From 4b086f2b3e5cfb73aff41888d09546511a911573 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Vojt=C4=9Bch=20Moravec?= <theazgra@gmail.com>
Date: Sun, 3 Mar 2019 09:52:32 +0100
Subject: [PATCH] Plotting.

---
 document/data/plot_notes.txt |  17 +++++++++
 document/data/query.sql      |  19 +++++-----
 document/document.pdf        | Bin 227973 -> 232360 bytes
 document/document.tex        |  67 +++++++++++++++++++++++++++++++++--
 document/figures/ZCurve.pdf  | Bin 9689 -> 9649 bytes
 document/figures/ZCurve.svg  |  31 ++++++++++------
 6 files changed, 111 insertions(+), 23 deletions(-)

diff --git a/document/data/plot_notes.txt b/document/data/plot_notes.txt
index bc6adb0..8f0b7b8 100644
--- a/document/data/plot_notes.txt
+++ b/document/data/plot_notes.txt
@@ -33,6 +33,23 @@ Level_6;ZOrder;AverageCompressionRation
         LLC Emerald     1.71823
         16 Bit Z Stack  1.88627
 -----------------------------------------------
+Level_6;DifferenceNormal_VS_ZOrder
+    GZIP
+        Artemia         105.95400
+        Artemia Flash   109.29308
+        LLC Emerald     101.46799
+        16 Bit Z Stack  101.15722
+    LZMA
+        Artemia         103.48855
+        Artemia Flash   104.98964
+        LLC Emerald     102.23146
+        16 Bit Z Stack  101.92729
+    BZIP2
+        Artemia         99.84425
+        Artemia Flash   100.77455
+        LLC Emerald     99.89707
+        16 Bit Z Stack  98.90801
+-----------------------------------------------
 Level_6;NormalOrder;BitsPerPixel
     GZIP
         Artemia         5.99774
diff --git a/document/data/query.sql b/document/data/query.sql
index f92a6aa..25f99d8 100644
--- a/document/data/query.sql
+++ b/document/data/query.sql
@@ -1,27 +1,26 @@
-SELECT subblock, compressionRatio, compressionRatioZ
-FROM LlcEmeralCherry
-WHERE compression = 'BZIP2' AND level = 6
+-- SELECT subblock, compressionRatio, compressionRatioZ
+-- FROM LlcEmeralCherry
+-- WHERE compression = 'GZIP' AND level = 6
+
 
-/*
 SELECT * FROM
 (
-SELECT ROUND(AVG(originalSize/1000000.0) / (compressionTimeZ/1000.0),5)
+SELECT ROUND((AVG(compressionRatioZ) / AVG(compressionRatio))*100.0,5)
 FROM ArtemiaZSect
 WHERE compression = 'GZIP' AND level = 6
 ) a,
 (       
-SELECT ROUND(AVG(originalSize/1000000.0) / (compressionTimeZ/1000.0),5)
+SELECT ROUND((AVG(compressionRatioZ) / AVG(compressionRatio))*100.0,5)
 FROM ArtemiaFlash
 WHERE compression = 'GZIP' AND level = 6
 ) af,
 (
-SELECT ROUND(AVG(originalSize/1000000.0) / (compressionTimeZ/1000.0),5)
+SELECT ROUND((AVG(compressionRatioZ) / AVG(compressionRatio))*100.0,5)
 FROM LlcEmeralCherry
 WHERE compression = 'GZIP' AND level = 6
 ) llc,
 (
-SELECT ROUND(AVG(originalSize/1000000.0) / (compressionTimeZ/1000.0),5)
+SELECT ROUND((AVG(compressionRatioZ) / AVG(compressionRatio))*100.0,5)
 FROM Bit16ZStack
 WHERE compression = 'GZIP' AND level = 6
-) b16;
-*/
\ No newline at end of file
+) b16;
\ No newline at end of file
diff --git a/document/document.pdf b/document/document.pdf
index f5376cffc3047d0fccd65f26cdf0e5158ab5b242..95e2f082fe0381e67a482d610b76b45786d76273 100644
GIT binary patch
delta 46945
zcmZs>bC4%N(=9x<ZQHhO+qSWzo%xMz+uE@`vt!$~ZR76q+%LX}d*Ay{MpjowS9Nyx
ziIZ6;<O#k!4WUj19hfx%85NYBg(E3imKvZf>w3U}((|EtE2Sw71&joiQNeG<!8+zZ
zp}K~zj$ryBq>Gn@La38CFY*4gfp}{^w;ct}fdl_|AzFm*Ib*Q<<$~I_gP4^?D6lq~
zq(NmZ;`p$Y6oBH4=gko>5?bH7=Iznbqd(D0@$J~kb9-?=Yi93W8`G|DoAheFyaZr^
z`Mi32Hh!2P6p)Um5;ut!i3n)bNKmRb(FSbSh+==>SEaQvBriKQepNSot4_OCfADYC
z1n3YtRr;X+shac*Y_mKOqW+DLzSi&j^<ZE1nR0N`0P$klqaXEfRQ;IKw(!=E64xZV
z*HWu;3=n(nGAME>kAV}%lBkk5@CDRnv0U9#qSgIfS?;BJHZ=MZ`)R*!{z;#HOTK}h
ziF&`kz5Xisz1rX)H2Wz!Lh5VMRJj07LDA8xd7;6r8UUhEAg<6#@woSS>v2LCtS8@H
zJV;7E&5(vb7IupM%2zMmTd$)CpUVo)HXwYOH)_#6FSW)of_WGQJuykGxC=18YrLB8
z4~cAEP*NU-!L{Zh%(0F7q`3cErl{YIrc;2dl9h`;sIk!mtO~Pz18Xzj5Of>drm)|>
zZ=YcQF9m^KYUQa1@*(#r?^18QBg)H-BmsH_i_j&QFx5!{)~O0~RT|sg{m-nhdUwdH
zodsql7teyd)*yW9+N>Mo^nklnDS>M|)X<B0;}k<djx+G?dJ|o#I$V5Hn<&_E#}_ot
zCAL^}C5G3cFP0rn_X*tHjH=x;_+d*KHw1Z|pz8s3BzIrGlycp((`1}wz@PiCgtYkF
zwR-nhqiWIiAwh;YXX3$a8;p@qb*z{&bueXkmT5kQi!_j+_ye9&RX__q>hq+ESsO38
z;#e}O4zQ?MTtzBBC!OVmMIZw3uC*Ks=doiEB9kyEP{IL55_A|NYI23=XR`Wr)9CIZ
z<5u>>POrfpflMYtZ@N`16dG_~@#7fLGL!L1tP4+PwiZu2syIM6`+C=`*fS(m+?I()
zY5h~mrBKQWI-{h72@v64(<Wlobb6W1z(2{xk3!w=DRugn-aI}+9B<HoE^u{AAv#}t
z+NVJm+S~bUYGi5(;6N4*$9F~zn*mt~PaO7?JD$}U*1OS9CYA(cfBBWBB|Ca7CMFDa
z(Es86z}Q23B8gpWO`kZ+kOT2ss5ORn(I^!!8#cf#vm}cg41hlqO8^p7j^v<3FSm;n
z#7r<>C?F8ivegW>OjJD4!f^Q^ReA1^2uBHVGVA8s%i2Azbf2heW+!fBcY}G>%b4*d
zK4>9yO_)|}RbaHs6)3)=U=DR0&fX?+%0v>|41$L!bgdIc!s6>oLUd9B2l7L^1#I*b
zT4m5TN{#gd4hT%WL8Flw9W8*4vgs)34}XU-^(F;%H_+EJl9joNwxq=DI<QpSgZeU!
z{_E<2l&Em>hOaOiR^VcBM`=;nfS+%3BN#aKghHlqovGBB>k-WwHTt<(Y|c@lKQAdE
z<)bbJH)ruiqxt-kf>1F+#{?4qi~~^uh0qQkLhdCl4}fiBMIBXv1&7shZ<7y7#fev4
z>%E!(ij+J%2%bFX_f=mDaezikXbtJCcOr3D3IAe3_76claMMNYrJ>z}F+0ja3utiR
zgluR%Nj={{5y$(`C&X`JpaS#mShHv%k_8e?*93t)*sGoxX02_;ah?T+hhZ$&A|fk|
z|C29v3TP;FnN)JONXy2?>3U!YmNW11JVdY$EJ*n4i|B{{B$6hxHITe`AfK6LO{gt&
zoFsgTop<90wYxpU^|u5~qmF(nZ$SpUtRAmS>d-sPDh=%*Zrn3C6a;caTP%nVa_UAu
zCVKr8pG!}tU4?Wu`^JCm7Sb0r_?ysosD)8Q3gBx&`%#g;pK2X<X>H5%y$!6Q#@7Xh
zrb%vh=IfF&+DBWRk$f-w-tT2#bphp|%<g~pKrTo}yx(z>Wjvna*9#ZE<LTaZ&we}t
z{jG6kY=b~?tN><?0q3`6_q{vU<c}^Fs01lQj(3Uolg|QR*rS-yqssrK=0+Dd#-40Y
z1falTg{A}wVa`t1W*<$?6ZCukM5Q=BCarCUB^<<6RZ#x?NLP(^_3KyDp%dWDyP&wi
z0@JAqG5vYqv~@Q7;(h2PYisemy|@#Y?U1X4reUq6T_T-Ye^kDz!G)ZqGWlgeHfsy&
z*Jq=8bK*-58oCkV{ul_u--hCrT02g{0U%wXf>q8EQlSu??Lls235C>V>w=a9a%sg2
zTH=uwL+X;bo!RmGi9jZ$_m&+A-%%Ts7up{;tvh5(#+e7~Z-ewLeKPYUO)a8FSxAzA
za?Jy4M*h~`(K{t%a3o#CbzuKK1O`_UT{SX1iFW1=V*Oh-MF4||B|6)gNJ;yO3+QS(
zI)A1{ot!>{mPwL6mFU-x^lIBTxv%x5)lWERQX6g)38`HO8D)|olfH57{BFU+p+ULB
z5@bLkA#a*@<#m7p@91%XgH)$7A{Ev4f0Tq0X*SW>F!v=6Q|(+-7kE4pfn8-%NKJ{W
z%LwevWj+b#pw0bysrNqde$Q5)0c=f>6>Lx4ptCZF4)T&5*Ml`BuL+{nh!iU61FEwa
zYIAGnH`Fmb<_0#zLEWK(?)tdfD?WG;Pl$<nELHmh_LFJKu?Wj+mXKtm#XY0NJ(n=g
z6LIY8Y;@c}rlE5`8*glk0fm4}&{o~xyW3dW_wtc*<&mJfTQ~5&h>Nj3fLTflep(|E
z7WcLV&s`jRYO+^YGYX4vKz^n&4Bw*MX!ZiG)ll&|`jMiqEi4#bWRt4{rI()nZhRhP
zQrYg3-||%}&~X}!0b&gjOu;EvP8mAP0!C)DP);+5hMa6vG^9RHApV5DXG3Cg0V2lq
zg+;aoR@P`pi`<4S#1!)~VA1E~9sKaEe-a3J^{go}kAj%ge}2GJ_aH{g4AOg7?nA1L
z-yeENmA#<D3cQTa3m#Ntq|y9cQ{hOSxj56{aXhljrh-)Q#CLBx1xnzg7!pU1Q_xb~
z2}>+rVFNy=-0I$`pHZa-dk0mmB6boz^%vLcM=QXo%-Z`Sl{R-1py;iFoZTsJDB&ps
zOK}kl7;{_f(3=OcPZi*BS3j^4>>7({d;=ee{4lunp|g20DxN|8QF483+kBD|vpSr8
znsuJE)0yfNB9RKM8S+J<YgO6}jf7MdZd?6PQnH^Ym~t8Y8Hdp%-j#mQEgMx5*@JY(
z*S4KaW`c%c19r#*=w76S8XeP-hJBglNj=4RU9!sQimT;3&=TbFB?DdZ*%0n7D_|wh
zn*YMil3rL|2;@#?Ct18#=d^NI)rua5Y=nriC^4Qv$1a*GG)65TVeNbi0|W-7G(mLY
zI^v7a@9M}{3_m!#J_wqOP2a+pJD9n;xtJT<|HpGQu}PXC!~kVwXZyzmsQ}G7vPm2N
zn+#HE(t$bpw;$C@tN*fX+~&#>rGShH%Sd?2v?4Q?{Oi{_2L!ByM{Uck{v2=T2lRg7
z;0BuS>AG`!+^PB73H>&Wvk+N=dC$J6+idgV`0IS>20p*X7UU7#vf`=qtw@;p(?|Cc
z9qv8+XX4|f63p9YzSIUl=$>xV7hN}{rcEIq#iMu1)7%uPt;EyHTgm&GB{LTMq{68R
zT*R}WvmunHLVKLD(2&e1+ujiBeAX`Md|it2v)QE+X3T|ZPdhN1jm^gW34S1nQAx3B
zGpmz1tHN{K)=JZTod+AuEC);J+y6KNJ{-i^hvqBz<r;t-2ucaCe~)d*7o(nu)@Zn)
zft5)XUoZtCS7W47t~RMYl6WjPP+Av)v9PCo?`g;v+T*20Pda_IlA_ib4!J92F^?GU
zM_Jdc3$`$ZzJk{lY5eE8rml+U1o%{H?9x^Dc01ELrE2VM52JI*(iT0H)>NgIkiU+U
zDw2NT<-w#!(F0lw<+o|ceDh|tyau9K$9sr|mH{R-N7$=~Cs<Y$Dv;PfoG`=6=oOe6
zO4S+Q<a*#&A?Rq)+ulv4(Eq%}RypS~yZ>BMgQ{x_bW;`aF@{$^mF{zoxhi2_6^iye
z*}&P9wXJ)Ygt@YbGPkzZpVqDn`D3420;+kqOQQ!!I3PONNCs7#i014-jE<)I$}}!9
zWo>b@8&1ugTAgpi*6rXhm0hv0JKKn+_syy=afP)z+XT_`ZWT(~rk^eGfpt6E2GM_S
zt#dis>7OhKlFdU~E4r0_zLmb`${8!$V-XmZ?xG9p4%j7zd-Lhujju|n+Xh<jsrec7
zCancfzcb{EF~O^wRNzC>no=5e`#in1_WR3f+eX`Me=U=#fpvG<`elT#{O$SpUfS6{
zV%LHX%-uc?kXov;&U1zpP+>hea{oPB03!0tmlsU)HcFfaTz<?NGoEW{)=P4g5}beR
zQ_YARS)LfrL#!4A5iGUx@S87{89+{~m5~ov#)J}Ala|Uust^VhQC@q91`B(f+Db|0
zQ!saqP!UT>o`f#JVarc$>h6`smI^rLQGmhluC`}%k||G2!gs;(56v!Y!Q|?rfx}E(
zaSnVccfUp{3#Z|3M^#|A8l|@J2~dT#siZ~C4UDY$ED26iBBuoO|ABz#7Pn_SblL-C
zENH6OupeBNB>$T#c@9>A$2oRVdFCtn6R1LWH_jLR>8y@%-l+zI?bVjRn6d^XTYlHU
zCbm>u*wWoll-y*5!a*uz$or6xoE#cJB#1?o6dFrEOeL-*VlI;hpxr>R7BXFZM%srJ
zf#Zw)7zpNKpD-$3r%SkFQx&kpf(K;jG1RcbRqb_groo{q=S?!biw~IjO28#i=dnf)
z6@dV%jhl>BMrA`I$`viJJ_?N+1V}^2l4r0XIKJ0UZQ)JvS;q}o<ivbg23|4Ylb*1d
z<w}1u*zYF}c{!VJv(;ffE$fYDL9_RK;ulIh95>Cr*qy7@bp)rZx+AoLNC51Iz{4oj
zN}n{3rbY7VH#4~N*x|3q7MorB`eTsOjzvU#Sr)p|`C)yB<&yr*#RTaWb+^=MnHm#%
z{HY^bq-33ndTX4uoMg**&|YYYbp|{IyU?Rv?*~Wz+ixZ&t5v~Fx;4v*D>a&8b@Qxd
zsnQ6z-R)NhTBZ`CTqv*&fG-5&y~l~;m&-Q0A03BZ@Us$L<-+X7N2tSh3}Klb?D?E9
zucKU4l<;+BEoJI}*-*cRAD?q%GyO@!yBtWp?cuFY_>-Jx?fUybSde{{ro^%#mr+b^
ztkMG~ESe0p{nr?Xh&Z?7(b=8JEuD_1523uTj9Tybvd@VAkeWX@p#8q|TY;>2xMTW4
zQKY|DK+1*twIkF=`<m!$$xWFqIEY8*u6l_7Kqi}7b02v+Fk6<BG&{$9xG%A#F#6Y`
z!D(j0NqHM9yLo)z!jgYI<d@D&ShVma4a1gy{Yd7YP5-))12#VqtRa$h&r49XH}%#1
zFz`_jA$8wF26>w?02zU&kneuSYVq2+S)>v)+VOXcic6;#{nnvBpaa+X(RNhoS3~c~
z)VcEpzdPlKrn_R$*DteV=okxrC{fdRenfn-hK0ntkZi~`kS$1F`1A^eze2oyC^Wa<
zJ{GM#%EL$}BP$C;Jqhb}iVgeud712U8PC7Bk9XiVC9f(W0TC^z7^b7#rS!SRB3Q1L
zM#d1l=o9#KqAmIl=aqYmNVj}wtXRS13-3R#z#!j)`SwmQ$|^tnI*&7EtB(=6*frvL
zv*2nR*XBRn7i7y1!Z-)J2n1pHgCLXA@WG`(_g5qG!1id50R&cmJYyh51Ig8(LO%{Z
zolmcb>z;q90oqnx>{)ktV}gyR`s*5&mV45Ve{^hRKartybSvUoT8yTLQqtM3qLwMN
zM8Its<0{wwG~4d>t`|Gi-e}vlUN5d=!b}?4+K1%X*EVrnjv65%tPL?~=d#0B$=3zL
zEcb-0rj{MoB!Idm4WCR^4>Wjs&f~Byu$7he+;v=&0KTy*UeVRNU54|t)NjV~OrN&k
z0Yn_~f042<1d(wop<y(QJLZ%c*t=j#-}ip`6g6@Ef~|l!hwbVZ``f}f&qD*FM3>D?
z9nYAGgd!XOkMDbWy_~h>LLfuWhWtp-A;<0+GZokxDi{E3nOQAzU`ydeXZn-9=hUU?
zTOVe*0qA$23`cz6U9?;3E;zwGJG5m!JEcAi;jDDPyr%G&S>z)dyrp?oR7Tsb?hK=s
ziUH;!<7OAbqOHp$!QR9V9ne`V719!O)r3XZ89pI@YN1^F)tEh?kBinf;oahuO@C@G
zMRr$`PG_h%bV%U9vGL{*l5?4NdbRh45F;9e2bksM3+9}-M%JS(dQpOOyIE-H)a64Z
zSq~vdEc(4y9=cKm2U^9R<Wbw5J&6%gCam=inm0#?zoindrLW_vP<w4be7=1U1&NYS
zpa}~%xrv^+hcQ*RRmC~C5)e*qx#zy+Tdo~sw<JGOUYsvPs!JG15^qZ>m{5D&;l6)d
z1lVTUKW8rYcYY4`uyz3|&BU7_`?y8Rj&Y3gTCOgH6T|!HGe(@Hw2AHhbu)*EXzN|1
z6A1Z;+-YnY?bJbKu1ropJN1EBzWHG!=dC_X_Iue4x<`qD`Lv8yNE2V!V&Vh7A-BjI
zE5Pp_FDz<+px+3YzzPx&f<Q`$)=k{|4e(D4ur<-Rp|4FL%mDD%oWtrCMcc*LhqfRz
znA!g3$}jLC9RQjkQ%t}lL|kNk^pQQVe<90=Sp)EyW4t-mLDol4oAKFAu-U!XNp15T
z3fazk5e@hwWe*e@MEFgB+yR+xIarRcNnajH%`g3~-{PYOd3XK^4UT&HG!7~h1vp_!
z^+X17(qBFs;rovW*WEE!+veN3=;G5Y(e(SFVQ7J$XL+`%sT1c1oIunRpvIr-j^i2M
zV>5f52hK6s+}_>FSrZLf$+Zv(%pYOCT;O(WOkwaw$H#*Q9{TZqTxB>=!`;T}DG=v%
z(ZMTzg)k&i!~s9`n7&daxf|i00<^T`LLATQZopyviPdy7EbCN^8Gcht)j1YgBpf5M
z&2+G*Af|iOy>YlReYLGQ4w&`p;ALZ$9$v~v)0m~+Z+;XCIdZnj9ya5woj{D0Di$@8
zn&U}6;SNY<3jD6yI>=Qnx-mU?y1b*-a&-g2tBVJkTD#*eM-V@{m=Pe|1JJ2g^7Fu>
zhuV~U*pO2g{yf6RzL{5f=|%>>)#zS6Z{$Pz`{_-a%0xUVC|X?T-L)|LrDm1kvtwO9
zg#DpFL%4}L1V_Ax1%bT**YEi_f1s3TMd}MA!OD}_8C-7Ey}V36XFvn4IP-Ja458Xk
zPMMMgjzgB`bnQTzxYlZN0{BKfv|Gj!?;DTrxVy2QlGY;MZXE-|h>uFQmA)cneL|qp
z{Yt9f+7uYN2vaH~^1L<ym+Q9Q2Y;A%#q($IRr89jV1_W_w_lfrisSbBwL&i){v@rd
zH68*EDQ2ezvx7fIGw~LitJ(N7tyw<Lk^*amrHQH4<iJc`XjgyH0w^#NDq<pj_NbrO
zvRJckY_{MHr5`+;_;LtBbrd)cz=NV*@&qrr45jU+IG9#0rR+QinA@89`Go9qXxmGc
z$*xpv(zP(=#)~`sNxvaDZlgjndY<BY72OrN0ZPRg6Wb2*v$uf{g2KVPG*#F6*n2HA
zmH@}vNl`t8ZyuS20sN7rk-BU9siYI$4tj;^@_0Caqp6o+uTMb@4*}l_@ei`qCSD=y
zzicThVSq+(gPseysEtQmJQO6`wg=&ul=ajzb|6jlb7`%Wq#YnOQ@i|X%VkU@PL=H9
zWs5J%xTrv<M;YAC&a7I-QckxeoHx@(_5+W~>Jk7K&a=<gmN=BV*H(t>L^LmiG`r=`
zM|i}FMxg^~@ciVgZqeCG(^2XhxbGjkchw5)C3pw8C_%sek9rD*o8v#-bq;pc|5j8(
zI`)pZ?a1HPhV_KzL=*7?FCV|G8HG3Ut8W4cW?coTVr_6+F2yud2LJZ3l6kx}=uB8b
za}Cy)tXYnES&Vw^G2AflZg=zUO&JFK^`hk2<7<@pr9(Yja>1}nX~-kieF5?q%zBn{
z{k@Wa1(=T93Eaav1H8SN@cU0wyr=<QDDk~5(-(R!N=%H%&gv{rm3^qwZ)dTMA~(9n
z4;170O4RTyQHNPiqEYb?V2IM|_0sk?MBot0m@;t_kA-ROYPZJp(}Rmt2>J)JtsA($
z{XFJnjZ$IFR)b7MsO_!JRp>Gv^66qMu%*s$?JzK;%&}>zajl5y>kvxxV9NpZAx*t7
zb<suoSpl-n5gegjwq~qu)C{w||JV#Bdj}fksU1lHS0m7zb%+*D>A&Jxr=~x)ABB6p
zJkY{A0^eTExUp%_0#$uiM6W;+b?KCjVQx(fy#p!j)Ud;OBJQIevu&@fzL43Ect-R9
zYhG&8pn*k|e7cCw5|e7AX#p@D0^iNxfePLKjDs}K0w3Cm!y!XkwG?fO)G-`84?_#a
zWRK6bONXFq$chN$H|rV=E<FWDwS=c!l8UWk!!069&f28nGN{3$(4`yPI^LLJa@NOp
zs$hMztWR3>N<(#55__V;3X1UKeVpPW!8b$fgD2`ag0{VByLm{29s{^P9vHi54Ycd+
zTAuZNb>!@YSPWC#a)fn$&qD<8znzIrqr$_C@JzUpyEnERC{Rl~L&y*gLz5!8s$3qh
z^_FHE{Dr?T5wn@hLK#5_CnPB(kY(vbgf7tSY+_yd6%n1s0b2v3<dm;nWvX)N{sdGx
z34$sEUs1Y9>6=Gk&JSP+2lb^7Dc)>~TLj8V<Y}qh$iNvOn^we?@HY_|1*I=y_T&1y
z!UC<KEuo;rULLxXe@mdV&U%FC-j;@y{=&=GSK1VNeQQy=%og#uPzubD;Q{HbCmjau
zP&)#tWsb8nZ=(!fExgA+w@GV3bvS#^#5k$M6*7<30%v0;X8|y;fJ-p~rKx*&Zq%=?
zO-tfiGO~4$K2bi(83e<ksJ<dYxBL#7Y%?D&`U|%rXDZD-K-UMMHUwwu+UV)i`MWJM
z-p-*?8sYsVqZdxG>Z|08&eGr<^InXlEzrA&Y<+QhF1j2TO{)j+Q#N{A_GHu8^~JWQ
zwX>iSUGbv*f(?jVZBi1RsrU9eBN=MxH9_3O9m(jM<UARN!d0q2WJ);5x}f*1ivo<?
z{IyHNEPH*jIA8NlPW@H9U@4%8QQdhlyTyJX7vQ7bLMj|FWj=p=;<1{t8v6}t?aSit
z$LuL=Y+g>z0f!|Aw_CAURdG$oi*r&^5(vD(bIIUwKn0M5j%i+`T8nw$$`LUt;~Rh>
zJipsk8~ScjQhIsaJ8`N=;$n|R8x|wRx4Fb}5|o4zt<YF?F(r&>4n%ehcG`2fWU>#V
z&xewKcfhlEzlvd9-1l^JmggG_H+>X+V!mLOgFmd4LHaF0Pd>6J#a8VQt};T`eLk$-
zpv(A~&kZ<P)ee%R7@kCS@8!ap!=7Q{$l~ry=ysxn?h<Ccu7mImJXvc@J?Ob`q!5P-
zRTZa}H`+r&9C!|m;&NfuR-RU(5s`h?Q59NtJ(3HAFE3iE9hN`Ou&8LsmHuS?vbu;U
zaKbV+52GD~0hDL-7A{B1;8wNpVK#Ql2LFq02Dmw_FR-h!TgY5~$N`4sv@CY9xRQBR
zCA8|Hqu!>a`q0wXS~&Y57U%4W2b*rH%WSg5B+NfYeTRhv)EEg=xBIf->lB#MoxFoW
z@>ZBE3&3!dMjB_$8k<$wF(NlV5<aa8@r^G$j;efD%8X~UqTjH}$W%ft1$l`iqg~N+
z0Vi0u?sR7**%zuLRK^JQyMw1-tk&)o5$m35;c;D-snkmpsfCmjV(#U>r%1xIxV)fc
zQ>bM)|CW)QfN?pgm*8G{)CyXC$@q@WsH1pU_0smvKSX3lwVHUH)t2JSLPxO^!nYU9
zvevLFwdp(_?U{KzNi4HS&22Tpw-zP@*im{fQ}|vg@U^=BlBolB@4Dokf}2vae~y0q
z2>h`sw?5^OasKGvC=Hl5t{Fi0&xjK|!M5d{LXeMai%?H1Esn4N<<z93SOnr(pG(WY
zgXLgtE?~_lB(!I4T+cC8*t2@{?<L%@NaV=L*P@|wHDQo~`?pM!R>dV*Du*h7-9mQx
zw2}MRgnAh+y%momOowp8&d5Jgn=NZO9pl7Q;y<rx2#(kHa8_<<c-bmOAj`C7e^{-i
zE&zBsnzv((E)`aYdJNRnqGeF--;LQC->l2+OKqZV{}W1zneicNg6?ID3)=wl9N*t3
zo2RJ_!4;g&dmjVTK~Vk!h(VaRUdiLE4C{3L<IX4k@p~Qej+?4`%{+^%f03pbpz%ZZ
zSKc+Fsk#TqNJN!@mbBK%6<04WQU>_)%Zku7ir$r{sC;J}IKm;}R7ru+<aFmw17TQ?
zthZ{W7FA#1W)gIykjKELrmi~?qFiyL`zRYu1_dZx$&D<C3`oo!;N>!%SV;)6>CShy
zklX0u9T#A6d|jf*#Z;8<d?tl?*4AEh2+Wb+f8X}I>zi-P5WbFEItC{0J=Yz6M*#V{
zp6gdW4(H`X{WlfotTt{pd#})YT1UVLsfB25GIYAT=)d&shHi{JxtxdMto|eOA(Fm%
zZb7ZpxCVNN-^|;9J_wo0fv$gjk<eUmEf{)-X<lfK{6G(ZeTodSZH%=xN}JCnpT*v`
z#Io5H%zDSJj~W6~Pw@Jg8zPLfg{+vjq2XitQRlAb?nysS=0?Wt$<3!-2r(sf?kfJ!
zvZ$ZeHtsYTz8VLU3T44!NY1iuExT*QKKh<5WD_~bM<z%>3A42Mp7)a{zT=lff0X*?
zz0=Q=>7+r{O_>6nf%si}lTgvd5a)X{4`lUzN>(=T0@7VokuPnE6>0Ng?T479<i4Be
z{wIOCa?aAh0SD8L1^ul6GV@u+VJ!e4ShmQs2{fD=6td*4uJj|;STbVdVO{(WUJVaC
zrf5`-f|vnOS?RewR2UcwX{eV3B}#iPcg%V?3sz`d-xE4+fF42a0l<Pf3gq=jf(JeF
z<O2{@ztJ%Nr2z>KeF6ZYh>UUBwzxqnKD5kVlebHRBYOY#4tcIc1mM%PvkA6%Z4Lyp
zK#-%N>y61-@mafZ;aIl%`*tWh?M&xNJu$xX^ak)XGIgII0HeoHe(|#LYToI+I?V4}
zu|%R&<M=7IVbRV%WQbUKwc@!#Lzf!Y26Q)Vp1c*N?m34_eGk9zI3J`W_h-=9=WkC>
zcb|BrKN<{&u6{i8P$iXKZHsd{(*?hR3~HbjUlqejC2yu%rx@wPZb0RS=ZYmr5&s*E
zV;f*CzMT~pq=9QRO9)3|-b|oca^BN88gwNAq87U9L4IOay-U_&BhZkKZ0z{`o`)`f
zBfqx;sAjpA<QH~`X2jjr7l*W1*SBY@*fiT{B^4qr>r^9+#HT@Zk%Fi9XY3Ic`d@|;
zq>bz8AJ9>GU&#NPj)K|1aIqz6o7*+ca}=Q^X_>>p%9%S@x>*r%v$7NYm!aBgXvb}E
zAo;!2?#cpVYf<kPRK{(TVshB8V~vS!LDmdbnJX7o4xFB^qzx2wHJH-XiB1o3_h55V
zFp^OSI+`dFdSrPB&Lu11piB3UUegvZN8Rhi)0HBlbFZl%-sH1PrJ4tv6>Dt7H?nbE
zY2#Fu?mW<OJE9_w+FSh)z5w{7Nz~rp$Y2e;-`qtMC=<T#?5@CaaAy<=m6}5&s}AgD
zSW0z%7Tar{<;V^|4RS7d!dF<=Id$N7JwIlyIkOC<#L2`Wsio=~ZKPu@*t4T{;S_1M
zgb0pOkNSY$(j9%ymu7_($TtzU{cw4R#g=H3#jKv4@sZ1)A;1m&000q%&J$`61e#<#
zbQp;bICp_Q$Z;Cf?TMp#xNsa<WI;4>oPhh1_8Sje8${-UV2gTt8f0mVh`^+Vt<TN~
znB0a<>Z(|UrgX32PD5P@KejBvtDXJd%Fx{xPDdXE6)HI7)Rch_RMV((rU3yqd~iK~
zfx;j<1P<&8a+a-#&H$`UP%uZh2%49PBGVxC!+|W&#Wf?);K%K04{qxDA?v&J%h=G`
z1a~4vPK5d~ltS|SJbE2EQEFf_HNG}Iv6u1;Pf=&BY~{pp^&wbgz~V@yQb|TuZ0Q;Z
z)e0=M#VN9La^;qLy~37QUq%7rmSmJpJ9$^4_}N0h;Eoc_qJX$7<z%vuk$A?QD6&$7
zf@k6Ep!0q;^(&=+oEHxd&ZLF42CLSf_FM4`ntl2~SQnCB28WE6HN0GWsR%@16p|Ib
zLPv2GzpYc#h<;T81|};M_Jd%%!jH#OXmx|fz04giKbh$MoA}jo^c8(=<xk)k9q#1|
zOBsRJukL^g2Y~%0C$NRK39QiV%ECvb5g_B4`NSivJtfC2NVaDEuq3XP2~>;J#xu2g
zC0Rtld=rMx>MbUemQ{`56{%w=Lmcs%xm+a`@{;)BR|?2woPjU8*tbR$@9n*Fr|$^Y
z-v}fw4iPUWQD?QCQ#})~@1??=cu3LSHYmT_>g3VoX8>#nsNlqWC;$5NuW<Ob7S4%9
z#6XRy;(|Oj_w<Ir8yGYAq6~$aOg3GTOe38f3Y0tj;4t6p!MNJ>MoIQ)&fPnd)>69a
zLn=u2_f`ujKda4?Meyxy{IJga#t}vLmqPW|J}Y&FiLm#v%J%W-=Ck;(0tO$}<m2Fl
z?1f%{0i6%)#X176>efCtyw>RFA6xs#$9GXtD`8TH0a)yqt2l_i!Vep@b3gc>#7;@Z
zvZx?TT>tr@lMq!nf!UHIRn)PW*@>8lRA2-I7$qDX+=%%2h!|D4h?to<lIkr`8%I?n
zAVHY98j*BjA(Iew{(k^qW@2LhF95`7ti_&7Ao-rqep-=jE=2h_6BK3P9?3|fL5pjT
z23c;7VVP$63kTLJs%zrjMxW4#6t<r0DCAUdD1J+O-hTy-+-*GVpEasRjAo3-$SngX
z17(l(a<v%JNA(+O5(QO<7FkdOA09`(nI853s*&(BqAPxwmqttDW;-SWGXv7q?lz%T
zC&XKobr^qi0ABBOawK51O$aTXiPB@ib7tm?^z@q{f{WG4oRiX=auuF651rTOFzap?
z)?L?}^Q)#mauY3jk#2}-_*TJx&$g(7WE49KYR;EERyuB!j4;UzZZA^~D_ruWH4|NR
zd&!@S^82Mjl})sOta5Q-U;!jBv42-4Q?+Z%-iI`eQ8oGaz45>$;$)*kK2U80uY(E+
zJd}F8p+LlgTs_&x6V`GlPpf@{4R{8)X8Klk4+x!@A<LEBeH|EF*Tw^|=3_WD%qp-y
z_pU!$94>%_ON&hv#;8#~K;Oi|_nT?^m=5xfC)*%j)QlakQyQ<e(*cop!_I~phiMH6
z(x651aZ}cY9#&r>xC2j<QeeM%5xxR2PA2?X6L=7-Rv}QtDB60#kgTa-bs#I=EyQ7<
z5$T~q`k9Lc(ZGtyw>{4|Si&X)GUNOU1|Z&a9Ewwr5|-$%1O$&)TRHi$1|u{q1En#N
z24P2Fc>5Qph^@8u900SHtX<?!wZM}5nSyL#uwH*Fv2%XZP@q(7l&(stK0ooST*a~I
zg&@^nK+9AH^`lo?a}j3TL!987)>Gl3MSEvX=V+HDCppilMo>IgXr%&zBfrEJcrDss
z+~JGTb8C)ac+KFaghL-iL#<pBiPm|Pe%e`)WFbJ4!BwvJKmdak5IZTZ*k}qY15@1`
z7AjQv8aK_edGS@|OG}J?=mDgr_J{gn5T9+xT;U<bgdVH;Alm9yN{h!V%2ugC`XJ;S
z&JDruOzzw*Qf*s^o$qqKc<KkwV0jbsW64tzw6LDUmn%gfC$iIFyd6RZkVIjuqsI(n
z$82CXMQKk+SO6Yf=}7cKtf_B~3v4&$YR6_bz{WMd2=+*u*8=qk>P*ILYyYS3v_YR*
zfdC6+=_?w(gwNmkS>TYEL4(5GqwP3&1YT<Loyi9ajI2QIy`Eh5q2OjhGy2uSvKy?O
z>$^2v!VNA*UprPEh))Wx{-khldibU-QLiC2h}5kfe?X5eV>}lha>QY_bH;8ES-xmb
zQxpJm5~N-a$um8)=uT(T^SwZQtjzBY_EX}hND4#U60u{TYy}O8nk`9&Qps$Rhtoc}
zr-18{lS}7SD{yrOz&Q5v(9I^idzG%`NdyD0Ks(_NbtrL%(fk9%1`Lq=KUhMNgDeCH
z3)4SL$pT^FOnNqF0%lL5v~a*<;rbu2VnNSD&qTz`!u=0f&_MnJF!m&X>I`{DJWjaK
zn+ICAZ2l@bm7SGBaepBGHvN41XuQBuX=E<=Y=Xo*Lz&Fx)2~eEC9vC76!Go>$wD?1
zD$$=8Awecj`|2p9rM$e-vNHpI`Fwn`B|j6PtJt{Wp3f3L)t`8LHOwnY_AVdW#W29q
zR%^cBC*PK0smABM%vLu5ydphY0+HM7DW$?d^&)Oz0N1=p`G%s*Pebv1(3k~BM1|Sf
zw&A_Fw-BLwSD7BdC`O@q*Q!q@k&#2yF_@$0u_3)qLNdv~<&t`B-fCaJxzHhKIj`K9
ze558-0`=lzZDy{VlXv|w(QwIkXwXD2P_RH@85}beD{BeMr_vNKUcm=MHH=j?J(vyC
z;4Z6ZSskf9{zp5jcfA?;q5SpL>o<Yq)UooHZ{NUBtilnxcKG7BHIrY$O4Z-rN`iP4
zP!nwkk#>nu5LGVHS-UFH=RyOIU)z_mm|-sq19s7C-P~Qdemr#bb`DGzdOz%rUy4Gr
z6h5dz$^|b8czND{9Al4Ht}Ed%u-*D#LcUd@t-o0ojcO(^!|y5?dN9k&<2$w`1*^Ex
z8gq_+Qh$`ki+&M+JlRp<9M-)xM*Wq#!6{(d>o%?~d6RcfU)r`YoTwCIc|vd*R=KW-
zzD}fpx1d8!&E7bX(W3z-QQ{y9)0g$-ggHVdSrpp{9NdxsfOPVExitbmeBwIEIrVXJ
ztiVLi^|Vc|SZCe$rvuqC>7-#!><w-onSyuWaj=0$M3#AZaD=|8m6N8&oO1XZb|vZ?
zjLm0>;k&|_A($Z=N%gN8bz-?5g9UQT;o=zKX6va2D(EU&Q^itIpCP%5VJYuhxnO0w
zf2X2qDepG`LJzasv9+|6QKCy*p}nXmh^-afHkIT|W+P6EvzWD2RWx!$EU73m?xE%)
zI3YJ+@Y%>+c_6bue8eMO;A5-bh|ma6yu8WDn%K}ek~cVB+X_iVL_tA$#)k{z??8D}
zDvV@UFfT?6oY&A6+!^)@#@oV2AP-2E``W_YnHcr~&;xCsh!5Z~wRSUU$5(nBuUbbg
z10yngJecjV)8Yhi)8aKj&Ub(6@kdQ@e^<G-Uz_q`)*}pyR|PpEU+ns@I*T0rGZOzy
zJ4y>@60Pz7b~>-k><Q=3M#~tBNb~+i$MO|0^MK0m<OHO<@!%R*g5o=?9Jn1erUT}X
z%TN_0Yl7zzXpP;LbE*I<aI<GS?4Zp5hjAgl?6e@Fh>rb@!OC<0yZ>~Q6}O0VhB7*q
ziy}LgkK$5Js0XBh75GhOavJPVW;MhAH@$@=hza?poDd!=Sk=Y!YynUz=<b{<@SxsG
zPJwBFH*K9aL!Af!GRN^^dQ<?TyYgcCDk*@SJUaF@DSH7K0PD)*@}B`;%tAt58S}qE
z&a_bMmD?eA>RduC@4u~V8M{H4%%8zg8M_Voa41N23GTTa@{&tPc3J*=HW{oOdzqdS
z2<8HgBZ#@&9kmo%CLqqv_s7QC75Ss*8oej_6;)?R$p8dbDn!AJXH1QW?iKO}y3&};
zvlW1KyXD|0-n7z`6q@Zj)5(^=8XxHOGsFBs3xWbpl9?8qo>wXM=UwEb-#g;8VzAAB
zxE1DqG4G!$3WkplhVlQal$cqWl8_y7lThshfteds?ZkjFSpOm8|A=D$7lo5VR0Eqd
zZ;t|SE2dIm-!hvE%X|h!VWL(MMIw&+^tH#5FJb6~ytK`b{bir0YYSp_<ClsLF*{5X
zH__!C!L(~tMJ1yo5xPNr?Q)(oDz#}Z+xw^48^axb4U#-<mvfc>k5?}wFwk0-=4lMR
z@r(P_ym~9oOAzWhP`ee5Qu&`P*&BloXyPcqzHcR!WB<PsSi_-{W2A9UhIuI$jkY#}
z!keq`!s!PHn`+zujjxG0)k3q``_7lbnl`o>Y9!1E*!=@jGnm1&LCl&zD)K{m6bu=N
z5r~r`gObOt`>YStcM;rAwQYcuch%hh$E3T{%eyVqc5lUBgK^;kb)duhU$vW;TIeg_
zj3>Xsz5kn2R<{3FwmAM}ivwWmskYSYbK`n^I7$03Y9_@(c9JcJ0>x@fl##)Nl%9l1
zh8>TT=w|T`6eezI_K4x*Y*pxCl)YAMs8vdqY-~SL#s<=fXk=us26X3Sn$Oi~=Di)2
z8C>jX&5mn)Ehu_5FINa(PPWFjeX5&R{Hj+BD21_zi-o(xh4&-j@d5fb<$pT~iB-Wx
z$hu56G?<&JrUI3QiF@O!t~-21V;wejkQ+LXO?J9{zn+&o-08MKX+Ob;4+5su@o9hD
z!fXjeI7nx^a)g+&_YHx%5N-pf;dMK0D;JJ|dkCCf-eYKakj_8hcO`-I>I;fGqne$;
zZd-vcJ2`64*IOR@%mMyC@XsHxB#(90;i69KY-V1mq;!Q#Pv<_hG*ge(iP9|SB0&Kc
zQ3mK8GCp8H^k7#pd8RLw0^&Mmk~8CP2A2yR?v0a;4VzxgZ3enUu<4-M>|Py{-s}nI
z*f9kvgg>}Ww)N5dqey>4-K5fjYvC^3iid~_5?)J)g94g>oB-l2HqAihbHtBU1qDh}
zWE=*S_<i?EtHbARK%<#;@{-tgD3Gp4a6B2T6-%?{r*79u0e7xp1J1}cW_TjsQQuJu
zW#V-SQY6gSQ;Al?2DKylY=6o}b7xAN^-70$`fTWFpBg@Dhrcm8?^hV>a4x=aK05h%
zJ9~S&?boIQKLK{O0ZqO~4f=-%tHY}XU9c~EkhjxXGtHJ5-L9{*kgfD>S1lp%d6&HR
z@B15>4x&(|w4*&D?ikp!ju20ODvQg2x|Q2em4M0@X&a1%6}*%EGtlUK1}fU|%1q}o
zcqVb>0wc=9jd~%181xe)It<DVbmqnPEjd{9;Ra5lB>?mN(Sw5V&1xdiDKg;&BGV-*
zCikawp$iuU?B`E-O>W@BM^dR$*rQXL=aFsWB%^{F=ZvlaK+YygiF`(sxhjtBE4l_2
ziK~&efZpxZ+D}NBGVfK%+a}S;5dMtROYjuKF1VH;Wq6Sa><U&R_%wyy=3$glCNvFZ
zo-NpMeL(X{gbhW(x#%A6Z7f@%v3e#Rhw6dZRi?`mNQ(@r+4^e!IqkW`lx9=TBt(m<
zduNBfYv(V@PH|RY+kme{41pL+Ixy6fkb`+OJDg=J?ta!_&QoT|s^W0ZF}^~Thqd3#
zHwPD<=z9xnbQau&k{W8kT~-7(V2E1PCrf%9nt;i-HlCW8gSI7}gOdam9eLE>44Pyh
z_jg&8uR=U8IE=ABg;23d+J7SOO<(B;wAfAQByJ_^o9mxjrF7)n2?z(n)Gdbxng4xu
z&rolyZ=RRVD8h@t$UeY_LkEE}ysLxmf+i0B?XNo{_91_PEzk`+9YkU1B>NRE%_z&f
z<^g7OjV?N-I+PnJrS&drpJWa!JL4g*>YF;bCx3vrqaxLji^C$3qvo+N%I@ftm4R)*
zrbOi9Ld9jBa4h~98^iLV{2U-Pa{~!r7Y>69$vN8tee;R6Yn@*%?gPD=gyZ0Yo8hzb
z{TdTdkBcmq*#G%cSFRU3no>+{;Px7QlEf$y>z_;t4SWC<&ea!CKju(~V!;@#&&~hq
z4gb^rGyHtA8P!x*iW3z_R~~_M2qEdp6%Q&S_vRP7l`VY|vKuJ?gn>CFJ~440LYO}X
z>oG9*^r;l0dD!4jyRhW5+GbMYz^^}gcgrrR2KCuRn2a-7Hr>{N?!N=kT4W{{yE2Zd
zV#ky})sfL%7aeb5{R(;cMm&j4x^|uX@p1Ze^%*otHiesLUBy2w2(R=^1!$U~T69?H
z*=E-sqA0w^la(|90t6se1VXi8qMaib^t2_w3DaXuI%|*Ct~eE-f46%s=0QX!LfpT7
zr~i<flaqJD@3n{JX6RgM36x#gWm#+w#o*>v)!1@9H(Pg(R>pQZ7=ASY9G>VtGO*!Q
zBXevq*=xp7DfreJ2Rf-JNB*fRqkWgnPMY{-f5ljoJecPL@@@jQ2*JL>)6+27VXi>5
z@GKixGD<-f=$7ERDYx=2W*(q{)pL3{e2uR~W<_yPjY%uW&oxwapILOxOmrP|w{<MY
zTgRLDTuluy*KE$m&N5b$G)I+0i&4mcMo~iI`>d$;^ij*O%|I>VQzWIA1I$&@hl&2F
z`DZ!IkVx17Mg~Nm@)i3d>gMndiRzNoTNOp64(8U$&GVjF@|ev!XAT;buU0+8hNG0b
z)H?~$d7_>r^7G^P7I`Sv!nSNcig^(5u|ic(6zJ~ytac(PkD4Zk2COw+rekBiJ8PYX
z9+l-V0{vB{<HhU&?kAc|^BK2Fr?0&Hx;Lqn2CXxI-#2fmjv7;EHHHrl7Vo8uKwgL<
z*>gg{Pzd*b!lZLRoM4Ek{S~{l&(Zu<fuw=?Ry_hK!FSPwQ2etAEuJuZ1GcMc=RD51
z^)XW76bvCT=bf!>eECC_oDyN;Y?c3{vxV+`A-RVS8zI4w$wMX_$k0swrYNH&7F#TT
z+7v+m93;GYY0IMfvnPX7_Q!zyCP`B<h=$MZed7+LEfkI-mBC4H7sV;yqAA0RaxKXf
z0}oI4H6K4XjcQ9SKXm1$8J3yq8H8mT&UGUr0aO_AicyXQO~{!iLN^B8<lxa#T1sq3
zRb%-e3lc=_jxaL0uW%$4nO?C;@Ix}&aGsh0V7wibWX9+PsayB!LTC2yKkc?nGwtDT
z*-M#r^tw`a`Yv2tUC*tj$uL<$TmpG%^{Cj<T)cvZ?F#3LIh}Br^Hx;Y;lmz=LfW}J
z$i6YTqYSuLWNNds6v$I5%|P2zvnID#9ImyEqk;$Z*i}mNN3tQxcFE2q@gn@q?#cH7
z2_)4~2rEyXV9LH#i{eGd;YSli$gAzr<H>S=hz7574b@+wIz2w`S{_S1R;D+uex-Wq
zU5BMY5ata%#;Wu5&p+?I#Rz}?I)P1b1vLkEY`dUL<LSU;(4xhF*5*MG#Ml^b7`ndC
z3;exDZA1w2=2G4{U))vprz?3Ai1n@#5D_(DZp^+M526<aN+#73L~jx-E`sGmR4VL+
z>=m#hjRk?+k7EQm*s<GVglR#@9?zUKlOl(pU~)882n}4UbSY{&F`cMcE1pq#c~p5;
z@oD;p?}K_tJUMQBZsw3h!ExyWW}-ALWd&11zLvppp!!{+URj5Hi<zH4jJjq9Fg2P!
z8$W>+4w-n3S2poUjyTKIB{*6o@lWHZ*pALA99d6l11(YE>o#b43oWoO!`)4r@Eb8y
zKM}_Qe&Os~l$EHvN2>7>R&A~{c)AbXs=@v_AXguAN}$3Pwor$GgrK#3Q&&hm)4EJY
z!kQYqY>NdMK=XXOVTfO0AJZfT2wdgisjSyxbzZ328Bw-)IQZAhoJI`w)4$GJXYV}f
z0}obvFRghX{EY&5HNMo7e=@Q2J7Z(`S}!Gt`4$hNe_oR`C+M_%zJny;l@Xgbq+T}J
zo3rGf-uKJIWU`X{6kH{(m{H=$j2?GBp`r=AEezAeh$RaML^DzZepB-U(4)~fx3Ny#
zZzXM-vuC8du_xI~;IO8dh1nYyaQ~e`c4?7!WUys$JV`5K<Yb(2Xl+$oPwkoNTJVbF
zP9qhh@tzlttir*ZIGkohQN*XZqX0jSwsd-TiVbIRl7MirejMUtM&F6IK$9KSA*1kp
z=!8~}q*jltQm8FgNq&3;fZ$ZfcK5Kc8)PayvF@ovd~jG{xxpAKDnGm>n~GY}xY~E5
zf7TRQYrDHDO~Z1(@JQD;Cf~J1>Kph}cQ5tKf9H@eNH(#Gw^NLlu@N&xikTIsD(^b`
zOz?|~6L<*U8wdRkQa0!erk1<)W<~o*FUEpwjwY?=oHmTj;dSx=ykOXQJ@{6&yN-PA
zbi4*_^Zsou|8v_@f&LI8zM-d|a2tB?LC6<M=tCXb!_|C|*2wiXdrau(^bA?4km8E2
z+~B0I_;TLCK6IRct^P6GLbt^=ppz{46=r)ABLL^uM*UrI-!1#)B=zgTjzf1+15JaA
zPxS<I+CxndzQG<9K%y<*!qC+?Ycx(@-HNuN+qP+z{gl4=Gl{&!9ieD2gc=i}xE)-P
zO|8zAl-G4!r#h}I;Owe3p8mk})aAS)%af}pO`s=}EdPcteXx1~ysVcC)vC5Ab;tYA
zwiCmP4`%!eK-ER|JXY>w9YEn>f8?V{pFqizDu4zRTK7;5cp`14mj#f|I90z8dXCek
zRn>M}o$5_8sh62Bdf0E5ECsY0KaH@KqPJP*wSDkSSJoKdb-oXhQf`tbg%UVkFd(y(
z$xYK~G&qM2%fv&=?wVpB5tAy-D<ei847GuJ9Pr)+9kO|8(xH?^uny%(z1?wrZ9wou
zW;yXj|LD2^_&|q!4-O0sm@e-a1ft`1CHGFO?oZf0y8;d0%2-t&pu2Erl0!X5(--r#
zxBfC+Ou&K~YWx^}&%mZZ8rG(%S+45a1$!Y@!3_PN31VKvR!4`VI}!tH5lAQ&DZAl(
zeY_T<o|>2JghI?pKVD>EeDb_wc%ytld;$CNDDVaY2*d>?=CWQ9s1_+_<7O4-h<IWZ
zfb9`^pcV;d|K7)>#he;65%LGd7IHc{B>sxja@q$YB*o_rYTfmvg5*|)*NJS&=bhts
zs?ogtoj(PkL#o7C<nTzOBso`Y=fPnkj@*Rdi~a;UA`4>=qm(r#ldqyvXeYuuYw&vQ
z4Z{x!I9Ug#<PAsIG3l;FjgYdUeTTC6h7lA~7>LOg>Ewp>1PQc*DIS+VTPu9!4mP1Z
z_yL9J$<`y@p@f`cZoruOD=q1^ZDGFcyoCL_-}#4%Hikl@qrL=3?(&zt`sdX@sSWe)
zWYkpzeb-RLPe^~9=v|y~3A7d4G6w9BbQSIuK;*>$c1SR`n}fn|3pEdC2Grh<kc}5=
zy$kXR?A3bqn|SuX)Ce-HPozUQ60zuGP9NwCt2<yDaw|5l$`JVLpGdt6UMnuU(@mOd
zaecnaQ&_*fb&<V!P+N^ki)E6cTVV*L49gtGcJJu&^b*yUcSyiT-bX%ybr!9vx?WlZ
zP(DZv(k>Cb|Er#Z$3xdr!;s!QJQH78MN9T#z5KT!FVHiNbfOX2!8_D%<t@NKd>aLg
zhuEC2$=?UFoi9>}rmn35U2DU&dNwR`9-~@6u&^^bgn8Dv^=)bi?euCkj(oB>sS%!y
zg65UpD&6@2yK01O+MFiwso50?`PfrFz;1f$L08OK<&+MoN>lBP0kgN8^6jv4M9aT&
z?t+4OvU$e-<|4}$^W?et#XWk^Cv8K#sJm7W>GYz)9<!*N8EZ&L&@Ydk=jB^zadkVw
zvOndF|Cj^(i(?F|QVON}#+Q^u2SKXILzyWc%BtNSXpBLUN@o3RbZk+|0v7)aARiO0
z=-5izP=mn20Rjt&u>l&@FI?YJ%kQ;IW<Fe9M-}i$t#bn;Cp<;v4?3lu4-{DOe&sn+
z=!boyjfW5`LWlao1_=p8v2>+g@C||m8yg8V29u&hL#`rL45j}E8p&X<HD(;@iKeJZ
zMClft6pNZoKzzVz2ugZ3IwB?#kQ`&?38Wca7lF(@GzAi)IO~nNnUu827mal`>U{Kr
zIBrz<Na}5=UG%@mdZ*xAm}p%$wr$(CZQHi(FE(auCo{HfJ2SRzJLlhP)!9|2&P8AJ
zU3XVk*XS|c=N(Dj+Vq!^d21ic<nTbpTz8esI7`O-t<OVQ@-W_DuP;^Ry1~VmTt~z2
zug!XbTC!YRQpx7oi-QvC&1B+!#Y+{{74^1FJV98^F)as^<y%-==oeSE07PZqo|xGv
zlMM!F84pvn>G#r_xi{qHc@#+{$q$g2VmoAgW!9m;9mev^%>M}Nn>=No{w`>IdO%0M
zlv6RlgQyB-aWXHhQVu5IlQkEyXIPyhc_@UYiY)9LQyXj!|M`YcgH%O7B*>Afaqw%)
zt=Q%mazHziwa3(Vp4#4f0w{NfwocZ$d<8HzQodNmBxS$QUx&mlGl;vMk50G(WeG5s
zR0C0RizybFxmKR!`WouKrgDgm{1WMs^a}V}!q2?UuRrydR=vjhtDYY40;`i2O&55h
zAG9=3NP#mBzER}TO7|H&@%>TLXx20z(O6bc8~Oov4ip4`_Eo|Z0{A0b?1Le00K2QY
zFl0dOz>K!R?vQ$gssC|xR_u?*;2K0kUK}KDnZKkYG0Twn#Vot3mE0tr(}i3o2!a~~
zcceB!7_9x%BoLA13?x4Q@8WT3S(>iPc*v>ytLxMByqN7=c>Pe89_56cur~oJL@<yH
zQOK%haezZ6L~cb~3kZkDIG|aANZpgU5);6p6?4!F)NuyR)wCXDc_D?I|Mo)20{+I+
z14e8Qv=k)_>^12(q>ME(-b39uhSw|6zX1|}%vQiNIt&b|8V-}eoedhY5EU>QZu$e2
zy63ajjD(R1{q1(<Kd%@PAo0L-yhg1n8`?L>l0Ss=`>d?z1^Ben^MZBIvK}?ygWr(>
z_DyQqn$R|%=tZ-zOo1Yl=idGBZJ*Xg!Q3%B2*z+=Pyca+Pz06e45aPoUpg8_xx%}H
z{-pf}41oKOJAh*m`XpJ}74awJ(sG@H@)%FP%P;$?couEHBP?~T33sh^<v%6heLd)S
zopZ+S8>(yT1q2-oUSb^~2~wZJqow=AfgS|%&2!DO&+|ID5%Jt@^h1JXC4;6zK$)NW
zScs%)mJft$6sFSIS=$ohX5X96jAcy}ji9dm9ntV`R;Acf+8v&)VYED5PH%Kqy5tvV
z9W<PreVMa3eIsw($e+@9&t8)$XHn}bOQEONok;WE0#uJ}Pj~WrU)kOuZl!NcOMN8|
z6b|y-N_~Y45EpOD{&H0is^E5ua=Tx(4){XsYo$X#qQ^5Hy%lu!^IBDyzTQk2b**^1
zqYfp$5|Tf7)~p-6M=qbF_VEK3L{P4Ezh2EE!R<0#aa^%papEEM5?`UdbiF*^+-x`f
z?gec_0&e*0$B1@IIeg%=!)C;GN>;q#aqHh;FaSZ{WrF<j!}(K!lvdmlQ*l#KTh7fP
zSZRAGF;VV1Fxn9#V+svs^&@F=8udpFNm?_}X)rJ8+%0zT_5`+56-KUfPrN&07X8jM
zX?QDOEmOhfvgR$Te+0yZ@K*9+pgPk*gHOza07|0jxlmA7kHA6L@K8ryLj6O)!2GyK
z3O#({T<-^H``#VTp=5Z3siBq;<om~}g8%xw9>~9=P7UYd2mlJ4UssW{UPZ59iITpO
zQO0Y6-A?V68SHRfKwD6IF++X$@raK&?%Y-XP^Fr&KoC)^)q;vgotN;0?sg<t`)fdB
z0979~rSU>;=Bmp#kObrZg>1K$&77QIih4i>)_5bIBFX~wT+k%Ph}gQV4(kW);!!Lu
z%C)Ucq?7Bmtx9CMB<FuNN>(M{(Kyy@@wjX%u48q8J|e_hOQKC>U6>jY7YleDS}6Ia
zG_0t*V;}6b(}eCC>CZ5}bbpN{C0$xcA*b&93JQi8{!gM8i;e03pXg;};`l!{GgN?O
zolTc54ix`Y&AY@(7UL~O?_~V-%M?}I%}V*yYd*P>D7MrND%M8**;PkQ1~Q<eB$9LE
zHals&Y2x|Qg8yh^>FlX+j=BV^uc<vwd##~nGMOd`9q|(OnfH^kItZmYTtxmNF|MjC
zM|h5*U(a<%iGqZ;WW#(%l(X%#yaT|Gl_({-@ia&7@-R&V$JT;-r>gB>jRO|=VN2&f
zueV)ig^X4iPW*p&J!~o*^VI3VTGDY7o2%Ykf3l<|n+Hw`vy0wWPpmE@3PZWazUNb@
zmhb{XK7@cBTVQ_n>wAN=iz+l=e3_VXiX~F&3)#n5tRoxbE>LpVPpxLL7s3ILD16N)
zT5K_@vUrDS<h<OeVzxGR#+JZSI;>YlO2D((tZt6Vz_b6&BK~@w?Q9zTfH^PS>($6F
z7(5a8KcZ(4pJu_D-(>9%_CY}=>tk&JVb+MP=(QueB83l*qinTdXqEQYmC_ehGzjrX
zaA_hDgEu?U)9-~VmFAYqodL3Cn;|G0N7b*wPoi_l!?`PMeJZ^5#rF#EFbja)w5d4@
zT#q4~YPSMsQg910T|ikh9Rg1#%`uK9%_;sHXL=oQxwPp`Qz=vD=96(nM4p3uARi|z
zdmjT9SusEv7r0q<-Pi#1b?hddtr~hV@bC$4^G627b8Q_$7SBF50FY!o2t=|7vI4iq
z<H6P0J1vC4NTg~srzL<5I!(zEbEfRY4A8VyjWO1j`|alD!$Iebj^X2%&M2{SF>of(
zU^X2~o>Ih=l2m`g7l;#4x(Zby0iLKbtt49?N>lD0eEG8M<J?}Uz0#&mM;a2;k0$>Y
zs~m_A-;2c^@rW7>@CN<LSBOh%>GdDF=bh)c+Y5)M$T{_G;;-CP?O3Tr0TS}9%0^sb
zO#JX~g2;9p@*yP_b%al`ea|7>GMGH&bi%FR-NZcv^Y1s70H9qvhj3_2(DuNc5&d3_
z+LUdi8}&~#v9t$X8mmYCq%DmY`4P!DNN)4s>&l~sc%+0DK*W1zHomASICZ$FC!`~}
zn#t9f2oZ<rMM(uO8k{Nyt(q)tHW}tWNHAIYJVQN-R$JV+YhZ8FDoBxbf>0J#gP(p$
zznO$)@t~<We22mc9%5Hw3WsF6*m?j4-xH*5A-Y^jc6JfRC%b?h%dZO61-L5Ki;NMz
z1<dmU!2lW^;C;?*pzWw?z@_Eq>&7h-=10d&HCd?C8KWg8ZsL))Hos}+^^CDAGc9fM
zTpT4FcCwT^OhSWX+T=}oX&=32bYBC$CnwFR3N)J%qxnuTp54$F`_eszUu%6g)^?B=
z!&TTsvW*P669JnX&R|@(c9lMp2$B&jV-5nT>vv8CNU@DH1(D^ne!?0zcHPT4CWwH*
zEiB3I4{`^Au}<(+R-5f%3_RaI=n<rfO5r1x&M_a1{|tN3=Yib``xbeI;+2<*B+YQI
zUk7>w!Ozf_rOrJ=pz*haqq;c{j4entN9BT^>I?gDNJ1c23AzRe=>K)fi-r(1Y>xt0
zzfWfd5V(Og85_y65!4(Gb5&*#&ZxL`PE3FUSacu`Gn3j26rV?(SiH~TT<@eRGBXBC
z)0ihbUmu3LdI8Ln;00XjSdB0ua=UdTaQc?T=G)liO%3yl{Ugkr=@=w*g?>6p8EAQZ
z!6b~L!P@mfe}V5sg;M;5Q6gd@oorIHD+?z9(<tYj*uO+CQq<;=;*y+7z*3J^h3zT5
zM%T^GX02&*<xnta`9c&o5}V~NC6&|hM_sYsv2t=uCPa%ybJVH+&2k_QZJ`+#Xavwy
z9L1{tp{rUJ1Po}hP}UN>4L0RIlo;=xAwaA$&M-QI^LRAouU>_Clp;QbMuNs8IZDWY
zG$lm}G+cD!XQk&^`o&wHpB@EN?JGih15ba!+2Ex5QKq8h9u}hu4qR$ipef_B8zu{*
zbW%%Jqfqh`Ol3Y{t0`rxRZ;a8^a0hRywBJsn{k-hpaVJSSF0$l6ybW|&@ISpANqH_
zhnWBF@Kc^iB9>*JP5GoI=%+)0VEPxJpns_~F`lWAfIc~pL`mg|4E)5E7jqFgO^J9w
zaD;?-v`pz($^8cQsVnGL@4_@(DDiebA%P28oGE3v09C+>*%dk62>RKqVlK|DGNMw|
zuwWPd%Qttl;!+xB8*+yuk4xA|Q3S4QchMk@#aOBq#?RUr$Jo5yPU`}ku~7u@-!}4t
z=h*PXmmiOeaO|=uKfsuo4Nh!)FFIbL-FwVfk&S_YCV_Yyw(>P}*2<)-C($|Eazx0q
zMEEmpMq?GPrwVD7i}1D!#`H$RQekPBnWVNK7p4Rk<f&x2EZD^H|4VW>Pk_mm^Xf11
z2gxF&u2RWro-Aqe$gDhP&6oqMp~>kqSn4?k<rh_}Xu%^m^cd;#G}p1+QRxbA>TXoY
zJb5b7|65I9LM40=y!-XGcDvMzcUWbCg6i7~NNqQwzsN|xTNot#;)2^Bj^{tjgD8`*
z_fr9$Th9OT7~9?oPEMvwdcNsWVCEcucKjd?HpRWlA5WRvt{q%^3<&^yCl~Fe*9=5;
z{*1f{y8!Iv{|b7g?aHCTA)Z6D9O;S9_rNYlh11-8BP~q#C`nPnltFJ_*c39Va#Q!s
zrGDBGv>8Itj6i!k>AxZA?q9g5@MIi^cE6Rg$KSJ#U%ssEXu9it9IE~+VlehYhpuZ{
z+G{%UY|oxy$<sI;nOp!voEKQIxmT;^9s#C76r_)cX*<F<B6*rS@0$AB6|op@PPzKf
z2M4eB*9#xCMD%)|189iXmtI?%UVXCI2J?>UzgM+0N54ZU!bn0b2&&<y1BlryemYTQ
z>h0-EuBaG7$cJUN->()=1|rZ^6to!|x;~d?BV&KP{rH>tes%%*qHDBN_v755I<Sg*
zY-onghs@kDz-dYW1b~S8!^0@L#AP*z7{_cGJt1);J-R~XXAkY0>)V|)|6xwjuB+wo
zFDKG&C+==X?VcR&8^#{W4Rgk5pG2o!Qz%QB5Avh~UAe_oosE&1qt9c)sc#qG-Y1b#
z?b>JYRgvPupiuzji!QLE!2ZQnuin*ay$VgVqg1_z_w)w30Uko(v*qtOUe;^Z(EAO}
z>e1~Rx~-w(-O%l?4@NYupF(1OH>=+_O)4khuAdjcWtz$!5SC3JHYl@@PPp4o7!F_U
z-=f2KxZI$8?a-&aHC!pZs`$}<!5e^Kx1VAS0xM{G4FJT`JEngQ*|d#(-tQ?QLxQV~
zktMS5&ydf<Q=<=LoSq@#1+r-b=D(FV<WraZBCtcC(c~`u-L9T3^Z-7G$gJmHVm8$L
z-1b1V#R2ggD?&bL^}3e%AZ?bqxi~rbxEp#r-R<=!oxi{F>39y=gW8>N0KEID5SLpw
z-`Famr~#00cFz_{VFVr01w&n+J%tLO(U{w!QTXqYGtiFBdfMByg79*tUf7)UZ|YvF
zh8~!%$>%FxCdNHKKMu1Eodnp&X-i%q+kZ&kg8KyY2t!mE?pNPogipOX+6N|H0_&Vl
zz9FTDQ-p*dLFitIm|joCUF_e0!cuG9k@mH%j{*1(9>k&UuV{lw0~G*1|K}I5;=QXU
ztlbA2LzBeIOhSabFYwmQm$8u<5~9X}`(3|wajILySYu{VS-{ycDv-s$3u<{V2KyeL
zGl3qTH)9!o&~t@)89sLE9Yv&Zz37+23tEG5kA@y7OiHpZ|E{g!d0jzRdaQWL{f8-x
z8^F-*OT-AzQ?r)g%}Z5wmAp`(Xjsh9LmeYCnI^Pv&^v-!s3EW$0S8uYIz6~30}joL
zUF4aIiE;kE*sZOjg5r1V!wcN$l;XLGuU5`sH{Kv8mEezm6MTH147{b)`Z6<x^|{V8
z+vjca%?vk$i-4#`vqAE9R;Z%ho5i|;Az%!H7|uyaB-)bMe((Znvn0uueQtD%Htb@;
z`{(Z4scDPI_RvV4mk!hS*I`H9%DY3(nH8UTa-g+R&@E(QOu(?(bLaT?3Zd(J#>O{l
zrrJLyu4~A+XV@J+h}p#neA>h|5@DkMC;DrGS=0VjMzt^~A@DX5PMdo4&Y15nI+7IQ
zRtcqfGmtR-lVO0nX#D?3nc4n_mF436UlKw8&y2$m5mM-F08G3VOX!GEj%hVVP0<U=
z`^iZleiF$$WpK02=Tl3J>N0=BhGTe;@mVaEPvlx(6IJmt1`C+bs)~zR9ukwnqaM*n
zVDPxIw-|cu60tx^mmy(gq!z2*d`5|PH0<_89aen;^q$#<b9eT7?!EjpdcgAb2qnPy
zm9I%&cg)OeRNvCY^}41b${heV^lzGASD{BB+v9{Wwn-i<cY!{WAeyKwhgwWXiMa7D
zs_J^W{1DqA{N^C`)#I!zY_O&#*CRhD4+1lMmc!w0#wl}0P;@hHK>%CS7)HlF^<$GD
zJqd<-EGdA*miJ2V%2$cOR{?!y|1Y8J;Bih+(Nq!iT}tDE$PrJe-h>g5*7(iT87|I}
z>sT^Q7&j6Z6Z`)aCb4icGyTusYDULabyEuC`^Io#7lQ`%`7>2U9z7w536@ojD4C8}
z99lP!W7K5=1SQ}*j~4fi7lOB<X1KhxciTVzbjM+WX#nJ3u($<Sa<uo?GMx_vzJv1s
z05x;)&?qCx%KPs;OJyOQD)HV}^P-&i-<rQ2ZuN4u7ED6878Qmpm+18S0C0wAaN<nU
zfwk~>y3lbt3?vjiEsE0A>G=m`Ceh0f#Hx&Dj$o)9=oz{Xe4c@9H{@jGkQGijBNm^j
z9FV3#X2?-8iZLbfV&gp#YvK%2<od`EI1Zz3(@9Yn$n#+MY2jKd_aRY;iYRD3VM=K&
zs2lQHgl^vP$O(LDM1cZ9z;$7MffPJ&qp%GWuG9dMW+H|YC^|MYxwsxXG<aTYP-Ou)
zRE@OCA0J8hNLuDHwE4dya4K47sIp*8bVXME1`35CXoW;Fp+Ic3U>+MLWE-<G^@!Yf
zol+Bf*lB;5nq%^C^1SWgVzRs~<wTQsy%5v(khSDZw<96cNYOKq0B}h$U=`=kW-3d8
zpkT5V12hAJq$LmyaZBcfh*6m>#Sn2tlx$68oKS4USV())!Z7>&RP5tPD6^Oo>|`mZ
zEk)rGp=2S#>8Kf4oD0UzF$9rgMnO`OPi|qYeBlsQ+(MiKws*58WD@<}u}&D$2vlbL
z6_mJG+g_h(_oSnqfSAMJd;8XvsVsE^H<XUqfZv`5kII%#dYwzwbG7^%v)i-pQAv-^
zR`*8F&RK@&hYvMe?HPjdPtad|J<qA?Rqo}L#>;9No!zq74sHP6OaHoZs)vrXHos{J
zjy8+wh<E1BZoRKZE`UB}XSK-p5%+UrqAq$<VUpvS<8vSs0E&$e-AKbTVn5KEXH%v-
zLO)@^%E3Hf+5X4q7JGN1ijnQ(dJ{tMXJ-aWP>!()VwZ+TeWk(&N|?m%?p3?4ojO}P
z;m_Xymp?5JZcT5a0{`?lHpIL^@G?W+N`t&*<N}duDj;RyYQD||DUTqefx^9MQMk}A
zx0*K%Efy;U05zcx$aO=_a9^!459Qe$tbadE5&l(9P9ms&ZwmIRcQI+CHe~s)?C~Nc
zCK`A^sa^{aLYapu^u=KX{i@<l-3>Kb5tyTY#&)!MVhPUns$V5;R!p+Gh<H0wA7@%p
z&3)k<2idb?wHzkWPgkZ`Ql?lM6!G;goTFvju#yXy0LGqXY(J*s?v+qE-xg-P)pu`C
zbL-%HwNq-Ut2L7i-*|h++MGatdXaqPBg6a>k!*NyQ6$Uh)lsND+y7V<3bhT4hO}pD
zYA<%r&G~FsYmeR8Xe}Ur2#GWaFsCTSDN;RZMcDpn(x$F$>bmm7mKZltjKwlXiP4d`
z{G)_l2v9FFR{KiA#_1SmbeyyctWnIf%in+Y5UwLEQ(vT<RrOGb650AGf%1-q;X|Aj
z5RmM+N8%3Dv!x`t2va_yC>m$L7B}u_$9_g8hf5P*%LuhG5|i%>c!*+p)Dw&Ai1ZDQ
zf%`{;j2eRuKdMCEEYidXA83$}Jv&t@clwcc1o)Ue{@^<M;Oo3&-TPy*t)$NrD0*#1
zVww>roc`+V>8@0cJe{(|z6HIB3m-Axyv@XL?}0$o))>PP+i7EjK!dynVdNQt7qrMZ
zOqP_6#00~co%@Y?t2q`9yofED&6w-87q9G;57io~5Zl}r3m<Y7XrHynF<=0?u1yZH
z31Bz33%>qm$1%Gp{&=a4xa_dgffoW?hY=B^yz!oCf>RU4vVgRwX%=1B31fABol+gN
zT?nAkv&KE4Y@C2Krh0S6g7M(SszgP)K0HTRqIryhlOkK2yeJp|i_VX9b5Qo+ef!!f
z60NJftI*d`Dd6=&C7B^wtgeD3MvHuG2QXE^GLeH{@Qa^HMY=i>gI+M$eNxXK;lb_5
zZJzrp@*JjM$JFg%B-9~qU?uI1chT3{2wW5OstMgd8JALfOLW7HZ8%+lVT`2I>vmGb
zIPjGec`HbbaABwjCqN*3*=(~lCDmLL+%#=h6=^<aneU9ui$%HDt5{Iu6WS#g0ajXf
zsfc@=CP|%13A<4)3`M?R-5|v;CCQ%Ez|(m2dDpmhcGte*@D0tch-zwYq91H;Ia^n)
zDX#LXuZ)G60%c$asPK)>pPt;V`6)b3t!gN*ZXGoKhF)Hs`PNO=?$#%Gm#J?RK5^@h
z>5O?VL$K;PzC{q697;y`Le@3R0rqgW8Q$dH0~X{qnFid`HTBc;IQ3;mSW$}wSy@mm
z&%;<PY22|%fDxy~liYnTi${H)3Lt(z?*b<xc4nH>mwShQx7N4=+CDGzS9)hEyEA)t
z=r(G4i|sA_#YKtTGPJTQ1nHlHDHwg1SJZVt@NxVE@wcSTalTA<Dr?7c0F$T|48L=<
zEyGr}+iQlD)PM8Zi%rdaUhaxR&b9v8)a=&++_J=Ds-YKnaB~fQ?u?*jrMOkq{O+th
z9S_f>M^u|_F;{C<<`x;GnXWlwc9zATN?Jcn|7sJj0I|60-!D-(5N?KKp5ZhT9LoPg
zCC-zG9P<wIiek@W`z(3w1>pb4)HQV&*K3<%r3J(_hu|f!8JGXvv@T2U+2F$Mp%BI<
z02Nuh>7wiF#@Sl5S(5xu2wo?%>FrwV8a0k-gkFD#NLLB0;9Up#Vmp+y1pi~r6vvL-
zH24HIZR;0P);+-*FyR_7!`r>5Z}32Ht4y%J?2~_*+nu`r-Hj{Y2KY=w`1^TY{+8$x
zr=dDh_VVYAhJm6t-gRV^^uY1KzIX2TfUq#!m8u9_UGFaD3j_0ru>2S%+8R+!)vZza
z`R<}}+Np>34ZiRA^-F*@hB^0LI=AO-ZTwQqXfBdprbyn5qM(;)jfhL{bXmcpS}V%q
z-o!i<BMef86YY%|8lW;$TKWj9=y*rs!TN!TNvr1X_wo7FSHgkQ=t-|kL#LV{#qF#o
z=2((OEq@R#gGyfmtuaR{Pa*XKkWHqtub)}Ufp$*J%ly;Pv^T43DSw#Dgphsc`dGAh
zl#q-F2-wO`=PU(CsH0%aW`FN!XFd}9&Q2A{s#BY|y^OFP0~Dv?|IssNVe`F+^nX=k
z2B{3dvV^eBjl+F6zokGEGzw8lqIgMxJAHLqJ+q4Z*vn|N=O!VWY3WPMFOu(o`$Xk|
z*$p?dL=|hECe1#c+>~u=DHN<e!BU1Ho0I|}0GXNc{rREHLrWmx@sCDI3wC37j+MK8
zHv~HGGI#!00}!Ob68HLOG=doB{MSvFA!j5sps-q7S-I&u<o*5DDA%Rw-IR`YY#vvj
z8Yl=82T<n1HGqazGt7_e-G8HVWVyhC7)~Dg9!drn03YgFQ|3au6DyD$4|Uyg&)-4C
z3kFk{U5oUY7tDiCE9dVKU=s3hdxf@He<MZ0uq0jN0rV1YRFn-{IsV8SWdtZ-3x;IH
zxu9N<LrK*=zIe8Bc(n_}I*4MuW%d47CIMyTeme>m34mLMu%Zg9A9|yd=uZq605ZaA
z-dV1J6dQcn;G+SFjBFYC6WHR&2_+mq)eIULa?05kf~zr5R*&J++O*l7*|WQ?x1d}a
z1+9dS0RXLhhav~k>JG;&fKYa&)fbGnxxhZ%F&%zH?3Ij6m28lGvjsxis73+#&-=t8
z&rc9zAejl8P{o8g;|jpQ43dmUxyo4WSDN=4HBb$z_wE*mt8YT?Pmj5ewT84$(^G4>
zq$Pez3z}c0AMe=huUps8d4U-6hWvXMkPwhi5AgN$Oh?<UcFpCSDq5xM+=cdi|0rjC
z7F5=rPnU@L>@8_94pC*4vTF#|cC+w_!@?{kw=DhdK_>mn8SJx=DK2&P*cBF88rGKa
z<~kX+o;{rC2xZ|{D7ppDV}Qqo3c0@6eMIIf6=jjA|M?3fYP4AR{~@T-6|8_E)4!mB
z(UI8L|8IECLd5YOdc81(4#vsF`oA@hICn_3WZQrARQkfvi?UWS5%a!`Bt6oM#9%0)
zU`g}BLOf7Xw^ESj;z%hJQtF*V_$AV}k!bq~KC|yXkK0`<J+!vux6@admM8z6e?99Z
z&K=Dfu^n+G6jv7JI3*FZ(&C~DBn$``Sm+xV7+BQWI=rzJ<@jy@$;%iL8B91JQ1*v0
z6a@uD#MEz+hz+7VED)5SgBv(d1gM~#Oi4~f2#AP^i0GaZDJTVuDrC#p1BhOrpA-x)
zn8ZX=q}_|y7(t2cB&UxM7|%!nNJ&H__SBO{XaGAnG)UMf5CaN6jLTF3EF=dA0*VPP
z_~k<r8o`<h=bB_<?sk8F0MZ2@aZmgQp)rRK2oVbhW<H{TNXj!3e{Xdh$o>!OQQg8@
z<Qj0e64r%cKag?43lK3eQ0x#iM0me)1{!BOJ{WX=4g!<XD%e@O&>o;a3jo9y*v9|~
zbOidNdQ*307-n?0J3+*RwSNT?>^rcB0OXs23RX~DIT7(9_6Q{8)MW?|`hyA+Gy&NW
zVx&N%3%BQaNfcNaOaK&`c~|$YWJER%9(N!*kP|R7{#ylilBK@qAp>P;356F&^0A!H
z0tXFjdb1t#TX!rFM9Q}(0MLD5YR~<yW4_wbdyCs+(&UWnd@#g{jX4t(fP}&!A|Ya+
zAY*_DYzHCAGot#f1BC<h=n?gW^cy-%!vzR1Kw$>*TfjvUP7?&b6F&$CZ4m>pEy5q1
zKK6nBwnhdD1>(cSLad44895dGs*SZ1zX0r}e-fD#13Q4i1B3$m>*fR%)3CzViT4x?
zeuI7unEPrw3)e|mZ~7#DD9g(u@4(*fV1R+UgGoSu3IYqLgx~;=d#|@VokVMf{!m|(
zn)nV0{bpb1n6Aoz*Q*~)Xs#a>D9XLvk!ED93lSi^U*pcOz(^phNAR!Tlh50fU)&jh
z`a6K-yN_4J-PPp-|MU&?P4IxoG9!7_5DLzHdmanhikQhH@RxH5>p`+h2Z=W$`w<|y
zyg(F-hqi}+B?EW_33~?%{e3g0QqQ0qR=^C05dED$N!UG0-^(#_ievx*|9p-fFoTBr
z(u6B!xkH_{1q<6h$wz_;OT_zlB>}7>#g_kUN5J64)_;}?2qP;4K}CUiBO9kBG>8ES
z2*t`>6Xo@-!|$Djkj`hI0a;iG2J(YQKiMuE8~_C*8v<$t)4&3Ep9p0|fchO@62OP=
zLI{5nsDq{52CC7GUpJrY{`Naak^Q~gwHtK%YWx2D1`6^L=@(N)g{oJpH??<qOt1mx
zLEKpuw%+PlBBTiJ4guEyJ7Y*yzO1{4(9ZmaQ(CD?7+9$hZ@&>;E7*A2hxcB+#N6|O
z@-sVC(h0cfH~Ta>_~3mx1<P0UNsHo*)9M(Vh>lGf8E2r=52sr65aH&HU;usL?M1ZV
zr9|bs*`-%T_eEQ*-rg|KPpXiXX1w?El_uOa+q7+`agqDpJ5F-7n}2YPiA1}0!+<|u
zVJ-4XpjjNr``OWMM1;F71|jSa)ZMm(6;G~^dIl`g!X9e!=gp9I_-SADrYhW+R!J0!
zSr?>ERV&IbRi&h_HA~t%PeeN&WMBi!6Kxdr{!2>#sX>Z{lHx{1Ifp_~^nTAIpC(=$
zQ}9tx7c6Kwm(}{ET0Td+G5L-DSM##(iI-X3JO7X*`ddbb4p)SyN;_cD?KjH(2ReES
z@d%(tU=*ZVCU4V^W<7UR8$7hMf+S74cBU4Lru&(Fq0sq^UUZVy$=@SAU;Anq)5+uC
z4~x|CFF6m51hQD&dsS*;fTh8cDoX5YxJ0b7bX&_XpbDZRREx^k<AgpK8BP8zp=Cyt
zS<{p4++MuS5tep0_EJ+KBI+7b^JW{S;u%07QO0MFe}fmvy!(+z@sqZ7Cq}Hd)@wum
zr--`C$SCD+{>SlttVBu&oNh)vOyS99(PuX1A%gW`)xf~(h}i9RI)8Vipyr7b<x>o%
zB~y#;?ePSAubhh5agTAP13_YlqO@9-fB}?)i9i>p-Qr%;sNM0N?tTCt;*<Bv6*T}&
zQRA6-KxaMdoIc*HLjstNVhZ$9!e?%ZEnqW(W8uXJN!H_XjLf(`6_P$ERE8hMsnTW4
z$~MDjQn2$vB4)rtCNUfa@Hx00$M5otR)N4f^gdyB?l)D1YPc||p2}+Us@B`tJv*a=
zRpz4{6MQB&tlFXeYpMC4X;iWGQx*VCFFB^FH}0tbG4#QeNucS|*X{lv=-i{Rn-S@b
z)Qj=2v$G+wpv6?#gR}|@cr$`kIs|?gV=|)k{zF7{avr#OEY%Q>=3FC5jb*La8(7_?
zDaY{CjswIPvT`yeGWXxIjhJO?SI~p1sDv!(P@X9iQ=O#|_;Bwci<SR+EYtwZD%5Dg
zcbjK--T4;>qUAT;60~+#zd35;($SVm6=sz(Sh^GJ**M96zA?B_J@vcV+}V8lfCQTX
zslA6LE6Trz`e{^)WRZ;Z28NPLk%!Db?Ex1@L&^g~Gk)gbm6z6IezR0L_g$Dhsqx}`
z&Feu2v{m@H+n5D@2;O~PI;Vi8?7)M8295p1XOiF{VLOIREW9pZ$Yz}9saH(ND*Z<U
z1Z@;B%iu%OU}Um^QAZT}+!hFLhiJ=2&3ka)(rx$*!o;c<0?QOe6Vl5+9LmwVIq*DS
z^Oxk9L@jZ;%R&>f!)&$}mtJ;5;CRaT{B+udN94;nn$4Qz|MsnyF}MJwZ{Zeo@dxRv
z>E{Lp%?1?gyZI7p?BksY=@aP_^Kv$_9yj$jvh;d8@MHNoE!olX|GpZQ?vuno6o<H-
z0_R2TGc7jnSO+$f+`|1+_1XD412$l8v|Fx3MS@1Qi%E;P6L80^nUb}vQ*W!XmIB5Z
zR1G<~Yn?h4VfeQ+Bgg><X^-=V&p)v`$D99P1o4~ZJ~^SVq7WYxS)wh-vnV$~%3$;H
zx>>g=>-Ku312rjQ#KZx6_4(PkHP5L;5KBVW?Q7!b7FpG#8^~8V=oU7`YS=M}%QDb}
zt$2>`izpwt>4jFTIh>Xt9gL&gX~_3TYSBgOP>l=*XWH<pBnyBVW-*R1I^lzqA*7Ze
z)E`Q)jT#a}_Zdwvh**7<g{R{;;HnQ&g4L~});M4MC;er}A5i~w(39hC|10=3mihgI
zG-CLZiz1G$r1E&R5b(o+PT5u4u=x$)!g??mnq&Ong!%*Jv(g98B>(MxP-M(%CFzRy
z-pCbW*BZz|2Q|Ri6>JS{j}_oUmRbDo<NeGjJ^k~iW~YEbi<_TK+;fV}ikc_9p&t#q
zz{8W-GdvdQt&3f5N?1E^)B`SSt4Y{EoCNqXwxm*x1B2Myy<A#=#aL@=N4Ht+9w)ku
z&aXFyVZ*bL-oc9g6vJ5|w2IVi*x%{{cj&Hzu*P!Hm1@95vgbMOyhv?ZI8(0E*u?#M
zdk&)Z22#aFsftUb8i4L{U}JtU)O!{ayUTM`AzvqnlQV~Z8rEQS-7r%PeTUA}k%w;Z
zvmr19HhoorhK9Grii-Ix^rbmin6(OVier~ChMVuxd)^+uvu9;b0l}|b#nLMSXvQh<
zRBzSs6durPZj}EYWdwhS4eu=igU0`5$66cQ62L~9t-UO8?f#<RanwruaDrdR`)b#?
zPS;ruYfAaiWgCA<XrCPVwheXR*?!m=%J};hV!xtN!V{c)YTNSR(mKaoSkYZTr|MnM
zD5-_>#r|(BE2bT_zM{QFF6RTZw!=H(?fTZ0+5#YtAwMvaKacDGRJlE^|2;L~#iho^
zs#=sVEc+#S5pT^mnw(>;1!_r9c-%eK17UIWK*Wg1Sx13Grj-`ZzJ*}=UD$Y3dOK6{
zTPkW7L=$vVGEAFAshr``62erzspaM9rL%aS>d;-LtwBflt@M?7u$X<}ampb=o)UoB
zx(f(imsq3DsN~`dj&;~6=YHNZ5y@+e<hw@CtNf?=V|seD>B$}?ZUJ?%xyB0_gK{HH
z$mqabNp5IsW3`gkK{%K3Ar7d7Em!JMD#XrUV#lZC`?$*(!{qR4VR@+@bHd3$6@p~}
z=}K?f{yM^LKJCPqYcm~Et0CC7PVs5L5CME(B#`cqjc-l2%zJ99HkMQNR*+QP2PrDo
z8><y{jv~hM^5oqQ?;{kkU^|5JdF?*Tm4US8K0kpUb)_HK!?T}N<}U8khWX`qrMgL<
zx(AoL_NQ&tDXoXV$f+?_65WX1+}TAvGoR}A9ap1exMX=)GNZ(Hv{1Ktnd6F0dICt^
zpCXerr)ojHf3Cq7d?OAPhHz0eUW4GPz$eiR)Uq&5w^9=ChC~?f64NnYL(jJKE#g8^
zqoek!9l;sB57u;LUybYBCC<1_0S5O+le9uQN2%~z!#*?NGWiK^th-HOl1w)}*E#da
zb=C-{H4XL7gR|*+u-X<)^dCQ2R)G8kOx@M5p1dQr>j2na7Qu!F5P8KoDLZK=OOMo&
z`qoPIvgmWN5z8eix!6$~a*M6<zy+30E6%+~SB=Vq;OA$E+U*9uOGO=%t}$AkYK>Nf
z6lyz0b{H{(*`~O^79p}=EGyP#iUr)9I<88>_QQ1Y9g(N>)9Jgl0&>Vqe*l^NSE--w
zNlv(0AmZ?_N4=P-TTBD1$*X|dBa4`tAXi_lShW*-!rr+v_%>hK;eS40lp$$H%=<D5
zpkj2W0qE~0IEUH)$xW2v*&dyLQ<z%4i<^~lCD|y4QDcX{9X18|7i@QqsH7fy`s4Nf
z`KUwW@_wS9!J%vOPK>O-zX94E82o&{bI8sm-HOaAOH*5(Ax}>YrScKycPw0gsp&`}
z>-JwA(m%<Vy_TEE%JRAZI>y0lwiQ6Ijt^dyR13(GpJlKUtm+!yvwszFK)%^7_el7{
zwhvPyQVOgcv3wZCG3}}Y+RkMkjX*fmobO1R%MP{4xsQhk1$tEC2muu?>MbOoM0^C8
zzRMOad8eFIWGj#XKYR0dRmAdx#GvQ=L_BQ!doeq5-H-szXd0cX^W@-vq&76Kwy96S
zB1QZvFph1SeWj22pBD?7<pcw!ts>hCt<e%gU}oieNfbku=5(!TIP0_Ogp!zLq%RUF
zb7dN~e2@F0$(LOW7=Y)wKvF6%6H8pQalBiFbXBH4VwHYO&HG?mcH-auB1_0sSGWvr
z+Xdl+9`*i`hg`A21b`zWUq(A840bsptaSCL^Jo3Lu(Et#epI9Vku34EEzQuii&=l_
z;rNd9>YsDWeEX(ztZH}1ZmhpT6Oc__*y3gAs^;+wZoOoJMS#b%qw_c|X>vJUUxNu}
z>)WBPos<vg22lb1?OYtFa-fDC!D0<#`bK2W?p<a;zf~G0I$4?HhGdpAeb%#cZVS)J
z-Y3KyaGzb!2ByiBDobM4U7HF=ag0F;#t|jTWzu~qE`EfsxLrPk*964zSc1vH`kzbR
zQ+C;W6;)YFM8Ioot1p6tQA{c(-uTVgcDhdbf~qZe+=$)O*j(xpW`II!S}~MT+QsX?
z4?<^0LtO{~yMwODD{S8p@~7(BkpQRBaEB^?gG2_-udoY*u3xqhuEdY@<a|e=Z6O8j
zA{6xe)VK+6zE4sFN{KqEfkVkj>WJA}i864HGID&d|C~ZXS2tV!=)h35VR9_C)zHXd
zU(wor9#R!qJ`pa?O-5uxvT5n`zW7a}qv<?EwS)erS!GM&vQl^ul4pxlb~L)5EcV~h
za=MDogj2>JrUcF5HcZmI^7pQ+)6Z8#XzBQb+e~K&Ft}Seho7krUNn_Q#OJX|cp3c@
zOUN)<%m@gvzn~H+4jD--8CLwdv-fI|O~^H4ge-zNH`og(&XEZK&W-maQ!3{#PuBkT
zd``j9#jc?=9#JI*vfN$vSQek`T&3|@vY{4H704p->6&1ECRSvG!H`|g;MMjavh7NZ
znt<Yi{T&Ib5ZYB?WRwX8?|_|)*;vb<J56`9AqR*=zULxURC&0`rg}9@HgoAw$t7Uk
z-ZL@v`Egy@-)JB%L8?`*QAlsLx7LF^FXZvo#v7NJ`)Uvf%O*D_@1G!~(dfXCap|Qr
zX_?ZC<S#R0+Yr-oh}#@MQRIyBIDD<wNB=kd#&gR>Hi*u(w;-rKmv~##&-G`?j-x!u
zcMEX54qoJ6KUnV9zEciuKy3}f=AnH@OWtCm>h)<(cjqU_+fy4UVaSo{1R1ttVh7xo
zpzOTNw&Cj^P^zVcv?W?l-$3&tA~ldhzCOU*0FNWYdVFWhQ)=Y>Hq45MMu9+iPr1pE
z1B;AK>k0!`8M`|+#(TIIb`NNwXc9${rUN`ZF+A2rJMcbMWH7!#jFLYoV}behhONYO
zvv!x@T2Wa2?L?WyOZ}<D)%CpG;V-9rT$U0qIaTe*r|Y!wbZ@Lz^Xut0w1T6xFeE!X
zyRI)C#*$<BK(i<GkPh9Uq}7k5N<&w7oaR36-kEpj%b(cU82Xo>WOv~AcbrFBkRR}s
z2gZ!dVEXJDM0^PZMz+(XTGIML$J&ykc00f@p?5^eqSb&e(?gs(JkXl-qTW}=|Ban_
zC6JZ>(p9b|mY+zhAy(Uje7giRHiKMd`#zV_T)4hZynfqqA$Q*SDCwIN8I0`^?^)HS
z%ga3-&rxo&CByc5iewnzBKTaxG6$gE!Jg(|rDB3Qfk-B=_l}Zs-_9`iMV~TQ@sPv8
z4-m(Zl)J5`M#%HHg0xt9D$#O0jHiv#CDX(OUW!(&yx{e#0&gl&*C!n#5=puZ+7qo-
z@1`)FTHMq?|HQoj9@(vzZ53ReRw1x|L&;ePQu35_;7$+_cUOzNVKO=w3Ip)++*t79
zw*XVJU*MehhP|Ze$V6>Mct$>48ccXd9fo^5$YVbSKyR9u*D<WFQB@XH(2&xNM({iB
zvM$}KKizvLs8?S;r0&I}`Hd$l9Jm&*fS&umcHjDP_RM-N%$YW}^-vn@KW?9zA1UM-
z_dROMqm5=Zu@2!RMT~&B2m`PZ(jw>^Z78rJP?!XGqm>1Z>MjKCsWxN*p1TxgI&6pC
z*^`WXG9rlLl>Fv}e_g)#rp<=Rr=CWQT?y|<;(0V4zVU_vJ><o$Ml_z&56$%bzTaEg
zl=)%@(c-P>ZzNk`-RN~qhGGy7D-rA<XkQc@s3+TpO6y+V7o|pZ8vu)xpo6>O!Qb__
zCf+$R1lxMHb?UryjAn$6`{pSqE1PUMz4Q`m-Ey;4w$45+^W1tdA1}uP?Tt&T4MT2P
zR&l!LoJU+MiaV++1x6YcpJ}9gi)Z51w}vtvS&p+;snMvJi15gv6RNQSt|Yz+L&oQk
ztfx9sD;@H_@Q7-KX@FbU4q{4+T>`<E8IsmdqA0k_tlVrq+A^Da2OmC-wG<hyBluRt
zC|n_~+y${+h}%Da?=&wDMSRbPx3?z~XVKdexCH5*mC5VqzZ!pmHY$+?860#YAM67A
zS0i;+@L%VSSDQ&71#ZVnpUYxvAkH;(?pTNtoa1Bouo}LpC;@RmbG$f2*d#O)9;VBJ
znb~A{EpXWX#s#6}Yn|T@<~njaM;o3}24c+ZTAY$NTzA`Wmp2j(wI)r!I^9ROkXPwG
z;w~O|S;|qfv4W>Dy9!zV5_yTQR{kZUve_68*1Z=-*ecE*Q8dWnG>XPKnQPMS)QLL8
z{?H-zHY^{DR|Obr(D(6UcJr?sv~^i*{T<=`_hLo5T{fw*uPR(VHr0)M9@v;dj(#WK
zSaC7MOq6-tLxNoRW>$6C;@NNaFk*XnP4?*iydbpV6gCJit~Y%p;pN(mSS;`JoX{(t
z{#Mr)2@E1|xb58O);>EA(!;VNsCj93rJe>*F!hs9Vg%@ijj`HJi+4q8*`|LKso?Wc
zi44|9R1XAXeMv9$Qf)tp(Y?G_l45|F@M02KKgqTEhPre;#>#Cs>ckJK$6lw9H~40E
zaGd*$|BO-F2Rv?_TKY`|-&<?B;A*>5@KTSr4yH`9b>sf+Jh+`sSY;%<QmnEC#}q@O
z=LU35C;*nz-r{0MWZx$@ejd@=Rw0HiK{z2Y!*i;hJ8&skYA6EC%d(I?5@S#WDg>@;
z8@J^}eavl1tFO|6PIUQZG0I!)+K3!A1q0@w7xv9sZ~SZ|R6tfV<kQIZ2t-TL{liZ1
zVI2##c(7(95S}%Y@4ZhKOo@B`tl<=*>7E!oP64EoFLTqmH>2iwuskXRag0aa_trH!
zy&hbg+y%`7{CIG!R{OV*h|DQ-iZ$8nM+xSCX_QYW*P@!u93<p;yBa)iJ`j8se)+FU
zo9SPAVz?B>JtRifX)TiQa^}t6Au<+ElFLp&or>8Ge78I7tkL42&`NJFLmo6#e+=Bz
zE&&|B#>Fk}y>QE>yO`c~j<zl2W8-ZvyJuo*{#|gS&W_xlKIZd+iie^AwjtQxLG0~~
zl=SALt?SJ+K7T9JM>*f9qDWqbDDsN+@17;qruBo*&d|)`$!UluVP<O{kYY~(lCHZi
z=<D{!lP`$#a>^6XUHQ?DlSsj2I(`v2SU@ia+aEdf<z`*AxV~ur2M;TOS7h4fo8FN}
zbi3X6CgIw>kKSm#Oq1~~^F)0~t%uHN4GzT<F<^93cFVo^(A>7M#;Us~d60;$5osX&
z{7`<)+wnP~@~(U^2FN%api%{F*(s@%H*SNDj45q{3Gc?onW=&L2YBa-k1!F<CIGo`
z*CkTpDkl+G?=z(2sS5u>a~H0*jgA(62yduPY6AISVgvWZ%c{oBJ<<@d>x@uE-cJJE
zfphrFIn`Rj4$Leq#<U<F^^z}b(aor-0?5yp(^AANLv=*k&R8ogITE6@+~~wIwDO(M
zfl6HRL%xHCHMk>jE*%TzLyNdBF2LRn&7<1)W_v4kNo1}FoP{)TnNe`?)(AD@m|l>*
z);t~b(a~#GT^qT>P3g=!7FNT0(wTC43JoPGos<gCyxzbejDtFB%3xJ)Rt8;@kIez<
z5-9S%70gEC$?|lJ!c5yVEFjgFVd+16YO!O^?m?}+BkF~o*sq_4n{VKcBLG>$Iy0TD
zh3INHE0OKh408e>x%CC#XXU%4mz8`8_Y~GZ&~Iq_E0A{Wha%!qQkIU&SuFoKd9fpq
z<T5^XZbU`<zPLSS>N<UB7Kww@+%`L78v_<3X9tp`+$0O<cui{erHn@KMZsy<r6W`E
zGq=rd{=(QHkgT|2OS|v89H8rSss6?(pbOn{7~&U8EFr|bL|#OT5697F$<X9>xjiw;
zo}i*pa|oOU%aI|!k`%xd?>bPxXju5+9=JbH1n*OVn%32mC;C$~o*_P7=K5xvHQpN!
z|6gO%IR&4ZYj%yBUfnI@GTMAn^6KEKrV!&~%kfYIh%S+Bu`w{VOMq9E<ewoy+%!T1
zxkzc;BjmrWsdYPDoc*J!#W{3`lnFoFK3Ey@Y0Ou1o=)#kTkL{dZL&i#)0u*dWVUCY
zbnVim>yctho-mhH@<^M9-A`$++>^^jy$BmHpOZ3OkX_O4qbmaVm8^DoF*a+qlV5li
zLEMjs8>-Jdy?F<?1ptnW+f{5yx@0Bww=-kmVnwaN23UH-oW^}6sqT&Z<LJ)qv-1U9
zUEWnD5O22ew710fG^IVtHJ+mJN&Y1yhWYz`-uHMZIVLLoP?XqMU6<5CqZE!Mn)8rj
zc;R84LPuI>1F<Np9q8Sj{Z-#aHvXKNOiXoy+)NmahEkJAZGaD4TeZy}IxZ8^F7@1{
zER3J)%fWq%E(|m|H?)9O;sCc>-o&O93-8>Y+9WFQ;j1VLjsJ{t?vReiS){A?Adcr&
z_{4G^rW0Q~nlL$5^3Do*>a+$>xb@9BHHQ?~*CmUk-UYe};^`bM$|Garp`S%cv?yTV
zk-SG_LU7Rzl>yFHHeb)iTZd0R@znM~&ETgE*MlJ}g4Zb|Fx<bJ7jvSSo`HlIX0iWh
z<)?1FsA*SuANAnIxuDXIQ#q>?KM`<iF%5-Pm%^~IsRjL1H*!M&1=c=^LY@xc4tVq>
z#wdMaY5qO7Y2#fg(S*1)18MZ9Y~u+>P93{*SYJ0&>;UV(!6{lc;5(5PfATqxDSDIA
zZ>Th{Dn!thZH5OB0#@Alr$o*&5XZSlq_&6S+I$F{wkW*>XHG6a+nQI0>F4LLOt69I
z%9HMAwoVr%8Qt{k$9Kkl-%?=CP`;P$b0j>HAKi!TUZy>b=KWR#npg&8_%T4yF?2Ju
z2xVRbo&j=z$JHyQtyd3AG7O72Nj4LEaRJQsk#KH{(e65nR&Kft0Z|zGFK^*;mk?G=
zo~kb7AqWbnGZ@WW6L>i@rz?ot%Nh+K-_5%i{2yt3-FW3_e+v<Xe3M%cZL^Ghyh9}R
z={#!Hk*CJq4vaYbxo1}@f;Iuu$NTlIOQs(r15L}kBC;RIk-RCogepPSX8w8v`MQ9A
zmj1BR0`w6h!`|zjxVNI+%?=%fPpTco64m1MRb}^@{4tvZwR9ji1VfSz?<O%pPwd%?
z>*216eqp}9pgE*+mg&M)z-Z}L<iKc68#Rmg>FWPYk(t@qng3s<Dhm-86LT_gB03m1
z6UYBbR^yt%)zoZpIpj#UiMh+&;J3G_^g)7`fJm7@Md7!px2fqDw~2`2h!)|Kf&<w=
zP<G2t`A_+8f9sz8ZR=WId+T`fcxyk6&E}W(QyPMG0?`VQFck<G{ws4T$Y)1j0)ag^
z0|#}l#m06TVfxM+GI10OK%Kyai-`SB2_ZnR06c|_9!?mbc-g7I3NCCA_x3^WprRk3
zqCkRx42YDD1jCgwsDyU5;O)Sb4nfLAh>0xiB)H3qA>r&yFN3*G1p9z6WHo>iA|sK;
z96bYLL7^a8*&=|JruFTF5h79PXRd*Hlw_I4M-B~%wTA8W_3*?yI<~jBJErk-ItrL@
z0n!=>fxK%Y7zOYy5CdC68i9u3pi49OLI9e>K?|_6jo{qhJsu@nOix!Vs6e2rfi$8>
z*1;ik6YyYQqzF(qwLD-pJmEirqjNu4PC!2w@PQFAr?*Z3?_U_O@GlRJw&qYCt}Ic$
zek9yL_B8^qc_qKmV-U}MpbXLK0PL(y0Iw+W&xyl{k*_Ok=)mpt3~)4y4v?!@5Fqu`
z4jPoVlgpJm<QkAV{!I&4GzEi1%UvD<3UzQ0`%Nq8%>-u_Wz_}wnm@52TyTR_*9T_H
zG(7pCiL6l@zvY8epG+$y{=<k07W$270qOz_1r#Jij2r+o4h<BnyW#Q+Q+K%!fcmI8
zdIu+^xx04><pHTi77z66Um+TX+?-n9f(LU7>InX?AA|0_BXo8Iq!D<l8?aWOT|d$l
zporAy&od!5vmX`~0uuyD`xq$DkI&B!tML333{1o8+t}BuUx)cK99(ni+OOJIn}P-g
z45XLy!#yaMH@FuN$>1OmF)&d-;B;4+ZDs&q4*WHy4sHSu9{DAWu~7O;cJ;FQrTw!3
zuhHLUS|N&D0uHS8v;PKL05p$sfA9{l_;5`B6%783egGW4{Zf>i**N~{&OGS;{winl
z243_3un0M=EQ1dK*r`lliGFQufIga<Y=~&<tA>7U)b*y3eThID8h*O~aYmN^PhsaA
zqY2FR>#=uc$F^<Te#W+K^VuDnJGO1xws&lE$DVKA?>#xm`Rk-<(z|Kev}v05&fV)L
z&V*-L1nXYc_#v7s*t%6i-T*Bsl&)xTQ=<dfI|dH%8H-q_mFymtF@W7Sx=r)b*y+=+
z5Nr^|`oU(v6A}XSh$*!Vn&YQ1nLa4!FH9t3^eUm7Z9FJP7vbFR-~y0*KEhw@Xdxdq
z`7o4Mg5<<I+hIgVU{22Ba(jYdKoG)T>o`$FkJ})OV87b?KcPH-E*!W&OEN<2gb>Yt
z;qFM5=6#WqChWUIwGlHU_aOU21Q5M%vyi}J>R_Gp`2K<!#D7(gGXiO$gn5L1)=;3+
zGh!O7y2)q?3;B@z^n?5@<QPZ(_>QosO!us2=lEvUgwVu$yi6G`Jxm|S22=;scxi^7
zvkREB*r=)R&|HX6c%6Xn&WC_awB3V!e1jTg`OP(L^3~TBt}{~pt?ldB{dLJ1dmDj!
zGCg~>th3~DD{AR-$m)CmzfjbP<5k0U$<ht}$9^Zxu<4Vu<K|ZsNt(y1qrI*cpx|UL
zL&;U}kgpGcroeopWvZYe0PJ_%E%fV^@P(jE<>^T!o5t=a(TKJfd0dS>qP=B#?Z<Ut
zziiX3o;crlxET{AmC;^w*^76gU|h{YQ;X25@er@5jbF67jhSN)B_nvl$C#mayOjNV
z6;6%1pGq|$Dr2vzoV21;Q8f;WID`O;^}Z@8TVCOqgqnu|Z-E#M0leu7=~B%4#St^A
z{^SP8I!2^`*Sd6RX0p?%Kj86}iWS15cLw02`g`^zPxZ>P4UI>FP8{x<&4-vH`?5l=
zB_n>hWmIZE{n|9s3&|sY&K+N@D?b)%UB80L;6I&9Goxtiaq(GP9pBBPc4jdV70n$4
zxY;<z@FDU(*xa_;0<~A*<1wsV%TGqew6NRgeSf5Lfiucmw>&y(vR1gSy>8So4!m{S
z#U-C5ZB3}E9l%*2qZ?D33=iwF=LJ<ow<pm0>7ynY5F_fS{D^Hcft?a$FMW38dHuYf
zE&PQ_HLYe{Kq~vI!ahgL_+EnaYIWCCKMJI&Ov(@GG|Tee0#Kd9_4+#E@9(}ReSYL$
z!AxKC*pM+xp$`5$O$CZl?ww%i#r;pp)=jThsX0#<1kaZtVvT`>dx+uu_e?nRd>&R3
z>!XsyDV;TGI?nGhBdECr2GJL&yhN|fHbsl?i*T0fyyu6<lvlr)r_TME5)z&9WiX6M
zXRjl1QdvC1f`H#D0iyKzXqM-MhrI5NJVP|oC9HsOOyec3ko>hkHqn1k)8Us7UX-M6
zqam%ltP0gGy=7(XojSrMi@5!C3`JYs_)@$ZCpSJuU~R{yM+()pS>Gr}i~GvF$URYc
zrR`07c1pVs!pOT)zGct0!%p45%e<w}1H(=27W=<8_J9)=;_jGHvlDNFL7fFTp4^D(
zW|fXd=h2!J`ofH?lIPeu0WcASCY(X3bB2vN87A6I^>vtbXQ_uJ&m*qv%CFeh6jVE?
zX*0sx^kw*c4xu@F?j@)f#c=d~aq}`JBr^w+r|f50#`0aXrX>-Mvu9=$$jG`GD#-n#
zoS0k2$-o&AY@pZ|o~9$;MyAuyr`@FWs+c=xuq&8?HBn#j-;IKQibr;rt*7QHW!MrI
zZ7^OTAS(=9Y5Y`YT{JwMa2kyrhCWsov$K+K=c!Y@$zcvl$9gGxK3z5}3L(m<-$&D;
z0yT%t>yqqs>uID@vTrbJ(bXrw>YhWFBuuZk26&8kVn|$HBeXA4Z(%0-Ag`Jwhj^Z$
zU}a`B+@*<ScUXws=#9*e(sDu&I`;?c*fd63a%zp+TQFTgDi!M2W!1IR9$1<RSC47(
zB3vR_Y)9$FMDMBuTy`Zh-Ri7Ofilh8Inmsoa4U~<Qv4IYf7>a>wLsh|4g-N{8`1o_
z2H>bTPX0RWA1SZR6M^KD5t^j{ZL%jrc24o_0M${~O@=%9v9@x}HgbYyZw-`n>Mh?!
z6#13)e#X14G*}gW*In=6r{sd9iWlBz(d&zn_hl4FN?TTlx#&92V+~w^<H5N(TtBA;
z-U-bXhn0JC(<MU7VGl0rEc%IJa*AX_Yar*yr#8U97-wNW6XQLh*|3m<7=M#=*dcp-
zU6z+gP`kF}bIP&Y*1B?*Hi=L*6%@_rGtjEDOtr=Bs1TWRD5~|zYF^}>YyL^fbo*Hg
z#d58UEUpJ!;&f_D?k@{(vVv{xK;ouE&Rfv3Ocw#Ma{4Z5LJ7M34>r3fyU~ovaG;5a
z^{$|MW?<Dofx|L{P^oKMU2!u+n*00+52K`U^U2|bygajnF9r^GmRO<Ah=%YJt>!$t
zoreRnOGYQ@<`Rifcyb|0MY<_nhQr`x&^lAaV1jHg)Sos~`1EI$Cd@z7>kwNSa<3+n
zwx{fIQ_fWLp0V}xkm8U934bKh7l01j5<4nTW#>Eo9Oj1QLX_bJt7krY$NV1yzmdh2
zTTCXay)XM1CfN(u6t#b#tRB3M^+qX0L<q^IK2GX|&x9<00V?rF%3%t;#{97&*kzXb
zeIheTTim^`*2r74DLC)a<G;CaPnlY8bk@JlmLQZ7T|+|EtI+oDE*O%(xkXe;s{7Ty
zeFiT=U1wLuGRIQsS;*>%KaWyhS=4Ob4Yf8_NCOqd5vEEilE!LH_daZY9nfe?BPk4N
z3^FML+r1(QVT=LPQw}m6V!ZrF(FwY^5pJq^rG}N}c|QI}$$Xvk2LmdM0k#GdDi5xC
z^Mq;owP7d1G7-|ooWwrE55N?hx95hG0Mn95YNRKDJNmTMy3;+5de!9A&Qs!_XtUY-
zY**$=rGHbD%ywKb#G&iP4uCo|SbgH0?X>u+-?%QqSm)A~cU|wvp(aoAaNI{?-&-<S
z<qFoQvS1!F5dF3$&iOr9>49qmq^3k44ZBOzUhW)UT(T21&>>S<7oh2Jd##t5!yov9
z2DiMJ53(W3ah(GeAm4SLSXJuu4uk)$7%&W|xLG_}#1Vciu2oNwObi~Rt3#$L)Ao>n
zRSq=PkiXn6B{@Yk9rvrxd0_?MjRZcgn@9!_nk<$6EYEGwSki6J7~_&UHu}RWXC`LU
zucN}9&F;4<GwT>%4U8|7EJj1u_*@GLCc9yBAca~G2za`JJ8D>FN8Juh??rslntOj=
z+`vdWdwQExJ;f|lz!bc(bNh*(bFmEZ$LeoP**HR>#bT3eItFTF>!IARSFMr>O9fXe
zn}T|TcA21n+z&b_Zw~1$yXqe^mqsvcb;c*N!@_{^d-xekLm=<;5X{L2+Uj)CY}rL(
z3rStZd7ezIr?Ouakng9q^;tsywFxaqgn^PeQs@JXMk$(;C7Tf(3y|8ol|#Zb$3T)W
zJsjVcu)O+TwDT_W1|F=9rs&fY_y_$oM=}M}QV2!C6Tyr|9nThXs;bvCgY=9u`)i7B
z{4N}x7*Vv-Fpy$gumaN)HbY};t;(?;maclQIM9zCk!+(5yK3H4&i4oOA05AQxzm7S
zz}SZN)kD#bmYBoCZ7gm228f36?zSKaowVTN<B3u|8*K>5U}q7y{Q>t1-B}bl0!}pX
z`}K9EAMycPMe08<3N>Lg<D(j^s0?8Tcb861*YpK-n}HtZXjTROV-ddW4~_@n1-j-E
zUj+2TZ!oeA+6c?8ZvjUNA1kmpF<t}U49U*sRSRwBy_2b1+Fvq8znw*~lLd}8gB%H#
z5b)G>%V`n{rNfQF{sfrFO{TY@D)}EomRC4TRuUTA&Mb64d0D4w3~d>*lUiA~<$r0{
z=3tc?E&{LnnLTA?ZsVHpe1F5;f?Lk6sL36{2!(Aa2L_u#Uj1!;3sl)PAi|%&--HuX
zI$*yh*KrY6kW!n*e3H)~zSBG63Moo3P4RkhkL^)ymv!TPtX$fTrFh(^Zeue|Twri#
z?mPf(RCv_xv+jzpuXIG^;6kA+RFM07jI+;6atOqL<<pra7Sp%v5W4j18lNs1QDVcB
zTL6XcSiE0iEPbWjOXd(fzT-=*V!$Q!uWZ+f+;CiU^Imb;kUN(W1|`FVj3e>$CdikO
zL;F%4JxO~fy$d*CJ-0*8_Fz+1snPXL4Gj`+)5=%fqB=aJGc+dp!3iUQn9GkKJAjI0
zJOiwt|E&kY(6Hlhqz~!)2j=_Bvo-4J#_ffY*UYcS<{o4T2xaAK-|8zW)cF3`yklEq
zVsq43In1dSxqF*MB>Vc?;BjP0l)JV+&=C2!IbJ&&;L?<V8Rq}6UiHRC<lx|_xIvYp
zlY{;|v!)cbI!Bg)pNfbyWtxNEDa@ABEN%eRnS18^NuR3WjhwHdUxRe0pEL7Tj+h6n
z=_a}6vMgD-K>AT^*$ETjvI6G6sQj_(b07|fwtpJf(+-Ki*5qOLo>K_r!3S0hmAR%H
zdt|C%3Dza7e3-L|dIs~(-IagGAQ+PT)d@VW2ng#4MwF>=$)PK@*jSSrHslu-g{lEg
zA<OJe{wUkw?PrWEz(`H5WqVCd9P$LGA@CJUldOn4ejy#<`!Q<wP8|3AtE6!g$2s%h
zjD_3=g#?WQ3<Vmh_+}0n!}VLO{`#XI7xFti@(L2u2u_6XA+rHH3F~Edr!c57Y`Q**
z<P{L|i))<t54!7@B!$3ebVOm6pWZ*<9b7wEXCUI5p;KiGp`q{5LGSM_0VtmHhoIm1
z_svpSbQIt$jDBa>g)&h?DNmk7&j#L+xUDJ+Kj`YfZ<;+(jv<`+_JYq#+njVPnC^8r
z%OhrvB6Yk0U|<cft8(amr6+{4yVlAMBW!Oj#v6FA#fseb&)qyS<1(JPClUp~ZKT{-
zPj9vn@vxVGRi>|e!J|nkCYDgLbPf{VVV?}mAXwIl0wmxN4ux3l@=49o6};6R1RrYH
zEXfwn4o8gGX>J}H0O5XR)*TXEWkbrI`XOc)&5J}&qig<MbLijrj*SpX+oMQPg<==#
zmjC)8Ews<Y>?lGvUPw_vC`m0aXotVtl4+SCFU_WgNwlgLwVX$`(L=-A`;-%Bz_?o=
z@){;RoS}*=kQBO%0AWA2P<MB3y|H^lOtN{U<99pyro>S#>JtCF@%^6@zgqwj?5bL4
zxSX1z4)ud^tG^Z5<dl(FLrlQG_wo|@68nI~LR}G+Y078wQ}XNi-anhbOKxh|1${xd
z>1wP}3293X&@L(RLzZ&zQnSseO&s8F^q0iX-7}*j+@FEd?VJvB`Fj?1Cuv+TX@WT?
zZSxhawS<-3?qk@bch-|EHIbN2<cF5p8cTA1)$$@$*<<Y-4Xq_V9+^RllT=q>5KFes
z#lX9yJq~t0W~WJNz5jdxRjk}j8%z1;8wr=yx-up-gga@Mf(d(BYx(k=?iD4{eNj9Q
zo~eNGv*+NuvGUM;pX^3~FJSK73;7=StG8D%vEzgK_!<+rdK!j)EDLk~bCzKt1_SK7
z)t|w8>eUom_7j1HlO98AFaH=KnLbn774dtc4U=?&0}w|fY$=g}rRMU7>?t=Y@v#`R
z%sf&fdf0m>qz2%8y`5XUcU;?SEer^^z!dTU$|6VPfg<@-(#Y7(h;H<_2z&10<0_}y
zm@e_yM`?arU1I?{lIjE;6c3#*wO(7YwqN@bI8Tf5)N*n{5i+KpS7AcRw6cEcV=z(J
zs@<=ov|AMHi%R`KTGw0hK0_Wy886j@LzAuw;StmL5|835sgIEEh&72M_H}FF+8t<?
zN#u!|B>3XJGOabR0{hIXBwHP82$#BDjS_0U->)wYPJKqo885%f>z9e!kQ$yWo3`@}
z1G+ep2v_db_iBTPj+NK%Uz$zedyX^1(>^ffnPq7F#`YS3InrLJb@J62!FiDd$?52o
zT1u#v?k8O6*%n9Ghi)U8Y3PU}(OhIEGg7^uQpBHn8)h8BV*DoEKBi0h;%OWntK1!u
zd$ZVLiv0Bg0TNET8lwfTWsO1f-p%a|2Wd{;Dh`dT8AVfV_n9?;SxxJ_+`EUnpb0yQ
ze0<1ylBB0VO_luIc>l${9o^bE6BTR+6X)FJhI*d7HIWg9P6}t*)0)aPip{5HW%yx4
z;uz)Fr(MW0Aw;$(JL*!4O=<ImdGI7R4L2<_up_^N_5!R30lz@yda97)0F~URW4n?K
ze}U-~f`V0SXu3!N5<X;T{N8H$<Cn%8{V2lf6XbQE1)4!c7Bt+S8@_%6H09B(Qj)`Z
zD5ffR?ox3k<pR5d7*}KSPNBrpi%&jhk^?G@Y@M6R)K)3AW=KzeVb|=kOCPlzM@A|P
zG?m|n#ck6v`KoRWbw$!+Qi?Wq{a6*dC_9+z^-aQ74x0=np>5fcblhx-sP)T2*9%nm
zpU#!QGWUIgu7ky2e@@SN)$d0%a?C#}So6*O>yMTAup{<2p?c&P<EI{7MS0l@nB&*+
znd(fp{~=+;TK}k)w1CIywl3XJE`Vxo4E-F<@MGrj3<bR`G2n~lcC%a>Vc4abXSWv|
zqDswSMiMZ+3LK*A%yD=n>&u>KI=`(q3J6>UeqBP#F9$Eo3^^FuCW_g-LlMU`C^$P=
z-gjDZ7vOA1Lyt=+=72fpi<D(zI4|7QO-->$bY^joRL;-dsV@usyHw5tJT?kwy$$=F
z@#hu$Z4O#th<_BpwTQ_%>RhgMFqVuAKMj6`68APOwhn&=L9Ph^W0}znMU(7ngleyW
z*?$)|_)#aX2oH}v&6^aTHnQ2&Kig>etv+$dGckDJ_1V!BA-B{aa4p>*ozW}1p79tq
zNE#B$LFR}7{(17rq4DSO<xFi7KjU6N**`>oK2+4<>LC-1i%tz1YpU(Pr-fI0T({CP
zZQe!x)-IgZ2tR8TTU3EzzhzOI4bnRTsvYS$+=I`mvW);-ukXpb<ocqFA2ap%TZSU<
zqO-I)lMV^jMXBVuO1-oPX$MPIM{n6xwgJF3J)V+-br}xx)ZoG6RLK-e^@ite<Hbq@
zI|94}vR->dmRbdW3?_!)glzogRY%u{M=(3??w~T>`Q-<^@UlPv6!$%>k*Xo^9&O((
zD(nzmenV1*E>_*~ZCSR)eg;=$<#8^wy<Iwy5+<Hcbk;K8S$UO^-2PRCGm(J}I_a#2
zR<f8flabFh>_|y_^d%1=R+p2^a(k%?KZ^=i#64#J!f7$QpXxlhqGHMoWe8CW9r<@4
z9kW~`Wf$L}wc>zw5g(hjn|Uj+d9~+6fTM%ihYcF0_pBvyrhY$Z?9YaAJ}gU>-j-MC
zB{zeSJX&2wzqi$$j5&8aHi0>Dg%!DelaeV9@&NOg&}`x{N7o@!Xu<eTg8>SCt$`|)
zNS0?%aS=PQ!DH^KfB78SYfT7@9o}(ETLo^MWa7ef!FLe*q6`6@3W*ZHv$Nl~i;cL1
z-Sg|p3F7FU3#f$rA2ifV|I%fD9iFbSuNIQ=np^(l1!jyi-t*R@-(RH8)GusD|2WN9
zPn@nBx8k0%56e#=P1uW-+{ccH;O>&0ZhBZU4A4|p2-6q;qH?K$P&#Z>7bC1?a!zy7
z%iL*mB{$AcB0zc#?pbXEmc|C(*sg-X5M}R25?x*}e#R1OAZ8TO;w({l+~xhbBHUot
zU0sA`_;(q%lN`T#`t%B^vPp6{PM8@~;S~xu680Q(CzzEv`6_RbeF*IYd17i<i=-^Y
zitH*j+;f7@c{<+Aq&a0Ws$oFwoJq-g{emc08)MfJs~6HJZ%jK1l-ytDHNG0{6N{}-
zunKQ3er$r7BZK3J-}8`Kk*xoLQ>ru;+;y^te{g@4KA7I9dsWI=A5BXdtu7lLuK!@M
z=!2VY{ci!uej+>(`}gosw~7#FOZB0sF1yt%;q%mqnKr4PZwr68dYNtHyO{aF=czj)
zzrWvlusS;7F(o$*FquwSRXn<6?N)cHtek%K6N??N;qp+pFhmUMoJ-n}A>#RW&d%NX
z5&xDz!bCphT4m2zVIWm@6Jl>9(4?{jG+`oKm51=fxTQ&x1{GY;08gW26)PvdPWlXK
z{P5X8lyMZbCRRzdL!WPxsj2h;F4vQy`QK(?Bu$Cwye`Tmurm3q{a@}P)tF;vjh8D3
zUrz5m)Vz(f{H1pW%ExE{r)V3Y)YIr^jCz8Gsi)a9^Nd`R_Kg6m&S=ui{&zqpSyCDF
zXJ9(zXaEI@6K#yx!1^j1GoB6QD-zfWX+dH*vxQG$gw5{R$zL&#n$t`4b;R`80&fw1
z-@gQOp_Fh<K%|J&qY77Ya~UK=iR;?aFo6AGm62u^d2A}S>wRQ~8)OAx+tEIp;7-HF
z(~zBi$0J{3j-u^bUu}|ohlq1tau^X-BjBML=@TSr*-1voh7p=`FwxcTg1E);nlCFR
z7iiz-S@HCF_e&wG`_i~B=ZwYq&)6K4iO#(+S|D#RP}OsYRK+_|J5XNeh<aZ`Fo~w4
zWMODCgM1*kzR8Qg7LFvmN-4kgA7Q1ZhiR5CMGSD>^cBReI?P3RzXOymbdO9?iYfX_
z_RT3(a2518Dn3lu*}G4YqG|k8PR;DRM!h83KG>LdKcvkCyZO&gis;{}155M!Pu-Uo
zXeSUNKvAruE5rtB-R+I}8aM%ou7}ER@m#{JGi8H%JUee9@10DWS|J@e>ET=Eu7{zK
zv=zzNf|6A_&O>|d<u#<(l($~HD!y5|I05<Fe-q(Y?@Kj>%@MplZ#k_djDp+dM;UOE
zNV`@Vj;zzq<W!19*Mg2b7@K+peb&p|+H_pMfS>pI&+4DkX2~&xo4pG%Ei{1iy`#p<
z#MLJSp9_7wj0lleQC)&!A9+sxzcrH32?%od+WQ|`+}Th?l2W}EZyX#jdIDRTPRtzw
zw-ldeLdJ#^9~VB6hahXA$ZQM^53t)4v`I)xVt#T?7@U8@8Bvof+1YU)Wx8Af%(})8
zfe_pX+awL^$*6MM<Fply6;4-7qg;hEkMjhU4Iuiq(GYmD8u@-d6Kymy4YDI|Kd}nB
z*S=IG`<msW_jzxrL_uESKZ>r$L+jHZPSDv_$|2<Y(#x{<GMstp1;6%#9IE=CRNqTg
z=G-NxbCC`P7f=JejAZDhDq5GjPXwdJfI}uNQ7UdL&g92R5HY8m3F8kU%L+rdWj>+H
z4kbN`3ARfezztOTBo7+<$kG#9AR06?D^=+|`};+twqFrMqJ;GNTy!4RWG*yEB`mr7
zt``J1j2Gn*W_PbDP!Z^<86?|!H@yaU?obR^uZWdPO%O3L<#h~E97?jES%Yf>lF8g%
zrUr`qBs8I(LFK^-kg;)E0<Ug~;GG5dhWeYo?L4VI{niBU(-~PI89=cx<|Y4NNXDxq
zOg?)skSsfhc=BVY=n*aQ=VJFVWD?JwBHle+mEz8;k2!5XwI=SNR4bMGOU$y5;nzz>
z@|G$1$L@`mPpqd+0`g-Y;drhLNDb{zN&GJ?=1)n>EAG4>77IalK#uMh7bP0avQY}&
zva#dTB9*%cnyr=d#zG?x!e7`z%!~RB^r1hic?;f;;Afn=`L_KExhm*(?tFEJx<G2+
z5ZbJ`*OMo9YUV_HA>BxGfTVJgh;tl6FAH~(8Ct%G<X9#CLv&U)9;t3UFp4-KFw|k%
zr^0zt&QNll7kBd*vg<f|)bk$`AYjm@@)Mfg@Ar|p(cbjLCXYA&^0szRR(w~@9)wDL
zaoXY_YU)Dgy$-XpyJbZS538ThuzVgz0p*CPqD5-n-v$sw-^W*vBA&k$HpINC@Cych
z?v}7wa!P58=&GX>Of>8yK(6QUKRvAN7WBy47G*pb3qUL4!O|*5k_F6sGKO;*MmHPg
zWLr7faqEnYes?PB=T52G8^BwIklU($O!sxe*ltcZGS)}PywmkDeIMaM24Qr!sPU2M
zg)P+OmIUI9A)_qxzL3DISK^`1pVTo1xR?(*Dpcx)(E1__`ZxAypm{q?kC(nMc`<7)
zYL^FW>A6OS8BaFM#yNnAC;@S(7Z4v~C#8jl;$>^zY4>a9?|5aEnd*5N>oYQ2#{yec
z*XW(V1d_#eVhb~k!$FZq%Iu}ba_otQf9vpDs^i&PKWzs}38$Z%YChG64BkW;kC0oJ
ztnjS4<HE@RrVIiAs1O&{;erwOt!1=Ah<$4&8FWpK_Rr-hh>w+~wwXpTA#F5aU1cl;
zVW_29J+G76Cq6M4YCMa-5aX@dAby}^Ps`qenel{^yf}MQWUqjZ|8#X-pqbI4&LPNT
zR8(9@u?_F*V|^0LcYZCE?DbVPb7gIC3X~Gudw6Q*nwM=4C}0~bd!7!VCdqgtw-OSL
z(vB{l$ura%C3oM&8&($>TW!Dta_zXM7rWgLjdi(v*3vy>c730RYzr<wlBbfW9J7Ym
zSl+t*cb)EW)Mg_z0H@nxyq@Lz+1QxW1M^feG-Z%txKz1QF;~X24_MOQTXV<PMtF}C
zNDoPO=@onjs#zCJat^DN6}&PLRV~5{gwz5Om?>pIF!jQJ9UUU`!Mh`9h8f!q@Ea4s
zMw#-;Hdz(hso#jzd7FE<m-Pr_H0@BHAG=L=9hRCE_%5nQ-4bA_x~C^|+sg?#SCA3P
zU=cZc#EroZD0Hq9V*z?8Nvr%{%MNLRi@l#I5-7HT)Vk(hitDZZp?K<AmQq<^TQBYA
z>1|Q-WJ}pKwclIeGR@9y*QF{{o6{?SQrRTEG1t$fUT66Q{z9&$>!VhZQFhMFnb0XO
zY^#cl+o3j@_AyD3iX0MXj&EF)tc7TyT~(S($_Uw<u^Zg!xUuc&fUO@P@C2s?JEd4d
zVdVro#^pVeGDlh;mc8?o0k_%Pyq!$ZMz7dx0RK3_xK==G$0PUyD7=tGi%9FXPfc-F
zYpHfPtK`)GR(90S6dGn&frA?(O#|`=uHJ?lMowHj)}BK6o$ZHo=Oz7y(P#~u1z_bB
z3*#P0mgRlS#6}q{nI}E$iAuM*${GbXH9G;{4!f{8J(#ykMYRHZMkRB?Y+@GWarWXT
zYMd<gk`A7Vw`9+jdH7mIMSd)C-*0TRt{0Bu)8Tjli%Bj^VLbjmI44J%st>p9W2t67
z+%67xRY8#@spzLOe0P(`S?FZza<({+U?3OIuM~@a=+LwX5;q<LWijcoH*O%)H$?4$
zgNuIU9VrNVMYLK}6li8rH%!GN+WHiD)B{uUv(oPpq3Bcah|0O=Kb*dlr*csAhKMUC
z+!RktF!Yw6aG>kB-%1i-m?<`vpg&rWD8BFADOB!Ym@VISv`CT_I7Uh=CK!ARb_J+`
zEf^P5%BDCNNlPXsm>>ff7fZ{xCCdcH#nwXO4ki!*#>LTO4c=%9%AG=J1`ecQW#VRM
zVP>UeVy0wbqNIjnly@){GjcT}q7vg_VPfWHV*O74+azVw3_J;xD@ETN92bX!4USR5
z%Gt%0h@JEQQaFg%*f{?S-?-E{cR`gz`MT;c77UTy-SnDKEvg=eLI5!Rv<3U^TolyV
z>=sWho&bBZVjyU)(WN~m{JWx}qFrV&J4;f~e{+GqK}s4^Ew7Tkl2-NmNMM`QOcjBA
zZY`gMd(EQhRJhT=6zG+MHmQS~t>qHFq&}|wt-{BKz+s$M^)xFr3xvUVRu2xx3F)NK
z4Nm00X-FdO%Y*Bk?I0o1I21*epY?$|kiaCNDvZF2CY@3?6LwG}w+a=_lR``_i;F<x
zr;E*XGZT)B=<SBXc{8+w9GC@@9@pHl7lxnxX%{T;;|smd1RPD8NaVZ_eo;~f9j;N2
z*9I>12NF;IG!L1Y5U^x^48(QTr2OO&;f8tb1k8;CN)<da$qDDxsrjEF3<+#55zDL;
zh#y$AZSb(zNqrRi<0)J(;@=x<1zghrti3p4HGH1=ejKJXp15F_F0eE%YyO=Qlo)Yq
zE7zJn3><|WvdHQscLj3SdhwsA-m|o+S+m>1eHUnTW*1vXg20O;q(~1U#QqaArS6vp
zdZEfE6NuCC3)-8@19v`w?YCn=Cub#r)R>aHg;hgM(Wtp}%)rC?Yz4Tf*jNDu!W;(Z
z37kD--pBERQ&X+?8&M?!>e!R{Mp6(0xj~Lv27}3xfdy}^PH=yu*ofQ8&sMtnMRe*2
zXLmR541+GlEnt)LMCe24T&@4h^9`O>m&^E7$KKaHFf%)lvI4HO4DTNM`ia=P^wM@s
z!9bi<A%CvTZ#@rC<hO92YHff?T<$lDK4#n#{GkL<B}9nyhCGix1(>y=jb!ot<$jN@
zh=jI~Y*#FH>DZ?7M$=LN*V{`wsf#fv_BWai!#Q&R5$J7r78nwY0&VXicupr7Ulona
zu9VtDtR$?j6KzIT%cy?2R>;?ACC-~TQuUBq$qrSu1lp(*%`C7n-5_1R$a+U=N8Ci}
z+|P3~JCa6CIu$09{@V;EtOUdz(&5f174k3rPGw5r*y?gk6p=(g6nS&J)eT%L(fB>G
zyN&~sKhUqg6uI4$AgX*&UAf;YxcMd|F00EH{bk{h3NdcV4|?B@jeL>SM<|zpdVjX$
zf);ycoeGa*Hmb7?=cWU&(_Yo>$k;H<J&$v6Cwb+PCMl*`!zEljCye<lEEv#)+(o{Q
z_y{S*_Vaw%up<9iB@AmgoDv8bhQ|b;zNJ{t1HxED>Bnm7M2-EV7t^do-d`{jf%)xg
zi2wNOm?#-+{GVgG6X=~Z822b{*O_l2m-wvQppvwT6jgYs8oD*81#AV?Fo@pY0`#Hi
z0<6f<IWWmd11Me7UK#jQqe&C8)51|F0uQH2Y@9}p8%~Hx&vdG$yjbKnpT>WIH^Gu}
zX+UQr?>@@F8MWRGBk)6=!Ic3}4$nb!3+&pT9z|nssP8fVQZ19Lp8t(c>S&;m(>r8B
z5~`_n`#Dly=_orDxoUjiv3c@^idBotQaa1>0%%K-MCs;TR0)Vfgd*=#z}RQq!Lf+y
zAZ6rX-`JJxL;tM#+e1hGImQyc!{fGIX#@KGSPG~|lP<c?<)>(o()sPifvk7<!w%7z
zJeXjH4OGc_T(KvAP%2!|)0uGEXnK-ZRtXKJ^JPJXVS#J~#f{&#?b5r|tfDG6U$W%E
zKU^-`MB~%BIh68=3gPQQSYGl+KHnL(TDG*4v3I&oUQY-Fb(NVINA3&^%4<}8VFFO}
zCWK=T&L+II5ML`Huvc%s^z>O$zlEReTEak?zLc2lt^KfxZB1BLxnJ*<$VX&{q3ry!
zVrK(t;*AZZ7@KhyNg6vvz>INxvo@OIw2k+{sAk|d$8OpId;&<tmWTKVy%lRy*>Q45
z(an3dPLNA23w1f0SeCSApZvHqwlXlX01aSA@PRY#oBF*Bb@d$c1^J07lp{(@F$g~5
z$K66B6s1m{Yb<DgJpJ7eedt4AmIPb73Mjo~g6fe%;r36N<Sv7X@Se~XnKb6`$>yox
zLI={O<cqhQ4h@X@?5<Ku%`(F4zS-I2i1ygtet_Zhw~um4ip&|81K;exAt37Xykmmx
z2c-lyyZ!Nt(I)DK`G=ZR)hV{$-mGK}b-@gmY<i#hndJgpE%`wL%R4?Lj7Dup0!3iS
z(1qJDhngJ(tC>$4RK=-olqX9P*G_lf;O+yQsB{``0X=hy>J>?wIuT>p%3lYzoP{#V
zVvLs#D~72H{9R;e>@)#0LE!k0y6AEmulC!9w_w@VD_BotMVfeagE(l-r>M}I@In%e
z9Ur7<N;m0Ks#NOgUq0Twci!TZ{+igT)0sQxxjc6T&h&>(d>QNYIqRN?&0dHu7UM2F
z1%(+0kL+ygLVt>+tWS3`d`_x^IYA;|dA=5?vtuITr@v@stnES4+ko>wKwRWU_a~88
z%(v3FjD9)~W>_Ex^Zv3SOx=?g@*vvbc#^I4Wb2rnJ(Ou&b#n%c6pgn4%qhndN2iOq
zqX+mX5UeMZ*ur$=wA=-$G<}9B!Hwua=OHtH6-<=wH9SYStItP^i_rZ}ZcHN9fUhJU
zN<r#&suOBJ)!h(X<ON2C%ic?^%Of=I&O=psW^W+=7*42`;Kd_b4%m~JDphgxxm?@n
z&KM4>`SY`A7<wwS?nLD=72(B>t>_`TIl4YY4P7(?|Ejpukq}DS3^9(oxWVfxxo=g(
zK1x75bjON`iwF19ube--ClxA^T}!#LvHJA)T@sS25KK+(=_ZgYhxQ~3p<QZ$PZT|p
z7QA}+RVL+2=vq8!iqFgK$Y3{vu%wR06qXA~K$F_{?SP~k)F`^>$Hq+O0hLSRT39kb
z6=~3O`1dRG${G~v=v=iH_0b(3YVBkC&RR2`8Exwnnwe}CtK_^cx3^MU)j<<(+;kYE
z46&==&qgi$lP+NDpjtkyl_a2{U0iFv^k#4@TaS1(oXU53>P^T}ILO;SQEl!)c44fH
z<t4wk6s$j)GX$U=lOGDm1VwcgXqe9wnokq8mlSt^)B>9^PS;JUuvysW%LZ>MpykTK
zZJYX-REW7<muRXHla-Xe?$2<_&ha@tM0yGmx}Hl)>I7QiIatK$cNLWbC|}*9s&?Fq
z$<(YfUgD?6(=amRJ|YyL9fqTB%yr3=@B;EU|IoMp=%135Ig!G^lEq0Vd3p)?(yKI4
zD&7!9+wXVvF1#F;7z8Mx!Do2_B-Hn4%dqTLq@y5*P#r99II`U_x;!pd*GuMF(FMSK
zq_Lv~rho*fb=}bv{>=UQ?J9(iOdI7UxUC)wctQM%WK%|rrDcl5$QK^thC><+ywhSO
znF~D^IezI&kRNw%1K!M;vE~z}nP1$Wt2<B<`gl2AAO9|&kN|*~q>$hLcC3{&vz<J-
zJ~TT!98{eQI^aNWJT>^YX^}7nyz3!64UYo*E`ZYf?d>5WmX9)MfhJGrhy;w#`*Syj
z&g|8B&^&;YhbczK_chw>1GQx;LudZf{hkk?MmIH(emgnQS$#%wA=0OEYz}6bR$&``
z)IjvvW+J=G^Y#E)^HEtX<41#<iDpvwaBVp|tsT3K7k|xpHM>8i4WdDp|Hmz}R>PD$
z2Czy=JmTLvR>P*`qSi8S19AB9@I+KkAK-9&D9?>8f94FABmR+>{U>rxvbjU|lbc>}
z<<1K8S1UZoh=l@@K0YysQ{+eYKl9RVSdhN!9r?JnK<1Je1wy<}u;I+lc6zSeTPML6
zxb2Z$9i$c(XxlfRj%jtBAMM!k_LzrLmq1VM^k_jh`h^b7$BTnw$yh*-AU}_9LFJ}-
zMg(LbdaMEZg19o^wcG|z!2fqmCfk&@)tb>u?Ryy?wZeojHx`0JirY&!9>BpK>QG!O
zW#zCG&*|wJtN*Yu^Oh9qmhL#uS)XCNDC}tc)?MIxdlHT-93C_1^O}_f9y4z70evPs
zA@N&w&2TzZK|1$<C^dn%!d?hrT@Zu%%qTU)q!uS35Nl@OT2N8(IFsjNt=+oLHUMd3
ze9qpA$Yp@m&B6271f?LDHlxCy>Si%a{~uS~bLf7X)l%v;vuB3napm0*6e?~;JP^4A
z$+6=Fw@xn*L~qDKK5)MuD}D95fke-M(7+d0<?N&y95Ns%U0Z*+p|2nz0<b0pLeHMn
zbHI5NFJysvj>6JLU;EAyFp?PAw}+$a0{a!~tWV%#-5tQx^U2l`Qn(@U)<d*4veTQP
zbF&-7?F4494wA6}*8%q1#(l&VVRb+DHg^5AzS~o<cy&q?71{-(jta94IJX=&goPeT
zwflRT!bCp3>(Sx``Ei}{>Rs3W2(oJ&#l4(v#sIJL<%JTlyows$Ypdkiy8i<$U_62z
zONEoLWV6MPvl&1HfZF+BM=}VU!9fDes`*tAy%b1%rJ4wsCLqKkL`G<bbH_zM@Bg*!
zvJ}^r^{LQ*1Jb+%Yg+^gq`1iRVAA9C@}?-ThMk)alE8%Q(lHa@`Fz0?+P(1f36Z9u
z!~*|0z`u7LKxBP~X_0O+$}I2Cy+28}(-*zHe$zSgMWWQ=X5XY>705B><9FxAyj6C@
z@AZ1qcU}_qZ`D1@tq9bV4+J~%iz^voRK`tccm%_=>ftJ$V-mX=NU<Yf=NrDaebFSi
z0;jp5*h?TEvH(A-nY(;)TMrc#`jGEg@{W&PKTA_`BN9px8Viq_t_wfX5}ggM!}aCt
zHL5?8-msjCJ^GYN^*0NRT$PjxJh6g%LNSDxYX|N|!weBGk@R0usa<|<-{Z+*BS|oz
zmu2e<g_$Q%gk=U7*bdu1^St?_3;1V1>Z~_-X99@#1Wc(RAfa<d)S(@C2c9x%V7<>%
zr=YnSRFnJyPO7!ft{tA~TADaF1)GmHHO&5cVdK<Gsz76t-y%3Rz(7(Ge&D}$zzzGm
z{v_)?2!OdB=*us@o_%7t$kLPO>FRZ)i<P(=LILk|bS(7+@{A(E)!^1hVosbxet?<o
zS9huSKB;#x@ZT5G65|tU?^=88+NA8b?ON%zUZ(1k6K`HKboqemp%N^n=-7Ltbom?U
zrr0kReUlh5>Nl_IzrjUrr(LN7xI;3X>>{Am!<WfaH!Hln6^lLWRTYcyV(Y?#K}j;*
zuNX8BH5BJSnumTBud)PGDz686)iXld71fBY+$P~GEMLgQ@_Tu_6+zSLip5A%!sdL_
z?qHb@)a`beuA6123>gML_@r0pLbs&XU3wE~t2Fyhn_YY}sKOHUlGf@(c)u)tgz7U$
zyoKTx&y)4QWA5z08&0>z*OEC%RVC5KzRzMoTf07>Py3FC24v3M^!3hFvy;Mm1y^at
zy9TS|yBpcZp~2MV5RO8Lmdaj~AmRn1mwyM|K%Y%KC|!LZvcS6<5kHgQ0s~$jEWB|%
zG!oIzwk522zUgzMxEr3ETbcE0)pd>XixrD!8$NuF+A<st8e7u=T2885-;Q}#jbSqO
zIIVKvQfS=RtEuT#jc|eMfZ%4I01SQ7xy|aH4JYevaMl8XzDw`+Hh(7K_4iBj?y#%>
z<{GaDHzxVvbJvjXxl?h=+wK}&Ix?@sL9|ulW{TgVi%=o7=c_q&I;B>{P%gY~_jt}B
zQj5P+;|6Mc6Z7HFv$pb1aTHWT0Dm(o*(L&Lr|H;j4=vyJ%9jpWLp3Ppa3*;EM8xZ%
zA5(3A{LmdhuzfoB1P55Qiv<-`E`g3$Jdc1ItMKCgxD5kG)RTYbfB(=efuB|5vEdB#
zi&(=U&8hHtPSjg1sHLntZ%$YPoLfnN8+I)P5dOV7VAZ@jWOYPP=L<w<j<8@NerN<*
zk+G|ARG=XLq^2dt)B2lFz#zFWCipm}zj-<+uzd+?#7*0*2Zd?Bhyd|DjYEu<>vbiR
zoXgAmK%pwm`#{ypm7;1FU4!}Z-ZpHYfjn%MNu0mV6j1)t=FY%l#e9tdf`)u@h|u_{
zd?T>WnJHWU(rHO^DW{kuOit9WY>}mSwc^#(TPdXm<DuM_FJ~zcd_H&9F6)ak)0lni
z|KX{cIv88Su`n^EBzu4p0lz&ydT@*?R^Dbr-$gh^4I&+8B37dRR4O|-xDqjQbA8Ls
zDZ?>J+nYOlTipN05+l;#W8sz%7ZYRU{B{<xF-fqnO0bG?a<Y9_h%>Q^v2bw<5dD9f
zAPIaABxh!C;c7|5&dl~-r3(CcSqFJ1wBg;R$L7t`)5Ck`H5z&u{O^B+73C$`^x}H|
z$>#P25re8YP$=<cmS^BtDB;M2x#2<KWe!B~try$8Ubk0YW;t$;+UDk8C=F6X!D`%T
zZCz&^%Jeo}WYE)Q<jaVOt?{SB_RHQ<*p(p+%ZTyIz1m!(IHu=7Lw;T3OAsq?+aP&G
z#|E0DI_z?;62djetlE@lo>KR_Hy+)AVL)y`B>_$@a<dRT+Gaw8J)2W2!ewn%lX)u~
zeC-eI&D(w{yIOP}Ax?LYo(v`J;`zru0!t6tn3L-AW9^%O*(MuDeEVLKi%{W~ZZo}w
z6uOQk{zVhcn<Wuo(U15>W~hPLef7`crUJ((QW~i#6^*wYnEQcW>$4(TALBEbr<m=$
zpd*{b`sYq~fPNTNLo`6^)W>o>yuC*^)l`4s`ko8Fe$X8gc*(|<yVX9MTpu>qx%;)G
zeqW%{Wp<!dYG8)r>g8#I`|&Q^SM)Vr`ht!<qoCDOb4e_4D=}agdI4L`f+?|24k{5#
z&X@@(Y!gU~5W<AjHG6_iMA*Oyyzj<oiCvOuvj6rrFSUK>Dbcj293`D?`cNj}Y!LRS
zSi62P6)YY|A8QmPP&RzXOl8wm9MA1p?KUXWG9e4^2X;gH!M|dFGr_p>upwAK)t1OA
iOfFbBTna+eS(&D!=z4?WBd{{Fb2Gt_lZz`z!2J)9>al_V

delta 42687
zcmZsCW0WRQuWp;uwr$&<wr$%s-nKDq+qP}nn6_=>&Uene_s=;$YA369R;{c`<w>%W
zDoceAd4j7GMgwMxM?wK%XHLAOr2>R#N+)izBlmo$pGv4o{(`>sjOK7_=$s*KUOC=P
z=Mp6G3PmQMPEZp4eA;ACC>pxc`&~B=HdkAVLuY^2af{yTcYFBe_^?+x>)3Q_to~+L
zx8|e&n&Xs6sxg#v^Dfk|c8MMrt5@U8AeRkbXg*mwsvqAtmkir;svcaTY6R4T#-Ci$
zPo7No`n_KcM)qWe<`1BC4{M3mNTJp~tvcboMlANf@cUuB)-Rfc6-Q>LW}Rqx;-^~Y
zt%z@(ONvs{u;dV4k8?So@k35s?zYXCrc;`eed@04`c1XkJND?j$I`m@Ja+9zxKWvW
zOfdeSuRnOj4CJ%=?Lr6*EdUOeUplB{Q+szo!YJ^<7^Si}URA_rW?Zm(J7qk^o=1<P
zyV_devr&34HP{I){O0Z?a=@Ob8~TPM&^@e=XcW<)5NVdiJh33)vk3fN3WyG^&bf$M
z9vxR+@Tze0RCk}Iuz?4y_|!aRQ2+db3~(mT*36G@u$HqQLqK6-!2#s-4encSrVHzk
z#g5h#46MbFz?~F2U;Pn?&bm1+t~}A9fzs6vOTkO2b}Io^?daM8l^QeyeF5v0ODx~D
zjlZg(K=b!f$vgg%1^<qDm3SK)RlFm1Qw~Ri$?nq!t63?B%V<aGtXGSA3cte8a~Kvk
zxPahC(O&<7D!sc^F$GN9bW`1}N$_8VK>u~UuA3-tjX9ggrdbI=@G3NpcAY<XzY6#)
z!TzWRk%~jON_xvL*WL!2MeXG67W!fRZN6G$Kj-s`=8+v!i)>00BA1WEW3TGRc}GEN
z?q)TNNb9<Lb1M#lCjhpiE&Iu7f>blHNDWdO%0|yif6)q({Ri;Hov+-2hXOyPWYWe1
zE<c{cVg;;w=wFbMg2QiqWk#>fId9;l4jCW9gV&~Lk-r#n@Y-|2r9aL`RE0B?SQ8j;
zU|~`({UOk&aP%GzH6hLR7sxLjyq8G>$Q8zi&qi`B?d}rFI~cHIG<0wZrv@ux&af9y
z^k53ZV1lMH8UjcaV9`##>fcpMHJR5utr`ki-o9_(smtlN)WcCWGuE<ivFUn+-_iS>
zOl_8=c=sd1)<V|huQZm`6?oHT^99$ApeY*TJQ)IARL)iY%XTrZq(MqYVK`?oeK1no
zjEDH4?N2N9#dv^YL>C=tn!~^t^^hMfoqt*^r1$tn2Nz%-o&Prl><*?vL(Ncme0O(K
zl9#m3zKOf3?ld{%A7!)5N(fJIh2I{HyLr4|U}}0EG^*3_kn8ng&JB_<158ECP%8d<
zx@sx|zo3~eoXsp4alHr1m~#gMT12w*tPfEOG<Jdwxsxw0ROwmEYlq()S;0K@urD+P
zj}rqfLf`>|$eeX-Ofxr>!Du#7eyqTXStC*byz%*I7XJ)f2m_j*-`8)sKVO$a*kRJZ
zWq4a;gvW`y&yk;3%C+ryHj`)D)%UhYo+x5S_?TYZ1fBVrVyWHYg6sC#16fq&v4)T&
zH4rFO+9~*KS7es37qpheUk&V%)E1${Uf%os<_LgCT1~Mp2owK`M*7pGj3{X)+h#Xl
zZW?Rs%E**TM%iF+yJ_}75jWDlY>M2*4Me?XK=Bzg_Q@TV$-9^+az&Lo8#vCFv|UI}
z$pR+^6vCesn)rJ-NuS^M`<?~j_!tH7fXUl=BNLJL+BrQw%EfOufqK!N=UtuIWsGRS
zBnzOJNws&3E?o2cm75M`83oy!ox@u#tsJ9}?pYie&MIx(t+fCLb9s-P$U+hTL*x;-
zGO{u|tF-99|GbJSP-q8R1D34>7EMe4>XP%Yff~q+m-UR7`-D=4R+z8T4f4l?3!>6B
zqa(*1WmmuF>zjonl&Y!(WyqcqnS#*KoC)xH$eV=S^DwZAA6RLb&99kRPNSCr7xBwL
z0+>F?C%yY+E#urb*lV;ZpQYjo$O;N)e=`l5%*^4~eGxa$A%KaqJBe4b|HhzLcSe1D
z%G3>B9x+2j7z^5+s^mJ7Akp{WWdMz9##xRe1g3NmYZfXwvt;G??tQb%x(|-4{T&d;
zDO{ve{pivOmoI2eGirbsg3As=1@or|oI-`Bq*>PtmMd!mr`+dMRtI)%PX0I~?lvc^
zFNf&_%~p-~BUhO%H3tl*$7I?1g&n4hVB{qd>x5_@Qd-6r+9Gsa09}bFzOtrwMK)Ev
z)_sp|dD!^z({EmI8g@4SGm;}nu>#P-g>ceO)MIWu5dWD(O-boN?F|d#lN)&p7Iiy;
ze$M{{v|H&o56yXUf2jXF5Ti~}&i_Z7Ul{NzRBX_VUn!pbYhrK_4UA%ezHfY@FFE7H
zmtxeWMEPXNKr-E3gN6tN6{@1WCV{VCG?r@=%VM}lEAk%0`yv!PHsoyRvI&5XLCAS{
zA?Ysb;{Gw*up^`MjJAbegb0&&%Beqs2D51PE+LqFD5Tl0$uy0Mg~06$&ZC#w&kWUh
zwlTUFi7#_umZf%@ITq5vdc_xHMqqs&l;$Tk0BHsh-bXG|^=gI82twJV&mw9pmUKa<
z<<Yjk{|rQaD8C#|y$vHq5eKOApS!cM{GKWAq6$@5Y*f>{Q;~H&d~>2a)G41l!EHA0
z`skS|f`RXX8nWcMxYlFs;N06pLfFu`K~bsDOQ)f|a=4AN{}~eE9q&1cq<Cw=o%DNZ
zVY65FU<OZgosd_;b5%XAAX-XaXLnUSIAz=#7n%2rGZrlwI4LhX8URStn)@m2h$Tc4
z$k9YB!3pmi!|GE&H(IidQ`cV<i||~HKP+7u{mD--q++-=LqS#9^s{M?ecRC_LIcTp
ztV0nBMTXH2zZg;qDhifV$ZI!vF7F1|LYdL~k*?Y6ayTV*PZ{Ut<21XJai3`O>UmNE
zt$8f*_f?xRQRYupwE}u3s^P$vE3S{1^7rT99`m&A<?186Rr$-7GgWEe=+sd|xwBMl
z&MPRp#y>Zr{*HCFZ}CbX?8ectv3i|nh?W<o`^>nb4yHF@DUj$~#%zEs776Dr!bRbr
zEF|<z1e{b{Rx@ouO{6&?q&H!N{2(mMKvk}COCEJ|{<^}<V*{|cZM#ZA_KS<A8pGH+
z8{`x)#2f`&+{>at9zK|IJYtK5kW58m`#6Q>_qrR#?(Km3)Q5|`y=Q-5>510ic3c3I
z*w`8%dp0v&NjaoxGwmi2(l+3x)q8}DpGMYv{&4H2Ft^yxEvft+C__(7<Q1X9jNRQy
ziP7kvCa!&gQvo<7{jvWOUH-5GtX>^HE(==SFdjldVfi?~YFWQa>+0x{Aietgordm4
zJQaOhL!);yFpQiHQ3+qqaV;BkAM*W%D1&ZYDhGQMr3dnJ7r<>q6K2wy?<Rs?)m)b^
z{e|C?pliaj{;b7z5XpA5cvl^lA+q!(4p9znPUlRA_@sDAVBoZ1Qsh`9DXzX_on@hR
z@XGv6VJ?v)*!oRTYp$n(OsUpPQIghfypxMc<k1pdm>yom`6<$Vt4yGM0ThAFoWr_2
z2t8Xm9rgp<s4Fs?s7pWr%Eic>c=s>6)Y**1ZAJ23Revl5E3({X@QVW36f`1Kq$LzA
z;2pacQ|qExw;mRHd@8rvjx^DCD;;Ibo3xq6VxKL)HbT>E^zq`kJFBGV`q1y|^+8T#
zjD)tQxFS2ylefRl`D6t?ue1!{-;)8iFZq$P2o+!$>kaJ3JY(?vI;IcO`;}`6;Lkl~
zwC<0tTdbl@B;Un_51q+viquSV`P#bP+MA^%Ls^mLn+B;lm#K3LWGYshqA4Y7-cjmo
z2z5Mb7k9=hVfwN4y7z1UWljv%u9LwMlrY#!=x5}}LC3&0rIm4%xWF{pt@?I#&(e=M
z*yONaF7uXd!0UlhM0t>u3oQl(fX`~80#yYSrJ9XaYxt!Khia<m)fK>8fk{bCiB8K=
zkQW(XMF`%=9?q=BhKSljQEY^amm8c!%t#-N5tD?f8iT5ZS~O=>G)GJtqDB&;#zmE)
zf#aaq46JSqO25y(Yh~LfdH|tQ9b+MSF4k;SylY>AEH=Ty59@&r+DdE!xIvP}LgBCK
zG91A&<*0f+gXEQZf~HM%{$*Bi4}=E9fT|<TR%T?Ar^N!B=m6J*i9;EV&wDPBKfEUB
zYY@p}ietgVu0SN{2)-989917e{aCcyF^p~v%kB{8aUudszk+_r+bG<rR&Qmye3S)F
zCsV1}>{e68f#E3HjbPOUm}U|LH|v@|8YzQ1Uxg`*t=2eSi!9FhN7f^YYyOdq$l{)V
zWHYjOhD_sJ2c%@1%;H=(u;lt5(F-j3CZksVK~66ZDwmgdB;+s0#}6ERC5>yHd}j;&
zIBFq)`?bT6`dKc^NeYX65BF!=`ODv@@EFw;N`p8pRMiNu5*swZIrfk$&;Ox>=|BZL
zGIn;<TM{jmm%1bS<3XMC^>9Rx>vPv|Y(NJk=B3DhTB>EPMNGd(!se`(a}WfN<}i8v
zFitrk{_Ml8FljEA_}AP-Fy0{nvFc6lf<zcv6uLY>0rnhfxc&O!t}Xg4F_@60Uy}e)
zic(4fAy^BbAWkXkmK(o|*wfA<Iet(`8%s%sT5JL#MORjsWbWN3i3JsKj7tF?p;x!(
zuPml0*K)EH;3a3-0+~e!JNWw^mtsu3+F3jcInv1qv=n{GS*nq57u8_n+@w#ru7C!B
zddnQ?bpQW$!uJMPO68ScGVUBu@0lZ&U;v=S=u4xwoa??~je*4)`#)2I$qd@2hQ6s%
zL?j3dhbzpP23XBK^iO3eDjBxvm(*l*X~9Ndr`G25MMbPSQ2RjvrVB&1QEXDsDT>Jp
z=K2$Y@epReOyz(3;3H*^*7Hw=E2dmaRntb?=}_H37v_&0?N>4W8T7P|4VEmcga#CH
zgp@yMB9$m@qm1mU1qjeYv&+DElFA6{%3^j>$z;z)GA7^WFe<!S7tX>M<FQN-Kqo4w
zqm0<YD4#SE%M^EEurrxD>SaY|LRcx<PYZ2Ll|4PSidT<Jr%$<axKNML6QS^&IMD1?
z2;p+_7E)L1)3_zPRSnNfc&cMpkph<1&HD#nNn&$CqB}BJGv^bh%w;qFvj?eK$k$n?
zVVob!qou)oZna=DBF~)5W=VabYZ+*~mFt(MV=#cnuK?}JX30)MnLeArn*5*#HLPn*
z_c)Gt-sTUoLl8U{z2Sk$z2pT&_V9NN2j{tSrFD3vb*_hE^Zah%#lG|vuwU!Jc?2TE
zVAu384kiQ9ZZ9WK8y1F!!S3a;j|v;$ypEgL*KKVAz&GMU*{+<!_u-^8?q+V_+w;fe
zv(H~)fn}AVvh_9rZjE%>o^bSbyrZS|`C*sjLq_|v?sd~<od%=uhsJ)xnV5*J=Aw%a
z85!c7aNN|rBea>;9r0TW&|!f-(9gYbYdam{Xk3$o^8jOxl#Qcb<=~cr1xaNqg5|oT
zcbd|0!s%$PHDLf=S{Yj(_69!dJz@YKDZR?{+-63-iuBx;Jpwskfi8K_3`*%mZF6S;
zTmYn?ilJtyBu(x(2)aU1BN=a&nOz<}k$1EXC{F77xs~ZC?cEgsaMTvf&k_=^mkR98
z5?uRr^}fBCt@T)mpPye1l_6`zcsbx;2VK4~3zG9Fk3cdZ6o7XiP{VnsWN+tX8)7xz
zek+^4d?z!LJAL1+cctk|+Fpm1t;H-h#JU_0oQPiGcx0OGd=e`17~bJK#ac#rr#av_
zn-ekxNew$eT8@1IrXLSIcLMxB@-h2&TTHYB3V?yNe+>l3Df~JYAQL4(Hhe(hW6_C1
zo&&G4*_w3PX4|@OC5dr#fRs<Yx(4_77ilwq4+l--{Mlhf1QCMUJgRqoVWlWePTxK+
zb`p5ozx1taS`L`@FqFjJWI>6{3^<rtFZ2I;=&jj6&J<Jt*p}0)X)~TEk(0}=sqhRi
zTPc1#FaEtyyh2|q$D`0W?yPikDBOUAovN*D88F^Vv=R}8VB`FaF-ZE?`g|$2E?R5p
z8~xgrYvM04Py0di%h8Io*49l^$r$VEoC^PE4<0d_NIZQ7yYmQo<uTtztZL{5&d~7|
z5qlzfeKVU7z!1HJ0#3Rmv=zPl`}69Hrg*qClVIN}kAL*%?_%#(Z^Fv3C@?y#c__G(
zGjs&GhCyn;x9`K>4+H}H9Xe?`pWj0-hGSh2y`yn-+xs}x4lY9X0d(z61DDF*?0+40
zE$kW7EXKB$Nzh61!AMn{8val_{^YrFR;Mdv94J=80scT}Ge{l84X)`=w+_)V;WUPh
zUMDk481rB522?;2LojBM(f(*<t`Uk%A)W>;Ne7-fj6>nIU_&eMQ2GX*<qb*I;aB}}
znLwAW0;4fVKEbw1K$n?DjiJIJ{rNk$Br}&_92kZp0hf^h-62KFI;2ZgxEPLw?|gL&
zK|aB@1~4ibD^LWjR*R&=W?Qo=UZYk7B|nDHCAFGgmYG*AfRLR+?cQ#OK)`L4bJ<7n
z#>3WLrY&Krh%aYaRm8tX6+E}zb!3=Md$OFsqXW;!U0PyKIYd*df<uqA(hv%<tRLPm
z05<_ufSZ8VnVu}P*YIE9VVzFLguNI04LoOw4nWN|4O!4cr_449VNax8GmAC0R)n*U
zF{cqd@8>?PXm-5V7}K5>^N{H!4GRGGHS7Ut{#Esj->F4=ePUxPMy4TV`-tOOX2(J;
z*E-|YymI&}W!X845QM3A2&wcJ4wr7r3nhz@4bfT6(m68L%_N9>$PoU$as%gV5~qu6
zD1faYx>^ITVv>H*=S5No*zibFpJvRzo|ls_*^s2%`lF*)i9%+-i{aNb1WdjhwXuUT
zD=u}SK@9Vtq;A|fkK#fwf<=0t3+IIc<$Vl~n@3<wQ_c15wNy82#A6R@f(YBCyqAu#
zqai$Bj$sVzV83wO`Q#|;UXTSoYa^!9E#SHBl@uCms6kZtjmRx>=!gap*39tn<0Fp4
z{YEeDL=bhoL8_51QMZ^>5b+4tj;zS&6hv-|31?23Xe0<u?O)V^t1ZU=x_^F}-9bR@
zjC<l?b^LZFtLsN;@H3?t)ogpc#2lmC;_|1JO_MzlRe_+R?frg7h~L9-=Xj~L2lV1_
zw&b2sjg-&2UgMzV>-4MSh-@1%xE7mw>@v}mrhX67sf%fd4Vw&##m?^dMt8yk;sgK>
zcTYH5#;=BtHat@DJPYYGxqn?;`9O7N)i{*2z3y8(l)3kIhBvOE{q<?P0y<B`gvx;o
zholUGJ5P(Q!?Z>YB;jc@73PF=0qwDa%aWL51(BwB7`sl`?u#x4e>NxGx=y|vSKAip
zOQy<=i-@pczzxBRQh9BV0;M)AVy*^&8^CB<p!#Db^IKe`y;qfTY7cG|Ir{hO$(LAw
zThrXI9K(G*S{V0A_V+7C>Rx|ENy0}FFSwMDL^e0TczkAFCp>xf!w#kf0T8fms}}5#
zhN}fGYgz(?Oj@)%^7U>>p<n&YwnU!W2Ooxm>_!V;a^qsoJX|8WpZ_rPGTx8Ij}M=Y
z(2_%7yBpmF6WcuVi))DK(m6L9w>r9)=P&c!*FF}m1S!Dq(B9&NPDLy-OF}lTNFO>O
zvQC*TBO7A5HXF^vE$g_K1LR7E{AwOKOafU!Gl_~;O4*b=rXnC07k1wc&H8cvNwUQ>
zVbW|rEBShk-Kw-Z>>xtndumLB(0a0GrAW}2(V6l6c>%X?C6%g+?#TJ=$D3x)uq=r>
zKAY@|WJ%`0XSK}j1^DH&LMQGj-TO5-3pa;yq&4({E8G)t*45wzsFa8(`_-Yxu{X!E
zs%!bWEpez<X1`ULme+RVGvBd@yoVnczy_c~@L5}56jTAxwKY_z^u|7vI!J*~%B6XM
ziy@>zQ1Im9m4Pv5OBi9wv4-Wv*m_^l3N~F@#<$?9f&E+j9?8{^OY>EIwAe>dn^G_&
z>8nM-YpzVRLLp=isDb<U39o7kj5g<Ys`UDay|e7;2WwgSwu^ar?~RTKo((TJ|FR|k
zNFbgvG%}-XBwMFxA`?qQw)RxS3qm_L%QEoTK(%0;2bnDx(hJ*coo}<$8Y3(Z_6*)*
z_M`GUf~5L<a<7}YyM_K!Xuk}<w_r`T;>XKI#kj`F23!d+3qq^8#`;!g-^MG(-hN0@
zmOC;Mb>)xr9~=4ajWmW{EBPA4SWT(MRtMvtJH~Xk;G$PJxc<d8fqDG^pgwB`PlHqS
z|I3d$LYU^<QqL1_DMw`<%eammf7^iAS2hS@MVk&(O2<{;4$49Fr=qzQin{@uP8C-d
zTu~PO9s?9BaoM0H*R`A(&|Z@rFc9_MkPMCy<FZ9kLq`#Nq#6s19B_*sdF7t&K|r<K
z?)Mk%VO!CaiPTwyQA~rXXC2<-{7IW@6F8_7&||e1*s*E|%8+;J-4v`a0zC`aJi-3x
zNfonESf8x+J^D3Sb_KBj-?kuFQNp}aKT3}j3kN7VuhVU%YxSey(8+IHdT86J+6`H?
zTZBVOQQXWf#=EW0E*^p-@+(Z^hf6I9?TvA-t5wc@fdAgWv);cUxs|i?r08e1Dn)4)
zsc|Vd2Yor6YO61u<49a<U5?D)K|0xpl-Sn8#?7yz{E9)i5!HQXQQeX{$TWhcGD^~$
zAps0|F;sl>X7BT64lCQBKdsTigg21xjl*jk2&=}pbL4Ih$9)HmaB$p(<qCYBY_<jd
z{kciUkOy!y6<qt`nbfcS<zGH}0V_xB6~w(?rQewC^SuQK?*1Z!F|{*sc5yN_wEYif
zZ)63-#YV_T_#cLs7luK`)Xv<+f)I>}gNgHBAx;T!)sS@FWJmqi=DC%SB@G2?dq$_Q
z+#p>nin+iqz$HYfx3r_iVB4>~(H4wwIUJ7$?tw!<*wIGaX?OQI`I~INdXZU~+Dkrx
z6i^x{!OgLQw<paY2}1E4LJ>IBKAu%ubAM<>5`5E1peEHO+iWjuu7-m)Y}aW0)RwFm
zof{9}VQ!v?YB_^R*ha7>M|b_6BRo^EF43v&`P&7Fk+mdEf|U<S{YNitMDA2lpkY+I
zJftuma@*ES$zDV1cPyeFb|`7HqR{@E<E2f}<8Rc4(`oAXn(NGEvCx4lnfio!Z}Zm&
zhpxfduxgm0HdVv1!}!$NyH>UvFWtvJbZsnvbjeoh`$v3hoG#0)9YX!xbd9Jp8#XyK
zph29RT>hEV)tvV;N!i8Za!3ybL3mGbVGv4?P^AHC_I^JAgXYM_%*ejV{5d1{xo)JU
zToGr#$Vk2@zcBz2G63!@)y#s4R!Z#oP7oB|ewwrc>oXp+m<Jwh;l;L*=1wnJRkRtv
zV&N~GrwP5f53v@GgO%eD1oP2veD<PNx$+S^P&RH3IJ*Q6R%*+|k2`ce@2u7DGAKAc
z0uslE^kH;)u7d%^xMF&E+OfY~Q?IJf78BaeEFjQw0uSy<dW+p3$rps}$gz2~v#wWW
z*PVrl>eRo*&J`hx@Xo{Bh}&Q+b6@~?c)EWzJb1vKqDAX{X7olaukf&%)kh_X>)x7O
zLL27M>`6G;8psJm9CqE(O>-`W%VT3)Gj*EB-bxVuWf{z*U>|UZ<i5`cTQJeaf*8Za
zubyz1ptpt)F)Yv4CCJBahrnkUl=W>{Sp(m5ZGyaY0#OU>>u>=L*F!9!?<WDAq+ZF6
z55X58|L)PwPlVFCK)n}>l}dm4)IB5c453eE>jk1_roDYUfS)8<h}>?%^i$c`6Ahip
zxXeV>D784-7J=LA!G4EGq}PA7kJ|VJrJOFAl$l;#8<-K4NkZrFakqPSoh!iKu(pEW
zOHZOeV{ZBztQ_MFI7`(0GxY_4;0cF>hWJcg`hwV_odNp$To_FX`IaHOX%DggMA(N|
z6l(JIGuJTmDai8yRjZL-IBFtAMPXay2`uW<%O9b`JvYva2GlfHq<8_G7PX6{uYV&)
zo}DeRt^w|G9~1??OJ;adK~~|KF7YGOgo<I$*=^X+a|st#MQZ+0<3to7DcA!vT{<tx
zX?tLRkJE*x6_u>L3{?u@<CDf*Z1gs<q}*>dP`>1!(apH{R0W$c>KOtl>E-c<`<6m9
zcmTKw;d0@4L3D1`YlZTbO$c3&!X{3}yXKY@9chi0H452_fg{bdKrKZ|lzni~i(N%q
zI=4+AZn$qJKWsbqxTqDtp$@{{LxPL+!AQV0p{_?8?5wW)<$W})6yXnMrfno^m2!Lk
zBE@N+Q7N#uW8#CnuCbVzZi_vaLPZ9W=4qgk;CN1@@1#TVBWw8e6S6vsiWy~Fk=S@T
zTOg(qHJPh#cD@iVy@^zG5b|hfvk_QyteB}brj#aT;1$#kdW;FsuCbG*Y*4uRG<PQO
zoJ<v!s`fmh4Xy?nGoVlYoX@ngvTx~Ll@>k6>Ilo4%RYl#VFpXX^G9T5Tf`RL#{<RE
z8-*Qofi{<T>!Jl}3-}#IX?6@BM71JQC9@;r8q0!=@Gsxp7NJ+_=ft2W+bL=mH_WIJ
z%(r0LI@!$28x;f8oGskDoN2mOr}x7l?5FBajasdkoT>^*XB*SxKWIv2?wmZeSE{lI
zDOYQ%vE21<x7m3~BTW%l$2>tsSEcj2D)Np_(c&|_Ww8AU)k<a0_H4=-hKvpBjbj(4
zbei;xO?+d7i%(VN*J?avNhUdIaLn-WBv0pZ<gN2l%(w=Wa@#T0+E&A%s10huZt%Hh
zH`G}sD`)|Kt%HgB<_L2M!8!A)eek|OiEf5s=`aK|SoDtNuYmn}XA@?hhj?f(d-&{w
zjO(xKS9rZ(jVW{DPHhN@LYh_QE9C;FhsmLOH}9dp$wYS|8XY>NiJqThit<MZu^YW&
zIWR=zD%=CG@wmz)4Vs9g*W@BY|F-kY@3KZ<<uriUxT8y>I+|4ny&u9ry|L_KUyrb8
z_<ZDHxy7(FI$=wg1f)3`L=1*E)|aO#-!dzU#8IRBva0a-BM9*FBu?Ksl_MNbwNycV
zK2YA4XAY{bz$3J*LKr!^ChX_7jAcMzIpjz)CZ?*YizX{#d~Tzh&-CV8&h9rh3^&vD
zv}gk#)W+Fk%zU%=8C24%v*})#g1Y~vz6HSNffvsi8>d9&vcLTRGce0|{x1QKG4YRr
zP2(d+Au7iI68o6g7@7Vn^o6Kz#%{7B`tH=uNdsePIC>&cQQ6D3NTM7Dl1D*|aU(QL
zn>2T{CtUV@zt1>Os&AChp=&4&?%m!x*d6!3_(Rs#ye2C40r0~GNwbPA^F*hj|Ma)?
zykA6`PK+&4$&}bxZXJVj)LLV0wWtI7c9bXMIq+m{1bRC=JgH;|0br9&DgA$21u^@Z
z6os-J$vttmt^z-92TQaoHL`5mBa>M3J;e@kD<y(e9gAuocAG-o$P#bc5-i))w05<S
zQ(o6sK4zX%NM+?ZCk~`87;7W<1YxgACTGKzS35Zb>QR5!8vyYsG5IfoUAOZIaA95U
zQKU(4jgKFi{JGq~2c!~Id{V?fAYO!}9Db+<=cyA{tun9R?Mp8x=u!CX%+#0?L)P*G
z#}kLA3HI^*@h)+NFrM09L%g27*%<(q;u8u-7EBY!OCK!!k~|4SItoX^5c8*8{58ty
zbLXEamzg!Bs_j)W`?iwl+tgW*uRbu_5reD8FRrzIuaLc)0vHGu$NnUVFC*9(+^(le
zK$_pP=_ZG}V~8fVu6cV<J{k_XVyG1hX7d|<gN*L<8T00OZJhCV>-l}O1zc<H-z^<o
z)nvD|kAGh+FZ$5kFyGnIuqk3X4!YyTHaexy1Q)S`wpnx4dbM5OCMD`23#;p06WPqV
zz+PyIG9mG<2?!EW3|j4z1sCz)U{FQ_;zz^5Fy7*-o2SZGmFY+C_k69n3Pp!f0C`o|
zax^FW?a-qJv1HKja3O}M4<E#1ia+iUnIwZbJ8qF_#Nyb}Of*Woi7aCLjc$QsU!91^
zhcx<tUz78A70Q2sYsW1%v2-VHrvMp)Uy;9t)@(b|2VkUDku#36Mks=mmqmGb2D(Nn
zZ*u5^r-<rVpF5z_&=X~%croOZ9pG?VRnY4Lk7mQw#=ceC!uPu2ehum999Qk)s+IS0
z;q*xG_9so}_YZ83Wzyy;(l;m!mJnMUuIHue)}$qp*KyNXR6H{11Smx;FrjQsX?oC}
zgG`IO0$jH<@oMR<NxWLX7@6p!<Zg%W0~z#(Qkill9L0NQ-E$P~@i?B34E0%2Sqc3y
z1qklI`?!E`gT2M~4=nYoi(|8$dAaq|xWO{0&#;=@@U5kf8_SnuO2&DQZ?+=nu}I8Q
zv&qQmV@-$ej9TH2r4qhiHMfJMnbY?65+Z6O0UdWW*V})+_VE8U4ob}**z~2-VBiLg
z-%&PF#WAzdvfW9TG!8WzYI-?_Sj_j&^OJc-#z>e&7T5V6;~rMD&~&2cHc>NTj5@yZ
zmpWG6jA;oI3$)FNQr#O^OD`DLiy%Y3dre7a0A=H-XZbu0f4yN+E>7?cK!SUEuSeB5
z0yLr>)%#^A?Hrd1uh}HekdnO_`8*ks?MfV_3S#?od{AYTvR&o4)`3!0f^6@HDS{8_
z8zdiTd5L6XGjs=v`SR3{J4@C!kUo`)ol+fzYJKNK>I1gv{DfhZ*45LNv&2Vrgw+a3
z<`irtAw+vDA#E0QDpmuBSmZ<B$wg8r0BCNmZQF-6Bg>D?1fVd+-%eYoe&>4(4#lKR
zIp=^jr76-gVs-vIq3I=IzPqa*iOuF4)_O1nOE+CuuZJ{vV4;DcxjT&%mK0zY^Y_9p
zGoH=4yHs?S@(E$=kfKxezfrX;PrLkqa@;=g?r4NdxQ(<)O$9f1%5CJJ3ByIR0Ec~b
z`fK)HeTHJ&cqoU^!-3-qc>;j0;m0kOen2Pu#c=BCnqQt^FaxZO>y}OOY2B4onUS<S
z(2@ALiIN{;)ZswewyeLof9hJzDE{~f4xE5w!doU3gxOkFs6>&1wV+}k@k`8Xw+^ZG
zG}+H?B08&beE>X&cRf?LU3^_UfKI0w4%}sxooyNtLM-^Edw(5|<+SUNjGQ3Ua7UoC
z{q61m(%H;bInH+{qWSMjrf9+LXnX*H<aRiNG|XpYsh8Y{t?^eJSve-8RohsO0}1kQ
z@WfVJ=8$sYjEY}p=R1xRf9Tr(5+9iVs~}2DR>%S7N@P`3#bRdscSi|^pPxa@-p+-P
zmzR)1iIb3tnW?crQ4=yT(f}^eijTgLT~iejgX4czQ=A+ugo%pXQ~;GtyG>3+-xu}M
zco5o9b=~J_%PhM{u&WY3t1ZZ3Gi0KUwgP0E`=@Los@f~7PFUdmKe+JbGwCAed}6fk
zoW>L+VFFPeq?m;=zcWr)Q+YR78wpr4B>SCD91J?D?=&<xJFQGy=BK{{Z&;m>g()EG
zXVn`UrE|ox7KN>mssZ@K{cLDT;uQ)i&{)+i^LTGQJGI68H^*FZMG}(Fkg-_pXGU`G
z`PQA7X0@*uU85`;*69<Rz{WVw&BU0cy3*ALH<j|eeT=b+1MPWAA{z;dyeIr|Ja1p8
z8ZN12f$^fccCD(g>d>MoblYrceyi#$Yh3u8ol^~i#O(^K$p9FmwmO1dUEhE~ZZd0f
zRokwwxhGjJkIieN>G1xY65&#~j3WitYIhH|?!WS=$=@p|7MfDv1Ps|9F7{F~FVpfK
zibaoY1HYxjoQwSh2!oG+p`N@6P4qtH37sk$nTn&1j-H5TST*Sme%D9)oM!0WP`9q2
z^$tH}=_HAq@d4=P`G7)r^Z}r#TX9{?Ft)%DNrg&)JA6Lq86RxEY$d8kV6QbZ??(sb
z5WSMJ6k>mMu-ivck6g+>d8BV@-39p)>vrAsd465&(=$(v<tKio(_q>j55?74KzT_G
z&+!xQ^%s?U<#+gV3fpzZqfvL4D%<Mu)j_E8wummqD1a~w3)MQ>ykg&PsAXKcW94Wm
zAy}>gmu4Mqa&S!|`Phku<|Bx=IzLFm(YuN#IQ=(pNj3RcF^ap^aX)mB1RfiU^vPS8
zrKQ<mm&wRWH$%~hUrwt^<Lx(4`D{nG_;{{E(Dj;bQkPIuNcCr=_4+%P2H3P5G-K8E
zC6^qSUx4viAI3t360!o=i~+cODFYnioYm}$yOSZeFNNl~wyE)Ek*N)Aumijxl|F9N
zMFA%T+<T1CVFsi8@gDb*rap@d^q+iiR~Sv08^4qsUea|^laqj|hX(qceBeCHYiM*i
ziZ*w{s<3(+H}*dOlxOs(ZVV}b;Ox64TT?OfQX2-=n!)W{1_ax;)1i<>LV8wj<rS1b
zC=WPQW1n>)o;{`ju=DdCh7X`f6hds-<};qoGdIX^RX82nA650WVyT;*+>eURFB~ud
zq1Y*l8TmHg^v{j{Kt+0ggxyFO-YCdOlG-DyXB2G77rR6zI}{KmrvIdRiR`8fAS{fD
z=BAAQ96HU^j+uq&e>k)m9U~nhArs4goL`Bb|DUt}|I-jAW;V7&0}vuWR<)*V94;GT
z_e<?<{Rv}i<)^PGVUYwbx)?~)1d)-XLKCnpXWwk8%}bTFxmyR1DYB*ZK@GJ)uR49F
ztwQKGLBO}c?S>WxQN<3wy!>LeSB4;uM8(&z|3)@}r0<*VSJgKuPZ`mMzLU?xc3B*t
zlH&*B=}Ld`ugQ57L9aT%ejBtqElUi6%j5~6+e>;ox8%cp!lDqLywp!Y{+!r=8CzJ1
z$<n&vy{fMOzI#uR4#FTtu6fU<Un_xuUD;h2M_)`+CT(%Os5Q%5s)bXwt8!(@cJ3XP
zwd!bVd7rhuC+8q5rekxxr1i7tx<V%UK=?bDTN6V^gOfcI*Siv6JW;_56mI-W&3qvX
zyTMgjUR`gP`e><2*1(U>7$0pmcl3nUiaqW;PMx@GW1g%F1U9}a3*rF7WBPqk{At=U
zu<p=R!6Z?K)gW1V11!}@g+gi(LEM>EH;Z59rIG3Q_WIH7{kq9veZXL){o8u}U0!gG
z+#5wuvG64xL|+V$z31@m!t<Mzw8W8>)(SL;%OHX=Q<Y(Y45hKr^tNi}ZB><_fC_||
z$s!}MR<0Mdv@APJ5R~b64W#rXuS}zE3}n1ih$PnE$-UXOYjkQ${)H?D+%axtMAzSp
zNnsWk6*jJwgjAK~;L@VNc-7KJM}r_CdLVGw6UoaxaWzf=8Lb@&ET{RF!)WbUtTL`a
zJQ2Hb2nM`y%&B4~;ugJyW~N)4V0A?L8kk>HS~?F`MSjb1B??!}w7T>`L@bp|!0*B;
zqyI)o?%%+>vY1qSDT8>EvntOfD+RN=Y?xcyKaA4c0<0}vNPS}ireF;SuTXTR8`YOh
zgrqh^?W_I*P!7?NT{gTb`W(R|HK7@mnd1l@L#0f!xoLz9KqCqxlCoGThXx=L3|M2x
z4~gW27jl*yMY4wSP|6e4xYmW0(6<U^5GmIGwNZzbO*R!E;Z6n5`{<4A3GaF$jICp!
z$VQ%!n}wjOCq!{7GI)%(`jGM^K|whuaw;efARUSTDj`&p!I<LkvZ=aRb{E8QswGjJ
z0%`O{xH1?_@Fh_m1B|-gVQ+yW>bA8QUtb-U;q~Q{Qqgey9rRAPx)@vp|E_;x^0J!&
z+$|&{E%dF%m#d=DL1)Ax{VqrcyWT90LP!4=(SHjUatlWyiQ#`Uop>hJ1PjZ6czOMj
zSf6iZ*F*4_au)xhN|ruJb@NdNw=xoXD;>NyTC?-;NoaNP*x+&!@qwjv_=YcCmOQzi
z8m!$S!0IoDg<fk2&a)jhC(_GKGk=tS&q8N$J$(8nU27wQ=gDVy9?rFQKE`Ee4swt7
zCmVWf)yR#UP<&tp?9iHt2L*sgvS$urB!^g6!y^&~qA}AWE)S0Atm_^c3w|ClcHG_<
z%6;mi?Jo9Qf2ynNz9J9N@`urNDECkY@2-{czt!TGKR6$oT}<P4BGt_fz}{SrU)A`h
z$6v$qu~od186XPXY+zCuyt|y3N|Nnd2iHR$vXWSj*^%XV5<~m*OOboF)KchXs#X8z
z_h%S*aUh4rN_l|~ufHbE6dFf4<=eu;ph$Sf3iy64R~TxOg{#H)v?a35UQx?_rS~5a
znaN`yGjn$O&4x8E&iuHE(=5Atr^I}=7rO)Lgo8%A6D-rav+5@9i-0!Rmfn95ikfH#
zi~;%&5&z*IdZLcCATVoVw)JmdZ1(?|<}k5v{s%k%gOrK5w#We0NMhARS#;krO94XQ
zL}E5Dq=vDb)zEpBbK+OT4{Yc0nk#2(S^vwwvkikl8yZKB>FNwf5V$dDqR<m#4x7WO
za@{Cc5uLWsoXu*p1vNw;d56fK5S<ik2(N@dgx(J@-Ss4wJvF-T%hfYqyTR;&^cfJS
zR#q<yovVJrV+8<@9qNh9x+}?N^}BYiVCL&6)`ToH`kK^JZ=Qm(hpqsv3$Z-aA19Y&
zO01^O>+Uid`e|pFA<_N7*H_GRkUO%w5bFvRWv0{!>0^<7&<Ccw__wUrDIX~xBRRgx
zHI{7A0LUKMk;2ANclpC}zI7x5;`csy%&3=Er$%GdPd`xLlh{NCJ9O;-B_m{F;rhR?
z3O&))4i{kQfwJ2CvW*oZo++MSYN)-&(qI!5AKjN?0tOMoQAY<gvQ|Ti*s^ZaVw9rL
z*tI4r1tK?)z)nTRnlGEtWZ6s1;AkU^jI5PGZz;VnS0t$?EMoDXC+QJfV%xXC<4%h8
zD)s&}`tc^#@si_x&E?Lu$wxvIjku7fH$-ST914i7X=U5l4*OFNLWHbWZ(E6~wPGel
zd4TvBS9RUtD-vtBDS+6}hGewU?)&w;?Cwgt4a)KfMKl;Nql!oK;}Qn@S`E?X$pcK3
zwXg5*hxZ7}&0%v@Q!SSX`SmpCUc1v)0GdBTGbaG^g@wc2(WyZrp7%rkSX?t*+0jDh
z>j1!d{DHst0!QjtXB{G1v&Ci>m_$OK-}id@tDbE2{%`)qj5Zhsbor#4+9kOK3g{iN
ziNi1UZ|ysnWjr1q&53ut{Kd*N^Ynz%$@0FJZ4A8ujLGuh8S};RklL(8u$1rTjbQaK
zGYkolAKcj=dT4#Dl{1Mb0}+xtX^}udEg(P}v38S|f5R!FSCaxIDr`jZs+D*hFKSBz
zHy%&}xy`a7NM#JD9#;^vGek4C6`tt{JQ^myGbb)a{_hc@!`{<gPG2oBoN!rUv7mAC
z^t#mxM+{kN>V^|%OWah;7MVJY390VO@5=h#(VEXI=c<v8-r;Y<*%|sedwcDcMnZtV
zrjo&CkJCE+y`qh=4a0WG$1SLbdDY1VOVl>M&*|4D`j*?~Kxo_xo~P}dt!yh%a6Pz*
zem-{;*kh%T?>Xfem7u-C3>YR5^;4vc#-BudG6Qn($?ZBT`q8sAmlF7gKt)z$G$e3Z
zs16rV>@%<ISZm4D@Z9w=7p7l@ESLZZSQcb}{)!Sb6FN0fC=6GsRK$3p&acu{5!<;7
zuClXV(Ub8$#HNHC`sFnH)KP>#8s)uH;2=X0LYdQ`Zu?YEDc;>jreZkSj#mh4I3FQD
zf_o|mA5b}N;q7%4i&@=y_YbN4Ze>D5&w=N^_8o<a@n$^!(x>4V(0|9>H9i11`l^h0
zR!s}~{vq>_oSRbyh3p73O(|Q6YlE&OHf-v&{66_ZwNAMHaP^VrwhV`XT0M2(qXMIm
zBKF`uYYrK8=xw0b67ABXg+>!tsbLBXOy+w0D?wP<FW^^?a2QzsG@}ZjPtS0r`X!HY
zFyL38aF}?IhFF*c-3Eo_LSjHg{40Qplsc8fiHvF^3O;v_7i!r)V>ilQhU5jCegH#U
zfs{%=I>wEJelV?@(e3DQ?WpyR<Bp_)WmPWPmgujHg$)~5G-~?_VNnLK({h0{g&?aj
zGzJb#C1&<DxTxO7g#=roL%zr!&uuJgfuU*!F1zx9$yJ8a6G)2`iV0w2E$>|VTx>eE
zDSHZ{McK8pL)W>}jiOVOMM!$MjQzoq*O)x5YzjBE#AvZjY!WFaQZbIph)8ru`WPuW
zWA-@8lR$s85-PXEkZBT$uOW~4Q1n581aruWulBg1-DqZX+0hnvw0Z@LKPqX#C~Mcb
zojATITu>Mqn5>7e2ue9QK4Xn3ltDt0&6rl~Hmtt6{+UBkOU4zSU?@!0e58mepbFbN
z_%q#y^_erG?>jdTvqjn!dRi>?Fi)-0>BxdbcX)$X-BC1T#W*MD#*NLwdOA_tnFK&g
z&y?~fAz>dvkuMv{OHuyO%Q#5OxOQpFVDVXHE3t9VO}l-+`iPb-!YLM8%5z&~QubGh
zBZT&vk#WiKG_AR-OzeJbq$QL1SD^kQ%HKV%P*|iv@G#IrQy_cScAW?Z$oZNnw7X27
zCdZh!vSiV^;RMT)fSDY9)^X*M;10n39iqjH;ENY$lXus4gAz6(m3+zYK#6?jq5|IQ
z(X(zUIusqo%G(Q9X-ZOZ(j$BD3BH$^RlV_BR!gI8h9?Gxokv4Q&EA@N$rW)e_dh6n
zTKsNbZoD)%W0j$DtI=I*BbU#*HJOFKDagWgp3Y)<)=bP^e5PGz%SfI{4FLG{fI99I
zo{A52b(JaFVDyV{6^4wnqGOtuo1OBVed_>n<bRc&KQ^DiI%5RlZ=^xtDAFmmVsAF2
zYLcLAI&I#sFw?ZFjvS@qJamky8OzJf4&`(ShjP;=69NmiC_+I)<OjRUW|5D9P>f9!
zlV0>CQpxy=Lcs>M5CtLD0|Oq2_w1F>1Zt?I(^@rMSh+P^SXnhRuubV$x6KwM>Cihe
zhKczy7!IS}z=$VXZ9-=WyB4Ui&~V9fku8O+S%KtpA<$w4tDeZwTy<G&gp(hwjS=)%
zsyuzi$9;D;IuG3|%V7A2s*ER!*aBQn)EQe?_VVZMTD@Dg>D0T;ashAG4|Mvq8H>8T
z$EDMca{55`_`$FF0pZxVhsqd<+~B*Yf=WQS9gRy=K&3zlARcu$V6rfMRQ{wuTmn<)
z)9)bN+WLhz3(g(1)CAc*@bE<k3rp`_zw#eQ(ePIb{?$6a20w_TP+|zfK_nN2in<eE
zCUYmwq{fn2t@v913<5kz{q$CpzzyKY`Xg?ufCwgwlhBO=P`Cs}9Yk5joPSG_G}uXy
zpo$+Q**exNC6@sqCDzKc<N6|{A{Y43iw|p*kEe#K7+*??6AKsP+k{!zJ?t_Yr%#8k
z_q)r-Cja}j=VnALx;va8PW1KwBdx<ab9}zu4SO*+2(uZ-g&6?e&0`@wPA5Rsx?dMM
zyNCB_vu&JZ3w_Hr!nmW;m9o=+;pFUmZaG7W!5rcg$W5bTVNH2>57m7TE|$36XIbQ<
zC%w#yJClljyuTIys((o9b*KZ&=VZs7tWuKzcbH+%?EcW!ZXPntPI^=kKM;uT3?nx$
zxfI8V3_N}+Jp>>T)xyB5xwwO}>#tYBh!G=9VTctoI1$q>nNEWdzPx@@brtCJ9wo4s
zw)Zl>>iTPE9x;04XJL7JrzvxzQA}d9$<N!%6uxurlka4gSGDWv{&lD%{xSe=T};d*
zExtc$q^;Sqru%LDhe0R%QiM<+-c=nt`I96$H37$f+z-I!=+I7EHG-|=f8pQ{Http@
z8eR7r3KV{bl@be#;hqP2kWg3ySWU1Bb_UkX@LmxVi{)KsT>6q!t;WO4Q3z(3pS9(Z
z*7Hd#seMAPC!=OUAZ4O4S4sExTN&=xZ~B8r^zPa^8!t^yU&H0c^LzHK3i~8%+e#aE
z8Tnbm$P0io3o|+EAv4IG;6nC+OM1^P2zKZPWcpG#IqShcn~+N|x&5Z=7i^A;eFe)s
zC8<eT>_i@aF<3KI23=(|RVT;*K6?_)FxAhCWG8olw-ZdXO+<LS?6A03)XhX%c0#&q
zlRer7saTNVS!R}!rsBLxiFj46=h%L~SFp7%A_E`~rOa!_3}-}Sntk!dGG`L#uev$-
zF+NT@{Vdh2(;?6k7A<hNX8$|<d<{Y{I<cz2FkX}{bv#pNf3kRFfLU29B}nnS%vm2L
z2*0F^pGqv%h#VHred3Jzu*4tE!@K)2i7Vq5UAJJS9?dQ+gBpm!m(%1-0E1ET=L0`f
zegiZslnw38&`!F`JEbn0s2#7$RM1&Z=_KH_gbp8nvWt(cvv;>wwRdIf=k#nf@pk^*
z=C{;-XJ3>%;VaRJ{meU+#Gq=h(4kG_nHA)9%^S)@O=HQqJ0Ijip6J8E8Y`a1*!ivE
zBa)$LBa%W)b(Xm!SEeLYu4LruC7PTdD-S@(%kNmakXAk@hE^3op>KBF0fP&YBf6xr
z;?H%mv4}RUk;O>7QDu#(wu7JWBs$TfpmIxL##gVOw61M#-B91?RUJB#a4Vr)l{ibH
z1`~@9k6vPi;kC1GFD)B8pqJ3I`D4#GVVlYr0<C8sYDAETdXSgmNc#N#Hd*fsc@4PU
z4xF~{3S)D>Zu`N(=w0<baYtuE+g5Kj>S?pctfWEScJTQL8of1U7@j{Vb^G!`ry$t)
z{Cb)7vtKTEsv(v_uemtW(`_wTV`V9{+F45}#xd83ye|a+uDa*L`VlyW1r)a3%L(Ae
z?Q*8gqShk^V8YDLKL_4o&&!2cYyrZgmE#*B?&vThTMJ&!j@{{#vLl*tieI(3irI-C
zN2<K@e>{$4%O=v5LRj7=tYLWmP3+Rx!AnCs<Co-cTzg55K2VJZNk=qL^^#cPdh_*V
zOrY$gL}F9<nPb0nI+g|zPF*8}qz>`pyE4$t9oAI)yi{=A{~lck1L;R}>jAX;6}6b2
zF&tvmJbi=8dmbe`skY)}M`4wmt6Uz{Om{YM-?CSITZ}Y;yj-HV=Z<<VFGm@x=Xx9l
zcbY8B9oYUQGdfNhPamGxgcUI+8w)18ZHT`A1I&0<2KldPvlY;Jm;EZ_l+i_kCb?LY
zz7S{gcE|Z;3yL=^+lDvtLjvH+0Y2!tyJPTUth$5ekB-|F-*aYt<ATdozoq#}U>TO*
zT~Wwq9TFKSf|x%4hO1%l)8M@M5%@VlNQJcjNL4Xk)3piq#HfN9{y`PMxQMNe4oR~o
zM3TT4lP^?s!T$2fIs^04v~0}>c0vBSFM;lj><P&E-75?b%#A*P&j*OlBPc$ScYwk?
zLqCE(8ncGS7ApI12El_odq1l8+?kVfU|fmE<rSW~W@Qd#6PsnN^@~f0&+O895KIWk
zc?{}Dw&d~5^VQX=-}>}TL+Fqga1`1-5*molSKGL=TZtkyq5EPzfeuT<*ufZN&P(+v
z>FlouyXAG?Za<-V!2_O~LEYRC@p^`R^vT$bM6~C_`rcqa5xL+fykM@5r*@&C8mRtI
z<0zU$?Vlh<R!9G!(XSjG!o1OQg~!G>TYSrM7x-kN^&C{N+>W>}7EZBdq@9gqSTWXb
zG^^gV8mSwN`ZF`MP_*2l^L%sQ`{70cz*uAj3+r1nDCLa)S^zLQUbHB`6)#(j@0a=R
z%I|pRj@^YCgYu@m=j8lzA+88O`1m2*9588%aEe|TI|%-Q&mqiTobt_GQI5T%&F%Qs
z4QS6@#5<?bLx*W;XJ9at(Y&N|l%#M*!H7DCj+d>LYwRZ#$QaUXW#MJ}D%qAUnb%s@
zQaM6o1U9p&Wdi6__LG2gNkknxRdBL9t63^*Q;>hl#!^yM6`R_s^wi=3dB;qf{i}2@
zNN&Ykf8azGGRn4)L|-JoW)gj0;xOm#-NNjOeN9If43f_Lo8OUaN*cK&UVck^m!g^m
zXqQ*{OWMW9y0(be)&kdP?*rSG!*5&jSjJ@JRmWiC%>z6Ine0bBX%^Kpo5c$L_Vjoc
zpU#W+<A~cf!G{QIazq%`_}Y2v@91>0w$^sn8k25!ZqZ|1`hEon>Z{v!qKd}!Q$l>+
zeN@f2zl0V19{^lHqrZmsPCOHiOwTd5Dd@M_j4+GMM$dcSh>Vs)C)&FxnCMGrxpe@^
zE=MRz+Udy2)JSFve;w&fjf}Im+Z9<?2N^4Yi35x6fkok<RNL2{+;9>z<5s;Wf%GX_
z?|`1tHK70wG*^KF2&(G0<2{S|WxQu`I5-NiOxn{N93Yrfw^xPw3t%ibDj_5*SVFNB
zNjnnl(3zT`!z=XGQ5m6LWt3GAN`J)&MhcEk;V@b;LJ~Mbe`28`Wg!_Zz!f8GVnj|+
zvw-6hxZVWy<Rmo@BL+HhT>1Y&8B9F=h@M&2sAOJN%Q~Vb)_zP;1AsXWv}%k7by$zB
z{V->ff*!%W{c72opy&k(IkEpeE!Q{J5)Ka1WZA0Juuv6!k|MrQ>QvTL*tJ=mfDGED
zT4`leZVc`Ue|7e?hp4^YMR}r_)=PpmyCEv&{M_1S_>gL7i6f{ZeSyVMwusKCnPJu3
zFsGE@v`5?Q-8OpCXsdm@4UqPzBrOdBQ9qhDG1S*5!N(2~TG1Lz)N}|tC&EmjXz%hA
zt#x9^enVFWtcr0DPNY^hzS_>zYMWs-3iPFxi>|oke`>J%C|*Kq<*RJJ-;3;t_1U82
zqJ2yIAY--LqPcY8<UXLAJ~5=s06RHEccNr-s^*=0f4xrKCRF?tSrhT~={sv^zK71H
z2QFQ`XYA`b7vBk8H6jWJ&8rZvjWt0kcoD`o>0C+t^+(SGN@YQNRTgYv|AIKxPE-T^
zr=WZXf64+V&p|nypg}vJY)bNiiQuhZe7oR2`W<YLh1=%|SkVky_&!2f*rXO({X~R>
zY4pE1WpzE;4td@>$o2?i5H7e&5pxh$hMe^|)QkgY3T}|ITR$zm+<F<m(fU8OH(D>f
z5f|Goe{z|Km+=UmJOJnsJZTUbp)wQKAQ1{de+zLnEU*w)p*AQ4S7Imf!B`=3;{w!*
z3n*Wu5zE+*9Dw)ZIcNs7b8rP*;3A$4Z2;Pe0e_u1g2jQ4X_Gf_kv6#l_#7-cae$3O
z4_qZKR$6fmY&IM60Rx_eBq#*e!=i;S$xLXcL+gWf8niQ#n<>Xm*-|3@4W{`F=J@Xq
zf8*j?XXE0VaKcIx_Tp)9SBlt^<Z>su%93p<aA%Z=A5J;n`g=IcSrQlDVB(?{PBoYQ
ziGZg8A)UaLoM38_u>?B@eB%Dfbm%_@<rowO2~fWX<u_2?0}9sEGlCuRB>d+oe`@^z
z4*W;kxmMwv>s-&d$IiWY?!9wd#_#ZJf32^hxcC|dImA!Oc>~3zUc-PiAP+PSbPe<l
z936-b{C42|0nN#QO9O<GbUia6%PZDkp;c@p3tQS+$i`;;So5)FvS{%HwrR12UEGw(
zHq<w<bL-35dG)1i9h7>HkFD^Rva|iO**Sh2TkX$ftNcxDB@`Ko-&4w#maSyVe>`s1
z<8Ef%o;>!q?)Tl7+{{S)<H4cAI`2sQ{lOuF-AjL*)DNiz?@&%1yKV5ELD<%%!9j)M
zb2&b!F7OVT>)5?}GT5&5UEM@D^4_CF{<bCCD<82~z4A9F0QB$#tM{JW8KUqtVYjeP
z*e@Iqzb5Vz_q+D>?(W^Q|KNe$e+TY8ut$*ZQX9O&W^pr-H>q`AVFQ+4!P3vL|MVxP
ziS$$Xrvxp>Xt`lIkvood5Mc=}F&kN@xsY|3ee4u-23u^-WJPlxYm=&3$y~wyJg1h;
zvCd<yITdV<nZC#S*bLaN$(+L)p>&zCY_6>K3h7fs#9{rZfT(*pAZktqe?&DD)ro+}
zJ|7U7(SS&f2Shv^5Ye*%@zl#x#FH;h5ucY^PuRrcqc-u`VVn5!sh{XyJo%FT#Pcuc
zMvp(I8-8{~XE@P&g2<!2qeK|?4=)_<8D@oH7l0c9d~x_U!|`EWqb_H4dIE_SL*POp
zjVf@|IF6bE2=3cx2Do)#e{og6rPL9Ku57B>{lEjc(TCywjP~Y+;ED^tEsdjiUnt54
z7AHZZ{E)F_>y|B!TRc&wHp<m@c0@UQ%@*28r=4_2ZPII_0)+*8jRQx`wVhEjK>sw!
zmek|ek{nDdq*UmRTdhg=vK49yFQar@mL)oP*%ovQ`mO)8q9e)e2FP;!FQ7q_VT2Tu
zFp?(_H#s*7FHB`_XLM*FGC46ZlkqGlf9+apQ`^WA{qA2e-xewx&HI%~Z559|*oECx
zAe-ET6eVl{x){qP3rP6&_q1&A3p)loTlZGoN{nQwHPd~%r%(6Dh6xs!7A!I&m{iQ;
zuV&FR>F^Z?{5O#)Tn>gQi8Id>&Wvg(%Tx&XFs(FGk!h=GEFCP<ni)Kx4YPD#e=_S8
zP2mL&iUlE=W5L*ljx2=8EG7^VT39BfmCVreQ7}XELl3K%v^GKrnhDJ;?mOIsZqh{z
zMhaTrFoDVFEprOW3dbB2lNcP2Dj5y)P+beb9GQTJ9Bi-=@{TF5J#(-wKvhSm2;Xq9
ziU0sES_SCuV3RaZ3P+2{AZKBde~0B3N(bEczz4YK08|352MkJBL@66e;b<)*h+>Qk
zDj66GyI`wwl28B$&_EJWPS6Rkj21u$psDe&6czwT%RF$6N;gPh0TT!an9m{^4$x!3
z5okmWgMqGu+RjEgi7*wOk&1i*CrJ3#3r8og#u(X<z}kBQl_)NPC(pn@f1ybecufRg
zj0<&`AWnjW8c;JRd;v5;!3k0l27<f^Q7c44B0_?r@Y09_U!Nf21dW1li2`~{4V{Ij
zTY*ItF%DG3NgWk12OvpkA2s<Ma7QC-!xNnFHQW>d7!+dBBIclHw1Hs56He0;7~YXV
zK!{?R4saX}G`XS6E;e4je`frU@!jI6V0@dc^|EG_7o9||v)_JetQ~8uZi?3WOgYt;
z`@DDfe&ZuMUfcS-cf8Kdit_3hF;vZdQ1>7FqqyppS+8?UKEKMUqV@feXRc2l9=q4<
zuu40vw5*=+q#BztW5sEi-d(dhc9mb2MenlcUjNE2JNZR%(@EK;f8J(47;s?2K~Yvk
zr?@HD<*|0URosy6wPI5Pe1U5Od(ZezUVWvfU%zhfqwn2}@ptKY*5F%3r^-524@;2*
z8~lCNE3V6C)}stlUpdHHdAeDAV_#@2tn5U2N;EPF@oNL)lo$X@vX&l9F*5U~e|@GE
zm;|g>Z$%Q3Cpy>dfA-gzvZ^mD0Y290s4RoN?V>#Frp*koRX_7Ct*Wf-FxCJ1=3BK3
zXH^-i)n^U90}~nHvO~Gl4)CzZ9&T_hDZ|v~n1;VAi{@cgu`d{Vdx!C(>|4biw0#sj
zBd5TNOMz#e0G|10z=PUm@YIe6OPE!GXQ#k3&jF8bbUFowfBQm&N9vfqdre=t2_0(T
z20y$$t?KXldFQghH;b~BmGx}$D}T%P_!hoEzptcT6J~)Y5=xxThNNZ^sS>0(kX=Z$
zP>|bTlZ&{SS6R}$%TIdUtXZ$&)u^H)@BnXHpO`>N)+a<7*5MfBY*mV@>^3`HMiKJZ
zP!Xd{Vo}3re;pF4AGAs|oQh8}1Cg`*{JP8rxpf%H_6bpM7mWHzSuknhfEr4mL}A_j
zq!lt;6}TQyW87aynQ^~zkaDe^T2aqjMQ&;p*(Fy|SZ>{n$A}UJ(_-0}glb=`n!0d8
zs0uSLMASrxxF>|jsH_q(v6#`|8R1sy_N5b`x09~(e|jm`xqc+MesH;d9&~*jUEi&)
z4i2ipe?oFJMkkIMo<VXn7R5{Svoq59UEW<?V$@jLSa3!mKh}9jBpOYML3)aIPF`$f
zXKlE6)oD7YL{O(DO%l*$$Pkl=nCWLtJ6oOo&)%<24THRA47E@e(*q5KV2X9?lsKvX
zF*OXVe@1hP&JUr2$WVzvucEb2!W<<|+eP#8q=(8k@0_oWxzK<o2Avf8T95(STyO%q
zSEUjk=Vc|mIu(>Ae^4t9B+!B@tQ}vs;x<9IJWmTVksG~PJU5QZ&Zp1EWNpy!WB5nt
zbEMb=h4}mHNGv|grPXKV<KQRraj;8O^T93df0!}Z7?R)!7K@{rFB@c{(Q(VDlYr89
zuI#{x5|tzE46Tw3M;xId3vpFlLYyMW_#~2yae^d$UwPj*D#~#pgodr_W>&Jb-FN$J
z_oC=ky=IwrF;Jq!Iut9jl=|{*!eMRul@ihmr#v_isr7|WzX<UQ<PM6~k3{OB3QTpp
ze|E5Ow7;?WD?7T#*g;xd+!p0!?^m|hX(sINtn6VzD1Z_Mxf~h7vg709wf7j<o#Jdg
zVSjbAGNmNR4!`%R?CKT!n0H#mEozG6b<A~?S8XV>^@@M!VLX2LZtvhFsEBWLyU;V`
z`$aQt!y#8)UUgl1+H@@yPfU#d#K=sXf23#5oT$`gLOEP8XGzxWt&h9zAwU}ZuXhJb
z-rwC!ds!VS{P&HWqqn;+-e&Eatje3|%gv(Q>c`P`)(0AZ(C%FAwEnPk7czO-tF|uE
z5**Ut`|03|l&--)=B?_2oU7{0u>3!-)Dlly>n8p>NpUvRj`nHk+Wm)idSflCe>KtJ
zn@+Q6kvCylXQR{0?=Orn4T19r#0Q^t_cjiP5I=&hT^wDdo`f!0@YrXTysN9zX|(&#
zJm!U1bHdDd#qgZ8eK;SCM8}}@gl?Ly2r+y@Jd7*EbG$J`c8Gi54}Ydt+1zEYS!Xm%
z{ZdKV_@#Yzs$F;5>3Oeq&PK0Ee~As3kwVh$+blo77<{GK=pH@W;Coft&YK&ZbF6#;
zRgo6{hDSA$Q{L-A{o1i)b%TEz3}a2isBk@{={3H^Q{LnmKj%5W;vHV_E-!hH_lPEV
zwcgixCvRuytc4rpzaL@nc$|)#A3-Hvt4GbJ^AYn^T+DnO=bEp_%-`hOe|(?+$v*;y
zQvlHd6leS_zrg`)1XwNrOnU%L(aFZ);nhW%;doo{YktG;_+3^O6PWpF%${3gQ#FgO
z10A17`$g4lNRX}3`uW5KH@nK-Oxx*QPdek2S>g7O*NKQ&Q3jocWhS8TF;t_4WbW>e
zU7ZSAy2PXNRl+5X-an!De{z!EXMxS-+*0376xs0!MfRvHZGd>`nL>T$%}NXB(Ly-T
zi^l01dbDmH-)j2w*Xh3rBN}P%O0p=HsnVpJD%0q7)iQM&y)z??=#|+@N;EC430BW5
z(WXTHdrPz^ZLrPMoCtB2o|urili*HUCr#s>Fb@6psd-k3_U7}4f8Rgu&#NDldO~#;
z7Oo%qcV|@)_f^EaYGSEsO^lDec*XG3s)WZqG0u=4?IF1DQHCT+d<H{G^8|+Mmj^>e
zyl2Bs4l=x_L<D|bwEE1Le|v--ZysSrrI%sGiOm+}6OH~<MI>Ww8Ew9x$!1#kM9pBv
z0T0aH1Di$2ayV^te~GPs_5lV24Vi!hLGK`J9PGUfEU69Q8?Rs2Gw_Z2%`ZRXAKvfL
zXYHb@y1iGN-`?IPMK|kQ<;}9_HH+@|q$tn%`WREu2K&NPH72YS(idQ|;4Ek2eBt}e
z1RWK4eL-QRLCC0i788bdqBe^OOBWLne$M{>IMt5rOO0%Ge~j*9kwP-eAX|mHb}6z|
zQyW$EGmK}D?QU6IckADQj4ZVwzc$mnESOACMG1EN5QX*S^D^yT<jo!hU`=0-ux=Du
zC~2)V=7o@;)b;7qH<}#F>x^!UZ5SNB**w~O0fKF%opdJ8gg8x8dH~6sy!^mSKjH|7
z!4~-}!$U4$e+)@429Amkog6wMD)mE8r9!Ns8-^@>OGSOy+5nZqF?~XxOjvUo(MfnI
z|E5=Y`#W13TwEWemJtGaNxva`sRgAoML(^wly4^}Wk5wz2s=tXVvL#S(R=m@gR{5w
z**zW5kCq-9C88tDEk_Kj<G4ZT`>0Gi;1@)B^E<R*e-&a1bK%Z*c9S==_q&^;nM6Hd
zhjvU@c`yn6m`>1EZI~~7pQDVYx1fGOVQUiW^@74!qB^L>gtbFswy-c-CZ&E_Vx8BN
zAhM)fC{YgoFvh#*XWjDrlzn;7Y3Td<w@_cK1hnk`fB(n-er@~*VynKJ3T19&b98cL
zVQmU!lRa(+0yQ?0o)r)>HwrIIWo~D5Xfhx+GB-Jwff@l712Q!*lTp1Xe{}^|6KwZ4
zC?KF9B^{%bhS8-oh;&KE7-Ji;!8RJCO9hmc&VhuK@CZ_ZgeWZ?BHfKh2>%(+`~08x
z`>yNzu3gu5pL2ev?(;kMxY_lM1eF|+_7HU>0wV|%5|IU{=;&wyMFAorVnQM!qNLp1
z#&C=a<ZnGG_d^H@4M!qmfBzRk1qA_Na5_~G1_#tZA^;COTmV2Z08mmEC?zW*0uU7u
zk@*{lM9BhFL7s32fQ}I00TKa0lX9yd-F#4RC=7$k^Y;<J1Lg$)Wn`oTez^mbTp=hp
z7=!@mfG{wKD=s4#<N`24g5eO1&%Z+O$ipxgH(6m}FE1}4kSkgUe~E(L;}rmS!7(s^
zAp{LUc|sfjKU)Uqf?OegS`#AW1{lNO=-&n-q$9=)gn|HY3KuvSf<WV3JP-~L6abeU
zV5F%H&~t+zeuK4t0|WqnE(ZV<0{$o5AMc-m;D}$&ATSu|>IOpiz!6Y@Bisc7&{NkI
z!gyl@03d|JPawzze~rZXgFHcS7mz&;@T+tXKwZfI0K#?nr$00p1$V=sh0t)9pFIly
z41>F7HH3o-($y7$z@SNg)~5<bLBP0s_YwXxTxSH*3*q;-<OoMNIR0$I!NX111Oa#V
zfM}}z!QfP+|LC9)3_wCeT1re>5&&@rK)k^);hzbNecT|we~iGNYFrNier`xNfFrIA
zNC4asg8L!$LxVga01V0l65#j04gZ!%fk1!*9E<_jL!fX3=|9nNYKY@+88?3v+#6si
zf}<Z0AoBC`pOZC?VGc-yi_bssUn3SaHPbUyRpI~B@_&rV%1Cd3pP(2JASfy!0sxAL
zN&=*Chk$>_f6)iQ|I{J!kFO@e5sCBoT`%sU{;t{c4+(hwYzQyl-@$Z|IO;+GJpVA=
zN<=~gjQaxqfAjs9%m0n$KcoCVnf~7use8D%{Ic`>2K*m(kSpB9=MMr$T@MUy4RnyW
zWkCEl)D-f2cXc2Ra1Yo2wrXNPxOGrMKyj271d0oZe~ACq!_n$+Z-|3F90P{^rp<4?
z$<Kvzfg>RLNHqNC6NB>-5&170Zp*;VxMu{7<K}M@2#s4g%&$TIlp(mK`ga{_2r$y&
z=k|$8NCH486v&4ZH+-BV0q_Ij*3<#w{fpfIVIc$(gL47kdJX_MB2lD22Q4E45VrWK
z`XvEze;g1-{700K1_-<1Mu&9xrTSN5um=i-tLztJa8>;+|9S%;5N`;WbYc_<mJ4&L
z4r}~gsl?<ZxYQ?4xRd(bOjNM1z=jypp*CduHQp#QV^XU`ed0Y(-Nva!SK0l0*6i4U
z-(n5hYaj7%f^6!mP&WH#qnF?CKPUJdGjojIe|&?NYnrUgDqDo=z|&`WLeWa1-~jC~
z;=bvBr@DPS!Rt0nvAWcQ@J8L{*2>}xZCYlThnw?;n0ote<0Xkh`a9Y4u5qCYPpzU;
zbkjJr<eN`O<Gm^<=DK>irzzjFyn7P-z%yiNmn#B8sV3LWtSWx3;^A~2`FVDc=SCWp
zf1kYuwF<3~PA<D4J!!W}USj<Yz12DAH8ZD-XjlU22K~*ZytI`<7&0j3L`<SBR5~U5
zGe;!!v7dwdjJjb^bNyIk&k)`51mRrIqRaKxfww#voc^$~;{Cu!AC-)rIHkS<TL=o7
z=0HZNbKg_(d4WZ)AJ=ODQ{=s~Itunvf1AT)P2fWl336Pme^s_KtuB%_Hr4DHjDxm)
zKU>w*7y_Pws9c=8Qb?gDON#D~W&28{-lAm^uO%iW(#>zj`3u|BDI~<fNU}1n6Az*p
zqP{P$?@PIRVkmAX`>cFfTrsU(92y{VoLjtgJ-pg?0F&~ld7!;F)^g+f3+V<bf8!&i
zC~?P%<zVXitb*Plh93It{VA;{mUp=##nni(8?d+6&qkmxMwY_DZc9ntx_xi|qV`mk
zCygW^UYf<+VYOQz*YrF|8J+hR$7JK60%Ag@QvKnVuzL2BTLWfwe#`7OQ2%nz!&#tT
zNTat{JY~iE1Y1=%wgv*(GOYr5e{7}~-j%ej>=(lJ_w8aF!61&T=8s9@U>h$+Vi~ns
zG~ih6rpd+t@kC%u#g!(b%@nMbnsDnEnzbD&%@nyd2jkiCWchsSiz9!@S4(Oqz|M($
zO+~${)o@--Y?G4YRP-Z-rNEGjDSGLl7tGq!eB*OV{%@E;?@1JA;6fI+e|MPTCwrgf
z!<oP)f{(ce0!O6%#RAx^A1Nlu-7R2*V%+NVl*Y#IGa?lCImf*VN?FmyRqo!USe+1e
z(rd)8Yh%}>OB>e1o|Dp3VM(3RQXQpgbol}Cm1GBv<YMimiLp(Z(nbRUPo|c0EYQuA
zsdQ?_D>|odJ09ra#l2Yfe~ez;)nA!ZWl9R|(4=B1Oc~h4H<_7`{&t;;jlZVV*EWW`
zM?@Ibv&7tXHtl5ik%r?5MH0jxSZk;!X~OgH+K6H5`28W#{q=lRmWs<sr+nTg1S2$O
z-LIUm0*qO~(u+%NYn^AHd>+Ms{A$<KtAL`u;b!r{RV?v-A3mRbe=LDR9~7fOpZ)Ia
zV5wsk3eA)uJ`o)m6pbbiGyN;k-c_eh;Hq>6cZE=x&kLHM*+GR$-w{?tEEi>)yqQY;
z`gG_%fY~6q0Htf%tN}`%Cu3OFTqWWfDByY0*2R$-K~-GId%<{7JQ?+((u$zunz6;p
zgZPEj1*Yt?=JTY+f7_Ethq`;7Bc+O^cNxZYW!twncjdmE(?nexpLUptd!hY(zAc+v
zhDggbxR=CBV}W7Q_%m@saT?36+O`G}Qx9V~|FlNdK8eWO_Q3(^jMo*^B$!RAq{9DY
zRca4po9#m<6`^>U$|5tuUymdDx@-T#)t>Zf)f<yaKb*2oe|y%5S;_YDkJ7QzGL7Rc
z!IOo~dvDEmsml4U5);+jL!o2d^El2-PgncPkO8V-4t(5_N>lZ=(XB{s-f|0#A-eRr
z$CWAx?>C&T_c4+LoR*>)(_Po6g89!zcovZH5Oj*N#UQFCUM!@FEs^y4Ffxn!9&zFX
zw4Wa8EbL6If7>i^U*B?3q}S9f6~kP1EojMb(Cd<4(*Dg(8*@kHUSRKstX|79!4KSZ
z)^}k8MNR!$?3LIShvFw~sYYK+`)bbJFO?#y`@|v>sOeO<h(E%MhG6Ha-^h3MgZCud
z@FHa8W<NwX4_NBliSVGqWS!|;7{mlJpGzsTosO(Oe{E{2-M!HF^QmSM(s)x#t6@t=
zWBlw>iRpp2H>ZElFja?B^Y}f82aq)XP5MThIQWf8L1p>@OsA6%*>yOTX_(QrscWey
zn=87aM$Z^H%i%Az8b(Ogylve9+c!gr89dXzr+it=t$d~`3C)}~bAFq)1}o%iFox?z
zIgO7@e?QN8pQ#IxtDY~RqDu|Lv+b*nC`p**eU`pWvwZx>nyRtx<bGb*s^0G6xVrdy
zDR=!omgxHz0z!nMZW6Zi*s8ABs2$eT3<gat-7j5#w;%-#`LWk&8?m`u=Sc;;zgT0u
zp8!jTB62QkH}m=$Sh#1xoOR&>L*dR8K*{~je|95kc&i6f_cAJ4Cw)%d-W$AOjJkSL
z?B*@IEH0}K`og%;p3bVn+6SBD;Q?1dd!RSn=dUR~d~csQ|5y{rEAX{ab0N#`l*C+7
z^d4JTu&P(&3&d--k5y;SkHF^Aws)Uv-r<{>g~o4wn@O>#x2g|o{DfKiz^vZM-qEv=
ze@sL`$1pV^`9QijaIof(!D}SRm4P#O>H$W<cf_Z6N+A!Dy}y1jS|`IX|K06IB<FXv
zc^^YxHp8(tsV{U1Oh?5&F#?I=v`cLyp`E7UI|GxlPA~Q2y)821gqZu|Pn75Xs%&*_
zAyGjacHjqmu~>^d2GbSgMpH7)nlz^Ff1Qmg(qgGzyd+Y0`6_(qntX#sn@nPgxVDA6
zy$_pkOa5?f!$~9gQd>*A`o!~a$~++EQ%z90`k5L-@2I)?2+6_whXVfazKg}-kS^m%
zU``Mt$OP<J#&z|Rcj%7$a=g%%9b2VlOuI?y*>X5V0})TWS*WFjd!he=wk)<Qf4;sv
z^UWPUY?$$rL`|*lJU8{c<H@3+l6TWRNCb#h@=qs%HeC%2MHD;d7440+m?~XfG%SaI
z9DSK|&g651tbyXo?v|_Vz(htX=hTolA8!e4NPS?>w{75kB{JbM>B(Ut8hd?RYVN{5
zltSo8_R#^appHWu>U8B9={soAf6)GwQJdSqx}^eDY9Bi7vtfSP$B6wxJ_3nst1l#&
z+--KPgd^(Fu*{W$Y=P(8%_Y0=*Ls7@ym3D+1acLXAWe#@Mjle#7X2kp2RqqsS!1GE
zcN*G94HT;yqXet0>|F5kWtYPjxa_gtUX$*!`s3?czB7=WWZZ2MUJxcTe^p}Ws*;E+
z4r|Y<kQLWew`o^1AE*9|9)e3T*eu45m=v&D$6&XEK0oE8`zTslYvkS;C$Q?=6xTUY
z-e$A7aimIZf38&^kv+>bl$r%D7D-=axOW80xze124s9XhsLw?{ZDK!Pxp+T8%tC1f
zcU0}sOCqe}2$nQ1Q22%|f4*XN%|Oxcor{M(z81la0V#^R4Ii%g4PEiLwMaH;Kz!6^
zO%)rZ;?hgXF&a>wFQqlIo(4#d;CW#=5||RnHEZ%BLhk{?5!om!S&zr&4{yw}FBKZn
zcq_Oq*SuDpMepWrIVN50o`dY%^lbd|PQGi7hB-;{511q=)k|Jgf7kAvo{mvG?Pa{d
z<@rNgLiCzez}s#9qr|W!@8X<V{+>ytQHsp@0z9Je!wGDn6M^mzH}Vj5PQ&*4Pg){9
z469%)k<#|z;(c1sq%Rz^lcEnc)ugE(YwSzFhbi}cgmtxryrQDL|J|=!?#)NKTy>qt
zK@b72vz<x{1@F@<f7CLoy+6M5Xb)FWBoR=84DOKboAC(6tS8<=yd6Sg=ej<~A()X>
zuXd|d3_`<Wyiy8pv{p7S1<ri+`cSADEnu-o-`28(!N5iC(jjEc23AWs?5(x3Tq`~f
z%}qw{462?^ELC~uBl^czx81C2Lx6*5L}Ggj49Fhu$&^ztf4e48AoRTa8Q)Su{+?CW
z7NPerFk{-Pjof#mfKBZixlDlY&Q4SqS@#oEupvA=v68^!{rY=l4Z|Kb+LpnwLi*Qq
z#+zlRpbMwLouiI^^D)0oi^*8LRbQf5wqV&i(?sdm<MN48CpRX4^6xQuOp44VoD?$V
z?OiVw_;h#Se*u4$1c-4%K3&jE^ahoKIB%cOt8rrOq@8ZJ&F-;U<UI*hFf{)_k$x$e
z`EixAGIsCVn!uj$y#kFfGV5bXiK?guIlG}b9||j~Bbim%_>#4@{T(dVr(QwIKE;uP
z*my3~>dtA^{HN5^lIi^&lg+NZLHOLOGagiD%yzcUe|gNra>1J-u7$&=Du!QvOq7(N
ziP6@Yw_o%;;NQHo4!&P6bdk|D{E|;Bq^8NSZ_18oqjgr9DL3kw`WAQKB=rcX=Gf7X
zzd)TpUIo%(HNVBR@mV6r10EMvpC_V+4^&h3UEdB(ifm8HLPfe=#8+E&P&!Izk7suB
zH*8*&f3P^ds_uDC9W!NkpLtp_$}*_V+WNKkL%z_6;!k941X~;tkI6!3WcM^ALs<=a
z=PtZjM@&VBZ(7_Xt%3NZgEMA}^NM`Wj}3Ke^QmBVG$Hu@O!2d#*N?AgM;4SEYJ2H1
z(R;PN2~Yp-W;&D|W>-TU5fdhjq9Ah)xMnA)e_L|sa__wNNg>lS!WG(y<Y%zS=MO{*
zb^G)(syaSh#pkxg3k`pNkw~nb_h|OmY5e(;%`Sy5-To4wl-2RnYXLTzD4I#gC9V(N
zt~}H9p3fkng`LMd;6soSt}7W?C&9v+hGxZVD@*4xiaOR4VkNvzsFGBCKa7?IF3YmH
ze_yCi4w|p=aj`x9F%7+RstYefXjN)5C2d-p)<C-Gj<Sn_Ihol%)~4`tBrFEG1j3|V
zEk}@_?nu~dvlrsesF)1Zla$#KwsFKWjbl87z3i8yw9~)NI`vEN1^0UOOw{t^`zo>a
zCN*00spTGacz1vp?<}&a?ytVl1}_%Ze+QeoeF-R`uxU|h7#j{g-OWm?!7>=$OC{Mt
zV>Vcuz^%h{d{u88eLlZbE-VP^B34>kl71$pWXX{XbxLf31u;xO-%q9#EDRiZ=Yb-n
z5#)iCn}svsl2WBE!J)6>cdrqh@Cd?%zuHndph#uDbagKXE=g{>3aMFs@eh8UfAE3Y
zD9pP7Rx9z=_?)S?k+_lWLOf$g{;Pgm&GlQiVBYK(gXNFCA1VCc(AS{R%fwUj_wjwE
zHK3ezmP}x<#g!6kG(P8t-Q4exiMUN!G8bKRPg3(u&N1)hn!eNNRMy50kzurQJ#UCI
z=Q#7^z&mo}Xw+SsA75B9_dr0hf1R6HjpdMx)G`W#JKN+lj~`INiyY9Jb*bb~`&W!F
zd%PW)Pbly0VuTsLNy<fkFfqo9&UG~roap7bI_Pq#_?eb5A}cC9>zz)GIa6o;P*)OZ
z7|Yd>PR+N=NBdbZMis0ZiI#yp(hJVFQyWwTj)_j-_8FnUp>PlQJz~3Te`Kor+BDb8
zIPTJxLyDNF3ySAt%+Pgd@T5}@Fr%s~#dec$L`B*vxzYrnQIt|q+vZ;>nkldD{&*N7
zCi@Nu-p5-asyDSRxnWbjyQUdbw1Qu}`KfA}_F&DQ_=E|BrYXMeI`jzLRxY{4f~N-)
zZ)>B;aye)Lj%(G_&323Jf6O<PkhKnMk>=ODyw@gA80oz+VJbKlxxvX@S*EpyEoZ1G
zB`LZFzvH=MY}l>r=l2e;NZ;)%@tBTcxN|$%sY&ym{H|x-x1Fm#r`wpPv00nGqc5)s
z-4<l!Po3hv`B_5}&YQC}#TlN5#{qIfnhupk&T(odm_`t@h8)Cdf9?xcbRKzOchcV8
zwhNz>Oh4_U3y69mV}NFopRm$UJA4{xwr0{{er3P$1MuuQeVpvO8J1q%s`7~PjmojZ
zWc_P~v&#)n1X#tXoiIB55A44%HEl=@%t1%gp<G6bjxHW4s)Pe2uXlxBkdHLurHuzg
zy?qQ0z^B3UI+i`Sf4baSt+8KL$UV{|$SNmpux>JNLyDwvfl5%{>iFVI`#?2%W$ey~
zs@&J%{WN$)l}E`6Y6S0x;4x=t7$>`9(*Y4h%pBggvEr@9t5Z8A(xjIC{lt-q)I%XI
zlusFWtepsE+zTn&HyJMx!D{r1AHuIFNIAB~53g9ob?zlmf8t$o^HXK!RLs$&#p6Xz
zs6|2k!uKQh0Enltni<*=?F+A7m(J>{;ZGhJnVc)C>t3G{Fss#Byis1?%ofC0F&Mzd
zZx2zO4ifnqUCp`W`MK<pQDV>UEtS0CgsDv*(_#}*I^-e2A=Zl(KY(`J1n{)24w5dR
zmh3QG`GdV)e<q}<-;_boIU>2rZ7h&?Gj*9~{t=50$M90&IAg}He<!-REx)it!1Q(V
zqG=+bMa*C73vVf5E?iPbN`L&i_Sk~3MSYv9;?O6PW>);lcXAM3og4v*@`6DV^zcA|
z^^&Dm1l|#^m6CVGx*T|wrZw_gbHSU#O#$1>rY$;xe^V_F*3$ectd%|$M0jQA4ax_V
zrp&8>uToA_o(}^lt#4r^#Nv}}E|=c|v#91SO*fM)S2c%%Iir*c*OUoyy_*ot2;Pq|
z>oz=Ci75_TeHIG@d?vc-at^&r*8#mW-96Q4f77k1_>{r)l009&f=FQ6l#g)^x!fu@
zrdAo(e<wlCvV*F^f0X=5*%6y&ek2ul<Fg3|61kZRkTnU>?;NDvY(JsYw60X3c9-Hh
z=1A<^WUo%T?05Wr%$VOe^EpIlK{Wmap2AvYjoDTTs--aH)eE94=K9iaEe}`E@9a)$
z>Vy?UW9MC0u5#10B(6|$_^4jkI)1+3_gQ0ke_i0ga<?w$Vs+-q(cNaVfYM{_Xotsh
zqkgG=t?u_a>-!B#mj^kyt%EH$1YE7q%UK?wzU~3S-lLKO$y}ZJ^sE%boXy%CNx&VJ
z$3Bkb+BdCy#p0OY3~M>`U(H5lU55_E48r58#8T|pyDiVh%`UgHb2bx0+E}*fKbqh@
zfA=G@f92*a$ivrppZ($Sbg)AmdtH#6gLsYscG7}7sOM$k-5+2VisG3mDc!6$-7}Xr
zF>`_M7|-SH@o$|y=Y?#hm!G_3C(j{>NLH+atE@Xevg}2eydb;PnalNp`VA6I>;HPM
ztl3<+8}p=jQ+WT4t!@5Yx`+PH^0*qRe|2StsWx{1(u=NGIgcdwY&!XRVbn9r;KzJ0
zC5RZ~jcKmWOIl3s^lwR?+_#Gj(VeHp@;^`FNNV(aC-=x=y6Cn(Nk*9}yAg9}><c}S
zp_?C39Yld74*YpD0ewvLqqD(p$Dh0BNQcOl93TfoUmF|Arb=o%%&Es;#5p(gf6wMV
z;H2N)wR*aU?>~Fe#}`)np*;6)5oG2Z>(CaNysD;?C6F;%K*vhY8@wgs;On*EE<Smc
z7@9jb4qy_JapdbB{1FQC43Ht@VbBPo)hp#_8hj#sN>nE0c9K_on(TV@yf3nBO<Jz@
zOQE~Pyr{!vIOXdr5Muw@y@OM^f36tD?X^q|9lW-_EfSqq4`rfIaXFffmo}d95aWJJ
z?O?gCo{t>T&y5|^(C|ZpMS_<cxPLebnD0h(&6S6|#KI2|==bd%c=xZri)&R$AnTVI
zf38p?MlAq&o@$zu|7g8JCu{@dVwLeFUstmEjh&s+mTlLqtLu+-Fw+>3e~ibd%IuGb
zoA|^Qc?*wBtGN}x!fW0$6*i=9ZPW%@Bcc`B3j7JPcMD0V%8=Afck!|}BI*?{b~B*)
zF6sSQO{RO+HMPaJ*Ey2xjAn@(Bt6%vjp*H-N9f!0S79lg@GFz#XKr@wFTe6%JJr(X
z31(T}L1jQ)sG+^!3wn~Pf827)H<l!Z`v>AJ+&TejWx)&Ilur5}>Jc=ue^F7$*8sO{
zP)3m5Ys>A0PYKDKO4IJs2T%pADLKV)gP(p=8Y~Rz4HBu{d)Tq_y;N=Z`&S+_O||U)
zyxX%|20io)o{YA!ISSR5$08tw{IZ+(**rS!valY(+mS!UzB|n{e<$S`B$z)Mo;G4b
zbRFIHZkyTWKK4IimfR)AI@1Pc;~5}>TCNhQ6{z2^O%Wx(L(snRO%T?iF8;{bkKm4P
z=>Z-#uEgizu=dCDR1|EN%7TX?FLUJjdskw<ZE42Q*|?{=v1(SM##Dp^`NMq#*pp+&
z(|01#8z;O%8MM7Vf38Lfq5Hgk5W`1UJu+uUz6+r$d*4-7Xtn`ZnNf;;WXoCqQ>@PY
zkc_xPQX?5X--;S&@^}5Er3}*tBR71m+&3VaSakwyZkO#!u*JG@<o2uQs**c5F#3;%
zoa}h|1mR1aBoX;JcDr-MPrk}8#q)$k<PV)%f9`9*pG&2Gf8=so?@RGJUj%oImObKC
zv9u0;3hm?re45al46OIL354Owz~{gC1ef18Y_+E;@0AIMNa#`QO&fg5q`UvM@j|7w
z*;&bY#)J)cF=i3ksbwB3tD;nHFs0u?Ef(G73#aiZe95BLz4ocPu3T#oQ&E?wJX~qg
zcIGrjc;Y=42xcY!KWtwxY?Co=69P3jlAaW^D811g0WgxD6cIHuGYT(EWo~D5Xfhx-
zH#Inyff@l612{K0m+^K3DU)B@3x5qVD2>1j4blxtH%bi507DGJFm!iFBOx6kNOvP$
z9zsH-Ls~@yBt`hf<9W|{&-?#tec#$^?Y-~oj^~c+emK~44fquxt~O9rS2&6vBmk5G
zC~4_~gaAOGumBJ!M99Hm2tzqT|AGlQjG;((m@8cBzYLU+P%sLODT7gHJAW-#I6%|G
z82}OnfW)Lg;!;2$KnMtw{Ewk4QVO69_JlzIS^@w~S2)z2kVDB8;e&+PJD||V{O1?I
zZOa1yNlJ=8_|qMr-~vU$Y{77V78vCKbwQtK3w8z=xZ1*?D4&0Y;Ffkkp%7Anf?i%;
z0$>++0av8GEYAag7YyY9(0_-zLy?|P2;f)20Bx`f^mk<fgd6}v2blYB+`!ci<poAU
z0cgM(W($S8qdh#}5GWFWJ{(}6@fe_kfWm(pKmKj-0Pt6D03ZR--{Jo9{uKxY|I-<4
zYwPNQ0K<J?aC?9q%oz&MQGG0c@<u%XfZ>o|hG1uRSF}Ia6AW_(+kc=9{>&T<P*u<a
zfYAm1Ri3*o5{5vz3%J9af0ZcsD-62JDsYIBtBVU1j&djbm7g*U3AIJH-AC~EWS!uy
zUU0v^1UncUV)v^EhzCN@2o7`efNCiJWrBtX|H15`D1ays2o#qT0YKdVP;XlY!C&DG
zeGt$;m7rfRx`F^dgnugnV23UO8UV9{qCbRw?qE+S0EP5`2KfEA;@=V>2n2w@Y*7Fk
zs67l$_)l~+47K|$qlb@#c>|sR(cA+8fWMx<|18k-g1Ew+ef}~3bH0L))E*lcJmULZ
z@!vW{MOSZtAHT2&fL}-y1dx=F0EmkM0RjJxq6>!ol?Cu0SAPw-ohv}{ce3a%{U>41
zzvj>V*KY6t{vAu(6-`<wfcqbgKLv^cZP72#|1;D7bou`y_^&AcH;(^rLaH9l&VQ=8
z|J46~)L<8wv(H}!XwG_|(EQhOMQ;K8e@#uGzjsy(3W0gJ{I6C61xD|I0^HvD?>55R
zRbk#xh%O9e>woZ@EWdH1UrXi;gF|&)-C@6O6#zd72>c%%db4bu&^L!Wnvs91py<W<
z_mL`aTUW@h4HFU-1Avi8un!>+O(Y>vQGg!^y^0X1_n#aF2nxVmQD_$cy1W2@ohy>?
z*F@1yg1<{b!@m(>fS?@=P2;}-AvECXf&3c)p=T%P@_&zB93TisC;K-bf>yi!myAwD
z&>iZDzDE8=M9>JD-hay=fFQ~N3H>i0AR6&<{U@dbK+qS8{0;o81GXMWB>E2clcVVN
z{73%t!hu4)p|*qzbFQ`z!yW6xJ1=S#n7sJ6CuC+gwoNj5`27};T^?7Y_-Q;fIiYLF
zGljI#K7aD%O%?7_`9;>BexKVK@uS*P^*Vm|Ut1;XPi=P)&cCA_ntb_Lp<$4PfSKP=
ze#if(o4;|06LuSBw<bq{n}-CcZV}am*MORL!(jQ+SmfNc-cF6!Bcki_Y5sVlxThhd
zvmAvsx$o)k;i33h?(kB6^Cp`;J)5D-pS)$&On>Gh4EPc+T;gZGE|hTj-gl+aP{_T9
zft|seo(21qa%_szPjN3@lkS6GS;-o5EaN?G*Z79ZbCB~Mx9_&L{snUX*picDQi_{_
zUJ#pF<5}EVyLyUCDO(DjNba{~%{6b0WAQc{_Xj#Duv;Bx@di<SBFXLEtNaGvJ$!DO
zdVf>iD18T-v<6mqzi1Q-W_|-FX>{?n{qS`>-Rjd}+m*K~)J?6Dq}D1dZC$}1?Q`nA
zLiSe-*+!SWM>J-SG<~O|J@+?xovFWlx6O7P>fRZ5hqy3UVy1C4HHFIT)wZYQD--cC
zJ)>>NW$`$ZY-7S@jK80jlU2|r+@wo1Y=31@zx|nrC%a~^W6+E6B6{%CCUv<{`K>}t
zRe?kf#Y+Np{KSOI7Obd^aSvLxcN<d5tCUe2n$Zb2+>u2mCRKeW<8Mw5EsFVp(gNl7
z28v|F+Ro3Z%=2`T9v{vWCWtawN;dXW-$<1{YUjoE|EfwD8h-279|Ks73ND{hd4I6R
zkoUu_6N^r^%Moaq;r%(iUT^S*%d~(0AZR}#rW3|MJo=Eq$9z=x6xE8eS%gI^ds{cZ
zjM%*k3NbLQ#SBOsmU`8*S`I#e038NC_yq+?yWqVS@;VsHPrr(!iLe(P3d9agA34Mz
zybNPzl2i+I2#yP!JUE%<krp<XqJJlefOJ=2Y4&5x(LKKF#{2BFn}aE0Q`(CQRNx+R
zVyUg{S==0#N1h{~HqdAQ@ANi5{Q5G5)^{fRhd{2uvsA6`tUQrR(xWYLUp;^7&Nu|$
zmj-Fv*Rk4mUwPRvFrs>H?@`;oc|dEk?zqH<!i&7PO-(8M_JbtfMYn>-n}6$SGm%qB
z%+DHOH|IbWLw7!TO^zQA!})1{#G+L(`LshDzw(6i=x&{yaaP$ho%eLMDfFu?69V??
z?IYse7i9Yx;>&$<dYPQG*&<j2<^!`l88<Ka7-L-Y2Dqps#Wv<O#PN#265CwLIapKo
zSWSV&M{irRF8Mx9LRKsk_kYu=r%B|7Q|wE@KFx;;uj;2Pw_3`r@e)rZX|qHH_F-v!
zVR3IXalLDZrFx5ZmM0I*0`zw$?T5D|18d&xqxPMRu4sJO$}PB}ka9odc<or%F8q_;
zpG|QWseD)K9qN|H?I5OrJ7ov@?m-V0V+V_M&Sd*nH#PI(8Wi$*@_!~WE25qZ5a4xG
zQfILk#q`Vk#PvChrx!h?K|KG~s-JIk-g->MISlM<FQZBd<x1yY&wgDmL6tUz(zsRd
z<{c|$-(Xv|XVu51R}VJ8V6J$m-)oF<V6-0mMUKt+RlL?h<&=;;mCoLh0Cj}nfOsnX
zRkPP*Y7mcH8+M7(oqx50bYmN8am$ZR*?F%|H6K>mk`QY5Jm)<jS%_C-?s@fceZfCF
zWw!rrw9(63+wtnPqCL{lGUwT#ja0E|hb%GNCj>$ZYfbO+lkT#buX`GO&-&=xsq4?d
zV?5kS>hi7qLq#qNC8Z2!Czx=zlJ>i1Lce=vxD`wBSbfS1Tz{X0pan*MKmE|6c(H-T
zytf&O8HwVK8t07oA#_o}Bbh=Oj6WN|)G^nk9K^So^5P;y^0yc?pG3G*m^%ezFuwxE
zS*`P?9k>vc)0=$WX`bVz0g?4`&&DX!=7cGfS)?*TEt?aY3TN_@csbidju7+6kKXau
z8=_F`y9J4s4u53XPVz?vR$~d<tV+(7mUv?Ui_QFQlJf0SYtY+O0{Oa*n^*V+E&j1y
zTCvDfTWZNQT^jDKJZUG14*Z&jY31U>>Vm1oEg~8Ei|X_pqHn5Zg7N0IjhbjaJWyr!
zALm^Tiwno5s*DA*ZX;qy>BF=Qh~GV7<E+A^N@Cs~WPcCxe}C@6fhB9$HR)8lac3Xt
z5m9R<uLX~7@t82N=8$6~)01HN?xiMd&k}s|u#*T<g4eq2{MMCVoUu*lCvmFL#>uHi
zkJ!gdrMYJujDu!|r(F8q<Axa>r!n$f=Rho4<?w*VH;H^0-%_P?Zkhzgtk31cc4zWu
z61HhDXn#gUS`!*8Gzm$=6^WmXjj&gkf#27v(-0^m2iXH@HT0e{oJg-e#LM{M=`VdC
zhCi#euqBU*cQcKQlie6iL}<`eany3(HT~|H_I5`+0Msan>0F^u^JuX;7?V}3gyK$m
zx<zU)IbYV*dYyCfcPlZP6RvcI&+mknt(|xciGQ29t6y8>^^=K->d*5(>E%|b`l6u8
zChRVS3*}WP`m|g;MvQBIQ$C{N-l#nl=hA5VuKY+qVChnpII1st<~T=IuRDsfjVXQD
zyL$WcSeq|Ale9ZJ(n+bT*3Qj@e<AH>n3!9PD?V=~f=}Sg-qG2-0D0E|#gsT9CoCmY
zf`3{#TJYgyQhmYZC4J_`dPsUu+o39;HACu0|9azLmI4rdWs_1Z=Q%)Srai%@nK86k
zLp3PIS-}1!`$v*Akq_mk`v|i0$y#hUW7v1cS^>kYG$M@CDEd9l3W_L+?b&?ay1`sE
z*J#O}vDtf;bXAwZ`s6REyrcZh*(?Xi-hX(hfIryPO@AG2fw|n~#EXb93EEU^-+tj@
zd~t^TXsJ(lyNlxJc)u>BLdRiJQ(^c;Rzs((WhtekXZ}o*4=)owmxc?fb*5ShqJ94`
zBeeMW;~AzMu)cReKU>5#gsn@T2=jS%P;^!k?@<9>NcWcHP63@k^`J6@%4xozF@ME|
zz4prZXgIRm5|u6z;2;W3URBqQMh>V~X_P$BX~7rcS}$SPn51wnYG94bCJeug)Ykb#
zzj)spj6v{L$1v}X@iu=4cMF?lQ;Yc<AJa90t}-@@8s87g@*f16gI{0L5Q`qfU`+BS
zrYb*f6tzMwsBiCAx!H%7)(GB3?thkslJD7%*XVMjKJx}tLOyk;_jnh~D*UwlJec{m
zeX_9V+6=P79nLG2ci|cjv5qb(Qqa26wF!@l<cGgZj@qw5;iOpHZz_oya<=Cjoq?8R
zRFUna+lWG_rg(K!2t<=e>WmB>t{7IFJ-a14n5=j(FJ~FX*bz$ESwo*$$bb39xLdUn
z2;O%t>i#f(mZF0wd^?P?RkCh>U+@u_oiI=zTrDA5X{NwE$hDsm4bsda;vr_Np?W?e
z^A;|rf=Ec%0J~8X#XhaM{KUochn2_z%bS2lW`#9;O^`WROWRfBXJSK?Ko#>L)Ps?q
z)Km;Sm9R5xXb?b$wV`SzUw;%%@rns1p(uL8yE7D?;k^#;l4tEz`GKXZdn?;s0A;7v
zI9>W;*$Q9i0TY>(%hFsF7CGHtulADbMf7hp-j1jC|J*<|<<hb&^{`oi0G%@f5M;ey
z$u)#HW%EJmwEVFJ-+Xg&SFF+!nQz-EoWc)hAE^JusJi>nQ5^FF&VTnIi~CHhwNDv`
zs*;ws-W7o!E7n#_Qr_3xs>f{l)^l>xf7Hr?prZrQj031KCQKtVDJha4iJL!Gz6UN&
z`);?R0V-pbn{`C>bB#(!33A72<f#?rFXH22yloPT9mZjZ$|R8v<14IxjXVQf<ap=J
zJBIur6Wth8(;?Zt?SI>^@rDiO)lf5%0;;CnZK{n>h)Ea0Gjg}Ed1#-Ec{iT_vD9wd
zxgbsDV)Yn;3Ot{FhfHeo9mxA~`1$e3mUS|oaZlP2r-}+zeu!MNEjc~u+yynU(o)9o
z3vuy!e(T`{cAT0jEzdRlPb{Bk{Tm`U-3Q_(h^xg+*#_+I!+#-@QBP96D7L~w;N0Pm
zg@g>(Sy$HcQmcqB&s~K`H>FoP$_cQd>zId0ddaZvMtN%`X>?l>c73mU!VXb3{A4~y
zen~vt?>Nx19-0dC*AduNk@T`Lz-o6NRK)j9+L+54X=H2460-k>^>Xf-TC9wGeQDeV
z-xit4+IGB@Y=6QCA`Mcww+1&Y8ao0tVRnc_z>`BBvGnRF@zZK6yxx$Jq_Y>5IWV#G
z9v|bz^$uwqxLwRs3A$U`yNHsYBM;Ed|30UYp!_!cc}iwXcSTkSYd2d+68$LFDsJ#S
zivY}KRqF1+p5z4;Ln@&W7k!vC!K*%`FqjrN{CSY=u7BOfl;J(xj#z^nP7@kGW2QNb
zYP=<@Tat3p^?}kR!HgFswuB)h+o05W(R`m|i3TP?;`TW_<Mz#(((enUZT-g~p}FL|
zmZ|}atoP-Jb(wY&T7&uVt`7s#8D07V9lt%#Nx7ry$!t6XV2ye7ZC-#J|0$PQ(b-VK
zck|HLe1EEVmYC={{~bz6PW+s%LDE$_q&V3|bFf}#AiRYi@K`iPk8=A!@JTFI7c>2n
z)X-oZeGh0U-L>qt+Q1}Hi7&=gjic@#H4hw3c0-=i>MvG%h&Q^CeCfDwba5t(jLj0x
zXIuWpAc;%~|I8Q<BiJXm_85?0s~2TwY_P>CyMHt?dU37u_F-VaQW;q*#RWt*Ja&Zf
z&Rf#4^h<?(Q*<T3lXo!DjV9*A&cyb_6Z^)tZQR(&#I|i~V%v5yvCYl?_xsM-w|%Rs
zuI_&AQ~d)f@b!V?sU>AnY^f@XT)^=5nF{yf*#2o0p(YteU(e%r^R!v`ak+6ur?nPA
z#Ep~shDFXEXXn}Fux(0FQ%S;%3IO)6P7|sIL6-B2yQIv(vpZ~r*(Y&>tjwD*z$Q%W
zMHHlkB|lZATEq7oN%R0i+qbIkLXa@Ao&Q%}sO+RY<l0ffE=^CrREce<pu{ojS8+o{
zEfgJnkZGaROP%ESxur%DxGH9B%uqN%<+@HPX+VbWqeWVWQAoWl!mi)Pyr<-*aMcDm
z<9W-r_|57~s(p4T%hb6AbQ6%iFA!*{`vB@Wj0xIRYKg@k7ggS@RoWvV-<?7t`!M5z
zMXrj#rABoIcriH7C6=EBwWwZCUzY&E|CNR7^{)Q<G_S`&GSBR8NPghnkSlC6Dz+vp
z3-4AzzJGmPM=gk7-9-eGt78*HY-<;JKz>y8({PFOxuq6R4pN6z-0MT=nBNHnI{<NS
zgMTdiyW}s{)N4=H?=j{A^g7U(!a=<3KZh5jShlPY<Fquzi+ykp8GBia{XB~rrcMni
zNhz?PaGRYP)K)mHZP<l5#q+P<`WcHXdVo#7H3=e(Ul^PD$T30cLoV0inUZLl3KbcC
z5}j0wjp_iKEc^2%^fPm$Kg*`HdkV_7=3HzsugGmwHymmQ;?pmR2MCz7Yj&DZXU66;
za9@mEs!X(3in3>8d%MRW0odq0L=ht5)@T3=$_)`zdc*JId7l7y!o%i5pT7$IexW=N
z^}ZuMj5YD{yNI7!y&-Za+I#aiSnJ@rb;s3)E@p_1R|sJZ%nrTI<tIXw$RL#ZnV`ik
zdmj$16|R}hex?vsFLmlb(6j_7QOx^y?EIw0(GN|>MR`+dHT$XaWG<(WxP@qM{JvZs
zcn`SQ3@XqB-e+#p>-`=jg9h~OhP(B-+`&Ic?Tj<tu>>;UCX!N+cwEeHT$1qvG&<_u
z!QdLHK6t&|&?G?aVS{|<5C{Wt_nrZTkBqM2`?EHIcf_V9OzQw8Jqm2=t8PaGi!ZWW
zhs(Z}H(qqTX40jZ*WENwnR4&Nf8~nK&t`hLAcG=$LfHy4&3M(G1RH(ZXNM&#-MPCH
zod_<R>j>h(s+GY=40$`#b9?a2t9Y%_nUEexdL8ET5+{4ChL-P32?}(q91^7s4uCVQ
z*Q>x2IHisja=mP?HM9>@G#0$xQyfK=8DQT&#u+eg^4T`79jjdKs|lomklXmft8Brx
zl)lz>hi`Q6f{7o-T@sVi-*hhHVcISWMfvt8D4{Oj@fihArUHE8W(F8fcc0$eQY|N4
z!sR;VW_PJ8>jhgi0SZrl?NR+b#Ggji09o&Gt--Xkg!XSbZAHi&wA`Cy%fM+wQ^nVT
zlFV^-Zu|w@#6+v9WVz|M>YKZc#p7KfUM!3cL`!xt>|H{ZM96l^+QwiQ_v=G$g^q=b
zu*KA%FnR)fdr$z%%pte<>)s#V{LJd0oe;j6l(z~^5h3EQ0bzY-!h5d08e&V938EQf
z%mlmHBf;6ggx5hw@vn3qeA{3*BuZ@wD#t_XeT`gZc|SkH%l;<!R@``3t?^X3m$GOX
zsw;rLHq&-PIDXlT%!|a&0qK??Q0mBk=yI;rGLVi~YwERAA@ndn+gRA>N}s{NNe_Gd
zqi$L6L^`v?3UtyVshv<PHt(_|_8T5vL$vNkAN>2(jsarPU!xPcnWCEHTnLUFY0ok_
zrBK!F_*~|CLCm;~koP=>$PxRSRe4kqP)WK*c!jynla2n70OJ9;*G{`l9)@KNtx|eI
zxHp7pua-VSy31(Sco$CSU&zcTPz{#A)rY@IuA3~ID`>M+Vfyg+_)w>_cyRQ2k_rfq
z;*v{nKyx5LU*xcHRvb?#i*<1<ic~kDzKAmNy#2J)*0}B$jo-EqTS=N<XA~%7K{09m
zN4RLeMrU8ln$5f2%Q?6{?k%mJW3gusJ)r)y3c`ep$6d?p?dOn+f5Ewu_O7SJ`Xew5
zMj%P|1H@|`zW(ITvpOf0$u1MUgXh<WpPb#}%HT|!Qkv*d%T}@el<#pCkuWD3T;vwB
zYVgt8=6WX1Qa9<{_i}w4t|0wL_TdvKh_54Bttjm6myWJa)l^WxF^@SV1R9)DEk)uf
z)1DMB-q4fP3$fj}>bh^d?{xnK+Y_VY5FH;Q1Zp~Cr*up)ejg<W=(<dZ{2@B-!#x$$
zncpi(lkA!hl}9hqW>Vkpz`fIhfTs@1{r75}>`o%nw9l<`e8Mdl;879F{}ZQ@X#`9u
ziBjsN7f%%+<h80FGxf;tVNeo|Qj$@`%Y{xvn~}n_w1}i)Vz6?yX6&3(97g+KTKM*0
z22uq&y`=h5J?2Nzrs1gbzYR0;$0B7v-Wao%x3t1tqHlq`4F*?NpWhO4;)1qb(n#p(
z4&85N+?X{bsQ-SRDtQ~y6<~u0X7)0Dbo7?vj;3tsV1T+Oi1p~~T%`R^B*+_z1aRTP
zC)ao^r2_++et;R-ZIzOj_*{5gc|R47fiUmOWa$<sgvdHovy-D?svoYPO3{Lwt*tI1
zH1~E_bVela`8mQga%Ym`(R;;3(T0Wy{WncP3;;A(rs3W_yxjPIWT)XWKHQAPGx3&&
zb--a@L8pelS`PRl2&!nA+=ZL6s+-3IRwZFC3=ieWQ}TCd{wf+~`1uNh$37=BXh0Kt
z#B-i-$U!D8rN*56?Si763TL93*J?(1gVFkszciXnm$taT4u90*j-zi8P5;M=LR=A3
zi0mY&&~an6OA)DSY%)1hF-f%2cd2A`gG*e^MdOnq`ds+OBRBYUvT3?c00%0vWWidi
z^xNpbs@#ZLUc65e5`j^B;Dw_jXu9beTB7$cpp8}y#g^>7?0)mzRe90iwU*x(6DhWl
z+GxOVcyu^_p2z$r1oJW;ON%%m>djNNl5BtbU;JbEcmd_<u*B^@QPZ7GK-{}<7o5?5
z_axZJ>$!d1aDH@DQD(Yb=XEN!0k_7YHeBrAcL=_I5oJ~GjuSWJaJbGqK!XvaYWC#>
z3&yzrmP!UEb{YrRaHu0(Pqy#`HQ7apGBb&JZVjXTx0j`cj`vi`CC$g~95A;P!jO)6
z9^~U=7kgh4iH<OY1?h*&Z67wgXHftAG@Q%ST6@#ky?6p^wWqyE{-$p!z)odLXSf@i
zja_8;B~E0t!8wj^u_h~!4eB5zVbwhzqOvqLxO6{MzY(M0f5t5<GZR(!uJ-i;#u$@!
zrq-o-R}(rMKpV~E@7Wd;!>{9mNwtkgqK(e~Y?UUU+fU`Hp0``wYt77zwap_*cVai6
z5|cTc+*`ZAFMw@kP+g<|SWgO3-B6PtF>bbF8?Eu_s5-#0$kfQMgXp~XKaP=YXOYId
z@!oT02oyh&-)Y&-s3qb>CPcX2R7kzO2gYLT47*f=$XvPkRin(H4dfm9DL+x!_-kzr
zrm4IE8Z1AiZ6<6ood&)=iFb{_cNciUUc>@340u0LF}Y&>_ds?bcBor9O5yH6JjzxR
z4wVVZ!^&?18r#9UpoXw}r6Kl8q_Lpf9_{y(ePYwTWz#n%w2P8}5?HJtQvo3I0VS@0
zpe)vxl(M&6T9m!l1f%#Zdp5^71yHND14ulo2_lE(Vik^}GzvT1_0+VA;-q!wWh^|T
ziOyai9Foybp&QWR`R6flm-sOxm)0{KsU-8~o_sI`NAhA2L?Aq1;~3MJs)acyYLc#W
zcyrr>$b%xXl}g=`)tAZeD{8%Z?l%5Sn{U|0XS<nn!C!~EJ}`&Xnp9cF-JI3NgVt?a
z?)*gCrSor^w4j}{{)x+0A(`yIT}_6HlX4wi>MT>5GW*lQG#cJ5XQ^4>72iU^1)X3M
zDmKg>(x+Y>XpGcpH(y<+3G^~>XBpo-J>1E|ym52Miq>du()(+wjI%0xnkm4NcH|E+
z7)1Yz&vv*?7g*QOm6-UD2_!O6wy<Y-tlFXTLAWZ6C~$mI6=#9%Pul_Vn?kEW6CB4$
z8!f2_?#!ak(-3$r8i-6^C!uMh7TqyD|1w)A^3qTSR4-vxS<&lPjCt8By}s)h+<h>Q
zV>C$y{I*otyrl5(oLk=z_@sqhSlc5;@aV^sDeGXtUrp{|MIog9bOtr?WVU--;?kI}
zCqATL;}KKQevpdLbyJ?sMF43;nq4s>%S8$=5Yh)>mxq)WFpe4;EA}wnYFiCNGx@n1
zWiOrx8Y@X?gZ$HrIqv2Y-O1GX-D`II^Sh}GWAY{Kt3GOuZb2c}8vlApW5J!GLI9tO
z&zZdRKjJJ!t4!&7738Bk<sOS<VNb$Stsx<)9&_`pn8DIqy_mD>;B%}C16PEb*rp%L
zMPe271W9JK=qY48*DPSUk1|5x_avAUPxQFmps5O}ni$Laq2Bonr{%a>M%tO?x(xo<
z<dDleHS+j${SDS@X3=@jzKOdoXam;Q3q`6t3}g8ORDT00Zz~)u*kR`8|8~b0v{(L~
zpJ|v;x6aIv{9{#nL}psaar%tiab!cIl#+NS!Sz?zQ>A&BxumofpA3~!CrMl4_Z#~N
z(Ae1guS>={^$nEG*>pBl5#L0uV-N7!v+`igp~b*eAr0??!S4d@=<jC%cvUT`u|fC{
zq?9xPNUsb!XO|%FJ;GCR+70ZmPirc`Bq6E0E9(9~l@d6=pA%41d}iF^hCpYmzgAi;
z>oIyMvc+e}EWL)g4d(1^wv9d({8K&UAfFHn$j3W6CBBt@^^IYR`{^;gI6FDwj`I)<
zq)MDujJ6_(gY1f5=(nlsx0}|Be7(h6^=t{SFHsL=SUP*gI_&a+@zZ^(*QX7rg<;|x
zG@N20z#4U#VF6%jP~6_6oF^;dH8sCrN6yxsgoPbecm7AsR<}S83`%r6n--}mh=^uy
zh|DbW?_jhr=Q{8CzKK1=BgiNT<rQ}jjgvPOMWm^TYT4Vj=XT}j8dbQtapnh4dsaq-
zYSfmcrLh{8NCe|96}1i5*|%XUEz)QemJt#_T6dRZuJ_Ca@;9>;4it&(>_MHXyRI#7
zA?loAY{rn&5>@r^_Gh)yJvPr}&<9UB`usK_{vVO!_Eaj&{U;i#f=jJUE~M@13d?E<
zpxIAYZ`}ax1v5cS+z^BJT0SWwYaYgGZn)W%5g?ywuk-d?VT~s(_BU?XXn_NkitwHm
zSDo&{w0wAUOGooomPv1lUKclepe#wdhT(n2pC+MKZoa)tKdI%`V%Pdz&>(>ejp^li
ztbUF%6yn-oz#K#d?1V7K?B3*uCvFBn*o{GX;7QGz3%Vr(FI%T_t3I0zuKY~(@3Ag;
zEfPYwHdKMFMLz~<KRH|qRn`8|0wEk_YttM#I`MA=@>9J8{&82VwxGB(;9bX`F--Rl
z?81H&8N;K+s5Hq>#>1>F(4Tw!*eWb6iHYN31j=VFhgRiwO5I$F^0@P9&vzS@zn^He
zxcKEkzO0oSVN=iHJ!qzmGl|a2)HY2-fz}O_?{5ouD}#ELr9B;1>fiWdXyB8rY-3z&
zL#9e}E)V|=np7M%-a8nmmP&2&NtszT5d}M`*7hY;&FM%k4E5Z*f;6lub}Iye%+!Aq
zJZH%>70$ROg#XL-PA^rBM=iIc+1}E=!31-y-cT2Kn#YTW=6j^ON<jAD7EvrR^9>W_
zxMmfzxngUoCP5+)%A8#4s;(|Ui%DFiFSGptPvFpS;x};A&p63ALwynh+gFsRwBX4P
z1@jAvR(VSr$#E#A5x^Gm<M53zCtz{;KM)pn=KqGUoP5~f#eZaCHrwHXuj0j{c49Q^
zvV$uN#XqfLB!5N7%}Z|JzC!T}ALz+)KnTQUw{~z{t7MHYX8wQY$jz^m5CZhclI-AE
z$rqGg>pDOPYR2SxH*l=xtY8T0@MK{7SGf5dGTR88DcQ#v5=6ty#Ky+S%t_10M9IiV
zNey6-u{9FWcQPiT65(cMWa46EVf=qB$&@aTiQp{pOmTQPY@7fFF>?n;Cn7c$rvDGN
zA!23b`VYe9>vgATyWWKA^H@D?=pC-MoB1sqVzTl&EVIDg#`-&YdZU$X`$Jp%>AKH*
zDtzG&iS{ZE3432RA;giLagIJ5#iYaqQ57mnc;tBuu^qIgT;Ua8>3tC|UugcoZ&t+s
z3|bgO#CTqp)LvZGb1GAKtVpP6+Kx)SGI-G%6qsTX&{G27Km`R=_OU2*w8wuFV+Ks~
zSzZLoPMXFb5*kxkRB`6KL@ykjgbGv7M8&U*#+N>^6rv1@4*4bl%DSxJ7bH9{Gr1z^
z3xspXf(*C@&3A10gq*x)o}4O0Y6uwRMM?7-7+l;0c1E$aQ7mZI1te)UMzxSK8Zhp{
zd~)JxkR)71h`E@$im#KglQfT69g~^Vw~a{WX_OvdH!UW&9^}~)=M?F{4nJ|=G%Q$c
zZx714uOV7hAY%$T7zVnf3fKfmnw7lxw>8v#l+0tco9Xo0Ud%QY5{f57C5S>)ch%C&
z=Bl#I^Ns~UtS7XN)!U#bxDqR#gU9al?SFcRpr$elWG&cXXzNFVov0OIyZbDts@1+D
zdB#cgMwk!AqN`0|+7&Qw;#IyNK?rN)y__HT!|;p5#j}j4{(wVIu+boZ5v3Z8vE}@r
zc*>q1@(y;b>MS~HmB@S<pwaiJMi1Pq5aTzvKsV>9yeXbS9#k0PWO}DOcFimh323JR
z^5^0%<%?8A#^s(~2iGYQ@<v?#rXXZ(inj84&pJkin<;Gh<(%a_f*+6+66z6T6l?qC
znmuF4UkX8zAx7CyQ)i^<>v9(w^LWIkvSRXk9;uke3930?NZdWNA1tri>-44$(2Iq0
z*F7Jwr2+$E!;<Zs)JcU&g36{4>Y$<r!mfT{MjeLy!|sUYHhmN6LiVUB)m4by!0qc&
z&OaEk=FVFA^M3s1x8|~5XhuymIfA{(=x>(1I1{~8=s0R$?Vhza#&L)<OuI#?*?p^1
zRk81+f`h1Q!|0E-6bZ-T%htr3Ok+Dp$!$hBk!Afr#a{QIrmJ8z9#5P)u$Q?55ET-}
z1y|TLMH=b>)PwIYZN)+T-z%!j-5d%~jebp>)>Y7NRcMTc7L_)w$?ALf=7=}X;unso
z;v&k`WP(-pF~o>(gb){cG6}2QduMOX4I|Gam!9KW(y0MBTa*D)D&3uWkO#=)2b+4{
zL-^782u4bg%<+4OXTQAACYYmmL0PHBr{NVg#(Pw}63U6Tgj(S>oMkPFZRI}n@<h-`
zWF<mt{x=<zujbI#H5sBF(W9jO^7AC`a@{ZhLSJxpi=4`&nCdVGo`U(C)*n9=2@JnY
z7#dZdOTA*2K^>@&C6>dS+t-WHv{%%J9nsj9e2=Fs9l!pK_MN;K;Tq#hMn=-8C;rtA
zLCOTq9YfTwyC(y9$}HnRufWlrv}WV0*|Z9v;pD!5Mor}%ta>{*1Cu+XLijurlqrm-
zdh`%W6j#hh@jC<_RqOXjS>nX99kKWa^5_37P59oC8`aXQK|*hCN=GfYO>aK$ltEm*
z2A;-|&rpgv|2<83<3{V`97IG<y+iLE!$)kFJdgOGVrLU|AdCw)7nyt&QV=;7Q-^h6
zvn&#Sw;uIUv$W%zR5Q3q0#|b)tm?ELx2Tj3ZPV(GK_FlkVTS~y5KRm&VS$qqp*Sc&
zC>>A$6th42z#DT(yJJXPqi<CZU}Tc<az)#~#_Cre;iDa4gRvofNqq<VqfQx45-%Bq
z%D*cmipkx?z^Wo}cHzi{@K{jt?r&%L;~vs*D~X>B4D8hCJI0r~dX1^+_gEiF&DTwk
zEkn-)qrw!MY!JrRnsn*f8}wfDibelpQsdpRf~Cw~1mz_w?70vSzGQ8)pCWVIFWyD+
zOJL_sCCr#+kWc8bfSeo5p_Wk{Byc{W(E@4JgeBs8(#;>Z4b#im{Zs2Yr2`h6CWU!Z
zCGqXH1b44If^rLfM$IIpNYS{)X3)kY&s*-}P5hJH?Vl$Bu}l=Ec9QavP?NG0oQby*
zvn!~O%c-il{IwgI<^$K|-qyrzIK*`Kb)IsA&Hhc}0JXWt2HLbCE6mp`;_TazqLR<g
zYldfJDaqjKSrT*}6hF`yb#!NKCeL1TLuztIkTM-L<nAm;Pk5kXUHg@w8aqGR!{K;T
z6~X})4#)jDN1YWN5j*)w^T)ylEUj=B5zJ9$`28o!Ka-WTi~T_SkwXQM9i;75m?Af{
z=^wBy6JBtbk028)T#s1N)iZ9cqCLd}P0IRsBPt`)xs*YD0yOAGV+P!Qx}uH;Mk+PW
z0ZK@HI`CPj4Bvb#-SDYh+SODE4otY(ZyK{Mh+LX_bksUU-g^dqCX_8H!t*>4VN!Ml
z=M>PZcIHt)URj$EXhR9r&L427mV);ACiB!Soi5gPTOet}epRwi#l3*TkXmfThZKZo
z8P>uNu{DvEv9j>o2_z0BWjEM>0%n+D{J9lgj_RHjA)82I(U5I(Mow-#AHD^GDP8G+
zfwZ60K#e84ZLb4JjPJd)W*$p}{{SAJ5%jaHlkx+*qrUaEU9$%Q)1Lgs_0n0H2dYm<
z3+5F7cMudljDQ-o*Xuq>7r1^@A>z2HdR;QPhP8+kWf@GKz}_#f@y4c}Zw?KXCgIn-
zgWoDTDO#H7JXZiVECY>&lj<bqRrsA$!@!$$w%?}x5QX2{2w_*pk?xRmc4=l38|r0Q
z+C|l8ORoAyvb2d;!l=9!CoTzcpioYpWq_hf3?LcG;?ezxv^)T;<|a0`IafFVw>`A<
z@bkE&Aw=aQssj(r3*xux?)(%A)q|5&yNn^n92Y03Vn@>E)TtXIhEEgWbLyE{g}L^P
zqU<44`p!3fS=c)rHFfHUmuna3;|0yK6Q?}e*JXf>sbsmNbv^H_I@g>*e5vlp@%BUt
z3TQL3yg*Ti@h-Sdv{|s_IhNK5h>0zQ8&~`|*ASqAzY;E;DvZ9@>%=+hVn}LGOcfp^
z%S%B@d!49!*K|uZ=)W7r!Rm%5#}l#Hj&$~8)@&U>=+{{gIT&N|CroWi1nn=jKEp-{
zvM099LM`HYx;auWI91$X4c5GJNet`*9%xB#KsBFdQlz+J?fJMk^Jd^*c^ehsBz^MZ
z>3|!5tH$IZ&)u7m6F6V>7O%JW=jNZs=xC&b;OOHcD+M(I`^SqjrR#@ig@GSYe=VyU
zhT2csGaW!oRSd~s$dMf!Z63;Ulao74X_=_WJzYEi9^|C_W1|j`JA0)cWaOT)H|QD=
zt;=(e&O3$+B{V61yXT?)CjX(Mlcaj@#muu}Oh+L5Wi|xtqRF~^d%LZy@Oao?$rnfN
zF8f!eVVh8in_qTEC#F&<VV*BBcI&R~S{b&ccKejvx3@QBG(mx--XMl?*VFyTXi^Uf
zRnL;;pFcQ0^U%>rNRA(C%jlWP1AWNrCPj=;HnnK^WF+dIJXaXDRW~ucZx8HzjD?ta
ztn0PfzG0VL8hBi3KFyq3M{@aicwJu5G9ErP%jm<YM)SZ4=qUiUoLdsP^wyTn*)*+L
zj|?2#JE<6|ipNG4?i`nx+oO!-qJ6xtwx5RfLR`0~EIC$+48TVM`KxC{L5i|3WtRB-
zo4u;CX(pAd=Qi$ty|f4thYm{cqXw78+Prk5O|h`@Zwe~LZXFb5Q{J(H?YL-7-$MPo
z5?SQA7_bf$MQ)wl`LeaL5(!7A4wC70G!Kg3i>EeupEIuk+%~;qtX~Kc!XNMHZs*C5
zqmaMOxQHI&V%-p1IfcJCyVJ6G!_0b-^JY4_vZr(8&4&pDFD>9Y+6_&kAaR&KSpqK%
zIrneBk1d3qc2vb&BL^@0e96jH&75mcf2%b6jVNoUTtLV_j=>!C-6Y?j{Cdy@JO2)G
zF7e#pC3f}WkNEA1@pGQn3ehv5#!KlV*saR{`rV85qg)5osdZvI3N*$fg*{aylAcrP
zZZXlB5qdfnKeLOk<p}ts;9`*DV#^jx$p&?ChZL-fy=H&ERI=M1V0*fXBe#dRwDxtj
z3DWlKW^3QG0Icj?-dvup)bYCu6wXWtqro`p7%0#?<X56ZP}3kO^!~_{8BAmKJU4uX
zdss6y@uB{E6)0#72hvnYDxP}SdV5I;urM4|^i#z20mou2saW=Ba=x`+^?`RWJcZpg
z`nGxL{)F$f=mvY_1%+>2L5!feP>_%H_l%I24BH9gi~^e`(2t)eaQyu4FI*qrGElrG
zQ7om#akIy1WB-^IM@1?$iGsC_YWbYzw(kq`0uEq6VmD1G06F+G)%LFSE%_5!+*Yzo
zfbXYJ{O#Bt|GC{0C9r(eG4)BT(Clo}C}$qPKGOd8xeeP^<(A;b=HJJc?@T_mIELEh
zU@LR3rBAfAWWRuAkj(r|M3$A!e;Vv3YuLa!%=e_wKTWE=&oF9gihTK6@TX*n4E;3X
z=jL!336>&uD?v9LM#Dno8NKj7((w7|q|F@Y@V6E{kgRsz#tw)*`79?j3{8l(4D<9{
z6%*v6auB4e4u1;c1aJHHeF`LU*-1zDC+9VV`9rVeE6s(YbAyk$eNr3T0RSVswnr34
zUE4#wtr@$QL=M{hw}!H@Dd!FteRkstkryNP(0}bGF+k7)nfr16Tg3lpAfAS_3gIiY
zt0sfkDO5Ghg0*<y5mTld=2TiG1?Tq9uP<D#zhfwGx%OE@qIkahNc<TNyz1i7m|te;
zC~|ed@t%v`QRB}T$C5(0>g~zBu}dIC*Wu8SlTG>u|I*=eUe#&-yy@Nc*8{hrs{iC^
zn!c)8w*%z*eol9x0<vFY>XbCNZ+So2z%v8cJ9>`2KUh98M7}R*gYG4NRt>D`zcz-b
zwtbugr1aqpSh!mTLa5J~NKI#pT2;<oEzYZ&e-CX62!*3f%=jRnL9C|WOY9}$O-!cY
z@{42H5-!~7X{w$jGP921f!6(Kpjo-}pWTjGQ3aWQAK|z9nymECUiB}19kR)7qb%W#
zoEQvK&?VV-l~h~MAkA^|iLt3*^2@_QzYLnYFjsa;%=8{2+PvP9_wKy=7Jo|cX-Jaw
z^?LtXSxIiOe-w?HL(e59JpU_JEb~P>UO~FdESgle+|Ci`{ZF1^Irc&dNg*3cmJUO)
z9cWU+s3RQTAQbb%8H0~CjSY>`F2{d*Z_+!I$A-;=<In92<i|*oNWAH)OVKK?(!sEY
zB1mI5+ZS;_ISLzNF?=W05?#J4)4Yu(KMr^Jm&HA?Q5`={Di5Dog3W$0UO!B(F|d`i
zaA2tls~0UXBeWU!>Jj<TbdP6fY{siq6NHVFOgI>C-0AAd`omkD%C@tq{mDM?i06$j
zaKk^ybn*4r>TQWIV#N!N2lA!i2oIF{R@+iG)DA^>$NXBrpBbIxe6b4~{5rd{Z%}vk
zMWyX+?;>X1KO5V(Xx^5NH=UqA`E&27#-nM+&DEZ@<O$&H>YMr69jXxx-q?l@@+DdA
z$}>1vXz}xD9XiJ>Ee{iSQwo7PqRH&Ehk8YCWE0~Jr~*cqPAABHQ><PHpUCl3?1#zk
zK!-;2$C}E~i`>O&kg5~7*xm92hzZ>r>Smf$nvDNS73I^BHA(&yv`ie$jY}QA)s7Zh
zZ~N&>{I7!$bLmo(9xl@IiAV_9R4?A*E(F;*>Al7)-Xf@FGn79cV+2m^pfcZKzceM@
z&FLAG{fW$Bogx$Q>pq~Crm9tP9gj|YZe;~YHCRQ)e75U1r4jE(kL4u0>HW-E0lhB$
ziAt24hl=h+JamxF>Ha5Jb5;`QKcgEi=H${)NFopu7mGH4LCM_1nCL46FsKq~G7+&5
zF?|&kZEc;tivMGr&LCl9V*8c-kLxmngb0x)uP_rUGo!E|E4vsYqcEo+D<hi-hY%wp
zqX?5QlL)gACqL2u*@Ddfb&<5Ojj59v5i1ub(SPLB$>(_Floil}cN!<%z6a{JAX51g
zg}Vt}K~RP6BJ3h2rsw(Rm6U|_K$HIM_DIF%!P7+j463cIZK`XkVV!}Ve4XKap4@yr
z>-<;2W@3^arv8GRv;&v2)~-X!X3`HACk#;;c^~gk0~yV<C@z@`;eo>=y9$?R7tTa6
zOS23GTEa05Xu!1~LUy(RPP19$cDF%JL%rsPgi(~Z-m1{q=;fgy-7F)})!;n{;-PQE
z)om{K?Fx5`n2qSPfOGiG&AK$785AIGM<&1*a+lyOlP^>v^`UUW<mXh+8~}fsC+BA@
zBCXnjWA1?Se)E2fx5Ir|=k__$27Iry5uUmOxouh>*3XJ!+nwsp?m;ac4@Jg0l?!6~
zv)Ew<>-Sqbk(K)#r*CTeTiUHy8|xUVZeu2_Q!KH%U{I{+Y~>*A*}+k)W8P@E5)$+z
ztldyXZ3MJ4o<E!<51Qy<9&R_SoeZ4;t3S;jkj5R;051tfS)N_PR@23T+0Yv}PNvhK
z_*{~?6hR*7b8J@q=|F|^hmXJPCHAj3D%6(`-omAe=Tmrv{+<gDZQPF+Taxz|4F3{v
z*Ev3D*gR(Is^<4c`sE7qC~Z9x()dgn63oVPq=Y7Z6$*n;M}I*6YV@~&S^$(`^kr$9
mkNMoaz^p+Gx@h$NZ#mE8hzLj&1ZECqCN2Ouxu~2N;J*Ml2%%sA

diff --git a/document/document.tex b/document/document.tex
index 8c6ec99..1428f48 100644
--- a/document/document.tex
+++ b/document/document.tex
@@ -32,6 +32,18 @@
         (0cm,0cm) rectangle (3pt,0.8em);},
    }
 }
+\pgfplotsset{%
+    axis line origin/.style args={#1,#2}{
+        x filter/.append code={ % Check for empty or filtered out numbers
+            \ifx\pgfmathresult\empty\else\pgfmathparse{\pgfmathresult-#1}\fi
+        },
+        y filter/.append code={
+            \ifx\pgfmathresult\empty\else\pgfmathparse{\pgfmathresult-#2}\fi
+        },
+        xticklabel=\pgfmathparse{\tick+#1}\pgfmathprintnumber{\pgfmathresult},
+        yticklabel=\pgfmathparse{\tick+#2}\pgfmathprintnumber{\pgfmathresult}
+    }
+}
 
 \author{Moravec Vojtěch}
 \title{Metody komprese bioinformatických dat pro přenos na HPC infrastrukturu}
@@ -127,6 +139,12 @@ Nejprve uvedeme 3 metody, které se používají pro bezztrátovou kompresi dat
 Následně popíšeme kompresi \bThreed, která se přímo zaměřuje na kompresi obrazů, získaných z mikroskopů. 
 Také zde prozkoumáme techniku přeuspořádání dat, která by mohla vést k lepším výsledkům komprese.
 
+Komprese budou hodnoceny pomocí kompresního poměru, který je vypočten následovně:
+\begin{equation*}
+    \text{kompresní poměr} = \frac{\text{velikost dat}}{\text{velikost komprimovaných dat}}
+\end{equation*}
+\noindent žádoucí jsou tedy hodnoty větší než $1.0$.
+
 \subsection{Standartní metody}
 
 Standartní metody, které zde uvedeme, jsou hojně využívány v nejrozšířeněšjších programech zabývající se bezztrátovou kompresí. Tyto metody jsou navrženy tak,
@@ -239,14 +257,57 @@ druhé části jsou chyby predikce zakódovány pomocí RLE a Huffmana.
 
 Bezztrátová komprese dosáhla kompresního poměru 2,7 kdežto ztrátová WNL komprese dosahuje kompresního poměru 5. Chyba lokalizace jediné molekuly v obrazu vstoupla pouze o 4\%. (Bylo testováno na datasetu získaném pomocí Single-Molecule Localization Microscopy, rozlišení 2-25 nm).
 
+\newpage
 \subsection{Mortonovo kódování}
-Mortonovo kódování, je způsob mapování multidimenzionálních dat na jednodimenzionální data. Jedná se o přeuspořádání dat podle \emph{Z křivky}, která jimi
-prochází. \emph{Z křivka} spadá do skupiny tzv. prostor vyplňujících křívek. Tyto křívky obecně prochází každým bodem prostoru v $n$-dimenzionální hyperkrychli.
+Mortonovo kódování, je způsob mapování multidimenzionálních dat na jednodimenzionální. Jedná se o přeuspořádání dat podle \emph{Z křivky}, která jimi
+prochází. \emph{Z křivka} spadá do skupiny tzv. prostor vyplňujících křívek, které obecně prochází každým bodem prostoru v $n$-dimenzionální hyperkrychli.
 Na Obrázků \ref{fig:zCurve} můžeme vidět jak probíhá mapování 2D prostoru na 1D prostor, pro každý bod roviny je vypočtena $Z$ souřadnice, 
-pomocí které následně seřadíme jednotlivé body. V našem případě pomocí $Z$ souřadnice přeuspořádáme data obrazů.
+pomocí které následně seřadíme jednotlivé body. $Z$ souřadnice je vypočtena prolnutím bitů $X$-ové a $Y$-ové souřadnice. 
+V našem případě pomocí $Z$ souřadnice přeuspořádáme data obrazů.
 
 \image{0.5}{ZCurve.pdf}{fig:zCurve}{Mortonovo kódování}
 
+\begin{tikzpicture}
+    \begin{axis}[
+        ybar,
+        %xlabel = {},
+        ylabel = {Procentualní změna kompresního poměru},
+        axis line origin={0,100},
+        width=0.8\linewidth,
+        symbolic x coords={{Artemia},{Artemia Flash}, {LLC Emerald}, {16 Bit Z Stack}},
+        legend pos = outer north east,
+        x tick label style={
+            rotate=90,
+            anchor=east,
+        },
+        xtick=data,
+        nodes near coords,
+        every node near coord/.append style={rotate=90},
+        ]
+        % gzip
+        \addplot coordinates {
+        ({Artemia},105.95400)
+        ({Artemia Flash},109.29308)
+        ({LLC Emerald},101.46799)
+        ({16 Bit Z Stack},101.15722)
+        };
+        % lzma
+        \addplot coordinates {
+            ({Artemia},103.4885)   
+            ({Artemia Flash},104.98964)
+            ({LLC Emerald},102.23146)
+            ({16 Bit Z Stack},101.92729)
+        };
+        % bzip2
+        \addplot coordinates {
+            ({Artemia},99.84425)
+            ({Artemia Flash},100.77455)
+            ({LLC Emerald},99.89707)
+            ({16 Bit Z Stack},98.90801)
+        };
+        \legend{gzip,lzma,bzip2}
+    \end{axis}
+\end{tikzpicture}
 
 \bibliography{citations}
 \bibliographystyle{ieeetr}
diff --git a/document/figures/ZCurve.pdf b/document/figures/ZCurve.pdf
index 498d390d4eef751b8e75e215d292eaf5ffd8058f..39777938ade06e687140eba262607e31e3e3782a 100644
GIT binary patch
delta 7412
zcmZXXRZtvSo3$HlB)AjYJwQVPjYE(?a0%MD1$U>h;7)J|!QI{6oj`Dh;O-XY%s=&4
z&3tEHtXl7?=VI-u_hRoQ`5O5+1z4JbJsID-kn?L+mrUVuHr0)VTq%EmaI^kT_9(Kz
z!cRE-7?~6a*#>gy4F|93sPl*yi?~u9eKNT`xJ;67_hO=)9<~*c*z?)hg++%@VTGUM
zbn|}3Vy7{&`JFEXerj)V<myDHjJ)mM)^nk-`L(8>elJ36N`;y)S8{6|NU+k>Old3u
z)7zv{sM>MtufF$Y^(yBKMShw}NBu_Jq!OxJR@Svo`Q5pg9h)lb$cE914V#udatR;6
zYWBh4&YRlQYH687sM87a(yZmSenYNZ(C_SGBl@ArWNEzP<E5#YVm`s;n*@V--+_K(
zy+F|%#otIo$;27+#NK5lqp(sT0Mj6G`DA}4TCJ<Rl0`*?#%PIlM)z_9&UNv_gQpLL
z%)}p+SKpq#ff&U-0`0K5Q7cZr_=WN=A7xQ829&X8%m|x=NaS*-PZ^u4QAc8ZH?Qj_
z@<gHczxr&VmO2F5fA~SzYHaK{kM-Vo?O&C|rWw5P#8h(b<H@qUvS3E;5B#U%p@^F`
z!IVOaVryL)=5^}EXoF9xX?keCe~)fh7vwCykJ6m6FG+q=8O?K}fWNh2BHgWitc&cD
zJtxiK+3GN=D0ozGO`Tu=YA{yzk^2_YX;Ag7H0msY1;d;TFFA8%Urvt&jz$?w6{;`q
z%ZIi{Kr{DoC9r=@8Xndr?CDYmcm49-;j=>zA9w*RYNoS!a=|L&sy7v2&8d?@G`7{h
zzGs5eP6p;d3XdrAbO(n#su$CyMjwFv4cZg*p(C>yAIY8HnPQq^8Oru98MYBS|3M4{
z&%7r!e4nYO7O1GJWW^N2#C(YD{E=8?+tP_R-SuxWo|ejXZ3t{PvxP)UO9eNounE<Z
ziGkWm$z@gfv+;EJL4F38wwkJDmV^ZpL)sO}OgJBK1&y4C-WdYSfcKUPzsHEFc%;Io
z-1qdNr>o~70DoTrKQ!mkN=PCgKt>01<1P^(s-=c<+(gI2IgU&Czg#)Cb4HuPhJZUX
zzk8a)Tsb+mQDJ?}FId+|(N#86DSuA&zz<q`PJKgiLJ*>sm`N#$*h#6%Ajiv+8uDS2
z_dey$EoUZzL^YU$QsqI8ILDjbAV-P4e?<BpX~AveOJp_rAJcYbYD+nLI9&80k2bq2
zDn=-W3xXgA$qGnyfxL%WAdow%?zrsMrOv=`itrR=DuZX@S&dwNXO+Vi-c28F@FH;i
zA912TX)~u{h>Gzc1VOHRdJl#{@AGJ<7^7nN88Typ7*0Nmb;8$z;2w3xClPn$7SsHF
z*v&2Ajp<)Li;>|WmLE?}=KzusHfPk}`t=sFa!dleSgXA_swIH1Ec@fhVG+WPvg66q
z!~kCUsF;Vu%wIS#bZ3aue-A>@zv8otxc(WkCdFb-U3LYMXX2{_|EaQO<brHGd-#sY
z$fe&KtSHkiy5+JfNG~nZZt>6E<cPCu<vRC~xpKgJ$TL4S)RR~_0eo#wH+5AD3VU~z
zdbjKgYK}6}0hrEASfVR;M4DqA3-s4)h0*DU3oxq|i~eD<N#zMyeCsF9{WXy#A%wF#
zj@e(0n2Mx{rdsdxJPS!)E+bC-p0FmBg1;tmAyL9}f$LO}a1mkF9_sTA-sjGLcE?$-
zhfQU<>Gm@}<D!6!sM69nu~QR?=t$zQ6I{&yS=O-&mMv<GSZh^wG!@Uqugt0i^Ixr>
zlScYdsaWLXPy2Ld<Qk4NSZ2NKRXCh%Sxx^``kFIze>qv8yx(6NS@*7JSn#V@fHH~`
zQ|F6!go$rQV35P~&x^a-D5=$uB<R|WS2Vfm%O?Vr2dTSb%g<VUC1dPXHgIZNaf~-Q
zd|&V8-Cfz%5m;XksdoY<HON`tTtclWCBU@P?O9@+ncD_{cFc>wNetaK>#|>e;5sQB
z?w_JrA=pPR7@IP1*)=(NZIKO*h!;%&qBd~V(Q@NWj~UGW4dd<^o#v+6DooO0na9*K
znU*bg{`Sbbie=))D&Z41fkaTiaU_(WRn8j`z>attoo#YoCL*O{Dl;|u2tE1L>RLBm
zSG(%j&<xehLr+D}=JjkH_u`E|B8kpXrF?tuU|kc{JB-~G;v$<8T=nkQC4Yb_C;p*;
zIw+tX-~f|q{MrC8o1wn3%*jz^q60(A$a}7o7YC1A0K@6k3Nj=%xIpK<caStt>HPH3
zfy<e4z@>9&pCis!Q!<Iak$)q96-iac%hGU>Oe9ziLaT=Kc}j|he@qoP>J<(^dcLx=
z-qt=>4gMu;yIS~AO?v#7^tnw~u&ukZ!**#h@C9aL9Z>JPSF69fvpBd2ZAZV~0$xmN
zO*L2$b~ryw1Dn{JPaD5sWS<CLJ#DX~+exCBunu=hxDt{~+auqWl;sxzI#gQllmW$a
zthGksieBIS)9~56`$}8LicDtHAmi^p2Zk4i8FnKFap=cOw?d0{bY`WtEx_FR@A?j+
zq+zqYQT?KE4eAn6NpfL15|ah0##aYyA-|4uc#m$$>Rpfq_hgf0NrorB97Qyb(hQ4g
z9(`~Q05}>eCkPob{!q1VS<r==CoD!-!@AcOt6qR;MP7?C7xj|k--OeWPmq!f+TS$>
zsbENyl9YlBF;Wz}8wPO;Iq@~QAZzHO`mlzD@UILxN0M8D7co4!MjGj4V6`37({!g>
z_(nNA)8)mVN32KE6JP4H#*rJ<T-#dpo!i_P+oV9^)&Z|`gd))vY>0SC-*#rzZAgDx
z3iN`4`3|^b%JaiKMuc)zua|td&UcPI2)2Ilu$c?w%4n(ww_8$tMa0so*q_$}e}RoZ
zHbW|-cbexRJNxmfItq9`9AD_*uP!qfAH*Q{q#t75a#3QGwM)XuO&-|$w0KR}q%UM@
z8fxyEWOY8fQc(7XYFG^RbN#b+cPNjbM~@RnT=6+L9B;VYft^4(!Nq=8QDZy*mWPcY
z+izWP<^%?9c9LjpGQEl?ri?|NvoKS(Iwu_y9mbWU!WyTg7dkucjnQup8ml@#_DcW)
zkr5g=`JoXwk+Z~vMVD+UDsW#BCnOYNL!{&#NX<)(jL-#f-*&JY1OOr=xr0bzpB-%h
ze}z7_XdRu*Z37;R!$`@IOv!nL+(slcVk3&Bx8F*ti}hlLlk%CNE)P-ri610l{J+zp
z!tJ1h@%IGOjM(MkntzDW7Z7%PB!97e2|F5Zz%$X6<-;S@RluYjz)VELBtuF2aqh-z
zY0aL<fk_L4=io|;OGwy878lMUz6tzsa9fDnFbFMa5tq4BUrns*b1Tui{Oyzst;x(I
z`Y@I8wZkgV)h7_YQEq&$J#DW%W<=#h1BbwQ&i(@3FIP}#$b;Irebd38oU}(*pW_S7
zs(3xCv($?@<*A;D2ulM>qYj9jXL{*6lEHKIyYd&92nGBpg;-UnWZTd&J8J=4{NzZz
z&eDyQGifP8*LvsiEWG5{H`l+ulO^<K^z<DVTP>kK(sWL=M2b#rGR)TpqTl~0ue9dB
zYp`k?E{kciGkC3s+1;`|r;%W&MPykM@m7xDF$gWy^|diE4yl6nqkMmx?$-;;yG5H9
zT$}xbWuFJEQ6j#ErKS+^qMgEPky+Gorxn8gVw->0!MK)vJavr<r;*hO_BA?_n3jBx
zXGB{{f266Vd&jM7YOHIgyRKtS-!xh;<ZJ>ZTKal4a+tQ5_+?mGG9Q-?FpT>xuE&yT
zOCPU@#1z3IE=lIo?*KE^)IloAMZ;;ZDK-rc%n(ZTqENa$q+y0}ouDC8u~wQ_XlG{i
zy<yfPLxHG4=g>~G?7^~=+F+P*lX)XPDqGT{Kw);2+&mlCO5B<Upp=b_5hGT9%Ru0&
z53-R+y7^*^1qD@lnv9J2ZY;I!x|bEBiS(A6jOOzOxbA=9oK3q>K6nrm);&)ygEmdU
ze9j+}?KLM3D-Eu%&7TTC06eiIGH1ksQ82GcLO*4}JD^c9`zv*5AL09}0Y1SAExHFX
zB5mS};reG%n%@%o2CP?9&A1;5=o2QzDjEQZW*x1*`U;0AJ0zgRTC0?#@`P-?V!MV7
z8e+erQvk;A$gzz3Fch&;f1E46U6sIu?ZiKLYReP&^L|HS?2U%^p-EANMqy-jKMI7f
z=88ws%8|yqN|NUAvlNj<Iv4!-h!mFUYc{%b5ZU~_c-L8gWl(OSvmc#v@P`W>4Xo5q
z@FU|$(Aa0Q1k}2q^DHt}Mhofn$O>X_98rqM&7lvRt_$GAJd;x%X<;DOSH1&N7@C*8
zvfK!}D09<xb;#5f`HRiENxCh@1#cnehF*K}M$fU6v-6SFBpng=H>W^BRy`(Od?(M~
zL7Uu}d_D(KuIvR>UX0M|fp0DR?sR{N1R|jV3vyMN8H)5tWu^!%$r<Bo+;(T$Mv=k&
zdc3NIKZi1ri#F+wWXQt(O|R&;VevE-k(dj&9*8Qw<#SSbIAMEZc{qzLpGLobE}`l_
z`(dDQAKB*qa@lxO=)N$ya_W}sp?4OVj7*t5a1)~e>7BjXdW;r-aoa~vaz-#ivTr_S
zOo6l#acHp;qH05MMG03%YX{D*vIBj#m<=i6ADxQZX7k&NO4`4#0zj8#u<*z+Gb7&L
zaqxPf2z0WILF~rCQWC@tRE6T6IGzC;pNNrhdPxm|{jHmwhD7F+ym4HKQ%RpO6^-{s
za#7*(l}{v1#wHWKR7s_ko$QqzmcE#j2t6~;OMQ<WotfI@R<xggMjI<kNm?M%RH)*x
z@2hx{u2IpUU*i%M4rQ*Kf=vvkPRETAhXE7L$cn~Z=&`0b+eL@VrEdZ#lv)V*#3O2G
zzoJT)`nvR6T%d|<%L#O_#`|D}=qHexWBfWik_1t8bjsG9psUXm22b{2Sk~I!1^mz_
znh+_qM$gsZprL4LS=ANONVh7|k+xz+Dq7>lfwA2ESur3lwT-U-2n$?<K+0;gK#sr4
zH-=QquXm1@F(<J?{PfSVmwDUvdXR$Ep9(9lDSdEZ4@M_?3b)2Keuq39ugirL(SN0a
z*zcBP%qZF{?k<5ef^r|ncA0-0Z_QW;Pj36A6LDI~yofH+mQE>y)1yWm_nBA%FLFb5
z31jF20`U!%;2zceVC?uTj?JL4tF^>cGv2hMN8ZG*W2B%I(@<NZ9D%M09H&MFdk$+3
z`~8%n4}2e{?3$XCmXkXt+JAY*3Z&4AvUtr(MU;~gjqOf?aFxiJE*X&iL|HgIImCo<
zJ4hotS=|iqaS?39nd8e3>(DXyUbmrYL@;Yalq*&htA4+^fx(lO%6D|~@Iup-Z$VqC
z;m=@8Viz<cC6(*P?<SHKEY7yAsV|keR@$!4%9H2<_mEFDb>A<WBlMx(6&>@PvwyQ_
zIArQUQY{RlMLg7;5g$$SlT|hyy~l*5q$u3QuZ)6xf>fYw!OWj8yg>NRsrkgfhA7$^
zzDa|aEI|i%*gc_*=e2Kni}TRyM(ab+x?opRamhtzDZ%wOsTDo__=}L8XG)<EN^j<v
zPX31Dlsf*$=|7Zy4tKyZ#Uy6}m0AaVrTe2+-hn@9BpT0yjcjZDeLCMoUqh|Wqeb5N
zH8cOsx$2OAb&z$twgKyoYvOD23#siBO}eWqVbt2<!DzG<8adkQrVU5gE1K{ZbemUA
zGjCJp-o|m}1;Uk}19;KlO6$R;nampeiP`Ocs?|nSL>!&9MpLgjZ`&Og<RL$lK2hk&
zeOGuS|FpAs4EI~_2TGIrob09Gb@N8FAUUFu8;q%)?rx;m+bV#;-FDCW3wt~xBv}L>
zC8YYg0(MK=z%CD?pK_?Ur}P+QO)0NxJw4DH=hP@N{@`xAUN9ffWOO?ODkNyO$ZmcX
znk=h?lC?ec(=x8oCx%eiA9LVv7k!>&)2ww28I+4dmESZW*`uaao>jq$*coU>aNiNU
z4BF-K{KAG?6b>55mVLbBe_cU_L}WM!M!o4e!GsV7eRp;YpqwX{93oM%n=)JbmRI{c
zFYSQ_k3}H0Yt(j9mhT}R!>MyWwb!~hkH^pv3^d;i{!XE%01c{A)GZeEZGt_q%Fzbi
z@I{G^V=AJ)rP@=&X;DZk<*B%kzCJ(X;~kh4Y=j_Bf4Vu&Abf#55qjaiBEQ1<LKFpq
zVH8rL(lZ$km`rnw)3MV^GgOcmML1h52+ADgbk|jMO7sD=o>Dk4CYR5_F2OBA%V8Ul
zl9pT`sA<!e2`Hd~p%c;gQ*cJuq4LXx&(8^D9a?3+Ji8kzWto`@8+Y(mDV%yjUxHhN
zA$c@gH06vLxu2>!xi%7l)6j=AFEn8wY=0S!Q7{a1!?>dgFI?7=^$ErNFPi8_#lGkt
z5^VzL9`J!SX!)bk_)EDD0>Q?tJ8uZcotb*n8;rmiu3Ey0u1_*9>*i+bj`JiB+ifLG
ztkDdbtu+OtpHJLuHC|2^lNPx)$0JX}+1m%g-@f(6N?yhq6`)%3{3b*n_*DM>6ee*G
zMIR82=>Rhrtl?#oP9fO(QSu0)EVlzs5g)9k|58uym>2>>dn8)LBe3$GXY>KD#2o?a
zz_pmbas#;6HK1TShE{B5o69Hux#ih*4{`mLra9h*er<IoE$(rK4#ff7B4RT%>#e<$
zgA+V!!2uC(1#g9L&@_H|Ma?HwSaClye2a9{wp$Gt;;w6<X~1q4mQJpsswIECT<l{Y
z2)HBtlwe4=^MvA~vIgsmYi3|^|2X4o+;wfb@k%RQ-@cZkYh|!h!$WKaF|6`K3_Y~L
zoCVD+uQN+)r&jQQf6~Ru4nbCO8Wy_Cb!P)?Dlpesv+AWLrWd3YVh)60o2gAZ?a_y2
z6FRi2^;PFkE-x3Ai$Rs}#(%zZ#|&KK4O6z~#~Ic{`*#iZu2KEoDJxQW9aW;(2gjwh
zM0v$r!~<fYe%b7h`@hO_i|gSQy-A0{f51qu;1R?!S=^3uUs`S*Oxb#O70!T2%NAR}
z2!{-l-16b@$egS>I{6_?Av#LQzKONA5|bMYj}9bUL5S=XuW76j_S~d18?2~i3b<j`
zIR|_epJ4Jwn9%qM2rPX%^_a@_BRSV5!;Fz&!@K7J0#O*|Pc?G>!V{y%M4*hIB`LGe
ztA5N!(Jw*8hHf=QkD}bN<dsV(Ul7m|GxLZ@^;r&}e4365kB)$Sk2duHe2J<K#}OEq
zfR9$1_QG3DOk5R;B0d~;+<U_sHO#%C^|H{;OYqcYKMwn`_{2qz0odceDCHuZGZJpR
z?Mqic^F+MAD>Ks#%p>C8?SH(l*Avx}=jWGAG|QOnmDZ@Ilk&-%D=9CjwyuK&5Z6aG
zY>yVN60Z^*omj)LRJ=PPC&P`GIZ)-?Ow`983o51_aOS6RWt3%};3M;FaP(C`eT6MX
z3S3;jC~WK8<!=gSG@sp2!|sZiI56PVMAP}W<`x)xW6A02b9qxO53$`8gOem?*7um9
zEB$e=$m&2ff*p!X*$O+KrmT`RaGxFifxIn|zT?>1<_%1xJ-BhS%IU@LLoMT-MPx$8
z9s6le)I5ij^Wor#Gay}rE597TDDY7!*VMW6PnNfV?tKzia^Q_hm!?z1*8*eWetPMq
zyP)ho%2#cFTM$lzHh27|C&6|@4TCJwhu#N<EY?q5&>NvRb<O%OW&@h@it2rTksSR+
zk#4<}iNs*Om`7WPSj%v(YEB%fDC=m0P3Y^i9^W+LoE??AV+i?sv2bR4sT-z`8EH&Y
zrQe8(PAX+qsHb#+OB4a`dXemzjWK&G<LX30(;Wc{Js3`I#})-Cx*vA<bl-Hn>TYK<
z9CJ>uic-QINMbif5X2~Y5|ML2>gL;|bYk?D)RnLh48m=eIpm~Gxs#6~#H=6f^!#-k
z;j+G1^>W|Q0;gX+Fw@~)$@Ji`n*A*#Dg8T*yA2ql42?GNmiI99^7YREBESqqGQ%DJ
zfU^E?a_=Vt`phLo4EyWiP?9#i7VEJI(@<Ys4t%GTg8ZbfIQJHrb>)M*dbzXvNZ)Q%
z^gLkCHhLcDc3M`0P$7(UIXLfxy44YFvyo1GbBpgNlnMeHPu|Vr+PFmPrrUvpcDyNn
zospFgq+9)2Te|0V`*BamE>NFYf5E}t9dQ-E;}(0SncI-?rR3Lgo<eaOPQ1u2dMUY;
zY`&l@aIOe(u5=dOrx3i~Zn>XwB<bp_YU+dqZ1)}$?_!HG?_=Pncts;@`wLC;PxDR-
zI=E0lE|$B22<eFkDaa^hhhF9q$zO_lLNs%d*let<so!T@noJC(kK_*EEfx-Fx;d&b
ztSE2vPgZ=e*q=|SbyYqV7HRA?7@fSEGT(ooZ(PnE(|pWWlq=>|?<)Gv&aOL>?70dn
zA6gr474|%_KEql~Ssj;sN$kn#g`CU21ocqot;xUfmr$y{Z<iEsJ!$OmM&8m&K?V}U
zeAs>X+1f2=Sz>a3He%TJ+uaqfFaDmA{>r^#3Hlf||0k(S8182%<6`^$$t3o>4bBtr
z3Fw5647-#11n;ix?)L0#t?q3zU=0X66RsYj+9&{fVPt%p__&_`+Y{q`^#d9qEa0_B
zR9K-udrXwkQb2kvdMtd^u|9}6c@sA>+*JonJ9J=3vBtD|Ao;Uq^=?gq)<i@y+Fgo3
zgH4Prh4om8p)=c!;QEkxx8p=I*>A*#u|P9<vxbE@5h*dU-`Qv=ttkkBe@w+-%90vc
zC@3e_Z~-J3D7zkF-F<Ly!tb#aJA|b8AGh(hJX>yq>BuOPf-OSnxAxRTe|33W(Z7c8
z8%#%2z!dpjPQoTVa_<r2WxQp=jTS}Q9hxmtdEd1GR#7%1`?|<uu&zm61<HQm$<`CY
zW8qq<2jmSp&XI{-tV@HsD-a@KWlt3aF=8%eYV&76is65rZ08pBe0+#XdH|>u*}$`e
zibyp-D$O1iiEg9a(sr{{ICq0eWn&%f=#q7#GF=wUVcc^5f;0v`c+r}S|7*!<ln&r2
zRH`vQ!bIMQvnGD_r=VQ}qwtufC3Ab!m92KN*hMY-0pW}8n~{u+QzI?X*k#wxpNYJb
zv~Zk>+LT%_mwYBw-Zj&i(DXY5Tux?HNo?xK7hhXqg#wOl;E8pbyqj&dt~I>rxnD9l
z^7J4}>{z>3IOnEiIg^~SbjS+xnbT3$u<WX>e0NEM7ojW05|BP+lW$SD#IqX+2UyDZ
zau7{!bnkjPtI-6x55ijpv{;fV7niKbpF^KfsUu<AzGY1Iy^V}Z1_S$lutz;OW@Vi;
zo13Az=ci%0lh?>!E8YiazK+eP<(f`kwcY1dHuFp|V-tm=Z||6xqV=cr6IGU|Dh%i`
zaHL^{V~r2>%lvWP23<2>h6~(QHN%pg)HVa`6E6==F4yo{yp-JfW5YzM5eBzkt5#36
z2o?}N?7Jn_Qt2Y=D1TPg(X7Lx#)SL-o{^>%4hZ5D-~{vXCmzsRv+)b?^HXvD_o1?*
zLi>M)lZ%&&^IsVV#FYr6V}Nn~8|UNU{!g4A4Eh(x&CSL2pBy(AzrepTZhp{zW_$wR
v|KXtjt0$j;z`sC#5bwXb^Mm;Q#R+io{yXF1OAMq}MCAsd(bG#QNu&K2@ZjxD

delta 7469
zcmZXX1xy@3x3+OvTC_m1;tq@KB8$6wp}0e_#a$OD?oy<<JBvesqQxmt+#QNj+=~3Y
z|CgKGe4S)Y-kf=I&YMhfGE=9xsF<J((^ZZq=fUl`tvRdP<BY3(^p~b8k|QUQL24YK
zHj`ItM6~Dco+yRhR@qs3v<X_`+vsn@Swy?Ef$jEcVb7F7&n9O}dc@Qf>msVE)7d^5
zVuErNPyK;Q*_87B_l8eZ&vb%i)Jw)LewS-y@vut17qsgW<LOn4!)VGbZO1hjaz}cW
z3=YKN8mGfYaV@vxkLQSW;X8)X05#P^8WV0(2@NhAyZVQ!?gH$NO?7rOlUS9eO=yo^
z5(n>lPYE((8C|9H>BXX!EMJ9Ye&uhKb2IioAF#kxyDPI>;JVJ7?X1|g<;9Yg$D-2;
zrI>Ar=MVv1Vgnt1-b`}eO7js|g%Co7`Ku3BQ(2_-?ux3~M*S?iGgZna0qo}Q2q$s}
z_k?VD;}7GtX}&E@(tkt3O8l0EwoU9c_An}YJ!TVJyW_5Ak!%1qNl{!vNi)-ARG7w*
zb!9Wm5>dKs;QDoTdgbwO+UT^{YckjRY&ZF!D)y7Xmq1Lt@HP?2SSEWD=JenuC<Ue~
zaR#&5B7cIIL~>?oag5LtG&ESARjuF8YjG4XBhheKXC&9CbiFAp%MKSq=8}S=D;^6e
zH5kUCCn|)>ldO(zPJBHjVzCjK%5owf5_pg6F2(sd+?u!o>Rw63Tv?8)D2+%_t+>1U
z9VyfZ>2>x<%4}ym+(k(bwk}8FGTFQnqd!4X2Ki1Q=`f7OK{5RHM==*ov(Z!&*BLZK
z8y5%%ykgcfxI8Hen2j${JK<(C1b(6hRdOLdNN5f|t(;!mqkhZc()4HgB$Sd>c`#Zj
zmi-ON-O~EUEZrl>&c=<-KQ8D8mI>7ffx%dV_N;}t!jiOO)hfXbj0oRt$)}>*8AV<f
zlk+`yJe6~pf@QV<tGEerWMSmzEKp@%FItibIF@0DT18?iXU17Ft1pkBJoy7;Q9^@g
zrC=PFanV-xuy594Sq=U5zSv<m(9DtQyff0=E*67+;2OV49J6{vnyey2&}^j}FJB%R
znSUgwf@vGwsYo*v#ylGGRu)@1%`nU1h(<-LB${6|9cV_bM9hU<67AK?Y4{v|A3UIK
zUqk%#)OH+ES3ar`^ID`0=t6Et459qH|6;1j%RvIov;)n+7W3nI>6lLkGy^?uc-tGk
zAZPL2zd`zMfZ#XtCDWSzN3>H|*ilZ+CaS`WOXB>Vx!reAW6ME-MU|j#d2OpfCyz2(
zpsfMLJ=@2_h*3;!*|?B$TG`&2MeO<~Lr|W|3!G%52sZ!9X{yT(jsIYs$A#{={bL}(
z-&#Z<_nqs%bPZIA!duw%Faol9I0P}ZLb@PK$i^I+H}hbilI<Nw*|FmiB*3MGZCW9j
zso>Va1tr6gbjCYnRZ($W4L!r+P!B_gezkUo3GDmnd&=C@?Hd|;&Z(j`Cvdv=<?a|z
zoVRfP$Cild_TkXPbh>~Gondwm>GEviyv|=AtEPuT^AsiH2#ki=h;&L6=Q**Jv}?Ie
z?mL3?C2?L81G9;=riaHc$qSyeQp_gi`M{fp8vwQ}f>T4Ks^}k|Rf{G@o!y-BHHm&?
zJc?gx?*f`nh(C-L&KF;>l_)p)M9&74Ui^{EOc_EN|LI`dWD37^6(LU^18r>X(+Jxi
zZS;Pj`fj!{0vg+x(6;cLhJD3q?gCgkSh%{mSen}Zk8(7#1tgQBzDDBVX<$XgM}gUR
z5zIH;u93vbX38d6n(8lr>Y<+!W4co<P|#xeYS}Rc7T|Qa&5LHuW~pio-xib=kW_k;
zc$w+J`N|oMHeECv&QJ+_e7y{yjpEeLB6%YTN$X1^d9RQX`|c@0Pdbu2g@^0GKld_i
zw>iG25KqXmFfDZq?o^&pAC*mi7%UFn!n3{>o=}HGjc-(EU-?FF?xPITHttn?)oGi*
zWSqmYC~o~%JhSyy|EHT-Pj|L8WY8l9_4lB0Eeh5bw{WbxYP4=|K}71TE#trdiYqJu
zKIjR&S|t<x>H4Q<&HC2@<ot2gpQ3;#5;B3db{$sPycdS6V)$5PTQj@A6O82Q1^eg;
z6|Zd(+(*4&Ps%MiibpiL<#WBNonrd{&Yb+n76L$?-Rod+OKHYHc))Gs3y52-c|fsA
zq!4D^^Q}`onj7OD8*$m2-SV-I1)2aXW_J#_k7oNmOjw5~_&@#@tM2Cp&{7AyK1cv!
z8k5W&$VHn-(w-|y28-z-z`oMxH|hn}@8kM3sxiI6icFcem8}(e(_Ak=fl$u?omEGw
zj72treByRRYa+F!u-wBYd@JJ0PfnaKH9)=7wco|>uZKbwp-dz5X_(<l?fj85u`&xw
z{hq50d74eLQmxL2LdWrQWnI@G{PD!KYM`yF|Jih699Zk<sNdW`1ruG?Fj?+&Sp;6F
zL(QQaYoUM6kiD#`_Le}=Ya)L8Ps>Cr9?QL9@wXJ-_UHD>Ez}`(s20Zg0?{Z}mE!(~
zOb5(jj%wp5ZxL9oqo6to$?xb*7*I#oYHfjo2kCAl*q6cTV0=P6R5pw@H)+xXpX@k0
z`Lu}K#UVGYSB0RrFgYv`KFoMd1Cxu0g*prXNmGa%E;M*mIxlJe^9WLQ@G53B(T~QG
ziqE*5b&DmM>P4r#>jx@QU!-{E7_!F}^L46k$F8LenZEN0&H~w=&=;{yO`Ja%IUW(M
zwT#nQ9eEd*X+0ig;?y_6hp)Dr#fvG%y;gzgWG2Ap`16KK7+-glnc%!-LHFNr(x>9#
zlEJ7vz|C69Q{rB4XhVvXHm178a9M2-VccK6>%FGLXY!$rCHP8>(@dT8`xZEdo+a!o
zSZ0Q8=E_>95v9~L6#&RwOuVBEFMEY}=M@3K3QRYvKzQ_y(5Rd7Dn~)Q^NRo^BGtzM
zk__wBW(#SoDiZHt%ycYiv@Z0_OVQZ5n?e|~ju{)#fl9Quq`+QcSv5Ll<Cs_vTHyEe
z4o;8VtA*W`bG~!h3edbtj6L<Lk~NeE67!~Yj;bgF(Pg$kkx>k6j!8@gsC=7!iYjfi
zbR@@<?3AA@@`@a$cqlWL)|mYRt@*usdz+zay9Z;tG)P>rzl`_NM#!8Yz3c~hT8Y_o
zt;{H1PLz5)#Ee?HPw^LCO2)*mXm3j6!AgwW5>u{GJmLC0njPs&HQKj*w!$^P>RZjm
z2WOq_$p@?FNJOGPPnl(HxVF+H7Db3jU?S3YQWasOBxWqAa)oio$@7@A$()7PHPzkl
z$?GY(zoYC6*RmQY;tHxF^$mIa;s?IrkL-TV4Sw6K=#DuileUxhq0(j78f4hNM5FC2
z9Xe;8lk?ky$J%Zz86BGzMg!zZO-M@GLQ@yc#_&;Bz49^tq-S0;vtlxRqq&mY@ZCed
zb*p-pjVID2j#R;WO><QFRjM<Z{(_l#$*(asD|e;1t(qtsF4?DG<12#IO-L9P-gne+
z<Q+={NB35PNGJ43_z%MKOut6w*!!{+>DvAzo06dM9AohC`;w40*u^=n^{v>g4}YWY
zx3zi=Qe0-$lK$Qj)y!!%io4w#!!#lccH+7FTS#f@=akP^ydit<d_LONncrtMH`r%*
z6Z1KE)wjVn7qm-GXlexhj=byX=hoSVW2=u~C1ww};mlVC)vPm%3GCkmS>&!`S)d!;
z<m~Aiwnd(dl<~A6SU@MT^A^><Z11;kW$IAk9!W@H=rEY*tyTHQec^*=16YpgtFptZ
zrUNWj;^22n=@?|{?CLF~%k^oxv;@m8%NKLptgTuDyI;sI+lD@vtEx=&<$RL}69A@A
zA&NDtV_>4?hj=PyF$^Iw4viGk9d#!&EBQ-fU<Ef*f5NRpgk92XI%*J#!dVp4TXfyP
z0y=JBu#OI?B|CWS<Fq_GQCmhojc^9XPV_wr&1efWY=Y|B6blI<IYTbKjkp~cK{XeR
zFix!Mnt{;W5CoM-xw13IF#=V2`wtKMuP?RlcvhAHMEa`CM~ZlY-1oFOn?alTKhIly
zo7dR2J3i*Z?oTh-jcYQd4ZD7oj$Nr3BV4=-xyuiVASK^<Pn;}(y75L#10lDqVTKu@
z6d?)8tM)gFGN79|kPZPN`r~ly0jWdZxbXLsYa1I2Wp*bvcG33K%!ALX{7X8*ck=~*
zAL6gR|DjeOh^2}^lAjhY>PP~N=8haF45ff=g<BH7!@TGMjOH{@O<vRYM4nY4P>vRV
zCNd8qfQSw{NrQ)6rQ~Vr9pq@=$nJi&cZScTlp)|H*C@4;`{SkI7x)2X`*q5P(;_s@
zkL6`)B#Pfb!>t`IH@MBej72Q=c&f&wB!g&w4}6H}h@gy@KHDZvZ?nrBo~-jAozDIA
zwu#J*8;05;XstNRF3Q}pRU0<3N%06>GtaWeJmVSQTsQcZy54i-;_7;6Gfqd$9qJM+
zz-nM^$Fy^S(XkyNlf2e#Q{-o)I145pPb2!ZwUT&eyu;?RV}K>>;vkTs2~T>xli|qi
zdHJ=~Ds+sOZnq+_H~5_^KxI;XCY~Q3ad=;`4@N7kM@#`fI>&J6snZ~im7z-Ih?6nd
zlhH33O9x0CpWbV^i?;g?QaUO+`dFQOTXnFC9NZ1CwmCc3Rr;+{ObcBW5$fWKSU>d3
zcX7z8+Hm)L+R>1`?M1aKrr}bQ-5NC0*KJ-fd^S(uFvvcZq%y{K*CtJQq)kanA~RtK
zfblpxwX#(WkZJ@TIR&B&d(=wD)JkC>WA}lXNKiN~1Tnu;N$4Pc5Uau($MP_}P)8;K
zJs1ot9@Bk*d-*tv1Nue4&Btus*Lt5@M~pf%;3J}`BMrG4hEn%s<WEw-?JJ^=np&uj
zuD8GG?A74~?@EQ^XHxr0sHc+ZglW_f%oW7V0N&w7Iv1PD-gf)axq(C)_6PmTOaudX
z`|q7F$Z>f{vG<5I#mC*D<nGhLKTo&g58s+BSiVP|=d{$O%s@Q2md>y=&Wqw@aKm;G
zOSVtOxjJsMzEC&J#G7@&JO8S@yM|OTr6f4Zt)R%vf07z`_r8vA?cqYr-mZuqhToSu
zsT<p$5t;e%NhFRtlhSzJ!zqCCYSiUr2ENFS1EeaN;&ab_*+{<ogk!d6TS06-tyt=O
zpv`-2eZ>KoTPUSW^*+v79HfjmW=i~#T&fe*FPnSKAN|MXU4I_M`HMw-nTYhFH8;y(
zc3~MtZ}dAAUH&8#fJUG&>dyOnSd&^=-{v^msHdt++N{NgU-L>8>~=p4k|>(P`hPw0
z$__2^cC=Qte#<t_>0D_PYF}LwvC)6vomSZsE-{FE%-feIX0Eq3U`rO95EF9G>&twT
z4$3({{0_k%=_Vl=DxM@>m(ui;%ut6)rqVDUWUi}}X(*Iyn7R8%rz9z>!f^8P+h&dw
z-)|RVYKam6o1E8CUVl=dK4!KR$#sER$5_IZiIab8fn%#3ut&V9_ly{sJyN;fY1fU~
z)ikv%X)kqY_3g@elrYW99eid%kx7h*nc)TqIXJeKmJMwK<&2;Sj+`U*X`G>$Mvh@-
zl*w<l^HQDZZXWJO>s--KVW(@sV~*d#c|1?QzK{`j&HL_o67dkOX*Zd5eznf5WW`@|
z@_YF-cxKMgKe<=x@#IIuNV)X*bUP8?I9u)lr%@n+9~~GOwv;S@L4~&K3#r9qRyt7^
zr7+k@$7Fa94qv~h+L~uMCHAmG&e+H3#i(9DxYglf?|s~1xp=cZOoFa*cq!DA2r#fR
z<>Tty@nuwbKsR3fsfJuVJK1YjOK38|Ygf5!<cmfq=zhcwAZQO6VRgV(#B_aElEZiE
zBR_b_Jp4&9vYxq%)`r|yxI1HnU^6v}lsUkP^tRo(^b^&OQ=HJWK9P6s9PB@L;MIP&
z6_5+5!KrYh9$b%3SZhF0v*iKD4hj7F8ClhPH|bidg(5qeq~uWZco#m_-Y9U!TlH)`
z(1>(<OyHS2=si0dZLXc`wG+~AG4*rXewE(r*XQ9c{Ugg*lIHY7A@pbUF&7DloCjs-
z{pV&YLG9<+cj7J?-)ITtr;EN!#Y6AU`Je2ODf*SaQVhJ%!XP<_+nwj<908nF=hz}K
z@f)(6uHbvf>s;+K)|Vtuzv{-ET0Xc>a-axp?C|+DoFhPo|M!dN%N|Y|y5pZTO{)b%
zXoxp)6`=p+jVSR^Ty;!nx+4{y+&dZ7LUlLNC!eeX6dzrimV87v{HKc&%&w@;pd6_#
z37A-J%r<sDOm-4S{feOt8E}Jng?wcWj)*IKAGrJp8|lXPO1tyiinfjTL^eLJaNj*E
zvoD+GW7a~Cteoul2D=yKh`5T^cjKt$Ji$rf+8XUMzwR+K16mWlLWe6V6WPgXs3)(j
zG+rZ-Kgl(6zaqc^V3Ikh(5+#xwHV@&*KxLX{l*6ycGHCH;ekuh+3#me&ub>BKN;SA
zkM)QPdClkpIQjKs0~4d3Ie~>t-6DEx4>zhh=7kVAx4Q$l2SOs^5}T}_l?4j?G6_4k
zD?n!hp3{Xtz!~WW0~xlQbxTcJ=PhR1W`lv;9L<c)XGDU}eD4CtqhKf?WwFA#W*sIK
zvsG&taoepP)3f?<i}}T@@Ok;U(9d6<;tikj#(aOO1m>chP$CJ7pm{jGWh){py5nr4
zTt)qfGkLTx{PToq=z;L(x_@o2{?DUC*EAqzxSoCnF-IBeZE9OdDt|OU+BIyrY`$D)
z>vMsUDf>zmMYg|&ed&x<jZF=+Gg?M)6VHcC7`x`yX9Po9Y3FuLvh4P1P-RUjzLatt
z6LVFurM+fn4F!U4?AXV@KiVVOGa2`n*OF5iWh;2nxAITp$^N(TZ+~8RggX@bTMkZ{
zd_D+ldccF0G(hBTr4)Tj-&h9emsbVKJ0!-rH%r>rAj0*x5bevc*X#ssVl(opV@W9{
zVcud~j)UH;)7qI$G6k!hoxa8UlhQq8vi6PGp%S`$k*08e2VdiLgLZIBO-GG6-CFw!
zkmT6^DM-v%+rIscbZie3+T;13s>#;d@Pe=#6(NE+r3tPU=KYqX7|!T1nF-(Zh?rDK
z#-(<q^nFF^R(FJ9pe&QZ(!tR1jNC^o7{!5dY)nJTGNG<EItgn~By#jgko0Dr=JI^b
ziW5F)`$Gp)&=s@Z@4%cXo_qvsuyzm<M#W*vws7==<u@y5ettlm($X|JIaRu5i+1P(
zmI)g_3pE|9jzrxXc|rV>pI<WazO!D<sgvXzS$@{SRe<$l$N=J0H#zmVB=GqqVP^R>
zmeeG`ZbDk9nUsopL*O>S*EN*u9XcKyS~LL{gZme85+$Lhh#cLyG7F;*qXGqta{)@~
z$bk^-M%x%Pcb)j^Cr+#6;CDS8PqvF0dHbjUNZpGt`#j$qJ~sB0#bU)wts0?!5>2Q2
zq2`?CLX&QG;H#x#JsV3+hgYWnnEOprcv;7qw0A-JoMJF<J2lJh<I0lNU4pH3ByAb3
ze^9@AbHsSr7t`4l&eG2tjk3$ftGqr_)|LM4uM=*{=-6K)sf%Xtam~y#_6%a<>rIj>
z&A4F*GWIIvTmQazQ|)dx6d<XMUKQnxqf+#NuXAa9#x~QG2XIxK8V&!t3$v~L!(=33
zw_6GAT8}=Cyk0EWDezbPLuKByT+r&axg(O7DZ*9s13?fX<ym0iTJbB}7uKP&%Aom3
zs7r8ueIRIO-5EY!f(|t7usS{xAYR8b<e>qek5%H<#PW!<c;OB39T><zUdv7(D_DyA
zY7s$AUxN8(RWy;GO7r~CVIxRP6XKApJaNH1sKP~X<VLlLU;Bp00|hi8ba@X`XY!T)
zorr|qLJ^VPlT=8E%~cn_rMvJFw)dLA&<%zKF7T@&o-6K$u&isyOboI$z#*YQUzELL
z#fPM8@<FtjPmiMmk9ZjfbNLdHc8-xFgs_h%WP?kZ&rL8-g$EFaVL9`#)#7UB^D?1m
zn=xMW=uo?CBh5r%F&P)*jV{EK2i|T&tkD`>olp%nXmVcLBP>NB!m{~;`-9?blKGqx
zd0Ub1$k_y(17js|4CsL$^qjGwykr-M$T^{OOepi;3qm=Em8?r8k3M;jHiD8enFm!C
zHE5n+m)yVlb@v+ww!NiqwY`<;)T=;nvt{F?9kr0W<HFcFl4Q^9Wc4|MQU$X9;LHC*
z7oT|DWUGKkg(vMfGO!epI=ee1%fvRR4n+{%Z|ix)ZC?~^_w5@rOtmhIT|TunWWd}E
zD461c?s1P9X8VMI{V2QK`e8Hc$Y7#%aJ<9ow8Pb4;P;swth%P~>m4Z?q)&Ck8@a#O
z=zAcT3I~ks_WBB&oFW4I(PQHYacnq95jiBuO&CNy$~tF~uLY&Y(qGaW8u<9Ab6NMX
z-ufJ+*`_YkaOLwb?+jm^>(S_<_jNIp;<HbDeDzsceZy13A|!xJ|760l@=+N||Ar)L
z{ryO4YPH2EOvqtw+u`GCj?hiZ>FsLT$`856?VkKzf!}hEPd(J1Ruy4cGdSg_ztvPI
z+U?JB#24m@d&EPxTp=Q5z%%TOqlFG%?gjX@;i?q>#af}%b2I%iD`lNd#|0lF!qpi{
z<!#O?Nx>P9X-lo@0tY#67sDyRZTrpj>FH|2%SO;D4E<ENRyN_c2HCgXkItY(zH)aX
zQ{+^mo~eo2mn+87$gB7Fr6}x!)~%+HM8P-@TvJRS7nyEpYl3^a|M44FG=1o}g|zEC
zyW|SpVS}D$q0-c`x^eSr2q84?OXuL9g;xvk;jHhZ`EFn8pzx|2z`=W|KGUc2z%pM5
zm8}XIOp52tY-He&2qo^9$w0X{bSWWn+{p&S^O@22eaRduc)4l%stbMFg}mpBrkQsa
z<+=ODLib6}eU}{jGV!9NWC0#hR{WE`!9#@|g;H;Ca5%_MNj`>}5(knY`Z?e6eLpuf
zDg;`&`yfRUNp48c#IiWe@W*8!VVo{oqkVNZfjMh+70=*Bz@ZgOPu<9^li{1sF*m=$
zHlnb)*<%a6jG0Ezi5SI;9uw*;k5bv=^o7(*ct>VEJftALV?;~xrP*$B_EUC+NTH~{
zvB<JxP1))ou@~@g>df{+61fsvk>-A!ezp8<J)tdtqtH!1m0rMWk;o0}q57q<fOhx<
zZOG-3BTqc}H6<+~S27o+4ooYGMr&G`$iK`+lnODKh6e?&erSC@Y*O=(<_`A{sp~NO
z#MMqY@OX8i{yV~w&aU$pZ4Nv%@>oJ?%#k6d<$f)d4g!+Mc6&_zrVkSZaOyvKJNS=i
z?TkD)cT@;ezL$WGI@;q-xZ%TW_4w092(K701MQ8i?d??ie1ODI0nBTiWhArqME*wm
zycH6{eHsl;$|3~9)AoG@3(79P1?e5h<Y~RQxTP?WG(Mhol(7QGTmgO3TfujCZ@(a&
z)1QahRcOBFN{dwdCAo!s$#tH1pLO@cPr=VjMYwVSlr0^E-l;rL*f8j+x^pPJh(}5D
z(2e~z`nJWT!CdPx02y&FE;))yA5G!Cw1lQa!x0rW;{WOw>NZ4lZY~}k9xyn$o7RpE
z!pY4~#rZ#r%7F^-{{<%(4;b=K4#dZqtWC!N1M~fJ#K+I|-#LC>zJJPcbMtWiH^<HW
zZ+mVKH}`*Y{G6Qsv1IgreDZUGK>vUs$UjZ^!Ce1v5KhRyIc~0GJ$e;PUJ!tuURqTK
G@c#gJ%nbto

diff --git a/document/figures/ZCurve.svg b/document/figures/ZCurve.svg
index bda1a20..f61d19e 100644
--- a/document/figures/ZCurve.svg
+++ b/document/figures/ZCurve.svg
@@ -140,6 +140,17 @@
          style="fill-rule:evenodd;stroke:#000000;stroke-width:1pt;stroke-opacity:1;fill:#000000;fill-opacity:1"
          transform="scale(0.8) translate(12.5,0)" />
     </marker>
+    <clipPath
+       clipPathUnits="userSpaceOnUse"
+       id="clipPath3898">
+      <rect
+         style="fill:none;fill-opacity:1;stroke:#000000;stroke-width:1;stroke-linecap:butt;stroke-linejoin:round;stroke-miterlimit:4;stroke-dasharray:none;stroke-dashoffset:0;stroke-opacity:1;paint-order:normal"
+         id="rect3900"
+         width="92.597198"
+         height="92.59977"
+         x="0"
+         y="0" />
+    </clipPath>
   </defs>
   <sodipodi:namedview
      id="base"
@@ -148,9 +159,9 @@
      borderopacity="1.0"
      inkscape:pageopacity="0.0"
      inkscape:pageshadow="2"
-     inkscape:zoom="1.4142136"
-     inkscape:cx="205.39342"
-     inkscape:cy="892.49327"
+     inkscape:zoom="2.0000001"
+     inkscape:cx="213.32306"
+     inkscape:cy="929.36493"
      inkscape:document-units="mm"
      inkscape:current-layer="layer1"
      showgrid="true"
@@ -193,18 +204,18 @@
      style="display:inline">
     <path
        d="M 0,0 V 296.99999 M 18.520833,0 V 296.99999 M 37.041666,0 V 296.99999 M 55.562499,0 V 296.99999 M 74.083332,0 V 296.99999 M 92.604165,0 V 296.99999 M 111.125,0 V 296.99999 M 129.64583,0 V 296.99999 M 148.16666,0 V 296.99999 M 166.6875,0 V 296.99999 M 185.20833,0 V 296.99999 M 203.72916,0 V 296.99999 M 0,0 H 210 M 0,18.520833 H 210 M 0,37.041666 H 210 M 0,55.562499 H 210 M 0,74.083332 H 210 M 0,92.604165 H 210 M 0,111.125 H 210 M 0,129.64583 H 210 M 0,148.16666 H 210 M 0,166.6875 H 210 M 0,185.20833 H 210 M 0,203.72916 H 210 M 0,222.24999 H 210 M 0,240.77083 H 210 M 0,259.29166 H 210 M 0,277.81249 H 210 M 0,296.33333 h 210"
-       style="display:none;fill:none;stroke:#000000;stroke-width:0.30000001;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1"
+       style="display:inline;fill:none;stroke:#000000;stroke-width:0.30000001;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1"
        id="path4548"
        inkscape:connector-curvature="0"
-       inkscape:label="Grid" />
+       inkscape:label="Grid"
+       clip-path="url(#clipPath3898)" />
     <path
-       style="fill:none;fill-opacity:1;stroke:#000000;stroke-width:1.5;stroke-linecap:butt;stroke-linejoin:round;stroke-miterlimit:4;stroke-dasharray:none;stroke-dashoffset:0;stroke-opacity:0.27374303;paint-order:normal"
+       style="display:inline;fill:none;fill-opacity:1;stroke:#000000;stroke-width:1.5;stroke-linecap:butt;stroke-linejoin:round;stroke-miterlimit:4;stroke-dasharray:none;stroke-dashoffset:0;stroke-opacity:0.27374303;paint-order:normal"
        d="M 27.78125,27.124992 H 46.302083 L 27.78125,45.645825 H 46.302083 L 64.822917,27.124992 H 83.34375 L 64.822917,45.645825 H 83.34375 L 27.78125,64.166658 H 46.302083 L 27.78125,82.687492 H 46.302083 L 64.822917,64.166658 H 83.34375 L 64.822917,82.687492 H 83.34375"
        id="path5179"
        inkscape:connector-curvature="0"
        inkscape:label="ZCurve"
-       sodipodi:nodetypes="cccccccccccccccc"
-       sodipodi:insensitive="true" />
+       sodipodi:nodetypes="cccccccccccccccc" />
     <path
        style="fill:none;stroke:#000000;stroke-width:1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1"
        d="m 18.475006,18.448349 74.12916,0.07768"
@@ -273,7 +284,7 @@
          y="8.868742"
          x="10.816911"
          id="tspan4554"
-         sodipodi:role="line">Y</tspan></text>
+         sodipodi:role="line">X</tspan></text>
     <text
        id="text4552"
        y="17.335409"
@@ -285,7 +296,7 @@
          y="17.335409"
          x="0.97151697"
          id="tspan4550"
-         sodipodi:role="line">X</tspan></text>
+         sodipodi:role="line">Y</tspan></text>
     <text
        inkscape:label="x3"
        id="text4595"
-- 
GitLab