24bO|I*!CWD~i#&CVHgkG^kRgicG
zkL4K>%R<|;IXxAS8HZWQg+mwq0$R14fHxyV0#&7FHZ^d6xB_KROdKB>JOOdi$Nct6
zJ27FezRwj>0YpJ(^ay1c`T2dJc&v0vawK}f`>dpP_zuJTDP#c<1Zq3g?Z`W<v`#}z
z)(c!RJ8U2p900-mZV*ARLNwL<%k82y0E9Uz6qLS_(XgMoyZ3#!N`Bl{7&(@ILrj?J
z<$3v<7=@>rtsu#pj268hmEd8$_5Pcv_X#|qLyV8z>WTNTT&?-g!0)=mja6WWjU{%-
zEZ>4hyrp-~&@YIU<I#HOj_h-6H3cyHze!}@>{GTYalo8XrPch*Ti3P36v8qPjk_6H
zY9K;()!&HixGV)xgmxfXYW9c4Ucr6p2tt<v=M=dm!D#ZA2`oe0W<Hj1+rERgL1b~?
zf>C|B#Hf=d(VBc1*$Z1xO+dIFHvDDuGd?st*8>a1@FywqMd#aqUl;fjjo-+M>|F?z
z@CM4vdnM6?TPRhKVh!rrMEO?-;3ACqiu?r7<<MCL&Wh>v-3KT7c48}R%b`qM{B6Pb
zR2x;RDnCwz^t+>Fc+BpQZ!s^rSr3)BV{%&6e`T@%vES`xneuWgZ!OTe>1f#!GFv{G
zl%Z)@TgF+sR_d_i*szsfFaQpS8f+&~p<DWfKliPH#-W7HK$2^jGDJ>*WS5%=i~kOW
zZglj04}?m5qg0td;QQrDJy&_KN+g|MZDkZr+AT17^d#9t%eEbfHDNu~YXQWg>?!s6
zV1S@&9KM~(YB0W@CESIl+fL=$X7^*J_y)H5XO=T#=$ssmTZUH6mrnLOW!*0)h|t()
ziptcx_BFOqw}~Y&QP_PtmhCSAASMZ%%kC`%5HI6cCFP)@mJ0kQ0-|y6DWRvI2=9Vb
zv$v$1egvzw6A^*?@2XXyt40y5A4#QSs5N>go#3*Sm&4T`uH$*$8PdLgIK=A~hYu#t
zHE+&Vmr#fmmbM{QJ&6uG4#Xt)Y_`djyRb7D&lE?mfa2sq3^-A-!nPWtFfd|Xyjz(p
zompmCYgMF~b~j$>YSab|6)Xi+4c;FHs0^m}OKLj3@M&`<YiTfa>}1J5b{vxU{2dzK
zMy|pS2ju@KSPg_qYGZh==w1QHt%lHfG#{OC;pr`v;aNYkMECCXI^U+R*eUN%0;%Ev
zI=f+SWI<1wr&hHxK<y>Ee&5XDE;9fHv=p1DqMo#>HlZYowW2yw_%S%|yQ!YNM>{hk
zOd|Pyzh?pbJgah+S%(AbApkvO!3maaRGk@_gd!lC8TY#Nw}XY6=J(|Yis{2&)LFO=
z2be@A2(0=<R%Bff(5<W3THb<NN2ZP9wFW>hZCy=kg~SfbfkflPI9)!T)L{+7V`Z_7
z)2b6`Kysct;VPsx?~Rh4D?4Tvcuxn^VhqmlyYDSX-@97^qO~P9^B*6iWmuhm;{4Ym
z5Pn9<6-pEQRE>AdkFBiNT2G*Pl}AnPzTb&$e0e;13LDd3-k$9~Q||ax&X(`$$DvHc
zn91S5X*(T@RRfYn7q@@VGpAyzfPSiYtaUl!SHq}T<GM6JFKa<aK^Y$#y2gdVkzPv|
ziufyDykQEa_<MOjWZEjsTZL0##1AStIppypJQ9+}dc;Z^Rt;gg548fq`ajB@wil|z
z$oTMKfZYh`VdC6|5XxEsA?&jh&R~A*8*W;3H^ciM5635ro@<yUc+cAJRuDn8bwhEl
z=yP};KIIikA&nQaVe_av{n{jUs%ZGjQ1@6&-CaX;%bODY?Au`C+Lq_L1|op1e3uPI
zO3OW>GYEMI40Qr6PP^Z~UtmYibx0F5-v$TdUW&!Gb@-N+7i$!hUi2wwcs22M7c!gL
z<P&RqHd#)y=b_TDj}osL3qe<JNQ83-tX>(CPU$d^!aWNN<wA({1i*TgFKL-Y^KayS
zz%*(4*TV%efbVyP82G_#cTv?Cc4CqHTyApU>2<2Vsi7<1(Hy%&96%Yd#0PeQT+o37
zc2a{Hm_9rL($B}sQ)LEH%UxlY=F&^T;2*TNJ5B#J;j$Beiuv)AnD8Gt_qa05vltj#
z>rv0>vGvkbt%~N@3GE<Qf&F6W3D<|b*}W{uE(ZALQ=*ZNs9(PZ#6ZD@1@$X{LR(j}
zSM`J^h!f&^15dE8$tr^MkIs3QlY(fnp|Dt%u*^XBB4ZE;4V~By@^OrHL)eNOU6b9s
zI`_p+#hTAOItGqDDq(}kNQie0kek4M2}WsPccdZd<PJ3x_)Bc&6NPMF3=3g^8o>~1
zLRAXth<*k(j-tS^lDnzwOf|N07=No>PrNO|UTNIwWxv%{6iaPavm9F!N%v8#Pu%7<
ztmAX=&*9jwb^*D{Nm0nsNK6Oil$4ADM^N{=k<&;Pw!1g}LnviHD0%uEYQmc0!a3aO
zVEo#eO1ovt8jorF*$H#=qOTgZ8;`&pOhn<fV7sW@N(KW!`tjk9z)@P(0nj4)^vrsp
z;iEr3^iXMTMHZ!MHztY0*y`OJ-2!33f3|@_X%EX}Jn+p}b<*pH2xbMflWA!2XFUUF
z4B`b5I!kU=%cR<aB4;jECEVyjHX9`}w9FdxDVOE2#wRElB)inTXHZ#21=JgT5i_aU
zr@aBPm)D6r9xq*sa4Y_!C5h<Z=1J|up;D($_t3fOyf~_L%Q!Vv6!S#BZ&XeugwQp#
zG#njYHxR?)=ZQr=RsmGE)ne}g%oR%HQ}hi7b2O5tD@@#S!Q^fWjKH@T*04tO4yLX<
z8hZQMR3g7BE;k(V?jwA~>~yk?PwtXib@2L$Mz!*$5HcLLO1XEJV|WV@Vx}D+n_PH7
z-&=qHtpoXo+$6PZ)1`{<uv}Ar_rO2FEA&SiEEZCp8gbYT0CQMIKposJxvA;(vMhAH
z5Un~)LPTe=cnpsp2kEvW1FtHk?r(s;7W#?!qyBnp-|z!%9pk(INGS}wA_@!w`gc}Z
zR8~Pz)~^e?1Qk0IvoF=q_$;Dy)5@ENT<PWZ)S91{HuY)Pwx`UpunD}!M*z{$a{f~a
zV7-eGgyc3*(0w8&kE7)-u24B%3`Jo5k7Wx*y>isUBzHGt()A6qpp?tjguY<A?<qZa
z0Uh{xjO_AY7cVWNVKROi6ixmWi(LK|b@QnVO%2-SL4ETFL3pI_d@VS>$SJT;H|z(l
z*+?@0*HRh(INQI1lx=*I>o|d=kyJ@`xBM%|KUD>V5)0TA{m3jW@ZBf`A*Br*;9$(a
z<7D(wJL}=Ys2600|M~haHN!{(J|rz@^bu6)3<`%CflPCBGP<2ud}?%a_5v_2p5Unz
zLWd5gO&qr0iuunjI)P`9qbdIYTB(Xpy+<xN6CW%jm;vopR8mTW4i`EY?eN?Mw?^m)
zkpEihUj+yHlm=*okwp0wN*e}pDuIBBbP!`+MfF(57IKK~174#pRvN7Q^TppkVg!Me
zN4AX80OLCXNe82d9b+|BpAb28T$c%L1YYAlz5SnX<|pwHp=P3m&kPw5gU^RgQQyIo
z5j5{7D~tz6y)hJkLNIEv`TuL}eu)&{KD;V`JNJ_(`g1;`))xJ6AN=9H54@201|gxV
zE4K?g!D?m7z@7h1WN%og$Gjz!1l{;&ls`V{Z5^^mF+Vs30UN~`g4wR%8;(PVE9n2n
z{Qcf2-}@R!;jpdjy7pQNT@H3NlR7l_lZAoWP<VEj-v0Gg!41mPN<;ELPY|9!j0Y0*
zvSm`Oz8`I(U(_=E+(jTgjK||j>&1oS7A#H{Chh>4;5|becEDHfKopmw3Awe%Ad<!r
zq1JT4+eFf$LXW~>@83?#xP@W{`*&aOPaws0TU1P7vUf=un5r-cMGIG2$Nbg}S7^=Q
zHm(v>RSXGHg#Su$54h^Z9GI3J9ecFLfYkeH)FMAmAwgH(m&6x<Ou%K1%-Q?Py3T3a
zfiMU9o|w>A)DF3yBHwr@mN#v}Lz!2L27Dr@jC%tK$$5}Q(q!J<^G7lGrcrE)*yqHF
zoNAu2-K5H(oCS|akfX)Y`)n>vEw3);F;qH?#C096rPp4w8o#s;3Es|sKTKqf97K?L
z1~s>fNsRh`L`c>NV$m}BxdVm6N2un8N#62MzQP%O2WzJa<13j+zEB7c9!`TnjhNGk
zQ%wa*^YR>r>yOd|@_H*y;3qvS<5+5L8i0x;A3lO=n&6@!xY(NYCnVGEC4Np@0(2Wf
z{(Op1(GXoj%^T-K;dtTqrtc4bZ^2fQMM!VR&Z;_&#W5V;Y@1L8R(YfJ_;+EUapfoW
zk{#`jz^Ti*B?i4(VW%?|3L$Y2a?r!U`m?xP4A{Im<>_<LuMdbg>2C5`LfHk#(Pie|
zdpO?fujeroK*~#4D?peKEZKr2v{3JC4c48y<dh(|-O5G)AsvFz_6;U>5He-NLHzsP
zXRwKd>>WUeMpF>ipnwZPTu32G$sSQ{2{EDTvk5;rz=nNN6pA!xI_$7LL7VcP+GPx$
z0JGujIl&*P8)NncfYdP5Qzgen`6H+!dVc`#urb_<&PIo0U(a45D*E~&zt8PX0wd53
zHdrh7@LV+q(>Mqz{ha!wk|aEVqi~AnANjZixi4_{0nE)Zg<@Y}a)>Ot)Nf8>rjg`t
zchmrNa6z&03#V-ASh+(At^Y+{P{}udXs^S(5r_8A<|y%C!IXt<st#!vFhS%bhUDj8
z-fuv5PGfw-BS}PDY&mRnlpJ;(pfXGZ!-`UyjorDpt(7Kd@Rr#;4mlGCDrh76jEa8+
zO&U_TXU|EISo%iHf^<5QwGm87wWhb#S&jbuvo<TiuL~}YTsVzrdZT@|LvQccEZwn5
z3FiV8#J=!Xc&UQXA?d@6R&#7j;8a>FH%zYwMj1Q*M&O`4qwL@B@IZFfBHu*{A!j)V
z+~x13rTxWqMA(yhiACPKPCW0}2(n&DgDWri)X;F|o1;xIb9#jtc>=nafqx(=Ku$*C
zpb0v|N99<mP!7fT!>br1m~G?^Y0Bpt!^zqcymhqLoz=}dQ*1ZU9p5=>=|n(D!)e~;
zR2uhgL7#O{A}U}REMOV3Z#deml3_X&4l0K)i7bEUoGS_IwA>TU4=W=3LpH@Dc_J=E
z|FZxm%dZ7{LJB|c)|GJN+SA+X#((O!E+4qD5UB7St(LLb1RpkX^YfvlENWQPB$~gD
z^0zzomWAc#Z*LmM9H^eaE2i|h$d}DD{JGdjc-2;|MPBZJMPq0>T9N~`K$(xsu%O!O
zifZGBeBtJ$XaeqaQSdUo@s)3ZkQnFTQ2tpw<pbC}NSNaJiKRNHTOkJx!XGj#+jM&<
zJu&@s7i`}OqFJpZcg?+k$#D~V<-ErD|5!+$SMv;`hMM=n6a@kR8Kil(tbL|!e;P^e
z143OmXUpM1wQsEaz5NDiiJ)r+$Xd)CP*;I9OSZvL0tkE1hLtD*PY|hwcn9{UPk;(d
zDxd6tjc~|k?$ZZpic4bW=m!2bwnlamke1H&Y75Vbg3?us9{v&>RwyI-j7YG%cPaOd
z51{ZHRS9q(V-d({WsNNhY={l||69z1BiCIFt{kk>7vV@FQKjE9-gENAzfr>XT<}wS
zL>|`--==k-8QK8wN0J?16Tt0bhFH*V2lKT!YOG!@==c^Rj*<$9@-s}RkpM0BPYM5{
z#e7DnrPduYYIhg6Bq$sp+jVp$7H&V^e+#ygShqQ#bc+&8ZwBOfePMiazz%^UfD1B2
z0-_C*Z$@s;T|nK7_Y?{|;=@{af}~6+QQ45K{ie%)5%mncbWyNlEAUz!8cw`FgDe>j
z5)p$=ycb>Y^lbrA#?8^ca{B6(OiNfr+Q55RR15)dPx75;OO#WkIEd(t(ow>}n2)D5
zX}j(z=sU*1a(Dp4S4N5=YL4tJvJtqty!HS$tzEPg;g96J;wyuP0EjYkz;~oL1VHmU
z(S6HJ5*T7Xc_VS7rv^xv85!oHB^OZ1?9&^@hHgj<y>tQ}>QTD1?L;!Ww~&$3+Otrb
z?R~?~iXM{u4Kd0{bXom(TG|U4eT;lSL-S4%M_b<%&reMSJm7Ef#NMpmY0b$=4w?)j
zWN>BV`$P`XL`fi3-3BG@`c>L)y;B1j(2z|P59AD8;RM^jxqATTKB7Y+^3w%Dm#Z%W
z*csc0MuG<tvvE}NgpNm8=-~H17rQ77A%Ao9l#vaPI2>NpJe=X)E(fms#C)BAsFG6b
zCdj5I9G|G3f|PB`6A9<1-3H`Cp)`l(hank%%-w3IH-YP9-wP{AmNa$oM+OK#dzx&z
zS$4n|as;;~vVcU&1(+XvJ2l6VX^(*!YC6;c5P){PsC{uCD=p&=+S7mHdqnY;`TO$q
zda(Wn6|^Q={<-03$^;?o-*|5r6chLAqLJ*22Z*mklHKk)u{VCWoyH1fG%BGk825y>
zA0ndTC0eMdjIg*fUD2q!f<=Y}5^DGG{~7n_i{FqYNf6zhHPqpq1PX$>BcVee7Q&4|
z-SXl4RxfG5x04$Z`(6gnhYmqCQqUk!Lle2*@>hCrG8!_J#s;DmXo@|g&M5!K$fIz=
zwj#Y3fG6<z986JD5<G9v`U<K(pv3ms`5k${l$^5UfFWSQGl<CPo*|EmLAFZzVQ=Fg
z+3W9_PYC8U_|psk;9!J+hU6YJ77zA&{^#AdyaiBf;1DX~`y>QUeei@g`<9v{I(`Z#
z=r6VIF@)VKBcUp2X9Mro{~7m=1d;R$te~WVMAL1zfQH%^S(2DX6o_RZCduDwOc^nX
z17qw*K#_aF*qgrLx**Q!*c#C-g-TLi)Gd8cH9G2OaJEnYzNR?ep&s88n*znPN1&Sq
zv__5Zb=my25Ss9i&cNqo&+Je+I$A2RdP&ne{2ngfM3vrW=<tY-RGm7!q!NKdl_u~F
z2MgA&6562zHgKibfQ(XA)EJZ_p>hVkODxJK&>e_MGH|r{sp9)>N-*$XUQA#kaPEMK
z5c)ruQhbYYOeP<Xnr_3vmSv<rzDxeVyPOc^!_shOAOFfQm(M;sP!Dr>A-bpgzy$BB
z(~JBDpaT66<?|6eTpMHx=L9ciNwB=A;`(VeUh(C@*Q7Um7y3qt>G~a{`-sAX1Hpop
z@gY5FwKY}+4pQ#Oa)CNvCI5+6QK(_35m7<nrLKJE=V#ba;L*7hFF_8mK8z@QBL)6^
zRJQFW+S0^#tqOMXyRHL=QLmW|@7&lIASHb7Y2a6=9b&*$Opu>K&kZw~mBFc|<_fx0
ziDor|OsvWF(9M%kM1-{v#g|R1n#a3;b9D-w&F5+rF2xlPg<$&;{YiYiC7=m=P{GHy
z(9bJA@_z3aAgOx~;Zax;iF=JKG*S;1;cN3B%|I7Tda$7CUTl6*vC&>_e0IKyi~gWm
zNqzr73?y1*;RAmYl8zLR2=2s3AlxvD4;eCw@Tlrx{dDd&rJBdopd9DN&-;QV?H{@t
zJG#u8dglWNtHWx>KFwfrhzn5*jaDRBx7j_>vGdEz87k&UMPrDW8;VI`Kb<*ImA1;?
zdAq~-vyfEhxNU50ANs#*hpV9En4zf>=X$eEJ`Pwkt{9O}oXBF;QSN$#T`SGm!S&Lx
z6$U+GN|C8BnOV6h|C~l_zYHT3zp^po`*Q1=$+egnR+ba<mkleNEEnwk)lC}oI~7|C
zL#te851n}zPb%JRsog_oBekN8O-{}yR48Qk5nA#H8%EtbHaPmrEejB##th0oMZJ;P
zo@hQ6<wve8TB9!#Su(!*+Y_;dF}Dg>;m2dBqH^A|dbR#3w%#m7#$&uJ`Rn<ZOeKG+
zjK-L_6yK5v$c971S213bjE9!3i3yW80qohn7N^MH%6nfhAi5eYMf6Sm$y*&w_S?bc
zryRGUfw%0RcuR~b6zPe*pTo+a*3%_tqcTfW#7yW5Huk;{%tPxyvQEFg3SbV9%;5Tn
z%F$;)0F6|j;sz8g5DLwnq9^+08_-Z9ZY^c&TT0)#u)P>?;JIFJjt;KDg1P4@Ubm`6
z^P}18g|Ts@0v@$DO;U-Ruhbc?m_(8sB2lk8-YQdBrLuZkK~*Pmh(SVOrM?}tc}b0-
zoyg~Wl+@MF>&p6hn9PVHp1M6{jU7p#t`hI`8J@sw-v<3pAj|h&5qKO4;Uv#r%iAYn
zxLzM479;mIY^BfJrW5;Q<-Wl%I)jp1y`-;4JSEbI8Fg6n3YDhXDfoM<ou+6ApX|!;
zhVft$W)c6>BxnY);uj|Ihhw1311*f1rhoWdx#F{g&qP<Vs88&`()jr3QxJXC^LzvL
zK&HG7KSg_GPgxiEI4LrrDLZ&H5LTeV*A;?6h0xIUw)8`2Hu_rF5b@93-{V8&p`GgK
z-5b*0cw3NIM)M6P-Hs$l+K$=F1py(M=uJ!Z=TqK3pvOW<DUA!Q2LECSc<zb}1%o{%
ztUv$YC8+xMnR6#1{rPhsEtF$)1h@a~Nb?yY_y*yt+6#e$YL9RPL>D%4|HcA@vSJ`U
z@XHj}__Nd-6H6?*%5@u_Ahu#+;BPV^1T9cy#s{?iF(N=v2to0dUB6PZ5?o>{T7)|K
z&tmzAz@{;Lh%Ild!Jj__;>VueCv;F;NMbVhLk$#hu#QMgtULd<Y`s-c`BnnQ?JzA$
z;R)ab#s4kkRuTbj;k_LD>#CqTKw+mkeF$1pbCo7*e|AJD57A6B05C}==Q&%^%&u<T
zf9MGu;szQN9R|jrIE~&a$j^Tc9WQ%OLn#ARv|3v{@VBed5e_wPaiK7O;#H_&{)iwp
z7tw?IJP@CscokRzxrOcioj+gTgIa?BrXf%d#!on)6nn?N2Q_H*$tEF??BL{&f1bGo
zkq5b`n6SV5ANoKApoNT(I(&b*d(uWJ>nVVvGlSlgQ;5Ab4A2ZJ-N;1Zzk+ZZ2m)In
zn!&G{%};YYk0xf+Nn|TXd^hhY2(=W~>X^*`d;lCd01VJTy94>D{Wl`&-Gd@#(&=50
z-$SGD4hfQ$@p1SQNa}w}<12tWYtL$h7Onn1L<qYHK~}RBTWL|k96}VhJM@R~AWtI&
z#1PVdi1X8j{gMknjCU<*F#4USK}Nv?fEdIT825i;pMY;-0h{U5_A>sr<_&||Lu!K(
z@_L;#6z~KG^WdK)NJs-Ou+p=M^4EIYf{i2sZqYj#>_lbdj?XY^EtwwQ9|?K?zv*$y
zyN?_^QPxjap8zeMvQQeQ#(__%bItujR7y;+Hu=cxn+n$N*NxG_1mQ_6cfUE+RPqb+
z=UdiO?2&|ah%g@>{0WC{K_sBgDzj$u{=drv-n;ju;BA4=l;`C!!U3S8Sr+>I9|xNX
zmhfXT;^Dt4MJPrHz)6lMY(6VBAN{~T(0!o%8_p2QJ_DQ;7L;uNy*}u(luux&t#TE%
zv#G{!p|HtE67gb#|Ee8M2Q}Q^%;Xz^>Ms&4(tpH#1A@XD9G-wY3XGiC?SOv`M-~Z4
zM?sgE1%%>HwAPRQ6(tz>6`>aO7n%1ccUeqnSz~hS(IAN8fC3TE%<lcA0HHOsLBjwo
z!+`+q85&0tt96RAhT=ao2a<^>Lx^2~G+U3!hQdmN8s13=Y{C8f4+wvy@b?~m2_In>
zL^A|Qs$JV8DGKu$Fw~`UJ&=$KI1=z6L(H@PF7!XNO@WXaZY&m*G;K){YUm026^;9I
zpW=Szg^!5<lt$3|g!z|X|42IYN6>1~6~5m&DO)}{9e%GM%tBnQ_<wk@e_3*)aUdT^
zc!kM$fXTdLQ#Mmd$|e#CK7*m+$M~<&{TT-TW>k+iUm66-aZ}x*W|IAWKsuDUzTr_z
z*-U@5`+tz*7Az?J==+DW#QCe2pPzpS&W(J)yd@L{J~gK7yZ<i%{_`nJ$(CTO;sm|J
z7xy}YaqD-=Lrg05O3Y{Jj)_2h0%U|Q;Wi%sW#)gLMajj1RsLY(cVB8@4I9xHlM!&C
zf&8mu+Dr}syb!d55TpFM?En098QJGx%ucMQkX}rBlxO-EQw-n!E$08P4MHi~7tbf#
zGW`4=CJ6~Tv&ujzU5;Y+;LzBeQzF@2u-ZNkzr@G?7xz#k-qXR|cjmiU@_hBVmD)#;
zvL=DYUOXlGb@upwe>9K?Mx|!>+gHcDLi)CdT75VH5geieLRmMUT$Ltb_x?ZpzS%J!
zDrjl6u~?R9eGxddXrfigH<0a+ZDtvIB*~2R-J6dLAa8P4#!Ytrj~7tFcry^StqBW%
zuwkqr_A3ODGuP={Q8zHnvaC?X_;WV?x1;;#MTAa}LN>j-yV|01rKQVbjFi%Zx-|}L
z0elV6blmL{hx<PyLSclR`Sy_4vw@Y$@;$UhtWRRdcJngXUWlfi0KU(p95%I&`Fb$6
zUYlQEy^+sxEvRzzy#@?+EhMS<CFQ^PycO{Zlhr3#7*}3N2~%H`pcqLDYHTPeVD%Q6
zth8k_hv()m<V;X8NKxq0oAg5;z>WaFkNU1sm-NpDpi;&+0B?FIHi5Uv5{bg0UzK|w
z8~RIc1YZwP$l(&5EF>}ujYg5qh2Dk0BIL&DO#}1Q<Bw+aTZw+H>xU%NmI_zel0?2n
z!hb{n)u4SM6b!<hp7w)&skf!}mEE6D<134YFTsGcO3T;KLNjP+fKUz744M-D^FDp4
zTizrS{oS8|;5;QkA?Gp;);rhp5y~%L^?CB#MT|nxbV1Lt&+qObR92yu{k(*c>A#ll
zfb>;OBn4YO(0)uA!sj-nvTeIc={S0>HQfwlt(cUGEQQZiQ)cPbq2&05LSZ=k9WuWE
z2tBu(Y77Sd8AFezNhPyng9}82@%q74iv#TscrD`8Upy%(iB(pAvIpRv+w_M3FP;Rz
zpL0+EoN?pvM1OrzjpCSk<H?M<F*r02#_BdRLkE1SfnlVB<jEHLEHkDgdo^u{)Iv@i
zVCdFc=;Y67uj|V}FhvJz+P2F~cN!kwNde(h(N<lp3lX?g6mo_dp|;%|G(wBUQjQbt
zEc~yh-kgi?+0xwfR@)BdoPM>5c7Xda><*Iu!)ZbjSQSlMzlYEh6f(&}XvE5zww-Th
zd$ZemB1s0p(V|UEf@h`??B^@d6?s_d#-KEx?QwCk(1=B=o&bg`vVYKIH-y5^jXMHS
zp*YMzws+70R&O0f#f^(9C;C*YV&I_jNHZMeN9|7rn1)=|f5dZoTXY~*=1V>42%9^X
zzYU8bMjjzfDCW%j?ku8M`v9KmkSewm1%q5ZRx(y6@mV4>R3bKjcm;k`XF&UHg8Kqn
z!1+QcaGE5_*kME%JJH|`H_MX}S!^)xqOSJ(>Y{NCT!m>u*Zkw4A-U=DWOlH{`*!2^
znK7B_#HiwEaP<rB<*Z#l?I+BF3b(z6!|=`Vg81{#uOHaq3WCXygJwDJ;uPNLV|kuT
zn+!scOwRiwqK^{+7JsIBjg-mT0)lL5VTS%(l%@75Qx*iWBtRHV8L{b^z1Q>nc)2Za
zZ29@IJqx9Xsb*eZb|3w*=Ej2?LoOi*eDt%on{dC(x;G*Tp(L`JLyb6H#D^!er}BQ%
z0H?BYXDg5-{9Cpw7(IB_CZ4wb&e{zOHVAph<zf@I1!Sg?VqmO9XVISh<V(Qgmvluw
zaMl3iR{`es-Kp4K!A&FK-I)%=d!dGBq-wp=ouG~)CQLXxc>R3!Y0&*GUIo0oE-_Cw
zZ-*uR1o$-N(Q$ESdUwdmFN@X&43)1v5me=W>feeK-)_WF_to{~;`O+xL7Oi^HURW9
zADAbjGN&!qZ5J~M`rqHrCfnz;s!xwH+#fDC>d*XwZ`VVV4K9BIa$6<dH|aOA4~5+t
zbcOCu9(Cba7mkR81(WpwtAXUe0vo`xP`c0)MxB)*NjMvJWzlCuLK7&&VksQ2`a>j6
zoQCfer~y6w*|Y3{g2Q$Pa{m^vM$u|6cI(6D@SgMr3&J#3?w5SnF0RL&r*{ZW8cs{V
z2G_70XFu8h3^+)86mw`LW0gXRJoQYs<yOWSUSbq%jAW^reh^s$4!I;<tzkA5S?!zQ
z$cOeUOaAI3#zYf%iLUbL<lYvnClycPixS?;8Gh0p9Enn(fjvh=#+AvgOWegamxclb
zpk_Gm9*7od3Ne0`;=u0+u^`~k&f_8d_AU=uO=P&>1ppcRv2R|Xsf-MYjs(*q_k&@f
z1LYnw@YG|at5C5~=sPHu$g#lQT@qm~$xSh;PfWFB_w~&!cKF&A8-^0mSKfN^HZSb?
zsU_#{dN2wlw7f9Nl=G{!2CP>?3pf>L3ec1*L*I(37oHXr*X5taoq^$ZyQ|Q7k<3fZ
zXPEMDdy@E)U7*PGNb^D@mZ=u#0l1XT!2A_rhZ|!Dill4J*Ow*d0HqtcBxlidzLqVQ
zA)>u^euo5%0B;V{R|nYA$7{v)y9aaJdHiaXp#+>0<{H<%XabkCAgJ+7aZ9hwe+MoT
zcv+l2q2;Vq(Mz7}a_HE<YVWxcDVn6B?b=yFl?@Kj9F~~79RToU^67%xko);+{2DlR
zb+VT4INGeFtVXuIRw<I|byXW_x(`0+HZ%;xXs32U-Li5#YDS#Qp=Wgh;8z<>M9fKS
zEx`#KX6Qh9`AY}v7lQlBM{{OcEb|Tu730bpu0uMCH0nOflS$!^d3lzTcmH2|R~`@b
z`u$UMQI;%MB_bhYZ)Qql37Kq{Vv?<Fg_)tr-VLEd)@(7dWV?lNk+D@=$`V2(j6Hky
zefK+4SGVu)-|t`F*X#O=&&$kwKF^%zob#M>-tRa4kw>-GV$4>?%m?^aRHK)j$=uro
zoCj5<DR15rPg6U?-{KG-^>}jGs^*`1fII7GXF(=)*z$E8A>66|K9|Rc<f|E<Gs90T
zH-3e2Qfu97GqU>e8m&bzP5e5T^5?NY@mpXH+(sc?;ML8-T_!u-oh#n!#+|AyEp+U!
zI9y0QRXe=u{Nw0p$0S!T@S`#vc#{MeNw%3AtVMJ()wN^u8{~Bed#odnEko+#5RnRv
z(ADDP_6jKARv-C&<}dVWhgnUhx=(;M4C^6bs4hRo{pcqWEeW=XWVUf0Fy>dA+-^YF
z3`JpdI$~%UvYR_@BtFdx@+qx*{kTmX5c(Q?`icVTLG-xu8|ooPY@>~AVgZC6c`Zez
zu*W0wXv|yjle2b!8L=68>gtmJbwQr{UJB`5F!rsFmUZ5yyp3Ik4%ed(w}rwcg}j86
zm3eMZ49P=;g#Da9B03~#a2}!&)!xaZev75`Q6?q24KU;nMH_oay}b9j*K^(7VMHti
zlVdg<B>O>QpB;#c4}%Ts<|)x<@-<&;Kzv@POJkG!@SUF$<&OxD%m@bEVR^3PFEB`c
zO84BVmA>(F3B#+lg7ZL35l405VsqttSe~@#oE0~iP2HgC1yHAx&9Z`0xerNzfpbf$
z2Z{^PptJ0VRJfpd)B9FK2sN(|^z3Jc8xyDBF^1Deiv%QQ5uElj^1vqWs&Wo92p^ti
z)F$gP=v>ugFpK>Ns${`!DI|SxBUQtUN5*Kqot9-7_K%IXaUNZ32vL&YUhAM|7)MZ$
z`QkC%TF^w>32ve>;NgZy3bH$fmQ+q_!hao9H&6tcp>$xSTyq$=_r1!UGS)>umhJf|
z7yZn4H!%~(Aly01%q~&k7a|1!vMK;CO%~%l;B^Yi`UHc)bQ3>jT&sNxkPUh*hqM{Q
zbaKmBJ?zag;T1Vi+JzCRMYI4N^Vi<b==5AukFhkgM8#v#jG{2_K1S}m@)Le)6~MtW
zVcd1owA5*Apg7<vfavAz>7~ODT0~@dTHR;YQt()iVo_KKOB7$S(<D8!LLB4LC)8R+
z6fo+q=kYQMDG29XwQWkew>pvED8G-z^)5&T;g}T`no{kqmXdLlxWZmfO5<lYPD}MK
zPayMghZ%7B&sOAe$SbTtW%;J0CLvNV#P654_aFC>41|lZg967|84*!G3IQ-r3%UL1
z(2cpB@Wm16ZDBeAToazRJ0E@$$|nNkIwSQoJ46Kp&si6zM=K*hg#PACpZA^(dt8#{
z>EE!-sD>xfmGO=h4Ctx*&^{bc(758*ZO{#)i|N*N(fCVdM;`PMH=wbKw*+C9?B<O~
za)%A~Jn)&86h?dqRam+ri|ah4C`rk+O)>sbhZMnUfMVUoz<7(Z^-yoktZMWz*yjF)
zWP&c|Fxy3ZDs}EC$GVt4VrDQs$zImT8d5P%8$b!WJ~|YD27j2tm7fB4-1AxrXcIMo
zNjTyp(&tz4?owCOji=6r`s-|p5~UL|in_T5$4PV%CPX8C-Nx{?tjp*`am<W}L7Co^
zu(32hH$OjxoF~p@jSph_5#W`Qeuu3X*?3ikea8ghBvG21)8P6V=g=)vT&aIDn1Nl$
z&4_R&t+2n+M^5Zq1vNj!yoQWJzeGh({s9#hXYH%v|2AxClCr-13)5jM9oTx?oeIs|
zbK9$pUK?2!`*=W9s^rYZOy%Yl;gB)OkVjdk?O4V1tB1nSAezs*f#qT(Pca^26U1WK
z0<KEFUeIR>uWV!Dh4&pG0~xc>mHN_ikgaX-&9YhJi-&$K>jK=BbsQ2mzR!X>PjB&T
zg)W}m$g}3~DAX9{2)8+(#-|g`1^YCGH-I0~<0m5XL?UFBe!#`3XU?Skknu$JKa&yM
zdHRc*eSkfeYKTM3qaH3szv_u*(Nsoh6BIr{qJLN|RDMoFaky%U;xJuZ|A(GbIKQhZ
z1z(!&Ma6<kg*#eASXgF}JMDlaSZ`5q_X$qpQEGys4T<HZ^q>scM4Vyj)x1tinU`0Y
zq)|-`&n1z^el&EK3Psur+Zs!v^vj(C_IISi$X0q@AA=^N1ZhR+BHQJ`yn3PHD!GA&
z0uyP%uTG4*y%;R%6piHm^YY!|Rkkly&EeS;(Ez&Z&&~@S;BUF>sullprD@l0XDY7s
z=V^Ltr9OZjqNpjeVuY4Mp;&?sG9!v(y*#+G-&$y^r7FuAA!r}eU+GUVPQFkqw+8v~
zt2+SZor)VIqiwsLKO^#HG-6CLBjBqgI0)JwOf#t#>gS{Mjo59EWh5d4QP(5<LIHJ6
zsk?fV6QxEo#>w&p0z3-PEU#Aq56}RT>NbPt>Vq=|825+@yBZ>G*?XOhZRRiW0ILB|
zyjZlE-I;6}0OEK=Mm!<VOE+2wsQ_{@)XZ{82JJm3`;?tdwh*lnC-%5~!-ChkBRMjd
zTTILa&eGXW&OgKLe5K#Q4z%E5aP@#&$xfLY4F7~9nfp~ow+1sY4OyIBceEShI0EUC
z-1AXtdSPDI9X8;Ysu`Gl9kmH&h+HnH%}Hfi(BiHnWDDk=f8PGBkI!{S_3n@yIZ4f@
zQzOPod|+>Hw6lK}n;mg*4s8*IT+coo^;{b`^g_NuzP{uWd&91>hXwHI#uZ)Z&tF-j
z72)elk}FMJDK6v-Mgcd)zl!pEv_eyK=RUt3%1^<~t6K6<G2`D$CDMX?T)J$(+C^}L
zb?u!ZPZp_ALATea-1>LK7Dh`-fYZJ>kb#t$3Ez)LrI|{oKBzU|s)UyH7!Nv_s@|ug
zW4TY{Z+Yq~F8Y-tJ9&kgu9?X*+Z&|FkeX&8e8lcyk#90YfMlGscHF7i9NDKF7e|W#
z_7bFuAaYa+5MKhAG!DqoTd+m_4>~v`Jr1dcJ`+g)j{#LxYMp;D+K*<Z=Ee&32x8Z2
zkooN1@lTl}m?%xLVkLdKvDAoq2%4LB{$elI>IAx?&55L@<ibf#qOu6Lt1d}OADjH8
z>vrR!soanp@*VP4xAN+)kMaADoNns!T%Ys|Fj1o`8z>Y0>)JTuAnDvV$X;Gv0KnX-
z;KPWydFWYeZLFdzs-V-Y1tQ*?d9gZx|1ZL46AGehPgRwafL;}5aO|IR4`lOc)RF9~
zJqzCzm7oT4=)lTCi*E3G+a0P4HW5f8z8H`xlJMgQTZafUpILNEo*D^Kv_}PFOg@%P
zCup#SOIZLzZ<Eb5T(NK<8s*!>I=2~BmoX=tz~6Vyj>>7GVx$flJv)(RUn!oER~)46
z6U3C2UDA=tW&V4!(|BvGr06X*(z9q|{24{bn22lM^Ot9h67Ec$X-U)MDzn9mhJ6(a
z;A{Ih2!b@SK%`S(j%-0E`-QmnxL3clZK;~pY3y>L;6}`=H))$;?!E@*?tdg3d|}i+
zlpV6`pK6OO1Ff%1U9iE6cKYi~#clgNe768LJCEuT){e9KAoulTStr00V+MO_dcqL?
zyEW|dd%#&G^9?Z?;v+0v;=Q(3mt@A=0LFUUC^VH_<gw^p2_GMycG~PCmxtg`B2_y5
zrqujwOl~l*f}H*J+G)O9Y%eQ7lgBg|`Pb(wmQ00LKCS}chb2^4hUs)-`cmDFusyO8
zv3wWpWXMWj5d8cbvRK7`&MH@62`Li&fR=>SPxfPO$c5NE4CkArl20W?ZIT^9f)dss
zx4_Y4vi*H{W9O-r7N}dvLHi)g=l#8v_*k9PPTg!uI=(L$n=a)#Wzqt~S7m<;=$>eM
z@X?2E-(#dfK>(?t1N2Q=BqhVoJ8Wep5Fs^~s=e43jOv+rWNT?kQy+81f<aO8rgIYa
zDkBdhuh|`d&e<dneY9==bK7AWuYy}!JMBIFSoQ7Ox5j1{_uAA)K9-S2$i{>ptSPVG
zr5i327La;E)?H)>r}8W)NLy9q&_gMy6~*4}{Knf;TZvx?-328fjiMilM<(*yIuq}z
zuit4~+sw$uNW0B?={|UrHj<VYYdmgmQtFZ&3y6ubQrqp2NeIcmh@F_b7k`6HUl*<S
zJSRMwd%MF>^!{)o;ClAzO>zSgy7l=b94?w;OXqY`fnI+du(A^cE`&JwzYN_>N-2vw
zHji#z*$Q5yRcFBHZwq94f3y)B)iB@m#=(0`E?yyHje2-rI`qClpd5OzBQjoF8_2gt
zc~-T3n~Gz#Iexrna<Y!Id2FCD?IsMYd`jNCXm-<X?WIw!?sbfMDgb}bv+_xO-OUBc
zP$4{Lk)x<gY5mAmj4@-lqUT1@=9MyaH7{p1=J(o*)arwInJ11{-mU5Pm6?9?^C66K
zYp9R&$qhtQAqsmbbsakPzUFf*uBTg)1n#DmyD;Kh#c5OwbyKZNvn%~sP~ZUUd*0lo
zBwz}iFZCqi@t{=Vu<y}Gd+f`R#>7Ipo(rpKWeEGW{dTEA<6ds>-Z?5n9U+z<SJtZd
z)9-?5?qa{^n(~DnO<V}{RrVikBe~R)4H;4s6z;TbePz~gjM`;^^bPSl8@ml@Ny+s%
zKkQkTiJM4Z&BrG$fzum?!LLg`&(Iyi7e}RwCK7fQgr0RJg_f4bt93}m=-Y}YT_e$_
z@>at=Q^t;Gopzra3`&pYes5&dT;Rtmh9P0MwI(013+ucro0#r7x>yAKJwjzKrpY;n
zQHdM76)7g0e+=#QGDKL}r@!=L*G-ULZN5<TW*K6#kl2|LkE5G=K<Bpoh@8_Ocil_+
zlGm~L5@FVwGu!w&yI{AC_p8=jw5N*4dJC|Nk#VA?vnx}J{nf2>=)Pt;F%-V*W@T8v
z<r}Z<p7?WjOU}4Xb<NZXB;GK7UKb--D0UT)v8@x3p*orv#s*PTCSf)T7uL+PF*j5<
zHP$D6ucbNV0)<o7m&<GBcyCOW;~~^A%Q?A>UN(>Vu{uiv)gZo`Njg2fT)N|mFV$q=
z;>_*c#puNB2*Q`mt<81c$q>(}mTgd>+P9`xa5B$>4^`%0m~fHB2zRTm{N9q#GH9Lu
z@~*!6(|pa1Jf=%z%=_8RXmR(Y>E7NgeMRH5X@Y)e@$gu3*9I7xTg3c0e$Mr-X)(e2
zy`hQw_Qy2MNv4ghTm}=F3@lC5d_qI?r_&;$=SaM2RUcjia)kE6{7g-9z5&LLoElO+
z(<S>ED;<?2fWYJ-F29kjT)eWzBQ#OsHfwPkLdKTy<i!}j^JiVBj$qF&t<I0Qq-pIA
zY_+JhOSy$})65+UOc3^aR68>sLh6mLgaxBaSA!QUi4k7X8<ozDX$v^;_nOdaJ@ihp
zRFOz+`TN2+qgBDXub*>>Lv=AIP<vgQ{3~CS&)9s?o`1h<d?%Yo&(rL5!>lXKzb^A`
zac-8nPInS}MII}dt}l#TI=c<jkYu%j{6H(HZ2N`|4Z9o4XBijbXF8|P)iQ?Gd(95K
zYk-m}5lW{a6Eb4lJ!M|KgTH@lgEHhv(-Nn_-26=oc^SNlZ@nzVFPJz|lzTfN)@%1;
zPnsnzNwZU#n4AO)1yW)?|82DSne8kxx?Ji-nvHshW^bi4MxBR<Yb5X>vF%cmxvLv7
zlIERn=I_=li_brq{L{8oeq`KUmO%mB7z(3X{pyEZ&};d@8XS{IiP%{bu$UxrId~h`
z#oL%$tDW-*-tR^OmUIuz$?Bvv9_4KIk7?0gW`82F!0L3llw<F)@74x;a33A)!G1N@
z_doq(B>Sj8uQ3^G%jR_R=gS9Jog#0268rHf|L>RIl$DzFXgXMbddZGie|rw4Lo~`4
z4q;xi{qzXmeB;hja)LkL3}aIMkBdLOTjakt@b3!zy8{2Nz<;#@9mB}qcI~41fL2w$
ktOVzrf1T3*{tB%863T=17D6q1?}8t+nvN<-<(kj`0lGAV0{{R3

literal 0
HcmV?d00001

diff --git a/assets/full_featured_agent.png b/assets/full_featured_agent.png
new file mode 100644
index 0000000000000000000000000000000000000000..23a74e721a02765fabfcf758d2053b487a5c6b1f
GIT binary patch
literal 138915
zcmd?Rg<n<M8ZHcoq=a;*bc2$M2I=kwk?!tZbc=Ke3P^)AEV^4jx}~JM>rVDL+wHmE
z-G9O7Z!MV4IY+%Uo;L>Jit-XDNCZewP*5mRl48nGP_PHUmk|LDxI?Wu@d648TE{|E
zR8dM)luXgl&eX!%1PY2a-X)G-Mg$rwgmh3*>}w8rt}t!dYq4AH$xnfBw_Uj#o*c+~
zt_}L(WNAnQ(fPGsf6=Ilidvz+hDE{IN2$?drmAzQVvj`4a3ayyM-9c@S%@ez%V_&x
zN?;tMWbn?jXUnrK0KRU>ReX3S-rZY_(R+W6elbj8hu3g<N08Uc+mqS44#$qAcFN4j
z@BYn3s*H)+tlhY<8kem7Rqz@^zU^t6eHFO^;+BoP#?|-D_rVH+AWUPnRhd<47vWUQ
z7R(D8zhB#=kdOU^*@836UMh3z^*$1f(R3JK#4!mL=(qUqR!IFWLj`--d5iHFKbS&e
zlD<@OX8!^X9aG%yU?HNQT{Pah<7+Ldg`nNDC}x*i_Um!af|Eqlc4vZmP`F#hu|==t
zCzTvcw>oo>ygq-ox6|sDx8E1yvC}HQO;QtxyZtcMaDj@AU~16Ozo-IGTirxc%2ZAc
ziXON|fPxOSfPw|Cpn)#|@P&eU_8|lc9{7y`e8oP&{QVU6;M23;*Njgu3af}pNddoA
zj2%r(Y@N*QoW;$juz{{-EL1g}HRWV^jqPlhjo#b6GhueOv43g;1#;&FE^SPljmX?>
ztZkim-T5j0dV?3Ze!9&<LH5@x&Q|;snsSO{qIQlZWSq>b%&ZgwNMvMWAjkKnyvky4
z|Jxk+A3ue;v$H)f3yYhZ8?ze+vz?<E3mXp)4+|?h3p+a#@CK8Uhpn@bJCm&w<$pT)
zyB{$VCu2toduIzfTe7Eqjo#V0IP+6bJPq{w-+$(5;%@QJNVZP@T^6uFmZv8yY|N}I
zzxxK7f}Za3Dq6UkSZj${*Z|}K#t>j*<>Uta)!_g0=$|3~XsY=~Q+7`FKb!vX=>Kl2
z=49e1YG(rs>MZaNZ~oi(&xikQ2x56!`yaIU5263M3s71B3B>Z7YXV4K3?6P!P(n~r
zV#2EK(0iHi?yB9>JqnVNznZ6^A`rryE1+=1HWI=jf+=tw!cfE%8T}&yvBj*>u^GuU
z6`|=OXw{@)g<)ayLYJ&)>AX)z*awHd5pwn?H8mZ2WDVOmZH?Ryj|ATy@R;R}&|(rG
z#zFnd$G;R|y;99;1`mS_`rkfs{vE`v2(N@-{@))%Q5dWP>lr$0jDHye3Q@6s&CMTH
z@?SpIlKvf;D15<k6#qH}B)2=%e_sO%FhG@2L50-+dxB3BUyWJ**Um92$f1$kIQOtP
z!~b=Tv<t_4|3&~I7*1e-k&w&|>iB=7GgL62FZ{m|K(Z|amUdybLS^RFzwrR$lYQ^u
zzjlr|69)`H=!%ps_Ag8lf?*T;YyK}~$S6gX(MUgH>eLQoXCCsPi8j<e(oEj+(|AN;
zC4H^;-Xh*Y1*SoYvEqJ4E~_s7M~~>tuz)-vC#SFaJaNOn4z@P-URU{YKVg5_n`xUy
z`Bm+EDV_$a<oSugCHDj@i|>j*2R<e$TV}q6d9|VgLloPx(LeVm89G9tf}4)EWtI>T
z<Jz7h5E;~|b2gvWzR%#Lf=^;}O^O*Hq}-TWqM$0bVtNGKR_or}=zM$Q@P$aLYEBD|
zfh`zWCVtN4%aoO!r1h+0YK%h=tR$HiEH_D2Z)Bd-9|A{_01VW(=eG0)QS3zkM`7WO
zKCbSVn8#Em_hHND+|N{vhUA6kCx&z`qJ&$=ld%_ZKCPq492VOnK4lDQjn0Xd3g-!5
zAs%{Y4(YIxZ79$&5?qS)k^dtw-^heknUT3c029!2VO8P$MI&+h3m2Q#vmZuHJTND{
z1jw)HRezY|BIA7gFkP3Fpi?&xk3D$a@@DjW@Wh)4;@oG2kw_DZW#by$mB{4Pe!?gO
z^HSV@jV-q^olE8qMgX+LI`AG$r~w2HHnmMq;Q~WRq`lo_aQ!UczVVIt&X0H`;sXq&
zC6}JsSW+5^>9RNJp7?rXt-5dQ;!A$bT|-#4ux38EzP-pV=+8NGrc0#J-q{-5v(P9J
zenz#Bm{5eq&-k3VFtO0qHcsdjAPP}k`dj=7e@Nif2SDTu#^37!O4m;Q30yr)@1}PG
zX5k3#eA_KHIEnli_caBt9}_pZ&<4Lieus5N@UT%Y#%^g3ltg17(9i8L-r%Dd?vK7_
zh`&>{@xx*^HHliulK<_!jRtq?$MBJ$PWeGh!r~4y<1hVOf|4y)?pqIgWnYSK2NXGM
zHc=`S7e0Q(3Ri)AW)iV*J<Qw?O@ZqDT*}L$x#qCm7yr$2lKy)6@qxx=cM4^|iBa>?
zwwMKqQ1oviqMyLBx7vi<?H|Db@<<Wimf=}ra+;#R9`3rLco-y>*jl#YkxLx25k6QD
zt9LR`JmZ|ERz3d-wn@(dwH-A#bCPUhV-S-nQbpcEc+`_|?aYG5bFco3nfpkr8Izr!
zpyPU&_r<K4<LNM$3<TqzfR?3&-|Ip%a>n!i*Vt#reyZd?2~r=dAFc<BO&U}5u>;w@
zH&Rn2T9`j-#pb$sNcJbz+6iJq(MXdt41Cn`Wm72-5fPP}JzW}(dk9T_d{u(>%6h)L
zv_Elc4d~8)7$a1V{>dJfnZN&*EC7MJg6@qd>U(a;&l0=`&vo+a%issc_t)7|i=OvC
zE^KaQ26{<&4pU~8D5<4?P8PhYUNgSn3X4o+IO**_e|{nrcv4>_Ai0`Rr&MFMxc!1B
z^??2|m0-kxS+hc@(e04gMOE{#E#O&Afpn>M%@@tecU!o%$5|?tJ^C|u*QblMj^{g*
z?B?IeW@`X@u-35H;It**aM*JD#i%pHu@i;MJf8(}Bw|}Ud~z2AkG8X$Vb5_bl|&P=
zEgU0p>ug=ovsP)``x*@NwOgs#<Z8q82@RiJjNpyst4uz(q+n#+8|)v!2aDynW*h(5
z{S{FdHi42zwI@R?q=>Mm3^S{r7cXA?ee$it*2zpEx617CqS!3QsoB1fnax7#nW_}O
zdtakWxx||I=_w0UzNV6vv$0ip0*5j$Qa~kz_~gll6z*^}nL)L)%6n<<g(6tKtC_r_
zBW*jIll6Xf*F8<GZ|}oTKQ<k<=y;y}BF8oGu5>c^T0&Nhdoe2b*mt??$C9pwcVe*-
zp!w~+6q9ZHn(6o#shhm}P*UGGnCD1WdsAd^wKntW7yI)x==?It%%#u8Di({Vi3*kT
zB1X$hN)afYgKo*hbp7tnr$k>ij2xS1+oDam?|sh+3OU-ZTOQa*HYl4`D8hoBC{RdN
z5WH9298NC~1c*8%(j*wB_iO3iL2gRwZ^;*ec>wIx2&t+T4M3wd#4ik`jC$eLk@ERc
z`gv7qYS;Tnv>Nq+((h$dR?`DxBe9!HvVPznw{$fQ!KN31zN!m8RAjApcuJQ{9THKH
zTx6@m=oM*~ffDcIG&3Hj4gC7oVg+N==+ufn;_Q;mVYBG#9wH|S_V@R*n-1aai<@;Q
zlV|ZCcVUj`_-~=;Z)SU+NbxxTiW^GhknnxDHfz|gozF0FY=Wu8oZcVLi)^c+iA~$S
zTn!~nvY5!XXouQ;U|l~AYEO^r$P8lb{Tw99`Y>k%!l74{T)tWMd)&u5I4Qi#say7K
zdJuvf&Q=w?z+)A%ZQQ1&+dX+PLRYu9;PsW?%xM6;^?SPp3jhcpXE_w|4A}W_VG5<Y
zbh6XRXyU%2CrC(tRh$+vYu;qXR^!<L_B+{kGRg4~m;5WB>c`~ljqefIBR136?$g8?
z*~ZfKd@q7KqV*j2Ym|k;9klSfc#R7S3zZ9%smeu+SG6v7%Uh*|6I;vW(m4grwK?`1
zzGFx&zogKvd?$|2X`SMIx#+f)>G*hmDYMoS?edlAfJyosT0d#k$o*|)XDyq1@7=|`
z-3hQtsmUTWmlP{k>J3eZd*$8rR`z&_7Ds`3XyakyE;G}@aM~N0NcT-o9xV#9DS))k
zuTSH=(5C~1KZ0$RTl83(uY<na1HzUFC{$mfhCcojriVSq^EA3o55Fn8_v*?$(-`BO
z-g1l2c^4M?&JjdNk_U1al^UmRz1C3Su=Y0KC>fKDg>RI?$){?_QZ_gGt5@)i8?+z-
z*#hn;4yf4t52dt&$xxeG25Sidm|+=lPrpI=;bw<H>*9RcwmkT|dSa1$q}!VlZH{rC
zh^_GGgu6s~B<dns%{2-sOSh^F<)2Z-#2PG#yK3BfbTwz6rnkM_T-54q@5#%hy5|q<
zOMgQ40gC8ld2Hg(elv*_fD72I>?Of;UuwWC6SzAP_1LeOW}iH*X|xLyEQ2FQ%=y|=
zwa(D}Yp1w;3MPjx68E7{r2q-c<X*gLay@I7&3_n-l{>?=?EN`*f4SAbw)tFL80IF~
zz*j5uQ_JZHAE3XO{9dm>`{+eCgDkBngYO%<)(K+;Zp`!TSBuLUrN8Ujp-_-_4UK)4
zuwt9Y2*o{sC-qh=Qxl;#t*a(DSta*)*qg07-)olq^f<s!Ucb@eeeJmaGTbSO|NMu_
zTrqks!$|W+k`63~MTflttyKr?Fb_K8&Dl1k;KSAD*}P_^)d0<EbET~oMg3Lxb@#56
z&MOI8M#v6m)@hW#pjRMEv@;Yf84;8E*A~)1GK+ye@)h@T*qZxNTk&P{<<dmXQNDhZ
zurABnVX_$GSq~f!4(j34ZrxGF<AtWR7-YdMIS=N4&=VOA08cl-1f%587!}w7%_=m5
zJ7zcAocDzt>Z{K}K~4ugt71E}Moj97;Q^oA0{GhBV_FpDCl*ZbN4Pi?WpxaAl@}?)
zlVfzq7oV18@#-O|mOBJ6a6@FtczsU#X<*3F;OrnTDc?#CCNX7hb*?>QiEs}WpV>NI
z>pkBqO$mc;I5~ouE7jp@fB%Az)B3vzCP;+!xEoL=W>W8?0G!YjEtvUcuR2tQ?!Dr#
zRoXR{b5<qxs~zmVckazL%rS~HfLT@&c(^k50Jh^AGoqMPh~MM=G}gpmqsuPR&J!*3
z?@gao$#tB<B}kH4<4}-6tnEh;(u2M}S3>7mqt__2mLGIP6vlXm-=VgMm{mqYdAJBr
zvbfogEM;|RRnDm!TcZyUk<>y|@atudt;|O2X3z6#TEv%_9U{ugAIb>!#ZnkeVc$M5
zhk=h6MKF9TLWOnP-i-DB!VQD2mq0*8w<1po3332Af?RigNNpv9<6?A^t{mF%#B60d
zg3R!GFnw9u#Mm`Ej_%qxYz`J0Zs1YYZ@Nz5jo~=djdk1krqiBbWmULeG$38#dOopq
zbvW`EP1IKa#Bh|+eu_8B1imvqLHWZQyozkQE~9y9#Mq^J@{R;wrriIS7)c|fS33AM
zV_x{haUn6%^)XDRw5z%G2Yi*m!O;qDaxPeqXg)59d{9lxts9BH5_P)m4U2k~_uFc|
zoRNEp;GHbR1XFio1bmyt#+nP(PGmX|_Yns27<>Xr+f=DefjD2u<>9gcspwb67fbXN
zloB!KV+cmYc97$cC3ppa^@Kok_#m>7aLS_&q*a96MaozZ1w-OAg}#v0R0-XDt<3~S
z>kj6~gD?W&3yx)qjPu6bvWc8r_wcv+bj9t1X!;&mFGy_BTMSc5U|3q+147#n>_ps~
z+tDL-ONG0@so*oM%+L#hG1MiVzD^U!Eg7eXcNGE1*FL*1Gt}F|-Kcdd%j>n9Jy^I6
zY#)Kh^WBaXEeHW&6%CFJE0=gc<W4Mw0|YkAhb$o+3lhZ=#o{5eMoG9MQtD3OLBcE1
zj7dVal3wn!maROGBuYeYBlleM2r~N-L(F%^-G0^ZD>qWs#nS?$Iqd!#p5=`3#8g&9
z2+V(fHgUrfeRKf^!)6v>R+;HM7jx44LkHWEVHa8_Z%&X({_;8QWDOHA`qdd?xx;K&
zWhs=TJX+OM-f7!V6=AFJ9O$Bam=mBXvElJLfTQ|p^ey~#4XI11$~?DgTl7^(hR4^s
z{36n6){q6a%>}F)Uvg2};@wDUeVA1>_;Q|<eq#8XUOe!t^%zle{1-;~>Z0}3U984^
zOu@-|2-2+XaVvRvS#Et3XLqNg$c{?FhBv^5?~Lyb#jH~+TfT;N(ug1AhFBJ0&y5FW
z(WpXFN>RJ`94p`$p>ky3ImoTQ6Roi{Z`WGtbdf_Mt7+5)n)c+k>0CpdmX(z~Q|)Sa
zJRKFBHd!5;Y4P#Ov_kW^j4~2DnQgBC(~!(XvGN<EzkMlSb$%eq&DH@{!g*Jin(=H&
z2w_&dwd1>d7%l>Q7Mn33Np?B*Y%vls5~sSIQG-`Txo(F`b2=!a<YA}iC$jkNTOBLy
z5nCDfDt%P&qx|l3t6C<$pIEQihuzzqkk?R5Pvp~#H9Y|};-g;eN9GXuyrk%7Z*Y8k
zJaUnCulwOYcpLcXUyhjJwRYw*ToU`_3&My&Q7pWq`q&=Hyser>q`HgX5R9$HqLI8A
zoy2g`ZC*JX9a1p5_!+j*Wamy$K7V^Zfw_ZlBnT?ZlUeCJXUTi#Sq>VBYs&D20o7Fw
zF^%rXB#OiJv)F0?(peqD>1!k4zcCe~v^J(d!s{Z1%!p`uZRaJgr&*Pa@l2u<Y}%Tt
zgEJ{cGuXgs_znpA?&zNlll5Fv^(maOmYi8REZ|^8*7{Asd|}Gy4J-XH$LOZmR~32y
zFlDUP4Bh}RQ*rYz*#>r#fnUiM>qYEY90++F`aayf5Qy<2VW)Ks`tv2vT_%2~{d~D}
zP?qVz;`(zUF58TYqjto4L3gT-HTaNQvE~`Gj+9E$+`yV>boeMCC>Fj~<-LrJtQEm#
zl#mEAEQ)M0Q_K*1cr;4zfO?^_crr>Tph#PzABim1UK$gbI=a0h*6&6ydP$EQI}hm1
z4x4e$OE9GRHAsmV&IkZU%hN7o&NzX@FLDKaz5UxUXF+upHlWK2)WIFC_5GCBfjKoc
zF>}|+|9IyxqAMcXnJ^Pb`oT{(y~Uu&ORW<9;fix$Yq`%)VZ}J{lH}IjIfpR<K??c+
z6n$4M{F7;HCGyJSfvS<4Hn66fDjn9mDlHRrv3-qnvH|mT1eU|%{sOalNs4bkuvzNy
zP@p;N;cH5$oTE>|K^cMS*48B-88qaP?cai()PH@0fkrm^$|{=+6<d9F=FB8Q&N!v(
zw9*#9OAZoyjVCg`f)bQ$83smAi<=$+x8(9~<`KzM<CB-EbMziNMqi{M62{pfh4`?#
zuaU73>Hl1fhBJDB2{P<acR%m$?%sA>x(mSbXH{QMO6PXSeGsaLm7yddQxZ7Y5mpUK
z3AqbE7maqKIKZ5?nXfHHbqMy4P~=~)yZIT(;_PnI<ht*i!V0k?;}vNWEfX?EFy_Qm
z?qaYbs)n9s?_dNG#up%Ceh>?E0P%YAjQ1D^BVnIKuX&ih0jJ7m3+P4KAaDd<5`(l>
z=|UX>(N)(|!C|3so>6)Tu2-wjFuab!6nmrqn*925hc#(cJjyKmSiQ%k$`ePpK1k18
zwu1w$*7x3%Nni)%0YDi44MYY&VT7q?5wbi#@`PYLIk;CDLIUR^bxPp^WpJZSozl8|
zMb0(PESuN0+?sw`hAS8~4^iIcFxTTjwu_2&JxtX4m`-N!FW32t_BhXHO9hU`og~4j
z3e4pvT{Rl3Nx=+WS(?y+XkuhTKO=Az-P4J=?S(X8jgSLzz+YronpF=w*D=$%?4~?^
zXjhxZUk6$a4!I&7vV|EO{R*r@gk=hIM%ZQ7f7dq)8_T|)quuCSh#C~!2JU}Jwm^PJ
z(8U1Jq(tO{1%2$jMi>;=>mh^t89cvp9!TVv;tZVyMu)7F!W|zGY)~Np?8#6?M<CD5
ziLQs!k78@0H%)qS1YAb=7lP_|z9`~!5P{j&hvynyiZ=sq>{_l(iL;P$Dt+&7cne6W
zkAz705uW$CgeLnD!FwHrv>`%6Cpa30bH1ZMU5DxNA!o#8B!4XuCDh@A@LF8}9o4@4
zs6}*!L*#+XP^7Jb022AV6`e+QiEsB<QF{wOlVHW@y9@xld~l~S)IkvxTA76()c~om
za<2MB9LM(SqdUeJAGvm)A{ZBmg<~`#-9ZJA@~>EgqN{_D<DD=@`PRlFZ=&>mX~D*B
zAV*8B--#_A;dN;i{PwouggznKtIrByZk<2rqCD9~s~=UN58t(p#~iT=jGnr>oX2V+
zAH#~)Ai3b;+r$Y}vrdN5OmZSlh9Fi=mC5ptg!dM_9z_~e1Ey*PJf@km=u7%3!7nK=
zyQsqSjzGewe6o8`tG)Cjsk}oN6dw^4L}?jC+NG13ZBY4=(Kn7TP{>Opah8H;afwS0
zZcB0m)+d9GLUDJ?^qQoL)k}wrn!$$Z5O;?yfi<IN<S#G5xK0Zb-*ZH3RyG+^hOwt>
zwG<@ok9IhCYD;=oY~W*w!n{MUyAZ$)6m`V<7i|6TFRp9IP({3hk2Wn4oZ#Tsr#Q&#
zQ~2wo5~xQ&etqZg!k9S$DJEPWqu1isUM?H#I`vFk;s?Iz;xp!kABBtJ**$G18a+4>
z8KrQiG5|D$5YHGh0j_~?dDaGV@SiB0kSh@R9%N=qq5*(8ae!3v)W>)98Q38UuIZ{*
z^q^H#`dDrSbvo);L-iR7>Gvw~F1GtA81Li@Z(IvKW9p9wI;9Xki*xUbCrQzx^CGjf
z5*CcabueeC*|Mx}$RlVUF}Dv@sR#Lo;!EG2?{2*itsz01bU`rELX2~*FW;+uNkIzn
zmd)aKLPLNDYmkUQzih-E=sE5?#*<!Nmc&cQ`9W&U@ON;k?HceRGDpE)0MA9D+R||+
z<1hxSo^kY3bWP%QXs-s;@gYN(i#e0H#7L@9t>Xt7*6GmshfX#eoJ{BFLQ~BoYHZ<X
z3_`Y;>2@crs|!9ZlYm=7RljOVy^$#?N8w3ESB5LEu$(N~23fk|)_V_={n!n<B!SSb
z+JGUR)W^PGmvQGtk2MD`0-d<MN4<T}RzcK0!x87d<q|dth!MA)Y)%3*yc1ffsnWLz
z^B*n-H^I?!WwKo@v}+yIV@y0KRrNG-{IZ?;rKP5uy;f$OhbQrs=}Z_?G16*JQDj*j
zo88j1s=MI<<6xmC@>a5q83;%3k7HWH|4j)1HVAQ}vmR!y+Ot65F@RVd4O9TLp2r|L
zE-_?PnidTLiIDQm`-YuB+dyFuwWk<-!GH!?8%RfmA$}oKypr#x{m>SPwpyL61uHD+
zFY%*>lOC-Jvxr$EQkiGDq#<25)+rsfBNM9Exc-v$@GoEjEa~Y(h7K^{c_4eaFc6T}
zfRQ_F*7(p9Gwd9lDV;H2_@l;~{v-BkiJB@cW1tZO?Q|oOwCa4G>T?8S+T<cwZZ~z=
zaKF9)4PBliZ2!ni_BA~><;<#SQ3Tu6Nahcob<51pe^^((#t3^2?4t2gYY>CKt@)E#
z_roy!S|Ygp%@$a(Kf0u#k2b2!EJXr|pYBD8!Qn+(ijc^*8$Fsn30-hvRS1zQ&EyS%
z44#b=)dBgIUdhRL)n@tasdeha4$-A@Hd3q_M_3OIBW>_tB1iJd2Uv;-V7X#0Ty{zS
z?D~>zqrh^n@mY%j1wmj8z=TH|;C{om70>Ur?kpYA8)-m-Tk7<qJL~+*sVb{@xN|>!
z%!NPvVIxJJjEp|jk4eDPHrx~zfYdtgU!lhXe5Cv~?=kUDWJ3r>;3@SJ%BqD8KtUgb
zk}Phei!vRWTTbh^$ITI!`3jMN)3THsLy<_wsaZPJ?R$E=MMP}e^o&hkk;psoNa=gN
zgSbYwCAvJzDQ6u)Hvm|2BiMsZ(*HNv#6t;W7R(mhaRA8)L-+3;g{E4HKAck<m(O&Z
zw}c(RsQ{1WqKlaG%V|2y&)dm3B=(kBXY$(auE_(0zXT?}=(MW;Co?dP#DJ_D4f}!u
zkgRZpB_kLj;#RDEMb&?Nf7{&BS}zj(ikeyefy;-NCgUiL0QrN^)KgYvv-9(xtA7Or
z<RPy3fh{{s5{4toSKGBzi?T_Ldmn#8Z>xW&c-CmQC~jt8INgiB;~r?(@T%=NMaCbL
z`3H~4tN|m2JYTjE4Je{+SX;YX`uZoN&-@=V7zNQtG77H}A8)f&Eyu+yt8Fta1i7A+
zQ`CQLOi)+rw{3aSD0568_C0ssJN1u!{EgE8x&YG!fQ&p1AWZ*5hd=Y42o}I{L>g~r
z-2dg30DCHc5xQPUmw%?k{^S+<I3RJs&X<+P|3jxgURjm)@6fBiU_AWa<k5c>^hrm*
zJP~C3z<BMS5X>K$Ea1hCM8Htl?`tjL{$W!7T&$4f6EVgYdwc$s7z{wfb9Jr?!t!rR
zjiUyZ`lTs08ql3TiS+v#K?9&xM~#_>!M`n)97rAONxG2|0z&o&1^&54FMFbv)#ypf
zKg<8$rHZ5hON~1a;LQ3%Wd3}GO!tXe(^(rnzwP+{l_>_l29`>`=wl7~H)_=b=~dh^
z{=wUS%RvACN-zRa?3>yCD_Z`C2t%2C8ZGG!LPcEl+8T4Y;tb8!s#9*$hI0R~@o(Oy
zB8p`yC3)c1{g<0Uu<sTtj5^<6pKK@>s{7D<u(8tkbzaO1Dgn|I^9C$*KY3m{1j7bO
z8{RtfZfNYi)Jk}*5z)(2`#8NsUJqa60O9_FWkR(G0NTM}#-RoTGT?~D5VonAW~A?p
zUe*UW2AsYmwaD{m!m$x)=v@8D#^L8MB;9-r_+<$~hKNEHgn}+*-jDr?4qWPEX=yHm
zk`wuI8#ThuVCK2?qyLaBG6_H+HxLLFo+KgQh|&<2&wa)PA0&_L+NwabaaJ1?rtw+H
zG&WP~bEr8wEj$`zYVk%UXj}xE<*tPULP>~ekG&Ta$_RUIc}~2#kG>LZ1nGFn3q6BV
zY~#?afAx<p@c}|-)~j!n{zNRYHdr_`62|cGaBc4(H)4p((aE8F$?1>RVeW6+K3`_i
zNCSqth3csPO9T7Ov(QjI*Pasma&wgDpydlhE6RU*H2`|ul1ckdlt?5_NJJ!%BUVoy
zmT#9y<weE#3NPYSEEHr<AMdr8sl2^=x2eSYy4ry#tq3=Ddfh)X{T9e1nq{{b%KSCE
zPp~C9mDJVD1uTzcC|vKLI?O^*4p^{}8<SQz0n;mw=zTe%i_dHQRbX-2I0;5y-YfW@
z<Vu{sA41nvf%cU2Usk}-42JqOj?Iv~duH7wSl5jeJi@7w?XcD(Rji(Ry5^ySI|yiU
z2BrP|FyhH!(Z)!|hpm`(+u^9$E-{G*zRi|FVudWZe+)_sg-|S?LHvu)o-4taFV<vy
zSihd8#Y?u)&!r+#-SxM-FOMbkW`ERjtH<<D);m1VtNy-Za~12`w1_geIZzL+mvT8`
z2i9WyN7CNMLh&Db>m5wWBd;FL78D$;rJ|zBbR*)B@H9ptczu*V^L)_Vs~K5+J;%R%
z&Z5X}uDVcb_~M&*B+iHvtt79KJyjp9uBh?-^@&}xn&*k8g?%RMH-(i3T=>Cyws6l{
zv+2~#Dg&J<vriAWX0MQ8F9#ACCUiKhbV2_i(O>%HO9QN{mGa{L`OqMjWe6Tz`#>hG
zDVUK`r~&g(mbk^v<iPT^&8Qwz)+nbeD7o+9<&n!Y+E>I&<Ffvv&wEuH_zg7vTW^z@
zQSFEgHo69+ihubeV_Je}lo1UVTJCOGrKI>0O7XLNx+B*nHC}0<{X>BD48Z7SR3Trb
zs<)%!hN6E=N%=Z&1TJgwx!tkx^ssm#d>!P=P7;^Z1p>e5p#AwgFOuRQm-;m)x>4m)
zTOQsD3RP0LGmI;K9Z`AwgWUT4?_CHs9q8Hc(jRx4D=_o8tdnlaCCmkD2LgrPMX~w(
zg&b=xv6x1cJTyyKCT34E=V(kbP2gH-0=D+%*gynotT;O~hb>wrFQtZyr}P~$!7kG-
z%S~;<I|n5oWQAp?V8rw1Rz(WP@Yb`ihmsBifwwCGGtUlrBU~Q79JDr$W%nSD&J}1D
zxNiv_#A{Z0xEl7%2yJ{DWHyU%o2BYGS(S&%B^H^RclOpS`?ZsjIxBx^4LRhNsm}Ba
zw)q{TKyZWc=(vXyy?z*q<Pswe<G)%F9K5PYCvnZ0twP`W?)OUtb2B3&qr?tQs_l6E
zEoHz0hNPtA_hlAv&zxFyCx1u6*TEHs#!_>R*2ji@k1Wyw*dsduF}^4rz6e*t$Z*r|
z0@axNd4KL~SJ{AY-i>lgXaKa5&kxm$K@aJY`elaj4gFL$dm@4SRpUrf^y?*F^9;R{
zSr25(vxNQk^K;l4?c+LzjJWEsWV)2k;lS2S;2zWGGww@cIv@sV5Ky1<w-Ik42jp(q
z{>*~uZJTi3l>!_8o_EBwdSd%Cw1lX(dDM`H5SnNFvDTAv<YRasuA{|()eX`tww(7z
zFT^xi_&r1lr)Q=XFxsj}MjzJ-V;l&Pa)}S{M{z-BrjJ>#(1|U6j|5yiP@>;|V1HB_
zO{<b=Q>!*!s@lVN(R{+BQ~MF9?jUBqT2D}r-X71(^Lu<4|Efe89vh3+O!zMHnLHHB
zh)RL{WQT^xVGj9f<r=DTXF6|xh)I>n#puLYO54n*c%gcXw$@Acsp*n=A>NiZ;?k;N
zXoWiBUMyA<O7i<lWN3@asgI_?s)v=8zvq<m1dE3~t(G7j->hfZ_dUeNMocr;dN=Wo
zZGU!!vpcR!GHDw&8~4WeLg<T8U0{x;wkL~|Q7btT6v1<YtyZLp5GSgRefw92zF(U5
zmq^AN5BuU;y1ymYe8lijUY|_9QL#tc&U*h3xZ9KV=Q*(c!LccLGK6pZSsu||MYiu{
z$LE&<-QI4{2ma`d86Ntd`g4*-M+k?gLvb9v-+{hMk`W;YS(5@eW1RVYUMFjLo^m2V
zO<%n9K2j1Vq_{t=FFXL#K>mn5wh3E9L+k`moJVQxG*HK=9*2geKO<J^BA6;Lp(*Fu
z2M^Mi6@snJ_kvRhj!`#g-x-AA#Lj0ziSe!5m#CBn=q}fkW0g+~9LSBh-lCReF&qj^
z2LIHn?LUV7N9&Gc{S#E&O)<Yyy1xu<pO3+rg}u4hFFswYF&`5NY8xbphJ68z&;)FB
zyxGLm&IpO`FY@nawJ4wkAc#g8)f9Z|np3ub5<p(=^Fr9D7{&QmL-DSEM!nan2uo0(
z+2`xK_zmyC%ujWD+kEcoY+_T?nJ?E(t1Ty`{czFcpT9(tAwU#r3pTF<GOJ9c!qt(m
zRS|CJjKi@+@%D$1-Xk)@F4y&{Aah*AklU#8-4wP=K>=}**i(|<nEOr&kOaYP)6ce$
zs0qn7bpN`{Yx$Hso*t9+m#j;?SIo`;EFd!#|FG)ou*@3a7XRZk$ERGq^1l1BN2*!=
znaFL(w^`2xmM&?}K~qek$lo?F&L0_ignk$16<)eKU9ar71Zp{?o(&H<LX5E3*km53
zO-WDB#`o{vO9Ek5*jw{>38+zcOoH3>8NpXS%%X=a(0;a*Z;wlGGNv<C`DNwz!uN{H
zTbzLWF#XNp+l$_(o}3KS`Sn$H96z*tVcO;57>OZF=)*U&nH9DEE0Fp`KOx$u{XIxO
zjms|Uwe5nYcCEEV&{PGYD>;->E}(15E#4kXE62A+$ytcHd{O41AUonLLVUnayOKt+
z+j(VCATK#?r?PQ-*jj*RxYiQ!Bj0G@=j`G}JBi~tCgp~v<(Cik3tU}I1Ie5pzGTx3
zY|0T{`DOM!@E#rfrm&-sf6g}^|IJ;MxaF9)FlDfDyJf;baGoJrz7o3I;K$njNbK;O
zO57d2&E_U_auPHgXv$j3*R?&F@z@0E*iN#!K@c}DWicQ-%Q)nfjLk&y4-g6%dMZ^M
zghc8DQ2Rf2QPa@C-+Y7UBcQXcs+-fdQj&i+5-`u*K9#Q7DgOSwpu=-&X5nYr8_%#i
z0f&!eAqltZNz|jGD9}+l9Px@BK|bQlmWk;*9XAV!Yw&|;#+W?h8k(2vb}@frM<74<
z%K-phJYOSQdAFbl6vzWusi5qL*Skf`8BL>ulaYowpxu|6xhb{C94XMqAXpZ!(9L1q
zT9;3JDm=r>F^$eMPd33d9FO26CfyX{&{F;>{Et>~OZayz^56(-r3?DCpoYE}==M;W
z#}ukBVT*u-h`BS%g%OJyS1q@q^N_o~o6-weHOVF&?c)K+WqhFu?l}Nuoi<Wz4>2@e
z0Pw6zOhUQ*RR13~JUOKD{l_2-1a#>2hR?xV(C!g(=}lr}b7R1U=wmbN1z#?XK>r%!
zhz2?#6ythtMf~j`33QYe=oB#NUz$y>*HkaADqsH%AcWSR%FuXxhWSvGV1P;&l(D3$
zSzHQ#Ts6quA-_Wiz|z2tZU;)(l<xrU)E6?2x5i{$yKrulEYDfPBS^Oi+>&oY!zNx%
zqX?DH9J7GoHXW^8{UdLU2UxThh|E%L`LIB2-e@AJQmcX7P-GA3hk3qu)54E#r_q=G
z=!PO@_#tjF$kX1UZBg@AjdJIVh26UuGG;633}U8CdZ9c3O-(7Q9zCXin}03Lu>Kp?
zShzqa{vsG*9_MnSVJF;1xAr6*#FY(Fmalz-a4c+ThlqG(;o+ZO(a}i(#*KkUre%vr
z>P?zMq_?Z<i|AoVnM5@w>cJbqt%0#-zC8J2*YT^Q+mYQ|pMJvi(d^#AhxPLht~VbS
zCLbxo8C2IHjsZ(X#8ved{?IQ3QJqPTJb%yU;wik8b>E>LFGLM9<dlpkA!$eU8Yh7k
zmNHxKBrOj^<5S$n@bV3(5W#3qVfg~01h9bJE#x3W9fACl_I<I*NPQ0Pi*kur60B#A
zNF0HqqUL*mM|M^(Zf;H1yf?+1!t6JiN%44poKDd6Ja23`Gf%vi<`plsT|Nnq%iY(g
z1E=D>#hYxW$L?WmzUkqCi0sy+{zH%nXP($~(FX_W&IaN=Yz|Yi7*cwv9WAML{u%y`
z-QT8eCg7<q`3wdkZ2l?^8ybPX`a89u{zLpIvtsVzb^_hE_0ZUj>|nwEoW*{}pTCUg
z^lLwy-B`zu8kODcdu=p3&8c?~+hXKYT@4ZNi+S+Gj9<zrkYv00&8UYtME1*DPT73w
zwILI4QmgWdJ6zh!n^iCOOSINKZW<yM6p<$pq~PMebEMv^YIRqMbj4;VWYJhYPf@j-
zQGR!d-KV;FmE$8ncF<U+(4VJKm#Cb`GNRgpN;t)ae1WyF|DD15*>90%eTp(r`{)D3
zzho2$Dan4aY5sRs0Tq}MX#F!=d;=rr#a|SUm6eN>QKTNW6nN^r(hZo=#+c84Ah!P4
zkCes_*+PzpR|`dqwwX9KYRI)R6rGFRo8QLT_hiUv{)({>OS;5D>TE|PL+wYev3OpO
z#jMmbOP;R5Jhhvt{~&^dMR%}Zr#IVjq0l@F@!{I9G2=Jwb&1j9yFi-%UG<Ir0?>>=
z;mm2k&kVzZd0UPAUZ5%J%=sF!ocYb`RJ-Bl#erjI(6d+cys<BKe+Z4Mk(5Zj!3^P&
z3m&1SqU!rdr$T}K{O}eAR#uX)$L5nb-)kn1noi8t*-|v~G1OZm945MCgJoeH1%lGp
zX<LU#lF|8T=7eW_b&?Mq;wGUOTkP!PlQg15KWsL!j!}V=K!nMo5^r|2(3u{YQmMAL
zEgDA#T+)8syWWW&kHj>0aQ=q2uup*=AxyUhlFs*f{`RLJ7<6Cr9H}<<Jy_-HXLR5h
z;p*afdf_=|zjnmK7~eygtQ7MtPIVvx`tb{?U;^=DsVcd9XkJJ6`Il=OG#-O1xm9EM
z%Ynf1rNmNt1%QI$8xix3gW_`KT%nnR9QbCceM`Kvche%o<I_j^^2&Wb@xg&~5~u?o
zq(}!x9v{>j8sDkG+?VlYOlpObYLpncCo*W5;$@L)g}$3~U!urf%uxwIws7mUXd;NM
z(AHS^xNU!DGF)Tt_N!!TuTflZu&!Jncd%{kd=U50EvZ#_!yTfG7+b*tzr=7`Yx83_
zvgKCtC}1OckY!ZiMx%WG9IcDb`>o)tJPxCD+}4dlE`HMm_WbWS;|eLj+Plugnh*Y?
zh(p<e*;VguGKwDQU+3z5I+;!73y@gMaOgZU-G$HQYC31v-{}7~m!sEzvOVF3&~XxF
zqsgi8kanJVcC}(w;9j@3-1>gOe}q?pME{H&oosnZ^l&)t1b6aH!OlkP;aTEFtM~3g
zojM{it(kQ!2A1INwD7cA<3Kkr%k*3~$HrzTywrpa>Fe&hmM=81%P&J0o)4u2f6w{^
z&NU=3^$t$_s>!6n!TMlWSfG6N?QN&J<E_eJUsM<FdCJb&cmYNxm;A}*APcsYe%auP
z0)XHHK_6ubViVwO4w85WbXa)pO0bwz`n7rv7$iCTbrXlY%r3Lu-Tn>|dIN#Q%<}Nf
zPc8Oo?khk&^~s{!vefOxejZSV%=0P!UM0|Bc(3k*nHUB%c=ov?1`@-3=70*k#~yR*
z1M0c5{+Q=4$T>bGJRsC8$B)yeZ^B0~nT)d<^}KfTG6f0;v!zDkNSC(@!~<NL^^-#^
z)dw34T1vaxS5I!aNF_tJBz7FxDl4_W2boXT+n5zPONpjltU_fPAO3n+RIY!orDr?9
zr?A@?^(h>plMV7H9>P1%ef`ktl_+7jIm<q3RgLB*1nDfP3V+u4OPj|c7;QB~Q|)av
z$MT>dm*D;x-6Gg~plQ<5qA=#()Ihhr!!ea$7da80m^#~mD}ix<g6LwsvQxXBL94Lw
zhq-rjA;koSu}c=ga)CnD_nc}oRc@Ox$HcthM>tb@+!7R|gLaD1-QPtkun9t0hWZ)P
zsDdz&I7}Y`p1}{Kuo=U+I<?oEw%N+-A!NB$e<$;2<pUdtR0jd#!~V?1tL~wIMXOLf
zh>^v|eoOtDYnzKsxd>9NLBe;9jGLfI1=F?ZHYBF?wVv|$J|FwkWIF$ia`82acC~1p
zM)e^xZZYnoOnKv&NA$0%K%J@!G<qOh(Eu6NQ?Amo^0}J{SoHL8A9bB=u?^N8-}7Wj
zvC-w!FpVWHicO3z$5tF0c}?U4TWLDCKm~Igf};h?YD!)`n$h~ou!`SHl$(-iSV?xH
zxOy&}GW5(;_d#T8@k6<yQ8P-;VnTNo|JGT!aaKg%D*ycZ?Wp5#%E9xG#V0E^dZ(d#
zvuClrC+*yTJ7mns#-=1_$735bh76(pZTQI$zppXJRa35LKS$!$znK`4k$^hj!JB^3
zW^;@|{`Sc}@n&Z-<Tv-Du9m58MCzfL%n8&RCoGlCu4{*fM>~=5dE9*+0XR=p5xOsM
zJMLRal}!xWB3~Zmk`<H)8beiRU^uj2|IyKcfnD^D+@i4H+_4-fA(&iYY1d76CnFe#
z#E+{`an>-k-z$_z8}N}do6)a!)7W%MU46EB8Cd}ecqKbLC+=8?f7bNnBY|BH>i%NB
zMs$Vk#TJ96Sb2Va*2fw1-qy~|6s=7L=h~<NtL=Vzy*Ww!jQG9n3Y!b#q1;T&Ecx#+
zBm{3`wdS4C2u1!52do&woYkMQeU~g_=Hby&FV)U_2~@61JlyQEXw}J66)r=xMlyJu
zNYYX{%%p*0;XKh$)RUXt^1;>4&`}1bn=^~lH&#iIyOY83Vhxt<g@!6d-TLoZ%uUnI
zS$)_TM=t~Rd(|FjH!7bU#u`St*5^@rx&Gqg`)ryxG;m?(_Ns`*nG=j{vRdl2w?b0z
zDa5BIsQi65!OWR?UqkSn&d~}74)Ok#4eh=4Og7@9sHA~zKwz3iIUBNbed#VNPJWCK
z^C}ghos_$rqjHMS2eiAIJ;u3!w?H*M(tNddfc{T3N2P~{ecI-IUQBCeYk_9L^DmT_
znM?N9m`=5_X#-05%u~mubmRGJoo6k`$*3ED9enyL)lyFd#7XKjVOlX+!b`QE3zUo`
zyWRZy96Jz!&ETA9;CElMV!ZcMZ0m72bODs*(f}3R3CelW+j=rdjPXFl@lI@ibe-$I
z_V!HW=e_y5(Tx0LlYx)%4CN5za<i?pRQlDok{A{9+}D;jMEGppDb_ko9h^q4-Gdrq
zKDTv9F2z$TmS%#+wbO4-X$A||dcPRWGt09y0U$HOBxy9`)9HJoUJELyu1$td2@A%z
z-^)ssYxJE;EOpqoF*i(bDdpxC%j+gS_8nN_<HxWH%9=tmIC5_3PtM7$w{X!&t5&bo
zeSXHrS)6Jkm}u1mqUxK)mNkaCGaN@7sv)nYtScb~yDGRX)bBTcTiHchPi8CMX1z%0
zjqMw^SgZc3U+h6>_8`6fMTg^2f~R_Zm8$M!`tXZ=_&553_YJaZE{h%6&V77kbyjNx
z*E)%j>RGjFJDdq3-7;R5ZzcCybFKV%vgl84yOaRJhm#mn{`ObC$pHR}Yj`C@0_Moj
zAMbKf!@wf`ps2V^xxaLRN;`N#&uRG0$SGONC!!cX;0O)|E^dKYI8e%ywFI2CsbjwF
z!c+k4ewM3VlWU^)^@-GCql*c!cZ@Vbn)6R#%Yb~*`fX=aAQ0+}1IpZ_0UH@e?M@h*
z3HXZh^wlL<(yFa1>1dNfWy_K|7<qY~_c)f{!u^~_iijV}u)<8yfw|1m8WnHKD_!rD
zO@{B9y=wV#xjHJ4$WR`bmWa{&!S_zr_hH@S4YG+oopK|jM5Un|M_v|dJuk=}UJ3oD
z?n6f^=5|3gN~)lbasw4TgU07FEEXN9+OH6;NZ%{TjkYG?+7ew_LBG2QfyZy^b<*A1
zC@!;x4@OVi!QJ0Ccl5epzkB(3v2qPvRb?J}Ve~GQ@1~h%xp`K_$I~d8bLeNr_g*%u
z*RCb^K8<%D-I<5HH)(>1pHD7Bt8o5GHLiT-f(Olioh|sBRC6$fe`Buf{>+p1k<B>i
zrylJk#k~A)`w$KQe1-S*g7dJ<t#^+5-Ts*51B-yP+wP`-JiaZ(N-?67Am<#$3O;<l
zwVZSW!y7$Yt?dEMyHEqigC;ukAMUP)ZI3U~MlkC!#$k^z&?-?`&JpCg;io=Jpf#Uu
z$h4Gw@66V}5A8!Un4x?<RTG|9{NtmmWylQavX}fOLoBg(R5!z6+I*Ieft?5*>xM7h
z#g`=w>0wSSEkv(DGv88-@$$)zMREE%y-vczctO7h`UHQd__9SzyI-f{6GTg{Wgc}a
zmGGhnOfNi6=LFyA_MrTtZ;c|!6}<7knRrW;Q5R%xHusGDQ<SCeyIjiGY>LZFPWOh)
ztK`vAe!MO_uj&>Y2R-EQ-&lUUD0?{SM59t5SvFhnzie=cx_#$Om_y8E>^3$6Rqkcu
z6%KeOugc{=I49D4d*8jItRKFu9)w_UkURKFZ5XB)>#Qm?x7y9hc}df3tQW&CA!xvg
zlb=Z~_lN$g@-{GgqBYq^KEl*NY>i{oM}ZZI4#im0J}R87-|Rq#gUwYvs60)G4Q`JP
z9$-p|%e229rP9Az@;;UG04gUprgZFF=23vN4OJt-8o;S4tt!)K=Abw&1dpc!Gp89q
zb=g~*bODE-x&kB_$g!XdtD$tOv~M}}ua{p!Aa6gougDp!nt<r&`swi2hzua>UX7e5
zv;5;@4@R!$kL{T{?<XRjJE{)<(ylO<qKbHf;l5ixx5Tvj{(hWC8tZGmX?yeA7~&a9
zr&e#BvR_9PLa?uE_p?o;g|0-|KXNO6^M?FT%yRcQ&BPq5E7LAHnOBQ@w?UNC$c?sI
zo32KvI5or@dEbk+Kau4sak2m5E;vFeaWGBl_(aX2&$ZSOMr=;$#tR#9jpfZ7wIYr3
zvRi1u4~#%vG7|0xQOk=_v%6pHW+Oy}N|d_`p$+?rQ4X56VxGn3p|g@fZ1YaGJV)M#
zh(pSPNNuMhn)P>&0}E)$zn$@T34ao|_~|X*W@C=@l1YY<^S}c6%<(3&xpuFegQmkI
zK&++pu|v#inhqLeY@7Bu_oM3!+hJ1qy=sS2*hKwSax}_xdGr?2t+aPHJg?AMMUX^R
zN=SI?MIpa#wYzq|w`7i(;Ubanp?5%Dc1mkBiyg74s|J6gKJ%Ej=1oqq!5~#o&$B%}
zMQvXz%OB|7uzVhw_+gF-Q`c?Yu}Q!8p;0gXr$^`yxSpfWh@jjiw?kXkZ7MJb!L2uz
zPvjE^@!4?*{+gz?IEbTV*g+vV&wMLf_Ua&XORwfegJD!(Li;&bLIr}n{IHq%U&l=7
z75b4+l*}u|HGa=mK*kja=Xfv%;S(BRQp?5x=QFHEL1C_+C1R7dCkl3r`;0F;kXe4&
zYsrd@l^X~$&9qNEt2G(KY3?GmE8AuqO00P0uSg4NGfpxJb9r0QImj<?HIkbAkOAYr
zMM<55@O+H9;Ii*@0n^{zO-G}5D6!$5q@gv?=b|yB#rN*G7ls8?oQepB*{_IYvnAd-
zs(oWTuh*(6-lQ+OZDF?GX>Sm!L6tR`0*2*LB41jCC;2021g3!YTnK(wK3hNhR#O!9
z6}VO3c}zSI-}t5HWTT7K;)(12T)$oGJ+)o)c~Vzb*RRpOcuJGap;TTj63F3-(IsG!
zcbr}#d9AcTw<E6?sTF?#Hjk&XKs3+)yEqy{kbT8#meaRw9QwTeh65hYy1)!7)u$oq
z?nwdeb=QYf+6btdUuXkzBT2=OfZ`=Sw*x4c7sG%5Er1__6$@_5J|i-{J-m(uCht=+
zEJsA4bt+>FD8Fm<a@`=zSKuxa(l{y=``1L{euIZjIJNCf>(+(<hhp$f7iT|P%^>|9
zGz_rDFpO!khB<X{So6V=HzFDpxGnL%-bhYWT+JH|qfN26IPN7)25^Wez0+|w?jUeP
zhCGp84FhamW4FAN`fL=di|wPZR<Yi%w5e}7wYFlE?(td%>Z1Dsfs6X5_Z%#z=CNF|
z(X>Ki%rpFWce}|fUqvdi?ZH>_sq9o&C?_h&M~4{TrYwH1os7Jzm!`)*yFKCTb-w`!
z@kRoh)t@UtZ-{{1ZVt?*Uv>{w)o%iefp`C&ufO=G3}>lUd)zF-p5GGte{neY84&6h
zKIpc`I`DUXe7HZEP!Q|~M6RYU#9m_>y(CX2c>p*A#-yaAgh5KmLTe1-QS8kT4XrjK
zf$X8D1#6k;)LMJ!^V1@qZl=Y2$T?5$$h^GYu%X2Qu^1wJ4ov;7-Ry7?dtAhBeAbQM
zKh>!ls|eFOHIitg5aKq%c$(RJ+5ntBya~m+GdJu(Jc)fbrPYM!w#i`8<yz%q5=!DI
z$`#=jBJqWZi!mL@c1!{(C!`|P##P2f3GL+*-~WOaGGzo-)hTNJ=&qZ-32bI{pzt2R
z#7;?d6ZH<p?Y#-YC7p~_Q>mu>iQT?-WvP?bIrc;DAJ_9s(Z4vpyNWTLjtinMFcquG
z$g&$59H8tYI(^MidORLfM;r|+^hvQ){i)2t0i|hhWM*g^ulmBj^`Y5cqM8j9)a0_8
zZ-&@=@47dm6oEze^SBq&DN8S@&ttZ9*^nn+`3$A8;hRufkWyEb4BGR2;y$-fHl0Rw
z4yoA+F$1hMY>z|8aU-fMg9rBC0tSr%<a#<X%{W0KFtrq{9w+b3M)DV44-wEuct*J=
zF7o<Nm6%*M&N5{uxQg^~81=8zm`wiM(@)yyOc7Fh6IAvRO4n|}#k+x|*Hzu5WQ~nx
zS<h|SsSb_g`;?TgEI#Ezs+1pz&zTax1Nt~_6ds!h94e7{gelz$3aJ37w`yclb*4HZ
zwTJI0q6}4`iQrtPF9h&ASG&Y!8|kHh2$VGR=xoAjYarV#03wwOvM8$wm$3ombBE^`
zy*;97=lflZfgldVRzxbNXEwuLeFw6P`^P`GH%nPcvj)JOzIL5P%?%oB;^ttiFlwLM
z3&72$lg;EBN+iN;bL(Eb+z`<(DEpbQTiXPu)y?nLJ1hWhAaJq?wc3GEVP;|)F4-|z
z?Fi0O$QEFK--mt;cnGl9(!*b{92^`{2Ta{MYveY)6>f(e7@Jq$_tcz&O6+u+bp6Oy
zTnI^88j$o3=Sk<cEeb#6v~YNwZd^*73lvY>T{)g(Z}q_TFm&@}lbeeF-l2S-!o{)n
zT5k}6<N4H^_B1c9P6%=oHEi+mR?%|&HaAF@c&H098J-aZL9tq$p|e$CH6|ej?`OYl
zCM!^hkrK(S3mRXTpox)Ls)qso6ahW$^yP;5YJ)MTQFr$|bSvh1q)~s+WgcOy?6%Sd
z`?w;S=<~q~4=JN5@6TwUBmXFTj<=(%e88#i0{djHa%sHHc102o>1J$vrD!Wce$`U9
z^lt}{Q+>~EDy>%EW*n0buHi%=I(a)j6|+2Tl=V60Eiun3LB+vn`olDW7s|~>Bg(kz
z)tOJhLyoto9|@w%;vaXfwdITBReECws?oBNTg?>4U9jl&rPG$D^vW7f$B3r4M=|S4
z^>T{ch_kOQVaX@^s3Or$m#?dEHMxGf_3}VGcaV-JO9BR(dgb8xn>IOw*+Kl(PWmZf
z#UoQrGsv&@X9(})fPJwTcj^0(c*9BEA(dP>`x1iNQEn>ty3uT_al*osTm8p!k82N~
zR+ekQ+1gEo2FQ6P26kz_^_k%#a~2&ClvhGMSjv}C1%TheS>K>?qqH2F*^Cz#?1E5w
z-MgB)jc=B%FAtEgXjd5FMjN-X{q#rK`J6Uow;oD>Q#y-<h4c*>@PpFt&+H>eLd$wV
z9$QA^l$dbao~X5}E?lnul(HvF?Q35={d><@J{u(JrBC%CPt?Mx4(WroG5K+l<w<F{
zoJnabuSd?S_~Z{RGW)qH4Vo9^ILmdv^c;69m%Sy{YIUw1A~;Q3XVDZRsCBV-akFK;
zNM+moKU94MR8(EtD2yOoN=YLE(g*_5rJ~YO(jY0_-5{VKpme8#(jhf8B1m@+jWk0y
z%-w_f{@-28#d2oO+41bBYd^P=Nv0dWvx~1c)<7=XT&<xO{V&=@CxUc`_xUXA0yW`2
zgmAOqHFZXU-S}o*!u%8byG@S{vu2;vFNI{eVO+bwiyO#<uP$XrS)1`HJ(?d@wZO{m
zESl^Rq(6K2UQMl`<hRWR47g$wx$~06Tuu*NJ2F$XO%~tJnzY~?|H`KA`Is<1{Z^~C
zK9AN_3WXb}>}kS2bygDj{I9j0oSeRFRNBt!t<-9lw#?TA1%hm|F4dp4{+cc2Wt-uR
z1?%>rrav!$gCZs5+lUR_*E?CFn-GqELCX2EPh%xRTirEe>xl=r6IEN{EV_rc;@PTa
z>-Hi-7?*b>zdDb65WKaew1LXFDqX>*QCNx1m&X3U{?vG}%>4!C7Q3ZSx((YrK5ysi
z?iS96rt~w0Qg;=!GVOQ&%ck-B0J7G~mCZ_60F~A-8|Y2TlNWq_z#Nb&NOt!|-98;e
zstz#yOe%iM?XID+1xCCag)r@<@hjM1MvtgX*s>beMoD;uV|i39X^;j%L2Ef&HdVc9
z{ZP@PDtc=}y<_`>Wlk2h1};fCHp=|wr3F)NNpNS9m<N#Q%av0$yvYF<t}fiJMl_4m
z3)DeB^OFQ(DO~YOq*c&o3V!7yqK24XI(fQW9LGOi`Ji^!rGS`SU2BhwGwy5ZMzl}t
z$bN3;%+le@GAX_{KIhUeud-@;d3@zA<xKBKs)v^@VjTZ!7M;p*o9J|yaCXhBeJ|7n
z9H^gvPFpO)$O@U3-Sl3lH*~mnJ2Ogu-#vcEV6wP}?y$FN_{MEWbZ`|>`y#FUwau>=
zBZr3zu^2p$g%f_+yS{weKiS4@x?2}Kf4cSIj(y*f%)_aflrEnC_}slYE~Gd72|wlG
z0(u}wUWpQhr0LCk#OYGGs@>EfTA&ug%;lk>%Dg{A-)#*ab%xkh1J6WW{GP(gyvKK#
z-%CR)J3o30=QMvf&P#E!e<}42y{K}(G1kHD*rnccw({_nMoEc}f24|`!;=?rj--v-
z4L&a$oiS?iemVDgyDw5b-?ZOSdXSIeXD96I9yZ}G1G+Uh@h&Vb_E{<bN6+%_WZSqq
zyr$0vvYxbci+JiaqipUxoY8HinwLZ;`pr-BUAtIir%gCqn1Km(h*^>8(VN)&`f45#
znsd{7CtJ@>O}g{7{JJzUN=WN8K&>l{+lF>-{02Saa5GcGRrS6|K{w(|)cv7-r3z+>
z=n;o#b`gsze?y#z$R1hwnogQ}%Tz+HO*|}l?Ava-zUP_(?P);Dua2lMThue<_pO55
z3TUTmp6DVT6ud~yM<{XyUbYLF)<1toxOud9_J3doF*|Hm&4Kv`K<I1VwmaU7xViEZ
zx-BJO)$;Y$ZR&ZAOs1L369s+EtFEfvDIMslnfq$}9gp*aU&MEIo78%ZUe%b*wLAQZ
z6%aiBoSPOG>5=Lwn0_Q_`XHyT`t!A;yy5X%H^z%L;l9hQeF3LXYBc|E&dGwuQ|@i7
zC=wMot^`y|mD(i+{xO`olh##8HK31O8?-^GYQL-*3U}4HLGzt_g^Xh3OJg{OT1lI*
z7aZ=jeIxPUNQFXeN=8pP&3{dcy!`zVuoj)(yAaM{ld`b*_ME9RHSWh;T<o$9djELn
zEmpT^fQ$|n!hO|Ws1>rP$cS)k#9grZUYvZb*gVJ)o7o(-c`50>{$%;x$LFnQZn((^
zc`Pr&EsANo-08s$yjUE&M6a`hR35X79l4g&BGpU5Ix}ea+LT@di*2K6l~{%d#4|x!
zQakB^XC^#2_hzk+S$Adb9y0y@U*gpjNVx8u4XQ5?PmwOJdpuV;ezLpx8Pp6p08)mE
z+PK{18fqmFXHVw0{si2sUCZ(5>2k9%%RC2I31n`TkE|5*2OXqZ>pI?katl!sS*rg3
zgA)@qKCx74^reJTQF#qrY(}xnGlp9qt5lauWo1QUv4~pEgc>hux|6x3J|Rw3it4M1
ziPdR5F=fNql$5Z)+KIc~9I(04fa92^*By^w^%4rZnrxNzEmcT+-u-2n3+irYpeTAS
z8oIHX(}%CdWiSdBVd0LdTZJo&HM>do^W&MHw^w~R$upTKzM1*?yEaqD@Ns(lYC_#h
z#7`(pJ>a>n!N^9HlF`oxUzAAGoP@7*S-vtWK5A7_=FB|Se)-gWpjpd#JNqq^!<TDd
z>O>_+)qR<9OwU%jI;=;d-@Us)qFSHlR7LdZl-SX?CFL#Yt4>p_<9sDOnP&womT@2g
zEF0#cF})jAaXKqeE^IE#Yq~4?s|UCAq&ETnVRtedZC=crx*g}g*tIdp|Iv+ebK_1x
zi=Y+f>=W4!e`q->$E1*wV4{L_fIldwR!HXm03NE4I?izSZ=s%R>#qCZc@BYh2@7yJ
z6T&MCv<f~|AXdB9z4gc*LtcTfN2k2#&9y^BT+hdmeV-U345}7tmr)SG5p%id_o;uF
zS?IC2NgLF_i8y7eSA*A1eSTHLI@-EYNIPDt8Rn9ge-0h`9%`pYpS)FqjZ!op&u?k*
zil4dabt)S%!;iT;JgdJuCHqv|rItbQb^)_+MvJ1M8duk5qE?O*dh-LfCHk?H(u0bJ
z<*c7sg?(0qoLrd9R{YD^2zOGWjb7nzPo1UDyf1b&VKTgAS|(ZjbtRwlS=vH-8rG%q
z(Qiw@XmkuRRb%Fz)j(EGT|&9|_P>bS-82xs4Mkv&lldi<a!W6d)<j7*)qoxr#>d+*
zhd$Bm=r#R3d>R5gh|8W=3l3GC$pakvA1K0okCK@u>8B0VpBpi<J_-taNOHAqf%)!j
z+Ycd!!5SKI=Y@pDlZh1PqV~e6<hZ`E<epe_%syIZaw8fFbhb)&GDPIlPcPA#537*o
z`V5L&8ctiboFqG+g^LBoo{~4iHbXG+d7~wtsm9F2h3_-J6SUuqT1-f8-2Qpt!-sma
zz$rFtI%VERBg9NBW+?Y1k9^R4Lk{BT?!%+wU1^h{Bod$faK1hdIi(=DnN8j4g-ih7
ze;5+<w}xV(jw^`D2YA=Y3|nuqfP!GUOy8B>R7TsGI)}Zb=a=b*_ZW*`m1dRyZVMyp
z0!g$L2EV7js)J@v3`j2u=uq{1xii)oGasrnR;XRIes2ZS7S`z7NX+u`ao^;-+6XGa
zEJt!f>NMA#yjJ!Qdsa=cNx#nzhRcoG@j1o~eZO0bbZ5%R4hvcg-#-P#^M_Y)9NI4c
z+z&;Q0zjtX$O5fTDFSo~a-y^t&dbzX`W4+yjI(;n+Yk>6Z?(<Z<-z`-b*^di6c>o`
zR0w2zFiVkF;~Lv>E5|k)7>MwN4330H7sc8Cq)#x*N#$D4EFd}})bpgz_muaPB%fIp
zn0C(0k`%>9H2~Qrti@y4yWhtYlx*35aBkZw|6pyAa}$zGni<ltcxXXl_u|~u>SZ}k
z?s}B!SXlg5hj%mI9WQ5lr9(h;Q)H`P@eyn1F8t->gpTX|a7{}?lYAj5v%}!7bX7hY
z-5$3wn&}$8q0A2!It2*Fq6(k68aeBpXNvJL4Ck??c@77k&7P?`%^^NKybBb>{qG&g
zSOJqD6O~qEW7n5bj6nwr*}d&g`ACyKvNkNt3Uee(KML8gLyqGLctn;#$EJATu6`BA
zu6Z}`Cf?uzg_OnzJZd3TT1(K-f*f8AdRQrV9B&tzQL^hd)Uj(-JX0D2J-Qh2DEWtT
zTLQO1JEl0$`6c;VN*8mw*GpElZ};Ghh=y<~!I$t5LQGpBqf{a1PXaS;(zai6a#G@L
zv8)@`z9h@p*H4$5MNWHc6qZ>}@qbmzk1NoHs?W~Wx$iqo$<1r%xj#`zc|;G=1wV0U
zQ)Rw*<gzm-xi-Rfk}2^eRcA8NkBDR|>6mlt;1r_sQ<IB2sJBKdtvo<teJ#2u<e<|1
z*KDJ8U`%6m+7yrJ%D@fJd%9SD%#k#oAWz;W!z#73ZcjFf*`$n}4p}+hwhA9ZE4VB7
znh@ls$MX*h-py?|4}WMe^(2CJG8b)8{If~>jF8-SmwXo<?<EOMp-b6RXi@mBc~YO1
z6M<4m$}kk4(MA0E?cCw;63pz&we0wZ7~Qydfq9iaYql>$T-|=Xp51LdH#wYsev6u#
z&BSszc40aH*>bJC{WJCMr28h{^zO!52*l}9s{aCZ&B*D4;s&VMm))>mJYVYeE5vdQ
zN?-PJd)70c_=cO4nWJt^m#1Zxqpq6j1^hc-2_le$Hm@IO(iQh+03WMe{PIABBLMW-
zP@KGtM`Kf>l1nx7Xs4k(Nf2L=A6Rt_p4&AmIpzaddw_&2`>Ky;JQc6q=9h<K%gMG4
z1G#<3o=PqWu{+<#^oF7p=T1Naw|i4nwqq?Y?_(G<m?$=0&*S;}XdxRwqQ;!BRASHk
zB2!#{a^JXHw}ekC#*RbANi1h-IBD5w@Gg;%e)4d0LgnmmgBkb%V?t;=o`tz~d=83#
zG>kWZ@3PuY4>NV6eLWZkVu`UWsZ6cnnnaI|rOb-&nDrT_3~<eWz<bZIS2Wqi!LLOR
zgyi91<KpbHhxgb|K98Ey;<ugIOlo^1>~U*tbty@idyStRje~EIMd8xYdxNy1nA)-F
z_3ly=&ZARaYA49KFX=b4u89fmo(ID0fs82Q^D_+fc<OK{GQYm46%w7l_a#I>u2_Gq
zh&imZcW*jxtNvw$+!ImdZc(oAxMIC+rXg_=fi-CmKFm>zZ|Jq*)hnOH6(oa12FB}7
z>8<N|CUd$PteD<G4Bqg7T}VdMzbif-PS$W)r5A9bq$8ZQ*%DRl(-C$&AXHK1nmY92
zh&B&NZR=EZh-1+@N)c#q%uQF9Gq>_jxZmhG;a-craeOngygP919r5vh9Qh;w*_2QT
zcV1`?3nNg%)D-(+0F|lZ+f=cQueWbUpKiPk66s#WPUba>AZ<wVIeWvRS6A%?4)`q4
zXvcxq1-N$W-)}VC#y2e6G0j)X3>eN|*_oDnv<YI2g<bUBN5IR^pPOD)_dCh*Ky3I%
zAm*AyG_&F;bh~;HzdlI7pvneT5hdVz<;5{gE$q@uIS(40#3H*1#J|m@Yq2Eau@b@2
z-B{trB8QBU31LbVLeaTG;@;e@gBiSiAO8S)FbJGS@EUz_PiaMULynk-hd9j`N7Dow
z6&Zeq`NAUK%+lJr%NAqWKb1O+Sfn#g$Fl3o<G6nAW9ktw*(#v|4pf#@aW{w`HTh!?
z%7PhJ|D@_Hsh+OS$1Ae;+<R_KG;DLRysF3no|w0!TXMc26;8^-xAZZ8aROJaLe8_V
zFZgm^7Cudsdb$5tW@8~<-#3JqOG7hj@3E{`{qL7GF1+8jJA5^=r1;$D3T+v;hTlk@
ziaZ!#<xA80rsQswJYlX(WLi|1B?9N?OlM|}pozK5$oA~;=h$juwmh`EOe-*dM3h~9
z>z(>?XCll;ck;P$m5*)I%ESINUmx_I&i{hER!`{4ZyDu(d7@wxkl2VzpIrjFJ<VWI
zrCF=<PVGD^*E*OWy9r!`wLin}WJ?>$Pqfqe>VOVeM*Pm?Y<p|;;iNQnCBR3&j)r*p
z@Q2t^WngoDFC{M|JKrwEPRnhn`8MI{dU&FjcSj@!?-+>JY@}pSAGPiiR9cR4f+~Zt
zjSFdrCQ(U4Kl%&Ij&Gt5O6||u>YshZPJGYTcuCKqQD3>2167ANO1=xno0=}vzsgos
zkXh<`58~K6>ns^T=nMy$c2><TdvjCKCi;6fCrYd;mp=3`lW@MFTecYf<%DPD<h^J)
zQNFCtLJ22q?PDVh0_i=}kA;0#RB>9ic0UQy85|~DdN15>>=VH;EPMg`eYW_u29u*0
z#?w4x$k8xwP{?LGNb8E;<2+66SXKPE%_1OD;3m9DBH>PP^FbNT5AQvS|E!C9a}j_x
zTvhLy(=rA7#okwLaUXjc8YYx1-0n766P%H>_(eoy(10m&TGtiEcp|}FPSK)B#2;4j
z$_+~YgJix&Iv96=zMvx)WB=X{&5g36<O#DL_fex)0yF`pjWw<e2a<Dvn#>JNF26o8
zmS))Hvg|0jV7_{bl0qg27sf;bjn|4y_xXEaZdiTWVQybL`C>v~f|Apki6)GZ*xAm^
ztD5i8oJN+)vqR)0N<)4i9RO>iwxQiA+%KvG6Bdu8`m^?hUTTGsl^5&haYAVX^jw_R
z`J&Rl$d~H!_KB_}?)SQ+w%+^~w@M(yydX9(gmCKE+~Cb_j@sx=AZqAl{|1uk2SdWm
zDEPUfHvsEB^kGOae2Fz~6e-Hoc(E7O8;vo5PhSCKe34kNxW3Qn=U!Qi$SNQkWN2Hh
zic5U2PGz`u+c7OD1#FzQyDZu&#xO&_u!|fKQiM@?VfOIdj1+&hHTnH;5Hn^pN|UMt
z+qKrf4^d%0aJNZgY1!*J3NQ>p=bCT8h3kR_17uJxh$dwRINiJnu{CHeO?|iQ&5rGH
z6g6HweQK(Bs${S!Pf64nA=c#fJ=@%D8@129n-jkkk<Y!){y$}lUQdweaL<01(FBd6
zw*m*Ng7*Y6s|(<NMHSUvO>;P5FqI>BH+dK$d<HZ=6QWJa&ls(=*4D+Z*@{xJ0SOR$
zpc!5#vZ0yTJH9mcg!>Diqu|&A4743uF7Fd_RJiB|-I#PSu7(RVRf-Xy386>u1W1Uq
zP^?!JJN=<~leh8p%~xLB=j^yNUgN<A=D5~=^zk&NpHh+CXbjR5{YlgOxVz~r`9giT
zgE|MFfu3^RvbsROI*`5J22D}wz7+iF7?P#Ct@%_6ul1(z58-LH9}J<-c1A0r)e5KN
zmK*Xp8QFA=b4{0PIp)HDNxlCmw5Lc>T&bh6xq{tYP9t6|+0=@0+hE{7ljIql0EmXq
zly$%Ba!{e{>)}UT+%@(2+T(&=BZB&x!c;yL)LOXn0o86;kOl1rzZGR*Q*feYJka}a
zNZI=Z*X^thRtG$?a8&SR-FoTasfkvQtfXJoW*o;I43XxNeYFJ9W_3F)IK2~k_PA1a
ze~65OHdn0TSF7%%5}_eG)zS%EowYN$hcwExKcq07M-k?&ltjl<P*+<~N2*Tr!G6+v
z4K$#8QrcsNsIlMQy%bRvTwlM=dcmWwUyFBq0Xw{mWq>|qn6#&Qa&%0`>?$sA5<`Bz
zO~^4be*ubUsfJ6AQ>LZwry5C3>`Kez{Z4;~un81S7tB1^GSdFbNt@DumWy7af9uvQ
zv}hGH+3MCUhGAzAi~AH4lT*JrXMYU%D)x_BAg5r@F=wm^H#ni2JS?wDGHmvd0kxk)
zy~NWchJmC9K=;gKcJVVXtDBI!qjMu*7U;O>^p!x5%?5prdZ~IVf>wk3wRI@xzwapg
zI5g~t4vEs0i$Nuj^or`jH!Q}q=bMM#4?BPCsZsDMbLwq8gm)J$qLpq?(){6kc|`r)
za?_qqPd`wsO*r&4NO1Jvpdj{X?=M_6Mi9a67~i8@tyr5zY)w^hwb>#T@w?dAr#SXT
zH&y_m+-om_Lp=t_BBlf87f3AA4(A=j8{qb%&;I#V=J0?UYes3$=#DU^Yf;rPK;N#N
z`BrDQb&jg(1&@R&RAjAtQ_~G6!J*=6Ds&WtM94~SioNt(-uAN)+nkXXyS<H~V)JWg
zr>-M=CHqR*ZY#5JJj=iJvi_iam&)~Hf7e8vj9X_j;p-Qm4rPY`)h(iBXmqK5itkOy
z!~0w5mQP+6GEHwIwD@o)?4Zv!1%ziEv&-%xE1^LqUO}5n5Y$%ldqQ;YQrQr)yy|xP
z^QZv#C*rpQWA_E(tLAr|qL1-qL)}v9S{PVq{wu@ZkpRSx!R<f&fy`C-PK$<N0#O{P
z7i9kE)@`q>BMVfANA%&??(mz=iWzPzf!p)lrDA>^tkbvr+>RS-@llH{V86?(x3G2b
zqc!XX?^Jb^P1iVF7`PvQ<-A47K}267T_-(>BLZicGdUfZ`@fnL8~{>Mavf(vzo>B#
z1OKY6QJ>lmXzv14<~b6=qu^!Ui=7Tu9A@<0EKZ=(Dl{P8$nNt;KXFWQxNuNSYqvvx
zPb|xvJ8E6s3l$tLDD6+Cbu;}u1*!SA!ZeK^ZraJTR&#G<{->g+09pS1ULlAEdcF-s
zRvyJyS65>)Hcc`4H{Iq=Bd^{oVTNK#ne95r?nj_V8TH&F#+3Y$`^|Ow73&Hb-HbP1
zU89^<QURO40WK)1{yBHrcUJT1<Z(cOUX4ze%SYA{FlG2L^<LWG|M8F}YOv4kJUd!s
z<Ot2*FQ5769#`UVZ?X+{W@)$C3LZz?E*~nx9L&X*K$ou$9(9f{#e-&&6o}#zI=-`I
zaA&wY?1=M=MuB;;!9_m`9LlL%yGrGD(ePgtTa+KtjZpMBpafR&W{6HFHXg(!OW07s
zOyQ9%GbSU7gj;j-L1eSf4yS*;Cx}FkXo42wN3~f-o4_X-d&43q``>1kzrV>e;~x)0
zmKRIWc(e&M-t}lZ>jqZ}5PHm-{BHf%^CHv<GQh<W=7iZ?hXD5KYF8B~a!lx%`);jZ
z01`PJmSZ(uczM<JXm|cTeUFlc#lpfO^v-=CkNC|%*5}O^yJ}mR`UE10K5qHB1!)3m
zE9D!L-z`^XiQ#lhSj6v0YKmoLG;3V4?_KiC&nklYlus_}L8`Xo?ug#jE>8HD8lHu>
zdXruFkaLh*A>ELEX@A4*w}8d)Gg1z%d$c|$nLbzhh~O)_9-)5$^8-wfetU2h&JiI2
zNvQB6bw`_fYiLRrv;ylHxf|&Z6%IDXQ2a7@n*EUWce$g?yYqnOC^N2vUk$8<gqTX2
zevo`5291q`gU*k)d;7-?e8}9b{{^u9`<V%ypK7koK3$zbHN7qS;>D+DNy;2fo@{O$
z#X2=*bQPhbHE4ul=&j|iCz(E`wlhSdOB*qi&q|*b?ZQQv=(vNa+zO$G0?CFoLFNK^
zo&iT?t#XGTM7$jIU}E*neySn1pOu7>^4|$Dk-4-ui@nQ*Z!u7R*J4HbbZ_aB+tc2)
z$t-kq?#-JXy<@S$Fd@D_@m8z2w4TW~k)Eixy!Y<I%9F|(g#rAQ+iAK7@A>NCuv@ct
zE?$K&J{A!<F3tI`g5og~z@v{7@VX5`29!v23amMF@>%q5G4kip>U4F4S+L6QY)<Cv
zdZwWA>;+ml;SG8mBl6p?=7gygZVp6bmNvkZy<B(d{l}O<SAl(#4}VohLhNe^5)Ue^
zh?Yoq_FR~`fqgUI-Rc7W-1MDbA=Uj|7}{>c=_ceDwh()vh;kP<Z3R)JRrGe%?w6+-
zsC}zOGrUzJxMs2fg+~+lG?Rv}d9Mgp7W}(yLF!MD&@E<~5=rI~tb2q~XazLn9Sm>d
zf7?A=DsR0<?51f_t^4T6&UohbPp%*iqmzh5C{0;qT4t&Ly6^^pK!<0iDuq8tasNwH
z5_ZV&B&V-lDjMgrrljGEfVY}-uQADY@mqY)e|C5ZFc)mYgs{-{)Bz|I(B?h_Q<?6h
zy`_i4vbdxa>!$wFZ39N=M>o!a3)!Z#O_@nFkJ;0Bfqy(7RhTf;=XoME#jUT_<DluV
z7jXamEl`eB#jUd?K-;ktYM=$qnmwfeC_|zIXl)C+2s{CvIi^OrOUW0H)1yF5Fz%as
zm>(|Z3)9LxW>mLghre5nMK#cZW+!EL4X9fw)j488(Xf;$uA&!{q|fD>Z=|#`5mdhr
zt;Qn*Vq(E?`E)VwgMC`@?fF^M&Fud$A&42IIsu`-n=jnb6pTknx)cY_?VjI-%fnk8
z@BMZgBob*G$Qjv~gVM$#YQ%q+^WLitzXu_2{dv9}Qu?m)xUTil6Pt!{^LgV3l2=(t
zE8;(d6?BM}dgqq^sTGlEuP<H+<oDi0{aw>_vjCGdDJEtK_w)OVso#aB(I|Q|+yi(%
zD1O&TPlHB3h$q}dl1b1@tBJPc#GrKiZ{wN#GYFd=1v4^5d_r7lvFnChlE=6hJ1Yn6
z_X3R{0X3dXR&)QKf=<+19im`Y%V~y1ma9`$#YKV7gB?HcY_eu#P`c=@S5XEW7d_XB
zfcLa=u;KhDQR3#sLf`X#kgj|GfP89|3qsf$#a8r6C&p`_Dz%X_ddp*%UDETYNLPvr
zYBjVE$2#e4GK%KyJ&Wi4cf|e%pqB=j+?iSN2QnM-R+B!+ywq)OtlatMPZ&^bvE~?i
z@6{2!onS4DR_YIIpVBj}v12lLe8SI>v=%jN(D%r)&TxPRbK^IHeSR7v)6I6364Q-4
zsE5aipV;%GHL{5b@*il<B>2{o6LnS?<R$vY<1&B6eB?2uR|4*EskLT!8eU>eIl=9D
ztAvSDrnjI%g*nGV`kawdAd6Zg{1Mh$(MDM-wH?facWeQI!4ID1)+0oujRKGPI*wus
z`+OC2K3aQ;`2Y2YSs@FW<!e7ny~Xx8>IaE@&)XxYtp{288D62yS%)M_%?q|AE(DC=
zWcuoEgdspF{pWf4R4Yf7>~t&UQkkkQTHlN2iTl<=Y*wK#Oat6SjC%K>hFEdmB)a(T
zSknjs?x%v#a##b=OjWxGf_?_1>7?-Xc|=Aq{zDoUG;&tUXimvhtj82?um@wQ@<NQE
zJx#t9hPc$YubG2>eU`t<Mp!OmLUCMXgmq|nUuKDRn~^c;^UMV6V<q%YSQcA+YsY5_
z-N{XSphd^@Vx`>3yg>ZTd6kU_VtxR(6~QKljgQca{r-O*p(M~Q!At%j+2Q<{a!@y?
zRz;|uYt0<_dhXy9=dfpg+Lpi!S$e~WxOrwdF0_2bHLwsH4`PbzyRVrQ(-D2wglpgX
z1bQbMX=>_!QOp#uGWX&uvoZlf@?dR9#&cS-t`)&cwCsQR@c-lrvcJCRWe`Hn`(!=@
z_f3grBic7X!maQsT@V_+!$f(1hsc3?e}OhUMU!b0KdtTH-iIhID%+tIH11#`Az`Dv
z$C}3*Xf-(&=pS$Giq%Bi$=0RWq)+!28Dw@YyLC>;-G@Nd4-B&d@q8g3>|Gne@wX?1
zKRYt7<(A?c!2+4mg&Fn&9zuo0?W(yUD={iy;c1EIU9VzWy$cy!A2GT#S4`+RlJx-X
zkExnqwwMIY?uT}jUN4LqUBC(#_c0wu3w%vTn2CytPV$!M&4lUGP|Eio(6S{a88h$)
z{A9D68?*E7+@_cNk@{|7Z`=>(9e38fX6sctZa=)xXR1nH{3VIe@d8765U138q`9`U
zlW>Ra`q_OEQ8nic&J`~OSkkwu8OKO5=2fj~WJ<F36#<+==)AXA8Slg8PGib^gzr{9
zjul=A>&vDYgtMp#`p!v;W{z096bdRDp@e~*zx#$jOtXMlR~;Jr{(BS!y_VfAS1YS-
z{Y53d<ix~x#R0>4E)b8N%e||^?V3eqDC|f##r@oB^wrj@G0g=n&BWW~t-(0sX6O&7
zPQNj3C$@8L$^Ph7Hkr5_IzOALEWT0d-~^es4CzZ6a3&!6J8c|Fv`Y6v=!$>vr?tQs
z9{9m>(o20*`KPyTZVkhU(cTmGFA*l)d+o4RJw$fG9u^GKb-B{?iAUQii!ss16uD~<
z-M5Os!}A~e!8Mi+-TX-Ma+{@9VI_C8e(@)pmr`nmE;ex(p~UqbQT(5wbySDtFifgR
zOQ!Db+9Mt|hE}S4+ukej9l?fBjcj$Xj!pA$;d`87ZM(NOTIPMZe?LPaqcZ><XZptv
zv_u!_cV!PC^;qNXR+i!>#pv5>I8R}^$9?-@Hudw^zWIh5tX${$M$<o@+Zum@6c2R!
zwv6GXKS(~M$QZ$-^Fx7*5YpLceDHDbs{Zy&=1{q(L=nsG0JZ&F4d(sOI*<YDAJWTe
za18s!3u<drCF{S$4#-HN_`gPPL1+&~SRrQR<mGEd@-=SjC`wz5^K_jtyN#7Z<knn|
z9ZLkpPAu}M&YH(?@IIlTrgjD{@_X5zr7p>jGQY|DWlN=w`F)$*C{N!MhAPDAbqx&-
z$w>|PjbX`$>r1SZy$^6?{ndx#QgpjuSL6etU5_AOj&I;3{szkR_#d$dtHTPUJqjbd
z>BjhW3RY#y-;1SaD=Tra>rjaelW#Zh#0ZgSP6>4yzf@L|e&XFmD5cmePJ|t#KS$i8
z@*F=Ck9TvkJ|sgoDD`<Pp*e%WilAf?zXYC+RWTM{>e!PT`X~?YAaRjS3l-uz;35wv
zQL*a?uDe%NCZX)$E*`lh>n=W}Y7b*C7@V~BiQCF>#?1Kgyp)~ae@9lQ%!bqpf7TQ8
zDRZn_xI`Vq#pia$yQ;{}yhL4o$@F&zVttGRovY{(?@%CMJ55$#igHnk^A4U?A=Fiz
zGrG3mHQX|5^{F7uP}oso_e<O{<~dReyG9ns5xO|8)J9z;mkZiv(%y@VRA-`-(>~vA
z1>voSt^-fVK5DAPEA&)TA2k%iZcX=)$HVBsQDf5e=QjQHF6vw7BUxpn8|f0_Th7$P
ze5hprTCgbi#=+Qd(Kl4x^mlMC0>RV6FC^fnthM*TbmQ9MM!sb}yorPaia$0cVRgO)
zv+@%pTyCPGuVD_i_1_*w1;2LaOZW?Ykm`5#AgNRN!Y6IE@4A9{eN>qD(0?<N?U4T&
z!UkewWCT;6cfTI+J<e)71^UKA9rbt_@;i6zDW1wo{-uruG|Xudv!0L0d9^UjI|>?_
zi0bm6xDH~1H#746%HYIxD#}OH&Cnv_g6l2%Nti;=wt2FRWx%`=ylCW{Q{g^eVv!&2
zOYCqC&xs*{jRI){xWm?)#PA0&*RLvRqN2l1O-)lw?`Zr^<tdJREB|jD7hoOBW?gAS
z|H#%HJ#8n5xjNNll4bHtxzr84Wn<<;WF)T>|4dPq>GceJNXiOS$ice)^yd#TOH=>E
z-S2{=$VEs*qhn6<)f~SO{<Ea(M{Zz`_iN&%>(+aGPj^=5?c?!skx=57zJ>?g6Tc>1
zZ0!G-2NIYWuBen^`5fe8Q&39FyMInu9y}&MpC<DMh<`v{1i?+;dhrAM&pHk`B<6~2
zdHDZs=lYTV{?PdXOgyD@L_-em0s-E#Jl$k-LgXTwb|A(uJlhVMKl}?5Y~U@$^#3<e
zCK_>Fa!QKR*+;Xs_art}R^eD|!M99|u8*1thp^hx0Y2n{{PcH12SVf>CqqFb*fa8q
zioAwT@PBUJLjIO<2b^TmKwri6r@t7{g5EM=8tV-V+p?C8Ce%L%l2?Y}4`n^3asHo`
z&^e$Md6KzfD2ratoClWr1SYDA|KB!I{MT{r1-jO5Q=|X=t`@9r!{!IY9~dFA1e1<C
z$4_1>6Si9G%D})Nr}ZF*C7A*F!>~R8^5uB~=^vP1KTG)5kEt*rF>yCqJx^+JaS;uk
zwR(ruA2|$RK3L%^&tMNEz7gSsM?^dY9j=3~e}YOpdh<5GRZfe@Gg4XndbMQ$-(ng2
z?7{Z@-{TP0<-1|L^hScj*ni0xjyV%MO;1IGTs7Sba8}ALII&3KwLt2&u9Cif05~-A
zHv@8j&kvoD9(x;b6j!ybXgk3~Cfe6C)M8obRNWk)x&Cm09wD@zcR|oXbbTxo3>heC
z?*m-VR7y>*P!WFs(XVtZj)N;xO|Jof{PqKJKM1_`Bn$K*_-^?>m0`)S62_V4cvaH0
zrsYPA92ylZi5;NYuX@F)f3yRZ7Aj`|F1Ycj)XX1UTFM!+s`&Tp{U*Ncr16c4Yo`16
z#Gj!P=ctq@+;L@1a#n8^!Tv)m^2BtDMephrlK*GeJin&#@r2~Gv?D&o{UQkUQ<Cc+
zdC2G%IUQfRgd(AReNf<!Cgv)ItMQBp{V%cWWqxA?%lsxPQ~y8XnfswMLvK3q$UjCd
z#heX1!GWjv-w^*d7$%)k8aUs*O+lXjnF8~GE~>j0R3>N=XqWz7_6QkZ3YTIz=-_3E
zB8cmZd#>j%S-k}X5WlW$7hFkkoK{KOBR0LXWczXZdV*H$pk^ouoBE>w*VgxCqR8<j
zNC0}MWya?*fKN(UO~;K0Z&wiJghu)tWN!yk+9aq%d&29-QXM*3wy)0NuHfd9)07p>
zKYN!@hoHgBJ{g0%e83lKNEscQmX(Ga_c^4`z1LAo=4#VSe5%&gRqS$2aZ2}ifvmCG
zIb9gc)qrxReEArauS3soPWR}`Cebwx>H!?wJ;LKda;YrBaggEw1F079jlE?q-wBxW
zm~Np5OP4}xtSayWEv21yn^mSQ;zKZFxFmjBoq9{)?Ge$r#YeJvK0$&xR1pxCm$%dh
za4i0-Xfr221!{W)W~awCDuxs+N8ok)z5CL}-{(N<FdL2)Fw75nFbvhD1jinc(vA&4
zcApiUeNI}VqxZ=321^D9bM8lh-0T336?Cg|o5R*UtT?x9+oo>!>G513!P&;lo6NE;
zQubGb-oklw5c%75MwM?wXX=iCJFnspLC_5SeJIZH6f7@^4j=(my&NS#6MtMZJ;d1<
zl-hNA0KRsE_QX#G1+LL}7VCQv;abNK$WVd<M544`_=Je+gqa+K-%4Gaj>WACB-15)
zlhM6KJ3{goeoZhXFRO5{*oQI((enKEaGztScOX~&!OP=@<NCf?@q>P8*o-F}Mun;M
zUZM@HBcbqBh%(F{Fxqk+F)@XmUhe8^(B;)N)g4m4Sk{)jaXmQp?MDlt3@My$w#%Sy
z%c;*}w0x7k3NWKgzu-#CXXn;cu-~?PHx5{GQx+^efZjml6<N}kH)sIqtW=rn?F6)`
z4Op}25-IYSQT#iB%*@w`S2hHnGIabwzYhU^{@-kwIJ4;>aJH--n$6%Rp$M4;N2W!#
zH)hP6M51-4JRNbd;yIZXOPKdwg1l~MXM&runAJK1iEv=g2`JJg@&SK%QW_dani|rA
z7utGTZiu-8?q-8(GNI{G5a7aU>$9J{SoH9_v;hjL$vDf90^>#L8$aDrtUm<z8L)1)
zdYruLBd7KU*%lp_U5yuE#XCOdTPyfNs~PL6X-Rke{5;{Fvr{jXeioqbY2nlaO2`8!
zYJ)<Ze7-oA8LcMjKTM1DZi)Sq_2+!o%-}9z|KX-h%`&NeG-zywY4Ml@Y@ZgD$Mk&Q
zHS8M>yKe2UfFy6vxBG7GC7M9Lyxtfnq**MIN`0b+L=+zM7;9v!GJW*2t<FuXh!0H$
z5aVwA-#^tyNR@UtyX%ll;ydNzt?T(Hm?eJdF4m^pMDp1{tcy7eal5J+kNjC=yF3~z
zW~;X-kk43A540&nF*r5py6cAc;Hp-dztk3Y{=n3U#6W$b=<y$gh|V9}lX$EUt!z~V
zb15&1ev2d-t_&+E=x2F42jwwET+SjyuU@D~qw$cIY)rGb<^E!GqW;HcO95cR>O=Bq
z|G*h35Ssu+ui%Sc*fqv;d9TTCH{Bqha)`8wkl;gq`t+$5NqS=98yJ!@kq2Cg&8^Bm
znwF{eXK8@RJcW2}mWB{avlzu?=swNc{G(O^47)Gk7Y>C)38MX*3W*;vT%hSYtALo;
zHXzSAHjqode2m3+tvsx<mkf9c#PsIxu>bEHbV}a-x-JuKAlI%}7t{c5_X@)gj-4-M
z{<7dw>?nIO%RVKpKS%wC3_G3}fXl^fK-IF(Y<6~bH&1dHkMK27bw~kzMEZX7#x)K6
z{lm)G#9kh|&dC~vBwKaxgb_3?_&>P_G;J%?BKNV)tK37dZ@{mAYh->JzUG!l9(TR`
z4lM%^s6#TWLYM_6#~&rcKLKeEeig{W`QI%Ob7mNp1Ka4TIyyR90af(xP96YFJS>we
z@5cW=8^g-Y!?S<{)<%iLa_7s9mgZ}$BIHH|g#&1S`~g^NFhx%00&6zoQ~#(hQJ?*I
zw%9i!=*u-b%dP?AZwMAb`83k{`sG^eX>jN^Q`S{mwKQzkgiEJXi6U*<wT&7Pi6pux
zAdfj&TK=eca_Iapry;rH_TIl+m6eb-wyxd;r5pP~xaZe!mB=syVnbA=^e%Y2pWQzY
zU#KJ1t_91H!h1wbLr^q#s$!)TuVMzI?vZgW{MFi(alkD?CueWQ3wU<!|G}sj7Qm6^
zydyq<RXk=dIULo77W-aq*Z>8i+@i(?CRAnGLy<cryj^WH>NtPHI`?q9;e6Zf!7&k1
zn?f?DZ5;iR02R{#(c@_q2kS>7kX<bErxT2_aVOov=<rVnf}a{j7D32ODj}EbysbNl
zRNQds4enq7E$_ybiG@X{Z56nY%)io%0kC|TIb<ES{%NPibQ_tz+#DzE>m#ij{-BES
zOx=8ZGXp^|>gUgN4aLVmo^S>zWFYl&iEv2gqmqpa+)vgeuiLO^*|$OhfT4nUKUu*S
zC`jab65<9Ax;A$rHj%cLgux@QnAX!$J|z4w{g=>dIWoqIc1c%<lo$Yl5Hs6>yMt;S
zdj*-J=U`<fT`5=hF(0bYU7*T}Kb=5W%O7UIt|7P#u!yZaH5-Wuv4kb_WtV!3A%<nK
zt9q=OD*m8f#UP8HfSj`50*I@+3U5^maYGHY(O9_*5CrQO`Ad<nVr{ALt}!|<2*}zO
zPPb!``cfwmW;xzqL&-Q{mhqN)vECNh137+{RwJ}M5^y2g$0@@Q>Wd%TtyIsOUD3B)
zz%d)Tv{quO>Pa9XHILjH#b2v6>^{6E7CLOOQDvtavB*glNJ^{%eJt|01dg8Mrf<C>
zLq!X|J#G@O>oun!StVKQoNFbFK1+gf&rU$cw*(0rBp0FME&xk2M4vz^&3QF`COwBq
zZ<_c@Ev^DG+y`*X-SQ!>f%x$w1?84wMTh>v=nxjnhq@BH-RlU6;4c2lSc!8aA9p~i
z<%_+_$p62<8aF0>(`pipS87;xmL(0mA`9qN)tewcbjEcwwd|k*1^@;p<<xoQwJdlS
z@)283L7~#(=RFb*?CtAC5hHa86k~j(fuO2OXI))jvcNd?lY1fuGm_}OdQ)(hp7-I1
zw;7CON@2nSU_b(g0b=DtL<G<CHY*C6Ys+;BXxE%(1};b%9F~;Oe--1Ln~~B(o;=D)
z$s}8;n}pv*cwa%H)g+d0%y!_ka9^hx3rF<;N-!#uQ3PSrC^{JPRXqo6dwo)F637*x
z93%orbqEEmBiC4ponr!H-1uf##$UjHN)-uc=8?Z-aMxrGu~5hzCT$&k`y30bRfH6D
zCiU`_S|O>@A4&cVsVQhhD(eG0&A5l!)u0Kkz?`CZ^+jQd#0`RqhE0UTGpg>gt+R<>
zXCm_?zbh`U(ekuqkdd-dRJ;D|3t#%tHEW8YE3wCFUy8auM-me7+MAK8?i<0szO0qt
z0*C{zfo4gPuDXAnLR;BZ1%9is@bg_NNUyHj{9EonXRnlia>w<pvLhXGF=vp};4aqN
zwt(%9*xuui$Y6r->$rgXG)1dI4a@$rqid8=3I%|WN)W^ZKv5z<P0qP%^?}D3X<YeN
zqghoKn7+FNK9`wN2Y$IYD`<qA$R9rrfFUs_I9NLee5Aplsx6_v>C6Ew8J8=^jmA@}
zj+8isP;llqfn`*(UBBug#r~h&+If49!gYDV(HObbL5N`-b*nKOELOGQCwNJimv^Z2
zEm9TGhPo7b9+jtWAqgj9WAENSJol3*g&0qhZ1fBu6}CxCki$G(1%ymxzWmr=6a|)f
z^(IJ*f&nB=6Vg$a6c(+zJeq=n#FpBPd!&3>nJj<l#ZQ6}X=7w1=OKqCOqY116Zf2D
zVT0Bp$Pdfu&-w>n{^9P|WJyeCM`qTj#0J()XMw7VBkRj*h{Co0LPZdbg4Li^f5<dm
ztunROkm<AeYFOYu6H?*;qO-_(#+elW=9SQa0QcYl$>7$>Np)i%_eAws=p-E>_I<mm
zR(#=;?piySiTvV*$>N_m#F?akfBzAs;50C&+eT=Ik%~m99#W_(_^OjLS>BqyOPK3d
z<mlRjict-+erNkQE$_IgYnN@w{ZTlPT$D}>Fqhp!EIy<G&C1YkUD?_BFzEeVB}Y`8
z(KqG=vBL1WAp-X*b}j8*4hZG}=gvT+&#>Z-!)9rFEvVP=>J2tab&i7`O<Ka3#dfg-
ze8n_al5YHffU!~hi+~5C_Est6`gl~`#-#uC0svnqS))>NTDBS$@)=Jh0=ay^wF7LC
zT2T59v(0mqomkZdI%fg3_ofl8Bgj@RKA-6G`RxKkux8)x-<|8BolNACF^>LqQ-KYz
z8?>5?pd~+vvz$_^mj3EN4575HP|l}8W-OlrJ8s;=%9T9|bRjsNxNGwVf~&GXebLt`
zKw2Qz1f!~A0P5Pd!E}{KJVWH0vgPqXb}{dTH247jf<tEuPM5m2^)hXdexsO9H_|Tw
z*5g5HkZ0AWT7X3QVHu=-Urxcx$G1#dtXDrdtDvaZ=OMP`U*`PjN$YmYEj?kjl>WOq
zA?E-N;eIBtH_y_GY;)<-bkB<tDC~&Q)>%qUe<wp_#LouA=zKuxcI{Z*Z@$7{aMACV
zt1D>&(P6Ehe|7aUV8M<>l5QZ`1qoqEh7J#T?zdd@r9p_@d|8F{<Q7}aHfY-Pvds!%
zn9&#Dg?94t*Q?MbcGT1rq4s!AT_H>NDvZwBAv6*)U8ifgloH^6EpO+l7bEt^pu+pz
zys!Zo+AaPmE8fN-dHxCGlhksI>jQp@(>)bcDL><qtq*w!gv&Qp!keqLCY>xwU+5Ci
z+lPM}-Y|CY+Ug1jsx2NY68jbs;OTO{Gr5KMj*?!O$$vnZS7KfBBtrq|5G|CrSXwfk
z`oh>JU+4zTxn}n2sA}7U%QJBbbQ^hDMSXNh@0`p2I3pMWd{GT*;wQ}n7l`uO(bTJS
ztuo_x`d9BY>RK?mKo^oV1U#P}RsK4n(V+>>x3_5%Df&8IG(k+d;<;?S4Hc)V(4kCB
zOcz6?UZ_=P%r~&M0=%{+zqqsweyI>D!}VuJ+w>Y}aOxd*&uahGt<E7!>PcI&TyJHx
z!DMT#{|i^Mw>5`2GMQ;7SN!s8>~|qv-bJMUIakw|&q-Z+kaj<z{bUo`#R=^us<xcW
z54`5*6F@L@^?njX3a>;^PISzzl*`qBwpT!(S8F?A87Hq1&owyeg0uG-ujaeeO`aVd
z?}^g#0JN4dw?;`pwSj;)wYDpb+sAt}2JNF~E)i=DBiSlZeG!yJMsV3ljFoKS`|?C5
zt+ZEjfKmi#^Uil8eK&zUJzE2E_{Uf_w()G;0zJWJ820oVw=<+wO-wO)&AFp80l&w6
zFhK&yfV;r2K`9q~y@hM|sIBICq8W(qTMpd%VX17#?0||BwU$zO>t>ym=44^&ibv6G
zlg{MTO-<9os=2h8kd`xT>hJ7z#YStTBhYw*1-e5cO0-VWS5-EtQy>pj%U^h8rJ%gm
zf%c>c!)qkwjVrh#_dK&KUdQ3x6lkr~Rm9VNEe`TBz<RJ<DAb;!_<LXlH4B~Z<#W}|
z#~X7*TCZA8)YA#z+z)CN;o0rnPBf*N)r*{WpOU{TGP`vat%l{G={fSVq(=yG@ahTN
z$i-&T{i}=m=MN1;7l9HO{vhAAU3BqIpIs#2E-*ZS>A5klIe(0cL*ua`-3`5+0J3VN
z|47$;Id&U5ds)=iyHO&X_9s3@rv}i86$b~Y16`oUJo&=)eLmjx9Aed#6r(0k;70!J
z*-aes27v<3DQ5J|L(>(jJ$Fy5l`@m`H}1MOG)%MjgI5f4C1_T@RNPl1sop4pUi6QH
z>ZJyf5_N6P>N$w(!aL?(i?}kl%jBC}%`UfVVeBWt1z4$v@@pi~(=niWmwwMIIg_F_
z9bJ2%>3m1hcKicgG2RVK<8$McsUM=62CN*f#&S?}i@k02w8TXSmgD0-$PgB5XpV+G
znL{eFAi=D0%D$cY(r&y&4{652K-tHXmQxQOX!%$Lt2|5q{x0Oy2S~@D2FobYxfM)^
zdBbJi26OZ+#VM?6^Qmw^@D|ZMZaf<(R!(XosT(u-v^@Od3P+Tgzapi&EFqkTVOves
z0B9H68G-l?AP+r%XhWDiN$m)vm|AfRE|DZz#{nH5Df}A2{?15@klZvw(cifLS+aIh
zQIYiTvwN&ohZXE15VyCx8ru>c^{=9S@vM_Kr0EI-!#`{VxTT~|xR>W{qFXt<NAgAQ
ztNrwJN0c6RPf%CdS9^0NCHB={5Rw5=r|aiN0T=<fDqZ4d=@J{IUz=6s-RX8GG^hca
zsrl71y;BRG99v!$TB}ry(xVTnKPX=tGgDUOAEsW1ar{<=BOQuJmxA}xw4%U&u4Y0o
zbYNa79@t9%69W*V1+M(_@0jDx&8(+yy3XhyDLKeIwsZ63u<MN*yR&{HmfOJWGRsl*
zEgjTsj`oiPAv6zdx(Kd_Hbrvsx0v@Ge+0Ok?THHtuBjL4XijO~!;$PcrNf4FcXyv;
zhlht(Fn#YhE!h;ii;5mRd`v;wC8%xFzUnocj=na`#p)8lnqk&l?_k+E@Smpe8fXe6
zi`~iq#HbMLNf59(k6V{zLWNp5*P`PPlPm40T|WO><%d4W0S$BHPrIr_NkiZKgenrS
zxqCpu_b(dc1!4)y8(lL%8>WX~AKW+3Whe4J&Fv<61-f3G1E;6p@w?Et`>!&>+3+0I
zeLqdyR$ejIArUtFu6<Z@mUb)G?<^QaFU4EB@UH>|A}&St@r@5;08LTg1Zje8r;o6g
zrk_u*Oy4m}nLnEGw9O6E-hlgK(CmBy)k-zzz_}&s3VJ53+|B0)x0uXw=u~qLT{bRr
z*xDnGY!Sb2BvU-4axAs9_!^;e&iOlSz0qb~P<HkRu5m=V-Ux23ALZLorR_?%ccSG2
zxAXdY0!VKq6nHC{fmcI{4j0AvPQ~pRH4WY6?fPRqUvQDA)^WS|)c}h@)r4tsjrhep
z!FFZ{O=r&uEn=4z2Cik_h@p>HtJy5;^6FPOhwgQ<l}}pRoGYV9NK&JdJHvQ+;11cG
zPVMV5l)Vc5MM`Jg_+MycHZN40fcCx{^W^z|n#?*=i9L+su_scCx{KD5kqSZ4G?~<d
z!J%+5-{XA!%Ws}%L+LhQI5pnG*)+?M*-bD|Nyj7j1;P~Rd$9;B_Bmub26BKq+WU9?
zZFCG`%!GslJ0SXwn}vBi_SE}q5r(8Dqy9&R7MJ>nL;dZc^s5Raf1U>3154Tj-<@U*
z*q3CR^~z}n+2a<nhW`3Fbgl%)P{6Qy>sLhK_P~>z?CWjnT+}PrAB+xel`aBV)|b=K
z=@&~Cxw4vH9F=|7HG~z_h;+|6zg%&khXh_5G=S6#0UC~c6MlmWOa(?I)zOHCy5pBV
zi1S%tyyALLd+hyXhBy6G?l@SWu32>3J~H|HDez4!65sES_d&<HI`&13rMmx4wAm=E
za=|9OKV%Cs{Cy}3vllmPldUW5wXMI86nGz=%}vc-RYK>3DW`!Nr7V7-;fxD<%jwKF
z?8O#Wt0;<&=xc9#&Yq|Bae8f8>I<(Vbn@3749cdCDiiL2N+=gwkD=sgfN|v8Jmu%4
z6+_NABveXG{2O%Erm-e6*672owKkbAX#9^VF}CO5;c(UU>-wB7Un%B`AC*QrCtH=h
z6Q_-J&Od+S4-Mn2?eGR0JodGShWNS@Uxx00T^w%<_PIw0BQEy$AN^1|ub4~KHBu$T
zu5e7lZ|nT|hyBtKegtALR4DKp0307$%)B9EF)lmK_?oO|RhHpv8EWU4p(rgjY@0O?
z2gGSQVgh?c*RC0T8+3uJP}8cKJsYi>X4Binro}Dy%Slr$Y3&5=z|E`kM#L1&k@I<J
zq<6R3RQ(bom%UKj`YsT5y=J%H$RN&&5$l{aOSgP4fbLcJ-4^|z;iQeLl4jOvNPauP
zC}I~CI@*HgS_yNRnufTZ?Qz{k-((M!k)RunMEJNhu;xXN2@2;0L4LDh>w)snD^d8<
zm4aY<@!fZd-F&xudF=M7(m;OrRDrp-#aJyRHT5A}UygYAW_a7*Z7Z<=mZ0%<JF5(6
z$d!J0RVpYFzV0NtT?)%Ub~t%%eUEP(oovRS-DLi(bQI=2F(!02_$>oAA40qBvlB>L
zO=(*<uvN2?=99>?tLk$;HG7tkS`?j&D_pn_H2YC;*LG^x6K#`WuZu<6;|Uur#b~1x
zAaS?Tuh!Bp3iZGC`Nk~gu#2HL5(iD2rF&n{s4B93OMV~V;(P20>Ys(-BDoToMPa$m
z1q<p<du)#+q0tILzjT4eLM%+N4+h-sl`lA}YI{>TgNyxAC$s5jK2t!}+0Y${JKjAo
zXKoV*u_YSbMCxRwi{#mhp9FjwUsB8D5A}9>T^oiJnWA;{S5Clj*wDsk^q(?|pFVdW
zLA>%mSd0+vZESEZ+8|eVve9bNOLXmQxdbNJ5-^tHMvVn4Z6>NbXom?kq1&nJtu<OM
z#sA0LqyTecC!W9n%<X9tkC2lk+2g+K-8lPPD;`}+h4MPq(9iRQ*yb#Dxf0_^e3mJ}
zSvHNAM`CnlsEr(z<1HGpQ~Bnh1@DjYtpw1|@I?=lj++U5`dR4mvbrfiPEjM`7;({n
zbo-qx2VQ04QkzVDy<hzWB@mr}*sXlNkODt1>-ht{!*3d==h#xLp?QZ^E>l1!=n~KM
zC0-h`o9nYCrzxN_N_!$nYr_9ENU}~O@>fGSky4Wys<5za`GjSqXKBIY2Z8O2k8-GD
z=wq!0l@?iJjb+M*G=@(mDwEnY`_}3urR^J!z89b3j+%*XXjUe9ZfMU6S)ObljniYm
z<c3qdk0yMmQyT%FV!rf7hdAqL4WRL3Z?>xv>uBsKh!d~sm~>dl)l2`4P)Qgl`S+&Z
z!ho?&A+>fsQYAW;?)8rBuSX_&6ZVSU>nc+;3ufZyiN4!W()hc)y_4^;d)H*opHf;c
zkpXw1!nQ4tNSE<;Ci8i#T3Vf}p1WcCo3vBn*f}hV*5i90BfWm;18re|TY`jIg)v1_
zeQZKSm%}`FB^{(#tp3Dcx=h7G+~3J9pxDyzWeuTrNgz-<!4SO6zN&0W4RDLGz<gDi
z3US3=7`N*jx3FDV#bQpGBd!~&$=~F^WO;TxPvARlHfbSRzfF=;ekYwHkM!o2)0Rvs
zo6y)pRUa_k&RDz%s2ujrxa!isDq}v0M4S-NR(MVhrTuQ$dCPT@(V#b5d-FGlLT)nG
zyY*P=ErQNF!pAem4P$0k>$TBI^IGj1gb#k+x(Qbmug52!p)pcaX8tQuSCRU1@ymh`
z5H2Uf4AEsFj4~_b+D{74R2hikBk``O%#sr@$z|kqjCr1$nU^#!sp)z4vN)ViS5{#x
z0jDdQ_HuP+Ug>ytH^Q|VIBF)%@GX9Kt%xH|eNGD2zxoA2Na765F<!=HzDO|1we(==
z&&#Z$XgE%Vd$sF&?Y3PhcCn9}op&s%12x9gz2kSeqOhXTHm~p)iQSN$raW;usJDQM
zBlg9Qqsup;@CJ?)vij90z=c8_R6f5`xrsCY#E+4-==mkkll2|WR0aq=*pk?vE=$v%
zMKvnqY$IC5F9JbCM^^EPq<B}yNO)PR>HJwL=}siXIquDy)@hta>>(0OIIAKrOKE>y
z+_?IipnwUqM(Mdy7C?}SO%PP~s%akcTJ&uz^8y~@f>jE8{tH#!9~R>U0gh)<h{~$^
z9^c)u`2WY%S3pJiJ@3Q9Dh*00sH~z0NJ%NZh=@um9ZSj5jVv9D5*DBm(hDlx-5{tm
zD9tWqARQtlEBe3hf_^{0|2ZBGF7Lj#X6DYl^E@*_@WB|TmvpB%eI1BeJZA0*awCfc
zaN3v(aNv~9tVn<zk<PSE9CFo1v-8^?VS@|m1OkEEF{ZDm_!P-unWr#hcH9f!S5P%+
zbbVSQwj{l-(Gr}BuE7!`UQZ=hu$I#ndFABJjo$`=YWXjdz|$oXcU2VqQvUFFz8EO>
zgtu>=GFQgdSh;E>1o2D$njC(zr*}LKY+H@*C$%?o(*mal?yD*X=w-*BDj*Hi_WW8q
z{1(38jXOyugriS5vszE1)n9$G<p+7ykZmaA6mdU@leb!=?%BzgRbE-*(8<S(b9m3U
zsA1>}1yp~n$rS9A#y4~y?sMcuQK*jj)~+=Og%qWG)Uuh1mbDFQ*6FSxN79Lpnsy!;
zD#{c%C@sYZW?7DTT7==yzeYVNV=b~e#P1&2<NCAHCeP#pd`BWKWq1PkEWaApcT|qc
z#Ff16;Omx+x>M5kje7Je3x-gH6s>ld&FNJ@k3ufb_t^)%Hk=_rvngJ?9{wPlxafPC
z&=gjtUohuC<hgPXkOBL2EO3x@Yqqliuqoz@xf$iMWYo>k&;`LCg%cOWW7NeIbLX!7
zsAU@}tXsi%CYCHEF>A_xG*i(qbd`Lp*2l-GtXNabtE%!w1Qov$!5!&J6U{f5Whme$
z$maShsp)5uRFds&I#f`X_4A?4Z5@F!mF*!RIE|x1qPS9mVlA>U1RJ!eA2dVp5JY`m
z$^cM>HR^>KVfL2z%i^%9Te+v14jC+SgkBsOH(lHtyv5vkpWMYM&*RFBx{L2~E*OaE
zH%+FwbXHe5DA~)fsyp8q=_+fZSql}DFmCP*n<3I)Sc}>#&X_(4$7WD&C`CQo8`U0k
zlOjbtkqz);{Kl)lUweX>SV^!bf#vG$kL*_hr06Ip4NtDTdakifo=d@S8Mi1TaW6x(
zcjMi!8=Ah){8l{D7K`Y!9NNcRPojtCq%pNZ$zielB2|BW6N%}$9TZTq@xXN|b%Yy0
zRQz;s&N)SsxoK3+2tPDX7@Gz5_8T@M6*8NH+7rMzUeNoN5}7{BVpYD(D*NG14=yjg
z1h|E<MZ^r{NA8SxyNJRbog34IBl^e_i}PJ&AsC<3yw=LWUJ5kMzS4$1VCcRejpJg8
z>6bpg$se~F?<iKR-B6eOfo1e>P7_WXy=Lf@h}L5^v<*<d{nBB68JwMen<N4UyEgDu
zSl)$*qV2=#m^-sX2+Pvsm*R(SQ#^d~YoF85s%McO%6l$*#h5JALo(MnUG%`;5eaUt
zr*A4R<T96$gp`Kk0?s@o1kF$LnD2#3PF8T~(h}a6hV0|W(84T#avsO$LdP+TvSI~h
ztf4bv$Q8qR+nIQoxKtLfRUkK95Q3>)NdZs_2owW+`btkZHDmp;e4Avq_xZuqVR(mj
zrxz1h9sDfak4i>;@@o0!Qrn^~T&zrzjukd9k~8(1*@lyX%nN71>0hJahA}uYieN<$
zxW^1As+8Lb<N?%Wj|CeeKxLZcN9Fch4qW`)YmqW5u89^~eZQCb{4;Z$Ssnd8GpAj?
z5W%(;B1#h*8&5ZGcT(NpWxgStAih`*!*uG<cL7`jXIf64MRD!$t5R2jdUSeveJ6hC
zd(4w8^B3s1pnTb<-|g)YMTb^<E^b^aTfjZ`PwBIpwJJMn3$CMquEl|SgVI4OGjQ;}
zOiqmMWq-Tt8E|YZJt%LY36na^r?i#mQ23p>%eIsqy?pBwTXEyJ<QdjmVZrbx)Z?+~
zeHWpNoLw3bDdhlST-@nkBsq*jI!8EyLn8;t_*x#epv?*+8(P&ywW%v7i0H~|dQRNz
zp~_1yZad-e*yVYlor>FU-<LG_9Nw~L0=A~C%Cx-9X736GjW@naog(!x0RAF5qcK3W
z3(O&coEVagj0)4`zuqhnOViRfFTzIlVWl9*Lz<;d5Q&_986s6H`5JDOH(XT9GXeJF
zb;FT_fyX7lTQwmM`F`rko1-WSEk#3cBHz+}ZvXyqsrrHw9)kL?a0A%H#oiMjkZv!8
zLj;GtpQES?q0sGJ$nnwlbV}XTP$WaEi;U-7&`0YPPp9ykyrUayll^wl86@yr$$lBR
zuE1b|8AAuQM0DOozGu~K)*#0;OdT!n0{B__v*u#Q8OtwnlA>;i4~oGK<DSi*_<%t-
zXCj9O3gm^;MJrNvjfHimxQ{=QxAzVlo=@~rmWlJMUz4qnUXusmh&Vp;RlyRC5baF*
zHV90_bW8()e_R6{q1bgfYcb<@Bdl<oQ$mLKl{aMQmFy4tx9;93jHT*R-<8#0Q1eP%
zx&$|^5m(H7yW~hko^&i!ZTU3Q7z-(k@t<2cN6Ker;?y+gFNrgz`B79bs~n>z0b}e=
zLvbErlk#OA;`yidSnXXE4v|~OJUM_5Xla72cymeL2*d!NQlD+|UQo@tIV2R#b$qdT
zh&r5bq?q$X2^(kFY^Et~t;V@o^a+&1Y|ha8Lb)4pDGyvZp9jOdd>KDF{y0GLm4bLs
z{A(T}bZ1ygbzc!?tg9%Cx|^C{tA4i07~rDF+WV>>`e~%bTY1D19)0q$mpI+*e02Oh
zuleffdat*mGK17$T-gwMYhnAeAdu0A)N>S#57o`ng<sK}&53?6dt7v{ErbluM_#99
z=TId^Tz8`XqFQ}}#lvAXw}ERRn{w%4$t-Ux^{C%rW^KCJ_F<B#nFspPk1`-h%o%g8
zEl-gE#UYUffMKtKsrjl&n*KpqkdryxC@u_Y;&Dm$=<ikZKm^+y{W*^RX-_T_;`#G(
z*~l--CEo-!wWnzp{Ya>=|6v>v9OQ6XotRMeLu)M6W!<t}@42HdRS`Dc1=-u%>otc8
z|M5sM=&wV1YvA=T4DR%@%*R*af*~O|8AUcy^(ad?8-g@xsetwHT++n@+(9hc^+R+l
z!MAToK7<{%kc@`^-0;_i`R<k$J!8ura2GNWhTn{XNuL)Cb|#*q?K`_$cg|oWjom?C
z33#3oyAO<@dk0-sfb$zleK`s2#4&Q(ujeQ*u;O&|=`i?iOhHygaO%w=o~B~5l!Zos
zQ<~_uD?$&=*W^}cdS>dVHut_0iLiO|Ba^b1IDb(l{P}EA!qb}3D4xal{N~tzke?-6
zOq<Y3=L!RBxf^hu7HGN!Y*#ejQS5>RvM<iFwnDh)leF^T?IqfVp*N+oOKw@guS6Gg
zs0I_*s?b#TXDyDkmwhVF)gB1(!I++>@ElfPvz;B6IO4pBFvrU9WM(V5^dADshR^`>
z;<iOw0X28%Xt8i_M{_DBj*V{dE>l2<UP*U@#v<N>=1k><y%P$un1K+k<zEJ;nu5_^
zU&9CPP`$7@cdW5*RI2C)p_j0Bxib0mQaa7{;@Rf6ES?MMc<3tjEx?lq^#-QvLB@3j
zwlzawU^zr|G+ZBUd_`Cf3~|Hr{CqbV5)$`4%d`FcQ`l<;m~`7xJx$rVbcLWSxXYp%
z5neYb*^Ut59`5zY%YwQ4nr`0CMD57FsV$zZHd7%_;RdLY-@9dWdxdux2Y8@SF+ii*
zps4s8(mX^}-ql%#G`P-mXr%>L18-~bd`<`_*f&@;_l3Co_J%yd&=H!JwWB=Eh=bCY
zJSW{HpRf{zr8iAIN6cS1dh8~~L5q&20niTZv^xjDB;*&kKm^;N4+7q7pA8V|T`kSY
z@bPk4CmBJm%2y`|Ay}&phP<vVT~_c4UB5_Q=xakqf!q}Q&Zs=tr$300(=Hj72{zkA
z)lC=$t1oVHSe4z`stv4?UXz7+vH$@8_pxjMEXcp}!<Lz3|IflWRc<rpl5o)AjleHD
z6HS+Tjtd;SH!{vdUc7s5j2w23#=upkJ5aDh`UG@8jl{i&{csqUOe8_1N#BBgSP7XY
z6j@wz_;%PLe7{4E0A=6S1sT(WxdXq=DK!@g-oV&%+2)flpd!)0ieN`ass8&^B0uhd
zImiOmKlp9H8TvLB2E10*h@SNSya|cJ!$9aK4?~f?kGy?N`9iny_JlI}@0~KKuWHzm
zl8af7>k<+YMDyO1kp9MT25d)4(ut(o?1RaJ@bh%fPfkY5?S~d1oPgJbVG_Lf-_p~H
zs8zm6(HwyG<!9igFqX2<;{UXk2vdz0DzJW+LqfM8XTUSMg<aVq&}2i?3;l>W4MB*k
zp9@l?-hm{6o(%*^r+c&J|MLvuLlRl5m7j;DAZhrHVEE|8j>-Qs{P&>01#Ywb;@}a)
z6(FTYFf_W5?)`lVMBl~LFmFQOZn_Wgq^1W=f!SHEdvWOCx|7tUW)YaA8U|$ZeKAo?
z@>|GY0T9|g=`sD^H<4!Y0cg+3vS`2>G=MV!?al0Z-2K-WcqGCkc+84>6_E?h(^P{7
zps6P^@tOO(^8V<XU7@C`8~%cS?tzdaXZMr8ckQIU;}oHGv}^`+pmCjn#^rfPcmGtn
zKR7V1V?3PtL0X(pPwc>^kvRON9H5Q<*InPEKu<K)@=4IJ=$AmoPPmQzLmWY!(J>3Q
zC>>f=G9vv4+M@re)!$_R7;w7hJ+bjABo*C&5J88}>iwUNSW}ORjD^y&OXhtlCjoI0
z{3IlPw*6J~|2hMH!#;!Xm*WsM3{)IfEu;=7#Sv{w0sKXMB>*2uT8V=n9+aTm(@Z=-
z6ZQH;LTGgGIST}(yY3W8!U641CWM&=6tADsqI}95C}lV#lz6akc>(ML$p6d*)0|51
z4ZhuvmMG{$tSl5E$?0nRKXQ8;CdsG#nqPfickCfJeI-h@^}k~<*CG$=VBl}VkUC@t
z%vaa#=K=p+UF2){F&^Xjm6z+_5#%y-lU}H5M<S>E9Uk2o^H!^lO3tfMPNa9Q0}~M+
z&QJV5YSu{|?WA8L^s<HY8qnRL#z%ID|Ekbk=3>V>=f&@``yVPpw)A$=o&VFBL9lvH
zYW=cLfM<aF4fA@k=+5yENC8di4KN@cWpC1FO!t6{9P`CWlV<zi2ht9RD*zDn*9KFN
zgrFS4GaL&0dl5`phYxh*rOSV*FxeU4HT+u~o+Kaguia3i6d(vaPbp#EUlmcH@bMRU
z>!7gZ-x<a(Py^fI8*uFjw2V9e_vdg$c;MQ<zk?^QL$-fEx=T)Z2K0pehKd&bf1iMW
zX&uj;^z&s@NbjCQ0kK}y%m0Udg2p9r6hSDwmU2TI5{5)Db9r`c{R01ejjgcx7-o57
z`uP5bo$N2F0+slhI0paIU(g?34Jeohq*OYrgUzNFB7%`q?gBzbVUSqm|13Ueg@%@w
z;0#JDw+P}ENYbMY&0|bzW(w(l2R}qqgB|M(PsozK8leTcem~_(?B5B3rV61z&hxsx
zFHVlM7*;?^g^V?~{?9gagm&~5ixok6{Duxa^cCDWAj-;b4)7@deHrNNXJ`^N&9n~I
zW&f`LlVMRRMN#GljUKB8S>Dc$1F-D=s1SNUaNgs^25Ctxq<|&Ii2e^J27S#465+g+
zR~I1><_4M|k&$HgKO`6#tcMLqu=RxxzNA)isk@Dv(sc^@2mg;11Db1YW%X9ju=MT4
zBu54Nd<fDEfqRd8p|{EQp$G>PjWvO{S9bk1R$qCG-6DzBBl|O}a}9$06x3>{t5>WD
zn^YHjHVveJgs5J=iL<0JpJ74}{vut0@uwEisT3B{BZ+W!MlgIv08!<;xu7SOnU!U{
z%`RZ@p?0b-<*WQP6&2&83u`J`Mej%xjAH@w64%nJNHQ&=kZO~ksoP&pB?R3EzRU4+
z**S4Ex${!Ag=2e|H}wL>)>y@pNx`OZrAyFc+6v<=N)y#F*4CMOH)SEFBbdHdz`&nb
zK9)-|eIHPO#)$qHs#q&>+1d{vii{ANiv~=>C)fxMamjGnWrMh(tTu~=rJr957E}?!
zIV9LKLI&t)X_=KKX+qvXgoMdtZqg=5hcG8Eo#~1v7O>uTV1HFcmLjKc@#05m%Odic
z;X}tKN)RuX3sG8qFdw5Rhl{`^2Csl90t9+M5g@(pI|TJUI2!~buOQzD!55xkFQc>1
zmCZd<tSyDzeZX@!;Mk!J@t6yS0?}<B@UQ3qT9XXB0^Z_z$&#eP*lHkX?<N!mArhQz
z4Dy9;e0Mf2g{Llk|7L%}1k4ANuKQkhnzM*q9YD&kJhahHBVQ-8mZ1p>fGlm6upQ}e
za)Z1pS9?a#z-A=5?9(d?Tp@qLT|>`n0M(&bpC2>E2zKUMK+mMN_?;kMA@MxW51#;y
zM^K0Q;Q|IWSZUq%u%@t9%Vqpsb=qOi1q3=e`)v5o(YK4Q-g^LBDh}DZgAF&k2nhe~
zmY^VHZ!(TvKeQ;Im37mIOtY&x&Ukg=8dDL;hr(I|eHh9Aomm0(Hw7~3HC}d{kT919
z!x!^8Xg=_X37mlC<x7h$sM)R=bKXvhd(gJIcE}5@3XYnoWMi12MKODlsr~>tF@Bt>
zq@DN}5=nkG)>YCV#FGNaP;$eFsn0s=T*M_xfuu7KP_n%;@9L#nH%MA`3beaP_0FEO
zYAJAmI-wI=H?2`NWoJ^=IW_W-{7TOreV9E4I#nKwCd>zb%E}LiXT3>}`+!C6Qi=^A
zIc!I+(+-bmsiVCw(n%JwhXkZo7(ETO0hq>MBnoO#RkNP~YLT27;Y#`#2=ayi)1jr7
zCjtgpXp<_Tm<Nl2bpo<O&*);ScOmBtxeD9*LOF(MNGjnWN&PP%^`BR{?IFzGRc@TH
zGRN;+%d!^y2ZPeZjQPw)eoM2vtxtCPIqhA!!0GOcxx&pgimST5k9|pEy>SMt>jC_b
zL*Rp8U1WEyZ~f&Z+9G;Sy*#Svp_eXpaF{w%G1qDDDf=rfq^$;L2>DV&QzTzz&M-I_
z)u&To{IQYDxOL}@BWZm3u&qW3F)?Nb)*N=IpJXr!$cKw~@&qz_zBIfBmjJM^CI3Rj
zU?EBcgOVdQpz@v>decnjh|m?J9P0wW3_5aJ{C94p<GUxAAp?qV0h_ZAZCMcb9S4J1
zjp*W@-^{lZ4Q_KRKZiLK4lq`rU(42RYe2@pBVnME_M<uC&?Us2E<(^8G*jf;W75}n
z)_AeQ^&&L@Pl7i5G%X_>|F(gH!WqiE9&}K9qU12lQ_t)0ygO!b1q+mGB*-c6&F0B)
z?>~GulfRI5|CrNY0_i*>p}jNaEV8-q><$OlaN}iT=ASSp(o{^swtg#Bq9*&7zyg4N
zsevZY3m%Tp?+DNYT=CM5$S$nFk~xW~*<tMwHj`T`I2gX{UBpM0q_p1%f3aJR%Iq|0
zB5P<~!IyTPJ-^^{$16424#b4^zWX{XsfL7cYegW}8?vJBxif*6gIS;fS2+3z$#6)6
z9|Emgdf}SE>l69>*HLw{s1ZQYu@YpmCZHQ!wjfs=NS7m+Gt0#z3y?{rJB@61rjnKH
z(FrCq%}idRBd5Gg`D|5;FRyt26o&1DyhwlcelpNnvlI+dPh-h?J+Op_LU=ee!<0%#
z2^bLj4dx1x*VYa$%21fNC1^Q#O@PdN`g+0@+*Eo~w3Hl&QGpAgDec?(mZ$fn<v+~p
z53*pAdKQ1wmS6sfPNJ)?-4Iwt0=P}-^7^H3`_%OBq<!(NzTiH`Bbo=<ETkTa)@A#^
z{vF&3)d8B@6rFW?fxF9XFF;->-hKo!BYyKkZ0-Bg$g8j)+_|*-hX-43T<`?opmK6?
zZId(f9F+m!rHvUhfFwIrT3&>Gr{$&4EV=_<(uu)d0xX>kc*;KdYkvX<fbEdjV}-Z|
z2w!rz2-T?al)8@Vb#nL`pruny)6chmqZ-sj{$b}YR*;r98sX^|+Fz^NAn1_P*>VLE
z3xB|w<1^37psRcEfVy<CbCu0rD>^vfMpf&@`@?6em2nBMxX`3}4Qnw8+x-*db3pZR
zxa~5a2dv<I<Yj@l(<QNUqWlT>kVc168><QN+b0-0gg~cmW33Ph{r0y>2S##A_alJw
z!>)&c4%r*ROd7I^VW>ZWj<;N}Yma2cyf#-HjKYz(ks}RX>os%tx&Jsm80V$e>E)18
zM(84r7Z1E*R=a$}!R1y_DP_wix7yy=-#cf_^jus`C?7H-x+*U_M3T-|Oj*Do*}wR~
zhEYW;4@O63CM3|@pM8Q+BNNs(#e^Ysz*eU`bW(>zD8o?#O*x12xDKWS(Ot?t*StuM
zeM1Q*5!zC9l$(3qdM+RE`*AstNy7gq=Om}Rc?4muPa|`<pe8t=MqiATN}oD>coz<3
zM2KYuPOUrYS}4i&aEDwE3jR7sKA*uXnj;^ae<m$^4Z(@EB8!?vNfs`_v7!J%%R?xn
z3m|DYg6VnluNVBJxH?vvX0EFZ;M`pjc~T8(+|NDN94vWhr#%m&88m#K!c(MG8QH4<
zXgoTa%{;gq)1I7*`?5U-*lY0x=l!6)&<GZX&Vn;DGgB@aiH<7*vF;i!;dT?e@qC&M
zy8~bPb&eqPyD=k-r1?LAzI9E#;0B7?N-1D|NlvcEF`j<WFOf4X7*3`mMz76v^5o2}
z*LP25i7V!DWFwVH@7_>A;)M+ZUv=1_4gLn`ofsJ963NK{+J9)Ry|K$Ee(!X2N^nY^
z6#;G2nMyJpxq^VlojVaU2r$QIj(lK$vL=l&VNrM%na)A=D~)WV>C0;f%u`+Y?|Kr@
zmB4k0+wcjX;r6`dh8TN}k&--%!vn93Xbi4JNkr1gLW6RLFO8oi6pjZ@&yfb@Mh&=p
z`-k-Gh+r57ps3}$G)B5DGe;lZJu!6E{2r7d;uw_;PPaK2sM-t-aG47gR7eNo2yK7|
zxl9Z-0zr>gusDmX2j}mm`;{)8S?0|RMMlABMhgIReLh+5G_g?SvYry+4lo;{htOW6
zrYnG7ub))->NL2|stOLsL72x^i4#?D-sCb(%kBFH|KSmHo-xa0DH2}~xd~m=6!m3;
zm1GfMvL5@6ZZ!922uHqwS&(VY5?exPCqBP>L|X_CR|1<PX41{6&U#a(fW(%YQwITu
z&2MjwfNzAvg6XvX4cNI&l6n+;wxX~nN3QqE=Z$5s>VUWhQXXU)Ia1!$7T-YHrNJdc
zGis9<%?AGT9%e@_!;{v2EMej_Qwb9Pm6hYY4S85Zp2iSUc1$oDubbPibHMfufdZK#
zm&26+-v!<xe1z`Nle(hplQ3oKvs3KH<c(uw+j8p2Mk@0B7zgA@av}iiNY|C80idB7
zxIh<_bRe+OAncu9qpBT%dsB<}ON!mZ+()W5iyE*}Ws!C#@T?!X=n9^&2GDTgNJO&t
zl^)&ZNZOB=a9`}sz$j?$k9pzY2{jZ~N)5k&<A=j9RWfMHAjAI8)6!DFuF>v*dynM8
zJ0w7=?-8mg1**x-Gw-FLggmp1%(rDNTjZdxkyGM<FX3>$6~yAR3qV*=T>I5S7zQYj
z)!0yFmEAGePilj;H<3uPKFC&<0jDq}!24iIpz~t(8vxPGu0XmQ2$+>ROiYL~U|WD$
zVZGLawMUrG(vD#y=F}2Nr*^G~=J%l|LhnHXJx6nv0%J86J9_*C2bP1zcAX~nU~|d3
z;jH6W6VwcN!_)A)fpg(v2lP&=4IZEqE*kmZPy(1wW?Q-eFbwPR)!Zk@P|B9=6S_&=
zlQf>EbbC<Ey^N*H?pfdV)8a@RePQ;p@&go!!JWei)RmN!=zV+CDC@9JZT;Bkh}&Uc
zxtX-$QbLZ#-Fmfjrh$E4?m-AhMsk+{^7r-0oJiVnOb2L(;>;*GD`c>k8#u;HTzSo8
z`zjdCZuq66QH<I-iPwCVVhp3c6o4nW%p#A0n{Kf&3g#*UT+GAuaymM0h%V9H1C%gc
zb;Qrft7Jvxh11RFs7Ixm9hzP-Oc#?BDHhyR=<i?Xfau^Aa}NKDB9ME9U?ZQ*vYe-0
z0I|xjM^S+GW}$j~XWyN}tpnar;X3L%1(R(da$Ope=zql!)BSaHe1uX^1)+y6cbIze
z`0)<cDa!(}%_|66a(ICRLG*8;k3-CeFU}&DDzA`XkHVjglxXX=mtH7Qx-1U%v2)S>
zjCbBIHtrbISi)$uegxfpC;eoBq)Au7IbSGu1qWi*AJh?2<7#H!62=11OS2P^>wAx<
zuMPP|?_!vXM=mqpzWe+$DZLF4I9hPlZJ_T1qJ9<Dsr9jF>w;eXT1BZv3FY#cg|oT9
zE`j5)|G(ofB%~aC#ctfj>MwzpDGKX2jn2Jn$QL^=&kwd*IjT`lspW9$x{4XOr4U`F
zh}*~_^j_M(Ts3ci-pW*;GzJHSNU$$yjCs};OSD>gP}+c_I#Xycy<mCgno{TuS7Qls
zKS43IN_#n#0MeFb$qXnwj&fH5m~5-}jj6N0|F|lzK~~0?<#Dz}z8xSs_5whpM3inE
zSEUKo0s{vMqPuu;fplvCvYZ_ED%qmjyn@5RwifFXoyj35q{{pI=R@`%0H@8i7P*tk
zOIx~{`1@hD264FpP!v6P9|K}Oa3S7a0ODRBpwz=;`#4yBI-FTE`xD?|%eO}2P<KoZ
ziGx7rQCP=P9nc%%V=FX|Ht-;tLogQKZ1X)|AMnd{6oJ(8Zyfc!ipzv;eVQy?T#^QA
zH&otg2XgMv37D_OS5lO&s)Z0nDL0ICqZ7J}-wulnf^h+5$pzFo-HO@lOE6Zp58=M(
z(fNA~AsCv`oKerE_R>7p+1s9gLZgfv^YV=v^vnFc@jGYxRzuotrU>O`Sa)aQKZ_;_
zUWESAZVKM{2<aYY5Rg5>uE{F8R6G40h!}#2%E0w4+tUDWY>N}bnTr;+mHJ`7knWoX
zq1-(azA;-650m_Whlv!V+?bRGM;>vHELIo~&l{)XFg7hcYu<z(=nb+ql82m~*Zkho
z>DV$5>2>(VJ9n^fe|8J;qtOPUOP#Bn_F#fRt^xD6A>3^BWybV*ub~5|X%NjR!eZ&%
z7Z2He+ql3FmH_1!hdIskG&rnxE>Vqg>C6HPB%&2ZiyhB9u#9<u=8wR(c0mF*zR#{F
z_G$6hYhWWD$zI7Up^D*dE>3VCm*NNJT&1~mNno+p*~!P_tgYQ~Se%po`w}VA*^><B
z3EkqY$f*%YRvApyEm+*1)e|0K@7d}erDjtXE5b~Ampn-_nOvRa_q}zJ$=EysnJ-WN
zS~aZo+9^&>kJ=SpI5r=;oid8q+rOa|F$R(_c1rdp)!JzV@|M<X)UMd&Yo3>$DC6Q_
zarEdX+)zU&^_oqM>odb*tw>jK<do91;-5LZI;IB(2X$;>rw#XRqOO*VNj|!)=h&tt
zN%q<YrXJXHsh~=#t!{f~Zq9Z)R@C4Q01$X=T?zJOxKY41DzVa%&#QjyYVm8m36q<5
zHjXEZ+~V6fK?>7@sAxr3bs1s;FyRCAD`^?-o1G;DSahDT9a-5?Zs={nuz9M<XvpaM
zHRe>=nI+#TojYHAQoG?!zAD@5X~T-VrR|J-{H?cvo&HlxuLJJYS7kP^wT|4!I}$69
zn!=tIDfZL`VKGCAxJNf!2}QvTao+Ts7ut47vj%*0tw#Vc=}9vfYIfzSg;^t@e;J8-
zb_f)cq4O-HCUb5h&M$Y_MT##;!^mkRuWH4%<TClKRWV;hP2Q8KD0$d7uUh?ZQfc|m
zZQ5@~+Vd=<DvLahxqdW?d!V9Fb?Hk&4a~}^SHj{TCx;KUj<jn$Tk!xpJ?-Fk_{E}l
z`hDtuc3JT6prI&9nuY9WUG1hxz_O@#EH6n7Xf&e^;f7XqH~wC_k5TD}y4r9Zd)yr2
zNx7hQA8aL%bu2yd;ZF^JT*7OjmCcRx-FNbue70GZ0cwBrnp}Q3l8<407D`?AAN@w7
z!w=pdQgEDd=^yQLoxS)^ct>yNRBb!AK@<LB_`F%y@Yx-k#Le1@5t=c~=7PQvbc#hV
zRW<*r&fC7e{QmuWBP9$=F_hT~1UK(mjmcTQJ#Z-2S+qp1nT>i1%AzOcRApc9!WQ(q
zYRd=~yZQ-!^^&=NYOgzB(dbOMHqre)feZoWFSng}e=bQUH7vv%qaya892GJ;%_{)4
znMD9>_EIS_zk?_cwvjSY>f13;dqn!ry+mhrL8HNut^5;d!MkftE`CX%sEDeuLX12}
z5(7#D^m=Iee`fakJ^s4Sre5;%;*@~>EAu6Z5x}yoo(>Vf0OTJufk4|-u-Oz|yTNOP
zUJYHBlnp^?H&5L@t`mNa3V8=1j%G4IZehY5Clgv%&o^VmNr7ZC;|wxO(+ZC^nQ;{X
zyfO}eM><nx{54=wb#o(OymWc63GzCi26#0P`1H~(azz%7%5;m8zaK}aAe97Ssf&a+
zYG1)$pMpuAH7d9@wa}&=8yMDS&xLme<vjz9f9Etdi;T$U2QJ!??;m?+sIMNcRz0-5
z@hR%>iTOMAoKYDmXP5`7Y^T;Ho5RptPv)a1J!^zELNjf^mv8H(L($@Pspc@BDdLxj
z>93D~hQF@~S1;*E{&H;=_Nzzk+m{Hl;KjsuQ!4j{wF2@SI6!5fo|TM8LiXyG-$#P>
zMgp_%R#`l+l}{D&Yl$9H^uzsH9vt!K5pLqjCUp?$0smGorDbW?$dhploc)JBQCtyd
zxFWYd7jx<m0pBN!PS!eLwI~0k!@Nf#eSoe)-p0C5kNnj4+U(md3MTqQMN}CnVnSM<
z6WHvqPJFl`{X27SM=4>dNKz;}xETkN6z>nb&v{qDkv%Ioq-5dC$B(zn6yeJ{wJ4$n
z!45@Cp1t%r?IzXeeU{j40a7jou-uujkCZDLk5c!19k_lu*lU#ScMWoZb9G+iXH=q=
zf=nvt1mGB*yY#Y~HKmLF5BCsVi)Yl&_o8<l3oQfKZ3J^z_vdeuJ>rb3jor@YN;8*5
zO-+ak2>P6z7F?PaBjuv-eyAw4yq%KeLrI@gXUjlZsi5HWoyD<bkg)Rki(}W|5FPy>
zfgl<78r9V!)nax5J74tW2Br@jZF?GC<ja1cVC^2gTZ`i40nW5#s{+ySlK#VC-CJT}
zPWX$4aZSM~b^bzqQ;Fb63+d_yb=*b=UyGv*aeAbnUzU`W1pL8`b~O6BP|y)C1+<|I
zQO)L!OxNhmLqQvO^P|rNX3D1GVMV`isSOwW_QQkbOjujdl_jM~#1nJQ16htxMYi&=
zCfj-SlvUfSI+ZfbNf3KQMHAkhrQMv|PH(ms28q4Ft!nAP&ZbNibE>-R5eF0oiP(z6
zJQnMd9XN>@wO9!i_D`1qnO7#r51*L+4d^O0<-4xt`^~Jg6boFiKH8%#)f<qvDskfh
zPyUCrht5tr`Sb}x?p@u30XG{#S)r83XWfZQ<wAW2T8g{~<7D@EvGH<L*tfHCAiP?j
zlf-?3$lh|GsTIJ0t@ndCQj$~t9#tJYN!3p-O^*I?D*t%Rxl6F>ZdS7ULxOdZQ|V>L
zkpL5b7+-nM>5^Ol(Y_=WFESp;$@5_K+vx&n`M=YOo@=HMGJX%I$uIK#=;tXa=5iD)
zb{MHEYx9)kt8;45IQH^K+;85xs>=sSTcW69II7DSU7~bscKjISHlphQS!#T5duo;C
z?V?W1-c|^EJ#K(ML2et$7q+(+u5kCqY@ZjzPnf7`+H<NJ(lbU^24P6|K+rWK$I%Yg
z_EBGS@h<O<{n&Gw7Q>Gb4>S}F;lUg6-Cs)`viYvR>bp0wb*JqMMueR63?ZlJS%CQH
z(@`2ov!MNhjaLwC3W!0RK+q5YFogqx)fDR>%IhAOHroKZ%k!_Ej{^?W%5Z`4Y~`pW
ztylZ$aI57pOc04N3rJCOX-%Lu$X>w$a^FnjR$w$ccWI6dHtc!YrtP|blrWc+m4pQS
zx&rU(l4+1PV8|~M^RqT3`dbQ}9Em=P)6f3q0{A3xJ6xaIY2Pk`*g54*+VQb)1>$rZ
z`ir;#hPYg{9VD|<tmH5PWoH`)2wtP8uG*It_52*~4>DzfTpl!Ayf~$t@L>2<zQpd4
zVfjA37a$V|e0}K$s`|;wqHy<8zc2n8xh!fm(lA2(62W*eOT(`MXFqC_GCV7FAnCl<
zaOKUYi#;B{@feH%{mW&Y!kTX!Uc-hqHBjaS#<B^AqK5H2(@lOakpCdl88d?Nsu|Fb
z=_v{VqEwyYH8}>j1H$euK}5m?kg2%ZCv3lg0B-d0HIEkXI;=fY6>@_(S^ito6JArx
z8{6QI$xETm-uwCrjwfhc<y*)3pC$yu$~x3Ktwc1HEOiCAHMa*~-bRJZPeXhuBVXNe
zd@A$zEccm(6ghrrzoqDGZOt>%dZEq<^lGyWLIV>_2Q)@-0~Ox=oeriyIQ}S#`mgLR
z7HyNu!H0Fk$-@fsvPyw4*1GtA;VcUY`~Bb#aTWrB|55(ASrpXZ2hh*V@)C=`;p`^U
z8nWNt8g?zcxutS)MqK+}z9u+J`$x|e@h)4@c4m);9AgZOjiuC4c6kg0^D>DY(}kkn
zsix5*hb8@7>K<RK`-b>7mQZ#;4k<nQB5f$razgXPkadD{NA2%#mzwMXF8c$P#X=yU
zH`W5G=NL#Y=N35B7xeqbO3?4wAZw>Bh#_UBq^YQgUYP$G<^PpCFeS;kwj%}5y32+c
zxqi)S2CXwnbUD?zzhl)e55Y)>!TbRxT%VN0;L?rZtcgH_gUf3=SOeYAqx96l(|+V#
z#RE|lyV_bBBdujfQ&HQtwS^@j!tTVWH?Ta)<twZ!q!S8)DGJGll}UQhQW$ibrH$+N
zTKJ$6A9G*n42ddXQ3$${L&Bj0IP_fA&+%FL5&Ra!Gt_>c^00J6{PcT3)Es}Ra%$f6
z`$PSmnKZz&_~nFGV5?U3>y5J;He^Mw+hymM{z%<hvZ)(sSn&+3i98^NA~57#r2`Tl
zc&V-<j<;(|X38_;XRp8$#5>^UILV3QCwmW_STQ8mDPxTHAO%c-vVUf>O<Rw>v-j}#
z&_q~?{8}?bPC+eTMgDS!&z}NZh^pZPg`mbXYQ0ulmxj&ZVRvIQTJcZH1`L;{$+9**
zd+IRn3M;bA&FV@474T;ki&nWq`<wy3sdQNyrBpN_Z+I}3$6;1lvFWBMckr_(hF;_s
zEfEU_W>*41QkudLe;>1NJbvU`P@oN51606oc2tX%W(2D1ZYAHWdt4{sFuXI%%Ay(v
zSSfhn+8@0##+qZhi8UBNGIbCfNpY$i%iP>a^;@x<U|bzV!<QxfdsiIVS1y?Sy!mGh
zu#r3f$stk(vRY8SJ5wTlq!uEo>dowLs3g0GjfB~y)%o>Qmf=!Lx&LN*(aJ~WU}ZSv
zpL;#80){S#N?qrvp5t6De5b|pZh;IddfBif*ciVHoS#^Xp<A4tO@db?s1PEZ=Jx(L
zv{l?q+a1hG=4tm{f1b9aU-N6dYvPE?iBD;?Ri6$vfQvNcoEhwQP&v#nPv&Bag^s?7
z25W+yCGGM(YU_oqPMjRcE7Lu~i_UiZc$v-IA>OSDu#$-B1swvC@Ht2CH`<^Py$Yu|
zBaj*wBvL4A#_4_7T-6a@lBC=E8Tx0t4`Q3G8a9i7dAX3M*#=eooOooqapq6ftWF!q
z(=uL^=@2KoY^PbKzMm`+i7>)yu(w53_Uq7LIjH8wRT=cF=xQ;orcRQ!APvccTDb%+
zoqFG2)VYEid|a1tU%+)_g~JPE7tAhtSctMYjxoX^l0kmh2dDE-xVN9ij06BCt;58~
zQaMP&6+Mi3XZ_siQddFP=&8FO6jwlc7YryR>gjNa<}1ihhc0OAV6-SWUrjn{K$k;y
zN*iZ#Pw6V+Dq(RTHt)MEepQd~7_ii-FI0ascQWG;2XQpu%w2)KMvt=|zgwzShfzXH
zFfWBG{IaM5>}&<f&Ei&uABJ}UMJILjCc5vW=isdZXWjQHg^F3YiH`GWON~ELR(HCq
zp&V%i$f*bCQ%8-0fYZIwE!O8KS1Dt*+aEuEsp+SBR&&PhjZfEGj{)Pm*zo;{%Uw`|
zuU`AZ_YhhkSB0M)n!mmQ0~<vE1;?E9K~$O~*(5&<T*~;^DN1#{)y_oWf1td2Y4#@(
z5nY1>T;Oiwev9xZzws}>@{2#cJ@RP*VhX2GZvj@VTO!rxM`ph)7wzbE_uihD|5UDF
zaCff;+L%$k^RG3?WiD`>A_CH7v8SB0;2&V3oizJubtTgxZDs(+`6=VL6JUX^K-o3U
zC%c9)^572(7;7F6$z}e#TY&8!i-BPR>ehZ@#xS*UDPcqIf^}MtKpq-s1Tn%QF0E@_
zo67pFuv^M|&$809YOTk`QoqyLFe|;PFdWGnc*_V*O0n9-nj?(^(L*Y73%Bg@WKb_P
zxLn2kbss0nUQx0F%qW7?qJy4MLD8l-U+A7)!pfqw56Ib4R$2G?;e}rxjL~CqyC0*r
z`kEl(F-V8lmcRKo&&3jKSD|oXv)r;sW>X1VNo|ewhq%SvVo!Zko0@VhJR3@Y$MrN1
zZ@K`n27oa+3FkOcop-10BZMRd_AVEqtlVr+Mjd9=ViJ(@Tf`ANEkRmdL!3rbt3|OS
zb*PX9sJdbpQO3Ccg;I9gw_0OMW1~<y+5L4yYQtI9ZkMQ4e9iBmxo>wRLgS^XBbQ`J
zf*}U~et3Rnc*|vxN2T6i>!hL#^XCJn{W63u8517d_p-2fYTjrjZOPlq!FF2KFy8_r
zEe)9obkVJ*)x5&m{t3)L1uE(#GWGY8ue*gv?^X)k)|f`clbbI<{Zo2(2j&(-R5>Fp
z9_{&9ap9fhLB{}M6<ar%Y(N4<L1zvqkptTxO%h(Hovm<Sr4eSGc=pP1Z+^BH4pohU
zBfe~ov=l*G{#C|ZUkBV;9c7a4hu~0`6c2J^|Nppa@IqdL=F+L9;#SHzM=rZ6{3?!E
z**qn}tYSbGjYAo&7LybZiirFVNwe>`Ar6z%TFw+Nc6;UEra)k?Y|Mfv6$~<$VpKCx
z3cmZWs$h`(>ql1+Y(IhJ!54!-LeqK8vOI=F^7tS@0+-^OI<LUM*t&1*%Omp}bc%Hv
z(y|93_GH*=tMSm0pApZYsMTMU8&qx%d&_V%UuJIReD(QdkK(LRr>S?S8_td2J{`BI
z_}o{x=i)W?)20U`ZAig*BsrDLBtH<sjC*iZ{V*jGzf=$~?(;igd+N0TW&;gEpRm;U
ze_6e8(y-T*E4i&o>idU0l7tC}EJcrU6*az<Tix;6RAV}{eOE!yb^Ghb*_v6drt&ZH
z6$P*`#={HNMZRM-HkU_KrXz6^jtcuJ>kwM!KqgAPoT}^#|C2XOSZ67xq-_?3oa<D8
z+)3f6SeANDGf63%5rw+%_+hmYk5n}Qgl#<8r-K+jD}cS|moU7n{VTF$uoO5;`M~D1
z?{SX2PdU5V!AruX#7HTb$?tZ=Uc=$OkT%D?`%-ycU6r(#Y}xAvteEX>>Pqj<-&RNn
zb^f;-qM*K2t!7L8uWt{V!ChcyzY5!Yt*2e9*{odY&BaMQ!t!XXLVL>8WWX#UsRw`U
zjm(f?tMe?#UpHK2wwk8zDry*G0f-eKrniSWEL<aeYTtc=M8Il1cIxndkd6p$EGRE5
zg?{;(wJTqh7H_wQx<uIy7U)gBdXv|08n2GAE^EQX%{PK?uCg{bKd(&P`tfCGYD3fT
zgOHP)pf+JME5Sns{k4LSI&&}|Oz}Wds(0`0W3owVO?SE&AnXPUVoNZ;!W+NEGz`1k
zT3ZPSf3k71S(TP@VRRYhYuCjp{;MS{!78ZcTh^W)fsviZd*l))=e}KFiUrwvUoJ54
z@9$WU{E1`-hv+O9I#f-{$<~(>8X1qLtzk>cH(8pEJz5v&$(v*CG`H&=mo<yF7bpFf
zW2VwhjbjGxIuI$$8sGLw=iyQ!#|rPaS`!M&0P!TOyRy~dVCq?!!2K{R<tpp{1W%gQ
zHp0=n=Muc4C4<bs=$dhL<jMtA4Qv_a99?mR@p+R%B#t$2;F5w@Eh9s&2Hwm)O>aa)
zQD(V}P;6N65}9c|^7^lZlK>j5TQ&tUoBfrb=0gy2LL|1n5M`vLdfd5zrDxZ7;hk6x
zdA){WLwP`Wn_8YWUeai5SvdLWZcO2u?Ob}X>D<6XYW<+|DHrDptL@(Rba!7)N<K4g
z@J0qM`A?|iAfeii{2nyld<d(-eCriG_mId);6s=<KVHMojV5uqvacl-z#NR*zF7@y
zmX<`84Vb=M+4@t18D5aQKg<?3vRJoc)9dudb`~U-ynH?)XH&2^XUzIvOD6&9VQBt>
zy-{%R9!CLVgC3jk%AYgCm4XnY5L&P3C?p_@M!txfh&%BNui7KvJ<?VCNqX<lvZJIi
zeZi0`N<HjIoYe;*;7AoUxG1eTXT4jQ?=zVW^xoqh=`NdPtsk&CAy0Tgb@0Zwfb%2t
zTi)J;UgGPyWeT*rUU^QAN?2WalA;j33qbr2e-^o(b-rAfVCIcogwwL^EIaxImZZLG
zCxHt9&WL%Atz27K{LxauB@?OhU(`oxw9N&&o{eYm#Llsu)xq@^2F2$`RdSV^VCMO~
zM&z0t>S_upvOkskN7|{r-OrLvbr74gwMMf<4?MQvx4@}Iu?nafXU^vHMq9rTH)fkO
zV(N_xjjC|rl(y_66hx+AQjW<L1%O0CJG)~gKgk^354@P@B4pj4I?utA+v9C=Ucaoe
zEMC!M2UyJS<af@w8Eqx1n>?k<=)qt9jwJZoxcgkVZbMX0(rF26vd?y^y7S6u$|=IR
zROmr&ukZD569NpU4s@piC}ehBR%7fUTfTM|E7QPXRrm)Uo>Qq$drFsDrj5N7j(=5U
zF7K9-v)QglnW#dVR2M{A5GyxX2Fva&>S1MBX}6BF)52@^Z?=$<FpS}&uahmoDRNn4
z2{7vpzz%%BVbiMpyw71hT;q)d`t57@NO?XgxF@XHXkxcvStqTW3|+N%;fJ%kyQpW3
zQk9brloSp!=>Tivs-NunCCW+(6^mj&)G6@c9D?@#ybo>6{IKYHc_hq%%|w;KW9SFJ
zostt*p!H7B5Cbj3-i6IXN9OKSh<|Mn+C<gb+hgm%fe?m$vZ8OuPoo<hlkCiJVCQvU
zFE4XyHMDXvY^t(*^In5^Y~uyZq#cjZ-)J`o|4j=`Hs&bz^ouUCbkp2(uXQnWq-i%4
z5$c;Jh*an5mpX4PHsLLt1}=ik=gq13YiyGu>yD(zV{kLK!umNu=Q_JBy8NwQ-?@zD
z9Wx@z6Re#Y*7V5b&?V>Yc};*=UbUU*qjJZ3*FO_0dA*-X#3`##)FY~ecaDcXVm#q_
zNkc)@7h&Q8Am;@pHKHbOL8za!Nk?1<VY#a*x2keMvL`e5=gP<JJiD%{9{SpnFAHB`
z=^jW!f9g0}qu&3Z?Lf~&^bx<X0za2}I76H|@@3%Drwq2&tmy5;dU&=iqGI1!kF+gH
z-qj<FZZ10#zdB_JG=8o1%_p12iQzMcW{Q;t6yiIy(~O@f+{_$$fIfJsRy~lR&pi%7
zSG!8f7>7Hrl&RHb`t#D2t+U|D9?Nz$4?JoP@upm}54!mQ33VMCLitQlrmK7rvm?T+
zX=v}a^2dL>r!Qp^-yP!Y;A}8qWbM@-VztNMSrKsV{EO>^sse{9yRiVfkul;_3LDV@
z|9USwSM{0rj96lg+x|==bwM`k*BOIirsVL2jjVLGM4TemZ<g!<c$DV^3w@K8Yi<V@
z)llGGhtgQsuJ)}p4Qsa1M^*7T0H_D4!VK+P*);<eSM3sGKMnF?(|Z{FwFK`hQ`s+n
z#ML~B6KQsJ>s69>F~cnkjN(U>OE*fRT*Hi<ig3yJ{=#xUA*r|egrbH%Dfnvdufea$
z6Z36)@{hVLEDj<Cw;-f+24}7zHSO?xyfJZ8?~OFfGleK77y&q$UvK`6s*J&C1Pmpc
z<nAb$Ef2#CIX>f^KT{KiodxG?2>A7KLV0j<h(m3!i9tWi#@7^EgHdkN%=5@{>gRc_
z6=zzPF+JgeF<FZA9~$@EFuXsFl97tr-{22QL0s^$q8;W_ReK{H5UjWL0zE7tmFFDI
zpnmB4M!I34zw4>1&-dvm3j(-5+;yz*8ei(>P+|#gD(KguU+X)Ml`MFN<2m?h%qRA^
zax$YVAVfq*(Fd*yc%I|O%4Y|{R`4Dv&S^eNx3@#?XuK$U`1mKe8v`xiUP6vBuP!d8
z8MQvre;a<;TNB1sTxOn9Xl$co!RntuC(Oj~dg!oC*arre&Qql47fwfS-HStah6?IL
ztBzqhW>dHEUON`WcG!!A-|-HC3-?@To>kEH^Hs;OMGwe7Bd^3TtCkb0ww}g)%$n&~
z9Ob+Gv$6HsZLtmfNqr)97kN>j{!X!{S-foe!H$QNg&fJxcJdPQXU*T#iq!SOFdPi3
z7}WWOH)*Pe*6zxsl?w~p<H8Dp{T^gm&dkj0loC-Xs1LS&rODP6qbfA=<*UcxhV`pW
zM#qk+9@;Js2?2dNM}ZFf@`tE`Ey290vpSS){Zc*dtMsQIG<2CxFFjix%O@>Mj_Yj`
zhAz~k%E`~oc$BSdP{<g1@w`2tq0K-*{U*kYd@M{k4wXd%inBH*2?S?7kdMKttQGFa
zPe+i%){Tlz%!r%LI&>rzG+tXFo}5#G0=r|wHJfD~r=7fzdnq^Trc)}l*9s@JrUk14
zLl`eta_S{vx@S*n4x<uj0sS3Xn1~y|l&CcvQADwvxE+>)QV9!2{Y<eWmmRwQ3FNjv
zyni&{)x!}O^)1YW48`c5s56{gE)R6~^UHT?!KH=Rq=?Qs%1neA23FRi)_PJ$O8OUa
zrc(;PRP|`o5psWH!sWKyn(BxeL1tqi6I)!)^<Pqn_ZjyBN>{!`7n4p+0ESN~DYV>v
z;xa!u{euq@>PzfS@FfrqKE}X#OPDV>D+8DNTbwUK@KJW6&i>gMpq#`9#kx6E4-G{A
z`Oqolc?(fApf&pS5Dm_b6W+=qz8G^cp6)2mHae<;i<Z*92{V;CQn2-U>ui)w6l=cB
zhVFTylV?L+@tm};9g%LNgxGgdVNBh*S_tv?aQ=Bei7<=N1(ed0U{v~73NAIQ^d29v
zx%3S6Bz<?sK9Z4@se1LzR%|&Abxg#8or-olLrs=8c+6dJKuaIqC7{|HV#bk?Xfjn<
zMkuF~l8cu-9vb<aj&cE9Y0DC_U{TAF0mMHhi|0SjiGK=P&Kg*D<}4-lKMedZ<NMxD
zRDi^4LgEa7C-u%(#Zw$THZP6gw;EL*l0aR!^G3RKwf6RYMqlJRct203*7KGJtj`oh
z<Xo`TBH39p{4~kuDBOJWXF3GrP+~$gE3JMBdoFmla;Lhb#;=sj7Hp}@HSu?{h6L+R
zr7h<T6ohq6g2Ql%-lu=J@HYV1FP745%ObV}ttdlZV-+`A>i6o;mkZumjoP=!iU<<H
zy9zMl1IMBW5DECW)fJ1a$W)_P#Ro+CP0u@CH{~kSp6;<?LHJKPOnr)aDyvZk4zSU}
zhJU`63|POZkUs13Ji)JH*3ZZB<wak^c+Y+Dg!oUO`qS98Ive^Yy0|u;)Z(QA+Y4&%
z@HE-0Jm=2`nB{6F)Mp5?YLZ&l(V33EXWciLYi&@8s<U|2kqLMi2|oNOqWv*H<LH1v
z)5dAET5e{2D(LJdew)?UR=jdj#q;(JLU`qnq+Zn5z}B`7T$=S8r%NX;jTcTx=SD3I
zYa+zPh5zPv#+?BDnW>I<*P(w>u{g#zsuYLfn~46Y=(%@%^W2zM!a%7KX{)26+-TJ)
zm9<N|7ho=s@H);!_@{xQ6f61_UqqZ<i&}%#n%d&xt{2GRlU8UJZ_>69L&vb-%@IZr
z;?y8VUa(VCfPcN)tu35t$Jsn^vA^_Zx!KUbLMHLkMLhlUA)CMDBdB670B~#Prts1n
zMotDj20VTij0uBIaxhwBfi^OrqXhkKDCD57Sab@quK8mqSE4J>M|KZ}SIx2T=4a#;
zfBGhUnpJKUIQ@FPJ^A|H^#&HjXny`PR0bvY;N%}2*l$hmTCf*okKS^m!YCI#<b8PN
z<SSKur1Z^r4Orl;)Tfg?&&SRtEjd@pu158ACxc4&-9c9{+X+?PGD^Wez9szF`cA;;
zJ8tTgC<kqN-$RCbb}K2%G<_E(d}I4sTu5+UZ9rz=>Y`E^fAn80f1>)YxaAx-D3!ju
za--em6{ta4%KP>H2^Ssu>}~dzlh1rwTaQk9|1E?Wp$x<3Chk7KEIj?zs8Qsdm2qkp
z`88ylL$<GeZ~Tt;h;DwX+rpb~%P$GeSam}2MxOZMBv-dT?1AUXcUS@U-Adn=dRR<Z
z%0d0o>j)YuP%4DR`O4)iCcckCp!j8S{L|MZFWoc@Yoig2A>N0d>OH^7y^2Cag(AYO
zy$<>uahd!ot=0Sb^c<!h@qCtyQ|?_qeO}ZMefqxWGr=rV(hhS*ZZb1A+&P3FuBlNn
zs1SbN6R9|UZzOHRRWNThaMcM@NkN^Zak%hb&F=dtWTAD%+`To-wlkxye)ygj7nMNK
zo^zV=KdpLE`Lo^k4l`DIB#Kys*l1ch=6Z+cz1vfPTRil7;I`@$dlm^h%j7}{GG<QF
z2~%h2Ao|3peAk{S1<J5kQ|Tm=w<PEzloY8HS`8L_W+#h2C)Ej#dN#S;JK0)91;27{
z&#~=&MPQHPztZRtM`3iaPo8leS+GNvD^*)nE6a5If%Ns5-KJmbs@cNaU0<MzTc>D?
z%A6-^(LTu=46^QDBh->4)$!$a+<-Z(QREQ0bk93{isF7Z=xxSXf8SK@s(a_pVej)a
zA3jVSKr9RR?mZPUlH&V}NI%DbeHZBcR?&o(rIUlVDT&5qMN8Lv!UtZD{BngwhxY5I
zOyY#9mswLu!{q&yI}M8~Or|D>BSW)uOuZ(*H;jBc8AX8Rfb>sFHTaa5RF{H)O&j~G
z>kly1WK;&l<25f=NBELGcEN@CR}evnkq_7%U5t9q#k6Wv>6mb{{tNq@ZM}9fGgOs5
z8tF?JT_n*EZOA$<a_IgAmXtLboyqSMp>@7;tEK#opMFiodog?(#XO2UW_DrTQZ9Pr
z<d%=1+~j2A_}?nLN2$25bJ|8NUIo-*qAh2*KiOp=qqr2D^;`L#&DV(54c5$o6k6~B
zO@(%lOH<-S>zPUR&nLT=eb~R>Si65P7$!^D+Wpo%3*t&|JJWJ~OKjOd*-_qdwh6?f
zU7&2$rDPi_zd#pby~>7D_a-lj@>{3xQ9O8BYu2!GSEk|Isb3%em7RA_1@e{Lbog`%
z`4w(%KD@<xM@Pr$hOlmiO0U&Py1H*2&(Eu;EfcD`8Uu*^<%bDcudW~QyZ-yv&wFy>
zpZ6wW(cg(!`?7zU$O_x>|3V-8j-p&LenLPlyxv}z``E|cq%I+*!&Kgv<hEaPfA%3-
zFa*K{>i7ByVIp%|$2OR0PG9@HD_ZJe7R0L_|5%oB;Dl>NIw)_B#gzO{CqpP-d=UyM
zZVlk?aj0_p^4>L#e`sgHt;%oP8Ok7rUKq?N1;C^not$U%1NEzo#8;qZXintECxH4%
zD4v`OB&tu>fa)J|N%xjPQ505%k4}IlD(S*0U$0bs;a0}|$Hy*Ssl7X&p_FL^YCr7i
z{{kuQo?$5tcY?gPr@ypCX%1Z~<IL83<S;1AMBHAjs#yWhx$~hktVgMQc!zJ{kXUi0
zK+uz|`ow!hpo8n68qxJfY=Zq8^qv%NWvDRTA(8CE6CtMAeQn<lRsf+xIW4hLQ7L!$
zdR9^x{@cb?8JE}k-mhQJI?c*OIp<Y>+nl@St&h{XCFO40gi-gJXZyxfyO2VQXIfa4
zkSpqKt>c38Rl4lR>6U$)Ra%jgbFscJd%r{Uyfc5yIH~UQQ3Un`ceK$^dx_oJ+p%-g
zy$<mcB_VRAp>=>fL}O|X%8anq^JpaVngwje4(1zbdyUP2Bxt9L8WY!JOuV`i#8lQm
z3d*?0CuJmKy|+Qm<t_l2C_*hC{fue~+_U=Dop8Hiq2vAs{EbkV?jxWR3I>=K1+D1M
zp!{3$m+7`l^`x&L@snF+iTlr)_^z@(`J`NWk2Z;B#M(*eyX~fn=i*JyfEr`ZOhAdG
zoZav{6tO><Zaz7~x^tAWL|@6S)lEL~#(@&2BXEpeuqUrG;=G#l%Uc7hv@(?iJ}@YD
z6)9}xD2gi$=@;$5KQg3O*c-AQ-rPZ|Hh}%$@W)=6^N-W*<ce3SxRwLs5^gpIwv{~j
zXYDsYwP;S?Oes;zS3mGI!nZ?Z$~Tt@`aGJcju(0uPA0CiocN4?t|>n+|JFA@$5uZ}
z<K%HU-|}Y8LQp%qlIv{=Fv8Mp`DRU%N0yB$?9TyFE2sxG19}4^+?@x;F>4|BkYPSK
zwqBr`PzO%&-v49kEuf-oqpo2<V(396B!>Y7X%y)W!2+Zk0hR6=x<jN)kkUbr5b0*<
zZV>4lKoF^+LF&8a(dT);?|=WbTrAhp1;c$`*E##_z0Wz*Gogk~<3&jKt=So$D+_Xn
zvvP+iUBgO8z9dG|S<I^&TA#%-W`I&?PoU;UEN?arhG}!C#IuyIp-+ReS0Hcwm)~3A
zvvxOywQ)D!O||^9gE}lE$P5{l{BUXldFh7-DMvF>HjE#Ew4oxUDTl=nFsK)@YXlR;
z<f8K(T{Pl*)-QKhYzC9LeRnf2sG>*<{Ah_+eiDAX;D%SXfk$O2`A@*ZAy!HUYpvk}
zQcG50V^?^yrLy;I93v^1pNtoo_wSR_3(A2Z!2&$pO>3JNbc<%uWBJ;^&IC43gRFZr
zYcI3Sv!I37A0|JM{sz__EXQOmW?TRT&8kI%?W2iH8%+pin9ry}%zuW*_h9|yeStdd
zcl;){DO**G6!JeEJ@df=@lh=e#n&mKPW+bbF?YRG5#O7j3SV@r!6X!(0qMikGMnK$
zp6lc0g^VGOtH>KTA+N*5^5878A0tyFIyiB$iMf*k7t!rox7q&Q`I~8c?CbIupP$-V
zN7)9<y3U3^g21KG55sTo2MjNka;L9uZ$5<$$ZUkVp?{=>ZVvQnwph>jZ&$;zWz=g{
znmqmkC$I5;x_G@(?k#AtBVjFbo&4U@Crt^lv&AHb%J&ZM6S4XU>hM>kNqSAnY^EYQ
zZx9K{jGK7Pyv@5{kC%eeD~1bAb)9MmG=g=A6I2@v!qy26Luwrzm&MN>gDhFmvlqY%
zy5KhtB7VYAbQT<B-ni^fe>r5Q2Xmj_`E@Eq`S<PME6U9kqB`VIM!$zIP<@_L%xWY9
z!coTWsm7)|jw$RJhO*619BoLn9{W{xr29$_>IY9gy236!P%GErUH22uVJ%cI=2HBf
z%%P9gbWz+>fA^=uRv=2#i*e@O$hrycDy0@8K3Oz{=~G)wRVdq58Ut!%`ZK!Nu$bm#
zx=jSEi*)z$l5aRaJIS^sEh`4p`SIScdY08ddT<T?$fl@X11=21W=!`PS-cql7Ee`p
z@4&3@bfefxA?59faGzP_UlbUrKbZ{)FLE0DU=#68fvl#ba6ELgMe~G+Bs3g{NL>oC
z-t>(c2mNxTPdppXc;oZN@cwdXXl+1FRFc7fgsgx>rCcPkZfdW@4R?k6-_y$$97XE&
zs1x=qI}@2aH19wMSpb%gRFhu@%e0$NPrzhXG=I0GSo@+^*xqcoF<I_$dnSt|{?rZf
zRauoAbpXwn%DhW0Z(6sWyqu|seBR68x>-%mn*Qh!9c{1Jrcg;u0b8jUi~1y$#C<gX
z7h!LvKR`i@IP>s)i6%oZ-Zs`yVt5GUrWR^P5Rzv0RBr>XX*1hpAd~02jTtXGe1&FX
zu%MaoU9jsG^23K8uZ-17KM1a@3-bi<PM^%IA-1eMyhW)B{_dHVbHDu2nJ(?{npWvI
z3sUh7hio=_!=@2w?<-G(<lk^>eU34a1&GUJfherz)wTPR4iIxg4;t~g@7l1I1CYyF
z(@rQHz~y-jtXucMin(H&hvBtNp+rVV3OFbCfGv{bN@Zt(#yd`R7T*Gpfz!mkTx4kH
zY91Ji9Tqm6C+GR_=3(+gP3wI2Pl+IwJPOasH3(3fuD`u*#3Xhj|C}F-R2&xVUsfL;
z^D8Ug+7h}-Yz^JGx%1sE-k{o1%Rs~-q_)e8dAI3HW!FHWDZez+X-i6cPmH>X_#!@g
zuQ<_h{$Ni((Y;g=wn<`2tL%Yfp1U1d{5MyRWcx=l_&)G>Yt~QSP$;grZ8xMDof)vX
z&eSsyOF{AvXqM9_t~!4Zxi7^e)rv2yG+Nkg7^VIe?aTl_0c#d|BFGt2&r7Wa-fb^-
zOl@F&WHu@V;<vS5g`-2cTt^%x%eovDtF(d#_^g|J`yFJ@k3PAtep8+-w_Dlk2%tH6
z_4>7g7vdzAN&H(u%c9eKV=ySZWNp9am{VRXr#NZqH10F*0_$^W-(28@e_lN{r4G+9
z60Wa97Ne&^aU1TFJ*8x~r+D~JI!oZggA(67sU~8}Es~q{1Vsbch?Axme`y9Y>R{fc
z(t8BnfW)h4dM&{2_QEs3zv&V@b&m7|C9qU%$uBAUYI`JNz>P~O!nix0Ebz|tQz?~u
z>7)0$N9?W<y}l^MW5KU|tzg<MQBllVSf`?8s`ae@WtOB{S51RkS8(R*R9J?k-<g`L
zE9KZ9Frx4f0A%EK2J|+njRNlH<14XW6$%@za4=$wAVEJM)o3gwSHAXLaHTz#k(5Ma
zzApfD)l~?#fNr<47beY&<mO+q(>#;Q908TvmwYW=_Pom9_6WE;?t@*L?3mP0`RU>A
zvT<Dj5tED!VBLUf*D&9<eM3$zuT}|kc#_(ZC(M$bWg|~rD2%B|TpHJ)>bKG1hX4vc
zk7x(WrP2;kAAhfQvpNB<Bhl|*!s=j}&djek2bz@C^<)u-m}#1#U|mA{uh8z62=P*0
z`zQLtf)l9atT|;QpDcN2r`re2dSc3k&w{W2^h!M#@k2m5Mp8W}y}stvYVnm9nyE>Z
zvE|b$bDfgSdIpniP53oXC~>+>v5liknYab@a>u^wniM#=@<)8*rlGPiG_`*dadH8#
z+fumu-tr~3K(NKTvZ=Wn^`7snk%8RlRk`g*$+QLnm&Gf&lsq<;;dTjY0Tq89A(C>$
z6dg`PDM?cZ!^AR6j^1FwrIdkq6;ZL@=>$tq9(SZmc;wAzMfiDuTUX;anH5o-=lofc
z6)}&?SRi59P9}d|w+`_F2lgeHlRULNFjebS7{ekBW~X!8)5Str0S0lX-fn07`f+u0
z3aLos{Sz6PYRO&~LV4~;N$B@;F)>(mjvzh$9}om9#osH951`#y_8(S&1}r|k!m{QS
zQ$ZjhlA!mYR`&PN^I+&!(ZJf-3i-<s@%b|b%IPDSuS!+gc$gy6?8n(F6FzcJ)@t5-
zeKvNk;&W9%>Z~E>LbO~U@o!XT1C_im6T3uoO=fM|yC}6rx0~8F;Y3XMsMF(JNg7Qa
zojeWzMi2JXCc?ZXGVi{|H~)N;5Nsz7=J7k!OD<)lh`D6YobAnn(s!aBQxs~&;yQyY
zB4|~BSeph@n0jD-)`CS3?vUEBkD||d>5WWi)14;DfeBHi#$)YS-CBkH1RR@JX9FRz
z`~A6E*=nAfn9fj9w(;*@jr97Zc6-;=*rz(|3M9#t3Ty2bmvH`ka`WpS!HT#`eJ7vs
zSfa%<SH8Y`pDXX~M(W^5)$fbaP2R7ttKy$z>ouPeI34w8*^}Ql^h)tHj`nn9FxJB}
zsWIW|dB^+aFS@sN8&8C8+nSxTiaTr?zqd2}Q#A!+pq)=;)>C`c7}DJ`8E9suAU&3v
z)7ttWlNy!oH_1pCC9ULeyzgNo!zoSkZzkgMZh~SG5{)x=658C>FAp7@``XK**>)x2
z=eY03C)fQnq*sNRL<YrAo1aj@*XZyVJ9qg9$2UDAI%;g3O^C@@4w7Pg*KXH}+b`U4
zi2Lapdt>S5rfl7l#r9P3KqY~9oY;Clm<g63Nz~t^_3SlHI=|v$<V!g&;v6DQDVPoR
z(LgEi_BtU%BdsjAJ|#TrYx(j<q|nr!Afgws)O4SsaBl~V+{ypIc9HhMT&mA^rBYUd
zQReWe``6&Or@nsF8bcJbp5hMBZ~uHRIXomMI3RluS|l>+*%VNUE(8q3VbM6vP8cw!
zKm9yC+}1u$@oxcuhC_Q>9*_&mm+K<BvpDCQUO-N^eRell>isW0_t_LQ*z#zhrbJdY
z(aY`<DDnuM+_|YF0!1UJ6JNi2fG2C%ON9U{yzI?ez)sfo>1lEE%Mhg?@lCv!&lfx)
zJecU{O3@CkJLyoZmM!Y$@xPys19~4nVT*z?y<|a%0$2U(vtdt9kM1g}5}O}z2hVrb
zih)inLWsd*omdZwJ%ivCW?l_`$t||i-j!?34%eIwKRt656wi1czxUmxE>+sM!q{uZ
zLuBRPXnS$-z;Ih|5scf$?!{Ivs5>yMo(~~a@cc?d$?^t7Lx}5Jm2b2DhbF$Wz?MPm
zS}?2%V}T4V^0#loNf@8}2(^hZxt^V(hz}!K44=Ej@E7;AlHej@Pu}~CA8!ncM7bc?
zROn0tGSUv(F8j}<`&b>`^WFT=F1;wz>czak?E0$dgrfTJF=WG|fm=79tJ6V+Jy;IE
z-*HMaPqceN!D@~6VPZsV3PG|(Z#k>Ds}k5+>L~91Gl8beb8D8_Z7gAeIB<VNuR?I<
zd#;uP_w^_TWC>U%aDTGGfrr(9?@>-f?{_gS3kZ*Pj>hNTrPRc&c(^29#m<RRZrUzw
z!@UnLLx^!nTG*O8<^N<NxGD~d4YcYeNy`2*s^`}g9h9ONU-Q#C@3r}0I<AYf!&E3n
z<m<g{Oz2=vApo96LqW5irWVtl)IpW22XEb`9~uu_4<0iMG!b!_T#CUuYpkSab??37
zT{YHxe)$@QS-oGsr>7pwuQ}l2>~Nie=KHpfDT$Z7x#bEM_AGWgL9<oxUUCeUWCh;b
zQ0)(1f&a}W`Ou)o@FD~4ioJU6!JZf*(`N%;O?^7wuF!F(TrHGLB|Y9fB^y&<4~~H-
zwOrCWHPf%)kcmzK42rs`-?sAF*R1MmRIXPGBkcT^UaDjQl)M8re}!vT@feonv;o|e
z&eWt=^tg#hTtNLE9varj<c0pouq?DqNM0xju0=A=Eb7rw*qy)EVOt3YPH!47eUMa_
zuZkKwe(r7h8B)DZ+NXmYn))!sF@ODITWfS!|J`nBKZSw@u##3pslu!wKtz=BTL-V<
z8<CZ)=800P_y@_tUCR?nGNNH4&2}50zE1>^*-q5z>Vv>N{~vGlo`A86C186k2%T~6
zYoiYf8qR&Jq_(;Npjw)+`cR(xcC^66&TWsJRmM13*ydH<TCruvQsrC#HRP?w+Gu$p
zsEf0HEmj7519T*LFy3(f`~I)7LV=YJf%V2<Kc?E@Czbd~@vZ6V;R^F=ux7dE(u3$L
zH{g!yvMX|>H~oLRAD`|HDAzH8#XsB_8Gg{tQk!DZG2L*qK#KKDFZHJx<>?isbE}wv
z;hEo<S_m&k>402pvET19`zMzF`6^GPAs|v26{(@PFGgAZk;qBvN@<Yymw@Kse)Y1J
z7K1b^4Z4ng4rm8H^gJmwl@~MHog!LDek1Y-zvVJK_Jam3*{haF%ATJ?pElS;XWU=Q
zC56a~?Uq`ld*8Ve$Fy2`Ut>B$F_I$pfM7Tf0PG6u)Y_ZeVNC|5&kS7dudK@8D&@<E
z5*nZ%ffW|WpZIa00Xs>g=Mtq9j5Xj0SsF_t)fhQX->K1R(HcdS>#2BpveP5rpnn0#
zDBDA6up8p0?f0%`S+V#-<4)f(z^!OoVtZ?Juegiyo7Ed%e~|PzUI5eqrKDpc+3Kt=
zyG?3`rzIyR^QkdB98dy$u4(0_hmdC^dr>42v?ql3gS_2CuC<^4c{;`S8r7MGMG!Zu
zNpC+bx8)m$#SGS!F|M9ACO!tSrSUG_hk)O?e6%hl*ESe--Z$OqAGpQi;B-M7b=UWB
z^DWpJr^l^VzzafEIWrqY)9V6II`ju)!nB48Y=%FNE|Se!fiqG2)w;%_En2(Tr05L0
zM2Y8K(+m6c@nTJ+0)h8ptSElQIQU;YuQ}B#cE1y|akBQ4+f7#$lQBzt_h~~rF%%G^
z8x$kRhBm*|c-XDA5viAh>qUy%t#FuHUOz05i_(5X=GI)@$b<*4Y9Un*uLbiZ4Ftrr
z^TLrOJmbu=0n^d>V*Py0NJ=G@7+hbl<Si4hD+dxy=0CdMjvD<2t7=M5UcY*^1a^y6
zvQNq<;eT+dKW;xLPwS;5@wyk%gMfh;ac3(-=4#x~s@vqFdvc2W8SXx*wEvc!VK^*L
zp6&^fnpYwZ1}zCDqNZo7#Ge}(_jkR>oA{WUZ^R;&DqQOp%5{l~d_;k*9d?E0xM$u!
z`*;|P%e1Q7Eb-xAYS0#_uq&u;r?@0g56p4~LJ(6g=-zjYSQ^iM@s-XbA<HrYpTkW)
zXp(S4$|mHqtkTW>oluN!>9dEDy`WQr4Ja{G+Cgo`GrQhL=tzeT+&X!kAm#9pBFex9
zLazfhe5s>pPq3Mp#Iy*2b$yNZl64jo*!7$nq(hsaT=M$eJVmwJ>^&mk@rwfiI%>S%
zF)PV9-yMLBHh~6DwQPar5K!Uh@NnDy<o!K=3S}^dT#9feQlv5JC4j?Xn$y}ESzQ!@
znoVM6RL`K#IU9s8LvG`q;Xnq|{>@Yga*y$j6k_$bc9z+sXw6dh-Aw08T`7r`Sc99r
z-NHRIkBk{M;Y^(ll>uiyzRb{2kiA*fazE1%ZV6Rt=$6~+q(p82J9t_1BM=(wJEfKK
zuzR9?)>n)535NrLIMI&;v-TrO<7iG}gPgOQX(s1`2?eCa8-p)t5hrzeMP^VZX~85x
z(L57A?G|tVB9g>P%bZkYW2M~~zppAVqz^Mi51Q)VF-?Hn9ZeVmRih!TfT?|32c^tW
zBk>8dAne)?oOZ>d{7FD$W_$_BLt{J3*r(YtlkebdD+D$42_ZNQlHd}K46{oxceIV}
z9VgWxp~c>T5HqHm1JTlds^-fnIQ5;)+O4Fcq?8}l=vh+68x*&l_g|g{ge2TYbT&<q
zdT(JuymWNGL@B%po&OYpa<GNwCYU+RqP!=cBtj?I_T-g95+dlx&d|7oxP5$KAOeAP
zT%Np$N^iw`Xak5Al5{Qbbeo8F6s2GWYPStV+?lOPB_U#ZsjFuXRzm$Dp&pDVn7JvX
zV%e&UC{dX&c{tB^jh}ePI$N$JT&LzZW=Y%E<VNj;%L``|pS>xI&FX}T)!2jeu{o1)
z3wDk<{58TuXvJct)vg8Oc;qlu;gB5mW!obQ#qb|>)(Z_nL?$kG4nv45D+g_2lke6~
z!$XONTKI20nBWw|?em{0GU#bcTX;MG7M{pfZ&XZutGf(&X3*ynsbPHkN`mz)s=BX-
z@R9XI$<uFH_vsijNCre`Dm9+dnCC!`F&F-Tk*=`DSCU!EXu0seqN70y?#A7u5A#{@
z<f*kjK4IN2x)0UguU-pNr!N>7(73DHm$pLbkh4xQEIvg(KzV2^UAz97#BUr6Q)58`
zS6Zt7!Nln6et#wuo%yDB_2HUCDle)zeRJ^@zC|n$Q1ojpQ=Ps;2SvFKsS9)78`E-z
zP+ooMXOY}yvm^MgIB1K9G0r~p(Vl~=@rU70mOI*n=Rqmn+vZ?-8YVApUip|{Q5w{G
zQCK34)R4CJeGljBA~GlIx28y09QBM{l=IjV7S+g`Kl+q4-CuvBrS=kB%W=KAdjGGO
z@CB;Qo(Si$z7$bOw$i4(u~bjYvfGRBBqDqT`Y^fM<Q{Dz+>1Walx#8~@n&K?aYG53
zhho-xk_gPl0+LZ3vQX9M&1^-0uaxjd@c?n-P$X;8bESh(3Q+_z9_52(AP5WY6Vzf?
zwXwu&7)QOUBC_SSw_wc3@MYR)xklUy$K6E<lzbL1gZqviNu&fopRfg|))oG~!kd2i
zLo<6&xVr1XVYJmBN*1e21V4r_VZ7duJd4WNe6b~S6cdd{fI!Rd<{OmeXEVC?q9v*D
zGxJHjxcYI1Eyx||p@g@kuB?QdVOl6FjuZ|zXPDz}l_?sBs1hm)k%#3rhiq(7kfs6X
z!F)+Jfs~@{#$zDPxxILi6SF1~hHkNhvgHIn00PC_0E3AAPvK7(0y2vmB)Zltl2LC=
zL!l%mORv>YwVDp>OuFQAU#2Y>3+PO}R3C<|MY2ua<vEA5A|rmo-LDdGf7h@{{O4Y?
zcnSG%qG<^99BH;K_HNqmJX#8A8orDuK*th|xr2>(zn8ByGLoc6BYBSiPO@jM3Oif_
zjguKao&{^JV+9ZY*BwWQdl9MBriCSxvZsT(Vc@eR`7?xz>TA1mo1&`xe|>Tqr)N~J
zPv}r+F~wXV4iT2&ZKPpx5<^^4xR$4X^I<_>^Oa)vF)_XW?w1m$GfW)S#<uWYpp}^h
z!C&(eK6hUkO$<@ZAtNp3_S(EMM|UNv3g{C*up|t^M_zbXL%qx{uKe*yOA1!fz#F1a
zzRF*JWN{)*#MWY4IqmwQ;NIEq{S7asrC*9UGWFSy$q>i6n3aQjEvW4?RcUk?7f}H+
z@Z#Ll7%_tU#`6voSMLbP8OHqrFj1i^Z0+ru<YTdL+RY+MNWxLSi1*Hu)yeWNG?YVD
z-EVGu`=mm7_2!c(H~!Sa{V}u3<Ml>{1*UgqfoJ6#myi_ciGqG}3Tg^r>WjZ^#|rqM
z#QPHVoV%CY!sbDp@=q#`*n)?#OPNROY*RQ9I$!f*JeOMx&$hPgi1V1m3=&yPf_%3k
zHQ~Y<$x$9JwG&m_MdE_kbxpY*k0qc!wpKCBqA(pSUFtJG+KX8g*uttAZrhG;>NkMi
zymg6y`99O0cDqHeshmG&;mQlzFAeI&oyl(hNxHD${LAxJ75T3uy_uTtvEj?l2jeVR
z9T{JA^AxIra$|kdtzW!@_M=?6uAe|-j{~%FT1O*vBfi)afhNF`G#g$S0`*7DS6SQ|
zy~rx%BGRmDfvn=NuNP&&J#KEc*dDuq(2qp>zWYGOq+rIWmYVdf>l6#53CwGAMx(dx
zb&5xBN&gxlas(@sDvUiwbPkfhXqxO~y3}hLY_uy{PIs-G2T1ac;8q}kYj=)tSN|j&
za_LPH8WmTd4DBT0Bu>4Q!B*d4E<;Z=cj&CX7qBX1{7R0Oy7TFdd)AYNm_eP!FGMW5
z2of}n4qQ0AN{k#|@=8w7iaxI{yoFU;+c*RrzYV0Ve6K0cD7uOof)y$jTeR7;O5y$*
zM24EEu;5F*%{8tr@ptn95~%~8!9$!_waxQR@ok`zj%Ukpg~y39otmq7Z~=)2JpCmp
zwic0eXw&O0(45=$nTB9{nYiUOT<QlF?eAZ1O~H$cL`2b%jV<%5J2HMcCEB@zxp?|!
zjzcXT-{Os2euGsTm#10^zA6kCGQVpym3}F6_@ScPy6u?XP7<$?nCSI}*EkHWNcqP5
z0^ex~t`wPREy3`J+HTA{7r89nIjO^+v%wtCsSA=+$S#LFYx|i6V+gjSW8%4BUR*bR
z=dxWe;nxBS`S`sm$Vm7KLtOCDXTo5LW?J}r=ylR~Io|DNZ%l~bPnw%-3G(B^#(@};
zR<GM(Uo6rGWG_%o_*Y~uH8MiUguKFzElf>Ad4)iUbHcm^7Bp7O4bQI<1xsjfP}lpi
zxsr~B)K{rM(v*J|ER*b|M^14-UjPu_wqPPDw1VAq8DZC+F^-q$CUrF!LgZz0W*M_T
zTjy(JPOk3o9m8SO9&`18@@Ck*jd)S6su0B}w?nW<aEd@Z8*?Y?uGV(MbM7L91Yrxp
z(EIM|v<&9vo5r)|s)8>#O>^w`z$lP$kuxM*I6VV>LxVTPlvD;Wh%M1!-@!)+Pv+|Q
zhbp=P3az7*e@qtJ>M*ZUGmBGGBrR3YV3>e%v4tvco;U=SnG1<Lwo`_Cjj&7IZF<d4
z?>bn0@}-3<ovHfa?!f-~#PG5xy^uwif61o|<{j=F>ulnOE~mh_vKHkz-u{}8J{|7u
z0HS`yT^=6q!;Wtv0g)*03k#d`RGz<}8yGY=;K6{W_;K{K!`CH-iKrL*FC0?1%T+JX
zX1G_V28$N;xwV7Ca%?xFRjr3z7lDN30P)o^FHn9#Ywb$LzXTFNb~DU%p_;s4t<xW;
zQ08`(!xuJ}ys0t^D&rOx{)abT$OO1~url(j8NN{npVxmcy7I3yjjf;(cJUc1?F9mP
z(^7V+(PaNTDm7w2*F-q+E}WsSW$DQ21U)~v?@H=5+nNVN&*I@RW0!F`HF5f8^V@}C
z4uZ0$VYOiO`pgEeIuO=^$C!7%?XM1V>QInYI<GLBg-eoU&IU>3`1~?AEw+aSn)ixd
z?eTi)_9w4GXoA^Q;=*jX09{5b|5)^*hojYhS@{(X@e&hYT*NzMIIQkib4F`78gc6?
zJey&S(#g3*1~CVxuKq`fWd}u4_D_d@X8}a2SG)dLmq2X_OX+yos^&XdJ|EPf8J?Gq
zH1_2B5Z8PKQmR}a2|;jE_`EK!>EJf0DJ!k^Sktv)=K19x8CFqj%Y6V>hyN?HUruWT
zgp7mMGpXaH*N<M{eK1R?O1pzMr0{qQZT+5jMIOs&Y~RHe3v+si8F_bk<q=?_FrX5c
z+?_!##3#R_Rw<BJs#R>$qYsm$Int2UC1=eUfi2`>G97B{C(Ck8!Uc1x*9UP5#h2=8
zj}~4$1tn#L`cQ`Q#%0-Q1$afzn;W6wx5L(JzTSyt@Z1G)%BA_)%!#GBiQ?B)2Rc%(
z7j7K?usje^+`jNy`-u`@G3i;HbM4`C1>3u(xT6hN!id_*gFU|*b^p#Pb=&h9<xA%8
zbxZtI8N><RK$II^uL~WKD18PgcW*|%s1nM0z>8?B5$Gj70OaLkD!?L)lnymgjh}o5
z)vj5>Hs4x(29eWZ-6<dew$i2qB~F9#gTGUnNQ+WZ`T#Ujmu3w=k~zaFN)|Kk_>7i9
zDP^2@e%L(U1>+gl%u7Ip0v<OePqB(OtQDZ`tjV!rOBHWG#%&;~KJye*HNSh*;U7dd
z3l7s8ZVu6rrbk7=b61lh3{{%mh!On744p!F2t*W~q2N+$tZoYv+9h(}Ay5{ckJ`AJ
zQo(VW?1#IROP-w%Xx1JZP)XQL4(FTJ2s*GE{gsUrfNaFpl(ZWPdqO*_1vQ7kbGcsc
z-nuV&Dauix;j{#B0BxJ6>!kzhk?K)SSOUSV5uCWqe4vq?>B=d#fKqk|RF}mWY0DpZ
z3`#PG>3D!KBmvMQ6C#ixOs_A%QcOb>`9SxvI<%C*iYjZ#mHm#XN5~P~y5lX3`7s!f
zQBenj#j!|Fl6ZriBp$3RZvj~-XbGvqOlD%G8LT=3N<H9|3xy?zOP=Ll?#Y#48Z_<_
z37+hmoD%vR!}xNexJ0562$2(tq95`P-;E#<f8^XCN?f1mW4Y&T*U8_9SIz*g)+Sss
z>edhg-g7}M#2{Pm6}-!>#k&KtX0S$b7AbwKn+AwIu8wUs*=g6oWTLbUN=oUlqGr3o
z$4wy>3i*=LI+Qga41cX;Ms1!SEmF#78AgStNqD>hmLfaRT0e9+-4eJiZ-I?2%eJE(
zOa8Qd1qKP>J{j$tHX#gHch0)A26FsBx+owsZGNjLUJ4L^88>I_AF?xuxlsJ!bDk^W
zr0=r^o))_`fqKtv^pg#Nw+|(&+Fh;)cXqAM4_?MHijt5xpl?xSkZFXyc!$7u?OxlA
z6lGPH8b?`Rk4Kas2pm*|Ed9eaoxEZ1^`ToBBs~E;#ua?_S#E?kxy2OFs}k}I!a4V&
z@0SnT%PF<+uq&$an+8NM`F38T?))|Sl?Txl!ghg-_UwGF`k$E)di6GUo29D3yt$e1
zIF>EksGNHTexsfbf#<7Bc<s}mdC|#CLOpDtz@YSwX!QdqUZ3HInAD&#lgyT<BU78N
zW<~G+_<7{?8s?Rr2%>O;DmE`p%;+{zAWLTV#cH+R1FoGsrOg97j$+%>+q{|u@uZm^
z&Pa=5dh<v4A|!6S#hSh=i1^y{sV{|v{YzpvNs;Oq?xU~fEfF@ZJI{nS_g04;0!$kM
zlI*_dezgz7BMBS<CMl9DT=QdZ9b6uK%*ZVstysaymLrgwmzWV2hU={#RPdOI!Lyg{
z{*wUMh&8HSv`lT%tj`B$E12?{@~4Z)Znsh&gx+X2e)RAF7=7LVA#=!-Lh2XS^iw~p
zZOM<`8{f5r7C()L{xvBrB;w@tT^u%Cl+z)a2<TK@T}vMRpo->67j;VCUvksSQZfI6
zdx=mL8?tYR*pENn-O5{$na$o#*yw!8E|R7UUVmEd8-A0?=s>Oz0!3jQ63ZdLIH0Ea
zWgF6_pYHU^H)>H<IY)c-^%ia=t+3u&@#*_qD<80-e`N0sPH-1Em=3e{h!KU;2-Odw
zPNpZ_X_A#Qn=`eQu!ZZIo|t)gBM6q|eJOEm0EjhEOYF-SC+}HzU%ZP_45$I8dFJpN
zQ2L&b>R^aV1z56QW~7CN@ccQb9FK|To93~Wr#dvod*PjtV{uz)5w+P;U4(4`h!b_d
zSv>61@3A#&0&6|K>bf6C|FS|K$MqW;cL^BE>?m78yMW}`=ct&(DCYd})-<q8Jz>>`
zYtwqW38~PNc*<W1>y%^1g;wSF7?d<$VFFvLAKi4_6FXk+Slw|R%hT;7%?i@%iVCBN
zwVG)iitk#n)Y`eWcv=jbG*8DoR^I;^Lk0}JPgS}%Yu5Nv<`@HSp>Bl1Zxf|Q0ytDd
zoOz~wd1m*=dI$_>yMM!B#gx(_iD}EQ*3-fJS8ld_PG_FZmvukjQDir%aeo<b_Io1x
zsklrRS9%b*6_@CFSo1UJIkW%J`cO`M4Tk{0ZXDRM_+jLY9+SLXHaA665R`nsHQ*^I
zJI@?Bz@_s=cjS6)nApb*<_tV68<%TZR|BhD2fUrY3p#-cQ%~SbELmxlhh(>{h*Ywn
zXg46m9x1d-3i9L(#9X*%F<yENrXtr!CMgTvTN0qS_mgc!Yn9ku#Ps?;K%=TNJD=Cs
z8R~BWb)uYL`X&R9;Q>1b%iOht^$APT8Zri9)q~9$9zeV%QZR$jwsRO!*tdlVq+%p5
z{4_8d8*zhJLFfq3UdSPLT7a%&keV;39y5#g?~%*U@*e_2AQj5`J!g=@6-cEy!hZRE
zG3TEkZ2<*qG0PYQue5&C7&$vRoDxBtu*c9K?SKR9rPrMQSOt3-wo27RAzX~;@xm)2
zD41=>wyQ}fX@Q3Jbc#+EgCX+=Ydc_AAKq|*_#W&^qp9}~8mqaBv$+d{U`n%vM{k;W
zrgO8?0w%mDmhLrEH*Ud{xWcsT&?3B4-O&dz_A1c<Z}O(1y>B2VCUX{3Jx04S=xYQf
z6OS&|`0pJ4{1k79rpRDc7<cQ|ju`+%wc5kr6<|1sas^O0<CHMm!iRfs|JU0ce2R=T
zUD^?Uq!?vK6bl}7!@0p6aB?rwpSxWDd-4-n@L`?O02KA}&Q~7*>y*)!$UY(%6HJF%
z*Dm{_nH4=#pn(i=<5e(w#7i2X0kYuOWR@q!XBEjz3EwA`a9yt^pY?_+LDgOu*GsT^
zv4S4|y_|x{AAk>k0=z!1zgM%fZCCDCP&IC;t1927j$kbOjOU}NsTq+7DZT({D-qbT
zChJXVJ>LQ`P13Y<7I%I`)aDz<dr7Z?KC{S+VTgC+*w=Kri%7O#Yje1~XsW0)1lyC!
zCta^*k)>s^4Ze_}j!XWhX}}5dl8jYG>TSX*3q4I97=6Ob*d5>Cu)j8z2!76-OpNp4
z@P4mx;X&I?{q#-CYBjv)ssQqZOndm_WiK$JwzS8Q2s*O{d`ywHIW3$oJ?2+k+>h+c
zZI496?LQApTpowTv6DHnyVw?+*$O1?Bf7{LMR;{Od8Ia{GiJb?tRG;km~))XP)0cH
zSb9Cxt^XyKxboR&TcRO!VvWL1J}I9$2T<$DSb>Qrvn+qZsq4!9VxNgz)p_@uJipRH
z@n~&3$0C{h#prg{as@x0R0CwFdSCA1!$+=%J`ox|QTmRGFJBN-Umw3%eA@lSWvhfr
z06^~tBcB<eztL!-mP?_JKHXX6mwe}gXSb-r>dyfH)leTVA6BrE*Dsp7PZwx}m3!rN
z91s+>8$bc}YCbDxt`?)}zvvNYfJo8IL_j`(C&fa|t1caP|FY^6yk6TBIWJcAIT6Qc
z>q7d#$G6>S&6&!MVDmH^u<nKWMN`Gz(4a`V=Byz)fq(gR4m{i_L+B`W5P&g1>Zi}%
zPd0FeD)*gRB*>aghCe^d0x&Big9>23&?HfxJ?oP;nyqZ;)?<XAZk4n7kj4}UuT#ri
zzrn%WaN!c%9?>(K5a?$36+LZe3n>mij5GXdSia7EdG!k>`$U@~h$xn!KI{`~t2|;K
zTPohX{;@f2%y-0}LrH*UL*v0R$OGjejKA|iQ){1<O<3KRsPG0hi2nsJ;M-p_Vk!j?
znKvImynFp(i)1rp1lAZ)qH3XSQ6wk^GA`!Q)Z`21oggF*a%C+DDBk|A>^Wgm>6inQ
z_O=SAtD6Ng`l5<9sbtVHq}r4T`{*bWITC&Xw`O8c11{7JL&V4`hJG22qAN~1<i~X~
zX}s^bQmV)a@z@k3rf~pfw%?5&teZQITT*4im#D8;gENPQ1vQ8ZU+x66L>Ftoh%Nv{
zN1mYDGT_PmcN?@9d-$a$HOkMyAhsg2dURGKhF><clIellXy5x=9dYpq`hLgzw+^eF
z!2Bd_w<edP9SU<C7Jl%33T}mwJYO6AN`0lTQT%o)ooTS);}-ECY(}id$6PSJOYdNA
zm7s4P2hy6u*vp7z@aW6gvP}#1A$x*|8My3chB$v9hcLw(lzIL7-c=9Eb*Ym;X1tVi
z#rU4h%Ykc;5voD~r-&0#^1u^J<)u}e1eIZj97FP!IX>;7J5<c{C?BlXRx-{(Y@0o4
zt&Oc|$Nj^LHI9T%ki4(`oY8Y3Tp%ZVZl}{Y<WC%ZeVLyTo<A!&-Lc2**VJaxCg~R(
z(HJS}kQ5hu4c~-5kdBw|{Ey{4$_4MpH8<TeM?1bqS9Yr2zjm0+sRqzGs=Ld5Upt8F
zThGCX*X089OH*M)SHffv)i%~VQr6JC-+%!$ihmDqh2&zjUcwg1ibDSlh;ygtk8*6%
zJang_b8nbZ>_}5A)Xchvt;_60`GJ6P6PEC@gW0t<SC3C&`Vkew0-e-P;q~uE-|_mP
z&|P55S6MTkDlm~;<G_7HF=C7T!OwIJ*%(Y~k-|%x!x>_ih$zZ3(&FM9q_^r0P4h@<
zj!q&@y#)P;fC@0hFbY7nx4i^y@BXv!Y&Up8f?NpoN9V-G1|0709Ly&R^13aH#l+^d
zr;#Vwhr)F{K}AGP_mg}~7Q|5BJ!bh9Y;KqI#-z=9SN}0w1>w5_f6G0#Mm7#wJUtlJ
zyp+#L(yTUf7tJ;=uj<Cw+yR@e{-T{R5OejG{Wv$ut|-n=SBw*Nju|AQe7H?O8{wzB
zxj3`PE=+ELoVrDM!p5*5Z8rC1TbY4HF45Ta`NL;hETL=QC<PPeaItV{(}u&pYa}%>
z&&D}>B1%2h#~;;>Uz4#~WW#lxf0!mQQeSilPVd?+FQ+&}T*)lv-00{tHRE4W68CG|
z*0G7zfrdx7jFQk@_8lVXV?-p>aai0o?%@pGKhGmQ5`-srkohj3i8dNH7?llC2G?Zj
zQ>Qh+xGR3Gqmaduo0UrAyscv725xh9b#wX)Oblu->VK+G4a9Rz{V5|e(i#Vminnen
zM_J_jMw}jP3!4?xU9yf7U&_?Pc4v?y75SyK!`e=A?uc5mnq+Wa`<-oNI;3`D3XJ4f
z8OSL1at6G`@+}#-@ZNY=iM_aW&6Q|2pcMgNOF8k5{_nGfFGiIGG#8J0aVaOP`crKb
z*U`vG3y~w=pbXl8<pby4DOP*N<&QuuzHLHY6-HNVn5&uPKEi*vF=ds=mA6>&xImOg
zYG!3Yf|%nbE^W5zQtei?XVmRq9@*-yX#Z?ekkY1maq*6Df;9AKrkp=$IJc$^@ZTD4
z9u}ex6Qgh6owYiZftArNu5E>rAb$IzrQ0dmS^uOp4rmKL=7;#LbOGRYuh3hi-5kVG
zr(J4L*f(5y6;jFEY*QTOMKK$?-AJA;%8-{xW6bsO5zu<gwqZPr+w_-Jh4Hw-k$F&i
z6(*26Io}le6lk9nVwZNt<Uy-eE$#Vm0ERoXGkoDPu=SR=*#I`-*%z5ll<k8J%sw&v
z<yEncR$i+GQX5{eNr^re3&zQxhHEK?sKPxTOL}dV-9MxH-|yP(3~GmRk_*U)TM=};
z6NIC5Gps^EDs(=A@~q0tKxn_FrI?;5;)E%ux#-+fu2GAM@@!j^YJj5o-`_a_2R|Xl
z#LWyD6*e}1Bl2FUs!aT$0b=~|F-Qm9VANrPV^x6{uOo0jhegWGqHZ)<brP&t8O~fi
zftA$O4Qd1t0#STL=kzx^l6C#Ud#OU3@-`Fc5E=YxKHzV3rz;sb1FUgVK)YP)OzMWm
z;oNoY*B*>4{VjHMY>l?bU#O=#e-O3INnFVvl=5>N5*lA4f0vzx6A0)6ebDRnLm)%|
z7jhdR&#M_sct1+SfaZmtdTYBoabpWb8+#)QVH1V=uh9LXT}k5hA!9G7UAZ+un3!KR
zMly2N_i&4_ee@W8KYGq3V8x2@FHH%&Pkt`UpnYWjmAsB}*zm7JJwG(X8x58ZNGNT`
zVVizcPpT#Sa^r=A{zoRSqlTG=z(8*h<{V@sqdWk`L&N(hh>(y?ZP(n^T9QO+UXohL
zXDK$+`ZKb^T4lt#vWc3GCKK3*cp=EhqzDBnY?aR<?E{)J6sKoy)qz6RU*1tt`*XXM
z*V442H4kbD+n~`AZ1vF)<RSu=*3JPU$`(L~PSoq?p(O+>Nocsmjzw?z)-?eOw=1Z#
zVXr!>wq>u}g&u_p1)lpE^^tb@*bF_yIs6Hx0u~nxS2-crCT<$%dS5hqZNbLTJxxH7
zw|Kw!0P#uXC%NlHShFC-CcE+6qZ_0G_KPfwH;nEaj-S;A|MG)w-E=eNTJ9GDA;IDW
z&Sj6aVP91CpepPgq&HpK$kb=`8sp0#fySd(u^H6*9f=lFWjnY0mctt(5A^`xk=vt6
z0*y*E*)V;qS)rb~)ynt^G8iWk^;Y(5?{z*{p>h!ZbAP*o_5SL&tPK%`F|_~TT44i;
z>tltemK9ragK&CJFg!F<oRUO-eya<ZYu2}u=oD-pad6f(2-y(s*ffqGnFik*?KF>!
zBu?%r0GI^Wakz#;s38~9yS=wIP%e%LV#le9KHAYnMSt?dwmCVevd->(!j|C`*Ks90
z;`^|~yMpf}TAn05$|0hYu52cgc+j$T)`F>u+$$pCvqlxmfbXM*j?(ZMCrG{_wE@}?
zR}q>%TL7IBNX*U@bnIMIrjU$*l!vM8+d$ukW6g=MdbX=|3_Bw>^*PuE#(OVo2I^XU
z;q@Hs9I>FLg!<#da++%M0VI7TU{)VQ-8%MTbvWCIiXwz|=YI1o^4YRvPIbyV;~M}Q
zTGj19hcv5QpQdb4=zO@veJAwr9t6R)5L9FgCd)*cd6H8uqRlHGH{r?GODv&VtDyU*
zB=(J892Z)j>wXV&9tRff8^F{A>HuTVN5_fPJL>p*d3eSc$p+R<CF41R5m-a8>E@HL
zLPgma_#A^0gT5f1dRR8&es&LWlN$0TovjxlpTzm6B9+=*7c8}-gZJBuu)}vZ=b6U?
z7OXQ5hw?3*DMB9f3nl+51C=3_SF^{V+F8C5y8mG~Ht+rU({%Z<OZ4OC#SPbRUaIlL
zW#F2>GR(wb)wa1x-AHGEs0~i>$&lk{Ni-~q)mCFlB}(_l>}j=}>B!R_zB|<Ja{fc^
zCq&_6l}7;Z%icalyAS~=H-#7N`Mfh~?7`n3!~tai39z~4Hu6q*=cQs|1xh8B$|xe2
zXwO$cAM~?nEZ9bWycvU&=rsC%;~O;R$25nc(-od9ok@8MRR1aa6ZG++nh~wr0Dq+S
z$-fvB{TIW7U=)@DYzEHMY9F^}@L2d6EhweBF3(U4uov^cn)L_{U>;ecIPB%?M>1#d
zwkkt>t3GU=1-Jj##MR1!tDT_q^v?hF4V6OVW>r(eR#bWMpcsti7GIP+qRBniJZW2Z
zT0xnQTrzx|K&wz9Uxgc=c7>#U-h;@T!tJo1Y5~5<xykx_{v6FR{3mh$f4(-WfO_s|
z{Q7Ap_c}sZDkvBSU+8|gRQ{)u8xP`386TZrQkVf<TlOPjG^>J7jVZ$fll1UQV;>z|
z+Wqcq73DsA@^Pxl%4e>Ok3@h|<g@!}701R5U*xD$0>PN++h_eW0za>p6OzC4YkP6G
z0PlwQ+i&g`m;T09EXn(q>Yc{+$y8Q~)bKwbVBwufM<iWS;*T=r_RHnUJkcI(@ywLo
z`yNWMz+}HUUG16c)<(EYIqc_L4F5iH*EeAPJV!A5uy;mzs*Li$CZ(2j?AG-n?{)gS
zlf{Z6fu}E-B;7SgfK@iK(&4_xe1+3>h$&6~7Q8Jbjh~=fFQMcaP&WQMgMa^$K#v90
z?f!9jU$l`biNDGt?kdo`y|8eUr#zX-V5!g%ZjtEa+sP_>vYAcdIyogxRJQ6ZDATH_
z&r9llfQNUgQ7C!klU!8(*j{}ug2*%A4AtRcwA7gQw#0F%)b+HJYT~w4MJR_}JxVig
z<h|x{s#?iH@JZ%5Ci`iNU19fJPvV43V8G$m`L~t&LO0Hbh%~plvN;07qx-jw*@E>!
zXQhpWc|j`szt8ZWC#ggVNSq;8&dUfEXd?=qWYnuA?C1hI=1go^w<;=p6S-Tfr*!tT
z%qdP#yRL`vV;&GU?vD#HM?!L}&I<LCf-1O|5lp}LWA)VD*A)c5dSySh`gK4s-6QfF
z(>oq@mM*QFs5jy##y6%`rEFxKUT*BJ9I0Q^o0Zy8-w|3#TJk^1pBLRtEwwi)Hyyj%
z7mWS={M1<gr$hd~ciu_~KIyibz~ZlaFr08j{1CdU_!9dJFL<okP)U0vIzMfk17V}c
zB!X5++OHZnpB)d#mRKF|itnt57znu+*{Mv9Bv;N}Cs5Dj?TF2(blaiST%J~QMYIs!
z82f>DVkm>qm<&}bv!_2SnAf@3=Deo2IjxzYV|POXsnB>n{f~b2|Gaak5tafSJzKCZ
zmB*>xzq$4@F?P7M4GH}roX-bZ!}+xdbRij!zaV>`^TrfZolx*hZ=}nb#cfX71hPhp
z+H+;^p%hvXW4R6iU@)~&wdQF35lZB4dUJT@#&?5~)7jcoK?AF71A`Bz@%FOsczxrT
zUzb$xst$+TNcZHXcqe>JOPU0o{B=g8imut8j&%L6ml`OzfBwJ-vD|c1O8br1avTtt
z6SKl&^rOU=hwQ%<=todqNoESqz3!-<v@8`&9X0vpHk(uZnsi(ixW06|aEV_7HsZiD
zR~JbhYU13M<vJfPyIyZeMA^0HY1O^m5}8)-8+*utFFEeAJDKYKpyE1b55wJe$C2^(
z;w{26{nDpBFId>qn=3BFCc*}m-`<irHzpa)F`qhOx5S%z;F18$Uk#c~2tE;~Sz}=B
zbu>E$qu7rgAN;8>|L1G4AQW76!W^cX62v*8^inO~cHuAjCsum%%QTdq^%p3lfoTZZ
zWfu1q3G1U68cvg!ZfLf8nQh_`D960hI~?MCBEMyqD&sih7)!POaYDXmmmw1sQtj5Y
z9;%XAOSPq$S^LJcBcA1L=x3bv;ziEgMeq25t_{%hdk>fW$+C+#EW%aBsM7JR<Q7T`
z>uF9j^~nX&9*0(o(?p4~3}E(z{l94E!ubr#68KGOR9E`buCcn2d^T?-{MWSe*IbT)
zItPxC4qO%ECRW15MTE+SX@=5W<+H?tE<$gTB5&P_IPboScSGvnrmy|8_V`hmwO4UH
z1&cRKT{gw}>$4j2&l`|Chs^|=&uRmn>|U>R>S}PhTdK}zyV7^<cJCM0^f!qWqC5#^
zhIHI8Ftv}1&PPcS;&0dIr^_tO9~pmqH$dWEdk^{bu~}fgdF#>v^I5+|Ac7TeKo^n^
zRE1!y9Ozdi)<bY_AjxF{UcwdB@jXDl!(UMwz;=Qj1AErfrOuZXMxXA)E@7EB%l1z@
zF9hlnfI86$oZ@_dn^tq8-~3Mo`uie-6R5yjy!nQSE15W_l6m>3-XoFZmGogZMS6R|
zW!f!grf6L`u~@6AXZR&^4<T!(>@1X(iycpUtUh#KW}okq`eKqdhT;(@J$ZF8n?mw1
zT_OBI)EdG@+NMOcz*rNOs4Bi_5UCf6s?KtIiT5o-Bfv%z_CZ^C%2qPgxoR*qaA?SK
zC;R<?IkiQ~OY}t>V7=C+u*T9ifJMCrtfddW#>RB)Ft=uJM{VPWJxmelvvRUdzW0{<
z8t5i^3#KF715TeOz%44`UJEESSI}3`bFeXWDIGGF|29hixUhJ@721nr4M+gGtO6k9
z1b~iM&1+P_J5T?=qX!c1yklgRb7x761NszSTlkxXn)ZVc=LxP9+wW?epP0O6pNHP&
z?$48leLMN+uw5bbtnBNjJM+mNVg}31cSV#r&R<^Q#4miZxa#5FaiCq8Ipdqz+Q4u>
zg*E$L$I~yVdMDm5I4*8vcSg$}PQvLN)sADM^g5%w4HxiMTEw0ENA47b>L<D{q;4*r
zj)GAT4qIKo-Mz9Ve*mUrjJG&8oOym?O{R|QjAIm{#_HNvWdl$&6p@sy{J_aiF?3Zk
zB3HjSgN#w+0oLU-g(E}(p9R{46G0b%=A84#jf53e11#B;D13D8Nhf=JCz}@T(OW%J
zmjjpZf5X$iajIDvwjjPaUoFQTta>@fIuo7ZV~Uu0`uS(b!OBep9`pn-qFgy*q*{e4
zG#a6-LY{G|H{mQ&7?@X@1#015ipE$*z(V47#+1|nbC+2GO1u92&I+Daz(v}+5HdZO
zY}SLQ*RFwT^*}*ruej!VW~uW;iHxsiax^U;H=rV40mi)>Ot#Vd5ge*_Rcaww#DN>S
zSz>o2EjP{`E!%iPUIDxlDUoU&{7<CFfve*N<{fF)8R(+$6kDoMtXc;>@0{vV+hJ0`
zs9*A=>oQgn`nHs>RVZgtv*HFE@7-X!zztH`O!7d_!$pbzCjn!@UkK>ISCD^csl<o7
zzq1pqjH&sg9D$?YU{qmmqxgnx`bz@c`%;x<UVoVj<76}Mr^&D7HK$TjUpYAzZ$}wf
zx(-x36n4F>INzvz($~4Nl*nT8V@sLzN78n`(P8)fO~-x-)S70y__L0E>J5xaolCIP
zw>%@g8*kzu5qPAPvp!##eSyiiU%V*ec*U{$n#Z|xSg+dqo657G$#6|5@z+OcM(8Rm
zp$>QocRHTiRzthcO;{_R5mF<*7I^5EvJy>Sy}xDE4MebSQJ#12-qrm{`X+^<nL$Y`
ztjHAj)ph{AJf)$_%zA$xqsT^Pe5;=rxijrHP#(^8ezp}@TRXKsU9C0C5T6WZbyR#r
ze##fz!K|eIe*xM*I3O%Vu2p)o*<YUN13n5LHS0M}=_I&hYUyDh@D*dPxE>TmQYeX#
zR6vCy80;aAh-ZmskKCN}Igc+6-<R<x>Cq-hxk1;VC3*GE5F2S*5sKt@4G+$%Bkt(;
zIQ?F_ZHhQz_dESbCH`1yj@H;$C%Nn6xKfF@<8!KWJh8F&Qi$rzr0v-+jwA+4vgnCQ
z`=8JoBbm8Z3Unm<k|u+iNd==^pj9w^Bz+s`+T?l5ty7}RTqZ!Gvj=>k+ewPPV6s9!
zQOdzF5SX5T=Hi+gSSLB(!60x*f(DY<R50g0B!n{O$PkP%@!lI!Nvq$ai3%JSby-l#
zu2xHvaNQ^$>wYLYvs8w@I9TesPB%}SB4ims9;@u~yobNGw?g4bXtlB!VxLWzZY<QT
zk+DeqgG>c$fc3~Y`2JnehtuppC@zIBf$pEDTeELc!$JwkU4Og%|J}&8uQ20JZpN28
z&G8u0S4GLm6ZfY&Dh8>85JX6VV*>MS?XrdJ;6w37HPMXehMkp{+}^vYZBplf7Kv9~
zoQl1X3>)uoY^UYf56tHn7K?!oKVT-BzL;XAQG9KwXCulpvbUJ$LCz){`{mD8pfRIV
zfuWU;{LBw)ZefF#%x4i!p}b4UEtQjaT-&5iF)g|XMO+BqO(D;9eU-Ac>FQFNedl$~
z4}KPPQ}w@p@f<f?oXE;|a=Z3z%r&sq4vzz2KMTb1IP1vb`A3yD!`FH654Psa=8r{u
z5A0RSLWy9l9oYE{KFxqYG>L136iO$NAbb>}+<;j#BaPG*y#dao*WL5e1RZ6t>p)a8
z5aP=<ip*dR@JbQ3S=d`4`Cm8r1-Qx0%I_AJ#e(I`OC*F4er#d!wBmRSCHWzF{N>WF
zw}?01k6wLge^P9$IUHpb9^1hft*R|F>-3p7|BXlw-yOfH#YeNS+zr9zNeZnf&r0!%
zkKzS+t0_~wdRMn3@NHN`yw^|3#CJ6wRRm2uU;LhM;+P^%mzk%C8#hv4qty8maHT)6
z2^ni~P0(G}ioc!T0<Q7sSG+>ee0Ha4FuNki#C5(A_k;nMa%b-R<jE_B=hMPJ)Ha50
zJPx=5hW)<P_`IQSi{KkoiJ@oHONYp}dq1Mb6aST``}J3p9q29j;Qs47@l2NI#w6aB
z%+k*<!1(Df%-UJFavSkYJ}h(|+th8~a@jw@N&PDpMXZkt`JTN{TVhs1(}Z<5TgLyd
z@(Il`zeRDm|CX!$<tQj_ltOUx6AzMn{x2Nx$}rVz8Y}dE)JZ1XZs{4-<SqHIlPSnk
zOh$?wclV~q8pI|1tzfg^86fcK9WE_iwGyrrj<BRskep+>=s`b`d<O=}xLoU_3|kz%
zy=ZP6<=OR27%^`1)F9@q!4L&?a3|r((PF&Axk$cZZ-^)h*@zh@XtEkZ2af`;72_|I
z>yLX_?Y)s*t!}@@bK_S`<h?Rz%RKptl_RBCSTVeiWfJze3C5IX9qAC|4>1Y{9Zd>8
z=D>PWasMoMcT^BBGom)5hL_B3n*m?d!Aq~75A<(skPOHnU>1%T`qta**(_nwQBjc9
ztiMjC|EY7uh?kO_iPXtJYv79@68TkcSGER*mZvQqMBiBH*4bv|#lowiGiZDUzRBMF
zeb`*=n6;gB(gr~UzK^ZDqpcM>K3XDY$~bG-9#&;5BY|xPIj?aQVG=2%!6~O~m56C*
zjq-od+heEmfXk|Bp{=gZrUI=@v`w1vp2U4KguL?-F{6xM)qaU$y7=iCi{RrRn$iS1
zb<*3XV7E=K)G{o+nm|apn#9tuoCaNn$x)=J#v_<lu||<ovW{+gKF5rM;S*E)K(n24
zHn8X5RIDMh2ROM%vOJkjNdZ9*m!drxq`<wL@rhxX+=T*J%wYS%Upe~9OJH%m4_Y4_
z^biOCGtKJXswNdX&_}I?Nm7OQ$b0Jep{iTK@rI?*5kw9Z+Hsjg=i@J4vb7uqM!V6~
z^OGNu+3ELgZQQ;dM!R7A==F<!vEDA5>u+cy5)2Wm8=?zFuZH$@8Ic2an9pCH{iYEl
zqP@Ll3tgKZ@)~FI9ppXB|7Mfj6@I<9Of{S&pmw;-#I5f(Hpx!~Y`4+f2QfZX1`;0L
zwD=Y1>jyv9rHVs}w1KOwGn9yh8wLMAY+VIZRBP7;9Hmo2ly2$n80i-2p^@%p=n@13
z>FyLky1PSKKtQ@d>5>qH|BP3?SHIsii*;Nu=bSfozR!O4(}lL1uVtL%?|5N!RcF%c
zg)gMiHYdeaQ1FJyC~^>XEjG2Hd@)Guun3x*zfjPjWv|Y_z;l5E8A%bkWVa-pp4gix
zhB(uR9heQr^Y=!DL)_|xRqKL6(4LSQ)?r-$rSH#!goI21ILUECAqARB^s{qVO6^yM
z?4OHl8XzP0QJhat6$=TMW+$EKc%GawYSN^|n4%6n8>rUCk|$dx_a$sTdS19{-Bl$p
z;J=j_t^XRXZi(_ucFrzy{R&~KNvEMz3hVSMnsq!JJqIMmP0~*N=uF!Z>~A0L>$&^9
zwEuKk98P%7$<b=9LyO9?O~Z71?$W4c;=;J@;JNINxcg@A1P#3)!=uPX%KY<}g3Jur
z?oJH1;q292vrKQ(yEOp1ed=YOWe8)Z0{JTWc{;u~tQLsr%<tCI@~xzHrLjy?Xi+WJ
zgc6(jyI#?cViJ(Rv(7=xfJLCF?I65x%>Y(es_j3u@X{s36;`AeL=Ds^TLrD6Fgx52
z$eIqr=wY=-f7=+g6Zim0Oi@I&|Nj%X3ts`WEkZtS<iKRVmpUF@#$4;8-X73;Yer;=
zeXEdQmwASH9;DJk*MO`$kum^ge99`_*%12JqIp|M0l#5yDj5O$Fni7>kiRTDs)t`i
zDCgB<X8)pctOKRKoNx%s8uspTG_*UsZaDnp9QkNeK+nO6sMF#p*P^?nRQUVqQ6hq6
zti4S}a(Mt_C=0M3krU|H`%gsRA(;RyWp$#D1o!RjfS}FlDkrCSv#!hW^z#@u0EAit
zs@50}6~**;-FnFL)Pe-u1`S0bq(1Ed)-6%?Ei8Y%0k|bqE9Gy6!?4tv=Uo9!u00Bd
zVxuoaUXq{Ui$3Z!umZSFt~xn@3gv)VrePce8gZi%k}!;i&%<0od|&|$-gVT@|D(QP
z`)fXs&!-!?-HD+JFnxS42kAr8w2Pzx*hd1Z&1gfiiPz?&WH^IObGwoZK6$B&Vu-mf
z;WKm+H{WkaZmHq*hzvHz(|DYnx-OLKg-^<_Cg}V;hbyFp8Z+^@jWpQ%64(d5Hr;BL
zVj~8z*Xj_n53DJdO{M?>2>kM$M|RERFsqGsNM_xDu4e{wYE_01C}sep$Y<v#E)cs6
zfx!G$z=2iF1T%aNPRt~ipWLh1+Izt|XMnC3>}EKEG#F$aqT|`402G*}F76<?dY%1S
z&Ga*XHvrNps0k0Qq=eu@>{B?HIATretxf49-bB7~reCxeL$Qe*Vhj*L6`ZSm<Y1dP
z)_+X6Qks0!{34zw`<=<~yCUojj0bEsK~J$mbvJoG+rFiLcdw8+s!k`q`EhpbCTEUs
zyTdv@<*5zV<^1vyfu-0YpQ>{Ys-87KGgoO?q96~ChNSfc!uU!z$;l(f&|`Yg`!7MK
z!jeUx)fE)wqwk~eC!)Zjljm;vQr~4VvD4=rO%4~0p{HvLk1xUSyo0Qkm|M^By~KI&
zk=NCnn{9^?28jdp>j!~4u9FHF{7mZE)1VUcfYjDzfUf4k9xbBGviTb;Nw;u#+xzv&
zRHKnPHohA3L?FkPimEt@T?Et<Pg=h<2V7is+&xhj#ov?;zuz!a7DyfEEMD@q>=y_2
zBLKWYWVn|b9bqb}&%7a6D&&hRKAqL(64i^D2`!!lD-DxwADB2uTp3>bod+X_srfdl
zgd>tTu1vBb=y9zHA!4?G)yD%nbDl0-H|()}4t4<8ckR*%3D!v2MYE>|QUh?dQkK4S
z($GHog;D=El}+XfON=de_9b6oy|*ppry4AfK!gv00zu}H;$6r(r%Ktt=OmK>M*b9(
z-0uopYDlJfFAx{iDd(BkDIPVixu#*wDnV*1k20<ju{R##N+Xv{8p$PjzgCzlr0K@@
zM#;oF$2UMbnKf?S!AjXN`%bG6!vNshIOH875eNe-z7dad|Ct<umCSu6&w3n_V<wq~
zjBFh3hr;iFoSjcQU{PP};b!81BFKmaB3oQpTwTmswdTYxc^@m%7FVbuWy>C~gt@oK
zwB~UZ*LM3&E`mhxGggHJO}Nv%on-UXa5XnuC(#XDE`>FGmH30=Ok&QJ@<*?Oi5*ui
zAxDlIRGEeKvsqRe7CiP@`UJIqdmwPg-E;sty65xjwd(K4AZ>*yA(SqY1<o8R;^&N=
zCM(ZEJ<*O7gJwUc6iR0+=jSc0_m7)=VzpQ(i2TTw@xrI}liNrM`%38}KoYs_lm(pH
z71xr3qcl%X?(d-x+VO|`0!m5N*Gc%5t54hv{%cSU*SgR{h=bzqZ3DYlK3ILiOojCV
zv>bi+i0R!MJ?P<37e7-Y(py?;ae)wM{SuuPd}OnE^~>HJjC+{Px>i%~ucmcr`=uiC
zQnr04M^=Iup}xd&={p!C9(3v}W{HAV#c}M04R{Z^Pv?gJpS9qHona~3Qn84MQY?$V
zL+ZXt6>Vo&1egaWi)y1Js$Z2Hw!fRt37W6-YQQ_95xU4K=E+&}PZvm^L-F2k51of9
z=33>0$8uuo!0=zLhItryS5`aK{$BJDD2#ITTwrL2(w~<S?g#_VjB6Ue$>r3T2N4K~
zH;3tY$n3KMNG>^+_*Y-IWlEik23Flpo95jJS0AW{e#P0~{yPZi=7Fu(`S*><Xs`~B
zA9MkzPq2B*=(uFDD4<j9u_1941oi%AG1Fq3zRPV`?KxEAWrkv3U!t(os=N`-k>^^V
zxNrK4knFc73RK!)0SS0y=PLI?80qXh;FAX-jtXcNhd}c!r*NAM3YOe*b&nDMejOli
zrvsXj&?7UiWx%~6{ID7cC(aKPfK&rCu~$STcxG#n!et?Ur-Y=*(tzxGP%LvFP=*(R
z1c+wJjv@nU?keN|3Nvt+oD8edZS_nO0AQ(N?M#c=*m`bnd9MIWqJVe3=-=KDu%jx(
z0bRtnz%&vMz<YHO=ofpQ_slr6gbVyrto^U1@B`t*05=b8-fK3;3DHNuI*8gCVOlgy
zcRyG?&o~+Q?_a{M$@E~FWm;fx=a~9KF@$5umAjX~ziNbE4hHK(Ra+iVeV+?JAkULE
zesSLX-swk*z)LkR8R}(<832vGNBA{xUce{>Em%&I%`zMU1^>hQ`(OVK3lnw{(WSf2
z1xz-G%I^b&Np+=^cQ6MJKHA}b7X%y!%cxWH1WW+QStL?;Catk|8Z4dw&8cRA8-eg9
zQS$$;#ue}clT30c;2R<Ez;rc)se_x1K3k*B3o1tc{pUDwz>I-fj+(7;q{R`6c~e86
z>HnUj{(AEYIbgKAivlBQz^tKylpOHYOo80FRitUp3?q1*{P(o{zQBgbBt?>YOd3tQ
zjwzovV$RMr;8i)`uM#tiNKUt`SpU5mejr8Qpb#2!7si2x6AsrcfLl}#bW<&f3Lfm^
z|Npj9jz943=Jlv)z@Z~J0vo&tXcqvB9S`Js1$Iuyhbpu?@Bbw0`;Tm-kwqm^{aF4n
zWFQF19@rh`S+dsGT&j04svWyP_5+ZZC&U^j`<MHt7CQCz*-x$9QedpBCH~|Qo7GQ}
zg2+`<5;#DWSDtYkRhy7Mb|FC5s8m15cP7XIyb><9($Rj+v|d#YgX((!0518I(B+cZ
zZuVe89^Q1(M=Q&7H9O}w9M=gORp~Cp>x1bGlV{uc7JV|4<U@~U@Q|xKy*v`30A*2(
z^K~YtuA)U$CxLax{qrdstY|X2RXvp<r`VOhQk39o*oI+(2Am)<_=8Cl4TT;fM)Coo
zpxTb=dQ3mn5X6t<Y~zU$1!E^&vE;!lE6~WNpcve`*%kPzeAg@0`_VMx={eHr-tNSw
z92d_S?@wk@{0dExc?%7L;n*0a%hfJNqm?!m11_CSIQQ)2G}V0(cRQ~C=gbY*6D!Pt
ztbDk@M66;TqPPNanhatEGf|F;M_?TZkd0%#S~b{Hsp9F~Kcyiw(0`oi+Qyw}`-I0o
zHp!~kTyJ<F)OqimG@17sn*c`h@nJxS6g-Q0wcxKz^w0f6)(ulW59oq{V+?5`1Sp!j
zyfA4hjt_E2sZp6fHo*=~u&Z0C^U7JA1NovFW6G+{`6r`D$Wa7>o?DWW>Yqy9e+UL8
zbXVUcL<HrKKk*?lSf_q~u;tpK6a|e4(Dl0J*MuJpaXV~Rc`ER=waan7-eKqk0cl-|
z#-HP7lOTi24=2RJi0}M~Xv${-A&Z=!9T;ZGeHRo)y(L(hh+1j01%*J(JPB_CM{|nG
zH(SI=1lv$LvITkiei9u0<H*8(vH(`XJ=9)+8KC`A(9t7ep??k{n_ald>@(>t$h95|
zRpdc`{i(q{=RM8`EUoWz@MVA`oHmE;dN0rXA!cM_fX0(+UxNGk5V>}I+dpsFVA6I<
zxc*MS=Y?XI!~T=#E)?$DQ8Gp690o`I%b8t^8$7`U??HSV<OHq=yQNkkv6FeSTmxN+
zCV;;+H&GXNKGOcF|Eg|1vXj?eQyC7Egb*d7-C(72ppE1w1_%IRZq!h%dZHr3&s<CY
zrfv<W+-p(zV*50iuWzOeAn-C1dZr$A#Tb>n{dW4*`u$6rBkTS|fkgLEg@{Pu;S{d>
z!@~uOB8x^1#6Af3r$W~(2)<ZWthDiGkYmBux$!{vbvl-mu7!klikC@AK>UcmNK}7s
z88Vn%^nc&|q)A;e@Nl9WB6qo?#LTwDZ^Q15WPz1HMmA|ZJECV(9D;4NX|}t8Uphx%
zD_Np@{~+}1l5YaFQ^AaS;C9F7P%}31Q^aP@zScwDE+a}=ArHkjtFU6U$AJE+StTY3
zQECp$@a#^G0(0WDUvYta|C1g!4hGcL?uW2(qsgxQ&ur0p-nI#ZRa;2SORB{?pR5ez
zgD-=$1;dKwJhma@pPH4v;AFSnml82Ou_iYZZaJWEDj=H`5)z~?TPP2GMCqiQLA{Oi
z)-Cwf6Km{?3xP{r$o)SykbgZ@dr_r>t2RsXq3Bgm<@cI%+5QQw{`xw-s_ZhX9WwrM
z1XJrp`;dEXPnyN@<sJz7F009)ioi2TV&8Bap^eGI-6GmGUx{#g5tCP4-x3T1)tP^s
z8Twz4fg_tP>LbtS$!5u^)GccgkL<$BZRB%ErFcH+paj0KLF_rIeX)fpX4d5yxnhF|
z@bDZuM#PU1d^e#-UGgmZ>eX{A;?deWkiI7Pr#|I|mF#jKXs1BLsu?uO;?YBi&olK9
zFa<oO^E+?}(6uo`nkzVaP7n<}0U}hK5?mqzf(H@=*?1vyXGB;MRjaCwF>p7x>9d`I
zWvTPotT#)8{Y@QCf0zaEH6Zl_i02Phv^*oODG_6oneUNTAjcyzW9%EMGaKd<I=(6w
zdIg1KCpH)@uY|Bd9wOHxx9>#!NR1|w`;~kAKg%0nRO7h&7=0w}tDKoOOA}oZegPIa
z0u~ll5#j+U5X1x}v}4+_%X3$YuNiT=E$I60w46P^xMddJe_R&uhndcahuOInj^wmy
zeVQf0@El!~VDT$tc*B6BX0Z__!AY}EdY^sna6hUo2TF(D6d%$e*CXK;dnQ<gz58vD
ze_s5;Mp5K;&h4L6ltB#PFL%vDW#CqI$2=bM)qVbczj4Xm=1Qg0_#F>Fhw}@^yn1rK
zTj-&4z5xkOT^zxm9@;Zlm9Xk!!jOV&%N`x0afF88xhONY$3oB+#<cY;v)~=4k4dx!
z@7(&X)eaH<&_#Zr9GEL;-YW2A2%S9ouvV;Q5YS@^1+-9V6#ws&pIs8^&Qqodi9xae
z%9!~63gcg2UrhkM{-C8M)0<~_ByADQ=5eQs)kYy{^h3*sc3s{bGXX3H&fu43f)SNF
z_JVqNWubq}sx(;&prOLvG+}q^U{GyUF1q641^6Yv=_a#^IP)~9c6@l<6aCjCVgDs#
zfcaNJTDU}2UMstFNp}mdY(Sib!eOe$w<ANTT(9v=sv_A+rIugB*0;7a^Zub0Lr`E<
zNvqr-kx&H&0=7Ec!%sM?Av<<0)9Q`#Az|oi68QbJot-R(prM}(zW;p#c9=~S6Cayi
zsj^dXw3ApG;>|TDD|fXUU{q>{5z%4kA#gq7L_a|0{o5@Ng>CT{b+=oEXe(hIbNCgH
z6D{2mIIZUypKq;&N|Qw+7i+iDMYCj1EB@(%W0}IhbZALkv0z1PgN&x#XpyM6mNj?h
zRjf}AbPlEQ8nS<V0Rnu1Vo-p}Ol+U&A#$EnmSdOtm%Ytad8{O$h^bhAfPys{9Dk_m
zN~-7v0{wC^f9+2i*yBJ6T`^!q9J-})UB!%yEgJtoit;OIQC()1gum7>00gj2=m@GI
zA(zjZAQ|?4Q9>nP4xeCHGl>SH_-FPBQ8v{UC$8rPZ)hGr<2#ADQO=b~4Oz4Ja9kXc
z8B6<5mHBT3i!>VWbeuKe6M8@k1yDr+eivC}Na;Rm8_?l~TTpC3z2tsO=-y(Zp0N9K
zKU_Lh@lukr+I1FXMyfSav#1^sFZ!n2`E|5s4YpMwC{U}-D#xljnXodF|9%X~+m&X@
z4bTs=fEsnZ)+1Jrz0JoYV3AvSLvoURv+`;C(+}{M$Cp<oonbG4<_-pwj|vKYaRJ=s
ztF%Uyw6VmC_@q-l(ip=0#1bR0?`D>OmRkRenV5GxqgH7QCt9$@sk8(!P3?csSzu|H
zM$O~pdjL3Q%~+asUeT(B)0{Lcw01WEu8X%s0wk4}Jlk%e#k#BtD2a5$&&q0tblNM{
zjpvv~Lw81o*mi#eLn}1)QxLRVOdg|%r$0v*3I>!x_@ar&!jBY$OnY#<2n{3jSm3E_
zPs-Q)v6)1qPUUH!PXEf)Hg;k}P@g`1_C4RWreh4_g=yMXFM(#?$d7h&YKjN5a*kX5
zMpr~Lw{_N9@i9w>AxF(~jUE;2BdPkwn=EA10~)n*&O^I=V+W%ygBypfLgV{IbNS|l
zjxn_QK4!xE@h^N268QAP6H3~?)4LDxX*;(me!RN>oi)*@FD761`{sVvdK97OSYBk_
zq=fg7&eMe9#b!tU>u(cVl|~Z}ofeOk%M=K%WL?T<czqcAxi`>RS?qja;CCQw`}YGb
zhI!iz&;hQ|2B$6A29FXQCLL=3k08$TDF9g+`1D$(s()x|6De5urp3Ez=we-s;X_H<
z_ZG&~Z}A+%3v=89J+z`vVlhZ#>h>EnYYE9qob$IU?WXlBUB}QMb@q)qH_PUpL)DS`
zl}3hlzU#GBHF2nil}=0731n2xB@1n(xQh&UcG=qZwhwrdGDUax$mLsJ?L@{Ok7Q*?
z2F@{T6ir6&J@Sc-ucDQihR2kXqkP{X>{XqK_hp}mL+(`^-5SyDn!wY3K}yLC<$_RE
zJFho3w_g@+2R>rzIe#-SIa(jhb6UEU-Wjx2oWx+mN}#nfUK%GW9sjRh`k@xnU`;{N
zoV$2kFGVZTc}2p_d8^5@0y_P1rKs3L9T9@h4r(~WG5A7U_sSX-N{POu*u0odpZ$m_
zsl|qIW#?<vI4|T{dL+)kFlgq(@F-!VVqxU7Pm6QQC3zFZ)0VLPhvY*05155)eU-Iz
z$2EduhBB%=*0>#eK0I^0jMB(=T!{OyvPK)oZpK=5yz&03*nE1Y!ohLJN<?;P>&6WF
zl!!|{;t|Ue&HPz(sxR-!A>7m^q_Yv!#5Dm#Qw&qKAwkw`8SYqn$9Qy9)57eMHwQak
z9s65GXT0a8%WCD$BYh)?t5O@Bq}1yt_*Ch0taMCY!jaIyD(n9HVV5E^YuzxmwcV9~
zi3ReL<wN8Z41&3<it{}66O4eUPnBwxGQ)3di0{eyT+hFPnCW^(UN^Wl45c2H?k=@-
z?Xy5CQgkVZYE7$LU0c!$>E=$a8PeAl7?Op|S_6Xee41>}KIji$8eXE}1E-c1=Vil{
z06lr(+_nyo!Kj>4)lTOVmT)Up%FVccGg~P|3gI%VWc;>rzYo=JV<=R8$jWiwM0r^}
zf3`ut)h1ZDZRv&MHsRK%uQ~Y)pG+z$@xE4%9AAiJ4{mIs4dDG@y<iyy1VBUPEYpAl
zf`U*9WPzI27ee9R?}xMlzWm<g_!_enkN4b7F>&H#ZUl)epJ5oP2XJz`w$9eDcq8=9
zSZz5s7;|7rpmtWJdA{z&?u}EdZm@=K<Xo`aQDyutw@+3PBcpHjM}$-x!6QnJE$8z-
z59M*gx%FX(x`n|0PHx6b+AfxNc0s(>Jl0FPjY&$7niPOD0!!Zw-&Vg(c0jF+!Rh8a
zVPWCT7Tg}q9M6sE^iHktl7)bWeWospW?uco8-`n=0{a5S`oDC42n#T>=NCQ{f>u_6
zP7Xb+rGaVRaxNdQ#3H*Nu{n>)NMX#*B=E0rZSj0v&jn5fzk9l(2!2d)X&vZChII+(
z2WV4=n`u6BMwx7;SwwsX(w(>Ug{vrr&lI*^Ub`YK*vzbXSlEicSEj+toO9e5p*Bmg
zU$E12S6Wt^{#+bpvi9n(qt>8PUh~nA%3Q0k1VBXF*v#F3BQ&Qn^>nCX#!%gHW59&R
zY2c*vxq<gbA%*|R{DD6JzRBI!;fPUSYpl1*EYzeB>mlw6v*aCd+uAO~TMQ(G9<rzt
zbiUPltvve2nMe#lw2L3lr3Tvg^(gQxC+qqsoAGL`PPCd%ucDKkJR%3v1@awj#>cvH
zw!oRIG=c=`Eggi8-+e{mb=;N53-)J^gNMFv+we6_gK5#uPMN2Zu3bh`pW`0%o5l`e
zOs#AS>?!-=(&=>T(MGU%%c4Jd7LlA8QQ34}=vR<Fth{yiN%RjVdQ5Wpc18e`_3^6`
zbka|{jw5`zR5BD<R1;iebaeD6ui79763^Je_zW6Nd*B@J;^9%EpuAc|h>7)EPrKXC
z_x=0iZt@<nsjI20^7)X)D91!$W2g24$E1Fy3YTFgND+6VTGG({r<}G+0JGHawn9@C
z2PwY2QNk&(Q}=B(4k^G8#{LEi@f-y7qsW%&D`oeb-#T7vij+&W<rx@Zvf9|fL`)&n
zLB)T(iMKy6&D)<>XFThcY(1<V=5SnFtV4x$&w)hrt$XQ})ti3At=*Xw!l!l}fp){i
zmH7<QG4!-tRW$MD6!{G5v6H9;gQWUxw6rysiNzT_5Fd}*$CT~q<6m$JXS1kdu<B<-
z-@ce6)-ko>vRD%`rO?zzAFT(!xn<RnZ2KCO=JSP#-J$!D-t=+_Bvz%k(sV*M>PxaW
zbSK4RQ&oPq!h6C}W|WSOR@(x68fK!Dcsk=NAEnad^2$VA9w6fSuf`&i08#=@7G2QK
zAD*lVq9w}7<l9z^Ru`wycpocoBiKJ1o|JH1+9z&E_*N`@-rv|$_1X;){^_0G7=f0n
z;YN$%73Tf(oN)K8XM{ZKkb|3Ju5HhtCZ&_>^$KCrT1`8ODHL%YP<R>i<dG4TuU3ll
z&h0BS-*qiQo(sYgHtgcE6I-_nkfCD9K5K>KRfacL5!8LN=Da`UE{E}DvHVGgzc1tq
z+1~Iw{8Tqo_BI}M&&Al{cnOu>6wI>@o7#nqx;e}~>lWwiB<kV7KVnBeka8MakU*j?
zoPFH~KZkhU-t_V17*LLsL9E&PhR@UwsPbbHYG&0U(G%F!b~YbYxy`(CJlV-Li8mRp
zb=hOLIu6ZIu5hK4dtl|z>CQBA@VFptQa3@K*o>xzPOY_w>qw$jP4lh$8R10`m(w2p
zT0}~Me_ObhsaKO%!d$U8TGK;?*@1L1+DCFty4pN4E6?-udLP?3c8`g6ZkJB0beWtS
z-&LMgrxC)aTYjW>shBYQzz%X%k{COiVOG2~UUGtAs-Qe}d1jWUa?rHF+uK|v+!vu`
zTdApaUu}IfQ(sBsFVr$Tj=cbo;IOrOl8^~<B)3nBwb>Nyg9MW)2H}jO;>UOtq}vF0
ztQHW^(Y<E0Y6g?X39{MhNgRcz6VMSa=vS-qS$sTtzA)qhDYP{j?5TBV=Y1enW_T6m
zNMz^T|8>zOJXfRG+5NzkLSx`=#vQ8Yp67osIs^7j2HegO;D)0bsP@~b{`<n;m;$^q
z(o+H{ObSCC&58BvLbi9r4CcWKllsF=2JZG4=24<>vcHr5`!_%R>1AO+Y0poaGP3>0
zEBnJkL%~{J$9??aJ-~eQdT?{_+-{y_Yl#!g+LiyPD*$;(tIF?&LMoCdfin0^E*+n^
zN0`jF-en+*la!gg_vfLq|66SHvDI!!TW$jHzqu7@WCX9`r=g~b^3<3>S<HkKdi?h$
zXm>u`qr{PTbh*v`B6pRXgr!|lk?0buL`kL=17xPm_{S$c-?i|KeOSVn;O&m$DmoNb
z9R9YkunF_0qJ~WpdXq(D6>8h|sEG0D+#TatsMxCV2LPRt>~*{mIbz~%eyex6UjqPV
zcu2zKE~EQ<pe<C9uOSRj^i<PhM%8NZ`D0VbpL6wR5Hdmm)_|DRNGZqD<QibBWEx3D
zb{FVf3I^zUc=*3vPt?nblG(Z#GkPY&k|rKOB5a*wMcB!g=pfVn7(|2S3%QvopLM(v
zHfZoAjj3I*OVAn~v6ns4#Q1wK_JY8UjIhgjkLq^)$>GxEvy(DFrETG;4xMRrs3}h4
zc;;$1M@3sBq)$I>wK@zkdN=$~NJsrUpBl#Q3_1FoE*%rgF4N`2c(X&f<LMzeglz{3
z;j^pUU1(K1+n=S`W4Wz6&-UtjQ&Z`1>E$%CZ==mfFx3$AtUM~u1UGIx-cq*pnq-Gp
zoVVUAQU1m<s`$z(AymJ>L}~~AmPSTyly&Z#%MkrsUi88HS2OoF+V|7Pj{`Csw<V@M
z1{0ntR@ZB{nb&%K71jS@Z=!GEa}%GU`hj|&+V;r${y~<Bd)*klua6v-Jd2W&tomEa
zgcPK}7Q$SSN;l(y#dK{T)Oa(#vhAZ>Z47z6Dnr}tK~ecC-Gb1afPAc%kb8s=rR#MT
z$Wm*Ksx*UCsBR~Vu$LS`r|lh&uma%9kOt3-Z{7$h*V^fA4Zqv&XKHT4UQE{^|2H%I
zbGDJB0XYG4_B$C&FYTC&6C6D7w;hXfs9ZjOwm4u@2dcIGuFo|WjJcag4u!@7nFrbA
z0WOns5pCn1G?~hAoB?Li!`AaOrg!-L<-w&fLJ0<Dm_2eDhr)4@L~c#R`htB#8A4|q
z9a3VEh>KCZ>5a+5Lh2-9`>oxA^BTpIU~X*-%BLX#(}FyrPqD)jdGc=aH{B#VIvp>T
zeF(pg<T_q|VzXG-yJsg@{B}7wltdEaI+9PlbyJ3K6*Tw$`dXn2?WldNMWD&;sfEkR
zq~jRzXsS&}4rRu*2!!3HIj&Sw;cWL4jTI9-&f3SX#DdRI2v|&3gS4IwuYY2TjDPMS
zsd%Iu=_G@&f}=EjpjA*EEzA;*c77_@(`NLUbhBB+_fomlqc9VfS)KjqmqV(*H>os?
zpk6s^<NRR8!ZH-1arEWGiHLIk{^R2rj=Bf$1SAfx3d$Zvqx6mLJGCXNuI_1%#016q
z#&Mk#XmQlkvOR0_Sy7~%b!pzl0KkgP9qA`Q3@Ps;n0B}xfAPASV4tX*PyIT9#J5pw
ztK0+;kTVvrgv{p4q$ikpteN<HOTpgb*PGNBX*?62sd35mx;Y&tIkMdZ6*^hc-iKb7
z6TCK`Ue!;OBaq|Nt}}n*<#w=fJV#rWMmBF4-X#Byc}>J)rt+A9QA3DZyoejgPQ7lT
z@iZF8gnl3iO3D*pw!=IfiailQn)oo`Fxzl!eN3|Y#RJD-r_BE7E=0hq$%y$Pf>syU
zR<|*~L(2Y4tfb(L=kEJwRVaFBN3=@)Ya7J3;YLZhjk>hmU#~)>LKFubMIsHkk~#lY
zx>R_8uru3?0Ql$rq2X-28*qYs@TY0P?-kT9U8;Li`59sH=<M*E`~75|8!Jj@mu;6i
zYrP63)9b_N>7r8A{D+Hfp03tMr3dqsiuBs0*)16l=)WXLzsVku88#M6c=uSm34iPS
zqZnU;ua>$4QbC$aG9-ac12U`U_`=Jgp^iB-)*`S;4Dqc0qn$|H^ZY@XEng9<hGJ7q
zis#xEPDd`1oSd|?t-ZddIn?|f-2*#%7otiD_IKtDt?JC}6dCLq@a{QQrHgbJwS3B(
zpzbxP18ZRqDx5J>&X**me;MYE^YEb5X6TFb?46uI=GpBNg_KQYH8`9w#$@cp5DmD8
z$EJZg9lm2sx_m$2k~7}K>@w~ecTdoE<Kx@d-5-A|R%=p}zFv_FG2)h7{$}$u^4|*C
zpL#lq9&k_d!E&Ut2gyFQYFmqv)nf50ir)^-Y2B<a9nhw1k?a;ejR`R0^|tNILbJe1
z6ZZQqm;;!0A{1@D-x@Csd?~FMn<J*`ZO`ltmTapaSxU88W+D-S<mGtGdgBkB-j$wX
ziE{*|YjY=UOmWE#SE^5NFgkqTFa){k*w3k$w)qezu9>Py2v{>_UTS9q0=+b*MFSCn
z?xgB}uky(cHLB}m(0dawQ)hIdRfSfQLE|_@P<%fZn>~l4!<O?^Cnt_Hnd<a`l5V5M
za5`hApliAVBslD9wyk#{=dlr!+yY*L!~rqw$5Znu5SPW5>p?zv4CudEm4ECvm>G0|
z8;?p<KssB^QjJ3*{5e!})|6|@b2C~Dv89PsQM<~CITnBGYaDQt>2bazTXj;(I>lv$
zFP|9iL_0A4rEQ>7#%O4(bY&u6d`6b0NU<CaIyoN@AyeR>ipCJ-vRGR)IFt?es}{Jo
zgNzI{+vwV|(*pWY=Lfr%4TG&zSl6t8FR=1HTWk}ziP|uWbKII^W`F2mc$-r6Dqjxb
zJF|%Q5RP?{VMn$hhww*iv`U4VLscPG_p%#(f>+01I}l50cMA0;?{XY+aFkNh*j*mB
z4pKXHr#f10SpjWt$N9FQ*KeglMlv&f`S{xH0fIR)Y9wP*Qxrk!2mku$WGo=_$XEhP
zW&v9Lsjg#x?<Rx<BFtI(@~^jUZ<5Oqa)^t2d`OOqH~6m-`Je?{5etzoNVx86e6)0Z
zNtn35$<ym*_GZCwSo0luuAfx-T!Kmbn=2P!PhcDM2g@+CV!wQ;=Ie2<x=ghodM1Bk
zw$<UaB-<d~)B`u8C0}LMIYxweUu?yy-USBz6XP#wCei1Y96W=I#M;9Z_O0xdjCXG#
zZ4}EEcsrb&ecZ+h-TvsBl;o<#dyjqJe&wV!@!mL(u-U4hs3t`<YXNKVRuJ+)kT0CR
z+qxUFSXe+-X3dh&*T>PB?RBL-)%qk~+dw)xmGRr)k>Z)4r>0vvmfg+hVS-g+sdpgy
zeU;)aSHk}j^#VW&TJTBma<~p@E-Zw@c+f;&_aV<nBUxzQ>2fS3DqErM5tGJb&GAX_
zonbML4vHQS1)gbAkDJrGErocwk{QGEy$h)~Uf)}jPZ9R3Cm)$=*QyoGbsO_s4n9#X
zR^^i;du#T(iCYcG|5ARPOS6hdpW1i`_%f)+!(mYACXzaBqivgLK9NYyK1Ja*gsS4j
zyc)=J-@9^A@21|yTWbmH_oDkuA>G|8+qGi!!hlq*Qh=?++v}Zy-CDDK8Wire@7gex
zB1oZs^P$g+LBEURK9gy9y7llt*b!VEEV2Z5AZAZWOuyH$>K$@Os82R*IO^oL3*a)m
zhfs{q6{!3aDORP`=cz%VTYHKGf#F_fvT4ri>eGPU4UHfi1)jPMAk5A43Ol6Pc+b?L
zDtPZ@KTbe{Pw@75i#LFBF0+AD&War|%4xea)RA`Wj-vgq&$t3RK@jHXORE^;0BL_X
zejB#ix**{A+EYFA$~c`X8`Le}#mQNFFHHo93r(vW3c{FHY(tX0&j4dNMyK5PoU7qm
zVI-BlRxLIy4b*(HA#v!z_X@AC%4ZkQlBTmG6sS#!^R)IVQg5FYn^_D`i`=&sD*h?m
zXL6@qXLV&~i4`w0k9s>~r&~we7mkm$tNOpa3@bjm<Sx0EQy;z(bG6o^1j6jo*Esf%
z@Sz0fp3i!lPu^m0az4L&__d`|x8@~atNVn_A=JXOlo^dOxd3vZCI89Q$l{*Tc7wx=
zU^4f%@1j#VESYxF;jxfF+>EdI34^-Yb`M)fEOd~!U*V@xW0MINvL3ChRYQebv85YR
z&oCZXYQ?To#nxNdas0hId0zlAs9Cj`yxg;KoXJuT>+-llEuLwwSBWKbJZ-|WI1My|
z>Q*`p2ti>Fp`%6Ul_j-grn*<xW|h|8+-A%nEr80F1;8ToE?Uk*<g*r%SR*6NXL=C9
zODR5&iztV|t|X_2<EXfC3?%MLm04FRQ!L4pJp-z7MYMHTaXlmkLK<C_&Dv~NP%F`}
zy(wM~wLHal91^qvV4eD#_#!2R?OOgpPs<dpunm_xB6TFCX2I0676?h`=W$hygE56`
zL+ix(0~%Z$3)>EibGklFoR+@P8x#Wl^2X0P9HZ5&gkBTK3b9dcwPe<u)L)a-y_qea
zM>Q;T9ty{F)sc-W%jv(XtE`0dif$T7Eo{@{Q#|5}2A_9wJdB&mjiu)aWjh`XjB+2*
zr|MnLvN{DyeV4LIm-={3b6Fn#Z@Rq{u#6k8Xx%X~KAts4(Z7Ib@1(odUV`}HpD#Q%
z)3+4%U;T7Wzyz5Ju{`rWbJ6@_7|!VBh-y+aRomS+3!e)%uhwp`=thtT^E8{7^j={k
zZ+xOU$kZOglEkG?_w|(cqez{gdpM|*JnOlmZRt{Wy>nuzPM4-Hb7s6nZ<Do~q!~nb
zhlkR->mlC$F48+j)Y-eqxkKNkxH6DU@vnttYwfg{z7XEMTY6|x^pU;q@<$H%4_R8y
z1op$NPJJRQ4HNSUO!wm{cL2+y7Zpje3p}MeDG}+xTIHNjnH!TGfw7O>{Q7W5F-v{-
z+6%Zkh~~RSzK^zxdNi+z);H<PcmKFK7y$$5|1q+HzOLO2_+ZJpJ7PpjBj;YQnGBT7
zG9MwI7ZvDVsep+-V4>(czu(kCeYj(Xt(WR$2UJU$CLh+})X!Od_PXL2FFapJ7_8&s
zsQlWI$6#vF;A<o(o7eGY6bXBJ6fEb^aI*3Y=2c76BXsDri8*|^hgCm0EriE{Bgk^!
zi<~?iaK*0nH~$9#83ld-QcQcv5gtnj!28;hLCc+ezaJ5$iIBD+RB@dQU<H3T1ypx_
z_?JBjo;q6g_^BWr(Jb@Ejn)3&-}ui3GVHL_|1g;gz!^FrQ>{IKj^yu+#JKAOEkIlo
zQvS?>wG+cqg1PC6bQ`-OG->6L0>J9z$Yp80*c?-cD*RuhE$qDk+!1^ja033HTaghV
z0PrzXTK+YF>HDWg1I7S?3&&;q(cZHc`;Qsq{yH!H{mNLvz~ELm)(C+~eGG;(nxC{D
z=e}z>Krbnp<x1J8BGnnW_3vGO+<qN~LfrRqiv#J%_`TSa0^lj5nK<czNwVWOnho}f
z<5Nudcvb+*C1Z?9${#x=sv0)natrNh^Oa8Js`sH}0OeP(xbfhh_={g-%Yh|gaLH&W
zLVYo)C^R-@5DFy>7AUk-^3}tFHRd)r_?n<@-4FiGE$RRx@1)+0x?tFncb1mXM8lD`
zMZh(SY4WBlB=!xa%<gmgWBU9+qA=Vbu59@K04{&Oy#uU%VWd5o7+6;Uq|X<A)kTg{
zp42&UY0XsFACv!~F8ww6dHBGb7EUe}GXbZaNg%qBKxD?C94EAHTuW<pV8i_yA8>&K
zgP8`jOU1wn@F@Axx85N6&%RD6kXA5K8HNc{;Ny|*mt}J*-`x*6luP`#NG7a$_FSG{
z0wc(I3NES3&16^keWoCd2Mk?jcDx$F(W0xT;uGQJNe^4y`cRR>1pb@nX;~C}b3Ef(
zPd?g=bvnHkPr)DkyMO`S7g(Un+|>YYLTf&PYMihnMv%{=8|6yXpsyh~{xXz^{W1z#
zNK9F|pt%0OeCG>l@MRwh{?>s`gMGvaYClel-ypJ}+maA-8GIP29D)SL^JM-B0Ie&H
zj{vmbRZJ)<C;2_U$gqxD@E>yHsTa<3B-r^T{MAf>e~#+RBQ*hXR0nmuVo-b62TK_6
zm}{^O9xvnua{iK!`gB0Y)zy&=K1F~>!j(p~_iGZP@smO1eF=GAuS`QRZ|tBu4{*6Z
zRxwlmhyD5YI*_pe!=`@esp_~<ul=keDK1o%IVEmVRyu#bp>K_O@QR82f;jPU$sW-(
z6(iO!5&K6uaKV&=^&&umo22X%fI`5nm-b4hP&$oW*5BH|B^V5y!8PB-DylbJ!Mz_g
z<x1ZE9QV&efPV-K5d6S!6=xZQ7ix5Hn)bBhGoi1XgkC}7^p_2lXwwVImUKPU1eTW|
z1DoI_-THn<>!t?*rsKb7@1F}jVDX#j=Bu8QLc{KCHWe(aswp?67Hfs|FdP^UBT~GM
za49H_>DSVjVqk?Qo&zY;TTzKZrT)7eVb^4@fXR@+HWiGuTxhK6w;iWt>EY1c+(1CE
zk4*>Y(@|x&ODVQBp;&fwNlowea-Pk)XA0WHjO~y;v|va7b8G;7SQ6OatfCk~rOZ(h
z<0pL8fsE=oNbL&T92^r?<Oy#bskB?m_3{R-D{Cyxzxtb>e=UcaTpX^5GE99)V*Axl
z?Uzz>hJj}=`sxdE_A600hZFWt&2{n4@7bHbWEwCdkS}4cI=5$1MzBv-JF-30)umL3
z*b+#CV`RvzFXxvK2(G*TSGKob-mfz~Oj|>@*5~rG3Bh!LL?k|Zh--PRm>W?0BvHaH
z<at5N1i+aM6CkgkV>#Q!&Samwou6uS7*jo%i%M`Eu_R4+`G-U+hk`xm)wpN2i%LDQ
zEJiAd_hotZ<E+(;y*tU23X^D$C!TutuI9+;KRE0RFXDK$y7)pu9dPCc8h8YWOzFe-
zsSvPs)JKx(9^osparEU_W9{)`2gPcInvlbvV=wzwT+N14|7tx`0FY*ERpTR931VRZ
zY-KdJj6-?$1T;;?uQ05diX?=%0+RCf)B07V3MTKKlL%wUE_p+v48~DtQQXcTFDXsx
z9qjTR^X_<sxU`|4%OBoBl|{$eH5eO0w59H(29#GGh}8nuSA`<~{mD<2NyY^Oa|XEf
z-7!5_Y{|bejDDjb5(DCTj@L<U00lfVff^)KTH@Z}NASJ~dNuck^G#!GX*z)Hi`;@r
zRf!=v{#{fPl#TFbjRt3D$1}+@k7{dj2y4;jwrS=(-oA4q%rXSJe89M!ffE5ffJ;Fq
za%+Q3^Bd~G^b#BEIePgUZ6V)RGd2WYc8};j%~;s~MQYQI4D4RMY&;6aJB!PmohS+F
zNVo?SpzWLqZwUddIqK3Q)%F)^J&|i1CI>5Pl?G>=Mxlv`%1^{!sUdMYgpy<eeU|}F
z4tZGHq(XoR^26$9_Zy1Y9<Xnp*aGzPTiVSCY89unfKU(4_HS&OO09Gpy)W{p<yoH#
z{)J(RLIUIw=ZVlgcTvvv7e~`wi(Jn;)L487Ug#v{#UfqY-y@U!Fw0y~0)nT5h-Yn2
zzI&APh}#-ydk_$27)m`l|Cf=HCc8wkSD&G>R7p2+?Z2KeZNJV$6p0nDF;d$FF&C!`
zy(l&duYvMKwGv}ZQ_^JFPD>*(m!Iv0+&BAw&N0YgbSpSCP;uo%2ouwM582|gb`^?!
z{pUIUk5b)ea{S~rdkFNcb@Eo|hi6z8mRc1{pH%DUrt3&0{0}NV4UqBl2`#G5<8}pQ
zGu)m^(UmpRaHbGwHrgvv!!to4Nf6nmj)8rOo!kIo8Y+Kk+}Y&)3O0ny&i-!^i6K_#
z(<J{7gV!}o)=78jH$d2CfI{fSc_)g^)`<aXUWq(S=zzN9-_@JfqBsuU4OploBtaFx
z+hxrlo=witT~A9ERYcgv50iO><xCL_0A%^h#BKkw7Jx?Sj)S8u2zk8NO^s1E15kXV
zI23+#yf+6GJgruHyJm{kY>A#CH%w!b?|O2keEv}}l!4J{<O$q!U1~XdT`tdnp^WIq
z2U@Wa?Xxm>#BsyTk{IuknYYwCW5B0pr%Wd~%?48cl{A-D0JcO-^Mc{)AWTMc=a<q*
zBKBoz7k!*-vZ!)`AiU#p47O2yO+K@nwuRC~4bCp#qp&xm=e}g`7vGc!smq4cem8Jk
z_r)+So13m>JY>~vGbozTB^%}-^y?ivQ{JI{^;q`hpeB}*m4Hiw6baCUiyKnd#8}p$
z8D;jTCkFU`_7s5SqGbm<!_qGsh8GPD$*V{qiR)u}PHQi@gl!@TBPD&Jz=mHn%!-N*
zGlELqc+sZ4yh!D-i9&63J|R(w9ufX<BYZHH#^Ad(kLGSQd2Io|Hp{eyRS0++0j}V7
z<-0iP<Vgsj!RT#kQs9z3FWqtng-(T3|3CEQ50m2q2yIVf4W(lMRvi6vEXH6mQNi<W
z$_Rr|(I~$O<cq4>6DE${2D$hptffY$9}eHKD7X)Kc(6eb;NSmc$Q>&TDTr|FdEje`
zRM<KfY7D=~kokZ<GR<XBcJm8*ebah9yY^FIw2Q!hbv^Wr^ZZxJ$Y8B5{AUhB29e*k
zXO;RgmtllGMPQ@#^So;`cd7NUFsgug-oC-?pQFVP68P)VV+o^EH+JfuMo$_BBaA8J
zf)KF4FO3`k^0O<{3xHYt?;~F<a?ti-m1Ri{V*5JR10=v?lSp9eiO@ER5&>TgO6q_0
zt2<1;F4me1TZ5dr<>#170q^@0(p#&BgFM_?I#ay;%7@eE59(mAO%{*z84Dr1`2wjo
zXc4{x>4^8IYm&zdb3o_LWOSXJ{ajeh8IL-$zQM99H^|`mm#Nl3P7>lGhKZlp_v1D*
z$jdxz<B5dy*LOV~Vs;rJBEPNpEwC_`Tb(U3l373-UrFobPdYMF<;9AsNP#CG-mWbj
z>AgbnpaI~yQ6LaS&35o1!9Z9n6}X4~w{y4-tCtZ3uRR{2$)X6v$cr4`*0$DK;A`5`
zZ0yEDI?s;AFAlY!-2?)ZWkG~(=G5t%yLtg1Ud_1g4dDC~TEAF87dR<fl`}r0%(AVN
z#+q_PI`cL~Yy(yv&EKB%;TPsX)F1nx68W>;b3Mjr7iARhj-+&YSXs}{PrI03CvjO|
z9;M&Wo@#NG26IeAjSz8ZESMcz33YOw<l&@{`cBE5ySwxx=MR{UzcFPL!8?Id$Y+{V
zYYl{*U(vxBa7fDBD447jfV@s4D!x4uvs}dHi4%hCZ@*w%gXNs4hNA;4S{^_Ao_?TJ
zOR;x?>Q>*k-zdIc;nT+;&_`<Zl7L;ctjYBBd($%DW5HUS18O}Xm^&Ax0M{0Z<X#~@
zGQ7$sfLQuledW=^)^_$-M(Y4<TdAdscj7EhxG+kMoJRp)bM}5vELSUOy@!ht4^lM(
z+^Amxd_{2MbN@T~68yu@Ri6iY*WYx_{=S<ytUD{!sat6-QXsu(RxH{%7<RmmY+;=b
z#;3A$k&5`ox6F_!UuNDp;F+jf%JxnG=a9Jn8x;Bh6;uUO_3|hP*=UEw&tJ4fxF~}S
zsHMro5n3^0S_|$rNqyW_Bn5kqZvBYF^Kjr@62F?c5QG4Il8F(BSABkOHyl=Aza5E6
zKSZ$SL#BTF2}`k$KhBvj7&I>lmq70B5L+{SAG0WX(ev!2{)f5kmjs5FEw7y2mb(2s
z)tXV0^w+)oKf^4XP=fqpf6&KOT4ihse>H<CDl83z@;70<pJcyfJsjd^DUCNW{W0BS
z2$n91b9Ol-s6BFIPbLj&{~0&%6N4gZKdZ8wjw;Fw!Tu7p;7)i1(1xUCn3vOQF5PTb
zaI6QE<G$bv_>0Um9XYUN2A?8*wqq#%=CZ)!l1>(8TiI${ukgzTFGs>L?O#7z5uV0=
zKfE!j-}fN>i@D~b1`J$Oc?50*e-e6|XZ8O?>sU1Krz{8x%KmxIUe9js1tTYn{nS=J
z@H28_FQ2}#>{8$+vJxl}Fm+txh04B=`#pYhEG6g+*c&ax!~IL0c&@eluU<0J?cTsF
zH<S%)J|{)sZ?77)tx8T+BW65u^rYNp5!$EpSEb0>*C|vroB9!~Qc!29fB$TBagR85
z8Y=Qb^ZX-JKMPyz+Zd3{5qVi+mCgHR@$gK@f2&j-F))Cz!3GHa1&+t<927PnO21$4
zElx<2J>t1I(5RcnUwU5QLj}hA0M0NwJJat!`AD9{g6Mtq;1DMyZz+Z!1X20*D|l)w
z=!zo8CIGB?0!O?oy`(jv%l(k4gY&nz?}831XZM*=cLYGb_-?<p%Rh_iityzOy)@P@
z6)BMYaZpRwZkg>j$@wL=|B%x8H{<w$g9*a<_1-d%of`lu|GfZw$g-=Ix~H!`lNP0S
zMdtbVkv!~uLSPvbpphl+nmAng%1T$TRNA9?ld)t|DgNhi^1sy&S(sldk+|>OSQEp-
z90YPe0t27IvFsHnq?$599G-sBjFFZJa+o(m@@RY3&cS;DB=MGE-9&U2{R(xwLR_;$
zY&yjG@~~z33x`r%eh2PInQ(zY02zv>uIXcnz|knPC^*Jld(uM9t+J)kt5cE}?-7Bj
zGm<h=ocE9Xzj}&^lv$2_SYtO`1T^a4Bc6;6ID~JAdwx0PNK{dAphNYa)|u=8^g+Y_
z6P$*y*4#!q<*2*@!Zyyk^T=0@*&l!$?z^?S!grgMLf9hakS|bdQqSBht1U8bQ*6+l
zBxwszaB#o7#XYXAlPAC3if4Xc(3W|zfnwIDfTsXx8`o5)KRw7CSzwoRViV_R!O=(}
zFjHmWJ7Ki~jX6>a9xnUqk#4Isi-|T9oCL<w_W1cJY6Y@A!XzFZ$pWV!(eRF!pO=@0
zIuM9>?bbv4R*V)W{TO!ehmqYFXE4(~<^|QgA{17ssudARWuxG`tn=?ouOn>uvzla#
z8g7N`q0zBqovQq6P@3HGY8VT*dQmn;*!^M}w+DSvJ>bUCdz8Iv6;xRXd05-{L#a$P
zkGK-!QJ>;Y-7FqpZ&`9%q~`K&JgV-m*t0YGdi|KsRm19oU|+3W3Ll1~VJ_f5K9i<C
zkO6QfY<aO;c7qZ3Ob=SM7k0s^oFbE5mtW0D`y=Aoxq#~Fz|rF0(gW<}m`p#d?^M1D
z5HZ;PyV7)Zuc;hlg4Vpr{;F#m=f;=-QWbp3s+#{yyU_J>J@%fera%?cH`aSWh40FZ
zY7Yxpq#jZ1Vy;r(c>Mj7V<5DCU5`RuHkuy!z7UV{F=TNx-#!uQDj56AM*i5X2sq_U
zPb{che3h}EoCENNLV56A^zgfcgPwOR)^acX-5F2hHn>d|s({V{C7uR`hy)raF0$Qx
zav?tS*Xf>JU2hCTFnxM)4h1RnV1aE5rXUd%KC(02sT4aQ@IQ|tLq>YbfO~JU?}0A;
zl*Q!7RVmuyEc-0udU**1`_~d730Bs0XkRnBT0;8kS@EfvjKs+Mcvo=B!@7A1rd+Ug
zRf$k|gnA=I;E~)e!0j*afB^S!WbdP%?Jhp)jx<09YX{x@f#E78^Fvhp2e#(_0obsv
z{((p}7f%MTFtAwf&;;Fi5upEA6nsFSdJg17!aPeHNLO2TfX-Hz-LtbS`*_ALk!cMG
z_QF5Jnsme;22{YgQ!GDizcM;5IbJuyl$*?Pmt|j%1=vfFE(Im2;QQ`_&EVke#{PSp
zngBZVy9W;kA3z)!G9Snra_<7n2(-a=ioSOTIS&E8Mc?3c3euP&;TlPgn}-MKF^MX>
zj-)KyG>*@lq2ct^mzCb<4C9>ctsF?;c2Daet%+JA5n`%y!Q=3ud7`<>XZ2xB`fq+%
z#8TR*<m4~kfciR^vcqCPaC?TNAtIQyvLcdXu%(R=0(D)<0{Y409(s{G2oxf{&4TxT
zG~ISTKv%rLZ7UGp0ZMrKFgShzy(~OOySOQp!{EzUt+`SCNGmUE?J99llizUroqzP`
zgVfM}e0ji`7EGHd*`>fHw`UGSyWSTC<+&|q@|`!P!in3ub%7iypBnF-l89fr-BMRl
z&!^YDa*b?x!XN;xGd9l;{t7U(0`Pw>(*!8)zNi&u?;oXv@GSn)#k<X+7sc&1nE0OC
zwNg6*q~LjHCioh8iMyROvaikZzmkY&G~ceu2=g6xx<nALER;1!<mq|QFiB%L?w1C=
zf&w}rS~C>5{k-?<^3#7_|DT@@R9Ofhn#0iecbQr@AHFe1pbr*5mjpAZ+!xBw<;Ck3
zdW*nca?nYh*ywPyl!gCEq0IFqs@rz0<h7M8!NKztZn+ia8=C>5|B9`Sbo-3~zLkbZ
z&GoY*ID8*8s%35j%jAa)(E<sAs^EehYsSa4PiOgQsw-;cGAt`-3}HRd`=wbo7v7W7
zzW>%@m_|fJAJjzV=avMM7v*R;5=Fv)Y+EJr+esxonymMV)Yn{inD#Wf=bc-995`aY
zD@O~^==)>s^=2XP4~$%mzGixm$-YzX`u_El>yhF9N1c(~g(cj*x)qlGG^Q~I>Y%32
z6~?mvoeUXiFzEn}30K~#zt+;23kxz!B~?+(t9e_;*XS=ZORGAN^3NPJO(=l8MNQeA
zkFEQK>3Qc9U3b?O6t0Cl)PebRv-#~?!a@K)QUpt`^*9JCIZ3+*@`nFc%#z&ioDZSY
zaek?~MlbwTb~GAC?oq~T^^vO@4XJ>%=JM6&5Q~_)1p>{r7M|6kil<(|W|pi6*+9v;
zndwLH<*!P$Y{j)sr6H2;j(;b6;u|wwnc~(YM8Y<1Xt=bZ<9*RrhSf0_?gu3w`4z32
zK3X0a)bwaV$Eq81?FqtpBbze(THzhMB{Y9S+WhOWl-`lozv&$44ei)(3_c$JHWFGA
z_t4}RuR$ey>g+0V)t$cDZJEFIYQM=J^H_QS=R?JQ&RxKqRZFuI|8`4&3yu5b+UV4l
zf=%{tMLQ%TfTHGIf57t)bn4@8zw+{m`k_m0LH0SRuGyZdGBn+`5(v|7EHR)E&4mtK
z*9j6|w$3@J6=p%b@I49ye(JigS3^0!U2UomKP_}}&-xtxelBhvs_n+UPzJ}`Zlf_8
zgEoD#*@g|DP;SJQTYzQQELUOr@=IaO29U1jZ7XLqoJVfo#@Mf1^G(HaSp0%r&<>n?
zb%0nU33N?}=fR9AM#xGRuGSOvjRxhi%k`n9ww-y5g2gZOfR1Vt`u3Gp)~pxhH&2x6
zm=-WxNg`vx^`PaH*Ecn(2Z{DOM2xMAcFnf|(Xu0JueHUY@}G^QFa|rmd*<68Dfc5Y
zN?7K{s$M&h9iyn!hozCL{1ZU`^V6Oj$hX?FNl4#&M;?L*wEbjtQ9kcctqF8o0eU-9
z%t`DU*X!q?&->hx+u)t#q+?DvVZb*>iGQjT(N{&OvD%R&JnxvObQ|F1^RjP)VfJSA
zkL)aFW==%#;^lGD-cQxYnJjcd#&_ojsr9vv1z;Y?Mp`I^w;;#xCZ6wc>;MB{#(y!u
zz#-MgNzAFsekxJ$+pgk_@|UaiP#Mq5-j?ScZDec4jlk<DABZ6F+ouP8>W{hxS@PJC
z{vTUs6;xNyrt9DYf(Hoh?hxEPc!ImTySoI31a}J>+}$m>ySs1PWuL`AGpFWMohq)l
zpkTAQSNHeI<3QnNtw|Pi-XgZI@F4#;YgJpm^VF2P%C0fWb4Qrl^~SvKh?gQD)kxsC
zo!%Lf75FMFOP)rJex%y-Eg>wvs9&cKKJ|a}qyH?Nba<g)e{oIL)~Aws6rKB3XA_>v
zGFQ4*;|{$%Il>*|zl&0~Q-voPH_R_^s{?Zstd$hJfHd#zZif=kza|d$)zox3GK%A=
zU0AE}*|8kTPD)zHCvel1=oTrI9gHE5{gR4j9OV@Hk(Lw*h)x0%2m(1FKUo5uZ&)$V
z_|pDHzq#uS)ailgMHqbk^n*4qMQu@5eA_j4qKI`1x_XP`bhzK=v>F|hsIzh!0(*$_
z&K3%70p4}_Klqp{jaIF)ulqhrO*aZsGEDmYogAU|@R#R}vAS^_Yqkl0B$0=Po8yha
zAcE=BjFEirv3RF^mswmHyZOVdn&XKQNBs$8i$#!#g@?g8zQ|Tvw&d`<%gFBO2_fok
zyW<`7quCBFjb3@ySMv>SNzZ>?PsO=4E@O&TegY+HZJ8yp2(f@6IzBUfA>HYhX?I>f
z#Txn*0u}=a#jxt|Z`CT#{V@EVfhY0W-3h(UhT|ITh{OtFr17RM@6#d?A)Wt^+xOkr
z#ILz{l9EF@4P5^f1Nk;Ep(iglzc5vp(_+Q__o>EEq|25&LAt^h6@?i@K)LA;^DE*b
zOTegD{7-+)f}X?|fRJJ!$P>#@dQY@E&kZsrB;k3f0|Y-w<sPz7<l%ENT}}(<Ll4Oc
z3mc94Z$H-;deOICr2#L=o}CP_)>o4<ZTAz5>8H4pv1UKH7h%)bXKhuD?U}o=leQzd
zXWQb{`z1cI1cQSusArRZYiq_c!y$@=j&e({6IdF6zlCB{E@1?&?VSHS8QiWf)_(&T
zvb$iw<aM7+t;QW{-{^ciaW%99KH!hROt9%c-6%NN5rxTH^m5bQ<$vqd%KDh-Jh;|t
z_U*C;bIg?bcJ^9C<Lzk*@#?wAZa0kQKACB+4Uec=JI?NMpZheo)Hs%6aY@ucW;ar-
zNy%#T+bw*IgP9%X|KnC6CkRk(#P1oAX#$aSZKLvi`PM}Qp^euhF`J0LfTZX9OosU+
zKyV+kBmZ-JRF0+et0mqK2TuA_qrN<>105Q1nM5`V;oap{qtesW8eL@2(w-c+RqdQT
zPv^WSbmZ(jCK*rfaULI!?U1EgwhkWd?)0lnm}@jWVv7KjU_7kN1Y5jLnFjM3e(%D0
zc88@{D>6Tr%qLVfq4lR+E&bH+P|uLyaN46%`=x$)=!dBahfu~VKPF#;F;}hWFb~|L
z$pD|LHLLryF(6W+4jZLO;v@L5W^JcYzeqpBitw$H3QRSJ*YI`4Ovfo!+xy^p`ZgwD
zdMAK0U%lkYRIo#&q=?h;*SmEecZ%_kzCk?r&qieu=)TQx{K@MU{d`HU)4s?eG)8TW
z1QqT4*}H?gq1Q6#n`r(v;}x)L<d=8-k23S0vpc>F@Brp-CmJE*?F4o|!SU(8_Bu2g
zep(3`T7j|EC7QAms(0OMik~t&+5g;Fp<^1Mcbjj@`ZNY-@^=0wimS*aaPwx8Qzj~`
z(f1OcyLpT|3DMF^gT*OO_U%{)quj6@HcpVgw~T19b%h?!?Ua_E(0irK$PrP!vpj=S
z>bUMy|85KqTu*!^54e8P)#wv&1ig3bIp|bMeug`}9I}u-82p);a~n=wxZ!+Ou)Ss?
zqfbLRvDym$v9As9RdnApcgkon78dzE&)TH6Ppy4sJZVWVnt4TTqC@#BksY)ZjG+nj
zZC!T!%2VCBz}L`;P7D7bBE0@#clzgu<Pq12wOXS{&eTk;d8xf8xq<}@Q3k~Rp7mD`
zouPk3k7d1|L08h*2k&PTA#@CXEld$p)51gLdns)lRp3@iEcLP2ToR46HGqcDxOP*M
z1EO8+5I22{9LwtN8RfN9*)J6pao|#(Z5l_ku|m%v;uG3Q(S3HD<J<}ENCPRw$QPMv
zo-zKN(pQ`2A<{ApE>T$B`ANEBVfxlC$HX~%`wha{WkwmHUI}0Yjdl>E&!<t)?=lk-
z^k{Lq-n7iBRxF6M+!0XQ2Z?hz>sM+dm8uS+KY&<H9$Lsp4CUOcbvjqeIIP_|Kyjka
z{0CU{s;jLiba3}x!`R<Y5$m(K(Z@`7&g;L}DeUgf*qGFso`_Q$N0%3Et)37j5Uu<6
z8NLBdT|s&*Ufnf?Kjh9*Ta396sUCdrIZ!?Cw*^87m&gG7|MJ4vlIO&K&!2X8&25O+
z;p^gVAvk`FO6G&sHwnE&VPT_$0X@{wfjHZUL-wq0kLQN?1r`a?M=BWbWS6cE6yo7J
zHR&H~%4(TuphaG1##v;dLPCMb>*n-wixm-fy^|e{O|*g;3hEvz;3K;MF~;o$wjN}U
znPwM;MDz1Dq=wUJW-KUKa*Q3_c>#ug45E1_O~%^Z1FPq!L{kNa6=)1Ew-=i`0zp@L
zN$VyEG9VXEKIpqPSp!pAG=S3Z;#Du%M5j7Hrc3&kRaP@}xwAf#p6M2n;pplXz<W8|
zjA3$gqi3>}&$92daB)N>o3+Ky5}f$S%Abc%>F8PoFnObf7_Dad2fv$gfUkrPJV_Zk
zsuu4^piNjv9trGW=_yA0NMXJYL``Q7tF2ubagSjw1B!K#esn8??Y;c)k&-`W$-lSM
z3^HJ{W&P!9a68}t;%YcM!^@L3#iG<da{p?~TRW$%@>>^XSVdF7O@XqJN_Pj{h~k4Z
z7;7vn2v_Lq-Fv0PBN90dK+7#d^pOeFHq!$V;8-*1#<xn`DdfD33DK;2Z8I?I<yApJ
z>Rv8Aoj~o@0o_;{4wk`*X6zopJeBtgEmqREB&Qm<rUO#zT2r@MY?1P!PN&y1I`#bG
zB_w(Hlmw%zf5N6dZb|-d_p3y3{Fao5U1FbsjBxhq%fOca7}ETw;;8@W0_cf}E*)d7
z)Pv#sa_!l|9owTL_TXNF2QTCtCbs4(N}wTu9)=0A%3IeLhN)9113XnWkhEgNI>>*C
zGAbhA!akl5MZk5ZQpkL&V_(M4qCvHP)XPpuf^k#lQEZd>1pel<c9M!hnrEDr<&?@z
z#MT`{#Pc0X4xa(sdhW<(y6V9xK##hFN;_vmTEH;U_}`&MGqIXf!B6qRjoDO6oj8Uz
zUi2eCkATVc`9}R3{beE(Lud8$^B|=Vd-Xt<=)>jOVD$IKK3u5tAl}x0`AqA-DP{&z
zjY1+#3KH3cLza#XN`+VaQrj^EJmiul9^`!8dvQzc0?kCo!#oCKO#q|rFnaGm8=Fv)
z*3M0N8n1>g-d$YdOYZ!P0?P}?(tQBN6nxl7$olBRx`|t9bunKyM8g~pdQS(S#p>CO
z&9;iEPNb7&^E(7tYjbQgA*tE9r)|{jG{;xeT;`7f%z_U|BFs`IlH?VOsW|_w>W~M2
z2!`i-nO<Y^enI6<BpNr}pz;1`%Okq>&!dv-&)kh~?>V+W-Dg*c*1poudsZ37(RBA2
zQ8j%PqZ8{_rjbh;S}sRBYvXnroi6`74>=VSrd1zc)-cbSXqmRgBak^z^8MPF43@Co
zG+VBgvWBa4!lwpE9tG%!#lo_6i`}P>QC{`AyTRR=PFR;-o{mTmFeMc#`6hWJ&28Gt
zd=WLDJ~CWtF-=Wv#){`p_^Z5jYPYfDN;Y5qYL%ptylzU=K|5z_9DS~)2Rw-PeZ+KT
zn)6OpSfju8YFWqNrobkbkiBCXZ0j5i!#uYuB!y*m8`}<Y5`6FlYJ#`F(FCe9lfN$+
zT_h(1LcHh}BOJ0VIR-?VcwvDKYd!S|x*cSdcC~_hE@SO-ca)n)3eo%L2ThujhY=Dc
z6dZWIu;B_12j4>QB0FG@2+=A|dyZ*Vj|<`i4jHuqyrnkVKhl!s)m`efoPQ-cQ6dcZ
zmu@_1S5BHtbV|fGI37$6C5bN@TLFko$jBz#qPiiLah>aHFWl;K-4kmF1Pg8Ng^`-I
znx-K0(C=;5;?0k@Q#HfVh-@oZ)Y{6ln%f$4u-t>8=iHk<Rw5rK#4z^zKIpBTd+BIq
zxD{Bd^C(z;wO~+Du(de8UdSiPH=qCF#Z@mfwGHH-JK3><M$F!5abOUn663Yhu|lHT
zX+jkh>~@Lis?^)I63>m7qApDbmVqoM6<`I8yNQByWVVWnh!P3eTRsqsH<=k68Q8mi
zzm_Q$=qi=W<Qa+O5k#mCfxr6-OZ#jaybHoxgxDBDp<+<tycFFOAA{vT-2XyWM7qZb
zbD>=%!5sB3grYG@M{&*RdRM8wK~@op<RnV(mgjUHp`LT?nC$XpCIm*TWU$XmmB-c6
zAGcK4g#7VT*pC`2HzxPLJoctayHHaI)335e{7l@%Zocst+)Gi;a&=K1>TG4*@}IQm
z-Rs@$Fc4g}+i%e=_22~(V3|n-&_sR^wFlc6)X=47IoB^|q09?auj1Uu^&PuU_$#O<
z^4!mg*Fz3nBzT`e_|vHL66^4b41vs56`lT^5%4cN*OH;n-?~JFV0f*Ci)Wst7?_-0
zP4WN8U{>M+*LEt@DzNRATQ~_1^rW8R2vJzx{i+iR|ChWV4ug_n)L^jVI^9RBpTF4V
z&9D#-Nyuc>`^=*plB;^yjMUJ8uxEuOBbMsNoZ6Uia@ipjb$=l<aPg%7&O?_pJOMT^
zdJM>bw%6O#o&G?F=tG8rh~<5;S(xP3l#E(M1aVIalKRhdG7KByb!|HN<K^%I&7-#4
znhUG*;baP?B!k~Ch&Q4|zX+V;6sjn&`AyK2WT82>)9R0r58DLGpO_RMKVh(!u}GP(
z<#Dq}C5KbO1xWYjDWPbtiieUZg_A)z6HY+{RG~&_MY(dQbj^%Mc8o<BO{HRf<cj#v
z$I+@E+Oub>kqbI#a=XdJ$&}{fA|oif?r>DbsAYcF1?q@UrHP1fAgouLe)vA_Vbf?g
zRS9)Pn&gDI&>szO*wlXux!Ae$GI@J>WOcvL=XO5)b-K~1N2^>+3~+U$7=+;RV+1e-
zXgl)0otkmy7^p*|!v_he$jhU_GDyfFKrTZFoAey{9};DZvz9^<PEQ%Bn-RauP$(V6
zwVDeh%-9HUtGo~9Jl~-1u^`V&zr(X411Gp9=&NNEcuu0C!Hrt8SU~@1b%%bHJFxTS
zGnb@7@nH!C?*qOL392dR!gpv94!5Im3_3JA==(jux4?5d$ESL*#uxBbw{5>w)o6As
zXuBGwn=aEh+;M*-$Gnz9IAoC={q&8v5L$otLu}zUNF9@R^XQI*P`TGE1torfFk-mV
z<f9lIY?APy|MZRak$oyH^ki;*XLEnMKeB-?h=#eBKjiC$1d+@O&6cmp`^X~zXbF`N
zBu?9tGS-xg!Dm?-lxY$*ebS2U!0_9_SbFNdp7#<5Zv<s;y?o*KykUNIyV)vLDW#;4
zN&2LI2=t(<R&+dBasycBE-o%+pnVR9*R_mZr$yQKVJlR7hi8izB>aVOlTb`B1{lr~
z*TYY$aMUlaB-YOf7TK4b2C97a^Myynxqu5Zv1JVGp5Adlw}*mo-gjsx+wC7_{7&E?
zxD|9mvbh!H6=8G)O*-%j3<$SSCpRk0@1S~y^mdQ|qz}O4ves3MA`)DGnV&1yQUm76
zCiLE436p>xqyz=QS7o4T+*%jCr=|#iHs4X367+Nf-z6_qt4snsRYNw7Yp#LR0Y(q}
zI-S1lv&BC||0<Uljx(rNZGJrJcZBmj*lPDr9h~CavGb<4IAE|TTBY-#^D#FAxT(sl
ztgMg{jLOBoxM8;#0W34bPA<_b!2fkpxIbND)90fi=#o(lOEx$ALL`(iXNF6a$d))<
zbN_AAiawF6s^aaVa!g!0y<(C5K{m@hkH3G~<KVG^6!@?%zL%v1fAWxCWEB3;CFYZ%
zkAg6Mu=^lfYYICR24z43vA^#JG16eMNLT7!fG2M<u<*2>ZWlHA(+7T~(Jq-6)YMyR
z;N$nWmpommC&&h?13*jmVg=uR0ocu<Ff_7!pmBcP9Yx?Fr$nvUac{JvM5$;PXr{Ll
zD3DHMeP&M5$#FPE_)NViN2g1NihS{7tLx(#dSweQH&M|VT|AXS5&#XCU-vv=7#bb@
z95$M)<C?mOE2#mr;=9u5wl$S$)JgzVzElgkUN*=qpwh|?^sw!>Rke3~@%XI`N>hh?
zwt$X3J_MFaljH@BUPs#@e~8gPx89#fkln~8r8=z~uC0`ZY*8Iib2bag#4#}ax2gbP
zxCE#dly$VRxAek!KFUeS9}|=6k|zdL)VM1FH-&Ea9MLaKBmlX{^<E<k>ESo9aE*!m
zt#B5;^0>LTMunECyI%a_xDwK(U8jJOoPU2P0lfK2h_4X2sIgdWU)6ed&I3HJ>nStT
z4hrtBhk8&`p}{+jL>RfkyYua-^hjY9z>@B3Kc{FH6Zz7u)LWSaw*$Buslgb6XyW49
zenaB7x7X+Ne1OtL3!p%M10TQ`eBfeg`rPj%Dpi@6`5g+>Wq2QspM7YP0<}sY%wPT|
zM*z<$-|1ldstXF`pN`uaMXbP6u{N-`T><~oh;`m3I6}V{2eQMZkLw->nay`9FX8j3
zh?Q+u(%tUv@Q2UZ_T4a!cS~k?BRq0MJ%k|M1egV;q$*Drt;qxIgmh6bv@JjU;5+;D
zF|+5KQQ#9fYFJm;U}ZecpP#Ti8I!MdO)}KJrl8mlJjB3iG|O6WXnZNav(ApdvA>K=
zHvdv43m6K2qfWx<<)hKj@%ru6Y8h|pN`$hm-`93JIsk_nz=%%%m*^KBK_)7sL&w85
zqQzoWZa6X`PnaznGCpe4;p^RsokV`?{km6y^U?GbKwksS)tu&&T^T`@?<j>blrPLe
zuAo(mvP*r2;GE01rxT_CRQS^N#tq*Ue5>jF@ce>;A-}h4A}Iw0Yfjx~xw<D7IgERz
zm%(0AOs1jjM<OC=@vZTQ50{Ss?jxB*^d~&@QMz4+#=6%zzec@fA~!M}H?-dZE4{`m
zOn$gm7bnn9HK6`bvWSGJk+8E^ZNyD~9Pyck)ZS~*2d?@YpkVz5xOz{N2We-<EhwBe
z%jBG^_CX$Ry@)7&TRX9WNmN<xBI|zO*I!u}E{-C68zlN4Sx|(LBDNpfELdZ%7INEL
zO+XJ!1w*N8`SuR6^{xrE|C}7P78ny<5Y41&otTonEgTwg5KC8E8*CH$mHd7KBd`LM
zg_9m0PQu?9&#^?YxU48@Xk9BT!D9ToC)wEoUpEIcjW(K((G3l1;SbsI$Er_zLQ3y3
z2#<+>QXO|7H?BqjU1Yz$K)RCjSaf0oI2-ow`t5)62wauR)Td4dp{TU0XP4nb`hmaB
zB4!IwWM$25<819Gb*R737Zel-#@edkphQ&2ff-S*gAAup#m?ab8Y9(L4FZb{cZN&e
z*igNf0kXq$-?l4-Iqy^OrF^T}Bqi;??qTF4|0W{lEc~)_;#GhQJ@%CV+74Rp<cDk<
zWB_Bvhb{aGw0C}#6w16?Ko3w5ZGmjT4Jmg6`2%GFvKR$g2tELnh=s5q9umasZLibh
zamw2UoyuvK_1L9}!9;rsVMtd&0{uxCHDa@nDc*<S%sYfHiU=Wj`TKNT@)6Mlh4lvJ
z{jG}M8_AyyLgHuFSF%h`6YxY|JFzco2KPQj>eVfrVxgs6$y9!M_LuP`7xPZDfjh{M
zJWeC80@A5cqW{vL(9pk6jeiUxSOI^q@WD3dy}D__m_%;JSnt}=oet%RaC7MVoI>)k
z>8JmjZElzRXHw@?`i+ky!$}NQUrOzZMEU^2L)6|XrkXa%!^3!B36=or*#+Lm-w-H&
zT_K=QHsR^iD!$5WFuAPVt`VKv@EscdL%Z2orN`|{*V4V7@q%I6&zLkDFDFFJoYSla
z_UiQ$Jkl?LjIU!KO1JfFkDhs99pE5ksfGKyg?b3IeSxRXE&emeAZi3o&7%nRrWtkB
z5(cqU3W><~A=fQRY3;rnj_C03WBZM5a8+Jl2IH9sp%|aKaBmCFyt{2}-w5^LkI)zb
zessw22Z<r-!&LhHMYLE<TW=>6rp7;^{4cBs5(-U-mC((Dh4#t3M1;{$5HI#TD)_Zv
zi0LOrWNfI~FhB<?B}Sv-e>fH;AmpH47oY9pONEY$^G84{&WQJIJ*}EcR1k;fH^l~3
zRch8-?oW1tU+pSQ;9a{yu#(7m!eO8*3S^SgQq6!jm)&^x0>FzO>m?Iw<8e7od5x!(
zi(6}T^Mc!5xNORxBo-2@X)L(QZA;vd7K6SKTo13P?!Z)nz}-%dm~9GGjvC1p?Bo_t
z#vROx8K^&>adGLNv)M42%FC78EAGifaPK(kVwkb%e(RaFnP7b24=JVhg%bq7I5mUc
zo(n`m5DGtD<cYvYMZqlt+e28I1PmX&gPm{{6w@oQ1Lmb6ce8kvG`^s#HV1twnM~m;
zeQTp_P1$jS)Y<-70T8ksE8*oRPmCTpNWWcMX;61KK<KNfiwab1QIs1>7R=^ua2r&`
z5xnuRaG7FPECJC_j@?F@jjU&`<lEe*Ghna8QLY2}g7lK5OTJ~$X?TLGtp-yh6_~on
zwOMs~y4K8jz4p~Em22BYqt^Z>Q0Aa0f9@MUYn5q3(&2E#x76&>F6DO8Vxm}O?jY4T
ztXgIMk>*E3+)`}i_iHh}e5X4X6m|TDk>Mqb-Rx+qeD8YC=^P(3J5O~DR+BRNw3m46
zjXKT0oR$<tdamh>F}M!T19L!!#yRxu`_MFj{vfrQzg)=M%zEJpT1&ABQ6g;6NV;n%
zFH;rY&;OzLa1)x2k^wK7JO_H!ktw%L9`iVnB6&#agAr}HZaa@PXUcB=R+Q#a2z<i7
zl01UpLN>*xm{u4>Bxv<j5+Qr9{ZzBjCRh8Ces`A?lRJQ$&Jr)Z>bhbxa10+W2b}P9
zb-gde**dVrkow+FnmAlUM_nx_y)OFrY)v@2jzbiX*egVSFH^hq)=R9l&eO>eE>HgD
zEAq5|@J8~$m(;CzPr0<tqQ8_lotkR?elIkd?G8kO!1{|@D4S|H5I#DF$p-+e=v3hS
zXo)SCJ7h4C=M?Afo3t8z^io>3(tgaRIDBCoMm=UO2_C0^1E4@@K4C>WUyiwdGj_|s
z@Z}ef68a7j@2Zq*&Ux#Hhq_-PpcV=EZNqA`PqMw0?6*2Rid5QjI&PlT00V6&^Si|f
zXd)zjLU&PIw_{U|WH~&hT3=j}P~_8in-jHv115ykC~z`rWh7%0or*vM4Y^*Yce1kG
zqGAQO(hOe}KbsB2_Gt4!r`X`hU*h$*=nWM<RB&46?tI<iV@Sx}MfYos;W&BoV>F9m
zvo1#bJRqF}&&WM&l}kF$(Vr6vhyoGZFREFcFXu4bT+T-@2t$><d~D-n)#!V)2dE&4
z&c_^CutC#jI-T*|dO!$E61s0+eOSI<XZesU_be{pd&=XqdQZns_QuxmoYcL+5yI=I
z+{DBPeN$eh^(H&{*oVULCbWsX?R+2H^p%v&0UCmHP38%8FqB79n@36yKFsBKKlsuf
zb$jk8rk{9aXjUJ1Zy_=IQAj5+_oTOsT527Nq0`FiXXFF$(^YTgicHw1ZG#LZO!OAF
zbH<eDI{@OzS*r=KUT#lDWSH9X(;-Lr^P@Gm^gQ-3Yde9uZph?nfRygO!)?+32E4s=
zi*A$G-FJ}K1m@?|^fHYaewe_|r=VeC1Qu8Q8APw11-tK_89S_uOXw(&WR)b+1|NDq
z^34k#<CgA-1K_^WcbHZxKru``?a#t0+p<?UU9KOIm4*;D1Bw9meTCAh{vA*K3BCWE
z$qYNM>HZ_^qb{?nW~cA#C^V~k092_sG=Uy^ymC$%>Y>XEuU#OcZuLfF@lRXcW@&SU
zx;X%AYE}l)4+z~5Uu}f1YUuTopbxx5QSMWMuzP*F-EYM0G_wo|<vQUP%^t|3rW_k0
z+hEDl32Fe>l#POtuh<om?w@p1M4eCGOIMt3?8$~R9aT9?*2*%0O>4HMP9~m*Vd5sq
z2E3kW>hl(S9<`?d#L0&$Y|@Q;s49m*XIYoZv4oehSVoP1d!<l^QSY=wNP8~-3>wdt
z&RZWPnJ>IcMpr$$tXn%^TnD@913RhM(DiEixBrrtfclNJGGMfp;WEar*d`0p-L6;l
z?FWtO-!>__Sw1umux)HQk67yfLCd$3$mf4yRCZqtv!q6!GzFXj(aw&)+EJ<T3(Tq$
z`o5UkS%J@4cb;>nxBmJ{(7)Wxz3nFq5VT6Sj@TuaTP6J~ULXQ!b#|}pXKnO!m?I+^
zZxgw|Jqq!DAmu|a(~Ct*0aPB>1z9u-&kuVi2d&3?LTySE2+nnxWrtw*&{(a$=iO$@
zxK>Kq`Eua0GPyJWx3j+)%`KMb9-{uKhM=-$kcX%hbqjV%-lJ<<6z1ca8$e1$7%=Qn
zgd+TUc_HX>tZYOQ_>q1Sxm49F3@(yPeUSu|?e}H@jU;Oez%k9j)~4Y_HhNJ6>4E7<
zGR_GyN)=Z{l2=;MOw!$k2i0vd@pv16cYwtfBfUAAJ(j_FM?RSj{7|=fzs9;9sP`mR
z>b85b_@U`{s;$l*C}TUqyYxqRWNDKGZhH>!=R*=cF#}KcS0;643mC{US(3EB|B&d^
zR_X3OT!Mg?Y^57^uzme@Z$2~Unsa>WD-N5GRnvZ&)hPHwS(8LGZb9qV)t^`abZ^vm
z8dr)3heqJ5u2`n?%FwOov%$Wex?xWs4%R<ZeKg214!pCcLpCB^R+8edB31WA+u6TC
z6nSHjuJh|Ro4Ap`1Q~Q(U)!f@=u1i0o;zvruqJK?N*op0tX9axMC+^^d=<`Fo+Bc3
zt3+ClZl?yM&(7x}O_qyulR|XpFm5k$p-jVHPDwf`AW09uc+wph4;LmP!UU3v@dnSd
zu92T$k0t#)8|Pek`0KX3#JW;*C2H<@S1>>@XT8`VGKOJDQuc((qvKPQ;SnwA&f7fJ
z32objizWLoU-ot~08!&NA)m_T8eEooUaemCy*7Zm!DCOa#_U<OH)k-&F5RaJebnxi
zDHi{Ms8?&oX`0onl&i#;UPcjplJoSixU~dod*#bhkz}%<9_wlhHbi^!uWY<?idE4n
z{eFJ2lU8>f_MvouPzbHQ&|QOUnAy^h;rn#7kHjzb+x@3Hat*-*0JmnsB%L+vv6xqH
zo?BoXU)ss^0yW>s)gpIO{W>&?jas4+P0d9Y5!o4tZZCR@kXwgB)|~1<_uaYFIu8cZ
zV!HW%+@1h#?ot1Y24NdgHigQm&jy_d4C(0U&@QfMuo#^^D~VC4szkX(kW#E+n56Z8
zBit_nSNe@6f6*!^CxRg4vw#+Z7fI;MF37xaSon>Ua-8{!s(E2g`^0|q71WPsXUhNs
zhAd5#D;ub(=8geFyigGf!Am~cBln46e%@M-tc#PXQ~G)5H5IN}r75o?Qbzzl7MmL{
zIt6@MB;C8q*3CEUgYM9J_)#udIta?XI>fF(`7YpsS>zf{7j0a@wFZd^C5j`26x+9e
z^Ws;1Qu^t8Lk--=p6Gg@0@X3!M?bshQ}ftQPxH<}zKfofEY?6wbbpu)pX`bILYLK+
z$`=@TO?XLUqOUUWdhoY4J4={V1C@X+#lW=l^+bPOw)_Z!(i@(ALKKc~kI5{$bD?B`
zf1RGO`2h2rN0q}Q@oXjeoMW5xPPi=CWOK+&+h1<!I(D$<Vwd9}#pab(yDdsXPNt}|
zjCG4u{G&NspPb!-lNIfAHu3h6tL?$XmycpWLN%*0hbbqr!Jp6b98B_6ahK85s^zI*
zx_UM8`gpt$`<#B+cy-9@HiBJqGi=e%GDhcyOhh-n=}mJ9w_UsVgyc8_3|Eix)-Lp<
z-&Hq1+~obdx0b_Wb!Q$>M8OR}wB^SUie<|`yq+ALe^+XRMQ3z6Ep=}53h>6*+M6Ew
z65LzEmMEy#-u+)N@7M{01u&nT^=xJGml|xet}mmDm|VQ?sh%4IiZ(TG39cl|hx3L$
z7^>y?TjfZ_QwAWXzgE>KHJXK;!UOE<B8~mK5C<WaiemmvldR61S6IKn)8|to=D#1>
z9Cjo$m?w;mexBHbvQG)uh48A++!C;AG?YEbsE&>&?A7{lGG@OQiFhKrZ_tUAP-xrM
z<`NFosM2Yylj*OV6rDWQK)3u!@@nDV9XUvqmAHQN8dG#?vYu<XGxuF!u_Y7<5P2(C
z7adb7Ka*B1+t0M`)%z)l?9nH#4n1$PB>b*Id^KO-9?Zw3pmR61-e~YG=p^60Aep$`
zzt@L!o8AWM4U}lCTn=P7lDWJ>KcAKOMU>1olv#OyJZw*(hvYik+9J3WF+;Zt+@joR
z2u*m<g#nEs^^!dZMC}z&9wQ)*@Hn^Biz2!4MfoVvjVHM@&yk=7Ss$ooi4iK1h*UyE
zxQ1ItKkP?uINg9R@M0YTGcTTz-Q?hf-5&;o9(<l|E=7K*nPh(J_Uf8Ic=CA=dhkEN
zKMq5wxc&y5w*!7zznTidH`B#H+n48Mhk%V<D2?#IB~^i+$ZhxP-J2RAVQ#JiKe};Y
ztCk-Uk#<F_sok){d3S6oM)C~M`p381*2`Ovl>!pBVxpA<yG+z8hrz>$Vo}IkrG@KH
z<+7Q7X*jo7k3b%u)nb=;smAlSTGI&i_r+a;Z(*!(wSAoRZP#jxfg$|1XDf|m*Mt%;
zbAIxd)>>E<@HioSk7tW@5|$h`C)}n!3a|T6JEoqR3ny*Q%Cf5sw#~{Fe%rELx%(xM
zK+MLg&Ei>$MyI4jNWJZDNuj_s@@}1arUS>C9*O0d-gHd7%NRHG4uqwSNJ^h|6|eDE
zt9r?P5<7$!j$MKks~<F;T$YLAEHq~c@5lI=AnsCH-aFHtX)6FOv)s5X`2w{P<<41H
z;pG-<1pT2UJva_Hx!*aQT+HJc5)2>*(M85X^Oh@-!Y$3Sa+#EfKo5&fjnkB)cRC6Y
z3w62pcf?^-1e{cMu1C4SjWlQRd!=c3|BxWiLORKXy@9#Bq}tvR#1qDWmcamr;EM1|
z?f_2mZum`Z@lcv>Fw2{uK|xG4>>nKG0UJLH!<y{xkZ;%Q`WX}7MS#(0lsTdF>i2D-
z;@ZeG+T~o|==8?8?dWmzQB7PME8Zx(<i{l~*1dF+>E|N@#bR}-)aQ|JseIF9$3Q*v
zoYsr93;%p%d?&uK+|zgYVU60(iY&qZ+oH6MNps`?#s7<4D&*dHMcOkUaQ;*6obmI%
z%hj6SIa*k#j9C<C{P)E?saI7q4Wpe`1>dJlDXXi{Pc%O|YUs0`YH76kHIe!lS5;~T
zVzhX6IB~AWKaBL>+8RAJSgspeIPO!Za-V2n=mjU40qv`@Xo2CD(Y(%y6!V{2I+4Am
zXti2QGLsqOJKZI*<Z$Rxsvvs^uKJ8|Qg*jreRX7kwf-Q3C4V=%*a6hRdbtqP%5ROc
z$o=+)nF_U^rN;?@-M~`X3djp$!m*W<CRPDa_y~0eWeV(`bbQ0P^1es&SBF!>^Uh$k
z)zPKqG5B@XmcW~Ku*vxe>zn)KCUiGtnv0QUE=JdRv*vTKud20S&n<F1rhcKc`r#)6
zp4l6f-|3aSHcb>&k?yoTM_^5AQo?P^Hv4N+Zy?M6VWH@auvhx?iu)xD1e0zq0C*Oz
z4eT$K7jj&-C`x5P56UtYr`GFu`M5I`;+VxB)4l<bi(K1Bru<iVC`t+;7o+X&b2$wL
zHni)<h9Vr0C(VdsnaY7KtI^Hi)mA%yTTyS|nW9x-gyUT8nzDgLp+hH7pvY-^QsL9q
zqmwF~b%#Xh?Q-<o_Q@+hd6e+JS*qxGXbfm!A1K66p~1?{VsFrqu|kj1nD4{T>#z@9
z3atdn>4BP??0Z|I0-x9wleyI)Q`03NLVQP9s@(b;4OB%2^wEy%hC3$ib*<~He|;(c
z%3az@vHD616#q6h>42gYJ0yIXn>J+D&s^1BwDjfRPx?20dJPPnxU1+r?v$d?cVC5Z
z>gLm>(?fOt6(^JHcM<?5TlU7Z0?-#6m;}zyjY!2ON{Lk*D#kg7s8}2l;~_$S!(1b}
zd{Hh16lqK9l}~suPriGpFWeqZ^*U5k<<`m8!7U+EC=~VosQzgfJflhZw)ew|Nd31c
z^98p3C?|Bp2_DlT2PONYfAuMIDU<2%5b<XfH64m7Xau#UYc<_nh#z856+W2fRSNyw
zuM;!w0n^hv+Hpd4@P}0}X}WbF7CENrJz&gBN2glGJhbUXHv1v6wQatC9o$tmgL+Cl
z?{YNVe<RAg72)$OCN*V;SfYpE*eihjcb`=GM7>xgPST!wT0*JnLet<A9up|918Q&7
z>O8SOY3|EFVi3Dld7+tmHT&_R3eW)j>;3uzx^7fFn2nha#`GKB-$TsLpm4>cQxZld
zSTrk`n@5M3xXzlc--tAYU8zSb9I4(J%(vdtR9vX(Q{vQ&hUc6;0Y8^p>$I-oW}mAK
zQGfsTH)B<VR>Lso=lAQrCSSN(%B4vspJdbrPrjR&It}+AYt6eNbtQEfoKkChPSq{6
zgZu)Zf0>hyp1^C30<3PdCcM~t>6*Mo`B-iw|LHR*W097T5rYT6ic7SMNQAZ}+L9_N
zFDR19IP~)x<8r~@4>8a1D6e(X4*$e)dJP|3Q?`BrqRGx;2`_z(WSe{ND(rm2L2RnP
zWzH|He<#E%#a6{Y=^5CaP^lEjuVUm0{AJ>bnaK>T3#z_SU!N(roycN?=(vUd4B%hm
zo!~t;(*m`cywFji;qFykUT5_Sqq0f3f}9ZNZP()%p91Yr?%K|tT?n=_BNkgGHdxhp
z-p02C(1FBpRYOop3~Efhj_w!p4bjkTfBjJZrH(1MOU#q2I7!`!fF@`)H5WIeB>Aa0
zlY+gF_7{nuocSgt&dxz^H!Ps$%TmL(0GIgl6K|ttuM!Nf5z|ATsRni&1jm_~Sk=UQ
z7rm7zhtAfAaH)+9<5}0Ky1sJ6-^r3d2TDRjVh{F-^|5g#xuy1yTjq5(DhlHc<96~k
zC9;5&0xi!)39UbHXscT9S2t~oz4GSfeiL)f0PbrZQ=F^RRWY$aLsZQ6u5Cd+vUq+T
ze?(*LPs$r%F+r$IOhMKY>6{7!Q8+;}WXRpe7}Bts2dmr1^gbwpFZMC!pUE6Iza1gH
z6qZJ2F~P%oec|N#eo_BTln1r<YjGo70}4J@PHX!JnE>PW{z&X(Al9Rm<*|?Bao&DE
zN{-1xBi<bd(|#asB(8V3tvd<Fb(2{?QS6a}%w=1dOt|wND-=4%Xh;6@+w|+q13-yv
zXDWZXKPMW?Z?`DXFPeX~4-Zjy8=^=iS1!B8`b9^+351I?QBZC7qx~a3aq-Rp=83SF
zF9L@N4y(KcJtowE{a@rjAdzA0214HBLI7d!*uf4zOoW!Pn_nExUw$@7ocT9`-4+@!
z)y6}=Y5P=D9`rLbLHO6VyO$s_BzN@_d}a}UsAEE$O=dSUG=Hl_rp_1AP!u8#EPeZ-
z9%zK-kan;8w51<TkvsWDhZryjsC%=+5<5VSeWm3FGw{|;B-#BkXvo037bsjBWz6Kp
z!UNy?fvH4)eq!n5R^Yn~F1AlzA;&ZtjA1`|KnOQAn@^Uf4v|a1el_yCpc*X^Cmlw~
zML9Aeg8C>H>AxN%@2kuExEmksW!WEr2~a_6*7(UxK2#&Co}#{7YcM7#70KTs_XpIS
z*;f7D@4uEJUIsF!;_2oQ1)<2|e_ID&tsH&g|JrG~@Gg4rWqCrM-p9xDDqq^-WIl*9
zsQ(r`|Kr{$VtpN?MX~((-X9qu8eipKkUlipNI6QC2Z3=bp#KHNt^`G(p>D0+utF}7
ztx}NW^^t8FTmfg2J5!j*YG7Eu%CiBerDPY~XBgH*J~uzuB+@w{Ld*TBd<T8RIT=iI
zo_QyI`I#~b5ZnN!{ACvGNJ}W8=eMW3GdkLTTl%&=nOUb=9J4=QcxTy|lD1Kae#4Fr
zPIID+t=Py^bpoTQ0;`3Jfto3sy?X{G(8O0OzVh!C7#mI)&E*qh;q;<aZHSn(<iHY^
zuQDegYSdadl1kBsT*v=>k^rA9|6ZDQ#IU=0wG|!x_VCAPt8m=Ct@`i3oHl3P^*w#x
zaSH$Oj)=|AXY$rm?Pm7C%Yx^(Le1$EoU(KNZ8;avd?*ovZ?PU%8kXm<_WiyMx#sL=
zONgdKeT(RZ@cF^_2|4AqcfSA@qc(MwYOsq$SuZfJBY)^x{=AJuDSd&h>vO9@c9=kK
zF}7(IPF#iicv?GQywTxv1?Yy)y!~j;#3EZ@q|U8?r>N?VN`tYm58eHQfZAd@(2~w(
z7URa*7xX<)r%d#v4Z$@H8-xO14PV9OJj4IT<)Tp=uv0Xv0$6HXl`YUgwjYNP2Cx8A
zuU4HV9!GfoJ|{8i&;l3bPT6dMwS28kUmp(u01v%G$iv^%z0A1$N$~0L4?f$BXjNpP
zdZXibpE-8w5d~U++;g594iL9BN@b;abp1}v8a#h<7-nG>wc`>pK(AuBB!1D>mZ^X#
z|5T-L$@r*+kLCWbNwN-FhJ;WUtm~OZBGu)CTXMZh3}{fEg58^aUK%n{-P(V++;Kny
zC4@xCq;-N8_TY%TiK}Yx*ew%gD|EDgLk>j>Im}8`Ph{x7Vv~<9C4mszJ3QZ%Cx>WG
zD{3^81_`}nf#GOHdf??bWC-wNraI8gC2}fOk8={irytUh>bx9mH8RfU724tCwU?jH
zVRCC8?f7=77as~D0TS%#e8SYQ=*&`wPiwQpyB^y|q`uPKPEd;>Dij=9q!e_=u5{Ln
zWMpc17-^2^DsN+!MEBn{5z$g(r>eq-viaLNkG})O%|7{M;aAcr#tk`ixaPYHhRkQV
zFAhR|0ugDhhYXCKRlkJ07sqRfwYh()IZNUgc#U*u&+t7L;R<3$qF+SaAJ3#i_56=D
zAc0ne7S55c2~fN4Yk<i<S^k>$_1JX2R6M=|v1->9RN(b|xmJP2OyRrPq0@-`7#iWN
zkAfT_7cviBj2Ai#4)uzejdu0kc|h4|5<>4GTeP(|0(C?Ph@w&d9sdx$fw|!yaP*D`
zWFz@hhU2sYk4Oh!TK#hV6SW}eLA~X*KMTRN<z_E?!A2GpTKMecdLp*OJoM`Iq89~n
zszR+&m(_k#NXeL<BxT2~tE49r_>ko4M4@uaU)IhGFM<5D18EL8;I}c5rb73majkee
z{Igv0&`UJ7uPOsoB-kcaJ1%=72I;AgyOaG7E)_#&|CGOqrwdQH34M!D`X(r+)`CLq
z2r}Hg2^O`=IgLWM40g%YYUFr?jtUHx%i>$2OYyI5VK5{xVvx^BIl~QcNZC|G%!M<=
z)n;IkU&Ge(CILj*ej3O~ep!EJz^~I?*1FPQgQ0FsLO6Ye38~VA_|-M3FtUzhp2UWJ
z>n$;TG5FyUSswlDyPLXE05`O{AA}Ly-O-HX@odS?d6gScUs@7_mS>|;bs(6h)&1b-
zB?y>a;>~1hba*$v`w>j%&!!7x4!WR5c*Azs%*GRFlnPT$h_)kMJyFCD1>7%k=+&#b
zn)r>PdH}=D-oL?)fEWA9yfc!v+tVebiuSu@4DG@#TreQA3~%>GM)#A62{-jvc18WM
zzXg7BB#0G~k>ghd22>Q|g;)CD3ES$=XSA43hLN?hL+|MJng;97CwnKjCwH8_Kg2M8
zC|Ys{$9y3~pk5UVo^hcnHBbIaP-6ZyMdw2ozZl}C`F9ruTvs#{uo5ouI#90ijDBPY
zTbf~xTvP7ics+f@R0-&TM)c;ui`R}>@OD-SvKqoLP_udK!$6+W6lg)ukA2<=_0*nl
zJirCH=Wyyzw0WpA3l;%19KNI<g3+|Fa}}Hm%?&~57$MwAnA;fpLW)DLJnz|8oUi7;
z>=J@)SHyYY;oP^jgFjrdfA_yws?cc_3T=NjVgL$HT`!Sso8>`F>n;mAru2#oycIU;
zxyXcki>EzeOz>4PC#%i1^qO`5talKxW`Q$F)e^GGq3>lscKduQSG8~uEUWD*SNzXc
zE1=EF@u(m<?Pan9wVCBNBFL<%$@1Z9gee-6ep|Uhdnqas_Wl};Ou}7UGwj;c&9Z4Q
zk0|y-?zBaKk6ckb{7AedGzTbJH=4gQXG$iPh5`q|C0g7J0$BCV6ju<`Ll?M7s6?9r
zfz`4Xa3eq*ZSi-6E}rNI|A+7m>L&Chn2f`{o`ekf4`7*xO;3OS$PHy^^^L7ugnRr-
zB(wUw^;T5pjJplEYD~zF+A0P*PJ4-JX-mwPct+SR&ajG2=e>c5J<!`CU(x_)02;gy
z0SXwtYChl#Tq#o+K75mePf!awEM6%xMuWZ~LfAJ{Y)8EKG0s?ZyAv?}RlqOM=PAbd
z+Zgeu2OB8Co8C*k(6_u9-wEHBOG&b2cFWm+>eB{cAK>+yB=vnle`SHHu>(}_D2ZBt
zoMpQqf%X{tVu-E!zwQXkdqVo<)A&juXRn=T&e2FT%-yd@&*+duVm%{FovZ4H!rGGV
zz^~pmwb}8u8H9p6q7inn>9yf=pX#NqW7z(?R#jgZ(Mk<E0qSfgKj)rU7xi!iohmWb
zgd{+jq)I?~n}7kNxEC=b%6|(-R5VRXjq;(FOC0<?^OWbagv%FpY)DVN%dBA-#gx#~
zdla5~V?4?(^2iF(tk-U=o`9I}P%HAJ3O1>qY=v{x8?FDoH5#Q^d<hq&{x`;hxD5qK
ze{`BFok%N@;xA69&B&5Y8OX02f`B<H;1`&rxta>!?EUW6*{AM17TVd`bMzcV7QPAY
z3jTn$W^smF8!^ab(3;5YJD9Nx0kwqyVVI)3QbikL4|l>2{cKEE+4<J8AaVvErN4r9
zDC2H1za2{WoQZHw_gi<tqe76>Ji|sQJ#K{(Aq;Q?yU?#XY+3pO^UytN6cB~__L|pu
zJLH0{`oMP32N{8l4+~oLsA5lm*R0}wk^HF)2lG?ukbQ*d8I=MO`|s^<5>c+07gbP*
zF!eQmo;B(|J}aOQXc0IQu`EvAP7IBCT`~uC#VFrs{W!-C+xXn|XJR3mMx;x$3mt5Q
zs`2))gTkpwQ8HrP>2{fORA)f;5)RRUWJr{bILM5_3R&iV+Ra#DfF%p<r|NjDSZuVm
zG*eY6YV03LKhWSLT@~r-9ghC0TD`#}k9NMf+~RzsNEXw*Ee}<ua5<HOmH*{n3Z$yp
zXsg4v|7QSE?Qp;Yb?vk#r!d5kBm<C$xMM_>>)>2g2w087_<$4ax+wT@!Y_*YaP4<}
zjp-OJTfEKn{ulw(vW4D^MQ1_Br+9-_%Oq9pa^Y*^V)=hAT)sCc);f*K!wb$J`e70^
zN@O(7vv7Gz08rM;VxjoMidZ>}pyGkEv_&+BU=u+&fa=W#wG@BpcLe6rsq>`})FmDh
zA@#b6(^i^f8x$NoeqDppI%e)YV=(-SD$h{>1}P*kOYP_WK8r)Xg;fj@h);j!oI!tT
z2bjCM_)!`CJYNkUKS8%n8n~+K@iY)X|6YZ>3e-9SHm`iKaP(&J=n)povrX22$sN_A
zps$y<KsBrcSFh|)Gt8)aRL*_$z?>K2LQTXx7uMg&@*{j6=WlB5GEvo`zgGG%xhhP0
z`C$-S=_;CfyqS-pIzPxP1BW+V;#F>nO&CmHQ3o*h5$7z8cU(RGU@Sqh-cJFlL`%*D
zN;8+_Gd#7CVQvhQ`vy5j#g*#<$My`i45n08RV=wTsrQQFIlTI~8Kzb_1ndcqOtLW`
z^7b#zLU06Bo^HHRVWZgU;bk#%CK2TDbT4W$nlqR`2xT|Cex_yeoa6!&dAk54gAw^}
zC!1M1tdFI_HK0n3{Z$?YUg;GOr<A7W&qgWJH)dHt@6Z@;y1~-mF={K*`l>aoQcB0b
zbV%_y?HF_F`oBmnLtd3C4R^_4ElYOZ-gH7$krJ~Q48x}CAvR&3KJM@Dg`8L9Ie7%U
z+TnIeX9-&<DUg=iD`au#=8_R-Uq1FvPN;B7z4G^_dJ2YQAsA88L14<o)%)63BzH6g
zKJ0wHL^c{UxLW|k@(n&zBYb-6`;&zU^>gR5Wfj;@Ux)$6M70NSGV7EV3xxASN)dvD
z+UQk5Q58nLb@nbFVQd{03xb&d7A93yO|SkFe2U98Af6`%!XQf5g6+=bHV@K3U@(S8
z83{Z(S~x?)BJOiXA}yw}mP~%f?DADng54C;UuoqIJ>L4y3~12dg>!zEu?*0{mQ)|*
z;{P&;iI5JRcgVL<9k8W7dYcM39Wb&@-0!fkx$%!&ud>~*F8E|SajcAbAw3dIB}0pk
z_0c>7n<`fNX3zPzL%P$F?si6;!<NdUKP_>tT2p*$&PX!W91}d{dOo*vpxt-{SAdJ`
zc-%nCmOK7!DJ2Gd;_I7Hy+~t-(bh_f@7Rfo#Yee?G6CEL`J><1Ij2Q}uO-jt;J5Rh
z++&f_OWMTHN%Eu>s@1IdntG37zoF!=n#h}?U9woims3HdwRktZ6PT8T?8nyU!5u%w
z{GIrt^HwPN&a$evg;L+6tmhFM+h)wxXPbCE9Bcx?<=5S-so$IPV|MAcOH`nW>sVJM
zU7rg3EUd!zYfIs#=db9;#$=3dso?s`YB${@`IlF+kSbH(mw@Nq3Ah%8w^xNm%?+g0
zPO47Odgetw_IgZ{c~j>88yJt#-l;R~OxMFW|CtM&a14<5!&i=eiMyN!9li)=x)i75
zgoot1=s3(__2^JMewvsVVeQcYn$=^D^1D?eo7kak456|_*@a{um2nl1FhAT<@!$1*
z3ebfArz8f>)VSbL1K`gw+yfTOUU-wb9`UGDBqF3irlYgOkLVYpvpy<>W~NZEpDrM~
z#j$mEduz|owZFC&%5Ha+H?CW@zErlHYhVj_V3f9Irw*LPQRgxS9$Tg)l^|K@3f!Q7
z>-b#Ok-wxmn_~a^eD8)qC4aNfE@l<Jnl>ve`uVhB#kQlv`?9|WZP_Lc;ZK1^lF4!<
zk4pF?L$yM@=x9cBG0L(ek<Tu02|eP!O~_(j(5_|v@te}|chN?YmhI6D4VsS2L4Lga
zmC<qup|1N@h_5#9$58YwiUyf5HGbZ$U<^(8n7`*haaOiMW1EGHi^n}L#zRd5<t-D$
zB2JXy-6)QL%FKG!;my*~uWUfUUFuu&*m77u8IOAzzmD~ovOODfvk%R3i#%EMkaBwl
ze{wwM12^Fjc}$);AJV){7D;HIh_@m&yf&=7{$ulTTRc%%9t^cH7z2A&=$+R4&Z@lp
z1G}z0-#GnY0*81Rt%`!01vgGz1x}Sa{Z0vzy{2prL=_xckpy~u?zX<VE!f5A0A9Nz
z4X-Xn`E?)kGvit_-{TIqtA5>w){~x{HLVGOS&^pJ^EmKCq$@9xXU&S^Mt6l$a=|Kv
z;OV)*tNvd>J-x*JT6+;lM2^}r&`$lA9vy}o+)Zs<?IlLBaFqF51v`}^&$u(7D!~ki
zX5IIva-5Dtn@kdCwJ<Rwq^jG@9eG@Gx~a|FK|!*vBVA=%&5CX7SsT28#~i=rGrM^Q
zpD%fyR54=f%h4i+0^igbF!=%vQDxt32e<sY1Gb<*hv&1#?CfgQHOIYrasv?}Iptgz
zId`<QV94l?)YYU6TQSet>ZC^uT0T-rZAy((y~w=QEWfqbnnCpox`Z*&OVm@`U-2Xr
zvkGdYgKeY9EZAB!)zf4pL^4K~bt6uuWtd!wvVB{y_fOSdrN1Q~Qpf)TM9+iA*nxVs
zc=IBM^N4onF;Rt1bi5f>e!PFEXVbJ02T5nMPrqPq<(HB-;N2n)!Zub3!wq;_J$_fs
z`$X6O0hRN9&I1n`{du`+^t&qkMx4Gy8HEE{Pj8wmwVe})q}2bhpuU7oz$?D)J+peX
zrsf7Gq3Z?q+@a{?e^~}6Y&5HoDex>YhJsfS-IPd~1Zvef!kyyRusoBPHrk6;TsNmc
zSu*mD=dxc;LRz_NvBS>=J05HsmzVLLX1wek818*%+wV>)JDf9<w1@4|ACKU$>eA6X
zUT?MSl-wR38^xZnqXF)r03rlM9kZG485+sz+&FV1$>ip+<Wz_bc-l8?2(J1@3Gnk#
zx>f%)dZMvh{~V0+RRjN_!$an0hG>opq`}(U?}qg!jmvYDM!_+W5(Vy=-cEj@WL}9C
zc2OIv+S#<QNzE@?9ky#N+&<IHtrH|)@`e2_xl{znNlP=SWm-DSy?MhIjy0cvX6L7H
zT4l4I%TsbsE7*B^SCayjwE^~4M=p6IEs=XotMWZ@k!Y(T7LqeEI{}7Jwr<P7Ph++(
z4?D4~3IdOPk(;fc7Au20tpZ`n2@RWMR3^K&IaRH(v!<OGijzegvy3fRWc<U{#pRR)
zL{X{z6;Bx&j)7X4pB~NX(;!-_o`s|hf?aXm0;Qe7*PEY%n&ci&`3o;VNrRx<3|0Ga
z@|=k(q3wwsIJ2jE1>e5TOYoTT`8XcsA=dSq*vi%>2EyQCPn)?pTrH@5;s0>;)^SmG
z-S@B{0wYQc3JB7rQc6pgNP~0@h)6e50}@I}gLH#Pcf-sOBHcCg&^dG?`Ci=5?fw1y
z-ha`#;+%7xz4zK{t#cTXE{*zN@~JUp#nfBmcLa32;gqg)@3H3g%IUz_yy5j}AqT1Z
z;t6mZ&sXzYN{E(j-|h`7AlJ-BUYxH8M_guK^zf|Jb?nx)cvm@OQJw?|U6Q!tSvCxR
zMo%D~v_NL%SaXhs=Yv5Xzy8vuXYJ!F0GaZ|ztfStKg6!rMk+G6-V`BiThkplDwgpS
z0}1gw`tc5827RI$uI@O!Es{${wEca_Kvtn`Ns0+2FWGYV1&2zTH~&C)8laYuPM6xQ
zoj=mElBflt+ty<A;s<k;^_X^%a>Ck@?<$Jzmu4cC-lT9ZfeMvx4meyEgEBuq`_!b%
z@3I^$JjUv+Qnj}E8V~+czDjRRPq3ct<UDHnec*0Q0)qrb(X1Vp>o9eiBejB8U&F<s
z_Gy1e#Klh4Zw~%;%7a1*lHkuncx-luq^|U8uH%C(vd^lnmhz)7ci89Ly82QZUS6gC
zD1m3PRkn0{X;Aqv&Dhk86J&v2;ydkLExqR3$Y!3=8xU3{BvWqKeqDPB7{&IRk!gW@
zKCO*Y$@f?YSQ11Kaw>^EWasfRaffFo3&l}my88_IhO`Qz>dLnWRZzppwm~lL3GZ}_
zCTZUjaLYxt3dWLRW8g0P-Z^cwj)|V4gbj3g$a098OPXfs2diaPynB*gWX?h|(zOel
zVzX>of8rBQHu=1xN_a<rwS16ZvqvYr`o2jU6<+!c&dmuv-+GIY?GgmreQ0Mgim!e=
z{j5+_3t~;($Vi@i5SvTCTO0P{iCM%a-yb`*f=@pq=5Bt)j9=LW;^Q&?EX`W#n~iAY
zp0u2Ef^S!ha=zo6PV-WL4P?o_=w*6q)Z;F-&?6viP*G9(mAz8eux6UC1+whGoJ<sE
zd|JDC&79<Ua#xfHz|{m#x^eDTu6mvK{UnK99>Gc28=o;}ZPI<XP@?(uwZI&?{&{7`
z62sejS~2Rv%`#5F2Od<0OZdh|Rl6FN{UmW;OeXVA!8gv&8JRok7~zt%k(?MnSh}%1
z6~PMnh==uyMrXFVJzxUD^2<8aZd<_s->gudl}C+9#5g4AhQ0DqPNcuow1$1g1~GDa
z=@4<b;W{+oG9ZOA>VOMoO&U|5T|tL_KK4GkSVr-l^cSMaK1GCvKOu#p8g{O|M(k#y
z=}QhT_+}i8$c9FTygXMsZd?pK_v_Q^7VXB<*J^FbPie2U4E45M{S2x8z@t&{AqFxI
zQT`UiZz7zVY49UQyg-jZ>zYj2qiE0TFnhj@HfBI6$Om6oqg=T@oK3dv?in~cvXa23
zoc8!#e7O${5_Q7wQh%@+KC#mGLi!BR&kdR4>UrUMaS?HMjQAX95!qU*nzam5wBK^I
z@R6-WIOK^4qBG^9fTtZ2G!V>#z2S~)*I4qxfsLFZ2jg+PaG<Yo{@}nnvDC2!mU+^I
zwfhs^zZ#;+t7dhq{FQRM*E%jr75Vy&*0W7I!Og=sh<b>{@!Yo9sVTSorf7S(3*XHm
zjz6lfs6K7_CPx0sy|$CZu4k8Or~T&mWIe$bufr)ER!#LtQN_p@=^V;b5^1qIKFB+{
zeJ9tgw?=qRoA3A-v~z6MewO&r=A!wT2*svt*Gio0eQ#TCCIfTcjkXlK_U37~_$&H_
z9Rjb<jaK2)S@!F}g~bc_@cD=m$qs*i6<HBH<~3`K1$MK0nl_Hx1cqx}@_1IPm_}I&
zuPcw+yG>j^(Gy^`SN7Qcsfyz)WC8CIHtNy0iQs;W@Ie}az)lo}hJO;og5Rr%wjbl`
zIJYqs&wFXvP3;HR9V=%JD+R^dq-5rMZHUCg6%&HA0@FOA_43DmfN12hO@hpa<9r8T
zV>XBAA=~rmQhsP(@n~h~uFF*Ur}&oVbFUXL$L%(Svz}xe&9(jY0)TYD@#URDO>-d~
z9v%6cg^4ZSZE8ABQ(-yiy2fPNO?SI0#j4A`GuNSOB}kl;sL&cV-&HC=tmI>^TloQE
zb}w%7--I2s1TlZ685*At+1Xo6E#7nudx%r_yB|Jz9P9;9C3L4AQaR>&T+|1ms$7|*
zqYa!s6_&#D^*lmS@qVO+7jmZy@Y)5~$Jc@j=^DV>b+TF*ths>!VVowvsLUOcQuP_8
zu^gn}`j50GrF0?X*zv{j!e1x}eZ)+0^BU2_A~ULiODt3d3T+*n+mY6xTAMpXM=Dyw
z?6C*?fi?=1{^nX~8gVCx!%Jh^RE&*K$~n8~h8NO99$9SkUu=3RI;=Q@j%y}Iyt^r@
zTKTA4DWocg&?8A*#3g3j3;rT23UrX?Y623`+O=IfIDeGu8b%%U{;)bLjn!taPb4~X
z|4~XOulVNjhyAyus$CeTv%ku31wPLr5iA8lt#vf7)KaZ;|E*|n8tCQB6zQ-*=JiBb
z>Kk5&@&q%^Zg>;>-oZL}LsRsd{4~~GU+>QbRj!L)sE57{Yo$v~z+u@%YOKT9@Wj?e
zId6`0ST;WI#p9^HOH!eu)sB}Mmb{f@9tBJd0>8p21#5EbiFPbo;`^evx4G=h(Rw0H
z=g88TAm%jfIhle7!cX1O1LI#TXxP^!B+;;sffdTfKtg-XcWoD2gKPnex|lj)(LngD
z&>_?<{sS!`50)j(duMHNm56DA;T?xw@@cOC9nld#TaY9!YVrkJp|@PDvvO`~Vln57
zSaOyuS>m*3)o|Kc=beg}f$_^fhI}8dE0Ui3!HeP)1V^$(J$ZDK_aBDMsv-+MYWaE|
ztq<)Ccwc|w$z^aX;^}sC3nF#p8ZXwBNy<fW_OOyuWX0{Foo&~v3o6>tl41lQWLRkN
zW^@_!5v`oM(j;PQxq2>iyQ5o{r#<TSdEOR!Th{g*QMZ3In|zT~qe`E7Y*?DZS81)c
z5#r&UemyN^JXgG}X<&@1^R->y<EHw+HkKb3{hCh?t9Kg`#;$f#8QXH6vs&A9RqSz$
z)Vf90NW*ID&ENN)w<q-tBA-?M`W7ouY`o3<-Z=zhP+-Py*8kL7b<AI|Cy~78g`KB4
zKgDA&+DK|lmnNX^C5$^=bGb}cA2TKY{BTc}-SmT8v=0cSc@4IyUt=_+Yd3sVh|hUw
zcVI%O6^gz;$(pl|_Hw`bn^Qw~mi$IVvrxph1Crg!^*N;>{~g$Qr1<zpr@f}0;*_d9
zo6|I;?7etl2TzZZRm`g$hz+Cd4@eq$6#x|-0{l%tKG|?IEWeXvRpJ1ynR8nT`~DK>
z!~^=fvw2_Ct*yCfZ$kNm10bJt=9~LmDF{G%DB8fMi?=#zKD${2Nk?BqJB*OonO@7-
zX}L4X_GD}FI)O1>zoM;N$Dq6-t|R=~@D;8YjUg7p=*F86=-lLuTchK<xl!HecZ*C^
zBF84FD}x$Z>eo)Gij6VBZ{Vh00rF{Hh*xs<v58{DcI$p|u9$|1cheItao$2Zp;AiT
z+scM~s3OF>vA!DsNOir1FE@dng~ve`GYXI-Zh$s3MXPR;Ta^9phdZ%a2KyZVoL~2I
z?-_?cSS*jlFvIE4Tk86ic*EI;01pa>QGB6(Esf=Y7e}VVKDx5|MPVI~dHcV+?GSh7
zCvQ&MHEoaSTCurqm3P1Z`Drb`G|MfLcq>F(Xpf-Y)zmh+=i2+KqfYo_BFkQXtv?k7
z6h{zkEdj5qO+)xwDrl?gWMA-jIyojx$=Vt?%ANV1{S(NbWLUz=5Z(fZ_n#2>W(j--
zkQ%RC0~aR2odZs<*#REVg~`#X1Ne9OIi3PQZg^eiu+;wNJX7F<^V`K~44kL)Kq+{%
zu_SUff7h@y-E9$M=<WQY<c2<+zs2qp<FRLc<8oIXAM^#=@cl2tSX*Aq4ssHo<EG@Y
z)lzyjtpw56V?_<z-)U1Lv|HT2##>(XC~V6M|DG5my5vBnLsef1xld>3_pv6cQw8OE
zVmUPxBf+FQNl1#Kv9B+j8+i~FCxJH|qSr%VWUpF8j|iwm5dNqAu1yz^T7U?DzJ&mE
zrb<*I2Rk};4aYNjb`2}be?DFRS%YVV3v^S{69A<jz?~oYfU6{YtX|trZsq16ff=H6
zW(uM6ZM|1%RoXD-K_&ZbbE>*9890vysBkZ4ZY7m9C>K4!UXSOLfD&HB2E4|gFXI#A
zrY*OuMink{Zq7VpT-tEbt*?bDdzYgy<xcyXwTkBbk5t~IQ;m?joQ)r-K7qHnvo@pN
zQf+KTqT{7(DU8Mcj7m=93vSIbpu1R<oHzD6s82U@QyhZ_Hca9nt8d`xS6gN~y<7uM
z>0amg(}1phX72ig&%4jAvX9rGNQ*M+j@$W0F1!!G((vXAxGE4JSGh_gG1W(@yS`!~
zpggMSL83l`c*$Qh5ggeE(0i-&$O7i`yoac*<DY4arUSOYlFpGO<;Oo$^(Th;)YF*S
znMk=_t$b<r^wwRUG_ca$c%jGg>rubf?;hJC9pY_2NdqTN)ERJY%7(C`3vk*?lcIsO
zY13I72jV5u!aUFdaLJMmJAg0eGw)JP`Vxq&-wOol`e_s(a^3+3@tDeS%B)gdj=K(E
zH#D3kOVt3BfzgLgI9nl3LvOCNI=V+aRZ#aBr-0$0^9_%M0BuJgGX&!e@Gm_`=XIut
zsm+j*NL&Od8h9RH-|Du35Z(HVHHrKq%s`#plK*`+=vx@*7mWAN9N+=fE1#S;o(j8O
z9goAeYv*P|T&MCjXM52puo}6o=)inG;Yn-?>-T|B2R-M_HPM@T(miz!k;^^Fra3=1
z<nu{D(!9;!E<djciF}rBmNmOve<UM_MFK9%q~D^N2u00r&*tFBJ9I9|KQCE3CmwVr
z8Y7+x*?(1Q#^-PDOc)q<c9ui=-E=8#2*SJly;Jj&gFx@Bw|Ff`w^*$h!``a`%js@4
zpV9e9#1h>%L7a5YlSBel10nD8k#t0EA0Uw0x>x2rrqi(-z0PFE=PZnJ=%BpfSB>KU
zVXvlU9exCNjtVQIJ_6g$$68=O;fj2y(OtD#QPhJ0flXHL*$A&A`lg06`B`bs2B;RP
zZen-?U_s$|Dh@@;rVRF0B`q&b&t2D$(m18Sx(do~rQBB4@4<r0Z}JRR-k`kVwdvsQ
zbtUnGhd%6_{y&cJjIO%5k`uYi&M*BSBU%t=jV88~_mal*T?&yS6+){Fy`F1=b3+BY
zU)hKBY7YAaNnx{c2_p{RHItEC<<lmh>@U1QY5~If1~V%oNhQ)P@3HGFYvJ5U+DSrl
zT>ya6h(G?yRJfhTkC!*mgHMpozrky&Z6v(VsO9lQ4adqXA&~IsbN2bc@=I9HY9`{l
z%o0h|jQvfknWr9o_*q5a%ho73HXi+>#}zXZ+;-H^-Gn=?6Gnmcx0umO(>PdHH@DYJ
z0EO*3#UQvB*vLiaR{DdL7JmVX#5Jc&S?1K`nkh?`T@+J<P!KdzR!Glf(&V=yTU@R}
z;^O#9CTWtCSYi+{ld0d*WWHXpluX#6iK)StV67a)L<MDZo8h5Qq<k%vzFRV^ET-i=
z)@(?rK9R>NZa|%%)-TNHbl3aF!zdtYx3uxRn?pWN(|4($u*5N`cR9lsUw4blCer@;
zYS(+tl}(FO+c}U&t=4&Rxhwk0F3WR6T>1uX8S~DJyx6HrnTtpTg3nxHzI<MU*bpft
zjTqx0AxJlcO--kdn-(x{=Z>Bv8d0iKNKl21{;H{8*~g77yf)*3vl_TUS%004eBNAX
z3aY-~Zh>5yJo5NvG_HLw&16Vvqf&>V@Aup3;6ALo#M8@9ewMF~R<jE!`z~2UUYVsq
z+pl(9n?B)Cxn-Op;DFBQYQnW`p@wN@vYd%&3I=+3P!nxYB%BDvIgizBWN*53+>Odb
zbW*(JsGJHw(USl9l^y$oW$QkiV;NGVmLuS-yRL8r#QR4Fb&J6)=O%}tBf+qcuARCi
zd_L=mmwW&LgQLbup{wcoxYR4XzY?|&urvh2Tyytn81V}>>p`ew>xv*z1Jrcik-hbW
z;$W>O^zvbwAcTtyizd<#)5z1dwWJbOnp_(L!v4d?rkY0bMY@#vc$s`myqc{IY-Nqf
z3ok<Kl&vz+*a?Q&FozWG(9f7$CVe+ITe5kcuS2>WBkdd!-IvTaa1(b99HA6H$4Vd&
zgh5U!Pb@1VHA3ck5?MNFv9gh~MDTi<P!xL{Xy>mD@QBkqFs$rPV%D#N^Z<OZ#<`zQ
ztoyj#nuN9)6tv?-iJx=3K+O4O-Lk05=4zf(L7#L9$}SySJZ%I3@6p_$@UC;a2^uR+
zT8Te3zdmX-kuNCb^<i5rDWV0`No}F1#I^hyiw8o9QVu~&2joZwmbFyZv=Ig_Q<s#Q
z!rA=kdW11!)eW$aP6I6@o`g~7JJ2BQ-z9vol4vw_u*Iqr$g;}O*;Js9p@;hT;O2>J
ze$gF!Mzy}sV*vH0Av;@KDa6LqR9?@2_oP+Txr}HkE_S7{K0@{NrVeH)e6<muVM^Hk
zx1A6cgup>3w+@po<qR~DOpbbX9GQSKr1VJB0BRx{<kt@4;z<7>Ku#_HBObeDeEtu)
z@=ks(pd^r57dK23ojV_^O+ic+;T6ITWXUQ)j4if>_YFImfMw-1CePE%<JLIF!<Ezi
zEBY)${EQLX@~N<=HC+((^<JPqgJn%G5ZI9(M_q!-U(*oZj#hQoo<8Xtd=3!Dl*Hf1
zOyqukhM%qc^(PZnr*FPEliKyN^B^vjS*#<0e>`HeRPKO@NT0-g#sacfjrNx^gG?X1
z_gv2moB?PaC<3p&yOfKH#B$ogBiM>#KW=ECO=x4L{hbNph~q+l4uBY89X?2_HhvTi
zOR@Tp2(-tilzOi0w9T9zzUuVY35j{Y{R%_ayi0ImN?*drS;$ViMJR8((_3v;?j?Lf
zLwJZ8(SD$-jFx@vRA>Iv#Y8xfM|Yxtl-y-?azPR$aM#76YAY(87dOE?cMV;4b5}qL
zbxu-6<h=z?R(xtsAO?R`(7gF>Z(CL^d(9ks3?O%$$x;EVLcJ4i=-C4x>zt1=#_7K3
z$3{}WcKk^_-G4H<3t~>0XU-~fzG?(g@5Y`2kY|nZenMb+`%v`TC@97TS&%iFoGdu>
zAR`)=C<zg??9cE;Wenh6iT2O71`*>0=6hszEByGu)X*6{$&<_7arHKu2j5crHkq}+
zeumONo|bv20&?ljlB%>%5mdZS9|8aHPAARfKx%t1(^oAOdA<0Gq3QBKo};AalM-Z@
zZ_1orH12JFMeJG;Y*Q{}oK4zzX_Cw%JA7c1w~$MSrWW#b;kN=;!&CF*2X8+H`5-rh
zX793XFD7;znQaKruoV;I-VD@_k(5^m<ndxeH?uAdhstZdJrOu^t3}OMCKHLPt=5}y
zk6wq=a**fHr4YWvr@?h~Pzing;A&r9VKBW>sN=vzEry?F_i10v)YyZ<gX^f=)OM8W
zsfglJqgjan4TDeQH%cfoMl5sFaVlZ=i5-$AFbMF#S$iV{y|(y(N4&iy=1d*qlluzB
z9ggzBxGR^V260;<;`hG(%wgI|JOCSd!I~|<7=XZ$9C_U>$**ZxC)(5FlJ$=K&;_N@
zjXcP^OymJ}8|Wh66U>9UksHcI$R?tAcH@~Jd`zdD4}uBPJpS<ZSb$^v#aD6IxI$&S
z?KmW>hP3dxmK9#}4|2;e&mv^R-3b1E8+WoL3SJirL1tz6VT8r&OVycycwE;f@L+{1
zwNq>;ljGe^Z44f9#}=F|X~cDrLH;ww$dTAQ5Ib7Hw0vk&UVmLe$)V{>C`*{%-7k?o
z!cHbvBH!K<#*z2P5|_CT7jcxfc<34UUH>eNG7TR<<19jq4exOfTqqjR-CwCPxVfjG
z6qUL8?9p~r%5nRLfWfF3GLZQL;;V(uQANG+4_OIFmazCd#N?K8*mu!`D4{Ql=Rc%{
zZqeFwpV^o~%D9yanjets(n`dd*s&CcG57K}gHT@8<nrQ*cLqo<xgRDCRHM^!cP}ax
zn|J7wAnJ?wW7=3Ee>#k9TN5wfUBv0fPe#1IToW8ys}THNDxp%JCdz3jAEIu8IV^%k
z@xP^jSuo&CkIm`1Wk#Ea?<QQU^lh@+lCEmw`7}Ge5hEBhb#ovOdegLU1EO*bsVj>i
zz|?H2RISxWA5GP2*Vg@07m!37JJxTB-Emjy(6sKyQcu=(<?-jzHA2Mh;!={d4A37;
z@Nk^SwoO!`oB^y2_|=tEC0FMi;-!P)zo|WZiCX_TSfFZ_?VwGUZ*2+2gpoKac5h+O
z4(Mn#sCsSLyadW*c`gqNzFkEW0x9;J=FXRP+6-PDO`+i4p0^wCVCZAhCI`8Q6oxm=
zh}}nqS?+Ti*R~Rk29_gn3TSk<tI&D+SoM!JLg-v-lk%=Vm7Cp&L9b+&ToHU@boY-V
zd^<(lcDRrjVQywI?kx_UQe+N^oO1%L8!6u_!A=Zf+{pPhK|6n`C_S6bB)xo$@yqWK
ziaXy}fAW|n17-v<MH7h_N!-EQ0GHu7HDG<8bXUzE_UvWqQxSZ%aTeXpybsJJB-sKP
z>rSM8F=T+LN45Ewbb*%%1HyMcQO!W4T(h5}SLc;%v)y<G^PPU*9KN%}!7_036Qs=Q
zvR9ExYU93{ZFZj}HGW-1yTrt3taspQqlb08I_|x0ilFQDSCUPe;@;Gzy>B8{wKkiB
zE!Wk&bLD0Fw&Fs$3i_Q}>7~lgToZQb(yKZITOgB*GPZ%_#%N-;k%wPwrMk+Qb80~A
z%CcXj(iC?#M$3ib-+K+SbC5yoppWYhC6i(#XrP!UWocD3Mg-7qK!ks=q7;fG#=RFT
zO_tV*ra3M>xB9|G!u<YN(!<H7tM}c9Udr)5$BP_69&KaU#`|&pn^##id6T+=HpU_4
zSK$<V{ejheydjIvN$U<Y6009QUg1^^s%9#AoPM+XZP+>_g2kZLOlA`jtw}+>P*V3%
zRiEG<;!(8tD51Hyn77hNAo9c8a82$f{<cq7q48Niqt$W6?qCvj5@HD3Z>0So)dlaN
zUt?RZn=oU2!+ruIl#zRbH4KKc$m!q1(V-m8JTBUN%-}Cc9^-?I5;7U^+X9Y}Wf*?L
zt!#}>)NHRSWJbMcDN)xbp_9S)7qiAX@bb(#Hf5;6q{-+dF5}B_j~tg220l=3b_|r-
zsGtN#HN(8lRRmWD`CFDFm$y|R(d<TyvSKZM$4uQL6Rrj01-_xoiOWa{eE|J@jfv~J
z(#cSV5=t6vxbG`AhC6XrcD9X!2VwpFq0p{wQ+F%##!Xi3tb5OGb!dBiX@^~GE*z9N
zn|uoUZc)d8kNJcyqdbT)PqwVq!=$)NjUUYS@nCN#gi8vpoA2mFf-BP;0&g5;F)RpN
zeV6<;BG27{Rv-7<9ge(_dVE#lo$p@H6maZT%H`C{8n?gQkNsq|*=h7U;57)-W^$(f
z6AHj%wr^|LQvf%qc6J-tstpJs*M-)WEtp^$%pR(j9^IVOHaQ1Ux+Lh8Wx&3Cu#$~H
zqXG8n&JB(gh&k+2aa!j^4iQ?8{6P>gCX|sdnCRfUl^uoB+Q#SVdyEtLkY{$(QgDR9
zlb`TM7)Vm++=jqF!6`(W07|4)@Msbk*`MMxJPYh$y{4~~r2Nn1*FrcN?SVWy=VFD!
zd(w0sym^a@y=iQ^T;Z^xntOn=PAg$YVX|<XxQ6HvlvoTFBAdFfk6pXeN;=7o)9t2C
z`e|?G(4Wj#I{eXem0#E=fkzHfez}K-fm@~6+=@#)&9JIv$uuGRbEJ73ro6GjJ1Y_k
zUak`Y=LObU7C%)d?VHxvkgO_<eYVCY@C8AT9aDQ?<QV)QHo+F`-jgMlAx%x-Q~fv`
zgc0l15S>st=XFu<eRDCl6Df(G&$fuouNOv2p_e-(^vya>e}#kN?!$<uuZKl@8-QAH
zM{w>>_&-=)FiXkAqMXOyeCz)Yb&-ZA^4cW9fjkAJ>~%oQ2jG~e0Otn=Sp1E80ylHL
zO{qnd(sBocPg9bC>dG)a0|hwr-RPLaYUtP6qV6wPEC6m;4!7oB9sp_c@)h9vWji$J
z2~ayzL<;oeS<BajhX9)d^wJqn&}{zp08I5zqxouA6~lAYR$95|@XLc9I1usAwso$C
zy{mcjt!wg&a$=pt?_eG?zTf6OWE#Fwg9HcPyMr=j>`z=Ty}=ihzIi^C7Js4U83cBx
zCoVgui_%T!Zjjg59afU0kLQ5`K)NOKAnie(ObN#*-v)9zl=~*dszbAhF!&xZJRix?
z?j|wjyV-C$yUD=1zF=UNdaFemum5Cr3V?Fw*y|z}TT1}3TI1UuV7BFOYX{|>$6*~x
za;vj&?Vxl$!|{T!fS->6neiTB(<NY%Ru7bF&5B9fU7klnZ?9?RU}9c?r`)xX?qaVr
zh0QX1{W6$?m9>8PyU4?H9yR`(^YNw`Ekn<hD$it_8iypt+=)l4w-pV*uDRD_1ymU>
z9Zx@n4rEbY0F<h(5N}u`@DxVr0k;@MC9Xf7ph!p)v;n)&<av}n(=VYO7r<Tv2BfD|
zGK&Tt+bg!PjhvR6TYxR!WAi>s(fpfI!2K=VYwj<+*7O;eAsC>Cnkz1EC+|P8>Ht2?
zZH5%tXLvoc>5o1iZ;W&Z@3#{Bv)xis1#jWv&?j7<ud3KLf|v5L!Vfx99lM|J0H+}A
zkKfz^$+caT8mM8uiT8I;Pn&K~A>Rt<SFA73_HC<?nk=<~$nCK~ExNkgYJ*1$)h50%
zwO-gBw2^k03pc)wA7*FcSc(I`rlP-98&!B2RtW9kec{LTJH<ib2}?5kxiof;y>NS)
zElbuX(Tq^D7y+oR;GOR^>%Sa+-6PeHbgHTk;y94jp^-i}f4xZp-G4M}wJ~P5Jh>EY
z`zMHMM(-oz!O{L&Uz#wyOc?y^vPLFPj}T<+zXA{<8|@WFV{Lx{0I?ot|N6jhYS#sS
z(zuyYr&NGp>R<L_rz(V!H0X=}RSh9@k?k86q4yT>&N}>SZ$;0eC>OnBZQIHLV$GxQ
zq4Qh7d9kjjL|f;1U!Tg`rqhO9wn65?9IJOGL?CB8r-#y1ws>3QAwnacE9i$NsVn!}
zDL8<EB_PT3dO$5QV;3ScbzcW>(}IDY<D1Y9i4<nC=*}%p*^$p4PR`Tak?HoRAHdcc
zX}~{8rG7wYS=povoUZjRB2+0gbdQ6C&M(XD8vmHmHbf29y$7u4{Es^;O9>5@+3IM(
zs#o>5GO@L#P=q4MEt)4H>VKE3D&ySfk4*qfmF0Y|DSNDppBfWNn{k7EQ99Vre$Daw
z$SV0{<L2k+^`3Sd?O-QXQAr*<gM(rA4$lEnY8I{7Jk@+04jdIqq&@2TT)aFoPnS7k
z2aKl6tW`Q78%fS6(mg8MVTW&V?p6~EFJEAoA)S?S*j+fG6<y1oq)FTH%*hI~uH+F)
z29mdD!Jl3SN%4{ff%*~7PBXWVW<%H*V1X%$w*o-JoA7&<>CUwm`w`w-{ertfHV3GC
z$TuoR`T(5SSeP+K<jGdq%c*4G2!Lg=)S-scYz;1<Ui1rn9?w&qhGl2vWl-9@bDuxW
zp;YYdo4l(&us~M8XkLgw*Ski;UTu;z?pw#zhOZ*u&${ZcWC4V%Vdm%H${7GPLO1AS
zwHHNqKnBu;uSB3_U89upD4mtbC!lU6D#wGLYFAO70P20s=Pu?1Xc-!&y)L#<x8QSa
z{&bOof$N7%Sp8N-&$&Iftp9Z&-K#0;EDmHPh?wcNq44{biqlw95Z<*cYvwErzWGdv
zJdv?JU3e}GNctS~Z0oamJw|@MT-9(L6vz1kdlrGZi_f3&hEz{bWZTd~u+)iL9wM9k
zdS8+z0&AJ)XT&wL^`+od2U=9B=|Fq%rcl8EZw$g40cGqX%!~CwKK9SDEi9lub_Wyz
z1s;}%$+?A7zW__p5*~^a0t{TS40bF5B%?ZJaiR~o-Fco-ZgRW=UsX|Jt3aX@r$-r|
zxNTu^&A|nCT3nG@Zd`n_@Qjr{o6gZ{PsoE?aQgBL0+7Va7BUS#_)Olys-%yVmyMR;
zU1^^Wx@>`NnrpHxEPpPSy&nANBbb2UV@xH)6@}bYb=6CR;gjes`!DlZ2)#^{B6dEF
zj?8tiRM!ObFGm+g+3dj-wso0?H)FMpEAa7xp0Y5w7XM3nJj><@=P~Ogv<yP+8Y$MR
zI?ISvcwqsEH9TGI;Ob6nf#aW++g4rkLtM=Z2&Qt&w;3F#kMm2`Ou=_e+H7~w*Dn@I
zQ}UCG6j0jEsmc6#<y)f~yxa{ww?J76IuEukhdY`(!RncfHry|_DB=4A$@drhD#doh
z&$o+Jbd_Tmbk~w^A|YWk3=z-15fSZ!{$?PRlwo6|Rw(JvYI5oTLI=waaPr1P#PN*r
z9CP9i`(a?<w#wd#fb(07(Xs~Jhn26lXHzJS^-|5RK#fn1#|@`{+*CV*h%%kGCWcCr
z?9Gg>76`oed{=<p#D;;}+2nxNs@HL$;bSG_{3Xz<NFCV+_cIUzY_UeAg#`0FU!Fo>
z-8si5fI{0^zF?!{BWabJ?OEC3T~?ok65E(}X^FS1P(ndD%IPJ@-b9}F3}xJ#6y7|z
z8Uv#$y>h}M$8_SXh*e#<n*wgF@m6s;WPo=;ioY>SN<5Lt<T)>NCYI|^PNQMa0eqL|
zI<<X@>(yYtM#E@AtZ6~5OQX$5DY8j!)5^_OwZ{n3^}RD${W=H-lQ1vU2MYuB=_rI>
zMNnD7TnMv()H0#~!ZgCA@^sb}+}B4dVN^(kX3VZ$LnccL-)AV=^eSBfx{Ddy7{YuX
zy1?cen6cI~t(vqL9zE(2wMvhfGPjJ9$Ruip<yanvzoPADa(k%^Ukr4fw(IDjS7a)E
z3Z1yx3lu$~2AO7B9E9A0;`X0Bfl&ERbB8p{YONupcd5hg4l#SnOF6dbtx6Yz{a0-*
z-&Rm99E_pQLV@n$Bn~5O4q%4n^_s=dvf2CtkyZ0YMu^2vdaL7J1Q!o9Sjw)DL-$rg
z+JKWxp3F;MWa`4BM)^HAwM21K)#`W<%aqcJYa|XF>+D%*OJaB`FhE`p?&EO?P(;v`
z?*S&YE?^W7S5g0X_3_b&^2JVrfEL7qv96G!J~ek+GlKh97_{HgLzDH<c2S74=CHH?
z%^l!7y@MGhO=BIO&qiych-px5qY1J{;}@Qkv<B?8B~PscGe6pR6wyb*K~y^0I~dlU
zbP4=olG&#Na?;b8tHSpfmB%nEYYnn{X<;hPr;-Rjh+GRjRNe7<wy&Fdghs09_G!uW
z=j`}?v63$jm);!ZiXJa@TC{5hxd6oO5*O2<_kX<f1%hxK&BjG2<ZmgZmA~&x__Q|{
zwz4)b(M-KQxbyui^VQiX&$z+|KZVM%ZUwS(c5g4^qsRAMYuL68A)-uE`54AwSydyk
zE|*5a(JIk7vg(_2O--cpquFwmFC(agr(C%xd94$;GL?+SWRFxE>Q>_PE*${+M2#}6
z)s71^TVehcZ+h9E3yRWl)tk=TK^>e39`<s1^4SI1kOS<EfZ^<Oa>bVm9X-(#IpuUb
zCuu^aHUT=&Zp&3|%2Edg9@BIwXdia*t6hnaSDdL?n`&PX?R}MHEymFX_;Z8wQ;dq~
zXa9_Mh7KqXV)`4JkYI{wptsF!wOPRD->>1Jb-JgTRx*`S$1vRGezd;eFCpwId!(j)
z{+`h14%RRoFygw)(?q4V&(7CrRrxY4=lHAXyLpxW{37t0XHrU8r>^1gX>9#MYT))O
z-Ap2(Js}zeunoNs>>!tHCaZ6z%|`$>Hmw9vJoYL5G<v1f(s~OpHh6Qt^FsuEg#D76
zsQj|elhB|8_~czK0)}Z@zX!=aqjPe*UjBGucO?QM86$K9Hr^{<5ca_%RRilw_-+3f
z0vJBd_H48gD<5H|359(`!&q1tL(Sn(q1Xe<;p?AlM^Eq12{5IG7qy!`<l`A_mD{vP
zWO5jEvnS_zN6m#44Eo3k>KO_x_UdgbldnfCSU+H-G&3Iar*fTQj}Q(T&U8hUdS6*F
zFCh30kat0==+%;QK)Lwd&}?Pfl4(e#CA}p&;hE7MkVLcLZcOpswjekyg?et&sPqE&
zY*_9M0mZbmAVcW1_qVpF<x<d$&RLTp=UnT(f0jRC=Y0$h><ZqZVa9iT?(`c}HcUp!
zrrQ^mJ9A9vjX%v(f9}g0&rM>vxrEjj6PmkVf~)e0yY%l-{$ST;!=aL=nLVj{%^X>z
z|Hg=~#L`y!xHE&QpQkal&-zI_?W;cQq4){Y#ia14W~P0cnK}nAYgXdN3}WU#LIxS8
zx<WdblF0zXch{1XD$4}qVV3Hw8PW$Ex*oW>R5sfCyd8r}^Gcbid>$aSR2s4$AGcH3
zxfw~JK08}Gi2N2pe-82oqg!en52V$-lwYsJkVweopP?JrSjH6_4xeb9EoNiCPcqOv
zh>YfE8+aG=9^i)CWO`U9C{yOLQ=%)19rgk3$>0x`0xUsDJb47?(>0}s?|4*rdaTW1
zJb7NX$n&g~`jVV3sg9u1*YsB2pkZ(ck9Yvmgfh$1s<>KH98q(~{ks?orpo6I-L=rP
zaDJ>A9~Z_qJE0_hq*Y{{^BR<qJ)C6zm7Iq2aFBO52)h%k11x9&CwqjO=gGviP{I$g
z6rJelIhk!j;;X>ra%9n?jpJK`oUj4+2cLOfVR+=Uf*9&U?kups9xLzo_?XFNUkL(1
zhACqPBDRji*dqjjoN*|fRA}eGI1FPp6<thTVjjYXe0aLhw#0}p9P6$#a-<a>yw#iB
z7q0e{{DC2+4{U22sM=<WQ73^-VALo?*+JfI@Zk*hY`i%wff$tV`S!WF0*AAQ2C3F&
zW8q$ma<*%WA4mjZ`Dmh*m?T|F02DUnIaYH^e=(3Lf7NE~@x5vFbt|>C^JsC}uVMjP
zsEBTuGxRDyJoow3YNAno75z-?j~3p4z@R*TpPk9fYOOrH-?;IT7|H_z?rACm7*8+_
zWP(>r>6#DU9b|{u#|s@!7{}1i_XKNo0z#OZb6Y3$A`B?s+tLg%i^6@#pSs~|bQGPL
z!(V5!eJ9NgIX(lajO}w(6B6x&Vm00F8Z?o7m}6;i#6AX>g)Aiodz7E|el^yL&wMqS
zJ&T-OrF*|^@|5B`iz`#EOt>@Z!}qt}^lMjWf5^qubg3!jl-HI4IHUWZbLM8&j1OWX
z=OuNymGxs_<NhAyFAzsy`A0sRM}pA&P|M{f8RkFtQ&GkQuP!rW2JK6XwCeGGc~h5a
zg3HZ`k=&Ubb(m0%aPHRqDx-XXJ8|cncg(lAmZNH_U-eWY(bTVPnEpK-mYu}n^Sj9B
zsGkge1%*<YLi$Txl$qLEj#7dp_x>3=;HBh<a2wD-YAWnuaVc25DS0}nx;y~@Gox~M
zZppPz1m^tiH5?B~n(G>Kb=h135=bXN%rZcjx+)u7f56i5&1F9hPHz3-#l8}?RGQnL
z9HJy7sWUWFXyh3NAp8YZCV+2;_)Pf%qzj{*c$g`!oAg&hfSSaP=@c6l@=>~FNU;^x
zZz+_?4Li1Angm!~wQaqzPkxQ;b*Vt*RlX1L)QGed3*-c8FsO_;*NB8h-`99(izJnT
z|NKTw@Xz(dG8}O86wSklyJG`#qI_~s7WNi?UwzVkw!@>;-vt6DjvGU0=Q~rH%I7f+
zUOb2yakt~hTS={^j~p1FtPdpuInuhiR3%-jFozG7CClAJX)ax{g;;hE{x=PSGFS}r
ziHU2eOl81{5mk2dQ;mE4)9oBs2QofZum7k@*2$+qKfI!wWegBNe(SZ82@>;>sd>gQ
zmUxGOK<kXTr>UV_CvoF5EV?$HZVf<C{+ZnOSQ5075EGkKo$YZL$bG@Vg}sTelLZ4Z
ztv}KgWALJd5}*w~*KeZ(1{R7ft36N4^ZG=#_0fI8Z_=`ahC<;gG#$U49Yl1dKcwZ$
zk=_LAuuu-){dW)M!w4cfUvF~<yf#0ZDpW;xW)cu<FT+D+g|UWdB7^PYrKOXFl@1?#
z5W8xx1CNpoGBA)Q%Lm+vvaP3^&F*RXK9SEAtFlP;ca<#C5Z-qqNy9<_eguCsu!OQ&
zIIw6`Kp1{-xo13`uQKa0SSQ_mKbBfl5V=owc^p@bDE)r(`fj$}v8;jXiMUFi*e@wr
zTzGV0|4S+(-fn;OTND>qedMWP&*p)V^*TO)G^yn%H~{W*nQU|Gq!M>mBMf4?NL~P{
zcZ6Dm;^Nnt$`xpC^1UC*=r^hwm@T%zAsZT*^2_ro2sJ;qI;O7;NEwOD<elZ>A0L?i
zw<_*nI@8f$C^IPw67N-A14$elKw`{^_WRZ5@h}OWy?Gy`N-;S$f#tO12AD8h#jJoy
zj^2luB>M;ja7$+<V&NhJLZxfG7-zdi`hj|Q^i@{W7RL|Zd4eAPZwl{xIlwx4kmK^>
zDf4I?;Dl0q#Xuq;`85q7)*l+*zFshB-a$*@XV6$kgRgZ%5aBXiA(KewZzbDfr>0)7
z@_eHl$6<ay%b1P60t6$GUNj4QQ1G!be7TO8`0pze6RQZmOIP`c*RV%+Q{wEk<uAqs
zZeA*RA}`!o3B~DRk)eVtJY?VxZ36-TD}%_ow5>5N%~ZAu;dZF%Lr#$M7-6(eu0X&k
zMDUBITM{zaev!mLP8~M_=&k&3vB-q_Oa)tJnUm2cHf$k3O#<J}ezSZL!?!$PET@JK
zT|~`GK&VIzljVEpoEn?aoS;AXEN8H%U)8TRE~<09v|Dk-0<(zRn6vfgS<etUOv3a*
z=h+`H-QPFZCmyU!NNm_c!lpuNN<geYpVlgHAMc9-Vc8}ZagfEH)V#y^{5^fe69$Gn
z`9uI`z0>}k`TeZKIkCD<r<IHy7vc7Iju3uhb(HGs0-=0khwqR_n$M<!UOAf*QN;ay
zjZR*SAlLJWGgm+v`GP?kVix$|iNru2CJ_nE;AgD8I;%!bJD!f!lH&6E(PCwSW;g8W
zVAh&c@OJOgyDxHL*;dxpZfXRb=%{XuW4ZP^*ZoKG<>qEZOQ2Mhzqjxa<HS;E9{Kbo
z5y~UmY<wwr`xzvK+-ZS)igkTcUrix>_OjR4{>}Q7XJmN|=;0&69}u{M>4{X~Tc+7A
zJc2KXn#KFfnHl|~?cXbD{~i8LYzz;oXdgbndY73%2;{~az=3JN+a07XM)Mr#Ajn4b
z8wq80W>EO+*E$pbTBOfNE=N$99JFvo2pUrxD)_}b#(bgoP{P`z*fBnmIctW6gYi%W
z`6Sd#>os5azZ<X^jVRX9R`&ij;0dluw%d;-bY%%YISh?U=d_85K|`g-Y2qGWwAaZ8
ze6lr;ip&UN`3NRoeiG0oDaP8SZlHCZKuWTxDD=7VX)w7~ftE{UbZ$a-`niTqz7A?=
z2rTkspoG)*>Awk}kJvS?x$6CDN}EggOB?{Ru5!i1g^vYX=mdxfgA#Deg_mfy{ILjk
z>cB7PGH{F!A4uru;p!CP1Z7H5fOyZVO{CzO<vcS=#3>B(Xx+&CO=itBA9OhM8Co<*
zKrQXD$KUxde~Jm-9o>0_q0DiO4AaahskEf0o##=4Mib-uVXeQQ7=B-`fqCLn6ljY0
zt@}p9#cYB{lMk}VZeiV%))^ka_};{B{A-v;hnr0ZX+02$$>qnd+WwT?`}=vfGXwhv
z@bOg|Jna@<n&Y|V5yMZ8xI^XIr?twnqD|)uJ6rJ75|$3a2M9#OmI`(GB2xY4k1%1_
zMew47pXb?|lH(6*B7KC2j$4}BE7g1-0~q+fPv0lkEVRcxmY~4l%{ZUm!2S8mUT81r
zxJ8D4F4HH)epK->C6%k9#>~FSSSu5X%*nU;BHOuU^*Muh`|P)ccSwOs)9J$Ycqxa?
z7loUWi>bY6y~<bbypUvoyeQ13oyA8;^4~}^Nd9HdBuCh6-OWR3q=KnzP#bzn4^qZ-
zn^~!x;f%5j0)feoTyS<XhTqT)iA#jq{#ea^W<Wm8is*_HNiOb_5gQLcJ|}ihMjrMf
z)SW41I;~AHD&L{Mme~9oBJX^01FhFfP*dF88prtKjyk(^M$)pu#z<T$ZWDm7z?juP
z%duu2rpnna4u4pezO6nk>b&~=<02qtLTsT28i+pNZpM^QCt}T;7U->Jce}ZS*}sX#
z`5S@0)4aztnD87z>@m#0x`u$W#hwy=O9w8y&t=n1D7g!tZSdf`n$QO>Y2X5TwpU@*
zT`;txP^cuk9!tX>o%<cFIYDUUI{!p;NJ<b%jaF>O3t9dfiz8oSg7-$_M$cR=CDHU4
z%G+{5u9j9jlF6K(?v40>hL8P_x3@Yrn^Aw|mnP9&SIkF@MUkbDCINfBXfm#lO>Jj@
zTvv5<BCdD@gJsJPT8_f9&kq+vIC!0?mKx-6{{{>U+!!W8_kSWDa%^}PFp#-Ca}~h%
z730CGGcCx}xF~l6gpHAe!MHLikpKgVX;-kJnsew^<hQ%tmeRg+Ct#J-3iitTl3&YO
z5z?GU>MO%evVoE)xj4kX5tSyA7ehD#*anSsr9;UU0`Mt=Pa(MeCb%CXfj4-<8Y3<H
z9g3x+C8}o^bLsyla{WD*p(T7~h~jmV(X5VAfKLgtXYWNx6gqZA)}Ww|JKT^{3%~sD
z#qVIOrGgmdH|pD9e7E2?;A=Bd%5_btCF_Bkz-;Exzmn2@8}nYXgj?fafF6eJcrp+D
zk`e?FxZzbVNi4(!gYuLTPa*Vfvxxx3Y*ORF*Smi=LLgoiFwyKQZOevv1I)MPmNQrI
z`zgU|6oB?@036|$d_W=peWQK{wmAdf@4Kr5>4uJ?6ts7~i~+YC7oa|AmlET{(V>Te
zo{KUGm?xHRNnyx;^+89AxLoCD#=ceNkr#Dl4k`@b|GR<sG}8eS-+NctMmD)wVrfn>
zRR9^{20nFCu;K+y{<<}wJCnTSnn&zTRa=FqmB7$1_>9{h@BwW0+J1q}s)>&KSTuvY
zKz2E0+Di0_C~^?Msmbw_Y^R_+*$`+X;d5o$_KF@W*;PSQfg0=@pj{j%Fsr#EWu&Tl
z)bgV=|1NLxFdx6yVcyJ9{R)67+9v=F=!#~ZE@|@u&TZ13;Pp7M=KFlM*8*cph&%=Q
zIulG@z<a;IrJ2#d2$5W(r70J;a~f?>r{aTF+6xK7+E$B?$T=FAz7;B2I0hEsEy|@2
z=O1;;mlfC6g=u|Q#{GAP!@&Ir<mSdq^BdXrK(2Tnq<%UHoHA5*i<g(N>1%%oiu>O3
zkZ)#w*`E}!{6Jlz0f&T^K32Xv7_SN6A2W+-O`dZx1%R;_c-M==XBRsUnK)3FMONvy
z=G}L(zZ3x>{@qtM%~EBwvSta%Fo3ZByOID70cM&(RgzmS6}SQ*0{*rs`-L5ne$*ES
z=&q;O;9C{8fH{%vM48bJz;t(5m|%y%&P>|tSZIteFg1wGpGRmpzrc~q;KhW!k}2a-
z&SdqN+gN?<vdtCslNU4P;q86|i!qOHlVu^?USzY9_`i+!m@Z?DyP9RiJkyNFa~5a{
z@Ma03^Rg~q-JbV#fi5h)-{HD5Q(xAL38c8fz|<C)wLf`9{E~>ZkXVa`zg2%8Fnq++
zDN+VEtVj>Ixj3`AV+Q`Wt(Svwh4;AkrL1!Hx5N1tadV%TiUNFU*B-XoGtzE>+&V!U
ztA#QSQLLJY4|sF!1IodN$*Mv-2YN0KV-E(^WR?s~+Afs7`YMVUeU*{?!p!whR&2aL
ziW3622=_2cEBG2}J{}oQp7{0OJ7$0Y7Qi&nIg(#>nnghUx5;~U*0Ul`Hp#&ol>;J&
zJ-Dv-q#o91@QP|00_nu@iu}3;VdO-{q)zrsE(%$yZ7)_;_=Dy(H!;>|^LK3~d1E><
zByAguG5CJO7mmNvMH8uqxzb+CwV-4?)1@S|FO_QooreIYd9fXY_>5!Xun^`Y0BKNL
z9{<bdnC_jm4zS_9#^~B~EF9AYg@V?gTmvkI*=*VXJ<9L6>G45kXbo&XpeO&g3P@}Q
z795Js0|Iw(76n8eS2aL~dlrBcJo=fkwE;*>?`aS4p{YCp3XX1m2lW=L<prjFrMQ^W
zROsY$5$KBrlX&|~Vh9S??}J+dJd@=!k``$w1&2L;j`24N-T@NM1i)2KIk4|(VeHL$
z>5ZeX$H~z&aD>?9SNjfz$5bFg!n`ElEs&l3w9hfyAZD8zo@P`M-N`~R%lUrd8Bw?i
zWbE&Xsg`E_TWSFl|6OUA`(jUsY3_fiG?0)m&D{38{1v(?cZw?e4>p1G(g5{H*uV2o
z{nBM?BA{EDgv-}HzD<=@kqtMYHj=k}+mpFmoDQ2xf-SOgI0H)op?0$P^t8XdvNF+_
zXq)^9lTPoSqVYCo%=p#}kT<U4!U09u#HVHqoI0Q=N3_)d{D*=z0TzIHVge*rFP2*0
zJtuzo>laf=9`d3e;mcs~Oaa!Oqu(r*PKHq^A6%wMi%=JC(c>xq!9e$SCTJoBFp^W~
zwq95T2>|DF+6>)TUJ3#+J}(Uzm*ZZ3dPYp})8K~Pg2#IjnZFRekC;A4%K6Jx<rAtv
z?lTwX)lfYj8f(x$?qtf$pvqQFk-GoiB&*U7Hh8#Fy8`})r1HOS4J?38Jav<&|6|R)
z%06}%LJCLac|dQ_=SfwO_5~l0PF^62mmfw&^$NEt-sj<0yS3?$B;=A^SXdxu&SUsE
zb+8on6JvYmgU{m4c=iVfE~`S@JSBjQ83X&+d{&&`gY^N*H+}P|joFdrZ_bs-^wOmJ
zQSGhP2%u=n?`=(1qVPBn^FTXuyT$KuO~l-1;=#kZAQuHWt+@)Rx<U>^31uI#avv>r
zIp{r`hT}2zM<?BsJubN1#2E06q_Sc}GNJ8Li3PoB_4HfkGbysWt#--4@J~s#V*GE$
zzT`0M-3p(8C|3XcFl|j?n#=FN$6jmh`<D9LJcttWn3-lk(etRo$h5m@jA%3TeiPv{
z#b!jhB$3cj3*LZ48J<Piga3w+Mui0f<O)d0*zifJzb;<}F#6b!m%W+({Df;i^N*ua
zI4vOo2JtT><yek$JTCjbUO=s-Pzva8N()@)J<*pZT&9m;`UMZ=l0Ok83$gk)xEw^z
z3gr+jut#J|C*20*(I}sG8sn!G0+>wZ|1FL?UobHg^)pG^c)5FS$s+O}u@IO)df92F
z7}dCOUAyd=NdE8t{`bVexJQ65hR39A-6n8~427r{f<oBc=@(w9a=J*#Xi@c>Uu8*{
z7!R|2-L$;-fE~(A;lY1v{of20c%T^C_YK0_lH0&(5i>^{BUe$9f%wk1COCml9dU&v
zy32Z6OdnPon<V%jaqE&3?vNKtb^VJD{oh5zXw0w_&Y}WS!)mRGb1YK#cPlh9(A`g!
z?k5(H@@QHDKPwdKdiZy_{P!3%wEzONLC?X?MRB9F2_RUE6isOM5M(^?Re1gZ3;g}T
z9AO#X#+@(!1p^x*+<QWb+O%94%1vlZmR+GKQk$rc-m@T@nUw}CS<%10`|m~>;vkuX
zXfbA>vohPoP1^#T*QI~k-WFI)?P%8W1#8n4e;y(gU^{62clVTu6PrLXPA2>xBq2?c
zp<}|>pXxGY0q6+AKcUksh_!Et3|FgsO%_AdHADv~xk3{Oe#O~3CVtho)y(!%yUyQ7
zP#5>vS1#~r%l!L?7zQ9Gqi%S_U2YB>B-#%f=Ddc;T5r#4cUhMML>uSi1^KGq&_YE8
z69Tb1mXH8I`1`;2ZxwGQA9L_~L-zL%Vl<ETLIZ##hll`UAaC@<3KHE0kIC<GWNb+_
z#fi&h7!v^^)c^Z18Q-NLkAFEl`){Q7W?fgmFfS-kT`zS+xMsbLV0Uw~_$=gH-B!Sy
zQPKt8?FPA$e6X5z8hhiCo9a^W`%m$AF-zkajYK8<zfqbd7faWwcZFM?f#Pqa_kbv}
zj3G*vI=M_DT1&=>obw~@(p+_AQLBc5b8(oKem>23+}U_P18<u}K6EC34`_e>Z&@Yz
zie-nvRx`xe|K_pZlEt1q$S*8{^>!aB<v7CzY9i`jb@=4moejWwY;2gg(AtT2RT6xY
zbTr%Aii&ksZ*^b){XD-s1<#v6@bSVJ{ta7>a$;Y<iyVMA0qMnnf0%dfV=M&v{z=NG
zeh2W}=!!-UGQl~zc=c&GBt`5+OX@7FaQ^>!G&_@IU+nt7FhIsEmITJYA}0pN({^9p
z;GyR?h2?j%7h;Harrc%qb`S@zDwr7}(PXa0$I<x2U7UYM{SQM1U$Nzu(f`flLjaj(
zcnUzqiBpW=B<|}}k#(?5d~i8STLI4kabR)Hq^6_P3o6&*$JUHNtN-DM2a-NdOb*pF
ze?I!(zz^nONl;3BO>Gqna?{PZu-?qJ-D>TQ1E8x9X(u{-I$=?PNNJkK3reyz_f_@R
zt4#v`4>tj0G*~oj*GyN$Fbre<yW5CGgK>{>f}AS`Sy*i`><*T@N`M}*NE*UBG53cb
zEHZ1Q(9L6lax#3O))Nb0NXE?6oQv0T$fx{=U69~TB#)_v!C8MsaR04(22-#`d54&f
zNbowELgbs_fRi99TyRHQb-kMc>Ku>Us>nv{$gQ*;QMK2yyvc>x<bzz%yjfpaHBAcT
zMc)3+Kq5^rogz9NHzNPnx9}1BMEs0#UN(2IL#X}yXhSV}JjIV)XV&oJi>o#RSKau@
zQp5H-WXzpA<PcdYarL0atrfOyF?!W$JIiP_b5ouFYVUSNLKk6+8U62Ee^=#!lGu+J
z#rL#C1#cs$3=q-lydOIwNz$Om<zv9!^)!$rMf7?<0-2JuVXPS1>qJNK%mH}j_DD=V
z@FhTRzMW_Ch&vo;@=}E^qW`UejCUZJX0`aiXeELCc?d56SIr5l8+<expOPa3jB%2q
zj=Nb(dmG%$pyjjCD`XQrda$lIdUe!E_}Uvy)bsuSue~e(hkE<}k(LQzES2ITjdATu
zNTC=h+gQ7#j6`H?+1D2Onlw!!+ZbzZmRw^AF?U80gKSZjY(w_!JKeN=&%2QOz54zE
z-^bTa^NX2tUaxar=e0ebuR}SkAHh4gB)$w_0*)SPVWL_g8)~y;X{9g#`j!FaBo6M0
zblV8f)EO}C><;I`#vb69Pn%iT@xIG8mjRKW!wP^xtu8?`)WBHdM>g!5{bFP}+v<<g
zC3;fNqB+W@4`gYw)DgTA$67LJU`ov2`-}T-2ChJ9VE=`YzrY~APTweA34dw9fDftO
z+FA=cNbzo>tyDiiVQzKlJ&(fz=K9c&LJU7Kh<ZnxV!D0r&nUwGh|ojbsr`5__$&xS
zXNGQwavA;+vv?m+!YT{Aiyhk!^H~A(%MeoiO9B0*YW$cod?o<EMiD(aMNxQS2pZ-K
zMt7$P>^Eidy(?X@Lk`!LYaOsMJ=H`5huY)Rd0W~xH~5<DU+#VdYRw2}GV9Lz1D)$H
z3{?G2AloNA>%8iM+UfnD9IpX9w}J9Y)>|i5KnL4vmnN1LcQ2_BZlfno<f+F3`!At&
z+6E0ecQYjCsDwOg80^P2jNoJP@6O^1Ex}w6Q7>J;<#e>Vm8WC(t3iE1U;fcX>irj>
ziIvwoWePL{K)~Px(4>0n<#7-!S^6X>3Y@*)R*6Dtw3N<$Ku$cQFUL^buI|WYO@2CU
zBVo?G7O$kC)O&r#1?4=3UY#2dHCaEeLQtt|HqG|@iUrJX9JLDK`#|H|XLB=v4SS^N
z254cu4sUZ&3Li)sQ?3hv`Pw{^F7%2D`!=qJp|ogSbIdvCR60E%a|N|#=@44muF=x8
z*Xu*un6aSDHG_EXJ=N6~2BvB^osht2+VlWW<hYmRQ*1(r4ElpmlwanONey30LX3BM
zo7bVRFTSr1hkpF*Aj|>t%}fq(%$<+o%^iOGkm{BhLb@Q42XUmod6r>`eJZdf#>>p}
z#ioN(T~2w8ZsI!p>*ka5ZfFpTq<2b;TM4KDulhu&&LXO7vvU)LG8YijW6F38#0_`Z
zA<#;))qU@Y4?;3M*nz#BpyZxRbRH5;B5_W8x$EXf$!Bw5>^<G5BD8<VO+7dWtvv@A
zzj=$FLXpARixeCL^Me<TG>`^sXi-6;Gc=FEKCD?Mh!Nib3Sy^e&|bPyVSYSShQJnc
zb%7f7E*0-{-}BHdtR0GCTAXH*-K>~23)trV%WvN;3+}Z%K4?HwsPBUO^AH~IRJ}**
zhhzvBM3+RXKYerNATKgM!qen9(>1^Z>;?Gq3j!A!k3FwRqBgmLdE^GR{lhO2y7Aj%
z)6H#r<upid?v9pdD!2{Y_PhP38js@VUF`fr3fu9m*bI)`B(cM5yBSA6@}23mDpCQX
zd&dQM``3->wqQ%nh!=7oJ94V~&qa1p(E~uq*EIzSPp%-2pX){%CQljwSa2D+(_ZBI
zuw4h&gnK{tx5j-Z4786V4>$Prh^d%l0-mhGhir$Gn=t`n>2|9jHBmQE8<&fZ8L&&1
zt;9CzZ7+;1^^o3B=acB5MRxz>tW_uF?K%GMu{8Y}tVOR6)Dg#UUXX7ge=eT}!7DSI
zTFYldr$&hN8ys)JN%_|IefzqCb1l?A&*eno207U8;ha5l0KxfM=uFwSukn>fwympC
zsQE5S9k>i9vt0|~J5Zn#Yepdzhs@r8%++!vDXx_-ItMgPy>OZVPS`Ni;sU_DWoIO-
z&n-k}<rW;q+Yt4{O1xgeU{BYA2klUG<)R&bU{2Vnlh?JEc2=En@fvMPDP>!j>AOtB
z6qHSo<kQ^5ECEH3kM3(R!Z=h;7oIq~3MIh=NV%Z<&a6^=-`VtT^mS9BRVT<WbPt@H
z80faKWs|5Y1igZx8Lo8s3Ee}}PVK`Ddwj(?xo1FQ#t<$vXw-Oi?UmKWsry|U!Ces7
zQcv4hiGF#A3Je2UE3mI*NbN2cj~g3~8j|FzAbef;Ox^-0yv#o_ehfMP3@H64x~-*{
z(m<!my0X&F8<~F9FOA|e&3R()Zt)Sx39z_0zEBsATT<xM@_i4u_6v4DsVDJGvtV}Q
zu-5IVrK?O025a!huHB<Au#PY1*(IJ|9+7hRLgL=OuIWysbw%`P3dln=5qy#Fv46lU
zfH%%c+O4IAH&pV+?UkL=Ma4V-@l4T7z@JaQIbnUp!uSmLhoU1d;|pz_F*WfHzz@%C
zi{8mvm~%-l`vI#~W&3MWezc6^ISrYGiX>j6k9RJ0Bi`4}mM`r8xMn0<aY2k*ycGU3
zI*L8xkq4M@8v%tk!aCXO-XDo^qJ}3(c$=FdpX7}jmpiEsvNP(*czl(h_gjO8${b~b
zs>`UPu7H9IbQJ5U+&-gb)@MTX;UP4m52iQybsFl!fN6H+;G}*yXYCVA>b8%SmexD^
zqsd`guqv0);BU^8V^#!fVkR7sv#z2mICU{OL+sHe)m23fHSXn##gaC=V#*X>a<<*G
z;f8x^Q}a(!qq*m!&n`7cKI@~Gss;=X8&C=fjV!9%)05__3zkB$r$FNJyQ$LQ%CAO$
z%rJ4ExOvZ-cutISBU)=bt$sUMKiR)OkJ?k$kkFvouW&f7%US-pbqvWoIkwF;3Rht%
zsC7IAFJ5-9yTD^I5?7h6qZvu6Ngg}XFZVTw?dGr<<!EfxtV`g>gI49m81Zbfh4hvB
zV?TBX%7NsEnTg$x$}ii>B5YRlS!fY^>eqLvE@Z)MZsngIJ`2&ac#brDr(t2`ll%>V
zaw(SdagsvFR_z!&y^Nwp-_1<JT`+0aDh0HMRqt+#<#f5~I?l<FfstzC%HQ?(`0D`>
zJwM_Jo^5o<`l91nNJT%E(HUQFl>%OtE_Xz-@g%wgB(<r~RCw<X%`aU5>-^%K-@<Yy
z+a0w^Jy4fAcf&j0xB({122^;+g$nG1<${mH1ckDkV6J7^|NB9MSV5C)v`P*5*)c9z
zW3e!v4(sBj``xN#6TG_whnIx)C_i^+#hhxL8PUe47%uk=zZCflio$`9Ja?w&N~#Y1
z=q?$US30$}OKx~MGnlPknthy3I?k+vFDBLd3BaSHWii*@Jl^XdFMtp>%pio)*Gnis
zsR}~DM)`$;oJtyTA&*rJ(jr1__Rwl$7xL>PgF@Yiq1pEo)_lti_YNHFW=>${eCiTe
zRIUCLHE%#Ri&dLg`4pG6zDP5{yAgS?1M3EPQyl*&3l_)e1$u1#_bO!w+{RFexH_$j
z+@dPsq>y$%4lh-#mc;``mT1NMZT_vbN76x;IhDxxveGwmRZ&U=t|*dt->!?^HsD$W
z8GOU6IvJgd!nLpNf-ZrzSav-UfOg5v1k;%Bc$>yOPo7}VN>Z+)tbEgv+73u1i-zpF
zA@H>;I#CqIUO)KcxjW)z2=;Iq0t+T`{d*y3O`%EqERv0#7opL7E>zGDzEqT3pkKGJ
zH=K4IBa_DW@81tT#3}p6l^|6-iwcjFd>UFS>S5%k0oUXxZSH=pI(J)hqTsHZ`93ns
z&&1ot@2Vf=&c};F<EHzn<i$90N@Z`&zTCxtP&M|A@i7F1Ub*Rty?4s*L<@h0$l=~M
zzbow{?!vDJkDJ6VB*Q`uOfQ|9Z&&nbh?AQJZFF7`CTSHATrv`md-i|?C59-Cv3!?{
zVE`D;6mUE8;t42AaLlDwKm<ZtYQLB_G8@TOUT5y!<>$9_ugvs0GtzS7@mtdrB>v|6
zEJHCOZ=}PmAZis4sG$7q$t1-713`midK=^9DrIU8_mIBxQbp19PWSrCCzMvSPdwxb
zp#>O;=x_0@@sUBLPv^zEvdV`rqBKB;&j5716U2!*5yO)ff;g4*i#809&>OnSR_y(y
z+6BO-xkXgB{vPjCvhPZ5Kt&SZ@8`H##cS@Y$S<%map_x^3jo=;0w2g1LQw<)^iU5#
zNK696-3s66>y%S{VW5>(4WwCJL7fTes`4$o+O%Bbpq7_`KZAG+vIoLeYDhs1O8rEe
z26a8Xu<1m;;$ea*`ycZr#CVUlQm-rmHBe4{?&tW9{~3Hw;`D7nANvbzuF2)E;n<Uh
z{AUH+>0ICGYA32L@m-o*R?X2XJ*ePdgsG<4nsusTU}?NtoH>1XzH|ZHeco9>#b>eh
z6kwzJLe5i}raWE|pLmy-0^I_LIpxdOrjx4;-yC~rCvSXGhWW(1p)wBGHoBI5@sa8B
zp6O*^0Ne32An%;*@A_KG>KlK#9dJ7d7FKoKyht>(CEN+xII0^D9>``7!u>#|m;sQ1
zAGC5+N8g6f04%IIi#7@3&B=C*FQx?ang0d2qyA#rzVqWG$xZZ)flab~A_HOzYEIQ;
z<-Yhq-8(fV>Be&BG>D3p>p}K3XB8kDr+UHkqO#<bJfl*Aip>9_<8nYdGm3bxc$*#M
z(Q?YZezGf+_Z-nLGh|o;rk)|SObds;z!|l&+&mC$t`0-c2@skLJW4X{h+Ej<e^9sR
zeqf>swQl5dh0xzy*pw@wL8a64&PvB|Ut;U)$rgp5a|dcghEheZsiCzGU$hNV{5-Qp
zgVIUo0W+j>^x8S6$8X1|Z*eLdkN`;U$a764rW-)n+8pOPhj^ipV1z*^d@hroGbpY_
zCVcF3>rrW>u7ZpC_f*yBYS{6=-%{?#FBD{-C0c-$4%rBiwpuAMh<>n9QoIGR137Z#
zSXH`dI{+S*X+~-5Cnz;y&CYuh+TwgJ^Z`IC10b@-YG^IN@rlAk5W8(27*}VGX%p~n
zHU4ff!0Mi@f==8)$a}rResIK@uM50^DkX!=b=?Mx#}inP4NlYR*kTz9>`ZuNxaYWB
zyM+lS;J4Xz%!a-@6Nb?31Y=?PaVlut!z}?0O47+N&+l{<e*W?4%el1a`OsW|w{;Cy
zTXusc#jbvu$g6DeER+PoS~)(NIM_n=C<D>Ajp41(9S^Gn#hJEvu(kyw5keX@rxQy9
z7}&%Yw*cALO*kI3z`usdmIh^j(5dJmplN5o^&}7Zy8!zL*?^T~Z?jhZ)$ho$ibQ1g
zZuDSJ79pqldDNjLs5~&upoNAG*>u*O$K15LKqTEAHMjYMq7Yz+mzy4+pC7qoFN-d|
zx~*@^nO_j&n*=Ka^T}NMZ|u8jz%@OPrgMG^p{WZA3(1|m<2Nd&KsOhAlbhV@bGw>c
z!0tX40o%f~6`U@wR%y{MgwN@}uQlP<(Hmx|13fZ)&sz*seit-~IqRb;Qy|{d@3zJN
zf_`MP-HTJ*@35sMZyujrwJ=@E_HL}ZH%uu1x;itHVURQ~4JhzXD;*{%D>V;X4Myz=
z9J$pKX{a8>`y`u;3~bJ0o1uNS<O8~klgWdEJqE~z;0Zp$I5%R-1TK0DRYe?SM)qdu
zr8n3MD>4}laK@@J&p(0e9YJo-?`HEaOjkzTJnjW#2=?bDd%@O|!5fh@*hPk@(3~{S
zBn!P=WUmgJ4O^+RB~pAB{!irVtjR0LA>P2gHkG!daRH{Ef$64yXWFfNRXCz_2EnGo
z5*Z|Ftlhn6OuT^h$p-@nf+RJV=Q9qT@Olz1x0oSOqL!7`@BS-yXABm%l5|=n!QIRV
z@xD{pZ@!{1w+PKae!Y#nnjII~>jgI*hKb3|fbiEzt{RgR)hg_#I(^~2^?G9YAB$>D
z3G(mLQRY|iA@3W9>d-QRwS#)ySKzbGD#?CxF$Dj&o%F-;*DFq|x^R2Ke6WEhea>@Q
zT<=68w$}ABX9SVhfGm*ZP-V^bqv3BAr}P!W;;b`|h&0ra3C^)BDk=FNSo>dVLrCnO
zhj{&?JnGST`q4a<g9ia`dHfaRZ2v=Z>a0Hb=;hZ`u?dIn*c~%eldQ882`!w<mIqst
zMgNrq-{cTZ)Y#A-m5jgM)lRmt`mG(W=};|^ZG(w33!z2q{ORLw_GNalAoPJq+i_;K
zO2&1nwM9A6k20s=OINVrgCpF=mBjO}=tp>zq_k~qFt!WPmqJt|wAO=|e=J7*0W8GE
zN{lHxhfFF@&rM4um0#_S<awbVT}WASVor)hN4FM8HfSF4J1E>EC29U*3*#N6UI_=$
zrCotqh1EqjeSl}7n5+_ZP)uq%l&X%n%kl6;@o-BC=zJFL5z!$1Y-HK|U{=H8d=tE1
zJ{!^<k|=fzDIV~2d7jvORq$4$P{RR&M;Sy*kiV9)+T>^b_$UTyOjQ&-|G(XUABy`;
z6ZD0%?N{2!!~9d9LTFIJ!M+uBU03b@c+#T}gVN_twuG&=4)zd%1QmXTG45kqm;y-F
zb)2BawEa%wKji*%@7htIAQ!)g-{K~JU#1;sn2BMkwExB8(sTeS0{w~3{?9$FAC_Qw
zP}r>tx_tB(i+hU*aw8&d4BYv-piRzNkoo~28oToR1HTY07Oqawi#qB43&}oW1EP_)
z?$}fc-mJV}1yEE>*GZxLLb678fM^cLI{#{M@nCOn(+qolA=&>|`~Ow7fBg?rlBBQd
Th=Kez@Ta3?a5@)defz%wrOpNK

literal 0
HcmV?d00001

diff --git a/assets/router_diagram.png b/assets/router_diagram.png
new file mode 100644
index 0000000000000000000000000000000000000000..49df72d81946d582ac1c0dd69a905ab0c3eca866
GIT binary patch
literal 203846
zcmeFZby!qi*9JTcHGn8XN+Tg9CDJt@-6<W?-Q6H4jdX`JN`oLB($b)GD&5_~cX;ym
ze($5t_x=CQbq(iu=A6CH-g}+3?zQgw7^)~Qfr(Cp4g!HNr6fg_K_FCM7x66w1=ws?
z2K9kJ4}>gUzEqTY`I17>(azMu+5`lW3{6l+)llif&(w~64>LzV$_rXRLZC;;3mO4S
z?sJM@Q^Y?;6z<Z)$J4=J$T4`SE{0p;KLzdT$eFqh3<;}Z#^32r!yR$azg)O%sXuSM
zOTQdWaavDAfbHT+Q1=UeN9e^{3pWb9-IVI1cUESBfzW%~u(=(-cu<<Es&e~tI>Q^A
z8_}9S=vF6L-d5kWrlLe=^&o>n1GyuUdIp0put4rK>eNH1{&cH@1*_qCk2$kx-lB;#
ziH5QN`l1{*{>wdUfR_0!vI7Q4nt>#W8xi!K@qHnIJ$v?BOQFsvkxUrGpNP~jYi^F7
zKSbq8?OQ?0ko>EN8gl37@PZW1lD=i*2S%4V#s#<(y*R7(rZ-uu7mJB$RD@x#(bA*~
zxT(c?%{1y}r&T)gG>}&WUu%g{ccx<bVI3I5v2x>Or6il?$T^nQDh&qxA9hCZ%flXb
zqF|w-IZ<}td22OLgkZAiJlSv-7UX+qs2h@Wa11uW6V&chF~qGLxpHO;FJ2mU>a6-Q
zrtyeo`cO6)zAY=L{UN#--?W=XL^fcm3HBZfp^~BVp~rOPYxJzj;FOY(C*+mX;;F4X
zoowE(D_V8P86^o&yXbDhosQqGh1>MuR#4$yz<f=0LYf3MFp{Xgkq;p^b`U)O`Of*m
zLu&b@)AAuAc-5&V^Dy|Z5<TNlj`!W;OO15O{!rzMp9MGR2K095l`?w5C5F#3-#;SA
z(;-(NSe5ANJMP4&=Ki2`<b9ApK~ez&Wh0_lTNt4Cf&<T5-U_<Y?4yB6C{PIfAMM}`
zjD(14Mq`l~2|u~Op%m;TCR=COUVQ`Z^&>T1mGFAcyv_7JvKK{xVhH&)1*)Emac<Dp
zQS3IOUI-kTfk;fSmWG&CbGLZ>a>wm0T8cd~uo#l+#7ER9*oYxdIw^86%c8HB^xV1m
zuiDol*zKb~czB=F@;`CLB7@pu@uIms#lR2o>vtsC2)Ysu)5^Qmz?j3fY*>MR;Zl9q
z|K(xXqa6o=$L~U~J9^9Bo6sL6z6yrNoh_Oke4SUkh#~Ex^FW%8w!S@<RMS?Qe2r&O
z>Q@rYKUuTvS^d__H){Cm!xg{#!|Q1r?Lg8_t;+E!<ekSqKpRt1B~YucQ8I@ITb|Ff
zbzhDe8ebZ}ByAU3!JOB$pgAV7BJm<^?Y%y_9M9i3Z%d_2eS&Xnyf&V45Z+c;9jx<C
z$=OW8OdXWBNN~BmEmyPC7_d>}vyKl(@IUWsZ*R|CtRIO3?YO;*zKhvU=Rox3jYr`2
z3u1&4^z!I<Qnb|t5qXcD_(NF{f7lBSwPCs=2w_1)gsDRi`wXxL1aZoo*pg9911_^6
z@%{-0Oj97vH#P<YQy35ZQS2Y2qpY{l*dxz@&X=|}5m;bC?x=!P5D}3g2<GU^2q;G9
zLkIE4A&;;_f~eRepT~w7Q;3KL4v64W(n!)*Axwv<QeDST^;-M_j|I#LH@w&T#c_nz
zrHH4B!6C{tI!cFVlJnY}gcmvpE6fSrpmgTZihA|IYsB;9g(q5bfNKuR2*Lw{{^W<I
zfzw70B7(&X={0ztcCQ(9X%M~&{%$CDAgKS9w^DG2O1{&Ao3!p7BR5iXPyL0e_rsP4
zi~jo^+lTl!L<_;^KNlgYfe7tUOHu|nu@J%_iy%r7!q=$Ftjo{56FnjOA)+}CN5eKA
zW_1}G;yXNbAatOrjB*c~65e_G@Vz9pKrCrr8m`pJ`y(l_ywf~^ytuqid1Pa#G$u4g
zG-mk}`M5M6#=!Z{^XH{$<I5NX)UIS-(Q3aJ=!-EX^FZ-H_TZ}z^-h_436~ws)=+Aq
zcZh%1?=8)fpXiwAm~|wssX47W{gOvZGn-$bUdJQr$YYgxHJTxnp_buU0vZE$!YTuw
zntbt`lE=$@Wu{`^30zA-7oN|lo^P+-UkN7^Y-RVqS}h(@D^)C2Z~l0t99d%ep<6XA
z?^V&O0$0V|Dy=MD&3WaF{2`^RT)hvzqPK}x{wQ)^rKpst)QwWQZ6h&=hF?gfCZ-0Y
z@(+ro&b}BncO7R<C5#mNIfg%0J3ch#Srel5O3S+RSt)jDv(~QG?M&(n^9<U|_-DqN
zXe+lZ1Kvbl>kN_%JYH01+bwUR*W7_TfkK9xAu~{QiKa=?;_bq3lT1HK$D2P~OGTFv
z6eX3`NtX-n2MCtgeIhRvlJkp$Yu>iRXi+tbJ4)b3^Rph6Ay^t%VHvTG8>9)RwfldF
zd0p|L*S>j~@T(vdDV0#}vs?~w+6d1`i*CVg@K26z+Q_W&&zrKI51Z2$ME1GZSkc&G
zlC3!`xGt?NO^ECo+G>VQ0tmYzUMJetc9%?-EY3}Nr(ZrhCOU4!H^z7?R?x*8{wn-D
z@l|4IVmK4=vn<U`t;$mLQp=J(ZIx1=(n2kDP5rtjGpyECHk>m$m0~u!HtaTx)-1Ch
zTy0&!jghXTxsY6baWo0F$Oe;g!{Hj1it@^R#}NmJo5s?}(t%^m<wpGIC-J%{_}a!+
z^3N~xhnaB&Dn;Yq!l#9kL$yOX>*(v-Mny(}-2<fK+-nKp85oNuao=pzQ@6P%yUGU3
z^yla1J8eJPHt((N74IeN)jigVpzD6#?eQq^U2Bg{v=JG(z&!u4z$16~s>y!B?&sO<
zX^l^nH<hzJu3l-LPEB>5ZdW5d%09Ih&R3}yj^3ZV$uCnb4{uyA1WaaFtCPKwS#C*h
zyWsC`7pwU-t2GP375+>9EB<G&!M2Mw%z#I4WZygwv<$p@qx;4TB@6vYP*89QdVLqC
zvD5VT9k}B8$n*!M*9@;KUlVtb1<$?>|C-kQ;ipJXDVdv42c^j4Q7kmd>6lMc<f58l
za*@15auHEsWg))UKXKU^3pf(-`FLF2b{e_wzTi2Wuay3zIUGc@M8m=Uh_gV8LY?^3
z^=YJhYKAktrjX|QxnvP(Daq-W=d6PEH#3I<I6Abra$k5xEmuxL37&2$^rtv`SIrm?
z{d!XzG|@RRU#!m^lg=;%BjPK4UYhl7rR-<R(&gcg1JBEa8)f*o^Zv=$i5cMn;U{)a
zb|3a{&##f5wWG9uDtTWrsJUNFRqbZ_XpMSpVwGXFV2uoFiC!Jdq!Ljen>F^N3I{Kg
zx6o5wm+!Ma$<u|HcfaHYtOh0ng^p~nt@>DE%fMNIVS$gvu?tAk%h+_en{D3iM&z?+
z;-lcfIdQW3GN$>z8UMJ^)U8gbt{W0w%Nw-FwBmFdoy+uSKXx4~92m~Ly9W0l=VL4|
z%j!(k^xBU$iOshn-6^Z&X;Cvbe4es8T%)<bZjU|7H%ctizbZ{u_pa=$%q#iz?fG6+
zcq{L%7JPf@=wx-5aqgA1mXr>?j)zmi{zu(>qWs|e`A<EiW%@7mRhrgzXZoyI;_KsW
z^dvNCH77O6^cKD>c;EJ)>T?>~eo<Q1S5mi7tgkt`6<_H7ly<}U-IjAsr|NPXzddnQ
z`%T>sb<I}^HdMBZQ)k9r9cMolAGfOQk1Q%x{oIyc9vaeRYt;HU|LKz(@s6I-n;(*v
zp69YtP9}D33*B1RGo>!PE;QF|f_*LP*DB|W{8+BpmlQt@cAtd5On7JUE_^%YitzLn
zGX*mvvM-WULL~YHmj?%_;Fi7fI$N9(UeD*~a&BRs%8kyYzK%G=Leau2d9(CA+srxd
zec7>;ZKhGCU9+!4nL-54d$Nqxr@uV*k9(Ni^|&2l94eP%XY;Q(Cu_g9Ho|?s%$GL9
ztFBkO8OhXBdAnWHzifG(o_zMVS}&_E*KdG2<o-0h8Jw+qI=9s{*m%1mKa`>FhOy_{
z!nH5B?0blKifZx*lkC;)>thMsLhbd#GXJt#iOT3b7pF#j{vofMe6vxUt+=YfZiP=-
zJVJawh$p;OFE7>wSVUO_&+%@H56xC(wv*n$kFGzJ3Kh4mCtQ4A+BUH}S=jO3KC1Pg
zuv}VhoO8=sB=8%#uGpsfX|!F~sh}XFa4mAB4FA4nHC|U?caG|WiYi9JCUM5--~P6s
z5b?m17BpcDGPm~=CuCW?>w6HhuW16gp?$VU)jxpguXS-pHjjE|Yl~1}$2aFI?DH87
zB&viEatzu?X8USmUjB4eT{;qSj-Z{>Qm|SO;AeCsu>Q#7&KpHpjo{$;Qa?M^+um?U
zdKSni!b~)zOy%T248T4FgoHo@LI(B_fUh6|@xS)P5$HgOe>)Baf!<kwkp6LwJg~k0
zya&Gb*Zh5p82k2bNeeb`#627Q&$CehtohG<#J9k2AYql4Qc}QH#mLdb#Ma5&&RHlE
zdlNW-W-qDf1OnmH+<y_Il&KGZ_9rb=HJml%WO<G3Y?xmg+ZmcLyW7~`w*%sL=LL3c
zOq^d+xZ7CUI`O&-Q2y-<USR+JFbgHc-%fG15}?$OQ>1ul=V(H~$;`^kN-2m=K|#Uq
zXl%->EGqtw%YlChP?|eC+w-!pxVgD8yRkFdIhwJs@$m4lus&yb{+tOogUQLm*7>zN
zldTig-y8X7JEA5|MvfNt&K7pI6!-1EHnekb7NDfO@91Bjzu%{cyT!kIvUU2$uz&%w
z-2cMD#>~p{ueO0p`R|YNDq6UkSZj(}*Z^||^dZQ@`keo7=l`!?{@vqWuGIMVm26x*
z|KrlX{Ph36RL#l6@ui&&(5JKDzt`&@{r>gGe_Y7VazFIHOvT^l`EN&oi55iXXZhEn
z38Dv>TG9dQNMa$XpbBgOE4%+7d<Fgh$M3hm7s33(c@L`x1cHI2M1@t|5q2`rnsmpf
z@6<)0H!<P^v9GX=a70at*enaeKITCUKW+}1hh#5|5ix{O=ZG<ip`eL*SmYe$=ouHi
z6_uf3>wcd|X^DT-I^5z>>+(a_i+erub(T-d_Hp05SNUm)S?THg^@3Bi-?_)Dv;?^>
zMG6oC1O@_Q`Gb&tw;P~?W&Q?~9DdzP`MXp8-3AsG4D?I*53T*<R9F;*0<^YaT7~=H
zx<>#`JbLh7?h$B}LIMd3<mAk*iT>M>{OdNcKprUneJt;(zz~0)hLmT>f1IDcwF>d)
zNBq+y{=Ms7C<0O&$-HbL_+Pj3+uJ~bW&Zb*AiqLDV1p>zr!oP*U%-Dh1Ev`M?<XNS
zih>YWCAi}9|NE4K5Z;^p*>?WcH4mjfC^<K+Px-fF{g(~+gL>KjKUgFQ6b2d?9W<u@
z?^6z#BjNv<<A0uk|1-yb8Qy<3y8koB|7<w-NB{qMM-yL^wSknMr`%p=JNTzg>q9n5
z1nSGjP&56Z+7_Sd#9w7@`wKLuaq<pEXPe`N#;wjl|HW5%JoN`{)Hjxe6n3OBPFXbf
zAgd8lV$o2~to-VYp<;hwRPf)NtTgS&0XRF%$EYU?lP-~A%VoBbb<F1L=h;MG_4LeI
z#nl&hE`&5ec&m8>-Tl|Q(b~N5^LLD2`)P(Rs2E?qQKJnfz$H-IJR=bACsrEC|H|>_
zz;g=AUPfv&L=w`T*q&*Q-n0z$*7d?g_f_KZ0{TqGoc)ZJ##eIu-J_?V)|1)J=Oh7E
zxLqN}SL}8DGm+EI>&oKJkv!?yjWm|dO2`{ZhNoz6sl+271woHB_W0fi{n?Zm#Im0t
z!JxO)9SXUF-mGdneD)&;**v9f>&I%A86m-1)}xBs-V)l1C!b|982iPhFFScFOA8DL
zIO?Q-gi98!EJgJFq<kmxAVTyd;-AM!Ncr9hfmQnATi{gE2Q&X-cgR5c3&EmDY$UM<
z)C?ntQ4D{+RZDpaH*hwPlW%gl?ac*-2tjWx3Fp<1`38}spJLIXP$DHpBt-q$^Q(ry
zY>{C4HCd#a>f!O3cnxM>N}nJ=5$B6wP=rU8(xi<xJ+&O^gfCzIIerD0g6pwB<@IZ+
z2GK&z#YDUBHVQ?#6Vv=z7!*ZeP(&#Bn;fy<pYH|tWp)`djB85)DH$=E^wq#sWiad$
z<e4V-<Ul(A&@(+&t`qiUx4IPD`D+TKx1!vCj^x>?NL$Jv=U}1G3*zUdmK^nL_(<rG
zFU7*4D9_ryBL8`5)TkAKsm<7nQ_WKIR({NYhoB9a2$`_qtDzxc#S@75bAYBp4QPOZ
z=8J^z)cX+-$g${X5k%V@$2tlA+-Vnf5e9-{XDj^n8r6zwt9(j3!lx7>`<R1uida!)
z!uE?RakW?BcS{b^?%>})^8qLn2S2p!Qc~E>QZog-Qb}E>K5XEXYgBf~X7GNut{D|K
zjTSg#-7cw?9~InC^a7_4fac?~c23o=-@PTwqcsTkM}0_S+i<pF<7$PCz{eRH@JHwg
z<3VdWo3S#zyFKS3_q}+%ban^dzmqML&j=%0Ir_%JHL36CGh#L_$HnnT=%&JAvP@S=
zkhM%8Ko-Lv5#<4Ewb}4Px|pNtvqu>0bdmlU*v=aXDo_NOuaYc(Fn>u3R-2g@PJ8w1
zZ(p_Etg;L~^1JwYz&qF{MVnzv=6%pUQiDtW+DzV3oT3^`v7$eiiH1@JLWo4do%~7W
z{^W6hWE;AFH_dMsBmm{<L3P&cz?}2A+>-$P+b#9A_b(r!m5--Oo@9w4Sn}-Fj1PFM
zXA~xpYzM)fBE$H0X=D6cj;PrNHNZ0XLmZQt?5q`|0tl-s2R7=_yAo8t?FxW?6qo@l
zEf*a-4cldFi+6B017@%D!7QQ0lFvW1EE?W%`dxn0A5fAY#nXF4^rBbCb2ERLgZ5OI
z!s&i!KK$GRRqkLxsQuT1W{{iR49@#MI&^c)0FUD}yu9mY9FF@j5@c*|P#--kblmvx
zE_J)Ck-2FtPY_}(4XWu9;*<U;sQ6q4LXC5<iy8t+9>B!-!;*y1E*0FR^Eeeu+cxg5
z@OfzMw_Mw@8+L|Nn3Ol4J+E8vv~u6&^VrN!8W>j)ve9#2My@s=r99qi+)s_<oarU;
z_!YC(xOiJuj^Tp$^gSVh{ZKkjf!`f`+0iAdrXmmr@+-)n3B2Vr<m=B<U;hm8x5)+!
z6XJcjnzS~%2zO0}JAEpxeGZtOy%c-O3yavxJ_TRwGd!pQ_{&_CaUV9jQTGF<VS)4H
zu5g0J!R6DrdZ)psY1Y_!g#wzDhQXJUt#FeC&uymh79X$bE`06eTASH|trq)bk>icr
z=+xHRUAq9*OZfGES|r!Pl=n~KMb_*6)>fX2r8k3D+vQpP>dizZ;vf=M1OF5OFW0sh
zpS!J72g3ymG~me|0leDeR7}|pYH}i(>mS^s0gn66NG{pM7N4&le?|)}=y)G?ExWMM
z0wI|R>t;ycT*s-K&<u%LG{Os5$bsFuMcYj8qdrwzu@GG0=QfuYKcfek>gEi)qsi?A
zZw|f&+V+sTr4#Zxn`7x}j2P&CK`?uz;?8hQrRUg3BOGL?ky0He3-Nc|Qs`_=7kK@w
zN2YDzkz$sIa)76j652l#rT<{lXh=Gv+g0C~*?UNwWJOr~j-R|E!4@5|_yh@*AaMxt
zfM2e^$z|*>&e;FbL*|v-7e{-Y+T?P+;8k9~krUn_DPFFmVxsCfZkFlM-J2O~@eKi$
z#GpHZ(1>%&;7yJ0RyQ*a*kFAq<E23=He1OO5}1c3Tgktw>4UmFhpyKNXC8QPbI?@t
z_fyFr2}7z>Q4ruD5gu~~{72@p%S;^CqWAa-0H@k+hWPd$jD=^~cc2NM=nMb+7;Zb?
zkU|bWcvm11O=em>$ccgU8F(tcl~i^U709J=wlFhoiPAMK1!8DTTr+UaJF6Toy?K=C
zGO5dD4Zk@amfK%w#_9T6@%1ClAx)DprUwHD0VovyZTx4aR@f5*2?R?9#T-!hlMtr=
zFq!`x1q4B=&tr&ZJ&2WB&Mb*pw`048cDzu5D_1;{f%UFO2>yEJvz3|W+0G{3<PiU{
zEW7no#e|4{z_A*EN})W*dWM@`_|s7FIny+oz}uU-_}td(`TYUG>m8gkkEH<A0s6vp
zY`t%NOYLvo_*MBW^(Qb!LeeQo!Z=MNo}X=f|2F5)LyGLPeVele&KAG3AnNo))rvm$
zd%Zj-E8i%iBB~>RPd+S$v4$iw?b%ZfcNF=-<uvBbZglh|JCd%=vuSpK@b?evF4`CH
z%+2Mo+`EUQVVTLqt7aHRv9C_v65E<DtDK$3-JZD4+SK9OSTKmb=iAJSLzi`1@Gx^a
z{jN^1LrQlIhM)W0xtY^?A!PcTO)q~A@rmX?l5}U<l(1_)eKig|trhYL3x0P#PV+94
z$T^Fxcei#%<tjE?w;C!4BT;axiHWQ-jXaT2jNt)B_gegN?Dyyl^}Uz~XaTl$L!PF?
zUs2OsT1*GN6J#W$eXhj%g9j{nh5&6~ZaV0&e-C)r6u=*FH_1C40Veery0CKu#FJ+s
z*>MecjIWTC-nz}ZB-vnRk~@zGn_e6&n>Oy&Vr<9C3&Jmq#>@3vDV{6XoG<$MIqiO)
zB$9gaQEbc$KIwOx6hkM(gw5tYV^N5lr0;zw7N9|w5G@4%64Tq7cQot=XAiO00R|o`
zyZy1b0Bk@dc2_(?3(gAj3h_+1){BWxU1bg@h^JLPY7_q2VFp`!d`fb%JImFp{*04K
zA}Sv7k0qRuK>swbs<KCe*X8GpU#bzrT+AU2)t}6UGf8(g%_ir)_M6vo!kLc>5b+uj
zA9A-zI_sV9&F|VS9HZepO=c`_suD}fJDUSele<3K9jr3>HqaT0gCQ!ic^}QG_DAzW
zB6scz#n$WrXSZeYlFaHUXlB&UL-vk7a1p@OZ{9ITFU5#!7j4Zn^9UHL%QS5f#i6L2
zy+2N%F~R=m-QweN=Iyg9<>Fu^yOoyjT2Ib-O*8zW@b(1l-F&KYfa~T0V=`R0=OGu4
zIHol=cs-S=!PczhyP44OR`u~f^>NzuHjx^Z=mS+sk|+N;)4e|mgYchC8LcH7MWMZx
zw3LM|k0k<DwZ8^D_{^+ACnGQ4yhuS#_{5yZqEEJyOM87Fh9}kTakW_}QGjv_1dV|@
zAZi3QU*ve#pL*?nPO86LOZ$3~2?U{Zo`W{Tm(^5J+#M05e4I_TopGsXe}hRmBr<(3
zuM{E=a7J0A4^%4mf%SXivMzRkj{h}D6wH7X#=3!n{5`;1$od~RaR7+Lf%|dwPU~+M
zSq!-hJ0Uq>yvGv1w_i+on6d>ByKA2WyZq4Xxw#zn<0R#CeXyM)pUA9h*#Zo)E@UH(
z!zyvwbGtOR0r|8lY2of>_%2y0?kOR3*;{NZOu9jyPefq{XoZvA^JJqUJnx|o@TB4(
zx8M6wdX)m)JnjUy&D-nqM?R!Lzz={CzIw4FC5HsN7N2lB(N~Vog7{*8r-eF(_+Vbl
zCsh367FHY!(sOK2DKLt|GAH13e6<Ay+wi9UJ|QvJ0ar;Z_?*uZfVp=nz6Lg*bf6FS
zg|oDnqdX*;qHHdJIAJ%d%R+Z07G8fFRUZ<%^LE-QE_^Fj<+m6?$lhTEeKz~qiXiX0
z34XQx)$>~PD&1o(#dMHkvgXquRWv{Lo*Esd1gT4W{np1%=+;ELIZwgaOokIiCt2uz
zEs{VQM&0qKy?nGKL92BkB`#H^dnlQo+4(6r3zuuR@K%6&7ZM;6@OzAw?SOW(e+Mt;
zIqby20PQsHx2ypHl`$j{=S`Bn@AMo1J56sc*3QRVX+!fGSHc)&(>Q|>7%Y!B3$s$c
ztLx8~)XrFHsoBRzxW@V(htg)!6(xnoDF{yMxGx6_H|IeTLWJlSFNfR$L)w;dHoy77
zkI9dBs)vc7bYi$WKqSFhru%u-kNAk+K%QqczCubl2mnB(%Pv%z6QZCU03fwBEaco_
z!HEvF^Ej>W*+%feCisFe!@wpQR!Q$_G&xi9Ug-}HQ1%>>Jnts;eWa|lpZ%oHLPgIx
zTWe#L>3d~yJfWiSxgsWv{B}cPZA^wG68F5*^kAudEyXO8?H#$Vd&RH;;5_mh#9}1d
z0GBexfB7p8*~ahYC;8w*z8wQq#@KE-uK5>O4@`XX;{hnPnC{R`_*(st059}0(dtd!
z7C0L;$zO6x2@*&16TM!&X{18@hV#Te4RaRP`c*15($x%m1#ZFbAAb-S?`ehg^mC_!
zcGSA5VV1#)*ic)*g~!DBt$dxgs(AVC;aXDbP5!i5mQT~m5}o?zk}oX_f5zXU&>SfS
zYA$#m4^}J!XhY_qeT)y}-2+1GtJpXRa-SNQ@iTL4|L~6({;r+MKgRtiZ#dfAU>VOG
zW*^$T34x)dC9dFH?(8$^du2RJun_ruMh;_yJkxEMAaR>>5WX6CVGGy;qf<LF!DA_c
zRMl4{8m}9iH^(}x0bIZt>#CA-^+VTfKKu6TBcTU5m^1=~Oedw)L%hPC!>_--P4U{R
zr#<;ztWrq9v?)$(gZm?2z~dfbqS2-+8VK4gG~pL3U_5a2RdPYFZ}UemJ=>Xnx;^U0
z{xp)EowjbkC+*Z@{l>%QVzs%>Snoim|NK3!`bHc?8;X{%s~jkw##y?Yg7Al-<U+9y
zcgq_0o^vg@8+{qh9E5dphR$5?xwTrkF8Z8Pa1_mxx%r+=o2BvXeW4nnu9c&_qn_FS
zJgLVHxH9bkn>yS1fp~fqWi&TRalyNr<24{Iv+CbnO};r_Z79r!!~&TkIl4F33^F)-
zJxbxRON3^VfxIxrrXYsBz0ylCaoKzUJ&}D=iuYIbQGd#_X)hq8MnN>b5_gUK6QKQX
z3cyl!3Gg_q*igD+zDXS?IjRnWo+#4$%tHBSptCR}Jhoc}xvpl2`pWJ{iKglCAlIV?
z9RL%U4kWWNHDvk0FWbr95Zg65Or5PJ>7xWL0*=S<S5|XR*3Knu&Pp(Wo;f~~7A_=9
z!1Dxh&AB4=9T_%1;Q-{$a+74u>|Oi}tF%gfDGhS6rg#B)HQ5Z{2BkpIA8Um*iT<KX
z_c6Sk%nwLM4NLf@84sq6qB#&zA3h7&y9QiDL>@SU&FF1iE95PJ$#h4~=A4F+!3D#L
zH^V@>Iyq6{qJ{?&i`-po^#k!)UEf_Q`(mF?RxA>@RNL#n$hMyND29Cg!#eY03-=$)
z7lh=EBzUoecnp*eP_G}h0NH_QB*za{tJ2S}-lsaH+0@cw-Oj<Wr`>K(C({_qzI50~
z``mugzwIY+?0r(aOWclyP_fB8yOI^+8%{95;Yb1$fT;KpOW076jP2U8;FHmT2~$wN
z+Knhk@*Cno?BADje#N(S1Y-=^`5vcHd}Or<#U`8rz?s2aNAuatH|yGIQz>1dvgVKA
zC5}lQqwXkDtEzZql`bLZO&$fDW9}Sgi%&uW-a03}Mp#>WRs9F>SWj~>V^y94I5_SI
zI`8v&H@QaF-9R4<8qy8G_$?dU_HAG3`<%`_r|an;(gLX-D!{_%c#Mv?Dew9ZRhM&3
zk&N}*!rwl80n}4CU8yOq5q|6>va<dmseol~A$?>3eT1-`^cNRcMX!Z4ek^zY?$7cp
z-Ksl_o%IXlu370G_~)xY{~ZkO*Ar|ploZ7<Mq$#d-&;KeC}0Px=p$$fKph6FK&9ow
z8q!<xk$i)PJD2MIZ^C(Lmv9hVgkZ`6KQ0GNuKw5%5*U*nWVxjvcTFErMIrrkjxqI#
zA})e9(nOI^WXJdI91_C^e@H~J{9(FS=G+J)_;<e^_O<v?B9Xc8R5W~fEsG8A!qOOv
z-#VKqP^}|6mB2M%JE{0XMGXNmK^yQE2Q)vC72<b#x%7Pd1j$sMh#WG{0LDg6&LmCz
z<2XF2M-=bVCQ@$m<P;tcZ~IosTg~WbCMV{^wjd?M!4+hu$UJ!bSgYS1D?^2b{?zZ0
z&EMz*8!#pf$P&OB{-Sp#*UQGPt5n&=u&$p#EHn%OKO@)X7yi9F1tC?5XTL^*MZ(94
z{VxisxjE4h`0zGDpj07X>v-Z}-akd{Wyp&NP|>KL=eu`$Jl~ynN3~gaM6#birix)w
zh%;Dq>0*C)s9}iM<`9JU8?7kbRhm^v{srLO**d!sL4fBl&~Fp;xpLnv{-b+>Wy2va
zf<X6{XnGjP^S1eJYahX+dzBW*|6@^{ccv;K{;LuZe*n0ENywoAP0(!$HSSK)Vj%>d
zeL>YLqIX7l2V+7r$ITuR&Os=YODjnF6Z!`xx5x=xPXLm-(_B}e8!v|-%;TtZ3P~Ye
z^)r^M8k3~|VHSY8t)dSYlNN-1tA6{gWCE(M!96+aqNKt*nRnE|ejF>y@M9t0t9+uR
z&NfUol0nz=B+Am#<#s^o=OB;(i3r`N{X2+{SAfdLAFNJs63LMTWSJK?m;VL@lM9uM
zucXXQ;|J}2m}{BFI?kH0pSZLG5_Nv5ZjPvgx`C=v%!_PJfuTPvJ_vkyPglG@$y)W&
zP@7T_RtRp=3Uw<3t(8sScj`a~KFc+{8hzF$Pe?N@)#w;erPgBWMdMy)G2UGQl>SVw
zckA5VVU&BF!x@N_#@=ExJ<eJF(-0^jH>bsgZxVG~7w9_zx1^!wboZV2MaP6_P|6pB
z)X>`LJ@7RqFaWYbjYRZuNm64s|L^ZVKFJ^5XX~^M$BxY}<1St=Ro8RRT3*nhLKyNO
zM)ihz61)_o)bkjxLh^3<NOLUYGhtj0YGi-^=bc(3rxW$bJs;UgwROYs&$3<<oBVSQ
z;q~%iMU34^VOd=##hJVP_H^~+4qYwkmPyXT)Eq_eG#KdT`Z`ClPN_e-<eRTPM>C-J
zpU>5j&d$jFA#?Eu)E?=A&c*>FNv;+`f`=C)HD<#ZSST-vR{8oqgL>h9!H>ewZ746g
zLVXxcXhOw;7wRo>!R)jg7~PcUPtgJ?!M4?}(+uw9I@`oOL^NoB=l<WDfw6bF{Cvk-
z3kl+>;bN6aN(Vi(q~s<dK2Rhgpjzp<I#DH7g4fQ4Qvg)6+1P3IxAAVN8y>Z@;M5h{
z(#E_3lH`(E?SanUO*v3NSEO%ed03qHV7Goe>g`4wxAdV+JsyZ=#^#0x@#}Z48Mt3;
zzr)%uhXn`|^!A~3*Z^e*i#I<vJrx2J$?S!ImxIYjG1Wk&&{HvU5~>*>MhgY-IISg5
zSDU?y)SUNIU8B!e$hvSITo(DyR1o14Mdo$|F@7)2d~r-^X9~k?x#yQn_v~KN+lZ7@
z+1w!}(US=2{m>2db*{RHg)AZlI;o10f~0JQNM6W4mTyh^v5GhYtjg-U2Qv8TU^mt4
z+1JsQ8B+!H&0bvlPK>psP#m!XVm?>vl^ZQ~@zhfT#QzkK!e}T0v*H)!oARI03yg=k
zFudrWvIrK&!;`{cm{^gqMQ$UE>*f$^<JebwT8#RL-&KP@l-HJKraa0{4^dWEB}iNh
zx&OQ{#Gmwsg%K}+MiD|PL?N(j4KO7<^vkQ#9798`%Ch*&zF`4+poUZOqv|p0e{v2%
zNTS|2?F#++>q2-x>efVqT7RHBwbpO08KAeOOnFD7DQJCQ8<NPJ#R6^L?8!gos1Qq4
z$hqCRDOhvAvh`H-ctyZs9yO-)#C|r)#!1#cABZzu*zbEA0K$r3w$%EJVIuS~U6<UZ
zX4u8LynGMrfpecd=Kr1%fH5lCm?UafpgQn8o9o-DI+kxg5v{2%|HiRiW0*Zu{CUNw
zek}t}2(T8~2;KrI4f6#*+UV=MdXX@GMTno~Wvw9@;Jpk_XVk8p`q>%9#9%&eAMH*i
z)nq$hS-gQELN|aU^{F~zP6osk;Fv;WuQmHSp@=dc#L53%{s?G-y8nui7+CPyCw(R}
zl;3*@l+T>pnQ8C20&{{F2Y)YxX<?a{ZqTlz#>Xj;kf8fAp%jaVX|Yw1D21qL$g91D
zflAQVjxbkn;GJFz<LQaf6q!{bZN7=CmkBu*BB3Y){kn!^SVc?$j-r!lj>y<}_r!h}
z<_AinE|fO5zdoNIMPXw6ghPVom@Jg~v5{vuG4}Vo34yM2%qxc=|D?7sJjMYar8NDa
z=VfEZmw?qv9N-w@OL-wRO4s^~4V#UXUW`s8n+=$?cjO~9?qoDM=Do?qnx338nKG&k
z!%ZdS#;ndI+Taj>7q9JPZlsSQ6rV=@)HItoAR^hwZ&dy=HL^HZ%kuF07|-viHRyrQ
z$#M)n7nymbYgU`40Og3;rmL+_?V?=M#yC!G2&l<lAMy>90MzevCV%xC7#fo3<Fvbz
zz?}1wZ_@Gll``@;cvHP127AbD{G#1b{hcXsJ;4^(t7$M58rR*?bdky_y9YZ@-qV0<
zvFL_t3y>1_7ljKSay7bXG0BXZFauE=4>IAo-^%c;vgipGLU>2;U*-*#0GSHRN>5T2
zt?|10t{{8O>@(1L+^WCSajIETQ4~mFXn^qJ?UxH6l^86oTd?%KyI%B~Yy>JhX*lxS
z?LbZ=SYR_-t4GZ6M3Dta8kqJ`mTyYFT?Z17lW`HyiBq3!X|sN+Jj0`$g0f&Lq<DaW
zdf4n}N#{ugW_S{X)k}^5z07Mm9Zgz;-(?upPFKi%=>^blfqXf=A2)^AojZkdY&DK(
zTl&0W;=kR)Rx+&B_cnrYsEbJ=h?_pPOlA0#?({m^WBSIh?P-Bo;pbmt+P>FQjdHuY
z=+@2;JtJhu8GdeFoJ}pX7nOK{RSIO;>gHXwS9pP{zr_&m_A{zL3S{u9csA}bi$YG;
zzAp`0KovZbZ`a({d+e}fum00Z(7*xHXJlwb0fb8QmL4<8gUUeYIK<zhv9Y8OidNLd
z<+?Lvf4MrxK75YKcH|@)wntC&a4sy4(`F_)fl<A-<E7KD7GCp6#ZX8QF3(>;&P1R;
z#O7#!C7dOSR1c|^>71BsYR(hBTv_|oR@>Cmy1szN<NPefl@iXRb5%@umn%nUGl!C4
z6;F3Do&}G8@qxJ}UB?fokD88T3$Fq6mi%W*=pD6mjdq=F@eW%ctQ0Mt@<xhiAXC7t
z|Cg_C!cqz~5~sA5B2t?)zplx_=H9tP|L}8ImzXXV45=i1wv+k^mJBQisKjY8p3$J$
z-BZ4<WC>V^MySq2r`6gY=Y<w3{eJMwW3%XctR{#OKlp0~sK^YiU7}r=5)1nLRi4B~
zTtV9u{$h)`a?PT%^-^wAxJ#WL8o0NViavqIYBEHr)h{G{i}SuF3m}o4+C^#?eZ2sX
zMqcfG=}2{F<^!at7&AaU(X6a~jp&|0#GP<L2q=MKz24@+v6JUuiaeV&S<g_OULTe0
z9J@TuiZV`gd%}7SHV_aWsAoZ5MP7N&rgD67+mlMML}TFhNHQo|{HXW5`lhNo(_hb8
zRfGZu>6ehKYo~s3oHX`b*sZlHn|&X<lX5;f-d(=<7T$5=yW3-CrcVIBg(`$GK4XOX
z7oQwp2sq<)bYEiY?>%!q<E!FZJ~1vtYP9qM(eR<GP$i$|<zIS*ELaLz4hzLPVd{{0
zPTe;%4khH^s{O@#Mscs{cnCkP1t5Dn?wO6`S-aMG*$l0V7MHJ>To2$vjqNDJLAB{H
z3PvQ+US6Nx5Y=(v3#(9idG0}{`xQ(a7Ll`>BM4|YG3Cghc=Iw_8fj-A*#}zAa#OcE
z^22(z(k8*QgB9=sMBvr1D;f60DO{?mOYeTNMkTS_(}Ekv_!O>Bt9~T8S5iL3S+i%u
zP26{5;zT3VA~k=>q~b*=q)+0CxS?H%B`vugC!<1X`PJP($tU82VagsFUGed_=&6*n
z0=?9VzLtKSP$fUxjAHjmBmn_lkxjetWvm4__Ut%}v5fV2ZP1EM0eUtU0%OzqV*h~$
zs3~FWJmOvgu{&>!1oARdC|ZFXRuTlbpjEy;yBw}~>kk9C6FnkO2AV<1@ni$_cO1>m
z`tXD+?8<_01A9n(jQ_2`2g+<;{hc2c9ODkVoF*ig>cD`lAkKSp^&ImUS5L+6LSeLE
z1DbCba^U3)Clq{+Ah<Wf$2cSFyE&)S4jH62EM(fhBm^cDOE_@Vlkxau^+n$Cn<k6J
z)^ojdoQRFu?H6MZFN^bInQfWQR!1@7s~oV}uL%yv0kVK$!RrAXfd7@VfUngh>i}f)
zU}X=P6|c+IM2;K-_45OO&t@@?vr-Pgr&!K;izH9ZJ9gs&SE*#DSYg4Bu49vi3=qp8
z!S;8{eODuZjAfwjXGg%dLu@wZZZxE=WdD{21PF>@dB4W@ABnc{wp7Xrs3Y|!oUt>-
zzm{9kPkIWih|SkPQ1oL?Fp}RBY%5bhf+ayF|1zw6Ec@VAI;CO!t{iJ)Z|F`e<>A;=
zQF*Y85XVoy8mV7n6YBMyLWhOWz_U~rFeE^lQoH9~S#d9!V4}Rc_m%S8%SgvSL5JO;
zLtW3q<o(zy%+~Yf{S<%_R%5Ypyt(IR02{UeN`+3<)23;J)48m2F_OJNfp((lVkO*k
zG)HXhay^S{yS%k!+Bi;b08rc50EIAx>Ur1M&-SMPo**Q2y4SlLNz}*B;7G<DvD+D{
zeJ;lM31Gl3#)>r>BA`AsqmW?MM1!%OY&FdD)S7->rgMaz7OThzTnj1ka;zjbAYD`}
z$Ycb6$G=0;<H)%-lO>uwdB^h;XFuV_p(8-fE5UMRr1K&DgA+5oczUn_F5%W+u=p5u
z1#%fMQMJ(4d({n8TVIK7j{uRAO@Oa-l^qSagPV9WxqI?PU5G8WkO`yva=ge6Nn(-U
zkVY(6AS-f0ET71QFoa1YTd`NZ{(7%*5GbjuvVH(`1q(W^(<Y_>r^8Yd-QW(CkOu&A
zn1D0ffYamXS1ROnH~|aiJ-r-wlD8a`Dlghg!fkI*LGB$7BcORZ<NK>gAxm)WWL$xZ
zl-C)OYAn>LZP(1fo#X&06UZCS)-%1BL(*@q7w>FcXDn!)0DvYgu7M(dsr(|KXye7K
zk{%L+m)vLG=#>oA06c_>R|*Lndk2UOLFx@Xni}nBNEBFDBO#BWy=E`OzHObOUn3m(
z!?InGj2G`^Rq8(A?^vMSVbeu0<CB|B?yF<@^7)@YDgMn}Mg6JHU)%*C$wAPbI12T&
zH8zM{$~V-}q1GcJPVv%eyzOZsdB$NY3%!fYfpkg5Ul2T~*!p&^z&kw0cSzuhCt`pQ
zIin-FHEa~c)9rn8*t3iz+SIt$uswi6Y>o9JpNHpX1pC0J@)n}hFi7q9SK7goc1?%k
z?@d)jIi+YlfeX?Gxfc1Yqj_U|*jjInWU6N@KZ&IvoqkJV;cA7SmJb?53*cMT0S-5H
z`RltntPSIcN~50CcVwP)wXK}eqRRkLVnHqTkv0DCvurYJ`@JM(<Xd2F1QorS&GkK2
zOLy$2M|RbTm#2`9s1ksCc4$<88{(T*ORtNC>E$9oLE4uFHMNZyS1QPnKd$nGkd7n`
zq{e-9COLO|XclResj&gc0?pRifz9}>m^xW~#Z$;cEQ}}T?!>FX>Rd43OIA&$E#Dd2
z%Whez=T<IW>7XgAR`O({A+qr;wj7cvqwBMm@w}JegA2`Req>Q3JkR^_PXF?hV?ofS
zI`mX0^zR|kl+?7rC&9IjEcisa$6P?W%LD=R=St9*nw-oFg(DhH%BfqUP1;H$OWfBw
z&e<2zI8Ta>?}j9}WC)xb#`Qw9f^tKO;%Bgu0qxCu_&AxaXhoTB<BVGIkX_5A=`mnv
zf;G*6dIRhr%UITOwFP#t0YHc;z+}wq2!v?>j2QvSs5ka&_mfcxuU%1DzWt_SbR^00
z<&XX2@_d6No*N&KpZ<+}D)&A86xi^B0K3_3Qr9iGfHGS?oqO~i7r)N%IRfx!+LM=W
zr_{tnrTSD~S_lMCAF@1xT9g*5YCcjr&(@=2hJqNcn>sz+#>3U9a-O(~ybz)IiS&Xg
z6M{ks`e-hXYtU^+GX9MzU?_vHr%bL(fDJo9L1t1-q$Q10rM2ff^OpNk_UpB5qjwS<
zbq#_RcdgR<!gSzlg^O_QWVo3O+*74f_<y|fVGX9-3jIRcMKEe6fgDzJnpLX6UP#*L
z_i-X+h26Hi<pnUsk~pDB;x{Vo%yJ(`UjVS@#^%*?J9@!_K_>4~>HvTiBDyRTqx^X`
zYbVrvLM9fE^T94Rk`o=N<?|0qc}*{Xp-BN8rQi;`>A+*EV$siElpL{<lj5Q409nZ?
z1c<RFf&mSVmzF5F<qm#rda^Of)F~9o9Dldi*Wyk2d{!w+x51h1XLlsVZGR|nJDo`8
z!F!I7WLhsoX3Z*U$$9!|@0@;s<9wWV5@C6suhR_hp#uO9i1j`ADjq2(h<2BGWwE@x
zS)7IE)qB`Pb5W1idoKh<svw37{`j34`NOUjKN_Pvqc_lsRy*U(D}fg6!tb&@pQrP_
zw3DGGYQF?q<lISLe#JkJHp)rVkb<&WJWRj_iMgkb*6c5>AdlV=s*qVAiQplJVyRmG
zyKV?G0z5FIdQnv_I5?`tu5#br=^E#oT<S(WH6L^*uM;h3Ec2;u;f&;o{=}T>O?bHE
z#9{0jv#Uc+-k_SbZmqIJ@v{IK=K9Vl!^993{p*=YL)3&9Y4?&411gajHFaIQ9Xz^G
zCv368RX{2OQSlBlzqsA^(@zV`6%E`22xDZIy<kSg{>QO`s^J#`>*-DdIbz{84BYUG
z9wE-f>xFY!fO37a{YdbFBBa3!sL#D@1Q@ihl0*vh!$NmWJb*&9gOeu|XBGdM1{S2S
z>Rpz0Q1Q+-ftq+Ek;%Q*rlQ{Kd~Xdf>__E1^pUXmrM!hLjw{)9{qmloYh?v`4JgR!
z<YbzK0D5QXjPtmb8O@wQF{4Qw!FGxozPmsT2HtZC*us(wgEO91GtplS>1E_0?v6F9
zPv;`+4x4-N3n)mxWUv~kGEYcO!mUhxQE)YGM1-JdBL)#gQYHH9Tth3w7~EQg8s$_p
zEw=_<j5<+fcTHQ==*4Rkx={`$8&Zi;o&kA?sj+bmacQB^lmsbDq$J&~{6cf{eDl(r
zX%QxX6>^Rwrr#-uu|dCz;>s}CZVlu{@iJhY8$aUX>mS0O((~M;xkq^5$+|_~MomDt
zfw47*A+>!uz&;%GeXk{u-E8PZ)ncZuH#q$QOW(CJ7mX&kFmHFl5#WhYp#h$NVxXuE
zpw}kn9KSJr=mR3EG3SE&&x0Ak7y)dWu@Pp<Y+FEJ2H-_8>=5jf3CxwO*rGwUE%?MY
zA7N0*pp((gt&eo*`=ZerLVR!v1q|2VsV!ohxdB*e)Q@2xDa^d1$VgeNeH#9a5SlC=
zbklA@korhS!&cATRF69{ueZ5~C$Vb5ek7hY#GhXHHOjxz07p?+7d_s&vxVzKR!yh@
zO^;y^8}x1k>BT7?Emptx1an`~kZzPxppH&W<{8UV5mwu0r?i2&ko117Z74#5s7Z7!
zh>i+S!wr@IkuK(q@4fo6;_E}J(U#@6#BW7%UhDyR_8Krz4|b_n<R}+wBysh}e7$V1
zhVPlRHGuh2BM{HI0<c*ScvOk#zOqmapbpfSKtQ~i8sqbj+-s+@A}d|8K`!)Qd_|n4
zK_qwPGK$i92E25i)wcj~@me<W;ugp!acledX?*DOoxw^gv7RM`lI$7PWOr8+<L#Tw
zd=e7zA8md_E1egUiMHvW`=5pL$vsNWf7c6Vyi=y4uBsth0|#hfRfsv`5l>-M;JXE~
z5l8yxsY}hQ!&+%&OpN@Z2!7_K7xVb!=&&idDIL46ZxGXdEdP<j`$!Z<(+mAq;q6zJ
zKe}?+1?@E`3`Ez3UpxkJ7^98!PyC@y#8)|5Bt+QCv66M7K>Q@x)DEU@ue$a;3OCKp
z2~+=@9PDh<3kWwa>taz<&Kn*uX2jjAH=b$#NKgG?fzG0fAg64S3Gni-uYtds6p*)=
zpX8}O7m7ZR?o3a-*AAsSk4br2%oR0PJn0H;6k5(t(j$Td&wQ8H|LCIB1E_UUfL!q1
zpyPat&$pt<d(0)NPDI3+adTGJiisrC7<GJtlp{)Ws%W<Y$Z?L>xo*8Y11`633Y`ht
z9Tt8@<LXTQ6q~s1Z-69wA+Uyn)6fYt)3pVBkJ;9{sh0}Cc$KXH%F9Er8R!X6QxEWm
z_}%MNFBHTkDw@x)0|?#El8e?<PtVA|<!y}^$H%9#my%biK&w<MnJl02p;yFnh+oQS
zM?;bmasMrf&Gto`5}5$BiEn~KHVQjJNKa`aEkp(KW2m$9p{HX}#Vd=4jWz~Ax{hDJ
zpEX0X%T5=V5zoz+;io*KtbT(*!sS!RBST7=9a}u0bhcAXb@)Ty?-mw6)_mxl+W@sI
zlN-(y7##LJs}8hOznKA48j&H^N~^WAw(LN)h2C87Y9n{>9_vno!sylkH1@~_$n~!S
zn@>AX)_(!270ff#noskpxm^(dD!ZJ#+liI1EM=C_Fv_wPpxk6>>I>)$Qrq94zMD+P
zm4J0tjlYWs*@-tfRG_-{<vaW|QCYS`@VVlinDE@I$-O+3>XAq>ZV=pRG0{X41(h68
znY8YFGjujga9|}t(h`GpIXmP)B^o()5vM9GgkV5uS0n>VZ3_D20@U1WubGZjc$mG#
zZM+O9-oZ?kOy8Mk?8R{nGVIz+Luc_}n)PdV^Ui1PxSZKvEc~m{PwD=Gz%D5b!u=Z7
zvvk*S@<b<QUB7)c3}*WfPn})tj-NE7VnG{OoRbG}FeFZpu6ca8Pc9=AiVHQ-<Gm}Y
zblx+hrC}g~LKUUd;2X1X@?##-mV*LkQ(tR<I$Ia@z5L`YCh;q*3^QUWOF5}ZizGnL
zNsGH*0|!D0*L<Vf<hKJlKYqsRi+Zs$GJZg4AGk%J@6DF{W@e}L4sP1}{)y>AlZW^j
zzD|vK3}>)})Ds5ImfJIG-QxN6ZeqI^fIdKTifd1ll8z=vF&vV8k1_^`tV*D&p%=75
zT$z4w4-T{_sm)gy5%uQ6*^{<jbw%T0C82(lo}p7ouYQfYP?L(i*q(NxRf(n-Q6T57
zLXIv8^9Pg-s1F`vi9S^I9Ok<Ye*Gh7=fp(+$6CS(rW7Aim88L1-k}`JW>2t6Tow~C
zXQ*EzSExVm>O{5+QdsE4air?du;+EOnYWQe22+`ZZe>r65#F}?E(fytjKdB`-!MOu
zOlC@Mp`6I-+(A<^P7Xr&hv0vUf_nuKv^Q`L75cjf^hreX>y`W(h@hvjL2Q+34$l~#
z%Of||h#1Z#Z^;CGxh(f3k^N3vyO}-)aji0Yot_buLao=IY%%txKQDKz6a`~NW*Tyz
z#;pOs$$Yt7CW+Y;0BRgSCieM0t_=b;UMs+(`lSE`UqY$PO-4$xd(~1)fq?={+c=Ky
zWnV1SsK2r(U7R^DUq->M<PHskVh~5l*DntG&BKl=o-M!|A!`ZhdT5kL_p%+T75#}8
z@8^I*Jza^yT+ijZn%;+z%;?PPPPx!L{;i^1SwQ<6v4gfzAbWc+>=BP5DQ4!zmujOW
zD-M4aDw%){cP{lTQGYVxMqcfF7jL(R42wh`L!LY`Z{1;B4<FSk3$1*jC<AVJk&W%)
zd{O&p(orh{GoXQ1QF<b)(HyT~?&^omY*wzIQ0c9;+|fR9buusB@s5yc*j9P1(yndu
zH7eBBYl4IFf27ecA81AH5Ve*>Scspp=#7dnYmvrjz79Aw%xr~InqtDiWq|vG92LBu
z9^Ms6>lDWpXYITvWmPl&W+tbE<x08U{#iy_nq3Q_=(x{~L$!uZL*ZIxta1&Y$!3}Z
zURv=(Yc1Rnhk_<G%`yTZ{EhR1LiaFD&uiC&%zX*rUi$l1&f<*uL8Jg}EdGT2ux5!6
z^pg6B)h5Qw1IRJttfDf+C@jf&*!p7Kak&(%c$SOv&L$}71?P{_Lb)2%n98ba;P`Rj
zMMbDkECkk-HMJZq{bvC6jMi{rtqKN2un%(eRS#$}&2t4YOBzX#UT6vRsgEtVuS)l9
zru6`fXpJP$slnQn994h4Pi$FmKs>-FV?^nu!ePQ;a6v2`_m=pEL}jry;N3(bsYQ{$
zypvU=4?eoC$5p=x$Ieh4kY@Dknhte;O2gbCKQkUtypl2{AvROI^q8x#=4WU|)Mohe
zcvpJf^A}dQUb9I|VDZq(v3JV60l^pqsabb7>jfl~*?Fh&MIyJERc0J6lsHJ||NOrI
zwp6L^#^PT-<e?7fXatyvmrm1fg~zNK40G~G5+-u<6M^ViPa&;9Nxm8_FpeLp7hh9s
zaWNeeVR36TDN7-*`YrYXk4vFBiQyu{du1s{**$FkQh~)hMo{I}H1y37{pN<udTPGQ
zFJ(}Ten~OKd*|Gbqw-h7mWrkk;#5oF;CTHaNyHg*1@JZ#D!}u=r;m$7akH-o+HFSz
zc}%yT#>fS8*f6dZWsT;ad>5=;BH${_tJK2j+kneX)YFhc5#k`D5B~+ms$^iuPodZF
zn{}a{f}41?qU4182siU0*gUrUh0#Z>$!ZlocF&pTb}wG1^59jAlaAx>%<<{&B)33>
zn<Z9=p(8XpncG07uqd0!KYeo;?I*jcs2oIQ--b}&bA5I%s$|-50yO<8xzU0R+43y+
z?@Ljf7V0%hNM+s2l+)(j7U#Wzoi(7gi;;^+qjhkfV&t4sTMjeRX1eF_9Q9J|ew<kU
z`tA`IOVfdfx!*m+wGjRqhD&>|y038iu-h|Ps^KuYo~yL&EfQ1F8><2E%%KPBB^&FF
zi?Mpn@SDO&mglT8{N7G(+r~_Vk1XiFn3=Hjd_?!ZCUbShDjrWI&}KGRbiqf4dC4c}
zwML`4VD+*i@S)oS8aGS}*s*t=rglCgFY<=b^hR170iQjZTKk%vx9^9o0^`NBPi!{>
z$JH<yB6Osno#$UXTQ3)ax<;&Owvv*c2xTNzVQ1`^VFBKqDlB}KTyc#?Ea(fj60?Q;
z3e}*y;r~O{TZXmSHe16XK#NpxDDF;?;+o<K8nift;!?b{SfGYeoMNGPaMvPjvEuHO
z7K*z=fbd>C`?>GEkMH{x{%|BYGuJt5X4YE6VXdt62-chgC}jUQE*3ZV<t}^hMzyQ)
zw~*}~6<8%HmU?eb3##rkt|XbHX86qhR2|QtKo*Jtyk|&<F3lyUA3o;K!ythn>7&Tl
z1I6R5iDJV~6uQyH<(P>{VP^GT0GL?)@{wNXRxk8O+Sl#(CeUCN1Grzv9Z{kON?(tZ
z7$~Sj&AtNsw^e`yD9R9U46nHPeSToE^C;*iTQZK5*Cnf25Ws!BWnF$_ApUyLMT5mZ
zbE7p`sKiXQ@^Fu<lQ@)QvWnG5X#j3u{P@pM9)*Z)QbU91shQm^s5oAzBpBZylp75)
z06l(8lZm*lGRX-9$UOToxS()G?V|H~rKz0(C$-EdI#e7SQHkwGE#j!1`asgh*ZvD~
z<hfEmlq(y#Gnm{u?#h3c-)JpeZovU__}k2Or8lweGQ`t@+K?HGkjNeD-}n~NY9}XH
zddEiI6_<VTV#J*}y{3TpYlmidKHiB^7qpoVGqW~oo180wavAltDmaQsjYq?t<fCCf
zCMd9MER@6U<i2>@o(qld2O4*T?4A?)hPV#Wgxq~z#ECw-@1Vr^0CUc9@|ks%n{Z{a
zUV)bE#S1sG=b91Qe4HU!+spNHuFd3h*9C$8Dl??;9B$~%21|k|C7VZB;pvuBIn+lR
zH=<CYcX)zmdGk4cOYR&%S*v!7AqK_ontq-YS)d#VvH^$F;EChRbGCo`7})J)+Wh(<
zPIrPD9;BUF8#b#&Jo}JVcpea~wsxBPCvE)}CWIs4mzNGT8G*{pp7rH6bXCa~rjA;3
zvYXNlC6iZ~j9clkOPPuT8e2Byp|LC~n{5Aw#S|P#Qqjr!*(&{<V~07iQ|V7wRDw9M
z=G@C5tJmBX%vrbXuh>iMS?ig#Z;B=SODetR3@%m^b<z_DOC93m+rZd@NBK(ahrZq1
zt*+!dtZW%$skI|v@Ub1BlRGHx#|t+ZEAGc#gPOg!^7U<G9zUyKRBe7#du9%ZI78Ou
zp+gRYfxE1?!XluGyKI;!ZN&hyzQ|k!vsVAtzl#&bvr97-Go<#z<ePF|$H-+Dh{)M8
z$)L1w`eD=qHDWy+xs%2~u&Mi<89y(G#Z|ni1v8s5eS)-;gJ$juU{MVaJyXg8r0z<U
z6>@#q??k4);JK{K77v}!y~<D~y1Xr8rOIz!r_<<07fL^Z1TlnCtK<GGJZ(U;F2Vx>
z;0P<8pbMCBGN<GCzb)M0SyE1eE8XY3TuT}ql?^p1+@oQj6ac^uQ?PZ-0B7~s>?GcH
zSE#)3prafeUJY*+e_)kEoajN{E#H-3wfCfu8Q@Ufu@^d8IU14^le@VXN;_pwV;F=g
zLZGO|0nxd4-Ye3vdTC2H0Og+VXQ|>nbGL7}wk;=<Jg6X3jxcd)U@oK(53p0S8ND5+
z+o7yjNJiGKiO`~m^n@`Yk#5I`m$H>LlS`l9a!=%G^^~k!54M0fU*(AeX&^Vt*r_(u
zBrfwD<SA2`K*7xT4Gs|gRJXL5mN7@AH{WQ%QA(Eol}Cm}OoqzMSd8&Ox%kZd8YhKQ
z&6>^}N1O{*okvotn4|U!%350wR#!8ETFa98qDzTaOzqH@2$S-uJWQ)jugtJu4i3a2
zXeH5bJo5jjR3RVmdSru`86BYESGprSnz<wvR+JoX9Ga(3r#%M1Pt`WJv#pi!UAQyD
z3Jca+FHj5?CW6ahrO~8-G&R{){e&$x$elOgGrtF1sXh0y;ArU?9hfAF0}QlWF=uY=
z^fGU7ViC`kJ_FC^Us9G!A`IrNP3&dcwNLihZBsybbsV6wT9&s>7!>zkmb))^;a+m}
zz7w5yQ+VROq<Aar>bQ75tj-8~R-8xm_g7k>gn`M`*z1c`-QvdebeII1ncJy08mRGi
zBPw((3KKm%0|LBcYcoH-bRB=nsD&e3o4JeadtPVZ(v)7{T}6SH5CKU&MnZ$W#)%SC
zq)5~&d#RBCY716;#LCrnw6*?bYJ^#NGo}HUe|3#~x&LpaKOT*syG~}MM*)fY4JwPA
z+@?T2Db!47+g>zTaWq9TDf|r_B{~r^+qk@5JIhuI*U4g^DJ;(w6v=RmJLez{gR8qR
zC0~P1Ty2**Hy~`}>i}InWISyG7Qn?N#)jSpAir>V8>Z=EP44DVZWut;_a0bHdr6<m
zyz{H2*#Vf-bv_LM8V0Mt?CL@HBXPH^*r0@C9Dio*N#<Gq5R+0|m{`bTr~XlCETeGS
z{#p<xb34E~b)v^A%vO}JV9tL%ToDY(A+8uh^q$SRY7ir~v8U~|u(tR<KvMDAZ>5#3
zJ#v1u*9w%)WwdLZ`M-FT?#0(aaoqK|&g@>173*|`k&@+1>N?AyAQ5aIWd2RJg}lMA
z@E~}0GJy|t#I?$Ue0b@!gY-bXo5YW+EUPeZl)%S*IV_0yQQkT8LCA-Eeur+oZ$g^$
zx)x2EbU$Q@@Km|Alhu97<gSl(t5;J8zQ6LZ)xY@MpDNO)ij$Q@<J!PP#B`EsEsce&
zV3%<u$6ZY;eHm>;H0Qr$l+<wX483W}r0eWh`2Yv9xWHwd(VDInp2fNRsUZaNg9P}x
z;r4>(!+VS%(e1JJ?_)%q$)NM~1+lbd*M?kXn&|>^EH!|KK#s~~$^eMFtYtdy8ddFz
zslCcl3A}q!xS(cVci>jpQw<%x0Q^mL7|TzbPILV~W%LR=BiDQ$E50)KEE~T463=5H
z&Fj#1b~a6ju1RGCNvobT={J7Zm98Ar)3CYWAXlR+OwFZ86nc5LD1)}P;d|cr*4NSg
zHh>Kh;uR0nz?IPO)p0?9b4!hLOZhkg^rd$dT!1TQb+fp<tgE8&(GSXN!>t}k$}%lb
z`q?>4nUO}B*#R%%_ZM7@{zFe|AF+UvJl4Y3bNDZaKoN)!TsSb+-vo${K;o<0QFT2e
zaUU(k!pkKF6<jSwtnS1ZD31;gHLAWf5S>N|uEaP}@THLYdYuuB+h5lF2s>y0ZZdks
z!vxCDuujjw1jEy#=JG>wLNkNXp7edK`ztZk;io~CMM;?W@0kFc^X>JvM4p@=6)hgf
zPq6dT!FtB1^vmv1EoPv1D@RO{r-*L>KxDSwyo}~qpsaEcipKMUhvWid-on=rQDhlG
zNBVt*N+|xWWIk9?g&MbZUSDMr&aFaC69^MGf*&95KLHR`knaHWHY}1v4zvt@hwB=p
z=J0@e{hf$qIF{@3&$AyD4?M!E5P2n_WD!uA!v5Zv;8hAB<G{xezF(LN%5)nO#%aef
z7gn(Ruc#%KG1Gt7=IFfG!gsEiI5;1i6_`0oTA71AMu1p)=@fS51iR+yToZG=*W5a}
z20ikb+DI$Md_At6@m9o|6&C;auVq6mQx=NZ=9o2>6FNRd&N}1Z7l&ZSbQmap=OotX
zd=i$T8{1zmW^O8+JtzghP~FJ$<OF%WwZ;F!{&K3Kt#GTXBT9?9bB>d`hBU9BiH9n9
zdg1N=p<^^GM-R7L!Ph0XN=VH;Ni^CyFk#-cIjz}t)ALJdc1f%2q=TDq5ZP=k#S<rH
zkb&{NG0M26yOw#~5tkoE8()ZoFuLy6Jk6rVUng|Az_i(acd<Ro4*&rcQV`)_R;>MC
z4hx~1^Rr~!2drpkW!>5S&f@F?0_r}0Cix^Xi`2myxc{hy^FznOyzj_yD3oN>IkvJ<
z#lhnJXR<I$uN+FXgA`WZ{EL<!(W#oL*l+~&o&EowO(I(su@%&TSt&H0B)Ld;Hhx=g
zpX5tXcal@xbdHw4J^TwF>|Dnp_3_v*Z0&#^K?hC8G*;1Yv(fbNWMw{dhiWac1^2Yl
zfSGe1U(_e6+E<phGeo===!TiMIW3bmJ{S<qzL(f-SnfYu>BBw)+R7g#&gMON1oa*V
zG{L>AdK^{!^RTwUbxs7j-)LZOl0GSJOe(@hycEfMcsYW=Xz&xRrNRh3xSMRAg2pMm
z9LziNE>=74fQdpmEZc^Y#^2*14!+vIhv-mipB(|%C_YceAXrOoDj-lXixfV<K~&U&
z9&x%%smW|;twT0=B6|vBquj5vXL}{=F70f`eRZ_RENSU(`L6#%$b;D6PmerzN6EQ-
z;dWJq%BK<dY%08$YN?9>{+8l+G{?bNgcN7e?9y)*|H9|Onn@7mzVUSDqOXyRA*QBv
zDVuADbBOheSPGs6qc#@!)=MIC8;Y{&2qnJl`b?-r3*z|0y{$6ydL%PidGsdVf;c@n
z2(<Ss(JWxgHwH>3n}m|Y%pW5^8+!#w0*^=@vG$+qr7hPd-3;iA(ez<L@O}B;sZM2r
zK$ADhw3J7$Gt50!Q~JKeqOa%J^LRd!8dbe7G^Lbc`T0$>L4)lStu@S=9b-d|wI_5Y
zq_|XTi#A&{bB1fAWG>BC*MsT8tz6lj={w*3H2*($M>dZ00ly}h&U0SP{<tvq8B|YR
z#9^4(Y<}zCS&n&Vv+`hA6xt`C2r2AI8RULROu>UuQsV3NpGYp@bKJEmSh7ejuW=gZ
zgdEUtoWi7V!HJA+Kp91Kq41m!fWnO%KsGh^h-CUr3aaKTxnLfx;?zN}8kK{yUh++Z
zgMq~9JDm0B8(}F-g;qIWaf?v$b9ZpJXn{aPRUSQ<h?4<J16y)^oOpHgNF`}VFq83<
z0vHO;;x)n*xHjdv`@u@FXp#USwAgTP9CIgolAME4`D6smYTIkDGe*1Yt9mo)|KMJg
za7WbtF9Ps#q1T@cOkq{=J{lJegs)l?QR3__vVSz^^r^@eb+S9!#1GWb8}o`+M^PN2
zI*O6N(*xF*=!ilcC0DMtq1}T&JpyP7YSb2vq+&1KIjmu1zm48LB>38m-&*`(4HR5O
zN+s!4cx%of-$u%zDNN&11NR*WLn5@UNc-LpO%|~!Ui?&=n$!`F$kgB9bDh;c(7XTi
zNisOAwMPNOdmWt1fwTD;u-KDXlvy>`06TQZWyIuyHAt$*MF-q>yr;zc=w-zPG-gTp
zHTQL%^A9Sok+MbB=9i<RCG($Ch?H|8(SDkG&1rQay@RD%hdig{Uk}6QqMZH@DV2a&
zmGrt`NhdvpZA=X~3F7PMMHlS<bV3x7k99i*8>6YGe(`7pG-sQRrh7^6@K3cKe{n2`
z_2rgyYza`8%9ja}IJ;0^Rx?s^uUgArCc?GX{quDeC-5M`A_Z`x;H5nU1}cKU$jSJB
zzB{Pj>KNJoE5peE7xK9{tw^}fGx4H}9GPVlWru?$uv=DBrD1_4#+rtG^7;sg#SzZP
z$XyKB|1}q}9VLN7{T3p)gd`fNNq0wynkZ<#mqx~j2Wwt-&P>Zr{3?r38$<czDPtwg
zy^51tM0?$bb_-u(#oZAOW8V4Sd?}5yef_&5hoA0+u{#&EP)CmB3;U9VPHrlJ3p_ii
zrdYe6)eMWzK@$eQ?8^+=)ScVTK}V!D&vxuEaLVpn%&oN^WK)Hf4$2HF2h1){pJj4F
z*g7hWaWKaPa-R>DyYK$k0S0xe0I{uba@boYnn&-aRTb4W$B_qayJM)fkSkXwrAV@V
znZx9oEXM?qa4|P1(69L=4lQ>^obF9X241^x44vpL4K^Sw3Y603*B9QakoD|9ONE?x
z`-C#{2}3}IX>soxvIAH+4RIlItM!}SK8&PmyLGm^EP_U12NqQ_CWogZ*J^DXEci3|
zr3>(ZH-$qai!y|>;4cdQH#MxVS*ippg+WLJlUN_4*2(P(MqI_@Fy<va>^$m+c7#S&
z<*j}`#%hn>>O=~#Uyp?cxjT)&?!z$^ta@!QV9}`=p37Z3lxC9FR#Yy|RGA`z?yB6o
z0YtCPr@#DO`VpinWLe?-0*oU5W8eXl7pVZBYv5K_WM#e5S;<rQvuP8mSNs7_f3syU
z4YY2el{bc1H2@`0I+!(|4R+8Y5-FtBuJ2?s;2gprxDa!_wUY<cWs^jl`d3Z^DV>1l
zjMG;B(7|JwH+RjJJ0wi@VKlg$nmd6W8TsXND(F1Em3^f0Utay(nknLLlkHG&jRSd*
ztleOG*4T8V^}zN_^#GvL>hFo&HZ+ljzWJ}_^iZu`^O~#pSP7uVr^P5!e}P@w2fd1s
zElmajfn?T{NiCpRR)5@6H)PiOXXA0Q%+1ofx?G7chT7PpT)d~1P!>#>S;D7j;{z@K
zIXD846yT`>UEC^Yd(>u}k*x%5fSi{YRD5Q7F^Vuql>=Mi?v=N0D}YKEUzjQ|h9Fwo
zZQF|QAbMiFx5N~`sbBdTG<y-a<?bK27p{+vtHm6`T|3OE-8KB{lr7bs)N{rPavf@|
zu9iVJVO(exGI+qnayX~Z$Vu7yn(?903dtYp|Ea8or*Zzi^5kn>mov22HMz8pFo(-0
z5_ruHk#E+RM{n}OB0bmsniumw(uKvH7c7Ulj9*Q#!#*Xna(Cs0F_ZZ{&kC4#w~?OV
zfGhswWP)FI4M4kMNjeJ~C#bSPi8v~FFOm^F`9IaGX@O|>Tr+jRf_3rMo-?mj@s{Nq
z6};3)j06Ks3r|B>%?M=x9)b;=OM_$l6f!nVj2a~f^%|fH=2g5&G_gO%_ds8yd10#&
zKU|Q7T2JpdC@CA_@YW(_d@9$_PlSsY<V<pU$R;E93t|J`^I4cN6$W;OJo)Eli-d+_
z)JUS<eIc;+pl8!VF;o)6c{D#&UpHo_94GtCeMI}<DxEAJF$LBX0*Vb6?yj&!@u!;I
zx_8_i)Rx~V(($|UzKW8}pPW;XBKQR8xE>8MeWC-OP+W8THO122tl}=3V6ph~$dCxM
zyq@bE--G1M1x-+XYE6#kN)CAhObwZ_0$vZOZIWP(^1Z^TV#FlU6!9d?V8#^t8?DT#
zzm(R(eH>QVwkoEQ^0l1SY^viuvq5Ie8|7o6ft&Xaw4iSP==LD^9ZEM!_)fEi(cJPs
zUrThfu?Cg-uA28r=c-=sXz|9R>sC(~!rhrUZ+i%g%vy8X);iSij92NF9GLlw-dZw~
zufX-}G8!5Lz`A#^n!mY7+ULLg+%+riGCDxsn*5-|d+`CnH!6{2ebD;aPzYQq;yIWD
zT3@#K$*Il^GC9IwKUM;%gA||OaQ|l@_l-Ua4?+Gea;u4%C=oqo)<I!b|D>Gn^<Zgq
z%VaWH%c;!hJ!wDnqU&QTx_oDKG&YR}F73+TlpHGN{O}}#`iEh88^ihRwj?>{7#`4P
zvH?2!w-l>6SD5USTyCfbWVW}whl~Xc<tN6x*lPoHjQ%U{{{3yKGa;tONFKclOH>7`
z3tT<{EfH9Mzkl7Kj|5kOcsBcL!<SolvzEvCX9_cB#uE(~BJ=}vDOX_Hrcn)83>*RT
z%oL-bfX=VzE)(06p+ym7z+vo0#U!Qe+xwydfIEjUK%*1@vUTjnL~(NC^~#{_&$d~`
z{5y#ko0#C!lyCAS{JZ{Y<TqZ@5?xBi(B^1Vf9{~6*JCq7UOb)P@cVFttj_pTfFbE0
z>t&>M!&T!C)&pAZi_$z?3HnFSqWp@_PFNLcXTNL#rB=QHm-q>;g_8xD!O<UUUcA5W
z5z6H~gp)waa@EGD1RKmoO!Z%%E2~9-0VoPE07Xdf#jFo~s~e!|FkM#kcGlA$>dEvi
z*q+x{YGd_!G*a?|Yb+YV$h{+p(&>Dslc<dR$5F$afiE&l#17~HxTsohme$ZWB;8!-
zYd=Nqm&pn`yi3tV#&h*k=C>zmnuFNyzc_iBXjrZ!o_r3_=i5_qJVsTJQ6AV{5<lnH
zq>Yzg4YT(tQm0!auY1wI5z}H_cQvG5y^Xqzx+0z#%~Kn=HNkk4{kKYOQD)$iuBHH>
zc^7snsZ<VT$f&OfwOSpVvbC0qAcah5cEyv3B+dR5ybpMTqfHq>v#b&yAv^ebx*c3+
zjth-;@Mpz_!6E}KMYhz#K;dxXyQSvYUf=epq-``LJs(tB3o7J4^XI1;lg69AMbo4Z
z5N`&Z%#jkK%cd6j&GrOG*z>aef`GBmmyRaABOI8YDL!GO{T+jA3Y%m7Ewme=W05RJ
zvCN){Le<a&?+C3c-Ly#z=8K%l1k%rW{5UZ$H1PX_KSKc_4IlnnbGEbpR=z=j3gr`N
z^zF_PJ&BW+I^^bJ@C@8HL^_e7+OFf7<4*1Y(^grtg)!a~H(ghM>XRM3jbcokE8jN)
z?8yFGTfNrP+H&0NynBq7ce@0u*Irgva&U+)acHWN(QpBH&rjWt_Hv&5CbtyeZ7QE)
z-`f1V<%G;-dIB?WQJhV)^h11Yqq)1o-Qp3k;d#=*6OpcpAl{V+dE0<%HVK(6Q6UIR
z1FM&CilDvIh8at0AwQHA5ZbA9{d_H=i^(Iuc|a{ZPwVSk-SgKZou@2JLkGz1;N+L;
z78zP@>LgqNfw_-0Y1P6lkMR*z=Fm1SHWz|HtJN~*-+;9fA@dWP2QuhgyWOvtwQnh{
z{1brSIafF<4=*SeeJt~N{2$TuZ<Z{$`D~rXO7HjvvwmTC__}VeTK3T`h!%L)(wz~F
zQX${XzJfNBo%|uK^HM)J*!pvsdU3Q?d>KxwM0@$`^Hkc&?8}6PsVpfAq%W7K&eA)@
z6?zWgO)E27<ChGH%`{3}fHMI?2T1T??hk@ziTA^FPd;IE!!B?NOTwI76SDhdoS5?t
zc~60R4aM1?iid#mQ%B(1&TSE@ycSf($<p}Xi6=|}SY&rKEgG4)#O>#2Tjq_8<wLKH
zHirIM>4c$obNn;aDs>}!YyE#EZ%T2awXR?zi)^Xo#)00r5ag$11AjFVnuQU4yo8!8
z=$4jo!PeZX3^Lr5GvG*o_#yr?bS4b{M<@az1IX8MNP!i!HZeCBOoJIyQ|MMObqZH1
z<P0kNv;t(|DAk0X1~Z?Tyd^+Vad|WQO872PWM;d0s_ct6>S!cK%EIs-nN+1w!|@p8
z%Cl4aBxgPcAS7J_&(RrY5H}GEX!gbJbA<QzX}ZUhHWyY=LbKi;*eO-SkcWU2OJHDu
z^IKQoYbr_`?GUFX;JM)f?9THM@1ULdp}tvudr@>!lTw+AC>U2g6{q#t-r}NEzJY<x
z)tKPlb<&>g)50T8tUgR+)FzD~^0+Zw*uu{oURS2No)%N0kbNfrB@=MkIXQF0TUS2I
zfsc3{S>+0-{<e!AZ4{q{|JxNmQ3FO6Z0I2l^+q1DFR)QB<uGrn^1#2Qilq&DiJMx^
z0dSYwe5WSIC6rG_w*@#v2?E3Z`<q1vHUMSC7MR()2qs8boEb~nXShX?EQgcdjC#a`
zHzd4{y`#sO%Y(lB`b<qU)8ocMYJs<+_X!qKJdy2ym(LFgN=)R0Ff5n!^YJaRHai{+
zm4Z0=TOu9Cj&)qpQOB8YThkoc($(LLtZ!-2;V=$M-cI+OVew+gGRejtV}IGOGsXt%
z6fxalS7PdwhF$pUjKI)pv8pw>UReW4U1T&n?AQLD<79K2^(oeIoVG!MDi^f@9i?24
z2?Su`k<`@*=!S!cg916NfB@D}m)RPJ*8Ha8F-lzS*#a}rNT37s`Ts@>R@iPFSyJ34
z{1oG7mo}!eGg1I|l&#e4(h*b}R2mMyEn{c6)@1*v`OnBFp?z{@bAQoo0q&Pi6h7P|
zp3>(saj8wb0PGuW0XHJb=(WMA77B&ZcyHyM*k>i@YgKq0HJgf!-C;pijs;lc!6`bb
zkf7vb<Fm61>1$-3+l1*vI6^DEsNfjcTbk;?>D^zWA|_c$f5BclaYm~zuc{1EZz5%@
zo8v$A=jT`RQWFC#IN7iQo@aEgCnVqr^oe6#JPg0;X4SmsJYWI%2O|Iuu;RUVW)yoK
zuX$~^ncE+K2h5K&fNwh*>J)8a9pN%+8`RoV2c5d5w>h*OtXBFR=Mhu7Jm(wymC-y{
zF5;xk0PQZUj7MM0o~)tDOMl%wDdi`aPX>6>v)-YBqWAyR-rL{D5<_d@wBJh4-uM{v
zjF#f*b7KIP;f+EogCWhGTk!BTJ5vUcyPdE^nyr_sg9Y!N!fVU29-~B^DGdey4vVXR
ztWorqj>=<DBCr>9`2NEAy`aV3zIU}lLFvGAzr7c&C#5ex1J<zLZaqvkfk{%p=hv88
zt$|!p3^KN*fFbD0{fW~g?@>GU!*`-^j$5-jiKS4M5ZhO+yR}pf8R;rvK~1s@EE{%|
zHWc1L9R@COS78|m)pr=k@Pc!(?z>T4o0*p_1tQm4w4d;|CdEK%nd^JSmhH8SOe3_Y
z`uctaon{m!fzmv&hH)Hf9f`5*+vXKOH4H9;Oxko{v`(hQanX-7xUmYO=Dh^FXB{7`
zbOC`o0*=&R9%b9%qpY7@mGSjc3U|&spK6>%mb!cH*Z#E7p9|vJBJCMHe|5PrM7@{-
zcYrLT8;*`IG>Sae)~gNO4Rt=zdu_WRq0f>N?&z6!jq8q3;=1$W`)@rxK7xOF@ZX_M
z@FYovt`saG`C6)Ys6JeKl!EOsDuoSfCU}X5e#c3U^5ShV5Y%2PJUYD4rjc+As*GP!
zCc2ZTVKI)3E<W)f6Fev?E~_dwPLH9NnKcFYuz!3dE$A%D^KuSH14sfqM=w}QwK(EF
zG*7c$j9r8;BoM|p`(kO|>`4Pw&d)})_OSQfCE#>>khtZHb-a=x)Z2Z-P5eG7sZEQl
z5AYe=-!IkQ?7QY=0uf9QkX^E6w>Fft3p4;YoEdMO&?j&v0;K3|i?5i6pJ-<Un=OP~
z#K7n25xaJ}T;EM;J2(&2E<5rD^=M=qJIn+Fa?8VG;eOjF3p$RdAVbqJq{!wEnWpre
z#fPSI9;O`b$%6i#Zc{cxY*0|TY`~ilaP3YT$r|@zV`~KYbxm7nkh{_;1xg>9YSOr-
zzs<ms;OBq!-*kGY+^%`U<rF~*(l12cHu>MP)Dj<Po!uPa8}|xAr>g=AsaC>0pt4@P
zJN$kWFn1QbiN`+|x0Uu%W!`uRS@@%aeH`4S0ntT2yx{s(#JY-MO7)svbdTKU(1DW9
z4g>wrs07YC#r*{S4%FIEN**{OO7HmWvZih5sM{~<*h}wKY3q8;8_Gg|dA-ufzsn}B
zPfMD#)UWKz&bcR7%=y8VS2CQ96M>DZtyerVTy(&&bsXn7Pa16L_=3vz6C|A~g%t+~
zJRbsW;v2vgr(zo?uA@*mBuyRG!8PL~FhFb5|2B2o+d}^GXxc1`=MCFHcP(WQy1MJ6
zbZU1G<bG6nnOmvrCxc!saCs96<U_`yfWK7rgC+O~=um6R<H2f;Eb1lO+KxF`Iqq}O
zxgnwIw*YJ-Qfg1e=x+M6MQP`WG7m3Yo%_Y2cqfA5hF1xUc5BZ^1ml@!It<VezJT^C
zVLwrr<DhzPC1OC=aL@JE>q`rd4Zd5N`o(}+Gle1)y~-bAna=pxR`wLfAE;10%4oMa
z6{nPUoZ&jS5QhlT@PO9MO3lD>%5VHGHOLa;Kjrj$UI7C$9NH5wULFpK#il@+=Or_M
zP_<V=y`-GCpUEeL+`dGazyPP6U|!tap{>Ew0;6xQIuGcAi}9vMxPe6<6t9_nt8IKH
zBfqr+nqE;0-xk%NaCleyOhqutJzFQ8%BER8{I9Nwp_}@lMPxui0|iIq&#&8ySaGX4
zTf?%4&F>Nl@sw*{DQT6S(d{g1`R~Bbcw8CUdGQgQ7@LY1EN>zN0tsPL>UYGeOiY&p
zm)v~*LIEaHWzPa<DSCx9kk;3y;pqbaOf<?h?Pjw(*d?{6jZ;wb9Y5FR4-RK?9!!`V
zVAPE#k4lc~S{&voPrJ|^6x8Z(C~eg3n6fSp{J!0|Rrlv=;Y3x8d})cQC-Z}Q|IVL)
z|D0fm6&W_*-3WDmuM<X<NOD$!bI1ECFJW=x^_gzB*w?{)^ZVcO4OAT)MUm&pcb|)F
zm>ay609%flaaJxwGY?a~W^2l(0jh6S0LL*0KQ}i7XrcswO)zAs70<+L;TJGKn+X>T
zB^mT;ugQJ}n0iI|zw9PII}(L%9}Wymb(0h9NRY9B(Ef9+f9J(GP|2-2w?u!paekkg
zoXJkQ_*J6XNpUOzwVRn!{1ta;U^fl$ZVz#|xy%iW{Y%H^iOshD{IrR7z$;A2se{AK
zxb-^m;oQS0e)8SpS=k~yat{Bn7IY{{UA7{(AFsp|hB?0z--0@7E!=$b<@&f-|M!ix
zG?l#;rQ)yMnseLsj~fo2diG}0+}V+AEmPsnbNw@_h5dAtGK^zKXpvKSx4l)+U(^9d
zsbx{tpvmq9J#M?zd%26q*qey`&%b3IObz28B08c59vEnAz*g}K)~sBH>zxjhe!#Cn
zU!Yc*=;p;Y*+13uege!O3Tfk&W}t3jP?LTN_+UKYh!T6kF4o37G#asCH5Dv_6NeW%
z{U=|c68ZY#q29bK0*dJyp=Yz7X&nnk_%NK!i)jijrEh8Bia}+HHWbZh8l!1`kdG}n
zPt@~RIR-RFLrWGUwi?_$>yZ+*<rBn!(D3ggN+3BvTJiK?4gHjPy=BUs8@V-Si5W^O
zEpy=CT0v;tWwjfWyk7cw!BYI-G(}U5W(>6r#}xc~GM+W}cht)%yUHcxdCi#7rvGuu
z-@PuCMbY@KNa2_TIiqIZ7^l*fGKrfmqt)-$Xq+9PAU_!$ls9}N6dE}nJb@JQob&D%
z2L3&~x;jVssN$hzWj3-x@%%{U`MCaDh)74OV+o7vy~RL;l?DFO$Brc)gqH4GrQT^V
zPaCH!M6mXQ=-+(5C-FxGOV@Ali-*D_rO6>PAjKVsBeNrs&>jc@J=2(t#0{1QHu=1l
zZs?W6y3mT>juN=F1gK>0RdvVxKAiQAl=x$l*B<$)I!uG>1DuOZfumS+dq|_6Z=jY3
z#IDrTc<Ru#KhuG4U6+z1%y3{<CULRqFvV7Rx=`KVZ3_h@cvG-|DK0|{TZjH-o9o3O
z{0$<gQdF3<-_z!8kb>en7&mxCjZMF(ZJpQ?nzXJ9xfnjz4rpFN4)(1nbjRgPqxLzb
z${0}baewy=Z!ViI7V;GO;~(C9X;kQ+I&wXaZ`@9}1{1yl4$z4tc0ep>ho!F72UQ<2
zX!d!=<xQEWJ9F7|e&tvIh|R@Wh7i$709@CQXvM3I_|D2%9DhJ&{jSonypL{(0~V&y
zILVC(fCmXFH+J$Ld|p|yHgmlLw3Oa}x09U`F-{l)KCF78LKEQJZe2BeAK{&6gH5(X
zp(!NpYC5`)%>@c93v&bODlu3wW`_NZe09(^)^DYz$N~57DJ>XrDKopq)m%(A5OHQn
zr$c(kAs{hGcGt*fg|D2PTEWdzU(}B0Xmbbg!prmMUr+Hktpb)R<Ixa<phf%p#N?oy
z(;GFGJ7G}-&dm0mVcJ4d4dZd#{;2i5)`ddRjO1A*!C?%^2}hpZ!CpyakbrKP?A(>-
z1|eMG{fP?ZY+-dU;^D(`Z>^5Zj7fq`FHH|(@~A>TKK4>A{|2B_#OJ8{0B8&sgE-gV
zT-JGf5qSVOnFRc7{BKy$HV4t7ztX9dKnYS?r1{6u$=o<y_(7X~fI?*5L4h_$JUJd4
zZ26v^4agC}oqRYtL=_eWYX@@STtt>}Pr;q7CBP~?vCTa1Sq!w$nV9FN!K{+68Z7P6
zN;hUZvMQ{&o@FWyr`{vf1uCCf1&n+|P%iW6-Wh{?43~CAFCQ3TBzTy!$fP7E>+h7t
z*Q%n#07y1O41Ud|y=`YJQ{HTfoI2@m&+r@H6D>2FENe_oY+*6N1muh-&TYtbe&k!t
zC5{?bepfUymc*u9j5?=eQ-n5$TX82Sg$2Q76W$MMoDS(CXKfku)sHVss$PU${0aLp
zFm`jM(yaFP0#3Q$w0pjB_T2|~RzKTnLL=qZiZvB^j|a?lwgt_S99dLW__(0)il!!@
zlH>qT1UZK2db{B55ihZLz<Ljb--NzL&{y7)g?ihJWV~RVTcZw-eG1}+)uET@v*Qqe
z)%)PJ-A0*VSq@ISM->Eg9LukeaZOT9%m1iPfXx(=_55}_L<JWK>Vp5`=$xVRLt`v4
zA>V19r69j`c)%aM$i2{&7fnr6aG2s_u84F_h}mzz{CH}t$C~;JZ<VL+Tjesg3xN4%
z;V>JQeNX?BdR2U7(RH&tFg@E9s%NdNpbs3R;KAu_vN6l0A|d&oJrIQ=!B#;xe73EL
zR{?d?i={cM8B=6g%(s?wX@eu=<))(Cyg;)CNV*3uF~D?+3AVM2!=F)rXU&X(hLN-`
ztqMDgvflEKQO(oKvs+hkN2R0%sg27I@9%7%sOAmIXnx`~xbp1AyIZd*oH}gd@R>EA
zRo}$ut)kE@IO}r0(1juz=urs0yr4_BZ{wYRy84@C*r~q7L@!yl(BY3X3wdjg%HlYy
zcb*wW@`meD=+G1m5W6jJMb1jIe;dDy4(V&)wEwq1S=tjYmK=CEssk%M1^C@b`j>g;
zO6^NzU~ff6O;Cb`{EA%T3VO(1qC)Qw;I^)D@HaZ?S5;t)OIzlbyB4|uN1jPui`K7&
zO!2a9f1kWk9y4!t-PBrSbWo~iecrn^S5_@|v-9RsddGBIw$<~p`qxz1Ror$sv2noi
zwD%jWT+Q8x^XTxN$h2f3SU4u$ee)?O;WZ4JMo}|^E-nuZwy6Al@1L^dkf?$Mv~zu<
zNEJ_#D5N{92ds-my4ShOr=3@I>wf9i2tu6zt+>x=2@UpjoI$tc-x@Ngwehf*2b%$E
zAv$Z%GG;UU;>q)K`e1SP)6+LKL2(Vq9je#sBVr%wHsIY}Mvl$2oiXzYT<)=Py=w0j
z1AMC3K}G8vThPlJ|Lp5`6nW-&=kHQI@*VqyKGrZ>Ryx_^V2Ol<?KN_9P~x=bN@-g)
zU+ZXCfRfh30V)(Q6kWn;$HKmoi&3iSc`o=7QijJGrjv)~&CQ*Mr5_%2GUo?K!yBu2
z$NQ#p`k}Do-4?5zT==QPcpU4S*{khE{F=4^-nBh^xb;O>MK$^K(THalIKh4sFlci~
zJbR`E&U&1s$E1yBxx=mW@3NZ&SbOvm2?IAMpEzkee|`zsufRO%AEK{Qq_)AMw8nl(
zjJ^^!5s6_L@%8cg4Olz8h?Yg$djdO5ijB769p$Cb^mb^Uo15DugBlZa-AGshdtR_m
zBGc<WH+@xX>QEA>P@gvbqwvssN{_g8;rV16I;h-!xa~@+LI=ZrSSshhuj{#byT#fw
zBR}!8duQpM$P-lcl=+s?knvXi!(ExhBkAHoT(#GM<e@^Lo^O+>-kvm_NKt-CQ?OfJ
zBMm%%Wc9Vlc7oxDoOeJN7<BNY7QM2WHT>`r`&_~6WkctdTDf_vhl$>EUY70_FQ3!*
zN14AX!`{%oeXP&IJk=F5Ang+}h1@hmv@>o<UwifJN`wRk##dT^EK{^Jm_a|t)cci!
z$@C!CAk(vN!Z(cLxlmHivnB?{>LUeMwkm2aW@`5P#TO~l#m1eF&iok{0c$p-1G0e+
zmnntHiZKUjId29-XFtB7#Kt6Wm*2eSB@r*kPx2bv_}VSa8M<m1u{b-#rS~pS{5(&R
zb=Uh2;>t5@4*Weh+f}w<VXJX{6~9VUZaAzFm~MWqad=Y|Pn~emwfGU08W(xSX$Xgq
z5#cIg0WYCZU`-I!F|XJMt$We)S;PiAck8Gig72_7$CSQ&p?km6Pcxu4T)S}v*z8!0
z7s6TI?6sT;XDX!816+CZ$>E^hmktLC@#PDBjc3>#&M#sDubsOMrxpD8`KAj9wtb~7
z^b0?VdJj0iEp{xJ6#%`9n%eVPkI@hNOXyu`tXp#R;Zh>hm9A;=r?<~&5(>hMiAF^r
z`l3ME0WtEVWOqV_fAH;aphvk4vTAC=8$~AyxRO?tUJYg|f*jv1v10@X8NPl|CD1ld
zF3X1O!XdZ_zTG`#1^O-es@LsQcMwb&Fa>eB^-h9Zd_`UQP(2y)_RBZG_sEahrHlmh
z+M~hPcclZ|)=K%BbTX1Y-z0g^l$n2m)_N9y#0Jf%<a$;iea$7724C*nBgm-~J=v2j
zXxj$0hul$>p#|mc&eab|nCbjdIb{0K-k$6Kx61yXqh;(Sa|5?C65X|g@^KUC%)#y4
z{^GXkeOkG569VGz?{+%Ej=$HPJ`$WE>75ObZ@(qJ{C0t8OD?pVt-RCZeQ0V<%?KMR
zU2G&;pp~R)>yZl-1-+|Ssmau|aQ^61pfQjtg1^U<z_>>@CII8Vk}B9e8{pJna#h57
zA}=f>Bl9I;7z+|+rB<ktP!lnN)o$Nf&x&gw`HOn<quUjeWn?}{eKvygw>ISZXzdP&
zPT{WsnJNrdyohLcXope&fv@--%u2~`KJSTie39`0g#N~>wRYoedlzI?=;`WR`gAp_
zAc|lveaojzq1OBKy<a(IVU2d{4)ygYLh@RC?*Id<vFJ~Cx_2fUR|x5UFZYr&EVZf2
zH2rHR7<gYs0^kJ_%`M>e8$vB?|Eci<<648Dzx+FTg17ufT?gNP_uO}Oms1euKfep<
z^oe#TnagsrW?Vb2_uevS0xSr4gUl0wqIXox&dfTs;?7qF^0)(20lm4IdJDO^gTytr
zvW!c28>D$`P{p!vam(1lH;#l-WDDsM_#l>x(ey^9*TlHrwHafXv2Z~j4t{qC^Wx%w
zKCmUb%MPv93g_EBiNk9bcu(pHXM9hlEr&x1N|AqPP-n&6zSz*AL9|}byLuO-Z^8jO
z#x~k~R^LSP&ZBy&ws@;22yJvcH-hxGm6*-n)io=3g^z#{S4T0f4{92Nr&O`B9uHK_
zQO8xvj6M|CF+;xa&#$umH)M#(@a}?y{K3OxdFx)gcY!m&d^5leL>O@18|$Z8e*Zk_
zfo$ddvag~LezF3F>Ji`PL6YK=UtfEs3R>SuYcdD+L}+{*Dt@l^?dMVP*5Ah8sxEfj
z(p{y<o%7yPNefLH{)Oj#vzJP+@2=g!i)KS?dRUgj$CY0vRm;x<gjGfJRM((22j(+h
z<^%b)YGhcK-;ivap`IzEzVMf=T3zQP+B!>81Szjcy!VA;y_=GNF=6LD1#S{%9n1Oy
zHbiAtG6-f^DBmnv%7%p?{>k;0R1xb#pn2P~!q~tjn~#?fsidHyo3f3o%UUHuFVxZb
zQ~v3$OKAu><~fGZ$t(I>gImO+bV`o;`y#zj_p%&@tYZ@u<^Yzlm!+}C%R>(_SMK2p
zZUIm|%ZBi<mj4MN1m~w&f<n-(HTpZh`lY*X$K9QaBi_8F!{$Ut%AFUy_1-iseB!LQ
zuwyEH$HNsfD81${dAQ8f;Knyx*rQ?Qvj4D)RwLP9o6M8<hvfV^B4c*1j(#lmFxxR-
z*hGJ#AZ=H`R!(~Oe$wHSV`B?VFr-8-o&V>bHA{Zqt~ZJv8mrd2`+mwk;Zt_lPp?YN
znngoDPqL3T)@q7G1tQ(;KXlYU?>c0^)-+M4<R2t8##-=G(?PtE7Q%q;F?fAp{r(66
z2FcK;c!h!C1`v>C0xtP0iF}Co@WY7X%RCNR(E7Wer;NlPi=RAYb;n?5od{BCcLvOY
z@`e8xHD8vMRK3%uT9h1V!$p{KGffX6SZjg#IHZgx^ud1TP}p<JTw(;u17o3`@w{7r
zs7=^zEqPH9P2nVdNn!F&+yPl26Z{k_i$Pk~u%k|LA6JU}9OXT6_XjWkdB^F!qOaM%
zuC8R-+~mAbI|1t70Fmj_Be@HP`~GK?CX!lr9Jy7OYd*Vfoo%hP9O#SPJv&GYXxexn
zHJR33=(H+oD#$>Pee>1QN)sF68QZ0%O@#MJHxEV*jUD>Fa_FSJzH#<Q<*Uv3Q)(>4
zK_CH20=e6gm;iFyoYxo5($ziUViGDia=Y2bY)k84A!gtjU7=u94g%CZ{yM4Aonz!f
zV9^KQ!|yKI%OO_ow2oh7cwhO+yhKy6=uBavy0;Yx?gT&ks*Dgy;IAto{5;p##dxNf
zl}|(ZB7iE{43CNovoX0ku?nOVM2Y$dptFNDj0BUAr=XBu!~eOe8sWi=pijY>l$O>z
z)06k*1rdkgS8vN1+aq?|PO$Y6)~*5%oX{`2UkQIvFlzAN1B7S=S0@E?%;@p!eMrdy
zk4wIV+~uEQ*9W`HPDIFUj?!t=JI|Z>cKW%Cyt|$A00J@kn8iqRdiX@3n0@MnF66EQ
z4v2kDSH1sa^Op$_Aeo6E$V2yBHL@OD0z6PZ?n8;rIw~^s^SN^yuDF-qa3!z>=GWWY
zf-`8&bs2bmNY)ON)8ka>H#QPy1bkESa_TD+ef5l#Ae-ndnMl(JUlsi1hg@2ri|dIS
zqa_iaU<^Z#r%8l`pKB!MXbdMPlbD=J(<=+1C#Roh@efo`mBGCNF<K6n=*#(Ku5=ew
zlu}+{>&b^}PJ3i@ABk{YSu-G9Ts^;YTzy&Bd0Q2;MvYXnOZOJN#>~OTCU;iyY!*iX
z#M142ta-z!mDcVqU7<BT_C~lq$eSzqerKrXzT0=z6Ktx@e9E~4+Ra}L_YD>Gm={n4
zplh9;qGfBdhj($T_|7G$MuKCnqG`5dfD#fxK71QCCDEoVaLCy&7z{LhhKd!w&V%Pu
zG_8lID(Z9}esn(HCsNWu6m6=Sk*Nj%*L*(aiDn|*9o(Q;c{%-Zz~`Y`%;pOz2(5I3
zi)--oIr${bW4#V4%o)Q8qs?&$e@KebK$n(^H?tflyajBqWS7p!Mgh{!(kEJZGRFLE
zln`%8A?En_*z!Rq?4PqD!qt(-;s^COJoyoJ<@r{7n-Fe?P<P!QD%K)Te@fn-Ow%7C
zvu&9Z;p186(0epAy!lxRHTG^i==#L47b(|vzp#>c2-q%v8#O%J3tl=dA?<Rf%eaPu
z43u?iekVm`Ja8<=axtk#LO6G--gs!};d*^i23cmymi{%KnwW5U$NLOq8OmyO{|YM$
z)XuAs%TDl@9d}iW#yXdr)&=yATlq~}El$e8(kJ>xD0s#xga={q;mQ&s`~}IaLIf(z
zG}%fv9(}0yeAlg=p<F}?L}YzESsYTaJ@^gC>6`VU1#<c(_B~3;qKTJFuM^kXwo#>*
z0*aQ7r!@)ie-peAPZqd6Pc2y|idv*(hf#-@djH`AiA`SX8$rXuybv}g;#7jUFU9^N
z{&jfL6SO|Ah);hQelrp1SPcf{Qh9HTzVC{nDQK$P<TI(uHM9uOClq-7SnixsQA@oC
z<Mlg^vP0C>vx?!v>k5?-rIRl)JNqSHS6A#l_YfmimFf8ZDC1f+T={Pk!Cgt^vFJdi
z^&Up@B^ng5^91W4OW{9<_}x(?55ri&6)@=+(Oa~OyNfR1Bu{=`<@e!<`A>!<k~O8d
zv`nWM<HNw3K;TG{$6hMJ+qdq?DuOx*(5TBZW9&Iptb3q?h`tGZx%rRx=F$f5E#@hX
zH$@5vK!5n{kFACqueYy`k7<yc*N23!y)tny(%GuLIqU0O=KlfU01gj+p<_8yWn)XN
zQeuRQFn4$|aV@BN6rxS*z3P2R`-8XKUbeq4i{SS|rMuO`gP8frP9nlOM9}6}K(i#d
z5Oj0x^|y!ED=km`vrr9SikW(J@somcSvIrp{_a8Q^&r=apb}IQ`|fh_VtR$O9Ibbl
zXomUI9f3?F+a;U@G;#LOnY4Dj6>qKH;40G;xS2Nrnl=)3903+I1QJp|+h8qe?mduR
z+W`|7B>v|5YWdaTaC_3!2j|@BycLx1X9B(4;}x$FHk*MP-TMUeH)jm9HC9X+32UrP
zHHY2_Vv8syNmYeGu67VnY)~jp0$zK%ABB)-KG+o{dy)LebQvFXl?|G}gOt}K27VeO
z?6_zVyK2u~JkQGF`vpfldo^5pu_I_NHz;G;yk45M8azmtu-?}05&q>L2yhE0jd8s|
zpZ>%dl2N4#ihI0ut_bEQ`w%2q*cs>*u=@MPeELDw0MB8}&irJaJTC&0u`rUOvVnS3
z>@X$PHg@#TRD;sgEx6V~pE8pN@9JodVQ<1kV}8hU$=r<aY`Ir7WsGNY)Zt_0y)$h?
zLOHcs1`FrEalD{UQxV1O5dHfojtDRq)PfvG->1=d3)MBRyf?;eP_bF)Wj}R?lIy{3
z^xzycCz53a5-1e}*>%CFrwS6wtHEpJ`CG0pp%a_J`D25U-BYrU?oILs#F*2~4wyQA
z`>upKQ#--|vk$)|1*Je9DkRBEPE(ZI%ZXiFXM--(Bm+T1gdlX3w+RhmzO?I6D_frm
zy@*`)*v|3F?$CU`(3~e2WM#!)vDx@rK$4JxTYi9^UNa9fCe%FCA(5weBS9YP_rExR
z2=}{TJ3i>u8tQkdsP4(&Z`Hd))6qFjT@?R#0R+Q|&ev8xUSmZn5#0D{Af9pK{gpT;
zkkSkb6a7_AaL{o7T9T;yI?$=h_p!NC$o)%2Gc&^7iSNYGs$-~0eVXychu(_vo2S9D
z`eO5*P#;jwWxI%!0MYWkAAY#v-Bh6-HCnP^pj^p!i2Om3E!)}gQ<uwnncWy!$;7)T
zzW9KRuasH8OmC!QZITi(7M=0rMpjoObk&c?l?%cK7C3zPWJ2tz=2YAC*XXWeXKLR^
z7n(9ryZ*o3i#*g=B>!}fV#lZ{{=j`=p7qfD^`Now9;IB?cS;M#1vNH1aw1SlHM(#6
zGl4jhiKfzJqfE?FXGF92=N$xst-MhFs369@)-z(X?}2?d+10_L*T|Q>>ZtS1ByZ*L
z&HkpXJCP6WAgG3{Gfr*paXz}wh(fRM^PpTtN~Cl%zKaDu#bBsLs@MqE>si`{V-^Ek
z(u7o%eS?EUfBsee-^8I9?9B5U2ccEU^9Mi4ml?srZ{OYCLx}m7%&@<7Vfm3P)iu_q
zD8s~yu^fM2tMuqutI!K;s;)E5-(5}~b=3^^WDl;6j7cy5O0?7%is)}`zb$uUcnbk3
z*nMl#qbfQr1_|^G9c)f3mMx#H13)EBjaI}_?{^--y?eZgRLWTZvQj?)l@P5^K0ZE*
zqlXC8E8hiYYo-f{DAHpgnBrcD?0<9&Rfl~0nCvK7&D%FUIsWo&t>db4fo^2V&u6$I
z`lQ5R*M2c=urUj7r{|gGqrTNqhVH;x^mwnnn5Zx_$p`imqhN*>nMB*R^W54}`W!pm
zgR0X{w#B;K?zcD2JX<op2!ViQ--f;1z-T|a*^BJ7Qj_Kfpu@IruGZ;0u?V?-k)d-j
zS-f@6!M?LKD!2!3R8VsWx_yXZ1Se!BIPdFedIM~8C|%oZmF$1|9Jkl3o<4#}^SZ9Z
z0jL#}n+CP<a(B&eRUD<J9#Pez%o+ds%hY`n!P~cLHYyH$fOBIhm+!!2>a3KZRyr4n
zX?{*+@KfAwAJ}`8v#U^`8+N3Xch_XHfL$Y18*_CrP;0H>y8n<G>)D%NNpIISk#C}*
zS`#tGhHLU>JGxt%QXi1_6ea@6>2qWfL0L^&<B#wFo5V@*TTPm^mUc)1vj+nou2&X&
z>L+&Nt;j^=GlbllF;9U$bME~C4FT=5){w_r29G^^<9GbRK>c-Izp!=bK$1fs=aY3$
zy~atpe9j<@d!%UjGYHQw<Ws-;(uc%Fy?n185xG56^{WytG1_Nu!OZ7OdN9!4$eP)w
zzv5&QBm=^oYKW=691Pz(ke%bF9bmyl&`PYO>t5Fn%@q7n0b_o1{90Q_IjJo0T%*P&
z_hgNUv?)*4#9oPC1MHW`Eu+LgB^u63w~eI#_LEeVaj8IH%zaw%VNb%q{g`0lb}AiM
z6P6JFdhTP8PpB-m`q)#>IvXjm^KN2ibD#arODDVbK0pmHI*!tPO>p!E5DX1t4}DdO
z@X6REI1{-08%Wd^M97M#2N7=f9Pe6~$7VL-gX9To-=#g)v&<^W9B0voBo_&af!ci$
zatqZz`QX8lAUq<;z-`qG-Wf;W-sGFPx{G26$+yD!U76FSy{DYW%anRTrL6C`XtUtC
zQeCUIA%dMmcfBDX_Ic{=9jz~YWli5ES6_KvEe4S?2dsC+tc~<3NSgF@K0>@#OQ_t<
zi>oG(UM&7hJWxF;u2ND=OeZ}1wN*S<W$-b~mJ*jl9m_6!)GfIH8}an%qymfW3#mNY
z2I3EYc6n$o?d2i;eR5(Q)PLVstJIO7cf)%0|2e(eC|&2$uC~<x_a9&*?sbDw<_WM_
z%Gbp~oIvp!I6UZs2y$hN-I-stX2kaeFwmz@*T2KB0digvU{CrahjMn@Lpk>Fcz&x-
zU8<JOyFa-0Jdb<DJ<v%f;0>12`P1j;Yx(7p$f78T>4R*vm)GZdL?_@lQ`Mv+0Un;s
z%_n(qFCpiiFc_vgeT$Kb6u9Zq2}~OB?(V-1Mp2U&s`1h6oaw``A+p$<93a}DPan^G
zHTxO<Ao&*m++dExyvx(PcNZ2O-p}7WIkp3XF)gxH4_(ZvI}S}&R+Y!MWB*LHlvUjv
z@zppjJI*#+zkLM7lk0rUr_~9wcuHPYs$j!ymP2D(O9!9`$%dC=*RHuNe6EpF2f5M)
z$g+@{d^rZpr1;q;cds8TFe7Yc6$cTcVX8_=#<StbP_ta1usAG=of24UC$%%z7zXS{
zl;bu=do+E8@ilb~Q><~mNo>18#~bv2wq37{<u=t#8+H6eVHJ3uhP_H3b9F3pjqcOZ
z%eNAdJd@w6ZkJDI^~J`9Ts8hbw!ShTs&;F8&rkwV0@5KWok~d!4T5ynfS}SL-3%Zh
zNGTyXbcaX@Qi_B@cXtiV(D`ki^PKZO=X>8j#t(7N?E7BpTGw^0wP+@*l7Uvt0Ql#|
zG%d#WtdevWn%C2VTkHdcEwVuYjj(jWDT<zi>lr-DXJV4iv-3X@D6mwL|0ni9G#E9=
zZ$W`eGvcETL?6c)fq&l)c{h&f?c!|6H9(|69JeM|(a-|UJBz~0@PORZOfG5LFTq88
z+O?(P7^FJ{M-J%1=CPUIiS~^MCOgU#FDdb(cJv;40Aezhy>{kF#152d<Y04|G{k>(
z-b&C4@lK~<?W9_os8i4u@^?F=77Xae77$#0;z^2maZjntZ*pXWokOqKYFGopEBCW&
zOp%I4NN)L0tM<_3X-3ei{+R+mvXDAB+n+ck0w8{0<YQ+e3+N8Z0-vh`u1|5qM-Npo
z9JY8<Re987u?s35s(O8M|H3rj`25WCY%XDSXeHLWOn$2no*KrcHsgEG&*~%0kFz^9
z(aUOApl(J+rGcP-B1=Pj@RRzU=FoY&SFM%IK|##6EzoXqZ<Qv)bje)g@Suvd_a}?i
zjBkNvhHruT%m+2T9iI9H8#NPNq2{uhS64Lg62(LgHCVe9D#(8AawQde7<E#MXw(d?
zP#=n6Z~HFk3+RLLG|^x|&T9lfH5}A*l>AB3Ug=CEAeI~8U1!L%V<g0zGx`8;c~H;w
z4Y&Cs``VQx*r9oPVmQEM%Fa1^x=8Me?OaRMcRC7NpVLIUQu4dk|1NMq@@bOXEOrt5
zbx<o~EhL=XF)h6SL*aHoWA^DT=NMt%@9rd<)w@)kmZ$U2WNNm3XByq%E-g<P24V??
zM7r&ck^X0FI_1XWHo-)j(?t6Fz)Vik-CbP$i0^&To#=#1r<O^H@#s~T?c~e(Up}uR
z<6oo}WOxQ0asRp~{mtX8eTXzdiBN{~2<8_Qtlq_af#lO}#kI{&FXjtXCR&;xy5Ku-
z`Q9wqLva5@AzAn#+Ggg(;=>69CyjFW1o5g5UUW`Vi!lUH;5lKkA$nMN|1kL16aWlA
z2B!H9&sH9ITP_Uh9wYQ%`7YdFx*8O)R&km|szvP$YPv?Y-L;B+$x&h#0$hr;qXhz6
zfApUd9C|ZwA|I#E_&!Ix+z=bx3D%Pz2%_pWx}4Vrvz73<@m6fW)m0=jVI#6OU_Y*Q
zc6{vfXqD@76hT_|%BAgn?}3K)s<P$`o<>V~lSh~}BDCbwE>0gG408p1>;XQxhOk$A
z_LSyM1as<=g%?1_0}-lgc~_|gMm`U$Ve`F2yr`9TmPYQ!otB9mE@l2MPlu35=>eV_
zw)x+rvn$zL)s!pHhflV*X}5@V4Z;j5s_H$@!(W+r_6}x5es-&`a^&lZ+}`O#lDg0P
zZ%jPoKa1-qHc<2fS50eY%i>n0j|S1y9exb`6^XoCtQPA2%c<&@;M7iyT1^ZxY5U11
zHSCC<C$D=`?34S3p3y}LLJ;cTngHx<?J~pRX+>|@KwdJZeA{Q_z?w&oX>}mkgBUVw
za~0N~Y1G<Dx_5mdj>g|Zfh?QbztBx7G^?>MuVg;Z0CSgW&-UM`2LGs#m`)$zNwp}t
z-1I?)$nJ3Y*y1&b-{a6EigWaE-&A|Z)AHV5bpNqEydH74*Zb#w;4eS5XSvsp2VRKa
z55Tr(8b|Cxk@Gut?kW1mwiJy|AHS=@t9PXrOjn{==c_OE+!63zJiYRz8FB0S<Mt+8
z!Q^x|>g~aHZk8^^h(U`z&tro1D-$E@_Nn#ifC9g1i~_ELs@|49>b8U=dPg;6*>9yw
z#F|8|<RJ%9l;^Z?%!UoDDt8^E(D`GO?xvXGy}^L$0Bbm_+LN1h<Gn3NHCcuX7f`-*
z?>F+#ul0Yo7|>}?$1Mamebi6zR_Fp_Ova$e+pWv_3z0^^{_oe}VgrB42mgMd&&bSx
zTdSxi4)DxyitoI)j^X{@?1+WR298Z)kY*Za1X3CtD!jb5XxBRyxv%aAJ2b2_Pw$u3
z<|xDrSQoscj|r+dk>fDLh>93Z86%X?Xmmvow87wC2~kCUJ>sb!Sb2)o^2UqJ#j@}4
zIW8|07;Y(E<03faz^uKHgCGUWN8C7)+Aa4fyBEk0DXf2(_B~X9Vtk;&Y_Mk7I*tcg
zGk1RQZaLEczMg+3S5AFZlbv+uMtxu`2yXH#6Zc_)gVs4VK{PC?>g-IQ?3Hq5QLq+G
zVw0K{vPXpMEL-{4o$P5<;XT>Z77g)j!CpdHi$FBqVCK3(KSEGuk=bJ1*!!iGUP*mh
zCa$a3aOn`Ku-fk9`${`w{ibV!M6-EYNPoL=L2oA@-Shj~gPpyAb!5xcqluWo7J2GH
z(x}6Deoe%}l(dPINDqXoyru!b&B~!Be;cldct#G@{aS+yCOS4-TD^>oiSQ$;)$4V<
z5%rCpBkgQsYOdr%CawU-hL<Dd*TU?kO|@>wO>zk0=N0D5%O^!Z^SyCU_nduLNaE;^
z;MN4zC``iJp(FD<laD%dxE@BazK&;<@TB#fo>;iI7)g?Bad}h_EhFn48^lvEw{xV3
zC-aqE=h5iT<IO>$rFnz%@lQPU{~=}ny3w+x5OUyA*B*wPKGtOBHh7)GvV*l=bq4TA
z%_Au!wN^DZP-2BHxv6-4C$vqo0oUm_>xf01m%?2>dYOK8w@-luG#d~#ymDWvVXnnp
z&>C+2T`;i<?r7=M8)m61(mOFfIsTm?@TTg1ec{~4$t89$mQ-p<QdE*}S(S~I&1^qm
z$-dg;=$oyV;%jo#wdKqvt7`1b&z}VUq=W@@tek2Tg9swFzf6@)xhXYOOwy8^Q?`Zv
z^lkK&>&NH|-;d4L-VA>AKB+HrbivHiWA&xPvEf6?F>MxM6^eaI#-bo=u<%))ZK=Pu
zylb&zcZ|!~nJV0FL(fsL!dUSGa?MJhX6qQL^QAo6twMJ|L0rCMwYxe+zWaO%5yN6|
zEXDCSWBp~M;yUl{!-ht~wYurV<|pHd=_yzj<%RzEH9Ihg7b*9)9I|(sr)UQJZGSts
zDi21xE<E-6)2za=G8oSyYT({r`P_~9xg212M}ptLS(;59ypU($I8pJ@T>08_$Y(_$
z6Y0n~z_Y)Nk5L<i3rwcXsgW~wiI_3CR?GuW;Wz+;8ACaATc7;D-e2q#9<Ty>sv}BH
zKU8(2H-#Um);$h=x`vL>)PltK5Y_P+@9$$7jqw#OR{H9I?{caFKCCE|-V2U{8PHOD
z>35YCZSu(sG7S!VUNHoIT#WnyX-Z7dv6EBn%e9ehK_tbTmfybTA<CEnNrOw%XbFJM
z7EpQgC3nggPkcA`l;UR>dj|(9X4T~@YVKod*+j;(-nLWtcM0=Ke+U94`XJ&^8wU|^
zxhE>Fd42s|_cj~1sDwZQw;)r0+H$+Uy}jkU_{l+utF@t9L9*BN`g;$niQTZW=C5DH
zo(?-!DQFc+-qr|e>S%Es7v(S-<;;4Ev0as7bVx6kU_0Y5U6Sw=n{~<@km2@ckf=&W
zN36kQA=!-5MEwCar>}NY?;AQo{r2ZYZ5|7(i@Yf>@`))U5Ne{1uai^DR`C#A^uRgl
zi#-y`ndF39l6_WrWP$}S4-USsVa|rSZH(mEPac@g%pJ~5WOEE#CsV!M!s!G?g5*0Y
z1DelH387O#Kr5rI_O;3C;d;5hEuPRJ3j&$DGQ`GZ|L=5p6J#H>K-q!YP?sRtBCl_3
zI(#g~n&(3eNw6BVvXaI6@*rO9<etYn9bBgo-hvfRTl~I8h9!@JBWMS}j%qITupuNo
zGal!>4A=b=<O02qOG75BwLkGBqJQ&br~L_1M72g{+PY-JL;5K>@ar@{wS5Ur79Imt
z^}HJyUZ%hGg9pV!a{Qi-INUE+r!=;26{BHG88Ab5zykWhh~}EdKKF>VuzW=@x4M=y
zqi{lOa^Gwq9&AY3{K`1wA*!~?t!=C}cVqWicGLbA4*#8W?Yi}aWnw6^ZI<@aSw{NT
z^!>E7(FQ#ZpIU#V90mt-foWegg@&yeg;F1F?N;5~p=&B@>8c)vYAR|WWSNN)&!MBE
zfKb2-OcOtJ`bd+ZMh?+s&t2`#BDY-8Eo(rOTWDrD5aqFE4}1$|#xxOtO(!0G*y2|C
zI--~^G9IzA=x&@&@-Y0OWH39@#(Wr}{<@Ytn^SB30%oTUWFCIZW5Ro(45{PKWJz-h
zaua;Ij;C|GP^j&o_j<cQ<t}D<ebnLp7S6<20fX!tlRhMAT0rkUZ3D+hCl)Lw^I~@^
zspHx-`H*ql8@Or!m)cJJj{GM}nk|W9%gl!yo}cpG-R;Hqma>;*mt>{eG$+Omr@(ym
z4UCx<0hg$BC8NZqr=-l!GMjvkHFM;n*1(0xnN(B(A8i8}roH>h?}7|RqP^2q7ODJa
zp4#Vgg+b41za@<J`tuUXB?S#z+fuXhP;R^lSnJq%VT=iUzT-@ewNQc}oRU5NQ>(wJ
zSm)rDp^so04#;(DIo!Bl+0U3dB8@zLFAJb%=rpX9-2h6Emfu?BQLitt>HB%Ax~D^C
ziRE75Q}lAx;}yd|q=c6v*Y9TMsI#HsUd0Xigl3g;!NIufZ3@U2i%VzfYkiuJDS6h%
zS=u$K7R@y#VIHLlrd#9BYsoo{<ImJgUTqLLSAk{dfn5@IA{(Q1pbNeMn{pXpo+i4-
zUAs=j<5w!rMyuua)p-SMeSVUA(dc`_nW~{I%kq<Po8Meuj;mjO`dh-Hs8#%UN~T1w
z;wViz3VMKHfl3a{P!&i=wG>Rz5o#aYFaS&|N6`0;wN@rrS8~cv_wN4_jV`cfLM0_|
z)awj|7;`5cY3~PHY;u4qiA&ajDr^n6&x{oFsy^@VM@n1}xIWb};A3Qs8D*HD<#W2e
z?UfI!hrt26^GP#gg2viL4&a8`-$fy3@W3(#-d6$O7Y>pM?6L1w0g;@$=@AbGpM*Nh
z{i$a;lpvAH<i2DX;RH=K&fIQSPO40R31)<573mm6xTxPptXsunR;?!0ExS=3rB<=O
z=wUht^8E(PFWGf-RNL~6j(dLfhPC8ebr&0SFPE1;J%&B`*`Od71#oINk{u?0Y8|PV
z+5Dsbbn&eEbBZgQT>ay;p=_}ZFSmSNx1*9{z3H*Op<S^>TA4cM%{88(uNn_azOJO(
z7k#_*D?6XkCILRCX4Gy9=;D2mgNUqJ+!6-)><$V_2^V*x<2XR_;_FpCNu^l88Rej<
z@GcQXHZBl+@|c2ZKC-pt7FPWHf5omiDDCj_-Tr0lH)%!(K}vSN&HfNwRi=|lS276T
z_1MBo>DuwHvP=)dd}?+L`&Me{)0=39g1OG$5H3fqpx+Hxz)<j^Q+2)3-sb7K9Gi`U
zwqC<y-=PB}B@573lra?v-P3Bt9lArpD@8z8s;#3GkG>ibz$y#Fhmx*S)r%+TmuWBo
z!ObP#tF`Xm)#Srs_3vBLEr`!kYWW$tZoBxWVVsAcwx?!Mwe=ez28;UqotIzOmb{lb
zcZz1kbxPe~W_6C8%--d;x)G`-n3*Y>Lp+*}b$j#sWAN^>(;aUoMiUPO<qddQp?_pj
znWDISOP)JU@i|0NR#LZOawuH7F%`5th?yc`pr`cE(Ld^?$8T{W%_g6!9>r=AXDKkJ
zb9;7uZvVo{>%6204j<LlUcsZ7kb60BowiF6JmvceN45C618j70_}bdC$<DI)Z`taG
z^;1;EYV3i$U|hm!Zp^$>^4$#Y_;$^gUN5X6msBmR=Wz6QLJc4PeiyjJC+<?Lc6;$x
z1^WxDMEO#_#b#R5RgV%3+>VMCFYJc>4^P+TvhaXuvr3d23VegaqF8AFFI8`k@(%&a
z)wdxSP*N<<hB5=dtknYu=wl&4K(HcPpQ)T;-@>L09m+(*>Ex7W(kK_|Rlp*+NWLl7
z-C^xz+S}u>*Mjs(V70@XR$0LDZ&+=LyLvrOD_K)mB+|d_*74yn^pjLrXW@#;mbQnk
z2^Prqe~F;?W}Zgj8=jh@MW_d>in?ii%8VD?8$OTFx&B<%8^8redv6>!oX*cB@fRKv
zB)*je${!+*E5%budf1J`EEDshw85{6@e8y+2ti(6s$?J5c-MD<)u{LyzHaPud7fFN
zU{uOD2SS;t{CM~Op-^u~K+rj;vQ?N5d3p2ArUAcHm=KkWZ2V0?ibzrtT}8T7Vrm&m
zt<C{ng~S#cv8Uhe6aeXFq7g6*4=1@?qJ)PD-3rPkdcCu{33{A!S?z|7aku|QK7Ddd
z?M!YK?jFn7AID5fB}va?j>*sE{zVUXHZC1pr31-H)FsEUAl36-qq&&jHprYZE@{Hl
zo37tJy&+kY+f{zA4#s~=FZC&3lcYNqAFUzTnyid-ESl^RT3c|o2J>R_-ZLJ<udE#V
zJx^eE3Wr}(j~t8~34C7l2#%s}rAt;yg-Kuoc8*ax95#6BEnU)XX@=MHlNDC#B^zb=
z%7f*3=h!NlVqRzi`yRZ3Tz?B$1NcQi!urr)Z?)UC>sn^qes#mJ?sDSS!tu7YQZQ`H
zA3v1nQ!oL{9K6pykLt4$FNsP1i8NK59_Y)gupKRb6Q3nYcuf=e()&#NT4jVP)P*op
zWTv;mh9;N0KR`<R4$VK`fu=H8Sd0{Ew7n4>yT|nNqBV&^TT{n;Z5cahY~(j`qF}_U
z)LSQKZYq<~_e-F_iS#w-i}=7zmoGvwdN~5NybtIcwwXmsG55AN4;_{)YKzvk!(ILR
zh?>+v1+rPeZ1u>8;w<+sFiPf>F`qc7{?=m)JLwBdW8~+?+m&G=-(r{LT*97X!V&V{
z;m<%Y`XR>L<Wij%B)ap(Lp6pcJjTf`+^;DPG_T$7Sz^reHwz8hOnrM5nR;yMpLjPv
zrfPy_W;VuV%B#YyH(@qFTsmgPAkMLSBXgbO7AP`5dfn<*?bdy#q-Yg?M<Y&i83a66
zCtIvszJ9b^8Hex7rttxhONqS+c9D%Ke7nU<hcru8rZY#UGwK`ibxR$g0ces*cFru$
z)}@!M4J}2W>eSD#7HgU{n>0Y`81{VJw2}OlH+|-410~_3xrx_nv*29F!`T;gZm(F#
zS$$8_`PKv(CJZQs3}}XK4(Hz${mpMn+*rZ{tnLI~Fm~U(2hCaNVjqZ;CRh_-+ke9F
zbq-b*>mf4RGX@2OJSeQD2R(<XbKh3@kxj$za@Ho^L+#43yN*Ma?xQ7@k4pN+h@rD8
zJe;`t(x`^WEwl>Wt1u8CqVvH=gK?GI>3hCDG>!4=u-rqD&gBOO&gBmik9#Z^1@%<d
z=4)&9%OB=J<}TJP{;Z~^55XNA-(_y0!lH_90oSMJJSdHd(uWGuBjSbbRej;Gv@M~l
z%8`R%aAiFgJC~2Rvfj*C>&Ve>qOi5Sd>wmx#frE5sm4H0{_S;XBVFz#W_GPgYBy@Z
z>4w!`;C~TC^s1_-0!sEZ$DW52Y!9uEYaZLj1@Zq^*MovKu^$cIkXGWB(Wz(l^fWSF
zsy((*3Rvsv0VhYwB0Jf4Zb~*gzb{_s)4=MBCTm@vw(~R1D0%xbpYj)+>B<$iw|>>F
zBxsd8=b)c;XfBt0WaF)e34s;EN`3*CPgD}LKOCw(iZ_-pZPhxRI$B)*N93vp&7MX-
z^&8tS?xK;H`<C`R!%E^1Qe7(IpO~^<3qrn&`E=)2;Sb3kWxh}~xD)PT(?!uI4$$Y}
zA|lj>4P#x?+jzAYz*7vPn_H^Ee5!|+WY=p+Q0($L9i+3fU78$r???<w9F?Uak5T!s
z4(!0Hlj*=n+3U(1;OGp8SUwm%Syj+jRyxW|@GKo5U@vm%yu(|BexM{C&a7|S*o)<A
zq{lfc3I!|<%AdIbCzCudO=O3jA<D$V2fv{N%?PH*3-=`!>e*xXM2kz+@VoFj3DUcL
z<ExW7M>GDfdAWSfU;ZXc0HvQmCAfc$hNx<)9#{3LR15cKqAgRJzSsH+$B%KIFX}b|
zb2Gh<thA3iYO_Kjk{<PJ+e%{faJ>N98P+0uC2ANSN-UKRKH6xMrVo$Lz%YV$)~(do
zY;|aFqo`NL!*Gtb^4%h5ZU+{GyVCCd`b=CXoY`J;Fqq}|47N&9|M8}{N2eP(U;-<N
zEL`XB>Y(kB6fr;JPekwJ#lMCZlyA;dC%QWtSh#OJLOHZ=?HJasw$PlwJ-AG=*xl&q
z#|=V&KvsqpG#=ggA%(p+J<G+1HQ4lEtl&Sxn{y1*CPG1gpimVOs^mcOQjD3^81xb<
ziiVo(ZeY>P<J_R4S*~J2zeb_lOHNaMq@^swCSSp5iZ%^T=GsBdHkQOt_R*gAbOzQD
zHQR;O{4N55aqC#~Cgt&g^ycKBx2%#vnYrv_%3pGOK7=1Ko|#SW^>x{DRf=2_`H%v)
z$j#M<6cO6*fQx^pQ0D}PLQDB?1_aT+K%I_~jdLd#BqeMQhwO*bZG?90rgNZQ-(u`M
z&OzIO{NU*H%m5IBVdDLE#>@H^SGst64Fg>P1*>9`PIHEY!G7(_RV?5+|M9Y=m4^2x
zvQ!6>h~38l6O<`J;^;Q>sdMtymK&|_`@>&vK1OeizY~6hjc_{=HE0$1Asj+;BI6Hw
z>OvSk+i@w7h0C+|d2&u|%^Dv@K7ns^Ik2k_TM7r%;a_Mad}#QuyPyXFzf?VNu%e{J
zAy5<~n^>7n(;6XoVG-a!@@C9P{bUtqHWO>o^YjG`b|(9rh4?9I6Fm{5$FM=a<SPSu
z*_w^z0)J>pCb>VRXMCHm3stfs?LFL0d+Sb+O*%qrTQ)U9va$9j9tY8XA{gL4Q(Z&|
zymp6IgpzYw6W5PacdBo|^`w4GJ~pA&XA_z{ppr?jc_Y7e&u!(v(tDsI2G&>4Hwk>9
z78gd8H=nAaZ$A`jTfDxK*-@dF0`XI!K>c1hA@iGy!>(Tb!r{Y2l}Udd^^gse{&5eU
zW?WA){~ro&b6NylHs$oMi4e#Bca}c&Zbn;*ArWp6eN+VA!`G^2*G0cwU$M;|`BuDo
z!+H;bV7o4S8T=$u^0TC*3BOq%e`eg(6fxmN+x_?<<da?bM7IA@kR`Fe36gb+JUoRz
zjLb8a?|Q9Ny95W^{yGqmt^^vn-zU*2%<oas&7o0kDU=bXWvQbKm~XHl5ycFpfydv`
zyTkSVtKyTOT=KlIa6=}w+_Xl{1Pu2#Mi<6PvaTXl$<;;?9dm+eR~Kd*8ndljwu-*9
zcLW*A?_NI0c>I!+=Ru;2IU)EaT;nUiFZbT)DvfUcN&<eNSyr}o-jPZC^*d-Y`_&nm
z=pZic?$#83Wa@5@J<vLR?QZu-vWI#ixiTpF%J*ZB#Ex`BrqxrCmad2LDSuM#t;<aN
zW?i0F91qskFbwPkT<2-2!ahVK)dz92>JB8zyR@gRS6eUpT10CO?FKfxYG!<BGEVUW
zU1=&HrI(HIwQeBL#Atm96vF)5U?cjCc5+IOneJEWwd{A#q*q@K##r|r-JbYr-(>B7
zW?(tEZb_c|z5RFJ@~{JcugFmP!>;B4iHmfIXjrPDiD?UYLW$;wug=3dfLXcs)aP+p
zbw&e5#@rhzO9K%Hm5i1q+_!pg#uKh&{$C~Qwni)dktc*jmzDJ*SRAx6+AY>!%rW%h
z#D?%m%~Mq*RownFHPYtpO8}LA9$bxtOX$G-H}sA>&b|by%9^4OY#SkdYiC{oz6onE
zU1_jy11y3gq3<5{^>?pogNB2NC#z~pK6R{OaF^17FAd!^8*8vlj+YQdiB=4;h=X7;
z|C4#R3kGmokF=5kYat7Ctaui3x`cz%<O0D;JYOS6{$V3+UKAQj*+e4&oUNV7cizq-
zK5A6ZE_36A%@A}*zc`LDYMJ2PRnw8VsW$#0D5y)SU=+(kydf+)Pspu`wt5<p((%4G
zZq9wkS$%ZGfPNFeF6L5>g@$~@dK&h&QmWbv3Ex!%v7Rc<a+)9IYAr*B*ErEpW-88B
zPj)jyGy`mVGx5e_rAUmG*6&#vB;r8)G~u2upqzexe8XR)W8t)3?z-KadlmhY1X#O}
zZ+6j$n{tWZfgs`vSuNxOmvj&?L=su%&-2?amw#3ObBv(15S-i6ZJWJ`H(Pvkw*2I)
zC9pp$E_Gy3W+<SfrbcAWF8JRcs$LNcORTj~NFzuzFy`9-s+b?)#%hsrS2I-x1y_%`
zN6vHxe#H25jbo^}gCAulI*T4NqNtD1!ZqYx8il&++4I<B-OYI7q(-&1-i_hB?Io}2
z%=;H7au3X%{{*@f?qHE)hjFS?--Q28@;<p`IZ?bmB10+6z<_VFc>dn<kNt{Ajr;wP
zYoP0-Q0pO{{T&D;7D;;uYb*iQiHs-c>?T$V4Tth+n=N(4<sZvNQF7`R-kR>4gEwS7
zPyM8G>v*aq`LU(uaIsEXh646~qs822sLha``Yy)F64r#i0L#gOd-J1P7*4XUgQGWb
z1Rc<ih|y4=k3{VRDaq;AO}l9hwn0>OpXd>Sbh%pgl<~!gotC1~NEg+SPFy^y+YMXy
zSuYk3E$nU1)GBy*4I>k7@Xk^pw1>6T>br1(<FtIv6J$>Sd+mBF*UsY<fR`ob`V%r9
z12IO{GaGkHlJ%Y(S(o39QQNQA*gee`55UHbx-DBxi>LXj_~F2sbTsBt35v!omq1Pm
zrC#^hNBLFmV!4X#^fT#+hliHo5B^KxLa=7CX3G0#jT2oJ_9?z5)pYyLSpW&<b@0Hj
z-wf-;8447HF@`<~lI9!39=|^cT-8e{)ILAy^y%Lk9`8I`v!i-}szxy63cCddk1-si
zH0-nB8yD~LuwsTXuz}|!)&+0POf#4G>8e&;n`ds^P<JY*g!X&&LyH}*vP^P!VlvP0
zf!oE}AKk&1mTzXxjVJpQ0zqip(VPm0zE(%{lDMk2_x1895iX|kTQAUNd^(0+-#O~<
z`u<;B0V`Gzl#!*+dGZaCu8o_%BG`D%LNqkMA(KGz55DKO7zVP%8s29^-vkN>2K*Cw
zQq*YbyZk-78!4vY>3;Ct7%ArSWr2C>7f3q{pQ9{^02uJ@^}q3kJW38Pu5m7|!2*zs
zC)}EtV|w@uYsxiR-dlCmCn)Lex=-*WW<4HoJ6luG4ik7K!%xM8Co2VE0phD_vl)xO
z5M$jjhRBjJ+t_F%s?ITR-1|q9+)YK!h{vdfML~yY4z_W1@Y1_GSc}vnSNE!90#Z>}
zg&t>8__}-g&EDT0W$+lEbeg?eb%H}^o8}lcby#s#)Tic<#lfRs*WsEO%duCwTvsz6
zL$EUW)zbsy>Bl8GGDT`ER}!B%+12_$HX$iY%m%i_*=<a>I5DA&?u}EqHdybX2PhX8
zs0*HB0k5=#shII(3&FVe7u_ZKo;|k9@;2Uu@_<kRr_n#nM6}wi_?S;}#-|dgFt7N0
zHM5ciks_x2b4Us@tySHu^ojD3Cr~w<`LSpz8U!+l871+$hrv!`N-~S4>jjLm1fzN?
zMxg3SER5kKMD4G$@&!*=>W(h;(_#h5T(Bc=sIux(pNt0!6VtnhbOOgo)cO}kwS-0R
zFcpDh(xBz_-m4q(SEJd#(u*r<ef-bC#LFMI*>xn)oLQ`D_qW0G(F(?I$uLG|4!k94
ztf8T7sb1=LA<x1ku`kfdFR3Hz+Y9~~owFtPId1$>-;)un;99jjkg)pbhTv-{6b^kR
z0=yLAg9|$o9{Y0B9~bFizXsqAXm7AMUpUO%u3<jNDeU8}dU!zY(jX;Vt9y^W;+ws{
zo2nb_`9jHTV;{a;0eJ<)kLo-o+5Pr)V`halE6>gCAj1>>rp7-Y?#xf+o2LWvB?Zq8
zhnc8}e|x-tAk-&kZ>}7df4#Jt_km@m_aT_2B8?iPb#8nS%~6wJZk@^nsUb)z=nl4b
z?ur6G%S8bo^UV_?_4e#TUB-WZwp={m3Iff(`30Me{e|>{)N;T*Yg2glD@&{e>&iQA
zEx$*^E*Q3-4ui~#d4`(iXeRg5;QepF38*UCMqn8XcD}VYIkfcQr=Xbb3=0U)GhDnr
zK;~Y(q1KcI6Nw~F0MlEjtCqA-OpoA9>(jbWS=&Lm%RTD*!@oD`Wl^c4lsy6pfLZDN
zg@zGsYimZJ@4Ym8wq&_FXv-}3{PX##2BSHa`D+J8rYrRaD4vDR`-K0z;>1{2TCH4o
zeJYIPkLtg{Bsl?b1iMK*_4zB}yO>v}r+bk@E<HarUQd<7hYvRxY3;^C@6$jSr$@TZ
zf28%iMm3glO}IAmj@To`?k>9SszqIC<%kcT=5d3R`Oh3sF1O0nc<J!<7^;f;n1)b8
zUA)yi9^}wWckRtMrpG7#(>z_yMg(kBdxksMj}O~l^VufdYW?_>BU%ok20F04f89?9
z-{_n=qoE~^(hsDJe*Hf!T3{bk1k{F%k(M6jKQ+ixu;Gefb^B}MfR{P679A9DyT-NO
zp;3{CwL{Q1glomZs&fmKVBa|Rup)AvQGpM||2*KMR#}Nlc8`R{=oW=V@ORiW{lhb&
zUrHocnhFpTo1a#>&_m5GBD=jYMF_?D)BF;>AIOFn#hN{D?6@=CQ7ToCyb`tvdCmdw
z-md(iO%|RFo|+ui{4aN~oRgvR`M3#>ubjteWNSJ8DIpNDWy*(n<%JzUP4q=%ICHzf
zYK>tXLAgo!CTsg81*Tww6yJ$1e(yTgbx^r!)De2%O%|PG*6hXZdOpp0f1ninvBK5*
z9D{<Fx44lGM^PlGk2<qv221TBBpbZkBHAsu8oU<A?~+|SSLyF-^Sa7u7}b|U6uYdU
zUSl9m)XTtqrz_M8$xv-3z%9mPLN;(n2Rtq)38V33)>u-!xmAkz8=tYBD%zmNMh6Z5
zPvgVizR^HW)=X(hlL$qgzV;1_AJYAS>{V@^&&`&xzmD}dN`#ujEe|SrGPII(KiE4R
z207Ukl;hh<_6MrEsg8jvNukQdTZxkc(a~NNt<X3Jm%`p*o(58hzo<25woGLlDuO;T
z*^sH*&^Aaw_#eC3S^>~N&KF)<E(rJT+(_QI%L1quD3MJ(fb!xoMc`{N(%fY3P^(9>
z{|Kf3@whV1lg}wuf^mnKk&yy?VnH}@q`eaXbetE-{l0r0=Qu4?3v~Rlhr5VY5g$p7
zRG>0PhEKml`#~r2$VCN+FI+H^OOv>rHA3QULx;tSch$15Pkw?PP({!HTqIf9=9z)D
zij}Wj<8nu{2rM<lY1cYkWNmx>saLfR7>?M0SfqP=1v>yHmq=D03Xhuuoezdkp_jQP
z|L5~2ldJb)yf9nBY4~J1hWWIeitO{ZB#JQ$m_Lc1ek$HirwWdnr$jVRWNNPt1wMge
zoJ$=b9a<XIOpp!qZW2dPC28jc#rNDa7~RO7f@SvJAk;_g=~R~??dl@cw!zBMNt==|
zJ61!D0M2MVRIew@5>9HWbqA1`EqSsv5uf~-gG3X72Q1a4f~D;k2iOKu6xw-YC$Bh~
zl#xMy{`MvIKbeXDi6@L5pby^+G;Bw))@m7BVuj;DuY<-aqrhjUsf+)JlAdn;Xw!Bz
z#k6aNPeYb_COeIPRa6T{SJ71uZc$vq{ZQUtqB$t)tW>v?O29yyn+R>t&P1p$c1FKD
zmk$n-<m5CYaqgdZfMEFbcM<sfYn0$g8`QNoks|Td+43#mod7W@(B;Sn+7{~7K+IFW
zll&WuCjaY!yHxNBi|)IvLO$P3gAWpQ@cr5UjK9DU&H$&u5S%{sEhaF_Fv6tYoC^y?
z8d@@-bkZN+x(J@#mqUl7-Ma+?D+m*!6_0HVKY!<K<k_2CZoJ%bus=r91rI8{?j&Vq
zXxJX!`xE~dR{`&Wmw{ikME@Q$Nfex#8G6xng#}25P?9}`P_v^LTIljDTIjQ?Ktd|-
z$*r3AcQqIvfuT=6ANlU?KkTUgW7zh^3X+Z8d*Y!A<ZVYkPo%gAZbDXM`p+q2z5X&v
zeiSBQf=NF?rIgK(2Z9{?V%39hNQRGETfmii+QeRitM{IF?42R|81{=r{_+*seI_t8
zu~i^wIDb98b*q1RWcf(aJb@|xxv6}I{I9VuY(^yhs1ys5t%9@TK`xfwORZ5VAt3x|
zBn6K{PdW_~P}yHzqulYbW#s`bI3PNMuG)Otw%T!(S>#~&dM(DHC8dN@{|l?Q;B(0G
z&(za4Z78=%V*C%hKS;sQ6%_`R_fY<~4B4Fj=S^tUgYeucgz^X}+^%XIur)8$tEN52
zW;{S+Ofqhm$71`?S;>gvA!oxx=8!b3OMc#gPfq4)z&r*|noQAWIWZp#7oo5`(`}Xf
z3kiKCa|)J!LIBw#`y_}Kx$#z>G&;G`{Rxu4B_hSp@ros#rQ?ZmX%<ohIa(j^_ReM4
zAs(QOG>qS<CkOoNeQ3Iq#nRkgl{)EEcdm_VH`-y1`mYmXeJ%lU-T$w%{q3$N#(J*;
z2}RiOQw5jusXV^F=;~wsaT#Z84!@lWx8Mx(WM66UXDxg9qTn>S8CdO9XT?0H8EI!!
z_qfZnL+Zo}^0Bvvw?novaUxVj-Bbq^y`HCov`TT5EZIpx_(L5H#w3n8_gBVDl9K-X
z4w>)IgN-X0xci~Ln=ut)3g@+DizyjHTU6#IZ!xbwf!!eL_v9Z6L0e@^xAREScRpob
zx(?hGuHY5F+7F9gU21G_uqFkY!@*=AyZ_Vdf8CiISp7h=6*n<rYDkC1Z)Hj|HoS?E
zF)k~^=zy;GH=?^Y`gu0Rg~b^5$tu<|uTa}JMo<`Eu!G6siA0JN7=gn(R_W7w6`8Kn
z@P0M1#-5WoVJN=EgzRa5CMBobD8P*ZF4WoeiYYhNr7wKG^~(ka=r;nbu?mz;p;OpE
z4Cueg*cb^X3~*^>URcM%8zAtg&UeA5C<qFP?2~)=8~37$?SW9gHu(Jf!(^slp#29;
z@b}-|mLu>!ayQr0Y#9g-xco%CVr^g*qVF<O!)Z$sgnx>*r~0v;eJ~cfdaz#*Bn&(0
zyxgr&{`nLAnLgay^}FbpnQFz}7>(<|mWH38O+0fi*G<{cm5#?q@T#+Cx;j;j|5jJz
zA6&{p`IF~#Paqeb*I$@vF4|K5y7CF&r&v{EP)6rReJ&dRGRRnLSWuaEY^f#ZU|s~C
zBK=~H=KmvBfu)WHgq(l4P$L-J>QrpPEF;MCiQ<7_%%$fy5jYSmT*03$by39F)5~I4
z@A*yiD7XtIbh3Jv{MNM?(Ms!hAc{U%f)rk04E}6J54JfhNY)RKoL?5+b@pM>_mL0X
zyY5iY5O3irGsi-6O8rS4{M1{2{Nhc(STG>D`r+Mzp92Ph=cp;EHsGu>Z*JNoBNtUC
zP_+#@Uw+7dF?LVgVCC-vf2;Ur@$FhK>^c`5B924H<o?gM0QzKLb3bBLa2keiNq(;2
z90iTFvS2(Se^=yENx+yo>h<RKLkRb!uQSZo=Nqhc@SCWciG%l^=U8^3&w<a~<oioE
zofpnup>TEFi3jFNPwOl@)ML*fIO$jjqK8~u9B!7`ffB1JuXhg9?obVxZ-L;FftoK^
zDX{{ybTut81D;@qNa1AJOU@{stCn9wTlEGbP1>@7o@|T&FI?%j*xyg<kLP<htmoP-
zF#7QoI8#1%rpf1=AkP1vH-bsCl|T%lTQ65%MCvS?hF3M@KNLLH8VyNK;(=3aHf7&=
z(v&}H;4j94(WE%XfS~|3&|Cs}tSI_nOGNWxXUrngjUiPQQU(R(7mW9~P#d9-OHuG%
zmi~E$++Gr3tR3N;XMSrrV`n(c-QEy1#b5#*t7>Ce6;}$ulQUK-?r3qk^;#c>oAwqo
z-i7apsK^sX_^$x@z%<imxAnkJ6uJ;$`>$sX{6seP={bggRbMNu%Y=17KRBi7?uaMf
zKT`~&D4sBctS7@Lp(RSNJr4zA{e*_vZt{flgj!K9Vo&sSwvxD!k=MSgebH>*W7P`t
zTzt~BG9brANGlwRO+fvE3%^J|?!C^xv?e&7rxf!$<slbH(@{L0pF=NJZw}bPfSZ)B
zUErkzZS@+IAG}fNF7u(lRGkHBSqAI_=<JFCMtayio3{+EUT^AwIYi=S_Jhd&;PYP}
zSa|Y=8@pdEx}!nu#cFZ_+#Q^;b(3n^danzu)_<?>v)8Ppc&o6@78TSJ)YJr2d9V=p
zWtI<*Y|hVXFDJ^6h_iQIUye%luuxv7o7o;Wj9;JLJu^oeihQ!Ap&M%o@fSVAH!<dp
z8YpjxVxM;6NOxLz3U6Cq-D$~Nc7f+13F&e-wyosaf4>T)LT7?a6{*eV&J|hH#|M#n
zu<FLox_&o8tKjRV@9w{g<!(AU-__U)jC@Jx`C5pXP^6yVVCBg}E?n_xL*G?$<7HJr
zpJ~9Al)#RiatKfJQ1vyat5p9ULxZh`D%Tf>EGF8YY42qZoKA_S)1-IaE|bW39Cbv~
zOD;*fA;$(L)nUhTR-MKxU9`lSa&E7*Q184WVPEv&@AZNmqJfH*3&p=&tJFL5IWUI&
z{n4R(Z+q{xP_J5C;2>T><nKVUP}sWCow|NB=~(wlRz&?KQ~oDvg14Imvvjsrs7dtH
zdbB7Q5FNvO%k+X+2yC<)J?#rDlpy0d>D+ik5Je%x*vU&`EvqrLvQjhOC_$DE%g`DP
z<J+_V2bb7uM6zFC9AJ2opWw9r1@noqrp!Kw2vRZi3>`At(yc#ZQSp-VX@34$?nMUy
zP;O8an!;~wE`iop0P^nu7aK9N)@CIeDy+~wR4q!iCe?!(QPRyp(I2|Z&<9E+w@$&^
z*Xr4@kYXe~Q4d+i8Tk_sJfLtmpC8LHXPPRJQ)HZw0yeY&eLl8Rq}4CG%}E9M%m%1A
zqQY-ub{(+awBkv8Jfr0j0FsT^Ku?q#rEp+R)2A<~xGLV+_w5bp`!*GZ*k*iKzY;Lk
zI`rF3d@*mv>i9#rm=_A!p_b^2ajY2?H-hD@_lija`VM&x8}y(l7sn)UHCKx0BS5lP
z@nz+e&9KjdZtCF}iPK%Wvftcora79}#<w*kW<N#1sV2I;XV*HWT#qkZeZImQxQ&de
zGq6PE9xOD-IrfLftWeK+;RxAQsI}~|EyK`u_DG{e2aJpx8O*`HKj8*RfkbQ0!GWug
zi!}w9r!jSJ)}bD(7a%pu3~RFYBhmA1Vb%w0{o2)58V!rlqH7oEEz`oMW^6C4H8jm8
zYwh{%C-{qv>mLnQm?FVda2IndO4~A1cGC?BsNoXJnw^Q7$bIVmlN$o>KVURG49Xt+
z-4~%D!rCtRn;_*mr(Mu@*qB!y`VCBW43g=UF3`nDc*N=;N$7`oyN3u6qbR@44KX4)
z4CBCam0v=V{q?iH>oDHJd?pBxmt#M%-#NPdo(-io%&Pz}N_?ys+`s2Wr%_e_9)qh5
zzk{Ww8csj<(LyzW9UDu;*UoocRrb1Ht2AreEo>$%3aiE&ufgkTwa|KQea^yQeV!im
zFIoR%a<kHwOS#Gxx)@{X#_~3dslF8=!6iOVO@y8M!yuRfu9=u>HwxMkYZ)o+&Q%Pg
zt4w_d5NbP<n?p3R+XN}i()OQ+|DC;S>Zi3UM&D6;crjr@uTIY$htSa+rO(5EaX2~L
zJ2U^yqMKU&$Z5h^<op8P%|v(7=R?@wf&q`gF+9QNTw;d`m$KV3(9P}<V#Bug057oI
z!PX8oCr29HaJVsn1)#L!YNv8rVb>QoPR0DkJ;K54+Mg7}Sw0Yk5z=LIR5T74?t=@T
z*TAKxwcAx%;I3?5l{DdgTJQ0fN&Oe6=&D8ejt7-c0o##Wai61)qHBFw7>66Hmmx^S
zy5f8wq#}w&Xkgqj?6^Hqag=fKe=rB52M53!f(#sj-nu0m{yomczm*WtjXzS<O!+RE
z)Cx|??0ss%`c_fA1?)N`g#gox`6wdgfp4<d(G3zap)OmhemeGE?{1KWB-t$mh%C}=
zbE?}#@$+}qUX^9D0=*v$i3xw$^j$E4#B%iz5h5f>l|l+DuzL#cem4|pYYoot_}nyl
zDJnErMI=z&fuVZOzQ9x?XF9Exp_wmkCOsYt2hxG6+mgF+d>zqPbL#y`cgT&JvZKkz
zPz#`Dd*~y`>R5&Eto65cRG!asWNRDz;YO)<utkR_!(A*p@C+|HF!52}a1jeRi?ao!
zYQIPqs%*F3*Vbm9MO~N`jLbIE(X7{(9}VS$=HPD#E4OZeGNXO>TgG;iJ6Od|CUlb`
z#8{&(1_DM#v8gvb0(CW8>oyJcTVecJ0XRn2a@e$G#%RJ{H`Ar&jYzxW3+w=UhSX|S
zOm*h~ek4}*9n-bx_a>9&Hx5mF9&TmW^=`UKi;<CgjtE!7nB67lCOBhza9LCiAh4Oz
z)a9e7<p^kAUDCXN=41N#1#XS~<cOg&xYoNc;QDIB&z;>3HI%hAS!X2k_|c<6vu{Bl
zs?jtGL<U?f#PP)adlo?QucY3y`aIY5fojjag^v#2(+zGzUtU|-MuRJdWtr5t1afbx
z!M`)Wo^~r0L02Z8BnLSBrsKNc3wP&^m>4}J<{c3Tb&O6$u?qhjgN!PmKt?y$mgetL
zv=Kxkq%zzDPHnj<6gJuWDwRF#@sx&<vKYlSZ%mId0(L)cQiH<8wI7M6EI%;U^DcqE
zT#aM&iLKC%bdrgec)DfoH`!_$3PgJI2N~E9RE)N7!B8+~5T7hJtg}&N)z~R+I5a*+
zF{@Cz)uv7`%cnv7<+xM3*mVygG~n{|YaF2~v5;1X?FMo7EQlqNRC`i+(AT~Nl*FiK
zz46gTx?H(WgFg=h!@(Y&q1st=?c-BoFX4-CllB@f%IN)~*+(1NQW(fLb1W}^+uNhM
zb!w<7El^r-f3x?8_Z-@jgar?d4p3PlOHxv;^^ohnVO;hvI}7qP$A68EZ^qs|1dX?q
z6Rsp7vvgxJG7}s34ayrT@0n;F)3Y0A-=3cmKRjLZB1o?9*)P+*670F-i)x;z^#fE#
z1bX`0TqK`-aikFUL(<7ZGf+&dIj5Ywbt(H~$Kl?MIew03u*JrwaE2bc&DjfT*VN^S
z$&^%*cwdGkc7PWYd_NT9F*dopz4NeitH!E7DD*a!`812x%ZrmeepjoJB%KsNdz-IB
z9z5Xi5m0ilz6K}s=#;EwM}EG##2+mfV@ZN;j8+tg?lcY>y3T(O!DT~P80ePjOLeCT
z)#Z;>Ta%Krs<$>I{g;ghJRrEGyh6c}b#8!n)>>w=2=lE6u26nAu~Dj#Q!oXHpQ9r#
z@E2n2gXE<W&wM^`EwhXS#Um9j+5SSlfmZBuiO~a36h6zaulk$&F<@RiCn(Ca{e{uW
zegB=y;4d6eA+8C>QY)bKZ}*~fVrXIANRz^3Yj>=>kU_tRoYE!3q3?6mt}j&bXYDl|
zr?$o-w|(DoSGbeT8jj{Us^)tzzk;-I6wgX;oyXLjrIY89Z-ExDVcI2H@!uyccs*o4
zyuxhWEP@uhqE@dEyL=EJcD{K7Hhxr2(0EYGj*d7!pU&C;mmw^xm!2es%R4%Af7sUO
z$g!C>Jh9hnxPd{?=YG2L1QiG`g&*(MSbomlu@SIQ@R&OO*o`e@O0zmau<_AthG-&9
zBl8@z95CTlNxXSO5W&5i=N)~|PQLMLJGN|p=x5eTxs>z$aBy&3&D5~K`V|Y<3}h@N
zTZHGq@Tf<Q(>g7tFwqJYdD9O~-@Nt64UhV41Y2Yn_}+8l4E)hM!n4r-<nA#Pa4S|c
za?qFqcjRf;+KtS%|6RebEFXaj?d8FZ;<YvIY4^o^Pn<R+rtk(NM6?*njO*V=kg?q<
z=crWE#Cp|}_O!|SWx5{?5fC1)US?EROEy_)fs^iyD!Qqc{)qtUp!1TFfFLO7l)`R3
zc%i?Va75Z1l#5<^@_Hl_B&X76#}T)$gL1h-T6id81m_u0tO$QZA@usuVeC!q9Nr9t
zLUIbM)px_Fv>;c{89<KuzCtv=R@`$<G8W>Wc2PYgDNz1#$Q;V6>K*#(Z0wDcl0uqK
z(kNhHlPt0M{A{Vs<4=C-b~Dn!G3oFg#pJ!S7>H4&^6%9CfT^$zAs>%{_Xeb#u&L49
z4dTb_Q9EvW0@L}URBsw8tz6_;MCOTFXIE)P`=*L|$AG&XN6Eaiidcr!H`ikmxb}YM
z&+)^(`$A~#FfN(l{nu}U$vI~O#a`=)0W1$Nos18!HuxRStbSuB{1R{|(DmE2#6~fR
z{>#QQ_U&E=PsZt;CZUHLGCQ5j+`0G><2m}kX2Z12?DZlKPaZhB2%Dld$mJwoZ2YHP
zn@=YC(>kWf(48&Ic`-Dxi@*loJ9g?K4fHb1Bz@vpp2&60>f7jRWg($0Sxa)U*^wQO
z`#_)Cz4e${sIbcpxa657m*UR{79ta;Z&<Dq)<-a{{*1xy*%;WBA~}a{b;HdX6PwxQ
zCO71>gtNm9((Jr1LnV4K;LxVdy62|pjM#)u*o-~UcyqnEuDJWmz94jDPhivPm`VQO
z0j`m*Y6{z3J*euHh+L1p%c(DUJnexLz>z$-S%x*O{I7EMU*Iq>O|z8<^AROFG6ElZ
zJ(k2!YN1Fu#7)i1r?|wFLE?|31cyj^En8x*g>}LHRdf6>49p}Z-cTfWBIi<R3-lMW
zWVfaSsYWv8lOu^FeP}C>U_~CEJf3nqx4bK9PuuUeccN~!zI0T{uVWE=$;H6N=o6J%
z62b(d6H!#2O?e@!lP*_7T|)qQ)ART|mj1JU*bKI(s8vRNosGZuE&aA1N%<zqM7J|a
z#YuY&KWa$f4dlS+1XEr6lxv2EJxWbg7a43V+@_Cz$UcrBP<M_b*{VYYk8*ihQ&ExE
zxh%M9xSNF1kYtfd=RmJ7R~-#cz&85BBnI66NJX`EPMalKMmwJSZYw)2^n961?1ptq
zbQ7PQvs}WH&2^3&)7AwzMhhJ!zsKEM?B6Y#_xY;{4F~Bz?8!V_=A-R@a>POXLRQVW
z$W=z%20cdEOi<6Hv<G&G7J823#dj+9qd5Eh@9tg?EN-n=xn;p9DR_+HlxPCvmEr#6
z39Nc=_mLz9HvHHKVOugwC*2a=sDZ(%)-sn0XCAyaCBT3k^w~XcyRC_ugMI~ukT0yd
zrGJg@+HOAIj&0T#yx0l2&H=Z{e@ih3_kCi<Cfdm*l~-xzDIN5PCYw6{?D1z-O;ZfU
zA*v<t+o~B|o3O1KFrO50*&`SzV-jaq0=K*rf);K=0pf0K6`saj>4vS^$+feMsw=ty
z!mjxaa1~mT#Ko@6B)d6XoRDP?EqVu<;X2#wXPj`u{Qn1pJSj&ILd`Y8tw2(O04pj2
ztxWVw!xQwuI8VE9&YOZ#ezhenc1VC~I&k#>)qAL+6bAnDAL<ZD;J5Z}!js_Rz22DY
zUkRU^jTwA9epLVA11Obwlav6btAk2@#|hSr>A`=q1AfBfX)MQJf6)kW>ksJa-E1BY
z$Eu06gcOh3$33wds-RJ~phQzE77jm@NAX$(4W_SNey+=>{PcLEls)bGxcgdSR2n8M
zJ!E)e<gIBiFf&LuJI)v2uhko=7u9iaknN`b83FoNE>YnUo9?z$sZ_0NJ@3eC1rM>Q
zr-rQ=)BUbOY^n@Aq{U6BRq3lQKg6to9gC-lhDY9s<&AtBPqN!^H=SzXWgT>-eDk{5
zmz=J)u116H*Lun2Elmk=*@v&V(p+gex4`Lyxb^Z{fdNshlj))!1K&gN*Sm#gb1%=2
zahzc`L##F+8N@hgMQK0wDUh1K>+JmbNU4E#o>Gr5F7x|K->cJAS9G_~q;WjANy=Rw
zxScKjYCgEPi{E40crq53lvy1-IO{hgpY>pVKR6d>4OLQ6n@(y;6N~Ra{L`@6*K1Oh
zMJ?l*&@@>JH?8F}Zqw$e&vbm|vQt@g0$vEEdgtY}QPY4LgI6zJsDBH>vbXPV^jeG(
zT8mSl=QHWJzrdSfOYsi^H`WIn&da^o=s!85U1TL8jVuSou$~g(b%nmy+U>QUVT_Ax
zD1@~<CUrA>n)=uI>DOkYy%p}I#g@{o*10JSJ1I-keLGQSpRTz}bbjZ?%&MJD0ui=c
zP&eFPk+ls`>ppv<D!M_tA(0kAD&iH@gz5;@{%XJ?Qqk28e^uMO+8~(iCn}g?|5s0y
zyv<LiUmLxL`2zSeyL8Z951C*=?TzxIiN{N0-)_u;Z>|i8pLsOXPo9~ileoi=z-r}J
zU%9eke1^!Y<tZwD+s#E?t(g9*ZY!}8sUq63nuH7xP7V)b$}kjLZ<=s1w4Ady2{^<K
z=SJSC7QxU4-?gXG+Lw!IJ*#D$^@C2n^RQ2LZF&GIS|(o;Yz6qj)(2V_7?Xc=$pns9
zS&||;g=T$a5URp@j>p^6_vTvLLWV(tfWv$LCrjD6z8>-P8&($Xa8*u?Y|L5a?%{eO
zPO*VolDWiSNl>DK5e@u!oWjqx@n<MYChSi3oU_I0!Jt}^#{F}OC@0;SPKJPIUg(vY
zrwf=ifN|f+4^p-2@rU1|2<^;GDx+_9B8ePsO^(I`ao^Z^RWMCn5d4!>`UD01PA(yR
z%3J`P6&yzvpCL66ypSfrBN~0tMk}>>G2s6h22$GoyJ|S#r6y8Syn&q$-b10#x1d14
ztl||iVrjSQD+c&F2o~Lbx`+*A`R^^XmxUn?eAB~vKW*n2fOGOJl5K_@yZZrz<GU?2
zj+N$DDgqbj-S<{&4ALdYVSxTz<9F>Q2d!emRR<At8rrup#Jyz<^qOC-cfJbS_WjmJ
za&#BAhKU^B5GdeZOlxE$dHb(!B>%3I+(j*|BD>{{(sL(vDPXRqPC#g6^c^?<K=4@t
zh&r=9m?i9!L0}pUX}IbIdsTbtZU07uHquocVyYaoy=UlyAMb`I`2QbYUmXzDy1hL!
z4oY_^BHc<#*MPJjAT1>=-CYBc5~6gEprjy5NC^lCh;&MW2!nKYd@tvm-?``B>;3*4
zQ1+g^-}hbXS<iabTJNi*ZV3WY-cv}Zel(nwS>ZcqGydM>O=|Fnb<4pg<5MKIu^-#a
z)!H9oN+4sXz|J$k8kdwL7fxW6$2a0Okp_`-k{j2v%9ORr^3EGO07RaC8TT|~v*hD6
zuZF-j{YS@{2Vfc_dg66WQC|p!VX^idpQDB3BZ1Xo67A2Q>oyu}vr;1p6lGM47S0Z4
z^1pF48rXM|xxZEp0KVbg{xeKP{xA7dYFB1qOG*{NnA7?WHB9Du?;m_U0;it1=ZDPa
z6RZu6e<KbVKY%qBTItcFgwykuc^-d8{E~uR)DJ}PDzq9%tpbjSOSDPyV}~sDVaqsJ
zVs-^05HiYW(i&h!h(kP5M?F$?c9<iLggOcCdtC8Z_JEvUb`+0}Nta&L;9pjq3Y>(}
z_RK%}<WqSx=LhQb5ts=Iw6958aY1w?rt`o*LTbg>&d4ew=E?IXh`ZE1D|LUDff4!H
zUM$cVKACT)N%?k3_5n7Cc4<JlE)?{bJ23X{5xA=M0kq;uwXH|#=4A<7c}~T$X*U{J
z|3aI0w?&eGLVFaH=E;gLhX#wkK9Z?0uVLqhNhx|%|B2r*8<^f<B4j%EY~m7QRXiJV
zu#M;LzC6HclRwdG%GddPJvzee)O<_yvgAWx@K4w}`VBO%`V+|=0NezD$<URsJhU|e
zD2}caLO>K6?g~5ETal+0F_)zer<AXOvfT*>A)a>(|702SGna)itL!&CW~=BF0o#%2
ztN@XfD3UqlNY<VY7WXdj+j|*=8hfroF=rwy?=hObl3qtAgp`MwzyFdNAjH+L_voX8
zimKRF$Z);)j%DrH{sbsM>B<m}FVe;nw@p5AU9L6#f^9P`#&Jhz1d4plS7fGV<h?+)
zJk!`HjNuj}@o$Wv!c~k(1nmeu=Ha^eL3Xz=b}!&r2zsu{Y<)0OSi;zweTv@wU`A#5
z`jtZ?@!mCyKWf}~S>rCt#i3X8-e@U*uSm8Dp&6lqAAXMgd~4aEKd9`wqz9w&!`fCd
z$h2#(IP<9)CM6c-jt_ezkT>E%mZDdeCEc%sLg69XlT!a41>Ou3&ur%h##!}82JNSZ
zQ=_{;ZXMz}_CQ>mul7r~*YT$OQaqDm`V_?TY2G_0zTqm-psCA-@@wRVOCcl=`o?pK
z`j!ripQmhYzZPSeSmjOXd7~5NQ91r-*DtKJmhHsK8Sja6$(opSqublS8?);>F>T@B
zk`3f88H!4L&7@EKV?rC7Y{lJN7A%d)+z1N8LK}kgaJl*iOy7)SimFbJ+Ihws)*1K)
zNP0)~fN?)RUr_~BE_@5(3!0+}@<vZx*H<%GfOcd!!PW!xS41?S!f*L>zyn2=&>7dP
zuAcAoO1f=--EU0J@aS*QnN#7-r_wz5d}D8^|7op9_pxZ^#8ZR7(=B<vfnMvVp;9k7
zp(~qTD2(r3==4TVN%#rzTjxkxjr`)!TA!%2%@?;NLjUv!zQJukktJ2%z1ecQk?&#L
zgzItblYV-endvMEDzx~I=muT#*GUU^n<5ZHpNDmOxc)6$8KDWKrZmg0?GOsHGg2d%
zcNUn9z0%l@cg~}rIT{)v8GAf0KF2=$mx4P^8QYu!Zu&eDa-|&Sv@C$^cy1c+^p)f3
zPA)OIkEwtEZDDLkU37}nn@*j`#Q<gFLO5h5T`c3WL(afb|JKGeB_3-$HTH-P%SM76
ziS#)apr;iNDq2GPX3tJbO#mx0_ESvF&JD9krQ?G3Cwui>j#Vv!1Bqc8`vFN(xwV2-
zVFn%xd%I192X2lWi^}<eMjc(U@1mZa*sVSEDGVG5_m2_9%duVgSauq&fBlb!Ngcsy
zpkCJ^V?sxLWpPOr@aZioOLbfaplK_*YWr+7rXus~?fZj$|15T+z+(4}w_^QySE<hz
zkz;QMM^YbF{8=-dYK1TCPc7Kgx+K5;>eIwXx}k_6*aFOWKFF%KkIZ{Klecb`x_aZc
zKc~qb&Gt_i;q>|T$m1Tvlr<j1nzaxp02Z=|EYX0<tllxG?y~{#O8}2bAi785#IE>`
zItTFJ46kWrFGrkUu}Q_hr?sGe$Wmm{8bRa+;<aLxpcT-x><)Cl00Y6nz;Mr=SL0*D
zPLHVNE^`xY&UD-lenB#s!nxD?hCu>CQADzydGzBXWDxqj#is-k5loL3dPFx~gZb8v
z4&E0;gEn?q-iy}<-NhE8zT9g4H|3`qgqDy=!AI>KtJoptHR2?$wCCf-E9Z5TC)?>H
z{b6=3eFQp{n1>p}ahC--jODNwNW`=t^2S4}92q{PIJ!##3f~=;(`zxSPw!B?C3pj}
zhvZ%JyC{cqN@DHO*B8p!{`mty{YX1NGe@-tdbQ0c-Ji*@%OFc8V<RuLbd-?nOEP^w
z=kJeKJs@CC*Rv!{=>_H54cuI2eY82QtJzKL5W><E>RWWr9w+Vd*A}yB0fuQ_amxn!
zG`r8Xy@So8#%k%-L-oBeq<N_?u$B<5W0#z?-CrrFs`Zu<yHl@QpTrn#Ps!v&`m6lg
z2O?P(-q%QL{wTgzH@2_dIF;)*KXstzk)G6>&-PSQ??9y%|CR0XwAqv>hncTHE-2f3
z)ZMdmk8I?F`d@WBn<d_%Z98~ti>kd!CE=vSp#LkmDMg7Dv|to;q)ESUV3<KgeS0%D
z9&moHpT@uMJYH)VSt2fqzK#v4P-GP}VJ~x8P?D}y<W!goH-^W*ssMbT(^V>LNO!gK
zyy=J4#*1^1wp<q#aa)SRl8Yi`lV-{CG96l69xG=7Ln^*45;SHQ`)z#zWVqnT!AAZ{
zX?Zr3gPU1X{G)<m)#^|o$=>qtH~8zll~J_i1i$)4eOH!v`eo}1ecNiaqf6f4rfe(g
zbW{ZHK1T$-|6FKSwoZn%=2@Fk;~&ucFDw{Ygw)Zb9e4^#<0kezS+9E7FlISqM-WDn
zgHG+)`=zh0M9IaI9Gf_tHiSQsGx)RKG)@Uy<_cV7@9}0{6(6e%RnNF9xgagNVyDgu
zc})}{78YsLACOl9#nDn*5>#d1Lt{c@LYfQIb4`8lY4eqFDWqk0=H$%qRwVtBji^Uj
z9wp%~>t;gP6@Ceqy*azrS5!%*QB!P7NdFCgeL`i0{FCBk6N;TMP#0*VXZh5yJ@(ub
z@}6_Iag9n@KSL{@{B@Dcqn`Ss2mEcB=Ev`Bn({zBq7;Amu;6Xq>^zCHxDvcV1gP^z
z2!%Udp!ETGe@8;UI^?pa;`wkVi(!b_Wqq%9LVv(8^V+ywb4@=~Nv6!m-<5&=$?HQg
zzs>vOWv5rh&%eskInV?i-4i)z{-IrW<IS@+pAz4`JKZ0UD2qemg-RlE>!}}O+OC%!
z3hL?i37UslMFnm@T)rqc<^QOb6~B{KXmDU>>?lk8LFEKG{|mdNO)ux@cE&G_Ucr$7
z`IBk4wlVa;f$>IecQJ)NTE1wdPh6*RrlcouzwdcM%dcO*9P$P@u|rsA#U_+ve6V@W
z-$AXqsD+%6__xFqKo9if)Q7~ICtZBKufdq`e$bJ0Uf^!gn&6Zh2?!Lw?T&%SgJbV;
z1@mVKsF#yOb{ad$IgfENry)o}_CEI#IRu3wu?zViF)?0|kQAhfk%pkEqzz@t5zSSH
zgygAaJ4maG1!h38Skvq*K)C2O<F99|?Od8Y*!e>*a94e)(Y-92*8+RWYd)su72QGO
z**;Zww&YB7vrOw8;Ji$-K1R465n6Zws^TG-JAJRs;-g7h^!1^9Rho%Su#pFA&{?*&
zgHy9&y&&Kj0Nl9URI;H*Di+y`@xeQW!aWx)+1E+y-_dygBuXc!0buoS3Y0dLZ1Wj5
zT)A#8jOuNN)GA-v=5q}n7tL%9`K$gBx|7uxp2yazOJlvT^NgaemqRdK7s1{`g5Hlj
zlVWJ1#+F}mPM{e-ZKA(&?^YB~O$h)wAphMKeM$nMJhk8dvgi(`n`qb~=6h88DnAN-
z1nIt1NqgMxbP177wZAJOzqi@xRmL&nEkCi{se_u|+}~#&CFqRHb2~M&?<(Ip^>dbd
z7+ST?C-O5|8q#uWuk%Cd3)6DWDO;IU*@ut=qt#J?+Y};Cd^;5IM5+x(!u$DeOy9?&
z=}^L2&Uids(O*>{ZfO4VukJ;n;XczkrRv#__WJWBqZZ3`d2M0csdmqKcMVedBP%PH
z_?xe0p0zn$fOdHOr7EdJ@qmyZtGTKLT2+HZS4uW;iL@7@C76ZgU`PTIXdJ|xCB~nm
z5(o$M=$WiuWAvGSOS)qza-YSiDfQ{Hh;tIv?7a$X<jsK3l78RMF>vz(5!6VckK16x
z5y@Q)O)2;s=yvmD{Tfk}_x4YoaN)r+pUjJEeb|(hCM{Qw!R%+{Cx8jp<Ac52`(9;F
zHC&=UTE+PNYUJz>DWMB|^q0ANxX61(9H=D_|2SSTRp1hFoEF1&F=9MX4Jqc^W8ZZS
zHiF!KU|p!cbGS8suR?o`P#jzLSqG>r8pd~JSm5ZH-o3JP=o-X#zG>yzn<cJ^LO^%A
z+JPvh4@71bwP0pY(NT#*7DLBTpx3*5B(Dkf*g*=GS%yU9LfJGrEr|lM9dzy1rVEq*
zKO<$vH!!3##G#Qg4o@<j&rd_}%J-^`pU>Q6`!xz)z8E1nI5gIo<tq8kR?At8$0k0^
zD%}-%F|~*eO3}zU)5W`N-Gy+_0DjowM?zPzcYF&M?lGZkgk~<QjT_B6(OmeCYp2Q#
z^Ri7e98w7k5JH-c+_y%b(oD%-wG$!UZ)Y>T^1XAz_HZqkrcibMEkVr2`Zl9h;~ftE
z%#+n=aa)Q8S-z~b1$*<|r1~H1uqKgDh|h!*fHlh{%G_mZl8(NxMaVqrrTCB|;^qNS
zEpI2Ndc!_E_G;}|^pQr(35{#0i~{tTCW;k=*tvByJ_B#%w_$-o`hC|!mv*tbMb0IC
z(NG6j_sTguc2;uI&%v1Vk11}eJH)ll;3pMG$r7!KllDJux$0qeSM*CTsjpNSZ3JGV
z5@{V$$*utLwv~9ZaVFMx5{%UHQI*{AxwYQ4I<`0EI?Fv{Xgj>fJ(Sjx$8Xe^tI;Pv
zYLuVODSi@Cj4_%Wc$ihQoiJl;WbAz*IS*IWI{#seV{<Pm%TiqUX&cr9e4+K*<?XLn
zT0>Oubh?L)PEY4QjC=3J?#ALiXM5pw;J`8zW_zYTP!l?FG>VCo!0X{-qJ4#qyN8dJ
z#&+`!JQK`UNF%EhzB}W8V8{nH>}-Gt%P+68v%~r4+IL?T0BY_YL;wAG5e=_4hFGEI
z`b%(@ZePWN&h*Rz`F+Dl`<=OPnzqwxkLD0ub*mp{8y+ww$wrd$B+_#-e#gBj#Qo!e
z-wUzoJe73I5nZ#Gl=K_=bWObyC#xwgo^(N)NAo}oZ~h6(pP-ygBQK@oW9&tprfH7!
z!`ia^QZ7$TOiipP;%iJ-h2z^t>_1K|at?|dPbW6Sk&u;YQWu>s_2<U#m-M|R&SO+l
zvU};oz9G0~$oXmJ<%1s|(}@?yKRVJdbQ(H;Arl}iK73;ft`s4g8bGuPOg%xpX6|yx
zH%7RU*Mo!$^=ut~?N(m9<5SiIJ0L*m1{9@T1(-9ZvS}78+-BHDT}gwjvms_P&mMw(
zmEe}0t6bQ#m=G`jTjt3|K83$PjY2i{C?OI|@r6J!5h!}B*Bl+zTPAdBjcybc=NCk7
z#%8b0mW}<F3nVH3_&-C>kly51GRx5ANgerwuQ<&MNKO+7)E1k=^Eh^o{6+g!ErwUO
z(0u*gQWyw4ufw@;{W(>76uhZ+u|gwTJqc&)PSK2VrwjkJNcVSQXDI6r0XVKr&R6Ka
zR4XqoEGudHpcAdSuWfYk&@}87-7(7D60wYFTS>#yx3{c1n!jaPzIL9XW}tB;61ijK
zTPQF&_1x0i-a!IO&gbij5$}qu>nEQ*+t7?-%M#|5RQ$|?_a-z`H(yfEr0)dlZMI2v
z$!|1RwnUc>IB5-5E0&M%305A>SFKmqS=WqJeXZrDX%KH$PIoIW)S(LAZF=;X<E8+g
z^*p0s<H><3-$5u#jLU|<?zfF}CgZfWl~OBh$H~^a)>SXYYArp>wd@N9hevcdOt`k0
z{Q|b9^7M98>>QfS-G{%vWsA4DXCa~Wtt_f=4DIPmFNSQb3KTm+9?h2MbosvfL>Upi
z;!yow&oOtzGCkIpa)E2eZ?Mu}HB`EwCtz7>XMp4Y-kVNkY-+vph+vS~Q?g^VY^5RZ
zb5YD>$=g^=q@GD`zayM+e90n!v*cblzLdhZ=Mu*q8BWbumVk%;7#z|Z(n)HnHm%X)
z2UWZkP8`aJI%Mu`;U6^^Bv&+#`#!7O92vqH%B<BOfpw#2UMb5t-R?u=nC-hyZ`BfS
z+gWKY$;8l^sMvb#k6CpC`OJ^7%J%nW?P*h<Gvay5Kjhi_yF(Qckh{+VPZ^#x0{ukO
zd=Ht8;dZO5t;@n(t{5KExKfuhGnYWjLVD{IAiyb0bZ#ax^a(Byy3xn)l=^`&L?z+L
z#=VlsI^*E5E>euScI$c188}osg{Gz5_|_>-HFt7UJ@SoYp<u@zD6_N^9x$IPnGcpP
ztPW|Y@}o0cW9x8ZO*Wcm+Z<Vz<$K?n-E81et#!he+#0rGOI1|UqMR{l2}@lmt>Y|U
zHz_k~kNsR3NdMkA*i83y5G~g`c`y^`n4r-YxX;)r?~Q%j`=NP;#&2_@Ci09&IQ*|O
z0)Ztype2ziE4`i3!J;aeT32e@SaJD}YK3r8Z4LSic(q;YM^h(fm|5lG{{3X{emLS&
z$5*RcO$L#Uzk;KSbg*3`(kLv3WoMJK1MYGNK1oR&Rc%l>J3wc@eNuEzC1^Oa$lA4_
zi;1jxt>^FmbwUBAU7J_`gcxHtTL}wJ%=`0meqY?XPy1<j?llt*b$aiW{n?{mf4h?B
zgxqG1kE0FxO7T!rXAW1V=nUiPS-V!2sY$%N#`9YjJJ`v|8Li27%CDsTxBB*o$jP)g
zrDUa_;k+y4T@c!7i4mbwJunB`rr_69-N6Ot%hQBScQ6ETVlp$JvJApnwLPFr?lWAO
z+{a+jwqT;+od7um_<;(mk{3&zxKZ11@1X1+@#D<=x$~0^M~p9;(*_OssI}_-@cOeM
z&ic{y22q=aP(SroXP#L$X-~7{y#thR2eVjs#XSSOw7SQvN<2VKgn;OJwV64EX-R$1
zxNqvd)STrWHBVQ^jG({3ZjDm=wC{#^uJ{gyxIaGG)w_1vAqj^ZbKeEUXSOMa(CYiZ
z0DkZNv`rxrh0QVX=03$rWwA(2m*}sypP0bFLH-ze+L?$vpJBRB_F+(4X{*KGQEu}-
z^x4Fv6&zrUbKGdUn@^<CjTOMD$!Zk9<3(&lY5;NbhMaMujy7SpF}6xb7vr4JHP9ez
zW+X)SbGknA&Dok`;Qi}AG=4<LNK!8-CPyB@P|ba;lCulR#tsfO3rW=uj4lee{aoEL
zsf)DgQc0y9<ipQ9n_p2eeNcS7g@Nx)8cWGTFGm^gnUf;E)k-2Y+OYX%|G}g)8RIRb
z`h;sE`Pl(BjC}=0QRH{tV!lyBHH7Y98@YUCvIK)21ITjggL>{MOFx&nhgD3xcfOtc
z-D%jc&ZCl!?hM}#s<wdrrRYdVgT_R?V`@;HPML|7ZMA?e@p6vN`anp_x2uBm4?x<|
zVX(&4imLfxmV+tlySwPE>-~%?^xjjy^!8PR*9^X^gz9M>j+A}<reRvc<)R2l_FC4b
zCsH?Z#qO@zYNI+CUaQIC@HX#s?Gubl!2VSzt|??-MNF)v<2qv0aB+TO2~;rx^g-*P
z;u3qf)b2y-rQS}_+g|RzM4Cn7&NEhLAIj89e19z0-^e}QnsCMcd%b8keRWkO>+@x#
zDaeN+{Y@9LTk!u_$Zh#1Z_HYv?O$w^<i~fJO|u!YkKWJ1P<h`$v~)6Y=JTpB&LEK!
zvS{X?>d1eGR!tmE2r0IDxAXpCsMPL7`LDLPGP+myr9pLVw}Eq;yfLU%As))0Fs?2?
zS+C<_rZG8e*j}qCLlI-Q(1#auZSY6hQ-LWv-DZbB<5k-h^5YfggOudQK)@a&gDO+p
z?GLON)w7~52aMm!r-i7HB1z{TtxZv?uzao`3Z(Jjx<c}(ai;C%ZSlq&mtpJDYd4*c
zwGn)kWIJVSx0h^+OUOw%-sWaosnOl?e^*KE@tv-Rp__jst>VG^oqH0?kBm%sy+11=
z@O&#3J6>9)Qr&M(+!n7@`z3$N`!!XYL?H3Ji~ZbYdD=noyM`N^M?a#t-cqiH*ALyy
zKrwA;^(K@HPJ6Y4v?M!J4r}w!@hxbvz7kACUB@pk@(cXI+TWkLSj?TRKBt|iukp$u
z6B9kIpoSNfw!KVpuqm>zP#pJh+4vTcxUOYRg6UjN-0Iwwfk(F&`|7_|>JmkOLsmcv
zBfgedV-T=DPJLD%SZWteUFDkpndlW4;zfCU4knV50A*CK0I?f=mHSKF+^>iHO{`p&
z`|H$$<NKE1NpM`o9hozQ2@vom<pOmIm^%wNXr5uilTYiX8D+liJ~X~1OAKdRRd`ZR
zd<1)(=dURCqz@J3z4e9SX&yEk8;?qGt95=RdBTd!Q9t7&0Wcdn&wyeuUsbUEmam<1
z4aq>#9evBtXJv%M8p5AL1Ne02lz@24(e^Mn1^Xv8^BkXDq%>DiR<`k-Rqx@Cj>fKw
zsa9ci<)h&27=9@rOh3k8vbqdzyXy*U7b;bL{wl0t>niXSsPLfhQLtZ_Dp1Q&H;Q7(
z_WRJCjMgn|a5VA2&J}sw1Zh;t?5%7UU8~TDUSfJtV%!+O;~$<q;juQZ*RSeIfc8wF
zq`;?I#xYqIQV(cNkqWHaobXs4`s#D<_~<l)@cOWTm|$biWR0uJd|S*@dhbD-nR1@U
zy&seU#)r{Ah)a9<|3q?s8oEC~9r)Nm76jh;`a-4{1kB5{x9m<!bmc;@K*%-x?m@bS
z&6FewJEEKBJ@EuJ+VRR`es<G2GUCF15$e7-4YdYjsM;Pto*!Q^Jq^B@5fYl<R+rHJ
zvXu#or6E7Nc}^kYVTv-AQV*ko@CKg_xdgj;p4e1IO<yMVC$Ao1bhT;uLX!R?f+Ede
zlnh-Y&&s>TfW8rmVMc}HX{6Mf@pynRMsR5)Cb^yok9vjzA$>Y<(qlJ6))yr&j(Qb>
z_+E^r*|NOrDEmGiZY#Fgbmi$$2j5%&ll@X_C(`*sjr{SBtEFltZ2lW}DU>u%(7sCS
z#<{)UD?Q~y;}br<aqN6vaOzf5QLtIQeQrBmVLizWnxG3@>MrISnV!`8<41iZo@zcK
z@+acTv>L=a|H_h`V(2mU#qg2TIY{K;*1PR>9o67GeOAc=()IOQ;;d)BBFP6OI0PKf
zN5PF7uh>4HCF&Sq2}af30*aiyAJKK{`m>T3Uqd<zsuHCBeI@=t+CjC1tj{0?SalTi
zN86x-%iC{eQu>$)f>3zV_H?6Zk5O~*#+Tf_2>F}NGR<sYl7#1szZI#(L-e;~u8(wh
zOj(TB_9+UG1lAAeEZ?+nngAgOv4!{Xtob6u_4p!7C{!#C2PJuy=I2ODDT@u6S43n1
z1Ky&`Nv+hO2=RpkjkjeBMfc4$tGjs2+FBQST-}G{vdjSg?IydwbpB~HG+U?V-Rl6R
zoI?*l3XC6B^Cp+C<)u6Dj#KDqHV7vMg1R1U*6mSdXH^q6!zH=*3D>@Na=d%XJW}hv
zLXIg>%eB$zv$vc|AbHvsChopBseZK5+9!ymXg^+o_3WqC;<oIu3G48B7?ndA9n;g!
z#>~@snu{`{m;nDNY~Qz`6Ba%t&Oa@d^b@$3XGZx-xl<ZKTk_du-iqD!-@!m627;Vw
zQi(B(A7>JArGJoW&MC-fS?wx!GDav-;-$-UmFcoO>YhnQkQ|-fOdDVEKbR6+k|Sc@
z&9JufZj)OGOyDjxNHTG3N5zkmTpS%>$T#An|BiwFv0k(^@Mp}BWsB~<SNCG-A?^ta
zyawo@y0FytcD&viD--5)<h94l6$Lm!lSBwe7xg!r6}H<sZ1uU)kCbNP4$@mCu&gfS
zV$n`X5%DhJii~k_v&~M-#1JMs#o7LTK`iyocOyBnIQpl5ps3)Uj3@cFGf!1UiJ5=8
zzn1VD^kFoJrV{Mo!gr}XI%EBr(<*OeO4}<PX-kX&f<4=+@1{|dblt;v;XMfl+4Yc2
z#n~5_i{Y+A;%IfIjoU2scD29q1ndeA4cv#ds&Goa^=joyuf39fb^IfHe-4P2D*gO>
zE6R{8K~J`Seywsmi|cz`wfzGJZ7udQ?%vx`Q?)VC7YL45+RP@JS&5xf6g|Q$P^Gho
zS0Vh}dayDQwojaQKFUnT2Yhnt{h}Cb^}Top6iZa?D1M~TQ5D{v_S;eMw9Y2FsM-0V
zrR5Ur&`0Z*gGn@M;2QHn;g_;6k3}ab!-nEojB-wm7>U0|Y(xA5k*{1Iq}O5ur=J`s
z2WRo^ajD9MI`6d<hus5>3^b0eCw_AV8W#cVwVG+4l^O@)TmDeBS0>K^WDIeyf&P~t
z0>{lo5%mOyBA+vQ#wwFtPg=XbYE`?toF2a?4CPMtw-n(4J|<F~23A9dgrrc#4u8L2
z6c;qc`yy^mtRx4Hpm2C7ZK4Z_?$kn~*>=TIm$G0C{=h6^9;TOeWuLEJc3v83SpylJ
z-Qw@A!|{iV&xH;)${p;g=fVWgk8{M_ovFPsOrUBXABb(qh|*w19%IlN-yQI8mqweY
z%fZrQD2*}WJJ_5b7<m$h=G1>?ykY-oZ-n{gqPmH&zdC0|elHgCx!AUX@^`K7ZY+5b
zg7lDEp|**U#c*-&9Yx*lk(V*aD%r$gy+C=KlBaI^NI8^|Vvex%<CI7G7|@74C7=5=
z6f^%^a@t4Up=!)h!0L6#UMLR54e@Mj3L1g6r>%~WzQjivimW3vSh3riIKKT#V%qxN
z3rgn0==RiYdG_b#LaQZN-5_`MUF+NN5*m_l_;$14PdeZ)ME!q`h7}%^gN;--Le_MS
z2?nm;w`@f+sMO(8t8CEC<9z0Iz=bynF_I!sv;c?U1lQ1Cdy%XQCXBe&3PchUr&djQ
z=ubH6LWcaYRIshUzzsK&IQcZO_Gab{aqo9u86CP(cv`YJbTVbGqWP_G1`l7o=jWoR
z<;{5aU`Iz!fPBB`{zy2SA~FT<#@(`EQf>EkYERtyp`Sbl2aOj~t6+@T*IKOg$dVAD
z1rJwpe8Hm0$nAjyHiP_ZicPTP0BMxy*?(X#l=Z|g@^*bYCuy<F9dBglr*-1J`A)Lf
zhXyXz1QLg+nC967y=4ES_Gy!FYI3*yz8X%=V(iLf;^|Yd2&n~979R;FY$fGH*~sL`
z+P>-K>v52EW%`PG8w($~pCxQuy=KqFN3`DeM(@8bWmb0wWO@~qH@8Udm)iaNzW*1a
z{NEeBbQp2Z5b78Rl^*Zw)oQ33;?>38OhXRHJ_4e=2X~@@ktsC!pI6@Xru@bLe~J)+
zXZi2zaiHF4=(z7n8_#jMYfei>;$q_zNMawcJ!fFCtdSry?I*ahg#MyYDjfPS0l~Pz
z=6&T@c-eqv2i+^^yZS!7uEI!#lS@C39wkE-Dgz3b-21Y{a{Rd1OH^yF4q|yzx@}K<
zy+<H!4ivByoUwIDo9vEn%koXWyDHbr@76qEV*Ki=F8zXpe+o&Q(>k&+s^Rq@^jAWt
z>}^Ta%pLp$N+wlxZw+SNwe0=&Zf78|w*+YF{V<u*b_c_A+;yhq7Ov;pu)Pf{*HX2l
z!1JB#D?9_<?3RPc<ELN(!-!~aWIFN4Vppn}wxRnl>VC-?@(Mm?8?FPRkUC8#l-20i
zPdGmRF}f#n%Az^9`G9>DeZ%%Gk%oM5Mu@N#f!HPzP|EJ6VprT9XPbhYU&$DzyFE`f
z4yXZ<ntt%IPnM|1Dy4xd?05ELTNbqhL+yCPK?*1wkMA5ActMY02u@cV%MV0e5KHN(
zTEY%$=*7-+NQ!9ba9_N%j8aCru&d=y7p5Bu9qQi|L+>OYUKFy0qr|=&C@6Rf9OWd#
z>t&<JQvnG4k`Ug0o!=&*J2y|5)f2@<%Bf$~<+BTXbJuOX4~&yTMi+Agfn_Flm|g<W
zF;`v>fSAOX+UsG93{omb0}oS$8V;s?7lFLEyg8=6o6%G@^;nCw^OB=ku2QE|pGuC%
zs~yZ!Dfd2S#AbSwE`47~&CQ#lh5F=Z<5Vs2#(krRZA=mhNzJ15Up0Nxf)0~HlNOVe
zB=P)Kk%i~w^e>d@OX1Qy10swFe#hy_Fas@2^_eIQVT!YT=cg8Wv>WnRcH8Si2Rt#x
z6gX(%p@zc18Pa1dUp9hz9V72Ajbs@sV+kxPAa_c|f~r$ezZJcnrEARz3ap}!4608=
zl=>v*qxtM!%=-f5(I%cx9KfHvY1O*%E%Ux6aO0l#J!+A~#F3Sa$DSRjt?pP;zqLXg
zf<ZYr$Van);&ljZH1Gin1c5znpkX);M_3bWN?u?h-&6`N@KSlRE8@P0*a1S2iN2>)
zj`hycJamKZcYxAT;dMM>R_uUx?cUySJA3h4(+inOPw5P?ED*^0Qdw$F`yDfEw3>Ug
z;0elvWhNB3_DNm)f*Hi2{kAN4hObx5Y`494hFMk2un}xnZA3hTolDI7ey8ulW@8at
z#!f}X3G;ZB)r!hn-VWCGV0kP2?JD}^sv61fJYv*O`^54}%U`Kr3qu#npE#uA;>J79
z{k4xX<Agb>`*Y!swGIaiLUOv?@W+OdpA;JSHGIWUGm2N=A5@jR9@)Kpi`3H_XSqh#
zzH&IHs6A0pM#rHs@Zw}f&R=nJ7_HfCA`)D<jmK$NJM^q}*`PP%yxYkr+5xfl8Azb)
zTMn1?T=R}WCCIPA{E6Hh_Te*7^*G^|B%;$G-R%mpe^n-O0DKgi;{FkW|I<!^;O}Q5
zLJ<?`!&7i7!28Lo|64+-_(>|~r{fXptuOmc9Q%jv!SZI92|NJm@=lB88S%my{W|rn
zmxl^pxV~)q;e!5}%XvGkT8=o75oYp>h|tp;Peh}qMZ*8M`rAv%&XwKTl~SBVwypcp
zjx{MRP<HvpIcPoKT&qV}{tdGfM%k2ZD<gLdx_%o4u~G)TB!pBxqQD-)Lb4azvZ}E(
zEl4X5`SJ1#1{jXM_*Fd=j;JI-K;G`NAotMEkYXne4M&!)!&*8PQ*T_#*xu14-GVMq
zYaXgwZM#f5w^L79=-nh6Fsz{&ePnxQMHua?o74iUxOO?kVvn=ivSFLDes4s7WmPJz
z`+G&u-vr`6ux2dcD<(2ctyH$@h1DMSj#0M#xckx*AA;)}BL-y*u*aX(_z2;qn6!|#
z*;yFOof&oWX=h?ScUYlvR#4qqRr;^VnsTxa%V|2C!(NFV#<!k``|M&Sy&=p8E)cU+
zm<<=2EWZP=`-hqv8ZqpS-yeW^9C06f_Rlgh3ddb&e!GNE5sFyIN2qVtmbe7;32Gk_
zL820$_E~iZ!;4~&B(q<ky7r>IK0AttqjAfw6qBEHd!Mh-e4n)K9L=k@Cq{UTTeGCI
z;B7IS7^ZNW1cOYrtKBthL1BRYS4DFzGO<{n=eYzmfETl$I%<W;df$m2t#!8@e0A?y
zZbl4{PZaOyy8Xo?{1GnwZG{1p`w2(f;nbl=ZD45P67^saexVdiCcyHSLfyow?xle}
z7GA&Q8iv>-rWErkyDsiifw4K-cs?vAUto0O?akjkErM1b#>57(;i(~n`a`+(xti@h
z7iE&r5<*s_UsMrx#3D~l=^&Qv&$S7Wh;z)2;#I)J@nR?6r~;5mV)Iz^VA8dlEkA>}
zwE4H24m`m_Vpct<8lR^y^i0cbZLHVr*YGHplFzyfQh9=D?QVCvgB`r-Zjd@2Oqg+2
zA`lZP9HOKH?v{xaeVwl@`lj#zu>GyO>r)fBl-#s=y?_?_JgqSYYLmLx>o#t=X5;)0
zG=Mkw`X1^v2I3B?l>RZ#4nzbBgK}rezYrnpxC1>n0)hV>9iOKV_y?9vfL>F8J!o}v
zn)XJg#;Zz<B`K07K$h%)i?xhb5pYhvN%z|op^Xy=dPxDPd<n8iU)?sQ#U0dtc>!dt
z7K3xART!GnH{TYN1A%D)gtD(HdFD0<3=unH(@Q!?&_f1pfd5^W3-jAlY=IYEte%hM
z>%8y;m<@hFaa;GXHc&{;rjh)wXS<KO4M%)TDX2#l$~2iSLS-OsqU}Vm&`YYwYcU$I
zy^JhnfQK6dNs11o&TEG)1d{Lrfhji)KC`yy|9xR|Y1CV=$!@bV7Icze1vNmvm)?^f
z^zHD{;)<Yyki+?&B4}R%cfv@H4W5FY#0yYET_BdqbRo~r^hgsvSuNKX$%XxnhGDgU
zJ=+v=TT;tau;=IJe<L>hEM0#L3+Zs}C00<;;2Rxdonaw5d?+`f84J#y1#a@ikq0LP
zF-Cj{WWrqlzuGb@r^GqoT{2nVI4OE%Q~kr1{QVJi6SKl*xbwjd$i?KQ3OSn!E7zDV
z>Q=!}6G1Z4sPzLO*N9)$o`Ulski@+jpL**F36ayJb@V{SrUHJG!NWIPn6KrV{MWxi
zQ*LqD00twJWfNprQUlJ8zl59*-R=>Z$JIAFyv{@ayQl1+4k`=a1C(1m#5G*dLe+u`
zQcJch_3~@tklw_2T(-Z>y?|pA1QCRqI+n1&4u*+L{M7gsAC@RR3+R@+E#U-$o>T70
zh7W-Vpc^Iiv<q+x25k4ussDbye}(9pY(Zs^2#UuhG$GH3ApUj@l;5p7rt<8=({e(f
zU#|4ckoC~1>B64R@J}jJ3wE_7t<N+Dnq0HGd%3Hw6CVOaz6!_}D(@_I^Vuo7|8B3T
z`M?uS-uWJ^JCn5FaN{dZW3xYm>{?HGwTtI@w>OeA;j+R|jU*ZOP-T}v4JeuW5106l
z5J?DTvLUGxOMzl|abfla2WfogWVn9w-2#sZVq!S#>Y5?djk_~pkQB$}U4o!ia5<9l
zIsD(f<3H?TkRS0AP>|5Pz6Dc`V9pn0H-eCsplvalzEn!1zG3BkFj2kTNB0g~Pp94u
zKj<~MUi^<a=Kp=YdP0StXXvXfIDIcVHr}(tn^?J;By^q&+D~|PaTvmz>VLd(#bjgx
zaWW}^;QufPmlz-v!Mh<TI15T<rr6rWhzhWwYO5I(D3S$iqN_tOT9}S4V&XJzI6)tn
zxC7Vi_)HN5uE)Rf)6dUNlGj91g#PyzbfF{MKOa090|KKqmF$BmX9X7{HGY7`VY@BJ
z#R(ijC^x#7gIb!_9_%XX+??O;&p+Q?2B88Ig#8r#R<C?j*9*D`_ilbrBnKgddP5s_
z2kwt>D2yKM18$Dg0vGm$4uRSC!^ukXcl+bgE~0#}4(B8n7FeRTA(}^^tAMhKO3Z`z
zVuS_kQ0`8gGSJB`@BX_6Z-gx_?6FbV02_RO9=t_zW>ER?Tc-qm+kq9tx*_R)lN^#s
zfr=$zdC>LsyBo18st6b-$qXDdi=)ndG`z_#{KoJNZcGGi5}3+(bmyfmr@{Z{n%AH+
zC#q*0t@&Ko$IaR69Hgupj<WQU+U_tEx5VyxV9YmyycNGt7`6Av3(M&huIq4wdK)b`
zL7X!z7f8}1(cJ%e@nQKUEPw11w&#-6K=SA~_`!W+dJ6Ue!WzGcUY^5v^5W-$ycXaF
zULkhq2IwG*3#o53Fkj0ydC$I75V&KY8T>nV^v98p;|DEkYw?KzXiKJLZO6k3^@56+
z)<|l<fv`qz1XMOFXYqWCrtE8Z*c}db8DuBbiu>R>TwEH(izx)%O!SoC1wBKGqh;S?
z|E~pvz?c-8LNDA*Br?s~?sI)I$B-1XzzQUWX!S-0J-F@WF0>ei7{*36*R5$j{J&lR
z`F_ZGhwGMku~e4Ui;oI`L+!q&#6{SVfW+D2FbQmK1xPp*_FCe9@8`Q%LK~7;-rLJN
zEk0ow2&|`o%k`Q)Lbo<WlCb0n-xwZXQX7V$Xcgi0)dxhCHOH3vmNlf%Oh^jBMzfn>
ziVtCd9IOE%<gzPME?a&)91+BS?|*M7QScf?HY8_qxs)Jo7DZePxK9GA3YIYtCZGJb
zqZV@-sfh@C5-}qnl(Y+Q7zWekp<zpj)jNrA$L&|4WvIjJzeW6iq<iRLoTvFa5Y3d{
zw6ruNvhE#>;>J+o5uMZ)3^#7!Cmgyd7;QpS);m0}GO<s+0>2I|dvN#!H|Q-EEyOY=
zHtaX1{V%gQz&u-jk#U$G_TZ;$rqKJ|Mszq->$_S#gt}ysng}AE^!!0!|E|Qor)pE}
zGvouv5MfJ}?rcme8=y^8VGO;?CN0N5ped@IyLds{EGQ?EbI07oi)Xsf->nMkZQxFp
z!Y|zTwlENA>LqY1Di^58qZ(0qNSN;8L-;NRxJ%?KYZoj4FX;Llvjz4`Lk{kYl&E6%
zF}|(F2(n?Am61GH&|L8}7AuaySPA{zu6AddZ52mDQ%WHP&i-5oEaZo>1Js?L^4h>c
zGn5^1VYrJ<WFRq-L{4nM2q*ym<PhF_2ox?>HCN&~PN9A<@dFaG>HgV&Wwig{at0V?
z>km&o@2JDFNU(;BFQUE&oLrW(UA-&5YCS3qQAR2eWJQS<vyVj}H8yTo-l7qljP3gq
z;~c_s)p3CVe}?>aftGOff-F9}eTG1tVjUU_oDI`Lj_(TnO9t_eHTy;6)T8P1G3RE0
z`gGv(*RzLJJ%E=T^)b%fx4BQLM)Wn44wCoy*R97ocSz`*K2MHW9wKj56_PL*NCIFP
zbV}$1L!G>(hb)HkeUe5^Vph+vMx_bD9+Q%F{^QC1{)ljattXdcUVAJ6Ly=r#!WGGX
zTc(iWM?R?{1A%fArK))gNTawQMWPD~EwteB#FXCJ1biENV?m>wu*U)3gQD<G;G>}2
z{mFwadQ>|hzgwhG=Gp1WrBBarX0DT+YwWntXZN&hm>5WUL7zQvz=LvM$x^3BrFs4u
z7Bu1Fq)27o{R2ofm^If<0uQtNpb0ehL)#}Oaim(tEDwJ&^8vr@OhcaVUaySUr06XW
z`E6<lih25==@*mFJNn*F=0r&^v5?FCQ_1M;W@IOEWaK`x<e!cs@4M3aXOB178)F_5
zX$o|Gkwirk=;b=#`)`a!Gk~pcc6lIc-EVya(L|WCCn2i_Y%Z|w%;JBqVIfwv=N;nn
zmkSpfs->kpxzjDx#*^B{ynFJLYEd~4BtbxgR3#{JwRfKq;wdYU`TWSS@r4z&9#!ln
zlW)2hGL~2#^Jh44LT9}<z)RL0<bZd^ATMP3#10C$vgSk#es7t;<1Spd!XEQJ7r*$V
zOs^`1#z={kpW7&(y?q^!1m<o7^(^j>p1JAbYVOF{-WB-PaM89ul(VLt*BiHGIXpb7
zTy9kaoKh+wCi+5S;%Swxa6D%L4ir<96?ze6=@p5IG@<|Py@P(j86kNbBS#w+z_oZm
znbDcu0OZ&eym^uvF06#B$v4BtCM!4@27&W3&PuP>o(9^)LQ?2titeGL!HKxra$g35
zOEP!kcOIOPnJ}RD<?_@sW62kgg8ogIa+g@TC?;}D?Hj5)g~zN50NY^ly0y{nn?s%o
zPTg2w&8T2I=pF%vtGi{HHK&0pRKt9k`lSi!&?O8QA*(IyoT7VE`k}uf-YELFx76ed
z+Vo8_pOgIZ)%)O=SSn;`xiB_|v-9DeJ;xTqA0bQ9BzdiF^|BU$!v>va`j>A3-D|YF
zSA*DDX16cg|B6fpzMD=RTSi&#6=&dn1E*bv_Vmk8elTQdaQ3$WG$RY)h#073PpJqZ
z**AD&o|Cl$b8}}=Ni(;xv6*CQ#|8Gw62dW2G<VIT509j4+}^XNN^~4784=vzP!-;U
zDMSi>z(k5&`G-aM`y;J9+z*7U#&3JT%N|u(<Vne0(6kf8L}Gj&-@J1FRuc?i6;VVF
zoJ7SFigOKg-B8$toi^1~QV`kFBCpZ*{_boO7KjFIiYA#)`#DsU$-OL6@xlcT<!cwv
z(WP#6)>e@^Q+!O~M(LTori0UC2|>AUm(o;x>3p%r224fKbHrg(t}1QjjONbDKUFIK
zija#Ekr%N{BpYHgw%pWGz3;NW3JuqCsjtXEqH|t`e{iDgdtt_sve1onCGFafn_eh9
zr#VodWbbsvU<Dd+iLeNv7vHQ?Fkz2VF#n~_{D)_!O}o57yeE4DDjDp_!qLaOcExq1
z&@#lyh6L#`0+(83$mhzffURm+Ob<6<fdQ=NM3rN=CD7r$ga0K|NUU?x2C@xvnWi(*
zo5QT}T*c~ZY?rU>Uk~xu$6@IvPY)%s&Oxh}g^+@(bKPGNVdq{MR8JwgsQjkFVNTqF
zF#jKk1l@J_wMm~`#k~^L$w;_xmY+y`Ue0@vt|bKsmUD_WCz}6#5TC#vbbPyeJO9Fg
znS_UHVk^hW*zgTl;Yr5>q$rUZ*G+xTHI1h0+@x^!sHW4J^6m(z_-c;dhGcV~_J~CJ
z4a}dx$P+=KA}$cIu>aPq26@3A#C_ZKe+F(5U)58i#P?N3C_3AFFA+Fbr{1Zj%Wwqf
z!1ov`h<wE!i^RDYtF)2?0r|{h|Bwq@H7Ae>IF)O<czHeS<=5mMC;igjML&p2LZ=(y
zBk78Vs>25}-R8%fZI#_aD{AxF<$yTwIyk%L4q62Kgx%&23@g3~dvH4VtQkf-C&^)z
zt%n77k!?CVp&B;MGZx7`M*SDm0#6P)%5?)0#T-bFHT7`J_z4TH1OYY0^yOlk?{Izz
z6pXj_Wf7x?SXOyoZsa0Y`wJ;8D`M!iDelj2r##Ri2P)SH3zz|71Q@6F<Xu`8Yy>-K
z7uYi1mJ;5xf$I+cEg#Xuzifdu7JY-iQ#qCQ3+Hk)Uk`WS@nCirV8tH_N0~DbcDzIw
z!V#m|_ZWU!)IhHb03b}L%UM*H9OpB~T4_Mw`+vqp_Fxwp^o(UTDiDOh@TO-o0pyrL
zZ!xO_eRFRxK;+b4{l`-y+=>5SSAa&9<l~`${dfwXFH>U##yjrXj&xOk23~I~29%ul
zSdj=OlDMbwcVhr-wyal%H$}e~u7ScHXA)UXOC?aucDyI)+Fta6T0V#;A67ukNZ7A_
zX!&70D7UAKPV(C-YO@OFzeh_3{EcQvHNoF}<6kF$-U(zL(t%?2b;$d1n_|6Qgs`XE
zQs3vhPx@#rsMryxG=O5s0}hBFIK7jxm(nxeR-7^gs-`lF`%MSuJNE)@q`WQ?*Q$7(
zF@I(PR%e=s?>|mj&@)<Yk5ygQi?ai(`XrF)7+w816VUeQpu76Y4FswgOQ@aoPCOwh
zbPQ01%}%jYUkbrQVv9};R-Q8VQ3+>vHh?YySda%Z8@GkPF&+RcSc(LPjr2ck2KZQD
z2?Ob&cQv4Q;Rm@gP^O&jFjboh+KO<lNIby|QevD1X_FZcw{tkBGF39eo9G?FeXp|-
zsliauYAD%B!Z1#67<iOZavmwngxk;qM~5N!S16@yDDQtnR>QK7kG2;CPSIdguo*?E
zLEu!K=SSg-G(ks)5d&8hph%uc0XZ+dxgS6=AmI3EPg`0coZ2Hr7$g9{lBC2D3KqqH
zH#O&Z6I!;}WhUpwImby_;DBFi60BEu=Llkka8}=g`)zS$oILN#*1GV5KwxZGj3ki1
z9M8jjDUAR4N|#p9vEeB1l8_F@U~kVBgHrL^kS2tx0$D#FpX;JBs3b7wzz^H-T%R1v
z@Lo){Ow`iGn)z`9rX>#nUqe6kl3C<os0}wVLV|`+cY(~ha?8<|pazU0-?vpZ<fK(A
zfxnClG<E4C=g{G}F@gs;SjDEZW))5M-<hTYP8bjd6mN{a%f8fEKMXzua?!5cUxVEt
zSR`FPzC@WVZ&VCESj>sye8x5pgAFS+1xmJ@q?}4(U?PvKGF;%2G$<120#P-nKaD`L
z{ZfB5fYp^PI&m2cbMmbo<xAIJu%BT)_9yJXgI?fRR?9ayg+)4nuk{a73V}MtRHznR
zOffShp9WgDa<E0(6PW4_!OC>KNj9=MKk5x^)2ss$PZdy8WY$@YMDP=D&h&0dFkh&G
zMLNHp&mWAV!aV1=zd9zsLQDVn(Nclt99%AIxTVY2zsmYAkzbb$(S@m#6HsX|(#-~b
z#?_g}vHEZSRutca#gg&Z^|WS~fReju6(oGtc}oD<e*OfAiY!1b_yWEM=s5dYw_n5t
z=o6V5Y*37Azq8d&Ga(6zE<^QfODekrChW|B47M=^B&gB8*cSa4K)Yopd|B=5atv5M
z`|6RA68&_L!XA42zU_v^`&gH>*B1d{2RuhJ!tkb3z6Z8&3T(|pGJH2+v#Y4VGaVLa
zzJj0jWrO&Vuw1FNk@BVic#CY9hsNA3T1U;-ng25Z5VXvQ^7G&LbYN8G6}mnN!~#IS
zU=}SMQuU<28MF~?xlH*<QD2yUc}8XlGGL1!PqQ7>eOX860g6;oJ`_Y52c8Z4oveMd
z{Q8o~av@Pi;If%qdqM5ohj)$V;|&@C>ow>upayLD_|$emSks}|hTq$|0hBE-f<pC*
zBPtT-??B^wnV)#M<T0>q@hxdgtqdElSX@&=aWxR0!H`huMH7FK4>AK6(Sx_3MBMh8
znr~sShQm?x@>ZVxN$lsMbb%r(k&gy!)r)X|bP?<Tsuf~7|5xhhk`&$ny6<bWrM1iK
zD|8;0M81WHx>1w({`VH2fy=C_&&k(`^;D}Y9-4qd6J^6lNt+o^SDNB-A>I56UO3^{
zDBgBO-Q8o-S>6?BywX(!r-mF&dzmb|Q~BD(0I@CyvZqOkx*EcTmr4-qmn$V7v&irh
zo0Wc;*XC7z+8?*|$igmX-)MCo(QCi-5la`#Ko;YgDYljsc<#M(nWqw88Y+wjVUzuQ
zUY>9V!^4f4Y_A`Ylp9^uosDFxRTB<!!A{Hqpm>eXWA(cbRQpyaajdP4jWVE#d4GNQ
zv3v|eWn>>8Y#2M+-hP8Y2T2-m80z^#0X-}H)q*;;+Thfiqj1F!dd4{09AM+D?tOtj
zPJhOAoeV2N79hLpB%2tBnL#7!Eh?+)^RNGdg#drmm#>;l33UV&OpEW^Z}EYylIGeg
ziHG?a$aKdB@8<nWg$9FMG&c@;t6U?tVBg6cu&{ir+7asBJ8x_#?iPsm`!VvCHXJVp
zI8Ppd7S)zOeonpv@&|2Gwv*NG$3X8oJB2}Jm9*BW1DqkF={TS$-;SE^*}K@y68C*1
z#qGCqNyA?XUGzX%>e}&HSq9LW@&N`i+M0fP!v3S7a;gjWgH&FoyxYTH;^^*mY3ti3
z7NvdSQrB2XpiJ$m2s}I9E4Cp5Z0s1x%M)Kv$YAvdeaoMyFHkWOQ`f4(P3;F9Xjts!
zaF<N13Nr!?ZDcpf&@+oFE9sV%w~&`P{UGJbu;Efn@dsV|x4{C|0q8UB60Y@(ZO*lH
zUv^$$q_wcYrY@Qc+|IafzAbQ5$m#K;Th`0-$1CpyLFsJylp-mWxR0CpDDg4lz@@gz
z5+v;_jxKHp*ge^qc++`t0J1k@-tr!+WJ;Lz;Oum_Q8}(Ao^NOd&wvInHs@Q<16!x=
zYxkAt3%dS%A)f|H65+!Rb!!4Un=J$rwmj4z*C?JX;a^*`Ub_+u@_IWDsnE`BZQHBL
z=EMs_??&E(jhU{cV>le!IH2@PmL~o%pYYwq@n|D49+5_ASq?VWqmo4&<bXso%%Rfd
z>u4<zWJk6t_Dl(WQ^c(xX5uYDurlYU2n~;Au(#tDcDdKsJNKKRi-fGyuz(KL$iPqG
z(a%$Fnn;@cVO-4>010yMvF3j;HEN-7MhV3}=e&b*m2?6Az>|p?)6S{0g52#Z?344^
z7pLggSw`3t-XH_`B{C4(WURs8cO|l*4AnsG(m@BjL+pFmw22Dq!PAL-1G;;|@8FHf
zD#Dn<`#?FRP+S-y7pl0|63<M$Xb^6byO|vc=ZkbEmYq6X&|~3J)&q{Cgz^L|9b<QI
z{@L<)WwCwy6N$9&`kNZwJmU|DPt_XayiLMJbF2^>TZuSobean#zutl`Dwp+U*oOH1
z-fAZyWaomE7P6S_oGG_S=G@3o5B0y1kt_-|K8?aYiagX=7wtNwQ}YA%>C4O&%l`;u
zP(xTZeU@JFn8xf>>({y!UcdW9&AhrBPvCpgO;CEItzgri6WX7x={*gO4##DG_b<^*
zz5ELq@sLI3nze-T-c;#GBj2^k{fE=;JybnYqw38gKmuU3Kke%nUrLc~D+v&UE0D(4
zeM`w5DVz+y6zxS*7HyrD<(P0OHO6bGiVtJEZcCpYp|kCcnta!5SeQ3*mZLrcQ*GyZ
z8`QOY5(v-f<R8HkoP4~~b|hW0ew4Q#t3qn4bAWn^&wHr`?u;uaZ3xs{Z--vF+S+{v
znnvBdEFs9OTLxzSU?lh95kaQ4%A@=IfPyjcq=uH2)tBGszEC@)R)8nGpz6zS_7)~m
z>*xgnR=!KILH-ml^E`BtTGd}__qxfumy-uSq;P;*reHut-gnYSA^!J>Fo>9e5Wl;C
zFdh_Bre?mWuV##u4XxZ2?-|g0x&2KXm}n`jNL!$!@&=Cf+AXgpkiljyK;!7MYZ}$b
z%qcEd=hgcJ9=6at#D3`j@xJKJ6dg6Z+74Xtgh3cFTk>r^(@-VjzHM<5Cc7~4AB-NC
zT^L8od6tGmy@B+k3zTk>GejsICPa7x_d<zf+4J+oujeJgU*{iY1vebgPk@(b)dQM7
zr<@xaRwkqKrGt)N$xofhw1a+IlOUDOyXc{LF6FJkE>qx$ZJkyqwDOS)?P|QzbcOpu
zG!l{$*d|Q%`NHWiQ^XOG_^Hl3G%(5)Gl4OvY*W6W@#Q2lGe*!ekh;-TpZIF}AF=Y!
z45U~sJ`kv<1T5IIyc4y$6a(FI%9V?8k^KxLk=VVdO5eSKGw%lCGqMU-7UCOB5v*3T
zmmwV^H(Ow)BXQBs_lxP$kxCJd${q(9-^{p=shLm{OD%fU$ojL&hK%hB7^3i6f%&sb
zaY+@n4Toxu*qNV3Pb1LG>%Y*<3h7}ykIZfMWaf(uBPPgX3w+fa#cr?&_T9oWvsmH{
zO?jha5@uy?peFZpGR_J<uY-7lR+fHq`~?QSISs9fMzNh&Qo4Q)d#=83Z+rhTZUU48
z)oF`gQ~GtO|8I9&7$MWpm8DSf&qH^O{gvG#1j6SlLw+8q3h<#6V%TNsXZp+rL;A6V
zU{FIjb6o6Ze$UqNw;Mcofarz8Pr1(K*yEX1ctQSq&h)>+Xw);zQ&7Vzmu1&r=r#BM
z==$zJs{gnB<8+jfLPROa4xwbvgzUYNUC7>hS1Ktgd+$Axy-7n!WM)hD-h2J-w?6tk
z-_Q4X{_2nFoby`uysqo^GX}oydcbVC7`JQAR@{S%#0ot8NS3M*aWb9zx}IyDWkM>X
zk_m6Z`?Sn+Nj21dk9B0K<l=-e-bh<+yYg}BU~lLk5}^6Kc|mNoyKPTS5ezBH-}DnE
zxZBOYgygZ{J}O`TOj(}i{q~Vxd7&oWYuof^#}^fOT}Sv2c8cTjA2rwL_P^E-D~~B<
zYCkuK29X6)^atJNd2!pF_6ZjrD&?rLRXP3SioK^PE0-=u*Lf4gGHXSRIveKPEFnXO
znJyLYvMMaRvm3AX{WnbbvC!swD3XSu-Tu0(7_UU>ot3QZ9nGC<9o0#B4GGH2X(4fw
ziCV?}>+ue6S;8{TF8DJp=jhr3z(PfMuJ<&s;Wg70>9~%CN&s0%rA*eZGK4{|TWEjt
zUb28oGc6aVY1_vy$*hr?adyAIy0b(|;e=?egT)YgZfurK7==f`^iIBfGv>-_x~R_+
zxj_&DTf-xZMu3QC<asVL{;U8Qv|1i48&JKGkX4S{WcH5R4wYIAxecV1J?d%-&YzHt
zV-GwLBo9@v1++2#{8I&zv#N1^%SE#H@vdeG_`W>PiI??kN$K`Q(%=(HgRj9M8ZAeu
zdexb6K^8kN1UAZb!lMWf7h)piP8$MS4uzvn^_K9Ocs==K#i*oLRdgQLihX1RPqr*Y
zwL5lQ;4J0;Qq9efM-vytpy<$exL4k>yp}qttoil!CC?ja&oTV2Zhn4jos|fzvw}F2
z)(||(_ZOFhg(Ot%LP_39BwnK<F*c0%T#tmP+udSFX^tdIS=XI)A$FV{Qv9+kyvuIL
z1QRv&J9Oi5_4?0)IQ$JEPt}Y;k)KMQo_-qC*pu$z-Hc$KXso6D1PR<ZrN!`{QmOH~
zS~Px8pdW4~W3)8*cslpi4)t51G1rsP0t{^Bqi;lh5V)UbQZNAUv!#{f(y6DGYTj<A
zR2xn+P*A38<$YLq;KC3*6nh)h#5M$2vdfBR*TRb$KNu!7W?j=uIFnYipI>Y_bWQuC
zV-)6shU?bX@#=lyx5BY9tHF*_JuQ#VjVzh8E*^t6GE{}bzb)E$^!#_J8tN;rG$I9t
zW9A^q;z~)cly^}5BI8%HdQ}>8@@a#|Wa86@HZcc#3*O&hKktvyZ9-&7j;j!DRbkp@
zlXPBzI%S{da!dT9W;zVQQ5gsSesZY5b?=aAJ}9{P>ya_!Ikt|fi|N99Uw7eyg1%a3
z2tf$Co={V7%yc5DYCR;VC9*!Lk)}Ymdh(f`|2Q{jDt}A3TWXcZ?5-MD4XDg(cGU<V
zr1fCQh?q50_y@P2t6a#Cg6J>6Q5)a!^Ai#NnNW3n&+EfwLE){@Gs#s>#8*KX)027M
zh-q-!KJTNwu=JUQ`^%LdAZs4G8!{N|id})rd(*~tj*YV@o3zG^uWM9LJL8Oh{{@Gb
z1zhoKW7bupdY@x=&?^1ksmXZWGn<{iXueObW+8Y3{)qKvVu>n0^_-};b1re+a^KpW
zq?oL^UBRB9<x*?Q9Mx?A1So?4#21gU{g;mbj!(75n*EPdW|Udy^2y+c@d<3zGC99G
zZTs(>S0jM6*9)?796q$~<*1c(W+9#829|O$b!@$(Rl!&K*8@@yg1djeRUlR19V00O
zPGtkG^RPUEo2Q{P&w2O66*8jVRg{n{yVwJty3Z!fU_rq38dJJ11YlS3$0&Az64(^L
zR`cM4&69>V4I_ZWH9rh^5R=~@rjbx}EO{1`K-e|3ZN+V5W^};H&J~M#HI69HymC&U
zo)C{*!3lXa6+M`K`U207CmNk`d@`hF9i1ba{7^m{x-+_S5{rH4aX@#iu1hmWAvIII
zHqm!+t6|T`Pn?Q4^KiF9De0AW{7S`{AG%v5AjEsnRy4q+rT8LqwNJc*a(hjAF8z!k
zKq*$lg>k*)G_p;)bgC)K_dGIUpn-%<1HPBN<0R%^<}n9%lk&cnBt1G|TIRk=GvCl7
zS%WKM*bKpn4DXvG>+e$9ek7W|o;`vfT(Nn7Y8tSSQroA7s@sWQyFHf0Ka*4V@Vaa1
zmDRMa`4+iEDY_r2_lVa=2PUg#kYskH-@YZa{YGA3{Tn9XL|I)2!%++H<E6tq1CE=F
z`wX!T%8CL&?yG#t^hzU%ZTgBs`bTkw=HoBD_+P)uu3r5R)VQKpKZdk?rW?OytQk%L
z$W%67O~;%X)fK8AS?ruBYSOZ=_e_F;Fs$c#gcT7E&ufKS{D}$^#5=UhTP3dT2Xus1
zXPGu;Y!FuL|9!iBL5-q&@r@N}dYoGplIryvX*D36&lm_dZw>&^dFabA`Lm}kWnTBc
zP5io`*rr=~Etx&?e7kEu3@sUYLaO#mY3vLBL?)ueGuuz{MwPzh6VSvo-zz8H42~3-
zCZTi~aQsP-C57s&7;_BIbDV1Xgcn}JlTuQn5nun1iN)-CC6YtIS6OExMUKfJ*{!Yl
zsug+nc`ruU8P>{KLm1?3(xvNeNfGD>rH^s=r`*KSYeMh2UFn@Be_Uog_=N=4`;Z`Q
ztMMv`ij>pDvfBQG5Ms#uo?8JyM-F~9p83qasQsmyj4{9J<|Gis=ohvbUbd@ss<L|*
zc)w|;*IQ>}HrvQw@FvmbbOnDAxDmXYP{<<;IR}REf991UTW2(j9=s+vbLH*Z^|?L@
zzi10cz(3>Pg)odjJaeCfwZL(vtK{_9^h|qt&=x>SN!!y!A0fo<Yeq_Bwfo!Ir0KMZ
zQW?sOO(5qR>5yD2zIKI3)-b-_h!0B<{Tr$r7LNX5#8@Bf!xkA@^Xw;@Uk^Uf%6?o1
zild*aw#K8c>Atq2Y_u<H5!#7>jJ`dmxJxUKXPy!ET|iAZ^r}w94Z=y1Q&99SDe)IA
zYP{RF(Jb4kv01a-UIA52V?+fdqK`O$wB&|T-mThYFo2dTf(U(JHvhvZ7^0(>{styu
z;g?q8`1sxXE_t+m5?>J@+^|V(*1FuRpQ5(FyY;V{F{2WixGUrYYa~_Ze24e`mPtF@
z<A~{D!kGEA$LwQ2%m=H=UpK^YjD3UT=w}mn2#cT^pVU`LfaEPiM~k{JaqFdxi-s^=
zN?chFo=B+I*`~j?0+Cl?oZT{%GbVoq@R6zbHItl<Wfm}n(9lBYea5!q)iX4>rNg|^
zJe~X~|FlRD*c^E1@z_m>M5tp3e~m$*IXOtE_j%xcP4+(2zYswR!yv<{rqe3ZjZAyb
zP?}{IB~UCE%q5OsMF}_<Wn3S8GFF!Q9CG6SJbviuh1MNAEuarfpWIpq5e`XRGtDhG
z$@09R;1LNK89Sr;rqWnNaCb-}Ee}&wCVuAB1Vczek^mWVX9)8m*wMpUO(R|7w*pY@
z?&@pXn0E*5gzr#6J<ouyI7OGlRQp>)&(p}`eanFJZQ+ST=IqsEHq>-@5rce;=9CO;
z?=~SS;7OeCQE!P60~S?O(fH(lRBNG(|K)KVcnY(Sx2&_`VOEzQ&q`35=XGuOn}f{j
zT~hGlyiWmSeSFK3ckjLAl!f|^MPOaNb3ZT$ti-Ra(P7!a<sP<Tp4S?D_M1kYc#6c(
z5h~r+@B)|&9D!X|^3(rp9*jNzFsyW@^K|&Pdo}>i<z3<;*wAVGi8xlmlCxOswfugl
z2)&xsBbvU*YorU}dW@X%-<wN~E9v0|^}O#O4Ry&?Si1~qJU|1W-(kAr%3?qM&#&uR
zm&HgaRnoNGOZ)9)N_5oJDuFlI`h+C(cH%lm=+{c+ExOPhYXH0lkl3iKDa|9jmeNQ6
zzR6IFCQ9I-{m+yYO7L>}Jq1R_P@EozGIGh_0~n&siN{^u%r_IEo~w1I)%x4j(xNz1
zQ|BmyPr#)A*zY!zTM{bpYrcA8@T7aj{50@xx$Vb6lE!1v7g2GxY`*16(m131&<y6s
zG(pYKe50sB>f8vvkKs+Tuw6kS2sG}=v>d&$5EL9FaW^LIUo{Cpoyq9~#Cja6bEn2P
zp_-(T>a2zG39cf-sZGC$YN9ZEgo+R@Sp`haVZmMmmk`JMovO#yokC-5j*$RkpNId2
zkIqp3|6PvGA=io6G?-QVo|6F~fiJqBAN)4@+`>Z`$7e~F@raR-@DS(mEg345`j7Df
zlK;AFxV{K^Bu(S3?oB-e;oJj}-Xn8)s#nZVX(^|Uthj`!>v)lIM7|U`2hNRU<oms8
z!VFO~Fu1*&klMXQUd&~GmY!;xXos2ctU*L+#S6rNB22~BVyz<iq)V-I5TdTLgtzkA
z$b4mTt!6DtYkBs<eC0hpb4SO4*0t2+Wo%Dq9F;Im*XWHm4=BCtFX!Jj+IQ{P%P5fT
zoduC6V~FH0vjrv?{MmV5Y9gN1AGcoC1T|`vSeROs4IhsV$d_z4=*FWXJbTnCVsa?{
zq;nRnZ@b08cXV}JLD?h1q|PD!nlB7}h&b5asFjfV{b9UT#CfCbs>+_j41IQb`5ti5
ztTum5_Lkk_8!4}tCwEYH{~b=p=e#!H=`72MAl~n<GHACHJ2%MA-!ArNTG@F~5uY`S
zI6OVCEu*IXJ+5_$xzn{Q)BS8RUG!OT)0KA44xXDEyY{tl<FzhJhJ7E|oIOdBn&P7=
zxMK_GWWqFwzFUtpCy&p~Z#6i~WXe@Iw&$h~^&dcXxHlE@eG5w57OXHVpm4ycFZ6p%
zB;%hYCA8saL#j9qwWrfzzy{WcgwiG-QqnJ{{sCHj3Cx%}lz6iOA<8~5<kVjaL<dKl
zT13$#jv4em@Z^B;W@kbtsHW+>D~zW32P(c!BZ9Z%z&lcNzIL{gKCRxGtUNE>ieqjC
zC}<qSZOV6G<i*Q<+CpgE&{baSmr-Nu^!%wrzXl~^&Sc>l@nSah$Z=B6^(gZ^Q*}L0
zNAKQiYuXgftIXR*^Zgh1-1wZw<|o6q9FYxGQ`n&3wzBAgWMBVetz43qb~*oevYhJB
zJ`bPs_;f{b<G}yF5DvXx%x$5m5;lbt3-)&>gtN~b=~Rdi;RvjCs2GD8eE$U|e$?^;
zDgNRAxYAW{rAIx=07dlY*+n8(dW9gTZVHAn^lBrrE3HZ5X*VAoe~<5cm9rJ!;pzJU
z=LVZ-8^ME`A^JOlwJ)<L!ngKv3L2Rtyom>#9S5$dRjY2;4=4cA{5ufeA51J9NOA^d
zQ>d}Eo_|xkv}3#0He~|-f*a{+4AG9Cv*S+Mb~c)yoUXX1>YCRW#c6H~6Nsjt6f|Vi
z++*5xdTk}Brci3dwT6uOTRoA@?+ebQQ*!feiA7}j=I;O^)J$Lq<v;nyoijgb8<4#9
zhZpptxIjFCAdlBqBoB)0<InFedjT?hWtjEo_8ZAVl+?tXk4_ghZX)M!S=3KHki7(g
zEv5k^qOV^nzCLMCu}62l5^4p;$uGI2xiA~Z_t4U@du}^$Kv%r5O`7>Kik|M1+&>#=
zfFrQpeGh4H6+A*F;21*&$lO%-LRk&aJ&RybxnZut+pIM*vv*+BslW3anNAWvBs?Me
z28i$D_WpPu$ooezXjiIVm^vs@ypMr+#FgBa6}hh=r@_cB_b?md9iCd}Eo68fm)2M4
z1gZ!I7^h;>*?_%?2FuxV4eIMpDY4kSEvC-><E(s%sUWjJN7s@3C0h|@*r7R$oATql
z0o2X-L&tfbxY0k~<F9>G+(L4^!Up)k!%d8Tf3QFNU_{S=d^apI?ePiy*Ia4OpI!t`
zCjpk*Z-0g;eAcpr=Ti9&$me{fLM@XVUNHm@;5$tN{dYG74$zF5ex&F_O7jQ!`A-jD
zQ2?oI-)s5Oia{Q@{a3nhO{B*XMU)C{xivx{q+alW-~~D;pbBNV#u69$H<a^b0@S`{
z#LL?#mXjtDf9<{`tRMgrXK;oX@{wmxfJ`DnN^FDv1?Ob8x-mi@ZK3Q(qIv!3UJydV
zdcX3#0BWUl<G(!IflO-JEu0_3-62fz5AC!GC<VIRswR!Nkw<rkkWgQlFLXNEJp>_@
zcN~sD0bm;Y-EAC4-$5r*cc7d(MTH8hOH<t<p+)JsO{J=1kgiT>yZ#pZ!s0)a8>DIu
zQK986pWj%Ta|)Q5qkc!id7Q^Xoh;gA`RBuQ7CE67cY*iV(M~8zqKDZ+;mA^2G?g%`
zNjri3^Z9I5pm{Z!@drATaUQl=t+11Y<Zm2<!PGC95u%RW;1vX?d_|t`2q=}%fwSqK
z%E^tXQ|?Qgjy{dnUz_7)2EZWknO7(tcnHxu3Y2XwD0<^h7mrp>rFaDcYocqfcHhwF
z#qq&<9uo(zkc1%?0e&G_iJ}=Ci;U&%h|}ml@HO8d2(9*;9~Qcx-FPFIqdCph^C}u$
zg$qqu@>JphiIAhRBW;?axB3B3At5a-ZSm1{U_L0WAKp*D|GJ;ou@u>G0kNl<5_!#{
znD|xtHzYE&*STolbglEbuOsBygb0^K=HTX{IFJ8>sb^}bEG3~rw#EQB?(h@g6U}Ff
z$`+zF)_K-`7TrUHgYN@j`|rYti;XF{|H&~KLo7+ZbN=#p5K7b4z41BR@>u}X<*Q|@
zb8$0W7AZ7|3<z^O#|_1{gluhm*Ezo3`OK~&r9J%^JE0}N$9B3W>=oig_^4gBtM_#6
zmkLO0^-^rP7S<|U1JkaFb*kC^PTbMnSQx6ECePQ$A$bllpn)VjoF^Q~M-NMp7EV+g
z-I9+B+ek0=fdDQf9ullNw|l;4d)+-DR$0>56;TrBGtp9IxijP^SSv69^QEVIvg9;&
zhLp%=^7d<2jB5vEO4+7wQt6<9w!>-ENheJEws2GU>w>w@C({?fcGRkp(TC`?-Jy@I
zTh>+g+eoF?oOM)n{2vlymPlmX@iTCIi*P5&>SBhmCM8GLpP?e|#;yK!O8%fB!t##5
zfbTfgtEb3Ss9S(T@HSD(;9%JH!>(mae4AIVE7V0och>9z1NroYRz;G=56b>FUoku%
zOP9Mxlp|9g-;6wSB0Z4eEO#*wZ$E{I<30nrVnyyFXZ@2*tW>WMh*M6!Q3nndJB_v~
zT+~0+<$jz^bOQd=Z(WzEs0%)0CCOvLdSFb4ZmEM|9Sy8&isZ1IYyr)rUcFaTm<RLS
z+k$jw_9{AR7Fop;TjIT0n`3Pzx0kC4bRzk;4U?Exg2oux(};U_*8qpQI6h5X$4h+S
zTd2>%)rdeU@;sVrgqQQRo#S1@(O7z@(Up++i}0>aYq%Yu<rBofF@=4RV1MaT_v`(m
z?+Dcqk*5s=C_zHZVaVHwbUAA)Dd~2<w!hU9gYtgv-Gv$|sb^m*-lcE?nvN=xigBS1
zsK@6u8pw_jvDy_MTUD`y9bKs%LC`ZzIDbv{Yb0?P=5U~e-H~J=0b8La{VVY)WdWrR
z41_GD^nvMZdCJ7)I!>CKw^qMh)pG*_ko5==Oe)1+`y@n0uWFbuzq3Jz&K@b(4=tzp
zRr_{$C73_YOW{zw^eCLl-~lA0w5X4I|9aTiLqgOyyS|7U0Q_Y@BlXR4m?bC+k_AL4
z`#SPrwiAR?Xt)F-7%YF!;TWH0X2Q$tXmW8v$wxj1HDEaj^zW#`uA$G%9n}~aFCia~
zIKfisxGB1DZ9|D5O0bWV&i%HbRjOUcO{1cNHHJKE%ko(a|A&5*!Qq=hn1JK!_*wdd
znl#mJjq&e~{%X?H-rpopO_%Pv{k<g^oX53_X40UQR=^QV^@Xg7xI2X@s{T1C^9zhf
z_%TAP{O4Tpsjz#mF)=8YI;<1jwFogf_lp||J^e55pO-sK4CVU~=kv-OZO~H7c$x5R
znzl-Mtu*y7@2A6ivR+P*R|;!Sk^W<OeTgp<?u%xc0?6Xaxa#nYv#i<=NYKbY-p|MK
z@iyY=8i+Sxd~4G)BATYNcP$J~@s7Ugj@DKq0HO<}>*#BBR8ExNgnr`kHqtoz5$wKn
z0cIc_h6mV}UrFLz_=grCQUBy|9S~O@Ha)#brN|1_-h2~#u7BYIT7N#W4dC>D@-{kv
zLi;JJ+(NM=5@Z!*LcY}Vq_95)gOH%}s@Jvd-qw8wMGqOR_~=k6{r)oBbuwzV)ky=^
z>eaSJ?faDKh?ZhBL^8c`&=EVPUxDxrUSaz(URE4H*oo^;xb@E}nku(qb{9B+dts6d
zamt5K-J|QnNQ8!Aa(Ko`Y$5WyDwp-xkKKqNc?O7kIuC7VmLV<rD?h#f0Jn{X{hwZR
zpFg7Kod&p{RBkEb5N9xiku>XiVZ&?Tyuw<Df&9XarH9io)P7y8&O;^rz>fBpclzN`
zKxFZsM*#r@HO2cIELgZcjaZvdnvRA#a`!A$K3@5XbP_LOi@2hJFF&sKjk;<P5$J`U
zL5FOdK+g?mL_w<m^@3BkfiVcr;cL7sZ!Xc1Wx%e1=Hbb*OFgJ1HV&r_<f4Ip2A+`R
z(?C#;p>)E-x#-uA`<clIAgdX!(+A%)t-x-NhcQ(D^_7N*qq4Y_<-rGDdmoj*OO8g^
zu|IX3W3N_%_JZ8b`rN&FjTtC3GB^2P9czLPG1;R8sM4ju+}AXK@Le05r|xsg^L!Tw
ziEU~5uZQ?eM7J*(K%uh0P%e42L9IsEZ`a}V$!%@H!6M6{ccT;EG02gq@?(XcP`t3}
zys_IG<FkC6_QHc=;d429h>1D4fB+S)(foBmVu%ZR-15T~I0sA(p}Mnr4z1$GL4xbg
zvTtEwvi$0RbZz?N^d+lscYt|CS(fyqX@$i(#KPRShvmPYGZT05B1CieQN+%|eNMI)
zNz1_gaoYGJz{=B1)ce?sJjlyZJd3Fx^jR5l`P!6CiYCJPX1Eh^pAz?R?Z_{z2={IT
ziX$C#WcWe|!59$to=h{m6%`VUVhl<Gv|OP*9a3>cbgQEI?VvKk^7@XE@JkTRYwCAs
zmn%62rwlSeJ<eexVIXc1P!4dx?*K!#s%}S=k}m|kD&rr!6?5I_dF~GwjN4vpuCW4n
zax^ynS<K63ffd<8h)%J8@_j{afOr`Mo&*C2tdBOsqsTashZaKZn~x(YU#HwpH?H~s
zwrz_65boZeU;KH5U=fLMH`%_gQiS2fkG<%}55zQx5;3Zsu3M-*7_5TQ(m0Ul*dfg-
zq<oHGY??qm=2CLYSKzo?1o@HN#4BbPyU~n53_)w-KIp;SdqO~=F0T?4GlP@>LDK%-
z!b|dN^+i?#d<DAK@W^0xo1gm20R;U6O_H+~=kXp*)eAJLxIi)FI#L;e4h`pN!Bs`}
zAeb^uLm%{@WbWaq0Eg>dyDrQHjUVI^_1|fty_$tT)@pJck~0~(5vIqfWmHM_cU(p`
zk)A({QMvM~Pq#!9nlXS1kN4xFc{u||d<qx)=(tpg;kcxGzc1?rh;h22kclJX(9U7?
zCrlvbLsEj|a=OA!^}F9=pdD$ed;4pz4O=NDkawIsdGF0vemQsL#uA4q<rRQCAzCw$
z0ITM(%Gy4?52=mOHw1&*4&#f;_&zah!hwB9YVc3PO_IK;X+GNmP-=q*<WI(r2)Nh*
z((wFT+eTCefgYx*M5hULc#J0pS_0btfz5vmEkAZ>XN_*vjbV#nSfa1qOL9dxuMGLR
zz)7M!DSu?uGLW<;v^0IJDoObaiu2OgnH{j{ZJ&Dqe9&I$Z2gE^zxRus`Vt}xv_1`|
zctbAg#@9PT<@1wZf7k)nQ8lM78us`_J`NAa)j;wjcK5dEFTR<a;2G2V149$>-d2e8
zR-YH7s@IYFVwa~;?~l0^C_xy3niug;kE0S?qhsEy{GJkgKBhMRGpN)2v-v6Irvq+O
zClLf}YTQ^oiIm|Is4&}e?exYMlG;E1`jsS&WYFHpV5nOni2gcaYTx^4Dyg3VW!KdB
z9IoK{0Indj)kMTV$TL`zMuEfCat~78aVUqD{(h>bQ2!C})c{AE<Q@}f!Nk-h8;ri}
zDKb?__S7!8@1LphHf|sY$p3wy!Y_nilE1E4ym5X@7=|Y`C2Mg1#HkAp)U{0MH15xr
zjhveKn(+{{OIva(rnBBx8^(KpT=RHJusmK`VzCF**TPCM_Dh{BLj^`MG)e;DCD23c
zn<v>;xh#@w0U~hY$T;*;t|1S5MCv8VqECEH@5^;eolEcjH+I*jtCZJ;YKZ9$Z=_-u
z&{lkx584X`mFeTLu@3lyqRyai;6J+(MTJU3eY8Bvcp9T2zH(jAOZ`4bhFUZ9ZV}vI
z=_Mvzw}%A%+6ZV2b@zjllDIuov$uZN9;vsV<1og2imKFA*59I8gpNW4f_D89E#DHj
zPJfaAV0R@T?zV(0T?<$f=7@4$=AgLcDc(wW`?-thGl<)H9x<<bEs(ez>0ML&ff@A!
zLdsO`78)rZg{luYF!5ft1~0*R?D$E^?orrU1ce^9S2YM#NMBThY31W%B$LO{`T`FQ
zD)C(pes3uvkwbzq&L(xj-C(;X_Xso2BGzfh6oCsHV~$q)T(ZvFpZ=X8%!_|-u}Sa^
zh0TCXt;mGd@8*}ee99f-0l>F5q$CPHg=yq*Pz&)1i}z+>98GD)2toHcn#K-FOXt>7
zV|<|1Q|vkng`Y5`J`dG>7$<6uObX%v*$iew>2AK?&uAVdhHNarz{hvxCqvuW_12-X
zcvneb@D0+DA`nLgh8};IEOfeYX~Mlcje`t#48dN#uv^Floa59DsqDZrD8RP9_}DMz
z1gApo_t0^zz%o4JKs0m+Y&{pr5+H{S^WYzg65K5qA>1y!U;4x!@x5R0eH#|eTLJg^
z?5Z5&4_Ks{Xq~soqZ9h`+!wLfH)N-X{swUn-9?H)(DX91EmIOoDK}l`v|%`o_!3H0
zvjq_wVbQJXo`3k5(Dj(KfV7cWU#++I%*(V2Jnu>O)T_|JsscZbj80+)*l?l}kF*~{
zzeVA97+7p|9)_T_YM#G!`6|VY2l`!L$V5`4RBMU9g|^GN4k|~Ml~@lAUbkvbdwB;=
zmze7{*)Za&##`d8Ke7AQ^iue_S;BVLJ8e~61Khz1sQUIQrY#?DN-Z~8LfYVLHJgUo
zKM}B`?9V(M%Pq(XqQW*yKb+zR(f`3-yWk&DGXfEaE@wOucf1%cYVXq*m3J`MG0Y%s
zj%(0m<jt2#7o^;3-^|<aC7B582l+;I>OXn_`%eGR$4I5ASkTlDRVO71b0pF8l|fd^
zGQF>#O{+p9i^1c@-w3<|9Jwr%JEr;7dsdjSu@nb2<%@z(1Xo#K$JJw8Qf8ZuE$_D!
z-rr0nB}PE;&dlSC?-VH?5z8mZ^8O_G{DZ89R+<vRuyHo;Et%#Of;`Q4_0J6!s#XGB
zp|bwHEmbDhhh9mHQjM6UofDV)cLHZlVKbjZ`S$diM{F0d7N0Zcu@hUjzZ2V{)VaHt
zR&Ix9Ht#PxEID@hC$u<YTq~t!U19R+$m3Bld&zWdcU~w6GPBTUBa)pIxW?BRV(79D
ze%v~pT5TmLvu&}pbt-r*7u4_9qt@0{_{YdYq*AH@t267Gbg8FArbF*qBQm4!K%N&m
z^e;XFZfI!78sveq&S9G)<sL=Hza#@4Ze1U>(ml26UyJ+{d-Yes_~CJu-;+`}@}417
z0ECf(c&8tdmNo>>B8Z~nBmH(vk*z!4eV$ilVB?{*GX+VUa^m)V`Gi*}E~tAVxaqW6
ziDBXmKn_H>A)shb6>^Y`^uBy^{=ruAV-$+<nUvT~RcJnNz!02`fJgRzQ6Zc3!(xLL
zUmvq@x<R=$2d6^+=5Mmu<(fBCtpK3azmU7~5TBKum_M{d9v$;o4EIh=cn@GpjSw}x
zqHn8W=r`+9GXtPtJbTI26_lJ9zw|LKlskw?uh9*6x_Zz@1w3Z(i|&W$>=D!Q=Meo}
zXdN{ag|k;eNYHn|+kc&QlJ={=Cc>4tG38Q0H$`7Y*V10&nJk#b)vbSw##Unn8r+Gb
zrm>4xTir&#yjFjvO0Mm?{k5{CMS}-A$@($(85&K}g|F`&w=WQgUw#wHlO67X=gVi+
zUsjeEo1QkFXCmTVbavt$KNKr-dOs1UenjK?Y@Y-rviNc{PQBd^J8!k((Fg+uc&Ro*
zB2}pDEz^v=;-^DB;4z&JAj|z0JowjRUW2k+Fpdvh$xSt`i+(gAiwp``0jw2YBpI1f
zt{edFKs%3P?6i4Xij;(kqI{`&Uis&e*ElJQiNyOb?gH<2If(je5s4?o*yU7%OPep5
z>M2a;g?*V@12=2^Iq)Jyf4hGb_Sn^_=+CV#1}eWd0Z-2>k<jb4GnX5YzdfDZpsJxM
z35S;v8Yp%DHDed(QQg%s>;?3iQA_NX4QLPpd*ky*$MhIGyw*sWVD4^cL7P>EXeKPi
zX3DzfXxlc^racd`>$<{{Q8ngat9aS0ST|Sg;l1mxRnd`l+qvM8^LEOTF|4j*bI@6|
z9oD9koi2a%WlC7sHa6wXF9E#0X@prP`&PF)$7Vb{9mEgIqiSXQXF9XP3nHt8V^73y
zN-_ps_dL7Ct2lt*iJy3epu+N`zVrhyHb)<6z^C;!;U$<k|MESdg(W=q#5IQzYY`FJ
zrLK+80Ih7QLGR9Ol6))hWWBhXi6Tqrob~iXx2{WGCeUi^s|LW?RRyHHad<Kbk8vc)
zCn0xcr?EpFXXLp;>}!bcv#j49;B7MH##z42w@n@Jk-+}~g82P~#b96vYV^KO-<UHK
zDaI)+yY<5Clbnr+<=U^o-y^Hux&dnk>0^jX57-Yre|o|0880NQ+G;clH(UwmiC1W4
zrCuz}0qvpivclf=*h^5i7(duwIIxIs3{JO+gGM%9RxFHH<T{zzqF_JQmKv}&d6LPE
zVR*}}v_L5IX@o${{pDvcUQMN~X7t>ZQ}T<Un+!MGx&78d%IGeu8-@r>hG-}nhOnJ9
zt0s0DBg(9@#~Zk^1Fs~e!`vJI)TL`lRl_lL^zU5ie6UJ%b-W}eLw-#~kEidc2sO&i
z!Emmk!6Y+=^~`NT6EbyG%T<<{bN&Tj?Rz|;Dki$vPD}Wm4`qz@pRzBr8LofPXBx!s
zJRkE_(KQpK(}A^--%_-~+Wbv~u0NA)e|S%$p5jvnve6_yBDJ2qnB-sB<O#o09zu=q
z)|$8YIbM`~ZR@{MHXI~n>%mDQf_gvW+br;i@7>U6dygreQOe_<&`FPRC!THN)GJb?
za80=)mKcBQYG?)(o4}Za%A~AoJFl(u@QqJM<I0Io&vPww4bR>_G=kxp3?eV6<=Z$=
z=vOQ}YMZ_o!xWwY48)x~uNBu$^ZY_36XrC!PDX!}!PTvinsnb?YPdJeWS#U_O7GWF
zALENL=(3z~=__B%@QSU7+Zm=qI;MA9uiuIPov`ObukZ=f-dbQ94M^@dC)x=}XM~zw
zB&OIKYO011#X?i@r|-vT0D&XW`7<bpQimeSGv2I(1v~2}{fNC5n_BjRgHB2FvW%yF
zIqjMN<5Po*G@B6CbR#CGY5V=%t@TvD8NIknJShqzw?t=%>U!=P5OtnzcL!C*$g3sY
z_0J1|#9H2Jq9~fU)1Pt7(~9<oaUZLhmmkY5)Q!(%sHJ`8(e?&S#8*fMp>%yxOBtFN
zYoRwq*z&W#5b9upDsD$A5&xq&3ALBCW!*%PjqZCvzjPDjNvsyYPZWQM1+*2{3w^$O
zG8f)Z{T8K`Rt!E7F0fSaH8d^81a9^1rXR#KFkRZ728%UDL6O?`n}YLHYWR82n%FB%
z$@PpCF;>5sTW`mCfMRQKoeP5G)AlP#SbsW{4z<;q+mRooU2&x~Pe$7nTp3MY{(PlB
zMe}PL0mZp_w$|cH%__qjP|Da4Q?uLxTH#rjT`8(JiXn}=uhO)_>t(j7->r`W$U120
z)Qe>nhY=oIO@rHjNhQ{>2$~<%+g~P|NhPx{JVn;1l39)K-ZmAvIiq)A=4Y^xLrd}5
zk5TQSe;kapHz=4^XK~=2y%8o>lX1Zxm}<oY2UC3Z=(x(T6S)FdM*eZFNJ@@3ye#dI
zWLz@WU-pSly%IGU;O%liI&<Z|HWD$XitCTw5p1gZY0@Y4_1mRKK;(s*(84@ufrPVF
zBb|uDj>u8@1gR`$RJk`6r@eaa$2AlnJE*ffXs7G!KTh33<J!pkmVIneMM$n#g_0Ln
zw7CtJnQ2MX0N<01{-@A1<8brK#QYF1Mn%_%D<AJ^KG*{Fyd2Gm&#yGoY@Q-|@VCC)
zRZP;k9?fMLrIS9*n38Un?q{zoIeCuDLi5!<c>y4b;r8X$J4%x@g~~;+zyD&cLf<0f
z+POvF!tL)>!C?If5*JM@1;@7Ug+Jfw)lx0!g_sP1IkK$b^45<1wqpU!-BV=IfZ*<)
zkcjzsYcRe!2F2JSfLm5xA|{&f`SpWbo3gKV`i*CnA-XJRR}SPG!dFgI0Xbn58Hb?v
z@>$v2s1EyyfMA2><&z;Uj1)XJ39Z(m>GvR7N?-8kQj%Bl+X+oK<$Qu#!xpJJSl&u$
z<px{syL|abYKz~X-Y2Z3=34tK!mw(%I-ri@Gxa8k@~Fybgm7JFOLBfQAXrhYmRdtR
zpJDbmNQNJgUQK$;<mxWfq`WCJ<ZzWp@$4y%$Uqe1(g%O*Wy)Zm^l%D!9{YPzH`)Y2
zLAL(V_AoVF&E`g@x`70#S1Z|_kbClbpbbdr3*b^e3Z{9+*UE;0_#8~u`A8|EIY6E=
z6z^baHZwi0;9)}E8CUD_ib%@63r~n|(n<5J_$j$wW;)2Mj|c=sM0F|Hh^VzoHj#1o
z4UK0z_9J-h({zF>*Mo=)i_>fB(s#&o9F%^2zmnKNR;}Zr=xQTv@hw~mr(=cg<_!yj
z1^$DY_=W3L;X?QfUeb)hFmdG(YtnWX2kZM5Zd?(djp08J39_B-ez(piJxRdyM83e1
zY&z{%cqc20&*0ob?L%R=lZgCILJBSqn}{fN*echx@(TzV0_!8K4z!tkKU_V^2pgl3
z9=3NJ$VcbCz_gE5*N*Y*C=;SSUA-WxQm+Xzcb1gb{CGnq*N{3H^lSKVwx(R33ceX7
zWn^PB!K<DWC9Wt~Y(1?u`Sh|{o{%4}a^OeceDv*_8no0P?ELXS`#8_(yMx-qinKzR
z)uPrF>@gKXNCn{<Y0c_E5B~=F)vT2uVcI0g)CA2}W`4hjTbVK#D_wHcFz=MkoS{>9
zmx|g~YP|X~JZ*BG-b_5&0gJ*?Qm*RpgWuRiW>|7ns*C|RhK}XWJ}H|PKl@xn=sps@
zu;r@TQnOR@t#YBc%6><-ps5PR#PLq7oZRG#_iT=Yy!Cm%I_rXJhT|v+gOSSClssL_
zSr*M7x1LC^GX}8q*E{|SDbASvl)<&PliH+Y`NqVcB&0y5`bWr(&Z4M9_8htqCD{+0
zr${OGDl_eJH^}kSa<|e=p}{i7{Z%_x4r#FJjW)m4DsJ=)E9-Rg_F6$JqSf9#GlO}|
z;qFeyPm=%0mHMPY&3@r2)8iI>mz%{Cs*WFTwM3RET9|2RAM{TybizBEPAl$=3R4hV
z3kmSAWZb+(ts(l;+8}1lg86PqSnlAAnJIrWUzD->Nz$i0*Kdx@x_kGXs!gXt?Z^br
zAXTi<0FemnFE<jlo?lI#f`(^z?Cp+tLLa3wse(sWK=~Gx$GbFnsZG;f(b~%>LEQD1
z)UVEBmAS*HJNo_g(%Mb|hurV!FUnvluv2B4K(Zp+idt!@ocVz%frzCi(S@4t>^qI&
zYbD_cF<_mtlde6;lBh+<QLM~zNlF4-R{fg9JXy)_BrBxM{ASLYZL1oIhM81JDVoLd
zS{CP3PB8skyse=TekE8b`ubD|Z<-hLj>2y_cS|p60PTCUd96ebm0jOUY&mw~6pLq`
zgAEjZd5-VLbRFOuWi>L$M*Mo5A!c1BpVTaMLpp3blM`X^a<8Q~hrYc#nT`r&WR9m)
zU7P9gpikNKfNa@GB|a=b1Xt9k+tJCX;;tlNfQl>22bZTUQ*dzy96~EJJ%4uOAR(Z+
zjJXEW%#wceb;ThV7@(2svD>J*YPX>unKkS=UCnAi<3B=;FOqg3``dpc4sizsH>pT`
zWRFF?jA;F~4MuEcM14jLr%p>s>GV;}p$U4a#;o_t7xFO)Y1kLIEF$izu*IBu*ZN39
z{U^lUeKZtV%ECy~hCB6sIh7JrcT0N}yq1I8jEGg=m{nUE7)OmhecXAi;X->KonW)n
zV2FZJPjcG?wt>2#>u1AabJe`eE1cNLY5N^%=5&Og<Rf*085Eqx#=IFnHzstXIc_o8
zGS{YswT#VNl`fH*+;W`mc+$m-AboZ0kxB8$?4{H+y6Pe>ed|7;c=bm)bxt#uY>)XX
z(n>!DMS{Xq84?x26Ti>MZ)ge8rIFX{Z_mv08L>$_tvNH3wKcLLR8_fi0YZVqQE#lh
z+*AitTHd4y5|r8yh=<Bd&JR?U7M)FNWRh#mJXmM^R??fsqE(zKE5~NJ_U($CoZLLI
zQKA{1hM<Yzl#y%kx`%7^&#jqY81aGHo)T`5vnaVVRLqh|Xrp&{hb6CIrD4gL>QAbJ
zjHJ)&-?Odc==>AJct;7`7kn&?zAklSylsjU$}Ovrsl6z48&H=4rWbjPwxqsDJ)3MW
zvEMSUuTFWCHornFU2h7!B7;!MhKi?YoFTt{q`6C>*67oVC=;*8+>pyi2~3Gf(^5U)
zto{wD`sjWC`CPl&vj(Y|Y@t}?9$R+pMUi7YmW?jpODlFVJ1*tk%#eK#<<ZK9G7n!e
zM?I+g%guZVHA&cVTbupBxz_krLp`a0G_*Bs4ltljZ=_;AxlFaCa;}LhYs_qIWwLaJ
z^@iZo0B%aBE3t7m%|xW#$n3dH?N+8?G3AJJ?T!xFj2+fF`8&M#KA&W0-(6dqU-Nj7
zrNq`{W|^)$o>k^K!9R3GFn!EYszlmBow&;FGi@Abw2p2knUs{5_tb2Cx9){P-BgtF
zMcXshQmTUPUhO1B+m_x&30c;~R%^N%<~z0>?S=GMOtx1OwNkz#SDr<=;~cOtQNF#n
zkMF>h*W%|kGY$~pp+TGLN?hW{=&#C}{;jixfcHtGC3Hv@6RA(m&HY|I8NMie{aAiS
zCeA4#7!liE6i2K}%v)?R)}vN24tPQ5`X$iZwO3)17P+D#)8indBD=<vJCJTyYx<qH
zmMgZP)@$+6rA-yV^*8r*#muB-j7%in0rSiR3P?}ITUATBXsPJR>g9e*&McV@)Gn`)
zeNs^I27@D&p;ZcYgy$X89e$6^MJu~3EsDlhs>c)K%#HfD<l2*@znJPYEL)B>hR(-4
zHgl14t*-G1>rh)CfwR$VHv%AA@fpuhrl&1$gx@atm)_UiIv-ji@4fLRi}+E+PpH9Z
z+1ta8tq>SyXsTk7*UUzFZd^By`f=fyPSjzT?wfNaf`1OfjY-4$?nXQ1&50g%rtZAy
zq(P&m$BWJvveG^x*ohnm3&KH|^3d_xTXcRLyEMC$te=W%S8rgN)ddb?+0N<V^N*qm
zR)7HcR*O4;Aw-SAH>>Hk(Sta<#w+jqGgy|FJolk&D2rBTQ?*kTy`y60H6^2004o_Z
z`gtXw#l&E1rg4L~KU?Fild{$wk7_~pv7gIZzc8z9w}}<c`9M3JZxfq0lc;7^tH|!Q
zyu>H=!$(DBhW0wI*!4Cjie)a<Ph>Mz(o+;AL2(YFUnF2kaAfF6z|f^Jk~@5YKi547
zLAPKwEiEL0w;LJVQz4rxtz!S=Co7O~K}?xcBgK^M_RI66apUA@LP=aKsb0O^-(;+h
z${wJ91ekz@{rW+Y8~O5-5TE$tA(=!f=cy_>t<gAjUNp1C@W9`?@PP2)VN+8i3_7ue
z7pgthb<p|M)dSE;`Q23o#pK2bksTf;qhn@Sji77aou^Z&ZQNJqdu*U17-R$rL7^u~
zQw?hHZMnuRadX#eLgrE(yOXpZy=~iLgu25tO@gCfvHUo+Yw<#{$i0MbqPjL_ZAg(<
zKuz@HMgmS9wRn~0J#iGU^fCHX9;O$M_5y?Zn60~mKrXtiwN+`FXofLF(dGvg{QAwC
zGW2GiT$Wd_UM+#al$+L#7va+?;NZV&9=y%F{WRb(34i`)(fFk6^(W6_ky~dF`7AA`
z{uKo#rd8Y*C&r4<XD=(Jp}I2A)g^IUAJg&y=`V&~+l2Cb-=0KK%c=fClOWFp_aS@d
zO-O>RHFO-+FwV)ifW0_{)<q#E#tEEjHzI1(V5$7mcysUZ+JQ0|B_Bd+qH@Gkp+?Cx
zRmjfskzfH}`*qYUhubL52WTwvx?hAxOZ6aPJfQYRHEDPh@<2tUiw6sll}<y=nV<kA
z&lRlL$pv<5r!~lHG?4S<19S6i{u&Vdv8aEHJ0Bqoi(e&LME^LbjurBB+vYoWE2w^f
z0jG`})sBGYePf6=2W|z-l|Lmrhh{hNHR1^r*{qht#;JR7>Eyq!-{J3&RkFeB4MkeS
zUQoXR?tJVM)a(SuVy?Ak_FeqO)k+XXn9Zx4zb;ptH3vhQZDw$svcH^w<#IwloD5(c
zFn!Ir_JYz4EFLSv!oAHrqfGx37Y}iYz7E7LCM$e*?LHJ+Nd;`JOr#eEui~K{i5c}O
zu(325zA%MfMrHdX!j(o+MZlLq25Bt(#FgSbyg@6-vJ2&6cv=w#5^_8H2r0NIjW(_%
z7nIHckfa2N^sDNA_Rv;-h<VP0f(UlXOKG@mX1sTGW`dR+3#1;A3x9{|7xu4^D=M>K
z!@r7#Ptjn^03x1qPECiD$j8xOg!<2`fZ#*~g%#n)NSYm_i;DBwhIkO1dx<8B`obLO
z8(V_UDKYEJdY&r}L{xYHI!hP);Jf*7BvDM}rG<s<as%#A2}n!6cWuKE=u`8jaOxs%
zwhJH&yFi54w9<J_H2dwFMvQ?dH2dHQEG%+1J*^|`Bh^i~?wDcwndfkgs%8tm<s>I3
z8(zfQkx0nS{w8<14934%ks-{g5+F~O+&y;*KGy+k#~V;1Wq31)JZ(ufUw5mju9Dh!
zforX86x43&4Dj@0f0<RC#L}c;M8p;kclwnedJL@?kfsOJ#Z=$?XKuLICkUt)fnnSY
z!Y%g^=qvz)IVbbBYQNWb?pQ!HPy(KtyBm-Inldsn`zM-lF2Axxi<9{jF6bJ|or&V0
z6tDQBzV#B&xE2_r`PUd<JFGA6Q4f-RP%pw5a{qoeHLQ~a`%xYb{ONM(F<>csftF;k
z`0M@B;Il5EnoHtTK^@o%PqBK_)ZDy~S{Cbk%_w4EX)l-}IyOKlR;a@l8I|0>r&C1q
zWa#A$r?{mD@u+{_?<4c-0zh}2<G-K}Zn^aPlj0%P0?-K}82!WpG`kCO{GRZmXOFRD
z83PEBebDAIYGh1i=Fg=Ba5Ui6BB(s9bO3CYPkpEz{}52O)F}MzNe+v{|4zSH`Sfg`
z{b@F8{;ZbKGO9U<w3Z}r{(Zn>Xd4(A)OBd%RAi29+;QJ=F1SeaIFHf!#l@YuK~esJ
z8_B`LGOS<~PDrvM&^kqS*sX`yRU#h<YAH;+tJ3|sHsMjbww;ITb$HFMK#N{hiGA`p
z4P19<Rak)T(9v4ONqq1&VRE%jKar20*Y3H)J1K<t9bB?d4p3etx6X$j{2vw*K8;YQ
zG!NFUNraDF^qaVnD5S$$V*LHQxw$#B*zp9>mnfFWV=eheDz*9ucIVP!*^N$Q?N3hp
zd+kS;o6v{!og(DlBq4P`Qn!RkWu@g%%|$HDA0|EqhgBmHfcp6q+a{^6gP9+B35HC!
zrsywM3FIw&aO)?!NO4&}mdL7VNuqM}jm&JE`+TP6Q&HqJ#4rEo=`o#~n_Gw3QSiYb
z2^{i=Z#*Laej=-db_f=7^&UM&y$EN^Jt|baqJpRLaIxG`9RBjTCL;tRc+&bHha<l$
zg(@j2>4iGIIu5Zcmew<N4oT$mUc)7jcpm&&`EUc-|Gj|-kn3)xlV#=!1kn;07}z!e
z@o<NhmX>rpua8JSMm<N<fV<!3kz6car`KAx-X~A~-lrl1nDvDr>x0b(;VfNmU~gqj
z)Su~`Mljh3;z9jt)4Q_y-r{fTFjK;^DO7VUUG}9$#o$oUZp?3_59(d<yJk1)d8iOu
zPU<|=Wd~~gaOwsn?fy(%rP3eAPS}rkg2F46uZR`0zXWvu*Zw{r5W%g3PEJPj3-vK+
zwr|X#YpGVLGw#egNIx3^=(w#4R(-y-<LPRoH@{K5`t#@7PX71&oZfeD7g}~a_2%dL
ze(WP`5?pr6nya<KnmzBE8+zmgH}aegS?S(;GkP*38r3!{Ba7~__(7fn`AwJ1g$?R4
z(bw)t7|<r9=t16F4VZ`$$hK9+`#|N0>3X)G5nWAn=$3tT@l`CB4yD_nS=%mtKOY;_
z7;37|l~v`vWdQD^#XA@t(R<Ok-vE-kbv65HhGXnMhmCBIM{Rf+OcFNp%QPS4wNt?+
z{KsqmrH@{OL{kQMcNNbtP-zqb*mfA=iHxwGoZQ7<dK5b4k?XjlwE&In{8)bHCptC_
zp}kW|Q!5X(W+ZeJN`tcGjA*Xh%4X|>fY+?iEW3n&oIRm8(`roVr^?7n3q*Zrfqt!V
z;p)3>m~;doap4}&TuOoN<w)T@DCF{fZD;6UP}gM`n*r+pZgCF)f96s&zNGiQGx^=J
zQ{DJsWZ7*yXGdmSJ!@jdTyM(5yK%d1Jm26$e?<m_Eum9oI27o793|ry$byrALV(!d
zQ~)Ql4{H8<!AIt;4jIOXf0iX5ptIr4JK?ilZ_f<BdrKa+b+2~AvGFZI%hQIM8n%_4
z<(Y3YeiI+e0kugOjLLQzL=IlpMSIF4wLn6rJ>1=Uj9Kp;L@jxDXX|G=O)L!}h1Yiu
z-Y$KLujyZ?<xwfW7`u>b<-#hkKKI0Ezk9*+V(rG5*IT=bmjL_8W!Ax{m)obSqFV##
zfprMq`Ek8KP6P=~x^m?yg<PgK0P7Ov)p{Q&O6y&Bt$C-MVHim-H2G#h8zg^eq(S3_
z2Iuk1GiHvelwCW3*m0NToPJ9%vsJJ><LR1Op%i)%p_MNL#>FOC;M66FMcE=WgJ+0i
z<_jwdVMPqYi0}VyAk@%N>b4Dm7gJY4b(6y7kDq`;ZC5JhwHuXW;Cwi5hvQ3$ftD~Q
z7)g#jg_^FnuTQqLueW&bx67GqL06jZYo;yJh*Hu5aMK-C4wzPy3L<j5!K{4>6iz<u
zjRPM>U$CQ$9v?BK61e}XDK$q-5EhovK`sCR!dUM7#zYhx$P4eSCP;9du3p^%9*bt<
zy2|(vh;7OBco7RWuA7^h-rP0f`1o%1JQg{=`gz2$0G=18PWx%;k4Lv4Ecg1aupDjE
z7;?qxdnVW~<si*t`HvqSL%#SO@nVlRkY$S@sxuLSdX)7{SMGS>-i<sUD3x2(BA5wQ
z0AQr(<tV6@P~1it^Lwo#^imOGSd*0EL>v+)ya>PkzZ)Oq(h4yo%+>-KzVR%Z?rhil
zyJa>8^o0ksdnJ~A#*OPBaFY%b2f?&j4cv;K<A$Ln?QAjZ-x-3Cj8P^}oVhmQRE3sj
z<3C_E@Q$OrUzmLtD_?*9!e(}x!t{R+7qCIFnFV&WxU{qn!gGuH{&FWM{Tn~`BlDg<
z0FchY=fr|D3IeSmbIz^eWV}<{h995Fz6@xlhdSX`Ka?!}@qPpZEpiq~vdB5NwegYf
zoTfpUC#t(&#OTlEWc*FUJ|hY2S@sHGtBnSVs23hot-6Ccflf(0?Kr4sz%X5cLKS)5
zPYAM6sPFVrcx3}u7nUDeIib(Hq%>RPAj)B3O=>*nWJRcUtx^mz`Y48nw=nt`LQ@2S
zei&6dfS*d^V1>w=knxl+WOkZ&@7^^oIH27Jh>ew2yY<?1XNhS$J<^f52qOfYAYQ60
z-fI@xvADHOI&m)0Ed^o`jDClMDN>~q@q(4DQ1m4QvFuvWo`onR9_Rnw%L`cXd!_fk
z67x@IB+Hr~#M*v7mpMW;wE<|r?z`62YFd5PkXv#=3KTpWE#O)J;zB)Twj+eznE|@%
zd?Yoaq9|iFuT>;P5K%_1&g+R9+cP+|6jQqJ&Hgl~<S{ApKMRHA_Zhrj@%IVL@Q;Ua
z7<UxR52^tkz-7{W!Q9ePj^Gho&K_V5T30$Rl;q{HmX-_wrf5DTK5gRy(7X^woV#?p
zM9-`~EFf?fG$@M#15a_E#ptt&HiDbL!nyGnB8bZo<x*(mWs2TLef|~>A?u&STJn`h
zIZ9RIMsD=b=J)Fg4+W9P{{b%J&H|FH0Ia$fhK<je2=ClsLN-5SF8$!FgOgJ)T<91a
z<l8J%(qwJh7GPcvr>A;t4;3LN*ntkQKf8Vn?n(gB1a%-WL~9-Y&Ts!jYk)SwldCg1
zFx7&|R25&n05L}Y`Boc@|1l_u-)8ul?zo5W3P89Z4e4`A)_zP<jiI1H1)MRLK)82Q
z(qIf2P21F?4kNGQ|9+gS%0I0eXMac>PhhA&e9QtEM6@V;Zv%iqJsP0-z`ZvCh}hrd
zci3{Jcjvm_eOOgCfDx3eeG33v3LrRlJtbuB>FNwNRr-+=M(pkvL0IVgE$wbBh~_cA
zkx@yWB!oV#%PE}56-Q1NiLoM*^nZ{---aDi6sCLkZgjMk%FMow*VY&TMP;}b;_|^4
z_W}?HuoSxXZ3_UMwCnMLX^~;E&V#P^cQ{#?`Wa~nYeo$T>Rz2}IJ`7JDBzo|9eBcx
zpv*+`@)#Dm<qe|$^P34VZyNW5H{GGlty3~I-I+ZHs;?!$74DGd8ODHlwKd;~1!ALQ
zt*C(C6y^QRH~3f)^O~*v$TCck0A1zAq)Z5~6eOa`ryw8oFW9Ot^+U1j(x6a(mio`@
zx+?*ckCb4af`i_^K1;x_vEs8g&kD2cl~@f-7wqxz^Xq&bLa^>54MC-VZHZ`EM`U2z
za9`+>Ldp-{t68?lp^to~BP7*bF9Y#a<iSEf%qygcQ#Tpe_IJR}6^MpprKl#4LzaPq
zZrtCQv-UPW9F_{g(c{gr=C(O|r2x3M>hWT$UVZazor2%VqSQh-Mej0YWfOrNKyXvn
zo)P&(;$OOmz};Sv!<HIOmfJQVZv-vz?>AzNel^4*!_M9hQutr!d|y&<SL6sA9hlD5
zGUt_17udQ@rCSK+;wM=M@12CG7XZK?l}m=O$+Y#K)qcruS3C(Hdrc%&3RxRAI1v_+
zSNMEl;JAGM{T#s<+}uRIhLOZ~dA63<e!LqLOna=46MG|I9b`5tWb{lbB}33hF$Di;
zWmO`>TK@5s*WPE@V+5e*WkF?Og_IjX%AU}N7mxndlmu+zM>aF(TW7wW!06MG|C5oz
zOTR&kgZ&Fo*!}pU#pXXN@|Hhce@T=KAT|+oT(QW#iPZRlJ%r3$>0L>Of&tq$;dANU
zeGCe57DJn#xxcJ`n?9!U%j+pyc?7zs?lk%q5()gc4G&TXo$O`|#K@PcgT@fJM^3q)
z<$I255)GOB%WrXnT&~OSWdLHMR{edhFBh#30VMv{<Cw1fYzD+V13SseOu=Yp4;exV
z72YzghM-H<D(Ui$Z3;8^1vja(G4<ivICVJ^uf33z=z##7;z*=@!)HP;wwF=KCV{9I
zaaXP)&lPbiuZZE7g<u|9!6}r}gQs3!cPi!51J4rQwZGD44Ra=0`xM#~gdZIzu)E_G
zHLhX~c@*`&-5xoqvCW}BF{p1AIm{dZWSl>QV@j2ZJPf#;NM`nbeH9&i6(YQ1bbuiJ
zL-w4z?wG9c=}OhYjjh|0+|AW4Z@VG50*bxHdON*8V<y{sy~uQ3F1NkacoWk^?Yl@v
zhGq{SN;y<`c!OO1C;ZMY<3%<HAX^uNvgH3(mq*07uKEH&H?m+K#2y8~nG}O;Nx`%x
z-M*?d<cL-}wct*;$I?H>rzEBffeEw#5b?9xEE3+=ju4K3_v}iRIzU!?17gg4+njQh
zd$@3<VC4!Agi$Ee!NK(xJS<1^iDqL@M39L0`Uulz)n+hCV3c0?OiaChNF>WBaZ-j*
z@goaPwiv0+cUph?kB@!ulk6B7$x-5OaB&}Apd@~Q5fqbs>|LXqU7F_nTRzTp$2*}i
zJBzuBbN^=(zn)sTPR%Wze~JchInNSjsAY%oXF;{M@gX+;eJD`KYk^Bn&B*xjed13L
zkwmiyk<T}PLyQ5k_SLadJR%_BObzhH#q3egg9t~kOk0I^W73h()M<+4*I-i1qP>05
zF=X-}-l`+xbquKb+5r}3NAMc~rr@>Dp4D}WZH*otvCn_xpm3=cy8=FpeSh~s>_F$P
zqT(x`vl+zb%**<<6iZuy2NyyhIK9Ng`S<csVyf8Q;MA=~khy_)#r+e$P_B|PFi6bN
zt=0nR58ZO8pY{7@Zr&|4e(3>-r|aJP9(QUy%2o0VKRpkmwdl%;q}fBVmyL5kt;EO7
zItSZc+STB)8sY9KXJ2@MbY?_y;LX1y9^G=FgP(zbMz(DAE7m#B?D(OYKHf<_yg|r5
ziiy>Ey{1L8Q{N{+Bx?wXuwL#XKokK$yDL|_IZphX1bk^Y7==cp;C!dlD)x-6AjBj}
zQ|YZ<Py%+?zv&IV8T{XD)J-IfqUiNXTr@jAL&RmIW+n+tAN_}Q%9f3|-N@_MR5*cV
z-<Qq&+dR4fyCj)~LiA?)IKohlN{CFi2=pMFR`md&Fa{ltFwi0vgQ@FRK~u!}KE%w;
z%W+8lE|$Fa%1eo6+?NHG7!C2N!<%zwk*Ea&4JmpQlUf=!*3N*W2I25CHux1DuF4ef
zw};V=DY9rWR9fpt#3xfF<3>yh?<su(y%0taX%Dm*s?oX8`_^M?S-xlp9wYtsE&T5^
zy==+p(ajB!aQ+WbFF3Tb5VYc}Pq5E-1j=~@ZVWIb0N;%j3zHB)ZAFGtSC*Law>sPA
z@3Vo_@Z}3{>A^3QrC;2di060TmjjyGIf+mvwU{wMPCUiry=K7;?G!zF1$IvbM)=X9
zOUk^+l5!viZtBhaKIQ9LTY3}q`CtU{4`CIvBWxHI0gj6vEs>8Y`xOT)c<*><CKO0w
zvH_dw|B>~T0a11B+JGP+DkUNaNT-CPNGd7aNTY(30+LcgC?X&&9Yab;r{n+z&5+WJ
zbTjl&!+dLeUZ3}z^Zhhn@3r<?cV5?ZSAc`Bq*e_Lg8|WTVV<9zjEvEo!2HR_<e6i=
z(1bb&PG<H~zvSE&wEEDfPcl`_x~vOK%T+^rY>tK9F-GhvxiWB4fLX6h2)GbL0oY!`
z6)NuggAip{ak~BG1RT6toV1Hwd!q_F8$9DI73{Aj>l6hKdYP*IGY9;9D3+W?2~WED
z_xdX1f)!rL{8Rh?^I4ccY%Vv?MES=^2Z6768CT9l5kvs&kW=vUHfkjQ#>xS}JrWGq
z{S{OSj0O*2+Kv7vIe7>Iz_$TR;yJ|Qcv^L@xHvgGS9f!tuaF0<-RC(V{>KO41SS!`
zqYP*={rNHJ-*)l`Fs?>G#qtK$ec|AOf<rXvBT?+M!}#7*F*pq^VvzO4d-8zLIhB%s
zUnL3r$PY@{{l9<l34}^_gWvr_%=mzPQ9R`vUD$&0cTG?Z-2G?=zR*9(%?+}hE3II_
zgECObo5|SO5Tquc{`+fK0|QVqiwjE@Js}RBtXbA6|NMv=n6S`$K$D9JBm#?rRoMaL
zYv!}uAF`khdP$Pu-!JAz{03$vhw~X}Iw<t#TLj4Rk(DFVX~i7xvSj!X<0g?%!f#=1
z`u9Nair2{snYW0>d04<F5|RS1>YQir&yRudRju_RR=qI@M{W1r0Ji#yJrNz?LbDUK
z(qRMy{zy}3W9x~;ALnTvw%!bI_*LBXLE6Tc0|Zv0&kv~oS#R_LelG?2T*6K@%u3g4
zmn^_I-%-m9*vo~g)}6n3$cKb~?pFfC685haMZp<yg!_v|&O-QycA3E2_5AO*qmXSq
z3%X?=`a#zE`NSpX&S)k<kdN8uWlgHLmKXkeK<+aBV<ape(cock6f1aNc5+d5w%`CX
zeRvBs6%`d*-i)aOK5mkOQ2(3%ybcXm`n*~Q`8wO6iRdpPSs%MFt*sXV<_-T=bn*V#
z2mGMV_SpS0!j{{E<5CvnDhVvVQf0W%>8pJMq20TvkiRQb7R5FBZa3AIy}QXjp;lk1
zh%?Fm*_fI?UnTIbJY1kH5!l`34*58Mjr@G2`;Y68jRdc}y!zc{w|om}bR5a{nlb`M
zjn2gWFHHl~fO{DNKHKjTq|}SqoT-Yc4^yjDz00qUa^sgd`=JND#!fF1_4gULMEJ~L
zOOjC3_?C=1xqmtw0f{(x1FG-N)Hp2t>)zt1O}}Kuq3lRV`S;avaL;;#bp05aR(Pqy
zaSjyeE5&P=;52x<90LILCBEM)gywb}$_-t;a~-=I$!e_-v4=P>_SA+vv48FYhgVJ7
z)mZH=t_jZNQw@%ak`;|DqSoo;e^NNC$)LqEXR>LLuOhVd@A|xEO%*V^Dg#M=p}S0r
zx635p@at}Vc6<Aydt-t22E+v}TJX~l?22UB$-&|7Z6pCFPWbJ?pCZOOFax?B83~kf
ztrzAYcZ@jRSNsb5-#hjYf72o?nY{^ii-dK%yAr<utyA>MYwF&XE7;U*mdtF;U?@XY
zu0?_I+2IBUV4OM?FfaabY`4LEu1>!4087qdTmVlJa_nApzJ+(>$xGBKQ2wkFqz*Vy
zO8@TMHQX~2;o(dBs@|@5NO4z7<TjRnjF2r~4O}I<)kV$Mt?3{#=y&?jJeBPs=#|lH
z-DJkgNhMJM(JVHQfF+@BGUMn9QCI)TbceCed-ZeGi4!kyHuO<EN7*K@f7Uh~aeu8x
zZgc?J;ok5ylYXxyGou8YYkEo#9|qb*0=*Nm_p-S|a3UEhuVwFpZgIiqqo&E@O-h9Z
zY9r84MqvW7!1wqzU{UnM_@|W){gd>Sucu1gHu?PiNZJJoV>7{=u1ubLl;tpor>XHt
zuiqB~<3mB3{O`kg0-bvTCiy=-cwb2*TV_>F@Vvn#%Ysaq5Rdz!UEwsjQ(Efwn$77&
z*XNoc|A#RLy$);~NW)>)#0Otkef<_)1+BkVLA*Z5%Fs=NQ)BlC+$na-hkqafR@hF*
zWer-h>ng1mK#$<o4P8?~vVhlZ%Kxwffz4n|4M4M{*iGHd&qE!N<jwkko7jAgC#87+
zja>|ob;g_fZc%fp)NO`7eV_y9L93N0UZfkY+^D};9aeKGtm=j>rH=LdRxC-AjJU$e
zTz-R{0vHToa9bLaJi%uewhdang0&&SpcSjO(3Rz&O<C?g&_`O5^OJh?5>ab`v-ZDT
zVK?UA5d*_5$%!4ZcupX!c0_$6mOTp|DIF^b0Q0k3*)r$L04W^AeUGdyN<>#WA=0?E
z@6zi&&MI+Z)aosJ-cB+{+qMFF83;FY9)g{?vR;jKbBq$;5L7*9pi#Jod)7#|Pk;R-
zg&g?jTcsoaC=r26K|%C}EnU>^yZK$bfr}uG4Xejj@>+2NTk$tLC8+$kFZDfLOeOc2
zOE_q9g~ZSqmMC_1%9Kd>PvQ_$F%|fwNcq%GQEw$4DZuHlpH@eq6#`?#6VR`cZN&ar
zFb+5lp_K^pM0QIU>8_coo%F5-2u@Nt5C2#bY<MJ$cNCsuH{zSMOclU=8I(Ef!s@dJ
z)XVvr;CnjuZF3ZO{*+pSHb*By&-yxL%A83!Hmg<Q{k`9Xk&T=yvu5#;7ImENB9D1V
z9)OM%Yo^?L7}$6{;K@vS&#tHje167mONqD3QocJ?1N09y3L&d=yI+KZQfe_LA?JJh
z?1jc94WG)i?geph#;$=&k}Uo906|s`bDC?sDaZEO2H$diT<2dEpvR1s{PbCU$^0Xm
zi7M(*ia6fbJ!9*{4Wz*1KJAT#(i+)hZ#B(pLO;ll+a<fFj;Um_NvRrB-FwEL(2T3D
zmu<%XXK-5VL&j(v(~770#pBgNG=0OMK0#)K7pHg>M{0g&W5oM$M}~{XMZ{~ztlS3P
zRI$!!JB7;mVN$DaVir9H&~qUrILGI1CM7xt$C>@udZ(UVLud@bAFXh)NBm6&b8H5g
zYEZa1-ZIQrOQ+mh{MoLp;}wN*h0Zbiff#Do({a_v4Sy49-+M)4a8!29795qFECr*#
z9(^cMw%l5Fr7x9ZRtk&fsJ2jaFF$AI-TIt%Jr5T*-k%#+|9I_bsYrXjG&7ZlkU?L(
zbI)6QvmUWBQW~ZL>uSC-<?2MP(F-QrEh8|eh)nq=xRr~!G7!(o-sA`7N3%#-yO~3#
z!par%7#X$4M698*i7%8Ic<I+Eouz!4`DQ!#WnO&}%ec+DpAVy}UcV_e%cfqs`h*+P
z;*i?;8Tl(-rH<0kXHh}?6q-N&*fgID{QeY;t21FKz+GRLsg0zy7$F6VQvCVv^uAn5
z;GBeq`O#EHMg)w5{_mM>i168e$J-fmM{9*Ejt5V|H8)7vkA&fLb4N6KkL|K=9wy8B
ziMqf3Q}`jmJCX=Dst6!z9m-AQeWR&(*xc54ziyP*MLWcCTZ;MzzHr#a0_t<;Ly?V6
za(B&Gm&SNP^;i&M?gY@*EN$D&hB}a5oG*yc3^qp;qg`HidcRe`S+DwXlb>_Ais=rs
z5F0ptTx}XT#Eh2yD<GP}vDAzwk|iZ`{Ocq-CGn0(a*xbmdObZo;ScZzZli5l(t0GB
zK?OOKi7eur<VL6ss$02PdC8)HsLgo~UM+DPe{X23+o89loFg+l2v`(GV(^$brY|E6
z$jQ%;p4-1leJb7j+@2kWxE6nZm*v?rEf$V~zjF2<v736X6-lm)cBbUQ@!Xnbf=doO
zPVl{-Ga{R64oRmoJ$o{N$)s)BzgO8|e)fqwhqz%HfMD_;s0M5U=}Dc^X~(@mpEzrD
zk+tJV3mhJczAoL{yz<`@xCk;+CIgeOG?Tk*<N*}}3;#WTK>^M0-g$6F<BTM#B4aaw
zVEf(%%#d~O(RxToDjf$|;d!|HPX%BA&E{C2UR2{!lzt3Vp57>-(s}Y^wSO6;`_m45
z*g%vuHUOQMcoIWS9&qv9z3^LIc*c(A!OS(keVG=bx*3(c6_@tsQd8aC3j1{U@tz3X
z%WBu@*%Eq+DMUO>a2WKyL>@4RNI9zeErn0t-VXm=6{XAnlBI9TGafT#BO@VRv{Cmn
zGFr@nZe4m`b`WpE0fC<J;Tr;Rl7QdJ`wRt*){8-rGmJt%Zvsf^pRDfQ{U<&KUh84&
z#iKsAPM-57)NG>qnZn3Oo68NXYyI$sz_Of8_*>U~7R>c8211JvNcVaFiGqu14Xq1$
zFrOejNV)q~jBPg2R>i9H``Koax1x%d@dZD%#<Ho(W2)^IFxD>buX8+ad<84Jh5PmC
z6yJ&SR^&%|T}g?H{rAW`iz(ep1`{jwC@YMdJwb2J==Z^3u^wPX8o%8UMf0Fi!WYTP
z2`rmXIKH0qoXLA?{+^5+V)aiZ4{7Ja=Xq8>$1gpbB$2Z^J&xJVL0g!8XGrCXIA{Tl
z7}WVdV<*u#qH)Jh)vEUyZ!pfsct-fYD1@8%cnY}d(gDjv95|sDLb><lGKFzXlI$D>
zPN+40(wyYGtG%3+(|kzE`$ef~32HaMpj*D1RGG#Uy@t=%u*wW$N^@=})+sZW;<(1O
z8p56>c9aM@B|`-q5lx2DZ_o-Ha@O5q7_+&X>*J``;&US}z{O;KPUsdFHS5=>5QyWZ
z&AQcoGeBg0Bz`+eJ=A2%yiH<&dd{eedW~jd_f+W8VtS}%{pi({N;PhS()n4}m=<tb
z)+EFZ?z-SD`%q&~t5Grbv{Ed3{cA0Q0t|7yC8$(zCM`OXSKcs*u-=zzl{w{4x(nQu
z+Kr4o;g~mV<A2TLtx_pn&w>x%KdYy9gDLN6*_(v6A71w>;+f;F(&xkkEN}L$NK4~y
zqORd*$_)3(__73V!JR36q{P)THixw#vpeZ=zlzm4>>%oasqo;=+!(ZPyIb*FX6i&7
z5!E*xwB*!1HiaG593Qq#3YAKpYkrb=-%L^cU}o59Df=YbMIx3>66rWGFhf$ce2=3u
z{hO+l(|{s#=P{}vWU<*W<F)F~=Uy{zNhF@KM!tbKz4KjtF<BGHhrWo|CctiCj}qbi
z*L}<49aS0!ri2>cRMIIhhUG3X2P!i!wG&I2Tqsl;B0lQ7$|(|EH@UBVlh1^eTCbQ3
ztNN8>5$nCeVJe^9EfXK$U4Ek=kpVTKXnB6T+aI04XT}{)O^D!8W5dEz(q$%oGL9}(
zz>Xi`oWkGpR;`OXFmdFhV|&i9%?<7Kp5c1a`#8U=gcSB0qm|SMJfFI#U!#GjZ=<5<
z>Baf(nP{P@HK|Sgw;YYmxOEZxkix9{K4bmqmFGDVl^#nJMs@auzRk~K^k)4?#VZ{z
ziEqt+q2Hw}$_Bpl2RWZi@tF#3nqTtj@xj2s(w%1hRR43uTJ&C3nT%5BT*rmn^&)q@
zg7s<1RHFw(vhlM1FQ;hT#2?cy)LPUYC%BZXMYgqQG3Xyn_h{@jitd+tpV(9`_rRBW
zG*^z7pK2B^#XS$9*SDax7|<!Y<NXyO6zKS?_}Fy0S>z$NUh&<P+6D#SDsf=XxDP~q
zs}vz8c5na0ELvHyX(J;tVUv=UB&{qPV$oBCRLOT?`%xPgJn(7%a9`Mq_~Dfh4nO84
z9=!veh31NlehJhSyWv*>7UWA=O4UBkHN1<pq>}`HmVCJzlT*<jd{I|F<+$YMs@1g>
zQm>`mFo;5w^s8om=-Bc{bIqR>>lf%vNX80*c&J~^{nzyo2<iM;!lJqmo`6@e-M=Lh
zd`coJf>o-3<=|lmvB=EAm@U?zeUirnhn<7Fp!dCGs>y&k-am^OU&-&DiFu0X!xoyu
z$WQzh=GOt6({84rrW!<PN7GeScE!$nnkxoBtfu(Jdct1+@Zlu5%>undWW|D8#cwIV
zWSfoKCw`lT)kp0}f)KC#-9<v*?Oe?bMaLkO8}VFK=3WNow+}PpO0$(v+~M*b_uF3$
z*~0w#r@KqSt4dcn6KCHf#_OEwu#k1gO!ma6=edUKYDnhPoBG-K7cRzy2S##f$}l4}
zyeGScUQ6zE=kLwt+AJR0po1g5jw)|^s}A#&iPb??;4jqU$Dnss!>>+lDrO|(HQ?v*
zEj?-RCCKNe@(aq<VMF-+2pcMx(AR0)?)q#y4VUnInRroWx=O^i)sg<qB7VjfEzn^Y
zPTje){lh0ZV|tOo4&n2mi-Jm;#oLtEg7-wZ$qTRwe^3*;C$in?7kG>df3;1==(S=-
zE}%(?IbHCqAEUNw809!Ru$^s@O);B!T#X5r@imb?vrM_`?Vl27gK_tRapYcbtxP=b
zui;&bl&+|l{sp_wJk0lXeg8zT2oV9<Km7eJ7&ixJrCEFsHF1k=s@C!Kne7<W>giYi
zbS5#GW7Evy06WSMR19hUO$?(vi98R^^Ym~{n-(U1$)O)>Q|>59cFcXWZyl8T<{jkB
zEH#%=Q-s`~D7EFoV^`k_%g>UdC~u|g+0&g{;^$u})eSV#$OFXh^%+Si@8_tuI6dAL
zX2FT;N&WSwfP^g$GX}mPmSrKN9M>;;FRMsao`dP#)9~mJ+0$II;CxD5crK(Jl*O7=
zi|QsU>zUp6|3p)EJ{98+5bX)yNM%ef&i6G3{nb3yh7{TrSX1t;?qyD*91YFC>11BM
zvXaJXX_XmDaqvis_yf^_PUr;#?yaPWk(J9mAG15s)yx<wLXfKdQZ2?!0~`^?5@V-h
zQt&29QG4WqCr8hBazC_HxJls3qr|6r<dmBO1uza|J>QdBiw3^IHyd*No!c10QGPS0
z%ZS-WzaT~w?q38QFAfq_<Eto3x1>xjCKew_bk#$ud#EaZQU~7JdL6(&x$AfbCQrX%
z=*M))sd2nymd8W!coD%3#TV|F$w4Gsx-QXPkKW#h-|JMTPP*%rX&bm%gS^;oR(vZp
zy7J)UHQHW`cjO1bRzvs6D+$88*)f?Y&-*=nx^v?P-H|%N2Yf~_`{dN^<^gdBzYdmJ
zs|o^3Msn2L?FBz*hcpDfl<t{Vy-U0xs|2gfukV??+)bKrQ;qX7HzrooHWhAB9h0-0
z6h4TWnGZ8Xt_+<anhc3#FaukA6PxoGjPuXDu}-SGqie$7i`C_DUTlpl_qLJ+6eio_
zTiSme=KdS@5Hph5(+pUW2Q0IVxP@5c&`_i?{WdWuG8HG3%k2EB9GrfoT}ub<e7(jH
znxI`M=Dw>|c(T7O`1$Ou%Xf06PJpJ(Rf*?z0j&5Qpp>wtr@!#^fzHC-PeEj0>{5x^
z?W2iEGAk~v)T?9l8m-E*uC-o_c&}&&Em&|=g@$dLGZGW!cdOS=%bmD7eDgEKkSXTh
zg7|(EkQQIe>(UrI>lZ2>6++7CHcbrn4G|QdYCjAI)qbeFGg5nI?pFj=mTY;dYd4hr
zR&V0DrbYGmRWF-)-6Iy4(;r)l-5RLVytO{RG0_-xL<vtk12@xnh7(+BT-@@VaY2JH
zGSk>S7gew}7Zxw>zmM9;+es0cS>bOw(hx5@Ea`9Nn|QOL&{6N@{ZwhhOJPHfQYIFl
z36~T6C#j|C+%6ion^m4gOiSb*RaEXa)(HCS?L$tCcP<i_RY&bdXKZ?d`(am%Tvu(r
zZ3@{9;iYdJCw$zJEN8Xv|5QPcY1Ck_FPy!DXz7F-m7ORpuj$l2II<kfmP2+Xj`m33
z8&z_<UUOiZdFAJ|O+FHY*JxLm0nX3od@pee({BlGsfrmNY-MvSMyy<}pE-g!63%*r
z^4MeZ08@|Q8OI4zAegq?e%A(hYs-@n;+#J1rHI3xDE41qv?ZQ-mQ4x?E6!G;R--AX
zHPtU&4NPORRKoP7i4RY(z*|2kUeFtqe7@>9(k)55^RnlwEP<NOr~#VkOMXAOS!Fqp
z9U6l9ck!=cCCZiX?OEd(fC$eG`fn8-33utO*A0>jIu4bfFJjZ0arE)m=jhAgIxWaL
z?|~+LN|ltae5N|fp2J!5x4XDSnwsVnQhO?u#fzI`8Ht9_CItOxYgah>2<=_IAnv$m
zSimNsKQ6Ty&Rk_3$=CJfgx7EB_qQmI4MYW+-=_XCixD5JJ}PZu-dGG_+H|yd39`2w
zRBM)-%wN=dE}+=sC%wY!b#yV+%hF$uAgRimd?<20^zyNlO~GR0@Aav?pW26uaD;zc
z2htwNapg=BmEi<yGCpGIXYlE{*&CZKQFoT0<kxA&uA}hFtHkk;H@{xj<9KnnpI*Xu
zDtGGuJ+ZXu^TyX)x6tEv7R3F>zGAT9!~N&e+?vhh5sL_O$uioCf|&55rzGw5!(mqK
z<rFc``5&Jg?kNc7I&@V%=$8nAEpwpUhzAWBU>4ZGxsI5shS#yBqgjmF0&<#F^*y&9
zm62*TV<a3~)(~|z!+X17Vpdrs?kW5gS{EL-aVE{=e|kjbI~NnAqq7IKG3R{MNP6Wf
zGQAM#p9=Xzbq9t_MWpZj+<!ZLGK2j6jTN?!?yqX_e9DH<DQo!d@T0r2M|zZ0FiOdd
zVc$8>$*GS^W5QXx+#`55B^+fAF}{#$U`^SZrC#Z5A*9<B&Lgkmez&zSSjaPtrg$}L
zIAg$>Z#MLcFXeCy)W<PrF^6wo1Q^M+HeK3%yRoRrg(q;*`(FwgJ_S+jRa-{fTgo^0
z9IEj(uIt;}z&%sdK<+_f<TrQ`O|ugyr)T>NOda&fKfUe@99?K<efAZzjs)-w%Ao>n
z78(Gc8YwXuGtp!4JJ43bHz?40h!wEIN+9L}ojsiz``yZyZIe|wIF}S86YM|W6D^YA
z#s_?89p{+#J;@W9u=u@PgrjGt_eP!4a5CNHA&=ce%^SFk+*G7Nk^5$-OGmk(S^{FC
zvCQagm5K5c16z!|#~cT8o3Y0)Rv}9D!O^FxeW&WGAB}2OnNnK^xHBXrnyI?y+4#*q
z33l~-eUT$^h^)%(pd+*CPL94bA?xC%^CvQO)4Zfo{2dv-4M1M9JTd%gEhY_>EI%vb
z`&`I|RQA<3^Xsnt8w-m|F&C;Lld2LLeiz!wyF<@4#+qWH%$aVyjDjJ2eU=X!=An>p
z``uQ3=jWH8)qbrOllBdYDR%D)n-OWe&_kgCbj35f&r5wzNw}zdxj#YIhX*5cgqDPj
zw}x(epB$Cnb&74z2=R1S+6*rsXpV7ydgr>fW$!mLKfE3He0gC2#d58%+MW_@*m+SG
zViwYLw<b!aD`r&6<op{F#=&cq?S?t`OLc=)x13G)kxKG(h;W8Ja2KjP#=}ke5tn*N
zP6*KqQqDb&+qg--%hgy0JP05HWbugcO)ih{;54Hq*&q=Kt)W@#ADMy8@v?sM)mDn?
zWy5AZL)Ovd5ntXf*#dg+GVRKy2`#z-(%1?hK3xDb63l;?sSXS105B+4Der@5FpW*)
z;7)3T-YRI&@-O`Iqo`~KiQEGpTv4DV8j5%IiFhbk=TkiJ;o0xtuEL$VrfH<fox@WL
z$fZX8d`8iG!<SE9ZSYrajq!p5;{)-Ty_QnhOMR&K!|$i5ZS}8TP%-g3+LF9V_Hn`R
zC{&AL%X#&Eiu3I2GmFy(Y<>e*q?1n?K6>STDKu`%o`cIk_P69j)jvxPBVOr}d{N_~
zljz`YSMBkD<z|>9nx{ctn;>+uf+2R^3uf)r`iUXAulE!3x|8uu?*5WlGDQr<YNix_
zO4~wD2<vDXt<IV4X%D~5vR2BSc&5d2)?lth(Od{W^mmWZn{efCzU%&GYVB|&6*34t
zZEX_cI6XSs*g_TaaZMf$hC*WUjV)hdB$jee>=M@SF4$wf?I)*%>a{o{@ENH8`Sz7p
z!^+{ek+JNCZo+ls(5)rWR~h7nWVxAAnlV>e-}DE2!aI(n?!?Ez8}vjmI}tZ(Wpeb&
zBu=xrHFp#YFTQTW_I@9(G@K}21yj<TL1r5GxPOQ#1$76+j(zwnIJ)1`4gQwOl*t00
z;Qt2W%F{Zt@!ccrnWFFE2Z3O6VKYx?>mf~6o#X!Ghec>uyB2xSWCp`4Zib~!7(l3t
zYYSm<V06x{xE{lKr2q)c1LmcEz$zR@UOnF(w~tJ^I+{UG&?%Ui7afa(n<&dkUJ&dS
zsueke-%D+o61PDf(2(}~>%*DpB`MY6D{0TNgEvj7{Eu8B0&_FWE-Er!SubUKX~b@`
zjcu-Lc+{%-IhOZwdQYqSEXKpZ#7Cb_e?OlpUT=)L4W?Sgw@1=D%H$3MOGlbpkws;l
z6SvDYWcd|>BC_!;e)u+0+Pi_ydjE)xc?e>82KDbur@n(^pP27eSKIrM%6~ns?&oz+
z6Ol@fR$l5qb&=1h;cZTLJ*^5s-Mr`B`rvtrM6OZlJW(@L%$FZMnXq%UmK0j(^iwse
zXJmyibxLR6K<GvD-p4ApBCcG#;*JHU&e^kgNdCZ)O^cwh2L{%>RLoP#!$wqd-2^A)
zLGucz^HG?!3r#-X3;@-?#xn6Jg+@b*g4#_#Ru-y&-87Q28?a0>Lvci1Q|b18!O*Zz
z68w9ZrgSvNcEhheQRp2pCPF@dMib~VdLU1U4#83T|Gq3E?tYM+7&+%WynoCgA!mnT
zPTG)oyvLuG{KcYqxvf-{CUpD66V%EeXB%GPDU~4CRQI`bd%0&IOO77*D_{dE10kzL
zFxg|*V9m442j9LrGwc!C3DbVP#Co+`EH9+2G!FG;&G1*tps0_zSIJBBz4)q?tjKiG
zNF>r=Od=ZL80RP#7Q?r^7kB4ZX>5q2tpTkTK3C$*fJutESF=S|JhU&q!@I_H81L~T
zv0=}r{3W)FZ_}NW%<UTZwvK<a8|5Xi3&U-NO&}|Ti=C&})M9;(RGMYClG__RO;J4>
z0(IDoap*KMws~m!Dk9jkOVtN1)o3bMCgX)f2!6)UJI2vw<(*xp)h_J$bkVfyV|aSx
z?UDj&vbSVHe^nqCT5QYa;Xe&krCpZ0^=^fQBp3-SP|?VIWmVzV!e26ZuG9&RhlsvP
zIh(=^-c!C!&R$D}L)SsC)~^K#n2`qdh^8?o3ppRB@0PC=Vx>=8Osu*>gwnFH_Y@x7
z>{}8uHrx^M324;bM?cug{$kyKdm(Lu5^l>!zs<n3|5-gc`>Ch6UE7hBn_$&3KfdKn
zO~;$0eNAVK7#*=LqSld$eCxmEGYWae0qKBK)ibaCF#j$30wZ(fOWI7l)WqZ3&JQ3n
z7<lJb%RSAWHEF+?P8r>!rU&`>@$V)xLa(0#y1^n~ZAN#+ai{{iGF_n!iAo9FNAlu$
zArhxpH$T!1q<%j?nJ}r_r{AcS@-v?rc|NV~_vG>jQ=0|ZhqQn&St?{WH9y~Bbm(Q_
z6&(T>&NlNr#zYnzky9t-F&@1BCdCI^$nb=s21MYVzy6n#?6RWn{3?WV;$-pI>dX2p
z=TC?#Ar2{)I4Go3{q}upyH+9zUCUMalgdfzzWk1pS5Ao}lkWG7`X>@7Av77cBi0|(
zEtSN2&MrZGP9}ad_0YdJxjuALr2&@ACquh>yp$i|qWMKqY~wD1A};YXAw_LzE`97a
z(#QCy1oGhk1sVofswMWUzo|*W{Y`UxwnzIMn5BHrT9Ow^^YeQGMK<o&nP=HDx2YK+
zjdFybKIN<_`<1u1_qv{8^2G8b(I1*5*6dJ&A?y%VpKY_g=BT6g4F3IMl^U3@YT%@H
zHm_sTRNd88_s`1mHa<@BewLlp{BI%s%tbrMN7ewBok8Lw^Uy4)rh`&<Y2wT&4!+W~
zbfA-ChfVqGe_{HC!}cO<2)m~!!xHPI>brgnwRnbhM!YyrHob|P)K!((=qD!AzkHT3
z;&&M&htD;8{`Q1fKLnr&Qtg=2a9B^_(er5=_)T~_Yy2`q^-dXkLwOI}C*at$Fv5yP
zJKmp`{)s32l03%8;I%VQl<NjmCC<K7F)@7tNjR9?9OI82h{b||NG=J8Z?~pAU4l-8
z4=}*GH38~?(FKni?@+)78K;PsQY9uch1^2LncfWGR%$TQ8B5<z=}2RI)p#w|kM#ci
z-z|O$a>%`{8PPVbvY>Lz7wCzC?!+@$l3)|s0dtqVreAek!D9*XC2RY0_?g>vp7#5{
zTsFJ%&rT~+r6~?}R4RI$wpnayzlz#=HNIj|#G|@c>p(8fdgRv|^-a3%@j{J$&*sn1
zqb&SmG7_Pyq9v8CWqv5n96XT*qzsfl8ihdz=`J@J)IAuCS0uBa&(SqhKDk1b?i>G*
zJGgf+SAo#(^}f_{?Z`x9lMSGtCn_Ddv-DI4;l@#)C3wzM>6yi_zahv}d^@}Mn`Cdx
zKe0#G56z;Fymb^d@}Tye=2y|#^!wctHbbAnYsx+|nBXWjRNFSKv^Vx{4~Q9dH*dk+
zjx<MBTR?sBgm^o!#fuhY%a5RF8cuuqF0SoG@q~vW&Wov!FEDS^4xo{rkS01}i2rlD
zm0Qn;?#8koix{(h;*8_L-$Y}IMrCwL=???mg`EoxddGCaVxWD|m{;Sh1o>v%4QctP
zonJN2eq5muunbU36;<Ec-?u*AnVVHQ->!Q(!7Mi876)W4C0zQ&S2|(F7I%H_+^#<t
ziccnz!_Q=Dr@<SfB&v}t_~p?~%%Kd12j@c2r~S}Xlg=g%z(R68TI&^C3|3Of-Zu8|
z($cV-<z9W)50!pw?p>Xqir6R=`;+M*ZJJNhnvO;;ZKE$KkkIWevOl3d#f*u#XrPvd
z<=94o>9?y@K73rARW#r=|DE_bRuGxSv-n+zk1S#*?BEIdN4{Y7Z|=G`Ux`}V>gu9v
zEciUSLt=$yr6wNn@~(?!ydyCwU5`!2tb~{PfC_>}586D5H{4HEvqg0M;mQTJ=+-c@
zFpQdAoE|ICHEfU({js%F*JAt7<a&{$Zs^U;o$lt+D2-2(?wUtD7qObmeb9@_)FV*D
z)9%YZ`;DNk#nC%46tIfL#%&y9kuJmd=;?zaKMxl4xvzkAv6^==0>K;lebP`jhTe{P
zUFb#khWM=O?o$4p26Bk8KdQq#F|f|8II(}IuH*_sLg@;%QjmR0|Jl2zo{c__XWbCC
z;?iY>FP26?99Fp2AJ&$Fv^s8Ks~HZ(QRDUhAH;8bJl;#R#a!mfZ)2FGfKkUQ2VoY4
z{T)e`O}90;R;-q|{ltp56srgia?5wZe>vHv8whQ!GmD<#(Z(FZFlf!sz@f`ymX?;p
zwf(Tb&gs2CJ|IxcMI&q*jjbG)ex0K&^xIuyV!^1T&NdSPc<TDyOZG=HS4VEzk#)Yn
zQ%$)0IwU`cFM(xbFVmx0k;vY-R*~p3Wq|9i?dXUp7moSy*|(Z25^3W*d^ujDuYz4B
z*<KxLuN=SprRQ}qH`P}%y*IG0;g*qVX;y4;7|cT}Tt6|Ip67K|YCyc(rRe{7#Ciu`
zJllK+gPy2y4JkGiwm2Gha1!4v@P@dT812?ePA<8K@tWplcw!z#_!iw@eAL&7Ul3OP
z<pE-)Hm-=oCrT>*b0gA7zvbL5lBL-#1NKB<IO3!3NiKO(nT$m1+V&cCT^x_Z%!Y?q
z;=tz9t<VCRwuH73aRG9x&p{Vud@j~$k5lhAMfu*Zxvyh1>}L1a>{(@T2rtgRB^rIq
z)IpBq_%0nRPgdW1)(v9|BQikY!hhgFj~Sdok?j?(R?u}q9~A}vvvaw+9-FHC22#b!
zI?JY&c{rl(F$yr_>z1Yy#2R~iQv7JJ1)yS!n%=d1z7>1^eILZJS0xHU`1N^bJPE#K
zX|J2d$6<L40DY{lP~s+?if0o3Yv}`Ih4G@7I4J~h^^z;_nW+K>yJ4u6z8LuBh&X_d
z?ZPFbW3)+o{k{NyM240i*N2GqB!5R5bMA_rg}n%L(-Xje@5cZVDJO^q1XH@l$E!I}
z-TH=g3HH>YpPnWnC=QZA#BfL8Dp|n8-5+e<64V9_ZiRmu@_267SnQ%Q<qMPyvgwO-
z%~8LGJ$fdOfIKsmvww@S1eUs*$fcs$F%39W%Bin=eh3=W#R@mc;)K0C_lTHA%-!|$
zh;$ksA!l}c6cC;+QLBnAyU-z}11xyWIlnd5dF)?OIJ8?XO_#8ij}qM*jg6YF?3<!K
zX0_~Ud7ZNBF&MY^)AiDfV4~Y5m(2=db#{t+vhE%l=^Pv;ma=;$f{6)nl0^7@=c%9m
z2;*-GD#~|qs+RNh$@L<oGB@Mr3=JBwrgX<N0dN88ruuqwrGA^k^>|<IDB29ydea%d
z%$FCC<{Rd&pSx~Gq?|$exL0OB+`)#RO7iyJbukz|HX{+gB^%eJ3iGXlA#uG=g#!Bw
zWimpo5y~S?mcGq!f`&1;?ifj=OO-}_W_<OgG2M(UMWVm3i7>^0G@tF1LcfzCbMcns
z*<>Sf7F5JpM*a5bHtsoEdKw+~e{mFvA(G{#L)O13wlRU;=bwd|<uI%3IYL)v<Itpq
zOC0lC@X!SP<g{>r^QN|u66$!l2t9%T`43QK$?2t2P5|u9BsR(}fxk_F9nkCt!XtJU
z(_h~P#8{{>Kf%w8u`zxDsx{tMybCx-(1#avs4T1$_fYv$xkBxn_f3FPovm6?h-2!n
z%w{)vaCdER@k%~Jycd`T6>Hw?Eq-<krUNS!8J00rU+YV{|2mrmr|x1mb)>N<`Qyfk
zbLU>x5wq~sST-E>cY2-I3A^;Xj19Q-48)%|P=x1(>MO_BY&rMnq*MeyNUYg<(oyW^
z4W^Sma_6<31vC9_2=m8&tc<KLhE`P8Qg=PkF}jS)xi{OR*#lFOnb(kOWO%z|VPmm8
zOW3%>mw(*J1MR~03b?jsd^9MVpDFdI(ajo4C+k;!&rN77kOS3#cubT+)7eI$+WN`&
z+bu*ezXNjA0H@>()OqdPb4EB~r{Sb+W%>-jgp{Gb*erZO59t}`Ar+(|o0INc+)F-f
z&vD#4L}%QXaTOSti^y#{ZeVcH=t)(fnmOu$S8gR@#C7uYUZhcCF;UZAySsVzA}(;A
zzRjTKj5Kz_F+TF<l>C<>+(UG<C1ch*@~~C@^bjTj!)}1XNq*LXCPPNQc;)Dd?EBIC
z7=Ek}>&|fBd_67NrZVS&PlvZloT{&@M6MpaF4SM|Mbkl&#p!=4IOJK7WPb#{F?*F_
z`q0ZuQeW&E#+FGpE;b}E2Bx{D;)Plju~nv}ylo;nE_GL^a)X?ZKW4fOi44r9SLV}+
zHR}hVpS4Z4y%LW^tg)>-x350$>iY^oOEUkn#B)Li*v5{Ts<#>oo`BSHp!uJI5P+Nk
zm{rUb*=)@G)r@t)j8@Qr_Z2LCV-atOr<HSfu)~+WM&CppJhoZHgB`m9jurpjsG&s{
zm@mtV6@z*AyNX|u--oUVTK#IaJtmNr<||-^tWDQfZNe}Y*%)U@)O4!_B;}~OX`A#I
zfUjLV&Ult0O9@=en=i9Bj);FcA8zlu5nxTldX(ACtxBdN`lGX~hxQtEsPBliz+3u?
z&RMNkqm66s-y4*mwe+h`8r<w!3%*xEGA`A`INBX0J_Dq(gzRkQ{P6l}{MFU=RO_zk
zx|u@aYPFnHJG0(2;Ykih70CEt?HQw;vj$1sJ24jx7WiI&<In_;^Gr8e<(t_l$9FMj
z(a8D#^fBw=(j1Tw7j9g5AI#`_u~+W--Y~n-$%$z)YWbZGoMzBk(BmaWb^B{MYmlaO
zoJziBM-WX}=W!dGOtGEW&IjQKn4*9mi1hm^*g6!yX5P^5wUiH$82{U_M1JWE-Y<!M
z^Pkp6{EO+_pFM}|g?`=bHh#5`VS|WY4`J9ArslLb`vMJiY1~@=bkDy~z;|((WSaA#
z`dH=RUVp-52b5LD>0CoPLtFuieen8j<X8=g>bW}cQq#h&a}h<2+Zi2;ck-c5;J`Ue
z?Zq9m6j|9lak45ZRLc>8uKT>T70wiQyGpxOJJxcR%DN(Hx7fTlK{%WSFG?6(ee7!c
zX(gjYii+oy)!YklC*I3_edTdnk3<slwo%R+kY^}F>^r`|r=I-9OWMphdR=mammXPv
z?0v#aGgNaNV(~fVvQ1rdt<+`lItPQhAg14dmeHKl$uQ=dKcU!l$mk0OCzASw_<o0N
zOGpL6RnT8ASqcx|@&)`(bI2ba0Z2-SaQEkFSf?H@Q`=>&Mkjv3e~CL@W+9{We&TNL
z5HzM6#&FG~J5xg{9ewWR)qkBn3|27N;@8+~epINIBBNW|1RFPEP+YPA3ZeAc$3QjU
zF_<r84P<9@>RqfGN%BgSq8NC=P@(vAeb2-mCtH3}w^h@kkB<i~HeLfrQF5-%iq#d_
zSCXG@U158t)?ot1-YzfE=*t#;;Of!-<)LoU_C30b)FV<~*{=D)wsO>ygxe9-5vE-E
z)9y5SW<w)BR#nGBK>RA~YBLLhN(Xa)%eTHX%HQhK(<LcP`4NxT>ihj^s~L&yb_b+0
z5{5=zS@Z7+-uBC-ZnFxyk{6iHca8Jf+fhG_3-y){?GmcI-@H6~-aAS)e0qx19)7E@
zZO^4Tb5^_-Pk$+4Y)L7^(`jMv>XS~Dt2e1^s6u=4#9VqJ*M}}ItI_cA%lv|u@m9$f
zSj;2D9@Ir0IwA$H>iyJctVKDW*u=F$36L%ohVBiT8jZ*HXS*ND#Qv!@e&hB3izNYG
z8TM*s{!G$ro;vT1cF1<i>Tv4JGw!W}DvGT^kR#9!zLKf4-^HVuJA3)v<qc|bq+wp1
z`t)SW{l{ZSY~>+6I#0WbC*6^-d+aKB6J5@Zi$^%i<L_*KI~$z}0rV1XQpWzHvcFF5
z0}$U4Pz;dF7{>2DNeCVKb{qFr;rXylUj~F~xil6CG)bIY^kqnyRGmjc{U?|ar6&AP
z-@VX}G(w743B8H6vmY3sqQT3}SoSshpbWNk1q{5ptzB`vSe3(udGBC7E`?GZE&9>Z
zKCyK0fZ`;7Nf=K@0dz!)P5^XQ)(zjq?3~7!NOo7DPyK*5bz<tF%gTo?o&D9*%bMd=
zq20rs1&%E?r1v+8U^aMLb<2jWp2HydOg=R3qDUV*pk?O}xz;3K%Ex=si>^~-9e>1Y
z{a|?x&vR|?Kj;)Ci1*oN6z#on)Vi+O1eIf9C+5}Zpwat-@L-`!`YWI9@Si8PQJyn5
zO!wZmcw=2mKboiRg$f+0*4ocJ;kI&*0wdeXeoY00@R53}mu2Z}j8k4(cE}d9=Ld}?
zmvseeN^9Emv3&REhL$2NnR%eWt2IyyJM+$ybQvaaZ1L=!!kp@E?<w4v)b@9rBcmpT
zomXsXyIa600A`09b#gQ*e71gKt@tJfn#i&qFMmI!V_t;X7_oZh7=uM!=$|Qs+0P%h
zNm;jjeC*iL{~EDkQ;(|m0NGCs4ZL`F5&_$h+c-!8+K1kKgw1~x!muE04g5{&0ZaYL
za~lD{+?5BoEUhnbZ5I(<?i$22Qu&*`6sgquB@3IH`4--q$$|<XrA^DU6$5H{cdr%A
zzXJLU{V#R_lb6KUTuASR{R}qu-PB)@_4;af$A)H5meda8&fne^VNB3{q$;$agme0I
z?lPV>IT0JWI@|Qa@jjj$&P_^fVqM3&y=?}FxklTzJ7OFPIXCb?xRzzYA$6y!O1FH`
zODm;cb)UYmLcbpxulw|wFUk(74W>}$EFCv}ZcA}{H=T{j?;7KgMxjsCgekO948;I8
ztv6HGKnHZVb?OF<n0};43;9he7ix9YA-0yr;wM-7r;dx@D?NlxALA}vFX3IOY0<}G
z>Uee5&6ieUy^x)>h_7P4`!)N$n62hAIu9$ULicHzytau%6{<URR`h>idv@EAPs={V
zy4-2rPwDlwu0CIy5-NB6R<#(r;qz|VUxVj#AN4BRXAEsKC}~u4zyjr*;vRLNV<M#Y
z$fa97%Te_*C~EQ<XIdBha_8*SV5^nZW!HTsolWkW^o`sA7mV|yY9;1jNSBe}%&IS6
z&<*!k|0j(qvvd-s*T3j$_U|cptosulWj!(s9(S68ydJl`k;d0-cc(#Z-LYlGEp+%a
z0)E7+YSPi~QFb_S4N<&1gLIiqRFgX0#zL7U>Ys;L%xWNX@>;G=40BL^q1XFnWItNc
z>q=f$KY%g6Q(s@N+qmss=wm(^qNow+Q=Pvm*m8Dq>b7>+tm2ojxi<lc!0A1r>7U-6
zKr}OAhMX7xPfd*Dfaotv>^@n!#iL959pQG2+_?`klLE*sz4I-;u0LfyeZ-qyxb*RS
z*ad_y%}qcpVyMZ>l?DuEeGwwna<(nO5rl-pE@J&q6C742qhAbrfHWN+oGKz-ddB;4
zBA*#vg4mwmbY&j<BWF-JO(SYe7P5Ju9gWMw1{j*03a!dAeMHs0`FwV_H-;+mX!|np
z@hx3AR0%#XG{%?x7Ci^$gzklwCDy*dSBtQv@|;J=w|3nwk!b-f5-$%zmCY`6gSiOt
zgUFB3V-|~`alE5&z`*r_Ak5O*Rf--rX#*N?KnFwlP(!TJA^Y!e)L`OSN`Ldn?|}g)
zvFc*b{+=G!Bf_dLOFu?Fw~64N6WiX%P?427P?co)+1@47IGwE!z6iyf=j(RtE%ht`
zNqqOxg~Ks0H55w+?w1bazNLSW{szd+!akmpP}dhMslCfQ!MlQct85}W<0U(p#_8I)
ztJ!(-i5QaIy9~*ppzuTWVZTwMoTwwuMMW@IkN7=&_UlNNI~w#zz0#P#sHVL_D5IL%
zmp?=cMi0OQ8mG~bJ11I|h}do`#V`nUU>j5VroB=t2Y}<R7Uh-sUs_+1EEuLZee=VG
zE8w~Y27o}|Rv~`X64c-Um|0T~W=UBCc~XrVGg7E&78|IaN9$2{EEtVqMRV`jyJF0)
z&zifE*cxbc6xvHqR2!V~bH*w!Vu6^}AY;;4g!0O$>Z{=4yQBqNkwI610(pQo<TB|H
zJepG+AY`88&UZJ8nSFEROZ?JEs-|EF$P>Uni~ta<Hp@aFJ|I!qs8M#x$T6e)0Yf>J
z()%BZGq%-Abd^T%d!c(<5J5Ixxps~sv28FnQ?wL*uV5xf3MIVz*|7t)d%)NeekyLg
z=tBgAg}1Cb5s1!rg5mI+Q?M6e6F{SBYn~iv_8*Q3z8n`=frHSSH#j&L3;j8kx>I<*
zpU?<cR_UkJf>q~*7C)u|(U7QMb9f;y(fkV6dG*yHO)h+yP5#~wI9L0*$i-!xj?FK7
zG|1OpG<B6+OwN8=f~xbmA?vYR$>@G8v{zE1epn1`uE2uXymVqStPFF&w><45mij|x
z`rAhCCQjmPb;c7&Iv2V$4#KW!fr7H8{XJOTye2HPyYXmiO5!YF6!2)T1LXrQi<TxX
zhC#31q<j4`lE9YV#p<9<197>$jA1Df(k}+Om&NS$x#1c++plc#EkRZ)-_eg7Xv#{~
zRhiMP5Nz>p(bCk4sxJvBb_|3y6<<7gK5_189fI_CS{IQv={77_l`cNR!Im!Bqr8=|
zWDha)083<isT{}Syza(EJ5y}Rqih3?pIb)yCNj0<+ndDm5p5RCkpDI?Au>t_e|0<m
ztn)F4CB7vm`Av-ryZoAud}ZS2xkuUa8j0H@QuqDOw#1b1fmUmLBz`gYw(`$So8DAV
zo``vDKH-Q(ftlBzfS%B)l+VgJvr(N_NmXvX#rqY-p0%f{k0?*Dk*qciAjz0AS>{47
z3OiD=|7rn<-Q3ig%U1&3c5+A?W3aLk&iepLxnEev@qximLgXAFebz-B0gtyQ9F4xV
zVc1iYM`Atfxp8hk){OC%67S<$NNl_IKgd>Hd!;q@quoxRreV4WWr~>vh*fVmX)~6L
zjU}f3fdzCE-J-e4d1c^3bB0&R;v)K-AZ^V#Q;?flZxU#u`9u;;JHgO&<m1IgLW9i@
z0G`m1f%FZ7xJ&N-hHeBcw)ngRR9+8wY!)pFAZwRCJ2fDoexG;@`|Ga>zi6ZzBkR13
zH<x>-oxi1uP7SAYyj<7d<s=Q_r%ORCfslF3?prj*->YEGlR-dZ{rqj-Z@GKSKzvA9
z27Ic6)VP<(81(G3DE-8HHYQZ5%H9CFHtYjgrT^~&0M|;fl}Og<1}KGOv8GO#@IRrU
z3ZNxFKAJ`?bsQp8a^h~^XVyZk=#f7GyP>m?A!HLti53IetJsNEX;NK9dWG`|Lg)u&
z{ajc|LH*h+iEjUtSk-xcf(=H7Uu3%~RF-qs=4f|#cYP>>ZkNT<KjsAz_XEzyh+QX>
zy3X;y8LL7kngOj2Y+>?+p=WIK(Tt4Vy*=zE=YnCrmc|;Y1|BL1Lp)wo;amM(L%`#W
zU+Dk!kO`;C{RIv6|6I&7R?7t3QTvZ%BpgR-akQb>=Iv93>D85tPq5{(7~Tz-=MiBO
z5U8amFW7qxCRd4$b^-N2`V%o=Bb3Ny-N(#^vK2_g5Pz62nJ$WND$n!7<HPT=kg1(B
zp<{&x0VUYw!tpS%^5xv!6G)%`VuzDK4};GZFCo2w5&&_38WGRR+Vod0`R)-giNz4G
zMuUhv(7AAuiA?3(4maVvx0m$FKWw(YYzFLUVw?l^xj<)gzJKg7hCpFHB5mJ;mEy!k
zK0EB|m+Qqy`AZr=S<mRE8_=A{-a6cz7%uS!qdg;WOo2`Uwma$Au*NRNuXAEkw-!Nm
z5E+lgm^PVO;RZU-M=8S=)qsMSc$yuM?Fx_;r4Yc|DezzHlF(&;u|P(n8}`TGh8_#`
zZEzEKWBKReQ(tc0Cq9qY28NAB#LVsHe<FlG$G(frGJC#yG#_>@d$9%-i^enjjTNoa
z7|h$2S&jV(V&8o+C~=Yh4P>j9<S!X~F;G7}SYrXhDq=n|NEvUpoH+ug@|Fb$jD~%Z
zFZzd=f;D5-HCm^FSVG{9lYBO#iz;D$oyw2^#oqOc)MWv3{|_>9tm5DXy4)ZB!-#wd
zWM_JR8mZ4D;VGOIt^yiU98g{Tx))Ud8|l+-G6tmBaMr`WrJ6rGOhPPANkbieUNzVU
zq&FCRj_gi4>oDI*H(KIBuwu?_SbEq0d^cno%*z^TaCgZ68VYi?&_17W{Z9?oS?RVO
z0e9)@Xmm0Bx!t{%?3N6qY4y%`3wr<nOESLrqrAx&2RLy;UPnVY$iQ6aks9i7SPq32
z3h9<rA45-w3jzfffvT0L+5hw5H#xD<kP0y0Dm8_BPAAKUPjhyddGiOoYg!5!??m~}
zoDkS!r5mhe+)v<g*Tv;uo=`hJ9&&y~fi|>%@EG_YK-k7j!YR=E!`D;-Bs^EE>;=hQ
zOF+MsHe06LrM6kMGoZ&4=wpAk{l7M4hG<+nfE%NSHyIN1dM<mXJ@meAK79!a$ba>K
z`CDute~$-{l_@k;Q39~XuLjtp)XnB5t2-1Apjkg@fUUs?SCqLxhXZRmr$G?X8{rk{
z{^_(dD?~-ADg;^xJfZ9f?N<JYJV*>DTtS-;ZYoIew`Y&N<*XkAjF@$Am*?O_oQJbs
zar#+Q|1@!3?`eLBCutiP(WK68P|S(-^tOx8TACs!d5rki6B6)fJn(1=#$kNyqwivc
zD~3WNUOzc?%*uw(*1=1M5+EttRByR2u3WjYsr0p95Lm^#sao&<8Ql6$^cN^kR<4jt
zPhhLGLEs=p`}me4jW*Rg?!*2st}0xQZR?!60Xgi$Mb+ACAd}1*1U?|SUg4im#u3Oy
zEdP`wyqy=iDO9Q1LlCwz>{gWzRoq{5HD9yIWgLX4@SKt2TOPshvHX?K_~SH8iN<|!
ziv+$5F4N_kJ5^`QJYil$JRP-vKkYD3O`}3Fsp>!ZXn0%V55IF>J=37XSR?*)$wXT_
z#<ls`Hw~=vMN?|F^q)QK#0mx9P3dKnyBDijB^N5a|FuPRb&d+MY-B>ljJ{ekEy050
z>eNqj?|&M~Znf5gfJC<zjSH#s<Y;#V3c!Lme6+=6+im+itJ@9&m~c;7@V8!%tEQ~)
z|Ka3PD1Z~jSvdkk_+%LyiE|rqs+Z!EiA`jatDS9FYJ%c>atms-)ZDr>T;DBNB`ty`
z+u6aI>-)F0<jTi(G=BY(&$}HSC^-TNrsZG0LZC!|-HU&G>38|o$h6_GM_pCQi_p+t
zBsF^ZykJ7-@P+))XI{*cQ{BSX;D2{9lPTl;6D?207xN8V|Fa+~MxdV^z@6@9^jNCB
z>x*8dX#3q?wfY$o*?gvc*49r^hEpToawq2diGFCcYeH*S@D4Lr>cBm9^|_$IYR_TU
z<3N;@_>?{xJx||9;=_1rnP58A#=KKx2Ev6(SYW`LP-Yy51ROolpIjr~*vka{bF<xO
ze-A{Aze+rS@+h-|b0}yx{6`aJlPOvQuU!9&0R*!wiV?kj;A9g={gQptzmbsV`Or7?
zlypjiTKcZEPsfJ!vlYTKhBn{2r}EIFdjsQYW<;<z@Mj*QAvnFICsxA$Iib}o<@<@e
zOlQ?o=K6BWslCb;LFy-Z>3ynT_9tvJ^}v$<q;Q>o>rrMg{>zx<899DXmDy6P)XP^q
z03;dF&De~XYC9CoiQ%v06>+dwFx2%ge=u;G4ZN+E%|nb|Mi-`51i>%A9~w6HMtw?g
zou<NW`_f^TFEkTzFKOe=A%~Vvt~FM2^Qf1N<v(Q!*7SfFpDEZ`|0|!Bgn@QA@2$mW
zZI#v<{YowS9S&pSV_D|!-s<TtTkQ*){kp=u^~J7(huABWpT{dhl^{^|5ibRKzF&k@
zp+<=Vxb&}M{O_J6hiMYMdW3^#jz=WRPrm&JhQ~;Ox5kch=}<gr{ED7vitrhtH!DL3
z^YgksJGmF2HGLeYn%YaK*xz&zx-1V>58ikJEa3C3j;jCcARW_hD!&S4X_Fl;X;+xD
zUBz+uO}lU2?m2#}mM4|9cM1gehaC5Mds;rHI>b?L7F+kpxE;{myY=zLS|Ph7lK4r<
zMU2Z<0il(1jsa6+@Ht6nh#J_)aBzyM-nh_U#iaxBDU@w+Z7=G01HZwKi<%MS<3XB)
z9Way-By89N2S_-i(>?%Vb=Xs{%!?ZjVXx$;owIqDp}4d5beo0zWo>WI7n8e3wC8@J
z!fFlmng<gHi0bD*t+x+fCWcz29aRmQPU)0qW-_KIaghYRqtGIL^5hAp_b<?iPKl8x
zQlvbo^W8tqY#&UBn>$@{O9Sk6V6c)vW~+x0YX&M+cCY@Uuz+8ucKBywqPy^i^l|J*
zpckE^^37g95(J|Z9Fq&$wOpy!qF$=ge=b{=j;%U*?O0xE-j=`gjK;IvLpemY8UzJ{
z6ghwOS;C2Ltx<>W2o0$QC)GzPLTD!PA8E2#NdA~@x3=i)45iF%+wG93iZ?84k#HbM
z;Co&6&1@V_z&%y&_!=F!C*0>e=umcF*lSQ=*n9I5lkM>D2lPbv#uOvlfToL#Q+LSw
zf4seSJk|gEKYq?}<k-g^kz-_)k-Z(GkUc6zqGgrLD0>t#B1&YZ&>&G(MpBeLDuk?z
zWMvb6*Au-zulM-=`@7w|UN=rW$K!E5uIqlS`?VF68Fp`jiht{ky2(1i7u{AtA&<OX
z7DA$Pcfo!y0&7O;wNIe$mugPPV_k#cbJ@{EV~``{O@ruh0vnMz!cWILZt~vsEx)?D
zwN_zS>Z-QRDXc+iU0&&{!K9;Ym1-+*!b^B{$bx?lL#T{nc`&~+{Yg8&Yj%DaIm>^3
zw?6*pkxAY~Z}d%~EdVOWMAB3*6ZL+#e5*XFde?tjNwx>VjX5s{svz48P1d;T#s`wu
zsRG>*=REXeI_<7NGU9Rkn`Sa>-7MkGzpwVyR~oFY8r(aw#8yx|8zI&^^dn1iTEy~o
zr~a}P>*^2v;+cka!}V)39%J|3`^ru{rk!)rnv`vCtykxz2-Z>e{jg9MEzEJqCiCJA
zCB0gLi8vp>#4xe?z+ll)roiiVRxfyyD$oKlGlRz&1cwYI!`IyCT!8&5iyTgKk{-5i
z+ljS7u%3*KJIlY*U~DVi7aQNMoL?{guF%x|(vTsO&a&=vp2%IW$Q#RjT1($;xmJHq
zN}H6L96of&r>*mDPQhL_`>!*n9i;9l?;#17i(}58drFXUHLA-962H&EArIr?kMNMZ
z66M8q8yeX=^92zJbU9P3Y&mV$E}m@G=EdgwuBqjonG%=3R+Z$pPSdj?@UsPp$q-@;
zuo&{{j|X07o3cz$ZmaJsZg>rL1B%l@#64h>FIMxl9p14nL?v9#%KGe7@x$n8MZ2nv
z<k70{MMC@f!b+lvzYVxvlct{Nzc$b7bnq={l$~_bxbL%|R_5Tqtn^RBeB7^|S5GH`
zs5limE51<1g;FiNtI_Ac-4Cm(si}#1b?m8sR`QGQHrx$%K-!}59$HX0-fc6AaU#43
zF2~0i5UsF)@X&0@XNKan5spIlWTv&<I7b*mAdmtpO6UGcl)YkAf9lx6l<}imf0iFy
zQNI_#*KuG*!no(KM6*|Xcs57TBkQqyA}Q0Pw<yfIZ8g8gaBKWIPv8;XS9p~3EiQ*D
z8Td0o7_PldrH#*f*%AhLYnx?9TL1$QAlLqnQWRC704CVMSC`UQ*meT0gA>rY`Th37
zFQE#EP_&1G;HF#*hSuxt6Ej34BrkM40)~#4hnJq8I(9GLiqj<mj6$NV*7wAsumcaR
zHL;iE&A;TlHCR0%e>oSwaD=pn$4FIHI9&gHdJ2oNtq?X)ko<mqwcU+$iYmz#rH=65
zyzOE~#}Uda6Br_P|F=;3Hl>0Da*BDgqYN|%KR^bB(l82$QHBQzO9}Y2m)Gf+w(8xh
zRe#F#X>u#8F0HNlzqI@DDJH7>4uIPcEA8_-Es=*Q*xAhUEaj_ys9o;1)x!RsY|k<j
zqh7;dBWN_2=H@`cUm|C7@5R_d$d$EKKxTd?cJTcB#{tA<dhsD(YH7A_HL~*G^6mCr
z7Uo_~G9Ao@d?i<=n49X6*Nh9(>nxYdgh^QZ=5Bl+(>R=dwCYF{dpKR7cC|HDXEzh4
zX;^&#C41@Hey+SeI^V-eh-{!R@(7AD?P#**#>;{{{2y~0(UqK4?cAwj#%>eW#y&pH
z*ZUo(!2ewn_{3X0@8JDz>RnAGnc85vl(p7vUgDm3=Jh8c!?9b~1&wz|%mS{R-Uw@V
z;YeLDqGDW=;9aw`)81<Q+s7b~opiIGsu;lCVP4HFeG__%GbAnHs8jz_JXP`S^w?S}
zwwzis%qW1jSpdzh3_K5aIiG5QZi<zcxDR=|7=&a^USW=EFXj+99v^Tqb-UH_ANj2t
zs)(@`N7m>D6MiLrOkS!vO!o74`gf;Z!O-LRqFni>1(xUwFUBub2J%P!iwq?Lj*P}U
z_YQj(258v!jH*MQA0BxNDK6LDi`#1<NZ7S^FtowxM?=HQ{7Tog?DpFgf7+d%NMvec
z@Q@sX3hXoA6sO(!(!()Qy1@p(M%XPT&b#NRz~5_tRz#h+)FpI4W=bzOwT*PgAn$~>
zIM?<BE`S@M_q{a3c2`rIV5QcsOpQg1d`>LvebX#5-*-W!Pg9hD-;X}MZ-MuF8XW`w
znsP4v3!94T?Uh$l1y1iz567LqLR2;D-91Y+utqlzYwn0N+z-u)qR;_@Wex)HB1~{s
z*0s4Xq_X{j`37mz?zp)GmH9iDmD_TN7T8L!@4gaehp>mdNs=Df(gk$O%tw-KA5waR
zP|vQW6PYMNP(;9pn-v=q_Maakhln>&O}R|*?4DH?tsFC^m;e#<ypL|<^zXY8nAwIC
z{5p62rDH%96=Lm(*ZFoWCWb-WTmAu8+Y79nwL#YQhXJZUIH*cH4MJ28@QQa>Q)qkf
z0*If;fBm@-(V2JR`$Q-OD-Dh>m{{(&!7*o>xw-J?tW5?q<F=_>-d&BC;lOdQgW@~V
zx}A4F4MH~ERs$eCJ{dM$Zm;XMPy@NeVdBH*r(R#0SO6lq<EC++Q{+c)9Y~quJW>Ao
z;F*e3dJDNnP_DaIA>cXTSi8Rw+!<-}9>mm#9-j9ln1y>c*jsjg&4dWdap$HF#J?%?
zFm0twYTS=ml1NA7^ZTVP!e}AD??;B1bK4AefnIdLoCo%%?y1AiopC(}fs6^b3@+F~
zUoqScGiU;K3E4$LKlaoshy6et>GnjLhrj=_5f?T-KxAv7{~+2y1$fCG)$C}2T?T!t
z`0c|Lcov|p3OPu`Nm$ng^(fojcNc;NBXm+lmq{m6Qqx(?#qX+;wV-W3LNw5M2_x0e
z!h@pbY~B^rdf0zn+r!&@zj#4zU<R~#%LL0Q505zVOmLS>U7HfqqO$&sk(pV+R}J&{
zef)WS0p^1i{8Q^o^Lq`m@2$4WtDb4J3cwLnmHx_aCJ%4}(6v<ZA)4&-Jmbzo_aXt9
zrfasH_^`XMW5<J(b_UzvwI$Gs6s=Ny-2(Ost9;aC*iY)j_i3W5rOp!)RdrJ>Oqf<$
zYT4bVmY@@#ae*=vAP-N(|HdOGGa0$?M|;~=d{`n}_+p6J-xDH=o_`<P9oJOk)W9AG
zv4^)fY@FXID^-h>d5fd(%IeB*^P)~OZU?JD2ZD?HrY;xt#<SK7ahMY)ht#&^wVo5s
z-8K(gpckUOV3@=%3&kB`wU5jBkTg2U$M$hf)AAbCcqIK9c}q2luj#49SEZrUrm@KV
z#M69#?~%!G-9HQ&jfcbAr(0gX8dnXJF-O(Z)C>x(XJJc6Kn7zAGm)uNh=hpX?u$i7
zj+-8Gvs?Vxo@vkUT_Ren+_&@39+g-I?a`7OCG`#%;Xf+BH`)q4uNg`@-}PH#vo|kJ
zm6F?(6FQNX{L!^#?M?SyJbL`>;4XDN@So3vUXEnvq(ub0-X7jBITdm-ff8`4?y+&w
z?jC9r4dneOiFf71VE;MU57`8z;W{-%o|3I&6<A;X7Q5?yeca0LI+npNDLait**($l
zF8oCAZ*X%apNM(UeyFbA$@`e}VY$BnEIb-+osD_X5#WMwx8YJVaoaCCq5x8t=Z|4k
z#eO;hqj6-Mly=9_X|us58jGXt6qvQKNlLufaJ-bJ#MmXxwD4aYsiAj#FP<0PFk6}W
zy>aH<@NHV5KaG;3ktiwPL4j9;T|LXYz2XHfBlgH{mcrF{XcX~W@Y*ZRS<JgisU2DA
z8ggO>H$dR7hTtS6H<<?FPi2!<Bb}+zXPJiHm$g>z9$vYo6^&Y;A4GWC!L%94U`CY<
zNUfiG*WG(gpSnXtm&^+iSt?{(jSoYHKw65Mkne8iHE7k+629i%ZP-WBY8g8D9&ves
z9_fxe6kD)-bN+me?WIFGKg?);zO4+Rxp{w!f^W5`U7KgED4EWeIz{;py{s%~g{Hq+
zAtm72ZJ_XNzQc}4%LqN(OteYn+zsL%Pz=L$canA$gATWKrJO{&7(04=%9^h&u;2EV
zcRrz0iO=Q`H}CR7vsIqy3@?+<spGfLhgS}LIl2V{h?+tecUR^ldFPX3y3uP|saI&L
z=Po=C8rzZ0I=G43r5ZL-><}`lM<B**H&6zgTNbFRpIQ=@eAf?ipjq>7AHf}A=Vr}Q
zX_EbYG@s-!4ZBUw>UFHJX>wdy)#XInW%c)|`>y&Gxf-U)Mt)k&+q<$f=4hUu%C9T`
zeM|b8_ZzpAPgT&hk!AR8d(~r*QAXV|54Y_aaR@ZoHhXJK6!Nj$)5slGke5kB9@2D{
z<dYJeS#_pVNeU0;_Zl-dNygq2i725wQ9O}<OIg`$dLko8?DR-#M~1jRH|iaV2XPKz
zXYr)4nv5?5cPQ&<&{zT&5T~Xegj-z5_#nCcJE%ZLhE}m?Gtu{o81Z(SM-Nydi@q1c
zoA&3`uX~GW_IbCcNa+0R-k|Y}LQ!djZPSr%pYa7{gWEP8Rk!|dAKgA{L<2Z^qYDd?
zUbuKrVlNuUy>>HXF$$Pm=77N?`?T>%w#)}btYkWR1=f?t7_Rld(;T(GZdI}7bXDPC
z)x=f)8$j*LSd+ai=lFUB5btLXO!gq|10)Mzx|5b33BDc~Mer>7_@15P)olRqMzOfj
zGZQW8(ko0^Q3t~KMn`StvJFcPo?Z-pcf1{(_qj}|T>)l<MG;gO*;ar=WRf7!OdAqh
zHFN-3cr{gae~X&@d>l$o<Bj`A;Qbp%*NE(Xz6bt*bzn{qehlP5;;(Jtwq5wYHAuV6
zrP|2C3+IeEJpi?v;(cW2<2i7Q{_+aPAalUFRo+F?0{Ixgum9r%=8Fdlkl~fv`=9qc
zg1Wj>8_J@gue7tJrRt!35sKS~N1|LWbVWjt_WzG3`R59Vztq~h+A>BN0(7+-DDg|U
zcqqqu5jo&RwIhQu$Znanw^Y2Q3n-Nxi`?OEq}PH6r|h{JJO8aOwd7_F1l2)cU*3dQ
zcYJ&&kVwdd<<WVse{NSsR{+g?2<3gH3A&G!P2lLR_2S{S#ts;7)yEl-e9-!hyRdtx
z$=&U*W@%VAB}vO01Py`~ZG%5Qq7m_O_i9qeipPc5$2x5%4cPd%_m=Ml++FDYHf=xg
zI7q|A&+ZbeIKC+O*gnU8w_*g3<QZ2A8kdroMc37j7$g&@qgDIa9Kcz9xDPT;4(FA2
zZ8z>HJS!tL+xAWIFdjr4$9e~b*!>%uGG5yduD6h!;68CT)(=8OlwFSi@90SJ;L)sj
z-tgTg2F!pl;@T&(@l@jTTaE1xV=Q2aN~OO?GGpd|H8he%X9uf61S~dSb;z#K_XYya
z(;7b}K%_<I7h3-jFPh2YwtlkU+uF3^7O{TMG^uA69BkuFg)?*kGSqpy{z3tQPfk%{
z#AWU&A)u1Lf_rxA4e^Nkm0_y8$|yIR4{W^HAs8sns(P<;*R$7V2NOpJ>r~%S#vQfd
z__a9y4A<T-PbYiFK8vVKHieNhY<wEm=W7eVRhx8aBgzR@DLxUDe+PvEEr*zgLHz-@
z(@HzN=iP<_&sjnn9-Ir+*`b>kTqkS9!P1q$u6&^0&-53(Xn}Eu!j^sW?w4~<SNXl1
zoq42kY|Wl8M`Yud-_!c_`sKO<n0GovY`T8z_EaR$T$la@ScQR3^TVBN<h4gIXkJwL
z)hS_8QqofK^B>?jYLW1O0U>wKt{m%OMk9D3=AD~;!lFN?%I;p^u?*SvVzV5&P=%L9
z4S_&i>Nq{I<C&h9K`_EYxu0Cu+U=`X8u#IMid7+o$=dxe>d)9bDNqy&UK9=`9tS*j
z@kfz_;0{o`x^tJ;E$*{(oNn*$I$f0d-QrvCnL*#GNiw>cNmj?m+|v!yB3lo?CEZ>`
zBH<!N<0e&XhDNBuB7}fH=#V1v@iG-5g;Y3~EN&Ad1!J=&>l#q7f-A@h-rg_$cLfnF
zA=PQ$-HQ9J`sav&PxsWfgnT{M{D&1U_FKOYgh_}+W<t9t7iR!I#3_efvaP#O->#DS
z2XO2>vptZ6<ee<!&z46<CK9fLK#wQRAsH$}dVXLdQJwW-Q3Jw`So2S0>SUQf8|goH
z-@EYk&J8*{YDsp*JRLjQk|qYkB<}OwWdC|YufOugyIZ_%C|ZpCfjStRo1+?{yEhU6
z8`|M|>P~y^(#G1yphpeKuZOs|ig<WeK$Rq_vj-A2u~&a}aU;&aADEQv3IkiUA-~Cc
zJz5>)VvPZup4gTOK1CY)`<tBEq1(?C<BqvfA!i8%ZIK&WcMMYZaK~^Wn)}f0$Q>x^
z8VO=j$KT8Dq_nhI_{2?2zasD+S~|#xa<Ve+n#bhPN9Uqr`<9;kRB3_z!k@vY{+SJS
z|JBu&Tjaew?Ft=RABxcqV1G=GBCfvEI{W9gpZx_uy|=R_XfOkI+RosB08usCoY_I?
zFG4v4Hs+Q9;c%08!dB#k8Pyp)6bq&N&i^eUWbyJ~qL3|?8`Fv(qzbI1?|NYq>^|Q5
z)_w%ICF3YXO9%zjCW;W%Fas+4V}GFgvqj#MT|C+s6{kQVg@o)0k~mhh+}mPWA22Nv
z4?7ls>s$Muw9JT?jkv9@$GgqinFHodZFbD6q1b_tC}tm|^}YH$zJ7!eIH~(MAHtgu
zEphif<xRWm8mjKmew`LCPTo~EG=adr;oc0K=79)|4$Of~{6F5&z)lA7GwiuofbE&(
z2haWVK0-^c14778FJ?8Bh*RZ34IhrbPQdRCgp!lv$i&C&J2IDh!Zrty6A&8U$wiF%
zwc?lNf1w4%wgX^m^{O?uJf?b%L9FL&-fbYK59~#-ZiT#U?aq#q!v3BV55K?~B!U_)
z{gZw5J+AuAb&m^rHa5Bai9Wphx=CIz^3W6TCooWX6KCO6`aZYtboteGiR$(@E|+6I
z!6mckaeSy^uJ(Wn#5e`YofWM><a4_eMIsOuj^Sds%C3{51b5s=kav9`h?a95(iFI3
zb_m89@NzxIzw0fskBi(ZYjAbCS7^;~SWi)+V(aEI%olp(HrCvH8JRT)11|U@Ag&a%
zAKSQ|Ory0-!ZG(t_aI5qezyj3<P6pZqZ<4_1oL<h3ICo1JTHizzhSI#rszw}qXu(~
zl*ZVh9w#x&r5i<)-@aZum`WG$8YM;N*I!A89^X&jy#b|V`wyJRV^p3gsM{w2^)R_6
zk8b6(f{$i-{w`l>=dbR<3ow_`;3<#~#_geI=PM;EkWQG`kbSrXoghD&6=&R?r0HjC
zD8-~sf&c^_<hJe~Yjk#JGs;9!Q*V3qt`7pjH#@k(7@3%U$WR>t&GX-2a+DJE@Xt{K
zlZe1k6nkm*ISPJeeKua)NsQEjfHjPlk$}RgM2QPWtAk)nS{(0fB?)V*Ck(btN&AtJ
zGi9-9X<{(P(9k0x(?PXk{mPzl_X(4U&rcKFp2prsMpS$pqJq&O<blM7fPL50_ZbJA
zl&GTGCPF_5%Iy4BmAT+=pdy92agvCNLmW`3;H#!eE|T-;4l99(nQw!~Xr1L#PKaJ^
zsa~!via=4__WAte*zal*+WHSsdxM$3*ohWaS+uGPee!~uoDrx$_c&EGo*6L$^9v1(
z4L^Ok^mzGu<n^}9!>%pL%W}mq4EG)sCwxAS5bC}R+pcqLyDxZK-qG^~OS<k2Ag2Y_
zP^bFf7EF+CT18?METACXXq(XP>c?;_j0xp|HU=ghR2)uOKk4N%T1rCnULIRPwuk#~
zo%hXZS(!q%Jut6Cd=WWM$RL-hjim<`>Cgmh^8A!^+asZ=b4XWCJ$GoAj=c-iQ(lQU
zBKXr~p-oFSl!kL8l*=z>rgGiDZ)?Ld*SsLpEYI?!fy(N60aX!&%N{(i);D2-Tw0ju
z+b4BU(kCF0;(ljmvFXtB4@D*UPVb2qBx(dBQPRL(KI_aa_XT9!fj%x0c#!|o6D@^f
z^YKTD!Sn8hfF~%wf)_6u`wAa!72UCJ@ORjUF%k+<c?~Vkp1m%iKEQZp@V3wMdmo)_
z9j9lq8;lX2X$U}*^d1GNR6;64`_|1)L;ge8Z)5R9H=Md>XR54VsO{;KFkP@~y7Spd
z(|u4X^Wq2nX+p<3S7ZxJY~{P*zqS0_TOz5&_{Hxmz?q3UgjNZJaQ6;G&um8n#&@D*
zwR!>LRrl#kzyX_;MZB<`5NrT(4`TcWvfdXoTxGOAs2j+hn|*pR-v6$<Q@4bjnEpu~
zR4@;H)VQSgX6~Q8N?tE=_zG#G#@p*fl}$ui&61;_gTV^;yvif!PR~FCl`FJn9*tlY
z;So*?Q%~&Qa@K<(T?c5D7h+5=)rQfT0Kjp+9Rp_y4nD-I4w97ZR#x1M4s+TLHV{ve
zceVMmGv%pLAS#q#bR6XR<(*;3p(C*fA_eF$Q=F=PlG6->4xm-H>*um8rB1`DtBY*d
z|I`En5ZF?-Fcu}-KYsB^iTq#)L$9}+jhJDseSXzu8B*nUUSRQ!Q(sxw5_d1qDy0+v
zGt`M_g`a|2n#Z1)2@O@kza4`S+XCHCpL;&PV(HdOsWWNZ=Pl<AZL`hBL`lx@XN#&Z
z3&9n*3;3T1{e+OEi5|h6k>HKqRQ0yS<bN*OoXgI<Lt)>XteG9+wBNma{}B5F19rYo
zcmck|Or6B`<U{dyr1qL@W>5)H^XV7!-I918h11`hx$>jivts?1r_#)e@AI3fEn~?*
zedPGO;)`e1*sOe&UrXF5%e%Tb6nPAh9oM>%uxH$dkDT!=h7m<M*YM+ub^sQ>D8$ed
z0XLTWj+7S$Wno^uueup1mC2B)&3hCr{^tQ3lu+rVsr0!!z@Q-=(x1|2q1CAUkuJ;F
zaXB=8acOftZL7Y_WAZ%oBE9sSvC1{d2uk)E3de-vnjcc*oSoOEdP_|mzUGODoGKEZ
zP`Oevc=Ls6y5AtMIIzAp%y|HXXm?zOKYYANy*F7DG)^2$qcVZc2#)L~6&ThX(U>Hy
z8?#T^<dbgJ0sVzFe^}|jfs@b74|$&?RR~3$DzY;UJRrqf;MtrkZ*c1~%NZZzPf+ch
z?%^y>9urVS?p2EN?^;aod2u1FilzB;EG!0!9IBb7Hp>^kSUiI93gizSFu=#>1z;Vz
zSNlsH=?Q3hLLij@5iS1ijCIhxE7_R$@ojSGgl8vtQ`VOx4}|Ua9lwjN8*C34HcB&o
zb5URD)Xg9)ar%4JnI6*i>`geUHxK+ADmC>_+UxHhe813nP@Q*3jmnM8#3Iv*U~&t{
zDqE(%H7_Eg;4DL5@0}^1sf>g1<exyTUY<Vo%-p#575O2w1Cx4=4^&6%_n3qQ!H6pH
zA%bQ}e}(shF~W~ls9l{@l1z$I_Fk$74yzF;wWjT^fI+6I6B<_lS-hR611NNd!9eb<
zTQm$aGPk-uv7a~6feiOBn2c6tc=)7hKV>C;C0G}N;T}JI>clEn)L|x{Lw`nsIn1p*
zBAHNrj|ba|j9={F{OO0oeuHl8eyNsZdDCCZzor{todO#Lh%DBlRT|SfqNHBUyd~Z;
z+Vp@@g0t=pEOh`k5go&Y-Cj{NJy;z^l;rHA{q`SUGvIFr<eX5Ac~W3Api7eZ{blvn
zaUs)J9~a7VFMrG7)L}$%y001_jZLLXJ&yX`YLjc+cgJDu<OTf!-@^>hzK{TOAM12z
z$!+FfG_iyR_iyRTJ!X4oI0T_toHB{VsR*bCuH8E7O!-9oWR;(<T3?MFiRfV^F8})1
zB#V=Tr0&5V4vu?Q^q$0=g0{JLLooQ!<EBltK&lsy_R2eb=YYNVytiIozZaa-(sI5G
zWVM#Qi=Ug_rWkNVDGDAEzR)!;ij++HT3i~lYK^KAdjU*C*AKhPWvUE!=92kc1lgLB
zX8MMlF*bA=in5#X$5rIa5%$1%B<<xhR0Cai;irQjcQ$jg{D@$}*Ge3Ul;~fX;QpL~
zXW-7~r{^0x?TtmyJT?c1xcDETSfNZW&CfwoZh`2~v`_hZ$TY_w4aX%QwxRh+T0nDl
zpXGIJ?lQYJo@=W=5;!xcmbu#pRZMR5yVP-BRKh;vRJ?jWK1q#X)AtY|X6+R`@T$`W
zu$y7fROq@MFxYqV4RdaSZ${zp)!sT4irsZ#`uY#VP=btFRBkL;xP6;kZBd$!?0yif
z#d&x^gD4(ypgB4TEg-yU9qmhK;^#?S)Nl`3$%#!!5O6lX{vH(LXx2Fgm;^I?PxDOJ
z6BuKC^(J?U9r()nWnZ98qXClT$=>HaM8?9P<>u0>X-cajahO5cnXeUBJkMBx0%N4X
zWLO4lt=d%m8LQj4aW1ZxbbGmoDwx+Rp%2`*erVM00eO@oH$p`+aD?t0^BAH6{H!P7
zyQT6ig}&4A(Y4acB-2$_t%}uOd(edGR{eRc`-QakgdRGHD^3LW)`iUT#2fT7houiY
zeqg$4%TG<%Q1R+i&whLZ$h2(|x76E1OMnML+<%?EKJn=BG*`PVk7(%#ed*@fWK-$J
z<>l$V_9w><bYR;k7O5YG!>ly2Db8qxFn{(Oa-3|Y!XG0Gy!4)_uHq|cRP0iM^#wQ<
zo)E)tYPdQsY;%W!V$(jSW;mB7SBK7=awPg7lV%qr#^o-2VoZd_b^G-()vXC!p7yu3
zdfwY|zJr;Ux?esTeyOQ&LcC25O1(J-&A<H`4x{58d0yOq$GksKIdzPW2v(lB#YOv6
ztKvkK;t?aP6zfXVw&LF(XmQHSbLsGMT5ym6{2n<0G#(l+zq7O`@~otQO_v<CspRys
zOSx8LX=8>MD|PF4)wcV^ic_TObD26aJ@OowgzLWq1XC9HeQ>v-uHLdKGBr?trZ!dS
zHTg<;{a0c1Ioiy9Kgoy2nR1l7s{H+p)o6zp98fhk#-fqQ%D7|Nhi;iAh8ayLUzX)a
zr9NRH71$G8#ymxfX0SKj*7n34^ohM#U5-998P^i&+tvd{s`#^yPfRH<+_v3#?MCky
zRG%HK?oI7%#<P)qvy7EnLA}@1g`q|mdt8w)s@7S^Ynk#61h}iyIP&ui`<50rL~-$1
zgI1s6?L2q*VDC%A*E4GeBxT<pLu@6A+>1Vay@i2tuTB7#UNZn=9Yl0x-&JASOz5mo
z^;^V0+=&?LCposGZZYg;yvGL(>)yg};6?WNlNQYPX%|}rQNk%(oJb$;*0TSWE&D(h
zk>aCKP2bj$AF73<)xEuz&_(XHX>dHEthO~oDji&vSJpI&1_~2=f#32p!|5NF>L!SO
zFb*yAF)voUM3!=5O{Y`IXLEIobV7E}Sz~)VVA-VTvKe<i)Nr0l7RgZP@?e@$5iaSz
zJU#FAh3h#=4hrTIRsAdHwP#7RI?X%H9s#9BUL22^qIzeDAWq;Rr?$%)0Q@ff=F&1X
zV@bS|;U0hrOZXS2fjy$tT$rKnWN5k=H4MlGpOGA{<h^Ry7Db)+4^i!EL#!ZbZQ`=C
z2=Z_61)=*tPo4k7ZasyR|8>VxN3sJ2_+khcX^Y}Rl4_TZqn*zZqK4(4pE}wmae-kW
zzA<f2bJ=8Gd2=@|IY8T!eA(il4P}5fcekis+3~E}qDg9Xz9dD@Jm{-=ca850I(8P=
zIy`$W(NVs_(khG-#!^$$_obF~TY*j{$Z}YQyNxy;I&IsWY~LIG8c$9m?a(PMy?*?e
zd4_2cZ||j*cOQhZlj%F1&JYiR9$VK_)+pyZ%hwy#CLZOn;q<mm*Dj=bl38!?!w0Ln
zsJ&y(S}CgD{@NSlDtPjWAsCeD(W|`V>*EKE^`F=SWEfN9h|F{^4indDYZ%dm;~Le^
z!P+r8U>LV37AJp<YFEo5>oa=HnfvehaH91ok7a4o4S%Q+qzGs$IG5i=PDE+08S!yg
zusdUT#!*tNzkMxUo)6FcYWqFFZ8(ThRQ%P?n3uo7c8iOOXHnmnJ^twEU4jcu4Leo_
z%MpSU=ePP6Y1|KPm4%itt*l^Ee6*TJR0fwi=@XI@WR+FFKOI0^OE>f(JdK)Xuh($Y
z%L@(69g$`!5Jr+5(^l-M@b>I3^LSc%+@*DT3;bL;M+Cg2_&-Ap=BX3zUMe9zG3rG1
zLO8}&HY~uoQO%u_W$Ak6N!8IH4a4OdV}wUSmeHzMlkaEK054y!)Pm{TM+S0gB_A84
zI84jhwGwB2!t%L%7h<mo2tUpwndauqsn8O8O9#{c2xfNDEPsw*_+q57Qa==BE=2@9
zBfBrng?5U^YNyB0J4g6;jUrfL!l_gQj;uR<I_kc`nvcw`p{#|O8s}nYvQasFUV41!
z=UWL0-;UqQJFSZrrzpXD#Pqi_`-oEo(bx1v%XCsbJM~J~;79RyKT6jP8_SNz`cad}
zFk(!0Pt6U=;8A4E=17lYzVz^5vgudO5Ung84>E_zKJfY;uL65uEX2A>%UQ`%n@PB-
zGMU?}3?9fdg`H+~hM}z=p*!!~hyJVIE=Q+7+L+g8e{3_;Um@YWbjkEe>&4D;&nxd}
zoa7V-_(D2ffWf_5=;q|sx)@@ix<~z)2K#4i<7@-YY!&YQ7G1H5^FQ|@rdmydd!S~+
zmdq<~Z-_yO?9_URQ(NYZ4o-s_;Hmg(8TyoIoN9m^4r>OV^_G9yY1$Yb>kOa1UPkzc
z8Q--sLC@A#uF+~R<v&8_9?Y_RfD!OTiHms$T5TJJe8&EYH(I+S_mY(_#tsmP+~A`8
zZ(U-tL-)d&-$q0;;eF0W4w2@_y5P(KPu>JCKv{cW?k6>x+(}9Cut2YkHXEBh;jkUV
zbW#{omdwAcUTnFs=rQ@F>6wTbwF1rnDYCfv_G6gBwb#~<7H3+?^WH%0CvnrcDPz=n
zZs>i=+@JyBQq9y73>8=Ct0r~&0CA!RGFgf@ber=szLvP0D~0B(ltW88&nCYXtZdwR
z6+#hKj_2f7`FUzK52h(=vVo78+wxPId41x0Rn^GIh+OgDi(h~ZW9~;R2ad6boa)SC
zJnUeM?RNpUC8a=#8$hTi29E5cuUj#!%8dln`>L9Cr&3A!*#m&X{Cp)XS$5?sgj@V-
zJ+Fja<GIIVCV~B(ucH=lrUwo-n!P!U;U>4+P|ZS}rq|vIZ|RvQS<`(N5T=F}=aU)R
z<Ir6J-uef&(0COfr;<3^GFQhXhQDqkFby4%2{3oFlkK5^^91*?u}^mo1Y>!6wS=1@
z#45YwNVpG{l6VXg1g}3@>a0Xq?dT>H+{Xzku5~a9JWB3|)7MF)aslw|q6xG_2{=#M
zCtn*)94!NT(Gx!t=AM&t;a1Y)oGIHn0Lq+mhTphVGC9{Zkan5h`TiRX$>mk=%ly2R
ze#-Ntj3JYvH7lVSMhBu!k4_d|MEWl8=Zyy^MR?Jeysnul_Fi@xwk~oM&y?gy#?N&A
zuveu_BQIe(X8zt*W0FeUTJyTGCTNnT`9{(z#Dm(8w!jvp@VH|x{-_Ilz`q0dw<KmC
zxqRd^!r_ci2eD$Y7KnER|D=MMX-Vczx!!;8%CPq5uyoe@wA6dg@}*C!avm2kD!=TQ
z&Ybl4!6Q`8`Ll}C-Gy2-Dk}pyWErFV$Y561(0~^wpsg*ZE_4zXD3MGIT??2WYoSfb
zgwPMt8I%hFP9sIp-aN(5>R`7iWO6JJ$&<JHz>xKXBjy$`K{rmKQ<<(e1g}lWUXWLn
z-qJBQKoN+islUZ^;E2!n@!M;$IdtTnHUNJ;gx^s#YlpqJZb2U033G~!o$(UgZ0KqK
zk84xw7rY1Rciw513!R_jzck~r_5A(;9yGn+L9hbM_hdi%?m+wVOlT(5V7>b3r$%aO
z;*4ysLwT(u{GEaA>~-8D$Kws)012UPlAOTJydB)b!rSZUym<G(3DFVJ!SP^k{mCyk
zevOx*my<V*_ZrA|cIleczTDJQj+;j=PLv=YpV3u%w^4Vl3>~MF>bC9m`(QuxwyCLD
zl-5$^85d{BYhCy4jJ>%1`!5k>EMwDbxNW|P7#%`7CS6&&w({nyNvw%<-kl49r%r2k
zkJB(=+w#>6M3ygG*~+6WR!As(tUC1-_+#i}G1m9|iJ4t0n`$+HW%Pyh^c~q8SVO8J
zM9Z{6te8fwQ+`gH+A)A+xULD}oYwg)A=u08QXRUOG<rk~X35Z5e|&~-#2%Rqo(&Da
zYtOZC&4fNB1YQEqQQV?mYFTFoe&pavNQuweZtC}BHnmIRF&dOXtS3~BzEh|fw_4Yi
zU0I2YOjOvPW*yn`Ap}jru@C%5My2o|l*v8OQ$_WidwRjl{pu=smsR`h`12$k@>4*1
z@>V{0M-_q>feT|B-xGP8R||0+h!VK2#m&ye&@rPwx_d4+!!zKcQKZ$*?q0XI{~`eE
zbF^9nm6vu%d7wFo9`E{C{=jjU7Li{WTs-l*;+=A~XHyv|Fc~4LmztSlJqj67cd@s3
zp}+tw#)%I9^yLj=8G2(bwS)p}+b?eG^3C4z*Z!*IGjmDEE$$o!;Q6xN)#@+s<Uxy}
zjkw4HTXcIn7SfX1jn|**;=jHQ$XOP`35PeT3@P)f%d5|&8c)&=-raW(ldkse%HKO4
zz`$7Rj3P(RfvWFIHNRA)OmRgYXOp+@qcIQ_{_wmL;YYUOz}mZ+^PL?#0`deA5NQ{c
zzb{M=<;EyG!+a;z;uqPO`_{@x)ruzM#JCT&n@8GaMF&uLd-2pNWBVW6JRzc85$YKp
zFgvz?&0dw`80uG>sBEk1iCbTv2_0^Te^tJ7=WQdTkA2e{U`}zPTB-uCau2*=M_dT~
zCMvySvG~(~H%+Hq6FZ?-5CRGLpgtBpPY#?#{tR)V6)<fS0ZW$#HI)}kL(>&62u>en
zcZ>*Py&c9Um}u~a`CfoUZ^ZE~N@<~fQ>n9QU%e;-tjxLqZfpbAO>Pt&{?OUlFrSDZ
zJdTBeL(m;N`tBY0kZAg_L}H11+Wkw7B_CaN3JcGsCXj63F&0iU{~i7@IN8W~4`ieZ
z(?Yq6>6`jrFa6W{m3gsO^sV-}DckOOJMY&KAx<{5mP2&Q)iTNNXy>1dht3Cuy<|kG
z?c!-7W>WzFi8|-Ni4%knVy(ZQl5^*}(jDRxT)fyZzGJs<O~`-q++Z^GzuF9SPa86M
zR6ftwj8rH&`ivhsX-v5HJ$E%OJYw<|n2?r}uIU3nFM$m^*gKO@&b$45f?3#pU%xl*
z)8AUU`_|YxQs%u3%{t$Cd44iVkxbTY-FJI4Bjj*O!z8YN!no@AbD!d4Qk{EA=?dMW
zH90OHqMf&AH%R`L*&pcb=o}^#AO4jfHb=Yh*6`Z?TMVSceA#N5UCEpk3)EI8a0F8C
zm5EPP_GUjZu=IV4o`P%BH?1x2;GLY~n=!MQ-(o{=R?S$E9geo<QPt$$x4B~B6-cKV
zkrAZ&Fr%KYSozL3+M4gADNeBw4`lAd9bnX-J}ak)SmIhD90aNtNT_6c=l`e=-2Ty!
zb#YRr*_ECfr4V;gpy2T))qa_7o|A%sjk=95@6ms@mn+aae7IQ9)-X9tx@&&_y5(|2
zQEHgcABF-Nih%I+dU*=PKuE0WL2g3;^0)C|U|E)?T>U{h*whJ@4n}=Jw*pHl#b>oH
z-3mO)?^5Snlbj&PVi5Ll{9ehj3G2n*^qd;ukxnkLL1)JeiF|FeyvJ5FuK!5-5z)TL
z!Y(iaPo5PHDnlx8?A$KmN+)1V_M^(a+LixNFU1}@a@tNo<+yB;g}8gf)d}XGW?mf|
z`-gLa9yLFwa!Jw4Fiaa$5j|P>p~S$usDZkZuJP`Wv?Jm^_4Rq_V@~Q@LuNzbO1~09
zK@iEMs`B)t^E^EMCLcbEHRpiVlh(y=TX!V)rU-?mbrByFj<Ozo;TGYM5mI)EWdeAF
z-bMa-My&rh>KqYnrJgCm!_17PJIlpmdEIcsGG{#0k;4Dz4K3K>DuCVNUuEBU{Eexw
zVkYQO75C0Z1Qld$n9+&Eo=t5I_vpbSiKJee;x@BT2zhPfsN<<fTJ2tiR#9cZAr#FL
zFeF}niS1m~UoL==7>)DL9G&>$d|oV^<_Pjyo;?_b&2iteDI`Pn;el?o;o1A-k|@)B
z=IN(1>81!>?+=_3v3gTNEI;#-&tIe<NYA`=k#VG(W3M7w&Y6;3du;EO+Ib(b45?(V
zaoIL;6A{%1`~8-=V}?xq#|D?FIQ?bzr-D^nxeM{Ns!F!Jh+ToI!OzB_SRE374$U83
zWjnf1NUF5_CIhQ{%iYQ3W9ehmeU7|jX{kW4#1xxyr(qmj>EO-1BLl&-G*Cb5X@;tG
zwep^l7Bb;`t#DMOdrt!R%P}{w1fN_x?4hGA4-eZ!1hYQG*c1&9mWA`n<b9eEK5*t!
zdH?Ze-eIGwi9G`Q0tHN$e~x+B4%<q!+vb-o-p0M@y}71B`CIY*X2sk|#wtg%*>|d5
z)owy-6BYx=YB9i3Z>%l;AiWc>IIkS2hes7|?q`xf0mkp9Yzmm7+NadDO5$GSw;_@F
zxF6u)k0#mgQtsd(3%!qEX+gDH@*t-xgx|=>Mtq_1#=HSv0dLP~mf9w!X}0iFXG&~m
zt$yRY$iwE!v?@lA_J7)tFSHncCw#ep_N((M_e<qR`GM7lfnn2u^LeCFMs(Y3X%oI7
z&$eVp{JCt17GG>E+z3Bi<{k_A%e_=N8lQoY<~uJN%$7%Z8!x8hzxjQO@xbxMWyetr
za!TNc{EAO>QscI=;ptf{Nn@FkTLN`9D-fuO>vWpyo#J>l=gEE!PdsI!PkZU>@2sw|
zmKL%ThrvE`0eqix85Z2tO4<mVw|}2@mo^)9|IOFU$^5EM;ORYrkXexGDI+QRRS1|r
zf-y5R3ou#eWV7m)&sa~sz-vdBrC;5Cr}@9aHIc9fjItj;8DLK@5zk|%F3x;Qhn_q2
zJw?q^8tZ3nFI2Z(1?UR_Qz?3;+2AjhLa>XFxx76qxLoh5!{@(1c;`azS@78J)4dVb
z2l{fPupz?jLyhFG2C=I6H*b_|HNIN9MHK;?Md{KcxyfBW$WbDB%labwjz493|B}{S
z^M_bKN-&9yK?#i_NTeOY4=RX*_g!&uJsRxP67_S7VuMtl-#V+1YzXFuf|tk8C?%C6
zvR91xpgF!aL;rzHP<;ACbei9q4#D6{j<Lq4c%ir}@(2?mc*{p=6n}{)O4*xKu3y@L
zxBvG4Kr=dU$A#N{Xtvh?aw;*P?XWc?X2x_z=oe~J9Eoz)0gSY`V_@>591bdO+^!a@
z`ojZ3-#FRtKJ)%jUrvHg_6X*w9M`>?S_xV9-|f0$@(-3t5|ET^+0`kBFJ=&!XH)U<
zQlWcsBH!wz-^TS^0B=f*ou<ue*VK1c8`-A6U%C9S@}Fy0mHtWr3d&;5)cDaIuD8^W
zSWhIqdU<|P*xtN6y8C2s@+p^@7>srAcygfg2BcTC{We!^A?<{4A6UA)XEK4@Qn~zr
zmQd=w{NP-8F7-dRkSzt0$dpO<<n(5Ghd=gG5a9so1O~H0x(N#)s35qz3h&>ytM9kX
z)y{skBWSLye!g_~NkOb&uTc3hv^T~>StUJ=68~7lT`7k6^dl{3eeB_thB&sS;GYdz
zl@;PXpV_zR20t1SSi-b{V&D$HeiAN^jSSZdJM|K%v&pm|+(6Bn%}p&(wYm1Rda&4I
z^7z=qi8H>hik$j-N-KZdv(P*BRkB%51JWboMe`xMn(zN)DFADt4^Q|ceE!<*69Od$
zBZ>i45Tl2FOM8~9Mt7F-Rg?J*B1J%k_RT9>aGVhJEn!oG%^v0s<={a$r=%ReL^`R4
z9-aNj>DkNe_;nw?&}9rrd+#MDCl46dm-Li-0+UX&B4P~Gj<$l+YaWwoMl!>M83Zac
zUe7*{1es8!%*TW^Ug?9QdBEup30Tqd{{8<ZdAsP#4h~)9J;wE2vlL*6`}KV_;ulTl
z{j!&5R8O)ydqMER&`R%CLPkwm!gy$l=DPrMOdCzzT44T#KsRj9Y^ho;55@!~ReyHv
zHMqKLk{9)igmtrSzCoCWA;KPMFIwf<|H?7ppv7xFDAVCP<1=@I!*6AfpL$eBAcapL
z*;(BvsnKpJ(?DS=;(EX%-Gnc?ZXu{*;0Wz5ae3%7-z58Zdfy6iv>;=glU|uyHs1ay
z;?noZ(}=z)T^)U(%td)bTVM?$jHIRHZL2Td(MX<kDLDIHsqQ5x`hQ5!&i9%7LB3C!
z{L<PLc@@w!tpZ{^O%3DF+}byE=JwT6w6U1%&?mD-jk=rY0_U0lwDE1@x20Z0JE2pL
zFV(tq_uACQaQ~hzpHaXKP?S%XO^(3)y!egv<pu~m3A}RrdUaaM`=xEmzQBRwkM$Bm
z6mYRa^owMJMh8u@w2K;IRX0~O)|RIBj&v20ak(`f3hMEKoLOcc$I>6*$%zLvbzjA5
zLTWGxNwEG{{_ek=oDD2OLGsaZL%5c8yV@?_^(7rB#i9RD0Q&c$Rp$ZCK6UCh`Pb%0
zKYqJXbs1}Nd07F{xu&;R#HKwWF8}Lv|KB&zPeB1K9cK}Mf_#A+NfEH=MLS{n9-L^5
zy=u0+Zh#=!AgxoC9q(~EqjghMWb`cP{~wSmbX9mqcMoz?kcW~vbA7ne)Q|~hseOgK
z*ix!lO#e1{h7*it#{`O)`G5{SqNnbllONzcjnE#!4)5v90~OTk-k~3~2t_P*IUb>7
znztYkrwxS+da@-Wv%N4r$P7u84Ku%4XxG*MsV6@EyEu*}Wy+=GNRJ-w)_q>fYJE?r
zqWJ_d=^^)bUAd;&?A*=Fv~9(w(`ER-;I9xnKhJS0xZ{272MPmPLQYh_GA}rLm{)Vi
zEuixS)$Tk0^H2y1!uyl%ub=ySdXXf*DOGRi?Wf&kQH4+51We{@G3Ke-26#yD6G9?W
zB|aBvx`OZ*RUei^@_$k5x}^L#pAAg3KF$K-L6k?yf2LBLwStWNBa=r*O)9Q?4C6!O
zvS7z#hIu+28!aHET0y12BQpBxtCeHVO<FD|lXE?sMs?E=?kau|)C`4J2Z7s)g1$9K
z0V_)QV?)hu?gsoRdSwRA#3v2lEsS5D=**3yQ-Da9n&Gk)6sP@wAs_dmITa~B@P2?{
zJWycaGD=iF9OlJtn|keWGL%`kwyKdOmiZvD9(pn|+I<Hh-gp=OW6RF0WZ}HRH7E>}
zyl(Fl2!kq?71v+s%-bvOKP1Kx5VjjQYmzs~RIe=}84|(T$T3YU74Evh|8~>}#)zkP
zi*F3Vg~%#{rw6u<r&Yx_a%wX|=7(*`b2|~8g+x|oSLyoPAKfXKbOGj;BU#ruU~*U~
znQeE6p{hvezUw)qHz%pj6ks)Za4!3G@5Mvpsw>P~VIRgykZb_Bh)1AiMEdk)H4182
z7YbLNvnfcyC<T+S_Ui8+q!YT*Ms@g!qZLEQ*b^jjYH@!!(Khvvkmgh+9$jFIv%yaq
z6^q5=LgfiGJigg`uvM-<J|#9l>D5sr+&OojR#a6nhG!9WC=Rq6D;?dd6(hGcX5lt2
z1I4iCC9*&=m%WcGq!cPFt5YS${|rTl$$Z6AK9IdK-5Xr~0!sEqd#;M`yb{*b_in+X
zyqAE-JjLUlWGa#_{Lil#ZNy^e#JT--6es|n=%LSZsn#%~1gJRhragxFmvdi)dJkF#
z^xPIARtWAX?w;7UwK3yQ7Jd?+-G6;jWcZdwkG@AKX-mu&MXnt8>k7zWe4q>6hmU=%
zzkWv8d^rcn`e$`%Dz;y<@*2GHxB-fC1dyps9UGqx<V!h8dt}<^I}g|svuZ4@GNgfj
zHm`hILP)7%ErZ%)R-Cpy+QIs?Hsu<izXq_77aZo)N;DjdqSS)-e6-I_xhQJP(#lMh
z<~=PRr((KZcDswR^4Fm*+EmH{W0K`pql6wv53#f-W@FOV`+BDJaIXPIeV(`g2?hRR
zPZTc;^&hZ|edTbCa;6!JM4SJ4NVi3a6){_MtmQk%J%(6@V8`XX+B5Ug8@4>X{$+7?
zmH`khIzDo)WX)r`4PQ=>vA1+<l6L)7Q1=PkRQ)x*l2NH6kXeK{FoWC>-g(c`M2FTD
zGS0qS`7==C5qHlG^3X?mO=Wu)zn&3GuyoaFHOIyC9*M*`1V5Y$VKBfstk1Wok_stG
zUu;Qzo}H>?K?wE=?@Z3|wyPuK^0DR!xVraCs0WYA>Ig&K93U@cWI9LR=Xs81)#t`u
zP@SU<h$GlRq-V07{7uQYGLv%b)dff#eZAQI=2{^ga~mq7V`@6s+XeUmKln~CV~iit
zN#l-<yYv5mq{TK`{pbH{5f>tPKrV9E;_afP?5$GWug~rtSYMK+)JZ^vh32OnI=vf2
z(pP2V%0o>nl>EX&RZ1m+^g_-GU=qFShR@?{%g3Q^!PeyH6J7i~67!=&RkWWOlE;q@
zIIlwqU`pK+IWn~IVad)i4fdmo;><${7U?ErnSINU8kBrBU8J9u@pby)l$GW!{j8oM
zlFaik7w&f{&tSdx;0+eN(<(SSs7jQ6XSCj$@}(n{c1+Q8T1rU6#R^Ie)kJDRT@JQ~
zL&Dj-AG*`W*ae`~vk?-93OSrC+B4)f%)W$YnXh?=0QkEvov+ez>sVtpz=aSfxL<$}
z+Dzh4b<9Bq?7wWk5=hEIZOxHgnVLoFwl;lbKUyWGY%=gzW~%r3-WM}tH!7zkt)3kj
zgGxHY-{>G0RW4b4a~8C#D^wE7WwO*hPeQvKBMG`saV@7|8N5QIe5mm<&d5-CG2WDm
zHfnu&Ms~Ua+Knd}M{#r1>P(s<B{X#RXW~r_4vnqs$)Iai4GXafJmrn&l<u97<0TKs
zDU|j5<0a{1o!&pfW}BR0%4WkLWB}<k#~#9(+KUcHoF^n?V`TfiG>qc#bWtcf%2elz
zkSqKU`Cb<1lA|x@@zV^DHv+Ds2=>K;y;m8dIpj@%wcn}CXQ|sZI{j9BrZyeB=&a8h
zfoE?;O4L!cV;B!Ew*OQ@pqB8ourPB*!>qdtrOgXJ+lQo$YCT2ec&yOB;;`s_h%$G6
zl5^oJsLJ$kWZ1ktl(%tsbQ&MA)6g#gT`O;(=B_e&|6HWTb4adSd}d+&K;G@KOVMeM
z&&Qg3og@1o+xM8JA7oFILBN3ONm@21_bD}TjWr{tHv|c_9AOB`=){Ki+(=?)9CkLG
zWcsP(Ov|&#j}etC8I%&w|8_ci*;%uqX1k=S`z+7s+c&Rqdu*tK&VR4s%s+Ky299n5
zz^a<Yz>24=4(v*mzJKQGnmHf}aZhpPO$RO<Z#CG7m833_HYRIhmN4czBr7Xh9~J7J
z18FzOcLSel<*@y^Wy*?30_o*2z;o%$VZh=}vJYhPJJY+kdc)zUI~)01{qrR5eovGF
z19(Iu+;>+BtF_?gwebsCUP8hseu<52CpAaPp`M1*b`c@&DB)MFbvGzkD6p^WNSstU
zSAw-4p|kgLT)~z67)a9S;z_j!DZ<=&%>4O!pmXQjlNZT)uO?kI`}XQ)A3&w^nkwrm
znpMmqr^2SZ-pLhv8;`X=OsQnJjOROGmP3HNew*lM7`v~2k`!GQ5y}jo@=_V3Ds|)T
zAdL|n{$HM*v>}ziC8a2O($LFPEK%AL*0}c{kaKJTY7q<<_B7K_Of+MzDjog|_b;AH
zgI^CQPsSOl*w-HJ)DJ124daa#A70qY5r}6VY&YXx0yg!#kaTur`5#`KHUTpHQ11Ue
zdROcql+TFTnA_K0aO*rpz==H^XLV2HANrPwx_`fT^2eq5BsQ8tUC~lLZM<vwBtokv
z4;3*@&RMI;QucTB5+&X{D)92u$djR)u8vngncIhtGG4RRCxLBq%p4aBkUSwdnPW^P
zIShc5tENydQJ+{cO!#7-<DC6<nzvRn?9w1+@}{IQ35{mf{=?~c+#v<vyBJ*ATR_Eg
zwj|&o?T|$du}Ne0Yqg}&yOyhD>i0>DAq|#Tl=4%lh%*-KIW%Tk{FEBq;J7}X(JZ~z
zGjUAu>My(Ac%}o#-D?jkF{qC{Irg-%#LhChnZ)aVdECr!xR|L@cR~;`M1DLVCGsmm
z@{X2e7oS_Q0r3_U2Z357ke|-*A?iNv*6J9sN2}x`VI1m}`*F(n*eA!I3j@$QB)xbv
zK{VwGA^Gx8_uzBXxsp)kk)G}cFfu;jjNi%Q`Bs-h4wW=FD@-2bWprRS&Z@38@4Ta-
zpi?{DR~{9R^9tqB4#PPS<kQqsq<>rc%C+yl%kl<q5#qp@#|$+iNz!B?=WuTL!Wz<4
z^3Vs01i60acho`GrUJTFVW>=!SuUR2P;pAC6nvsaKkiRaoQg7n%Gt_aRJ5KeXTca*
z&S`+dx(XgY&)4dei#2;fj{{PmzjRaP+1|6mfH1N4=7$nq52_3yFl`1q=A_0rL$Q30
zJj>#S^KOpt-vB|NIf4f6vabI{14-n+`d%Mfa{9)94zu|Bh+(2|cph28=+xYt4K4?D
zKhiS~LvTdhyoMHfvj|{~q7v_Xmz(Kg=5UMZR{Z6_@B4GSZOdELmB}^|4xZ$Be~U@7
zSvu_2cmJ&lI#%w141+ULX!K<Omq7|X+QH#Hq4?n%(l6wLj4e0sQv@>FEAmDaj)m~j
z&kuxc+<bZ>%mvS-3K)R*I%JzqK(=~JkBp8<nv#2@XAT^-kC63iGSAYv;pIri0ku00
z<&?ltP&%bh^zGW;P}o29a~sG8EA{@Rzp#i4Q1$r3gxH&p?4GOSOQn#WjHU?q8v=QJ
zmb%(U`%aIw;z#f;M8SM$|D2b*_7j)hOh`_I+9;;16Mf)hUy}<l4~vA9zw9F2;CRTu
z$A4SkUHt9^NHj8(z3#7iV@E(2uMd|}nOpkt?{|pLEB8&g?iYiEu`wj^jrkZPX@6E{
zG;=vjDbH4ugeS%q{tqPy32$l;{*&`hN{x5igc^0gF*euY=B6}AiIE29MXK$RZ(L2=
z4ciZY!)hJo3s{KDdF~0*%Id)rWiJ4H{$Fqi`6K|sG3oljNckS}6@vx^e6d>h=n(xY
z8p6KVoKpd(4C&o&>WVzU5JKwsPk5+#LhaW7z7#D290qj<@9b)G0tY<y;Q0BviZ;{7
z_4ji-8ZR=$QkZr4%REcrW!OW7BZt(kw$z)Q!ms}V`jtEob2yP79P!sXs>k+Xta-5M
z^@bN{tLUJ3jCn-Tx_s-m>$g1)l&>jEk5L40x6S@P9&hCqgyYXt(1_mLg*-eAASH>$
zuNMS!aCQ;?*36<C0@J1_Eb0I20%>r8tt#HUnB5Bm!Dds{#4fT-yQeR@xn|i6955+)
zU!^^*+NgyVr$5#&@ZYc;`NSW@bNu#l^|9S$1R`uOf>FYb3OzgonW*^mus6LVT5fa8
z#rqw<V1JSs+<o-)YgZFppZ~ZXS{%nF_TP{V`J}oSv7Jkwoo#maasb&{S(ewgN^Vr!
zCF*g=8L^La-s(!hSZiwj`mfdA`J+lG&1_}K4~*EA?!a+Gaiku5y%Yk>?6>M)27J2`
z-Y{V+X>YEm#ZSd*Eqg;b8^y{@du3NK|A%A*T!BSeXnH!J{#PaxptFwW?zyqb4ZSk0
ze6!naO&_ef)scv)nnl!yITk5`vl_ZpKjiD~Tl~j^4j3YqaMh|rco%iy5KIq36nh^2
zA&%;P$F7R|j|U+lyQPQMHqhAhCv$mTc)z>ez11M5PG<ciY+n8-k+d34=Z__=n|6|a
zbLjtZcOpiG7Z%7?ETrMDP--Ka$5Xrh5tvZ|-aj$B3l4Zal*I}|B;n%AeIKv=caU~x
zDTa_LSQ<Nyzs7EY4}MNrC|vIrM#<!)@FEr-+SFtmI>UIZulh^*l&>SPGbqb{<TW=`
zd778yZ;tt&EA<h%Dw~<Sz~5+jYybqN4_(}doY3(R&gMtcF`@2~hEzdrrXgO)6v{{A
zsT4K=1pbD&Q$2)4vH*s@w1-JO1!r%#c!1TG3BF2yJr{t%9f-I=L{DR+WH_3#FV^#a
zh+%pRs9N)SE5YKOWj0zNFCnddD11CVziP{hA8O{QT^*SGP`x%ixGoGqvx<)Q2rJqd
zkfgl@0~d!Px?~9H%z+Mp%s-G#SmiH4!iEs8Z~BTnV*_MRgf90K#Y$ZGG*UiOcN3mB
zN!iN1?QlC37^;fKI_{>-|9S8Nvk<7j_$>LauX9HWDk@$>(Enod83HwlJ(~a(Ys?!m
zx6x<(;tGV7s6>S(@oHPAm6AEc6;5)b2uPf7TY;X<k+)=A@xbPJ!_po2uSdcKQe$8W
zz@EixV=10UquO0a@;0P+_OrRS<g*B)Mn^{KA>#S#>jl@-|J<V8?_-=nU>Tz08U8{V
zS7fa~0xvAY=Yl9lC_CDoDZ6-?xblEU7bCrOi&2P2dvAD)Wr6UqC=$Fh5+zA|<s)G~
z?7z91-3ui5NZ!J>8^7-G`N@7t7SVVx$9?u%KO2!z;$P*A(X%lcG_m#_G+}SmIDNca
zpv|`)@hcLGE^?h6`Kz@5;SNe5nHDM^drOIJVIp2-FhbAf9XfaZOOR(IYoU7+J8$a?
z8jwvH`U>xFi)5ifnnWyVwPu{brVrkU%WD7~_wra85&=bea%x0>j;Jk|(!KCm{Vf4r
z+>}E!CG)`;XaPu?hsUsrR{C9^zV7#i6$UW+tPF-;w3octDE^9Oqr@OD{C~Kq^hhEh
zGu&0>ulpr|E=Jj@Mth(xvn$;WMREA+9?y4e_f=nMXt-?qQ`dpIdQaf%N9aQ_(^X!$
zY}-cIyGT@y;Y?q7v6OwgrdX59Xk+4USV;NH5GK3xjz+Pu)CwRnlHs(ZrRwBR9*&eu
z_V!aQAgzW@BApu)On=JE{zt+Ls=1HCv#GndO8k8`6)4E6(@SwM@h?lepYTm4hNdW*
z?o#hEB-k@>UAZc+XjOETdtP<u2BLE8iEZ^g{xs}o(tbfRW*(Hgu0k-ONx_&U9|GE|
zU*160rNi*b|3}wfKt;WM@8kF|3^IVg3`*A!ibyIA(lsj5C`f~VpdcY3-KDgGASEE7
zDBUecN`thN(jeXOJ1^sY-v94f|F!N~URn1J^E$6{&ffdk&-3i_w1P?yjk|{55f?PF
zY#hP{62L}GcHjY1@xVm^GBr-9O`{1kOqYXxv)T52FI;;`+e-mUc{WF#157V#-+cnj
zJHTEx?i({v(Z=^fT#v8sN)p3k_Y#<bg<mF{AnjJ#PLw>^jsaC6qq&%YgW?#4m3418
z4_0!osO-rkH_*=6Ys)8$)jmm~z2fs^G*i)fD7|zUy}DabmEs}!&2#@3iD%uT1sCza
z1hLU0gA?Y?MS<oI#9Mk!BWBRx5O$5s^W6VaUq{+ODabg-tnZ(jvoHzVVE(ipq*DWj
z3QKHl=&`-oFRq-sO2ANq1pEQF!;u1duU#rJ`iCR3q^}BavW7uYZ0S5*p+W%lQ_g`P
zbvI}r`M1>-=m0yEfXO!w{-2p-16v_jd|Q@F9O)IztzU@+EXqW;f@G<ea<|mVH!(1)
zMAxMp`<=miw}Eo8n0?X?Q1q@_4P>X<wJ>^B+hu@KK|I^*3J%KaaS(?+7^@>KfTk6&
zV)Z!OCP-lE=K&2~Q^W;c#bK|7(!I=8*Qb+XHEv}_BuBL#pH52dL_93(o;X=K>fJ4B
zS#WoHGj!wa+8KD$aD`ne@u7534(wI_8jO8^?QkWp_V5;v==-#s3;3>>?(r#UMG*WK
zyLJ&JzsBZA4ac?@7=Eo;OqR7glsuNjLnf}RFTDvBbgS7-FnP8MIwL&$bP9xdB8_1o
z@4SjVOjm=vGT!FAYy3Evw|5FqQQG+<07=dbUHadP3Ka`Zf4+-L%-^$jtXO{=mPoZf
zTg%lWwNK0Ec)w?+H!z=GUz*+}3b>0MGBqnD%>;Xv?~<KrVl?egCn!`>R*l4bJzm{W
zay?KRGlNz{vW`UrgSgT}o$7Oga@)6%>JG^0IBbu|c?`xED?#9ax>cQyKsAdnbdqZI
z8=GyqpmLs_H%)S!8*G2_0s8agHXG;@j1-gnA`n)~630w82H}SU0b()WptI0bgKp4u
zi}1a9N&$33HZLAx3hMWeN*)`Pk}r|&8>~8wfqNQn?E}_0f?!Cf_hdcSWe!55Z+y9)
zSHeiM-$Duii+l&7@P&sgqqQMxK|AsZ7bJgOy7h8>WnSRh2d)8!>ch*Goy#MDlNtjo
z*b!yEyX1=_u7(ljzIAmY)^EE?>b?)LjIKI3OCHtUldOs0Z-#ny)5i0~^BbZOrFT-S
z8CSO+bj7@%FW-Z`eKyk+Vh>tC9e}g@63w315c)qEu?>h46LR35_!BlH*w$M%&CCN5
z;1^BKBc%L8y%Q?YL&!2JWI>i^y#V%F&lLOiq-JZQg7r0?`@JfXJWqIZxtHNyoPeI7
z!$_TRtQnV7^~sP^tU$y6^9epB25xynP15#we`AgYTqM<7%06$p>23X{k~3MpcpOJD
zc;&Vn)7Wl@0mFWtu&os+27<-xvD^~PF|4cIULNYMFeCETj<dHFMJQY0c~X`VWmJ9y
zv{)r}?5fDI`*$G5c?NEeu#P);X#KpSi0==}#y;;54VFD<i-y`Pc%7!*IrFZ?^C6{N
z`ljJxYr-OcHRQKDXa1uEf7LW^%;S?sb@P~Y!ERBCX}4*L><@3`!ypgCF^yjHyn89M
zD!QOqou)jtP{MOG;>uuMr@B1&Y{fL!K?dfJ>cn#Ul=$S*Kr^oD1tKQjiin7`d0;I5
zFE{sLg_<s``H6rP_&fMT%L4*pu!R%J@rJHE1375rq93*`X(^EtQU%<QsW{HJE?b~n
zbC_OpGn*<Z;g2+rg&WPedq<AugE_P24g0d0p-(qfU|r(mCy-`Kg9pXV)bfIw<w@;<
zdCyDKn5siJMWSjM2M-Sq_V~9r6mX&;4gmNg42|!Y#_r=)pX#-s(5_NG%n$Uimfs+e
zxlj5NFwu05BAF;kqmcpz?vI7Bl1KLrhU!kulJiyrR)e?mP_XImP+!Wgl=9;~%34y1
z1pf*`|93(2;3_D_;t%J_ZT`k242}@^i4Ai#;7|X~_ERndv%*XcmJkCUhh<Vr1MKmy
zYh{zQCz`T0kczc+ShIoLEr8sYX@A6{GhinSo{GofrwmdxlcM{<cAziu-0f#})nKiM
z8y_S)6<Q01oL3g*Coas-&D{bpagupCBI>h-DddE3U!WWbxGIj%mU6PTOYO*+@fJ(1
z$9@2%j>D*$8yUCEoiD+~5hyaXbl&?osLza6Voa;X#-xDNoZTd5{HJj8XM^FO&WwJ7
z4tfSI?~SY9Fa1mV)<wXRNq9-?G5pPf%L(LIU`tdyOsKu_9LdHIpS4<1p@>BmBO*`j
z08t4?`K58c*&^dr(ai5)_R7N`;b3nmD()+=!1UQkH-ILmYdrY{(mh^*uo)dLI(O_z
z$iwmS0=v!{KrZUiMA1aeH~^hNW+%lgq~g1$@A&E%bSad*66@Q7UOHv-SY+Wr$pZq;
zWU@4n6W&M~4rRUw5u#rF9fCL>LvAci==NJ0rxRK0#sZZTiN0(#ma3edWDOW+ab7Gf
zU?yS7z$4v+cUb;cPN*w`9HTvI%ja)Csmcp4KzbjtBHcUSX9*(|p%}8aBp3v<?*0ZD
z?joUP^rA@M?fww*#i}Ne?|h#<hccPgxuP3Yjsis0Vdv$WCs)DY55IA^kZvA@YMF}t
z03;+|p9i`Om0Ig|+bzu%>H9A117!i2_@{-pc!NzjaY5wU1Tu@cFZAwv&9-qG!N;$^
zrbtdEI{*5v4?*2~k&#1C)CG4u$D{``1p6GwsSDiq2z7D4cbZ0s19z^_`$2!Y%s%TN
z=m*X>R{fVK$IF7po2%yd^e=5c@8g1yqD_jU3O*_g&iEv`P0uGFY?gXYRL#vZnev4c
zt8+?M_#R%AO2p_VMcozIH(Z-mDcTViVWyYnB2KgWgI>mEPiNWfO*nUecId}AHF}UY
zTPzM2nAX;U@jQ7LuB<?P=U;#?#V2seOEQaY3?hvKVx#+zo*5D^k?^&+?kwE|;R~@t
zC@{4zn*;<&5i_2}0*ipAz`^KsTtMvxoCex~G|j4OgV;nnOF1bmxr6$(F&mI0uLRgt
zfTy$ky=y;;%mlM25%!FhJj(L8qxV0>Y7_L_HwJ|N!4!Si)KqwC%~PJT6c58BFBFcQ
z&2t}Dl`k@GblvG}sJ02pPNg=~QFZcdoSx^m%!{QT%8uUFMci1-i1`78Rxcs(W5xg&
zJ)L)RI)pztyDex`5rF$ni0i>lV1$%xPat4R*)Ia%O?3<^uUHhr`K^KRP28hT6$(HV
zV)SXcx?j}G<=kA;DBx|eKrRt4L6hkrw_f=pe3{4o&wD@QiMvdH4%h_3W|2E62B3zy
zsELoxQPM4bXnY8442DKN@MWVCAsUhIK%T9Z0pL6Z7%7g!q0`A42hxlmn?G0nd-FM<
z#O8I(Jz)KpJR^PN2))<vaxe?ZluK(ChO+K5SJeo81j&DGJ)H3Po_-ehSwo{N&5$|K
z<8AW1O%`n7a<tA6z?XR)cLW~~M?RU(9?BvSKf3HM80>;9OAUOQ1`REp`SN^B7SZif
zMB?)_dA22j^p?1YWglz9R$7>$=fM|Ys?|dustCs<hz$U6G%Rol*t#QRGcFu|%`~t-
z{Jt-!^!d{OsoJ?|HuP!tbjvd62GW-O{LvP}4m;eyv%3QxsTSNZ-jMAJKy&wP!t_vo
zZzS;Ka?qRRe>oiVH}1I0VdCMbLxQH{c!Oc*qHf_jo)b`K*Iwl7x8n>Rw&2rr@|?<q
z8v(KXi_}PxPwwUo$a=>zmkpDx(^@dbC^&{GX&&k<9|C?>pPf}|;P-1Sbm?)@iUX(p
zPv4+sKGhyt&3l4oZdmF(zntC7Pov@>CbI>Q1TzDPP9b3VHU|4<i|m8;_G=r^ZGHtV
zfcP!Rvtx~^&_+g=)pF1{_*vM&UG#?ViwIu5%mz&b0mNB=<Z?2@?m!auXB$hYL#XFf
z1Lc3%YzSMV6;971{Hr!xIyLR%;a{#TB&&Skwk`{hwbno@<@GZKE+#t?S32vNp3!7?
zP_jSmE{!2I?JLN`J}UY30Tx^e_TyNYOR_NngZQLfAR}?It#JUHbIbtAuNeo)MC@z$
z(c3%16yVTFNev^;N2_HWK!L{rUBt!KW8W&~B?^}DK3^)g8oWA-81Muw9KqSf!OccG
z)G0JvE$4p8dpn9Qa8I=kW^GkO4CAXO@BW&c9QU==c`JjLMZ3gY3p$2yJM~$p$-k(&
zQ<+Z}<>?3*d7I#jVQp+|j7KQ;erIhrq1|iwP~_Tw%Ml7K$2D7t@W1bw5K?rQ)b8+Q
zQa&B^e-VT|XZ-aO`9iYx7oK88me`6G#mdt8hykJT6W`oBLy?wnLt%z;2vL0dwYCm;
zW4SNhm=Kd;47P7!aLc_2q-P#t3$BZO?-cfBCqyy`Iy*Y}OiM1vH3KFYQavP=<KAzR
zq!f?cc!+0I=zd_&!k@;|=MK8YC!$J_t;;izm_GonfO8$69%Uy*x;_PohW&a2{u|f8
zHU4*_q;9~LK6&87z3vPbA~x*OYb7xm7^oiKK|`Ftgtl1Aj(JxoE&)$7aF4KwyKeI?
zzTY6d`5MmuGtZlp^<P}ZqCgNMfVWxx0|T`X$DFXy^UUu^Iy;D+NE?3QZ}d1Fjc|*(
z*^Jp`t>U3qo`!2j7|5hd>bn=L^{%Pl^kg<{X%p0o2!sAr$mN}Eac8gxAP1#lKm}4`
zL4^;1D|^&^b)xDXcg?mspmE+;t$SRvFkFys=OzP#lA|JW+`ZrFwAux!_GLixPz;wi
zd^pPra7+PFr~kg}IyIC;xH0MdBc94JN3z3H-58fh<lKaVQo}Xu?&R5R-y*e|Bz0b+
zAT~vxcjPKf&*LTXcq<G=)WFqVGN}`B;jLmp!*V;@b7|jM^?cvbxlcE5ea8V={lQHr
z?eZB$0`0LZRHj<B_u){{itYYO$jH_y!B;qSWz-}7yP5ni<$KNZ6uO<b_FH@%$hq#?
zuIaEAcQMtN@|Rsd1>TO6^b)}mT`!&1K!5F3?opDa#}^M?1`S2QQz^+yzsSNq)i{5D
zrU+3Cfg4l|z=!lfFU)$J0wl%uAQNjxE7GC62k2%Y<Q>mH4!V+2KJ~y{CTuGY*xL7j
zk$YQ{8Aw@|H-Gmsc#-Y^fKBBwB%=I7WR`+|M-aY&E!5opbvHNwkC@OEj|Gd9Z*(l2
zfasG>)yPub1V}<hwpw}ysLK|$;VHj`SJV)3RiTEP`(GB0#heEZZ#=b5@%P#H!=wa>
zygl70N6Hz1fyzEO)k=_cO8+Eg2#Cuft>7qF6#SyVLvTd6z|na8KCXWLFGUDkOj0rs
z0E|>n{)e~bK;&tG#Dj}Zz`Lla$bW@6Rsv6wGD$K7fYm8QfKwZ|Z+x)_<jUJX4}Dy&
z^uI6^Gr08t&*@)R#oG(Qxx1@cn_mI0baPpkxP_<><S-*~xWGaUX8a|Bg^#bL|C9nP
zTr`xr^`W<L{)>6+V8wamQxE>*5+K0Chooxn&o7MUrHuTD9(?q*z<8A|$M8e!_QRo1
zQg5<g+8B2_CAcM1<SiWA?qu;zpl-bdt^p_?ehJJjvdp^O7jWRfJtP+Jpf!MiUF!g_
zaW1j3DSoP4x(aNln9)&EeFPBJcKy*ePRQFS(S5V64`lE;<ojMxSoE)Q>{hcq<1#Ru
zsq4X^A`;mBzZ4rHJ9xTt=w0}?H8CL2l~NUXHgBU?h7+w3psC1gnyE}wv06P|I%jah
zB=sbI4B$Pj7Ep@@EZEbvah+Hm!(=l2DPKII2Y?INH3yOTAoHuK;ES&N@4>aKnXM`f
zkk6Uz*_-xArPsXDK=7ULWD`(u3_x)e?Y{aL<0FUmUM`=UJfmt$E&`Ma`_+=6TL7wA
zHJ`un-L4BkAo>>e8WWlLFQdX@Rzb3vc|vacZ~al?;9+`;+DnsBr?DUPIhGEK_9ih?
zu%?vJRW}selpLo8aT<BUwcSVZvIeY}U@H-Ed=nO44L~DE#i`B=tA#)Zpz;dlB@y|7
z0zAubNHDt@;dLwv+L@Gg=f#>7j6lbDZX$@r5hz1%1I`M2Qy{!)x13-F*!gU3Zax5!
zIoY8;gwQTuGe=!|Z<d~t|E4cD21Y`~D+Qr6Z)m*t70>?<E3;J&>|DN$k9M7Z_L0tQ
zu&ut;9_G_3wyTiuVRnE1oJ%+*#`Sto)abNs>BcFO$^}y<K!)$niUUDneckWdx@_G3
zIb{CBj)pk{7f8s<2l$B)^{GG#eYFOWv*WFI;M87(r>BwYXF+{~sRqBKF5Bai{n>~@
zU;vXvJkv}pG>!pF?>OqB?t+~1P)XpwiOHRCUH-^EHVgrgzz*hVa?shmY+#Ic6aRgf
z?Kx69;hqelZ>26Ri~Dj6?Efox1Jw@Xk+hi6ZSk*P{Q|tPW@K)pGlYm^Cgv|H9xwND
z524RKTTf7I_VC<C_b`AENoV|>1@zbUyS+|L5mLf-3gL9@s8Mz5e^LWw$&;s+z#pdm
zRbWZ3UWNL4i>EU%NWm(DZoD&J-YkX}i0PjJE4I#75Xd^foLK8FwF{^eyfDCAl!AN|
zL%j(zQ1qbTuMde!M$mN5V6jx%)>OBC0fRch?)L^YmFF2H#@%bzNpUfUi`})lh!@U!
z*9GPOf7&v@F$TJh@Es-o!D}<D`Oaf^N2;vfP+M13XyfuKr&8ZIKQsBt<49C2`0jB(
zPU-8Q(hwiXc0dJvS0)~@OGW6N96XGL*D|NVr@#?6Jw<x0Rm^8T^#BNG3^1zumeK3i
z`k)0uyO_!Q0!Mp=*4;h=>X(zot?s?mF*aJk$B`yqLgNnu*gag}jDmkt+ju(w2C3J&
zKeN~^@p;;d@*j8`Qu+8dfYJcAuHh|!hGqa#iLzJngUdcpKw<FMRx8>cmokS9;NFqv
z)UO;sdbr#L)V;9%yzUclFDY4df?Y7qFOBinC;<~H$$kkZiAA+Qe2c@qUp$lsE^iMM
zF9LfUY-Qp<xfB-j3Oc6If+_z33mz-#7A%q1*1No4oMK&#Zp{IneIR7M#9!3zGFivP
zEOb7DBng%6eBpQH-sr|UB?-lZLsEe~%znnGzVpTxO4=)sk>NNP?wRZj820!@f>j2?
z5RDe}b#_)#R+<Y;TR;L_ZNktGT1pkbcrf~;HRCJk&>+MZpGyYhtcyGbHx@*)XI(*>
zDaMRJq~-XC<{^XWsZ`LsNS$VVPy`zSmof8iVJY$%Zg=E|OQe|A27#nwp#Xs8WaWNZ
z2!B5GXGw{?`?CD8cJiUA?RF-9a3hmv_Wz`g7@utjl#<wW|I>N_>O>HmjJ~!K{`8g$
z_9Dy#szg_sYvfn(r0~gAuoxC(h6YTIxE^FX)XEl#c7e0VO?c2tZxl=uC1ovIX4>;e
z@A~Mvp6(0xA5n@KcR#MLEj-9gPjz4(WTw+X3Uk%K*{R)jmVP>Rl=J?!d5KJ>A6{^S
zJ5}Dx7?YzJhLkc>$WuUZfdpx>WS4GXK}V2m$tl2P_bXpFl>{n!`idjI=iIOIS(4vQ
z9|7GQo@+DIL6bZokP`B8`@!F&&l~aoid0Y#soqYC!(Udj__@Gp7G)@Cd}Bd}`0Gb3
zHxPmtAVw76r(ilA4r=idNL(IGNlE!dQgCBVCxBP2+8(LUJ?XX1cs@m7L}+J0Sk4Bp
zi7TKudpdf3S`JSt*9&kfZS3+KRg!P$08PsS8$bhUL&}Yk`l6TcuV448hx|JsL&sxq
zqiupdBduamX#KR4?bmB92#>kOov^uNE||nd(*+2nbt94WP!+~O?~k;MYQbKZjf3{z
zyoi@H&4&Acia#F(w^b&L3wbB}zfk%A?=nL<-P<!XsM1?R?>A~Pe^$n$`9y&M?X#Xa
zI#yr}|C<JFsV9+b@v8k|D%8n=v_j@Z*;@kkKU(u?CqcX(2hxvBQs8oge*I}5aN2)B
z3~V6fsV~m}>DncLN8TB-pK)DFmG*<g7yPEOA}~9Lou$Fc;vD`m1BB4LWhq2}#(7JY
zv9c$OLt7$O3J|Jdq&5|x0+!!ho8WL<8i<0(-a()Z$!jd5{Z?qeN|kmKlz}mzHypS`
z<{;+jl<d01&PO7-w|}rlxPoWtG<{A^av<}Cg<keSO)|Ch82HtX`=Sg0r4g{&0-8Pl
zOM7ZT&$}lsFW~vVzU`k}?7{61p<csJsvXa&wdI%L8L$QU2y50UL-^uF*z}y`(5EDy
z3vI^!qTb+9Qy&lKH*5z{^#VbOzwbnyR~=O4T<%-|*IrnDP;oG%89DHU-KByb$=%^c
zQi0AWzwYLHoQJ=5fG~(RM`9znkZCHiaVScW!Lrt5gl}Ia-?v^L(m{M`xh@e~i~7RU
z3L!+w@0IAihK+-$d-H%w0^UF)b3dd0HLx<%vbVQay59v3hlHVZE7rlkij;}W5b`pa
zz2Xks7{Bt#hWX_al$iihp(z8t^hKG6*L~qe*R$=F|6#E{PoX9?$&&l!zv<Lpsxo04
zuP#ha($rPP`5kw?t)&zQlov(VSbQ=rV6$MsG^W<0blKNJx1S}9c7NwT-H#A8!xmV!
zEcB-1&G-WZWY}0w#+Fc;Q|^8jp!-vyVV@cRZMY&xc*sRU{emlAQyq{5LJ@IjHP{-$
z|3Fmi3ue4$@XYLMntBty+z8GMx9tU{?7HBKxiq#xIl4+?WOm2Dyv`o!SwM7TxH6EV
zq$N;10{bWBnIXsl!mO0CmG|kO(ZMT}B`i!f0iob5BF7U^>-_5?vY{<l?(4bEfUtet
zX1qLg12qtNb?`%1k_1aE#BBTO`Q7u#+J~2xTXQ(T+o_RQ$bZ?&Qvp+`cmedg(Yfg$
z@Q`&JNsFpv>@;=9c%A}+05=eIIeeB7{BCE=#x-?^99D1&IX<oAcx%`T|6NajO=JWB
zq^a0wUiL49ih*>Dv$J=#6)aclY?<||-AeSm-!{nuQg7c+VKOW!ko2t#<)uJ!5O!T8
z;z9<+fHyDhTcj^NA`k$ZU(p1`q~Y1L!NqP)$B?yMf$XEfk-e2I+9%a&7<h##fO?y`
ze%d%2nmz`^Zkft7ASA%^86E=8ZSx}7Jm5X2BB}x6PG_(ZXfD}~u3Qk#h%~tHNl~~5
z6W+{RIP6f-y_#UPD=u888ngje7cqb%nP4$fp-5-vKf(1w<lFO?x!FI@T|;yUWjv`~
zEgky-f|O(PbS3B{bd`9(?Z|%Ne2xv3EsrQ^U<XEWaibGkNwU?l`laA@pmtu6#;0dp
z9?FXYKo8!|&U<=%>FtX7<QUr=)gV$v2KA;fFqMAf44iY{WHZB5gK+>AnFxJxJcWS1
zt~+}Ofk)r?SD2p8&bOJL0ORlu2>1jnxoO)0;~Kzt7VL+TV0!>ARAy~g*8<PI7d<3Q
zPe7ti)<sQt&l*7Ho!=q!vHM`%4L?Qv`0>=%y?3|Bw?<m#85Wghspk(;5rXewNPHHA
z!T+$b{-0KcPcFoq;V`T!S_I@+m*7emJ500{$Top%P!b$d|29yM6Gs}?hEo@H1TOfn
z)N|;|3H5X+_%w-})YIbSVQJe+pb8C(gd1;wOhCYr!qFz<qTI=ijBfvRV=*)niOl+E
zIuuI{;>uUQ?RN$Og8&S=&0_LVr$~X3ExSR`cB(#~`FX#{X99l#WOna41j9f;liPdU
zvQN~3#i7|mF2GIgjb_?I1QAjL8SD<AHGxM4rH|t+`=7if)x#i13T!4sSyD$nr+6^V
zyZnO8)3%iMJdkdv3Y4t_17OTH@0eE|*yaJx8F+y%t_*+Tll!D<V-t#d!Zi_^Z$S!X
z5!n;s@mY=FF3o;oeZ~Dq?^#k3WwCY6at$W;%8JpG>aOV?e-?7ImDidbh@gDTd8K}r
znq9wuw2@`V!0lrN9u7G(hup$LTxN5?#tFOfqFb-{?d*C{_{HqDU`2*!O#`r|U%mhn
zzDyl4mH6KU&KgMu4v~g$Jn26^R1<2r#<*sM^!S6Df2e@4$^&uXuPy6rfd2s81zuH;
zkNfkeOKM!e^?G3wslhRM{1i4P`}rK%x&RJR6IhJ$@2r80Fhw07Q{QwICgbjRn_z|n
zzVmI0#DPc=JA{lP4Nn7Tpcwmw&eVD#q%&x4*V$1^^ZUAFO#j^WU5A(@8Z0PZBDok~
zUpX4=5WD|z{+|~B)Qw=d4pC(kc$@Sf8A3h#Pl{Aq(q&o^dsgK;^*ch&YkFDS34p(_
zb^}Qgf)rj|&uxogYvHHY(?$vJBuPj53HwR4Ypsyu2whY!0FYsaUR512sL+6=)I5J9
zlR1%nInMMsWnN)SmP*PR(h^n4T|Nc3$n`L(5@u>Q@+ytA+VcQMF$1K*nFQ>TQOugS
z+?Ak`eBIpzjY$`l)fyP|6lM<N`u3oTt^sd32pcvpOE>WPx>@Mf$Y7~<cs2*Jc6XjW
zMe+E2isLt(0wuFUnJM57Tq4raO(;<m1@{#jPo@DHFc+*HO$yGjI|kz_s~sduahy)R
za&33mG(sRnZ2h?zo!q_S#E~;2*w!UxAVc$Ip8t>1x{eD~_bx<wxPPxtIf!NVGL_J>
zOq1Xbb#^LZZ7sjwe}>c%%iawBN8rx!l*rpQeZ=IPzet8@F&?>)_^}!zoD@Ngw5ag$
zS~2SOaWz57jk60zWs)r(N}L@#@LgIuU^-z^KY)y^GKpvImfyG3rma<tQw<1%1Pe&5
z*RVCAfkas&kE^HB89uP<=3l8CNGDZ?Q0#(CCd^?oKuEJZ-bes`N78FjUuu6o<W-Kl
zxsebN3#4U~1CrmKi#W^)`?AahJ;aknCIaZ|LGp*?mT}a5CinL+;ADl;K^rh9SD^O;
z2a>X-@u!h?ZI|L&K@#|+YdW&ufnTbraxwGGd9i+`b>i-xfdr#a8aD%Fp@D1u$OZC=
zDrcb*q}C0YI~8Csy6(7*;IR;q?*!<PKhA8JC-P;G;4^?@`no<3X5wVc0mX_j_l5xz
z_gGrOw;%nd8+02s>vR*(yL|5ZK~AqZdL>+a=oGVz5AyYvgi&JZ)qjok`iWDPE&DSA
z=uC)aTtJf-?UHghBK>}Z<5T(P;Dz6;>y?f8GB13omtVTE)w43(`7oi#KJqhd*jXe@
za_oOG15F4s*y*&J_=_1pFZOP&lSO|LZcce@uE7P=eDo|#)90FIm^7hx*9YMK_5gvC
zF(@0xpV6okgo~Pq$h=t%>VXX7#y}FGU{~AkT!yuJz?z~20}iJ!(pf(A;x%@3FR9O{
zIbg!r(LL*W;FVHNuZemvb;aM07$*wHL^i|Q^nBMfM52^7DZJ}i8LyvH5@nhXp~n)x
zoW5W=fdIz$J1Eh@KM*n#_fg4Q>~*zXAY#hIED}d;lF3|!3y{~S`^li>LT@9ZQ1z&*
zqiHs@O{7f#M*7MCdeg)voQXcDQBCa<jXR$Y@HbFCwZkbjY-LhGp8H>=<emnNwPo#X
z=mp2_iuGU2Eq#RYT?S^Rh_qOG)c87eQ|0Q@JW#1!AAh_-J-dD&P2U0JlIKFSQRkS(
zFEOi9l75X+9z1#Gcbme5OTA2iFjs%FDz1J};JbNXar*wVEyA)ZkE^)V7z;s{$^7++
zNa4J+)m``9sqeC)T6DAY7Ts^M9Y9IM-1hAMN+O8NRyhev`Dc@L4dSrl=E@9f;nl0c
z^`*;{aPm_TBFTtjdDzSa|GM-DiO~#W%{}$^cL~^HzajkGNVxg)yr(vR!n+OVtP;l(
zZjlM}YQhEtvtpJJpE%2h2S(1R!P)7w<Qk44i0zT)X$N4Xh?;bPmA25cv3>rGK*Ltr
z(p4ct5=x;v{jurD2KD80Y3LdBZt5cYDqCZGCOcO;`J<JMH3zX*vu1Jna|2cmdk%&i
zPmpF)_zhjkJJ}}<=#rg*ker$9Z=Z`E@qil~b07GZ)7ylXifKHVs<6eWr1p7JHJ4h$
zQ{GX0m$uJ<`PJp`d&dV`oddQ65SR1tb+BUj`1H(+%lYQzl0ck$@y=fMk^cpF1EUN^
z!W7kB^Vtbz5@sXBXtm!k9oqfwTW&F)l<;My)GFN1*XX=TpFaW2D`lY!W$XUTu!_K`
zF#fb&x$4=pc(HF1P&>H!^uPG!33To~c~1hD{}mvlfGJ}*S8P=y$e({M)$g5Z3a5V2
z-B0I_)kLV_srr*V10Z5iEJaWX-9rMo1+19f4i&6<5g9;ZDO6HQr+!<;T|=7C6a;N1
z$QmwtTAG`eymz2CP<pAINTgv>C{mQX>!yDw#+H)#)m!={{(eERpO<!tnA$0b!8`-K
zm|D%F*@aiP`jqP|_riXTf5#nnwxw6NQ2K~;XHc~p<vad@nlEu0%SIqH0aR9N#UmzT
zK;ZXSJzl0*wtQ0D|08fFzxLpk%16ZoB?jRNV9AiU{pn$gn@{~?F+xal(`4v4YaEun
z6(kIhy-o}Em)ho{I+IVi`KKNH__I)QgT3$dqYTJX)Oc^+^``V!;?=mOn}Uaf;#Mkm
zulam>JiF(k&qMl|PW=lrzXyAAy37qZ*$m+TSry!rd$wA}T4UBNR}ZJ=DW@;pSfbjy
z_T6sn8JQh16C>T!l7BE{Z1?vcA0@E%yc&~qLw~qUk*~mb6xE6QFrbWZlOQ?#&UWtf
z${=Q5>VBo%%6AHw4lXZRP6VGIBL#LkMT$O0!YPcSu?myxELiN%qDA!v-*=i2MGAt9
z#zB=>GM5qlitEs56ZnxeAT>*gEZ3(R)PWUSRwn(S4<6zT)<^W&{k_|GFF^j;S5DxV
zOX%ksmd<7L@TyYAw4A6i@xWdq4Mz2|bilx?CEEcB6^VlkNVn%oJ%r}Q25TdOT~J$T
z1Y(1i0hlV~q7S%ieB-yVC68L9g?)?&DOur;Q&YCNYUzRKp2)jej|65Ul6@+@c8~mG
zF6=OB<rf8T=DUF*H=FOa{IzlSF2k1_;`AFyf1MXN8()**t3Nc)N^9y4|8~%L6o5ja
z^Fi5TKW^6|pV*NgxTKNqw_rh(OGVd?MhaoZU)~?<@r=|rMLS;9`r2qP6{;z%@kKi0
zr(C->@mJzK8_*W*6!YWQ1j+5-SQlC{ZvX3};qHJpWR~XXAucWQe9oL60A7`O?(rYF
z<bPWszd7*0%o3(ARk(g#$5Kj58=(&LDEkdFu|$_ZV#lN@^}+`e`&H_rIFb<cF!HV~
z$m}l*Feg*Lr+EDde}|B%$Ffu4PE7>>5>iDUVA+vxaTX~c&t=GXpYwh(HtU*V`Cfvc
zwN;lIqcSc#vu=siyEvu@tQ~TXK_<x`XiACR_X+`eA8>QHRV%VmoMp==qXgK0Sw(s7
zxO&7uvq#_>zU-tFSNbrMBoBL`8YJ}1i-DdArQ|!b_W-{&(7?6<Pg*9sD@ZeMSPY)X
zQ@t(&IV1PfHmLU(EeV&)^pdjQWty_=lo}7>MMf>9`jHUYtEa_cge!1K#B&*aDqpxr
zqU?A00-SQ+g3i_4mdjsKKrh|J>@)lgHQbVYUT!TM94eD55`MO_40cUu>4-oSa+<13
zX@b`O&PoUUZdHGAu~FF5R1^Y@HGZyHO7l?hY7Z924pqW|UUT&+Jras`81huEo?Q_k
zvjZ9|Pd0rJSVLY%JN#{~L!GSq5OhrBB=L_KGXu4pC2RsLUuNQbN!}d&d5d&8;^oE~
zAI%=)oH=2S3xNY2K}L`_p?7u-{<W6d`L_nzS1O;0vh^`rwaW<S*wmdkvCP#s;G<{j
z&Q9{&0pqo~#H=cGic0p5K!$+7HqKr`ru{%gO}L8!;AQ$YG3mn2Uov>s`HmgKWMAJ4
zIIDH>{0X+pZw(Se5fi4XuFq^M0ZXVOIL#J2BG5lRyG;|`0Bpza@DM#Mezel?1xz^o
ztc;TreluTjRMCHxxoF-O6`&b{+E*6e(R>CVlNZ5w*ElrwyiRtcKQqipy;mQj5AKGK
zCqh;lDLCcS(^AD6I!ni>^mP$MDNX-ieCbL+o9dcZJz7Gi^lB)J$SZ^KDzmEoSAx5f
zPAUlYY8{j17#b!%IR|$$>!sUH=X8+1sF!>6cxis1hGeWa#0|BC85omUfsm6DT7fAN
z{{@2i<a<*|QcB|h*|_QT-UD*qYAFx_6~Z&13;4?A7;RN&+v3s^@P;qh4Il|`o3H&}
zT!DbCh$jL62@*)*N6x3rRk)5J{Eu5GG`z3AS`mIvgsS3tcvV&Rm`LlWJM(>t*s(Ec
zaexYZ%IPI<$ySyfi>ruwJR%CJAuVZ3DLrqP$#X3f4K#e^*=(553zuonbLxI+-x%b`
z%6R=NE%#;o?ZYeP8wKbbu#A>j+yM`LpC+Fj4%I=L4ui%QSKvYvO%hd}G<~-|%L5pS
z{Wco)G!lfGZi0C&aI$X9hnH*s6iZMh>>gK{szbv`;KfMP>=f?@Fl=Ly(1((porymn
z6o77!Rgg5xXPIDmDOLBG5H`9jno&%s)6zg2GN8QF6p;Pk=%;{Cpv?EpXW$iz`D`P?
zs}<mDi{lO{H%_+u(>|AFx=j?A2IX*B4qba10fgJWw$98RSJa2Cq*VRW)it86syv$J
zaeY~YwLab-tR?RkvAV+i#gfyfW@f&b-iZslC$3kutUc;6Rr}@sRM(ezoU_g#-Sw5C
zZYPPe{TJdOwkhxjOy%Ot*>)Kx61KVWjDt`#J@;as;j{p5#X4gVLsIX8v_Jn3AM!SY
zI=CHgrbPcHWf-_m%~)ysck8i4gR4!c#wRau1!5E5++ZI-Jf_45j<QT4zCP~-cKeJ?
zb?-iq9!Cjij;ee$<d0;w_L_<qLY|DP!T5!N1-|<o%qzGN>suxoRqQil)Fr*JQc&n3
zmtHo!L$ERRv7~wGWqbFdWJsEsK4w>W8fDu(1m)1LFe!W-uGspbb-FUDMFD)P_6Z;&
zoulY`Bl8sd;PLnBkrnAjb@F_`f}tu*l{z9gU^~ag?jn4xwEnDa3fapST_56n1cnGu
z#nJSAYc6zp@kMO!P${((B#1Q@P4dVWOUfnjQ~HfRgNxIjJ$t6m(|?5Gjw-xpBa%yC
z@)OKbFz<`yHmn`Db5XeE{9!9V>@!aA)67!Z>zZDUH<`IU-K%dPWco&u(fg%a7XX{9
zbN<OJ@;p@ZZYu@XI%$8Ezh)o<Au$IP!!$FyckYh?>TiDSbzqEFujJvNC-i&mrM^L}
z4#&J3D}jpmbS|J}>~M&oe;8G-#mdyfb=<H6?6#GGa?O6uKIP@HqDSvGa5<fL3K-F+
zmjD5DjaK+uB+WGjX|~u2rX)6XGMQ9AT0%>{=_`IjNJCVt>TO~})Y_D%U!*<QsDw)w
zD+AKClaq2h)V4?#rO~Bhyc&BkH<trBF2LF4wB4nJAuk>JJ$AiBtYm0$UV+?Se#r~7
zU<<>Hx`0NKwc7)g<3JI*h;Mg6QV1JF$VA#zjr}Z$I0RtC<S~iVnYNr(_ZRX_1u*aC
z7|+4&@2wCi5Bgc=y&ZFR|Ag7=aj-tGwUas8mVkhyY?PmaC`_8^2(DazO(Ux{x=!Ey
z7A#yU>`+9+mFCC3tSLXc<n$?rr}~`{fUg`J>r?N`3h4P^?S_ghR4i<gL44Scka`a!
zis<#TP@rU)EkDKdG3#?QN+PBn`m><erCIP2eX<Mi<5J^rul2cn--G-MPM=Zg{b!XS
z)d0=_CzWLQUj~ZLOLYDt*r?-JK8(<t-Ho``J#vhg$})=h#WK%5n)@?G+1IYZmgZIP
zq_%?`d;$FlK=eSJcVzR_Ec;1T$ztT`1xqRFQx;g+6z~#Yfn2H=m8KuczaItV%YA$J
z8J9S)SPT0w=*2M~I>Y2$T#fQj!{rrfzPP+`Bf|8*>IjR`0ZVuJIp_S}riu?Ms)zpt
z5J|zxP)Y<$sDj6<qnLY`M9<(iaIYpSRJO5Z1~NK80jRLjg!H_Vj&@@}<N8fQE-n?l
z>@Ks<Q}k<bx6<ujlZFZWmdv1&b<35o=jke6Op2K8lvK<Nx@3M`Odz4sC%)S7QxXEq
zrTcvkw}P*I74kW`%o+daKcWx@2ht>p7v%pl(mK9bpA?Ax;Q!{4Now;2KSZ>2Jq7IA
z+4^*&8JIRTrv|>abfQDF)C?5I={kJ7{AnKB-hr^3W|7P-U@~+^_0if3zAjX-52)OI
zwl6Gvuc`XoRXk5^vLut~C9j9`@7e;LK}AqHx{nKo{-xyf$w>9{LVljY1y9l02eB;|
z<wN~i5Erf-L>!tc=pM`BF2gQU@n^C4Ab<k)wNa{_a?sv7z@ig+p<y?`P6#`-4_cd(
z8K8d2tN}HwFAo4;r4At)+nLxD;eW4%3?eX^2-{QqBWhCPIO0_Hd#fXqMmSn4@hkA^
z0nQxHpL!8iw3c2^Y(a&CRKbOlY(Ve~_yt`TQ!QP+T<`($!6DfInA3wqKB5|o9D{}l
z^m_uPX{+Sffl3ys3iy?M&|@ABZ?*jwV?&_&q2PuH?ccS?@b~@(&mF0}Q#-GQ{2Js>
zjK>NZ<K*}BrjcG)+*>&L-bNych-jrL(8Csl8v({TXr{zFmM{J$qJzufvttzS4{IY}
zOGK6a7PMvr)`Njv4-u}Jusg(0Bm(}Co-og#?HIvj@$Z~upogohm(Plv>22>`Y^&1N
zj>Smh;NZz$yr9t2XzS~{D0fYfH%rWc0>u&<I<nQ3=pfo3-#AI9ERWXY#qssUzAW!3
zJYHV@>9$M4C%$DAr$2nvvpQZ#Uqk<7r`jX$X!(6?pP|>QM&M+3Dzy3N+0^wg?w;b*
zGxy^Vy(9(1Txx!dnH&r;1%ye7x3v@<hP&IFP`n5$Za8)fB#=Xu-Jj%PcMT<h5DzQW
z3^Is`0%c(MsIUgwwd_}}1ap-=5A<frcL(EiZ4YLwOQ_-CuSQ5Jc%alEm?dm9X#6Oa
z7)Q1qeCBzdtMafMDM>(VDx*wQ**(aSJ}bOwvG}c`Xq8m^op^ygZHs42S?zJC+qdIb
z3E;_E*eN)+AGb0NeIY8i0_<BZNxZ1zdp+R8w+Sc~TDIqZtN_`E_H;tcHSqCEvQv<a
zI&c!vN8yx%#@oFVmb*oNzRjO6)e-EC_U=HYPS`--5c-)WCETp&G%~t3J-|{5jfX6Z
zn7QC1A>C>(MgzA*@_rr|YCHvFHY|UnM1&^M!UZnika+_&(JKhGgB-f~=s(IEyn6Mj
z4b;+{fFhm(+E*$h!c#C2FdD}S4gaPon>xn=7NYYP%T^Dx3V#-(5Lz6;M5T^@Kgy0m
zdLybm*QfNBy07%&lcCUh*b9Uqu|us2@fw4nuw=>`Lhj}ZFVJ3cpTh&|L;Ya8OLBxg
zKDhXV>Z9=kbO@=_=`*VjAMZLOURQyB2~&PGvL1MQG_CfB-ii|-EC;h*UVU?0$1{E5
zd-)E>m&=cL#y_aM8~!Ya-1(+mr2bgToOb%2bj;;fzB<+g0m`|#wO==-^6MsnH$Uf6
zj_4~heDWILjhM5e734eF{M>OFecX8+T6c0%92VHUY6-rG|K2nq(kL?c=J%dcFHe4q
zjUaPA+`r_I7%3SX<ymrgEx$Q01586Lk9NuxfEM8WMIR{hhVo=;(WluU7n9JsI|R5j
ztfvUKS6Z6S&(F&mM572BV&w7nEPB(GgLC!yAH_Okg-3@l`4~_n6^<0Wvl%O8(ujVi
zypS=%9P-5}@M>q8-%+~j?lXe7mG14Qzs^pd#8Yx|GOB!}0NW7*wi6ivc*%daD+eze
zgLB*KWH3rt0!=l6+rtKzhTD8(mpv(d%fXA7b5%e{?R&gGJ8A7%_~;^7xp?X+wo>L*
z-1?ms9#~K4Uw=nv;>T`24X~lYq<w*o5O@ce7xjQma~X0Zb3a_n(o%-`euWVrL!N(X
z_~jOP)p6`o)B^wG476}Q`jYz0d728cpiq6?c=S5UlOlJ8!UY)5!s@VT3+CpV-HJ<V
zL~P10lXh3=UvTRSZ`{jbIMl@nsQWb8wiv+7Gc8t1om1Cvj(lmGl9P&H!Kj#0)+j)_
z9$8PG`QfYDpYsQOA(&@w+!E~VN`xdGn(C4Z_MGoFE{<GUPZ~~R`KQ)*5+gxQa{aCf
zV}TYwUiy(luR4#IRb>7MIW+zS-fgNqiWi=5Z_CdCR!!9nwGXn*pTI9OCU2+AUP}=M
z*ODa8mdxq8xqnXAnjXQ(%EZe5)^Ky;p^!wd@`56<MZp*Opki`G8ha&m6_)NaOS$wz
zj1b{nolDr44|;LpH+RLJ@TeIUhpiKn?QkgPU4Lps>1bYnH^J#@C+ewb9Q#mw;8lQk
z+DA@=CjDxQ@T4jwUN>{{bJbhgH%x;CbL&peRdekMpB1U>R2Z`CuUM4e)veP7N+`PT
za?JAG)IFyABB;tELt0pUETdm9(8c5KRAGeUdOFEbEd*`kgy-OT5GZ>B`tH9kEF4**
z9MqJzuMo=;&#iNXUnObK3+V+WN$FlpmQfy<eN6BnE6$5O*3<lM!|?~iPnEzsH~JzA
zt$JSfS5xpI*#-zHSTfLyT(|#$tvFozU<MdqAMJzEq68+YoI=9tLqww$$fAQAXX?ud
zJSG`hNSW;YM49>mB*^)#6K+jCU=k{fjMF)m(OuMS^;&2!puv&XWvVvfAS#g4eYJSc
zY`A^Nivs-pwpS4k2kuaAY2p4CiS|tq8Qmh3lg=TM+EYe5KkU^s<*~Ax!3iEwj}RH^
z%4;e(m}0{Md*sO&AN23Ou2*NO$MNyvYn2LCIo<y$jE_c2v%bFBDTBGS-B6X0Eg?A*
z^D%gB3qPqpT>P8-@w<=1?}(uT1n#1GVA8e1tPN4JhWmd9kl(u>Mo<q?h0l>PRO{_l
zZn8Xzj9&lwDDbKeD*W*+7FO->Z<!-AubJeSRoNbN<nhVfuV)+f<K$42sVhW<>##IS
zRr==}iOGsS)QuIC;bE+kDeucuW$ex4Hz9Dfe4r{(>Meg)U4VGV{rFaq)`-W;ZweB5
zI!9N2NFIr0G)mms;&|khuFR?JvbSYi{v{;J8@f5AI_1IpNf;BFi~koHRN0ZXsc3=b
z?a1<EIb^h)Z}=)D@?vaC<O+)=E%V_NdD>x*;tglEL%5jQ3~7`n#FKiQesmlUVn}^E
zv}ZV;Oy2JRkDO|S!r%ydow}Ft7=q6I`^>apEy==jteDG#G5#0Mn8<Kg37F4hMDx4t
zWUvvUOwnNy4d!MjvRuAS9u)0Ei(o20m3myVTO9H4l!seyNoi3m%GCAQb_QXUiULIY
zkGq%dQHV=OzCFFXYk871csEwCu&a1GHJ5Ljjx4BH(7e~wL+A0k9hT8xQ6?stWXGA2
z#X*ZF8~q0~1PfC|l(MPK%pmN9t<pGr{V(q5A@&;?I3!|NiP&4+JnT_JFEFgv59m4k
z78?D}{{)F^--%E{Yp3(1K9gt<R+9OFqHO9e27Juw;-g17PzWV~56Z(nyGfES04s=<
zUHli1v}ka&$bT>%W0{4p=cU-fB2#UmxrSS1yruA)&as9izO6wm%GdQBt28p4=GUsy
z=ENy<{g|bEeD_>K{1>mKjOkZ{XYI^9Mc?qx`tvOqr(eIKy4{|w9`EwAznL>CS*KwA
zs5RpLISCXCPKRCoJ=xUD&~x2cA>V5I@3~A6>#~f#KBRZmE)y`fNU2_uPq{P^w2VPA
z1uLaD$!8bjibhEI%pLg<1hhv+NSqGGAIL?p9?QJ;&Gp0FBHfJZqOD>vJZ|{eVs#;7
z5(r&p!Ur0nG8ntKMoFO)R6+z&f#L2Y;LiF{KdkKA?@*F|5vj?BgLGa7zM)&9;Rq#`
z)Iu`i0V4UGD5`pGrjQ#f)Hq_6a&$E3$e7wF+D}Adko-&Q&aT0U#$x@!SNHL5zQ16W
zkJqMdm>rfcT_>|6-OZ-IE}@Lw4}4sZ(r24$$aGdT>YJx?qT=SXa4+G^GKF+sPWP>#
zI%$ilSNe^Q$}{ALxedy9YdBx`f$d?=Br`j@pvcwe6&&ULQ+W6TlWIS7hiC2tADI4^
z1L4A{SYLJ~kh3D<L$9;zFZ5O3Nki=&Jz)AC!~24xQ2<F$vgv%gmYIg+GmF5I-~pc%
z$&gf9luLS7AKlI7Uh~#-%PhT=eLJg{N5V(>`gr`aUs1z3BteM%bnNk%iyvIA?ebH=
za1h0r@EXiadtR?=z%Dfs`tU)R<XZ+Ig6<<*)`BR7XjRfZ)+mJ@oNFlN5$yE`m(B|J
z4Znx~5Z~X-iCI-@#P#&~aelFZf>rLE*+-ra1~dliLA6<EaUE<rrziRhb$6X8`is{<
zyn>Y3#`B$Ns!-pIGfNln?~Z}3x4+FF_YK6KGArwC;dvl#9xA1A5@qJ{-KOo|t&&Ts
zhm-BC9I16E-!z<|;LiUV4h1-IkfUgem+OA~cSTBtDZp^?kyvTx7a<o}nXqu~i@kF%
zhHt-PmMSDwxQU^ezL$e~a}7jZ#i>AA8_1%f9gIZ&QQWWm0lmr&Gzxuv>hm4IKjQj<
z=7?){aiO(&N!&Y|VfcZ!c<U9rU5=ys(NA)N6c3wB$9I0(5$`~=OhHM0VJxMV)NURC
zV=-L`?@~df_xM(rD46hd2V#^^Uo-JPe)~gCkJdd%r;DY1rmM(c>z7JZ79dr@Z^W$G
z;T=Ys2f5yKIzGx-Hk=iS7}!`nn74DSKYSNw0F8IoB*H<S9p7|Z!>3B{ZxPqINk&Fn
z&K6Rhs%#eRrE?sl!b(5edX9`1lhUV7t1iT~bd|`aiG`@(rNRrd98%#2IeZ_uA{8Rr
z*CmOff-4tvgTJ;bvJu}Sd;9iq>K?^e(f${~8LGY98PSvm`y>If9aZHs+10Nyrww3-
z_LXt6GCjUr(rcLSU8m(jdX227!H6eNDhx_qX!^<Lg8yC9`6d{!nEpR7HO=1in{BO8
zpH?*P(9^K7p4XuWYnt8ZLHF7Ya!KIa8>yAM_vXlvy6xV`!#CoxMnC1Jfc%tF4hOgx
z0*%90fq|6mIgtp}8Ig!nfwLQ*ZmcDEb%TMj4>o_amA||np|QCgy+*Kju&3Hx7yE<9
zakl;B5tDcw!_vXf%u4?8y@@<$AZV-@n|aD{M6=wbRk@#0xExYcR_r*dlW@&cVZdxp
zB8TB>+2av)C?bMh_Vha%JJyXopf)OhY6TR7&MD-Q0uSyg7JZi$zu|zX--I0fZpVC~
zrgV8ib9%5OT~}y*c?9<ypb0p8iG5ghraVHdu6-|gUJbnRLt@r@+O98>n)o4T*FxS5
z>^aIr>9BJ4Aq59;-$a%l+D_#0-Rx%LyrmF9l8Fu=p28tO%Vbl^nFK$5tK3TBK{VpS
zQ~XMcN3QEZ$rn$;5#J{|$&ACk{=srD`^!|54i+-RO?4hO<Z&YI-_`9Q@{rh9dJqzB
zmh^U>nPXRH6v<h*?R=ls7=Lq=zO2KB?Q|lE79^bcP;`Ncny_Uuht_|$FfU?L9(FYK
zrLB-GKw{(E(Vzgq#Ua5e^WOy`4IFE_2c~}Arr_3loxP-To$acnwAu38PwxtJG&NZP
zKR$2DDly5dBKF5v;qX`2CuRe{P|ehGINz9rrOqaK>$S#x_s`2W%r}B6ZyXAqJi0O8
zJG8aD(Q)FibTs7B#p3Ah*1MJBb*fW)v?eA!FbZl$F36(6OSdEmp#Br`$3FXR%OA@S
zO@?4b+&fSp^#LX!VM?5;+sXB_MB=TyjYP$LUNCV1pHV0_OaC@U-Yv1)8qN#J0z-Nl
zrNbsfIBI(IGm76*PgUja#D=&o?2{=rM-{{DE`SS60b^|*OeO2VDipoF;1>H(c3(@>
z&cx&g^BDeFVa7J%0RQG@XA29vBa5TV58|cP_lngryM+s>UAe9+-KYXZrI>sfk4R3(
zxpdq&I>AjSgM6H`7-j=ClD4vl=={{AcIGqhd%=%6_at;_-@d^k+Er7hO?Nc#Y)OK~
zmREM{>;6nJ&6B$DCk=f8%QZOu==3kK{hQxHf4oQFC}AXlzU?~Ta}xgWF{Ebu@k}n>
zOIiPnru$ij^0q<UxMY?@-Ud~T<oh7N|1XOJ3n@OR`2BhMla!&jpETB*uU5@Ai1&aJ
z|67#qHeVM*M_Nm6<*Scz{$>Mp?LAe1!S@3QAnltNnPI^16LqiCzH07**YGc5#HA3)
z3}1+j{LZpJ^oW8-Xg)X1O1@qNk5KXW1h%M6VGk31$;#}Lf!9i5eh|z;V9C+(-MF?>
z7#>zT)L*BAp^E`m6UAfML_<!$PEIwCdK^|`vI@D${@{0<QJU+-t~x9uGLD5FuZ)R2
z&6swzEy(WX<F@%yTL+9{#qz29I!uTJQ}GGJg|2k>#cgx><6R>@2tS;nOli!pNU>JB
z8bptjWU;jV>MI{B*gQy(M%u)f1}m@)U^N<_<eD$8fs#ObDChrqu0-p>pO~sjkNldn
z{ozIRniYN2%bUhUbA^i|^S5i7KWGMV+|BxTqy5221ejs=#8Cy%0IcVyVqomd`%YSv
z7Z8zCW**A9jstYB<xZmSzVvoH+H3HexIpI26@rB<u1g{)W)|V;h;x^sysohLcspR}
zqNH^5V<_(6(K5*du;OB)QSq<8@C@KFF)+;p>}1MY1i16$eWc?{3}T*FRhGFjpt8;J
zLu_n*Ni$6_TvMKUN2b)hCel#H8k8Ar@$bTFlY01K2YD6(lHCUIryVHv#^WBntjiRq
zTv_HsaJAL39*;C<*dOAFV-tSq<hPD0-gJpV$X&!VVWsf>z`6{EgVcENJKo$sM97SV
zcd@3-EIc#lU@dmp^v=+uVXWYq*IRyr^d$aCqegA|s)zrQlHd4DJ}}eS`~|AaIN+tw
z81=Y?&Oxa}?ksBG4L~jW@4K&T1O?ZbcP4ziQLlSDmcR$}#N>uBY3HH?Ucf@sQ;+yE
z-);Ldu!e9lJ(H^8FJubA*g7tF&TI#@2w#6LDC7C|yi6f$m<!WQa^^VgC)r^=ZPD;o
zptPVnxy5{8M50*W!E;w8dd9p+gS)!<Elz>VgMFh5V>##R7Q9;7Oro~O(-Wh2^-}4`
zLOJC{j=^con2)TrU;=qdmuO5f&-{zpj1shKKHkkkciZ02@)k)yx4Elo-Ibe}ap>uG
zO^}*IAV<1Ov~m~9qrnqPX<>L*W^k^13}>ldcQC)a<w!{ME?<ph(X~_Z-9aF&S!K&h
zP-gtk;k|nU5qY=;geNbF`R&iC5q7v4P72SEE-FS{4MTe=9Dj7_9^71ittOC5)GOep
zEd0IZPJ;g)+oE(eE1E!O8_NK)EcZ9tBa(e7J)WM$Q3?j1xzl598JOL$>H%1pZ*TlL
zmb{g(SfNExO98E%3%z-)lP9|Yj|*y5j|vavb>AKu5y?zsSezHNwBB}<Ilb^alH{@3
zM%&Qs&kUldVLw)JO4cr^=1Wno<&%4oHzR7Zj7e*9e;CHjzp}<!v49EyM--JwP=>9y
zzp*li%C<p(i)xJ_|L`xA1YT;d^Cb5cn@X&qp{Hm3%EhJjVJDB>m~UPaYIj$w+pdok
zzWE0`{aG0+5_s@wqo)@%pOWs`k0?lcQT6mqN24st%g|%z74OUw;JMAcnGf`yeV_*t
zx6~h8_p|o`hZFsa_r@IG-A_dpEABDYeze_YTa=AC)Y*3b41bj&k7~Hw8ptXWaN091
zT*&m?u$oa36&i`c!Fz+bEu-c(Ku{93+9A^g3(9r9S$nk4hE{kewqu*@FWz3bpCXT6
ziqU!6JFk;IBXcrac8!2%U#`aN3qvX9p=t0#*$N)JZvGBxy!e4Qoppb%rGP^k*Cu9v
z%GGJAO>tuUaZ(=!b=_a?+J<`!QC`6hN}r~Zkhon#yvGAo{0BUz4+DP!u8}2LyBL@w
zy}7RAS$@WF@UyPFIbqS(R&vpH>h0#@NEWuOn7z>G8)w!~>d&RM;f;mapKl(03a+7~
zTo!zY(f?Gbmhh?S)4-4i?w$W<pXnjifW;5xNg03uJ3t;5OLQP)+I(K|*qC`6xE7M3
zydLG%lzQ(k4}OS4dvUDIYH}qjYWRE(DSzpD$|~MgT7J{RkaRv$SR6%xQJ2X`uF^3y
zV!LQ5=atQPFXh*BuP(PV#pv5ig+Wd-y*fPvQ8%(FMGqofnNkWzSt_Ut<)iThW#veB
zWO^MQn_}^Iq_Sx@xjraY)EN4m&il!?X64o%x!#nc9i6{D&ev%#@!{sMc|-di`@m3-
zsh33qb4O81rtD<){8{I9GSmX7-v)!A+bO7K@bRB3C-VPe>nz-&Y`b<(3@tE2O4pDQ
zqNqp=HNXrFDk0sVAR#3%v@%GCph!2;AtDMxN~m;)v~>4S-#yR!y!+VSvG>1l&D__u
z*1690JNXHC$}vyvu6G-M-Fzr>)a&emF;8`=t@?G2s=nA;Jki1&-Jkll_${0R`tnCK
z^0RL3QwqoLy$yqVl|1<)qk+hg2Soq(rwQmuuY)))y+@uHbOR{Wr}<O~r`GMW@5QZI
z_r3s-ILQSUfTUL|d-bW7MBi+2;BnSfK#<ct1Wg=0bZUW=jE1nEaIKllZ*ngFzG5D`
z=TKLqFg#+1;%M>0J{|g45k#`Jn<44fkK~aoru{_WsUsG#l+7_rF=2f^=w!?FLr3f=
zp-ULX=y=qk&oCqG92QfPk|3367`7Y22CH$q+!Pv25e`sD!JQhaa7HH`XrJij5i&!Q
zs*TXhRRCkPBjM*{J$M&ix*v&U33gXY6S;Ot24s{TK!Dy?#XWhkUq}AEvEv}Y)d^M~
zF1kDK9R0N1KS+$V`L3Qf@rFg6_7byZw9@(K!2P7mx*}YZ!SQg8m_J=qQ>v6lb8Lf7
z@AIAieQeCY7LE4|uhN?vZc9_m!GtBk*x2@2T#N!hLMjM4HGW?9*&TPejl_{y5qa~Z
zlGFJ)SthV4DiS0fAq9!ERTIL_H##)00R7Jo%A3$dJn7!BZfx>ab2ZLpx6e&GO`asr
z6kVFbW`Q5U<KVy#FUtEId!<Xgql7CD%<40nfRDF7cu6Vh^`NWWQRDYfk2~U-_upXo
zXYaqs@Ef<1RvNb-P&yaze{lx$&3i!;pE1He{#$WfAvSZb-kyCKJo<6jh;r?;Zo%~k
z31G}L;#$T`#ZpWI8xOcd-%ikvN8)r7A>8FJlxFv@7L!#CzUg@`a%cW)p>0dr1b1Y$
zk@L`VgEjvjU-c?<tpx>yHNF?y{JrtvzI&Lz_*^MGJ&$0#Y$_{zbGMmRZ#YLeA=UK3
zf9DJTe7!|>pdYauJI7aqg5j$e;4fD?C`+*Sz^a{8fep81#B(+I#YGIDF1Y$#c&-h0
za9;_r9ZfplRwHnyVOzo@tpbxN-XUnmJ6z;DE>;2<!=!Gs*Y%loiZ(nEq~Q3gha0i%
zmUlV!#UipSO_5ExW`I#o1^CE~HWkETd^$X9sbS%y((Cx)I;j4iiZlyGLG7~C<;{NC
zjnEnYbCQC@4Dm^|=RD$(JSnnccOed&2YCRj5PGOlqqUwRmk3L_m@YWWcs;DtXjF-K
z&a(xLPj=#nbx@))>*pftDq3Fko2<&kog^jhBq_`7M*edRa%zJZ-X-^FU%%3`bEutN
zI+^V~*mghS+b9zgX?XUjH$>{|`Nwihc4=`tr|qb=Tu<J~pX9->FQ@a7F5meM0<WVx
zUa@UdG^CbRoo7_*XQJ}=Qn&US#*+T`L-UCWKQ543W;Y0z_Z1T*4fs=T-NRD1&jMj~
zM8z=3-U(owBSXt=?%_u5YXBG?68L1S@$+Og<_klx&tiPI?YUNZNa8M(N4^dkPX-gm
zn?knV*x+TNQ?-jn7md}GB}K8bsf$*@5|GF|=tk~u@Wa1T@J6>Lph9z0NSD};^_6^s
z00Sjh9pg$<WvpTt<S;u$B?Rlsg&7a$V#9X%CVE`n=bP7Jn<GbZHyIi*Uk$5&ifzhG
z&&K*ULaV7f<8^xXO9%O4+%oe^VcCD6Eaet^>M%p-XGnnq|JuW&4LFNpokMJVpb7zY
zb>b^9>I3v6*RwgN&;L|t7NqT*It6*N7lMh)o#7m=0|DYf%PC2Hx192HQOcBXU<<H%
z;p_tsp}~|d%bM5L@9n12VmU_Pr_e_XNj>Pb8ryFSn)wPdQhF6y3ORlPMUTG7d-<Ho
ziDD~@UL9nW)Bm3d%|9Z{V-bQ108SVwB>;#iEukbo+5I+k1?ho{^-~|fQ5t{*PA^hJ
z0)KCPvB<Y@R!M+ZfGF=ZcyDpLz^?s;yYbi(L^+X)HUx-h39C1r36gJl$aF{|62J;`
zi2_`*!^n?kae=_;>OVCdCL1AQBXvV?cl3N7JQ^1pj^&Bc`MU__Zp=zy;CeseJ<3wu
zX@8>uS)Uu#e#?pXEYpQW=_p&P?rt$`RX&R(f`@mFwkL~`yRnFZ4Pjz#cSKf~;8Y*d
zA=Xb=U{pzZ)*GPVm!a#-FzY})ey{^vs{wt$@#-AmM5m*h#+3hxPU57T9V@kBu#^wE
zO`{M;|Cm0JiUtMp_0dErBBH@cXBNlGXB51X>uP(4#dqv4Kt_4+nGmD9%OyXFJBD{x
z^6S1GC*Sj)F@;I549kiANW0Y66XIR}nfBVY{4jDYuuIXi%*fKz=yPR;hp{ugpavHK
z%c@y$^kfCEsVIlgYt7X5VXKt?T?>4o!B@Es27$!A0Xv)M%R`O`49>ukj|J@kbb@cw
z?7-Fh#5Oi{OA=UdmcP8j%f&*4ePm<eID_LD+=y6)qj|_A=c&1KJQmvFIbpDt6bWwp
zWllOSuKkevN)V6Xh_>b@Sz=D+%pVjRC0QLPRENp#h$CaSC?G18N{td$2?4LM2~tQ{
zHjLa;>3DFG)VLi6f4n^PL*jbPZ?q|jhir|uOD;_*A%g>Uy&DOw|JLHirEla<KBAoH
zWX&L~c<eu$IJq+RVHmbPx0-n2;{xT>xh)P#76a}PQS<L*_y2j2p4}rz{1a$U5O|ay
zh1zU^v#vjQ&R62O#b<2huAHM~(o!Vtl9-w4Z^+P_$zdQYB0=N2UdSP)d*8Ub>CTMJ
z?$}wrdJ?J_WZ@Y0(P=76N2+X4ev)n^1*@j<CU2|U4^fyKJ9L<}rSweyA3@~bHVIH3
zBS>+(M(!Q-23^2>TY%BTHP~Zw+^x6_&;y5X=X?Te%~7B+fDCb0^@3}pQ29dS-gmFX
zJDlJY@}zTotR2#D_vv&yj4TG2mE0ffBGx)h`JKA_N#hgsYk}NAH{X6PLHvC|inDM(
zPPgOn-g?rC{cnR)j3X5BR{ff7KgGfW(q`*3=t(BqWZi5S${+DZ-wqMo=y;VNOY@Y=
zuZWh0+kVa9sre(Z#~kZD24XRB*5?CWbzEh!a|U{0JgB!N6tG8GDX%SZ1A(g>z?A;V
zJ3ecAjWAh{-;JJJTp$vDdeftIZ?Ht0;}tNSp?TUa|IrJl6JG#Eg4=<=HmUwo5(MYV
zTU^`{>lrgJ6^f+Expb%=sgv%~H!$z}@`|lf_BzV{<yM@=Ns_2gqWA$rJt-!Sr72BZ
zU5)laWEe$k?C^N5w<LTB^}=UzqPiD99Qwp^j51h*bQ&NS?E{+NPvV9I-~KFxx<Vbk
zVStAA&(t>SK6lV61{kdO;Jimb6%r4u&xz3A;Jj+O!ai5{)Q3xn!65*Elh1Jl$hlsA
z7fgF!9`{dbzC+{XI{GJeB`9)Pwww$^_?Yky=rApD@LvqAD?Rkj4s;7p2wzfRP$b1B
zN%|Gtib$GA4R@;*;MG9&Zrpbii+~<Zkz7Kp2FEDkvxZ;Rc}(l{=lN&KelN^BgUhlj
zkSipR-kPMaBxW;TzyjL$(Y+(ZqwI3wfc&*8(OR}JFXrGMD;#}BX@O^0I^R09J;NZ?
zk=>DOxeIXfo9W7a*REEjaqS1#{&Q0<j7<+{`c(&dDT8}(T5C_sK<U3%dLCz-=XIn0
zlxIp=d4p)jQ~$j%1G5B(l4y)rl!<a`pB3*3-}A{nC=+av+DIpZQlfD1Q&C2(i{VlZ
z-q2w1)l(DhkLhkrPN-GOujeU8HUOt+ABZjKc9`i80Croe0r=rhd=l0yW1e-D2tIYr
z+W<Z7>lJn*zqC}N9Ecg=?J)?Wz_Ei_z-LX|3E8-4&C#dNk$^qaHd3T6t|67(TR9Qn
zq^q#MT7s+rkeQDN(}9Zzf&aeG&)5l~t~Lg8!;K{pU4ZLJt^kX}DzfdJ0L;q~NT9Lv
z=Xc5%Bi~<CjIb*s<>5`-G;vGHXr1mHC0C@`9Ew#u*xh`A?+V4;DtEGT(033ayof>q
z3W{(Q%B`K!c@cpbB7KDWG<+a_!zn5nb}jfvai!|dlv1@T=hdG!)~3K+TNyn3BQ`j!
zAinyJJh$fG!CMEYVh-h~#IQ+XXR5&0@@9QORuX&k15)24O4jLM+C;UX$?cl`v4iSx
z)tJ>xps=!U=;E!)6%!c(wB<nhSQJ;}h-TRR{<p}%2ex5e@IAjLl$4Vsd+2(8|I43S
z(SSII)%?h7SmN{5W837z-tV#fH6#8f!d<5?yw()YoLdxm&#z2GB8|hJgE-6Y6&b7Q
z4>@4iMLw#{&|Nb+N(~S-tRJ6G@apAsn)Y(k{{qc@e|2EeQ;bWCf?fG^OBCQTo1DIF
z)iD_xe;Woy+piuT4evK{0L!{&YZEmq<Ro~cv%u6)YSkN9@U{U~Q<7wl$CVm9H|ko!
zt>~OnVBy&|QS*L0Zrx;D<(A1ASbqHuX$*RJkBIi<eZK@ShzE=c93Vc8_j5Vd@&TOK
zo!vI-K7T);YkH&gEA(^<SRZOfV}9wRTHWJpj(DjbEs%QUckJad#CN4&ldrk@a)E<*
zanr3e^QcqvLMdDqQOl?rH9*{5Sh_^xd=S811Lhn?wgvk-!s(}&xyg_Xd5}aSS9#;&
zl;JnRFvwljiBa3CPASOe_rr2Ukxk*)R9{IxWwo5BKK)dYb>7dhmyi1MB9c}Yrs`MN
zj}-c~%yaqznUk*?IVF`mbs4V|sx2VZoiOqV1zATQ1(JjgcITD~Gt{w{HNMK#o(t1#
zit%Ry;C?e?0K^UxhQm#>e=oaVq&Ft4XbY$E%z{hDiUf|Dh|8uBZKKZ-x+Tfg-A0%B
zI)Ogt)fUIXXX~F@sx5wK2!42I`ZtPYkx^{q%p{r|^y)!Xy^PTAm$L(#&?n5uyS&%T
z1)C?~<op|`yK3sT+lu``%hk0YPQ4S{CjLuD4xnb*>lj_2MrTa|HlIa`=Vv2;fma`g
zy9sZ_0serU;uk{PK*mu#086Iey9B_Fai7db$anK&w<F`8fY)3B|679}GmtBIRQGIP
z%I>4H4L~I>-v(MW73K#oOhf_<^Pj}xbvLPtH4Z=dagv?7cq~r7W{jJ@55E9i>Cg}g
z)&R|jN;f}HI&(CI)^~DnUm<`;Z3Vb8oFRdq&j+4zJ&oOYqLFsK|AUA6r&fc!u;5#P
zTY@d!zT+`G>XP#u+^-x$;c(_|g;_-?)kYamIP*9xbiqeiRvuL4XcdXBVttK<T=_=S
z-O2I{yBMb4CqGL9J=H@UvTY#-6_{S1@~>e7s<dB;#g@`8bM`M_NgANl)wK{TSI%3{
zf+OC|IVO!k>+7JdpZle)?6yW-au~D8Na^apgxkxqyRya9*=+$gEZ3*hS|g>}<(3#d
z{W1Q7)R12n#&%H7_|Lgqm4L{AU+;7}G4pR(#{}WTM;z%NZKyrsCHy#Ca?A73{0TBt
zzbt=ECH*BtSM$NN;pBFG;`gx~Jfpm@*=n_78qXSl%`g6vu|2gX1rMkJX0NXdUNo%n
zwSXR{S=^H*%?8l02ml?L2MAkk&%87t%}uXx-lMh!9NFuq=r>{XPsJ@<5Cjf#xN(>P
zWC*61-Sv4y&j92h=;K&Ms)!fB=2tba?@UVCgd-X4V6H_q$RY(=ia2FgaiO^^&b7L=
zML)jp06DShwiMwwq@oe(Xykd6%ipeQo}g|7IKa(@gZP9_V_3;2IyB%qRT(6O-s}Kw
zEdo-2i^k|apv>3}5PSp;Ox#|x0?RJ=&Jb|mX%qh*AnMK{jd^J<(3mF%ruQ7$$SH$U
z!{qgZ`XxD#oTrJqZoc&@InbCQ?qFaw0QkvufuH;%mm*pUdhIafqQp8dmvX?m6&i-1
zND6nAf5@vz-E>aF8)f+8{+k@qYzkR8gfISXJN~j8stfCLxDnk3jg(!FyNKN2z?ubI
z+`D=7<38U+_Kr{8;BLqZL|-86^5y6}$2=piXluNr%~@LhNQdu!3-|DBE$vumX{74H
zyMjo2IdzVXv*pAfz|i9sA6ztxkUtJ#qYTc+2_*TQz1u)pgA*pZ2!jRiyNvIBE2u3t
z7bw~I<NJ<l>qJ)PzRY~z<1Ej0dbOFHw~+8Q(M>T-<H6rM1`m9D{XbL;1aL8n-@=zP
zHVA|PZDt7io`!`oQM@kyD)9u)hzO8-lq0uL1O(bLdvMWp7l1nF?brge{bGRsJn?I)
zR2@*g3|3kyF$xBu4l66T5rX7=1PWbsP7?_!$s2nBgeU3xVnwc83moJFTUY}A8MJxQ
zI6m=9i05!gx1be@U>87UdP5k;55Rs8tjyI9DJ$g;`;|=1t2DhzzmkR_Fg?4>iFjaj
z>ZeQ&sg%ILRROP94i}pG3fKs;1>TB8fZD4+3Wz%6#0%bd)xs8BBdQ!IsLDl0s|}-p
z4yZaVDD706JL;m~<$_#H^KN%^Kf4#KYCiM)XqUAq7(o^<IpCW}N)iWg3#bugooIrx
z4CkBa`yqWDGQ}L1I6M}+XeM{})VS@du~Z+M8YMN*DCQ4c0aVJ8G=LzDQd3VPm#w?o
z>yq?HM{Kj>2!c|?oUVKylgmkK0;))uz9YoT(X+~ImG?}Gjdf^qK#N(w_8t9oe+{{@
zzi2`RLv|F`e^~&22|=MAf2{d6Eu#*zz(2_saHCI)Vw?fCIJ<`B-x6eBfinUxFPcEs
zF<Unn0huf{^SV=cR$$yUI`#*8#B8VTc{-FB+r1iS*7@uJc9nfj)F4Z!&S2N@fZ`tm
z5#w3wV|0@x+{Kax&{dBUh$)#*mA%+Q@wf%z32uOB(9pO~xLY&Iu0tK27skG=+M@%%
z(gnXdY$l}M-Ex=B0N@S_g+Z5qnKA^l3oJM<0qF*AOQd=q^kAoRga8YNZB~D(DlZQX
zL@0B=_wNYX0AN3N&fI~5wg;Hir6R|YK2Zm+=2>^qs+=o?LxP$D#vC8zx#mXa2VdEP
zxQ4>@`t(7x|9B|zj?a{bIT#L1fWXrbWjWmzZ|a=i;_;_I0LxcpxzqFxv|Jvx7L5^j
zb{wD#4@z7;l*OXDNk2>Ig@mcG>Jm%|gokxWWukZcW}@R6lk9n~<xP^FF`q$OxuPB9
zN1zG`ld300DJt&^*0QHlpfn&~XmVC&0b{FN88s@<zg39LKt_5QRu;d?SXH<sd415r
z4OCot;o@9BRDmb1s<imLU?*pm`rGE`!eN)O4ABN2R0!tk6;XbN3z|NoE$<S)CZKn4
z-RiPm{TYv^t458gG@t|+!FY<K%PZX268<uJ1l_s{Xgoi=&3G2RNAO1}3gmGcknt)X
z<1Y5cl@pr(UhHSwaVmH!Th7yYh;_$j{SC}SNy^M+17;0WjSBjXm}G}lolTLK{8!u@
ztV0HBvQ|)iad(I#Y{jvmU;ID~PIz@kJ<@aZ-D0MX8aX*d=m{>)rW%m$9{0DbAK{vk
zf{!nr&NnnhsN%KH^k*wA1FwMhcf~oOoD2DCfMd1yP$ZAA&4xQi9B5OlU#(_`yW9Re
zXpgmkHv)v_B)<5|+lv>$vj|4DmOKYcz~!meS6mUGit{Uj`g~y_T?YQdFY4!s8QI?V
zH5Pok0G3DtZ`Oy-@yvgjM|mUK8js)EopZcjo%>aonKU?%o7d4yk<uSga!ab}YrCdb
z3vkctKLdd;y<3PFNe3-6-F`6rlTiS8lars{?SbrtcYts?J;vye9WQX;_~MRO;8`Rj
z@L}zyjjcRhpA`S^33jcF#9DQpYXl86-b_H7XXAn_@H!24raIa78M;qq3r#`9bwH?U
z>7Vg<R3`{J+3SU|U09_fZCHN}+#grpk8Y<SWki^qyQUul0~p4s_ru}!V~jNV$m8m`
zh@zns$?G-g_2BlkIjPG&MHnC^faX+zUhjGNq{&rXCwuiqFbPsY0soVmB4(cAQhg&A
ze5P8e*mpxntE6Q5o7_nzFb!Tk>v=1PqL^2k_22Xn@%@z(>bH9%C;Hpr)=E>&hqKT~
zyfbg%XR|neu>4J6Ow)F1_}?iXFW2sssdvw}FVjgWpSgMW$tl(mg+J&Y`Mime*!liJ
zV%F*9#41OjNcQnn)uqko$?~lyDFRVnD-jIc)GyWY>Yd_+bwUI=CeFU&@29k3?HY)R
z1#-`8KlhJBaMsjK*nQNvuc!vlSYATh(40=dzQPN+_I}x0PbYx<1y0=3iYH6`3*cIQ
zQSDOm`~J&%vFA3tIh1=G;|qbdJwT<uI%qz~M_h?Z-H0?92e!wSf!O!R=o=`2_P7k-
zgchCe`0UONH^#a5JaG*{-MB33$rA!s;qSAoX+4;*p)~^1fD<35)SEqhDuj6bRsaE)
z9xY*vf&O6EMHgKF(uFA<>AKPq>D823n0oU^AFh}<!ii3N=?J--@1<-iho>ysIL{tj
zPr2Cq7)eq8c+QS2r6nSyerQ+@tSzL)#0NbT*lY(Ed6MGD;O<`w;(u5P!ISSE@uTHb
z0857wom3Z0Sa{wAKk~H1GgiIK(e?10X|}UM?m{QdpIZ`2whN1Cp0f$ir=h}f>4oGO
z*yg_jIYL&vYf(mBbkl@>*$%}LGUEZ;1~>ObqQgSv+9|G-7Dy#V0Xh6}=G`nYXlcUj
zVA(k^H*Ex=^I!$A;|&J@itIrDQ@Dv~GoPu6qlTzS*KTmE86?aC=buQcEu;Hah$`|>
zI!kM&K~J@_-4GN~#!v}P3P`+A_X|Mi@ycGe-#Pr1MR_QzeqGrMW&qxu%_<qP5`Wix
z(Md4YsV3b~svn3iJ^O{QixET+Sj|^N05$XyZj5y{Z#((#{qqyuoU3}ADBgzoHPy48
z%3kX>L*Qt3Gh_IKvSMh*!SU;ed7f=bna%Llb%Hqc><S})hPJtm&=6x%w}$4)hggY0
zN=gG=jwuHE9xQ(vcUj#w-|q+00*PdKIoM9QtEw<jzM8A66O6Q8yLo<nnANY>IPf8W
zJuwgVQGk!&l5zAqtph(V|C1#3;jVpy>`d}!GqCKJKfWbdsB!AO(wbg(L0<8q8)RLN
z<<jjC57e0ubpT*?HePj@Bp$bPBDMc^EP45K``b<rfGWti8%!z>enJOM^?3na!!zO2
z&JgCL+?!?GbgTWbfFv*@`G9LGzZIbea#huVm2ca!&!g@GPdVokNG0+ZluZHKTyF8O
zH3I<{RU;AhK(7gh2yq|Mq-VUz>c89K4#f9<^HOH>Uw&sWZ6kjuHJb^<_lVLvS*jh1
z9zEX>f8h=Z^~gNrxewI+t6Ea)l^T$ceq}n#VG<sK;HZdyobbSEkjWv(pbyXFB~WbB
zfddWaf)PN#Pe(^b%xT+ffvm)SD9Cb4q5J7mV+cAx)yllA<;yI4SST&lG2ZF+g7)aS
z3Q{5noz+<DAT-Uv&1cb>BFPPsGU}3A4O>@~J!DxyZXF(F5k_E@g%t;^wpCDEZgkue
z4r1`+!IM0g4N8XQOP(*v54l9+8Kji7*^&bnPNrj{hP|4|*UO8%8Grw7H_-Ux#||R8
zrMK&qGR6)wZ5x(}^W-~Q>7r~!<u){o9@Ui0o!K;UEyO_So#E#n4c|D;{So%8q8cVc
zVsB&%|7QO=bo<DeSC+azxUvj+`ThxsZ~MKs_N-*+9e01sN1TJf3+QQo#k_O;SGO1D
zA#mXsR()Hj75|z-&F0rM4exl*ew|^Kcj-`3lSG-pgP}&xq&Ow=-aEX)4EbPR+lEx9
z_R_Nii~+Z?gve}WMNEN6{;)2`1DPY%waOj*?{qR&@1%~)aM4yN{Tl$D+c+N`Q3AF4
zfg$rNu)OD=U?KN;>cuzB^>v}HxL>1m_c#r6mLTX{Z;5DfzDaq-4l@0fU<VxE!em{|
z+`go&&V8(E{SH$8PVfc6e3(ZOXLwIf&r)8ZRsztZJoKKz!Oq4^UPez9Qaeh2^W6BG
zgYSlulWYO<<I4tzyRJt1Eg8``o$!1IBR4QiA@-dUecMD|LF#VaozS4~9Tp@56h=fS
zLXC^YxXLl;1+WgVLi>BJY05K%^qlLAAOsRBdPvr#c$#=9lLKt<&R$EgB4k3_Rr2_{
zCaKt@x&R#iVg}DJKFxO^@IJt^c!l$ReACG6PCtgMkC89%(w^=-Fo;!yRwftSN+kZQ
z8cHyL>;Ug2zq|OE!<fP@!C{{46k+<$styyrKjY#_FK~D}O=9-H-p}g=C!DsO+-&;d
zd$R4^KKpih;P1H}PcxYZbF<3>f4+q<TC6}M&uxDie5rwMUlRbzLUw|al1aaU74S?E
z==VY9P3<G<vr1n6*NaY-RO412jODyQu*JfmA(gPa&uf3{bVrDvBa~~aITN}-LvdZX
zTmF2kym~6xSpHtTWPT&~!%b)VS`08qlmAd?-NVhsf{S&J@ca8v^^m9!uD?%q0^i7G
zW4+EcmWdkD5RW_Z$o_jj70Yyv&#lzU{hN6(%S`sGe&?r+(i$z%OB=mFLJIR7Ux7YF
zQQC_BgJxfcyTdB01<Is+5U0{kIlGojXY{$Wg7Kkj9---~GSYgoIX<vWbWj=NnN+F_
z<-B^sM7El1v-1CYwg+ZolbL3tN-ZeErfP{OY~Rqltl5VW-W%6?N;mq>jv0b3`j-E0
zP}%m**SyDeNlC~mY+`KImC94^pV&R!2n1KdXt(`OJ`#@931P(D0wk_MN~x!Y&jGAk
zQDDODZ6%})_QO#WU;9aWt}k`nzUJ1ey6w!@l?pUWj~l#qL~%BYN1>GCA#>sPk6lA8
zo?HU|#hu>0{mJJQ-NaIrM?{V{fq--|9HlJqYwN>+`cSl*+5y@l2Ko)LZ%NOuf2vBf
z#v9)tE`+(h`WDm`9OOa3l&lOcBi$ztE6HTPA<4Bs<xGWydA{BZT7`oIK+s75j<U!n
z4k3HbheHUa0qpz1TE|C)<ok4vgYRLyTLDR-al|e9_IpjKIN(Vd5FYZ?7z6CPv?H2v
zI5lPa)*V2dXixaf89he}3d_@e+z=TI+;G%k9D3h1)1~ft^ABDH$rl{14XFZgy1idS
z?+FbSFVv9i&&=*X+PSa|0F(3~N*c09_P{?TG3P3Xo>Us)&?lE<KM>mcoiQW+?+SGS
zF^hB5ln^ODsp|kAv5>sA%Z=c7{~1=bH+?z14B2@BznK5V5lC`8{ZgCfO26mN7ZqD&
z&RUKvm(awc`eX@9Z7a?Q!`4P9Gr30&d!9jp$a;t&IfQHXXNtgD$Q>+uHK8mvlQ)4J
zG@P_RbB62$q0QQoDFK^j>Z=Pgk@pYAK2!U~Nq%e(v9U_qsZVj%h%^h6MbIEgrHd$N
z)_H_o+ghc;7ANblso$Oh&(Z=I{9q8evDs5pBS6#Z<~Eg&5T6xcyb)FQ^I@5ogSFmy
zQJd5r?9e~^`<Ly51_TfF#&Crg^|~RW(W5wqLm^YiJ9;M?s&LNgA(QOIZ!v)B9C2J7
zYe7r1rJe*B(OktcBa0}L&J;g7I&0LV=x>i9fl-7859@@gV`g`$^Jdi(1Ka>++mFpJ
z(prY)ssHMi?p~mWm2W4N_apyz?w3qK(6`n9WPJ?Dw=Um)S)?1x+c0b97$B2IC-iVY
zH<w^zBOv&QftKDeT1fwnjh<UE59g4_<-V_)OimM}zTlvt94e8sV=}|Vj{c|U3UyK$
zwXCqhEq~zE4ot=|0+s8OdD1EqXh5bC%3S&{alPxqw)Yny?A)gogtqTlLxZ{qkR&Z?
zU3YsW+mzL~8mQyVptCwu+%|w0SagdIAwJ6i4uutmMLdX8883+m8Gau)LZ8Cva63pP
zRfBYs`)x^45&F|tp04`^Yl_m9vomC=4FXyhb*IaQGi2^01p5*jYAuVNp9RpFgjAC9
zK>yp2hMZd|gmjpBHiPRjeHO?VBS>u*-hFcu)E*bBPX}=#H0L%F4Fy!6>A)Xa5zr09
z4y>wedWJVe_5g0<4J`ZdKqsQ`4B(=O6}~Bo01|R0l(AfcG>~*~EyNcI2|}B|K|CPU
z<NR-xr$oROCI}J^K<UmG5_a+7=@pR<?JOPygtSeF2Ndq-`yG(VW}<k`xK-3mNpA81
z#<*}qI>qK*8voh$?4yspsC_Z#IX1>J#_%VwC3B!fqfCfUA^5@NGzNSC)Hs)d+(l*N
zW+$u}tRcGShZjh)JM;MuKw0;v{KCLQpdK7_Jrg~(_igf8^B2-5iC6O?@g}L}Y8w@l
z;;d6@Xfs|WbVjljdTT)bdWgGNrE&MWzvQ!|@3}T@!yPuv>&HarXtVx`iea%~;k#-U
zgM4=iORFX61(1w?7+0iw&`eVw3R2)SSjpxW32aH12btGN2DjOVXMZtfdY5|)%=YM_
zCJ9@ZRH<62!nQQ_ITo7;J@?YfK}jN?Gt_%w&m$UoL@tp_e6pd#gl8Z!S!sdH0+6{J
zJX-K<%$Tu{JMsp|`D5;4j`VDR>L1^0lxo=h;i}bp4e5B?__?hx_mgKFs@;Et`|dc?
zR0#YLUJ)<R#3tK_m8BiccS#NHYCk8;Os~DNL>V2<%>r40WDF8>JB*+eM{7u-gBY%^
z24%?-{<pp+2`>3E4QFPc16nq98rdciiX_QfqpWGOeS*hg_EHrU?W~CAS}6;^<JJor
zRLH4uiDkCLFd74nCtGm2m?r9l`TVlw!kci21LLrgkv|9p5iKxhgkyIw-(lSP+a*>#
zI~Wk^{m^~OU}lFv*Afv)*7D~SnlDTSKrp_LlTPEQeg;6P9u9)W<d1{;m6o`6Iz36z
zeA7xyKmw}F>0GG)25Ek}=Misim)S^{N@kam>FzBd2a@{^v9uby!Ak(x<!bqDVwY@O
zJP?P_G!%hlvQHU9m<1bh$3L|D^?o{t(3f*cClE*<nsGLqe~Tc5uRLMECnfM{4#Mw+
zk;#8=v0#q(f!4WFE~5($B8*K6;oV{;n7I%Np+h3iflSUHr^2RyChXqD6)w2|ITu#g
z6^{G9h?21)XxCl=kU6iJ-vO-K0f={fjO+!tC0;qsmmw5JI!Sr1@rWXGKosl)o(t{*
zUhGIFO47i%ocj^Ypm<3X)+6%jW!F2*DJ|NOaNEC24u16c>kg!%;BDan=2FGZ1oi4~
zBfiVcJ<k`q1bk!{$lkZfTj@ZPR9Zy(9Y}`^!60`wmP8`t{QvC9IswJbWXWIeC){&^
z;koPqu`jFH;o7p7n&$m^GC99bcz?nhwI%W(Afv7L$01@!km^$?&9*HHRux=!qq6ch
zBfR*lgE()=x`e~r;JEi{e@pb|N<$!`B#>^ikFqhF(Hy$*Z0V*mknJ?K<xS-mzV*3~
zHBZ+i2|7D(kbIxUcwJ@d40V%xW3|t-LGn=3bd}V~=|ObCdNu`LWf8%I!S4AN9mXDp
zXHv`QwWUway&}eIG94eRGnNOQx1788+J>h0WS?*ITwXOTWt<4uaOB4;6x|hhmUOJL
zrr2@d(x|yEpc~ndXn084a<?tu7W;LLiTBjj{`|rwXP4AstonrNsZ;xw@%s@MY?w8x
zR=rmDGg{v`sNbQinqf8jwV{z`s~s$}yY?!kE;z7r7e(FT6Bqb%nh5Zn-Uv1X2@~9A
zVEC_JTW10{x=Kvzrc%qhr^8JdW`QUW5%4Tli06|qH_9#2>27}Ot!W^Awk=(sT5#5W
z%_rzbrDb4Vm?UfxVpw{EAg&CrnBY#=>^I7_+vi6cE05!PiQv&<oH^k9Hx5!4^2f^n
z(IIx~9DmH80NkFfy_(Gmr8pi#s-YrQ?||dYSJl)r+wt8Zuqb>tWkuq#`9)ySV{WkG
z)R&e|!_^Zz=1QeU1wd2Zkc9CM$pYh!`>J>L*)!q4!jq)8YKKhNDnnaf2yS?jTMk|r
z54T`&q*yb)BoC254tvTIa5PCs5<s1n%xFk@$4QEGsKOg~9`IJ*tg{Ib@K#esT|-Qb
z?HVmB2*D?tuncE2dG-rP<a`Xf*j4ftiKthe2XwlZO8^RN<;9^HV7tP|dV0SleX_l=
zn$n^w6Z-x=ms^B8+<{w>E<{RRLNSPCFf`Rh39s*7&NEI&LT9-rD}|2=8YCKgsB#po
z#02yC53}$3>jZxI^C>#%XoCO#TY6vJ)_7WwKpQkTK1jZ`9c=gtjE9e&6*UBhDk~tw
z?b~O2hA^WEpA?#76I1~r#dVq!$)Gl1;ZF!^mq&zy=(y(*<gXDCwT~leQ+TmAwh;Sl
zwuf?R5^ys4yf!%8<V!Eh&uwPMVF3I%u548S+pE8jnP;5P4m6f{J|v~uWCAeSUnqps
z<Q|#j7mGd^6j*|?j;jFsjDw-qP3>#(bn5FoalYe2C}49cWN)PH%Zw0hq1H<~1rL>c
z4aT7nT^f%a%%!H5<oTvUm0xCu*s6cQ6w!^Qd6n?3?uJtdQ5K{ghw?2u>0A`kNN!_h
zL0{Yf!}YctFcPu-GUHXU>t9W2D`LF-gW+bIWxQ}03RHbtv{CTq&_%GwFcHCn!&0ng
z!33b|-nf}gK7~}Au`Q!L9)ex>cNfAg%FuPen7zGo_C;F6<aoQ_L?o9^Bp~QlGI%%L
zo579SgO?+MwDEGxD2oysn5({26%4kEL&w#3q@yQ4e!JZ_oyC<aXj>vQ|HUh})go2<
z{rlqfNyF$<^|$=L6!Bs><o;}_f_W1cOyEfqK+%(_t`re`<G7<O!xQLKorxBBwgb$R
z-m1gbb^QtA#uQb-+MM98z#Oz#-p6tmx1rQvtdML;pD*U7>mWcPhz|ZBhH#6xob<<6
zLHk<!GQ>%be*@Ee;h6C^&Hi~w<|cOBe?Sz*jCd56)Eou~WU+7$UeHnScgcfacTGRK
ziNFK0zgL6KnN0y|=EIk0QKuZgPp2Wz0dPv1Mw+C!Hxr0YuVHkgMVeO)k07%DE{P(&
zpRhb);S7|85rb|tLm)Zm)4U5!e(L%ZXvH4s9jZLmcK#Zp0APamt(z`MytVHn*cYh^
z&KQr3D|Wx6EBCp&glSh>j{P(k6Qw*m$rNkySTn405y%nSlM%OKs>jJH?UxtmbN=&_
z_^}_?+y*fhqnEPsLUXILL^Lr20*Zk-LkM~9XR5$>N!}u<U{xvUe$!%AVIochvr!6S
zdYCoS_?(d!KT{i;iExEN)Jx+bPx7(G5_G}Io(mkuI{eUx+xP=uAyuOySSB9S@eAT4
z{*PH;$!3n=!6K>rxZk7P7zI4`tVk;TqiSP|8;5_cFEbCw#0=JVc7Go}a80O;cJvWn
zr}j#IbJ2!^;Y<Eaj9o^~SYM==f3D!BV9MT5RoE_>kh}c@P42qO+bg#2e>HO=dW&#f
zk-S#`|K>UmCdU6Th$#ou`QZ8X50}bNx4&8&9$m7Tm8yzV=ix8ixX9#T=bYCI8PAgo
zQTKHopkir^1R~X7122)sh8(%9xt^yx#UEc^MDi^98$VIF;yqKQ>8}6=jvSQI4?se=
z9cX2lP27WrQ)1}3z`S^u&-4cznxCxGcdZ|72r=Cxn>wIV0CD%cP(v2~8fzpdQJlOd
zkd(Zx>JTV5eE#!-=FAj@Jm8MT1AT43B<&rgPcBSze@jOPwGL{ytc^erk`vs3k{I0L
zzQ-FtXB|kAU|mm5&`M&fYb6?k*Z$U5V_KDn_H4Y5dQA+{LNtGG^DChud5G*Q#P>Pb
zoJFwP-$L;YPx2h9OVmc?3A3IXHpHt{jQn^;8rVOZF_z1TUj_))0z9p8KZZIPi@7-f
z9BSbeFcw}O%nx}?v<7OiAXvM7+0_wB4I77qUqRnKDql)TG4mB<Y$P5+TPYq|J_Zw!
zIbAlM@3L|VC82;L$Td8@|5M_KIz!chyybvEajX;XGUyU~Ntaqgs2duPYIq|LXI`20
z-)0qjhQm9a{D~cIBLb(QRbIz&5?cb<+uq)kkaW(Bc|wH!an-G1Mh(Nc35U5dryp~f
zkXisFQhdmhc~BdCj|W?+Jsa6UF+D2;J`gdk^C-@LbAxFi=TUsJ_j+85o=YfY==m8c
zp!dUmbpbp3{xa!=+M_Egj1K$@7RtF170G>=%P^qkA0Q7({nv{HESl2?uX<ZM1mEB(
zSA-MrUm_oO#49vQ-5O|?Qfeo6etnUnMH7stccYly-r+Ip(%Q!tNxq2Ch99Zhs6(RT
zag`+HBb_FBMw<W`uQZvHQ|tXuJNf3F>3Sk^H|O>`qEp$}GNN4;?}1Gt(e)cwiA8S@
z9GgVL-tP`+>jkFA3~B|MyFDjZZTd7NY9WKzi|8e|fSG;Q0XrsDRm>AJ57gJ0xnQ;%
z23>Pcop1WHDh5<-iqD)}az&4;m~tX7qri?RIHtJMo?wwqI6&De4Yxb^ARyPJ-X*@k
zKE22|z`}|0Vf_iad(jK?pa7m%E3^*H9M*=y?Cs-x(ZhVfAK^N=T6vGzjssn~Pk2;%
zY)mDlwN4n@bLgFv`pZqFiynhz7{QZK&-tqmzQ;p7m*f#jgZ5z!Mou(-*j~R&o(*d`
ztnJmqqrr;?!_H4BB4&slfKmmEugvArfdGS<TML#u|2DdxNQ1%ns|FMB2>Ccy<%Se<
zbXc32pY=*IB7!D3-%&WtTw#f|Dx9*md?a$+@l&5~{Gi-yh`;b?1K)44cWe0*dI?s8
z{(V0y5;Wh@snf{ua(T%2Te^G(auU9_;1hG+%(99j3?ZkT3&3i?!!5N5;dxx9P>>C&
zfq|9h1%Qw=on(an4wl)^ZJnmX(x~ED*$VSC7p?3tg)8u$>@Rx4|8lxhhX_dInYGK)
z#hbjpD9lRdOp@=9s}FV=Z+ih~=U&goRr_Q0Y>XWVI|0R|{xZNd1HQ`1934hC_|z(k
zv?YsN@;Wcn4y}#0yq1LbD^!|;5Muy{vr&;nzS6WL^l2V<nNUQ*H|PMf0mtBXvtmEr
z-G@O`lT?^J)@;`Ed2!okNv^q?d2WsKZ&*N=)cAstNhM{*Uy=p5A`WXfN5JpU!yi`{
zB|{kRFY?J>*pr@PO}!>;J(SEwN4hn1)o2(59hg3^Z1e#+A1IhSGq)ZXl&F0%Adq1&
zOoqP~<M1@`HbDR#8+Tk{7@V~Wlj0FioWT_rc)Dq!M-)i7`--Tl$vE+eP2;^u;%<y(
zWH;v4o7kj34L$5@m;IR2H0yWw5%L#ha5}Dar@HIls&dN~!ki~u*~s4Uk6Staxf=mu
z6%A1KKgfCIM&Vzrg+1SeBgK<#)B8#AL%Pbq3UM73!bg_=p7o-uAB!W$<h5j9o|x)k
zO#K>6<`M3M1HRBYf1*)?dRxX<8-M(kmMc`cyrr7ZJa~>2TTwJRP&|V&a{&sEX%Ygc
z;5xY%=S$DP(^-}ZZqK7Hk^zMLkRa%F++Vt_jwT;Ea8SDE#b<?Y_iWjsi_A`3{Mus}
zC$!?U-OlG**r!OiNiWYzMVEZ%KG>T+f#D;Jvzv~$&U`u`*0m(RI6a?!f!Ivo<D=_1
zs{8)9pUP?V#0TmU{N~5|8Gs#7CYMse(xA%E(y*7Rrq_}{Z?be?V4hetIfik3`eZH*
zjz{pt!CZC9$WSkh=XEYD+l(W$-hK8#nmw0z&G_ND%u|xtA*w&BRfSYB!@xM!a3xNa
z{r6>WAsY{VL>S<4kpqgPU2Wmb|8B65L%P)P24Da1+^8>VzV~+hKyR}O9?|@&p}{4p
zU|u65HKuVynYCOWlfi?hWV7hfk$*?2JMmR&h(xATO#L;N(aW0ODdQ=<C&YQ(I7qd5
zk3W?=RTvZZWZVy$0W<LCbA}m4(ccb9cs5ch32yZqVT|01Hz^MR;e91%4}2Dmy)2TS
zZlg<tp1D$n(R9g{2Ed0oa@GX;NxEMrrCnvb;Uoc|ZAat-cJ-awdlB8JykAk|h)*XT
zyJSFsi68442{&PryEeulwddqsqxNhQYDP9H0N@X%M*1I4h0r&Uu=`|9@leOVaf7DZ
ztxgiVS<gM0K*Nn!Oc-(#@{%s0#)n#uIP3<|`Cm(p4#31T0`cZ_xfD=5BsrF{8Rp_s
z4^lO;5pZ50Ma7LmSrj&dD<j`(yILvl0#k#z412IFr<q&W?G9o6vLPzH-UVPDkJf`H
zD<)*5_-~eNHe7)$r<by315^$h^`7#LnR=)5oV(hD0j8f>6D<NEL7$fF@UHn3lXdjd
zS>nF%>vQw{h0Bv3dgil}2fSCiM(qc9ddvfPr>t|AW|Wa8QvJ|<>f<<e59;)bGuJ^I
z`#*d{=xVlqJS;`Bq?^E*lvjOpuKN%v-^!gZDSG8CQ@M-bK&piC&1WyF)6B>9g~3SU
zz+6ckVy8*3$Aij-JmpraX!((CIoz+*9%cXNPU}uw{^mU!Urfo|BP`79WUfWC@IbE4
zyvRUC?u%SnrV!0ibfzb$E`n(iNwZ`i+quIm`aRSvKIReC<JNVTbZK?k=wG)S^fIXE
zZNcLoWbMnRz4~VM|5S<z#l7lk53b^6@VA<04G3KB!t77oTD4B|kUwE#n7SOQ==k(C
zbT+o>`XP~QHWgaD?&vDT93osAX5kdxIL&2rP8xQrOK$FSk*@Vg+QJvkA52M_o*Ml?
z2(S%`EiyO{g>5{UF{F)@V4DA$a`mFURWZ)n(b2$>5hdxhEz`olfTn6Utjt$oC?6<_
zcd7_{G&+RgN8T}GoXc>-uH7*|ALKVKj<qMj#ETOX>ca|dy38LKW~ci)Tk|@ICr>zh
z+j1-b^0(f=YMR{jY3}~E8}`OfU9);|I$pJiAp{a`Keaz}VcI^q&X{imhKy6VhNMmo
ze>C79w`ejg0cI`stF{DXPuDdp#XI`>1L4OB<?_rUBBXyJFHh}61rm!XJZ!Dyag&MT
zXLsS)-}-ux_Jy!B3WDThVZA?kscTokGupCB_hAdGy!2M(L6t2_4cfvTMNjI(1O(tk
zZgL`W@3;{xU>;VBC-vg<(b~*hM`Xm$Zc4gi?u`>b=%T#{Uy;yIhfxPO<Wh3JLtMa1
z2-m`sJ~~g<cGGh;+!zRHN-HPii*rYukbFe5@1MLo@I>jY01}Bw2=wp-)rJ~>00AZM
z@R0FMD$}t{;_vZvfJM+q9-2qPE085SV4Gy7iK`isXTie;6)igj@jG!6RMcn@=S66@
zTUqpZ6a=o~F@xBNs~rhw7*3Qolp4|#wP8l`KRU?J_wra2eU0Hviv8ZJZAEZ0Eerj;
z#M>}3q&w4z%1K;1ESj^RhP+D&8{Gut4J1V2bzccDag=_q+Qz=nR)t@2Nip<Ah&^}~
zwrYxX^3N5FmnRRESz%8HB*>HXTVg+L#V|tO9O2?Hms4r^78{0R&W`Ipsc(+E03I6Z
zcp|)mK4zN5by%05^yGH?K?LRr-@gjtXA%G$6cD+0sW%lNFV~Yf8w+()q&;e)x~<85
zt&^<6DIZRYeW!3`%LQJ&p7=7oK-&B_^%E<Um4S3Y?gxI`8%kOmDyDJ_eY|Lm#tHq&
zkX@?_xQB7;O9fA%|30;?t^x}eCqQeo{7!#~ijqAAXNMyiUtp!}<F35+BjDp_zNZH6
zjiSD3IUmdxx_F~3<CY2FgK~g@^oOcxgOi}~+Ri3r-Na~qTPL?(mm3M2fS<6|S8a@m
z!qV&Z4?CC&MGb}Fcfbhn?XC$Y1)*zL93J!xPBToeV&*{I2f9er#dK{&vZpwPoimuB
z)_AKOPuTBRGy}xd-;m6=3h5nF_@#w{T4Tl)iKY3AccTcw;t@Car+b4?AOn?KcHS~a
zwQVuwE$qh;OD}`m*nfOLc<xZ3Tkm=(Y(Hl6?l_|M6ffTnTp$}ncD}v%t~roY+vQ8^
z%%4dy-bSD=9CrBnk`^nhmzntmeATa6^C6ZkuHK2~63u>Q62^V&%mnTXSpKhMBS!(G
zUGU^vz&-K#^Gex&e7TPa2_loS{JyT--(TjCs_cH0Wbm?DdFV~CH@B8c{U{`Q^m%!^
zNw|vT0`(8fh4mkrlLGxu<j)0*>r)dVp$r@M1rjiSuInY9v0zfdTxi#r#QWRZ4}r*H
zo9goWyxn1sMS%z+@8VkuqQSf9tJO{+L@5*+LE1{?muqQ}2rZ%|RLmoL{Rc2UY;T_+
z`I3U8S^`|qUXeXvWVF*6F5~twx?bZuc<t0YWxzY5%q<03<IW9f{M##Y@N3$3bM{T+
ze5DH~g8MWX3XPBZL*qw~P@4rC)aHYL`jKjEYSpAR40<2+Zr@gdLiL^(kP)Y#fi;-D
zyct@NPEK%qG}>oB_aw)6;N-myUUx|2g?|WrANi)Gm`s7n(GHPd=({$~#RO1aFOXfg
ztk+3kF2jQONm@;H;+8`I3(CW>E8GR2<lc{Xc_{TK)R1_9kX3NJqQjgwomYq^)S<NU
z$HA}K9GJM;l-C6<ejq2C+9g>+na82PtCx+GCQBS$avB=0eedK%k~8NI!X!Q;NZum3
zgze@+f+~_O{7f?o)wjQyd+Fyi?dYn0#fa&$po#g&(0zP-u6t*@uLY4`A7sgOJC=l?
z^8R6l0<#YeeE*d>xhClxy^j&{!fzJ{n1IM&xyzHybSYhGz1VgQv@3!Ktiz8C1D~Zx
zti_(Avdh51c&Jkhf>GmGdc{O=RD^|-(`}b!mN7xp&GBw__<pB{M!!y{KiCR?fpW3X
z(^E{=Nfr--NYkZ0PgOnXdNKCtUDViY30<7*O%jVJ!r=4@fO{_by~JPF6m6n78teIP
zSMifp9B)yk?h}q8N+%XP#SI5j_(-8aAFE(@!zIu9>q<(e!iu)00``s8dV*ps*LYnH
zqLV97p!Xn7>&aB7h|nb9*!ogz5qQA#(P+3ClA6e;>F%{VsKc`de*I9PvpP=s?O8*r
zCJ1v^oH#(frYUO{aV1WEhw5(B$1k(~ch_cWQdruiuXmO9*ROk!>h`S1jERAs9wysU
zK^!;Lv5N(M<xE1_m_0i!YQI!#OJ1}}RHC@bj~bPaDbx+}4TqBxB3eXlEY9{XHObCP
zwgtO=gMs&(>)7p5k&XR~DT2m9cqJZ{VRN^HEy34l{UDcfP4)2RQ=Pe3Q`gM+Al<`F
zl(P!pkDi=9AN>!LCYgueT6*R22P{S|*V*o!Xwp{-PwmD9BE957juHnbr(RgyNFxEV
zZrRa_?5MlJo}T-vARkVx;vzh#z;jIPR9p;Sw7GoLm+VO`11&EatT;O#9gx&h;C>=N
zoW;2YZh2G0e?!KfhA6aOq;9;mj7}M(4<ook+B%Z>ow0;N!7Ai?J4lYiQ#h7goRh$a
zxY`~t$o-5*=r-1$+%&YpONMeXD%`>1fDx+10D$W^CQVv(l5viR=53gMxsJAc9+xdI
z@#(2{>*$z*1fPE6LcK77mA9jlaDR&sRu*ZuMs9jYOUi!ecPrfoeQZ70_|B6JDt1zu
zrwM+mDtPu1$P8V|F)@16$Sj_9K$J*<coo)oow}}Oc}SEavzLYe<`)mGSW7(iWI{@b
z&%&Ny_|&=QsI!y?0;4MZULKS!{q1D;PAoyF-l&$-KYaM;&7b^PBJrqhLpVpM%+>m6
z;I}SJOGT5YwBzJd+dWNMtOU}Z27FF<M^oSsd3EMTh)qnp&lMN;=|4;47R#zZ6o?#=
zvNCwq^(Cpsf3O&1nG~}*lD6rm+B{&3lsciri=Q+jVGV(LR-0*4JI!k}1R?q7$;Mp_
zsh+t?-@IP9StgNMp8M38$CL^JGVRA(QjboQW}A-IAGUh5d@3PhsEMbWdi=<L;elgI
z(ro(G&QQV6{8U9$$cxW-EjuhWHu!>GW$TRx%e&L;0i1iTazxft;~|`newlxK@N$U*
zO`l2EVO18aCc*W|ZH#?pnQn$>>Ll~n^~UE!UuYJ&N4&j<3qTxB4l_uC0~V6(z+rvU
zmp-!Bd;BjbNY*XftW!iyr>7Fg7MFQ1%K|$a8+eIxE+pJ(7G(=;J2Il0Qyt~CM{nHi
z$_N#{ZP<=Y->yNsz2+f#C+t)d?{mIY9VxT_>?~mZt5o0cFBo&#N}?g>t9XUKz~)MR
zYNV_1rE@}>l!Zl%Px~?LbRev-h#&fJ#ld&%??&0mv2nQQ>n)E=NOXqZ<vE9tFicsx
zsyXR0aX7FxJhvvlFJzVqleW@-KxS>W65nKB6>48meR!JodeXN_)W2~PyRr6(<?hqJ
zv8=3KdjF4F-TYG8;~my>;gOG)?mp%9O3Lz=PWB5IQ%t!92PTI=Cpe1s*Jw3SWKUAq
z;{??c>R$%Tg7_0vx+p;nhatuERh5rYnQj@t2H*aKJqSw0H}YW{ARsh;B21@zFnv4I
zSYOf<{>f7QPqq?C3bDkC+jYXxiXIaV=^FBnd9OnKm3;NUXg*7jJUpaXCCLoP8X(GZ
zLf`(u9?idML&Rg&HhL|rY{RUVl^O=wC2P)Gl}iW|bE*9>ef6s*q#LRM=R&zKD5O43
z2zs#EvvO9^By13Ms^YsUv<4V{h2d8NSHS!*J`&U(2H|s2;B%L2UHuajMIb>CM>;w1
zk6=F;DUT)v37u*ci!220<o-s+??b_gVQkxdifVCiL`{c-l1frbz~fZ|h8+BM;z3Bv
zXh#vFNx&<jN8^kvVY=sC?1#Fo!CP&=-QZ-^i5E(NKjnR&A17O%C(Efj5Hi4&PlR1Q
zEsbEM%nXYnsl!ocwlOlTml`LMi*3|-JIaiU3AZ|T%1o0=_lY7I<GYD4+1^hJLx+cy
z-Q0Bj#zW5)O`%U!k9^m5wreDMZfjk5<;c7xEY~HmT`dv7S0{*D;;5e3%njqyYYvSf
zgoNL>+5{;)UQQ<@L8$YZsZV|O_6tlD_9VxK_!$e>$;Gf3u!|IK$$PM(Thx1H`M>b<
z9BW;Ci|Od+K!f1NiK{uiuLFN2&C<n6F%yj&BFA)zJWYw|M}aAEN>@WFi@@51;xUs`
z2mabOZ;rJhXXcCM(3mK=F|uorJ;wjo@#XgP*Q%|}Jl%K^kKn(CC_A9huB8QWRmS>V
zT{QTxmnDwns*Xp|{Aki@@*0HAmc|;MdY-KeA4E7|SXbJu0aK)Y^Z!uw-tla<Vf(nM
z)@scfMNy;Ftg2Ncs8XAntyNUj-a8Rms;E(WM{QMmZ;w5S+FR_{#3qsaZhfBj`+ML2
zeG<8^>psVEp2u-WS0)PCv;!N_yu1LHvG|v??e5cSa!kgThfm!4)t+5_fLdpQ|Ev&<
zA*8~IQVTwpDRr(<S~~kUPs*T0bmYi<_p2T&M|d3WU-_w*-P>lhmVKs?UvkfNfh5qv
ztZC6NaAiHNCw1iMV?8;Cgd;)$G5n}KfT<hopc!Qe7t0=ap`*jC%e@O+k$fehcTXaT
zd81^kKaDBfBqVd&^c-<3Vv_Y)3ws=W`}em}v|~lQOB>kHSu6J|rrqWULg4$)oZr#F
z)7Sd%#Panud^XcXzG7a;Tj|N-*pn}w8}mm(U!0Bf96--zO*2<nb}qEYlwwleY>P<$
zNAHWf8Nk6tfo`zRe0<B6l(OgL(~a@kpr@(+Lr;H@GdjPgEY>ck@Kt4@Pd*+Bj*^+@
z=x9!RKCnxp2y-I1;Wf3_(ED7uQD(V^W>F@DSMffvOw=1+hn6OGJf(LE#4;2XY9e91
zUoL;esiv{DcWY#LdlE=g7k_9;GBx50PW7n2$2Z6WAQdl_ij3o?*r#cB!y?^>=PfVM
zqy&os_5M72XN<k~c3KESW?Dte1In{E_$UCJisGUsPT*MX@>Cq3!s}riQu;EbJRIvm
zPH9o}>?)5PFRs$UMwP<iCVD51{oxYgF~g>~+2x(u27()3t?~?N781w3Xp+Rt8Y}ne
z;~+Wm96cgjTm5U@4|r2HL>ZlTgUN_xDp92-P492c+oGZw9bIYwc&wGA&5Er!t#q;g
z&^KsOSG>^bmeRsM$ZUbrqan}Rg#>?$CFu~FSX+z7TqcP+1wMd?%2X;6FXc0D^&g6H
z4wU5Y)3aZ$+Kwc4opl2Q=eYX-&a1z^P*wd`pI-Ab1$}wvqd~^(eY+nV3_bPrVO&Wo
zb4=itj+e-XY9E`+tM@u5vrYb?8uqS;Gvd>F?J(DfVZ$yS@z|7v=U%FYKIPMT>Rhcr
ztzfTDc!Q{sqUy5_JaM%vv=6Yq?#v;U<x$_!^1qkz>V8GzsPy`5LarlG_Cx<?MXx$T
zpMfm8Biy%uRX|i1BkAc}>-)ixYz?(SPfPwY!r#uH0m;o*CEn;ri@AkouY@6^YGVAl
z_fU7au3qf<?FemV!y?I~FJf~-|6FtFZuwcfM34KP#Jj?MAC~!!^bB+`7X2p=_AW<(
zHH1h$OBR3GvjXnmY)R10b>j+w$1z>5I>z<g9Au(}-yyi-?Is7G%<BHtaeMExBWtD1
zI;$GyBux7jzz(c)=qI3}J8_fz^pQtp4z5S`fT+vN*Bs}<86~<`T5VK>Mm=P(ubzn9
zVXgZr%CE?vo?Ws^Y0dZ8Am4ix;o<3LQPME#Fabr-Caly5!bUY&6wfzQVr%6t=#oir
z(USWvTF#Oi%e*_1$bPH0*tx98z6JCyZwes57Q$m1eA3zs+uL3QHs3ZI^Rwk;un+RT
z!xXJUarwXX??h})YJ3<>Tq0_9tpxk*l?BiC@Bc$6k~~OFVKEm&nV^I<<Ndnr-XB~Y
zDh62=_WdU-vhEK5pU&o`foE}CK|^FcoC+CchJ;l9+tmhY#dV9HrcOt1(`L?RaPZI6
z;y}JC-2<YYVI!ImLPQ|N=EZ43q4k)Vsfs_2c^Zl3(8>Uh1%T`{l9^rm>27@YgQJT^
z%3uyj45lM)g(3YGWRUft@hSN+gzsPh;LV}C1y>~8Gv8-{a|4QTV&P}k5s3d<>BG=x
zX2$yOxK4y!20zMywK=;k+W#xb9b&edK!@q~inHvO)R(oPWk`WM2jBcJ>(BBdk@1QH
z>4Hbkpw_86bT{acVaCFLIn#G<z)G1CurZq=DSMv&fO&ch$E%XCUM&pbV^;Xc&z`u1
z&4sj1)5zEoEc(+g*OA9%zS*m>)asg^IP8_>6c@Zlpy+K6J0c-3N?DUm-J$EH7{|QD
z<o}TB$?;k7A4(}04(>N>oWw0Pu{@4EeexE>g8%SY5_yVJ%n5ha`{4iq49WL9e**Za
zU|t$>J6fEzGDNZhlR6nGzZUv719tF*2%eg0WpxS6OA-CNsJA+8bGFD)J7a#W2y2k<
zy>0aoMY^>E>!bjxUB~S2d(v0gdy}`z2e}?JSXa(`pZAQia@T0lcNdhP@a6E8Ib<Eb
zQcn}}pq2Gkoj8mUzzFMdozmOoSwDr!HZ_+PH7fAUVS{lKP1|FSMwMO@c4v`KnLZjy
z=1-fn5quHH{f%T7k9XpJ5$T!#s>D_gyX6*31=IA`<2}Vr3jYc>Aw)>>_uB-lkmn|&
zd3zN@AP3xwojS5QS*0<!dl@2&d`^(sYD0um<NE~lr&kTsBBUK#TY^{bSWH|7s-D_S
zJ<0O~6uw>o)@O4P@CP8q#z+FzOiIZTgwhxMJc1iPe2b$aRsf$t%2X@f?{72ZS+@d!
zeT#QAbiH4o%+rImw~rIxCw1PJSLCbu^M!xtDvwsPBBOJ)a|z&J9P`BeOQYy-q~BqF
zaP;YwD}t<;TH7=jxxw;k2FV?cIokeKIK(oU0b;)q@JY#D{<_<m+Mf9EHyQoB0gzEQ
z8veXy$4~hfYwW64l*9r1c+7lCgt7GV8}?N?m7AQkC8_ITKuwn7-Fw%lYN*L03~)s5
zobYle;C=a1cCFc!Z%yPR;>{%c1&UKvjEtteDd^^4aZB<P+i*H_*c<o4-BRq40wpv_
zw{QLTKd-&T0uoM`x6I5BuN}$3Zm%6Gy24i@2w9@tJ!e8XRhX7=4aowPLtq@I^RD6Y
z?S{W&Y(NdAkn&X+34!?ef?*QJbF=2f1Y!wuzJfH4`*JZCwPIn+?sD%5>;oD@!ql_i
z9Q-m=a*$7W);(pW%<r>KCSvsJpHvwTw@fF0sW7Oh$7HUm7-gr2$!JIaOrug#<f#k#
z#nW6mDEaK?wk4;t%+@?0yyEbE^jd)IdOc4Y?2Eg~4yH1<tS3KZsX+D!CNER_8d@0M
zrtr0ldGuVGN{7_2GS-iQQxPshl@5q?mKWvb1(uprijdL8CTw5v9L-d^Kb}PS4Twy}
z0%NxMxTUok4RD;r?K@82y=HCP7K2oS>kK{zk`i%F+@B;I^F7E(Sd$3<ne}do{*_{1
z$))5WsB`P4anDPtd(XG6;RhABSR9*98R+8PWK7$2-DMHb*0X&G7#TVTn%q?LCNaZB
z&$avRh+P2^GIcIdVAi#-K@A)8!DlOOrvJpmLSD+Vj1&Q^0=E!E)s!uzp#!UpV`Fsm
zR|iZOi1736yV3fwzne}bTt=J#w%5?hq|8C_r`zP=x8F-new=^nfbB+9J+OTha7uZq
zC{N2$P3`;Wsm*tLOUC60K!(2VJva#DSQ!%}FCXi~@Hi4Hd+&YzAfKP*@C^Y+U~Tkx
ztHP6vjs1qJ=9Ch@9B?Jyj!gp=DSu^Xsjp|R=&B{2m#<CrUws+*tp4XXqryG1DLY>h
zVKQ;VR#c&RM!7SV&yAwpxi7A={Qyo#T(|8nTR#3zFvm<K{@;(Wp~C0D%lf>+eW3_f
z!Z#;x22N4+6yfJ9VRWW4{i{1dry!a=^ImDmok#s1Z?lSy!J91QyVh2<O3}3>OJD-u
zo8{rolo8HnGa`RK?@qu>I9}Eb?{As^5JQ-=)_7-p;RHL^Qp`uw$PhJF35w+3-2-E!
z-zmp>&3PkM57Rg#@Z|8RI15U_Q+diBvZeII*5Y)V2IOt8q|OvfXExZf^lXdx`5Esi
zk#bt=jk-n&O>vb2+wD62Icb47Q=5BqXP<6reZ30*Ue2^ik=f56YQrH$)~q^HX%oj@
z{E<jJ>bzYfTKaq*e}ou4s7oOjw{g4Paqf|%TY`Gpa|x=uv*16>dk-Z(ziNEUpmbZ7
z@wvwix9R47t+%rLCyY(=<(A9-P4ZV-!*B}=^H30hGqD_R$UU~+oAX1>58_k`H+hUO
zRBFiSH#G&V`x?1>-TP8~>4x^4T&d7__8V7LME0L4*x{J=lWS#V_2-)$sr7smc`R?8
zjRw)FpPE}2$dg}VQ#&c68<{=j!44(xNNqynMD*1KOZX|ll1d$5%wsuzi<7J{8#z<u
z>ddm&Flpk_NY&s>Wp9{DR`TP4b0B-acc9v<<D-9EW>7*_NiYJTH*bK7dc-8!6ha&G
zB*$?K?X)b<euFslfh{M{N=)=Q)F=Q%OJJ^xxgJ5b2`hHdaNnOiAG)D9W|4h6Ef0MY
zYx0_Blr}KyAoJ{UUyE)eO7zbq$+48W=H!`cs4;Y{y-mD`v&4OFucZ7esxbRUuAk6f
zDUys__QgExAy92w9hrD3B*Ve480;$FyRp1#1?KBLx>l(V;gOemWLr&nOgYvPl7P)4
zr`q)*RF3EVf`echvoiMXZyD^x_b}C)ePbVVm$UDS{Hq9H@R$;hSllH$w`8IxM;uVJ
zvq&8bbqYts9gO4D7SV&fCzVR)e1IV=PdhDyBf$SioGJj=J7<zl*8=*BKFWaV<OrnR
zq;#&K&8n%ZbR?C3$0v@Sp5B&*uTQ2<h+AO@NJZh#A5^xic(eA+w+cNJ7bz66Kc2+n
z9ru8D*omm@Ev_{1OD(6{m?#MtIT|ww-Vt(Q6e1WnkJbm>y`Jg6rjU=<z{A(3kfqr9
zo+wZ99b;kov?#a18Kn}7xw+TFN~wsKNq#ykeIs(N!ZV^Z@cz47W+|EbTI<yQ(y{VV
zM}aHO)5QBLzM#)7_e7#bMM$1<%;l9dd`K66GwRQ#Oism#x8JzM^Tr)3b>bYJ3fF32
z#gmnr97Z~U2XdVObuk6q_>bFEBn!8y*>$+arZto}1a>)2gbTADNTHqKB3r{I$;`W)
z7i+Kyxf88OEP93M{QU~v>9+^AH?Ob77n5qyzeF_6n-u42`U%pIo#CgZXZSsedXvW)
z;YL21^K`Pf&R#j=yAlOn0l#(SoT_u}dfE6%w)=iwwuI#RDn%D0ue-kOZTl^1ZFQCA
z5r4N(M&Qr?XaRUEyc8WLwz-zr23XJc2rvOcgq?sM!K~=!aPV4KFiTWJ?ohm0JsZ=e
zOj(|iWsJW;5u#9EFe!(32shE3mg>ArTs}~cr!v~fi`gWPJZ>3)uK7M+dd?*>t+4ek
zlJQqNf-oR1?at~M=aUfhAi={}g{SgdODhLC>XuWVpcF(D+4oi1D6eV#_o<W|iK%RE
za@LkkG7wdY#Ae%8&HQ{_>Sg$q+iaBwFp?ShWS{uVI$A|LVmZxo;mzQmm#>AJaV8Ox
zXgfN~VCkJ19>8TIPG6Zf96ykPF#2o0<BzR}G#syAeqt>w<e(&~>Sp#;Z5}<2k-*nJ
zNt7GC-yUXyZcvEbt#>UU>9`*X$?W^?9Cl)s^&OjAzmXaC9%x`Xb-6yWWD#Du#vi?k
z4i-PSyp|t19q(8eI3Rt`NhJ76aURSN=nXigxEQQl0>cH)GaC{OW$=8;LDWiwXA+ZU
zB+ISPvnYvheE@=&9brr3S+(ng#73VI?$n1d6}M<yT}K}IE37W8A8;;Ar`{V<oX=(8
zuRo$S>_ND}+p1IS+WPmdH^^&X?6logdQ>OzF&fcwoKY`^1}*BX7H?{RcV9=e^-wA@
zEwL#im3^{5vTx<eCOnx9@x8e75~Y|VXeZb!)N%*Or%|y2n~1g>W_BWnJ}L<A>5Sr^
zNFu)=oTY&M`h4aLn{=877I3GpWfCp7wQM8*uAGR_-}v<wvjHrN?4~#x@CZ(F^TbZP
z>_rodY|z1euUPLm_vhZVC^=eY;-qW=^oVo52bg~Q(<p?JUmKaK@cp}=WMD#c{<tNP
z*>yxKSP39`xEBb=U=ne=Voz7L`f~;ynk?t)(^jvICn7<YJ!<Rk<g8+PR$oP@Rc?QM
zx>NE!=quiwMU(qlge=`Ft^KC#0QHUz;@*~goL%1C%N5NE+y4fX7i|9fTo?^yN)q2!
zbRqlgG>@PDf%8S~r7<chcPw?~mwkG)Rv;eZHj??t$&|M3yI;<CqOs5O9CAdK_u!Bv
z5oV=$`B|r}g1kOJ>((fApy7+r(%AOLtv`8tjVjDz&~I67+)s>3sE=mXX*olmb6dZ9
zNEv*_N&++Fc<P7oQl$UnZ)6zKKOc+XwVU9J_ivMCX+F;U_UGe7_%qw~35M|6zUSM2
zAbYQV`3Jz#wGAM0Oe3$@Pc68ExK-O0vJtQZUPo-+H(jb{bZK>oG9AoN3aZ39m!|5^
zd!}9h_p-qSelKj>wnb`e=t+E4_@9@OSwjTH=uaSm$D&0SKV8<;#Ojcpf|0f<rh7Hi
zlOgu`53KEbLJ4<d{2%w4c|JVEmyU)#G#4BYOyo3qC~1vF!zSO2cHIP~z?RpdFL6!5
zMbN*`a!iJRR=|K2(TuJCc5%*rAB7S2_BP0v!66pBTdiNmS~q(1ZbWN%#)&XR%W{0p
zV3pMv(*6`Ge?p;iCsBs;Cn1}xJO#lm*{JMK_#~k|uWk$dV7o09_d7E>p|*8ze6(G7
z?9@Yd^7r5!M(hcCck;@;>7?25s<1gJ&9C{V$<H@+Vj#W>O_Mu~IKZWl8WovQ`H^$U
zTm$-9xT)AR#P6(w26hGpNlP&Y_5Fx-ubu}<fwBKoewaIrz`sEx^Ui_uotf%|3SJ|6
zap=n}eUltzOhwP>M~p&^!zX2ev6@`>EN$F~<9G7l$ZEq`E{E=H8vm4Em9NG3z&Lik
zhW)(qVm{^PC1ZcC>=3_I?Zt!f2w3rM5Zwv(?`$0r{c*UB2(Lh+oy8@{a@2e(<_rTa
zzxY|-iZD0G;0d8@{sA{EKpNRX?!JtQLZF;y73?jiBkaNDn^fQ2<~#Z7^+X?dOqnf(
z@)mz2__@#I{@#GkAxj`YVY%}}Y~fxrt$vLXtB$qa;U;}2KdGVGOUSUYY7xnivaGR&
z>lj+p!j+#`lUDhC47C%JB6ifZQ#EYs%i(Vc6i<kFL=Jr<KoLBj7%C=4pcl?=>yvLK
zg}*JDB6|Nl>DDNn;tkjKyJB}{?JCp^02sjPEoA~VldZh)n%1o1bTZ7>p<pm)cfaf$
z)2Y4UN|)lNkmZ4xQ}6ZwyBD1bkBF&@NR6Phc1|&)A~e%)SjW)O#-=78-X@EMYPByd
zAGLtbRb{Zu6e4|%>UcMtOjyh=0hCGRodD~>$%ATA?fq0L=K8brhgJ<P5cNelEgGYb
zsoDShpaCl$#4F|oDdv)^9UHnVXP080ZwD2DJfHAlzkGRM3w#3E^?`2ApQTkK^CdvG
zXG5ozIdqgd#l!pwyNargzh&=Yx9={+5HiunhYcm%SFZ#5@OD6Bb(ko$B*M_;K~vjm
zl*8uqT1BPH@D<ZG_}pFF%cE~+jw3y7s)Abo3Yu#U)^>*Xf`-(0>fBSU@`h~Cswe2A
zP)RCiJh`%TK(oEvT5lmf^w$|k6i`en_y~_^i9DM&L%)%)@OVT^<RXT#bi9$h|HZGU
z<XNzh5h)dwAb(d*A+>SKVzyG+a)yNzy}tC-WgeY~qbX&L*UnZuAUQxah+P+B9Nrpp
zgh{H_qKlIPMWNHmErou5OXTglo(O8JH`?Cpdrkszf9KT9C%2+=zLtc>RnCEGctl~A
z_eP^ihE7vQZ1j0v^;V0WPJM?_H)a2Eqjgl{SXadp3)y_fZ!;Dd_L?x45v8RG>(RE@
zhJ7;f?z1pyl$RIk`L?Lxpl#ePpmvk?UX=CrrkuKyn|htm&Tn&T#FoNzisEEyDR|cH
zLK_V8*^^jugq^=Qw}KFaR#T4)b8%^;r|#xq+y`!Ts~l~GS~oB-hsMP-HN+<ExO#BX
zMrd2G&n9E+Jv&Qa4@??X)YZP0VN)`Q`$!48qVVt+>DwON`}<O@5=$LK!U73bSYGDs
z)EX~vYgcH_IlKNqt+e$GZ7tj`E=<xRTDX{^9&o+cu;n@#{|$!MbU|u*N2Pnk95s!9
zk4Od&|A-{u_%@uNl>xPnYQYp}e?xDZ;uzG$mjazs=LSCljCWFW2h7J|z^N}z-(*^f
z9hq6{f+<ZXp<eJ@o@~!V86MY-)Lh?<e(<ULXANF@tGo>f*>=jiZbx;M{KjhP?IF_O
z(>K>vnFxjR;-wkOEXG7a7N!=XXC3(a5Al8bj6U@{y-W~mvOe|jqaQ>nTMzA7`FLDP
zH5~cYmWi~q+z+}3EqE_(S?g?-;ORT7f#W+ZD-^7Vu}x_CUcZh=J3JfRhY8v>cgDY&
z{Cl6qOHYB@Bp9ZAm=<O$D_2-vABaDxQajw&8ttEjytrDQY<XQ<iYhdnzkjq^;wO^&
zAP8KfC%H*#O4KjVG^Xl7g$MKP?Od94HbMCG^Dh;nS%|_qcAqBzYpuWVJ~HQwhnWvo
zv6U&E7SNrTib{OfbmrsEK^Bmwr6dia^%{D+IK>pKe^tx)>ff^~uEm}$t^4ki)*#%p
zy*5m7cT_qA*P7o2(L4_lI?>AEz!o&CV8+}NW<Y%=7iUH9w=3!dL9_dr6@v`-o}&q5
z(Az7B1pP^?wmXpH^N*eR$_`ArlUz^wyX;(#G)4DJm1<*+)v)#rZb3%|SmO*SZVGx8
zd?J4fr4$1Se<1v7zFefsgVSOuaT}Lc7f9XdJOv;1MROGM5f$lRz4XTM6ZW~Y^O&VQ
zYmG02EAj9bj|IaD-<hByJil0)KHGMs{IX1Fczsn|c><0j-+^yFNhpMu)Qp*+huFI2
zY2l-pNNdQU1q-QdNsC{F&%Q{Bw;Dvs22<Vjq`%knLRp*#bhJN2u6nn-lhFpC+1lpi
z71M;+zd&>VSLRqzF7^JN+7jSYE$G)y$&(HQl46;sbD+Zcolv<$XFyVD<4HDfPnH;-
z`8~Qdx#X9tXzoXD6+t|+Gq}HW$Q%M9M<Nq}%L0Dk3Ka-RZck(E^L!RoojHc1QEmad
zSD55*+!<T=Q!}LrtSA7z6nAG;ntaoycAm$~TPGj$zStzaEs?I?{+nffXXJjYb2LHu
z&ZL4&%}hAcO#b_`YXC+~#%1hfmM8@EIfr1tzqc4$d>&C(lzY7~&;9b49B65Mgt)vU
zYOhx1<;GR`qBCM$R4jTEw%tsqROU6N3sx_!VTa?)H_=YB#aMDL7OyI3M9~(%Q|@m4
zAb))PWxmJZG*|h_bfPSLYE5dlBsK+l8e#{P`mMTb3b*HJjt^7{&r%-jy4qgR;>GsD
zLy_MHPlVOLvpS6f&PQM9h<?8ypuj`^_$Qn9`n=a);#)QEH!ZEhO{w9EBG3L&=cE00
zmTX!%)n@h<<FUpcDFu2jwX$5DS=h7`ZdUl2{Jx7J18}?)iL*r6FuVi;nJ}2~&}7Ux
z7uXlN%5GMq-<bL4O%`L)N;f$)Wjz*Ad9JoE?B^sae!8liyjvatsC^#ndA3N35Dyks
zO6RBFt%c2bTz*9un>GeW#H>(4vKX6RJg%PXYgzh*b^SGBLp{41F{HC&#ZxRU6;pQN
zecvI8vHK!v^-4A3XpX@U9D{MS7C&<HxGcITLT=s7`&HJ(&~CCRA?X~qO(wbXq<_d!
zh_C1)Q?Y>rljsZk6~QC7dF~n+O{yIm$BkJ5t~=cOI#YkpuZ>6*Bv3>6a_Uc_VF|t^
z^-m#-2ZDiw%M;&LXy4}7HBOm_1p!e>+OE9!(SYwo!_&b@_6YEgY5Zd-3ir~`t}Mv-
zPN=sCZ^2j(l!hFc97_KId=FKk^2~*4(!JA#OGlr2==6E6MBb!(IwSjuTBp5=MDO5f
zUD>ZB!^5m)&?&Lz>6`KjHKniH+p{uyH%oTQl(!)cj7>w(_*DI36Z>7otC*h6iy!qK
z&MY=N%17Paafv+DJC_7Xvzr^<*{%u4jv2*p`|1^<fVwy!^v^waS-pE*7l7EF?EVOD
zV}TvU9OSW>(mOP+Z)xpcPz|Ngn_MiM1ywCih?4R(9^`kkUl(8j5&<%o-6eVln~d09
z^Y8pz*y{y-vyw=d)US*31Q9Vq&l&5yX<FO}lRDtD?&OA1XmY@30X9^Yr1!lww09fp
z^*C~OtK^*eEt;8%n~&f_U-1&x+a&(xq2FMFOL=h7y&Wo2<TJTC9IpW@cL-6H*zs;5
z$J4K21neP?c{ou+p8|J)IJ_1YFA&grLL0dEm5vNO6S8z#Yi#jW@2z!C=^&{oMLHdP
z66mqPcVSnf@V0X+Y2HTM)jqi+WQCDYo0Rqi4Xz_grS+M9S=5jbHo}m~n6J&c3SQ@S
zAsienzT#EI+x7cJ6jMdo3pBLP1Q}6qBtZLfpE`F;ud_M_)Hirk_1=nc8o6GDEI<p)
z8kM!YR;?QM`nhUeA6a*q>kL6PZp<?1V|84XZME;4GKnR$Y^#_TKzfU}g?Gh46H__h
zS&AEK5i5;y*HzkmrOO+CPvhaiAL+Beqti?I+WiT`wkuEd`(-AAmpjB}1-*hqDKNXp
zgUl0CA#*=xg1<%f!zk?1EGORE_uEuBx0|ZVhy~yM2YP@=G3$~BZ_*d^TnkmjsJdhk
z<qdaXUGqhcet`$f61cfPar#@`L${4=QtVUuG0yOjB_{mqS6(5xwUO<zs?Lko-uMhh
z$460F6XIq_N(&V`wiGm#Fl)tf#OKF$@QrVGwJ2{Ud58a_Ey#(=;a65o5#@(Sf>tze
zMjxa=rQ5%2Q7i4oiY)f&I69p0m=xi;Zi&x$hJg;d(M(>@!xjzKXZquDiPOa#RL>(Y
zDTWOFsDU5%G(@RB(55~s@J=^}Ke0m;BwDc0da6hiH0|<pRJ)3O29@<UUsfNv4JMc5
zc<<Jh4|RI%?G-|i5t{~acE=Yz;W6eDUw=gCvTx<oRbDg<I-?Jxp@>E$WY|?rWQ6`<
zj%fKP;%Ujeb6(di7+0mzp`XJee>`!qNang1*I_G?Sjq(fT?&BB-B+J+NSV$p?UW4;
z>=iVW<g3CQR_u}z{*8+t@co)29XINLpT3{ag0ZYUov}?pb`&wSq&c7*|B0|Fn?dX_
zYXB<L2RVY!g6Yt`)+$p555U)_EgJQvs4f$u`(AsdnQt<E`)^*w3t+&n%7jC#RmSS7
z3<$;?Zh%49!nDGok>-;Sj_RtZC~ETed5kAFyASmOt1HeYX-$m~;$ebNAx_a(n%1Pm
zfIgP(`9w`KjX={zW>;MGtu)F`Ffr`;<Y~qwfNF&Cy>7A@mPiUl)VMyIEFO1oh#}GB
z9DaFv=qRvj@KfIy{$$;2IU6%Gx7OWRCZ+J9aJ!(^qM<l-wO?o)99M1p7Ex@=z#+J2
zp)^)e*Oh0hUTdN#r1`i^13g1eXL4zfUvSjd`D<-h440bQ&CAuC>ydL|0TyZV3-{VA
z;~S7&i+{R{mdi%BQR2H&-ymqMv##u+`Fr7>6Js`EII+3oBX|%3g8VgjSsX^%1#X>~
zbJ;%las?XK9T53jTyowZ^{@ZIMXC96XrN)g^z(E5sjFqW79t-|G`0xP{kCAkdcPYK
zU-_m$(70E>-S%CPdD^aIt^PPM6xM83a9Q1xRQ=y2XVp~6P&ke$sWS^3ngQjB^}->G
z*xELScf5ner?l*Rdv4PkZ+)nnhZH_3DIF_A-*mhRVi})RgrBn+hTP>bmit7|D%^5f
z<#aKwAM6|^@I2-`Pm~s~dma+Aa9aG<?%Q%0`cGxZm3;}B@MLO_1sLiP!46s<iQqI{
z*9^5XQ%X%we469)?e&i*Crd@I&|Uc&M7zm1*JGIH6^#p%N}y~ychMl0UCc2kt>3z7
za6WiWJjt<m0lUh@Uzb=udVXAVx)ZkDs8XmC7r9#x3bSs8qU^RYqZ0cq!3MWJDl;KH
zfU?aMO%x6OH>}Dp_UO0pNS!W@JpmjglZw#;=d};|eI%QN8$E_1(Nv1pkC?(MRL19p
zW7oI)1LKmO3uW4vhRxiRwz6(!#%5HwV_-t371nzVA%~jXd+}I1PyH?+4C3Uq=L(mM
z{SaOh*qs&e{O22DuMSGZKyt|9P2r2E^Rte-FtYwV$pgzs9XvPO2b)&Lzu)99b1UFN
z>sY01tT?x%=?%i28Wf)AI-PG&yG_mE_5xx5dRB)%>ijj8k6mG{#6SPkfkijHm+Jck
zNns5a>j#sPxM91`&HvnH3_O`I6y&=wFruVaDVkbooaJ3%;0lLh<Gjj?C^O!3f%a_m
z!Euo;`-U`J57pbERr=;9-JS`DYZ<1hbjnOi`{AyZj(JN+$fb`pk1R`GF4K9BE`!!x
zY|$FCxyZeiVt1ie_5)cQnGz+bYT=O{zd;WxyYjlZ#Y96Ng9UODKjaQ+K6h|PVb+B+
zvZL=mMrk<PqNlN{Y}lNvu8aQ@+wt%}6JXs}5be7ySN65r`!Mnr?8JSuVJm4#yYuw<
zwq+H;2YNGZ6{QEuVdOI|*BA;Oz6SNHTQWsahDTexZJ&5cM(Uc@uZcll{RDl6!`c8(
z(79A{UCe0BI>0?`Q^1?^S_yBj-!4YGJ&m&hY=>RW`}CVf>|Xc)3WHyO)zwUEATzrS
zi}ATf;Bk}u?b;~vIiIwI`K_-Cjvg096i~9Sj(TuDR2QYijy>WsF?bav7)EbzNP2UZ
z5qCH%P_Ek>A})eT4L)*2jz(DfPCxcD{Pr3ePH)v<wD(h^Gc8qf9mF#<LSNT}j@h<i
z&`0uASCKb)&Y`(lSa*Q`EPS2|gbFF`eU$PH>Eq1e+V*-D_pUu6rn$_6y8E|tT$;U$
zcby|AON13{(;&wkv>*1kA+}_;D)KPPpo;hM85phS%j4iss8g{)jkD8l|5XjYWXi!(
z;AScU&W=cc*y3%;u}S#%+F#%4>zwBAk2{C1bsz&-{4V;_mJtBW<NgBnv?iD(4d!QX
zDKSJ0v}11)rMwTLGI7#=N)~YFDRB#We!uMsH9HRo-dP+ua<gU3Sd;z%YP=?t^PF>c
z&}8#zmDwc%J7Z^94>T~rFZGR!dU<KY&<=0O3fSqd(}{npluCxiv39rV<w(My_N;IG
z?a^hpow8|m8U6PKqy0nMhU%WUnOrff`@Ff9O_u9y@8of9gTM0ZM4L?bxz%vy7$K=!
z=p^T#e3-R0GG=0PZdqlrPkfTsGcKCmsu+qN3r$p!1Pkjnj?j;vj$-Qx-l8?hs<nSN
zut515w~hB-lPrB^!MyWoXI%J`nxd<2;L>Dp8kbxaPkvz+reKe#-n1}H)-M=}ed$nW
z+^r)SX}$FVS*~Rr>FkOspqut$_H{s-`wZ4X2TNT02Ut4q+oFb4M}-a$U`+TT<(jx4
zr3_wbf<jF5e~<bapp$tgN}MhCW^;XE*ZJ0Ba|6b+_IQD?&DG?*&B^cHO)m9R1DdNY
zMn}7j7T)4owqK=fBxY+~pOK$P1&A(Jd;xkbxuHXyWeH0NtX`-PJcc_61_uHfk>HPv
ze|j~fKw;-xR-0-n*xLQhup8GE=|wzVrm5dXQ*`sO@0b{7G-cbE*>(q#Wr81|tn^#y
z7I7H8wNa<Gmht9AKzTuL(W7*WUMqE0t+Y_|3}-~ag2bj2S8le)zfV)&Poynzme+&M
z)7Z0aWf}ejjzO5V-vXb@8u+wTv@4YOLZ>`t?b`vO_h_OxVTfEh7zb$L+`iQc)WMvM
zYy6JZ2Hf!-;InoiHyw3o-PD57gQ3Y;#Ym0bL1)*@Y)CHDwtK?|!PSu?)L_t)XRi!r
zIny{Aa-Cfn9_&A9POsRu*uIEMDLmY7RGv%g*1Sx*tT;~q-JAzW$h|XR1*#RnZ*0)(
zZv6UL|Gi~IR0nrK_BVfmzchrV-xaq%nhbv7=b?5!9O-v2{>_IZg^rYG)~^#T7OPTL
zDx6P&3eo9eEg_gj-$=*^5OG+t>V`Z{g>=R({eoj04FLVsl*^*(8Jkiy^lE@tyCN@+
zW6KyIK8Bxr0-8L5*BtEC^fw!zUVWu0yY6M_e^U(lZ{>cdeXU`VjL<#;eShP-Avp3a
z@Lb<lyF~#odMaT3LGyN3SCi_t4qwk20qOK{2yMBu6gaDdzcKqN2KqRC%U%#{Tu5gu
zIP1Y@?5eaobH{FFE-t3dZO!VmK+~KBRNo}AYTkz(K383bMqIu=SDCxP){(~1#b5t%
z<-@cUSQ5g$hhMg!ZHiSsiuvb(v(z>IDq20mZ$7IgX5A&kg-wzT(O%(e_WGrQA8X(A
znx88Z_!+UWEGKH5$gBcYlNr9~pX*~#U95!GtoKQ0<)0}L+(>Peg+q1Sg#|5VnT|7>
zUcBbVvG4=O4lwnqxFGfQ8=#obEc<V;`S%T=C%DAYHv_;o8HiDn7j+7RjrBKvD*RPC
z?D(L4@1gB)JSdG>KV^)e-^E%xVDQJF*SI@Ty1^C}XlPPye#F-zJS0_7S62@Ry9EIb
zi9WPoS{#|wL8}4*<f7k{nFCt{G_nr|c<nb*;_LP5o&R5Lvu=-1do`v4Eyy;exJrMt
zjL6ENd0IfP#V)!UctcU`)~D#iQCg0f>f#!NKv};#E&uC)R(H@09AofIsYXdvB43S#
zblPC`Pn~jd*414j*n+BixbtBqL<cyFW%0ujzg4~7q!-rTMox{Hn6wo;o7TTDwjm?Y
z%8A&GEVIUrmRqz$!pty;=AAJdxhZOyt{0LE+VUO-EF;h<+miMbYF<YSg>*IFcKUOi
z@0rdiHVG0Z{M5&C{^;X-Z%DOV-(g*~$+KzTKJIIB90ChXN+CbpHt>TFf=x%Yu5@|_
zu5zC?i`UFy%HYj&srmve-A4u!$HFubXzW56ECN6th*|LlciCTI|E;Y5eMjic@Ha&>
z?El%p?x)Yo8y*%pGJfOHQWtX&0McgZYP5>zY=H8j3b1fBH!`*19WVsL9x<Z!Uy32<
z<G+eg$IqW>qxu&$M8)1kg0bgLmz#NFY>R*k4TZ^B{p8(xEvEU>ad&A+Ct&x*7V~lZ
zojOL_LJxPBZI$3U3qUkl+gLJ9uXGOfhernSs7#dGlCm~)o0XO53u%b#5~w+J_H|*Q
zZ>XsF-u4J^5#^v<mII4b-shYBFgVRR5|ACtG*MU8lBDS#2w}C}yDn)gxy*7O>;r3-
z!~oO8uwteCI|>IORrmdM{{<3mv0WRS22rl%*}G&#?F*w+jJAu*UA$H!VRsOitCOY1
zqd`WBn-<{HZ>D&&fO~QZXmjlgHxp1Jq=#$P+Cs1hMw7ZFzPjmJLAu$;TqP5>XQQH^
zWW|WWH+_-Hbip8&h_$RF_lxLoi-@Xo<i(riojDhyc`=xPD^%xB+{h5|_+)t;7%GrP
zw+!FVTBiew(WCxXqZ<FltA9h+odExq-I7PmOOu?~>9w%}ZNitW#MF<Tu`RCl#-wZk
z+BQYg6WVQ=dW1G>h%m>x$9x`}FU^)8Tg|*=$KUGuB`;G%0GVu97`LlA4b^XC>uGVA
z0RGYuhMrZxjP`+x{&26woo4ZWAiKSOeF^}a<&A&YlnFC_*`l(J+?8%fJWqCvP4El8
zT=z-Hcn^Ml`2pHntjAiKMi3|<%SOY-XOvx6ImBPN7RcOL0e|MP)t&jWzK^@e5k9No
zK&s|i^>Nr?|Lky-b0+8HdCgR`A*U7CczJEN2C+coKhx|QSz}Kvim;sgAf??Bfy_eZ
z)w0Z8w6v>f@7;-6#@z)x7dn#kH2iSKqiv|XH0Cb;O3hI>z#)hJ-i@m9hUy47_RkBm
zv)$^uC1Hj^^(+xt77V;i3!t+`?hq>n3uXzdNb@B`JU+7gOzNoWw9L^&yu@hX)arwe
zX=u{=s;IFAD;Rsnjo8zHS28X&^4WsF<=HlnPW(U^;iAgSI!QMDhfh4Ifbb>R9scX#
z|6~*3be?PxjDVvArS_%{rdV(kBXO`@0%kz$xU}04K_yVXBxu&A&3mIek_AEZnF{wv
zJ@q{H+|$(nQy$j#+IN?Q*4Vu&Y3?Iu#>>`y2vX84FU^C*(PuQJ%{+{smhAaPh7%w)
z@dc1ku9-e{1>}}_LSZgDx}?vM)38jLfa~vvQU2M#SM=JEPQFF-`x^vW<rybRLu?ye
zeHepekVKp(Kpl8r0%kTpM0xCm{^6z4o#a&5s8@k!EH|!l(G5-78gLiy@?)!l6vy*2
zgIw)d&^tPgdNzg49%WT5({99-0~O~U^HtMrN4xtFtEtnIl9)}txs)&zXL#X}r{6jI
zQb6q$5)hrICG$Be{wy)IXQjm?g*j-SZ<H_v#HvyRp}S|O$l&`ZT(Ivxs_bBkznZBM
z6#~hxMEY-!W+7kFeI8Q>sbKg)ae*Bm7Hg@r+2*hoduja!`M0zAkyXoZq^UqIy5JHt
z_)`O!d^9}lzFZv5$SeF2#+<BBlrZC$yRred{tDwyY)s3$j%cIpD#-tr@vol|1V5)p
zrlHY>bD=#_jWigGp<DVUJV*qDFeBG2<TWb6j<xPw_^H)nxM<t$5ehq%09rq%lkbXw
z+I}ut;#}3^1DT2|YV7vxHmH3|LEks*SZU{WcnZJ#yr}eLB*d6^zEO47iR^C#Jt7Mb
zK#?z%I6y{mH&>fwR#Hwx%wGUKGVkZN0T~KW2Rs}_9sR_NgFi~hcfE}9gCY6(#To|D
zX=onVGL@+9ekG93<<5wB^<)`;b8Y0$eqzDv?r~~8+|jQ3U``wa^By|e6%Avl(pOs9
zGP2x0+nZpT49{H11Dy`%+S}yykqXqZLQV=z?RWG{yw{wryG%IlTye?&1v%*ot%*29
z6bp7qbDyx@x*9oM+BQ}Uvtk!A-R0%#NU}ENLl*dL2uH67HY9t`i@=%MyJM5&D~(jo
zWKTv{)R~N3!6!-m2$aHWOyO>x%OU;6K7I!{lA-$|2oHY|^K|5x`fmjJ?*Q6a7s2u4
zl^mHlvraagi;OF3nf-z-QhfJnTxZ_LsI_S+KA?%O-)~mH7}|x2(dkq5O;&<&kLOUi
zMQzt@!v~c=ae8kb+m-%v+YFdxkprr{qRWUUUD1#JhAA<8T0G9ng3<x2t2+lImvj4m
z0RD!r7@ih%`{K1Vsm|bx2Q5dv9lz+9UHf!`p`=Ly-m({T`3w3T8iX3k3<8>^7rjtS
zASZ)XaacmJ62a?UV%eWDi-+svP=h?PIJ%}MOwJhM0dI8Y?-|~%%9QqR-7MrK5wrFC
zG&QaoyRTV%JFW1rOXSYoA+<3bVq`c-?fP<9`@=j4`?s(mvN00bA`&;HH<xesKAJ#{
z()6uO&WN2)hw1w3p4Yrqoz7pCuMVik#zj4@08tK{Knn@dV3Qaj(vza?qfxh?oBH0J
zIlEs*G|FBN8yzErzryZPnXC(6=ZI<lQRDxUBjWsVAN3@`<WEk%11L_h)#;`;v_2qz
zB@@*(Fi!{*<*Pm9X<CNspICEdI4oe#yTN3DV!mzlO(-hNbnYuGG8ML`Iz;Yf^k7t%
zw2m>MKpOc!Wr37hYs;By%L{0G3x`3Eq0bSRYpYisKei*fdEAwjg8_l+SJ*9**8ZL?
zSd$DAH&Mq^f^z4*W=ToS15xD8JH23kB|cdhesw~uC}K1kXMC7KZ91kHlEZ1TUV2iz
z?@)~g1yE>ub&0im?$)`>jeLJ{g%IbLlVa734vo%JXY4Ev;%>wWfX9-aI3PsVerfxQ
z5>z)}*gk~Ao;jTt<cZivN~|Yl;0S*v>Lx^Xv3d(_M|*v69qK%tbAg5n3hx?1dEg)P
zmiH5vlhEI$9;ImvPAhgFo^SXJE?5*_x(Q4tL;~v##ut+5Tkm65zR#>3Dy`%k^-Ydu
zU2P^``YckK-XUailCg+397wH3GT|RFTzAj*@|)!Ue{TVF&jJ2$Lhi`|B5nY8H<sK1
z+z5t={7LyrW#Z1yHsDzLJ;|Mnq(JGb9|DvpKuy}Q`EIcn6|O#=CI9>@Y*%aX-~K=*
zBi+9fT(wdEW)JAkfG&-@dYig}FMe!F3Bw)Y9BN9XlxnI}S*ixdi#`?P>YGZ4s0Jhy
ziWBVBxwX>zp!%jX&5Sj#V0J%(+65YRMj*X586Or!2Il=5Ajwzrq=Hmfz)o?g1a@Vc
z_|#I_3ws1-sl0^*9svEL2$o54nlmx`I^Bv}8`1rIqjo3hU1JyQD4cW4HxSkX{lKh@
zTd!%YorUZYy!Z_Of2)0meA_KhIM<npt5$o2o{{}|N*Ijck-}__#c#M8v~-$82dnXX
zGy7l;3G$4xL@?<vhF7fzDkH>0f|cRtNC}VmG#rt>vAb>s|7M}d$<N%PqzR%J=9Jf9
zz8#Ul6_o^;b<p~uhasu=%%FBoe?qZj?$)U5cutNWtUG2SZDknA9-e2UESG7wtASkh
z`9o~Vcn>$yVydGN(2BVp8Tj3|z9jyy0|fE`UcfZRAKDv}&1lm%D8akqRdP>?ChIy|
zQcJlQ!(es%@}nv7b-JX7FRl~pb*|4yk+I&^Kp5>)Z?C=)!|B!s=H;?A8#rzH>cL+U
zg~9BFWKU=<S0%aZ@{4oHBe=kQWh&yYaUHTb8eZSSuQo8fT<|+B^=lJOibgaiU&I<8
zN=cHWtdH-d?2I0^?w61fLf3egBFmaW^*WoL6!*k<o#lbA9vgWMh%BYou3dJ}HF2w^
zOG*5?+OZ0X6Px8D$-7xMlh7Fp`^Lfo^6UAr1R%K1<BM8`9u5@nx*9YW_<s6H2~5<`
zKO)Sq!PZw@dV6{ej>A~hiWko{9Q5(F&uiJG05ua(!>*+um;nAyomrb4>6e00t7q#m
z@kVSAPKUK5M)t_aZ=K7E`bPHwd(_(8UBKGte*D+pojf!Hl@@_$pwXQS2Ixy%Qb+(8
z8j2jsG&w`WlkyhVn2a_*I0~pe)S4aFNPhPCm&DTafN~ELY$&8l3o?BE!0nIhz-+ka
z4EIjc*+RHMyy0D>$7b1lWTiS%<Y-0|>iQ%NcKK^{XI`UBd1$t76Z#m|eS|C@SimZS
z?6R_4C}-!+r}UhgGHFmlI^u)-*Q408`!cxyQ<@Rr7Z9Cakwc%@IUgs471?%xC2C!f
z4_>HGX*b<!6JRX59Gw6?|9Nm1ar>s=zp*ahA>{#`wTo%y@W3SlYDjEJMQoej=vcZ?
zkmeyDPqz7|TkLD&oMTlt^2vE5%$|lPr04m?0=L*{Q*^Mwnz}P#2=4At`-sGy2Qb^|
zZwE=*fw|viLv8Ow)2+Fl4=V;27UN#Hx|em*lESgadF>%w>GS}))*>=Ar5z;yJnnuZ
zh+&zkvGnq-ZIFfnrDGlU*MgqNj#xrknBMs+63ha?^~LKxmux7Fm(7p(YTr$HMn(of
zK`<{@HT;a~O$>1A53U=vgRsI9=1O<fs#(BRrd^lLc<gIHUppuvayeU%UO59|Vw95u
zqvle-vlZFh?TQ54tH==NU1AJ4WU8w=k=VTWs5pW`KLJ?m!ddZXy-#CCg9W;bMY?7r
zvEbpWgn3i!VL~aeqWVlNcJjymEdMX;%;X?jY+vh9hERlH4G5TUZM<MPoGm>XlngF1
ztut$XM)Qd9?sIjiU}d?~PGOP#WV&>8UENNpH5R%I-=5FqEynn$dyY2@q8jWjA+<#j
zdsZxloi8yez0PC-H-MD)o8W)vJDGQ{2q2#|!(GIPb-7T2HPZQ8#y0796RC+tjYQ|&
zMjx>}c>F*4YmE984DMlnwVAR_`@tohUm(t5!q8~LaM(hUn245U#{AREUItW23AuIS
zvD9v1u?oi~wZMFr-|@n7s9wYyJR>A0Zy*$bJx$W9th4uVo68zRn^f4SxfkG_Pl9oE
zLM-=iR5vtc9p2)_vN$KayIgd^O?-W4f1{LgE7M<80MzmZsnS&>4nCP4`l10@rdIo=
zgNKp5x8dhL?;frROkJKD!Q$fDhhVTP8RO{48hU$Df6_Uh{tW*WXZ2gH6%ki12I3@P
z#oFIe@$!v6<dbXR8A%tLyWz$aI`K0u#n?esm!xp%C%>wPyKcty7S`GN6>y)1i!F%9
z;GIVl)sPrA?N~Nhe5^?imRJ&?X_T^>n^2q`gD{Ujs_~h?&S?-wr?b~#bV{NlUTk$E
zB^ZtAZpNkJ&FFwmGKai2ks-fRD|QSn5=K^-@KIq*sD#T_2D^{{8^{C@oqUd{1@2g)
z{7hScs%6swl79pON}IMcGU0kyt^X;<=^1WZsgIMu;)->To9j&2MPC{5%>POd3}N8m
z93BK}wf6{GCcf;kU&?MQE_LG_G2y_wHBB$#ar4w3wPx?=Ygn<C+mXjf`$jzVbi8D6
zL=63BxX$!w@x>CU>3Q3`ap3is{ne&&OHx;Ke`VM_qgaV=j;q+kkiU3A`+IGcF2t&{
zNYYqz>fPs3JtKa)<@oe7h2i}?FvhGFP?)niv@pEz6?gbikSQK<!Q!kkDh7;mmTrX!
zP+{-YaL(ht3X)CaTuenqen9=yZ{}&dc(DI5{YCzBWd5aVq=b*=6CZ#D{dZH&kKWZT
zLE-B+I!?R@*hEFL%~}IsITBp8Z1akyO7c|2)TX25dgJAE&bFi!*!~l9_d})rk*cB)
z;|~pDx!O={zXn(mi;nkk%w$u}!KJSt0_Nd~Yh}No@q9bh={D(W^5P-p5-ir(=ab0X
z_xp(vy5%A<#mzqj_;-g2w|}>yAWhr(*QXaaGi7Rs;e{%d@zPGRJ}J5GWAzo|{r(RO
z7fYNicISaI%noKZFy79Ngfl)$cgYp>WVY>Ssg6n{iFE1v*`i))6!>pW)S*5&T`(5=
z4Is#MjF%)j76~)?YJ;XcukzIrilE_v=aax>H;))I7PdT2l;9AvK2NK&aJA<d{J3Ue
z=Bq}EeYw(khqh_Ph%m+vhei+rTDo5UkTU2W3X2qr&z{9P1{&t6S{D~l>sMND|5=Fy
zn~>kLtFDjz<9_fDVeojoVRf01p|s<HBKT74yf2|;ZmQt0)*{kgKJI#+7G7l1j6Ep{
zUZXX9rW$5wqim22a^K3>$ho|>j@hXkRex@;%zpk75hmE=cHRSP5&p%Z-^$;JS<MyL
zZK!+Tz32UR-E|9q6SqtIcnY6^@;X5C2Mvgz790W>q`1OB6Bal#V~mfyZeXxt4#M?2
z6}04e>8^V+2j`c-Ab}Oa2_hBZx5n|041S$W6}{51tFqisbM9RI5zIuzfqk57U}KpX
z*vY$6aR>gD?IbrQfjq2Bs#D&4{H3#`_S(u}9XEGz<0AgREQ62=-z9;|08JQ7BA`U?
z-jUQ^g$B~9cfw+t3oB79k)tTwb5dkqc$VI8oi?<q0VX5^9i<Gg-_V&nsrYR#F89ul
z9l*j{!o{zG{;O#I#lopShPk-340+6c3DSR4MY+K-Ql(OK&h-#AB-!GbYlZ2hYcoyZ
z-v2MDzTjF!ECELjb(OBM8639Lr&{4F@6D~u?DnAjaW9J>k2_udOR~Lqnql#EU%MQ%
z@_4@(k{s3>w#ymoM$E%9=RWDQg1{|&)gV+DR+md4$Oqi0T2PtDC8$U-2@|fTeW{FF
z=fO!kX}fL<lb6SjEe^RW6oAA5Vu0@wfof$y_>>H{OxGT&A|Mp=F(Lcjp!iOylfpfG
zPOmG^Z!IIrydu2I@3YRS=J*JzI>BgEU#E^+EQOc(Z;KILli|c1sK(GqY8#M}O3EYv
zh@$;xVe#{ij#@jzobh+aJ9LAtQD*~y@11h_BD2Q>&=m|?TTyPHR)1blmz!XUS*BCN
zL1jVXFq&{P-w5lREIsO<jTXR!<ESghX=Bss*)oEJ_ZLO;J^h=?-ylQ23&Pw#{Z_B`
zNmDv%lfz&QM=VPgENFvK6TxeUx7{`!ow^P!N?h}+MpmTx6uYe<s(UY@(vX$%O5p*@
zg9}2srsY*b#m)6;`t|D_n$vF*AArr?{YqYaZt{Ni<c+G@uEr!;(<0$l*kh)_hfx$V
zc&hK5Nd8x$3#@=g`a80&zuoT2?7xlr(#wvJ<Z8T7q`Med)G8z~KAkmda5_oD9nY?R
zJrJWNTlg=ee^Fz-nxFTRi*hVR1_~2aJ;^w$W5oT8sU73O_6~ju9Bd%KBfTlI40q){
z`3FE?gP>!p#i?ng0G4|dyi#!tuouB8Ry)>={V!?XaO{-#3k+0e9R6VY?s$RTyNkFO
zFKMgEto@N`&lf3m*i(u*>=(nIx`Ezfl!J85_W_klvr{YXPO*;dw-~w;RA!hUS$CJN
z*W2Cd0nyn&y5@tRrLXJ}AAeOQJHa1RJIYru5#IL$$_)~+E_>;`Zsd0O<k5{h4M#np
z=En}!KgR<<<akG=7w%f;rO`HD?K*Bh+X0v{X252-ok5(u(1rN9Hk=F`#>>v7md?b%
zR-cWZ(eZl-1{soF(h#-(hu65N=A=-JtPqPPS&Hg0S!=;=w<Kd)E(RRG07fYmnmWdw
z<GO8mAS}vhUyf94*3X6}dlzvvGx__lu`RcJC1<^2)!Tpyx2l*kU*plE)5AY4`2l{;
z#d11LyC;R9OMPbTbn<alVb_+vN4*o&pvORFAjR*pb@dQ|(G!0{vdCj>`u-!2S3oO7
z6=-Kb%#iwjp{D<e*6)v^7F3xYBWSNyHIV;KssRl51H84?+4;T>-)_n}ts{V=&rGW$
zjd?%28NZbKOwcewB0K9HmlpV=I%C7D$~;v*>@^FYzrpd=){7#i0!$hl^N}V^nP;LF
zo8??JZGW~fIi})vX?{=8?_!LkW!)U&Z3T&6pmz4{6&`A7O-QD3oWW|ZZLwfkA$ux{
zVxJb0ZHw>!f9-vFJk;ykf2mH?sgorNrDE)v9P5N3i4bESyQ0V*BU@%BrLrsAh+!((
z!U!40GCIO!ow5yP5Mu0N5N7ave81=Xp1#j>dOfe-|HogSKR&PVx$o<~-`DoOt_#ZS
zs|<(_Z%k$ZR_@y!D(q<G)~u5e4InRyPT2%H#nT?VDPkrbZ^+Z!Xc4DkKQa4V5*}5O
zR*U0Qb1ft6ni*{5A{`-g*5ur4t7CYmOK8%=uuvJ(m`fvoGWh`bRYh-fy;zhu6%Q|e
zL_^V0joG<xg;j&5V~hbe+|WC!q4XX+cgPNm?}AdFv=pKaeF4wOzBz}>qUAC6p>ESE
zALTe!Td7XHcxZ8oFoI&8!I!ybiJV|%TgJyUSw=n~mzs_2+T6`+06WQjJs>RgRaTO9
zx?P-Kn4hKrK`{H>J0?8SyLzUJkkw5}Er)GQ*BW|N{>JiR8PFys<HC9_+>xaPBKf_u
zv&Ra~Y%84z4%d3NhvPc;Zz+G7r~l4O-r>B;Y4O=8X_QZ=e$*uU$e*rfyw)@k&0l9A
zbBC`<Wt7!;Bq{{*l00Dhbc%QUrc<;Vn&-TQKk|-xlprMhGSxG}uu1<>jNB4Td2%(%
z7c1x!OIbCy0UR|U`N9xpk0CRxE_i`4I=u|^zB|3m)Z8gAHCa#@3A9`P7>@HEHhg#S
zt2yfl#;44kISlUhsZp}uNWw+<Is}GPjW5(>wAs#AqUl!MlqU0{;{YJuv7q}ak}n-u
zt*tx!DpCR%?VU*+A&tH$ujk!f$J8sLQa;ee*A~Gc1B0Uj<_nxMz66`M>k<!ffG0bO
zz_ILsHb0W57uJ_oqY({6VZldjo_J!edr&8Y5%DN{J>MVbxccNb)VGHnM8YKvG5i~Q
zr9;oBgJB6Wd?i4Et?TM2kU}`!L%ll|h{MH)u*IPW6TAF3MW^8=+ZsMCo8RibD{pzq
zHDi+N@zW>6fo756F~ex5Uf~t2WCxORnd}wgRV|m1sKp?-=6(m=BU{Ka`uS-zC@qAT
z8Br}U)>klp9zHZ2sD!hr`0Vx?#%3~>5l(9I!T}9jM)_-)6T&#r{b!D$Q=35B3VU{W
ziMy)xPc3`>9jEoL$vePA@FInF@eHrutEv+$QJIldod16B1UH9camh#}#@@f>8Whm0
z5}f`0fjL4femSvMDeRmFI>vkQqZo8ymE#ZX^IQaBsG7#Ztf{sk)I52S_8^Lhsq*{y
znXLFA&AZzLv!0g{v=~aQ5iC~>Dz;{QSVU3nG1fUdhSMQ|<K%?jg6MZH1MEAeCsIKp
z-Cj!4*(okwQFmgR=hY~2h2M>1U*Vz$vyk-C8!rzCU~jG3yBu>`p*Li_nv$d)moWPE
z2^k!$!Jgx~RLGS_5A}4(y;$->?L6Mg-u3w{x;mYoMp{HJdJdPYJ!lzyUp3+GV;q?h
z-3+6wF?UV@b#hbR7MGrf$r<ecW7R^`MDhJJS)YmN?U4{55~WhVVf6G{UKeMk{Nh6>
zQ*(5{^jq?m@1wt=s|pZXUowJUkzVHvpziK$HTawA$a00c3mqmAQK7O!xf*T(4$2ON
zH-?(^SY`Jeqn}4VBvLY5X8Thxw24L^#suXG<~Q29wTtKJNOW#9H^&wbDqx+w@joQ>
zm(aqAyP>zcuj|C$t58{1U;6PdcG8`fX3G*z{9^tbT1K_vCSj%Ca;}0fhP1a|gEG&K
zKPvq(tWMRp?yghUW}q=JY73>hy*_T9<a)T(p>kMyZbS26gx+|ol7NPcFTj>@*U@0y
zy20E*p^Vn2@-!7<tU;xoy7Vyw)@t@jDeTsGoQe-&7<=J{HgkKf1jlC#VP+WB&B0<R
z`>^kt1&th7SNwuTe0N+An+`0H+G-kv2sDy>4J102B^-7&_zZrJMP_uPg2sn$AaIC2
z(-CYN2Xus^DHYD~$7zoPsHoI^=#o%+%7LPQ*-x2)gHm(A&{^dp3-z0C+;}|hI>SvJ
zOModO-@>b$?@S+udtE!7Kn(;~Jd?zjPP^mxuDoRSS?3kobf5c!+2j{vew>loS4mNl
zFktF!1x%+aykX7|Ns!x4{5$?@Wri*x!vsdXGtCX2Noz6AY15_N${X7ltZk`H9wSD1
zttcE=qUfk<zlaAA@svc-UvA=G7wAv1T!8a_)c8(Op(4h@)x2xEq$LNg-Zq)Gb--+v
zow;H9^1QgJqrTU*E&VeeSN{mne+p#e;p!7&OS#Iq<27JZi3@x?RD1}S#LK?`jN)q!
z0A^7hS`6NrZCIClHKgtnRz8&5?4BK`d}x<U(^J8Jg72X$6taVU?6;f$Jq&~<d+*m*
z@%V(UWS0emiDwax^wy(Um1s}=^cC+#(pLOi77&^_9lwP=F>9<o|LzM>{`Puu@vxKM
z2d4&sqZ*1+A@>f7gxpL@V&_v5jIn&iu@6RIE=L_9K|u9p=Q|D)sPV?K{Akf)7Ozzl
zMV9Ss-$9jgO^L^4)l~x4s!Hx|q(&ku*cq{~J+k&)=)(cHJvS<FYxSY}d{7Gr^XpFO
z=r5y6g+)B#02@WtrTF|6Sg1jygU@u1(2{S(&U(TbKNF5G!0^=J$TS*RK5hNm<v5z6
z3fWym31i44)Bi;zKKhERxazW0;(K%uGx-iakz-dfn70K<-Kb#H&za+V7PDy^Ncg?p
z6d*d2u=bpJ3+=sB;(4GP=?^%CSpYeBUGZ?|&qN60`8HF(#w-ii=cq#UY<k?)Dt`C~
z52xW6ZeHx_*Zq4KmOMflCWMaFm*QF8oBl8tC=x}MmHA)*F^ZxX)hPQoNtt>US1IMJ
z+hI#708>?MnFdlG7Q)>K8Udq*747^hdO!T0B#|eVj`(g`irTFtqE`v})dbZ`6!9M@
z3)CN<Vt*#*K5BCO_P}Ppes6(&5JR(J)iiQ9t^Z-U4Xl}@HgGM5=C?inOs}C;$V+uy
zR#T_|s&WuWlaD-}#n;Fc3Bs4APd<)k5cuPJcJyAMQ<?;v)MZQGuj^iK>xd%z)}OaO
zU73r%IeMj`4P&RQ9@O12=b!6>dw~(eY@Su?^_-L4p4fjSE=bOoY)JlH;suSMfesj=
z10hZ3Vyn!=u+q+4-q#Pi1OoSz7h5?pJI8jeJr&)*38XdG6dE}GTebWJSpQNai1T}6
z(DOnJ5^-2Ud0iK&&*l~8I-<mpejtjj(1^u^rAEm2+Htn5{;|rV#8+Zi`_{;4A-aHV
z;ZKvhxMOc@G`{X!Blky>azWL&dQDmnr=`?)xufyVn@!`rX||fn4Cth_sug}1GJx@a
zR#nsma#lLNbOkaQRt-aH+aEC}1DU|)P}?wF7oYa-CBh=!<>D`ID5Y1oq{!G}U}0_Z
zJp?f;OqgPLk^n8R<5ot9&+9SV%pgsGmIY|f3o<}5#pd~)13y_FbN@2m$GSaxL|626
zE?EFeooNSQ?0LjE-mFiC8jHEd^3*{6imYTy&)nGY9&HE#D!XFusEHVACwO%Qd!KEC
zdLS@$5r;QgqVziJ6ABMJP0aMNX#e;Mb}xf0=rno#^Y0S1s_4>1o@?`ZArrxGjB~(X
zvb6k(Z;H&Y`Itgs%WA7sNbcr$9s8)~b_Ii&8fI51g`k`}5L(-PVwyM~cHYfbtyhLD
ztiqrw9reLvEOx&9mk{A247&~VS|s@KLu1uHjNCR)DhEH~<<vT3xM%N$n8%0y!&vxl
ziM9{zXM0r!%u)t3R)NgVPT1voL#?aRHcvlQU{9QVW|#vLe!81XJHuaB9oDKh{oFfx
zd<<ov-o}+coLzgFO-v1zN{wcv&K4r1Hw<W#I*sDiVSaUu^=lqr#?34Uw<*bEGr!iN
zI-)xFT!^V-`V(o;J?6)W$?e`qbTm9V$6mPPrk#+&_va?U0tw+G_fYF~2?X;x@~fDr
z+3LxJS@n?`sAjZVjhsj)nQUv<aimex94M9<1^8XUP&Hfa|6a;}SVQrkFTLo3^}L&&
zj|2u*qg<3YBAsoYehM+3%8$xhlU{?1-nYKrQjC>}QrY)8iytEP;A>;HARc&aGxhh@
zRZA*@(uo*$x0}G&Es5Ww+I=xRAi|n{gD6^&oCIC^=rRN{$Uz18;E{Hp()H4VX4<xx
z6?meHNZE8-adV)gyyqC?djM)ZJ>hhr1-ngNDlSP=g}AX0yx<}L15AWyH=zmi`@ILt
zmML05%tV<Jpc4F|p8m7d7>iwBf)R5l?Oh$ATvABqhw}#K;txE9?(KLG(UgtvU$cyM
z>ntlit_2X3kUeir=ur8_?M<uLUAb{~Tt!(9jz!}Q*)pXt+N7#t=Xi{_hHk<2uNNn-
zAN7{+MFm*MrU)NqWHsLw45(ENjQeC$=C^a|RfjpX!;yg`_V!;4+AyDvwrM-J+N<)t
zJM?>vOrX(_*5nYe5bs+wG)w^PwN;*RvtxUr!_Tg^05wA<076?&UOxY0#_|WWo|NVQ
z=KHw!dzE*jW4jsKN3M9~b7O91oADU(nLp5(KIz<9XvH?SKYY`Oqa|isKdhBYIG&2B
z85&F&schn7wM~2tL^?-Z0Wp)EQUcX!t5InF2mUB5+;)Ut@{}P`;YlELEjv35;uAW=
zcmw9TOX&U_(&D7AI>U6=T+3{8Lc$B4KOwAI4^$?&w+knbYR#RNO*emSvD)sk&RLS~
zXi^N?=veX~Cwb$0`dfcl0_#1UJ$B+WfE}ZL*~fpjs;e9hl&$WLRl(6Fl^H{saoIx!
zOvqlHyK5kMxk~>cWiZQJ#9zKU_#)grMxfJS%tqhBLy#;GBZ(SWW3UkrVkSE|t+lh1
zPjo&8xo#~Awc%{_dt34j8n+mlkdeie-?dObAD|e6JvOr`7~T;wfR@9P6&MPuF5+v?
zPisISnwLw9qXsaQ;{(RmH256~!QPCJDdFm>0y&9SHJRf<74S@?YSw&BJfWlGaE0kM
zZev}-b#N^y1?`|n{3ZM)KpPeo1pf!==tuq$nde&{Zn^_8a(|Im<)*|l9c{~nX40cy
z_DXJ)JGf7zc^k+K{5nWL0;nivWuq=Lv5+?QER}HLcRoC5)J$I3P+tA0gWYZ0{F(7H
z3n0ySche$6Hd9IA_V*F$d|{7Xg46k+2~fCI4j+8{InzCNxKB|+tHqeeU@PjYuR3o-
z>=eFx)Y-S24ZEwyppcZ&^329d-)mwrSc6Jvy77_*xXV7waruUjh^P1N!0<@)W55a*
zy}D=bo&7h)4*dl3DSQCTXZTdRf9k_YS2V=<^vveg8@S)H$L;A-jRf<H88kfd@@UlD
zNcJ`k@I&I(;TbjT9Oua4%BJL(cjkF9z`Eut4OPq1%-UXxjlK5kTAwM5E;&-0QL#hv
zp(U<MWDJ%DI?lLAp*P-X4V)J0l|olk9;1SS2aJi-_7BkQPKVN6=7N<Dc%m3<@0EvI
zL5e#pqJpBxIqV^0lmXokimgnjAm9cNlsjJp>Ze@KZY?)_xnc~Ymv8LKj9*#s#{l~e
zn0USOEC3xRHvqq0%;3SZIdiqTMIMWQIxDS0Zn?Qa!zr_(cl}OMU@ieUhrkNwh_H`+
zAc@B-T#0K6!ayBl(VLbL?50(1NG;-lyV1_UjmBajP+-brze)3;eN(ZbO0tWO7hSVL
zC8-N*;$%?j(cC59^iC{PMkGZp9A6MT13I<OVW!oI>YcaA!`nMC>70H~zv`WXdr?Y~
zLGk&qkv(9?vlnauKS?h}7WHFB^~ZCkyT3Y%1(#6{zMBf?zMEsubIk1CVIEQ+$i5$r
z`7{v-P2Dd%@OsJr!PD_xPJyx%T$e#U35$gr-|-s}ZgV#2^flTpGc8?*JI|_iik=c>
zSj^PZrf>ftxB9G4?YkM20C$wmIe**I7w7OQ^HCo3Y-ivy6_YWZV#O7G+36Z<y45bE
z>Z9Cw5TVSxj@8{OK<?;3GaPw#_{dCgOoEpM)=+Nvz9r{0hCkrE1JO$;9$=Tw?Q-xn
zQ12f95C;F@@jWn9x4c97Fo1*8*X$TJ*Gj9B4NU@h><s`y-TwV7Jhz+&vL$b8V*f#E
z8v(`!6qQFw;voSDTIt+XBau`8T2>qwaZDlx63TB6_rvDan@(M0JVA5;*~aj^wKYpY
z9F)5UQvDlpZSpfHAO|wwE2rXTCe?ATSIyCVJMH0|WwrAlOl~neb>GtF{@VlT80Qdr
zby$rY6~<Udb0DfYE+~xBk$f~B@W9#a=lpt{v2p+cex8U4`iV6WE4X*$Dhy7s_Ig{D
zeAuU^3&?B>ZB(8awFZi_fKm_6N~5j28~U?#W5tCf{F*mMEK6qP2*(enSez)2TVCY7
zWTxo=os&5}(~cja3OczP^CJdP!rgu=q(Tvok)A7;stm7rNaI3FOU#O(@|5klLfwc&
zioMT5{nn&^k^^q)yhy9zl7&B$OjOZb%8|+4TIskq@ca^WUG?$2dVLr1rqC(YB+O`G
zxjR13ljux<IC?N}HU$YM6<lBYLV#8#x{-T0zHo*&{uvVc;U@k2u{lvIRCGw?)7^5C
zSfZ-tNDt;%VvWs+#F=-<6hd5pBl28i*hQ7Y!tvwTvp}r1AY|JfbLK0(H@9$@6qX$M
zitay$MaQSGRbBN>QZgS&M_pMi>;eg|7Qg=epq~L!`KTQ@KD*6fEOEAXha_(>PH0f{
z?RZH^h@Ce?=;g#b#JAy-Gnkm-);n9jz5}8Xt56lRhx6LRP&@;Ymf_|)yV+G$h;PyC
zOb9G!aqtHI*QJ@t<~5-Ih=^nPgq3^wA8x6g0nb!`0~!g$@P)Z!RsUk1{ExN1@8|xM
ziW}TCpHRSUTq}Rmtn!5wAuyo7Us}VnL;E2c<FieJ>$A&CNVR-z$hYrbdb*c_dl^>H
z7RNEY4rwrLCT)BaYara?xRIYc_Z6@t*@$h3)8vaypfdmHrkAlT_;fb*`V6*qQ&u9Y
zrP$_cvz{`tAqTikaDb^pnw(5vVkmNc=2T1UJ)G8Tu!n-0{JaF?^0tF)-^ApLxj70#
z+q)6(S*wn&ZkCz=)jQ1J9jX<EQT>5RVA8qmi7CHR9NBt%_TE|PA3OOI@XywMu|?O6
z*_R{q%|J(G29%ipwQ*msjh5sPJE*;j@EowLKtjh^GEMKMzBeXI4X`~MBf}&2ZFxDn
z5$cLs^yfW;rNFz%veMQK>YWo@OOys2!ZUF$xS*v?7~t;o<Pbd;RyvNvh4?tiNKE+p
zDF{%BGEcB^OoYg$v-BeUL@S1!|JABYIc4ce;Btx`a*)u?_REl4>O{_`YfkoJYRD4g
z_mJtSV31v7eewy$u@h<lLBWNbe)a#w{{B;PY2F;eo82-y9=?4vJS<?ESBt*)umX>q
z|EuT&PoUh5#Jf@a@ot|#Jh0rQcyX`g(JlNNVh}S-OVRtUg}V@pF&6+=?qtXveS_F`
zzBvC_$kpcgROl)U#L&A-I3JgQ01te`M8mmeY86%JR6M=?^O%zy9^vbJg?}8F$G|XM
zq~-W7&@j&@C+pbx$(y;MtCw;V^DJ@xcQS;N=vD=t4&x3ya<rutC|rFqhjO*rb^ygL
zZ(D=__HXuOKwtq?WB)Eg{lRAZ^HJ3J{TNP|MMM{<K0Q2@v4aHC|3{EbZ{M2^mVF}m
zpVLn-Y-*G<y&TA|VW1r~p3=xkE?R<rs1VN`h<P}N7&D9mGm24P*;NV7(l4beZOg18
zlIqi!TDV}HWIey$+Ryf~TsIdysn`qVhy8%w0>s&V74YV|S}yymj!RQ1&diw5U8<O8
zuI48x??<=S)OegjKVITG+}5dXFdn%sVaCU)jsWx-4zi~66X@4c3SV*E+;uB=$s?~`
zBwy_7K&N0;UsOZ)UQ(7WOS)|;y1g28W|=CXYQ6Hb*Z_0JBBN%I=A<7y-PVHg&;geU
z96Vm!ILo8sxg0dS+zn)AckD$@m52>X#z!OX`oZgvDU+#l7B^>!-Ay;%&$!oMwWhHC
zTje4H?pbRSR^125vRt>7P-aIjg1y6~(bDBI+XFDEpr&UIBlN_~Ce2Jtvmd?6@As3k
zMQkCRKe+ZcM*y&xc3qtFC#J6}kowDIiB|)$mLtJeinuQU$SnDclK9kQwvE`!d8W*A
zn&+jgZcn5Qzv@>R0l2cXLuq>Sx*1I`Mt5A|+7$h<`8F0ERmWTl#N@~aZA1LpNn)`n
zY)KVXYiWLq1InVS3UtFdFx`nr$C~5O`##T*KQ0076vnNi-8FOkEPSLC>L{ftnlXM0
z2#mLredYNHy!xC3*+E%u`?;B*o@QQ;HyiQi5rgew!b#q}Kf#3ZEAQ>lo8r~JeHfqj
zGB4&0#&o5x25|jqT&sIEe|3T$(B5RB9>Wh(EAg4*m79Z+490L*1P1ON|6bZ?G2dP&
zw%ua9feC|THCNBtpn&1rX_I}fp1<VuW_UY!i{PoH;2>IGbBY75$_saK(!U%Bl?M!t
zlnl)>(-wK}nOx|nSR*I(fpi<6qpiB~8o!;YFD%It0_vPJqjS0@E>my8$K-?rV$i!F
zx2u)a%XiP4&9=^;t+;-4gm<Aq>lqMd_TDHc*7O7*K~CbR<ZayjFO9NdQ%L=)r&Xpr
zzYK2s+o@j!Z<HMyBTRpG*1;X~Ks!Hc8$q^Dysj$1C1!>dT)o4cWRGff%K6$h?*?ZZ
zA}I2=6QjUNvh7d_Yy}cv&EcI>btD;LBGO1_EBE2Tx{xV#73gU)(12;Jf;rr7fa7N5
zU~^%a>6tr(w$<*{=$ypyl)(uv!GlXpE*7mLnkDpRC);oLc8#b0U8`2DPv^l87Sj)p
z@1JtMR_S(YPm`ClO$KCi-?xX+xL3kdRLcfvOyLGZ&_Us3`SV{_q8y|163Y=lB3u={
z(K;}g3u`aCpTrvrcvwzRQB3fLKMT6IRo-wcP3H|sK43fNysCMI*+Q8DJd@F%7YGqz
znQq-LVW^PTV&((td}W(1gQ!mgb3IDr&00FTfs&`-S_JZ4=7ABw%C}2!lf$#%yd@Of
zC68qo+OZ(6{@n}2At30q1_+1@1Vese;C?dv0`!?WGH3v6D!d(FUccyC=i5{0pufK~
z&9Y4YK#G}t3<x5xP0a7<hm<4+PeW7v1tV3@Bu~}e^!$8_9kKWGXYcN8W-FI&nG#q&
z1!;Wj?l#D&%smXce!UMSXuf4WZQC>v4Em)2P}X9{);1C~V=N#?%S@*;sB5CMF5x5x
z7hX7}qtiN6*znqMvb`bhWe;94?-m1+%}h@zAy#!3g0mRbRIKSyxiz>TqEWMZj58dt
zmpHy)75H!dyC(X7siW{q9H{uzrd{otvC1#^^|dZAhWq1_D<xfV=%{_5Qf-ul?76Qx
zF+I6r_WdxaJn`#c1ugZDJ-x4SnK*9(+ScYXz8T}yWhRJ-ae+MhSAi%zYStvI_br?b
z-Ci?K=UvNo6G~miI2eftmwyH3V?r+zX4{+srBSXo7Z77~f4?U@zLGea*>)tl<I@sH
zI0Oj(e-Ty@6Wi_5@t<mQHxF>3p7-04yD@0~g9h49(|U{UmuWraJ=Q*~eL0RZkymD}
zt>LCr?sDRpv)mF43d#TiarNFV1N$kJkkX<hxQ&q?qx_UMG9HGlO!QIp00+T0{mfF+
z2F7}YD`IV;s-oRrzT=gm1YfzbV_c@ULAzHsRWqT|zrDkqQIg$MPiHjxv1TS@+_EpS
zq$b4F7*5WkILk8l4H{+d(OT{6#=BLf60sbRzxncAcj=212kGU4&~&wpQ@I)0*`y<G
z2RhooajB(KIVX4~@k&HuCbETelhNyw<9%l0!}jJfz~T;jv+AOD3J8tQu=XpKCw@uf
z<(|;XDM?rZ(V#E&NEQaNiuD${z}&EvCX2cQqg~jk@fX(8N`V9^F2_mRbh~}rvj;*b
zLf*ycKnSp{SH`tNU=J4E0#n<ev-K;b0);dRlY#TmeiFC>j99-jhyQNhfv?{mgVug2
zG)<bu)$H}XNsx)+AuTzTJ*$7V0zy~3!gv|JidcTbt?jv7vZTc4*gAC1*jT5~=7t-0
zkXZ9alEJl<O6&Zu%T}4s;~UlA)puEkhP_)ZNv>xKayhP9^6Vtv>rfrUi=!zS(9=kY
z!%Fb?(kYg@bkK2D+tMP>jvVo8qU(V#_YXRr-4pJX4jd8%4UWd2;VD2qG@-_=#97(O
z9|CV2zx3F3)LG1jo$wkw0T)f}DYEr<6g{g26tH^9Qw3i(0<BSI0hf0b%j%cV8o(<K
zD=E(~OqN@@E=^9PDQ$dT`i_-cEwy@4Tv{HtX*T0_1iWz}CJ{{L1E<jGZ%cS$1cjRN
zH`E95u-X*`gIgsJ)>Ynz!#UgacenKQ=Q9F-yQM(=^?l#`St1%Yj7YcuSaD--iWru~
z?K9<t#3fC^bJ`=ysmQ`u#gkaL{x$u116kSXl?^jTX^5%r-L;%xY2xvK)_T}Ce-Y2d
za#G6mHOsLVVcu{aOYd$*o2&;D+_Zw7im_49opFnM>iI{hBDnok^1apyFuG}ucc;DL
zYg<T)7Zwvw40&@gMG!r0aI4}HoA<z>{gdi|`HC1$d&>Q{w#54|-S;XzpzUe<F<o4+
z6(Za5#H~ED>Ln*p#gBS%CAKx`Y)>!Y64;5POdU+($E3{}-cZ>u$;~Z*#vRCosTZCU
zWzFzDoGWZ>P)3s4f$w2hMZ0H^(g-qsmX4P<gnPdNn94AA+UAECwtK8o`&CPz+=GEg
zoajzbV%;GiBmo?P3lh7;MP9u}*#B*T?&92}5OCE<KpPHam2Qwver)n}IAYw%*$Q|2
zWvxe8?^oZwd3@zo^!y4TDfz1|E_?Hm>jB{lM%5X#bRuQBbeByP;t4WMNk&J&v}x;d
z+cLiHS_1%i13^xN*^Cmv>u_HK36W=cDP}dK(xOpc?&`*2<Q%V|H+&`!ZB-y59f{s2
z9Q^1#)&Q_&j8C0h{(DWC#sH|6J%FM#t!u#RPJKSI1>LK2AEcPS62+-R;xo??bL`_h
zvTQ1P|06#2k(VcM#ZosTvTQ$JMb6#pOJByH%oY@4Nf+BD8v*wR6Q4r_immYksVG?V
zIMIChRt;&x!wD(xIXP;=6yaJbajngSA1NV0GNIWPvD`a4;Q-`j>}m-O=*``BmwyAf
z2|QPUW9qu8D^qNJzQ31KwfdzKV!Yl;vcTq&#cUxg;AHe3%MaS-`C{8Pk_9b=FiF!Q
zThlVvSdWO)OEWGdwH{SRo8U(6f_sZ|6E2_3Ce=P3Go%|J^j0sQT!b!_1jZ@`Z9<cj
z<~(g;g;b0kybq1x^zTHx#~J}U*Lhl`>>&XBKSZ1Ud`#2h@*)hlUOM+8i&eREZ-lq$
z`L@ue(%609sf37i6+zOb4k3oJg9--v%Z<JH-6%>TkN&wm_JFtsSnYB$Iu6VQI(#kd
zm`B*^z!6Z%0STi+;}Wv+b{jPbN+ehH_3M@*tgyIu)<Y8gT%SyI2+$iveQ+a3QK_=t
z$da-G?s!j>Rgb?BTv~MdmL}dp>w5eyt&)6%i|g+LeeJXR!!A3FjpTi&i(ac4eSD+1
zFX?{297JBGB2)gZN4c|CxTID^+bxWPayN+U8t9opa~Y9MrFQnjs~kJQ#SyBUYcQ{#
z?A;MIG-qV@QPD0d_FMp!A?p2t@~pK=@^qmpb<$`#k#$X6+-OJEiouQyM_H{zO#$p{
zpqCKNvei<vWF>1C=uhpUQoP?e!@raEp74+epqY(>%H~~jr=0V)uOAGlcdZW0=t@WT
zL|^jGb>MnUQXaUOB$re*c*o$ARW^TUb?l(C2__ETah^1&{nnq-VcDAlx|Qzei>sVZ
zV|r_UK;ux3{*Hs}nmKjxNVG#h)i3||nd1fm*-Y!osZL?77ltbZ+#$)KaX_MOGon|}
zY1!Nb?qWXPrk&~~by@WOx{9Ks_2uivXMz3Ci`^gcH)j|)GVLn+ClAPLH?-3U^KR5P
z1jya4j>CwX#<$dLL+*0D6+I<WX;7iuX@U@bgY-V#4+t^)|L{V7FsEE}fuq`P!pr#+
zhvkP?|M}H_cHo~K_-6<H*@1s{;GZ4%|Js2sJ9`DvE(<PhvK{sSfBIL9b@1BPAN&`v
C$AZlO

literal 0
HcmV?d00001

diff --git a/python-recipes/agents/02_full_featured_agent.ipynb b/python-recipes/agents/02_full_featured_agent.ipynb
new file mode 100644
index 00000000..eb18f385
--- /dev/null
+++ b/python-recipes/agents/02_full_featured_agent.ipynb
@@ -0,0 +1,1009 @@
+{
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "qYvD2zzKobTC"
+      },
+      "source": [
+        "![Redis](https://redis.io/wp-content/uploads/2024/04/Logotype.svg?auto=webp&quality=85,75&width=120)\n",
+        "\n",
+        "# Full featured Agent Architecture\n",
+        "\n",
+        "The following example covers how to build a tool call agentic workflow with a semantic cache and allow/block list router to help reduce the latency and cost of the final solution. \n",
+        "\n",
+        "Note: This notebook summarizes [this workshop](https://github.com/redis-developer/oregon-trail-agent-workshop) for a more detailed step by step walk through of each element see the repo. \n",
+        "\n",
+        "## Let's Begin!\n",
+        "<a href=\"https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/agents/02_full_featured_agent.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "NTFxCojYECnx"
+      },
+      "source": [
+        "# Setup\n",
+        "\n",
+        "## Packages"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {
+        "id": "Zz62U5COgF21"
+      },
+      "outputs": [],
+      "source": [
+        "%%capture --no-stderr\n",
+        "%pip install -U --quiet langchain langchain-openai langchain-redis langgraph"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### OPEN_AI_API key\n",
+        "\n",
+        "A open_ai_api key with billing information enabled is required for this lesson."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 2,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "VO0i-1c9m2Kb",
+        "outputId": "ec942dbf-226a-426d-8964-e03831e0dd99"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "OPENAI_API_KEY:··········\n"
+          ]
+        }
+      ],
+      "source": [
+        "# NBVAL_SKIP\n",
+        "import getpass\n",
+        "import os\n",
+        "\n",
+        "\n",
+        "def _set_env(key: str):\n",
+        "    if key not in os.environ:\n",
+        "        os.environ[key] = getpass.getpass(f\"{key}:\")\n",
+        "\n",
+        "\n",
+        "_set_env(\"OPENAI_API_KEY\")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "Po4K08Uoa5HJ"
+      },
+      "source": [
+        "## Redis instance\n",
+        "\n",
+        "### For colab"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 3,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "vlF2874ZoBWu",
+        "outputId": "e5e7ebc0-b70c-4682-d70c-b33c584e72d4"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "deb [signed-by=/usr/share/keyrings/redis-archive-keyring.gpg] https://packages.redis.io/deb jammy main\n",
+            "Starting redis-stack-server, database path /var/lib/redis-stack\n"
+          ]
+        },
+        {
+          "name": "stderr",
+          "output_type": "stream",
+          "text": [
+            "gpg: cannot open '/dev/tty': No such device or address\n",
+            "curl: (23) Failed writing body\n"
+          ]
+        }
+      ],
+      "source": [
+        "# NBVAL_SKIP\n",
+        "%%sh\n",
+        "curl -fsSL https://packages.redis.io/gpg | sudo gpg --dearmor -o /usr/share/keyrings/redis-archive-keyring.gpg\n",
+        "echo \"deb [signed-by=/usr/share/keyrings/redis-archive-keyring.gpg] https://packages.redis.io/deb $(lsb_release -cs) main\" | sudo tee /etc/apt/sources.list.d/redis.list\n",
+        "sudo apt-get update  > /dev/null 2>&1\n",
+        "sudo apt-get install redis-stack-server  > /dev/null 2>&1\n",
+        "redis-stack-server --daemonize yes"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "#### For Alternative Environments\n",
+        "There are many ways to get the necessary redis-stack instance running\n",
+        "1. On cloud, deploy a [FREE instance of Redis in the cloud](https://redis.com/try-free/). Or, if you have your\n",
+        "own version of Redis Enterprise running, that works too!\n",
+        "2. Per OS, [see the docs](https://redis.io/docs/latest/operate/oss_and_stack/install/install-stack/)\n",
+        "3. With docker: `docker run -d --name redis-stack-server -p 6379:6379 redis/redis-stack-server:latest`\n",
+        "\n",
+        "## Test connection"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 3,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "My-zol_loQaw",
+        "outputId": "b58c2466-ee10-480c-ad4c-608cbf747e8b"
+      },
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "True"
+            ]
+          },
+          "execution_count": 3,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "from redis import Redis\n",
+        "# Use the environment variable if set, otherwise default to localhost\n",
+        "REDIS_URL = os.getenv(\"REDIS_URL\", \"redis://localhost:6379\")\n",
+        "\n",
+        "client = Redis.from_url(REDIS_URL)\n",
+        "client.ping()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "p8lqllwDoV_K"
+      },
+      "source": [
+        "# Motivation\n",
+        "\n",
+        "This notebook is a consolidated version of the [Redis Developer Oregon Trail Agent Workshop](https://github.com/redis-developer/oregon-trail-agent-workshop) check out that repo for a more detailed explanation and project structure if new to agents.\n",
+        "\n",
+        "The goal of the workshop is to create an agent workflow that can handle 5 Oregon Trailed themed scenarios that mimic situation that often arise when implementing agent workflows in practice.\n",
+        "\n",
+        "## Scenario 1 - name of the wagon leader\n",
+        "\n",
+        "**Learning goal:** Test basic LangGraph setup and execution. <br>\n",
+        "\n",
+        "**Question:** `What is the first name of the wagon leader?` <br>\n",
+        "**Answer:** `Art` <br>\n",
+        "**Type:** `free-form` <br>\n",
+        "\n",
+        "## Scenario 2 - restocking tool\n",
+        "\n",
+        "**Learning goal:** Agent interaction with custom defined tool and **structured output** for multiple choice questions. <br>\n",
+        "\n",
+        "**Question:** `In order to survive the trail ahead, you'll need to have a restocking strategy for when you need to get more supplies or risk starving. If it takes you an estimated 3 days to restock your food and you plan to start with 200lbs of food, budget 10lbs/day to eat, and keep a safety stock of at least 50lbs of back up... at what point should you restock?` <br>\n",
+        "**Answer:** `D` <br>\n",
+        "**Options:** `[\"A: 100lbs\", \"B: 20lbs\", \"C: 5lbs\", \"D: 80lbs\"]` <br>\n",
+        "**Type:** `multi-choice` <br>\n",
+        "\n",
+        "## Scenario 3 - retrieval tool\n",
+        "\n",
+        "**Learning goal:** Agent implements Retrieval Augmented Generation.\n",
+        "\n",
+        "**Question:** `You’ve encountered a dense forest near the Blue Mountains, and your party is unsure how to proceed. There is a fork in the road, and you must choose a path. Which way will you go?` <br>\n",
+        "**Answer:** `B` <br>\n",
+        "**Options:** `[\"A: take the northern trail\", \"B: take the southern trail\", \"C: turn around\", \"D: go fishing\"]` <br>\n",
+        "**Type:** `multi-choice` <br>\n",
+        "\n",
+        "## Scenario 4 - semantic cache\n",
+        "\n",
+        "**Learning goal:** Implement semantic cache that bypasses expensive agent workflow for known answer. <br>\n",
+        "\n",
+        "**Question:** `There's a deer. You're hungry. You know what you have to do...` <br>\n",
+        "**Answer:** `bang` <br>\n",
+        "**Type:** `free-form` <br>\n",
+        "\n",
+        "## Scenario 5 - allow/block list with router\n",
+        "\n",
+        "**Learning goal:** Implement semantic router that blocks requests for non-related topics.\n",
+        "\n",
+        "**Question:** `Tell me about the S&P 500?` <br>\n",
+        "**Answer:** `you shall not pass` <br>\n",
+        "**Type:** `free-form` <br>\n",
+        "\n",
+        "\n",
+        "\n",
+        "# Final Architecture\n",
+        "\n",
+        "In the end, we are building a workflow like the following:\n",
+        "\n",
+        "![diagram](../../assets/full_featured_agent.png)\n",
+        "\n",
+        "# Defining the agent with LangGraph\n",
+        "\n",
+        "## Tools\n",
+        "\n",
+        "Tools are functions that the central LLM powered \"agent\" can determine to invoke depending on the situation.\n",
+        "\n",
+        "### Restock tool\n",
+        "\n",
+        "The first tool we will define implements the restocking formula. LLMs are designed to predict text responses not to do deterministic math. In this case, the agent will act as a parser and extract the necessary information from the human query and call the tool with the appropriate schema. One of the nice things about LangGraph is that the schema for the tool can be defined as a `pydantic` model. Note: it's also essential that a good doc_string be used with the tool function such that the agent can determine the appropriate situation to use the tool. "
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 5,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "from langchain_core.tools import tool\n",
+        "from pydantic import BaseModel, Field\n",
+        "\n",
+        "class RestockInput(BaseModel):\n",
+        "    daily_usage: int = Field(\n",
+        "        description=\"Pounds (lbs) of food expected to be consumed daily\"\n",
+        "    )\n",
+        "    lead_time: int = Field(description=\"Lead time to replace food in days\")\n",
+        "    safety_stock: int = Field(\n",
+        "        description=\"Number of pounds (lbs) of safety stock to keep on hand\"\n",
+        "    )\n",
+        "\n",
+        "\n",
+        "@tool(\"restock-tool\", args_schema=RestockInput)\n",
+        "def restock_tool(daily_usage: int, lead_time: int, safety_stock: int) -> int:\n",
+        "    \"\"\"restock formula tool used specifically for calculating the amount of food at which you should start restocking.\"\"\"\n",
+        "    print(f\"\\n Called restock tool: {daily_usage=}, {lead_time=}, {safety_stock=} \\n\")\n",
+        "    return (daily_usage * lead_time) + safety_stock"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Retriever tool\n",
+        "\n",
+        "Sometimes an LLM might need access to data that it was not trained on wether because that data is proprietary, time bound, etc. \n",
+        "\n",
+        "In cases like these, RAG (Retrieval Augmented Generation) is often necessary wherein a vector search is used to augment a final LLM prompt with helpful necessary context.\n",
+        "\n",
+        "RAG and Agents are not mutually exclusive and below we define a retriever tool that performs RAG when the agent determines it necessary."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 6,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "09:04:55 redisvl.index.index INFO   Index already exists, not overwriting.\n"
+          ]
+        }
+      ],
+      "source": [
+        "\n",
+        "from langchain.tools.retriever import create_retriever_tool\n",
+        "\n",
+        "from langchain_redis import RedisConfig, RedisVectorStore\n",
+        "from langchain_core.documents import Document\n",
+        "from langchain_openai import OpenAIEmbeddings\n",
+        "\n",
+        "## Helper methods\n",
+        "\n",
+        "INDEX_NAME = os.environ.get(\"VECTOR_INDEX_NAME\", \"oregon_trail\")\n",
+        "REDIS_URL = os.environ.get(\"REDIS_URL\", \"redis://localhost:6379/0\")\n",
+        "CONFIG = RedisConfig(index_name=INDEX_NAME, redis_url=REDIS_URL)\n",
+        "\n",
+        "def get_vector_store():\n",
+        "    try:\n",
+        "        CONFIG.from_existing = True\n",
+        "        vector_store = RedisVectorStore(OpenAIEmbeddings(), config=CONFIG)\n",
+        "    except:\n",
+        "        print(\"Init vector store with document\")\n",
+        "        CONFIG.from_existing = False\n",
+        "        vector_store = RedisVectorStore.from_documents(\n",
+        "            [doc], OpenAIEmbeddings(), config=CONFIG\n",
+        "        )\n",
+        "    return vector_store\n",
+        "\n",
+        "## Relevant data\n",
+        "\n",
+        "doc = Document(\n",
+        "    page_content=\"the northern trail, of the blue mountains, was destroyed by a flood and is no longer safe to traverse. It is recommended to take the southern trail although it is longer.\"\n",
+        ")\n",
+        "\n",
+        "## Retriever tool\n",
+        "vector_store = get_vector_store()\n",
+        "\n",
+        "retriever_tool = create_retriever_tool(\n",
+        "    vector_store.as_retriever(),\n",
+        "    \"get_directions\",\n",
+        "    \"Search and return information related to which routes/paths/trails to take along your journey.\",\n",
+        ")\n",
+        "\n",
+        "## Store both tools in a list\n",
+        "tools = [retriever_tool, restock_tool]"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# State\n",
+        "\n",
+        "State is the set of messages that is passed between nodes in our graph so that the proceeding node knows what happened at the last node and so on. In this case, our state will extend the normal `MessageState` but also add a custom field for `multi_choice_responses`. "
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 7,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "from typing import Literal\n",
+        "\n",
+        "from langgraph.graph import MessagesState\n",
+        "from pydantic import BaseModel, Field\n",
+        "\n",
+        "\n",
+        "class MultipleChoiceResponse(BaseModel):\n",
+        "    multiple_choice_response: Literal[\"A\", \"B\", \"C\", \"D\"] = Field(\n",
+        "        description=\"Single character response to the question for multiple choice questions. Must be either A, B, C, or D.\"\n",
+        "    )\n",
+        "\n",
+        "\n",
+        "class AgentState(MessagesState):\n",
+        "    multi_choice_response: MultipleChoiceResponse\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Nodes\n",
+        "\n",
+        "Nodes are steps in the process flow of our agent where functions can be invoked."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 25,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "from functools import lru_cache\n",
+        "\n",
+        "from langchain_core.messages import HumanMessage\n",
+        "from langchain_openai import ChatOpenAI\n",
+        "from langgraph.prebuilt import ToolNode\n",
+        "\n",
+        "\n",
+        "## Function definitions that invoke an LLM model\n",
+        "\n",
+        "### with tools\n",
+        "@lru_cache(maxsize=4)\n",
+        "def _get_tool_model(model_name: str):\n",
+        "    if model_name == \"openai\":\n",
+        "        model = ChatOpenAI(temperature=0, model_name=\"gpt-4o\")\n",
+        "    else:\n",
+        "        raise ValueError(f\"Unsupported model type: {model_name}\")\n",
+        "\n",
+        "    model = model.bind_tools(tools)\n",
+        "    return model\n",
+        "\n",
+        "### with structured output\n",
+        "@lru_cache(maxsize=4)\n",
+        "def _get_response_model(model_name: str):\n",
+        "    if model_name == \"openai\":\n",
+        "        model = ChatOpenAI(temperature=0, model_name=\"gpt-4o\")\n",
+        "    else:\n",
+        "        raise ValueError(f\"Unsupported model type: {model_name}\")\n",
+        "\n",
+        "    model = model.with_structured_output(MultipleChoiceResponse)\n",
+        "    return model\n",
+        "\n",
+        "### Functions for responding to a multiple choice question\n",
+        "def multi_choice_structured(state: AgentState, config):\n",
+        "    # We call the model with structured output in order to return the same format to the user every time\n",
+        "    # state['messages'][-2] is the last ToolMessage in the convo, which we convert to a HumanMessage for the model to use\n",
+        "    # We could also pass the entire chat history, but this saves tokens since all we care to structure is the output of the tool\n",
+        "    model_name = config.get(\"configurable\", {}).get(\"model_name\", \"openai\")\n",
+        "\n",
+        "    print(\"Called multi choice structured\")\n",
+        "\n",
+        "    response = _get_response_model(model_name).invoke(\n",
+        "        [\n",
+        "            HumanMessage(content=state[\"messages\"][0].content),\n",
+        "            HumanMessage(content=f\"Answer from tool: {state['messages'][-2].content}\"),\n",
+        "        ]\n",
+        "    )\n",
+        "    # We return the final answer\n",
+        "    return {\n",
+        "        \"multi_choice_response\": response.multiple_choice_response,\n",
+        "    }\n",
+        "\n",
+        "\n",
+        "# Function for conditional edge\n",
+        "def is_multi_choice(state: AgentState):\n",
+        "    return \"options:\" in state[\"messages\"][0].content.lower()\n",
+        "\n",
+        "\n",
+        "def structure_response(state: AgentState, config):\n",
+        "    if is_multi_choice(state):\n",
+        "        return multi_choice_structured(state, config)\n",
+        "    else:\n",
+        "        # if not multi-choice don't need to do anything\n",
+        "        return {\"messages\": []}\n",
+        "\n",
+        "\n",
+        "system_prompt = \"\"\"\n",
+        "    You are an oregon trail playing tool calling AI agent. Use the tools available to you to answer the question you are presented. When in doubt use the tools to help you find the answer.\n",
+        "    If anyone asks your first name is Art return just that string.\n",
+        "\"\"\"\n",
+        "\n",
+        "\n",
+        "# Define the function that calls the model\n",
+        "def call_tool_model(state: AgentState, config):\n",
+        "    # Combine system prompt with incoming messages\n",
+        "    messages = [{\"role\": \"system\", \"content\": system_prompt}] + state[\"messages\"]\n",
+        "\n",
+        "    # Get from LangGraph config\n",
+        "    model_name = config.get(\"configurable\", {}).get(\"model_name\", \"openai\")\n",
+        "\n",
+        "    # Get our model that binds our tools\n",
+        "    model = _get_tool_model(model_name)\n",
+        "\n",
+        "    # invoke the central agent/reasoner with the context of the graph\n",
+        "    response = model.invoke(messages)\n",
+        "\n",
+        "    # We return a list, because this will get added to the existing list\n",
+        "    return {\"messages\": [response]}\n",
+        "\n",
+        "\n",
+        "# Define the function to execute tools\n",
+        "tool_node = ToolNode(tools)\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Graph\n",
+        "\n",
+        "The graph composes the tools and nodes into a compilable workflow that we can invoke. "
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 28,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "from typing import Literal, TypedDict\n",
+        "from langgraph.graph import END, StateGraph\n",
+        "\n",
+        "\n",
+        "# Define the config\n",
+        "class GraphConfig(TypedDict):\n",
+        "    model_name: Literal[\"anthropic\", \"openai\"]\n",
+        "\n",
+        "# Define the function that determines whether to continue or not\n",
+        "def should_continue(state: AgentState):\n",
+        "    messages = state[\"messages\"]\n",
+        "    last_message = messages[-1]\n",
+        "    # If there is no function call, then we respond to the user\n",
+        "    if not last_message.tool_calls:\n",
+        "        return \"structure_response\"\n",
+        "    # Otherwise if there is, we continue\n",
+        "    else:\n",
+        "        return \"continue\"\n",
+        "\n",
+        "\n",
+        "# Define a new graph\n",
+        "workflow = StateGraph(AgentState, config_schema=GraphConfig)\n",
+        "\n",
+        "# Add nodes\n",
+        "workflow.add_node(\"agent\", call_tool_model)\n",
+        "workflow.add_node(\"tools\", tool_node)\n",
+        "workflow.add_node(\"structure_response\", structure_response)\n",
+        "\n",
+        "# Set the entrypoint\n",
+        "workflow.set_entry_point(\"agent\")\n",
+        "\n",
+        "# add conditional edge between agent and tools\n",
+        "workflow.add_conditional_edges(\n",
+        "    \"agent\",\n",
+        "    should_continue,\n",
+        "    {\"continue\": \"tools\", \"structure_response\": \"structure_response\"},\n",
+        ")\n",
+        "\n",
+        "\n",
+        "# We now add a normal edge from `tools` to `agent`.\n",
+        "workflow.add_edge(\"tools\", \"agent\")\n",
+        "workflow.add_edge(\"structure_response\", END)\n",
+        "\n",
+        "\n",
+        "# This compiles it into a LangChain Runnable,\n",
+        "# meaning you can use it as you would any other runnable\n",
+        "graph = workflow.compile()\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Evaluate graph structure\n",
+        "\n",
+        "When we invoke the graph, it takes 4 primary steps:\n",
+        "\n",
+        "1. Evaluates the conditional edge between tools and agent via the `should_continue` function to determine if it should `continue` and call a tool or if it should `structure_response` and format for a user.\n",
+        "2. If it invokes the tools it appends the response from the tool as a message to state and passes back to the agent.\n",
+        "3. If it has already called tools or has decided tools are not necessary it moves to the `structure_response` node. \n",
+        "4. If the question is determined to be a **multiple choice question** within the `structure_response` node a model is invoked to make sure the response is in returns a literal `A, B, C, or D` as the game would expect otherwise it just moves forward."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 29,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<IPython.core.display.Image object>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "from IPython.display import Image, display\n",
+        "\n",
+        "display(Image(graph.get_graph(xray=True).draw_mermaid_png()))"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Run scenarios\n",
+        "\n",
+        "Note: LLMs are fundamentally probabilistic so wrong answers are possible even if implemented correctly.\n",
+        "\n",
+        "## Scenario 1 - name of wagon leader\n",
+        "\n",
+        "This test just confirms that our graph has been setup correctly and can handle a case where tools don't need to be invoked."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 32,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "\n",
+            " Question: What is the first name of the wagon leader? \n",
+            "\n",
+            "\n",
+            " Agent response: Art\n",
+            "\n"
+          ]
+        }
+      ],
+      "source": [
+        "scenario = {\n",
+        "    \"question\": \"What is the first name of the wagon leader?\",\n",
+        "    \"answer\": \"Art\",\n",
+        "    \"type\": \"free-form\",\n",
+        "}\n",
+        "\n",
+        "print(f\"\\n Question: {scenario['question']} \\n\")\n",
+        "\n",
+        "res = graph.invoke({\"messages\": scenario[\"question\"]})\n",
+        "\n",
+        "print(f\"\\n Agent response: {res['messages'][-1].content}\\n\")\n",
+        "\n",
+        "assert res[\"messages\"][-1].content == scenario[\"answer\"]"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Scenario 2 - restocking tool\n",
+        "\n",
+        "In this test we want to see the agent choose the restocking tool and choose to use the multiple choice output."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 34,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "\n",
+            " Question: In order to survive the trail ahead, you'll need to have a restocking strategy for when you need to get more supplies or risk starving. If it takes you an estimated 3 days to restock your food and you plan to start with 200lbs of food, budget 10lbs/day to eat, and keep a safety stock of at least 50lbs of back up... at what point should you restock? \n",
+            "\n",
+            "\n",
+            " Using restock tool!: daily_usage=10, lead_time=3, safety_stock=50 \n",
+            "\n",
+            "Called multi choice structured\n",
+            "\n",
+            " Agent response: D\n"
+          ]
+        }
+      ],
+      "source": [
+        "# helper function for multi-choice questions\n",
+        "def format_multi_choice_question(q):\n",
+        "    question = q[\"question\"]\n",
+        "    options = q.get(\"options\", \"\")\n",
+        "    formatted = f\"{question}, options: {' '.join(options)}\"\n",
+        "    return [HumanMessage(content=formatted)]\n",
+        "\n",
+        "scenario = {\n",
+        "        \"question\": \"In order to survive the trail ahead, you'll need to have a restocking strategy for when you need to get more supplies or risk starving. If it takes you an estimated 3 days to restock your food and you plan to start with 200lbs of food, budget 10lbs/day to eat, and keep a safety stock of at least 50lbs of back up... at what point should you restock?\",\n",
+        "        \"answer\": \"D\",\n",
+        "        \"options\": [\"A: 100lbs\", \"B: 20lbs\", \"C: 5lbs\", \"D: 80lbs\"],\n",
+        "        \"type\": \"multi-choice\",\n",
+        "    }\n",
+        "\n",
+        "print(f\"\\n Question: {scenario['question']} \\n\")\n",
+        "\n",
+        "res = graph.invoke({\"messages\": format_multi_choice_question(scenario)})\n",
+        "\n",
+        "print(f\"\\n Agent response: {res['multi_choice_response']}\")\n",
+        "\n",
+        "assert res[\"multi_choice_response\"] == scenario[\"answer\"]\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Scenario 3 - retriever tool\n",
+        "\n",
+        "In this test, we want to see the retrieval tool invoked and multiple choice structured response."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 35,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "\n",
+            " Question: You’ve encountered a dense forest near the Blue Mountains, and your party is unsure how to proceed. There is a fork in the road, and you must choose a path. Which way will you go? \n",
+            "\n",
+            "Called multi choice structured\n",
+            "\n",
+            " Agent response: B\n"
+          ]
+        }
+      ],
+      "source": [
+        "scenario = {\n",
+        "        \"question\": \"You’ve encountered a dense forest near the Blue Mountains, and your party is unsure how to proceed. There is a fork in the road, and you must choose a path. Which way will you go?\",\n",
+        "        \"answer\": \"B\",\n",
+        "        \"options\": [\n",
+        "            \"A: take the northern trail\",\n",
+        "            \"B: take the southern trail\",\n",
+        "            \"C: turn around\",\n",
+        "            \"D: go fishing\",\n",
+        "        ],\n",
+        "        \"type\": \"multi-choice\",\n",
+        "    }\n",
+        "\n",
+        "print(f\"\\n Question: {scenario['question']} \\n\")\n",
+        "\n",
+        "res = graph.invoke({\"messages\": format_multi_choice_question(scenario)})\n",
+        "\n",
+        "print(f\"\\n Agent response: {res['multi_choice_response']}\")\n",
+        "\n",
+        "assert res[\"multi_choice_response\"] == scenario[\"answer\"]"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Scenario 4 - Semantic caching\n",
+        "\n",
+        "Agent workflows are highly flexible and can handle many different scenarios but they do this at a cost. Even in our simple example there can be multiple large context LLM calls in the same execution which can lead to high latency and high service costs at the end of the month. A good practice is to cache answers to known questions. Often chatbot interactions are fairly predictable, especially if related to support or FAQ type use cases, and therefore good candidates for caching.\n",
+        "\n",
+        "\n",
+        "![diagram](../../assets/cache_diagram.png)\n",
+        "\n",
+        "## Creating a cache"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 43,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "09:20:47 redisvl.index.index INFO   Index already exists, not overwriting.\n"
+          ]
+        },
+        {
+          "data": {
+            "text/plain": [
+              "'oregon_trail_cache:602ac35f09671fc9e2a4f4902c6f82f06b9560ea6b5a5dd3e9218fcc1ff47e52'"
+            ]
+          },
+          "execution_count": 43,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "import warnings\n",
+        "from redisvl.extensions.llmcache import SemanticCache\n",
+        "warnings.filterwarnings(\"ignore\")\n",
+        "\n",
+        "hunting_example = \"There's a deer. You're starving. You know what you have to do...\"\n",
+        "\n",
+        "semantic_cache = SemanticCache(\n",
+        "    name=\"oregon_trail_cache\",\n",
+        "    redis_url=REDIS_URL,\n",
+        "    distance_threshold=0.1,\n",
+        ")\n",
+        "\n",
+        "semantic_cache.store(prompt=hunting_example, response=\"bang\")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Testing the cache"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 42,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "\n",
+            " Question: There's a deer. You're hungry. You know what you have to do... \n",
+            "\n",
+            "Cache hit\n",
+            "Response time 0.18901395797729492s\n",
+            "\n",
+            " Question: You’ve encountered a dense forest near the Blue Mountains, and your party is unsure how to proceed. There is a fork in the road, and you must choose a path. Which way will you go? \n",
+            "\n",
+            "Invoking agent\n",
+            "Called multi choice structured\n",
+            "Response time 3.500865936279297s\n"
+          ]
+        }
+      ],
+      "source": [
+        "import time\n",
+        "\n",
+        "scenarios = [\n",
+        "    {\n",
+        "        \"question\": \"There's a deer. You're hungry. You know what you have to do...\",\n",
+        "        \"answer\": \"bang\",\n",
+        "        \"type\": \"cache_hit\",\n",
+        "    },\n",
+        "    {\n",
+        "        \"question\": \"You’ve encountered a dense forest near the Blue Mountains, and your party is unsure how to proceed. There is a fork in the road, and you must choose a path. Which way will you go?\",\n",
+        "        \"answer\": \"B\",\n",
+        "        \"options\": [\n",
+        "            \"A: take the northern trail\",\n",
+        "            \"B: take the southern trail\",\n",
+        "            \"C: turn around\",\n",
+        "            \"D: go fishing\",\n",
+        "        ],\n",
+        "        \"type\": \"multi-choice\",\n",
+        "    }\n",
+        "]\n",
+        "\n",
+        "for scenario in scenarios:\n",
+        "    print(f\"\\n Question: {scenario['question']} \\n\")\n",
+        "\n",
+        "    start = time.time()\n",
+        "\n",
+        "    cache_hit = semantic_cache.check(prompt=scenario[\"question\"], return_fields=[\"response\"])\n",
+        "\n",
+        "    if not cache_hit:\n",
+        "        print(\"Invoking agent\")\n",
+        "        res = graph.invoke({\"messages\": format_multi_choice_question(scenario)})\n",
+        "    else:\n",
+        "        print(\"Cache hit\")\n",
+        "\n",
+        "    response_time = time.time() - start\n",
+        "\n",
+        "    print(f\"Response time {response_time}s\")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Scenario 5 - Allow/block list router\n",
+        "\n",
+        "When ChatGPT first came out there was a famous example where a car dealership accidentally made available to everyone the latest model for free. They assumed everyone would only ask question about cars to their chatbot but a group of developers quickly realized that the model was also powerful enough to answer coding questions so they started using the chevy dealership's chatbot for free. To prevent this from happening to your system adding an allow/block router to the front of your application is important. This is also very easy to do with redisvl.\n",
+        "\n",
+        "![diagram](../../assets/router_diagram.png)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Creating the router"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 52,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "10:35:18 redisvl.index.index INFO   Index already exists, not overwriting.\n"
+          ]
+        }
+      ],
+      "source": [
+        "from redisvl.extensions.router import Route, SemanticRouter\n",
+        "\n",
+        "# Semantic router\n",
+        "blocked_references = [\n",
+        "    \"thinks about aliens\",\n",
+        "    \"corporate questions about agile\",\n",
+        "    \"anything about the S&P 500\",\n",
+        "]\n",
+        "\n",
+        "blocked_route = Route(name=\"block_list\", references=blocked_references)\n",
+        "\n",
+        "router = SemanticRouter(\n",
+        "    name=\"bouncer\",\n",
+        "    routes=[blocked_route],\n",
+        "    redis_url=REDIS_URL,\n",
+        "    overwrite=False,\n",
+        ")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Testing the router"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 53,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "\n",
+            " Question: Tell me about the S&P 500? \n",
+            "\n",
+            "Blocked!\n"
+          ]
+        }
+      ],
+      "source": [
+        "scenario = {\n",
+        "        \"question\": \"Tell me about the S&P 500?\",\n",
+        "        \"answer\": \"you shall not pass\",\n",
+        "        \"type\": \"action\",\n",
+        "    }\n",
+        "\n",
+        "print(f\"\\n Question: {scenario['question']} \\n\")\n",
+        "\n",
+        "blocked_topic_match = router(scenario[\"question\"], distance_threshold=0.2)\n",
+        "\n",
+        "assert blocked_topic_match.name == \"block_list\"\n",
+        "\n",
+        "print(\"Blocked!\")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Putting it all together\n",
+        "\n",
+        "Once you have defined all the pieces, connecting the various aspects of the full architecture becomes easy and you can tie them together with whatever logic you wish. \n",
+        "\n",
+        "This could be as simple as:"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 54,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "def respond_to_question(question):\n",
+        "    blocked_topic_match = router(question, distance_threshold=0.2)\n",
+        "\n",
+        "    if blocked_topic_match.name == \"block_list\":\n",
+        "        print(\"App block logic - short circuit\")\n",
+        "        return\n",
+        "\n",
+        "    cache_hit = semantic_cache.check(prompt=question, return_fields=[\"response\"])\n",
+        "\n",
+        "    if cache_hit:\n",
+        "        print(\"Cache hit - short circuit\")\n",
+        "        return cache_hit\n",
+        "    \n",
+        "    return graph.invoke({\"messages\": question})\n"
+      ]
+    }
+  ],
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "display_name": "Python 3",
+      "name": "python3"
+    },
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.11.9"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 0
+}

From 53355f9346b4ed844faa18ee825f90f28082d7ed Mon Sep 17 00:00:00 2001
From: Robert Shelton <robert.b.shelton.42@gmail.com>
Date: Thu, 23 Jan 2025 14:06:19 -0500
Subject: [PATCH 2/3] fix tests edit text

---
 .../agents/02_full_featured_agent.ipynb       | 51 +++++++++++--------
 1 file changed, 30 insertions(+), 21 deletions(-)

diff --git a/python-recipes/agents/02_full_featured_agent.ipynb b/python-recipes/agents/02_full_featured_agent.ipynb
index eb18f385..2410678e 100644
--- a/python-recipes/agents/02_full_featured_agent.ipynb
+++ b/python-recipes/agents/02_full_featured_agent.ipynb
@@ -8,11 +8,10 @@
       "source": [
         "![Redis](https://redis.io/wp-content/uploads/2024/04/Logotype.svg?auto=webp&quality=85,75&width=120)\n",
         "\n",
-        "# Full featured Agent Architecture\n",
+        "# Full-Featured Agent Architecture\n",
+        "The following example demonstrates how to build a tool-enabled agentic workflow with a semantic cache and an allow/block list router. This approach helps reduce latency and costs in the final solution.\n",
         "\n",
-        "The following example covers how to build a tool call agentic workflow with a semantic cache and allow/block list router to help reduce the latency and cost of the final solution. \n",
-        "\n",
-        "Note: This notebook summarizes [this workshop](https://github.com/redis-developer/oregon-trail-agent-workshop) for a more detailed step by step walk through of each element see the repo. \n",
+        "Note: This notebook summarizes this [this workshop](https://github.com/redis-developer/oregon-trail-agent-workshop). For a more detailed step-by-step walkthrough of each element, please refer to the repository.\n",
         "\n",
         "## Let's Begin!\n",
         "<a href=\"https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/agents/02_full_featured_agent.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
@@ -37,6 +36,7 @@
       },
       "outputs": [],
       "source": [
+        "# NBVAL_SKIP\n",
         "%%capture --no-stderr\n",
         "%pip install -U --quiet langchain langchain-openai langchain-redis langgraph"
       ]
@@ -71,8 +71,9 @@
       ],
       "source": [
         "# NBVAL_SKIP\n",
-        "import getpass\n",
         "import os\n",
+        "import getpass\n",
+        "\n",
         "\n",
         "\n",
         "def _set_env(key: str):\n",
@@ -169,7 +170,9 @@
         }
       ],
       "source": [
+        "import os\n",
         "from redis import Redis\n",
+        "\n",
         "# Use the environment variable if set, otherwise default to localhost\n",
         "REDIS_URL = os.getenv(\"REDIS_URL\", \"redis://localhost:6379\")\n",
         "\n",
@@ -185,9 +188,7 @@
       "source": [
         "# Motivation\n",
         "\n",
-        "This notebook is a consolidated version of the [Redis Developer Oregon Trail Agent Workshop](https://github.com/redis-developer/oregon-trail-agent-workshop) check out that repo for a more detailed explanation and project structure if new to agents.\n",
-        "\n",
-        "The goal of the workshop is to create an agent workflow that can handle 5 Oregon Trailed themed scenarios that mimic situation that often arise when implementing agent workflows in practice.\n",
+        "The goal of the workshop is to create an agent workflow that can handle five Oregon Trail-themed scenarios, mimicking situations that often arise when implementing agent workflows in practice.\n",
         "\n",
         "## Scenario 1 - name of the wagon leader\n",
         "\n",
@@ -239,6 +240,8 @@
         "\n",
         "![diagram](../../assets/full_featured_agent.png)\n",
         "\n",
+        "As a reminder for more detail see: [Redis Developer Oregon Trail Agent Workshop](https://github.com/redis-developer/oregon-trail-agent-workshop).\n",
+        "\n",
         "# Defining the agent with LangGraph\n",
         "\n",
         "## Tools\n",
@@ -247,7 +250,9 @@
         "\n",
         "### Restock tool\n",
         "\n",
-        "The first tool we will define implements the restocking formula. LLMs are designed to predict text responses not to do deterministic math. In this case, the agent will act as a parser and extract the necessary information from the human query and call the tool with the appropriate schema. One of the nice things about LangGraph is that the schema for the tool can be defined as a `pydantic` model. Note: it's also essential that a good doc_string be used with the tool function such that the agent can determine the appropriate situation to use the tool. "
+        "The first tool we will define implements the restocking formula. LLMs are designed to predict text responses, not to perform deterministic math. In this case, the agent will act as a parser, extracting the necessary information from the human query and calling the tool with the appropriate schema.\n",
+        "\n",
+        "One of the advantages of `LangGraph` is that the schema for the tool can be defined as a `pydantic` model. Note: It is also essential to include a well-written `doc_string` with the tool function so the agent can determine the appropriate situation to use the tool."
       ]
     },
     {
@@ -282,11 +287,11 @@
       "source": [
         "## Retriever tool\n",
         "\n",
-        "Sometimes an LLM might need access to data that it was not trained on wether because that data is proprietary, time bound, etc. \n",
+        "Sometimes an LLM might need access to data that it was not trained on, whether because the data is proprietary, time-sensitive, or otherwise unavailable.\n",
         "\n",
-        "In cases like these, RAG (Retrieval Augmented Generation) is often necessary wherein a vector search is used to augment a final LLM prompt with helpful necessary context.\n",
+        "In such cases, Retrieval-Augmented Generation (RAG) is often necessary. Here, a vector search is used to augment the final LLM prompt with helpful and necessary context.\n",
         "\n",
-        "RAG and Agents are not mutually exclusive and below we define a retriever tool that performs RAG when the agent determines it necessary."
+        "RAG and agents are not mutually exclusive. Below, we define a retriever tool that performs RAG whenever the agent determines it is necessary."
       ]
     },
     {
@@ -492,7 +497,7 @@
       "source": [
         "# Graph\n",
         "\n",
-        "The graph composes the tools and nodes into a compilable workflow that we can invoke. "
+        "The graph composes the tools and nodes into a compilable workflow that can be invoked."
       ]
     },
     {
@@ -556,12 +561,12 @@
       "source": [
         "# Evaluate graph structure\n",
         "\n",
-        "When we invoke the graph, it takes 4 primary steps:\n",
+        "When we invoke the graph, it follows four primary steps:  \n",
         "\n",
-        "1. Evaluates the conditional edge between tools and agent via the `should_continue` function to determine if it should `continue` and call a tool or if it should `structure_response` and format for a user.\n",
-        "2. If it invokes the tools it appends the response from the tool as a message to state and passes back to the agent.\n",
-        "3. If it has already called tools or has decided tools are not necessary it moves to the `structure_response` node. \n",
-        "4. If the question is determined to be a **multiple choice question** within the `structure_response` node a model is invoked to make sure the response is in returns a literal `A, B, C, or D` as the game would expect otherwise it just moves forward."
+        "1. **Evaluate Conditional Edge**: The graph evaluates the conditional edge between tools and the agent via the `should_continue` function. This determines whether it should `continue` and call a tool or move to `structure_response` to format the output for the user.  \n",
+        "2. **Invoke Tools**: If it decides to invoke the tools, the response from the tool is appended as a message to the state and passed back to the agent.  \n",
+        "3. **Determine Next Step**: If tools have already been called or are deemed unnecessary, the graph moves to the `structure_response` node.  \n",
+        "4. **Handle Multiple-Choice Questions**: If the question is identified as a **multiple-choice question** within the `structure_response` node, a model is invoked to ensure the response is returned as a literal `A, B, C, or D`, as expected by the game. Otherwise, it simply proceeds forward.  "
       ]
     },
     {
@@ -596,7 +601,7 @@
         "\n",
         "## Scenario 1 - name of wagon leader\n",
         "\n",
-        "This test just confirms that our graph has been setup correctly and can handle a case where tools don't need to be invoked."
+        "This test confirms that our graph has been setup correctly and can handle a case where tools don't need to be invoked."
       ]
     },
     {
@@ -742,7 +747,9 @@
       "source": [
         "## Scenario 4 - Semantic caching\n",
         "\n",
-        "Agent workflows are highly flexible and can handle many different scenarios but they do this at a cost. Even in our simple example there can be multiple large context LLM calls in the same execution which can lead to high latency and high service costs at the end of the month. A good practice is to cache answers to known questions. Often chatbot interactions are fairly predictable, especially if related to support or FAQ type use cases, and therefore good candidates for caching.\n",
+        "Agent workflows are highly flexible and capable of handling a wide range of scenarios, but this flexibility comes at a cost. Even in our simple example, there can be multiple large-context LLM calls in the same execution, leading to high latency and increased service costs by the end of the month.<br>\n",
+        "\n",
+        "A good practice is to cache answers to known questions. Chatbot interactions are often fairly predictable, particularly in support or FAQ-type use cases, making them excellent candidates for caching.\n",
         "\n",
         "\n",
         "![diagram](../../assets/cache_diagram.png)\n",
@@ -865,7 +872,9 @@
       "source": [
         "## Scenario 5 - Allow/block list router\n",
         "\n",
-        "When ChatGPT first came out there was a famous example where a car dealership accidentally made available to everyone the latest model for free. They assumed everyone would only ask question about cars to their chatbot but a group of developers quickly realized that the model was also powerful enough to answer coding questions so they started using the chevy dealership's chatbot for free. To prevent this from happening to your system adding an allow/block router to the front of your application is important. This is also very easy to do with redisvl.\n",
+        "When ChatGPT first launched, there was a famous example where a car dealership accidentally made one of the latest language models available for free to everyone. They assumed users would only ask questions about cars through their chatbot. However, a group of developers quickly realized that the model was powerful enough to answer coding questions, so they started using the dealership's chatbot for free. <br>\n",
+        "\n",
+        "To prevent this kind of misuse in your system, adding an allow/block router to the front of your application is essential. Fortunately, this is very easy to implement using `redisvl`.\n",
         "\n",
         "![diagram](../../assets/router_diagram.png)"
       ]

From eaa041256a9bac0db3997d1c5eb3bd2884676789 Mon Sep 17 00:00:00 2001
From: Robert Shelton <robert.b.shelton.42@gmail.com>
Date: Fri, 24 Jan 2025 09:50:06 -0500
Subject: [PATCH 3/3] update notebooks for test issue

---
 propositions.json                            |   1 +
 python-recipes/RAG/04_advanced_redisvl.ipynb | 750 ++++++++++++++++---
 python-recipes/RAG/06_ragas_evaluation.ipynb |  20 +-
 3 files changed, 639 insertions(+), 132 deletions(-)
 create mode 100644 propositions.json

diff --git a/propositions.json b/propositions.json
new file mode 100644
index 00000000..708dcace
--- /dev/null
+++ b/propositions.json
@@ -0,0 +1 @@
+["Registrant check: Well-known seasoned issuer (YES/NO) Registrant check: Required to file reports under Section 13 or 15(d) (YES/NO) Registrant check: Filed all reports required by Section 13 or 15(d) in the past 12 months (YES/NO) and subject to filing requirements for the past 90 days (YES/NO) Registrant check: Submitted all Interactive Data Files required by Rule 405 of Regulation S-T in the past 12 months (YES/NO) Registrant classification: Large accelerated filer (YES), Accelerated filer (NO), Non-accelerated filer (NO), Smaller reporting company (NO), Emerging growth company (NO) Emerging growth company check: Elected not to use extended transition period for new financial accounting standards (YES/NO) Registrant check: Filed a report and attestation on management's assessment of internal control over financial reporting under Section 404(b) of the Sarbanes-Oxley Act (YES/NO) Securities registered check: Registered under Section 12(b) and financial statements reflect correction of errors in previously issued financial statements (YES/NO) Error corrections check: Any restatements requiring recovery analysis of executive officers' incentive-based compensation during recovery period (YES/NO) Registrant check: Shell company status (YES/NO)", "As of November 30, 2022, NIKE Inc.'s Common Stock market values held by non-affiliates were: Class A $7,831,564,572 and Class B $136,467,702,472, totaling $144,299,267,044. NIKE Inc. is the Registrant with the IRS Employer Identification No. 93-0584541 and is incorporated in Oregon under the charter name NIKE, Inc. The principal executive offices of NIKE Inc. are located at One Bowerman Drive, Beaverton, Oregon 97005-6453. NIKE Inc.'s telephone number, including area code, is (503) 671-6453. NIKE Inc. has Class B Common Stock registered on the New York Stock Exchange with the trading symbol NKE. As of July 12, 2023, NIKE Inc. had 304,897,252 shares of Class A Common Stock outstanding and 1,225,074,356 shares of Class B Common Stock outstanding, totaling 1,529,971,608 outstanding shares. Parts of NIKE Inc.'s Proxy Statement for the Annual Meeting of Shareholders on September 12, 2023, are incorporated by reference into Part III of the report. NIKE Inc.'s Form 10-K includes information about Business, Products Sales and Marketing, International Operations and Trade Competition, Human Capital Resources, and more. NIKE Inc.'s Form 10-K also covers Risk Factors, Legal Proceedings, Market for Common Equity, Financial Condition, and other relevant topics. Quantitative and Qualitative Disclosures about Market Risk and Financial Statements are included in NIKE Inc.'s Form 10-K.", "Changes in and Disagreements with Accountants on Accounting and Financial Disclosure Controls and Procedures Disclosure Regarding Foreign Jurisdictions that Prevent Inspections Part III is incorporated by reference from the Proxy Statement for the NIKE, Inc. 2023 Annual Meeting of Shareholders ITEM 10: Directors ITEM 11: Executive Officers and Corporate Governance ITEM 12: Executive Compensation ITEM 13: Security Ownership of Certain Beneficial Owners and Management and Related Stockholder Matters ITEM 14: Certain Relationships and Related Transactions and Director Independence Principal Accountant Fees and Services Part IV: Exhibits and Financial Statement Schedules Form 10-K Summary Signatures NIKE, Inc. was incorporated in 1967 under the laws of the State of Oregon NIKE is the largest seller of athletic footwear and apparel in the world NIKE sells products through various channels worldwide NIKE offers interactive consumer services and experiences through digital platforms NIKE's products are mainly manufactured by independent contractors Footwear and apparel products are manufactured outside the United States Equipment products are manufactured both in the United States and abroad", "References to fiscal years 2023, 2022, 2021, and 2020 pertain to NIKE, Inc.'s fiscal year ending on May 31 of the corresponding year. Any mentions of other fiscal years refer to a fiscal year ending on May 31 of that particular year. NIKE Brand product offerings are focused on Men's, Women's, and Kids' segments. Products are also designed for the Jordan Brand and Converse. This approach helps create products that better cater to individual consumer needs and accelerate growth opportunities. NIKE's athletic footwear products are primarily designed for specific athletic use. Many products are also used for casual or leisure purposes. Considerable emphasis is placed on innovation and high-quality construction. Men's, Women's, and Jordan Brand footwear products lead in footwear sales. Sports apparel, like athletic footwear, is designed primarily for athletic use. Apparel is also worn casually and reflects a commitment to innovation and quality. Men's and Women's apparel products lead in apparel sales. Footwear, apparel, and accessories are often marketed in collections or by category. Apparel is marketed with licensed college and professional team logos. NIKE Brand offers a line of performance equipment and accessories, including bags, socks, sport balls, eyewear, and more. The Jordan Brand focuses on basketball performance and culture, offering athletic and casual footwear, apparel, and accessories. Jordan Brand products' sales and operating results are reported within the respective NIKE Brand geographic segments.", "Converse is a brand that designs, distributes and licenses casual sneakers, apparel and accessories under various trademarks, with its headquarters in Boston, Massachusetts. The operating results of the Converse brand are reported separately. NIKE has entered into license agreements allowing unaffiliated parties to manufacture and sell certain products under NIKE-owned trademarks. NIKE offers interactive consumer services, digital products, and experiences through various digital platforms. There are fluctuations in sales volume throughout the year, with revenues typically higher in the first and fourth fiscal quarters. Changes in seasonal and geographical demand, as well as macroeconomic factors, can significantly impact the mix of product sales. Consumer preferences and trends in sports and fitness activities influence the demand for NIKE products, requiring the company to adjust its offerings and marketing strategies accordingly. NIKE must respond timely to shifts in consumer preferences to maintain sales and profitability. Failure to adapt to consumer trends could negatively impact sales and profitability. NIKE operates in consumer products markets.", "NIKE Brand operations are reported based on internal geographic organization. Each NIKE Brand geographic segment focuses on designing, developing, marketing, and selling athletic footwear, apparel, and equipment. Reportable operating segments for the NIKE Brand include North America, Europe, Middle East & Africa (EMEA), Greater China, and Asia Pacific & Latin America (APLA). Reportable operating segments include the NIKE and Jordan brands. NIKE Direct operations are managed within each geographic operating segment. Converse is a separate reportable operating segment focusing on designing, marketing, licensing, and selling casual sneakers, apparel, and accessories. Converse's direct-to-consumer operations, including digital commerce, are reported within the Converse operating segment results. In fiscal 2023, sales in the United States accounted for approximately 43% of total revenues for NIKE Brand and Converse. NIKE sells products in the United States through various retail accounts including footwear stores, sporting goods stores, department stores, and more. Three largest customers in the United States accounted for around 22% of sales during fiscal 2023. NIKE Direct and Converse direct-to-consumer operations sell products through digital platforms and retail stores in the United States. In the United States, NIKE has eight significant distribution centers.", "In fiscal 2023, non-U.S. NIKE Brand and Converse sales made up around 57% of total revenues, down from 60% in fiscal 2022 and 61% in fiscal 2021. NIKE sells products globally through NIKE Direct operations, independent distributors, licensees, and sales representatives, with products shipped from 67 distribution centers outside the U.S. In fiscal 2023, NIKE's three largest customers outside the U.S. contributed about 14% of total non-U.S. sales. NIKE Direct and Converse operate numerous retail stores internationally, including 560 NIKE Brand factory stores and a total of 663 stores worldwide. No single customer represented 10% or more of total revenues in fiscal 2023. NIKE emphasizes research, design, and development to enhance athletic performance, reduce injury, and improve comfort, focusing on technical innovation in footwear, apparel, and equipment manufacturing processes. NIKE collaborates with experts in biomechanics, chemistry, sustainability, and other fields, as well as athletes and coaches, to review designs, materials, and product safety compliance globally. Employee athletes and others evaluate NIKE products during the design and development phase to ensure quality and performance.", "The company focuses on developing new technologies and designing innovative products and experiences incorporating those technologies in various product categories and consumer applications. The design teams use market intelligence and research to identify opportunities to leverage new technologies in existing categories to meet consumer preferences. Nike dedicates itself to designing innovative products by utilizing technologies such as Nike Air, Zoom, Free, Dri-FIT, Flyknit, FlyEase, ZoomX, Air Max, React, and Forward. Nearly all footwear and apparel products of the company are manufactured outside the United States by independent manufacturers known as contract manufacturers, many of which operate multiple factories. The company is supplied by a number of materials suppliers, known as Tier 2 suppliers, who provide the principal materials used in finished goods products. As of May 31, 2023, the company had 146 strategic Tier 2 suppliers. As of May 31, 2023, the contract manufacturers of the company operated 123 finished goods footwear factories in 11 countries. For fiscal 2023, NIKE Brand footwear finished goods were manufactured by 15 contract manufacturers, with the largest single finished goods footwear factory accounting for approximately 9% of the total production. In fiscal 2023, Vietnam, Indonesia, and China manufactured approximately 50%, 27%, and 18% of total NIKE Brand footwear, respectively. Four footwear contract manufacturers each accounted for more than 10% of footwear production, totaling approximately 58% of NIKE Brand footwear production. As of May 31, 2023, the contract manufacturers of the company operated 291 finished goods apparel factories in 31 countries. For fiscal 2023, NIKE Brand apparel finished goods were manufactured by 55 contract manufacturers, with the largest single finished goods apparel factory accounting for approximately 8% of the total production. In fiscal 2023, Vietnam, China, and Cambodia manufactured approximately 29%, 18%, and 16% of total NIKE Brand apparel, respectively.", "One apparel contract manufacturer accounted for over 10% of NIKE Brand apparel production in fiscal 2023. The top five contract manufacturers together represented around 52% of NIKE Brand apparel production in the same period. NIKE's contract manufacturers purchase raw materials for making footwear, apparel, and equipment products. Raw materials for manufacturing are typically bought in the countries where production occurs. Key materials in footwear include natural and synthetic rubber, plastic compounds, foam cushioning materials, leather, nylon, polyester, textiles, and polyurethane films for NIKE Air-Sole cushioning parts. Air Manufacturing Innovation and contract manufacturers in China and Vietnam supplied NIKE Air-Sole cushioning components in footwear during fiscal 2023. Main materials in apparel include natural and synthetic fabrics, yarns, threads (both virgin and recycled), performance fabrics for moisture-wicking, heat retention, and rain/snow repellency, and plastic/metal hardware. Supply chain volatility was experienced at the start of fiscal 2023, gradually improving throughout the year. Higher supply chain network costs were primarily due to inflationary pressures in fiscal 2023. Contract manufacturers successfully sourced enough raw materials despite competition and sourcing risks during the year. Sojitz Corporation of America, a large Japanese trading company, has provided import-export financing services for NIKE since 1972. Details on international operations and trade can be found in the company's SEC filings.", "International operations face risks like changes in trade policies, import duties, quotas, trade restrictions, and political instability. Company has not been significantly impacted by these risks so far, but cannot predict future effects. Global economic and political conditions have led to increased protectionist actions worldwide. Footwear and apparel industries are not immune to these trends. Industry companies are collaborating to address trade issues and comply with competition laws. Protectionist measures have raised product costs for the company. Future measures could negatively impact sales and profitability for NIKE and the industry.", "Monitoring protectionist trends globally that could impact the industry Engaging in processes to mitigate trade restrictions Actively monitoring for potential anti-dumping measures affecting the industry Advocating against impediments that may hinder customs clearance for footwear, apparel and equipment imports NIKE advocates for trade liberalization in bilateral and multilateral agreements for footwear and apparel Changes in U.S. trade policies could negatively affect NIKE and other corporations Collaborating with global businesses and trade associations to influence trade restriction legislation Ability to develop alternative supply sources in case of disruptions from existing suppliers Temporary disruptions in operations possible if unable to acquire products from current suppliers Belief that disruptions can be managed, with short-term impact on supply chain", "Our international operations must comply with the U.S. Foreign Corrupt Practices Act (the 'FCPA') and other anti-bribery laws. We source a significant portion of our products outside of the United States. We have important consumer markets outside of the United States. We have an ethics and compliance program to ensure compliance with the FCPA and similar laws by us, our employees, agents, suppliers, and other partners. Refer to Item 1A. Risk Factors for additional information on risks related to our international operations. The athletic footwear, apparel, and equipment industry is highly competitive worldwide. We compete internationally with numerous athletic and leisure footwear companies, athletic and leisure apparel companies, sports equipment companies, and large companies with diversified lines of athletic and leisure products. Our competitors include adidas, Anta, ASICS, Li Ning, lululemon athletica, New Balance, Puma, Under Armour, and V.F. Corporation, among others. Intense competition and rapid changes in technology and consumer preferences pose significant risks in our operations. Refer to Item 1A. Risk Factors for additional information. NIKE is the largest seller of athletic footwear and apparel globally. Important aspects of competition in this industry include product attributes such as quality, performance, reliability, new product style, design, innovation, development, and consumer price/value. Consumer connection, engagement, and affinity for brands and products are crucial, developed through marketing, promotion, digital experiences, social media interaction, customer support, identification with influential figures, and active engagement through sponsored events and clinics. Effective sourcing and distribution of products, with attractive retail presentation both in-store and on digital platforms, are essential. NIKE believes it is competitive in all of these areas.", "Intellectual property rights are important to NIKE's brand, success, and competitive position. NIKE strategically pursues protections for its intellectual property rights and vigorously defends them against theft and infringement by third parties. NIKE uses trademarks on products, packaging, and marketing materials to create a market for goods, identify brands, and distinguish goods from others. NIKE considers its NIKE and Swoosh Design trademarks to be valuable assets registered in over 190 jurisdictions worldwide. NIKE also owns other trademarks used in marketing its products and has common law rights in the trade dress of distinctive shoe designs. NIKE has copyright protection for designs, graphics, software applications, and other original works, seeking registered copyrights when appropriate. NIKE files for, owns, and maintains utility and design patents in the US and foreign countries to protect components, technologies, and manufacturing techniques in footwear, apparel, equipment, and digital devices. NIKE's success relies on capabilities in design, research, development, production, and marketing supported by intellectual property rights such as trademarks, patents, copyrights, and trade secrets. NIKE applies for and registers intellectual property rights in the US and select foreign countries, continuing to protect trademarks, patents, and trade secrets against infringement and misappropriation.", "NIKE believes that the strength and effective management of their workforce is crucial for their business success. NIKE aims to attract, develop, and retain a diverse and engaged workforce at all levels of the business to drive creativity and innovation. NIKE is focused on creating a diverse talent pipeline that mirrors their consumers, athletes, and communities. Each employee at NIKE contributes to shaping the company's culture through behaviors and practices. NIKE's core values are encapsulated in their Maxims and Code of Conduct, guiding all employees. NIKE's mission is to inspire and innovate for every athlete globally, emphasizing inclusivity for all individuals. NIKE strives to make sustainable products, foster a creative and diverse team, prioritize employee well-being, and make a positive impact in communities. NIKE is deeply committed to providing opportunities for employee growth, connectivity to the brand, and shaping a positive workplace culture. NIKE dedicates resources to training programs, career development, leadership skills enhancement, and tuition reimbursement for employees.", "NIKE empowers its employees to shape its culture by sourcing feedback through Engagement Survey program The program allows every global employee to give confidential feedback on key areas influencing engagement like satisfaction with managers, work, and Company The program measures employees' emotional commitment to NIKE and its culture of diversity, equity, and inclusion NIKE offers multiple channels for employees to report any behavior against company values or policies NIKE aims to invest 2% of prior fiscal year's pre-tax income into global communities The investment focus is on promoting active play for kids, uniting communities for an equitable future NIKE supports employees in giving back to community organizations through donations and volunteering As of May 31, 2023, NIKE had around 83,700 employees worldwide, including retail and part-time employees NIKE engages independent contractors and temporary personnel to supplement its workforce Certain EMEA and APLA employees are members of trade unions as allowed by local law In some countries, local laws mandate employee representation by works councils or union-like organizations NIKE complies with industry-wide or national collective bargaining agreements in certain European countries NIKE has not faced any significant operational disruptions due to labor disputes", "NIKE considers Diversity, equity and inclusion (DE&I) a strategic priority and is committed to increasing team diversity through recruitment, development, and retention. NIKE aims to expand representation across all dimensions of diversity in the long term. NIKE is committed to specific targets for fiscal 2025, including increasing representation of women in global corporate workforce and leadership positions. NIKE is also focused on increasing representation of U.S. racial and ethnic minorities in the U.S. corporate workforce and at the Director level and above. NIKE enhances efforts in recruiting diverse talent through traditional channels and partnerships with athletes and organizations for apprenticeship programs. NIKE prioritizes DE&I education for employees and leaders to promote cultural awareness and understanding, aiming to build diverse and inclusive teams. NIKE has Employee Networks, collectively known as NikeUNITED, representing various employee groups. NIKE's DE&I efforts extend to supporting communities to address racial inequality and improve diversity and representation. NIKE leverages its global scale to accelerate business diversity by investing in women's business training programs and increasing minority-owned business services. NIKE's total rewards aim to be competitive, equitable, and meet the diverse needs of global teammates reinforcing company values. NIKE is committed to providing comprehensive, competitive, and equitable pay and benefits, investing in employees through growth, development, and well-being initiatives. NIKE reviews pay and promotion practices annually to ensure competitiveness.", "The company has an annual company bonus plan for all eligible employees. There is a retail-focused bonus plan applicable to all eligible employees. Both bonus programs aim to reward employees for company performance. The company provides comprehensive family care benefits, including family planning coverage and childcare assistance. The Military Leave benefit offers up to 12 weeks of paid time off every 12 months. Full-time employees and North America store employees have free access to the company's Sport Centers. Employees have free access to mindfulness and meditation resources, as well as live classes. Employees and their families globally can have free and confidential visits with a mental health counselor. Support during times of crisis includes pay continuity, natural disaster assistance, and COVID-19 pandemic support. A hybrid work approach is offered to the majority of employees, along with a Four Week Flex option to work from another location for up to four weeks per year. The company organizes a Well-Being Week where corporate offices close for a full week in the summer, and Well-Being Days for teammates in retail stores and distribution centers. Inclusive family planning benefits and transgender healthcare coverage are provided for eligible employees covered on the U.S. Health Plan. All U.S. employees have access to unlimited free financial coaching through a third-party provider.", "Additional information about NIKE, Inc.'s human capital strategy is available in the FY22 NIKE, Inc. Impact Report on about.nike.com. Information on NIKE's websites is not part of the Annual Report or any other SEC filing. NIKE's digital commerce website is www.nike.com. NIKE's corporate website, investors.nike.com, posts SEC filings like Form 10-K, 10-Q, and 8-K, along with proxy statements. Filings on NIKE's corporate website are free, and copies can be requested in writing to NIKE Investor Relations at One Bowerman Drive, Beaverton, Oregon. Charters of our Board of Directors' committees, corporate governance guidelines, and code of ethics are available on NIKE's corporate website. Documents available on NIKE's website are not part of the Annual Report or other SEC filings. NIKE's executive officers as of July 20, 2023, are...", "Mark G. Parker, 67, is the Executive Chairman of the Board of Directors at NIKE. Mark G. Parker served as President and Chief Executive Officer at NIKE from 2006 to January 2020. Mark G. Parker has been employed by NIKE since 1979, focusing on product research, design, development, marketing, and brand management. Mark G. Parker was promoted through various roles at NIKE, including Vice President of Global Footwear in 1998 and President of the NIKE Brand in 2001. John J. Donahoe II, 63, is the President and Chief Executive Officer of NIKE since January 2020. John J. Donahoe II has experience in digital commerce, technology, and global strategy. John J. Donahoe II previously served as President and Chief Executive Officer at ServiceNow, Inc. and eBay, Inc., and held leadership roles at Bain & Company. Matthew Friend, 45, is the Executive Vice President and Chief Financial Officer at NIKE. Matthew Friend joined NIKE in 2009 and has led various finance and management organizations within the company. Matthew Friend's previous roles at NIKE include Chief Financial Officer of Emerging Markets, Global Categories, Product, Functions, and the NIKE Brand. Matthew Friend was also Vice President of Investor Relations at NIKE before becoming the company's CFO in April 2020. Before joining NIKE, Matthew Friend worked in the financial industry at Goldman Sachs and Morgan Stanley. Monique S. Matheson, 56, is the Executive Vice President and Chief Human Resources Officer at NIKE. Monique S. Matheson has been with NIKE since 1998, specializing in human resources. Monique S. Matheson held various HR roles at NIKE before becoming Executive Vice President of Global Human Resources in 2017.", "Ann M. Miller serves as Executive Vice President and Chief Legal Officer at NIKE, Inc since 2007. In this role, she oversees legal, compliance, and other key matters of the company. Ms. Miller previously served as Vice President, Corporate Secretary, and Chief Ethics & Compliance Officer at NIKE. She also worked as Converse's General Counsel before joining NIKE. Heidi O'Neill is the President of Consumer, Brand & Product at NIKE, joining in 1998. She leads global consumer teams, product engine, brand marketing, and sports marketing efforts for the brand. Ms. O'Neill has held various key roles at NIKE, including leading marketplace, geographic regions, and NIKE Direct. She also spearheaded NIKE's retail and digital-commerce business and Women's business. Before NIKE, Ms. O'Neill worked at Levi Strauss & Company and Foote, Cone & Belding. Craig Williams is the President of Geographies & Marketplace at NIKE, joining in 2019. He leads NIKE's geographies, marketplace, supply chain, and logistics functions. Mr. Williams initially joined NIKE as President of Jordan Brand and has a background at The Coca-Cola Co., McDonald's Division, CIBA Vision, and Kraft Foods Inc. He also served in the U.S. Navy. The 2023 FORM 10-K contains a table of contents and discusses risk factors. It also includes a special note regarding forward-looking statements and analyst reports.", "Statements made by NIKE or its representatives in reports, filings, or other sources that are not purely historic information are considered 'forward-looking statements'. Forward-looking statements can predict, forecast, or imply future results and often contain specific keywords like 'believe,' 'anticipate,' or 'expect'. These statements are subject to risks and uncertainties detailed in reports filed by NIKE with the SEC, such as international, national, and local economic conditions, competition in the athletic market, and changes in consumer preferences. NIKE also faces challenges related to sustainability strategy implementation, information technology systems, and consumer data management.", "Fluctuations and difficulty in forecasting operating results for NIKE, including changes in shipment timing, order mix, discounts, cancellations, and returns. Challenges in sustaining, managing, and forecasting growth and inventories for NIKE. Factors influencing NIKE's operations like new product development, trademark protection, product quality, and customer service. Risks to NIKE's brand reputation and image from adverse publicity, social media, or brand damaging events. Dependency on distributors, potential business disruptions, and increased costs for freight and transportation. General risks of operating internationally for NIKE, including exchange rate fluctuations, political instability, and terrorism. Impacts of laws, regulations, and policies on NIKE, such as tariffs, import/export regulations, and climate change regulations. Legal risks like litigation, sanctions, and claims asserted against NIKE. Challenges in attracting and retaining qualified employees for NIKE, and managing public perception of key personnel and corporate culture. Effects of strategic decisions like investing in or divesting of businesses for NIKE. Risks related to health crises like the COVID-19 pandemic mentioned in NIKE's reports.", "NIKE communicates with securities analysts but does not disclose material non-public or confidential commercial information to them. Shareholders should not assume that NIKE agrees with any statement or report issued by analysts. NIKE does not confirm financial forecasts or projections issued by others. Reports issued by securities analysts containing projections, forecasts, or opinions are not NIKE's responsibility. The risks mentioned in the Annual Report are not exhaustive. Other sections of the Annual Report may include additional factors that could negatively impact NIKE's business and financial performance. NIKE operates in a highly competitive and fast-changing environment. New risks may emerge over time, and management cannot predict or assess all such risks' impact on NIKE's business. Global economic conditions could significantly affect NIKE's business, operating results, and financial condition. Factors such as discretionary consumer spending can impact NIKE's sales and product demand. NIKE may face challenges accessing financing in credit and capital markets at reasonable rates.", "Company conducts transactions in various currencies, creating exposure to fluctuations in foreign currency exchange rates relative to the U.S. Dollar. Continued volatility in markets and exchange rates for foreign currencies and contracts could significantly impact reported operating results and financial condition. Volatility in availability and prices of commodities and raw materials used in products and supply chain could adversely affect costs, gross margins, and profitability. Supply chain issues due to factors like COVID-19 pandemic and geopolitical conflicts have impacted and may continue to impact availability, pricing, and timing for obtaining commodities and raw materials. Declining revenues or financing difficulties for retailers may lead to reduced orders, late payments, higher accounts receivable, and increased bad debt expense for Company. Certain retailers of Company's products facing financial difficulties or insolvency in the past could negatively impact future sales to consumers. Difficulty for contract manufacturers or supply chain participants in obtaining financing may result in delays or non-delivery of Company's products. Company's products, services, and experiences face intense competition.", "NIKE is a consumer products company The popularity of sports and fitness activities and changing design trends affect the demand for NIKE's products, services, and experiences The athletic footwear, apparel, and equipment industry is highly competitive in the United States and worldwide NIKE competes internationally with many companies in the athletic and leisure industry NIKE and its contract manufacturers compete for production capacity and raw materials NIKE Direct operations compete with multi-brand retailers and digital commerce platforms NIKE competes in offering digital services and experiences to consumers Product offerings, technologies, marketing expenditures, pricing, and customer service are areas of intense competition for NIKE Ongoing rapid changes in technology and consumer preferences pose significant risk factors for NIKE Competition in retail and digital commerce poses risks for NIKE Direct and wholesale operations Failure to anticipate and respond to competitors may lead to cost increases and decline in demand for NIKE products", "Economic factors beyond the company's control and changes in the global economic environment, such as inflation and currency exchange rate fluctuations, may lead to lower revenues, higher costs, decreased margins, and earnings. The majority of the company's products are manufactured and sold outside of the United States, exposing it to volatility in global economic conditions and currency exchange rates. Central banks may use various strategies, such as increasing interest rates, to combat inflation, potentially impacting the company's borrowing costs. Currency exchange rate fluctuations can impact the U.S. Dollar value of the company's foreign currency-denominated sales and earnings. Fluctuations in currency exchange rates can disrupt the business of independent manufacturers producing the company's products by increasing the cost of raw materials and financing difficulties. The company hedges certain foreign currency exposures to mitigate the effects of currency fluctuations on its financial results, though not completely eliminating them. Hedging activities are designed to reduce both the negative impact of a stronger U.S. Dollar and the positive impact of a weaker U.S. Dollar or other trading currencies. The company's future financial results have been and could continue to be significantly influenced by the value of the U.S. Dollar relative to foreign currencies it operates in. The impact of currency fluctuations on the company's financial results will depend on its hedging activities to some extent.", "Our company may be negatively impacted by the financial status of our wholesale customers. We provide credit to customers based on their financial assessment, usually without collateral. To help with production scheduling and product shipment, we offer some customers the option to place orders several months in advance through our futures ordering program. Advance orders can be canceled under specific conditions, especially when dealing with financially unstable or uncertain retailers. Previous instances have shown that some customers faced financial challenges, including bankruptcies, affecting our sales, receivable collections, and financial health. During economic slowdowns or shifts in consumer behavior, retailers tend to be more careful with their orders. A weakening economy or recession in our key markets could harm the financial stability of our customers, impacting our financial condition and operations. High-quality merchandising and appealing retail environments are crucial for product sales, requiring ongoing investments from retailers. Financially struggling retailers may postpone or skip these investments, leading to reduced sales and orders for our products. Factors like climate change, sustainability issues, legal regulations, and market responses could negatively affect our business and financial results.", "Increased levels of carbon dioxide and other greenhouse gases in the atmosphere have led to rising global temperatures and changes in weather patterns. Climate change may worsen challenges related to water and raw materials availability and quality. Climate change may prompt regulatory changes or shifts in consumer preferences that could affect the company's business, financial condition, and operating results. There is a growing emphasis on sustainable products and practices from various stakeholders, potentially leading to increased costs for transparency, due diligence, and reporting. Governmental authorities worldwide are proposing legislative and regulatory measures to address climate change impacts, potentially increasing costs for compliance. Varying approaches to climate change regulation globally may raise complexity and costs for compliance. The company may need to invest more in facilities and equipment due to climate-related regulations, impacting raw material availability, costs, and product demand. These changes could have adverse effects on the company's business, financial condition, and operating results.", "The company has announced sustainability-related goals and targets. There is uncertainty whether stakeholders will agree with the company's strategies. Any perception of failure to achieve sustainability goals or act responsibly regarding climate change could lead to adverse publicity and harm the business and reputation. Execution of strategies and goal achievement is subject to risks and uncertainties beyond the company's control. Risks include the ability to execute strategies within projected costs and timeframes, availability and cost of raw materials and renewable energy, unforeseen difficulties, and compliance with global and regional regulations. Adapting products to customer preferences and actions of competitors are also factors that pose risks. There is no guarantee of successfully executing strategies and achieving sustainability goals. Failure to do so could harm the company's reputation, relationships with customers and stakeholders, as well as impact the business and financial condition. Extreme weather conditions and natural disasters could have a negative impact on the company's operating results and financial condition.", "The company is vulnerable to physical risks of climate change due to its broad and global operations. Extreme weather conditions in areas where the company's stores, suppliers, manufacturers, customers, and offices are located could harm its financial status. Natural disasters like earthquakes, hurricanes, wildfires, and floods have disrupted the company's operations in the past and could do so in the future. The company's success relies on the safety and availability of its personnel and facilities during natural disasters or severe weather events. Climate change may increase the frequency and severity of extreme weather conditions and natural disasters, affecting the company's operations and those of its vendors and suppliers. The company believes its disaster recovery planning and information technology systems position it well, but they may not be adequate for all scenarios. A local or regional disaster could impact the company's operations and business continuity.", "Local or regional events may affect the human capital across operations. World headquarters located in an active seismic zone poses earthquake risks. Challenges may arise if unable to find alternative suppliers or repair IT systems. Delays in product delivery could lead to reputational damage and financial losses.", "Financial condition and results of operations of the company have been and could be adversely affected by pandemics, epidemics, or other public health emergencies. Pandemics and public health emergencies, such as COVID-19, have caused business slowdown or shutdown in affected areas, disruptions in financial markets globally and in the United States, and adverse impacts on the global supply chain, factory cancellation costs, store closures, retail traffic, and consumer discretionary spending. Preventative measures taken during crises may also impact the company's business, sales, financial condition, and operations, potentially leading to changes in the effective tax rate due to earnings mix shifts across jurisdictions. Uncertainty exists regarding the potential future effects of pandemics and preventative measures on the company's sales, operations, and financial results. Risks associated with pandemics and public health emergencies include economic deterioration in the United States and globally, disruptions to distribution centers, manufacturers, and vendors, as well as increasing operating costs, labor shortages, and inventory production and distribution issues. Disruptions to distribution and logistics providers' operations, including labor and container shortages, can impact the company's ability to meet consumer demand, resulting in extended inventory transit times, increased production and distribution costs, and higher freight and logistics expenses.", "Retail traffic decreased due to store closures, reduced operating hours, social distancing restrictions, and changes in consumer behavior. Consumer demand for our products decreased due to higher unemployment rates, increased borrowing costs, inflation, and diminished consumer confidence. Sports seasons and events cancellation or postponement in multiple countries, along with bans on large public gatherings, have reduced consumer spending on our products and could impact arrangements with key endorsers. There is a risk that safety protocols in NIKE-owned or affiliated facilities may not be effective or perceived as effective, potentially leading to virus-related illnesses being linked to these facilities. Incremental costs incurred from adopting preventative measures and complying with regulatory requirements include providing facial coverings and hand sanitizer, rearranging operations for social distancing, conducting temperature checks, testing, and regular disinfection of surfaces. Bankruptcies or financial difficulties of our wholesale customers may result in delayed payments, revised terms, or order cancellations. Global financial markets disruptions and volatility could negatively impact our future capital access.", "It is difficult to predict the impact of pandemics or public health emergencies on the business, operations, and financial condition, affected by various factors such as duration, spread, government regulations, effectiveness of containment measures, vaccine availability and efficacy, and global economic conditions. Disruptions in the past have hindered the comparison of performance, revenue growth, and profitability between quarters and fiscal years, posing a challenge in the future as well. Pandemics or public health emergencies may impact the business, operations, and financial condition in unforeseen ways not currently perceived as significant risks, potentially exacerbating other discussed risks with a material effect. Failure to uphold reputation, brand image, and culture can have a negative impact on the business, especially considering the global recognition of iconic brands reliant on design, marketing efforts, product innovation, and quality. Maintaining, promoting, and growing brands hinges on successful design, marketing, and sustainability measures, including adapting to a changing media and digital landscape, with reliance on social media and digital advertising networks.", "Brand value is influenced by maintaining positive consumer perception of corporate integrity, purpose, and brand culture. Negative claims or publicity involving the company, culture, values, products, services, consumer data, key employees, endorsers, sponsors, suppliers, or partners could harm reputation and brand image. Supplier compliance with laws is required, but company does not control their practices. Negative publicity around supplier policy violations could damage brand image and consumer trust. Supporting, associating with, or disapproving social causes may impact reputation and brand image. Social media can amplify negative publicity and make it challenging to respond. Adverse publicity about regulatory or legal actions could harm reputation and brand image, affecting consumer confidence and demand. Tarnished brand reputation or negative publicity may adversely affect sales, financial condition, and results of operations. Business is subject to seasonality, leading to fluctuations in operating results.", "Aggregate sales volume fluctuates moderately throughout the year. Historically, revenues are higher in the first and fourth fiscal quarters compared to the second and third quarters. Product sales mix can vary due to business strategy shifts, seasonal or geographic demand, and timing of significant sporting events. Customers may cancel orders, change delivery schedules, or modify product mix with short notice. It is challenging to accurately predict quarterly sales due to these factors. Results of operations are expected to fluctuate significantly due to seasonality and external factors like economic conditions, consumer preferences, weather, and geopolitical events. Operating margins are influenced by factors such as manufacturing and transportation costs, product sales mix, and sales trends. Past adverse impacts and potential future effects on the business and operations are caused by factors beyond the company's control. Failure to anticipate consumer preferences and innovate new products may hinder revenue and profit growth.", "Success of the company depends on identifying, originating, and defining product trends as well as anticipating, gauging, and reacting to changing consumer demands Lead times for many products may hinder rapid response to new or changing trends or consumer preferences Products are influenced by unpredictable changing consumer preferences New products may not be accepted due to rapid shifts in consumer preferences, affecting future success Ability to anticipate and respond to consumer preference changes impacts sales, inventories, and profit margins Global marketing of products through various advertising and promotional programs, including social media, is crucial Failure in successful product marketing or increased advertising costs could negatively impact business, financial condition, and operations Company competes in the market with technical innovation and high-quality products", "Technical innovation and quality control are crucial for product success and development. Research and development are key for technical innovation. Specialists in various fields and advisory boards help develop cutting-edge products. Producing innovative products is essential for consumer demand and brand reputation. Maintaining high-quality endorsers is vital for business success. Establishing relationships with athletes and public figures is important for product promotion. Competition in the industry increases costs associated with sponsorships and relationships. Losing associations with key endorsers may harm brand visibility and profitability.", "Certain endorsers stopping the use of products could adversely affect the business due to endorsement agreements. Actions or statements by athletes, teams, or other endorsers that harm their reputations or the brand have harmed and could harm the brand image in the past and in the future. The decision to stop collaborating with certain endorsers due to their actions or statements could seriously harm the brand image with consumers. Poor performance by endorsers or failure to identify promising athletes could adversely affect the brand, sales, and profitability. Failure to accurately forecast consumer demand could lead to excess inventories or shortages, resulting in decreased operating margins and harm to the business.", "The company purchases products in advance from manufacturers to meet anticipated demand. There is a risk of being unable to sell excess products ordered from manufacturers. Excess inventory levels may lead to inventory write-downs. Sale of excess inventory at discounted prices could harm the brand image and financial condition. Underestimating consumer demand or manufacturer supply issues may lead to inventory shortages. Inventory shortages could cause delays and harm relationships with retailers and consumers. Difficulty in forecasting demand makes it hard to estimate future financial results. Failure to predict demand accurately could negatively impact revenues and net income. NIKE Direct operations require a significant investment and entail various risks and uncertainties.", "NIKE Direct operations, including retail stores and digital platforms, require significant investment. NIKE Direct stores require substantial fixed investment in equipment, leasehold improvements, and personnel. NIKE Direct has substantial operating lease commitments for retail space. Certain stores are designed as high-profile venues to promote brand awareness and marketing activities. Certain stores integrate with digital platforms. Some stores require more investment due to unique design, technological elements, locations, and size. A decline in sales or consumer behavior shift away from brick-and-mortar retail could lead to significant costs for lease termination, write-offs, and employee-related expenses. Retail operations face risks like credit card fraud, mismanagement of retail partners, cost management challenges in store construction and operation, and theft.", "Significant investments made in digital technologies and information systems for NIKE Direct operations. Digital offerings will require continued investment for technology platform development and upgrading. Digital platforms must be designed effectively and work well with various other technologies, systems, networks, and standards. Challenges in developing platforms that operate effectively with external technologies, systems, networks, or standards may arise. Growing consumer usage of NIKE Direct digital platforms. Difficulties in consumer access to digital platforms or meeting their needs may impact NIKE Direct operations negatively. Competitors may offer similar or more accepted digital experiences, features, content, or technologies. Risk of unsatisfactory return on investment in NIKE Direct operations. Possibility of management attention being diverted from other business opportunities. Malfunctioning technology-based systems may adversely affect online shopping experience, operational results, global digital commerce growth, and customer retention.", "Consumers shop through digital platforms Consumers use mobile devices and apps for online shopping and comparison Consumers engage with companies through mobile platforms Companies use social media and mobile apps to interact with consumers Failure to provide attractive digital platforms can harm business and reputation Technical infrastructure needed to satisfy consumer needs Need to scale and adapt digital platforms to meet consumer demand Risks include diversion of sales from physical stores and liability for online content Information technology is crucial for business operations", "The company heavily relies on Information Technology Systems for various aspects of its operations, including supply chain management, product design, production, sales, and financial reporting. The reliability of Information Technology Systems is crucial for managing inventory, shipping products on time, and overall operational efficiency. The company has implemented Information Technology Systems in all geographic regions of operation and continues to invest in integrating, securing, and enhancing these systems. There is no guarantee that the company's security measures will be enough to prevent cyber-attacks, system failures, or data losses. Failure of Information Technology Systems due to security breaches, viruses, or other causes could lead to delays in product fulfillment, operational inefficiencies, significant capital investments for remediation, and damage to the company's reputation. The use of employee-owned devices and hybrid work arrangements pose additional operational risks, including an increased vulnerability to cyber-attacks. The company, like others in the retail industry, has faced cyber-attacks such as phishing attempts, but these incidents have not had a significant impact on its operations so far.", "Something will have an impact in the future.", "The company uses Information Technology Systems for processing financial information and results of operations for internal reporting and regulatory compliance. Significant resources are expended and expected to be continued to be expended on modifying, updating, and enhancing Information Technology Systems. Modifications, updates, and enhancements to Information Technology Systems can cost more than expected and may not effectively prevent issues and disruptions. Implementing modifications or enhancements on complex Information Technology Systems can create a risk of system disruptions and security issues. Severe damage, disruption, or shutdown of Information Technology Systems could lead to delays in reporting financial results, resulting in lost revenues, profits, and reputational damage. The company relies on Information Technology Systems and personal data collection for various digital purposes, including marketing, consumer engagement, and digital product usage. Dependence on electronic communications globally for interactions among employees and third parties could be impeded by interruptions in Information Technology Systems, leading to revenue loss, reputation damage, and user loss. The company faces the risk of licensees not meeting expected sales or maintaining the value of its brands. Certain proprietary rights like trademarks and copyrighted material are licensed to third parties, and failure by licensees to market, sell, or manage business operations effectively could negatively impact the company's revenues directly through reduced royalties and indirectly through reduced sales of other products.", "The company relies on its licensees to maintain the value of its brands. The company has approval rights over various aspects of its licensed products to protect its brands. The company cannot fully control how its licensees use its brands. Misuse of a brand by a licensee or negative publicity involving a licensee can negatively impact the brand and the company. Consolidation of retailers or a concentration of retail market share may increase the company's credit risk and hinder its product sales. Certain countries have a retail market dominated by large retailers with strong digital capabilities. Market shares of these retailers may grow through acquisitions, store expansions, and digital investments. Consolidation of retailers increases the company's credit risk with fewer retailers. Decrease in purchases by a major retailer can jeopardize the company's sales and revenues. Default or failure of financial institutions may lead to significant losses for the company.", "The company engages in hedging activities using derivative financial instruments like forward contracts, commodity futures contracts, option contracts, collars, and swaps with various financial institutions. The company holds significant amounts of cash, cash equivalents, and other investments in accounts with banks or financial institutions in the United States and abroad, exposing it to the risk of default by these institutions. The risk of counterparty default is higher during economic downturns and financial market uncertainties. In case a counterparty becomes insolvent or files for bankruptcy, the company may have limited ability to recover losses or assets deposited with them, based on the counterparty's liquidity or relevant insolvency laws. If one or more counterparties default or fail, the company could face substantial losses, impacting its financial condition and operational results. The company heavily relies on a limited number of contract manufacturers to provide a significant portion of its footwear products.", "As of May 31, 2023, the company's contract manufacturers operated 123 finished goods footwear factories located in 11 countries. The company relies on contract manufacturers to manufacture all of the footwear products they sell, without owning or operating these manufacturers. For fiscal 2023, four footwear contract manufacturers each accounted for more than 10% of footwear production, totaling approximately 58% of NIKE Brand footwear production. The company's ability to meet customers' needs depends on maintaining a steady supply of products from their contract manufacturers. If a significant supplier severs its relationship with the company or changes the terms of the relationship, it may impact the company's ability to obtain replacement products in a timely manner, potentially affecting their business operations, sales, financial condition, or results of operations. Issues such as delays in shipments, failure to meet quality standards, or inability to deliver products according to plans by primary footwear contract manufacturers could have a material adverse effect on the company's results of operations. Certain footwear contract manufacturers are highly specialized and may go out of business if consumer preferences or market conditions change, leading to insufficient demand for the products they produce. If specialized contract manufacturers cease to exist and relevant products are in demand in the future, the company may struggle to find replacement facilities for manufacturing certain footwear products, affecting their sales, financial condition, or results of operations. The market for prime real estate is competitive.", "Availability of real estate meeting specific criteria is crucial for opening new retail stores and conducting operations domestically and internationally. Effectively renewing existing real estate leases is essential. Seeking to downsize, consolidate, reposition, or close real estate locations may require modifying existing leases. Failure to secure new locations, modify existing leases, or manage retail store profitability could negatively impact operating results and financial condition. Difficulty in determining fair market rent for real estate properties domestically and internationally could affect lease decisions and impact the ability to retain locations and manage store profitability. Quality of decisions related to lease options and renewing leases at negotiated rents could influence the ability to maintain real estate locations to meet targets and manage store profitability, impacting operating results and financial condition. Success of the business relies on high-quality employees, including key personnel, and maintaining workplace culture and values.", "The success of the company depends on retaining high-quality employees, including key executive officers and personnel. Losing key individuals or facing negative perceptions regarding these individuals, the workplace culture, or values could harm the business. Recruiting, retaining, and engaging personnel are crucial for maintaining current business operations and executing strategic initiatives. Competition for employees in the industry is fierce, making it challenging to attract and retain talent. Changes in work models may not align with employees' needs or expectations, potentially impacting the company's ability to attract and retain employees. Shifts in U.S. immigration policy may hinder the company's ability to hire skilled employees from outside the United States. Preserving and evolving the corporate culture is vital for future success, influencing the retention and recruitment of employees. Changes in the company's relationship with its workforce or in employment regulations, both in the United States and abroad, could adversely affect business operations and financial performance.", "Significant exposure to changes in domestic and foreign laws affecting relationships with workforce, including wage and hour laws, fair labor standards, minimum wage requirements, etc., impacting operating costs. Potential impact of significant increase in minimum wage or overtime rates on operating costs in countries where the company has workforce, possibly leading to operational changes or increased costs. Risk of potential claims for violations of various laws like discrimination, harassment, health and safety, wage and hour laws, criminal activity, personal injury, and other claims. Possibility of facing strike, work stoppage, or other labor action if there is a significant increase in the number of employees joining labor organizations or collective bargaining agreements, affecting business negatively. Inherent risks involved in international operations that could harm the company's business.", "Most of the athletic footwear and apparel of the company is made outside the United States. The majority of the products of the company are sold internationally. The company faces risks related to global trade and conducting business in foreign countries. These risks include foreign laws, varying consumer preferences, political tensions, disruptions in shipments, and economic changes. Changes in social, political, regulatory, and economic conditions in the US or internationally can impact the company's business. Political and economic instability, conflicts, unrest, terrorist activity, and uncertainties can negatively affect the company's sales and operations. Negative sentiments towards the US due to such changes could also harm the company's business. Disease outbreaks, terrorism, and military conflicts increase the risks of international business. These factors can impact manufacturing, material procurement, costs, import/export, and overall business operations. Any unfavorable conditions in a specific country could adversely impact the company's operations. The company is exposed to risks associated with overseas sourcing, manufacturing, and financing.", "The principal materials used in NIKE footwear products include natural and synthetic rubber, plastic compounds, foam cushioning materials, leather, nylon, polyester, textiles, and polyurethane films. These materials are locally available to manufacturers. The principal materials used in NIKE apparel products include natural and synthetic fabrics, yarns, threads, performance fabrics, and hardware. These materials are available in countries where manufacturing takes place. NIKE apparel and footwear products rely on contract manufacturers to locate, train, employ, and retain personnel. Contract manufacturers and materials suppliers of NIKE are subject to government-regulated wage rates and labor standards. There is a risk of supply disruption for fabrics or raw materials from current sources. In the event of disruption or competition, contract manufacturers may struggle to find alternative suppliers of comparable quality at an acceptable price. Contract manufacturers may face unexpected closures, wage increases, or other challenges in the future.", "Changes in labor standards and increases in compliance costs due to governmental regulation may affect the manufacturing of our products. Uncertainty exists regarding the timely fulfillment of orders by unaffiliated manufacturers if demand increases or materials become scarce. There is no guarantee of obtaining additional supplies of fabrics or raw materials or manufacturing capacity on acceptable terms or at all if replacing a contract manufacturer or materials supplier becomes necessary. Delays and added costs may occur if expanding existing or finding new manufacturing capacity due to training suppliers and manufacturers in our methods, products, and standards. Delays, interruptions, or increased costs in labor, materials supply, or manufacturing could negatively impact our ability to meet customer demand and lead to lower revenues and net income.", "Contract manufacturers make a majority of our products outside of our principal sales markets. Products must be transported by third parties over large geographic distances. Delays in shipment or delivery of products due to various factors have negatively impacted availability of products and financial performance. Delays in shipment may require the use of faster and more expensive transportation methods such as air freight, impacting profit margins. Increase in oil prices can adversely affect profit margins due to its significant role in manufacturing and transportation costs. Changes in U.S trade policies can significantly impact activities in foreign jurisdictions and reputation or results of operations. Success depends on global distribution facilities.", "Products are distributed directly from the factory and through various distribution centers worldwide. Meeting customer expectations and achieving objectives depend on the proper operation of distribution facilities and timely services from third parties. Operations may be affected by IT issues, disasters, disease outbreaks, or government actions. Significant failure in distribution facilities could negatively impact the business. Business interruption insurance may not fully protect the company from disruptions. The company is subject to a complex set of laws, regulations, litigation, and legal proceedings. Legal and regulatory factors could harm the business, financial condition, and results.", "The multinational corporation must comply with extensive laws and regulations in the United States and other jurisdictions Failure to comply with laws and regulations could lead to fines, sanctions, or penalties that negatively affect the corporation's reputation and financial condition Compliance with laws in one jurisdiction may pose legal or reputational risks in another jurisdiction due to conflicting laws, regulations, and policies The corporation faces various claims, lawsuits, regulatory proceedings, and investigations related to its business, products, and employee actions The outcome of legal proceedings and investigations is uncertain and could result in judgments, fines, penalties, or settlements that negatively impact the corporation Legal and compliance risks such as anti-bribery, anti-corruption, fraud, and environmental matters persist due to the global nature of the corporation's business New laws or regulation changes could lead to significant unanticipated legal and reputational risks for the corporation Regulation of transactions involving virtual goods and cryptocurrencies is in an early stage and subject to uncertainty, requiring the corporation to exercise judgment in compliance", "Legislators, regulators, and courts may disagree with our conclusions, leading to potential legal or regulatory proceedings that could divert management's attention and result in substantial legal fees. Changes in trade policies, tariffs, and import/export regulations in the U.S. or other countries, or our failure to comply with such regulations, may negatively impact our reputation, business, financial condition, and results of operations. Changes in the U.S. government's import and export policies, trade restrictions, sanctions, tariffs, embargoes, or customs restrictions could force us to change our business practices and harm our results of operations. Changes in laws and policies concerning foreign trade, manufacturing, development, and investment in territories or countries where we operate may have an adverse effect on our business. U.S. presidential administrations have introduced changes in trade policies, including trade agreement negotiations, tariff hikes, economic sanctions, and other regulations, potentially requiring us to modify our business operations at significant time and cost.", "Changes in U.S. or other countries' trade policies may lead to restrictions and economic disincentives on international trade. Tariffs and policy changes in U.S. trade history and potential future changes could provoke retaliatory actions by affected countries. Certain foreign governments have considered imposing retaliatory measures on specific U.S. goods. Emerging protectionist or nationalist trends in the U.S. or other countries could impact the trade environment. The Company, like other multinational corporations, conducts a significant amount of business that could be affected by trade policy changes in the U.S. and foreign countries, including tariffs, trade agreements, and economic sanctions. These changes have the potential to negatively impact the U.S. economy, specific sectors, economies in other countries where operations are conducted, the industry, global demand for products, and potentially have a material adverse effect on business, financial condition, and results of operations. Imported products are subject to duties, tariffs, or quotas affecting costs and quantities in the U.S. and other countries. Countries where products are produced or sold may modify quotas, duties, tariffs, or introduce new measures, potentially impacting results of operations and financial condition. The Company is bound by the FCPA and anti-corruption laws in countries of operation, despite implementing compliant policies and procedures. Violation by employees, contractors, manufacturers, or agents could lead to sanctions, penalties, affecting business, reputation, and operating results. Inadequate protection or enforcement of intellectual property rights could have a negative impact on business.", "Counterfeit reproductions or infringing products may affect sales and brand of the company, shifting consumer preference away from its products. Actions to protect intellectual property rights may not prevent imitation of products by others or block sales as violations of proprietary rights. The company may face liability if third parties claim infringement of their intellectual property rights, leading to expensive defense, costly license agreements, damages, or injunctions against certain products. Efforts to prevent unauthorized use of confidential information include contractual measures, but these actions may not always be effective, potentially resulting in loss of reputation, decline in stock price, or negative impact on market position. Unauthorized use or disclosure of confidential information could lead to loss of intellectual property rights, damages, fines, penalties, or injunctions, especially in cases involving new products like virtual goods with novel intellectual property law considerations.", "Certain countries may have laws that do not fully protect intellectual property rights like the United States. The company may incur significant expenses and liability in protecting its intellectual property rights, both domestically and internationally. Failure to protect intellectual property rights or resolve conflicts in this area could negatively impact the company's business and financial condition. The company faces data security and privacy risks that could harm its results, operations, or reputation. The company deals with sensitive business information as well as transactional and personal data of customers and users. Hackers use sophisticated methods such as phishing and large-scale automated attacks to steal data, posing a threat to the company's networks and systems. A data breach could lead to loss of confidential data, misappropriation of personal information, and disruption of the company's operations. Consequences of a data breach include negative media attention, impaired relationships with customers, damage to reputation, lost sales, legal expenses, fines, and lawsuits. The company may require significant resources to prevent, respond to, or remedy issues stemming from a data breach.", "Compliance with regulatory standards in the United States, Europe, and other regions, such as GDPR, UK General Data Protection Regulation, Data Security Law, and Personal Information Protection Law, can be costly and time-consuming for companies. Data privacy laws grant individual privacy rights and impose obligations on companies regarding personal data handling to avoid legal, operational, and reputational risks. Misuse or inadequate protection of personal information may result in violations of data privacy laws, fines by governmental authorities, and harm to reputation, revenues, and profits. Companies may face changes in tax rates, new tax laws, additional tax liabilities, or increased volatility in effective tax rates. Operating in foreign countries exposes companies to US and international tax laws which are subject to significant changes due to economic and political conditions.", "Proposals to reform U.S. and foreign tax laws may impact how U.S. multinational corporations are taxed on global earnings. Proposals could also lead to an increase in the U.S. corporate tax rate. The Organization for Economic Co-operation and Development (OECD) and the G20 Inclusive Framework on Base Erosion and Profit Shifting have introduced two proposals\u2014Pillar One and Pillar Two\u2014to change profit allocation and nexus rules. The proposals aim to ensure a minimal level of taxation. On December 12, 2022, European Union member states agreed to implement a global corporate minimum tax rate of 15% from the Inclusive Framework. Other countries are considering adopting parts of the Inclusive Framework's proposals. Changes resulting from these proposals could adversely affect the effective tax rate, income tax expense, and cash flows of companies. Some operations benefit from reduced tax rates or tax holidays. Tax rulings and agreements are used to secure certainty in the treatment of certain tax matters. Tax holidays and rulings may expire, be extended under specified conditions, or terminated if conditions are not met. Changes could lead to uncertainty in tax treatment and impact the effective income tax rate. In January 2019, the European Commission began investigating if the Netherlands violated State Aid rules by granting specific tax rulings to a company. An adverse resolution could result in the Netherlands imposing additional amounts for prior periods, potentially increasing the company's income taxes in the region.", "The company is subject to tax examinations by the United States Internal Revenue Service (IRS) and other tax authorities. The company assesses the likelihood of adverse outcomes from tax examinations to determine the adequacy of its provision for income taxes. The final determination of tax audits and disputes could differ materially from the company's historical income tax provisions and accruals. Audit results or disputes could negatively impact the company's financial statements for the relevant periods. The company and its subsidiaries engage in intercompany transactions across multiple tax jurisdictions. Tax authorities may propose adjustments to these transactions, affecting the mix of earnings in countries with different tax rates. Failure of contractors or licensees' contractors to comply with the company's code of conduct and local laws could harm the business.", "License agreements permit independent parties to manufacture products using the company's intellectual property. Contractors must comply with a code of conduct and various standards for the benefit of workers. Contractors and licensees must comply with product safety standards. Non-compliance by contractors or licensees may harm the company's reputation and lead to product recalls. Negative publicity about suppliers, manufacturers, or licensees can impact the company's brand image and sales. Financial results may suffer if investments in businesses and operations do not yield expected returns.", "Investments in technology, business infrastructure, new businesses, and product offerings are essential for business growth; however, they come with risks and uncertainties. Significant investments in new ventures or business expansions could negatively impact financial results and divert management attention. The sale of a large number of common stock shares by the principal shareholder may lower the market price of the stock. Swoosh, LLC beneficially owns around 77% of Class A Common Stock, with potential conversion to approximately 16% of Class B Common Stock. Shares owned by Swoosh, LLC are subject to U.S. securities laws and limited liability company agreement terms. A substantial sale or prospect of sale of these shares could adversely affect the market price of the common stock. Swoosh, LLC, established by Chairman Emeritus Philip H. Knight, holds the majority of his Class A Common Stock shares. Philip H. Knight has no voting rights in Swoosh, LLC, while his son Travis Knight plays a significant role in managing the Class A Common Stock owned by Swoosh, LLC. Changes in credit ratings or macroeconomic conditions may impact liquidity, raise borrowing costs, and restrict financing options.", "The company's long-term debt is currently rated Investment Grade by Standard & Poor's and Moody's Investors Service. A downgrade in the company's credit ratings may lead to increased borrowing costs for existing facilities or future debts, impacting financing options. Restrictive covenants could limit the company's flexibility in incurring additional debts, making payments, and entering transactions, potentially resulting in defaults if not complied with. Macroeconomic conditions like market disruptions could affect the company's ability to refinance existing debt. Ineffective internal controls may negatively impact the company's operating results. Limitations of internal control over financial reporting, such as human error or fraud, could lead to misstatements in financial reports. Failure to maintain adequate internal controls or implement required controls may harm the company's business and operating results. Incorrect estimates or judgments regarding critical accounting estimates could adversely affect the company's operating results.", "The preparation of financial statements by the Company involves making estimates and assumptions based on historical experience and reasonable assumptions, as described in 'Management's Discussion and Analysis of Financial Condition and Results of Operations'. Estimates and assumptions impact the reported amounts in the financial statements and are used to evaluate assets, liabilities, equity, revenues, and expenses. Significant estimates are made in areas such as revenue recognition, inventory reserves, hedge accounting, income taxes, and contingencies. Changes in assumptions or actual circumstances differing from assumptions may negatively impact the Company's operating results. Anti-takeover provisions in the Company's articles of incorporation and Oregon law aim to protect shareholder interests by providing means to resist coercive takeover attempts or negotiate for better terms. Protections include a control share acquisition statute, a freeze-out statute, two voting classes of stock, and Class A Common Stock holders electing three-quarters of the Board of Directors. Such provisions might discourage or prevent unsolicited mergers or acquisitions that some shareholders may view favorably or which could offer a premium over the market price of common stock. Anti-takeover provisions could deter proxy contests for control of the Company. Failure to meet market expectations may lead to a decrease in the Company's stock price.", "NIKE's Class B Common Stock is publicly traded. Various securities analysts follow NIKE's financial results and issue reports on the company. Analysts' reports include information on NIKE's historical financial results and opinions on future performance. Analysts' opinions may be based on guidance provided by NIKE. Analysts' estimates often differ from NIKE's own estimates or expectations. If NIKE's operating results are below analysts' estimates, its stock price could decline. In the past, securities class action litigation has been brought against NIKE and other companies after declines in their stock prices. Volatility in NIKE's stock price may lead to potential involvement in such litigations in the future. Litigation could result in reputational damage, costs, and diversion of management's attention and resources needed to run NIKE's business. NIKE owns the NIKE World Campus near Beaverton, Oregon, USA, which serves as its world headquarters. The NIKE World Campus occupies approximately 400 acres and over 40 buildings, with around 11,400 employees engaged in various functions. NIKE also leases an administrative facility in Hilversum, the Netherlands, serving as the headquarters for its Europe, Middle East & Africa operations. Additionally, NIKE leases an office complex in Shanghai, China, serving as the headquarters for its Greater China operations.", "NIKE has eight significant distribution centers in the United States. Five distribution centers are in or near Memphis, Tennessee; two are owned and three are leased. Two other distribution centers are leased and operated by third-party logistics providers, one in Indianapolis, Indiana, and one in Dayton, Tennessee. One distribution center for Converse is leased and located in Ontario, California. NIKE has distribution facilities outside the United States, some of which are leased and operated by third-party logistics providers. Significant distribution facilities outside the United States are in Laakdal, Belgium; Taicang, China; Tomisato, Japan; and Icheon, Korea, all owned by NIKE. Air Manufacturing Innovation produces cushioning components for footwear at NIKE-owned and leased facilities near Beaverton, Oregon, Dong Nai Province, Vietnam, and St. Charles, Missouri. NIKE leases many offices worldwide for sales and administrative purposes. Approximately 1,027 retail stores worldwide, primarily factory stores, are leased by NIKE. NIKE's leases for offices and retail stores extend through various dates until fiscal year 2052. There are no material pending legal proceedings involving NIKE, other than routine litigation incidental to its business. NIKE has no mine safety disclosures to report. Details about the market for NIKE's common equity and related matters can be found in Item 5 of the Form 10-K.", "NIKE's Class B Common Stock is listed on the New York Stock Exchange under the symbol NKE. As of July 12, 2023, there were 21,813 holders of record of NIKE's Class B Common Stock and 15 holders of record of NIKE's Class A Common Stock. Beneficial owners who hold shares in nominee name are not included in the record holder figures. Each share of NIKE's Class A Common Stock is convertible into one share of Class B Common Stock upon holder's request. Refer to NIKE's Consolidated Statements of Shareholders' Equity for dividends declared on Class A and Class B Common Stock. In August 2022, NIKE terminated a $15 billion share repurchase program approved by the Board of Directors in June 2018. Prior to the termination, NIKE purchased 6.5 million shares at an average price of $109.85 per share for a total approximate cost of $710.0 million during the first quarter of fiscal 2023. NIKE also purchased 83.8 million shares at an average price of $111.82 per share for a total approximate cost of $9.4 billion under the terminated program. Following the termination, NIKE initiated a new $18 billion share repurchase program authorized by the Board of Directors in June 2022. As of May 31, 2023, NIKE had repurchased 43.5 million shares at an average price of $110.38 per share for a total approximate cost of $4.8 billion under the new program. Repurchases under NIKE's new program will be conducted in compliance with applicable regulations and market conditions. The new share repurchase program does not require NIKE to acquire a specific amount of common stock and can be suspended at the company's discretion. All share repurchases were made under NIKE's publicly announced program, with no other programs for share repurchases. The table presents a summary of share repurchases made by NIKE during the quarter ended May 31, 2023.", "The graph compares the total returns of NIKE's Class B Common Stock, S&P 500 Stock Index, Dow Jones U.S. Footwear Index, and S&P Apparel, Accessories & Luxury Goods Index over five years. An investment of $100 in each index and NIKE's stock on May 31, 2018, with dividends reinvested on the day of issuance, is assumed in the graph. The Dow Jones U.S. Footwear Index includes NIKE, Crocs Inc., Deckers Outdoor Corporation, and Skechers U.S.A., Inc., with NIKE's stock price affecting the index significantly. The S&P Apparel, Accessories & Luxury Goods Index comprises Ralph Lauren Corporation, Tapestry, Inc., and V.F. Corporation. Both the Dow Jones U.S. Footwear Index and S&P Apparel, Accessories & Luxury Goods Index represent industries where the Company competes. The graph's stock performance does not predict future performance, and the Company refrains from endorsing any future stock performance predictions. The performance graph is provided to accompany the Annual Report and is not filed for the Securities Exchange Act purposes. Item 6 of the 2023 Form 10-K is reserved. Item 7 of the 2023 Form 10-K discusses the management's analysis of financial condition and results of operations.", "NIKE designs, develops, markets, and sells athletic footwear, apparel, equipment, accessories, and services worldwide. NIKE is the largest seller of athletic footwear and apparel globally. NIKE sells its products through NIKE Direct operations, which include NIKE-owned retail stores, NIKE Brand Digital (digital platforms), wholesale accounts, independent distributors, licensees, and sales representatives in almost all countries. NIKE's goal is to provide value to its shareholders by establishing a profitable global portfolio of branded footwear, apparel, equipment, and accessories businesses. NIKE's strategy for long-term revenue growth involves creating innovative, 'must-have' products, cultivating strong consumer connections with its brands, and delivering engaging consumer experiences via digital platforms and retail. NIKE is focused on the Consumer Direct Acceleration strategy to create a future marketplace with premium, seamless consumer experiences, emphasizing digital channels, owned stores, and select wholesale partners. NIKE's product creation and marketing are structured around Men's, Women's, and Kids' segments to better address consumer needs. NIKE is investing in technology areas like Enterprise Resource Planning Platform, data and analytics, demand sensing, and insight gathering to boost its digital transformation and overall efficiency. In fiscal 2023, NIKE achieved record Revenues of $51.2 billion, marking a 10% and 16% increase on reported and currency-neutral bases, respectively. NIKE Direct revenues rose 14% from $18.7 billion in fiscal 2022 to $21.3 billion in fiscal 2023, representing about 44% of total NIKE Brand revenues for the year. NIKE's Gross margin for the fiscal year dropped 250 basis points to 43.5% due to higher product costs, increased markdowns, and adverse changes in foreign exchange rates, partially offset by strategic pricing moves.", "Inventories as of May 31, 2023 were $8.5 billion, unchanged from the previous year due to inventory management efforts throughout fiscal 2023. The company returned $7.5 billion to its shareholders in fiscal 2023 through share repurchases and dividends. Return on Invested Capital (ROIC) was 31.5% as of May 31, 2023, down from 46.5% a year earlier. ROIC is a non-GAAP financial measure, more details can be found in the 'Use of Non-GAAP Financial Measures' section. For a detailed discussion on the financial results and changes in fiscal 2022 compared to fiscal 2021, refer to Part II, Item 7 of the Management's Discussion and Analysis of Financial Condition and Results of Operations in the 2022 Form 10-K filed with the SEC on July 21, 2022. Despite global economic uncertainty, the company experienced revenue growth in fiscal 2023 due to strong demand for its products. Ongoing monitoring of macroeconomic conditions will include assessing the impact of inflation and rising interest rates on consumer behavior. Inflationary pressures in fiscal 2023, such as higher input and logistics costs, negatively affected gross margins. Strategic pricing actions helped partially mitigate these challenges. Supply chain disruptions, macroeconomic conditions, and COVID-19 impacts led to elevated inventory levels at the end of the first quarter of fiscal 2023. Actions taken throughout fiscal 2023 to reduce excess inventory included cutting future inventory purchases and increasing promotional activities, resulting in normalization by the fourth quarter of fiscal 2023.", "During the first and second quarters of fiscal 2023, temporary store closures and reduced retail traffic in Greater China were primarily due to COVID-19 related local government restrictions. At the beginning of the third quarter of fiscal 2023, the government lifted the mandated restrictions in Greater China, leading to an improvement in physical retail traffic. As a global company with significant operations outside the United States, fluctuations in foreign currency exchange rates negatively impacted reported Revenues by approximately $2,859 million for fiscal 2023. Foreign currency impacts, net of hedges, also reduced reported Income before income taxes by approximately $1,023 million. The fluctuating foreign currency exchange rates reduced the revenue growth rate to 10% on a reported basis from 16% on a currency-neutral basis for fiscal 2023. The operating environment could remain volatile in fiscal 2024 due to the risk of worsening macroeconomic conditions impacting future revenue growth and overall profitability. During the first and second quarters of fiscal 2023, the sale of the entity in Chile and entities in Argentina and Uruguay was completed to third-party distributors. The shift to a distributor model within the Central and South America (CASA) territory is expected to reduce consolidated Nike, Inc. and Asia Pacific & Latin America (APLA) revenue growth due to different commercial terms. Over time, the new operating model is expected to positively impact overall profitability by reducing selling and administrative expenses and exposure to foreign exchange rate volatility. The transition from a wholesale and direct to consumer operating model to a distributor model in the CASA territory was completed during the first and second quarters of fiscal 2023.", "Throughout the Form 10-K, the company discusses non-GAAP financial measures in addition to U.S. GAAP measures. References to non-GAAP measures should not be viewed in isolation or as substitutes for U.S. GAAP measures. Management uses non-GAAP measures to evaluate performance and make financial decisions. Non-GAAP measures provide investors with extra financial insights for assessing business performance and trends. Earnings Before Interest and Taxes (EBIT) is calculated as net income before interest and income taxes. Total EBIT for NIKE, Inc. in fiscal 2023 was $6,195 million and in fiscal 2022 was $6,856 million. EBIT Margin is calculated by dividing total EBIT by total revenues. EBIT Margin for NIKE, Inc. was 12.1% in fiscal 2023 and 14.7% in fiscal 2022. Return on Invested Capital (ROIC) measures the Company's efficiency in managing invested capital. ROIC calculation for NIKE, Inc. as of May 31, 2023, resulted in negative $1,130 million and for May 31, 2022, in negative $624 million.", "The amount of $12,491 and $14,982 is shown. The figures 12,722 and 14,425 are presented. The subtraction of Cash and equivalents and Short-term investments from Total invested capital is illustrated. Total invested capital amounts to $11,394 and $16,079, and $13,748 and $13,399 respectively. The Return on Invested Capital is 31.5% and 46.5%. Earnings before interest and taxes multiplied by the effective tax rate equals what is mentioned in point (1). Total debt components include Current portion of long-term debt, Notes Payable, Current portion of operating lease liabilities, Long-term debt, and Operating lease liabilities. Currency-neutral revenues exclude currency translation impact and are calculated using prior year exchange rates. Wholesale equivalent revenues provide a perspective on NIKE Brand market size without NIKE Direct operations. Comparable store sales exclude NIKE Brand Digital sales and are based on specific criteria for NIKE-owned stores. Comparable store sales include temporarily closed stores due to COVID-19 and are considered useful for management and investors. The calculation of comparable store sales may differ from industry standards.", "Revenues for FISCAL 2023 were $51,217 million, representing a 10% increase from FISCAL 2022. Cost of sales for FISCAL 2023 amounted to $28,925 million. Gross profit for FISCAL 2023 was $22,292 million, with a gross margin of 43.5%. Demand creation expense for FISCAL 2023 was $4,060 million, while operating overhead expense was $12,317 million. Total selling and administrative expense for FISCAL 2023 was $16,377 million, accounting for 32.0% of revenues. Income before income taxes in FISCAL 2023 was $6,201 million. Interest expense (income), net for FISCAL 2023 was a net income of $280 million. Income tax expense in FISCAL 2023 amounted to $1,131 million, resulting in an effective tax rate of 18.2%. Net income for FISCAL 2023 was $5,070 million, leading to diluted earnings per common share of $3.23. NIKE, Inc. had a 10% increase in revenues from FISCAL 2022 to FISCAL 2023. NIKE Brand Revenues for FISCAL 2023 totaled $51,217 million, showing a 10% growth from FISCAL 2022. Total NIKE Brand Revenues included revenues from Footwear, Apparel, Equipment, Global Brand Divisions, and others. Sales to Wholesale Customers for NIKE Brand in FISCAL 2023 were $27,397 million, representing a 7% increase from FISCAL 2022. Sales through NIKE Direct Global Brand Divisions in FISCAL 2023 amounted to $21,308 million. Total NIKE Brand Wholesale Equivalent Revenues for FISCAL 2023 were $48,763 million, with a 10% rise from FISCAL 2022. NIKE Brand Wholesale Equivalent Revenues included sales from Men's, Women's, and NIKE Kids' categories. Jordan Brand revenues increased by 29% from FISCAL 2022 to FISCAL 2023. Other NIKE Brand revenues decreased by 3% during the same period.", "Revenue growth: NIKE, Inc. revenues increased to $51.2 billion in fiscal 2023, a 10% and 16% increase compared to fiscal 2022 on reported and currency-neutral basis respectively. Revenue contribution by region: Higher revenues in North America, Europe, Middle East & Africa ('EMEA'), APLA, and Greater China contributed approximately 7, 6, 2, and 1 percentage points to NIKE, Inc. Revenues respectively. Non-GAAP financial measures: The percent change excluding currency changes and wholesale equivalent revenues presentation are non-GAAP financial measures. Global Brand Divisions revenues: Include NIKE Brand licensing and miscellaneous revenues not part of a geographic operating segment. Corporate revenues: Primarily consist of foreign currency hedge gains and losses related to revenues generated by NIKE Brand geographic operating segments and Converse. Consumer Direct Acceleration strategy: Resulted in the organization around Men's, Women's, and Kids' constructs, with unisex products classified within Men's and separate reporting of Jordan Brand revenues. Reclassification impact: Certain prior year amounts were reclassified to conform to fiscal 2022 presentation, with no impact on previously reported results. Products allocation: Others category includes products not allocated to Men's, Women's, NIKE Kids', and Jordan Brand, as well as adjustments not allocated to consumer-designated products.", "NIKE Brand revenues increased 10% on a reported basis and 16% on a currency-neutral basis. Men's, the Jordan Brand, Women's, and Kids' revenues grew 17%, 35%, 11%, and 10% on a wholesale equivalent basis. NIKE Brand footwear revenues rose by 20% on a currency-neutral basis. Unit sales of footwear increased by 13%, with higher ASP contributing 7 percentage points to revenue growth. Higher ASP was mostly driven by higher full-price ASP and growth in NIKE Direct business size. NIKE Direct revenues grew 14% from $18.7 billion in fiscal 2022 to $21.3 billion in fiscal 2023. On a currency-neutral basis, NIKE Direct revenues increased by 20% due to Digital sales growth of 24% and comparable store sales growth of 14%. NIKE Brand Digital sales were $12.6 billion for fiscal 2023 compared to $10.7 billion for fiscal 2022. Consolidated gross profit increased by 4% to $22,292 million for fiscal 2023 compared to $21,479 million for fiscal 2022. Gross margin decreased to 43.5% for fiscal 2023 from 46.0% for fiscal 2022 mainly due to higher NIKE Brand product costs and product mix.", "Lower margin in NIKE Direct business due to higher promotional activity to liquidate inventory compared to prior period with lower inventory supply. Unfavorable changes in net foreign currency exchange rates and hedges. Lower off-price margin on a wholesale equivalent basis. Higher NIKE Brand full-price ASP on a wholesale equivalent basis due to strategic pricing actions and product mix. Lower other costs mainly due to higher inventory obsolescence reserves recognized in Greater China in Q4 of fiscal year 2022. Demand creation expense increased by 5% in fiscal year 2023 primarily due to higher advertising and marketing expense. Foreign currency exchange rate changes decreased demand creation expense by approximately 4 percentage points. Operating overhead expense increased by 12% in fiscal year 2023 mainly due to higher wage-related expenses and NIKE Direct variable costs. Operating overhead expense increase partially offset by foreign currency exchange rate changes, which decreased it by approximately 3 percentage points. Other (income) expense, net comprised foreign currency conversion gains and losses, impact of foreign currency derivative instruments, and unusual transactions outside normal business operations.", "Other (income) expense, net increased from $181 million in fiscal 2022 to $280 million in fiscal 2023. The increase in other (income) expense, net for fiscal 2023 was primarily due to a net favorable change in foreign currency conversion gains and losses, including hedges, and a one-time charge related to the deconsolidation of the Russian operations recognized in the prior year. The increase in other (income) expense, net was partially offset by net unfavorable activity related to a strategic distributor partnership transition within APLA, including the loss recognized upon the completion of the sale of entities in Argentina and Uruguay to a third-party distributor in the second quarter of fiscal 2023. For more information about the distributor partnership transition within APLA, refer to Note 18 \u2014 Acquisitions and Divestitures within the accompanying Notes to the Consolidated Financial Statements. The combination of foreign currency-denominated profits translation from international businesses and the year-over-year change in foreign currency-related gains and losses impacted the Income before income taxes by $1,023 million for fiscal 2023. The effective tax rate was 18.2% for fiscal 2023 and 9.1% for fiscal 2022. The increase in the effective tax rate for fiscal 2023 compared to fiscal 2022 was primarily due to decreased benefits from stock-based compensation and a non-cash, one-time benefit related to the onshoring of certain non-U.S. intangible property ownership rights in the prior year. On August 16, 2022, the U.S. government enacted the Inflation Reduction Act of 2022, which includes changes to the U.S. corporate income tax system, such as a fifteen percent minimum tax based on 'adjusted financial statement income' effective for NIKE starting June 1, 2023. Based on the current analysis, the tax law changes are not expected to have a material impact on financial statements, but ongoing evaluation will be conducted as more information becomes available.", "The operating segments of NIKE, Inc. are structured by geographic regions for NIKE Brand sales. Revenues breakdown for Fiscal 2023 compared to Fiscal 2022 shows variations across different regions. North America, Europe, Middle East & Africa, and Greater China are the main regions for NIKE Brand sales. Asia Pacific & Latin America and Global Brand Divisions experienced revenue changes in Fiscal 2023. Total revenues for NIKE Brand and Converse have increased by 10% from Fiscal 2022 to Fiscal 2023. Corporate revenues include foreign currency hedge gains or losses related to entities within NIKE Brand and Converse. The Company uses Earnings Before Interest and Taxes (EBIT) as the main financial measure for performance evaluation. The EBIT breakdown for Fiscal 2023 reveals performance across different regions. Certain corporate costs are not included in the EBIT calculation.", "Total NIKE Brand revenue: $1,932 (4,841) and $1,896 (4,262) Converse revenue: $8,359 and $8,406 Revenue change: 2%, -14%, 1%, -14% Total NIKE, INC. Earnings Before Interest and Taxes: ($2,840) 6,195 and ($2,219) 6,856 EBIT margin for Total NIKE, INC.: 12.1% and 14.7% Interest expense (income), net: $205 and $262 Total NIKE, INC. income before income taxes: $6,201 and $6,661 Excluding currency changes, revenue change: 7%, 12%, -13%, 16%, 302%, 6%, 7% North America revenue for Fiscal 2023: $14,897 for footwear, $5,947 for apparel, $764 for equipment, totaling $21,608 North America revenue change: 22% for footwear, 8% for apparel, 21% for equipment Sales to Wholesale Customers: $11,273 and $10,186 Sales through NIKE Direct: $10,335 and $6,993 Earnings Before Interest and Taxes: $5,454 and $5,114 North America revenues increased 18% on a currency-neutral basis, driven by higher revenues in Men's and the Jordan Brand. NIKE Direct revenues increased 18% due to strong digital sales growth of 23% and comparable store sales growth of 9%. Footwear revenues increased 22% due to higher revenues in Men's and the Jordan Brand, with unit sales up by 17%. Higher ASP per pair contributed approximately 5 percentage points of footwear revenue growth. Higher ASP per pair was primarily due to higher full-price ASP and growth in NIKE Direct, offset by lower NIKE Direct ASP and lower inventory supply in the prior period.", "Apparel revenues increased 9% on a currency-neutral basis. The increase was primarily due to higher revenues in Men's. Unit sales of apparel increased 7%. Higher ASP per unit contributed approximately 2 percentage points of apparel revenue growth. The increase in ASP per unit was mainly due to higher full-price ASP and growth in NIKE Direct. This was partially offset by lower NIKE Direct ASP, reflecting higher promotional activity. Reported EBIT increased 7% due to higher revenues. There was a gross margin contraction of 310 basis points primarily due to higher product costs. The increase in product costs reflected higher input costs, inbound freight and logistics costs, and product mix. Lower margins in NIKE Direct were due to higher promotional activity and a lower mix of full-price sales. This was partially offset by higher full-price ASP, net of discounts, largely due to strategic pricing actions and product mix. Selling and administrative expense increased 15% due to higher operating overhead and demand creation expense. The increase in operating overhead expense was mainly due to higher wage-related costs and higher NIKE Direct variable costs. Part of this increase was due to new store additions. Demand creation expense increased primarily due to higher sports marketing expense and an increase in digital marketing. EMEA revenues increased 21% on a currency-neutral basis. The increase was due to higher revenues in Men's, the Jordan Brand, Women's, and Kids'. NIKE Direct revenues increased 33%. The increase was driven primarily by strong digital sales growth of 43% and comparable store sales growth of 22%.", "Footwear revenues increased 25% on a currency-neutral basis The increase in footwear revenues was due to higher revenues in Men's, the Jordan Brand, Women's, and Kids' Unit sales of footwear increased 9% Higher ASP per pair contributed approximately 16 percentage points of footwear revenue growth The higher ASP per pair was primarily due to higher full-price ASP and growth in NIKE Direct Apparel revenues increased 14% on a currency-neutral basis The increase in apparel revenues was primarily due to higher revenues in Men's Unit sales of apparel increased 2% Higher ASP per unit contributed approximately 12 percentage points of apparel revenue growth The higher ASP per unit was primarily due to higher full-price ASP and growth in NIKE Direct, partially offset by lower NIKE Direct ASP reflecting higher promotional activity Reported EBIT increased 7% due to higher revenues Gross margin contracted by 60 basis points primarily due to higher product costs, inbound freight and logistics costs, and product mix The contraction in gross margin was also due to higher other costs and unfavorable changes in standard foreign currency exchange rates The gross margin contraction was partially offset by higher full-price ASP, net of discounts, primarily due to strategic pricing actions and product mix Selling and administrative expense increased 4% due to higher operating overhead and demand creation expense Operating overhead expense increased primarily due to higher wage-related expenses and other administrative costs, partially offset by favorable changes in foreign currency exchange rates Demand creation expense increased primarily due to higher advertising and marketing expense, partially offset by favorable changes in foreign currency exchange rates", "In fiscal 2023, Greater China revenues increased by 4% on a currency-neutral basis, driven by higher revenues in the Jordan Brand. There was a partial offset from lower revenues in Men's and Women's categories. NIKE Direct revenues saw a 5% increase, attributed to a 9% growth in comparable store sales and new store additions. This was partially offset by a 4% decline in digital sales. Footwear revenues rose by 8% on a currency-neutral basis, mainly due to increased revenues in the Jordan Brand and Men's categories. Unit sales of footwear went up by 7% with a 1% contribution to revenue growth from higher ASP per pair. Apparel revenues decreased by 7% on a currency-neutral basis, primarily driven by lower revenues in Men's and Women's categories. Unit sales of apparel decreased by 8%, with a 1% contribution to revenue growth from higher ASP per unit. Reported EBIT decreased by 3% due to lower revenues, despite gross margin expansion of approximately 140 basis points primarily due to various factors like higher inventory obsolescence reserves and favorable changes in foreign currency exchange rates. Selling and administrative expense remained flat due to increased operating overhead expenses offset by lower demand creation expenses. The increase in operating overhead expenses was mainly due to higher wage-related expenses and other administrative costs. In the Asia Pacific & Latin America region, footwear revenues in fiscal 2023 were $4,543 million, an 11% increase compared to fiscal 2022. Apparel revenues were $1,664 million, slightly up from $1,610 million in fiscal 2022.", "3% and -4% reported as percentages 13% and 4% reported as percentages 1,494 and 190 reported as numbers 8% and 23% reported as percentages Total Revenues breakdown by different categories Total Revenues depicted in dollar amounts: $6,431 and $5,955 8% and 17% reported as percentages alongside dollar amounts 5,343 and 11% reported as dollar amounts and percentages Sales to Wholesale Customers Sales through NIKE Direct depicted in dollar amounts: $3,736, $2,695, $3,529, and $2,426 Sales to Wholesale Customers Sales through NIKE Direct depicted with percentages: 6% and 11% 14% and 22% reported as percentages alongside dollar amounts 3,387 and 1,956 reported as dollar amounts 4% and 24% reported as percentages Earnings Before Interest and Taxes depicted in dollar amounts: $6,431, $1,932, $5,955, and $1,896 8%, 2%, 17%, and 5,343 reported as percentages and dollar amounts 1,530 and 11% reported as dollar amounts and percentages Transition of NIKE Brand business in Brazil, Chile, Argentina, and Uruguay to distributor operating model during fiscal years 2021 and 2023 Impacts of the transitions included within Corporate and not part of APLA operating segment results Transition completed for NIKE Brand businesses within CASA marketplace to distributor operating model Information about acquisitions and divestitures can be found in Note 18 of the Consolidated Financial Statements Comparison of fiscal year 2023 to fiscal year 2022 for APLA revenues, detailing the percentage increase and reasons behind it Revenues increase across various territories within APLA, led by Southeast Asia and India, Korea, and Japan Offset decline in CASA territory due to transitions in entities to third-party distributor model Primary reasons for revenue increase include growth in Men's, Women's, and the Jordan Brand NIKE Direct revenues increased by 22%, with digital sales growth and comparable store sales growth mentioned Footwear revenues increased by 19% on a currency-neutral basis, driven by Men's, Women's, and the Jordan Brand Details provided on unit sales increase for footwear and ASP contribution to revenue growth Apparel revenues increased by 13% on a currency-neutral basis, primarily due to Men's apparel Unit sales increase provided for apparel alongside ASP details", "Unit contributed approximately 4 percentage points to apparel revenue growth. Higher ASP per unit was mainly due to higher full-price and off-price ASPs, offset by lower NIKE Direct ASP. Reported EBIT increased by 2% due to higher revenues. Gross margin contracted by approximately 190 basis points primarily due to higher product costs. Gross margin contraction reflected product mix and higher input costs, as well as unfavorable changes in standard foreign currency exchange rates. Higher full-price ASP, net of discounts, was due to product mix and strategic pricing actions. Selling and administrative expenses increased by 8% due to higher operating overhead and demand creation expenses. Operating overhead expenses increased primarily due to higher wage-related expenses and an increase in NIKE Direct variable costs. Demand creation expenses increased primarily due to higher sports marketing and advertising expenses. Global Brand Divisions represent demand creation and operating overhead expenses, including product creation and design expenses. Global Brand Divisions revenues include NIKE Brand licensing and miscellaneous revenues not part of a geographic operating segment. Global Brand Divisions' loss before interest and taxes increased by 14% for fiscal 2023. The increase was primarily due to a 12% rise in selling and administrative expenses. The increase in expenses was largely driven by higher operating overhead expenses, including higher wage-related costs and strategic technology investments.", "Revenue from Footwear was $2,155, $2,094, and $1,986 for the periods reported, with a percentage change of 3% and 8%. Revenue from Apparel, Equipment, and Other categories totaled $90, $28, and $154, contributing to total revenues of $2,427 and $103, $26, and $123, contributing to total revenues of $2,346. Revenue from Sales to Wholesale Customers and Sales through Direct to Consumer channels was $1,299 and $974, and $1,292 and $931, respectively, contributing to total revenues of $2,427 and $2,346. Other revenues consist of territories serviced by third-party licensees paying royalties to Converse for trademark use. For fiscal 2023 compared to fiscal 2022, Converse revenues increased 8% currency-neutral due to growth in North America, Western Europe, and licensee markets. Combined unit sales within wholesale and direct to consumer channels increased 1% with a 6% increase in ASP. Direct to consumer revenues increased 8% currency-neutral, driven by digital sales growth in North America. Wholesale revenues increased 7% currency-neutral, with growth in North America and Western Europe offset by declines in Asia. Reported EBIT increased 1%, attributed to higher revenues and gross margin expansion despite increased product costs. Gross margin expansion was driven by higher full-price ASP, lower costs, and growth in licensee revenues. Selling and administrative expenses increased 7%, mainly due to higher operating overhead and demand creation expenses. Operating overhead expenses rose primarily due to higher wage-related expenses. Demand creation expenses increased due to higher advertising and marketing costs. Total revenues for fiscal 2023 compared to fiscal 2022 increased by unspecified percentages.", "Corporate revenues primarily include foreign currency hedge gains and losses related to revenues of entities in NIKE Brand segments and Converse. Corporate loss before interest and taxes consists mainly of unallocated general and administrative expenses and certain foreign currency gains and losses. Foreign currency results in Corporate encompass gains and losses from actual exchange rates versus standard rates for non-functional currency purchases, foreign currency hedge results, and conversion gains or losses. In Fiscal 2023, Corporate's loss before interest and taxes grew by $621 million, driven by higher expenses in wages, professional services, and unfavorable foreign currency exchange rate impacts.", "Entities in Argentina and Uruguay were sold to a third-party distributor in fiscal 2023. A one-time charge for deconsolidation of Russian operations was recognized in the prior year. Net amount of sale activities and one-time charge was reported in consolidated Other (income) expense, net. Net foreign currency gains and losses of $174 million were due to remeasurement of assets and liabilities in non-functional currencies and impact of foreign currency derivative instruments. The company faces currency exchange rate risks from transactions in non-functional currencies and translation of foreign currency results into U.S. Dollars.", "Company manages global foreign exchange risk centrally on a portfolio basis to address risks material to NIKE, Inc. Exposures are managed by taking advantage of natural offsets and currency correlations within the portfolio. Hedging a portion of remaining exposures is done using derivative instruments like forward contracts and options. Implementation of NIKE Trading Company (NTC) and foreign currency adjustment program enhanced ability to manage foreign exchange risk. Hedging policy is designed to offset impact of exchange rate changes on underlying net exposures being hedged. Program delays impact of exchange rate movements on Consolidated Financial Statements; delay length depends on hedge horizons. No holding or issuing of derivative instruments for trading or speculative purposes. Significant transactional foreign currency exposures include product costs which are exposed to fluctuations in foreign currencies. Product purchases denominated in currencies other than the functional currency of the transacting entity. NTC acts as a sourcing hub that buys NIKE branded products in U.S. Dollars and sells in different currencies, resulting in foreign currency exposure.", "NIKE entities purchase products directly from third-party factories in U.S. Dollars. These purchases create foreign currency exposure for NIKE entities with a non-U.S. Dollar functional currency. A weaker U.S. Dollar decreases NIKE's inventory costs, while a stronger U.S. Dollar increases its costs. NIKE operates a foreign currency adjustment program with certain factories. The program helps manage foreign currency risk by assuming some of the factories' foreign currency exposures. This program adjusts payments to factories based on rate fluctuations in the factory currency exposure index. Fluctuations in the U.S. Dollar against the foreign currencies within the index affect NIKE's inventory costs. Non-Euro currency denominated sales in European operations create foreign currency exposure for NIKE. Non-functional currency denominated costs, like endorsement contracts, also pose foreign currency risk. Global subsidiaries of NIKE hold assets and liabilities in currencies different from their functional currencies. These balance sheet items are subject to remeasurement, impacting Other (income) expense, net in the Consolidated Statements of Income.", "Transactional exposures are managed on a portfolio basis within the company's foreign currency risk management program. The company manages these exposures by utilizing natural offsets and currency correlations within the portfolio. Currency forward and option contracts are used to hedge the remaining effect of exchange rate fluctuations on forecasted future cash flows, certain product cost exposures, non-functional currency denominated external sales, and other costs. These hedging activities are generally accounted for as cash flow hedges. Certain currency forward contracts are used to manage foreign exchange exposure of non-functional currency denominated monetary assets and liabilities. These contracts are not formally designated as hedging instruments and changes in their fair value are recognized in Other (income) expense, net. The purpose is to offset the foreign currency impact of the remeasurement of related non-functional currency denominated assets or liabilities. Translational exposures are also addressed in the company's risk management strategies.", "Foreign subsidiaries operate in currencies other than U.S. Dollar. Currency exchange rate fluctuations impact reported results. Translation of foreign subsidiaries' balance sheets into U.S. Dollars affects Accumulated other comprehensive income. Weaker U.S. Dollar benefits consolidated earnings; stronger U.S. Dollar reduces consolidated earnings. Foreign exchange rate fluctuations impacted revenues and Income before income taxes over three years. Subsidiaries use excess cash to buy U.S. Dollar investments to minimize currency translation impact. Future cash flows from U.S. Dollar investments create foreign currency exposure. Forward contracts and options are used to hedge forecasted U.S. Dollar investments. Hedging offsets foreign currency translation impact on net earnings when U.S. Dollar investments are sold. Hedges of U.S. Dollar investment purchases are treated as cash flow hedges.", "Translation of foreign currency-denominated profits from international businesses had an unfavorable impact of $1,023 million on Income before income taxes for the year ended May 31, 2023. Year-over-year change in foreign currency related gains and losses had a favorable impact of $132 million on Income before income taxes for the year ended May 31, 2022. Year-over-year change in foreign currency related gains and losses had a favorable impact of $19 million on Income before income taxes for the year ended May 31, 2021. The impact of foreign exchange fluctuations on investments in wholly-owned foreign subsidiaries could adversely affect the U.S. Dollar value of these investments and future repatriated earnings. Hedging net investment positions in certain foreign subsidiaries may mitigate the effects of foreign exchange fluctuations on these investments. Net investment hedges are accounted for as net investment hedges in accordance with U.S. GAAP. There were no outstanding net investment hedges as of May 31, 2023. There were no outstanding net investment hedges as of May 31, 2022. There were no cash flows from net investment hedge settlements for the years ended May 31, 2023, 2022, and 2021. Cash provided by operations was $5,841 million for fiscal 2023, compared to $5,188 million for fiscal 2022. Net income, adjusted for non-cash items, generated $6,354 million of operating cash inflow for fiscal 2023, compared to $6,848 million for fiscal 2022. The net change in working capital and other assets and liabilities decreased Cash provided by operations by $513 million for fiscal 2023 compared to a decrease of $1,660 million for fiscal 2022. Unfavorable changes in Accounts payable, offset by favorable impacts from Inventories and Accounts receivable, affected the net change in working capital for fiscal 2023 compared to the prior year. Reduced inventory purchases and timing of wholesale shipments impacted the net change in working capital for fiscal 2023. Lower available supply of inventory in the prior year due to supply chain constraints impacted the changes in working capital.", "Cash provided by investing activities in fiscal 2023 was $564 million, an inflow, compared to an outflow of $1,524 million in fiscal 2022, driven by the net change in short-term investments. For fiscal 2023, the net change in short-term investments resulted in a cash inflow of $1,481 million, compared to a cash outflow of $747 million in fiscal 2022. Investments in infrastructure for future growth include digital capabilities, end-to-end technology foundation, corporate facilities, and improvements across the supply chain. Cash used by financing activities in fiscal 2023 was $7,447 million, an outflow, compared to $4,836 million in fiscal 2022. The increased outflow in fiscal 2023 was due to higher share repurchases of $5,480 million, repayment of $500 million of senior notes, and lower proceeds from stock option exercises. In fiscal 2023, 50.0 million shares of NIKE's Class B Common Stock were purchased for $5.5 billion, at an average price of $110.32 per share. A previous four-year, $15 billion share repurchase program was terminated in August 2022, after repurchasing 6.5 million shares for $710.0 million and 83.8 million shares for $9.4 billion. Under the new four-year, $18 billion share repurchase plan authorized in June 2022, 43.5 million shares were repurchased for approximately $4.8 billion as of May 31, 2023, with share repurchase funding expected from operating cash flows. The timing and amount of share repurchases will depend on capital needs and stock market conditions.", "A shelf registration statement was filed on July 21, 2022, with the SEC, allowing the company to issue unlimited debt securities until July 21, 2025. A five-year committed credit facility agreement was made on March 11, 2022, with banks for borrowing up to $2 billion, extendable to $3 billion with lender approval, maturing on March 11, 2027, with possible extensions. A 364-day committed credit facility agreement was entered into on March 10, 2023, with banks for borrowing up to $1 billion, extendable to $1.5 billion with lender approval, maturing on March 8, 2024, with an option for a 364-day extension.", "The Company has long-term debt ratings of AA- from Standard and Poor's Corporation and A1 from Moody's Investor Services. If the Company's long-term debt ratings decline, facility fees and interest rates would increase; if ratings improve, fees and rates would decrease. Changes in long-term debt ratings would not accelerate maturity of outstanding or future borrowings under committed credit facilities. The Company has agreed to covenants under its credit facilities, including limits on asset disposal and debt secured by liens. Failure to meet covenants without obtaining a waiver could result in immediate repayment of outstanding borrowings. As of May 31, 2023, the Company was in compliance with all covenants and believes it will continue to meet them in the future. The Company has a $3 billion commercial paper program, with no outstanding borrowings as of May 31, 2023 and 2022. The Company may issue commercial paper or debt securities based on corporate needs. The Company has not faced challenges accessing capital or credit markets, but future volatility may impact costs and market access. As of May 31, 2023, the Company held Cash and equivalents and Short-term investments totaling $10.7 billion. The investments primarily include commercial paper, corporate notes, bank deposits, money market funds, U.S. Treasury obligations, and other fixed-income securities. The Company's investments are investment grade to reduce credit risk, with a weighted-average portfolio maturity of 98 days as of May 31, 2023.", "Cash, Short-term investments, and cash generated by operations will meet capital needs in the foreseeable future. Access to external funds will complement existing cash resources. Debt Obligations include Short-Term Borrowings, Credit Lines, and Long-Term Debt. Operating Leases are detailed in Note 17 of the Consolidated Financial Statements. Endorsement Contracts as of May 31, 2023, amounted to $7.6 billion, with $1.3 billion payable within 12 months. Endorsement Contracts involve base compensation, minimum guaranteed royalty fees for endorsers of products, and bonuses based on performance. Product Purchase Obligations as of May 31, 2023, were $6.4 billion, payable within the next 12 months. Product Purchase Obligations are agreements to purchase products in advance of sale, based on orders from wholesale customers and direct-to-consumer operations.", "As of May 31, 2023, the company had $3.3 billion of other purchase obligations, with $1.7 billion payable within the next 12 months. These obligations include technology investments, construction, service and marketing commitments, and endorsement contracts made in the ordinary course of business. The purchase obligations represent minimum payments required by legally binding contracts and agreements, including open purchase orders for non-product purchases. The company also has long-term obligations for uncertain tax positions and post-retirement benefits, with uncertain timing of cash payments. Further information on these can be found in Note 7 \u2014 Income Taxes and Note 11 \u2014 Benefit Plans in the financial statements. Related to the Tax Cuts and Jobs Act transition tax, as of May 31, 2023, the company had $644 million in estimated future cash payments, with $161 million payable within the next 12 months. These payments relate to the transition tax on deemed repatriation of undistributed earnings of foreign subsidiaries, net of foreign tax credits utilized. Further details on commitments and contingencies, off-balance sheet arrangements, and bank guarantees can be found in Note 16 \u2014 Commitments and Contingencies in the financial statements. As of May 31, 2023, the company had no off-balance sheet arrangements likely to materially affect its financial condition, results, liquidity, or resources. The company provides indemnification in various contracts for intellectual property rights and legal issues, where it acts as the guarantor. The fair value of such indemnification is considered immaterial based on historical experience and estimated future loss probability.", "Note 1 in the Consolidated Financial Statements provides a summary of significant accounting policies, including recently adopted and issued accounting standards. Financial statements are prepared according to U.S. GAAP and involve making estimates and judgments that impact reported amounts of assets, liabilities, revenues, and expenses. Critical accounting estimates, discussed with the Audit & Finance Committee, are assumptions and judgments with the greatest potential impact on the financial statements. Actual results may differ from estimates used in the financial statements due to inherent uncertainty. There are no known events or circumstances that would likely result in materially different reported amounts. Sales-related reserves include provisions for anticipated sales returns and post-invoice sales discounts, which consist of contractual and discretionary components.", "Estimates of discretionary authorized returns, discounts, and claims are based on historical rates. Estimates of discretionary authorized returns, discounts, and claims are based on specific identification of outstanding returns not yet received from customers and outstanding discounts and claims. Estimates of discretionary authorized returns, discounts, and claims are based on estimated returns, discounts, and claims expected but not yet finalized with customers. Actual returns, discounts, and claims in any future period are inherently uncertain and may differ from recorded estimates. Significantly different actual or expected future returns, discounts, or claims from reserves established would result in a reduction or increase to net revenues. A reduction or increase to net revenues would be recorded in the period when determining significant differences in actual or expected future returns, discounts, or claims. Inventory reserves are estimated based on assumptions about future demand and market conditions. If the estimated net realizable value of inventory is less than the recorded cost, a reserve equal to the difference is recorded. Changes in market conditions leading to reductions in estimated net realizable value result in an increase in the reserve. Hedge accounting is applied for derivatives.", "The company uses derivative contracts to hedge foreign currency and interest rate transactions, as well as non-functional currency monetary assets and liabilities. Changes in the fair value of contracts hedging probable forecasted future cash flows are recorded in Accumulated other comprehensive income (loss) until the underlying hedged transaction affects Net income. Gains and losses on hedge derivatives are released from Accumulated other comprehensive income (loss) into Net income after the maturity of the derivative. The notional value of derivative contracts should not exceed the designated amount of anticipated transactions to qualify for hedge accounting treatment. If anticipated or actual transactions decline below hedged levels, or if a forecasted transaction is no longer probable, the cumulative change in fair value of the over-hedged portion is reclassified to Other (income) expense, net. Reclassification occurs when a forecasted transaction is not expected to occur within the originally specified time period or within an additional two-month period thereafter. In some cases, the additional period of time for reclassification may exceed two months due to extenuating circumstances beyond the company's control. Additional information about risk management and derivatives can be found in Note 12 of the Consolidated Financial Statements. The details about income taxes are likely discussed further in the document.", "The company is subject to taxation in the United States, various state and foreign jurisdictions. Determining the provision for income taxes involves significant judgment, use of estimates, interpretation of complex tax laws. The company estimates its effective tax rate for the full fiscal year on an interim basis. The estimated annual effective tax rate is applied to year-to-date income before income taxes (excluding unusual items) to calculate year-to-date income tax expense. Income tax effects of unusual items are recognized in the interim period they occur. The company continually refines its tax estimate based on actual events and earnings by jurisdiction throughout the fiscal year. Changes in the estimated effective tax rate lead to adjustments in the income tax provision during the quarter of the estimate change. On a quarterly basis, the company assesses the probability of effectively sustaining a tax position and the appropriateness of recognized amounts for uncertain tax positions. Changes in assessment may result in recognition of a tax benefit or additional charge to the tax provision when assessments change. Interest and penalties related to income tax matters are recognized in income tax expense. For additional information on income taxes, refer to Note 7\u2014Income Taxes in the accompanying Notes to the Consolidated Financial Statements.", "The company is involved in various legal proceedings, claims, and government investigations related to different aspects like products, employees, contracts, tax, and intellectual property. Contingent liabilities are recorded when the company is likely to incur a loss, based on the best available information. Assessing probability of loss and estimating probable losses involves analyzing multiple factors and making judgments about potential actions of third-party claimants and courts. Future adjustments to estimated probable future losses or actual losses may result in additional charges if they exceed the recorded liability. Contingent liabilities are also disclosed when there is a reasonable possibility that the ultimate loss will significantly exceed the recorded liability. The company uses financial instruments to manage exposure to foreign currency and interest rate fluctuations, following established policies and procedures. Financial instruments are used for business financing and exposure management, not for trading or speculative purposes.", "The company is exposed to foreign currency fluctuations due to international sales, product sourcing, and funding activities. The foreign exchange risk management program aims to mitigate the effects of currency fluctuations on consolidated financial results. Forward and option contracts are utilized to hedge anticipated transactions and firm commitments, delaying the impact of exchange rate movements on financial statements. Hedging decisions, instruments, and timing are guided by company policies and market conditions. The majority of derivatives outstanding are designated as foreign currency cash flow hedges for various currency pairs. Earnings are also exposed to fluctuations in short- and long-term market interest rates. Managing interest rate exposure involves maintaining a mix of commercial paper, bank loans, and fixed-rate debt. Market risk, including foreign exchange and interest rate risk, is monitored using techniques such as sensitivity analysis and Value-at-Risk (VaR). Market-sensitive financial instruments include foreign currency contracts, intercompany loans in non-functional currencies, and fixed interest rate U.S. Dollar debt.", "VaR is used to monitor foreign exchange risk for foreign currency forward and foreign currency option derivative instruments. VaR determines the maximum potential one-day loss in the fair value of foreign exchange rate-sensitive financial instruments. The VaR model assumes normal market conditions and a 95% confidence level. Various modeling techniques can be used in VaR computation. Computations are based on interrelationships between currencies and interest rates using a 'variance/co-variance' technique. Interrelationships are a function of foreign exchange currency market changes and interest rate changes over the preceding one-year period. The value of foreign currency options is adjusted for estimated sensitivity ('delta' and 'gamma') to changes in the underlying currency rate. This calculation reflects the impact of foreign currency rate fluctuations on derivative instruments only. The VaR model is a risk analysis tool and does not predict actual losses in fair value incurred. It also does not consider the potential effect of favorable market rate changes or the full extent of possible losses. Actual future gains and losses will differ from estimates due to changes in market rates, hedging instruments, timing, and other factors.", "The estimated maximum one-day loss in fair value on foreign currency sensitive derivative financial instruments using the VaR model was $111 million as of May 31, 2023. The estimated maximum one-day loss in fair value on foreign currency sensitive derivative financial instruments using the VaR model was $99 million as of May 31, 2022. The VaR increased year-over-year due to higher foreign currency volatilities as of May 31, 2023. A hypothetical loss in the fair value of derivatives would be offset by increases in the value of underlying transactions being hedged. The average monthly change in fair values of foreign currency forward and foreign currency option derivative instruments was $289 million during fiscal 2023. The average monthly change in fair values of foreign currency forward and foreign currency option derivative instruments was $170 million during fiscal 2022. Intercompany loans denominated in non-functional currencies and fixed interest rate U.S. Dollar denominated debt are not included in the VaR. Intercompany loans and related interest amounts are eliminated in consolidation. Non-functional currency intercompany loans are substantially hedged against foreign exchange risk through forward contracts, included in the VaR calculation. Interest rate and foreign currency market risks associated with non-functional currency intercompany loans are considered immaterial to consolidated financial position, results of operations, and cash flows. Details of third-party debt including principal cash flows and related weighted average interest rates by expected maturity dates are provided in a table. Management of NIKE, Inc. is responsible for the information and representations in this Annual Report prepared in conformity with U.S. GAAP. The financial statements include certain amounts based on best estimates and judgments with other financial information being consistent with these statements.", "Accounting systems have controls for safeguarding assets and preparing financial statements in accordance with U.S. GAAP. Qualified financial personnel are selected and trained within the organization. Organizational structure ensures appropriate segregation of duties. An internal corporate audit department reports results to the Audit & Finance Committee. The Audit & Finance Committee consists of four outside, independent directors. The Audit & Finance Committee appoints the independent registered public accounting firm. The Audit & Finance Committee reviews the annual audit scope and results with various parties. The Audit & Finance Committee oversees the effectiveness of the accounting control system. The independent registered public accounting firm and internal corporate auditors have full access to the Committee. The Audit & Finance Committee discusses appropriate matters with and without management presence. The Management's Annual Report on Internal Control Over Financial Reporting is included in the 2023 FORM 10-K.", "Management is responsible for establishing and maintaining adequate internal control over financial reporting, as defined in Rule 13(a) - 15(f) and Rule 15(d) - 15(f) of the Securities Exchange Act of 1934. Internal control over financial reporting provides reasonable assurance on the reliability of financial reporting and the preparation of financial statements in accordance with US accounting principles. Policies and procedures of internal control include maintaining detailed records, ensuring transactions are recorded accurately, and preventing unauthorized use of company assets. Internal control's limitations may not prevent or detect misstatements, and its effectiveness evaluation is subject to future risks and changes in conditions. Management, with the CEO and CFO participation, evaluated the internal control effectiveness based on the COSO framework and concluded it was effective as of May 31, 2023. PricewaterhouseCoopers LLP audited the Consolidated Financial Statements and the internal control effectiveness as of May 31, 2023, according to their report.", "John J. Donahoe II is the President and Chief Executive Officer of NIKE, Inc. Matthew Friend is the Executive Vice President and Chief Financial Officer of NIKE, Inc. The Report of Independent Registered Public Accounting Firm is addressed to the Board of Directors and Shareholders of NIKE, Inc. The audit includes the consolidated balance sheets, income statements, comprehensive income statements, shareholders' equity statements, and cash flows of NIKE, Inc. and its subsidiaries for the years ended May 31, 2023 and 2022. NIKE, Inc.'s internal control over financial reporting was audited and found to be effective as of May 31, 2023. The financial statements of NIKE, Inc. present its financial position and operating results in accordance with US accounting principles.", "The Company's management is responsible for the consolidated financial statements. The Company's management is responsible for maintaining effective internal control over financial reporting. The Company's management is responsible for assessing the effectiveness of internal control over financial reporting. The assessments of the effectiveness of internal control over financial reporting are included in the accompanying Management\u2019s Annual Report. The responsibility of the public accounting firm is to express opinions on the Company\u2019s consolidated financial statements. The responsibility of the public accounting firm is to express opinions on the Company's internal control over financial reporting. The public accounting firm is registered with the Public Company Accounting Oversight Board (United States) (PCAOB). The public accounting firm is required to be independent with respect to the Company. The audits were conducted in accordance with the standards of the PCAOB. The audits were planned and performed to obtain reasonable assurance about the financial statements' accuracy and internal control effectiveness. Procedures were conducted to assess the risks of material misstatement in the financial statements. Procedures were conducted to respond to risks of material misstatement in the financial statements. Examination of evidence regarding the amounts and disclosures in the financial statements was done on a test basis. Evaluation was performed on the accounting principles and significant estimates used by management. Evaluation was performed on the overall presentation of the consolidated financial statements. The audit of internal control included obtaining an understanding of internal control over financial reporting. The audit of internal control included assessing the risk of material weakness. The audit of internal control included testing and evaluating the design and operating effectiveness of internal control. The audits provided a reasonable basis for the firm's opinions. There are definitions and limitations of Internal Control over Financial Reporting.", "Internal control over financial reporting is a process designed to ensure the reliability of financial reporting and preparation of financial statements in accordance with accounting principles. Internal control over financial reporting includes policies and procedures for maintaining accurate records, recording transactions properly, and preventing unauthorized use of assets. Internal control may not always detect misstatements and its effectiveness in the future is subject to changes in conditions. Critical Audit Matters involve material accounts or disclosures in financial statements that require challenging judgments but do not affect the overall opinion on the financial statements. Accounting for Income Taxes is a critical audit matter communicated to the audit committee.", "Company recorded income tax expense of $1,131 million for year ended May 31, 2023 Company has net deferred tax assets of $1,799 million including a valuation allowance of $22 million Company has total gross unrecognized tax benefits of $936 million as of May 31, 2023 Realization of deferred tax assets depends on future taxable earnings Valuation allowance is established against net deferred tax asset if recovery is not likely Company is subject to taxation in United States, various state and foreign jurisdictions Use of significant judgment and estimates is required to determine Company's provision for income taxes Performing procedures relating to accounting for income taxes is a critical audit matter Audit effort involved professionals with specialized skill and knowledge Procedures included testing effectiveness of controls relating to income taxes and evaluating changes in tax laws Professionals with specialized skill and knowledge were used to evaluate changes in tax laws and regulations", "NIKE, INC. reports its Consolidated Statements of Income, detailing revenues, cost of sales, gross profit, demand creation expense, operating overhead expense, total selling and administrative expense, interest expense (income), net, other (income) expense, net, income before income taxes, income tax expense, and net income. Earnings per common share are provided for basic and diluted categories along with weighted average common shares outstanding for each category. The financial statement includes data for the years ended May 31, 2023, 2022, and 2021. NIKE, INC. presents its Consolidated Statements of Comprehensive Income demonstrating net income and other comprehensive income (loss), including changes in net foreign currency translation adjustment, net gains (losses) on cash flow hedges, and net gains (losses) on other items. Total comprehensive income is calculated for the years 2023, 2022, and 2021. The Consolidated Balance Sheets detail the assets and liabilities of NIKE, INC., split into current assets (e.g., cash and equivalents, short-term investments, accounts receivable, inventories, prepaid expenses, etc.) and long-term assets (e.g., property, plant and equipment, operating lease right-of-use assets, identifiable intangible assets, goodwill, etc.). Current liabilities are outlined, including current portion of long-term debt, notes payable, accounts payable, current portion of operating lease liabilities, accrued liabilities, and income taxes payable. The balance sheet also covers long-term debt, operating lease liabilities, deferred income taxes, other liabilities, commitments, contingencies, redeemable preferred stock, and shareholders' equity with common stock at stated value.", "Class A convertible has 305 shares outstanding Class B has 1,227 shares outstanding Capital in excess of stated value and accumulated other comprehensive income (loss) are reported Retained earnings (deficit) are reported Total shareholders' equity is included Total liabilities and shareholders' equity are listed Notes to the Consolidated Financial Statements are integral to this statement As of May 31, 2023, the total shareholders' equity is $37,531 and as of May 31, 2022, it is $40,321 Cash provided by operations includes adjustments for depreciation, deferred income taxes, stock-based compensation, amortization, and other factors Cash provided by investing activities includes purchases, maturities, and sales of short-term investments, as well as additions to property, plant, and equipment Cash provided by financing activities involves notes payable, stock options, repurchase of common stock, dividends, and other financing activities The net increase or decrease in cash and equivalents is influenced by exchange rate changes Supplemental disclosure shows cash paid during the year for interest and income taxes", "Non-cash additions were made to property, plant, and equipment. Dividends were declared but not paid. The Notes to the Consolidated Financial Statements are an essential part of the statement. In 2023, the total amounts for different categories are as follows: 5,070 for 2023 and 6,046 for 2022. In 2023, there was an increase in cash of 703 compared to a decrease of 117 in 2022. Property, plant, and equipment had a net increase of 755 in 2023 and a net increase of 156 in 2022. In 2023, there was a decrease of 504, while in 2022, there was a decrease of 1,676. In 2023, there was a decrease of 644, whereas in 2022, there was a decrease of 845. There was a net increase of 225 in 2023, whereas there was a net decrease of 5,841 in 2022. There was a net increase of 1,365 in 2023 and a net increase of 5,188 in 2022. In 2023, the net loss was 6,059, while in 2022, the net income was 3,356. In 2023, the comprehensive loss was 12,913, whereas in 2022, the comprehensive income was 8,199. Additional details are provided in the Consolidated Statements. The balance for 2021 shows a total of 5,727. The net increase in 2021 was 744, with a decrease of 385. In 2021, there was a net increase of 611 compared to an increase of 53 in 2020. In 2021, there was a net decrease of 1,606, with an increase of 507. In 2021, there was a net decrease of 182. The balance at May 31, 2020, had a total common stock of 315 for Class A and 1,243 for Class B. The balance at May 31, 2020, shows capital in excess of stated value as 8,299 and accumulated other comprehensive income (loss) as (56). There were stock options exercised in 2020. For 2020, there was a repurchase of Class B Common Stock and dividends paid on common stock and preferred stock. Issuance of shares to employees and stock-based compensation also contributed to the 2020 balance. The balance at May 31, 2021, had a total common stock of 305 for Class A and 1,273 for Class B. The balance at May 31, 2021, shows capital in excess of stated value as 9,965 and accumulated other comprehensive income (loss) as (380). There were stock options exercised in 2021. For 2021, there was a repurchase of Class B Common Stock and dividends paid on common stock and preferred stock. Issuance of shares to employees and stock-based compensation also contributed to the 2021 balance. The balance at May 31, 2022, had a total common stock of 305 for Class A and 1,266 for Class B. The balance at May 31, 2022, shows capital in excess of stated value as 11,484 and accumulated other comprehensive income (loss) as 318. There were stock options exercised in 2022. For 2022, there was a repurchase of Class B Common Stock and dividends paid on common stock and preferred stock. Issuance of shares to employees and stock-based compensation also contributed to the 2022 balance. The balance at May 31, 2023, had a total common stock of 305 for Class A and 1,227 for Class B. The balance at May 31, 2023, shows capital in excess of stated value as 12,412 and accumulated other comprehensive income (loss) as 231.", "The Notes to the Consolidated Financial Statements are essential to this statement. Retained Earnings (Deficit) total an amount of (191) $8,055,954. The total amount is (622) minus (650) equals (1,692). The total amount is (1,692). The total amount is (43) plus (86) equals 5,727. The total amount is 611 plus 5,727 minus 324 equals 3,179. The total amount is 12,767 minus 924 equals 3,808. The total amount is 3,994 minus 1,886 equals 1,886. The total amount is (55) plus 88 plus 638 equals 6,046. The total amount is 6,046 plus 698 equals 3,476. The total amount is 15,281 minus 421 equals 5,131. The total amount is 5,509 minus 2,059 equals 2,059. The total amount is 2 plus 132 plus 755 equals 5,070. The total amount is 5,070 minus 87 equals 1,358. Note 1 provides a summary of Significant Accounting Policies. Property, Plant, and Equipment are discussed in Note 2. Accrued Liabilities are detailed in Note 3. Fair Value Measurements are explained in Note 4. Short-Term Borrowings and Credit Lines are elaborated on in Note 5. Long-Term Debt is described in Note 6. Income Taxes are outlined in Note 7. Redeemable Preferred Stock is covered in Note 8. Common Stock and Stock-Based Compensation are discussed in Note 9. Earnings Per Share are detailed in Note 10. Benefit Plans are explained in Note 11. Risk Management and Derivatives are outlined in Note 12. Accumulated Other Comprehensive Income (Loss) is described in Note 13. Revenues are covered in Note 14. Operating Segments and Related Information are detailed in Note 15. Commitments and Contingencies are discussed in Note 16. Leases are explained in Note 17. Acquisitions and Divestitures are outlined in Note 18. Restructuring is covered in Note 19. Note 1 provides a description of the business.", "NIKE, Inc. is a global leader in designing, developing, and marketing athletic products. NIKE, Inc. owns brands like NIKE, Jordan, and Converse. The NIKE Brand focuses on performance athletic products for Men's, Women's, and Kids, including sport-inspired lifestyle items. The Jordan Brand offers athletic and casual products featuring the Jumpman trademark. Sales and results of Jordan Brand are included in NIKE Brand's geographic segments. Converse sells casual sneakers, apparel, and accessories under various trademarks. Converse's results are reported separately. The Consolidated Financial Statements include NIKE, Inc. and its subsidiaries. All significant intercompany transactions are eliminated. Revenue recognition for NIKE and Converse products is based on the transfer of control to the customer.", "Control transfer to wholesale customers varies based on shipment or receipt, depending on country and customer agreement Control transfer to retail store customers occurs at the time of sale Control transfer to digital commerce customers happens upon shipment Transaction price is determined by invoiced sales price minus sales returns, discounts, and customer claims Payment terms for wholesale transactions depend on country or customer agreement, with payment typically due within 90 days of shipment Retail store and digital commerce transactions require payment at the time of sale Consideration for trademark licensing contracts is earned through sales-based or usage-based royalty arrangements Associated revenues from trademark licensing contracts are recognized over the license period Taxes collected by the Company from customers, imposed on specific revenue-producing transactions, are excluded from Revenues and Cost of sales Shipping and handling costs after product control transfers to a customer are accounted for as fulfillment costs in Cost of sales Sales-related reserves are established by the Company for variable considerations in contracts due to expected reductions like sales returns and discounts Anticipated reductions in revenues are offset by an increase in Accrued liabilities at the time of revenue recognition The estimated cost of inventory for product returns is recorded in Prepaid expenses and other current assets Provision for anticipated sales returns includes contractual return rights and discretionary authorized returns Provisions for post-invoice sales discounts involve contractual and discretionary discounts expected to be granted in the future", "Estimates of discretionary authorized returns, discounts, and claims are based on historical rates. Estimates of discretionary authorized returns, discounts, and claims are based on specific identification of outstanding returns not yet received from customers and outstanding discounts and claims. Estimates of discretionary authorized returns, discounts, and claims are based on estimated returns, discounts, and claims expected but not yet finalized with customers. Actual returns, discounts, and claims in any future period may differ from recorded estimates. A reduction or increase to net Revenues is recorded if actual or expected future returns, discounts, or claims significantly differ from established reserves. Cost of sales consists primarily of inventory costs, warehousing costs, third-party royalties, foreign currency hedge gains and losses, and product design costs. Shipping and handling costs are expensed as incurred and included in Cost of sales. Demand creation expense includes advertising and promotion costs, endorsement contracts, complimentary products, television, digital and print advertising, media costs, brand events, and retail brand presentation. Advertising production costs are expensed the first time an advertisement is run. Advertising media costs are expensed when the advertisement appears. Costs related to brand events are expensed when the event occurs. Costs related to retail brand presentation are expensed when the presentation is complete and delivered. Promotional expenses of the Company result from payments under endorsement contracts, which are expensed on a straight-line basis over the contract term. Prepayments made under contracts are included in Prepaid expenses and other current assets or Deferred income taxes and other assets based on the period of prepayment. Certain contracts involve contingent payments to endorsers based on specific achievements in their sport, with Demand creation expense recorded when the endorser achieves the goal.", "Certain contracts involve variable payments based on endorsers' sport performance over time. Payments are recognized in Demand creation expense over contract period based on Company's performance estimate. Adjustments in Demand creation expense may occur if actual payments differ from Company's estimate. Certain contracts entail royalty payments to endorsers based on product sales percentage. Minimum guaranteed royalty payments exceeding earned amount are recorded in Demand creation expense. Company reimburses wholesale customers for advertising costs through cooperative programs. Reimbursed amounts are recorded in Demand creation expense if fair value of received good or service is not exceeded. Total Demand creation expense was $4,060M, $3,850M, and $3,114M for years ended May 31, 2023, 2022, and 2021. Prepaid advertising and promotion expenses were $755M and $773M at May 31, 2023 and 2022. $372M and $329M were recorded in Prepaid expenses, while $383M and $444M were in Deferred income taxes, depending on prepayment period. Operating overhead expense includes wage and benefit-related expenses, research and development costs, bad debt expense, administrative expenses like rent, depreciation, professional services, technology investments, meetings, and travel.", "Cash and equivalents include cash and short-term, easily convertible investments with low risk of value changes due to interest rate changes. Short-term investments consist of highly liquid investments with maturities over three months. Short-term investments include available-for-sale debt securities recorded at fair value, with unrealized gains and losses reported in Accumulated other comprehensive income (loss). Realized gains and losses on the sale of securities are determined by specific identification. All available-for-sale debt securities, even those with maturity dates beyond 12 months, are classified as current assets to support current operational liquidity needs. The Company maintains an allowance for uncollectible accounts receivable to account for expected losses from customer non-payment. Factors considered in estimating the allowance include creditworthiness of customers, historical credit losses, and macroeconomic/industry trends. As of May 31, 2023, the allowance for uncollectible accounts receivable was $35 million. Inventory valuation is not mentioned in the provided content.", "Inventories consist mainly of finished goods and are valued at the lower of cost and net realizable value. They are valued using either an average cost basis or a specific identification cost basis. Some products are shipped directly from suppliers to customers, with inventory and cost of sales recognized on a specific identification basis. Inventory costs include product cost from suppliers, inbound freight, import duties, taxes, insurance, logistics, and handling fees. Property, plant, and equipment are recorded at cost and depreciation is calculated on a straight-line basis over varying periods ranging from 2 to 40 years depending on the asset. Depreciation and amortization related to manufacturing, warehousing, and product distribution assets are recorded in Cost of sales, while for all other assets, it is recorded in Operating overhead expense. Expenditures for major software purchases and internally developed software are capitalized and amortized over 2 to 12 years on a straight-line basis. External direct costs associated with developing or obtaining internal use computer software are capitalized, along with certain payroll costs for employees directly involved in software projects. Preliminary project stage activities, training, maintenance, and post-implementation stage costs are expensed as they are incurred. Development costs for computer software intended for sale, lease, or marketing are capitalized once technological feasibility is established until the product is available for general release. Most software development costs are expensed as incurred since the products are typically released soon after technological feasibility is achieved.", "The Company evaluates long-lived assets for impairment when events suggest their carrying value may not be recoverable Factors triggering an impairment assessment include adverse changes in asset usage, legal factors, business climate, or market value If potential impairment is indicated, the Company assesses recoverability by comparing carrying value to projected cash flows from asset use and disposition If carrying value is not recoverable, the Company estimates fair value using valuation methods such as discounted cash flows Impairment is calculated as the difference between carrying amount and estimated fair value for the asset group Annual impairment tests are conducted on goodwill and indefinite-lived intangible assets in the fourth quarter or when events occur that may reduce fair value below carrying value Goodwill is allocated across reporting units, which are the Company's operating segments Qualitative factors are assessed to determine the need for impairment testing on goodwill or indefinite-lived intangible assets An impairment test is not required if it is determined that fair value exceeds carrying amount for reporting units or intangible assets", "If an impairment test is required, the Company will estimate the fair value of the related reporting unit or indefinite-lived intangible asset. If the carrying value of a reporting unit or indefinite-lived intangible asset is higher than its fair value, the goodwill of that reporting unit or indefinite-lived intangible asset is considered impaired. The Company will then record an impairment charge equal to the excess of the carrying value over the related fair value. As of May 31, 2023 and 2022, there were no accumulated impairment losses. The impact to Goodwill due to acquisitions and divestitures in fiscal years 2023 and 2022 was immaterial. The Company mainly leases retail store space, distribution and warehouse facilities, office space, equipment, and other non-real estate assets. The Company determines if an agreement constitutes a lease at the beginning and commences recording lease activities on the commencement date, typically when the Company takes possession or controls the physical use of the asset. Lease components are not separated from non-lease components for real estate leases within the Company's lease portfolio. Right-of-use (ROU) assets and lease liabilities are recognized based on the present value of lease payments over the lease term, with lease expense recognized on a straight-line basis. The Company utilizes its incremental borrowing rate to calculate the present value of future lease payments, unless the implicit rate is easily determinable.", "Lease agreements include rent escalation clauses, renewal or termination options, and landlord incentives. ROU assets cover scheduled rent increases and are reduced by lease incentives. Lease term comprises non-cancelable period and options to extend or terminate. Company excludes leases with initial term of 12 months or less from Balance Sheets and records lease payments in Income Statements on a straight-line basis. Certain lease agreements feature variable lease payments based on retail sales percentage or inflation adjustments linked to a specific index. Company values financial assets and liabilities at fair value, such as derivatives, equity securities, and available-for-sale debt securities. Fair value represents the price to sell an asset or pay to transfer a liability in an orderly transaction with a market participant at the measurement date. Company utilizes a three-level hierarchy for fair value measurements based on the types of inputs used. Level 1 of the hierarchy includes quoted prices in active markets for identical assets or liabilities. Level 2 encompasses observable inputs other than quoted prices for similar assets or liabilities. Level 3 involves unobservable inputs necessitating the reporting entity to establish its assumptions. Significance of an input in fair value measurement is assessed based on judgment and factors specific to the asset or liability.", "Pricing vendors are utilized for a majority of Level 1 and Level 2 investments. Vendors provide quoted market prices in an active market or use observable inputs without significant adjustments. Observable inputs include broker quotes, interest rates, yield curves, volatilities, and credit risks. The fair value of derivative contracts is determined using observable market inputs like daily market foreign currency rates, forward pricing curves, currency volatilities, and interest rates. Fair value measurement process compares fair values to an independent pricing vendor. Adjustments from translating foreign currency financial statements to U.S. Dollars are included in foreign currency translation adjustment in Accumulated other comprehensive income. Global subsidiaries have monetary assets and liabilities in currencies other than their functional currency. Remeasurement impact of balance sheet items denominated in foreign currencies is recorded in Other (income) expense, net.", "The Company uses derivative financial instruments to manage foreign currency exchange rate and interest rate risks. All derivatives are reported at fair value on the Consolidated Balance Sheets. Changes in the fair value of derivative instruments are recognized in Accumulated other comprehensive income (loss), Long-term debt, or Net income, based on the underlying exposure and hedge designation. Cash flows from settlement of derivatives are classified in the same category as cash flows from related hedged items. Undesignated hedges and designated cash flow hedges impact the Cash provided by operations in the Consolidated Statements of Cash Flows. Designated net investment hedges affect the Cash provided by investing activities in the Consolidated Statements of Cash Flows. Fair value hedges, like interest rate swaps, are used to manage changes in fair value of fixed-rate debt caused by interest rate fluctuations. Cash flows from periodic interest payments of fair value hedges are included in Cash provided by operations in the Consolidated Statements of Cash Flows. Refer to Note 12 \u2014 Risk Management and Derivatives for more details on the Company's risk management program and derivatives. The Company also implements a stock-based compensation program.", "The Company estimates the fair value of equity awards for stock-based compensation, subtracting estimated forfeitures, and recognizes related expenses in the Consolidated Statements of Income over the vesting period. Stock options granted by the Company typically vest over four years of continuous employment, with a 10-year expiration period from the grant date. Performance-based restricted stock units vest based on specific performance criteria over a three-year period and continued employment until the vesting date. The fair value of options, stock appreciation rights, and employees' purchase rights under ESPPs is determined using the Black-Scholes option pricing model. The fair value of restricted stock and time-vesting restricted stock units is based on the market price on the grant date. The fair value of performance-based restricted stock units is estimated using a Monte Carlo simulation at the grant date. Refer to Note 9 \u2014 Common Stock and Stock-Based Compensation in the 2023 FORM 10-K for more details on the Company's stock-based compensation programs. Income taxes are also discussed in the document.", "The Company uses the asset and liability method to account for income taxes. Deferred tax assets and liabilities are recognized for temporary differences between carrying amounts and tax basis of assets and liabilities. A valuation allowance is recorded by the Company to reduce deferred tax assets to a more likely than not realized amount. Realization of deferred tax assets depends on future taxable earnings and is uncertain. The Company assesses taxable income in prior carryback periods, scheduled reversal of deferred tax liabilities, projected future taxable income, and tax planning strategies at least quarterly. Forecasts of taxable income and foreign tax credit utilization are used by the Company to assess realization of deferred tax assets, leading to potential significant variation in estimated and actual results. A valuation allowance is established against the net deferred tax asset if recovery is deemed unlikely, increasing the Company's income tax expense. The Company recognizes a tax benefit from uncertain tax positions in the financial statements only if it is more likely than not that the position will be sustained upon examination by relevant tax authorities. Interest and penalties related to income tax matters are recognized in the Income tax expense. Basic earnings per common share is calculated by dividing Net income by the weighted average number of common shares outstanding during the year. Diluted earnings per common share is calculated by adjusting weighted average outstanding shares, assuming conversion of all potentially dilutive stock options and awards.", "Preparation of financial statements involves making estimates regarding assets, liabilities, revenues, and expenses, which may differ from actual results. The macroeconomic environment's volatility poses a risk of adverse impact on future revenue growth and overall profitability. Financial Accounting Standards Board (FASB) issued ASU 2022-04, enhancing transparency on supplier finance program obligations. ASU 2022-04 requires qualitative and quantitative disclosure of such programs to help users understand their nature and impact. The amendments in ASU 2022-04 will be effective for fiscal years starting after December 15, 2022, with certain provisions effective later. The company plans to adopt the ASU guidance in the first quarter of fiscal 2024 and is assessing its impact on disclosures. Property, plant, and equipment section in the 2023 Form 10-K details categories like land, buildings, machinery, equipment, software, and improvements. Capitalized interest was immaterial for the fiscal years ending in 2023, 2022, and 2021. Accrued liabilities include categories such as compensation, sales-related reserves, dividends, expected loss on sale, and others.", "Refer to Note 18 for more details about Acquisitions and Divestitures. As of May 31, 2023, the Company's financial assets measured at fair value on a recurring basis included Cash, Short-term Investments, U.S. Treasury securities, Commercial paper and bonds, Money market funds, Time deposits, and U.S. Agency securities. The fair value hierarchy classifies the Company's fair value measurement into levels, with Cash falling under Level 1 and other assets like U.S. Treasury securities under Level 2. As of May 31, 2023, the Company held $2,563 million of available-for-sale debt securities with maturity dates within one year and $671 million with maturity dates over one year and less than five years in Short-term investments on the Consolidated Balance Sheets. Interest income related to the Company's investment portfolio was $297 million, $94 million, and $34 million for the years ended May 31, 2023, 2022, and 2021, respectively.", "The Company records its derivative financial instruments on a gross basis on the Consolidated Balance Sheets. The Company's derivative financial instruments are subject to master netting arrangements. Master netting arrangements allow for the offset of assets and liabilities in case of default or early contract termination. Cash collateral received related to derivative instruments with credit-related contingent features is recorded in Cash and equivalents and Accrued liabilities. Cash collateral posted related to derivative instruments with credit-related contingent features is recorded in Prepaid expenses and other current assets. Cash collateral received or posted related to credit-related contingent features is presented in the Cash provided by operations component of the Consolidated Statements of Cash Flows. Non-cash collateral received, such as securities, is not recognized on the Consolidated Balance Sheets. Foreign exchange forwards and options are classified as Level 2 assets and liabilities. If foreign exchange derivative instruments were netted on the Balance Sheets, asset and liability positions would be reduced by $178 million as of May 31, 2023. As of May 31, 2023, the Company received $36 million of cash collateral from various counterparties for foreign exchange derivative instruments. No collateral was posted on the derivative liability balance as of May 31, 2023.", "The company holds other current assets and other long-term assets. Liabilities at fair value and accrued liabilities are reported on the balance sheet. The company also holds other long-term liabilities. Foreign exchange forwards, options, and embedded derivatives are Level 2 assets. The company's asset and liability positions would have been reduced by $76 million if foreign exchange derivative instruments were netted. As of May 31, 2022, the company received $486 million of cash collateral related to foreign exchange derivative instruments. No collateral was posted on the company's derivative liability balance as of May 31, 2022. Additional information on derivative financial instruments is available in Note 12. Information on fair value related to notes payable and long-term debt can be found in Note 5 and Note 6, respectively. Other current financial assets and liabilities have carrying amounts approximating fair value. The company recognized assets and liabilities of its Argentina, Chile, and Uruguay entities as held-for-sale as of May 31, 2022. This led to a remeasurement of disposal groups at fair value, which is considered a Level 3 fair value measurement. All other assets or liabilities required to be measured at fair value on a non-recurring basis were immaterial as of May 31, 2023 and 2022. Notes payable reflected on the balance sheet approximate fair value.", "On March 11, 2022, the Company entered a five-year committed credit facility agreement with a syndicate of banks for up to $2 billion of borrowings, extendable to $3 billion with lender approval by March 11, 2027. The facility can be extended for an additional two years beyond the initial maturity date. This agreement replaced a $2 billion credit facility from August 16, 2019, which would have matured on August 16, 2024. The interest rate on borrowings is based on the prevailing Term SOFR plus 0.60%, with a facility fee of 0.04% of the total undrawn commitment. On March 10, 2023, the Company entered a 364-day credit facility agreement for up to $1 billion, extendable to $1.5 billion with lender approval by March 8, 2024. The facility can be extended for an additional 364 days. This agreement replaced a $1 billion credit facility from March 11, 2022, which matured on March 10, 2023. The interest rate on borrowings is based on the prevailing Term SOFR plus 0.60%, with a facility fee of 0.02% of the total undrawn commitment. As of May 31, 2023 and 2022, no amounts were outstanding under any of the Company's credit facilities. The Company's long-term debt includes various tranches with different original principal amounts, interest rates, and maturity dates.", "The scheduled maturity of Long-term debt in the years ending May 31, 2024 through 2028, varies from $0 million to $2,000 million at face value. The Company's Long-term debt is recorded at adjusted cost, net of unamortized premiums, discounts, and debt issuance costs. The fair value of the Company's Long-term debt is estimated based on quoted prices for similar or identical instruments. As of May 31, 2023, the fair value of the Company's Long-term debt, including the current portion, was approximately $7,889 million. As of May 31, 2022, the fair value of the Company's Long-term debt, including the current portion, was approximately $8,933 million. Income before income taxes for the year ended May 31, 2023, was $6,201 million, with $4,663 million from the United States and $1,538 million from foreign sources. Income before income taxes for the year ended May 31, 2022, was $6,651 million, with $6,020 million from the United States and $631 million from foreign sources. The provision for income taxes for the year ended May 31, 2023, totaled $1,131 million, with $634 million from the United States and $926 million from foreign sources. The provision for income taxes for the year ended May 31, 2022, totaled $605 million, with $231 million from the United States and $98 million from state sources. Deferred income tax expense for the year ended May 31, 2023, was $(117) million, with $(162) million from the United States and $70 million from foreign sources. Deferred income tax expense for the year ended May 31, 2022, was $650 million, with $522 million from the United States and $(16) million from state sources.", "A reconciliation from the U.S. statutory federal income tax rate to the effective income tax rate is provided for the years ended May 31, 2023 and 2022. In 2017, the U.S. enacted the Tax Cuts and Jobs Act, which included taxing global intangible low-taxed income of foreign subsidiaries. Taxes due under the GILTI provision are recognized as a current period expense by the Company. The effective tax rate for the fiscal year ending May 31, 2023 was higher than that of the fiscal year ending May 31, 2022. The increase in the effective tax rate was mainly due to decreased benefits from stock-based compensation and prior year recognition of a non-cash, one-time benefit related to onshoring the Company's non-U.S. intangible property. During the fourth quarter of fiscal 2022, the Company onshored non-U.S. intangible property ownership rights and implemented changes in its legal entity structure. The tax restructuring increases the potential for foreign earnings to be taxed in the U.S. in the future due to Subpart F of the Internal Revenue Code. A deferred tax asset was recognized by the Company, resulting in a non-cash deferred income tax benefit of 4.7% to establish a deduction expected to reduce taxable income in upcoming periods. The effective tax rate for the fiscal year ending May 31, 2022 was lower than that of the fiscal year ending May 31, 2021, primarily due to a shift in the Company's earnings mix and recognition of a non-cash, one-time benefit related to onshoring its non-U.S. intangible property. Deferred tax assets and liabilities are detailed as of May 31, for the years 2023 and 2022.", "Inventories amounted to $79 million and $89 million in the given periods. Sales return reserves totaled $136 million and $109 million in the specified periods. Deferred compensation was $321 million, stock-based compensation was $261 million, and reserves and accrued liabilities were $144 million in one period. In another period, these values were $313 million, $195 million, and $145 million respectively. Operating lease liabilities were $511 million and $548 million. Intangibles amounted to $255 million in the first period and $275 million in the second period. Capitalized research and development expenditures were $548 million and $353 million. Net operating loss carry-forwards were $15 million and $8 million, Subpart F deferred tax was $374 million in one period, and Foreign tax credit carry-forward was not applicable in the second period. Total deferred tax assets were $183 million and $2,780 million in the given periods. Valuation allowance for deferred tax assets was $(22) million and $(19) million in the respective periods. The net deferred tax assets after valuation allowance were $2,758 million and $2,587 million. Deferred tax liabilities for Foreign withholding tax on undistributed earnings of foreign subsidiaries were $(1) million and $(186) million respectively. Property, plant, and equipment values were $(276) million in the early period and $(247) million in the later period. Right-of-use assets amounted to $(441) million and $(437) million. Other deferred tax liabilities were $(56) million and $(92) million. Total deferred tax liabilities resulted in a net deferred tax asset of $1,799 million and $1,665 million. The above financials exclude deferred taxes held-for-sale as of May 31, 2022. Of the $1,799 million net deferred tax asset as of May 31, 2023, $2,026 million was included within Deferred income taxes and other assets, and $(227) million was included within Deferred income taxes and other liabilities. For the $1,665 million net deferred tax asset as of May 31, 2022, $1,891 million was included within Deferred income taxes and other assets, and $(226) million was included within Deferred income taxes and other liabilities. A reconciliation of the changes in unrecognized tax benefits showed a balance of $848 million with gross increases related to prior period tax positions of $95 million and gross decreases related to prior period tax positions of $17 million as of May 31, 2023. For May 31, 2022, the balance was $896 million with gross increases of $71 million and gross decreases of $145 million. And by May 31, 2021, the total was $771 million with gross increases of $77 million and gross decreases of $22 million. Gross increases related to current period tax positions were $50 million, settlements were $18 million, and lapse of statute of limitations was $7 million. Changes due to currency translation resulted in an end-of-period balance of $936 million for May 31, 2023, $848 million for May 31, 2022, and $896 million for May 31, 2021.", "As of May 31, 2023, the Company had total gross unrecognized tax benefits of $936 million, with $651 million potentially impacting its effective tax rate in the future. The majority of the total gross unrecognized tax benefits are long-term and are part of Deferred income taxes and other liabilities on the Consolidated Balance Sheets. The Company records interest and penalties for income tax matters in Income tax expense. The liability for payment of interest and penalties increased by $20 million in fiscal year 2023, $45 million in fiscal year 2022, and $45 million in fiscal year 2021. As of May 31, 2023, accrued interest and penalties related to uncertain tax positions were $268 million, while it was $248 million as of May 31, 2022, excluding federal benefit, and these amounts were included in Deferred income taxes and other liabilities on the Consolidated Balance Sheets. As of May 31, 2023, long-term income taxes payable were $373 million, decreasing from $535 million as of May 31, 2022, and were part of Deferred income taxes and other liabilities on the Consolidated Balance Sheets.", "The Company is subject to taxation in the U.S., as well as various state and foreign jurisdictions. The Company is currently under audit by the U.S. IRS for fiscal years 2017 through 2019. The Company has closed all U.S. federal income tax matters through fiscal 2016, except for certain transfer pricing adjustments. Tax years after 2011 are open in certain major foreign jurisdictions. The Company evaluates all domestic and foreign audit issues, expiration of statutes of limitations, and estimates a possible $50 million decrease in total gross unrecognized tax benefits within the next 12 months. In January 2019, the European Commission opened a formal investigation into the Netherlands' alleged breach of State Aid rules in granting tax rulings to the Company. The Company believes the investigation is meritless. Adverse resolution of the investigation may lead to additional assessments by the Netherlands and increased income taxes related to prior periods for the Company. A portion of the Company's foreign operations benefit from a tax holiday expiring in 2031, which may be extended or terminated depending on meeting certain conditions. The tax benefit from this tax holiday was $263 million, $221 million, and $238 million for the fiscal years ended May 31, 2023, 2022, and 2021, respectively. The tax holiday had an impact of $0.17, $0.14, and $0.15 on diluted earnings per common share for the fiscal years ended May 31, 2023, 2022, and 2021, respectively.", "Deferred tax assets as of May 31, 2023 and 2022, were reduced by a valuation allowance. For the fiscal year ended May 31, 2023, a valuation allowance was provided for U.S. capital loss carryforwards. For the fiscal year ended May 31, 2023, a valuation allowance was provided on tax benefits generated by certain entities with operating losses. For the fiscal year ended May 31, 2022, a valuation allowance was provided for U.S. capital loss carryforwards. For the fiscal year ended May 31, 2022, a valuation allowance was provided on tax benefits generated by certain entities with operating losses. There was a $3 million net increase in the valuation allowance for the fiscal year ended May 31, 2023. There was a $7 million net increase in the valuation allowance for the fiscal year ended May 31, 2022. There was a $14 million net decrease in the valuation allowance for the fiscal year ended May 31, 2021. The Company has available domestic and foreign loss carry-forwards of $61 million as of May 31, 2023. If not utilized, $33 million of losses will expire in the periods between fiscal 2028 and 2043. Sojitz America is the sole owner of the Company's authorized redeemable preferred stock, $1 par value. The redeemable preferred stock is redeemable at the option of Sojitz America or the Company at par value aggregating $0.3 million. A cumulative dividend of $0.10 per share is payable annually on May 31 for the redeemable preferred stock. No dividends may be declared or paid on the common stock of the Company unless dividends on the redeemable preferred stock have been declared and paid in full. There have been no changes in the redeemable preferred stock in the fiscal years ended May 31, 2023, 2022 and 2021. As the holder of the redeemable preferred stock, Sojitz America does not have general voting rights. Sojitz America does have the right to vote as a separate class on specific matters like the sale of assets, merger, consolidation, liquidation, dissolution, or sale of the NIKE trademark for athletic footwear in the United States. The redeemable preferred stock has been fully issued to Sojitz America and is not blank check preferred stock. The Company's articles of incorporation do not permit the issuance of additional preferred stock.", "The authorized number of shares of Class A Common Stock is 400 million. The authorized number of shares of Class B Common Stock is 2,400 million. Each share of Class A Common Stock can be converted into one share of Class B Common Stock. Voting rights of Class B Common Stock are restricted in certain director election scenarios. There are no differences in the dividend, liquidation preferences, or participation rights between holders of Class A and Class B Common Stock. The Company's Board of Directors periodically approves share repurchase programs for Class B Common Stock. The value of repurchased shares is subtracted from Total shareholders' equity by allocating it to Capital in excess of stated value and Retained earnings. The NIKE, Inc. Stock Incentive Plan allows for the issuance of up to 798 million new shares of Class B Common Stock for equity awards. The Stock Incentive Plan permits the granting of various stock-based awards such as stock options, stock appreciation rights, and stock awards. Restricted stock units in the Stock Incentive Plan include time-vesting RSUs and performance-based PSUs. A Board of Directors committee administers the Stock Incentive Plan and determines award recipients, award amounts, and award conditions. Stock options and stock appreciation rights must have an exercise price equal to or higher than the fair market value on the grant date. Most awards under the Stock Incentive Plan vest evenly over 4 years of continuous employment, with stock options expiring after 10 years. The Company's total stock-based compensation expense includes stock options, ESPPs, restricted stock, and restricted stock units. In 2023, the total stock-based compensation expense amounted to $755 million.", "Expense for stock options includes expense for stock appreciation rights. Accelerated stock option expenses are recorded for employees meeting certain retirement eligibility requirements. Accelerated stock option expenses were $64 million, $57 million, and $67 million for the fiscal years ended May 31, 2023, 2022, and 2021, respectively. An immaterial amount of accelerated stock option and restricted stock unit expenses was recorded for certain employees impacted by the Company's organizational realignment in fiscal 2021. Expense for restricted stock units includes an immaterial amount of expense for performance share units (PSUs) for the fiscal years ended May 31, 2023 and 2022. The income tax benefit related to stock-based compensation expenses was $71 million, $327 million, and $297 million for the fiscal years ended May 31, 2023, 2022, and 2021, respectively, reported within Income tax expense. The weighted average fair value per share of stock options granted during the years ended May 31, 2023, 2022, and 2021 was $31.31, $37.53, and $26.75, respectively. Various factors are considered to estimate expected volatilities for stock options, including historical volatility of the Company's common stock and implied volatility in market traded options on the Company's common stock. The weighted average expected life of options is based on historical and expected future exercise patterns. An interest rate based on the U.S. Treasury risk-free rate is used for estimating the fair values of stock options. The stock option transactions include options outstanding, exercised, forfeited, and granted. Options outstanding as of May 31, 2022, included 68.0 million shares, with 7.5 million shares exercised and 1.5 million shares forfeited. Options granted as of May 31, 2023, amounted to 71.0 million shares.", "As of May 31, 2023, there were 44.7 million options with a weighted average price of $79.95 per share exercisable. The aggregate intrinsic value for options outstanding as of May 31, 2023 was $1,380 million. The aggregate intrinsic value for options exercisable as of May 31, 2023 was $1,307 million. The total intrinsic value of options exercised in the years ending May 31, 2023, 2022, and 2021 was $438 million, $1,742 million, and $1,571 million, respectively. Intrinsic value is the amount by which the market value of the underlying stock exceeds the option exercise price. The weighted average remaining contractual life for options outstanding as of May 31, 2023, was 5.9 years. The weighted average remaining contractual life for options exercisable as of May 31, 2023, was 4.5 years. As of May 31, 2023, the Company had $425 million of unrecognized compensation costs from stock options to be recognized over a weighted average remaining period of 2.5 years. Employees have the right to purchase shares at a discount through ESPPs, with purchases made at 85% of the lower of the fair market value at the beginning or end of each offering period. Participants purchased 3.0 million, 2.0 million, and 2.5 million shares during the fiscal years ending May 31, 2023, 2022, and 2021, respectively. Recipients of restricted stock are entitled to cash dividends and voting rights during the restriction period. Recipients of restricted stock units receive dividend equivalent cash payments upon vesting. The Company withholds common stock to meet minimum tax requirements for restricted stock and restricted stock units transactions.", "The weighted average fair value per share of restricted stock and restricted stock units granted for fiscal years ended May 31, 2023, 2022, and 2021 was $115.56, $168.04, and $113.84, respectively. During the fiscal years ended May 31, 2023, 2022, and 2021, the aggregate fair value of vested restricted stock and restricted stock units was $250 million, $354 million, and $310 million, respectively. As of May 31, 2023, the Company had $649 million of unrecognized compensation costs from restricted stock and restricted stock units to be recognized over a weighted average remaining period of 2.3 years. The computations of diluted earnings per common share excluded restricted stock, restricted stock units, and options for the fiscal years ended May 31, 2023, 2022, and 2021, due to being assumed anti-dilutive. For the fiscal years ended May 31, 2023, 2022, and 2021, the Company had diluted weighted average common shares outstanding of 1,569.8 million, 1,610.8 million, and 1,609.4 million, respectively. The earnings per common share for the fiscal years ended May 31, 2023, 2022, and 2021 were $3.27 basic and $3.23 diluted, $3.83 basic and $3.75 diluted, $3.64 basic and $3.56 diluted, respectively. The Company has a qualified 401(k) Savings and Profit Sharing Plan where all U.S. employees can participate. Company contributions to the savings plan were $136 million, $126 million, and $110 million for the fiscal years ended May 31, 2023, 2022, and 2021, respectively.", "The Company has a Long-Term Incentive Plan (LTIP) approved by shareholders in September 1997. The Company recognized Operating overhead expense related to cash awards under the LTIP in the years ended May 31, 2023, 2022, and 2021. The Company granted PSUs under the Stock Incentive Plan in the fiscal years ended May 31, 2023 and 2022, replacing cash-based long-term incentive awards historically granted under the LTIP. Refer to Note 9 \u2014 Common Stock and Stock-Based Compensation for more information on PSUs. Certain highly compensated employees and non-employee directors can defer compensation under a nonqualified deferred compensation plan. A rabbi trust was established to fund the Company's nonqualified deferred compensation plan obligation. The rabbi trust holds assets of approximately $875 million and $876 million as of May 31, 2023 and 2022, respectively, mainly consisting of company owned life insurance policies recorded at their cash surrender value. Deferred compensation plan liabilities were $897 million and $890 million as of May 31, 2023 and 2022, primarily classified in Deferred income taxes and other liabilities on the Consolidated Balance Sheets. The Company has pension plans in various countries for local employees, generally government mandated. The liability related to unfunded pension liabilities of the plans was $29 million and $30 million as of May 31, 2023 and 2022, primarily classified as non-current in Deferred income taxes and other liabilities on the Consolidated Balance Sheets. The Company uses derivatives to manage global market risks, such as changes in foreign currency exchange rates and interest rates, without holding or issuing derivatives for trading or speculative purposes.", "The Company may designate certain derivatives as hedging instruments under U.S. GAAP. The Company formally documents relationships between designated hedging instruments and hedged items, along with its risk management objectives and strategies. The process includes linking hedging derivatives to recognized assets or liabilities and assessing the effectiveness of the hedging relationships. The majority of derivatives outstanding as of May 31, 2023, are foreign currency cash flow hedges for various currency pairs like Euro/U.S. Dollar and British Pound/Euro. All derivatives are recognized on the Consolidated Balance Sheets at fair value and categorized by maturity date. Derivative assets formally designated as hedging instruments are included under prepaid expenses, other current assets, and deferred income taxes. The total value of derivatives formally designated as hedging instruments is $544 million for 2023 and $845 million for 2022. Derivative liabilities formally designated as hedging instruments are listed under accrued liabilities and deferred income taxes. The total value of derivative liabilities formally designated as hedging instruments is $180 million for 2023, up from $77 million in 2022.", "The table presents amounts in the Consolidated Statements of Income showing effects of cash flow hedges for fiscal years ended May 31, 2023, 2022, and 2021. In 2023, total revenues were $51,217 million, cost of sales was $28,925 million, and there was a $26 million gain on cash flow hedge activity. In 2022, total revenues were $46,710 million, cost of sales was $25,231 million, and there was an $82 million loss on cash flow hedge activity. In 2021, total revenues were $44,538 million, cost of sales was $24,576 million, and there was a $45 million gain on cash flow hedge activity. Interest expense (income) net for each year was: $(6) million, $(8) million, and $205 million. The table also shows amounts affecting the Consolidated Statements of Income for the years ended May 31, 2023, 2022, and 2021. It includes gain (loss) recognized in other comprehensive income (loss) on derivatives and reclassification from accumulated other comprehensive income (loss) into income. Derivatives designated as cash flow hedges include foreign exchange forwards and options as well as interest rate swaps. Total designated cash flow hedges amounted to $527 million in 2023, $1,336 million in 2022, and $(782) million in 2021. For the fiscal years ended May 31, 2023, 2022, and 2021, immaterial amounts were recorded in Other (income) expense, net due to discontinuance of cash flow hedges. Gains and losses related to terminated interest rate swaps previously designated as cash flow hedges will be released through Interest expense (income) net over the term of the issued debt. The document does not provide figures for the amount of gain or loss recognized in income on derivatives.", "Foreign exchange forwards and options and embedded derivatives designated as hedging instruments resulted in gains of $28 million in 2023, $38 million in 2022, and a loss of $167 million in 2021. Changes in fair value of derivatives designated as cash flow hedge instruments are initially recorded in Accumulated other comprehensive income (loss) until impacting Net income. Effective hedge results are reflected in the Consolidated Statements of Income following the underlying exposure. When the forecasted hedged transaction is unlikely to occur within the identified time period, hedge accounting is discontinued, and the derivative is treated as an undesignated instrument. Gains and losses from derivatives no longer designated as cash flow hedges are immediately recognized in Other (income) expense, net under certain conditions, including forecasted transaction delay beyond the specified period. In cases of forecasted transaction delays exceeding two months due to external factors beyond the Company's control, the additional recognition period may extend beyond two months. The Company's foreign exchange risk management program aims to mitigate currency fluctuations' impacts on consolidated financials, covering various exposures like product costs, non-functional currency revenues, intercompany transactions, and investments in U.S. Dollar-denominated debt securities.", "Product cost foreign currency exposures are primarily generated through non-functional currency denominated product purchases. NIKE entities primarily purchase product in two ways. NIKE entities purchase product from the NIKE Trading Company (NTC), a wholly-owned sourcing hub. NTC buys NIKE branded products from third-party factories predominantly in U.S. Dollars and sells them to NIKE entities in their respective functional currencies. NTC sales to a NIKE entity with a different functional currency result in a foreign currency exposure for the NTC. Other NIKE entities purchase product directly from third-party factories in U.S. Dollars, generating a foreign currency exposure for entities with a functional currency other than the U.S. Dollar. The Company's policy permits the utilization of derivatives to reduce foreign currency exposures. Derivatives may be used when internal netting or other strategies cannot effectively mitigate exposures. The Company may enter hedge contracts up to 24 months in advance of forecasted transactions. The total notional amount of outstanding foreign currency derivatives designated as cash flow hedges was $18.2 billion as of May 31, 2023. Approximately $419 million of deferred net gains (net of tax) are expected to be reclassified to Net income within the next 12 months from both outstanding and matured derivatives in Accumulated other comprehensive income (loss). Actual amounts reclassified to Net income depend on exchange rates when outstanding derivative contracts mature. The maximum term for hedging cash flow variability for forecasted transactions was 27 months as of May 31, 2023. The Company has used derivatives like receive-fixed, pay-variable interest rate swaps to hedge changes in the fair value of certain fixed-rate debt due to interest rate fluctuations. As of May 31, 2023, the Company had no interest rate swaps designated as fair value hedges.", "The Company hedges foreign currency-denominated net investments in wholly-owned international operations. Changes in fair value of derivatives designated as net investment hedges are reported in Accumulated other comprehensive income. Foreign currency translation adjustments on investments are also included in Accumulated other comprehensive income. As of May 31, 2023, the Company had no outstanding net investment hedges. The Company uses undesignated derivative instruments like foreign exchange forwards to mitigate fair value changes of specific assets and liabilities on the Consolidated Balance Sheets. These undesignated instruments are recorded at fair value as a derivative asset or liability on the Consolidated Balance Sheets. Changes in fair value of undesignated derivative instruments are recognized in Other (income) expense, net, along with remeasurement gain or loss from the hedged balance sheet position. The total notional amount of outstanding undesignated derivative instruments was $4.7 billion as of May 31, 2023. The Company faces credit risk from counterparties to hedging instruments, who are major financial institutions with investment grade credit ratings. Credit risk remains even with counterparties having investment grade ratings. Credit risk is limited to unrealized gains in contracts if counterparties fail to perform as contracted. The Company manages credit risk through strict counterparty credit guidelines that are continually monitored.", "The Company's derivative contracts have credit risk-related contingent features to protect against counterparty creditworthiness deterioration. Bilateral credit-related contingent features require the owing entity to post collateral for fair value exceeding $50 million. A credit rating decline of the Company or counterparty could trigger collateral requirements. As of May 31, 2023, the Company was compliant with all credit risk-related contingent features. Derivative instruments with these features had a net liability position of approximately $2 million. The Company did not post cash collateral due to these contingent features. As of May 31, 2023, the Company received $36 million in cash collateral from various counterparties. The Company deems the impact of counterparty default risk to be immaterial. The changes in Accumulated other comprehensive income (loss) include foreign currency translation adjustment, cash flow hedges, net investment hedges, and other gains/losses. Balance at May 31, 2022, showed a total other comprehensive income (loss) of $318 million. Reclassifications of foreign currency translation adjustment and net investment hedge gains/losses are made to Net Income upon sale or complete liquidation of the foreign subsidiary investment.", "Net of tax benefit (expense) amounts to $0 million, $(40) million, $0 million, $6 million and $(34) million, respectively. Net of tax (benefit) expense amounts to $(16) million, $97 million, $0 million, $(5) million and $76 million, respectively. Balance at May 31, 2021: Foreign currency translation adjustment of $2 million, cash flow hedges of $(435) million, net investment hedges of $115 million, and other adjustments totaling $(62) million, resulting in a total of $(380) million. Other comprehensive income (loss) includes gains and losses before reclassifications of (2), (522), 1,222, 0, 28, and 728 million, and reclassifications to net income of previously deferred gains and losses totaling (3), (522), (8), 1,214, 0, (22), 6, and (30), 698 million, leading to a total balance at May 31, 2022 of $(520) million for foreign currency translation adjustment, $779 million for cash flow hedges, $115 million for net investment hedges, $(56) million for other adjustments, and $318 million in total. The accumulation of foreign currency translation adjustments and net investment hedge gains/losses related to an investment in a foreign subsidiary are reclassified to Net income upon sale or complete liquidation of the respective entity. Net of tax benefit (expense) amounts to $0 million, $(114) million, $0 million, $(9) million, and $(123) million, respectively. Net of tax (benefit) expense amounts to $0 million, $11 million, $0 million, $9 million, and $20 million, respectively. Reclassifications from Accumulated other comprehensive income (loss) to the Consolidated Statements of Income: Gains (losses) on foreign currency translation adjustment were $374 million in 2023 and $0 million in 2022, with reclassifications reflected in Other (income) expense, net. Total before tax was $374 million with a tax expense of $16 million, resulting in a net gain (loss) of $358 million. Gains (losses) on cash flow hedges incurred through various financial instruments resulted in a total before tax amount of $932 million and a tax expense of $97 million, leading to a net gain (loss) of $835 million. Other gains (losses) before tax amounted to $(19) million, resulting in no tax expense, for a total net gain of $31 million. Details of gains and losses were categorized by the financial instruments used and the locations where the reclassifications were made.", "There was a tax expense benefit of $5 million There was a net loss of $14 million There was a net gain of $22 million Total net gain (loss) reclassified for the period amounted to $463 million and $30 million Revenues were disaggregated by reportable operating segments, major product lines, and distribution channels The Company's revenues for the period were presented in tables showing disaggregation by region and segment In North America, revenues for Nike Inc. were $21.6 billion, in Europe, Middle East & Africa $13.4 billion, in Greater China $7.2 billion, in Asia Pacific & Latin America $6.4 billion, and for Global Brand Divisions $58 million Nike's total revenues from sales to wholesale customers and through direct to consumer channels were $27.4 billion and $21.3 billion, respectively Revenues from footwear, apparel, and other products were detailed in the tables Year over year comparisons for revenue numbers were provided for 2022 and 2021", "ASIA PACIFIC & LATIN AMERICA is a division. The GLOBAL BRAND DIVISIONS consist of NIKE BRAND, CONVERSE CORPORATE, and TOTAL NIKE, INC. Revenues for TOTAL NIKE, INC. are categorized by Footwear, Apparel, and Equipment. For GLOBAL BRAND DIVISIONS, revenues include NIKE Brand licensing and miscellaneous revenues not tied to geographic segments. Converse Corporate revenues mainly come from licensing businesses. Corporate revenues cover foreign currency hedge gains and losses for NIKE Brand and Converse. As of May 31, 2023 and 2022, the Company did not have significant contract assets or liabilities. The Company's sales-related reserve balance was $994 million as of May 31, 2023, covering returns, discounts, and claims. The estimated inventory cost for expected returns was $226 million as of May 31, 2023. Refer to Note 18 \u2014 Acquisitions and Divestitures for details on transitioning the NIKE Brand business in Brazil to a third-party distributor.", "The Company has operating segments that reflect its internal organization structure. NIKE Brand segments are based on geographic regions for NIKE Brand sales. Each NIKE Brand geographic segment focuses on designing, developing, and marketing athletic products. The reportable operating segments for the NIKE Brand are North America, Europe, Middle East & Africa (EMEA), Greater China, and Asia Pacific & Latin America (APLA), including NIKE and Jordan brands. NIKE Brand businesses in certain countries within APLA transitioned to third-party distributors. NIKE Direct operations are managed within each geographic segment of the NIKE Brand. Converse is a reportable segment focusing on athletic lifestyle products. Global Brand Divisions within the NIKE Brand include licensing and miscellaneous revenues, along with costs related to demand creation and product design. Corporate consists of unallocated general and administrative expenses, depreciation, insurance, benefits, compensation programs, and foreign currency gains and losses. The primary financial measure used by the Company for evaluating segment performance is earnings before interest and taxes (EBIT).", "NIKE Brand entities and Converse are assigned standard foreign currency rates twice per year as part of the Company's foreign exchange risk management program. Rates are set approximately nine and twelve months in advance of future selling seasons based on average market spot rates. One standard rate applies to fall and holiday selling seasons, while another standard rate applies to spring and summer selling seasons for each currency. Inventories and Cost of sales for geographic operating segments and Converse use these standard rates to record non-functional currency product purchases. Any differences between assigned standard rates and actual market rates are included in the Corporate financials, along with foreign currency hedge gains and losses. Accounts receivable, net, Inventories, and Property, plant, and equipment for operating segments are regularly reviewed by management. Revenue breakdown for NIKE, Inc. includes segments like North America, Europe, Middle East & Africa, Greater China, Asia Pacific & Latin America, Global Brand Divisions, Converse, and Corporate. Earnings Before Interest and Taxes are reported for different segments of NIKE, Inc. including North America, Europe, Middle East & Africa, Greater China, Asia Pacific & Latin America, Global Brand Divisions, Converse, and Corporate. Additions to Property, Plant, and Equipment are detailed for segments like North America, Europe, Middle East & Africa, Greater China, Asia Pacific & Latin America, Global Brand Divisions, Converse, and Corporate. Depreciation figures are provided for segments of NIKE, Inc. including North America, Europe, Middle East & Africa, Greater China, Asia Pacific & Latin America, Global Brand Divisions, Converse, and Corporate for the years 2023 and 2022.", "Total Accounts Receivable as of May 31, 2023: $88 million in North America, $4,131 million in Europe, Middle East & Africa, $53 million in Greater China, $4,667 million in Asia Pacific & Latin America Accounts Receivable for NIKE Brand: $1,653 million in North America, $1,197 million in Europe, Middle East & Africa, $1,850 million in Greater China, $1,351 million in Asia Pacific & Latin America Accounts Receivable for Global Brand Divisions: $162 million in Greater China, $700 million in Asia Pacific & Latin America, $96 million globally Accounts Receivable for Converse: $406 million in North America, $664 million in Europe, Middle East & Africa, $113 million in Asia Pacific & Latin America Total Accounts Receivable for Converse and Corporate: $3,808 million in North America, $235 million in Europe, Middle East & Africa, $4,384 million in Greater China, $230 million in Asia Pacific & Latin America Total Inventories as of May 31, 2023: $77 million in North America, $8,454 million in Europe, Middle East & Africa, $229 million in Greater China, $8,420 million in Asia Pacific & Latin America Inventories for NIKE Brand: $3,806 million in North America, $2,167 million in Europe, Middle East & Africa, $4,098 million in Greater China, $1,887 million in Asia Pacific & Latin America Inventories for Global Brand Divisions: $973 million in Greater China, $894 million in Asia Pacific & Latin America, $232 million globally Inventories for Converse: $1,044 million in North America, $686 million in Europe, Middle East & Africa, $197 million in Asia Pacific & Latin America Total Property, Plant and Equipment as of May 31, 2023: $5,081 million in North America, $4,791 million in Europe, Middle East & Africa, Greater China, Asia Pacific & Latin America Property, Plant and Equipment for NIKE Brand: $794 million in North America, $639 million in Europe, Middle East & Africa, $1,009 million in Greater China, $292 million in Asia Pacific & Latin America Property, Plant and Equipment for Global Brand Divisions: $840 million for NIKE Brand, $3,214 million globally Property, Plant and Equipment for Converse: $38 million in Corporate, $1,829 million globally Total Revenues by Geographic Area: Excluding the United States, revenues by geographic area are in line with NIKE Brand operating segments Revenues in the United States: $22,007 million in fiscal year ended May 31, 2023, $18,749 million in fiscal year ended May 31, 2022, $17,363 million in fiscal year ended May 31, 2021 Long-Lived Assets Concentrations: Concentrated in the US and China, including headquarters, retail locations, distribution facilities, and Belgium distribution facilities", "In 2023, the Company had bank guarantees and letters of credit totaling $588 million, primarily for real estate agreements, self-insurance programs, and other business obligations. In 2022, the Company had bank guarantees and letters of credit totaling $289 million, primarily for real estate agreements, self-insurance programs, and other business obligations. The Company provides routine indemnification for contracts relating to intellectual property rights, legal issues, and other matters as the guarantor, but the fair value of such indemnification is not material to the Company's financials. The Company faces various legal proceedings, claims, and government investigations related to its business, products, and actions of employees and representatives, including contractual relationships, product liability, antitrust, and intellectual property disputes. The outcome of legal matters is uncertain, and the Company cannot predict the timing or eventual losses. When a loss is probable and estimable, the Company accrues its best estimate for resolution. If legal matters are resolved above management's expectations, it could materially affect the Company's financial position, operating results, and cash flows. Management believes that currently pending legal matters will not have a material adverse impact on the Company, except as described below.", "The Company received claims from the Belgian Customs Authorities for alleged underpaid duties related to products imported since fiscal 2018. The Company disputes the claims and is in the appellate process, having issued bank guarantees for the appeals. The Company cannot estimate the potential loss range or predict the final outcome of the claims, which may take years to resolve. If the claims go against the Company, it could have a significant adverse impact on its financial performance. Lease expenses are recognized in Cost of sales or Operating overhead expense based on the leased asset's nature. For the fiscal years ending May 31, 2021 to 2023, lease expenses primarily consisted of operating lease costs and some variable lease costs. Finance leases were not a significant component of the Company's lease portfolio for the fiscal years ending May 31, 2021 to 2023. The future undiscounted cash flows for the Company's operating lease liabilities and their reconciliation to the balance sheet are detailed. As of May 31, 2023, the total undiscounted future cash flows for lease payments were $3,588 million, excluding $278 million for future operating lease payments not yet commenced. Supplemental information for calculating the present value of Operating lease liabilities include the weighted-average remaining lease term of 7.5 years and a discount rate of 2.5% as of May 31, 2023.", "The table includes cash and non-cash information for operating leases ending on May 31 for the years 2021, 2022, and 2023. In 2023, $575 million was paid in operating cash flows from operating leases. In 2023, $602 million was used to obtain operating lease right-of-use assets in exchange for new operating lease liabilities. The company made acquisitions in fiscal years 2021, 2022, and 2023 to enhance its Consumer Direct Acceleration strategy. Acquisitions made in these years were not considered significant to the company's financial statements. In the fourth quarter of 2022, the company finalized agreements to sell entities in Argentina, Uruguay, and Chile to third-party distributors. The sale of the entity in Chile to a third-party distributor was completed in the first quarter of 2023. The impacts of this transaction were immaterial to the company's financial statements. The sale of entities in Argentina and Uruguay was completed in the second quarter of 2023, resulting in a net loss of approximately $550 million. This loss included $389 million recognized in fiscal 2020 due to foreign currency translation losses and the remaining amount in fiscal 2023 due to devaluation of local currency. Upon completion of the sale, the foreign currency translation losses were reclassified to Net income, and the net loss was classified within Corporate. The net cash proceeds received from these divestitures were categorized under Other investing activities in the Company's Consolidated Statements of Cash Flows.", "Related assets and liabilities of entities within Company's APLA operating segment classified as held-for-sale on Consolidated Balance Sheets. Held-for-sale assets were $182 million and held-for-sale liabilities were $58 million as of May 31, 2022. Company entered into agreement to sell NIKE Brand operations in Brazil during fiscal 2020. Transaction concluded in fiscal 2021 with a recognized loss of approximately $50 million in Other (income) expense, net. Cash proceeds reflected within Other investing activities on Consolidated Statements of Cash Flows. Company completed leadership and operating model changes in fiscal 2021 to accelerate strategic execution of Consumer Direct Acceleration. Employee termination costs of $214 million and $35 million recognized in Operating overhead expense and Cost of sales for fiscal year ended May 31, 2021. Cash payments of $212 million made for termination costs. Stock-based compensation expense of $41 million and $4 million recorded in Operating overhead expense and Cost of sales, respectively. Costs classified within Corporate. No changes or disagreements with accountants on accounting principles, practices, or financial disclosures reported under Item 9. No changes in accountants or disagreements regarding accounting or financial disclosures.", "Disclosure controls and procedures are maintained to ensure timely and accurate reporting to the Securities Exchange Act of 1934. Information is communicated to management, including the Chief Executive Officer and Chief Financial Officer, for timely decision-making. Management recognizes that controls and procedures provide only reasonable assurance and evaluates cost-benefit relationships. Ongoing procedures are conducted to evaluate the effectiveness of disclosure controls and procedures. The Chief Executive Officer and Chief Financial Officer concluded that disclosure controls and procedures were effective as of May 31, 2023. The Annual Report on Internal Control Over Financial Reporting is included in Item 8 of the Annual Report. Transformation initiatives are implemented to centralize and simplify business processes and systems. The initiatives aim to enhance internal control over financial reporting through increased automation and integration. Monitoring of internal control over financial reporting will continue throughout the transformation initiatives. There have been no material changes in internal control over financial reporting in the recent fiscal quarter. No disclosure is required under ITEM 9B. No inspections are prevented by foreign jurisdictions as per ITEM 9C.", "Directors information for NIKE, Inc. Board of Directors is included in the Proxy Statement for 2023 Annual Meeting of Shareholders. Executive officers information is included in the Annual Report for 2023. Code of Conduct information is included in the Proxy Statement for 2023 Annual Meeting of Shareholders. Details about the Audit & Finance Committee of the Board of Directors are included in the Proxy Statement for 2023 Annual Meeting of Shareholders. Executive compensation details for fiscal 2023 are included in the Proxy Statement for 2023 Annual Meeting of Shareholders. Equity compensation plan information is included in the Proxy Statement for 2023 Annual Meeting of Shareholders. Stock ownership details for certain owners and management are included in the Proxy Statement for 2023 Annual Meeting of Shareholders.", "Information required by Items 404 and 407(a) of Regulation S-K is included under 'Additional Information \u2014 Transactions with Related Persons' in the definitive Proxy Statement for NIKE, Inc.'s 2023 Annual Meeting of Shareholders. Information required by Items 404 and 407(a) of Regulation S-K is included under 'Corporate Governance \u2014 NIKE, Inc. Board of Directors \u2014 Director Independence' in the definitive Proxy Statement for NIKE, Inc.'s 2023 Annual Meeting of Shareholders. Information required by Item 9(e) of Schedule 14A is included under 'Audit Matters \u2014 Ratification of Appointment of Independent Registered Public Accounting Firm' in the definitive Proxy Statement for NIKE, Inc.'s 2023 Annual Meeting of Shareholders. The following documents are filed as part of NIKE, Inc.'s 2023 Form 10-K: Financial Statements, Consolidated Statements of Income, Consolidated Statements of Comprehensive Income, Consolidated Balance Sheets, Consolidated Statements of Cash Flows, Consolidated Statements of Shareholders' Equity, and Notes to Consolidated Financial Statements. Financial Statement Schedule II\u2014Valuation and Qualifying Accounts for the years ended May 31, 2023, 2022, and 2021 is included in NIKE, Inc.'s 2023 Form 10-K. Restated Articles of Incorporation, as amended, and Fifth Restated Bylaws, as amended, are part of the exhibits included in NIKE, Inc.'s 2023 Form 10-K.", "Restated Articles of Incorporation were amended (refer to Exhibit 3.1). Fifth Restated Bylaws were amended (refer to Exhibit 3.2). Indenture dated April 26, 2013, between NIKE, Inc. and Deutsche Bank Trust Company Americas as trustee is referenced in Exhibit 4.1 of the Company's Form 8-K filed on April 26, 2013. Second Supplemental Indenture dated October 29, 2015, between NIKE, Inc. and Deutsche Bank Trust Company Americas as trustee includes the form of 3.875% Notes due 2045 (refer to Exhibit 4.2 of the Company's Form 8-K filed on October 29, 2015). Third Supplemental Indenture dated October 21, 2016, between NIKE, Inc. and Deutsche Bank Trust Company Americas as trustee includes the form of 2.375% Notes due 2026 and 3.375% Notes due 2046 (refer to Exhibit 4.2 of the Company's Form 8-K filed on October 21, 2016). Fourth Supplemental Indenture dated March 27, 2020, between NIKE, Inc. and Deutsche Bank Trust Company Americas as trustee includes various forms of Notes (refer to Exhibit 4.2 of the Company's Form 8-K filed on March 27, 2020). Description of Registrants Securities is referenced in Exhibit 4.6 of the Company's Annual Report on Form 10-K for the fiscal year ended May 31, 2019. Form of Non-Statutory Stock Option Agreement for options granted to non-employee directors under the 1990 Stock Incentive Plan is referenced in Exhibit 10.2 of the Company's Annual Report on Form 10-K for the fiscal year ended May 31, 2010. Form of Restricted Stock Agreement for non-employee directors under the 1990 Stock Incentive Plan is referenced in Exhibit 10.4 of the Company's Annual Report on Form 10-K for the fiscal year ended May 31, 2014. Form of Non-Statutory Stock Option Agreement for options granted to executives under the Stock Incentive Plan is referenced in Exhibit 10.1 of the Company's Quarterly Report on Form 10-Q for the fiscal quarter ended February 28, 2018.", "Indemnity Agreement between NIKE, Inc. and its officers and directors. 1990 Stock Incentive Plan of NIKE, Inc. Deferred Compensation Plan of NIKE, Inc. effective April 1, 2013. Deferred Compensation Plan of NIKE, Inc. effective June 1, 2004, applicable to amounts deferred before January 1, 2005. Amendment No. 1 effective January 1, 2008 to NIKE, Inc. Deferred Compensation Plan. Foreign Subsidiary Employee Stock Purchase Plan of NIKE, Inc. Covenant Not to Compete and Non-Disclosure Agreement between NIKE, Inc. and Mark G. Parker dated July 24, 2008. Restricted Stock Unit Agreement under the Stock Incentive Plan of NIKE, Inc. Covenant Not to Compete and Non-Disclosure Agreement between NIKE, Inc. and its executive officers (excluding Mark G. Parker and John J. Donahoe II). Policy for Recoupment of Incentive Compensation of NIKE, Inc. Stock Incentive Plan of NIKE, Inc.", "NIKE, Inc. has a Discretionary Performance Award Agreement form referenced in the Company's Annual Report on Form 10-K for the fiscal year ended May 31, 2018. NIKE, Inc. has an Amended and Restated Long-Term Incentive Plan referenced in the Company's definitive Proxy Statement filed July 25, 2017. NIKE, Inc. has an Offer Letter with John J. Donahoe II referenced in the Company's Current Report on Form 8-K filed October 22, 2019. NIKE, Inc. has a Covenant Not to Compete and Non-Disclosure Agreement with John J. Donahoe II referenced in the Company's Current Report on Form 8-K filed October 22, 2019. NIKE, Inc. has a Performance-Based Stock Option Agreement form referenced in the Company's Current Report on Form 8-K filed October 22, 2019. NIKE, Inc. has a Letter Agreement with Mark G. Parker referenced in the Company's Current Report on Form 8-K filed October 22, 2019. NIKE, Inc. has an Executive Performance Sharing Plan referenced in the Company's Current Report on Form 8-K filed June 19, 2020. NIKE, Inc. has an Amended and Restated Long-Term Incentive Plan referenced in the Company's Current Report on Form 8-K filed June 19, 2020. NIKE, Inc. has a Non-Statutory Stock Option Agreement form referenced in the Company's Current Report on Form 8-K filed June 19, 2020. NIKE, Inc. has a Restricted Stock Unit Agreement form referenced in the Company's Current Report on Form 8-K filed June 19, 2020. NIKE, Inc. has a Stock Incentive Plan referenced in the Company's Current Report on Form 8-K filed September 18, 2020.", "NIKE, Inc. has a Performance-Based Restricted Stock Unit Agreement under the NIKE, Inc. Stock Incentive Plan. The Credit Agreement dated March 11, 2022, involves NIKE, Inc., Bank of America, N.A., and other Banks named within the agreement. NIKE, Inc. has an Employee Stock Purchase Plan that was amended. Another Credit Agreement, dated March 10, 2023, includes NIKE, Inc., Bank of America, N.A., and other Banks. PricewaterhouseCoopers LLP serves as the Independent Registered Public Accounting Firm for NIKE, Inc. There are certifications by the Chief Executive Officer and Chief Financial Officer under Rule 13a-14(a)/15d-14(a). There are Section 1350 Certifications present. An Interactive Data File is included in the Exhibit 104 - Cover Page, formatted in Inline XBRL. NIKE, Inc. agrees to furnish copies of certain instruments related to long-term debt upon SEC request.", "Sales returns reserve balance at beginning of period was $682 million for the fiscal year ended May 31, 2021. Sales returns reserve was charged to costs and expenses for the fiscal year ended May 31, 2022. Sales returns reserve was charged to other accounts for the fiscal year ended May 31, 2023. Amounts in the column primarily relate to foreign currency translation for the fiscal year ended May 31, 2023. Net write-offs amounted to $(2,745) million at the end of the period. Sales returns reserve balance at end of the period was $595 million for the fiscal year ended May 31, 2021, $525 million for the fiscal year ended May 31, 2022, and $549 million for the fiscal year ended May 31, 2023. PricewaterhouseCoopers LLP from Portland, Oregon, consented to the incorporation by reference in Registration Statements on Form S-3 and Form S-8 of NIKE, Inc. John J. Donahoe II, President and CEO of NIKE, INC., signed the report on July 20, 2023. Matthew Friend, Executive Vice President and CFO of NIKE, INC., signed below as Principal Financial Officer on July 20, 2023. Johanna Nielsen, Vice President and Corporate Controller, along with Mark G. Parker, Cathleen A. Benko, and Timothy D. Cook signed the report on July 20, 2023.", "Thasunda B. Duckett is a Director since July 20, 2023. M\u00f3nica Gil is a Director since July 20, 2023. Alan B. Graf, Jr. is a Director since July 20, 2023. Maria Henry is a Director since July 20, 2023. Peter B. Henry is a Director since July 20, 2023. Travis A. Knight is a Director since July 20, 2023. Michelle A. Peluso is a Director since July 20, 2023. John W. Rogers, Jr. is a Director since July 20, 2023. Robert Swan is a Director since July 20, 2023. The subsidiaries of the registrant include Converse Inc., Converse Netherlands B.V., NIKE Commercial (China) Co., Ltd., NIKE de Mexico, S. de R.L. de C.V., NIKE Europe Holding B.V., NIKE Global Trading B.V., NIKE IHM, Inc., NIKE Japan Group LLC, NIKE Korea LLC, NIKE Retail B.V., NIKE Retail Services, Inc., NIKE Sport (China) Co., Ltd., NIKE Trading Company B.V., and NIKE USA, Inc. The subsidiaries are formed in various jurisdictions like Delaware, Netherlands, China, Mexico, Missouri, Japan, Korea, and Oregon. Some subsidiaries have been omitted that do not constitute a significant subsidiary as of May 31, 2023. John J. Donahoe II certifies the review of the annual report on Form 10-K of NIKE, Inc. John J. Donahoe II states that the report does not contain any untrue statements or omit material facts. John J. Donahoe II ensures that the financial statements fairly represent the financial condition of the registrant. John J. Donahoe II and another certifying officer are responsible for maintaining disclosure controls and procedures for the registrant.", "Disclosure controls and procedures were designed to ensure material information is known by registrant and its subsidiaries. Internal control over financial reporting was designed to provide reasonable assurance on financial reporting reliability. Effectiveness of disclosure controls and procedures was evaluated and conclusions were presented in the report. Any change in internal control over financial reporting was disclosed if it materially affected or likely to affect the registrant. All significant deficiencies and weaknesses in internal control over financial reporting were disclosed. Any fraud involving management or other employees with significant roles was disclosed. John J. Donahoe II is the Chief Executive Officer of NIKE, Inc. Matthew Friend reviewed the annual report on Form 10-K of NIKE, Inc.", "The report does not contain any untrue material statements or omit to state necessary material facts to make the statements misleading. The financial statements and other financial information in the report fairly present the financial condition, results of operations, and cash flows of the registrant for the specified periods. The registrant's certifying officers are responsible for establishing and maintaining disclosure controls and procedures and internal control over financial reporting. The officers designed disclosure controls and procedures to ensure material information is known to them, particularly during the report preparation period. The officers designed internal control over financial reporting to provide reasonable assurance on the reliability of financial reporting and statement preparation. The officers evaluated the effectiveness of disclosure controls and procedures and presented conclusions about their effectiveness at the end of the reporting period. Any change in the registrant's internal control over financial reporting that materially affected or is likely to affect it was disclosed in the report. The certifying officers have disclosed findings from the most recent evaluation of internal control over financial reporting.", "Registrant's auditors and the audit committee of the registrant's board of directors should report all significant deficiencies and material weaknesses in internal control over financial reporting that could impact financial information recording and reporting. Registrant's auditors and the audit committee should report any fraud involving management or employees with a significant role in internal control over financial reporting. Matthew Friend, Chief Financial Officer, certifies the accompanying certifications for NIKE's annual report on Form 10-K for the fiscal year ended May 31, 2023. John J. Donahoe II, Chief Executive Officer of NIKE, certifies the compliance of the Annual Report on Form 10-K with the Securities Exchange Act of 1934 and the fair presentation of financial conditions and results of operations. The Chief Financial Officer of NIKE certifies the compliance of the Annual Report on Form 10-K with the Securities Exchange Act of 1934.", "The information in the Report fairly presents the financial condition of the Company. The information in the Report fairly presents the results of operations of the Company. Matthew Friend is the Chief Financial Officer of the Company. The document is dated July 20, 2023."]
\ No newline at end of file
diff --git a/python-recipes/RAG/04_advanced_redisvl.ipynb b/python-recipes/RAG/04_advanced_redisvl.ipynb
index 39bed1d3..76e25c44 100644
--- a/python-recipes/RAG/04_advanced_redisvl.ipynb
+++ b/python-recipes/RAG/04_advanced_redisvl.ipynb
@@ -154,7 +154,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -194,13 +194,13 @@
     "To best demonstrate Redis as a vector database layer, we will load a single\n",
     "financial (10k filings) doc and preprocess it using some helpers from LangChain:\n",
     "\n",
-    "- `UnstructuredFileLoader` is not the only document loader type that LangChain provides. Docs: https://python.langchain.com/docs/integrations/document_loaders/unstructured_file\n",
+    "- `PyPDFLoader` is not the only document loader type that LangChain provides. Docs: https://python.langchain.com/docs/integrations/document_loaders/unstructured_file\n",
     "- `RecursiveCharacterTextSplitter` is what we use to create smaller chunks of text from the doc. Docs: https://python.langchain.com/docs/modules/data_connection/document_transformers/text_splitters/recursive_text_splitter"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 5,
    "metadata": {
     "id": "uijl2qFH1ui3"
    },
@@ -209,56 +209,45 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Listing available documents ... ['resources/nke-10k-2023.pdf', 'resources/amzn-10k-2023.pdf', 'resources/jnj-10k-2023.pdf', 'resources/aapl-10k-2023.pdf', 'resources/testset_15.csv', 'resources/retrieval_basic_rag_test.csv', 'resources/nvd-10k-2023.pdf', 'resources/testset.csv', 'resources/msft-10k-2023.pdf', 'resources/propositions.json', 'resources/generation_basic_rag_test.csv']\n"
+      "Done preprocessing. Created 210 chunks of the original pdf resources/nke-10k-2023.pdf\n"
      ]
     }
    ],
    "source": [
     "from langchain.text_splitter import RecursiveCharacterTextSplitter\n",
-    "from langchain.document_loaders import UnstructuredFileLoader\n",
+    "from langchain_community.document_loaders import PyPDFLoader\n",
     "\n",
-    "# Load list of pdfs from a folder\n",
-    "data_path = \"resources/\"\n",
-    "docs = [os.path.join(data_path, file) for file in os.listdir(data_path)]\n",
+    "# pdf to load\n",
+    "path = 'resources/nke-10k-2023.pdf'\n",
+    "assert os.path.exists(path), f\"File not found: {path}\"\n",
     "\n",
-    "print(\"Listing available documents ...\", docs)"
+    "# load and split\n",
+    "loader = PyPDFLoader(path)\n",
+    "pages = loader.load()\n",
+    "text_splitter = RecursiveCharacterTextSplitter(chunk_size=2500, chunk_overlap=0)\n",
+    "chunks = text_splitter.split_documents(pages)\n",
+    "\n",
+    "print(\"Done preprocessing. Created\", len(chunks), \"chunks of the original pdf\", path)\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "id": "anya8hVnT6K_"
-   },
+   "execution_count": 6,
+   "metadata": {},
    "outputs": [
     {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/var/folders/_g/rr4lnxxx1_z7m78lz89dhvsm0000gp/T/ipykernel_1629/4103426301.py:6: LangChainDeprecationWarning: The class `UnstructuredFileLoader` was deprecated in LangChain 0.2.8 and will be removed in 1.0. An updated version of the class exists in the :class:`~langchain-unstructured package and should be used instead. To use it run `pip install -U :class:`~langchain-unstructured` and import as `from :class:`~langchain_unstructured import UnstructuredLoader``.\n",
-      "  loader = UnstructuredFileLoader(doc, mode=\"single\", strategy=\"fast\")\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Done preprocessing. Created 179 chunks of the original pdf resources/nke-10k-2023.pdf\n"
-     ]
+     "data": {
+      "text/plain": [
+       "Document(metadata={'source': 'resources/nke-10k-2023.pdf', 'page': 0, 'page_label': '1'}, page_content=\"Table of Contents\\nUNITED STATES\\nSECURITIES AND EXCHANGE COMMISSION\\nWashington, D.C. 20549\\nFORM 10-K\\n(Mark One)\\n☑ ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(D) OF THE SECURITIES EXCHANGE ACT OF 1934\\nFOR THE FISCAL YEAR ENDED MAY 31, 2023\\nOR\\n☐ TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(D) OF THE SECURITIES EXCHANGE ACT OF 1934\\nFOR THE TRANSITION PERIOD FROM                         TO                         .\\nCommission File No. 1-10635\\nNIKE, Inc.\\n(Exact name of Registrant as specified in its charter)\\nOregon 93-0584541\\n(State or other jurisdiction of incorporation) (IRS Employer Identification No.)\\nOne Bowerman Drive, Beaverton, Oregon 97005-6453\\n(Address of principal executive offices and zip code)\\n(503) 671-6453\\n(Registrant's telephone number, including area code)\\nSECURITIES REGISTERED PURSUANT TO SECTION 12(B) OF THE ACT:\\nClass B Common Stock NKE New York Stock Exchange\\n(Title of each class) (Trading symbol) (Name of each exchange on which registered)\\nSECURITIES REGISTERED PURSUANT TO SECTION 12(G) OF THE ACT:\\nNONE\\nIndicate by check mark: YES NO\\n•if the registrant is a well-known seasoned issuer, as defined in Rule 405 of the Securities Act. þ ¨\\n•if the registrant is not required to file reports pursuant to Section 13 or Section 15(d) of the Act. ¨ þ\\n•whether the registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange Act of 1934 during the preceding\\n12 months (or for such shorter period that the registrant was required to file such reports), and (2) has been subject to such filing requirements for the\\npast 90 days.þ ¨\\n•whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to Rule 405 of Regulation S-T\\n(§232.405 of this chapter) during the preceding 12 months (or for such shorter period that the registrant was required to submit such files).þ ¨\\n•whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, a smaller reporting company or an emerging growth company. See the definitions of “large accelerated filer,”\\n“accelerated filer,” “smaller reporting company,” and “emerging growth company” in Rule 12b-2 of the Exchange Act.\\nLarge accelerated filer þ Accelerated filer ☐ Non-accelerated filer ☐ Smaller reporting company ☐ Emerging growth company ☐\\n•if an emerging growth company, if the registrant has elected not to use the extended transition period for complying with any new or revised financial\")"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "# pick out the Nike doc for this exercise\n",
-    "doc = [doc for doc in docs if \"nke\" in doc][0]\n",
-    "\n",
-    "# set up the file loader/extractor and text splitter to create chunks\n",
-    "text_splitter = RecursiveCharacterTextSplitter(chunk_size=2500, chunk_overlap=0)\n",
-    "loader = UnstructuredFileLoader(doc, mode=\"single\", strategy=\"fast\")\n",
-    "\n",
-    "# extract, load, and make chunks\n",
-    "chunks = loader.load_and_split(text_splitter)\n",
-    "\n",
-    "print(\"Done preprocessing. Created\", len(chunks), \"chunks of the original pdf\", doc)"
+    "chunks[0]"
    ]
   },
   {
@@ -279,7 +268,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -296,7 +285,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -353,9 +342,227 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 9,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "  0%|          | 0/210 [00:00<?, ?it/s]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "  0%|          | 1/210 [00:04<15:22,  4.42s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "  1%|          | 2/210 [00:07<12:16,  3.54s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "  1%|▏         | 3/210 [00:09<09:45,  2.83s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "  2%|▏         | 4/210 [00:12<10:35,  3.08s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "  2%|▏         | 5/210 [00:16<11:05,  3.25s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "  3%|▎         | 6/210 [00:19<11:08,  3.28s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "  3%|▎         | 7/210 [00:28<16:58,  5.02s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "  4%|▍         | 8/210 [00:30<13:44,  4.08s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "  4%|▍         | 9/210 [00:33<12:31,  3.74s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "  5%|▍         | 10/210 [00:36<11:57,  3.59s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "  5%|▌         | 11/210 [00:40<12:19,  3.72s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "  6%|▌         | 12/210 [00:42<10:06,  3.06s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "  6%|▌         | 13/210 [00:43<08:13,  2.51s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "  7%|▋         | 14/210 [00:45<08:02,  2.46s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "  7%|▋         | 15/210 [00:48<08:21,  2.57s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "  8%|▊         | 16/210 [00:50<07:43,  2.39s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "  8%|▊         | 17/210 [00:56<11:12,  3.49s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "  9%|▊         | 18/210 [00:57<09:03,  2.83s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "  9%|▉         | 19/210 [00:59<08:09,  2.56s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 10%|▉         | 20/210 [01:07<12:48,  4.05s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 10%|█         | 21/210 [01:10<12:04,  3.84s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 10%|█         | 22/210 [01:14<11:35,  3.70s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 11%|█         | 23/210 [01:15<09:37,  3.09s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 11%|█▏        | 24/210 [01:18<09:01,  2.91s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 12%|█▏        | 25/210 [01:19<07:51,  2.55s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 12%|█▏        | 26/210 [01:22<07:35,  2.47s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 13%|█▎        | 27/210 [01:24<07:14,  2.37s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 13%|█▎        | 28/210 [01:26<07:15,  2.39s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 14%|█▍        | 29/210 [01:30<08:51,  2.94s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 14%|█▍        | 30/210 [01:32<07:51,  2.62s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 15%|█▍        | 31/210 [01:35<07:24,  2.48s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 15%|█▌        | 32/210 [01:37<07:00,  2.36s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 16%|█▌        | 33/210 [01:40<07:38,  2.59s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 16%|█▌        | 34/210 [01:45<10:10,  3.47s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 17%|█▋        | 35/210 [01:48<09:43,  3.33s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 17%|█▋        | 36/210 [01:53<10:53,  3.76s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 18%|█▊        | 37/210 [01:56<10:29,  3.64s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 18%|█▊        | 38/210 [01:58<08:57,  3.12s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 19%|█▊        | 39/210 [02:00<07:40,  2.70s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 19%|█▉        | 40/210 [02:03<08:04,  2.85s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 20%|█▉        | 41/210 [02:09<10:28,  3.72s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 20%|██        | 42/210 [02:11<09:09,  3.27s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 20%|██        | 43/210 [02:13<07:34,  2.72s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 21%|██        | 44/210 [02:15<07:19,  2.65s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 21%|██▏       | 45/210 [02:21<09:48,  3.57s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 22%|██▏       | 46/210 [02:23<08:43,  3.19s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 22%|██▏       | 47/210 [02:25<07:37,  2.80s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 23%|██▎       | 48/210 [02:28<07:57,  2.95s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 23%|██▎       | 49/210 [02:30<07:00,  2.61s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 24%|██▍       | 50/210 [02:34<08:09,  3.06s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 24%|██▍       | 51/210 [02:37<07:51,  2.97s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 25%|██▍       | 52/210 [02:40<07:40,  2.92s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 25%|██▌       | 53/210 [02:41<06:32,  2.50s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 26%|██▌       | 54/210 [02:44<06:19,  2.43s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 26%|██▌       | 55/210 [02:46<06:28,  2.51s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 27%|██▋       | 56/210 [02:49<06:45,  2.63s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 27%|██▋       | 57/210 [02:51<05:56,  2.33s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 28%|██▊       | 58/210 [02:53<05:26,  2.15s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 28%|██▊       | 59/210 [02:54<05:07,  2.03s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 29%|██▊       | 60/210 [02:57<05:30,  2.20s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 29%|██▉       | 61/210 [02:59<05:26,  2.19s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 30%|██▉       | 62/210 [03:01<05:09,  2.09s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 30%|███       | 63/210 [03:05<06:30,  2.65s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 30%|███       | 64/210 [03:06<05:39,  2.33s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 31%|███       | 65/210 [03:09<05:25,  2.24s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 31%|███▏      | 66/210 [03:11<05:33,  2.32s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 32%|███▏      | 67/210 [03:13<05:33,  2.33s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 32%|███▏      | 68/210 [03:14<04:37,  1.96s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 33%|███▎      | 69/210 [03:19<06:23,  2.72s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 33%|███▎      | 70/210 [03:21<05:54,  2.53s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 34%|███▍      | 71/210 [03:24<06:07,  2.65s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 34%|███▍      | 72/210 [03:25<05:00,  2.18s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 35%|███▍      | 73/210 [03:28<05:49,  2.55s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 35%|███▌      | 74/210 [03:31<05:47,  2.56s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 36%|███▌      | 75/210 [03:34<05:49,  2.59s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 36%|███▌      | 76/210 [03:37<06:06,  2.74s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 37%|███▋      | 77/210 [03:39<05:26,  2.45s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 37%|███▋      | 78/210 [03:40<04:40,  2.12s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 38%|███▊      | 79/210 [03:45<06:25,  2.94s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 38%|███▊      | 80/210 [03:48<06:45,  3.12s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 39%|███▊      | 81/210 [03:50<05:49,  2.71s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 39%|███▉      | 82/210 [03:53<06:07,  2.87s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 40%|███▉      | 83/210 [03:56<05:59,  2.83s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 40%|████      | 84/210 [03:57<04:49,  2.29s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 40%|████      | 85/210 [04:00<04:56,  2.38s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 41%|████      | 86/210 [04:01<04:19,  2.09s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 41%|████▏     | 87/210 [04:03<04:25,  2.15s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 42%|████▏     | 88/210 [04:12<08:35,  4.22s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 42%|████▏     | 89/210 [04:16<08:05,  4.02s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 43%|████▎     | 90/210 [04:17<06:27,  3.23s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 43%|████▎     | 91/210 [04:22<07:25,  3.75s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 44%|████▍     | 92/210 [04:24<05:52,  2.98s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 44%|████▍     | 93/210 [04:26<05:41,  2.92s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 45%|████▍     | 94/210 [04:28<04:54,  2.54s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 45%|████▌     | 95/210 [04:33<06:20,  3.31s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 46%|████▌     | 96/210 [04:36<06:10,  3.25s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 46%|████▌     | 97/210 [04:42<07:19,  3.89s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 47%|████▋     | 98/210 [04:44<06:38,  3.56s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 47%|████▋     | 99/210 [04:48<06:25,  3.47s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 48%|████▊     | 100/210 [04:50<05:46,  3.15s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 48%|████▊     | 101/210 [04:53<05:29,  3.02s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 49%|████▊     | 102/210 [04:55<05:07,  2.85s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 49%|████▉     | 103/210 [04:58<04:48,  2.70s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 50%|████▉     | 104/210 [05:02<05:37,  3.18s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 50%|█████     | 105/210 [05:03<04:43,  2.70s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 50%|█████     | 106/210 [05:07<05:15,  3.03s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 51%|█████     | 107/210 [05:11<05:42,  3.33s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 51%|█████▏    | 108/210 [05:13<05:01,  2.95s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 52%|█████▏    | 109/210 [05:16<04:42,  2.80s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 52%|█████▏    | 110/210 [05:19<04:51,  2.92s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 53%|█████▎    | 111/210 [05:20<03:58,  2.41s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 53%|█████▎    | 112/210 [05:22<03:40,  2.25s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 54%|█████▍    | 113/210 [05:24<03:43,  2.30s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 54%|█████▍    | 114/210 [05:26<03:14,  2.02s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 55%|█████▍    | 115/210 [05:29<03:44,  2.36s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 55%|█████▌    | 116/210 [05:31<03:34,  2.28s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 56%|█████▌    | 117/210 [05:34<03:49,  2.47s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 56%|█████▌    | 118/210 [05:40<05:21,  3.49s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 57%|█████▋    | 119/210 [05:42<04:39,  3.07s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 57%|█████▋    | 120/210 [05:43<03:55,  2.62s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 58%|█████▊    | 121/210 [05:47<04:15,  2.87s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 58%|█████▊    | 122/210 [05:49<03:58,  2.71s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 59%|█████▊    | 123/210 [05:51<03:21,  2.32s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 59%|█████▉    | 124/210 [05:53<03:31,  2.46s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 60%|█████▉    | 125/210 [05:56<03:31,  2.49s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 60%|██████    | 126/210 [05:58<03:23,  2.43s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 60%|██████    | 127/210 [06:01<03:23,  2.45s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 61%|██████    | 128/210 [06:03<03:16,  2.39s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 61%|██████▏   | 129/210 [06:08<04:09,  3.08s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 62%|██████▏   | 130/210 [06:11<04:07,  3.10s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 62%|██████▏   | 131/210 [06:15<04:30,  3.43s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 63%|██████▎   | 132/210 [06:19<04:29,  3.46s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 63%|██████▎   | 133/210 [06:22<04:27,  3.48s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 64%|██████▍   | 134/210 [06:26<04:25,  3.50s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 64%|██████▍   | 135/210 [06:28<04:05,  3.28s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 65%|██████▍   | 136/210 [06:32<04:10,  3.39s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 65%|██████▌   | 137/210 [06:33<03:16,  2.70s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 66%|██████▌   | 138/210 [06:36<03:21,  2.80s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 66%|██████▌   | 139/210 [06:42<04:15,  3.60s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 67%|██████▋   | 140/210 [06:45<04:02,  3.46s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 67%|██████▋   | 141/210 [06:49<04:20,  3.77s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 68%|██████▊   | 142/210 [06:53<04:16,  3.77s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 68%|██████▊   | 143/210 [06:57<04:11,  3.75s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 69%|██████▊   | 144/210 [06:58<03:22,  3.07s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 69%|██████▉   | 145/210 [07:04<04:08,  3.82s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 70%|██████▉   | 146/210 [07:08<04:01,  3.77s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 70%|███████   | 147/210 [07:12<04:10,  3.97s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 70%|███████   | 148/210 [07:19<05:11,  5.03s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 71%|███████   | 149/210 [07:22<04:26,  4.38s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 71%|███████▏  | 150/210 [07:26<04:01,  4.02s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 72%|███████▏  | 151/210 [07:29<03:46,  3.83s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 72%|███████▏  | 152/210 [07:31<03:05,  3.20s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 73%|███████▎  | 153/210 [07:35<03:29,  3.68s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 73%|███████▎  | 154/210 [07:37<02:49,  3.02s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 74%|███████▍  | 155/210 [07:43<03:29,  3.80s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 74%|███████▍  | 156/210 [07:45<03:03,  3.40s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 75%|███████▍  | 157/210 [07:48<02:56,  3.33s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 75%|███████▌  | 158/210 [07:49<02:15,  2.61s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 76%|███████▌  | 159/210 [07:53<02:31,  2.96s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 76%|███████▌  | 160/210 [07:54<02:06,  2.52s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 77%|███████▋  | 161/210 [07:58<02:24,  2.94s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 77%|███████▋  | 162/210 [08:03<02:50,  3.55s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 78%|███████▊  | 163/210 [08:05<02:24,  3.07s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 78%|███████▊  | 164/210 [08:08<02:11,  2.86s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 79%|███████▊  | 165/210 [08:11<02:16,  3.03s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 79%|███████▉  | 166/210 [08:17<02:51,  3.91s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 80%|███████▉  | 167/210 [08:20<02:43,  3.80s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 80%|████████  | 168/210 [08:30<03:50,  5.48s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 80%|████████  | 169/210 [08:34<03:21,  4.92s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 81%|████████  | 170/210 [08:36<02:45,  4.14s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 81%|████████▏ | 171/210 [08:37<02:07,  3.26s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 82%|████████▏ | 172/210 [08:41<02:15,  3.57s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 82%|████████▏ | 173/210 [08:44<01:58,  3.19s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 83%|████████▎ | 174/210 [08:48<02:02,  3.40s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 83%|████████▎ | 175/210 [08:51<01:58,  3.40s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 84%|████████▍ | 176/210 [08:52<01:35,  2.82s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 84%|████████▍ | 177/210 [08:57<01:50,  3.35s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 85%|████████▍ | 178/210 [09:00<01:45,  3.29s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 85%|████████▌ | 179/210 [09:03<01:34,  3.03s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 86%|████████▌ | 180/210 [09:06<01:32,  3.08s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 86%|████████▌ | 181/210 [09:09<01:32,  3.21s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 87%|████████▋ | 182/210 [09:14<01:46,  3.81s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 87%|████████▋ | 183/210 [09:17<01:28,  3.28s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 88%|████████▊ | 184/210 [09:23<01:51,  4.30s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 88%|████████▊ | 185/210 [09:27<01:43,  4.15s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 89%|████████▊ | 186/210 [09:32<01:49,  4.55s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 89%|████████▉ | 187/210 [09:36<01:36,  4.21s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 90%|████████▉ | 188/210 [09:40<01:29,  4.06s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 90%|█████████ | 189/210 [09:41<01:08,  3.28s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 90%|█████████ | 190/210 [09:45<01:08,  3.44s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 91%|█████████ | 191/210 [09:46<00:52,  2.77s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 91%|█████████▏| 192/210 [09:49<00:47,  2.66s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 92%|█████████▏| 193/210 [09:50<00:40,  2.38s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 92%|█████████▏| 194/210 [09:54<00:44,  2.77s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 93%|█████████▎| 195/210 [10:01<01:02,  4.15s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 93%|█████████▎| 196/210 [10:06<00:58,  4.20s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 94%|█████████▍| 197/210 [10:12<01:01,  4.73s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 94%|█████████▍| 198/210 [10:16<00:55,  4.62s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 95%|█████████▍| 199/210 [10:18<00:42,  3.90s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 95%|█████████▌| 200/210 [10:24<00:45,  4.50s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 96%|█████████▌| 201/210 [10:25<00:30,  3.43s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 96%|█████████▌| 202/210 [10:27<00:23,  2.88s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 97%|█████████▋| 203/210 [10:33<00:26,  3.81s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 97%|█████████▋| 204/210 [10:36<00:21,  3.66s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 98%|█████████▊| 205/210 [10:38<00:15,  3.18s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 98%|█████████▊| 206/210 [10:43<00:15,  3.76s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 99%|█████████▊| 207/210 [10:45<00:09,  3.26s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      " 99%|█████████▉| 208/210 [10:46<00:05,  2.58s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "100%|█████████▉| 209/210 [10:47<00:02,  2.12s/it]INFO: HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "100%|██████████| 210/210 [10:49<00:00,  3.09s/it]\n"
+     ]
+    }
+   ],
    "source": [
     "# Load from disk to save time or regenerate as needed.\n",
     "try:\n",
@@ -380,16 +587,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "\"Registrant check: Well-known seasoned issuer (YES/NO) Registrant check: Required to file reports under Section 13 or 15(d) (YES/NO) Registrant check: Filed all reports required by Section 13 or 15(d) in the past 12 months (YES/NO) and subject to filing requirements for the past 90 days (YES/NO) Registrant check: Submitted all Interactive Data Files required by Rule 405 of Regulation S-T in the past 12 months (YES/NO) Registrant classification: Large accelerated filer (YES), Accelerated filer (NO), Non-accelerated filer (NO), Smaller reporting company (NO), Emerging growth company (NO) Emerging growth company check: Elected not to use extended transition period for new financial accounting standards (YES/NO) Registrant check: Filed a report and attestation on management's assessment of internal control over financial reporting under Section 404(b) of the Sarbanes-Oxley Act (YES/NO) Securities registered check: Registered under Section 12(b) and financial statements reflect correction of errors in previously issued financial statements (YES/NO) Error corrections check: Any restatements requiring recovery analysis of executive officers' incentive-based compensation during recovery period (YES/NO) Registrant check: Shell company status (YES/NO)\""
+       "'Document: FORM 10-K Registrant: NIKE, Inc. State of Incorporation: Oregon IRS Employer Identification No.: 93-0584541 Address of Principal Executive Offices: One Bowerman Drive, Beaverton, Oregon 97005-6453 Telephone Number: (503) 671-6453 Securities Registered: Class B Common Stock NKE on New York Stock Exchange Well-Known Seasoned Issuer: Not applicable Filing of Reports: Registrant has filed all required reports for the past 12 months Submission of Interactive Data File: Registrant has submitted all required files for the past 12 months Filing Status: Large accelerated filer'"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -400,16 +607,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "Document(metadata={'source': 'resources/nke-10k-2023.pdf'}, page_content=\"Indicate by check mark:YESNO•if the registrant is a well-known seasoned issuer, as defined in Rule 405 of the Securities Act.þ¨•if the registrant is not required to file reports pursuant to Section 13 or Section 15(d) of the Act.¨þ•whether the registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange Act of 1934 during the preceding12 months (or for such shorter period that the registrant was required to file such reports), and (2) has been subject to such filing requirements for thepast 90 days.þ¨•whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to Rule 405 of Regulation S-T(§232.405 of this chapter) during the preceding 12 months (or for such shorter period that the registrant was required to submit such files).þ¨•whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, a smaller reporting company or an emerging growth company. See the definitions of “large accelerated filer,”“accelerated filer,” “smaller reporting company,” and “emerging growth company” in Rule 12b-2 of the Exchange Act.Large accelerated filerþAccelerated filer☐Non-accelerated filer☐Smaller reporting company☐Emerging growth company☐•if an emerging growth company, if the registrant has elected not to use the extended transition period for complying with any new or revised financialaccounting standards provided pursuant to Section 13(a) of the Exchange Act.¨•whether the registrant has filed a report on and attestation to its management's assessment of the effectiveness of its internal control over financialreporting under Section 404(b) of the Sarbanes-Oxley Act (15 U.S.C. 7262(b)) by the registered public accounting firm that prepared or issued its auditreport.þ•if securities are registered pursuant to Section 12(b) of the Act, whether the financial statements of the registrant included in the filing reflect thecorrection of an error to previously issued financial statements.¨•whether any of those error corrections are restatements that required a recovery analysis of incentive-based compensation received by any of theregistrant's executive officers during the relevant recovery period pursuant to § 240.10D-1(b).¨•whether the registrant is a shell company (as defined in Rule 12b-2 of the Act).☐þ\")"
+       "Document(metadata={'source': 'resources/nke-10k-2023.pdf', 'page': 0, 'page_label': '1'}, page_content=\"Table of Contents\\nUNITED STATES\\nSECURITIES AND EXCHANGE COMMISSION\\nWashington, D.C. 20549\\nFORM 10-K\\n(Mark One)\\n☑ ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(D) OF THE SECURITIES EXCHANGE ACT OF 1934\\nFOR THE FISCAL YEAR ENDED MAY 31, 2023\\nOR\\n☐ TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(D) OF THE SECURITIES EXCHANGE ACT OF 1934\\nFOR THE TRANSITION PERIOD FROM                         TO                         .\\nCommission File No. 1-10635\\nNIKE, Inc.\\n(Exact name of Registrant as specified in its charter)\\nOregon 93-0584541\\n(State or other jurisdiction of incorporation) (IRS Employer Identification No.)\\nOne Bowerman Drive, Beaverton, Oregon 97005-6453\\n(Address of principal executive offices and zip code)\\n(503) 671-6453\\n(Registrant's telephone number, including area code)\\nSECURITIES REGISTERED PURSUANT TO SECTION 12(B) OF THE ACT:\\nClass B Common Stock NKE New York Stock Exchange\\n(Title of each class) (Trading symbol) (Name of each exchange on which registered)\\nSECURITIES REGISTERED PURSUANT TO SECTION 12(G) OF THE ACT:\\nNONE\\nIndicate by check mark: YES NO\\n•if the registrant is a well-known seasoned issuer, as defined in Rule 405 of the Securities Act. þ ¨\\n•if the registrant is not required to file reports pursuant to Section 13 or Section 15(d) of the Act. ¨ þ\\n•whether the registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange Act of 1934 during the preceding\\n12 months (or for such shorter period that the registrant was required to file such reports), and (2) has been subject to such filing requirements for the\\npast 90 days.þ ¨\\n•whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to Rule 405 of Regulation S-T\\n(§232.405 of this chapter) during the preceding 12 months (or for such shorter period that the registrant was required to submit such files).þ ¨\\n•whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, a smaller reporting company or an emerging growth company. See the definitions of “large accelerated filer,”\\n“accelerated filer,” “smaller reporting company,” and “emerging growth company” in Rule 12b-2 of the Exchange Act.\\nLarge accelerated filer þ Accelerated filer ☐ Non-accelerated filer ☐ Smaller reporting company ☐ Emerging growth company ☐\\n•if an emerging growth company, if the registrant has elected not to use the extended transition period for complying with any new or revised financial\")"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -427,16 +634,66 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "09:41:44 sentence_transformers.SentenceTransformer INFO   Load pretrained SentenceTransformer: sentence-transformers/all-MiniLM-L6-v2\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/robert.shelton/.pyenv/versions/3.11.9/lib/python3.11/site-packages/huggingface_hub/file_download.py:1142: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "09:41:45 sentence_transformers.SentenceTransformer INFO   Use pytorch device_name: mps\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "05f458d0c8ed43be8cd08905e96fdfda",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Batches:   0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "dc95bb77c46e4d63986caa4e29ca223c",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Batches:   0%|          | 0/7 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
     {
      "data": {
       "text/plain": [
        "True"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -468,7 +725,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 13,
    "metadata": {
     "id": "zB1EW_9n1ui-"
    },
@@ -514,7 +771,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -529,7 +786,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 19,
    "metadata": {
     "id": "C70C-UWj1ujA"
    },
@@ -544,7 +801,7 @@
       "╭──────────────┬────────────────┬────────────┬─────────────────┬────────────╮\n",
       "│ Index Name   │ Storage Type   │ Prefixes   │ Index Options   │   Indexing │\n",
       "├──────────────┼────────────────┼────────────┼─────────────────┼────────────┤\n",
-      "│ redisvl      │ HASH           │ ['chunk']  │ []              │          1 │\n",
+      "│ redisvl      │ HASH           │ ['chunk']  │ []              │          0 │\n",
       "╰──────────────┴────────────────┴────────────┴─────────────────┴────────────╯\n",
       "Index Fields:\n",
       "╭────────────────┬────────────────┬────────┬────────────────┬────────────────┬────────────────┬────────────────┬────────────────┬────────────────┬─────────────────┬────────────────┬────────────────┬────────────────┬─────────────────┬────────────────╮\n",
@@ -575,7 +832,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 20,
    "metadata": {
     "id": "Zsg09Keg1ujA"
    },
@@ -606,7 +863,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -627,7 +884,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -695,7 +952,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -711,9 +968,195 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "10acf9f3e1c44fa98f78e904cdc5fa11",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Batches:   0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Using dense content representation\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "f96d478f3b014fe9bd3dc9548110c677",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Batches:   0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Using dense content representation\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "647771c27bf9484ab71f6aef3f98a054",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Batches:   0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Using dense content representation\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "20ba4e4353b246f9bd0398dbe4758d47",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Batches:   0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Using dense content representation\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "dde7aec0e15c49b5b3fa166e0d79774b",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Batches:   0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Using dense content representation\n",
+      "09:42:46 httpx INFO   HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "09:42:46 httpx INFO   HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "09:42:46 httpx INFO   HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "09:42:47 httpx INFO   HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+      "09:42:47 httpx INFO   HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>question</th>\n",
+       "      <th>answer</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>What is the trend in the company's revenue and...</td>\n",
+       "      <td>Based on the provided financial information fr...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>What are the company's primary revenue sources?</td>\n",
+       "      <td>The company's primary revenue sources are from...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>How much debt does the company have, and what ...</td>\n",
+       "      <td>The company has long-term debt of $8,927 milli...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>What does the company say about its environmen...</td>\n",
+       "      <td>The company acknowledges the importance of env...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>What is the company's strategy for growth?</td>\n",
+       "      <td>NIKE's strategy for growth focuses on long-ter...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                            question  \\\n",
+       "0  What is the trend in the company's revenue and...   \n",
+       "1    What are the company's primary revenue sources?   \n",
+       "2  How much debt does the company have, and what ...   \n",
+       "3  What does the company say about its environmen...   \n",
+       "4         What is the company's strategy for growth?   \n",
+       "\n",
+       "                                              answer  \n",
+       "0  Based on the provided financial information fr...  \n",
+       "1  The company's primary revenue sources are from...  \n",
+       "2  The company has long-term debt of $8,927 milli...  \n",
+       "3  The company acknowledges the importance of env...  \n",
+       "4  NIKE's strategy for growth focuses on long-ter...  "
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "import asyncio\n",
     "import pandas as pd\n",
@@ -740,9 +1183,42 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "2f92142ba61a4b5492677b34265e5487",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Batches:   0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Using dense content representation\n",
+      "09:42:49 httpx INFO   HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'Based on the provided context, NIKE, INC. has total assets of $37,531 million in 2023. This indicates that NIKE, INC. is a large company with significant assets.'"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# An example question that is a bit simplistic...\n",
     "await answer_question(index, \"How big is the company?\")"
@@ -750,7 +1226,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "metadata": {
     "id": "Tg55HqLFIRXJ"
    },
@@ -781,9 +1257,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 27,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "09:42:50 httpx INFO   HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'What is the size of the company in terms of revenue, assets, and market capitalization?'"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# Example Sinple Query Rewritten\n",
     "await rewrite_query(\"How big is the company?\")"
@@ -791,7 +1285,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "metadata": {
     "id": "9ubNQrJOYL42"
    },
@@ -830,7 +1324,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
    "metadata": {
     "id": "BIO_jW6KYsMU"
    },
@@ -839,19 +1333,41 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "09:42:52 httpx INFO   HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
       "User query updated to:\n",
-      " What is the size of the company in terms of revenue, assets, and market capitalization?\n",
+      " What is the size of the company in terms of revenue, assets, and market capitalization?\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "99da3fa22c7f4b0aa66b57f802d9b1a2",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Batches:   0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "Using dense content representation\n",
-      "Context retrieved\n"
+      "Context retrieved\n",
+      "09:42:54 httpx INFO   HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "\"Based on the provided context, the company's revenue, assets, and market capitalization figures are not explicitly mentioned. The information mainly focuses on financial assets, investments, return on invested capital, EBIT, and other financial metrics. Without specific details on revenue, assets, and market capitalization, I am unable to provide the exact size of the company in those terms.\""
+       "'Based on the provided context from the financial documents:\\n\\n- Revenue information is not explicitly provided in the context.\\n- Total assets for NIKE, INC. in 2023 amount to $37,531 million.\\n- Market capitalization is not directly provided in the context.\\n\\nTherefore, based on the information provided, the size of the company in terms of assets is $37,531 million. Unfortunately, without specific revenue figures or market capitalization data, we cannot provide those metrics at this time.'"
       ]
      },
-     "execution_count": 42,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -873,7 +1389,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 30,
    "metadata": {
     "id": "7geEAsYST6LQ"
    },
@@ -892,7 +1408,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
    "metadata": {
     "id": "1ALcQXAqT6LQ"
    },
@@ -941,25 +1457,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 32,
    "metadata": {
     "id": "BXK_BXuhT6LQ"
    },
    "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "abc6b2b43fd84288be593a26bfbd754e",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Batches:   0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Using dense content representation\n"
+      "Using dense content representation\n",
+      "09:42:55 httpx INFO   HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "\"Nike's total revenue for fiscal year 2023 was $27.4 billion from sales to wholesale customers and $21.3 billion through direct-to-consumer channels. Comparing this to the previous year, the total revenue for fiscal year 2022 was not explicitly provided in the context.\""
+       "\"Nike's total revenues increased from $46,710 million in 2022 to $51,217 million in 2023.\""
       ]
      },
-     "execution_count": 45,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -973,25 +1504,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 33,
    "metadata": {
     "id": "7mZpSpf9T6LQ"
    },
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'id': 'llmcache:c011dfed42a8227e11ba9a817fbbeb07e2623058add52e96066ee01b49fe9986', 'vector_distance': '0.0202275514603', 'entry_id': 'c011dfed42a8227e11ba9a817fbbeb07e2623058add52e96066ee01b49fe9986', 'prompt': \"What was Nike's revenue last year compared to this year??\", 'response': \"Nike's total revenue for fiscal year 2023 was $27.4 billion from sales to wholesale customers and $21.3 billion through direct-to-consumer channels. Comparing this to the previous year, the total revenue for fiscal year 2022 was not explicitly provided in the context.\", 'inserted_at': '1723223894.9', 'updated_at': '1723223894.9'}\n"
-     ]
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "ea9587cb3ba546ccb4b92c9e4031483e",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Batches:   0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     },
     {
      "data": {
       "text/plain": [
-       "\"Nike's total revenue for fiscal year 2023 was $27.4 billion from sales to wholesale customers and $21.3 billion through direct-to-consumer channels. Comparing this to the previous year, the total revenue for fiscal year 2022 was not explicitly provided in the context.\""
+       "\"Nike's total revenues increased from $46,710 million in 2022 to $51,217 million in 2023.\""
       ]
      },
-     "execution_count": 46,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1020,7 +1558,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 34,
    "metadata": {
     "id": "WMOF7fJQdhgN"
    },
@@ -1135,7 +1673,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 35,
    "metadata": {
     "id": "_Z3RUvyxdhiz"
    },
@@ -1150,15 +1688,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Hello! How can I assist you today?\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Run a simple chat\n",
     "stopterms = [\"exit\", \"quit\", \"end\", \"cancel\"]\n",
@@ -1179,20 +1709,7 @@
    "metadata": {
     "id": "ZoPQMAShZ5Uy"
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[{'role': 'user', 'content': 'what are the expected next year earnings?'},\n",
-       " {'role': 'assistant',\n",
-       "  'content': 'Based on the provided context from the financial documents, the expected next year earnings for the company are not explicitly mentioned. The information primarily focuses on the financial performance and results for fiscal year 2023. Therefore, without specific details or guidance on future earnings, I am unable to provide an estimate for the expected next year earnings.'}]"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# NBVAL_SKIP\n",
     "await chat.get_messages()"
@@ -1228,22 +1745,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "metadata": {
     "id": "On6yNuQn1ujD"
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "True"
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "await index.client.flushall()"
    ]
diff --git a/python-recipes/RAG/06_ragas_evaluation.ipynb b/python-recipes/RAG/06_ragas_evaluation.ipynb
index dc06921d..ac508496 100644
--- a/python-recipes/RAG/06_ragas_evaluation.ipynb
+++ b/python-recipes/RAG/06_ragas_evaluation.ipynb
@@ -105,22 +105,22 @@
    "outputs": [],
    "source": [
     "from langchain.text_splitter import RecursiveCharacterTextSplitter\n",
-    "from langchain.document_loaders import UnstructuredFileLoader\n",
+    "from langchain_community.document_loaders import PyPDFLoader\n",
     "\n",
     "CHUNK_SIZE = 2500\n",
     "CHUNK_OVERLAP = 0\n",
     "\n",
-    "source_doc = \"resources/nke-10k-2023.pdf\"\n",
+    "# pdf to load\n",
+    "path = 'resources/nke-10k-2023.pdf'\n",
+    "assert os.path.exists(path), f\"File not found: {path}\"\n",
     "\n",
-    "loader = UnstructuredFileLoader(\n",
-    "    source_doc, mode=\"single\", strategy=\"fast\"\n",
-    ")\n",
-    "\n",
-    "text_splitter = RecursiveCharacterTextSplitter(\n",
-    "    chunk_size=CHUNK_SIZE, chunk_overlap=CHUNK_OVERLAP\n",
-    ")\n",
+    "# load and split\n",
+    "loader = PyPDFLoader(path)\n",
+    "pages = loader.load()\n",
+    "text_splitter = RecursiveCharacterTextSplitter(chunk_size=CHUNK_SIZE, chunk_overlap=CHUNK_OVERLAP)\n",
+    "chunks = text_splitter.split_documents(pages)\n",
     "\n",
-    "chunks = loader.load_and_split(text_splitter)"
+    "print(\"Done preprocessing. Created\", len(chunks), \"chunks of the original pdf\", path)"
    ]
   },
   {