From eb8cdb329ad2557f835f51844789a2f7a935babe Mon Sep 17 00:00:00 2001 From: Yan Wong Date: Wed, 7 Jan 2026 12:25:35 +0100 Subject: [PATCH] Flesh out the basic workbooks with coalescence rate calcs and trees --- content/data/demo.arg | Bin 382004 -> 0 bytes content/data/demo.py | 48 ++++ content/data/demo.trees | Bin 237340 -> 339828 bytes content/tskit.ipynb | 518 +++++++++++++++++++++++++++++++++++----- 4 files changed, 503 insertions(+), 63 deletions(-) delete mode 100644 content/data/demo.arg create mode 100644 content/data/demo.py diff --git a/content/data/demo.arg b/content/data/demo.arg deleted file mode 100644 index 7f80dff1b200337599ac7c4fda2733e3836e59dc..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 382004 zcmb@P2b`T%)%7n;0=5A}LQyAz7?CoeNI=S^2WbOA3^g|)2??YONq`X$FGCAO7>XKH zhVRv(Mi9ob%j~ z@5&<%nE29-x7v7}N~N-&u=`^h=>NX(f9tzy^W{b2#g?nDC=$IXS+HV7V}?Q`^pzOv-W zqW$wW8j+dt7rXt|E=&9ABkDe1GFEnPY5eL_|GV)YE{&h|FLeB$mfElQ*$W##`}Z%m z-^`1Aq3xr;4sTrcKke5x|LAlFw;$z%E-d7?iQ|pUvpZiw~m8^10x6l1!!0p#|e~bQhFSTFl_MceG_-TKP+glBlnKu+OJ8&)g zm-$a|`^1ld#YM^5PVtO?zT3xsnr^@QTIQeeuXFp{Ust`r@w5MTyM68tqi!yG&ivLi zjg)`3H2)5_KW{Ax$owBE&41Acijv;7w9ojzcKgK7nIBEhYnpkHpIUz}%|Gp5==d+Q z;b;FQEKSe2Uk))=)p$)2E#= zeZelL&zv=TT9KSRea6BfHD~(5DbuDboU*z!dESf}3#ON2qCS z{;V@*E}SuM{+uZbcbPk7&U7cwoj!lTta)>1&7C&ASHm;HyBN{g>)q z@5olgs#lwfv)oUH3cHUvv(A`5JmUqsOq;%7;RunP7$K(J^JHa&e|MG2|2fFqdDEtk z=wf(-M#u~1oiqRRkrfusnlpXQISboUoImT_>C+}JP{x|FGn;m!Oy=L+Bxj9PGw*gE z!_#g{g=YWV--1~qXTy}KZ}TXU|K6)Y&JU%oZGrO%t0_QMUbzM^KN=dI#RENb@56U#A~)#P*L&RV$O zoO5PPtMn@nHH2-2%Y?DQUc#ZmbYX@tTi924hwwUKqWN9oUSY9tf$(AB^}fO3a1M{5(~))l@c>?piQ z9ehkopV-7(o!&_KXDa;{f$>@UBH>!$E5aWHbnq_$-8?EBFQA))gf9wP37-eGN;V6N&;FrQ%RE`c05;I41%^u=+L&9s7kFHJ?UMbKX9IgD9i#vo{ zgeQfAg|7?a490wk>VcODM+q-g9{aGqfG*#xJoX(M>J;7}px5gJbcaoSOBkd4!-T7p zX1}i&{wd5AejzXy^m4fByj9ptY5HXxHscIOM|b2IT&fq%?(x^TDBtAq;$((Ehy@oV8c<4W=E!W#wV zRToC7EjmIs@GZg>%G*PHoESSs4~)+q-5{Kz^l1YBel9TImBKre$Nm$SwiA=4>~i5? zfw|Hz^JETSn$Rb(rppBO>0<)=$4;u^2L<$iewZ)z3my{~7x2R&dfilM=6$6=oS~0B zgyWR%6JrZc3EL=*A5(|&_X~BU!Dobj8KaedxzH(@v6(-5IzZ`Tg!d|qPVw1)2pcL7 z?634a!gfl}6tlkZV(jBQf%)`{@e%gtQl+;Lzh6M7=;(L>dz}lE#)i7YcMFdSTS~@H zj!_za-dyRU#rP|0SY~`v4A_T?yW&wJ=8M8^z~{ zv7-q}FBH(%dxW0}u>;Th#W0Ki#{OUFV`(Y0#`>XJGVUlpQfX;s^V2?d&2iPlg&zi9}Y(6+x>Dz@<1@>g3 z>U=`DSLyqNXN0XJ=O4BQjuIFHzpo3o3D_9%k?{|aJWt3RzNR!7t+JNz8UfonR``|h zCY2GpuuIkrCM*4A0sRAP`A*577fw|AQh~K$*Z69`_*CHo0{hb~&Nz&P4zEz&BH>X1 zf1M&=*TgyYsV3mJ?CZ4xw!mI~R(MD_P&I|G4sZUo)p-t)5PEm;d)^w`IE3n`NxW}3vBI4;oC~%2gDt0XJ@5})vO=em8yiT%YBge!#q5pGc4HsX!Mtoyyf9|dfcwY*YH+&NyjS2#>EAQn6*j8__bUf50Y zhlMQ!=KdFf{lFHU5LoX-F?-0E>k8DnNTBYz>lSA={k&UX?c{?Osf^fjzpzB|o5i0I z?dH7D3_(0+70{_^zy3&k`ZUe^uo3Nqg0LG{u zXX$&z4+)P8tc!M(cNoMY);?MsU;V!2^OQHBGT=I)mHoPX~6SH0>d5oC7rtZnAgU${R6F1rKEtMv&g2|HqCTylOAeNwe&f^aX z$4bVxI+O-)7CtRtzjXoMr472H9=36}%Hi7u&Qlnok|1lE7-#=!as$q z4_$mmV2xlaAwD)!`4%i; zR5?DjpO`(}RE(|tOTcb#7SPkl!i~ax!t2yG^Z2ol@pn`nAYLBodgugw65q0C_$X)Q zI?Ul3rLn8y z#n{xA%11{4f7n^_F2bXdpOeg-ml+pIo~HEaV(f|eu-~s&eeMConrDP{1or4t!ePQq z!g!UVTl|=LU>Bp*ZVTsQOSJo zLfv;5?{fWP)$iMclO^viX3zE!(91&QO;Gwyr5_f)Bb=bT`vt~fkM?)@x0FZR*-<=E zdFYAy>9Bx1kMTU>&?oWuQWRQsxU_KB!P7?20%B*EAKnv zqs3Fi=m(r2`9RfS+?vwZ==X#JBm>s^nD86nRVshAz}oS%Rl=Ui$0qI-_)|4v*zroU zR{ZWsVWDL38DS&kpCoiDAMBvKM}*^)N1xPtgVLhmw;gtjeJ~dLjPLwe*g$zZ3F!7W z0`sm5x2g>M%%FYxpr3A`M?f#wBG^ngLU@nzu=Otphe@tVW^Mlz-!9%yxJCH5e{78AbDm_q!SwCR?_)c(+ z>Y;by&VEW?DxNH+zn?38pqTkG&vz=Hd-Paw&TVx4L6yB!dD!O+gSf%E-fz58bpY}1 zF5wSCbVMxrnZWwrq4srwxCWRrYv-=SoL{T5ON1*%;AYj?U1iuHebrR9j=*{r2^bu6 z!*7@mZ^*2d`MyiIQNTu7Gyc~Ue^FrnM%objL2SgX(d%6Tw!5`)y?CXtiTi!G7|=KS zc!BVM%3mSIzlp2FN8$qW2D5}4gtUdOf^V2%@1=X(Zw z2=xDk;0#}=vQLW9|9pXa#va1u0((u| zI*Yn0BVNuHdIjv{bn&Aq$ER5TnUb+9^r`=w+#%KMU zQ|Onmo)T_S9^-8$;4}2~m>6FoP50CX4ps={Zzw)ms4D#) z_eFmIJzOu`Dg0FUy}-WQEu5@!_T*SGc72}G7YW1^*7HT-m%@!IBQ|WK^c3UmV*KtB zp;O~tDO@Wo7tjN9oh)1{U~kw2V|-rqvE45z-JvwPK({{@mMI^5T_EIKBBp*yz&`ub z<^#fS1#IEEyeBzKOv4vDfvK=1f?i zI_QEuUgdmZ>MRZF(;;Y~h z;mHyBh0@?Pnh)4n{qPQ%sJssgr*N9o7JZxpXmo%O|A2-w4*kU08;(&&RdMSp;~pnvrJ z8{uUd?|$WB-`F;L`he1(Q~C}u=QTi=y^`NAP#!E(`uoC*)Xy6Q&Sd(+?r6t;ve)wj zbVFP_O!?>o+a=x{C>fBC&z>bH_QqKiE)tV4;97gO{ruU*}!^1L0z&*%#s!SWk7(>kg{N9gV%;O*l=+S<+DY z)$RwM0Tt!N=Gg0PN8k-gzgXq;#k$5zrtgt`{#yCyk$6Wv{0^Vvu1HK-E}6Y%pA(Z< z=jSAIw`v*OwK=2kw?7FJ1@`W0;UR%Ij*X$8#m@VZm_3=Gd2w#8BPJGdW}q+ZnLWZ6 z&<*n^KC&+MjaZJ2^M2&q;XI`rtOCkEON{+u8y5&iDZPiS*PiA^bsLO~lX5g;xrP8Tc^z1Dus#P`&L`h7LIoh-ug~^Z%ScJf13M4ea03!W7B) zChKJl*e?44XwQ1Mj2|c*V_^R`svMg_?{8KnrjNGRORrl+{amvRJ0P&P{>?hDCzR#Ys#|t&ibHYiI ziK*aYl0jkud$W=1?kT)gK=-VPxbZs4ZxRw?i5c8M@QJa?-&I(qwQ?@sD=^kKRK~pr zyFFj&&kOiJ_RUy#s(x&hv9N9S^hBY@{m~aOVZLPQ1MCd2FYh<7H};3U0mmEkHAR>z zoFm}B?EiJb$AljX{}k3$88}-YhQ3pIR|}5{KN5z7-BpHv9xh;0>^bv8*Uax+0iVWi z*za2eVhH<=9i1W2=5oobpEKv104 z^|{u?p-$upEKB-4z)!Oj0G6u!@^6{7T}w&5XK111sp1L3&#m3 z33G(G0&CCu&sX{a;hnQbjG^&F*qkUBheeSHb&{2gy<8UvepxXx-mm}McID$k*e-j;dX5y>A7UKi;!E^D&tM$-#umA6ZKJltzMLrs ztKCF_eMWEJ5;jzQ=E;5>Vq7d{{{i-RtomS{>nMLfZT>1?cf1?-QW~8+D11d=t}UTM z<=kEHW%9VEkk=*LB(P7kg_$F<4xFwsY?*k5e}j>FpQQYoh0Nonsy|vF#xj3mEV#-b zJ`t1d7y6X9o8-&I7l^S5_Lw+>@11R+yMGG!GQhr=8*9Enz#hIT5Wf~EKR)&orNI-z zv%;3Di{I@doF>dyee_6dzE8j(SRZ!qltBFYvY7U7Q5kV|itu-Veu&$|TyU&#rf`u! zjAM`frh4>^KI6C4>le<@dgz<^VPoGBKPjxMbk5{%r7tni(YuBB3*4FMFR^;EWbE-W zmE{a(T+Y9&~{>FadO8{M7Dxh!b<2%fmcFco0U$3(JgwG1B4^Za-l`U2t_ZH6D zWok{(n|&GlR0cJ+#xgte0OIt=hQ3#8^1(guXrP|uFKU9+%W>1sSemtV6N{l z=pUP=@2?8{7MeH&vj+AH9dbX8Egd8od_uriCW`MC|3$#oi8-wMT7lR&S@UAt>jd=l zMdMqzrv%oGE`KCo1NRE-Z>Q=q{xqRa zU{2h5$Xgt5C2EJV+5RQ@=zvSfUPPtiB$2C->9 zJt%xd_@3|+LB+#kvIpN4us`J+oz^ar0TPQTpS0rTaab&IgI%F!#aqb9Jw zOJS95DE_(X65k&em}~GWrP*ujU`V)B^|qIMy6|&jNQ{5d=lg^&3)Id0*HwC+LEK>t z`1{2M`*f@NeL&#*!7eIiuI%riKn&(g!H?M^d>tSDoa(b~?n&6&S<1(+4pSb!g^zwn z_?Cb#pbz|k{p4J`UHR-0ZHLbyr*~66{ZALzv)>E<65>xMsgFY>e^>a2Kwso>_M%Vj zR-7%^0AqYy_@{8F>g}a`?ie2vz9$eT*rR_4_$6(*Gh?fr0(!u<|17Z2o%A6bY}_yA zUH6>vI<*CiLEoT5!2fm^@Y9iCjz2Wk(WN;+FX#|mJRqPu`Z!!54m~2E5B%jRVN1#H z6%wa1M{Je(Fc0Er#>OAPlS0N^U*kU?IGg)b@7)6ZGxpu;lRGc>uPY@#Dr}*8oQupi z_RIS268>lqo0#*DB-6*WVqyh%jysk9r0^wywX^r!u{IMk{s)E63ma*kJ!0kq=%3iQ zLfBYk?D6ZBreER}HbETUM(G<3#s#axMRyQ!RbOANS7GV9{pI9zGg z@d06_z+P@89HcaM{Y~K|l35#e1z68%%BLOa?FH_I#1H2EF5$NV_Ca6NLl=yVewg!K zlHaH@=8@mpKCL|BG`jhL+i<_RUg_7XZstJzV(*Au8>)=;v0mo#T46T<{~?Ak*4Lco zJpj&;{9)lS=TmP#wZV_j4dcB^GQWvDE^vS54)CDxa+Mt+us5>>>I2@FU24OB0_3$y zvp)JACp;xA6n-sSC;Uagr*Bc;+?~)DHi*8MKjWga1C>V4^uJ0#SM2jvO21w>PPj<; zkigyGY2y`Y#~qBj*+uFXzk5Pu+`Wn2IWrg&`(WQ126qDD3UlT^r@|a}Q~GfsKC!Lx z0cCGc{{F%|;ZlJ)5<|9B`6C(&ouPB|^PtM`AMTRqntSS0V_TKucV8EnH+?>?`qaZ_ znB#itlbFl7#QE?R<^N9kzZaerXt#;#pd);W@5l!!pMJ4pe1>^rKf5S>tMG_G3_Vhe zo^KXnkG$WBh1f0nzEQwNmkQ{3FClATo`AZ57_for5x0m1*yn3hAG}V$P5^uSR$-FB z_+!M}W3U%&7@IjndAEp(quVHrp1}tN_7zYMyXsc?wbBndASPa+JmLpy|Gw~Im17$V zls-~v;xKP{`uc(pd!gWhumNJqIAIUrs1d*>&NJ8x&IoJ=zvvRs zC+8{pNi1dG(a{X`bEopLJ7O;P+}x*ssq`CEeu{uSVN3V|w!|9wZbaW%A2!dpfW1FU zz;;;AkZ^?B%on(4Y$zGs5)U{-4-$~s3+{Pfw)(-Ix#Q6nz*bo6=E{qY5bs$l=Q!u$ zP6FeAw+q}o&>wvhn@HcQK638h&%~qes4TX~T39=Nz#4uc@Xh2pF}k`$z`j`1+XTk= zjX>Y*Ju#mDtWaHGe~3Bw7-tb}?-1@1ZdDoni!J_Kz+PhWnJ;tRSN%*AdX)aPfZmBy z*fciJw^{VTn)t54T5?A1u6o>G?s49=^d*_OV7n8Aw+UG@vFwd1J571CWsS7qOaU{L z511cdt>c9Y1=ic8Jir{^E#Rl8EB{7~dB6H4|9t}M#E-TR@FmvRD_kw$Bj_4nKff@B z#D5a7|FaEjg>_%8eAdW%P8JfA@Uf=^?!N~MCkl^h9h?D6l#j0wU)Z<(g);^A>LK!Y*R~X)7@kfMD3d|iF?+~y}&?(dm?DJXG*;NeY3Vc6i zO?;OjChn^-SRejynSf7lp8QI{u69y;&fEALeu6Fn=7e58BRnSHE9en@V6VIdm?QR1 zTxP$S7kI}AT%`2H!j-~%4eSh@Dj6HuOKJA(LE%dRXU=kgxW1jrZ>5gb#9fCw@TZi& zsqz5vZMJZMfFCk9-q*y6Lj>jsa*o}gyjz7wgwvD{*q4JObDk2f&XfFI^}*eNIo>Yp zrt|~C`x4j{rz2a=$kn# z7U&!FC?9>GEBe8f?-1@0*vD&x!<8mpKcM34pr>vL$_ZL_<;C#D6ct+Sn^#EgKJjOUjxL$b3;CI*c)EE8XXU7UR3&aNO z8Q>?_{tX860@%}YYBx`Hxuf8Z>@Drnmbu@iy2NhM0^QNZ!*3t z=3auGqpx#?|=N$hc~WcC>SV1u-OQ20Kqwz&sxE}6M< zHssqLenjl)5zr0u0_?}H1@v@{+Pq6xE({8{sD1Y3Fv)$w*977qv4l1N8_D_2nT?GF z8><}KWzFmrahdsFDqw3rG=8D7A>mKLdz7bT59{|v$+VlOJba`npvP|u%#CyZcS7tA zn|w-OoSO~W@cn`qLkvLIv^!e-q`*44FCL@xGJ%+nPM8mOlhXzC@*{)&MZbx&+(Gbr z_GS-(I|_UDUgfbz#IKFSTM3N6Oyi+1_8Xk0diczH1lD?`>dc3y0?_Gp`;iE$AfwckFhfN+Q#{Rx8{6xSW{3;T>fkvqI&rD7|G-_AMBqvfsQv;`Yi(b zAkLsW?DA7eV?)>(v8b{^fqaMMj6k2P^)mu`1OE{IDew)D`v+rSmyF5%@Y7W;FJV)aZ!QoY!T$*AW>_cag?mMOd6nvKsq$kD?C=l9pTz5H zoUEO;*wRmhKdS6GfqmRtGCDg>U>}#M9`_e~=~)3?Zoqssi5-+4X&--={Ayu;VUfUF zocZEU%njduzktqJ?;Qg6dzJEdPhYF_$a%d<`RL&L!rn>)+Jjq!FA7_0F6b2l4WSdc4!)JoQ@zK8 ztQ}pm9>DtN3Fw?V&T`?q!b$<1j}}-n*jeEGPF!S;#76YKR2Zi;bDyL%w(||8xqITX z*aYjrUcmx^J>>1czWk5CexeWj<%AJ9N$Il$eEM$TAp@UUB@io!Ev)$!!ZyNd1bh;G zV1LXD8wB4I{vfd5v0c*Wkn)_lls({jtbwx`z3;BNyqSqV8%ZYqyi9q#wOCiL!2RWe z0&C+giLMV7W(nvmx?!t+t+N+j5MHG`;ySt`&g>$2oa^Ba+)cTUZl*Hs zql_D1AL9k=Bkwx)ow)FE)dPxEKz9Rz0LgxVALtnhp&R0I~w%jA|v+VV4 zDqA9OU;lzIeBP)n^TY->7GCK-(Ia;z=7BG~S^0qTwO3)e z*h(Dz{!HoL2#2d~zv|E@wuG+`H+ND#^X50VbyR+;K)eAz5LoAOfq7sb#C^V{U}Ft| zJsM{)=YVz~HjQ1ghCPJ038xAVsQrtS|55?J#g4c$EKxrF+$^vj&T8z6bzw97XQ-Jo z`?gTP4gvel*~H%eLG{rubK6Zo9~TMC>3)IzM=yUB@JDO`bPDtjP8T>sh#lWly+;LN z3H}zmTzSOwAoZvV)>R+Gv+V@z0T6>?y9X-0z@Sgs@V)VA^D;4MVrAMyr`Q8_z`b%E z@!1A?o31|R7{tAWN)zJ}=eU#XuY7Q@%82_vRQeABXFaxlit&ufzN38XZjAU?<>Oa} zE6pDAHsLHdOft3zek}Y-c)9AHAz*jU2+a9N)#Yw+oxoUNZ>5mV;^%T$A-Ty#Ljn7 zJ=V-xb{0mio!Iq&Ks-H2eGpUG3-}*eUkOzJN=G_XzAYd;C%1N#Wx6d;=!$c6ndhC@Oq|_Z*i*Pk*im3F4iz?0{gVam82HR?%0tJ*Z|wRf0(IUd zoGK7=Q+Jf=Qa}E6p3=7ooPFqs`ClNsSJ+lE`p3Sr2JWMul#Gs*WKF>z{|=gXWqi=Gf(tv>e`a`)Xyb&nHf3l|z!idoC2gpHIQBYsjqU+l$4 z1m1h-{cHhy+(U>TU9a?A0_)sfJRqRIy(DvPqqC_lj}B-{o0`fQ8xW^y&sskzJRsm} z*wdW?;{$Y^vF}$p-(DD>_`a3$&>ek&83J~?rW8vET98yCwB8u$=n?# z3D`Ar7^m`^1uKJ&&t zcz4k+{?7S!jMBtIe2MdodaR2%5v$iznmFGpTrPZ0;P=6a>W4E2KO=^nClH6|EBEij zp>5QLclEc#j7xmMN16A%s=uEY9}ZXxHU{u%;`WCH?!KQiektBb?XDF*AbeQ3SGYs@ z*xO!8bLZnsB+gtUnY;N}N^>V11L*frp=JD191!F1g@qdHPW6e+e_Z81k-V|e zIU~@^rUH6AM!@#b6Sl^lu~&R&%!XQvbTQ{co(pSiAv8G&@=uSd#_3Ufq+fmbB_wK z3-$uP{jq>uW6Q)c)&YnmUlL;5Z&1CRgk1!D{3pV%gx?5!cfx=1$HbKm$*&W}3)nI- zWqa)dx_nCYuy<@5onhbTEqc07W!N=%PGEk-?r#d*J=st8karu%J(K$w`?8gQ9?uro zi4VZ<7}lh|le>yd#AhRF2Nk@i-y*iPfA$04|Gn@Mm7_EK0K7zb*b%n4p2`5R5np5tS;rq#mvx>ZyhHeeu-q7@ zvY!gr5xlQj&SccXBk>a!+nvZ8YA@{Phs8~U-z#;G1_ zPP^y|yF%|*2xFDLUX1NCF80G6`Xg$0ztYS-^JfjLm-B&pF23?crCG<-0(_8``r1r5TlF?mKK8mqV7z+;^n{%q zsyZJR?<#&kdRnaX9V+{in6~>XAHPTpV*TtxP2k?lSww6ZBYwSr?H#VN{l(bDYn0{= zbAi&C8|z4$oEhlk8v?Pasx}*m*O$!x5tE6jn>xLfSVebr|j=$`p)D&~H{U1z+?*~32y z=qcwGdKn`yPh#OKm7b{beU(P9?+~*Wod4Jp_nXlp>i=AMqa?pvz!vxxHCK5T3)lrd zgO3v5iLJXz&RG9adL6Z6oy1%8v`EOC>KT=D9_4p{<&twBA^rn&3U(AYo0%hPJKr+% z4r1$%s}A+RUxa6cGgbcv;R@B?P4ZDn->x)s;C{cIh(o#Gy<74vLgLWN)XxFJ!2)*4 zo@1xzm-+F%iF*`&iZ4=5jAnhg)9kA>_OeR6TxEc_K4Sx71%0rG-&dMBWAChEfANt5 z{`zs@G}WU`>@9JFKFKHk6YsIbCxz&dcuzbg)+df^rgCC_;>$%U&w2VP<-bW_Ud)Ak z9gZK8@#!h5i$3lXvoEoI?BhzwnHTj^m-;&j_*(WPdz5?RJ5&}w#@_IK^b^iJvVQad zvVL^HTrxiXh)&QY`wckHu@Cfghk(6BU)WpPj_fDnVJp8?AGxC>e-q`MC1f5s7qcJO z1n1BP)c?nX*mKIU|5KG8Kfr#zE)ai6bJp#n^8YXYdM~XG_Y*F6I&@x99xj)+78d2< za(P+qoL|%rue!F7!{z!F*KhNGRQT^1txJmj!~eauJ`}iq{ivc{IPJ>w9D7+&FI=DM zcIL`j{w=+_s2}cJRLJ28R}^x(Da*+Z55B#qza~z-aQ%#;ez@2B5w2h3a`X7B3OSs9 zRyaTM|8>8*dW-(U?f#sopH-BH%jJ#PMR|Blc3W<@-185Y%PX^re%t&X6;{uvUQpBz zuU@)#Y2f0beYi5Tf6>T1;ax>}I6Y?Fk=Mqf>qS4|c7NLy`IYcmI_f#6s2^@#SjgdW z^EK^n&HEcJxBK79own~at)qTqG0*V$D+@XNALBV5R?MB=r*Ps!_&?g0Ge#BTRm`KV zE97vwdRdO1>ZcU#!sU7|RBqeb3vE!UH^F`sE)`c2_eVSKh0FEo@2C!Eg~vMngctP{ z<>89;7Vh!67H;^Q3RlJz?ZZ8eJK>e~i|`W1#qjXtM*N>O#iLZoxez(~9eHhjyWHnO zIPp5|!vnV8<+jUk^f1bCBb;_?;=1=U{2%oWs1{k~4#&N4xqh$p8g9CNcun)_^?JhP zexr~6o?<@n-^hu>v7hL%+)vLti}vA^=X{U6rg>D3DcXk<=c50#UlX^^F4~9VkLCHS zseL&=_p+wr)lA=S%5l2fF7po8yl=T5MecIkule2)IsRX-7V8NQ^%Zh?yu_{8MY+6l zO3^Od?{$O|2P?-tfB)tFB4=KaCpgZ8JI*iq3->sVzp_oUBbP`U_WfEaV~YU*vY2^f-05vsh_PE868A7&+x@ z;z^D_;rPj#>LJtQ;T*Lb2*;Iue<#Y zXxM+ta_-|R9G`Q(&-6K%{EGEj^?2dB?O@RM7#{Gxg)60hi+m1-bFWXe+*`_Wm){-X z?d5= zyO@8Qt@pgos_rj5VkyJPZkOjh8o700(Qi2SqH;e=y^e7DPyO7RV@E4(|KXfh;k5q` z_IcLyIZ%F=we!<(Ts5g-?yR?zyyMCe&nIy=@@j)4>{#?u z&aa+Y{cBfqUHNn?rDh+DX*SX z)T{bEm3f8R`bykLfw{}~^Kj1H#Q8zrhr+41;;QO!58)oapTZfYm3xOXBBx&T9*#fM z`l`b%!ex8ubX?B8B=V5sQ@CyaxyPD2t*`O!C!GAe16O)oL-vz!;%D9GWH@oWI=z^G zm;E(du|85hXt~4jD(8OuVUg#T@?oXu|CHZfiN`rlqOa&>wAT@C`P>Sx@HoA$m-XkK zobo~6Z<@CI$gzXWujcbD@3Q2_FA@*J1Fj#A-ot6XMz-JQzR|K>SDat7y(T~FF83FI z8uB`8)>G~yDR1;uhnvPn+@bxr-*GV9;r_!FpDX!Z5>Eb7+h2IRzlVg&!>;sx z<~^MAx8L@kdv^RI`DvGR_t?I}$*nQ-jvz1ede#3cZ)^iWD{_DOMgmYiZ{cpuJML(mxpLwq(e&v0f^EB}y`Q8`Qd!$Nu2BLs}2{{?H}Rfr(NZQqF!6h{kF5n@98UeF#c&d_8d-p z>F|9lTsgUDA0F-YHOHmASCgOdI_)owvx@f7Q{?P_>ZN_`Al&r6)#tb$bH)$n9y;iI z+bXX&ocuD^e6EIb?uK)}$vrUNm2=*OvwwM~=l&Hr=Xm@k?~U3;UYG4V`iWlpeO`of zeujH|KdDYC`U!X2-!gvcRm%VTo@@F(RI!}%wPJl&ybqCcKIeR29{+Z|?As#un|krn z9`94QX+H~R-(nZx-1AbN`)-iDk!v0|ThO%hi@d(vJL>kIhey#L z(b-;ld~a>q&YQKOeYoLyhGSo`zpOj$V=sw^gT99}tf!QF8vmwUi*YM^tj;+ftM=n? z;#JN1js4Xf&tg|8|Mx&es^$0?9&J5@8;+;pcKah&pI`DDeMNruCvts4k)L~SC{!oOqY`6K=*X&F#23wOD7~`*r($ z$|Gl9ZO(U(1B&)#yG^~Er@8kxbMBerzo{S2yCocZ&3DwCGs$nie@fpWvhG30i_YoA zeDi*9$A=7TuFfdxm4BDWIPLEm?l1GG+a9adbHD96@_^?Tj@{Jk$Kld+^uPKm<`e%Z z-vg?)gK+d+?x&u6$#F%0ZM*V1@;hMsCw`xJ9eK3pTQ^Vg`z>6bR`g%-??RE+^!wg` z<65}W?ZUaAg=0rcJbt*nzg|z%_vzSC-Z2gT-WR#o_85KD{JpW}`(3TCSWog(uY51c zxs&&M_CK8SFXcJ!^7~jg@iOOC-oItJ>HW-oKX#RKBlqlZ<{fTY58<4Hc^_onxwl7d zo>1r`=S}3ick}+q{h{G~3MXF0|8vgfdt2;srTr-KV%vGnhkPGsx?bj2^Er|42utmk z$xnRE`?Z#S&57^vvvBkl&UqY8ez+Y!_pc6T)ut9)vD{I*$1n2u$RZ&-o70oLr2T?=q27Kffb4-&WL1e(a|@v&b*YiCbOv)9@nS!v?*M$kAVQPSIbu z{T|PG;<%ghw*7nDsMY6}dA83{-+Loxyh+Y)k7K*-w_hhdoM892*gW=eD-v2pgat`Jlo_A8}B~Hd4M*IBh@clh<{@y2XJLUQP zZG!i+;(I}3YPDFH<$j-M`Ti99iaj)Jx4G{&&M4ZqY*#JE-NAfU@H;Q{%KMP|`CX`G zzYdr8xtOf}ulGIjV%tSH`E{Qc`TkJxIZ{2XI$WiF9{GNpcB8DPaPpfTH};(GY}L}e ze#rJ1uJ%=jy9np^i=2Cv{4QmE_IMwLqDSks-|v9zYsK}`zTx|4xE*)iQjA~Oy~O)k z9-f{4hd_DH`#upn$+=qAd&TYB?L40@>n}Xy{R!v14tw}Yem9NXC4ZIUf4JrE+WEWY zn)Q|MZ0&Q@^%7@0eXm*MI2|7Fc@~cUh4Ws|xe$5C{e^SiTVemqy)ts*PVBMGC40`g zvtL!)XZ$YbXY#ZDy!&(Rx4*MlKZ)b{9u-bp==8pY^Sepv4LIIpoSNU08NYK@b$IIG z0ndBL?Gj%i=iHuTeKq|K%6H)8r=R@3(tc-KQJF{k`@&JhJTfm=)BnP($dA3IUH(oX z++lkg^!h5c-?H4c1DB^=d%QIz4k_l5dqbN&?@Ho{?V{Iqmj4|>p+`@2d_M~UO;oO5Wj^%1$|`$O)L;Q`0n+*8VO^p@Xaa(@aZKlYgOtTN5(HCG+S z!g*)*_kNfGc-m2dBaPA=u+h4hT{5m-y4?i%N8pQ?_1(bG zKeIo}9S_6#dyOIc_e%SB?pZkxQ!nu$_TKCHg!A`S?Z4|gx>!%$`=9*mf5qjoi$U9C zc)wQK0n)f61^G*!sy&mp4w`ez*`?WdoY=Zj@SG<4u4l!ss@3)la`$6;=Iq$KYn~Ad% zthaE!Gu3^5ge$X)`G!+3_u7W<7vY?D`OX(P@1*!oxRv$z{Tn&oUE|kzS7e`7IgW%A z&%=wY$8aO}8FSNdt5J$y1K!`nv+P&J^NXC{>2n_&o%riG8+okf5suwte+RsdaLsW( z{u_CM{X1Os{Vl)mMeeda<=vn6O7v1atJu$Q*3;pA2?PlGdR@Q&9mRZ7-s^UQ-uF@F zvRw5%(r(cERL<{lf4OHy?({ht`^z~W?wnD~D?HYA7tTK9_q%%TFW#rfonHUg=*M>2 zFeg9#tgzlkXWj0%*ZY$5q2YeBo_zPrJ-y=ba*tnWJ*5A%UlRRzyaCU@=KS(J8;+-S z-#`CDw*BUwHukzgk9mK#<<*xc>%=r!LZhP)q%)5%Z$oL@bjU*?r_A>%FW zE9Mn$dE74Rrxm-hKQtZJ%H_GwS8^`;{7ZiB(fJ-V+T+HLa!=^V@AuxP4*Ofx_0v!4 z<-2#{QTmG?<~~^|{YyMt>2boV9N)rq-&4cAj$bQ1pK$UkK7Vo#sQP!HHv9crHRt`` z<9)7s{Nyk8eI$OAc-rgz&pou|c8Qa@&(!Buid6eT#hy8Jd*B4Iy zO7{~^91joK4(s;cvfS@^g=1%R?_-zC$9w$9DerN4?m?B43cWQ?E;w?<-)Z{oclmx2 zu9W_@@9XZbrW=>oW=RUg9=TCUZdJe}9Ti&XfchJ1bobxN~v%d}R>ngX8 zUq$YBdGd2_3D<0Q;kx&)+uwV`1D;1X@i3h4(Mw|gu^;bew|S|{<6k*%x@^Ze7gxAm z_A&ccw;zS0ukdo~wRx89JA9^P^Vrh)6?@Nj-EjWyBIjJcM=XaRM`5v8j zL)-5?->SJayBIHAbAJ4=X@AP!+ay1K2NtgQ-=O_#Wna;6Sx&t+=kGV1(dBrW^2F1~ zo$*Jnd%5FC&32pjL;jw2k?pNv?sojD`5u?^G4UkrVsFcB*ZI4Nd^gKICilMBO}+~Z zcs`?jo+geaerCRHzq6jxU)!(!4vQbf9aeQwyKk5CQ!nL-w~5Q+t=Dkv@}i$^>pgPrsmWjJ@^JipcoHN3PtF1JO7Ba>a?Xix z?y<3lob#jmig~4dx4%b5j(x}fQ(m^?ypzLepYO)u{P!E0rxfGn94^P>)JuNdepzw+ zX*zD@`&|BBCVyv8^SKl`-(7RBOFuc+VrN-jzRy;t74vM^e)4xJnNP|q{ujH;?;?q- zO`m_|@4AVTxi6)D`l}q^@oNRg-`npQm)AYN{GQsfej*RqK9=?s{X`zLoc!Dms{Wlb zT=Th*b+`4D^WWbWQl55;d`^ca*?;moP2_>nJul}$c#`M8q%{AE??w5YICee3^_F=2 z`0H5bH{4&oXQaHt`FV$x{VBg!wf}x+T(vU%&pc?q4`=*v{yu3<-+yusYD_Kqjs53$ zp>lpB=XYtpn~npC<9W~3d>-XqpYIjze7CE+zx-a6?;cg36X`Gg6iWE_|6S>LI-$h* z{c(}cgUEH;Q7d*9+4t1gNzR9{Y2R1qDe`FBSFgF{^4yP-Uv>P+?|yCB``?v&vHc*w z%VgbM&L42RY^GjGUYYl!=bLqoww>f$?YOR3N6yLQ=ln>!*j4W9-MPo-JBoRf*BxGD zx$fT?>h_z+Irr<{uZI0G`xkk+%fl;tUM)7~9F9EXcX;xvmTT5aIQQM`f4JuO8?Kc8 zRec`h{uyrMK9~F5tm<&fmiIT`S<7!JYT}gjRrh&Rx7TLPx7A2 zJ-9lxC{O*C$E~@2%CiqCA6CBpPww40*V_3<7yXX5AA~!jhmzgoK9TZ#ch9>oa^iQ+ z_r$Y&za49Ph(Dx##c?hiKgr*Fg!4}7bleKJ?=`l&rtL8Kl~arLhInL zmHTq?d##Urhe^H2iK}h>^cDT*obR#RYaVTT4A)O9>gPLcn9d+?nimwjCKDV)@L~7iC0U! z58hSH*r(aePX7`@VHiF^^84qXRxq!m+C%*XuvOs2^_sciJke|I6PQvz-r@E=!{5c*^6JA^8h$?|yJ|Vy&QBaPH+)XzoQ$0RePP}A z$9~7n+~<>@dMU4Xz2UCD>hRF9>zd`{=RFc$9D8$ojokh{ddlkkEp>k#zE^}B&d<0L z>__3M`>FW8k#}c)|H^-tr|Es^%sx#m#;=+aC(=*)?ecp#Jalf+E^(|g=a%DH$}4Uc zu9o`A?^o$JoO?jc_k&7_Q{Hs^3U^v>iMQe9u9y2s!}Uh>73)a5>|6TluswwbeZGbl z`MX)T>iy0+I=&?59+Ll^TmGK68h<&fm`~2voNMKJ)rm#D#HWhmRN_d=6Q|nmQ~PVf zJkxP7+~fJKFh|b$Kj8DHVt>ndmiK1G<#{isJoWQkDgEU>(qnrHkM{VJJiq)MZ{(C` ze$jXCJ?S^xeh2MP=&e4d;QSqFWlzidxZL-Is?Uv-=UmPF8@}H(rWWlwT|eI&*Hm7q z7WMOYGqL+-{K(}^`%8~G<&F5&0YyKF=ZkHR;U%{Fe)~^Z&U+v{+UHX2x&JE9)8C(y zKgsoSzU5t%^K8KOm32k#yv%wsPcYX#@9q*WcHCTYdC@N4@glEsdEK1y^i%UYq?z-v z#5uPzze(0p&2g;d`ek{%=ac$*rz9?AofY4kvtQZ2aF_LzdKLRYxM@GH#4gNr^Ptxk z&Uu=4HQQs`A8oHq-xnJ$ujReq`Q(0?xR-l;?w3{TC+*wcy?m~=?bY|MF2~V~)9rdS zuQ&JRoWnVPGmq#i`;_1F!ilTlF30Jr?>+f089Dc%iqFx8{baoNzq$rF^>g2>TYs5f z?whsJJE`UMCmyAJxAWWQrR^ngp{)1lJ9;VWbI|&%yWenE_BZymW8qKj-@6}~dUdSWkIBgyX*hu9x=lpR`--IN0Iypl&Yb zSIYnPw_e_~I#;I_a`vloVj(x2Uzt(J?RSRD2OYN(7sL5}GUW0ObLvNKIG(nw@7QVH z!O3qrJ`8x>%e~(G{Y1adubhMVy()jVFxK@`FXu%1E$gk*^9twQ7S4CS{N5IhKc+nQ z-*BU^&||)j*E~*myzOVu+~fLHbM!Oldq~dN`kG|xt!AzqS&ZNIgM$mX53Kfg~8Id0{CG}HSP&UcO6b286x?$z1vaL${&3-UcL`Q6rUc$Mc7 z&UqBB*x&P=B;WP(cNmc~Ud48s^1Ltedwe+YJLgTf$LD$OIo;l;aPB$TzlP&};zZ>3 zd0;;qFeiTGTnl&R?@i2=!)*s)+sSzABb<1+*!h+G8|U_stA(8NCHole_qw~zbvw)X zz7kG(m&+@O7mknd&q~Voc7I`ihs*b^@;f`6= z-(A(L-=^*BE{r+m1bMAKf zTn;a`orRm0o7R6g@i6wW-17|gI&S2@n-I?5Kh#5aOtSjGT7F*8u zgUHRd7WMKSCGYQYe(nif_LC0V(}3?Cv9p|0iLa@b{0_gnJMu1f98P}pw#xcj?t9wu zlAL-uH}V}YaWit=b{Woj63#s&`U`hikKv~MF5K<+OnAui43ECH&}+V@hLhj8swfXv zZFk|O`w!>cRQ`_8>2b%KBd1>8nae$1c!JN9aJS1>ntL4gJIpE1x!tlp1|3Hlwui_m zUuAn;QsPegbc(SNl!wxACVg+f&{8Ynf~DYs*8HQ-8>I9si8p zTZy0MLD!3Yce?mzwWuZP{@p@uvN|)t-gDM6OOP=<@*N=De|gb9e}|L5;|o{H{}MOMi5Km2!|}gYU$~D&0kX{(C0P6D*tC?-bX|_qYl6kFuQaN#UB~MYyt`=MjEOA?H5Q={VMio#Y)7 z|8RbX{iNpnPUjEUo~p@rf3eFB+iUDHaW?jsdsO-<$J^A)JuT-<VONO`y8$k-AuwVeBG&2cIB+VmSvJS)f3DNPB`cE(!L@;a^3zCUgUEtyu|&4bI!K!ITMTis&DgnUSHk$S!d*0&JlCJIls5% zcg6wFBb>iqswWF+|}0sB+9$MzII%{jlq zejGV|oA2>yS986b8!Ig*e}eC6;Yp6W;Q`ANyg%XCdG4(mvXL5=qvge?{mH^=XZ&4?k^n|7432kRZDWp zb6?8*hrEuKIr$a;Yo1p08%}=wyV+NiM{a*_d{dF%_8;rJ>GQPB9(S?(8Si-BYdP_~ z%ki&izZviHmftDm^5}np+l@_q%el9vJmcoObU1&{lY2+gc0StNlY7CeYK4Ef-*$Wd z@~)lab2|6y4!6tiCLO*H=Xa>VeE0IbwQ0TNyU8l|m;9RNQ+NGNj~}jjercC_xvzA) zUFMPb}gUdW@VnSM&GtLGO22&U?RR`v_;f z;pXW@|GAfT&M4&EBU7II#obsH5xgWOjJ~!un(sCTh zJ1y-79hWO5&b=z<>P(++;plUT+f}bE))lThKb-e`?vb6=YhzB)E^_KkQqS=? zzb~bqA@5%}aWMCt#kT7qbMhmP^}Lsujq^PyoO3tlch2dG|K;z)BUf_1j4S3@N&MW;vd_su+ePdl+;o2a_pABe&34!h zA`iG;!~T@^Ww|Hs9xEuX{T3AUfA^%K8Hyr1CwhU?Arcf8Iki*=Ocv@iGDw#&YvUGC}O zy7R}H`yEemUkN9FspmD`^O$6Ll;dXJZTY*vu`bWMF8A#8lXh+Ua6h^4<-0=qO@79Y z{stWHS9%>ekCr>X;rx|8$6A&bnLC{yPP^1k|EZtzx-qj_;a_vc>YO+o`&()I>h(Bf zdFJIs`*7ZwP47p`T+VNL{G6}(Ufpv1>oh0+Ra`&!*2uMMit)p}eh-B6UJJ)RwDjWN zzSV*|%#n-SO1_V-@cJWOvG4rcW zDfE@!iyBj{UvtXy_a8mhLs{!5h-;?~l2&bQXC&~Lh_0xa1&!=kX zJr=pySLmg~965d)e@^*W*GqotMPK>fw?xkSFyF}<{tnf+s2I0tF4xOBR>?cwJe2#d zIlp(T^ge|b`Mk;RK;h(fChlbaY)|<+n`Y@g8aZ~>ta<+C#OZMCrBSk<$SZw*<@b@9 zmcteMWsmRwWjXsF?z*s;Prl#fdv3l{HEciOe9vmPb6ie*&N&mF>3t6`vRrk1=uVt4 z$1W1LVn01@x76om-cOOcT%Pl^yA=O2Uc=+0-;9^{Z8+;&;_<>6ujc&x{v1wzxBW9b zV1H_wJI<|EhX0vUUiUg$=G;FTmQ$X4(n_BfxnD(|VEYNjuJYeUtk11h_*a$(96!Q? zmM3^UL*~V${HF8s_af!{XzpjxN0;y4;pJ=ayZrq~-htsk+if`Cky_4=JSp=vC$27b zd=1x2-Pz zvm;kew_QywxHY5Tit}5}&v&4d*PY*v3*O(vr)po(&!D-(@i1{LaWd^w-gN!6Pkc>yTzsIUm3OVsI<+WOopTC=}m*l+r@*Oqrhw9YT`>R{d{^!4YQ#rP% zm+>O!cfRB|?PuYB?{9di<3PA_anWzMI-`(V(+cji-u@qZ?*Sd#Ro(wzYLq_dN;7^7z`L0xAAk6D?>A)nd=7_(TviSKIt!g(v?2xqKp3MLrJ1^r7Qiv zPwwY)*Y(LrPtQ2{t^Zo%wZ7|n_TJ~5d+sUw>~rquxwxv9{oU~X@muH9zJ*>c?LWRx z`gc^ae_v($n{y}S)SuwJ<`_5cQ`9e@UxLlIiris+tis0mo{Nl6%;&oG``|kDc#l6s z9>bf=W9@yhJ+27;z zSL^znugyHY9Q_3~51A*<-{yM(er=51`y9vB^N0EMdp^(gWBxAtbwNC`h-}=Veu20` z_PiihH`nc!y*JutJv4t`&pnaxqVcTpZlNFO)%AJ5sowAE-tWw_FO1+lp6BoBdbiN8 zu-|7-l5fJiQ1*Go5w_3x*ym|?U$dU(J)OU-EAPSFmrL}!u z_c@1qo^d`pAG|O0yNt5uRnH&JQ{!mkW#esGz586#@Ay~u1LJ&uKO?(7yib$+oExf) z$I8YFo-dI79m@DT`cvkf(s)Dv*=1gAz{=X2dq(TgpC~hK`VsSc&ss9x?l1Zg?*klH z$IE*!W$#P6-mfsu=Chs^{Eh6m`a3

!|NNzwRIVbD#K8o?thh<1oIAa&XD{y-!>v zt2gf7VV%ka&zpmljrWWXOIF4v~Lkso)EWhpdYbrhcB+*Q+Z52 z^?o<5(970iKk5hP@VDxX%k_`$1AZslW`7uF`-JxHjdlAUiCs>#*{c^3}Dy`MuM%$ml1lwOpF-3goM5*6uyKag6K1 zb5g;4^zJXY(KCzsT+`ux6XE%W30b@j&o`982rye+$rxPK`3Z=yZ0ajo|-+r+zD zu-|*uSeJfJk+thT3;nhJnSSnN?D=$nzJfhR$V2q&85j-uoqsN&v5ZuC#9$IE!t^M85lE{19aQcZn=h|Ah5iG0p|-I^V@UkKTOB`U&%Qt*6WLVE0?u zI6^kQkv(T@(m%@0@BYyH`z?7Zn@1z$O<240N_Kn-)`#a;c^yBx4X?re&Put*a~3mJ zzel+d+=oxVtFZSo8(BWfm)U-1zUKGu52XLks5#fKFs^0B73)?WUtO1%_4k{MvwQ-1 zgZgCiJ8$$4viEz&kri>{#P|_5o;3duz2~1@$CS*%Ju8#Sg-rC-(w5*Mdg#U)AgWioTT1(v1DF5zq`bn&U@`W^x7-R zb?9H&aUSRAZ0?_PeM$KqtnB)f%c|~&MR+-rEoVLbtiIxmx_omkK=yqGyx$0}VD;v+ zexJAXvbtX9+XBxW!`i!7S;k_|tgO_waXY#*5yA z41F)gP5n62FC$ye3bOUNK1cW=+4q+F$9X?^kg@A(k#(}odh+|C_w)PcwYz^*kE`o< zJ{j*ejJ^4L^e5E$z4y}p>Q}9&SufYr`Sp7x>tFzn;9(}4uaDmH8~7=?PrPCLq3riM zxytgDtjiI+k#PrEUcv9n{#}y&r|dZBk7fOr_Fi@$;{AyF3HA|O!b9TJJ>)LucX^PN zGr#3`u=n6G{z4uwPuF43r^Z_y{PPHV58j72GI>mX%Pk|DZ$N&Zqo443`VaTDNwz;| zx18;9UAq4KZdYAb&&MutT^}y5XB}WSF7tj$?qzYC_t<`y^*i7W^G9}lluNtZan^NH)BhhLjuH($klitX%UA7}YX>-Bzyay}<-m(LqePty+iqe~oJz!UDZ zWc6eAMcH-OqrdvF`VH>${ce!U-Y@p>$BVH0XfFFZfZ}}o*hby6U!TB# zFCV8K=dVg0U8`pZypIlo%UwM!FM(+>xUqk#}f!%z4^ycqj z?=g=$*uB@@!w>pB%Y5E*kI1jxdpO&%h~4&hFY3LdY@8|2WqwaTxs2X8!+g13f7vA- z_Iy8&>^Vs}Kld+@&+^^}C~L2l84tK5{*njC{=RMnxq_AbT}PMoKP3L^XRLjmc`gr; zd(^AEj4Tg1@5oz}bA1)euM!?!Q@@|*dF{&DosT=rqk``ii?H88+$ZEb|2FPXrdHNUYH=p*3e(-)+uGnwoKC-Od`wO|}{A1m8k@qs$eCmw@j0^Oa zW8#Sktlj+PTVsEez0Ym<+88Z?5AZ>%7Z4pTOo*)^2{w zpJW|$=nv(R^(k+>vTmQh+m(mt{T+_^2CUOA>#zg+I|uDWrdKZUqh0p#Tt2}*A{*C@ z-JfCQ0plgRfBM~3-eufm?;VU=D%OeYK56{9L;NVK@6jI(Gk?pB`^?V)tlYb$?tj^H zm-kZ2Cm9df-yK&MGT$z)S-rpC^j^GSp4W$s>tui5AP?9#`Gwd3{ka(NSdhkO;X z`r@3rTU|03l!@CWiHa`X2|cdP4H z?y&C}H*erCMsOE<0c&69dGZih_C9loahFGo`y%7ehs#XP^ZETlc3wN~-j_D#$P0K+ z&y~y<^KZVUw#(kHHQ#d{UE8x^^&zX@(|$w!{9GRL-riH6$l~7I?)k#Fc%SFWdpu_X zkKmn5?yxQk<2wA3@*eU8_TEVz^W1G%c?Wri`7RsB$aC1`F8w4I>~H=qQdYmpbC%#- z9uf!1UGm9e&JPcHpumevrS-an} z-YOuFrdoK60+_;urkhw~8#!XZ9WZ#)S6f_e_2C z+RZ;kUoozp_ss7&d!IaqUzYdjhm)}9B=1q=1?FWJ_P)e&)?@jyM?b+M#!D{H`~PL| zyIb>p#c_BH^W!X7`Ekf_bI)u!c=wfcKI1Ui`+Iql@fgC&-q(1qD699JxJ>`aE6CdW ztg{~cKV;&XK3w3pcbT{HnEOe2nfA&%oGUiqWu7<8WbONuuZS-^PYjUN_mR!7-Tc}s z)_E`Ef^(?cWgqq2Deq8D-e>&e4*fEhvEO^-1>y&Pf8zIzgY%+O+xv4HM_jpfvMEm7E z+OwIl_mQ&s`iz&niY!<3hg>jz@`Qezque~4>xcA9#rwhaivOY+I1sOtOsU2FzbO?56pUC)&sL1nDxM{2WCAm>w#Gh%z9wf1G65O^}wtLW<4sOtOsU2FzbO?56pUC)&sL1nDxM{ z2WCAm>w#Gh%z9wf1G65O^}wtLW<4sOtOsU2FzbO?56pUC)&sL1nDxM{2WCAm>w#Gh%z9wf1G65O^}wtLW<4#OX@W|kVZv>AD zPIxppBRJtP;LPBJ4dYuQ}5;!NgjVFhk@RSTs z4LRXl@U-BBl|yh|*b<)J!ugSIy#2Ui5Q zab?J2HPUTd6>`GWQ*ce_60Xf~UC0U7xA2Tew=oD=JTuY>&jQa5PIyiW&y94#4d8jf zZLEcy@caxf2wA)^(&9ytPI&PY+!(qxUJ|mXA}wx;bi#4)(qQqjNVoCwkP~hOuLw?9 zZ{d}ZPIy%dua0yZuL(KfwJqEd>4evTjo^fD0^b~*@GS@6TSK4lZQ$F3#dkzHVRH(; zGjs{x)xvj2T6|BW6TY{F?~8OB-yiZp7=|t32fz;oC;ZR>_~FotABl9rkGAk*kxn?# z!jDI~jh_fv{A8pPergJSI&|V^B7G2kHf#rB6gKg5kxuw|@C(6h{9?%Bmm;0;%Tw?x zq06xqx`bbyf?o@r`1MF9{08{V;Dq05;kP4w5XNDfhTjQ&!tb{5dy#JA_d`zj1Mr8z zZTwNlZES~}@cJouL+HdCBRvgo3Vj=I4!MoDgnTNzHS(MaJCP^hZQ$*}Io=VvHr^R> zj(3GF;oaap!3ih9dxI0+cL?4ewuBE%!3RS(4Ic`9!iT{mxQ&m5obXZbvEYP{p8|gz z_BQ?`^waQ9p%?!gX|W$^@h_21_}2sQZ=uie@1aZhj|~4Aa>9RQDDD_%ffnu%=^S?q zow!q^#hoLaa2Igb;2fV6x`QwmHu1@kPWY4-J~h&9d|Jo}pAJ4FSbS!r+vtRRRD4$C zP55l^IleZYN#6Ykf-{Ua?N5b1;m9)JghUMxjA;TsOYgTt2akQN>q>7(Ldk@qk>JnRXN z$WVryaekx|E@fknB6LP|9 zPk~#)ek!~!@*ISXupJfO6nVurM>^qKTKLvTCw$u}@aKdx8Ty3p1m6{WRD5^j z72gwS@x75gD!woBCVW2_1}FSLh93+$;fD^v4~I?sNTd^f6#Q7QI1y>_E=NN@<8h$SHN5#)a-lO0bB45HUo&vuV_Jm&szY;tRTcH=f z8tFEEE#!n>&+r=|C;a9i_^q%d{Pq-#L)XUdgnTOeZseJU-wS=h?}I-GJ`8^t_M_mB zB3~QZAt$^Zydn57yfN(JO_6Tn%^{1oL^|QEQ?L`dgtr}lw}*Zj-VyqQcb*2`6?w(G zBQ4$&X>l^rZM-++gYdqvCA`0d4@5fQgWyBK)9~TY-xf@w+(GzA*lsI68f6ncb_#qv z>z;jh472Pgau*b6=ge;YROcaauSLmjpxKrFq1nzJM z?ijX&J7u_Y$O(6ug1d&UjZX?WVGew9aKfid!Ka2!d|IS)e0u2G_>7PfK645>p%b4K z>4WguVN3X&44)ga_`FDq&yVypd_m|F=3Dr}NKeBTh5okUi=%A9-N2UwCw%D?d|Bvn zbVGN0a;wN8W^2Ou>5S#4976@Tybb)nPvhUK9DmYa^X-%K>;@=x-}FqU+ai4szCCOS-!TQ7p-cGA+X3Gdb+qx_At!tf_}<_g-xsN~ILp~~gBJ#HJlOc}U9wkQ4s(2>7?iBmOa7(LdkvHMtEj%L9hoKC6!Xv>q2HzGuD$0pRM>^pQ@R(q6W~9Y( zq{U++EzXLxcwD59inAkcj>m`Ybn%2Ja}b^wHqnc8!joD!C(;Q|22Tl2cq%wIcp9D- z`h*p5Ua)w2qz}URVN19GTo^nJ7ll5@#i0}ZNFNoKMBdvA$D*!;OQ+zn(22_Q{cw1pAKFU`4g%ZZi=)x9%=E? zNGH4uygXRk9O;BtOu>5S4#F$LCSDckHeMa_>EJbyKjF3Dmf)k{b&;=)jgWJEQ|J=D z`2c)N=#PSLjeOJaZJ|FZzCH3D72gqg+t>^_;X4n(cZIEu?+&?*?+ICaZ=~D!zK|2X z|8~MK>S^N#LjL~?elXhF#t((u#t(-qek9TfKY9fGSma4KF$F&!y2J1jVQ=FnLvG`z zLY{`74*gN^Gm%gHY@~CHLN^UR7y34SKI9y~5IXUTk)DQM3jJaD<*>K$D^SW z4c$@jYmqPE*THWDC;a9S@mrBE;kR!i#!)WE?}V<6-wpZp!tX_0w-vu1W!w0JkaPTD z=o0>D3bsRcD!e}OB)kEQ9r+Ue2J8hV z{O#?Czl*xW-$z>fL!{gI$B+~LX$t;1bUF4z*T%nuEdDjpZTwrv;@=~E6#PfzOZd+N z@L!?NQQRf&T{GMvWO2txi#tX7baCe>bGo=olxgFxAt!uNhPjXvKDmWYiFA%n4c$@j zX^}6-r-v@#GY-LLhD~%LeHcC~?6(!49c2?fX9_+ybU8jRbkp$pp-=dN4D%t2FN}1; z7lAJhPPp3?d`ajMzBI#^g?uV>BTvGY9|3odJPBU`?h%~umEfy_b9{B^J`pTL`Dyr? z&?npzd~I;Ty};K69|iZ0e5bsIdGKMlBJ4S?3|+!1xGMM{TphNAYcgCL@=?dAKbn@OOvc@543? z{}B3we{A8OBAw%(L)XTB$ft{ci82ZQ`hSRji)T&4zlZ)X{72Xm{r zYlb_7oN&hscM3VjokN%7E}=UNcMba|f=`O_33I2wCx^X_PYL-b_|(WJJ}uJX(d|~7{3||!X!|=sn zPq^C=@g@A8_ltbu{*g|2zyWw*=nun#!rsPG z$O+$&;lUw`heUcB9vXV_ut>M@@Q@Q8(Lxz%@yJN$_{PvBJn9fUI&2ANfX4(UoC%hL z55r@_ei+UQ`>F7_$Ro~q!XSF&JPwBM0y%74E97wI4a|r-yAHyCDIAsItAYrx@q|K(4P*z zBl3&QNFNp78F>@F3w(F*>Ee5$jQHM2CwyNE-yi8Vh9T$pfzY+_gCQsUPzygC>4YBv zKN>s@KNk9<;6&sTKOX6XpJ?GHBc1S5;HQJd&qO-mXAi(A^f`VmbUA)LbP2xzela-V zm%uLvC;ST73QqXd7Je<#3BL}0BRJtVr{K3jm+;$Q9Gvhw;CF))eh>V9aKayeKMZc; zk3vq^2ColJc*6mBW9Sp!1l}B+@D}ja;2b-lYvXMpABMMwy^VK-obb*T-WBPDcZ2r? zC!7TD4NiC;czjBaZaf4edWBKQ^`xbe|1gW&RjlK z`TuQu@vQ0nchGnZURLLqZ}0Z)J#Tt@HgBr+a{k-_^GM!$b)8=>s8`O*pGqF_d^yiQ zd}jSTIk%s#eAM;1{MzaL)xEOT%lY#c*J`^wrhnvv^5^==bLx8J+kCwF7J|G-e!HudHz$$)v@~da-P3BjvemfPx|-+>(WWCG!FFDVz ztY20x_8w9E_kZ$S-Hzg_TeIWsI$c_??Xvrlyu|y+L)MM#xNh-&vVPWnm?K`0izm`9 zc#Zij`(E<+MRk7J@s-zKUfbo37u2$BJ@Op>XC>p}9NGmhP_Mj(zxKVAx9LagFJD;K zv+$al)!UD&?EkX!US7j*>nCN~QQ!yV?lbD=$UaYYJY1J2cn`V5I1gS@*Q0EEnsx8` z@7MYI@E-m_9z3_UJ6^UU_tW}c`(eO)$?NRfvh#8|TTl9<<~iAXalESw>UKHL^jnSn z?Al(z)+g`LPx2!Br|kT(zlzK1`s6K6jp7mtVxs<+An7AFuPt*0YXYx$%>$b^a3WP`~WF>G(d!>io+3o26{r zeNI9ChR>+W7qIzq)(@$7Tx8d;yv%xbUMsr}%cs@PmAkAb>(6D&t+Efu+pPaJ=D%z` z@)-ZLfj?39oTFa9YdP8HEwWx^=d1Z-=jDj^lFJKuZ&<%*Ik~uBozL}~%kCfYF8v}~ zkL>*EGcOvxwth|@-Wb&KFk{zWMZSj5=6x=|HFxQ6x#?fVX%4o12k{Q`TwZkD$*d2{ zSNL~Xz5S%zuzmwRiQjVnQ10=KN!Ks-685~) z)JOeY`oXxjtBAjn92A*W)7R99jQmKDm#-mIure+2^@W z$Q{ZJX}4?~X`E(zoDaVLnE6^fnD=GYd+%rV@kjC&^Ll(){eCN~Q}xOVyw8yNr9632T~6-OUw!3*Jd*X#u8S4MR~|dQu+NvPm3sW-qFc+d{?>kWd~(^i#rH1Grykfi!{^GL zL;Co6`(Jkb7-#7xT*oI_H}W$5*D&vW@-=mPzTqQZ~m`r$L`e6s7JV4lc* z)|qVl?D=?}_UQMk^XhutUryj>j6-~%g8kI<+X?)Q`|BRE`5i~c^`Q4%VSkbf##{DW zxxze=$FygiahCIVX~O%;#WCKOd2L*xzmbibcNlN?0nY{M-EXXad_!G-m+?{_yZ}A% zkn%R|b6k`i583_K?-Q=WTy}mq4(_+!N2%9eY|tLraof(~cV**aS-)v~%G4kf|x;}Z_uVvYGcwSK+P|oM5xBvS$*7fu_ zPbug36=TMKk?#nydfEDoN0nvQp{zdVKJkle{4zl=7p$+mym5o`zPz0GWPUmxj(5d8 zcmM9O-ccd~ZlpNjsH9XIb6W$SC0c&`r|*LiQIpVHr{_ncvW=kl2T z@O-T7`gdQEi~H8^Y1}G%zRCN^_(HZFa`Aw=KG}I{J>K_tZdLDjXD{1Vm3P_a2JBmM z550E%qU+oE?j(NA_|f&L?6}&VA@zD+;eK!YZ@z-{Y5$tf@#?dVWb2ik{{``e^T+#N z<3rD9KG*$IS%05%NxUKFahT;-iL;bFZ&dWR+{Mqx_P6ESkB!&t5A7x6yTSgdyvBNy zJuexz%@aR3&a!&fpXbYlx#uh3ivHMRe7zsBeM8<)-s60~!};3hI{)(WBi7&0djZ;Q zJf_`sx5K{Fj1SK*-~sVczF(?$eN^nDo`alU%EcpDm$2(W?h>!brG6c*&aKPK`W@H# zD$keKU(WL=S6Ke6T5o^Li|l)H7k@u+pMu?&eSdk&dAdwH;YLrKZoEFZsm>=G&)Ob2 zkB^MQ<>E=a&lR`k;#e(f*RMMNnsvx{GkMfXnjO;w>qnC&Mx_-w)dC2_KPYh{?Tw!+|%~Nj$>(955W!v4b{sGpH zjrqPLdw(_5|G@UY+$Vk-Gv3P0^VrX->+AP+z9~D8^!u{!eS&(6N7UtAuWRUy?@Ijx z`TECs9`TU&A@g&Iev&tCuJg<8d;M%ZC|B3j`Hh2j@XsUmXXP>DWvocz z%ak|q-<}tg^~>IScKNR0eb4xUy1kx%wCCeAreC~I(=Y7OzwW~uw4;xowcMC|t}FeT z?HqBA^Bzq31pTjnwOzZk$8)Uu|H0g2l(5g2oBbPqIKGnkag2UJHoi6{;kmk9j*s7)eSWU5=ttT8V2AlXVqWxVuX^)YpWL+1bA$21J?nNA z@ErSr+;#kUA7%TuyIz-<-Ou{8({rikUf0FuO?5f_rSb{lBY(HkA>Rr7(=zQdpLXYS za}RcLU4NhP+Q9#~Pb?Cr4v*FO)c3iUFy7M-yAKbJ*ZDV?7tSZ=f#YC#^H;o=zdKVd z@IP{S5$%B;w|Sl`cWHlzc&#G-C@-(e8`pXtV?OI&qdju-J&$o7Ge5@kqwKujV4sms z&_3DzS!4W+OE!q__n03$oKM^*y$7+J_1OL%@lgj>E@`j#9?Hez=?~7|#wGS^GoP6s zj)Uihro4WUeCy0Z+4x>==KGEH^Q$v!o?LoswqHFb$s^*vA^o(+yma4GpZitUyWE^J zh&R+1jEg*B9m}4-jL$45&%L64593n(j`}|PzFgqX8oqyB-fL6zKeopHuHF3Z_xdOE zxh{(9>Uuq&7Z2k(oQIlx&Tr>CYc~0$lAUC zaD5E*=df|e_@CoJXZHh#eDbNuibUC$o$wO{*|3~j;HSQ0^SW%iCVPI8n|3SI(*X+4xnSXI@v#8}}_)`yA_FNdNnLJmtRQ!n$9Cjl=!^Jn$R> z`&@ZL{{wq|Q@=yK1$iuW-eLVJJ71kwvgeNt;}H7K{_Ns^D{FV&ENAn{@!e%U%bx!?SkJlaJRKVM@!lou`DD@i8TL2lTOK!+?tjdq32a;= z4_U_*^TYm-t;g|^9rqRdjQ+zoNWbfP*1pTQ%JyGLKPnH2Yy2LoY`oIkd$4|tPj?vq zWyae$RoU~1_ay7IC)cmh9_^dRKF9gzxX9j@$phw}?0Hu%7#GjG%0uG<<2&SBue`=M zoOIq(uls=GSy0~z-bcI7_xoZW`vU91b!{A?zIh(&dzW&ytF-;Zv%AEX#<$8N=C$lR zb3aucUQ-t7KjTK{vH3hNR=3pow(*Ar<7_>~JL<>eUuWG;>`!FNxldSc-VgTYkov6G z^710*AKRE+mG9Nt`c@MVFI_>d%^?t`OzIFefqd#SzXFM$Lu^)`>ALIe^)AK_kdoH`Wo-ZY` zTwGi0_17c)((ziq$bK}B+-F~LeH-7qZYG|u=uh?fBkSAcImOfK=QMoJT5jy*(=U21 zmB&}r`Q;w#+5VE%8yD<(o?$;y9(m%?5=Dm8ywR>Y-k8FF_sNZq%{HWdarr$H4@*e(9wjC#EhqB{U;xBgLIm#=0 zj+(F@H|bYdz4bQidX$-m1^a!O$vxU9FX^9XkK@)wK1qA$$){|bZ(OA8y`8;syB=?yYJ^X^a!n&5X@T1-rDzEb1a?^jWtDoyUU1WXg@AtV^P`}5x zXt$oFY}|L5U-S6A3GGzgKrgS+zups%URAft`K-L)xM0uc+oFDj_Uto$w$u1BAK!h- z$>!fcZ``NeI7lAgN8}yi6z|EE_h^soy>yRpleg#(_wjYc!TrpBaep+QzwbLidDoBQ zXMX*uyq%4o@9BM_>^+F=d|qH)8prwjoDJSW-X|D`xL;_mXt!(}u*f{`d;WxXSP$M4RM*na z_~Rk_wfcT`J~wXgoZG#!E?-iQ=lF_pvcKaipUimOvu2+o`}+*@t>d5k4y?R@e&qZn zzVKeV;fr{`%Xpse2kW=wiuvihGw#r@x=z(EAFu0`{jMwb@Qd!VvT=at6z^xv@Ao9< z(;oBIb9e3!=bYE9JJ*%(<-NN8t|ZP^KV*OR{Lyt@aDSv+uF{XN<3C3BTsL9;HhTKs z{j|EAdSK&d*>SdC=iTq&inw~jJoCHE(=v`<0Tun zdR}q8=d$_yeRIS2uiNYQi7x%7ToQ*Y@}9nze#-f}?LJQXhs-ibJobjB`H(qdmGrn#76z$W$xsGg)^T7VE@IT&1 zRP>*E{ea(b_iwJ>Yn}JfUlzQ--~H{6KJlvOy1ab8FL_V3N&i!Y|BSv|7j z?S8H7y_4-99H%_@$KFp&IH#7Z?=k(^>;v3;SzqNoL4B5Q-s=(db57vjWWTd`?_S{F z3c>g}EY&_Uud@B5w{oBQFHFobCnFkB7-|3qC_(j)Av0S%b9=gB7%GGte zC+vJ2J5MjE?Gt$Ts#=~qersN1-556;&l|t{JC82;yqB{+%WYBb5`IBHro7DlC>w{3 ziMPsQb-PO1Z#*=)w$>NqE9kE#|5df!dK&vR)JOk#9*`YZ+h4E`8qX=~$4mOLd^+_a zFL1um-xz-@Yu8VC|0EaqosxaR-))pv@Eq9wG7eqTe=zUV`~J=^^DXinOZIz*{|<(- z=YmzndyL;zE|Ev91G!>7%7yDwzj|T)KK^dWzYo*T$`jt#e~&|XnCZvvUja$~qZ+*sB@;v=6 zdmk;kUkuncO4#$YdiT#}pUeEz1V8sb^64k_KlqE`vHCq_e=k>%Pk-ijYk86O$tRJG zlVtCGjF$(jt3Ah!^`hN4RlDnPWV|g?&Ui)k?=9VrT`$VESH1nZVO&J}l=W-+lcDj; zed>PmeyoWf*az%?&t2}fmUq8x?iCrIiu03pa7ypT-sb&fR!rhjk}AZe#TR z-g6PTvtHLLZ!z!JSWmfZ|H&J~2lLc3!2d0vUqSD8B<-Gi+|T?SgKYb@X@_yX^75o-QUmqy{nNs^?cJ`x~}BroJd?aPrrK~Za)3A^5XHj-ZEqVodXn7Y`yo zyhMM=o->_?&dUNnfI;u z_wu`v?EOLCal3-&AFH{GEIYo&JB#?6A@9{;J?_Dc9oc&p*O~d<9~X|-&z*ynH+kPJ zc$fFyhTV77Z?WH*e?YzkxWw+hllPl`K`wYtd7k}n#5&k!UCP>hj{)!F{rC>?u^p+vB}Ai5HAhy#E^? zpm&^%+l?1ays~bO?C$`^PpBGv#IUD$o71(`H{R!G%xz8hyVf{^s-F&XchPfZxgPZX` zyY6qlJ9!@4Vm+_k554D@WS&!sX-k^L% zI~u;Ietvmz#+)-ecaJZt?cO(e&*^zw*?Ri;Y1#ghohN>0DYN<0j4SiVxT!-wyU!Rm zt&`7k&R6RnURSr@dmrUyKXG5Vo_>Ihhun{qolhs3SF(P4ggs<;-W?vQPhcKhgZog7|G0cHhumQcl+2mY35%@EZN#_g!W0jb-(+@u^(#ezM;o zBe1`Jy^s^LwrbBFog<+-p67 zde0=^GV-~|u>MN+oMIei9I?VW$>sUi)%D5lYjW{8o_7|E++qLR!2dPpTKr;jFTnh9 zf9|keI_RBGdpFeeTc7iC!u-;I4yk_wy>|2G{?I& z`}Ld4yqEE|`VzhNJ<2%`9Dm>2dpfyf-FwbZ_V+FN7v)X%5qVV^Kjb{=G7sdf<8?oc zGaj*CWWVo@@K^r+SXN)?hm3n*^}bL3o)znD!+jsw?`^Wb-*KNU%DVl=&2n?kaJSmt z_}51u=lTbur#|-s_Yb+ly_~$yI+WL0wu~n~*>kYxDesHBjGJuv6~;Oi#?}VPW^bbE>~S!^BBK3QO2&^ zoY&a5ntkGaJpbOXZ=^pmxrgj|$^3ilhhy)L;R$-@dDXA$mDNv<*Lr!3+^iS-(SCkloqvyg zQQqLWL(1##mG$5HLB9vCk>CFJ+-QAc-a|jRME(WX`Zkf9=MZQ3J2vAG*qH}+@u`nq52XX8xcPW4T`>+1a4 z{SH`gPa$uzKF09ear!@#{T`dIPuHn&=(*@AKPJG**@o$@`QHC-UqqQ zmaMmR_GkBF<81B4-FUBaYSy26o+|K@#trUQWAc0ckjKoY9oYLO|GrhZ!+dc5`QEu~ zoHk~@br^>|-d}lw-Sd>PMQJH{7P}}`gyYYZQ5%)R+0UF z>3L1RsonK&oNYapTc94#ea-iZOm7_M^X(_&J%9gXJUGXCnDBn?BfH4v_x^5){ls$C zWBo(Qncv^T42k>n+v@k3SI%F*XR23r9?5G}-T%f-vib?*z334C*f8I_^&{i+ zch~JLlbkQ9?PK3)uzK&emhk^`u(JI>#Ba#nhj~xpdN#k~Gsw-xuVhxahfSMFjT%Is&wLS0_&Fn{G` zo+tZU_nQvmCaZUR{N3b;dDO&jjH~&aSLUmjx3d0P9`f8VoXdUIjl9b`_Z;W@8Mo)M z<12eFRo+zhm%PLI?|Y*vV&e; zN8X^EY(4rppR;H?$iK+@jx*k(U%da6EA*}_S^X;UncTghEdKjHSh<7jy@&7VJ&Qb{ zy`EEzr@TK@Hm=ei<^HMpy`J+F|Jg_O_pKBBiR|xsHqnpZ9`C6?@%JLeqxvKB+aJc= z@;>*8+wdauUp~otmAyCW68AVSb9s~YjWX8n=}*1)($C4wecPk!@l#%5J@|WqKK{GI zJ%#oP+3zmin|n?lQ7+G?zRx^c&(@*e6E@JhPM65h=kkdCQMNw6BUa4ghA*T3OKUE#ta+>qSLD+^IYz$YH9Njz{Sx|pSU;ja zTgUHd*YEC-Uq56%>-9PIkL*2N!Ft@t{HXd}##cX~?C&SkZ!!Mz2D0Dz){vdA%hcO2 z{$m-|56a_<>VA{`j#D11_3{$?t?Ye?yvzJ57}rrIYxmqB_qo?BVC6mhg@4!He6P4y z-L6L8LB0>{{r0_)?^bh%c`7gPKJJHW$estZ57C!5*Y%j+^<8pKl9!oxa`iaM!JdO< zf7c<8h-2n>uI=#m0{uSqT>{fj+Dr8Qe%5={;T7bkymE02y-anzg`P9KNA$d^-t%oifAnGFWc4L__c`;8@t^WSwjMf}+^7GljK|1(@P_9HxC47$ z@cz-igB_noKR&%?QYK(6xg_W${Hebq7Qg?(OWJjJ-XznI^9Gsn&Qk_qR| zA?!R*Hoy6t2W#}F?BCNmo^tnfw445%z#Za6d69m#|CRN-vT^-@@1hN7alh+Xo+Dme z%y`0cN3imMxKP#~E#QYd2j_b4ePr9Wn19DbcHNHHzm)x+r{3?s6YneF5%t)QJ^FPX zo`dzn+T90EvLDEPN6_v*;rEXIjrDlSJN75f+0W!AUUObEkDGs&fp~72c)&P7*?y4q zH*%l%m$%us=@4dD6GuoT)w!EMB8T-UV@*4Y^JiM%~UoM&V1w4TD z*WMG#+6&tcuOF}Loxod}?DzNL+B#nekFP-{j;*e)<;fN3m0`>Ve^kDH)fu9v75il%2}`FeBOY1oPT}#y~RD3jF01{?E2hf zo)6&FOxEtaoZz1pX@}?bJ?8J=CG|MC&Ijac^w?bomfxX#m;By0ZJ?jPKF9h;=xtx~ z|0lX9?U4CS=kM?QT|)DHP5a~Pa#abRNj+!73+SH!6CW1r+urLnzkl%jn&s1OoM@cc z#7lX*pT_gxA#to+BCo?68EbFiOveEp;|JtsoiM+=SLhg{Uoy+*Lh!{|K7pRtM~U1`g!fWSJm~)?jy4M%=%4rK6&z*THc10Pa-d5>vIeJ z7YKfCxld7XatzN9&4W_t5A^N{(tMLv0mToA{M+5b0;L$bKQ_`v+GKi8M+`s%oT zS!Y$oW#$L^*!SsIzjNgB7`x{Nf4^OxTlfF)*sa;WtMK1@l#N@BpO=r<<&3ZAh);9- zlI`RCV?N_7e=jC`?w1GLLoc!(WcMq1lQ?S?R`$HOfxp$yu4S_4B>lGgsq1a*ISD^+ zJa7EhW1kt3Z$dunvwr8xBJ*Vrw!C)l-Q|+~pkd+=-%B16&&Vg}54rh$*aPeFYkqJ0 zuv)GjiJo=fJ$iG_ydU<5-a4PLnxucLQ-I;;n|K;FWSPBPv`UWZqxZz*H--ltgK zD&@TAUPE4H-#US;zJp%7`)JH(H}$(ACx`Mk2$x?75nA{uJ9`zSi9d5-CxaD&@Q=TpY(e`E)THF z?yK^KcItIKEh8_&{tl^!Tv2Wpc3)RE4p8rN>{p+&M13o;_TjO*e@o6kRlk;vv&PxE zsEa)2TsMK0&F?)$$^0*Pj`jN79{Zr|_t;(9X?&E+u9E@&uwq_2zl}FtC$0zcyDyo4 zp8oA-?0rwkeW9%0^LLMO{frCNqwIJ0l6b3^Gv%E}vh`NW_4qV=W-a?ZWBNlL**~!P zoHw?6hd5`0=P$uKGWJp#UVznGexUv-b^DCVO71zD`w-%_g8hAjKT+22xK3pMU6Y3C zXV1eGvghjJiFG?<@3-ZGcFNV0$a;_9=NxzsW=5 zOL>{N$KR=x>>KKpweL}%?0tgwz|Kd%m+X1|W?pJHZZWP=UZgz(cmbY==iofwN%p^a zxPWcH>~|G;jeeFlh%@9eyVn`BFB?x6*e9^}M8;3rE6QnCwp^F;)@%78<@9?UzBiN^ zd#>y={<3=St^NDoMn0c;`GlHxd4G9)Nv)Ut-M#nFvU=k~|2be~R*n5#3 za2bs_QKt4>O;d zxEFilUwd^v@4YHz%j;jM$Mw)K^M3>n;hjvc+($ov^_zYNldCKa86p=K^Iov}3HCnw z`3^kFWbN+vef+-M^c(N*I&mEISNdgT?cQ^EA2P`9MZBl%aPHPVCZ1Klh+Ve69qKcG z4|$S3r+cjKCwYzex&e<_&ztZ9?EH0}chHY0r#wNgKli+}nLWpSrLj|PpL|Qm=CeNS z`WM@?PC47@xuCqhe&0Ulg(2L9&FAkXy-)VOdOeHRa=qUH_n1$zf43pKjwadp#JHiu z{Ygn2QIXH}vqL;rpf}%$^NsDVD4*w7?{h5YbMkf#cwQ4%vMzm2N&MY~i;T6qf66`j zX(MCTpWivXM^yHA%Ia6}$IEao_t5)0fYN>RJmy2cX7$ZJh+WxuQTBI7{o{3ce{VHm zUoPt_3{se5kTyK8QL!M8(M^JA( zv`ReWy@K`y^xBoR`|nK1%bWw{6UYO&g4f|y*nFk&H}i7{Phjl}%nSJhvVTYKx={A_ zBqQQO*>x&=k2Jit9-lGmrGx(|(JN~=|Acv@-|_oJ?}oZQc@a6!pWlP-5?6SR^!rnX zahZqxU4r(!ocT65zsW<+!T!C{7+F^DdD-7pb{RKWeRVGV#yMWu^ZgF}BX=2B?|qEp zm52B*_2&2QGv%$<*3Xr<@#nj6F6*y0*dJx}d#vX%tnB(7pjR%5n}+%W<5I?1yZ&H; zzRKA0oy?!?AeV4K{XJyuL;9hDmHj&ux#GMt%-H)2d4>7cftL=D&9~3`s)z^r#s&E4 zF0!n>La$%-d#T*NtR7$4?{ednTHpLmMp-_e`G{Pxe>Cfr_3ZvwAe&EF`vkk?y%&@{ zcj_Nye`j;@m34dMF|u~QUsbHr9_z6S_t58d_1^D~@uMaCN-poPf5;uyf$^fU>!D)& z+&5+K6;2Y*>}9OoxTRRD-{12`BQySc85@`OdGCgqw|%$=515~88TZ+5{VwXcOTF@h z@sO(v>-PG)!Rq4aa&bwmmj^sg?jNu1a+mhX8~8=J!+us#ZXS69d2|Z>_?-HA-cy#` zU#j=_pX$BW^j@LM^K3_nyvcKw=Q6$fvF-JDo&H`^UZfs*mwuNk?D#t&QU zOWs%KviUZsSMIoP!=6tn#%ThpSJv+DTD=#`IYd!TF_Lxj2t{9t-=O2wA&vyx);a=Dn=Gf2^)Y?vk$qD_8EP zaLIg;$HdigpYpQv!SmD5{R37u-;j7u?%rItQy%LFVf|mp`jMBA{k>hokD>qI9pasN zo+EFem(AyQn|yy7Gq3#JkgUF7{d<1M2K}5Pb*50K* z%Z%69*X2#-w_KgY^I^Xicn+5f&d=kk>-@5M?>iRp3x4lgLzcC7(eL3my4K4$dCxTA zeYBfj{gC`)nf#9P68_lxY-P{kp0D@l7w=cRPg!EVdS9a5a@J${=6gwxeqx+l|0VkB zv9;ZQ-^}lSjz@83W=FPs^IamV&+_}Ptjo*BV{`O}JYpQ=A#!zPUA~`jqo==m8T;L2 z1^p`PtPkgMMO-7#;jiTa+3!Vik9Nuv&J{zr$MbeF*?a|Y#yZ@Gt4wd)Z+`9O*S^6z zuVCda>qaiwKfCUu@Pu-5@hZk2o~Iw=4ss7aE-w+E`aQpge2{*F`vo76A+y;v@pk8+p!Q)aw_Uy%pIBl0ryNA@0Vz*WE9!R0=38aFnWoJ;AKlJS@K=*M}=bz$|&<74&nhrGY6zG9y2vcLJAMZck} z-Tc}o%%g(#$?7YfD-UT;WxHg`58-|KyWyMa_t=N~R(R2?$cV+9MKx5nK*iJe|$F^Dx#$Rs8+ zh3U*-CbL+`BKC8DBOK!zH@U@aUh{@fUX0L0CK_>xM|={Kl;mV38#%~HKJrtAsx+fH zZD~&jIx&=CjARu5GM)V#?KlY&kREt&JK1F!w+g4;u4>PB&I$Mn9Lk*aFdUG zqJSUaf^?@Bceu+N-twMLBnE<2j!&aZS@r8=+Vj>iQFNJtdi11MJ~~87|V)UYhe&y*d%jzOT6dXlg&r*i3n`LChAE5iHZIqh4L;uh&q|&oDyE4?{os3j^xN9qinP zQb~=A?%5@RsZm*8b#^(2X3n|4IVy>3&n)+8Ic4Nj=7~OUC}Pjo>?^$IFCvx2mb3m! z&)4+QbGSX06gga4~jd)zfABBO=PX!>)2vF zxmp|ioo#)hdQ`uZQ~lXO_(*m79`e>Zf2EL)`ON zX84OaW`8H{6R~|yEjA68-H$6YR=2O3tIfHe1H9)azepZX*Rz$5d1@{5+pwJLatp}q z;a>J7z1R%=V2PZWVt-UG4a_)cB%ne@%fG#WV5 z>3YuRtMxnX!$ZpJQ-S5AaR!M4df3xE^Dg45eU&zE8P>3oMB-|APwKEjz4&qxa6sLI zJm4Yo^<6+3=lDj=cU(~~ocY(Q^Tf0Fj3sIWx0jG4<*{q&#b#iQ8E*2-{BJ2L|E{?+ z+iy-Xm}Qdusmx$C4fVV$=K;^<^pMkw-F|zH=zWZ&@)n4F>fh8i{MIwL{k-sbmc7ho zH+#5j?K)3+K~QlaSStUxXZZw`?6)$ zav%4_FL8cLNvT$9PSHk8Tkcs8BX6+0;Z*RPG%!y?&WLN_47NL;T|^R>(!SQ((>iv$ zmO$TxM6@c}3q4zsOW%AP zm)l$ae%#?cFP-0Ou9`ib8i~n9c6QqPL5`Ei{=cgo-<*laO%-!3Fw;^FsZmpnLt(`Rhrpa-k>_VAL-iZMVE5}a?V?Y301~eTmxRo&O|in6DNaUE4%VpJNk7etc(;gcE9} zlAoF-YAoXgv-Q2JM=X645y8EWN=eGl%zjhJ&q^>g@==7-Y|yK^J~ab+nJFBR<>auo z&vERhhToTko`uDf(eIjjInrFc^qeYwI)n91YCRe0#PqbbU!4Oa&^ITO?Q<$s%sWHQ zOcKfqD<(YA$>nVSA*DUWv9`dozmS6FIp-c+rm*5Bsx_6vgfmZg*0{coaOz&*sx!MrZZQ{qukLRxW^*B62BNv1P|svs z(f1Bntry}XUFCNpz4bA^$9KjFsAIl*tmHcn&H0$k`k!O0*l}i>NJ8-;tcB!^wd&5K zzVnIWeB$yCwbeLa?I1S-_U|1z$_Kv_zqxGIE8Mac&iC*Ha^DxakBfPtb|~jF&-pCi zusRX#t)_cfi&W|#7I%ctWDAHFx6Z!Sli$3@80dFz5Oq8+bxC8kx^kDfwwwrNk4a*# zn&paXSE-^#4eq&?O`W5z9b=^#SCP>!VWn*SubxR2UsotkiB+r7F|f7R(o~!>UWU)YUB!- zm7#Kn1@yJo30yb(4Kg|A%zR>u^-gkn@Q`cPmx{e@ANLrh{wO->aajFo<~?Fh$N6a1 zKOB*BoJB0At2z_(pUg>dIppS|i|Z$R&+DG&XO-uFHEW#RCVntNua4p}`Og&D=;reg zJ&rO^&LA$@e_3&rIAo^n_VC`d56txpY*X_97o1OaeXF@P&R!;w)Atd+=d+fd7xG_{ zRj+@{TY%8+X;>b)2TyqE%wKa<{U&0Ya)dkqdm)0@hvG8pnU$mV@tK+W)zz;FIn@7Z z58nwRJ|g4HJ%L5un+57W515B2YCkr|6TXT6$piI2Ig9W7@cpsxhuo)EW_nF{dm5(q zNY1Nq-})XkkMV<_+z?mPOjC&G?6&B;gH4{RgKEXF9+P(z7qibCnaz-$e9pZ9zwGNb zPxa_xUpLKjo5Etgm}{Xq76p*sMoe4&5!ZpQ;uhQQQtq2)yqHe<4p46(oy9~le`Jza zn@<+!mYutD->ZL6UL*50<~SeJ{}{mfC+o9Zo6jRNl#st!-7Q?=ow%IlJmlRyOhNlu z@A@nCUz5jLMfbBR%iW)~@^Pjx}<= zP5EQ?z^=b!t9lhi@>!jc-k(vN@%b#P)y(00PFDEMUPEB>1R=X?xhSqj3I34C z*|t>cru+MVC}zAM<}z#b-9%_-lh+x4(SN9zkz`Rf8@Zgr8v?06!~EOW!8B*N*O~3( zqFR>-;Y+rB4;T@#lJLjf9nI7=KDi?dQMb5e_GpP?)?n6K7w`n zmeH>)#l)9)&nq)d%p_iUe_qqZQM3&>SMSMYy}r07KNuxu8W~;7L=bhtFy6I4?paXh z_eOqCYrV;D=5GOWQ(V7)S<5f`i)_AMY;cwvsbr3S)mf&-3J$1qkWl81Kp}mKa?AdL z$?Kdqp#*w8$(ucxH-Y>r|yBg{C!eHcj#Gd?4w zd+}SX<>pz*Zs)&;Le|QeqcXLvS1|ho^>3T!4&TlFixPU2B%XV|Nss^d&30$gS&d_I zj`KroQ*qN>pG_-k?bYo_X|<<_S#IwuXl<<{&CJo9cYGkOSt8hf9XaLX%(Cy?=s9sH(VV0RpRAVNSoXHfnk=@ykaV@g`(fQ?!2Bx-UswOVb)VzGHVF&?bK?| zP2W#Cqf=~Bql`JWxnHC79?vW}v-wMGA8X~*szgn_8tK!Xj!e?)UoLZ8&sDCiVY=@Z zNvCFdc2dvvzx~a~6l-VM;d2KyJ5f>n?e=z%zw`|3w=5_##hv2VR;qQb;_kB7u80*;_W9OsGc{DYWj0gJdmW4)SC!5M|o^SM2~rn7qE)r#&tibWLnF&h2N+DUvjD#}Ue zeM&_PF|m1Nw&Sj!A(DE<)F{a;Vp@-8w&;8m_lYBBYNS>p@ogBwGQC^4-jY=$a4swK zUC9Rf-A*Jm1~8Z=;+v7i{mn!Py#~5oQd}wiqn#e9oMRfYiWy`*scXq7V9vze(WG4E zv2%;9UYvkAh$1#B%dM@Tq4nWRQfmrv#dOi58;Q)?+8!c{@8kEOFXQ}{jHkA1bqMBj z7=GB#FS^Q`C2zL#nM-x&+?cWM&p5)l&&}2BBBv|WJQp?Ttan!$=s!o^WP6#yJ+beJ zZeLxj|7E?XGwEvPZd~WI=i!yU@5v{wxb;731T$YZJ<7OVmJ#NvD?ga~5R&HRS?Ag~ z@zV${z8T#KL}$6(nZZmpIIm3{a<5m*f2rob0ehvsx(!*uT7t;0DyAC20-jBKDDPfX zAfMlZ`~(&glnrWcqy!~NZJ%lBMqT@;$8SQ2&87c8bhqbq#8W>$wfJR@JkBgHFFp6= z^a?C5D7C21e`@Tcq1uh;PF&lKM5mmKo}h(6#t- ze%jX`-a5;j_IH5B=8tcEv-s_VbbjI3q5n>9IhULI2mF_Sf>6}^U5ssFLx`*GUe@87 znBnGoqV_q@`FSE*FYVbaM|hvt`nx{hv-l{~rH1;&{4Gv2HCm|Kj&GPPAW(-C*ZYflU%DL zrYchdm~AFUNn-6kwh=+EOr+PNw7l3p|3x8cI`7(KwpPZRWx4DuuJBdvcm5VvkQDZk zj?DV!W`gsp;F-uE_mtVsaY^1)3fe;v8at=0VjIZoOf>zY^G9x2HH*1N#W^FliT$-A zqw9aGSzYY{t{370?|lEkL1z}xTv7N!9Pw+^TgzrXyEfFGhEq`9X&UO?g$!oNPcd$} zf04xA(eouS)M@Ko>p)~{5xg4_8Kho-VZ)?~C&t0Ozia)HYvb^Vb??=hp)XkzbW zoJB>V=@Wx*JQO?L*-W66Im)n1zvX%@cQ&i_^Oy(xN4Y?S)%ilqoN=U8f}(_Q{WxpC#h;|ND7uYX0ddA?%E ziNy^$tIb(eURg1fc+0uge2u} z3h|RbdTnP1x0$Y9bbXttS5B`AOb|AaV&=SVzPjAu z!u5aj&COHwUNYW3Ch*o7wzr>{*5dKZ+6($SlX_;X&n4D-7&b6M&F9t^u!yr}KF4k| zz1K6A8u5AOb33u^32cTcW~fRWYjGLjOh(e*dJWej*w-KTCa8C7h-p`9GM)~8#PNtaag`Iy90{#oA z$w|R_G0E&L6%pm%;x=#P@2i##w}M76arB zA(*(|>Ob|2KckLo^?9e(BXyE{meSMOS{oAjoP@vmtlk$ks+U&$KJf>*>kOW$`JCTo zO)U0{=j$sIJrj4V?{b!VXyD#9;-}a@ViSo?!$_aUu*3X2`Kk9We#;H)dKe~9z}|{5 z*5_pM(o!(sn%|8CW=lvOO51mN)|fS(IRcv_0#A8P1ABhsnapM%6P(E;iaY;->VD@3 z8Pq<)Rd$(ax4HK)&RSB}Y(0?i0yXB3K6&I9Af>f)3^daq=CP8(<{ZFK%IjB!pzeEf zHQRDVPCjc_+|zmr*Qc@Tsa#J@A!{}Ds>Q!#QL_}K8Q}T4W8e3vVBdM|xsLpFo||l3 zlb>JyGkZT^--pO=?{{6hM@xOG*<&s0I`?{96?2V(;!enarss3|=oL(zpU&_%udU~^ z@BGfCAobL!BY%*(LkQ$-KJ$f8@?NOLg~c-UHRxA$GXuX(Tzt{IK`Mt}o>gmz-x{eS$DbOeeLvb6%~>G%;&a+L^6A zOXTcV^B^JQe4wy7S~#Otj8>zw{QCCUgt?yUd5mzqkn7u>&vN%+1@|ehe+4e6cah-g zRpbwa)ZHm}H-+UMGfzH$3(%ErG_j|qT(Q+?O)BW6FmJMb|WN#@Lt7c?1U-F7i>dsaxspmHt)8x$Hx12%ZS6g4h1AQ_(t1V)- zGeZ5RJmZEQX+2-**(&ak`*56X;-+{mr}M_MIl}%MyWWA#*0$1Gej9e_xsTvt@AH6Y z`p2ZVIr~z{990SC41$_DCYklT#sjwLecRl3Ic=Zi#O5;d3h&4&&gpZWar&%u-t%0W z&q`L4!u6DFww6SV$L4*)Znb{uxxqPaWQ#r@J(r)!tNvm8Imsq#Mcx0Ka&Gajyw~P> z!-s$zzR0;Kwx`&B)D}~R$@Vve>}FocZ=%`XKh7aH8Jxp%aVy!wT|V+m&U3zr4`Rmk zdTrvpULW-O#996RHfI)k>ABk(>|wXPUUu*PRll1WeORl`dfzuv(H?rbR!fb#91Eb}QVIoP?O-ed4@HgXF!9uev=O>-K3!O=(?^Stet=BSdBVG_u-R91x zD?RL~5ADs=nHj>oD1!t7A8bedL>E!)uj%l3L=R5_xMt!WA)#q#y<9l-OCea_nf=ljdbQY zrT%G-_Kvx4ce)$D?CG@qoMn$Xd%3C3ExKDz(ySLL;8$% z#&OINmy8tmZ$t^wiA$??6uqJ`$)hou;_hQR+B282?!`xXo1qV@IIngbb>lIP%l3GM zzSd&<{udd@NIH8AFFyiX0-iB5FBZ3yxYm1nR{9Xh3{g36{Q^%tOV7FL^IfLd=K(X< zaG#pdOHN-#JF~H@RDTUcJR>{xdF>3|uwI{kJaf6}DSnLDA>w+v-i!YTyAZ7PJ*@BbeQv;V-{binpRaO%(8%@GuBS13TE4lq()VRPr_v`wz;obQ zL;GvO8HSmAv1fECzudn+9CZB^r^KIQisy0$3&hMfdsA!8I7>`DW7C59*1y~TPa4}> z41HsAMvYk3Ytzd9TXUK8;!2sn3|pM-2R<>w^ApA#VacRNBSNbYmW)g_%S;-oS6XgK z(&?RvI<7V5Z=a`$$?2KMO9tN`s}t8eNtkYJkhsyLx0aF1&f*5Y%yq{6XGtzLjh@5A z74o+X`<>wdW~njM^@Vbm@WcD}n}ME{4fZkDJ{EGDiT2yl*|p=jIX*B^%)e~srMQ>)N6c`XlKOu048@QilZ58lujc`-=y$=|C1P2d>e>F6)MiOT9`2|;PwXP5 zSes5-eTOoPLZ0V~`j)l-avak$jo7qI6Wh)ix2LSn6^Rkhi==YW@~^X~=`5O1-uf*w z-R8L3>GUpaFGV=2?qyQj&lhL-ovm`V(MkO>a;xiKi}V3!?fW58m@g%r$f90066-%o z@5$WdF^lcLsJu1aqqV$O_bZ*%{;hv7y{}MQOh?!Hs@;zR944J-bu=cJJ`uCnyS&97;>e-@;ZBn?INM zzr@6$87=r`mhUt%OEV_O3vb`8_)E@n`+7kExgqrk#bMu%kl(d3dY5G(z5I^$=8-y& z32n|JdSBrx7u=^y)YhXO`}L^lIazDwb$sQDoU?Ls2Fy!H_bvE+(`<~X^{-Jbyr zR%0aN^y{ov7b@xZiJp2+V=e>ronw~y477GtkLx_8w?3it$YU>gsp7eLMK<$frvTH{ z2q|Wl+4m4s?_jJUiakdqqu#UC|3~~xJ!Uc8{oO6Tu+K%9?|U$HLhzq6-^^a?v;0mh zWV`Qaop}j$N-orH@Hb`eaD!$l{rtj$EP{w^BiaL&O5VD-9wC1Cz!q= zNvGcp-_z=qo)_YxI_sGH?RyC|OLEbEE)hq~uT0WsQNXNf_whUoA%ply)+Te7Kkmz6 z{ST{olq7o3aL?v)-5zc**Yh)vTjmd;eja&w`CI)E=6mG+J!XlV)8;(G9G?e?AHoDe ziw#RM#xjj%&UOXC)rd$m7Mk~p{3q%?rKj9J{L$~eoN?wI&q{eu%zMv#54i7{eLxd) zj`vJVWw@L(%(VZ5_VrQSuN3$DQIf~92) z#8y8p>D1q6riY&2NA&f*AIn`^#d5PoQoDefb=CPP_ZOwid(-z3YK~&CYptA1dsfQp z>w8eSAt@~Pf&QPw&35nRlUk3(EFpt4k0s|XI&oWURcBVn{)#eD&2)PGObl%mctn)n!mv)@Pz zk+WUg9Q7C3+fx3PpOLvlvKEzggitFq@6Gm+o8}l`U!Bdk$9>$(8gr~sV?8J2bhp;T z`_+_v*6W#}K6iNMzNOGVEi?71VTL?v=H(K%$>e#?Ok}g>apobMVJN=X`&Tllk%dLp zqv#h>zc6%Tx_%3YApV~I_nGGVV#@nmfq#7tZ#|(JNhslLBC8YH{=)In{$9~hz36@i zW3xrxR%Xgw#5_)UU(T@GtSRMZV1fO-lJ}Z8@|KEQ#z}E!iQ=rHv6iLwzl^-{N>RwY zp6Q;=A&PV8q()M=Ga0EV>-?6kS!Z{7qGnDo4w6xZW9`vE4nJTcJ*7nqf zmiBarS!(x@)0Y-vdvaW@lVrC3!+I9?BP+eF?G?A5UOt!hO#Nd$FY(P6*7eNdvN6`P zFrI+_gJ}@LSsUm37w7$zZ|45a-|lZmW|?VDz zbq{gDIUJQA)A}9`@LSw-F)x^DAF~;w);?=PT^mLS=NgvuehdC4qnNB5C6Cw{#1=o* zEdLV39Ot}47YHdYG&{|D%k^hmbUli_MCA~font2NS2jY44Z~5h{^NPgO<3!Lo$ENh z>-Cpj^*n10=DkN?t5t?o>aS6+NvXBdyuK5unzmY8KJ z$;C_(^Hbknq;_WeIY=43rr6^)@q6v#AeRF6qhC~}>T|`rca3PiFH~|%2AxBHusbneqvmZ-Uu^JKAJ**>bUN}bgK_0)=L#>@I#C6}0!uASyz*N>U? z1aa&yi~Wt%>n|~JNkVcmlAB<1LK0v6J^TA2{wo>W>ow+FZ=Q{Ga8C}48|X}i5?!C% z&LR&_{bzz_#8EFPfAdn#Tk^=+$2j+HA~D>*=VGs$`v%Fx?zhiFym0-AYtQ({^?%gv z7++zM#(8Hu95i~GsW6W=9p(L zyU6AIvZ;}itYUI7L(D1Xb()y=kwIKUaT)C~6Gz;Oqt4?PNy^z_8 zkW1ai_VAQbYMmp7dg0u&2$Z9Az;hulr286yta^QRt&(1qnP4rSedMPy2h?q2&bD+8 zc%SI2&Onme_bUC@QAun^Yg6s#Uq&#Jh}I&pk^*8niRnTV&s^bXAJ)d(m@!iR5~xBoWcf8;8bfG-0#+GI~{0yM)>$3Gd!Fq?%{A2JPgv zC%U|NL=YR1dZbiilWW`9Vy5lH(!Ywl#Bx#*)mmKMIM;Wauy&H9){?Qs+E!NU8Q45Q zc`NRa`+S%)&g?7~sOapf%B@anxe3LlryPfQ;rV+-4E192QG8r;Hl!(!c)|d^DmklX zV&CzB*y8Uwulv+gKbG$&^gPKsGO9Jm+F)MuT+Rc3-}?KJzr?puyDib2<7oBEIom!A z;-T20>K5ar_-W>!PHz9Eq{$s=b4snkisZe9{nUMRXU#Y`F9^Gu|*){XA$XOlDe zkG5*8HGffxF`q^3(>Jb}{#B!}_#*URxa(t>>Us}z^&z$Eo!G}TxzpJtCXtxLRHO=B ztl#Ao_ngUn_PHNjJ!5^$QNibmv}TCjLm6lvoyAudQ-hA~|3d#pEM~7Be~GE2c2zox z>&jmFcf>tmM?j1j1;-kLEkgU$wFoIf;sOHq*CuApLk$x zy&l_Hpw2?BbDJ(^O(^f4^S)15wIdLZt>T-?KP&$t&k67PWv;T*dNZ@OWCB~6sn#qa zTE9XM&r(lzI;&lTG4CbHu6rWahCMH zkJc}{yc}$kyMxDap3p|lEM}9{K6AQn!2){9n@<^acJzk9-&Z-v^ ze4fmDGj1Ssm~Yk-)@~5dS`~dtc~43+O`qvpv38xY>dj#;{p~NXm>|Tn z&kX#{e`Y9Zo?-;D7L;&=XNKSGxx5hbiW>GATF>-){>^M_jrD87dHpiD7Q~F_)ICq3 zfZ8145l;vvKR9)$M_SKhI_9XANPbdg`aFyC&g3E?T;pt=6{D+xi9T zCq2ifxN5zbdd+ziP?x4+TJn%*H1G^GaMq0b>S-H(g`Say0;0$NE;rdOU znJ2mTDmR(TGTa`=a9+$(>nrK!89k)-QTp0oRb^Qe#6sIUVZBgI87e21s0pt??g5dJEsuph2*=nhMx0A zlr>Wpd+4LyDK)~ocM(WN3jSd>13WVW*}@4kEpYG3*h^VP%bmb5`yS40^UNWvJ;hYB zyR+>L)eZaeKHx zf3d~ACnZ^~=4!5rxkfv4T;UoOaE_HYFTAlYab1wOu{TZ4%?{<`sUy5sL+~JFuuiO@Nis7;3h$%<<06C5U?wln&x*t8v`^PB79QW16ctB?D&E_mupLeABa< z*iq`-_1r(=m|n+OqShF*ZSd}FX1tgy_J5V%_Wg%k_Far<&NG!hsToCf`>Lr|E&lQO zIx)=^i_`jE?x zH9SMLiJ{jyeR8^1ijDTLh1+7cdWHg-KXAYv%s$#aM~ELqN;#Ru7vMkfm&ISBwC}C- zZ^K|S>|;MCDQSj{q|*0a@7XlQskzAcE@hKCS>&(tcRm03oS!WAnT?a2(f5bgi+bIn zjP=gu>%vw&Q>%T&^@pxMVU_1;HOcf!!E`pWjpS-wCWp8jwwjZ$>TKk#GpnOkU1Hns z1=r3v+lwT(mlUL>wz!MjGh0J@Y0P5tEg_nBGCJ4IlV4sz5<17It~Gb9HFrtiOwv%E z%<9C_D>k9UH+JoY=i(mq%yQrQPC2_MV(t>mb!}0=b$e>0{}gi-5?_QzoO1m%G4#zP zJ~x@X3z>;b6e4=QqmkWOUV^L9Pt8Fr<(9L#O>)mfD03CJzml{tM=OfTiKI?Y{en|~ z+4{{Py1IkJ45qlaVD=P}oa(kzqZQLU$J5y%W;cbzm87M9tvKsE*66#Iw zIRx#9;#ysK^{6H%lJE7^Y(PkRo=k21>N1=KdbO4}k;z0BU)njAp^o)+&Y`2fo%rK( zAo)d^KrZ)tp8N%7SQs#ea|uN@`zuT)_c}9e)UE3`upT|l(T9TagUSy^VX~@|gGcuJ zg#YAh;hy*GJ|WdDCT}h4=q9H-1LY(a|CHO}YMG+}S@kc-J)V-q9JQ#=O7~zjH^t|% zcAs79?4hppTdrqvAM@#xp9Zcsq@T0t&kgJK^=M|TC0m?JUF+3d>u%100kf*P!2AoT z?RrG#7m0g3poyI3^x`GiZnwn~KQ#XWXEhK-jSDkkD(SZTh z{y5*Dp7Hyx=X5q5JOf=w?QH7EuSZvLLBtGDdl2*WykkEPXlVVn8ZAA`tytv@LVHG! zn(ZI!xp_!gYk33Chx*n^=uwJp^jEW&8oe1OcRW2j)jcdhS zn`ExZ^z)eYXC$TcdMx%SE%k0oDKVv4$9kqZi+^cpo;U8t6wm!s+B=sv;tT3sh+!nx zD_6jN7(i)#zwnh-Vp|hP&A?n%?+RDVSVV47+R~f);v3SHer6lYdoz5XfSkno+*NCi zGhIY;zws@o;$BuIrrBaq!&+Sy)69A$`>jkGJuB%G&3%kc5q6t*y6ZFe+gd4mElop8 z=+}bmu7@#GIOeK3k1Y0*jiTxoBdgC9&F~+)m@lTB=dCeHQbDw`P1tCigQl zA6@%ITsiUR<9X^&R%_X);~eTyP2Cr+zhS=fSj1wM5X=0n&6&*e(A?~K^u5Jxa_e7G z?icUbH(trl?RrBR(ZIf%xZaHK^tN7DjUp7V|NCP8c2;rJiBC$;eoTL-`a6RLW{WQ- z0n_N{dnf9v^-`_d_I8Jt>b)Ybm^$(+TK~!qUW=CZO zp(j&#%60ea21)cwrq&c^HkFwqP^Y+SCAewMTU1q}CM5%YH#qEFJT11DnR*jS&NFuF zzlTz0*y0`?SN{ao_Ip66d{*h<(2{+BQ*4f0h zk2$W-<(ccx`DQ<@?Pac*KGys4)wRv8&1V6(tmQQGKZKWi%~?eDn;3-!)`IFCj5PXg zb_V^-(}fRadrwr?x|?mOnX{9P5aNUL(RvXFQJ8J&MRJyl^jt_neHu9b`s{E9*VR8D zcR#ru+%ECUS;j!|z0KW&yw>t?CtyE%JanE9XzV#@M0c|-(04xb*y!Dv8}M(H-m_Wn z`zqh3FqsIhg(JRsZklDUS#~kYd5pHNQEZa4ftBKiIg=qIXN%bq$?N6Z?waQ|d*wxU zCXvWyuAO3zn*Ru!%)d;HMQnF{uxr;{yTW?<(39)#-5E{?+(Y&Is^6PW>c6MIeJ5A@ zsQn#bft(9wA8zg;>@-6a=UJJ;ytap@G;_9J}ZHIl|aqTvn>CPT& zt@Un21ZSKE_kSqMoJUu>P(^-OmdkCdXC+eD*E)IM)&I&w@6-eqib-iLIa{rVvA@vN zw>CwML)H&c-F_~qJ;fZ8X=uFxlbJ*+|GuQ)gWsl9OqM&5*>Z2GH`TmjsP1esk&&;? zW|5w^txvR<3A9!#rTi3}v)++O`c9;swa?zmPb`x+pPb|%o!&`kBc@eA93Rzq%WL)1 zTT9NTfa^R`cc_|&y&s22#(vL2RjQCuY*L21_Z!rIqsA-#(tER-|FPKKPCK_#%<*}f zxGkh0w%Ay_b=K?Xr`KCOUeiGRoaEqNc}vCr6!V^UEc6`BC7<=1&bl_WNMoMZ`p4p( z{#D(RBD}GeCwz156D26lOtn|5mx1&FwaqX+peG&GOQzlraqn5iVv?Cx=92)SAW+=W)}%ZqVQT?Czf35_^O1;>uB$`sSIgM`%KkRor&-FS7UIs+=*5 zW|95RBemRT?pa$gZAfhPC35HU#P!FdF~>uD+-QA0WhhNSb#AG#lIuph#%g&}nM5La z`~7b8cXs`F<{U1Iy+|YH5SKW-@o(fqGe6)U2bgUyv)IFKUWj?h40VIs({FQ)aQ=fh z;Tb;8Qfmu1>GLsyira6_eF6V2@JxPXwL`f6NB#?zJKH6^w6@Cim9+A`0te+D;I*|% z@+vY$-B-RpCy(!=eIG@BpA+jHpXcg6C8_=AbN#r_$H*b)y1$n>>pbsL%^5y-E_)cs za5^)@84YHjdz{8SN<}XD1=Pz+SidKkooO8TkHtSEr}gaIQ8&A_zViF9)cGwTf}97| z%Gy&&PRkjk?nuH|Yh%w9DbGo36m_N^stO zhM2Q2NA%xq-W@bFLj#IajN1BD<%ineIjD9mx%<4Q!{qj(rnm&eCB6L}7qgSZ`o^P$ z+3KiKjabCsko8^cpr(3}%rH~`83b~ziff1TSn9kNFpHGxk8mEL2}Ll1&|BOdbL=KK zBg{FJrJkik&LbhO#iW-1O8iS|nV|-goa1J*5vRliCc8bw zr?q{Rqb%3VdzJnA?B$L*W}5kxo;%q=JbmL*M2%nsA%c4`KwfY0qx8>b|G6kHw;Wf@ zQeN&u=lXzZp4Xb@s!ldDq@s)(CF!L`FY!G{BPXhBiPU~&o|jZrua>o%Ott69Y_zWp z5~|w&S?g`h+=hhm6EM+C;~1;P7_OMLp7@5& zssR~j z;y$@wY4sbe&nT|g>tzP{-5W?9Yq?!dM0}RJwu~EQh+|KO^*qQ`*RGIXudCM9>$Q$! zt{r8S=U^pAy)QLf?`HO{L^OXwb!MtDgWvXdOw3{KsZ&L4V(T%9z(RW}ZH`IKVj`KG zT}F=Sn~g_u7PE+seyiil*{tq54%_Q0`GE<xQaRKj*{hS~Sp%|t12p+2YUH`A-5Sx{kYQ7*6 zi`~!f?&CKWcwe4~kEnhazR7vudlP%B%NhF*q2^)d(Mn!RVw-EG{>8}ZH!?HV%$d(x zULMQ8&k?ifhQJSIEs^?spue)93%xg1hwA6=~F zWS*M8)%(RHpYQ5ji<)$>-bIg%K5yWQ`Zv|+?0P2_iBHHPdt1nR>z}M&(Ca)$&3H`S z0_Ia(>=SW|U0+B6_qnh+@5;H&M>*%rF^~Ziw4RT{p7lfg2&hkHIh(Anc4n(s>&%x^ z)qSl<4zqnw>mA?3RnxNy$MtMXBi`CqA+_`HRqsmfM_D?^`7CEMFT_k>9E-hjqZt*z z`!SMLdUluFnVi1oV2x|5`5dqxa=DhB;AU#0b_r)tG~nFaufQBu?+}5_aaQ~pUVGNE z^VJM_>@U38Kb!d@?|97=HRk(U&TM74tj7g{s1xwN*t_KOMfN$jz2tFb`+VO^6tg_A z*PE<2(?@+~s5Q(yLwO+PJ~`!N@tYaV^AaWCnGw4npf6#WYpxIS-m}yUpVVpQZxe3G zzsW26C@gP|*x3wltv^Bh_N-BR1)1&dM_F2 zjE1sB?`aezuY2-HorfIL^AHEsIY0z+uTXCpzwGU~+=b#7@c-ER%W$iz^#RyN(nh3| zP*S=vLFsO!ySqWU8>G8KrMtUPk?wA#QA#O^_a58xyRQF-|JV1+d*L~^d#yR1@r-9Y zbMAc(Yp=O@%h>Dmv{nzsTWFN{44iUcANJbV;M)wj-kb@p$(X!NJ=bwAzF~{H##wU=_4N5Q z+E}|4wW-d#>Uf8pu8X_kbMZBk&6%u*N#xY46?)K%9>leNEQX3HrN)Kkm$H{e&QU`O z+J8Ql$oWG5Rs>ML&_Mn5IU{a_wZEsYnDJu95m)Zt)N;VjqDJb8#7n)eMOyh%bJEy& z_8Hqt1A42u7we24H8z@>=2W4SS~fbKkqjI+c94m*F}D?o)$rVP^Dm1%uS-o%l$Gm{c?*p#psoC^*&y$FzBj+J_-xKaR#w?_PX_7ZKuViG+59MeR=!3Y=jE!k z&(lj>Ww|nuS*~x44RL%R`}Axt>*e^}8h7OWi!$;ZlkW&M%&SU9GO$$q1+k6PlY-=Y zE50Oq^msR8&1-ERS*(|dcdS{?dWlHDTKiwZG3VztmQqa>Q{Ryw5zf^ftFFC8%%hpUnS(?bc4NN3rC6 zkNKX*wU_vE$78Miu3(Gr?alNuR@7RHQR^F=6|iW^}ep7 zkC@&}k!J+;&A;V3*vlS{I|m6J>!;Rk^mVKrCmlb*`{sUXjjYr)olYdINv_zvDCTU;=1T8v=fuf znM6nP8WNe8>RDpme46P+d-K2Jg}E!lE~h9(h$8+q>WHnycX|-r^A~c|qz1WtKjfmc zb9GbS8p&CY7xweEnxara?v?h`o(+1mh7NM2CoQYwj3QSVIZ83#`D!4x9;NMLqw%%W z5>u6mzUSKNc}p7TSuFj2kE3EIdj3fMHngURdG*Pm{;yb}uBkk?#=mSZ7Fo{M*yM3t zs(W0GB=(h9|BE=!h1qOu4XtQS5@XfntV&1wXipt3*?$cETQBBgIX>cJu^(|!Kh~>p z9jEl=ZE^R-A7D4%t8JC@v4oRiV;Vo~dOyTF9!ICDc^{FO>dyBv*L5k1v(B2UdEeY6 zp11V4F@^jLDM&r_)n%!%#oTtzHgeb6FZJ^oht+#k>=iCMp2D$;dR3mK&Pf?=>Gw^> z82eMLf2!j)+0BXU97ZCWp1sL8V!kFBt>tLNuWBDFPg}J$;Gi}4lF|HJ=9G}Lksj5j zq&iD*LJy9U$9Q(e$~T&lu7~mZHbd-mGRT*TY;sj|ZmMw7yko2~-bkI@)ZT@5;%c+c z+HvK)Wxv;WCSNA=vpV)NTrV6DQ^i{O9LviNeXHbo89wyDUG5YpvQ=la=_yu|(c`$=w% zo$C5mP4}p4ufyy!5-)veBep4b#ALB{W*%C9vHT0=o~x!=^2Z?-A39I*DXVuS=&zT@ z&5dW?ZFQZYDNp2hM0)F8SJze6QH>(jo@ng}95J_(_-bO~S}zU@tT~U#*7?W$zu8GO zVp{WE5|fBs{7QNA=b3v}jX7LLiAlr;Ypv&7F?sbP52ZaW$w0MlvHk|$R{v^yUcw>< zaYSGC(^!3R8S4~sKC%#%duqK+Wh$~-ttm-C8Eci|mhbnJ&PNIcSi2wR z#BL0Al3$${T-WFMOHF^Uojg&gCxv$e)?q+N?FQ53l#8dkh zYW|!L%uVWNMiOSKX13Y@vP6;}7SfD_xkSwjW6-M*{v1-y_z4 zjTh$jlP`*6FI^kwo$nFsu-C05Gp~j@)roBVCt?TDi^2Loi2BswXEkl2mAoyfEcYUP zoGagK5~?d6tK>~CZ&JqjnOxhPS|qgo8}cr9Y#BpnBL09qR57O#%gq_;cuV!RAb~l{ z?R_cDS!ukQS}XIqT*cH?lriRvA}`Ct3^bOCPl(3%jt}OkobSq6QSB9YW^4p~i9sX^ ziObD5j1fPAMCN=z8v8zF-a1y1)O8Yv7N$05skI9@*ZH|?-e2N}i+hiE8EOx0XvHeA zD|qR8&!#_F34a)iswczrWU_ut;)ZMdI#uks0@vldZT@LJKSgt6&B*AwN@ zCmm@yul8K#EO5T&v&b5sh)u=|<1f^3lN($VyTcmW*dYIUMv_@cdcE^_wOkAhVzkYdWBjV(}+j*`;c@L@^fUAWk#~m zzSCQCusqMz_>3)jyorL&Q&j7|ux2JP|B89aFiv`&g5e(bCX)4z`*Msr6j0+Pxi>J+ zdOwhb%;Yt8$lTPVWQ*%;Gmos*-&iklQQNW8&h0P;lFzYU#iu0=HPw~dy2YK-xb_vB zp01hCt+7)LI~dCdhLhj?+@#m9n|gGKbK$FF7inR=der5B{7rmqL~ik~iR&eIak-08 z!+EJ{Z>PlV;cLCRC$6@0P@S5_tJ6>3KGYOjk&*Uz$GM6s-($5u;x*^zvOQd4mt3DY z|ApntLoP;}Gm2XFo5k2h*Uu1ZeMo$IS?`d!2kC3A-kg@_7+;Fdz(D8qgdYAO{x9p_ zB9a=0TYnf0)LNg8&Sg|0^SwC*tpCv3k-1{-@66(%H6M^y+z@e1^{Fw(t=Z18w&W(i z`47x3O>}mueLHjHn9T*}Y>U1oBmuSb=r=j?o12f#uEUMYU^-EJFPE36EU%GLu4;08 zYCGAfYyM&L8`yJw+RKrP!D<{t9X+g0eQ~upA@&P#8R;PIJBp||A6Xq+X3k#mdl=_D zm38j7T4yum%+DmIfH`?6@A$>fd1OXn{) z@6*zrTJX{yJ6ijgxkpIN4(Beic`wbmEv6(n^zJLlSpN^}t)z%G3o^}K#uG!XXpEL` z6fwCXUn)MKfw^^O5E?x?PX3I8!TTw^0H3c8g^UYXNKzE4ZZt7 zzId!Pwwl()>akX?^sdFn_AtX9rqhE?3^KPL@4EJ1sO4XFs(&p*t@S-Q)O{t?!?$wm zwfAA-hqBQ3$b9DM`ABnGi*Lb9$7ZmI1w^sm4d#`QzZgkaYfg2lvfQ4tS!Z2XN3EyG zMn+Z|Tfts?`9{oF{O$T$BX%{zRimHbhpp0#3Ba2$n(hjhdeO< zjy3)wj(N}YJ1Q^Ct3W9}=QB22=bBz!C8<7lR?|Nr2Mdf()Q^1j^$lm7vrYPOLp|5& zA@-PHm zW@{%WuYQ!)*HUa#M`}{hRUKVuWL`s_SZ4|I=^|eT7TD)_(s9n3XBjNtAco6vQ%nY9 zDM-#K$5N6au-8m3`n0^q*Vg!yZr1F?+m3Bk=L&mR#zcMkjJfKZLwo&+Ddr6tiF>F= z|8T>aRk>)rF;u4-{hWtBbeFp$8O_^a-bN}C*|~gXZ}Yfi{#EvwH=MrqmDl&pDL+3> zl33pokwK0I=GG*W+%>{^AqO4Qm)>|f#>#Qn_(8Inx6S&SX(6T&-`ih2*VKG#{w?+f zqZ!2txzg(AWqV%0e72gqh5d5x<5w}uNG5kuI{2R6rlw7NN*1EoUuAnMM@QrBIVZ-Kt$QGPCrB(B`CXeRec>$av9{hgnodbr(s zE!9-lI-BHQPkPcaUd{`09%nf%hx zKd#}S%y1o-ryK={$-AU=EhaWUA-l}~nT6*6L^tBt$NMx@LlZs}ci0+x8LPex&iQ=# z=W)Y1y+$j?TN2y6_vq%@>B?|(hp^W^Uf9Po#;JdZo^>&v$XEjAShqV}StEa8y-g$J^OUThdrBiyS$f%N(TjJT-AWUL|%JUFggS{XR}v^{ntb6$$yv z^9;=JJ@mTzqEWz_`FYcIoJ_9QX{84(80_4nr-=B%q_VI0e5n_oGR_{x@)k+#ii_BfXT=BEH=J)~XQ->eK z)V9_n*UVUUI`)&A&)fSs>KcpB6Kg)^kQ&m3~AlE)JhjpnZt~%q4 z{VDHD=j%B`9Q($3_%fUi@yV_IOr1?=Ko)Z|GCh!4qVt>4VsW}U5+7T?l2sjrSIWU;rmc!Q(X{*6-hSdy}0 zOOVdk13kLM&z^6mtsLvjUrSNryUp9hkM=&+x}%7vN2~RFF|F+5ZQi7vxsT1ePeF4} znpcl%^pLwdt;8(xeKyhF#)thmcHDRY=OI5e?I}I;e7nx&7vnp*##I)XTSD%Pq@{_v zz7;>p`4~YP`Im}WOmT|Q+PoJ0DgG1Z_@MO;(9f~HBr)fKu^SYojbknO&hgfKOlH?? z5n}~dq=yS>E2b5d{LD-yCMjvfC9%d6d#S6hAE+-rH=VERjMuZB>Rr!rHu^cbflhKX zqZ}FJNJBKoqjJT(lji-b$Lr{ApRIV|y#LD-Cew(9Y*5pBHnEWga#WS~v|gOzsq5(x z(d4Wo{w>}lt9r}Ge@R^zX=Gk~s+e1m&()N|-pY$BL1SYLNk{^|GXAmg#`YVN?_Dd$ zTq{QcYaQlwd15eI9eKpxat++12i-a0yd36V{d>wT>$EbzC6PnD`u>aDEA?bKXB~T_ z<^<~fkRRp!Lf&8Hif4XYjyYb78ssqci?L*3AJ&P=3o&c0vxYp(l7A*6)gPBQd}gf< z=0DZf@FQ%*i4Va_WpU7+e5p}$4 z&3Bk4J_T=C^G&*l?MzZN|0-t{G3BWy=8o}9WZ*}=n9dUCd@)nRUvT_98};ahy29V- zwt!4Tx9$-A{8_Hla!nO8g-+r+a@09J!UH|K&kT>J^MP7Qs=EX^9iL#GuSiS+j@ip0 z;)t6oCbyWKdcK3=)_j}SnIX2ExbM|4fT~pCq&=RXrMjAuRc(n$z(MQpXP&%!<=sOW zdo9HaIro{Dz?=`s=U5)%spEa-n=^~g%*pF`ZVt$`kLRwh^LlrJ^u8Cmh|4SPwwiCy z%g^MVoc6Qr6t7ulr!}@S*!TS)zLKY_d7Y{6`|EFeo37?(a$j{0{$PsylL&v0Py^RN zeO?o{Rla}4Jt2oYUoz18UC71PB$4wqddc6#*Dv+&3m%$ZfhfFmEf?3rq71S2*Y=W* zwCu4~d%oih{pcf4Z+gmo)gF7AKgIk>yl#Ae<6W6-v zf6RYC9x!5eqjDxvfEcab-be|Z?Z(~iEk&-Rmr%uLdk zgK~~xG<|6pu5~4Bq_Cd>XUy3tb{o0X_y(_&$~wvA{!<+{>EoPTwa)K6zgT9`BuZBU)lfRf8MR?@-C3T$@ zbA~)}{_c5f`QD?2*!0d<|PTB@uk+x2l9&*kn-cM_O8)488YDRb-VV?DCz z$v^h+Ow1GRd3-VKOZ<5XTK604<>YbLE0>93PnoQrfe)>H%i66dEoTYtig|1g$>m5y z0eRk0>n5=qd1O2qQR!jbhhqO>m%aYNNRNjQmpFW@<_YExg@tG%;Rr4?vug1 zM%GyZqv)RhS{}2RSD4rkEJKE`FBhm*u>~yPm(p1joix#<9}06Z?<;UMDl@d0+0k_I8^B z`umgkwPM$B!1v2OW;iyP5B=Qx)4p#r&0crAhSsx|Hgd;SYkvKF-@an;hJ8h+j5RXx zw)$T>Ukj}Djo9~z#oK!K22=HHGU>&X(ywPu%fF=NpgQ)FPz`@s>rdK}RX>(kKdxTK zqOh2`YMny|<6q04lSuOapyruWm#a0C_3Sr$ zX~_Yx`{++U7TZ@hu}x@9Vr%9U{}rjlcXjMj=OsH`Jnqapa{g<)ikd1@Qjao_mJzOn z&%|cqb#cQzAI4*Qd&D>9<AM#u+-OcI78$9*=y15saDrZZ5 zX-Y*keWs^TsVG$iHmE6u-c2(;nS5dv8(+jB{n^96^1UnXTf8Y}A@zK%hA((v{65db zd|*7gV_DfP=YD-CDNhM*iMh!ZF~ijKhkaaPfMflM@Ax#wbCXN{Z}>%?Y4$mVx5D=& zFRb%~kJXV!?AILe{jkYCdW!488{%THL(XkvagF|JUq3OE4;_2Q{HEqKA-eJ1YCUi4 z95;-eW4hdv$R=j5{p{jRd0*!<-=A4YlV#kGI$TVt%H8>mrqPj@r{T;};q48rfy7Um54|Sl;(I4zU@ok6ZQXQ?l@@ zb$(XEMSTx{x7C+oPWj$C!7+JvvXw{1GVu|K$u4e=Xq}&8N9(PUbMz z<69nIXS=n(w(e9lPv(lTOlqHFPqVq{`895fy+(KEW`Ofo!B`*bHB?`H{w z?~}t?*|=r?dE%+Jr}?qXe~)vHo#mdq35_M-XZ5`8T))Lcy`R8c<98@&pR4qKC4-r4 zte*UJ*RMs_WpuUPaBKZ$Z;M$-EHT-{WF-r2)!&-;)jmniv3w!tr+g-7 z4>^X)vCx_e80c|n=e3M;^p9MB(@~xd#O1m@U1gWO6sJh|s`gRl4Ph{k&EMmi_>FAl zx3E@oI@tGD*8GwJ=H;V|xheI#ov}8ISKl}WGl<;Am#T53yd!8U_Nr^>5{s$f`6ndj zBkO%9M_Xc=vr9iRI^P-i(a)qG_{EyNjCJFIzQoj*fAsQi?is(!*W~1owNr@u&APvm zRh}#?)0ix?Y<^r~QQCD{PV6pm?>Todd0@T!95TK{t}4bW6PG>WcGK6jv)Vpav0q#~%E(oU zwtA9^Pe{m{YML)kQp(HmEsxankdF44%bMGrn=NE!gxrm3z;@@jxA7SAWY*t|ERyGY zWBq91I*4QKx2*97bB(3ar{o-Q`~aVL9NX9T`Buz4F>_dA?S$%&LuxTesp%ZQOAYIl zq9n0+hs5IIl2%R6)%1*tj<0iUC9TYFNk!LwbotBKUvUx{i%lA1$*63+JjZ-r9c8Vt zHQdp=CDxA1`=k(iQN2efr!R+`yFm=(7w6|^(uzsRZhI-t0JZfYzI=bW{`OjD4`uYJ zyPQeY`;T1T(T?}@^Bq1E|3LgbDv7`4>t(gwQ`23ti@j~#?sVk?@qZcbOCJ(=9*>*m zRWZK;zdK%5?H}mHdkj@WY&~11hNVnY_XPen=PtLoK_PPsaw+6CzZ<0}K^)gkIp34t zQdMs&5yie=Bei{JwU>VCyXgNLUEq#e`w`wWN9b=p5M{jcI(bsA` zE6*8vTC)QmS$B}@ejv5Q#1Zp8_vQbKF5&tT6N?M-Y^AGXomnXUbB^fYK?d5}0Jexp z$3!)4v&L5XQkr5cQ)e^t;+YeNj$*Sq7g?BKPC{#K@jb9k+$xr`gw5hQQGooUVZ8WO z_S>Ahp5JCW+h|LA($Y=6omeAp8$I2jrw^Q~`+R4-ygX%TufF=mda190u{v}x-i~p` z$C5~Wo8>8_rh>Gyc488;-tleb|7~CQ`P00Mw5JXAT-$X?pq75d%Tt!^j&0*x`AexU zBT0y^pHaCWcRG2CsH-r`|-Dk?Qa4b%|BuMIPWmivFLIvQ)6TnscAk{tW}v7jwO|MjB9B$ zogHgNb*eH{?qTK+A%nQ}@-HQ^+zENj@vqFAuK&}>U@tAqd+OSMLQF9=)H%goCR0&- zH*2<}IqT$lPt4oAX*?Mn_2)Z&Qu}+J|K;(Y#PE2CdfLd*nyS>aW=!5?mhZ`|j#ZYo z5)H-fb^L2`vcXzkSm$#-l53@yO?t7Bchx;d-SLUdDzVEMDMu3;F-twwKY!LSK%NrT%}X*rCn|~mlrx^6WVG0(zQ>#J zqy03nPHXkO!`qB9K7v8=^rwLJSF3X+Ev(g)F~&#oHou7ZncuDPxq9=9&r4Nfo%A%Z zYcK&_Jl<)otu$Bn0I@mM_Z4r6?Pa{0xT>tN)(RS1>s@1Ajdf<4eWwy1{(hS9_tc!R z-#u((J>AqlQr^Dwp}6m(VnpUOn#)(7<@%6Z9bb$8f+)r!@eXhEx;3lY&p+b+X1br@ zh164!jOL%P);4?IN-eP!iOC!MF8%_)@r`3s2SmJl4%9UA;Oic555*b`C>4|Fo zT-U&U=Vc$=)bOi3zYvKjVkc8i?ZfQvvAhpC=-2^jnjf8LWbwaMFCBY970*wrd7|D< zAeFqGU)1Keedx`U|mD3CnJD9Wbtzji+9Y4cC^M7C_S=4n?%}3-v%mU+cIACm` zz16U%gXZp~i(d5Bhu-SyMO4?r4ad6EmA2|QXnY=Xxh5t9o#gMxVL6A&Ihd4sQd#aw zM3(0h|DWPu$m9HXqP2Nf_3sM3#3vJvn6^{gYin9R&@j(#@2 zPQIV?rYJ@DlKt}6q7vEFmW6@#J%Bo{so83p!iUDsyRJ_YgW1N1sHdd5OEAdeg}yd0 zr!G0w^_hKSXTI3Ej1)6~Zgg^9JCafj)8#8+-Fy1Jmpw!wGT*6rkRFy3w@nS3Xu&{p z`m;#hqP~v`(^K9fda|1-@_o%ReOt;Ab$mf;QqVv@4jYfbZR5B2mc%4tp}g}*BJaoa zkh?n<94qE|5n4JA4Ond7^BHVEf5`ohn*ZjU*i)QwE>2QfUG4N{fVlo7*4GcHAV*ur z|JAdnO!qxFjsDiFX6&hR*v5EkqBxh4xvTyp*66P{!}Mk-S6t^88D`%1^3M_Xy8N#Z zU(bHjuOBEv7Lwb05^}3KDv=o=-%)k$<1^pipK{aj1MKH>idr`#Y1kuvg!NYY9$d~9 zYqfX$W8!nczK4f;*rVqAj&-C1Y0aIf?q_QFm#b?3o&DDSz+Nv}>omn2`;xPAeQ6)- zTo((N&w0m=kgB)v0v+TZTV}lT5W}CtggE3 zS6dGrsP8^`%+Jm$b61kv<7dvxA?uc*B){2vH90GD&N|D)EhUZT>*ToUy1KzNbN?U* z|H|=%1LmjZd;1>5czuuO>pivPB@e6g=uMi*(Uhasm}BlwoHF+~ADR=N-_>%$oZj@J zDrxNJnE7KEO&r&3BK?f+aWodWrWbNT-t6WV)sLf&AEAU=zu=;=(_AuM!@in`IV|@f z-gZsxcTVu`#x70CB4O2-;9Opltb>fo4TGiBAh4;;WkAiX(<{SE| zsSizQOkMfvkj>f+?V}z=#cejWfoXD1Wxu`dW3>8GIoIvf*M>uSH&YGMnc#aMu3Bb@ zpUw+=YC=&8GsbxvO-gxsSnsYH56Cx`G0c)TzrE!nwmdJ*c}`PedS1!gKg_$#c>9dP zUiI$cJ>xCKMJF25#SE5nkDR+%A*Pz=>pfmeK6}i?L^Y4+ee+}SgL!G4_c3x8;J6x( zQp4Qpw#M^SWOXjD%Xf{lj@R;hqQ?`s z9%8Ag&hy5yhx5)?`u);*e8JboYa2gj{0w!}(^2gmSgP(?#(L^g4@Oz<3*&z}zJ^tF zrknaZlbK9ZwZ;{D&qrQ*+eamN7P&?iP{^8j>EL)Z$E&bSZ>qSaD)0d>^`MvWPwXSV zTA~t#-^G2;K%%(TJBn#fO*wv4-xx-7!Cv;N^>aQYs%v+Neb2S$*+e$?g*E!9^*iUG zCN%=FrHp4FJ-v(<3**+V&VBnWVvmLBsfMm{bfKu2v-Wz1zr>7@e>8Q}Rh=KyG?U_T zX0*Qy4D>UvxR_$JP;X1Uxo*9y{3U-=^(GMaA4m0>t&&pUUliY>mC`cpuO7jWHsIB%-#k^tcb!N#ujT%%Yhp|sc z!Dnh~Z2gAJFjn5r$;bBeh)<1WXRPnh&DQQiFCIDekV57ZWTtu3`Ny%p$>#iJ<(}H_ z@|nkl_s|FO z$ETKh^OzrlXrywT7tpJ?#NoVSMfB!d`N~q$IZSBHdyd`VPx+q8_lWw8x94$;G_N$J zxL|MRxh=Mqn6`4Xp|(6<8_%ugTvQhGE#1Ubw8yd(rEiF(I+@ip&YZ5+?m}0wW#ud( zt{BOzJ;@%%5nukCV(Z9Vi!1t(ML+*Crwjj@_n6NeyW@FxI+4JWA$#b-bTK%w@B7~ zXtm-#wV&jm+SHys_IjD_KDlgX>(#a?`OoE<`Z+vsq0&kSmUz16Zn{q zsAg^@PMLd>9_s1LN9Im*oitHOV-9+})Aw3ZKBkH}6*y-fXTx6QU+WsGLv3=ZGY5Ip zb5*W4Xd3cS(Y$gL(#sa=OGQdnns-i3XU&<(4EEW}UW$q>$WpZ}Vzc%7>17X2JI7_j zE^=;9TIU2s#1^Ktysc$A`r zWqmEg=dOv&yshreV(QSycmeWrL$2$rwN?v~TPrCk)LT<;s`D}F#5A=|6Q()GANaZ4 z-oCzLl$?LcwU`AY^L(GRi+fy*yw+c?){+!sxmx<_R}06R(cCq1!|`jZ;F&ctIiE>M z5?Fhom^|cWncgfKFKdwgVnAK6n5*Kj&k zIQGP`oAz>p^WwKUwwg2g@Rt00#Q(|+WAWvQ$69+!Z6A@X`x;BswU~2a&hi7(dEd{j zSo|R0Oq$b-$JTtvHEUksthG*&meeFC8EdS+n(0iVJ#Bf1H|egfZX_iU$L;AD6{)~= z=i@398BJgM(20)Jqb`NW&o_KUI?|AoBs_LbA90(ToZBnC2o+Ek_hdH9Mi$V^5)CIPP#jpwd`XPn|BCpgYg4zQU`EM^h2nZ-}c zWCqiiz$k_@l&*B48IAdZtb9OxV(}hPiNami{~a!JfdlMgH^1=GYOlBNo z`Hpt9q&bagKsmmpF!}k0oP5X!yvLN?sJzvxyDtl@COGuz%TsFW;U^w zH7sQbbD7N~CNQ3HjAR6T=}l)k(TbMTpgP}DhQbu&Q?m03$%#)q-r;TT*~T6I;!mz~ zjmumj{QaTlILjGMa)KiqW*>Xm&2NOidulyvSj{R{vV!F-Vj&Bd&m3m+6F)MYX-s7b zlbOVL#xaJ`3}YyR8N>kk(~rLNrWZZwL3g^*l`eFo1MO%_8(PzfmNcRv^{7j2YEhFK zRHqtMsX}EcQJ!*?r3|GgNePNmjG`2wFoh^c0rHcNyyPJ_Irxe%`GU{+jBI2j3z^AC z2GWy`w4@;wpOBIiBqtdk^AQP2fd8qE^a1{7CsG_@^FFcg<2<~zF4Eih5ggv?9sci8 z__aW!7(~a9o=8!NLS$a!)jzK~@Tvo^I`FCkuR8GmRtNGG@=v)udBVR7<;hd7T)uqy z3gz>tP`PsD3KhyzD4!$c3Y80A^5k>K!Eii`mJ^iEqcFc*xjYURGP|6A70PEQPxzO} z5R%97kSkA~d|^(+ap^*&`FTW%@GnUmH7DX<5h=se@Q>;F^7tpzVMat@VP04uR4~|40)m5+J{&%URmfu)1fV9+Sm{1wy)zOQvurqzq3bjF|nuDPiG|P6=Tp6!dkX3PJChNc_^$^MO|)>ti48jrK@lZ}{+jM_=#iA6>vBbGA&gng zN~#Qlp_+*PMReRcVKiJK5ykwkl_8gzVT$noos|$23eYPlA_hX+ENv;V|JC;2?(|QN zh^B|Wga!UPgI4*k1tB8zETSDDNeB)rgl+tHNrcDYa72X`3Ofs95yjd_SW$p~M~sBx zLi(`9P*FsHa>FB&A}*;A9&vU<)54R8P8kd>2?ze0{@-P2Sboce%EC~nKwv~kjz`Q1 zmq17zRtqHx4K>OTW{0XnlF+vBEQE#5+EgerObYYE+>qVB!-W41{;w!sBAODBNgE?t zAL@|Cb?6kC70Q!A3J)U|45fyJ9FI6-p(Rp;?MH4CLEhS2|r3n>hQ^~09JdJ)xxkg%$Q){(98S@;sk~khfamEl@uBsN^?ByFvN%Y!(q|?cZ&X(EMyOx2+M`l z!z58w3rRxah%*;XfUt;FBlaCpcSO~pTNe5h0;`ONLcLr4hyZS44!${PVxmW{2HIM5`?9IHWg8F=6qD z2ZlpuEEjPVgk6WLDV)L3kBEi|596N5E%d*RhrWb8cs#nxA3sha2{15Rp^0Kp;rG69rvHm@vy)D`WB`{Tw$T! zu#6q~SJ<{RAv!$#uM%lODd7|dj_7AN4IyzTGotwsO*Ji)V45)rB7&q*vO+^W;lJV0 ze}NJj2nQVw<7S8bhU59dO9&DFggv)(~EE2(LYa*C0|8UXKW`ON7@a!s`^_^@{MiMJB>)7~!>y@R~+= zZ6iCM5?<>FuX%*mKEi7t;kA(Pnn+H*<{NU6n>^$tANeUjK|+JVYb`}6N->I4g7Df* zc#WnsWhl$Hgx7GwYdICDNF^#$g{p+te!^=&;kBUfnouojQ-`|LqdpC2NFy54gr+p3 zIW1^OD_YZrwzT6r+S7rKbfPm|=t?)b(}SM$qBni$OF#NEfPoBRFyAwTp$ua&aK$q)REMhTBSjsY%vx1eZVl``6 z%R1JxfsJfpGh5ioHny{ao&3x%{K_tVV>f%)%RcsVfP)<3Fh@AbF^+SBlbqr-XE@6_ z&U1l_T;ejn^9NVB$~CTYgPYvqHh=OLceu+v?(=}Z`Gh)Z~_IJ{;Y-h&a|cM#rx zkdQ+st3 zXM9fhJz)5K;8%pt@CxtW{+e&dMQ-wtmwe=>00k*Tcs;xbMJYycN>GwglqS4xUY770 zdO6Bdfr?b3GF7NbHNxxd;dS?#)S@fHtY9UpSj`&NvX1p^ zU?ZE@%oet?jqU7UCqMHGzp{(p*v%gHvXA{7;2?)M%n^=qjN_c(B&Rsd8P0N!^IYH} zm$=OD{J|Bja*gZU;3l`Y&7b_m9qw|E`#j)p{^22yc+3-?@-NSL&I?`={)a#OPAW1{ zh)Q_RV|2oMfM4eg!uu=3@2|q|vEJcbViN9Ei$%D%H8ydGOZa@OaNkJy-BSOOA~ zh{Sxv$0Q*s$q4VeO+iXNAr+}fLt4_2p75TkjASA+;l0`695Ef>@O%4Gl%@=23BUgfzXvQ&1u9aB z%7lB1s#1;W)SxD{s7)Q}QjhvHpdpP2zhi7dQ<@Qe@7RLyJIGeFrVVXrNBA9OdpgjO zPK0}yy3mzwbf*VB=|yk)(3gJnX8;2k#9+Q>2tygha7HkaQH*8`V;RSICNPmnOlAsG znZ|TxFq0qnk)N2wZ00bRdCX@43t7Zsmavp%EN2BPS;cDBu$FbKX9FAA#Addzm2GTi z2Rr$hU-*?>{Kjtfu$O)8=Ku#e#9@wblw%y{1SdJgY0hw#bDZY_7rDe`e&-LaaFuIZ z=LR>q#clrNFYa)cd)(&%fAbFydBkI$@RWaf#&cfqlJI}}!}~PC`!&Mv$;0oU67;rH?3bNs^R`6VO~ ziTQ|+NkUSRk(?ByAZhTiM2T zcCeG5`GsHE#c%9p4}00iehzSuLmcJ^M>)oEPH>V_oaPK?ImdY}aFI(~=6C+!3Rk(t zb#8EzTioVP{^AaIxyOAT@HhYPkVib`2~YW#XFTTxFNqY@_dk(|LU@03c;8OAw=4$X zeLUekfZ_9C-y(cAY`E_}+*=y%F%6%+5bni)pV)-=tcK612=B)W_tu2>=6y(bPf+;W zfpA|%_^jOUKE?1}p(G?F8OcdON!_{`hzIWjp3pP}##xyVf(@{*7I6rdo5C`=KG zQjFr1pd_UzO&QAaE#)Xr1u9aB%2c5$;avz-t?g_{pimC1~Q1je9sVuGK}Gj zU?ig$%^1cqj`2)jB9oZR6s9tb>C9jzKky?zF^k#EVJ`ES&jJ>*h{Y^nDa%;S3Rbd; z)vRGH>sZeQHnNG$Y+)M&jbGEA0G0E$2{RF|MHCIyx=8~ zV)*_iGEs<1G@=uO*Lj0Cd5gDshj)p|d&J^>ViSkB#3S729zMr8d`@rpe8TX#&fzm} z!)JJe&xs57!Y3gq$w*EL!u=27K8RF=&yNcC(}&OZN=JIaXYPdi?87~x;a<@!WF;Hf z`IOK2oGaed#tNdgPPQ$Hg%{=J?hhdhJ^c)8WZjf3HOLJqd6^TNh?~@ zhPJfhJKEEMj&vg2SKEcIg!^o}(}SM$qBni$OF#NEfPoBRFyAwTp$ua&aK$q)REMhTBSjsY%vx1eZVl``6%R1Jx zfsJfpGh5ioHny{ao&3x%{K_tVV>f%)%RcsVfP)<3Fh@AbF^+SBlbqr-XE@6_&U1l_ zT;ejn^9NVB$~CTYgPYvqHh=OLceu+v?(=}Z`G3mgjqtfC;hyu?d4up-DsK@!@Aw_wB_{6?i}wkij~Iuz#3Mc*@FC&vdPqq4`)%4EGj>`@F*aUgfDk zMJiF5DpaK!)d_zeK}~8=n>y5`9`$KJL&81I;U2~&G^H8MX+cX`(V8~2r5)eVo(^=R z6P@WoSHfqFh0h=FK~H+on?CfVAN?7?Kn5|G?-{~ShB2HGjARs}8N*n{F`fxbWD=8^ z!c?X)of*vJ2Y%!yW-*&N%w-<)S-?UTv6v++Wf{v^!Ae%Knl-Ft9qZY^MmDjTEo@~Q z+u6ZRe&!c`Wf#A(n?3AhANx7LK@M@4BOK)z$2q}CPH~zuoaG$nxxhs(ahc!wgDYI+ z8rQkOO>S|UKlzJ0+~pqkdBETN!$ThNm?u2tU!L)t7rZ3Ax#u+^6NRX}`sY;#UUlGA z2VQmHRR>;m;8h1+b>LM8UUlGA2VQmHRR>;m;8h1+b>LM8UUlGA2VQmHRR>;m;8h1+ zb>LM8UUlGA2VQmHRR>;m;8h1+b>LM8UUlIAn;i(B@zB$KgAEAxPlwM^Y3DwIaKH5@ zg!`Yv=N;tnHQbXOK7*mq|6;m(9`60@<#~v$;cNH|h)@4FUf1J~Iiegy-V91ow167Kg5dBW$?#3$?{d}d4d z?3!MLvAn)UmZPcpAy1H)q>fj!W~evZZyoMKZ)AR0H>~ylJ15+C8Rm^P7UIJ5{Jw_y zc^wOT3;9EyP*b>%JFQ&d_?Ny0;ePG^TR$8Rc|t$Jy|&@rj&Lk|zD2kPBpeUpp|2rV zxaa%-)(G|fU!MQlQ^=9T@o@h~M4j@49HB2EUpO9~erTUbr@%xAr{5hI18a3PQdX#=>Wa3?_{K{}bZEXH#^NW1X)V#igdC zxnX|z+>O?R8k&hsWh@B2`@peK=T^@%`My?g>w~-hv(tEhkJoT{t#1>ww{OMiwVy|AHq6ep8rN_^uOatd<{9m+w8)% zA3hT#3gMpp;3H$aO=7jSx&9Si8{GNyV zpc|Wi+4Jx@OyPOx|M%j<*ANrF{y((62V778`~TliDrr&33fb8s`#Q2$5kiu^l9j!Z zBFV@olohh0GD<>25|JWNMyae6?Fji_58rdXxAS}b^ZvZQzwiIw&E565#&ewcn&-UG zAJ)-!uEq7#xE2)ma>2TvAhuh}Z7_d~1BCvV)(~a9<8ya(bwg{FP{mtPx z=7jSn)@cCOqhFkJaeoOMd)wLKF#uzspLXK-m;;XUj%?A!gmcpJp|%0%aNHsv$9=44 zpmE;})W73;_=}lYV!v2E4fX#58q0E?`!M1dK)(Rnasao%^~z`upn+5ijapn!kL}-_ z+u$(@*XtpUzNP-K{QU1vY&X|MvPKSZoVT!#p&!Ij*kT#b9`kqP7_J$_{^HJc>o|_b z7iZRpOY=c|0E1%*^FcdY8>}p9_*f1+Hkk9W!pAs>;r<-`w%td zxHLDcr`7C(1`M7vG~yVR^(xo$V*Js;9LHk{?qR0P7Fq)5I@}Kl>$wJ7+(!ocH1>0h z>BF^4n0_3?u>gIDHSSf{gTXzKu+a1-Lzrj(PZP5-fE$$D?2#v=?tiu%6U))Z#9%I1A zJp@KE*j6~FqyL%QH*z?}(2oQ6JCS1pSYsKmK2eAJf8p^Cb3=c#xegllJs87rO}4$+ z!pD6)U;%29Igaz79`}pwsLpLsk6aUuqyG#B`zD^3;T(t<+U?_7+@lERRrrYG7}Dn$ zvlnlxxQ!pjv5nCuo?Bo)#ClNWZGvSkV_Z3oJmOd%ST4-DFUNbc z-O7F4<{Y-&pLNI@_c$})IDFhE2KP3C?!XrH&{%JHu86wHY;hbs<-TF7a~mg)1B?gT zisu9{mud|9=_B@s`$_?G29IUPVN6&&w~{n!uns11d@1+wmd9~p-f;XJ`x2-}O&^X) z4C5GR%(+?lq7LIAZp+~LK>`CGV2;?1sKGvm8mS)V zqMF=y3|rJ8hc?qVR)d!V^{55L4En}Ap|KvZ{@|kzV9#;1@e%9JvJbFcv47y+0TSo~ z`y%>AAA@*2Th8O0g1O*)*MVaLIEFk}!n!W^jdchg#~f<0-sW=-@x|=l=Qy?p7|K4* zWtyz9U!w-wbw9^&uMmG81LyVHY!L^jmB1W_vLDKMv}wu9iDg*K8q172oa?%?#XWXX zI1Y_A*cVWX8d%IHnEQuD8(1)%h`yH;s`p07?#=>@M&N_#g$ZTT&IJaHPIn<*a*2z7#24b!o=kZv8I)K-?xChx3 zj*Vh&bK6=B=JO}dIc3(kKPw*JFb2+Bc>Wi|HlD$Fm@oDzw88vw{|D>`=xedqp9%YW zxE^yJ#2^P&u*N=w*J)^rIsZBK*!N|>5BsJ!lJPCnD zpXh%o=djLjZbDqjZ)3fM`>n@dd*J>xSbq3p#D36+HEZNhi^mz*P##}e=APUZ{z3-1 zk?f-%A8r@T7Ja}+9qv&BP&bM516iZb#;nmE_n*UZV}D1DHCt?ZoYw)y6xhe(W;W-a zvBte8$+SLCq%JjC|!v3)R4 zfc*^j)EL3BU91tq7?@i-wpj1TV|lGOj~u{w$YGzbXN_%(_&4^k-=obyF^9Y=`&f5P z#oSQ#Q3H@e{}>75!R$k0yVU0PcualHzCQco8RXw^4DnT>kLM;hrmk{5UN4+uu#9;8L_dzK z0p@{rSRN~G^O1A=S!3Ju;(odO&;29uJRd&xgA*J>-|IM5M~q`V$8gMyYfy(ifeC|c zi5Qjv;P@WKaXda_+j?>i|? z{+Tn*2L-GPxdwAv#2WL#IM@~#7je{Mu9=*E%u^v3wXQQOf=OFZfa~_TUfY`G5m zFml+gu*f-bKU3Mqx(1jNEb4!895tv#9CO0H-hpG-S0!+qV+`Cca3tpdiB|H_2bLB4 zBeXr&@(_RS-;D7#FkLuj#4)tR<1YF%(5L5ZkV7Be)iGL_b&$=*0EV zs6$^E1Lv_e9FJy;=Mfll5hL)nUcfP|E1ZibGFUFeu)a5NALt9q4Gm6+by(l1sVUY; zdC8(39@lTNMW6e){?EMF$4-p(j`eVfT`ccNF^~4B!@9t^8qaaj5870+#X1S%8fXd3 zdn<$OIgd-x4(kEu2Glp;<$TX=V8^qK5p%|z!&u18W3A8mc-DwX7V8=yhyG4*9&=aa zu`aVl4D-lfi^q1f#X6pjxo{j~LHFa>G_f7(QG@*#+YI~KG45*_YeTkp-OQ;!pD|dl z)#4cTBh+F%oKsQf$r}3;#%axY)TD4ugR$rQDzQZhVczc;Yp%zBr6Sg~U?218 z#TGH_D;O8;P>+4{u;{lD`$Fwx9z*ic9+Te7#)|b$wpbqQCm36aYya#s>|?*d{)V=R zVh!>?*&o65;2iop!F8AeG~N$c$r}4KtTo`eCmip?ZP9KO`-iv|8pmvX27O__f6MV5 z>|;#SVO?O~!m(h^;9l`)hc?KgPk_1Oe(_lMxW{}9=TV34ugyN{!4cM&Kk6|iVyOGh zKFW1YPd>$Y;+E?k4TV*Y4{dExjh zVvv`>7y{=pKK6;jy#Hcs#Lx#U+Lv+P4@5td^%JfEsDZ^gKE!?CInW6)e~M#ASfl+n z&Q0T5sUFAFNk-uOpSg;4Sau`USTAv`0hVJq6Tva`gY6u^_5zQK*Bd9fU-Sh(K=g6G zX~6O0BGBk(5yvlzIV>CElerxty1-KV#7xvLMf-U-b#WAd>1w4L7_B~i{Wu3!df5Lu>Wxz7F;@B+qzp!@Y zc6dMHE!$=c<`0ecC2;OWOqXNWKhX~RF}4}zF@$r?*nVK&lJx-Ah@)@J17qPBL~JmF z=MadYwkCte8_XZ~emp3Gyfw#l*+0)UwhZQt`$l8^gtG-Wm!lSAx^R3U*TLV!?Z9x( zPv*YSPKv=UVlehs&Q0TXLCjaKQRi4|wx~zn7#GJh<~M_F0N3Gse1_X&JEA@Ap<9Pz z@PXtbhVu$)5d&BUm_L>kwdfn?cxm}8+4p8Ym}{_pu)S5e4L%RT{0unXoMV^|)(gPn z7S4BA2iRY*T`&gL1IEO@*NuJDVq93PI~;H54}A*^auXT!jpHa%tb5J1sDqC_v0hS{ zWn9Pq{>%sW4Mra86w7^(6X?&2!FqG&c2W$>iWr_BBX7fg9=FlqbE1R~$I&OOI=96- ziR2nA=PHh4-@-Tp8MH-h7p}uTlEWO~cAYtf^`|N3S^kNmuTiYAOaSMIAsidTZGZ#! z6Cl=NnI^N3w)hYI;y%S#4-+|Lz~nH^*avmFzhw5YeApMOa~m8N&{${R#lA+1W8t|6 z#zfwU^S}S{$0dJquo8bM{c9NKdwCMCJ>>rXM7QR);D6Fau@>jb-b~N`Wj~7j{*ymJ zHkPfZ?PM{uoyPujF*Z|{lWWvDh&e}D4dQqlftCN^7?b?ftk;PCI$2!GyHpXAa*B34 z*8(Yy$2TDP`&fI6{(iOxMD5EK929-jAC+mT{Xg0BTo3-K2Dz(T1E9kcEMj=R0W1AQ ziGGYMewVd`RQEuZmtv2rh)KD>*;oIf%{#7nUj@WG&90zU1d^@)7nGT|lxpfqMSjD;a;8-uFr-D_iv#6piYKAGq z@p{!#jE!bHM$~u?EAMjx`}j--Adcq-cA~ZyEnXMmdj`nQU<;tD`djc1IjMd**GNdQ zH5^;ZtgfQHOBFGx-M_VaxR1RI>^_D54vM}XTkvoDl-Hf(cIOq^USdCp2^MXLEPqYZ zcI%L*_y31(_Akc6 zb6CZ(J5~`>tbyPAU)Bv&sKe)|iv5kMBBogLH{b4m(H8GN|E*udmn-B~EBOD^R?2PR zHk-wEZnE~~Snk!Yrq?}}L z{)-ya#))ron$l)_;*njhf&ldhooxCRKU$(*f4^q3EqQ1>Gl8KV#q#9VfM+qCx z7CwgsiJ)$+H|(~4Y4%QSL{pj@tL5cVL!6}Ng?)G!I#&Ua83~^ zkKYiJw4znv_XHGUfAjIa3v#;uqD>uzn)))o5$nbx^0At8tc9!&xi$*EyuOo|lPq%h z&K7JBw&qo|?aMJ@U_n0y_4pgedXNl!&*8r^|L6Z!90!P6vjtKG-e&@mkN2UV?PM`2 zhwnZ}dKT;1%p6%v$}QlSgcOskQx)}6PHxxB>YQa-UL)5YVvVP)R<6Co_+DAwhxLA$ ze^90m$u!3CXaBeuJ1NVZmTAF1)B>`V56RGT4cy!VY*wk#*rDB3((%~#eyv8GfZ_MLs8 zSf}XY`%{RiiB>VM=;QrzdCY+QS_(1b>ng+=vJa%TO;|UT`BMCUYVny9khjA%8*;xY zE&Pib#df&XKrse?oERU^c7muUDcGvoRTY~nwo}aEyLI?X0Z2J~XK$GdDgJM)i>#l2 zQ@@kzcZqFwE40ODo&Tl}sm5QS9-sS3Imw=r#V*J+@yOQD@Ie-?tA3R?gz{YlqjNxt0b%4!WnEm^6quB-+zd=CRi z`G2zbZuURr|EIa$3jL9SZ=v8<)&I!9)L1LTZ4`X;HJM{}V%(nX)GBJK8WS-Gt_6zu zB^(1%e3?v3G1xU6Un@hNleF7k+Dds?{EisxF1B8OsrTXde&zsk@Gmv!+DaITB4{BTe z4{D`x%>QK@;a}7Z=b91B$p26~PL`h_)6$$IYyS^9sb((M0Lib)E~z5FOpL8!yILW? zM!`p)E*!(}hynOpWHlb5#_xzBC;jbE@TGWF_P}3i@mpe5)hovE8)8xnzau7T{DzpM z@f%{$SJ>ir#H2WWLrl{69Wnfd7<~MOm=uqaX({% zfMWadDq@N?lCP@q|86hkV70`2O`fT%;`2X!#R7HOSIW|ZZA1dnM zvKYp*RPYt&V8i(d3N@42w^N9r-P9^#iv212i>hd|Ocq-y(`dU^!FOgKY!u`84Kc+r zwpJ07*LZPW`VBF8{GasU|Ip`2F@Kuvng39$IF9r?Vz5#UzafU-5(82U_NL6o?}#CG zhi$B=?}`?`Atr&}5$ z5z%F<$LNdTyHB;4+A<7T<9kNW*^}Dl~vJz;|-ZcGH|_w3DbmWD$#AtaafuGBB|5T}=)_v0Gi%U==_;ce zYtUVWIcv~Efu8IGe1{73X8OqJ%UY3s9Fri{e?#D0e-R6|V1UR#wu6|#3JhUiVkqlj zGKRArAu^J!#3e6kqK-iCbFI+V#{{2h#gxn zMTR|ViK(oo{R7iECuauxV5Z0{wu;Q=n8X~`b4BK{ozFOkEMTjMBgYnsEMmJ@#uC;N zOIZUak!5Tpma~?#f_<=3#wymUMb@yDvzC21>)8KKtmhiA;XmNad9YE23u}o@tmU|} zFUO62iOsC#Y++xHJNpt_Sp$#1u#MxuQ)D~a9Wr*Z2D=z9X1B;5wsQ8eugE@*0q?)y z!}0wx4zQMUkbPgqk2%B~u7V>R14l)Uv6b*=eO%-OTRA7$mk3}DPRTgU8l3qHXE`o$ zjyy=OhAIOI&1qNk$NBIl=6Q$hgcJTv6aE`x4h!|BX=2NrbVMbDjOa5ze_A zA`xtF%DBZ^;x=nJk?eyg1)|vpF*5G3mWX8y?ux{*y(c4{^?d~%urHCo8axzv#1vZO&j90AXyk;M~k&(eVQ{*k%EGC=D zVcyAj&-w%NQGrkF=Zbu0ncRH=G#B; zopTZutR;T120vx|VlAhV{oe}UNvE<571sD3YBd@7PAX6r!FSyOu6L8rWDT^cpa#bP zuG^BpwF*Fo(G}5St1n`}wiZ)c0Ymlyu73cyUPq!XYYBYc)tITzG!SXXwvhsj*#{;v zny{8=${OE|m1D}joaXFHv|tTdD$t63MOt&L4bxVJ8EbsURs!F(1^B)#=*VR zBBLv7&`m~n))MBdK@SmpCs(2uYl+^h<@8}6^p%0@DoI3O+n=!z8NgOzAZsv4#$eW9 zNEHm_7#JopoUNP@>?<;oWB-;>Tnj82t11}Hv8ouuabR5q`0lZsaqL&cc#Z=b853Ab zOk@ov$*^S&@cm_AR|QizrU<^{tjJW3Nlar6rpuVYT4E+^FpHTjGKVdg%gkfui#V{A zvw(fzC}Sb(s#wHvIg8nsSi)LjDQgKQ)?gX4T*eC4V5N*ztikHPu!iGcEwfH!J=+Zm zII}OYk+mEb_BScu%6?V2aeT9kEvzNnSxanX?ZIr5;mLYCvxC_wV;5^hyg0U7WDi@3 zy{z}i@Mf)u56AX12V@*%4SW^wV_)JBYdMG6KT-upIR=jX1OA-*8^<{(=LGu_Cs|7b zu$FU*{nHAZVgD?1PR4oG7ZeC&|DwnxwsL~l2f<8;$Yr+R3UgKD8rx8jFt*^j0^#gS z++YnNn42QE*eY_HV-k_9C8AhMM6;HNVJ&foHHejQm$f2s98=^T$3T1)+~*j0Pz4Db zlX%GbkphYAgU1Rau@91EJYfx<%1B`?@r<=1sT`B@oP9Yj*av9}q_Z#ak~Mh6yjI{1 z`yfLklkHn3OGY+pki)!_@t(EB2i6iFS%Xg^xokg+6G|CI5IHK-K%%@+Lko1QBCe3Zd85z=)L)mY0>V;`t1 zfNLfsG*~O5$uUK=I0kAk+9EaC0v!=t4-NE0aL-79Yf9zRV!w737;?-=0o*$Y;5t%J zPlhpTP@ica(vYo0Bi5j?3=`IJny?R=is1SVV9GRSS}-k{RwAw0O0;1ur!D(tOuH&* z&oMRCC0G^<3()Pf(bGvvYy1)DlnOSJCP}DfxV2Wtf$GC&RSvy>zN|6*h=dgM)oCKSW9eTEytDps&M1DoXzY@Y+>!Lz*hFVy?0qa7MBDTdM zC2S>1S(k~Fv;FoLzH=N@DDZ>*s`$xq@JpnUt;BEE03VLyzSj~etO2g0t0tnx7U13@ zpgN-=qRAF$iPT^#q0L&NCTj^?cc&{uk2TP*0t1dIQj24tHe)Emh&8U+19e5}u?4ud zQ+=iZgX{Ms8nITSF~>|qny>{;8R^y?f4Bl8*jHpE$K;G+UyddFa;(^wGn#!l zW7xM=U@ZG!9D{2pC2UyBnZQ1nsK6xlfo&B`=9nUO9Fv3VF(vF-D>9X1icI4em@Z=m zYdJI7pCw~9YcNM-F57v`d>Ia`ypuzQy$rxLj;q~)G zkIO?c$@OLXN0lBKH01Nb)Ms@Q=t~dlEm>=?kh1qMn-Qxo(A@VE2c2(xjY^b^52iU@ zpvw-gC$HIef{cTddtMw{Q*bQtnts+NohDo4-5S^S5vAoR*-sd7lB!of-@Vl29Zi@$ zV#)TB`{by3yY|yAcgf+|*?_!0n<>8Dq*{5Fs>0zfMt2>`ZqmCPue7o6i)hA|)9x8R zRD|Z^US0V0OIf&E?bWzr3!c%Z>UQCMPv51?%Ln)SEQzMjFSoi}w_Q%-BZJmA-5W;( z%WamC%E}l%(_lvuRmz=;mkpL)z$QqnTij^*4^LJqUi&wF@C@(rLVWB?&?RD zk=;*_y^XKwa_{e?J)uFJ=4!dr{?p2tsawlv`i!5g$IkU9jS2Qs4Z7~9yos3u;l}}AFMF*s7R-aJt9;)e_l!>J(fis>>WpkG8?_n$WNxqpFe`N zA3UHvD-Zmz-x*Im`d-hhqXNy)C+u0 zi^IxSc08U;29v4}9;vmNE+x19opwb}=;k=sbGlU&t*JX~xvF*~x!$eWxK#fJbzIe8 zcQbb#VSjG3v~H#~1?ATT%VT}ig)7^3{M?XGN-%!Bom4#)CcdYs`^$Pi&O{&~GD~MJ<>|z!<&YLoSd$dt2Or>fK-ONnJ zhtT2ZLEh7Q7SOlJD@%G@^rpcb?}ykQdPGf2?yb-_R1(^44~)3{D4pyETF%|59Z$gp zuh*8lXb6Gx3}zjUt)z_&D@H4=I!|jS*{vA%{WR5lslC|w=w4b{y)v?8XkB5_MfHh0 zjB5*q6SQOB|EM5)V~s&~H#ZS7M&`!1zT8;Qv2Z^TaN9`ev*mr1%kw;{cXYs^HY*az zB5rwV>qT*Ny)drG(Dpc8wOxEFy1u@U8(O1@Rjpzw?iA@6of$^1b!)uZ>=a3bhtiCE zrk|oInr1F$wT_a}viUa4g7?uE%WIPh>Soc-lG7T!9{i#j(WfRpd-;=oep>suvPKx~ zh_pE5(L97a!gI%0*AJv#*Uf&-3{V$FI1CJ0WVesj)vI%F@+DWY9^z2GC~p}J-QH5S z^_+NmG(_k#?xQamS&k~t?d(bF26ay_AN!g-ZpTb%iqtlXrAe4hgPlQ=t=ka z18P38QIvL;?d2su$@%q+;&jKdq2(K7@0L5*4*w;C}mm=xqa*WIqI6% z)NEphHFUk$+-y_dJ9N>x%y?)}Ce4n!KH90{OWHXlFf*v1reHT?2G#G8N%NzHL9Y^y z(%s~S{nLA^2ze%*KHe-oK_On9P99S#qR9is9~!$Poql9k&N9tiPmj-ewsSG~LNE05 zhYk(UBB<0wc;x?rpX^m%=?)h{rA%0tl>hrIvg4w#t#pA}jqid<;kzfN)AIUyq3x6& zQL2ZZ*~WvFbg5e~=~QR8)nA((pkMp8{Onh`l<0nTn+IiI$idjO z`s4lY$YN0P@9Mj6kVWZrtCfLYsae30<)fBr3l7OkN?&x&B74eB=}|M7qB^83Ib>f* zXOAZySGk%+1GKWWMt)4A6UI}&-1v}3Ps6SZ+%V)m1?=pt7FIi+0vg%9fvK&2|e_^@v0ontn5+n%rGCGo|_Hf6; z#hSv`HI4;4CghW8l>dQ*vP?>}F<(AmVm$3$XJIkS$dA;ot@GL1q7RwwnYvr6nu(B` z5o+Pw{|60Qb102PWg;5>pt~a?%pZ1Z4+VAyEFH8o-h&mH}otWy`Zt+(zo;5 zALhk0`{E0?L)Jy~z+G=_=bv$uc(0qw!r#})!*NZVf%0LR60AFD=D>+GctFEVwbnKf z!aux??O>Hp)hF5cJhQJabZK&B`t%e-fowlxjl;k7fm&zpUju9h`>c4UyUpc)u*TtnZN<}8})zq;rbO)Y4lcfHR~ za!YS-cq%KI(x;rO8+7kAO)pTYy>-SDI;)!W)9}X-x)PbQb7Q+76m;L=U5ZvInQprn zFm*}{&AGEggRD=|`BP(TUWEOknQ5y{6YhT__up2%9{YWz3YYn=-9~%S+P1ysztUl?Hgp`x^x!+aNXsV_8velUlg>oZb+wy{1!nqtj=hjZ=spYq}I~%M$OG&}| z0*AOZ72=0Kb{&3ETX0{|b-J3y4>Da;=b^E081>72-_gUuL^%6v!S+v`jfIhA&-1)= zf79u?U9Wdv_M6ssX;Lva^9>CST{wJtx}Gp$^o}h1C>>$tZr4`vJ5ouhxvt;6E&MpQ zQs;G8bDI3Xu)NcEr1Meu#aCBUF%o948duVCv ztM2sRq{hf~p_%ld{^UZxj2HAod${#SwN%nx8)xF8{gRe6x%~F`?08zg{G`oKwF25p zPpa9zsxHhoJ$me#Wg#`0=(SO!{VPgc*WA8ZQVEs0MZR~?e?=G9`dlkBd_b1MWq+mj z%c;ls-oYAsstd)l=3KBHlTX@uuJw$@CR3Z}VF3hbmjow!3%u5RD8!I4`I6b5dP7WBseRTQoW% z?8cBy{QO)sZPBmlW63?hB_Zx?1UcVbu+{H|KP|{^JwNbfbzyT0t1X!`4^ZP+cO~;d z->G!y_V~$1K2hzq?K*Dp%Au)qwx;+Dcu4yP{2cyiT^w~3+V6aum_qtm$%%1B=Sav* zZ=}0QUD(h)tZBRON}9W>)dTYy%0kGl&B`j%ZqcWl$?Y7B-czS~rRvj9 z#L$D!YlCfCMUd~{u89L(zR)SnS;w~>eMzk^X^if9>Yes*Csluzc*m`oN@|s8~E#(Y5|@4qSiS#sg6*`M)Rq1BTXUjS@x!z z7jx)Kci)NIm%pQ+lE6k5GsDQIUAWE-O#|WP(gwEa-*tp^9~I|Ld1W+9KYOpn+)`>Y zHLhFQl^9YtzI@!ne*w84FIgUD&`h{}y})+yxI_{XyuZa6J)qZzhraF8#6)OaE%CyJ zhK&TTHNH7dKN<_eUdQX4>C{B9tx*s}i|Poov{yX4v8=ifv^GJfZr8W8M#cT+oCcBf zxcFg_i|bk1@vwKUnWqtd@z~1-f|6CE z>sO8#3eBS)3<`<8PupLe>%C =iFp#-W0!Mnd7fIrYM>U8bm?wFg?82T`5!DTYsG zsR&kk8uq_=JdP%%E1w!O)`0|@EpzVOwx{+}GKynjvguXsGaZxTx4-Xb@N?~jW1H#Hjh}_ z*4E@~cF?)LX#vgg_&(&=)^n5>W30K*#)33v)Ng;yL{|u}X4hrbTODDt{&ur<%WDX| zM&7OaB~e+(Z?bS^-ytu_=U1((F4^(a#NQ}oYMVgPvTXIrw5@?~t-=2BzwiE_nIY@E zKjiq(y(fM4emB+^EZ%e}Q10`aTK1Xxs9@*|ihsAEb7}jFv})A0qD1qW!W+j1oqmQX z3%i5PPWoE@ifqC+xh{`+P6K07Jg(kJq!YdoeP5oBrtmS&Gk#gyQp&=atpd8grcR-k zpS0`!kUnRXPtPcsM=gH7i2s@Wl}vIp8ykPxR0INX~T*&6#stRcIXPyREfa1!b&h+oHc$8MSI1y>a!<<78BF zvn1-Go?zlyI@BZiAt}wNx!lBFPiQb>$AZQMI>OZUdusfO&ZGEiE!6Max=Tveo$H@_ z^^NvrypOsSvxPcd?oUfKYYA`6R~4l{ze!~kK8s6U`crXmTHWi@f6(DxE%aOje%*Lr zzz(bA^YmtQllWbkfz(52?N;6V6vaEQvT9MMoSdxQ_xW-47U_BA1p1DQro@-AZ7ugH z3vQ(!EyGh|$y>`sx9OFelxQk8JG|YPF4;uIpnKk&;4n+o#4)F8@vj3w@Q{+9c3G zaWSHutt)S4o9fiyK` z*T8_3hZNN@H9WR^2$i-^4NaS`EbN-sGv@C5G_pvs9TylMMNM`tDEF!EPL7$^@&`SO zq`rX%3!QqT&|%XTQwJ6Ppa#u8PU_%#pKQK9>(e6fB+VM$#yETB9)29Hw0>aD&s%P< zd)sGWF6}?PpuX|#I9fNY%g8BfZqSP&@4Ex0CD5}AWob&0_xSPRi+B1cf4Y&?_RFCg zpGe8-YS@uk$z;>FaENl3{nRm}&PV-?4F$WlV=5eueWbj#-lw{0f24OK8c$HW5Je4K z9oL!N^d*_aARTcL3N;npFJDxliHuPOO zpqAh|&*^QC;qf%dF4eDdk+v}NZDr%$!Ae4}Z6EYM+x{Z&&&QX&3cE>q=Nt9gn_qk;xIMyrH+3ea&ojJ8-9p@MgSY?&Rd-G{0e4lfA3I*(6)b>nwG8CTX)U|z~e~s+)pB&!)JCodx z`Yug+okVRu?|ggg?MVu%W3JM0Kto|}>9h8oGHMB?DiJ$VOZ0?Z%9hm^KdvThzwLda zuF+#U8}FtxC$fZMrkr%UoK#FJ$CYc2j`>Kz+uHlv=)Iu(M~w2yZGThUsCrIY>hWO8V7XmhRK`X|(T#ZlcIeQ#0!4g(IG94)3)ZG#=Fwk6OCKh1t? zzQmD>m&UZk-AkzO@Va=%pi=s{D|&NYl#;Og_qf?3gMZPfXB~fsU9O;#T=y#_mT#!o zIniMyAOAb=j?C3CyG;(C8hX1uaHZXof|E|qDW*{~ud1vbl0k-=<_vGmW zlv3BR-L}rk$)d3v7uE6+A=vUOV zuI`|~<(Fx=VULL}i%(ItoaZa%S(efG`?e3pG>N9lSg+U3CTa-b+iY)a+t=Mtssf^WqnMcoPtK%<3YQc2@1bHexl^Y<9*yJ3>q7`yzJH+qzF_X`y9W=V4_u z_|^DsRvrDRSEomxUWV*1UF&woz`yrysa^+i>foWA?ziC<^wb8Uxig+3=~>gteAQBM+Rf^CCx zV}9SFL6gZU6|+<6z~%O>mu(HF?$0{etod-1!dK0m)O%4L-RPlx(8g`|KAs9bMh-hK47$C*ojj|J zHET7wx?od%+P)ooGH93Xa))E#7ieX>r)J)VvZ(bMgF4k`%%ff@pXaD9QWDH-&h1q^ zFom3oPS{+l7EGtJwfE(9T2HyrCo&&TE+MmFvBfb|K>p|5{FZFUr`Xchjm*+R$?dgu z?a||d=&QEdult7IX~tKLWY3}~+8yiAt7m08Z5jQlY*S7YWe(eJ*xzOg^>S>T<4~X^ zB-Y*eqwg7gq4Tj_Wf2cmggQEEdeuT$+JcdB(eM??x~Mt%M7`F<2sXz;MD-3{8l&QgEz z`?GYn=jYUg7gdC>x4cct?-bL3qXFHW96hO*%~G$7e*F3>>S(=1!dJSz>bLR9btfog z%fM}`um7Ziu;wK{j0&jm=A1580w3K+GDn*1JV zJT^f`@Vqj?>)qy>!p@TmdMGv07g7SpP21DpE#0V{RFs+ZlxEtj|7p`$TbNqs`^}rn z&r+sI;+jvls|kaRn{SJ{Sx#Z|_S@{;RYK3pA6*&K{0_bLzY?)@!zl{yR1)#oqoy$P z>6IU?Q?kfrdo%UtZ8e140T-0D))v!z$KmFi#%KsF;)1Pzv{M)Et~>N>&dev2a3aaB z^^)_HFz3EeUw)tc+|Jt`n@?v`NnzQdHR(_2L0?0=&)?&z*Nr%(Uh{6z_O^kGHa;;H z+-4*UA6lU;G>GzSUXt^hmcyP=$~EtrSa zUR$f5im>U`YKP8i)2aJliyk$rU8njtj(DF>45m?I5AXAiKToSYRCGS+X$j@SlZVyb zTuL1ehwfjwTvPDTei`~(wSrbvJGfV=Rz6LOHaOhT{}$~iU9z{<)#J2hw#8HD2dcu^ zv(I-NcKt!|1CO2waV@6xPD>}*<;T;qKFfPtTc9PFc9{9??u2hNxKF~`!c$+#wbeP} zQ62N?a})iy2em$s(a&q$Yeej)lAM11X6)7!^pYC3Tp7BDO3FR!*IJoRPlhyiFP)l8 zPIDJNh@0@9;zl(aVr^j{xW932X>}!nlG=>e{dV3~s`mTl=&}|10&Sl4;%yCGA%4T= zxMSs?NhPrP_J?&d=tB$5&gxdrX!f_@EzYOjQ^li>p{p(h(~?Pvd%S<@3%^sQ^fK>M zNk%(Q%=-4co?t&W@6O`;`ht5wGZnvH85E^d;yu1Te{MBCA-Rd>L2`&sm|tDihlk!{oFr8O3RrQbW7(Kqn7i&XLi&oqvFB0-S+oRpbcZL@97j9|@GZ%|yP9GkisOR3$9hW;1&s|f=l@2>wI zSV^IahYox(;t>UeX1y({7f!YJ^w8P%pqPy2`TMyYji#X3Ui(Kb%b^*`H!pYD`;4C6 zwVya*QWzOD>vgr4eKGy^IsZ~<^os0-lFCsv;wk#>y_VNJqp7a;h$S62N7B-nZ$EWU z2&2mz64%sj@ttf;2IPhAEvF+__a0c0o<gO^C;Yy- z-6|_BePPjpt{+xDO`)Yxss|n!HWD^Op8xI}kwvMOVtQSA7DkQzdfe9;Qd3ylJnR1M z;COnGX4h}UwOYbN$M&1An$;5KHNSGA@U5OubgIso+5CErfAGs_%-0vR@&2O`BaWP) zS-s2l8DA=-2X*S~*I)6P+ImEP?z~4+=%82Q!@)9jVQ^5WPBY_5H~FcA&<@-BQ_M?!X>8O~=isD#imV);(Z1PRsx*y#=Ck<~ z9go+Ve)>cK^($SrXU39Lx>CPxua=K*(THY!n|5j7LWS4j8Z3O5Lig@OuKM^Ofp&XE zjo)(lHoea~@OEc|tMq#PmUC%8Pg2948}`#cb)l=*amR(z0%>vEwYd)2=g6$LQ*ctl zW28R!rG@3b?WF#ut?91e8>wjgo}vYp3+Vc$rE`Una?*|bwAgxnGQ~EkuzZ_zor;u$ zE1rIOOhX?|zPL4I9%;?GY?%@jpS-+baqG&^^?!m(za{D&3NrH zO6`;PI%s<#&DFW^>uFXNg+B_qJZsngxM#K zTr=-nNLTaJ2F@E@UHBHAqq#mHo3w@%n>D@ql%iMndy(PxjEaHyDHH+37H^gQ+xWqJ1hZqhlEdh2a`F?7-zYF6*owD$lkqxBEn zzaDbt*PX45A8u+}Nx9QrPrhKWo94c-ZB_RSf6frHahFoSM6!JKJ;}|BKj(OFSmJjv ziE{OACmN_HP><=)r*sK%AeSDcwau4Skj}=#ebyd~qbR4dH*Z)SrOT&V-+A!3jJ8Ft zYVejnXJ|SiJ*3-!WC|a&U1#w$H}cE$+vKZTU1;T0f0|WSRpIv1d5!F9^XJ1|CXVrI znMHM#o%iJz3ZJe_BcbMzZvV?JhP8p$CX@Y+C@X?>$>#h zkT2@O{t3aum#_a$_cL}sI5aztdVAWW%*y^mv*=#7mvEn^y7$a|6&^%gh6$Aqx~L29 zW4&f&yigXtc+YF#J^vPY-PbaErRGL6Hmt7oHcL;a?fAU3pWSvnkIhw0+y%>YnGQcI=7B8b+FeH$AjeD^=mwwW(J%27IC96C0Wx4bP{i z4SkfpMyJuD_?}14HrEzzuQ(VrH@%X))g$Yeyvd_kp79F?l!wyCWSxj>)e0!o*muD% z?C8Y(TG?i;76i%9Oc-xu7=blsXIp1#^j+T&f@vl|$(~3yQ zSXSs#d7r$NHe4Q75l$CPV_w!fP(oKDcP(wL98M0|3!Mkg}`Mgom2O>EHPGk?C*WJTbu4G+oA{$63@g?s4Ukze6gw#QLwKaIP1{g(Qx zQ>nYwUOMCbe6nX(HKG0Hq4^K2&QP3X%Bf<#7}`Ai*bnU!Zz*L^&z=S6p3tPMp5{g` z%W1sjSeuOb?zHsfK&81}Zsc(>*ji;?IjLq9ef*^!PqPib5BbosgeEO9C_J*Xm}dBN ziT~2zE~U>~Xn4EZ9;zEz*ym11HNiCFo5`ZlAE>B)V1li02CXmFycO~C9o?BftJR^) zdnv}g+nRyDs|g;C>oo$yO2~bY`i;o+hvfd%vEB4_>cZ#vV-w9j-XXi6Nelag+@a*D z2OB?G;ZGh9-8<=?*iPq0^se9cgNoohKxpn$GnH;eoHaXk(3dh)`&J+Jp^k7>^~tl< zx*9^kmpy?#Q+Pdvrn)WCP!W3MjBl*fT3J|E5pwFTelWGHU+(pxqK+^!bo{pAm-sw) z-o>HC#e-z`BUsD3c6DKKz!=q^no7c)y*|5oTiqe+yIx)DJbO(8t1WN{yncmx1Poo5 zF{X}C)8Tb_c()RYFk1QiNqbuwvmhsGqlU8JyHYcG{efTfz{aiK*Jlajs+1LUZ%i~l z{~A9_H^hZBn%`d1>0lk<*zDQ+gZICu{&l)`I$bx1GUpAx)??ZwnytD`SX6PG-ns{;V2o|L=P4^uyp_yhipT3-sM4BsGEm)m2 zmi9KBQ+vOarjUE{d3QIHQmWJ}r}wj(3ysX2%q@(Jg*?4;D$Bko3Gv&hbP0OCG z_E~4YnDq0{7zH}%3N=bDzup{}O>ex@-jz*x#IN5vXbfGDMF$4FHQ#VvTNt`>SoD=9 z?@4e^GaUHq6|H}gyep{EgAPVq4oT~5Bz)UpIBa-fE?M6ReCe>Wu25$B)4S1SU13X^ z?bf+jN`k|;h;3>vE6Bcauh9*T?574nW=|dS*U-&Z%9Gmk{XweEllT4X`;OvgZXEY8 zBaJ3_YlTD(ttOacO&wlu>mIV6>QuL+i-FK%d0T&jhHojX#~xQF^X1fV<(2BsC#nm2 zt_KDWZ&gC89-BlC&q$|z7b;d}?yM=eJglg*xWzZJ37k`VgJlABwO#t*xauXc9CQ6h z);MSC`n&y8o!B2_>o;(Nzfm*|=sM3m|L0;#ay&nKw($bmSEK%m1b%+5TRhe>&aRMR zS~qQR>%)6m|6F^};(5EMbG)muL1{7d(t5dnKV9_U#j^ZOgZ$wT-vLjOi9jAA&C5N*Z&PhSeXid+dtcG->;NC;wSbsr=v!kC9~w z^lDs%Yt7LgX+oQEBZT5?DhoSdx3%X>>KvI|xA))}3cesjYV7x*X@>Uq4tQ`y!ds=ns@ zP$?LlcUrKEraxRUa~-rTsgGb+PC$jbJaqEi1E#V1Z3 zT2bpAL=Qd0i}|pIPTZBP00uJJ-i_ z^wp!(pqHm_$eWtN1H+%c*ZCU=3wQgTZo%iHdwE&wtu_5gH$TM5KIIaghrD-m zsQ!~nwkz-cKkS`lR8(Ksx9Lz2kPuK*4B9{xG2nMZ!4@%T2?G`6FDN3RG-81$N_T^F zgMgH@G)Q-fq_pxL*7E)Ke0;t=GizPzw`Le(UCf->``-6H2PF*HW$LWjb0az;b=v(D>xUlX1dSc%oGJjr<5Zg?J`tGgZi^mYwK)GqJba(jp5){h$GQWS- z9e5prW8X%O`(GKu?%QAYsZ|$2b5Uq~MX3~}jG;FE^7b$lDQIDwjKj=2{r6u~opAia znu#>^HN@+~S#xZelW3-IW%T4GW}kx!J`j9K3zUnvy=oo7WKCl2VUUZR^iZJ&6)7Yt7?uOe~t?Zd-T`$ z6eF-H+qX9(nVhd@yp}R`#)e-~1}Ckq;bFMpBfs_R#I`g+p>^j*@UvNlk!w!_sBgK3 zi}=tG(r+JiaLTUW=Gpjh`r@Bp^6B@FB^vP3XIHw-VO1P%nv4(;n1Ry{#X_I!&A7Pr z+>~ALH!v?pw!hmP2+!Lu-MW3=Ky&DL>jb$z=cGmT`p8djJlpg>_x&*s^eU^Hjk|n> zyUWn&DL)?+KUh~Y5cn7IY)Q_d@(r-d(z)5#+kwQ$v)S6phU4-hs=a+^s@r?K>(EZ3@ap^WqrU42J2kJeq`Ud>kUaKTk1q-O zjXw_hO}qv_uglmE@egGGR#j8D!Wi!T>`fCr*pB$RJHCRcACaP+;Qflz0XuIO{Pw2m z$F+M-xanC9g7ugDPS+M(_At1oyU`SNy~YkvQ@ z1lWZ~cXG-(BQj!i&r?5gU5U0Xu={o@=AT#AOR;gpZei^v!#7cSw>OVOc@O5=#?elrg=7|ElPx6^Bh|5RY zKD*3oO~Lp|B_uW<>xQ;JF+-Ke`&} zh#PKYpN&Gwk)qpBzH6F;*sN;ZKp#H=hWsZ+*98+{;-W4x?AM3E$MJIaH+_YaxZ&f= z8RYyi@ZE>n2k!7Mw7B-)Sr0gQb*$|7=!NskN)*|TQH7my zy^oeF7GV3~1g%!{2jsoJG%7Mger`sW5SovF)>Zkl~9W8@JY7muu zbv%qsKL#|ryP@kr`t{`8ba4ge*3vtxx-o{Q^E+X5EA(5&g>cQ``dxea@cw|#@~7RkXx6QvOV!*+oN$VBV98`8Vn??zt;o?4gc{2&x<^Zp zc`RL8qYfmC_`O}8CWL;$9;?LbQHt9GovYVZctWT92Tea+2 z*Muu}x?GlSak%y42$N}H5cGV*m8ROK$m8719;=8hXq5{Jfh`i&d`4NNB9D=AQ2W;+ zA3ebvR_HgpHV~aDOKGpwHxV($7W~`KtRtl8&ONx|oQ5Yc=b8*e!tl*0!gBkDZN%B7 zu&DLQTtv=o^Y{k7bg;$Q-;^q_#(TE|s;pPE@iz68!q(q>1V`5J(&6vigv5r8lZt-vpX$cIk1f*Lwmg0gnb7Q;Nw=OTuDpZG^dvP z{IU~IHfqF%Gzk(fI7>cN-s@^Rn@HU@igjN4vkhZP5==Xd-M6m5ZX<< z@1AHdwpm3Ed5z7WRetL5tEp&=s5QyUskBv!9SifnAp5T7@H||n$I+}A9__=mA;ClJ5Yd;k7U>T9sAoh@&sIqr; zJgyUrnxTEu?h=3Tomu)-3)#=g9LukA)7B2ER}4MN4mM-RG-Fd^oF8tc5e=u7=8%&9 zGTFs<5bO0ExfpNV)y?`R`OZHu3vS(|1ha_LoVArs+1k8_9X~caDje zi{D54DKP{znpg!5}O&$Aj!cJjZrAX2>)dqaB7Udey%XU1NE^ zJLCnD_x>t1vG|FvN`@f?#_u8Ya&Y_pehX}0m$de}e=AOC^Mt(RSO&A2$xPPcYxvVH zb^7v0KSTtuitoCRLH1uV(w~vNiM@ldOEob|IJnteZhdJp;vJ^MWi#&MT%$B~?#?AV zwS4*XqH77N%D2Ug{I{O?Fk!vsF(Vz3zr`oT#PS;i=3O6eBGWe?*of?r;hLjeJ?MC0I?d%_fj146{H|G4M4`*j#pVCj5c>3&^Nk(|l* zZ5JK!`s91bL-vc9TWeJSqLn-(w`R9Blk%!Ll!+_S62 zA0So{t|9eq4RPAJn3#6`i#<^=?YeJ#B=NGpzpctqRyplqcFA-@M$ zC3D(wzW&>1IfX1_XFSP1%jkoL0$#+%?vKvpsDffcHZd& z^*g6mhM8udYj;GrqOu#+Dh|`Wz82`Xr0nEyHXff3UMeg`7d~a@q+FizK+0VANZid& zu*+i1nJj_B)Gll{*f3eM4KUs5piJ=2V%WfmMB`5xkS zG02_R$|6lly7(XR5hB zm=8lHSNEsHrU9sAStv?&wuAG?ULJ|Ic1XwbRW-zg;IyU4!&>JTkk`E*-F$E!I|o`! z@{C^K@{=dDC7SDr$3e_~T@BsvTNHb!*|LRrw&Gl^Q?QY+-W-3tOL7BIzTc^=!iARD z-0`Qi`S35CnAme^y1D_~Lz|M-y{7Qt@WWK&ya81I**!ct#YnIZu%C9G=>+fH{T7=> zxrmPk9zSvIWhEkYl!;{|wo7;tV`|syqzs?1AalXH}sTzV}lX>t> zC~l$`9l{fpHFuh{2N0)shoLsh7vqP|zAX*+gh!!sIdL!sD_`=2)}I~&f7m?_t!<4M zX0W{IMzCMe^n;vOz$a>6G_Al=DcX#1+C!f{s z@HV)I+DkF74Tc%d-Mdpyr?J)Lw2RkRI5q_6S}n>YflcQ) ze>X5T!R*?5-{>_t&|R4rpxzP9%HkLuY4@$V+-Ou<~ zjsHgfs2(T#2&Ff9Y`Rg^jlFL#+>xy61bHVXn6Lgk=9G>JyDKd!2t{J6-Tj@9n{e6REUC463cjA#b05rxz*X|o z+qyJAM1G?3agcoh!%OwO##40=3UJ%oTGt9eZ(%Rn?V0#+;ST+V(L^MguA#fvIsxZT z!%w%?Phlid?HSwrAS&j$s1F@1f$4KCytF zzxmkgdC6tmdRxd8FFA>#a=GzJt|}x%ivOmfO~mwx-8q7}e~}~b;;2#2e@HXUs^ifA zfz1QDa+bx-5T)}UlM~FsNzVyib2@);75H1EE=1r2llB4H$3GC_G1#&0203ouMZamk zPa@Jd9OUX1Vj*;M|JHozS2*G~XVqp_iW8;Do|Xv#WS>vw;Mxtp$>ZgT%yZ3SkeiXM zG_$KibcRRe7}+1&uRQMi@E9xcHD-)gqo*I6pPLWtjEaSffQR{Qr%-f1&>l_oCdVab zpFgYDd`=EY=GtsqmhpkLaU{S#3cK&hzq@+F99IR}lGS#NftlwD>uJ?i2rQno*&`SQ zCXP9l+vQ`}7oFkis+$R|PT|jIoJKKLNKdoTx))MkVx%s1c0p>J*&V+frPv`>%`T%c zjn)jaB2VKLT(KLBlrsAgPp=k3XZrwENAZR zJBxMd>Zjw6t>E^AT;uUaFCl4>lK*OK3i5SDq7!Eea8Sx`>A{RME(_fo{&FG_@#af) zmXZm$-6Q&0xg!|68)SGMD!#?jy85>o-DLmQ){H;j$@Svwx~z!05oRLdd(@MwAoqFn zY>unHRSaqAv4gL&d!d-iBdksCr_J}0kx;JDN`@gwJHr{S#lIn&PbAnf)1GI~H6oAKpxu@XImy z)@~#UsWKkA@8BY6vMzym!%3VOneVEdW+PH>%E#4ue20ha$41t-pP*DbS$?KUi0J=f z@!%cD0>an*wc0!L5GKdX?4H!^B=+x{8E~`PNnG~WcCPl)c4FE;h??-ABa9zJN9=!E z2kQo>VBYpjygYnl-}7znkk67WpzP}k1LdZC&#FlnzsF<1t zXD^POlTWMQ$%k&fOQVAK0=zzJcC8JiA*!azopH-EC-)tOkLGjFwU46u_k`ononCwlVdpfm{RGQ?;TU^kO+<}c z->7ha{F8&3Uk#G`J%vLAw%HF#HR0mh&Y#3@4H8k@vId`y(*$7Op+wz(L%7w%_7|@jT=NBh+k|NAXAEXX4|q zFW9~JwguB?Ho`Q@{6UfTQy3a6Xa~hjBgduf-kC2fg!CNi_aA?02_bRkV>{o>;@D63 z=+WS8?9?=UlA!B}=-_9O8}f|tN-GNy6goMgKuSWSK=EI1I{uU16=WYwDkW-bAF{serM)nD{yyRvT zQ2B~L+vnRpGbH2Cqa*`%#%?sqNAWRkFThmQmGkD(y)fcTH|-QFM8#t^`9;$>82f4R zO(w=7=HV=7S!Ov|Z^}{pwEH#`*)sU=9$i42Y#ooB9u3huu-WU<$`HOhZ0j}JOGC__ zigvKt@)u884bMX>0G?}K?W((S5e!fCZk_KKz`Z-Kb__KQL%38hALn-DUK zGY>a$l@|Xd_i>)Cn-%|rb<>$+yOY(h{!N9w+?zU>|9ww;!#u)Z~wuSvyJO+#h_x_o71lt0$$lDneFbvwW^xSsD)SbIY zJ>=(2Cf}$=8QFJIrFuic_j4dlMs?9IYW5)SFl|cT;TY^UnBK78kBYeFCe=%yJPIeV zEo`-3ov1S&I+C*48BU{1fj6Gmg75c_Iz`$gSZef%r;0CtXVUL74>5)M7x9*}l4M_J z1)u(Qx|a}>H`>72;SCAm&78zDH86hFq_qoNhTMO-PaVUkiPWSUJL#0jI$UOY&gQ4p zIA()iE8!h!Gm;3G0dW>^kRc9uo{2_o+Q6_s5&%d{euB zG>EL17b{KBPT~B`HzSUV@4$Yt-gI9H6@g4b`7t9CVcGZo_Tkq*kwYsVaxF9%ZB~z7 zJeA=f7@14jM;EAxZ-X&=jh|28{GNReY;7vY`eVeLdGLFP`gU9P7U!es&kOn*2|8l2 zTGgt2a29pt+P5~oZUcVX5b&BQ~lWRN9|1fGNdB?M(GFShmma&g;p- zm#}XCLn)7t)tlc$BkF@ai5h_oj8^#QrKPdWpdNC&cGcb-&BC(bGp}8yedIoc5p6l` zK2Xo93R)Qs;d88A<+=0Gh}dCJ6{|Cel`EU>zSgHFMxWjt$qmUtk4j!aY2F;TJ0*_i zy&_-#b`sx|RbD~5Uc78Q^E%>|Sw_aWyYa|0&YkBgw!l}*_7?8sW>BB&{FsuM4|-0) zvteg)V3iS)WJ5oXsEp`(;>a{o&82Bhl;y#~e(#40b6?n*i_Z7<^r9sF(Uwf&JHA|x z7Z2?2!Uq*ap5VSLxE^^Pt!tG62ENHt=OQLBTj}|}NIehVXRq8>G5Lj$rYK;CR)`iTdr+4@FG@#8^MkIB~2Ejpj(+3{LW z1josWR*^UBiIe>Y^_t*OR=*J_VK_6ibiT)QQ=IBzAY-!1!}586a%iOwvm zJmesl+qURjWSc~APlp}RP=pVqH+fz7$vU@vo#N*OxSFZTY_9O4lcyaP?8pcbn1e2uMd#y#hz`i8Qd3+V7q^U4s7c z|7MRDJpz}s>GW52Bd|Pqa$DbW1@%EZ{Tf*dkoY_PNPb@qRL_2nDL0`Z!l-W*3YvXG zbL12ICRI)%YGUS^rQZ?`Tvcnz6{RBhjpj7gN7vwMonEW4e+5KcjkGUh+F{@Qc*nA_ zKiC#}{+8Jfa$FH6Jn*f40P?5k?N8on#mBc>R(?q(LNv!&dFraX5}VkrxZ({LpBp$29*mT=c0q9zV?|_x&Yh(H+dhnv_c$GfSEflRx-u?YnaL zi|anWK)$cHZ!im#w@ieSCk=CZI~75k|6LdSb_tV(1>N2{Zcur+??5G!HZfyjI;`#rt~nfVVMB-{DJV_*KATE1aeJ=!zhct0LrHp@uA zvA0Eh*&J2wA`KBTHs!rvWCe zr8sM$^l@fHsf+CUQeX%l(H)0Z{CW%5)K3^*BtO5n~AGYkC$;8P(4{09dBzU;m zs#KPI!{o*O-@#)MFqnPmT|!MmDB2z7sCYVwn_~2e9hE;2oKUs<;+txSpoTa`8;{3_ zE}zh0VkMR(@+TFo8HptE8J(!y0Yv^X-WVlOim&(ga_2-RL&Yl4{=!yPq9Aql51oA{ zE*;R+raPIB4IeEY?NSdy$~cS8c=7_uKEKIG`THA1qV%x>W6AgxJd~K<#Y=4cEMq|{ zv4&`t8@*Y|u!dN>p+dlgtYgxgDZW=*HiPy+F8=GKyu`h2a`C=`Irv~^-F0v!4)?p_ z?%(9{Mxn$B0Z$2c2pk(K5u@n^lbK*O_s}P7mlyO%HK{|{+9IkvUh=#I)r98nE?*=T z?Ws-M#X%@3w|*Iv%Y!--TiiZB4|MLBR_An#IiIM9Dq@>1vDmrEatm*N$kWr9#=_zHE-OAJQHsSN+;WP4Gn1 zRqW`Sz{VWqcNvUB*iihy;8cP?3Jlrf*Be-1x*|}d=eY-VxlkS6d~_K3du89Br0zzi z_vidNxo|Aox@U)NG=Qy7#B4ZUKW4MOD>qaRK&$Se5!Wqu>}6;sGLGBh>T>MGpND#& zKr3C8xGM|gXBiI6Nq2#DaM|DaqZxve@L!|{RYd+F zO6DqJ{}3m06^VcBB6F49|JXz3DtrGSN#-j1{vk!?D*OL&fXr2-|8bDaRb>8gh|EEh-$z0{qKQ5EG%9VdyC3BT)|F}-(Dk}d_C36+Ef2fnWipD=Q z$y`P2A2-NcMf)E*WUiw74?QwhS)tr01}Fw71}Fw71}Fw71}Fw71}Fw71}Fw71}Fw7 z1}Fw71}Fw71}Fw71}Fw72L2ZekjoB~8^r*{0L1{s0L1{s0L1{s0L1{s0L1{s0L1{s z0L1{s0L1{s0L1{s0L1{s0L1{s0L1{s0L1{s0L1{s0L1{s0L1{s0L1{s0L1{s0L1{s z0L1{s0L1{s0L1{s0L1{s0L1{s0L1{s0L1{s0L1{s0L1{s0L8%nSpzFZr^H_du;J>$ zH1%x#0R)!S4yq?gW50u8uc|mu%F!&ozf&I0f9h}SqCXE=XB)XFStST=S*~_eR)&>p zi<_U3GF0AphZhE30z2E;n9PfpanV#hT!=>nJcZ5;6X#U1_=>l1gLxPt>Ug%ZC`-a*OzKe1<(?m&^D;gga6 z9WWO%7UMCb29r+IMx*r9t6roA6cUwsdzMzoHi z7w_W_<5O++OZV|Ozqi$AEqVP|!Rf#YuMI%=TI*$Ziy`^!VnXTPywAAg7kl9Io2^o+4lr~CW?Yh!TTFbv$`XN=>2Ph^Ci zF+o7?#WfMCCO9j%{=y4=6L4HG4sEb70gb9(@ShA5WGFUxmBl`SEXyyd_?1UsGk@2h zr12QvqkkzY3_XTlgTChSc2ls)CM^q`G=Vt%=%a&_J_s(NF6H} z3E2o61zLgF9>OHL_8DFtEX$YYeGYSp!c4Jy&!KGgN_W=pITRy!Ba`EwBOqj&nVa4k zQZg#uX5!Y!m{`+iyT=;qzS|sIfi+y^4qARHw#HVTQFbTNUbxp0Y|Ss{f$R9 zI5VHJ#WB|gd!u7M>>9FxP~k7p^CLE3O9Zn49oU-?xBXzU?28!kk{X%D*z)=Vx@d$`c9iyoJ@2l7^I0xsL5-sHKJ zroTN{HBSjURoP?k%ZS&G0ejqk>r(UZuRW$FME2C_Ibi=@W$*D&2PFSJp*U6NfPHEV zx1zfp;NEZkH+r)pLKUCv^M2!qz@G^lou?e(wYKSkIgXoDpQx$kFch660-qm=CqR zMA-5~5kv1ww0VoOo!t2ftPyhyBEqj=y315j^wcXT+&i7ZqW20dd-&Li`>!B3YrOG8 z=qv1_SHBUM{0h&*QXW};dxiTarF;cgU*j!T?TaRv*GMQ3cv*1jHN*uTs3Gk&3`>nT zmSYVPh;mhFy=C?E$@Ga3)kE|rg+`(Q*#4v62BYNw}o0O z?{Y(al+cp+1veZkPu0m(b;Cy)=P&1c$ooInMW%(gA%!ZcDm~K;XH7iX7joTDv+qQG zBF}sHE9pHteeXTu%KvcsI=sgN{uoOhpZD-h)O6YrMn0~aSs|MC9zg^TQCs>R^%)`> znZMq{;f?$&vo#;EI5Dv$_UH%D(Y{bEKKTKBI(ek{eU|M zA9ZC%et@^{nTf=n5AZ0`{+q__4(lv7>!984SW_n=pepSSv*dHP|5J8HhDda38kwnj z<4W%zx#KgJ)CoR6^7`Oc_VPW=a!0vI+c58|k60=g{}Vvw6W*J`?2R809CBd)@0O2n z{Y`85T=o;*b8;1*o|UFw0G-42>goSyjPCo&!{;0b7sc7=g<-zG z{^;-m|AwWl-F;qIJ{KnabDcK`7xhKYE#7Dl(Z~rD@kT*lJtu>&H;!(ZDD*7zhQ@bI z`RNXCw1=1;>VOa4QGf7Xd&URvH(Xj%QtU$>M~e2?HTgioyfVb|v@a6Yz0^(8^+ol~ zn8ZqFUzlc0zA<$3g)QgqTDwqR7@Kc=?|j$~S`QdLshax1F^S5-*NV)^pGEIe{h%t` zQTVFP51;zmM~YkhFuvYq9Yd!dtp3Z9{nhISS(n)+1`U5K-QWH9=YRev9TN8O3-`zA zk8K?F3;w9pYT9SW5`c*NOw5kb0SG^7$xvz$fXE32LoT}jyn7}rBKax+bWblIxm+6n zKB0T--0B1HlF8IVy+ydx0u`LK)$Cfl&b_7AJwE9of@gV5Pd|tmv zAqabEY>$2=^HWDz# zj6UvRuZx?4@jk_|Mn^mtOclB_5A1?5@8cT~>=2Ata-5DXXAks+aW@9h{qwdij>kh_24+EQbi{$;Sa&hHL!4O~ZWbykG zjC_HI$7FdzAU$*0;e|j5ehfWeR2B}ww=F4$R?dci<5beg`fDLjb4<{nxgLV6sTcaI zZie86n1-I+;}9h181ANh8Up8yOTQyr$*(W2m3rg|YV?rmJ3|*z;}9VDEu2oa6W=5T+ak*75Zr$r@q!<9DH0=|&iGuBh#IHwpu9 zxE80ZO&H!@FFA51A`Ef&_zz}AhT)#U9;%U&Fx;u%V5Zw2hW*mNTq|h9p;&GvGC-#M zZy{cFws4%9wad%d5e|r(WNsG=C;xwWd)>stp?^bsFiSEVsr-uCx1_@n|FGCP@Nqci zPUy%sG=w8*{eQ8lW8o;1kmA+-9gc|jeVc_>!lB+g_#=0H1e6ci-q^D#0-bu(dxj50 zAWx(Jy&@3-V(LL0m1+bG*BemPrA3hA@b*2ozC@r=Tu^;(Gy+}md1c!+4DjhN#2}hq zp8D#A7^HuFG~9AM24yXqZ<^@Fz}If@KBAK+;sD}=Aam>U>wfwEC~@MbK?4RU)J6@bbRvi;nj`9 zeExAhag#VOv2b!7coqkju8stkpg3@`No5|ch{LNxf^K*E;t(e4POwbI;bvxqQQArz z_Jl_3-8c{r_q>h#Ix_J{UpcsY>RLQb7F#Z}-;T#lhom*KCh@o-F_>=Q8ILZx)XyTp z@t8l7f2ue>9%g5`Ufj=*$Kl@u1Z;`#WNi$+%xaWwDq6Md~jm@O|Y7ilM=F?Cpg*)b8)mebcmToTa{D}Hq#H4$zz zGO1x%iD-SwU#nV@h`Lc~kXWdJgKPZVND_qJTI z<+IZr$p}obdUT^R85gv_HLCO^qfIw$$crfjFPA(ktJzWzI!`U{!Jh)wU9uY=Y)pZY zxBgP!wG_DhIuWFJKLrORtnS)6ra-pgi2X~K6sR&kT}X&XA?FoWo78Dip-=#hgF>lT zmwkl&uW%}=GaihV?oCBqKF9vgcT&+37tIp=FcnlKM-nuRQ!yC&x-ZQp6_Wa&mk!vc zqVLRh*(|421U=^Z)aa55n?FHo|9GULi|WR8p~_VFbxe=Yw54KY^t`~gof?>u{$;m4}}ND`^(dCnf|bu zcug7}fNEV_LmEDre|UXuOFClbaz_dj)A1>bQ9N5e9S0{*GKI&a!=x!240-7YSL}Go zT$YYadyE#>_N8OEwe6Y5csh8eYlO?0Goa(4ChNN)118VJAM_s1!1ps+qUTR!z{^)M zi|%d)HZULACH*D?*Kd~4u64`6aLf_0lfD^{e)!qsR!#=$ZRn{Pw`D?Nu5W*{NG9?f zUI<3-$wch#i|4}5XX0i?br_vyCOr0+-PC`X2@|=J0dN0IoT9ao49&}gZr^K}^oC3X zwy!xKxts~b=I#rvj9J+BNX_i<)+{`%m|fSoJqzb6ubXm9X5kO7D!u&$@;K4zsZ7F?=?n&_$-8de2}&7YZmB@xRqrk;%D0{Isx_`)qjg6w6drCH%Td0b6 z=4L}r;_uXaSvII%93>VjvoSsO@xRQvY(!qCdDzpPjfg0Hy|-i8__QuM;q&ioC>U&E z*5CC7zbmc6Oys}dUctKN^5i9N!Z>Og?{&jf(Bm zS7;HEdBF_%Si4xDoWPrpnw+TZule)waqznu`?h>Yhwn7MD47qHbB^Z{$<&ZeKDT@{ zA0OFv=+ERV{nL|E)h&jp!I_KlU*T0r) zJo0fYaZBZ;gnZ121#F#5%g0MMXKkU3e0=f$GJSL`ADVei>+fGI0L%N81Ftj-5FdIk zRQ_QBu3l`;;`&kmn&aWVojC<~dhM^NUqb=LQ@x|xrwia;+Sr@6wh-$VcT?r?7UIb% zjsG5r6vE?fPtlJ9g-G}=IKq0S5L#0fsT=hQu@Ji1Xh%dL`uFc{)GRGTp2+lEO=Tez zl-09~>k1L-)YY)^s}NZiI;$Qm7h;RD68$Jm5yqT`5-PZhP(Gt?`%9<@mnSz}oKi2s zkp&rgLz^Ppy{3{p;#PzYg&Eo`{te z!MWUtNw=~H>F3HfJB}4$_hp%k0sdk{Y*p@#7B9xw(X(@k0mTsD^N!;!EGFx7jmP?G zi;-oxSzB?m80y3KzMga6u$P56^W)+-Y^W2{2-W!pEzikjNAqtm2`XPV zZv742`#vc-zx#%Zj_Q;u|^NAN|8S@C~h8G|7)IQp3f?QmN$R6d`}7X{bp(&TVIM}pWFiFACzLp z6Qu*mMx|Idllai|MJdL_{LUXIm@?5BZdt3BxC*2CHoqSow@NQcT+!nne~S6I0cYDyMD z(uS27OYqJb464L}a7M6Md?gGHzU;}UtVE{je;JHRmB^qP)oa{d1>3MFNtK;d`1nG& zJ8oAMBqAnU20v6m^Wlp6zJ@9|zP+f}^`i>mG-{mJe^!A`kx_QT`tR7{!1Vi|@OS8l z9hW$L=sPrW?DJk~e+RwnK3c!~-{D=9xZB(8J6PCGsvj->j!4}vL`(N~GiOG5Tt(m7THBTvv^>*7#eh9MyPOPH$ter5ZToZ91~O8ijsz8FW(Bppi1V_eHrH zoTJB6FI=rgDK)h?|HEqd7WZu*vZ%(9B&mTXcGY;m;r)kjt_Is)pLWB*YCNeuSHvGt zjo915jEbMD!FR#2(~L}dR|kWjqH6F@E)F$xlD}X7(Aedl)fgX=O?05GfzYzU#m`(d z=#Z}2RCB5ZJFl=OU016C`=cAKrytZH`C^>!sBsNyJTH&jNT`8snkA=UN)5gg#$TZ+ zufb0TC&pjjYw*2L=Yq&c4S1}K@~S3lFz+EfZZlhh3Qjw@A%R+W+spc79IOSeTh^%F z=~~$J-bs9OtrmUuj0caX*FwSns-g9rTC8uk_tZ73h2GpHy=gLsrtD(QKdXiCv-Vzp z`&u-Vyq@^sT?^^`4ll+6YQb9Qs4AIN3mJChg{G!j6f8Gbcz4xeS7i+C=Y?8~-BG*0 zgRu^`Ye&vot*wK;vv%_$nU95kJ6mk6gU{zokHsBz$mq#dvA$Y|LiLk&cW%|8R88;b z$oo2+lsk|(+)}jdgw4pa!MbmhjQ)H zIS$f z1TH?h(g3Xsr)(;G8$gIyl<@mCptpT{`Lpl_bXfeh9#3q*!>Us49k~s-N-w3|pVxr2 zc((I}dPqFu8#S)T&DwaLzZt@xLz-t}Kn% zc+^epI&UK)gx+Zw>NLXH+riY-xDodr(oQ8fHX^t@IliH`5ug69x1$|sgjBq29w$>1 z4&9KjXkcl=U|Y&tG4>|->g-gJxrLE`hgjnn0tW?Er>W>C)&>3g1>>Wdx^s>2+CpI zk$<)Yg7gg>@hUCIq_Wv{Q=s|BSV9-BFWTd;9yl1eFqoOL*? zwW!H#!HV66iDO?|aG}qB$)cdEF?e_C+9 zh|b_TQ!4~hr|-XGZN=?(+xqpTTCsC-6Z4>FE0PRuI7HO8qM7+`CU-+Cwr1Jy37%@j zoULS;By}5nvv*sqqichKW2(ZlXKiR_98x&`q76fBr*_r8YQxRp%STRRwqco>$y*_- z4b{ikvrHG-V6%Qs_2HU!Xdj!`6J=|MbJMlIpSHI{?pM|(J;ip^XHOgoHf#rn@2S)i z|Fz?FZE@x9=j|}L?!}z(rX99ErDg2z+VM%kaBWp!JDLO^^Y_HHV?g1Xw02QDexB>T zsMp<&d+MzFpOaZ@C%)BlxE+%3Zzk_vX-DG7jKS%(9S}%`n(?ro;eotTd` zaS_Y!M3G-wO>a>rx-CV0lYVw0XXRINDN`4&>|&5=+R_F8I>++;`@6ut(2%OE+J!uR zTXv;eUD&3Zd6wpO7ZzW$};a$#Mc%S<*OU<{MgZR2Rhmxb42p-3>*KE`9oa-C%ob5wIZL4gbrQ4he_4!5*}=)m*L{ zU9Rsd_nhuV&yIVcx@6up7;h83+KpW^yg}^my0Op7P;l&PH%vaNIlTJT4X^y+U$bj_ zpoQIf+9!LkOBzRa~jur+yi4PiP{>|9`M8_g|683pu{Hkg1Ju* z7SkAZlmzx5`_^?ChSnZj`ML9mdT$Q~vRFOK7`|y2B*Eq9iA9UXyv#0Fr^uBj_5V) zc$_l?zrb}{2g-)1{1EIKdoM364PoM? ziH3*7Fy6k;)M~vkj3L$P1QF+9uu$8C_lFGQ+K_w3bmK6nXVj{m4h~~azrz1(-#(+F zycTee4^6RxAc~a{8#Ww7iYrbW4MNd?=zwL>3D}F`On1L zo{b!x-#-&eTHgKrW`*Y>F=6N`&-mw}<)@~`;R~LNUaK~a|901Narn}_E>r$|E>weO z?6Z9NT-3Vs#LcHdzF2#6Ui7sF`Qne&Zt;0d^F^D;+V`(}<%?69V|Fg>k}v88T-oC@ zHeY-*IPhlhlzcJo=rR|Vx%ncqeeFxvPvna}V~V^7-pLn^(Wkq*y~!6VR|T)0Sp9_< zH)Pk-+b%D}z3Wd~Hf#DqGf}5XSlbcQfa_5JS$782_=+OR;6o z_*KW7z7$X+h4ubW>KqE;@8oVV?GDNbaMeD=e!m!fyzo8hzX zz7(#jDsPW{`BHpZuJJ9fGz+^P3novlZWejr-B$jIh7Pl?SX$RCUfx*0d3ZCk*ycI7 zSku-l>U*EL@T)Kjhg($+xpp&)$ESyS97g9S?Ko@qm08@H{mrkJN14UByRB~*O)`s{ z%U8}kv)U}w=e`=(OnkKfg!C5M8?Ih zp3Lh~Aoitp%JuA7AhLZ1e(V@oAar3>R@{mz5Z^c6A3SDUf!JPre(azh3&hux3m*Dk zEfDWUmh@ZR_jZxGuP154=Op{o?9qJWYoTD zomwc0qO%&UT30B>l}_lt=vJZVz1j7b>Up@&rAf8ly(tu#cfM=*xI&SrKKwza?<*FG zxSd%Em#PIYpw5cEF{X=!fr~HTL>cB(#C8 zm#mbp#jGyJ7R?EIE!M?ud(xxdYti{*dT-BBuSLSS&bqpbUyC1xE=WJH^|knGL$8ev zJ8|B*y%kSpy%wXs9a%K!_tzrGWA^@L4_}MJuFWpTE`1}KS-#I1wd;*oGkICaysS53 zQQN)8t**Zj`z@N@wY>R8G`t+~^Rf4D#Gq{vQ6nsi#oTc=xl3(}#fCXvrx#Z$7Hj+} z7Y}eP7SFz4RNAFmv52wUlspVQ`CAL?2VWP9KkjM9Y||BslH=74v*#9z@Y$CZB`qly z6_!qJ&@sJOWbd}f@ZV4@rWG_)iT$`wi}b#Sj}+tom+`)v%kg5dIDhbY&97V{wpPj-GO%WexR`abVmG%E5&JQG)CBJm zF)VcIhN%Negw|*9b(bL}qG7bn2fvUKQDPl&Jz7`Bt16d->57>vy7gihcayHt)p! zv?J3V`n(fo9|!EI?Eg-z4$EwQx#v5v_=eZsseRvxr+r%PYM%a1%u_eMJjA9HpP%_1 zJbg;V^ZgpwElhJd$F|ZSE+V8-;4bnZvI&JEVh>pYjN-Od(mcY zdeq?3_abIx&en{YAH=qf-Cy-+`az6PH>%(*KM1cQhpN>c^g%pWH+1IBEg!_2JIB9p zcKIllx6Qxg;q_5`X!)wR^%oz-r{h*PT21;W4$n)TX0z?1_;TceF2%b)isSk-r30&e z5?f;bxZ*hGleqN9Opl!jpG4DJW0PCW`6T=bhy78!@RKOIdM)_m`cLBih4gXxdp?O3 zbN}4i>F_6UZ1c&Jt!t}f#`}{MT)k9s@BQJQ4s}<_q^xDXT^pg2%}zJ>Umm8CzaAaB zpkiApA=Z)9(j2vPq^8p1~4l9x_SV`}+h`kQiaGxlLe%l^e$;NL_tkOKP zlGc}E`u6{1C3PK!B~7YmEpNBKnGw^;S{80uplcpwEx%mhkyuZDUB7y2Wh3j&obtV| zosF#MRB2;!4I8duvzC1cCeK*?imxZd)ms4kFWU;i?Wr5Ap=HQ>uqIb zlyG=4%T}&xRi~cgx3=>4tWB3^8*Js!^?kjjpRtu|8qc}wWVV$S3tWEjuTV*b_~h(v zUcHhuZvFL-xO$c3y6bZ<1gR^@^Cy<{4{l#cem7*Gb4>S2^2Xg3-aC3!lDk$UFL#Nq zBn#IaSiEIYCD|->(9aLfR+6=vooLbMRVBIG?#W%;W_kdn0 zRb@igUGqJ^uPTS;m!{>TXIHhF-Z7+_9Mxl+bL&af=A8S8sFPt?KgVG8@~P zb?xNbW>eZbh1$uY(!-tlZ?Tg-tL__9ddp5u+fz09%0oN(S9;NFk7sr=b;x4h?S*!7 z(4Q-9OWxbbz1J4iJ=oA*Hjav|y05XlEIs+&?@b4LnXu}-r(1%(Y~YzyvMSkL)^q&P z)oPQy?3_F_DEN1KIWlZh)QG?A<&ZOVJ71|;Lrxp$o;$XF4QW$2FWJMThJ5>_(}^gL z8nWSsiwk>ps3BMG9`sXkw;FPfT|)Rz!8l*vwc7in8gh8p4RJE1hD@j&s~`}%-D2RZ-7>J9ci9i;7v zVfMYgbdcZq%{f*n%t0Pi4YBJu-9bJ#|Mc!fnuGLpTk#}exr20#T5Pc1;~=YAjW}5K zHym$1XF>F72RZmq()H-44)S`UWNEMgHU`H|p1vV`gj{a^0(@T;tT@w9nw0a=P)!&vwIW%A9>`I$WJ! zQ#SYCwdZnLP1$bCqf_zcYs&kYah})hoTSIfikq?>o#c}ZmaC68bdr-B-9J{RxszP> z!gdxs-wf74|wh*i$nT82`+S!mVYz~?qOX^ zo;n)hk@jUR`D*IZ(XlbL!>-id(6o;Hy0gVV`?xx?)adtk zPih^RzBXZP%V%|D*8z!v&BxZ2_6Z9ui&xf_m8<^NegCeya!S(Oip}rVmFN3REBtCu zJ(>KW@Z$3Dda`4yHtp0)>dAm>fes^<)sqV%PdThTT2FqQa=6&=p`L8(cc*IChV^B| z%fAJ`IZ$6d@R}YT{h_{`Wzl)x{7MaEgUnBbMJpP}QQptS-rm_jnw;LP_-R5z8Mm_1 zoT{Y_<$?lLo{yD_^l8}qk5z+Q5F_J~^4`BHv8=uw(gg z7n$6yzqzE9TKWuXpL1HHmh&HM-!yxsT0SlaK6i7jT3)~ZDu2*owM=lhaQeVgwfytW zboHF>jbxEo^Rz{3Bk3^T^~9D#jilSg?e{w!ZzMw^X7Bv5q>=2W?IPV>T;=M0RpJJF zyUI3}n_e{i+EqGUn3MKrnya+UE?E2af~%Z+z51Dx`L6Oui@3nlEsf>MZ@*#1~D*fN) zJgi#UR1RHryj5z4X43IoJ5jv1nLO9D#-O*So6G&RLf1@v(p=8S>(u8Wy5?E-`+i&9 zWSpJ)m8y0dIrZmdmHjN*%7#N$<(Age$m3SAk?R*|ev{nwuWX@uV=yM{(Y#3(0+#s(!O=pqx7VTNi)`&0o)8fk zj%!CJ;byH}b^kiyzaBK%HF=^Aj~V8gl$;n7AEi8ZTx_iCh^c=M;O{g3K4B`3Bu0)M z7n2wnpuVQ&hWpxNF=suC3Ls zNeQEpCxj+q80yKKw%Ro=NtYOd6~OWTxW?1Hz3Wu$)P*Kufs%2%vdh8~;^IQ%F(TY9 zCN3m2K0FdLnpk%G&^TSJvN&oFjRsdnM8+jVC5GyvCt{Z}TV)8CQ6#PjiH(epN{%i+ zx9sE?yexQ3NK|Beg7Sj=eMMp<9vK!BAF8|vA&H^M$}x?*2X2N_BSXRy;yLcW5Asp} zeKa{SG(7pA=khGP?Bim~@0}Dg>0i&)#U{i={A=WKc&%gq8CFa@-W8#-AxX*QBl>%O z$)SnKA<4>u{?8di#z*|u9%W965g~CgSRQ3s%9`;8JTwZ+6%v{l_0NHS-iIOa7|Opc z2~P;cvWMec6_OMg6&D$woD`A}AN#Md$B&B(i46^ljQ!VDiFg$g;&6rX_ELLzczb)c z^YZXk)-^Fw7aJ3fd4;Lsq z#&>{+rlY3^K7{Tb?K@~X`2H_PynNifJ-j<;y#BsZUHsDi?+vALvGnuz^Y;(%_Z#3p z06+Zv0`ToWAi&=rKl}m$uwVHxAYcG?`v>^p8;5a$a>4-Rke|}BE6Q%ep2>?Y0Afe8!4A5)4~Ikp&rpUO0p zTVeb-zidtM+TpA0e#+g;UMFRO%5s(66jzlkL)nq?f#9(6RrWyK5T_|KQ+`u^QRacM zmQ4e{D-%@4gC{C0h$zdcybhd<@=WCw0O$=Fix^h+7djmg}xt31>(^GDy z>{8Ch?UYr+F=divRiZ2=w#&{@#$2{lcBXPU?yWpbStjKzfFYE93N7%{67ca>S%VEI zAM=V}3zeWURDr5c4XT43*h39)07s|^PEZSKgEQ0tO%u)2ri%o<)5ovp)oXp zrqB$UgB!Gfme2}XLmP01wx9tIXa}C4{B=e73ynAUfG>1_j?f7@Ll^i01W53MuHX;d zpgZ({00@Mh&M+DWLp2%`}(}dYA#lyN46qK?!%wgQ zeuj;(2{K?aY=K{3EBp%EU^`^O4%i91U^nc6y|53mU_bl@zrz7I2#4S>7~u~%0!QH( z9ETHd60+eGoQ5-S7S6$WxBxkD5iY@HxB^$<8eE55xB)le7TktE;SSsd6Z{4D;66Nn zhwumY;L1+;`#&>Gr+JG2E2ctAVwg!bSC-rxhi&;dF^C+G}a;0q8S!4JBEKXilc&;tS> z5PCu{_!4?UALt8TK@jwVuc1E-fPpXw2176mfuS%AhQkOL2_c|`PzZx?h=52K1yK+U zF)$j&KrF;TJS2b)#zG<_K{AYk@h|~WU?NO{$uI?`!Zer;dYA#lyN46qK?!%wgQeuj;(2{K?a zY=K{3EBp%EU^`^O4%i91U^nc6y|53mU_bl@zrz7I2#4S>7~u~%0!QH(9ETHd60+eG zoQ5-S7S6$WxBxkD5iY@HxB^$<8eE55xB)le7TktE;SSsd6Z{4D;66NnhwumBu!Txc z8LB{4s0P)+4(y=@IDjM61ShBkwZR$cKwYQ@^`QYY1Q$?4BXEVr&;*)7GiVNO&;nXQ zD`*XEz#ZCx20Wl0ctU&d0&nmEU+4fGp%Zk5F7O2ikl+Vh!5_Locjy5D5C}b?7kml5 zp%3(huOJBe!Pn3q2EafV1cMQ!YWt|Yv4y%3kFyR>)|KZ06)V<*aR7{8MeSLuoZrV zZLl3OVF&DlU9cPWz+Tt~S+E~|gWur*9E3w~7>w`-9D$>7435JII0@Ns3QofrI1A_C zJY0YrxCocvGF*YHa1E|QF5G~da0_n3pKu56f(ibDdvG5fz(aThk0B49z*Bez&mkXP zz)LX0D=2_MD1z7U28y8s-oiU5h4=6QKEfwZ{-NIjEWrw_!3HWoMX-fRP#LN~Rj3Bl z!4B-91~`Bt)C4D}1+~E$>Oftn2lb%=Gz1q=LnCm7#?S2-57zV>(1dN0b&_XDLK{!M}B#eS6h=v##4Pzh{;vgOpKnG(X z5t1Mo#=&@)0H41;ufXRO_`Cw2SK#vsd|rXiEAV**KCi&%75KaYpI6}j%N3C2v$AJv zvd(OMR?WJyP1t6v8{3j?&APK1)`M-wda_=uH`{^j$aZ2ovt3xh%JS-2l^?fRRab7a zDt~VO-EQ3OUS3rXHh}wCRUr5GzRZnLVdxXr49%C{w} zXN|0?ACI$o*2t>9=5bcf8d+6;9%qfLY5@1Mde+FQ2J$$oXH|o^pVhO*zxNL=Kdxtu ztSXq-v3l0Xs)q15t7na@YABDhde->&{$YGBYh+c!c^#`~jjU<}kF$E#$f`#2IICxk ztSW@ZSv_lHRoe37YF4sZR?iw(BWq$+p}d}ztd`ZY2G+=`!gw7kSuLw)4Xlwhv8r&X zQohuzWVNiGHLyn3#Hu37ua~TrHLyn3#Hu38&sVdO)v|ilz#3T-s~W}YSuLw)4Xlwh zvFa#}lhv|%*1#HB6RV2m^H|AhSv_lDjjV}P#qfGovRYQp8dxK1VpXGgJu6u)t7i?Y zku|aEF`PH6W%aCqHL@mF70c(clGU<$*2tPzRUEHlC97ritbsMMCRP>C>siTaSv_lD zjjV}PCGdJyvRYQp8dwvn)|FqUVYRHDHLylDhc&UPvE|p>vuakuN;ZhqvN~4Jrm+S# zlQptAteI6M^0};<)v%J)vN~4Jrm+S#lQptAtcf+Vsw6&_)v%HcVzsP}O=AtLktCTnDKSQBezRg?HU zR?TWy$p*1nR>$huG}gdovPL$CHL+$^HJQ(6)vSh4MJo5Pw|Gpm}y z=dx;6vO%nt)v;-;fz4!%Yz}K;&8%uFpU0|M4J+9oR?F&GJ)6cF*i1HuHL+$^HI2_@ zHLRA^vj#SkHL^LZi8ZsT>AWwiW`kHQt7p?#1DnYj*&Noynpu^;{5iI)J?qS>SvOY0 z`m&M@WP{jXR?9}SIyQyXv#D$vo6Z{8Og4+nW^>qF*2LzqW>z(W^JMK=XI9O+vA(Qi z1KA)pnANh;td31#^=vAe#-_6dHiOM%vsfdW!{)LkHjg#4C9LWj&X-lQZmfp&WhEQP z2C>1cmW^h0YznJqQ`t1uz-F+StdY%TbJ$$g#OASPwuDv9lq%)RmbGV{SvBj%YFJ-Z zvO#Pxt7W5E9jj+k*>pC8&1AD!Bb&|Uu(_;>&121M39FjL`LXt_GplCZSPkpTN;Z%U zVuM*N8_nw26jslsvT1BOYhW|jOg4)(ve|47o6DNmJl4#Xu&UXdKWopbSvS^~m24mz z#0IlkHk#G3DQqg6#-_6dHiOM%vsfdW&E~MVtckUqQ$8PiR?WJx8rGK$WP{jXR?9}S zIyQw(Wz*Pn*1%@4nQRtoWV6{EHkUQAd90Z&VO4Yada?GbGplCZSPd)LKsJaCW}{gh zo5JeZR5p!GXANuyo5^OeMmC$xVRKm%o5z~j5>}PU`Lgz`Gwa6svVm+68_a6iXjaFj zuxV^MYhW|jOg4)(ve|47Yhv?QGh4!{=5ao(GplCZSPkpTN;Z%UVuM*N8_nw26jsls zvT1BOYhW{3Bb&|Uu(_;>&121M39FjVd9rF&!}_w44P=AZU{=dUvpP0~O=Z*Abk@LT zu$gQYYh<(89M;5|S=G1Y^RQ=~SvOY0`m%v+5F5;D*=SbBrm%W8l}%&QSp%EFX0lnV zk7=(W=mMxMSP#K&a9f%u)eHh1KA)pnANh;td31#^=vAe#v0fRHj~X_jchiX!{)Lk zHjg#4C9G;OUsu+ib!OG98>?Y`7t69g=3f41{Z-0WnD3}?{8?s?Heo&*&o*9>?LFJH W_wWgCqiOFM5$+x8*&)t5?w&wAc2J-YL8Ti0$}d#k*> zyhFwKy{qg0TmDxqMJ?MVF6tzAW{0@wvQzTdjHs3TUrFg}CwH&&0SPDDgCx7{faLlee3@g^$)My{!>%>r1p6ezl`*Mn5dGc z?>{G{x4Jp~?v>*H(WSNQp`7~{eD(i!{}*%a@AO-G|BrLhFWtiXyZ`=^(r=$Cxuxmd ze)*~6D*8X&|IfsO-%|QrQu==DBH^k(N$>kN-Yya*k+=N!KS`MG zYfA6+Z-<5dZ|zq- z8E&sX@>WLrcQ>u>|G3;djZ%8AKUSplo)7;gVe)YMwa-bvA*H{6a|v_OADhyrX2_fW zew2Th4eDm{arsY8>1{vqzmD|r|IH+px63~%rMLbRr1U*EpEMid`(KgLd;MCxh4**= z-;>gN{ZNw9yL_7~hQlArDgU&T{?F`>%l~>#`G@~IT5e12?^h|k?PqzObKYFZ!{4!f z&MCjsZ|VK(CB=9D^~-n8|M&a5{hO!sF2B?NS^GKneNuXl-%NUrwmo&c&B=pPdh2Vi zl)lC05+wg2gNF?nxA$qoM~oaCmm`M^9UoVthKxUT@TucZ-PCo;n4v?*4atde%DB^p z4;htW7N0tH$mkSd?1*8*#}6GdcGRik_a1%fs3Ga{tRZ8^jTkd}#OT38ChGRw;gk`h z#|;@fUcRS{89R8$*iFL54jDD(tW!r;gp4?A#NY|1jvTl5(2=JO8>grh9wWz`b}E_t zkzXo$%v*@wmMQ4;eSUl9QgO!r0R)M;Je1)R0jV##a<^?1;053_fL?JT~X; z(o`gJVg8$qeKs4_<*vvhTkHx~wCsQL8#khIX(%%BlX}GEfBP!jF2bg+RG=Ks(C+Xo z9#cGFWVSWJ&CUMnH*Rm|`$v8$_dg7ZdlZiybJmd2r;a{Ng&#ZQG>wG+^>HqhqEZNT z$*AJWu`4`Nf^kF6oG?T=pE7dD=waiB(`MuL&faSLSdFc0m;Rxr(`OU7ei75IKa7$( zF=7^vk<`GXRHsZBJ!1U02@^&P&cl9gE%p}s3f2!iL$Lb)i`YkWNb&&5y~O^4eU*a* z>9LuZzg-1!Ittbuy+lL7oX$QHZv2@l_7ub=|K6g8I8G3kXHdf1i#B3EafCQp@Q01% zp4eudmx#}Onu-B}dr>FS1NS*aoF>Q*cSdv(VmZFuQ?k9)~1SIKOyQm{5E9D2uG(!-Nd@1`8VwTuPP@byfJ}2Blz1+Oc9is zbTtHd_7W!v_cc1;HYN@2PCEX!7xX1*9}(n5`H0UwX@}dzy~6E!v95_H7_X5GVcuCL}v@h*rJ5?pQYfGM=cwF*D z(M@o#j3^Y;Z@Qq4fw66h3dK^m^PAMHUK&}P^-+Tm{r+T-m6 zWyDRnXa~k6c`Oy&uOQJ(l6#{MaI5%KY$YhicH%O@J<(b81U*2KUt!`%NuZ2hioL`^ z;tX+(puEMRjX!{jfxe^Cz`yT()^+r*k_>`S8QMLj>TihkM2hg@7#3Dg|q4Ve{ z&~}7V&#A)wRYTXuiNi!j>@H~gdZM4`Drhfs^lMQ^)D>k(=1WqZ*UxQhhE@cL*Yi36>AcgJ6i??v=p>=e?j_of;`SmydX)L zcTv0}B&qv#;wFK<6^N#SHiVzWVo_J|x0T#pTrM_+`sj~)ry z^BDOxk<5;HU1xL+^e^r8j;JBF6MG5tk3OLPx+E@=1me+;=*`t)eWH=_h1PNd`OtT>X#@J-<>$V%lgmKeXxDyE2UiH%r66IwpD#ByjJi_KB5}ER zB2h(Qy~SCgKz?r1^W+Bn28iwgeV~0$6nBgEqPIX#$%iqBUd#~_bxjy;NxuU1og(Oq z2@0owsN+ykEND04brZ~cwDn%%AaSW!EOy{NlG{pBF7*EzK|i(=*b>ImzXi4tzomk? zi9D&pA%c6%66K=0;NCOE)uL3a7uc$u1jmZtWU+(%#|i2(S7byNL4N2nefNOiz8w;@ z_3cV)-5Vk|G?X8Dc!AhXZuIkf!9A!O_vtA&%onuPBZ9h8Px9}WU~JJ3*osk!dn6gh zM~j!mKH_;nIq*l1&OPa9%{-> z-;nlZLB8E2>0kP_b%J(6cc|~Vg1Y@A82?WT##?)FhPYJxAkZtu9b6|$6K=Em3a3m> zM1i2}twf)M>w1pdv&EdmGRXs!*MTAn?p&~um~M$3P$Apdcqlde09`vmQQ4wEPT z?}*)W{i*my5Kgrb6Y+1se1QFcW5sO=^6al``jzp%udWLu z=}Z5~D_alhf}Pl2P#?HLlyR*{XNXCHF;5-u6>kgl;4G0Z81L|+=%}#!#bW}Up)8aG zoq$)xHVT7bVwqs9A1<&jtXW2gM+EH&jRpO-bArBdA3djQGfQdS%7HSB7xV#b@mGa6 zki1&5lO*9l85uKXiLO5rlnpY1GCr8NL}4ypL;2k;_@h0oAK0LW#Vg__#eYpS)iq@w zlCC{ZQMcxTJekudA5fn)f<8jmR*7}Of3UO%AMQu)e}3Xx$uhzChp)s|%J ztYK5$NYHlZ-)ga+u4_oPmBbDa2c79G&>8F05M5LLUql~WyS{tK%^Kr+aWHWN`TbK| zr0c&)dS0U6n~Lp3sh|%S1C-;t92zS8eNiTV+Sh$g+rqYDw0KHfsW?B24!S-_Y!IG% zb(x(LDL>_TR#2t|qDGadBX)@~i*BNi=qdHvQP)=p#vD39pEVKVL}&51{P6?Y=@YqI zNzNDO3iDZSU1P)E7l-J&i=f~8%l(1aRlF$B3G{?{!k{zg+FEh9;`|^AbPbFz)*~57 z%3mnRySDt$%NCNP!LCrBo5gd2b=qL@X#!msscZU(zSv!EbYZ%n9Vt7s69dHQg0`J1 zsLvgePYTk&x#9wW4p1NJcV%)@&cozBS7dZeJ--*UdkgWNpwD4@#i8$OSBd)<=(?4t zt1#yFLh*v&p7c3$V3Amy@K|9!-6&`S*fr5i@*DB3!gi1>5IqHLN1LydKYiC%d?Kh1 z93kjS^4U#%Dp)U(4jxb#_`tm=%X0ZO zmuxA}ZKx{0L5Up|mvH*;W%+RrK;K@MdzB!cqeW|BJ!vcdXG9g!i$fKLel!)-xr6*b z|5eyn^c2upYzFN{zKlKEqnBtV{~4l<5>jWzE@S06fzEf9EEKdc?b1kCH=61isLvol zTP+e>D_vJ{WP-Z8-LMx+1#{TCL`~hhQ-V70BhUfBPGe&!E9+Cr*;Lo)675Ex-yr$4 zWUx_ex20oA$(( zp+CFIJy5(Nz8CeC{$SBrVe}LCqTR8nmn!^Gv5l_J7S(i38OW0|v{bs|64ZyW%Dn)6 zzCb)AK1l4VG~9c*p#03gKso-CI6?W5R}VqGZW8EFWxB~teb9{w;z4nd($5oLCVrKy zs=OehaO#e}J}-ar1>3=XP5 zVqk(a56FL!U{0VM`H~G3jxM5q=q$G3L~*y6BR}-|D=}VfY}XySZl*Nc`*Lxo_)Y9C zItls@Ten!03+l3;;uDvC9Hr~(x-J&fhxmsG`ir_#2j(z9_b8tkp=<6lL@ZDk;gp5) zQ_eb)*l_IM2)P;0*g@tVz#bL|KA}N3Xak^a(E-YRtt9$KT{;W;7>IYM!cJ6L%AIxN zCo%$kr7q~hA&S#QoFa+@`JkixQARjlV6O_r7s{8uCkkc8wlK%j9*oC&0{zbyjP2t@ z9Yv;$+>bV6tT68bx=C4%78?cq-CS~jXewHXy9NFFjlj-w&n5}lbGF!C{zr>r1Z{f0 zU@b-7kX6IB=zK`RHr+ z_b0lpp?Jn~IJ#-tDJ`5S$iGu!wIuCG+Qx#hLVCvj=)^^m#P|57?fS?MsN>0!1(Mq; z9sPNR+=X&;Z}fSiJsi(tai08kRvhwWJW?NQ z%do^)Nnl+4MR9%=mHVB1f&Q2(wn=$?EJ?dun_!NiZHb4y`9&}$iC0~5x(mkmwt_K2 zy~_k`M0;>=#*^D`j^dY!?G@Hc{zvMXu`oh35zN2Li?wvkxO_p^lNARFO~%v z?PrtriKe+EiQCo3e5`R@( z{_fN@_H=8~CMHN8FMrl}UZd=%xa8eg&_?K1W$G&~>kI2NZTEN4PVvyCBL(XP7$#`P zjtU z40Ws}Tu)1Er9p?_(!^bo{}AZJO5y&YZy4XSHPAP(pYAtP?5i~JP!8zPu40^Mt1#+< z&cQc{Jf%msfVpLIf^}?m&Qvax?V4SmYY9xm$s+fnNPS6 zW0CyH`>9Gis`O7M=ug_8`5XGkjm^425N23=dF|9#VZeL}^c|oJgXM0dxRinWQwQ{* zR9r5%b?9%pCe5z`JI)y39<=)e(Lnxhh@QHJ8^xP)vnH&r>!yM+_IsjG{+H-p8M*1R zWpXpNe-usS#-?;oIDG{36Wsd&g}o@SH%~~S4^Jwt{>!!-x`u7)Dfy`+>v--*n`Y$3 zHls71=a=fbhQgi`%zXpIRKc7DI8l~B*B%pZ3+e;ilx~W6OH@<5t;KT!J=|4(fR6o3(*A1| z#+V}v|BnS_CmuRY`Dx##;yhi$eTtKjd%Qp=ZWN3){3!GDi3jC>tKxnn2=AOgFDl!p zd2&A?&>x;t-~@4~D+PLu zzB4AEOM-i{PJ35urEs1H1_|ndo-w}b$qlE8YlO?om}MSaB)_h@ULde9z&dW3ps#>7 zYAWah%0!z0_eT#O5mBj{>=y%Dua2FD@6P z1NIQ!6CHF7+`Fe3FU}QDh!+I+JX+i%-W2qO>xJA)d3F@8<4?NYm{_dv8+84=V4c9& z!fGi;Vo3bFks) z{ZQpJtMHS#d6bsH;OXB_&iiF4>woX0I^Ik&gnCBrL&-ZLlFEYFxaXyi|madNzv<>VpzlRfy73{?v zfz8-nY3ZK@@(1h?V|hse`%^=402_@&2YV#2ujoQOg`o!n#V~;`ydbOx1xjZ+D{U81 zRpIT#L4q>DErK#L4rnLZhxXWA6w1GwK$pxxig&!?pvN7Bb(#EuK3XiWMO!Nm>ltGN zoAaY!ADOX$y`fJ|62;;+ajwF#9kz>26_5Ghd->%nKkNbR$9>L~zsE!?g-=Y}D+!AQ z@otiAB{@it7f@Dg8+H@hvOruUe{3i1vz6{e`2n4xZ8DOTbrCz@wExicF-p&PcA2(O zni+!o)6Rem0m_9;(?0WH%(qYf36aD>(uwD94VY@2+Hu7Wa=F834W=x=; zqa^Pa=y+qrTO>bhNKHx7VDAe=)5I!C>PNc*b!6^8OlfJC-xcUDH0SKWJ0vp?pqPeEKe<^ynn>9^8>& zK4IN~Zd>=TJ%po689|!?W1VM1`s!6l)_*WhJS#}|n?P5wdnfAp6oJ0JAXqz)C(t(N zFgmxF=q!2*+a215@e4JS7j~9*;`wz4<2=o$aDi6R8a}V<0Q;_#b3GyV5 z_Y&L_uyxd@tML74vnvJn{Y@~2xu4Toa?e96!Mz6LaI)M$JKikDE5FMVKS|QYLj~)M za@~WqCgq^s2gr>MGiIpM$&%NJ>qUX$Ft0J++K#qT9L5A=ll1|8#(HduuIW2$0%f2r z(5*WYD<>2XOuedu|OvZEi^DB7f(m@jCTZxTBy9h@%8los7MQ?OP-$2*HIg1%=iU`_+p z4+kaCFWQyyg`P3Dv2I28V4sBNnL@d{CTJ7NT$u7_?)*%6-dwD_Iw)>Ne(2stahd$E z!L%c5!rc_!D?uA|PGDOATYs41o~5|hIw+7IZ8Adg9Px-4sW|97?Ny*K+GwouCC}9Y z8^V}oE~Q@FyK1^Ga~xxaKAj-{N5#{^?c6=Zqns1P6hR+TC)R%G%W2|rf!<&Pt@qeT z*7NS~cDgp!tx@u$oLvOAzOUScx@PVksQf*zVG~{v^%Z`cXs+;Mv0shk zH(Zd<`2rne9=u*K_G&5)`n6i*Dc<2?H(h=z-qAJVi7|vd*;Q^}{QOI7tNcb*f_7ls zF<(&jdE#x+M{&6Sxwmjv?=_>1DR{>OfH6Q_yc3H0f4afsa2B)?Pq ze!50?Sfj88X3f%C`2*!zr8qt0M;|c$Sa;Jlj7i2Z{ZuNJieClm1+8Cn*ijmgxK> zg`sEY7dF=OPS-aH*01|0oPO&pm}BWbo@<^Ll-cF(scY8j zHI#;OWA`ZMp_Rb)RW2uG1()?YU0=T$u2H#)ls{vO_M$BqNAxTDbFIK8{!6q~ICC=P zVXmU>-d4Ou3Tq>G3%SutKu>^m#S;ocPhqA&_ivOOq;TMw8=F>Le%K>)-?pfuu1j*D zZP79KLh1S{96O87v3KXWu!+Jb*R={SP#V)z*UiN=q~doKY6^Sr9934x+Xuy=11a4g&!+Q1?yPq=4W2kFvA2o!hzV|5J^M04c);6a|5eNu zUZZwVyuJx+-V=gnpVE#QjH$ z-vxTY{EY4cZFx&2$`yxpT#%?PcNfx$VnI8(jj)ZtdaYPxpxm_0s|nhL_CUW57qrXh z1Z{KwAHcX}9NXqSrE6@)kqKCd8AX=Wto z-{#IvhFP^x5qcXph51q2i#|6GbhB(;iogQo*{npEy%tJmcJwcwDlr!mWRu6$gFAPEc>wEYzLy zy&#t6z*v1=P@b0rcG2UVeq`+i*C^~cQ7FHj;$H&$4UZ{&D}~h+PWzg!DKGYfI?{)q z2>O(9#rgm}ghIJ{Nb+p+EP2T7buw#+>GH$=xc}(81LZzOyqMtGoBa2X`xJq$@;qsq zd7`dM#6t0~C|CHslGJ~OB>nPe!fio&yecR^6bSZ8Dc{Xvb;4`db5sWO6q|(p!DOX} z=M!&AzANe~ZGph{pl`rl`iBDDrr(+h)<|;_FDedo$KGdjjm|JW&>7&l>LbB=3s~zM zrL?CC<{fkiTZ?^tIl-EXHh0@13k3Fpx%_K!w89NGf_eSEL}SG}OtezGV+8t0dn}fG zU$`GuD1KeJ8%Q=%{*V#a7}^uNOP_aB+G7NBE$g!NVq2xVMBFSGOJ54|DG+T$JK<*p z)-9JOu8^c(v6JtM=E~pC^o$|KnA2UT>uUve8=E~Sm1&Uf&p1MNfO-BwK^qn-4*iEN zFu$Rz*eKvxglEVXMKi_4{sDdYgm_ypj)1x|Ca|-+%m17dhj<0@FBJ4Mb6`^K3G$Ue5I$n z*)c1B(h-imZZ15Rc{~&;f1q7&7EcL}gN)(>W&2EVyf)z;SE-DQH^#w+1oJqQiVsB( zg+m{OUni)~E8UN;~0Q>b_3jbAMj1ShJ3*@&*U^_381lsKl z(NXa_3&ve`yvdJyVCP5=*n1c)9u`l_k8z0J7}^NF6pZ=i0((gO_Yx~5DSLB4`AT#T zY|jk&J1+5w_ltN-;q0|gZgieudEzdCjzOvXanqKpi#Y%Cix?(1V-`LBUC>_Ci8bj70)75QbW#{|17m`9 z8uz&+agQW6p{1}+9HQ%21Y?If|CB(#pVamHqEOe|yHM>=Mec?I9YCKZifMxMl)>fr zOEvBB2=-^55ZGnf^-A$C@vC5ru?|9~(UZ>vB!+@0MxstS%q0Qhb zaeaci=0d%n5Kkv4EA?5IpiO|bucA8CP4JWJW?NkYy0ewyF&;N2RMf29nTjroat0&7G# zPh2Z#qsn7ysoa2$!aoy?mujl3vCh_#U!BB`lAzmV86wG;WSzV+fu8=9U_8LjJu1!3v|X1!ZO3!1y>)?&rkoVw}Jx(Vj;s44d6j z*ZT^_L!t5-C`ns=DZUchD=%yc&}X)f_2ln*?5r@axhWSgrvW;}S`6q*pj~OxCd#8w zY2Q;k*iU}k-&~;UyG7;ltd)C%_+8v39u|))Z7s?9g1-1ztPw4gcW2RET&Xy`-)JI# zKnK9(dPvvS^<}y?mCH(b_e@~p7bzZd!OMa^z($^~>*vJ>g8rrrumh}hm=kDw+7LHo zM<3`|)qmGB@n)Tt+g0?7^-_^BiTzZR>^xz;v7lFKG5HWK6@wekt9@Zho9v(jFEi7 z*l#N6*L`xp2D6@H{GfxMh=#?(NZv8nAfmv+bdp13=?e?wo&=s zD1Yn>wzsn0ksb=fwn|SLbd#}PUw+uMxw za+M46MhECu>%rcNL*LTpp9^%3Ik|z#{EGbH0QvtzSl_`oZ{R zOt2Q+T4A(1bMMZ&CNAp|+7$gnw3vDhIB&&`!%x#>sIe^Fh4C+d_U)SOywy)amoenN^Vgc!hn8Z+yUu`3yhTu zb^ntkxes&gak@qiM(LXNK0+`*wiP^svsZPB{206DU0qWb^b*j;qs8%w!IC_SvFCG- z^2J7?Pe5H6BPWVG?_6z@}r**)pbS`3HqP%0{!uhaG&Jr@Ib{MnHVq08W!E@ zsB84@LtTF_&;e|N;hzCIOjsZ2--870SR`04V>|W`kBEnqhx?eerObvgMxPtoNyRm@?B}E;nPWi^5oYP#*5tRpBFur~A?F*d^K? zuuJz5I94b)jG!(nt7ly{)bpgXo{vvL0L58_Kv*)KJ{og1HX;JW>o2 ze-o62{mIKye9A#O;$xGxQ#kj0RGUQm?Yw~luUZ896 zT+4XjzCc>;Py3PvP8DZ~iNa|w()H!yib~jSP|qo%RArPl2HSyC+VPL}y^Et^u1}o;XI6T*u>#tnxHROb5albfwMB$$1#GoBoF%1U~kYb+Lb(kKDbUepTl%b zUXDk*-yqO4@VzdR-}U0Sy18wwz#?yj31sY_EjF(x;BDwgN-{| zFqUw;{~lF5`osN0+tAiW3HKH980885i7%MJgIY*#Z*gMunq!}nT?abI|rfY0FddfV8&Y^FNee|tFoG&gB^!XgI zvp`4C37&_6d6PZPFO>c}@w1>T*h0#|eX*mog>{~JjkX83EA^ruP84Sg%6^Mry+@eo zt80hbkGKyCw-FM(XRdNTIqn4cm5MtBYY%MO$+|{wuM-8jpVttFD(rVrRsQJS8G^j2 z3;CTc$Y)Uk9jM&42g%>I0ez#t7@w34y#w0sbGgwM+Khd+F9db~edfOO2P_c(5alW( zSeK{+{p#`9S#hWn&ZT*ltYoAHXhr9MX}YAMC{hfzCZ3sGG+f<>CIc-R*)o4%`NeCF)1NLPtTn(59~Q zC|%RXv@LeyHbI&0689yRNSYUPO&eK%*++a;b;FLZE~F384aNrRTzFFMEV`ymo)tUG zZ>Vtl&_>t`bOPH>eBT2b#QZ)`er}6Kx~9zBucsts=e}R*!a#D^$!To25 zMk*)m#XT64?#GiAhJ7JV^pEuBeO-ShD(fqHf$scMT&Fx4m$adu`KViWL3L$(=)SG#VdVei`OR#1{2V5VoC1>d#HRS(yK{%iv+-F|G^`zf^ zQQnk={-6)Ie`{S|B^C;7D0=sdcuQ1nL;7X5An&^bZ9GBH{w+jD;ro{B8ePF2*(Oo% z#}eF!{Lx#FO~w%YPaB|D=&A369pu{WMOi5ueS#gP?c5LV$vskT$_tbUyLLySay!rl z23<5y=(@6P^w=aX^06d;+>LZk%He)=U*4p!=LPj5jJk0@`X0C+{SVHQc15>oS4*cM z9%aLZ)t4M7Tux18(Kqyk>%Oeg^+a7y7w#|C zOx&Y^{Adft1ml2k(vuJA-ENf6{*LRk*j!(`y!er?|7QMk*Uns9+J8%Bl|5T!(_6k! zFWi=e>sx2TE&nXvj-#7p<6Ay4v`yA+IpfL5-!iY|i>RjL$Z-IncUMS9EpB@MFSo0A(_G|h%vE|?qbY5CUoyJf>IKRz+aZ&`HNp4o6q z->2s7J7)bY%O{50GXLYKm+SFA?o{sF_OAIw)X#FptIf0bu^c|DR@QB~?6l}VOSj94 z$c2|-?w+P`-+a6%G`K0w@vj)vgfODAIn}BM}JuM zxMuh4eJx8b`#D3NmL>Dv$hs}(|2^(+Is2H%-?HeJhS~fqXWmjb>$bdoV)VD=x=B%Q z%NKS?<0VPAkIT35tk54zx3}e-cA*!R)P=u)^ojnl3}3xFNqUoiZ{%xv-viMumSgL- z$kxNs{aW(E_ZjlC9I!6NlVy{;ch07>>@h3cmM(|on)kNK#<$*=ycF$`>vp{3KaYA@ z=H*Y!kXOk=p{JJizx}SbzopCN`)^Lpy({|N()Q@~JsM@pYneCV^-MMo%bX0Y2R(00 zdYR<9eM2uTYy2ML&@v~Ryx|vC&ED7To*TaI?kHEab9Twbv)lc0z%S8mmWw~mzT(TX zbo=g566HAjk&t$;`+MkvrR}@r?N^7Lwj4BmuWUIyFXXz*hD3QSm(~dVn?57-($adj zwjjp2Wl@XJJIm?!M)@p#UzczC+9uiZShgDw_p!`v&#t|q9WC>whTGEPcl{^ZX7jZi z{Au*7Wp2Kz_brQZ^#3~MyX^fPWqAD9)IQgewK}Ixk*|%ruC_vEsy0}eWE;;1vNvTEc2)B zkd0p<(>z~uQd%!0>G>+J`1)$Ca+GYA( zJ7vpZyFTly@OQk$|B3eSdd2ZQ{@j1A*R0gzpbZ^-@RwpK}+k8)31FZ#+RknS#$4<@>=G3TqZev zkC^u@iI<$JWpEl>Vf6e-#$F?t)_J6B9`rop{)SB6RE$81H`r>)8+VxQ$&wCE{yzcqc z;kowN<+7afQ`m9KyB`RBwJh5v+WniIBc9!5=lqr-56iqup3Az6XT^AVuv7Gl%jbE? zGB@6ayJLKMz3TjI=PliClUhf=T6RA@+-@hk-S3tKM?`%*Kl?f0fLbwcdS0}<_RNTH z>F2!BXN13H>G3tP{botqRQ~h0vt3@ZDD0SJwMW9PTRxVFdDQE9yW4h;`NQ(Ds-ZvI z4G8_7drY*0rTss+FUFIl^}Fcv&`-;fBVWo;Zp)(gVjbONP?Rs%z2d#N-v?=4v9y2f z-=dw|FJo_vb%CFUEWO_FIClJgwPN0|bb3p#m;L zQ54U0mKD#nTm6^~&r5RFexcWvbH0l8i05n1r{0h8{Av5>_$%J3o7ES~(Idm|Se90a zb%*7WJwhKWy*{4%Ti653hUab-dbs}cDEDn|hWs?@nP+#ZPm{k!zLxi`41KbE?UShQ z_*CzCL*jmRzx92L8_zS=qnG!NcrQ1J@LYGv-C;j0-9N?qML8|Y*2H{h>2{+!wv5vE}zn>E_--dm(oZT_T z+njr&{VeUjVP&j4Ea&!)=Mc-h+&}kUlJ!oAac5bw@7CFVw_MUZ^0&+@ekk-H$z{`` zpYNU!?Plrzv}{ow5S}vUXmux!A0sjfRWm$Mol;84zx}pD; z%bTyume+FOb-!fYmYu4l=dUDP&pu~GzNO#C{c_zSN5(v3ncK|X4=8CH^KR{5qFhs3 zM80;reU^U`_puy&Mp|bk>3tnPKexXr^knqKVgGMEV^g=|*?;Ejus@cb|0?F)RDlgo zhW^xCSufk}u9w{oAOG_9*>KCjb0VGlv#82{vh8f?`OM?b>j2B?&12m7`K$Di7*CeD z;k{Z$J6d|5tn|rf5APS)?Rw;G74uT&wdL9JdEdCgogx-ZjQ+B;o?F(K68dggk$<{a zv7}D6edZ62cCou+TzwS%wIoT;OWn_m@$^)c$bal75zo^8Ue7MC9{OwP{lJSmMEm5r z{an@W`*TXvWd^H|>tqFml@%MJJZ<#_w1 z=j_9Oj{1Awslq?)L;ZGNgj?Ev`?(;qI_&JC)nT_Ri^hb#u`C(*ezyND{rs}_U(xQ% zwu}4N4(Iw?ZyT1xI>6H7((5Tp`(M90=1EIG*IEyj9}@P$GH-ayZSYST0x?>$2r%ZYsS#_db*R#qDJGoUQ9*_1v=kp`kC+o{#yePv@wQ z-QNH9^ONg2Cokfyel_ORHRp!@+249x^5MU-{pRN=KNmQi!3!U{u8VqF77k0}CCSla<2lIE_P{c?A7`Bz?O^HW z8OvU6;(nG>eh7V*c{+6C+%IZ|fw!8Pe?RLBS{*y<>JY`vSe6&})YH=U0&%IvveKWhnII;A8lBM?z zDxR;>^YkzCL*M)!d)Y_P|9(ENm-d|<&-({nXE=Q2Q8Dhlf4OmH=&k*&$Hh})KCo=k zI>xi*HDxi+d0)crDW^sIdtcxCE%x{GP{C8NKWb_Fu>6L|*V6Mq@w3rxcF+7J_7g2_ z_xzsutes+fS=vAU)p-AC*>{(?pQYcQPW(37xAo%aPusCv|JfhJ__EA@D#op)+t2Hx zHAh7|T5h-@+RM`WBi73bnf4{$JUYge<&-(mE|#{}-tYB(x%b`u+`O(@JWoz6jeP*i z{AFP$9p84@>n*Q~ydJiEXGQF@ST^Y#&!3j_2UX3EtC=svII+9p{g|H*Q-vpwhyC_h(9gXNx4+|+t@tX+nPhRAuUotr`f0cAnq~eS(T@3Nho1X6!1mbwUZ;5e ztkAEN{<3i~Zr-dJdgFDG{k)kT~9^?NAB zk>$h|k)LISy-DwtR^J}>*U#maj<@m7&F@#}p^yZs)^cF60Af`h)v=0E4zD%tXJ?@j)^59)oWG(McJ ze6LvVRh)N9?m11OT$ZgjM!UBk6?VN-dLL@H!|gwFyBNn6GTATNvGK1*K9*kp<<9S$ z)J2X?XU90MIV|=s>~_4e(>~7l8d=&ip1=H_aQNtWZZ01a`&2$B;&=}CdmKLpIKH2c zy-x5v=lAnnH$?yWJ&N58Uyk~EK6g6Li|zIfJ7l?Rb<8JT|JLjl;bqq+{Yd+s4tM<0 z7O8!5;`=5cDd{Ds&zobzFfU%UOB=k-OVVd!VxjUQzD z#ruMl`-p45H?}M}Z&@~e=@HRSb~hdu^O&XI7f#tJ#;@f!RbrfZed7Me3<3yu+^-Am4!hTy$t{wNky+L}uNYc;8 zmYzR+KJV5h(e7Ta+wFaS$MZVgcG%%|&wf3g7aPtD`{w6HyS;Aoyzl-mI{Bw;|5$pT z)#qre2Y$ZrezE6&#~+ZMs|p{B@zLg?kUodub4GSMzTaz=zZB~+%aZ)`Jes8I=lRzA zF7~&6dEDeRyf#~}g7V+9(r)idEI%m5;l%vdck_Ec=i_va=jR-c-`sKP@i(_Y=&R)m zqr+|K{m9z;$9!rz;DuPPuU-=RKQ+xSelMIGe*Br6&Og3ii!=^yZyD>)T({3(Exsq( z+t0Tv#>R6{vstk&u(ZGT`|?)I&bFt|BY0oI(&w}C(x0C*?5>bLSCc$^zQoe|3_a5P zVCnt87e0z{K^B*ESH`f^QQMbd_LFvp?=~FW<>sL85^xEk?j{Kh1((g%pZpqJ~^>*8IzMuJ8 z*ms{NwA<-?zQpG%{2tu<4|9uRzs&g#Y83ffdOhrYSG&EQsrzc^*~p*bImhmHjbq(t z+4iQ;Yp-YRUV3@zmsK%e3{TSj_3n=62A{w8`#|?Y_dUa|^nD=qFD(6Db@Ki3{N#O& z{KH~B?{%2nULQ?K`!SYnYev47rDRrt`6u z13!!Vuj?Cn@AH`-Ob`9Bbi3KEPo5tAW9j`ZORw|2UeDVt=7Gk?haTFU`Dk@^yju3E z8|!UL#&YGq^4YN-n|6B4+je^%?=U0At@qb_F2??)rBP4s-`VZ+&vI`CuTgYzw5#2I zf48V=^oQRU`n{F?y`NrwYpfS6y?>B@Sv>c&-zDsnWv{P8Pb|xxi}j~v-h$^c*|tb> zL+@xmOTW+P@I~w^S^7Mn-v`dVHtOZ`t#n#6k8($7ggzhL*QR?!}oJ_lPggl zhuwZZ?{w=*LN9!OyEn{^b(7C^Szqn%=i>#PBc7$tiI+`|ey!F&+P&|}koNcb#&*W@ zkY(!zu}`q!o{)CCzgzzv<9=lNuFLPE?RL1=`IdP(f6Ld0URyq~ZH&KJyN2|0zWqB~ z8+OBT&84wkvh?$(_romP-5lfSn+IZ@VEg{&)VPoRS3eu})_URaj=RLTm_H%z=lQ?G z!C_Z@j>`A3|FiWYo%8j+lAja359$3ZKaV+`*Ksb7@4Mokq4(WCkN#g+E7q@eJKX+$ z-!=5Ru*a5uPj$`yv5vL$Imn#us@UJHc1Y+~zqjjV?WJYAjbRV{ee2rKV?5j6`^nyS zbhyjw`}w?B(PMG0wCuw;7izcnCB5Evy74_@ezhzgn)Y{+^m$pITkJI@o&zjxw`$If zbnSXaxW8Ak|GMq+vi0`!q1SKrFKHC#SuJPo6MACVb40A8{XX1opZB)(d2QFP{Elc3 z+slgiKSgl+M}!*bff(5t0~hP_&p?BECgiFw`c?Or=L^w{y7&hPh}&hI&M_jUZ->*qM< z>-nq0m!Zd&eowJzMA-W;F9|vK+)dpM_xjNKW9fD5ibXMhTQ=?yZp*TVW8c_v;>Ypa zX4&VSuw!0dmK^bH1{LtUGz^I& z-BkAbHteQl-9w{YiXKkuhxFaK{r&#m;a*oh`&^6*OTV}FdfD&mdVU@AtEJD8)lTOn zJ)d-cI_$Og!+p-o@!Gu`W z?+*8K+rVn!?{K&80e$ugJF_a*3D)n4$?foUw?z9}E^Zw0{r%Es<72!mX&Li{&oSlt z`@OyQ6Z|~n{QUmCZu-u7{*usJOZ)r1u;sLcf63Ov=dLF1P-7GK_)hUYz|!`_@ishN zCmY{#_)oFkTzr4bdpO>xq}MmL8;)1BBHrs*PG1$zzx`T<%yoNy z@%MpG{SbO%*{*hsJIk8OV?0={ek<&mrQavLlOK9u_xvg`UM;y&|+^pBFmY%nKuE28XsF)utOOA^2So-{#*Dv0G_P&JAx%nKn-4lO~aaeX?j5qI# zc->}ypA((-V6>0jUT;|XyDOg$^8V1>FNL1_{IS0`@Oc`a193c`|Fs>h*D}&uww@7o z*K+)*=vPah`|ek}c2++vZRh=d+UF?Bmq$GN`+3}U-Rbj&e;j(7zUM8w;JvK7TE`e~ zmU(+VoAs}F@1Ek7{PUTtzxSi;UXi{_v~2TI=#hV)!*0K~FRSx$HXlo`XFNX?^@#5r zEIWM~^QNW0^Yb~-iv8U5J&2!A{k-b%Wlh7LxxF%rW4+aBTGKu-KFZJO74i0q=MT>_o`1@dzrXA1 zeqlOCm%j5V-WYECdmTM-&)C1U^tt|Kmq&jdkiOfnJAXqw=UCR=HRcEJtK02!zHh!7 zcBjeWuxmd)82Q@Y@f_}bNWZtUee`z(9xr}x?0L`Yj^+1<-Lmv|W9@&6axAVFcF6lK zUN1V_`FLLSJUXx>#;f!7dk_2f?H}#Xu5;Rt`YELSm(2}5oAz7iqrWHgKCR!&I=$mL zozES4{_9m5dbIBNux}3cIZ69FzSl7=_KNw#a=>TNFP1*PbNgG-j!)H#b=10V!|nH^ zlU7AO4!1r#U9Ve0Pu^S<(r)joS(ZN*&qe-z&hFu@W4`qH9ZUOr9^K`RD8J{cq0fi= zsC0h8(%(ZkeDGzPrt|)`*NZ-33BuPfy?BS~g7m?frkd`yLbfNR}UWi}vt& zT}%7>JN^y-igD?4J$8Ft?EOExy3hp|U#5NYNpU{b^NHg*-0>am{JdVuOX+h*)qd-{Dz!JV-mY5%f4<2{nUqj9*O_x(KRb#|NKp_l%y)9!T>w7;B?9w#$gDk7e3%8}?FH7fW{auB>o6S9^=Kk?_6dpI7I>-8b zc-N3Vr?cRvv<^+@4SWv3?@xX1*!#3kjE(x0CwuO4IiB~;yr1WF{i4>fKjn3%%WZpQ zeJQIG`#F|gSLJ>7MJB7empqr1e$McE&Fd!Xx7T46-?yfK-2H!#Gmk@$KaWR$r#W*) zw3DUZdo1l5dR?|G){8!W^ue>SzV&w|{(fNEq^jBVtIsnoUK;VLyczoCeC+mlIj8eE zpWOXV-_PrN+ugBC!ru8i61(&M`DnHsEq&f0|Fam!mhQ(NJ4N}tKkMfse~mp09x7HpNdgbx+;60Jv-`)6}xyMuPdse6S zzEq#Bqa5BZvfKMb%ioFl!Lmy2nD;FUUi~iHu0CI6_hmoEK1IaKUgdO*Lo#Nznyz*{g-+Vs8zdz>lp$_-=dR?bQIj*@m>g(Uj$o2R0sLy5j zJ+j?C7w7XfYhH@|21~!kDt;*Hzou%eFLT{_7eAbBH``sifBYf(-O_g3(!am>F)t*uZniE+vn;1J&(h$e>?hP&EnMWN%~x<_iOwf%Wn5y(S&&3t!Nkj{#QCb zY5)I;mjZ0hd~VY5eeSH{9E0s(icoS_oU`#hilzPgy%FQ4!!==Nrk)w&C)dB=v9P8le}+kx4)D3bGM&YoUUkX?4zxGC+_ckYD<4FJM)hC-3+fIZLj_N zluqyboX+o8{JiYvQLobqc8&M5t8a*P_=YL*{A_9e57vcU^7qs}&+Bt44)=E~&e!pL z?x$pZ%>P}d#QJDJgBZ{Dx7+VkTFi_08aGA9nbrGo=<&_(9-s+-RH57 zW9jd>E&V-}_1eGd;B)Y$!(txtxUu_xzE|HT-jn%US$@?xN8t6Z*DYRW_`dFE_n+;Q zzt^+d@AG{=#^IiS+pLIwwOrS6>+HOlS03Zf(*AzV8~90tPr7td>E~XbWA=WX(>dJF z&5q}DE8g$REUBI?htC^&{8?s>kLN14tA9ts>%xBZ>txeAp2wBX2l#!C_x~K<^NQ3PiWU%emZ_oNQ@@9X$G37^|^JilLC)IaunEFXI=^w+; zge3j@FAn$j?`zt}{>_HhVqE6>dtFn~E#{@;r*10kU$b4!Y^S?gdHGBWCqpJ&|d_LdbsaniW75m2N``BCiM0tHK+24VB zU(@Nm-|76F&gZ>+?#TDa-znDd9#8If_jkQLVx0eWZ%DhB_NpD@YWi-Mh_{!LDa{Yd{Vu=lrpzGv`fG0*sYr1Nt+&p*~{>;2T_ zp{GBti~h4LelGm|{?_hh)5A{ne;-{k?DOdC~D~7uQsa@#*hC?Dp^F9JL_y+utGi zypG?yI^25ab*-h}19{vH$O}8=-*dLR(~i*}mi~QYuODUPhSPdQ(Y3+HP)v*C(b*?L&|`wmNg*XHvM-UswKJ-e5Wi}~B@Z%ePM9q#7@ ze~0RG%-%=!xxE&jhu!r2Y3Y5-f@i~iJD&G7{GO%%8;Xa4z@8})R?-~4D=ya_QkLM467h(6hbdJ@}I}P88 za@<-Y#?e_0)`a1>3_xnA+=jhd^Znod2EsXV>zgzR~pZIqJ9M9)EeV(${ z-$DrIC{-RbG~@Gaf%PUn3}|GvcB)}a^cZ;5`G`&hKA&jtEin)f-^zYzW7cur@3 z+Xvs*?~nYRX<2#LL7(IEIZylhy}#q!S;+S3KY^SvzGp z`=qe9KDT!0h_Iur>WBZ@+hRWU{?iu1 zPv+d(*>d>z@7+%J_rAB+RZmQh@oDMr3}>d_yR_^vDe7zK^`-ZXyzXqXGW5vO-czx(~o6o)Ycd~MS56J6Cub+H=!SA7c zAD6@X&wfvoyU+XDgRyVq=T@&1+&&A>`*()5hQF(_`^U>-zh!j#ZgzTdFE}sS*>1mA zwd{UUj7NW0=ykcz>(<=0PIjDFZyeul&yVe{iT4Mk=Y5?mpMU?`-+fVL{v6NePJHg& z>HNIx_woK+q)4rQ|1rI%@OuU8ozJ;hew=={Zt0z&w?5zN-!XEy&r^B-!|x?_Sr_Bo z=it2V9l0Rd+2MBEJ{H{-zn|oBo9lLeSg!6FdhFlJwR^^}m|y%owD&(3o)zuv?=IOZ9u`g7@QhK^*S=Gxvj^cm15`^`Y&v@0Xbt{p#PX^7r)i&s-4u9{zV! zD!!{(8~T%1bABeapY_G(b-Z5oxN!Mh?uv6C zRw&DK9>niyr`3x2!TWbU=VASKdHp?;@9Xb;oUMO%!RL$eI;Y=zOYPwJzOUQU^SsO9 z`N`$+KDyi0>D;dC-0m)j&$}!~-0x-WKmE8^clA9f z<}2^J`#YshuZ6$QRXN_oL!w_RWI7k?b?)>dWBuWMKfk~6c}a(RecHObR@P2gUN$i7 zsO6h2!)=+D-ZNP?tR3@QrX=p`^^M=d_ zewMC}-<$h6)bAhsoa%fW?&ny~hyBug>F09)9*E!5e)DG7FH6UFdiTHIyXAcz-}&ac z{d*C9-&X!v*a!a}g~NT$!0!e9{@d#_x4-R_&)3^s^pE(RW`7^L;_I5(ex8{hc5r#i zcz*MD3I3e`?*r$?Tk~+N1O59lKL76f_?(H~bNc;SufytQ@9Xq_@8f-H@3Z>3!S7G{ zERXiK^f{f}_V;%pPxX%YZMKbh+tT|c{$1=zwPRgmfB&AA{e4cNbY0|Q>GvI$J_qCT z)&9P==i8yLmZitXeB^NN^V#3$dgd>Tc$wOwTXu z^uDXtr9Y2l{so>2@ysjIxI_5*a7qr{w zNb^34{T<6r+sD4d$OR#ry&mQFzuT7^ZvAyUf3M&Auk~WSO}~?4x8EOm9=6->JN$mn z=Z}3J$L(b4-+l0Tglg^MJiDdOLwH_Uw||U(OaHqb4_+GU@`>BW^J{6hu$TUwD({1= znU>aHN&4TfuswBr=QDUh%-_zh zCd%n^)OP#3R6h^-do+JHJ$^xqKc8>&bCrL;*U!EFT~n`v{d;dt@BE$Kzc1tOW_z6- zcB#yS7?Z-~62I{R7{}>mTRq^^Dh5UiWw& zw7%L-uNxGVt8L$SZ&5IyR<`^Lj|@H8upqv- z_jx3r%kl4Bd4Jyi-mms~TjzUw^|UXuN961GKmDrJ&fd@a@jmb4---2pjeqaN>r9^; z@jgJW!=sG$hvYsL8R_jXNAkM)Uv zFW0}{<^6ic_c=tz_rCBB4MIP?F0$L_LD#j4-%%_1@S_Y}?tMeM{hd$lzMJi=dv3pa?$9{~z=koKee@EEs zE&qPGe|OEl$K~I*aysANzo+K&raqsVd#=s*_4~}v_Kx+<>6gZQ?tkytzbEB=a)h5@5|WW*B#a~-(itQn8A(Q`lR<~k8JUw1l93RSkuaPv zDydFtBpFFYl0h<(B+2hy&wIW0clUf|Ptzag^Zov=y|3$iy`Oun_59iES%2+LGkzx>{XXNz%3C!qz|R61|3StJ z<@c!ld~1UACiZn{ag)Ns@z~+f7v}fYdtn}jb>ZxD!}n`gAI?51?E6W&p6yf~n)cBD zW}P(tc=$8nr-t31^H{fxe-ra^`}ptRGS1?<_@l*pe$HDoQ|%t>(Gv&&#m|CN0@im=OF2s?DvRF zd0JASb{XdUA^%W4O*=*7`yxw!(tViE#~-cEJUu_@qkczz-yrr&80yz^jcB5B$91TuT!(tjd@%Eq z*y*s(VGp7FgzE$4m2yZwjGqU3Dt^PPBgMXs9}V-t_zR;S5|94EK3y>TiLf69%=m}; z&VJrmZ>e2qdZ)@M>jbbf5>7hoLfDJQf9w*Q{P%Mwe&qWB@27;mz&g(g|2=Nfh0723 zsXAJE67yx~W!M=q-cdY$?Cg^^>HJ8br?I{PdmjGjtc&M-uFJdz`Y+|1>rLyY{+51+ z=c51MxmY*AJTZC*b_w?DUwV(q_v!&EpRA`QJ$`c;?WB+Pc-8Me=+`aaS25;y*$1cp zA^Rr#MsR(uLptt*9gguN=Tn}@7w*5hO8o}RegKTun5V>UNq(W9A{YN8dnfBiS&v!e z{TkWtfpn~2z^|5l9kAOle&jjOtLU#&{Jxod&z*5O<9_@&`3^kagJqvh{58Y--=mjI z$<+IUxi9;muud{;-^TudJ%s1L-vqzs-rk=K&b~?WJFp){MZe3Q*GB6_qy9qvy9oG` zkRCleI==VcRmRT6{1A2z>`;v7h+ln{#$#zGYdp;N9r(T&{%7HI*t6R&Y82F0><;Xs zO#4{1m+Ww?OJe^)_6uzLuEsrFr+AFUZR}5m{{i1)A|8JX{2I6q_CoRj`z}1;CG}J2 z4`Dg$3H9?S>C&GH|0Nz&SK*B73-(qx`%e(hev6zx%Fh>&zWe~yclNd5`q(QtpXb2u zo%8Sy!Y`Eh$R&P#4f{)`j@yULF@ef!0FV#eLrQ)u7t zJ50*fdxh}_ZTh0xLDI1k5Vn03ndBc7^UArj%*_VRx3wk3mdK>dIlmpHqp7+E1 z$UI;9#(o9#ql8!V-%>wAj?Qmx(6|{pJoPl&hqIq-#Ywsj{|A2%WcEG4pO|$)=$V|) z{n;l3PCr}UC1IWz8U2iTOY}mRc=j=4zwJm1`OCq4H;VOcwC7{$tDnHWjNIZG)j#yH zd2=NXtrQaMd6AY9SQ@AvBYjhl46Hy#$_|ARhEJbDm%CX5|>%^2xd$YH$- zJ2mx*`a?Nko`CkL|ByOCdx`%a^AHu!YyZXQKDFfYlYT#6|NVBphsbsC-{E}jN50_y z!u`1)<$!do&qS|EU8nH{-)~`Fl>PZgkKbBVAEn2ijrAdfb3NwGk6WYn0<#Y;c0kfM z`%(Qthxer)vHp&Bi1e(hPhY%c{&GIy*vqktp(oN#(T+jOWtDo!8NP1C^InrN?Q#IaW{$Su;lCgJiKK&K@yK_Cpi(HreE4V)E>gv={ zePe!vbqd^{=jHnx%xf_(#(kKd;d!aQJ+9Y$CU$Vj1N&I`aX7i68!y-VgQ({97CN?=3`Llb(jYhRiw(&SyPH zQL6e|<|nxh^C-mAKKJdV=VbmG8G9CXAmaJIj8lk@es?KF^P#0PyAAzkD*yOSFEab9v0jLA2;~#I zIQ=em8T#J=`O@pSF8Aa8@EnU5%RU3Me{F{|q-SmVUhfOey-DL_{L1;R9P`e}YUp>}@dLKfn&ndLP2E2QV+fyawU;owB|N zdqC8W$mav=F!47pO3}Oy{tDQO38z0}e9wItUu1Swzrwm2_7fmHl6#-pSHDgm^6C6Q zW*-dV38y{AkG#zZDt9pRS;cKt4q?7?g+D-eyoLTx{a_#Bq6QjY;lGEB-D8s9$NbfM z)!!~XQsoc7x3Ek)-Yf0=)U|5YI-V!J8=iWR?-zW0v-?$kVeAt1UR6HB?fZLu!S5@` zd@&r3$KJGLh3-E&N9|--#(xj{Ap5LEZvRd1&2#QU(i8Yj5`M<`+0!l!IYIeFK4Pz@ zy$;8tKTds6`7-SZn8swKQfs0ygk}zeG>XV z`JFmr*Pz{GzLj;&?30Jxfp}#6z?hH6Ka1;ON8`I|%!7vYKJ=FGd*yvI@5Xwsyk1ud2iCdfy{2Ryga93CGWic-rv|E!18z zjz-3g!oI20ckCzZx4Lqo%Jr;Q{dn8INA@XV{+oEx^S)_cxc=rvTiW}OI~}fiv*tDZ zPwESP%j`?Q{4Dc(_#3kBoN)9F^a||l!MF<<{Tn}b-V6K9Vz0;U(D@hTe`*)MzSQsku=qede>fh$1Lg~` z^OL^mVajK?{FZt_Jxm%5uCF!uUg%cT{^B^@H~QzKjDI-;j>)e`mT?6A9pQ{0V8%7nYsOFLk=SX_WBBeZ>zNpzVejL5%)6jRvpzAy`}^~L z@k5~fz|UgCG_`BQ(>{^^?axs8!hVm8KMMX~_~o$wEbSQg;eXKHVz1)=4EFnH!#qF! z>pUm=8hRJ`jvh|G$$h8?)Cd#Bt`AF1z*_mJs72VA7_7L1=Tb`Rvyb5xEA zM^0NH`)}C+TQYhd>tixr)OWrsUK1m;uMzv(Fu&B!`(NO9#`o*+TaLV|_L+H2zK_Is zh4~TIDe@hgvd$XcM)x)G^YQE}!9Jw)3p@|&2PR*v@i6lw*bABO<+<4>m2m_1VHi6v zcD|A+YX8IbH|8t3FZ~_;AZ^d`0-&j(v{*3i{8QLGFBp9kNC;J=fGy`IwiV0-U3hJM8SZaAKHa^MZ}>xHMks`A19gY5gkIFk76QrU%r`E}R6a8g#rT}@IM+v?MP8C=5UW2y`Jd5vlErQ{)m5f;Zpg-(*D4N zzuH#i8^%62{WFc>AiH2yZ-F^@sX|UP3tjB!x<9SkP&lJXv!#I|4+vZ{Nmw_j4^!tO}EXJRW@n%aOPQN;Qxb$Au zZ?Mla{)Bu_1%DpwW$g39c#?5%^S71H^gl~WB-8#fuf#kQ_ro4ZdfKNIb-iBh*Rhb_ zY2T}!!|3_*{r9Y4*5y&2S%+8np5~$8<`1YG@Vz(W;!SGzVb*zGyGHr`^l9R@kE`4w z6QA+A)`7q)<|sW(y9P)6x>$I63+buY%h(q(zg+d3?_=deR3F*L1-W8~x2Jgj1nh6v z_prZVpQD}NzSxf93au~gj{)_p3@#uRahmTO@R986=*O&=#Gb;sGW@dHj{!dz{95pb zX?wTo5A%ooKjwdUPV^}L-`E#aZ?SuY?P2^+#&0|~{Wk3*^_l-qeJB5;{uh3|RK^AB zCsH%CE*vHtePhgN(o10UAo{~c&e8Mp9LU78U(6#}s<-qj?6b%^BI4 z%{~Xnya(pf$>01ey=TrJa+>rc_`&D&zOd^dM=mdwoz64!X#3ot{uy54zbC+YDxRBg z{2W+si~Wc8i}5Gz9pPiYIV`CE9Y?AC!oFGZjpU8RV&<_(Pdd(<^^@v5^H#|Czo0kF zYOZ>~K7xGjm3^a_mn=VNOZx-!12Faw+C8qz_>^%k>q=<%Xg?#NU-Ck=vwRPkaVg{8 zf^(#Hp(fYJb zegUjg%xnEoP`=pz0Y5Clv3p|oKwm>&$?(_1uZQ)y=mW^;PxRxg_ryPi{vJJz^BF%9 zPybB4=Kt}%&&b*8x8d9d%75&H$h_y2!)4!shjmqd12?}){cYv*s_$W${+xOMH+fq9 z8TMD~D)`AUFH3($dhW}(oOX12H?<#w$8E{j`#W5r_5=Nu^jwE_nD;^clCPCFE8p;w zV*McNRERHFu6o?#KVtl#k-xo7*MV1MtDS=x7dA~&`vq4H)OpOSG43Fo`-iG!1ba(f znzs{Xi^JjA)3Bd0KNU&VI5;}~^)l@l>k#mV9OU=egvXt${ygtxz3-JBB{Sav6V5*J ztP?8xQ2t1HtM&aR82<$7Bk7oDrypm2g7%H^I{h-~%W`FB#oh|z4}{;*wcbw%4##6R zdF}!IPq_R5$=EsAj}$u$e)I)vw@kO@M#=a|a~;A-&-K=OzjzpXZ_10i1pO4ux{!4P zRL+pu7ma?Cc=idQJ!2n|XnFJd(NIp9*Nm1QKQBtTO8rvpEd4j_Dc9$^tV3g+B>f2E z82ot{U!%8?j&^I>J*xlAKOkpbruL8TQL%0geaVdE z6HdNO^Y*xQlhuxeW!f{^Ro2y&&Qw0*kAhzw{&VQtd=HBEfZmH9&UM4}jP$H48N9pN z6&Ssj`F#8ZGP~E;{K+2TqHzraIq&;M0W*Fp_VJ8Qh)17q?7z##y3l2F)!)qjTzWNj zhGz2=&brx7J*6l1^WP0ycA4rm?}ho{>CY;^H&=?;XM%AK^U7QgJ00gSUgkL%x1bO4 zy!3mt(>xdL3+)N-pZ(JYr%Rt@Jdb^aaMp2FRA}8ie&g7+2*>_~U9B`l>G@7i*gp|F zLDcT!)6dwT`h-8+wRfwY^=>659+~!x=Pf-~{*tsm$ORutUxinmtNs^eyfXN8*^}T| zO;x{O(&0zXewSta{g^x!S?x7Gh-LBNs}~Vf@7U+hxBgUt!K?zhlOK z=ts1x`28_1ot3Nh5hlL%8@fL8*~tA5(mqq&{Qh+n%VqCCW;{(e?;Smh`8E7^*`F}q ze`f~$dYb><41Q2o?5XErJ_DKb=!NKY^vhg_>r>A0BPE>kxIXCy`S0d1-YuT2=OCQ> z(!bH~z??@u@V>&&#s8^jC;vV8jqlYS!jyOREn^&qzcKT(q{ALbI{F3dFv(Y`+%dm} zO!>>s)&0AjsPPJR!Xm$4aQ_oEe&M?;*o{bE@rB~U=P^Hn-3L1db_~Wv=reg=>3ie< zL&lCl1o{$oPaj_NjQqE-t7E?<{JAgG9{C#-PW@!Y z$!ZUftKL_AV?1)+_mUZx9QKZ$1A7ts%xpYb?ee!@Dju2Zao*@370>vG^z_@MFDC`< z6HGYiM-=IKV6H!@oBjv=I_+CnCLMYM`UEohztIdB;;l$HE z)4mgr-x}jzWcpqFfr;?6}eRtF^wP z$TNBY?IGvqP5CqwoZkowFpv)EDCUzvyMdN2}bz%+q1NL;oWEeD99{(?2dAqka-5 zyw1TI&y;xoR+w=7kMXn3J2#^C-OraXKSp?_-xq}R$n5t;e?dQpzXLMkf}>y7`(S(^V*PvY;9{DGd6 zcx2LL&C>l~>Sy20(l_8 zePr=Ro779?13w?e!HkP}&vPD8KSqDY`=(#RUW(nL`95lwc@D0}bvTcHka9%%q5N{6 zZc|lnus0)@rs%ntFXlT;gg3rS&jHi^u&*NR5aGz!Q&~}B`+v_vZ{Q5p0 zj*Q)f^U%BDzUQhRfd@V-J&1V~J-w(&5-*Y~C-r|+gcVXXh>wll}kMfI5|3)}=ogN`O4>J31EgGxm z=euz9i>#kyz2>)jC>@Mm8)bhT`aSwd$`jXRz2&fX)o#parTl>jr#)$xtn!psPh3!6 z<#4RuM`XO;_n39<%N7ylvMSbVL3BJ^&e&*HRivQPSyW{JIqzP0ayK^ z@iul<OYL#hI#E-M=5_R{XSmUfsl#kye@vf8~j_5Q>r4t zxUJV;)Gk&|663cM4ktb1nhB?>AAlL>phtHp({sXUA4-Oo9v~S`KS$#P?D(4ot3EPb zKqj8_#N#KqxWqK|c{UWoj$`zdF{m`TA$H8eGb$ys| zaHrqY53)`Nc|kYbZ`3$3^CsBE2`AmAHoDG;9^(HY`|p5HzD?zElb4yNB|N3I@;hs# zIAxZ~A^RXBN8^2Z{NQ2sXUqOw=QFR1+~ZEw6L{QaJr{OL9W|HEY`s(iuBSHrAx zXTRmt8yf}X8P1!legdBHi|)&KEi8{25_fkX}@av+fdi5y7eKq3bcIgrSKL=Gf!Adv%! z97yCqA_o#VkjQ~V4kU6QkpqbwNaR2w2NF4u$bm!-Byu2;1Bo0+5_fkX}@ zav+fdi5y7eKq3bcIgrSKL=Gf!Adv%!97yCqA_o#VkjQ~V4kU6QkpqbwNaR2w2NF4u z$bm!-Byu2;1Bo0+5_fkX}@av+fdi5y7eKq3bcIgrSKL=Gf!Adv%!97yCq zA_o#VkjQ~V4kU6QkpqbwNaR2w2NF4u$bm!-Byu2;1Bo0+5_fkX}@av+fd zi5y7eKq3dWBL}kV9ES@$x*I!O=+VR2;UbTo#ts*I^fGq%i^nC#4wriLHg>qoqmQw} zUp=yo9WM8{!r0+TkG{qZS9$a^cDUN3zp=wLF}T)_9j>be11!wpdXIs|4mWt@7=s(_ z*kO>zO~wv`J#IF37~*k@G03%Jhg&^{8aw>WW0IJn=!9ma(4fXU!N zJ9c=;W2`ZF*p3|@@p#l2jI(2h$2`UxJ3Jmjk;x8EgfPKmhbLn&(T>4WcI@!9$1}zb zlR|jbWQXTMc-~}($sR8l$6|`f4ljBX8#}z@G1b`N7UwEuAcK9*|EA80fE00yi4qtmz8asUB@vU)f@tvgw ztL@m~dyh57Tf+~QCKgpDJN)Re*4W{v5Z0OO@N)?3O?LRjV}o&R@T;YB*y!<_vBRbq z{BFk%o3|5x*m(|-UH%VtvEwl6SQw~l$Dp1aJM8MQn{h05H`yV{qrNd{V8;#(t3k4b zfkt-h(AZ-S<5;Aa9E&|ot_e*n-eE6~rpB?@+hm7*JoYuN4$UmwVZR!%zr{Hm;L+UJ z;lLQQuw#dV;vm(+9S-(5#JD;fYT-4ZrNuk6@;J=6CLC_@4rw7AVR9I)EzIG_5ZajR zaFoZ<#tz4Lq#HXN>v5d1!|@(%jll_a?9k5RL}Sq2jvY=4;bfB?PVwkq>~N|_M`MT6 zszHW@Ih-DYPIer|85ZWyIRM;>Eeu?2$6@rcFo(Z*Tw+`uF17HQ(A(l`!etg8 zi#{eh{M94dI36yyIEO2?f-5cFp>GVXvSZNCjvcP{=x^+BO$@HJ<1ntXFoyv(;ChSO zRt&Ur9B!xvITq${V>K9LVGcKW3^sPS*<*-tEN(HmCgfUtO}N$KV=>fZhrf9YGj{lU z2*XX@8g8>RTSK0uakxDW?yzuhryVlR)e z-mq|oe|t~nxOpjT{4)1!*Hm(luS$IvDWAR|F z9Xrg6ga25#!+ekTjl)=AVGavpP-e&A13Rt_7FoL5;zLX8uy`loBfCyKEU~ySKDIE2 z@)&$#$6%=)$Kq3ycNEL)8V;YuV7VPTe7=)VVb^i^q6Vz6xZ2=LOXsjMgs)8AQLM6S zID8$0N;`J=rWW|t(!|4e78i@vCT|VjTN<#&j=>Lh>`)a4KU#P!)|&jkfuHQYVXU(- zho3#x8$0~svBB8k*J`lQ!oY8KTpMh%bPm7o05;pX4u6CYsbe+^k6nx%>cpU~9oK|< z7GE89weVQ%X0pTX9!bUy^=p9!mIgGmg^jQuRkVgFj<081B(<|aEF7=spe3=Xp6nviPou{hY|+TsvP z3l6p8Fj`ueLo1KNjKSe{4AShlCLCe$ptT*x;z*NggEp2f9*(j&hoe1?F?L9=0moV# zIL?k^alFZ(tsPf~6D%CGvtx%7J=zSr(2jqry6jE#W{2i;Y^dm=we|GXL)2AJDeRtSCbvii9t6zb~yLHg!Ak^)!}># z2U&I;iwjH!-R-!xxX{wpgdP^}a8U?7O?J4r7U*SZ9RA{Qi7~j;jzMobt`3)3_|8Hf zyH+gzYVwXC+s=>0~LKT7+`U+ zxZdPg3^chW++gt_$BrFt^cZAZTij%6!x(H~4mWQDhFID#Zm}?j+^yhNi+31WOZ?5! zISdQo?Qksm&Ml>qb+S1_gh#PV=Tc6clXNmBFc~beV}}nt78`?)?AT$6$H&GF=uR5%-aEC8zz)FjY#aAYWvC6_6zV@gzt_j~*{EpyTJAZrdot+oPY6}D3+wt~d zjh(wK_`%YHDm!-g(PORg&cIK0op@MhaSlIMgY^~$ezD`NVS}aF5&UZBJ8Y~aezSBA zo2tR@78b^43#$%)Sa>WVb~7ZvNp>6$ z^(}5k(7?{G4h=0ljARRoMI)1ILSu_}*ux{mI2L=F44T++7<*aR*3i__gt51UIqXvn z_O-CuqM4=rv#_6C8|-h#@o<2}f#!Bx9S*eccxYj9u{g-&+91`^Z7&YCa~%!|;ZT!7 zOFP~gT3MPM#bI`hZNcG|K8!RAt1XVOwA+K$cHXw&NJ|ge*l|1@WpQB~ZDF;+F_z9D zeFt%@onI40*&#a!okh;=|}~K~!$h0trv$q3X?VMPg zV{$xnv$$BCYjQlCXK~fxd<%ET`Y+)EyASAY$MJBX#cd5eEX|JKB0JxqXAQX6;%Y)K zi;u-$Om?^=4lcFu?L}`p_s_;|8Lwj{huNZ`ZC411-F^xWUpoG4nFZAF2d z1Maosco=1II|KLGbwHsVgMZm^O&D$QvAEylco<`G4iCh^gBI@a&`!o!yIwpzY;oWb zJN~~FkJ__=adr$Iv*R$vTiE{%c-)@Dp(unWOs)+kSh`p|Y4X-E(b70PwVim{&I{ui z3#$o}EdI~Lvv&P$#dCI!!}HsK$(D9!;RU-^7*i~)CcJ3z|4kIz{kDdeEX}rHs->?D zUbb}GifMLEEM77Bzlm4ve%pfAEWJZX3|_b6t>Fzzvpx8?o%d&9x?TIfg*WY94sY#b zylvO}vruZ+j>S7BJIvS$W?Fnrm}T)b;a!X0nV4ogAeUEjKvlfi;qmM4ofUN9zM3XSd^RW z@JSpjwQz?|Yk_5!W@qCwyXLlHxt#+(x8t3G3cHTO7u$&yc3v1?T3B^hY2glE{V!pa z-M6;*+R|f7=5qJf-B4trSmwj#yOaoBS^(8SKE342+*L(~7CVsHCjVeDgJHDO9<8!m2|X3$F=BS^W0mXgha%ag3eokRAueTKJ!Z~LZnw6}1FlRQo~b~weOgYk~wR69Qw9Zd$O*>M;d78b_o76v-m zaXg%1asRKQv;BwaaHfUFqKnC4oMmD0kZEzX!P%D1p=%7zv15mB+lh1SyshCpO9Rfg zpyOzTRHK4o2feY=pI`pvc>Tr>TJM`Q}Tx{ug1ikEh@E1F-4wqQC!=)kgHW^%I z$2Fmk#cvP(YUhQKZDFyv++>FbGWJo^s~5FTy1g~{Vl9ITw~!i;aZE2 zhwCg346x(saJ_|tfp)yDxWUeG$ce#?c3d3>S@`ziCOda)7;I_4&2}8d5DRm-B@S{e zyf(Pi(rpWdTKX{lW?|clVRkO~yB*gS!!7OqCT_F)hmmJt@o>Av#lsyIR}=2Ecre0_ z9sc2QmvMEt+rr}^-{NY6dn{cTBP|U4(~fr(1$K=v?zJ#5%8skUeHOkmP-xfLnfRAo z&tbI3{l+z6jKx=n2P}L?@SvR^i-$}OW2}Y6;$f4whDR(-EFLv^doj+=jm2Xo$6~z6 z)!}gq52MJ!YJ(>%T}_x^@eWUVOf+_QYAbl!;@AI7T|Ruf*c_;@I>xOjNo z;vC)x;om05V!Fv&!<&}o&%j%DU5B@8K&i#W;vJJ?F~eksncIk2mOdWdwYV^5TUd2? z&%zz%Yz1>I9?Y|2hyQrYH+FbG1`F&s9u`_0D6?aS4?Gqb$KpeiW3kv|@R1$=H?YL+ z13tFnSd^RW@JTgTYGJj(r)Z!cEcxz*u&3*S+!v1>T|Pz|aqEEYeS?65WlKiM%@ zXUDPl*<^?H9={la4R%};ezo}R#YQ_9{AR}vn`(jIEe+Ug$KVe;4kNOw&662+@u*`Q z4|OfBI@Gi9SnO(Y7`s_mEOs{;B-yb;{TMW`V~2*-Albs=p^?QoG!9`8lO0k**wbW( zCNbE{jvbnM>}~9@&sMOn#e-&c91r_hTp0UXn8N`c&5a!n+zMJ)JUGaXt3#@VgM;nZ z;Si5QjbqW$>6AT4&QIZ zUz8tk;XaLn^f2kuN4E*Wk=t$5ec?H~>3_px)AtF|!<+~6{BVBv20?nb;MoHL8Rq@v zblRNZ$}7zE;&Da`Jty4x8kHY7x9fhvec=A1>jyGi@_UOwhEvZ{KEU$_>HWj}AGmEt z0!$ITY37waQ{2&2I=5>f7AbgN4>B51TTJA`2&~!ZBy|6;LJPs2(CBk1Erhzfc|e- zCS8};bbWaK%BI2jR}5A=1{1#EOI?@t1$o1Bdk5#i>9bY-;FAZc+`M)3;Xyi>_X96G zCpCzN3!g|1cLARZ>a;a=mL2l08ce+u#onS9S!sd%_|mD;5ZE%kq4 z-pklRl?S-;lU;)AXXfgC!u{S+{=(#Qy+?FD{8k;kCz$^g<~Qo9z7dXGxLEZLZcwOl z#{WmAJ>h(~>Nw>eOnZLZNR?}teyH1M^)vA5RNW7bxV`TcdSG%h`Uh=)_Dg8rO?thT# zQM?(M^bY2UOg8as&WVCj8;8@7d+i6cwU%x zJ<@-Lt^@n>QuUm!cl4WjpS0`9&Hk=>21m<*FApmp)$_uU5h{0Zhlu_!Outg~q}qLW z^>oRT?vGBzSM-i<7rt+O>jFzTCa6@-pE% zoliJ2?fmN7_5UJQD__ZX`cLBL9HVq_Rq47Q|KN$ws@-||D%C6WD46(1F4TLbK9asi z3%wthdJlK`Rq=4~8!C?(NBZ~R<)U?82hRo5zriW#dav-}pVSY)#Sd=`&WFSAg>qNa z;O8J+;fKC`zDD{ddMiwN^gEdH!ui=7mH(ONsegmB)+xW>ys@)_`@*GYk zWia|>(%#ZLVE)gtDXK5+>Z|<0JolhviNR* z#)Wzh-8Sld!-V&$ukyotLC&6|a*uw9-a$PkeK^0TELFb1$N6>_MsMc-W`C`63b(yp z^$?DHrSWLNH?nJ#eW~{bGfs`B^W((=&-911YXb-9`Y`Pz?IG>LtV7kl!-Ktk3TG|W zxB-46L-~w8jNJ4wm3ug8oW}ofWS8~9`$T`C|KR_Wd?39K4(IoT<|F4NY zik?;eWwp|ILl07Y56kJB)!&nz_mlay$|Kx&tn@3G`Y`JZm7nGpDPO`e`Vj32|F6^D zdM>!&NVQjR=~XK4jB84JsvkUpV`+UxMd_%ObxAGTib#>1}XQfxrHP zx^7seo)xu}J_2VnTcdowW?{g{L(_B}$~7{2GWnB!tnLdZO;o+cZiY;~!oHDTSL58U zOgh^0Ua87g>@CRjkC73R_1ssf{A6_2_%RypsLsQiHQj%yU;2la~gLqCQ*d!XtQOgPN{%DPMK0!+Iz zZmHUd(SDqdoHtkP8$7vK&j)wStlzE8P8byQ9r>j*y%1+h)K(FpHMfDZ? zH|hAF=(laj2@%k9;Jo4Dj^c-+XzRGLT)#~S9 z>?!CK{BQWUL2AG9-&H#SGcF{4k}S zm*v(A+6j2vCbc{8#C_H7!`NHshw~oOd!l?XpMcE$v1`#k(GK&TI_GPA3UmL>g(|<; zgOJfX(U0kO^3GIxnE4{wx$;?R7nw(6UV-?<8T$WadyA1NXYl+cYER%f|5UpJqc4&k zE_q(f0D{d_z2U#Sk&_rYS0~Fy(Dg6a7E9 z%)cj?b}v6e^@{m&nD8oZPlTB#T~kN;1I)Zdvw8a8$h2>S=Nzf$jq(Vu$6l@ew8-FF(*Nt6B`!Hy^^0(1=Ew4m|2X)+aL&zYe_--s@@49G z`m9oYVLlBRy9ncJ+Ql&oH6Da%N3la@EGSccKekNl_4^32|Gz_L>b`K~?wLXQlD2h& zc7yp35_zCrfC`QxOY zBNI<}v9}wio}_UnJh7GfYnX9uvpl^&I64mTOuBgdf9y)CPm6yNm)xg* z5N19U9ymzp(A((u`VZ8&wy2KYD|!s}So|wUhdzq^t@H%x@rr*LWccgjD{J#W7gO=?(oK_^k`n9^fCu{15#*@saW|s?VOg`Edix_@U^`)j>L#`5opVcwg;DsJ=6< zDST1-3h~Iy<1h{&J@yIo1pLp&Wve}5o(Mey89O)W=m+T^c`g_`&Lb_6BmI4?Iv{VVCX4&h;YA@(-vC+&A>L%m*m}YLgUcS(xD)2QWiwR%@bf@U`bPDN`C4T3l8uwpzDzn)VW$`A3;d8s75*KE(tukd#80`;%MJV(>}c`fWLv@7}7s@;O=PZ^I6_(knG9OF&SFEt)SE*`3K4A;3)di%J2b$?bgAHTTwb$4~u}5${>?9pd zmmU$ljz52__a7d4lkyk)F8(XbTXJ90VF$x5!}WO{#^a3tXs4<7v>V~~gkHSi?S?@+ z-JzcTcUZn_zMdBz_l(LDJoXc{lW_L4-v;j$#y$XJ$0+jsO?IaIe2~e{#?MK=gqe>T zxnAv1o~?9*bAGfQU8?a)rf2-n@MFUdt+AhH9y&pK0e)}z zg>oMLOr1BV+%V2XM$h0n=nwQaaMroW!FxduMqeR(Rx9;;FzsK~aJ6%A+ZJl)VDuvF zWn-I54~FrhB_2Bm?K1CU%*krU`&Wun-%`7XjGYsEM*1;oXXj)!2>ut0epJ;%?-gGC zrLGH?eJ8y-%Dz8iyoFtmer@tEN>4o@9sMBjhm2M|XS{$+`>-TM?aG|as{hFNvB3CS zQvXO#xt>;6|Bv|?^au0~;tQ6m+`yx*R{2f3NQ^w(+shd5lW#pPQGJAI??-o0J%*FK ze=Uq326jR0bd0}Y<|X00vu3Crhf~yFceqLU57U3|KSa;bq_^rRGIqFc57hsJ(Z~9Z zl%AEgKl_!|-JMBOH1>=mY)+!gnu2K2BVn1C6x$)tWIS-j}G3_hNeD$&_wUaRV zQN~=2hv1c|(&OQ--p&gb6{&rK@l)9Frp75*-+R9X@4tY|dW|+y_55%}{U3tzTH0_$ zz+t&;o!%Ra9klVqdd~L!^gJ-(_!(h8Uo}|y3e#T{T&QvaqX)qFS!{T|QBZF1pFt+R zO{U6k_L%?3@tjXQ`WM%spDrFEy%@&cQnp0pAO9C*<~LfGtNmbp9+~#M^Ki94F#m&j;aPR0 zZ^D#w#>ay@XuJrsE~m|Sy;o%Xwy@Ws=g`jd|3&=~ykWS;!PE=hH{o|YpnmC*kJRsn zW#-+J-&c8nBS*~$$~l}>Bz*y9+`VX;-WN>!(Q=dKe_-rG*x``#_LKiPoVHp02lJ^t zN9g(IdH-qV(U^zFo<}_Gd+x7lKP$ZcfFElA&dP7@LpuB~(8nr{Ryyv_d9y!PedakB zpK%`Ll>62@Rrxw#vfe-M8<}{*r|;?8VLva6yxYkNpVwT>d==qQ|Mt%o1@EoYbJ2Oa zKX${M%_=X&_4WT~x1;NgK2-Y{s~yUIW6OS@{2{*F=QnnGWb`Wh3-MEDU0LA*>0zup z!9N23T>N=>@7V1&EKt2d0qQSW`t>BtGYucB_L6x$ z(s5pcHtOf_SE%!}(qq@bj>9;Z>yWPKC%yj>$$J0D%u_IbUiPT;Y-Id((GQ8QI9}}z zex}IXhxmN(Ts}?XWw`XHm8x%^3ty4_8lH8e`h6I?fA**^gYyPouY84>$71|My6}4_ z>@EKa=5LtqBfL*NwfFeTBNvt{-(d8^4qxfH+j+nL2TPT2_yL6DsTYgRQ9Z7hASRr8 zf?pUi^L+S^ZD^r>1;(BTV=u>V8~y6M@AZ7=T_e30PHL`x9&YxF#_=%zL#YRVG7-UH#t=#Ncb(0e33<2mw`|3|r<;{CQ@;(Ps|@(QyauER5WPW+MZzbl!edIERL zk)FYPE9WsD;(D`Ql|BV8U7~UeW6!TRQ~EZ%VIRGZiGG|HmT5O~ynhEwd)fY5l_Pjk zMEwtXBy#a-YBv~17fw-s0i)lLj{2Q*ykF<Ght_{|(FJJB;0#abMaWdhamh z9!@`9?**PysrDen&qKr4dcSTMyGrZ1suysxKcvs3-Xz9vHX44h#*L|-EBa~N1JloS z@P3Lg>l53L(*Hp($(gD9V0T7-?j@Cb<_nOsl6MQn50&?*zr`*>I`pOd^VN?;+1r^n zT%h+2oU6e~QXEOn-@8ep;IBIfNtgT)g*H|Izc!n5q9WXqK3C#Ip_r zKUM77q@R4c#xF4A7xWJ1>0#bO>NEcR`}cy({QHO-l`mC!DlelC6SH0r{~h$NXnJpl zYWuGAW6nn=J$i1xca;w?;SCPf`-dm&rgU)j-g^Gd!&Q#La``QKPxK>^Ra%#ly;|eR zsK40VGlPDIbc`oSkN+aq3!mR(lJq6)f3$CrCuKii{;c=!$`8^LPdNTpjMr0E>3@yz z`&FPHB)_El5s!@iI(?AhnPrgeQt7_N>AxrM|vdTX``eE^!g|{NKZWT zHrQFX9(EA)T=W6P>CCSr`~4d5Ps_MN{cgov)f<>_#)atLi$=(9!+aESN?rL8ttpj0 zgC7*(=(E^^(eFt=z^@O2=e5#(VEpu0XUl!_i&anXui7w1^^tWFte0Z_2kSNPzvF!7 z?^!2=e*xv2dC8QQR4$l@)9;9cSjXyGa80%VDPY|~MQ_rY})W7KUdrEJ?uZH!T89qF%Lgkfl1LKQA zzuu5_0)(eOE;|M7IO#SWq4&wU6=bf@{4I7@?4PA~s=Z-+iJnipi=IIL2S<*TT`Rlm ziXi`xsrPW!6Dp6b`-?|)l74_5dC3RTUrOie`RgoFI?f}W^C-XkKk}vNUv>V3?m8bP zeA5fkiw^mx7#V*q`~Zfv(sf|`&hZ}z&$EW@Qut+0nx*T&*o($2Q~v3Hl-Cp=d`4$9_jULqE>=pYbB& z%#2wYm&5p(MZT6jKDrLn%X#ahKfo!sHVB>vE;&N;0Wjk-)(<6>>3{WJB|V0DX8fm+ zv6rCVVh@JD#Ah zJLUZ+@kbzCyS zjy{Th4R=0P`2)8v(RhY=0LC$lmkDQG3F&zsk)iU3Zhya?W6}F!+GX}9VI4yHzAATz zwNgEVIiKrQHBosdJ>z4>qv&buzc8(>+N&JDz6vIs^>%4p)Go2^ne!uuOaEdW3;x)o zi=Owa);TbL2Iu*3=5_n7Qaj0f3o`u%>$>p+>%Fhqg{)iD9uyrWJqJGm&f_^rkA8&y zPds`N*Q1>+PuKfry(#jlV{~8AjqIa&6y`ILNr#<}{&eDE)ko}O$SEgjUJq`0wAulf z_9XQn`46F&u-Fzwk}ew<(K_aS0_1YTRHc9eA3_wZZc ze%N8lZc=$dMsFj0OnW^q>k*mf&VEJqOZ;o_|G+PR`5extpQT@!)lmNrPTybUf%OmU zpI5S3?E-dr=37aJ-zMppSDRF<@(kk-IAF5cA!O#?2*+<_KwXXdV8R)f*7N>MDF^uR znV;t%ocT`T@!uO!ruqOAKIglnpj^VtXAbyS&(Xl|Qw6gwk9fvom+a;BUvIa=?-3?` z?cY?dA3Q6OR8e`*^XAg>|6VHSzoB`s`1DeHwo+{EjNysvks8<^Iw4>Ywkh z5y0#>JMS1hFZ*61(?7thXX&?A&o$rs zwJ(^ea*01Ma`O_kzxa)eIY;>j;|~x{hhJ%Uo-XG#+2v9{l|L)~amW=78wKqKjQ%<* zRqr7zGY^Sfq$K$Hy6qoSI|1V#-fQoM>PNl4Px=QtNPpYEiI{nF?EEnO z5%ydBVzGC!&k_E$3-(dIvcCxH)$udM?i;DldnJ9?ZX8a>^U|NetP^S1UHv!xHGZ#z zfbb^|gf0=%e>I%c`>y`VE5j*I|L)|FnG-pZ&4kH!|_~n{XcUPoyWm$E9ugo-X-7{Q==A8+85djby(V z_lEu-ex`&oKgD>Lbo48-E&x?k-Q`ab)(5|4h4 zeYy2grH6A~R=KaNt9Fxm!#IAxZ?f0Hr0ey8^b+P-x_+wbU_WJ@T-a_!y6`xU^-$9; zQT`v&NACr{l^K3LB=L;LNyoYe<{20lGA>~K1M?V*x~hF-{DI8866+1HFQKQ7ZLjA- zrrjXC?Jvp~!kOooG)n#FnwJ#6dcczuFEAIz81$G|xl`1$} z?K|P*8{wQsdyIbs;~eU1#P8!5-Pg^_*r!uQsvN_7R{;NQ<~>Nycw&Bq>NWGn;qatK zRS(f0u}fm##J>m`dnbA>`We^xcCD@l5A3e@%YGW{_lq5q_%~+i{XH^E?LpN*y;t5p z%=3{B|0voGu0wmn{;2qCGVg@lvhU4m|CskDJ>j$)mGxBKvbw8ZEPr3`115fsUsu6? z8H`T|-*8|3pxuS>H*MTX^=IW`>6^Jn>Ak^(laBpQChn^7$K<+VWXc!&V!-ShJm_ro zlPhPa|H+*1?Ye%R5}97^#^XSZj zvwnqm{KCTXwp?d;BmF;^`JUrWQTb%P78yOC`C-OY>>o`0G(V4p-xz*pq$eKzwfuXH z>tOs7>a|t>T((I4$9W&A+~a>sICk@bbj|CMF26$M7Up_Aygxej7W^?dAAbhQ9rKt~ zk7|6fVY24w@V8^#VK^Or38ZHq1MDu?ZD7`)HCwFq5=IYZ{+{{$1?$yr!1zzG&Ko8i z{i;n5^{?0?u}^lWr~1l1pQK}4ME&CZ@xH6BkRNR7`)dRHEi(Q@jN9-F!rur#9sIel ze-qzex!yPXW+6ZQqxx&O>tvN<^x76TX?%k|irllU+7Foh(%2VmQ+<^;)(`XD2kJlJ zoJTn4v0e|mDeo1(+1yJT2JIS*eU|;Q`_<8N(@(|=$KRcKQ1-oHKN)29sYYMJuKnQS zs^5eUt@QQXGk&)4=3k{}HSMAP2gXh^=QoY7;J(MHe6gP{`-kB-%l?2V@2WlS;OC<@ zXG`y8|19>?Vm~0(wcszqJP>*!`X=`oQ&)DorLEO|pkHF=MGxb?j8D-I$RFmB(;w70 z6Yg}c*GFgi{0zzLo5wzR_zAI2ll5s;t5q&w*2}YAg7o43k#$|gxBVE@JJy?E|HqFV zzZ3S|%xfcmN!HJCK7PN%<7X0{SD<`RPT@leR1c|-*jJ;n_p8F63j0U*GUX%wY}f%Z z{!lweJTmqy+DGiy#jk0eC@jD6u-;FUy&i?X8_aiVSPzZ;llc?Y-{SYOx~s}>$}jbT zdcAs~+86As*w3)rV2?<8v98(y??1zN(RSLGGuH1^_1P^*UwpRuGs2m_#4b!c`*KI_ zdL<|qtf%JvMo!oMPxyf%rDRX@1W$ z;V}Iu_B;G&dp)H5WuJTedswH$`W~*&z6eU!*h^dya)a- z&%<-@zak%KzroVws(0)!oA=r0s<%EInR#&LR~d)G*g3JYv(AWhsjMF&9rg+I7dXMaV@Vd5=;f$7=_lH>rKs{z3?fIYUzO*as zKgW2NaAd~CoJTvsy1{}KTaG`OXTmn{kyWe={YOs>VD~8M}lHo}gGS9|+IiGnS z?9|v(88@(B#kwby|7#YhU+HztmhXdjzITCrr1`b#Ct&uMBcA=J*e{EHu0}LbIe;0L z!|Q+EQm>=@u-^>pQ0mlCxo01Qc=7aC>_ap!O?onRc-{+)Uq+YCdQSEa;XM4<@RML3 z`!3&4!q{ghPkno-UJboR?MGO~K1zSYy1<+ll7sTXcOz+sn9rdFCb=_Q_=VKhw?<$Qq;DWu?t}#Ee`fKR{gd-D=pB3Y7=ABr_ zi_ChR)_bZP!kPW0S70whMsHp3%Qx%FSf_~J8}qlM%l6;VAU*yg_>)lYVdg*ChjI9m zDo2Fl|HyhP_6Nbgf%NDjkrw*iVwAm}(!Rgi6L^!KPipM}Ja*f6Xgp;q_=eYIypY=}G`(XY7KSJzxwDahx>t<^l!}th4LFUhCe@GX; z4|Y84bm9Jj^O^TzJc9m3c=lMe({TSJjng))+LD=nWuBFJGV~$#sm>dzdIqNy$q$S5 zt`)ayT@L$Dgu{8RX}8OMH^P747bcwVWU;>``@b=7!TtzEXR2PbX(2|YKP*hqc#VD~ z`)1__``X}l2KOqj6SPa={)_OnnJNeTZ@yQ8j6W>?ilj$hrrn3x?+Q-6OYQ&3{=0G5 z!WeVky% zi}Odw?zOtU$|c{Enc7hO8u64%(h<+NiFNvHfnVf_Mf+C>@Ssmcj?QF7rL; zgZS@Ym*=^b6zDwcDC~>KxE?z|WR%_)dL-qI{}au3Uv7ARlo#%^*zcPG^F08V`@no> zoOLUa*OV`OuWZO28s`wsybyMN{1r*ZzGK*lkM6Y&t~gx%FY~L+OQA=hr*U2MD)vQYoEny~mttq` z9g+TqKT}vn-+*ZsY47px(1I&74 z;_p*kl($X(yHu&`RFC*Stlz8f z-w7su={~Vg57UiCB{BqWNKdI6Zwa+W&sNLZEX6#pmo;&d) zF1L^W&MxJga!)y@obvqa&xGG6 zc69uKC;#Zzsd)dG@O&_KEA%b&5zb?N63!d0dIPgx4f}QDFU@zqSnsfA%#nfK93Dpz zjy{InXY?G^lWSkl`|5DJWbB?{KPBcbyPU6dq^CTE%MaJjy-Dpl`*`3l&OC9FpZCOX zJoi-Z|LykyE9tOn@V|;DXujgS`TeI1+I_YioXo|MsR)n@z7(r5BKGM z^yic(uFL%?2Qc3~W}jK?C#(ZyT?*p{7<&Qj6Z4|%(~7?%>yK$y@vFsehx;)uBprHH zQo8gD+8@4S%=e4fpM-XkeKZ-r?{kpaA@mRYJy{>gKHKac#eH@=R`>0+zs`TPt?U5U zw~?`Ta3Ay?{F_UMt3QUB2e0Vm_apSo_Y3&$E&6nHyyd^^SMi#@E5-agGV?LmGmy&; z)qHsA>wX=r_tRlqhaS&(Eb1@j_jf5jK>lXzCrCQ{q=--2U3w?$n%OsqeFwPTr1K*| zePsVZ&ZC_T?^ibc4~>8EKVW?m`+?xszcC*o8MdGaF~8--dweRVR_UC>W{m2 z(Rt|qjLX;i_>^?T;|IWgie;U*JU^VC{V3Si0(~QVK6VJ=xexVsh2I|#8UOaIw^Ux) z&xrNG%zL8GV85cj;XKM~hxe8LZBEd59lHkmz%Av-p8x?`1zX&S(8> zaa*;!eD4B(Ui^B9$8M3)PUHSM^Q2d-oT&GLj6I+E8Oj0Y@qT#UoR2>ic1xIi8roj( z8D?CMotgTDj2({p+39dSFW;eHKiPJE-52|8;y+A!{7Fbx(O>-{&(Z9DjSJzby=2dU znODZIi+(CPzv=re;xk_K?T+6kn0-13?=eUD&;B2LPm1+$^cSR?@RI5sdiil{B*XZl zh3jR;I<=cH{^0mc6#YZ%>|y+^&}Z=fS#YKFP4s5uw0krjgPYzdy^8mZzchMP^L*7i!YME5XX|?;%ts^*s4Kn1fB&8JxY2d)-aiNbtJ33_$WLUZ*3)x7`}s!q zQ}gTOdC%ebHtt{QuR}Vn&pK$v+3dH6A2xnzeCLJzcu1d}t?>x+v&2Wky?uA-ksr;2ZH`t{2 z%X(wlP5i&#nxJ^}bJm^5^W$XRoc5b>J>z%w+hksN;zo@(Xit&(t|fN2=spzQ4u`%G ztrt0JcP4wrj>A6dSx=~4o06&efdAycyQJ6hooV*Dr?(%@4$Qp zb~MHn(eFd0Dxa|Puud2myAb2rVxOLIIqSb>7ph$xHdg&1>o>;Km!CV~1M;P(F@MT> zGtOsy2G?a?l6jWsIK*EEe;K}ei`@KEl?RyhKg{owo^c8LKxA*wyc_ew$hi;I3EDvz z|7z^Cw43mTX&MhQo@3sFaK?44^I^RQ-`C@N$k@@F?yG(?YA^Tuu@(QM{G~r--$(lQ z=5MQhF#bX2e)MzPkL&TC`2JzvUh0S7&cA4Wg!u^M_KO+?`PAcjje{Ad;-8M)v+@2QxWT941T44LnDrS`5L zJa_W8<{2oB4*q@JmatX&T5PxsP# z%KK)2x9n)GzOYsow{;gNS$j%deNCrmi@Y5ceF z^P+zx9{nF?oXx(d$xGC)Fb~ZBxdrKZZzWSyuNXhGj*sy!b{AyQb3W|~_d$;=-XuE| zJp3uuAHMU(JSz5a{Fq<8SNVcoM*U-d6~?3J71TSf!};V-hrQG;;1A1pDchf+aF}@7 z5B4`L9^?H4x~g1fdPZN{&_eq6_&#F%){)WEc|WYvV*S?i&(uz1mtbFR?EgindQYs2 zW1TGLF|L3~KjZ|pA291h@R!CPjqkqo{z&~F%>J>x>ZxAA>5HX5F&^Z)jC+!XDxYWv z7&owAJ^LQ8&YyJTYxbpnJ&os-bt*^HYxI=LT;&_zt7V-a_HO!N{56>Wxa%HWZ&{|= zzv++af1~$c-{QR&E|nhw{@#(jlpnN9#M2&O|G?gae$2R$@gnn5^h4w?{v6yVwTtYW zRUY_1*x~sRqgN*(9uA9}~(~dL0#6F+c<)ZTjRce=t zJhR^e-%(=zl6k%kjnwb*9UJb4zccZ)i}=CeKh1m=`zwU~yYc_PZw|X8eh{oDW_}}V z=f&QLe+2e8>~D+@!u=inApO*u*VN9?FYte8k9l9b&jA-{yv({DzSBUx#I8lV%6Fjo z&JyeUNXPgAyBW;9D)s@c$9=dj`VRdz<+0aOnipgp8uIYr>c{XWqFfVBd8hxvPFOK_ zh3q=s4;>l*8T23KYX^L!eusF*|Iu*&T}tdYjQ`m8Fh5JyAqM+>#G><1tef0(%kesTDeD_&bXL1dd)4-Fl?Ryj!h2*L4(%ZGgW+)I z&G6F=?+=RKFYDQsU9S2JqepO^c0<)Zz{v~M-@y6h(yP#WusaeSx&1f2Z_nu|>epcG z^Y{}-&Q`w!=Qfc2W!9@2pTo>&5YP3hF3>u7?Bm(3wLU(|zCUIDWuF_i)LU53KYN4T z2l@;3hV)}!P`==YlC@59+ITVhZgo6QdL{dmC55~`m_6u%2TjdYl?CrVq|H!l#lzaHvHF{t0 zVSCGt07r7~Q@!+z|8&duRNs2ssCu1!s@h4ukA=Ois-D8pf3SzL&MItw!#>CLXdk$5 z(YS^|xx}8t`g_8kK284zrhP)M%j_;Y1~PU8!V8wGJzjCY@&P6s`!?$-VAio>w_{ww z_ycA>9sgF^X~tn=PE$Y1{2TgHRB!O#Im5raz<<#UZAXgAm&9(&ZRVvXO>YuV3> zc^%eKws=PMj_(U#58%0)9wz;Tb(5?wW1bd2pRivG{xE!ZoBzjrBG1or^8e^hmX@f! z#O{SXjC`TIFn(j4M88e@Nd83YyWdBjb_IJ1?IB$8gyt<_^y9_;dw?*0yy!o)^XRi- zng2)qWjzr63j4~?->`m~_#*$kAMD@LU)@q);kys`CGeg|$NA_x18(SpM<0Ha9;mvnxuIAOOdgAU{_#V#&{~+-Z36%a;Dn9VO^ysA>&V! zv!CiSOgj3fDMzTD!_4zcZ=w3cx(4#}pA?=v5o`lbJlhPT^OPpOZbM>_Nt{77g& z@EdyM9JMFtPfJ$lxjI}SJ>ih+CF3{D`S^2$)6-8=zxjVF&y}9azShXyPStyxpCmmw zEK`2aV~@^L`G)CtE56WtL|A6t7C%{J>>o$Jtn1;Ai(Qs^S>mZL+?Vyu=tcOouud07 zFPe6b@)Ny@^t8jolfU77#m|X#hO4sGKCw;(IqiGZbM{k3rr$2UL+=5mJ)xaLW}PPf zgWuk!^RB&H?G{{lv%-mwB>VQzb9qVQpdRsE=2^`(J|!Hx5_TZs^ICtjMY|f6eSK$M zzD_s&UzmAo+C}_;89(yf5oG+^Nta%#@2ON&_;o@4`zov_V!n)c{1rHl^;oOd>VKj) zu>Oj1IPv^nzN-V5<<<-G4Lzj%0O=cV+@$^o4#yX)RXXfI$mlEIeyQ?4_8ZL)vF{V> z>O1xP|LD38=$*^|@#CLt*)w}(@3Ln|$V!rt5wfzfNoEuxBveAOS5hf^?-e0??}SjI zjQ)>L_viYa^Xr_ybDrmVU)S~8*Y$qi@B4kH{ta$^uza3LL1&cZb%+kkMMgS;de&icf4?su^Z#DeE){t{5!#V4{~t!u!1-A6|dMe0Y5huZy8> z3(rON(c`O;^E>n#?2h!qc=&zSaQzJ57wH&to`mO(;rn!ZwnxsN@b>`W{Xw`75A(s^ zf6ue9eg~39?w7*%utUFg%SFC9>{UcSXKu7us}{Bln%54RRsw@Ozix_myVMi#+f8UmNrME4-eC=O5wk0mJ)( zUhyOQKRnM3?;FB%pD-ToKf?JDJ~s>BYYES(!*hW!A3l#6awEyV=g7M;C|qyD=Mnp-MXsOW{c7lk z`SAZP_c$6^ztD!i*AMTHJ7kS~A8J7E$me#U4RYb{Cc}N((!~*b;kj@4eZs>rzsni+ zN%$UA&gGH)7(V|9pJxR9a6caGhWokjy8J)=82jP-p#L2YdihsH;#(H;drK!DMEb!` zn9p54avvM=3a@YB^(geic@^>sdjItw;vZ5cDza~4+UYUBXCB({|7C{1`wqYJ)on%O zcfiJPk9-d>JeLe@m=DiM!uKk|bE~i)!~P5X*^RMuIy+adYzONVaecbRqIqa`6AM_HmkG%ebzh?>0Bg5xd zZ5~JF$6Sis=Y=+mhv!D24fhwJ4ev8Uo49S{x_#(kqz#|1g?@P67OvYtK3u26ePOu& z2;cMlyKrPZ!hE=&2;LvscZ-~d;dx@{ zhre^4yfE@UVD_fSec0KU|34%2!~3c*9`3iobC}Q$Y8vqq+Hn6fXhP&ZDYW4}Dcpx7 zzY}>s7OrpMb$)-l$mf7zKHMLL`-cDBAH>`*1pTPu=OfpP(8gR}!uJ5eePYr_k@uCy zYew4eJ?-#4w($MU|H_B=m7m7^|J@_&bd_e?|O;Ht5%W6nRdtp~3(C zKL3!I@85;biF>V#?7RQU|8G3z{bJAy`*KRH$aOAUZ$m#k{|MvZIcE4?diWk!c+Po$ zalC)8ccBfR8-?c;^-4$LAK5L^hUXih4deffe{8GB>wm#}k$oGU(}jNcJTAzE`?!Y_ zBiFakhS$rhF|VVc{oi=Z|0BF+LF9c+Xs^bMhv&WFdurkP${W5*@NeFs4RWC_K|a(a zd@m%teuUrA3eOEcm>s#^RD2X!m+<|O+#4hP@HyI_G5=3cc>Wlk$Asr92VzI+72X$z ze()FM|ND9t);sKjA#oztka>O>v9+m{h&9$al~$D!{;yId1cstsry9o4Q=>b zrt!+iI&aDqxt|E{cf-e>>tgwBh+#Xa{VK}ZdCmTP zk?VPA!}UA-eN~(Uk-Q(K{=aRw&p6O6vJXQ)yuSQ*J;L+l@VXqn*S;d=cW|cXjhx5f z{c-r+gYY?Qc)bhj9iGD;P7w1t81vjC*a`PV;r=7|4f4TW*jHhnhIqpM3eS_1XN$b9 zgf{#?h~-N~?mI#oKKJf0E|O1Z!|x}C>(GHuBiE<@_Gh$@JU1Eg`-RATK+JRh@VQmg zoqdu07V|tk$c5*uK|jca>tblD){Ep3+VHtZl?RdMU7@{oG_o&3yXr>dx)$1`%_I4R z=M>Y6NBUtrtizBcC;pB1f6rsW^O>0O1P>zjPoX{fW#s(Nv^w&>{p6C!c^v-EF7(5E zc)k(z!hQV3ijj2*e@`6x;dyRYukiip8Zo~!AKLKx5!%E*MfQJa!*x4c2f}mp@LVc9 zhyUOErkZrEwo|$>bw8ah4PK3_`_m_&)E41PMBglpK(7yzgib^L**Q{gXQ*d4%?8k;wgOXv6!s^3x;VV++6Y7W(1+-vBD zEk8N;?|Bv493>%;c3jLOSBlQdI;Wd%E z57`+R?=>~j?{n<`u1A;;s z5_xVH+T_(^-Y3Si;dh_H_fx|2&hWf1Jnsz8`@(qmJbK-^$hw91=b<0&&%=FJ*9DRD zE&Lr{=!f^i;kn$cdy(gN;rpHc9go#D^7O@{Q|JzTHHF7-;ZG&Nv_`~Plp&wp3g4@%5!1gqKPJB$k@G%p#i)PZKmGs4w?swOIXq7b{p(31`z^FJ zVn_O+O@1q4_rK56!+7|+x`*{6`y{lnx<%@6HRgBQLL0`zbMf#TuUgT_I_8b}{iFZ( zN4AUDA2~GAhVLi+cf4q=NS!~e7}s&`202e9rnZ?k#!60 zjwz9PhW2v$NWP&B@1KrmjEskNW`)Rp3T^qFG5N%_;dhmj=a1wO{!S_M#~h5jPJ}i* zC!G2?V&}j8hrJ?khc-Na4Bz_<{n~RQc0-%3dy;?mQ)t8A$w#$~jE6S)mPma=TlDY9 z{cv>Kt7oS-dll~0qix%sQPKYrBR*mwHsT;I;vsrGDUu;MQlLC4pcZQ5WzT~LO1NhZXCf;6i}dosEImgjHZ}`$(V~J z*o{57gv+>w>&T|K*)a=qFcMP!8ph!6wLzlr}}&Hc&jB8lw!#N4IQGO%oM04dwJdwf3K* zv|9HTXKriv8K$6+`gKob9I4qVOMbfAbryF|Y!pvV{oeSTZh1NtFi*dqegeJ{B0q|u zC3_w5HBPAIHa^#rJ%m~0-?Jay$BX9AsqH!A=TVVva{e2VX^bTL@5woiWmy`+5@Mw&(W`h=6F&+ z5q7D|I<;+LtgJeh!v_6M`kk>4o#c>DtQqZ*Oc*7uoNARD@ztVy^cq>WKG?;78vf_= zy#NdOc!PW;!90)C`e)IM-BkA4E9M$t2yTeK3tRoLNen&MYt6GLX9o4)Ow#&ZP zF`u1A>^$W-J+5Q7`3-b>v)2a~=v=}Dve~Rhef4XA*5dh9?Y3kPH>%Z2~65mzC6Uz+zN~exk>f$!$(CbF8H!h=*bGsROsO<(e zUSZ>PoEPWCXvowT-yd}EVkP|sTi{LdJ(0v%dK?kUQM_u+jvJpw zXF68!^D_Ho*{pzpNJ{<@dymn9>}%{jFYfO2`{D}L%lSw9b3fi9(?P8=(=CY3`fuy^ z#|Ztz>}^r2ZD`5X4*u%dGcThX+0y)!LwCnb%pYezJ-tjQjrnS_06XlXEB426c26OV z`VBLGNiDCSq1@K0-8y_PuP$WDTDRwslx#io^NcM-T>X)B`;zU4Kh>h6@lVA%9oxma zNB;;?lkLNPIx=su+btU7ZyCFct7ydb1bUOOo^DflEONbCjK=0ZGQO4E9=xKzMg5|0 zf?}f(ieor-7~g}B$!C`9tK=Kv19LmYxgYn$F-7gBqNKV_Ci}VL0*(vf6aBhkd>yo~LB;WZ>vw+eh#!Vg%74#qoTJKd{znM`Z@svRKVjD^;45n7QMum74o_BzsuKQm5}J%t3; zW4pLJvptZn(MWIp4Rdc|DbCC3P5!H>S2bKkG5(5Uj5QsLeRA86^ z`F(8e$46qBh_zTB9hdnHY;VT_aqObA8}aD8E0&aWQehq0?&yJW>M|9b#M~Vju z(Jk60{idkS#&NOdb$mfRFJUJ?9qrXF$Vz?~HX6&Mo|*AL3@?x$h(Y*K{_W9&Zchv+ ze~-)<{>S2d{onY!gI?D29gJ6xN#<&J4SErusmE08;HNXcx5)mEhj@exWHRG{5ene`H77q$SM9@Xo3&LRKdAf5zXy` zL*|R%863dRxQW}SLjImS?jsMI2aO#@9M_e&7|-P-Y{Vz>dYaGNc->yxMt(Qmv@TWo zD$nn``tL{E!Ex(-68qV%VlD+z;zjX4YyOb-XH0h7m5s^lpT-%~GX9P|F&rt)h;W_I5*4Tpt-&5?y{cK)$>bysQ*A74{<_VTf{Yw{e`H; z$KPUzZ_V0UkDP4wxAp^~F+U%t*guUMxQS)fWI0Y_U3A^q9E(>PR4HgWi?+LkzJfi_g4`ZI`VXc)@W^yymz$9+}_HXE{E9u^+GDA33z4+ZNy8s<9#b z48uR<|1zINj@b}LET3a4I;mSqGO2JD)x`R>7?)zE{$2f|Vl9P-j+?Ukwsr$H;cIyo z)s{pq#}D|)NjEo6(1H){W)VQ$2g(Ie9J={}b{{hqz*_ zX}%WT6;BR6+RD2>nmT7%h$pG>iE{h|@36m%%po*0_eeZN+1!gCF^kPoe3!u>%;9T+ zJ@yrT6w4IzgV~!emIWB4|2vya)TuLmX7@*9$?S*Z_({LHyjoyrbR6a?YpY?pcv9}173{r37(wKH%6Z|MIf$KR1ej4Q;k5}Cx2K+cJA4Cm;-B;R_NCcXq>8PCTQ%)l|W zuFyYeP0wJnn#5AC*vMo2u=&1@2cWjK8qY>N$B8ir57eT&82aD~Ieg4!W;U{54%yTE z&$8BY(1q_G#JD$lO>i1(*f@+Mn8JSdXdCJ=5k1*FE2ig+W#uOqO0!#q-1A6cJh!p2 zWXEAAQnSC9+txqJYuU28=d&-f=p^s5=ZED z<6|=2Pw)kuxAb46Qxj|D{E4`$*w@eFZ!DHiHgYG#c@+uRDJqwDtn&c;C65NiU&U;5 zSJdk&X0iV%z5K>Xp$$LXk%e3lTtHFdpOc%4*(kw(TQPP(Yw>p$``6ZSDLUv+CF=RU0Tb-i!7j7GSoy}G#ZEY&xGTm5oOUa=$ zPRg~3T>INw?_jFEl~;Vb)MYo?i{VZ5q4PfGp%K58y)UnV@~DVktk*TX#Qrm6>S~*+ zTUT@>UxMvYC`V?pb@&7o=nWOaySRbr^s<`IftjeqMp-iDP}Kf;7Bh_3HeSG3L6l^( zA^T16DVvk9+3U+T>=FOZ{GUc`^ZCe6lIvu&(Qj|Q6WYnI1D3P35-rHLG(Ska2BQV} zq-v5qQ3->5sR(zYSx^e zUCxKY=qTqu+5H=($@FD=I+LbTZL%I)@FV?!YH*d#ued1At4Jx&v?wF@viJa( z%{P|w$!HsRlHJ05l)&$7rY66M?q>9NeR&6a*>6hcM?UtUtQbbpyJ-9hj_M#-88I5Je zWj>3mZArW?u72!1&wm{ZVB@%4PT(N9U)ZgQT4-m_WT5|qeHRO@)FP997CC0cNt{AQ za^o=pwb)F+_me1rQQ{qdbNrk~Y<7yVQ5=`l>DW&dZ@GO}(=v-&x2G+=NEh>m@liF>=uf~72XAa|} z9EwKQ4@t$*P#gn{55`q`i`lErUP^jtumj)I{{a`xUBW5xTt^9Gr4R@4uw7g`5ZiHF z{KDQf)FyijZ>m!#q-HZMUg!S}^s!!pjTdIS2&RZJmHDFbEskN>uK%`}`{N_A79szu z<1X~OVwgP28>@hi=+~6PXyaq>3j3SsKVuJ+L^pe+7mAauN^YyUv(B}Pn4@lA;{$Ws zqVwS+34bXt%-CKv-;ciZtI+L0=S`fXa}HmLekhih`5E#H94|#yvZMLS zC(ryCFP5!zipa4PPRj2ze)T$h7cJ=SFke%>UPf2>yoD>s&el0&m(YsN8~B{Pc;bJK zUL}mcdGiItSrDz|a+}^CY@cKI3ND!c#@_o5-#Gpb4cK`de~^7f&M&*>)W;C9-=UkG z-CSseoou`$o_Z)Cr;Gg070W#A<8zU`AF%Z>+9v<4@R-~`7^1#i<^7bgOt?h%GKM<- zk?%wJRlgIN&S=ACdUF-{tbvR8R=nSeeHrqK?>901j!Wh;>+iNU`*1=38TLwJkNzz( zyXo#hEW}1tzFtHLIo~#4NBs3Mkk1_Y1?d*TD{9e??bhNcCa>bCNA7|CBTUr)iCkIx zzC21euE_skdZ+L#`@gGWSNo$kO6eD3|ERg?V*3K8aK`ur88-ZX$WgV~c?o~uq;uqVTxR!sHdf#(apz_KG~KgE zB**LYUa^La@GVNSwZYhC92eu4+6DN9t@CVMagT8WPpD^Hyr?eO*vyaHyZG^eG*3#WixjqBuK8vDEmtm~CygnSaRdV;nMeP92uo6W<_8znr}oM_r%9;ON#^O1z5p zm_=?5YN^9U{Ur(LpI-Z9#{I)c9 zhwSh8#&I<|ZSBbpxUTMnj1|RVev66qtXiDIH~O2!ddyn)6iYAM6~h*?yK#bSIk9~0 zy1o>3t#LiHCEpIq$edy4T|S1Pwz>L9Dvso6&GuJ(WV6qoMmhGjIB&M1r}Z6zHe&3~ z_PcnA?)U61M=tWI<=u&ouK3(~lyjXckLh&2Lha~1q(4j@hT}{8K(>R}-oyahl+RB% zh}Pz6@cFY?kE5Th@ivyx`-S~YsLp2%>=5H-{ej{bgLeFNG1d)r*%*imY+SU~qL zf1(W871m@ew$U%aeo538OL2b6Xv<UBhY8mQN+_zttgk;-@)JR|nc z*h}qNk{(g~)RKQOhsAL~e(xBoX}{IRS++WhbqYSmPW&W?nQWdE^C?_LUorK=D*CDU zsc0RlqA$*w&mgvpsA&GQ{&~6HKw`dnl4&W1))?;iqWLq?G8n}F`}mCC_WTwTa~Tw% z*Olx%`DJD289Zw&%3M6W!PZ&&-;nthv&A$A&&q$NynaG#a$VWY=r|LWuvL(a?Z%?i zG%nh(^AElB<}=`DG%)=tMydTcY-Mv7UN)DG%{J`3i42b45&H}L*T5@us$0+6IEcb@ z>X3N_H^tvWZF-{v-M8pfQm@LGjJL?|7RO#(w|<+&_>u8Sd{#mHXus^YML97&V=dB> z%Z#?s_Q=VYAs!)Hw1hMmmp z{%q~8Av^nDsrNU?V*EM%`E=9J&4dQnFPB63i~bmMbNQNwg^p92A1TjKNF|5acwP)u z@hh8Y^xtH+6KaYzn;5g>C-#2ET>D}kvXg5_=2>&a(1x#e=l3CI|?oMe;qySw~l;#L2d?C^YH?^_Z;6xQ!?M- zd9l8T#q2g9e?&e<(U#4${EfCAWAL;bnpn$b_!PCx{YLHkJ6aW zZgp{1BlDB}cnme<^dj1-%K`mSd_GMsC#sOEZawQ@G(JXFcC%pzx!38$w-yQTw6SNz zFp!PGIDvY6HN+6dZ_xeQIzK^f9e>ZTUjpULA2NR!W9;8?NX>SAG(bZ2na|HceC@cO zJg(SJH?c^+Tl8A6F$zc7=uD?8uA6^CZ64V#kMXpzxa8xABQA=GWxH4gus0A75TE>y z>>WfL{h?^YZWA12`v`K&H4iG#|3JR4vfB_(vRzfZe`E7DMjKm?o^*O+ti1B5X90ZZ zxW0TEq6(dS#@=T09X!F#Py7!P^Lt2WY_2*bRMWyvF}n`*tGo)Bn=z<4o+A_fNQ`9=Fk1yxs5#y$$rzYgfx> zTlCuK#}`WiEKsK+e4mo%Q=B93uOW&0K62Kwtcdp7i=4 zJH0{XpBH0Q>?i-1entMPpt<_YP`7bv{}KAo&843Qi_u-bJ{zw@!|&g8$H@Cb)DYjZ ze9SaH7qR4@2xY8Ac`PuNn~kYtry-G=ZkFQ*jz?oU=Ey%T8}X1|d=Jc@<>MUk(!Iw2 zU)Jkye5s#XzYzN2mY7EJF$Rm+Nv<|M<N|6pV3dhVRVh<{wXf9J&&z>Y~DvD zRKWvtvBA$LfiTq_u=I3SdFQO(sh_)-|l6)Q#=WP^~Pg-;7aX@}4oFgew zS$&>Id^VDxF}tJ1v&h(2*eu?ysK91LTs8j-@`*n$`{V7c2`I+?0`h&??1!((euLM@ z&Qjan{Jw)PjXf0Gdt}~6HMURV46cz~E#EcxR4o0-zpAc{P>J3b>=fiDIlWXEfpTQa zV~+W|>@F6=5d^J0(yLQ^mMP{eH$YbB(O)AI9#ZFuim1C$pVPzW|PtYb?*# za7?TVj2)0mE_wx#R$O0O(F#0tJf9TH_e^PZxhRo!1;ZHiL z$aS%Iy5gdGC9(&;qq7OW(tFB$9Aj}YQGCt#YmTJW;Zk{%+xPr|CPdb?5xCX$G>B&yjrt+hTK`SH21mwLpj9Pze8p`nXB^o z4U6S{pS=@uPoduF@vJ)iEY8EYgk<8bpe8S%gm{vZ>1QAI$6s{QD#%lK3E%QJSUUvg z_`Af%4Dxf4LtalKo#Q25AHPE${U!W;jRKCF&}qV72kc`jCDNdXIQMA#$YmHViT6u7 zGm(>CeiRp9NmN62{p@tki1!jUi!%?|!kC3JYF!qi$kbNnBi8a58uI_Py!Md!5&76D zi1TDGpu9TfH2#-!BsRTr*e8~!^$Q}2{$BH0>GVNA4#FtwRyk$+^Lq~I6@R*HFY;Hjh<7f5Hp^^R)>+y$k;y%WSW0@Ks zu-^}2sQGtMi@%BHI?AgP3W&L`8eJ31di!t#o>zxF_GLb7(x1*wYBfxQSma})Fy7&R zu^5+NJ=>4iS!;i;!wxb1%2zeHlyF=QGx$qEHYGN)y90N`@+VgDu^K(u>4T@~ZZ&^W zdm00*#ccXL`RIi&=oGb9tlZ`WV0V~ z;|XKE$@Ikn#6^6(i*<4tEQX=@jLu>05iAkYK6=UJn+o@$bI^a9|D5QF&&hmkZYdg= z&#unR#s50);|K9&qmu(gFqquCNF}eQaoh1-#1%sq@xRQ*4&w)ro2?vttg>hK;+UB7 z$T=_Gbv%vjBG%?vEHj^7O>-cQoD!hAh8-A(R2a09i;-qGfhS0VJ%A1dy5@fW>bY!SnY^oC(LUN)D}dS<~B=F4FMy^ryfxN@SKb?%O%@~XynckSEAZtg|> zx5@tK_z-I8*W>>cR5w0aep&48T=+w*f1|J%FPp!D3;d>__r17&Ko;xswHh>*OB19v zcLIyVIi2hm_|n=Z@GSF5^pQhf++z1We&lCA?y>V1^3gqrp5pI?zT!S0#;)qw8+9Dd zQNKcDexZL21;qD^*q+5p*k!JkHZk8x@v0iVt=}I9%zY`|oOCLp64vT}?7A=!J=xzU zo_B1^0r(50=~vg*Kp*tQU-El^25b(*aAfAIhnUN=nNY5Y@F81cu|w=Lw7OUR z*mxY{+tHW&a(iM0a)_le`+L0x?n4H9s~7qrr@5hYZ&};lahlvZ`j_wv2D0;&SSRp3 z1sC|JX{4+8VRuSJ?bL%kE{1CSOu`W+o-)!b{;0ZEEFo^E~Y!1O9JZJ8C z+!fDT=6<37D}HC=K0j5}xjH^Ff56y5ylB5wGuFWVYKY#ByNRV3J7us8-PwAxzl43Xed+-4pS5b=1^60M~ACsGif9(BF_?&I*CD**y zkc@6DHHnLV@JJoTsmFM%=JPIJ#nrte7V0lXD)Fu0W45)Ni!qL`U_2j9*>8(_(YD2( z9BuS3n(rw8Be;k8Vo1Vwa%@tDEr@T8uAzjnlBloN4Y8lkgnY(!{yd2}Z1ra2GUhmc z7orsToP6d+BQ(ciI$xusxDJxdE5CfG7`@iciQ?>*#2e<9u=$Vr#g|VS$GPZd5@Qz3 zV?Qf9o!RJ*`zS##nXwe;K!3CNQ>s~NOmIDqC6AwR7;*S~nY}z>%!}>hccHbqtX9`G z$SALzn9qL?_A9Yh8Hd=bBi=vxyN}fTHDv20vJEhkd}cBBu-1L>q<%O0_3YsfFdAQ@ z2*1zZH?iG9RsK`S^KIv0e-t(MEMn15gtX>H;*dK1jF0VuZ02*|8*zP$cf?kSossG@ z2HDLGGd>*0xh1FsV}Ar_V-2P7u$OCvE&*bx6J>6bZlnk=Nog+iupOTrytLnY!Js5bTz-9 ztpgY<#%#!exa`!G$42pN!fY|TK(`iNR_7ndPnG{Pe8vCYd_2Nf`P{IlZlWofENpdf zZgfTi{pIF=!8LR=_PsV9dr9yr>Wb|p6ccNw=o-mm9Bw+!%GOrtZ^K4ww@&=iwO7UW z3oeTB2HB|0ZKbdA^E?S@Kj&Gusep&IALt-+s z)MPgHi0LYtus2$6(}e|`7s>QBQ_F+O8#xmv8iY5l_b zFROQblx44u7+Tt=Z4gf#KalHUHT?<=#dTdwmCRMfZ2j9}uf}I}v?JR-TAuBz>b8vU z<+zSmWaHo^Hpi3sLp>g06#q5kS`*9YeJ;-T#WL8sy@wy@e#O^o=3Al~yNC6UU@m(P z$ds`LWpPJ7o!P4=rk4?=PM64^5&KzG(;sa=e~916e$Vzdj=#ql{Q-2R%VP#+Tc1U^ zO6CjwzxjKJL42+k|0j+=MGG+qL47u_S?e3v%=d3>+`%@s@6pNPoXm=< zYFZtw*}NU?%lW(l*TnxTmN||qu4K4R@3OH5zhtJhrAmESk&UyuAN z7%TqFd?c1%dhEpKeDzR|UPx%JlfBu3zt^MT>o+yuAYf7h<^?o4Vhe#G}Kl*$}2l9!< z@s}L_!5q29lmC-=pI!;^eok&WuCeto`8xLaOZZkC-y@$IKE)<8(SIr*wH-Tf5^L4t zJkp3gBa#r>jDGYw6Yh!>{4A#5jeK`(G2g{_N_wd=)w;~Y%Z}^g5j!7><4LiNqxTVZ zqk{2@h%0u}QJSbd_z@@YoVj1sZ8U#3)aEYwiX$oAllJcg6p+hC{Rh#0P=-vjp@HHV zgt_F)@tapY@}VB~(fgC#zp#}2ChJw(cyW1@!~!}s_=e^EJj+KhbY`;) z>WJ}qF+Jw*N!Nc2hu|;svDtZ3 zOr4N}%oAibsqs!!Qme}N%ij4Lxy=8_Pkk{oz?)>Ap#PEM3HU)Cb=b5Oql6aq2maJA z%|>#urA7ks!{z!OCYYay0rGm*9=XrQC-(4sv|;ORQ#vKaI*8&V;A4Mv6!7AY?iYBaeP3x^H2k{sQu?*=&nhSc+H3zZzXHaXrmOd2My< z#(q9dpg6xjBEGfQC64nb$aWj@x9Q$TI{Ean&w8Vn+Qm`V>}0yqe+$diWP%uaS(5>% zLcWFiw#7KU*09-FJWbICU!jq?L~N(TL!>tL6x!o6j8NN=_zoYiv7V2ONW}M_R@F^D?JM@0XezC73mtIWSFpd2KWDjCGAB)I- zp&h{PAUvS6lKlAS^8wAsr$JiO2Vx#^9c}~VAtky5hMp=A9ZZ_S5YE=l$#ac<6E&1)vS6{?s<8?YMu?5Y=(gG97 zPR0VV%aDp}3-fF6h4o#49BNnyYmH6UpND@Ci_cWnIW@+zQJK$gwcnwS+GODKZ#HAG z`N*2A5%(%fzay4fCPEj! zZu5NytD)HBCKP#Q|Z05iQx;MqK+xUJIGPZ(`m8fbRUO-B*aBiogeL)Q%Eki zPu1fy{DXq#lFBOuD$8Xp-+jpSMG~?vh;zAfdL<62-ACeRA*a`I&$-oBZXNIrTdT=G z7EhEqR-yN_<6L+`e+9k6@;-tZ=Hk+ghwJ=55bqn>HpngJKg{1l3A&TXPepb8XY_A6 z$8RIKc-N@iR_w$oaj#_OGw!FLmG}U0HD^qGnN6N{)9Q4{as z5RQvslDfTYP1mxu5kH8pjD7{&FF1;_X}ek|4Gz1DL&!#;SVrjMiRD&EiZr=k_zx7m-)PJDEA{Eax;k!z2CkjFx2WAC!M zUd0*tub1mad@jFy?7z-tOT5MZ2IJ${_!w8ne?lg<8n%#ETda{=OEz0!mRPgXzt49A zb&_CyMt;`0Kkkxi(7i>=#;t)6j^3`^+`rS~o# zisKevdB{9TJ`Ik`=UXu^Ltf*X+1i0``L1t`o1mESlw_ClwGyA3?Xtf`QscMu_Y?Z}P z70YS92ZAnb`H`zjUwVWt%m3EseXLEUL(7c+%BZne@o20Ff)3OvHgV@XCb%w zqA20GEDAeLMgFwde-zVUB-X!U4esKx{c?t%Z`fakWag4%EW01$d$D}SetYqCKyN;8 z;-R=6BbK=`{B$-phwKlCZ!8bly!g!cJseV(!}!*GN%HTq{Q)kCXOEhHXly*@VyQSD z+1Jr;Fjt7Xs~oyv0=pA2mdtl#y4Y)7QInr>Y-OO69X?!>de4IokI!EQ3&>kLQUkt}d{niY>fpKE`R$j-+9hUo1JS(@$Y+b=0eDC2e zvGEi*hc4>UTzu{EnYqRM9ix8&Pl)HRv7+{JDRd;80143@JLR(rouhMClkc?O<2`Y8 zrJI(|EXa!G#wQz_hOT_|KruEaViG#B_W?%ZDf=e_K9$pF_}F|R<3rg^YdzDU9{uOk zq!PNZeNi30R`+GN>NqX^*X7p|@6+o-zLhvWA^RCl$#0-ohT^Q)+n6svt{^h8|E7L6 z_0Jx?2KpIMR4v~`M~tACT|IN6ntojUPx$V}cMn{{GIQVK3;tr6Pi5WSLJy2r*X?58 zjYVqytQm)oW*YWrW8RgMhEG=!Ien@Km4BMxz^?7_uCQ4rU`6+-;#W0Akwb+Am zWXqGQfC*%CkjaH9Vv1+Jv$41Ep*%lAMPtXsmS0>2@D{n@#?qNfk3z5d zarj7#KFF-DS&?47rimq&=ajioS&gfpg3 zMtl`7`*iEvAa=EV)0e^WS)0 zyb0O+$J`TqKVj@$=gDE?$B{_vdCh-dZ;V9|eqyuxytX=$Ixfq9c|M*)GP1c5$9Q7; zN$>(*lV4N(jw{x;uDBbc4ern%iead!rnT^cI5UWIsP!C6tD+jFiSb)C`wj)f@UmK0)xLm&Vo%0rK{Xq~?+7&D&vHh8WkR9dr;=I4 z$7(b+*9s%q`amvY@QwT?8=H!R)*-hz@}ja>rWhM6p5dr2_8J()$8E6};{O?(F!mGq zVQl>@wj=nC%{_eoh$?bOB=^R`X@aiC4v6VpF%QE>7|dpAd6vOS#23e(?)&be0NWMC z@-yAT*hGJ(^J6wX7T>3M6^-yYR`R_HN!hqZ|2Oryg*xKO&sJf!ieR03yi9%y-`|s6 zgQCVqus;&n#Qg#;JD%-2G6#3r`AaPxVu-wlVI{qM>=xA)LqFuvKY)X%z~=KlWtH8OUCI^+<#{ z_}lz&_TR%pwa>xE(|FR{eRJcC=jFE$K0#ah?U2y?J@bF6^L;!o|K#+)H2xT|#qq#= zE;_mKgIxbH{yQEbnfX=5*We_3w~SpE;|)Z~J&Ra#ID8t_uu2>o?WL_)$JPw;N9fg+ z_bd2AKdpLXz?;UGTi4>o%Hc`A5@Bid9>&Y$e^$q;WM0Ix?Daw%@yA6id-WwUPmqm` zL~JI?afv^Btu{PM&~>~zhH%ac0P8K-Ghwm zw-?WQ#@@#rviDI~J&GWnT!tH8Z0svsM-u+WSnChb#QY5)MEUm5!zKj5!u9rl(R zuW$XDMX#apecF@w(|j!RnH*=uySQm=16x~Ah41xri(0p5a8q6Xk=J#(+(afdTV{TW zI6ub3X#a)yWSw zHXQfJ9n<`a;A5*Nu2(a+3Z z7UZ@zPl_#$SmNV7bJOjYCTzThuhs3QynaJb_P-VX?~eb#`*MGZelqn*fmhG~TTz5; z8gqH^IeQzh5!>19PPYf1CNo|xABb@@)`}yc7=LljUPFGq-xW_2IlYF}YLm~{4)%9q z4FA89J0ho}NGkrZuDjzR^TMP#N?}Dvf6wSjku?vC;hl;IMLjsXv}?z zudx(&)%H)UWM?ls@2l4cOeVYAKHrP))oB$5+i&k8HhZfP{jUt!a(r|X*IVdoO-gDr z%Qq7WiZze+JlS(7M?M)p)2zo-thL5-tl4F9moSz72kJTsy&catSDL+2(eRTS8Ib{} z)nEyo&0^btndEnq8{qgIoUsmd%ojodq~^D`_3e%_^he4ev)X1r0{w*c{#-V`z;t|$ z-u(AOS#c+){|%j`=xXj9`|tDf9?m-cT0E8QnMz2=UQ0Q=j!WkHp%+?;<30K($R5Ky zvgO$>jj#0k=uc6v&#=)NWZ-j?wb_WL9Pid-~=DXF`wQ%%oO)_<2S{89Vg8lLs@>an`_3#YiP{QEOz!e z-h&2E+Q$Bj@Jh0p-=>0hRM36~xBMmNl(-`spd zyhHaC|6S47diBB#GK=Vpz;J9AOFy~v!9lr?zcDbCLOlXslm=ja*n@Je{@gL8lASI!=i<=(om6WA*LnX8bfoePciH zSC?KLBq2MRou+sVjpf&qPBT7U#W8tRvsVYH`#`*DZnK#7$z?Y>==WfEE}L_Zl)a(s zR6tp@U~iy$4M1nIyZCR9c6iNPH)D_ad4z)GukhCw-EqmD-D5vzMHY-OA4lE#^Y=Cy z$m=|rbLgPIg8%7qnudnvu88jvlF%7OH;wibx#Q@9yX4lX_gZWdUwW}8Mn5_gP#$sV zbR?Ue?62gmp&r|P%nh*?1JOhtTj-yb%W+I%V~6~h-GjsGN?Vv{*7D6VhV> z`H|X%{LI6^|Hs~6|65sgecU%HpooQu3eqVZ5=wVT8Yn1T5~8StAT8b9D4;0a4GIQG zw~C5@3Mk!uzXzw+^ZW((5BKY(*ZH}QW6n9^JI0)A?af+y@8v$Vn!eEY&v8-i_VRv! zp==B4RV}frW4Q4IkAV$xe2vX?9g*V*U58MQw%73;eQQz2{Yx0bZ#15ZzT;VZ&;J>D zi`eHEFol+k#;K4JD?C<5@fm^V*;kjh8sf95;xnr9(R~*ZpbyRCtfh1R89mc*ulud^ zRgLq9Z{?fi`S+-~KXFUU@qET&qqTAJ^j2dROr>S3$JtNfEa$rzW37L{zrMA4_)1;t z(8eBI6>B^DE$G1J5xKX>@eRhZnZ&m(yA~L4JPuvZ85J;^|0ondMdR{Vrv4@T`ia#O zFN-z7xGAF*BTR%nUR@;`3EH zi(;L|OX~YmFXpS|s8|P(Tpjzw$v|g%B=Z<~PmkV3Ev%M*6_!OU_>un)c!=GDc*5GN zu3xhK0=vc9j0v=l$1CO%>*+gmw8a|sOYjtmpf1f%)9@tvy6;DGM>OO2m%8ubdneB8 zT|x7k<*q4Tb(CfExLzc;{shVx-%{H`EI>{13iH`${(HQJawv^I#6G6pwOEWrXhZk= zdNNC_&ry`VequE7SZIJFa&Hv3Bb#^dyYUX=Z~3jlTs>}v1}GVO?t0O+G)ke3yrbzI zhNtBFSnQ_edKq`Y^R#{^<~JB_oZWgMa|O_X-D}1bT+8E2v1{AU-s1K`aaxOEn8(P= z?6M*YQkZ)hecboP26~gIZKl2W9LcS{E#7$f#^4XRJE`qm%$DPbKE18Bw>{R|U@)Kl z=tzHC^cHKieID$wGzgEf-_L#*^3gY(o*_sn&yyJ8ekeB4@w)X%d?%u_8k6#^E#|9O z%VsKBLUmoYIoyHAZ$0KTd7*AR2DaTQD{Dkb{CPYiV&2gXmALRHBwe5K-wk_po zfsxj3iggWxXvj}*Uc91?edbb%ogA-uj@fOz1G$kCd$1E}#V8Z?i=7Q;%$>wu?7{?l zeGl%&TK%l&JoTZWH;Q0m=R3*$ z9qtpL9LCD?i~b)#LeD)#<@iXPE=Xj27k=^Yj0$WYHkS zdaLt1a=jE#jQF{yYlf zs@|2Lse}7AIPP42rtU%ZVIXcoW zSxhpn%fGBV&*Or*+3Nhz^?QBz8dv1WXznd>>mir5-^CiPhGF>H_*dhfF;Cso)ba$K zk7Iy-7f|DC?2_ogJxEB~d~1!-2+H{AguXwc=htX@gQhyz!G9~8nY4V4FPy!W`Zht0<8hPiQo0wT zqn>vY^9_Bgi%sflY;LC*kBV^zY8vl19xKi$G&SC1oJzl*K~jESsChb4({e-n>o{ob zfOB%cJ-9ER;d}AE!wBpWW43trm`{jR>NzS_IdRJ1XX{fi0qM<;<5Nk$ezLX~x76O9 z_Rjb~Ux$eGiTn9%=i-R`58*)!;k!(|bH$p8X7cUkGZ_={Bc1Q^9VPx2u{Ys>^Yp&! zeA?$CAAM!nOkpz_spNme_%FHs#C_sy*1xlC&!C(>eNNL9Oq74P>s~hRirE&K_}pcD zCr%ls(7UJc3EPJDx&a!BG2QqXxl`iJ*k@dmyD|+Gk(mEpHBB;Cf}Ucit-gb<58!^B z)q|_nOUn5IntNVet{+R#T8;z!r(z=BHh#`INrBOPhSI%W?t}XA8)oX&b?3Sv8sM7P z8QGPhr6exVomY;nbgjat;#{$Q0+TV3p3xYE-g31;DU?K3wnx=lK%QJEC~pQnsl%83 zTWW7a`;T<)Lu2=C`8C2b{PMHUD0c=7wih+%tB&7kyh7K99uJ)`T1|)9SCpdys+oI) z)`5Hm;4=S5jfc1&gj~k6)%}TBQ!!brY4l9McyzaaTdd!QdoWEMFNt3Zm)XwK=XJD= z)1T33KzA#9G@acBX&L1MHMuWry-`w zJB{5{^_|CG&Teb#El~-%tlzJ1_u_T&r?4H0efnL-c!u>}=z@Xf^0CW_ZhCnhD?Nr* z;0yi!Q|#Z6gzX>nof79~yhh(X{ePX^YshKtIdi!&#+hkBM`Kh*Mbwpdq&^JBCt}qX z^G(EOQ^jXgk zIZ%tvN$hI4mZzy4_IgZrviFt6D~tFntN2W-!g5{Za}gWmkI$-#&#bCL*I#sXrJ)l# z@a-br!*~#)66BKF_L!xb^XdvlE|9)k3Ym$h!%@dTi~$QY=C#cCFccM&}fC zz;m>uS5rFNX>aMM*wXlJgey!CO2=45n! z%6}4axqlD^XwDP$vAIj0!|Z;?8#F!Vj2u<(UwBWfcku$>JJop8+&{*5@QGhu`<4Fk z=F8y~I_Aj#1@6ZjasD)a06*bdJ*Xo70X}at7iXNuM0DSU@8~`&*GcrY z_7S#-T^Dswn*ZDOBR9RdaKz*4Am++93u)<2g?{|zx=zQ>&TDSGOvB4Gzl0yva5qMX zIUK*ae+=`)n2q(c=AvP>{aA%L>RrxnmhJo!JK5}ty}}-A73u0BXA!)BChGe|yvnGA z@748ZB!+->~3dhSY2*Ar;Sf4jLt9;*fLE&I33y@_n>KTz{_^IPz-`03a#rDq8? zIA23)=%|hk_(i;*@QwSg@SXJ!#V9XUNi^55W=JK*F|}xaygYpSv#KhZf7sx6eLH}W z;{IW7W9Y{l;+*662JOkL-H$`oFZdeQLe2GY*!XuWw4d|woVj-Nx5XL0f3qE^hV$;v z;(Pi&7PmNx;kf*}%x^&!`e)LyTc3Yb(*ZP)yAHCMdls$iYY%;B?XlDffAK$p^!(G{ zPxrmq521AsQn=s7?;F$?Z$7Pm(XbKUV4?8>9C4qI&cFHpf!~dD8YgytCr;72O+Sx| za}0~rx&WK`{(#fg3#&adpOi>r+)M5~wC+Y%bJaEfI?dNmMT|!Dv{cVq*h>2tdQ)0U zfg{NnF6w*$Gw&ux5Gzs}$X+I|tgCTgHO{~m1WBQ5rtdy<|fuv5O8 zsE)3*ZFU_iXJ34bJmOYRbNM{BH8!+6@ibB4af8NO4I)mm!2#J36(;Go(%>%$HGzlL(gYsDXr5lGDDq#Q?4 zmW~2)J%=yFtL&OxPqHB)yE|~g{5bI%iq!z;jr*&)J>I0L5})_f(GEq$`;5&6&u8aQ zlm8TXCZU$x4cWg+e+?Wnmx1po@lK)y-@|IIFV~x>Xl=duCs9nUqIki6J|IRCe52=c z#hi_g@C)BuxbFTMzPA3QJ()qzr}#-9_QkvyU*QGMKR3-kOG{R?j~;8`7&Kw`CbC=4 zhIKU5P~Tp2yRl!MjWj-IEe}eI{fb;Y&2__X);GvsiBAR8cfUvcshEQ6?0bmQ3eB;A z@5`u(>*CEb*UR;m9^OQ8y}4pfE~A6BujsicMjx?1Ms@Qqng3Z``_a_>!?-t)uMFE| z?u+VM5uDZg$(V?OwEk}WS4@-tJ6dnJzlK@HC&W8I!xVj)jAFFx<@3D$6-F(4TnVSd z`UeNiEs*OMK0l(GwHGnZbM9O;6u($#L0)m@%kev(-|(J2e;v=8&xgwVn#I=|^?r@y zNbMYaE5>?EjDCyrA!@L#iWfX@^`N6Wo~L!bwdwY^APV4udfMs1yXZt;75S>^Uscp& z`#k@`_*?9S>?^Ce629>m{>I!E{rn1z>Dp@CfY0lASDdOyk97D+{yj)XZ&|%OXFt#4 zYd!YYv3 zBwW;=&T{Wi?;?2?pp_c-iMidG`5x!ky(nh|d~fYAy>sMv6c6FC(9HiNmf;uc-ReG(Lis;wAQ6ILG}g?I&BS|8zu!Up zlGNRN?m|6#o=}V*_!G>1r`gwKUk6R)sgDQP+=nk|`vQg3bO-)s)5v<3 zi0fJ!E!cJR;5eq&_4S}0GF$(_c{^(EFT5qsGvP#p#G7dcH@_ z7f}WI_&-I7C5NpP1qt{}OLteUDh@V*eH|TmD&zT#+e<%vuujkcW z2$_%(srmP2^R-yZQHyKd%o1M5%yu)hx4Wnu3 zN#8AVPq0abobsk{ZNRoZN{Q8rO%HTnm)CkVewFZywNh&PM<0)&tM#3xQrk>6yVQ!!p`Q^-kq4seIYUxK!G-kWndNQ{6ppbL0#eQr? zYWyf(SuskYv-|Y&ro&==Ya&h;F*;(WwQ_XjrzZz~Htvd#kWfue%kh-_PokrGrkkrL z_nY`wT}AK$J~zLcPkuRaBe7VW*tf@D_Be_4T4L2e8my=BIl7zE(hPU8zXR#?Iu$C&pE}(zs8J z8T=FSy#vppq+E;jeIaVgUj;89jrk*DrxPoQJa;1tZ7=I{4Q!I@Q?as(QI2hCOg8Ss zZi@ORV+fna?C*Uz7|*Nx>(H~tcqIm@dmujX^=vA3xZjSo{Kl~_MsHE9Gk(f=8I4Pk zNzN~5=x_dG6qWNy>&a1${Wa@_={fH)^bg+Efz{DOPs zzXLC^sfkQ{#;9)uJ~955&%HFi&8H29Nz*7!`GtG<^>%I{9RpuZ*A zlt5{9?y&EN^`nhGwnP?ri$n}-nUGdfdWiiU&EMcM|X1{Vm6zHJe{2G;wXv?){C0oPwPHBZvA&Lv&oYIU(kQX_)AR1EaT7d7`r>IUy%2_7!TS1 z-|2tf*?bp|SU=DHhR5S|45X#98Yxtw|h$C|KHP-_GGt@jC>*>fZ_i#P! zkGbX^kn3)=HouVnB|aC>LEd-JMV`}iox%Wlj?nZr+g2z@e*vV_o2S)q)7lMuEzS`- zen&RUFzzl+XMD?Ur@Zs=igWuC>WVu`T_tEOhKa^M+0)Ia&2EsjbL=+p{T^4v`$c^_ zFjL(*={%$tjrldeqtP2R9ma3;B-6Xxbet9A3@-EkQJ$SxD1HHR*-=SPj+*;Tj+yHH z9GTUY0(s=fg>>$p6z`fCSCGkgp|2xz@Pk;d@%=;2LwJ_98phS}Gkx2vH>0gKp5>Po zbH$v4^zLVfI|XIbwOs6+{2$}`E4me(HSL3@vxSLMj$J|nVk znTkwEV*MTz){{SI>7h^WBa>KLt^XbRaF=m5zFW*~#%MMj#IHxgtH`5|&(ZfhyBwHD z#{l$2O?K`1W{nv0h%J6S`*<}c3IHI+*>Gwf@ot;67WsMF9p7&zqWjP<=KNz^msfi>1j`cR(x7u zu(=oIJs5dWRh{Xa#n;qV8%5OrkNI(OkHsQ!E_=+J$2ww6 z#j1?ebexi7Gfm5}fxd|}R8vQOZ6ye#7_HQkri_O9RZ}--*7z z&HaIVY(~f#-$2}ubFynY*LTsFo=ndCc4u)k-{H7o?i(@JBe!u{wXNj70%!T&vi_I& zhj3Z0A?$i$gIZS7b(76SY!>rd^*oQlVidwz@v0gBDb^q8q&Lrs_m(&T`bN!x!T35cjk=r;ra<#LFU9X7mtm6`Nb)T*3qlLK8U};W6j#QB1NIcN%}F zhK|T+zfPd|$)}AxYkGA$J1Dl;RZp4e` zR?ss^%&|DB=Q;S_g*%X*O;Y^GZXe#Ef1})A9e`5$eZ}0@ z;(mqh{1YP~%JFaSTFv!GcH8iw7{Ai|3(ChlpI6MijP1sm&HpX#aa=I2j?(x@&Y5C$ z#(OwnZnEo#uKDeMUbJ(cNsWutHwPKrcNag4n3<5%8J;LkGc?6k_BYw(F`pX==sU${ zr27%*B7SLe#ZZRrc|GVRURS(te98ER+ArdLwx{gfaAAfbJD)4Y=g`W2U6Aj6yoVKX zRd6^qcK!1WsDz@`yuqE=WS%A@uKIUb9k8F?{e0qrw*n#3+bGz4*cH7ZtG8Axcgxk zqvkoZRS>@{GI(4(gRAO2kM8EWAwH`rKC|j)zUfh0u2*r8#z&2lp{*J|)4z-6cA^rp z(3aC$TBN})jG=uLDx#7eRdvmS+?Y%6RyIrYXECN4=MdvEEvK=SwvWWEf(m$^|K0Q_ z#s&2jW!uhU>=`}iE?x)J#0P44A6M91LSE#-cJa0$KAS2&qpBVK&x&zeu4C9lOBP(w z!%G;*c7!uJ9E07@_WUvno%nq!eph^iPsM(lj{E3XBmZh-5a(Ah(wR?-cj-T1?iGD} z8LjR6RQoZR&m=5WdwN>#H-DL34>_8m2?p{#X#V>^ti^2KbH9__52z;JemV-%Q4sCf zuV#}|yi6#LjI`|HyA^}fG62t*OX*zvt*^(ii(PNA-qYW9=p@c};v~dPJvf9pH2-Ap z_oEwa1K9LOXNkx+dl=vyw{Sbn|Glka5n<<(pc+xTzAF?MI{XIr`2;8U@>(ozFe@d55& zbA!z(>(|9UCDv}Sc43&gw))ftrSTFS53so(9ppWrZ$IPRun}t+O|P4O6`$xqIrD4v zbqy9+Yhiww^Su*N@8B5QWcZcsK71km8)7zQ z+X$!GZV~qpwhv;7wM9s7?Fq!^bj2TY`csVlm~Ib0#fN%wL9TNcg@pEFw%C&ppJVl9 z^b8%5NFA5eeol|h;GCRa$=S_)SHx#m#phpb5dW~)zv5oGj~e&GX1aesRnK3;X*+H0 zPyAu+b-CXY?`=$%tBZd8W&Q}B)2n>=+nyvw8l|L0d{$L_X4NBNtfXTWzCerE3x1=; z9E$kts!QfN;61!1e>HqA&ot~aSC^iPa$i6>br!VOuc)aOri<0o`a|+0K}Npco125A zh|ju;&&ZnYIpI&S(zE$MjCN?q?>U;v+LJQq@BD9|eKbblPW`-FP3zr%jk;oIKzcN$ z{RR6`0P#6h@p)Ap#h;~6_Xj9q+IReWaE7i#`S3I9v1r(bMXUcw>(d#Rm)TQ z`8ekBd0Cyc)N?QHLVVU$d>&SOHdTB^)c_iwQF}@}CN7QPdIAySK(3O|Z9 zK)ya`py%()`KbBJd@kaUe*BKUG-t72U()*p9uRkX#I>(AFi_6DV(maneQqLFQL%F4 zez6-FC*$)VUgvjMtiROqC)UtY%Xq%~xu`BiQuVjz`wrGw&qPx@Hg97yJ>MghJdcb0 z8QW=SD92K^PqKX+tzy6R>=vJ^=ofu4monz{X^?RrjJH-zZ{Af`D{PnlMSY#C_j3@R zT@{~&)sObM;?|}A6{O|6lkHa2!0R}v=O@t2*;&CpKf8RWF5YtE-Rj$gw`s_uwzRPq zfmj>OC0EZwSf}5sX!+1F=!8Qweqy}F{c5CQe_qY^AOUL0-9paeavZ~2F~4H}t>tgf zJRUDJtS~U(qNmMb#O|( zf8!^IEFhBpJf%FiIu|I5IQ#K%__Xg{xAMN;B{K_>P=R?KH_X0 zMm=*U`23B>QOEdL>^F^zF;CC#;gf|=X4Dk#8*``CaRNW6bt7t!rgAnxd3~MD?n^8cdq10r za*jt!zGsaK>q8-wQ%6}$!ar=6U@ zm%%YU%dG7;w+l7&{6{h7sr!h&9K;`VzaiEbI!EJcx%%NBJvfFBX2IDW;cV_b*lGy+1dVa`b;CFl_@5^G( z_E?&QYcx;RpPJ%U!E&`M#VPSyh&5Y{v+$1^{z6mK!6kmnoWUJpZN~ui$IUM>w+NT5 z-!Jz!d{<*8O*hS5M@4y(TAQY}PY|Dj6`zMySC7)slol1;Pt&_^#Qqw0vp*a9u?}bD zD{QWY+Nxra+F#*Q9+lZ=mSeuT+32f|srK!(K5fCb>TT(aBx3V7&3_^Rjn(zN8eSLU z3-;sjIo&hxrnx8ZCQWbPtUBh4^NJXi&`2FW(Y*(2a99ue($yPl#6CywbM*dh{ug{N z<`8pz(SW{9VvWEsd`|Os)=ye{3ANDC+(+#4iRm*WYk71CQja+NuIQydP4~QW}Z1wHW=6avrWbCe) z+$h!)5f53_l1Qxl`dN%$5#*QW3-;~t0S-7bt@*XWi+b{n{hG`EZ@G?Q2AgW;vmi50 zpn*8`P{rfxmOfv>*ZjVcvxpwPfa2^P)~6CQ7Dqde;U(r?xi;os><~u$|<@MT?fVf4SCINVtwZNV4Q8S%A$+B ziRB$`4+i3<^_%o0Ws?N=SW9F6N1FDdl-$qbOPW5z?_vyb?gt|+ySqFNyYg#?*X_ZJ zVl7}-PY>(hig7zR-@#cW-@(3wc%9h1hdlJ>3Y?EF>bjw?*Kx&uKjQijK2ldRv6HF& zethoC_EK+8w72%CI!9POwW7QY%;tKO>CtDrs2GsNmA#>W`#{s%D= zxW8ymci<|!%UG%I&-p&fXRG^-NbdeanrqmH>PTh$oE#VAJb`uWtMRRjq53sT{7>tLnatopR^IY%yjcli2s!n{;ea;&DA}=32xaJ&$|z^>KZ82)Xrg zp=%aCOZ0d#3bG$TLmT_>7S_<;U(O}&7vod98Y91)`EXesZ_trLec3VFS_8a}S22w5 zOKfUlo?7pff2o{{kX)|o<{w5xPvB9^L2bN@O|*@3-74qL`m`O}%w6Pn2Bk5^ zdJ}ACvkj|hFDb`|?Ajrr+=t8!SKlzqW7`M~vD17Zw)w=#gAMj+H6FqPn8K!;J`Gk+ zKMZ5@q?i2m2$F?rc$v54&gc!x~3i~ze*V4TTHRP*|x#lNgm~-=(^(WQz2nO>1l+Ko7 zyoKs)tKkaWZ#fr*B8Jw0wX*a*d#Q2&%}n!2aE1J+Ih#FjuS-&fnh{ zF3*$pa-{1E&R$_WOxr>>U*ZjP6(b3oN9cMOznHtl_a^S}_{he7i@8m>+qk#+D` zSR`J3)Wa>T)VsFgwZba4*~Pdf?|D4Q{+#o$9$#ah9J}$T{y&239-G;)ivAU1oz<5! zNUBe##Hm6X~bSzn2g5mTIz7>cX(ouuPQ@scC0+A8Q@Dcqrd36MdI{J6yT zJj!CddQR~B2M?&>3vt%cUnP2sefI2{xhr@>+{Lcz_^iT7XXYVVesNZ}Vl2HS)qO!v z&f}c*>~w7B^8<=lTSjX~c3)bXiKqB)6l)ZngD^_I_r>bP?*oi6&gj~RzJ{15&MSI6 zUi_auw{^uw*r~(?n2#RFfb=+}hBxG^i)MT->G5**OOYJA*;GUYrDv$@k*zXPkqyJ(*WqA%LZ*_iKq_j9m>j<57>HCkHBW{+>`^Emfo@S~b? zi2ozI{YWqNM70gVKzyb4W_;_5Ssi1|{b^5T((yS~s^uR0@w1-(ge?5m@mY(J*6Yi6 zRSlnFDxQ&RmORgkRR}*iBW?LTi>z3~e--YrXXW)}jrvw1nQ;A!$w_pCP)vnl>@KLvNmc_#|7pU&>4TCU?KJ>ILfrS3n+BAP#CQy9--DW3`U zeJmcL>p{$8GsN0LxfWo!`b)}n7jDutUcPpC$yu$1Ppr4K-xJJ@#X!Elsry&4f58HJ z_FCVKL2NIv$t+eTtTi`Dj8~nz8aRtY&fi_wMQ<6lP4&GAz7VIS@g`coK?dWK#wXCv zbIw+ErtuhPDqdskH%=ngnm_NlPr#yG3XrRsmSXZvx7aRuY^YCVaga!#kEwK&a@$og2i(pyV|!TS1`KIGJ^9LP)OOm&Sl zKLknDJ60dY;3>7-YkUvxHf}23AsP>2h`A$jeQj-9AcbcC}(_(rSVYsscD-HZ`7nZtoVs<5$7(C zUgg3p{VHa?DE{F0qxC{`yuhXaey8Uv@mHg$`9tP@#b(bJ2Qdf((Syz{t~F?Smu+h# zr}tg`dlPR2)-KTa6ZYc;@s5lCCz9Ed{rvagZR3M-+)G~{al7CXI{Wf@l*UI;(!N!+ z7j5WniN<1gm$NIL)vpBNy(><6er2%Ne*9+s7ybAVAJf)cKW2zE9sAW?jGo`+{S60< zf5yA!MvC4|Tc6bLriCLb8yT!Q+!>tdee+a74b4b3?v?Z16Ufidi5^?6t|BT)q z1NEGPH<2LDgZ1`&>mecS_p7C>_$817&&zq2xyJ4r#T@%27%J}&loI;^>*cJK!Vz_y z7g{+9nBD%Yts-I+Mgz|`=UmU?30juYnM!}3!Hd=&;Lt=3Z{jokn`;mLuyzDD<#>wE zljyF7$JO4@d>gWB>G_k`X6+7s=a`;BL+h_1 zv-lbDsrve}>qG0u=plbsydd{|_F)m-^Du!=Bh<%5HFPz1KfU*1w>{hMnoX`u_)^S| z<9Uw0tVp8nvTAq?$*_aXJ2WN0EtkGxmFHg${b)}jZ!i8mutZHIY57@>9mt6F{0{Q_ z4ddt;h1XFFJ!$_4!`)x@JyTM#&d_@rnfX@Nzn$`L$17}B>cK*K=Oc$a(`c#6rV2{Z zngR9o!WfvmA47T^B;q(;x3lwg7wpQ*7%a#7xBLN65_wg;Q2fftW6PK({v%bdKYTR_c zN{##UYY(njzlyu)I%lnh9#q3#8dK7Eha9`a*@5rmZ9{Kslrf&p{$3=(5;0G^9^ki% z#ub4*`q6kF8skAZZn3$J^VqA8FUmEV?Z;>n}RGoH|^=f$karz$dww@dsPYM6$;>bO__f^72PH|MJfzlX$2iqf=ZuokY$cmiCX|T}TJS?E)DH^8g%|xs)&V_DrbcsA-#V^U<5bF%e$~V#3 zC?Q61+-Gg7`6)}%>R_VB@+d5&^=a`ov;P4F%`MQ+`ZT_Y z`}v>cKO3`9g8dJA)IuFi@Q=A~^t(A-O>xcm9wf$E`DWok`j_)thC9T&YHgkQRY-$1 z*4K;i74ETq!uk^Pi*eEY0lnCUI#|lKlsFsYUXMG}l7QY@p@rUM){oiaLwFiD;<2cv zLMVWzjaS;sJCFePus{Rn33%@pTlJU!#ENNw5l;8i_%1yAvNNQ?*3i;gVDPhc6l1<1m7ExXIwa1rZh zn<`#rHW@KcPcyRFrbk<&Pik6A&v)#;MORv~(a_y|4Pj= zG?xRJ#QmA?KGdgUsJV1(Q{w@-??xT-uZuN6?EctC&p&b=!;}1y%l8<{c<$U|?E`hU z!(6dnvtAqH^(v_tgT&vWzRkFw{ciU2*v&yXH_iFrSYIYUJ;ip>aotj69rAl4Qv7iTH5BLfC| zo*0CSdVc|{#aM|%xC{No>W2y_hbPqg7`{^TI?TW%bV5h0RM!f;ixy~zdf4OnU^lws zBaGA2(Rj^cpf>Kpok;7k_6$zw=ihh@wUHGWaWC${r}qAnz3*zmAZ=R>iln@m6>Ib0C41C(!N$S{+Zd z3A7}hI^$c$|Ni^01OK1sK&^7MN|mTp%B5DhawX!fM7dh!N|h^7%5AKaE9JIU3A3eQ zxm>AIr5JL!J-9tlEBx7oq5st?Awb;xFGl#eyFGb3nM}9C2^ulD3K+?05S*Xk?G+cU z@jn^qh^#K$!t-`Ea)=c@(uq}qzz9ZyOQ;Gv<=u{A7;?x6mF#Z^`CoC$itthH?bV3M zAGb>~9XCM*_SBie1Tmdy(hzUIO{Y$BUGssxE5EYN*hkel0W2z$Y9>%U!O z1o}6Y1%d5MWQ=D2E9Umx|B4nj`V-BLdjA*vb_+Bjl!pXmGK!3$Uo3{Pdb`E`zv=(A z?)ElEYi@^(2>)vVH=-;=`TQc2|9`tNu|SuYQDAH-xA?zMWzr0bI9}0&DCJ+}kuzf6 zZbQU~LSrlb|86k~Wl>jjSI$rpQ!yL<;>9lB?!9|DLSrao_P=+GBbUGm5u-TU_$D83%W*QNOS6kn&} z>s5T+imzYsbu7M~`F10LZ@+GTeT%PizD-HsTbSE_zrwdVx4-_y*TMLD7+)8CyL9_? zE8kAt{#$7A^)kM0ra(%>&(ftrYNSDYU5&4=>5%~$kqMcR1zGVdvLQQiASdGMa(sQx zgS^Ox{CExpP!NSs7|-Jc6hVAlkFW2=Q353q{fMvoWf0#3ltXz`Kt)tSWyJRg@x4M- zR6}*tKuy%bOL!TtAil4N?=Rx}jQD<|4(cLaPkj^hP#+D@5RK3nP0$q0&>SuB7Fwbe zTB8l(`ebEp7F#rQG z2!k;MLop1)F#;no3ZpRwV=)fnF#!`X36n7eQ}GEt#WYOE419*qF%w_lOU%M-%)wmD z!+b2jLM*~!EWuJN!*Z;^O02?atif8W!&mqk>#+gf;9Go$@39e^@B=nu3$|h#wqpl& zVi$H}5B6do_TxwVgr9K$zu;H=hJ*MWhj182@CW|HUpR_mIF7&Z4^H4DPT@4p;4IGJ zJTBlOF5xn+;3}@+I&R=5ZXv!Ijn`K1M7$T55Qz}KcXc=7J?eO`D&Dh-_t@^k{fM6@ zi|@JPXUpRI@A&!8cwIkU-;ein;&)@8Kyt*-emsSzkpe043{oLA(jYC;Aw4o6BQhZ~ zvLGv-MK)wd4&+2G_wYVGKznpRM|8r6=!`D-2wl+)-O&R* z(F?utG5Vk{`k_AtU?2uzFos|#hG95HU?fIiG{#^o#$h}rU?L`AGNxcEKEbD$hUu7r z&+s{B;tPCjulvmRalKRSc`S|3SVPAHsBk4i|_C~ zHewTgz-Da0R&2v|?7&X!!fx!rUhKnu{D`0MGY;Sv{EFXj5WnLP4&w;^z@PXFM{x|t z@i+d#37o_!oW>cP#W|eE1zf}>T*eh##Wh^V4cx>n#25Z}O)q|DBYt-y-ZzcEy^$Dq z;~pfzy-14q8;|j~2p_r+Fc5<<7(*}=!!R5pFcPCM z8e=dP<1ii*FcFh58B;J7pWstW!*tBRXZRd5@ddubEX>9n%*8y+#{w+GA}q!dEX6V` z#|o^(Dy+sDti?Kfg|D$58}JRj#dr7~8?gyLU^BL0E4E=fc3>xVVK??*FZN+Se#B4s z83*tSe#LJ%h~IGthj9dd;7|O8qd11+_#6M=1Ww`lO@Wkn2C0x5@v|WD{!TiiM+U@e=$Vii@tS-5>_hwvM7&lXKcgQ% zs~@j1#%qnakq3E^5Bc#N3ZNhgp)lg_5XIjkDuSXYhT4Jh}SX8q8!Sj0xF^s zDkFX#GJeLeDypG6YM>@+;U&C`SMVxo<2AgFI*8wOdIN8w9_ph38ln*zqY0X#8JZ*B zH+l;#(F(2625+M+-od+QhxhP4K0tePKu5&SsmJedbVe6^gs$j@?&yJ@=!M?+7=6$e z{m>r+Fc5<<7(*}=!!R5pFcPCM8e=dP<1ii*FcFh58B;J7pWstW!*tBRXZRd5@ddub zEX>9n%*8y+#{w+GA}q!dEX6V`#|o^(Dy+sDti?Kfg|D$58}JRj#dr7~8?gyLU^BL0 zE4E=fc3>xVVK??*FZN+Se#B4s83*tS{`>F04*b`F|2ptr2mb58e;xR*1OIj4zYhG@ zf&V)2UkCo{z<(Y1f3E}Y3thwO-tiiGy!=%d@!DCuCV0@l%i|ia=f%I%!mp#Cv-=5U=S}bdA^f!Z!Z>|Bh?C23g5`yiXeMd8WaGh}RwB z{eiHFIJwMKMZC|_++4gKlGixmR&Xtbwg1|ub06ywH}r(f{jTx)!;5S}Q`diUKjc1s zm#2>FEZ6d`@p@9cZxPq{TUs$6>!CmDF6}xBVH2+jb^F(Ein+*H4$-^nh+aLOR$?6Qd!(}VuKUnk8L9CKVm~5A^eQj=M6U5OszGRve5qY) zApUz4(Z6`@Ir;kNxdNPn?gM=0jWD zceZx>>ONw|o`lbMq(*3qGdPJ)^m?58HZkUx^51LRcaX1$alGyv;~@6?VWjxi?nyCf zSP$FK8rq+=mImJ#$Ln;FYuLZz^TzSIe#FdRF8o4oj8hxO*(qflJqp`Wu2E;)N1V+F z`!cBFKJ>&m;sooB?W-{yFzy6MEu3%lBNP zFKJvOR-BJ?)+1loMV>gXarR>^6-pvA;<+Mv@wjW`inZ{I`G^_0qyCIy1mPF+#a$y- zIld5=8||9G#pf$Kf4rCnb{#E-{D?8jK+c#Nh)^thJ7i`<||`Z^!Wj{!e4*941!8h`2#DBu4Dz6zj`e3mVV*ckFU| zPr@&W`=~MOk0SOlsd2=Q_p;*rhsOUK$NT%?6YsCbV>!-A^lqg4s3Cl_q5(#;i5OuM z<0p+nd(5Y1AJ??T$=F2R*pIl6-Yq~TdLm|A=d%Cp-?`8eex(rgzF{qX|1gLce;}S? zB5xOSp{Froy_#$IWO5xK_8Rw#+{bhNFuZOY=P+#IakZRH#3~8yx7VVtb?A-pkFN1^ z1}WX=Kqu5g7jvmy<1rM(*MRh{Vf(H7N8Fc2%!U5Ycc1x~i=UlXgN*LeAnrp$RqOHd z5mA3zgkOC2LHLz0Zh-hN_8``3xW?C?l1Pup8UA4x^~dwm2gZT_-ToPrR&L^NhJ=56 z_wgJW+G5-Zp)L9uIbt0D#r;h8!E}9#c(I=`j^~?f2#ryD{ElwS$8%!T5nsEapApOd zZeQbhG|ps-e`AGD8sq3gJeQP4_@6}7G{SmK*LaU9;>0*8VeVnX`#Lcn=QZX^|4Tgf zTO(q0`FB0`F!~c(yU~%>HJNcPG2-loT>^Y1m*BY&LLIDaWI$9?pumFolY#Ada2pU7>T+XoOo)3ekyo{LNU zI}V$ei}%~oyG9*RYwS(L32mzoeGR(-m~1|NE+%rOF^;}w#|*?=XpSC4{jnY~qL1-j zUTN3=dmPsKcP-X$YZNz`xV?-cRuwT0nhWjGXa7r(8gb^Mt{H4AxW;@}vEy0_f4L9) z;{4Midh{$l#|-1}t71LI!~R_hy+Q0#*o2O_M*N5uy@(paFY-s+V3KjHrDhXrw=o~N z|1cN5jy}YhEQVN*xi}~BxQlT-H^y0re&j`y$8C1n%; z#d(PROK2SLXRi}G9=ny<$6E9)`M>K$t(9{hKQETfHR88$A9`E4KjwM|;(0nq<37&& zXNVrh?=Xg45a+Cc^^*VIN9~EN$NTi5F|@|d)Wx2)k~h9iM$E`rfnDrT{CDfW|NiU1 z|HIyW09Da+{h~Laf(cPD5=@|yL4tzvC+D1V&N=6t6a|$a0)hcW#efJ#OeiV}s34$X z!USRfBL-B?8sBGsWm(Uu@2gwq)V;TgsruEL>F(*Cz1YI0XQW3mFp`0h42)!8Bm*NE z7|Fm$21YV4l7W#7jAURW1OHbt@Soqj|1$?mznYJtU)e{|ujIey!I=4;31lK+Cme+N z-JY3qm_nHOGiFYK`CXow-(%)~nBVtj5^loGJuq`i%$&mBqB0_|jJ7eY!m^m3{?tz&D5hcugh&YiTl0=F~lNE%Svz8@tM4qf9 z%)Bl$C&SEFF!L+S+#xe}2BJ(Md>O_Mub0o|h5i>`@%zx+-J)%#Tc@1U`!-z0* zPs|*PDPiVd%!viDBv!6MaU@Q}nYa*F;zrzw2k|6c#GCjKU*boYd6xhZ zNPIXxB#y+B1d>RSNHR$wsU(f0lMIqc){=E3i>xObNH)nK z8_6cJndFi@l1~cA7E(yIk|I(}O2{@+O3KJ~vV-g-yGS|NP4}(E=^?%3CFvut z$ZPV3ye0i)fV?B`$p`Y0d?KI8Ao)VRl5gZY86rQ(Px6ZllToApGuJnU;#k7WAF`40 zgqb&G?qRYM4#LbeP9{^xR5Fcl5@ueTi_9Q12{+*(v&d}1+<%)(=8^e?m+%qhIROE} z%r7$cJD7Vui^&qg%>4=x=Dz7NvYZGL5h6;&h&YiTl0=F~lNCgU$PzgsPgasuM1d%h z)npA(A|T2{g{TrWqE0l3Ceb3=M2F}SJ)%#TXJ`zG5iuqv#FUs3b7Da(i50OX%sjO% zVea4A69?i*oQN}VA+E%YxDyZJNxX6rrb3ZJK zM3Wd2OX5g8Ng#{iJWGz`ovdDU}fn<{$vXN{en@KLoBl)C&Y$1hY zD=8wyq=alErKF5(Cp*YavWt|H-DD4`AbZI^vY%9v1LPn%L=KZGa)eZqqojt^l4ImJ zIYCa6Q{*(MBWK82a*muQ7f3z1NG_2Ea+zEqS4kteMy``4(o9;&4RVv*BCVv2+$Qa$ zgLINRH8F@}#kRH-YUXniYio7Oo$Xn7+2FN?|o_ru5 z$tUue43aP8EBQvglOghh{3O4~Fkx<9j3#5qSi(F@z(&TC31lK+o`2#XlL&J^bqZnb zPfa77gt>RlMP`thgqtw;b7qm*WDc22m}j2m6JEkc_=x~v?wu?oi^yWKgfP!@2$7|P zxj(d=2on(^O2i0rzeR#b5-B20RuCB?OXP?=SxHtA1)@k+6XqU>5&=;rDnym25p|+L zG>I0`COSly=n>{VngL<%iyIMR!aT3UJj-Q9%!viDBv!)B+RoZ(Ike%k~k7i5=bIR zBFQ9$q>?m}PBKU)SxeTDEV7<#AlW2`Y$Th=W|B+tNIoebTSy_>}l4H`zlf$X>FK>?f7v069nwk;9~l93j=@D5)W}nS@|bj!C*&!4MxK)wq=)p9m!yxpBCp9C@|N_I0rHN#Cm+a1@`-#VgX9bOO1_cr zWQhDAKglmLOqdV-qsbUDmW(58gn2G!0+~qI2?v=(CX*>-Dw#$&$#lX+W{{bLoA8iX zWHw=*=bKCB5$4$nUcyKCi2zwZ782%}G3FVhB}9-25$2hNWn?)KCL%Md>O_NR5-p-lm}ew)i5}4> z2E>pU5o2OPOoOAQJIGG5isdScno@dr+*bJ&V>2SZR^DOvSH^G>>(#w0C$z* zaj|MqSbND>?AL4!$UJwvRbAi?*)9QJ)$^X{KCZYoV3HXIi~O46$4i1Qu5nj`Yz7wk zzS8~l(g#ht{R-|WC2))uIpCFLkK=3{_nrj0^28ZHWh0Vt6ygt}z*va;wdl!_YItEUo;x^a{EJsh9PnzJh3|!#k z!|~_(ShS_zFf-u@zJy24ad}{lm9djtj^5saB(J#~hLc?}rDpir?pwPdTP5tUB6ls8 z?=GoL`%nqf6N)YI>Z+Jxvb3n;ixc>5GSUqcQn3H!#JHw?K*92=FPr8V!erOmvW~ZI zcyumd&5Wj0>^kUSBpaEJ>TSU>+zKJkYi-}OASw&ZyR8?SoU_7fmv;vwwe+Cg&!MuR zR2}}C{TE)3cf|gVz59p4QgA}_L0P|G5Iln)tyED6NBQzMx$9TEVdb;4>-q(hA)297 z{GKxzxz~0-d>ZKoAzzo21;gRcTBX_0nd*$zt+zIvDqM@b;U;~}qpfjfT&vmm)D%qp z#rgh@v>WtNduAE)cq8upu$}KKKfL5Lvo+o0guSD>FAaQG!oj$Sg(tjKFuh0b=+#s5 zcqiuj)x=~Kt|;XG^qCV28$V&qWcdKRcxTXOpX~~%r7@BZ&n3XPMTOr>R~s9ZKAH6d zr^BN+b85=AGz3+1bgi1c5j4qJ_PMvom*nj_h#Jn%3W-(9!5N$D%%;MTQ^#pInJ8B=)fw|MFWXym!lRw@5}JLFVLo?Y2mm zE74!IFC(B^Fuded^s}9KC!!vYqz!G}71Esshs$orS&oafUhM4bZ-}dNE zDgr0n9ryHZE>a4IZ}KfMgT0w^+k>!R`0Wc2?9;J^M7RFf4lYmR@6#XaGSeI5UdW!U zaW{jx*puzkN`g`T`tZH%i%zgVJglGm%Nd&YwS-c{f^Z|`uCZ>lHsnj?hn*+;!@4S= z>z8~c3P0%Ha@1W7Thp@on|+-iY-J;TWVsQvty6c{MCf6GzQ&yrJ_#i42}9@MrKTpoF9bkms*;~4M$@c4Alj^{E!l|)GIp72sw8@ZV(%9i|_l#8uRj& zpt&eAJ5=zq(z)V+>N6>)@I1GDPLfkGH25D1ajXr;i{k^EF1(e6U}fat&34JSR1jdJ zYI+p!(x$ES&OL_kSZ~3{b?&H^E^rNdH5UqpUNvQ3%tCHn^rv6fOL4l}d20WqVvOFa z)mtDMhKjh@Y4bNm;ohY*i_>S;;;XuxXxf)BtPA-SWLT<+>oRS}=fu;`wPh`B!k!gy zT)0}jP9z?NsRzpu9QNm|sYXdce_4ND1eBLdG_wj1 z!AlRrsOoL9*fFmDp|EZY47=v^?43}KmlrqAHu@BXS*deEjHVcXchl3%ZRboeRU`LO zu3#nxv|DER*D7Gl>Cy8itgk>%pre3Km^W&!K1;Z4?T`LLQ!V0bt8isW)bZ=%oN?&b z>7{XX;dsfX*chgH5W-i_r_>v4#Oy(x{tb-|7-u(JHR*XWvhyE~YwSCMh1~rQQf7r< zW>QJzbeRy`AJ}ECO5X=2DDJLwzaE4Gjk`_vO>;$@O^vp_S{Tx%tnS*@WrUqc zt8ysVMokTwvSI;tC!YAl@zVg=H#JR+#3OO;^wNOUjRlZqFAj2>vJ-Wq+0QkWJD^>; znBCm91P6Ai_)Ou8#$e{D8H$NPDD`Y_U;oJmyt#K*^2gf3RDWW1+jmz8HJ_H3n<HH%!rUN1c_%gmZjK zh%cJ`v2w+V~(vhq*XUuqE6YPRpMqc?k1UPNweR;|aU(_PsMP%#Z-NXU)C_XP}g)C)X zkr09=YeiSn#6-L{ynHIqRvnqQE{0t7*Ffr`ZTDq2ro%qI^$7p7Fnqf+nQf+tCq8f7 zZuav)A$-_w)*4NXMM$Olx?Q8i@j^0~>shb{Bra8p&&~70S9cGQnLA=|etmfMK&dxo z=kIDh7~+Y=hIN*b1MxVUZf(-5nFH?r>1o2gZg5MPeo-~Y8|6!cduDXI;F#P=NAK8R zSbL3~(0$qot@}Cdf7_x1wO}JY?=4>VS~_J%V{ihp!aBF9#>lc9`WQ~?#r}5GP_loX7qBLlAd06 z!&(P3Dg`%H zWf#^JiC^;{I)35~h1dCaA3tlzAbOLhz&sKGT?Xc#mm7Vl+ z`=_n=YD-_-am(Ma?1ULwvd2!=xaEnW!WdWXTn{{dqY|GO8x7SlH)k%7QpLQEsqwm( zVzF>i#I87}aFjmc+FWn!1-ImzDTg1%p`)^Y-Fm?k$X}aqsGps_FX=s3UQp$ODW)by zW_wp7<<9n#ddkXp(>w2jz~f*9x689{I9?2!fSlxmo<2w)m*loi!5tQ^@hXd6TZ8M& z=-Emdv6$rh?xb!*C@#Cbo^|KABP{QX`Ek_fFf#157IigM;p8I!H#&1YaF(t9=-lQ0 zsN7M0^!@HYNQlkYrDLM-eNU_2?a&~so}%7U9d3;+zNU=c=5st%^nGLPaQ@rH2@k(g&luhZW zaCfg8-Ft-I4_}hbotx+YsYBThMw{3`y<8)q_m?>y2Dg|C2ijup?jx>m2Ld4xIJB=- z+Zm3|yF|W!$iVnX!DkxFJu#}>C0R$$10G9M?oR6S#o~_-1)$|v)S~v6!iq*bCku4n9cOQ@Uz-;X^anqLKclbn4E{a`hjJe zf^*RSMLX}!fdu3?&8m8B9*l}-VsFj8ossAq+}(Uv9v%mWw@5cfB9`anzL&b0sEF)b z<<#T@<2@=}~luRa|*Tj3-xmRId%iupE*US1X|__gJVt@e3W%)B*8Z23_o?CEZ5Y^a-z_QAmi z-l?J3vqU0yMoT)l?ivjWIe8$`gEPrO&k1V`OnZ%WJrHu`Sd{zB4G5ilw)9X(9FD%_ zi}t+kfU6Q+hRHUju;*2G<7G=i@w=I9ALm4XZ+M|`>JlTIohR=0WL_Y87Of20B$EZU z*7XY;k9uOcr1YV-d)mmGefjOZuSIz5e$;uow?BFg6%{%u_`-;1!g-ZIX-H=uQo9{s z0+YP~WiM1Vz(V)e3Nz&tDDN^o-QS`H&O5at^X2s*Yb~CwKNtx+FO^99Y;~;2Hkh{^ z=}0%(*>4xR8Q(XzT`=8DpQE{l&Uts4V>qY1Ln*3^IQu%|3k@@8519dg75!F3xrzUHASDd4&H%>WpT9$GLsbuFAk7wQ&D?L>-F zGpFZ}8Cr8D2^CL|$A#SGs8jUC>E|L*d~*75Ip7^xDSfpOJIY}Y zyY$iXo??jQyZJ4MEW+YC?s0cSVlln_an1QaGn{q_l$6}4iK1&e;$8>?qn2RfJCV&e z^U=G@muDHAPU_^e3pl{(O8!PS`Snmc|E*w>lPXGQ-MGy6Wdru!yCr^Pc^LNE_nd53 z563R<*8RI`;xOv=kDte6O<`kxKWq=b5kBl0`%5o05-wrQF?J>q*i>!4Ry0H&u}Ta5 zBJwlf@N)8?DSdr@MjbghTo($dz7x9#0(EeDPtc{?XN^%Ir>C2C&=V#0W#W?_ErZ+* z(Om6)4yb!}W89ve5c)c`r`Nyr#rWx0lO#q5W8T`aI!E8RB7M%2sx|DYnEO!wK#j{XdZKuQRWknt`XyYQDS%IXu@WD_+@MP`}I3x+6+Oz z-he#JYf-S1P*A|__`uJ%4e0Zo%#hdGFcaAGD8Cpj>V(Ey3*_y>olzdB_Guk&M|m2RxZI zS|D9^A4H78UbcVR1Sy`lBAW@`aF%`h`Iop6>=T?#1wT7Ll%J>k$&4M4-WnFyAFG2; z#)g`EOD&PH(^5Zm>M{B}Jhkf`$4;oNJo~Y*G82=Z3G>MG1cJv}xj{8208ZVLYO+Tc zLCM~=DfQk0WSU#;i#RcQjs*h8B6ITfTn-<*kY+%me-PMVn6v9$hIQ6M;5 zMy)w-sE#ymjvkf3KrB<3>)OC(iN#BOokT8K!}Ea680!>w@Uka{_&nN=Wmdbip6F>K z=ZjF;i|45rcPeXV;G;dT*)d?f*Rd4pg^3rP&z52PK(YK*O)<<)Y;#G>ScY`}r418I z6CgEsyK@tN0cQRDG5NyFOsH8r8P1=P2E72&RUbn=AaX7IjA)`3el6TpW4hG`Qn!kV z4L<5%&h0yHqdF~cVPh!&_S*;X*e&KnLh%mpuh}HFN1Ntxa!i#5E`?&yxw^jGJ^)uM zZ*BQH6a*#71=<2vZL!F4yjrcD7UT>>UypW*faCe7DudZpVAGp7Hz;o#xI=i_CXY`* zRLir5EraTiovIejHpLGu@(1d5_DADjV%@Ba-5!{3lV|;sLF1cWFU{>X+fiisf*|@GL)E7&$s$F)cc|kl;Mefwq%`hId_<~P| z3IyenGP*-0uv>TB#bzF7_#Wn;x5&H@b4OLeQb`L*y#2R#gxTQs)9%lEN=z}s>(T6$ zmp0&SgYb`?mkY7qYFantCqFcpw9(&2@?Uu;F<+pXyL(aL_sW;MJQw%TIW znh2H5zrNLWnN{xe-4?f1{WlXh*h4dk5 zaW%^b+_P_-cf~ygmWLX61iL)2~yuO9CB|us_h9;fK|diq3j}VK;7{91llnY}n(a&!!te|J(a(Ih?H>8tCv0uHv z5ue|_iXNo-?gtl6?(9&=MXAZlAg9lpQPulcv~GbMI`Vl+gsyU+jBQ(SSF;C>K3w0^ zd2%o2xfY5Rl)KZsSf$<8`&p1R;Pg_Ij)U#Sp>OXad?9)x#3Om$1bkk`b!$fSZrC0@ z^0Gat5aNM(m8CakV<^fxVnug33|ET%dUKrS&7wp6rX-Z%k!qGn(obpZ(mdPev@Z!i zQX4s@413_f0-sTRW*C0IJmqRwuNJ=*Ooe)M!~!NEeLH(Hfo_e<`yLjUau;|%+73+eZ=d9aPcqACkpiOsLA~FM>z|K35%ZD5Uzmn zyI$o;q|^P5B0gT5yTRbnO4{_ZA{blVxh$B@whFmR`wnhA?2oN$8g`WbaKUJmvCmC( zOtH1&U~kJzSMaq&JUJeufMJK9ABLX>K;@O%yD9AsXquc*vR5n^5>uq|+qbR2>q8<} za(TR9sp{aB%WY1d->*bva;9LLbjPmY1VLn7Uc69xZ4N?CJzKu6hra)xau}A9SH;;I zeoGEcwm`LZ*0#acIK&n_l)F_D2fgqgMQ6^N;m7zJiL6YUEG*mvNH-?ELL zY>hBVyL!k!+#fpQK4$S{`66}Jl(fd&4JbeGwX$?V5~hsZ_LTD%eIK1QH7(oD8|w`E zWwJH=kllX28O|hpB?j_Jn4-=+Ix?gGTQzK(w}b3d&CV_!n(&sHrn87 z)8G&1>UbQey>MCZV;nNoyc3#7rJ(FJzocr2GxW>!eiiX*;^lP5XK@RB@x6gfcrbhg zynYo~oV^x|!@pLT>sYQuX#Ma6K^bpU95_)}ALogd!Bb;(%U#gd>oxghNfLa9cv9c0 zae&_`?`)&bSg1~k{TvX>fox@2XU(2RKQBtWGTAHi{c*N#@2*$f zE=agnalVf~1j)9Q7COBFkh6JW|5R2L^??J4t!s@T`c6_g{HhM-55(Gkw-3j5&w-@} z&gElrl*1c|bB>ts?d{G7(~}{QbtTsXc7@S72x6N3mjVEdMIyE$CzUkxQjg>dj!6D{2*-AJBb94*p9w_o-+qvpu{uE=3 zGHUq9xz_^{kGIW?aScY~qQbLcjyh1>DO$0j*9_#S2+HBX&N%l~&Xfb%OE}rhc?0o!aUleqlr#`*<(gsO0XH0t-w;pdbj($r_@<&eD zm|pk0_DEW;%RTLiE7r)j&QWWzheuM8w9Jzb>@at|6w9Xv)l0VZmTTN_(x7d|1Opi? z+$j@HcZcvr#(vcMC!X*zd0BaOAQGZGL@bqCcEZGAl)t92EB*V*Yo3~GiYxur^s)X(OE3k8~ZY3WA@iul1K)TR3k@y*JCi9NSz+^@?$Z<42TJpT!dFLLLx&7|d=p&l&2c$%9qjWB!FB_-tTnDNu#c?MJUcB5Hj^&$i0)bg<`J_I|Ic$k=^NQbGBA>X zkqnGvU?c-085qgHNCrkSFp`0h42)!8Bm*NE7|Fm$21YV4l7at^WPml-Ifkx>G4>zh zC^FdoF`go0!apWbWU&8(gCb+nKPFRTO!>!Dii~Oh;H1cy{tqsSj2Zu!Ns+<*4<3q) zS^t<#kum2Vb15?B{bN2w2Jb)kC^Go}AwZF_;2#SqG8X+~F-69be+W`!2>s*#${#ox z>2xFmBN-UUz(@v0GBA>XkqnGvU?c-085qgHNCrkSFp`0h42)!8Bm*NE_#bD0rs_tv zkqnGvU?c-085qgHNCrkSFp`0h42)!8Bm*NE7|Fm$21YV4l7W#7jAURW10xyuD+8?O zLjO-i*7K$Rry}b))&EnGdHKw>F|U`|{=QD8jHzSFnT^$s*=Mz7m9vhSYh!J!JTk}s zR?n2P+Axvzx>)1<-4}Drx)$bK*2XGhBGZOBpV?u$70$rn2oj1)H56F z^|1E;jI6dy8LPj)hI4n|Lm7l z&h*7P|L=X~_z~I;Nc2{;X%(G25Tl%D=3J(Z*;wbYB2)fv zspz}Y^-C}`K;??>R9KqBI_Jhf2?a@o%?4wtDis1So^H@tnry+R(n=t zwPB6P#6QPlox_wd`>bQy{jXzI9ji~)F{>Ze@t^g~`OL=Zli6prXUdp;)-|#AnPV2# z|9$y8Qj`Dse=&d8{ddQ#@&9i3cb`nVzsvqShgHW!rY%#)Y=5?4_F3cocm4hE&ilKZ z)#tyJv&xw3`16`r*T9tj+2+r_Saq!Pm^xpa%+f7hPXj@AF)=d;TH?1yy@E3(?K;-76<{rz3XI{vr#XBo54!Wxei zS>>$u|I=~*Y|rY875}a7&v97$tg%?_|BQd`|69Ai`}nu9|GPf^?3dLa>zw~-9cx@x zWS##%jjVB4@$d8gF8}lR-`cYN@7_rK&;MZ@$-_t?}3r`!2iGA1N4z)WE;uA z|En4J{-39hm7a+Gw9kZbXx>TBw9RQ>K}Ileoaf6VlQx4tx8kk1o= z+V6fv!O2`+jVRo9Jw3kVgeYd4M!Wf*6-DLmenjc-%}>Z}SSp4-BbUo-qQx-kp8nm{ z!V*}*oF^>-2d1AM3FQ609!bbezR7-ar6g9waclPYOF~LA)wZco3Jv4uaD@y?;o!TE z+fPZZfZ%qKILFu(NcnvoGI;nRrGCwJ8Kg1C6*915x(}7b>M_rrb!fm|ko^5smxl}!ljPyUoL3`{tm|SkoaU~?>fhxnG4(Vjd-vIucyAHX zdFa+k*!5jqFmVE{LnSg^-|6rwth!MqRj#D~o7k88)G8I|@0?QtCM#m^r7_R^1XjbN z?4f}{*lH9%u6TTT$r_mDTD!MLtih;a<~r73CDUF{37((0#?F}qIM) zdLhs}#ZB5_88Gp8J3zHi;n+NTK#{pVCt!w4^y>pIz>>7vJ~~9dp);g zhxL@9_Pd=jMoWq3Xt*h(arP#o!aQXpB$@dZR4F6o_v=;$7k5Lx*JovL1Zf)yeNl$W z{fH@CV^whX^uqPucvXQ` z6-?D0yl={;3b)LoQgfH9!b~paVw;;Pst4tcUn)|?JLYAdQU!10#{iG64f}&iKC8pNtwYOxjs~r7OXE}A`sL_iS49o9 zG5u(0{O9Z7r-4bo`WkxIY2a3I#izb34GdrUY3})51DVIB%QTv4!l+||MLCCA**MAYx`HL-Ney7(L1S{SviOzN(b77jD7Ls|>f zdoBjuGSk9yX8a5-e6$NiP2W^BZTi4vw*Tw_WzMN$nwP`&$+VZrqJjm>+ zMX5F_l^3XF-PcC<_&TXO!`iTaEH1T_O$SzOJTr~dbg=pUO`oIA6klBDkvygY@q9ZY z@tZpM#*8PZi#+D~po?)k7o`=O>f+5PtL+bibkTBtlFsK)UA(?1ttnin3oD+=_0F}r zFp-Kf6`;TGy>-@VCkbag++waLR1e$YC+y^E)Wb7xE9(hd`k3U&3_$A+GOwdqAJSEW zlIgefaq{$8xhE41Ftw%nma2#WxR`bt2GC&gXl;Oypu(*p>kObfs&49?N(12R8t3QN z450V>>t%@HQyJp+f`;f}#+5e2&4OHI7g<9bn$|ttJJOK;-G`=S)f=L-`oetGUPA=E z-f>{-dqc!0znP{uf!52K%wv{6+Xz8^QsGe&M$q{E`i-#BNb1lDMEos_L4H5$@CF6?q%sOVxu${bVCle`)65RBQyvkeo2HowWYq1opSe=ZxSc;cmXU z)d=^NYqnbs8ll|(#6u~`@)GO8;xPv%6(S- zkTI4fUM`#0V2tM3VWQ(77~|;xd$iX>WArF`wQgiHLH9kW%{yk8pzTqkk;@7bgmZGZ zv)NwF6gQGn!%B@z!M3`zFW=Y{Pk;ZMFvYS5Cj%umn8NM(pvJ{KQ?zZ{bLV!2 zDK>BVB~n^t3bfDV?HxA7f{9$Eg%ixsJbW?W(+o2>PfB+CKHCiMr_JM=w9pLOSJ~g@ zTV#egQ(RgPDVbqNioSfNW+*UkD6I4`!{o?Kp3wocJ}q;((Pk(b?v0GtPV4^8=vtA} zV1{GN^$eI{9`m*uG((k6p+`KwIj-$bfAw0%94@&kDOY^W!DE!O&25`Ge3`f1L32d= zHWX$ZH-~=zq}3XA=J;-4qcyqR9169?->UDJgKfxycila6?7I1oySv*Qvu`9`&FM2o zE;HUV3*30=+A2HU0?RKq?|8Yy0(rSJ^ljBG;K@5{nv{(NRGlx6E3&nK1v8$V1(wvP z=g$nXz^c7P)p}_b80c0LbFZ_&=v`Zn>b$qWed{Ok>rE}uKVh^PAN}3>wQ=l=)O{`S zYb(9(b(To1xh;6_r6nFHKV0uIXbAzP-}zRM z));Q0^F*vMa81TpPTU&7SAs1iOs(PCFQK@_%o=&j`4-kV>C&g$8exrb4ttg~$5}&= z>1U%g_EokW8nee5TkfvqK2&XuwZF%+#<4?h_ry0?BZWEcp>-db_To0kc&Vv$M9v1v zzrX%A$ZMN1uf*I2Hxkx5d)wJy64Nfw20_euv_7&T(=OEp0nBlR4OTJ7c{W&Iv&gD5 z-v-&+-bnf!qI!q9?&5cC(8#==H#QjhMg0uez;3$NcJm3gxMSp$wsxv5*PE=th0BimM!{M)ki65+v0M#+mC)jTE}%8 z_Qf2{*{$@(1mxxoP|r)6w;mqYED*L9HADdT%Q#`ll|l9@a_cEIqsg#~OM z9I)Pc?#}414rrCopBTpDh)AYh+!5?~KOVTq&^naA^X3TNMe|)(M>|4$ZKl$Ncv`n& z?gp3I97p^TS#Uw&f+L)LEVKphIbtY#_^9P4M>uZ#@?Dq13E!CUXFB046X!eO%<-?? zi-nxf@cZlQgcb8U^0S4VVDdq&q>+ly5~`rW2Ox z+B~XQ=Y+Sra?W#JcS1r_ouPN96K>+bs}?9NzqM{UcT$<7$PBda2QiZc#w{Fb(Ujx#uz^TnOP zV}D?A+?mxAu5bwKImUOqiDY&>3wVYd%EvIwPC8?mlP4 z_72EAeCLdU1sfi*e|ARZ=FWF(heGExIoN~yL^j| z3%Y8irzX<6RF$J;jK!Q?kjV5$QT~$nvx;z+|GZB(xZnwY$4Q4m7c`HSSQuXBf=A5P zX}b#+JYJQRxYGp<3J2Yd=>unvw{^4UQ5Q&yp1rX1lnYE3c|~QPalxshW7y4a(ezv>Q zE$;l7E0ZaH7O(B(bi=xLy{AudxuH`gdizR2H&_Oy-|SU#gV>G7AA*(L{`2oc!wq~E z*Sw9Q+~9j>^w{GuZfJ>9sXmwHhI_}|QyU81@WK9zszr$#xJ+a=8|-pJF*DvxHw3gD z-yk-9*|_oqqjXjqzIC(h}P%gpf%cL>y#KWm@s4qN7WMcnbREmd!vI2{kKiPzL} zM~BC5`{&;7_{o2P-ze4{E?Kh$zoxpwa~b!E(;4oVY}@ei&Q^DLf6zJPOY2v0eVTkN z=7c-moNfiz6?dfTadQ<7x#Qweu45;qJTP(8nyt@Qc_8rT!vzl&Jg_0OPdG!(1B+hQ zujSYFfWo?nvS|h$a2^&Pf5p%Pt!|We3tD$psb_etwFfqxzp7O0;DNy}VeR?bJixXi z`oN_<9teWb!lidTFkdKF|7W)c*3Ox_@J6o(WIHoEBnLbo$Mxfe^;Zw@|Ni&r2??iy zy*3Lyv14BDO(P3W+}=65@wufZ>eqX9Espnu-5dGCrznQ?j%g0h@PxuaV~1;pJux|~ z_nbwCCzAV2>tgSEB4oC_@|HeNym@tOMW>J#F8pwIi`DeP=PuC?4`>}YKflaqk6JGj zq<1$uKk`D@7Crw}eY8HDt>r6TPH((V6xuqA);*dbIH>bd#Tx>xZxX+#d!wgn@NAQY zH!MC0N}MqD#v(D%tA=jWj(@8ihmSXOCm%N84)LbF0YhOc--Wb^|; zt2S?V&PZ1OLQ%2M$|C=TH_RJ3IZfYqBlpfnk=<`;{F0Ps{4;&x1m!p*8K1KKQcu(A-= zVtCrbcNb{=>BhxbG67D$5ZSCZOD5VE6UQ!AdY0@9-RWOHRqpgf2Jf>ibNBng*+lGF z=Sg3jxn%iw=Y6rH_$izG4PP8xcH_-7`yye!m;^&;F~z_O8Ejm zjO*gG=~(E8+MBz7{#@>dFx6EBpGEx8?#21hLdFjn<*J2)jdSh&_{aJ2ci0^;23-##79c?Nj86^Mh+#z_4YaAHp@-dL=gap>Fn}pQ4-m zpdqvG;Kj{;*pw)_{9dsi5<}0cO)2%moS{cw*H9cajqiEFZa;WE3GK-fYwy=@;%E2AyLs!B zDtZ0kqOvOC#sYr`{b(HTqU4X66B?Qw)co9sfgvC}Gz*X6E1ZmGX8d^;`xr!TI^kl_o!m)!1z*|Yg1PMY;QNdyznjnch|4Var_*B$?nm$LZbo^+G)+beQY53-4?hy zj0?nO_ovC%xdYMgL$@?sDv*AzT-Z`46NvtN$44jC0#Ta!b8(kWAd*#{=sYzGM4aNW zH3_zX&}r#US>O@~Q;Fw?e|Q9!RymNqH~mu5-iR8X85D|`FJBwD{P zzf-K0KM2_hkBrVQ3WAWpqYVN}g3zSGbMAv&5bBD3PdKa!!uz#fO z+;pV{TP%XG&wD|%uul;3f}K`)2GF`vIkFB2r+(s0JL4mQ;B~-Ih$E8PZRBmf5EFzi zJnxpN#Rj4O!#>3rig&_lQY|xruDl8(ymc` z{rVYCZU%vGV?xvU`$4GoS`(o8APC3GyGr6-1>xf5*XO$_jyq&+?(`!Fcca)UR5^q3 zy)@{>8;bHz%97Z4gE2?JbNpHUU?lH5pf4g23~i3n#WxlN!zoC2>nh1$3_iGHI4Bbg zEuY?WftA5{HmB!+>8fD(OBps^(G14+X|@$&TEQq?(p2?WFBti`&dV}QsK2JL&moq< zNL1Mobl)YIeotDNrS8G3TRiKAVj%U?6cET4N$b~64IS?i6O8>Us=fO524nidO8d(F z!I&|_a>=sBVB}(MJTI-67k5!rxtl{A=u|o(|txO1YI*?n zt>WP?Lm^0VE)x1d@!XlXqP<+9Xy!DYV7Dj~`*?Y@pDzvtkH@l68^uB~ef^~pImuA? z-tZ`XqZSJO8*e83&<{nX9&ew9V<^1x*}FX{`q*|k&2tIG?MHqgKH;Ib8hOY>H6j$; z_t*Fp#8AD5tY&3mC^8gpm>ydf3e!o!6GUlUYj>YTyFwd7aclkR!wZ^15h!9}UHpXB zPYv6nwY?`4;rGS9j2;Yyi(a74=xMaBwpQ4}F0L>*6!m5B@`qvSnvyA(1;X%rs~-3J z1z}K?6>&XE>u>+eTo}V65(Yhq(>b1^VYEJdb=mNWF!=1b65g~b3@<&DvX}UUVWn2u z)rjyg$O_GR{U$36B3`vBsd;pMl2A(R-Y__R4Xih$b*FE=mj3dM;-_6@SJ#{jLqxz) zl_82;gN>gR>%&lf|AKO214Xl?mKUCeVJZJl!P&iGn6@qV>dm1r#5622`ZzNj937i_ z%jbpD&yTgA@~p$b_x(lSW#@2cO*-D&vMU_997@@5_J%`s!PPvg>Ts;y+Inqv1GS%f z>YDx4a71)Oe&xCzj=n=_H)3vvW9w;w`EgIeaaQk&_r6!*7<=oop~i#=_?<7ye>FD( zYYy|ryYWWAVaMZn%f%vSKK|_n7x@T`pRp+`MmqvE>6x3~>P8^_jqx%OM_NaAdQwoB zYXnT$;=e^wyqoRY@!CBCx#Q<7E%l1PuM)2^!Pp2Wf10lRpfCc0VXbX02P2^Kp?tgM zxdj-#cMJ6!t}*?ygxD1qx6^6eRlYlB z29;5${$^`=tTqby*11`F$D`16XV!#Om!fcI_PdpWkE7r;A>XHSOf>F%(!1$2HX5fM zw-|jJ7mcm$dt{GKiN?UJ(hc$4(Xi+=9^C}@pk|;!jkU2>*#||MRGa+-* zrfu40_xrj&YwzQn-?`6xpFe&N_I~bH*L+>ywYs`;4$YhrOh*Q<)*R*?OqT1i7apD+ zO#RYVO@9{4Lh)*o}*VX|d<{$uCx+iWRrlt`DZb6+te+ zS;5p{=;yYtHwWYAIod5+xGk72wYPYAV?WNPM?u@_bHOB8ogR>UA(+fV+jYP9IGA)d z*&izY8cfcUx7F^}2qD7TIc@wQhgi!Co6?H2ogwQ0jK2LAY3Zc?>&AY7(2%&aM&-%<*9zqu)Z5~x@4Wawn zKRC7fC4?6LIC|r?=Qxf_>kO|3q10TXUfrWDLa9Lu@6*qFh03Zp~k-t0+C z3!`V1O>eI(#QI0uG%r0BMkmalt#B(1ql`S=DyNDt8XV;Eq2@&x?buZ7Y1%lPTt0sq z*x5InKG#&8+`J&1CdIEboEH~Po#)*x8MHK<;(T(=M<<0-K*xa=ol?T7XV|Oq%=B=o z@^1XW`$RbDnbx^{?p8Qy*pgoQ9It0}9YE&Igk(mz7x;2fUZB2~t+(Bn% zPcLZGEP~bq%E#rjjG(lfn9uutBWU~CCeLPtMNs2KgRJguilDJ$&ve?cD}t(B2KVoO zErL$(y0CA@`v~fNTYu}DPZ4xXJ2So0ph)t5v$|`=v`9*O=hSrm_DJ%Y6xm2|G?E(r zbf~xNS|s%wQ@XQFT_t|b>HbD$ZIzTG_e$&EMMyyL{&%=~7?dJTH zACyWeXcu&$VUCit{D)U}EL76=$>|fRSV_ILu6uuaprrZsEANMDMA5{NhCSM~kD^QG zTiB&_jiQtcAMfDqQ4~2rdE3Pxin>Q_-7sWG6wMg&yhEOC6zx~2hYcSQMTyI9_z!W2 zB4_`P8!!4sQMr>tVQ5YiHFU<)KDn2*0xpFOv<_*~P z{om9(%@*4ES2i4v5TgF z&MB46T(JJ5yVKvIwfoo0H@Qbs_lE~;JFbqV(y_KLPUl3^Ondh$aYfPOo4@(N%wy5i zb#~38XJ_#9gCC6D(X2F@F4({Q;PEP&B8PSJ{c1d)4qKH!NS!jD>i_(-)qt7vF)n)o zPbbZ%@>UPq`yHN7acOROdZ*^okR5X;jA{@==bopvXx1u*Qg4}!(PWZgnC&R2fEaDO3H6x_C3(_#_5 zzBr;_aN;5|`)J$Pe#IiXbfV6px74Rxb?%VlviT65xpRq{Am^hna^ zfNva~zH_eCZofFHQ}3(s(bza@QdhV1<+?a(+j_2(#mhLl5Zvv+5$z=u5;mwwY0o8e z$Z+1(TdqsUq)W{01~E&hHfU(ii)WY6r*UhJys211Q^!5ccB)!JuT9#d_jt90T6dJ~ zb!-q%V>TyAhBl0+=F&R9s@cbrx&9y@H@A3tw?5u**QI#6Z~CbEW4)y`ww2}B=mATq zV(8tq%A}>_Iji}oqbo39^SHlu_EK_8zcp{-j-{kE=h~qjHA|_c)#36VTO`npSgqR2 zjtR6W?DpsLi3v16Q?JvVy$RIBXrsrCy9xAEb7|4YX3OxuS67!jY`=^w*6b|I>9CB< zrYNUP)?Y?<6Pv_6FI+}FllArHe_lo-KUB{ysGmqdgQiEPG)<(3`d@d<8k9&~M(Z!k zkR{T&ibFFZ{Ss->(ex2Bf)c6ItAOF<8xqM@8vdpK%S2Kib;z*W+U?O-kqT}~T+ zmTX=gwVdwdMowv+yqsLRu9@}oz2#KD$B6B%pDd?G+fTau^mI8nd*$sPt(8Qvx25+= z43ntKro$GwR!J0fJYs^nZ4&v|%saYqR1)Pi_ntOTotNTTruLsELrOQM3} zqi$76NfbW9`flxtBy#BSV%xAiNpxwIv?!t^iJHDYdGqFrBzk71Eg$kRi9U9Gyll~u z6?FZVkL@asuOQ1kVZOy(lS!8D+|AY{nGEL+8d(sSOyg&!rzp~sDa<+KuHW%wGD|tP zw2szF(zX0h6g+Mv^)+7mOaEyrX|w$s!+x_@l5MlXNrvew@pG*AXF8OuBxTq9pk5zW zl1(=sr*@rI(XabG6B`<=qP>;lroJ*}2KQ1((`rRwj!r6V(C9v5yF)4&-VfP*Gb5E2_Pr8% zcta{>j?y}LpgNT{UYjxVVQnfsRJYpG@Kv(?S^6S;o;c2U>#geBx)i>->o$2N>O?rpQh14^Me;F7p^0{ zL$foZ4z44ohwnDWoL)}{a;jPmy|SKe?3M=C+*wbxOShd-hNn};#JG zWs;8jhq1qfWYXj2xeiYjWs=p5?fUyyWm5VqBi*4JGAZ=*U9E+O@pHS+Rq1^x$|RT0 z+R9`0S(N|d3yZvoSu`v5=d>zW7TtYuDC?qU7Dc{0+oWzt7Wv!hm#t38qEgyrx9Uh1 zr3ThC?r=Sw#L?QL^jpAp!;aW{A~KPC1XI7gIMo* zaTC8Q*;GC}A^dZzjdc6a%?9TTHd1-$z}6xCHqqH_^49}KZ6ceDR1@1Tn@D|&m1c(4 zW~zveo&508W-7>1g!X^AnRbVIkKLw`L(}&ZMuaZPp>69sXm`uaA?2g@M-r=Z==}{F zQ=`UPsam<#VolIi8nZ&nVBzAe^!8!P`v%!t@pJ2gU8-xgQfQi5h{^bER99&eWF+54 zg*n4E%y_?zHdfCalRj`edA~hhzUCW@{VtjOLtqojC1Xj zOYL;-ek$sbOTV3KSMP{*EE$b4MOX&_) ztxYR-)7{@{O6uL+O<(da&FuMnH}yEL7I$@Q9yMRyz1_e;d#K3xVdKT&d&t*5V{qo) zJrtmfoV$8PKD~3+E-@P}go* zO|*LLqXM&z=LgF7(Y&h@1J>T%M=$Pf`g%X2kQ}BhAKK0H0Nwax*)jh4K`OGyIe#SR zFxBo@vNUAlVTxLMe)Zw@MHDLakO#Ocy!->b{CuUBQfY6gugph|kF2EO|NFure`}%j z-&$z%w-);Q`Ma3?y%qZWy%qXO!-fA>hxjvxEYXP&2rHogu0g0&=HcNbT(r#FLE+~w zR|I;=1EiLLiaGM$Qg=TOxjV*SW&j4Ix77ce75-vOLZyMh{ur()(ttpPm+uT={N{Lj zOQ(kaK9Ik!@%swlSfY^6p5vvEdkEW!!`=JOUWTc?ReP2Cxy_Wj2jY4{r2+1qavzyX zkX#WUzEl#av4N3+k+io&8sIlQaIQ>&(~yL!UOtJ`C%|9fg;x^G|7;sm15*PJc~D=Y zUNekk=6z*GCdLLHCPpTGjQSW`NW-zZzf6I*Kp+kz?$F)O$4BOibH#zYd|YI{?s8mf zuy|mZkH5DtY!cz3v8jjL$8Uy0=I9RTAfi3~UdEwP?2^2=)kF!%9-8rIF#Y=wVz_?4 zDg%ctUmvd*UH5BAG@qR|E;fvUT@>Mr~HD0;{hxVZ{%gDFz+?qDMoworZHka-KYR^crv zzIOlk4R;)F>G)D8+;x9Hpz7WD?E%Fv7(@R00nLO_{dW%d`+$CXz&}2@_>%tWm5MLt zKYd_fS3X|&aw>cQb@7qm0b`yps8hsO^>6(LTmJvNk}xoTZ!~TG_?j&~(*)p&OO7WO z7jL=mj6hEeqws|Qzr@>_hZi0&@WkUXL+fUG z$2;$v$2--c>3G<4ktt^U>2&_|Fzw=t6a8ircRv}P5Z#4`u>koDAK|9q;^*uA&6WAi z@p18%xyil1*-C*2PCp-PA>KxeO@uF#3OQ~7?zmhRFJBM2@R?vFT$J25$V=hpE9@Dw zLZyDfZt%Dq91tk?!G}^CnPRRN9^>&)iBl8iOp^Hq=#Mfn@b+`Z-ALTEw_Fw=E;BJR z=*v&l-#j(*E+jw66~1zB$pn4`m+-2Vl2LxXk`Z&fCB|kFV`EEGBg;O<5(gVciSSU} zU!w5y3$&c)J4fHx*vz<}fw7s9L0^jqW5cmSM-H_bH`K*y?5MtGE{^8L#wNn4_{iKn zy?n(}ktuxo;=3Wt^bZd76uvzZ9yo<3ZsB6Zx1?}2)(*TB>wR;|rUu3)2KZJ9bG^OX z6f%YQ?G1J?OBN95r}|#uoApf$j17#%)dK@&;XW%I>zl>=y@s&283DrE@Xr>S7??}L z@#~-eCWVjn=V$(>L;cNfMDS*qE`Af@IND~kFb;SRO7IPeIA8M3rr+Nr|LHf$zw}c7 zUwuF7GlxGF0))?=K!se6y9VFu#kc7{a9dQ}*8AYLZjOEY#hvyayJ`NfUqNQc<^DJk z)ouI#xvzbHbN;8_oWi@{U%rFkcZSr|HsS|nC*p@>&%h7G#yz~RzLBxMv8ki6iKTHr zOCvJ_i@tr$OpO2fl71F_EdJ_}enx#vEyUf6KOfr+AKLSznli?~%G%M+%F)ga0pVk7 zM{CTmwsy1<7FY{QgxQXc)^@@YtcMQ~YjGNLu!)_cm9@1M*0Z**pZ!`m9T4Z z_xK3^V3`$G5mrKQ4D3Ys=#Slt+u=Vrl(4lB918yk=Z8HBvxKGMTx^XGt#CrZGF%CE zgneQeHWSZZSV1^L;UMB}#661FhP_zhT(Bz66sI96tMuxs%j>>Zm6!zG@&urI76>`)jwVI+hR6y^xmE)K46g~AC5XC}-SRuo=1;V76Z zo{w<8!cbvH_(<3eS10@P!hWz^7zts=eEq_x2!n+6 zg_9J|OSlN(UvV77Q^l!ZEgVu@Q9LJMmbfomoN!XYwTa77>_ym-a5=(zM;v_Nx`cIb zUcy|V!gUI#C+t92ENmdGg{u)RPgozT2;+!z6;=~>h5xEP&xOB3OZYp@gunAl9fUu7 zDE!?Q^`Jg9fQHZra0^mv47d%cX@NH2cBIw}nnMd{39X;gg<9J z5C*|uAP~l32v~y+3VLrsb0$2!(AQl!w94vu&SPBWS3=&~EB*6+uhLx}iQXmyp!x~r% zX|N8~Lpo$YCS<_|$cBxu2{uCxY=Nz?4YtD$*a^EJ7j{D)?16mP3k9$b3SmDSfP-)d z4#N>R3Po@Xj>FGT3@6|uoPrWK4QJpil)^bU4;P>eEh*@h|}SPn_B0+L}Rtb!Csh1IYI)7e1dc)x9E0QV zGZe!KI0>hq1Wv;lI18n44$i{`D1(bo4wv9ET!E`_4X(otxCytQ0&c?{xC@nV5AMSQ zcnFW+F+71Pcna0<3~JyPcn&Y17Jh}7@CshT8+Z%9!8>>lAK)W=g3s^;zJlfi^USX3!j3Kuc%^t)UIHg?7*$IzUJ01f4+wT|f$5 zK?k~lE_4Sy=m9;U7xV^wFaSd^0%I@%Q!s-*&=>lFIaq)t^oId35C*|uAh3cVU=21f z6l}o`hQV+c0YAY=7zOq)8XRB@jD>OF2;*S_Oav#G1e0M3IKxz!1}@+VGH?TT@BleX zhZ*1rUN948fj9VoFZh8!%mxJnKp@P4AeamDAQ(a*6v7}JA|Mi!5CzdNA7WquEQCc6 z3yUERmOwl#g#=gziLe}!U~LckP53|4XlMUSO@DN9Wo#jvS0&b!$#Nyn;{3b zz*g7>+hGUngk6veyCDzuKtAk+0@w$IupbV{@Fc1d8U?8x9Az%$QFcfUT4u-*S7y&=Q zNEik7Fd7_S42*?w;0WVk0!#!am;{qy3OK`5mPAQZwN93mhRln@2cFdt%I0W5??5DSYT4wgVXEQJJE z28pm7l3)cS!%A2MDUb@QVGXQ>G*}1gAssRx6S80fWWz?-1e+lTw!l`{2HRl=?1WvA z3%el?_CP-Dg#y?Ig|HtEz(F_!hv5hug(5fx$Khuvh7)iSPC*HrhBI&$O5q%whYL^! z7oi+3!DYAtSK%65hZ}GcZb1dyhVQ?=kHGg4_&x&PN8tMid>?`DBk+9$zK_875%@j= z-$&s42z(!b|Kkx*t|0LU`KlJHN}G6o#ZKG^lLnOy2qDNd^;aVsA^5T`4LKjij&B-XVLw=#sAk-(+Kk9oPO5<{MrIB|=XaVsZ3 z;q~IUl}EX1MOEVbjL%%^^HiLs9Io;Kw`f{5&#&ZG>OJG_7I7l z@jBPxG1ourlem3t0=Miq*Y$_b;(VjVTz?mC##XMwd2a0^Zlc;3aeYZs zu8}EM?L1fefol2*x2)w?as9+W+}t5ta#A%))t%h3!(4}AZtZifvZb1p8h$D5xoxI! zbLVhfL%0rcs`-grNj8^`ag`^zMkQSB>)bXExK7pFjGlGG<5ih+%PhHiwp`EgT**YP zzg#sxlsj(=*TJ-|xSzxU+@d{Py1{kQ{XtxwJBVAhhwE9w)xN}y?V>KOr&htuXz-&r z9Xm!Q+iRP0o%*Tj$aR>@mHf;t>sU`*U)hse7RpUb z<6ghY9ah7ws^#W<;8Oeg;`VL)x#nqHWhK}32{-k}2I6|=+qpTrxUqR$WhuA5MniGE z)JEK#!Q3(*u6Zc8&1SA%Avac|k+_|!6Zc&tHzSQ(^@FCkoOHNFaa_+6T%%pl&2`A+I=$c)sp_n* zE$-)CBd$`yP1E6q_2OP0$lX4e+hGKEz<92|3)gW5w}n49UcuFy%he3$I!1DbrE#~b znvu@aVJB7duXBrUaI0=}TU2r-)vD>Y+zwy4`9CxjudDt~+*~JawhK2fkQ*Dqm4tHR zcXE^SxWn?f9tXMainzUtRm(4N%T(QdpQo=s=MH$Iny%MOJfGMu+(K1r9eMiQT&}}b z?&V`#&$HZNW!$QZ-1sY8hsWI57hK6#u6CW~;_+TSTltV1`<|Qpkz4VZn_stuc)V0CuCp#TehjzRliPb8*L(vvHcvHujO$dVrMRCq zQf@|9?rR$^jp5dg;~tvCEpy>IxpH$Ca9^uhxrC=X?BMDg<7z+RI=|v3f9BdWY9*dW ztrpj_Ik$diuAUJ$zCYL5f$Kkxn>&g7(3xxI%FUK>%aq)zcy5~%uIE1W)_zi?yfv=P@E(1hE@j9cG=8$X(RSz?x_w_)oo)y>Ih8sVETj9WUb>(V$aC1Gm^L)9^3a&>2w`zr| zY24B*uIpoN+6%7wJMKL7j^g=OYI2P_aGfo=Izzagwp_hYTyqC*_GIp%P;TlmuFfUy zyQ|!)TinVD?#Sm{@3-94`kln{$Z5>YZ^5n7;U;!d&F{fA>ccG?teS7fEga3w_U6U} zavg%X-r-#TRjTD%xN5sp^DDTux49m7xOz2Q?UtRz^K2pE*0<*R4^>S&a?MrEaN_CO zIjTl*A0Fn0z2Vw7kcj)WX~?Z@#9iNp>#f7h?#?wg=VsY)KaAym8pkbn=0?l7Ni(@` zBe>>K+!l+uGna97lDHu&xJNQn^9#6ch1{L{xn&2rwuiXIC%BsDxDBsx%inS})Vqk+ zIYNt@+m;*MnR`IWJ#WN)ZLV5w!R=th^%%`vKY=T8;g0m?RtKn-CvaVtb197*lFe0a z<`!+|mhIze@8?ceRr456=bqv|F5&8&=1R_RPhR0pzRAtH%`JM&J@bTn;3>D+8?M27 zZb@UQI6msFxm#8BZp+i2-MNA0+*tgjLBjWQXRNv9GgS5CHVNc@2<4V2xp~ptX31Qm z_1uIE?!#Q}%e`FJLhkj0T+gFi#W8OD1#X$D6Rz^~{oCA^m0aah?wJqVtDm^7w7ZJe z(WyCCyEQkXBUiTvw@FWKwIR270M}?BH;%YXhI1_)xCUdm)l<0#Jh(=_+;V@eG?J@W zpqgIHbzIJ!wu&2(shZxv_1wrEu!(zF)$GkYU8CyBeLVg87`ON&cXAoGO*vP3nQKtR z4SB}h`k7m*t|N|DTs^L4Bksti-0areA%@%{V{U;7*Q77^$Uv_8D6X14x7dxVIg1;l zYOyy@mnpcf=W;zFxN8!)15#AW*K_Y|(acf?1 zV_tC|zvedk%GFlyCXS2lkK6RZCj)w37}uxf}Pfs*XK)dYY<%20T61 zn44?PJ)~;R0G@Up$+dLgZgS+FpTO-jmFwxsb@t-6^5$Ol<=*kI;RJ=2JL zxh2=NHCL|#SECcRu9WMjs!cDRPF0l*dD`BH>(Ph%TGiUYJgxYN>o$&i)sgEukxNs# zCDXZYXK~kfa}W4)FVE$w$8qylbL*yaCuDHbHgRbuw^UWN-8^lc$K6@P9deReaE<%= zE?4=0d;KZb@i|xWj$8Set6s0WIL^--aj&=IZtBSO=)&D8S#~O0YjJXGFxaD@- zg)Ur;K(1~O_lv5!i+MVKHTT0BZpAw8kPTeg%6+$o+w3Se?q}|Z)71dUA`6xid|;H&s>i=jj}4?oLN;#&~Yp zWbUUa+#FA?vqCi;$}L;O&0EZE5yw?u#=W|N`&iY2wLIM^gZn|%q)j}XP{@6^pIiSR z_v&Hpo#R|ZG1u`l_vCf1>vOL5XYORR9^&}rHscz#)xfwUP@sGIWje3dKGgFIuye;=kdv0<^u9_ZK z$DF%!5LerpYdM_za0K_{Pu%+U+}v^8FK*lkp4@gbx#Y(k7RH^K#9hCN+iDlru|PHd zFgNBT*S3UP`jUI-6}RRM*Yy*3>sPKpo!;VgdpG8G(&jd6#!YR`)oj77+nuZ4i)-1N z+tY}9XE@jSC$7#k?&Jt=bqv=rnd`igtG=EalEYp9Gxxcw_fPQjw7c9^Pq=k!xW2Er z)t|Uyzi`(y))%j@T?ekCs+-2}wCx10!6fbg5AGm8t~8Jv9mH*+#EZs|B~gdOtqtS0(v6}R6=L0tgxI7dv^JF6th+%7 zu_G;^C5a7f#$6IJ?pwFN*Xwhg=j>F&@9y?{%(o_de%3*SXGh&S%>1 zB?or@-3HCJXx6BppkPm-%?)em|F8dlg{f-AMv+)A$;B-r@$UL5qYhd(GT)z) z+HaXE(0*{XK}O~)_h-I8?>$N~4KgC%e>(Gh+Sm8{Z)Mu|f4_d;XZ^lQ?Ker|t8aV8 z-#jfG>reYNjURP%OzoSdj8!Y@H-6ghoZ2ThP*C6Y%)k48*dF`q^B=Znmiht|h zsp017`?Rm`_xH`TU*55P-)H@fOYJ$oXul@?(SCSpkNx!8FTP*j_Gf3lKVxA1+G9VL zX4*F`t6zKcKP9#2yq`BK+ON$7)4F7d;+rz_ubfxE_Snz;nene$9PP8;%gT)ZiPWC> zjrQv>z-+@L^Zi#c?VG<}zwgui2buZPeogvg{k}=!;~&?c}(LKl*GQas0SC z=1n&G+dQ=={#cyaQ%?OXqrWbh_Eo8U3Zt{ls%6?AlG-OV6inM9#(x|JS>2*$g7FPV z?eQN4?W6sgZZmxUtkfR+X`b45srk7dNqqnE)SmdYS3SSa`rnb-6F-!s_KfdGA5IyR zKav@L|J1(K8vHloe<3seF*}6jHd{k`zW+gLkN;e}|C%%(6X5&*%8Z}(_5J>a$?#df zu0!hgee}OgYR~v-zb5^$F279e*}u!LkMFO+d}&^=duoqAS(VzitFBRdV(_3729Mfl z;Lu^i2SsxD;31P8m69@W>iv zBL|N-<@5o=t4oHRK5Wow1BQ>Wty13>@H2YRgMQ&o5$*wdJj*dYW&3 ztC)3-v81fj51)clA0vjHFfupdQ9BJ9JZf~F=#|J5X;(`YU-)-dRQ~ZtPCjMO;Jhw! z3zR31I_0#H1M@449yVg|h|@+_4{_wM(+3agH%b|GWiy)UMhxcP-H=mfRmNT2M{d~F zQfT(y{f!!yKN=6&^^J&pIeqZS15O^O!H*m~P&?trIrNfO)q~KIj3~{oU7eX4j2e9EX@k{szu|*V zK4J7w>ul6cxlfHAslAn3(pocVpKHMUq9#(URnj6x&C*lE+L#_yztc`0HhR=)rwtoa zaG%^#h46^*sBoq;UB_CVUo~O*iSf5xLk0|^D|*L zVSnL5VZ7ix_xCs9Y2i4bzu+^&=foJ{4Z;8U9P1$LAowWrJ$Q!jSK)f$Ug09)V!=8& zNq9(@C+sW?6dDV@hFvQBQTVmcOV~=-Rya_2UYIF7EbJ;AE?8gA-$UpvTqi6Md;+x+ zrU)K`&uZUKMhlk+w+QzOLxq!h!+RG2M%E&N%yRoGtmrLdRaZ+<0gAiO3F7u@GA z!coGX1owTuaD{NU@PN=m_)O>~EEdiZE)e|v$%4oEj_|GEIPMeS4B;}tapaSN^F5A2 zO=e@^YNh809>W4*knm68FG6FLZ!O+VaR2WK8!7KivB$B#(%Xo?5xgG$){TPOtuHPT ztS`^;J7FE=+a7ijUKKo#VqpX2PZVz^wtlLFT?N}&Bjp*Rl=k>`6rK|{5;j-9ZQ)$O z3GkAlQzLO2K`15MEchsrWYW6T+E- z4dEKmGr}gq3ZbR)ZWM1SE)=&H_7(mm+$78uwh%fAZrfb-#*04{UKDmrecqw;vBD~0 zOXdAa>^^>@w7>lap^MVCKaazDyGn3B#vaNWC$=uP5$;m@OTqp2lw2h4ELguDpU3v3 z;JNIka_1c_oGk1lxvSV?yHafZZYu058UC5%j>1VosjyP8U0e5W3!f*5a(c0Dc31n~ zi2a?x!bQSIg4<6JJXVkASE{#{&_(I)!s&wReJnWtPh!J!SXZ*ge?UTeaSx$HWkup9 z;`fEc0=g|u`5ymomG+np7rZ|A3Lgqyr*6XSO8dLVD1EiqHsiJKEc{wHK=MN2P~ly{ zc4-}6B3LKARmbq04UgeK$pZxMo4v)ii2c3i#MaSa!a+*gK3WLBOY-YVucx$iaHKF@ zvUTS4dg7l8os{n+*M^g1jc=k@=g#umh*+Jl=ir7Q`Vz#sBoO%^&cS| zqB4*FM8UclDYk8SoTmuhmsbe>aqJhu2&K;#PFLFg!Du7ch879CDBt5bLMRgaokN5% zLTkyt6t@t(w!dTUM5&)UPtR`ZRHOXN(JwSeTB0H>tvkZ?|vY7?Jtsi zznHuqls->+mk4uGzV&{p;JKb9cwf8yACz7$wqEQntk2VgCsMh6wfEC>vD;1(yr-O3 zlCZYqPQtO02MM1m?fLf+tW)Fn!ui74D!W+NLTST#e@^iCb7kVoBzvwG3${bUc?FXF z-F*bc@JFR>mnVx~5qqA$7aP`_`}mWvk>pQ=HcA_RQM$3%`xqZ_u;e3zslqwR=ez#q zpA$USb%c%reN9uD;dSx%t`%&O5YzaHtLGroE zG;DJn1kdFb$+N_s@9|>yJ44t}>FvZGkL%oRR-V^oxX@h~DtLY`3I5C|jzvPdFVS>LiQ}8@Si4D)|PQg03 zU2yqqp-OdZ*Y5iP@y+6A1lyVS%Vg!5Z9lz~_L$}fp5NiZJ<7L!hA3@#E}nzeuCL^q zgJ!~SLE_i&N_tnC^g1@;;uy4Ci*j{OuSqJXh@zNOfWaA#eXPLic{gnvThvzk47$Mnv&Hm~F!DBSW3vT0iKPOnf)>ltqKf&MMUhFzv zSJ(5pK9;alY#k30-zW4FtP`(?>$~35!ka>OfIKd&0Kycfoa853|3&O!*%q zG;aLwePFv8EDRSW30DZVqkjl*2_7rw&sCCdm%NVJ+kQL__v0J%Cmj#uJp;`>yrFW@e0B9tW*0w`!%nh_w1{A z7^iaE=VZZa>Aq|a{wd8maoS@=2d_zPsxox;z2ugXMY+1|lyI9b1^Z36HN1{qzb6D= zI-3a-l=OOg9nTOv4&w)bakN%F`@iRu*IL+Ivgc)t7Tm}80zURB)$u-lN64@DLaMj5 z+8Z8^;dL7#SogN`CMsJ`7_YR)VqJPH>nl&mTwH&L61G3<-sKyp%>K%4JPxBsY3~!` z!GxE^ZwucDr>jmQwe#A1Ea?B`&JTZUt@N$#%JlyCTzqD_uGf(DbGxsF=BjV}La=?) zW(Ub_)Xrl$Uid`lDR|Cr2+Yy@@3(?=#2UP$a<9V{>I1kR>$bDqmtup{Lpc>-!_Y`u>$*o4HE( zi}Gwc9fTbP>(csY=RBpY2m9hZB-__`%`4qTX|IvtvAV72?me`HWZRYJ>+$zUZ9Qi1 z5Bnvb7w+c^!F$JP?-{RsOUeG;L1K^RMZtEkP$Rc_rDN*3k5e~l78XPjrf?kso=_Ph2Y_znBp zq6FKU(MffzW1l-}40xPOn;WAryp6iyMWE05Xw@;P$4*m~(B z;Fqi)<2TB4JvCSMN3>5HBUX#;RZr{>K>HP)k$-48H z&J?h3f5YRq4n1ZAJyYLp&PW(5HZBqJ?dtcE&lBu_4BJPMWZMYvIIRD31n*({)cpGS zHsv{#rur9)C*%R2;_v@X`Cey#-*$GX;Q4s3paXx)-#J)$?&mTApI526_D|OTuLZBq zp~4`+{hlU_6Kq>Q7rXq*B)hHaS%-%A+(DAPM+Xb%3$|O^iOV}mrrdU7Jzg!SC|7Q~ z>?Dj7&K26Jz`n$O#P;fS9w2z_x{1Bs-lqoVnD?CHdGJrAPgY&;x3=P41kc~L?ET|$ z%@;g2uc`HCTrNxztV6Gp{lW&4?Hi2o!XE|OwD*kd$M$)aaG~Is!Q-~>t@je)3c-DO zOvOsOACJZPQ-vD@xA7b=5`1PIkkUS9toySC>(gWOn*2fRZ+L8N#pv60yl3_hYzx*m z_HDg0PxCdx48b&>?0emn=SqkR->=lx<>N7fIxPHF4oSmDfs&6KBP?p$^H7=iuYMQPh6 zy0v{-Up`a$hWR0(nJ`iCxV$fVi@mR{XZPoNj|jFI>)7!8z2?@X=V#m@5I1@q{cWS0 z;I;j;aEoxZ;QeLY`&<5wal1gjDk|unbmsX!EYP3zYL%nxL2{#M(2=3eVZ@qb)yl&Q?F-SO3upYgRR|$6t z4+@V7PYU_-^%$NO3I)&Cx|u1=OHlVY+wy+!`dQD{3SPsz6YdwkD0p7CiEW==+xOLm zJ>vDWuH7Gd0iD#*MSVKb#YPh*xaM_43Kk9PYh z&+F}VF@7&t?;fMqOO7n)|=PnUcvfvy%mD(dRwvK`qr0qX&teiw6m^W7JU9%ceW$+ zx1;iUNcMWYBA|Es{+k7VXCJZmh}X_Kc}*B0+$6lI{GW+EH^chy`W-A-C$6(hs8l`c z#r@&q+^@%em*BA*Zcp1cB>S6Q3+udGu->Udy*HKjuLQ5ra=|v>HQz`;PoA4??i|6k zb(!FAJ|ldTFj#E;cgC-6QsW~KabVnBYS^3c0=xI~~YkG-{IkKg+68Z*`hB(J^Jzvtj@`rPt7 zJ;#-T+jbRbZ=1F6wvD_aSik;*f%OIJ7kzk)9-sG??E>An-BiKfF*Z^=kIDAt@wxxA zh5R|XpXU-@65H?oLp(yTU13|+SxLdIA!FJt0`S`<6mA6XRN@GDc=+o=( z{@v$$LL1e=23AV8e!Qlhm-od)vG;}R+cp{7H>uop419{~zAbzvd@XqWJVuY%bM&}| z2(IHj>v36^{@y=@kA-zKrj3Pd1b^S(UZT1iN^T)oeqW%>e$DA0gq5n7)i?gpc4ahG zAL|P4)9cF`d*ApQ-p}6WUdP?UUQ4gV&sAn0)k^GfPZ6FJ>~HoFSPRe9^K`$b3+{Ke z;Q4=&_@&*_idZB z{%ph6A!A})Jx9;Yc4B>c9g2is2s;Xl@o|+gclSqKw{ItOO!fCoZ9FI2mD{+!=d`QJ zJYJ8>>+i9w6c{^ujybq4-}gTKHo;@G9UK0>zwJNU^|w9Wn*@JziC}#-QNG)>7Pd_2 zA+`?v=h}{mrz-uBU|(mSvYD{6;5}fQ_PWj%o)O$P>)~%0_C4-zH^KebhTM^j(u{f*N;GhN?yiOy^b?gv=^-jiON_8DxK*C*`@ zm1lT-n+iV@uxr+XzFp6CtUFMww9z}^7;!&=Ht%XIUkfG5!xp_3=)ig~ju1Tm&jpu% zDYh-<_v1g2?iuWnQ?^#S?S;+>UBw3qhYBt;``h{J zu#56MMz0;P-tE)9zUac^@VAEv`Swpf@tXa~Tf!GYGqtxp|4P_TI5-bSD*ce^944mE z{JyMD_d%ZL+g5c?5QYjaH@wfiH(b~7{EU{Wv#sFy4HSkYj1qg_S|6UT=SW{(qrD}w zW^QM^qWtd!@15O+-wJ&N`(gXw4TPNp`%v4u`!_shzHzhCtRd^?a{E$aEw#4|cm!Z`xpVZQ%TJ)dWWeS_ioXZ1cuPSXD!GHQ2whPw5w%|GY zo97B;!Ucl+@H+i5rM<43C~aMO9sFIl^*1jOt`NL#uD7<*UT?#CcYXJDl;E+J3Lfw8 zg|ULa=W$<|fW6wsoGqLuj2DKfZ|lWt$T|*DKDsm*x}D&1+o*MCJ=nJB)9YfJ@S3=P_ig)e-|oldr0rw8UY?8lu>IJ!+}8wQqTqF* z@BF>tar^rxsm{rQ$6@%J{+`Rc$K7WmvHP{XxnIL$@ILUItP79JuuY%`&%erob3%HvtJu6xIf#9&qiZ^VYqOrU|n1;TrF%Tc%2Pw!R6GMsxfzv}>jEE`s-t_l*7bqk`MmhglEC%!DRluj2!P z>r(cx(r)*d@K?e0e1_TlECiD|LAM3$-^PDRL?*Wg`YvI065WKz~ zgZsAKcno_8UdtPWn*`?@tlylJM!rq*UBdkWbMhGcUFu9v_Znf5;MnIf@f5-Rxy`)->+ZfiX2!#rGEjME3Y~;Qgd+v&x=+_T zU3rG<`5Qi?ZWeAAXy>tc4j!9zI$!X(jCBO-^(kSV;5xko*K;|x##mk7>u$Z%uDjA6 ztG`n$K0r7~7%BW&us&}U+{W`n2kyt%PdGopb9h#;eyu0`+15&X?p}YdH|vaTQQzZT zAlM&~ht8bG+IekQKjyZp@;nxQ-}5w>pZzrcXtH;Pdd%(WbTvO<@$&7igL;S ztM6vN^WVyMPH35%2b}G%V*W?P&V#e%S-Hcbp?5f2{@==? z%mdE0Lta_FeXboc?aRJvoXdx&?2-FvvjC<(+<*75E13McI6I$?SHwQ5tNxnu`)s~d zZoF{W#O1}cwP9VGe;M=1)+yPjQ4M`$%j=SRJr;JJEhqoAV}G9O7w-6Ihnx&&+hygV zB^&4J!`X7=t`D@XG5%FAhy7sR$kfkr<5jkm^7GoH@V<^E~^~8V@^-V)Q7Rx+cv8GA-AO_Se+nJ-K`{10;fQ6CgL z4U-SIxFYNwMlUeyUbOSNxpn+-uUJ3irt`u+=npR3B>X5c=YRR~RmJ3)(F611{DrBD zT_B_XtX?VS`+aAIKSahqv2UyGl!h6e+#}g<%J14U?g=o}i$7`%4cY8|M_?fv;Z@`scjK%CsN%LY#ldTihFd5vD(w^=1FJJ}lM= znR^%c#2;;zMLZ6pH})kw_t6*+%y&DyAM2Tw8D}eaHNn_eCw^oQKEsjdO(i&@mUrI+M>hD;{4~oEuvD9`f~9gq<*7 zWY)K=d5hfqxW6KEUm#8=Zm60bdWP|@@cIXbeZlCH_#7F3hJPa;W}YzlaM6WvPQ#3w z^6Y&EebFCr4a_EpRv0zEqC*0-zSQnW4 zB;&`Q!n}vToNqAkEb$ney;qD`8t*5JkMoLr7`vlhUEHBr_(QnMiLp*_w%y{HvHsi_ zkY^nlb^`OB)AEB@XSlk*qEm{U=DXyVeG=z>mW%Ev%&k*(z4VSm+*%#KW#fU=fPLBg zw6BYum6g#m@ek{^Ti=ME*muOe#8>1KR}tq_Jl`lcUKl&!URAs#^av9-biH(gTsyd; zU)t}@g41-WiG9m{=6lT^552?q#i8rOI>7~(gkC4TSaaRkFO(M?lFrS<>r4;72%or7 ze2@JE-#ISo!Nd&(Gh$z6&vPbLouBG){^9rN4}I_Udh`cR85wbX!MpKZmz67ai2eM1 zlQf?_XFI>I<8i${1o|tmpSMcY=9oQ4~&=2?2>ijwq&+uh-1_Z^JCO04*fHlp=VbT9y}UD! z&%L_uA0n=V3rc4cd+fv!+-Jz=K3eVflU*P6+vo?z?h2B>f{Fh(ye!Tqc<%6+AAWKC z@S5j6<;0J~naJD+>e4&oB~Bu4;QVFZ(f-+oVm>hE4|YyH`oq3?e`J6EXdk79_}!9E zWB*sZ8vX?4{(`=^5AmLlp72wXCx*X;myeD24Eo_a@Q1A;erDZ^r-Xl-c0}kM=AJm_ z_!Ms^X8thi*!mw)4<^1q55&*JLFg0x(I3n>@L%L}P9l%oH1;L_2zlK15r@P0xh1{h zUB2(M*iV&xW8TDn#BEcTMqEdI>iy_kP6L^p?xS$?bL0Gh8P|QUhyBAFP7JyD!haUK zt3JODKZ{H`>&CkeGX3m4HO?bA4XdDPX~gHqJwHwHUAk}MZ}|@8#G|Y)cEGz4amb+0 zw$7cuye}0!{Z+BQMLu$u4I};=_s57IkvXs71y_bX;ID6teRAV%aqht6b8jYoE8ZmH zRN`4=&Sln>bwnm^AugeR^3mUfN5XDk^0{{tpRym>4+T5N{+RYr#NqJS{bJqVR%gaM zoBt5=hL=>v`HVdhN0C4I_1O0?exLV|t_#+Wcrd+3U%gN48}hlI5yukmaNcy@C)N+1 zwr|9RaOvl9uc_wA@y=PAnBM{6L%)yj!|0LsfvT#QKlwerh<(dG_7R7qOGY+pAXYM&6{4st6nSMDB*%!2Dzf{*t3C7odN_+?Y zQN0weOr02d>J{Gm~*2~X{_s<-Q&DOW_{b8 z7xva|M8pqSx!3(+H+*+YWja?Av;Ubd?@#;=H1+b>e=zeWuBJWl+POQY@1=^!#l7Dy zb{3q9^?$42n_NCJ_eA0^%87@o--FYApZ65n!?dG5>q~jjB`b8Gm^NaYqFPONN_=R_a z%9rEs5jgi-|8cFH{lF6rk9qTZ4DvC9qJMb&ezBiRjte`>%EZyEAL|MeU&B+TM1S0u zh~w}F^iREBE!WA7n|FR>%GuY9f80yqhjD9y_?`A8x5T*tb55K!DfB`7h0MD3 z9~<#B%=rU%-7)qLTroW2ahSM?c((WS&==<^@pLv0rXBG^+r{CpxW^Dz?s;ph?^DOd zJYed#o?RIGF7a+hhaTb1zm4{A)288n3R}nTK9#epimgNPk)IkH`sAK~JgX}1Z7}+W z@$(B7uA3Vd%sEHAgMZ=O1)le}#<_Oz0b@ch^pD;1u84k!quD3ZMnpVMIdLle;-{#G zKVtu8zl+`WsEqp^%sqtr3j2>KRsnC@{7!F~6Rb@+04#2d)e zpL2iQmxxC>r^)9$!p{&V5nm(seHR>951D!`Rv4L&Gl6^OUv2&ak_c z6Jj5cPksD8{u@8aJpwz=+CA&aI?;cd9csRBVP^}LMtlRe{3`s`lop{^;!Muh;?}Wm zvh^ms6zj-+0=dgyW8dF;O!SK%!k_Uw_n?6h=M%rejDvRc$NJE3c03D?kGQh`V-W}O z-iiMtpMBkWa(o}Ix;fs_Vd4pxeTP1>GUFm{s@gRE4h(;SpXQ!Nd*ZKbJIe8|?2|TQ z!=Bh@^VbVKlfPh4#I-QzD1M#&UL7x{_!Akwf`3@pE&MG!^r|K~zr_8!I&Mt^E?E?D z1mmY);#~48UWnh(xu-Ke%6Y%x@2R*q(hjEH>_)NgVC;*(J3{6jRz5WL;gZo2kMMgv z`P8Ev`=$K)^J4$wKaiO}`>}Y-u!CE_2>;dm+qhrhH^^t-VvqF0-#L^nihWq{%^Stm z5r5BvOgVlFyT#AK_{}MorhT87{GxNhufx1^5J$5<)tv4n#2Nhl!+v0&7NmOUlkwvB z+P)V48!nky^S*`5JJ-_Av2JkBsZk&1T!+717W)F`@99dnjdu7|@>!?3i_$yp^kDM) zCYg5(&d;o0XWzh#uUda8QFVTtcQEl2f7eyGQ+yw$ocA?&;TfSvc+rxOVd6f{BjSzT zJtAI$dHezxHVy{5}Db&%5=VH`IJ*D*P~hr-OO#mifBj@(G!sx$vtN0$w@56o5@4)>1+0a)*f4z%R{FKVG z`Pe`2!=2lOUnP#Zs9)?C%86enr#}1m%WvX)Fy~UQ#&OSrTRsqRIQ#Xf<72#V;d)`8 z{GP_|+T17k{Q*Bwoqu>**VMi$$=vU_-_o9b`8#Uv_q-nxk2Za5z1;c`FK6>r@ z9lvR;H^1*AQ_i`;K7A$mQ}U51XWe;6<(-Og^ZPdbhI<=v3H!YH2QeS~4t|Mt_yOv% z&*1jo#(sp$`^4|LaJw;aF7r--JgH0gEBrfuSGpwmeadfc6!9}m{K0vG-zLr=j%ZU5 zaUx7P?^kf;gK-YQ3*L?OwxT+g*w)cprev?+t$f zb3f|+XnY6e+=mZe8T$j~cZ-RGBQAuC(%(nI#P7s;*eAbd4!u0yd0_m=;*VmS#oNTc zmx0O0&tPA)yY=EYKRce4-u2S&Oxb+yAuF4NA9?4DsE<5*WzBrxH|rPCF0ZJiA%=C{($*AC+7Ef zS(L-mR>bd&@O>*I&RuYP^h-R2{QUW0uhc`P9>06S1yd&%=X_my=P7EN{=G@cNA9y> z{5uzzIPdd&BF=}i`RvzTFGO4e^R7T#iGPOicl0~!&9HlTUe`F6VcxGQ?udUE33Dzp zZq6s-NaV$%*NgKg{T_$hdrX`cL!S=6o|W;B<#!gu`H+}=;+MHEMnCvr&L7@eDW^W= z)UWoNRdFs5cW3iY9~Jijn7>mgxFp8U-)~RaCC*>sJKDs=kx;et}vx-(_B8>W^|nM_@T0EV}B7h;Rf+?}LyR>=|(ZeDaa;UH}*M4u1%j-5l=^FmXNaZ}6g{y00wndxpZ@jm{-0vx;9r0Qi>fhm6^=@d%&B zKi(?*AH3qh*tacCj`3vWrn^Ud;zF3XkMcvehZ3W8`z6<6P$a4X?3eAJ+bFGhY9;~?HApE!?l;*kD3hrfn94+(ps-lZ4Dej58s^h-JMAaPnYexn_J zj{U|yq(8oM+}E+6r`!_j$2$i3tmCvH@pmT$*F2G1Pq_S*FG5cHjC$l_9|hU}Qk;mN zf_W$H`Dpm7S?`Abg*j*Nm(=4OpLg-ulcGKEhrFwO-6ZUQa^Aa`FZV|3@jDptd&v%Q zo)Wik{u38)-r^UjKfh=pcVFJ?Ze9`dfcYJL=o8^*zP~2+b>G5};ibEW z%)1=*cwgcENj>^2S`zm}xZ;EOey4qd*&oR0m+=vY!o0f;y{lQyu6Y;BzGLz3Qg(Ec zTs`cWxQq8c;y>!)@0y>ygVw?1L zty#HQid%?Rkoi4!{w2{b?{wU^R#c_oEP7R3(~(kz&?846?R2F_Xpxs;s^3MCu!HEZ`{LYwXOM%l+ABF zG5ubd;*Z&HM7y$6q8;%B_bkpCWa1Or_1GucW!v)|+A}WvP{r@!9O<(({vLVS?(665 z6TgH^IrS;$owp?Yo(3-{iF*RSBQAI+{3`h~hQ>M4ZAzSz6OM>`9Qo8Izu==-H{vP$ z5&78FgMW{GyxR?NE|nF;IRGzg73)hmazXmv@8SNwB*n+XvFs1df9m6p_%8d4_Osi? zK0sdfn~>*>iTSYKklCliv9xD@VYlStZ}}aE_hI%Geu22YO<8=OaS%s$yd(TR=P5G% z(+}gNfBIqkGrx>|$$sM=g8#?wQg6mFac;v0JQ)5Se}hb1SN>@H?!|dayg+{CEzutC z^F#Orn7=2uyF=IoJmrkI@6Gx?c+B2mk1+Q@%Bg?$t>J%Q&V_bA4?V!UT^IIP&B;F3 zSsdeo@n3VdkKYscoe}xQ!(-eqaeV1}aqokPS3WO^`M{-9V;@qE%x z;aAw-#I5HR#=QXU_-f64hkp4zIvZaSH)h+FzZLU@xp%6bN1El%wX(Sz z)L`y4+#je{eNH9+wEmf~k9cRS*fH#=_t?lE+BW>fF{6Sh=lr5Q{sX^Kn*M#``iG_S zEhD#Y75)sq`qr2)%>8ZLgcuLZ-w!TY67^y3gT%Mz?iF!+!M5@JX@i67%D?gT=nuv} zz>^=3a^Aa;%eIeqV&1RM`Yg^HxZ4-e4*tGZ&3hU0n46*=c7WV+M9tp|k%+kdvUfN@dodg#TV5)5Ac8FV^=dK#P|4p zw(|)QH^G!sf8NG%zkxfq3wta+VEx>DuuEiq2f%KzAKsfdzhL|(`-uK&Pyh5oyuteK znEo9TzZZ1fH`bGPE6Qm{Iqlmn41WgW$GXl9`zM}+i8Cn2PgkYixz4^Z{5R)0=O^bS z<@o=JJ;N?x?6UBg@LOZHjq+;$%sH0)H1+y_72}2RV=(^jt;?ccn0(%|MxPq`;O`80 zuOgrOTj9y!N4O^wACXUd#k(5q`JHdoOEu#%Wa<^%6>%9%JT`T|uydI6U`3~h)8Vs^ zjr$PX?e?%^n0NMy9`Qa8^WMSlfyE=2=H40MuBFj0%==9FlkrYc{qB<9ZOG?-L!3c8 zgxr7QcXHo>`S)em<)j;9U9Nq$roCqKm+u+-nR^d1`+JMKqdmXJu?a@n2;Z&&$mRCa&c7FMii){aUOi?`p(%#G{mV-7oePJf~B%gLyBR zv3L9~jz7xgbN{5gY}>Fyc-#dw&tKjHRvj7Zj!b+`d_{S-{ob2L|1kR*=6BG)>=5Ak(| z=tZ%*!X9{QnB$yLZ#SvGvO_<@pi&HV&mO}Wn$yKgymx6{e%@_37y1X2c^M|N*g=np|jG)FKfZh$}@IJ=pr_Lm9VQA{90+FYr=2D#%>9_i;Zpx zdx(ua6ZR4t#d+wiG}v2du#eJ4k6N&=@<30ejr|gOiH-de4iM+#K*>h$goDJ!!3l?m zjXnv#6&r`<;de@B(N}rKVF`zejU)0;dJGLGnB3kW0Y^4nTNBKHh!Onvz5-rIg-J-O6TJ|$wpbi`Qm(xm26y) zFixDsg~~H7ssk4*AB2{)8`tLH&q~*Zsmce}DQ#SzaDzCDY0AsTbjikzb>JrD*M^&w zZ`@J~ZdD$*P3e5hkX##XSHAI=ggeB>oweXDBFl{Q{VSR^)HPIyIZ{38#G zl{Q{o4PH~3@p?V5M0M)IKUG#2mZ}WAp>#efB^z(925+ehysfnHPAzy>dB(DY_rzei z(#HGs#0u2|A1IxV4<)Y&AE^#lskHI&YEY#z@QKpKrwN~ljn5Ol5Q8t3Hoi(&B{u$* zhp&|e-zc4rZzb1;@04F3e6M=O4|ynPtoy-g&`4$ZXe`-SYc(iT8CYBCHDMjqsSlc{ zUOt*iHrA~L&6JnLddkbk`jS_N4OE_w4JCt(lm^X}UK2J}9iv6UCSuT1X=Bq`&`Npv z*i5p~IuDyGy*g~6^1864%0L^Xjja;47H9D@DSvh7rSg32FS#}xpnPzk()s8u862c^J`R>_9Fm7VN`v1jT^9~jnen@XzGCCB zT5!1Xj3era64lGck&?ktO4o&>RhGpu$^*wLZ5&q%`Y8|eSGq0?P+46#US+jmpz^aA zq&#DAEf}Iagm;V20Ah?FoMo8+ZJdxKr(oyAtjeXK|16jPitg#aY~^ zJmda6%v2gYptSK|9v)Kqr(l-qXYsJ|^6`jd@Tk)Hm@TZ}QKRL6L-7R*(i@wfjFPpMsf@wDoKc}o8jJfr$`;aQc{hUb)@kNJ|p-<7Tpo>#s9 z6fdZ477LVD8(viYny^rHjF%D?iH(liO$@%zHvhi64pG!8r$ly!Kwc#t}8>`lUf2lklUrWy78|Br7 zZ&hY|m+-y#r{D+GHwxAYG!lcxN*ik>6pF#xN@uZ-@<0=%SBIu5uMO)ezb-UWnXz65 z>r2kZ29mSbP3p=647O1kv{O1C+e*$yd&z6UcB+#_2jv;Rs0TW#jn(%9J7G0HB8-AmFW4DCe#YVS0 z?4fjR*i-qnVK3zy#cM!!l^c5}>?1aM>q1YJ8T@{9xX&|B%+ zaFFuB!AjQ$hp1kC(MNTS->wFSs;oZvo$48VGdN6g7Kba(I3l4$431Pfi=&ih99;{J zQ64x}>H6Y0)iwI92K`lL4EQf_yxL|lP#6K0KYGa(5Fj8!c%EM@-jngtXUGjg5Gt|}?lW?YZbvR4qwc+>5 z&&S!4vp7e2#<@Qc=c&F?RtL^k{{I4F)epEp>D6JJ%JXrdWN?wvb>U)_)rRrPuM3x` z%(%3k_=D~@cbCs?O ze^Z(9)Ee-#%4@?s<=2I0RAxN;U*b8nuMg&{9{9V`wc&Z?*M%2U1{Nq?8(vhtu`uB! zaXuDFt_?3MKOe71ULF3SaMX6`FK~du`J;|aTd#!XS}}#tWde}LBfaPy6}<8jFt7o$Es&kC43?VpDJy9RtG*; zzVSsKzEnCNUr9Dr)q;O14}7h(@lC?F;(UB3+4w#WKPYV!6b2fJjm8cu_|6F} zbMj9e$I9~UbM0W-x9-+{wf#-mBkUcf9o%M<&<{+0UEJ}C?Q-9POEzkhli|jzevy;m zY(LmhHh)cWyJI`#`h^b|UX+t*m(>gTaOZZhE-?A^W!7&^_0dbVUh|P_=f(?ny=k4C z4Bt1iV@`%?-~P32VxAd$>-s?JXrH()f5y7p+$b|x8#&9&|G2g>f0%lGXU6#fuj!n_K51WHo^<Bd6UkE#cGv@^7CHp&ThvfgL-_%dVaU12v3)fYT ze9r4tL&9&uAMO?N#2&IT?cvH1@8{-K%@2GYa$?Rs>VJAve2?=5|D9bA>i<+OY8CcH zJM4E%-&ilWEUm-x?bpre4W=E;`NTeEUv=#n=QdoK=3Dk%;~I8`KgZwD@0yr%p>UJf zpXJL}<@B1Bu}|!Ma*xe&-^b5m&*Y!`RP0MQJC1QL#QMP4Q;RFYzTx7J;+%&kFW4dX zUAX9u!q98lcgV{=jB^3TzOv)M??1mZ{8`hq-;g;+vU*`&tULXd7Ji@8U(a(QZbGJ< z{$cdbzQ7ORx4wKQ`k_5s(dE6|cVP12>UCHU`|RAro%jA(PG2y3rQO7$IA4&NKlw1@ z=UiKGVw+sQF!^Phyq+5;T;8%tt{&WH^N0_KBarKw7y5u1=Wcz&-m)^|{r1h!157>Q z5bTY7_9=GO=bjih<#qAw?P6cRQ%1)Ah5PhM^G)#qa<%_T`l3Di{PT?>-p=lS@>yT} z9!&pZmWIE8=Wn-3ZXMvPoz^u!^4V9&%O^&h+4``Ue^$PzW!&H3z?g z+4Bgy#ZI=kx90xH${imKKLF!z7&lySK3pXi>xkbY zKRf?yd*p09n;qw%{lj0t=$rP$4cYnkJu~9MUXR83%Y9+h%V9sXuZydu$GHQyIy3wo z%z0gL?w2_``2568bNd8;hFo^|Kf|xVnK-NLljQec%A2>y^~dI8RN;`tF!A}S3hHpk9CHr*L+ai-(kK-In4fm@$&`mZJ1k+;w7<8F!m1bd25`f z@Bw4OPGIhV+4Gd|R}9%8_D$khhsL@Q-y%QXB>X7nJ@19&b6zpuF7L;C3S3Y+Bm8yZ zipQ7bWVr9NuveJz!39O9MEk@gpN1X6oTELCi}}M-m&Q3>@J#3l=Dn*!v(R&Oz0`l7 zU&p%uT+m}_?)ybM$NgaZ@Xd32BaS8R&&C7P!_T0%isu{U+Ry)0#Cgb{?;rk=^AGv) zBWuR#(<)*;3U&_rBd#JICcmOz>x95NxZ@NKwL{X-zPrB?~z|{Nnvgs z*oVlJ!`XO(_ZIv+`e9zQ!yj>fMP~hB>cf>Szs>C%xa+0iZ{Rswh2HQp$W==tj)x20 zjd%5GPWzF4Irq`{Dk56qAEUG5_VhlGF0 zzC&<7r~m5mWY^qFVf++~olc$@eqqCjDNaq?=F0F-yhl=x^B%vnq%!V3yc-aAl3%ey z*e#456Blq^5kE{jBEAcw7v`CLhv!|9b;Z8dnI7v?JSEN}nD4WX7#H(mzQon|Wxmfn z44L?hb0q7ZD5pO6Amq9@>yN6(pU#iwjl(Ws&K2yLe(}fE_YdCp(z=ZMeZ&XoBkM2F zE9*hOOM1ue1Du2SHS#AM9)1eh}w!-@b9~%zQk~->RyV zpU!#ebM8`J^z>J8&L$>4gGX)}c5&$M!q3CZE6Y`{hF^p^&$IRJdp-6K`;GEDZ-{(& z+#lmU4&$F%-xKRe9GG3NtlhC+S^uwZ4E^w)$2$}HgQ5jMCDY@4=lzNJj`M|b#&zRuao)juPDt@-;%xr~Psi^q_-*_Y?@+D(5q3yD#t)Yd zjrR$dxQBAM=Lr$Nz}zFbzl{4n;xL$f&??;zVB%fkk%DINj?#Mb;GyfpzTmvze#SUp z&Y5=G#XS?Q>>K_QF5WWk(QuayQ(T?6;H{4%E>6t%VeaeG_We3nkNXqz<2#HCW`D9T zsrT$dY2SSx`w*G$6;1yz_HW_^OXB>1xyMX+B+hG?@51XJ9P810db}UtcLsg7buP|9 z=3ao`pg#MBes~8cx@1L+FY(lgvG3sG3)6eSfv@H2A#)EuyI*w^qJ+SiS_`QcX47oV9r$6-3{M;D- zocm)P;NndpUgO;WnRvc*+t3$`f9Z99=w-dkw#7F&d*gkW_^thl&^Pfm{bb9l=6{-N4_EKQWas=&QQSKGG4Cs#_X&T3|Dk;R zez88ye~9lR^FG7x?{gQ$xepW9FBlYl4KDq>Y0h5zkB##^D=)aAS*{#jSQ+Dlxwo^= zVAg^AKIa9@dCWZ)=AO~CY3u`d!SS&UaP!l`Z^HdYeUQ`h)(?eVvNHBVJOC39@%se# zO8hJNeM)2A_%qs3AAR7@i+jJF8xJyeh@HZWgZOsAmEmuQlkv;M!Ne!j<9vg8PaqD! z-^`s6{lffS)A_eCFL=t7urJ~{?&-*s7hDzRKkJKp)Ni9bb~&ap>JfLJyL0#lnEr@o z`Q5GLxL8M+`c;QVJO|HC@2}{S_X*-s&Oyo<58oqBC7*G3{v^%=xcLt8yCnV{|BH+r z_NWZM2#>xz^b61XTjSh*!Vho`kdL33dU?%w0{NZA5x4WZ6f*PUUcx?_@?Q9T%2}sA zZ^YkSzy;sDk+WBr`fy?E_+6g&GR|M}iQ|a}IX9-Xi1miM?ik}?U5MMrZ#_Hi1@My5 zVNdXv!=pdA^vZ}kVD2sKSKgh8gL#i54yGRQ3Fk2JVXu;ir?4|*-gVg*l$VVUe_GA_ zZjrd}-VukwZN`S58}p0!odhNy{jv@)`=7WAu6QB6-zKI%{6Ft6ZFY!wmU9pJtVwY$ z!maC&rf6jjeRKk=iY+8&>!(F=RM~+<>faeyInihXG&u1lyYS3k$94K65`X& zQ)4`wPm~WD7=9ThZsPps_d?EJ@^?ErehOzF?LHm^6~#q9UJS9zCZnS z_-}r`|LW=f0yoYPk@P!uuJT&#}c>Fj{aCD`lTPn&F>EQ!37J~&Fu@~mde>xIX_E2--oA-h<87@ z|0D4`Dok9#c#&^CCdN-b?}(gVoIm{^i+H(Wc=%2H`26*vJ@FRpsE>c89{Y!V22=jw zvGE?$>5iBW%>EsERg;`vxF-{Tvacz}KVX+I{+PqJK^tdxR>#}#I%pXzmiWo^63vh z!TSpNFz+Au31s#$?-na3#CgoVZaq2t5$(_;@hf)5-$jf+EAF?%$&{0i-4@M?I0$~~ z_?Rc>AWS}SBwV?6qny3K#MRh;>7wYLIDzL+@Q!b7AF!2WV3(sy8`-%4f zWXfUeb?2#ZZo}n$;=PJ^3c1T)<6IiQEbbFM3gbKMC*DV>NBQ;V#d*kn%s^uJ zhZKJkhchn9d0&Eg&*q*st}xyi`P~P(>XCS7>eVvhE@a~7;;q8YN{ZqfL>}Ef)|Y(d zSGr%EGcbOibE;S4_}+r0@g9J@WUn;7#EkFOFXBAs??d?=8GrN0(V-veW%IHBqI1&k z8tFZ(WMQxUkkfqKd_In6PWXfcM#%i^4YILUk$$j_wEt#3BMom4zv8rxTo-Y z8~NOC3qK4yqdhYH(4KWv+0t2!|3Gn-Gm#lAcIwD1@F9Wrq{zfTa~ zQ18?IVxKPU9P0v;U$|bZBh3Ee{hv6HcTe^^=QMtR^M>;T|3^9YRsH+cz^1u#jCV!2 zEag{i8vAMdfK1$+?rX$R_-pF1Z?WHQ17qJzy|3o|2$}UhxH#6EeKDj@O*v}^Rp-aO zj(6G4?P4AA%iN=>M|t+VX#PR0JACWKv0m_kcf-zL{*GnQlGxvsw}fBM%FLsBpQUvs zzwIM2zic_bJMkWb9~u5i*bn=WdmC{H@c{Fu9exQvKtJfC#j=e{kYXG5tqQkADj#L@g5&UKlm5o3}niu9Tw*W+~MHD zoL$5Ge%fYq_`Ra^_l2B$Uw#wwN6yxp)*{X|nD;lB`wMo?y@mHM&U^d;_Y>NYPy5bW z#XSH%eN^}x;#KZ7?#?)zBmH<&n) z{Z}w`a=ecwF8?5Yk7#{KtYcQ5)FtA6nD?9VI}38_4`V+wd&m12{P{hx&x!lkpY6tk z|7HJDk9|ye<%40*%THW8_dS^X$$QtrGh%%PrN3(?UPq=~#Rf6Y#UDj~^q-ZfkDbH# zU$}Ue_%7!=zwh(A3UTR#m(n{$s*ioKZrL~jdu;mHdbxSS#K~~+HnHB^pOAT%gcq(G z_eyxyn{iIT{BD5#@w)_e`Oc8=f5=^Sigyv1cYW-j&t>s0Qq(ryabf%*<%_?G{Q-Aq z5%+lh4r*nS@UP?}a}VLZ+VQMtSC;-A2!6S){G#4rS8(N?F&`LzgWZ?k8}`Dz1etdh z^uynOa87VfqI~#A5%LP#s$A~M(7hR?U;U7O+0aM+$Uh-e)a|TKV;@NWNi35xa{6If8iEwB2IbjwBVx# zg`FZ3_fij;dXv8kJBRrlsCb+B_dFFV!XC47!OZYy@Qj;kz8~<8Kt9a70qu} zCq;Y+v)?JFpHB}7eZvKp#Qx#k54rff`2CJJne&+Z-jBw40CQe(ADgtx204EM&wVlc z(v-Fl&u3-)CGS-*`Mt+P`*ACS@xz=y*>d6*%Bf%NAJg9>_1`(}59A}4-V^Z*Jm&eB z4}ZTh^zyh@avz;}f1F>O!^rFp^f2`4&^P?`wXq*y_C>`V@%ud7;iNcEVBQsYZ$Q3& ziRmcJ#x$*v*Y19yxwUa8{-s_cECGnH3Ml_~5F7_`3x7 z*$d*H36Eb8aWc$0z}%a9y%6U-Og`uP;VWajGYi6QvvSv=v7h1bg>l}(_!pRa5nOUc z#D_3(@`3}x-}Cp3RaGJPeKzbREAt-2xMz)s`vpwAgI*gS75)+CcfD?N<9@_Fe#t@M z=iqEP_uPWpUWvFZ@w6fF`wRU2HK8XM`z*gF;%|6f*SL@HI|BP2{{l}su37kr#AiJf zdW3m5E4w+~)2cb$|A|-n_lfff=6mcj_6OgaRvh1fXB-pz8D6wY+!JB!ZOPZs4(7e= zxUXX$!}qNW{VzB^^uByfa8{Fk@ii{pHR zdH0%hZoJoK>yyv$gjfQVB-9_Z$=#d zb(8RK-2b_^aV}@i(`-A=%kqUW9+>#K^N{dMF!BFcyM^9}=a3g29p^Co{Q1%T@%F(} z2F84N7rOJ_$Y*}UY1E?}KZoCAzp)Q#&v&}*8|yaoiJHv)j`i$(Qml8`#;?}!mwgUS zac0VAe~?eRf@_|LcHEPbJoK(+Ie!QbIXdEy-EIiKgG}7Xc|$q=jDI)w?PlSZ+N8gy z;Qg?CyLgY_{f+Xzg)wiKdfY#`Pw@L1@h0&L=Ra`)=PiDbeO$6b>}$CHz2V>B;#J|F z@IP4@`xrha>|n^;@IU19E=oT2h~HOzANque=iqTKr*k`TSwZ-7nD>k3S2oJ67v~-C zZM<`E?_*y0ZO$qDceWq=K%27IFL2Q%aZbUPUKrzo`+OXFE59HZdF(T>e_-B`x=o37 zfLRaTDfzoS#>e@>{7b%x`7;mRX}HHxPJG8cU_H?b3uu#&X`yan0YKo^P7K3 z%#(8nnfosFIJaj{3jf;k(crASqAI=z6E}1^B<@rEzPIOqI0wn+enmcU1oqo!Y5YAY z@iYIPgM8|BD2;W5@#iq>%)N(w(=5d|Fz4Hj>3t67y<^Ni;YW#6@e}0Jo^x^b8|j@f zy$kl(C*lh7kvTuQ^iA~#M!jr2!9A-ay?-OqZdTi9S6oMXzC-)!?l;oFn8PGb-Y2^6|Um6UTMD zBkT#r{;((ZY00uU$L{VB=K##_R+KN@J^TviFfwuR>~^tl;Dya=#sSFL{kH5k(GI5l zQKKTCxS##@&Uvw)C@=UZWa2<%?3RA{`v?4Qi<6@r`;B)``e)zM?^&PKj8i#J$){iZ z3hn8i@zQ_Ml6Y_6UViqiu}@+4CHuB$P&&60>CydnL&jdSAnvF3>n zcreZl_}s#X^WYl~Pxg?0Cq?c(HttPB+t&R3WWo_4XUn-yt@xuE6-1OA&+x%WZJKlY{r)S&G z?-}1Iof^z{_&)jckDuS|x@13z%ijw9!q^eax;;B6+Ev~X`vNAP_e$<>oMY%Y8*jC5 z75#8d;xDOB`Ixcs-QtUC@~R_4f7mm6BftFbXU+*wJo`9) z`#Am|-*0=nPw%;BuDRx#c@_(vSTZkH^!qoHYCO4r^14>!c}?Vb!+*y`zCR^P9R2mv zE?4yTgI4&)=MlMXSBlZ6$ zM(2<8NA4r=-+=M*T~mvqBPNUN8ZQjw&TU9{YAb`BVV_fcSL_3MP6@;{QecWM#dxg zBKafpBl#jQ%}9Ub`+Q_PZu{u-jl9ngxsUw*8TtM4zrTM+zApbM5dHNTxsQC` z8j>%%KXQ%y{uTK?9f{i$FZywcTr=m5-hbp8b8qzb!N~9Lk!z$s^7+6d$D+?6a*e!R z_219eBJWGYo)`W7Byx@Xeh_)xEb`~9$mf%W&4|wb|N3)TWIXccvB>j+$bIDZfynPS zk^9K^p~$sc-RR#JBG<^DBO}*k+n>Cy@#OPNk=F|&{ng{$hHa*e!>9Qpk^a*eS# z`gzUPQqiwRMy`?9T_UfCMB*ZU9*SHef6l0WGWz}O$Tjly82P-%+e`lM;}RMF@BYdy zqkla|uK)S|@#NQePB7c64#7F+T*J(!dpPM4rN%^CH-A1lI zt$#l1`%mQgWsZSyqwXX9k=I53dwfCK=&#?%HS+s!`ef0+FGv1-)u~GK*Hh$qN951v z|2_WS^SdRF&L6qPP8t2{IdV;qH+nqsx>MvnbMxr+{&RiuzG=*+(eZyA|G(GB^OMMU znq<+BTjW}PZuEIX-q(xV-}y57>m^ar=<|(SBmI%@>;Jj_*X!^x8btqhFCy2->-3TL z;irv`{(T{Gy|W~`j>z>$vgmaq*U0COGUtEtct3ewAGwdwV{!EB`A@Eq@0*cpT;Ge{cZ?_3J@=!(u9GeKzt>2Ax4wI#zn-65|MR}W?k&-IU0bzm z)Sy+mRxRq(X&EE@FD`MSTK>Kr*T`QR9aB3Nu?geP^8z9MMPA}%ULhW@@)~avpSO6M zcX*fgc%OtMA~8uwN-~o30VzmHDpK|` z6r>P^DME2dP?E1GMQO@VmU5J*0u`x3RccU^TGXZvb*V>v8qt_$H0Ntt5Kg@nZD>n7 z+S7rKbf*VB=|z7AFpxnEW(Y$W#z;mnfr(6F3bUBaJm#~2g)C+%%UI3|zF{S+SjT!c zv6-!W%Qm*NgPrVV4~IC+5sq?#lbqrV7r4kJu5guWT<13T_>S+n&rkfqBOde2Q~r)8 zp5-~>@*?qgl?1%S`y?b0N%(*iq$CyT$v`GDla*}bCJ%)vLQ#rQoYGXMCbg(dJ?hht z#x$Wht!Pa zj&Yi^+~y8H@e2=l$iF=GwDaUe;*)?Bq#`Zp_?V28ry^CTN)2jKm-_Ue7b{uCZuWAB z!yMr#r#Q_Ou5*VUc=nm-zau`WYcjI%1=-0%ehN^KLKLMKr71&M%2A#Q^rjDe8O#XA zvx4w~T@4Q%2V$2rYeZgPvee8(^R#-IGfm$B4CaY|5{^7NxWqnSla-?(G* z60eey)TAW?b*Re_hH{vrXb27juG~}z`TV#qPD*C`YupaTw|J$(|s-)srkHo7kNw0L~@RM-q$E2jgO|8 zn7qdFlfrl#(#e~NPx;p4l3q*(nzLK3U-^xF=42)d`S?;z+3aPsIb+zyTHjwk*Pn%t zhh6zf^lJCeqKm{(NF=p}j2PV>OO3 z)=F#_){|YnH2Tw$)7W)=Hz=k55gF9@F*m88j>E=|l2G0>95(L+In2#NH*_8qvI zx@6Mc!vX5M|IB#iPy-p|nV_z>)%7k}*(m2GT3EZ7_~N|tg0D|XXy;T*F4D>OuD(w~ z9`aF3zMtgyg-mLlz{}#|^PbqnVwSTuu*P_KCh(5&Kg4F$mz@o~W&O7qXMCpnS-dJP z4YAFCmQTz{>wdZQzM+LP=tmWEYLdX%7&*qWgf{ltkx8tfgYiy$Zfg#HTH`5$7=bT>ek5M{!iDxctblgRkdsImiEWY@at_R7v&0nC+~W-Y#^ht zi>{ZbEq(t=JXfsifVE$NbHkp*H!RXDaWB8LOso#0{~=^T}6$k__Vo z{jZXMuZ_QI?KgSOzMqxjc39heW&U#Cj`r-7yRtc-*vqHXA)fh@#7(BGnCaG?!RzAQ zq^SKAqrG)!k(v+5WQ`u?d?+RjEy+P{TFALdjy2?QpGe*$?6!Vm_w$&~XVz~kwxe8K zI7lpe_|ujhPj^XWenGxsf%&b(x27ip#I=;G9fypaAfx=5d8CeiXksk6 zxv7k$CX=x@tP!6Jlr@$|Up`ukT`guUx!s4qqxTQvG305k?+RD>+*o#w89Po^?Fs6c z$Ut)*=sRRjM@XUF(40)#pYnnGQ`Wu4bv_e6+;t@P%wH;IpmQ6<39*;W%`5*o&eL9v z--_AJ4l#eJt*O3IzITmfhBKSXMPrvZDMt?ThRHpW=dIVl+|gpku|ocpoTQ!c4zx3V z(0y#VpW{pOe~{-#vT5(O-d@I=|1>cf!vxl`o`1~$m$lk^*~c#SkW*c`_(#5P#H6xb z8affvdPnpXv`*2mmiS6)Zf2}GL(GfmJ{AYv4{*Ol%vNUF_blRSUyl4u5BI zBYAU+>my%(QtI1E2K^tijeX`^lK%?R-OnJa9KAy=e5IZntTTT-{}Nly@?t7**}S6m z)q~!=AYWVYF~mJhFY9#`-@#Z%ex{F@0hBX8hnUGD=el6Ke+Gi{sNcjuD%{jW+TUxdz??KpG&>x#GI#y z`(o6gss0W6HV4jVyLERk#JVq7H!eR~r?v66yk+cd?vqE%BV&(gXY7R7)3njv$R;|8 z>&#%WWu41@eFr$mVOFT&T{XPNAYQkxH#lUhNm!R7+8yLa!GV*cPCCX1O(T90cwT2s`TIpqD97;0%~USf}BGPYUs8GR|t{g7{1!W22?@Dwld zwECW5C>MB7j`vw8HYKT8$=muGd5jzLk^57wXIZZOl6fyPoj7XAt(-iJP~Tp)EEN;m zS}$=*UB9a9HxkPEP~0Cp?+iQhyzzMCmggPgg|$m-S747h>E+76b8mlW)brRGk8VpKI2$MJPvVIyssAfp)$S!%AL6R9 zgub-;(lNuF)5`88PapQtQ`|6dqbMczDK*4q79He1tN#+EjkT1cEi>iGX>NUI(TrZk z&$%v;Ya#jEKQ#9bT8TfP{-fkFCohY&m#~Ef?z^}acP+t-=67@M-RY|Tyu7*P$jiI( zCZw~xT}Yv()Z{Rhhw*Bjz$9i^Bi8;eqkMmsS^FZz&oW+mib)TQb)?UFOI?4YN zzmv+`GS;ocIC&@1$-K^-F>j>!aq1nJI_*a%SmZ|S9|Nm6v`RvB=$#srk}o( zViG#nMBF$212fE>Nj-aLN>XFB^w(pV{xjyDqq8+(Zr2%!^zfWRL@PYV#)_KTZB(>fTJRp(r(=3(e8i;GJWdHT?oBw^h8D`;oGb@kQbHEVoptct#BtkPb?0=X6&U&`xZ zHtXBQBK^1Y-65&_Iqp}>xryrL|ERv7nXmshwLGMXT5gM9CgvNqQ_tM`EZ08n3{LQy zefAamyz8sHPFFUIsVa93%DOK{cX5s6>~5_d{K8Lcm2(G+tzTJu178P?$gf?1hT3c7 z+d?7t=ghf419M*FCAP4W7vzY`IMKzuTNYvvXEb_HOAOjrjpb6c#p*dUNQfm{2$1fl6da- zi~rfV{7M`5Ux_cpXtwBE>%2B_!~8qEs_!-C>wD9Ea&aHE`? zUG#M$6Q9zR=5l<^J+9l^MAu1NlxvDwr}CM&8tNQo&EZTno>*TJic*YsjQ_6xDf4c~ zQ-ZH}KoR3zjh(T-bNsBYmTPU!GQzp-P~T3Ho4?Pw?WeE%obtxA=4%|GnLIaXDXs%0 z<*IA%ceuw!G56*CB{0@bYD)X}1 zFB!YcF=H>7|AW4t_|+b=yFbY(9x_qPJmwQqo_%5t@?D^ogklo0i)QvPkU`utUeS0Z z?(?zvnHj}KR*3nA1LB&hr5W|)SZ9rX9@G9@H}58cwfj2Geyp?i!~Ce;pSf*3i#cDg zfE038)>nf8<|Vb~WDH~wBds@@L-aP@+MG6=q?_><#^UFya|wO*52CzwP3ADr{m1tB z3Dw;9aNm=m+_mmKs_0+mem&Rai)H;dd}nN~?``w=+qwNi12t{8rzYA>c~3j0Iwp#l z#3B~+oO+*Uq4qLX(Mj&k9AJw4znlA_xv$Vv-yyk=@JRnl`qG*I5zEcZMP7#MAIa}r zGpDR;c}8*7{VZoSoA~bMxxeIknU}4X)P5@1YgKZ~mC$|@kw?3g*l|qaG%NJ2B);*t z_(nUk{?A!1&p3M@AE@^a^`5XsJ!>@Pd*g+~7ooKK@-(HKb-S9=jSa*x?B$mD5zb~`bAjC5=L8REI*q66YpC;A*pB}*T3qDp|01- zp|7gGY8*88rt`W>c6s}&XCOJX)5(*bO|%mCmU(Y8h8FJ6nSY5R+Reqcq&=O;FJA#V zXcsWQAj_B|_M-l4WHr{218O?RpUxz=+!@5Ax6cfGX?&EiF4pPJRle5Oig$RIX0+e~ z`BO84rtZ5t*IvA*eOccPey5QfUpT9*6ymtPPp$DeFR0@EZ^Lm``}X z6_3dcGHU-qVrzduUMk8}iC^{Cv4@`YqKWm+TK7C9v_BPFTufPhXQ29q@}d4T>}8nq zcuDLl+;=V?tL>6pmwBu&wU{~j=kl_#3f7IIu4gGFXKC(<`GJLE3X3TwrZ@wvmBcj_ z{k6Lq>&92+ylDPQl+nKGdW{m=<#PDuvKo5@ z|63$AHp1MRYO2Mj`l>mX>U7~8EA_9YipQin=k50brL6IV`B@nvXHPM`DHQVB%O-Y^ z&3HfKpOb|}<|PpK7DuT-MZV(~#>iboOjUBLZLIm@$ZYNxq?Z3fQpjD3^6Vm=u}|nE zwlnFqKc>8P1u|&&^=oGk--<6{FU5INuDte{kDu9K{ba^dvXhU@o6iD{bCNdZwI#Xn z5BN}D8cy(vJ-o{Me8d@RpChfY@valOKxy;JvYS@++M0L7H&;(u*N5`|MMwAj)I5M~ zVv~CeKVYgHXPK=%k7?RtoYy!inP1=B?Bu2i8RaQsemNG1Z)Cm3EaY|ZOYD7$ub-)W zt?zAp2}#Po<`2;~l$7qPF+-l2ER^eYbKjtf5RF!vX}Gr^QQIUQ-nnN5;I@!MclG(8hJh<50kC;sk8o!H+YMG#Xl`} zim}A%OG+7H*w1`(7I4uzZ^-|Pz5dEOYRaUhPg!aH2Db2~e51t8fz%9OI8#j4I&X}ZhCN0f7X-}s}rG1RI z?e!fV^Njwt#l6EaxiiUoN{-X4b_Q!$Am%F9dDr}|`npk?GCXB(vDt3UTk;HGAQRXn zemBMBt}CWKJH%D9PIdY_-yysp=0%c|hGo`T&d*$sXN5Ca#WUvDBcFT)Sj$%Va@lV+ zs?(7Cauy<{*ze81Pa%1;y3a-fVu_2*6l=`ovc4Z!rM;R2=Cqc7qU$8yGe4u8bC}Co z^^_4`mWI@!J3aZ4%O2yuobe-)Sf`yi?OAPJH{-ord(%hz9(VYOUl^)?7MCnL`Q+U_t~uTCEqhaUt!lG zRAY&_U25G+XR%#)O8a?MvzA9<{w9n3yWQ{OraZU#Lf^mU^!2sdpQnvo(|4P$`sX>X zg{-kw{%}6}e&;1|GhJu#h(QeDFIvmfmciQ6#L$e9fRCNSB)KN@qkMlmtIzaj<_4b` zZz*^(Q~AUEt?K@kTWbAWvWBjWxkDQ<=fqrOB%`=QF=Gcf#xybSnD;KjjlHVxHA-=m z*>caNr1liC`Nb6C0zcSq7GqgyWvr(hy=bTX!1W>RwY$1@W4d+$^Om_T=e%|Y`|QX{ ze&PaGxKAwk|8f17UfPSoJ^xbDn#I*L$63wgb1}1=*Jk~7tW}pDe66nqTlD|#KDNi@ zS^8MNABENMvg<1p)J`YoM>Hj$`#aA4E+?IRGiyu~H;GtsJf-jH@R-P-R{S~R=ea?5 zYn>2tlHaWTm;dbE+F3 ztEMqj)2>QW?NR28AemgLvJ*ChLr#9AznE{A2Tq$W@r5?q4M? zDLE_0JmxUo*Y_sZ>Qv)X<9A(eGtO9gbzV^8d9tZtqy8ckW}@*ie9522%JZiFcvQ0f zx7Oawbv1q@@B3si_BpxC$w^xI(~#F5hZ-NkV|muv$9VeCn=g!CcD*U@4Q|TYoNIDl zWvsEjq$eF+tkH^M6eW+faxhx%9Bk0Hp5|gZ$&--xnIL8?iPSM$TrrAL%Kanp3t7NE zF}paS_U3#{2ELc0F~ulKC0`eH^>0)Ew^Vk2%Kc%gXjde+JR{r>r=I(~?z6MVnddj> zh_w&%slJn9j!{QkZFcJWkTK#$(_U?BozEI7&_rw>d3sY(j%Rq9Pt574uLJ*xc}!#K zk;ZsJj>>hI{bF~Jl;7M}z&1yWMhS~ z`10gZQ%=_Edt}}X{nr_NZ!S>vcVie^a;}gsu$71t0 zn6r-c_BVm>vuojJ*xpyudu)>{t8;jlx9P=0aWk04tMbh|xFBd~ED*xgJx)_*gl{u-jVU=kSt|lnwgUQ`;HWqKolw z^$%e%9pp*NTfD*qwLNRCU##^Lv7OCoa|SYiPGZ`Sk@U1;qx|c5jjC#S+x0Crs;##B zOWGHCP3#}~ey6hj&90kxS6#ELn?0N%Us!*iwSTkTuY9k4-}N3%_*$-I<}Ia>b`{dg zk&f4`QO12~lDMBD-$+K#+*o}5Z}1#LazZ9m{j(JZt}1)suxk+}~Bp zFtJ0ZBzBKAYUr=do90)uufO#_rkuV@=3OL#`&W5^=b2-E8^X_0uArxwjB-E4zxrE= zsZ2$_miJB9*U8NcwN0m`b{alpmpVF%dz*NCqK-If-!I={7Lnf?&E#HXz3}s!ZN;@< zzWJ%mpQ_%m^b^-x{7$huxa;ft4xh>SDGS8UqouidTyv07|A%rU<~_>si}ioxyd3Ss z))7;SJe)S?6wSD6y)u+0x3NsD)xVnT+S%=$Cu`0W4-oT_OX{0^2M-+-E!?Dw)Us?laY4T-6iIvn3a6PApMoqyv^Bs z%Ru-0#g))koIT=qvz0Bxq^NcOHTNG5@`t##wBf28am75%kr1PX2Q)D@%b651w;=Pi z-{cMEkkJ0#=O^v&n9cLW=YAhgUK2}<@BYi#I*~rSD=C2V~!P;fX z9%>2mSj9D-x7SYcbl{lr8~U!2OMer6nfZ)u)=0rjM>~W4Vs?o6HZcCTwf^EuIdbdE z$!#?hr@8oMJge^?H6G*um&E52pOS%5XKH$gDXMR~qQNf(Q%=wcJ za@D7XxawSy_cA~8J=2-TOfGp$F4BYJavbG|^Zi-=j&z_`7}Ix@p4#`!d&}b$pWg1f zv&lNMnZ-D=t2dJxKGaUlWic0MsXqbnscrnczHo$Rg$k z^&B*QfVTR66nCF?+K*iy(MG#9*@rJ%f^55Y$!_65+YxC+8SKb#$rSEI^ z4M?t?z`Qp}p`Bgdm&CH}VEH@C+le^thq&Lby_d=I-?NWK_Rx^j=C&}eAtS`~7V{J_ z7%BEMu8X@yO0l`b<>UkHWTesVp@y!k&`ur3_=i6zX01Ka?WQI5#pSWiJMzEH)9Tyq z+RHlKnJwpJ7MuGGACiJO`lfKv*Y5zj(Um2}8p_##7mYu~LVYQDUtf4JKu}jjOR#b{5Na-N)CB8*M5!++Ua>ld!IRbc!r^JoHqXy&l+1V|2j4}n@nV&h#Fru7K>$a zEaDaIEv}oXO)VO$zY#AOi$fCX=&wm)?e}@!dWEf3kW`^&eHoeNT;dR$)cU`(=3V=} z$`#_6_cYUuk0%k!^>?E){f&KY&eOzTi1DTJG^ZKw*i%fNwda^&@7m!-uL|asCWadR zRp)f|Kdt|%Fs83OFYAw|-skyP-V98Uq#xZrxYIy6lnbj1o5yelD?u*k0D%r++U!<(jIVe&+S1l<`rn z!m2}eIR*qJ5Q(FgmTdNm&_2s6t8cQ-u-P4H8Q{*w0gErLVSGgv6eB0BO@N0C+7#b?=#w&HKiW8+@F{09GTtcbDxt@ z+FAIV^6r}%uOx37HZxz|SBXb6G0Ws%$~0pu)U%wTB-VGx*{xtP^~8^KE`=yaI^%ux ze?5(5{`&KgmlMVk^Q&BUNg@8U`{TS% zBKHr>`GEuSHWbr9d!o4$7-KIZndQ8v(Z^U^asL|on{xWfGFhI=@{Li$2pWiq!&dv- z!cQKD8DgfhRQwWVikm9m6uL3r{Du0utDy@u#nhmY_515Tq;Eg<#om&ys`x6jr5v-w z%;0@%Bys$Ef0n1%9vYitv*>8~eWT^8tHqi+>UwfDO2A_>*ZTOsFC78%>7Z!>qy>q{TX z*++G8RoEnM86SyBOMhd3tNAfMtGNqtS>-%dvR&*qET_3#UBy?SG(W3xr$y4(+Y{r2QjX%v-}^dFPPOSW;^yVT1m4 z#MS=-Tea7+M0+lUMVRaw2-a&pd|8@GPsW*p=9i$rt$;Tc0YA46n+>!gTYh7y7)p!>&G0|8}`Mb*3 ziO=+XN)i%tU7mN1r?O5;is_rGhAG@I_9H#z=%?1coU`w?v>}ibEaANXGEckb`8UXF2mL|P8&iznt~)?1^lxvk}I#r-gk z{`OkQwIavtYa<(2%XNK&tUZwAERkcG9E%xj-fiPI8LY0Zw5J^djMdOznSE*)q%Rps zIU>h9)_+m{`;O;(dW-*AjX%=NI*H^jC#Ec;&A+Jc0#nT&ZvHSP+FxhBGyfia#M9mh2mgN)5}KZk03qNa}-s(&E&)NxDh?ecD6 zy}otqP-}gA3P1A}e)jEYV+r-WtnVe}`QA5|NlauBRpc+vV(o=YvcJP}zsyTC<}W#p zntzyAwcj> z3%TU@NWOIB)$VC;Jvd;jHS4Xrjy%S4vyw!{6S6|C%5qiWp_s{P?m>6HGj__lm-S!b z8}n9B)&9RXc9(kQJ#Q?t_)LWVR$T?-56wHt2@07L-&)o6mm{D1%W54K9wVx%F@?Cj z^6U!h$eTdk*Lj(j?D;FX`^ep!HsW6+9;c1{Ywk?fmwA!&=BL+JOS?LkwJ#A%J0`=4 zEniK!YH(7XakQcZgVm6Y_j!-}>U~@Nm(+ZLrfMorY2r}CcwycWlYj!+E7h=^#VjBt zNqHduJ+5<=hUWjSwx39@uAIE4wolcSiNoeh5i^+_@(yr*{m8C;S1mVbBc_${mTZu- zmHSPu>lh{9A@>7~b)%?x1!+lh+H=5Tu%CtE;){8c`Q~;omXm?j>rWoJQjvr|oJ&?? znavp|ek|u0qxSGKwWsK0yd$mnnlH&lGcs5&J(I1|!hKWTrLi2(5{n;=on{7;DBz5) z>hDe$;)KV?oOih9914)1k?u!uUd*d%eIV{vUNg2ty>lqYS7Lg3yt>oE_yRSz;A^gk zeU*5$7kf*tYm_plB*V-Z!EheZkq-RECtNk}BDt-fkoWmT{}=kQ(8ziXoK^Vwj_`9H znT?OvH;&>w5Sx*Y`JG=GW&h#xnmh58 zn4R{$oxyS@mn$hr)LvMwxnkxp$XHhWiLIT8A@2LJ&)5<<#xR=S-QVX1m&vY{v2qV# z5LwLmoNRJ^K`QGMu}&d&Xr~}4Ux>-fC!}MX*s*-9-PyGhyTp~J6mOY-$-d6A$vThi z^%3E}zxl24L4LjTC4>1D%q`CX?fIlMo{SIWNXG>#J?cptU*~bn}=sQjt(()l^ zyea=V`7g+Go&;*Fu8u0K z5#L#Dop?i@mF~Zxh_U15Z4|$OU2=X*GVP?iCH76GSodjl{Aw$DBpx zyvH2DK6g$^N&$RY-zTOAM7z1NE&OWBCYX+?38~8 z7v=cQb%7l7sp~vqGsK+!d@IN2=4E1~H5!P?!$+jy8L`!kRilW!@p*&#`eX7Gv*n*o z6Y-7NA?H@w$alf|=Xrxqt@n|+X?UAe_L)gvMjFVIjjUXzA!R8;VmYsPD2FkWp88gp zTgbfp{NTPD^{B&-^r1U<=q8(B2x^s9|ZD~FBX;@~z`FPu2-{M7i9*X^yA?CFg-;TlB11PCoj5y-n6Z0+w+|PBE zvE_}$3&x(Im$4qa?Qysq&Xr=ksP@y=?oU5Piy0*MKcouc%PbfA#F)V#t=d@uiXzM?okn?FIGK@4DzJ?~_S zH7Bvjdh56=wmQ@FO(dmxuUl)loI}YgW~;vOa*QLJ`-Ap#fCbz!x2AbD*uyTm(3#@S z_MY*Z6xA-}T7t>O#`Cjvma~jC^5)_Ts)T#BuHrfVF}D~+*z0~5ndM2Yu4JrrznZ70 zslO^&*ynyX|C-mCsn(o80drPa;~8S`yqK=WyYQ0s)BLXeh*`{J2>pG{_9dfz7c;de z@%hKO+~<4l$@i)8oBBT{1HYNu+Pt;)wuH~rc3T~PYd@l`u`l#}&Mp0aiT{I(3}z5h z#e8Kf98?}w-X2%;fv=C`#FXbJ_Z{iLLifFiMGQ*G{Ti=Q!hUBvr%%K+Gq)+- zthZJFEqyn6;Qm|pam{^!3)VhQ0UjFrox29nm z@A3|f)KH(26z6-nzhe%wna(r{ke@tc;a}_j!w-DVSq`#?-7I4fz353tI`9=GDNKGo zBn5vv*T>9d7L%F8P=?TwuPMb>QRSURHquH_==L0pfCl4=!_wi(KFg;b$3+aESfvV;yT)#!?oskeN(nG^6N6 zPg>K8mbBn&no^fKRHZVNs7M9MQ;xEfp#+5}NKSH)oiF) zcX*q(NWh!C!Rx$2TwdULp545cZ>SCpg##VJ63@{yN3+-sK(M<}DKNCU5XMukkAJc!igFi5KzhKm4&ZJY9_O9M2Mm*u)|x z&)}DB`11ST|NeIZ|2u*IoxuN2;D0CZ|LY0l&!0Pg{?a*f=FeHWbk5wlbLP*TvvmHP z`Sa(@Svq&l+~F>_`0cq* zI+oR&JGUfeS~G}FXu;?a6@}>1A|wtsG8hV#>CG8kjTLj3j#{y_lp%T4xZ*>;P=jXf zkS7!swcwMY>`@sZeV7M?Gcp)D$$MwoBYPCaVB;SBWa3|&#BhD}BtQFN#o8li}& z+N1J_4yPzns6GUTqQZXt<31d%!otCYVRc#TNf|1O+HRO1&f&>vSv$-QyN>$D0ZAJ= zqZSK`hjfyLgr-Uu7LVFZ^znyHMjvAIkytTo&rBE7!px}El=Eaq(Z?C}6(^b1BX4DZWBdlRq zzZBtd(--2SkHRJFKV%7;Fc7kaf;6IzA;e1-4kPR^tPm=U&K0tR6B80ucKC7%QzZs!xyQWQ2CPwHtK-FnM6f|ibGPxg|)-HP_}bZ zfkiDG&LHYcLdoH%goJ|^q`dGeBs8K@`yhRn;2RX?_ zIE?VzJ1_ajPXP*2h{6=1D8(pF3Bq&v@SMIBr3ugV!*l-d+`l{(s7NI$Q-!KjqdGOH zNiAwqhq~0GJ`HF{BO23$rZl5DU(h$~2}kgPF`?HglNEJm#~2g)Cw* zOIXS>ma~FySjj3@vxc>-V?7(#$R;+kg{^$cHny{ao$O*ad)Ui9_H%%P9O5uXILa}O zbApqc;xuPC%Q?<-fs0(?GFQ0DHLi1mo800yceu+vzT6{zw#Ro_??IR z!JquaBOdcN|L`y27k_vyFuW%C3^56xxd@-J3!lFTuNOW?cE_en@15|f1Rx@Izx^8qPH zNh(tFA!!Kj6NlG9!|S2x$v}90G`volkxYd5w!&+tnF+6>hSyWW>#AAFMtGeyyxy9F zoa7=mdB{sX@>78D8f|#3wlGB~N->HPUdJuTSCpbO;q~3{I&XNrH@xm!fr?Zjye?dY z@EUP7s#AlS)S@AI?r62tnz(58um>~>h7{eLCNJcT5F^pv#_k8t69TZ*0G)qY-AIg*}_)7WgFYs!A^Fun?3AhANx7L zK@M@4BOK)z$2q}CPH~zuoaG$nxxhs(ahWSz$y!A)*)n>*a)9^dgj_xXVz`H7$T zg3)yl0z&@cvIK!e~U?P*4%oL_F zjp@u_CbO8$9Og2Q`7B@|i&)GOma>fHtl%3~vWnHLVJ+)e&jvQKiOp?d)JD zyV%Vh_Og%t9N-{_ILr}_a*X4g;3TIw%^A*ej`LjLBA2+#6|QoP>)hZbx46w6?sAXs z_@4Xxz>oaI&-}u#{Kf-*=OKUaCx7vX$NbGd{7d*l|5Jp|;Dyhb#3UB6iNmuzNBDWk z@EM}GgwN@R&-I7T?1%S}!~4nMv)bXkHNAm8eYk+)#MmKD>Wlof_1n7PYBEUFs3u>u*3q8qt_0G$ni%pgCXDf|j(RHEn21 zJKEEMj&!0kUFb?Ty3>Q6^rAO?=u1EPGk}2%VlYD($}omAf{~13G-DXcIL0%9iA-WL zQ<%y$rZa1< z%RRp1d+zfCKk^el^9#T78xQ!Mhy1~x{KX?4^EdzSFEL{J^-uWusb`2uEMgOfXL*kB zGk@V{yTZ?Sg`aB*Ki?F7<}UnXLW__>5MgwGO(&)wm+)DV2dieQ>!W5w>#VAe*N)kRF6h0?Z znlgl+^C(AoDo~M1RHh15sYZ2bP?K8JrVe$fM|~R5kVZ772~BB6bHZnoTF{bKw5APh zX-9iH(2-7brVCx^Mt6G9lV0?u4}IxJe+Dp+K@4UHLm9?!Mlh05jAjgD8OL}gFp)`2 zW(rf8#&l*dlUdAW4s)5ud={{fMJ#3sOIgNpR`3lgS;cDBu$FbKX9FAA#Addzm2cU` zc6P9nUF>ELd)dc+4seh|9Oei|ImU5LaFSD;<_u>!$9XPrkxN|W3Rk(tb#8EzTioUj zce%%R{D17-cT~^sA3uJCsEo`MiDYJF%XlQ4tn5{imD!*qQBop=7Sa%vA}uMEqM=DU zrLY)J| zp$VFy1zMpEenC6@hClEZI-pxGJpZ8w2m$Yr>;=6+82Uh85CPuf$a@`muQZ>RrvGeH4n!EBfVb73Cv*{KDv5ENk%EQTep6bO`H z87RYYSOF_x74RNhJ~P7mx_STLdQgE4un{%^?=9p#hN`d?w!wDT0Xu=u(D1%*-v7;e zCNsI0M?C1ALxB56;3l&<6uJ54;bO z_d^=NMKFd-a2ZU%6s~|7Tm^HmfNNk0*Wm_O!A-aYx4|0jz+JcpHed^OU=I#(A0EI% zaD+$T1kT_BuJ9P#;0ZhhcklpDcm`hJ4bR~P_`pl>1wZhI00@Lv5CpFw7((C;ghCjE z!&``eNO%YDAqt`)24dj@#6dhHKq4eTGJJ$jkOHZY2I-IinUDq9@ELL-7rsCq747A`loB%%KbqY?y8PEnD z&;>o_60XAyu!5U#3vPoo+=07r z4{X2|?7$uz;66Nnhu{d0zzLke1zh1VxWN;63hv+mp70F3z#E>!3-E!L;0u1>4*?Je zuOJ9sLokHE8wiCk2#2>20g>LA)O3!SOsV9&1l$SKuqn+E!G?0@$?^1T0^&mS;zls98dIKKs{2+|F}>(1lw+y&$E7#zoEc6g55 zHV`SVC)e@)$^AIbxF64x+c}o=+|H?PXFsmz_A!X%RNw~23I-l?2kQCSBRl)>c@2Jy z@HP0h@cqUqmv!tdHx*B<()_o`hVw~g}g3I1Vyyn0(k_?LM+#D zA5IycL*%nWydRwLSX{4!I*#M{a@nD?50^R5=M%V|Q@%ZXJ7kb@-ALfGU_3`&7p^;v zKI1!6zTJHOjNACkgy8<*n9(S6J>O=8{5J-lgWxjX4nF(9V{`r#Qm*IgOhsQFhf_X- z#^dn)!)q^xI5dq| zHFb0@gficDu784*W4SN43*xxUd7d|q!S}&9 zOoGq9@!1-F-talqeMq^D@%dg(Z^5e0KD^#sUkE&=AeQSnhUMu zJ;vhmOneO*pCFdg#hv(US8wFGKc{?#gmIqFU<%47Fh@b2+xR-1Dx*Kw zbN*jk$7?MZm)jgM2CpsW`SpTt3+H)lIOTc$n;IfUP!^1{3bBIQaRKd|S3-KSb3TGG z1pNfDeD0LT;PvGDiQD;gfZMsgduN_sUj$ws3U(0{W*r?`7zDuyv{P8mE^}Nm(L@f$K$d2KIYd%&U2ffo*&P= z23!`5!6|=kveZ&e!EOzRuWA=g`LYz2MrMa!e5FIHm;YRp8r_i8Ks$ zU>ttk{EIxt?nItHZz}1%&-I-0 z=OwP^>vJ9BdGpy`7KU-SonQatkaGJzh)15U%WZr;uIFq1w`R!meE2qSJ;(4GbIP9= zxt_=1v%=i2g4m0lc~`V^8`m?Q7ndghuQ`A2Sqoeq4}xoO%CY=;jbBgr{f7HJfosTf zJFnv+q}=a1>Ud6EX9YIMa}48lUK>6?Ea-C!Wv=Hr|Llz6GLOgi7uT5qubnH(g5Npd zF}N?M{N6JFtboVm>+^N^cNzwD#&8_tGLOmg=ak3e*DJ}+ws%Omo^d>nDd@{<%>Q=c zHohOYjjtoud7V9I7u-JX!{@y3qHYRe_%~a)Z8z$aJM-M1+c=iT=8c zz7oLs{+;#woXP_(^Efj)$LD_DsOPb!Ar0-seG`%ASYCJI&UU_iJQhDUxs4xp{CepJ zGY}(#l;^C0Jh$;{A3v|;kmYf>o*(ymFdz9c)bYIdy_?6-M4soyas1xL|0d!&ao=j- zISJ;&_ooozxXdv;7UMYnZH+pl{J#1UF+BeTo%tiE=lhW3xQ*w*sZ3|P^gs1Ho*;(f zxDVIy=OM1=-vHwDJW|2!;WFd35X_0o+*i4?O^|Y(pk9!2n*gujV8rnJ`Ekg%iSryQ z$lpg#P$4I#lO$P`LRfok@90ALH;C{5=l8o@gM?ugBcRI99T=e^1o&bAachf_lcWyF1J7DDzlT5X0BuGC?9@ za!{U(bOmr7&yCyJb>#WAmdD|-8OQKgI-Ri(k@6T^<~B~b?%$OAahcNq%t6q`@vgwX zgTZxzl=Fi4KArJ`I-VcnemowhOi(uhbw>ZRA3z)9>+<;gIOH<-ebHI(ft34<=&a|l z__c&%1o+=U9LHsDpWoRo7@t!raR`PR(+qs@^6Q?{bw{xDy=5aZO*M(y^ z6|51rYoXi|IEKr2F(*L`m-!lQxEANRKBP022A8kBGjvWMo$C4m^GwLp*oo_FH#^c-n8u-229A%yxKX&_cj>Df> zIF@6$pTIT5atvRWpU?lM{F_$XXEcmMJEz-$>v%kl6A)$+jRAgbAm!_EJKtu$uee?V zdG617o`+ygd>frm=H~~usr_?Zz81F+K^x}M_fe>e!n;d+jpfI3bE_1uT^{J4(!r;XQ-+xWM9xSg-N75H_jSLZmx zQNJ8G?kei|@o0>8E_1y`=REj1y&3I12EQ)xbp+*q(>-YCGQVDM%I`V+{M!zXI{R=v z$MNS4PXC~uab6I^>nbR7%D;WK5p}#ye7iWEg_Q3{e(dpW=P|N6@p~fwh7#BD>n1U#vX>)M=10C#d%)@ahifM z$IM2a$K#ao`Uaw&*MrB(K-_zz9bNx*tw7fbbge+w3UsYN*9vs4K-UU%tw7fbbge+w z3UsYN*9vs4K-UU%tw7fbbge+w3UsYN*9vs4K-UU%tw7fbbgjVu%N4+%8UOqHCH~ad z4S$C0#`}hPL2uym7k!{FhyeesR}A_=e;5D*K^%Dh-eBOr&kluQFdTRZ_{<|~pGvmLT^WX1P zVJq<8__xCj*a^E}H|&AEun+cw8mPko(13%W35Vb?9D$>747A`l@ZQ>!!29V=!x_*9 z9nb|mI1A@M9}Ix^+ZY1xb1(uv+i47!;4+wiDO>?FxC-WA0oTA1uEPzmf}3y)Zi6-4 zfxB=IY`_-mz#bgnK0JVj;0TYv37o+NT;Vae!4r52?%)BQ@C>}b8=k`p@PU`$3x41a z0T2kUAP8PVFoeJx2!${Rhqn*`k?;=QLli_q48+0*h=X`YfJ8`wWcUc5AO%t(4bmY4 zG9e4H;WOkwE_{JJ$cL{`0EJKl#ZUsJPzL4j4Jx1#s^B|R!w>igHBbw6P!A2z2u;uo zEzk;W@C(}EH~fLW&;k79?+!gc2zo*<=ncZad+qvy2#A6h^n?B|00x3M41&Qh1ct&e z7!JIjaRl(bL@5{vqd*#X52Xx@fw3S9z!;3}Ad1zZD5xDGeK3U0zJ zxDD2D2kyc>umM}J1AB0Q`|toBf+IWvCvXNAaD~U<22bEAxPu3H!ZYv!Z+H$bzz1G} zFZh8!1VA9Xf*^Pe!4Lv(AQZwN9Nt0%M8Z3G4^a>eF%SzMAP(Xo0TLkzlHntKf)q%F zG)RXG$b>A&hR=`#x$p(@ARoR$0TeiM0sDkfM4L{%~)IcrNK|M4; zBQ!xXv_LDg!7pfs-|z?iLI-r~f#*N;03qlJy`VP;Lm%i1A|MK4&=2~<02m13zL)_Q8Ho19dn68gLLa;Sd~#BXAUsffgKx6L1nv z!D%=H+Molvpa*B+9O#1qoCia=07h^TjNuYo1`{xaD_{m!!5l2$8d$=0xB*sh6K=t6 zu!cKu7w&-#*n%C{g9F@$2k;Oa;So52Gq`{&JO(#-0#CsmJirs4ffsngb9ezh@DhB% z5Bwnj0^t<|!D|SH5O@Qj5C-A!79t=L-obl_f@p|=Soi>O5Dy8E2uY9(AK??EKq{m` zI%Gg5WI;B3h8)O+FOUcM@D&Q65Q?A}N}v?Vpd7wI1yn*6e1~fI0Y9MzYM~D5p#d79 z37Vk=TA>YoK|B10KkyeifIswi2R>6F1iUwy_ki{WVc@;KeL)07K@51mDW4-600TiB z1_AF89s)yw_c{&-3E+Ltk{|^mVH8LM??sk@F)$WnVI0W8c$feafzL!w20r^F4^v?p z@Sf8dFcTDje=~yjQqF<7Fc0`l&H`8nim(V4!xC5u1WK?B_{`06SOF_x6|9Ceuon2N z6z`W;feo+`crQ5bTipVxuobq!cGv+sVHfNM-ml7g?D=fme&9XW>Tm!w;2>ziAvg?2 z;3yme-ba2MPQXbx1*hQ*Xak>x&;>m>3+F%|4B$NQUegO;1Q)>=F2Q9m0aLgFW^fhE z!2+&t)24q4OWW#63fn4|kd5{lZp#Tb@2#TQuN}&wO;Tu#yB~-z8 zsD>Z#6KbFq>YyGPpb?s&8Cswf+B*G0+77?r5B!A==++aj0nh`4peOW#-XIKppf8Ak zD2PEn=nn&6Ac(^t7z{&TC=7$)AORyl5~N@xi~?yG4KgqW#)2%2134HE6JR1tg2^xi zW`Y9Dg4r+!=E6Lf4+~%+D8eFG3`<}s5GcViP=@8O0#?E*SPg4nEv$p} zpaL6UBW!}rumx0MD{O=9umg6&F4zrwU@z>0{h$WwZ~!#mAZWrNI1ESNC>#SVI1VS^ zB%FfNa0awN2XsLX&cZp+2Lm_{hHwFl;362qCAbVGUdP4-kT$&(hU_4BKi7*K!!xWH*sW1(u!wi@S3NQ<1 z!yK3k^I$$KfQ6t4i(oM747A`loPd*X3Qofr&;}jQ1wA+m z=Rh9};5-<@1u%k(U<{YwGMIoVTmdt<3g%z|*T534!ws;4n{W$mgEicNyKoO|z!vPl z9vt94Jb;Jb2#>%CoWTWL;W4l-~pcS47|V_p2G|9ftTP5e&7!Q5D2dz2wp=l zguojJg)j(*w-5o5@DAQX6huP|#KH%NgLp`QL`Z^U_z0gM1yUgm(jfyfAq%qMGvq)n ze1Sa3hp$iog-`^=Py(e;2IcS#Dxeao;5$^q5BLc+Pz!ZX4-L==P0$Q2&*U@pvq`LF;Mf+8$} z#jpgH0)Y}N17%naD_|w8g4M7F*1|ei4=S($Ho_*@3|l}Iw!${p4m)5c?1J5}2lm1~ z*bi!;4hKL34uU2eg2QkGj>0j}g5z)kPQocT4QD_bbU+vM;4GX2eK3IYUe1a56g)~Tq49J8m$cE351G(@8@*p3+LID&)5fnoS zltLMl!#AjaN~nVGPz^ueC)7YK)ImKoKqE9kGqgY}w81ZEhu`oA{z3uiFf+Q>O#(e5qRa_D5c=g1{< z-D&DB&yOWy6|~kh@5P9ZAE;&fw|$;171VF%k%Y4q<4Ee9WvvX?^c&w3g0x zwnG!`ohsLHb6y^eOI9$mkM60|?aPtwtG`uHYDiDX)S_Z)Xi}Y$T+l#gx676~%F5IB zWjFFukM~iM5i7dpwD%_oeH{^V@_PtvRoy9jvdxyNEbID7S7ENB=HMMduKPlp%vnHj$fQ< zOmb(PWAf{Q>DusiyNenhNk!bE@%1%ry6DjC|E#*6wobl1PQl!POsAgGGx9E?++kym zO;c86C}XNt@qPJ8rCI=;LPU(Npr%g@-wmV9}}` zB>jgZl0G@9{>-Hu!zp{zB-7~9oCEj9^!`hOe(YX#U96EjiVPJa3ty4-%aPL~o1AId zB)xOj8h?^ppVL9I`rVZl4c*o8$)}mFgwQ%&Iwzb?doanT>+h_bQqa`(oya%YM|ha?qPX;cBw(rGDc`PY0@*JEJ%~yqi*d zlz+ohwQsbm%2a-k%xN;de(O(76&=Sn9U`sG!#@TNF?c$E9>el%1M9MufHmBcS!lQ#On*vW#l}?zR!w@-zZ;W zfk@qtpA=Z;b=vfx0p0CcG)d8-mQI|piO$Y6p}NtJ*QdusQoL!OglG{Hig@LsvZ>95 z3QrzY)b)=fonhPi>2|B89~G}_()}|j?1JZ~)T#MI2_}-)pVm@tuNy13W_+g6FJ;s2 zNtDsivJQj018V5Sl6yl#g^Nie>hIEGN36&A*mts|L(Z1_7TQ%u(zK9uWLP?fB<83e zsxLl98tu-{mFiq6_MX*5O_M+xte^jUY0m(vSL~i^@kO0}O$^w3rCyiLZ1p>1(;7l~ z!ZRH^hOHtQ%Og{I7MM{%aC*j&;a6ydu#fj#Q3onLF}Ked#}t~-F2Bkq-GUA5DAG`Yre0geCXuB z*P~UQ@^LpXb~Ho>LQz_TJiHO}dBr*`Lq3OYH_GH$N*ll9f+y&4pLJ zNoL8Gy4T}kXx_MuBS#ne(w(fw{gxbeBdPp-cS}z`qo8vd8!IY(Xj*T_Z28v?^yyxD zAM;RmN;t5*NkZrtz11szbg3hTj^F>dOCHbPJw^eStW;l6-R%S?UFA^H`4Atxty??| zP9GL(G&YFrrg+Be8lFIT^9MTHR4yXJiBFcTk~>6)^$xYjx}Tw%icwa^f6S@hQf7XRL~k#PQsUN&;EMU zkw(T(P3h$nN=G6e={nBJA@P)RQopxkQI6tdgY|G-Yn)Rg)1m)$PP^-RfoLV zR{u0gtMX27Zo5N91KvAJRGO3Sj~`-Z7Nt_QzfYY`cVCJ;d`Wnv)@8anNY5cMaWqXG z=uy0?;5h{rc@5C@GNI#xFU5|1WldsQ?ZUqY?xLvd%`xSc@l-wGX1|dgl_aO-r=v3? zjgCFL;5lKV166D^Yu-FKkHTCsN67SDMdv-EWy8uZlJt{5_Tp|uv?0@Y+?B9uYWmw- za+;z!DHoR2Y&nok`=d&~1s&8P>oAqw3tLjjs@pN&*H504-G`x>^H%th-489f`g>WV zx?MH*&)HB~Ia6h3$50=tw~ridBvwfdaevpvIVVw+%h^E>+9OECDZE+F3GR9H16Mck0O#~ z2JBS+K%Za#zLvh}HBG&tAX(oljf_Gr0}xZu%DYI z-Fox+=0xi#@^h$^ut-dz+O~j{Ib$Evqwe2(_xtjM{`z_^tlj&Gaz2jpo0Azy>BD|H zTvqX*6)_QtiQ18LqG0aM<6m{@NY7$JH|vL#7j9}abk!@;x4XVv_{$rTe6P3revvmt zWXtJ%vi2g!t5<4f@6e@X7w!wy3;EH@1rM*;=s40s#jwL;ou1PYt)0!@k6%z$PU7)z zs*zNyE;L|pf&*Rl+&m{u{tYSHOM5$g(I?YBH>ax_xzX9%=C7uE`jY#nUAiPMD3MR2s0G`D z|C*$b{Qdf2FASeh&jG>9h28z>ys+!;^_3Ac{@(hJ-TNld$xR)%lqYVYciCabw`0HM4LzCSpB2aT=65#TkkkNVa5Z}488sN zeB&cJ)~)5}zUg}@XPI3>`|cYwx~EsgaEFVe^UzfF_`8D?YrNY{dXX>fh&L)*p)!ts z9~EgZHuk0!ikb=z=a*2P`p)m~3ZK!pmfpL}6ef|;h*!D}DatfxvBujJ8%K)t$H%Mi6jZRdgGFwF0^`Vpm@#YDB5J&UgL289hocSw)Wl@OA+yH z*Y6K-rn2GQb6Z8UNyhkV@KujwGF&oX>a_=E^vP)Tp^v}fsP^sny*3Xo(Xfuj&utcg z^mgi*vYy>vky?w1meDXjIwrSUDqL?JW$DeEA<_Jdx-Trzz1$Q+*XQR=*4zAsPK3@5 zRH^wuKHa{|InghXe2yGU8G71qm=wNY@#cv_y-tfw>whk5Sywa-CXGAp52YJbT8JV5aWq;yz+lit8`2*0d&Z36airBWMoGrcpCp$?JFK?TA;-5Q(=q%w z?e4!|Y4xo86zv|frlhwHIhf3h9#FoATn|sVo^{5b_G|VDwi;JYCvU4h_^aSV&%ArC zexn~rqrc^sK6{l$GgtRp@?h*+Dpy;6i%#w$i)_F09&f%;Y(~-w(}$jPe)HJm$7AX! zdb8WmkdAa(m(g?CKHqzET1b0&?5rY+8gejLdD$Jh(SJ~O#`Yg%vPWTR%7#Yrlu}rC z%DNj?|nC| z#X8UW?XxhCX8m;c94%W&;XnTDja|}6r)_F4HyEUms6lU|A0q8kKX2WGO3PO2_HKyz z&=IY4cW9WDOm-v5d|Z6`2j!4@o&2p8XIklry?JljK8+-2r_f{8v^qNOA@wt0^A9@r zNHOwZWDd#am+ZBx{YCTtjF*yD`Asi(1lWq1wv%N^%f(8+U(_wjeAUZ~zv%0u)%7Cx z1IbyTNo6HIUx(PAs=U_TM!~&z>GyT5CCRfhrT1(urskB5e}2!uL8`w(N9W`g(fu_8 zy`Qzcpq7+rVlC^F=~L!|JAPip6w-UP!-U~G>22DQQU|+yTJkph;3cC}@@ke`EL*4M_5+!FeVoD*tCK8W?AzXxCTnr>H2nk(p*w`Kx8eRk!i zm4qv4WWJc)P5kdt-*U$|gW7Bg&~w-yk%E6;MSrOAx~fEt_IdrUoQS4#o)j{^$8{Pi zoMjSi8cLbA6P8|>VM(4|O^OGMchTgc=JX`h6uQ(AvSdwuHqra5@6{_(Y24vN3z?

}omw(xf@X`N~>_Pbg^p%cq0vKM}*4>2y=+7>p`zC4MoMXxf*)6e7MbuCxgI;x+| zZS6d=>T7wf>2nXIhAnG^v#T^iqS7>JfAZw z=2ts4JU=m7czP{)_UL$hTrG<}uPuq2t`|g~gMYPG9w^8C(QVrF@Xr)A;hU=-{@qgW zC!=V2ZavM>d2_MjQ!#xAUG`X`S1kpdwhc1UeL^i_-h<84t7y#AKdTPT&Zb2xKD_@B z-bx$8MhTrh_m}Qej&eL|*+?x5^+P^r`q3QO{Yhf)&ym^w_9w4h8fj&Q+JH?2op-dO=ei7@V@SR?Notk$*wTF_-4{_l~tLmtSr^lF>52mC$p@;MIoI1MlyYJW1 zXIIJeS!!Iy@D_4hu&s~i@myMT;E}L}Sq&|+{P5jQvW=bv<$W3(TtvequHU(2RZEv- zcV)fX;X)&P+$|pW4yV2Qd>)xA*U{SD1=+ig)R6So;)g3+lxgPuRbH`Uy{P+{v}bL2 zK7Kx;XVR{Bnf7eC)4Vj`5p6U4GR7k|h7L;R9S<6Kg=QqF{*9YjPrav|zpK;t7gZdu zi&6|}B$L7Vt%_qy=<5lsBi}+x$=hqEzLjZ8*Ls%vnCcW$V~BZ)+@nI;QX#hGQjiq2&xkoOqN$m7uREpv z>*{{$=J-o@+T#P{*OHWZ^ZsudU07K?a1I^^0WBB$%&4a|0V_p*O>3r{-4gqsziXkz zB5^(ZWm@To_21Xs!rSPs-rgSaHQJQ-*vN9}jd#?nIBt^vOcy%1pkM54>zg#Z#ZSjX zwVg(O(O&sC%$s!AMW53*ZlJo5o2CXc-_wF!V^eOPvY@HIwexTMZlQkd_g2pmm!pH% z+P|y6{6;pWdo3m^WYFwQS(6qOJj3(Jqx<&o5_+9=Ke+dpViH~6FJE!$Zz}0M$9Geo zY>K|Hwx#fX9l6`s1&o?hOYUR)E!y^=gN!E3n0PQKn=~i8Y;ZdqMP7C*W1gHYC*@rS zBq}8v$-1Mt+2d#hIlSGl4&C9T-=P~mNbDaz6rk3?#mDuMr z;Qmf?rQH?uR9rV(>TnTdTX!o|t|_Iht?xZm_gPoif34y?O9sjQTya|axPiC36b(?_(WgZ;&1j;E+k1Ysbx$2@Hr;_+j)H*HnzgZ_QL!?WhV9QDeQ$a>6)bZVO&u0Q9a9|F*c`DUD-Z3GUfb2F zXhxIRf@@(kJ!{*=%I{4SV{@yI(}hf$x1hj3dsrsz&(*8xzNebr_4--**v^dXrQN@H z&w4LcH!1$v@Z>*}GpMZTOP>^qlrbnjSNxY34|0n!S4Zn4_AQRpm^w7dB(e3>Q+9Wx7edKNxO73fM%Gm!rEt-8vO>@I#svX)P zvo124Y~2m-U%IrF*2adK+T(rY?a`CRhngkP;QU`{PR}kw>RDpQpU7u!yHYA}c3t7`Tc?Z!tDnuaQrquB_VMx+9f-9jTud z*|LTDH%h1lc_xy6h2DS(Pw=@Fv^xv<$K2yYD$s()3YcyUpY{QJBIdoTJS*!H_ik%L z-uphMGy6>j$yX#&^gFQ$AC4u^_!5Ktjc?NELfG73HH5;wv z4%{J+A3ncBzekaNXkh!1th>~+wU<-bwo{!QF zmc9+P{ub%%PQx^m)!+2+rMIyG*JXkNNp0eY^V;GkY5b<964^8OoRcWhSNP3px;@c# z$|bQhidnUEa@g~uB--mz(}|S_XyfA`fA9EW+W0$3cG$}(I#ncXZ7tqJn(x&5U3i^L z?@kNXq)U~PakS-*##cW{)O%M`(()P-O&>iz{j()Km|cIRbXX+?E_}3dltm)>eH(au zr8T~vD6=-$9_={35Ep`6v5YXbEkSXepiRQcPb~AFW>$_LX*M8hMY@ z$M<%g^L^)EP9aZ;g5|Y&@5pPz8_}mS_#AUmx@1YM3rX}V9a7v!o4n%hoc24CL^aLB zGb3-L(gvN!n}1x)pus>N*lVj+M()HZ0QyiLEu7nC`M8fg?UYtpao+JH-4i;pdEn-cq#Wtp@T@eHPW9XQZ0OZ&`ZO%v zb8TfZS-C5gr_XpyQ`Zj9n6u4^rp2a4>`VSY1&4fSYI_37h3pB#XKZ>J{Y|oMLNbL9 zkhh%THmDQT&d~@xyz4O zF?#wdI(*Jqv_U7EepE`$|NLBswDykjQ+JJ{io(FcI886=VQHqdR_!x+_EBs#u=+@* zbDZ{WQnaORMwPPHZ@JN}1gYls(}AQnBsBMyiymFAYL%?eh@$>i-h9)WXhh}{q8Fs; zJRrq45)1p5gi@fY#*i;3<7m`kn{BN+Ui6}U#l;7c?~rr4#A1zCVf6m->VX%lZs2>p zHp$ypqDV!t_wycw4@tcwJlXB5BORU*v@bF}ogRpJ{Anpsr-MH&qx!_A(48Th&X}gY zqw;$TB;1v8eLJV74K}tkdQ|TvZsS8~m}YE$^~Pg#sUhcBdsQ%bNW5FEto@1JnTBhd z;QPm^4e9}B4b!Ny=#l4Aj~!H#In#Ttt1T6{8tfTg8%;us@7>?AQI(_>9a5+;^%|a$fR}NeWRRE>T$UIyZnPNI<-P8O=&|a89%n)a7-hdR@zp2s8xTW(;sX^ zO?$c1)qMqevwzPc-6dPH`_I;-n!ZMBB>(7;wAbbk=csbpw5HrAWN9_MntZ)bU-ReE zFSiTDV|^0IfA8i?YS!MQy2ms{Mcd&rK;<}bG^yt z*jzi0Bc`<5-|+hQgvw?{^)XLE!_> znGS2orS0b3dcTo;PdYCuYihn;rY~_Oi6xoZ^e{+%m3*xUeXv{)%-Y5dboB@cEckwrwr(w<83 z)G~8$aJhXZHLKY?KZn1gFRU%g0soA%gXodRm&h+Gx=+)YHSwupOt$&S3;XsC>#x`J#m*3 zU%D6S*Thg_W~y7uUvKJ|9%^l+tw2$mMAqn3XV8#ZGY#kTceMYAn(>_bXX#n>fVb=7 zKGDPIm};$tJJdWfa>v~QeOli`H}GrgNqU;)_090ndlC=T&?@u2O$Yi;6!F66^w%Ye zhuVn-(Wp}zvC5Y-Xrk}X$o_8*lGKWMo2z4v(!Tg3&qoY8OpcZ}UCb)4)5gmNTXJ^3 zrTIoRr&a#y(Q(P@<_ocrG|n(DUUI+#dh0xLVf)N?G(~y9TJfDmBo<-(`NAR(x?yK| z*1jQ~#!OYo`Y_dkG=|M9nF49r)}E>vb{T&^zS{WVFTMv%wFw{lS;LLe8Vt@QZ9PXKG-1%Ar1P}nnU3U? zqb?Lt^E^dwz(Kke`?92Z(R`{pJw59X?!TN7Hhb?bdrYB~c1Aap7SrrLV&8jPnbXmL zu_CP@3AFoI?KW$bIGT6l*Mv>4OlV$Ti?F^2QfYC;?D)nb>9l_8n-fz07pdo43TgdK75>1YET0BhSHr-wm_2)%EIyFtaeN=5|EIFqo$!$~2rJn}TYb5aZr(`Rw zMdkRuK1O2Ng$Dg))FdmVbxN*^+{VPXUWmz{ygOo()cc;HyS5+pA3IhSoEUc8Rh@7NPCwy1&H&zAe^|NTbx_4(8LmMN0u$`e1g z_G%^z&9_Z2Wi4pEM@>}U&?dT(XQ!`#?~U5N$l2&zjwDZ~Q12v-V%jxgo!f?)zMM*>&8= zjO--x+Pr#kdQ}Q-J#u%)r`Po~+I*^3^|5dowXa59V^<0#uWOCJqwtlEKHXVl>EBG5 z_G^~D-r7LB^S;X0zYeFEF&1jFZ*pnmnLoyEtyT1GNp#1N7fEE8H}03^j1qEQ)OVPH zT@kHwci%9*_!~(Z4=+=_RzPieI=3~S7*Uk#6e-)NYjppOM9cjjU&ugtnw8`I>y-C! z#g5j}DDrI?T-8mdhDhXZdOY4oM;)*CE2{S)xo(cBch5D^I)g`MqB2cnolv`LM9;Id z)7)%U#>Nmzn~`XvD3(Z#s@VnS*S3;L-*1_3qg=>#*b=3szJ=8NP)>5WMH97zKB>2q z&!C!~rwu19O`==dHt&l5xQT}Qw8>`PE2gt+w5p%gXOiWBp9K?6`jdgWy6&`)m9!;# zwR_n|Z_-wu@$}jpW$MU$KJQeN32i;Kb>HHk06LiVa&y&RMY4&WP@*;=mP`gzmP}JT zPXU)4%zys)voxt)S$ps2VzPR9>c@{VEmFu8${en|oh*JH{agROm<$FqHv5%_l5@zU zWs_n)(zUFC*VNCZk>3GBXFITJJD9^czL*o1m6__aoijzWY|ivMO40A^&E8 z>_~E0`({Ji#th2VdT}9CEtcX&JjwdJ@d~Yx8Ymm5yTjEQ7Oq*0^h&TGl_-S)lr`R()j{jneCoS*BypRMa!>%HD<_)KoO zU5hjmR+a9ilhPKat2e!%z)c@E9(-|%R*k=6>Q3$S&Q^1Q@YH4+Q1d!Ing1<~%V?Mu zliHWQhF|{ucG4vZ8y`RKNIU*sqE#X2)2o-h7KT>sU8L$>Z-=Ypa_Ed)v}W0sq}M@jUgGGH5#H z_@2fF>-`ZJ*G9S1YnNKwz<*aedil>epHJfw?tk|*dqpAdbJO1)siZ%P40*=j>y>@y z&bIv7eVZ=%EOp#~?{|!-sP6ApZc1irCc1Tet)r_##d{2|m{LK$vG(P~)f94fvvtF1 zKUyQEe{uB9C|b)K_|fzE4YDv8a%_rDEvYZcGKk+$LmJ@;dBdKz(6|%%mYUN%>D_1T zQ|Sex&(S7aJf%`7pCd;s&RX=B^P<={jpYP6(N$`>LzL^ad z$T*}b`lNL;MWh|tZoZ(B5_z@CuZlZSzvu(b9ug0zZQ-nyGGDHe+aD9P%av&)_N3+P zi7X|`8~@02y!ctt-{`ZzLjOLQxZE80>J0u~E_Ps4a8@Htv-~ONp?ZnljN_lOXki@{ z+WRND3tQ2x$N9O}(=up{cZTt45v`W1W3|1(3>fVU;I#`{;YCSEQ44 z6CF+SJbiTOLs}I*(dp#mC)9V@5F5)A5v1r58c~m*SJ)k_YZK?DLE;iuUHC8VqR{1a z3dX-qkalP7-b?pB($Z7+48ubk$uq#|;Q{?{5)`>&WVB)*#Ru*iy49qGw9eJpKHb$s z39Cm5*~Mp)OG{RIxczzxNO-#}U$KG`T#wdNmN$}SKT&VVxF(X{=QVP$&RXK#>heNZ zx{?ZBYn(s5WCNY=kUJfizkvM3N2Uh0m(%gr58uiyE28CXKg}HD-%^F>kWFLwK2WHz zmR{PL2#S?>J9N;Q7;-%rUr-=+nKZ@^Rf~9DMOC|Q)Z9>dL}N}UizWt_l7{Mypos_4 zsI*etIj^IPX7f+@6IE409(lY`jZYd$a{p50_>*@@qyK?x!uMO~X8oNhDl%30y!&%; z^PNY;cbhWfcwSS^x@+ccm#XNpUtiV8RWGUK>cV-Q)^92J#~?et>YFrd$l=(Jciz+Y zf}N6@hWT`PbXmbPDOPfDK(W)*qArAaX!+76;ERM;M9xM*NLIUmZZ z9)uY2J^aJfjQgbpPh%_o;*?&EdQLd&qmb zP@g$sg-#i%JP2uSx>Zk+zFy;gxz^A~>7R#&L|!4=OM8+Mt6J$!mh$!OxuKN!%IEt^ z!9*H#+99^^aT7JYpV=p`x}3~Kvd6sEtDp(F-;-lLRFJ$+qvSHFZM4ev>!iR#kLj1j zs+1T(dm1+*W6p?!cpgaADXV$bQOxK%p|91=6m)Y|=<%oabU5JYVXY+%)Vf9IhUKg? zBynZ@x~GqFsZgn{a__E2vf44!c13MI`TB{r9jDEtuh}3NHvc(Ixz>NCgnlc@E&6&Y z4}TBPa_xt*(=QV$%N=Kw64pv4N-G}6EqP8;pA1SFH!q*|%}=oo5i=r}sLl=g&L_$G zYLo%*ar`|rpMO#R`A;Z3O0gvTWjhVLKX+5!lQwFI6aE}@>=}(Ra`iIY*h)i}E6$EF zd`8J;BgAJsETIME%4w-@{fNIbd+~?kg`}8Yz%wK=g9LaEU3wqgLaUy?((}#fq~%u% z_dSmJO7iVL`##$Afvj~V+a`Bb(%kCy%ZF87k`%w&XX)2ZNqZhed7sfH^|m%?@w6&h z@BSur*80=r_;tIKi$Dey&zn7X$+>0{?>}nt?+4Aa@P+w-r^y~f#XN5trlin0Wx3Lh z+#6(YGqh^U${Okzbaic<^IDoIr!u*4#T_~k($-nNynrP2_UzV+J4CwmXZU7y-XIm3 zz_?S}vS=Z{!djWvR+LSLv_)Ra(2As6fvYa)Q^#|6-emioG7f(k;1io)^=hkcK zJ{BdkZug>7KB2{=v}l?{^OEz_)MP9Z`?`t-PFO2G<U8lW>A= z*ruvDrv*`C{Oc{$QA+~Ph1|0TX^?@?`GV2c@!t*mtkg%0u%!7ThOALKeT(`GJ6Y1` z>qGI!8b40J&xiRP&pH)|_fgrIF5`H1r_twTBf%w-`1v(qzefj5{>{Fr?tKAv0CEE_1|#w&vk0szvteAil?+}j{F|MluR1*-b}J$ zNf~u2)xYT9UPL9gKbCs#*hUW>vr2ayd`+*%e@gy5<2_BP7Wc}mE2G3}zjN7B5~!bv z=JbynSJDd8_A93So=`PexwyWmr*M-%>ninUhIL#@cwW7_ZQt}(f zK=H)nJtJ*MQ*v-bxyKp$IN7DysLqAEU6;_k(XDe2-Hx8_26&k@%?b6CnJir@S1;4b=*la+iyBE* zUN`1XW(9fuic=d`c%KgM5p%u2w3ce$Y*l@9_7y3s`{*q?^onenvlD{&8>!#NT_!Pa zs>$`c-s<8BmE#;2e9*gw96D}Xk$U5?JXxg7#l4(5Af8p3dauwXqC(f5k-%GrQe5tRajss&x?(VaX zbniN9wT*d7GtZ6pY7sA_Ea&U96C7M=-|>Uf(sQC|N?!E#!5RP?KHehr;hd7h~y-9UrYJ>~D`Inm_ZtFEsRyg<)3lni&o z&kZf^^W4M7VjGFCc+K;myo5}?-Fwr%(vjQ>*WdnRl1q;$|4>_fBz^4|^xi26*79Q9&JJ{el5l$D;%r?a;-O@{w2rn{;YI+wqtQ(53PZ;4Ge z>3yBCRP6XPnkE-NdE&EN5-j#vQh!g5)~-J2|0>p()br*2mPcpPQd=KG%lz$BpEtOF zUs-cXFOctFs})5348;5T;`_^G&CWW3%GYU*TWVhO*#i`^?b`yGE2}Aj@9Lf`y&SqT z=vb8Up<;4s70OwgyO%;tV!szhn$z;z`{oo5%cYI(vEM%5ucf8dg9Y00^SyDrC6B63 zKcprD$CD{~E%fcRR-Bl1gTlVX)Zh(a+O+=90MRU28=8&n;^XI|vB=Rv2s=mZuN7Dt$Jc7qOq%XB5UWYuI$W2)EvFb~F z?j0R4oTp$9iF%*6(Mk;?`^0ex?eDSgCPxm6=HUD10^7pIYvbn$cPtUP^dy%KE~)Bx z`{Eo;8WJHnM_-91jbF9ZSFC|FTTbZ*wAGTa^RQH*vmw;knOG3FErKjvr^)zjy+cnH zt||_#HKyU7yjACwN~t{6WrEO;1bp55)Z|@FBbB=0K>=QrlZtaqxWj(r+tlKiIBd1{)S@2e)7cV&SQ ze{u$`ZZ+*YJ*kCEQ!ivsZZ@Nt^5@g5t8Hn)j+Y}HnkuMy%cIG%eV0+Z$i*{nOAnKk z_p(C?_ZvyZK*M5uk~J+qzwX1{gza?brTcZwUAJkZs!CEtrWSp?X)|_H(nWGA|8%5k z!cFoG`@U7v;UE=HF&;iOAclO+M=mZPI^`1!Oq-z#@p(+_RGl%En$Y50++N3Y&}L;+_GzDiqJM0cACOv88|(g5kDFZViZ zp`>j8x$FDk|6AyvdouayLvpB@x+P`Kc@jKn$$zo)2yJ{~dL}KSgl68`pRQiGl|~y5 zHF+3VMR{{|JI$UyqCNATuKC)TLuHTbf-0V^C!9)S zPza%in!NEO*t%Bhwfk*yfAltbo%Rh% zOg<%0E&712Imk4IB|RYxg;j%6+ykip!&~DQCDu}+<>+}0)|K>0deGjGKhpt4^s>#rQ+Kfx$HhsFWP~qvKGgSLl6l57KTgr1-d{yYHC!k&bZR2DRLC zq>(GUu}@1R#d>w#JD89}cRzJp@b?NL9aYt>C83!#B$V&EX;>wdH)nmwvUH>%txlnI zQlo;rS<_ye&7oqG#dr7CMo~ijW^|CfQ9Zfzm&I^ItLtpZCTFKfl^ur38^?d%uu!GL##);ncC) z^kK2Z{gD?+DfeByv?J;jE{<{D5>iU%O1Iq@tZhr$>*PPhe!ojr`<%@eXys7O)TdvI zce&7$PSJwr!RzVRT$K~6r{&WfH|K)AL-R=AN&Q{hj6&KmJbaepOL z-8r~4;2|B2t&ov0C?b#Hdg(UO7b#y{E?rE$j1~-B;a5I4mqLD5%y{>xl&;xl#Vz}= znHpPujVo>~A=!_gR)73_h_;A)k1z==BZtw4i?Y^jqbagQ_p`=o(4FlajnnSL)5U6q zr6sHP(%T0cc(c}-(`D@hDju<$%paK_m|PP^et{;Be~L__jW^b3F7~h>d+%4KZ?n&n z+MVLV#?_Zdz$EAXblH4TxUz6Y!yr5_w6aD#^~$8wyI-c5hTo&m88iJ=H~5jwv5A+z ze>g~czCP88Xt_%*4@*9sHLE0-;6HmDJxuAA^5R`F?iDmkmPdr}I9fc=>$}1ti7KwF zb~aUuA*pZ)mE_=uB(m;Nn;-vv(j0FvK2gJo^gb5O-hZfya)s0yAGW5^_|TD4uYFOW z?-hwA8>%Dexv0X+i1OR`Ipx%0?^f=hn#hf(Pu{X2vxqnCHG3}8S}luwLDT)TP@hF)I-6o=B1iMW_$xQAx1tl}Jn-EGyxSI${W?HxDD47}E zW};+fb(@WnnbU19N@iZS`6wCDZel2z1>M9^G7{Y+Q8H59q){>pyUCzrWV9ztTquOmHN@i6zHI&TiZfj67>fJO@ zGMe4AP%_%xbWk#DyXm52)^*cE$>?`8K*<<(TaS`4>b3zTW87^cO2(wyCX|e6H#3xs zdAI+?+Yj}I_3l9L4)pFo?+*0tK<^Ip?m+Jj^zK0K4)pH8|B*X@|MclSdUv3A2YPp) zcL#cRpmzs)cc6C%dUv3A2YPp)cL#cRpmzs)ci{i{9q5Y{{NJD-*71LX{#eKVZP<&1 zJvQuM&o%CG;+}Wxnyr~#b8Bbk+`-keIClQeTr7_3&(67acFqniC#z@v8Ox2ujl)U~ zi)9B_a{XD!#dB@!njJmcxOgrfyXNY+Sgt=S|Fia9#c*{!b8+LalEwYAKa1t&$jY9_Kd-r1E*E#rU-v8?c6n& zmn(brV{u$xE}rYlu6xddo%cLgKdz2D=lXDQJ?pt~SQ{6|&4r8qudcZ`mW$yI){o_6 z*uhFJrsp}=#!9Z8J7*<3SS}8ila*W@i(!4ayzH85=W=qf+%;?G4z7*s&-G>X>|iC= zkCi>I**O=_N)Ar{H9xKoi{<)qeOMf8XV>gtC3nrm_sq$ib8W0-2iO1a)xYK7>bY@y zmMr$4{r|K4td7lzVF$bB`ms88-m@PU%f)kJaxq*xy8SB;7sE=19b6qd|7V|`*FE#H zb9S)4+&PQo&bizyhRea)dXB}~*uk~4b1om3hihlo42$KCo^?HQaP2G?hl^!xJ@fP& zkBjBTU?q!X2RrB5|Jk3_vxAjfA14{K-FJ^Qixp8dJ=|16Hn&)T?lR>$RKbK=(2 zvz?1a^S_JjdCleF*2Vg8=Uf|$=kl{UcHT3Ni|<*_&N)`rv?W~f^-!qoW z!`iu6uI`^D*Pp9r@$BfCkBedTti9(otK<4|=Uh9h=f-E{Kd)JQ&sgrfXUWBIdDt~O zxOuQx?qKJvo*g~gSv`kq=lZehf8t_$mRt{-_{7i;g?#>I0nXzm(=)pK=R3|F!k?!0Ho;@QE$S! z;@CAeXBNjDTwZp~opb%UYc3a8vU={|V*h9Pxwzi4cL#cRpmzs)cc6C%{#SP3yM;2p zM02fz!V1&Ier}%>J_?^WmLt`vux5vF)VL=DX;S;PmlCl<=xtcismfnGB&1^&Imvqj z2{gQ)cG`fCG)fm6ZVck1gW?T7rXNR<>FS^jlSD^ThHjd7h52Y|xEE6WOMDDv8=e^I z5k7`I^_~rDR~t)>vuEmz8#0bIdd$kWc1M6-nolmdl{hRcAho({WQR8IXN|_!C3$HwS zbUKZ)G2SsP823lBnD$cX)(l!YTqD%}_6+LNSypsy%uJHy`!;gU*O~O{X~j$Lk+aBD zLwD8L53@+|v(t2m;JG9^Z;GVqwE4KNZAty474xZM)TC`M!^LSw;QG+U3UT6przfi+ zB0+9Ek{zo_f|5g445@!5Nw?BRXl;5gNi?fw(b~mQl<`!iZlZw{%@j&oV3i?7@65j3 zD9VQ$uCw$86cvX38>T(l|CxDqEIb%%2=P^06#s zzSPhBkhF++CuJIkbuK2|=;rX|205zWmHLtNQJzHf2OAqiFQpdag))0CETu>1hVOc5 zzl@RuRh$BYm(iKwJNjugETjE}nu}uv6sX8m{m3K{1@fH}G3c0u0*NdS_?_jgKu7dG zRi5~$K&i{;%TMJeTCM4BKM~70+QF;q6-AUC5SO_^Rgt3ORG#}DP^77E>c0%Ssz?!b zEw6tUD^lU7!TRUFC{ja1r@|xY<&@RgUcA|VIc4-~C5L57H2>&S6Uog=WWW9A)vE1E zq_fA{hc`iqJdcg_OQ=?&dUvb4KHrr{rS{7{>mN$Au=U)9v!j%$;KVMS2};UzIW%|E z`gO`QeApk`$|z;p`Knv|NR* zwk3-;%~?VHp6pn=?duAvJJ82a~6)bg_TfT}Umhf!|o~}k-(GfN7>S{E{Fi~%clNx=s zJ|MdBtQv_P+PN{}o*I3=v98l-(i%E$a)0yqvukMWp4LY<4Z7Sv_L=!?O>%!; z__?Bg^McT*Z12sCe=;YJsH+~G!rdbCYc8#8)O-tjX8k6U1(}|#newQV* zDN|AQc(k=Pso9n+OR>|YQ~RFPZ1dBm*~)`l9746}YqW{h;~UyE{8#uGjY@5LI5i}o ztU;UlPLUk*R7r<)wv=aX(bS=5^;wC1^>ip(#duhRgAUEpEgAChs1DthI@QtqRENSO zN1cyq*CE>?i@m;!*V2*k-|pGyuO-|Nc39rlwZ!l8%qrD$EoBR=RvI0>mOdzao-_{S zjipii{;PE9)6cfFf-SoAs*=C*r8BOth+l|5qf7hS<7QYF>C!oM+nonGbVC6BSyU}MTvyHS>Z$e8w=a8kTiU`*C3BC$JtH_~H`OHvWJ8_7KT&$F~aCZuz! zZS$CsCUp1PM&pi~CZySC+}vL?H&M$wRqGsyO*G+mOkuRlCYs~LV|z(q6BQlEugFuv z{fQ2{uDRv7iF9~*ZFIJ6qMh6Rta{kKiE1})45|9Oi9}>9)t+>2qQa!F5<}*j(wZH= zoNCle$+dHidj2L;`m!j;AZ3Rsosnxf{IkTAc=q0GEiN^s;Z{wR5C53bil)%;p99P& zVtuB@I2kkCKW)3bse&0POh}1{)-|J?U1z6ChMLi+O3CXRGt6jJPU;}hOJ=n6fv}-& zu^A=It6aTB(43405Bw>-$egCTT_5<=$eilpGQ&-`nbT0^-B<3rnNxVn+IwG*nbUrg zwC@JEk4Z({i=~?j%*m2)rY0>99iQ9%*(TV()**gTSDEyPj(h>

#H=yzLawrqsgmrd5BvV3i6 zwTCr%%Gci3ykJe~i~T#(N6$9rGD7;QuM*Z*#KB4k6S6-Py$G_aw3zHL)l&1~pQ z%SzF+p*9rScYbN`2^+fAd{iUgqz%p68aB21ferae1=MYRZG+#NII#9!zpb>?;#u&@ zEnDf8>4R1SkFB&kwW;l-?^YUIZ0{-)x|OnJBi z%nOxMw)E(AtUphdEtT51`L8IprQ-|gla@WQrE`X_^;3iG$f<9;iRS=&Dr`J3JL!@= z@%EiPFFn_u)+ZM0TRpd@iJw)k#w>H7F?^>_9og(atCLU8G~VVwc44M^+m1Vsk;#BX z*W?`Ojlm+9h-gQ0&13^=@@_{LyYifoXn%(rr-%18(4)`@O(u%+mp`wBPOI3O}D=&T#1@MZ>jU2vnt-j(sH z@7-wL@~XA1W4DvR(dAbm!~Io{JqS!6<4%4nL^f@h?@rM+KYZtFx>IbwsAu0J-0^!F7w#Va*_}epG*4X> z?LkV)H&2(}@t|Q#B2OsPdQklm-?v{^c+${a&!^}e@}yP2jx4>M>q!@G#XsQ_@S-7O zmj;JU@WTCmFGU##deJ3;9Koq4y=YAJ?YT=zyh!_EpWibYyhtr8KalUE7a83uuA4P~ z2dRvHV>f-#4*DXxplPtv4$8P}E1&MVgZcy?fA8b5gQPR_V(ymhpv(zLV*E1RG}d^% ze|WSvHAfzCU3tcbs!~r0%JuW5(Eanb$%y-s#(tst$N*m|KExkA`I;}eC%wHFR_{y8 zTI?#TM*7j4bgjhotNkc{34eMKN->R}3NKNfI?=k&-@%W}FU(%iaMX`-PE|_nDfA;N zQ+~JK4-r3Uved#3{C?K`1(yy_*hy;TKa0*t?WDxzeg<y7iizWvOyT$VR zlk2EP@7d!1be#7KpXM=tDs^iAz59wk?Rv7#uj8RVT^n=M?OwS*9U8yDS*6jR3SHj3 zSMBg81##=ZZ^{8wH^Q&ZVpRZrTRC^YJnaDD<@qzu zMFUB1y5fidiv!7j+;9D(Hv%c#%~wYKZXkIlTM88o4x-9nBY`KIf=F7_z#-Hjh(-hm z4!;x}L`OW7JHCepk+sm$F}lZs=(MC%@`S~~B-t2htECf6p}SK{M9v1&uxEGF7UTw# zZ<)lqdryMtWP(y<%(GysjZNiw@hg}Lf>guHCWp|0wR-3DPJ~eDZRZmE+aZ*+zEA7R z{1CDowK`4mbqE#pjo2mqA%sSaUCZY@F_f-rPWZD*I+Ws19l8J3FO;sl6D(GV4W*pD z^|u?ULMdBDU{vk9P%_${s#mA7hs0W)$Bl8>LroH9>ldW%p<{j3Q(RTUC`i`+k%?v) zH5!ImHx3Uc_uWPZU&w^h%?ta5D^G^gy!-oe`#%XMISE_dS?|Ir=>DiJn>!HaEC1;A z@V!(m^xWX^)4lZbp@X5ykq8<)V$9F}1rfCPSfBfsCq+_g>SZTKjYt|kdd!3jt4MM= zVR%DjXC(RC$&WTV8cEs(Qo6EdBB|KoyI|kWNQ&QdM7CkbK8keQ{;CuAL7B@d8M-}m z9}Uz?KfdnrKDwl|R>!<%AC+%vc1djCN3)#grNxOyQT)>Faz!3dR41grRlqZfjval_ zDZMX>JUi4^_@eCVGX0m*kth-~`Ch&DTNEh=$*D%kMpLF2uXBD|G|l-n`X!2ib zw?K4k3^n()?VBhSLwTX=Y9u^jXx7V!s;9v*v@UJ@;H>x}q;CmJR z6AzHvYQv!V)d$Emu{mNu*a1olm2aN^{s86cs~%h>c#zs{QudcDK1j1JMM+02KS+Z_ zEbW(DAEfjIsm;l*2Ps5ks`R$lgCy{Jt@4o>add9G&ArEn5?yg;Ym`sZ5ng(1tOszBShFrUMn69sBd?kb5_dWD= zxVS2WD)p2BPwO10dKC-v6H;?v6FY3!BuMGt?+lYz{Pi-Hr5 z(3xDT#h(`(p*4arbKOSbexys}pAMd!KwG^9UVV6-KvA9(mko6~N-5LIBiaOxk+bdE z3ioNpD0)@vg9%TMQQoJ#lDrqkD9yoeiORr4%HaEYdNNNU@!Vdwhetk<{10iC6d5Pd z+kxf-JRB2AU9rCUbYdb6TYqlj2)^TVAz|eOQU2p3^$jev$!8BoeR4lT`I>GUx8#)5|<&Qan~ z6M4bW=cxbaJBRuyo+CTH6_47lpQF)Q$vdUx&Qn^2>2g=U^W?k0@<347dD<`XQEA+* z^Yk(K;jg^9^Q7EY$DOz3Joy|rby}?bJf%9l^BF2|fh=aPx+SQ4fp&g7y0Xyb0yRIJ zGUKLb2Hg{ozMHT(gIv$^Dg? z@$PIUP4rn%^e!ipmVd6WS18G(x8s-SZYs~DYSVFxJZdw^=aBIAraqTRMtDWRs^Tj&IU?!6iP|f)>{MuOMAH>o`f7BJ zZJ%o-H=@SE!uA>saCmoh$-ZkeSL@wd<7?Nb_Lxnaf6g@;*LFPERyT{5EK^wHb~TGW z*uA)AGxR#CkDgwhjFN}XtB-5pbyBML8FPc@2Iiul+``drE%o>@JOS!Lu*FVC2 zG_PKeST6V?k3I}I8(G`u4z(7yw*C~v{ega%kGLk5Pv=Ht-P75K`;sfJp87U1pZ@H0 zI8yO5pPa_uGQA{RK%&#cGaFJ0=z>&X%&6zM-{JmwL&Dn&C@%W@vAj!nDQZ&b)}y-% z>AOYjW2cZp61_F3b<*{FlwGGIz;pK=`DLDX?J8VEB0q#pyw4VqeX!c|Sw%(kB6}F$ z;~B+7YE9R^o+zfKdA2iy%8E(D@Nh%gk`mheW#mRX4cs^AYEFRMkW!K_HCTRWY$=_* z5HpQ0_yP4v@jcr#@*(-I`xGQ{{vq*POv;e{^^l5{(yrOAE~7(I2ffeY{xlhbrVrEF zTSkG+qQ+{6%gB>I{hi2>G75^yvBc2CBauWZ>CHIY4Y2s4cK2n&-**3O^&ai>gUr*B%^{9E<6-z$*!PXhF0#o zDl3TZQ@cphs7h+TuuCG=wvs9@?RF`wt|aMa8_m+bRML?CdsjL1tD-w;u6>5^R^j`X z%a>~^RMAI$y}_C*t4R9({3#cARgrg|Wa`g|Dtc8>ZTh>dif)ORdhW&jg0{`sHg($6 zYO_Y}lUgsat0K>}~>K%`0`r3~fo&#%Wi)CqM(A*k&VzuX9?%o>G z86#%xysw5-ykZ{*N8>&#;h&xhKdT|#v9fKpUux*O?x{rzo{!1o=&Ik>`_@v)(+3%b zL+dDPR)AhqY8@Hz@b+(Vc|!F;cDk-dpHPcRo!Go}_2lh2Z(QxZdJ6U886;U;Pg$iG zK5U3@AhR*n!zNB`q%X$5`Ufm)r0mr2McGP?bm8*wO&y7iq+5|V`BHWx@uVMKcRaU| zTnATp%xP$(@qBNCmY~#Vw6B;V)kOL=*ZZWdXrjcgXTQpAYR3KP0|i5F;{NC37WUmd z=NUzm+0Mz8c}6KJiVKp!eD@;vR5M$gxz8nj?z4eocQe)P%H$F6T_fmoy4;lb}n@m|@iMBR7v zrf^Ht45beGRoYS_AK5`U0khuCD(#?a4`w)DDeIuC>67z!ly{I%d;GeD&mFYxkLX$f z+4uC@H8{a~`+MAnaLJNMKi^a0fSjyJ=^v;%`uaP$n;%H&vcb=uyt zlg?RO&oJ%#l_GQ6COuO7N^*H|1Ek%*QaW!Vug!_Cq*gFZVMO3h$`G!!&HMS2W?T1P z#UkLL$x% zn_ae>I$;_@UftU)Bx2|6=wyu@NBh6)BPAv!W?|_jBRaBzs;+bzQKbEG+FDtei|8w|Hy1O`;nqYCJ7N#zyY|Ov2 z*lg-*>tf=}mV*b;#D#5~oDh2?(W!e9wjL&?<}TK5JzLnWu=$vnnA@5wut|xbxHg;u1oU2ab1%Cjq8&7Z(Ntu|I2k5Bi_=@(%z-( zwZ^XOtnpf8uRaqyQ@oqGAf)b-+$v=kM`>$+!w4o2PA{~@GD+kXi8k8S@JV$5do zU%i%;|Mjx!dbe`Md#NSflT2(a?X6t4V9xAaf_tN|u*Rnl-pfp^EbSe7zNnon@xEqe zZU1+@-ESlkSmq*30l}6g<_`AVZ=BrwO!xc2KU?vZV(#*9!*@sFEwK9~&%Jwb4Ym%} z7VQ15``Qj4Hn#tE`LDM;m%ndr-BHdircN&Zcw@4(xA;d5Ta}ZA$-f>*_Rw}G=x*AK z_cRkzC#!#J__q&26MIahM;CJkQ@p#Ivv)*iODj9}R55X|x9u@^dsjOXTT?Sj+aA4~ z@L}O#haT+nO-MqLJujUs@y2S71({geTUfFumbf>nE$!W`ogD00W>k5JIIuMMsPk}k zv9!afh_b2Ec58eD3yH9)u^L5jX=hOjOVQ;{mS)akN)GG;$lX%W+1$a!(pGG<6N`1S zw6!#K?h2Qb7L)n=A=%?Y@NZV3)s{~7mbOBAe?L)${)Wm4sXN#Uskzz;Nk|JxNXSWv z%Po`;(o)tHVxN&qgq$24T;$yCT}34%q$Omv^&I@!rc|NVgVaM{AXDqTPRn=49&B_0tKmGkbJhoGdNz?E3qv@0vT_G4K_Gi>bZK-w$A1yE-{x zQ%&%MHR;-gf4so|@tXTzdvX0w-%GYyS~_AP+zaiW&;QFYV;!R+ojGTm&*g~nr($Z4@X^XVPVrllPyt|Hx_*1(3oE3fnVv0&i zs_b9Dck6?K&qRaJ40YSyTW3S6)dRCIM>p{P(qGdifE1B=zg zxh|p<714@6y3(kkRaf_KFI2Mh$ca>JXcmXOY!uZ0?T=tx)`_KLb6|5qP6R8WUWs*O z^IK4B-tF%)-?x~4!KdsdUVaGD<|7M^kdPeXRU}~Y1s1FLUE1F!(7

s{^i{`FvM->h>60)#~Vk|ZvHV8XqS=rPP#>W3U{jL=t zBU?S1Fy*e^Yz19wVDn=`upL8z*|RZNdX}GEvZoMh>DouOJ`Bhf&K85|p`GebGCf8UpUyJy7nFUSp}EAs~`U8+5?2K z)LrXh6GtXi#ag>+*|uY3wqQ0CTWZ&~b|veYKMPB`u(He~6VJzG=PO9Z{T z){gM5U1E<1n;RRdYqziyxMnHYJXn3#Y;eWKM{C#9fh~|d7HlePrfjF!b|Q@R{`)Ah zz8Dx&=w9L981`_md9!_GHSC|Rhm$=G*wVVvpz?1Zn=ng*ENrIefex4*Yh^jQX4#dE zW%;`d49p&2HeEIw48nGwHM5Rv@U92u@8a1@{BLfSg$<7#Vj;-KBG@o&Ggy|cnX-kV znhng7{|(~y6*X*1=*ni>wYskUY!|y$#wNgWvVCJ?u$kZqz*2VQViRR4x@x+zcD1vy z*=THDU5Styvt$no+hLXhlV$T_z1beIxW7A&roRt2+i%vw{y|*VQoE+Zo{U`&TvuAmG%Gq?-^x4p?hCPee2BHnQ5zXQ-FpEMcGIsT5^FRO_pUs+0j0Lix*aO~`1{pCH zn+_Y3h2mcnEE8J~%f=RoIkFYA-U#iQeRn#{0`u!y1WVc#&=rfU-ShlATjXOCMkL!& zwk%{~mFU9e^tZNa&g`LLi(r4SVcBz;JOzi(T8UO=f z5DW%W#3 zA&2uNAP-An8L)eE5GVrs{-hEpg9>o>-dKrqcFzs&UK?w0&hD|n-CKjZrv`T~4YsB0 zfV+1Fch8LVs562MU<@09-5X;Qn1UIYg9TW^X0U=SU=22~6>Px{?7;yXVH-GsGq`{& zxWRUC2M_QBFW3R>8?!#(3x2Q@c7ZK@>zo4D5$k zH~a1ky+CR~Oq za22jW7F>rLa1*lO7UaNf$b~$(1Nl$@ccBpOK@k+geJFuacmNNf49cMbDxnIh;Stop zW2l8XcmnnC6dIrrnxGk;K?^*GR%nA4&<-!*6}*Nw@D|=d2fT+5@DV=2XZQl0@D;wn zclZH6;TQadKfwNn#=g)G`ojPi2!miS3;`Y(3d4XGhQkOL34Fj0qhK_Qfw3?S1YkT& zfQcXolVCDTfvF$_!XN_EU^>iznJ^1x!yK3k^I$%Rf*33SagYE>kOFB~2r?iGi(oOx z!4i;%rLYVXfItzJgAyo%3akKCSP82@4OYV%PzMdr1TD}89asyxunzP<9}K_{)`Jmj z0Att)Ca?)i!3@m70xV%OSiu&s1{>H4wqOVL-~f)W4V=IkT)-9FU^}>j2Y7-P>;P}@ z0blTgov;i1ApmwmAOt}$gg_|lfiMV%y$}JBun(dj8e(8S#KHkM2yt)-4nsT~fdn`T z#~=}o!wE=&lW+=>Aq7su88{26kOt{+4$i{`$bgG*2{Pd_T!E`_4YJ@m+<=>q4Ywc% zZbL5Q!5zql0=Nr>a1V;0816#}l)?je2xU+X6;KIPPz{fu1|CB#)WH*|ho{g0jnD+m z@C;huIkZ9>ynuFi39sNayn(my4m#jHe1MPe2|mLY=!CEE4Zgz<_zAz@H~azi!QU79 zL4Ozk17Q#hh9STMLtz;3!f+S?BY_Y2VHAvpF)$X!fdGt$2`~`^VG>M+DKHg;Ko~?| z8cc^7FcW6MY?uRcVIIr}Q4oU#APy2B2~r>p3qb~CVG%3_IamVnuoRYo0uU&|a!>+g zP=OVo3M*k1sKIJj1L~jwnxF;RpaW|`7uJCu=z{?m!g?@*4PXo#!2~veDVTvdSb!yL z1}oSC)?fo$!4~Ym9vr|Cwt*8kgA2HV8*B%6@BmNnf*s%uKHv*}uoHHHKLo&T2!tRA zh7bsaJrD-ruoogA681q9L_-YhhgdiO2O$m)!C{DpBai?`;TR;saX0}aFX0uu zhBxpQ-a!YvhY#=(KEY@B0-f*`zQK3+0YBjv{DwckzUc1@{h&V#fPpXw2E!2GfuS%A zcwsn0uToYkOV1^hJ_#lvakpigB&aYc~}a|KmiC8VL2#)GN`}`P=%GS3e;dVtO0e< z08P*WZP0RHiH#x0c)^8!x2b;qi_ro;W(UtBsdADAQ@8NG@OC6kP2y#4(H%JT!0L? z2$vueF2fbL3fCYDuEPzu3E6N9a^N=PLLS_Kd?VZaN+VFZi>KH!H@FdD|d zSQrNaFdinrL=c2YFd3%6R1gAT5P@kh9cI8xm<6+84$OslFdsxg3>JVmNPr|rfix@x z8IXlVuo&cE3CP1zSOy9}pa{!B36wzvR)8w3gjJvht6>eOg9d1V7HESGtOZ?I2YR3n z24D#5!3Z{hF>C}A*aW6v2IgP^marMDU<+7-4QvHlumgK=07uvcPT&kK;0kWA9o)eK zJi!ZgfH(MnFZjVu*aiL&0J|X&f*=?|AQbjM7=*)Kh=54g2T>3WF|Z$E;Q$gS#TY0 zz)i@8TaW{{As6!C4&*}t+=W882Src}_n`zz;Q>5^GAM@%sDvu0hDT5XkD(Uo;0e^j zQ)qxjXo6;V1}*R$TA>YIKs&sISMVC%z*~3+9q=ALz(@E5pWzF1!dLhP-{A-RgkSI* z{y?9Bc>O~^=nn&6APj=RFa&sDC=3H$7!D&~B=7-0jDpcH2FAiT5PX2L9(4Rc^F%!BzL3SzJT#6bciK?prXW%TPLK>vQIXDj&AOkMKCCG%!a0RZyHOPYNa06~aHr#?7xDC0G2X`PJ z3g9jj!aXR0Vz>__Pzn#=A(TNmR6r$EK{Y&r8h8w~PzO(-9-cx2G(rZz^888!O z!EBfVb73CL2T>4%1t1O*APG_+4GTdAWML63202&)@~{+^fdUXH!g5doWl(_?pb9Ht z6{x{#SOe;y0h*u%+Mok#K^NA69_WJs7{Yomf(>8{8^HuNfhm}QIaq)tYz8aX0@h#y zTfr9Wz#bgH5w?L7ID-qgf*WiHcklpD@PZxS4L;xtez5a@w0FmEP1k!L$Csg^p-m$s zBVC9}9>isYQ^|WNN6AphPN|wrdDyvo2s5n&KSIJgctFlhz1C{kEAFAZ2Y*5*#@{vle$|jY~DqB?YRJN+* zt87y#Q2AJ8yUHgjg(^E#id1&06szn~*{$-aic{q?l|3q-tCXmGp|V$HpGv99ew8wn z11jYz|5iDua!AFc@}jmkGFwJOI|>Quf}Iid2M zO1;YWDkoJ=sWhnkpmJK}N0mmEpH$AM{H)?u`9-Bk<*Z7x$~l$uD!;08=Ymdb6Fzg2YI)qnpgT~zK= z@lxrk(oLniinmG+m7Xehsrab$Qt7R7w~Ah+k4j&adsKW??p5(q>3nr=pmPJA8|d6X z=LR}A(7A!m4Rmgxa|4|l=-fc(20Ay;xq;3NbZ($?1DzY_+(73BIyca{fzAzdZlH4m zog4UnZy?@k*52cO1Dn@k>IZ1sgq0s-@^-8ePm5{A%+G#?-g|JicfaUB{pV%ei^*c4xOX4(uKTf185SSFu!ER&NYggRMGrxnL;4Bv)i1ejn^-Jq~XNaS|rEf=94ce}VaVL0R;CHwjT~|bpIKEyx*Ih$f^!Hpp z3tizSwQe4TuD7J0LR+gi@D$gX(Ds$suYvmwK-UwZ4b9t7x911#I^ERM+~;ew)uQf# z%zOPPpM$PBXdBqb=VYV#Ho6A>#C=U@ehO`~WS$}Bi%*{6{%cTo0bTun=KgP^t4aDf z>36$%-$FDjmwpW0Lw?cDwLS2=38*N?Bnsw^sN<-bG zX07X9M_U8B&ZBwwIqlp$9$gO1TPyP-)Ky6T{yf*0|Eihyzb%^aRkGw6SLg$O(=-f6-Byfm zK-VoaT0Giy#w}=W!T1|8-~YRI?z;1;rsrO?J&oo}>02=GtjsTBOzBM)v~oU36_mM=|OTV@iYcGZ?SC zuH7fk8$BkpjYsozbmyY(TXdX}ehrPLKehXqC!%W(#w20gC+OUdy7G4IdS?@+oJIHF z=<5C#&vh5-28bijoFP3E-7C?VE4>a=yl!as@eD%uKTvOxK3~pXLBm^Emo4*s(hs2d zr1Wd(4!Nn_KP40$TOu}BgXtD{f=9F-Uf8l zqx)~PdEM5|&0*-6^taXxPoiTr+D>7LLHD>$y{ZOb%OmLj1X`D&=Q9j0$E12}|3T)z zpt%iQ{qNB3>kL4H8O<}WY9YG*h3*w-`asUV!{Bq6(t_$Qb!zvu-q}Ud)eSB8VnZO> zN1*9R41QDQS(ucMj!!V}oXmUOsogj4VJuvV?aR=-9oiL03P_8-mU#nJ>iBMKWK8EuzCgH?2q4Hq?3b)b8JY4;n(S z%7*5(X!{gf0`B5^GdiNt9E0(*(fTsF*P(qQHf#|KFlG;y9!5t6>MGIRjIKY#ztDVB z?B>H>`(f1m=m7YcDRQ2GrWY{jB{_cwquxhzuAFa2cM)24%6t#{m&p0QG3qcH zk6_AAXmz9KoXlIXMKt_QPZIsF(SzHu^fr2T>&5qQ7q;}qhP%aaI<8xTVGc~nL!Ye}RfP4$7<3q|m00>UX4PQZ zX^d&a^kz)f_tBm^*B=80Va{-@8-*p~(d#K}d=~Q(uzeBcEJf2RXtrX#*qBC7ehnQN z*t`nc-opY1Ca*>B4>3oq*g$u0!p3}TEx_FEXx|}SEZ<3Q+>Mb3&@CEWbki{mtHC-k z@*BGO40^dS^_*NMHvUbwbnUC{H_;m#dth-dOz(|tebLJw4Wju$x+M^!2V;6TdXK{P zacG|)^8~CDO^Nh~1z7PS)`vG17A%LC>SuJ_hT?qB{bs9z*@( z*d_*yryImfG43hmxihge4%?r>?Og09u#kh?al#3B!eF5E4jQ+bY>N7O%#g1~+AI8M5FrX4WV%*pCjv90v z$K>xY;umZ=k6yoG*abQN4cl&@PxpKIIrYJiUTErzIS*oF5GIL*gXvkr&}S^hMWbPw zoG-u{(Y%~qxB?w-VEmhy?7+HBSiBY8AEW;#82>rOm16yVT=#Db`5N^#*nA3gKVh^R z6R%+5pV)j0W4rrld&wP&^}{hN43kWl_c*qS_Q`agX&9C)F2$T>82lzCW@6GxYtegu=lvBZqgk4ull zuxaR;fzCNt^E{T%$HdpgO!Ut|{YLEg2qW^aH6MLS&|ZTfr%~U8$*ow@hOM_STJNv@ zxvhOLDGa?vqhTD@Ov80gqjMg%&BvhE(Ed6mW@20xx>lq2Rt(C=Sg~{)z3vlCF2ai<3Y@ez=o;l9f!UzpnVZGFUJ-u7Gz?`N{q&h z(N>SmzhJ`!^tpuk%UJ&xmfS>#SAh2XC1OiYdVGJ>55|}ws0%@Zm~Nt{K8ER2(0?xa zF2+V1wu$R9=q+!``P-;pgL&B)y-~WDxtU(I8^iXa_g5Hw93A!O{2kZzc|iMf)(^p$ z5KNzlwkULqkyGe(iRgJ58&WaGj;2)@`7t_nU{w+N7GuO0a()66Pl=~7_9|A~IY4{P zU_C~R#`xLjI~N-gFm5^etU}iobZoq(HwyG0T>&IS;5#k2BRln<`d|ehQ%|`JqzP3IAAvV&cWK}u_6PF@1ys6%-@7V zwqUi`^Aq~qBJ_NUjy+iR1@_;M;}3{Ou>B}nYBBp;O!^M<>+!@%Ed2o;&3N@!G`C>r z1@ym+mg^XN1ILLg?s!o9KAc|Y_QuRU7#V=x1~dj^iWvJ4y;}4Mp|1$Vg+{y`f#KsY zY%<1KaON{umVg0PjIv>MCT6{Z?eAj1YAjrX4PwWK^n#7pDu#bV-@F|y#W?*_jB(=R zJ<|7L@IG962)!zC@iDO)Q)@B!TPzg2HPK7Y;;PFSc?Huvn9znb9oXR=sC_>UJr)i^ z!(eO~g4Ur}5sLL>Nfh#I;`ghn?kEee|(?tyNp!FIi-ogR5F;o|%{X9;-11rRd-RLFW zVo!AT!aA|)9{S1wm~FtTf!Jjj=7(bASoHZHOfzGKI6IPVoQ%$?cuGMG3;j?a~{iE(C;#4ism-D?@jFAb+GpRp6QJZeetv( zj`7F(0hnmShKF%-7=}EKxsg~YuKy=}+$1pu=ZW#t=^bL`)AYz07(ENGidGBVJ_pOi z*>Uvq;)=O+ujepf3C5?P>ouI3fjOBt{cT*Fg^}-}=L3x1hzmc$+gos5KJML)={s=1 zEt9y;fvE(tRh;Q3@sT#WXYF>M(pq~qZ%jL5;$;=~Q~ zE8@b9bjud>6rk4*3@pNldoZU2)AnIRHTu`!+*%Cy5q(?mMk_}ChW;K*{~fEviC5`{ zHk^4KqdIV%*HG=}YH?Sb-2)Tu!kNAp^#Jx9g3E_u=tG$M4=f#yz9aCY5gQ)HsFApI z6uL}k9gS7ustCGoBsPe>C(?(-;(F2i488qX%!$V`F)V=|nutka@A>r8NqFN$bf#g6 zI6Z^zvSa`EaO4IYFYe8y2W-dCB3xgLb|*Ubpl&ZVA3&1}T}RQc3L~qrvJQ>k;@-gN5m&kKWD}k^hlQ80_8O+&ME@?q+Rs7gop`Y;Huk{$Uf8Nf-2+$|hy{Z%-iWym zL*>8;xPpFhQIiL$}VvCNXFh-DeJ-7U#Z1AHM{%#H#=HSD24`6)mFs zHTufe@%B6D{Vpzj4~M;vDQhuH^!k9lI1iT=;O(90EXI1VcsD)fb99$u$wAzF7!60U z{2L5EfeH1v_!ORTqy9W@zkuGCu=ii+dlNT%J*0ilSNw3PKc?T0Lxy6sc+f}>GGUx} zaWsAVW7y@NICT;h&B7cDI-kY31T@UUU~$EAdY3dD_c~5|6KhwY*L&FWeO&(``fb3X zT(sn4YZ1=gg>#*_QCxA59(WXkzQ)9p==Cd_E@S0YjJ=NCx(w6ynd^o5J#cw%bo9Yk zUrfIrgMx6(P|SD;R}aIS5X>8awPMgndN(uLr(ozN=@Z47N%Uc_;Tb#jeHT|` z;qKLVBO9YP;?m9NvlY|CxNY=+0?gWh`9-Mz0*eph=?ZjIqp1d`euGW**m@QVnz7}) z%r9YctMtpb@^_5=18{rs^^>_3nmZotMsJp2&$55egp zaJ3QZ#IlF!kt4Cmgn?r*&y1B5#7Ok}CzguiC(8K~XqzfM23=2K;0#QhgLd(-*zyc> zTMD{f#sR5V@fv2ojoZa0v9E*q(zWQd0Y{3Jx%Bg!FlIY?_G3~RwjIPShcWIb>TA)` zfSb?Y$a5Hf6~o$a?+rZDfl;?`w=P8cewW^hCO@3r4~IN}V}@e-2wZN&v~avV3VV;n zGVyQ(y(k)^XJXteEVp3U9E?i9anECdxOWjf^i^yTi(aSKuSDOqIOHQ-xCt#=&?Tnk z(<64E_b#0HIgUGkX-6@o3XR9GxEl2}IIb3R>d<}){eME!MGR}joq+a9xOoaDJ%yQKwb&-Ec$)Khi_rZNTK=g#IPNt1oX0Vj(0L7~ zU&obyVc{L2+P?j~aX>H36$ARvQ+%<;fW?8B8id`3;@)6f9EvF;Fe4oOM`7D&w2VcE z8P80>s7OqlBu>E!3nsjPR?#8$O=50YfB}mzOzc=fU-t?QOACGcKfk+P{VwbU>i1>; x=dU2>5=M<0{m2WWM-G4F(J<5S=bsz>{P1v-$u!(#3LicC`Gn`5pEr8m{{f{FS+@WH diff --git a/content/tskit.ipynb b/content/tskit.ipynb index 4382492..a6afd15 100644 --- a/content/tskit.ipynb +++ b/content/tskit.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "ad71f199", "metadata": {}, "outputs": [], @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "4961282f", "metadata": {}, "outputs": [], @@ -28,9 +28,17 @@ "ts = tskit.load(\"data/demo.trees\")" ] }, + { + "cell_type": "markdown", + "id": "058be451-3ea5-4833-82ce-230d53390585", + "metadata": {}, + "source": [ + "In a notebook, we can show a tabular summary of the tree sequence file by displaying it to screen. Note that the [provenances](https://tskit.dev/tskit/docs/stable/provenance.html) listed in the second table below record how this ARG was originally generated (in this case, initially simulated by the [msprime](https://tskit.dev/msprime/docs/stable/intro.html) command `sim_ancestry`)." + ] + }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "1a896cb8", "metadata": {}, "outputs": [ @@ -61,11 +69,11 @@ " \n", " \n", " \n", - " Trees836\n", + " Trees1 811\n", " Sequence Length1 000 000\n", " Time Unitsgenerations\n", - " Sample Nodes200\n", - " Total Size273.1 KiB\n", + " Sample Nodes80\n", + " Total Size375.2 KiB\n", " \n", " MetadataNo Metadata\n", " \n", @@ -86,8 +94,8 @@ " \n", " \n", " Edges\n", - " 3 301\n", - " 103.2 KiB\n", + " 6 979\n", + " 218.1 KiB\n", " \n", " \n", " \n", @@ -95,8 +103,8 @@ " \n", " \n", " Individuals\n", - " 100\n", - " 2.8 KiB\n", + " 40\n", + " 1.1 KiB\n", " \n", " \n", " \n", @@ -113,8 +121,8 @@ " \n", " \n", " Mutations\n", - " 1 816\n", - " 65.6 KiB\n", + " 989\n", + " 35.8 KiB\n", " \n", " \n", " \n", @@ -122,8 +130,8 @@ " \n", " \n", " Nodes\n", - " 1 029\n", - " 28.1 KiB\n", + " 1 337\n", + " 36.6 KiB\n", " \n", " \n", " \n", @@ -131,8 +139,8 @@ " \n", " \n", " Populations\n", - " 4\n", - " 347 Bytes\n", + " 7\n", + " 454 Bytes\n", " \n", " ✅\n", " \n", @@ -140,8 +148,8 @@ " \n", " \n", " Provenances\n", - " 2\n", - " 2.9 KiB\n", + " 3\n", + " 4.5 KiB\n", " \n", " \n", " \n", @@ -149,8 +157,8 @@ " \n", " \n", " Sites\n", - " 1 814\n", - " 44.3 KiB\n", + " 989\n", + " 24.2 KiB\n", " \n", " \n", " \n", @@ -173,7 +181,7 @@ " \n", " \n", " \n", - " 07 January, 2026 at 11:56:13 AM\n", + " 13 January, 2026 at 12:17:04 PM\n", " msprime\n", " 1.3.3.dev60+g1a86a021.d20250519\n", " sim_mutations\n", @@ -206,7 +214,7 @@ " __constant__: __current_ts__
\n", " \n", " \n", - "
rate: 1e-08
model: None
start_time: None
end_time: None
discrete_genome: None
keep: None
random_seed: 123
\n", + "
rate: 5e-08
model: None
start_time: None
end_time: None
discrete_genome: None
keep: None
random_seed: 123
\n", " \n", " \n", "
\n", @@ -219,7 +227,7 @@ " os:\n", "

\n", " dict\n", - " system: Darwin
node: A04s-de-
Brebs.ComplexeAscotel.fr
release: 24.6.0
version: Darwin Kernel Version 24.6.0:
Mon Jul 14 11:30:51 PDT 2025;
root:xnu-
11417.140.69~1/RELEASE_ARM64_T
8...
machine: arm64
\n", + " system: Darwin
node: Yans-M2.local
release: 24.6.0
version: Darwin Kernel Version 24.6.0:
Mon Jul 14 11:30:51 PDT 2025;
root:xnu-
11417.140.69~1/RELEASE_ARM64_T
8...
machine: arm64
\n", "
\n", " \n", "
\n", @@ -274,10 +282,10 @@ " \n", " \n", " \n", - " 07 January, 2026 at 11:56:13 AM\n", - " msprime\n", - " 1.3.3.dev60+g1a86a021.d20250519\n", - " sim_ancestry\n", + " 13 January, 2026 at 12:17:04 PM\n", + " tskit\n", + " 1.0.0\n", + " simplify\n", " \n", "
\n", " Details\n", @@ -291,7 +299,7 @@ " software:\n", "
\n", " dict\n", - " name: msprime
version: 1.3.3.dev60+g1a86a021.d2025051
9
\n", + " name: tskit
version: 1.0.0
\n", "
\n", " \n", "
\n", @@ -299,15 +307,84 @@ " parameters:\n", "
\n", " dict\n", - " command: sim_ancestry
\n", + " command: simplify
TODO: add simplify parameters
\n", + "
\n", + " \n", + "
\n", + "
\n", + " environment:\n", + "
\n", + " dict\n", + " \n", + "
\n", + " os:\n", + "
\n", + " dict\n", + " system: Darwin
node: Yans-M2.local
release: 24.6.0
version: Darwin Kernel Version 24.6.0:
Mon Jul 14 11:30:51 PDT 2025;
root:xnu-
11417.140.69~1/RELEASE_ARM64_T
8...
machine: arm64
\n", + "
\n", + "
\n", + "
\n", + "
\n", + " python:\n", + "
\n", + " dict\n", + " implementation: CPython
version: 3.12.5
\n", + "
\n", + "
\n", + "
\n", + "
\n", + " libraries:\n", + "
\n", + " dict\n", + " \n", "
\n", - " samples:\n", + " kastore:\n", "
\n", " dict\n", - " pop_0: 25
pop_1: 25
pop_2: 25
pop_3: 25
\n", + " version: 2.1.1
\n", + "
\n", + "
\n", + "
\n", "
\n", "
\n", "
\n", + "
\n", + "
\n", + "
\n", + "
\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " 13 January, 2026 at 12:17:04 PM\n", + " msprime\n", + " 1.3.3.dev60+g1a86a021.d20250519\n", + " sim_ancestry\n", + " \n", + "
\n", + " Details\n", + " \n", + "
\n", + " \n", + "
\n", + " dict\n", + " schema_version: 1.0.0
\n", + "
\n", + " software:\n", + "
\n", + " dict\n", + " name: msprime
version: 1.3.3.dev60+g1a86a021.d2025051
9
\n", + "
\n", + "
\n", + "
\n", + "
\n", + " parameters:\n", + "
\n", + " dict\n", + " command: sim_ancestry
samples: None
\n", "
\n", " demography:\n", "
\n", @@ -322,7 +399,7 @@ " \n", "
\n", " dict\n", - " initial_size: 1000.0
growth_rate: 0.0
name: pop_0
description:
\n", + " initial_size: 500
growth_rate: 0.0
name: A
description:
\n", "
\n", " extra_metadata:\n", "
\n", @@ -338,7 +415,7 @@ " \n", "
\n", " dict\n", - " initial_size: 1000.0
growth_rate: 0.0
name: pop_1
description:
\n", + " initial_size: 500
growth_rate: 0.0
name: B
description:
\n", "
\n", " extra_metadata:\n", "
\n", @@ -354,7 +431,7 @@ " \n", "
\n", " dict\n", - " initial_size: 1000.0
growth_rate: 0.0
name: pop_2
description:
\n", + " initial_size: 300
growth_rate: 0.0
name: C
description:
\n", "
\n", " extra_metadata:\n", "
\n", @@ -370,7 +447,7 @@ " \n", "
\n", " dict\n", - " initial_size: 1000.0
growth_rate: 0.0
name: pop_3
description:
\n", + " initial_size: 1000
growth_rate: 0.0
name: D
description:
\n", "
\n", " extra_metadata:\n", "
\n", @@ -382,6 +459,54 @@ "
\n", "
\n", "
\n", + "
\n", + " \n", + "
\n", + " dict\n", + " initial_size: 500
growth_rate: 0.0
name: pop_4
description:
\n", + "
\n", + " extra_metadata:\n", + "
\n", + " dict\n", + " \n", + "
\n", + "
\n", + "
default_sampling_time: 250.0
initially_active: False
id: 4
__class__: msprime.demography.Population
\n", + "
\n", + "
\n", + "
\n", + "
\n", + " \n", + "
\n", + " dict\n", + " initial_size: 500
growth_rate: 0.0
name: pop_5
description:
\n", + "
\n", + " extra_metadata:\n", + "
\n", + " dict\n", + " \n", + "
\n", + "
\n", + "
default_sampling_time: 210.0
initially_active: False
id: 5
__class__: msprime.demography.Population
\n", + "
\n", + "
\n", + "
\n", + "
\n", + " \n", + "
\n", + " dict\n", + " initial_size: 500
growth_rate: 0.0
name: pop_6
description:
\n", + "
\n", + " extra_metadata:\n", + "
\n", + " dict\n", + " \n", + "
\n", + "
\n", + "
default_sampling_time: 400.0
initially_active: False
id: 6
__class__: msprime.demography.Population
\n", + "
\n", + "
\n", + "
\n", "
\n", "
\n", "
\n", @@ -390,6 +515,54 @@ "
\n", " list\n", " \n", + "
\n", + " \n", + "
\n", + " dict\n", + " time: 210.0
\n", + "
\n", + " derived:\n", + "
\n", + " list\n", + " C
D
\n", + "
\n", + "
\n", + "
ancestral: pop_5
__class__: msprime.demography.PopulationS
plit
\n", + "
\n", + "
\n", + "
\n", + "
\n", + " \n", + "
\n", + " dict\n", + " time: 250.0
\n", + "
\n", + " derived:\n", + "
\n", + " list\n", + " A
B
\n", + "
\n", + "
\n", + "
ancestral: pop_4
__class__: msprime.demography.PopulationS
plit
\n", + "
\n", + "
\n", + "
\n", + "
\n", + " \n", + "
\n", + " dict\n", + " time: 400.0
\n", + "
\n", + " derived:\n", + "
\n", + " list\n", + " pop_4
pop_5
\n", + "
\n", + "
\n", + "
ancestral: pop_6
__class__: msprime.demography.PopulationS
plit
\n", + "
\n", + "
\n", + "
\n", "
\n", "
\n", "
\n", @@ -402,7 +575,23 @@ " \n", "
\n", " list\n", - " 0.0
2e-05
2e-05
2e-05
\n", + " 0.0
0.0
0.0
0.0
0.0
0.0
0.0
\n", + "
\n", + "
\n", + "
\n", + "
\n", + " \n", + "
\n", + " list\n", + " 0.0
0.0
0.0
0.0
0.0
0.0
0.0
\n", + "
\n", + "
\n", + "
\n", + "
\n", + " \n", + "
\n", + " list\n", + " 0.0
0.0
0.0
0.0
0.0
0.0
0.0
\n", "
\n", "
\n", "
\n", @@ -410,7 +599,7 @@ " \n", "
\n", " list\n", - " 2e-05
0.0
2e-05
2e-05
\n", + " 0.0
0.0
0.0
0.0
0.0
0.0
0.0
\n", "
\n", "
\n", "
\n", @@ -418,7 +607,7 @@ " \n", "
\n", " list\n", - " 2e-05
2e-05
0.0
2e-05
\n", + " 0.0
0.0
0.0
0.0
0.0
0.0
0.0
\n", "
\n", "
\n", "
\n", @@ -426,7 +615,15 @@ " \n", "
\n", " list\n", - " 2e-05
2e-05
2e-05
0.0
\n", + " 0.0
0.0
0.0
0.0
0.0
0.0
0.0
\n", + "
\n", + "
\n", + "
\n", + "
\n", + " \n", + "
\n", + " list\n", + " 0.0
0.0
0.0
0.0
0.0
0.0
0.0
\n", "
\n", "
\n", "
\n", @@ -435,7 +632,15 @@ "
__class__: msprime.demography.Demography
\n", "
\n", " \n", - "
sequence_length: 1000000.0
discrete_genome: None
recombination_rate: 1e-08
gene_conversion_rate: None
gene_conversion_tract_length: None
population_size: None
ploidy: None
model: None
initial_state: None
start_time: None
end_time: None
record_migrations: None
record_full_arg: None
additional_nodes: None
coalescing_segments_only: None
num_labels: None
random_seed: 123
replicate_index: 0
\n", + "
sequence_length: 1000000.0
discrete_genome: None
recombination_rate: 1e-07
gene_conversion_rate: None
gene_conversion_tract_length: None
population_size: None
ploidy: None
model: None
\n", + "
\n", + " initial_state:\n", + "
\n", + " dict\n", + " __constant__: __current_ts__
\n", + "
\n", + "
\n", + "
start_time: None
end_time: None
record_migrations: None
record_full_arg: None
additional_nodes: None
coalescing_segments_only: None
num_labels: None
random_seed: 123
replicate_index: 0
\n", " \n", " \n", "
\n", @@ -448,7 +653,7 @@ " os:\n", "
\n", " dict\n", - " system: Darwin
node: A04s-de-
Brebs.ComplexeAscotel.fr
release: 24.6.0
version: Darwin Kernel Version 24.6.0:
Mon Jul 14 11:30:51 PDT 2025;
root:xnu-
11417.140.69~1/RELEASE_ARM64_T
8...
machine: arm64
\n", + " system: Darwin
node: Yans-M2.local
release: 24.6.0
version: Darwin Kernel Version 24.6.0:
Mon Jul 14 11:30:51 PDT 2025;
root:xnu-
11417.140.69~1/RELEASE_ARM64_T
8...
machine: arm64
\n", "
\n", " \n", "
\n", @@ -513,10 +718,10 @@ " " ], "text/plain": [ - "" + "" ] }, - "execution_count": 4, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -537,7 +742,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "id": "9c518928-5a62-40d4-866d-0488616b4461", "metadata": {}, "outputs": [ @@ -545,7 +750,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "AFS calculated for 200 genomes of length 1.00 Mb\n" + "AFS calculated for 80 genomes of length 1.00 Mb\n" ] } ], @@ -557,13 +762,13 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "id": "f1accb0d-cf44-430d-8ae5-534800e72663", "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkcAAAHFCAYAAAD40125AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABTpklEQVR4nO3deVxU9f4/8NcIw4AoyJIsiYDmjqmAC3pxFwRJTQ1cLupVuVK5IJqKZqB1c+lWXlNEu+SWChmiZqSiKUmSKSA3l8wKxQU0XMCN/fP7w9/M9xxnwBk0WXo9H4955HzmfT6fzzlnpnlxzpkZhRBCgIiIiIgAAA1qegJEREREtQnDEREREZEEwxERERGRBMMRERERkQTDEREREZEEwxERERGRBMMRERERkQTDEREREZEEwxERERGRBMMR1TpRUVFQKBTIz8/X+bibmxv69u37fCdVBRcXF0ycOPGZ96tQKBAVFfXM+63Kxo0boVAocPHixWfS35EjR6BQKHDkyBFNm3r/VsfTLFuZQ4cOwdPTE+bm5lAoFNi1a9cz7Z9qr/fff5/7m3QyrukJEJFuaWlpaNasWU1Po14TQiAwMBCtW7fGnj17YG5ujjZt2tT0tOg5ef/99zFq1CgMHz68pqdCtQzDEVEtIoRAUVERzMzM0KNHj5qeTr137do13Lp1C6+++ioGDBhQZe2DBw/QsGHD5zQzqm0ePnwIU1PTZ37kkmonnlajOk996mb79u1YuHAhHB0dYWFhgYEDB+L8+fOy2r59+8LNzQ1Hjx5Fjx49YGZmhhdffBGLFi1CeXm5rPbWrVt444038OKLL8LExAQtWrTAwoULUVxcXOV8ioqKMHv2bHTu3BmWlpawtraGl5cXdu/erVWrUCgwbdo0xMTEoF27dlCpVNi0aZPmMelptQcPHmDOnDlwdXWFqakprK2t4enpie3bt8v6PHnyJIYOHQpra2uYmpqiS5cu+OKLL7TG/uGHH9CrVy+YmprC0dERERERKC0trXLdpGOMHj0aLi4uMDMzg4uLC8aMGYNLly7ptbwu8fHx8PLygrm5ORo1agRfX19kZmb+actGRUVpjszNmzcPCoUCLi4umscUCgUyMjIwatQoWFlZoWXLlgAeBdjo6Gh07twZZmZmsLKywqhRo/D777/L+hdCYMWKFXB2doapqSnc3d3xzTffoG/fvrLTwpWdytR1ShIADh48iAEDBsDCwgINGzZEr169cOjQIa11UygUOHPmDMaMGQNLS0vY2dlh0qRJKCgokNVWVFTgk08+0axPkyZN0KNHD+zZswcAMHnyZFhbW+PBgwda27B///7o0KFDlds5MzMTAQEBaNq0KVQqFRwdHTFkyBBcuXJFU6N+Haxbtw6tW7eGSqVC+/btERcXp9VfXl4epk6dimbNmsHExASurq5YvHgxysrKZHXFxcVYsmQJ2rVrB1NTU9jY2KBfv344duyYZsz79+9j06ZNUCgUUCgUmv2i3icHDhzApEmT8MILL6Bhw4YoLi7GxIkTNc8TXdtcSr1eGzZsQJs2bWBmZgZPT0/88MMPEELggw8+gKurKxo1aoT+/fvj119/rXJb0vPDcET1xoIFC3Dp0iX897//xfr163HhwgW88sorWqEnLy8Po0ePxrhx47B7926MGjUK7733HmbOnKmpKSoqQr9+/bB582aEh4fj66+/xt///nesWLECI0aMqHIexcXFuHXrFubMmYNdu3Zh+/bt+Nvf/oYRI0Zg8+bNWvW7du3C2rVr8c4772D//v3w9vbW2W94eDjWrl2LGTNmYN++fdiyZQtee+013Lx5U1Nz+PBh9OrVC3fu3EFMTAx2796Nzp07IygoCBs3btTUnT17FgMGDMCdO3ewceNGxMTEIDMzE++9954+mxoXL15EmzZtsHLlSuzfvx/Lly9Hbm4uunbtWum1YlV5//33MWbMGLRv3x5ffPEFtmzZgrt378Lb2xtnz579U5adMmUKdu7cCQCYPn060tLSkJiYKKsZMWIEXnrpJezYsQMxMTEAgKlTpyIsLAwDBw7Erl27EB0djTNnzqBnz564fv26ZtnFixdj3rx5GDRoEHbt2oXXX38dISEhWoHdEJ9//jl8fHxgYWGBTZs24YsvvoC1tTV8fX21AhIAjBw5Eq1bt0ZCQgLmz5+Pbdu2YdasWbKaiRMnYubMmejatSvi4+MRFxeHoUOHasLazJkzcfv2bWzbtk223NmzZ3H48GG8+eablc73/v37GDRoEK5fv441a9YgOTkZK1euRPPmzXH37l1Z7Z49e7Bq1SosWbIEX375JZydnTFmzBh8+eWXmpq8vDx069YN+/fvxzvvvINvvvkGkydPxtKlSxESEqKpKysrg5+fH959910EBAQgMTERGzduRM+ePZGTkwPg0WlrMzMz+Pv7Iy0tDWlpaYiOjpbNadKkSVAqldiyZQu+/PJLKJXKKvaObnv37sV///tfLFu2DNu3b8fdu3cxZMgQzJ49G99//z1Wr16N9evX4+zZsxg5ciSEEAaPQX8CQVTLREZGCgDijz/+0Pl4hw4dRJ8+fTT3Dx8+LAAIf39/Wd0XX3whAIi0tDRNW58+fQQAsXv3blltSEiIaNCggbh06ZIQQoiYmBgBQHzxxReyuuXLlwsA4sCBA5o2Z2dnMWHChErXp6ysTJSWlorJkyeLLl26yB4DICwtLcWtW7e0lgMgIiMjNffd3NzE8OHDKx1HCCHatm0runTpIkpLS2XtAQEBwsHBQZSXlwshhAgKChJmZmYiLy9PNs+2bdsKACI7O7vKcXSt471794S5ubn4z3/+o2lX75vDhw9r2tT7Vy0nJ0cYGxuL6dOny/q8e/eusLe3F4GBgc9kWV2ys7MFAPHBBx/I2tXjvPPOO7L2tLQ0AUB8+OGHsvbLly8LMzMzMXfuXCGEELdv3xampqbi1VdfldV9//33AoDs+bthwwad2/zxbXf//n1hbW0tXnnlFVldeXm56NSpk+jWrZvW/FesWCGrfeONN4SpqamoqKgQQgjx3XffCQBi4cKFVWylR6+bzp07y9pef/11YWFhIe7evVvpcidPnhQAxK5du6rsH0Clz8eXXnpJ0zZ16lTRqFEjzetU7d///rcAIM6cOSOEEGLz5s0CgPj000+rHNfc3Fzna1e9T8aPH6/12IQJE4Szs7NW++PPTfV62dvbi3v37mnadu3aJQCIzp07a/aDEEKsXLlSABD/+9//qpwzPR88ckT1xtChQ2X3X375ZQDQOtXTuHFjrdqxY8eioqIC3333HQDg22+/hbm5OUaNGiWrU38qTddf6VI7duxAr1690KhRIxgbG0OpVCI2Nhbnzp3Tqu3fvz+srKyeuH7dunXDN998g/nz5+PIkSN4+PCh7PFff/0VP//8M8aNGwfg0V/P6pu/vz9yc3M1Ry0OHz6MAQMGwM7OTrO8kZERgoKCnjgPALh37x7mzZuHl156CcbGxjA2NkajRo1w//59netYlf3796OsrAzjx4+XzdnU1BR9+vTROq30rJbVx8iRI2X39+7dC4VCgb///e+y8ezt7dGpUyfNeGlpaSgqKtLsC7WePXvC2dm5WnM5duwYbt26hQkTJsjGrqiowODBg3HixAncv39ftoyu10RRURFu3LgBAPjmm28AoMqjP8Cjo0enTp3C999/DwAoLCzEli1bMGHCBDRq1KjS5V566SVYWVlh3rx5iImJqfJIXmXPx19//VVzCm7v3r3o168fHB0dZdvAz88PAJCSkqJZL1NTU0yaNKnK9XqSx/d/dfTr1w/m5uaa++3atQMA+Pn5yU7Dqduf5tQ0PTu8IJtqHWPjR0/Lx0+HqZWVlek8vG1jYyO7r1KpAEArREj/B6xmb28PAJpTVDdv3oS9vb3WNQRNmzaFsbGx7FTW43bu3InAwEC89tpreOutt2Bvbw9jY2OsXbsWn332mVa9g4NDpX1JrVq1Cs2aNUN8fDyWL18OU1NT+Pr64oMPPkCrVq00p3TmzJmDOXPm6OxDfcpLvX6P09Wmy9ixY3Ho0CEsWrQIXbt2hYWFBRQKBfz9/bW295Oo5921a1edjzdoUPnfcE+zrD4e3zfXr1+HEELncwgAWrRoAeD/nkdPs40fp17XxwO71K1bt2RvxE96Tfzxxx8wMjJ64pyGDRsGFxcXrFmzBr169cLGjRtx//79J4YqS0tLpKSk4F//+hcWLFiA27dvw8HBASEhIXj77bdlr+OqttXNmzfRrFkzXL9+HV999VWlp7fUz+8//vgDjo6Oz3z/V4e1tbXsvomJSZXtRUVFTz0mPT2GI6p11G88V69e1XoTEkIgNzcXnp6e1e5fel2IWl5eHoD/ezOxsbHB8ePHIYSQBaQbN26grKwMtra2lfb/+eefw9XVFfHx8bJlK7uQW99Pv5ibm2Px4sVYvHgxrl+/rjmK9Morr+Dnn3/WzCkiIqLS66LUH1O3sbHRrLOUrrbHFRQUYO/evYiMjMT8+fM17eprrQylnrf6OpPntaw+Ht83tra2UCgUOHr0qCZoSKnb1M+jyrax9IJeU1NTANrPj8ev3VKv6yeffFLpJxkrC22VeeGFF1BeXo68vLwqg0CDBg3w5ptvYsGCBfjwww8RHR2NAQMG6PW1Bx07dkRcXByEEPjf//6HjRs3YsmSJTAzM5M9f6p6Pqq3p62tLV5++WX861//0jmWo6OjZr1SU1NRUVHxVAFJ12vT1NRU52u5OtfaUe3FcES1Tv/+/aFQKBAfHw93d3fZY/v27UNhYSEGDhxY7f7v3r2LPXv2yE45bNu2DQ0aNEDv3r0BPDrE/8UXX2DXrl149dVXNXXqC6qr+ti3QqGAiYmJ7H+seXl5Oj+tVl12dnaYOHEisrKysHLlSjx48ABt2rRBq1atkJWVhffff7/K5fv164c9e/bg+vXrmjfU8vJyxMfHP3FshUIBIYRWOPjvf/9b6dG+qvj6+sLY2Bi//fabwacxnmbZ6ggICMCyZctw9epVBAYGVlrXo0cPmJqaYuvWrbJ5HTt2DJcuXZKFI/W///e//8nChvrTYmq9evVCkyZNcPbsWUybNu2ZrI+fnx+WLl2KtWvXYsmSJVXWTpkyBVFRURg3bhzOnz+P5cuXGzSWQqFAp06d8PHHH2Pjxo3IyMiQPX7o0CGdz8eWLVtqPlUYEBCApKQktGzZsspT0X5+fti+fTs2btxY5ak1lUpl8JFOFxcX3LhxQzbXkpIS7N+/36B+qHZjOKJap2XLlpg2bRo++OAD3LlzB/7+/jAzM8OJEyewbNkyeHp6YuzYsdXu38bGBq+//jpycnLQunVrJCUl4dNPP8Xrr7+O5s2bAwDGjx+PNWvWYMKECbh48SI6duyI1NRUvP/++/D3968ynAUEBGDnzp144403MGrUKFy+fBnvvvsuHBwccOHChWrPu3v37ggICMDLL78MKysrnDt3Dlu2bIGXl5fm+3fWrVsHPz8/+Pr6YuLEiXjxxRdx69YtnDt3DhkZGdixYwcA4O2338aePXvQv39/vPPOO2jYsCHWrFmjdc2KLhYWFujduzc++OAD2NrawsXFBSkpKYiNjUWTJk0MXi8XFxcsWbIECxcuxO+//47BgwfDysoK169fx48//qg5Yvasl62OXr164Z///Cf+8Y9/4OTJk+jduzfMzc2Rm5uL1NRUdOzYEa+//jqsrKwwZ84cvPfee5gyZQpee+01XL58GVFRUVqnj7p27Yo2bdpgzpw5KCsrg5WVFRITE5Gamiqra9SoET755BNMmDABt27dwqhRo9C0aVP88ccfyMrKwh9//IG1a9catD7e3t4IDg7Ge++9h+vXryMgIAAqlQqZmZlo2LAhpk+frqlt0qQJxo8fj7Vr18LZ2RmvvPLKE/vfu3cvoqOjMXz4cLRo0QJCCOzcuRN37tzBoEGDZLW2trbo378/Fi1aBHNzc0RHR+Pnn3+WfZx/yZIlSE5ORs+ePTFjxgy0adMGRUVFuHjxIpKSkhATE4NmzZphzJgx2LBhA0JDQ3H+/Hn069cPFRUVOH78ONq1a4fRo0cDeHRU68iRI/jqq6/g4OCAxo0bP/FoWFBQEN555x2MHj0ab731FoqKirBq1apq/WFAtVhNXg1OVJmKigqxdu1a4enpKRo2bChMTExEq1atxLx587Q+HaP+VM+OHTtk7epPIm3YsEHT1qdPH9GhQwdx5MgR4enpKVQqlXBwcBALFizQ+oTXzZs3RWhoqHBwcBDGxsbC2dlZREREiKKiIlmdrk+rLVu2TLi4uAiVSiXatWsnPv3000o/zfLmm2/q3AZ47NNq8+fPF56ensLKykqoVCrRokULMWvWLJGfny9bLisrSwQGBoqmTZsKpVIp7O3tRf/+/UVMTIys7vvvvxc9evQQKpVK2Nvbi7feekusX79er0+rXblyRYwcOVJYWVmJxo0bi8GDB4vTp09rbQt9Pq2mtmvXLtGvXz9hYWEhVCqVcHZ2FqNGjRIHDx58Jsvq8qRPq1X2icnPPvtMdO/eXZibmwszMzPRsmVLMX78eHHy5ElNTUVFhVi6dKlwcnISJiYm4uWXXxZfffWV6NOnj+zTakII8csvvwgfHx9hYWEhXnjhBTF9+nTx9ddfa207IYRISUkRQ4YMEdbW1kKpVIoXX3xRDBkyRPb8r2z+uj4ZV15eLj7++GPh5uYmTExMhKWlpfDy8hJfffWV1nofOXJEABDLli2rarNq/Pzzz2LMmDGiZcuWwszMTFhaWopu3bqJjRs3yurUr4Po6GjRsmVLoVQqRdu2bcXWrVu1+vzjjz/EjBkzhKurq1AqlcLa2lp4eHiIhQsXyj4V9vDhQ/HOO++IVq1aCRMTE2FjYyP69+8vjh07pqk5deqU6NWrl2jYsKHsU4Tq7XTixAmd65WUlCQ6d+4szMzMRIsWLcTq1av1fn1X9pyr7P9jVDMUQvBLFeivo2/fvsjPz8fp06dreir0F6X+osGn/SRdTZg9ezbWrl2Ly5cva13s/TQUCgXefPNNrF69+pn1SfQ0eFqNiIiq9MMPP+CXX35BdHQ0pk6d+kyDEVFtxHBERERVUl/XFhAQoPe3qBPVZTytRkRERCTBb8gmIiIikmA4IiIiIpJgOCIiIiKS4AXZBqqoqMC1a9fQuHFjvX/2gYiIiGqWEAJ3797V63f3GI4MdO3aNTg5OdX0NIiIiKgaLl++rPlJmsowHBmocePGAB5tXAsLixqeDREREemjsLAQTk5OmvfxqjAcGUh9Ks3CwoLhiIiIqI7R55IYXpBNREREJMFwRERERCTBcEREREQkwXBEREREJMFwRERERCTBcEREREQkwXBEREREJMFwRERERCTBcEREREQkwXBEREREJMFwRERERCTBcEREREQkwXBEREREJFGtcBQdHQ1XV1eYmprCw8MDR48erbI+JSUFHh4eMDU1RYsWLRATE6NVk5CQgPbt20OlUqF9+/ZITEw0eNyoqCi0bdsW5ubmsLKywsCBA3H8+HFZTXFxMaZPnw5bW1uYm5tj6NChuHLlSjW2AhEREdVHBoej+Ph4hIWFYeHChcjMzIS3tzf8/PyQk5Ojsz47Oxv+/v7w9vZGZmYmFixYgBkzZiAhIUFTk5aWhqCgIAQHByMrKwvBwcEIDAyUBRt9xm3dujVWr16Nn376CampqXBxcYGPjw/++OMPTU1YWBgSExMRFxeH1NRU3Lt3DwEBASgvLzd0UxAREVF9JAzUrVs3ERoaKmtr27atmD9/vs76uXPnirZt28rapk6dKnr06KG5HxgYKAYPHiyr8fX1FaNHj672uEIIUVBQIACIgwcPCiGEuHPnjlAqlSIuLk5Tc/XqVdGgQQOxb9++SvvR1WdBQYFe9fTXEhUVJaKiomp6GkRE9BhD3r8NOnJUUlKC9PR0+Pj4yNp9fHxw7NgxncukpaVp1fv6+uLkyZMoLS2tskbdZ3XGLSkpwfr162FpaYlOnToBANLT01FaWirrx9HREW5ubpX2U1xcjMLCQtmNiIiI6i+DwlF+fj7Ky8thZ2cna7ezs0NeXp7OZfLy8nTWl5WVIT8/v8oadZ+GjLt37140atQIpqam+Pjjj5GcnAxbW1vNOCYmJrCystJ7/kuXLoWlpaXm5uTkpLOOiIiI6odqXZCtUChk94UQWm1Pqn+8XZ8+9anp168fTp06hWPHjmHw4MEIDAzEjRs3qlyfquYfERGBgoICze3y5ctV9kVERER1m0HhyNbWFkZGRlpHWW7cuKF1VEfN3t5eZ72xsTFsbGyqrFH3aci45ubmeOmll9CjRw/ExsbC2NgYsbGxmnFKSkpw+/ZtveevUqlgYWEhuxEREVH9ZVA4MjExgYeHB5KTk2XtycnJ6Nmzp85lvLy8tOoPHDgAT09PKJXKKmvUfVZnXDUhBIqLiwEAHh4eUCqVsn5yc3Nx+vTpJ/ZDREREfw3Ghi4QHh6O4OBgeHp6wsvLC+vXr0dOTg5CQ0MBPDoNdfXqVWzevBkAEBoaitWrVyM8PBwhISFIS0tDbGwstm/frulz5syZ6N27N5YvX45hw4Zh9+7dOHjwIFJTU/Ue9/79+/jXv/6FoUOHwsHBATdv3kR0dDSuXLmC1157DQBgaWmJyZMnY/bs2bCxsYG1tTXmzJmDjh07YuDAgdXfikRERFRvGByOgoKCcPPmTSxZsgS5ublwc3NDUlISnJ2dATw6EiP97iFXV1ckJSVh1qxZWLNmDRwdHbFq1SqMHDlSU9OzZ0/ExcXh7bffxqJFi9CyZUvEx8eje/fueo9rZGSEn3/+GZs2bUJ+fj5sbGzQtWtXHD16FB06dND08/HHH8PY2BiBgYF4+PAhBgwYgI0bN8LIyMjwrUdERET1jkKor44mvRQWFsLS0hIFBQW8/oi0LF68GAAQGRlZwzMhIiIpQ96/+dtqRERERBIMR0REREQSDEdEREREEgxHRERERBIMR0REREQSDEdEREREEgxHRERERBIMR0REREQSDEdEREREEgxHRERERBIMR0REREQSDEdEREREEgxHRERERBIMR0REREQSDEdEREREEgxHRERERBIMR0REREQSDEdEREREEgxHRERERBIMR0REREQSDEdEREREEgxHRERERBIMR0REREQSDEdEREREEgxHRERERBIMR0REREQSDEdEREREEgxHRERERBIMR0REREQSDEdEREREEgxHRERERBIMR0REREQSDEdEREREEgxHRERERBIMR0REREQSDEdEREREEgxHRERERBIMR0REREQSDEdEREREEgxHRERERBIMR0REREQSDEdEREREEgxHRERERBIMR0REREQSDEdEREREEgxHRERERBIMR0REREQS1QpH0dHRcHV1hampKTw8PHD06NEq61NSUuDh4QFTU1O0aNECMTExWjUJCQlo3749VCoV2rdvj8TERIPGLS0txbx589CxY0eYm5vD0dER48ePx7Vr12R99O3bFwqFQnYbPXp0dTYDERER1UMGh6P4+HiEhYVh4cKFyMzMhLe3N/z8/JCTk6OzPjs7G/7+/vD29kZmZiYWLFiAGTNmICEhQVOTlpaGoKAgBAcHIysrC8HBwQgMDMTx48f1HvfBgwfIyMjAokWLkJGRgZ07d+KXX37B0KFDteYUEhKC3NxczW3dunWGbgYiIiKqpxRCCGHIAt27d4e7uzvWrl2raWvXrh2GDx+OpUuXatXPmzcPe/bswblz5zRtoaGhyMrKQlpaGgAgKCgIhYWF+OabbzQ1gwcPhpWVFbZv316tcQHgxIkT6NatGy5duoTmzZsDeHTkqHPnzli5cqUhq61RWFgIS0tLFBQUwMLColp9UP21ePFiAEBkZGQNz4SIiKQMef826MhRSUkJ0tPT4ePjI2v38fHBsWPHdC6TlpamVe/r64uTJ0+itLS0yhp1n9UZFwAKCgqgUCjQpEkTWfvWrVtha2uLDh06YM6cObh7926lfRQXF6OwsFB2IyIiovrL2JDi/Px8lJeXw87OTtZuZ2eHvLw8ncvk5eXprC8rK0N+fj4cHBwqrVH3WZ1xi4qKMH/+fIwdO1aWEMeNGwdXV1fY29vj9OnTiIiIQFZWFpKTk3X2s3TpUs3RACIiIqr/DApHagqFQnZfCKHV9qT6x9v16VPfcUtLSzF69GhUVFQgOjpa9lhISIjm325ubmjVqhU8PT2RkZEBd3d3rb4iIiIQHh6uuV9YWAgnJyed60lERER1n0HhyNbWFkZGRlpHa27cuKF1VEfN3t5eZ72xsTFsbGyqrFH3aci4paWlCAwMRHZ2Nr799tsnnld0d3eHUqnEhQsXdIYjlUoFlUpVZR9ERERUfxh0zZGJiQk8PDy0TkElJyejZ8+eOpfx8vLSqj9w4AA8PT2hVCqrrFH3qe+46mB04cIFHDx4UBO+qnLmzBmUlpbCwcHhibVERERU/xl8Wi08PBzBwcHw9PSEl5cX1q9fj5ycHISGhgJ4dBrq6tWr2Lx5M4BHn0xbvXo1wsPDERISgrS0NMTGxmo+hQYAM2fORO/evbF8+XIMGzYMu3fvxsGDB5Gamqr3uGVlZRg1ahQyMjKwd+9elJeXa440WVtbw8TEBL/99hu2bt0Kf39/2Nra4uzZs5g9eza6dOmCXr16VX8rEhERUf0hqmHNmjXC2dlZmJiYCHd3d5GSkqJ5bMKECaJPnz6y+iNHjoguXboIExMT4eLiItauXavV544dO0SbNm2EUqkUbdu2FQkJCQaNm52dLQDovB0+fFgIIUROTo7o3bu3sLa2FiYmJqJly5ZixowZ4ubNm3qve0FBgQAgCgoK9F6G/jqioqJEVFRUTU+DiIgeY8j7t8Hfc/RXx+85oqrwe46IiGqnP+17joiIiIjqO4YjIiIiIgmGIyIiIiIJhiMiIiIiCYYjIiIiIgmGIyIiIiIJhiMiIiIiCYYjIiIiIgmGIyIiIiIJhiMiIiIiCYYjIiIiIgmGIyIiIiIJhiMiIiIiCYYjIiIiIgmGIyIiIiIJhiMiIiIiCYYjIiIiIgmGIyIiIiIJhiMiIiIiCYYjIiIiIgmGIyIiIiIJhiMiIiIiCYYjIiIiIgmGIyIiIiIJhiMiIiIiCYYjIiIiIgmGIyIiIiIJhiMiIiIiCYYjIiIiIgmGIyIiIiIJhiMiIiIiCYYjIiIiIgmGIyIiIiIJhiMiIiIiCYYjIiIiIgmGIyIiIiIJhiMiIiIiCYYjIiIiIgmGIyIiIiIJhiMiIiIiCYYjIiIiIgmGIyIiIiIJhiMiIiIiCYYjIiIiIgmGIyIiIiIJhiMiIiIiCYYjIiIiIolqhaPo6Gi4urrC1NQUHh4eOHr0aJX1KSkp8PDwgKmpKVq0aIGYmBitmoSEBLRv3x4qlQrt27dHYmKiQeOWlpZi3rx56NixI8zNzeHo6Ijx48fj2rVrsj6Ki4sxffp02NrawtzcHEOHDsWVK1eqsxmIiIioHjI4HMXHxyMsLAwLFy5EZmYmvL294efnh5ycHJ312dnZ8Pf3h7e3NzIzM7FgwQLMmDEDCQkJmpq0tDQEBQUhODgYWVlZCA4ORmBgII4fP673uA8ePEBGRgYWLVqEjIwM7Ny5E7/88guGDh0qm09YWBgSExMRFxeH1NRU3Lt3DwEBASgvLzd0UxAREVF9JAzUrVs3ERoaKmtr27atmD9/vs76uXPnirZt28rapk6dKnr06KG5HxgYKAYPHiyr8fX1FaNHj672uEII8eOPPwoA4tKlS0IIIe7cuSOUSqWIi4vT1Fy9elU0aNBA7Nu3r9J+pAoKCgQAUVBQoFc9/bVERUWJqKiomp4GERE9xpD3b4OOHJWUlCA9PR0+Pj6ydh8fHxw7dkznMmlpaVr1vr6+OHnyJEpLS6usUfdZnXEBoKCgAAqFAk2aNAEApKeno7S0VNaPo6Mj3NzcquyHiIiI/jqMDSnOz89HeXk57OzsZO12dnbIy8vTuUxeXp7O+rKyMuTn58PBwaHSGnWf1Rm3qKgI8+fPx9ixY2FhYaGZi4mJCaysrPTup7i4GMXFxZr7hYWFOuuIiIiofqjWBdkKhUJ2Xwih1fak+sfb9elT33FLS0sxevRoVFRUIDo6uoo1efL8ly5dCktLS83Nycnpif0RERFR3WVQOLK1tYWRkZHWUZYbN25oHdVRs7e311lvbGwMGxubKmvUfRoybmlpKQIDA5GdnY3k5GTNUSP1OCUlJbh9+7be84+IiEBBQYHmdvnyZZ11REREVD8YFI5MTEzg4eGB5ORkWXtycjJ69uypcxkvLy+t+gMHDsDT0xNKpbLKGnWf+o6rDkYXLlzAwYMHNeFLzcPDA0qlUtZPbm4uTp8+Xen8VSoVLCwsZDciIiKqvwy65ggAwsPDERwcDE9PT3h5eWH9+vXIyclBaGgogEdHWq5evYrNmzcDAEJDQ7F69WqEh4cjJCQEaWlpiI2Nxfbt2zV9zpw5E71798by5csxbNgw7N69GwcPHkRqaqre45aVlWHUqFHIyMjA3r17UV5erjnSZG1tDRMTE1haWmLy5MmYPXs2bGxsYG1tjTlz5qBjx44YOHBg9bciERER1R/V+TjcmjVrhLOzszAxMRHu7u4iJSVF89iECRNEnz59ZPVHjhwRXbp0ESYmJsLFxUWsXbtWq88dO3aINm3aCKVSKdq2bSsSEhIMGjc7O1sA0Hk7fPiwpu7hw4di2rRpwtraWpiZmYmAgACRk5Oj97rzo/xUFX6Un4iodjLk/VshxP+/Opr0UlhYCEtLSxQUFPAUG2lZvHgxACAyMrKGZ0JERFKGvH/zt9WIiIiIJBiOiIiIiCQYjoiIiIgkGI6IiIiIJBiOiIiIiCQYjoiIiIgkGI6IiIiIJBiOiIiIiCQYjoiIiIgkGI6IiIiIJBiOiIiIiCQYjoiIiIgkGI6IiIiIJBiOiIiIiCQYjoiIiIgkGI6IiIiIJBiOiIiIiCQYjoiIiIgkGI6IiIiIJBiOiIiIiCQYjoiIiIgkGI6IiIiIJBiOiIiIiCQYjoiIiIgkGI6IiIiIJBiOiIiIiCQYjoiIiIgkGI5qqcWLF2Px4sU1PQ0iIqK/HIYjIiIiIgmGIyIiIiIJhiMiIiIiCYYjIiIiIgmGIyIiIiIJhiMiIiIiCYYjIiIiIgmGIyIiIiIJhiMiIiIiCYYjIiIiIgmGIyIiIiIJhiMiIiIiCYYjIiIiIgmGIyIiIiIJhiMiIiIiCYYjIiIiIgmGIyIiIiIJhiMiIiIiCYYjIiIiIgmGIyIiIiKJaoWj6OhouLq6wtTUFB4eHjh69GiV9SkpKfDw8ICpqSlatGiBmJgYrZqEhAS0b98eKpUK7du3R2JiosHj7ty5E76+vrC1tYVCocCpU6e0+ujbty8UCoXsNnr0aMM2ABEREdVbBoej+Ph4hIWFYeHChcjMzIS3tzf8/PyQk5Ojsz47Oxv+/v7w9vZGZmYmFixYgBkzZiAhIUFTk5aWhqCgIAQHByMrKwvBwcEIDAzE8ePHDRr3/v376NWrF5YtW1blOoSEhCA3N1dzW7dunaGbgYiIiOophRBCGLJA9+7d4e7ujrVr12ra2rVrh+HDh2Pp0qVa9fPmzcOePXtw7tw5TVtoaCiysrKQlpYGAAgKCkJhYSG++eYbTc3gwYNhZWWF7du3GzzuxYsX4erqiszMTHTu3Fn2WN++fdG5c2esXLnSkNXWKCwshKWlJQoKCmBhYVGtPvSxePFiAEBkZOSfNgY9e9xvRES1kyHv3wYdOSopKUF6ejp8fHxk7T4+Pjh27JjOZdLS0rTqfX19cfLkSZSWllZZo+6zOuNWZevWrbC1tUWHDh0wZ84c3L17t9La4uJiFBYWym5ERERUfxkbUpyfn4/y8nLY2dnJ2u3s7JCXl6dzmby8PJ31ZWVlyM/Ph4ODQ6U16j6rM25lxo0bB1dXV9jb2+P06dOIiIhAVlYWkpOTddYvXbpUczSAiIiI6j+DwpGaQqGQ3RdCaLU9qf7xdn36NHRcXUJCQjT/dnNzQ6tWreDp6YmMjAy4u7tr1UdERCA8PFxzv7CwEE5OTgaNSURERHWHQafVbG1tYWRkpHW05saNG1pHddTs7e111hsbG8PGxqbKGnWf1RlXX+7u7lAqlbhw4YLOx1UqFSwsLGQ3IiIiqr8MCkcmJibw8PDQOgWVnJyMnj176lzGy8tLq/7AgQPw9PSEUqmsskbdZ3XG1deZM2dQWloKBweHp+qHiIiI6geDT6uFh4cjODgYnp6e8PLywvr165GTk4PQ0FAAj05DXb16FZs3bwbw6JNpq1evRnh4OEJCQpCWlobY2FjNp9AAYObMmejduzeWL1+OYcOGYffu3Th48CBSU1P1HhcAbt26hZycHFy7dg0AcP78eQCPjkzZ29vjt99+w9atW+Hv7w9bW1ucPXsWs2fPRpcuXdCrV69qbD4iIiKqbwwOR0FBQbh58yaWLFmC3NxcuLm5ISkpCc7OzgCA3Nxc2XcPubq6IikpCbNmzcKaNWvg6OiIVatWYeTIkZqanj17Ii4uDm+//TYWLVqEli1bIj4+Ht27d9d7XADYs2cP/vGPf2juq7/cMTIyElFRUTAxMcGhQ4fwn//8B/fu3YOTkxOGDBmCyMhIGBkZGbopiIiIqB4y+HuO/ur4PUdUFe43IqLa6U/7niMiIiKi+o7hiIiIiEiC4YiIiIhIguGIiIiISILhiIiIiEiC4YiIiIhIguGIiIiISILhiIiIiEiC4YiIiIhIguGIiIiISILhiIiIiEiC4YiIiIhIguGIiIiISILhiIiIiEiC4YiIiIhIguGIiIiISILhiIiIiEiC4YiIiIhIguGIiIiISILhiIiIiEiC4YiIiIhIguGIiIiISILhiIiIiEiC4YiIiIhIguGIiIiISILhiIiIiEiC4YiIiIhIguGIiIiISILhiIiIiEiC4YiIiIhIguGIiIiISILhiIiIiEiC4YiIiIhIguGIiIiISILhiIiIiEiC4YiIiIhIguGIiIiISILhiIiIiEiC4YiIiIhIguGIiIiISILhiIiIiEiC4YiIiIhIguGIiIiISILhiIiIiEiC4YiIiIhIguGIiIiISILhiIiIiEiiWuEoOjoarq6uMDU1hYeHB44ePVplfUpKCjw8PGBqaooWLVogJiZGqyYhIQHt27eHSqVC+/btkZiYaPC4O3fuhK+vL2xtbaFQKHDq1CmtPoqLizF9+nTY2trC3NwcQ4cOxZUrVwzbAERERFRvGRyO4uPjERYWhoULFyIzMxPe3t7w8/NDTk6Ozvrs7Gz4+/vD29sbmZmZWLBgAWbMmIGEhARNTVpaGoKCghAcHIysrCwEBwcjMDAQx48fN2jc+/fvo1evXli2bFml8w8LC0NiYiLi4uKQmpqKe/fuISAgAOXl5YZuCiIiIqqPhIG6desmQkNDZW1t27YV8+fP11k/d+5c0bZtW1nb1KlTRY8ePTT3AwMDxeDBg2U1vr6+YvTo0dUaNzs7WwAQmZmZsvY7d+4IpVIp4uLiNG1Xr14VDRo0EPv27dM5/8cVFBQIAKKgoECv+uqKiooSUVFRf+oY9OxxvxER1U6GvH8bdOSopKQE6enp8PHxkbX7+Pjg2LFjOpdJS0vTqvf19cXJkydRWlpaZY26z+qMq0t6ejpKS0tl/Tg6OsLNza3SfoqLi1FYWCi7ERERUf1lUDjKz89HeXk57OzsZO12dnbIy8vTuUxeXp7O+rKyMuTn51dZo+6zOuNWNhcTExNYWVnp3c/SpUthaWmpuTk5Oek9HhEREdU91bogW6FQyO4LIbTanlT/eLs+fRo6rr6q6iciIgIFBQWa2+XLl596PCIiIqq9DApHtra2MDIy0jrKcuPGDa2jOmr29vY6642NjWFjY1NljbrP6oxb2VxKSkpw+/ZtvftRqVSwsLCQ3YiIiKj+MigcmZiYwMPDA8nJybL25ORk9OzZU+cyXl5eWvUHDhyAp6cnlEpllTXqPqszri4eHh5QKpWyfnJzc3H69GmD+iEiIqL6y9jQBcLDwxEcHAxPT094eXlh/fr1yMnJQWhoKIBHp6GuXr2KzZs3AwBCQ0OxevVqhIeHIyQkBGlpaYiNjcX27ds1fc6cORO9e/fG8uXLMWzYMOzevRsHDx5Eamqq3uMCwK1bt5CTk4Nr164BAM6fPw/g0REje3t7WFpaYvLkyZg9ezZsbGxgbW2NOXPmoGPHjhg4cGA1Nh8RERHVNwaHo6CgINy8eRNLlixBbm4u3NzckJSUBGdnZwCPjsRIv3vI1dUVSUlJmDVrFtasWQNHR0esWrUKI0eO1NT07NkTcXFxePvtt7Fo0SK0bNkS8fHx6N69u97jAsCePXvwj3/8Q3N/9OjRAIDIyEhERUUBAD7++GMYGxsjMDAQDx8+xIABA7Bx40YYGRkZuimIiIioHlII9dXRpJfCwkJYWlqioKDgT73+aPHixQAeBTuqO7jfiIhqJ0Pev/nbakREREQSDEdEREREEgxHRERERBIMR0REREQSDEdEREREEgxHRERERBIMR0REREQSDEdEREREEgxHRE+wePFizZc7EhFR/cdwRERERCTBcEREREQkwXBEREREJMFwRERERCTBcEREREQkwXBEREREJMFwRERERCTBcEREREQkwXBEREREJMFwRERERCTBcEREREQkwXBEREREJMFwRERERCTBcEREREQkwXBEREREJMFwRERERCTBcEREREQkwXBEREREJMFwRERERCTBcEREREQkwXBE9CdYvHgxFi9eXNPTICKiamA4IiIiIpJgOCIiIiKSYDgiIiIikmA4IiIiIpJgOCIiIiKSYDgiIiIikmA4IiIiIpJgOCIiIiKSYDgiIiIikmA4IiIiIpJgOKrl+DMUREREzxfDEREREZEEwxERERGRBMMRERERkQTDUR3Ca4+IiIj+fAxHRERERBIMR0REREQS1QpH0dHRcHV1hampKTw8PHD06NEq61NSUuDh4QFTU1O0aNECMTExWjUJCQlo3749VCoV2rdvj8TERIPHFUIgKioKjo6OMDMzQ9++fXHmzBlZTd++faFQKGS30aNHV2MrEBERUX1kcDiKj49HWFgYFi5ciMzMTHh7e8PPzw85OTk667Ozs+Hv7w9vb29kZmZiwYIFmDFjBhISEjQ1aWlpCAoKQnBwMLKyshAcHIzAwEAcP37coHFXrFiBjz76CKtXr8aJEydgb2+PQYMG4e7du7I5hYSEIDc3V3Nbt26doZuBiIiI6imDw9FHH32EyZMnY8qUKWjXrh1WrlwJJycnrF27Vmd9TEwMmjdvjpUrV6Jdu3aYMmUKJk2ahH//+9+ampUrV2LQoEGIiIhA27ZtERERgQEDBmDlypV6jyuEwMqVK7Fw4UKMGDECbm5u2LRpEx48eIBt27bJ5tSwYUPY29trbpaWloZuBiKqI/hFqkRkKIPCUUlJCdLT0+Hj4yNr9/HxwbFjx3Quk5aWplXv6+uLkydPorS0tMoadZ/6jJudnY28vDxZjUqlQp8+fbTmtnXrVtja2qJDhw6YM2eO1pElqeLiYhQWFspuREREVH8ZG1Kcn5+P8vJy2NnZydrt7OyQl5enc5m8vDyd9WVlZcjPz4eDg0OlNeo+9RlX/V9dNZcuXdLcHzduHFxdXWFvb4/Tp08jIiICWVlZSE5O1jn/pUuX8q9OIiKivxCDwpGaQqGQ3RdCaLU9qf7xdn36fBY1ISEhmn+7ubmhVatW8PT0REZGBtzd3bXmHhERgfDwcM39wsJCODk5aa8kERER1QsGnVaztbWFkZGR1lGiGzduaB2xUbO3t9dZb2xsDBsbmypr1H3qM669vT0AGDQ3AHB3d4dSqcSFCxd0Pq5SqWBhYSG7ERERUf1lUDgyMTGBh4eH1imo5ORk9OzZU+cyXl5eWvUHDhyAp6cnlEpllTXqPvUZV32qTFpTUlKClJSUSucGAGfOnEFpaSkcHByqWnWiauNpWSKiusXg02rh4eEIDg6Gp6cnvLy8sH79euTk5CA0NBTAo9NQV69exebNmwEAoaGhWL16NcLDwxESEoK0tDTExsZi+/btmj5nzpyJ3r17Y/ny5Rg2bBh2796NgwcPIjU1Ve9xFQoFwsLC8P7776NVq1Zo1aoV3n//fTRs2BBjx44FAPz222/YunUr/P39YWtri7Nnz2L27Nno0qULevXqVf2tSGQAdViKjIys4ZkQEZEuBoejoKAg3Lx5E0uWLEFubi7c3NyQlJQEZ2dnAEBubq7su4dcXV2RlJSEWbNmYc2aNXB0dMSqVaswcuRITU3Pnj0RFxeHt99+G4sWLULLli0RHx+P7t276z0uAMydOxcPHz7EG2+8gdu3b6N79+44cOAAGjduDODREahDhw7hP//5D+7duwcnJycMGTIEkZGRMDIyMnzr1RC+uRIZjq8bItJXtS7IfuONN/DGG2/ofGzjxo1abX369EFGRkaVfY4aNQqjRo2q9rjAo6NHUVFRiIqK0vm4k5MTUlJSqhyDiIiI/tr422pEREREEgxHRERERBIMR0REREQSDEdEREREEgxHRERERBIMR0REREQSDEdEREREEtX6niMiotqOP9tCRNXFI0dEREREEgxHRERERBIMR0REREQSDEdEREREEgxHRERERBIMR0REREQS/Cg/Ef1lPf5x/8jIyBqaCRHVJjxyRERERCTBcFSHLV68mF90R0RE9IwxHBERERFJMBwRERERSTAcEREREUkwHNUzvAaJiIjo6TAcERnoz7gQnqGWiKj2YDgiIiIikmA4IiIiIpJgOCIiIiKSYDgiolqBX2pKRLUFwxERERGRBMMRERERkQTDEVWJpzqIiOivhuGIiIiISILhqB7QdXSnOkd8eJTIcNxeRET1D8MR1WkMdERE9KwxHP0F1eUwwTBERER/NoYjohpS24JebZsPEVFNYTgiqgSDAhHRXxPDERHpjUeXiOivwLimJ0BUVzAUEBH9NTAc/UWo39gjIyNreCbPBoMKERH9WXha7S+stpwiqQ1zICIiUmM4omqHpKcJNc/qiyuf5fi1kaHzrAvrRERU2/G0Gj1XfPN+evXtFGl1cBsQ0Z+JR46IiIiIJHjkiAxS3b/Ya+KIEY8u/HVwXxPRs8QjR0REREQSPHJET+3xv9qf9q/4Z7X8s+73aelz9OxZzfF5rOvixYurfQSRR3iIqDZjOKrnqns66/E3PkPe2OsSvlk/vacNx9UJWY+PTUT0LDEcEUnwmioiIqrWNUfR0dFwdXWFqakpPDw8cPTo0SrrU1JS4OHhAVNTU7Ro0QIxMTFaNQkJCWjfvj1UKhXat2+PxMREg8cVQiAqKgqOjo4wMzND3759cebMGVlNcXExpk+fDltbW5ibm2Po0KG4cuVKNbYCPU9PCh915XuLnren3S7crkT0V2RwOIqPj0dYWBgWLlyIzMxMeHt7w8/PDzk5OTrrs7Oz4e/vD29vb2RmZmLBggWYMWMGEhISNDVpaWkICgpCcHAwsrKyEBwcjMDAQBw/ftygcVesWIGPPvoIq1evxokTJ2Bvb49Bgwbh7t27mpqwsDAkJiYiLi4OqampuHfvHgICAlBeXm7opiA98I21ehhKaga3OxEB1Tit9tFHH2Hy5MmYMmUKAGDlypXYv38/1q5di6VLl2rVx8TEoHnz5li5ciUAoF27djh58iT+/e9/Y+TIkZo+Bg0ahIiICABAREQEUlJSsHLlSmzfvl2vcYUQWLlyJRYuXIgRI0YAADZt2gQ7Ozts27YNU6dORUFBAWJjY7FlyxYMHDgQAPD555/DyckJBw8ehK+vr6Gbg/5Ez/ri5KetqWmVXZvD02ty9WV/E1HNMejIUUlJCdLT0+Hj4yNr9/HxwbFjx3Quk5aWplXv6+uLkydPorS0tMoadZ/6jJudnY28vDxZjUqlQp8+fTQ16enpKC0tldU4OjrCzc2t0vkTERHRX4tBR47y8/NRXl4OOzs7WbudnR3y8vJ0LpOXl6ezvqysDPn5+XBwcKi0Rt2nPuOq/6ur5tKlS5oaExMTWFlZ6T3/4uJiFBcXa+4XFBQAAAoLC3XWPytFRUWy+4WFhSgqKtL8V5e/cs3jtc+qpras39PWSJ+vS5cuRUREhOZIr/qIrXqZwsJCTY207fGax8dS91PZmFLSo8SP96NeTjo/9XzUnrQNqqJvDRHVL+rXtRDiycXCAFevXhUAxLFjx2Tt7733nmjTpo3OZVq1aiXef/99WVtqaqoAIHJzc4UQQiiVSrFt2zZZzeeffy5UKpXe437//fcCgLh27ZqsZsqUKcLX11cIIcTWrVuFiYmJ1hwHDhwopk6dqnP+kZGRAgBvvPHGG2+88VYPbpcvX9b5fi9l0JEjW1tbGBkZaR1luXHjhtYRGzV7e3ud9cbGxrCxsamyRt2nPuPa29sDeHR0yMHBodKakpIS3L59W3b06MaNG+jZs6fO+UdERCA8PFxzv6KiArdu3YKNjQ0UCoXOZZ5GYWEhnJyccPnyZVhYWDzz/msa169u4/rVbfV9/YD6v45cv+oTQuDu3btwdHR8Yq1B4cjExAQeHh5ITk7Gq6++qmlPTk7GsGHDdC7j5eWFr776StZ24MABeHp6QqlUamqSk5Mxa9YsWY06sOgzrqurK+zt7ZGcnIwuXboAeHStUkpKCpYvXw4A8PDwgFKpRHJyMgIDAwEAubm5OH36NFasWKFz/iqVCiqVStbWpEmTqjfUM2BhYVEvn/hqXL+6jetXt9X39QPq/zpy/arH0tJSv8InHlt6TFxcnFAqlSI2NlacPXtWhIWFCXNzc3Hx4kUhhBDz588XwcHBmvrff/9dNGzYUMyaNUucPXtWxMbGCqVSKb788ktNzffffy+MjIzEsmXLxLlz58SyZcuEsbGx+OGHH/QeVwghli1bJiwtLcXOnTvFTz/9JMaMGSMcHBxEYWGhpiY0NFQ0a9ZMHDx4UGRkZIj+/fuLTp06ibKyMkM3xZ+ioKBAABAFBQU1PZU/BdevbuP61W31ff2EqP/ryPV7PgwOR0IIsWbNGuHs7CxMTEyEu7u7SElJ0Tw2YcIE0adPH1n9kSNHRJcuXYSJiYlwcXERa9eu1epzx44dok2bNkKpVIq2bduKhIQEg8YVQoiKigoRGRkp7O3thUqlEr179xY//fSTrObhw4di2rRpwtraWpiZmYmAgACRk5NTnc3wp6gtT4w/C9evbuP61W31ff2EqP/ryPV7PqoVjujPU1RUJCIjI0VRUVFNT+VPwfWr27h+dVt9Xz8h6v86cv2eD4UQ+nymjYiIiOivoVq/rUZERERUXzEcEREREUkwHBERERFJMBwRERERSTAc1SLR0dFwdXWFqakpPDw8cPTo0ZqeUrUsXboUXbt2RePGjdG0aVMMHz4c58+fl9VMnDgRCoVCduvRo0cNzdgwUVFRWnNXf0M78OhbWKOiouDo6AgzMzP07dsXZ86cqcEZG8bFxUVr/RQKBd58800AdXPffffdd3jllVfg6OgIhUKBXbt2yR7XZ58VFxdj+vTpsLW1hbm5OYYOHYorV648x7WoXFXrV1painnz5qFjx44wNzeHo6Mjxo8fj2vXrsn66Nu3r9Z+HT169HNeE92etP/0eU7W1f0HQOfrUaFQ4IMPPtDU1Ob9p897Qm17DTIc1RLx8fEICwvDwoULkZmZCW9vb/j5+SEnJ6emp2awlJQUvPnmm/jhhx+QnJyMsrIy+Pj44P79+7K6wYMHIzc3V3NLSkqqoRkbrkOHDrK5//TTT5rHVqxYgY8++girV6/GiRMnYG9vj0GDBuHu3bs1OGP9nThxQrZuycnJAIDXXntNU1PX9t39+/fRqVMnrF69Wufj+uyzsLAwJCYmIi4uDqmpqbh37x4CAgJQXl7+vFajUlWt34MHD5CRkYFFixYhIyMDO3fuxC+//IKhQ4dq1YaEhMj267p1657H9J/oSfsPePJzsq7uPwCy9crNzcVnn30GhUKBkSNHyupq6/7T5z2h1r0Ga/SLBEijW7duIjQ0VNbWtm1bMX/+/Bqa0bNz48YNAUDry0KHDRtWc5N6CpGRkaJTp046H6uoqBD29vZi2bJlmraioiJhaWkpYmJintMMn62ZM2eKli1bioqKCiFE3d53QggBQCQmJmru67PP7ty5I5RKpYiLi9PUXL16VTRo0EDs27fvuc1dH4+vny4//vijACAuXbqkaevTp4+YOXPmnzu5Z0DX+j3pOVnf9t+wYcNE//79ZW11Zf8Jof2eUBtfgzxyVAuUlJQgPT0dPj4+snYfHx8cO3ashmb17BQUFAAArK2tZe1HjhxB06ZN0bp1a4SEhODGjRs1Mb1quXDhAhwdHeHq6orRo0fj999/BwBkZ2cjLy9Pti9VKhX69OlTJ/dlSUkJPv/8c0yaNEn2Q8t1ed89Tp99lp6ejtLSUlmNo6Mj3Nzc6uR+LSgogEKh0PqdyK1bt8LW1hYdOnTAnDlz6szRTqDq52R92n/Xr1/H119/jcmTJ2s9Vlf23+PvCbXxNWjQD8/SnyM/Px/l5eWws7OTtdvZ2SEvL6+GZvVsCCEQHh6Ov/3tb3Bzc9O0+/n54bXXXoOzszOys7OxaNEi9O/fH+np6Vo/9FvbdO/eHZs3b0br1q1x/fp1vPfee+jZsyfOnDmj2V+69uWlS5dqYrpPZdeuXbhz5w4mTpyoaavL+04XffZZXl4eTExMYGVlpVVT116jRUVFmD9/PsaOHSv7Yc9x48ZpfsD79OnTiIiIQFZWlua0am32pOdkfdp/mzZtQuPGjTFixAhZe13Zf7reE2rja5DhqBaR/mUOPHoSPd5W10ybNg3/+9//kJqaKmsPCgrS/NvNzQ2enp5wdnbG119/rfWir238/Pw0/+7YsSO8vLzQsmVLbNq0SXMRaH3Zl7GxsfDz84Ojo6OmrS7vu6pUZ5/Vtf1aWlqK0aNHo6KiAtHR0bLHQkJCNP92c3NDq1at4OnpiYyMDLi7uz/vqRqkus/Jurb/AOCzzz7DuHHjYGpqKmuvK/uvsvcEoHa9BnlarRawtbWFkZGRVvq9ceOGVpKuS6ZPn449e/bg8OHDaNasWZW1Dg4OcHZ2xoULF57T7J4dc3NzdOzYERcuXNB8aq0+7MtLly7h4MGDmDJlSpV1dXnfAdBrn9nb26OkpAS3b9+utKa2Ky0tRWBgILKzs5GcnCw7aqSLu7s7lEplndyvjz8n68P+A4CjR4/i/PnzT3xNArVz/1X2nlAbX4MMR7WAiYkJPDw8tA5/Jicno2fPnjU0q+oTQmDatGnYuXMnvv32W7i6uj5xmZs3b+Ly5ctwcHB4DjN8toqLi3Hu3Dk4ODhoDmtL92VJSQlSUlLq3L7csGEDmjZtiiFDhlRZV5f3HQC99pmHhweUSqWsJjc3F6dPn64T+1UdjC5cuICDBw/CxsbmicucOXMGpaWldXK/Pv6crOv7Ty02NhYeHh7o1KnTE2tr0/570ntCrXwNPvNLvKla4uLihFKpFLGxseLs2bMiLCxMmJubi4sXL9b01Az2+uuvC0tLS3HkyBGRm5uruT148EAIIcTdu3fF7NmzxbFjx0R2drY4fPiw8PLyEi+++KIoLCys4dk/2ezZs8WRI0fE77//Ln744QcREBAgGjdurNlXy5YtE5aWlmLnzp3ip59+EmPGjBEODg51Yt3UysvLRfPmzcW8efNk7XV13929e1dkZmaKzMxMAUB89NFHIjMzU/NpLX32WWhoqGjWrJk4ePCgyMjIEP379xedOnUSZWVlNbVaGlWtX2lpqRg6dKho1qyZOHXqlOw1WVxcLIQQ4tdffxWLFy8WJ06cENnZ2eLrr78Wbdu2FV26dKn166fvc7Ku7j+1goIC0bBhQ7F27Vqt5Wv7/nvSe4IQte81yHBUi6xZs0Y4OzsLExMT4e7uLvvoe10CQOdtw4YNQgghHjx4IHx8fMQLL7wglEqlaN68uZgwYYLIycmp2YnrKSgoSDg4OAilUikcHR3FiBEjxJkzZzSPV1RUiMjISGFvby9UKpXo3bu3+Omnn2pwxobbv3+/ACDOnz8va6+r++7w4cM6n5MTJkwQQui3zx4+fCimTZsmrK2thZmZmQgICKg1613V+mVnZ1f6mjx8+LAQQoicnBzRu3dvYW1tLUxMTETLli3FjBkzxM2bN2t2xf6/qtZP3+dkXd1/auvWrRNmZmbizp07WsvX9v33pPcEIWrfa1Dx/ydOREREROA1R0REREQyDEdEREREEgxHRERERBIMR0REREQSDEdEREREEgxHRERERBIMR0REREQSDEdE9NRiY2Ph4+Mja4uKioKdnR0UCgV27dpVMxOrZbp27YqdO3dWWXPx4kUoFAqcOnXq+UzqOePzgeoChiOiWiQvLw/Tp09HixYtoFKp4OTkhFdeeQWHDh167nPR902suLgY77zzDhYtWqRpO3fuHBYvXox169YhNzcXfn5+f+JM645FixZh/vz5qKioqLTGyckJubm5cHNze44zIyIphiOiWuLixYvw8PDAt99+ixUrVuCnn37Cvn370K9fP7z55ps1Pb1KJSQkoFGjRvD29ta0/fbbbwCAYcOGwd7eHiqVSmu5kpKS5zbH2mLIkCEoKCjA/v37K60xMjKCvb09jI2Nn+PMiEiK4YiolnjjjTegUCjw448/YtSoUWjdujU6dOiA8PBw/PDDD5q6nJwcDBs2DI0aNYKFhQUCAwNx/fp1zeMTJ07E8OHDZX2HhYWhb9++mvt9+/bFjBkzMHfuXFhbW8Pe3h5RUVGax11cXAAAr776KhQKhea+LnFxcRg6dKjmflRUFF555RUAQIMGDaBQKGTzWrp0KRwdHdG6dWsAwNWrVxEUFAQrKyvY2Nhg2LBhuHjxoqa/8vJyhIeHo0mTJrCxscHcuXMxYcIE2Tq6uLhg5cqVsnl17txZtk4FBQX45z//iaZNm8LCwgL9+/dHVlaWbN6dO3fGli1b4OLiAktLS4wePRp3797V1FRUVGD58uV46aWXoFKp0Lx5c/zrX/8CAPTv3x/Tpk2TzeHmzZtQqVT49ttvATwKPv7+/ti+fXul2/Px02pHjhyBQqHAoUOH4OnpiYYNG6Jnz544f/58pX2UlJRg2rRpcHBwgKmpKVxcXLB06VLN4x999BE6duwIc3NzODk54Y033sC9e/c0j2/cuBFNmjTB3r170aZNGzRs2BCjRo3C/fv3sWnTJri4uMDKygrTp09HeXm5bD+8++67GDt2LBo1agRHR0d88sknlc4TePL+J6oJDEdEtcCtW7ewb98+vPnmmzA3N9d6vEmTJgAAIQSGDx+OW7duISUlBcnJyfjtt98QFBRk8JibNm2Cubk5jh8/jhUrVmDJkiVITk4GAJw4cQIAsGHDBuTm5mru63L06FF4enpq7s+ZMwcbNmwAAOTm5iI3N1fz2KFDh3Du3DkkJydj7969ePDgAfr164dGjRrhu+++Q2pqKho1aoTBgwdrjix9+OGH+OyzzxAbG4vU1FTcunULiYmJBq2rEAJDhgxBXl4ekpKSkJ6eDnd3dwwYMAC3bt3S1P3222/YtWsX9u7di7179yIlJQXLli3TPB4REYHly5dj0aJFOHv2LLZt2wY7OzsAwJQpU7Bt2zYUFxdr6rdu3QpHR0f069dP09atWzccPXrUoPkDwMKFC/Hhhx/i5MmTMDY2xqRJkyqtXbVqFfbs2YMvvvgC58+fx+effy4LuA0aNMCqVatw+vRpbNq0Cd9++y3mzp0r6+PBgwdYtWoV4uLisG/fPhw5cgQjRoxAUlISkpKSsGXLFqxfvx5ffvmlbLkPPvgAL7/8MjIyMhAREYFZs2ZpnleP02f/E9WIP+XnbInIIMePHxcAxM6dO6usO3DggDAyMpL9EvWZM2cEAPHjjz8KIYSYMGGCGDZsmGy5mTNnij59+mju9+nTR/ztb3+T1XTt2lXMmzdPcx+ASExMrHI+t2/fFgDEd999J2tPTEwUj//vZcKECcLOzk4UFxdr2mJjY0WbNm1ERUWFpq24uFiYmZmJ/fv3CyGEcHBwEMuWLdM8XlpaKpo1ayZbR2dnZ/Hxxx/LxuvUqZOIjIwUQghx6NAhYWFhIYqKimQ1LVu2FOvWrRNCCBEZGSkaNmwoCgsLNY+/9dZbonv37kIIIQoLC4VKpRKffvqpzm1RVFQkrK2tRXx8vKatc+fOIioqSla3e/du0aBBA1FeXq6zn+zsbAFAZGZmCiH+7xfbDx48qKn5+uuvBQDx8OFDnX1Mnz5d9O/fX7Zdq/LFF18IGxsbzf0NGzYIAOLXX3/VtE2dOlU0bNhQ3L17V9Pm6+srpk6dqrnv7OwsBg8eLOs7KChI+Pn5ae5Ln1f67H+imsAjR0S1gBACADSnoCpz7tw5ODk5wcnJSdPWvn17NGnSBOfOnTNozJdffll238HBATdu3DCoj4cPHwIATE1N9arv2LEjTExMNPfT09Px66+/onHjxmjUqBEaNWoEa2trFBUV4bfffkNBQQFyc3Ph5eWlWcbY2Fh2pEof6enpuHfvHmxsbDTjNGrUCNnZ2Zrro4BHp4UaN26suS/dJufOnUNxcTEGDBigcwyVSoW///3v+OyzzwAAp06dQlZWFiZOnCirMzMzQ0VFhewIkz6k+8vBwQEAKt1fEydOxKlTp9CmTRvMmDEDBw4ckD1++PBhDBo0CC+++CIaN26M8ePH4+bNm7h//76mpmHDhmjZsqXmvp2dHVxcXNCoUSNZ2+NzkO4r9f3KnptP2v9ENYVX/BHVAq1atYJCocC5c+e0rheSEkLoDFDS9gYNGmjCllppaanWMkqlUnZfoVBU+SkqXWxsbKBQKHD79m296h8/ZVhRUQEPDw9s3bpVq/aFF17Qex5PWueKigo4ODjgyJEjWsuqT1kCVW8TMzOzJ85jypQp6Ny5M65cuYLPPvsMAwYMgLOzs6zm1q1baNiwoV79SUnnpt7Xle0vd3d3ZGdn45tvvsHBgwcRGBiIgQMH4ssvv8SlS5fg7++P0NBQvPvuu7C2tkZqaiomT54s22a6tkV1nzOVhf5ntf+JnjUeOSKqBaytreHr64s1a9bI/npXu3PnDoBHR4lycnJw+fJlzWNnz55FQUEB2rVrB+DRm4r0Oh8A1frOHKVSKbvYVhcTExO0b98eZ8+eNbh/4NGb+IULF9C0aVO89NJLspulpSUsLS3h4OAguyC9rKwM6enpsn4eX+fCwkJkZ2fLxsnLy4OxsbHWOLa2tnrNtVWrVjAzM6vyaxU6duwIT09PfPrpp9i2bZvO64JOnz4Nd3d3vcZ8GhYWFggKCsKnn36K+Ph4JCQk4NatWzh58iTKysrw4YcfokePHmjdujWuXbv2zMaV7iv1/bZt2+qsfdL+J6opDEdEtUR0dDTKy8vRrVs3JCQk4MKFCzh37hxWrVqlOVUxcOBAvPzyyxg3bhwyMjLw448/Yvz48ejTp4/mVFP//v1x8uRJbN68GRcuXEBkZCROnz5t8HxcXFxw6NAh5OXlVXlkyNfXF6mpqdVa53HjxsHW1hbDhg3D0aNHkZ2djZSUFMycORNXrlwBAMycORPLli1DYmIifv75Z7zxxhuasKjWv39/bNmyBUePHsXp06cxYcIEGBkZaR4fOHAgvLy8MHz4cOzfvx8XL17EsWPH8Pbbb+PkyZN6zdXU1BTz5s3D3LlzsXnzZvz222/44YcfEBsbK6ubMmUKli1bhvLycrz66qta/Rw9elTrCzOftY8//hhxcXH4+eef8csvv2DHjh2wt7dHkyZN0LJlS5SVleGTTz7B77//ji1btiAmJuaZjf39999jxYoV+OWXX7BmzRrs2LEDM2fO1Fmrz/4nqgkMR0S1hKurKzIyMtCvXz/Mnj0bbm5uGDRoEA4dOoS1a9cC+L8vZrSyskLv3r0xcOBAtGjRAvHx8Zp+fH19sWjRIsydOxddu3bF3bt3MX78eIPn8+GHHyI5ORlOTk7o0qVLpXUhISFISkpCQUGBwWM0bNgQ3333HZo3b44RI0agXbt2mDRpEh4+fAgLCwsAwOzZszF+/HhMnDgRXl5eaNy4sVboiIiIQO/evREQEAB/f38MHz5cdr2MQqFAUlISevfujUmTJqF169YYPXo0Ll68qPm0mT4WLVqE2bNn45133kG7du0QFBSkdc3NmDFjYGxsjLFjx2pdi3X16lUcO3YM//jHPwzdVAZp1KgRli9fDk9PT3Tt2hUXL15EUlISGjRogM6dO+Ojjz7C8uXL4ebmhq1bt8o+5v+0Zs+ejfT0dHTp0gXvvvsuPvzwQ/j6+uqs1Wf/E9UEhXj8RD0RkYECAwPRpUsXREREPJfxJk6ciDt37tTKn6G4fPkyXFxccOLECa3TZ2+99RYKCgqwfv36Gprdn8vFxQVhYWEICwur6akQPRUeOSKip/bBBx/IPsX0V1RaWoqcnBzMmzcPPXr00HldUdOmTfHuu+/WwOyIyBD8tBoRPTVnZ2dMnz69pqdRo77//nv069cPrVu31vpiRLW33nrrOc+KiKqDp9WIiIiIJHhajYiIiEiC4YiIiIhIguGIiIiISILhiIiIiEiC4YiIiIhIguGIiIiISILhiIiIiEiC4YiIiIhIguGIiIiISOL/AWzl/+za2MATAAAAAElFTkSuQmCC", + "image/png": "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", "text/plain": [ "
" ] @@ -583,13 +788,13 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "id": "47dbd599-86f1-4693-88dc-9c8fd457168b", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -600,22 +805,23 @@ ], "source": [ "# Calculate windowed genetic diversity\n", - "windowed_diversity = ts.diversity(windows=\"trees\")\n", - "plt.stairs(windowed_diversity, ts.breakpoints(as_array=True))\n", + "genome_windows = list(range(0, int(ts.sequence_length+1), 20_000)) # or `np.linspace(0, ts.sequence_length, 51)`\n", + "windowed_diversity = ts.diversity(windows=genome_windows)\n", + "plt.stairs(windowed_diversity, genome_windows)\n", "plt.ylabel(\"Genetic diversity (Ï€)\")\n", "plt.xlabel(\"Genome position (bp)\")\n", - "plt.title(\"Diversity along the genome\");" + "plt.title(\"Diversity along the genome\");\n" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "id": "981b617f-8de5-4766-81ac-cac0f22a371c", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -625,31 +831,217 @@ } ], "source": [ - "# Calculate the first 2 principle components\n", - "pca_output = ts.pca(2, mode=\"branch\", random_seed=42)\n", + "# Calculate the first 2 principle components for every haploid genome\n", + "# For a more conventional PCA of diploid individuals, use the `individuals` argument)\n", "\n", - "# Plot the PCA\n", - "for population in ts.populations():\n", - " use = ts.samples(population=population.id)\n", - " plt.scatter(*pca_output.factors[use, :].T, label=population.metadata[\"name\"])\n", + "pca_output = ts.pca(2, mode=\"branch\", random_seed=42) # or add `individuals=range(ts.num_individuals)`\n", "\n", + "# Plot the PCA\n", + "for pop in ts.populations():\n", + " use = ts.samples(population=pop.id) # `use = ts.individual_populations == pop.id` if using individuals\n", + " if use.any():\n", + " plt.scatter(*pca_output.factors[use, :].T, label=f'Population {pop.metadata[\"name\"]}')\n", "plt.xlabel(\"PCA 1\")\n", - "plt.ylabel(\"PCA 1\")\n", + "plt.ylabel(\"PCA 2\")\n", + "plt.legend();" + ] + }, + { + "cell_type": "markdown", + "id": "e431618b-68be-4142-8af5-c0cc5b5c6593", + "metadata": {}, + "source": [ + "_Tskit_ has built-in tools for calculating coalescence and cross-coalescence rates. Below you can see that there is no coalescence between populations A and B more recently than 250 generations ago, suggesting populations A and B split around this time, whereas C and D probably split more recently, about 200 generations ago. This could partially explain why points from C and D partially overlapping on the PCA plot above.\n", + "\n", + "Note that the \"inverse instantaneous coalescence rate\" (IICR) is sometimes known as the effective population size or $N_e$, which is often used in population genetics" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "d1ee91c9-3eba-41dc-9a74-03b202405c86", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "num_timebins = 20 \n", + "time_breaks = np.concatenate(( # NB: first bin must start at sample time & last at infinity\n", + " [0], np.logspace(np.log10(35), np.log10(ts.max_time/2), num_timebins - 2), [np.inf]\n", + "))\n", + "\n", + "all_rates = ts.pair_coalescence_rates(time_windows=time_breaks)\n", + "plt.stairs(all_rates[1:-1], time_breaks[1:-1], label=\"All coalescences\")\n", + "\n", + "# Now calculate some cross coalescences\n", + "samples = {pop.metadata[\"name\"]: ts.samples(pop.id) for pop in ts.populations()}\n", + "cross_AB_rates = ts.pair_coalescence_rates(sample_sets=[samples[\"A\"], samples[\"B\"]], time_windows=time_breaks)\n", + "cross_CD_rates = ts.pair_coalescence_rates(sample_sets=[samples[\"C\"], samples[\"D\"]], time_windows=time_breaks)\n", + "plt.stairs(cross_AB_rates[1:-1], time_breaks[1:-1], label=\"A/B cross coalescences\")\n", + "plt.stairs(cross_CD_rates[1:-1], time_breaks[1:-1], label=\"C/D cross coalescences\")\n", + "\n", + "plt.xscale(\"log\")\n", + "plt.yscale(\"log\")\n", + "plt.xlabel(f\"Time ({ts.time_units})\")\n", + "plt.ylabel(f\"Genome-wide instantaneous coalescence rate\")\n", "plt.legend();" ] }, + { + "cell_type": "markdown", + "id": "93a395f2-2fdb-4f2d-b9a0-a763510b79dc", + "metadata": {}, + "source": [ + "Like all other tskit statistics, we can window coalescence rates along the genome. Below you can see a burst of coalescence (red) at about 170 generations ago around 0.3Mb along the genome, with an absence of coalescence information (grey) within that population at more distant times for that genomic region. This is indicative of a selective sweep at that genomic location (particularly clear because of the cleanliness of simulated data)." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "deaa639c-b4d6-460a-a1c0-c8416eb38d50", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "time_breaks = np.concatenate(( # NB: first bin must start at sample time & last at infinity\n", + " [0], np.logspace(np.log10(35), np.log10(ts.max_time/10), num_timebins - 2), [np.inf]\n", + "))\n", + "\n", + "popA_rates = ts.pair_coalescence_rates(time_windows=time_breaks, windows=genome_windows, sample_sets=[samples[\"A\"]])\n", + "colourmap = plt.get_cmap('jet')\n", + "colourmap.set_bad(color='grey')\n", + "im = plt.pcolormesh(genome_windows, time_breaks[1:-1], popA_rates[:,1:-1].T, cmap=colourmap)\n", + "bar = plt.colorbar(im)\n", + "bar.ax.set_ylabel('pairwise coalescent density', labelpad=10, rotation=270)\n", + "plt.yscale(\"log\")\n", + "plt.xlabel(f\"Genome position\")\n", + "plt.text(0, 170, \"170\\ngens\", ha=\"right\", va=\"center\", c=\"darkred\")\n", + "plt.ylabel(f\"Time ({ts.time_units})\")\n", + "plt.title(\"Local coalescence densities for population A\");" + ] + }, + { + "cell_type": "markdown", + "id": "6de5e1d0-2e10-4a71-a1ae-6c90bed6c103", + "metadata": {}, + "source": [ + "## Tree plotting\n", + "\n", + "_Tskit_ records ancestral trees along the genome. These can be easily plotted" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "904b74ab-8fd2-4d52-8e18-5371e4ead31a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "Tree at genome position 0" + ], + "text/plain": [ + "'Tree at genome position 0'" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "first_tree = ts.first()\n", + "first_tree.draw_svg(size=(1000, 250), title=\"Tree at genome position 0\", node_labels={})" + ] + }, + { + "cell_type": "markdown", + "id": "ccd74ad8-76dc-4836-b3e0-dd3669cc78ba", + "metadata": {}, + "source": [ + "_Tskit_ tree plots can be decorated using a variety of styles (see the [viz tutorial](https://tskit.dev/tutorials/viz.html)). Here we plot the tree at position 0.3 Mb, to see population A really does have a cluster of coalescences around 170 generations ago (at the dotted magenta line: it does!)." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "b81ab065-37bd-41f7-9ed5-2b9c34d4e54a", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "KeyPopulation APopulation BPopulation CPopulation DTime ago (generations)017050010001500Tree at genome position 300,000 bp" + ], + "text/plain": [ + "'KeyPopulation APopulation BPopulation CPopulation DTime ago (generations)017050010001500Tree at genome position 300,000 bp'" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from matplotlib import colors\n", + "styles = [f\".leaf.p{p.id}>.sym\" + \"{fill:\" + colors.to_hex(f\"C{p.id}\") + \"}\" for p in ts.populations()]\n", + "\n", + "legend = 'Key'\n", + "legend += \"\".join([ # The legend lines, one for each population.\n", + " f'' # an SVG group\n", + " f'' # Square symbol\n", + " f'Population {p.metadata[\"name\"]}' # Label\n", + " for p in ts.populations() if len(ts.samples(p.id)) > 0\n", + "])\n", + "\n", + "ts.at(0.3e6).draw_svg(\n", + " size=(1000, 250),\n", + " node_labels={}, # Remove all node labels for a clearer viz\n", + " mutation_labels={},\n", + " style=\"\".join(styles) + \".y-axis .tick:nth-child(2) .grid {stroke: magenta; stroke-dasharray: 4}\",\n", + " preamble=legend,\n", + " y_axis=True,\n", + " y_gridlines=True,\n", + " y_ticks=[0, 170, 500, 1000, 1500],\n", + " title=\"Tree at genome position 300,000 bp\",\n", + ")" + ] + }, { "cell_type": "markdown", "id": "39364361-7095-4029-8cc0-f4b825fd307f", "metadata": {}, "source": [ "## Other analyses\n", - "This notebook is fully interactive. Feel free to run other analysis below. Tutorial material is avaiable at https://tskit.dev/tutorials/." + "This notebook is fully interactive. Feel free to run other analysis below. Tutorial material is avaiable at https://tskit.dev/tutorials/, and there are also other notebooks in this JupyterLite instance: View -> File Browser will reveal them on the right if they are not shown." ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "id": "0460fee3-4520-4827-9d63-fafdc491a78b", "metadata": {}, "outputs": [],