From 77aafeb10b56eb9a37e557fa05b5855f90538ce8 Mon Sep 17 00:00:00 2001
From: Qile0317 <qile0317@gmail.com>
Date: Thu, 31 Jul 2025 21:18:35 +0000
Subject: [PATCH 01/15] add .vscode to gitignore

---
 .gitignore | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.gitignore b/.gitignore
index c67ac69..15d7889 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,4 @@
 docs
 .DS_Store
 dev/
+.vscode/
\ No newline at end of file

From c54e85197d1cac63cd431780b8ff1407200accc8 Mon Sep 17 00:00:00 2001
From: Qile0317 <qile0317@gmail.com>
Date: Thu, 31 Jul 2025 16:36:43 -0700
Subject: [PATCH 02/15] minor adjust to gitignore and man

---
 .gitignore         | 3 ++-
 man/Ibex.matrix.Rd | 4 ++--
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/.gitignore b/.gitignore
index 15d7889..d618e1c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,4 +1,5 @@
 docs
 .DS_Store
 dev/
-.vscode/
\ No newline at end of file
+.vscode/
+.devcontainer/
\ No newline at end of file
diff --git a/man/Ibex.matrix.Rd b/man/Ibex.matrix.Rd
index 61b986e..33f227b 100644
--- a/man/Ibex.matrix.Rd
+++ b/man/Ibex.matrix.Rd
@@ -81,6 +81,6 @@ ibex_values <- Ibex.matrix(ibex_example,
 
 }
 \seealso{
-\code{\link[immApex:sequenceEncoder]{immApex::propertyEncoder()}},
-\code{\link[immApex:sequenceEncoder]{immApex::geometricEncoder()}}
+\code{\link[immApex:propertyEncoder]{immApex::propertyEncoder()}},
+\code{\link[immApex:geometricEncoder]{immApex::geometricEncoder()}}
 }

From 124a6b38d19f1131567c0157bea276a4d179b7c5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Herv=C3=A9=20Pag=C3=A8s?= <hpages.on.github@gmail.com>
Date: Thu, 16 Oct 2025 15:53:21 -0700
Subject: [PATCH 03/15] Ibex 0.99.34: Restore pre-0.99.33 ibex_vdj.rda

---
 DESCRIPTION       |   2 +-
 data/ibex_vdj.rda | Bin 73356 -> 74204 bytes
 2 files changed, 1 insertion(+), 1 deletion(-)

diff --git a/DESCRIPTION b/DESCRIPTION
index 8db19a6..19fa816 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,6 +1,6 @@
 Package: Ibex
 Title: Methods for BCR single-cell embedding 
-Version: 0.99.33
+Version: 0.99.34
 Authors@R: c(
     person(given = "Nick", family = "Borcherding", role = c("aut", "cre"), email = "ncborch@gmail.com"))
 Description: Implementation of the Ibex algorithm for single-cell embedding based on BCR sequences. The package includes a standalone function to encode BCR sequence information by amino acid properties or sequence order using tensorflow-based autoencoder. In addition, the package interacts with SingleCellExperiment or Seurat data objects. 
diff --git a/data/ibex_vdj.rda b/data/ibex_vdj.rda
index 521de08082e18fb009fe328330790bfa6ca7bba6..7c05d7dbd1a30455974a0a7f9889fdfbe6af9268 100644
GIT binary patch
literal 74204
zcmV(jK=!}=H+ooF0004LBHlIv03iV!0000G&sfa=|H-_9T>vQ&2UKVg<Ze>Rpfkl(
ztnn6!$!Kl^VMGIvukwO8Frd72I!zzUjNtPV(9Q8nVmJQO#x8@oe)O(v-0Fe01n(?V
zg*{&p-<pjlnYk1y${)cULn^5i5oelKpbP)Ag|QU9!l**?0Mns~`xZ@^kF923N2lJs
z6Ckpovj_SF(q(ofPSygg?yD@QWm>DM9!Gqx6JU+5IjrV*qB$C2nQF#<AWNoM=fzt9
z_&6`L{0cwg$)7iWrrrD?B31G0at5--T=l0$Dj43#E%6|=&G|OT941Q6ZQZ4cq^Na~
zA=gv)y&jy9vRV~Qd>&xPQ`5J}O}J^Za3QMTgb7qATL}_dDRhlq^{;H}>Aj16-MFv~
zD{bVv$%NpkWC(M&Yy9BMFA`M8qrpsa(NUl&R*chpkukc(!!#93LjG-)5Yw7!Xegap
z#-3c<2^v3Hzj2+Jc=TJ)664nNQF)Sf!1e^iu)ayK$+PkKVaS4HZ<f~N!1M#B=T+_|
zz|rGUdwvBU$NM>qSth4M0>)}<+TA!J5J_@6a9S3(FS^6+OVdz7!P!}$9CsCptUWI1
zgV_>4vwcn0x0RLnGTJW8x@oe%j^mvVRZb(;KaTqNu<Em(c-94#Qcwb{>{yFug_Sui
z>+nYH^8W5r62^T<9@)X4Ql@m}Z_1w^^s?%f8%hYHIhYihBGHv_unAk0ES7?>?C@lw
zd;ywKR?4iD0C2iDL{-<IRf1yYz@2hg02I>}9}32Da<B2@TUaXxQgQ;6FjPlyC^uQ;
zc#ue>UTqp*2unXnL9aOGb55p@c`DC;WRG<yf&?giUw&ZMtz7dzp<eWkeX{N`I$-o6
zXVT8CiXS=%K(%ZNmhOs3tA1QXlpBHN#`#CyM*VI&ASE0-vnaq#?XbXpbzImCcfL~6
zw^u&gNWw{*NJ|ITkOA?Kmx#h^Nl^Dw2d!OVMMH75zZK2>%YRfU+N+qu({(SVT`3mH
zVaS#QM#cs>o~DG8sU@FCIQ%JYQBC$tQ`P09E`>RS_bfF<a7VXWN%`9?S=LX|86<%h
ze$=&SyhZDh@53wGt8YravtrDryZlrUB7hmj|5`v`3v@$1>zX4n#o^z!<5`&k9)TJ6
zxry#;ho=t~%HC4Tt}dwGmfAP)uV8FcPX`ngrXTBDIo<z~BY}E&@xFl{;<#^&xDSPb
z)!3~H34_iI>qwVAOEtLy^f}r9EC|+sS|W6cbUx{yc@9>HxDp7c;d76Sj3BEb-W3=S
z>yaWCK0D-CwJmL5u&#dui@HgYFvrYg<W=v#7~if9DzAXG{j5xi8C*-Wj@yDA+u@q!
zPb3tAX71$(^j_LPr)ldbf%|EQT_Ze1^24`JGML{--u$2{Y5LW@1ef`2Y^(|kDJl8U
z!|YL5C3mBHz+VQ_{OIF<B1s=eG$B(jZK&5lpd6$nBO9sge=)QIKf}Y#g16#Kdo2|I
zH_}xJ#IQ&hYm@*|^gu+jP&7rC6X$)VXbOjDDUoV>P@#GmAY_@uX}Il3z?)IUvt)$}
zV%%EQP_>_TWvN~`)Us{+PNVnt{~qaV%Yn~$zUdfVrO@#@JQtA5IxSOI^|KSNR*AW>
zLFX3i?B?JRv2O=EG)Q<|--gFD;CWi)nVDlk?X^cFuQ#x3=s@UFHZ+^Szlu=9aJSV^
zIp1p}x*zo;{OYX;39GG2JnIl5&7c~bup}8N08|X3?F;U=6wDXcD)xBIL@um%7Dt(x
zEzm!yX$szyK|=oc5jr(6Y(@_9>qFM>=y@@sLy{-gT|3@q;pg76X8az_9R~_c#0Ic?
ziSY7R659%fVbB54baM{rGw{u|Vo}7b!=#;QNMe7UE|7oL5v;fL=6d9Fy`z6cT0log
z^y7pQMPd1eKLi}GS4!KRe)>#3FA7lwIDJV^j=2j7t?9X*rl(4km-pH%Q7daEbHF+~
z>91>p6hucqaUI#l5Yi_;fx&G8<f-~<y6g$8#lMrqUR$a1xybn%Bugfc*_p<^zx(D6
zMwd`iW6hf4w0icw>cL431pb}EVjG>-c@)vWDM7QWft*=hh`Hna{kglVTWT*Cpof0S
z(28pB{|)kFM<#xqAq$S|u*{~x5z_S#j3*Vm>X3eb{}`t)(JZZi34k$+LNz`Di$_Un
z8G{I{r<n?KSJ)?}A~z<s`U-fzS0ZPMGZ5_JkcVIpD%t@h>!$@Z`*Trm>-K{Ve`YKU
zUW-1fIe&=L^sg{7JvvJsy5M%gZJSe*7R8{fvo@BLO=Iq=Xv|fQ+RebBAFk@dDzVkc
z@(KF3A-Uq$=Tmv=>r_7&Ko*N!JpP8LQXR|x(@i*j8>G=Y%InS`X~OvHbMJX{)fbHl
zkFGD!b71$=>vB2qdW4+Ba{eG?jIbIwZ`)XjC4Z&`d}BW_j{V2p?jB8}Iod_F!^@}2
zP8TT|iI@SjavrF)z|$NSaSsO@y|Lt_hw%?Sq5L@SpA%qB!L*O14#yyyhjai&<rS*d
zcbPSP1ZpPh6oXleQ~tQIL+=&dMp4rC8>je|`w=)i#CYYmS4N@_9?8r2hA<`d7p^@i
zAQO!@mUpfJlyP_*Nw4>A`3-T>XxzE0#{VwB7l4cZDR;OU!;>of>YnZXYtzM!ijBYD
zv@D&i*##%s<Y$yR$Y+3aTNMz=XD`YBYYnJ0vsKA4ikr!et&7s)h^>Qb8)Uf4*UYX_
z(i`wPB+Y^Rw=_$9@;XK6H|}3zWZuS_-|`7s=n>yPuZSkalwL-)#`N6m@nxG$9f2@2
z|2kQB3t4YCHwb4`pKx&lapi-~P(QR-(Sa~_mcb`vI}Bm_Tw?FzYGQ|D?z!Trrjp^u
zQM8z+9zVp|Wxcsn8J>HfinSaMQc=?X(-uHfmj#xdYZca>=4g3e<2{`g7SjcaelU`g
z?`adEeHC<Q`HUt>SBoXzBIVhb129QWtvu>N?~jb2^A*V}v_g|_!`#Ub!j|e~m@l6t
z@F+Rp=)v^bU_5GRiFe$sZ#x{a9x2jf<#8W7HrrOaK8Kk~E$?A&p?rmt3-C){>D<!i
zqteUno6b_S4Z$9Rt223EW-oJ*jBzHCm=gB74_CM*zTh4t806!*z)b0&_%NA-eUS?q
z*vJ4={-+&6z}!_tl>cSSj;f%J+BhOn$Pxj)-FQd~ahxStDl153qWBA8gv--L#~{Xh
zs3@1kw1`~kHpqAP0^!tem+=6U1KBZXC3`u-B_M4sa;}NxJ|wB-rEKwXAPb0Z_HTtk
z=?I1@_PNzj1!&a?qK5-KC@_$awykdOu9ffQ<W=NC+I{IULcyl&=H^Zn<rYb8iC(PR
z@`KW2m0ovx#6<9VGsgd*30lg|6i<1doSV#MLA%N0Z6yNr7tZqhZwGjv3FP6;LiZP<
zC)+-8?Mxf@Z3V7CN-v<O-(Unu3|V*TYGUf1`A6t6Cq^#dyKGPk%?5!UB+qyO3P!5)
z(+>4;RD%+sLqn(iWlw)s(@ba#YFzVF+9rglhZFFp?r>TBxrS|Q4nAXE(-(sr;JePf
z0&JmQ_G!ExQr>zJ$y0FF#6YyhuNnHJ$l%UU4j3jgoDakuoN~pC_qWy>s~X~?7z{2X
z$VAdl{y%KgKK;7g=cdwYT3qD#Ju)wk<XCqs0eYsdzD~1kyyR0-3Q%-NA1awuF>D@S
zZ)m4)M<GeqkCb`th6Xtq;6sIOFs6k{Sg?#eKF}n5k3K)WcR!m2-eVB}EbC}=+%@Dj
z)-Bzq_`X1Zfy)u!oT|lN{;=rANIb7_=8a&Z#KmFMI_Aog-GwMQxQvqp1~j6okZzOL
z-BJh-0BF=nsEb8Gu<I8=!xkliRB759UMVbo8hs($+=)?vuN*#k1*RuZ6eT55=}SrH
z>#S_9WypRkfL?M^5E50X=Fovt&djn(h8lHg>m<~`Pk2ZmTvnJTp>5so8qcBz8Fj{Z
z&UT70^j*nzTEta`T|$<WxSxGn%kK|qXd^g$@D`VMUz_&fUDiZOztsTwUxQqtQKH$l
z_`chb3Igq3)O=BOccxdEGDzf$I7JQrc?<0U*>HQcUem)oCnq#-Gv-#Idd&`tR?lcG
zVw&~4-eJxPF{K7P;;&nXd2ce=qKhXuQcHU~_-w;C^P&op6uzRojRnB!+7d8Ynoz;e
zPetc`NvuMVG(sT(R9Uh8AiUT@HRpDXxOjpAlD8RuA}lM}Gf=y`OUFqhhrI2SW6mwI
zw>kQtrzy^=L$^nSB(HlJ(7}4qSV>qf>~q*=9Gl#!^x>?s>ph7$ezuB4ydbDDM{U7r
z)Lq+5?>)%0%PFllPaz37IcAvIeoX!#i&io`g*WtgOyCB%RpeZt#zhSGZLg~$I`~a2
zOMG!mxvC{YiqxphEN573U8)QFxm|u|sj1~}aX6d<@Tr+s<;)4cMz<B?XX4}>e3g9`
zt7O%#zJrKR%B_~zishbbXL={nonzk-RI`bEb<>tJRu2dm3fYm{`&`FD^ji}rJL=a>
z>c&Gs3A<HdEAGw%$!b@K5iaVP4S0>YW;*oED8%{$at&=QAW2D1SsfMRB0I=VA;r%+
z<8CF33$Qq-D@!nWLr0}K{;7m4R@(pNSkLoRXyQCp4P%3$%)uE;qGmIKs&51~9%4rF
zAQitfipDkSo9u1pdQ7!Igm!SGw?UYj%xKdJ-!@nZ#kbY&ZT3!z%mF<qS;+ozo{|H-
zlyZYUX8lelu>(S^#b+?Y4Npv3tVd3bnTOR{t;kJPJvt-*ANQgJ@=F6KF+$LIAMs0m
zl6>g{^nRCmnq-`v2_uhS{pI0^o;MNUQ#+@#^mnB~yO>em0!zZ883xRw)_q%as+`sl
z^LW0wXJ?v_qN21pxH(1pOT(P4;S(9N#-g3PK7)l@3k3~Rv04(ID;A~<;i|}gI1=U(
zGm~jbQRqSdL|yMKDQcq$84#dJC9Ez9p{Z-M#5@63;cRK(CC&*Cc`hJ+@RX;2#`N%s
zQffd;wvl8*qSODdVE@kdL_htfb&buC^JZ>qjN5p1fWndXT(KVAIvbGwLxn%KlgCt3
zhqLCZ#-5E+Oz6d<EM7tvj|d~Q0cfVIA+WSN%q<Fx8BVOR&@DE=n76=qPkmT^30cB$
zuLhL=`1E(=!oJZUq0e<b_U=UaUZh#_K+bKqjP5mcMH1$*$&f!4nk?0eUa)Ns9|f`Q
z*fO?bA`57Nd{1dDgd0dkxL2wrCF0%xLp9Ad{)lH`d4e*hY*OA}g{tm!$^Jd1KM-FZ
z53h6L2+vA@Iye^J3@aJU>m!r>F1NfQ8W&2eYSHNrepPVK&E(^yA2}ZoY9a_paLh=<
zq$10=ITk{JULm(E(1jq24juJ)8<YfOOo~}<^3)9TDZeTbead27YoH)v2h(aTbIL9y
zf0u5Imbjoq{?*}zq!O;JvZXE`xE8&e;z%5kcai!d&XdZxfn#elV&0(@`d4p^QJB2u
z{6Pv!w_L2=umWqA{R+!iRaXEBHa479$0Uj+&f4%#MH><eD@(Q%;s&?Ae(5}L)W3GN
zc(-7^J@dotX`otFMlNAMr``G4e7G9mfE0UU@@;qE=L4+Ain&}7oly(bD)ORu%^)V$
z8jHo6!`^{z$@nYK3+foff+3M(>khG)7fw372uDissrJ|*>*D9(R56DTfe&(9xezsF
zf)r2r*(SW@36<|is7FtGN8*~13aO#9tg9oF{)sOH0&n$)1D=o%+u0}G<iZsy*@2YG
z$jqu<Dw$2IFL}^L52*rfvUU>?{DTemd!8j_=%65mQ&2FsQF(g4eyP<8reWx6RDs}t
z0dx0d==U*7Z$;0`Tqk5sxs7G}E&oRluW$_)tX<5)6OEc{J6i~yXlE5Q%@4l&(<t5y
zc|n;a^lg0_^(#ux<lMz9<fg5~(I6irTE@xS8tYV@cA>=;@&ro?>tb?WcHyYKER-s6
zEgR><%ME?;NIo5<rZ2do@mG{0(yGC2NPKneW~|K2kxyA7$}gaUv?!YmA;`nn)S9Xx
zNVOkRk_G7OwOu1ptlO{sr$p(`<GvPEfzW}wurOwwnaYutyc7MHy6nAs^NrBS=oR5(
zhRH8r8mkM7r^R&U6<d-%`|-x7macggy%4X>BeAOzbK7|J=84YZT?}J-JEb-KcVE>i
zBh9FjzPKE!EDS^}ARyEyZ^M_^CdL|?U?53H@++xxZ1RbGAZPFu%=`X|tY-AVY_U!k
zM1<#6Z+zP-=zStb$udCk6v6O!x^8?UAJ{V_K<z_Ug#1hdD35}UqQ|;bPkw<)0Z$>^
zj_+rXV#^1h7k`7w3T0*~Y>h7Qt3@VhzSzVIMOtf7%_pCsl}6m(`z9IzCR4AjhlEES
z88}c}y<0Mz_TqdHNXW55GG7j-?%~HB?L}v~BO)FdyogC9@ikD=>wFMG9Cf&>06wA%
z3;qjClA}*4x5I3DpC1t0?hL9OPJ-6UR>3b@e}^jAbtv4d`o798^rES*F9&sbYsrI{
zyVBpG!W|74>E|K3n-wmd(%D^)0P;PwPo$b#1E%RqLE(z&eF*qF76M<D`(9<6^Oq?`
z(XLW!co5LEkteq@lzvA@MqcP{^3u(qjt>z;$hMWbM^lZ)Ufdj2wpq$xasDyoRs!Be
zKlE5g6vV2%tfjhJ!|w3AEf^vcTES!YxVzjSmoBc-BFO)NArDIJi|A{;{k0V19ikoJ
zE1zoQ*mV9?K1WssfvbRIZZ^5O*Ah^*Nt_McD8HXZuGCxy><=y;RflZdK*D`!Yl|j}
zg6qXbD;}U9=qxgS$oidb8dxQy5Mgd3X0-9L3XbnFn8<O}9Rl2%15}7UM6Wgl$30FQ
z7$?*BMK*qC3TCsxZm!qoK_VYbU|ti@65P)u1{e7L0#lOcaLdZWn;5YUL=X6m{ZxEg
zRJM?!7A#aBymPB@q`Ln<PR-=QIxmCeakWQVY|2R<58L_d5APbu`+Igm&YGQGp4Hh}
zUpjr%<)AMpFwmwuhj@1IC`4HMw-jIv{KHDfy!-k~yg145A4ufA1gQQDlqIYMG@{=v
zgNC*#*xPhF&I-`_l&k0YieL`c4xrPM)OZZ?BM;xzb8t()&cpwE_Mw+y=ot1ga2SRi
z({n>yf9VzyEej%3EeB`^fhTg`uV*S|dRfgq(<F(eBk?F;LV4qL4#Y<Z+-9hq^C4MO
zwCe#Jy?FQouC>xs5T0d+01Ne#G1r&k%xn3jGrb_^D>RxNVr+Yov=5UdL#D+Xed>F=
z>HE#MkpFFLUv#AM7>48waz}s_vWUq){wJi+zYye+?7NElac#67Bey8pbx-94tg^jD
zs4vz(lceDDIq}ItaE`?<K0S6RM;h8c13swEZ@MwY`(V^E92y@_VAt(ottHC-<pX`D
zG4bDE{(TWD3z;m(Hoi<XsmP#Yd9Ht86>CxvC`M~`v;{=C|H-H)_MytrkQ(6M(oY^l
zPCw%~z-5;G-nMgVXF_Q_Rth+SFY@{tb^8BTiOxZ3vR$3h=3#5+XWsp%+?gCN;zUqb
zVO*1$^suaYnc}U(0ILQ{-*J!(0g3k&SWWdz2QVh$IwLJxL&5UOp4pX_!z!U;(Yi!j
z{#c5PL{#`zP-u{Toy+16mnZXmCy7*l_D{$=;{jU>wKBY~N@{ZMrTicQlT={LFf<|A
zkL+4WUzm1GO~9|C9xmCf+kmnmI+AY1FDr_aTJHbLN8m>-o6_uShj5udcP?8rOTO;R
zvadlA)e?~v`*J&36ub1Z<g4MV$8(y__a{6`yY4!a0}cq*Q%3$ND~-xNB=_iP?{+7X
z1v(p{@6$h(yZrt5mNRt%!zP0AAu~5MC0m6_jYbgA2)E?J;WyN!9TMr$Y!gRw*XZv3
z&pJHrnn*9gk?@ziW*c?tpPIekb(dF2@KvWgK$f56S<6TAj%gI9C@8B?&0LjnJ`bWT
zX&$2!@)xqCd_MAtlr3e(`nr<&dd(>_!9VE}PoxzxY(x#IHdSZ3Kvz%}&1h+iCgWbH
zw~D{WI=6vq=5Kwi_E4~+O36%uE#<f11;+(3X*ieuLB4Uduqj}luG$?zw(p=89bTfp
z{I8Z=b|_HVk9+$!@6t0ewd9sMD?eCb*!^>_AXClO7zK9*IiCxt23L4_@WH847|ss6
z*g<^2QRr7utGb|C<;WBQom6eK5SMGneSMqxDwcv&BqTBO8ES%Ghl_H1L<ZwI&z&cR
z+~Zv+m7|ntkmX^vr^hHGf9T4nm^lteifxig_N;sC=an3YQ=n3S*-y36R(w6H$a!gf
zRcBA<+L7Hhqb-|~?0LIKDo`WlhxBFa`p|53H`PrHEJ$=BG^rP;zlecayJ(Ri*&xGu
z#QG3?nwS8{OFcm8q$T(co-D&VHU+EO^KCW8WVgZ%pWIVr;orCr>bJu}_}oYp$Kw3M
zb5S210a^9!zcpMjT40(<b$+pBhF0x117}0!@e+_4#z#11i2ix7Z@%DTEbP7-BEjV%
zv+N1)e{w^xZcd$UWFAgtA;A<80&wh_qDM3RAlOtcYJ+(8DB3xVfJu6(6e~F_;|TI8
zQ^OD23~+Ow@LdP8BHFBk&Dm;t1B|b>SB?D|U(+>zR$-z&bpy)_qGf^n@_Eg*peZ~^
zpBUBaMlYQkC#CgzdBofzIM9_-RQ^NBQ^Z^J)0f2h6?T~$Ha}7@F%**6n;VGP+_j^a
zI)Bs+;vFB`m^9H$Tk&YB_(Qd%7DDuZBwO|CjX!dEi}3f#*KsSrH%>K6reI~%2i$#f
zL#Y>3Nu-`knS+aiKehBs=S=$g_xa_TJQUPL^#J`>x+H*ArD(<|{;damWc!H}h^@#R
zv|ZqDoPOXxT?sY!iA4c^Jr_SLg)h>78ruZ*9lDL&qE@FLl?8Bf`({$Q2)5AsJpch<
z+c76ZCc0hoW|t?&_R<hE|6^W(ULx=z-SMHmrHx$gw1`a!PWQjXr0c|G85&2}hk^t*
zv?b(ognZ2T7#z8E@Gw%rjh79wpPOu<*N#du-ZkJrY6!}#3FLj_593_;TsY?7@9d}0
zPM2Mj8-LrXnUVd4!Zr)7spI%l>hW+1W#=Ve%u<+)zVQU@cEr5`Ua^p|G1eWq1SkYP
zsbi&=PZ`X)V7_NJpk*u~Z}j5As_R0bDHa2LI>BX=bjeSy%8G;DBcRNx6!f&$*zaMj
z(^Vc7Xcb3cDF!uKidCsAcT}2Qo&`icoHR5r*<yA%c{8Ku&BLG)fDqEK0?C@kGnh~f
zJk7Ig)H3JOK1Ce)L!N<7qs?n9y}W(mEX=&*Y$E<6oggVph*I7dPZ~Orf-Sw;h$YJX
z7XSchJp39%3EQE|M<Rb4^kvP`i|RvLeQ814%dWB_KbIu5kP!&q5<%K&d&4;zr@6u8
znm5f=p7ZO!11p?I54h)HN<dxFg3d$)naH+A#JSF*VkAnW(*&!r_3F0%wZsj?0UqtG
ze$9mef$l`)R9puwDPtL=S($;5a)X~eSiE;GJ}M?&hLSSH{a2>9%>=5=7+u+DyTC*(
z+Ini+=e$k71!yjRnhfFTXLI&r6<*?uT;ha_+>#3TdXB?T@%TAy)rEilETQU^<|BRx
zm8K<n`KnzNiwZO{7dxSk_FzuK?DRYw#Aq~|_%6>xh31)9$~ss1MX^YfjR>*GBm5RX
z#FBKihFiM1g#m!L+1-?m|1w^gC5r7BFmnn5(k)pgyzjUDw8=?@T2=y`7zniF|3S%`
zcgI9+M2@mhj@`aM!Kd(mBp_i{y$GjK*<D6ID7BVI&V-+~|D9YDKK~KPl6y%-8>xz!
zIbY}y4Drb|tlOX@2m)&bvf7+xxfcWZvFkwDZDDcjl745O!}V{yZX^I$@*uoyOcz$n
z2O$wv4U$dvgF-CsRi(7`0i)YWQjFXfyHB-6!fi1}=#;mp!8(ZQ;4j|g+EHb4QN5*L
zp%H`wvD`5OcrQO|elJxY6mbrBxeLq{!7HALjXV|Jr&m-(my{ACFe${^ohV{6*nkP`
z)jIq+@;Ot8;X(-n?!c*u2PmYM*(RQSx9iB#&vosxoPNcFuWC;u10#KqIBuuX+9njy
zQa|oIOhff_A~%VeljU<8gIlTiHeam%oSo|xC7$PApO@IIQw0R&+wta{IO|t8tRHNv
z^&;9e4R+$WcaI<<|9X#@^$BmnJcg`7Z4VxbVWFoPT`hx8UWBw0=Wt)B5**kUT)=Vw
zd_%V<7xA({(xMkuNo)=GXJ2z_KRH31TuYtM82S8t6P37u#Njv_9b}Y4+2rV?n8{n1
zL|ZRH84R#XxIXznFA?v)u@n=1QkGP}ge7;THn|dmNB2~d1!m0EVNs``R?wl5ohwn%
z71SE_&}pwIiVpLjV{aLAeeCGv4VMcVng@`-d25FH-D5g>Svb!XAmZ~liS6$6Is(3!
z+mT|Nff=d}8Bs2YQBVt$+=QpOpMD>H0Mro-eM5%=m2V=-UhNzJ2rU2L!mmIJ$903}
zFAfKZ?(x^7bZIt}mRATQ5W>lJ(-Y<Zd)bciCiG7oj9MjNG&T`bhp*{pcgU%iSSe8#
zzS>M29hsFUOo*5c#<@1qVr<j+7sm3bHoDGj&+|4fOlLkS;PC&K>0#s-AU+D@tSKmt
zlP!RmcWQ%JCq>GfpYnecr1aDlf)b7^O?=8zabi+ynA#Czu*J%B|9~SdR<dc^GQ5C{
zvgM&qF;mwJvF^s_X<d}kOV?)>oLxs6w$(W!m+Od63{Q!@YhH~Y1i6D?O1<(I`La>2
z{isrVOGVm;J2IGLZ^Nf%qk&f9(JQxEm{wQ;aJnjNt0jq8qx#oZz*;fCu5D}@S3ZRO
zsC7q^@qOC=alJnq*>plNA(M&C(_uGi5o!FyckM?0VC{BZZN@fJF}eOuuj)S@$1S=Q
zNkyq)_V(69EN^o|*+91H_`^c~Hs;s#DG)>Rj5c~s_Nngwa{NR=q?Q7P6@f?XtQgGo
zym!*q1t+ucsP)77)HN^vQRXCK-8X84$01Cm@DrU{^|5juAlIi^LO=7|JCR$|Mi70s
zZxq?NLLEu44`BjYuG|Sx#MG;CoO%0n&7!<Cf_UQ;k3_4D641oqGHZrQLsE&8hvaUM
zniW26K71|wG10R!k%1_7HJ_ZY=^fTP*Hb{nhn**9iZ?gGP})MN8BcQnThq_hOae;K
z->BIc6wv5qY{lsX>DpOv&@WHFm@-7HA^(j6!Qwca*E3%;|A)DuU7bRhvll1e_V#%Q
zomqm9syu0N(w?p@(QminF+}M=H~ptB+B{X+z(eFhjf+R}#7MLoK%|N|YP*IZLCaj^
zdWFp<p3av{8xFi)Se2F#aO6vz#gUt%k4t~KJPeGOYH0ulsxs1<B^YEhP)gN1<9Y?b
ze*lmqk-Kugx(%3n-BDe_ccfU0IvkkbfoHn0Af1>S6!9j_;N5%UtAl>zE0=Cb?de$4
zYwEFu1EP`+bzTKqARgzoPTw>00dt+WL4;#U$b9c(7j5lW&CX`Z_f6I;LWr&>d)R`>
zRp(=egTyIzX0fhWZx==$2}4HUlhwpH=>0Zf=}>r?#t56A8Nd6K0kVUK4ZS2J?Igr=
zsudpx>zd|4Z%T$Uz;1(G{yiT<G&R2wX{&=Clh_~7aK+xq=#Lz!RJ**gtrl~VTR<tP
z`fueBTMo@~Y&fq4KR0Ys+0kB10WP`i`awl6gg$9SD6Ce=KfJMNMHO$IVe;L`QgS{}
z>@}V=O?et66Yl%as?kYqB9zjnN<%6mr@pMZPr@t>Uos}Ze$iP&+3C(?1+paZSWI`-
zeCoH%#wR;*x6rx`d&Jxm+kRa@>=mp$t?O%7tQIw)6OkTu%UkUHowj${t5^)IEnvX;
ztya5ne<BV@FFh~LK{ob7>@?y2UVLQ}v^B%14+2zY_l{Di8rHRHXYqoTVW;*BAi-T~
z;Dfp}3FV@tsUW#WhMRFo$yJ`s%W-aUzxe_WrDnt+e|bo`VAoW7mQ{r33=;}jXM|DQ
z+5(boJe8TUvY<yHf4qwpiqq^X>iKLcs?@1_8jYPp`f>;YV}g!T>t0=+tsP>~G~owg
zc`V`>{rD~{s8&2$G2<$lV?*?Ud)UsDe164J{RDnck)_gZ$mM5ow64D(1hzm9*^_P^
z5RWab2V1&*u{Q&zMa%PR_QRX;K?t9cdre4=U|r8=2b<kjT4WEQ@^;4e5G%`mtKyI*
zYHAWkOMKQ%0dc(zsXVCZheqZCp3iI9`mJpyFnvfRt!BBcmI~*N%9z)hSH-`Xwughv
z2Z*8^Gj@Driax5yi5191?ED)yoYOMS*L8wn7SdyEH~9EGQIzn{a#&mH-DOMp+(g<g
z*63%#5Ls$@hJPuU=CA<`Lv8OZKcK;$$ey?9ZZtV>>JGKj3;G{t(ZX;A!p|HgO?PQj
z&Sf)#*+^&?UO8m42oPpFQ++YhPBM-c1F1S2$gn;Hn8uQ>aElj1C!|iYsa>IY!?ezH
z_8*%s5sA3MM!X5DC35nE4!2I;+WF#Th@K7y2P$T0)T4}wZ9tfEE!SlGsHTYX)d7G}
zD5OxLH|epVTi+d+Es(FlHqdXawa!<CjU>?qkEzuBeyF1X19dA%ouu~K3_sPJvqksx
zXQo!Duu;mS#1tgiU7rd)y9W<?Z4Ve~vTQONz)Z06LnLdCHl~~?$i%%(PY(Q)OrY!{
zS5JTG8{~n+dBT&3O2BsyyElEYU6=Ke_jc)`xnW?By)LK+$uOHOhRfj0cU$yx?1pHK
zXlP*>03ug(V-wMCc?sdebsruIQCgnTQF&Tw1$(HESv!RR4u#X;)4+v!?**k8!Emc$
zLyJrJG9)R<Y&fSl2OsjP27S2h@o6|?F`2;&NzV++90Y{35zsCewvj~HQ#k#F4p}%2
z(~8=K2H5h=Z(?J`G<2`i>>hc{Z&F$YxpVXc^#%~>lMaHU95ZN-2we~b>Mar6ay4n;
z(6FS$^RZj71S~zY$mE#0SQbH&((CAhKnsL%-Dl4=lmtHarY0Ymd^vjHh7-bbrTDQ}
zz7RYyzn1>UN8NVJ=VSu}7wM?6&$_HCLW&7NmD-Xi&Dgrz3wzSKaax%W&^>l;z0<O1
zQY*ertyUCm*F*D#(f08*fFjpEd+lm1#ZVM8qZFdn(FDYLbN$LNqAZJ=xj|m01VHHy
zkgV$Bo$@LWt<8jMta>w!09T)RGLEO0ki<IYFGh=-Ez1ljg*$8mSL^YM*t9722H>;}
zUK-AyBAa_G<2V=|?Vk;biHY%fdInm5h-X!|lfF!HOqA}jKxGP%X;w9)b5$ZREEsH0
z2-(9_6*FpWQlHHG6iX~`Do!dF&T~l?q=1@xXsP>bG64ohYJY}Q5y`Y#H2ez#RU6gc
zpNv&ccH@Hy5wrj9eQ#sT3FUQ~>%?loJY<L~N3d;54vF}Irio?K$QZg&N$)d<o`656
zKHYG5F#SBGMYHLNeNIST!OsY@!**n~Ba!t5RQ+vd>%+-E@RkX=Q(YMZXLVN-Ug%TS
z(;e=eF-0paFJ%ABuJ;RjnIC=nKnzwf$XMGu^gu)T2mdnhWyU3J!0WzI9Px3T7Cqbu
zUGgl}13DC||F+L(^1)~RnCJns{0C014$|hVM}9xG<j3L=g;a#OQ?B-kAaw+p^|iZH
z*YBWT#70$4|BFA~i4A;iF9EvoXOIGFh8jD?89kJG$?4g=fs&Js-nU;8zP?o^E3`89
zTvACYj<~}r9iov^X`@NBx8;y&t0Rq`Tor5?JvHK~xjW|d3fu}#(NCEakryXxk&)Uk
z|1QEe%<8ip;rvwgNKRRKj<$D9<?|wyBjRXw{@eRhI?n*Z%1Gyb0F;^fnJfGP5yj#5
zkgdwUepq##4Z%Qba#%ct+P*0{q4LC<%VyvMbNxTmO|b@x*G)y}Ki#D3U#9+Hb8GwV
z2SgcfU1ba-dZ4)AU1@|+W5hg%?N|lEt6+iDX@73KbAyK4^%EIyYVQY{hexj}KfBF0
zZ%IX$n(y@2`A;h)%CYeTOTcS-5=m7c*hX)V5-(Y^lWC`xbig%NLM|uL`C5ym3>UjB
z^wX<%4G(=3A#wZJt8U6dF$su5>o@Jo(5(D;zx^LS6h4MNxj8<vbT&f0N!obWb}{&6
z46iB|Z50tRP^O@Jf|S0phMqMq(p4^(c`w?*`s->Q@Zwku6m?#Kw3+NlePWjg?1XDA
z6%r{iR#z8YhJ~4Kk{ems_lQ5)4SStNDfmrlRSh^evD5(AnRTYi!ZnQ|U=L5R)%Xw8
zs>(||XgN}U`#@+9ht87G`&rypmgZDCAX~zm>^C(A{=@GJbYrObrM9$$&5X>4pvpQz
z*Z6B)^Wu?1oxx||(yTv3X=RS-Q|8<c$BG1z68AfQX5HS0yrimd==^6cP;@(u3LkN&
zF&H+PrN)TO*0|s$7YKQ{?}=S4!Ut{@C+0$m_KK#OttNPJdj5{^VKyy1P)er|dA32W
z<HI4RoX^#R+84AnLixB4cGn!FvZoi;xv8|gfGUqfOHnZ=*?(uKpjA?p<!|Z0!{K}S
zM()IL4&P1RIUPN?Q(dAjNeQ2OHUIXUIgM)~BkIIDZel(&?Elxh|LN><;(chn_GYxl
z<)IW3(%w@q{{Z+2LX?GlF@tGkes`p9lH5^PR`j35^%Sn`WR?qYfrHyB^Ya4{uCdS+
zUm9Q()21@Ix8Y49W~j`+`#!jw@zlrT8d{nvu$;I9)RD?QoyxXWh*I$b2zsJyMUf)R
zbc|?6zs!n;12m%R^A6li3a!8;+_37ZS&E_~MVWPEyQ7?}X4qzs6?TKnHIZ0atlHH~
z4<c}YKeBHjrrGh+^#ulUHczqzpZ|8Q&?REhW61$W`6v*|_nH`v|1#Lee<FdT{tydx
zkO&x`dsOJ|<@U_MWcW5wjRp4Y$29k_wJ@makDzrP1CH6J)sYx~H11oVtM%UKljcJk
z;i9Waav601iLJ^3SH}4H09tW+6<ay-*>g7TP(64mK)#Z?U5;d~5tH7VEdLZPodZyG
z<7*gi`aphl0pz&E@AEbb$bSxxb-4Lnb-R9m8z@^OIhD}Y0yG;3fzs+tC!G;K2^u#O
z1(10%rzfpO^LoxwH(i>Qx*9f5Hyb=gB;%DZkRH{RnX~`!DV`(|UfeUjVUa=g2neT1
zCj7v7zMUt6h+SvK+RIg{#0mpf7NS*t32c<I330-UW^mbJI-hG;GT!ezxSMK~otdLQ
zL;T;OTL#;o8{_~WrJJrLGCH3d3gFp%nF2vg->>|b1x@>POx|OV49B_14Jn^7zN=Ki
z?`^Ax?u;|g^4dQH>by^{C$gra|M0SAg6}<F|02S{Cb`$%CoF&U4ujWXd2U4DT^Pyx
z$q}6*(f%{<dEQM&V={qFW)*z<BH>Lfm;oyv*;Rpz1<r#V16xr72|E3Rakwq$czt^2
zX{(ts!(Vl5rKyq?VXV>FIo)vhYYiXB=+t{zl9;c3xXzjkYx-F>wQEl;hQnctzPVS6
z8#>P!-4l3WSw_DK4f4-zI=b>DMY_2j(*iOsbfZ7V{YIE2f)}LGMaHb-=(3DhiK~Jf
z@O$Z5dIk{is8+6iBEl6bKm~7TK?Qwnd44FjVbQ$1x#X|_VwA>26<j&;05m?J64sg8
zK3YcNe<%}G!nZ=x2@?%hPMOigC=FNs8ot+vb&e2b3s81K6~D?CAq|5^`b(xnDpGX3
zrSCUN<Eaz_yKO5Kx{KwW+?k9Yva#oy{x}zoRzj)5omajXxZ^v*`pFJXQRBj)pt-d;
zYBUZFP#*8Y+GOz=Wi9Wa?G$MRox}r@{lYW?vFk;$Yt=FG9H;y1@+K?;gY~KTXW-^F
zLN_(a)Yes)U_qAfJ)S~37<;vECHD7j<^JDfk|XuL<>s8%Yb!E92U)aAdW?-2yVKM2
z55BuzQH|4rni}}h_i7%d%CLmCH}4*XnxJ}ID}M%_<?LwMCE@DyaClzxWj?ECtTl!K
za4ak*;IK<AIZ1~jnWav_r^S?PnrF%F%Zga-m^V~F;o)AR{RF6ot?I$&B(N?!F5i0F
z0-<D(dFgAA?wzzM?tW+|Xv2I5Y8!6AgWMIIG%i3gkH8Vn5Gxjh!#fkcqivJQNM09q
zN~eG4)?Csf&m9b{)%Y6xn$F!RzjNc*xjAws6#ozzjc(;7cHE;&QOgr{dcoGe@r5c%
z>#x4lB^$~zSM>{~Kw1>ZW(nx0KQv)bYl}^#3tA7m6;N1V#}1$#d4s6@O8eYgnVjmZ
z_pEuBVKJZn5m@~`6lsa@tgfngkB0qBfj!BUtW_E4W#!V+{ZSF~-9wP(;vN26db|Ku
z>i$-y%Nny1B*`D^#}nv*oTeia+L+=2sO`}Br_1R>G}{b7i3ne793r61YL&{{9O+BX
z98hJiJ*1`-NlmOo!B+jayq^maVa6*#jQNWyqx!ms><|WKzyq8>>W+i!u^$8MTx4U}
zCY|4D<Rb20?7{zLk6L!av?XX$zaXrF_vr4&QfwwKJR&lmpUaWLukG_RcOv3m{Chsl
zlB}1Ka;sT@z{PM~o8KMUcVmm24Z*LUgzeBT*^FJT#mRhaM(N&0e?PhHa|H4(_38W{
z%C>VWIyD0cAJo_=`+C<G8e*DYywQ`pu{Mz1m`kJZLwW?0Aq)o+PK3(igg#r7Xq#~F
zlG)!ts_qKf=r5<8L(A9~N2AfMOj2EgK`GCToEpokn=W?R5M?W;-PYAenCm(8mPTCI
z>OoGO2GmYSG9o1W$nzl1f5YE7lA>KxB47s7X1pGf#qguxTNkI8-JhlgkUD|(MER7?
z1!pu{80(R4MN}PyNT3bAM@?RSALCtf=i3JxqJ7++{7xI^@;~i&9(%CvDL@Kytx_i4
z{+oCU7$o%DaZaLYtHXy*e1|bSkG=1YMA7M56kb$DRLe7;0(0H?v+A&Had<Pmpe0Ak
z9Ct*8X!TSsX+n4>KwqM@veDd18aG!C1WPAvFmmw^TwahzeP}4Sp;sxthvprE=zb(D
zMx+;JmTd@O@=GCqfxt$m(%3lQ(xeLrNQVP9fBXWIbIf&>88T<@(B2lz6bB3;H9O=&
z%1SXEVaGic#G26wyIf4k53(>;Q|X>bpS@!*y1w-5GnMN6Od_=aQe;f?=5>-P6cJ{-
zqjiJ<o7!H-Ga(p6&~22v4gQP@?rto8{~`9AuexaPWNVH_Zh>7tW`J4-j-8_XSb(?&
zf~qAHmjJiLY><$-@9trjpdzDA=S11TvcwucO%b1RIn6SX*De0a9kypm@{obiIo_F$
z=joPQ4ik7t(RVv1s!O&+m7zRf@AP|bu1T)ofiNt^fVu$4^l(AZOuhhecBO_!tm2hI
z>FB!pSnoJuE|{l@HFkgpzBXyvrbl!#QdAczv^`Zty&a7WSlnHP?weB^B)G6VK36~Y
zUGRnoQM1`ZL+^Mi9u@|m5Uhw25x65LuapDVZ#O}*zwhW7R}1V5AK6m2%mfJ&!#GG=
zbN;|lgafIy+(V&Jv_z&U7byO$O_q~x6XbT6#TxOlGq^QDhmvz;gRyBSZVbb>5BRp@
ztm_%M*JI=C=&7B{#C8ZLe+e$Ufjx$6E!6~cRy9IdrfB8YusfkwHQXp@GVcd^EU8Ec
zMK6<*7$0TcbkTdteZY0XQ>!l!kk=RZ2+JMA3aWFzq|r9Yo*TMv7Wpv7>&BoiA5rzp
zNO0zwW}o1`hVdvO9Day4Wjy|k?`3~Xdy*v5A_D&bq6DQ@4F^lk5G&wbymQ3NyXu$3
zo>$>U%dSH$uO9;FO*#%RWSjx7VNOs5n{(hGjMo}D?_8u%Q;dRt)?qs?U!l*52r;Iu
zNVE|+B6zWqKUVX{DV1cKY%<WB{$p?b4WFo5{z$^UJ&-9h(+)C&0T`duKh4uK{>TnP
z!C&J=3WR3_wCg2Ts(}-k(Esyoc`@7>k6`iM8kh!j@&DEr&4ui_P4=`5UdpcvgZF$=
zdd*r5gHFW0{^n<t=hX}QgHm@x<?*cWp>Vb(zlO!N5VTy#Ng~0CqEodKt3+YQfpY|e
z+=@xYuZ$K+RTkCGSh<iHjw(9Uv4_c3Aa;TuAf}1$;Mq6%S+r=<QmiSc1U}ik=fsiY
zOXNTx=2DM?k*Hy6Lj#^b8q9cl&>2Uexx-J>n)m!zvy4_(-dt%V^WuMm|M2d6yJn8~
z{l}*SUGMD$?37W_5Ybqw;md!imc9Hi1q3&P_^ySC=cgZshIoN0mEwpDIm5pV{RNhG
zBX>nUH;#PR(Z{mm+Gm#)k{!9(lje-R1>7A|$<qx|7SRuB@QxS7zjwl3hVPWrlmdGJ
z%8`h9d#MiI%!OQ(+UtmhxdJI5N=B9f%ovRH34>Q&X+%I>E6)?SFtOZAoJkZiR1xLc
zy=3qx1`3J&%3gc(JckUKs>#7mk_(&Lt&$x_Tr-v6Uny2IbO;pm3dl{VtlaLSM3bDi
zi+VD`)g%hoAQ%I_NT8sl8sE`(gA^EQ#Ju#lsPHjPDE6Dw3Qz1TWbc(pDHdELZKzJs
zTL=`Ct>8Sv^zPhDz`kYMC|&|L_xk-hO{;1Lc$?i96p=_dk)l27+XtFB<osxrc@Y=;
zb!4A{MzqRj*}sq$YQ*V=#bi8>>rhB@Lu4klm#Gv;8$qOjth(Z~$A*f7*p|S^Dg`Hq
zipIAy?Jx5(T&Fo6KYxkPaf;)0`f&LQiQlzh8@RkJQ6a+WRSYPXD*MDn3h!sxR6M#t
zN<k9OAi)DPY>%YTKGLtBmX?gCCDU*~OG-_kROPajz!U38{ysrYAP*x<As6sIr=l8$
z(Kb0wP>=eQpXr!wX1Zkdt}nF@h#Mc1a+1b-M0|B9{InD>d>QKMJ8r`+9#(+1e%6k8
z&EOLZ#qT@N_T^wDiO@}4(X>|l{Ky@I)^CFlaiN#uP9ZRR*mUusdqdBQY=%Kfd+BUq
zC&|Um82OytC{*R|`A@LLi0safSJDAMJf9wDtJM=m87#`Rr{3x)LKDV3v1ZFp)GBJ_
zudkP_wHLT?0nrnzutrs^S2{1(DYJCf8Ag>`)e-YMijd-z!4Kf+L1Y<pq{~2s7CT$q
zhu-?qNXvowi>l7~+N@zTwY^u0A^Un5K6sQDG$55LLt)4)lAOu;sXRQ&OPZ%E8`r&5
z4inQ{3bwl>BqJxWOP-Ag`KcTgUeBWytV&SyUVDV8Ns#%A+Bw&Sj-{DolLO8GBEIVT
zC}yoRI=2`GSy2z0=95XnV6V`Z=X~PTFawAffFMG{D42oZbSBk`hAMwTU`}}<OJ{o&
zx$GXI_9Yddz+4T`G*l0D89Q!&7@N_9cgV*?bhgRMLtt*(sUI5kPI>6K24_KT2ZM?}
ztzwWO&ExW8!|VmB2dV!esdo;)QrB<;Yxp8gGtLRlE)$*>h)rh){!<=v{OVR%nK`}o
zMw7u>`V!@;<AZ)ZK8;}tT3InCC{&BVP4XP_pNAd@%UFG7`=;rbfg{QT>`??HmBcmx
zkJ2sX=EoL`(wyph`+7ESxaS9kVX4D|$qm<C#ktxw$a&JN37nfAx)VS7f<@-01)Sg;
z?<-<di8qmRYg~#ij;5RUi0I_3(vQ1;NqF7pSWHMfqv_O7bfFcSgIh*(#v~b_#XD9S
zFHA#M@H=^6eU;`=p%&o+*$_4qFT6_Y#}TzRq_uxeu&@~7EF8;+f_@;r=-o_^5c*e{
z;%IfQZ;VUG>h>qP_rTmW1IjLg@Sz?)06p5_!$px`{4&wVvsJ}?-cDzk(Q9>Q!#TAt
zV9owkrZ!U#_iLEeJFq_{3EM<9%7sdpP_c9McTU%p5MyS4OYm8A_qGe4Q?-vXl<R>!
zg-kP>k#L8o$4+{R7{tzg=ChFr+Fq^vSn&ofGlIOtYPTJvKTd|R*R&IpOjE>>q;W`Z
z6%fUZx=#vjZx+WrU`h#jMUxcT=8+HVjjuPZNgeR|yU4r|;RQ@qEY?E!%E;rlMJt>M
z?WXl=_Y9@P0bWY)pE6F|e<KE2BpVX;OrF6SAUznk3xOau&NQwJKDZK%A18w^Do9%9
zn%9O7QHuk$`|*b*CnrQw%k?U5s^v?VaX$E2XIGT=nfB64Ugh&yC1^s8;3ees+JG_t
zFE15opMM}QejoOlnDeB3$dN5#&Q1LO{%+{II-AuVMzuRl3g%mh7?z)eV6+nW&6;qO
ztuEw_dX{oe=4+D1SmR{fgAOGWHuVM!*$VG?GuEHh_a%1v_qF{QyetxEFHTLs$jI2=
zldK7p(>E*z8wn3LfI5(A`XH7Xf{IT%uSFD0Q}v<omn)|%0wOq?MM)?R8)n@)OjYd8
zmrD`<oQ6>a6&#{ME`m@sq~`rwrqdkB&~A4Sp%+VOE96ung`IKfMo1pB=CdLIKouG8
z6b9|z3E-xrN<9VfF+e|&+XQ$D5u9MkTT1st@3Y%=D3d9MLdLva?1v2ADj33fHEn28
zm93zn8bR}=cwM0UvL@{UW+b4)k=2f0cCOW?90JbOh55gXnD{K%QPdUuKbXj-8N}P|
zo+x=XDbP2eL?g0ZWDzM(t6p;4l>^z%t+o26iiTGzu4ZcgQ8u0S+9B?()5s+WzBRrq
zC}}2hE=b*RJB_f9$llfG4GkZHb{%Q-t*-SP{9aJ^u&YG#{;g^^BlHRsximI}UsMQ?
zne8bR|Ajv*!#VFzl!{C{I|Bve6vy+Z5YvJKkTg`fZa&kJ%75%>;Z|IVuBvOy+Jsmn
zL250=dyrk)5Yj}e&i6;mb)I_^mdZtxlsCKi9%o&%Lx945?k|7Di+VEkt^7v$S5~w|
zH2vAVuzNCGj>(fvA)r$Qf@DZ8Q?IL(uvA|b0I7ml3A=;y5cX-0MQ}wdjd1CzPzy}3
zUbhXxvt755u-77A1;R2WKC#qi00;ng``#9b+xoY&`%}P)8`l4?W3rOA4zCH;1>l37
zxxpsr)F}|@)npI%H`dP>%1w?pOSK*dt&=A7MWfB5c)}amk)4o6$^dsz??u43-tknR
zmRQE6RXM`Bqo1n`qrZ5fwzXkJlCWl+`fk{J(|gakw`J<)WU?a26j%Z7!w%om4W!Wn
zymUR-VOpH>g4B0L>d1A5<^IQ(QO9-#(EHJMt1UXf{RIj@IY}^n1@q3@$IgWkK=;o9
zo{Dz?-(nM06TZ&QMOhDSAto`#3$QbmIrq0Q!4}KxK2NDiv2+q4aqqrSy*L=QJ(F@m
zCJj28Q1>6x4U!!nS(N!fH{}jB{yd{lkEu3$Q$i8v6lgb9|AyW?Stpncs5@csLwyK^
zjRQ_%p*pX@O-sW4p>mQu>(~g_T*g$N=fB=VO{kS2wdX~J3_y-bNKaPeB9gcjQ(~?r
z=u60~7tQ$7?^HrQZrM&q%OxB>JbyRt@9DNKl2;rP4hc!P+kwH#c&g}E1?EjOqZDX&
za-}O+#yILoB9`6)ixL1SzLZILgoE)50$bhNGjpUUD(izJ!h_y*q4n=sj`WbQ8vFke
z(fY!jXgDM^!O~6@!p+8Ux(YPc#c|-Bjc2&QM>3X(%<<WcCQM+0cGU-EI`$)mkSfg_
zj@yRmPll{D<xzlA>DY4M!dn1*61&iz&ia-QWqehO0BzG<7I<z+d$kg0*XH}HhYaOp
zR?wp&>NI~$$TZT-2xcALI(D-x06##$ziYpNblnoFMSmt}qlrgY`%GFDxQGVZDD@8R
zL;`xiPBInu+_#Fqa|60;CzxeXGxK8)u5D;~!RUK2-}8;1al^Ou68pHtLp}*5Q}du+
z^!|SR+}1VYq4YoO^_bAAS!w`tqZR?olXT1zZ=v6c73U}(J}~s0<hORw@jbxlVg`{x
z4!qU?f&D~vcN*v2cxTONLpdCNY<NR@K;2Ahq_Q;Z5Jz10kY`9CnyK1JyNNT?uSzT1
zl(0IRmVPm(e2e5j9Rl$fBbrT|Pc8Ji_j{#FV*f-tBPyHwvlk|ifY8;4R*7t~nF9mt
zGM3&(ZkE4&JkWS|k)WaSn~4>-=Y5y}#mx7^iv{BT()}+|2RaI98f&CKg)T>`!R^PY
z;z({t2j7NB8+|1Usqp;e(ddMr8zV#sy;Kz}IZQfO5;OPKLMlo%O|(;O6iBN-(*O@|
z6kUhPM=~_I^M%)8HP!5x<>ccXw6s5(OpuBbK2?I_^zZ{dgL1QHrMhl+-pgQ6W>YQ_
z45Sbq1%mggY5Sdl7dYIq`<dK%?vMBt3D&^MitOTg<EhyiASU|jLG|8}0^v|;%H3}~
z-@WN_9yO7sjMm(8=abc&4@)MS&9=(T?MAzxMj#3sN7U$=nv0V2!QmP;jYn1n!P6+7
zliB4qy#Hon!HV8uWwfIC7+Q!r#_d4$ARSgWGV02SQ8V`nIRyeupA(%n;)ghS&M2TI
zJ-|yj&~X2YY7@-)M*k+s5phj8Q$ePl@Gvw_t!jqIh`3x9D!Cd`6HI4t<S;we4Z8*U
zE6(>1^;@AES-sPBO{J1kvW#BHreyQ6!eDlNA=%7?WAAV&u5gGI`N@)rdDl?DhXU`K
z2Bg%JOSigL^-h1VHJD{*>-kR*p!3*Ej=-klEx0O(;K*=sjM(2fx93!)A|;ANAm=yQ
zO8rgXlqt+{0$yp70Im&4;CGdn7!v*|mJ6ACW~IjFcK3&L39cFdZty;N<=X@<{HSQ@
z<ZUG5mpr?>VrZ>}7L0m_yKyRo28dW8N$qQQwG^hkQJ}f<a~8O~a<6&ZH<`CiON~0A
zlhAL8pn%PpEjm!s=8odT!a<hK8o9LsSU&jI#J+f{XSb+Y%zp=&zkjR8-QW5P3iXag
zjIenHQ$;x}r@-UNV-KJpJde{>%~Q~03-U0=J_*Zvh_>TmwU5UtwJB>Nw?*1r3kAI%
z3(^0KyL7PR*%nC!iN$+BXB}et`jq%_YuaLPNrlac0H!YQMMxjht44BjyLOK|gp>LV
z-4xV+?>B$~ED(oQxa{slb>_n2iF-VdmHo9PNZ&wzrwE%O(c$cxaavUoHiFXsVeqCZ
zkeNW#NJCa{9D_bJ&R*-3E3oX+xebe`%M=MsdV1aaQ-vh26&FAzdjO&B{d&f`7=n2`
zc$CdPqOxToWaJ>8<H8`z%oRoDlEBOC+BmnrP6(lYf1w|7EWfv%RnvGY*aJ-Ak8Ij0
zW}rq2@OM>~W~Iuj((5tcxnz=R^!ei2^<-GR$9^KbeWUW=@+u-d{Eb1^VPr$1g(AiE
z1ICbmV22M^o#0|VE}fcsKHeuFPb(uJ!4x=YiY(NaO*&FyJkHarM=u$()L{fWqIkob
zBg)_omJPmvycwmt=nPMttLw=YB)nOnAJchCsOFx2qh=E)v-+H6I_sZ_)0YqM4F6j~
zC%{wmFFkPxqtx1~oJ^YxDV3M|>pSrj565I}FbRKJXIEVY2?kK^CUL;vCg;Tw!LpKH
zXl}@!nBf)Umc~+TA}N&}YN7-1xGKyY<^&H%2zeUfs70JI-7U%uCW-Zjmsv-H-v;e5
zctCA6uMNtLnSA4Z&;;f7nrH{7)1|?l@({CItNSYz&jB2f6zJ;d0O9|VW1!ak0>y9@
zFuY>;f=VjGD)LPaY1pAW3$KvmfT+Sh5uNcd5mPfG`-S`R4r866AKXrq9KLb13d1}6
zbHs$WBSk-5EGB=G`q^EW_cFDfY#5)E1!6$rBncX-)-mNA5;VYK^uhJUBOvd>(?R55
zvf#lG0i)#50jN2?M75qg?XFg>+8XV<8h}Zw6~1dFC1Sl{vUz0JZ61Nx9D}hV{pgyk
zK1T&~*YgVmz7|a;C}b0!y#`LSGA;bg`r`K;FgPbx!nYzLYk2#NxwVnWSC8tJ0L0|e
zq*GOFP&M;DYHG&icHTTnCMR6=R{F7c*453~^@5ZJ?!q9f`|-dZ2fYtFKi=aFWm(u4
zE}%9ZINQ*J09y<Xeag4$WjV<MG*j72_lY-NG}KrVv<LI>Q$BNgYUNG*j^d~OniBMV
zA5P_~1~BgN<W*tE8893<h?6{N7m-TjL(~{w{E-8d6I-Te4->-c^U48kWhBxUeqtX^
z+=P%_#SygfhOme-U%R$Kv|q2z9uVl2y043z<zB61Q+)m96IHGsK0l8l9u{2dg7!;N
zQMMq}tlrwkwtv$vP+v%!j3QmdS{+o;FnUUOne<vx?tOsJH<UMMe?uLo>N8#oadZ7R
zT?s%yFSRTa%r##<q)tS3{}p!-;cAo7?r85)UD`wfWL+>KxlUAVw%XTg3J-W`GI(sS
zAbJD*yzC|XeyD|S{6%I?xy+>uMh<@3qo=10$f@saT7ZDYy|FyOrvDR!Oro<8y<!`#
zA7PztWC|{{3HZtc3I=!HC}OuH_@Y6(yyY55Wfzrs++Ok4`7uh&pLlF=JUV6g@;`S?
z)PJ(*=S%ey&!z*UGM_N<Z6y?pd7wqPw11B^URIQqn?1ncWn<<MNRz?Nf5VN3BClBE
zAK6Fz6f=>MX|7V8(2pgg-Zub_(<W_?)phJuKWyZ-zV-SC6KK#@JXE1X3hwV7H5Q?$
zY&Ddi#d^^#bnD2;!T=X(10mpjh*Sv2p)vcDtR=jduYuB(3I2!a1u7G@!YK`}CAa+p
z4G<33HwUH)+<;ROJW!d0xs#;O&LL2iY2+E#Nz_{Anv4K{+gkn4F7M$oWqB$&hlvV}
z;7?I61%`RSE-%1}+m*Im!4!@d8BBx7V8-sjF)26Z-ZxD{W^BUAy&U-QY{Z%$r{;(%
z279)W?(FPSF#j1k%K#Zm%P45Vy%x~rY{?pv!lYk=*IT4`Z;^*yRzQAjjHi{ML4!;t
zdk4)(B>6SUO{WPEbBXgXk|%zj(8~uq3*lvc{SFgLIRe_iNd{P1FXtyVHojhXXe}YL
z1=L2|NZJyaHmii7UcU<`xntg4jTrVoTl7qn%ZkZP-vBZNbOym>h*ZRsv)j=|N+#9)
zBb~QJSbo0_wF56nRILba*yiR^QmWQZ>9(OD?HQcB&mjPn)F5XOoM}bE;#YFZ6USHC
z%mg<>-rvvK!}sFhRmQjJTkql?wWDV2dKG86((Lo7hgiyoN``H_532Ghq)N_$fm{D&
zB-ece_LX~-5OzZG0~5>QdAhtAGlqH%b{2CsrLyk<$F63(A~sx~wZOi*IS)#12_62*
zCyy+|nd3ifH{+KT01NvMa6lAhq_4l$uh_iFlbcd8pM_xmlc^bJ0jirn)htJETGo+V
zSVTuHUM=1KYovX2zXdPj2UOmbGc6W%UCfDRtsuJ6E7)9%SJuyYCRWL4IpgZE1g_pS
zKPwc^4R>0WrqGhl53s6=a`af`Fq<T{Fp_eb{B&yJLM5TLV@32%N4#Wh;U>qFoINv;
z?iRl(2JB`GSOp^5mfgdZ`RYUX;hz|1E^cDax4y_m>YU|(j$eT7G)GvQKhIP$4QQ;f
zabh!ZNVI_vGBb(zSm7x%euO<<&G7(U<=;Z$L>6{cf_R`*!n${tzh9IqU8H$Q1{`ou
zm}Spz!l;<6Vs~RrRPs-7j&<@?Es!{oo#G>0>|Bq&v>;5?YjMYPfeb5@=V~+P3W^CI
z)4WdgYze1}hhHu0QGQ}E;_m~m`Vkd+H1@|?QiYzhEeqk&B&U-`SC3m+>qU9TGiD&a
zKmVx*L}A!{07mQOp;OS3jpCYxUcP3w4r_CETM|nq;|1o$;}?)pq7%3sPS0_P?wS5H
z>gx;L6g_EPYYLpvWBSEZI`H|lC6M!nO|6n_4@|<1T#TnldB{mKgym8S+hoi%!I9Xi
z=>Jr2WrAoFHx<1}u5*3dvzG8Xv)(`5iIj;c$dg6ZmX&!_bNWE$RZEw~sqSS2Ef?wo
zrRXvDJPhFOeFBu^VU^sF=l;fLa}D0SgPP!Yq%DH!T&2kOB#ESS<bsA^*FS60O?|r)
z21I|!NEoLKxZ+6iHn30|J7U{mfmgg2XBGQlBdZw;h0a{U7v3_V7c+NOJr){%*9*@J
zk!P@OTGp9<?kVzCMK{|e%le*Bp-+(e2A-zegT^2Vulm46VJZ@*t3O*9WcikSnNIR)
z#C`~Ev&;h^I088;qyl~;yNPQpXSLGT2g(Nk<QN-QcUdo%BkU*cP?G~n)a#GMNW9>z
z;fVptd+tV_;O2xwZrqf2gdO{P$cEfbC8A$}f#T=n1?oGuiE#hEHr0Z&>9u$9C5PAV
zSsX3Q+~ynqtaVq74r=Sy(VQSUQ#UvvZ~`1Tl?M+iDO4)SsJMDmBUhfMxkq2L$3odG
z*lN#drDivVZ*O1ylIy|(wCjm*Whl_E+6_fQfExqrNFvuRGW1r6NNQRXj}aaRdI}X^
z^B*pEJq8c?x2W~>mvqf{%=2>km!CWsVi^)1BG?Ln6b~rYFEjQmX-K&a+#{|B+#S`A
zDgd*OqA*exgQwJ`#oAl%T2QhUG@lkbu^`7BylefG1cC~uT=mwGnpC(DZN?LmGCs0e
zo9|69P-rxSqz<0r`l(0&;_O04h!twrXT5tI{uj_>)N_+2OF=!ZDXS^0YR1*mNIO>3
zwzQ<0A#r-xMn4)m&p%McX#{!LuS4BHh+7F6ac#TIk>Z<yBDr4{Pf~PZ<iwY3ddW3Z
zyu*e46IRmFv>scXCQ;q(!~4Od8sb5_SF(f#JXyR@ico_^VYmB~V;I-=j;|Q|gH<(f
z(Mrj1t>flOV<SI?OFh1FfhG+)U&qI+`twfX<H&^r%A<*TGy=Cy<D%awkGsr-z>LZ6
z1;MLHGFjWp1V9;7(y}sPG63{@;VCD!m^zARP;AQTiqz_CDDRL|J88R7T@yFQF~HUQ
zJCWL`&Gy#ZpE===Q!XRVL?19Btf%PU5_+#g`<MtTmb*UqDELBGs&z&UAp6bS1+x&j
zP0_Mn>7c>*x)_Txon3m)b*Tmj8B1gX3IU=8Hh;eLX*a%qTV7Rtp;8cMIo{-oupn+x
zx~<s$u)KE3YAcT#)KBs~*Jz~oc8UdU08UM|tfG3Lxx=gXPV|CclKyAw8cz;302ZVN
z>87HatHevqtuO+>928VNh(%y+s0h3keM8J|ND;vUmiJZ^A>$PtlxH7ay@+Iad<!mo
z%9NZp*&YH?wZHfsPG}LrowIhYS^f}?;$(bL(WYZ_PkQlXs-yRo<-0z=3Mhtk6x7U@
zN||=HTkW~H2z2gT#OKWWtLcx}Hj+#zp$!@F-pfyz$wdA>(y=uV+DUAA{p|Mwn0hi;
z6H=b;<r%v-ge4>Qse_zCG}rr-U{$~=Tf*BJ#i%=FfddtPoH^ox))Mt@pP4!M?2yS&
zMw;$S)|e6KAPQM9*9_{aJ^j96ZtaJ$xdU(W&y@qDq@AE4x(DSDNSCM2fXA3~o9Bx~
zq#@7S>}*JC<X>n8YM8@jSiYTEf&<<k1s*327696v^cp%D$^QXXW`>f)im&fbld{A}
z{SIe|+J~=TKzMeuqK?wHsaj=KI`lMn3@wvV_OB!fw`2AI+7+`wkI9@wKC01YMB<1i
zVw0d=wj!e<k@SV*H9{V&&*`46IooVu&*4R*e(I_hIOK!I^5k*4mZ<}H7%K(m$=Y-u
zkCUi0(wdc==bf{#ul%#p;2GP2=?9Nur!tRlD@g!OW@pT~?w3?ACJx>1yXqgVACcwm
zpa^*e3`K2Te}`?{@elKSK;}dY@jUgDQ}`r9!{Drv-^Y9ruRHs38@MbVi-)Sq+L}hB
zR4An?T9$&)-^rxyLzp+ApLe1I!Gp$EW+h<K#!Nd4V~1u%SW%6{*_4C=A_l9fpWO6$
zE9)s4pSx5MZ%8+Gfxkg11Cu3nXoBK;IpxW97U~;Rm<@lH`v(s-3U--2qYmvegeyZ8
zL}G5Rdq{1X(I{W}NX3xjaM$X^SyZfN?p#<fOVW=|rKk0hbNnD#RMAmj3>L4?3CdL@
zxOUJwkBp#os9*2CGB>Q<%M3dR3dYGjZrw&B`v~IabDHQddm=Z*y{A+NMjOC>w)+?9
zYKD{eAY-A(+Wl<zt!Ix46fwt_-rq81#wiGHAimlQ$b+?Qt?v7`@%8K_{37m0?KPKU
zKIn#BQXqiAeWs2sVxV@VCbchKP~cP7RP;3|_f#6GAnNwN`EKx~TY@gtF|zHVlnIIS
zz;Y{okb<II^Af>CcbYnCrsPF1lm44*=>Eomobtu6O3g0%LkD|9M|VzpH2P1L%)9v}
zTqnz)Ci&wPh13dY@f1Jvuu|0gu^%4K>qJrP+-;o{Ohm#_SoW_`><Uf{lRFh8SBN2U
z#l+ls)qzmvp>$6=F())V>N#1_J8N3h=-U#2dC4xhE4+ClYH;~1{IxBnhidCeqB6rM
z*Fslkl3)6CTut|XR>-BC_%(jka{V}IudX&(vLB<@+|p3yps{*%xbU))iWkTmMk3XE
zmolfuDULHNm5lkzFZz^^>NGr{=>8ID*j*V??P6-Kb0{x3_il&GFFBNFe>cgqmZ0nl
zdo?#(34W+l7neOX=a$k!cd2K`k~5BzPHo4{qZ4SGc)#qEKyo|p-2Z}#?07A;kY$UB
zl@=GU=C?SCdkVT5VO*q5uBdmll@c5`6|`%fWUd?$3FYV7)0hZTmbE}n;ZMlQ^6G2^
zBqg=et?6F-%oc~Bct~5aS-GtS>Oc6?KC()e4c35mbNPDkK`B=L;(>3w@F8dy(7x*N
z1Q<19?n4R4<MoofR!^@Y4s+}is@Ildg4~V2xBGF2z)?+5AY*!vhu~>P9z&xYuro+w
zWtTF3Z3h7mv)YP;m7Ow>9t+ljfZ*L_DJP5+XFW${7sE3UIV_QKU!-)1JSMd+-zh)c
zBc~^YXj4G0Ll^gNTN2s**HFPK$qc>^!&wzyl5$6kMUJ=(*FA=4mW&Ez9X=;N7xVDR
ztw<J)Ux?6yZ<emF2o407re2EPs2@l~aIRl}vn?4~R0H{Dq@)uaZvQbva8S`rUG*xR
zgfous>8POSvMcWQX6%~_)^0jolfD1Y8<45=exJSE$~;(W(e#R=5A8`5K0CA4Q`<(%
z{$Q-TGOO?-Lixy*(R1^@apanQ!*%-^={^BPByR}4N}J9Adj_J-*A@x`F9Co~=M@j$
zvjFw!wI?U%jDn^(nDbAJN3io4&+~0EXz!F)?FQ8!a=bTc{`S$OH30FPq6_7wE)t;=
zUR{mXHsF;4?@iw5>KY%fCGam?bCPCmY|GVS4=xAsp9X2sXeAnPgRJGf^-QP&9;d5r
zY8v@sqS{J=%L8Cxutql2&^Rbw@awUFlN%jfjU+0guv&?3@yNRk1RTFVC^Kt@+6|3&
zXO0-?+tlJ8GLPhlp)f#u#|S3*T(Iea))L9LtqiQf`XPS~r@sCej82lF8XdDQ<61J#
zG(Rf0|5em7lPQ^^pLj<nr-(Ag>QFeTgOGWN^veVCInCocjuLf^;R%qW1{-GH)ARZ2
zPj%A;TNw$&vkJOZBqiF!zN_LjZvZFeXQylC{G$I^Ubwzl_DK=%-}#0jw$eDlU*=d3
zwD>_W+1Mn=`)^w~dqAow4svTvVkezBfTFR!{a4629}_V1yvw7=9h+}JF`T*r%iy;N
zW;3{s!pBFG;>T=xJ9h4k=k?R}f<Bgfofs}{ItGsx?Z5cg!W)5^PCUsR8|+EB@;y)x
z!uf+?+yI@PJNGq1H}ODG8*ngZ9X+Ra(V)2KdR8w#K@C&JkDkt4DyGgeqL}sM1d+hV
zB-l%3&(~s~N!MiQI4=vwaROyi_AGpfdvnA1c{3)>Hn8C(DKd(%YMu&UDSl11=-1Ed
zt;yKek4|YreTOzKIAEYF@Z+BR*p>Qmu=^`+?FzZ;^<hnR11x4_^=ys+6CQ&O{CiD=
zR$y81psn9iC^(tE3N)w2XQs@9R6{@HVSE+dZPUw>&S38Xt`s<*Eu-Iaa25}td8z*6
zPCU4r_~S97!&J!&{h^p-E<Fre1*ls{1Y%IWLJR%CbnoLMr*ef!Xx@}@N<~#dcIU%$
zR_s^?8V1pn!F9|nrhq=Tb7)W~ZS>ziRA1?|jggCw1tEQ&?F)Uhv&)JV4xU5&(at*d
zRnuO{V&))6>bQ$oVZ8Icv#=zpb8wU-d5HFIaJ@{BY1{(vi*MdKy^WYWk$y8mV{Ifh
zip$E}9$BiN^9y=rZc%8Jowvb4yZL^CywEbTjYYZ{UWkxAjeqifNc37c&_*~vK*s$J
z7FE`+Y$gPZH&58A2RD{wciRJ(TYclEsnAX37SMVKtTfDxYDy=7>H_T}z!}D>UGYkf
z-N1UVxfY#9@Kb4K<CUge?<A)%E9kkcsph&FE8zr6?l1|~p&86;t8^O>{Cd$U86Dqn
zisoW{3*#n`4jQ^+;EeX<kj=I*D<=fxjn#q12@wVhJpRYOkJ=h^^GtLExGxB@SP$?L
z+1~a+0%hI(W7)fJ^{$s;+V5kfQn|qt%c)HrzPMZuBiilFMp?~{#{dO1*mC%#Nmdqf
zo-4L&t_tk9R@%z@_s~dY!qmZMB|LH0_>o>RQcqAAu*i$vhcHu+=1qY?nEZRPo%s--
zVOluCmBWRRF)4v}{Y1?J>M5w6c(8hYKd2V2tYqkLY5qdRh+mPG@so2iZS#uTI?Xz+
zYjGqG=?z>={1)d0b1s7|DJ<O_Pjyn7&x)HQiPJevHSkIzX79kR+Pswg*Z^LlUyr_1
z;F`S_x&8rc_9$^k0`b%xfex@?AFk$rDHKbZv|<?HbH>98PUTQkq7t`{?<YJ~*>(0q
z;sz2mPWX!N%V|Ma?s(+2Znpg}R_OKvTE)I2=pihof6I{0*g@)q#x)^?y~Y^Ru4S9@
zIB;Pw{!=a9)IKZSq2nJ2g*hDVf|8lOek5N8UkgnW#jyej;+{28Pngxq2&uQ3A5d`o
z?V2HhPYZpKN!<1;LZV$Nz>Q>hD&(3Rs3x;%I7fK`=@BpA1^!s5^I1qC<f~3$|8_Px
zL9)JqGOub57uJrb%AMn`PlP-$_CPr0aKfRTB(&8R{axnbavC_o;X~g?=C}@h6e3-t
zdcoNjS30chpBdp@M%)-KU^aQ!lx0xnp6~2?TA7s{-A;+Q6~Wnb=V*MO6tsJUH1UBG
zUryNpGD?5xWEtk(=R3~Gy~1kMMj3XNfm3&_7x1>t5AH$M3IVrD91QSO$g|VH8KaB1
z?HhonVKpOz3Xq9Zx_>VgU<*z~MLT_uM!jquXdRWwaVONJ|BOTxW%1Bx{Qlhb%04gx
z*}o1}xzH%1rOHP`1U&xS*YJ#f`g(&<T8XjxqlGsXT=0m1>`IRR<ZB!lzn_QC?J0Wj
zG#MVVxofoUUqFS61+5_}1DOh}ZstjNGCw}4h28d6*pIu2dz~E)0F#MvyyNaJ9M~uJ
zCKOS8a{UUR-wN3Xw9F#0AP$Urm&T{TF(L%DZLQ5)5?!{MtgF;3OVnqNA+%X)4%pF?
z&T)afyV#jGy8Ew&%@Jz#iV~p{X>_x#)-N7tB^4&O|BvE4uEe~;;~h;VI4J$eX;!CF
zRy|XZeWY?)1P^o9hQv^#(Kl#=jGjAQ8>$rLn85%nZG~p41f$vUN#8=~5jsyLi|Ga5
zFm``NEi>l86I);#trQ(B;zN)9BilkV10B4z1%Wr^oG+@VsrVk8!REH4gS*)0s29<G
zik8|IMobk*Q3ZSDTMnpa;UT`-PDT0SK8Nkviecqr1Mp?c0j}lXTZiRVL$pa&b+$M7
z1_!}u+iP$}%jxJ;HUP!PH_3krr&dl(!621%)=sBT+1cmipf;G&IWR#3@bn+Ch#a0Z
z)?cFeMiqThQJv8+?DJh0US(X7DbKW80-No@de~fdW`P?_EQmE8ByD*QN1(jp-~huV
z%@5Cf|D>KDscuvV)IqsvUvk2MXPJJY&r&5CXhajr&(M?6u~IlH=~=QwhlidO&<dMP
zh&ae^u-0h8*GOrsAMdl-*h%NS`SBu&=Ft#XW0s|#CByr>)w1XZk941|?d_(1xKxj6
zSW<mTa2QCs4ps*iG~FbHKaiaD^2+dPs41iq#@gpi%?tH3><FLfwQLI6cvsVuynyM6
zp-;m56=a_+RXlH2!b5=F9%jx!m3`q;Q1|iL-ZBKM$~iL}C4d*gDByL=de&5r#tjLc
zvBQ34>1X@8Tk_w>t%D;0Z+N~l#j))3U!GIS#-|wag1iwb%;v-dH+)lXA2wL6R_AzZ
z4>WYU5}StKM%puxZmjm7By3hWUsF+_Rvq=7#1`;QtKpQp=bE+dT;CDPnW>BjnOr@v
z&qKL)nZeiIHY@nBYF=Qz?nFbd-AloVxa^4mZrbtgNNcjG8x=B?T6WGmi@MRlad$JW
zY{k>@LLa?_7GQ}}A+k%3g&yI!A>VcK^fstCilIv?jG{niOSRypme6HPZhXpS#c1_V
zI9B;+7m)7U)Ro-jc?PcrnY3M!8>w^j(SOk3kOJn9%M%qczL?Uf5*L$Skofr7U+u{I
z&NLZmLm#8w)HfckcQ0Be<cS^@nGOkwl^7dm#qtAQM>=J+xqXji%NaFg8n{?CgoSI*
zyF=`cz?K<A(LRqWb;QoPP_u|&9Vo=}^6g&&wuCkxmOmVL+OFM8Clhl~_f(OK3->-1
zmje%(mvOp7hsduRpyIzzy_j2b^)DXUxn6s6vn*loMH8Dsi229G40`tJi@Mg#m(VeL
zk%;>gWnqEL&P(BfJ{#(plx5~0#qofKzp^mCVO&>L5SFH^r}YP1@yg`8i)<La(Wx|D
z4rwQ`>kHFa#o^3?j#m^v6X33*k#-Cge6om7w$J1ekyU$Pwq8>U^rus{?-$dBWh_v_
z5-s*^**XavL)*Gy)wqQ{G;MbmSWC797bj~w8j858+GIh5!b8-(zZX}pVyL%Gs32SV
zf?xix?g@H1x!<w}U8KxxpS(XQm3!JXf8(kyyMJx9*OQ;^VxYu9K`7%7>!FceI;(43
z5l^Pnzgp>-?)qjA)A60g1q??piROZoy?o;k8AAc?;M<Cb%0!3)?c`WRErJObnaK^V
zYF54|?{J13O65Gc>dc&XA@1?r{>%x%8FhZGocb>A<mnGw<qGGIt4T)_y!lBv#ke;p
z+~a-R==bz^*5ob_W_2-2@8nl#M)v5Re?UJC+!*!3*xjr?SdG79!XEj@k4QFss^PBH
z+za>D8K-cI;S#s`2ZmWRTnMruY8PUp=JEXJ<OVRF-|r+E?hlp`lXU3oS2(8i257E*
zG5TN}-_GX>C(t8|Z$pc!nj|FRB=iow|43<o&k|b#&Cbl4P)J{%PhdzxSQYEdde(Xg
z7yl8$cGk7K=pqZR-&_?>TB(HNTQZQfd2dyoupU*FGcQ=w%1khn<1Rm$KcyA3`SKzj
zE=^PFYpp^SBqFrD6>eF6=Q5?%nFxJ&K#STZ^5x=SsOQv)i4Y_|G5Srjq*+s^ZbTBn
zqc?*S1dp<A=lkp8YVZRdJn=$_j2}V>_5LEDg2WOAh7oU0r;81B^z(S8h+@rzh4R8j
zx@`0Ehz!Or$M%DV(~4VYronOhICZX>6D)1UmA`IE?$_4Ay?Zjt_}@(VYMQCCO08|0
z<u;QVz2q<$zr1Q7yQW~;uRTHRH_{}N(VIustHP+DqvSb>f-6K~_t4Xs0Ekx>cQZ)o
zn`eUW5>3Q6`qsxDOYr&<RXAU>I3#C-0HJPsN`MZ=?mzmvk4e)$c&(+!^N<BJ$<cTo
zg30p5+6t%2hus)|mR{S0&*I&|lVvE&&AMZG@lw@A4{e{sq5MZXEvbx#b2p&={x)J_
zLr@pzf9y3*@?y>t|1rMbR~^$si7~g+_nEepQ;@z9r_{$Yyi^?3d?%}^NVhHE(~0}A
z+^@MaEEy~9L^m~7D4e`x;40Qvw6KA^SyES|wX;0l#j_3>A~H<b8>QF4a>S(~LDDp=
z#tty?@mAzNuCRYj^MNE4IJ8s~BQw@h7MYcYJqmqwY>bubyT7bVaX?+#O-DBqZ>|H}
zm1f@2LJ;UwS5e~)vX3VylPzXFs!M-?X+YYw3H1+2eQ4UWa5&rERU@AOAG<po(s(Z;
z5I2Od6&NI2Y}EF5`A%h(;GZv=z(G+<#LXfn0M?~vA=}m9FQYb8mEkgn4a+};1t|yk
z%J2j4lY+1(Er9!9lu53E5n+Ix$VB%Qj!wpv#9l16m&fg&6)qVZ$xF3TJ>C}XHcMr;
zHZkha`RzZrvTVE`k<GPcKD$k)dp7~?wHH~{yJJ8@$<Euvqzy%&MJ`c{rEigp_ZLg6
z==DXQ##@n??qj_0=CFD+<cmSDjZ-Ps;j$)VTGA?Yk*8D2827!zfggBZ2I03?rp4%(
zKef;Rb16nronZt*&p#C{BW;EGea46LN^GvS{zSR8BE!rtw4P(|0CZjWi2HMpmZGmv
zKAFPYmQH^|>@7;l4GWaS=mF*zb4fp?9;#x-_a<fc=Gn_Vt1UEn!ZVPMlr>89-bJ|k
z=Z|=D7>bW&+i?R<hAbTc{mC0MfU3{(sZUk@Ft#D868`7#K*&6;13zWN)+R`z{gZrA
z12`ZhL*Y?iS-eVqW!tgYJf`FyrZ`##HD2dA`)u?EQy<HgranP@Yz~4WcGomR@Hy%i
zj}nqFe0I7W*W;hO0BUNpa42za>huObYzE+5MYb*ZT%;GZ#WDY0$G<UO<S6w+gaH}S
zGc?Pnjzb7!W{T&zM)(39`j4PTMXj<?qysL+#r(-#^8WZ4IDY<0KVe1?bg|T(xHS5q
z;~QLPeDXK|ml$m533rXYyJzSm=o>!YQ?pHaxdemDQ{;@jrhfVFL{fw%^wI8E<#Yyj
zJgmHi1q<QKUD8g5Hwt>N$Nr{C0tTaN=7HS)bUB$oZ<YU_$=J%wuX&tbO&8-TOI#7x
zYzEH5dbd+GpA5W3q6Bft&!ndF+2&s9j%T9{(*cNeA+?DB;s3(`iQFrpZi0h6+=8LW
z#V%5$CC7m~Wn6AF5oJC{AumKD!xt|h&EP)=zL9<}N?tBR0ElAE-?iQ1LrnLUp*rns
zWr5r(&D8SsWeQ&tt#haed(+b)0T}`)pe)Zk<1tMHNa7CxlGe3D1q^<zPQa<>o`)`~
zzr(JC28%ARR|JLLPJd+UB7t!|9NAgD4a2V4kIU7yf-N(qf4u@ggT1%eDpXl=9EC&-
zlffv0Dq&%Pl&&2->*Q7UN>a*?_%S?-P25RVcevxlp^ey&?N5`u85J$Ck@WqVU3)%>
zp1%Y&X$m5c*w$Nd>-Slpn)QfmU4nOCiQ_m)?&mvBE=>g`J_4$xZD%tobu`fak)<BL
z5PbSUv+Kx0Fdd^&%^j;jFM4bQ{32HvoGw2NDWV2gdfZ8pK$US|`(JYv>e{52*}q+j
zLUU&dvz+25Yzp`S!XtA3sQ@)6e{bNf<i;sdiq9DS^0y-InNGxeB$p8uuN7ifdAbG|
zdV5U(E8s`6Pgn;tGDXuq{Z<2m+pm62Cz1H3l#bzFRbMhlw7)7RBGjb_A(x5Fw&<C=
z^FiCx+?d<fh4suu|0o##U}Xr^s;DMdKdBH_$k8^Gg=B|u#5&|ERr8Q|qwg^hS|`pZ
z*5=Mbyth)u#!VX$ULWjnur(?yh)t_^vpA&T6@_%$66*Nmx%+2d!5;cFm(U>4z)a0)
z5r-dqi{2o9EdmuZs!Z>NM5{w%(XcLge$AEiPG0LVBem4(a4u-!ruQPz^*qrzV26ao
z?GedVsBzwU5X93g<}Ul{euMyU-wx#yMNy8hsDXr=k@ar}am_pnbak_KO2DkaVxjF5
zJDB?z524-NJCGJ?R!t>U2!02K1O#h7-(B*>3DR)y<qHW2hM0g%+mD@=__eh_{#ltK
z^EUPOg~8}+<0OX2RyZF#b$Q5W0ehz9Lo<Iya`V9hopAyw*f1zUsJ1*#W_R7V&X3o_
z-7pGK5GvqsG%%q^h8NjO(ILZ)Y5(ZV;1HjWq*FQEJqjHl9lWl&f(GWq$=oQg>?5CR
zQ;-t0E-d7OD*8LE{urgW2F$e^5iC|xAs-DBz=uL$lvKw4{Z+LoZ9#~-bz$q}?Xy4z
z$WiG&%GYegrt{MYrppxWlLk%c2A=Yl^9lsZ$D3GdZMV37g4K{@*$N_%QCC=hTo7;g
zNLRT*0s;G>;w12UI!ssuHm8HS^=sLVO{g0Ns|z~?8uaXxwK3k!-=*9`l@4VW6+cma
z#t4y|SHP~bQDQ=(J^uqK4iF7DD_Hnd9l|iw*Fp;Iz!P)%F#DSk*dizd4vtHh*PmC;
z3BNpSLt>*ZDb590r&!dv-=rsi0VioY*rju72Ls%z3_e&{=MHyln6J@5>&&Li64uDk
z_aXDM&59PWe86lWc0G+nDy4&CE27C<O90KB&urq+*@)Yv^(HiEuSdCCh1lvt5-tnA
z!1Q@dS1QGOhI-sF=%Epn3C)LeE%u4CnJ&{Ac4#Dp?hvkP93KF_v306MrOsgaI0@Bw
zv?JAlpTKxSbs<9tz|sR?v<};rnAr5lxCW-uwQAx!=NusGD4*{SYEBLwl(Nd*j*(gp
z7Yk9zww{04B}SU?iX1FQ#Ym_1)$A7nf9`{>tby@#JEvUTZMpvDT|MC4WF!#ll^?Tj
z78?vpeb1c+wJAUaeRFH%LiZ`CvLdWBQ!3>_QZ@0a!sMXC>(#FBD<upLc8jPp^pp9s
zKy5=;Mh6HtB^$G;&O$hTv)j=rW~16?I>=&&*8wLlFk#%5r^`=M>&EfZBk#?ypJ}sd
zueec9oimuD%=Jm`{e-ilc4}BK>Ra2Z`yNo>Y`@>qT5rb0o@zPIJib`5f}TcDjpzuH
zQ9*lsyxb8n|E)DkXp3Lu|MY&=(gdof+~f?DI^q*d%Y8|u`!9*`Q3(4<S!c7zbSH?#
ziNn-JWZCo|AwyJb$Gc~)q-kK8^|$pHKYw6wt$Z>M-N$*i2gb;(Bt{j0m)tU!js76M
zdr_U8RcPL&tkMKn<7m;K5|`}!l+E@7dQp9kx?PA}opCY7LrdwhS@?&N@BJkJwz5=0
zb0c1C3K;oxd(?@dk!>pRb)uW|+I*d-;nVZ+_ArDGCKQI5!ainoA-{E$Z)&g^>)|M!
zR0?w{*8w81UT=EZ2@^$o!tQ#|Pn#loP_0UaK4ai#P|bmb`r2Mj8)NEEoyuO)#1Ftk
z`ZqsGC9GF}6+dy)VNIk3)-%Qre=ZkI5$=tl5E{dJlWF{4jpz_KE%3><4WZ{}TD&kp
zA<Ju`1!86?G9A`)iyK0mdyA)+x@qhPpc2f2732@(NjVbZIZN;BBK&)vwhu5Zrt~Nt
z%vImC{&WQN5tkq-$^<BDJti@nPk8^o)`lZmBJxb3v1cPVyv*}SzABVGd#jzi!Jy{P
z$EO#;Qnq^3=g*GZCBt#Dq3mXV@l4J`XFCzKO>z`snd7@{zwXKu@iyiL|6A6qE@VBw
zDyJ;(ktafD<X1?K+XEKQiebGOiRQ0yqjyX3N=qhwJI-NAX;?usY$&n}LKEiS<ps62
z`eHB(GbewH6dmwKt9J;!co<?-wJcD_e@fBv3|7+fm$0vTQ9gt8Qz#pC-hTwe`{S9;
ziqET#PxZEurk}8KZ-}KWPek&x3IpOu9tk<hViQ@T9s<clAFaE|QY=#^hRz%@r(jI5
z>dZ$Oa|l{5C71R>u_X?4Ifa>zK56RrqZmX2{)eFvcF=6ab=3<*4;06?no0N9&+q=h
zTiXa+M2xr2Nz-%pTr$|4Jld5>hK@68w}$7aWmjx}i3PtM4$$PxwDDU8+P$WCn*u-i
zd%P(KQ~hd|+ZCyCrD;MB|A}c6gTKf2KXn5*Jamj%T6cr_yG)}PE1!~_wbPw_Y^1sk
za8I*9$;(Csya`O~3d^q{!|y;^8;RcZK;Bd;VAy0hVQa*XUrOFUjRp!Ek&ql0JUcOR
z3nr^{MenL^lYn9*t?RHiCbifYuC*(B`ce>5>T0UonUMrCUX?L59O!yZf?6t1%A)af
zx?cP8O~@3ApQrL(^UZ6`Dpl4xV)cLqhpv>tIhT=5a4`LD+2{Apc-|Vj{Z$Yc&VDm$
zBxw6A(3yS4Ht^1?$x($X0U`V}In2~$!XNy=ga~A&XuX;`Fn})?L1FWnn2k4Y5WE|-
z;ki3S_vH}gL=U28tMom-@r(`zVfl;RjZPWO<{g_2$;uk5#vx)tqWwA$)UrIuz{OKf
z;ck3`RCWg9bb*qP^8;=Y_9Duera)IA&OLWh1r?OJm@pK)xZRBhk!u=;@?K)S*#Mq3
z|H0Po!3QIm>CYGZAp=yAB!p<>xfSyjb;`P)kgyWYkK_ixxRx7!rZD%SF<Eqg>Ra^z
zHD%&BTpj@XVCiQ1D0w>mPd-ll7~VL&q1D&*0zg>T-BF(5`{Fml%XVVwi49hri(-l`
zzxra`WI!RhwB>Dwr`F;nCu1)J<laIR^?J`6VbmkIa&EX9BGzZY#y}5W7zrW8K>L+;
zbElW6Q%H+v8*SUo=~0lsOd%5>e4<yUM0{k1R=>;PsZiFI+q<y2+C!SRkWSE6q8Qju
zE2YBq-jd9@lV`XHTBhC(#{B2%Co4HN(iZn+4sxw>x$__l7fmQ`whe==)>wnGgk~35
zu=WQ8c|pLV?IOHAdP^MTG=)E1Z$Pnb3o94BQh}lSTzQ*&q|c-;6<4E*S~;bR@d=26
z9^yu#s}fldg&=e}sy9OLx=PX#Ef*#(AR;EC`)K3e6A3xP^I>e$#M4b-EJj5L%5MRq
z>)W5kj0z|)bEf^qtSnJEPh9HwHVg=RJMx;h>Aiu9iKaH%T$u(K(LQ#N2{&`DVDsw(
zfMMnAx5l>=D|>#-lO4{+a^I+c#bSsicoq^Nbzp4(S#C^sPpL`n&v9pQujR&?osYJ0
zC)m#*mJ-Sw{}g<Ya@<1KnCcXQnH{zT9drBqKJ8dvcB?{Y%z0sUp$7>U=xx-Ki!91u
z&<bzkd&qGCnr|kWMqSgT=m30TQH8*G?^|>qB*OJ#%vt$-EXXaLESG_|QgG?6FWDas
zAJ+5>$3HF1w$?3|P!w--F`%wUjhR#9h-Tsu6Y{Dg1yVausIBAI9>yw%TxX7l<xrTP
zTMn70Ip0m}*$=@PJgr}&?S@X);s@_4EOaW3=8y&2WWo`tNfT2-L**=3P?V<B70_>>
zCRnh`8h9Y}En3MTREY+!C1h73J_StO<~%L6z5as?$+^YpC=3Nh2lLWD#T>yG4cASK
zZnTkkyXL>1E4bwoxA<8v@1*GJh`C-R<gPq7&!p*9@5RwTT#bxXQ;4@4*+Rn4r~wDO
zfqNzULhE9Af>Fh0u~nv8hybcOlGxgHaFAmbQJ$H3O$vMHg>a`Q5}fbi%)O+PpWBa1
zfD0grI_1zuH*=A}eu{Cc{-$ksZm8#<JlnFK=;x|G(0&AroCf@ZQ`GLrGHL7UO3L2^
z+zzO;=3ACl#COwf$fcoNhNizAax;F)jE*!5cU{A8szzSFd3Z7}t^cLh`{u&>8kE%q
zB(lXnc4<LO8ySqLC*z!$Q3nrE0Eukxk3i7V{G)fT_#3MjUD?2azg<cnU$ku@VM*7p
z_np+$Bv5wy)P>C!vT2l^aP38v$ddZe`kreDw8I1Wz`rM#Gmx>#!unNr{>A3x6`>%x
zpjxRmxOG-Us5{WP*6m}LrSh3(IeEQhE;b+y`|Lz(<_#~FQFtg?8&NMTs4l?zY~5t7
zejnK}aqs#l@zHTRcAl>R(fTwKTbsldMgAg(iZd|JtCleIu5hz7NLcsZu-45;c#pmb
z@Jb&)1#(DOG*tvk!1JVPm1+;8dYQN~n*=X2jpZl_z*edcgmr^7v14|a8WfWE`Ep(p
z#biQ-0N1@be7ixdU`PZEf~Iu08LXpaa3Z}!qI?m9{7(~xClP0*jFqlVba{<%!HT1C
z-byVBYEUevsT~D_aYm5nB|zRq75EM>Zz0WGr>JIgIN)CY&XaBf{%$etA>4FmK&Qr?
zlWuimNBdba_n^MQG2UGxgtUGqy>IEiq#pM*l>}d|BXl+D8*zA)(;DB$=Top0#+9K?
z4S~J{fZ{MU=>$0}1Gm6Lx*f`X6F`E%40ksdIITf-b6~V&&xo}!6&;WI2cec6Lloet
z98#?7M>J&s8>1vX81~mlla-(Xk#JF3KLT}o^wu&Fs|{@p!5&fdNhCx|f1Ta$+#<fM
zC}*Sz)DoQK+Y>NVQP<-;g(TbL#Dm%u`)^z-I$6l(LulN1OY7Y0g@)6%E_5HG<Hpkv
z1QDE)-tic6^Ej6)h4SSmKb5Ho!ItQgF^K8U^N*7|**~`#@R}dYSfv24_OU_PS{^ec
zwseV(r(0!;>4yMx0_-PzfP7%;EMfD6(Y2wgojpYy)`Gg$8GBo+$&K@xwXW{fn_?_Y
zT2*4?`bfL{_b1p=h{o<F=@bO3ypF*d#@G*h;n-KhSF^{2wAtn=2@N;AG#>SOR9ZER
zJm*SOpsVMH8O+41y|zsU?dve2+n7q8s}I}kjJ;m4C8c^H?H+N`*|qGx#LLl=V-r5;
zT7@*hAzWV0qGnR=^eCO`hfHL`j%hH;@*^P$F#{~sbP5iyNkaJ?#JEgiAl!3Tj$fl{
z%qBD^`sQx})XiTB;*2g_AeyR1X$L|{gX8eF@wJF0q&!0E>1g*cl{8J8v&uvL2NR_L
zWX(U$L0d-}jBzNFz$6;t^vLN01_{Gw#5K!=fH8SgN?8AlE<$3MJts%Y_bJo{&MhHL
zHzOx5yC`fTbVD(X$pZe=b$rcixKpu|gI<e2vuBR9)*cl+ccca7ez#H_umEP|{#raf
zU{?sXq)sE%OLYql7iYf+d$>*la|{uNeexALQi<&l!4m&DY_4bTI_AoR0@S_VnCC20
zZNZT2NsITh5{Gq5QQ9l%hc=YGI#^_d*u*BGDVkm4qNw9Rd7I<NPO0wF=C&Ssx{K}+
zPOCnM(9r^Tb*Ucal;=dz0E;d`%gTjPX9{SQa&wYq@PB0_4&<se|0c^w3j|V^(Imi$
zp43WoZTmVPW3_4(r!^xJ;=e8ZCQx63QSz^;nqgHB8a=f>$mSs=Pd!4ttFrk!=bA+p
z@q^@%8DO(VkQ;U`Dl7|_5{2b?8R(+R9Y(E^5xMAdD@Tp;scq&(pHDlLP4DJdGS*3Z
zZMp*00k*&N4u(Dv>XJFFeRB^|z?QyHt2|RlxS17AtJ`{bg9C$lkFC(Q&(rlb5$0Tv
z<x|yB4=NyU*qCQmETPrub--rfHpL_;aNVI?VMx7_c#s=Z0oqi03vb_7kGdr_ND`Hw
zq&bGm;zOghO1_X&E30R8CK4a9=1t`DEOri@|Fuk-)cKVVZVyF)n*Xm*C_7uvzi6NX
zDC4r1M6)_3Y$SKn1T;ATu?{K(H$hjzx;=PEav`hh(QrCp2KSW{_TCmb4a99OS(+=V
z(IvOZk@fhD>9)nUV8|1h7JnziZ^c{!7@tPU<_S50!$eCVTYBeLUvRi1O9j>DWn^rL
zQ43y*i8GHrKbMN?%0lZ8Xt)<Q!As^8N3#LEULEH?i3&Hb<a{6YamUJ?5LW|`itOJz
z_G`u`B^a!Q_DXnMaQ5Osr;>IX12?CQ457ysXNsG*&%&DRh*iyHmEspIJz+VngzM^4
zD$pPr1-fZgA886Pf&pGr>{Jso^g=M?xXV;^EbRVr7-ZAa>^>?hq)^oJZWI>=BG;8w
zVTPjRBN+Rj=|uzNb~xTLP<9T$(F&o-#;S-=uk?d8f&nb&k~ct^CrPD=Z!rJLKV!nW
zE6O)WY=fa0QQxF#X~Ye^EVSETy}#@YUe}&g@HG*kG0$JNhKen>hfWIXm`-ur7X)bP
zh34I@2!}w{v$(nwzE<O+`&DA4U<UfLAwG5%-k?*zizl4K+d*euy=m%aLdNNws&sB;
zHnCI=hUg6CAGdXFs;T4}B6n6)8-S|yI<M0=9Yv$h#s!M(8sCbrq(hG7$FY>i8QeUc
zCwT|h;-_WAj;X#>GqLstKD94!Upfr7OgLs%)50BDxt5OS#n~bwx&?Im)ngI)`qSIl
zahrOL-q~3;bddvm8<`nbO%e_!|K!Yi(f@n(WSKf_3+NzXq~s2`Svkp=hQ(>dBNy6i
zausYuSBe<(97MNoqj-azKhy`J>%=My#iipzC=CTXVKx6}sd`g<zSr{GBDE_Nv{$zw
zW?Jfq{OE6vYNvWHOV_URYxS9F?BzB;LS&srDxc&_d0lq2;xk+DRXesL3kO9J_qfv+
zIM6mBk$__oD7C{*H+9xxYyLoP7v;pmc+O7I1{)tEEkS*i)8X`e6AILO4*+>SkSdzm
z<SMqMO@w?#W8ru}S1RR>TIvt`Les?WGQa17jP!R$n^Zqq0?IUCr0G}>aWmnpQD55<
z+0iKE$g5dI_3N2HYfaAM^d)!~rBsucr+TO~8ZjG5!DNSk<S>-*mW;=$yG6HM&S8zj
z0?*}q8T4hSd{%U83n}g<!u+b~q;EPW&raRZ<-N3F3zJnw!8772-1d?4Np`nz8UWB4
z6gbX2pFqqDW@pZNRzcbBifuy_24M(>K-AUVT~HR~m%9s|>ctdS+yhj7X2%NS*vKF-
zoj4((O366GQ}Ex`wrKQ(B3V1Tr@UNH7hu!sU4t4lpfGaTX>+w86KEV4g7jqf#ce!A
z-FR9(3fu+#@-N=U;5YS74@bF#zgJF*WshuR<4Pth;}i+~)|p9KDp<yaZs2QXB*V_y
zPrX<De7Is%69L(Gg|q)!VIaLCSD}Hoez)XopdQ!hyO}A@c&L8qmusKm^@U2NEyQL*
z^zYn5>rys{VJAJoHlY%*c7XaQNQBI!t=>Yb&l2LO<7lH)Jak9P7SrZXR&941Ddds@
z5uL&seq*OxW9Tt8D4ID{dH&n=gwKc%5PApMT4i0&vp*!X9|YyR*IG;?3w^&LwqG|=
z)^G&SXBo=kM2fY3Qoo1{t(FM?1JF9?5uJzv@TdSJa{%^M)qKCdSjJ4`GTfHKf_F}w
z1zxWf-Z+Fq!h1f#5N7vi4!H96zwO=+Tqgr!lMq@g&^yZ46dr|`{q0;XeNIpvBTpfQ
z86>vFeN~{aoZC=($%nv43Nt2M@2tS|q6d8C6;)e};PgU!F#@<Q@<biKuj1D2BuXm(
zFhG_HpRENez+rv|k{A9hj{F9%?6O8IC*zH_%54O;{u!61D;@feR9`|0a$h?!K68Ul
zV361eCHej=vx`_^R@9muCAx=f{i$~LjeDrDm~E(BO`s70iR4%tdw(k9#5OF<`nMSS
z@77N+tScMujkF0iXwMK=%>Pi4Ir=?qzX`(C!4DYtt8N;^OWS0WC^SQm6riob$`$F@
z(S)<?KF-Cls<iu~sl~G8M~VFvS32eLUGE~pgLbVr^yq#!cpwdox*naAS`-RjR&=1U
z3J2=D@T;j&r2A~51%VmHi1*@E;@3MAo(XDLJrW6tCgDiV0x(-=04qS$zYXTF(1mc&
zwdCXjd=<p}ucI<YGLtN#eHJS9nrGQ{cR|foU{re>OGP*LM2Q>igOn;BzV<H8fVn*#
zpvVuwxZIT|i&YFfto}24`ZTpf>*KEa@4L-KQE~feX?y3~7TD;UA7jI}iL~l|V58mB
zST~|S)6oB_%zi#W%S!U7u^J$^5+4NG&ngfWMG~+<9k(-ZR+IPOno^-}b`@+sRS)7o
zwrM6n@x?a>r};m4#a_@G2sA{Q@!P442F#*)DBV$RVb~v!AS`3<;-ejAC8;cNUT18T
zvVH8B*RS$p?$^uMYqcqlkM+tC<-~KhT@)TkqO%pbmgxIj#ICi##(<)G!mJ>5(*pE;
z9Cjh;!QR^X)pm+vMa^n%dV}fHEzT%wDtd6m?!KSE1C*lU9(Jffuacp_(JsjAhQYoK
z3LPxbSW8nlo;Xa7W=ekxclRO+tYjhNCz|n356Zo>>deZw$yKu6i(^p5nmR38X)$x9
zdQA>Ta8*EyGJVHwT#ynS+dCvMU4c|_p2t;GtPLx*l`TR;whKhT?_C}wVZQD<FEd&M
z(MOpUQml3CAlvaX)*({0h!R*%&zwi=hUKZJs!APa`j^T9jPuH}by-`?q%FiC)7W$u
zo}MOzG?mbDn5ZVZhc`3+`n;?t_DuY;jGFoOd7+U1=&SOGiu;14I3~wRxiy@5;UmD-
zgMN=O1p8oJlyDPa@{Y=pR9Al<!a3Mn`3XklV$D0!Ph&h=Za@kSjY&==W$oDoe$sw}
zO@D6wc@al604YeqLxm4FpXP5YVDtyn)+0$d7qw&K#TGh4JB;cV3L7g(gTdMZAC;Jz
zANY+f7CVjL(BE15z3{9~6V+i+0}<sC#`zL(-@1cD*$Z{(8>EBX3)nbu@+v~%IaOr&
zIjoQ0Bq<Bso;G~o>JC8=b8rR^l#P`+)d5gzygC1+P;Xk@e49Zx-h_^?t`6%eRlMXo
z;1Ywe=}!ZslCtGMEB;i8a1U{A#KWv#=D?b|W=X{_D|mDM>G=B9b0ADFY#=sznxOVU
zf5XtmS=I8e@(7QMuf6cLJPEo3l3fuiJr->ZFCh*1R@0dQ+6hxG8e$*W>>S?~&V6*s
z$zwp%8h)@^p|I%HuZM&iR{+Cq6@7Idc%Ck}4c$q?Z$npy@!l-mXfrk|8%DjBmhF~w
zn}hace;9GbPFLzZ;Nw1TP-|cZ*lSB~X~w=oAfyWMay=q~3zCBr0~5Z&fqZ~1(-^#e
zrqz7hCmv6F!K+AifEk(!)YYvof^xmKYJ+VOCPouTq|8{HYILm~4vR_@dz}Z<Yma<c
z3$_kL(|s>@Jq^kE9Xp($SZnV3{k$p)Efc57-F+FDloEQU?A!$g&~wVMxsdy%)WH*%
z*Kw!E94C;`_XrQ-Uq1k(Y!UtBb~1vvs6t`k(FouT6)H3~`a#tOmzn%7!NgT|9f@4T
z53T^{VF|9ml~NV(9CoirxXOlZDGBW{6K!fm4=j3j9xkc&tlP0PFsx#hLIB4eZ0ksA
zDVmRRO`q22Qos>x)gj6I1~oh{Md%+oMW!BCu<)Z+@kjT&pUr$*t1yLcAR2d2iWkt=
z%66dEQpV2~klhZ6K8eOkVsp31YoG&6MY+=R8dqSV-+}N=gpxdc3r5aF(5lSXWDyXP
z0UN|;V(^j?aKy9q%D=0geO~||cSsv@la84ZQv!seWRa-g_qJQJLoVg3Wi(2cPbl-o
zfQajFMz3>6;uE|JbxUZ}DwVEJ!(`Fo#4ieah#3@FPFz`XB>I;g+n<?Chvjlw#R2_B
zW-E=(`u39X$%j|vQtHc_i5f|-NMOSL0DiG>KIgr7IfW~;A{n-r)q&zm9D-XG&`KWK
zz52+9J1NT#CS=?<<2L_M^n(C?)0RrcgKv9{nzueEBXs4{U}ar1v*VCw%B2W3ai;W1
zw6yUzXaWSoF?HebDq;YuSHNJjGqqm`$})x%I4(9_*{K^7F)3c175<aV4kzADdEA#U
z0}XyS$&ih3xaMY|o$TQf0dwsX8g=+RfP7ZE6CtHezcQ>1=dY`)X3T21LlBHIeC`3r
zvTWT=$;-NKPs%+k)`1I_QkgT-Wsvs1^KpfGcY`gyTze=a!{NUuL-%ZarN;rWwV$TI
zQE};wl}Q75i<dEA&FsP+rZG-opkoa#C+5;^Z>XWsTnWy&GD1yREO7kLG)q!Fr)7)7
zFGdStx9TGDA*{coOIiVo{DMKqDg*7o#fi9BmfofX^!R}K$w&3+O6vQ2S_Pnx;9G@v
zJtPgo5U!ds<jZI^>W2lsQTcfVm*)bFVkF3)v+g+Z^t9h>A36mzcN+!!w;IVpgwwS&
zc;2wht!5isHxC7^X(8tDsN>m2p-}l^v*T=5_)zy>GM>J)2Kj(&n|lSiT-KpA`}jdG
zX|P<&uQiu*rE)25O^_HaBmk@+KAz9dFpD$sNR@x$T2M!MZ}#?zqkxlk+tA%8?8(m|
z0Y*>u=+6tj0b^#Z637i}6}R~L*`TpiJ#ROXWpynZZH(h*Hix$dx{ID7Sbq4bNQc9R
z_@khJPDcrT8|O8ZsUyuQo$LU(VDYfWS5kNUSo#-pMe_iZ0vxgL(9UM}juJZ%5=VLj
z+gR)!@JW!pl91?aIB79Tzb^9PkTe-)3Xt9$ZQM@qPp8N!<u~$y{fz6qLS)LA7RPXg
zeGdP@4SuLaFvp^lKd14SDs~!uOHTL54exKxS0^~Ud^Z3fKHu##viit~%hdQ$sQio?
zoG{L~J?dfAGF)TJ8ZHzAhDgrf8k8@IAJTwuf4m<S;ITwTM%R_j+Re(5$-wTLb|<mP
zRzRkR!2YEBp{3g-PD5Ig-1Vc=wFH&D;q|f`tzJq}iVKrKq{wI-?PB{Si%tj+I<JfU
z?S`6CABHJ5j)Y8mR@%#;>hwY{y|DKr0zkv;PTWLIZsq>!Za-Sga~xgity!g4paR#o
zs@L>q0EQ0JyB=?ky$!KU?UC-Ncp-#Q2KoNL!f+rH|EsP3lNw<mWfjhWJ6MFGQKCc+
zpAYpvPxS^1(s6w$(2A0W1a8=Pxr#Ypd!O2aaeI4jDE8Qu+MOsk!5WQxlKj=ax%;{*
z4~m!vTxVqZ4p)<>^SSdTcv#3h(0hI5VMF2}$_z`Jl*#}6^CXeYaTbZmbIx8BcURvI
zI31d_ewY)1q4#Cm?@upO@#nP53BR>>6q<nLaW&~XAF~Ddf!F0w(k7-k$WJr42@KQ5
z$wL<<YY|PJv#{&#QB5j-;q?cpwLK1Se$YzYE^KD>LZ;guevh_7l10)h2qg~{Hn6#Q
zWn%5Yi}kXxCs%V~lcA5T$fyLHAft|EL1~ttGs$WZ96X|RW+7(?9DhVj{A<}F33{$r
zU|JHW1e)Q8j7W0p)}FU;AG0RivXrs@H^U*KrNH+j>S!P4Iro{%caYbt8(K;KY_x|C
z@L(=XHJ%s>8JojbUv-)xrBYF;E*Wip91<4d&e?ilgKCuks#Tj8a$0Cm1&+PToA3Lf
zdv?ma*|iCU(qP^TWYi}$7b*vE?v#i#szXz+fPR#Zw$ff*%y#7S#F@dqm~R{}ivr50
zkIVcgl5{Ud2tD;2FpvJh(&ASJv$2E@&G^X!mx$1JS}?l&=M^igvKycrEwYjk-5|Lc
zHSlj<Ay6J~P#J{udp13Rz5%@XnUiT-c47K(BR5`yh>dQ*jnkm5%)y8`XOmtceW))N
zwCJE`tZ)$J!pSYE7#m#^iZ@0NiM+?_9C-Meh!k%HkDMKk{vE@5c~)dk)d(<?sXh#n
zHZbDE%)O|a*3s^xceaHYZJ4RzSAGO4saC&2bhV_F-}4fjrIFK#Q2W#(93#r>t>Y&n
zZ<L>Thd&`tsALb&Wv&H&UI@(T!jphXkJ!?{e!3w`f7y@YD5Cw;_}x~7y3ycof!}}8
z_^eXU^nY-w5aVHlVz4xQC>=NX73$G?0S6e+4ba%O5~lL|O;)2vRg!$j3)He86`|DU
z;T)4v_h<*Z#;m1<_CZ0m2v8mq5aXeM>P5GT7=(M`Z9lg7Sr}GsA;s6|!^N04gni-c
zYpi<>Vv72eSj=iImW`wCBf(*K?^y5-lM)66@RFP<7kt}$11Y4t%pOUyhF{la4-C|T
zG#(2oh4bwerpm*V8f>#qUZ^U5NUWrHO?8f=tN<ENh{cqyjVVTMrk`G~>BS^4VYyy*
z=wKG%xCY|9Zq#+;W?YD%EudiwWCym*r$*C6-GTT}`ZBI#q_hDb%aSFHBWD1)!fAuu
z<ePuyd?6gKSuHVxc$S0@teCisFb@F-iNeRvUejp}yx&D(@EO%WBeEof3uk}UqP+?$
z{{^FWloBm)z6Bj|GB{%ivs@c@)fqMg1p^qWo6!D5<1ySGghLm&LaAk5%x{S#V*(FL
zkn)$75g&;;Pp&&8I)vy5n!t7_ER;q-^;?x?TE4MK)H;3e%`;uCRR02v=58!CuN}ML
z@@y>JCjPKt|FsvvpKht00`w@d=k8ct*?oRBa<9Wk#(S`p%{3(m*x>9@rFU1f@A20&
zbto`=FSDRu-g51sjC}9WsY6Ycl*G{AoHz_rGtMQuO9-5{S-q!bKwRg*Y3+zpe3&h?
zNYLo|Soe^vx^0exwVhNPr3eY!17MP~2k6Aq^r#u1y-cuL(t9&E_k|k+k=KTZQj|-4
zg!eL`G8U!YSD8hISk$QMO&p(}gyWMBfYsQapFZ598@VW_M8yQ;7(X4@9dyE}uo4Ge
z+9J*dzW(Jq(f!6$Hub^3TswgRzGx9ex!K52U1n5X3h|yOHb$zML%~wMlVFQF3?N0y
z*4_r_iR0m$anyj(9zOiuV_&jE^1R57Ep(Hwk+X2?3_AI{seIXPKajadJFijMnG%Yh
z^Vytv+^sB|T!Bep(6f7&;}?D^8uDDk&vB)K5?S5zIt71ER*{Kof4*egKTh8L??KB2
zz2YDd3WpNedSC7XRG5^+U5YF!qjceNNQs-Q=P+S7UbDb(U2-Xo1rpQW!|scA5Am){
zZlMmA_3VuZe;3JPa(9Zw9b!;RD35idth2A0@wPN;4`wc{Sg0p<e_I1=HMS{b)efA>
zU2#+R8n9)bTA*c1%bBi}U7hflNW@cT7hw@~n%3<Ad@1`kWSzx_4v$W^AIARIQrJjq
zYy8392J#4?WabYcyvX}QA{0F+4<R8sG^JUKuiczd*p|h9h#C+LERfu?IkCLN`|3j9
zi)5>>BavF0<$A_Xx~E-&G6v&)r_R&axwqA+Iuw)MI9L|+XltJ(t%-vbFu+5sb?4QZ
z-9gI_<bzpo$TJshdTzTRXR7sCy_?w)sD?B-)wsegH%ArP4)}c31Mcpn-juywbP*P7
z`vbGoy$&JUIkk|h&uZIFgX&G_NEGZ`&vmaO)xr9CU=Uk3;z*ej?K?1n<d-|AB<Z8G
z3Dr$aHW1(HXjt_lvW|?S70Id&JE-ulIS`jjO8gDXf6~}jzpoyh2>d&(|32VW!riRj
zoh6A8X}k&^GdiXchKNx()Rlim9$2TIx^=y<%UXDcxi~j3^u-5R!k7{Imc>L}siTHu
z)iyS{-XN$ca+gyCk%*E>rh>g3!`8~d9ul+(J#A8Vd8lr3T??A{gZ8D@CfXhQJT}Kh
zdy8wy=LF1smqs^iWEmGYDWcbVr{n0#NgMC8!!p<0dMkqE1!xdCtp$2mF%miGp6u0e
z{DBu~Y9Dy*Ha`<ozIGc{;R4y}^|a|Gp=QypKFGGjFJUy$wiw=pTvjRBrhwApp+>v)
zNpf;SEaHzuBleDaGy2%P-moJs&~77d?01l(N|+3vo46O-ob34De)GS<XNEhIsl9zF
zWSD=u5Z~r@xDW7ex;E2=*)V;C-8FJ-jRgLAss=aGG(0w_Rz%8^R=h$!w)rq|@e-;}
z(lURuG$5|2JN<Z-(mm;lgLKAnBjgi(3J}%_F80{ITevu?(6v<k!Q3oSxYp0!ZWaJ7
zB=p6mvPIVo%Hc=A5lBq8*gs?V<ZRIP%*q~<PVvL~)aZhi=TdOR?jL&8=*V$vb>)*`
z#{z05r+8D72X~hJi4^{^9}j8QX2&nZh{}YBnnuH{wV6ZoxBGLc?A=0Ij}`mDG<#m^
zma$xa4G<(90z+KGb&vz>aJX9tiOHti=otYNYNZuD;Q3!`h=XRfu%3*j|DIQ5N|(ez
z0msSwXtSi<?u*iNF^jY#69`EmZdnn`!oDAY_wN~PzJfC?Er3g?gN+6XT^jb8riV-D
z<dl7u1WOy$DRJ>;1J<}hnjn<%J|jwG6{3QRHR+Ek;{@xi>6<DYDA?nNb?u1}aa>gK
zxGxF8q|pXI^1V0=s|q~#+=6<Xc#7PwlKGY;ma>4v)TBQoJqOp>=p}?1@52i?L*&84
z6kElF(h6`+!5;v|c}+$QY1PoaJb*Pqa?d8$$rf80RWn0TUIFL>t)2J4Xr_beuSMna
zLh`!wUY2N2hq>67pn%cK9$VgeW56l9l4KcYd1bFDr61bQs8Y9)t#O^IPJ!y=R$d#o
z{}Q;fi0%L2KcbD%524^FI8o3BoLFeGT~m(Jf3M?nb&AZ&h!efqukj2a=`L^>OOy8C
z#&DhW?uj=85`ca)Bb&4Sn9qz)tXgxnQV55jqISto5c&&Su}N8Tf{u}efwWqF?tl%T
z$7w`HKb>CBtn!b}L|MHqBUWYy&SbS}EVKE?q@XFC+`I$&AawAmSlqKxR2TeWBds!u
z4t&)ZibokI(1P~e%n6^jN=z(p6S8>sm>I0on#s1!@2hNckVs}G_g}8fWBJFWdY&()
z^$QP%^zAhZfOq=h$)fiE426IWMPiDoH~%Gc7Zw9<8B`9`kVkfuQyT3;&hLmMp$H_<
zlprcd)8k&+MrT0kSq)C{G&dDPZLrL8kbwV#1VR|*A@7SqTO6khA%C)lNPe^IMqZzT
zGg^wO)r?-uy<SoQ&sGX4!f>#c`wr4W*ZvDEIU$x6QD|fj$FiwPZqZMElv)-$mcm|<
zZ+9;F2|u@J=af9h@oeyJ7cL+g!f(*|b5|UPFLs~Tf{(p`zdmQr84>_m{8a!pka&gI
zEFO8&fb!M0AEZ<FN<6+7>OixAc^4T21OL5SZlZdCe~!cWA{2m@WzdF_%;lbOJ~My~
zU8~WOvR#{%gmA_oP1Tm;gY1A+FsFAMHU|zk8q|+f5~!pY(kg=qc3imo>YJjV!`fbI
zWs`Ea?|p89H-}r1X?8XB-E`4Ek#`<YeM27mdXfx$K#w^0O(e<8M4LEK8N?oYKbfQ*
z+qtq4AZ*tkD<Y4_EA2f~%j65A-U!RjIDfbN6oiQOws<=`m<%`&3zk*5R<1>m(IB_V
z$>oAY?K#>dE!{;Gk9^@dYFh;;wMU>aW?(Rk*TO02>e^+@$s=(eDph#8yYV9e6I4)e
znWRw4P64q-9#ee`U$;R5;b1Os1Q*;-mgdBzK$I%7l|<o$7dLx;Zel|zN9{g^tl(qL
zE9FqVUmhF{R2n`8b)xb<6+1GdRw&_2e@I<3duwwCg`^gL&=^agdmEt#dAIav3uNhS
zVOij8r2U57ckr6M*;(vD$`Czvp|3qI2e^W}SINV=`!E$N1`k-YKSjU?Owtz2@TBKR
z%8}R_Q6{xB2+Yd)r~pyErN?4pgt{cU$ElOnreTwIjJ&FxcI?ZrY}ZnNwiR@z5g^X!
z$!3!pc-}qUchr13l1foBCKCl<@&XhvO@5vTrcCmgJ?!w$i*jL0`HiardhqZ&+g>Pn
zqYdnW4!B_~m!x5PM>roAj^@YM6`z}5G`5jT^_1^6=s}T@89hCer0k0n$6S}ilwv1-
zUPqU!4opYS9VvMK7E@%A)kzx?MMG<4PITA6LjyUS5b5b!qD5yE+nb(BKVB4dVeX4G
z0|3^XN>&<PYj-Uc1%@ki46WE_r#xjCMmFGGsH$8-Bpq0anQ$I8`Ga>7rtd=11MvO1
zryLeP<@EA&qLC^EN1fI#ahY0559>LpOoY(H{ftt_5aEEkY(z|}|AZuHPTpznrXjzx
zpJB|U?-p%Ynv2)h+g(rySohMCfWJ&-`Ll$(p0Osk@~F$>5KM4_*fbNd@2~T%@f*qc
z03&}b$g#mskFq_D6T`Z(4&`bSZ70iR9kv($k<`K7B|*R&qwCKYE{Xc2!l8O8@jj3=
zeQ4@G6Z4W!pRC3pP_ZiB#nN7|??2TH2sMnW!umQZ3+QEBaS$H+fkHKz<MZeoLGyUW
z22a;LQssz?x^ZUpNr#IwW2yQ-iGFM^N6G;S?P&zk<&$7xnigG&co;C~4GHV2Ndy0m
z9xNJcLZdf!4PiqRxaGnDgiQn%ZOaCC<jxalCis*1YMU(9cu<4e%~1D%JcbEY@a)hV
zFTmk!>YyBRlKm&>(sZS9{=WG>2hI!s@km}2FvufE59dX-=jCsFE@#`+*$?j20rRB3
zDm1>Fq_o(Dz%_FlQ~3K3zv+Q>jsXjI-0T{)^Vr+3f!z8v9_q6K1N9Z?Q>X9ym0ZiI
zyHzXYR1GJ><CQjJqxSdE@U-y@A2o?>dWks%MN{2ynXOo@0HyQC1;hpP*Izoqq0OP3
zE5tPSDO;BrDsiR<jaW=V3srTJ)*OD`vs|A9(IUj$*rMIU>^!hNGj^ls+y^C|nql+A
z%0CCJF%}bq+>#^6Z?E)h>r31+Q%x*Ekug$<I;=<Fxr9d`)MLgiI?SEna?1a+bGii<
z0#7_|+{bVVv_f<V9H6|(-p^@6DCMJFH^L}wJk`212zyYig+(<+Cj$cQWoe^2b>rRz
zj2&})ayqiPuWIB5yqGiUioK&s)4`qzy$arOBLTSd5A%SF_J!Km9>7cBL28-$KKKh-
zeb|$h<O@H!jKR<X``BK_{T?gegO1Gn$a1lTYjkJ<{L-akz#{H?9jaaoB4z_6jnYJ;
zw8ywlC=k;~gVY9=?5pP@*r$gJM5~q>nUT6Dy#t=ffEtuqW13viXZG!^b1s&OVQ@fl
zru3F?!_&aIy8SGVvdePFjHqX;8-rLtsL{q~qyny>0Nv1y_)#kdZyl;0%4iuOjS3kT
z(E0Tzv3)XvnrTqdxa+ri*P$31dj?%<{6!XaaP?fT8jTD@t2nfVk2EA%oe!8Rrt!uS
zq+9jhC&7eeG2Eq?P_>@-+EbYk6q*I!3=nsBZRyB`@CYItODZgai#yBD?nKYc-vi_Y
z)Y`TBQMCBu?3j-6wujGB+<|(@{*7^wUj%Dv;JISk=aD;HN8xJKuh_DZyB_(^I|W2M
zs@oYfOG|fw7OJ-kX{Ndy>O6@ym7zWDxnbIBgwaNAmAWlmBv^8^mK&R8yq@d<0Ik%u
z5=;xY@G9uqz#(&mhub53)hgySLHfoou#f)&_mgjq^7bLOthP7rWk8qg9)KQX6p&(Q
zi0*+Po@WE4f`l+2(4`iI+77$1qOLGmOrT|Vb!`hoCkpvcZG7;1Wn2)2CTVJ!Waor5
z7Pm2m{kP0kGy#Y{Ste~8ps)ZQlMFOSEv-stS#`(8X0>j}oz1|q@H?a-i6OdDM>BJ)
z;xC@;C3^<48daR!RoqoQ4rPN-LY^kOh8fpQA~iki>uG6a8VuI+(5SUtbjHiJj)c>U
z=%I$d^|sH?VtqW&&HVh>7DOt%d+CTh?`$o6w<Pl8frsi_(%?DzIm-cNWC2CrL2<{A
zcuXe-k(Af)%f%Ab;qrDg>xwvQY*PF$ozQeg5yXP(lK@$hGPaQOuVn>H7NQVv>ri}A
zJ_uq}1x&@Qd(JgEtt{rGpyt|bNOiu6hcvveI|ox<I=Mh3N>1;oj|?PxyfU1q8O&)1
zp|IZsS>lV8H_v}2xOm|Sf0v06uF<yRx9+q!k}d?TLkTl_?xpQ?03mMHUbny!R7v-K
zRtFoqXWKJ`fo%9rNCmtUxQ%wIfrgCRgKqB;R!Z%N1+^ItY7rK`)7m{3t|E-tA^sKP
z!rySlqzq4oQUD>o6@GO=P9P_2XTX0Bti0dxF87}j?rP6FTe~px;oXGX+l|!!%~ndU
z@%`5r?N3d}N|!uWm&B;9HLNjVamsHF+lQc6X$C1>+PcF3+BQ^hh}2!Ao*k7t4uJ;>
z_0Z9smsMp$pEA%3gjlgY$uVe%cBaZH7!q7qKLnpefKWb0hCue<G-h+$hG7>H0Y>xn
zDtK=*Dv*_vM`m_vT;WFH<l%+pz-F@Yl7Gx<GY#k1nz(*US__Hh)C%l8Ai9lL+oDeK
zD<z$2Rc&)tNB_{*P@-uD=GnWFl&xxJDf(Bejs+Oo>je}iTg>WHo0kJ_+Hw^u;z*7z
z9C_yur$AlQz@F}Th>;I*HkyFi6k^Jcj8)Qw3E-n^mzFihHUdTt18c}<PZ;f1nYkf*
zUYaQA_b?G$B5*asvQ0;abt3QiTi#D2ShZ|fRl`KIrv^37BVhwtO6q4s=EFuiN-}xk
zngDs!e9sXalO%Pd&qrC?l$;0g_SFfR1A-Oc?bS6kF(?=GyZyH%$)=Edq5X57{D+2h
zM)Ol8bHM&2^qrS=K5r-FpZ#3dGBE&X{Jy|C0;5@H0!Wb%j`vt!LCNd7i*d>vEqkr)
ziYDZT*%P}|OI$ALyqfpWColgJp3@N<(5fc=1t6eTpqK<Q0yfo0VOjs;H4lp5y^6Ud
z7h7~+`t!XS#A+SDsQYZ@mn|A^&hO-}m{TIOmhAa$rG&N6oP$-v>J~H%lFk2ZulIMg
z*7QgDepOZmd!FdLePCzD06;L1ESty4h(h#G$A{8)e>9$4ISEsgXUBC*MvmNxaosZ5
zx*EKXC5|zc|3;#)O8Q06r>z6gzt%G?;=jBB*rm?^#el%Ec;Jbz5(;nm1x}S5+Tg({
z`}@2{5Km?D??QzrUGx8JkqtV7C?js*^v8m`4|5$+&@=z@^RYppM(TEz@?jJ!m^9z@
z3VD>5u#dR<kw4@GV^_@=^xu4S21?4Jv^RNaY};pP!dxB^F1@A|6JnobtMyM^`F9ku
zL3LcVj4O*B7r9j<zj;v1MrQNk3qOCAB360Ez^?Yk><L}Q-}T_uf-?W;0Shs#wXnV>
zefpvRdAl!ibQW{+GUU}F<N?mDs%Y_egrnnszsgef)7aV5X@UoCpU+IpnE%(HDk69o
z4Qz(a5=Bc7Wi-U2@ErjZc<$}8%@e5Wzb3Yb$B|U!z%SP34cwF55LSjd>S;Wxk2_v~
zTa=w9N48w67z!8Bs)exYj8YNAzv(&(7fFpU;7se9GxiS>&n2k*U3=-qdc4*zW6uno
zN>qdrV3l6ZYntjEC{IbPB?A0e6#`{jy($&@cKw;IDs$4Xm6&+?;HG@SVDk!n<xTg5
zbGO|H;=|`2pc#ZHOlexEU%4&1GqPH#7L^~r<Oh<Mc5CHS%zHzrzxA=am$-2%2s)u|
z51)B`EhB|F?<fkNS#%Gf^7Ph-ujP5rw5*Ce`%larIigQ_-l#}jK1E+oR@Y_S{;9Xo
zo}T$oZ_9c-NE%qhAP!*hWuCikPLO_}*|GrXzr8IU?Q~XlAlV7fja{c+;JvzU_$xe3
zS_#(J03ap81~ZW~C^)E>dzfJtvgFo)?8@q4K=vv`r0Hx9e^E2-FPwwMeUQUbK1<R8
zZBZpO%$f5*{xOICilKyA6vLHoK59%fu7I)9xDSC^;I6R41ilr9cCZ(4ff|gbY6o&I
z3OvZR^A7E*xo1(I4mee6bo<XQ@by<Yb2LE!8vpLC3Vuj8?OC#w{#}PTVr|!z2?NtH
z=}7d0z#|wFyG1bsX9^wrx_Bgsy=r=c-gSjGxd4I`PJJ=(M<0G_k|nK`1jM~LyKB7Z
znmn#VEtpr5PRY&uSE?nz_?gLJ>SoMXw6zA@`)K+|;VB|=WMSK{WPPO$wd@sq!oIAj
z`3*F^qB2vF5U0YA?wp`KYdkqXi0qYaP&@X2=HAnI3U+rYD76`WM)J=rW~HF-m<Pn$
zR2Ho)d?yP`fJ%gL#E6I%Z3)_f_ngPu6xFn(8)|icr1G5J#kmN8y9IyQdY`+0zE0Q{
z?20pZS%g@Ri$So65};nB13>mxs|#mUfM+5Jx+O35DBcA9KCQiSK?O$$_PwGN)#VRo
zySnV%;sPA%FS1#$`>Z1Ea$eJ-0-nB*12D%kc=<I58%aO^!mN8X2=k9YbDlF{C8+N%
z?Rl_JSl)8NDFa3a{hbbMuBKk*Su48lZ>z-)b2o%a^}`cY12OUxp@-1fY?w=^RV#;&
zSDD6<?epbDyDt*?USK7$4(6T6`HnIIx;$-{6w|i!TV;t+`~{#Lypzj`mP00{TjJp`
zFC%o&{^ad!i5i2RcSZaoiiz#ae|nkf8~1HhK@`aJW&{rS+Molz%t=o?KoT@ewT18s
zOlGr^V5L8rMDGH0ZG!RP$HC~0ba97BSCS8wW|}HFzz;e2>U!1xqM4qdP%#$u=}vf<
zFYUk+YA}HSG0UNpXSfPMza4=ehNo?&)5nhPbGZ*=C0-8o&;UpXx;BMKg74=zH)tRD
z+xYUsVWD?V2%yPQr7j2+`h2<AK2Sn&PSl~Q+>a{BxHAY{z6j!QYVhw&9!1J8N134D
z89!X%l@_%2Df=lXcPmkg&rsZbNxn`OL~G*^yI?$<D;~<P9}o&+oKf)HV_6*{4SI{!
zZg68gUsrIZgQ1T{Jz(Nk7TII4N18Xf4=JryhJSLliR{B4FRiROw($PTPNq~lQ;tm$
zy5Y1FTevkH^?X6m&^BTJ*XWwT?;&ZEgVVhFr1|;QT0}>JWf$Ud<?C>0q@_qkj0V*v
zNgTyTG=9c=kw~?XlH_lUWIhwt37w*n`9Xw!)3&@Mj4_hQj81bi%tQY{_B3xi@s<SF
z826to2%B0#S?c=RYmP+{b7w)@Vt7OFy|0aIASH8&>_dvGOxd<EF1|eQKTq66EKION
zZV9}sIrUZNX=O<obqMcgh0rzQyg;+9P)#A7^SQsWl1+pWirBDahpxLsbvTx0p+LZz
zq&Z>44%V()*KXY?7yBeiQ%C&cn~i7FZ@04oYBx+QkrL}jJ_PL<PUzAn<u>uW%x`SM
z5{kX(KbzV3qMeLrQZj>5Y#-S!8X1}&!$J0hPb2wKOmA3zdQ>Ep#X69Rot;P-e!plw
zbpFWA?Gs@xf9{Y*wp$hIt2xl*ydnqSAgWxeo7y66yU$Jb&osx5#*!z&DhwQbHbIxh
z_(Wy=R|Sr6GluzrZ^${M=$?HST(JrI6UrX0ym{TZMfkJjCbs^x{95qCn8X%whG0Wh
z_U`FJAqlz}`(KG}tF;|)MVIT?&ro-nJOZjHlaC8b>2YyE(XFI^KX@2_<4R+W{>k~h
z<Nu$U75B(xB$E~jFK-2ETi}iX;-U?Y4Pf?87$Y`Fa|fPQ^}dyTF`Ow($WNr<&+P1q
zl-<3@p<SY^lO|fU6ge<ka@&B;6|hEBRqmR_H8XFV>RIx_T1uJ2+r}3FJfJl5EVz@G
z?Ak@x6XCg{n<)i`L;vO`ia#kVJfZ$p3>q@;esOBlfkxB^$a@M@?kVX)2)d$Uu1hGu
zv9mdNrUroTu$@sg*O>6ct&%Aovi4P0yEE#$^CX%JQpwLXBl8vBLlC?l0SVw`_<;V+
zXET{TQ}H%XonSO|qmQ4M)ck^L5w8_F`=$z=f**j=S3xhp+k*B{CBle}Ivw7?fFC?E
zuCQBtEdCooH4Pl`P)-7kw^n+zVx95G%^T_nrc|l5eM6m6Q^g-XcDxO_Uhuu&yw}a;
zqI_pGKJbQ}^DJEWeWsKn<cR{-3u#5T@r7YGmU8>4o6a(LTeIrFUmdR|6UoBm7}$%a
zebgE>&Iaz?Ez};C_-M46C4U|0rG`TbrL51m%op16xDVS`t=khiVkEH$2f5&GO2=<W
z@H&oy6W8<@9%CCrWwE6)G`6?_pS^^e+h3gRPfylLTY3{k6)A<^Cph3ai#Z8J<!8~e
zrS1GQFhC??-3yvfvoWM@J9(9^STct=Y~1!#lUGxpPk9Pr<L_g)%m)jHm-Y==(r<j=
zJ&2&wHG$&(fVHQ<9caAf{X3)R>&DvG4y8;A>Q**fOVP1IQT=kuhH!d^wN9FmQdA%Q
z7-r6E4L(hN>(lx0&m0!2icPaCm4+$LEQ&!g;vRdd)qi_NUTsu=0NuP|*yudw){Zl^
zk5j^SxL(6?co%Q^@!oA0$Qt(_&0ws+=c6pTb$qrmrN1OHRs|p1eKZO8mNJmeLUIA5
z)^y4-=tVGCUP8aLc(j0Jyf~0-TDObJCLq#nP3#wH^B0gAjDm;3Vi%k?|G1lCS-Tz#
zuQ`f(wZ7plV?B5z=KW$N(9UG7)TheuWfS*<{IjXd+!baJ;nBm|U$y^{nTlvd-qyKE
zb?B(m`L%=%Z|n2(MDWS+@+6!lBeS+-4y8kxvOsLN<g7QHa)wrFrIm6JwV8yOI^apZ
zvXMKX3QY|#HU0vzdj$^CNcEm$5nHp;hYj-fL6-0UbI5l!<gfy<J-YwuG2(;b0bi0#
z#d#}jlD*SeXKvbX0;8NP;ZY^UWkwmbH_e)fDN`wIR=)~Hem_4vHVHJebeDB=Y@qD)
zvd^nQK<cvN?#>l_h?~GxT$9Vmzt2_vFRw_Ozv*y2&aJ6|MlgVZShEM!w*Fpd^OmcF
zgOVipswt+}p3OJQt0UI(-;gK{6Swk=$9#`Pbx!1`dx>9vnT9rJR1+IOR8Z)_$5$C}
zziGS1UvJZcskPOM36IUBvJIp#Z0n!a0laOL>2V4RG%08>>-3jOa}D{ttaFVJpMe{w
zS9_qe4+PqD0=1Q~eQ?HkfbC!66=MHm(GPh&*xpR6Y4Ftx8wwMXmiO36MYIb}Xc~c^
zLe?{vc01z5C+rZ)S|a+`3%pC0qPF+b2u?*oejt3`SF>^S@+Y=0Es`L61ie4JZTnYR
zmtgg<>|$Xkk?~6CAF*i$@rf{QWO2s8&Vm-Pp%)SFpsI;BW*Nzo9*@-wNiPGbfgQ|O
z4ZQZIr_DzI*J)NwQro2o%L~1M*);?PlB~8QpoaQBcU=ToyF?%6tht2W1SrafJpYFY
zzS>wFfoL)#Wt9G|2L({Lj?uYVyFl6jL@PGHX%Sp%V&4gWa1S@1Sl=J8wQWHRvhZGB
zl3-4>Ve}}1#K2Ys$bu-Vve4e0WnYc9?nE=`XjpUYlk3qXOlqfjWMhswo)Tz@R;L2Z
z$*vL(YMV+sz!1n*6?FL)>GYB;0FW1^O?U#O6#s!gHhwlCOQ1jGcq7!#VhveFhZDA`
zD{(T0qNVtQXZe$xqG-%~OnM{gg}Q&>EhE^bT<F5}N*!xlq<qxh2K3D5lD5{@6hG#-
z0X0LCrlGaYS$MUe7>H}26nX(gc1r#d*90E2s5O&Ch-+|7r5;`}sA;NLI`P}2QO9fq
zs~z?OYM?-+o$fzo_Q$YjZHT1PlcNklQG#7m3>kEDYPiRs>o7(eOYOh{?j!0N_4?al
zaZNdzx!#jdby7%W6G8bHvjth2uKF#H7H>91_19MFqh`UUpERjEF?ciWEYr@qxmMjn
zeC~iVQvy|EqJ4#7Ni~}p)1#5bq#(7yN0~C8hlQ=HD%k%b>jaW;hrLWK$R!+BL3D?$
zZZC-U3V$>tp=-x5WftHIaPMW39aL9@d+0*(SNl_)#SySj3`pGb(R;ax9w&kS9+tKQ
zM<7hrt;Zpy!nle}%0)ynkUy3JFKarhG&RBWC+o2G%(L&QeV8z+xEp<lj%W+2k3f#_
zMBu(L)r;ZkY_HmmI4BY<?&Yw!;|%qy9aJq^N?9KVi==Q;1=Uii@^$M6^-Crm`%sM#
zetFyJ4+N2u6n37d?A9IVm1YD7waV-WncbJK={B-HL}+-8#D3W@Z&D}qb~RK4t(d4b
zVu4*%oEhFr6`8fteXv!y^vh#tih=!dg7xue5fNUErN$@oqwg+hX$t?P(XdExqjM%Z
zeq;zz%QUq!;?02)tsdD45s-|nrmETOOZ(&wn9r0Qzua9J-wW{AT~hsPm2tS=YeZHW
z{_7{1Y7Kpn8fo?{?#h-2z9%SLFvmI=Ix!)a%f647Ik5aFRKXB%A7BT3D-$C_0DiuS
z1|MD9WIh-q-A6EA1XX5}4U$sUXy4rSTbXrpb$3uts}iS~V?~cYoRM38wDAOvDOS~K
zKGc!FBpB(Zm+pfS$e2B{VTj#G4Y%DG4u^7|#Es080ca4&xJEOrOf5bo2)-1MnzFj;
zE3$?c_)XO=XiMN1d$)eQsT6?i;^Km5Ywh4QIA#Q%Vrr4uR_1$Idvr3N9&bm^Nu=zH
zdTq;<(^&nDt&kUS>7<5BS%-Z_(_8$~(l*}xUISM$K7ONP&wn*+NRde|b#Xv}1+Sa-
zjlp71NT40FRKZ$vB@g09Wh8D85b{S!buu4`bZ1T+Vdl-)UOJ>cAy$)F1SUBXb~t(<
zL#V_(_D}qE-Ar&c=aVGRhL7MFh|x!hYb>HQ-wU@;6tMiK<lfJzeb`3I<Ibx<P<EsI
zNx#&j#ELU)fj$;9L2cijAzj2ulWp`kH%L`;Z1Paob1i-!|2M10o<Ku2D40ZeGtWwC
z&o%TI``!5e^$3kO)VW#;Yr~>y4|!AdY;Yj4U$yYsI<p8J4Kx0U8XjA|_sXZZar<XW
zHkjbm_(9`R!+T^svxdGJwhpmHttiy-)abvYH3;C7UBk-`)DJEn%~cS00wOAJ@?DjJ
znINRV^qu4*X9zHf7{5G{3|+066tPYUJ211PAs%e1z8@LR=<s+oho*`yE%r+sZ9&17
zc~Hc}%yU!h<*_~*5o<wp>%b%EYFUw2zVyFgO=BLq*o->(G=6seH3Hu`GVuvDUimaG
zb{xip{D7x`Wg%pnY%?uXTl`f}!;AgpcZ~a@_5dVWOQmNTG3i2h@Pc%H>EZYtZ<j6j
z4cPboSs(peOJz9>2o3gsB-sa^if*cbJDGY%Srs(i8M}=}!F}k&6L{%|Gx(avdX;P3
zB5%ew+Z5`86PVBeDH_`5-z<=cuGKI71cwcMHP*VVDDmiBfRhE{2bR9l;rQPl(vDWq
z-~3aCt!PyY#k`1?CMhW`=S!70AB@+Qt9R{@P1Ow6eE~g65V9)`L~E%&Ddn)@9hB-o
z5&%g!%vnsvY_!uROGeyHhToJp_KT67iKDY2!mjN;3K0J~vO;bar9zM}dd0s^r%h*Z
zYo@l&IFdL16?eZyqQFp*R~Mv036A=3+e+dTh(DMKG(ify5MFx3?E*sHNCc3jC^&Dd
z*NHTiuF*hC4`D%Nc7OECvHgou<TbqZWRx+>?*NwP81v9NKvw_5bd<zPwhYVP5?zCo
z8gJ23vpzf#zj<#(LmJKal5D8YEN!H3NZe%H!gU}K%^Q_Yef5V8m{c*h&~HrL48?@s
zXFY)irhOnkI`N;OFn?suyOs6>`c=-Z&gA3KNPx+^(#*;XjkDOINKP$jTV5)qn|JJV
z8qHsC=7rOoqm@~{aj^A?hb56-7HGBG@(1=hoTaq^B5nYuHp292Xf%rgk`}THJ=ePP
zr8eki4)6M@$g)M3PnvdyvI^H5ri3j$&%;8LC)UXQDPc&%9jXeu44rufW146)BSP=@
zr)S;E$=il5QkH2i%xMVU(__s8X%a)18l=qgOzG#lUpM|f5h9yegu}E>j)pB`q+K8M
zGnr9$FwJ`Eq?c0%+CTE6z0BP5)%OPb0_S^CW7L<$)j;3Y$Cv;O$!e*(mqVdFU9jZh
zIn2Yn^DZgs{D7=*ab`!`Kx0EpBD^c43_2WXttnN{`+hLJRWovoMa7y>x$X8Y@UknB
zJ`N|<!zh`Mt6jFSP9KTOW;~#H=jD-@S_AW^b-)Vc2LWg#*tlnUb9(bSbrhS5OnV3U
z^$1$)X>Wf$9e1l#AnGVLj-5B+#z=6L-OpF24gvT#J07aQfcdXuiYCKH@+zyqCV=HW
z!!*A=J`;yJp0VjpD*3e0r;wOKo9^OMCd|S@P^%3n3QD(cn>o3D!J#0<L-*=O;?MSW
z#2r{J2IRe)kbPR6qV<+=7pV;5P{|FkN@`@!IMELE;?LKaD)d*6?XFr&G$Us05c$#U
zrtr>I`!l{!;QaD5o7t=^TvldT<Qk~f&ctL8*{d44(?C~$Jh~wD;1kn_MWRKP)ZK=b
zdO?N>2}q{f)*pxjJ%X%PgXiQDm$f8Mw_i9Ay0_;+BJe<8`B=NG%J@-RJ*4oh|B%6w
zAvd=wHY+xAMWUW;@yWczixR<!=n}vT42^%-`nPRs`uQE3-{RJT0x9e1VKL6bB!CFn
zT2}Ig<Gu<If+E}xclhcF3NPn@+1>np=2$BgECD~!L!BdHF2ex9kN<Lh{6yh~<72}n
zq0mSC93%N2;x=t!mCdu_c^CMUHGb<s7&upYmjdG9o7D3Q)xAl-vHtEUOgbZwkbq&0
zQMuLa#<?gTt?vJ7>S4N)<E)*^Y2l;0Nr3%4HFRVGgwkKy#47MlAT<EnSTdu2;Q_G-
zPq)(=EWP<JC_oTJ-a|V#%qv}vh3O()#M^*X%|`xyW+5-jY_GCZUdu9`z^(fSbz}PI
ze(#pAiU><D*24xr{QufNHse3Wo?B3KGtd0C_krowR1#PcWdZJ_CuNsY`5B3TXUGT#
zq|hnVb2Z)WZ?U`%M;Ny|j|LXuA)9E@s~H~XaN(Ag3#c5>pZRwx)9hum;6KylFHA`;
zn{3DDXV6^d&R6H$nMIh@mRJH2-aW@o=YXTsC}vmEO+tW3rj0Tho$ss84IX&x@*r)b
zq#SfLWIkaO?&Qa|j=pmRnsNogkh@`z0|DmT(ON5yBfr<WN%?@06>P!$XbY%BNdXB#
zjKbO;gUwGnAd2dX$b~z2Q|_$)MPH<l@hy5^Aqb8Wc5pl1AQ<;_MSm;+?D2kg>G;*d
zIETMOWMw;gz%#<50BYJ%{HV99L>~N7sy{*TGVpiv-WT8$q2fTHyQOD|dyFL2gG3G&
zz>nAGe-pkqyf3;)%V4<sIbr)N%BQRRS%qYEzN-)Z+bhu+a@I_JXg;y(Wucx0v>!7J
z(I$;2St0m*%1MG16Y9|_viow9J><8x%jCqAUxEN+!QkeA{icA3*!hso>(uD#bzI3)
z#7NCNp;Kz+%2%$+y)1@;euL%s&tA25?E|u(p<QiMMmzsW|5lBu)(k2QT0}@p9`$RM
zvYFMurR4xTfW_R5DU40Oht|EcYUBk`^XoIZbedEL!!78JShF<O!G8I|3X|TF^8w^~
z?ABGVOE&g{-Dt`2c`wAGv5vU4I8gEO#@^|y*6~2nj0Nx*<UB0GVVNlvimgZ0drT$5
zF1$v&=sJq4HeR-P5M7`pae5)-L&9$1^MAMJ67@~Sze}9VoWwlx?Qh%q7HdjaKl!K{
zEA4h#btBDhd63a^iXzC)kFgz?4*SLfIU$z+%NT*gE~g=pp$I+b-vLrn|3M4$m9fAT
zFP71YE^fxHVo+ZtACfTVB!hKq#PBIEEU$Ze?yw$kr1)$EL)ar-3otT<j?#yGtgkz2
z#)?pmck=%!S8mN|pTu0RA??>6i%cgh4~Azo<o05f%xpoffi>bsTz;dHNTX4Fn&Rd8
zNQy^)gr8H&Mm9=njk_-y%u-GA0x3QXIx<esK3t*(MYd8RGT^eax0`q>SDGjh$518c
z8w~R@$%>11%~3CJ)f#5C3>>7^@`|!B?t>6+$j?2wODmg4Q*%@^d+<d_5K!+8?BJ+D
z`|@1vbhrxIiK&ZWl$Fvrs&)?oR**R;ns7C6`bN|RCe>FMV#vRUoiVtUX7AyZWoWWX
z%g&YF*`fErMvU7nCb+;(gvgJgtnHOiTdF)1jxY^IhwxCc6=t-PK8Y)zBi;+(|JX5E
z$Wnt{P;0XH<>4^A!JhyPQj3r6g>Y0lrin4|@f4BHb{)W!mm3DkY>vON?CZ*?i-9I?
zBcI8C{a<Rnw}NGEr>MF}J^D+F2^p<muYcrGNF*nl5h8>4`T3ES6DRJCsDh|I5n1de
zL=@(*Y{%bw9CJLs?Z*EYDU^5X!%zTf71MxrEvc`>&n~u!3|1zk6QQ#PF&Lu=4Cl;9
zV<_%@Ugb7({}8*$v=@CLhAHJj%UOggjzb=QMv^(F5K+q>@@0pcyim&7tc<PxA1VBC
z`x@_{N}qnE!~T6R1O^{96SU2!=-PxMSA@r+$gT})0fwG3qn<(}x>%_SFmw?&oUd;G
zzt9%%4pVPpbdvO@j)>}$*Oo~rAhT8ZWI3I?WMgjr0j}RklV1W_DWsZy^$H^l$q7QA
zB}8WP9-WpG$3o|V-;wj~MN*nizav(=5=Xy)mM>`2*uTL}$4Wi`2wgpQp27BtvS#N;
zJi$~7u?RhGA$Dze1(}>G2z@)|29+=?RQ8M~`+)o_I`;vOnsQH397CNKw}Q{pZMuu`
zU1bvhw0UIh15V!$J0b=i&4NM|*5qy)L^#)nO4E_J<ZfI8Ywk-&5K~$`lzyTa2E1j-
z1|XH~QH0&o*uIJy{)@4+*bxmHyxQ1H0@%Sil`t(RRHU+)%;pr1?-PwnZqNg!#D738
zRG40|wj8m$08d%<87#KIFzDmJyXL(W;l8QN`!z7Ag$Vyc>4tjtDjvWgS@yK!oo+5|
zk;uX^W*4elujCH{C1`L8@(s3*pBT}0E7;E4Wy2ko((yNs6&=HNe;}Zw7z<=X4zNBY
zL>i0H+y>~EV9_zKGcFW)KYexxhdJMv-1=poKC8k45BoaEaAxn9lT=81OpKVmt$m<8
z2aX3vEmec-4`(tacGMU8kS=e5ZUifEUSXB?j7q(H^h`Z1N;q8A&^ur*P7Ev0E8%J6
zr`(%51CFtpGMg$il$De76%%cDFn}V_a?NfjGTzeItvnviv=ET~hJAbZkcVZ?nldLS
zKv*f)wX@XT7}b02p>l6ar@cgPg2w$JVr`Sdka2gxh7!JST}N+x36Qv1@eWW?HB*!l
zLx#L7S5LvBw*G$Y<3?6QGU8@D!VYvluKg}znTp`FWEDKr!pZWaB#JpiDNPBQhWoeO
zaxIv-iH^dA_<z-OBE8*aDy%vN7uGo{Z~K-Q?}vYm6DLBHBhhXeVVhH4K9brvpd3cR
zGbKBPcQa6$!*K-Ck*R)5iOQl1?e>5aFV(yn=_77n2dk6xF&pmk*(f{vF>hRbe4RcO
z!uC|@89dBKcvc+Aj2Aq{|D6YvnIq-8Y(!@-!O^wUDl}n0P|&9G!k`)#6c^J^>|<jr
zGrWqie^T-ITEZBD0}vX<k?uE=NL8<Y@?GL(o+Yo1-`Q5k2Onc2k~n}SCso;e^Nq^l
zD7t${wn$FyqNCE0CM;P6F<<c+K<9a}Uc6+D@U+LGG$rZ3w~J?JBO!AW%evS0axq7`
zFg;+$UzfwKj*KQ`FoQZ#B$=2IZ*>pOsUsbC>1bOf+nhR^aVHyQfH#W;8i((Cp+!;4
zGQMuW-^DHJV%yJ>>cd;brOOI&26}2*Yq<4CZrth{7_C(w!f}b1Nz*{>eMQwad>jDm
zGTz0`iR!9wn(1zu2z=ZzIoNW9TbX&}Sdh!_IVE>OQ;l3Y<ojN6iYg!G2LNnU4g2JT
zHQ#8d%i!ukI9uC@GV7g<n6)u8dSuIhc!*l!0FIdh>J%#NhCb2KyrR+G54vct0qBgg
zb{bL}S$ms<j=-<;&5teW?lG)fJ`Uv2e-F8F0Rh?ivmD^y`m4P}06##$zqAd8uVgAN
z+0qlswyi$9P+CgqUuGJr+CY78soGJTx@L=4l1l+#^v+p0NEE?gJ1Sge<uk;mVyQzC
ztkNy!L2&iJxvkNn?YKrDq*1rH%tGAttu=RX(aL0abHj1woB@9ok4eL;>8a(Ta_k-_
zb6&u|z4Aq=pRBTP+&h}-xh*0|#`5_9a*lh+FaLp|%Ov4N6C`JQ{spD)d{*TpHIgbJ
zP1-pc*_Ca=f%xolhVPl3xd!<8t<^oz{z{2K2;Ur|wy*(mH}W!n*ydwrtITKi(*-X9
zmzbpd*ln<<YzJ{zx;0X3UNmFd&;i>{cJ>-wNhq(UJJPt^^yUwRo#863ow^G=tUU0$
zO~=S^+n6UcpiEM$o^+&(F?q-Ccs?+Z>8(wzW7Ut(-)<|pAQ4vFAnIWFAB|IIXKS!k
ztnxiB?BBcdcHM+hF>)u&^?_~~)+;OUlHEsgQLgU4I1G!%HX<xHgRim*Oo4tcbArQi
zL?YgG8Q_`8%ND+#VMD*?1oFYC2YNaZ$rK|&_cmTo!Y!f8doFP<1i`hQ;-am<EBx)=
zkuFho2l(_98ZUDr#f0(PMRk<V7ycPDl$6Fz8COsuM|_O;pD`wRVY*TpD6Gx%=5~`B
z3P&P30@u9#H4<q$S8fdd9ndhlr_=VBOdf+2SMoE)%$Ru~LlWKQ27yYSHv@b7F)M`X
z{?mkTKc~I22+fRY(20aT6+(gr^b38kr1du8cJn*&0~Q^l9v1s-6BlXLPx6(y8N-}T
zL2=j!Bq#8pKmC|`Ax2lEkz9cXlEZPPU%67>-<dhUwQkWwKQ^b&&ba>*MN4;}S778H
zPrA7rDMFLXo}3KRxv@irgF#$H5vg}Tpmo6}s&#|YsaBn|0!UDSvB%wQ3HALFB!yDb
z`*I)sqkkpn&O}bvY=wK^xjycR-NNN>hXDGcu?2Ix78Va3vWK7cWRA#~ElRG7v@x6z
zZHGNPBb|{{4^L9zS)_uYYzRdg%ig6ll@aUQCwlw{y8Q&Ex<*Bua{gUE!b?s!mR&z{
zXW(x_U(QwLiF|Q)87z7H-)h;Ok*anMKlR|)^pX)_6m7d}KAa#F`QIhq^h5Uaf$RKy
z;iEh<i}d(y%P5uO&r0Ro`wt+lMYh%nP^-29J~Y_&s&@s2$W4!F9-0?r_D4233sDn0
zCt<I^F)q0&T_sd_s#o!W$aEKayV`>v4SU1Y^`AQ7xFVM_{&%`oQYK?s9MmmhkEz>a
zQi)Kk%l$>ytaT4KlxG<rIaOaF{ZsB0@B!)&wA+zvVoYEyXp7w>E4idP(~)HH6*;y|
zCds1h#c=M`%}P}?k2Cx|(c2SH=lQ6xC1Mg{#nm>{M_iH?Vjk~d1(5KYF*y2HM`ia1
z;xlI~bYSiUG{Z`dQR$3C(Rogse+y0dI^0}qf?;(>XyKEzxUXH{#ngz&D_<Dfi|~<Z
z@rL6HczGv(coFm@-O&0;bY7l=n~g$HW-V*?rQaaZvTA$`y*Aq*z7*&BmsiDZ@a<Ot
zB;4eGmpc=-D_BDo8=pjagyU8NOowS&MmO-=dnVoHI>>ByQZ19v(H(M>=F6zlVoz&k
z6C-RV+AmSuMHlk$io<hM1-swcSZ(8H9H#Z-L{U1x!~6!Vz05CCTa_@mnJ1PBNlX{p
zFvSf*U5=`?@81Q*Tp0dhEZ5F5S#v;`uy%oQu4@BHo%dGN;{nQGQaL~}jW}inDwq`X
zD*L{x(L>BF01Ag%&biG-Q|B`RN=v+4W%JKxGou~_?u{0lufq!T2t|ERN+>%)%!FPf
z^;BKm&)^RVXx1bxo?1+>PW1ieASka*5n}{;POv=m@h}KD8wsM6zW>UuseU4^RI<*v
zZ1<Jehq#F>n!-fLfR!=}1ZJ7qB_ZN5h@oU3im(xo=FD`uS1W)D_f7R~Xc9~Bj;iGa
zh0ibcBgwr#;?v7iZb(V?C(q?Nd|rNaBIME3yUwm427!K@`JtZ#R@2O9@h5QK07d6!
ze!^afX=kdC!V2D-ZIP=<t8;w|<n)+fL3bWVD4)qGQ~}XkD!fW(Pc981gxvrOInL+s
znXMo^wvrat##CUr|MbnN0e!;EqUD>|?fS{n%J5lv3#e7#IlGHj=`Z@>YxM?0IQ{Oe
zP`osCRoAkmokVhT;ilk`^@e`c6*N^~@mMg5)1md#j25paayg^Wv_m&o0_hLeW7p)Z
zm*$=Z><{tp#)9B!j^N8n!s5|uX%&@${YWgI69PhIeWeY`6kz@pEYvsa1UJ7S(Ukne
z<7{~Hqj)H^7I^{!7zP=_TGvdINWgI##wKm&JEqhSf;iioKnDQHOlC`C$Ob>Kq_&Ti
zZm%>08azhZC!3B!Zy|#j-bd8|>1zd=%iMuIsSLlE>lf2nu(abmlu|u;K*1>%*L2}m
z1GI~#ya~{9_W&!})r;qf8C8vSMI||!ewz;pK;W5%NPdbyVUoLUX!m1A<aTm%VVy!I
zG_DJ%em?sz%AZkNhHnRZ|C@UO=hMG6R@BIq3u=V!z2@g=XWs%fR^^I3>ENtx@r#s@
z^OeCEI9Z(6nD3BP@p|@JAP21iQB$|-Nx;nmrEN@n#|{XTq$N`A@WlEZQKw+TK=?HT
z%;MQv-1wU_@135YkDnaCa~3R@pji&$96~WlA9aP+2ebp*M9ZX<n+LK95B2BN<QD_r
zJLQOW4@=~Hi&d-XVspm`Iauu9I^lx3a^$GBx2J;bs<Awb4=LqqQ;#NEE4<#p3xh#`
zH3{Noz5g*Jf;3c0sqv?2D|%GAnES!q@S(?FC&%k{TiO?hCnWjXK>Y9g6kpes^(bI&
z=XR}c9!ODPvqH(Z^t83{wE8zYiNbFj6W}I<Q<Jl;jpK^UO35(J)SjwT6x+2@4LI(o
z#oqqm2CwuS*z&Qw-V~|r;38s}knA=`YE~+mYPvPgOYnk<XW_yoaK3W@i$q#fk7LY#
zw_SQKz!$gPBj}xRbZS#ECtC~$SQ~R7T_4b&L@jGU9OHpN{%K`i6Rn9gSMgvTN==(w
z#{F(zozrD#fpd&<NEwT#3DTl#Z?~Y+j88K>0O^J!78Yx=8*~x=f;wv3m;mH8p=5wZ
zf9(z-bDQHe(nuQq@r{ubx&6YNT%-<Lm;l$ewlyVw-gZ(zI^vN!_c~Peb)Hq1Vr_i)
znS*#=*Zl&UP}}sv6!Cyo)WMSvu<@}}-PMSxd?HQixlG6wluqXbp1F>YC_8lEcZ={h
z=<{{V&BK`S^KEYNdpby8I^4)s&`ED_>q7Bm8NiQ2HPZtIvhgc|76v5fGp|v#lAk8E
z(h0=Yb0{OMNnkNvO2os`bdzrim)2a)5>@G0IobS_XH@jxb{zsOjIxifI_)#QI*KvE
zxrc%qz0dP^>(u+Meah}Q6Vh`h%>;)$H?OhgC!T5uU@M*Hp?J<Z`}GE03t;*1bm)hc
z2nq#!q)QirW+ki1Q;>%5FlSHq$b9AfhK2BFK9O`l(hk)!N460;x^C(NKdk7)snG%+
zU<K#Y&nSxm5B!9U`>eiLv>$e+tw+BFi%23UFWtiAG#xrfIEwVI=OjT0NFsO=O_*fn
zs|of-H+1@`WU0Zmps14wKk1<_W9<Bsw#SY)De^KxkFgi40rh7x0!`!(;CuR&N+NOK
zNFFc(i7_Vlc2Vg8hhw7REvcEDdNUFyC68(#hsjtT<k;RHU$7$Zx`HIivBeVo*h3JL
z*0Rh)G9E-fp*|tEtu1dC2X34RI_qY2Xo7w!bw_A{yT0Xt$@*}Bj#UztUvdiU0?b2a
z4g^hpeQClmWZSDRGugnI7(~JVP83P4B}QGE{K&WA<+>ngOi>KEF^ky$5XXKOTGRG=
ze_1+Re=Md8eq;a1)!?esEBMLI%A%oQZ_z!dsOmeB#})yqMTt0E)(jod$>V3i%7g_U
z<&xVu$3VoL!8EDZ(P4^C|6M@-PO32bu-q4OrbN1G%nVj=#=mj;-^cJxpV`+go!xfe
zw%*`ExDPjsQ#hC;@g2#e!k!tfYx%`|{236DGg_uMwMoVxEf${R1-zF0@ca1h3Ow)W
zkPGBOq6OV)NlHhx)dp*vla0&TQG!yambfv@QC}~DzAwnC!GG~icSMTP5uxf17Xu&o
z6O~U%uF)WJ4n7IC07xnpWlHY9)Z5g|Xfi*5DNVx{sC;d-NfO^=;0F?V+KgUF7pAB}
zN+}mNSR=*1OmH{@L=OD=oL*6s_ewGg6DP_8K}#5VeHx3Y+{rt=<J)hU94xFm%+;w|
zv=;Wx8H!5^oAoCnz1I2fUTTPaE0S%kD7DvgMTM*VGVuvVHD`xsC;0@+*ozA(G1D}Y
zfC-z&*oXZdz9>shUxqrE*I4jYwlKC4<_kj|^l6HrWl~AU5E%*u4CIo?uG$24WzB1|
zadXKHmFC@7G2rS9^Hd>`)}6u_nXOejB3<M;EhBNCs0T=PM{xftJ;QGx1ZAJTwOJX?
zneHDL(W;OI4ji;`O0(yBbph<eETWb^p2Zi-8fVtBSrOn@!<_0TXmwjNUghV%7>+(7
zf-AdiQ%<mJT=iMX^6U|f4`>~eib$2N?M0|9Uny*hVA_#^W;uenF{}95`Soo_PC51$
zIDiGGX7>mH7g9xR9I5%j8U3>$&T%M(s6?BiLELAI$SR3*Tbux@1f^RsG~Yv8(Jca_
zD0XqVsbDT}Oo{EXFEjhv1nGbHY=~|B*C%kGv>^DEc3YtRX(G@Sz5O~{n7fYWMPxV4
z<dd}T1cWvx&ya*+*w0-<Lg-{zp!Lfh_jaXe4gWZVw0Mx@q!LLDv6DH78hW>-v<Bt*
zXa&49GV-YIFByL?CE%YbF>?iOs>evz)W2_*KSF8fF2&NS{`%X>d2vb6mHL~ZLVdJS
zrZUjSDRTgZWsQa{xkuu&tR3<AQPWP9v7dM##{1Jdcw5&HS)tA=-XY<jIN9F%yPC@(
z-M?+xQlO0saR-PUvBYbqb{|gG3Ck&9m2hz7@!vdmVxb*SRkepD%v&_Hl8092c;wk}
z>wd-;nS0IUMn#-VKri0pVKjv60{8LsHaZ(clr#=@e4o_yOLgpNn$XHZdMiVq1=aQ=
z!v0c<WH-mWV_yVezKn0^)La8)_48_vft~_DMVaR9QjpL<ZyksAiiDiuRV^>m+WM+8
zfmRwUrPdqzvi+Nva#O#$HFgRy=A_oYj_x)`8esHb5yx8gd&E`QQVRV-fEsL}3MS5j
zC-GJc@w<-C0bVWnE$i-%hdT_{;g_4q=mHz3eT`YfAXsHuuZMW=CI|pn+F-n*<cw*H
zKnL1jE02~nCU7p$QLoW_VP(Tj_T<N#k4#G#XawUn(UwbY+5WKAyqJx>ahWC@=#=hi
zfcVfse{3WZT=#fadA&Aq8LK8<0AVe>gTj?37KinkF)0x%M+8c2`H1Ra#pn>XcK+R+
z%K5Hmy)A~;*89H(SST7SEji2>A?M886hf4ggU{t1Ck(qYwPMnw?l{tw_O_<J<5K>&
z@$=93C$bWI25yjg>L1_6T>Hl+@li7i@q=o1MxXa^Y?$tIOl#*T>#$^=AXf>IfsbBw
zz9zP9vDsh9IvnIzjzjxbC(jhj+u)K|+*th;YDUpq^SPe1k1|D}<D_<6KJOEPEfBcY
z$md;F3d{bGiT@DH8B+@|_@SR}-;@p#swotai6Um1j4<E<k5idtp^U7hpDXje(^hm$
zuMpbKxI^@isq)5t*|K9v5nRBr7*@(+td4$d@8l<b#IH@+j~uy1QVpZJS3sibLGd<5
z^COFRV>Nc>8N5BM_8&O}uqWUwcS?XLfm^H9_3SaiHDjNfhicij-3sR_aTAn>G^8Q`
zFuSp&PpEV`1rxC&2IU5=<3U%R)<dR;A=L$P@hL{*=3teKm`(b@kn+f%%<+!el_J9b
zqLY}^QC?*06x3KbzgulAlTw|WslWl#(Q97SIRH1I??rL)Cfg<G`P|9c)<_g4x%i25
zMdh$Ad}}k};yu>HL|#F-t7VFpGT$b4Q?cG19cWrrjB=tt#P!uD`BMhVvqRL&vgHWN
zNBOZ>x<uj2n~w(_ATI_51RglD&qz-nQ7iHkHIR>brO1$zxkWv1Kz?!7P*^@i{Wpk`
zsbqvqCT(79ERCqb{x##HnKkfA5m|uHII^_s;(mrTm0bkH<ivH@<VBLiPUxIc9kZK2
z)TWG!T8u4e@qvMnbSNLFG=W<h(;s(gIYFRpBn8lOo05(-pgouQ^K{>Y4k}`r*B$?X
zj&Y!&jk<GcL@C<K(&s=Q=Udk78%40awS)}mjef|XGkVjIThr<L5Vx726M1CnN^J-`
z8w-`1O=KjwYf$gV5Ztv2uD?;FGP};#P@DRtBNH}%rMPiKG!jVYBXI;4WC0BqSnui6
z_GI#(S4#~Z0rwL5@bc9>B|N!=HiC(rfAR_;BN|~-6EfCxHlPT1N)is@;s(8i+W<DJ
zas@TTwt2DsXu96AYPfTncV)uG0lQ3{V~#>s9HjFVR~HyJF#Rlw&%6V%Me=3U3G~bm
zeme~b6(%Ejmx@JD<P=ABBrN`HzKjLo&gyC)8ogXT1@K2;+Qx{X`J^nX-LZK59rh7N
zd(Nh<LBY%GnNDZx6n&7Ev>g2=YQ^SPl$7}Ed8GdRWR3b;)nxv|RVQ1q8*uAJ4p%RR
z`z@+c1ecG_=G)(w0_s_W-VB~J*B@kfrjjuz)HYf~X~3+8dZ59B8sc4ze7?-}2tfQv
zZT=G8vAz{qK~3Gd1F{*G2|(y7g6p?3y|)X$Z0z|3bUCfCIxL0cBsqDVCk#lj<p8q(
z==l+_mzST9;RigX=~s36wVLh-6f}m#->*GU5mANbFxNpH$JY%uq&+wmr3O1Ji{IpP
zVeV8~giv#MW<q)^o@8;~D=Ie}=|DYR!M^9Fl5tpe8*11XZ%SvYNY=N1br^<qtzUYm
z6?d$aqBoq(NkhL%Azaqt7B``iH%0K4dz+1SxR0tcV{@D~R#_$>SZNZ0<{S5z($+8w
zTKzN@C8<1H!|Cu~w1PoMxB9irFSQQFV)6mat=7&on4x^WjRg$mPN!YK+U&D`y`S2v
zVh;f+b+Tqo+VJtSl}L}I-B*Dk%5bpiIUfBE6U>)<$0rRUM*28&b#F3A;&rW2(k~d>
z6s|o{e93$-=Z(No-3&0j4!}{M$nRMNO%9UE^jJ|5J+&TecJ$!l?qp=|)?onJ!63lK
zr@PonibCVFV6_kx;qaZZ2)zc^V_-u5wvaB5CPE&8cnuG6+U`%f3P40Ef=&XSLNY9B
z1Xpu~Vq)R6GK=<p%f&oN8V`8X8t-etsSAhdZ1ERMH~JJ{4j5Hr2qo{DQ<mAPBm7>K
zhLn<Bty&DeFooAg`$#q?WWd9?>*f^@2~nXpvX_LmTYa{4;DqwCUCYLx&O|wC4!<5I
zeZtn@2DL(MN~yAm?tsfsQBy>r6>7ciJKR1Bk|BrOouh@^veB7GZMdz2PB@viA{&?U
zbR}nWCc25wOn$C`DGjs+h2VvKD&p^ehaLJF)qUx93O4kA^gJTl(3%mKTorr>VaBo3
z+SUwoyZPI_6_WbRwz}RORJ&6cBbLtjqb7El;HSH;&GiQ6KU%Tl6$>QjhHfHc5NAkK
zLVnEPt*KprK?n%O3=lQDKPy4ciEZeT9+SgMHwQb1>Ys;;s8kBClE8`y^}3^da7l7t
z5JM!Pl>gw4pEA%KS=Lx$Uqe%oV~Qafd7Px@8&xF?2i2uIxPhgkbQ;@t6BZ~_WPrVM
z)j$D1*WwR{T;Hbf&$*OQ&ZO>4dZq{1t~~;m=)}<w?MKsF7;3J5PpUH*4Mgen0E4d3
zx8-ep1G$aT7v24g+Y!o_5T5rG<7LwVr4>_w2JP$m9+(C_(8DWKgnGf3`-#=1vko=@
zLYe~D4!H1+J3ch%f+&gh*fUkzw{|x@ZJmt3&ezV&<;|rv$bEM)yVEGanzMR`ts4Gg
znR@(ME63*0d5ZHxF%X<6M>xs2y*}Px!7~;Bg_s*dTv<_N0t6f<#(9tQNC>t%%9QY-
zpluLzUofRuN=#R~09$MmN{Bfgtq`}j@3EsgM@(`VSLvHW?Or6|u68yz*6m-07rmno
zGny*G?^_`SNjFm`GRsyGn|u%mwc|fFr>!9Ra>bM_<|i3(<F`y=X%$;rS78PWDA$<^
z{<a{1XOK2uTP<0X)*OnU*hM^k`DhmdFT(y19jyiz@TIc*$xmmN$Q<$CrQ+TR0sQAV
zG`kd?1PkR#@xxy}X;sqV=l<nxd{`DkYqx_Dq%dxd>?&V)=EujPCS_<fW0r5zv*OuQ
zX4GAwd$1Z12aK(s5^qVLlaX0htd|lS8pKHG|HY0K<kSTyYyqh!QiJ|_KSTTh7HAGg
z_*Djh^>K-SCC4_4s}YSc<O4Q@rb{Jpd9Na}YQJ(emdK_Pi%5qp3|!WAr~R+ZU5%mU
zYghKS)TX*e+NjAC5>xM~>J^Dmg|tx9iS-D%7AFX#o5E}^We+RnW-E-c9|+>E8^a86
z2&k-f<gx}}u{kbydObf@f=lru6EKvX0mW-`;>ak(%k#!2yq!2=<9{AYygv2RHqcM%
zyAEqzovgrB>}B~{XLh!(R%#E=ejjq>w@-PuZ-+?Zx&P!2-oiA<heu4EPhfHQZ;fR~
zR5tUWe~n-tDiDsp3QEd^`wgyR-aoXPQ1VP+L@<&v<OKRmPMtK-o~`muy-&0+yTTwz
zv33GpoH*&b(^Q3#6BBRlr0HJ=F(NNB+OU(EO+%JfMR%NT$ee6(-rsWHFA9B-)-;9g
z`kGtI5EzKZvW%5eb$uV5j3!O?jjX_Z?DK;4nwkG}J;KNH63mLK8cWSj+w)~l;-Z(J
z(NiqU(wRYhn}Ml6$TZ1Yk`xBAoy&=v@cl2b7wub_3e(w~8<hPdW2!A2I3BEjV{6zj
zp79u3biA)g`<Q<j#ny0yXWJ9#QOswcs5c-Kl%~vwLnCf^P4074;H}K7W68k4ROfph
zP4NyDSF$c#!pkU9cR{85x3jm^L6`p}n?JkGjoDW2K1ic6N{T+Yb8Qn>80ZO}F{~K<
zWcf8@xbL?ct}9D?=Sy08zn0~Up9T=G*ra($zqdmUd^K%Ja3>`-|6Ig;x9KwAtT{sA
z+@|CCXLKq&7&vV@?=oV3;fWUnuOWaw_&RFf@O603>>mR;()_novAenjEF)Q}kiv8I
zWQTg;psXUWm?dK@HR9HQ_A-1mJPB(No-UX4e(B04Oq@j}o1qej`i_1$ti%Gi^)G$f
zW`C|@DC0GJjM$uSEYj+{_cTPM_RT1o*Ja|&f-iLW0zF!7ftL(aXXBMD_P9W3lKdu-
z7msIJi_)+&(+cSlpKsuDb;Twg*4HX{3ML4c{w7sx;boa~TnCF(k^=&#jN!gxJQSzX
zdXP(z8qx(g(ScGUvTN&>0ujbHLKrAp3*ec%aszHM7@Fi0yFkh=a1ky`b9r{BVh_8;
zR<2F}Hwm_rtI*J>YGqph8?x1#AK-|)fftpUu*1buJ!CyrFxGIH{Obmx`;x4)R7U|C
zCvW2fU4b~zlYYAdAz0Dga;aHukhft)a?z>gi!p8#hI!NsFW1LGq12pAvCrP$Ugtha
zv%dZ~E@sxwj*<klb3Bdyzb94yqmiuE+4i{<r11R{ktN5eXVo%Z8T~VO0fN0co~sG=
z|2+b8LOz>_!XU`~ZU@~n5i`^Hwf4v-r;f{Ke6Tk}BcQS%)M}wGRw@nx=3q~JJ7L}%
z&blPI(fd@f#l=A#(35l@?dQZyMINS!!Hi`L1BCDC$FSc0{s-ir%)~iqHj}@IPdV)V
zhYO3|nDV<R!#?u<Vq0HIlFU_q@NxX6$KdjZp;O*Px@Lb&58@x<bV|xG`y#U#q(<W%
z=?mp|`kKjYGmd}sDTyq?hsa%te_n-|*;;X7j5v!$W;ca=JWNxBd!jD<S8wokqw7_*
z*@>w$ZyP>?^JdX{yhb4hqoX9#;^6O?>a>|)J8~4DUdHf@Edo;1743H0&+8t#aRJB=
z1M7%SfB@-+lP}8QG!4X$WSvzlhTEgFEDTWt7{;X15{qko7GkRWh5mgh#+>_%gh(no
z=9t8TZXRYp?}ONQsuST@c)}?)oBY^YHxGL)Ntg>}s@~Y*a(3yK5clwo$8TUlUTh|Y
zOrpa1Sc?MWpM|9YxlRLA7151hsIea{7kZm*)4t<vNRU(8iCz2%f6hjPgC%ctQy9`e
zwkT3m;s?f`VMKBVSI3z7k48SU!$8YOc<lq*PT(7X&=8GOFgK`$t6J@IB}>t?Rjcf&
z=>o#nZ|6rQL(B|6&}(#DM3S4X!0YlX3aKBeZ^pheRCnt1M!avFFgVVO@u9%i$1i6S
z<gVYS@q!uPBs>TF<)kBpzOHJ7>^aX7`GCMLnB2X|FnDAv<UdwxbR>=GA$xzpJbNf(
zD%N2-p*0o!K=8;PO-`!s2<xyef1(4^g#eM>sOYO6XlenF7*UVSY8g@AvMJ+7<`<%e
zx!}Fdn3>PmPY?n0NUTIugILHNtzt8+_GyPxd<>SA8Ggz#^oA#{glLp$IwpuX=mkAH
zd&N(rAw_2*5d_;lX3YzFN8rNXbepU*dHV^9;sE%lznFkpWk2$m7M$Td33b-0DD@i!
zvA}cDTRmgL)QK}8bT7_i&J@;hk=>!oSA1FMgLrvOJbYLVV8|k4KT%#Q_?!aAh71St
z;@zHTF08#Yx-TutSZj#V>Ez%IJB@2V8F^06lIVH_Usex`T7AgMnFL*p)*X~|<O@%0
z!$0i=Z$vF~njvYM4LS2T3#D9zr*5xzIhj3P5OcA=TzlUz({^WAB0c`I<KY}KV?TZN
zH!bY>*M7@#3`)@L;jWpP%ovgcq<#=bg1OXYD)0Jtc_MC>aXu+^{PMO+I{t&R9&|H?
zgt?*OI}GRzR&|m7OB+fUa|WkS>f`+&ly#R5EeKEMvQ#wPr>B0;xxS(g*szPX!Sq;b
zH&52XT?hrhxl_A$jeZFFirdLj%dO}wDD4qTi`pN0=t-U*QlFD1VY)&4ml2Ffq77Ds
zZrjx#leZ`W67yPB+de=i0C*M9Ol&Jl;wZF($F>ux%1-PQqM>W;-6A-u7tKL8yiAR+
z68T+taifA%3UU&x%K`lGCvQ<7`ZqbcxW^Z{FY=6fPR$OLh${T9O6o(G%@5~la9IzS
zU$k6!Lq{T~Fq2QgP?MR1csjVOkKH0P@2(g%5tp)eWO#A~-n(X|KeM|NPXFp-ZCGZv
zHV*7HcaKL6VgF%PS|?kPw`-a>=z+wj>3_W)=ZQ;lJr)ji(@>F@KhxTNquG~xCpKZ)
z+WA{g`0CT7s&Rv3hD09xGMUB<Y?u9z&ZCTx)kUY`Nq8BH@yD)dp6k}V8`lUC*P=Qb
zY5KzuR-@_b8dz`I8HafOztl=%d|?;=0&oaV48=I-YatR?%9QJFe<+Oj-lLKrR1huC
z;PCx#nN}~az}{RwrQ^2qy9?itv^m62MSySQX}^2d8M`YJ_joRAoQN1c&%X^3ql>bN
zwev(y27PAzDxyiT4pZCA39yWVX~Y6pq#s*Xy9}A@^w);MTc`~+-45y`{t5mkX+!zi
z<GH$}9it+Zkojx0OEq<U2E>k)V=IH;*6&<|Z~@gpYqrf1nPbv;K)dNfkVxvHTc6-J
z<~PR<XYN%cYGUukok8|wc%7rEa`RbJ$hFqUt#&3Ax4r4<a)zJaX3GW#kq7dFbkhdb
z(6~IJg?ygroJh3r^W^^Z`{4Puuql}CI+OZMtQj^wrU2`bSo(_@!6k!Yow4o4Wvxf8
zw(|v_5#eUqzI8v`Pt^6E5`G}*&(a0E%~ZaN35+reJVHso4s)>6RT-#-bB@W72QGPO
zu5K6xWCR$bZJ_ovZNZ0}3_^^t`&!j$+x*9<6yJEnB@Bya6)p@RNMmjEyakpG@}^;7
z0lw7V({9@65s^>_##l>9-fPSlYK5o!wA%{%i2R%`?=Rs8sURBS&vzUY6i;tKlR7`+
zBU%B~VvNUDd*d2Eo`#!OwdOIwpp17blY;YLm&G}NZfa<hmNq)1a}t^4dNmv;uxa$^
zpb>H?idD8=hkFbfA9crad~G=^E86kn!FX#^_*kzrQ%loE<im3uX9}#pFhm?0P?bMy
z4631qejLju<2MV+$c-`f#l?vc#}*iN*477pr6tjG`oW%8fxH=XI9(|k#{`IWRA1Ss
zOE=NsBW2*86G^j77B?~}$&i!}oat+64**xO9#1q8v=Y*Q&F0=(dnL)VU4(3e+>rbC
zPpLK365e^&PY>Ql(SdxI7{--@Yfft14t)+(+J6J!?7&;V%BfEt?8E`a;aP)=)Z!*q
zeMW`5xr7GZF?Ug={?reHC*EbYFKVDV24m`N;XQ@BYg@&sJePnDXv6(^9_$QVk!(K7
z_{LVUbNeO7WDcP0`I&3X5M-a42WsHHun+k!#PL#V05o2i*cWWJ%NNo8DTVc(<-+z_
z0Rfmje7FkFwDDmiir;l~5U<Q?Oc(rg0=m#%*;N=>p{(KUc+;b*Bv&syj~r9<vS=;V
zo(x%gsp6q0vDLdcO2_^R<}i4z4lnXs!@Y9ptU__60bl$SgOMp5bY}c&Y6Bz8gv1f{
zX9@2CN=GGRNC@9JW7|A<<&8_XqGg$W@X9oO*w_ieh!cnIODM*wcqE3Y)6Ne@+Tvp7
zJdDz2+T+p^u?ZC+nU|qJU}20~JHFbgEwanDb$roOYF}I$?c%~52*_+8?Ish$aU(DT
z7<sv_;o(k8nXvf-kku?O%k%cehsl}YdaeIJ<zLrDgfT~!6?Xvt|3^xNeFz;*sbgag
zM^_bYGF`Cl;rsJMSjurD+kzPDd}=|Gz9{ZTvYO~w2bCwb_NtY^;*<1QC*qRSj~RTV
z`Us#Cu-ssk6hS}EOjp6|nJ*{n*#FZ8`N%G^P>1-f9&r`qRi`gfq#nt=_JCR#yyI;9
zv!C{u!f(ai+vO7#H+4gZvW8U+KOqV;6+KYB_e=6QB)p*oUT-=4IRjWfvbkWnwPKdi
zRJ6#^&@HjOLZ8MZO`pwCMK4-0R-x=FBP<3nc&%9zQMfA_y?(<h>#+$&mByt1uO<Wf
z_QSw=yt~k^;x~o6LKEp`7zVozeL*#BmB)v1q7-c%ke_8Z2<Jo{hTFfpVezD(5hqwM
zprDAA_!>0=;1^z04YcAQ^(qT6Ubd-Di^R=qo_9_eFy;Z36^|nfd4-@dAaxm4Ih^nj
zrEHd4iH&btD<6~_(;^qCgzqfbK$FnY+`M}{#K__YR-s)lm;uefvJo)z2m%TmYBlT(
zZC6)Dc%<TXoHT^}{cP(YFXJfgJ*$B2dI+hL7c-nUQD54=OCb+qr10WV{3_&weS$(O
zH$zp@lS5xONOjbo1<hPoY#Y{V;*^dNCnrL4Cm2swK$OQOgJGRb-|#D0+`B1l$GFC`
zUIZjj1GC;uj&IIAu{qd6CzxO7(Ke!fP4&~aK_}Of{xcbrA}kuN5+-5tjn!ZhEY^i5
zakB|QfI~Ttw3~2aF7Ovql7KYdr)gbJPCA}S?YicEeXL`c&NDJgFi*;WlmPAH%9PPH
z;)Yslp(&F$;$)flDSn&kn`5<8{!i`Of~aq}q>u*c(x#JJ)rH5;%e<u1Z}LLT{%Ob)
z;Ihc=YPc}{^HK-MI1<djaPu0GZwvGgB?570P6@)gc~M62?nz)D^G2A4>ZJ*vpac7B
z&7!7f5U+@PKE3Y|ra9U@qT`O%Z6E=KL&lxJcCB-a^s1PK_gQ`s9~oIVDbw`oq8e~2
zV4Zf_`n&w%0wYzNsyi=ibc0Dl5lmzlZ3kD2y;R`-l-pnC3Z;c%7gQ2{4x8pxeJ#>z
zF%?)q*fk}qRka-`YuVUx^+N*b3$C1CtoJ^h>7puhR-!;Q`cerxMVvPk#d%w0VK5UT
zL|mcai)+Xl1{++)mxM!yzjK+sI6&!f-}$U`0~oP8v<Jt}$mfX!Om2%SwnT*fv`7BD
zt6V0IuPaI(ev8#kHO=?kTtIB(!542e%4h*UC5$%QW{TRxFHgeYhwwKi+s-D;iOsRO
zt@H6%^xIXmAPwiA_N!|bU<E+>+#w#z<msTRW2ToppUYrTv~H}YqMMPWLm8^urU<09
zNqiryMP|jFUsJ|J>q<V4z?<B%+=Ni;Yk0Vmag$|?<TgZA@K=ckYuWKw=mnuLSYkVO
zczX1GgC-X`e9{BZo0rDHaQtIuYY<a3>XWWtvq@EPhN|R@!0cZH!x{~}5MbCsNoSh8
zxj(G#Jc*oSc)zH{%Jm|Ut>PjN$tO_gd}4N9|LKzTa4=jij<VPC8Hl{*9Vs9#{hgTi
zd~_E+FkpEP71J#b?G(Z6q42eHQ^_4D3;f}K=`6)?74rU9oYjKXyZ-izpeC`FNoUmJ
zkPpXp1j0@Laq)BCXk*!duqey_6dfqm1x4h1z1j1Tl?TZa_wMd{^K97OsUiKsWa3~*
z3DKT*KjPJ>(6D}HPlxuP3Yu4S4@W<<Gk-x1wlcD;is;x`8FZ(-{z~G*T<l0GSNm_c
zHSrW<w;s)-sf`yqhYlxZ!c(7Y{Vb;@J&X8!yb-KU)HT;tuAHRQ9qEwHl=<=IY0gsL
z*$T*BO-*Fn7V<n)Vq_bYl)7$K1}@L&p0kKA{5H+fD}iF-v?s0>%%kB5{878|1<ugP
zxJ+H4zt=T56(?L(>u6l$n+OjMx-K-&1BShqwoz*qq7HM&Hx`QiD>~JTl?vQL_DTON
zzKhJ+4YCPQ62h})%bIjuK|?nopuo040myw!OZDB?K8_%4g$0kC%t3cOEBIn>gF6&U
zhAVw3HpHf7{6NlIbFZ?V<!EObW!K)a-)T$t(_H@c;{zHTC51S(u0El?9i~{W1AW`~
zJ#+td0Ax#l*5~J-ttA19Hs~RxaB1z?NJOUDMYv}x<f+%m3aTsTHiUw{6y{~BHC?VW
zsXYbf*Ih*iV^!`cvutj=t!vC^gl_?1CcBqU7<hYRzI$r<!i8N=3-)uf-MSk!Z*s?{
z&?J#^E^omk^Hudyhez4yNOp-};RPGN%18jUxUUI@;Hd_a*}C4d=>V~}g}snW6h$HG
z)}O}IYGCWoQT4ZYd(#4es+ghRydUSYFVybVRCRYEx|dh(Uf`V6)%ytP{UY?_H{0i$
z?kE8JQeI|^F^afx2U!XJjCvb}?Oja+dgh*QvSoWGMhDpnhcChf*HlWbYh@!cSY1Hy
z$XCM{*`eLCc!laoP9gotZK9RF7H>mdlBXd*QXpmuq6iI=Sdh4CSqedj(!+o}e>A(~
zz=kiP(RwaoA4Jb!lP4rkDMx_fv0wn5Bm0=ZF7eBt0ov|WU3MkZtr;JVKCU`%LXGKn
zA*W8^CrPGmVa_cwjav|FBtFiTUa7qHL?(46)Wavazr<V`X#4PRwk&RY(rn3J(b?L4
zJIjQVvjIxD!_E>=wXu?ERWd29MW;*HnxFSUly-wXF>g<tiZs5=g*~hAki+d%S)_9a
zA`(F+aX3Oq)?&5K77NOYX}XUp^KZB42ABN5CXqkMlH~L|lDPF83|d$Jg3LSBB+xrZ
z{KHXLB{3`0Kej#%EGp8|M>{F2BT*tiLmMPjpW*Htxkje>m@Cr8JdR2F%gwpp2Rw4&
z!Uo{ez;38tdQv^`Lza2i&IluA<CvDvi^Ow%aw}CI41+3bA>4r29C!P);Rjs=M<?yp
z+`MN=ZB|b?_|U)l45|?&8%M1oid>ar$RPf)f4?=w1Z1735o;K=uflL2*SmPHvhmt_
zFHcP8{Tyc#(!Z8N>%I~)#_elB(bewQq8e~VLYGtVMS^_H=^tWw7L+9Lk%iyi(L!q2
zSRIm>s0}70hzxvJ#zZ--h<)iY-}&UR!~Dmg6+pmX<+MwZINdhE<|9unEz*X~8Dd0S
zfs}masL@y%PQdc#@776nzcJ+QcIyfIwA8OTypti5z=wXn<g~74i0uvp(Dj2#-_vU#
z4IoK;s7`P6y>|(cS)Y44bM`P-d|STco#|xsl<QT6dJr%6Y%}@FvJ+QXvCzp`BdR#|
zQiq^)akpYGE&+>9PoJak;8C94RdD~{*m6p-WsC_;HL?YwQ)N^?k}wtQj`nq~OH_94
zI}R%Psu-4G|F+1Xaf6WP!6^#=Gwy|)1Dq``G`Efe$PB8Hl%Wlv)BH2e(T7HM=YB2z
zY@wYx6NeI-vtHVQk9Yu%YH3Q54wvquAA+gPjH<|mx3?w5F&Sq0RppHI;0#EMR<;Fn
z0Vd_O`iD>49k33Z<7(fM2wppcy&21e-}j~V>JGKQ$a>c>yM))Ahhs%c^%{iPYRK?T
z9`Ax@6`NK#<@E=Xw@F?6Tb>~5u?4TQaFGXxS>ypdy}Y!v8E0Z}U+k_^^vc7^e9m00
z4wMC}5=^D1#ONV;9XS$%!D0eC6|ch%`>z=T5fIPO$-Y3Hr5v81Gh_h~gi9;?C=pKv
zMA@v4xN|kcHXKa7xW}T_sd4Y-g&TkweU}&q!%73iSFlf5!dSNdbiamgU7B6*@?VIM
zmysy~epWUR&V1XGnji?*2<f$P;kYF>6)++smj`cIDvP~+lu3_{gP%*OpiF2v8JKq1
za~>0KQ!>b)!L}4#FDT8uf8mN_7r`;XJ(*edO8<=2vc2PiCjS`9lf<phSE#qQgiz32
zP+Ku8;dNH$2exP)J-`~jZ)jwagr;9~h(&Z)brD9stkt5+sAu6jO3<C<(@Mewba72o
zhCX+Bjg-~S)bK?SM5!-OOxP!tveR1^PJG?c3LMnW?#{!rcV%pQfUt$5xu(7a40AEa
zu{PPs0E?{Hhd{Q<mxv<4q_MYTn_Onu6Y<}_W@ba?Q?5#Ydti)fIlt>^TQ(5O`yl-u
zwI$?dY2UbwDCbha=zI3wrPR-|JsAXOf1bHUA*Pdm4je{uFz<TkhF8Ghe-GJG*%tMx
zJA$0(>@jVm_vnnh=gE6<*S;%p&^vpj5B8lCAN3w#nnd7Xw^IG1loQWXGF2EDd%|Qx
zvW1@$O3S{{2{jcDDU)@Je%kz8S)#aRL%5JzZnJ(~)QY7P+T7_G<aK}xk}p9K(GHI7
znW*iyZ91O$V)Q=+0bnxG8EBrBA|IdF-OtD~?d67<z_8qE^osmVw4PYTC*cn($T&$O
z%{{IAnTk6BC$1Q-ccw5Lb@~~LtTj4%vu1=(m@3^l>FjW*m(h|%35q}GZHjym=((l^
zs<KuS!9|gtA?fCSnLuKsx2?Kr$Bm=Ld#Wz7Uz5zaSrG)r+^ASt9g2R>PBwh#8h5&>
zA7Uf!lTnPZK-lSU2!nY%sN-4(6YvFk9`PWlm%3gFY|#g28e~Y(!;xcdO`O#IZDkDN
z$Ke0smHFw-X<}90eB+_#M1W@*`47c4Y=zurr@btInpM9h!dG1O%PAPhxvLf<&;3J|
zFzEa6nh73-nt;UQ!K=Q4IEyXu!sMqRGA{O6K1PTuO+Q!>9!%>E)d=d!T;4awR!WTc
zQ?Wt-163*u+(@CTvL*Eqn6e&R|5)p_OK;e!ZaAH6fu!-n;uKgpHKAL1<fgv(EXJ!@
zAWg)5sKk67wjrfks=hu@W|7fQ{=g9GuQ13BKV+`t9XUi{BtzB2wawV#i=|pqrTi&%
z`f!PWrm!*Ba;Beed5Pl9-3@Y#Rc>Mv9}M*9Dp-Lx1?KzR4F$NZ#18Yy8mn%Xp$RIV
z@^Oi;0|TG>KffXA|0UI{c4EM6AVfUj-Zo&Ev=&5yo1NeuF|yI5mXiClQG59V^1s$L
z*i7gLW495hRY2Nem77-pz5%;woAZBha>qXg)RPg~r3jqUr3$mPL+E}rt4=|xv}T!l
zSe);}7R?uNT-4ag=-)|JZO<NgEY+{s4VPJBt_AzIN3`U9)uW>jnii(ngU~S9g}8EJ
z{s_Q^c0~1>;$x6h`{7%Q%OeC)d0_OGWVtkWYg=s1hu9dy8-Tdpv*DT2s%jYiJ*NiW
zxEobou9+jCCdqe36k5?9@qADZzd|Vl_5fxEhy|q~*?TZH?SF+R?+!BwA?B{v>cFMX
zj&I;wh6|#3kQm+B>iLHon#P_)u`Q~xGr=x`ny+T#E(mfILElQ`Z*er_PBzjjX7iXw
z23;UFtko0!7nNaRSyuUQKr}8}smMQp(yWWXJO=qgBbe0ljS<OZJzyU$un8mFW=E8*
z=3u`b(jr=jNYEZ)AZ7>uQlOGKe42|ymEx(&n`$4sR@oA1Uyq8#bi@T6Y^JmfS0UMV
z@1u}xXO=T`0AgNu2GF5Vl2<$6e>W27@CX$v4AChwS!~DxB>zo>@URcC?RKbWbS6Pc
zir9;q#rd5z@%j^DH?{>yyt;IK#ERf}pU654%@mc{k1<mwUh-i{ub5YJ(`5V)13w|0
z9qLm5P|HUmmVzU+vJbp>Uzg0jSc4^75i~_~EY@yoffbrsHVA=#gR4!^sz)7Ojt!SV
z*h!*dB8_h{GrcOBS{kat?n7U{*2E#p{-ot;SoO2lgUWKtuv9eSm4LZ!>I#ZMO`Ic)
z);Q7#f9i1)N(pp$NuUcdGK)PuE@SF-9dpf+HhPt7iqBeMx1E!wt3I_Xwfa%&?=8eu
zDwBrNf4gWbIo_zP-C|y>VzrVUlk21_MamshI*pRHgDRx-ZFhoR;GuL$KCHVs8RP;_
zRkeXhW%`6(C;oi9F=vT*b;34X*G!Pl0_<lV$N;(|x`WF<gQlG)QzZZDZ_Cf{41ekE
zv5_O{oRE}}Q*l@>iUjFOiQP+bWaza=V_s#;pW$2;kO9l=ln@2h9y7W}`=i(7Q{Odv
z&ro~(XUD0(iw(6{hJ><A{W|oC%=mAk$+qd?>kocvYa&kC<2KX%Q}aIykcp*D#C{r%
zJ5K`p%khzvO4-w2tJ{;$OE4UF;4iwk2_Y)rIj+F*!h2CgX*3xCg0Pg{+8IY&UiVF`
zcF_FvPwNKXD}uAyl9nl+Tron;S0FIOWK=gmwJW!6F%71gD*yw5Oz1Mo&wJPG?b00e
zhl4I(%smWzGz^D_A-@MYg6wOMoK-x7I=S|<<)N`KW+<&=Tn3jm&VrOcrWkNq4@I(d
z0XsA%eKhgzU$)DLH8su8N$5bfW_Qe-rah8R;<ob&SnvU-IwIKQs)?ZOmw!JBn36?u
zu~pB~-v8q>2e$M~a}()$G|nkXB9M^NdSxNsOc?4EDViJ$^+~c)k5kDdZE-S228ISB
z>4OZeeLM4}Km!&_zzJ9TSSZ&aQrA2U?6|}R=PK(0j-G6%I68hP^@7Xu-pOZJ;BaOo
z*@+2ZgXjjs#3k)HZDgO2jeaD>A^60iy!;^h=>46+%wN4Wl7Sx4a)A{bS-4H1*EKnR
zo>jJw{%9$u5HfH@cNJ+#v=SR@>uNxq!NH4NZ{O}&7&)Q%)PzGoc-62@%&9+#Y0|c5
z!N`&(^X_bCCj=R7U7opClTG<IXw-vny~pMcu+B>e6|R=73G0VdoStL^t}KDhCXdoH
zsKYo52-RkYSqf2zb%sw?b9;toFa!ziY;D0J`nTF9a&9HB4g%G#MS5?ACt^JKAgvy_
zz8@XrgY+zre_Lzu)uitr7CUNluKRx5*RUG{h$Sitf;F&#G+V@qY-;F!^rFL%zfI+o
zEa0~~AsL@rRDnbjiiys`L}LR)$A`R?oFWmfrS5dAN)>&X&WELIx|LiJ%ECo1=e|h1
z|7XVdEB_yNNX8dUDN#i5$tcn|qQnXPsG?%!Xl*S~<#S12Tj}GzCzfJfeZ%jl2N}4)
zwGEL7^}gySZ{ULZ_rqV@#K5kr()S63p@4?qj)`AA?^DJ;?yfg8jskdqyT{hP0%F0{
zwjtO6COj-li9%{OJnjH((5?*m3AT+Ac?^}Lg7SZht@@H;GW$>WvpCz;ggRoP#Cg+Y
z|7#7>2-OfMqgQ|Mtqx|TR;j>t$MKrwn?v$CwpG!@w<v+xx?%I29bNZ^Le%Q;8HpkD
z{gkcNUp|gLR>~*0GQ3C=f^;i5N$x*RVN|PANewLfWXKLa5ZzaCTqG;6@%NAZLN2_x
zAE)}i=Bc-CF1vxgE_LoH=}szxI^s%#q?(rEPZC=%GfRcU>LrWVR=7j@s@R|<k)^>Q
z*b)K!-hDFc?T~}70{?+Ox0@GReWSI!+}${>&F*NG-kCvd!jZ?lpHFZC7M@VXVi!Yp
zltBBj_xoeBucDBr*>hxA1L;ga>|_yl${k+<F9<~DwTnd4$}c)FE0rXa#k4H@xW2*o
z_T5p{GRA)0gg`;2>uySo1I&+lw64J6i%2MAA{*}0g2wSdr&!ggPRa??R_O9GJX=r-
z!P&`7Kq`w(*RP@1S@KWxb&)S`Tw`|5W-)7oU7C@HUzXsT51(j4194oBb>1j(k+YEU
zB2Pl9qOTCd{#O!HxVU7Z6PueO0TO1RzE8N(IsnLgYKU#tkhx6|g`@n$$a1vx_%Rbu
zERi60fMoP%q7SqZyZ}>Otn7z6;EIUi$z#pkb2lohl&_A$JcXwTz=LWCYeR$h2ZhF3
zg8hEKNMZP}(VsZXcgA5zb`1Z86LL<Nza7Rti&)1pY$dsX5JchJoV=u89diM4`XzNr
z;H2vA1}l9gvSM8Dt0WT6k2BP?)M<q{mU26lK_Lh#ka(eknn9YQ)f@6qe@U+mS}P_t
zn8&Iok1}zwV^Xi5j}eN)aaQs<;NiL_4rV^bN8h(Q)$$|{Sf*?UH@*L)N|5;<upb>$
zoTe8kBGS4oM{sD%$C@J6rABo%>}e**T<^&nOz<(6snjM4PtMmosq(hDpi(j=;~%XL
z8M=Pj)U1|IX)8%IMR^=e?b%zS9!vQ5r}b`WjRthzC7wYx=v8iiEOru?#uG!qX$|am
zHW;&^%@jte7V$2y!T$1bGZqK{(nz$sZ9Kd%u&UJ8$(^?AGPdT>vc}0hPt4P$TRdc=
zffvP&hh)LO12?2#01d@pt?Oj;gq#fm86oLI3lQtA0^B*P6?`(WUrXn|OvFu3<a!0z
z7-m|c1gjJ>zIZ&DB1R*OZ!#*ad56&On`bvBElaP20FR#{n)J;?_)%kQtes{JP77Yf
z>QKYUjI$|H4x5C+DB{^b8D~#`^3>-M@(rA8mL_yX0~oMp+nA-m!NHdgB(PLwhOfl(
zS~Ok^Avd{HDH!H{nQNPk`ij^Mz2~-eyrq5h11nx1%3;2*Wk1Uu4&_a+1BbNWFPBqv
z_qoO2&4CM{)+o^f2oy2K-ouauuLj5GoIF=5!m|S`X3a(#J+rwBtq~P5JtLZ@EVm>A
ze<{7+wdsr~@*jCrxKA$H{`CKMb-^*)U)7FlMlrHJ>SXjispC!vMeK~C$Xq)E^j8`{
z$sfHbaTWH}a}mFP3Dt0@0OoLTT2JGC`8-JAD8A~HPLlK2@ATaB<<okX`(Q1lg9>po
zn(`{#4nAr2eKs5gw#lSoStJy?(sIr6GRon?e&?n2VS`mHt8=$*bFJWY$6X=;6R@~N
zMk(x)*Aq<S6KtLql=+lEcMD)rbL0$41?L~snqd%w%C3YeE7y2}p~+RWwn_6@Dpo9H
zCjf|TgAXO|>fDpS@>DQM@*fIu@6#|A4cAT1!h&+u=Rtxv-t-KeEHMJDJY~az2v#9v
z$WP_)mY#60)vs>?ZFsO(I+Iy20neffSiF1{ckKL0yHQusmpN?IckEp0jJO?pN)uqI
z-xyKoKYDPa0V*NY-nviTXbe~`<LzIgt5+6Y`jR3SE@BCr73a$E*V`Q*#bDOR)b&cS
zqne<vnBOQo@xn563~<2ezq1uzU0Img5gKH9Ng7NCLIeTDV(yf>XN3u!3<@<rvT4#k
z(gM+%LIcFWzh>8+0e|@-d}iL(z=JT2jA1fTS$&GEni-_<`LZSG)BnA+L%@R5h1={q
z>aM7O^LwvL;;Cz$X^Fw;)P2zb*`B{3yHYBJEZTF^Ulw2h1sfdQ*=72(l{o=o77g#}
z5#D$@B}oUZJV>Je1hOd%X>J9X#h>6o`|($8_E6JKb5KwyR$-?fo!6{m+%nc7A_S7!
z>Y71gU_s7tFX?lDetoUH0Z+r5po1RF6B>&pIh;3Oi&|^ZRRx|La7o`cADde)EOl_4
zZ1d8%l^Ej1+ni5n(rQNsHgpmDT1EZyxgL52>JW$pR8HBaVL)SZ{Q;HvkVoBK35-M%
zbr3_;xnx14DMJ*|cvQuH8;jMPyiwr}Zu}B&Q}gHtoJg40A%R!1TL86_6aoV?0Xea?
z4Gy82B!4(8VDNtCnms+(4~JsDz1m9%J+~8ziLk$wvJ1Q*fyX2+A*i+?O2F7rBZTUP
z6tls(WHO0gOZ;7^ij{G@pmiR{&B?ec<wQ-Pt5t5LBwMfXf`Wr7k%~U-(MzE(u<EHb
z;=3B^foVzD*6UG9Ys!hPA{QphN;2>mkZmM7hKLP6{ECpKMI(*75G89J@Ys@nsqoU<
z^xVC?61|dQ9s$xV_SuosPQJXwI;z-;ky3tZC+JIq1!Wlu);`98viUh{3%khEAu5vZ
zzui-)rXZS|4ZE__UC)p&H&qx8or)+{#cWdLvkc#k?nuaA@8eJ~b?Y~bKV4|(uW!81
ztYX0p=Um=#pKI_!y^<O5&m>I*!V6M;g5!-M{ok=vE12OiTigo*NbExBhFuocyH?gI
zfumCZ3U~Em>XMAWnz+L26aGSjzo~5oivToz@kzxqRoYsi8N|zo@8&%+O2cN~iTGW_
zF@JTALleyDcVf*Irm(k^ud8u7vqeJ3I$<4~6=TSnx!67UN6bX<dCfntZ(X0G;all*
zkvQcZZOxQK{E5V5-4}$cdS>y<$ymb~E6OYOgHrAp!_CaAvTKxgve&<`egxKJY=#Yy
z{)%G697Vng<uXPdf!_Ja#^6QHoZB>fZtjP1x?6!$%yIyU4>LP}^3RSNgt$ftY`HIk
zkJ`?@*#V^Q{nAMrRB=_es^1u$Q4+p=J}O_@{Hrn-kjmdqzMK4!@UC|<B^cz+#yT4K
zp5RHe5;_?;2|3pu)lvAjI7LpK6dweh83w!hC^}4-boS9HQVw#RK!5LET@l$`E%^4a
zU-&Dj`mOYo8chh>L430Pe{~}7qm%cVFxW(Bf7p8U$<lT4<h#0I#u6Z~9rMi^pq#{|
zZ`CgLKx)oSG4*r~YK-~D7)oAzz$n?h(e5yPU`L-z-hQ7&v6#BE^cQY0$9JPsppLOn
zav3_df1l&^f<%sB2CnI8%9t4{%>nIUurVIG0onF?BnJz98ksvF939wYX@i{-Qz(`&
zkyD8vIx;Ej-Chg2%t*Wk)r-{ROQj<p1*yWR5Tf60c8pjoRTj(YH&F>10OKMkOp2<G
zd)3Af*#NF}(MsJN64=Q_GB9BMe<R6Z0Wm1CVe58}pz?$~3tv0C-O%pOBLqli(5;M<
zP?{5L;a3%YS4cs{H3BW9m}I{OV#(utt<DY7(f4zIQZDe7<CGu@Qr{-+gWIAr5ceLa
z9*n?7RPUtEBXn&ncF~dhtI7~w+oU1uXFHSsffokOtMowX4B3+`-!x?m!6VDK?xo!>
z-|PF-JAJ%0EvXXN&oEfu;mEB{q4kG^r&@>n7DeNDWPe4j^Re3=&2ih?I+WQdl@<u#
zz6z1qJezA=Pd2{SHreW3OJZxInF1F8IBC{w4!8=w(Wr5MxPf{R*C=(nkHKxz&6Buv
z5hb}wSi#+gYn*-F+q)D;<T<Lh-N%_I>-4F8lE7ToV0+!JFm}fU*R*4k!#h{rihxh0
z(sZqic+x(ze}3Dg3~A1l-QKITU`qLKHd?#1jzd4OObS%7KMRvSZ5YLda?Tq3N$~Yi
zb3y#k(-Y>_qFP|p@|4%VDH57V>r*-@MY3ra#wrk*YWZ0)OrX50=dSFMW@?y7aOTtX
zNYj^5z_O>UxKWxCvOu-?<UfOY?skUZ_HMR(#tX}dtu)iEKNKI9;VUvtL#bjqO?SU_
zu+GcRT$Iu7VO2mAjrE0x%c|C5Gz5SM_r*4m;aluzFn!mOoq)ng)`;;rIKS&>h+VMa
zlohS2KqT!3_}<18l%Ek*2$UlDp^gPmE*$2iNy}{8GTgOMH&QPwm88d?5cW7KpWA<E
z0rt=J=vlD37LvgT{m^6+0jt=Ox|G!s*XcE!ETe76@T>X57QlKqD1q^4nURtQCV_>h
zzQ?N&1cI>gp<Yx`n9gR}&FL;O*3D3WwGX#*)E+Ep5L<Cv_!J<}5?(Ts<;1J+T%jRF
zF@mR^gEjFhv*rL(Zn0=K`aSY$MQFSUbCr3y1sIx@`Im<b1Fe-*F^p6TQGX2G+HnOv
zczeLWAcB6K2MmEFIuq=4rE4gYTlgz(ti@*fM?tacG0Wy`_WkC>&<@dMd5o6y{AuN3
z^fHN-o-VDh5-U^nqcWa4nHQ{95E83s$%gaj;N0)A95QoG;g-wn%#(4RbP?PB9_jSg
zN(0EHJ-$es4bLYSiNFS>;V@ETiWiLWBIhv`oko$Rfz1w5zHYVom)xLTT#w;c^E!Ta
z#X;*0O@DHH>CKW!?9sV66PuoiA5^n+9tD}uqn_Z`12I(oQ>jBRjp)MAO@9=e%f;^&
zTY_zXPgyN3DS*}9#dLf5DC`}QR=iefp|P6)xi2AW-~lxM4kQb1dT72}&`y$oa-k@}
zxfsWwRAt(4@Vv7y+gWopLj$6*bZn`NW2E#)6-xX0nsE(O3AJJ&&A+S~4c!CzjX)7q
z8vh4R71F6?M(k2jWL2Sd-f>HG_bNt8<<3yAhjtrlacHHk0|MXTy`8`DRs)7Pk47UL
zP{rERwJY8{15188DWWa|eLPyJ-tZrR^P_Yr53M<G^wd+r|GY$p--VQJPxm0n7<X#<
z4+4%!MH+Z7=H)ItrDeqYiH6&i6qj`{Du7*a!c}3IETY410M%MpjwWKFJSIC$L#Xbu
zAe$P}Vsp$8vA@?ZjVL>9R}KJBnOljJ?+K`~?H)*HX?6!|))p>E$Kl3c+&VET`@N_;
ziM}X)IxCKIVp^H4A+0!k$H8nGxI>xKhb%lAmU-qPaP_ht|HY6gXqNvYGgm@op{g87
zqt{sbN^7M<F4Kv#I09@I<Z&(hx%2IoX#lrM7eFWD#aD?CV8+t5e9Oa9D%+j-qS!(z
z@C#{MZ=G?6yPk{Rth@w<1|B&}+3%l#0(Wh2+9YbdE;&lPGI)|-zqSjmf^8f2lw>9|
zL5zY57&>Nis0Vw1hRP87T#91uIeyS$bgybuK4x1iLJ|4<g(9@wH~xzi4Za`QdnQqF
z@nbn$b(+z0^5mvA9#jGU9$Gor=4|?k>~?gY242g}@_OH3nn-vZnh&{zeL!koG>5~7
z^GK}~bOB-q__x)N?o~UrJTs=sxOB+7{|y>29n%o0UE&VLSmx6GXc0N9x`gS2TBva(
zA828-=!(gVOX@+<v`IF6ccW+=-C)UK`Cd7pjqFi@C+VwR=?rAyCmH{nDn{1F8Pa)^
z9C4y^6#cyT2kbbr{U3|fI<u;Wn9jk4e0bvwPQed4=UOwv#`&t|a^yU2!Q`lcKA^20
zpdKVBntTt}1K)kwls-B0Gb)tr4%o0XLAFy~gqt9n=m7SuZ2;M<gA}jnwyL0fJ7Xz7
z{d;bNu+g3k>~p)8^6<m+j%%1bzgFb@tp{Pa2%Ev1n$-0w8|l9gjOA{*+_jMbK$O25
z@s*A{Du4V3|2^c@xF&#DDJ0DGd$Vs=_%meR$X`D4!-IJL&1}G11&1+0Mo!X`9AEI@
zCXb#-9_%makM3AC?C-EV+fdZ9#M?|DwzO6X8NOtlkQUPDJj|x@+#Td4m0OMgOPOZt
zeJWh-6!E~|of-jZNoi6qLcIo0%}6T}-ncoCN50K=k~)eM!)bd<x^Afe<HPvm8j)FI
zWpR92s8;;pFMVX=AuXbsSQ<&CxlZYUH-jHIZqrSIu)99Ij9&Du<wBETOc*q5h<xe!
z?d9T2>Wd3dgQop3i%gF<gnQloF|~o}O937Ys{m#kelm4WLMUIEZn4)YX5AhSpT`_)
zxlL#TTe!O!R_2Kj!N<ZWqk1Nk;&;XySh9J1cz2uiLr+B#ys7zydl0l;&{}K`j`6Sp
zT#Y@ZX!z(A3N5iS?~(_@0#DB+&{uVp*cS`=IGX%s4T5B9uS3WBp5(ee_>nVBB5h`f
z0Hp08h}eQcr;Yo;mSH$KugG_@LGAdD>_a;0BL@YDQvI=8Jqss_|EmCgy`-7=oUyS_
z3S5r5lvZ~8N1V|JKpJ@<(=g<P1d|p#^iB=m(}dp1GbZAuGE~3x1!q~@CB+Ad91?wo
zildWecm+9MC_jcG{>CjoB&zjpRTUU9*BC$y_kdq%p*UM(G#fP3f!h$p0d!;2od9%4
z#eMe~!Hw+uFzo$RSq=tWewn+z2$7^lZZ*McWLD_}h5KB-BmQfVh=@;>2Wjh8_@H=9
z44T2fLM2dA<-Xz{*Q#@bOqoj&@SBE%l%xI#wKhoCs0S%o94!^><+IQ(ltb_zZ_+vh
z2RA#>6G~(Vb8rf5c8P)nT)$T+*psJK<oW9!jiI|lYa2UL<0o$~(9dMR2%o6Uk)+qt
zlYH+a_jS9#2fcpE$2X_k#z1~3+qC8FZ~t4`0Gj6Vb(f^l1QfajjuHOyoW_elBY8q@
zbUDI%f!7GVRiE|p>8Ov>Eza|DY#EAZ&sg}D4wX{Y0daeoKM=cgb%J5+^OJwsM|w7^
z88dmfmIAn1Ih3T33&T6;JRh^9E8*am6>&0rohL2I0it<#n?k7KA{QFcOK(4`&`GI_
z+AQX=Cx2wi?^+Hh6Tp&;U`L%kjzI27If=$K%{vt*<$}Q?IA0S>1gSPvS@g;AeIhU2
zSD_OCw`=`A{zFzG8!Q6r_<QT+SzxvNJxnhf07UsepM(ifD0W!;AhYzbt*hTJw{hEC
zh08lU%<U*)h5~9h_p}Bgk2e+=ZyT6Bpb+Rh_}4l@f2{sBOP=)aQn?tblXYb{ec*E4
zX@E{Ao%!%a{HfnvI*}<g5nLSiZfBIW*Dib?I~wjdVAJRh3ZMDMc#!lbaE(#9^f1Qb
ziHgTE7$GR+97?g+s5kJkRH+U$;lk;l`F!HzSmP?{RoAh1CY^^Z$YnNur9h+7rwOLJ
zaCBqJd6NcT087hBf63*}_&=uH>a&<`VmFs;_%9;R{h36E-*g#Mu3%r5O1$WlbR5rd
z&lw)3uVHI!$nXuLrW7Q+bz@O{h_yECSFIMWd&Z6w`OK#<#i1F3VJe2|Bc#Zh0|*cf
zbsg*i_Fr#j&y+x@1Qakj@ian_Tss%mxT<NB81|wZ35huSD;tqtBI$r>s+)<7HY2Qk
zLKD1_1?}XBbqC2w$^dhC49)`d^Vj78`tVp6pwl|lJCNbv+@EpSQZ2Xj-DsEGt7Jvu
zPa~Vj82tX-k#3P~kps8Uv#ppCa^oX|lfc;KCsHNw&p6X^mM&a2EUXu0m3&jk%E(3Y
z&8ya)(HDr}FRHPgiu$ODJV4GT9rj@Ai?#9dlAl@&^Nso2$t*k61s;UC-%UwDHuYcX
zt)Xj<0m@s;KOQX;tCIXFClvt+n>>k#QuQ?f3K=mR;I+u)TgkRWtEv5*v8W~4xW;Fd
zebGQ4b9%3M`Qr_C!^AI=$=0WKw}0XjblTMs9FEB|%%9geRIT$HTd_nwGBss*&rHtn
z%ai<-Q$kberEE>9&fcI*mdB6uyh^1#wH60QY!g?60Y9yZ(H;}T7|GoxMeJ{Jwpms>
zQd-#F^#y(B5h!8XC{FHU^{hLk0&s(@=wc+6;PLsVNmsi{1-b$Br*GL5xU(Kmjhb3~
z4LsdC2_Kkq__x2EH&n6JYcf|nD5lQ84Y8m9TZCnm;c_oAiQc!(cY4N%CNA_I20G@J
z<d~V+Mx+eZOMjJOKp(g5G!9rlqk?1$Br^loQ;)*ks5&!URPmAQK4eeiti;t@5DQWn
zCZ;O-Uej8<bCj*X8E@dS+U|SWPX)g5aU#8kAJ-J%$;N17M54botq@#gLTWNO2j#3i
zz}`w3K1cC#It|I+#HgAL(eDO|QS~rdl`2z6ot~g{2f}Rjuoy|<1x*xt39R~I(Ot0S
zn>88X=ITk@EQ|dsfmSAJRu}ixIYL8ojvi643;G(;DP)GEomEdazqf9hgBX2XK4(jK
zw;Vya58U9qg3vBJ`vL^Y#qd6gvcz2^>>n3k%tSCZ4^-L@Q~#hxEL?+2#e8AM6F=Ck
z10wg`LmIMh$8kqIIcSx|-I7^UZwzG~A5;c?;fTW)F)`b<cOO#F9%@k4aL-X3LviI<
z!`cqOf%(ph!%S?E(9;!Xbg`=hNe14tzFkWA^XCWR*`p`O^u+~G1_!97nwE(`Tx;Yc
zIMkXr(WgtCgM|Mjg2k)3SAN3Mw%HN!O=>z2sGmdZj_-S|jAmHf1bo$w9nro6R9odI
z$u4HMIzdKnj18+E;f2N7A|CbeVW+I~+tX%keyCv8yP=;N_uM)wXn>P0p$fllWfr1}
z<#i7awHJFL-D{nN-@G1;%W<;l_(8hpJlXigQy!+#gW~TBECaGQp|BmB^1?8?o>99L
z#l)0X4*^IKt4w}pE&YIy8@h+p8=AO_)&9KMjg~Za+GDf;nj)6;4l%5-FdO|`0Jdf`
z<X%+;zzJ;Bzq7v~1UKh;`gv~*>-7b8_GYm}rQ6fgufQ(=(o8r5b5)d{5orZ6YOjb&
z>$O%r7{UFX-g0X`&=Nj=t^@^lzH5A-T`%AZLH2>Z_0M9ov!S*UVd{_$m^sZ{n>fvX
zhEv4?;D9~TZg)MnU36l$KLdMgdT{l?`q4TmYEktwFB4WiNX<9D4+tEIB4lf#bRRX4
zvUF)&5tR#t!?fkztC^dVrgoKTAVLw42AnC_iXlo-5@{8U`Wvml!LO$Q!@6WmloV9S
zy39=6G_fdtg{J&42?Vct`Q%WU_8%J3*&a9Y<Yd9mq{TG-%w6a;<qc<LMe#-mYa9Yr
z2x>wNH`0StvgX|~TbNo;-vxtAY#l4;QCZ#u=Ai#fQV)j=hPgbwD@$Qm=8RI^l!8mk
z%yeW|3JlFxpqcr{0XFnOzap1IawMEz^iY};gbfO2#5n91@+{N+>5{x7@@=yy!_<tX
zmiHq?5mx`{%rhKvGbJRmFpF3vP$BPxRCtJ8dmPA}lgC9b)J@zgWQu~FLGPs0UQGNd
zVeUm|S6BqoIRhj~AyRqZmm#jqG(t%Iw@=g`MOpbF|Ab_|3b;d!R!1jF%-E6-10kqA
zNuHN*7+Hmj3qymkwh=g`c-AZC&C-V0jQ7XxQ;oLTgYKuO6aHVsaa}hq3zgG_c*stH
zO%JlSM>dCuASHGv6+*F=^Ok6Qg#LfgcnJ9>bG}U0JbvpgVpffaGo7wJChlfW>SBdP
z3u<cVQkpWRvg$f&ZwL*!v+T1`-n`hLJrg^J3mm^8>y`ep&dl5Ykdr&Rzn!APas3<c
z;QWd18+(kGXz2hZfN3zm-LkEJB2YIy(DS-|)0QJ<0M;y9LhESRXZz*nua<xdegcDr
z<%9L_yj~cN*w<|+pwL7sbR_aR_`Ehr{t9X7t28mMQEcUZpju;IyoGonxwI$lh^oG5
zZg219;NfXr^2E>$7+zMuwY`oq)*Qa!X@G!a`+C0OhnMx`2D=udLByKq779)ND?R>n
zdsAr)Y3Mpp2MIW9CTI)geXYcVL#x{(+z34S8jTTr;I+2ibJjL1mOg{J4`T%2=vvPA
z>)(^F7l(%1HjxTb4OzPOklwP9aq|t-(qFV-NF!Q?f_00g<inZ?zd&SXtzZKQpIX5f
z2W80R>R++mQJy%ElFAAAITML+M5FwB%i6DMefW!h{TAk~1%pc{e-c8=tm?f)g&FjH
zhX{dPfu!6VA(LO!TrLRQw;PG`zMSSxo$%qfgIktto6$#}`<eI5_>}O;6?F(R5f{Y|
zt9($$ov8-)dNyX-_F^<*ykb3q0g6lcdt=d}&<@LdL6!1{39VcI>IlaGIW#O7%Cbtt
z<ynAMu`((4w9EW6qoVS89Vu7h>ANPy6rL<NL{xWf7i|a&=oUj<#je|`h+D(PMhs;Y
zmsnT%_+Ms6)d8<}^Edt5Mm-ztiFpSYi0|*4rXc%WAa&n_<;^!wbHhxCx%iR<9kv~u
z?KJ@$nNxe*6B;#MDpF9uZJ+bXRtD$<PzgkEdSyBx0(ftin3be2G$Z3yYQIJ}B}gd7
z$-dT>@=lOblad0ziNirWQ4WkCg`OrQa}o{DN}5)M_TB6njKR$t1_l)|icJVwwqNbZ
z&?`}gOE*ao9SB|4P&T~ZHvV(2UDix+LecRo$P2gng&z`DI?Vf|Q4}7>@Dc5|Qgu<I
zCa%NDF}_J>Rqzgitd)0SuG4G(xh-CyY3#f;z?8WdKdRs4*G64*<7zB7el~|;T52#R
z6}8PQ(C0$X%;T<%(4(W9Q~fx>-kgA7<v)b?Fk=u=S|GT`2j;x3JP<Xmni*X9?zux)
zpd*dScy<iWsjYx6Q;m0-5|ciVjCf3JKTE3Ql?rjJc<fd?zZPgC<(9oIRI<bmgRU$>
zwux8Qo6d^z>`Ahz!UmXVLk`|D%UVFO+_3z4i9P3PFJ(gvBEhhz*;>eufg1IWY$3|{
zg?$c-k}Y%roiM&OewCnj_lwR><YPqq*ah5A*lbvEOO+(VC1O{x1+-Kr7_^!W6B4S?
z$5JI8SM9Tf*N^O~$_J3;5}?r;>oB8o`E*-`?-(gAp1O+6G9pJ$meRmi{Z;^6)aIi%
zG4{m?LL*Zk4q0$RVsDS$;i-tpnUh#}_iH)Y{=V&soU8j2)9^~HR1R(j;-{3MKhYDp
z0|eUi+F&~LWQsf?bW%Wmn9C_=U^r}m&)R;W6nUd^ca)DkO5&tpf?0cAl^EA>jN-Jc
zJh4(D&ooBgD$3_RAM+25O;3JA%|K29{(uUN11$WxMIO<weW2mKjl!Af_Swqfv|TI_
zJCJs$f_b=J^E1E{A|J%aSi&}69bwQP!VITwE`wB&F?0Qag|gKuHI`lhSiJ_CD>r57
z;6@~kaQe;!9ZJxnM_dwDR<@1S%Z(%}y_g933I_nKMKyc0!gYd$o3TOWXN!<p)+>RM
zVZ%q-fGxzPminQdw1@G1or%kH$=iO(q8YFL$H`1-0?sv0J2Fg+7|RHK^6VL}w*{<D
z$tS&f;s9=BWDhDbQ@p_ty2bE-$PEK$oMCy7oov-u%V0|+?`?$Brf60Wz9Oo|>P(?X
zy?SVjG(Dg*;48AtY)6@xm@hNz0<uu?De6umoX?Yz<oo|U67RC(vUe2(N-0<gKxd)f
zuZ;;k=y{Yk@=xSJ8CNLw6b8sT?pSyrW0c3zjZ*nHFKtxay2wpyPf$>m{&?x-5e0B)
zB*U1aZ8tt~ZQ$TY2d8^(4t+;LdlA^6CK4O>+~?Cn>*SXx+Syy>25t%!#F8wN?*#>^
zIe^-BkMV*{)DH`7owWt(?_ySo59J={P?Lu*h<rRtFvuMNXBy>Vut4T%mPb#aFA@yp
z-Z2GbNhb1kUN~ncanW=(jV&KdjEFuA5@8a_`sD_81gI9jSbseOGVmTm&|Ww=@ak)*
zP}=<#DBo|Z0ML`+@=#e4g889=O`<h*cYO!i!^(p5o#>w6AFVX+a?5{g*45>QZ+{wB
z@Cu@fLTLfNy{KfR5u@B$ci+-T*W3OvoX{1)98HR+sZk&WBhBv|5nz{?GHQy>Gu_DZ
zl<x%F_E!mli~~aMz7v6Rngu-)6ztH)+=fF~i|&`{xFD~UC&q`!05Ne+`Zf---~eP_
zu8_+$)-pwMf;I@pgbQyF=)tq4v}B9OHW2v75!{<IqXL#HYn#rTtEq~RFZv9Nq0=*n
z%R$ParDCcLiU#=tjZ0GWjpdy+*^H1Kqa)4h2hPsxbz;g|Has6$Pgkh~A=NhMzau1E
zy!80v_;c8`5c(!)1@BV2-R8^0Q@a%v-7~hXf&LK3WG3D4Q2m-G+PLDVjHc2CToXZ-
z#0|x>9gy4s)3(_Mz1`Vu%tl0MN=s9?QwitzWus$t+8OiXtIASG^Tw^wcPX^~cH%e~
z@VAE0q_W4@<j!}}k&UIMsLN@S$;39J2!fLo@?@RtzE!Ye9RiUm8^+v2sXGCjcGkQ1
zjXJQLe|+-d&^kPmW*}1q4Nl0@pK$`(MU0WgOjX(O5Bz!g!s5Emzl_?kFlpM2zP{lQ
zfaZG;Z1tJl7x}J)%U~wP8S4d>ES%iO&#DFyP#W7AgFC<N$n2w__d3(;^`f+Kt(7UA
zI!)UOlLjWHq3up?r24Y-eRk5IKBP{cKTK(_9BGntMp}0NmX=R}Uk&jGyVUkp<syu}
zL3(_!{Cgicy2u2SnA*yZ+oL{)|Iq!>pZpek7IyxIKu#e3divlK-$F4@<{Y|fK<jqt
zky=ZnA<FP;09LAq1)lUjzIoz+0`{AA^o3p#*=?7tIGrpkZ0xTRFW8kT4B#;ivpS@a
z%1ETK-(d)nMOe5WZA*4XXx}I2`BK#|HQa!BxGsEu5-KdmQjmDWVB<m?CHe!O!Uped
z2MzAO$joI%xAz)1{?H<8*g3#K>$dU$dSi#20V=c5HVxv>VoytGAho>H8BE?FyaeFt
z+}#RQs%8UcJqvL=g1dN4JcQsUmd_Z#cSl)&48kpgqM{lMVfoK7u9V2rVT;Wr&xxuP
zd=JfV`b$&`!q|qm7Rjvyodezd-KlbC?T=juKfu?eHjAajl0&$dgP8)aFfqroT5BHl
zvn^8JCz62XoW(oneNlXFxA62DS@b(C%Lh;I5Bb9Xdb&(T<it8|^%z(6-4WqE8P@{|
z{`b+JQ9dk+dx<t>?e_YediO|W$ecUSUXO9oswzhE{>p;DdulJ+0t0;NegFW))(Xr3
e0kgvdsN$~y0000$P?^7*<555Z000000a;oMfK1W=

literal 73356
zcmV(tK<vN$H+ooF0004LBHlIv03iV!0000G&sfa=|H-?eT>vQ&2UKVg<Ze>RpfklJ
z)Cw1%v#nn{1OYnOYyJAsqs;liV8N~ahZ{73z(5T`!gk{C8XT+Zvm-y8XQff~;$@t@
z(xn{L<*e_1$>YcLyr$!@?J9IdR_KGEcGBhJB<@SBfU9Qu0a;;znqZ~<F)mL#t#v(A
zrH`OvTP-9=<w`hipaLbEq%ojkIO)zL*7iWEJ@d~<bZmD3XgZecNB9}1Q?}Z!HdrsP
z?%7>!>wX}!XzoP{*qJGa2V@-08xo_+J!3r$?}urHwk-lVpw{sB6!DaDQ)qj^3vgoz
z0i-jV#u2rQR=qYvt&C0VgCg1aNg@>hBAVbcfX%0FnH_?bWs2uAD<gsE&nyH%S)2@Y
zfUH}3OSZT4(rtNw=Tz9FYEM9o$sc+~uxd)2T7=*((ogY9D0=z8ydI=oGi^xNl%-lO
z6M&C<yV0mrW^sa@F=C2qQ@3ks?gQY%U@Sp~^7<Y=6jV_nbUSKszw8s-inT;oB#pIq
ze{P9qT7M2S*t;hAjsdkH?4w+YVb;qlcRA3rpPGE<#)FLv3w;GMYzshi5rh6_p6#ba
zYf{yM2+XMWdtlToT|qc14u$==r^69IwU%)3`hXjLGrYA>K}D^KKngza43x+dOXCSP
ziYZLuZ;DLyYI?5dG$bLeUR@pgo>TKjWLQ%p5gRn|qRjjN-BmdQV6IWcCef$-Y)Lqh
z@i}l9Lx8}67NpZ_<x9~S9o|J+R=M0CT3i89IGXHRoxzoDr#o0rvb>)4HrspkGVrNu
z439Ygl$cP|66;Cm<oX18PpjBqTiPsahk=H?4!>vHdlp$5nZikXmNYQ^RNH&(lbFX1
zmCUoMvFr$EQZ>Io4QjT$p>b4{(bY`lm@Bg3TYX+;`Sj}3F``X{$TRue@dcVGy#CK1
z2lHKuJU-<#ry6v)wE!0}VhE2F{r_Z;gv~~MU%g+|){0C|4kDtRfuBHx1%I^4xFB1M
z<gWFkwbszlrWD@Q`<`FyBy4U+Z!!@SYFfP>9f7?tA`Ap!QUZf+r*w8<F^a&>nc*TF
zXPKG0F~<$vi-4J}Do00~AS-OVl2f6cUTQH^ue2{!*Vg9g9`{@jD%B=h8dp)N-DQ@q
zx8c;A1an`P@7v1V_8y`c6%qsg>qD}{su~_2v<;gxwhZ(>^344tJIh3(7OaYZ@4#Bv
zfhf9Y&HRUzJp%DEt@<Ny&-tqR>9V;Kgha=?lrm&0qhA+n1utzEW{{m2vu2@WUQBkW
z5lFdwLU40J(s&R1B>sD=3gVDZ6?gj;RFOf=)sEqfA4fH^HC$+E6?&Hdq>xYiENh!f
zGo^2{64<De)2V2e`8O~&gqv@6>~awNNM02)QGX&U>_OtW5$5uUD7xOw;7f3j_wQZB
z1nh;!9N#1{JsuV6V3KX8s@R+zzn^&Nu$a6>A8006tqOArm=mn;L!NoFS|uI$RszsZ
zziAwGyi**vvwx@ZJuyZ2S*n9Uh9Z~YOydC+Y9n{R#s3Pl?II@>NoXi7Y`;UULs`ZS
zX7eN?!mF@CSDHvc3_7Q5J=_L4hBpCUk*Z$k2S=5%!OKA5g$AKSD|tu<?Q&bp9<@XJ
zeJ`l~Il){v1Z!<tZG#Nmb{Y$r*jkU-8BNek=8RY1aOfM&$zC$zW;bpIfpyL&H-O*s
zl6wPbPV8d041TR{J`it{-x+s!|G>T!Y$T75mB`1;pO(>;&7mMdnJ_-G17ZFL2Tbxl
z{OojuL$gSEN)9osG4Yh7!H{th87Bss`&QN3mQ`Rjhm0a}d9#Jvk32Nv!HY&Gi0=G9
z?(2@sT>|%Tz#AItfuikgU8wf19d2)AU{z3m;%f?wz}F}oiGspn#g$3+9h>u$Y`ij%
zQ%>f7@Xw<*EmC<wkVy9s4+^5UzmgP#Sxk~Sx3+6e__r`g@ryv}?Nh-YR5tIlS0;<M
zlZw_Sm0U%no#{PSGL=HdY^)2wJx2`G_#JRG24kZpHk?iq_u0g3P80)z0kN?pWr%-Z
z=-7nU=9lP$3E@#6TwrrLl*WV%g#q9jCG|nft`XhMA!ON!`NyG5rW(DKa0{NtstCN)
zXAZppqG1){<#C|BNcz|oalrlAWs%&jw_@KCBs=ze0aVJrAom5_*iE5N^qxf*v<;)2
z-`N6Qa|-vr;p*5vFYf_zeJVDKLdp4CVJj`Uq`ugQoI}@~MuIiNJkxG*9pc~wo0OCB
zVf&*M@KQLt%zPCkO^bmgEI-lOjc;plj5l)EkcA4VxefyA;u7*5TKl5B8BT#V(wS6A
z13B9s7Z&3$M8CmU6@W^}4e}99xsOf)+cqKq5j@k>1^QrKT4590qu)mhArr;)H}DA~
zisJM{<vv9r=6oSZu0dB2Tsk)Y1kRYY88#Iid|lW5l-N&eSK^!0Fctj-p(z=2_tE&*
z6Hd?6$Dui|2&ckn5hlly(DGRA2($D)`}by{o8^bMn!jA#V=rI`u!<ah+2yHA{{A0h
z#+BPCuskvEAeQoy3L6bxrr^e2i7TzS9&s!({Z$LmFw_B_=zIW%sOeu{_T$J-)aOr4
zTF!qU=0<;}#IhMhK8Nf4FxTRE#=0`uN<eO9_4_7yAT!Py%G?m^xVE5AtTd1_+zWMy
zcKO%vb>k4T;JW<EtE4Ty*DC^0X^?^VH*NT|sSKr-X_#`MoDkb%1Ng-nizpF9NJ_rQ
zI7z7X*hXaXP^Y@wG&CX29aBczFR|$aO@S|KKUuy8vDJj0bqXcNYkACtUzIC>zbyzw
zcLIn-H4J~y-;iebH?~-zcL??Gt1D4MakhbT+8&GJor<yz-gr{76gbJ9xVSVv&35N6
zU7{$M!za#qJdF{~EG==RH9hIUFP|!Z3Q(s;^o!U^x^>mH+4UdBa05N(6jGmS46;ip
z<MF)g;aZYA>hci)<{^O5{h=Gm&T82^L&{gKd<Xic_CGM<u&!)ZhN*buwU${IhGCa&
z@kL_xp~#WOYglVqLS0v(;XGSfED)-cZ0-8eybDsqy~~wUx!wZJgMxMmj|1j;t*aIx
zO?<`mLb#sPN04?bnc(ILd)8xquwRzPy-XH)P6t#QWKOEKvS1nq2yn8puw8WI)PMFz
zTqhYBjhma@Gs>Yi9feaqzfe;%oE$fSl1Ovj^T91QBA>zR?i#@PLA?HGAKQFG=Id!e
z>M73*S_j*jr@QpZhFCd34IP~V*af51fyv#hsY3)mtD6nmcm#ZVVF`%H^wF?WU(3vp
z$vK348GZp}*c6``Kk7|~@})r2+q;ImGCL=*6BGhZOf8;%A!7JV%D`$qMt8S?(Zpt5
z4aEmj)ewz!dp+xt+LhM;=99a1(@U<a*MNhBaY66~W^6RF19%P7R2X$G11WBt=YJ_p
zs!#K`X=$IjXpCXD%-5Cc8KA5g%b6Db*RR-GrL_}L0sF09c54gFjazKV1ty~aGv<Xt
zO~8~!4oRMqv%24T<uHcosn!_m5=Bkqqco&XMf_cA;Y^E0Nqy@U2EAC$ft`AUhQW8S
z1Fs=$Kplx2FgIdPocuU5SFTqUsy-s0FD&LxBH$b`>JC3fwxLcM%#0;>#i@DYD#s-u
z4jbL67Y#Y`P2UpeG>EIDMt(uT>X*R%)lW3lT5uE=4}$wmhRFOV%*$>3HpmLrQa<(<
zAD<Crt;;}6uo_vE2+9wq^n?_yM8NGlY1&YUli^cCphAT}-p&;`Dv&o4j>+Uz<^`>R
zDJL+lE+Hb*l%BfwXwgs%+56G_MlCFJRJEcgy014L_yw$RJ9M!O3{L^3dK_h-*8$%Q
zk?*=yvQFPH$`!vs1S*$pWG=&Yhaj4Cycpa}xM!t&L1;=CYD?Kl8$v_K{Kolu+t0bk
z>8xh`bVT(X#LugonySRFI{ifQyl;x2;_}KNK`59NQ7ylnEAwx{Y%6VUDC)rX;IZ3h
z*0AqHG6p#If#?nxgnbD2Gm|(_l!JiorjY0yf5@$$;0Y_)Xy<NXI|FMtumF#J0sBco
zJ%w;cmQH`SL`M+<9K=(4StS3+EUkq33jR#qD@@^^Ja-klQGIOl>a1feod!+|G(tvM
zeb@p>me0UWv8PMGNiv|8G2aYW1E8p!qHnb4Osi!`N&s;k$wSZJiqFMRxEv>3IRDvY
zd5ZJ)3cv)17*?y>kF`MyU-w#a#9GE43*{R#`{<gIrRbsaad160@BZgBn--*|NLCSe
z?kXrYB#Y5j6vATVe%=_!6J;3%v+Kyz%cUb2taNY;Rl*JLV;5{9E-~QQR`$QB-)wcA
zHd$-+E7lBvkDG6C_Z>5l{n7sKxURj(Grmk3!PUEebfhYTs38szU+edm@fXW6?Vv%p
zPqs3AI9_m!CG$XXNn7}rrV1*5ou_2{L*U^$-FA!z>!Q!!-CZ^Lc^i^3%OP0Bl@^J=
zv+!B7#;~brDWJ6QK9~NV59DyjuPgPmxth=$nQ&Y=I^uGSFMlZ^{Ej#LL>2Q*Wvi=D
ze3>PJ2@2UZb#q``&Sm|+B>5<}OWAw5aVuC}5W66{^q1m}$)ITNM9y3Vp~w0X$fP0Z
zJ8;OFp%VS+P$4$9Z)$b#^r3Z~xj5DHQrTO&`FK%PDCs^0(^D0XuTA4drk%H}-!!}#
z`|nzXQt*THK<c*u?df)QwIoToHg*Sj*-Y5wQInbnk_4-?n|L4VokmQ+KBSPhl%zqU
zXW#YB1<S{`f=xIQEy15O7|7hclGwE*Kz{#-fPP_f4O7}HD!@elmcSozjmoZJ1jY_Q
z4c}3aY3W>EJ2YYT<A3slv+3|_GmmE8_E#kNk`a6y>5soEBLHr)33=XvL|P7)l!Gg!
z)kF0)s?aA?+!Q!0sxHEAmz-P@ZVX|Wtc=k5jZ)zVvm)7%*r}?$YV$Ku(qa+U^AV7M
zI%x`M8$ExXZS(&09T`Ej+2;l>c0)JM<Icu0{mPwy{*x@$&?7W-uIcMqIG&dQFp5`l
zX^sw|r9Q{yz3Hao4_I{w9+SS%mP)z-8Xk~;7Nr&POl^~5_ku;p;Vq@YQ$ct^9^1`6
zy&}vWc-W{b4w+<qyAOLKuA`#*K#oK=ZDZ+OvO=c-1^_8tN!Eu(!27;7D>h&sC}AZf
zKyq>);e33;ID7yI>z!l4&2F*#d?zNi$VaG=&RB?lCdV8}{~hJ0#W0&RY#fXXsF+|Q
zad-HHfJh|Z@PjJdA486OXfw_FqGe&b<ss`k0R?I}QXaA}Sgq|+ygj_%RDX~i_D82X
zpHswxg&IIj{!l9q!25e1_RuZWCpHzq25b9VBY#r!l~}AU&5*n=ew`qYtNPYwQf49(
zxA{rGkhh-&L|kF*9HOxXcLz5(zan-zU3Naovbv&w;6zz(5GWMgXqAnTLOaor1t%(X
z(au2mh>#$`&hyif@Rs8?olgdA@xa%hDVF^8Yv&Hda=yi0-NX%<)<s>U1BQ-y%!}EV
z3S&WpX0>Y*GeV4Wx4!(;0w=0P@YpDUf+{2^Nk$*3w?&CcH7t5W;knevHn8Pg;Jh4%
zCML@_b)yDypf!uhI&&6d*h4rbawQ5PZ_F?^F1kw-8VGD48a!o|L#ezsHHQqdhH{Wy
z0U`+%=4;)kV@pV-^gEz%Q!30hk_HIlxWRoy-R?Rh@)$i$S1l>~%6*I*NM}hVkXs%j
z$Xvh@2KxG*+EGzyQ;M#E+O-%kbhv>gGI;(EHd12B*8KK^e#@kKZQRb7K=zt&!T>ci
zhi*kG`=u2l!LP_EtEyAuaLW%#HAS+<eGSU4{PvT*eHQR)d=>y2NX2j!)W@Qcw!3t8
zxEau2uPCnWWI9OD$NgdRf+P-x3mUn8##}o7eLzQ$lQLYX(1{iMyA!6((NX)LgnM()
zm|=9*@Drt$DyQC?p2+0X$><Ward<An>&t#a3M#@omAOMg!pe`@C5s3ZMz!vqh3Oql
zw3wTn4Xj?{b1BCRw~98B22Zl{&ca+XCip0r)s?nP&VW11wp1rreFC@-{MQ^HPTfWr
z#)4E|#B8qTK1Mz!Ccz<|R@J~RAGy+uP}^}t&}i&KxvtF@6Qr^|y$R~2&k8>E;6-P^
zixRL2=J6RHG<+F%rR%h)&Np~@s8acDgyy5yfw@UV2GZp}ETa^X06a|#J43I$)f}4A
zLW<pJ@aS{@Qas>!#|oHUqhYj<TN~F|=n&6q=<~X^Ue%@IE*#vbILDQMh7a+&3yacL
zP@lav6;pb`xnAB>#{I0-@ciU?B0b0_c*=vgV9q`{S5)D`Ur}AWB-GP_`ez~%t1`5$
zvL7nO6u!X<KIo`n7XLw4`z)(srBi2FLyhCGaPGGU53QhXnH*U^pW2c%(I}sQBVHp^
zeW`b@mV0J(jHDWVK{>qY_?=}^015N>FbfuJOchmKq-cn`qustNG#37cM}uUwNIJ6c
z1Jo*7wa|ve_zSk!Lqm0VZ^f7v%ehwbZm$Hn(I7N5NRy{}48s8DS(7_5@WwgDRb)Cc
z8KWQ)R68jaC)6~WFa*{IM*qFkdEpfXX|ut~t*)<;nNetIB{_z+%xm3*^a}M;qu6y|
zp(?M-9uljsPP*)%ck%&n1uWRKfu|EQTQM98RBP#`%(w2aW$_iGhC*Vkbo!_M;;1ob
zsdL?iuin2noT=`&^xVftW_;@g`}rdQZ|w?}BF}H~V%skVG?==TKq~G26VyZ<#t(#6
zbOuD4^WxR0lKTeAXRd_&$wWyW-ASw`y8lKJwG=Ms+9ZCyG2}Tl-i2(t?NROdQ>!_T
zp(Uinh9D(Dp|wh79-!Yl5;5tC;M4I0=rmCEG=H=oFi==%+He}Jtzth>z>FiPcI={2
z_!s5$B3o^UZ?iC|sQq1;{s?xk2%4mc;N9J9HQ5mL8E}R86%K}rrrz4)>unNWQ!`+M
z)9*E^JxSt7CmQikP;|=WSQA`9mAn26^at4XM|_j}*N4k*a*{Ic?e~DFBgAWhL9SbC
z+gJE*V+hVBmXxZm@?--8JP|jQO7gx48?_WJR~M>4pM}ojZnJ%gHeuDJ=}2DA9<Fp9
za-W3F(3y+#Co&Dtm79lcK{S;bkj&Nxo6pDjL2_&{uiamzR>tf%rBeF~2fFG6cNPz^
z5i0V$K@`u-cZK*ZK<o06CWzJv3cVi6m%2FRx?KDPcTy0DwV6yyGyllk5&qIKPX=F>
zqPWsKKuSB=PuT5oKn@IC?1@?h<a8Wg>Rdn>;V4hX)rvs<xDor@f7l5jWQL^g{hF*k
z9|qW;3z)vbZ^pU)U3o;;4=yyu5p)Ftzh{#N-lt*M)Oez`hJ{eBc=@K*X-{`tAbby=
z3CUf&CT+Oi<6z)%cuvKf&sO$e+A~S~=Sh4gxdfN;0hC&p8>pZ%jEXxQ<VXqWR$)0Z
z?_BY;XbFT!%QAzL30rxQ9859#20YICTT#pnX7^Fh68{voKdEa)1!gq6PWI=t7nrs&
z3~ROa^d<HJVdtcDaxk&Mjs`6<MJH+4KUFxNwDD0}opGielS__BI9qVNN`|MNUSc+7
zg+&d>>S3>bvp}~r`5um?4cq{9RJq;3*=D#7`SjaLb|8ac20Bom0_e&NRIkIAJTed6
zp$m#J3X##$S}Clv&y2g+;eoA>=W7e8urJ+uO6jkFw9>K_chwqk%8;8*1jGlD0D^+0
zm}m5>+zRMV@#hWh7Y%Mfo%bP0;Smck<up7{m*=1kYNE$<4U)rMwVB6rwR(ost%XUP
z*+A-ipriEMZVHxiwdfJ&l9Zxb>g%2RH}^;CdVjRs8fAdRF1ndSB0vB+lI=3<29r*Y
z?Kcg%Y4+Gt&{M<bveI+B9$N^O=npZxG5iJh=EwJ}1-;79lWJMF(A5vV4|w*1=+*(w
znCfhGz&|1yIjiKVE4J5p*Y1DI!p`1wq^34qH145${N$_J2p0CIzU~B#v^_k(q_Sv~
zvI3RDG1O}KmyvHrrBjc3cu)#fP-q6G06uz9(WS^cbr`>e@SY{LLt|=2G11v=O|djm
z4w_$ew^VrCtzAG7t1U`&X`>(d*k}(OWS{CYieE5{+;JK<J!5{>z0;xX8MbHXUXQ-^
z24ESz@3WEwSeT_1Wlth?$%@WR#fL=P+mSsd5sJ@Di%rKuZLcM^AyrG7o5~kxWS#A`
zdc%cR?HixoF;9Y~e+wqEKe>kkGTJjmp3F0`PXd61x9Z))$bSdcsB`)PY#0hQ=D!sx
z%JQX8xFq`*xrnYl8vtGtzKagYH0Cr!YeYGn_b_Tt9IHdHo<fERzng#()+1=;%~2g2
z@>(G^zsQ_h8$Z?xjg#H=2`!w|&P%YT!)ASRIlXYD)-;TiAOyVOm~!S(5jG<kk(JO&
zk~JOb9#Z;hzK<b+!^eS;wc;6MC5H;}7?NY!$ZH~!WW~^eUrD)h|5#jD^~6aG$<0j*
z;~twU|E)RoM!ZUTgTJa1iwlS(H;1Wch}I|^WYMMDQHk<X^Q)V=i@%Y5m~BODa9S#b
zE`TKXYez0L<GK@&+scIgV*kf6^|(!cD1<nA@P#ptknD18eBvCjcx!{wqP89L+bg!c
z)aFcGj6v2)H_%vQWq$^!<9Sq%ql+8rinY`kCxFZciID6hOy?}PlcqWxDaOp30@s9+
zZVy{c4kivxia91q*h}t!cm4@HoyZS#Uzifrm@(QvH?d<1dol%C$bE5qFgSd^1+_#v
zP?CQqeOPusgM$+#aE=L!NA+8bL|C9Fs?%nn@&5oI3i{OT4kL*2bE(k7h1r+0+0J~#
z{B;y4E=HmEu#>L>ps#%|P*&h$vXYr(mvvbvF$=qbFJDWWj~J)czUJF6%C(xd>q%$^
zW4BlUF^xi0BUWboEe{2lGg$e4w~xcw$X?n9Pw=o2{{7)|p;aN!@B`Po4q+5z13}-y
z4XLnM*l^ilEjy%HDXGpMjp|$&o)kXML@aEia|S>&Vd3H}DyNS40HIeiQM&Q=7ngp{
z5MpKUq7?};49^~kQKw*k^TnIF7aJT4sOyQpPuM<iYcmC+lf}@Y)+yuaLap-npKu-i
z*#Hpp=Ga!B;pN8Re3MDUtjD!n<2&~f^9+|x3m1L^;1c2|a7c*P0U-Cim%S-Py)>Vx
ziG}vjWoWF9)H;xd#)C8gN<nt;j(d3TUxKbyVp4m)ff$q!MKR_k>2{D6&^sUIF)RI-
z2|a{5XvHWaMhUBXSdq1{&`}}acb^9OM+Y?!rvOQRE(;WbRh$^2#Dz<KFB@2g=be15
z*vE%6D|O*%sIqtYeWgQh4haE<UOYp+DKdigcKUU8%L8qbIIvtMYosxPHh7{d3D_R+
zGk3GD+!t9`=P%JS!qQsH54{ExN%5~^s!nzDnupaamy~*MNpp(U%4zv%O^Pd#3}VSO
zRTpX(o4NN@bBoHt^@Q%)GB(hPh{3%DD+<0sG@wSI8$5}AKcnk1b!98w+=K?sr5wiD
z{F<IlBhQ0ZeScNGB4Nd&fwuDAH-kI7lV`)3oCXK}yLL7;0?BN|mw5kpGe{i`d`znX
ziECE5*{6`YXTegx#@WE<$&8(seIUP>KL^apy~>rO(`^1EFX=5E?wC!kPc?VO%hcpI
z_sEtNWrf3j{(R1QWBh=yS-`4=55=pRUMxjChrNL|6>VEW<#W_di&omM^57-gMCzZt
zYTBx2Zk;FSvD!Ib8?CZXwBKp|ymLcEHyOw|5SChw0B(ll*L{rOZN3dHUo4C+FWNIe
zGer!w%BCZ5ZKjeUz*?sDlunqX$Xe+6$}VA&yY7avKyu#Z8G?Ys1S8BT|Kspj`)GM2
zTa>xxBy=RcB{a5%BUbIzJe!nmKm;dRjg4a<;l$R*WS5PN5!sQMqfp;jX9rQ}iTV3P
zNb0jM+-)2mQMnAi97X{G+IQ9{{fIBVZAymm<&Kg80Jvpc_ijT_3n6buSN~OliP<q4
z()C{}-n|c2SxfN&>CT2pEX7&bWAJf(R*&u(BMc>r+Xe~@h^`orDyPuN<eql;?o>I%
z^2w@^O~pk9laRhK1F|Z9kmg9}Ey)5$6-?+G4%K8AC99+f)od~KHZ}ENLGLJB0ofW&
zM3akaZtnPH(*BCB7>(Ik&t;e}f%gXCw(C&;s2f54S?Z7eipY*N?u8igmOzga;B;rC
zWGGY$F693}Md%C72~g;|r^Y_ClM;eEu_;3ZVkc^)4h@V@<tO~?3_by&IpD$-YTCD*
z4nw)TQX%0qM*G@NsVNE55_Q_RA$s;b%Bm}6(k(0`#?>6rJ$vboo`Lr+^I5jIeZ))T
zrk05v!oH+2N2J>SpIPOPpM!`06<U5OQ&^CoR3}H=Win5bEIvX=u6&&0&>DOfq6)2U
z_mP3Q3H&XA>_o>{ssw>!i$}Wr!AvfCOa|vcpgxvo7fKuRT$zWeNFO4BHjB*wG3jvc
z$g<ZH!-38F$ZGSZQwF^y5t$>T6jlO9+;+Q=(R0`TkpfoP{8)9;90wt}OX<hh-`Kbg
z&iFjghTq=HmzXEjgV}~!t(^>lZ$rcuQhWw)bod)?oH4S6z8PKILGHEx)aN!ynXE|m
z#f^kT%WfAc<838|&7jA|Ux+B|z%`uh2G9xf*(fGZ=@YtzQH<E@;sJ>UFVBs?^Z$DJ
zeA8lW#4j>>8UPl;GPKpwA{0JEwEaK!;srNaC|P9A2u1L;Ht5+LVnV7{l2On0VNAuS
zyfyZ~F*mU|7t6j78U@zY=*#p)e}fYeUMN7GT~$lwAgKAB{(@037)5wW?&bP+5n#Ix
zt^_N1xW#C&OXoWWp+fP2h|0C&to=<sD$bovU^e-bl5jr~z?<o+A`=iOVv<>>plu5L
zc~{`LUC#;Z%|p*8{z+;}9=D&T9-97UQz!Tw=dO7zjZ|D&cSUJ+xl*x@-~H~)rK!<O
zMAEh_!YwAuTMM=}cF5d2P*U{`E)^uTw#Qj5&DoVc37Q-CKPgnyI&uG69G6G5E(Z3l
z*ehm0$Wfh0sJ--R+S{+BI1r@JSrRm$<RcYb%Ej`RuI@1Y7||-_D}{f^IJ9fp162^k
zFQg)-(SY|we)xWJ-jbXnBNd_Z@-2PIBHGKlEycH(vw}ih8+@V;9VL#~7vRLz8#3w3
z7yPqxfaX_v<srH!hy1gb*)_WP^sja^(;;?aNn*V1#1DQpLI<w(MPx+;`f;}I9)Zo9
zJ;s8nJAOo{_Th}dpi)C>X2B_@o~J8-5R8+r((kuMPgJ*-$H*{=T~<!ScK4!a80xD-
zdeOIJu-QP!LQTA&G1b+Ajjvb*^k273lxu=<y6#=3irZq(r3#$q&i@{gsSbmV|8aXK
zb^3MthA!UHB#_q907u1mpyV`+Cy4zYzYsd98P`Te)rn+E0J2oX$ZN9^?R>PLxamlV
z|1zy55^odq_h9M68VZ2Fem_!FQL2GFYJ)g#d1@V2`Wrn7Rxr(1C*NYC4OF@NY?yX%
z=BZFuv_=s`#cZ1<!!PO>A+23|os=kNgYfh!&BgXKF^S-l;XFjG+vJl79F1Krkf?ZN
z_^NF<X-^{hN+adxPOv^fnE_X|harZloIE^+XKQ@%qa*p4@7si0uSmHp#$@DP?=|#7
z?`_&U@O*xMA?V|9b+Emx5U2hHVPo8<w#j)eOaKV6vs&-*eq5yf9+idK9Ifn}R`Jhi
zRqgMapm2XKdbZ*4K@JU_Z(@m&2Juddtewcw=Gqh7>pXn<;uS6Ub<e*PLVlLDZ`Ct;
zcTUR`@T@C^LLDGQjtbCjDTSBF<|ukLAS@4Kq<qKPCV4n1!MBOjT$v<jVh2%n?oj9`
zTdmJ(lu!>gbuOF@xJK9X_bN<%B*j~2gQ9hh4tLOBFRDYH7nZ}uGzt!_ejByxutF>>
z_4_ON-*D#UH%p0&ktAR}sSXYJARarG;IkSWdYyHY=qcoPq)s23;GtE&KxKe!nEV_3
zC&=}9K1qms7yA=0y%*%6h##;FX|rXw*-NdJ7T6Yl)Y4}*Xv|{6y}%ozOS|MhI+J9J
ziZ9XN%0CCuv7q5XxQHpz9`)%-U;Ka0XDU5H?>F<<=h~q%_}^0u=}h0Y`U?X4kw1fG
zX4#G}p~nxelK;v$e6(-!AbXQ%Qcp(|36rU-b|dJ(U>&}K-G*3u<s8vVMCeYQyjzlh
z?^7&VM!znxsO^!@gt}bMFS2V-sJ-O)z?mkr{9v0Zsb8+%(|t*D9d0%Pyyn*^fn9;D
z7rhYQ6kV5uYLat=As-|!hH!gVAf_aLdk{;CgG?N6s(2QG!PrtxMG9<_so{@H+pymr
z-ie%177?DA)SCE-pFO&uAQ*-5Ojsleu+;tvvt`opdr4PiD$_{T-wF{}`WCaxp*Pu5
z#B=&7DNAH`MoTbHAu=!7Jae7*BjL*gUeYT(nPICH6viIdx4f!cEusxVfYcif@r4-P
z_~3MWaXEUZWdg{Y>ZBNBLz-fQKO@hF4-d=$A$e)l-vE#;XW5q@!uJ_Xn!+nwPXEuV
zvGoCwkqz>`;uXuwS}(|IsuC%9bp6qo0U(K1OC|Jok?1)*q5b>AZ=9Y}5@ww|bO#Hf
zmFVNu80@b){MsLa*$O2=eKsWiDAN(u6WST{h#r06#coMiurunQCJS1GU3BlnVU-mT
zA#ZE6&9^O9KDtKIc!_)0QCP0QuFI0f^$}jzenA$*()<=Ju6~O&dHql}GpQhLRTP#s
zc$%ox4p9t}r^B<&h#VaK4!HQ==OoeWD^9sq8m79l@^qEDg77ePje}k6)+K?LuI*ku
z)`;E=;sdZa8a#HLbjR`XR|M9%>5e0f;bsQFoBmQxmfKN@IJb*pYO4=a7-lu4hF8vD
zz;+1|J7HGc7OXZlg0>Z^yXQIt33nO#9%)QXd34X+4;BZq=WG@#{XG$udi9Q$BDz?}
zP<*VvtkL9s8oGl|ym!!3;$eV?)mkE`CzFjNNnT=$G*k=4Wk9CG*g78;!+<}0bWsIY
zmup3=FH$W-BqW&$xznJoGTfqTtm^IxRYNFe>x9jo#beJ<ZPGinrmtu6vX6xb0C{al
z+46?_uMNbC!%dB=!rsnCJQ7}&RYSLr={%i}v_L@Bf@U;1`o=zrxP##YNgs#3?t5Hv
zfsBCaGDlovYtIO26l*4$OhH%P3iDR&(e#Ej$S~2N0eMW9q*ze(;|B-gC-d(?{I_X`
zT?esOUU4%?rMLM0DJ*lh1~?^N>Lm8mx&@)dU#h4`$Zc0bEX}ycqY-3v>R#n8X~uzH
z(^(uh=<2oGi8~?24ejMtalXJaJEtA7#tB<su^wud*3@s~7_{FIsew$9e~EsMM3JIZ
z%_u{*D6>|+EJH@2a?NZY@U>+Zz8)2|?sK2~TR(ZK$fwi6k^wr<12?$H6<AdsBHJgB
zo|se$Y2B@I?QYB2;8Mz@wXL(_92Kleqmt1fL!qvJ5UH~Y#qs4$=AvtN#3oqr5eC>G
zv69567IPsj30fnaDxRwth1ItJpHcuIKcwL10A2cvNT<CCt{mU>xRb#whKCLKW5Nof
zBuNbUu#(Wqjc-Brj?spm{-3CKTvDLygI<$15>i7?S1G^eqww3j(365a<IEKmYCd~x
z;0H1#v`o`pq^W42N5UfCwB!^9#(&8v3OyLBHn#N5ns5#gaIhN<u;c*xBN%H*u)y3{
zJbUg!^?)mq|8(Q&^KzJv3HNGtBtgzz8m>Uw>J%n0#=^<WJ)PKvB_<9zBFHs};qMUp
zWi5LrOl&N>UQ=Y6b1xl(y5P>9_2UkYsT+A(B1-^^1b-WO%sxutWA9-kXxE*GAB4*E
z(1e;M48=rj90Ov2?pCxURUMKCg9w7trVE5v&V75n@6C-XU%BeT3y4A41UqpJ)PL--
zjFOis0^-rPm0P%G&mp<e(oYF;8vqHAr4z%fF975DE&%wUr|`|Z{-i43qu0kvOM~Nz
z+xL_RKu{m6Vo-}A_TcOUx|`D;miNl<jR)`Zfkhw{?t#KQ_BRT^-=G+Q2^62;TBh2O
zjbJ3E(&y20Le}LkRtiBYd}64uKB8va1I3w%6nhIQrtnFR%q~B~Zz<#8%DI(8VQ_UT
z33OTugFqHx<}{)w;N1>!K?-Zw8@9}RkM>y5T{SG%cK~tfeLm(yY>BCdY#nN;qV4`k
zdr99_UYX4cT36?-tOg=lu;9DJ5GVeI_@G2ROPFAi87^2=hdliX6<TOyufPa1cc*1e
zE$70iYdMsqNPNm_CG_sAq8<jy7P6@^D{Wyg$(m;M>m!yjx02Koy*LeCG4C{e=YzO;
z6FM$rsx_^kk-)rBjPp*{`2m@u?)Aw!*>|EFe)WeNjN`&c=vI<k1%qBe`fCfeU<ym}
zS+CEa1({W7uTGnG>pzSaev2rH$h+Zd@?%*c8~*;lr5?%`Lgy1}8l%26lQ%O0CdOXR
zZZ`>=2S#l+%AA!cA=^qL3slZC%Mq;Cq#!q*cNwvm@LD&@yv%{&ldOJjFPg~HId%#z
z8R-Xo6Mi3vVu^mF-JAWOZvV!8+%jX|pG!hv4`E^M0a&Eb-4t!3aLL*$jy0w|^hn>E
zzK2&b#xoA{U2o)1CP00m0bD#o9zD-~bO@9Qp`j#sl5N8}y6M5IM@ZNVnsReECTv1b
zTqHwDKYk&J>2WpE<RilD)pT5UpYYX<D(z2#)1YWVWQJCIcI6Q%YZSS90QhS^R@pX7
z=%P=m)9nU<3X-6k{0(lXjuuGJntKc9{cMTM$;kFZ>f$)yE5~5N5DZE7Cj1|ji2(>~
zQub@NE1O&?iAjfhr8*^yD`W^=f{=kTQkY;z+=PiG+O#BR1z4RDZ{Nw)tHJt4sDM?5
zF-9G2;|<|&PdAK2f>7A5OlMLyOc6|+Aq0%sgb$rQ<t*;=gahnLankxXrM<ijClqmx
z-8rKE`mDxmAdUHrkDj;Qy3~!tDGe3Q=n@D+?=npduP#|*F||hFJMsJt|C%;-fz$ZC
zPESnnA^ICtnq+1?W#P~8HwvQccT78siKWEMzVfgUmS4vbxed2E5^g!5by;~d3MdjV
zzisaos4R&2A?x<O(~kqLV7v+lu{%=iDccB}j0#%vz?@rF)iE?H1v9ng4{mcAPl|-d
zf}=_c?JI<3Y4-!qxaBXpV*L}rs+Oe+mlpFsbTLR8OW`?KTdu55=a0W6&|nd*tL7r7
z3Lc6P_bGn}g&6}dHIKVf+JC*Qj8p(iHiyyOf<jH|-U^v2;Q1-K-s`-dU;N4NyMgaq
zU$O0vm^ZvJ0drMfk4&eARQpt{1O6pdhxj<iuZ1KC%FBV?-lq^bhD?#uvWHrPj{rY7
z&;fO&n^dSwGP6z7?0Z@YJt>d<?fbHvS;Zw$9abFuE>J)*Oizl9#+zT(s={r}<!fKb
z@nXeW;%C=<6m+`!j0fo!3kn)uGo!*kv(}=joy0FT&Vtre26vqFv~^!_##c2jA8noi
zAOj&EoEV$!MtToJK{SNS9ubYqDV5z6mp#Wf9*HwJ0pm$#D+XwM7Yq7bK(yEdVNLY9
zp~DpSh=@w=Wkan$i)8$%Y$6MEEv+;pfs@$HZA<KUf6OOw?V1~6pE<A5@IHOV1sPEE
zfAn#9%z(XfudMX2HLZmpb#7_qnqt~v#y*{%aB=kGJsIPU<t99B4I*k}Sn_mzp8-5z
z*y(3#7IvmfJI_48w4O9laL3^W!`PNCzxeC}VWgVjR79L72_{%jIV)wkuTM{cZxjJR
zX>b3Sg`eanvXPp0(R$kT9~!T?3d{A@4dAh7#_`qEus>zaUN5a^D2~koH<zR6hCb5-
zEdESES04$zwfl?q1w5~^Wjqu{?Xwh2j$mUs``k{bMf38F8s0LBZTHjJr^2G`*{4IZ
zS_W#RaJ{*IPe0%G!<@@@!JUu$<TdhGK5D5KSj52%-2;OWiK=eLI=s)Ejr{K<hInYd
zKzq4CjmYvnMcfykh^Xr>S(XA|1QM2n=fmK5_hX_#TYJ9hT#9o+*_w^|w-x3;?F{5D
zlF8J7cB>y5)3GpXSZx;`EF&(8p-}%3?g(%$E!}Jn2>JQaXN`3RQ{G_`h)-dMNqsgE
zc2rN6*t}=R(!0%NgeWEhdl2{vd+V?$yxY7#h1mB6aXHton_T70t(U6xp8+D+Aun1%
z{8a7viC1`L5fU$Y(RHAEjkipu3gwkTh+pu(t*<GzW5=qW2Uf_K*l#)ey1W(&3ngBM
zI7oFKiEOYa`ugJRk~F|=>-#5x7O*6IAm^}66;&ySA77(zYhTx=EI0c5wcQ~Ob1>8u
z5_-U0slv(G$2;Tiy^D8>bETu;5V~T|<(Ydd0zu8@BTz!H4~T6$b0g$Ek~$t|&<4Qt
zuCF3K!FF9@wnZx6E0<LEu?B>QQ<xC7e=UzEIuk3oevcD>y_v3u4-BGfKf0ugMG6mL
zY&8feYvD+cFl3g??9O5H6ArO>E&yX7G3;ifiW>aQ@b?)k6L#9wAhQFg_kEZ$OvXts
zyZ?Uq`(%TdmimvfSf%cYW*sdeG<kCO&+Q?1wzw%%Af1*Ur;X_Ik1%wW&{LVk90kOM
zW0O{oPrG5!C&q@jRSTNRHFeVoo8)G6q!g=<Ew;bZ+WRoWFBYhRz2wxKK{!o)MrY<z
zi}C|C0Fp&U4m)LsbLztvf;Sqy&H~#86=}?$Swd?!hB}ZGIvKdznXznrQ6LbgdI6V5
zRPYf}*^m*U#J+1qHb7KXQk1DCe?^4oM82Ks;LO$`7LfQ2)7d0nsxH!`R|doUmLL?;
zk*3H0RhqBUluhk+`+|HV1ZJ(1WIq?hy`BW=q{dO&sXHJ9{{?Ci)DI)2e_Tj}&z>;Q
zhpjaWUg(9%ZC?N<ph>^i>m_}9>SP{a44YG#>sZ|#{h4{zk&#6WqMkg&lWwc3X8X#t
zGA7pXHTnhW!N~@PZ>s+G{Z$j*yg>}Ppb2OF-(%5BHgDTx+v#zjIaB6m0+pCKqeg#=
z5ByhMG8{f{64s8-m91wu$)ZtUm-CcceJvX*Xj1tu3tgtxl|Zm`ch>(uj;P4w9CPeK
z{edLT>1b{Zl&I2<Y8IHmcOmb*>!AFu<*rp%B2O&eg-=?n6_?NVfVn+GSizlJQh0Ge
z81FkGk626y;&kN<$p5bY&Y~^W;4PplvNDZK%wlPloE?pElTa`%RR1p0ybuH@^MyYY
zf^#ol-tUS<aTV-C1vW28W4^|e5Xy#{d;hUhB@Xw&joY9Y&8an2Apavx){EuMPqCc$
zn60r{{NpLEXmFS14*g;>C{Qge;t`Q((lbxjI@@8FX#bd}6c}_@B1$|fe>+`#_6@J5
z|NX<WAd-+U3a*6|`&>}g-V$7xdT8~lLHadGlGveAL;)p}od2e~1W|eSwugRZy;e)#
z{F4%dU{E(*<jwHek%n(xopXV4D;mbW`_i>GbSNC^11mz0%kemmu_`O?0QW`O?PcW7
zpot+P&?-`SS_p<Obi0wJ6i5xm6-tIS-m@^Vk~imEkKtR@YlfP$3>8-;o?ZNPVd|$u
zCZeJ~ER2M>MmH8`l};uCE@e8j_R%~qlPgbX?nfpk)bAF<G*VgEvU+3ax*DxBABUtQ
zT1!BC+W|AF^h)-~f-cCu?{~UeYThDd)2RkjccuMD7E?%=R2C+tb(I}=Dtt)E<)Y!>
zG=_Nk)XyE=Z>Y|}FQ=Yu5;2iY6?Ius3OPUUK{fTS965-n0lT{oS3n~X!=Q3|->b2x
z?7H0gH+l4ZFyVsI#}_ejPxZgxFHt&vDU;K}f2w*tgRjUVAEG?{HOLfu%G5+Do^u3A
z2%}<BnsuXR;?4-#?MNBeW`ZrzvDC8}a%8l6yH4I9@x^q1LTid-faVTT6T)^Drr@;X
zU{;r8^kYp-o^~yN3>%u$H+#N6!AFE~-!U6_D8#8Jo{t#ID6-SQJ(FuKb(!0pCfIGJ
z&}{LY%j}4AKRyX@4(xm>c2IpqCe42XeE6+F)y3`Dq{X1cUC^F4Q2vPbqG4%`ey(wW
z?1|*cxo(874Q&pOxf<2Q3~4B3{mN`4<Nx#H7DpS`CN@CFO040hao}Wk)Z%*>&T9IQ
zN+i^DxKX<+{+x!_XrjcmrsUXUJxD?V(~(0phEZ+TwPMCJXq3dqCB1n5tZP}TpXQg@
zgtXG-o(@g88;Ol^>Ax6Y$qm=^J8I)Vw~8i({dlOafIw&Ln#ZMvLldc;{zJQXk4PY;
z(pB>=XWC@)a$2D48;lg_7Gdok;D2nZma=zfm)gD#r1I06Omn)ZRPcs(iT6?lChd$+
zCz3oS2XUm+h!RR5Kce8&AzG^{()Q+_2h<F&4PoGVDuo_z&aVdo@l^f<X7h`68lK8`
z6cp2Vju$*UR*cxqQBi@K$Xvxn4|-!p&EL?U+*{_pICleuQV88DVXRg@?`eh6k_{a6
z3%`tOL}~FP%L^4CMw!BB4e+L`t0(~~s<gEPM%15l1wFQDAC=JHpfd;ZU-wrq;-G@i
zxh>CV$!&$Q6IXB`Gm(R>St0bzASWCYqL~}QI-Zd>7N<D5vRb#j15zk+>R?U;XyCb1
z9LF1*ZXL0&b^{wo8*NS=Kb>uit2))sO;E8powsOw<RQu#WXW$09o<!L#Tml_=!q<x
zf`;n*XS8zxA?SDYVk1g%{b9uq@tg;J%VhC1^D~dcmPpOE*rnxF>a*%38KW=k3B8EY
z)c?nb>pxMfnu&xj5uv{?AbL65UYS}M2pNv8%>#5KphhocY&U_3NQ<$9h)S%sVjlw*
zlkAFrS8@!zmoX!*o>Ofvf`ML6UU&q753zclXS%`lr}79#`V;P|+s9<vBHO}2FT%i;
z?=c@>z{_&F#@+A{t4{Lg0vB3*mbuI>;6K06&&|maV`glOq)&rEW6e(W=uIz=BuE^m
z`5#jEJFcOJQ*oxwKdEbXC|CrJ`klwGx~@C;6QG@PAgG_FxyXi#zI-t_2c0h0+BU;2
zI67CSPfH_dc3$CyqKcg+5Hy3pzgiy!ZwD6D5WoFNI&S-b3KvYpDYUFQq;F#~5xGUN
zE#1PS2UA_#YUPd2)ZlqpsF!7PzW-`<U^XUE(?T)E`t`~ZOZ&)4i!b8pwrwp1v7H5Z
zFUngpLLvE*M+dq7$TLtVT^9S`qFPDa*Fd;h8g5zUj@c^E<7<Vaw!Ah0v3oTT`6>D^
z+vLJI8--0OWfvZnI(XsoFq-?h>^}J}3x+3Jg&`h0Qnk}8n?K#KGB3~k9D{NPZS~;g
z!7f(cGD4v*y7VSmPNW{DtH5Q!3UH&^wuW~24n}XEIWxc$9o*Z!4g03xzNa@OJ9C{7
z9kY+Ah=kvgI_xox+U(`Zu{kU0m`kFoVk{490M%-$_nmw)E1){*SK%kI<a3UfkpV5d
z@16P_J0S<qXwV>MUpMpJMZ%b+uDLs);KGeq9#ZFW52lrjr3)Fg`_AS389xY(84?wg
z2nH@*GsNN=HM))ERuVX{FQH}YeZMEb+`gR;0~^aF)pjPbxqaJ9%;|pHhL6PcW&kXh
ze=Ueaztt0Px-^N`g)%)oIR3o2E7DZ*Fg!3@<gI9_fe}wJFIc&^2bhQd?pNS|gSsUS
z){S7-#_OE=0S_?S8rmgUbZ$Q{OlNS-^S<+Y?A;hL81-7*)}%RnCi~C@%i$@u;3lAS
zWuqv@m)iCGSq)fduc#=-##Y&O17#4*K`v|W`#Fus8T6LBr|sf_IY&{mg5P?u4D^lk
z=wcsMdaCv2N=O0B=AJ<*u9!eJgZ|{he+NaUS|`m0fhN1WCvZnSPPOew+AdX2QnBAa
zRW!8ZotVBWhT_>)<ePrXxpy!;2Hz&)`Yk>I?M`iP^*i!l`ytn+0!i$^j^5^fJ+|Wd
zV(tY^hS&R8^qU&Oj|F{+yDcbxcZ(`?$UZ!92Xa{GDWFjYFxLoyk253R;WcdMT?8lx
zQ23=-!hIC38%iqvN>myui_T+q@8=iIt-bQ-y?fRw3S+g7cp8?NXKWBfy{QlZKV_gx
z4a1A5GDnf%hwc(Vg~(?VymXSPiOICJj38xL%L&w4fI-yu<4cS7Vv#rVF}<52$u~Uv
zDBCWT{`>X{0nLkPC>}At1H)ncppsv`IWH|yI592g&WT9Ga9X#m4(Xku95Uw00iB=i
z7zoKMdLl@;|3)TPE2;F5P?X|FWAf{~Uo$qnqjC1X(z!-pPs;Fz<QpZhE-R_<P^iZ=
z>#XJ%E|yY+3~vo*(WmWQ$~nY~v{o_Dfe7f42=%qckdI``Pvgvuv9w4s>C&(mxlTeJ
zL&6Nb7hqK6?oW`oxUo(le>U~Unqg<t{}!D57Lmt$y^7tJXN5Z=Bq?wBzgVI({E_=0
zIr?pkVgM*`GI6?$z3osN!lI`IM`6NiSDz-)P>xn{Y4Fprr<gl3JbFdYbMfG0CKeW4
z%M5s^%eRlEzeQ_Ao~g>%>XcsUGhcm`kVU9A0dWy+mGJ$bm3ch6MI~VMQ8u3=E7^P$
zUTw*d8DZowd_~*enu^VoyHuNE?LZ)5%;ux)ss$_`*NrdfSd!#d054DgA~ZVlOko7U
zMNE@CpGU@`)FnR5_5t?a+3T~sNqgU__#-#%>+`>hyQv2(E7&f7|7smAm6^Y5rgP2%
zXxbvLdWLZ;IZlYgdp~5@^ABs<`nDW>mntXo?>g~`R>Z<Ipt0X%qr<sBe1-Tr>mO1=
z8sJN#@r-8Ux&7KP$W#t-buIEH0EnLnH50JYW8JG>3H?CKWueKk9VD(c%*Em16396J
zb8*1w=c7sm9PrH<rE48J^s>HvOLaU62%b_oG(1=3UR`f5A(06lse=0a1OSAa2mD0?
zMpnckAhGR@(7|FO-PoZzbV01b&9qtFFsqf`yBp)ZilXVbGiRAaf8FPqBo?7bQs+~<
zs6v|SB7<{mW{%Br3Q&=Z4?mH<{*aJlDGHo{C+?xJF|Q#3_Kh7{F;s#tGQ!YC5F6t8
z3XCk3NDc)3#NAQI16MwV+@tb{VtjzSOp8W0fr`vbws?=!JY{0vG{^lzxq7liA6oY3
zK27FPrw}og=eIywXe2HO=MucU&p`aEAZ@wmd<5(vapsIW@_<NrxaC8_W+Y7x@fH4=
zb9C6Y$kEyaP`PfAWTZnsU{m<JXu!Y)FCh4Wdb}wlKgv%q6skW0X&=HS5F!tOeFX|)
z6HZ~xVIzsKIvIXeSwI5q5ah%X5wY73<dI-5yq2VF1%d2!y=l3C$qI~^Xr197C*O?N
zDy??w%>`j?K=1SnHDBF#U2Pk^^j?sN<VjKqF<6WFM=ZaK-YL8PkdP1oh<;60VrFcN
z{>!wL9IN6e_j+6!Bb2tIVQJa`2MwMMo#Gg)z8mXeCqH3?v)+8~@2U_8m0m?g3T&az
z$DP{>x`LJ|HX)_n7ayhAvR*r5r#ject57>{yQZY7>JDI?tXZR=?Y{^GaS!%Jfh(s0
zgmU)DB1aM@+i^*R^Oz90e?uN|X*c#IVq;qEbMz!$$Kc|0639H>K)^WJ^<bVZO?5_}
zi`n#{z-A7F@&X1moj^7BoiLtRXaq?Fx3|}7W`xDk9rk=G;J9gJamuod3C~OjfETI}
zoE!i><rF*GD&3GYwddo@U2VGwY`JoJK~T$WWl7$7d3&s3j3lqIp3@9RZBy6t1J;J^
ziS-@wjC78K+tbt5pgalR3oBI&#|tyhKij0PHje-!K-|CkPh)+zF<TYAl+^mTiTG~>
z+{bNp{XA|(RML?mSv3VO5SkwnA^7+Qn6`VfaG(AlhX$ppj4)}$Ad)CIwU6l&mKH%c
zNc$MBjl0Be8cM>xP*2gXZsb$3aWySP`dH8}Q#|K@N-)j*B?&DC#~x;%VA}EZ`i+Cy
z&V4Oi9=J222bCalJ<?D4e^{wSPD$Fux3=}8O;ipSzI!ZGh3IGv#2&PE4Qciyt#bMP
z1lL2`2M6>399jZeVRIhI9ym;E8F3m?n}^RcjCA$?{`Y%OfUQIY#rl`{0_f$TxUF?C
z;w3X;5yL%)`~h=AO&9$CN_?Am%+kN!qdQxp&N0|>)A&>4=#&<V+PYFH1s>Jb&vrHr
zLeqrWT9^;VAA)S{@yi0-1_E3e9h^`yOVKpzeVmPypm?0aOp^Xa*xP*@h2s>d0LU}1
zs2r(0r}6tCZY=3}ezmPs>lKXtU|w(I71%J^30>+7ThUZ4ds&iDUPC>zO`g?3DQmE<
zu28R<PqpE-5gq)zao1!RT!5i6dgWX~O-ql2o^;F639Kt6u;f%KPDD{rIXYRL>a7L~
zIfZGQ?fK94k+0fM-T<vmZQlL=%rw#L%*qBPKWLFP_q<-4_nsA`@n#`*!?!)vU22V*
zPO@o@ntJC3NIfTB?<p4cxC&Z0Xbw2$lwJ=M3hCT5Mq|kDIrFprKf%h?nd(-pRtl&X
zi-!>bEHiX9KFB1c&GArk3pjNHxOsDVt-3*?CDvQX6e>SFtJB_)Xl=CNU3%{dkPMv)
zwswNhK1B37Z}Cv{M_-d~#hI&eOR`lWpx0chS&ljvS}WJ|E;Kd2;2(raRQRQt9cO2|
zDJS^#4G=-gx@5*0NT|!29jCs`m`w|y*4B+MgDSIft?>GPXrC@<YXP+1KjS}bTIiB*
z7Tn(ngAEOv3y@#XzDZA^S6ALE7(o{v_B`up&b|DQ_z1PySdw)#9~umxlH>-36LYI=
z-47EA&+_Gd;LtizN0f7+C`jTmw_0CbYZOqM8VzFx+gtXu8eB#vlYivvrlj(K^P{K_
z=IlHA#`l7XMKQm03_iJEJ?dfr#{q9JIQsP<>xp4e-L>kiuYSsLvttJ7q{H6nMGALy
zcmc_fXKg!{cjX%MvL8<RI3K%7q!t*O_aSlBSc5uK&Ii-AX=J88zM;!R;h7OE6p%7b
zD|#ax>H%~;ZQLH8|CXIA{;pzDv+GJH=}sde{X^{vCo)D36^A|Tmn>l)$1zPF;5<{d
zYYPklgt7K2_}b7H8pcpH1cF*10QE9F;e&rZlr~jDc<elRmLIniPq|lvnPeDf2LqLq
zup&+sJLO(y0Ofx4!ec|W&$-5)tKbD>m|F5vyXD9Z1uTH#C_CD1y=@6iL$>BL<K#Bb
z()!?^MbrX0Tb2b<GH~)Y^Jl%xnNGQ1X&#r)gBAtw?F`4P5&tzn=>xR6q?EaUdvqX?
z*@N>x#XiK@T-r>qdc}DWOU$zAo4Ko{sITn0gtfU-01mt2i50_GD%;rnEbx@=VeUfF
zk&$mhB=hwJR9y%MtMb8mU&$V|dT6ZpjNVwk>jg1M>uRjt5nS+2h4DX&VN8g$COMs3
zqOe}2#dS!rMgTg~`8A#B&-Fvy+|t?UL=Vb~hWgF#FIp+(qIcmt6&})krk-=5X{Y7#
z2=;E$2%V|U#~AQu!w**Uq*AOAyLW{Ynf65!)SM?R1z_h6mP8^50a5~Ux+p}-G6H?@
ziP0@ytb;cb7C6y5o9qGhLm{$pO;CpHt_(wY!&2?))q#UA;7gkhRDjEWbnZ6f-zm<d
z2`bO_Q&*&}R5g#&XeiachEY!EtqI$Xf`5~V(0R@_yBc<8CaOR`J&?H>l4%F(o*MKC
z7&7pAx!)31Z$vV>IQ+n9Q7CKKzqL*|Qq*ek5RYMJQR@=5WsI8l4LAXna1>@_5b{&>
z?)Q$N_q)Qt`?y3dpZ0wSt<i<A(yYJXcgN*TuC)H0vY=n4PdvhMAm2jUN$KvZ$KAPC
z{OZU}21!>L;K%iz{0g+o`|uD3LDVuFZ#w)bNPim|`Luo@kye@ohl5LE2eQNSvk>MU
z0n!YZ2CYpGul*Ey=uxZ-!!zbTr7qyT=WRThmZgjKB2iI;G~?@k8|w|**#oZ)4fgL}
zfF1o10UI<o9)@CJQKUqdON8atITxl%0<`y_vg9e0=oJQdtvwNbKdK-l4{;TJy}(Xv
z9Z~)hpXmnzqaTi%Vr7g%TLJDpOw|8AN5A<WcOsRxHaz&S#!3|;Lp5Dl*xMbl3F3y8
zOgyy07gF!|S`R!)Q>?j)F2Ce!-#0+Cc}^5NT|PG8=M9bCs0%zlIv;2tca~g%lWu7S
zA})A~Hd#DPGh9VrS43!gv#IR}w&iol3Q|U9@t)W_R8tXjM+8~q?LU`xUfvMWx3IxO
zv_zi)U`#D@N9^9k#qkDKn%XOG>m#*C&3hw&HQ|O19^O}&pYIDZ@P~32rxuoDFl(>R
zt4saJQ?ZMP(o3Al_mnwQ;6ro5h-JC|aW!<aa#eI&Kz*`o4@41zc(nbDj(@>AgIySh
zDo0RFt{s>~boob>xfyZbhl~XlcCxPsf&uzVqR0$=p`*}1o;v;Rj4B^_eZ+lm$EZA|
z(ysJ6p>((q4sm64u(`x1kWq}a;QdU58IcA)*y57TczQTL$#bMR=JQ*yPD1`8HN_Oh
zB7D4USZS-1AiAQRn0mBHD~6N!$HJYW2do`+^h(Kn!EsGfX1G|#n#XG(onT?aYL{Sy
zSXw#;7Em0|pbUK43@K-H0ntOJ`4<Au<M>LU=E%Gfp+&{;6d1Kv{S;*=34hAV+!Zr*
z92J%}L`GI1f|0`t<^+OVfqDvPwlr}jw~D)+Mjh}(YN33SH{=m~&WY_lO`x+LVSNat
zu7Sdy1Y`#DB8|159K0DdJQM^;qu%JRQTts~Ek<swVC-i*PDW_A?L8x;u&_9$a9=5l
z*o#F5m{Lk+1Z(c8R%oUlr{2^1zJOu-#GLVjQ9kq#($9!d_lW;qR1F_Lbj&-DDDt0u
zx*NF88Hp>aYnXnB<>6Df4?z}&K&AX^>AxXUNuJ8jB_W4W*-XDpO<9769DK0P#a8Bf
zE8m!GVFBG{)?Yq9CI0qB$EOFhC7M2oCO2j$9WMzIvCT=Yx#So<@2Nk@zCL|*-dH@R
zk0&NRK?VW$E`cFd;PYT4@5C0n7<RQMkrdns6LVtd#8QqdkK|kM^RR@=s-(c{Wj`eU
z_Td9H^M5SAxN3C_;|GgN@e4jaU|g}Z-eH)C$27}+z=Xf#F5|!N2Nq#P@ilV+;A5?n
zG2NN2*ZrM3SCWq`0(JDVEH6+={fk-WsrUaXg77BrJUoBo#Yd=}U{9YWorsTWhl7*Z
z&pB#RzULZ$Tm`#1HGl`Xq4Kl0uNV{Nqz&n-L@D#>iFP5^w*7HzAOJ19FHci>DU0`L
zvOm3A^@fHNw#fL*Y~S(!b<}p3?`K@{Edli<#1X1QWQxS!7L;o+d<P>I@@j2=1zkx;
zU>qSnx;U$%3ut{HA!4RK#K%IBkGMB1Dl;H!kyTv$029O=$jZ~%Ssn=;*pVxFeD-Rq
z_t;A8Pg-d?3y#o&PZ|JyQ_CpFs|8nE#E4qMo%6z+g7#0gMQTC@X1a`<hdqPXZWG*!
zX&ueEJ#}kM!~ZKNz~cr5HSZ&_{s?_fq56mROHpiIA^ffIG*CZ8*q6Q{8s*aK2Qnv`
z*lm*shwNw2c;0_h^`JV%x+wB=pWYcGHaV`PWlSAB>zlo;rN_O8rTI+9V65e;!N=lL
za%I1<MHL*mIpSn^h$(NhUD)gSZS^{Ua||8_*}v~x`P}+;;C*tcTIaTk_oU+i$wIUM
zC~VDId)@HvIg*N}p)5N!^1@wP=0Y4<<*d?6D@QiS`Q=oj#gmKF9}&A(&#?jzH=n5l
z1I9q_fm;n}{!eOXhD~SL7v20$A`f*xdjAWWUVhm0GVhr{{r05l?PxpHY0l)}cS23s
z@zE|*wRbo-{Bbw0UGp-JgQStv`rUT!B8wVk*GcYK{cC(LWDT2=nraoIbS}%)LjtD|
zDK75bDoxu{!kQ?WkchsBMWr~pUfs28o9+=`Dij?o_Yula{LTc|IY1)oczJJF?1Nqd
z`ZltuWM_P!1_oF$Iuz;U12kPW$k>JuM`XD;aC!bk?YmtNgjiBoKr-bByN8q^lvG-9
zMlLXx?aM1?X?NQw2(z!LKR9U#%h9h6oq1hFm67+&3qQ2);u7g1z&FL(90<?glyTQ#
zdsw?AG)kZ>ty-eda*_X3W<K)@&y*j#s5dD2Tziagi#Va9wosgK_vk^u;!RgEv1F$e
zN+M*TuQLRnbrt=V*1ng@k_*bzm|xBLti7@N5_)K<)Q3?K@+{-$17WKXWpD$KS2hG#
zi3It*^`bez=+MW@flHuHY7A;Bc@X=ChZ1$GY=$T+CuY`1*Q~#rk9#9T@>R7RxLpsR
zeo%j>nA><j@bWS7)g#PmH)JVTFbtIqu3eS8N&eRjCo136lCK_?2y_InU`eem%;)7;
zwbUis!U}$$;;d_Im8(P1^{jA6YIWHf*8lQXrNttyt5#?@-9E{2uSj@=)%p&E%^P}E
z4ha7RQ~d&uq7Y*Q_}bPy#^p&s(33J))5J8T*3EXO4sF%iDCxn%5)JO;Yb`I(LL*gp
z3fV7XH{{HO$?rQ#v`9{GnaEu5v*8($;?CE3v}wetDtAg`z&u++CY(~E7>`1G=#G%?
zxQj`Tp<JMAE;sUd#8pabBB(4Xzc(N~+UT7y2!1KcR#0GOypqrop!7;j)xx};*%F7V
zYyjU7Jdhu69-#Jm&_XK?B0(4KV%O6IBt1Zk(IYS2gz#ns;Dvb2l#}?QPoN){AB~vl
zuM9PR+1dh4n>1`?3thDvd-!&@G0-AO$~H2wqsvaGU4U}fl=UFrZ8}J=HXy2AQrGAU
zY5V5=1$k)*A&!j)$t;UA`Q=m=IxjCw940=#25<uZdmN}aoOA7C9+=yq^A2!u4NBwR
zwqi>sBEpDOCL$b2klY->HIIRx;KOl?dDlS$Z15&+o0n{C>I(Kq6<;n?N#VuLJAauq
zh8~Mu$`V}qsHdy&zQ4@UuPyz|2=lZ}I7F1Akjx|@70i$WK}EH)1>+SVdQ-dgcJZ&K
zy|ZgU;Ms0dficeX%<@y8U=tKh0?LLDvz|ZxrRoP&?IcruOe6R*ef|43efTkF>3zV7
znzgJ&&S8v{G%9seX!T41%Y6*P=SFq16{F~R^L8r+JKt(ZuH>(U7{23;SLe4&gZY)x
zbaw(Lz|N<TJcm^+5{3Z<m5wY#+*&aTdxVp~SM!%X1oALwJ_>~JnVTSYZUTR`*?gMK
zm=0APZ41RTqV5C>7GD^0&2zwP9gGHcug-IyJu(uXoBE$7sg(!qPM3gA{Y^WNtE{@P
z-GbaS7nw-juk-Rcx_L&#=uH>@^r}FvfVO>os114KLVYwi5nbv=MnCm*Y3s4is&&mK
zvp?!?tUjpQyFN=gMHJzyi{#r{gFD!Qrv|Dsy)cCk&t=)j3NJLV?>C`dd85A|xHG*}
zA>UL|`{EzB;`-O}JS$jrJQ{KH=|wqmK&B?Akv&pgU>0dk@FaimI<;vSwUi-qC$R`8
zr5g~SNC%XKZ#J<x{K#u$3mVR+(_=n(56Bf)qGXmrQ%{B1DXjgrNZl|1wcxPu1xW2^
zH_h518dV@dV?KZk&d|9E?}*A5MTAn;%c}H^<=0+l`oRdjLLEqXR)~?^kS_K2on@o<
zlR2CD$3Y~bps^f%$*)PkKwT!N6-$wBg-YLCf7D;C`*}Fhy!DMF-!b(N2aiG<F=cIo
zUw#7&pV|F?B0+6t01t$x>^q(D2Qft6Jx7j8_KEf%#SwRUWD$a?5%=#^5&w2Lib%<Y
zFI7ENx*#9Zkf-2s`7`iG+M)XBS5#NNLh{Q3d9oJRjO|43t?eVPZSt&k_?%MqH1M;p
zRG^L!TW13|HT*D)SS})RYc=})GMTa^J68@|9(yqvm@p@3lUgq@q87RoCQy~a`DykU
z1B`aF?%heIka*I!9gH{wE}mPSAF47a{?rESYyhWiL<@K@%P{pSVB=v2uLprxK7iMd
z7Zug?#a`nwaIQ0Lo~W8L!g~CWh`YcKUJfjLU{h^bN9>InVbaS?#n@xq@y&Dz#5^CD
ztBa3R15FFvMhR{8?OfGn2~;uo`O{~JZ>$NhLl)yu{&`SBD=js+I9^XK*=;^1UwcX7
zXRZTE>&HL%&TLa=mB4e1GW<N&f+=DymJCwb>V}L=FNTPdK~c}lJz^h~(f0gOcMZKK
z%@ffE&N6H>5d<xmM{vUH%Qn8c0`E>~Wpe%Kc3t{8Rvm?#Bkqf0IJKh>;^vFeJ|91%
zbLho=OUg@J85v(C)S)L3h3qI~WyGdYC()<{gLuI9X!nfL7)H=PkTExNRnp#jTR53b
z;0#e;8Pf6tM7R2pZnrxqBCedD0j@joa9d~42V`_&B~?&sdKZ2r@yziMBdFNPV}LFt
zCyStwZ{G0{EOAnKxsqu7hAP1R#lv=|&}S?fv4xfE%(2Qr!XcA%(Qe<3@zfpZTQeZt
zcnRPMaV$Fy)q8NZdN(#e2dd$6p;kQzU{Io9q1FRfF$%2!5<io<)!wQQY#6;4E&bB(
zb>v-|7?Urp*`lN<U@s|m9$9UGGAw^(#(ho+ND$J9m_SQOa-eIz_WfBU8s02Hk?aOZ
z>Y9$lUf@RHoY1p~oIS^jZYe%R2{2OI4#d*OWyO2HL9!p$ZA2U8;d0sb4e^b}$q!Wf
zl9H)8>`l5U5TvRd^<(T|y^4*ixfM6$TX*XCzT9R|APzgpR+Bg*eZ+;;7oav>k}CnJ
z)OX?xKc_-avGu8-r&I6;o1uNRx+^s#y>5lDX`b_><gmlPPq3WBpjwHKWiTs|8h_li
z)4I&DAoBL4<c}EG!jIZg3z_3Lid3vOQfiT}R#jRbpaR1>6Rsgq&}zYBLuiQtZck})
z74*yHUtD#6JPDDxL5wURhG?(AiUW}p`L-9R8La2WM?CZ1C3z8Qkt;F4ObP2Qjs4ag
zd)97xPrGwKG(0uhbv9)M{IsAO(<s5HvP0r&zu`WAbSy^d?NzQ&ps}#k=d<_djS<p_
zWTnOgxLERazT22?!?s_buJi~Ylobt<+3R=i_vX9)3`cE85LkH7gwscOD+WnD!a^wC
zCZR?Q6+ECOIxm5>5b*v&V?0x!$xOCO8PmmPrFx<4FJ2l53d&58SV^w%e3mq{9T;P*
zTO6opC*8XB9cj|;gJOs#X?QN$n~+OR+3;pdOTyB1R!^I7A+9x?snQ$fVRJa%40)?M
zv9f}0Zi?j{nW4O9??317=+n~&{?hs?gKDWAC>P~5P$>v<Stn=xq^qWzU3p$aW+7qf
zSyU#})5Ek~RJHG_{misxN5|1+%5SQHP{g21+q)I_0Sz=(4ip8B2V>?BQucZaFws`o
z3tQytBtv5%73P<bZ&|6pq7bK&f5<u18!DAp9%jyW@==0)DMkhXr$-wx43+7Gi58uk
zcJE84OCZOV=@RS1XScah5ZRpk(L+o^=SE&kYtrPKyXe6~DH-P3pYsBFCW1i?&}Y*=
zIrsh}OCM0)X3>{9owWZ}$ZKVVVQ2afICbzafD_FbQdA#DLkVPTBf4uVKLb&;;qpd`
z?4^3lV$Tzo72!OM#P(@6;v09zLv!kfboWYzmcfJ#In-=ZO8&#WW5hPTfeAy~4ztt*
z9ahvqN#8bhV+Jd8v$BG4yV`?_!x%Njic8%#!uXBIhWEAEUxXoY)pao{aIac2_P8R1
zDKun?q%J4Rfj%MC^l?JalAipzZAj6`Y{ILcXJm?GarvfYLfgJGs4AR(8|XkK6zud`
zJ~tJiQ<3mWls2*XseyXqeqMf49*kg!x+$r3-V9zeA`bFuV9UFceIQ#33*<+&li!H4
z38{jv7C0is4?|EXPL_z|t3pBLfs(dhpIZ1BNZ+5)p+68|%kDK>I|CFmdV6Z+NWTEJ
zWC`n>Ebe|@(^j`hG`S;*2LKo_mYW0ey42j!!pL6SSfecwd=QUZ^Qd@i5@eJlXe^B8
z3!Tbs8>WUv5O$fFJ209KqCvbB#n(Kyeb|sCD*)_qk<=KZnGIwp4<x9t3#2otXhwsA
zVN<T895rQzZ8|{qm#7Bvsq5@ul2WJ9&KXP7v|bwpD>q_#V~y0YdmPMYGAx0M7wci<
z(&<eMoKK$kLu$B5-Vj16H*4TW(nv@DzO7cI(5wr=eAO-Sc{7n<nUurltR;JRiyyge
zOwMZPBr&8TPtmS-r*0~SPnRY-6on<u1&#RgGS8LD^dZ-uW6O`|VLOfypiXoGT%o)0
zS|$fTi^vi-=K<Zic1GGlmE$QDqRGDYI8QecQG0<`sl5NTrGAVC^5Rqd6tv**!mTMg
znP-4K?C;&7AAnK@Qsy7f5*v_vRMI7gG&+}EA7QK{`PTE7*w85#iyMtUfdAd8`h&>d
zbGv8>;R20OLaaPdQGc4}Hl#K*Wn4~j;&IIPhrIXMkIO`;V-W*E!FYF&AHz|YbtlqE
zd+oF)#fImZXfrF*L4yPYENFG>4N8cA0oI09oPT-|2>?>a2yQ2Q#CBhwn#=jyDb7t)
z_G0z}ti9H<UvH7v{h)2$%&8^a5axFD5m8VM_Uz*)S<dk5@b5I%u-b7e5PIPoGL+qC
z7{e^L!COOk$w7eE=W;*t0&d6^!(jaPNgX6FI5?X^y$kk(Dk<}8Jrc$uJmD}nwy5`3
zxuc(OD4>DrWCuJC_P~EDh%u1iQ%lcchBD~_<OpO0v%iU0(#}BpZn<Qh#+#n~gaehh
zqR4Ins_~i0<%SvDB-FLZz{B|O#`bmbM&k{BBX-e?CCG+S^I%=XMQ?7Na9DE0-T6cV
zvc(%?U3O%=4O2}a9;cOe8m-$nqnZkwc_>3fM;_n>4k|6xyo0lwHZ>r~K!CHgnr(2F
z3PkXZM=spb)=U`HGkd|zagbPWUzbVVuN<&kgq+5E1@P;_-q<nSnM}1ATw}lDv+IFm
zV&X*goxC7sf!xM>=7@0a`2WGy`=GQi)g7h_0mVqSb=xnRZf(=5hpopAA*&waz3$hx
zrgv+CUTG5Etq*A!TJ#h6-%kGJj3B5TA32+Gw$O_jMok0HM8~;@L0V<^roRbX5fp&1
ziHyk`()?KDHJbukP3@fsnAg$Z@aCINwf=F<XhaA+6zAJ~H;T=V8kdJ_wncKCUogHy
z#yIR7$jRwqjVm2Z&g0g9{rAXxFELbgt|_B3h(ReWbOoNHyNUPA1;nDV7CphAkbw>B
zd6}AQ$&W|Yjep$N<Nr$teO$@%gh`(tpwcdJTbclQ6>hvc{fgGagUEeXgF^=i${>Ce
zSELlO&cu)!;ykT+DKxu<)Jy*kKHR#@uO}OU*)D4W7#SA@GBmI4Izh|>XOog(-jLPJ
zNO!rc_$#1x;?kel5^@QYw0<$CJOBIYfOhUS<7Ebc?+81)qp^}X&{NpidMwz3eSu8y
zaloY31*KvE{c;tr&_C}$@g}bXh!+1R(Pe?OjfCpOWT=}-)_sI-0ivF}UR$Z<7$z<J
z#FdJhpC&Ey%+1Ag^O7=4fmII$q(*Aecr_KwALFEp3uxLP@U9bki9Nheh7(`Pr#44h
z#)`!i>NH5*t2B>Y8UiV`t&c+tP6od%pG${4#npBgk)ZM*n0Nig?k8ZBgG`I*>_n<B
z6nPZR=z%MT3Z&B+h|gooYX9QCuA&n))iu=?ilDsw!@p%N5?ZI&%!|=m(3o26kw1&M
zcc^|Ot)`K?#a0Xw)VvMHx8y-;fO=R@=e(&L6Yi)NAjn(@vu{q;sU?n51^DJ3;>W4e
zCHc`2^Me<z_26gb64<_?4t^JnG0P)-f)Wi~{BL9oW;drhFuI)<E2sogA6dl4JF!p{
zn3c8Ns*SsZa|r!{ldGi7J<O1?iPnw-W{Z3H=Nv8lEoMVHMQ~~k>?#5yiB<w1jv1G6
zHNiihHle@Bv^wzJ*^~a@uji3>@}8s+BFmEsi^dy(ok|Ue=<@qBa1q%vH&&!Y&Y%*1
zv0#)PGptqP#SYlp$A{A@B#~=4t1XUNtEyj`5OFZ8Ym4&enV>`REWPn}0$l&3+lyh~
zM1R>$E92g&%p!RpuMuh!p3vV>?x|T>EYBcR&M0bj^fI0Tvr5mgo(f}6jj-JrGy2i=
zPivFZ7R#G+3J`u17}hHea7<=U6?rA|&PWOUdT0$^1SNC(pnvmPI?OJ_&YZ%bk?l!$
zK-oK1Ka^!{;@MC5&SYJ|7Fx<rr13WZUx9%#VFV)tu<z!mN|z2`4(Pe0`I`u+CY_h@
z?@*2D6Uu#b7r5qHwy+!+-(tSsf!+zn@fIS&inzi@hYv?!B-~JCHRb#9)(51b8EKT{
z$tr(O$Ta1z$t)RzVhV)EtIsXki_w|}+93_aP{2iNwZ5+NVD(cC)p(r($iS4eB3{Cm
zo;x4Tuu&>G-BEJo=6#)>Y(ZR!Dys+-Vjtg^YS-ML+FjcE&C9FXg(0z+dY46Q8ZA)n
zLAnw=je5S8x13Ga+U<`9Ia1K8&{{JN@^zrVaEqNV-k;<w4INNkhL(=?Bl5ud<mR`8
zmuQGEm#kFHy5$Y*6eun9%enV-a<rZ#Xciz*)-RKcBtB1i@*c+H-?r5nu<VCXysa8W
zUK&B@P1+L<XFCd_-WE2}|3`liV@}qD31jYSyC7Zq_}2plW7Sl*RR3^8wnP8^22M>P
zj#npD{)`^81XTpC_Xh!qJ!=3*Yx!GtO3eY|b|ZB|k?&xC@FlS@SzOu0*`Ybh-kRec
zEj0}BHz@lj&l84D5WUdART4;d7@PC+66Z?h?(tmIEv?UM8%nU7kdv2wjC62iy4Es<
zhhG;ZyS<{ZJAKN=8(08BE97?BS2%gw2*8TG?vQQs0cRRGbWxb~FbQH{!xdAUs59ru
zx^uFp14<!emw=surskIuurhC1cP`A?JrtPa43~KNwMTL^{+t+%jHGx}RgJW$n$PQ-
zg)>!v@vKX;U@t6^@O@|hHRDfj5)g<yoM6(_k)YDlS979}_*N|gtIgnw-RPN1z}3Sg
zD`w*oXypk{*Sro>c(@lKQB+9*#HA-*CC{Fy)P1Jrg&Dd_vtDus!)Zl)y?M)8I+S3A
z{Lcq!ny>ehx8r5qmNd05Mvu$`Zirdmty-#bk&f5Ub0qr@p3aeS9Enf^W(S>Rx!C^v
z#1Weyk-A2Ai<Sc3XmA8Gf0Zf8hK}Yh{jkYljuWU(6*5I=B;Q(=h<CmV27V_hQ^<wU
z-FRkzN^#vi=H1zIjdDpIT)Ri!+kx{%bBwz`N_Jc0_(JQ=)u(i{Nn;d-ff*0{A=5bj
zyUe%;b}5@>Y&?nHr1ul0cI_rc#<KM&k!uua;1kSsY?I2gzjXby<W`W+TxRma98_sH
zC>j{5akBw#wS|Q5#=jHAEkQZC?J{{<CK<pMGsLA#vcoY=C<mF&V9BEs7WY2YH93HX
z-v=Djk}1uy1)0d<7};Y&@-SCR{m`iS8YMU<DkW4?B@80FmvDR)ms?CXi8>%_`8~k+
zcg3>2Z9_5w;bKL7GZ(EstRBPvIJMPe0S+oQu2Z8tHHz=%9OZg=Q83?d^-V9ZOyJ@k
z^MVg!aQ;J~r29`+hs6Ay6Vp8(gX3IkMPyeS^zu~B#;pX>9;u1w)75{oiXGe`S_UNb
zN;_*>g;kkQayMt~KS>K3U_)NOYcxAp&>9%k1o8H7p6_l;oQdz{H}xmpn<Fkf%Lh8b
zhaz>9BI$J%Ml6l@H;Fy5TPiSL6mhc*^fedO6;-0I+vjKWs6ErDPy4o^S7k!DB-^9X
zUmx9jJg0t_<Y!wM2WPitJTV_=gyR!W6>kJvy7R=06+7Q^?RTRNbMER24dlWcUxdSt
z5ZEyfkn(g76i?gVGqLEnRXYt2D`L~(0CH9G)+&ooyw7s?%j1JX3+7mY2=W*n3(Sih
zaNU`_<-yxM^_0BdDUK~>w?3qtR}KQo>D?(sBo*I^`rg;WBt$s<EN6)~RJk|pY@Y@q
zTV^gUCbEz=5+*tlF0#hG!9>q-R}iGE{gqvD*7LHMe}a0|tOvsEdc!|?e9j<>RB%zt
zq38Jy=nT^csy0~2l}aMto0@e=)M3!`GtLDPbKQw8c>#Ryf1Tv$$n-dNCZ^d)z_*p}
zG@#AQW3ndlQ`at}1oT$_a2R}Adl&Q{7WU)d1^!&airuM@F6b8Oj#4UjI9xmgD@{Jv
z#+8ucbR0_sJ|KWOr=Z*`-;6zk{$UI1Y&5eCYK%b)14lDpI!|_$@HJylu7SYMid)c5
zrd*Zn&LDccl5PeC2LoNmK5F}qGS?c8mOuaT43@u~SU!NIyo(PN^nN%)-B_bL{X1%}
zq6>Q{_!#Y+?YO|IAi}u>B3kxLcU_w>-xcd!VM@-o)YP_2f?3{eHZE(Mc?+zdd6PJp
z!7JHMezG5Zfz!Wcr4y9d;gz(0z|Gh<;Y!N|7ZzuoR|VsR@hBgid7brGGljjUa_1Cg
zNhxN^kJ_YPs)W{E@cQ3EO~Ls)nhsxc6qR#`?tsN&Xo$48k~v8zeQrrWc)AG}1YAt{
z7>O-R{qd{GFc|gM1xsUx&SHMVu_DCHixqgktw)3)tnwwLW@=fq?w{9|VBN1vjuyPs
zha0v_G7V1w9V)Tmw+N&Oh<sBmJzNw`<tLgw8K|AsA?V15?BKS9A1uApg^tJ=uSKoU
z7lq(@Nk{}&NdN+T*vd~DdxaCD<qiY!&f=U#v_x4MxOuu_gB}(}>KO&QLDgl{5k{mp
zg2Bm0`0z=@3~B5~2pMhNa~@KEJl=5AKU`&nt=>{Q4ZnRvbGf;uHGc_H`*39XT`hMt
zf<v`N1u$dJ)0f!6V}Q{(KoQ5Z8?${?1REHAK&b2vy19yKOqi&vUC|snO7dk7Z2YB6
zrac8GTCcIFJ%ICh$~anooiZ!rDqhP*JPr_A)a3I_3h7NS0_3Ug;wVpRiB9sg!lXJ$
zI-YpC)L|(SatnorXx^U>mQ0X+eHdigqGnaZDe$PEv|vkC#sA1~ui=h6=F+*q=-S~F
ze3UqP<bN17&vf%a_2)%Ui4y^3%U>*J&9AQxfji1N7m)4=AMTcdQ+t&k$|0H$8`B$F
z&$zbWSR3P`HrevsetU`ZiH2Qx!8mk@aE|bng9mjQRssd91Wp?9qRUw@rd%IDTiJ0d
zl;=$RqW3HO^w!ng8LlNF&5S|C!UOuK#MDCG^a_2y93T3)W0mA0S(Quncv(<&aj(1i
zhY?~0V>&7|36!MsD4_sm?ecxOg$8d^fn~^%wNNfXlph~I!Ehhq29+t(IK@rubv+K|
zO)pb`O3um!kFVo01W-vz`q(zAA<9Uwu;56D`U>p9y`c-&;8rHWtZkt_87Y~~IJqAI
z^2~Q;$bgU9P5WCA2Z4Y_uE-!iSOKgxN^sqpEFSE3DVX73L|lAEs=KK1=z5k7^Mzs&
zJf=qyJ3xSPhv~1NBHQ|DyATmJ9Qr{r1gqn6kT@wfAcFb(uz3qUz6o7m4$b;_Hp`sk
zSoVojsmJ8BiQlZUE75+3W*ZJq@`%+&;e>wi+!6nuUhRwCJX@Ga$34K-K87yh8@S+9
zC{`+rj_7AlPMtn~bFRHSZ<RSAEv-NQKJ`G1RFa)Dwj>?W3cYFzgQTnhaJBZ^;k^!i
zKGEB9*t2rqaF1Jlwc{=+76=>gNCam;g{okkd*6@cpne4LcYj=Kt>0rA>R(G#tQ|MO
zIHicaCI7K_rHRVJZg^_E#}-;H_ImG>NRwiKHGN&q>Eke6K%O3=SZRfb6f<*Z+D#%`
zXpHe=0@?sPs3%O38`Iadw}otT&Oatoq~#$WwwB8<2QlHBEWUuW%<fSIEUhPatQz<j
zL_c@&Ex($HSIaNifH#BBj7;9Yrb<xQmT^=Cj<&G~m6}#{@@XUPIn*UKKQ^(3XMY!q
zx~MLtLQ7d*?MDQWRn+A>{rg?1Q;8YD&p52l9SBej{}T)S6ap&J$5Ik-ZYHcVY&OT^
zaz}C^HKbLObfH-NU{mW3)5eY{dV<>6k;FtqxPS-({=pMTh?i}zgY(V{lKQ?51gL!=
zcOKpu$M6il-fAOnj88YQoFFwRz^on!9O1j7Zvff5p#b@n&=CS2(RwHUDr=#n#Fv@S
z2;(RH+vyI(P689iZ+=;Nx5+rNCG7LdRuu)V*dQsWfDUs$`iTfN-L#wi-vwV4eL;ay
zu$5oCdf|OU16V-a*rrL(IU!hLwM?SM2!<W2CJfvsY3)8Vpbr_NW%FcMkj{?%<;8}^
z_5qalE)>@p0ZS1RJx5457bIAbdtV>G+rY@ME9al#+ZmIpYYEUs=?jP1yQAOA#mGU2
ztsGFvdz8Q6ZzT*nl?wgTS!UkKpjp^q6c7z=6YlZ=cj`4aAsb8e(l&MrBTIlJT>tT)
zcZ0_8d{wxk^f(t<U-BzOT_9@CYCM%pNYi!tO19;T$CLGvW-B}0;R9*OD_v7RZ1U2x
zO%@)ratfJavn@pkn6@D9Y{<>#&3RT%P{0{v>Se>ph!G~>&<s+C2;=xVN=~eKbi|Lg
z|0jl0r9ti?@rNrirzlfog?A!3<~`nW*qje7LU0L`iL9Em6kz}A3UG)MW@!;qb#?sF
zc7mW3$w~K@)HW5gTTJVe`1MJ+UFn8JeCjs(aUXXi<%~J0MEK9mMmHX^k~1-<c+NIc
zQpPXV0oJj?+3<*5<9~Xb<NZaUyc*YgB#w4<xjy}({&7#`+=wzJcJ(Nv!XKwj>zmqJ
z0Xv<wr)9SCVsim+VnY8^A-pA+fO3pV=owwVSNs#EIupH*t9eGkgyhrDa}yJrP~thI
zmk(*mSFk38GXOu2tnSaVE<K-9*gwGtDH7F9{Ejpc2<2!s-M(sDTyWmM%r#yEXe@}>
zKB_B8VuKe+CAK?EjDG|)UZvM6T3|ZKdrKRYB*KcMlI?vG@Ul}yduI7ZAnJGxMUfQ2
zBvJuGpzup+cPTjxNLi!JBmM+zzdj)ZsNcu7B&-{gQsxHd!_k{MSuWR$_Gc&Vy&-&>
zW_h=;$VkpYA<^=A86{Nz^DfNaCD5-RNeRm?{t&Fgsm4GX>BTiTB!(XxR0Ve6_MhwM
zmdiKo?_P1{+GLKrfV^OabsA^V-Bp-Ud`F8yi+9(Ii0L~!7ZaKFRG}Cl4DMM1oFd0=
zxry9~p`;v9Ar9<ptU;-BYJiDDFYe$cK`hz`!TCn2Cd)ef<Q?A$jR{vQ=W=13toX`%
z(yos)6)#VqogzwrS+ApX;u$i^0naw(fi!U&XE^02X|PRqFgmoFux{hgb~NXqJu;@s
zoHf!=l-J9|Im#!X1}U=zR?N;yh0}&saWhhY+mlnbL`}*Cv9Msyt0UsYcAV_7Zz_EN
zr9?GrOw6<S0Wildt+du)uXBJfFU2_qovc;&O}SWMJ-!ovOH|ViAW2e=gJxH5d%9XF
zv#>&@8P`85jg<#~s|8WT7FDS-XgY^h!{BdxR2dcFdqk1(pWc2><mx5RKj2haT!S)$
zo_L8{#PUG^6Ava^B8kqech7ha&Wu08>nBH5f$ts-czG10sT}K#vYC|(cj#}BC+Az*
zq6%c+LlOjF;Xj!4$3XuJ=qmA1yf*$MD`nxHea#SI#gafB6=`oNE$$rG3UE;two^OV
zVFR|3=i|3?IH``|B!n17eF?Fj0NB*YC{F){t`Thf7B^IKd7*P+%$u=e%|<Ra2i%|a
zGqj7g`R};)&9fU=PfpWLm7)4znL(XjvibXK6y)GAAwSYSMa!|H^+u<4)+7i%SpRt_
zZVN_59tVg@&CVK~D$Qy6ib;hVaq!S;V;v27RV(#3B0mFlU-k?Ih{JmqSr~zF9%w74
z{kJp&VL*F_W=rPABmtRKeFJzKsb)F6W|l5X#=@w7GVf=Ve$*r%8w7fto(*OQp;Rh+
zTN>!^c1>#vI?cgyqX#~K3Gv;(b=%f{YqC`tJn#UK+To-|&7wtn7h=wIorPcGs(R?3
zBLVA3|4tzZGYproI=J#?ChFn>Ih<`-)?UUBp-ujyV`+Uu_$utNerHdU>|z~I#sq(j
zcH{FY6r`H`Ztv+Mv2-#KsO(rkAsPhVd4N>7RFz$p4ZiD$4!8*n*usQlx*wS1Zqv_@
zW?rIMFAS9m2<t9+G?rfckjRxXpX{6rkm*>i2e@JFW3!-e56hJ7NV&c1#5!|~JXg>?
z_L!6fMWdiG`Gx8s{g_!a$k$KdeG~ih%LfjUXis^Hgxhz$cz;A}wc5;0_(<eBE58?t
z+{lENwBalvD~>^GZ1VAZ*&q^Va3*L7{m;eQY&(NY^Qcg4p-nIsu6pjyht{~eFf?1B
zvG-=6LaZPXRewg0D}$WJp|CeX!rd?e-d={W<@`LAPA%xl0L+cI;fYlk(ebrfrL19E
zl-O^69YAFBX76B91ik8{++@~IG2%iQKF^4DT<<j4)kY1IU%}n-?p<7Ldq)3WC9}A7
z2?MK3Z6<Bch=$`7CHN+O8VsLt@K3fu4zLbnw_6*HT>hL+r}^C+l^qp^FTNhsTzOKx
zj`B1=hnN`v&pR2?e5k^~QcZj_A5Yeo#Un&mGhAbh@?+&He-q&f?dhHR<5?wZs;2zb
z4)g#v5&tJ!J~|`lizQJ7iRB9ArJV>U57u-AyO+%=gpGLtN8D^s@&{9#C0{~^0Xf_n
zwR?IeO>mjZda1PtSya<=`FP0WlE>5xYy9sVDS_w1!LH!l=s9Z(Ca!D2(5)H!WwPCt
zkD4yQw@RTl!7wJvhGG#966DaO05#d?{_1~W>tONf{8?6V>VSDKdI0f7AZ`1Nrg208
zxInv=KXzcYSDTVBV*7Njb(W<MP>;*Gf$%lT3_jaMgS@A*4PhetG8XKU@yq5<tYq|Z
z(|dr>pD<yiyJU<^<dcm)WPgB;N``1(%2fOsKNb8$z`Geu>T@`cvS46;GApjN$b4Os
z!rd8a!pX2r*`fRt@7I-XE49JTCVm<4!pr~NZ%0`39H5$g1(i&A--$pU_#<PZQr9mp
zG<vs8EU5JQPk&;()FsZvueLmC@P{QvAvA~3rCK-<!PB%g6#_wD5E<P|3ao4x2IY_+
zK1q&QclZH3g*h*YZ9ll~(kmB*PpO<mDD39@kXzs$!>GSwn`!ZJndmD0+!`~WMzt#n
znaXW2psMwxnpdLJ7?!3emSrF(lM^7y>dl+Y7sGLQ$0)hxPO>Y$c}1J%BZKS#18$E!
zwOi{$q>IT&&1lB1T%Dl{{Nk4q@xn#Q(%|_ThwFM(FmIPknQQMLU^hNpRrd?uuQSx7
zy>{U4(z6K8h;f;Fqa>%Aq7bCcywMk>1sgx*T&QIquIVKcMO4;VlM<ak+p>ff{p<i~
ze%Mbrm3lPS!Uk~@{WUv8RC$d^Hibx)u7p;FF0SGHBo~6$tZl3}M!!Y`MCzXR@};ZX
zp{<g^<s^9smvQ-J^kI^Kh4z-;>U9Z(_?(1!T0^}6#A}1CfGK##1u2;EX5l^ohn`-O
zh(2rPnqu2Gm11MDW^Guv12mL=$4VI(-bKxQ4ksMO;`-!jO>p_a)Dp@kt)TK69Axcw
z?bwBNs7Pv_X5v#omr<cI7K_$D$eCCo-oFFMFbKhnk2Z4YD=E0fGcle?wC(Fb*SJ8b
zv@xk?W}FCFW89Nn2spP=i<GBD_>}g=<H<AVF0!g6M*K@&)!I%AAPPP@AXh0)s;UZ5
zE3T{1X1OBnfZB-3=-c*U{&Yt<1FL<?;hh@>6ptxi^5Ar5Og)=085q1!;o$^MC~gjd
zt^&?nDmX=1IpR=!5U055<Jr&Ius?<qlTj8G=jXe0?T26_#RlihGP!zQv)~Z%(apPh
z?-4hW;A$S5%_5^&1!4a6g5NcK;na=-Ce(_GtkDSjNzP?ni!22BYsclYX?oeQv96-Y
z|6<3ij`S7j7()DD+UAXH-@~;_wssa{7ytl&%2}VY4DRG%^yM6<gDq~1dBK}*&{=Eh
z8`8memC|^|8lrn~G?Wbm|Hdw_Fp^I$fFRPobP~-KA3Sp+n@_zEI4qkjgwCfS_UQn0
zr2S5)`_ZW*0{z&;s0NuM8N?elx-{Te<@<@dC*6QvTKWPh8Q`(G23)sfKo=t4HJF>U
zE^oW*ui;%Eer?$=%7UpMcFug>o3rbJ^<QE@{BKdcw%>7?6R~4r^muxO`<DF;lgb#Q
zWkLR~msLPB(1P~Y7~^bZYa<$-7&{^M?3CG8iLIko24-dNOR^`DcsqaVS=7Lt)4s@-
z5SINP<3|xF5JP9Gd>Hwqd)M)Mleoal1xPWh`ge(0zhk5E*~IIV1SWvD8;%3y*x)|z
zWxa7pS^fJ<YJ1Yyy`QQikY-;7ZAq=2nT-UAiy-qI({2~WKS?G51L59V9*WfH1CldX
zQ>h&kLL!SB_A_DO_gK;VR=!^=8rk5Ux$@E*z|Y&k#Gs>?uCEzne^oV3B{cx_Lv=n0
z52BLUxHC=5Cq4`hAjR!!CHA1}3?8(Z0)9<yeulUMB2_2>5{I$*=gph8ylDx3Q?ls8
z<^xaZ!PZz#KBb;@$=&QZz)|CZ6F`h-mjogKPE)gqH$HW)h5v#X3(~B|JL8BHgOfST
zYuZSCYHPtp^tCbZB&2m~Cwy}PGZSXL108@xjqn#c-S@XjC-@WeXbH?^%2L@&--t&F
z4#$4xKn5=Uot+#EBtt>U3DjlKX*?0~V2>8++>^zQQrYT_fzMM71`pwikigRb+Mjo(
z5?Y|cHu=|+fcUr2$Yc_GQC$>jgDF&?QLyTu3Dh&Q{ix~)gPm6PHo*uuHGRU}{Nvj|
z(z_KN1;Qqqh5b*piB6h`Hmidon=Gp6>F>^kX*_K*8urZu&zO*e<||Q}+-}$h55@--
zO~oNPz@;MNa<=>#R-AlB68fu2AW~RZHl9rs^T>(@yA2(q&=M<d@qHV@aD<9=KCoS7
zEQTp9{ABKH+M#<I|Mh8?hk{0!qk}+m<GW3Sq+o<AJ(uppJIm?(jF~|JsdGv-gG>!*
zGVQQIOW&7Q<`Wk~!V_UJp7(nqr=YjeMC6ap4N4*(d}Ik47GgBv?;0)x`y6g$sF@!X
z_l$K-oD}8mqeqqa&68eyet+x*>jv*!6i)Bzv>H$gF_01eL{SNqZ2og4*ag7dd@4mL
z?<ZR_y#vj69L}sOydC<Aslg^tzV_4A0%$S|*<k@HpCQf^33zY$uWI)PCC<(*j8TeD
zX4hasf^G4~M+&3e(^{mVWA^$Pfv|JV9`k?w=tovJ>Y0U+cBexznFRy<_ACr{Hc_6(
z?8F)vs|~_(<PZM6d;j+KO*a<>e6(EYp7C)p5@rDI>fQ_|360gH#m<?RH3RyygmUb^
z=ZDT9Y-3)f6UkYhGhqXph3K*{FD}=8l>HNzb14mv7)-SRBJIb-0)KX?u*PipMC*Nq
zM{L)*4(KYp$^h1O!p0W(nqVo7iTFG2c9^f5TE|#**~E{PX}?k&=k?2E67&eo8uiN*
zksByZ7$}LaEP3)a`v&gbzDc1LEah+k5CK@k*Qdc<*s_sni4t7v!npN`szmk|Ut}Zu
zc%ndY&L3Uw5pqPBEZ;c@t3}l69CL8*n+yG6)-s{`t3Tc(VUC9sJud&m2?}YDa2hW_
z?H+C5x}`8w38;mBj0*?AnI(MaO`R00Y-C@_5P9nT$xPty!Bx*1e0q)fyx$%&ig)M+
zlYHB>8XeK!e$5kCmvaZy+-2EqmN)bDk;Q=!G<`e<i8+9Ux`TeNtlyZVd<#DGSw|re
z0v^q&3n@1h{lcw*kr+&|{KI*)jrfU?uPS`LrtB9uMdp;76vpW5)a5V|E5O<%#I9gc
z^)X6l!;!0Ux94;wWv&&Us~MZMHz|evC<n?KwX>ksG)yVVV1)Yvl!_4?{vZz$1?1tK
zUikVuFziwrQDyC{5F34l(tyV1X4LN6*TajwL?|azV%#IMvrI(CNmcC-?VXv!7ltoC
z)45Ay%EyyTz}GBnT~+Zn!q(oHh`?i!5;^YqFybk63vY##PBB5iCsTz#t_<8)$_*Am
zJ0yXJv2O&+@vQv>*Y&T%s0q1JBid3e|Dmy%8#dLNRXnE+AJVHYK1uDCp1eS%Ywhlf
zGSgeh90J^qcN=K)*o$3#kHyW^adTucxT2H=v=1_JR7OM(34uNU1is84;FXerJWpNM
z;5q7_APtEw7gu$untu@qqo)&F2^!Z)g!ZRQQZbFbEz`C+xLTq~*1K5II1Y-2X5Mqh
zR@DOZ2=BAvn#TwXjbZIo;v|^=;U!NWu#8R5+pE#<7@MsYLSeB@+DVju%{D|`GsvX?
zWWao~9ZXQk6o9x;h}S|utUMD%ge5!^(H?S*to`TB=TV5B#lFH}OiPhYg*wUaQFhdt
z_+9ZZ`0-`>pSapyiH$l*8~|I2SLC52d!AK>SF$7y^iGy&xFDf5Wz>P<&v3JREC5do
z4Ek)#zP5zMkd3Q%Oob){G>b_JLB^>rDfEB^+mG&|mX1+aHK4}#mUpysXTapmG8nfy
zyAr;_rgE(7z@45~&$my%oiVg+=cE<<MxQ=0bE_vh+c&Su2;;SEQBdcM*+^$im5A7-
z3?CmZvDOs5L`n*Wqmh>hR!N5IDa+316>VN?{y_nk?su#IZd<W9#1?<OSY_4dh)O_z
z03Y2o|MNX;;ANw71N9GN6}Hu8hC*|ryeAzULR8n2p*!PRWqq5#*WHi5p1^{ZSSxH5
z@av20BUm@D{3eC+R{c7{w5Y-)(~<-ABWP(B88yvgsHMgCdQE&HgO1@JimK$t+13;%
z4abg#C5E(Jlf1hwBIx6pd#GN}M3;O(OCrs4#~a*30h2ks_)}zm^z_}DQTtqu$w)=1
z^y^ZZfSA?~C<N0guUu=W4tbmk=uDG$fpFN~Of#0>sEFtqV^Ht}gxaf!GLF1JlT*kW
zai;Zg`Fa?_=0~m&>v0D_aC-2XKj6_hDqhk2DQbu!=l<C!PNg%H=N;X(?*3|aN+Mh9
z*443Z#+E)hFhdqD+-Vlq!^70yA4?Xv2wrb|Vs&esNrZM|a*&u@vWb5$-mZz94w!52
z&p&w?>vG&9Odo}FZT=d_0hmSoXZYPHy;&zJ)G(wT+AhD#!MT5BX}sqBk%!b1`WPw{
z*A>ebls$g);p_*6#|RP|83%zQ{c9m_`3KaL9-s_k8yPzEL?~)blds1x2?FT?<9fh8
zwUdlo3nf9oJ}#PW{H&UP(QMZ7;LFERyM(g2^s|D0q@;E$Zj>-}c*ElM<Jmrgo0Is*
zqXS<CBFOi5S&x<kh=T-!Rhg|nVbF@9s98$3F)$KLdrNP{DY8JxcF!#WO%%OmH3xFD
z8Vr_&e*_ew<PxFg0zAX{6Xmf4ebt&WUjMS@cphCimnYcB>ic5k``_h4&bi?F5+8~2
zuDj-!%<Py#HcTP!IjEV1K2kd+S?r8=G|_bZq(23NpnDMH@UY@hj5K<_ScJyZ4y$KV
z;VS;1k~d9WQk_v!*VIp|VJS~_E$)_h-LKq00|p@rxNc3Il9$UBRy{y?9074WY>In<
z)T7Du8|BXlv+L2K(3nos2Gl}BiA?}KK*GPQ7_R%A`%41u4d7sLp$S`<SL3C3rEkw7
z*DoU$;$pSmLGmxb_3_SU1<YBGgg2D^EyCW_5Jc&I56nu!+%IMT9}ac_XzG&LfDo*0
z!ApxH#GV{}`$e>~<Oo{{L!}#nJ{$!9RmH}5BjG2}^|F$C@ETT80pBdI6pc{IYWddG
zH;u2LtCE?$?TOtnC!q;{0rtb`9>Ka1Ku+CPjV)wcZEK$WT;v$wEcKZL%Yhhg(f(S6
z`I69!Gg)MKED-HP#y}an<ASoL`m7}pl&Td-FR$XAsM~G7E1rj2Sm*{N)B{~Blpx9N
z#kUKpk5Q};W5ZtcQJ^VmMOyQ@!DQ!YHv0!xXrbLXf@XtjPeWB=c#GIqVyx%><vFSs
z{Utnp>qa3oY`YpUZDu#8tcPNmypR7lNt5$s>r}1WUd;30rnEB>{x=*P59@m9P395C
z!tq{Jk#3p%deOvFKCK(t=w-uSAx^6E(+Hw!G2h4o1}*<7nf&vTTG(wf2@BE4NFiHY
zOZO1TU*T8<(%-w>M|c_dpk4r?!{(jt_ol3UPz1#5o;o`6OiB4=uZtUX&*pq!Rrc+r
zm{i@crfapCn7Znk)zRAD`d76e&ET@C1<*(DQJW6*{!q_cE(BcK8_{#F^)VQ8r2%-+
zPTDU$f!pYhmP@1eKAHwWl+P2@D4O;jA~vzPTyUi<K?S8SdwOEd0gdnU`SBxVx^47n
z;MqlH*c1U&4f-5Ld$Hs3v04jp@XFk7I^7`_w!);bJNisG?|-aLf)?8<PRLz49AOx4
zjl<E3kuGJQK<y`T^Di6i9FE^Y)FcefZxLQygjO#o&`%mgvWg)cx3l4LZK>C;ry^Dd
z!3#Du-m9YQb+4$bK!Nt|B%${?S6!bJLs!<?3g|-Nr17QV)cgX_kb5T4yFqGv`v4c?
zLLX@IuZb*}o?4PO@p(lB<Q0Y)h+dV|>fJ$IaX=1g_6m|#8c+@Y6?-<Bji-(`q9#m*
z<<=c0)cs;e4e^YoENjA7#?x!a$~1&TRz<qXn&o%la@Y+!-Ojv^QWO`r?VbbGACikC
z<996i;I}N54K-#A>wf3|dCuTmOH2<J?GJb_U8V{v%SSh!;`hGkNJ)q&V{}@#nv<Bv
zB32rbfp<RR7UnR`v|x`c9MQAF5cCUdjBCAUbb^-RzW|YZ_5C)58Q(QvOmAhA9bV(!
z{bjwOVI}JIL$6%&3m)xL*wL2SFl;pARAD;o<auNCXN_9Nhp-=iqc;mt(kYcfC~4OF
z4fs0d=3je55GF?R2|1N7TmAH_AGz(L#jr$+u$mKF*DM8Lw&Kpl^r6$FndlkoF77)_
zX7cxH=f$|%jhl!BBzu?mX=v8qWDfJmX~5r_>nOB@sZ$7!W%)SC*AKy_$_|&Ry)^u2
z6g!K}*i9`T(>$vQB}6l3t{hLi9}-`YT}3n%@XXbj2D&F9h7n@z?!OoMl(<7y%lX&0
z$^0m}>MM@J$VxJlhWmPZoBv?5mLP&Tg(GdER7hHQ%E^X?ZfXd~r<>*tyH8y#IjZ|y
zoY1n606E!FrX5ewN2{pmSbt-O2Ig+gL6ZD@j1`!~iv#ZQb2tI#J$)g3@QMxdg-kig
z%3V!DalJ}Q)E@3M`xSVqN@_QjzDLly|G9n2T?VE1z4cBTP5`TFBQ&4$z(0+aDo4kX
zc)hY2X|UDD@O6NawT+8js)0~|Ja9Y00J%ObSjN4~4+4UEJ!~wl(<3hVUjx&v<Mp(h
z%lhsc$njQ;)8q2tSC70K4}u~b&P8+T#B$;k57c34Lj%+Jp1Ee?GjU>tSOvpSt6D^P
zuVcx9)G93^Tg(zr=oFc~lc`^2WVlUpJgrZJ1O|uwUthw<YAwYO7Y%Zy@swdlTXzpd
z8h~=LhK%Yca=z0K*nD{L{_bUNTTO-=!$h+e{~KK(M(N`5FZQQrEJX{X{BV!)>4qtS
za}Sec<RBCjla}y$DWZoH4&9H<1%@y#xx7z^th3)eR!fHRbB3kM9+FN)e2^-c%%bdC
zWhvG+OtE3H6kIOZSDcB#gqGd&SvIDub94GzeLBpfviV~cfkDueU*W_g_u@2xiOWGi
z*K>E!-D;kNWJuYp{nSj5n@H}&gI)DEfwFGQv$O#t*Z-4_y=B;!3U>|9YzQ6TLmpff
zfQS>n3^r@Rhr4MFs8vs5)r6uN)wJwP5cI~}Y{46xX2HvMj4dx~uRaWbkKsK!SXm75
zZcRDy2?!rPb4`_3%sjqJu*G`By2Vf0Fg14A%ddxD=o8Vqr1effl1xCU%aE_aGHU}`
z-7Y0esRCvW8cX$Hq-2bSB=JNDTOkRGAi0K$GOC}ym+(O}U4!S!ekZQ)dfNS=zM#bN
zqVU}U$MhMn4R+4JMbdlA3YTf>Ab^J=eaISnlZbc_!9<M(+(iAHb;C>pLPw&R9~LNb
zL*u46k)ZqPY1W(fvCCjXn0*ue?MFexRmI_*^)CZ31z1&e<5>JJk(6(Yak=!ie7e5n
z9}@5RmZbk2`p>hJw2w0;qZ^Yc7gp7^V16Q(QWFy;j?SVvjA7A$@UpPc|6ZJ<7WH$4
zImF%h!lva3LHUzsQX%u5cr|I_K=DY(?|GG#WZAa+>r^Q%{Wq{2KGHC)x-D7a#@$Ag
z7B3pQCHIx&aU{pr)P2riaO(M$J!c^JeY5W>%b&~))H(?~2tL3X_S#$^2}%261_DcE
z{Dt|U-qU{D0_Qq6M31bm{^I!IwNnT~IrmZEeIK-N19)hXnIa5i6=FhBl4%0CMAl)m
zsK`wgmm0ZY-KI{tX&1nc+@KIUU%w7n@Q`ryjwg$>DTC#VM7Xz~H@pP=>kvk~g$JhX
zRwvYtYZAsvP=6KI>LdRwz_inQQ%c}Je`nG9;H|nYM6}Ud?I<fh3J^E#5Tu*t^0pxE
zbdH&y0ene<!RfoHl1TqG6*fy1=y__!r?Yp(JNdatjUOl1+Z~nDEcs47EkRZy%p<>~
z;oY}~K-pHCHT`!_djo4ZfJlM!GDjO}W_4#5E8`VpHhf?D^s6?(y<1aH@R{L}-@f?k
zAWF#=EjYk5F#T$S@caY1Mmb=ipSuC|DtNOpqZXR_-jwudC5%R^fhR$ppsRjkgB|wI
zYT<d8OblR<(7o0aKFl3AWi0hmJJob32`%;#6<jDDC1e3X9tusQ5mq8$rAZSb<|cH>
z@Ddi2;9<D!UJuscQ%%vrd!ugkP90FNtZFLoTUy38hel}-3==X`=z^9Z=Q@akDcjgt
zwbI{0M8DTIp7@=E!Q);S1(EIpnc_9bP2ohUb3pw!<lQDm5~F22J(_b{I#k$;J~p!V
zKe7z`{AljKRrN<o<eCuDZYUuE2tkTglp=fbM5wE%?kWuUn4MrY9m4c()O8vco}w~V
z;8&V}Qt3ehnHLu+ls1QWNZ^M4Oww5E%41PyanF&B<KB^*+isAw3tup(wiYyhNSdif
zz1kooqIPV$ChOSbR<oa68Uv0f_I;$1kcfF?&Nay6ms3i@W&3v*v<59~E90p)=hm><
zPO=(q#<TCa5O+3(ZrLaYM^4xAP*9|HF6*>zc2jdwz))OCn&NmTVx6T-I5TQ|1A)v%
zdGv}{-2Wqv&pyk3wwN2&68>Q6zfUiU-&8I*EpMH={#J^Mm4G8OL1X)JsNr$IZfE}y
zx_h@0gu{xP{X&Ts$iOXNTSs8KiuSAB3MK5H2nU<AQ8u)5Tl7?`)W<Idf@^)7$xSmo
z_3`vcGE>pMAoR+95?NwwY^?N8L#}?gR1KH>xm9dbeK)~6irsJFWWVb!p(8~w&w@NO
zT<%hzh2pllR&?yFXWUs6_(_DddtpAFpAGvz>jxc$gN^zoPFXRdCnC1F0pVXF1n*I1
zG`%?meuc<zHZ+O~)<a6$t4u<Bc-nSzeGwc7QGW@ItM=@92F)pjZy-fiU4dv-3MHAC
zZjj0S*&!8v$!=jkW^TWL(0B2+D3?~t@EF8?<^(@JT$D$?u5SvA>{q!S$%RBbK52<Z
zCLMxyPw}+W8a0L2p@{3nrK;aV)Gm%+|5X+K6nCS|VK!`__H&&ETX&qqX`h<r<<{gz
zAMvML;k9oyVsBo!|0(lheW$tlu1g#q!j2`#D;1v}_W7(RJB*;tj{b*QVSm&7$lu0;
zp_G7@@NFTL$A)N(%`ysw0twdIAWDa7{NphyG`W&-os-sl3^b+Ud+7(<4P`T&mzWHQ
zQNp9$rXdmdqDx119fo2CbEI<|Q?kbY@O2T&gbhU7Q_MQ<TFZhfVmPw|(wDg=#EzlM
z#UC#$qwa@}uv$y3rFrG8@IKTYFVs=-`C`@=9UqlAviXO{_(_>T>az8cL+6&J{`yjD
zgkPm&F$hLjuN9T$KgU9PuOPUR-Cj`tKgE(^<(1>!MqaEL-Y&lGt!&+erUa7XR@{E1
zm>^J*Vw2OUPm&zCeE6K-&Jz)jPSX@a;`@^;RJhcsPW#PIS)aLj?n8H-bj+Ftrw3~2
zU!3$Is%*Tp;^zEYx@XXNzMON;5B!77zLM<VJAp+N-fpsXC9VLRhTw46brE}vLm?Xg
z8%boZH6xmMXYg1J-#$+$s(>+<SuPx6n?2I)Lbk4u)?K)JE9l<ml#f?ZpRE`#&#qD5
z&2eAcnZ=#q8}8rr`95%SLriZAv^Y(xakK!~YYziBL@gxyXVVkTTA|dvma7TWy$5!N
znPDvBPZi^?h-gE&nDNT|m1~Hw?Wr~?_^yDicVEgi>dpw^e%>Iic&%VV6<vi(p#mgT
zCzr|LVau@h68PTp+hC6)%+Lr)M#<%h%@r1gJCu4?-J{D1bLt4;j*DJ2&+6`bdkFn_
zw`xLj@(#|0T%Ru()!Wq0bkZk2s86purj7u|4k%zawDOpUUw3jG>%XPEk+hf>DK#28
zqE@|7nlnd)U!RkK<vS&{aF6aZNH#%Yp%Q>adzxu^uB<2sWC1*)pXh*2)<X|jlubh>
zLxEHB6496Jm0Y+yaaeQyTaz|i7it4R<=5aNMGObroa`l-R##k405iErL)n;5Sle(E
z%`CO6U{*C$Pcp}q8dO%3PpE!^aoT)-6$-*3HY%3v_=OA#Tt2!;Bok&{liO<W^WTZ7
z1TZAjPQL6TTf`MC*psvI-n;um02@k<`*vjq@^=}LD5%}}HK|<Sskog^*rb-M5jgPG
zFA}b<M+1mr+x7y$hqF!SYzz8ynMn*FC{4*A6nIE<_-fRr8TR!GVrQ6bLbcX((tEIJ
zS?}kJip!U994vR8kvW&U6_ng@P{&*H1!52V6g2Z)w(Z92^sT34h)aI9Io?>6SBY_2
z?@joCpV~O>5{Su{nqT%S(>)G9*n%NC#7kDXWv3$ZL#<Y-+XROD6Z?;_l#1w*^%`Gs
zE<n7w>Mb_rrwF1xB*}?-D)!V*dO1^93POyHKP*61olT#*=L=a3v@wU68@4^jy~<PD
zUa`X4jfUllmNRK<_=GhhERNAJFW*@YOFiis7^AAV5O^}&!A6#wlUxf2X4CGvTjx9L
zB{JVo1pp*gL6Q9+P$#1MVN(vebZ@_3qlZPyWB|Xl9^;(0VHM-#cpp$hz%H&myoTfe
zp9jb(*tmIs+9f2M4Y^#{BL&!~3~Tk7q8{5d+qxUdT8b^oG>5syG$y83xrr=mDL)e+
z2Vkd|!09C!9uB!wwV7Z#W_t@HY{`-DcdAtR7eAL3E9Ngn!Fkgc(|@{g+G%VFIp{zV
z>mIGf{49dyc`y+8w~n}-&7G__vE#6Ss<%L-Zwtj|%<my29=#{1hU!ktYBCG&3{z_>
z@qwTUt&PpB*~#l42qqG&rcGI4T)#WWO3(vOf`J|xn)}yvRH8(~y||t_D8fsY6$70W
zfI}CR6*IZ1{w<}0)&RNF^~7Y9>hSGy-?4Z5oNF5ZKrug{F%+^^5dv2lLInLL%`EF*
z_m~?Y9pYu&jOId=tDdK9Gy=7Uh91F!hz6{g3TG$(Jk7(QlYW!xITWX3x<?0fn}Bri
z#wkVG)XMP#=wOneouHhNb^zo9gZ@1)obH;gKQP*dJVO&N0N@e0!{m58)yJqH8)S+Y
z6($DBcMr%7ri*CnJc;d?W^;vdhkZ@QGlYIl6@lh6Y}30_d|>c(uBU?Z6aeXpLCfin
z<x8QF7)AkT{!`4LY%r3!@@>qw4xZgQ%pQU}p}1U&4A_1cyPgt_5;;3?O#ibJzyyiP
zOPa1$F!sPEy5`Bk!^%K|-uWhcu8^otR(PWX1%%Lk6iyluue)a8ip%tA<mEp(mBw{?
z?_x-2!Ha~4%gmFnk36Yvc^Jui=uX3tWZI9{{ZHWo1MgnL{zFyHfWVg`<t3#R&~@M>
zBuyj=Fxo;5tV2cXcEAnzYkOj?gH%ae_X3P4<GyO=iH%6a;WEPXmpu#wt|n8>%0OMo
z4TEn8BY16!X6c=KtVF`{uxswZQr73Ap!_=^FoZdPK^N8}B-dr5>K<X+DX8|nsadnt
zQzgzL{mKG@^Jba3HFOvS5K#V@yL-|wSJ!K6m-?3#>QHf%pO+v&fX^9VT{J%E#i5hj
z)haCYKi>+>Fg2`4B$p&J`a;!5E+&?Spf>Imm^<06UhW)h8ZUtA)n7j!$fnwF)kl&B
zi%Q;`sYWU@0kTwfnh7>Z4>C#BW!aK^Th5qKi&{UN{^FhzNGM1|>x>_4I*B{uZwX~x
zS~SE8g<KG<oycBkwc)$+?*)bA7gVoe`AH5|8ZLXY=|M<q$>gHYxu^mf7uN`Gz3$-E
zKBE#7)w=1)&mCof2z!S4kVo>yIW_<Rc};@J8=oV{syro{n}CWEdZhC&5Qwom?p+7W
zGjo#M<CCme-6*Y9Vnahd3=cCwKscCq<7>>P-z^-dLJ&K=rPMeU816f@)e}8@k)1I{
zLI=sh^tH%0N$W*ht5{fx;|gQBr+6pHL&pxkt*;PBFfZx20()ZGr9Gje?^gpFT3v#s
z5^eH=>9SM!$IC=D^x-Tq&8GK;^g(K5C$MIfp3WAV)LhvMWNwi{2UO65UA<|Vl8?LN
zA#iE(3sOrq)+BSPNXWiktHCRoch}ml*Mx4&sq)=cpaik47%mr5lm*Ds&Sm?Kez@4%
z&Y_Izm=*JkTc?4=nBeH}W!46n=TNo5vuE*_&9R8s=hiIYF*Q0Z)z|sE=$vjq&D~Fn
z3`T)`h&G4AuM*O$>3?b}1BJv;AXwJ$)FBEPF5g-KP|235_f}_IyvxF|A^38DiG;1E
z^|}k6(g(d{3!_tzs_k9o0mKM&sD=7{cgJCPb*GG_ftxrw-+@5FChZ+L$Q-X$zC}NU
zm3akoC<r0+5|NXK4L>N4fc0q{eBr4lK#|R9SSnoF@62it!oG3;L#KH|wjr(TV=yFM
zA@nJ$nLRRZgn}y^KSv6;yrnrZQ@Sjk@1lqgTAfQhtsz^4j+QU8?K&Cnj8$L4H>pZD
z8cBgPL;eTKt5;?u=0~g4w1eL=<Slm>*Ss7YxELHYrSkw6a*(n^ZQxZ2dLr)XOE%hi
z<I)MDQV*%6pEY&7c@ce7UId=45|~Oq7KPUZF2f9tY6i76h&ST(^92OW<4ZA?^|?=Z
z(TO#AXG=yt)nV>vS~@n)I`p$A(T+AI9m@Q!0Kt)QF#)w$G9%kmXD!q_G>Kt`|IR<F
z`Q(%^xKLxgv+UXUy#vz3C%ybYhohQ|4MtqrIUguulf(>%Tj7Yno&eGC*xaBV|H0`P
zqjDGg8G2Kh0W$UDgyHPtGQ{HlD9RCVkdHoSc%E(kBZ$GuIBptG3HFsKGNVD-2Fxtm
zohv=~Fc#b6aP=7==ceZ(NN`2|Hm0$WT`QOIBS%-^aN_2xiq7YWKA?N_f#JY-ys9(<
z`i?WAS(;gwB$?3MSS!6EvaSLgsquS6fWymj($2zQ;}R(D%(*8?<TI=^Tsp-|Xj6eG
z=;2k86h2{c7{w2v?EMT9Iz(WHbjDY#mP|I=)}(FriZ~;kk?I0{b;{W2%a*L8p`zj4
zC_553)W*DD=7`3q-2$Ua3-copw%bG{`51iCe^C%$B3|&Y6zY?*Uw(3mam*ZWt`M(o
zkZ{!nPhyL?YA2Rc=ZTTR;Qo0Q{=GHwQPI(NplV5u+}Pg1zLxdQHl#Z@g-_aVnPhV(
z609=4wmI$VpFWFmekZ&;L`}CP>7~&hz<atB(+r>SW`n)7>RRpS4e^c12iy;=xpgO{
z1Zqm0co+%;wVVVo5y*Vsm*%Qr&Fdln0;o>*1q)GM<Rjv3wR@ZFbxh*g!UN?Hx;C-j
zWQlV^c2?w#u@-C5YVkuy8hj1~8^%|ZY>Ho2H>rRYjd9os&qrl$=<VCnAorxyKchia
znOy4t?7+s^1bpnkx>J=vY1$7t$(lIJ^*)^1Q~@a}&%lqM?;DF+jhkzhPnqGOvr@BF
zGDK}xzrGa=q0)>@p>-I%5UAr-GvGrPr_UiTWgL3(vS=HD@j?egO>Y!UW(xGik`b7N
zM##)y_A_vpAyg1G!G^)lod$^rw)d0Wyjak;Pn@8<K?Q^$O7;Gu&e4^M6!w{$rr!S%
ziN2Q@t{h@~Qp!PyY4D#}pg1ux*P^CS3Iiy2LNS<m^8BMXVen2xiaagpC;;6CN1gG6
zEB&c>h=S01dm>fkLMaY3ImAeZxFm-YSCX5`Up#H*xLORuubNtu)=u-h(vK~xXQ_ie
zv(?OUKG+%l)ZC`gUI#?Wt)>1WZea9iNqVY_2{yb8LHhY_+$A1;?czD)VyH|}<K`qr
zJ?{l;_`f%vc2Q6rpzqmg1AKIVaq0GzjwCL^Me6Q*|ELhva2-@*6*l)l|71M{uD8Gq
zC)(`j3HGWMXuZ?^L3ad-x&oY4#DB?~uq4KXzi3+?d=?pIEc!C@ks>~OEgN-^Si`*Z
z?E9%*d<3fkW!Q5eAaY`b7224c-Xm91;vl(wAxki`FtdQDq$|K++>}*k=|*%*OHc^i
z{S4t%rcDnSXrh5l{^8$Nj}&2Csc?&BF840=xBrWHf_&#dBsb#g(cxaP+Bl57W%yiq
zlg_}X81paTSL9ogQc)IB{vE+?^U5qr$F2*WKyJ%Z*RZ3^<Mk|!f^*K*skwgOa_r)b
zL!TX?D|ttl1D_Jnp`iceB}AwF`~c9`9>4u7Xsc^aNM&PGANype0e>oKRkAjg3L$%G
zSPZ1(2$R!sx?(n5J&`Za2sLTZD-wRLmbZHjHqg3}DlOJ_297WXDs|C~wt7aeZ|(&h
zEq{MV@gC8dD^kcJJ~-E?ZKO9dgVD8te{FS1w<>ndd>(OLL6ZjRUKm(}D)pF?*CGx?
z4nEcA_Ye+EzR7mR9h~g&OXGfzNP2IC(L?aq1EmXEpsZh8;nStJ7w7i^H{;<~d~;CF
zz5}-AIdeibj_c?!Qq~V?L}YNIPfp2#=x1Y2Z^Q7HUAkTt0kEh(ze62cp66`XqmZlu
zx-~*VmG+J5_qE=Vx4|2eEA;~e%?n?@>e`Uw=DsFhG13(2l*I*S&=d~NhF665u@ul@
z?v!?VGn4sY5CK+AD5-snF(3`-<r~<8@EOIj2Y-I6{6KQ*>H48>qCk5*{~RMG?mvn-
z#nY)OfC&72k4Wol5F$O%ada=R<saBVV@q{g_SF*5JqcC{Min5AMiH&#gSinxo>xcO
zgnu90pi6g#^ZD6rAU}hG(BSt*gokcAyp|(5R&{9IXd_<rNk_E)RS%d#BVx$Yj2qpz
z783BHvR|Q@4x7GA<t#vYJ+i}-2r9@g6gT~zqDH+-cIu6EYQj0dA^kF0W5sl5{_LmX
z!x++8kBbTv@BKdv(!Mat*QIn)c?-RCuqar6UcrRD<qVA6^%OS3y}%x>5i#e#_2=F8
zAyewsZ=EaZA!F*_0-5C@MTaDk9{%ZFaHIOOiLQ%Ucny^T3cAZ6xEMgXZ_@pZgPR&7
zV3r?`2LW7wmkA1}h+()AF<FYd#~iHYhFx(5XS&a#y@<KMm>I{U!Ku!8s>#-{bn8(-
z{ym4a^ngnl!F3OwC~u)l;|rhY5C6I7Amk)lH|KfNrhN9GM8|J4?)$Q@QK=Mbn^GO-
zVaolq71)A>L&5=EwalnAfko@(hMfiuDU~W6qM##zYP_;O-t?V@&$niYj1gzK7HF^K
z72eI-!}i3!X6JRO&J0P-l};M}^S2B0lbjAj%8RUq8%Feoxd<YrLb|UBi5RWK*nYGl
zv@g`a!;#sL2Omc~kbk-4v;(^9%ZYsmFlYPIrn<L39!OraqY?*f35=9y;T#<BQ#xnP
z(CPKdma-SpA_1?oVg9jpQgVwtRYwc}9{K$UJipm=FdU~umlTonj?O%3NU3)ui-`p4
ziBG1-Ni3>lX@-_^Us2wli~PaUCUgbsX0??hz5-LoVZr5!+!c7zSI_p@#L&tk*~W;@
zG31TB7LDv2VId6%27X>ghlD%jy?t7wT&P@q9R|?yNIrI)q<bACj~H6_0sp3zQ&_B<
z1d3J7psDKRMljrbT1f6XT6be5Mt9D4e62099%7_1Xo)5efnkhm;FfdkIm7&eh!!v~
z{X0Qv*>tYF)Vcu3*)_o&DtiZl7O}Kog;P#N6hbYwE57p_PF@`ka)aZnP4r=#dtTQh
z0$1%jBh8ehTJ`ZmUeG>jy&V)hAsT}Kt3*y)-VVF+{vf1q_X*Pt49W%mm{tCELB}kl
z79b_$eSNbG-K0@W=1Z!*NvBMsjE>M$W&mCUw?PGPWqXw+Aij(<5c#@n`=~b6M150Q
zloWmPB`_Id!#*(Lj7HxdL5qZKs@p`;=M{xSb3bh`jt8@M{(CfeF$xDYf#a7F$RzqJ
zY$0S%l$9WEomYiBU<kxelI^rNomH*m76C>u*M=0o?7d6y<x(e_M#GpCus#xk)D$S*
z$P8b_U4+a1+(>cFuHHqcfWmPRC~sIW-C{lIX-k}wQM_1tDgHUJoD-x?z!Ae&i48Hi
zmb3T@q(``mrM3cw+Db&2CRloVWsjFCtv_(cI@d1G(80e9;OH~&+(#uX+r_<>YPI78
zhu7q|D*Z<P1liXadnlfZl-jYi(%@tO-vqfy&&jqcy{S&OM%%uiKSI0P3|b>=SUvhQ
zXK^-Z5RiFl*$rqv1c1o}0BE8`T-tAkCaPQp!l~(N6?7w??+J+5#7Kb<MseYSv_tKE
z&T1I*u~1}Tx}L+*)8N61orvnj^&!sD-3RpS?asd3p|dS0BM~5}A)2WVwozCSfE0XJ
zCmC`-w!ZCfE-u=vy@MpsBB^rmLW&xxBWjLAEi;c_lOGp&ReTc3dRlu0N0UOM9=2nb
z83!jPxei<H##CeyQ<j3eJE|g+9c81WD=PIH$F?N>KZv+&aPIES=>_cmyQxc}ZBThG
z;6S7OV}ZTM6w5^9ULs*^BV||7=(Ct&mEDAci{S!h+3fMxDBxVX8q{!J1AT{3iFwJ?
zt#o`m2L4RIQfekDP6vP=Et)-j!p@>$fq-qj)XMO=k2V@ehen{I9XadshNWSxrI_bJ
zy=7$WhfTK(4<TcGvoX(Z@xIA~w>+Q00eRK;f-!9qVSf)wPoXsjj8i}zy%<CFMZT0+
zY#TE)=jpXRmBiW5(laZw&iQEUtDKpEYg<y-&qF>%#iw4L7mB?CZod26l&gm!d2?#H
zgH+vAZ7g*#@$qVfTuyF<xRa#OF1RK&W1rX!1<Hb|ClDbb5|0@LSTcy<G^%}CM1{e#
zTEl^89c(K_jzpq$>Z4FU!bE_O#sSsP13vQ2^ZXQDS`&Y9d3FHW@@0A4vige^>gd!p
zEG#1xSf{6)<wdz9F6X=X%bM@97SCp^xBX`uwefXxk?R*fUPm1fRp6zZf!0^M0^Z@L
zt&Q03t`{pV7STnE`vz#Hlj3~!@l<KCT&$@!-2R7d(|nMw^HJ~VTfkd%-|<yiGd7~Y
z>a$RXbnM~@XeDMAZE{w(ch!r4RG%}TFDs7<hwP)rfO%MCbp`Ehqs9Jjj4L4cQ};k1
zmEy3dtD@(C+()p#n$_E&dFW1g3z-5#!O~g!{B0EUen~-Lx_K8+4{5pRanXF>ma?#I
z$n&i^^S!~`xUuyKn6wV{Es$JxdGrD%E26F(k=pX2A+7~?9rM6qjtsz7ipi90p+bM3
z-sY8lu9D2km`huHLdC+}JJP!l*WTg7MGYaXFIO%-tiQZld&b+;)%*iv>&qd*g72ph
z`^Uoy7{5xH$8{!lt{~#w&S@ck-)$SIUgK!ZX+;HzcPiUp`XB(KDNT~wHbTqA7ISC?
zcIax3(ZD%uUDfh?!LCu>*T_Ye2HkXZ6co>k2T;P3omcaX$`z-MS?==-|FYt9r=1FI
zui&Go1=uYqCP2n+9C$^0tno4p__|(&Q4z20AO)_>dP<rU6blc)1`o<UVk4cyrvCs5
z>+R}LDc$sc5}#MY9PY*IfyCAK%uOm;Lf27fve#Qse?F8lOwNgo$7R8^rE_Ky?TIUa
zQK#0u!QSC@2L|d94)rA+CcQ)yo!|vW;QR}n@!-X?TdbI#BD@5w{=mgirwt48DCqN8
zmC63)*-#jnE<!LhD^kGsvT0h(hGLLVp^1h<x2+&vesxD&szA5)AM;svkC#OPRy8Q%
z@=8k$qjq_JOQ$*{$B8&`=8OJHBOR9{6|R%aM>=yoI`*@D!UcymoV@OX;`eaXShJ$W
z;}sQ&G$`2m4&$y78p3spSGz*;BcmPmfU!8}j+F&S&<f_-Db+^-Y&~WNvW25QJgxPf
zVJHtoSEBkcV6toFSTY^N&RmbUJI&J#`o}cHW^c9RJe+6%qC-A<?Kx-+erZ$1b9Q+@
zq=Rv3;g-My^~)Y{9wBj%N&qvMHFPqs@J6x^FT-7sL;d}=P%5KPV*S2qePJoLL15e)
zMs=+8r-y+N9H@<LT{Hh)D;n?x)AtLvKCOHMX#R0iV6F8}><=FcWB5vX9n}<2PN1Ej
ziqLvIy~>Jw$k3b8cys;xnGj$Knhm<kg~ROShF3J~uFX}nN@l{!sUf0Kzc$Tj#F3Yc
z&&<J(JSB)GQFp=N&4rR}Sah>Z3D2Or(K4A3T@%fa`xzSK`;lk(=WT`JFE>R^Z3v7O
zVlh3h-?OEai<Lg`<@~47M%`M8{mXcbC0^bY*|Zc9ZR3|!RVZKUa=>ypN88xhhUYXS
z@f?pU+^#iqRA}hiDIeV2l~}HtKHD6ttdpw<L`2Pt3@g4V=Lx1WzR_(eJf;+PMPljF
zEw*Y&*h?nbAkbv!j{Bdhc=wU!qv`?Q%=_&!fwmPi|C?w}3+z!=crtuk0Va%WG{j)i
zEmPB=t)mQiyL)HNoH9Y`#n*FE@RoPuG{>tj(vl}?U0;~K<-rq8hQaBv&RE{w@7_?7
z5~gI^TNU;3IZcrM_*eoH#H*kz0zrQg<yh$h4I0PF1E`X<T0NMAE)B#-4n}V5-ofAn
z!-BIE_PeeE4ER#)%8<ber8L8QmnJD8d!lbyfeQaEZA9_Km)NxX$40qW^@+YaD_1?6
zI7P{b2BNSk$*UGPcrc(qeockqN{HuViJ}C!xZAHRGJ=2u7cDi%L4v^~ntN>xY$cyG
z-R(ZX$bc#;SBiazyJDM&Q6&1~>@$V7@JZ#7{|!Wm3`U>C>rud>xYvyUxaDT)bUG$u
zgyhQdL*z~ku$Lg0-JV8x(aJOfFEx#4=-;Pl0sl^~SK=TRul(Vm#vHCdv`c4;5`7rs
z_3{8yBt)CL=R&=1^<0U8(+&wL)|;^O7Yl^Vq9W%|%lQMM{m^6~!mP4-V0(s_l__mV
zM?sEeh}J2}lvsE-NZ3BPPlf3xGgtCY$$y<;)jI#`z_KdNKOUxLe>NF4{;%T}6|0Qc
zX0FMZD1cM-6bjZ$r`%_j%wiZU4T%~hM!_eiiy+btX_us!Fy!nKU3t|BIb$yxO`y2o
zT-?0g<mNW$*H2gpORm;1Jqv)#j(gU7w>q0*J+KSN9eUjx3;ym92~H&Pd$dU3jd=Ea
z`1mvC`R`CRDJkokCqJVjID!eZPsNy~nr!8pb91N&1pQ2%^R|aS@Lq%_k4$j;=Xt79
z)s{4jIB$(|T=MH$L=l-p8(~wlnkMHNDUl0sTw?)ZM)g9L4cX(tAe+JVbFcjg2Zn|A
z^ctu9=J#S*hwin0y>Y{W)Grti-X2f-fQf%mt<5U>e}IXBb1naptM5b7f51Z3+eOF1
zq};XGZLx>IOQo3iC?CdBzi}4gv5IV-GLp;^lX#fa?SBMVo*ZVNOifWNI-QzF>mq0f
za=0^ywl>pCr3Eior;LnrRM=s}uvPnr8muYrD4By-e&c+-1$;3pH45-SP6>ev+UBRn
z3L)THRyY2Q0@t{i@-a!pv*?D9(aQ3dKkCiNh}UW5fBoPq3%Tq$j^prTgclr{VfUXu
zSU&zAI?l*Rhmx<@#Y&>dI0+M8V2VwGobSPoi?Qci|Ba<8MTR-|%8!hOXCRt)XtYLB
zMi5~Av$F%*{bFF$puho|-AMn%jGs?P!)c|6SUH+!8=*j1`%D>y9EOBVL^^W6><WSf
z%mu)Cufp*cnwp_9$b{oHjU5H7<8fGj@_q;(z-MDDSPyrXypyLl!vdrMpM(sz3t>{$
ze@}!|kS(-vD0Q%{I5!LyWO%?h;Iu|A90>)1&8<y0)JG~A0Z;MoA7HSCRnlbhyvKUG
zp#Pt4XMm%Gucwhm*7B!}MiG#^Ofz&5VvWOf$1I1}bnby4E%-=KBwoKYGdYEerW67(
z>so>Z359mLNvi2<G%=--Mknv)tqyhp<UmNn?(aA&lmT!h-2tI4`Zo?u5Pf-NIf6&g
z7%#%g#X|7QqHok(80zbmF@K9O)22|zU<2UgV>)&=#sn%pS3FSaI4nshEcyf%lS1i8
zmNZFDUiRHNYem{WW34^Tpy@fOl?xpk%QUD{q+G<+;pGTip{Y_3!nqe*OYzNo!xx|`
zXKEF|5(+ZCV`aLCwuJF$#k2M+0l$!%Q?g|6ton~#bc+lC5gE4AZ<^qqzw$-I&R-El
zyYtNaRgQtmksuXTdRxKZy@|;3{H&slJDH#8`M}QiF@S`?w$Dze{n-C!SMlzc94!fE
zUkNXC-H~sp^it20vC*D|jg&maX!UiyP=1<p%Dmo3M-xNEpFz2PR=Qs&TERa<6GWS(
zT;B8glWV`aYK!xmJxNd3Y6AP&rjlnwcm4Rd-t!J6vSS)rLr`J7_RLn!E5HB8=LLBD
zp@xx3*lD9NF}2Q&5vORAOJa`RN96j^v`uhcxfKAu&aq0w&Rv!wsUev{6Uqq}nxqtH
zsda9H^nJ)$inCmTf{UxHj)yZZU+7=NEFwX&?~UKMAuEbuM@*k#mQubRrYx~p0OzdQ
zdbT|0E=<^KSBtR!v591=K;~htciV=FlnC+{dtPRt;}f%dw@J_c7U5UEUlM1_&V{6y
z781(nartYIb~&BToV?VqYvUU!i#LL9XEDeZZp_MQV0QNF>#M+BH%AMz8O26?RM6*n
zbL30TXAX~O3{)A*3|-Q()hT5IDr)BPT8de6_rKiS6NWa<sQ5|h4hW$JiU6ClIry!2
zZ>;cr?fE2mGqlx0ixQo@huT2;q(G?cvyFhsvDvBHrEPV40q&^SDYshJ={X~-haLBI
zAa5qZI@<b*+&g(kZ;4Mi-_GW+4C?qLNTWpQl#Bu12}_WE5Q#bDYP3qBgeP08>!ho+
z4&9t$64lzPz%`8lbE5lWy5F0XZDenanWS~Kbmf}+XB6vMp7#;aeId>3kI0CCUUX+O
zd)3cT;Ekcw83Q{bmb{s}<luvXK-xZ~%k0Io$$vhKbN3A%3VzU2*A8kilK&%x0-S}=
zTe~#M>lPb%1j$4$zepB39?s7a`w7Qoy$~mpk}Za6Q39TLv8ZV%tW;=!2MT{Wd=9TL
zS}DdOmZ)H&klUh;Q4C1O=}Fx$B3`xUC?JR6f=9p745&Tq6E7S%m~~C1g!IbVAW(0w
zcW_Cwi#h>yih6y&H0M`Me}oY%Q$-$?2s^|m-%ZwX9L6IB(bh~yyFAlDa&%MO{262t
zp6SvEYo(pZ%X89QVz4E`+h$sDmMAwb>gm3+`L?n0I4ZbbELg$yk91I|J#UAcx~<h4
z2G27jfI(XTW372(@@h_J+Hppoz$w;cz!*>vk^6KDx@{=9`p4$*kZ!MRGjFs&<)&F+
z7s+c&#t#>3@yi&$+4MX^DOpshTQ>~gi*2_x{@w*jbEs(Y*`K)19f-|Ry}6q)%1HR;
zbQ+7V-M|s}jYHY?dxiogH+wE3A3ilw_vZUYZl*A%$mrTLzXe%Se*kwVaE&Fir!if!
z+-GTpl?U7|QM+}QfZ;SN;`mi`zx;KNR^HRlp?BpW+_cZ+GB+N_qdZ9#JF181b6S&F
zjyNe@YJAqh+|FO;2`0sUX+Q@1=Srrre34Tk4K1oRMV$dUWA=FCn74TGh1+rmbb)Ve
z5sFH3UH50C$%^vf%+!NwTAI1}sNzIAja1t$F(a<M5!3_d&Frj8TKv--aCP>G`1N;X
z)SFg4BGK2i4UiXDJD=$Ui~EAsJc{6ziU}Tox3N8IKfp*X=G9UE#bjzb6JlQ4y_);a
zr~dqkQ;8bY4~&>qt>LY~>8$50U88`j>e+N-eFNe$#t>r%&~aT31$E>J*NcTOX$zCD
zH4Ap!?g&)!++w5q;-Sb65QF96T%zl#+yg{jtvVJ-8&M;-A=}Vwbq`Rri~|ZrUGIXK
z<qECaj9<s>;!IqqeBQpte~ewHy%p8+NNJnw0AX7+L=Tw@>LTu{0_8+&vV&)vlDgcm
z>E&+;^$S>&!T|=zvbKG?cUkGD0F!cvV+ycLwvQ&b43ByNeeOR0+06@0D2&1hp`;1~
zjT_&Df;UuY>>;x2E)(iDWQk_+h<~6>VirgVYNCfTK7LVeF71oc2!qyWb1?Uz+3Z?&
z?#{<oVRaSB7kaznVq`}kih(`oEZ0G-P_1s1y-*XHGKNH@^=3iPVHGRmBSGJKafg(r
zr5ADbu52p+`^AcL;{F^$WF=luY(SX!nv^$Y)0vxW8i>E0!vnNDR)}ehhp$@5u7%c~
zB)+7zD=oA%53uR(Hm^#FLD=j#8&@It(VE%#*B<MZiL9-ix$^t1|I7J0mMbw_+M@Mb
zUS6H0R74>}^M~(eWASO9y}|Wla^nc*xpXKl{4_5nx<5p(Ds2>)(*U^xo%R)rRiz^}
zrIGTIw&OoT$lrf$DM5(wB<gnc79tnu<nO*=M)vd*wj=v3tL>5j<Zkhx`?&q_o~+Jk
zcg8%fJuMIiC9arT+YIEI%Yysrp8-@w?7f+%Qs5$AqIWH>B3oW3TGrBFpd!+d6LV_D
zfQl<Rp(HrS?<jjqw9SZGfaB<>nwv&jpjLK%on`D&n!jq@_KAam9RCkH{{KBpqL%je
zjGB~}1u5&(iB&JNyuahD6}l|xN}=-I8^>(;qnXc}Hc*FT77(n0A_aj2_G>@~)<PX)
z&ubKx8>l|!ZF#rW;50BhPF_I$HP4!s2s%QFpj*4P$5u)9fdH0m2Gq`NLU1u)J7=`6
zqv+&PlzEK6gUVt*#@S5=x)$C-I$s;VmC%P;e+Is01W}wLu`X*rkjr$A84-LHD~Gqt
zzhJpCbEc>K2Y-a3oP1PNd5<Z`#+W<odR1ZX7?zLbb~Li7HSLgc5TX240s3s01W9D=
zO$Z1}GL1f?%JTp(K=wndoo&gf{X;-&4ntN5op~%tqoG^EF+`$uR5p`@BSPBI-%bd(
zR#RWg6@>;YmZND>Zkw}>|12aW2f;(!9Iv<j%fi7``e=rqxJXeal0|nVk{sGSsS>l{
zq*gJ8$r~QbW2e9zwns2*`_GsIKJb-6??}&M*#)IO9U-*^GoKQuM9~D5$Dx7TnP+>9
z0-WZ9J*ub->J@C<V+ITG_1-EL_0T}cH`pxRPQ??IHTqi_l;Q2wKzYAk1(8Ozj$;i*
z+1LLijul4vHOjPAmv!p6e(mcnMM+)UJ#FjFKx_hYa@90c7d8fD4Q~#K1gr&zTb&8v
zBC5}8ot)7JZ(%ctlc;LEzHfNtY@_{$vG|&ugB^rKN7VRYW@CkbKq;M-u`I~^*4NpO
zwGYRd0tE7^nX<rpS-Pe#`J>~V9R;dplC41Va5sam&}Zi&&TzP?xV$ra(41Kp^k9k)
z09Hhh&cGX`g=oEFBZ+BBRr03RL^eTwf{RpcAET1vT6CmecRYH;dQ()@sBu3=a+2MF
z+DN}=0Xs))e=`lbwR=fvxGv>mf}-EOXPT3jqY>MKtLbZ>us6g^BR&X-@hc4J!xn{3
z1n3fJi@bW0GxVyTzblbT>3(CLI-H;*&mOGPpHA;Zz*FMm2h4%`Ii<*Sd8B!Tb#f>0
zREg-*E-;F%J9BGH&(O&8dP#o~YmN@?AdHl{Qn^>6MO21Z(b8S*O5Bs;i^lWJsZles
zRo(Szr#kv~vi615b!#Y9cICM<@T&AVgdB=S(HX2_e}4R&6@7;g$GBn;gJWk|R7|v;
zf@1GIlxZu`4f+v*bDg>3SfWB9<W$To_~612kmDkaN$C#$WCA*A{%%5_iv^O9dH@^S
zMAN=)LJoXatI2m-{nsX<fre{M%ua!!p>yZM5BVTXQmyA|EZymv=9Nc|5C!Xds9o}>
zis0U2|1l(l0sKCc0%{K-@H!S~5Ofoxx=a}tHD-<@Ds_YHA*@1Z?VUv?=h(U7lkfi9
z`9^pwyWK|ad|B=M3^+davyP1uH+{gC-qaE0;zD8|S`Mv$WR8ft?}{!cU`x~4XdC`b
zyuO{k@-$w>G`%_Zm>_sp+Fp*9gsV`1cPITB-NRv<YR>V_*Ta`SHs=tE06@*BDjOEL
z&<p3`Um>;R`$MD}4pVf^xlR#lI-$B=Z7_zM&W8)TnqjepeceiPcHRnzH8JNniKBbh
z)x%x#zv|NPfoWSz+dM7=WQ(S?n>|fT!$k-6VcLpP$ki1sSW+DA7tK0DN)QfMwc<*x
zI#z8n`uO#3ki$-CRJQYuzf2wh;H8Bj1oG3md^O>#>w3*$a(7c5e_h!!ak9yAP3x3I
z9_v_2RtVcP052yIzfH0FXGVS#QYTZHP#+#VjFwNVpYD1sKvbdqQH)!WZL`<p0Vk_n
z9jDis1%*D|l}iZ2purwIW76F116gI^w^EDx$0mJlwzyi&YtQPEKhuwJ`1jW<;LS|O
zr+8??m9l476~`gBr#@>!g`3G<N)$c7Ws;u4(?d~MV)-|;{psmrTdNzNd%XI7^xfXw
z1qn6WA(7LLF+{iKgX6?Vqbgi2<6VpYoX1|=-b2sw@(0z6pG~@sOl%Ep1d7TWIDwG@
zMukUJIV^_i@4(fYDT<eK#D-+{VfG-d#y^P-tBsmsbH7PlVD2HNa?nH~ZVTU;w-8m8
z)lXBCwJ^W&RPfs7E5<C)8?Nwp1}y-);varWh}V9KV;EgAkPTYxzj2fJS!lXQVHa!^
zOR?u7Su9FKe0ITrX5c-}1PJ;A1PG^|BL9vr4wd3PEH|AzA7k5+LeJGAM7T>XehDK*
zR&A6<=m3o2p1D8Lr&XzPf5L488@^4R^^M{Z(mK{~T@vlT%jvUYx4XORW(_=q9u;{p
zWe2D`G8KGa!t(PaC5z+FdCatf1Fkhqf45kp=+|(Wg=`Ei>M2-Cp4Sa^ajUL|&sR2M
z)62Cp#!}s;x1+Ah_fS(&zm&mG3oYB6rA%}<P8YG1XQ@FwSY>-ZE@%BrjiW-n-G}~c
zUG$=q-+*TDm3F*PZw8m`o3Ik~o%_a(i0ocdU(@pVhB&fpvS7|skMeVeCFi2P7n001
zj9YO0At~Oae)|-JrFh6tg<T5rkP`!a2EteY+Vj>p7H8wvc2iXT-jd_htj?tFf;WOh
z_2Nm{!J8uKs!azHJ+1$IFL+7C&L$oR7H<S5WxS&&2>EkQ1b~p_?+44B?9kD4dx?T7
zF^ht!^`?~@^423H2}D*T*i~*#eQ}&h$Q^K~9v8XPArls7Dq?L*TVx<&3SF1XF$Bgm
z1x376_TD7D)R|{_Hd+(JraR~qvs|J&s=uRM>)DN9AgY1egp9Il_`XKhkRie7icf;q
zfTu6rKW&Z!B;s{v@pmt`j_M+Fn`(zhOjp$Mn0VMw<+zLSU1FpFx6ErdmH;$M3)I&{
zXre7IK|VcF5>g|QC6Xz{(n4KprU>=fcw<%lg6U&}F|=@p^_~86@U%f9RX$gd-p})r
zkXUTRFHBHpvN&ng|GO|Rz*DfO^hbAO7L#ic>?y)Y!=TX*UMDYmWKl9t&uaRQ6$rQ<
z3RpX@2_ID|XgjOisPWU4ROahUcmbFAQ52}e5=ORE&*4vBz^QNA8k*lNI?KbK>r5$R
zR8#t({aC!Xo=wv>96(Yhtn*j$Verfizv0L*W6=(7ZNb=0juG6+<YRd;AZ@rYioGK}
zjmoV>B+2@R0(+_IC1SYEczR@&p&`)LycPx9bbYLC7uQo47yBYr%#MWR(*46-_uO@Q
zZeo)l=eza#$6^v=MeMo9RM>?KW!aPOj|AFEYusTulQ)G`%g%W4+)@vae5~T3{wpOx
zuU!4r#JXpm?40&l_0a5heC{Kk=ev`J%IgMa74U7llWkR*GF*Y#b;Gg>Ds`Nt_2Va?
zz~&ut&nDLw{FoZ9y5b0}$xizmCZQ}!wb{#|@~Zrjm1hi3L9*ZGNDq+c6!3jW4YQh`
ztK{%tVI!mu%2wS4^GE!AAP$E3UA-H~vzme|IEqFxvPN=<n8qSedLJsmc(fmd(SIjp
za5$;-%H)m3B&|$z@C7C(oqeC8kpC#AND#LATQ!_oTd-CNy)Q;0<f44o4{2CTFPdOO
ze8tYkyAfy`&f0Y!l7Xd3+v&6@<hql#y!4bH9;Wf1fEm;XQUDiV2Ajy+uM(OgcpS#i
zXz`{mTn*fu$V5eQi+A<2RuZ`mXdH)noo%3a`s`2+P^ls~!yRvAs1e`t%#lK%eNE`o
zzEr#)Z@PMzv?x=Yoq@NMiUM|!_`~wkvpL3Aog>Mm?I}5j9nO!COgd*ij@gSlM=d(Q
z8lx;e)`05rt+kqhgIld5!B`Vt>!U=7f6T8wS;NGWDn3QleQ+4-$kF1PG>`~oR9L7(
z%ha0fv)^lUJ_0d#qUijMGbR&5pK9}A%n=KuC!rJU&<xm5r0)~xM(nqcIjY|p$&=hs
zuLy8~xO>JhRRm>r)r@#gKIX}tXC8W;$))5Bqn>N&M-PYfC!;CIM(P~aZxrN|4puB%
zd@uYK3=z;$eUI~dTMe3Kx%TA<B^FCtOLXd<&vnQ-(IB$<h$L#-Hdi<FDPiG?J|VI5
z10D<3A`*yUV!upj^az4aPon2xKjbF9`LVrHEbX%H@xLosa8zu2(Hb17NB7{y5n9l0
z@r#{93qrcFP?Hl<$WvqpDC)|Hj*>`)?)tQcioTWDHQ!My;i-sYp0KcS=IDDj{qbJ-
z%b$U8`GV_1hJ#i}2&Y~{)d4lKnK=`3Qo`vjp+B>z`^0h!h2H10NRF3AzqcBmwItMM
zkZM$jI4gtJW4wY~TQT{R+GN;sOOi;ZR6#|Ve9Yg)h=pw3Q0A2+rYPfg4r=7H;XM;Q
zml|&lYk$a{KOvpoDhP%+Y*f^T2S$ir3dl}!p(7(}<Fn+XS?fzvr1XL`yClkUr7l2u
zr8)_Iw2J$`*tYHDXY}z1vvEof67QYF_(Vwl6GgRXl0xUA6+#v307*c$zndMnNKv@G
zM@~ygM7l@tk~xkmi-!&wMomeVP8xElQQOdioolsH@)l~GZc1B<!EJ<Isn+?0*4m>J
zufF67-zTY20^5;CiYM1Gr59;jJ{}rUl|On{sl>K8mF7Jt_AanuN;NlPD4iSdY64S0
z3BP0|s$n(%jhbkt@dv2xcHFO!&s7@Vt$*SzUa*aE>OsKwtN#cLaXW)LbBAZm<D(!$
z<J+D+A|3S;2B?q{+PR8$v$@ol`Hx_!N>;Ma#vDfvf<KIqjq@|)(P9N+V(^zd#ilyD
zyY8*yT=M@5LqCYD6+}uu-FgUljnFD4FP8WS(R;yF7v&oT3|<{$SwhRxV$)2*SQgjl
z8u8&tiUsBcG7<;=K6=r=$Jk2O2`mkLT&Bx>1nCP>?zhgwy(B+~fHJ{-Be!Gj+G9sL
znNh^4Zy$6VdS#KdLLy|T)PK^Kb7FS~4eg@}AM$xc?EYP>x|02Z-S*zZ);UiRVXq%}
z^fV|K?E--3LkX8(K$plD^FKTaZKO%hy$_AtBh(pg!xcPUijgwdQ$yzSR-})~vT5?P
zyEv+&I$s}c!0-IHo)`3Lo7S3Je~OlA=BZ(oxG60iSGBy4%m`L{5~x1|T=Gx=->1d1
zxywv+toS!5p9G{<iLzdk#7+R$oX<joq$cu0|CNzij?kfBH=9wAJoN9mKgMv_hDP1A
zN9iW!PWVuprdw#I$4r1cXW}sQyVZs%!4`kNS;Ls;aUm>6{X$TfG*jX8HQ{(Pe{%?J
z0k8#QIi;Q^NJD;87eTyHM#n8%g)#iI|Nox8d@!3lga7Kn7HtmstC(pd3(tsxO~=;{
zE752R5yS8d9Rj>wW|bSw))EFIM!$w24TGLoRVnk0YXHz*xmoBDq$<SnGdp2Ie={Cc
zx*<$w16}E>RwgfCukEEpasg^dF2_B4Aou7|)<q~B<=9K6Rr16!sYj|hw^xa}dNisY
zT!_{<mu-w|I;id;aLs<{$MxD?3{gEyc!-omyT|XuQUCa#@P6bWwE3kW>wP2u5Gb-o
zH5_&^BY01qm9p@}+N5X%{PD!*iDENQel!?T?{u+N;pk+_4IN5%Tn*Zngjx@P)6ec+
z&Cc;K(ZSdTH1Ci(&by#~n!}6c6ij)=A>>uzrs3gAmsge|_F|Ynr_~mYC|dAoR=F|a
zf8Y^{!Q*m>cKj+t1o>^=xYXu2Bd7cGm&9yv-F{Y@PTr=bo(AcsP1m&EqID-!O+qN|
zW-$kx2(~T`cd<K8uwDY|r1<pkx?1Y@;^gs4tgp5of$pkl7F%yqWs8+nt@&m)5?1XM
zG4VT4Qp{21MMb31={OesVc3tSGH}=Edj#9V^{r_ur2-7cQLeyeGT*-n+r{iPu~rLn
zdaidZ1#BYT!*~GP$%Lk3Vk>jqs$6>ypl;N6c_#*ds3;LW4pE>>sG@=;yt4#njZ%e|
z1{THf9F|k68KID<=kFmDy~jpI$g_MGE6@F(HG9*6=_?z{xjj;bDOW3sA5#v$R`nlx
ztQ+N(d&+0>1{c@6pqP?Qumj3T<+X)t5|`Z8(K_hPK;tsbm}=s@E7JtZX||GF728<h
z5eum5HsT)n{OC~ntFNDY1QW}T$QkE%D>YWG121C0hi`pdo=d0Fk^jt6ugK^?drLF*
zqg{{)YbNYn0B>OEdaL!h*&|~B?_Fk*^2)Irh+p9KsC5ZHIqxVgc@L>fz~PqM0qCd0
zt3qNGZq%x@=6Jd4v~yz^z(c3}+pJ}j+{(glm4iaw*42=l-foGWu{2r>IM8XDw2SHc
z*g}j>hu3uAS@*y3P^RTx6Wi;9448e1FKb*LuB^j6lywOAl}jq_eBk3=$&ibt&SV&^
zDRY!gKceUvK&0f95@3RHhvDS*+4(yM00LtDw;R(MT>$!GEfPVOJD_-=>q+^v%3rMp
zA{Id`p~Y3wu#k}P&}o+ckos=KA?pMu6OpXNURK3i?+uEV^ib7tGuZ%SQ1ys?_jVfv
zD>Q}l{Ge5NzS}t)kvcpu```tm8sl*&nKrfM+FyLesGz)*2-x^_ROEti3kC+sa5jFN
zLK^YOpa6nrnS|&4LZ!s})X3FKmJKO;CWZ_crEiSZDj+yYgk=JOIr`E?%U@S076|l%
z^K^>%#go}PKJitDjAK4pde3;tZ;AmS6&}oz%jiBPlXDp672;k3mGLJUZbPVC@L(Wm
zp2b<PgvLi74;qsOJI8ZvY{A*|NZjdQ;g0;6<@KfBLkb3jU<jcyWXlf%=}tHD11Y(l
zJnTkn(%%kbZ`-ZZka<J`DGjEEpw3WXZ~2vnBArPLHmRo=A_#ioOA%GMBVuqus|g0c
z5VdMROJZB`IG3T(C;q+4e&6p$igW4YRtoN-JE#{D@|#Q`l0BSsVEY|ecO7i-YIc@V
zVb*UWi|ENlG>}eW<~sCJKBL{?=amScIQMyJ6S1udWwgG_&{qH;Og{n|J)B)25U;bd
z*W~Uvl&0l_5z`ojt*nZ%UMNnPn>M8rUPx&WSTZ@Ee2crn(5XQ*g8}t3bbiWA`c;Ly
zY)4VUIS6Jv3_*d%W1M`s{;C#LvND6yGYues6-*iUXU#8*XHmd0!>KQBQ8>5mzK-aL
zY_$V`p%Sw3Zdw{UUJA5r@~!5bos+2Bs<)vq^B~}v-$75-)FbUy6D=n1z%F=$9=LV8
zJGLlRoA0;(#vvFIZDKoghz0obq^(d!t^)J!c8dup8O%@I@H4B1Yio1YDAcGT7oJ-l
zF*3+LCr5NzI!B{SHr2t!@txjDv;QKE{<@>eh6`%x$wI80iE4!~)74wsPfSz`&y6*U
z98}-zQIE4y?8Cx%4+E8V-XVOfbmRf?N4SV_2E4KofH~8+vpZt6ohOD3bCyt7t3<0J
zKq<gYCBTgiRGvZI#5?*Rj2x40j&y<z;peoGYhC@I3N6}EwvJdd>iH&`oHu)wm6SW_
zDRoW+6xk#G98|aEdiENx<%nRN0!n3bQ{XrWm9^s7@^tv5jurKA8v-7vGv5|X?AWI7
z=)GN1YO*>wEB@Dj4K}-1?i(Zv`5KGy>l|14RJ9nBlC{D#B^RF5l|j5&ABJM+`wS8M
z;p~7GSecL!iGRK=DDdD5htamTx+gWg=d>Mn9=33>6KFoI-i5%Dkg5SaZ>HnF%0VL4
z1@uIs%U*LJFeFzszS2Am!fx>OiF+P*GA_X#>#||$C6B@YzQ8g4DNgt5(c{b-cfX#}
zB85(EMH1|mxl@_7{)`wUSHTm?tz+hIYMcZ5cu|F=tl;oRht;_Wm$N7Y0B?#VOSrox
zpUlzr865;|9BCH6Zo_SNuiY#?$eq*{EY~bkJq~s5z(erq*OTlI+=&ouO5sL*zd23G
zjR$FuZjHT>C?v)Yc{;X9GXM_^$JE|>JB_<D`a>ojcEIVAcvEjNeU^Tr@xv-c%WV#|
z<H3AXQ79&r#dP@_CQo|F%AN*ZsNMxie#)s+BnG?q=OWhvj&FT2c^YV21$dEGLrfm(
z0);Uh4wCQafQ$=Cp#0A*Gt>Q#Ki_5lqbiPUV6yRkvqvm*ASWPhQ`bGhU#-o#Of8@;
z;#p0cOvt8di40cDsVb|*Er4ZH6K41<d5TdQ<MvN|QgEoLYwqvlgbk3eL%T176=BR8
zK63wmx)f8A;ZR>^qF2N0c<kl-<4zkGt2NtRaM7nIvfD$6zi3@y<W=r5lVt<vXz=U6
z<?_c<+h-=GLK!O&2zQ!cOi)vq35+HJ^ZS}TNwQrV@^w}BDi)?=U>XwnSvKD>e=}=&
z9U@d>Xq8WL0+N<?4nb(7e;+*TP;S8eSVK^mf}edlIkfM<-cHBUx&*~D_2`q?c@t=|
zC1$k={R;;~P9q4Y8E=Ztmc%GFy9SG_)tq76db6BuD4+ciF_HlrS+D->T~^G<%eDvr
z0rU@FP~nY=sh{jmu(G36S{O5gS{Hn)DIOiNn<J7F*>4yjPbI5^VjT(7>_(MbN9{6D
ziI|Oo<3m(^0gRdLz<W6|U<u*lz)H}Wx$!ZQRZonlX(?)XT04Z`dS*}}_?5)b;alu&
zK(#j9Z)h4s<Yet_A*cBE_n54_xT?fW!IVA=H|Vf5#F&{$@+w@e*9UwcNt`4S5!OK;
zWxlO{W4>x8CkDa}36-etTHApvT0j7)x8hGpi_ytY*9=s;NKe3;z;(v=tNuOJ1$$_k
z7H^O?jXOn&EDU3e&R8bEJRki}+~2FCcI~PmB)9@WBB<ubRin_R@ch%tTfyovVL~UN
zQ=MQyLB{&bWwu~GUk5;8hK*Fn>Voq$y>ZBa-7y+s2Ljj?dri;rt&#2DudldC-UFgC
z%;=zO?D1`b0T;HT-+g`!k#%~24e(u*BP_XKuNda<Ty3vVP6j-&cubQt3@~K~xu}<*
zw8Z*lR|iyS|E*a~wec-=xDHhs(<md_8eCwJ?H<O?n+;)Cp_K7sQX`}@W)ZyffO7(z
zi&rj^W2?(@6FBCv^nf-wDY8si+b@;k)BN?717;<;MuzmbBVG@PYjiOw&x4rwAj^dE
zhjDpYCVB!EB*R498+ipE&KNK6ID9BtvLsk>o=+yCAcU?j|33*s5Y@)wQ!xs|Ow^d7
zT%2ou?zf37{7Euy2Ym7;tr1K_4=+#qgU8aO1%u#uh>r;7g+(!h8V_QD7|L+)WyTCK
zIVUNSSiyH;I(_s%3AfNP<dILRMTWzF2OBrG{3$Ux9NPPlJ^i3P#_`w`V+5|yBr4mE
z;c%Dosrln%V(^}$0zW~>1^Sz$zICp{wGLH?Y#<uC@y>6bNy`|5fN%WtO4X~o+<D4?
z?Wquim6~1UJj1+WY<sZXWtIM+<(0`v{I$xeA`c3ZuQrgFK7(0P!ixLbBlslfHwy*i
zUr+CT#6iySA;1Ouw-4Cz?N#ClhsYnae9J2FUc!!Qg7COQGj_~{A7E!@r)?|2?xZu`
zmgI*vfC09IK&gS#WMa6@sWUmUICK+_U}TQ`?!BD`-JAd+_x~xx${!kf?GJthRAmYm
z$VvUMG<W^Q6U6CC%qCbaWtN5W9x27i>+e3{2ngeu$)o=kqrPU2%c{$}agrI@VuH^!
z*~!e_O-q497~VixL@2*()Noo~p57k#qhs1`(8ccMH2k=;^W$bwl_wUQa?Q|ypm3XT
z;veodufpMtS%3~oQwz{6yV|@<qdo}wo67!>s`X)s?4r-jFnIkPbD11)4G)vW+70eT
zIYp{7iSQ~t_zcTAZdUOO!$AFJQNQpBx=?vFZx+c@P;aOp`#?TsZg&zLaE6>p%uo2u
z4sw~C#NRy}N~@q2=a3wF^{dvZ5(fUJm5yrUv_ZvM^(NAveL$n!_$?=nMpv6k=-Yha
z3s(TRU(K<~)+B?p)3M`~7xgmMQq`NF5(kgblv!$C_Q%oHfzIafHuHF19CQL+$u+*p
zB%n<6DXrV(BYM|}N~Q1IxJH}-)3jjxTN-^p=Fkj*?R5VEPf2~6T;d>1$v`z%&{*L*
zC=QX|u!j8zhLn>SLn={{O@I}}v6+>+^G_$UsihtBz}lTC+T6MwF^g^*4o0*(z2r(T
zrTv1NJ>`38`*U(I_8)hs|Fxxb6WmH&I?CNGwIJ9-_9=5FCQo{T%K^hXLI6V#`hlnd
zsz>M=`@eF!BIBFLWmbvnhPPPeYGpRL%&n+YfPwlV%Bv)f$gqNV<8U6mt51#(5dy}-
z^hFR6PM#WaEp<uxd{du04nLfiu7^0C`p^GJ)0g2NnT}fcr*Jrctq#MlM?T|WOE94d
zATJLS)jXJ*BCN;A3S=AH7e0|Dxv}s_it+IebPv996OEARJWGj1Q~J{bg)z?LZ^3Ap
z-=5$1w{q^yvEq6;N$Qy&X<>pRMGDlMP+YezUzngStwJ#IVN}vA3szbB(l}c89`O|9
zapf1becQZEbrE90e#0*=5Smu0^C9azLj)WEBLvM<_yVazKcUtH_&^e)<f#<wq~W<I
zP=R}h9JSfX-8w7+`{&Txu2*%&9gLck!LvPEsYRkrhIF?cn}prW!d>U4)>5q@pwrfi
zc>;ox!8o%{g8*$(#e70CKARZb%rz1O*v+5d#J(?~+C7l>mP+1SIFtunD5tU)IloL7
zXgp~F5He@&BxBd6;~EslZ&TccM)*W^btd@Q%Ps9jS=)r;tZ^L>LuZ06o;q_lHNCQJ
zr$`-^YV-~$W$r-xlq9WlAPtuG^y+6uoMfh(k0jBe*j;x^t|*r}X-J4s%0%`N!2bE|
zjs`z9b|A7{Z!T7Yi(9QEoPlxMO)$jQUm_AXAb}uYDB0Q*yU|#xiSLw&Mw(v;9akvr
zP*J?i6t;+IeIT~jqK&{{0uzo0T6%2sWBG2*M(-^Flh}B75uivi9%z{eq~$58SgShP
z`%I~g87QhZJz??pa#igsuM0jBL!uBYr9mA`VUS?JS(R5{*|JtzP`zqE`Jy#2g)v#;
z+h_{ax)iVcWq+7b1hQ}(tZ};U*ia(I!%TWHp>rnguwAOBvYqZ@bF-ivcoS%++isx9
zSPSr~JA@1sJTNqe8QG$5xb;(cP(GrOdm53-Lu6R=EQ(k@Sm$5QGcbTgOOMp-f>cKr
zfDl8!7G7T4T6yu5;fXIi(hZxC#Q@&Q;P6EhcP*7hv=}AHm)JqkUUXl}eAjp*zP0V^
zt-A1NSZ8&(20a)%g^-?8zxA=uE#AOz0q%I|9Q09CD5`$E7<=%JfKd=jqEUG;bjFeB
z_F^-XvjyNirg`MFAZ6<B3-sE^AtIblmrL+uTJ^i1uEvB4oJG(;v1yBJ;0d8oM6Pt*
zO6Uen>Kem;SCbW;NWNMGls*>=4cq@es(&dV4C>yb%Z>}Nv`SBrOi`WqYSzk#TRk%^
z#dbK&kQo|Ii8?;FmR<0H_THH`CzO0``D;U=rY|O{%KXGdvlsyIWK-92$~m^txRS?V
zQeH;3e|pLDKj^eiZfuEvgLF#uT-W>1A`*kPAk5$xab#L6ubas&1RDo+*d2ubfV2K(
ziEhRJDNrFW`$PlK<!W9L7<{}JKqA061YYh!7hy3<ST;blCM!=;=mEaDscgGTW57%z
z(puZSt?g}&p}QJF-G`=y=jvh-<*m%8_#LIz>X_@su{xkaN});V?uPuHqb>sg;{_*8
zru>YMrxJy3)(HhUL(rWK>HFIbNjglOQw)9^$7v&Zlk0~Sg7nXI#t6b_@!g=zDFQJ#
z+YugwEl$UjLt+~orAaTJg@MLR3LjRp;=m%#)i6Ra)Rl63y<7OM%Ld(u#?NoA$P6%k
zfy>47@3uL7#oSpR2lB{SPofO-vOn}4_RoCDaGKZfHH+M{Qs8gUpIZS8weEQXu7xq~
zRBspu{Rj1L8UXxK;A<2nAS6e&W444gy(9CLC-CWsPHV{$obQ!a(=2fm$}S2OlJtpq
z_H5lNUP0gCOGt*JzGs=pQ3=_rrs5%$OwN67`rG0|*Z25vvr-Su5=})qRkcX^l6rW}
z);lqBRuBb`$dXbwTtTT=+Y@+TSa!Qoh|8gTi(JG)ebg=eT&(0914LeK8}t!jz=fC4
zKK4^rnu_i1V)S_FMdoMT7}u7glEs)aj5_yzmXzlN<YMRjrKWBwel}@Ij3f6!osRK>
zWU&1NGarIT2T4Ye!ieGUPBhR|vzM!1L$V(PGnZmOAs;#VBqB92w~0oEHFdd55`4r4
zx_9HN4t#b%nQ|yCqz7XYMa8fBWetz!SIwJ7Wh+}e4sM}=_!QAi60aU&DRAAIFio$k
zz$LE_k!85-y);o$|Na#3FbR+F&Q0<kIv<zqt_*6T)U#(-H@&i18vGQH?v-Lw>UMi3
zA}++6V$iN|rxb-M4T)C=Rs#ek=TjuwIo>nXnGO=o?UP18NSmvZwTaOX9Q4R45d)3l
zCx)@q(;!^1!aQW7tc&WLjhOz4XAEf-qfD*`C#~8p607@Nkk8@WekKb>*=+(U0g%6h
z-6Ysg>NVfUZb(=y<Xglu_X0jn!nUz-LaqB>3{xmP`&dR05io`~u-9$&A__Kmy$t}^
z)3MCUMrdsMbXfQxM<-dNu;_AgNw_u<-M9mb8<_0<&y+m|Rb@&q?qiab5Y%fbIIm8%
zRT|^!LYCbe*Dz{eW%i<l_auyGtRVV#dhV$Ie4!h&c4!?Ng`$W8PASKP1(w+-z-0v-
zPdX<lcL(>R?<Lr(Cea)M6?L~tzM)Lp-4HIEBYE#0UU~OBK6#K5(Rh;Ui?)Yc*-Fa}
z8->vW`Go;D0Zk-pG<25Z->h0TFx^Tq(#my?pViS@SsPq6U_|a=4qwwfeRG+_S|J;G
z{w16RvGEm;f~wbk-qB+$!tG!*2gpL*WD{n0UTJTm)RJ%co}HuZV&Kcy!z<~|qrW=F
z&@SJ3-W?YuU6Mj}_AMO&ycM}y*Q%|W)AEyYJ%&wS2jlzO(y_@pO`<b&E5X+Jdhm>s
z2N0zT2cHb4N{u}i&!hD^cG=!-FfJ`!gxVBDeXXub9I?r&n^m{5usy;GILlX-+2dTn
z8*6E)$(NBm1j;yxx<$LezSyNLM6W)(E(Qjk*hA5co>QIV<hjV$%nhNhU1J4n!X0%_
z1M{_f7v>(#Y;+-qQx@x{es_QNT0~a*6{mc$Ro9MmGhiJvBen@aXbpf90<KV1KW1mf
zI8`%-HuAKgnYwJKn1m3X!s-I5PAu=olqD{+kBlHwj0SFFL2(I%iPmMseT|&-tY!3;
zyuy3P!VCQIdLYzGrbKaSfCJ{nZ7P$^p7qg&(<_luK7qovu!Mhc_5Z0yh))tt#h$sp
zc%1h{r)hAfk$>jQ6VApWut!_;{xu8gM81feo-Ad1m|azLYambEoz^G|>YC)ehFRio
zwR^^APatYP%jk@NQ}e75jue+;z<$;K-bK^)IY4Z-)AoyX4m{G&`tzex@kxDR=v6`g
zA1R}_jkT9Yw)Cnh*|)$d##J;D&sehSMB2PM@K4JvZxYmh-{b=HZs!=Y-1rkThk3@Q
zID2X4N(i<5mzm1JaF2(fF!?)GOR9TMv&*E?%xpiho7HZ!Lyae=EF_oR-*6ND+sRMn
zMl*n=6MD2Dva!w27_Pijz=Th&j8s#`F90)XR6IB{=#{}G^$j4O$`@beAf^v26vV5f
z&5g*y?ei-+a#dkkrDFnw^L95Ib=W)Q5!@#VoKu7kZ<Zc1ZM?vl*v*^8+qO>+RXu=&
ziTaoy4a5(|;YfVy?h{pwNa4J3l%jMjQ$b-pUJKT>yL3sc1%``0N$`m@OaK<NG|i+?
zZtBtFFl?Cyt~^^g7YNH%07Rd{imiTBN*BL8ZI&m{=GR$#P2F3m#S<PkF94($8mj}W
z-*~Mk?GVO_Zc+F_!#!$m$3IRXwYGI*PCIZho_QQH_B4$j&F$_1p^9{_ZX-MR-Q~U<
zYR)SFA-?NJNP6qKywJB;lMgZA1a9G#h1Uw4-XH)C`=4Buy(dyM@xU6mWp0N>d&4-f
zS^z->DK+zJl_|)=5$R$?X+|$>vURcTFN7hajue^2r1%8{!x!CbVdp61Ibp8%Ni~TA
z6@9NGR$kIMw3fRm)1qEBb035N{|R%!_ylI16DUl-5vCf>y0B^-xc5RB0pYgXrAhTw
zZva`+aJ+F!f}_Z0{+)Vm1g&<7U@Ae%n4`OTjzCkb(@Ne|J<U-HlR+u$=u-=?^`0e-
z0EAUJ=aaa-Z{2+r;WM`#zvw;c;l~@}XEDwC2qMv^pp&yl!WCT>aY*?r4Z7<YU9L<d
zP$@8jMMEr#l)yP{H&et4_6BQxf$c8l;qt2QA6%5@eO_amkOg~CS?g-{;~7pWaR)L!
z^x&?D1BIlrp}B_<*IYIXg&j80GtbQMQ%*82t51A#gT0p=;c$<YV!m3U4ZE5o+<GSh
z3IjsKqA@~UTbJT2g1(1ndHXQ+D-5;XGti1SI;7rq8pnQ0U=w(AOGb>p**zjBTYa5o
z*Z@*`J~~3bj6nneFm45tN^(P&_8?xmP>85x5V+0Hzl}b%Hx5!dUHX+kjT;7F0Edg^
zNfVyiblE}7y73w4cLnRbvRt~B4hQTQfaU<@f~rX#SHdmxmfxi0>Yz2QH|&x<^@Az7
zW1v1m{A2r)evKQrD6BHy8uxiq6onGApxVL~RF~kn|Jur@(v7)XY{`(qB9E|+;N-|f
z%(uobh6Bvw1P4bA2%Rj_sGtzJEfm$?hJTKT{z!>{SJA{9Y`9LU=)}659w36k+FNsC
z(jyLKB4>xSy-%UJO7)DC)(8Ef2JbNJMi|0=%D$_EX5EFYbQv?2A%@4s8}=!(h~z6w
z!}Wnu@f8zg@L+15wk|cRr!Pt9HwCw)<B7)Ji?YkKU30R8TqRw~LnWI#L+Lx#`nh6x
zux@SzP^@RvvIV``gbuQaW04D#yk)d1r&nC<1oGnR8&nnlF&XvbZ*V7Mdm{^d<s?(u
zoW!zxH$pixs*~KVEr}*38X4AQjN0ZyRIP6~L>+NvD-oHk<*u7c2scQlJ`a(xFmUZE
z-Mr9qZFcdh!4MEhJET*?iVBH#6I@fhO<oL*>%M3i$CqX$52cjugCDb}-JK9h5j}BR
zT}%9GL<NTnR=#!g8+eAdWGpg19KOplt^#>N?zz1)Rd4SeBvwR&9Uul1@E`Xjrm=$K
z$(I_7uH^Uxy?&!2sAYH-(9upNy37}oDh-x5f6{m^U`8MG=6$N)ZNfXi4wxkoc3dd&
zqm^yg8cS~j3~F+Sz$YqnHSGiVk-Cr5$v<P<`h*FH+3q-pYMGxe(@lo<J^%1d-G6|B
zw*hV(Bh(4DFI84ob3bD=Lot9o{8Z07IZVqbZ^+YIWVUS>jY<m$=c;8RVc<k7ByEXo
zuXNZHY==TnJ>W=_X!2as3$dIv5*EtT1c=Z9%$S4kTlod)2tHh3w|$RG62Yev=7k=A
zCYC9=$mVT98e~ur2i?DO@~^6~#UbCz{88&g;l^w+)lgHOHa4c&kB2lvd)jCJT|wWK
z1(dJop!At;m3P)BO_|w14~eig;=I<h6konHwoL;d(7<JV1IraJWI-1+2t(;RGs=gz
znCAPsAe;C8aU?>f&RShoMeY}wo$~i0Q1)v#L<BeFTs?di;sVgTF<)Wg26$nW*kL&&
zdKasPR>U|gFv;QD;U6#bUioC-3;|`2@eXt|HWk`r?_r_%k;HhYB)s&axVL8_i?U#Z
zT9I5u!<wJ?EqkjM+<x!f)Bu(&Ww+Tb6RAV-Mb!B2G5OmnV|AGyNL0@^<vk3W@s$FH
zE!x1V>S?cCGB0BPsGC4f^;ynb*B@)95m#;GKUsUV!_IL<4!9zQK;(8fL<dV8xnO{d
zVx21}x6>~)TX2WGI=3t<CAhc%i>H<Vmc15sGLq*JL9Ykzz&&CfwF_^ksX#v|eHVsX
zmTx(-tLY;~`%XQ0@5h%v<@%ShMWxsVjeKdX%GD~ANNmN7YAQ>7JGicY=p_Lc0j<`D
z7dpt=>@c4kB|BbZsP;2r-)!>v#m0PhtUB~97Qh?RVy4o4k^eTZvm;kqJLsdBj`_i%
zDsSAD@sxPme%eD3q%|}dr4yshc4{mb+ssXxba__oXDD-d*%O(IsbK~O`1m`_0vp4l
zfC6F4@{ne;DvzH}Wgo*YdU)Ja!3H8_j9c`$lFsz5U(GbYa5b*e=WYS*)M{<OZ;_<}
z+fXWWxg#hAuqw0zql}-O*DeydwxFPOi*0gO)KN6hdhs-W<wH({6AEl|5#9o;gFwf?
z?$kRWR@Y9Dw&@-z<q<O;(vj3WI{-W9{7cOmL#u%isiK}nZr91S%SE$cV(8{tY0HZi
z6xJv|vePWDbY}3-y*NHxh7|(q>n-t3`~DD1gz8GB4efcqw(vLCT52A(R5G{PPjgf4
zX7PDb1m;hbxVM}~>NIu(<00tm@Q)``_<C#vSwj-<@{n-R#FCt8NiT2tPx|=m1*UId
z2>u~BqS5?A!1iZ^)6J3o+9XTb)s8&YK*}LZq1`4GF@SD(A`{@9F&Tp?omYXcIk4|R
zOwH%S)i+qo$KT6H2Ht{LRigtrF1zsYwt17k?NZt*xtC8bfL+F1O}8$+bJ)l6Nl09?
zpaYV6w-Z7hpRKX1LvQ-m&2gvk)v5yN1;({sV*br$J@WFn*$>EKjy~i{s~2%l&h}*z
z#}{KH#FRus`D{@BwFw<msU4ZeyHAVH+Z4z8q)@FTt|5bi7dlIDG^{xC(*#{z6kt-W
z&vX@M5=4N>&aU%$#cJ<w9~|c^Ut-qjf~`Pdrg#DBiePTpE$ym6EUno5RjPo8Fz~@e
z^DIC_%rQK1&X83dNY$P-JYN1eiEg!T%$k453IgUR7yjH0$TmCGyyoS{SF$F-HY-^%
zmZf6a8bqM=-A^bRpbsK>7bTua4o029IyNwG8#0JywD>&F-`66pH!DZiZkV+=amw8n
z=_<7a*pINQ#8EAu&qG!aws9L$vG4snzP-B9!G~M&NrOs3)Z#Oy(q+q0;uAZ<M{()m
zmGy}bTXBG%Q4QB9x@1EW(6pGNjk|60c;^O4*XuozlVQ7n!1JfVCUOm5E0K7&wqT;6
z3*midh^gJikm|Sc+q2gCP&jyhKdAr=;uUZmma{YYYC$Xe(PKlQx#)xQk>S5y@_L20
zT)(86@mGpARGeA`l;X4F)++yH-GNZZ*$Au1&yl}uJF$v?i1}T!3&xJLR^U(gdHr@w
zB_F=%b%&3^xt*K8g7n0O_dMKs7NRsN@(X<IsH;h0L}7d5rz38>B%J&FT5g;RQ=v$C
z8ZSN|yrz7L7Jm1-%ku<cbs?N4_uz)Za(FFvK+o_CS;}uim>A#)u!4ql>-a32yDnyk
z`N!mD4PA#QCyi*1<GzI`$;R!?u7TIPX#r&LpxTDvy(|gy>w5>XU)dKjozXZ0BhUQ1
zW?n!PzG$LcX{%J-rw4!eF;zDY6#Ir+-GG|WIY?%oWwG>yqg>uxeRdvWU>zX-z88`x
z#b^G*w_iVRaWkg9*syIb&^i(}RU{|M3HTw}r$tpv7$3z(Td3g1SP&bNVpc>qptazy
zfhjIM>ASTevu7R3)aF{`FJLxQi5i#OpRX-EshSBCXLb~L?2HQ7V=qsPZ${ItCG5v>
zk5A`@^t2?tJy*j1`m^?Zm7(<cAnua4`}d67w@DjNl*M9G<jklU%%S|iFXThOrKs#>
zOeevgoJ7pPObE4=^hUh#(P-XCQ6tlrdJauk4a%D#^Rs3DPAeOJ6Hg!64-j1n)_m*p
zeLy?%g&*|1|2dm`1L^K%mru3YX`T<l#&B&aSJX@9Qg|4Jj7%;G|J{V6`;I|^{deP9
z%KPy%vqxwBkG{nd=yy+&^c1cDaKli7*mYa?b-o_;&~SkE1-#4B5H@WRZ$5m;@5u_m
zXsJ1X%U~wHgbs(l;z4&~*rDb%?MB6iKh#P3u85e-Va<dTO#|y+2vwOOT}v!Bs(GXz
z0)t2bnz}t*vYZpSPv0?1^RTyh<$TyhD!bC7&Fd;D!fs8xit#aY0tvmC+I<ds>M74|
z8L1;|tAmzmLYoiDzq2*6MvHq9t1z0OsL#Em0+`0BJa;NF&%H?$Dk$~g>ln3K^t8mg
z5n?@4bf0Q*KXKHgSej|#BjqwQ!&i`$^ip-@U7{knBAkc#+@c~$9{>0ewTD#J?Xe(G
zMKJ&yCTa>N49@nq7;V#@{Aa<yWhrx!Wk_izM8xpZN6LJgn5HBU8m<-4={LT|-ax#7
z-^TvKo;1GWxZCT3{>5dW@+tgdfTqR9Hv-@`xDFbIV`k*Ro}sIJkK&}Exy_v9Ibu+w
zjE)D&mpm9J)F$cV2vqrbN-@ZKdIw@+<F)}F`IOwvjh!?AS=2-_3-c!?YX~9Vrgc90
zA5Rv^a%6;w5glX8hoOJ6Zp+Q}ZF2H%xC^Opl+Z`Oo-%YZ9Or7Vh`BGp0J_im%{kGg
z{J+DU5=iWu_4J<C-c5g-X4C+zpx=B7)^s;onbt~a`WR@dn|WwK5gA?~;#rZUXvGXo
z><XgHZGvl~!;_g*HaLxy->RidEfXIWheX3ZeS7`Tx=B45!i3yTlFG+|5X(ivgG}I4
z6*pQ#9{s5QFuB7{x1Knixkp$eZ@R*j6T<2W(L7tcXZZ=WRA|aVi-K1?$-<hYH}^9X
zBoqKOOUSH#pUH~gtrx|JDtL{^7N0SAKW!UMQLFO@^23v;?shnY)m)Uk^lH5Bsw)n#
ztZ8i3L8BiK`l3z~0f*SKfSErvNY^BX-qBJ|bi{yMLeKFg6Fk<p9Q*!QA?IfT%Y@rd
zqy*Hs?p2b4jN>pG+!r)TC9LT$GV^LS!Hxa?wY8KhwXhHtZOJ9F@<A#pi-StpRsUHu
zigH90DV*Npy1B}d4^dOSZdX*x`ZbbNJ!aUdD}K`pSR7(jR|XYaYp+Dcsxsjde^#V4
zSl3L7_Xw8hd0+}z&!GygrO0_d?p$(!bHO7eio(#lWn)a@z~3@1C_x0sUr;)r6~J)$
zmg+g(SDT?PX3N#!;7<XF3T>tO8xNY`AH|L5hjz2N$WRA9Wx!{F6X!FG6J_{SNBAz;
zo*NU4Pf6%J1onDHlG_zsl!{7x^GaXFgi(V}TRe@P=K=N}JAUysD)&7|0S9Q`{*!;e
zGFQL<FVT?6)|%txMpic0oeruu%DvnAQC<tK>itUYQ!L`g$`?r>lHj^KSn569+(>3d
zqREu>K^U}*k5*2k8OWg<wIw7xj@5bm-f>MYs&nG0!%|KdCL<<|MepctLr!($gl0@w
z(a!-cN*@koV1`V+^>No;2AqWm7}Ggau7@M^KcN-pB5Xxi9M9MLHW6eQq#!biYMRb%
z;iB7;Jw1xxqYT#VSuJwW(`*XowiRV99P>LW5gZvb6*?(acSC@5<LO(HgXSbTL!I&Q
zE(~~_BIv$fHR+(g$>*z}1ij={%rXMV)Uw|M^tMMWv12R5pQM}lL`=HPd_zTI6QWHI
zJiXFXuWB@qHpNh&#PzdeGlSAb+xl~7stjqGDP>Z+Qtz#Wg;YsOi57K(dd!E}kv<0%
zNyf8rAawiX;6m)mJfXK~2+-R|1;BO4Qmx-Zk?43u<4)vUiEg1vOCUV>)8^ZeasC;4
zU#z6tKnNH-wFkG9oSA<iP`7B=>Y*-;U2iCIG<OyC%^*XRi%Li?2J;N%%CP!7z~*w2
zbv1=_NfRkse1sPS&EtDjPCMxk({@jlVke^IHf);0^W3NvN;mT`vlm8EFHd_+!611N
z{wT&B(jf07D4O26o(hidAKC3rI`8Dh#u(x(Q=*OJM&>vKlHTHF`@FK$;nD^yMiGgz
z?cD?q8Ly|a8p|n^xEs5|%ONyL0oeN-U}7YcISzey>SxyI{j*vX<ddM_APSC)KbXw0
z!7zVR*II@HFw3FO`Ka<Xi3p|X#V96oX(D@E&sU6G1pzvBXI^O}kF|~ekl_NA$WFJq
zJ>_CwThg|zJSJg>OhJGLmrlJ{1eFzoz=aviJYv+bs8*&gMAhD&hcg&h?eE6T{mv=c
zPV4bsCJG=_Ka|d?tWyZ}TWilCiYYdLView~&MUSk@YsfGPk6fCrF_ECg(^tUG)mmW
z6O(>rcKqA%Y_RQG)rlx|<$_6hGt?kb55@G@Uo9H9S06FPczMl20O#UOuu*EfgsvjK
z=cF`Jg!~2gA@BT2t@3-^P=lTsGmUUkbL#l6jGb@bEzKfAEe+T2ir4t4o`1*bj~o+O
zAcIY2PqbBxA01weY}%IL*yjHIKM_B%aF2(1)K@7(AdkkC(brX`;OvMJa2pJ25jANS
zH5&yo`JITW^A*)?`r64JfE#N-YU2R5!G}lu)JU-FK$GLi69dBPfJ(PXDmp6wYFRa#
zKm&YsU0@&KVAAuyuKxI0v9BWhzz0P1FxmZvQ>JeHYN_Wi$RUKNJG7V6(t+hlc;!Hj
z2_~mH2>LPs_HKO%qpJ|9Mz;@0LxQMsuj%h+G^9cKL|a9bj5fY93xuNJy0%$F(^vw=
zuz;F?l|1N#Ok;7pc@WGJqA&&3$tGsGIC*~Q8O{qvKz8C7f^DinUsxMukvhHIJUMPe
z2IhP4ntd-?85N*?Zo{X6dPN>Ob=Q$H|Mc7?+NRG&Oa0Iq3PAcGv(dJmg2M_ifjXbm
z`4)eHlfknEU^h6E+NNqBbH$vst5s3B#7Wud05`y`m-b+S2v1^%Vo|&dc~YnTp0dE-
zCvJstzl4Zea6&BUaoJeHpm%5b8-auxwEmJBR%I_GGyiY|k_(s!kvSHd0~UkZGJ3*6
zX-)7ovrySe)b4J@7-5claf=3D@b4ELAl_5B9iCneMwC#1_ag`0LBo~1d50@Hr|E6n
zF1f%Q_Qcw0lUeNq?EL!)mmw-Er4|?De`IIl3El#3Y5oxBJ6w_O))jhSdC~eN1qacv
z<|7rZ0f4CCxQW?;VIheBliUzFy|VjTy#`Hqi=};hk5Iar!IiIit4hfH_T}sgkC+o+
z>sZY^k>#@(!PbI}fu##!<B$-hV3To2_FI@6|G8Vhy+-nCw$a{(PdMwqU~_F~3tSXC
z6`a%B|8l2^;l1|XZdY>XGEf6^6YA-7RsEJrw-y!s2J<^Gv@)O>*PzrCb23*!nolx&
zAK6>aAnSgxs#rnZ0V;2AC-WAFgJN=}(_86thX~*u#zuJ&i7P@BY)xVqjKaMKe+fBC
zqM)%9!nmjkMj(#VQ1OPX*ddj3nh~4|eW8K*0Sgj&Sru+*>@U>NC6m7chRSw@ALkt@
zC^t%4d#}kJZ7q$?8UUrdeK@pW*c9hK!5bQ^8RwgR85-j-iCGH1=9yoRf89tYJn&HD
zftEYvTpUoHBIiKDr98ZscnA|eg5NqRaF~Q~q>K{8Mp_tS+Ag5#J~depU@O59I4vl1
zbuII{tt-79u7Sg};1I(Whj%ijEZ|IjNQjmZpz!o(T)ph4_|f&*g#!iTm5S<jj8LMo
z*u|^EeC|8`=UL&!sDJ6#0&%d0-?w&$gOvHH$i(QKEl75nvl<_TK#~;Cefo<~2>86K
z<YY4u?mT0UOP3pP=I`7MggiTrL&S!9#41e|g?^w0&@rtG#pv*bRD>G>J9bA6QsI>p
z&q}k(<tD%0DGU;-@P6CJOg&*gUNf>Zm;x#>h&WEum0;5eeRc)_h|Sl^ON5>Ne;hqc
zzyk4$&o&A1s$S<bl0|AoN8fd}@A@<~-+R!E{*qH+%$GM{K2>W_4LZm7Af#yHk;Hbk
z)y0#o{%I>5ZQxbclNco-2-Z>FXOA2Vs!CbeI*MuXlM}JkM~`{DC9%#->uSSmAoL6?
z@L_@!Y`y59VBh!wk{L#NQs7Wd0x^116l5<0C+tEzLErUJ??qthyPw%}I%poi;7(`(
zuZ&_}ZTu2D@b%`@8;$E6V-EU_VO5A&9hr_*Pw&0AXx{3KDhC>R@Gn9)3W1#?o7#b|
zqO6l$DDa`zo4tJ9<DyX#Tex7LZ$p)l_nU(PPFYeN>{GyP2IpQXNV<APO41F^E&))a
z<H)POX&PrWB5Hf$qfW)5NnGo+!b<_@3zu{w7cK<M=2)@3Oh{)hAkVe3Sbvvc^!MC1
z#+*kn(dTfAP6D<<k1?{VhGwAi-GLaJTLbQ_niq8z&!HL>>y3hZL{-Z2uS6=&Jw^AT
z;xXk|dHH*V?GWWi9m+>9!n7`i`^e>fHh&pE%ZuyJraB40Hlb93h<n>bX6eHmfnjbb
zoLcse)@(cBiD7M&I+Jc&)9t6y^=XEYb>lNEj=*J#(F|iiQp%lk`KoX2`t5%zw@`S&
zGX+>Z1)y|qZgGHDeae2aq?2EWGN7-#hq*hA)u8id_y)}h6aNq*SEke^VQ*6_$`Z#j
zSbALI&vQwx{9I<p6oN*26(<iZlU(H-WzB4T2jZ8eO!!PTPG{=pOV5g7ltMO&rZmq{
zSnzPkQ#ip(6B3o9X%<$cv)h`}xUOQoASvCgoFDoLI(nd4t{u&U6n6EvJb6cC4*?XR
zG8}+y#un4ZW(bn13~Q3Dt3`=10epfco@#f}MWBK*y;r5yr6@<>eZ}YCqFT3n?qaF9
znO`$(mN%oj#6j&9M<T`CEQ@pmI{K~qpFE!fI%-V*tO;@?(qHBKxNPHN?6sY%-M&=+
z#a$woY)0##{H1ceV~+1P?Wn8=Z{ziSA5>wdaqG~3I&<p=#7S|;)B#>VY4M@WPOj7$
z%l<qtB=N9(1O6MnG%YpwbM6es`$59_#prD@|2=I}cO~<~pT!m+Jv%=Z*PnNmfjmw7
z=!dOJQHn6z%kG78|Gu?*Yx%Nrgcyb@5+0b?n2!wkt?dcf9USkOg_j<BUa<alN#?Hg
zeel9X|8CbVtBplX5n~*%K7A!I(GtV<HYq;w`ZptR+pXTRzTo5TTU4!+WMu3@GZ+}<
zts;<<Sp}pY-E6#%0(l^k3hC>X!`_(>WfGcsizz!4hNak7tP12$-R*6QUe;mW0oh{%
zg86$|2ree|hX!!yQ=*>tIRN;yCQJE(+ft2YXpvaZ<8w~T<C8s7o~(WjH(tInmyGrw
z9aN1|m2wR?3;k*H=i{V4vjqXB53C8Rub}wRyp~}8Joh8rNQ+fjIap$K@Q?)Ub3VXG
z-LzKjEx#{)sZk5YMP7rY0Wm~ht0?3_C>Akw>fJ*Lm2;BUj?>tFi0jo|P4R@tTe(Yc
z7Wyz>#J(m$hZWXTpb^&Ro@o{!#Wg9zCT?0a+~$MDo57M~T>gGtBxFwQJ_W84nE%dv
zbA<G?Kd5$O5kVd8U^sTiY>Yb9k4LU=WetHoYj)oJkRcvRKiMH%1B;7S<oUi8vtoq7
zTNPEu$z@-(fU5c&YOs^A#r8=@t)tBo=Ji-YNk9apQtMkRIAp4$@(=z1b(tOl&yVq?
zA1CPt87f2spU`#jD-=_4E!G=3N8aqwJslbk@vZGJvMrl5_Xr>2!BK#3;dCm{9uh7-
z&qb_w#s=Rvy5lI;m{Ab|lmw!3THP_GdM&0j-gUR5b>Ig}LaiHbTS=TMuv2*`)(B#5
z>{rp4(&w1FRH-&+DwTrb-!{%V+diI~$bFjP&y1H_y594|Y|x&B_;V727v0##;+)v(
zl_>UBe}Eae`cxZ|=f#l#Tr=weNYR9+9(=?8E=XDb^J*(dn~IAJzM<(eN<A^nW<NCH
zkQ;|VC#Kq~8W{an(yj~(cXLTOW#)#P7fZ&5+qIIQDss%?HgyJ~=`H#Ync4r#<s@KU
z-0>LLprpc#bXZzy(wjI_5wH^^-@9rG()F))1^oBEC*#D)i~;w6EEupuC&k}d%)WjV
zS;0%a%z@{TdLY^A4mcG5JmL1vp&LM0#aE+wb;1AP(2K^bq$wRqYTh;DZ4Vb03Z0~u
z*Hx#Z=C66>hNOuPGGCPgaEzh2cM%t-S7!)YNhX*m5}oI-M)==Qh8n}u>}uQXbhZ0n
z7~&4TanKcqrle>IDDzfWoJjc@hSy(fZ?yfFZ4oWUqsqmGKHjr2PJIPcE+Psw#8vfN
z{CwPsQ$~MKN@TI9l9Kyb<^b7xDI#mSiB-LhUSl%r3u+Drm{4I0{#c)mKloCL|I_wV
zDag=C_&__p?rs`&T_gU$5t0P#sf{>6CmDxE<#ncDf+Hb$6>7wB{*p%Ev^Co;r-Pl;
zd6bzniFK?+xD5yqB+*nd=u-#Xln(FXUOQ(egv6ao0H(Ajo9dCkYPW9a4+GoT&!-73
zZL2;bK(5i%j{y}%JcH?<V=v=V4IP-j)~~Tp>2xb-h?aYC!~aA9U6M-`wr|MXSqS4c
zTM3h}^>g77M>&V}(f*4b#gr$r>x8qe;4UFpdS5H4@&kb1PE2a33R=?CMd3YVTLYb~
zH~N#o)mpM_b|C&AP4L}f>V&V3tJobeFqoD%kn0WUNp7N0w%Z<P9*G1pSp5JH;E+WA
zdc^tGc<cK>+NG+|{s?6H)3#gBJ$qC8G$Ke+L5M&mrb(fx5ZuJ2-DR>)SC!3CgpMp1
zk8@`UKx;GyN&HNpF0j^nq?LE5ly1e<b@RB+h=RkGp^~zfQ@hwKi4FP~i};<4Z^C*8
z>c$tICdnzuf@~*lF~6_2q{c81J)J?iuO#=pY^K@0SwWV#_4Y%P0aMJZ66H%jiMmr!
z1DNWfGc-ZigXokqDtC%Gq!}gdmEz+7=IB-0Q<-x!v}7Z3K%2$ilIFn)7s#8ugHVo>
zYKXXJff+#f;zwV6?SPI6q3;&(p=f$d6=2q{y_Pb1*o+`RV};=7R~<3+jej___OjRW
zy};-lXme@W2F$6n#s|8Z81M;b6Xizix6XI`EXe(JW%I82><m8dZSKIN?p1S6<%qvs
zi(9`WHE&yB=noknTQJm@g;oV#B`j1wUK&01O}I?PMiSUFW*=S|^tjt9l3kp;+#-T2
z=wv==|64|G_cX;k`ekgmnFT@nbmWZsuZ0uNvA1*{t$$Vu$TN9Ny>OJfl0%4nA4Yh%
zyc(4OZ(24sB$(V*sC{L7{+iSG)i6KxLJtsgJP&I@$zFJ0pLND{)#-08F1o0*ojuQ2
zCyB;-IbH>>A2<5g18?rQO2&lkD=bnbuEE@1d;XzFg6dC~<M~MwQOAT)ma=T+RxiT?
zHp}ZawN7#Hu?E)5vCFx7-=U&wjBJLVgoQ{zobA)MWyGl!NOv=)X1bA1N3}O+?g(E-
z55dLh$_UnpTJ=8O4f7Da*C(O}iO%%9s-CbAmu{=iYw))}6!8RV`-avPNJgom9#(Ej
zcwK32=pyX7WQG_`jCxuG);taq?$UVYOZw!cO2sUx_arOWD1(^$31JT1;<Qn+um+w5
zZLnL>pPJ@+(o*ch&zr)EGp8K!)&62lQOsEeolf1p+qJ4KbC2MMXi>pznf*?E5?EHZ
zUG}B2&S@uSb4jxL5zH}bVVzaK6+Ho;9Bi-(#gg6K(O$4$lxmSpOpe-$3}GYog~iWB
zbgV?_D{8_Yut(E9nbrXD4eP98wh+GMo_#LyZ%;|n;_PzyxPxjJ&TEjgtfi;USV**8
zGo8vO_{}(rGE%Hw0pOLulXS=IC@jwlj`#wr#&ItXb5*k*(_oaf2i&D@+co%!rm$xi
z;jrLaWN`JjUVUw&x3@j{0&C;{yG~VfSyGC!tGWzpwPbnH%<)@vl1$k^fA!GeiAL1Z
zEXG!t#edWG<4B29{dGr@a<q5^v^h5+sf7Gsk!?j7?-*i+8f3vqo5rNvuHNLf4^4|i
z{{FG?s?w9yt~MiqRQ_HffL~UQViikEXsA0m0$KorX)JRyax!32$PWcOy(|PQR(W{S
z7=O5dXwr0x)JYIX`&emtRO}xAyy{_+PZdT3bt{I1SvhRqPPPF45_rcd`Y-RPpa9Ld
z#(U^~4f^V@f4M{8y3s8$!yKvH@UIqCqmzf$eSpewC0>EN>tnP*>=(|hE5E84BW>V_
z^FmzqyGns3y7--jC}~g1|L)cs5;FiZRX5HePAzhjXCP$HNl|T{8h(;Deu<TJqG5BI
z*bit(p%bakf64n;Fx&*&sFnWUCL-PE|3XWxbqKK{T9y~kcRZV<2WS0w`XT<-otEln
zmukFKV@@qGMG)|h&R!EIF(MwNDvB`cqXu>7jkd9j*rYet9%Kfl=*4o$^0D;zZS`0-
z|2UONSCuW}b&iS8?dsD|tBx_BoLvFG6n(uSFK!i*o&YBi8ox2%^v*LterIGfliTx|
z%!s@43|Qv*0yR-{GoYUO5Vir(9WUZbunerq8-OQ1|Bl2+RWap$Qf;2)*D<Zqw>heO
zB6D3ALP189a7FeE5s|VYT5Cy`8TLqZ%<)Y|Nz^Igo-d#SOI__f*m`io4moH?Wz^fh
zMY~Mgs+e!)VYT6{g)?rs)k0y{9NYrFhEZa|L=eDHosQf_<tKsCU>wEx546^4tA5*M
z&Sb{w2))Y4oJS_60r*uTBvz?%yWtbWBat9@d;Lx50hWy#_3fR4MRxyN@c{L#9ScQf
zuTJ6<%Zf(l8@S-Z&Hm0HYdU?y951<Ulee2}Rq#pWvh|P6P6?q1K1_Tzb(K^o;LPT2
zp6w^NL({VZ^*nFHu_*_WnxD1x9o!|Y^i3NQy!zS6y04VxY@HK~sRod${g%wy9y@0h
zI#pBMecYCCL(j}#eXGGawg6Va{Td{h8Iui0nrP*Hq{v;w5D!h+AnV{Xg^iLVPCK#%
z0USO?Oh6jv?ydZsEJr)_3|1AuPV`o^Ra!_|r1T+NrKV$L^S@&(4dCDIeKttD!9PFP
zV`8#3GD%2=jnq7ege|`3dQj7vTt1-h^@0ckxnntRKe@&k#tR)Pflcm4Zenxkh=R^;
zlrT357_>T~ZFt-(Y`}resmAvsuQ0WRMK6M@1W-;M90sPKi8_C-qUKT76dr%@Xy-BV
zzkV{t&ErWRad1YkkMMyj!O9TZ*ZtljDO)X0oI2HG57Ob40x!jwsCs4+yX><^&Q}vG
z>gX_&w|p8A^AUIdB_RR$`5B^V?O~_E)5XJd{4P@1qN!9$U_K8@N(I`J{qXhjOZFyw
z?Mj84QXdJnS`upARhw5g{ZKVE%c#CjT)ia_uV=+w8{wD3{Znurzk32sjcxFy`hro$
zVKE&AFegUIT59)#^M@2yC7W9kQ3u670M+C7XYDW|<idLEvW%Qol%}g1xz_rR74k~h
zQ^j>8=!m`Y&FslQ@oN)uyLdOP>-Wjm_TSPy-KvYvd7ZpM?Sf}1V=iiBFrNO&Z4z(-
z!$pwLT$?yn;l_{}h9Tf^5SRlA-Aw#Qg5!FXTJv$oDW^zYg`2SDnWV=9J<&6e9lAz(
zXZ(=)YQ?r}vBj-R%J5?`n&Hz(P;__~f)Zj~P!^;5jgP{#5ykKPV|1d(6h+mS@KhIG
zcV=E+Z(mwach_N&hS*9X@Ws$ugJeAGVxvya{$+Q~a?(f21`*pKO{QZ>S3o~7;sG&E
zu`JKynvqNWD^%!5OCLjE0I-=lRq(+2mhi9m&B1>`<^LK=W$ZzqMN~<rcz70l&DIKR
z9=z3&(|AXdy0EF65}kTBfll%pGYw%MyB4o3BE7aOq6%RqS`w?tWQks(?Kn4{-W*cJ
z30RV8`mSxfF`tRse`S546iH#PmT_;IVhoWL;()W9<kpa?8kvq`C1Eg39H?KHbKf^g
z2H<QUs45&L#&O>Am*ROq9zrJgIIdL_;CXjmc!W)!JhjUQCvxmz=U657S*P@dxuvt0
zGbK>WfWOB)l`{+``Lq{XQTfl7>%ceps}W<n-2|2It8*B2H(NA7$iS;{kcQ3!FkmsA
zLU?$cf$?tJ`w+Bll1LIrSA!yGAKEu4Wdv5Ey#DX_<XT$vonuJ;G8^-Y<CW=f=;<m{
zTy8`m>T569krRl9eJG2g=810mBgMP5eq__}CteP7IzM0(iyBluKlNkd<>1>Iyy=gI
z{xLTAH{|Fng?qvJh&6m;s1@Xu`U;py1N9{FK%R{g-F!$G%FAQYU-gKj?cZvuR)F7^
zG8^(4X7GOqm~CC#TuqSPn=T%M=?z!>%2A5o%6TMXSwcm-{}oIByMIW*#Ju9I$wD|G
zuxOXFNM-W)4dppz(rpw{?n?C@1pIx5IYn;-D!2zHwZ8?U9dEJu(BiDoaLdM6F|MCQ
zha&pR`1|1S03JtSXbGE<$5(3{G)kM4u0b-LTw7I6TSTtCI)0<-aUKW9O=z3BEMfW*
z4B>Rumy>wBpN7PAVd}8!3YL7~F`>xxyw)g#(XUMSH0gcTLrCH*mpGTOrOMax`mq|l
zciuc8J&a>$kzdCF?e>2!nB@-r^}g|j@{fhm?TFC)C=pDs1O0ob$fp@IUgap-&Fk_^
z-!7z6fLh;4&BP&qgVb*dagJHvf>l--i>s(wOnmZfS;Ci}em;Xz`?#j9!4_m<Y`d6i
zFbvm{2U>WZ@A_hBA^Le25hElRq$Mp%-F0gyD3{aXYi{K(Mcu$7eXE$Ah{-vl*|Q%f
zVcnxPD6ow+G4Z5<rmud#69Qi1obm}jCFAs?Hsh(pTjUiqYddSzCE+TB)K3lpM-<Ok
zCPTuB3fch_jX$W`#*m_rpJ~?e@tMeAE6SEC368Fskzfn2^0u>jv17y7YwuQFFoD`p
z2~=|<i$+ks_{!(s$vn5Knloq~X~`!UUGfvN#KIGGO+34O6yV{!)#eFtnlpLGa3G4(
zuxw|sxL$KcCpJPbT1_<dBrTMfT`)KMN@*VDummcz;p40l0bm(!flol0X^_t7*=w-i
z{2d>V*N+~d>-=M&vnrbh?OSJCL3WSOdp4UK58#roU%Ff-UK6Yhh@+Ay3JPRW6hh7=
z?0lhjkLHp|G`J@d?5L?#JGK1^S(x#wq`u~VA{!UeI$E-KW_Mp}8^)PmUc8z@kOs{Q
zG`B~E_VeQ&UJUx;q2N#!4~ab{5Bd9f=UO%n@}9`ScUnE0aZw9Rax?3_;r~U%KCkLn
zUg(I=E)H+*+a|FfK8{iR?9W+*jvHdVW98*cKK4fOZG_1DM}2fx_g|u_FhAjsKsicj
zFh8eOM5HHYS$N002xbnK5jt!vf}eyX?7=kbi|&OeHD4agj>i1*Z{5nif{MENn!>Xr
zEHjD^EM_I`)OGC^3Ep;#Os9-#D44@qa93}VKm!7w)m&Y=$ooqI%|z~mJ<B8&!+os(
zh&ZB}HHmuXyl=)U$o4HQj9K4jc`c}8*9MtZe5@s--qMEYR6m2$P0#)qHx+y7?sx@%
zXKOs`)sUr+e^Z6SG8yd-zwAqsr+8jD-%HZdn6^F#xcf+;*GA+$es%UhCts!Lw_&M*
zkdt~UW}cOcxl<UEClV#(x*-7}-DwvKW`yEA?A=MhyYgzhmNlrh>_&aCD;*R7$mkBL
zmHWu#?)Xaq3*%&K3yL^MkqxFmF1ScGlHDliB-UBz;DvTQYbG`$#3p5?VIfs+)2C~p
zHRhC2<YMwHxC))-%zEmHE`k8VUTmR=0ouQYWoTIbe64rlSJet7;11$&2osV6lO<O{
zRf#10%I+LM4@o9NgbI!KZ;#4?{M;&6P&6Y-vQ4VjsE+ZTtp!wl$wy(f1fPcWBcrSj
zh}LLcx<(cEc;Xy;vLr6~!QahwVR*kb#dKBJzho9C8bqKhH1!c^angQHltueS>Gd0?
z88B?UakXg5An<G++N`Yd|Mu5S)ufWve9FDZVelD#)dgo?Wkb^ZLAu0jBU|f*@C5Ia
zY}uX0lm-7Py$`6gnb;68B~EI{098V&R5QLd_sX^OfTBYudpC53v#PpQ(K8~o2*%MU
zwJSQQZG8!LUw(*oRZIZA_E!+oWV590Wtz><Nx&f#gqE2bOfOpQ)jB6wt>(9As&jri
zGclaAVRgy!AIr^?bvqsz_VJ)+_kC;V6DZE%kJ&`SKOUFfrA3sf%Usjll1~jlkI60&
z$4JBzmi)IPXS0kl-zk_L=M9%BDF=k{iM;r}p%EN=S#HT#ca)V~Mm>y20$UZjdInfR
zLVjw`>(<Qd+KQ6PJ5Kv1GO<m4SyQ9|p+Fld0{Hn~1>&%@BqGc~@Tv3r?D5?)!_cvx
zHpcvK5W5wDD^QOh=Dp!JQf4Uy_<!ju7K<l>u`F0Hhq(l!wbBg3B#l8-$v&>q(`pMi
z3AbSxlP}B@3$6zwj+m;N%>lI00t?wXf}Z19>Np0Ag}r}cpPklvm!U|Ov!V??^Q!)k
zC|*X%Aa;8*L-bUo_?k)(KAO`Y?OyMS%NZ2h0f9D~K;h>en0`-Y-aD$}$GueBDIORv
z|D8Fc4NLC2`X^;bxU6CkT!u?{>08<S7J$^kaSv-Gv772xJ<<J#cKj+;7J+YTt?IDH
zi&0wpom3eP%JS(f$=TY#R?oiFNj`WR6*|lFrUy*JMl&+s{Q^iY!=~TL@bOEy3S<MB
z;CbH&3qKjQQ(p+EHx>0<UJA)xF^KE2e$Pfj*{Mq;YF7$aUtgzu9tBGRN;Gx~5h)YT
z3`l-`+t|IrnXjESgmm+v?$jh_+WoEN6b-B#5po%{-QoQBpg`1{nsMIv$DCuFt=Ih>
zXh-t^J|jc;XB?gSUSJzfk_+O1H@HU+?jpA(S>EK;OGjtREVwWo(mW)Mr`;L`cnw?}
zY;0@HtvGw<UGacpoA63qS`%<?tz~w!m@M6GC)ifXhkspk5pE|jo(8oe!{??z2b2&Q
zog65LoGYrr5lvfM`3#0+5W1G|#5-Qt<C-X3v5unem17mb{W)tUk6yGR`f0;tmmV@9
zapVcnp_=55^5p!E8#|e=>FGXOqaH_Kt@Y90noWnxrw&S8^hB6F*iLXBnbVG0iy-E7
z=e7^_E=cmBMs%osUQh}|w;!eQ?Wiq)J`9=vQUb<E*D*W;4Vp&|&(XY;hVO@DQg7lx
zjrcxzO|J$d*%lAv!ULhd`^b%>Cin!==bL~(8TfDwN}3!Lt#X-rK4NUdpM9oNT3L%#
z(@owr=h!oc(`;!G%rHg~Pkp$>i4$7B54V;nPj?+*9kCe`d<&L<UiQ%j8EJTxMZ?Y|
z$cb41OCRcG3M|fSl%U@K6TT-p&WW9v;5ICE<TJHf;p5P;B!E@?X8tSQD3&8v65zSs
z$8$;1`+#{|q&N^1uDmv(OS98F#AI0Gwt^EB1XMk3v<Y)rm3e-o50Vs%#54rerk>}6
z*Vzw+J!Bl2Ieh^t(Gu#F9vK^lEs*!Tk${bFBBXft6efxE1bg*BY3eQ)am5I>_l^Xn
ze=f1D1y&9zok0okxfl)ubNf2?aCsxJI)v%X-%;*yS2=tl!*Z#~JUK0x#6t|~a3Vxw
z%`wq?wxYyq;bgI*gYGkt*J%K(lx~SYAt6!Ivjo~TD@z9;R#7m^p(VPT-(#OO<q?Q|
zjKc>UW_@Um1=P@(Ar;2fwg^KVlbxK9&bMY~qy+G9C5B8YC|~wnR(KF|TFwIiM<ib|
z5b0#>cJ)iUDjx5`&~V~)lONpr5rTPvc7<*fdq_&5I~br89$kAJt%Mh`jeTT%Q}4N2
zpB;tZca0CMU0#Qy6_oISGVzIgvPY^PAJBcG{rF)HGacI=kyq{vv~}&Uz}Dvgt6aVU
z5?u^qzq0N#rzSXPJ9(m`2he5@=OR}rXB&0}Rj3_f%nQMFiu%E`alP5Umfx4$Niw^q
zI?;1NI@2s?*iNXu6=9Mb6V2YHIx%(X>zh8@J_kCP|Jox8ckitU8}&a8bm~2pZ7o`B
z0!X&F#>B=~`*N^VZmPyt#T^JaM?!8j;CLZE&P_}uQeM>f&>%Q}KSzz)=6nV+GgOex
zGOZzGw|a9DV<`%OvBRD;rD7(4%lO#7AVzA=HC2w|&wJaoA?o!AnJ6wwl*tF;Tizs#
z7R#vKDB|LYWlWp-k8Gx+ap%Iw!0K!%StrKsqkr=6SW-mtQlIaZa`lCzalVsehR#@V
zk(H!`bvh*BpQTe78qkn^YU?Z4B#x5iTSdj=1y*V?|LK7S25BRs>JTxOJ$So}a2b?3
z0vCnZb$a@V9-4zD+jtB=uhRa>MH51{g>MygE#U?L45Ha>@P9QI(DeIMXfy*EG<JvR
zY(2=(i71_&Xp)>P`r`mKAA>Im_R1(E!ik7+!C?e^ux4rA{1W0M9+VSekY!Bc5#{P^
z$ycc&n;xH}slkd^RFOhC8LxCy4xD`y9)^Tv)6y?Jxt^}KUOVv1mx#nO;_FnBgaagx
zoII<HWUOlG+e#JidLps3X5~<t@;=VeIB+6YQBlCO-sYPZi!M%+a<O(j0XC7U5m@mN
zH3DoOVTHug)Q<~e3OV03k|uj5E!bXg!C?Tu*o5LQjoqe=3VWJv`MQ5ls|rbyF$BYE
zo1BS!Oi9xD^L6gccse!@RB)t@^1yNbKd-bCoe2ZxVnv~%^#{fVO0LRJX6*PPFQ}vC
zDIrW5>wFEgijDr5WZtID?4rG2f3K6M@*fL;$bohp1(D8)kb-={p}gIBZ8vY%6cy`K
zdRWT6Cez?FElR>+U%_LNP`;LEJFbG&kHqe3JUuR$8zwCYN@aGCDLl1xk~xE9+4S9Z
zXNSJ&=#SP`k_kDl4z^C7xHxmI&4NvCs=#ZM`2o#k0r4(ZwFc5+6YQUKaF;KlB?8)G
zR{8e}Bz&oU`p+G&nCm@agmZCA3oK#}x6_#14ww*#QDNHBt~L<6w@WD|!;5&`bxTI9
z8P2jL!2Tx{%!Z{L&i9Vv68VWHo$b{m_KN*HoX}Y}W`{s39E^5@PF|2Fh0GitbJYxO
zGXS|3D21Z(Sxl`P7^yXV>SX=d^&c_lMrukgp9Ab&k{Cb6l2_!8t19XoyfE<BYM887
zEQ|@8ni{OpR1WH|^Gc}0S*b_p!PLEgm?gv)XyZO8R`iy8mTmsc%~sYAV!$UoO$N2Y
z+)#a)IIG5aVcU3-^n6|r00Q>Js6MD#r_c?t43Q;7mS3&7$p_>(Sf{}aHTQJx9tK6v
zu_`2VuSr>Hg(%Naj%6n(vQ(j=3@(_`I<jQ)mNIEQ)pP(v<%v!UBylCooLaU2)KF36
z`9J#cL*cQa+y6{!k5I)KfIPp1ZF8oSY*GU$ZRJt1!kdcxOF$9Bj)}!OUFiCYL=Xyt
zYL|1L?kQ|)06r^(^9(!}gV0LE!Xp<G(?{=q+-+^mgVSS;vcdFz_R@uTdkCTEO&DgS
z^iAZOaX#cC3!2hVLMg4_*~Q{xH2eV1cG_VQAoRn65IyLGs5iIFYb#LvA0<svKU~L0
zXa6u!$n~j-SgH<`BU4d1RC>SP^0+>G>K@B{f3`?(o|^$u9U@;mcPXpF2HAj=i@R)2
zH4G+)jG6fsFD(c)Y)%Thq!zh5{{RRjdqix;iPN~Z%kL5A<*0UqM~KtLfWgz^J@S#r
zyBeWP3(Bt6BV%SWE}4=z$sV|j>w*o)4?_VWsY&S1!9p-~xB<aItg=Xg{YhD2r;pYr
z-5vCLw>ViTwZ~&!5)t_eCM7*}-w+?Qpe?&buQkViJa}pDT87RmmHHV5@TzAq+h*ts
zQ2xLA+m!|I5(v0{R2E7vN@x9l=2b(F3t|jB86sq|5)Z?$4BmNo1kQhMzgY*rJTgZ=
z0PQ(puAOtaym!5qU-?m+1tN-4<{d0A`V+}-*AS*fRN5rwsiRj)z%p0F0h+oMj3^&Y
zG?ht)VTeT5ioSSaKmTrygiO9RPBiV`=a1RnIA`#pd&i!4>Xn<9u-oWYDnW->gugY7
zs!h`dZL1L4VJXNM^AP62vduBW2~=5oLer)8IWww#k^YgAKfw3MJlA*{bIe{`l1HkO
z^MaFl-ESqQ7gjJ6jf(*gj<yKSlPMw5DUyy*p|_bYPsGqWcicUi#Yt0X>S<S}!;>L&
zMK|>3Q7bpdE~RYAM@+N1j9aPmMurSq4~sYn-T*=2M8a%8Qd`FFMKfudri*Kx|2T2~
z$ZBB^b}`BIc_Gab-FGP{N)@g!3dkuAh5_m)(4u&iRl#XS0Ha9QGJ1k_9uLR-ItN(D
zyE}tydO+JFmYU%SWuMO@1dZ*As^gyRsA1K&EeQ_VO5)Cd{izP<JF6-B@9k?<A5ECg
zrR14vZRg@t_5h0dA;Qnn3PL%z>N5vj38u@t(*ZN+R1PFw&wvIUav<Wy-)KoL9EWDm
zy)8T8+T^OLEF%$I9))a#AqA5$MLEYmA80G~-rhSdKQG_Sjo|xyleBL>V(}2myTTj@
zyA7dGD1tmg_6|^-U?Xnyfx8CPw3=_V%DH+~g^8%LG(~}b<DQW^-+a~<#qqb?s1O%$
zc&7s<zdcl*pLzIE@K$oUR3n>T{16;P+SZzD)Ah$Hm}iYF#_|r@sKDd9LPWZ_MDotA
zo;;Mah2|ZC3W3HrudADk93J--eIvOAs1hC&!2BcHi)9n&^gL=gwf2`8(g~DlpL+T2
zzNPSsGaxC<@orOQ?nD)-xLQR(8Vu*`sZ^<O<?!J*EaYdkJ%ilbX+>~+1CPY;W3jx$
z<IDpO5{}JMa5w^}doj5|f!klRQBAg0Z{OX@ID^n9u`=z>Ka>aPq(jh3;HQfdsDX2`
zUGH>I@N&~~LL19uKX7c6*`UyV-)t0ZM*I>bQbf;oF$zuBxJP#3mC>Pf(RA}lvZx$3
zsyz-LoRjgBS@6)vn7YEc?^@&sF*Y2zkCilXnHfAmUqy+3oMbc;<@aYNArB@(n}JW4
z;FKXU9CIX_)(diTLvsBzS1{IA#R%|=zrbNMH#@fA59Ozkbm=cdcw^uxcn5k;C#haw
z>{-0Cy0k);^Shp+e5OGsxmQUF5>4oj)YDa~7A2tMen>ZrQwPb@hPU87oJZ%kT1A4F
z^!1ksf%x4e*{xF6Mny$ZCpGWKQwok$Q{0`9$1`O*&c)6dkYF9boc-bfbboK=Ivye-
z+&L#RCkHU^yGEed-W|HFXZmrPtErCJyWeY=LeU4EY9THchrLx&ieF*Y78b~AZ6&D@
zSDGaJ;`XF_LpC7qZ&5lU@4BB<S#};Q!NYONI)bMKv+->(H|f53-CXj|*ZW4PBNfoE
zUZdotPnu(O%(?3hJu)=U&WET7)(eVH7%fHl&w*S{h5JzY38-<W#9ip>g4gNdvL4!H
z%!~fSR11r~5(uJf9}(t=HYk7w2PU%FAW(r?@6iBNe*RFQ#(mG*eJpJ%<D%jK`3z2n
zoh>t__rH@*7RF??Jxoe(wY4<WfAP2wnb6G#U<ow7_qx+h)nN~(ugZX2o$<vAQ4lAs
zpwz{fXI``#{MAEfl$O~>@axrZf^n%4k647K+V@Zr_G#rHTDppZ8s2mnZZ{>f`jNqk
zgAmn1F-uX#smNLEW|KcCgQHoqp3YHy4X!Wnwg%ofgbee+D*`R11I4y&EJ<Yi=p5cI
zl*@>xZp7>37|0~=```Of18ZUvzuy!({8e6pRm%Q7yzp}yzT!r0)(J%7$cUs0W<mh8
z0aNG4vXSarAT%A~R$$6|>|vsFMvE^}#3bLj6MG<v7|%I7hKa^sQ>-DNv?_rDr<5)v
z3rhDT1Di3X>NC0*DYn{)6%~!QKVM?Ms^>?s_L#)^hD*rNZq%PrV|mBvhQUd6D;mUf
zgk|;8pQ^bAmgf{!_`wU{4)@_e|4Q*#9>&XH;j)1^-m@K0980H=jwXSJeer2h`3qW@
zq1v<YOa2evY*BJ)3XCP`FWEzM-@DaU>FlL63#-8*=<_B1--xEf&k8yg@#U>c0=1ye
z02P(L8TRmV+PAO1y5}O)u+|Cu@iUQX98y$|e$Cj2mf@2om|@J&T<b(eY-L|v6FpcV
zfs5`on#*$)mvwt(QvAMfD?!voCPu^LlgCtsHNbWoN^aSu3?MiGoaDtXc~5sfQR=<y
z7kE7oDu5_s-YUzNq7(Pv)}@P<x~w;eapN_zhghPr44L8n674%!5xe(;n;@8bvv`N6
zQ6;!`5h2gPFUYZP^_lzygks7SS!CyN1^KM~(4u>)+IY*+99wQ?Evi2DZX^2QpzMS<
z=-7>|YS~j`eUXz)Uu(S@f}r+(1ikYt)%fHumq`+jhO(iji46OW|K<oYNan~mc_)hU
z@krQg{)ZK6cw+OW<5*4ZAVCRD+G1ewf2s-1P_DHzfH7xpy7SK?K9?1ZO-`QYWympt
z&9|!oPcY5;I#RZ^AT*nG1ZMX&)lpL;w2N8Bq``m??Yam76pjO_R@bXm{eCeT;s_3)
zDD}}3!QfD-mi-pa3<8JjGcHkA#A+R-P16-N+T(wR)jukwmQkCg!0iiLILAu3Ik^X;
zM%3B@3n#nL+pl6dbl7MedPx-)qJ?+a6&H!{Lx%tudQ7eW0pz>{sN$~y0001W!Ar}V
O<555Z000000a;ofGf<uY


From 92396daeb0b512d50a3fa8988fd6e014395ffe52 Mon Sep 17 00:00:00 2001
From: A Wokaty <andres.wokaty@sph.cuny.edu>
Date: Wed, 29 Oct 2025 11:38:26 -0400
Subject: [PATCH 04/15] bump x.y.z version to even y prior to creation of
 RELEASE_3_22 branch

---
 DESCRIPTION | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/DESCRIPTION b/DESCRIPTION
index 19fa816..e7ce92e 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,6 +1,6 @@
 Package: Ibex
 Title: Methods for BCR single-cell embedding 
-Version: 0.99.34
+Version: 1.0.0
 Authors@R: c(
     person(given = "Nick", family = "Borcherding", role = c("aut", "cre"), email = "ncborch@gmail.com"))
 Description: Implementation of the Ibex algorithm for single-cell embedding based on BCR sequences. The package includes a standalone function to encode BCR sequence information by amino acid properties or sequence order using tensorflow-based autoencoder. In addition, the package interacts with SingleCellExperiment or Seurat data objects. 

From f238de551abcd24a27dde360a157a93a05aeb122 Mon Sep 17 00:00:00 2001
From: Qile0317 <qile0317@gmail.com>
Date: Sun, 2 Nov 2025 12:16:36 -0800
Subject: [PATCH 05/15] remove rlang import

---
 DESCRIPTION         | 6 +++---
 NAMESPACE           | 1 -
 R/CoNGAfy.R         | 1 -
 R/utils.R           | 1 -
 man/Ibex-package.Rd | 7 ++++++-
 man/Ibex_matrix.Rd  | 4 ++--
 6 files changed, 11 insertions(+), 9 deletions(-)

diff --git a/DESCRIPTION b/DESCRIPTION
index e7ce92e..c633b86 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -2,12 +2,13 @@ Package: Ibex
 Title: Methods for BCR single-cell embedding 
 Version: 1.0.0
 Authors@R: c(
-    person(given = "Nick", family = "Borcherding", role = c("aut", "cre"), email = "ncborch@gmail.com"))
+    person(given = "Nick", family = "Borcherding", role = c("aut", "cre", "cph"), email = "ncborch@gmail.com"),
+	person(given = "Qile", family = "Yang", role = "ctb", email = "qile.yang@berkeley.edu", comment = c(ORCID = "0009-0005-0148-2499")))
 Description: Implementation of the Ibex algorithm for single-cell embedding based on BCR sequences. The package includes a standalone function to encode BCR sequence information by amino acid properties or sequence order using tensorflow-based autoencoder. In addition, the package interacts with SingleCellExperiment or Seurat data objects. 
 License: MIT + file LICENSE 
 Encoding: UTF-8
 LazyData: false
-RoxygenNote: 7.3.2
+RoxygenNote: 7.3.3
 biocViews: Software, ImmunoOncology, SingleCell, Classification, Annotation, Sequencing
 Depends: 
 	R (>= 4.5.0)
@@ -17,7 +18,6 @@ Imports:
 	methods,
 	Matrix, 
 	reticulate (>= 1.43.0),
-	rlang,
 	SeuratObject,
 	scRepertoire,
 	SingleCellExperiment,
diff --git a/NAMESPACE b/NAMESPACE
index 9bf1cfd..9fe3887 100644
--- a/NAMESPACE
+++ b/NAMESPACE
@@ -30,7 +30,6 @@ importFrom(immApex,onehotEncoder)
 importFrom(immApex,propertyEncoder)
 importFrom(methods,is)
 importFrom(methods,slot)
-importFrom(rlang,"%||%")
 importFrom(scRepertoire,combineBCR)
 importFrom(stats,as.formula)
 importFrom(stats,dist)
diff --git a/R/CoNGAfy.R b/R/CoNGAfy.R
index 2bee708..7b737fb 100644
--- a/R/CoNGAfy.R
+++ b/R/CoNGAfy.R
@@ -192,7 +192,6 @@ grabAssay <- function(input.data, assay) {
 }
 
 # Calculate mean across individual clones
-#' @importFrom rlang %||%
 #' @importFrom Matrix sparse.model.matrix colSums
 #' @importFrom SummarizedExperiment assay
 #' @importFrom SeuratObject GetAssayData
diff --git a/R/utils.R b/R/utils.R
index f9d50e6..b1ddac7 100644
--- a/R/utils.R
+++ b/R/utils.R
@@ -3,7 +3,6 @@
 amino.acids <- c("A", "R", "N", "D", "C", "Q", "E", "G", "H", "I", "L", "K", "M", "F", "P", "S", "T", "W", "Y", "V")
 
 # Add to meta data some of the metrics calculated
-#' @importFrom rlang %||%
 #' @importFrom SingleCellExperiment colData
 add.meta.data <- function(sc, meta, header) {
 if (inherits(x=sc, what ="Seurat")) { 
diff --git a/man/Ibex-package.Rd b/man/Ibex-package.Rd
index 7759772..1e11fea 100644
--- a/man/Ibex-package.Rd
+++ b/man/Ibex-package.Rd
@@ -42,7 +42,12 @@ runtime; no manual setup is usually required.
 \url{https://github.com/BorchLab/Ibex/issues}
 }
 \author{
-\strong{Maintainer}: Nick Borcherding \email{ncborch@gmail.com}
+\strong{Maintainer}: Nick Borcherding \email{ncborch@gmail.com} [copyright holder]
+
+Other contributors:
+\itemize{
+  \item Qile Yang \email{qile.yang@berkeley.edu} (\href{https://orcid.org/0009-0005-0148-2499}{ORCID}) [contributor]
+}
 
 }
 \keyword{package}
diff --git a/man/Ibex_matrix.Rd b/man/Ibex_matrix.Rd
index aca412e..97610bb 100644
--- a/man/Ibex_matrix.Rd
+++ b/man/Ibex_matrix.Rd
@@ -84,6 +84,6 @@ ibex_values <- Ibex_matrix(ibex_example,
 
 }
 \seealso{
-\code{\link[immApex:propertyEncoder]{immApex::propertyEncoder()}},
-\code{\link[immApex:geometricEncoder]{immApex::geometricEncoder()}}
+\code{\link[immApex:sequenceEncoder]{immApex::propertyEncoder()}},
+\code{\link[immApex:sequenceEncoder]{immApex::geometricEncoder()}}
 }

From 93c492bdd42630e819efc7d3ea18bdb003fc761c Mon Sep 17 00:00:00 2001
From: Qile0317 <qile0317@gmail.com>
Date: Sun, 2 Nov 2025 12:24:12 -0800
Subject: [PATCH 06/15] update NEWS formatting

---
 NEWS | 197 ++++++++++++++++++++++++++++++++++++-----------------------
 1 file changed, 121 insertions(+), 76 deletions(-)

diff --git a/NEWS b/NEWS
index 82536fc..8fdd431 100644
--- a/NEWS
+++ b/NEWS
@@ -1,60 +1,105 @@
-CHANGES IN VERSION 0.99.31
-------------------------
-* ibex_ensure_basilisk_external_dir no longer importsFrom basilisk.utils directly
-
-CHANGES IN VERSION 0.99.30
-------------------------
-* Moved data processing script out of vignette to inst/scripts
-* Added ibex_ensure_basilisk_external_dir with basilisk.utils
-
-CHANGES IN VERSION 0.99.29
-------------------------
-* Adding internal .OnLoad() function to handle basilisk lock dir issue
-
-CHANGES IN VERSION 0.99.28
-------------------------
-* Deprecated `quietBCRgenes()`
-* Converted `Ibex.matrix()` to `Ibex_matrix()`
-* Added Install Instructions for BioCondcutor on README and Vignette
-* Removed references to Keras3 Installation
-* Removed LazyData TRUE statement
-
-CHANGES IN VERSION 0.99.10
-------------------------
-* Added information to example data
-
-CHANGES IN VERSION 0.99.9
-------------------------
-* Examples now check if python is installed and running
-
-CHANGES IN VERSION 0.99.8
-------------------------
-* Updated example data to 2k HEL BEAM-Ab from 10x
-* Converted ibex_example into SCE object for compliance
-* Large revision of vignette to fit new data/format
-* Added species argument to runIbex
-* Updated CoNGA handling of assay for Seurat and Single-Cell Objects.
-
-CHANGES IN VERSION 0.99.7
-------------------------
-* Integration of Ibex with immApex
-* Updated Seurat object to v5
-* Updated support for SCE format for ```runIbex()```
-* Update ```CoNGAfy()``` to function with all versions of Seurat
-* Updated ```quietBCRgenes()``` to use VariableFeatures() call for SeuratV5 and backward compatibility.
-* Add ```getHumanIgPseudoGenes()``` to return a list of human Immunoglobulin Pseudo genes that are kept by ```quietBCRgenes()```
+# Ibex Development Version
+
+- removed rlang from Imports
+- Reformatted NEWS file
+
+# Ibex 1.0.0
+
+## Major Underlying Changes
+
+- Integration of Ibex with immApex
+- Updated Seurat object to v5
+- Runs using basilisk instead of reticulate - no installation of python packages
+
+## Feature Changes
+
+- Converted Ibex.matrix() to Ibex_matrix()
+- Updated support for SCE format for runIbex()
+- Update CoNGAfy() to function with all versions of Seurat
+- Updated quietBCRgenes() to use VariableFeatures() call for SeuratV5 and backward compatibility.
+- Add getHumanIgPseudoGenes() to return a list of human Immunoglobulin Pseudo genes that are kept by quietBCRgenes()
+
+## New Models
+
+- Added New Light and Heavy Chain Models
+- Encoding methods now accepted: "OHE", "atchleyFactors", "crucianiProperties", "kideraFactors", "MSWHIM","tScales", "zScales"
+- Sequence input:
+	- Human Heavy: 10000000
+	- Human Light: 5000000
+	- Human Heavy-Expanded: 5000000
+	- Human Light-Expanded: 2500000
+	- Mouse Heavy: 5000000
+	- Mouse Heavy-Expanded: 5000000
+- Trained convolutional and variational autoencoders for Heavy/Light chains
+	- Architecture: 512-256-128-256-512
+	- Parameters:
+	- Batch Size = 128
+	- Latent Dimensions = 128
+	- Epochs = 100
+	- Loss = Mean Squared Error (CNN) & KL Divergence (VAE)
+	- Activation = relu
+	- Learning rate = 1e-6
+	- Optimizers: Adam
+	- Early stopping was set to patients of 10 for minimal validation loss and restoration of best weights
+	- CNN autoencoders have batch normalization layers between the dense layers.
+
+# Ibex 0.99.31
+
+- ibex_ensure_basilisk_external_dir no longer importsFrom basilisk.utils directly
+
+# Ibex 0.99.30
+
+- Moved data processing script out of vignette to inst/scripts
+- Added ibex_ensure_basilisk_external_dir with basilisk.utils
+
+# Ibex 0.99.29
+
+- Adding internal .OnLoad() function to handle basilisk lock dir issue
+
+# Ibex 0.99.28
+
+- Deprecated `quietBCRgenes()`
+- Converted `Ibex.matrix()` to `Ibex_matrix()`
+- Added Install Instructions for BioCondcutor on README and Vignette
+- Removed references to Keras3 Installation
+- Removed LazyData TRUE statement
+
+# Ibex 0.99.10
+
+- Added information to example data
+
+# Ibex 0.99.9
+
+- Examples now check if python is installed and running
+
+# Ibex 0.99.8
+
+- Updated example data to 2k HEL BEAM-Ab from 10x
+- Converted ibex_example into SCE object for compliance
+- Large revision of vignette to fit new data/format
+- Added species argument to runIbex
+- Updated CoNGA handling of assay for Seurat and Single-Cell Objects.
+
+# Ibex 0.99.7
+
+- Integration of Ibex with immApex
+- Updated Seurat object to v5
+- Updated support for SCE format for ```runIbex()```
+- Update ```CoNGAfy()``` to function with all versions of Seurat
+- Updated ```quietBCRgenes()``` to use VariableFeatures() call for SeuratV5 and backward compatibility.
+- Add ```getHumanIgPseudoGenes()``` to return a list of human Immunoglobulin Pseudo genes that are kept by ```quietBCRgenes()```
 
 ## New Models
-* Added New Light and Heavy Chain Models
-* Encoding methods now accepted: "OHE", "atchleyFactors", "crucianiProperties", "kideraFactors", "MSWHIM","tScales", "zScales"
-* Sequence input: 
+- Added New Light and Heavy Chain Models
+- Encoding methods now accepted: "OHE", "atchleyFactors", "crucianiProperties", "kideraFactors", "MSWHIM","tScales", "zScales"
+- Sequence input: 
 	- Human Heavy: 10000000
 	- Human Light: 5000000
 	- Human Heavy-Expanded: 5000000
 	- Human Light-Expanded: 2500000
 	- Mouse Heavy: 5000000
 	- Mouse Heavy-Expanded: 5000000
-* Trained convolutional and variational autoencoders for Heavy/Light chains
+- Trained convolutional and variational autoencoders for Heavy/Light chains
  	- Architecture: 512-256-128-256-512
 	- Parameters: 
 		Batch Size = 128
@@ -67,16 +112,16 @@ CHANGES IN VERSION 0.99.7
 	- Early stopping was set to patients of 10 for minimal validation loss and restoration of best weights
 	- CNN autoencoders have batch normalization layers between the dense layers. 
 
-CHANGES IN VERSION 0.99.6
-------------------------
-* Implementing GitHub action workflows
-* Adding testthat framework 
-* Deprecating clonalCommunity 
+# Ibex 0.99.6
+
+- Implementing GitHub action workflows
+- Adding testthat framework 
+- Deprecating clonalCommunity 
+
+# Ibex 0.99.5
 
-CHANGES IN VERSION 0.99.5
-------------------------
-* Added geometric encoding using the BLOSUM62 matrix
-* Trained classical and variational autoencoders for light/heavy chains with 1.5 million cdr sequences
+- Added geometric encoding using the BLOSUM62 matrix
+- Trained classical and variational autoencoders for light/heavy chains with 1.5 million cdr sequences
  	- Architecture: 256-128-30-128-256
 	- Parameters: 
 		Batch Size = 64
@@ -88,13 +133,13 @@ CHANGES IN VERSION 0.99.5
 	- learn rate varied by models
 	- classical auto encoders have batch normalization layers between the dense layers. 
 
-CHANGES IN VERSION 0.99.4
-------------------------
-* Added chain.checker() function to allow for uncapitlized chain calls
+# Ibex 0.99.4
 
-CHANGES IN VERSION 0.99.3
-------------------------
-* Updated models for manuscript revision
+- Added chain.checker() function to allow for uncapitlized chain calls
+
+# Ibex 0.99.3
+
+- Updated models for manuscript revision
  	- Architecture: 256-128-30-128-256
 	- Parameters: 
 		Batch Size = 64
@@ -106,19 +151,19 @@ CHANGES IN VERSION 0.99.3
 	- Early stopping was set to patients of 10 for minimal validation loss and restoration of best weights
 
 
-CHANGES IN VERSION 0.99.2
-------------------------
-* Updated models to include radam optimization, early stop for min 10 epochs, and all trained on 800,000 unique cdr3s
-* quietBCRgenes() now does not remove human Ig pseudogenes
+# Ibex 0.99.2
+
+- Updated models to include radam optimization, early stop for min 10 epochs, and all trained on 800,000 unique cdr3s
+- quietBCRgenes() now does not remove human Ig pseudogenes
+
+
+# Ibex 0.99.1
 
+- Added detection of chain length to function call
+- Added support for direct output of combineBCR()
+- Modified quietBCR() to include constant regions and J-chains
 
-CHANGES IN VERSION 0.99.1
-------------------------
-* Added detection of chain length to function call
-* Added support for direct output of combineBCR()
-* Modified quietBCR() to include constant regions and J-chains
 
+# Ibex 0.99.0
 
-CHANGES IN VERSION 0.99.0
-------------------------
-* Initial commit
\ No newline at end of file
+- Initial commit
\ No newline at end of file

From a407b1bf593fdf93ab993e866aa8bd4bcd22033b Mon Sep 17 00:00:00 2001
From: Qile0317 <qile0317@gmail.com>
Date: Sun, 2 Nov 2025 12:25:08 -0800
Subject: [PATCH 07/15] Increment version number to 1.0.0.9000

---
 DESCRIPTION | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/DESCRIPTION b/DESCRIPTION
index c633b86..ae66fcd 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,6 +1,6 @@
 Package: Ibex
 Title: Methods for BCR single-cell embedding 
-Version: 1.0.0
+Version: 1.0.0.9000
 Authors@R: c(
     person(given = "Nick", family = "Borcherding", role = c("aut", "cre", "cph"), email = "ncborch@gmail.com"),
 	person(given = "Qile", family = "Yang", role = "ctb", email = "qile.yang@berkeley.edu", comment = c(ORCID = "0009-0005-0148-2499")))

From 5e5b10c9e3ed909a0108fcc70dc62f61dc5ef153 Mon Sep 17 00:00:00 2001
From: Qile0317 <qile0317@gmail.com>
Date: Sun, 2 Nov 2025 12:26:18 -0800
Subject: [PATCH 08/15] add bbsoptions

---
 .BBSoptions | 1 +
 NEWS        | 1 +
 2 files changed, 2 insertions(+)
 create mode 100644 .BBSoptions

diff --git a/.BBSoptions b/.BBSoptions
new file mode 100644
index 0000000..c51a3fc
--- /dev/null
+++ b/.BBSoptions
@@ -0,0 +1 @@
+UnsupportedPlatforms: win32
\ No newline at end of file
diff --git a/NEWS b/NEWS
index 8fdd431..167ee5c 100644
--- a/NEWS
+++ b/NEWS
@@ -2,6 +2,7 @@
 
 - removed rlang from Imports
 - Reformatted NEWS file
+- Add `.BBSoptions` with `UnsupportedPlatforms: win32` as per `basilisk` documentation
 
 # Ibex 1.0.0
 

From c7248c89dca0cf8d29952a422525b037c2a991d8 Mon Sep 17 00:00:00 2001
From: Qile0317 <qile0317@gmail.com>
Date: Sun, 2 Nov 2025 12:28:56 -0800
Subject: [PATCH 09/15] docker

---
 .Rbuildignore                   |  6 ++++++
 .devcontainer/devcontainer.json | 13 +++++++++++++
 .gitignore                      |  1 -
 DockerFile                      |  8 ++++++++
 NEWS                            |  1 +
 5 files changed, 28 insertions(+), 1 deletion(-)
 create mode 100644 .devcontainer/devcontainer.json
 create mode 100644 DockerFile

diff --git a/.Rbuildignore b/.Rbuildignore
index 989c4b9..d809f26 100644
--- a/.Rbuildignore
+++ b/.Rbuildignore
@@ -9,3 +9,9 @@
 ^__autograph_generated_filezt06eymn\.py$
 ^\.github$
 ^LICENSE\.md$
+^\.devcontainer
+^\.trigger_build$
+^Dockerfile$
+^dev
+^\.BBSoptions$
+^\.vscode
\ No newline at end of file
diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
new file mode 100644
index 0000000..37091c3
--- /dev/null
+++ b/.devcontainer/devcontainer.json
@@ -0,0 +1,13 @@
+{
+    "name": "Ibex devcontainer",
+    "shutdownAction": "none",
+    "build": {
+        "context": "..",
+        "dockerfile": "../Dockerfile"
+    },
+    "runArgs": [
+        // to use GPUs in container uncomment next line
+        // "--gpus=all",
+        "--name=ibex-devbox"
+    ]
+}
diff --git a/.gitignore b/.gitignore
index d618e1c..df54527 100644
--- a/.gitignore
+++ b/.gitignore
@@ -2,4 +2,3 @@ docs
 .DS_Store
 dev/
 .vscode/
-.devcontainer/
\ No newline at end of file
diff --git a/DockerFile b/DockerFile
new file mode 100644
index 0000000..ff09f8c
--- /dev/null
+++ b/DockerFile
@@ -0,0 +1,8 @@
+FROM rocker/verse:4.5.1
+RUN apt-get update && apt-get install -y texlive-fonts-extra
+WORKDIR /Ibex
+COPY . .
+RUN apt install -y libgsl-dev
+RUN Rscript -e "install.packages('Seurat')"
+RUN Rscript -e "remotes::install_deps(dependencies = TRUE)"
+RUN Rscript -e "devtools::test()"
diff --git a/NEWS b/NEWS
index 167ee5c..ae6d534 100644
--- a/NEWS
+++ b/NEWS
@@ -3,6 +3,7 @@
 - removed rlang from Imports
 - Reformatted NEWS file
 - Add `.BBSoptions` with `UnsupportedPlatforms: win32` as per `basilisk` documentation
+- Add Docker infrastructure with `Dockerfile` and `.devcontainer/devcontainer.json`
 
 # Ibex 1.0.0
 

From 04ca1768c2194fd6951b9ff6cea36c20c9dc5bb8 Mon Sep 17 00:00:00 2001
From: Qile0317 <qile0317@gmail.com>
Date: Sun, 2 Nov 2025 12:33:49 -0800
Subject: [PATCH 10/15] markdownlint

---
 .markdownlint.json |   7 +++
 NEWS               | 121 ++++++++++++++++++++++-----------------------
 2 files changed, 67 insertions(+), 61 deletions(-)
 create mode 100644 .markdownlint.json

diff --git a/.markdownlint.json b/.markdownlint.json
new file mode 100644
index 0000000..cc51b65
--- /dev/null
+++ b/.markdownlint.json
@@ -0,0 +1,7 @@
+{
+    "MD007" : { "indent": 4 },
+    "MD013": false,
+    "MD024": false,
+    "MD025": false,
+    "MD033": false
+}
diff --git a/NEWS b/NEWS
index ae6d534..637ff25 100644
--- a/NEWS
+++ b/NEWS
@@ -1,9 +1,10 @@
 # Ibex Development Version
 
 - removed rlang from Imports
-- Reformatted NEWS file
+- Reformatted `NEWS`
 - Add `.BBSoptions` with `UnsupportedPlatforms: win32` as per `basilisk` documentation
 - Add Docker infrastructure with `Dockerfile` and `.devcontainer/devcontainer.json`
+- Add `.markdownlint.json` to sourcecode
 
 # Ibex 1.0.0
 
@@ -26,24 +27,24 @@
 - Added New Light and Heavy Chain Models
 - Encoding methods now accepted: "OHE", "atchleyFactors", "crucianiProperties", "kideraFactors", "MSWHIM","tScales", "zScales"
 - Sequence input:
-	- Human Heavy: 10000000
-	- Human Light: 5000000
-	- Human Heavy-Expanded: 5000000
-	- Human Light-Expanded: 2500000
-	- Mouse Heavy: 5000000
-	- Mouse Heavy-Expanded: 5000000
+    - Human Heavy: 10000000
+    - Human Light: 5000000
+    - Human Heavy-Expanded: 5000000
+    - Human Light-Expanded: 2500000
+    - Mouse Heavy: 5000000
+    - Mouse Heavy-Expanded: 5000000
 - Trained convolutional and variational autoencoders for Heavy/Light chains
-	- Architecture: 512-256-128-256-512
-	- Parameters:
-	- Batch Size = 128
-	- Latent Dimensions = 128
-	- Epochs = 100
-	- Loss = Mean Squared Error (CNN) & KL Divergence (VAE)
-	- Activation = relu
-	- Learning rate = 1e-6
-	- Optimizers: Adam
-	- Early stopping was set to patients of 10 for minimal validation loss and restoration of best weights
-	- CNN autoencoders have batch normalization layers between the dense layers.
+    - Architecture: 512-256-128-256-512
+    - Parameters:
+    - Batch Size = 128
+    - Latent Dimensions = 128
+    - Epochs = 100
+    - Loss = Mean Squared Error (CNN) & KL Divergence (VAE)
+    - Activation = relu
+    - Learning rate = 1e-6
+    - Optimizers: Adam
+    - Early stopping was set to patients of 10 for minimal validation loss and restoration of best weights
+    - CNN autoencoders have batch normalization layers between the dense layers.
 
 # Ibex 0.99.31
 
@@ -92,48 +93,49 @@
 - Add ```getHumanIgPseudoGenes()``` to return a list of human Immunoglobulin Pseudo genes that are kept by ```quietBCRgenes()```
 
 ## New Models
+
 - Added New Light and Heavy Chain Models
 - Encoding methods now accepted: "OHE", "atchleyFactors", "crucianiProperties", "kideraFactors", "MSWHIM","tScales", "zScales"
-- Sequence input: 
-	- Human Heavy: 10000000
-	- Human Light: 5000000
-	- Human Heavy-Expanded: 5000000
-	- Human Light-Expanded: 2500000
-	- Mouse Heavy: 5000000
-	- Mouse Heavy-Expanded: 5000000
+- Sequence input:
+    - Human Heavy: 10000000
+    - Human Light: 5000000
+    - Human Heavy-Expanded: 5000000
+    - Human Light-Expanded: 2500000
+    - Mouse Heavy: 5000000
+    - Mouse Heavy-Expanded: 5000000
 - Trained convolutional and variational autoencoders for Heavy/Light chains
- 	- Architecture: 512-256-128-256-512
-	- Parameters: 
-		Batch Size = 128
-		Latent Dimensions = 128
-		Epochs = 100
-		Loss = Mean Squared Error (CNN) & KL Divergence (VAE)
-		Activation = relu
-		Learning rate = 1e-6
-	- Optimizers: Adam
-	- Early stopping was set to patients of 10 for minimal validation loss and restoration of best weights
-	- CNN autoencoders have batch normalization layers between the dense layers. 
+    - Architecture: 512-256-128-256-512
+    - Parameters:
+        - Batch Size = 128
+        - Latent Dimensions = 128
+        - Epochs = 100
+        - Loss = Mean Squared Error (CNN) & KL Divergence (VAE)
+        - Activation = relu
+        - Learning rate = 1e-6
+    - Optimizers: Adam
+    - Early stopping was set to patients of 10 for minimal validation loss and restoration of best weights
+    - CNN autoencoders have batch normalization layers between the dense layers.
 
 # Ibex 0.99.6
 
 - Implementing GitHub action workflows
-- Adding testthat framework 
-- Deprecating clonalCommunity 
+- Adding testthat framework
+- Deprecating clonalCommunity
 
 # Ibex 0.99.5
 
 - Added geometric encoding using the BLOSUM62 matrix
 - Trained classical and variational autoencoders for light/heavy chains with 1.5 million cdr sequences
- 	- Architecture: 256-128-30-128-256
-	- Parameters: 
-		Batch Size = 64
-		Latent Dimensions = 30
-		Epochs = 100
-		Loss = Mean Squared Error
-	- Optimizers: Adam
-	- Early stopping was set to patients of 10 for minimal validation loss and restoration of best weights
-	- learn rate varied by models
-	- classical auto encoders have batch normalization layers between the dense layers. 
+    - Architecture: 256-128-30-128-256
+    - Parameters:
+        - Batch Size = 64
+        - Latent Dimensions = 30
+        - Epochs = 100
+        - Loss = Mean Squared Error
+    - Optimizers: Adam
+    - Early stopping was set to patients of 10 for minimal validation loss and restoration of best weights
+    - learn rate varied by models
+    - classical auto encoders have batch normalization layers between the dense layers.
 
 # Ibex 0.99.4
 
@@ -142,30 +144,27 @@
 # Ibex 0.99.3
 
 - Updated models for manuscript revision
- 	- Architecture: 256-128-30-128-256
-	- Parameters: 
-		Batch Size = 64
-		Learning Rate = 0.001
-		Latent Dimensions = 30
-		Epochs = 50
-		Loss = Mean Squared Error
-	- Optimizers: RAdam (for amino acid properties) and RMSprop (for OHE)
-	- Early stopping was set to patients of 10 for minimal validation loss and restoration of best weights
-
+    - Architecture: 256-128-30-128-256
+    - Parameters:
+        Batch Size = 64
+        Learning Rate = 0.001
+        Latent Dimensions = 30
+        Epochs = 50
+        Loss = Mean Squared Error
+    - Optimizers: RAdam (for amino acid properties) and RMSprop (for OHE)
+    - Early stopping was set to patients of 10 for minimal validation loss and restoration of best weights
 
 # Ibex 0.99.2
 
 - Updated models to include radam optimization, early stop for min 10 epochs, and all trained on 800,000 unique cdr3s
 - quietBCRgenes() now does not remove human Ig pseudogenes
 
-
 # Ibex 0.99.1
 
 - Added detection of chain length to function call
 - Added support for direct output of combineBCR()
 - Modified quietBCR() to include constant regions and J-chains
 
-
 # Ibex 0.99.0
 
-- Initial commit
\ No newline at end of file
+- Initial commit

From fadeab49c63d5f15e1eefd444c3e907b3693c317 Mon Sep 17 00:00:00 2001
From: Qile0317 <qile0317@gmail.com>
Date: Sun, 2 Nov 2025 12:44:57 -0800
Subject: [PATCH 11/15] add configure files for basilisk

---
 NAMESPACE        | 1 -
 NEWS             | 4 +++-
 R/Ibex-package.R | 5 +++++
 R/basiliskEnv.R  | 5 ++---
 configure        | 2 ++
 configure.win    | 2 ++
 6 files changed, 14 insertions(+), 5 deletions(-)
 create mode 100755 configure
 create mode 100755 configure.win

diff --git a/NAMESPACE b/NAMESPACE
index 9fe3887..a7da0e9 100644
--- a/NAMESPACE
+++ b/NAMESPACE
@@ -4,7 +4,6 @@ export(CoNGAfy)
 export(Ibex_matrix)
 export(combineExpandedBCR)
 export(runIbex)
-import(basilisk)
 importFrom(Matrix,colSums)
 importFrom(Matrix,sparse.model.matrix)
 importFrom(SeuratObject,CreateAssayObject)
diff --git a/NEWS b/NEWS
index 637ff25..9b1a522 100644
--- a/NEWS
+++ b/NEWS
@@ -2,7 +2,9 @@
 
 - removed rlang from Imports
 - Reformatted `NEWS`
-- Add `.BBSoptions` with `UnsupportedPlatforms: win32` as per `basilisk` documentation
+- As per `basilisk` documentation:
+    - Add `.BBSoptions` with `UnsupportedPlatforms: win32`
+    - Add `configure` and `configure.win` scripts
 - Add Docker infrastructure with `Dockerfile` and `.devcontainer/devcontainer.json`
 - Add `.markdownlint.json` to sourcecode
 
diff --git a/R/Ibex-package.R b/R/Ibex-package.R
index 6e1a392..6ad30a1 100644
--- a/R/Ibex-package.R
+++ b/R/Ibex-package.R
@@ -37,3 +37,8 @@
 #'
 #' @keywords package
 "_PACKAGE"
+
+
+## usethis namespace: start
+## usethis namespace: end
+NULL
diff --git a/R/basiliskEnv.R b/R/basiliskEnv.R
index 5d63f7c..dd5d892 100644
--- a/R/basiliskEnv.R
+++ b/R/basiliskEnv.R
@@ -1,5 +1,4 @@
-#' @import basilisk
-IbexEnv <- BasiliskEnvironment(
+IbexEnv <-  basilisk::BasiliskEnvironment(
   envname = "IbexEnv",
   pkgname = "Ibex",
   packages = c(
@@ -9,4 +8,4 @@ IbexEnv <- BasiliskEnvironment(
     "h5py=3.13",
     "numpy=1.26"
   )
-)
\ No newline at end of file
+)
diff --git a/configure b/configure
new file mode 100755
index 0000000..c5ad505
--- /dev/null
+++ b/configure
@@ -0,0 +1,2 @@
+#!/bin/sh
+${R_HOME}/bin/Rscript -e "basilisk::configureBasiliskEnv(src = 'R/basiliskEnv.R')"
diff --git a/configure.win b/configure.win
new file mode 100755
index 0000000..dd3e17d
--- /dev/null
+++ b/configure.win
@@ -0,0 +1,2 @@
+#!/bin/sh
+${R_HOME}/bin${R_ARCH_BIN}/Rscript.exe -e "basilisk::configureBasiliskEnv(src = 'R/basiliskEnv.R')"

From 51c636994fb6bbc082bdbe55eedd215bf8f106f5 Mon Sep 17 00:00:00 2001
From: Qile0317 <qile0317@gmail.com>
Date: Sun, 2 Nov 2025 12:47:07 -0800
Subject: [PATCH 12/15] format readme

---
 README.md | 51 ++++++++++++++++++++++++++++++---------------------
 1 file changed, 30 insertions(+), 21 deletions(-)

diff --git a/README.md b/README.md
index a67bb8a..a65d47d 100644
--- a/README.md
+++ b/README.md
@@ -1,23 +1,28 @@
- Ibex
+# Ibex
+
 Using BCR sequences for graph embedding
 
+<!-- badges: start -->
 [![R-CMD-check](https://github.com/BorchLab/Ibex/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/BorchLab/Ibex/actions/workflows/R-CMD-check.yaml)
 [![Codecov test coverage](https://codecov.io/gh/BorchLab/Ibex/graph/badge.svg)](https://app.codecov.io/gh/BorchLab/Ibex?branch=master)
 [![Documentation](https://img.shields.io/badge/docs-stable-blue.svg)](https://www.borch.dev/uploads/screpertoire/articles/ibex)
+<!-- badges: end -->
 
 <img align="right" src="https://github.com/BorchLab/Ibex/blob/main/www/ibex_hex.png" width="305" height="352">
 
 ## Introduction
+
 Single-cell sequencing is an integral tool in immunology and oncology, enabling researchers to measure gene expression and immune cell receptor profiling at the level of individual cells. We developed the [scRepertoire](https://github.com/BorchLab/scRepertoire) R package to facilitate the integration of immune receptor and gene expression data. However, leveraging clonal indices for more complex analyses—such as using clonality in cell embedding—remains challenging.
 
 **Ibex** addresses this need by using deep learning to vectorize BCR sequences based on amino acid properties or their underlying order. Ibex is the sister package to [Trex](https://github.com/BorchLab/Trex), which focuses on TCR sequence data.
 
-# System Requirements 
+# System Requirements
+
 Ibex has been tested on R versions >= 4.0. For details on required R packages, refer to the package’s DESCRIPTION file. It is designed to work with single-cell objects containing BCR data generated using [scRepertoire](https://github.com/BorchLab/scRepertoire). Ibex has been tested on macOS and Linux.
 
-# Installation
+## Installation
 
-Ibex relies on the [immApex](https://github.com/BorchLab/immApex) API can be installed directly from GitHub: 
+Ibex relies on the [immApex](https://github.com/BorchLab/immApex) API can be installed directly from GitHub:
 
 ```r
 devtools::install_github("BorchLab/immApex")
@@ -32,13 +37,13 @@ if (!require("BiocManager", quietly = TRUE))
 BiocManager::install("immApex")
 ```
 
-After immApex installation, you can install Ibex with: 
+After immApex installation, you can install Ibex with:
 
 ```r
 devtools::install_github("BorchLab/Ibex")
 ```
 
-Or via Bioconductor 
+Or via Bioconductor:
 
 ```r
 BiocManager::install("Ibex")
@@ -46,28 +51,28 @@ BiocManager::install("Ibex")
 
 The main version of Ibex is submitted to Bioconductor (installation instructions will be updated after review). By default, Ibex will automatically pull deep learning models from a [Zenodo repository](https://zenodo.org/records/14919286) and cache them locally.
 
-# Usage/Demos
+## Usage/Demos
 
 Ibex integrates smoothly into most popular R-based single-cell workflows, including **Seurat** and **Bioconductor/SingleCellExperiment.**
 
-## Quick Start 
+### Quick Start
 
-See the [vignette](https://www.borch.dev/uploads/screpertoire/articles/ibex) for a step-by-step tutorial. 
+See the [vignette](https://www.borch.dev/uploads/screpertoire/articles/ibex) for a step-by-step tutorial.
 
 <img align="center" src="https://github.com/BorchLab/Ibex/blob/main/www/graphicalAbstract.png">
 
-## Autoencoded Matrix
+### Autoencoded Matrix
 
-The Ibex algorithm allows users to select BCR-based metrics to return autoencoded values to be used in dimensional reduction. If single-cell objects are not filtered for B cells with BCR,  `Ibex_matrix()` will still return values, however IBEX_1 will be based on the disparity of BCR-containing and BCR-non-containing cells based on the Ibex algorithm. 
+The Ibex algorithm allows users to select BCR-based metrics to return autoencoded values to be used in dimensional reduction. If single-cell objects are not filtered for B cells with BCR,  `Ibex_matrix()` will still return values, however IBEX_1 will be based on the disparity of BCR-containing and BCR-non-containing cells based on the Ibex algorithm.
 
 ```r
 library(Ibex)
 my_ibex <- Ibex_matrix(singleObject)
 ```
 
-## Seurat or Single-Cell Experiment
+### Seurat or Single-Cell Experiment
 
-You can run Ibex within your Seurat or Single-Cell Experiemt workflow. **Importantly** `runIbex()` will automatically filter single-cells that do not contain BCR information in the meta data of the single-cell object. 
+You can run Ibex within your Seurat or Single-Cell Experiemt workflow. **Importantly** `runIbex()` will automatically filter single-cells that do not contain BCR information in the meta data of the single-cell object.
 
 ```r
 seuratObj_Bonly <- runIbex(seuratObj, #The single cell object
@@ -78,11 +83,11 @@ seuratObj_Bonly <- runIbex(seuratObj, #The single cell object
                                           "kideraFactors", "MSWHIM", "tScales", "OHE"),       # Method of Encoding
                            geometric.theta = pi/3,                                            # theta for Geometric Encoding
                            species = "Human")                                                 # "Mouse" or "Human"
-                   
+
 seuratObj_Bonly <- runIbex(seuratObj, reduction.name = "Ibex")
 ```
 
-## After Running Ibex
+### After Running Ibex
 
 Once the Ibex embeddings are part of your Seurat object, you can use these embeddings to generate a t-SNE or UMAP:
 
@@ -93,13 +98,15 @@ seuratObj <- RunUMAP(seuratObj, reduction = "Ibex",  reduction.key = "Ibex_")
 
 If using Seurat package, the Ibex embedding information and gene expression PCA can be used to find the [Weighted Nearest Neighbors](https://pubmed.ncbi.nlm.nih.gov/34062119/). Before applying the WNN approach, best practice would be to remove the BCR-related genes from the list of variable genes and rerunning the PCA analysis. 
 
-### Recalculate PCA without BCR genes with quietBCRgenes() function in Ibex.
+#### Recalculate PCA without BCR genes with quietBCRgenes() function in Ibex.
+
 ```r
 seuratObj <- quietBCRgenes(seuratObj)
 seuratObj <- RunPCA(seuratObj)
 ```
 
-### Running WNN approach
+#### Running WNN approach
+
 ```r
 seuratObj <- FindMultiModalNeighbors(seuratObj, 
                                      reduction.list = list("pca", "Ibex"), 
@@ -111,17 +118,19 @@ seuratObj <- RunUMAP(seuratObj,
                      reduction.name = "wnn.umap", 
                      reduction.key = "wnnUMAP_")
 ```
+
 ## Bug Reports/New Features
 
-#### If you run into any issues or bugs please submit a [GitHub issue](https://github.com/BorchLab/Ibex/issues) with details of the issue.
+### If you run into any issues or bugs please submit a [GitHub issue](https://github.com/BorchLab/Ibex/issues) with details of the issue.
 
 - If possible please include a [reproducible example](https://reprex.tidyverse.org/). 
 Alternatively, an example with the internal **ibex_example** would 
 be extremely helpful.
 
-#### Any requests for new features or enhancements can also be submitted as [GitHub issues](https://github.com/BorchLab/Ibex/issues).
+### Any requests for new features or enhancements can also be submitted as [GitHub issues](https://github.com/BorchLab/Ibex/issues).
 
-#### [Pull Requests](https://github.com/BorchLab/Ibex/pulls) are welcome for bug fixes, new features, or enhancements.
+### [Pull Requests](https://github.com/BorchLab/Ibex/pulls) are welcome for bug fixes, new features, or enhancements.
 
 ## Citation
-More information on Ibex is available at our [Biorxiv preprint](https://www.biorxiv.org/content/10.1101/2022.11.09.515787v2). 
+
+More information on Ibex is available at our [Biorxiv preprint](https://www.biorxiv.org/content/10.1101/2022.11.09.515787v2).

From e97f2a6a56b6230f90c07203b91ddde1c14f0122 Mon Sep 17 00:00:00 2001
From: Qile0317 <qile0317@gmail.com>
Date: Sun, 2 Nov 2025 12:54:43 -0800
Subject: [PATCH 13/15] improve testing and update wordlist

---
 NEWS                                     |   3 +-
 inst/WORDLIST                            |  10 +-
 tests/testthat/helper-testingFunctions.R |  26 +++-
 tests/testthat/test-CoNGAfy.R            |   3 +
 tests/testthat/test-Ibex_matrix.R        | 111 ++++++++-------
 tests/testthat/test-runIbex.R            | 165 +++++++++++------------
 6 files changed, 169 insertions(+), 149 deletions(-)

diff --git a/NEWS b/NEWS
index 9b1a522..467dbd9 100644
--- a/NEWS
+++ b/NEWS
@@ -1,12 +1,13 @@
 # Ibex Development Version
 
 - removed rlang from Imports
-- Reformatted `NEWS`
+- Reformatted `NEWS` and `README.md`
 - As per `basilisk` documentation:
     - Add `.BBSoptions` with `UnsupportedPlatforms: win32`
     - Add `configure` and `configure.win` scripts
 - Add Docker infrastructure with `Dockerfile` and `.devcontainer/devcontainer.json`
 - Add `.markdownlint.json` to sourcecode
+- Improved testthat compatibility across platforms
 
 # Ibex 1.0.0
 
diff --git a/inst/WORDLIST b/inst/WORDLIST
index e6ff5b4..e536e44 100644
--- a/inst/WORDLIST
+++ b/inst/WORDLIST
@@ -5,7 +5,6 @@ Autoencoder
 Autoencoders
 BCR
 BLOSUM
-Bioconductor's
 Biorxiv
 CDR
 CMD
@@ -23,11 +22,14 @@ HEL
 IGH
 IGK
 Ig
+Interoperate
 Kidera
 Lysozyme
 MSWHIM
 MultiUMAP
 OHE
+ORCID
+Pretrained
 SNE
 Schattgen
 SingleCellExperiment
@@ -55,21 +57,19 @@ combineBCR
 contig
 crucianiProperties
 csv
-customizable
 embeddings
 gp
 hydrophobicity
 ident
-identOriginal
 immApex
+interoperates
 interpretability
-keras
 kideraFactors
 nCount
 nFeature
 physicochemical
 preprint
-pseudogenes
+pretrained
 pv
 quietBCRgenes
 runIbex
diff --git a/tests/testthat/helper-testingFunctions.R b/tests/testthat/helper-testingFunctions.R
index 316f0da..714d981 100644
--- a/tests/testthat/helper-testingFunctions.R
+++ b/tests/testthat/helper-testingFunctions.R
@@ -1,3 +1,25 @@
 getdata <- function(dir, name) {
-	readRDS(paste("testdata/", dir, "/", name, ".rds", sep = "")) # could move testdata 1 dir lvl up nstead
-}
\ No newline at end of file
+	readRDS(paste("testdata/", dir, "/", name, ".rds", sep = ""))
+}
+
+skip_if_py_not_installed <- function(python_packages) {
+
+	missing_packages <- basilisk::basiliskRun(
+		env = IbexEnv,
+		fun = function(packages) {
+			packages[sapply(packages, Negate(reticulate::py_module_available))]
+		},
+		packages = python_packages
+	)
+
+	if (length(missing_packages) > 0) {
+		testthat::skip(paste0(
+			"Required Python Module",
+			if (length(missing_packages) > 1) "s" else "",
+			" `",
+			paste(missing_packages, collapse = "`, `"),
+			"` not available."
+		))
+	}
+
+}
diff --git a/tests/testthat/test-CoNGAfy.R b/tests/testthat/test-CoNGAfy.R
index 2ba7305..72b4a2f 100644
--- a/tests/testthat/test-CoNGAfy.R
+++ b/tests/testthat/test-CoNGAfy.R
@@ -25,6 +25,9 @@ test_that("CoNGAfy filters cells correctly", {
 })
 
 test_that("CoNGAfy stops if amino acid sequences are missing", {
+
+  local_reproducible_output(unicode = FALSE)
+
   sc_example <- suppressWarnings(CreateSeuratObject(counts = matrix(rnorm(1000), 
                                                     nrow = 10, 
                                                     ncol = 100)))
diff --git a/tests/testthat/test-Ibex_matrix.R b/tests/testthat/test-Ibex_matrix.R
index e0a85c1..53eca53 100644
--- a/tests/testthat/test-Ibex_matrix.R
+++ b/tests/testthat/test-Ibex_matrix.R
@@ -1,8 +1,10 @@
 # test script for Ibex_matrix.R - testcases are NOT comprehensive!
-library(Ibex)
 ibex_example <- get(data("ibex_example"))
 
 test_that("Ibex_matrix handles incorrect inputs gracefully", {
+
+  local_reproducible_output(unicode = FALSE)
+
   expect_error(Ibex_matrix(input.data = ibex_example, chain = "Middle", method = "encoder"),
                "'arg' should be one of \"Heavy\", \"Light\"")
   expect_error(Ibex_matrix(input.data = ibex_example, chain = "Heavy", method = "xyz"),
@@ -15,68 +17,61 @@ test_that("Ibex_matrix handles incorrect inputs gracefully", {
                "non-numeric argument to mathematical function")
 })
 
-keras_installed <- reticulate::py_module_available("keras")
-numpy_installed <- reticulate::py_module_available("numpy")
+test_that("Ibex_matrix returns expected output format", {
+  skip_if_py_not_installed(c("keras", "numpy"))
+  result <- Ibex_matrix(input.data = ibex_example, 
+                        chain = "Heavy", 
+                        method = "encoder",
+                        encoder.model = "VAE", 
+                        encoder.input = "atchleyFactors", 
+                        verbose = FALSE)
+  expect_true(is.data.frame(result))
+  expect_true(all(grepl("^Ibex_", colnames(result))))
+  expect_gt(nrow(result), 0)
+  expect_gt(ncol(result), 0)
+})
+
+test_that("Ibex_matrix works with encoder method", {
+  skip_if_py_not_installed(c("keras", "numpy"))
+  result <- Ibex_matrix(input.data = ibex_example, 
+                        chain = "Light", 
+                        method = "encoder",
+                        encoder.model = "CNN", 
+                        encoder.input = "OHE", 
+                        verbose = FALSE)
+  expect_true(is.data.frame(result))
+  expect_true(all(grepl("^Ibex_", colnames(result))))
+})
+
+test_that("Ibex_matrix works with geometric method", {
+  skip_if_py_not_installed(c("keras", "numpy"))
+  result <- Ibex_matrix(input.data = ibex_example, 
+                        chain = "Heavy", 
+                        method = "geometric",
+                        geometric.theta = pi / 4, 
+                        verbose = FALSE)
+  expect_true(is.data.frame(result))
+  expect_true(all(grepl("^Ibex_", colnames(result))))
+})
 
-# 2. If not installed, skip everything:
-if (!keras_installed || !numpy_installed) {
-  test_that("Skipping Ibex_matrix tests", {
-    skip("Required Python modules (Keras, NumPy) are not available.")
-  })
-} else {
-    
-  test_that("Ibex_matrix returns expected output format", {
-    result <- Ibex_matrix(input.data = ibex_example, 
+test_that("Ibex_matrix handles different species options", {
+  skip_if_py_not_installed(c("keras", "numpy"))
+  result1 <- Ibex_matrix(input.data = ibex_example, 
                           chain = "Heavy", 
                           method = "encoder",
                           encoder.model = "VAE", 
                           encoder.input = "atchleyFactors", 
+                          species = "Human", 
                           verbose = FALSE)
-    expect_true(is.data.frame(result))
-    expect_true(all(grepl("^Ibex_", colnames(result))))
-    expect_gt(nrow(result), 0)
-    expect_gt(ncol(result), 0)
-  })
-  
-  test_that("Ibex_matrix works with encoder method", {
-    result <- Ibex_matrix(input.data = ibex_example, 
-                          chain = "Light", 
-                          method = "encoder",
-                          encoder.model = "CNN", 
-                          encoder.input = "OHE", 
-                          verbose = FALSE)
-    expect_true(is.data.frame(result))
-    expect_true(all(grepl("^Ibex_", colnames(result))))
-  })
-  
-  test_that("Ibex_matrix works with geometric method", {
-    result <- Ibex_matrix(input.data = ibex_example, 
+  result2 <- Ibex_matrix(input.data = ibex_example, 
                           chain = "Heavy", 
-                          method = "geometric",
-                          geometric.theta = pi / 4, 
+                          method = "encoder",
+                          encoder.model = "VAE", 
+                          encoder.input = "atchleyFactors", 
+                          species = "Mouse", 
                           verbose = FALSE)
-    expect_true(is.data.frame(result))
-    expect_true(all(grepl("^Ibex_", colnames(result))))
-  })
-  
-  test_that("Ibex_matrix handles different species options", {
-    result1 <- Ibex_matrix(input.data = ibex_example, 
-                           chain = "Heavy", 
-                           method = "encoder",
-                           encoder.model = "VAE", 
-                           encoder.input = "atchleyFactors", 
-                           species = "Human", 
-                           verbose = FALSE)
-    result2 <- Ibex_matrix(input.data = ibex_example, 
-                           chain = "Heavy", 
-                           method = "encoder",
-                           encoder.model = "VAE", 
-                           encoder.input = "atchleyFactors", 
-                           species = "Mouse", 
-                           verbose = FALSE)
-    expect_true(is.data.frame(result1))
-    expect_true(is.data.frame(result2))
-    expect_true(all(grepl("^Ibex_", colnames(result1))))
-    expect_true(all(grepl("^Ibex_", colnames(result2))))
-  })
-}
+  expect_true(is.data.frame(result1))
+  expect_true(is.data.frame(result2))
+  expect_true(all(grepl("^Ibex_", colnames(result1))))
+  expect_true(all(grepl("^Ibex_", colnames(result2))))
+})
diff --git a/tests/testthat/test-runIbex.R b/tests/testthat/test-runIbex.R
index 6b6d856..aa3dc68 100644
--- a/tests/testthat/test-runIbex.R
+++ b/tests/testthat/test-runIbex.R
@@ -1,8 +1,10 @@
 # test script for runIbex.R - testcases are NOT comprehensive!
-library(Ibex)
 ibex_example <- get(data("ibex_example"))
 
 test_that("runIbex handles incorrect inputs gracefully", {
+
+  local_reproducible_output(unicode = FALSE)
+
   expect_error(runIbex(sc.data = ibex_example, chain = "Middle", method = "encoder"),
                "'arg' should be one of \"Heavy\", \"Light\"")
   expect_error(runIbex(sc.data = ibex_example, chain = "Heavy", method = "xyz"),
@@ -15,97 +17,94 @@ test_that("runIbex handles incorrect inputs gracefully", {
                "non-numeric argument to mathematical function")
 })
 
-keras_installed <- reticulate::py_module_available("keras")
-numpy_installed <- reticulate::py_module_available("numpy")
+test_that("runIbex works with Seurat object", {
+  skip_if_py_not_installed(c("keras", "numpy"))
+  suppressWarnings(sc_example <- CreateSeuratObject(counts = matrix(rnorm(1000), nrow = 10, ncol = 100)))
+  sc_example[["CTaa"]] <- sample(c("CASSL", "CASST", NA, "NA_IGHV1", "None_IGHV2"), 100, replace = TRUE)
+  sc_example[["CTgene"]] <- sample(c("NA_IGHV1.IGD1.IGJ1.IGM", "NA_IGHV1.IGD1.IGJ1.IGM", NA, "NA_IGHV1.IGD1.IGJ1.IGM", "None_IGHV1.IGD1.IGJ1.IGM"), 100, replace = TRUE)
+  
+  result <- runIbex(sc_example, 
+                    chain = "Heavy", 
+                    method = "encoder",
+                    encoder.model = "VAE", 
+                    encoder.input = "atchleyFactors",
+                    reduction.name = "IbexTest", 
+                    verbose = FALSE)
+  
+  expect_true("IbexTest" %in% names(result@reductions))
+  expect_true(inherits(result, "Seurat"))
+})
+
+test_that("runIbex works with geometric method", {
+  skip_if_py_not_installed(c("keras", "numpy"))
+  sc_example <- suppressWarnings(SeuratObject::CreateSeuratObject(counts = matrix(rnorm(1000), nrow = 10, ncol = 100)))
+  sc_example[["CTaa"]] <- sample(c("CASSL", "CASST", NA, "NA_IGHV1", "None_IGHV2"), 100, replace = TRUE)
+  sc_example[["CTgene"]] <- sample(c("NA_IGHV1.IGD1.IGJ1.IGM", "NA_IGHV1.IGD1.IGJ1.IGM", NA, "NA_IGHV1.IGD1.IGJ1.IGM", "None_IGHV1.IGD1.IGJ1.IGM"), 100, replace = TRUE)
+  
+  result <- runIbex(sc_example, 
+                    chain = "Heavy", 
+                    method = "geometric",
+                    geometric.theta = pi / 4, 
+                    reduction.name = "IbexGeo", 
+                    verbose = FALSE)
+  
+  expect_true("IbexGeo" %in% names(result@reductions))
+  expect_true(inherits(result, "Seurat"))
+})
+
+test_that("runIbex filters cells correctly", {
+  skip_if_py_not_installed(c("keras", "numpy"))
+  sc_example <- suppressWarnings(CreateSeuratObject(counts = matrix(rnorm(1000), nrow = 10, ncol = 100)))
+  sc_example[["CTaa"]] <- c(rep("CASSL", 50), rep(NA, 50))
+  sc_example[["CTgene"]] <- sample(c("NA_IGHV1.IGD1.IGJ1.IGM", "NA_IGHV1.IGD1.IGJ1.IGM", NA, "NA_IGHV1.IGD1.IGJ1.IGM", "None_IGHV1.IGD1.IGJ1.IGM"), 100, replace = TRUE)
+  result <- runIbex(sc_example, 
+                    chain = "Heavy", 
+                    method = "encoder",
+                    encoder.model = "VAE", 
+                    encoder.input = "atchleyFactors",
+                    reduction.name = "IbexFiltered", 
+                    verbose = FALSE)
+  
+  expect_true("IbexFiltered" %in% names(result@reductions))
+  expect_lt(ncol(result), 100)  # Ensures some cells were filtered out
+})
 
-# 2. If not installed, skip everything:
-if (!keras_installed || !numpy_installed) {
-  test_that("Skipping runIbex tests", {
-    skip("Required Python modules (Keras, NumPy) are not available.")
-  })
-} else {
-    
-  test_that("runIbex works with Seurat object", {
-    suppressWarnings(sc_example <- CreateSeuratObject(counts = matrix(rnorm(1000), nrow = 10, ncol = 100)))
-    sc_example[["CTaa"]] <- sample(c("CASSL", "CASST", NA, "NA_IGHV1", "None_IGHV2"), 100, replace = TRUE)
-    sc_example[["CTgene"]] <- sample(c("NA_IGHV1.IGD1.IGJ1.IGM", "NA_IGHV1.IGD1.IGJ1.IGM", NA, "NA_IGHV1.IGD1.IGJ1.IGM", "None_IGHV1.IGD1.IGJ1.IGM"), 100, replace = TRUE)
-    
-    result <- runIbex(sc_example, 
+test_that("runIbex stops if amino acid sequences are missing", {
+
+  skip_if_py_not_installed(c("keras", "numpy"))
+  local_reproducible_output(unicode = FALSE)
+
+  sc_example <- suppressWarnings(SeuratObject::CreateSeuratObject(counts = matrix(rnorm(1000), nrow = 10, ncol = 100)))
+  
+  expect_error(runIbex(sc_example, 
+                        chain = "Heavy", 
+                        method = "encoder",
+                        encoder.model = "VAE", 
+                        encoder.input = "atchleyFactors", 
+                        verbose = FALSE),
+                "Amino acid sequences are not added to the single-cell object correctly.")
+})
+
+test_that("runIbex works with different reduction names", {
+  skip_if_py_not_installed(c("keras", "numpy"))
+  sc_example <- suppressWarnings(SeuratObject::CreateSeuratObject(counts = matrix(rnorm(1000), nrow = 10, ncol = 100)))
+  sc_example[["CTaa"]] <- sample(c("CASSL", "CASST", NA, "NA_IGHV1", "None_IGHV2"), 100, replace = TRUE)
+  sc_example[["CTgene"]] <- sample(c("NA_IGHV1.IGD1.IGJ1.IGM", "NA_IGHV1.IGD1.IGJ1.IGM", NA, "NA_IGHV1.IGD1.IGJ1.IGM", "None_IGHV1.IGD1.IGJ1.IGM"), 100, replace = TRUE)
+  result1 <- runIbex(sc_example, 
                       chain = "Heavy", 
                       method = "encoder",
                       encoder.model = "VAE", 
                       encoder.input = "atchleyFactors",
-                      reduction.name = "IbexTest", 
+                      reduction.name = "Ibex1", 
                       verbose = FALSE)
-    
-    expect_true("IbexTest" %in% names(result@reductions))
-    expect_true(inherits(result, "Seurat"))
-  })
   
-  test_that("runIbex works with geometric method", {
-    sc_example <- suppressWarnings(SeuratObject::CreateSeuratObject(counts = matrix(rnorm(1000), nrow = 10, ncol = 100)))
-    sc_example[["CTaa"]] <- sample(c("CASSL", "CASST", NA, "NA_IGHV1", "None_IGHV2"), 100, replace = TRUE)
-    sc_example[["CTgene"]] <- sample(c("NA_IGHV1.IGD1.IGJ1.IGM", "NA_IGHV1.IGD1.IGJ1.IGM", NA, "NA_IGHV1.IGD1.IGJ1.IGM", "None_IGHV1.IGD1.IGJ1.IGM"), 100, replace = TRUE)
-    
-    result <- runIbex(sc_example, 
-                      chain = "Heavy", 
-                      method = "geometric",
-                      geometric.theta = pi / 4, 
-                      reduction.name = "IbexGeo", 
-                      verbose = FALSE)
-    
-    expect_true("IbexGeo" %in% names(result@reductions))
-    expect_true(inherits(result, "Seurat"))
-  })
-  
-  test_that("runIbex filters cells correctly", {
-    sc_example <- suppressWarnings(CreateSeuratObject(counts = matrix(rnorm(1000), nrow = 10, ncol = 100)))
-    sc_example[["CTaa"]] <- c(rep("CASSL", 50), rep(NA, 50))
-    sc_example[["CTgene"]] <- sample(c("NA_IGHV1.IGD1.IGJ1.IGM", "NA_IGHV1.IGD1.IGJ1.IGM", NA, "NA_IGHV1.IGD1.IGJ1.IGM", "None_IGHV1.IGD1.IGJ1.IGM"), 100, replace = TRUE)
-    result <- runIbex(sc_example, 
-                      chain = "Heavy", 
+  result2 <- runIbex(sc_example, chain = "Heavy", 
                       method = "encoder",
                       encoder.model = "VAE", 
                       encoder.input = "atchleyFactors",
-                      reduction.name = "IbexFiltered", 
+                      reduction.name = "Ibex2", 
                       verbose = FALSE)
-    
-    expect_true("IbexFiltered" %in% names(result@reductions))
-    expect_lt(ncol(result), 100)  # Ensures some cells were filtered out
-  })
   
-  test_that("runIbex stops if amino acid sequences are missing", {
-    sc_example <- suppressWarnings(SeuratObject::CreateSeuratObject(counts = matrix(rnorm(1000), nrow = 10, ncol = 100)))
-    
-    expect_error(runIbex(sc_example, 
-                         chain = "Heavy", 
-                         method = "encoder",
-                         encoder.model = "VAE", 
-                         encoder.input = "atchleyFactors", 
-                         verbose = FALSE),
-                 "Amino acid sequences are not added to the single-cell object correctly.")
-  })
-  
-  test_that("runIbex works with different reduction names", {
-    sc_example <- suppressWarnings(SeuratObject::CreateSeuratObject(counts = matrix(rnorm(1000), nrow = 10, ncol = 100)))
-    sc_example[["CTaa"]] <- sample(c("CASSL", "CASST", NA, "NA_IGHV1", "None_IGHV2"), 100, replace = TRUE)
-    sc_example[["CTgene"]] <- sample(c("NA_IGHV1.IGD1.IGJ1.IGM", "NA_IGHV1.IGD1.IGJ1.IGM", NA, "NA_IGHV1.IGD1.IGJ1.IGM", "None_IGHV1.IGD1.IGJ1.IGM"), 100, replace = TRUE)
-    result1 <- runIbex(sc_example, 
-                       chain = "Heavy", 
-                       method = "encoder",
-                       encoder.model = "VAE", 
-                       encoder.input = "atchleyFactors",
-                       reduction.name = "Ibex1", 
-                       verbose = FALSE)
-    
-    result2 <- runIbex(sc_example, chain = "Heavy", 
-                       method = "encoder",
-                       encoder.model = "VAE", 
-                       encoder.input = "atchleyFactors",
-                       reduction.name = "Ibex2", 
-                       verbose = FALSE)
-    
-    expect_true("Ibex1" %in% names(result1@reductions))
-    expect_true("Ibex2" %in% names(result2@reductions))
-  })
-}
+  expect_true("Ibex1" %in% names(result1@reductions))
+  expect_true("Ibex2" %in% names(result2@reductions))
+})

From da9907830e462e4eee4d161765d082b12e81d5c5 Mon Sep 17 00:00:00 2001
From: Qile0317 <qile0317@gmail.com>
Date: Sun, 2 Nov 2025 12:58:15 -0800
Subject: [PATCH 14/15] make actions work on devel

---
 .github/workflows/R-CMD-check.yaml   | 4 ++--
 .github/workflows/test-coverage.yaml | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/R-CMD-check.yaml b/.github/workflows/R-CMD-check.yaml
index 32c3e56..ccce637 100644
--- a/.github/workflows/R-CMD-check.yaml
+++ b/.github/workflows/R-CMD-check.yaml
@@ -2,9 +2,9 @@
 # Need help debugging build failures? Start at https://github.com/r-lib/actions#where-to-find-help
 on:
   push:
-    branches: [main, master]
+    branches: [main, devel]
   pull_request:
-    branches: [main, master]
+    branches: [main, devel]
 
 name: R-CMD-check
 
diff --git a/.github/workflows/test-coverage.yaml b/.github/workflows/test-coverage.yaml
index 9ee1f3d..d0a0796 100644
--- a/.github/workflows/test-coverage.yaml
+++ b/.github/workflows/test-coverage.yaml
@@ -2,9 +2,9 @@
 # Need help debugging build failures? Start at https://github.com/r-lib/actions#where-to-find-help
 on:
   push:
-    branches: [main, master]
+    branches: [main, devel]
   pull_request:
-    branches: [main, master]
+    branches: [main, devel]
 
 name: test-coverage
 

From 270807625bdaf8f7431a8d8d8665649b84467994 Mon Sep 17 00:00:00 2001
From: Qile0317 <qile0317@gmail.com>
Date: Sun, 2 Nov 2025 20:12:39 -0800
Subject: [PATCH 15/15] minor NEWS formatting

---
 NEWS | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/NEWS b/NEWS
index 467dbd9..5a20b98 100644
--- a/NEWS
+++ b/NEWS
@@ -19,11 +19,11 @@
 
 ## Feature Changes
 
-- Converted Ibex.matrix() to Ibex_matrix()
-- Updated support for SCE format for runIbex()
-- Update CoNGAfy() to function with all versions of Seurat
-- Updated quietBCRgenes() to use VariableFeatures() call for SeuratV5 and backward compatibility.
-- Add getHumanIgPseudoGenes() to return a list of human Immunoglobulin Pseudo genes that are kept by quietBCRgenes()
+- Renamed `Ibex.matrix()` to `Ibex_matrix()`
+- Updated support for SCE format for `runIbex()`
+- Update `CoNGAfy()` to function with all versions of Seurat
+- Updated `quietBCRgenes()` to use `VariableFeatures()` call for SeuratV5 and backward compatibility.
+- Add `getHumanIgPseudoGenes()` to return a list of human Immunoglobulin Pseudo genes that are kept by `quietBCRgenes()`
 
 ## New Models