From a3e29cb23498b852f68945bf096136ca092382c8 Mon Sep 17 00:00:00 2001 From: Manos Katsomallos Date: Wed, 4 Aug 2021 01:02:28 +0300 Subject: [PATCH] graphics: Drawing Laplace --- code/plots/laplace-adj-graph.py | 32 ++++++++++++++++++++++++++++++++ code/plots/laplace-graph.py | 28 ++++++++++++++++++++++++++++ graphics/laplace.pdf | Bin 71524 -> 12761 bytes 3 files changed, 60 insertions(+) create mode 100644 code/plots/laplace-adj-graph.py create mode 100644 code/plots/laplace-graph.py diff --git a/code/plots/laplace-adj-graph.py b/code/plots/laplace-adj-graph.py new file mode 100644 index 0000000..cdd3e80 --- /dev/null +++ b/code/plots/laplace-adj-graph.py @@ -0,0 +1,32 @@ +#!/usr/bin/env python3 + +import numpy as np +from matplotlib import pyplot as plt +from scipy.stats import laplace + +plt.rc('font', family='serif') +plt.rc('font', size=10) +plt.rc('text', usetex=True) + +x = np.arange(0.0, 6.0, 0.01) + +# Draw the first laplace distribution. +plt.plot(x,\ + laplace.pdf(x, loc=2.0, scale=1.0),\ + label=r'$\textrm{Laplace}(2, 1)$',\ + color='#009874') + +# # Draw the second laplace distribution. +# plt.plot(x,\ +# laplace.pdf(x, loc=1.0, scale=1.0),\ +# label=r'$\textrm{Laplace}(1, 1)$',\ +# color='#e52e4e') + +# Configure the plot. +plt.axis([0.0, 6.0, 0.0, 0.6]) # Set plot box. +plt.legend(loc='best', frameon=False) # Set plot legend. +plt.grid(axis='y', alpha=1.0) # Add grid on y axis. +plt.xlabel('Count') # Set x axis label. +plt.ylabel('Probability') # Set y axis label. + +plt.show() # Show the plot in a new window. diff --git a/code/plots/laplace-graph.py b/code/plots/laplace-graph.py new file mode 100644 index 0000000..fe60491 --- /dev/null +++ b/code/plots/laplace-graph.py @@ -0,0 +1,28 @@ +#!/usr/bin/env python3 + +import sys +sys.path.insert(1, 'code/lib') +import lmdk_lib +import numpy as np +from matplotlib import pyplot as plt +from scipy.stats import laplace + +# Initialize plot +lmdk_lib.plot_init() +# The x axis +x = np.arange(0.0, 6.0, 0.01) +plt.xlabel('Count') +# Set y axis label +plt.ylabel('Likelihood') +# Draw the first laplace distribution +plt.plot(x, + laplace.pdf(x, loc=2.0, scale=1.0), + label='Laplace(2, 1)', + linewidth=lmdk_lib.line_width) + +# Configure the plot +plt.axis([0.0, 6.0, 0.0, 0.6]) # Set plot box. +# Plot legend +lmdk_lib.plot_legend() +# Show the plot in a new window +plt.show() diff --git a/graphics/laplace.pdf b/graphics/laplace.pdf index e12acc8f5a384c3c92b8065deef4b052d969037a..e17d9282e36635737ea0fd09d9feaff0a3b431d5 100644 GIT binary patch literal 12761 zcmb_@2RM~)_;4ucAS#rV*NPNp9}X&eMfM(9$94|KAwq*PLI??ElZ>oXGO|}zR90G| zBvDc-@_%2WU*!9LuJ8KJbv>Tvy`OtM_cQMMdEc9$mV%NfQVatV%zqB#J%Awr1VFNO zf=NpQa4jo)f(L*CAvyqD&&Q1bz~!wdRxTua;OJ2pfoKaMO8iBj=uJ`9rC3o20A`s; ziA1CT=;gMS6@@||69Fvr2!m^pNjAC!3SbJ#QBVT;6TB$^T-6nnDYsI~uhgo5IRMvn zu(EX|+5@;{awAP^CxQ(H5MN^cpE}6D2Ovu%k|-Vk60xj-Jg5zU2m zsk|-#S0H#f+7NVg^9kZeJ#s}qR! z6bAsgJQbh<9uzXc$`$5)y~?PS%%aR(_1*BvE+h2Gg9L8jhW&pdCf${3jol zB7Un)yqvl@K1un!@AyOO#+X|wwma3d2VU$6HGUS^m!v$-QU2P;qSBvYda}-eua6}m zz&5o1=TzRb?;MNR{!-WG*9V2qG)$3r72hO>I<>MM7CZCc=T!Yf-pQ2wx{1Qx(ejoeI=UpZeIu&+}@A4R2=<=m=f_F;i=lUD>Ez(#AyU%Vi!&m9ae zFsyIXXVx?lyO1wqcKDpbmUJwk`S=C8VYiY1(T^XaDgAAgWx|;~B0tD_RRPtkq8|)d z@bA3qD-QY~?{TR*V3J)cH>NamePPidR2} zr>jMKw}lU_wxgi^RH~o|OOpB1Z~+YlmLx6YCz;Z)M5lK9+U5vc!nKU`*so z@m|{*hI;)wRRQF#gFbQm@qD=vG}2REXN;sv(t%<{8QHWm#f9g+HM+U2Sh)AASF z06A#JoY)sVX0yzP-t0@)YDcp~91Nso4?Ey|1y(D0{O)kK6?2-khGw*;bYBIZ5R3z- zpzMhI@ZsR8t;uJSl7rzRX_MP=V`0O(r%#dlITc=ChooMJU&rJWcGcgYe zJ4vSjH>;jKKk=pGE1$FqQ$5e?FXLZlM!)(6*o}l%q+#Uf3#o>$a2Ag+xaz#mQ7F4e zX44qFiRTjMOys}Q&DE8~*s)9ML`=cN>(p)fCw*u&sufE!9GEYOHh0X(xG{=;#MSI@ z5-v<96Qc+zS6^uzG;abTyXA;7_vV#8N+`;{Q}axB@8%W{OdRc~*RV;wH?;L?wp)6L{~gJSOOI3>+xJjBRez&~a=ZrHB2yL@zIHjZ zntUkVo7EvWez9>sPRD!XRGIF=cdzeUiF4VCM2;Vm2F8v)9G)){n;GpeXDh-HyW{i# z@?A7%{a~vBd#`_pjUl?d+yG;Gk@llsf)_)F$>g9hH{zkb>)CPbahKa7bJ1gR$Fg{a z!_MFmgbK$LA8xA%Jd=@Dc1Fs}V0%0K=cMS7+dLc>hfBXaKYwDp`FmQ5dH)x_;d$?B zr=&jn+PkDeuSr(|2OF1u2okX7TCnhJtI7$~_V=F?-7VVBP2pfHXdEmqm9#t)?MfPV zpLDug$nj3kzM5$vh(z-UFL4GgVfc_+zVu85B#$&Zbn>*`v0ZhubNL^h_&%O$XnZ3* zjH7*)==$;)B0Il~<0@C*4#QV^4^1Lot<&;#Isegqy?T_}oLwoz)IrB$JXCE8A7_^-7S3CBT+j}bL z;Dw>t!Mb^>{-E2Oi+9{OUsf=S)ea_Px@Qbksv^s#7y`R27CaX|%szdzeO^8_p6OHx z`6o|hRn;IAudKMumB?kuokD&WDS^hVhBHgC0t7S#%>TfkAY(HQ8iheZZvBsU#%doY zDj?~G-mz56WKA<(f2Xg%xAzyx8I{PY(A0lGnU#}w&dC;ELjSTPf9I9%m#Bezx}6F< z?}-=oCJXw!8fMnKKVC3q&+L^*+ZsTTA!rGuM>||pJ?G+_@Z~U1c_1BePh!7f=K;jk zx55^OT3J4+wn`;ZaXN*Z|M@zmM&zb6#Xl)JV}8HQ$RXk5hqe+pPs>|-WuC+zcw(db z0@*L|nePq5h;+kcNNva~`pume20K+_(_l^<8@6)WSTCfSsQ21}6SHI{e>48!Uc};m}yDE<&pa zLA^U$sR?Gs#s)hWWM+9rEQET;TQ~N^B);PIj&lrAP7?K7R03z;x)I#6sJ3J@G9TMO zh0R7+XbH?39k5sMC7ehGg&F)du~ZT35%T_Wvz_x(DL=7-LNv@<&s${s4i>?Dxt+gs zx;~r_bw6}0vQPWXh|$2#M@8RzU1yF;nw~6Fj1~x*;1iit4~vVvv9}d-tiDHF-@fJ5 zf$zNZzkan2F52Hby!ThS=uOkOF@cwFVl52XL$D;jW6>#xX&vl_HJ(2B%xX~Hj%~c@ zLwY1y3sTV~;do%*JOP!f1ah zWZw>3p5Jk%?0oeWYR{r>jCZH>>=L!LXq}#7nm+Sen#%Xwyfkmf+=E^_Ymw`>br5#P zy%MF|`R0`6S}G6@r5}ZY3gK6;)$MNK^pCZYm64jm-)Ut!f-Q{DvPpLdkBXqo-9NTh zKSYg^;6L&%0_BAlc>KJ!s`JJu^%R*^gvZJH$1k3m%BakLClUok+MC*i=(USUR9lt2 z6-ig|i}j~WZolipo4UGq_1|YBEXi*Cz2^k3^D$p|J;CP%EW9#}KV9QAaw_UYfYKLc zbe@R!)#Na9ghy=APm1@|VJae3_H|dGgl}&cwCAd|hTQDRuAfab@EEBAj|U-8Z=N6H{tp)Zz|u3(ERj-yQHIvKdG66uJ`E z#DV7)8onU$=58`TIMu8^(fGK}@yl^kNtUbMsL{#iLhhUKR z)lA#wXD_wrQ|HcNwa6yKoO@GFvqXp2f!g3uw@I3goA9J}q3sTvZA6PpuU-)h@${08 zNH@mrk9w-zUm3jydv7OI7DUx*v)vpHuu*S+`1u&qgZF-0j7s)XZJ;f5$Jx{@i?7vI zQ5#QekYSj3$NIB|TJoKDWT4`uj>VyD_Qc4QuN!cZp zrEdLTE;i)g7&)SwAMR%o6TJV(ZL1mPYk5X3M|C()I)~oUZ7^{DA+TNMz#K)bk+{3l zIVvuMk99DY5K|&?*eD~<%+w)<3+PRn?0t58Lbjb|>!HP#8s7}qg`mEt17$wA1EjPa zzdtBzV7d!=w>gFrj%fAF_C2%rV+vD{#wpu2H=wkd*peO_KkjM5Kg;ir?9NUH?S*o3*VGoQEPY45iR^q8d*BfuD@jjI`J<`wPUSk7I8r;2bB=# zA~eP>01T0Vdh$P;bc0XVS-5 zR)f8dX9I*jH>o9Ha&uJ_*ewmdW!!9u6D&Ymy#D=iWdD?Qj96&24D7`Cw94qq%?0H_3fH{X*6{5BwkMI?grL^-d}9W zS{TF{r=bz8L2Q(v3;gZ@6Vr0s(xurM^Wj$5*WW{D+MTm*yU`BqLp9wYe)#4-;5P7l z=x7ydc$7cS+j4xxmr8HfvbohzUV4)df7qq zCiX~2*~hx6fW6lg<0`UFZo3lhZ1PE=5Y5Tk1haTnp%nWj6`#MaHUD{wO6o-B*!CsFFQJHpHa?O*u$!}`}?Znce z`cPauURv)xbltQ5mGh6R`tH(sW`F5^**L&CGu6Jk{(=16QH%cH!Jj_cQCgNux&3-;s?Z0PBl{V8uurplKKNyMHJ?^y516^wMxXpk)|J#T*qe#z zMh@#P+RF+(RF4_LladAKJua%f&PVKe9~jdoHR_Rn7=#<+_&3b(=w~h{|#_TZv6ek?ty$ zLNS$*BgdA{2sZo%>TEW`#G}@(w}@KC8i0XjF`8x&D@`8Hk5vu-SA-j>ahQZLot&Z9#TzMkZBZO<>) z9{KOvuf}pxHqddiAt-k3VX~pgR-@qBOyDpLz-SO%A6FYkyCtcZA^%^==uO8=;AQCV zn~SJ6em4y-!-UVplvkYIny3Vpq{VyDjN1-He2gQ6s93lCoMVHTe!cqIh51Z`oots? zd8^lr25qwHX+~4o%lnf~e9CD$5NXUBd?iQtv``F@%sJQ;->X}m}hF3J7*w43g{s#=-J(oF+N7>OEXtwEi29H}ad5YSqm%(_Z;`^aF8G&aeFJiPY!JUhRHoBo> zT6H2d`*g7igiL9(o3UAXhkq1@bvMVJ%3!@xK3Xhj#-1FXv9pHlgF1usqtC9aTg7GC z6spzQq#SNegg<~sEoN+;q(T!IgdO!q!!-73P|kL5xxshknF%KJd@OtXbKWP>9%ooa zQyV@Co(S&@S9*2heWKvqfvV!i)Fk(gOhJ*OhNkrk>?wx%HU>(mZ0Z>`vP@);w5M&> zIet}s77q>O$}+wT3-^;kOg|%r26*&n;-XKOwLA)g;BHzmAFF-nH$AhA9a3J(_0JPb+9H$TAzJG8w~gS1?5mb^>gXh5G`1we@=Lx#xh zS8*R>BbxS6cljZ2O8;Ji+2fB(@{GQv#&${!Gewe7rtI;;wqq>!_^PliWu`&+(t*kN({DPasm13HR|MRTALP2# z_=zi1@@xXJb12s6V`yT;$7qeX>ywiG3pd>R#|JM=S;Eb=#vLnLB6>^u_Y`$9rx1LC z@Us(V0cY zg&LN8*C%0;2mA{QkMZ1c|FD7OHybCd^L1zxIOpf;S>$hHw(OUrG2DRjW}_SA`nyu( z@tySuI)(4ot;LvI<+(Uhg!G>(o?dj_F68>)d^2gw)Ol*6k!0nb0-Ur%C@X13?eL-N z$&BISUi=B&oCcc5pPt(D#K8U9+cQNzbm?X_B^}&+p3f-;RX=#lIZDLcN8>Xa*yx6{ zI{aU-_UK8|Vx}y5CdWA1?g!zLNte~TgqVB>W@vQ7krDq63RHD-kv|%}?yaE?o(L|~ zi3Qjh;M@tGsR2Nx_{Uk!o*0%O36A5L!lyL%kw->Sk0835ZZgRp3rgAEsKDK9lH;ZK z2HVEXIdH4ZNclCkPRuP^=z3Q9HS?fy?Y2Aj{SHplhE;stZ$W#nG8|31ckpsJON)gO zgOt0;lP0zkqOYeVHKh$%v@_FO_Y~IbkL0`b z_Rvgm)gz-ESn-78X6@}BHbW17hB)XX%fNjs-|LnZQ+3G76pvKC``bK&bLApOW^;t@M3AU^>8rN0HC?(@ zd!nw=>N@8~9bLzZrnT5t?ysM}epm8Fm6C8!US*F^ou`N`>v%g#w+eY`DE(Eomo46& zbpVNeEYTM6)-$|PLOhy5?ihRA72R{d~U`y@a>Zs7FVoi?&&h$uz6XyEJ@K zF`XmW{7hR6c9;4TJlZ2JBP5~M>xS*T?D~o?yYu_G3wi9JR*3k%fKb@&u_Kr6!_@P_x*w>)NWm^^V&;RCVLX{N2FOYTx6!Zm}XgGoDwK`rev5fGIUD(W!(MD> z6R8YCw+86Ov?X2YExO7_IjPxcpQFUz+V(C=_%fw)La4y$NTEG%nUjm0m-~J5QT|pn z2E*7g0^?w*bpR`;aq)$hq(=g!rp~n&7ECLfx;Sk{byfd06Sz43J3!^EJP1pvKyY&NO5uh9#FoVVv05fdh zU`~z=m|lbc;7iFlE(AL;YiOxScC>e(02mAaw;{Q@S^*dw*g+sWl57Et1OPuxAd>(% ziAaFKDW|{|#eqx!Q)}$N{2cJFqZioraP$Un;-FFhn9l=O2k>Cq3c%w*jsV;ifD^z> zB9OfU0CxmiV5c(-?gAjePlj+J$Ql#}K7f>QZ*AZ`| zESL!fCZ0Lk$P(>c2mk`iz_RjQQW2a8aH+v{DFjyo$fnC_YU>OKH~OR6Un5!F$fkfe z80h|gD6s!m9w>1M04m^TPXLR>K?Noufd_ElYDD6Z02+K*x>P_I7W_=PgbTt}=~ie~ zY1h}V)&4*DAPH*$@&26>;#~g38h}m`*1SDh54+#4s!Zu>^-0N`MM1;e!23 zbSrp&=vH{(!IixPgZP8|R+NB2H3kO`2;>C~ZdFN0#%deF`O}7U01MO))sXy^zCQz8 z;sf=s(t&MA$0eQ+U$8(C8w$5vLk55*4dMgUAm1fk5FaE0A^#vJz+jGR%^2P!7ZvQW`>9mAP7j%KlMG91V&WU(pLx9>RxU zSS$)W6hSx!zbbv17kH9kA(~~4pc;n8Ew3^O&=9Ky8pWSUf+p&(vZVc=74cuk(hNdM zua>3N01kg?#end?>m^G=FsT2pvLXluDX===^)<8=mS%8eGFJOn<*wE%@IR|z6>q5q z4YQ$))ky~H{}Mj_z97p3$mJwc&?A7Cqop)XD{xybw`_o=@6tM}UIzu8#o&`IxDcQg z4D=ePIZ5=2*cJDPUXcy?KX9!qaa#7X=oJmXB;FMb zmfhyk^$64g@}ywS%MyhrfLYOE$<<=kdyduP7Rt9(LIO(xf)4ZwWyQ0saV*H?v|L$` z^{N~FlUoe80nHB)!evpbXvqIF+Fv66ib?*H``29m2mI?j#eYC(c&lH7TkcszJot%r$&$LV?)6tt~{fe|6JVWHn2TOm+rXw$5N;jrsz5#V9=&)Co? zXlt#d1!IMOXwl-(k+BvJgAo6R7K0Z5hZcjA02lo_S_%9=w#OntpS=zbi-vOP*3x1z z|Jn+R#s8xpRzl(*893y>`r*+3jtz$cL-ciWarl4n#KDES9#0(d8tZ7qaU0-?gBOYQ zcz7^hZ5<5EA^ZnVLL71j(C@!>fJY$K(}I@<$SbVkQOH(~E(G$@zhI~m?Z6Wj?1a38 l4v7REIZJI_$J5|7XypcOMW!rmVI)#q0tpioRMb?0{SWPa4W0l1 literal 71524 zcmagFRaBhI7Bz~y6Wkh2aCdi?-~@MfcXxM(;1Jw3xVyU(+}+`J_Bs3i&$tiwJ``Uq ztF_jw8eOwTe~>GPh|x0AvA~g6tOLs1;1~f609ykKI36AVy@I}}u_J&9s8IyaE4$kn z1L%eIo%F42O#ys-aK<)9e;qmgCqUHANnFWE-^m!j@}D3vTN@_;^MB?F`c6*94mJSR zzakvHf`hH0lCcv&6PQOt47k3rn-hRu(i)gk=)X_l|2`!F+5mbbGkqg-8&d$=f5O$} z4J?ceodE3rEdGDXVPpU*{%t_e#>Upk5tsrPFAOZj*aj$Z{$~Mk2U}-5z~457l>qc2 z#xCZD#){&=)IdquLEpyFPT#@U#?bxW&i~^NOhhkhY-Fx4Wa|c8_ir*5HU>Hl05c0K z9oyeL3V*|#{zXmE*wNP6!4L@JU!49AjDL~+9}NGN^l!~#=2k$M0Q6#3KpaJk4Q-8p zu*(?Rm^zsO82|2$;@?0=CkJDFYdE*8-|Axy%HjwcTh&M8I)#;L{7Dr;Xr=je!+k0m z0+>7q{!AzU*yOIM?_1pRvC!>Q4+dvzxY31tT#DuNCG6-WYT>hZUVJ4($F6U_@f^JU zhYKR=zq2b8FWlPHbLOS0)Ms9fW6eD{vwb3Sy#hA-%2>i0O?Pp-OvhwZPb2R$XzHC{ zOz!U;YANa))xscVdM+vWp2BP&-o~lNjNQ^N3@vj@UQOqY!R2y(ORe zVOUd0(j+#6F`wm3>c~7Ek!Al*_uU{Mgu5Tb!bCI1GLWPC1L%TOc^f>#?SkC7mUR4&h?(fH}3KfiT!6oktZiF#nTy!!jH|54kOKZlWJ!U+5zYEEF0rF zx_?^X!{a-jpQTMBjua509Fb{&bQ<#5V9@$lj=@Ve+-M1UnP_kFux zlr1t-3a&&YvF2hZK(icam@R_cFG{o?kip$8V}n{hnC>E=2?70GlX|MgTG=*0Gng`^ zy<656nSCcg)+%sK$_}PE`lj1j`W~tU7PnQc9e(``)1Ep;*!1+9IxNy|lWLCrTInW4 zvts>CHa_(JgPkVgfGs`p1oY%|w?PBrRd=LFkx z63ayOU@;@)39mYy+B0l}&U}vsgWy`m5cZANS`$NI8g@HSP@NPZNPyPzQ8#mfeUoA!QVUJ~PDQ8U-*M zX(8-of^ZxZz#+K&kzwfX7DP%C=z_%lX}u>O>{3E=;oQFdh~D~{HI8M4c>16Sk3Zx= z&j-!s{s;yVaZYNqy@M59rcCN+E33|zpegsi6?mtAdA2+FsRTl-fxv*$K!S1W!GhA< zw82*(;6k=GC8Fe@lAeK$3E6Cfeqo8g-4W7j4uO||ju!|p17wRaN=^?4XyK-cM`6^P zOn-B_7SKM_3lybQ_d7*($Wsh$Aokl^UsEVdjgY)SQ&2&9)$j z2VySkiX)Sy+lr!TgE2*2Le{!ZYv;>~w1W5uyH9j_o-wna7J=94qxnmGfpQD;Y7h;Z z?W>*vE1(h2*agW0X~<_(*qd=r%9k}f#GnB&s7EP?W*$Z2Q8`N{m4@plm7LLn*Q*c? znTHU%{wUhEzztt=+d<)>g+bu?)q~I4y`MJ%5H4V1DUd5D!#NTB9hFi>P6Ed8&6@a+ z#~Z%h0}@IcU)Gn|{P%Al^~)$+5j{;YadF@=B%)n$W(~E@;6wJYAqsm4oO;XJG=$i~x3aP5>(hGk}ea4d}xJl!10; zppK0dz{HzVo$Wty3`{^h^FMZA=6_;X*%|*M zvjAmIRsb6laIi80pFm$=9#&3900$EX+~4(?|JK9G0$^ldVEBLkVPanM z7=hgby;ztyfd~O3nf@{jAi5kt`7fft!Tc9-;CBACF>!JLIM{&|GBCig0JE_ID`8<_ z1F!(mWMKnlU<3LAckHi?9k|2)AP=nY@0!d&w3+`_$P8Q;h~QsTwExe^_)F#fB`1Q8 zhJVS;Uub|-&`!eG+|<^CqF9#I*4_%@KHu8^|k%0vW zEYJ@~nEu+u^sUXU+yUQ&Wo0E987Tj&G`BJa089OcF8=kB)3^RhLI3dqQbQmUH8&Kr zF$H?jGP2MyumHK6ld-ibu!nz1+ux|abvc;ZIoUeE(X0Qr;=f(~4`=+FgLZy~<&u1g4l4U@)b_M>Kdu|kpBUGRk zF`IoHwb9RjKwg2x2}}?pa1c&+f2|H08W2@X%$!doC%Xg4u)y`oaS%8e5DjS08hED0 zw7`PY`sCmuYNOoG4~XgXP6!Zpw-)S=3?!6VaBj`?fHP1yfSPm-fswdU9Ie1a&ph1O z$^8%-2$zqvnwq$di3u_?GDTcAd}3gI@U}FRUubeUxd6r)n2QT^CMcl+)VF}MZr`E7 zAQ?o3<_3r7SmBAD^#$-h2v7nDO{&Fuo>;?Q*gctRm_h1z1!TntfBu1K`kc~x{zT9N zdCMjMiGzLW+W*LTuZc^3*G&{GE=F>R0eI3=d&2v*Cevd7B%_@Ab8naTdNg$yDK_Tn!+H+)dZgOyP)_16_^A3xD*2j^^AwQew$3Hvk zeyE}w9!7>3sLbjqjvM!6{PgZ%dq5(5;QJIkP<=2tK(v$x7(;zaMSs!@f!I0RJKBa}2<-=bsAqx}{s6qT z_^tPVsF||Y)n3pNkDRFx`W-R10Z1_YIxpW zx9GtoqSHB-*F1QUK2M`Q@lHQ0^7D~$K#0WHR6$6oq2WP>dnXaM1KzG)9sNIpKelQ< z>!<=NK8o*+L~%SFp}YGqk?)AzU%4Sb>R-211Ro!>-C>^$kwNP7!3#5bK-z|OmrQr` z7=z!S-#)z|KQeB7F+TdJK64vC>7^2EnwoqOf4)wI`67d?Xsmd=^Fk<2+Em4r=WTeztn88-k)t5hA)LSKfxCcxmRcgu7ek#fM za{olkDZUm#T+rtG^3Id{zfdJIYeKvR6|D<+I|VhI_s z$E4M@sUAv-iLVG$5Ci0ADBRTy4Ds3fkQ7RNIf8@0($4@A-17j z(2R?3gc~oY@K^~!|LExtU>Wd*;DZB(?cvk-YG&}-)rZh=bnv`VAPp;fE$ej%(V} zbqOP5X!m&Y;gIztsair^=KQ3@9~ z53EV@51LJJKM{y8~7 zFh~9{_2l4`j;r4**w4eZ-pG>eZbBlARgL*n7o0J(K)QwbUDy{^c*&*#=#fpPI!y#<#x&gJY&?= ze+{od1Cyhjcgu);!p+sQ}CVeb3wJr9Q@h7 z*T=haFureLk)*?SBWcix&*HbY021FO{%+vB9u$nPbeR7KU^_6tjDI8cHkJ+M=_iRV zn@~42<+CX@gqK26$pp%kpz?=VC}G1M(ff3u-&+B(heA9*cRn=vv$*sf;Opm6I3dga zmh4Pm)7uIL@6lK;)OOcPK6LhT0V5cn*+gzO>Xo3~#|$ngkb)=w=-XM%y6bR*<=t9i={O1e3u zvEsc2?hR!pt0qi^oqgAVer&#TbRYMsQ9ed(2AD3E~6?sXg&|tQCB-$TNa< z7d_mj^u1cOWKSUy{VS*^A}9Ge=)oz1vPjs95YA4nZXP}t%FP$#?f6QF9F!=wI4`(^ z$GJgyMchQA=lR~Bfo@5=j0w$a3%{P z7T2cm_CM{J>A5=7XdMYl3y?7QwXhM>@r`_wUrt8zhU#wz&==qt)_*#Fd~?y3rg1*; zZhdMDN1i`95f9kZ>Xm9z7$8W@>z8bm(zQO@E%6NbsWE>Yw|)aFhsssF!Xy3)mohpV z(I65HO{FZZm4bYK%z=N0UM%ehO}ehTfyI{VZ`4pStKy+r78gWd)lXV`@ArP1roM_+I+F^Y9GLo$ffGg?@9)*M> zCt00nROw&Z%ey>u)HTQ1;lP}<7NJ!Xe0Am{IuD@p&!>Rsf>Iv)J=$w^pZb!|apjUA zaw8Qu?3C&_=b2b%>)iAj=1b_AbO$f<{I)dMd;B)jHX617j#C}>SYJM9n}thhuSXZP z_=O{}`rGlhxq(iE%NGlDO*E7c&y))L=dx@sPW=f*m^-@XklPC~1uIr8*5aNS$;C_Q zjJ6Ls+uU~R!X&VAF+0eB`VQE)!3NdI<>mZAJYRnz#Pt=wlUN1TB^LWEu=y-_Sp?6esm*cbsm+B}die0VC z<*wkoc-R!f@xe-_jsyf#!E@N;g90(_D^j`NSQy~HonNkZjvS}iyHKG@13-q5Uve7@ zse%%A2ok5gpIF*$5gL!b%q@H~9tzNBBu=~ky^Tm~HN)_+&|k*ylAjQ^H6@(qnwCAn zMQ7{#eRPS?+pQP_{8z$k(UU_HhEUg`DnIfD=>DT6*l}Qy!eRC~7pdS-iS=7MF`>R% zZF$=ybGGaYmJ>d`Z0CT!DHVu(p5y>+#l*o|tBRHmRIns<7~Yr@&N_%SA`ve&M;wy?KTT;*f+fm(lctj`85#{%j1lA82 zXRpV0RMkPak*eC=tNy)|*GC7tuY);dJ(FfR?7u+chkoGQM$!us`Gu8HTp?6Y6QMMZ zXK`o`^sew>f&F>N3ZG=TI^UgeeKoT|+O$mkab1QQHn)6}1KVK*yU?bHwYai6fTrQ? zTEr<#t+nFq$?;QHYC7}>e`+0hzn1FYWV7=IHNeIAYssZcAN5y92;H6sMEZzJOAeYD z#SAK6L?S6vG*lfg%-JdV%!(R>2jkQ z?Ui?xZ0@1}^6j9ceu3ij&V8Cb39Z^@X9TTIR)lMzdwKUL6-c0S8}fXGKQVkkht!K0 z6q2D9E$@W{Wg`}3;33#*18resttx8(ej1VvA*sS`cmW-NvF$3zpk}ioF<+@8g|4i~ z_4w;HDoF?J{VAc%?*}Ql1uFE=*@r(VqR6(@ic0h78BgJ?k{l45kFQ#9ne@vktScWj z=F0+^P`vl*cO@mr-=Uz7^{{2EJjV5lZ*`mq<=_{k;zO~%89?z4aayaoI%)YE*>iL{V|2i1e3fe4;4W(l&@pnk-TreuOd0RSEn?iP!iVu*o zuIocLjK0+87UMp!E~FO;)eXdorlq5nl3H_b^WQ{0_uI2Kza}z~glG?~`E$Z$m8p7A z^`!AJwf=(b`>xnncOkay?kKkBTe)%G8_JCR)v;O>%0TT0&wzP^?+W^T_Sq7n!=Eb$ zcG`q_*a>RBkB@jgeysFr7C#W%AD8Fn94vAxZQG0`Fk`oBlv*}SBd+1`T64cH<0h-b zvW-N3uvQPNHVJ4giJFfPZ0xn>(>Ejco??^?1ZYBMxxncBVd-h%tTgJa!_tMvF~{J^ zecA7LsfiffNOxDM2?%*q7P8!mQsObk87M4V2U>Hd9PxKB+PX)cjzW*jddsgjh8}{- z0(O+u*Vqy#m9g3)Ti?B30q*gQ^<54I<9d0`pu?>7wFh5J!I$d-w#p;DIiLIu=gsN) z!}AXo7`(|ZnyaNv2QP$Puw2>4*Dg^cRxGI*v@-V8^5ykBeKpO#6lIRlQqgRs;(wiw zn)t~&6cjA}@M1zMBR>#7dnaFkTIxN|)+{+Cd9E=a@dKkek_0*7EcAp5iY;ls!(6!a zYU8)LV>`yeuv8Rj@rIJmmlt5+z?x|n? zyhUp@K1F5Vp!~{OkNZ*um~-Yd76)$Nv8`g@^%+(5F<;Y-m7JMan{Su8cNikzx&}3T zmcQNg>L>IpJH5Zmyb=Tx+8C<}L;WT`Z@cv#7V5)+)~7?dAB=Gu^cZaTT~^aT@Ou$s z^CgUD5wmYJ$_AbKT6Y4Gi8XSrYSm)R*_eLX)c-9rMmlm|^oiC~5wVx8a_NqF!I3qSI(i{%p0M5H*n< z7~9go7yH44wU9<+xpWn-XGoHTepJb3V(^;G?(i=3O&bR_HPkYJ3*J2`tyNQXvn%~r zbY;=MtCi^cn441=~nj-fh~=g(tr4>G+uReO|~enZmKD~q@cQ30lET5G?kOdOi( zi}RByM(!AVHt(8Ref>xbCQc@9)!X1b6ZdzO_`_8LNDSu`EAKgTkGgBjQWJ^=bM8VAVD@O+!0d35F;yL-)JWk2fu`P@CC5H8A-N zFP*olCX$o9vU4iF7oyqT@DF+H{Ysa zzqY9QCM^GY)L{-tOV>*|F@-(A7N8IF*#UEaeqt{kF6b08VRI8-tdUdwQ(aYFli8+^ z@IpyzcyM-H4bt_Ju!wr!{83(gom;EFw{zKBDAG$;bn>NyTOxnJ+S!q=g*pJj)Bboa zaMVyGIbR>|Oy?Re-POE!FE&O6cdqpn$89V-@4mHsH~AonsV{*&%7Zl>=q|e}q%0emu+;-wYm$pE zSemH{YX!g8IEh~^K2Q%377|g5n@i)QSmp#3svgiD@q4Lvib-ypMB_b)Q_-=$JF}?uCqW`7e4Ld?sVIenghj zQ@#>O`>RmSeh3dD@%nPnH8zHCRHLp2H!p*eY=NB9nv$C9^+cl~ zwB=FVhR1a0XTkZlQx?IqW^x8a_Ve-8A$#uZpQO(7Ulalu`&FdSBnfaCUriXt$2)4M z9kzTx2}eFD)WSql7f}grb_a5(6)HO?TA4Y@Z;G6AEmT0^rQA2u%RkgG(k9hjstWGS z!K&Hi_MeU$Q@0T+&ny&sB`lN6zI1Poq-3NjPWoKTM(wpFQw^eaZO-%M5~kO}j%^iu z(&9!&ZI1y0#RAV3KYmOmS3b!OZY+E|=AgwO8|vL-TOy#js#c1h0IOrsv< zP7RBG6xz<-8|yuXMHp-Cyv|Y2!S_%$wUEq;^u2N-;(ZcU5{y-?N^`qet>geSyaqNTawK7KY8$y=(6liKY;x#UezeprVI$SH2id+jGq z!7a_%yL~rgXlpz)^7)|z23F3e(7)+2lzg;HV*`ArfnX^3@GHC=AFWL=iS@jw&rftZ zW>i03L2%u5kb+D))|U_}i|VCJY1^19BJwjHB1JCx)YL|GG3{ibx7bZ6%y1d@D!cv4 z@%w9c2fTAoPG0~jA~u{0V9G6Je z1KKJbKADfj6F-$>#F?N^uv@wt+kp^!X~BKhY(5$2t2xmvq@dDx3PS`~O2uspunWuY z->O?)g}#u;S}%!`cDs%1m7 zXVx|6<4fmnk-Nl(0doNRM{11n@~($-%^cP=ZJE+OCYeY(eLBURbCw{I5(jWKfQYA} zQDI`J$-_-!7s0RNk(#JQ(0xD!>$Y397fs8-yZ&Y3*NBsr@j}#i{kXadaV}H1AKzE4 z@!#zTVg_W`ShutnL;|pBc~*_O1tJi7&$YYD0CZfr91OjsSvju~UF<5JZNHuS(<_jN zt=p=SSMEq86cxwmuzSCcJc!5GzodmJ=Ehu1p)WJ$z>?13U0&!M4Cny#c)E3VSKeK& z)KG9*w!k;;OU3WNPMzJ$3^kY8`2+jp2|4)M9S)_uB#GjQ4G<96Z)QaY$c2qG*YZsd zYRfIDs!l>s=cUdKhN@{$MTeZ$xYJW6Biht5zAE~Lc8x9Ul2mi}%U@G2RpZYckWMHF zcMxdg$_B)F`9BqzBZtBw@fxU%bKeCjI$dGle#Y2K?oqJ% z<5z!UEv80{EIy=3??J0FSJLx*eC1iZVD)uAC#G_z;h4UE0-H4raW1%Ml>SJ%^VV$g~R=YYZuJ!_uTNzCt26r+bH>ACt~ zE%lDfW47jQV?cwj7v3LGQ(L%SuFlV(973!jy|T1VaznCDCmChobKqT%-K1-rOq=P(I;eGoUvp1Al8nCSwk7&@ zuCdk?-9&SzRH3#KUugQo3&TVnLI`g>+AD`$ZUjkiy6XgOn#!s@%SJ^bK3qPH2=~cg zrYWb*xI2F>eg(6a3F{!By=KsGx(wEedSz_ygQKHp*jKs*vpmlkP$VT~7b`BpH$OPV z{UoH|yrIjjLkF{ZB zHqPzc+q;vgy&i`3vjT|IseI2b?*>b2pLsq3Y#f(=WrWscvu64~Tj3-I9O97Yk_xa`o z53W&b*A41Q)%aedX4{kv;CviflcHMq&57I*04J40s14xu!(ZF|o zx*a(V_dI;>J8j(52j5uL6hm8sOA3+l7^ntNmep27z;!%5QQ%QFU0GZbR(9t1cO$+S;Kl_gyf~)J=RX*axByOo%9qXf*J|2nZD;Z7XM5zj&uNujTuKn0C7}Qb3XTQmwK8yKf58J_f(*BFd zsvwzvzZf;Gu~caF`B|WfqK-qM8}<*OD`&V`ecE&s@f)0XlBxu)2V>lL2(aQoTA7^H zuVM!g#uQiE7Y+HD#-LX2G|qx;1wk8GDMn(rCKU$97m0UXh~oV99Cz=laYxV4%)ylL@fQxV2=8FR*tHk^bAB_)117?CxZ6XQ3<}i9&iY z#i6p3m)ak9_UcyDan{v9xq^>N$1{and0P0JiCe7_{VL6naiDlGhq#N^l$ZT|os+Oxmsk1TkKxn_U1+)p$y6;)#gSWugdj_| zQ|hiISEk3u6k|+h^H7P++7Yt>{1itz`V6l?is_TKr%9BTXrw=J-}xv+7@IjWH*sd{ zE6KfDD3-h&VQ4)kKZ?A@a`+DBYM~o5<3rO|LTkLmZl`X!!+Vp9i9}kyNRql;6@o8c z*s+4cOnx76*U2~Pn6$Fn3!z+(TKa;nFL4!8Myh~Dq}KHQoZ_nxaE5_NAan{7i_V<_x+FI#eF;DlS_VOz*91v6o;MefB}bq}Ep zTK>vWj?;R*9qp;0l};-XZFi?Ozm>zr#Gc6JlmJKgy2gX+tNtk}y9VK^r_o$II&qVv z(nGI>poyBQ+E&5yY^=uK9Mze~S)s6u@GF%l7XG5mGLw3sk#cxEDs$hM3&ZDr2&yic)nH|Sa7^%Xwfi5cy?gFfe5%(^Uo zI*Lh&ceCz9g9Jl=d<*uH(GWJC5tV{bsu~g1Lnor~_LCICCwM2e+t}v4)X}`9>lM$1 zJU!^A?PhcfL&7<~aq<_GexZ3jYeBK4`hKbIJ*+_;t!&atK2NQgK}}A<81v)mFE%pYrBmaFUhl98k&VOFDl* z<2%CBUGu?TolHTihLEw5rJ zIa=$Y_3y-3|7uO^>1A{r82|7Rc*x1006%~zRoYF8O^t3-`Nl+o*r4l*^DEO;mj;&Y z@f#1+h%eNRq=&a!TjRQz&jH^i>4-V;>r7i%K*AUG!C~P%_mdf#tyFB>JSCpmt5A+WD?ANUNApkV8{0Lsk?s;RQW7=S8~rP2Wm*Od^CE z6bv&}i~m~275qM!7NAL&r*fc-n-#ge#;c?e|;W&S9-Bx*;C(AK6)@lcd)tSb;xWhnlA# zW{m|jc!}y0Xs29Ou1X%Pusvcp?ULkhOP7_4P;f1}@9euf{H5AMIY#7*b}8h(mRW=Q z_?3=uBnM~&Cy!)x9{%ox?@CM2Emm6v%bA#5Z>BH)Pqjw#Nq{7W>!%S_kAfl81+wj+ zmDZOD?lXML0aR}y?`N82x_f23IWsu^WX_I(w?WGCC>r&-tyI)52!UTKVKr?1UNhfx z86;Eb2lbJ5w<{^<+PRx(;hNRAVrN+A%h89m8H_-mmf+;R zE!>n~@&7sDyezgFw}-dg5_#S(cb|kmG`W)X#8%095c!HsNR+lg^m49`ORRPfnkE-b z#P*^xJRFIJGIQynWACZnhp)&%XJ^p`r%?tYQ33oZ;SVl>$@+Y*^i`zcPIs4uNm0LQ z#BFjP&g-C? zem&mp=$az4E!}pkE|HDMpc4B!MQy+@oPEpTIM6O1^DQwIUHxp4w;m&-GZr(CZ;$Qj zjqIHIsp(I{VMQWOaDJyfn^;?yE}@R3*q>g3x^4>9ajB#%BaBQUtl_$!0!gtZjVveE zIoqkC6`lDKKYL5XqWKvR$d#FCi6ayXjF485L^qZ^;V7yL?`fpoeO%GnK~kV+@InRI zn<_l$Zm)(ay2j4V_FbKojw8w}XX>%ct8m6$VL0&6Pir{1VF>cBT4S1*mP9p?_D+*j zIMsI@qb5`SBq$D&<|yq$A9bP5stwS^dFN7YE6$rlMnNfLi+e;c`%}wQp>LfDXX^B{ zDz0E?*{SNl&UHJl5HBO;Pm!Gxtoq>EEfSTss^b`a=M@x25m{C%ALqY{osJoE%l!4r zN?dN@H?chK)7+)!*x^F#tRs?B+th#&%+X19^+8%y`VAB-#ZE**1WgV*qov1{cA%^e zinT~j0j@VJ> z?pdoT9kjf+a!Ibq6VLT}>?&1vy1iMEAI*%0QbSbyxIO8K8wuJj7r)B`Ch-VQeCB>V zN*12|_NIR!H|Q!{;h#CW$a#M-W3q4C~FE6Hw}@| zM1?8gELZzw35#?0BRD`~aqZUzu2MddoPFe@LyRudcz=QHufVg+;g|ypYo6NpszuOr z&k;&kFG$&;%0jXOL~cuCh*33_EaaDSwT9OxIDSL#D>zA=lI{_9SIcC2l{X~8f)@K( zhhxTH{Z2E;u+$#taYjxj)Cczj;S#-BiZtw<`=u}^Y$?U*qE`DFZDu2vJR7qZO03wD zPdoX}uT3OIgfCh?Nk{f++*~-j-9%{v2U- z6kb8?VubNppZs5dUS^2nWmpoT@Hc!k^AC_sKCGgryDU|#Yx!{_!Hm*#fA(I=A3Iwc zGJ-Lg!NpUL%GL)*sYvnRc{W8{&$f9DVQAbrl1!N5;f2F&zO>BG6P-(brRfYQ6#yg- z#iEhsTOCfryOflqn+iE;j^2I0ycW&iP-e4)K}WvsmWpCOYOn9S#CvdFwz9;5sHdCj zow=T-WYRgy_~Oo5KRE_w^X~(j+*d_82qdj&^j*{XelSQCi%XxAAJE@ZzIz$A`mwIL zcrREMQ=?Ee(gxQzYxxmrr(r8US@9OQ?LF+cD(aO=T*1pIFA6;_lwRZ5+He`W1}(DV zR|^iEvK;5CEhXf$&$riVAh%K+=r~!h1RbVqJl8ovq#DR4_+uz|iec~_Um00;Oex`| zj5qhMd_$fcF0A>tVx`6v< zoAHCO^pw%P71ho+M@@}R=0$WL{ZUp$JK^tvg}W*$-*1FUQ~ z1mIx0Svp@%Z?%o5NvZ(_?95d8IGsU40s(HS0{c9?!9!TKqr)lr5kap)D|FoE86Y11 z;R{4+ZR83~mezS!gp&oM`+{iM*E-K99!LXq?R1$Tv!qRV6-VBAgOF4c_D5HTbQ}Rr zI$4tbyk90^S9L6h>`BF?VUhe7f^+NX&FPf475gMep#oU;dwV-vl+AngB@lBx;87#Y zqJOw-whhhr)Fypyyaog;#I@8@%$t4DsQsFPzx0r_!-RdkDt#)OH#1nA$=B?$NRV^u zfb{;;=G47*TRJG^2uwijB9yL2FnfCz_EaYxZ2yPPWYKhBr#A8Yv#f(x>M3GbzxuQP z7k$vX#fO)}Z;bo~RKxY~+IbLm6gQ%A&ar;qs2NA~4vB1)@` zzkNM95%FTEV8p-V4fAs?PK`%eAT?KHCVmbW#H6_%W(lUE_Q&Q-XHX1jdJU{-q5a|B zxjB7|6Z8^4Io<_^K^^`z?utJdQ6k}4vwj@-?vvO`<(AfsK>YJefuB9J>u2R`Kd6n2 zpX86md{a>1Z}Gk{+>ww*0l30#wv58<)pwf7oq{7>4qcjGT=p_22VgeM^7m3&o$-etcdjbJ0BJmG#Gf=R*3>7rph&BxQzsjO?-lx{8B zbe@8WotGKWEUUrnp%=;9bP-2LhRk5AAY-S?clOjG{^WV|h>b~D!5u5}ac*W6x;lX5 zhkTZvih}J8hGTK3y>?7cV3SAS&IEpHE;mWsBF@3#m-nM$-m3m!vD_GtxXB6DiH8!Y z3<~j9I>?({N-PHviKjPuSI~Wj*u2QHS>YV)aAQnz8G6lIo}{K|&v|&=+2v3~hV^dJ zQ~r9&OfE9&|DvlhNN?fFKhjA}v;T06R6@>n1dcP^sQBnNJvde6BO@oG=SEPw`&h+^ zUKjcHi^Q=yMlBrBt7V70)g5`SBwkTe3~PuAmZWP{AcfCbrFLEfWh!G*dM-ndA#Fwe zebBi;h?Ag+?P@(aW2)dwZPe_%?raMf*(rnd5jj=KZfRw>DLN)n2`M1*$I zz!oGIO0V}hp&gYHKmNh)^(|j`AFTZC&v7r4cjp{vvR;e52uDF+>!y+I*HAPfF4dM5 zkJyoydct+~PR{pDXt`B%eP^NjRP1iF&NmncS2 zo!6%9Y4%l}JcLuJXt!DASMpy7H)M8g`F#n!pMUUoD=|(R90Wvx&c)W$#35M_4r-VxTO$iof9OWosA8##HbqM&=hh~IJU1+~D-gFt zl_VZjn@LC-tQ*toq;rjo8p(F*hlu$Q9MO>-u}8%kQ}>sx~12C+PAQ@I5VJiIwO2hU^BGfOLB z%M=sSecK6mR{z9OWVJ>51ZBbNs`f9saEY@qtQk$CNb`U;E&}`B62eAXC+8nLyHZpO z{?&yfZ!0x*UA9iaqmfWsT;I7!8;&kAbf&61Ma4)oL@Bq>|2ULV3n zT8#3ffG4nd(1O!lFYKK3RH2q_r;^1($>?WTxs)fqjewRDXzkxrN=M>m5EBPTRNfHw zJshi)>Z7remXiq$P9!9mKWmp%m?k{(ID*FcEXdW4>PT`QM#syvmj4KSFOL+TA8eBI zalyO~i-L6gZae8})a-NUiC0n|Xm^wNrdMJzvMIc*O8HuXMR{?=YQ00fc68wroF{UM zaFmO&s>1S{-_1MWjX!xT$cN?oDnF-478)XX)|bYl7q7(|E{f2fM^2A>I?j$-7HP8M zzw`2nr`*pyYCR*KrPx>u+MdQXE?^H03L(%Ue<7ii;NGJm3dK3KAmJyCA~@>h(?t(q zgIf>LR}<#i%`&+Bq4acWT;t2An3K;2+d}-@AhEZ8)C|dFU=!YKX_P5xMWF-TweoRX+{< z;MJ9$+t=fj*|^$$O#*Ygt|~kvgQCpGS9g3Tr8~j_F(kVGk3)u`2JZNFYl8M&UiP^$ zPNX3V)$EdqlZh#wQMQO$Is0Yv_4g+Yk%2P-{R?KhB7vh$BYDOvA&bi|aV#;o_uNUe zvbXman*Fsc#g!Jv`*+uM`E7`$E#+$Kys@>EV~L zKszH5XwaaG$0lYY$3L+6LduG#RZN-bDxTk)p#Nkz~pX0h4cLHn3psz+|> z7@{>1m8urD+^SvV1Z10SJ3OFLQ0cKFNNjAFoq9yosCvJ&m)ZcD2Is=>ro(!bJ@3<} z)Dx)Vc)kjptvv7RA%|lh$3Mw>roilzsUh|bD zRY6!G49k{tkHQhMyl%bY;VLUIXjFE<0olctF$#`2oA6^-<8h5?HcFi)9oeMt;etr$ zrpxwT{`5PhZ&|LcjPy2M6NN~(ict}&BJ8;ypH!y_48yxnFs`tKCyFao%x(-NK0eRB zz^q4>Po{Sa!g9dE|jdxh!U$_SeV_Yf%JR;5cs7)=UW8JCN==Uq{WxiU}zt$%ZW#{K!;ksU)~^7 zisLN&4<`OZRL+nd@V`{3ESu0mU!i>M!lRW@)N5n|pP<_ZRIeIQ%$SEi~nzAuSMcxE<`R8u=GvEQ%jsAwme`VRE=!D{eWdk;F+bSUGab-#-|tOIxb06*VIU>jvk;36Zw6`-D0q?BvJ&`q})#UZQ5gd z?9eLYOnT_Xi)IsHm4Ws7GenOo0s8LUydVK|QiHO_s^PknV&~tyMt#vLrS6* zgBcwh3qMWsGLy1&dOMHBuSNw6iTC2MjIh^NaF|)n>ffu2u^e!l%z1F@3ewJTNtKPk z66hNZZWXo#f!RJB?na_kdw!JD>#_&j%Q0GHV!6t}5rS&(M?*Xoh_vy~$fN?fJx`*k zHAa^GUj#ag8{XSH3bH!%SvQbPSbRmTh|GP{a8z3=Xw#nlBlJ3D3~^=lxV0zltJ)C2 z{SpRT%O3Xv7t8VGjPkt(A0GwQFh&0l%jB1-NP(&V+xF@+^qM9DJIl7UTalfd0s?wR zmG~aX94?;M$&C83E(BEA(|l(_AuNZVfMJZHg<4#U8`p*xhI*N@rKo5k!6qAJ^JPai zQK^m@I?8FHi-DLvMp) zBIe;FKHK?CL~f(7LeVw^R|M!%Z=+fsOc;Z@bw=dVXD`&Jru~j$(D-S`n&^My2vt-^+q4nf%Pax)?^-^j3(itzOInNeoJBGOooU$0WH~rDXbOkVo z2^z1wf?d9MA#&P>wns{IEOD%S2-PMM!Ah@usgQ{~(-^>)k93~r%Nrj3L15SF9dY{+ zZI<5Zgy~KYZ)n*n1_Q0(3nm+Oc&fOl!{RzT)Y&?W8I|x5LRLl-uEqi~{4%=$sQFXz z>9=@x{_`Y(=qo(;S{y?{AvRprRkmog%FtaFd?mJP-F%4|_Q{4>C*virH(TuZP4f^p zy?f+`r!H?IWEpN${B}2{JFlHLLQvFQ+vU>br@!~e%D${GsiE00XCa!U;D{Vj-ye$|@pF?X_ruoCrvR?c`~=yMT)PFH?+BW&az_NdoN zj+O^AaLMkeaFdZF;{qJy+%5qC#diA|k5O0+J4H=zoP-*)Ya@!bnrjY~cx|zQ69<&% zl?f#w&_M+Q?jD3r@NaIIp=L0orWN!l_@WG0zeJB@()wgYXfKJt*U+ESeBo5(Qht;1>&EhJxoi< zCGE2r@KAc#wm@?jm8}I%aX36IatgNH?;A)G(8O|$Y6kKRJNIMdwnuYo_-@45ou;0h zQZxKCy^n+aRyx8nP9dOg@TH7kH!tn}>{VcPd)4YQou3xzVJ5@UpZe*9l7_vwnqw&a+?T&Th{|l=!OR{( z@@)8JUuKWdo7)C4#W=^HO;P{Mspb`nirht{f%hG?{T{2!UDk00giOey&YuzY2mDIM zx|P1i@Yrh5q3oAkQ40moa=vVn<@;ti2KSa}VKqCi_2Y;M4Feo%5_j6W#dl5FJ6q(A zgGO+&Ex?!5xwtLb`}}+hDnmv9*j`@y11WZC9^3&@ie7P`9NE`Ib-&li;^1JOuo5tA z*#c3>{e%hC zZp@#SXS7l_G0r;P|L)u-0Gz%uHhEICU^CpyoIvGMQ& z5#fbUz1;U$IT7cv>VPd~AHX}u{K!E=mUDAWi;8*TWZoGoc#^UG71h*AfG0kIH;{C_ zow;%|Py%7ki&QXxA_Y?qIlZJv`kRyUDPEcW3`>t(bZHTJrGd9ggPUgBX7-T`&yA@0=RB9`C<6P4l@J z6L}?Kq_>gWrjcQuMH-H8%X`eub%Hez7Di0wkQ9k$d>7jssF6HPV&vJ9cA0bS6tk-# z-k(K@0Q-_4b4)bVK)l*Pweyn-56!2UkQ%EA9fzw`nioOmIj(+w$Gdn2-)M0|^e~K8 zH#}CBIK<>9q*;nyJ7Z%{7+xVRa^%_=xKXHd3$JW?0e%fwE~BL}OdQJk z7DK2N2Oik)iOG2NI`u8^UZYbpn38vn`J#G`iNwDA%7JLIio_#Wn|iXlQA)MNYsZFR zWR`^)ukv2OrL6J28vHRWS$rF2n*o{etxZZ<0;cEUQ(80( z)gBj+1)biSLWWKOh_M%ZlC_rRCiUW->r#+=vr#edEuIAF`@pKqe1x`o**C_(gN}~v z`zem=NkW2nTX;c*5xBbNJ1*prOl01}FLtd^$*S(WbydxmqCMZxjD6~@F54%|n-oXV-7iLF5iYta0a1P7S)E8>)exLHX$&*}mK?qtG%a3x^ zG?7}n;m7@2^x@CR-2WH!KMTM_+9N}YnRqK>5o$-({U4}|5H;OPgf7P~?i%35G@rd= zxA+K}>tDjHq9(&vBQsH9hrc@XVE)_eV18Cd8)^GtV>1*s5YFrJ1P->7H&8)bs1AjY z^@ALTI+8F>@md)9L5|>5NxWX&Lq`DTnLb}B8B(O!cIHL}m87iRQU3cDe2}O=Ny>MY z7GtlKUhsacAjP3E_%4aS+T9)stXG$~wVANZ7V+xjP%->D4iJ((?)O@NKS{UOsl6DZ z@G{@INYL4@*$V7Y$45J6)Y0vL#~9JtL#csD}$;iZgqGjnwym;I6uelBHO{%FB$_4y_P52neb+cyN~}F zQ}0a7#6oHPPM>dANAd(9P4#D+7wBb*E>k`@%hzHu{p-DOOcTnpG9|!1c8Q_~7BP~W zI&dPub80VQdvem)B&NfpOY$e?6Ijb|za0U{28uR%fJ(1PlE%kyg$LaLXC-pmQ&GO7 zXY}eaH4*&k(hwTlP{nCwUuYON756hrf9)Vtyc+9^lDjmAhE;*~i)fUvkK47vu#jw5 zFi*J>a~=>Y>7hQmPYE88TAW16r+BpWf(A{+RdYc!T&VqmZ8Gq`?IaF#$tAf(D4ozxAtZ)-Narzd2>0g<&C7hg_I4W!}(%s zt+hLAMs)iE$n_k|nz4qy&4H3dfj_X;v*@y#SSZ~dET2PmlV#k^TaE2?f(YJoM;ASl z>*nLQ4F#Gbk1Ye){n>qtQ^gJ(l}dpS z=U;{oM2w@c-Q+)zijKm1UCnT=Z8+YLFqe1*cB}I{cj*$LB9m#S%t5d=!lC(2W_1PD zCoWvBLM1O5#+(J;C@?nT9jcFuxMFU}$w1ClJxL~;qWiHvpoi4T7ZXY@&793J|JBH| zib~9hp3}76SYsWtvOwYIcsOX-vAnA(s?8@s**jpfSX3G#Ho0K?nyOStM@#G?KTOBh zacingH!T<(;$rQkP*l<@Cc4C{m61woOUBxZ7Ug~@>gC?DKPVU#sCD3@;Y`I@hm76L9+HmAmW zVijKMx+K)R`YiIM?TN2FanP`-8zm8_!`F?uTWIL)F3u@P*Ljc% zK~|FoDRX9Zw^|jY%DOX6Z>aUoS-V6pY5Y%t2m4v0q*Vr(=8;L93$#aWtGbzFsZp^ zaC87)`=*dLZOqzfxjgTzCW^~LX-o`WoM5O1>Bl$r7)v&H9YOoX-C!LT(~qpJ-i>|v z+0ayBh&YND-VzdoJcm*7J(imj#(=Bs7R{PmpqkZ>l&JBwqrrq2(!@Uz7?ymPE;YDA zV3`S=Hb;yzExYXSpn!lMo%)k-$lN;VvCQ3d&C*f*4fjkL?<={g>#{QGpzRCBo`kXs zHHi}XuezK{CetQF#(;K<(DeDjQ{hKQ?SJCHl@tV$^8*(FsGp>~FAhU}Yh}^B+GW{p^v0 zbPBKVT(9(Z-G13%^jxT@q$BM;NF!2E%>l2FZUy~1DEi?PlB4kD%ouh8qMl})xK0_` z0ZFuy!XcK`0cn8@G>N6(ZvKVG-UUqJWO#z#MRu;2jug_DFwFQ8M4+ z1?`*!3Yv~p7x%$K*eaOdQ(`n*02G5e;=03$& zfslFLol{jmjIH)gK{m^(rQ@$6&ZFWDrs@tlP_tBeD zn0{{S5%uBD8g5s#y<$eLAtp1%L%kHa3%{(MqOu^!gkLw=HDL1|TN%!fa8k*$DJr4z zN^Z>i$e*sP*!-^9gT;I{9f8Ck1432oVKVz4?v$C>oSX-z(Y5(ZJzBcu2klp<#EqIxXtz9%#r7qZS8>tG87`iUN zm&yuuG@=zvl(D?YM?BLvyg?u-b4?lyFDZv2bjc=JgiaSi6;K{_2Zl;|-%6^nB4t6x z9Q^oN>X$@-N8E@Pu9)mmMyzl}`W|FdP(? zH=r!f!RfM(L|DtH-_1U*JsZHiiaPp3WGKU`ExR*LVUg;MN?J!#{2vu!3=%;sIk;ba zV;px(_M{`%nTh(WX|!uhB9*(0;tB=i5%_;I&!^v-c+hbAuD(z94~f6NF;RtUI*Urk z+nDn;VJqfbB9C6C20-AC^%XKS3Ym@peV{>I4Ul7k?=v(9lkpi;GU8Bt8xOe@HU!ND zZxss?<}_g8pKl%gkmmbP0C{1xiO+Tl`6>jMRJ5Q&g2e&|mrA$@vhMvun#P`Jv7{?$ z{O_0PDRWjFFk+ta)W6J8k$_R~+K{)&+G;n?|bjz>Nd0g9S?9vsSpDH%l;a)yb-2|y9oQ1J_<|E?O0BV_x=QZBGD z9n`<_qqSST^r><856J3j-lWrDBIDjQJNt5SXk+G!e7rabbmn&iLhDOm66E`4ngsqf zv|JtpZg}Jz3=9Onb4+mL4|B^OgRY;yIvS1s`+yfJ^u<^G@6+21N5J_`n4P{?t4SHk zPgnKh4=!TiZ!@zh-Ou%hxo$+|Gs3m}q$uP4&;}SDoW3bI1Y~kI_Q~c$a)z< zb7(~*4YyLORzdn@1bg=o)T@q>6-)bWB|)r!xQmPgR{b{p0-{Bt_EQMPCY*1I4>5Dl zU5=ja>kt3=cHktn7I?W@ z_s)<=*(?DL>yX#H=(1Ea9K7Uv3VW<#&&=U&h^*)276Lib;xY!VFUl=7x9~myT+O_uKS$(9w+m=C^+JT!+eQMYJeKJ5Qv95xUSI4O>OvCZy7g8h8O$Cz zt>l3>pLtO+#<{Af_kbyWV=POeo1!3x(gu*X1=)p|X*< zpi|||(XZ#Zy)&fMAdggOHG7B3DGocUMw8Sz&;tNl{fB9;B6RFPzksSOh$$wKU_GjG zRUAx6+PwJJ{@~|j7+)bV>LT|b+b8^RrHs~`zuV;V9wDEd+(8sbr2|G#OHadR7YZ6S zV*b=FS0x@HC_N9(sbkGz(&dk&OtAAp+J^?MwQ4QyJ{V1-0&D}XGDCP90gdGLa(Gc1 z!b9vWCAxu2KO`cP+IL35(9H=jaE|U90pL;*f$G2<#;kMf>#^LzF=P!_W@L~liLVcO zQL2YcKc>cb*C0*(=%eZym!(i+JIvO|S%@(X)?au{69h)s8E)Jr2avLqb73@{WPl#^ z+koS9-xCB?*N*6+Nk9COM@jvgkIQ9pa0e}g-T-C;Jzt-SIhAp(EjREq*4@h+;&QS# z?OmTWJ?fEv#oJg>dkyA~Msov-Hs{dN&x#iz(P+R^BxMUTRVW7>6Pica_>4m@=!+&~ zIR{UY3CrgT5|wcfM3iYU&$6H})5W{Od8s~$f0QWmZeJ$%Deiy-UTn_|U_roA*fKLD z{_R00B%RdtOzd2w7(3u@yP%P$Df65ef@^_rs=iRwA1r2VT!wyuhHP(W=k;|lD75S( z9;Ic|hXmvutzzoSG2nRKJHX)KLJ`t%$INC#>(Ga_YGm1Q96u#uq2$G?^KpQh*8VrSZ0rGJ~{y@=!%mwJYK( zbK`gj5OIvijk>r`hI4}&*ehSKbo=9EU`sCmqh9Oh-BM;3aySQb%m{B1?du<=I*$FX zT+Xg1sjx-7(Jixt5losnT&Le?ySLm}4YAmaVIOc=)Mm|!b{@>p+6=%AT(lrWPOI2eT#FV#=ICi{2$=I4FrC}l8vZo?hl{ptF#RmB5u#nJ(w%unhKrT8REPO zy89r9nY@x{*>tYbx>sWaB4}jQyY4k`y;!xZR@XVKmh>ql4`dD6D1EM6ExXEdb8nd& z{wzd#e*4x9oSC^Sp!^p zikERHrYeSV=-#!HDx{dBHCO#(n)$GEMJ&k2YX%2f66@h;W)vB zfdr-Ssmwg?>m2%_k99QOG>qR8--F21ww1uJs4P=e6*fk=S`M!Q%;ZxjZNOFhNE9y} zwb=bdgF>TSV%n)OiTP41vfK;4d2kT z4-`x=pbBmQ3*=z#3vZX(#hzo!XMG2E-N>xfIIlx?9~96q>!O~#=;}jdidyAgX{S8N zp?sN=2-UZbexT?A6lPsIN@LhM`9wqSWd@HVxK~J z`RZ=yZ`$~4X68mze49xu_7>9IGO#egGZIyPg#Z-L^i~<{>@nSw%=8KTxaGV#i_x&EnJ78v1p+(^gTslr^eNv!tmtj}! z88re}+;SEtTr@O}019SG&pKT|6rF;DDuX(s%roh`zx&A(+PihP;-DtF0BCyMzP`=Q z=j7Fzq*bs(>I zy9`AWg+%h8j!p3IL{LvryZexzY`Q~y;x{1M9xj)@AiB=K9LpE1casqr4A%*2sSl-n z5OYd(C04fV?$2pX~4nI2uqw{g7D5j)|<)0qMbAt>GCT9Gp!miIe9MD~! zx_(zh*98Po!>2RP)wbO=mon(o=V=JaGi59br9#bW&adeP8^>}6mdzP*A1h}VHlnIf zA*{BVX0MM}3Z1Pr`Y{A*_OCM_9)Cuoi4PBtyQRGC3(xVFWJ-Pq0ohLI~d zsY?zcOYG>WZF@~Bi@McEG?Yr3ifyUUqE2JbS#nzu^hm`$+)0O!ngmrVcwZD}5lEyC7}wLe~q*cZnIUyii? zBAQfa0alFc8|T0OKmU@gTMzwF9Vd~Duj>`X^f}^-j8Lm{U?}gnCR-;$9vjP}Pg|#D5 zUcp$1@PeO4dJj||j#~`Wq0*at()QMi^zHywud0*HH(dh_=o~R(AMExN zcnprpq}CWVZ1zSr=OW!P(eF3>qT&FY3O~l)%(c}>hMP0Zsae>`XTT<|KRH6;(j{P5#Tb_}=tidcxzA3<_8CpQoclewL9_LJZF>+)2 zbL8=U>_7YSN)op`sYv7v&1Ev2pP55Z;`_D(0{kMmBxup9W_ECuI3k3hCnwK8c6uQW z&xOHnDcL(cIG-XK1*UIPD?Y~dx`f^hMq3vbVUp#>y!L6JI&J^lnGxJ2B-gW+m^ZKN;QU=CcBtG3=S+~8WF^#w+ibo!^7Ik zZn_!ch}3WQB@#^rhCO-z^ceVViZ6@G^p(`nvl9MNt=2}*V>!;x@e>N}|B1)~Oh-OU z%2nArz8*wwz?=zO?ZF=6h`pO<aO_aOZ{fQzH7|+dTll% zAR?oyPf&fXx%SVTQKM)3^*kYLR1a`box)4x@Vt-6_vTyaqaUL@$mTax03eU9z=|54t{hf7_y-!keE(I79gJyl9E* z{#OWNl63vD-Hzl1vM2|*LF?%Tikxlofv^1*67*^V>Q=-QESYeC&@B|fGeGriE&#(m#&#!u}81Ae)+Ok$NU`)P6Z2B(U8_A$f9EJiC_1JT13cM9hG@^ zi=UP+>t#lM%$0}QsoSS-j_qromcGwgC>JOEz>`5BldPfe9lh4|lmMHI#$};h+Igqd zA0wB&Yfhwg`!)D1NDkKZ^3QD`#Hsa=)0wIAuGf>9vhYLJk6LpEez>wrCE9oC1*Z|J zc*8NZJHrITsGb0_aDDha@PO6SVdoI_nEcT&zHj^&pdw!bz?F?y`$)kef0xgwFn6d6 zeX=Z%6CvOuBeJtv%y5?rvSdA8LU~`Qk5PYiWpYx8v4y?S=81iQM8^^Ck~yq>8`wt%c(9bsnx&uC8&ZNe3eKR9AA|_zva}z!Q4jCF)Ko z+@Gbn%#)PV4N-p#g5x~iWn1zQECqt;+NCYDLQw=Mcrl6jc8}40YqIsNok(Rp3{Rp> zePX>c}CP95DRRSpJgri+rIUM-{1FhHocQ| zznNXuGaQp>tspdM;u0Og6rs^e$c|`lIr$?jmxnI@Im!;EZnCQ;=k{bu&YoF^!g85j zO(2gsI@sa*R}jQA<~l;@ZTz>ec&4@t8`&hsrg%S#v>?!MlRC1CE+b4yhhbBZ7jU!< zWNYFH^+hr|+sKuA%Ho=nZAu)Z&xjl+(h@Unv0MyCj0b2*A5KingwLtkzsRKIebqT0 zjr$agDnj+6*dD(L%uZ61Zq*VH+YV zpT3IrwS?jqEarpB_ROSB+E}nmfNc`+~IQ9}y!2}YlmpWjVRg+tLsCsQ^qM)u?L zk84tKg@|cSo5&r)RvB9eoG)67isXKZ-NE5$?E@ZCQy^?H=JiMYJfGJgT}A-^HXru7 zUaaZ>IDkF6PG$!qr;awKMWVfconbwOwK~Z$D-k9iUdNLC^1-TI3*{0%5%e?fl4D*C z??EL)wblU|pK?w1=woKgfHj*<&3!pL$;n%ZAK%MUCFb8uEBCK=IzB5RrpP?~e$#}8Ei zi9v%6ag%~cH9}@s{82Z0JMBQy5U)Wd3~R1GhB3Po@7Fut{2>8~`+*L`=U$X*HWq>O z)I-hjj+%sv19L$;fj5yM+NK!9-e6*vP43i&cfg!_3g4?3JPn0N_GmXN`*I^U&miFO zoY2aoH&RLD;lf`+u)#8yb^W_|#8O&NYH-2nc2G=@>qYkcZ<#5zdl-tV$jRHzOfI5rfVtqV=RNH-o zPtz}iC4c@>6FxGrxIlk&!2h~-Pcok;h8?3=hjUSbj8a&4Rod$}|UL@`zcjIH`N!H}0A!l`)3^fBRH@+nqvIr$=s zkuD|jA&jh9N(j&D6&D?H`FQX;NwnjxcxJhl4|%^GZ?#~LQ7MHu|5o|n^aIIcjc^sp zAL~q31Va8b=;hNKWNQXD`R~8WC2cHp8Y4hGi0R-+Y_=@<3hD~NPNn5hpVX*pLFkgj zNioU>8cdUd6j6d#cFZQTK%I**Fvcy1DoCbvV7>%T9~PJJYztZufQ-8_lK0*wt5OZ{ z1DyO=zD~ayD(uLD%_%#FcM}HV&KP-0b*^jUk-yIiidkuV#RtzUN=0i+BR}E^tU0^) z6;No&oU*%g*&opuW8gd7U5P6ROAX2t?TTujOa+g zQL5w7XO!5%Bmj6AR9^xv@}ca0r%4M{ZX3skYDRM|Vf7S*iWzQSy+J~wL8ULXTFCVQ zN0H?eOv;wi(wUn*Xgw(^xNpVK&Ye|uJ)PTM)K|OVo5@P;SW=`DMJ+mFlC8Dee3k0d^jQ4{+G|~OSYd-#Ez=k6_8X6oQ z)p;EsHGmoS(3t9S?k56u%~CFM^ti>l2FHRVzKeiX;Tt6r>-q_x(N$v(uPUS{Y~g2E zpn%1;hlf+g7$8vMmb3lTM%&>JpZOkxi%UzO15Oi2C;36_IXt{n5f&%8H65g2(x%ne z8gF4l+*(#R?Qj}<1HyLWsH7KZcX@lPTI_7 ztfRB$P%oU&hS{MFn#Z|pfqHgBeVScmJ!N&Y``fT(5b2hn-S0jy66yI!q-4#)iZw5p zozA@2J9Gn;G4yJCL+_~pEFkR->a}U}kXzm97rM*--{_9!>4Pr>4TSf~isI!Nr9P>M zqrD8VZ8|cN!hWS2&Oe0DQ*o!v5K%3~&M)1+bW=96r&|SYzqeyq6oI~7YtNs)`4sWp z8WeN*$fqWk{7Tkp)|%%{qA>3#Pr*p!Tc&ox?@Y;N`PYaJ>V?uaF64okcICAfLw+x;b2Nt&DXMm`jHDT zHT|?3+!q}^2Z3o_&o7<)hOD^L%+E5&J8eD-G@B!K2S7IUb9j(PDHP9kYJ+_uqsKmC+`kPFR zZj!wQL}5r*pl{PJv)O<_c}@YNorpknsYd?wf5_!#z9(z!f%m_?UsPY~Kj^T@Ht5*I z5{p5L$yn>(<;nt(AFx!g2x4U*u5M)Shsd+lr#pk1j`0Ms9tg7ZAP2i8{csX;Aj`cXt@PBx6; ztfarnqc~|Z@k%oZ<<6P0PD(>Z92cee@`$V+Qk}!1teqWi?w& zw;C8lGu%Bj`Mw@nomx@|t5#=5UBiOLwt>XPfdQbTZ0Q?TjS_Z(EC!V)`nNKh#MwSu z`m2mVi3F1lC?%S0wSOqU?;C{{ntMC!Qna&6QT}h06ds+$Ta^|=U4?4B?ZR#MTL4aY zNgy%HR2Ki~&E&5z56Ym9jQ?x9t_=6$-asz(1G{X?=l!J#hX{mVu~3&LcB=fv#*??x zm^xtlFkqAuF_*QEk#1eSJ1XuQ`&SC1%DZbs6+Y;#k#Y8}K>CXKf*N6e9Ae%$mK{v+ zs%l^q=I^FmRfgz2&#A}+fs!rN{h_#QuJS~lr2uZ=a)sEOiV5@<+V>A=*Fv%K9RMGV zF~*}dL3&bq%1La*{chLL0p3}pLngI92GO!<)K>|Bp*mf9jYwiLHN`pZZ^%|l@NV#M z8sezS3A;aXuZA@79>Q;PgWu@4Dhb2GHO39m{7^hZcKZ#uYq(g$@kr7<)}J4$3)mEk z8PzeG`EeW8oN@;#b;$`);;_F&;On=Bn(RYsqyqCU^UCAbVoxlvnh8{>r~v>>z=8pzuwddYOLl#tJ^*7xIu_=2!{|6?z^hPGe-duIUMFt$RZlUv zoJ}b&z3f%4Fh43{;38#2?(~4#HQqeN2HbIYo0T}h3Yr>+@7)0>;zRQW-zD=?sx_fW zs;qIg9o1Vf%l#`@#K|!*c5Ix(p0TXID~5tE%+%ty4NtV@td5ptIh(c3)87fi!Q+&& zvQb!(U>=&`tkuN+o2XdDlFq`|4G*4ugi!h4NNw@Fi-uc7qFD_8t=>^(33V%Fp3DB2 zfO|r_9(iz^?m-u_!)>V5)hcFliGx%^EUX>$W6toB5(0M=WLL4pOT)j2O8|Gta)+@) zprrkt!SpI8T`lb(g!|P3Z3}f~A`s*(B~nh^nBR{#L3Zy-*Tf-@Qk(U6FA-CO_p+B^ z9dE}Guf9VVW-#u9Q7Z18VdzRFH^9uuV&u1{@9^2bC&6Rbz>bEz_6rP<<&DHT5L*OF z98>xeLzHI)d&0slf}hwEpy!}v-uYSc89%fE)7W~qwMK)`+&isGQxEFIN@L;(I3O{) z9E2dK7sbL@H4|ep2BP0{jGo#VC=;=)5R3%iS2ZI+bLxB)(JrPDd>rTR<7eG@Mmlq;8^ewthI>)xx%|o;z8r_NUZsU9GJ%dg%w?_u9}O^ofJP3t;lvQz z1;&1#tygoYJ*!|Wz1;Z;D&;ug$a%p39aIkdr-}SzHH=@i@MgPgFhM=j=?`2SC~yWQ z+RYwdCzH8QCD7E7Q^C`3-Pji$qIfiTi#vZmGmdfF<)t#y#rTv+MCSvExH&I`gQ4{3 zSqnhgu*AKIVikz;vZkOeC~UMT3yE9b z-OEuiYb1^7L|lGs^wEptY^73a$;w3=pHmW2=b40zayY$~g`tml;ke-&6@1 z**GJI@&NT6Liw2}$pw02cY8gjFDA(s1xl7q=3If*E(sK;;JE*rm4qSsvHiQF-a3?XKIP84P}ZSMm>CbnEB-x6C3B1WP3I+w>;g7sJQbD3cE zLT`+~L2nNvwdUogAU|bx$`6MZC@(*FzmOt zQKEZl$`RO?8go=MvD_;afE0`vy_(Wx)0|R}p4g>!G11qOo7bXcsVUayT_w3X+Yg2} zbv=3LhV)VNAI6l?qM6Nt;E2DfjybSN-+>V7nKz_2M!9|Ve1?Wg81ZM9@@DG;!?>}~kN3LPixOe(r!ELIKsoAOq#t!H)5dG96}%z#R!SYNP=x31Gt&3VCSPrwxdd1U33)r2%gSl1 z)~oXq0*s!Har7glycvZYU0(~ui^V1a5hLh3OIp)5ltDs}^y=DW?1WzV49B~8O0rc+ z!i(b+3MiY=W1x*fA(x$JnkO}*PS5!t_oU^GiVebMOA_K1LfA|O)x58@zVOVW-Bd$z zNitE4`Pfy@=TZTmYct@!^-g5>ZHTWWgqlX|W!^og0DevB(nX>TgIR|+uxAGYNB_`Q zLJ{EW1yaqwSL{ZLWBKW?EOYzbMG?QeX0UXwkT(%`l#f96qX3;`5m|T21@S5bIzg&w zpU8XAPXa5mx|@Y;y%M@T7y$gOG9?`Y=P<_bhb$-%kA4`VI;QJM5AuJ}7A=@k5lhYD zF4$X3XNN87TN$)$zj;fLXq7*=PIbBX_A3HHIR1@2D%n!j;LBTO#}8+#A{PDGCQj4g z_9)l(VkZz&L<|wtc0uXQAZpMwLTdbR3?gCjB%8%Qt!_blpS04?Y3`Vd8L=qF1&c%g zCwwzBv-NM1E}y)4;AaY+_c|YbttW!>1-y(@6U#*JYl^S!r@Y$nwZC+nJD+);)xw7M zj*S41`KpWQ|90c8bcP@WDPI{vL3)>&SyUW3Npj7OjeKWR3HQ+j8xS<& zU^xYs*iKIP5mqB~KQNTNb*9xris!8ojku(i?rWQs!Q0M=hwmD)E-B3y?%GJTat1Xn z_h>hixIk$Jwow^u6Q=3TSS~?pW_V+F@1l8C=uraJa|tokS_bw>Gz;lrC?#WDwhfgu z5*k`&L{Ft0N(rM3!U^!7_DO)_=s#;+yX;EXFo0Miw}jc-P5XzhI5%KbI`a!#xrpJ6 zUqxDlKV6a2533<^KvEP*8)=`MZnxJqh9bm)0W;9Vw_H^=KRDKxO45G4UPui5024)P z3{>`8QM>;tr(NT+Vz6JLTA>jws><${BKssB3`&+^VCtA*|M$uhw0K%&P8BlCw-Jw{ za_iI{mOPWLU!6u#^<@ab=%1rSNcSw1Yfd;$nh2}>x;wrVASGPZBkHJQyO@t-TiumI zwg;0wt-$Kl;TfS4M9s%X1v&i=l5YdeGTGGr%KbZT{(?I@1-VS~S+ChRS6wc1Hx|U{ zGQdVr3k~)l=zniHxt(*4X45!4!BIFH*I^wCM4_Y$$pb)BMG~|A#LMFcNsMv%N8WL>^7AF4O*Er4gP(7Pm zhid9EDT<Ao_K1h^xdG{B~p!eTfpx# z&EEWgbbNmB>f;MdXnM%*i{mAzk(4SI%tK*HT|@3J>n|<+AyyC!MK2d6+dF(@ zpUqty=m-lGgqP^$bduizBED}Q?YX$`ivBMVpQ3htokbkIV|=N;Sc(gWZu+?{T_cXE zz+R@=Ar-#FVNM13J}>>Tb@*??L%t_$1I?~HHPrfoCg zm?-O<3)TmJh9U;Wp~p0lXc3~(iLF{l<-Wc*egFwkx^%gD&&L^{Kl-IwMS(^kS~I*@ zq$_PxUQZRVQd^5DQbCB!884DO+4#EC(gVJRF9DM?Owv?ig~eN5Sy}hxdn{+27ic5C zsE>y0pD(poN`ez9>~korMeYolAT`jU?`(0HZk6Ef*|a$eIiu<7N_~0fDK?5{*}^ESk!JjZ;$h(nT^ns(22 zix34d{-kj$H_3Y!bE9r40fJPI#4I3)&?u=m#-e0=bmjWnvu-N4UI%pwR`8EvYZ`n( z_+&2c1nXZ5TE7ZbJYD7{k)P|WD^i#Bf&|6I(ygpLF*f}(>|NcM!}THMKZ9!_+=`66 zwnb`PmmHKqOnbBGAA0klwx_E1AC;181j2~MN93po4Uz9O1o{L7Dp*HlQao+656NSf zs)RpWeN$jy%d%)}+Y{S%Cbn(cww+9D+qP}nb|%imewlstdGEgaQEPRVx~f+7PxtET z`)=r&Guj0zGDGsNxw91!Jl*Li&Vr5u3{Fc~m4Z2o5PU$Guv3~QI6nXNAW<@y5#bhy zLwx2i7*fW~Rt+iZ5`Q#8>tK7c;;|7{zj9MaWWDvM@3T@yG(0f*${BdVRJbbq-4Z6! z!sN*6h!Dz$FRCtdiZ(L8W*XKeu1b6NtEjO=52-^V>TF>95KZ8fnA6`fj`XyC1Yj@! zO2iRR_CjZU+Mr>p^A_(du~+<^4wF{cHAiyyA=krLElF^Bouvm7`A$*F=x^1$B=|NehahQ4*e8PY zNxD%$R?I5e!EHZ(Updj?9$m!@(pfRHDj#<0oa}At4%y-E{Ya>+?WHq~`%AsZ#X&VU z!VLIe+zCARQwyGZ`RAV0szFZGY!cx#?t^Db$x$CHYO$bl>fFs7Qk$E!bg4fH4zccK z9)fi9Lh-r=eKiFS%7VxX@4dE4nz}r_VK;dnNK9&9%~72omt9Kllq%wz*@RMSSL=YC z$fq)>iPz#{XZ)S&Qjprx1lY8^N43yHax1S#-ee5=t>h4Ev9dH_qe%G{`E@C8kom@( z3Tx7ce=YsR`<*=RPl~t4KFE>utoo)ALyPvI!u)_1NtOhc^&l7nJDXu?Z+<^oIpc?c z0;60M<#t=jyn1q4F8}e{7MHq(5I!5A#~7%%s*$$l13^TAb!QXq^kJ|iWfadsjFSl} zYPO_Mf~W{j`@(5u>QuO-oz<7Bq(O>D>mu`a9W4F*Ei5y%SEZ4T;Mq=NrXs4k`@_%T zV9>egUS~W479pf3>LwEHV|;TkmnnR8Gjnikv6a>!UTtas>;CT*KpcsN-MTqzw84Bk z7mae@jkyG9WSsJ`lzZ&AvH?Qq6uPArVl~?KsidLd4!S_qjpzl%S%iy`p^!iG+BHP0 z2T|Wu265R)7GXUQ?{r!|R4Ko}WlRTpi}7C^tfih5Rrz21#De8)wSf^2#Mz@(!>I&H z5!41G2c8eho1J4B%pKu{A|=CNKiR_1OgA~z@{?G-0WQgT<%-+%r%O_Motxg`WUW47 zOX~tBw7!ZeV5*M~2zH}hmfgjBFye(Jx}&x5R)t$h_CtZ8>KZ1DN4* zxzERafS84(?Sh3RjeTvo$9MYTn_1wAk%-MKiQI|!o3}h9&BNo$3k>jfedd}43>Ray z5Gi5emGIC)bsdPCX2ckM+l{_1HP^2blxs2`fY6q~UExczm_B3M)7*RkT<5Z9k1)M- zc>=SXVtGWz)QTcme-jCx3MZ}EqY8yLaH{c(HSS)gSeX1)es-Z(XcFRg{jGOqW6ch< zGYGVKd=DyFP*$DK_l95_K(3A5Za`d}uFG_R3HZY5xIC`Z0}p9s5D^a}o${yU7a)k@ zpEC5+T#rnstE^HZ5GmWncrkAIMFbZ^@{AIP7JFwG;QNB1QiGMZY82DW5_d{km38B{ z)jJ(igzPz55U_Mc*68dRV;p(rToW{4tqeEGSSU}+PBaDMiYfvz7etW>NllV zDjk@+<5`dN^8rAa{hc`D9zznoZXWnQDc84fmIit?&9xa;4}@Ji2)(Y=Xct8dWRqqt zJ3H(yvb!hm2v8EPeBHEXdp%~;u}M|%g^k8eI(a|G9wFJ1!cx zh#Gi01)y|r;1_YJXPYN(AAgU?r{~>l{Ph5Tf_?U-jKR=n(yr*ozw$`sRzv8G%5BQM zt{sGPd~3Ef6@kcExY;3(F@#kDsoxE;6CAFt18Lj9Um==z?iO0xNbkfeQK=|)2sXv2 z#r1T`Zs&2%1sa{_HF^tNPe>_X8Qt0Z=`$!E>=*fNw6ocikr^y_{x(UWVJ;k?*a)qL_=z2J+lkr|PZOH#~vdnE> z+9$Z4j;k)-B0Eb&6JTkYYHHtxtqhBR_QK_9Wsvi;-!kY83HUAh5oCh9gIqK>lNRK0 z_eBswuicETFG46MC%Fi(LZB|eD%1d?7_ZN#jY@F>aF5X9x24yE$M}{sjSGv-AifHg zRB4Pl0x9npdIV<$nkH&xeSY<`8R3fA76igXki==OWg>$M|rSrXC4kYuKNKCCW4nY9MNeB=Jy z+nvRt5UjrY!^yG3Nsn;z7Y=wR0us@09F(a1YP$@dOj}iJ)U>TJ@2iDWh6EV9sS8Qb z)3kvk*etw)F{$f1KfmFQERmY8J#I<(wW%J2eEID@emYX!*uVzbj8CEP#W`*M(pHJ_=89V$D+u)mz$lNikp zr8aq~43GN5qN=_MUaG)gP4mix(^7!k>ld}3HO7lCH7pTJA;)%29pjVAX>Q8Cc5}d0 z1r)wU-#0jRnk6ap?AWKJZDBow${)yoIH9Bkrhc~O?5IaS)UOnyH#n~J;1+uLW>2as z6r|hNZB?%qYBvUEv6d7Ai00#Mx<{<8)p!K^>BAh9SpZ|fcvYXgna#+b?Wc#Q&nY1k z$Ja>pOb>DiNW^zjmQ;OB{^l(03o~-5E1{H02&!+&D5}B;G!}6fD&y`KFjueJo1hDT z;s>CV98_J&5}89wnSuJS^dPD$yOp&;G+D|?(>EaIdP%JtmRi_0^bdvfWm@T*=W|=& zpia*s1@Z^cA(djLJ%RWP5wW%P!i$#Z5>_BBVj(h6`2%XLW%IK3gBeuyy(chXB9$`e zb|$;;szJY-|Mirj&`da6BTc($_XBI}tT^77FZ88+go?&MhZ9~^m6F{DK*j*um+O=zWBO}5b)n02Dblmu zC$=J}4eBw-%-BCmQggth(h2uHmKvGffu7Wk!$#E^H~tQOT4zeO1LrvQ!$E4#s65g4 zSmPp{43fVM%Lp(n_h}gn++#ixwG+a*&SHrmSL#V*)(9$oiNUqE6og-2sU#*y`<^jD zd#7%i-ZDXyaB_^4je2dXhq@f$YygiQ%WZ@>WuG!iK3b!&Tq)MI$dNFm(uzvAJ?8d2 z{sgH?lQV|kbPLju`QxlYI&(j7?akwR)U&B^h`*7ouY|~8IaK*WJ!ETJG!Q&%*1BSfgcL%@ zi}p!|@}#4cUuBG~*Ya!u+Q}ED$eu3$ID!RG*W(>GRUn`h5^e&0Zp-H^$@`$QQWI?J zj2pnt52lr+C2A_782CofYA9nHBS$9(V}0wtEn5Q%CkU6d^!TSy@@}*;wfD*%%rB!TrxS3p*1&3k%CX@K@$9Fn-H1(X&9Y(9`4pZ}_W+nVI8=b#Al%Yj>O+V|0?(ke+l0T|55Z`gZ@#@&W_LY4S(tX3{3{+x{D%Z~T88{QE_|@k|^H-@yEzVEv2xYs_ETU-<8rV4(jV_M{<)(u}1pN5(KKh$plj(?PB|0gL$^sUXU-0{f;r4<#PXi~;DrcP$~Oic8Q?EmdC;4?F_v;DWn`27hu=;@*UW&Jym zzX$ktdb?%*Y5`S3IeX-Vi3f_GXAxr)bai!QgQ0hlh;$0X&vjyhAQuyJ6>FK-o~OC} zG0pSjck;RX+C8K($^BMk+H<`;Y zhNeO+A>mwGL33)$gj7U2x(0foH}hr`kjgYVh-!e$W*6Am}s31FYFqUY!bg#2^45AQHQh~jwn^fyd%qeC#x-A)Yv7Lx`*Y-niY zUd<5zB3CTa>f|6^uHL={XnkO&nTY|koFhGOpcc>9D$vgX+oQ9y(TT~6tE*`vgOmQl zT`LN)2>?6r4h=vhep>vK6@16uz!3mpWUg6XEkl8PkWx*5?N38h$67mQHhVBYd@#*g z%+YPo`u?eHoI@DDOgOoOIB;@~fQv6C^-n%z3;CPVMF zUF{`Ar#1Y$ftdRNH7x~!M7==!prhzkfB|0k?j5O}V1Qa#TR*$EWx+p%#D3!U;#eI+ z(Sxc7T*l$KhNkkPef7njxPo~C+^gZwfrHd?zkl3K0U+re!#y@<$1Hq#?DlAXjF3~F z?E>DI7?}dn*E`e#_`%-}fxhg&oxJ*Tf7Pt`swYYJ`Zjpf7yRl92KGDQJ0xg%Yyk#1 zUhx$LncDd+0R4Ob0nm^SOdQJ(kUrA7V!Eft5cm%K`4#=yll-pB@KrnUrMmhBPbAK! zxzRIh{+WK$b3p2%r#aJO`V(kv3N;=D3NCiB_A94NBloMY9%vNj!sLl>fU%l1_8y_G zrSaq17$~)mHeL@twvBOhY4VJZ;r_{QSnzQz;F5nFj&>Kk3y@v_?`kJ7Hj}BrKP&?J zaPAWem|x*+#x$vx&5_=Blt%?l#xJ~~A)E~9&>O_xaue& zz@VhAUvMDP{J=pyKx&cH#f21Jr7xx*fQfx<)p>zGYHy_tsE2_bF#SZvYFav<#wy_C z`mQemxS#q9qCHURQg5;>+-`u|DTKIV*uoc!y`YL35AB}+&lFLJa2FF2uGk~wXoPq) zv={_|x&1LO2!7}d(a}%(mofSgU>`;}eX}coGH6=anZwr+vk$YNn?@%eu}@!WgmO}o z*i!dS8VGeJ_RPmn=3%CC-q*g>_C83hG* zg4CaeL2@A=$yMQ71&{*kV^e*oAbU?g0G~}k1h%%PrtkR$sDEskyq#YW@N)8{y9HS)y-kP|cz6>hF=1W;$I`TJ^qv0(0}g-;Bi(Xz&f zgqcP++r(7Y^Kpj^EKuu*J{unWHUssz56-%y+t&*f4Y@$j{p=KX2_w_NHw_g99)uJ- zxJl(kc&xsPIY9Vr{{1a0zDnGO)&PUS!v3s{b{k;LWI{dv6os@9Yqpt@?(GX(-VH=x}F=m);U(d^pK6=D| z^_e;T$bMrM^sM(sECzW$V3a6e7TsG2;mjZgqF?hJk)NF}gcUug;*cmnF402>!DId# zFMf>3KRU`w2!Y-v3bIG|6^5^cf`=Fsxla^eC-1Sy4S|02jnDt{jaT~djbHzZ_Z32* z#rhT&zC+}1HRJgfzWmE{N8XA++a7aD*T=}v0NC~!C%|19v-WWUu)zoYIZ2xx+6l;& z(YB_(8i02Y7kWTvAABDzn~)iLcYXP_iM>B)xPJRHlm6RcvdQd3$T0L{*pUVnJ= zI}ibOOsr|{m#_f-wAUh6OIH2#7D6}j1Q11&wP>GZM6M|}l z?1ljKZ{y^<5tH-XSRq5`AHReQs`dB)5m0O6D@#RC!TZ*ibb<__fAj#tOWxJ>qKFI3 zyGRzh)nf&pe`;cDzJFn2YPtUyv>_Po0J@RR=N=QvXbcC&F9G!&E(^bO=1U2C!*8gC zBR!c-?K_*|%R&nebZ2@Fb#4ai$MkpKqvoJ%(@%dpaufw3Dn`Q8!r zjh`5E&F{>=9=6R7a91_1cu@N5PS;yG8{xA|u;`1eoa@E~5X zHQ(vJ8yNJ_0S&}UzVd@SF_>U+Nh}UeBud_fexU}ay6yT3SsoxYPUpXca z&-l7u*ah%^9z?mn=1Mc#I0QZ5S9*LD`4xWmJlE(>;>UuI!kD{^_x++9eRY&OFfM|~ z<2rba?PWh|Ul!F6xmG_RZLw4e5?YUF^bdK|qktv<{sWqfyg_<_>{h3*gAs{nULVgRS2{B*#?S9rL3X7abI!wd>?Tjvu~`shD07rdz!Jvj^x*e6l}C6 zpBDvZLE0fVj)E-l;Tp@%NnlKSkk}n#4=I`N!U!_#ZPXo?Y{YwgEjo09|HWO%+?IMy zMxtJY)++Q7?KNz_MURKkSoge{GT!bOtY`~=UE#n;C3$@^2Zlc5n%uP9_Q~oEO3Wo% z*g3{sV#1h(?6HY;Vou~k_VRodAr7~(0TKy08cMrHN4B@5Ir`WUdGgVUp&pQlrzEh+ zX$)3ZWDg5%N&3CZK#gET6rRM!imsCgXET;9vP^O~1d?0VYf}AF9Q&)nkN4d3!&k_K}6(g z>x@}iYXjY*bmsSkTHQMxHPurdPza*so4FyL%T=umM&EZ(0%_bHKjyTh_I%umA6$^b z`Fr@&HJBB;U+fk#Ojc}i(9ct82^b}Nc}c-iS#K|4%O-WO3Nj@Kr0XWq`HB)9s=Jwf zZMextc)em&@Lxc#$hn~O@Jcu_4_4-wc)GPQ8(fY72;{xpxpFF#_w+-6dF9oWaBz#0 z3U0k8Y5$HJr7}24Y2s{}bti3GPCGr?Ws3c-?`!Pncu3&lYDMg<5t(UO4r`-%bvw2S@0assIC1=%$Eh3n^YrTM;875p?#p52 zRJx5Q`WvVs`(c~Js)Nz?hfAmNp%mHWnRFco3@IfC0?~peXqV};)~~qd!FM-RXc{Oe zT%zmOh9#_ZRWu=!CZzWr`HNFYM$r`LzAz_gXHOQkm&_CtlD0JQIh;PrT|jG7S$P@P zey?S8rkxps#Rp!>(9`36{KW?xJeV=Ug%k?$A5x3NJEbnmx|%T?1>QeKmZ6p9C?nle z7#LvUVGMwVMT7dT!=AiC)sfPPN_FoPW9fmeGwC@ij|lNOM7!r{WHRU2Aj7#J^9$0Rz$eewk!F%YHh^lXhm)<`-cD-?Jdo2A_S28fU z`6^$Hb_QaK?KJoWe8wQz(g&ll9QtN9T77h1(O-kb^2=b|zigx=dvD(u{hu$#Z<_AT zWS1wd?@4F}n^DH$+gjSNB9ekd$I1g61U;#PqPBU zn>zB4D8@D6cWG-)E>%M8`el|%L(C$m zj1UKU+gT##_wqYnerOBkIUKEWgB-<2M5b5NW?Dbd0d!Jk2xQ$ZTE)Gka%u+R6Mof2hT{VTM%u;0{XEDuTD&`e(dWx+EkT1=e=>ODA z%OjqfS$Ua&S@etuPTN95sJf;>6Kvsmkt#qf!nRXF=IVoWqSz?dNtlEB?ziG zkt%uY<1_^2x7K zA8L&|(7K#)P_mAv+!G#MKs`Tf($&VvGN~6sm3??~RBmx%JdZ2y#Y&?YG+y_c0QKkd zZB&fH2!ZNOvk!0Lkq)(t{K5?WwzfUAV1u^d4?MyYq1gDh@WTOtSEIr)fc~$Q+8%d+yO0=%5U(M+&Pddi|6U# zr8*EJe=y7_K~bhc5d-P?B)exYOjN4H8j*458KN^fmkKT)(BT$JX{o0EykXjj`)sZ6 z7Heu|K*60`czCwSH*2RI$b4#ZATbUS%ez=F;!ac`JV6NWWfh0P84rc?C{%BXYhQRO z$1#2FxLQ(hP176G#UwcXgM!{~@$TW%p$M7uVb zX&W4_XI=!4xfVT$`NyMS$%;m9EPYYAtiplrfxBAe^A8W#PA9cs*(P?ntODMW6d5s| zxpIzK1Y8BZYC?&7TR|{qIPHe7bdAkLLeo$5x;P33MtRX;PNd?_hVi6_Q#ne=Z8uVh z>8~y-ZsUQ|v@KSDq-><}G7|L@{Ohfi%ZoDwL?d6zwD%=3#A@Y?!6eT`x;AM8EwyNI z%bWX!f_F--=Rcb5baijEYDiDmE*fU$8HRwB;T%QDw*~Y79`l&|O3+}q7LU$&M80ZreB9<{OLdP;9bgN}2 zImMaOx5lsD$AiIy{AGuChc=zHgb#T3q}nbbF2@g3Kodos#~w9hbI!y|hbh*6N7cWM zLuJ3WiOnz5f1I#|>o+sGTP>jPi+;QVXc8t2KsK#&75)gZu^nnBSXfYqGcGf0O#I`H z<8*hg%`YV=6E?b5Q-n^wn$?mZ$M>K(fp*&sP@dTNT{``x97}B&m=`_E?Cz_(%He7K z4JZeJ2?IBYmi@%!c=NS4(?6}N|pVMBu|xRf9n5k;VK37s>8&S5cLMr4x8 zog-&+eg_)A{D^=mQ+zHHzakKq>v6@!=t}4HvKt%@W#t|vB>jfglz{iH)nZv}kTg3j zc1cTmEw3CaEt`JVHV{9}PAwaqc4!R7ddqTz#awMc%KH5w><%=)K2BCe46r^QN5!2% zW^mTp?ccMx7GX`Y%ihbxbKJ<3F4E`Th(?&tk5WTbs<1eJ{!}N&xUi`?!mH3kx>DuI zIr}KNq`x{-oR{0;SqZspt{)Ff+~51Btrsw{Kh(cyCnn;G>&QW_wsjGim1;|M zvUxX9$Osg(yRt`{YL4A{heZ=bCE<9h z?of8eEuwdELZe7dQHqqtA&RuVoN5R%AK(6p@|O*=8`aPjvd+R#@!UG2ImuYyI?u0! zuSHs!NOd>+Gyh-^uc}4X-lOV8E(F*QXN!^1p|)X@U|H8FKXQvCz7u5y+RZ$Xx?K+4 zN7jtp<10_&T6L~%@@G=e4)TZLnBI_m!0x)@`?3g%dHtTsu6oW~FdfJ36ga#CCDxe< zkD&rdwdo6Ulm{}C4qjUGkBjLCVLb;}Kpf^-K#vhr2x>DNie!NlBuyV~A-lP}M)cD% zt>1`LHaEaPE$kQMmB zoU?MGZX(=bHlYhqC18kJf=jW;^t8(zn>Po5E1mDT7~im)P$-FVhgq;OXPpcc59>1J zZQ+N_3J zqbEr|_KxoUSw^e@IgzwfI-nMqx&Pr{AQ%~(c=#~ZE5(n=%&e=^G;2quCCV`u)~$QM zyu6HaeE})+m|N#A5&`CdFtHu;AUbpfY4~bCT2n%jg05RUw%nQHSzRI#;T}0x!#*8m zrC+{GXQ(OwC?sW?`QDtiW>R7Obq8h8QTWq@Sh*cc6x3zbc4 z@POVAfdy07+AAq_GxGf7KCveLslwFNK=!O8uwrFuIB^R}O5GkMT7Ge2~|+EB{2)7D{jV)M##qzRh# z#3n}hK6IOcEKL1+2uY*_9jf%J6=-!72JODgoHZEuSM7(ta;7RfOg^~EvSC|c|BYUC z8TF9A<8r}^_xeH#Uo~-ZH9F*|z4G;D?(zqvYN^f^9#h+zH5u7+2CYX4oLJB}vA(x4 zk$>68&rdBd9Vh>?y8t*kdwsDI#DghUi_Q2YHkL_@WN{Hx%30KVYh0m&yH-xUYP6Ix zcvA`tIkT=ONc&$!^J)&<>3FRTglR+vIsT2^t%p{`WVjdWFjc9+@=sVjw{;i?P(zE8 zIvhTY+p(owmP^U>J5dglYCY2>6|T=BU?+SbI->nmtiZP(R5aR%bx;-q{1258G1u|>CM;qRs+Y=(8*+jU2KBbOgeB?ofP!ZP4 zOs4GfQNpGgO;VUp2Cmzd-$SMfzbc(XfMOFHyQP`$*lBuh`+jzU~3c}6L48lz2-$1eW^a)FEC z?MM>xT7F==*Fs3pcowqWI6hKe1$Vh=8+#LH?*7(wvWW0b!c&^iNo+6X1mItUZqBFr z>FKw^>evSGWL6$6ob5Y{h?j*D17Dn2|9FPa%z!n%jx(X-TUyIP!SH+0BfJ4LRrPVxR?Ru9?#h_I}z?eAQ^40bt;F>4YPW~RVqzmA*D_cyB^?u7b?7Y#n znz%a}Fy8TYQV6J{$R>i3U7O^nPVzIwGR@}o{rxis=VTsl7LEK#0J-Laz%{)#f&6An zga5#y^HB8;QEo&Lktx4k#By{CAlbz_|8XTuyhnLFzJivQ9IV-UHg|FHnub6|M-ckE zlntCZ`!oqt6klb+O59{i2qg|JKB;Mx-7QT=qXk`y*6CI)U7Or5ItMk1VIMEX-z_g) zpcHbtf7DL+*;OVBpul$TR$fsKty*m0}7l6>hDanA}+x>i0>bJ ziNB%WO{vwmB9vK5RHKvnyjfGmp7n}hYFRa?{1Em?oQdiM)E#sy&)uI#WZ^t>9uH!z zlDQWT5UZVQsW=5Fg|NMYDr|M7WGRvRwH=^<*CTaS(a;@kRHJ7@H5h3)Az5g8^{kMu z?pa7SN)Tp;v(^s{XU;Y3RZvh;=K_T=Z2fS8>7p-eICNiZ;0bw>It7>8XbJI&LCD>z zLnukWvnp_T9+CG%nSm|r9n?0QOSA_hXIZ-IeU=8vr+p#u<&~Dg&SZ^SJlwB=wKVUW zU7e5~>M$j2wwOVkw2Q>LbZ)j8%t?j-yj#OF>EyWMao-<2*h+(2M-6*I+(7%gGTm80 zVN`bU(#!Ut?YYq@6$;T)P*lCl9X{j%1x&GrDY!V2ny9e}p=%T+{sR1qJX5tk+OyzY zQLsJbbuuBIyc2qD8K|aIIqSPZkvujR{LP>IfYqj_ZsN{ku)SFEY~hGAHBKRo*v|7F zWE{vwCYB})=ND~lZ5~tE&_BPh4~+95bx8TTI8I)$QsDl823$RWW)a-RNNGkI$%%5t zZZ&6kRu%;63?fwMr}Nj^O27FqPJiMah*xkKB11DTQI=emLT-wr7ilvX%kZds%~IRj zBuMRbAF%#HB$XX!O>GG=U3*RDnoI1WSqM(}GptYLQ>8tQ)Y36~G+;Z?TSHRKJ*Torvn7QjKTn>b0meq}STHNmD-LONjgR5rpz zHF)d$firKeMFVGzBkVh#RfJsKDKah>T%okZRQz1!8;)B6eEVrTKKyg2oyS~0iWnEz zz0RS2k=1ML+3)UtcGf>ouV2`yyJW9JYy;Zp7tHm6QIEq{*Qy5&hc?Mg!in_nAIIa6 zbr1yIZZzjy^={LiPSZtUVC;1zIhEh0?ZChWSmT0?V`V+r>IESt)Z8m}f zKKhI#N*|=CvXzFwXrwH}kGX{%hs=iDRFW|;4SN)|8O!k=q5nuCM3{^i(XC3X$x*kQ zAD^Ig$+mced_F?79$Wnrqu_t=#v02|(CN_L?rp>y!+B#$5bE@TXQmacHv4`1ZGY-k zMeg^i^D9Jme%H!O`3MB2sFuiT(N0;C2a8iqLd zDT(9Ld4b8bDs;QRyxS`|KOLcz@rC3AjjLGAOW=;80_|kHbP}Vt@#<@w<9Jj-lY?6+ zE8h)as4Vd#L}!g2+L!Sc(AbAGdqXx`F7pjk9=e8)Azu^+wD&#)G@vB9A$yh#nSzt4Vlobx|g%zJKQnDQm>QEImF4rfq1D@y9 z4U=wRJd9sAyk$p2*xmY3Ui|I#&Dj1&Jb31A_EJ|0iJ-LW6y@4O4CNoMNoM-oGx{Hu zK5HLuo(H(UiQG;}CNQ!5=b+x?mow$I`yT1&%Npf>$8ES7@K)>p5ONT4;KO5CN@JrbWt9bh9(X%K~C;MYpf=zGB7csA(aNy|}4Ng*hYpkTFKibMj z`PwEqOkT0(Rw?k%i8GT!#Z84qNP+D;xida6TOPutaSl~-WfgnIdFZ^ z>cPx^#UMqngtAk_l|Wn0H7iTC;#ZN~(o>SbFHw8+-hF#SZf`d1^8&k{%(Tv^8%yf@Uf9R1jFdX5v}47~F>jb=K;I zj9BPthbTEVjl~AlkI4L`=>8yDy%9Bq;asV1{qkgOwlFmpy&_1KE`1kQ)M;d4@H`Q& zR9A*-)6CYo1BWyRyvEnrcG58xJ6I&#%1rU4Pq2S>vYO+AbRe}SE%pleeyMq1Yb&*P zv)G8OZ<}bG6oAEoC1d;(4c59HKwnsyj=Jg9*$EKw*S?qhJW4?K4SyrI*UP1(P?O<% z*iQ5ZZpRp)pt5UH;G5GDWJh>7i?>^-+E`^CT&QR#_K(gcU#`O!P7pzO7IBUD`3XTj zBzTACWg#sgZwjfjyD{=hOPu>7{xQ+QjiR&0cxIwfR~iLq))I0Rj_Z|sP7qUFhBi_u zDL7nBxX)b_q6=#zeX>>QvZx~JhA@laGashaf+4)xIW7yX}uEklV zdi&$hXpxbI<=8sO?vgZX$j0~1*-b0wfWQw(cI+bP(0+|+9iK0(pBBPd%s+ME7T!$7D4N|)U_B{qJwu7DtNgdNw_p{ zV#UA|7ZkL4q^)Jt`%)DuGR5XIV$kgRHtO;sg0sXX((EgfppzTeWrN`pZlHaV%L{e)xNmC|t5SJE_AmC+IT z;~eJkuh9sEouLGm3n~pa1=*0Sn=i?1)E&3$`4a_B!|we{ThCo~?<8l^s>uT0e^R@0=V14TUAjOCI!-(~se(Jt zOA4+5BW=^@d~o}+7{I=IqChH^2BDat6I&ZDZv+1RfrcU3GoNC_g=6`TG~sEE^hF_n z3A21@Vrlv<0LH)vp_&f6ntBHMES-WnvRUc}xF)RVf!JR zYvs@K+F5LW;L7M4Or%=F3HstoZw6cL?maf5&**q;#AB3b{X5<^YYsZmrS!P49V#XZ ztb&Z|D%v$(QduK@rtsONd@cX@aSgYm;w^_|+=x!n+vMmXf#v3(bYE*P@&%bf_YO1$ zgPNpixgQ|>G93e7Gs|olg=Uu5015#rWbhq$`3g}HLKJ1?b^cv;A==WDA z9;IKPfi>pCKc_>)2ggMLxBA`$lC+eYH_MV4Y&GYtN_%<^z>}r90Eq|7a3>tEy{H49 zlH2>LD(i)(mo8riI>{t65OWrur!Y?jXSi2Yn2~&e~|YP zl;0Ghc%ZN)D1MgP{~2l3eNxPLa%bM!1SaNN;mt&`>%J&w(#6@PlEPeOiishaPt(Ob zAu%sobuMogb}!NE%V0}tlg$UOa|zzYZ)K_^5fX1=z2T0{cmJ~@>KKq#V|GM0x9a&!9P zJUv!+?LZ!JTp_?cB>5&90*0-;P}QDCDVg)~1Via8Pm|a>@&J-CkOz zxDpZaik8*yZHUpsa+6w(L*Gi89BM0WJcuKAJBNgVgCO0-!f=Vu$MwF*E_ybR3^kxP z^)7pS1XaR)Pxx|aB9_aN>&KC{PmWGeB!~yc_%_MYTT}TVkV?KrPdbj)J+K@1CdQbL z3R-zmi3Rk?eJ`qKEhG)(7Ls3AKo%)br+;)h#7k3xOku>kv)lNrltDeW0IZ=)oa>D$ zMEEOfCrvS|y)0~IP`29euI^eU`#n26Y9W% z3{|>m6YSrQ_FqB$&bH?5IoM;IY<}h7V!4|4Id#2Hn>kh%3D|mu42_v)n_l`62F%@g z1w|Q1JS4x&AOId{pV2AbI8liH`1T70c%deDsZPQB?a6)(ote%+-j!B zOZ%t$H7o7gepei9z8V)i`xV(Ap~1mO1eY3%P}LV3-r2YsVtv7qB(kuO-)QhNOf%c% z&Yz74PzHZ^m$41?dNcxR=djT>Yv^~bU#~iGy zmd5HFBLTvfc56pJfcfrNJOpyf-LM02c zFNBD+l1Gf)J~O3B3>G6N7Wcp1MtKBLY~*yk-P%E#{sukgEY>nmj_ceCPBy_bIR%cY zNeswWFrZvvn?MgM1I}HkF z3;s#etHc2EsGjcHeK7h}3gy#0a$=u!K$tGrK&` ziCP`>z@6gOT+hb?ST#5(7Hd!+a%KFs{e;zbPZxn(;zE43>Lv7A&kOS zp^42g{6NL%Lp?TLP!lQ{#%GGB`WoTXNGy;c{iOQV(}N;|x!H$p#3us-tDvN=MZG;) zH*c&&Tlrx;sJ)8vj$@Tmx6z-d?7YZeKDddj=K1BUMWpnWCcdXhM`g; zGnq(~4-EnBc46C1g-@*ssbNnG+09Dev=Id6G%fYCXsDvvO}OWXC}4M|-63z@8ale( z#Q3H{$7E}orphzRY(I`fD}Gl!SAtm(_-cXetd@TaHey9dEg=jpDzHfOqKjLfF3i+L z#xe_h%ctw`1to)KOHJ8tm=t+m8!>dZn#*Gs#WB3E5;`XIzYiAj_C z+71&+jk(+)=0r4?=T)(t{dRg-EQT5mP$e!t5oC$^Hx{(r!E$*5vv%t=?)f#D?^^|l zU#cy>WSG?vsAnld(nMq{h*b`pqP|MyHTz{BwtOT((h0~fg{i{<+MgE*Ek^gP9_L+4 zv}CrFFSmhdBTWsA3gV1@rzDL>=H!P!uAjDK2W~7JDNfdBzlXHpM>zR(wczRLFLzXZ zjhhZ|sM_i4F|B4R?_X&@jWr`H4ZH+AM(KZ)ejjsRh~o^QLBgJ}PWmeEq8LnQFXNx| z#z?4Om64F?#LopFL(EJ1ahcn${p8`3i!ICFpDymjXo~=%*e$~@pc(!7$4iKkY~2&? z;b@7JvlYujY02s`A;^WIP4?1zvzccaEW_fUG1K?Jj2EhMv1H|J{)QzLP7Hga_6khU zHn=lmW5M}11m9z*U%ctiS(5%LTR^PIyF z`+%XQcTSwm54}ljm%MdkxbLglL46@f_xAu>Xm}F9+^-=C+=h5O6BsSSYTo*ZO}$&m zzBl7-=XvopmOdx0DJTtAaqD#f*?2yXqID;tRjFPtcx(R;07gK$zwTrTbmCgjkH8Qd zCVd$5pO-^?)=(n(G0L3xVtudl7w?%#f*+YE^QRvTzm@G_c#Y8Vx`=B5KVaxEUmm~5 z8OM_2nTr`KGh5b8z6B%y)ZMAId>?Hq7b%+do5d=0U9x+PEx*g@B|l9I906&ag8Qik z)I1@1Wi1glTaD%in0t!&y>YdYJhXIJ_l5Kem>8{J-SUgSl{U#;VvSJW z>~Y4+o$c6Zpd5^$9L|gLc3jrKTO~_F3^Jtws3=4PXd+)Ws7QDef3<&2PfZmM4&vI? zC>NMX_+%bmmZbFCa1DxYuG(a7koe-8^zB4DQOO4=)cn$G)Ni38>W!2bD zR#^NlE?1*SmPcR~kCb2Cw)wE%&ocZ~u8QTPFPZyaDT(nZ$j?#@Ty2vP+{)6Dw>g|7 ztDS)MHYKRthhm(tV@WeFs2a(mGY7KA@!uHWa^UBCiSu!fkX1DLs24Q&P$j5U+-|Jj zM#)z;e^_t^+iJ4CW7<{4X5lnzqy11JVt`IZCKo*Yrf@!YV7=)uo8b%aeInj9?D*n< zb6D4^@U80-EdD&&8I_ynoI%B)tvNnS&#N&3Wh6$ODCTe1t5Z}W@qET097I&1k?pA|p7vSq z7ZsdRu`&{e*P$ppQOya(%cH&>4Rew2h`Pkqs|D&Xah#d?#8r03-K1!v8qr1*aCBx9 zJ0~nJy;0NL<)jmgy@d;nsrd-QIe6zVkk#S+!Ys4j357OMqrn@p(m(Svp3x}n-W5Lb zeMN>{dxze>EPPz;KAt<0jTHxu;pb=}kW71Ll~usva#<{?{(~MJzkrZOrk^$_o2i<; zK}?%l7%tLX0)E`WW^3@rVWd&=ppSXQy<404P^V=N%HENVfdaG?(gG8V92Y#JqVvvq z!)7-x%+!o7POf}@$8v|L)ca>~1OBu04eGm1`=A{-J@dQd9U=c8WN ze9TScH@F!n)eg&LH33?t7SFNIAxtdzYKu2Ss8yPUg1v7HBEFR|r2>OZ-~>-a8i1eJ=H!e`da zSV3uRzR1H>+g3#TjwNH)%gk#N?>yMX)=F6X@%B`J%I-dQ$wZ_((9Z6xyeQ+h&caba zY^lnNe4EkM&%9B9FTy3yJnH>D^Gq?_ZaijV6 zF5NKNsu@^kj7*Rzdfw4Bu$)B064YkyA%xV4iz^lpDS8)4>1O-yZ*#o1kDU;|{)WWL zJt{ksyhO;4#`!@4O|2Cy8I| zqWFH?wHyMH>MBv@UBlb@Vp+(o3lL9Pk6p56M)vEyYRB3bLp?6!qy(W$g~o0oc&Pkv z9L`Ztx;rU?%J8*E9PcN?d`t54t^zq>zCfRh>Cn!3!(D4~CUsI2T~_GC}S}eE0GUGOKWU-w*RnZgGuOr;rj#z zM%3>%1d>Z~gBn@(2$N6mXfp=I)s$28{S|GKEnY8CE@W2RBHQvme_49h$@x_|-a*=u zd2Ed2^W}cGLbYCWlyz>2Vw#A%`-f>6r*|v0FBKFs`+LnYrscg^$OC`oT$@`4p!20P zv;<$G#Vl!E9TPy2VSia6;L{v^(PDXY085;abfvnsq3Yi;`ixrWWDI)qwKx0Pt^C=t zFoSW#w`hz?Cy%nZnS~TGnxDH@E6rV@OVbSmR;IwBL4)K3KSfCrpXazQaR_85X$2%y?B8POvl}C2#>DT#&)T=J_~UlEb+ua42+txOl8cv{fOW zc^BnHpZFE7pCiL-5{2}$q?OP`l3hlVSQ4qP(T4E;T*#X|cDTh6hN^LrV9b(sUwMZ* zzn=2OgPE~QGUOIh)`>{`>-Z0!@(Kx-+5@EHYz5s#pmFj$D=Dy*^kQDW0BO`pL1Ta! zvYaF?E}ZuBv{=bx*|)USxI+VX8dxsklvSWIAB9mBjTxaG)6j9#Of~(=c$fNrF2ikP~LfX4VjQwj5MW+pnDn8H-4d*dH>DWwmPP51s*z` zB4a}HxMzvTkaO3yROR~JYyrB#&A`8d-ght3@SK{VORLPFmvAPe& zmPAPgxSA5nCnM5TMndvN`Wf1K3a*2NOzPUo&s}0uS%x%~$hIeRbv35$?pFMK)S|ic zJP*V$iU^?XUoxm2v4zXrNed=eX3WjWn)$n{k6?Omi7{zkI;3Xz$M>A@6t@#P}$@%75&>j-XKdo zrwXt$#~c3lg~jM)5{Tz*E5#!F%R!?ADJ6}^{8n1$!60W8M`hvFP1J;%E zrIXy_8fQ^0kUm7DpR#|s6BbXB#*&zI;fpGV>VQA&KXIKkLr0)YQ%R6lRi| z!`^?v;nZS4Z7xMtwSuQgprm|r6H%!AEjfq46i+ncH zt;*1%Ek5PSScH77$iim3v>cVioy^1!wIn_W5z?tWcq^Z+A937_Qa( zh={|Z;H|?=ieU>ZFyM~D&B367GS5Slg5(nIrln4bT&a5^R-GP+@!q-+dqe}Tffw;9&v zla2f`qa4#Y4U?d=R+AEYbehZs8GSBO8lO+!&VDl6ouKf1Uj@5mVw7QI>*P zQbTNi7tHs}jswGG zQ4Pzzfx9zTXbBV8zX<`b)-FONA_7vvnW1~la+PH`RMb(A;;%W z=`}-E&R-kUnOb>f$zXpbyZ~V6sMhPbX^;^&-y&*p<(UvZe{I(%{hk~jtBBdm1Iw<} z3q>yAKn6X?o~C(UZHX`i1F58rh<`Ovou>G7gl%Ko^xkb9%ChQo*s%LWaU?L-ccrJ? zu&4tmwIPs9Xf^wmr#qJ70)J z!P$b)s^!AlDDGOFp!x`tmE8qqDlw-}|2btUNAt*i;@kR~k5M&csG}qp5m0YuoSuKL zkR*$FBaS4*it<6m0YxDq(+n7@_66Qg_|p*{YZJb-c4P!J!7{imY9#8FWY}6ye2Xg zxq#>H((TY~B>RKrqLTsR%XXtjGok3jWaf(=URbA+sA^AAq%h)uo}V!t^bBPkLP9^? zm-1`pxsr!g-~`h)D9qE=+>_my={s|TU^y4^#_{uO3XY|K5I7&3Q;It5Vqtrkt*jakKrP-2TtG4Jv^T=jR)UHASj+2BxHTO7Y+ zWHgL&x!^~ObmgiZVkMfOcj6_H%vqEM@5y_{wrmUXxU>Lg+ftTk%*52*<@kxwLE=T+)t*YHKgKRtlyu<&SPql^rVLiK) z*hHz;xvxYM8jVw04sJFrmx;!hZ?-7^czpZydJ=ylfJqDe~?vjdbf^X zQ+IqqE(eZa*URmLH%*xM>JV%|DLDnAWUMRPD`#)LV+Ok&c(m&b0Ngj&sA344>1h)!8{IA zS?-J>P<<|s%0Lu-goNP00`1)RA6tsQPT7?mRSGb-x?qgJ_-rc*0b;iCh#p6f2{mm| z&>l9lWKkRx!OgxJZ+HR$lB+e2foF%87r|d5=+}n5>8Xeh*AsU&_5mxc9FQXlUZ3WRz6P(phW( zK?dwx0-ir|Gyh8BmH`DR_oTZw=7R^Q^s+gaaGAMW9^6$7N^r$clBdn=FBdugWfRcx zdiZYFgp$J?OS)8Xgqewu2rKCI-^-Mj}R!iXHx)txjCsKv{Ov3drV=7Wdsg88y0^+)@BsR zE=p8r!Tw{5K)9qarT2$;Qn)P~5r86Z;Ah>7?3nc;Xlo%Mc11-*IKOV0wtpolfEMp6f+I)wDuF44rd#(6OSc7Ox#^W%cYuTf>I z&P>K{N^Te~0PogUWaG=BiMxeu<6B%a@(%*}X!BsCVF-K%i(TBX>*k3@NxU#p6xqlt zmyu`t2NXQ52AyCcNl$`fOWew~y$nYIoZv~Kl$r-TWFqlI1}3Q3@_y23xrS^7-n&?K z{Fn=K@;A!-X}&s3Mr4JBQZv#F`lV<8=*{(jU@d~KOyk;9gkpElXS^+UlYN@~*!DNebiR>zJudU4i!u$1&B_;m1M=UO zyY`R>r&Y;f(;{<{>~I@r!Q~KPlde+V3J;h}D5rVUHz7@1$SQril&%NPn{0WXm#{c< zCOzkC{n|E-A$Z6avYptW$ACG&ifrwyK_VU=&PFJ<*CpU`2?NG zXcJk`btG26E?pIc2L~J`*Hogqj_GP26Rbml@iatvLjRFd`p$SPtN;b)+Jv(wP9pPq!~QA^gvi*ySox~F zL?>(0!SG|+Mh#Yp--VZVKe23Du%lf@pyy{8C6?KdSy`>0cA4R59tVB|G1&R2-c4mGz>z=C}H`ra1*$#qhOI%mn zeqW4=6ZZ!u4;h?T?-Ax7V8oMH=dgLA{Msl)kT&Q;NQ;DdnM7aBgLx?*Q2cHeZ)a{K zU@V)EzvQqriI>sxsbw!>kRlieVS8O;u5KJs<)WprMzzIuI1U2N@Sj*JRx z&tw(NeaoA==t`3O;y0iP{dG3ni{s%G<+~}RxxM03OGi??Z5o5eyWGZCj_pjS1n!+# z{{f4akRb_^oSLh2PeR7}4Sq+qY?S!|pV0Co;Q8sn3Rwu}+>pB=IP`XviVV`DSa&n5 zUcCDkCy+nX>V%r31@5%qVZdySmO2F|2|d@@t0N^w`S^>43{WKLKnmx2D@#>D}|?oi5Jj~Sdegd~0;x6ME$29h=^gr+bQ zvpIuW&3VR*mnV-%)`c@ej9G?HiL%ZNlgw0~PfiwuoNa@`a<3fTzt&lGvKtbf1W+>t zXWdcYiD>==LOoCWeH~AbD!L)`z#k*IfgD1#n2$)l;AAGxe2y4R1808A8YgY}tl3O4 z>08e|gGZuI+tCb;s~5GGypfmYyVz027^u0X_IJHfj;K=Z=X4 z$-iMDREw2r{@}|>KQ9jBgYp-0{x%yfy2cX8?#nZ|aZ13R_*Z2205HJ1GQTEve8Ssz z-x*=lOkq3+^RpRVkHyk8Hw(0ty&e5m^`8vLfk^*MCId>TwICLs%qqWFKhov+hF_$NyM$;>H6-^x^uj?@J zAoqv^2GM^~sVYlW?cT8XZ`w6wBKt-3#< zqK%-3KzXUv@+b_sC4aN#b<8SkC1_r`oJ)t2dwf+41oNTmdrw>(_t$&hF zWlG8qL_epmW-{c5|1AvKTGq+X+Vx&jTKw{hl|d3Ay95;>XC&M56{A0`GFE4xx7Cla z+y+ot9acP0^2Gs$?=OB$A$(F&nEQI8_Cv>dr6#TQJ5xSN$+R0b0(`?{=T9)47&6M2 zc08h>e?x=Nb3Cq>O>L1o0A(7j!h_TW70 zi-H^zK*(n1m#+bdG?Vdmgl@kU!S8W-b+?(qG5IR*+ za~;_l{r?%k*n#J~s?r6PGEi=X8U;9k68vrwmd-T;{l{*_0X7YI4OrGtesXUA*U%^=Z4zU|LUn*!ec7>00OXL;U7+*4VWR1{Y$!EkcwY@br(p7#3@{EmRf-8$tx8lZ*% z*V`0b*LlbMsQu9|{n;})J3AubH;q(lG3^!_1P|~^pxXt!kfb0AJ&4uQGnuXHdqL_< zlQ0_yjH)%^M3%2lEsk^krS+^kGJ%(aU;r-2mtoqD>`&|p#@{zRHc$i(Nk5^1hTftO z#L`g&L^0TC=lmiEh$r$qC$C5mHNArOFy}_;hl@#dm^23TddR-#HMHe9SraUklSvu! zOU%68rKHO+B@n`$RhiErXf4sStG+Z;i=i#@8P}f^u)JcY$$#W8CL>DBu5X>MUz+m0 zEhkcGEVpZ^mq4JZ%Q0eQcxrhUuvha=9WB^*;U;8BzZ!V}0o(-GbngQ?=z9iXXzO)z z3ke8zsNuK&BGG{11(l#qpH~zPh-TsP_}r#-Fu4gp^iUwZhWdMMs8vE@TC_FL9DaR9U4RHx zji#(_|zQ!nM=?My^!o5!EyZ zzJ<=J$z18B{v$W#whu|#VbGv zC&C3I-JzOGW@&5vaHI{Ue9Nu<4@9wIN5dUhBu))Y8bfBg&20x z7!(W#VZ-@4wtirN7p}l$Xg>HaHrE!(dLU{5!a3!A( zS|Z_N6A3BC5-Qs!NbT0&6}q~1BOh$2TQ%#$2$WDnz5GlYWJqU4N7?ADp0Ww*)AG}9 z2;M6Cc5d^GQh*nG%}{6}9*{$7|GP0__VP~?UQ{j2`&O-9@8lpz?Yc2w4g>9l?^@{^ z^!4gPh^b<1lS3ix71C$YuXUVX=`vKN2v&EDwI`fn-W`qg`%QPe$D4&=b#1=)NTC0a z(f4jrAQoD7F(*k-Z&zn)Sdg0_mG1zhB^C2Z9-*HLaTEPeVdGZTu0BB%6HXTmgA-`q zEzL4|)G>9Ts%86bk~=0RzcQtrB(+X)fryBzU_3zsyRB=O4$P zF>TgcxFEeFpX6gMX)tlyhf`5jg89*zn5_rQ!ThJ{|0hI*6lTB@jCFSgeyofxg~D;X z*vMD|j>JX#uN&Q!O9sx|O!5ij`xX4M!liCWpK+IDx@!{6ytIg0gF0@$B z6hs{=OwjWPwZR^QDe&~3@D&K1+MvJgWj|!*Y$p73mY7XU_oOyEf^MiHg%vWbQc;k~ zXdNxsHBKXRsxKTv_T8u*n(UC1`xJp{=NvDrZwkIlSyX}Uj+;x_-q@BC3#5pTjn`Kn z*tu~kI*HUc0mG}S78RE4K}=tUo&dbwO($QK69ufoqShTfd!*TTHky{M*?IaX`-EOf z&jkfVf>qFG`IQq%x$oG)urhQJxV8TSL%qX)mnr9WIUo^rUdW9VF@YVf;XMxW#xC#O z%T25ZUASjD$FsQb%`Y8rqg;X;ePIQoy|^)G4Ab#}lfhzmPe-vo8d*L4SRmda_6Do* zL7upsQgXy~#K8(qFa_-M(cN($_=-zc+&Qlp_X;e^&=J;9H@}gBvN~^!RrAkHHb%|2 zz_1uOgDQn2jO@S%fhRLjvEd#Onv%b7q%y}D!(J*%)^JM4rP18`1<2oFkROSpF%=;7 zd*Uw){DS8RWPjGye8+9C zjxgByUG-Wy;ntuPmHHTUBQRVM;$hLq`NtNmi#Ga?k@#hFnTW-9V>og7ybVAygwRW+ zSbY)m#!p5sRFRpyT3$Btc2=|^>XjW4eAXftLf`v~oS$nJRwNPktSw?1FSh;g(Nmot z&xr%xfG2{npw_*yKg|LSZU=|!gE&B)`U}#Vx-N@rBH+{x(n!B;cvZNBlregqO`?GY zFKU+JJm&4sC1*t){B&-stSk4y5`n)I)hom7>)t>%!dp#}#;-3Px zNKwCJALzU6y^kls9d7?t#ScMoy_C}1e$?Q6Frc3vP`eCwxlsa)?cy@kJpAY&N^aPd zG7nPtali9WKX?QdhyoY;pOg6O`qy}p{{%HYX(GSiT`+I z5sd6*em!vzz3QxD5Cf!jQNi{{Hw0D<#K&hDo&N>LVSZK$aZS7|8|qL}npTfyr*kFT zaty9vtl^_}m?8@&ulxQtRSPRnZf*OTSicx0Uw=xn8$V#ymNagtKazs@1g>hY+XHM^ zI(ca0m>9o${WumTa@UV|bsYmLYA(=(Bzg;Rv`)*_t^wA*O@$K6%^x$az#p)WeU**; zT?^~;^X^mI0O>q&#gF?at?|zOlq{~%DVr-BRv_PcFb;jXW7RTMdwKy*NizeHXcLrr zo-1c^k4>igDWJ!7{BKDZ6H@t;H7XPiBW(ig(kRI*Zeph`lVU_14DS~d`SjU|H=Xsn z10>c?23=IA5B`oYuQ!@;nZu%o;=0TOaKU_XOfEx#I-@BzLm9D!TkKdK2ObvSiu4J2 z3{WCrHdWZz@>fP^1K;wj_+LGsjvDh>FpOnKvjZQ9zv-ST`-fp1tNCCJAS>ApVNIQQ zD{7N7FQI$Em^n6VCn2~r`Yv|TQ=bp&o{VV<_@UW33j3Gd^9jxhJTNPbT`2qJT(d)9 z1*qBh1#0o~Kf_4Mp+>C3dxuI!W7SEd0qKkU0o7s!+~-p(5Qz@d%OI0Krg{}o;R9i? zY0g!XAbe6EJ1e)B$ ziE%^&J2Vre24;j}EaH-aK? ztUSgt5t}jTGI%u z|N4POM}Lj6d5xZpRVYYIh0Vg;E_T-BSO6jTSOyl76(yYMGP%({I-l1mX*LtqpBa_$ z)-Z{vdB8XiuXLLMYplvZA57a+E+!H6z+k{o_cmAklSr-fJ1R8okmrQ-9KSYA?#&W9 zCc7O02einPCC|d#>aPI`zdRMYa#Y+C>O}9M0lY;eO?D8zS}F)EWU1fOAVpQZOhs7? z*L)`nBvI;lcl_zWXXcT_l2#3gc!S7rch18h+v{s!$m3uwP%$7(@iL5@LMO`C0H1|? z##OFt)TuT9W&o#af@v{FzwWHQEpZ=Cvgy(7=Fa6$pa0yo0)v zh=}UBCtiaYFd$gF_}^Nya9f`>q`->}W@xe4=(WsCu>3(h!fL9TM#j{|v4y?vbkCxM z;!ewYpZs3tUuO47B?T_b|m`=HYd*?2NC z7$u^9t3E=;5%V4CMifn23r25&(ujh<5-Wj_xhKhCkBDxneA>$CP%_nSZNUhz+}nnI zTBLT9L38Bij{_W-CVQAoPw`XBW^exraWl-`)PJ4vj@s3?17Txi3^QgTErfmq@Wb?s zF?+0v@uIjZXhuSpbdF%lQzoIiYnlM>fCJzK2S}pv;Z~~R7fWajiAyq7lu1P+%s;H(N7nPFH{?S&s{r$Ol z>2bB(h3lg$M2kB^69(iZ?N}3y?$=X3DPG}C*5Wj!a5Fd6Pjis0K(h)yXj#<@9t}Jf zUv@_o?_Tl7VnS+yI(<7&q^F+G@!>gC8y{zFOx+{AB|OZny|jFQhSz0%$S6dJ6ijR? zVQeIx6IJLt@TPKy_ao+5JR3-y))L-;xColIGhV5&KjjFP69@U!Rw5$9Zn$F8&fd?} zv#T~%nDTKhmWXQ889^An8Ewm&AM{ieARfldNt?%geSys2mG@)4Tu5KiYYB~C#MegF zx>9K1WMp%~M>%2^F#@y9V@jv@Ic$s13pkqzTj%^M`F{Oo8>v&^UA)#QyG@S-Xdc5w z6xJjhr;ZYyxpu?v=_*9B&hPz5FonyHgL>dN{*1?Au?RHJhC%4_B{{ zwH_%o0mSEU!V-gPM=oL6g!1E!pdGCp4W!a7R*;co*m+1c!|fI8J(ne?(L=$x9;4_K z{T4V>LZc9#>My{@^Sf#a(D0^kae6TZk7`_4oMLjI1y#V?p=AI2Ljb$sFFuyVsk*CaDL%Z>OXX|xu}LT4yVW!pbpBkV?P(GMF4v_6 zFn#W!MBt+W{8;6T?Fc5y;`I*ohW-InjG-%#n}t-G!4`=j){f~0CowvdZEkndR>&NC z1Ve97b~!XI?6xobP%vJJ($z!|4f8!2q+*?ztUHeQBue5#yCVEUHuq81IVlQ`b+6k_d!}-c~ zJP>UpvBrrC+mV~97MB?Bc0~Kh1jRdEX%@fsvO#_CyZ%O@t&R~ogQj)e##XAoGP)c9 zI!#(&na|mqS&7YenMU!J?U!n^nr3McqYy+a*XCU9gz*O~*9K-44nj!>g_dz`@hgU= zWK+H3a(e&NZ*X$>$pz*9`iwUNG<+0N^KFw!7fxLZ^u~y)V)hr%!V@MGl zjJvl2q=#SAUlmRW%rhdyg#P!|BN$t-l8LPRl6#0=ALy!_#&*ItL{753i5c9&v{4^Q zm2*%!Q*8uytM3d2&?r4Sx?O9pLEc48`9iww3po1l!Vm3zD09tqBqg#IE z{8Icj_ve|bUgK+B`pvP+pv#uk`b$&c_UWgYN$LCz%(TE1 zd>6#H^Q|UQO|1E*q4#Zm-%EiB+H{I_dBu7Ywf#{)w`n%yIX{K*-XUldsAeZJ2sEC> z5|7TS#XXbWgk)WH0j}3Q5Rqi?7OS*ekmk|H=j;>1t0Mb9KK9`mtFOo^<>AwD;*XRX zl9=?z_IbR^!)cSa?$PyJ-IJSyWc-*egx9#LORYy}mjhtw$&i!z$@TIhYOhfQ@IyJg z`_U=xbclssp6&b)$dSG&=R#9m%J5yj78uiR+g*=9`&v|f+(rLCL^fGaQF@RWevgDN znXL2Zvqc9CRp}Y}yEyEO+PjGGC-w8#cTc9=6q-#x#ZB6^xl z(!PW5B1RWt59fBp+1zhb1b;8CT0Rx($UWww*qTjVS)|ni@L|&<57xfYda((5sTe+T0_smE?yZ3Wd%{l{cG;eOYjd9obFbDoXx7Ti_ON zu51ri27!AVvfbC_ibt8g;Uvhf=-tQHulLiGzqd=1l=W1HUT=fxkxNa87SV2Estj2@ z0S9@Ex*Wijv}5duj#Cd^B|nr>WLF4$`RsO(4WAKXeo8~n{qqMt6pwA#Dhk!4mM*e4 zZFICg*GF|LpXM*0;tJL(F6J1Q)ny%RVbi8f&RN(?KQ@Az9ti#?$%eK`gw%2XjqxRf zVt3btPff2L_poNrNrI1Nj%OTqKr2){G@M67XMQoFPuF4jYd)lMA6MCc#6tNE$t#!= za}s?99YH=f`i%(C^m7OR1-p<38JUnYKEhMpgFwrIK|l-iKE8weFMR`_z4?qf<*$}{ zdCoB%9;LAz0ms#U8qRGd7+ptZY!gDArHe>YaV2q^Ke->n_bGZ?*(AeEhyD!!elfsk zan<|{9P0>-Odniw8Fg8E5Nv`Nua;10#Wv1Fq*%rE?-r%QECZgACY{{Y7baHUl=C_61WO*zx z;Pp7mt*`M1kZLK8Llw;pQ>{X0 z^mqB25_@)`S4#13h9b|MJ}@~|ZAu1Ew25Tn{Sy+_HJWJn-pmf3Q2NxZP9+{LlsEDe zP1YGpqZ}ht)9s_sVN$zk#eTi<_TGuYH!+!o|o{B9-K51|wX8X^Q*6g+hbaduKr0+VjAHDx9 z)_&Zne*>udfH0{E$jE>xo76zNnu8c>nl}(p8j(cljp&pMOxHp|#ToV*Wry55AR&=GY@P0(_V}%qrs#fOrMdesG+S{FS{x+ON7D~6 zruPB$ry|KKuSsmWZN9MjIXZ{4X+$|e6|xl;ufc$L;rz$%wm$MU;EcO&bXy=GS}?dQ zrS|at{OWQtO_B zo>HuS;%tF}-l-chCjYY%IHg+o>$=7UVTILc(eTfUIK=q>s*Yg#^5tS!GHsMrajBdW z5)4?Qui0)eYP%e6k`PTE%nqq}Dy0L3FwM|I866ktaKpi7VhT`d$ni$FZo`IMi>^Ol zjBXTSsQxO6p$(T>5%%YIWhoB&`y7Md{9D*iN|i2YVyv{9j#K7VRns*PUbu{b!0#;9 z$eVlWg|XO?v;zga)IJthED#}^08q%REJ(A z@Zj89rU6;T)N$|NV-8#HLX^|1ILS9NeS(U~d*=YDh-W0Jh~JHr2>C?6ee%DGj~SEn zf?j><;|Ct{d4~(gp=__^SY*Lf!_t4iTjJR29$R!*7+m93&yITavWGgUb!}3Rnu^(3 zX`a#lRyoOTx@adqSO3PcJ!@U`7Nc|yoGD&n86-*(Accc<_Pk8)1^meER@?9 zy3V7XQZRkmcmJ1uH$g8O*3?Mp;k7EHSCj0B0md3oEvRWB9eo5Nx)aH1pIwb((R%qFRR83}jV^H*1A=yo9-CiK)YS>}-Kz zBtT3gMYJ7F$ulHx*yZ<0#@ie1;?jkl%P0`$p%*c=Dct@#TlCzL66md-=I6I-04bFA z+IpTFYzMZ*3+y6yK*gL~RoQG(Bhf>s)YnaqE?ZSzy74uE4s?Do^BFL z9@y3eG%IPbvyJ|$(NFbDskwGC&{q~1VSP$|bEoRc?{CfntiGJj2Lmufz$Y*~IE=s& zPPdd(5U!9$# zD6;_fXsHGYSr~_#2olzJp>whMkYen@{M`eYwkIH-VwBaP$A9d2g$01sbyT;C5*dA6 zc_)VxE_?BnkW>U{iCNVPK6`_?G9?={tmS1GxA~2Xhw5JW-#ugRuCJLDXCRk-PnHKv zg}~pkv^x#wUb)j4HM~dVhqwlUV>_jSaeZ%(wWlv?q~`G$K+St~J&Cyyn2xnc*|lOrhj#H;k~<=8Jq$~cJqjC?wym+aO=hUE zWk#U8_~6@{Y8TZCET-mu3WYSzPPS>O^Jg|$CSzNvhA_e-ELIKA$Qv+faIc%sbyvK< ziTcobm!VBMFN6`R;F`2aF@&fM(-G-T__Q0h6`%AkZ3jD+Q<0erCj!;f<2p`sPF5l8 z7^7VzNaX-YvPY+hDKn*BtjigmIx{PaqSu91+(blUx-ex1Wn&0E;L4)N=D2g_xh?(j z7X<}*H7L2)F+?Bo2xr!Rx7mN%iBzJLx4YGUC9JI?Z3v~oL^~S-bp6!hFQNN@;pset z9KHbzNZIkDH_;@A;CxFZ2;pz0gkl9Y?g(Q_n^bgx)8q{op5UHJ6tX}!9J^P1B;*>A zY!gnhMP$YckDg8cB?|OqDVnu-O*8vDrE8=#Y+e~V5xVh%bl&NWWa)iVa>`AEi(iLF zMU`PzphnWDq7iJ(;7~;Xhw%KrngkfN`hae1On?*xA2iz!?0oGrsON>A%j}0(2*o`i`=(DfHrL7% z`20;2n0}5!l@P|%Z~PCcVS_Q<0bmr>?ix`T3}w4#bQLS3ChHtmjV0IYMkQ1Z zY31+4IXG{_f$oj4Oz|Pb_)ppD@cpR|;}cWQ?&VVxHaa*iK@4f^a6$9a1C*UlO3m#{ z@u9l5K)wwTv_KL>ZEskvc|cQi;LTqJzhX-mT>Ckcc(w&i79`%}bLqt_Dp>Ika%Y|p z2z%c6GU&)u9|W{#i3h-$w8&wziRvwIEb5j>3{!6PMOja2a8t=vAN-uvV^Y7h&CD1v z;K3Knwc)OL|@ON8ELam6sVon4z?Xqksi_u&OO;MSU`BpR&+*8{T0F+8FkPY*GVB`2QY^ow1$ z9+k{PV3QTq!>;!2+E9iF4qq|(CQd&n=+*jho%v~tu7~rIP|QaP!3H*=pmOj50}Pk% zw1L7L7aqGVdp)`r)R`_o@ElC$g15cG-BvXX;;9(!7;BIuK)*^O)kvz;G23kAl*24f ziu#tkr_0=W_Ou=vHxKb{DL>K@A`77+=_zt1_SFMN6^f%QZ$nX_T65unN~f96wiJB zi?YK(GqIw3A=SA9myF6bj3cb?Ely(uU}9<~3KEHoj3Fr((lmrMtbT(+7;+Pt<#&?E zwMwjJO?A)d>J{vq?rk837oMjs#w%^@7pgvxo2LqC=5K~Y+hS?eZ)JIDJhu0N*dBTF z{s?iuXk(DrVS(wH3w*k&`X!m=b{Nh2z2o8>L-Tmw)E4R>KCfLTfrDV9uU_*^72`MO zP1I^vcv8k=F@y$G%j1w8p=B7huO1*R%xHT5_2gLkhqxG_Y%#sF>E~SWMm!&9KLdcTz8+}WCzTf%docFrl`+o1|eV*t2>s;44ax||Eq!X0_w?M{D zHBve*q~6GaZxon-*@1R@ zn&_sbyn(5`dbum3%M<~8u*jM2hjmkrxB5`K3Re8DsJ*J+J(Rn`v*UKX1J3Z0tP%$v zBlS2xJd;}7+nv3qrd;I1V#`}ekFTDvM8?7UJ-Ka{Cfq7+&uiTWagqboRr^@44R7aK z-QY#2-~^K1Y7e|PeG~NFE&KiWN7Tnmo}hfr?24mtgmDbLk`2xZ_>`$cDW!HYhmCJV zZodtPSy^kM=AJg)l~N8t%=sQ9YT&hs{!ohYpgy>;TT!ovb?;6uPs!B#S~GxJGKGmVOW*y(f&4+h~mSbDJQ(UG*`M#NlY> zCpygdU0Qn^7u4_aS05q9zh(NAE3pBa)BM>UB*+dKR+je#amPIr%#W_subWo1va>bB zFui(#wvlpttUrx0_sqE;16ui3HW62UL-oex4>r0r5ZplI!LFJF)u#582tJ_F^z+36 zT&uIoQT&rLk88GOJ5fL=al`Qn>kV&p4EtGP5 zHG0|>JejNFa&i4@gXv<%?VMo%bNRX$4T}#TMctMwf$6-W_o?adZi%)`l~;*-*Caj$ zgnhV{TBCPyzi!Z&-mt=0Y+d>*2ZZ+g)DdGcEF8Z{xz5b8Z~vNoEO)`fcFnB|{QM(f z++TpZ1bweVc&b@6TVGk^3Y?XhmDk(MHx!tvo+Jr=!+rMK7h6NB`b`ZfdRwxIZj0b< zJdz#}0OR?z<7+)@!1Z03_@y-{#YWc~_bIxrBJk#;c|)PS?=j%dsy3+y1%)_dx>2PC z!0y(pZdy9u9#=2YgfN}@ph@Gnra&+K_wG*3i?l~L&XSX zI@R?C@|`+jp9hr88N#~>Ty2`2-QToi-e#6dT^-%`hGcmfxOcAu-_d&I5=OYoZPHpYsYn*7*kO%R+`f?g4wd*}3r-*a4`nni!c zJ95YQkIH-UdF12e;d%)2(x~^Y{&A@XGO;hHVp_BaD)_A_Wimjgs%u z*5xr7+7-&gC5i@Jdso0t$FJ-AutYq`ia+G3%=+SEBXK10Cr#lBS5F!6a02*id?PS( zX>rN;$C3ak(iQ2!JKNKLpd{*RwzF;5#r>(0(Jl#zlyfe6acSXEdm-_J?MQr=DNDlY z;GGvGXEfZ0=3s9qoXQ5oi$}RrD#rHnM@VeC=sC(%nx$Y3RB&u-3uovFsIKzy-%i^UDcIXQWR3YK2g0)f6DUVYcGA%`lyMlv|65xfwUMCgg1E1 zW}LloUkN)C(xmZqunJ(iUJ@nFMm4J|DTMkwUEbV-gPSR`l`LQvIf3wvCj}p`{UP^d;N0~nLkUbj(E?R)Tl6iOFY*R(148J;Wz3IMfw>dymWX; zV4DDo-AwHxOSYF*OeT~px0wqSxXy9L=Jj@oPGHI#I)s8 z$&26oA4IDUO)(}mFP9=-7Cp|V2K(u+;xd-uB71%1#kuuW0-tR=5k9CoJNtc=JBNa? zTz(6E)@7_cv&sQDgfYanTv%w#q7$RmRXxSBL}gT%2bTZCZkB)YmPCBbN2SS5XUe<1 zZ8{I`pU%$L^$IOnEI=zF?_X)VQmX#es;2-5_Z-sYRx& z;Dxs;VU?=;c$+;Kwc;gvAJTyqeY3KQKTHLvb>IgDb3uLL<822v>1Sb~ab=8ZuM=s>@3Uh}cji}-lz-L&k|>j6N;VY9LzPv=n(0u|tr7z5ZQQut`E%qa;TXj**$7Pcfo^;%v%9P^7*sq&Yx*C3}JSX}-wA`to`W9{bm zwPb*^4*Vhv_?h1EUQG$(>{n<0AEn>YG`DtN(ZM1SaLPc(Ru7vBt*A0xk+2Q!qA7LF z5Mgfek}S6VCqvzUS;LesncwcjS3!=v5g%HSb6!^GFKa)G4QFU};u4?`VEtl z9et1NbTU%8|BGQ26aT^>Cr6pWAlI8OQ)BB9I)Po;HS^@*D2puIV($`JDtVwPl~y6? ztIS{t7FzY0q#3QSvV0rWPfN5ltEp66wfNCiy;#Bz&@)QAuIOB^eD8o3#$omTDmsA* zZOHm<%F{LHM)=J+E_51cyLzX-{4ue;Ze4fO7t_nAA7Kn&%1PL+_;4dbyt`##VS;Q$ zxe(!b&a?{<6B^#w)2Gd+Q&`xpHu_0~;Sge&aim=Y+(U3GD1DZuRn(uu?X`N|%3?eH zbd7uYD@a80h2r_CT5o2HFw+9Kf0Ptj;{`BnlU2DDB&io~Kq! z8@m?kGk!qo)9aS=nd^mZ4X18f5c0Cbf5ecO&7L#Tw74I{rYI@ zj;}?2eP11VoGGWl4j%VRTeJeb;YJ=Gl3n_VCuOUsym~+3&H^RRB|@>pBFD`%sw(%R zxE?K2W^nU4}(K!QOb#;BrxSL*wS!))FmrYd521R`qy8Wuh zV4KoT{EkUyRD1ISymJfJQZ;6%EqgL~+Jw*`vE%Z7GlFVj5OZd->neQ|VTokM`{I(f zQo?3_(bc@Dg&n-A2|=bTdv@xHtjSdyawG~_qo9S zgjC9{QPJDF
    J+r_u~CiRn78RvZF#;p9lr!O2KO}ZM8oART$$O-++`RaNRE^+*A zHrDiuje*s82fj<#^yu}{`4`~=XKc7qR;L~khN#WTIoo<;T@A#Jguu)Dl~lb5wCkZw zqm6RuVzcOF^a?PF&Yx^kKH_mbvw}cuu%Z&X+E5`K7MHhvKz)@1?7{H9scNgcYu*$T zo4&tp{K!R6WrHAcA!Z1{MWw;OLP>-2a`weyP!68QBedgH8kjr?3OXLBsDL1v4!$TI zv=OI{vCt#Zz1TwKtDqwF02Cw!H%cQK)F(wI}k)W5UXpBb-)t+og6^0V!Z_cv?!@%-P#&?1%z>yGw1 zf4m*B^Ga|iOc4fy%R!-Vd1=^LC|nc@6&0s}{NxeqA?E3T_4YtxJ=`5Z(o!%fm?X#z zi}hB5Kz>a~p)syRi75u{?B|5~x5nGq1?1@9bdA^;f9l15i!2a>a-o5O;4m8KKNm<& zR#sXT_rxTdG3^BteF}eT4Q&2p?BZ}ls zdO)Gl|Az;Mo?H(Khe{LM>|ee_O!nk@(sD8~#P&SFlU4jLrf^)>fAOT{Waa;xD;fEd zT4{M040cj0FD-p?Jz}2af5WgC2X_w?=I5E#_i{mlel`~INSUG0$Nl*8+?u-wqlg7P ZF0wDy0fYTnVtE)8E<+