From e94e73bed1e1c4f61b936fa5af3ff72fdac36bea Mon Sep 17 00:00:00 2001 From: paul-loedige Date: Sat, 12 Feb 2022 21:45:56 +0100 Subject: [PATCH] =?UTF-8?q?k-NN=20hinzugef=C3=BCgt.?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- Glossary.tex | 1 + .../k-Nearest_Neighbors.tex | 75 ++- images/KD-Trees1.pdf | Bin 0 -> 100706 bytes images/KD-Trees2.pdf | Bin 0 -> 59188 bytes images/cosine1.pdf | 471 ++++++++++++++++++ images/manhattan_euclidean_1.pdf | 344 +++++++++++++ 6 files changed, 890 insertions(+), 1 deletion(-) create mode 100644 images/KD-Trees1.pdf create mode 100644 images/KD-Trees2.pdf create mode 100644 images/cosine1.pdf create mode 100644 images/manhattan_euclidean_1.pdf diff --git a/Glossary.tex b/Glossary.tex index eee6410..d2d79dd 100644 --- a/Glossary.tex +++ b/Glossary.tex @@ -73,6 +73,7 @@ \newacronym{iid}{iid}{\gls{identically_independently_distributed}} \newacronym{SDG}{SDG}{Stochastic Gradient Descent} \newacronym{LLO}{LLO}{Leave-One-Out} +\newacronym{knn}{k"=NN}{k"=Nearest Neighbors} %-------------------- %nomenclature diff --git a/chapters/Classical_Supervised_Learning/k-Nearest_Neighbors.tex b/chapters/Classical_Supervised_Learning/k-Nearest_Neighbors.tex index a8b855b..f787df4 100644 --- a/chapters/Classical_Supervised_Learning/k-Nearest_Neighbors.tex +++ b/chapters/Classical_Supervised_Learning/k-Nearest_Neighbors.tex @@ -1,3 +1,76 @@ -\chapter{k-Nearest Neighbors}% +\chapter{\glsfmtfull{knn}}% \label{cha:k-Nearest Neighbors} +Beim \gls{knn}-Verfahren wird dem System eine Reihe von gelabelten Trainingsdaten übergeben. +Für die Klassifizierung erfolgt durch +\begin{enumerate} + \item Berechnung des Ähnlichkeitsmaßes (\cref{sec:Distance Metrics})\slash der Distanz zu allen bekannten Punkten + \item Klassifizierung der Daten durch ein Mehrheitsvotum der $k$ nächsten Nachbarn +\end{enumerate} + +{%these brackets force the wrapfigure to behave. No clue why it doesn't do so automatically +\section{Distance Metrics}% +\label{sec:Distance Metrics} +\begin{wrapfigure}{r}{.4\textwidth} + \vspace*{-15mm} + \centering + \includegraphics[width = .9\linewidth]{manhattan_euclidean_1.pdf}\\ + \vspace*{-7mm} + \caption{Euclidean and Manhattan Distance} + \label{fig:euclidean_and_manhattan_distance} + \vspace*{-3mm} + \includegraphics[width = .9\linewidth]{cosine1.pdf}\\ + \vspace*{-5mm} + \caption{Cosine Distance} + \label{fig:cosine_distance} +\end{wrapfigure} + +\paragraph{Euclidean Distance}% +\label{par:Euclidean Distance} +\begin{equation} \label{eq:euclidean_distance} + d(\bm x,\bm y)) = ||\bm x - \bm y || = \sqrt{\sum^d_{k=1}\left(\bm{x}_k-\bm{y}_k\right)^2} +\end{equation} + +\paragraph{Cosine Distance}% +\label{par:Cosine Distance} +\begin{equation} \label{eq:cosine distance} + d(\bm x,\bm y) = 1 - \frac{\bm x^T \bm y}{||\bm c||\cdot||\bm y||} +\end{equation} + +\paragraph{Hamming Distance}% +\label{par:Hamming Distance} +\begin{equation} \label{eq:hamming_distance} + d(\bm x,\bm y)=\sum^d_{i=k}(\bm x_k\ne\bm y_k) +\end{equation} + +\paragraph{Manhattan Distance}% +\label{par:Manhattan Distance} +\begin{equation} \label{eq:manhattan_distance} + d(\bm x, \bm y)=\sum^d_{k=1}|\bm x_k-\bm y_k| +\end{equation} + +\paragraph{Mahalanobis Distance}% +\label{par:Mahalanobis Distance} +berücksichtigt die Richtung, in die die Daten verteilt sind.\\ +($\sum^{-1}$ ist die inverse der Kovarianzmatrix) +\begin{equation} \label{eq:mahalanobis_distance} + d(\bm x,\bm y) = ||\bm x - \bm y||_{\nomeq{covariance}^{-1}} + = \sqrt{(\bm x - \bm y)^T\nomeq{covariance}^{-1} (\bm x - \bm y)} +\end{equation} +} + +\section{Curse of Dimensionality}% +\label{sec:Curse of Dimensionality} +Je mehr Features für jeden einzelnen Datenpunkt gegeben sind, +desto höher ist die Dimensionalität des Features Space. +Allerdings ist es umso schwieriger die \gls{knn} zu finden, +je höher die Dimensionalität ist, +da der Abstand zwischen den Datenpunkten exponentiell mit der Dimensionalität steigt. +Folglich muss es ein Ziel sein, +die relevanten Features zu ermitteln und alle anderen Features aus der Auswertung zu entfernen. + +\section{Finding the neighbors: KD-Trees}% +\label{sec:Finding the neighbors: KD-Trees} +\includegraphics[width=.9\textwidth]{KD-Trees1.pdf}\\\\ +\includegraphics[width=.9\textwidth]{KD-Trees2.pdf} + diff --git a/images/KD-Trees1.pdf b/images/KD-Trees1.pdf new file mode 100644 index 0000000000000000000000000000000000000000..b9df05fb57845687b30aa817496917f7265548fc GIT binary patch literal 100706 zcmV(=K-s?~P((&8F)lR4?5av(28Y+-a|L}g=dWMv9IJ_>Vma%Ev{3V57!{acRYI;=K`zIzlofs<{^vSbaX z5$M|Mq3WUkoT}UY+b7KLkl62@!Q6xoD$JhS+_y0Sd{~f)3-~AqY`+EJ`{@-o? zKFX*^`TF_C|M{P<|LgzWzy9a{+sZe7f9&7&I=}vXUEiaW0RMj7-+R9U9N)E#2Zdkg z@AiG2$Ja~H_Eo=+`+k0KlfQ`up{x;Xm7PJkx-w zAuK5SeVpHC`2p_V`_U4-zx#fEZ4WR8p#7P( zKU+Dzk5*mJGadK$wck-~V`uvJRTBX9>`gr|s;ndJVV_FXsSGGZ0IRhO2<;2H2^e0nh3aj@2#NN zId0Ay2;N;6@Cw@3E|DHx}^KF^z>)XpJnLZ$8mZ$Jwp*Vx6}AO z+b{6>{SZIFrx?EO4*{I}vqN&W&*QuIxfJI!p*5H0eCE0|)B{2dNaNXFff(QA8P5ak zt(m6J`s{ZMpgdbawGM2O3`mA&Ia z-v>+9D>}3E^Yx?Of3~xebTqK?{WSIL$fwf(^Zz^_>n&mf3E=NeqQ$r-)Q_=1q9?-x z6+M67S3%#f#UH3uu$!~o`r)(t8-Mrk(cDb6F5B$+*|U=le|rvsJ=nm*vJ5;;U!0DlUEx|9&nZK zcKn0~Nk73GTk_d|Pt^l73i7!s+Y#^rIL`QVaRG0hp$Xg-XO+NhX|a>IKH=;^58At) zif{5VLNO^yd(L-e3&v5yP;F1piGq=fJ-Y_`j$@z0L{*X8D`EB#Q_5qx7GxKYXT~ z=G*_i40f;j1MVj!GKg=_;_r}B#v`8f=d_@F2H^Fz^+!@0`4O8G(%eHU`Wq~UXMw@v zdpxV!t4>C3<_CI?8nX18ocXD0(RT`TAfN|g_b(pu0iEAG z6b)*rK@3l`I;Oq$*g2O$Ps_99&#J~8?N%xRE*$uVf^4QYjwPg-*0hMDCk!&_JjA&& zhNN#i;-V2Z$ApPm1+-Op+#9p9%oj>l>+w-JB4Y%0Pbui?k_NO8qr<%#K{ z0eqDFvyGinfNK8tHBOE!x-lNIr*7t64ORp4f8>$}?mXG~8G6<&MIwJL31#W_M{AEd zv>)7b5HvatolmL5s)U zxN!0HBB?j3hZq!ujV@*Cm59j%KWFZl%TmcqaSlB{eJ1lkn1Ha)0Yb4!@YL{5+fsmd z_SLrjfKz(1-wRkMFa;tH|>pNR|O;KWz|E#TcdFzl3>kk@5gNi@gQGqE|Q(P0h!n5@QJQ_24#^86%*Z1pf+n zGgta61j+s6>>WHo%`1y^6>3N7WP4UdL=5O*3fzx0&tNvl=-3%gK%v!4gJ@zR2hW=X zi-r9yF*WOBm&~MKB6xZ>8Q9Y~Oi_G)dd`1sIODk5n0yFJOG2t9j3T>R6hA3!FV&x} zX#U_PD(+sgF>n~15lxb-jR{wUfW4@lck;UWX%_|D+6&w%bK{>}3P1H5mUsBTVx ze}9+T%VD;y?_I`|)6-0FW9v5!X7PhVi;LoPDhwlgoO;jiY+w_mKKlP5`5uh&C_|PyE~zR1!JnB7nrL=X+R9MrHyx(6o<1ak<4dWFN0A|{62^c{%5LP*WzS^vxg z)pt|y(-~-5lf<9Fu>Sboq~D)zogfM5qzaioI9$CA3A^d?Y4vXA4jMaj!$ETS3#;$J zX_k`9u@)%Zdz;X0VhUK+A3)=X<9j2alqsH~<%5c$#E=Tz)tvLJwjhK4NTeSW`OqlL z4BkgNfvP1ZpC|yA1L*-R!T1EKm-K`DLDh!z2{b{UKt|*VWY{MVY%ZWJZ;E=5kLRwa zl1^gFXfk~Qowtu$@8FYMKTn`D#0YJZ+vlK9pr-#B*H5LvjUb z;Sl1h1aY50hVldwyqrL^D~&jTV9KGiC5cKRXPiJ)EYT;>IdsCt3G~1mXr4f)G^$`( zXV(Jx1PXATK!NcIbl#d}?~m$ga{oNDK!zIMrJ>~s^o#`jX>x-H(WVN4b!RhCyo!6y z>Mt>d{K4fJvVdo@T}~iR^*n(B;S;F(kn;)jbl76NPas$?_cl+UN&{;gFm;cg`v7|8 zn|D?I{(wbSD(3{(11Nsr0|?7U$w&v#)7U9-!Q}h&#wU^vpekE?tY(aDIe=j-h%<C)|K z@~o$yH0JqhW%rwC;S#lUSxqn}H-t*vhj5CL`(bi%SWI3xmUaMvaWwb))}5Y&$X6g% zUF3r_9%5;`HmFQN54AK4kwW~P2wxu^G?a>ZP_Ui8N%WR&GK$ST-I{2@pC#qXW|UA^ z?~I_a7i^}rbsAB1UBo3cJr9OfYzrYlwL`jHkK(e2db^LeC=9UPVbx;u11`R#+wyDRw*le3uMd;M1!^WMBoo4Yg?!XFr)@j@U z;<`p&-1g^C+*6U_ICO{aQ>{Og(U18ZUIZl!Jm_s3V_JAP?tX-chofoemyA4wYg>&x zMCp!>_7~Q0cbj?8UYdD08DmVjeKfxM~B528q|)b}33Fq?cppZS{c4H#+%)?qLal0c}#0NmT6!#rcR zgkl}$mUz8|67!U3b(#V0TeFnpj`1vd{3yX(*u211iHRRriFp>4(L;!x zO3X7n4BSc#20LmfF@{o!F>EE~mc=fV7z|`AMjW)Wc650#Px$F)!Iz!>FRa2g=t~j*PToYL#g*Afy>#kGd+T+Ou%EnMrPDbPdXby!F?Wq+9Pyq__si$8$RsL%2P&YO|47hV+2 z@`APXXMs-`3NUw#5xOIUQ^*5P%U+=^e4&N1U%dOw@6T$Cw7hw6tV{}c4A+bKmnCjp zi;3bdx%Eg-0a&LUZDR*+^;h3HJ?{O4M0tkiSk-oyu0wadkJiFu36YkM7R4L3Q(Yy>)&>USf#t^1Y=6iDTU!5 zx)FU20v{xPo3dx_D3434J?~v&vsB*m#$86qkL8=PA3eovzalVT1R>`8r~M= z>vPtgd3>Z6Nb$Kg6kF!CdB8n-`@lODJm`ccguE+F>E|PA>}9Hs=Obd>HHY$WN6sPS zwSdx5GZ82G5sLQdB*~ilqKu&BlDZ0eRe3E6Vg%TAwReF9ye1}B!Q)=Z^l1Zg9XcJF zu*{DRdm`k>6j1uyC89`AXJP494~Jsa>JX3d6Czvh`L#(AqE)Jy{-tvCw1UvIsB z{W6X}+cU3hK9;>g2aPsC05D>-U?MDjnT1z&vIW5hphgBp{vKtl;i(G6Q^8Z<{7aVD@^>AMBxv zVgL)M!#fZj@Rl8j8TjwVB4AnMgB^P>;H1gAOS1idgM%5|#7XK--#4+Sx_8Rn!N36P zqC;Pwm6;FK7jFZ$x@HrJ!?6jWXTPVeN;*?s2w7;>}@Z6*-XW&lAjkTwJ8 z+G}bv^|=3skK-51@c-6KE4K|&Tzs5BXy>d#?lLpRkyZm zg{S2)-EYv()BbimG>@U;q0v-c$F`}`u!5TY^8k;LLhgnJ?an9Bq{0vFN=3b5%br)L zGyr#LOj2n$_KWwruK%R`WtE0t8LLV|R7*936@(QA)%U!T<7C`%A*Z>h^$3NALlv>I zqk^VF^U=^l5v7yXa|ag1g#;A^JgM0QJ`vQ|K#0KHp)*5we-OBBecL4P#$VlrYZ>&R zr6a=TU&uYx3>rTA$KzJ_$r`~iFP-tG5JqSu34JS;1O_wZJzaOX|# zQCou(Y_gJ8r%Ucb;;kq^1FDjNF!vdhwXe2QGa+l=BiaUNZw0hNZWz|S+PosL_MuO7 zjuD$S6t=#A?X7^4i?=98FgePLjn}Ks?^P{Z>~AF0>8$_+)%4;~R!){JeVmZ8cq?Go zeP6s4i0J99fSI7uZid;!LncFoYPI+I{UM<%y%h{DhQ9p4;p*==RmcxprwtEVvc z7_c&wzOq+qpE)i!77oSrmW9)kf|lhnz(AZME_%Iz0#S4}vv8es8v{wY?p?}nd~bG* zV|@vx93L1r@6zttTgQJJ3SyCTVV83J-KMKC2;Xp+MJB9?mBHI~5md%w(smKRxDOBv zi1e8d8VNecMkkGB3Mr*qtN3HhV?Ly*Gw8Ri{9t>NKS6hw20qGrh*78IACxOV#PY zoYT7_<|kCA30giiVyaH=z_KVGOMo~mUe2W?Z&-pn04Tr`SMpva5m?IsT)mhaNyqbslGg zO9)sO{C1AH#yFdEjjvt7R3_tV=QXr%Sp|fEWl#dv1r_^90SmPnw19QNpQtSY7P`R; zbRJ;zB?V+vjP;QSil0}C@ElZ21*K87#K}s zAz)$HS6KusB1Q^WD6n`6aDMmYyuU!SGw2IzbM_Rl3@!pz{y+j2igPp)urPS+=Mb>a z9L#hnU~%+&2v{8J8SbC~g@6^X1S~+6;qd%lzI#WzcjdX!dBt9Icw) z<{|Pq{m+6R(5y`_tkiF!7p3> zzbGA0xMdj;ZdoV{`QBWsXu^_hq3triUKH@VvRL?tTnJHh7{Af;viJPzDK6P{f+;iy25wnV)V+G^^Xr#U zJZpT);V-nB>pU0#nF~Jr@`ivjprO=j5@E$A3g>dR_t1{(ycZ|Dt7e!51cC%puL+Fw z8Wv73y!U={Y;G;of$QucCW0HCw;ku0Z^h8ELU%aMQL|y;IuDc>NggO?4VhElPlqkB zz69qY857Odx2~-n|7|GGGF2rjNZts0)3q=+!!xek1s1DIpu+6JGUv1n1svCk@%wqr z_*nz`rNH0WFTqPcT3m3yBf>~;IIbC=rT5f82*2u(RxK<2btz!ZA9?$aRl{Fla^Glr z$kwj%uHghC%PzJ8GkurBGILoC=NWfN0sMfsrNFr~G2!II6&?jeK1)Q-@hB{u9u#NvvN z0YM>-i>DaiJof^T=iZf$Y&`cK@Yqv(LiG`vCG80q#}&p8c4=cg_$KIs&xq8Xq65pp z_pu1ivLI4@2?vt3hX1E=c-Ok`yu(1sDyrWC|C+fPR7@^%K+x}yT^>9HA5tBf;$e=C zG!C@u?abj&6#v#y=l za&F~G;cXAtRadI3VV4S;@owI#T+&$uAfXlu3gjg*YKI7bX`u`t@UJqs80zBP2d$n4 z3eCnZfz19*p#d`sw5UNhz#;bxT4;iSSxny4rXAS=SQll{@$gCj=G-?c@j1~j_S;Nz-M!DFS z&-_Pc<1lj+ryL-%PlmGx{{1JsT}=D*7b&Z}Wx)zg`SsuyW?W2JMPZ-Ni;1eP{HUm0 zRJ4E>RMW3lf}Lw~O76LsLF9|^p3HD#3a1T&D~0?Qr)a>7>^>w3xQFpoy~pUEsx-EZ z9IraJl;Q%ws%|XtsXTdxJsDS3zYH~AC%h5{PlXG~725!eA}SWdG+N||{#vw!ZuQa- z=LR{$4A+?D;HK!(TZexe0msOc(rm&x;30M;omQGYfMs|OC*&cKDxFJdxIkPqlG0UK0IUS?$_@B|kRb{&Qa~EI=zaIv z0+G!k@aX;tBRkQtfQ4C7cpceH@~|n=;UPCfbyg(7=rV$w3-5?xJSR8SD`8HL1hmf? z`?Ed0VkW4-1blKdf4OJG)?r$>eA}YtFP;6-*OwAAW$!?JD2THkaa%h#y@ezSQ8Ax# z+Paj>ZVRx{An?l1uyB1{xlb>p9m#!)z8&-HP-xvV9;(G2R_s&5ban*+2P`?_Qot%g zfOawwdTbixF#G(pD`^bhePvu^}hILWG%@#MgQ3v!a3?-C+ zZ&-@R1ewo64C%6|AlMbc_|ExN-ajgu5G&p^b|R`K#zobq_a47~8N;8gdw%6t^Y5!4 zlzI&R4Y*2BWqvIT@Dtv$0IpBZ^7R8gdG=?4AMhYaKT^37P2y;ii;iiv!`E#RGJJ}c zk3}xuhc<^t_SA!!d40u52YJz7z|7|*UtoCi7Lq;uV4jMH7UwhI2BaDU#i@SWz`m+uq-sIVarzX)P1AoB5p#!Xx86U`Vd@FMp_eHR1__|IQsl&8B zXc+gXF!+;UbKpZM&?-HVx+c$uazIM6`3gAuct6W?M4z{b2!0;m$sRn=c}QEinAeK} zckzLbh&jPL@Vh+D%s-WmD_Q?D;MVe6lPyp>Ma+{q{}zZvZTVb@KifD$V8Yz|LsBc= zBQ?5^B!JnRkR;uJFR4@G2qgqu1<`94^BHRXhMfCx%pvjMt=KjVlq;-&ew--dow_v}-ohj6UV2y5CNRkqYi}8lwAyyr__&L>F%*jbp;DOFzKe zJvCF`&JMao(ZJr|r*{kdme!1z!y~M(W15iTUs6{9{Q9!_rc4 z3qXmM6D4>jQ#W`p@-=-;#FTA*%+ViafHL_@g~#m>Wt+YicTT&@(knh}1MeQNK;?x5MtH=B~(X^OVoMLeAIz7YlCr9HrFA~+O6yoLj0YGof767 zf-?Q%J`r>EJViecDzbT49C%dn z-_Nx`5~8Z`8EJ|CnA(U(mJrCS)YX+vr*?ylhR;_ZxR?0MfQzR&yed{Fw|%7yke_b} z41+5zXd_RlN~(3QVjTPM_D5awGZn8bioPpeuS z2$+Plm4QIe378CG5v~#w%~b^F(yBuzeoaJ)OOOX)(;)?FBul#6TpFy{am=M*_N24T z?}heJ%VN0aI;vG(3J-yaP4eH*VIyOXm8V9|fmA?o@vW<#*5euw2Ua90s&TA52<2|4 z@`#K)aS?+mxl&X7bV+UM^dwv?_;eMyTFL_F(3V!q>lk8*=VXo_D9s&h+Hc@_M7|-LJH5>U zQ8dZSkJPs$AsE|^v5;8b-$_tDAXgCu4GreBF&2m&`Gvhrk(BF}?VSf%^KE*y*%`GT zcOw20QS_7nTtCtH-sX&VXE@6x>E03XUC#V*Gz3^}o7xtP6u7Qf09eL2o2Tpumv2Lh z%)ggS?C4LYy0YK6@$Guz>T>FR%*}ZROH)d+q3>OT=dU|`76ZB^tiKY|_N?ui=A8q^ zO59oI?!-!ssr&R(sfo;CIkHig-PQHb*7AKCmq-@0zen{OFv}GpKsqlS3N$hqH_5e; z56T-7zxemHAb7HL1#{v8lWTPbFEan=MNUPRgFSnZkJ*rr+mHCYO&VRf4C8yV3$sss zfjl;S(8UkB7gx_TU3x77)!!1SP0C%l_MquJ$I-_A%2r3p^w{F!;Fs|uL7MU&Ul#>G zBuJ~er!>d8Yg`)9@$^1*uYbnwz4=NIcPD7(F5(8>i?@&iSCoWY}+oZ~LRD)hbBDNu~+F8cW;D>m2n zb1|{L7p1>6K?h=rIea+b2P_Vf@Rn!DEvp|KX+V_7UbdG2mA}i<8NUyk2TqlKzJWC-!Jutf~uiK3(N1)!pfmQqUhUu*Yysb8ce07;DN6@_dnYosRbn%T9^^3g|Yb5 zvaW%Ar;uUj=5D}1k={wW)QgU2LE98pq$_9^{L^x84Sl>C<+OSl`hKM zGxq`wX$vLXu{E@;H^aA?Lkn0aeX_biz`18{?=Ieih^%uSwm{v{T=mQ*f%A`Q5ShQVI=j3u(s>wAbJb zR`aHbwV%ty6IvhBB#+*nyTndp2dK(RmP%o94uw<-S^fx}5Rha#?vnGCU_H0d*>w#Z zKWMs5mP!Z^LkyLWBbT3sD!(LKTO|aHV{uUl`I9oHg2pP&I|MYe(58OD4qnSXME|Lc z`8yK7x1`<#r$+dr!G}DqBRq7Z5td5}ZWXWCaJPWAEK4OUbg-8q9X}vJNF`iA36+V+ zEfxr=gb%&m@#g^fVSRnZ+2Pj zLm}MI9UO0FpaAKeB8`w!bDUEn?zej4$qd6BGA8=I>@QlZJfUABn|OH;Gz!Z54xB3l9Qd(K~xXLF4aNO zl`p=a4g!|dnG5NmO>OYU@UhWFQ}cYjyjkM#NkrT`EC_5aY*}7z>mmUa&Rd2TVG_{% zjJaGuHXqjxMr?WQ5Cweg!0PuJ_Y7#g+ozh>4h38KzUTLXJ+}GU!Qi}hNW>hiGEM$O zO_3EI?)|I;?BKyp1a!(PIaQ&QtxA@E50bi`2bVq5@MbqCujULt0kMb6yzY+)A)HV#FC>A-(SBC=UMe}F{k8IRsvyVWz=u^o#N0O_4`d# z88u7~yuT_)NV?Bm4*OE63jy5LdV@ZCm?|_I2J`+ZG1|u{y-z0a)LzEQ1jfnP%XqQ+!edxTq?hE&kbd zc;R03JL8{Fy>$hOYpG`&?B5su6n*V_-_j2-F($ZjXKxBuGxYRLZ-xu>v(-*tPOg|W z>Ya7Bb^5t3bwljS-FpStDZsc`C()?JZWlYZhCsS4`k|!M?xTR0`!C1?Lm`bgYSUb7 zYH5$=_t~xg)+zk6oq7_x)6s}=RoIPP3FA+tPzEP|C?L##8REK_G*T*FIrjlIn_Ra*+!7hPGTJCNT)CO97Wu=pdqvW>JnqpUK@fX4 z^cOivj)+gIdi_N(G;vi0iR`>+v%xgdiR`Q#Ko2+kQ;(o@s$zIV@bo*{0GPaFm;s%q z-WcB_WDJRJ6cNWBT_r$vpFP~os(ILSslEX<>O8N6?F~?drc{9mPsPj&TrAZw&*hb0 zPYxV`1f7w1{w<#Yf8{El5fH~8E4%2a2UbKLjADDI7i0|A^XCWY5*fn@BjuaYa#J?@ z0P#FEJ+K14#H~-goYfVfQvIezwSHA~*%V(7y^bfhK0I)zXU3T@1vyL^8`ULcS6#Jq zY0UwJPHZ?jSry4gaGS6?xxjKHtjYw?`9wn9)#|B;EWemWkfRd^;ymZb9S~_)^Qf%i z?=y>Bg4BvsJ0tTLwV;;O8!)P8OaXQCH^cWXM^u;eR;UX4$c=I-h}W>fzEQIK@7^O4 z-S8D5drTs$?yOx^+C9BjUVW%r**9$aPq#JAQ1`hOFdtUmBEbBHzj$_j|8`Ey7%0AZ zg7hGJKrtsTupj( z-wR@2Du447jWD1Q%2_#eaT;x^Wc25)x4-rO&t~_ZF4Nb)FD7RtJK-xAl~>c6fTkP` zF&oVbp%gzFJ%ws8d9zwLaOH04L!`fWD6HDwCJ#juhY=z<#8+=Ib|@Yd;4 zW&#@4H4Nh*0rO~8F932L+a&m>O+ND{ywaZG4K%4G;Gd|0;-%b|7!YOqIfW9X=LU2z zPD_2iOub7J{F`HugB3Zd9FKbq>6%QiHAb zogRrvwoW)Nl2)qfuB5;L#g5&K5aU2@-aB~=YQ4%_zOEpL_zESKL3THL&H#iSStTH2 z+#_HHf#QA~M8~r$_dXiA7rKQx1+R39aEDslMFTg(7<%M@XiEL<_(DF}a)(u?)E|apG9M=whU;fuM4^n#+=*${4EjFCPSexSkivU`uEk>TQ1SvXuG|0t~}b9zys%GmOS5#0sR|!^siv%UvNPaU@3`JqmJ! z%`iTnYFlT~;Y7xH7_skolxH~WR*_qd&m+P;4*r(|CT(2MDFFnh(gA8a{Y!iX_cZsD&YP+8^7pO_z9;5o`|XtxPvcL1uY_XbE}h55u|vx{Cer&*pqiJ;&(eJQ)AePQzfwT_vg=dJ=4tDK2Lhnd06b~ads~#Dp=+f24JG7={If!AenywNNQcM<^V$F|Q5EQ9|0%1=%$}MqBd#Er*&IXl$!gOFb3@TAH79KU1 zl`zh->OTi;qEbJYyIqj1DoTcDjLa%1J=L!FZj=AIxwK3i=c-nydAR^jZ`Td#i|2o~v5X78jRBa&c{gmw}90-gtn z5c42G80W}?;?yJT^B{rM^tk4CUD(D+B5*xQ{DW*CCfPcE!1F8#M4TmcXNK`u-J3T0 zWZh@pW$c`~kYpW4m@|`;TuNP@-}|?$bWULIhtyI~MH{%* z@nY6MAA>HMpG5cP!p|Va?rCjy0&&)F@I`plJG5x3PKt3U=j@J%-M& zp0+4TaHZk+fg5+}=-PYNe;p0N=T6Db$v?)@K zt~-nP-kGH#L`s3HNa-KU4ve@Td4s1&8Hf-mVZl7|lz}C2Q5eu&9%24kEtFHD993PN z5@lc(F84Wue>Md0U1d2Z6A|YmLi)gMeNF;A_aHn3_+g6koJ2%l%Ml=ak1L>aGQpk! zheqg}1laC8CQ;WZF4`T zhjRqN&f=_~d6ha?a@HFZd42_1r*>XC<} zqBVKNmOt=Ki%v;^apWp&uW5Jalmy5_N$HaeZu69kA1w645s&3yK^J_I(iO=Q=3_F! zo{@$`ki{srP)Xy&M56X!F_=!Sr@tQRj+mOkg~j9#bWBF+?Alw`U%!n8VTpe2*qTPd z(liR6`M6@k1FUkQkg9>mOD3+hVVsedsazlol4h3NDnl~Aw~8%X(lrcj>*VPNIxSH6 zoSr$X`&tYa=*lsjL(o+oQ8tVNzS?3KFNY!yQsDq%zr!$&k<=1i1#InJ4C4i+(Dbwc zbd)rVqpST~4C5U5m4P*VaZJdEx83R z9|WZ{4D_sv9T$P5e6}X+xai7J(tU(IJJWw8!LZ{Rk#=0vhXez$ntW7gF16B*$49+U zV>2#5rf5k!E->thgfdRUnZ6_#7`A9Sji;C?N))1~MdBv^aEC1D+HpNMTOQuLD_ z2<4GqD)~gnjdfcwhiCr`JywfXzwffH?M3M*KPzAAb|2n=8fEGTiP*p0e(GWI`znSS zU^#RLVLnxAD31C8Cn=n86WX;eJcVb%)G_DfO9y0BIZGcqbC(>0XwqJn2nJFJ)6 zCt?b}iIB@F;+J_DApVJt&Z{{L>!vN(UllLYHwj`wYH+Knm^6|&-`L28uME>ea2UkG}ooDNbSAr&f0dxQ)La8sCekq{U^fR*Y# zc@UhpM8eZ){S!f70QDGtEZfcSOVtLiSBr?JQru1%^3)3#@x98;>2{z-wLD(!$&VS@ zWd|ZRg==*!7BM+}O}cc+U+7E2Y&RtM8x8xe!Ct5Sj~CknCI(}|_c1gk=sL&#P9m>oZ88M$4qbcOop{Oh;zAi8*H8bZtt*kU%Ln9}PJ;NBN08=-{zH0YO0 z$;iD1%&$G~VH9JVV%bGYY)aVyrb$0AmazMe>MZ=N3U=$S6rXw>I8j>V{t z@Ag5nkWKgKuLU(#S`8WD+|v<~;nw$J)Cc0&)2LsZa59Ygh=+zh z-y&mQvguA48#Ns14hhg^016^8%_*o{w3SR5`?|9@_Go~MjQ!an0-F_qJz265d5E+U zAqQ`8=X+#l zI{dYS#f|&F>BSFm5=9^%;X0q&{d35e1-om`SrB55x`n&K8@$XyQ#z5Hg&tQdnuR+$ z7PD~Yuw3IUTWZdN!gphw(lq8QtnmYYeEp+YP*ChT3&yOo@G)e>VI#fddR(-n9^2fW_w!5!HX2Bu?oGii^vj`NPKGCdtim)%X%p*6x zUvwJULJ{vukvn5wGZMSoNKjbZMd+#m%u}7|v?Z2N(h*j;Y z?*mq~F+P5ZNr6ax^tK-Jfmjt(2&w(}1(7ORRPu>f6x6_2LFMBt%fhzsfr^D~a$cR^ z@8akeh?*Yg)KCKv8tSc>*3dX_xoj?Avwhqf_`$&Ebos$vmN?M_t)s>?Uh$4gPW_^! zey)ZC?d4k3ivsOya3Pv;Mzug4kR?tBF5}weGSBl5EZUGtCTJFD#MBf6QDsy?u=}05 z;IN-&Y}>J~to|OMZ&2806hA@t?Pdtc7H1*gbp=OXb`zqpX*=OgbQcRYkTNY+kT!!8mON5b6+l^aE1G>Y25G9JptqfSqF3W`hCx zdrQ)$a&wQc&<8=@)Ofq3c_h6&$%vZgh6&lB9GIZ)SUU3X+sdlRAMZS!E8iPZup{sq zy+1}sb6D0r9oUrQz|ywA);6~uZnusAH&e~W51NfdSok2}BOijuxgEiFCW0wJMv0S{ zwm|sct9#x}gKwH}JJLKdj?hxo;vSkrY}S#RhNL)TDcGG?f#4Pq?63R*9wPG(Zrr_P zR2|K_E*c09!QI{6C$3@Q7A&~C1a}MW7TnzeL4v!xySrO(=g#C?-`;Dlz3!iT_c>#n z!>G}8*X-)5dY<=vy1GVJzkYnnF^nn??>u$iPffW1f%t@oZ|cL?S`8*ItY8a=an*5X z@N&Wq*Y$dtzC{435c4QpmlLg}w7!8CA&;5H^AZ687+=0iry*P|8})7INk4~i?gB1u z4GB`uZa7y(=wGU{tv?Vg6JHmU(}K&H%MbTHSQ=mgZVg{wt@gcrbd3$bqmF0MNZ>f$ zH@~~2{i@AeZFkm~l{4yVgc>o;hw@p^_eZUDn=bzyuFGSSE@YR^6t(jf zt!tl49$WUz%Gkj%TZr|mP_2_hA|$Nvmv$a~jd}1ycvN`Nj@uiW&t?5BTH>a~?|V&6 zoPO=n@>cxd-sf1@{`s>(3$icAQtzFH2q&f7bwi;(!fMI%`_SP7b*{pOg_|yYt%}Sx zrpsMgAv!bCbZo0iV zy2DByRR%Q5Ox-Hj^XyfvHIa*PN27of zwr}r}55}{@WXMUT4Xq8<#}`((Tsq}1HxWW@E|AktPm(c9LFL4=AU*sHB!?Bg*-bm;2S5{9}`eRkbiXFFrSeu29 zbj*voYEofAnVi!4NI*^OQ_iQ4 zM>^!3xSt}lVaV}soR$blD^b>B0!BZzHqazC1%vBMdifDzOPTj5u2xW}DL1FB*C@X+ zTosjn+`TtwVi3fN)@Dbq_Y2@U@U;QNB$!6{vVM=<09pprUe-_JYUqvBeuOz%IR_e{ zvsnYjIN82WD)cl=<8G!5kxk?N5*{%ewCu?qe2HQNYl*cOOo>GBF}BDP;;u)@+G$Bx zfgy{-(j@1Coq!c^+pNpH?f3kBRFQQr2T9iyQB8CTiGZfPMe1McB*y#}F5azXD`ERzKYZ~Aa(*n<#&XJ9^LSpy zPPjeb+dm?HV~h&hTM3Uz`gyn${P41;qEa52ZEPKJvE&#f&~!7m zKS22D9KdKIIP~QaoN2C4p(0YhaM@zD{E9I1;Y zrcc%*S(#YBeLW(33>~;#IQu@--&qN;E+GTc?gbgqn0M0&h~Y~*O|Lnj2mTT_kGapi zPH~G-9~JegWMBmYd(W22M)KjojvEct3fFKjz=)fTgn$*0U7fG6FPw^gA_jbTxpZld zWU!kcF!rFJ*DPQoS=8E;0SYLwf{I{_OrOdC^E@693#t9f+!)|LnVlmnL}SpQ#T^zG zXaV!|@xnExo13{q2p9VwQ>jcp{RvLM6A24PCEtG zBWT>-J1it3(9ujW6xy*uDWy;V%e9f3&YJR-4e}+oyHAh46%-<0vCt3phEQa(;KfqZ z%bLeo$aomhH35EI3@I4o%i&;9&J@v5o9XOT;N|RaHrQJ+l;kGSm-592eEMZ8`yvdZ zqQa9Pvh25s4$M9e8ffm2hhLz9wIz;JE-W8bn);3qK_bj@XzvR&C--$}4oY2n@Pss| z`z(2!b#Wpd+3G8oJi{cw9mSg~9@We+Ta2ZRI!&?sGiUF+mFti}{pG}n4h*4tlUJ8Y z;(-Uo*je2VCqx#&>$I*b>(kO6re&PfAiB&BXOuo~Z>V+*Q@pi9(W(h2#~I|t6P#%4 zst}S=*a72)#mAdQ2NSLW2eaBvBda`|gR1vo4~bvn+>c#8ykoS7!8W(hBB zZ2Xzj!sY_olQhO*52hD3H?|roaI#q)Gb2x-8Bj^(l_(FI|%8VM!tE;VwXx`=n zoOtipu5WYBlpw5>6QV04)3}FB_Sbmc9CmOPKr0eIMGGAOr=2^T|1p zTXJ}#Jbj?61eyzwwh!JHK03wvC=FZh@ZR2rmg4vfT~pM))B4Cbckj!UD@KpkjPzY) zYrA1#4#MuMAi8_C9ZdNrdBm!!w|#QUh%+G0h4dllrcJ+|beRti!?(QDbF)oV;%fJz z$x4BY=3+E*8FI>nGSNOEO(#&QgdbGbzI{}_8-BMqlz7O^ z$HH_$6!TLygYb+IbZrk{8E_}SfdoQ4-=@^mo1VwYxRSX+mRILluTCf7^aR?VI#%e@ zYEvHEiY;^z^`)a0cPRdJeEftwUXhhrALC6OBEOVv5Bj;cOincv%kZpG0rTM9Ag=tw zRON-@dc)yheHNz8BXNZ}yRMLfGRYo0HYZnLq-(5stVzk8F{)gn!w&i3OT1o@cvVDv z2Bw&&yz}QBOPrJ16zyZ}K{^RP&@16-7ogoz=! z8^EHu;=Pr9^>oP^WhF1tzAOT$;4T$&GvD|*myJ8mL(g*yI+k`s0Z;7MlY9a)X`^}E zRhO(`Tzr}wMB`z}aNkCuDJ(_j$h8smS(gmU$d4~olV95?;Mw@^7DVeq;~I~;ns7q~ z<=>NdyAPFd+#k9Pgv354M5}Ggbs=DAC-!w1NB&}XzIH&2Svtz@7g_oma=>5}H&7SI zd$SV6>Pr8F{7F60Yl-wbZLl6SLVRepaok~JRIMOc5*8X>q0{AsXrXzAm`iDo*@f6` zMX;N_2&=r!M~HF#y&t?Ec=3nXcUu;`GZI2`QXmdWVUkM>y5uBf(0w!F;uX)CKY`~@ zaoBUqDx#W~K?IeAoe=dJS$=0o@Zv2oJFB3T$ZTvr+RPd-!}(F3SP4690Xt!o0~Hj1 zxU^-T?rzQUA?aYs+QgBD0RIYp*uK%1RU5Y|@Ym(V*Wy8hVD{lb`u@^-dq2pygX6QM zLdYxVLI1Gk5B}fi&xw>XS?W_+e6S*BirR;oRli$k4|Nxg#Iro9?bM7eN?=yDm5)0? zMP96+aHHGSwxWKSq(Uy37d>8DA7}rVzN;pf8)P|_aZG=NuXge#l+U@Rp+5d-Dc_u3 zJ0m>;Ko^eaPc+?wV8iC3`DiuAs_~dkYxb#~y2MFl`_Oy0JgwgvHaIgiKF?8FG_D>see_i7>w&Z&X1jYPI3Syw;3*XkxiFpbx1ks>qCzbvrS3T)XOJD0c#zsfQ?mPUW;5 zRn^*;Z9$scHtkD8N65o&W$!CHns!MWAOe-P+wf6iadmNC(T|@fe(;at_@emT{-HEi z>T7z#o?TYQ_pQi&_viad9V!u_vCTT2-Rs<^y9^(jXJVSMUxR2!pL>nCFQi@H<+rls zg?3iD!ZU3c#D_{9+1Sm|y)o4{E^^TGu#-66e6!p45=R%0ahdao@3pG5N*pr2K1g)x ze8IR5n}mt*t6pJ))>M5Qf;9;Da5mCyx?f*jd0iYE;yUjFzdENwq4Lss*VTSF!H>#U zhL|Fymzuqea@lP&BCNyPlK4rhkLQ5%R4Rs1A>W#8gB825jWByEW1DiH!zUZkEo_^G zC&ITkxSdmHzQZHFf(RS%^7K0O1rGW=C!&fI2jQ?j9=u>FuYAE4w zvF#tWo|D4iyrl=_0HhB;2i#zWMpRJqmkD0%0%Fz)$UX1poZX{3t+9y_{L*R81mGDkOfVdF>*9@iHpA-*m~8hxP;yT$CJ&l!Tfx}(nWM=EU(HD`X#HW~f0t`d4SGj1@x|q=^}JH|xm0J@2^^uE=&N^gSE)?kHQ_)oQ=9iHY{`@ZDv`ONFULZ|+C(p&PLQ+kDcqQ#S1H z*;%<4Qx_s|0=NKXlo>bCuGYsXTvd1HI8L-M$oxqe<6n5q#(4Cx6KP+zO6#>I!#zfo z)I#s>i^KZw*a}$hXQ>t(xqeB>u&?{nGryc2#%kTYN zt00XI4uiSWDD31zzcHs#2Aut9wqMHL-Kmck8{1W7{kA2cN6rjawHvy0gRNR&%2qjc zb7l+USbo%rE10mDS0|SvncS#pa1p=Armt%zz-@HDw<5Me`lXQHWz+Rum9DS|nwicV{dU(bGHBh-Yg9_KH|^-GRFYBJNM%P`pWZBV64_-vwGOHMEFJQAd8RyWV8p($Y{##kt^ja^;Ie7 zbmA9ii;v7Ld@iU;v+Z@arg-j;0aO<6c{fx7qm6V=l>31(w{TyXdUqXV0X}xp<^3P3 z%Im-^Ai-mclu2oC9;~nP83A>`d3M0&5O0Zj0F?4>nm!p4Vw2+O1Lf-D6vLbOhjXR% zu}{82mhMp#UhlVNWD66jF{$q2cryE(DuJz>sKvyb<(acNqKD~6#R&x3cyJMJ-#VGDPdflP;8 z8J+j)-nyI6Gv(fWlKxyMOaV**LayA0^><`1&=O~>Nf8B@#HV$b{>y( z8Sx7up?bB-aW2RNkDstghZXf%#=ic@KSlAX{-7JuE|$)jHx)?yxn~|O`PA;%= zq&FxpJ`jqLb7gR7>l%{d=dDu}k^p-X{Vju+`%S1!OTtu@Z<+Q{hESKl+-5wFj>uWMAz z@ov;!%X})oQy5U7H$^aI~?>uJ8J( zi{uk-4aM>hu6-c}K|Nz%3Ude_D{E{fkD#i>88tJ_ zwmC^W83;7Ei2%_<){peb`e?y~%M)?^4Ley2RvkQvfCwcun=fgVl(b7W)4oph@pT8f zf)e>f!j-*ddG*4T9+O9#aT5J6L@-3>eU7l$*nslPc}DMCuf1@^VbMxRWw)QXE?B{U zCiJ3VrU;9`p#m;m!)Y>>J9PoIvTl{*r)%nj)~5*%f74IMm_u1#-$d()OMjKbcg+LO zU4oQ&SaQBi5e+6np4BSjuvWW>R;G-t-Q9I^@NXHfI(E7BCs11!m2ZA_hFvMZbVzOm z$3l1l7BQ3+U&JnH7krut4K0XTOqQbMKX?QNeTR)Z?1BTW`c>Hr5LM*p%au%$AR9$f z6<-`k-qUhh`&qB+*u)m-#=W^i=ND6*x|BJkErc&Fv=yrHYnfjUpmgP#7oV3;YxSF)S5xEb0r*EOas~ncK0qzU}Mj}j+2E0>4 z4iZ9`Il-mN@Hn0~Sqw^)DGnX9c!Cl=YQfD7Mfcpq!Mj$(tHteH%N{=2Y&+Q06Df;IpC|*hVW&_3adQXua`tKf2+0q*5_QBRzhSx z84Cx&FxwsO$0^jSB<#ofO%CX`OC00UvG;Y&*xkNpY9M9MRKR9f z2gwos^9=(ni5|p^w0K*yhWCyK)qT>WI42AdV5X9573mIX-d+PN>i;t)~MpVPA znd_lwo=$DD5t6IUEW_>$ppRMArrn8~^rbiLdwQ}xy#saucxE%B;^b}0Re4+M-Rm97 zphVQOtrQ;cN)5wYjB)89RpKKQ6m}gxNu67+*hB99Pph06?zvd(=#j#uVpr~YUZS$~ z!!`BRuI2`*4(S@d#-4_}Fj3Iz-ho6ikHzB?ui9iV%Jo!49OyIMVw*sTzMcT-zR6&h zHcwVWN=3Y3fqpcF@S>4v{d`TWXZ9#foIYhaB=uk}EP&$Wh#m%6Z;};R?|UQtG#FpU zepr>@d4Z+f%dzC-oruiHn-k%W9RiSBJ|_}K^~kY?W+Wn1>3G7)3_W%#U&eR~t&E0# zdCnR>h|~MC`&kQ<(@91=p{N)Mu1j1#Iyt(Uscha2YdGo-GV&?h*DFy~edvim#z8lX~~c z(|dv8-&LQ?x^TubGip2cihszu=Cg#;1+1XAVU8rNebTO!y49g6w=yU!twC8iNfY1*i zQ-%8y0$&eKwHyHe7cL!ZtE(~0@yH;>maD}9-y$NHY)|JrC^!P)@U}J`vq=}@E3B|~ zB!b2OFFIK(G&DLa2Nn%xBBPc0ZunCL88%AO{Q*6m*s~SubpQ>Vmdc_$B%-tyhos}xUI!i?L;No_?*1ENM$k~be{@`INlIEfM zt@lk%qK6=g{WKp=dj^A68=%VV6hah$o z?WdEl4Jv|mPk2SGgE}01S;QCcBr=}|po!^tYomCm7&$^_@yxGVl%qC z-);)#3A$_GeCQ0!?jFfzmQg;zRf82SFT$dY9bzNKxyz|{-O7e-qC?_C9aSpGiitIO zzTUF2S9PhS|Nzq?n$zkWp|^`ZOK_8Zrh zXX6y3-HI~HvnY9E*Utp&3=)sN?64+o83#LM7OxVrRwh9+1*O7yVq^p{w#lR3VR@0c z_@r&`X(at9M%z?vJ^SX5IpXhz-Id;nmKd%TzG*Yl_!^g}yn9moww8Zl%_6$7J8VbW ziD@se&MYd!O`)n^h(l@#18%`NC<|_J+c~C-pw!7O3Sp2+f@;VHQ3_gX1scaZ91eO{ za#2yEVSU%qoSDR86YFwghG!c^F7I0FcF=OCs|h-vVhvWL-C!4$`BbazkU3j_xArEG zE9fc1(n2g_;wPDVG)8vyo+X-2KXJP>sdhb{#&Lfnr5_{nv!)y!e^za}YUsc;EprVK zgUze}@>MOW3E=y)m_)fpWm|0|T29t+D{~(TBY6_xSj6Z_O<3|>-cf&oL8`58)ez!a zv^=Ghd)z7E#l?cI_e|{I1sLDJbW+ zSXkhZgK#3e*b54(6!N9%f{=mYwwIc?a5z4Y`RX37TS)@N+%4yMGf|Dc&_GA zb-t3$s57ZkQTz~;*p0g>yg82_S@qcXx}6z>E0F~kjF8)Sn7k*Lv~6kAi=S9u=C1N! zS4VtNnKPNY;)C7TN}V0gi~CP?CePj*sx`?Ie)XUSj&Jo4-yj#%5sG?nwRqQ~ zw3|42{e#3qwElii#v3a`x=w2tdnsi+>IGZi>>YVQ_&#Bif6{ScW@$~kQ8l;`N5h_p z;0^8(oWFe>264ZLwmO)Mj$ySw#8(XRu5x0%D*rCC*+DqHU3zPMNV~N_JLL5;ZhsBo zFIyL&a0dhyX~|f8#A-t=*$a9JEySLF@mLArIfZ+WW~(el=f2(%3swa zX1y2TVl7=9Tfoy(az@(3cZSp>W4ZnS(7$jZj&niDM(qj4Cx`@CXlPPCr($Z^sCBb> z&HiZwDcKv3v9r>r0}P-n0Zzf{D4Yl+x4eULYGJZ4>DU}?)k&oya}};4Gxn^cWd8;3 zr^)lNGc9RsD3Q2oHVvQT11sCdl#4}KrshoElR0>yrv#%b=*6aIYS6cX03Sb% z_bbXXWdphoX=KK}d`1aBSJ8Z%a`*<+s4a8x9%E+CWS}H{NEZ@Vq97G)kVsY~qwTUS ztDa#VKW3v1vs1%jE^qsDa_ZunYPwXWiG*u{f`|(ZS z=e0UJmCKEl&Y$0Ze5?-5mv6mxl5|GCD-kXbd4?3}Z_;7?zBfC1WOb831ubNdGKUIw zCGZd_wgln8EMjGnO@BtQ^U0EZFruvW*OtTdW7^I9L{+Q3_sy{v%bQhnp|Jc|AC+tS zy+I;!Ak+)=PHzQ(8x;eSBbO_ONrQ4l$rs9`tNQhYknj#BE56hb*_CE`Q^UMAm!t5HVdub^3EPu>DVE~I)YYR7y`p$(v3 zpBk~pAGP3avW^YKlxTDe>v->>MQUjwtPAwWTyvjPy#osI=P$CXd2EnmBT4(!`<4c4>CQ39$Bwk9c1LLm?RS0-A8nOb%8h zbu?S8rx6Lp)Y-x{2GrU-knH3H;!{||5x6+5?P5c$73iL@xnQF>TCJKJhZr7bszNOZ z4&Sk)%)Xc?-z)XS_a6E7FquG7dz4waS*^gQ~T-vcfu9<3tfqXNBv39&GWP^cXE{4|CEew5Vj7dylAR1r<=3ZNsf2nVH> zs*wA*KWQWPU09_tgOh7dT=3fi?pIQXBrb;X9vw&!_D{yf85R+<8V-&$mHIBGp!M&+ z*JVebI2L`AFzlRhE-;|6?~5c7voMK;vR9tBoa*DAnq#}poIjfxA8PSl7~?WGT*#nS zh38P$E7)uwurap~dc!=t-Q^08=L~A~7sG?4u=WH^`jW|)c{;pYMT5o_G8I0wLgIyw zVi0V`LF-SCy37-XXzxwzcwt*~k<3svs^|0(n~C$kveNMtq~utBe~B>=xcnLB74+Of zDMA1}{LF&cJ~XTB`*im$#F*WEZHFrYTy=x4J$fQ%r+J%;qubvN|Lv`=g1Fy#1?tQz z%*7vPIgY_C3x336&d+abPu^dc6W~p#(M!4tn$l1Z9{U^&oCk7%fxx%ud4- zs>3Cc`fz9c6UW0W2AL;?D~P6>-v;rQEU!NKL*?v-qjs>Jk#Jd7hD7&)9JwKf_lAmm z*`OnW^BPWw;GlERw{N}4_o4KxGtY1<;tkPkXC$KIgb;}&mIsRFG?W{CI$q8m2!hlx zNfU+wc=m4#4NO=VpG`Sf`6@g{s$by-g;Cn!dZyVNOR#nDSJ>@uic&LK>>PzJM7h!fxn7 z8rYM7$Jhxe-;5XT3V{;FYzhbm(v9Qtk+G!n%a!h#Oty{j#u})5IhPyvi&`{@jV%o( z(~0Uc@PQYUqsr5nJC@nR$q<|9jn7J(KIf25&cM_G~bj3&?Y zp#7CzQCkA7!~-DOlAa5ONMT0L+qGwbdE*N}d~s$Qt_D^gBG;)fg>}j#)3C_{+oDD} ze!}ab@~Kmr?vyUN&iaHPaQP%7B5y_=K0qPp=luv&P7*4^ed-z$N-Dn+t@7hk0Oq8=pT+-EJP68T0fWbU61yoR*jX zP^P-8%Ia&KtaCV85{cor@_^UFSGP1t`^yYxAm)|b9oMZWX}__d*8Lg2sXPK+lO_z4*$y3Uw0+$KC>-C zZc^O!TMfch*(1OEigEdnD?1QC!vdF2?hg!;w9$jh>A&MS)DBkm^V+-FHbsb$y{iUeKzAy! zk#X~ua@0Z?N%An_k%JEZ{47TO2ey#&wiZJuNpz?o^ zZy)Tgq=rPFJ*Z=n?Vk1x$&SCr4jGZTkznCFRqZdXOOf>NpnBIs6y@3Bm0%FzNowx; zh~a))dPdScjiDdaI8xDW1Q+?yGR~s#P;|N5z8aXW9T{So zv9Op#>w!$lB5eoflyqn1h({w6TLuemmSv^+Fy2MpGPU?=9#j6X!A6f_1xiy)@o`KM z@7s^!s9qP&7IWP@*Y(^IC8#!}aX+{S-(ty6BPFB*2F-noG>=i^i4@n2w%7?~H|Ry; zcc?VNBH-i=EBxT;H*}msB|br*>q7 zdaOx|Y?_n3Qq!H|sa%$!HdN{5d@i>X#}Y9gZzX($PRsKST9WhoLn zncp8k9j8jm#2?_ApzX4fkuSJX7EK*kIU3O@yq@SaEkctDqgQEpq%$+lmc^TZa=LR{Tn zDalTV<{#`&aqp;-iugLvnLzKmL8*}u@%xGcUyJpN-a?JkE+y7|3lPfZ=yrQD$?f$$ zC)5Kf=aaKY`pJ}wG8`Qp^u)h9=)q2QSiC>+h!c9j{Tg2xoi@-h5Nn)s&Wb0I^hK}4 zwL{YriyBXGXKB9U(UqUltj6D4MQ0I$<;OKgEWY}$vi^>#0`?!2m+u_(AhZ1n))V}0 zUU*_wOZ2&5I8+2dF$*GPs7I^m6^NzjHQYj7-(Fk;VrlV$mTe)NjCnAun=HWv7RCL@argN2$&>B8x2B}iFD1!gXry$RyqYY5@+Df&F=uin*K7Hez+p59L9{=1vvf0JhLx0_@aGs0DR>FlR-Pq^a+8}wp5C&ODakn^axhg#D{8RSx(TuWv$n26FFJ8(lobuh+-fqYVeQAjG1th-#H`vVu!oc*6A0r z9G8`in+VM#oZjJ8!tK<>7I9|R$VA$X-|2kAT2$^0o`qHG;ORj5IpC*rl-P-Ix9#3j z@tsE>KOgzC{|Wr{%S(VB9Vbt(XI9=NPV<@25jI}GEm=}&`*WM7B*O^e%Eku;jc_bv zdL1BP)G7Wv%~EvgS5Ula}+>bM4LX`Szstr1iJPw%42W`SUkk-M9Pk%iy;GevWf5dxg)O zVk7%V?YIwRCiq>4q1Bn}Rz2ic*pG)c@$H(gND%qZQ*g#MM*j%g3)=e~@b`C=-{1d1 zaempDIoUXWpYi*c?H~Dke1Ad!i@Q2XC_93}{}TU|@jEQAJ~QZmm`PNan1z_hP#?4f z1qBBE@Yj|}UEaXL*wFFMIj)?P$N1XcBSY+_ksBXfNbTUTODP!=;WCl@OtD=Q}lCo3@v z7bhb(7dL>JlUVytSy5XXM^Ir0;@`oJ|B7rZVQ=eX_fK8=tHwXMzl(tWn3O^7u-CV7 zu=`!Jq1)ftlEjYoPR4&9iGt1&GX{kYFjkTf`JMR>43vx=Y@O^4jU9-8jmdzuNZ?WPjJgr0iti_y?wsw)WP4azy?a4K@%AT>t3*|Gv%w z{_gC5goviwf%`;3XI#J2Y z{>g4|9}Ys~ooE#N{eL&vKRErvW;vPvHk{ve{srhC6#oAjEDH-UD1rF+P33=@=WpBn zSK9uf_BR>-E>QOWLA0^_cD_GG`memPvd{hDZQ?g$%m%(V*tjyT1C5GVHmf$HB7 z_qV8kFyUnRo47x<{!cQ;PR#Ph!~ZLDzqRIHnfs$jf6V2733LDH{Vab4QwQ16e;~^c z!Gicz2m!*Q-9XT{>U_*pcO1I7IFDKi5@u@WL5q}qb<6@W^^3w-7bZsUBC5TjGrXCF z7Wh6qJm*p6+u8_xKHIY=28zoHSQ+fmSm`9`cH`7Na*H5#`%$uUDle9fDmMJTq2O=b z0a3uh%=#Z3{CykvACh|(E|Bj0cklV*QU6N9Ut;lpgZuoso&6Sz{~-CFWRJ5-;kWEf z|K&m8%Hkz(n{aMgfm)BDP;iI6aE}-tq2L%FwETo%-q~*=O#U10{+77^>OTKz*#9HK z$I46$O8-sx{;DXWY{aa8Zb<)C{r-64ztZ=ggvCX_^2 zM6o1{DQw1!tXhV#zle-8F^t_BSQ%PACk;b?d|PfU!TrbR1b({l$7*><+B7ZFfceAtYG|!f2XPRgv3Nb z0nde*nd`&pq7}{Q>FL&%mh$rQCYN&?D=R+zu7F@9qQs;mE}!(j%giKv`fa5ZQk3blFtkn zmxw0JNKEYevh?=U{$>b5ivD?D@Xh=(4qP|}Q$$=`9Mo1xNl8UTMQ`s{&?OBG4cA-T z&~R~awR&?zgXd;8W=fQI_7!g0ecoP&lbDF1?1=FZsr-~xT*66!$6%~ct*x!~^)50p zGWPbD8=YSP*9|Q#p5vMPGL#No0kHV}0&bULqN3dk3*5A{VTNcW{q&g9s5!Lx8j?UD z3@>v2rcgKL4YqKMzd!iI(!jugukSluU0oL!7YPXoG&Hp0X1uurOca!=+S+t>bJY8q z_V%}jt9{)z&y<)L1uZT56A$s2y>};AOF=v5*+VPt2$B5-(n%sF8dV06{Z)E189Yu? zQ&Vv8@Y@SwN55>_U*_^V$s%)P(>O1<9-q$J0|{WJ>|USN-*O4bfX5J}=QA@i8ykAX zc^T>HzYWOou*;z89#|O^6y(M*Ff?=th#55z4YaYeu&}T;&jyL zwY9b7pYMNdL!ZQ?rz7wN2L?hyLRzo4taGCB1DPL|+7Gua-T3Z3P!7CuMf_B?kYxTfSQ;04>I%4@C z#Q!m7?p-70JjkuE=+*TM43uhgu}U|<-b48!*seBV7=dV|Wnz-|eQ7c_Hpaoh0d@HU z42*ia_Y24szkmNuK~7%!{+;QMsw$0Yqrt@*Q#Lj>NGENG9K@eDgreR7^gr~wp`u;} z*9QIiB zmX_w{=O@|qaCNmic{`k@vbH{z%i!Vnc}+J&J7T#J<}U;*?uQYP7K$)5FmOIy0`&`0 zK<0M3&T`&n;fMb5-1qQ^2zpvtROg6qzEFa0mk@Bd-Y<_dbaZNWRLjfDL;!no004&q zCkKr01{?IHqISXXUVmrO{#TF@C@3p~00@tY+WTi~n25f=cSS;q20^dZj%jLUc5rwI z>tyr!GcIHxnvnnt3ky5D<7QXj=g*&K<5obv_+7K!UIsRtm;n()qEKqED#=|-Kgij? z#m0WIvje%&1~$&R0Ye2`VX^pyUh86!uTVfizD=Q4tmap*$0kk%PnOWT7fs z9b~+Fa#zLuGtf85P}ziJF#Mn^FElxo)zxt>-Ym6wJwd`_@_F9>2pnTW5Fo&6FWXnof*-A;aNF_2W zDVrp#$S5PLjPKofzd!HJ?|1$>x6|q6^?Y8}q2DnQBO~A{Oecj`=!Z`g!|7+ zr55JqmRq#Oqk8J=RW51t8kUxoy?*@~+hMyWA7GLRN=)o7vud|?ysBA{Eu|p%$S5#D z@D!e0*T5juWU$a!+Q!DldLocyQT|^quOoY>!TQF^7lDF1;>6 zmE8KBZ>b0{`vWNH_^DDe|^ZYOg1+cmmn3EhAP!inom!!iS6B+`9ip!I#A_+ zNtMpIbBq+CsHxMZPn#SkvN@N@b#_meIh(&%6t@VaP6M-;Xi{>TLo7`U%|P)b!nK#_0RhU#js+LGykW((M_Gz*LVN= zhH>A%eJzFGzI}Uo?TdqbH}#&(g_|LSvN<;^E8Q(D_>Xb~H4KhNBz%OxeF8(7TwSd7ms{ zToAo_=zNp-l_u82HyH_UsKh**uF=~WUoGhQ5E|vBMW_?AEBMXs-MgdMrD+a53=FJa zn(l4AMA+Ke3RqB2Gi#=lDD1qNwk=k=`ORfICJyI;BU4^8EL=zkjdIUDDXt_!)imV~z%PD>W@`sNcv6 zDJ|C=haQ#WA#WPvJ&L{@Oibgs{qdO>fz($doGY;3Ae+zMq+ zPz=4z^6c5O*wZ&TA7-{{@eS1qs)*6~t;Uz|7bBDBPE#jhu%e1=gPOypfBb)2O_FyrclF1AQmy*DYdJay*Gu9Z#hJai8^ zj~^ygjw7Rukt?&GR(>x{t2ga1of;b>oOrl)W$!x88;Xh3nwt65606>hj&lHJ>|2SW z56?c};N)y;Yg2Z0b9Egicl|l!Gu{%1x$$*KR!r<#^DWL|bPdiUZc{{wVo5<&RWkBN zXlZF@l+>+B5|>!mDlIK7r^l~$kL8@8vR?R7?V`~aM?tpNbTm7hkUcD!FKpLmavyP( zn7W_M$8Hr%3o^+vJXk)*CaH31d!MBQ2L~4y$awtVkm1t&4#fRuY5Hz@`ui6yuCBkZ zBfhm~&<6fqp8aI})Zr8$@`VdN08c-^)Ltv*4J3SO)2Xhl{RDre8bamd?2JaLGx7eO ze zyr8UHhxOy>8hITG^i;=Z^vrc12U+~!iJ{vXMznf8V;~&X+%=l>EZ4O*A17KRrKC`7 zC=la3OHhlAKz*1v}oJ5Bk%axv4@&fnZWZsVq%ex+y&?ZcZYX3UN zCvU~zSId3kWU!9}8SVB<2=w0C^Z}fUl@>X0K(iYib9U&(A2Yv=MujS7_w>Uy9jysM zl$4YOidx#*T;i9BA{z;^ZgR3QHKB@LwX;fIJe15S=RSzWI4Rt&O3%P>V|nKL^z^4y z9wx^J?9vXw!a$aR(LpzQE3MSkN%G}xTRQfR3uP$!30kS7OWCuXeyASHM1kcrtZ^@V z!qTY`7s|fptfk?JgAcTl<1@a*YcT8S(TV>ImvlImQMn~C^u+G6lF;QR3MGyAWS*G^ zX6NS|<{KGM8(kyh9hY}nIy~|;*-$zoNh+z>`j6OMuC8R6s&LH+=H&}KY1?q18xvW^ z>sNkMRMhk5@|xE?8Bg9hP*PFxm8D&Y;Qiz5?2aO{S|Gok^}*(5QfKK^k(m$0no2Rz zQBf^iW7rO<$;rx}S4JBtH|wiyyZ5`exCFS;0n2KhJW2VZzNty@Xu1b=d}`|S*RK_q z8zWK})D!RA2{d~B!ejEo2q0B-43Y9)g2p8o1%=Pg4a9`Wzxg(9E%A`*Qx`bKUAEra z0;)kN*QCCqa5GdotmNA<1O2=~_e=Cmr48jgi3IDi5iObmkD9XP)2p-dV^`y}p8Kh- zUK48i#Y-jN$L8!2{zjs~m)o&Jd;fOJ(c_boyRk6d8Y_;vI_2K+(sS`XHmz}`-AJ|K zUg7@c>5-8$W!Gd6AHF@aaN+rNr`NnY72G{Mwz_jnUwGv`dNlR(=a=Hh9wOXJ-k;oR zaY9qm#@i0IC`Stn0iA|jg zmG+r;Ovp*P?Ig>VimHpIP=iKF^Ul zY?)PgPsZu8i3!I_z{U4Kox~MVQc_R2Tm!g8IH#t?E#9rJu7WiI`RqGhd4`_h`#^fJb7$0U{ z6UL>h*e=`QzZ!g2;4CqqV;0+ZCK;%2>9mZ9NLyW<^2w70mDRtpn$|FmG5uv8rAuDz zdF2V-lz!A_pjeabelz}eo#K|(R&oociQBhtqeZ@oR!ZOjW%<3hu;4rw>@?QYEj1aK z|ESRL027Nd5bzkEGTnX*dBK3u{LD;lX=!QD4n@VjDkE=ayhQtL~lGgItM zYi2Q;1bo!h?PNN$8U4`awa)bG*iN9OTJz>x7(H`xBD)7Xp3rZ|ZF*n1=Dmlv=FCq? zzQBK$NBzr7A0C4va&ie z;o*Q)kJ{x~UcP*pxzZf7=USheY?8P+i9FqzGavEe&iSqW_$((R^Z;OdKAcnv1U8w& zoi|pK?$~7cZiV}dIxPp>*ZP~~vgPJIEZU;+YF>xZTD7=a{4#7|ag7&0T)bfQ>WunR z8{X0sEJ$I^yXVYWEN}JNym(He^+i&K>FnHIh26lfDJdzj!dR>0z62y>mXlwNrzFcB1G z?0S(Xywt4|f8Dv@o1CjoG4@^9e%H&t`de6>mmgr7&wb(YD~~%{cT*Pg);;6+jq!Tnun~q67%t;E9Q>@4C!& zJ77ZnCno1z4uz8J@UpvnnIPo+i~1InWm6Pu&VvWdW~a6`|6J>{>dHSe=)x!MpPS3i z&dz?F4DH_g*W{VYmq#C;FSA|dU*zHD-a$iTFd_S$G_YJoCnlBMdhD9%dgp}))ZhA& z;^Plpe6>S;MRtpRY>RclCZy+sau7+kLgo0U-Z$S54Aa+!)8ExT-2H-ki3Ih%w=tYS z=v6eP$QsD-Lc-U#cU1)o+mD>(&V!0YDD3X)Is+XGss_X%c7}J5g-kA7kZpPo#%uzn zxE0@a@#F8`zX5Cs;yS>l6t~tB+AJf(!mi)Aq52RsC-LrGgA8-!2WTQ$jl0;`23EKC zQYM$QwA#&v(Qri#eG|&zKC-Wu?uuSuk^18~ExyiDV{G`VaBYa_+KH24g>QXLzgE#| zF9^DBPf%U-8q!kW7QTYsg(P{;(xfEA>({UQ&=loo1Bf3uKt)xF9)*eGF!zkbkt_Wk z7Z5`L_XF*FMxO#8QGiRTtE)$wT}&B=tT8Y!;CRMb?!bj-<(mu@$~#C%NDdu36v##v z&0SBtR8_qeXVPy&)nof1n-Eje zb=ot5E@voM|JmQ5njr_ikB;iTIPkfz#2haI9DHq0%T8HNj%%~Kl4Ff zPw#Od<J$nWVfO}>I`E4ZBF&$kpa<%?JhoY(-LinL{AF~m|(XDffVW;E3khf6YBy{ zl3#Z4tDF7ZsU=(2AB{mHgN-QFnE1 z8#TD?;JgRHFO=&vkl=|EQxN?sII)8m85mwG3}t#5NkEs$*Y(>MkGVKJJPeJ2h?v-E zdJ+SFr2GKWG@!9OE!gitNl9QtqQZ^5>7FL&PhSgGyU#tQ)BaMQza?uls-v_`jVI05x(fvnAhzk%~mv{gAOXB+tX3i z({l|QQubG0TO0MU@=D^Q(Xp|*{8L(5QVxSjK%6cNlj5>BOHs^ZvtnxT$;rpLD6KYE z=lPoTOIKL3pE-?@w7>4`=l~L|i_OW&@%#Qvey8HrV!PsqGd5dMx@t~(tk(fi(V^iy zLhSxbF3NzDLcUMztvb_NMontDP8dNj&8wVEvTtLtyvkDPOI7fhDo0K0O3?dfUUhYK zOV5t2zQ{PcXXU5n^WmC7u8srS?>CRTnXA`ZlJ+^x(Q5Zuw)TwzgIhhly%Rbbd&^tr zpJ6{NrI8e}%^BzW)$P}aVws=)Bz>z;SpTtqXQfT2ptyM4#K`zN#^F52bhBror*+Ss z1*sx7C@(Af(=DKV)NgYT;s`!Ji#oqqC9^!(@!&%?vpW7wxqz18v=9P{Pf1Bh`_A6~ zHT%gxLnE}+qW()uTbqc2!VA-h(-A@(r~E`)CuAe{HU>1;Z@=fgjrUKbHZ(N+UioQe zpFYu^5vujfZ_79R5B6}vv|v!AbBpcy^T`nr6dVOvS!Z0R4pu)V;b^gXl9iUm!OYAI z7L%UCr*w9teB<|0!R#EyKt7+KR+5gcZhZ-PFstYV1^Wv=I~r&EO88RSOka9?Zp1vg zMRY4MAwdqUv4|^@dpFUNp^S;F8jGeL+vB*yBW2H=E2Tva_|qye?66HU_No=VS%HyLQPAXvKgr* zRJ$C>G&s)^{nOr@oSZJE#|jsi-9M?NRbE;;^)ZLEeFN%hdzx$~s5BmrdH3!v`F6k& zsL&*|TvSI*7U}kuU$L-gN$y{LUV1kr

lqjJGZh?p^Hcl)8nFA3wKhPoMhuk;C5z ztbj|@32f;{;l)iy8*%ZHXm;tIO_u#T-TW56QKwm81UQmS&d2d-D7}|;2vww0vbwG zn6K-fQLyZLk3MvC96EeBcrDc!+GIbYgB&mA9SV!yV$jVN*GNx|XIPM6F?suVE~;;jT5O z4LK{*n2!ZfT!zNDr2)W95#JSs>bU)$6_YVv9UXErQA@G?hfD5Y6>O%L z-$q&da&n)5Il8+mD(9)FGoL>nY;P~xnd3RlfAFBrg$pl^Tu+aEBQkf=WrzMdi$j>c z#F86_0?9bB=Lu(j_l`8AR44NB+MaM`7W`;@ljW-W=}5OTL2(;@UcFg5HaHVTt{?nD z{L-V#Q#7hIJS_@d zIW#x&X6b%SsqF0CiPO@%>eUN$lTObTarl~q6pWqO{SSG`Y`EI<_)=N_@N39G7D(sX(DRY9PoQvh8PyZs40imO_xk6~30TQH zOr7B%>#&0ad~48dv`64_Epv&jg*wxeAjqdB=FKW2mRGKz5q9PFs>FUHT1v`RDoM*QSo>jW zQl6J~OpIK8rn+|jsns?Y-YMdF{JQVu7tWOyc8{LY{UfLN?+`P4nP!sw#EZZp+cvCm zZshfJx^{w?fPlcxojXAh>|B$!vNJO;LUo7kFruh*<@@ro6f0k!q!I(Y2e(Bn^)9!qMh#=ZlA3uJ)bSPP;99AC+v8dY^ zaF$ubh@Y32!1(Tg^MN@BWc)3+cTd*dAdPbLzmyjZSRR;;;5NmKDJ%sBMI=^DD@(C= zDF1$OURTK7a8E1B%ef`qw6@y!m);?F_x2mP(>f{u6`*v`ewXH3M zo0)xq$m?_{!u$#!hK7#v@MI;f1l~zZ^jTm1*w8@46&4jmb=$IHso=FsNHZ}p=V4L9 z1Nu)LJ_iN{I;vCV3IzW3ZOG!#w$2+G`WFWbM{~$7EKanquaM@XN?6fU9mdw`d=R6= zl;n`5#5W3z>*eKTarX~2{AusqnVmK6v%ELH!(#=fO-@MYl>f-PO{)L5--A^UoB&xI zsJKeXs-v!M*%-kHTVYA|ARnK3_oH);WE}a0h13y-#@8gGTi?C~fN$`yzKO9R23dm5BWOy=!WI@J_`z zP0yTh`raWR1FIf9G>TIWD&o_^T=wec&pFoJ5!9I34>b}lk?#`!Hf2BJ_Ncu4@NHi_ zApmn>ad<$v&c7V+Z$$jdV2Y5&1t!Kgk9x1-J+U9$BgR3`#dXx{mo=T8^T$|-AQNA| zN~*o<;t>(C@4SBsxQ1WoAqc87Y^v7-#19`n+iyATUj}(z#!{Gy(?gyS3r5K&*byP(q>%Dq4U?%!Axq$RO&# zYEQBsKKwp0(X8NkC{PEW^nW|zIJT3V%eSaow`eR5BR7Mu`QX6=>5mog26_vPd&{g& z!-}lpNN7z%8R1Wr(^DrSPVEev2iOMwvPZMJ^?^iON>Y;es{J$O$>D4s9v+af(6{gu z-={0ETa_#2lmBf49j>s@ph3hg#sHARv?zOcHyf7bpSh8sr%$EVHrbH6I1ERp$`z}W zU~0tu+~*II5uLuizQqQ?@=iD)keEx)(()U+U<`-sArNv}A2ILv7|ySM-> zAecf$d+OxLx4pej(Q^aA2%`@NS3g=ua%tr zEf*>>G^5DkH??vc5VG zEdW{~TCVaFW=6(tAnJn$QIHEL<}WX9fPbWx4xr;K0Usw>iX8^#>mdmC?+z-fAv42 z7Jx43tF)dGjhC0ccTQll?`D0iL=d=w0fYd@5n0*fl$7{%6Kb+Y2r1Om{K417y!bQT zngHCwFC-Ksu@%o6Xk5>Ov8*G92*upw#~iTHfNTB76;M>% zLTzJme<`==%v25n#AVqciCDqFOioHd)nZTDy@OKReCq;|JnskkOUy%4Q`u*}4G-@K z#S~*6m7sth`ejcvv)lvetV|Tw_&BCAM`t&{l_iCwt>wb8#ERuHm_^4n6m*tgO6$|Gv(et+jQmu#+BP_SEJrF5u# zO1vwW@L$~`&U@px+f>)X%)r=0KtV(>2D3kt2X4)eX`pdqp1>4-YS&*1><7aeuosrQ z6Hu4M(}SdNE%4GpIW3U}7#S&XpEZK{fj9IS6^TDUVTt@s-hoDndBFFH673N$_`!e< zU2fvPs^~B@+jtPLUy~nIL6uchE+aaJAeH^Td)Z4w{KW{uKwS_L5)u}sJSL5xLO>); zhtc^p%W3+s>E2B-SC1hTDTsgNca=-Y`T~$lUP!@f=wa|N7bY zZr{Bd8X8K=b~uc~!Pd%(8IcDu3m*QpwKY&3Jsllxs~5}j^K}7}nw|g3zsx;&{CH;J z>sw@VEK3Y^CfiaZg^wOJMNFoPfNBl(j1*$vs25 zcigxYg|yQ$zec?bQ}XXRWc`8rPz5Rr+B+#V>n@ppeNp@Ecm#mVxNbf6;P&5lKStIa z9us3$X~%kA7U82ca2#~5?I&dX`xnWi0W*PaVLIPf^7x9qgmb7}p=h{xYi{2=ZnjyT zJbqlnq>Ao=v@#LM?*HZC>Xr5Ndw~5~1r!kvC`TFvW-eBxoFCf&9PjAm2C{_<+K}T` z#Y8y+$^Jc$Q@}d_0bp!H9xCgf!3rw+{N6qBU4>2E+j|`V153dp0vDTAwIRyDWr zU*j%zHxpAxa4cqRt zCCAj%I5{}7b8>ES?ov7ZDiq(oC@X8H+7sw?DUw$g78kc4X5sJfu&F?_jT4#^4BuE{ zU<>_1qr{Yy{WF<#M+igK!BQ|fOZx2)d1Pk3i)re7n#Iu6^i~-eZ^hqjsdD4Qi4#?% zCs8Nb>GJ2n85=LNvaummro6X=r!W>hMe_!pL1&qbg=O%$XPM=1BJr0{4QYHdYzhCj zKZBQvNJ;(H7V>`AX6_L)ea>>kb+4?@Y%Gr|{OX%0)%e<4LDw+MPq3AOsKvybUeXx{ zj+J%!=FdYZtrA@Nw?IFnVyu814^_K_u3vL-cv4gZ8fTxZg<#@T>6N#Rt+dDXDn-s< zqhS=>%x$qOLnwisnc2Y9bQ5C}qRV+>;~*hQIrZR(e|;=VY&3W}sG-BBO6twj*x2D8 zKalsKv3ZGYji#qcs2r@Rrq&2kNIiy&np_vL*jN5Lv5S3v|Jrx>3tl&#Z12pDUHkuT z9~JXg3N34vp9cp`YklpnUZr$E>hp+QUoq-ugtwNAaT~v4{m^$|`i9N_tlgriJ(&Cs zT@(yoawaXdGBP3pXavzTM44fqW!?8RQbQhRmnarwZMcrGk8Rhkd7zQ1swy|`8gv>>PtmJyq(O=RC<=!Ifu+_ml(N(ABF5K*3 z&#A7i2G_k<4eI>~Zxl8NK*$$J&LScrO=1M6T0}2A!!*~*IQseZYm6#RtM_T-l$4P% zG04x@Je%!5qgiq%w634q^MrwwH5qjeghtIJ-}mWO;iJ901*O_3#i9D$OU4Z1kERRcpJ) zgYz6$U}CN}gfoB!=$$$9u(}o~1sEkfoZKRL7oYn2eDfZZ_f4u*B&@J=(L6Q@Ba|w$ zuB61qB2`7$QZ_U+1U+~7HMT4Ckb=_ELmGA$tz#e7^(YZKviOz#Ek|BM)LP~*e5s|| z`_5(t!fhd~Ev%*LCB-2FLc*Z`WY2uCBB-TNt^+#{U9`7vbK*{I3pqmE;jO2)o94l> zz4h=AAd|n6^1Q#iopo?|8BpW<`l$Mg}>FUCm#AxIx&|c-7a^U2=_vAtid{oHSR`?h^L5=T*mm#B$e}mIJ!UWFK z(2FzQ6AL8Cx>y#OzWDX)mlD-*aCe1-UK^GS?``_i)1QE%e7wBC`;euucbh*llYV97 zAPY@RN&>a=Z=(Fu%A+ZO0}H_O(EQ|GzEN55B1{c^phe@u6C$gSav$Vw0K1G04V4I( zP;q)bdD+kyGVDG-TY>-y80{EuxoVUP8NdW8w*vH08JX*w>ua%Jk(|e5L?gO=dv~yc z=fZfZ^fi?~w{M7W9pnDnXbwkVf%8B3`1nAr+F2o++V+I$3?pMA-sP!#M;LW`!Elh* zSl{@wlAWF1WOi6gjJA9kD~nW}QI%s>L4hz!;N!=3OL@v~si~H zq-|1sF(4*}mSYuWo5@b1tV5ZZh`^u(KQ!=7T-e3TEELM{x)$bj>{wOrcEh1xI zcu%llaT;LTSGvc5%stA7N{z_(6rbbY%JL=8ufdU46#w|-Wd4H(8cYPkO*%nW!Ld{* z$jGiQ&zy%u;Opy~&=W;>9Kmpeb2P>J>OlquD(z2-(qFisF+DlC`sYv3nX&8Uxp_OP zNe1HalQ<-8Z$p*HvAtb{;4elK2=oT9GsUfin@P&wdB%b|z|2&oh!TVz)cWuL2D;cM z$jJS7e=YHgiTy-tNKa3{n3e0TveaAcVns?C3J9%IDDulDm}f_RCJ2+X^@mJs@N=|t z{$3U^$MAC)HEE>+4|Ae^KJ-j?KA`P?L)czkSs9|m%)r1m^I__wjm^IC3P44F_5@E@ zef0ZN=H}+6ZkEM0{e|DULO==dc#;p>=vJ^GOoiOctM+!Y4DKy_Y5FDs9_5*DUgJ%4>DEA$Z6rj)3Cr;3Ny)N6Slr@k3g_-sAYVWO? z9lakvCd+v^I6IdXt6rV|yQAh1B9i3iCwc^oZL`pwiUq=Mha)5?Czm>!L!lg0R$6NM z{JQe3TO_9~%lhGVqs7&_O*1u!VO-^+r^EwW*>v7l9t}1TgtlgH53oUXyj&o{=@k5a zj2(kQBRq%D{{0lJbk3s)$M~+V^2~fNI{0@HH|7;MD`ZJ)Q<$A)0M}>pOAZ+p?yqu z7Z!z9~;J{qzrWYnT)+dHZG_ci)IUNI+hKL90iPrGj^g7{lG_c0U2?{_j`1US&JTe>O>IL@LtOVQX%;;h` z>CTrYaMlGp=Zqr_hwWbwgup_z>vvt}Bm2_J0AR%F`{@(B1X6IN`Zi%#U&-lAmIdI3)-II z=IVCitG}hW3gt{qE#NzFF`&Mfn3ze;1MUAcK!-N)zP^D06#|H!jvgM@zAi0+i$kYZ zdS7$}OmEK~F=Xd|<3JUJ7Ds2E=O|sgeo8rB3N&7;Yu9K+Tn~;zI2jARw*EgkrK+2r zm9_uD={Ck)rt-y+K*1k^!Kjs5s48f&3d_V6N+ zik;mI{6U^+h~jI1{!q$soY9~$pj1V-=xRh5r&h6NP^4=*+!*%=q{clh#9HkZpwyDM8&N1v> zWGJA8uSiMv#@;=5n{N7&brptJQW6W>#M!Pf{T93v0L77?H0M{*3knw-J&!7x*EKh5 zsHhNdeFUe3wJ$mo7JG+6PZ&IATYf43g>!UczXrUyg}iYD!{6$PgTt+y)PE?%2d$V4 z#T)SdifQPx-|I#-mL@7b(T)1Te+)q_6&00W&I@M)yaop}wYA;d-Eq+GjGmsnD6)^0WV;UN&?l}X$ph;he9oTp13Q@2VU?2pS z>zC0=n$q3Vw|nf7?@sRSmB(Ya?$B%PQB(J)7&GZUok=m~&ugy79%33w^HI;Jr?smrcQN^E^SdiaKS0jFHPoI^Ueg-bsrbECZ z!JIT5_1Aw*?y}~}%>dtFWMu9(x;&rwBrl(4|h5KXOwOnd=wg;kg8iIyZ@ z8l$%gCfJypFQRE-Fapp z=H+qXd>PKl4N~3>5(&ENyS4ek^6sH^nhZ$W7FJf$f+6U67@`PlP6JuvT%5m4PmdEP z8`}}oo^`U+H|Ih4q{vFtMH|C;McKB3i|<+ejEoRMw_Z=73l=~jLpPdxeDNt>7&NT- zpsj5p-WO}VV`_eDuLw`aONOHQu$sDKAI^*pUaGf}Eb$~SaS_-xY_Rqvm09?yU<18c z+mZZmDK8Fy#mjcjO<(FOET6M*MQ$7`Sbs}zE|cpiJy=kQY4`4-2@3ah25wVn7yLW6&gSMOHi{fR58m-`LUD2NR1FR%$U|-f zc~SnTY(v8(Pd31qv%-LoeHGyra@1psffOO74t1%B&>??x1>1ovA~5|V{MR-+uKc0ebA_gtVJ zVr$Dejyc+>Gdh;Ri1GsBYkLZ-XLb1dcgW{BTutFcRZUMt$M$oaZAEYT8Z$D3iQ^W# zwmj|_9*s^CPb+rNaAn~6#Uk(f?4a;d?PC5rr+BnEx#LqFCL~}(#l~K=w0&0Tu5dK7 zWwImhB!kZizllzaF*yJ%rs&+$5Zg&~F^Gj|>W|u4TA&~yXAEv2WywQWMW-p&<%Ky= zR(Sc%?R`3DgRZ+6ORss+9Ag2~P!bAdAs`@7lHbk|b?`#i5)mmZD3C)I0>Y`@PmJ4A zoTf$Vx^4nX788?(h6ZN@{55*PP2h+sHwJx3%FWHiRuNBrhui@+r4J78p)1Rq%>{?B zfM#_OZy{~3R2m$?m`3+&74w&xJ&&sT8>Taz5>}K)7% z&)6t0&i$0wGKuSi9=tPB*zmbAT=c+`_T=D8?Dda0OWq}t)tuaYcvgO^{G)mPN+>nE ztyrtf+qcn#=UB?}JgsbTZf}rn@BaOP6e%34l&nk~jGI4}#82m|gP$n#VN;p{1`O}O zX-e4dv;(YcY!sqiNNPCh#qKvrC5RwK%4JnIJrVA7Nx=9-U8-*N5Agn3y0PI?Ux=<&%); zY-}V>C)ZqnA17NG_)b-hAiHpl=eE(?J0d}<+dvESXD-%Aw9p`CEIXW2m`s>jd#OS~ zaFa#jak8qNo6z&S^r27ne~{GP*ib%@d@M>*$V+qMs$Y;)aIg1hn?&~Whdoxg(OiT& zW(6gzrq7SWdh9#oDsW8NVNmm}f%TafV?vN$hu$Zgk&O$>%QR$U$ddknT`}cyamn#( z)1-LXc2CpEHK-k=s7JJ%lI@jc8Eh03-5Vc0sD#*RvQr)bJA`mVS5Zb$o-W@{_I_nh z9~!3ll`C#IJT{d`L`gxxbii;&dmRE{kDTk8f<91bs=)2K>C8w!2Pv-!meKdxO6i)q zU??+dXphiu6unpJ*e)aMaCMw46cSKCa**4DygVm6qcTfsizAxL@?|d2_i%m>eTz8# z`*1Qm3KdgRu0tQ8##}v0ZB6!yZ=lSI)89(Ez{5RG9{MD=JWz9UWV!${;RHd#B9q5}+CTsJ* za{($N&qM#;XuAey&n_0#Za%WN>LXpqxkz|WLL#W(b?sm(8U;xzx4TqWmm#Jqylxa~!(z<~CB>0ij(gHf~-fxZAK_ zJE>rO=FcpTT2=op9_5B2?EzYwnV-xJejMbK6@Jg+1j6j!hP&1oh`V-}XHP{w07SFh zE1ViBA*d;ClFK4BN_9?+*m^*^@$RYJJC~A{m8PIgz~n8^FMQ^;WD8ORj;NPG2<;1? z55LW&lSLuKYg?2AMa5v|pyc)6kx<`{&xMxp!yE^9l_jpf{LrPDDQb#a5!Rm2>9uud zsPYV>?x&~U`jlOyDJEauMiS;PSJkcCG4GMl#Pt|iJFDQY!YV&nmOyS2!}C4RPeq0J z?bo5-Q{BRS4VO!}6n)>lU>xw#Iib`xbj&OcVWsGIt{O+(-09>) z#PnO)YLRR?&Daxmkp6Q^K+;{bZtuKx!kzkIK>@sn+kXt{{@`SA-=|N~jUB#@&KpF^IWyanLx0)TEj7UWR2pSg+=bGG3Cjf{QRYAve3t{>m0kVQx-gP%8X)0lv*xd zjEeRoy_4@H9P3Sv6K7e2#<({?QyCVZbo=Y9H$ks)LbErC#g^~{SE<^o9 zZc4yx1n$3L^B+k%5?1!EBzZHFKzSLb(PKzl1BgivcdQ3|N|yILWO4x~6ChkbjR2@c z=aR@Upi)Z3wGzX0`JKdEv?{dd9XLkH6ZbAv8ZkTKl#37^y#?n5mspnN-Dmosh;Obh zo^J7iQ%KEqa>pqnxHQi99exyk*w4STt+vV2LZJ2Mn3$OvEG}3KWdp?)b%94zQgA@ePU%pP9q}kpZ$)Y8=+N)U zk9@i@LZ?z17U%l<3?aM24AHN>yWdbnRTX8`#)gK&!yRt; zRcD2TB1AjZegmT}$y$8x$SbZ54?q6Tt zMT1K94lo#=FV``Ol(gfw63cU(ExgCdUkz!h{d2F$FH0;Ess+ms5fk(D=~L2=U%$+H;)Mft z^>VEA?e?NF{S9ZMI1G=njRe0}3YcZOI67*cI>p%4T@Xvk5ghHMxm_&(&KpC5O4ZfW@{UgX#G3W{&-Kdc zR40Bg`nB37QGeejugb`FE~&FB0>?Z;#m!l4eONX&SXBwPmLw+mbIQ(!YCm&(=Sfh} z{y0uiU|pHhtgz=l7hY&xQ@T3x6N+{cXp6nQ$i988R=TA~THsKML!7@r00sN)z&KSNHK(t+X66J629U5hAPem+kW0Ez2ALSFV}Dj7-HD0#<1S zvDb6xX4c2MKl?RCiWpbMN)$`Zyy${|;P?@U8K)jueRtY?DZUgG6VncIuc`2D(TzN* zEG5Or+S(cbM<^YU10^}>{f`!i_gV+3QUPJYZE~ZbE9Clkthbxgmr*yS#`SwVj~*CL z$}(e=oI&`|ITy~;#gFYH#sJT)J!Tpvr`x_ajmH$?a2!o;$q~_U%ayY+?Hs%HX8uzZ zO-lWe_5+7k|7^$FhOfK6)?t7>Dnrpd!cK!96Zy2f2c!25~}D zSvjD~+?nRm4*^R}?i(u3+b5uM?H$_sYCOaqHY0yY9Z7V^84rsKqRRhdO0GbZ#RUs+ zNaDOWSXf#X_qMQs)Z&h+ZMfd&Rvl1Nb7SSnix&#xk_!nq*mLUCDKbJLu9UQOTHxk` zGY=m;2%WA@_|GA#Q~8M7u}cY))ca&}1m@~ST_m_S(2_q#8ENz&g9`DZY7l!(TQsFmBHJCr zW7xGF)0Y8Q^P63XgYV3+-K-T`FI<}x?~;Q)fur6NrnK6{Ubwjk!s{lm1hRVN+R}oL z_Fn~cMAD9^?z{M2X%0B)O%CtA{-)|o{>MqK7^|(~wmMf@S-HHj61s&;b&A9zU6ssx z`ubLJht!fhIgvWeli}r165KK3^MOA9aqCw7*+64H4epxi>iLXX0;79DB-EF2KBQs} zZZx71$bV+Yx{x%m#77hriM1~r6cLH$2>kQuT5X&vjcuvZn7Vo**K2ZOmLY(Z;c`d? z71VnE3zrZBfg!P!=2oZ;y`+z|6(-p&R7WvSL zHR1E+lU4WZ1022zyfnUAlpdmL`idPt1dO(y(PYvDAI*ztGz&0i zD$B|~!5CAJW6wIgZHZrK#LL0G7i@dTb*W{SSspz=&=-TJXW7=&!QlrEmwvADe=Ucr zJgofL{BXK#t`+p2ttZ+9_uW7$#XdvVaV`(K#UZO}d}00TTjqn*xCy~AoW$g|TnJD| z44dQ>vI&yW0+N#5@7_h7k?h~SRpbS_Yl|?1=mq1u+#PQM*3~NaW|fe);*Wodw@Vpd zw(T`TA`qXDA5Uoay0owkK@41rDH2rJ+3@lxvpqH0c=vOP{bx)m z8F$5mIV6q=?|(dy_~oUpsZo82DrjK4>HVlLmWM*pzB-TXP{*D6jP{4t=D+=9X52WU z$5!>yuraIft3cxww>TWfG&&2z`JS9K$=<^!_7d*aSK*?ar_ChFOp#6@b`B5+ z&1Y76H5?3N2@$OzzhL)GPK5qjkNYAMp!A}uc2I-uHS*RlkkS8WzDK0>%|bCi%1yk zkUigUJ3#SED*NZ48<*rXEfcRfRNB0qtWN8UE%auI_{<~G^ZWBLeUcH&t;O*is_?2w zFSXkVs)7UX$PX`kql@6{Ggy2zg@~4>U^VhUG}HJal`M9uM{^g*Disr6WZ8@Itu&pZN=SYSecCX7xvYsezZ>s&R({byD?-w zGg9uSq5pnjIo0~BP4tzpPj{~xyCV=g))RDbi6uh$+O=zQ;_BTeEU*yYB=QePN;2Li z4~{+~X>;0sBUIDe|F;3M_vr`MuIywP7CTkF!!PGdj(XgMOOisWg4J%*cYtu#vv6Tq zt5wIv)wiH!j?Pw&iOBH6g?l$_50GgY8?zI1_VyOJI0_!~ zo$A`x=K_bpYfiuboT& z%sk*>-V}u^GZ#^La3aX=kTFr%d}?cpzH#U^`b-}yh2g=|Eo>D&3Z&GhTfRZp+m5=G zYt`Ms3G++11aN$usOi0sv*t1#d6hzYq89*Bfv%eUPl(Q_YP4Uz2@+E2kh92glb+zZ zrGrBeSr=`fE2T==ziP^Ag&;gRGxHpgsuao^Re2;7f;f5+$taJr1-WN9xBte({!9ED zow0vxcHQWqf4KF?K}ljekAXgCVL?=_diwM=41!GF=gr(#tmyBa)_a#%yPN#P5MNB#&GW(*RrQ+Tal-G-B`_|M&2d0FOE3vk%m5*=5qAy;)ZO- z*NzBAVMONVogm7Uo2;H{y>(gMUgE<= z@5(My{uYEuPdAC9KJq#>_kE4KchBC^Qhll$WzCnPasa=D57Y5nfqs_LPn=6maU*h? zvwgz(z9j(OIB2ju?(W2a2u}-@^3MRu$Mhl>hQO(T;PxDGCCdw0@t4+PhPxgd>FhIq zHzC2LHVj7?oMzizwVt`Hbm2x-rqMFS&59SWR_j_-lOahnU%dO3R#hv z$c`v`g%DCH8kCtrp%k(!Dl3JQ-}Rhxe&2KcJFiakJfF||eUIzDuIugyr&oWPm^y3r z0W8w^54-nX5~iZ0Y*8(I!N0pf*T8@;eVb1mnMD@8-SZR?WmhWy2>D0XKNtM8b>B*H z((xBHANf)>DR#p7;Pg6D!8AXkK=kR-5Dg#aFiwVmDBpz_R$iO)?M*`mvoiuu8m?NM zDNpiGe%jjF8RD508x=+J=J!iPtV2T&ucW4`yXe0Oxus&CRq~5pR(5y5n<8y$DTQX$ z$RFpyMRpfJsEcJD8XeuU)wb32-~pJ?#cPRAP`fM|H_W;ZKWFz|#KbXl=+b_7f#<)f zph*T=|NQRf@{N}{@==l)cbt4%8{t)){9G&YA`PpAYY$8P@9i}d=L*cPwqj&F(JoiN z=D3sy;zRrCKA)>fyJS=3g4*VLj_|QROXCX&`LijXUE34l8{56@Cf;*3o$+BVNe6np z6}r=#loonBnw7cF_oF!nL%vk6D4N$dxF=X7(n&eKO-@4ZZEtVygV@8JxA(;iKpc7o%B7rW z949cOR`Sx$!XdC`itlC=YNj*;cFd_IKOCk%f=(K0dQ|Q7x}fWJj*M&qI@C~76?%*8 zOSu$HT5=b2+Ge)}9(ROx&zRRWH;r6f%OIP$;Xa=NOR~8?3gQ~OR45PmJbkD5WZrA*BELw zKnPt8)N58~9hdUCdLa_&@9TS#U(mO0fl_;dLCOusAU!peKtY1xUSeV*SnhP!uR{C)>REf=m^?>Nn;(nJa8A0!4USS zEdl_8{rFL{F((|2vQ^zgKdGOIiXtEWDEGi9;XKwMkOA!u-B1#DGbJr8?3WL<5iCR5 z*6^Lrtg?h2uvgi)ySw`A^AEO0E9*}C+8U0!aagUpo79Y3HC*SK)?CMi@>H zt7C+WBPhFVH;Ko8I@{-A)B%(-=8lDUsgln{0_kMP`GSzmZtl2_&%-cX@Fdow^DX4Nk(E9Xg%-W!x`clVNGcgQG83up*J8mDG z3RnO1oj*!9&V^?|{Hn3U?&RG@lhjt-9AihNTWI8sTj{Ow$&-K2=-Q6_M*4GxOYDPGq`}D%OW`95FvA zIQUF%WzYW35DXWYhqw|a&jLUyECR1WVWBy3`K6Pt5BC|&GRb$aak1@@bfr0_UMFIn zY#lvUH*HcK+`}kpa@x^R<3R$b-wLQr71BSCY_XB+;l3KU>b0u&6G8E>gmf$PF`9{Y zY@%+m&K@44(EncgX=CMVT!UJF;6fE)!b}jo_=6?kHy|Dp-r0mV$;9{&P@9{xv-eo@ z{W*sUpNQ}x8Cpt8`qah)`}bcInH_5Mb=oM475@JZG#Y$a=p5$a&PjRr0KmEafP(W! z`Zcw>U>PJm=8PkE({ItgDof`II5I|WCW)GC0^JqFl)bEsnURr? zr(&0MIp=K(!j*imnkD#-r4@!ZJ4m}AC3M9pYZ$v3gsbA>o+(U9GW| zqmBO3F=m{Y>mHPm(MfSReR}VnJ)#Qz`JXPh{{~DA_Jz7Hfi9YR=LJb+hlmCtw-PIp zqy2)`Ouoz9uh1#Lx;d~8kGr|KIX{2z*Zc|f;NT5RRtlsrJoVd9DiwP28)Q`N2NYn( zvcr=oAYLnBWMl;G7)DZie|B_t3-R;Ed}X{O_0M}$TeW%xJR==0NSs>W8-n>EV0JrN z>msl%kUcam&rDC7D7bT|SMVHkCbf1B_Qrq~k45uWO2Y8nleU03eB6+kwLQHv+%;CS zvpP^lW|>ZUe`8)52&Zw%zR!!QL_8rC7depHu?l1BXJU+BT12SqdDVkC3-=;&|s zbNIB`v#Z< z$Lp^5!odDFepH&7D7(_*3y=&tQGUcp1QoSp=k^!h0aOng(JLZwb+oo_J5>d{OaD1@ zg>!jkqg=@^vc#hdhF%X2uKxHDD_fsiK1b%OZe^8)W5DWt`KFE?xSMSO51!Hda}W!H z4Z2>wgxf)OW+ro<5k51T*G2fu+-0yh3r7mPg(Glrz6#)2Gdw(8!6DvElIwRh!HU-9z$e#IUxZ~uh3bfW@ermDDQ{mD*%ke zkh|&oLSa@93kbwbobbei!M;8g*;959b@)3`2}7I{bMa#FcWz-Gv!~&3zP(&&Ruz)A zva*8Wj*#rY4HbaRb%C^dACc%wOr1T{Z&Lk#_>>I394vv!%_9nhR|Z$qhd)5J3cvgc zVjSA+A>OoH7-UcoM_j}!&JN`K&nlCxng!#uvU!Z4Rm-5h%88SV3loNbr9CQAl7`KUkV}qcbx-cfS=xnv_ z9wdU;0TWrUlO1KxibB$XN|kO3AALdt^&Db@P7;S;7xl2I7Dpg~HX6Hw9Y9j=I`{?( zq@<*<^E$xGtLdl2`Uj!+g_^5 z`1i6>o$jLuTVI|5KK3+r2X=#`3l;$+2BUxgs6to6Xj4M2gCtil2_vsA0C|`o%nwxX zV#EP{T23gy!SzE3~|y(y^6sJ8==bLKDV zV#1e)P93y}hR<%GB0!Q7xa>?yU$5{7a`CqyW0J;#Ta5ne8l?XSI(X1QH5_zGPKQHJ{5H#etDJc#xsLKZ@dSe3IZgj&s`ZmoK#Ofzb?0tO57KP9R4gd;pe6uIn zWZ#m6?xJbYiC{{gq%K0M#atLHB5$Hxwn%A1F#Wc+9tJfqPtLa} zuvz@tEQSkcX`v6e|KLGp@J}HWhQ-BB9v<+XI43oNiS_s8<#!MKg*Sg-81*wD5MK2+ zcBx(HT7ce*iWR)Mr)VJx@2myl)Y~+;o6ZSez`zH84B2i7t|FdD{dsEy^ovF*N#Br= zhSpvbn?w^inxQjrb^>g;srtqVmJ|?E(x()KqTLpN4XP1H1eY`hAUt``gISKw(PO+% zj=@SM>H|8aG1L-mBk$j{&(N0c13+AC5v1lT`qVb>T zwHFu5AMDu1QV5zLPQIVysx=Rb8_lvdGIDZkaG*FT#x{xg$ec{NuT=yNJ;(cZ6*OJr zf6_Aj6Q>VxT8`zU*HQ;ufoOK@;O>&Uj|n9*u^-z>*+pf-h{8Cu2_a-O?*dN% zLClTWQwfC<%xHRzxi4$qN09HuP6hh4qt8%KzSd7kO^wjW-xO3-WIr?+7;0igvI+}} zHw_*~N(hjn-|AGQ=KqR9!OcZL7?>ZVof7_YldR!3uG&MWdobvO*O7$RkO-EIfRd~r zCuhZI>Umg4cbsTC3w)??-p(T6VC}jDB_S#R^llB~84szf>aw$0X@USx-tiVz)B8$J zOz^>{ljm`TH?==b-+RGI4uB5oISFgQc$mK~!T3WR-;* z$nY?Rn~0JI0z7DunmI5b>J&$DwgxqT(V(pbpFPxsdfEh5S&gGQ{caNuaHH|o;1MsJ z^mQ4-R8%PYF=J7f263q2lLgtoMN~x!vUQ3&J=zJT3jQQAq9jA+>t+@frJ5oFj>M7O z7{T+to&y7=t*tJXgIK-0i@h9~&g4${|5pxbt68nr@$8E^b@q7x0Qvg%w~&NHJ(O0p z=i%mT(}qk*T7s17TsVai;&v`a%R0yqh`^U@;3j(|fQy>uKeuWeW#ZquAWzgj_^-D{ zNj?`&bIAFqX=;+h!cW^#VOJVYHx^oq{tZOH4q{TpUPVbf)Fz?il70ZjFhJtRAH2E!XO`kQvC*YW9y7W`DQHMIK^lHA&75+F2(|YBW@6TKZkpMH(j%ElX~(s@=Wm=h%ADT=kYH}pwU4x zK;4O^=Z?fi&C!29VW|iTw85bvopu&rFfeO)-&LUlo$;#&{$6$-=)lv{(}#^{W6UTf zk01{^>x0mO#8jJ`<4KsnV`SUd4wC*fp?>7>jr^;ZV!nW^fgM=WATglGL>R`f866b! zZ`~#HWWiDhi@gvbQwY#GXnHRK&Q#{&pm=$BU=EL3Kb^L&p!OwTx|$P@k8|V$O6zb@ zr?_x;*Bh9M`%FHg#OpKq`}Jka;0K{Ncwu0`*5#uh$oNMpb3)2%$Q!D0p0RbE)hx3# zbO@LP7POd|n#x0EgD*%~@C+9|69!%b12j}rmDMsD^t(}tqrO6nKZ!E}p4r{>BZ;9K z-zhE8)4Dh~fRL-6z?uKgKf7()mzkN;8jlo{;{^uH*}pNqbk_Wr>M4V;q`|507MX0~j?WN)-Wmy>E9X2y z;p2pJ+VC8t6c{5rD#}amxb_(?@&bZ_6U!tdB--IaM5RCAar(Z}LfE_$Cot_cv+O$) z&^GPvpmPRnFl>~>f{=r@e#ICAY2nvp3DS*?;_FK{pCaTKVm$a>aE5l!iR#Gr%oRj; zXDc!ZO;KCt3}chbkkz>uq88X2iHRkBoi^c10J9hKiY|~%KYz}ZKdV!8l!TU=+6xL! zh?7vcmHV3m$w9{NQ3dL8+ugfC{kEO*@mpQko}7H?l7nLDNMW!6F@_}w=25KghKF@q zJ(*_k;tPw5qke%oOmoaZQJ#@<66PkzcjbxjpW$<`($;+h>nRqNazFwH4m@^!!FGvi z2kHMm$yWa(*Ry-g4_GF3J~sd*WpeS)UWrP z7Lt`XRXgGvE{MYx-42U4d{yBpYCYHBqX5}nirf#t<=fBHw5XvdjNz79U zY7Jm}9y3=L&A`s?b@Jp6_Ae;F9UXb_qm=e-hS#Lj?|&Mqz8-hW)~JFEjTJgqT#D1f z_1bAuN22El4Yln(!ZtV!|J1KX9Pw}fP&Jw%+VKhqbi%peXoRGGu}`gdm}|w^su}95 zrpkVw=-yLKBPr<4Viq$UQ-(eSAsz{){DP~(!GkFS5r_*sO+vh-%mif@7~#`W&u;KE zJuyur{+WgETjalIPi}4PK}3_Hf39_DLBTkZB&^f>O)Vu;CRn=9%#{lyvr5i_qscSI z4m`_I-3qQg^k|cCaa2`R750?zAyH~diXtc1{sbH}kRmt;;V9=;4T-+XQI^&f$ltB4ee(L8kIx#O z10JP3sOOi-yyENqjAy^R6$gtSVcPn(Yk$9?%fIO( zjgl=F-az2GN}U>6gWX8OxdxGvbJz<*e9i;NbHlk@9y>U;a7UDffpGD;Ha@K&V0mdN zf)kWMH8PyKPWAtlTl{pLiztTMe2}JqkN> zMuPCsk$iAJeZsMD?UN95>A!8nuESuPS5ye*HKDY|U;%&G12vJ&y;Gw6{DY`*Q;$8& z;W-XJm?~rgI3XNA9){5Hy^Yk8D*^=oZXMJ1W_S}+`7=mCu<0mb8>=f_GQw9Vi>0x?B1zjw6w2Fw2{ zED;Za4Ic_Mb#?3`xNui)lQ2P=nu>BP!iK?%Rwk8)L2U&qul@)=BWl$S;JepQy#dr4 zKQ4WGY!esUd;cNxf4_g)QzSaf9We61YsGe;Lzbf-_qwAgOuTZ%9KjuV2?%p1QItgsP89`D9aO#`i0KCtsPQT-leT`^#i4{p#~RelxG#=+h(c zk&#_rpSoFz!Da@&17;W8-37MtCTr6ud4c>xlg*uR@~_H%m!uB~{xG>|zo_U#fTWY9 z@967P(5Z|z3@Vu?dtJ-ali58tIk{~`}3 z>f+Y!ZYocLV;(*Ps_Z&Gm>gh721-vrT6lR79-NwmF&*E@``VQq(r{8XFd)4hB8u5t z*+bgbX4&F1iyI#Mo?2B%=CVl?H%VMglGHt&wID^u>{QPACirE(>aEh!7}qv%tsh;j zQb1oqAWu~E4-S@AYEE>6X`uJR#|Q+5FAoDhzT6YQuy2TQ!EFGC6$%qzDC$`NM+hpg zfLET3l^ugd>MARX%#v>2h2Jv!$G2F|Iws1gVzBwLnsxixvKy4I&0-Qne@eLA6?FqK zBCqan;_BC_e8TQBE`E?RfwG{{h2_w^ALdciQodw;b~VX)mpXE$;E zt>n+%omskD%%iH#*?0X}7r1*OUJUOxzI$X^>gvZ(+MOU*Bt?TK;fF;@6+XtN;L?mA%zfCgl#M=^^q9LCp}gR^8=^kB)L z5R~YE)nzO!Eac_yW7L>lSOPH!G?#l-LhTj(88eXsG^7-8q&Is}13|uti;stys`=LF z+S{liVBZG^JOJuIH0s`rfXR3Ar!k&zTk_tXDU>5Bi@=qU*^=#=00>zwRi zGGWWjjkc0UZa-?Abo^XxZvK9s-t5Y}k{V!qi4~`n0RizE@DD(^+2PFAgSd)NUN0>H zdvsOwzY`DID-?=_U!>go#xZ_ve2=mnIz`+E@BN9b5-5oT&SBh!>qmefy7-_t@q7E& zgkr~z7}m)eloQx+H;s}SP(NGDoUcDUgQ=WV(OZwL-i-Tu&EyW;BHa}Gl9|~`O7KKq9_t@+%-@w*IG z#U{$kDip^Ujx!sz@XC1IIw5fHL*r$S14C2sC&&vs_dj-;P5PyL<5sqaB(FA69eM11^ZUh39@eO1LJP1C}{@6g^ce*+lGKrNET0ex_EleTACN zdz~W-3%R?ez@b8?h}YT}8K?@S`l}LMzHfi6b>Q}rn9hLaiFI(|y zR=(Y&wexKP-@@)AK%QCxV9k`XzR=T38SH8n<94c|m1DSlwTF>Ddd~OcB;+V1_qxGf z2XwKP55#cx$6Y9)wm-6--mRwnQ!GDbKb=c|EhTZv6Cmmw6_x)fTFG#YiTcxWj}xR4k+12(zC+?M%?XN%7_Z_?be0Pn?Qq*%H z286ZqzvO)f66LBxQ>P;31GP^1%!IK&%4=6e?Y}-?I?D;UgDjKp>WEh|pV!nobL5&GBQg4w!Ew=P zYtFZjd+$`kM);Y^RlLr&dEu~4fsy0SH0l;@V;gSOP#01#Rd(DV|FndF(@n+xE(w}N zOvUqza(45SAB62FW-^|jTuRJk^`Ya^eP2>Aly0fwvi%iCXaTS}bOw!f6qUmxtTB6J zGQQXR2p$i{F|dfjx1xnN6D=*6=nF8>LUAYyliZKtpKzIwmH<~A8hY{cH0*A{Mg8>g zBT|q`=p0@mbf-uNn_!;dk30>@4zF5ujyzZknSR<3VRz92{ca(^uN>78{U-7C&rHue z209*{y-HQ~VIM!^%QfEf1Aav{a)jh~A@f~(dztyd5-JSP4807SxID-6ikDWGmm?`s zLuv{NE@bB7hLIBQ0{3i#An}E48K4C!;FW~M@85Hd(t<-_;~1odr{}?!^p;G{0XcMJUu)z5`PNEpkLnh7OtwOXQy_BX?@ z1?At_cj+C82B&ODuCYk4z#d5tY97pkzy@dwd0<+ZjLV59{h+ZCMbqRg^617P%C|;) zVyF)~FeYyOUI<53aN!v!T68mHD&!fSBaPybdoZHWQV3NbxFz7GV4e=7b#-+W0|nDv zs2uN|{b)o%aF6Sx?R2bmZY8_N176(EEleaD^&2hmN@XP^G$?s)vn`z%(Hya0IfD*w z_51flORH~)S{;e(_pnMZamxke5#ZIf6Ich12;rlo60<*25)E7W*&^@Cn>VM3?|@c@ z89816)`lKZyON&Hd;GOW1t)d(@9Sanbz8e?!f`SmVN%i&W_v%_yXjSP5IWkRm-nA{ zIX;m7Q{BOuUpe#7g^Q@_5ZJ%}4aQ0MNBik(2e$`pVK;N+2Aw!o%5|dN?C<{hZIu1z zUKdY)%Ee#G+K3|G(J$i6?gw!ze;+BS`+pD zmy!FDoSy&z#4-{Kv!95>_%!vy(_uh+uj-r*IXO+i-P33FBcM<&ONeKGV2JPV6l(6V!&cUKc1*ah#ujgKFMW5)^pR*1CitovKD|5%oWWoEUIghO|j$!+1}&;{4X$K$RT!} znV$~<+X;-!jjYO@jI35mm>3l_f#lLA%*jY{KW6FFyM{}bQz@vaqgwg*?L&n_-^t1S-#BAbmU%F>eZwqnWX=v^=mb3c(UZI~ZYwZ}6!rA6~Su zTRRTI7`DZOwkbog;`?e0_I6|ZAo&r|G{{l?bWe@fcp72oj_#PceR zF?Hrbo0%Vt(&cgzdk!r zTPFz_VQkhGp(Hor1}_>VM#gf~vJWAch^Ic+y3{H}Ew}R}`TmQu>RpRc^k$%Bab@wW zbRL%1mcjGiZnuG?d|0zuo>34B#FMRXGxK zT5CNR-7W+f=mKd5`P3QA;!N%#;enK(wL|b)LL!PLiOvvBMaKB~y=Qu^Wyd^cyh@j?!;~LLNtdRyC z0`%@ob7qy{lt3<6dR;KF#$FR^jMY%v^qa@T#I!MEq`Z{DzNRciv>mQjSQJbw%aMPq z!M#74l7Wj7r;tB`9c}&%NOLeT*V4;V4Hvt1vY|8bJs2{tF(#YfWIo5Jc?d?6i&jgW zFp05R2|3GULDvSCleP8r9V`b62=!kwdmf1;$o7FJ--(k_!L(=|Fx$Dg0ZJ8v8pgUp zSej!71q4HDza=lTjvzG+4F}kEJc4QFT2+NMa=gJwdf66Mlk{6^Ir=(>=a+D zreK`NA}urV$?B|)(Z{#dGjBJ1Z2}K}ZtwsZh$!VvoZx2Ho8RZQ`#)wj*t|XWfGXYu z$c|Wf_SVnGTiQB0xS?HRV~=pr!GbBz)>Vx~CSzj+?1c#Sx8uyW;oBcEGeVw@?bEmi zhbc%JRW`2@+V{1<%~cfs2k)Wugc&|Cy2~8$uV8Q4*-3Hg@=$h5_W^YkJ9P}n)6r#8w&{m4?U%*l6Hg@_7o1M&M{4jK$xu1eW& zas=OJ{An~hZ7ww}t&Xj?msdhZq7oNqfH$J9jQ10||D_fIzPbD6%pO5-(bfAdkuO6K*RLSCY;CUe;xzD9Ok4BbRv)*lvWnOxI#ee# zC&kDxa(3D|PTZ3P3Dk~l8^ge1z<_M5H8iX$7zpGgz)E>}r%;4WBAfc>iQb|WnTvCE zi@L^6%@_Z0MtEE12XS;WUKu-ix1fM%*nYaxl*8I3Nn>;))>Wr{7L77^@6&@Ep}$+b zk1fA{Xj>uiOU7q3Aetu&^+$pS&yRR7^^P6Yqtpk+Yl`-O$kTyTP0yS1yrWtz1@BM- zX0C{nnkT&Kr4OZ{7lOf<{cgbd=u31+40n-VYCQ{uh~&1tLS3b5mod&%x7uN9NVNC5 z%6WxIHq+y0v!446C(bZi+s#I$2rd%wH%!I} zisvn{E`{{cZ;D)RpHA?d7WP0h;9%0!8VJ+{D-Ud|oB042Smu8u0_l? z5d#C}1M4O8^8G;{3ho_P3FO<=b~@WQ)=T*XDF>Xtwndq*CUhdDU(O9nWK7`>hAs~galglCita$dvbH)4 ziqQ+@iHrhAj=aXNLKy(YSYgC92XGnNP7jZl3S1Vc*>-5P@qwCP2Q}NEUPgbT1s@VHlz7;5L&( zN%u95kxmc!32SWWCM54GnC~GB*K+TB^JA)nkwGK^1*=f<2n#2tSeXUsP9JT!xWQbN zD_t4XsVOw#eUh?g^ z`n@%OzyvZTsodt{9Dwf1RP_WSa zBiQq77#E5-FF3umM~~Dc<`gJ^!EBtn=gh$@Gp?zxSY(E9PrS{JOqQ5z4k49?#q}uJ zw83Gd+w`vXZs({qcqaDWHz=VaegyA|GhB1Bs3A9x*aZyHT}FJz8>^&jyI&5s%-e0QJ3H!52xxO%XbN78`_?*G2%A%u&HG@pO8@O?2_eC&$ zG)WUv^1o^g(xo_K3@X9J+VUKgi+I*6t$S#q0 zs;BN)&qb}8kVVsHAZ}>vS5@6RXbIDrPCp?-!xspBVC`QD>E+~OeHjkdGCQ{6NYb!L z>=Vw*6H`#O;U}OXz!V9j?;p#3uV3TcUZ<#Wv|;MJOAS(l@NuQ#p&=Oofx}gnR12e#YoO%w50j^ZC-mk6}akwRM-m&hZYjOLgY1 z-g8VZo8Lc*q?CW&9N6mYS}(4q5D^TPGa9VG;8yBG$=4F-6 zA@836^oo{q-&t0=Sd2{H^!zkac1;bxFtGulSBE7&fRR+Br8B~d7LrMfEV&`PSM;M0m;65P-?*Tj5V)Y`zJXU3dS=>*aNLLi%M|0GyI z&T*+O85(k6fLsD#lg3nznYO5z z=83iKtRCPE;n@02!Qi+xao8yJ@P&^}aMGwSY&L+4JpBDv z@d^h+2Z>3vT#uTXw%o40dp9XAj_!rOqZj!!fswB$CpUfxgb2fY6=lqaziL?|Au&O$ z16loK1mqA_ezD);w$;AIX-qGi?JL19c2DVP@T_6;z-^@d`8afgd^8r7A_BhX_4iT# zl2cT)^b$Dqzd0-!xl!CkO4Y6p1mE3pd)*)6bnNVkKI3W~ZlimT=Hi>0+d_Z$<%QTv~CZa~K6A zo_d;IPc7r7p!mOIOCrGV8Ao@E;(8%RE3`{`6JQh>wgeJcDt|UFWV{ zNG3{2007}!V|^u}E-)x);?k28WMJ*b`(-2~%+R05Ja2E;srtw?LK0^s!T`lckZa#ocbj|v~j%t!Q<>}*K$VlxN>_5rF zLvTg85GSId@&}O}cEwBX zu&_T6_jG>q2jIPX^4`bkX&Mf>l&mo%(&vgaNzsmvfCi>HrI{L|aruENM8jZb0vCG-yc2xSZY`7q1f?;fwEW5A7_vkp3VR-PHDwj5=$34d*L~- ze-Y7mbp`&IFtP-K>E`J_i_7}+M69{_%wLkhr9La@>oA6FLAtQicu9U z>-4;Suio>>{Clmx6gN|P5gX}Mr?7uHP9Yy01}XQu*e@4(*TU3v33#H0YB)k3s7$3L zC4gx?U8Tc(_hZgJGLqx1^ul<*)r%;%N)Y)O3A2vY^GjUZ#Kgp)w$L|e%L{1(Sw)5< zP^ntGq3ftg@Ud1Ek8KdC2IhTGG>{@bF-caj9<~ z&``ZQ#(v~4iPnm-x_S$?oS0A++hCv0{@eshZj4pc_9W57DjaE)oLv;b+8{iT5>W7s zWqD%+)5>uaKrQ6ndBCbxZNSx3T^>dYnj80kP1sB<0gy)v^eE(~*qbyA9u9S`;K?H8 z&wc%xNMvaBH0w0JB3f+1`ItEO60;97*&C0+alqwezJ z!!N#QGMvR4ZS<*BzK@u`F^On^4`Xe;4r_r{g=!OI$7^tbhEy5UbfL@V5Tf2ZIv>JV zT0a}>jZy3vKF0dS296Mi7}e>4{{Dy~2sp;$hpCcD?$gS+pFElPNe-b9KL;acir+r_ zh3||E1G~33Yy>Sn9YqM1?J(>&wX{6_s-z42w&%y`UtM0%zVoyx8q-IrtGZO$Ojl0; z`jyDpD}%t9SG&=m|)qh+@9RFRpB{MT^*GRI#C+wpp%OFF@j^k$W0WC zpng#V>@u$gsYQcb)Kj_Fow(ls>-V%jnTEsH2%0<#b94Oiv)@0N7TU?N?Q^Hhiyh2v(KLpZD3;LXD zZmR$-Ge&`(HgywrN-6h{^ytkn+do`;Gj`%hHwr<$AC|?{(K;H<>z}`gwPWG4`3-(P zs#pGK>z12&06PFNrH~2AVP@Xp@oac86lnFjv9a}{cDMFoT%pg`#Zb%^YJM_g55ae* zS(XtU=XLqBW%j?<`<&d|K2|=b{LZp-665WR4Ms6$S=RW@UKYX@J8pZ3`02iVl3-q4 zLkqfG=`TO@Xk?T{_3m@|?p3ck1+%{c0g261bT#Syr&0u3j3P4~Q4}J&&-80kF5%Tz zC#e`n<)Y%9xpTDf2@+gWVS|9CSvn30}ti-$OQ)#Tik+Gy>KgMVd-N#f3D$NM_r4mK+H%m-Pkj0$Fw#bX5tP0{O8?9F z!&(;<4FYtrw8S^Yk`2!4uCDF=$E=mODBc5C)z9U_?r13afpSrtA_YM!>jA<1_fePo`S2!)B4GPh(7W`&Dw;qh@B% zoOoGC(0J^|eGR(&BqBm{69=F}nwp!2u)t*a1FywFH*@K2y`?Ue$=N(Bhpt3_v2+;j z!lrI48TnR1@Ikn-|Mty}cp18F!xf?G6bm_)8EoyPbvcvjQ;iMtfd5 z`x|h30l#H$vVT~C11g(SplE>j#~e-R@ro#_*)nypKp{cVwl+wBbW8{kx5_NH~Asl}UjBEFX zT`edbSo5)0Irz%_3G7)UtefDb9n%TBkT=0O`B)=gmX8J94sRl@DzyVN@!NuX?xeH+ z>;r(2bj&kRa9Tl0uU=)55QErBaM5jzjdupIEIC!EV*Ay|t5@}i21=PK!fgop*a&M@ zL7GCbC!4USTZvZls}wv3w1`plFg32nzE63v2KiLiR4pc`kaoeLH)j5Xsm%QvJ>m)w zmclKBScg_w+RzCxtdgtlYJ}C=h_3Ta?xb6Y0^I8q^K$#5+OXLVckPkEcI z@ZZPSlEUT{n%4psZ|Ebya3Q^|Sij5FTCuIGzj?C3-3yePq*-G_!yUBNtInF8`B(@B3mg#)py}}3@JFQ)&mMywQri2i2^K@+_E{`^ z0@`y50!zyoE_QpwV07dK`=V8OXWX;;6b!Nss>j`nYcA+`q3-i+m57D+dmuJew{Elp zThq8dA=8+C@T^1bT_Lq>pY0~3LLw(R-v&C*e3g3WGl8ww9&(GA8S4H1j9ArpJoGsp zg3zx>SKuV Z3o3zhzfzVRAM*ujZ{&~ka$LHGivq_&q9_$ge*%PKU)+tN_1&?HuU zv7}p6N5UKt7z-kp#8H?99;h&lhkZ6&ny@6hvZqvZ$jOE>(NgBN>XCJiXKLo zXQ8ALns{iOr>G(rp^P)t)AIyXCvu&IY5?l;V|I4ke?Fu32Gbx)0g%$}uh%j%m`bz- zf(?QxOt*@~-@*HQi~SWE!U$7b!6EffpprOSK|#TRobZ{5p>@g@cy z-OXR}7YhnMAj7%D>{n5Fgg4rEu+TsiRG4F!l3BmF+;I{!rbaZcrR0svg;ZsmhUVRL_$SKq)W$Th>aP3UTm(Yz*A4*_TA}lLFwq$(~QVz@U}_(+-Ev9?+uq0dQ2ACk2K!V30~o*W zGx}MOmzQ94JF{MiZPhi}0_>?k^mn>JwLVkbkwW(=9z98|IWudNz+N`%p?lfb6cvlT zG$l#-OOzCDK26=%=cBh@Bmoj}^hX`!x=B?ucEb?`axB@*d$mF@zAG3w(Qn7o+I9jT ztM_BcsH1ZGYY2!4^W$|9dWL-l?kHb?xd-ha7ZGb*n|{M~+{lJ~LH z=lU}C&=!M7ef@;_v|pP{bpQy3BZw99+E{JBJ-Ub`9?I`M3P(YNzTl*~k)~ zs|Ut}MzTb7NTs8#nP5H%?~~Tk>PDKY=OSpQ8^EJW5x8V;RpF`q2uw?enh8Q|9c2km(NNDo(0iCgEe6>4IA5(X_>*fJE z6Tr9VizaRRu2I*{$vNt*@^rVm0K9be-)7E;W3idDBR1KJ=#2JpO zEr==OPIj0?#O}Yks}eO(I%~L`eE#cO_8BO?gjU~8Vts?gBE|a0rBKt9C2dS3W|V(? zMl#ANN}MKrJN6URFw{YjZp)lx5xN z^Cv_;<`)8o;v%1iII&>KuVRmzpU-R$D+j)&NEKVgUqUc~E6R#1@HfDfD1LT(A7=9W zOc2wJ5~Q0k+Y{nANv5|8oR87uAhX9fq4PA*-))WjO5LEH>^*ebqRqp%j{rh(v(BuO z&{9C=&gT=)+!Wi}(bhI`HBblS77)-F?S&`O)E*O-w`@9I-Kz{r=N#PH0MOOS9BQAz zf^(`5)Dw)8MO7I<$PPSvb;I!b(TSGME`qa8k6FbnwG=OiYj#p`OiO4tB^G%90KaHj z@m#sYm7Q)n8xyXfKWxu@Z2*0ke}w^?2`tC9qp;U(WgR#QVZRTeZFKs*^jE zZM@$Osvb+F5ExIPIJu@8j-VO(s;}>$oLr-jDO1&35CDuC;WY57C1Gt6q|45oNTl4S zd&xdki;^clX=x$;=zHdj&@B>-pnG$QzS0I=JPf$sXFut=#q#cby!-Z%uNP`4?~4+~ z%w$d8&CDzfI8lB5nZez%1cyAwX^8wY_Pirqmy(g0Wvn(jG0`)Lg>4w8@QMlll8N}9 zpYB5bT-Xbz@F{WU&dri+FrOp;Mm7jrWSw6vVLVA@+XaYbr_VvD7n^=EFj+@i!eRNs zzwNfrnbkQ9iv92Oh?!kb(Tj30jnNubJ4zhZR{%;rM#8k%*EPr7$R3vljS*gBa_>>! zhc0%%0M_cU391sn*@F4lMi%w zEI~)NR|i`er=V&>Xt;AHtU4neJ!oor8c(l?VwJ6sx!)Wv{~Ld*HS{(kkg&fbIMr0?YLu6Nvg zB*8r_%`RK`?=3afN8Z7qp6zS z|3WJnA;o6(jsWF<&Lyb8=s)?KdPv!OVqIS%R_|-??a)4yeCt?K`^V?sy0L&j6Wb># zZV<8mDjN307$D}i%_fol>AnJDPO$}#Qz;*zlL2Mn7C;^!r}~#srKK|{&By|(zkl}w zht7#ly4qJ{<4)9{!>kFM$#YcQFF zdYs-&^qJ^=?k#!i@aYRu z8k8ItK3zE1cr2rZ34G4|)CZS2<%s*G4<2Mu4)%-rO)lU_%`8IjB8tLE403sWBp%ar z?3S8j2Fvp51_PD!9CIkW#yhIL=j`nZAn)|sKz2eWQ{M;V=8E5y*UPO0uF51cB5!3Y z>FbK1JMc6jm?d$BLIvVOVo2)-v@tSw0=M;GKA_2^v$dZ-iC?p{lm24b*kvDojZ=yN zW!HqbaI@0!N1+7W)J?j;i3CS5FtEUmM1R7UCQqfc2x!3MH{hC}r#=Mx!nulUAQqv*OMqf<<+Xr;mW0@+76{8amnaT({WCCuRmd2(M8YpP3aa%vQ&^Kbn zgD;+lmIZvag}O;+PtNaF7q}R^xTu>7Urp6r;V)8RbjA`}D%qB2QCzt+FcUefn#@bT zrJ;xkL{O)wo>-({^!`%4z2B7d1oF0()S3H4+`Q0H^dysmAtsLU(xJNtLiXRXyB}$L z@r>zM^RY7bGo=6#RPXJkd=Cm!owY-C2qfMAxPS#=ZRH3?xRsxl(5Dz07_8;!@+kzv z3&*RTG}9-&WwW@WQHMBSd*I4!BIpV>YGb#~uTLNkH?q5YxXDb|Q;TtzA1aRNS5~0z z;&%)v;;>(Xx=G~g89I4ktbGy(fW&Xh-YSxFB)=>Xx7ZS9g75S zn)~jnfdP;d9V%S>LEYDg9m1`7*i3dNb;jojI_bb$ElG}Ii>;>`{R27Z0!Ng`_U?s` zz~y_bOAT?`V4oKEgV$Ve;h++HA>L0NM8C|rQm{0hQi~6H)y!SuvZ1Ldy_n713tFnC zoE*D~Hw?A&fL93mi-BCNQ(CMYGahR^xO=~l9}Y6`An0s%{*rN3g!Q1ptHnm zA|P8;e)_-mz62i1w(Wb!PDs|2MiMF+Gh>*@Rzk^MDatM+WGT8;NLnb8iV#|9p|r!!l<8n;~{G zS^b7)Dx&J9zPfL2FSLSM+<)MJqIIgy8-xw)N^j+b%#`U~W?_MGnHpus$u6N%2U5=7 z_$r=~8D}DRFVq2c@Qq+iN;qoXi>LeZw*iQat-VxWMBLmHXK<-X7*(s^0Z^Tb@k#un zkVFf2!s#Z{8gMbRgBB?}+jnr*k;}+ZVncuEob>)a9?Zhryvdi%LwP6HT)+0g%cIXE_;+CC}y}M!c zfwMda{)IdFu3}~PjCAEcrRT7_#7sLMwbT);t54sHIa|T^ar^wv0MWFJ^&KLf5{AzL zf#=x!*}gSoC9l}_o9~y|rfC}azFAY7TiF?aOt+3 z>^s;)#?K=XNm`QK4U2az;igDj*Z9GXApn#&1R2p!1Kw9kGO{x`hZi~ErZw~3tE(Ne zm=6Io+n&JpBKcviYg1s3i=u!Af7T!GkU~0h?Tt6!sz@P}e_|6N(}1OSRlO~ldKfuQ zEC+~o`K!f1<|1O6lgS6*{ESVJuczfH+}}IV&N-T8aSpYZvvLfg@~u=ImJ;bKd-SPq?g-EOjClA}fblB#sF#^b78e(b z@YlSU`n`0yVq9$)(4`2J6XDl49loffj|3HQ6#ZO#eE`ax;I zG2(Jxbl?FRWx*(t`4akc@Z&>UJx^u#WS~ ziYp!xQaj+WM)~YM6W$HriS#($0X^q}@e}MEboYd`pM=76738>c+~ z{0W`wKe&hjeSv-(zvt`oXYnQX69=~jJ^DQF{`9O^h3Q$#9L0+snwJaDm|-MzY+tM7 z_VT(cUX@fQC5NoYTnC|IyYd*Pc%29Z;pcI>2g7>*%uRa!S+noTlZ-#Ko>rdg-}0q# zU*+Hv-^#X}%Fa#6mCSd?cG&Ai-Xd*XZaB#=vg(8iYvBD|@}1(x+F+iiPRm7GfIeft z(|1s-sA(VtdSPUtmPfW0j4#|P5Y9j0-D|KT0gDR4(WdzMqy@7(t00NK85afz2Z1Hx zldxzbiomxYK0U#%0}5EM!gZ1OL@jw5Yal>Go{fQ0s85Y7T^bxhMeJ4GkFp02AHLz;Sct`Qc2&0M zfl~!`li-TOoIK;(af4(jg!q8)vFz+@@%~P>hH7MAP$VDbwM|b9Bo5(oj0?v-U?+dY z_Ov##`3;jrssNELxYG;jV>$JsrW|qb@W94hVb3s->f$PM>bFc-)>n+If*Su`MBQF@+#QK<&>DsTU zQ|(b7HvU=S!GqwfU<)j>=df$XiuduiQ*F~$#q2wV9k~#ln85_H4)!Df$aBj2f<8Tp zn4&Z7$@m>M`We&X(=+%VHKPEpXVohiHp?jZD6>%pA3K?6!-lP&>eoD3q!3f0q1$P- zg&a70GM}=C)<^hbHy4N8sub&_dIAuGS5e(V5V0{-%9}bkq4dMUA6Qu|M?o$qbzB`` zet6{#E-U3iwwGIkAUSvvzBl#+7~uXe(6r$b5Xkfr5;~Sj#PM0%9$z*UM%+d`TQ7cb zra88<2WqN{(!+km;2;d74(Hcwk5khNpt2hw%0-iF0YR`pC2 z=hao?JnaQr|4r=yj^$A)F2-n)b+XaDrt{rtc7yZe<>~8Xv>bI5UN5p9Tr3_T zj0ml3ceu+OrKAIAYej2#3SQwe>A5mR+OA>}%A7$<_sV)peb?9q zk+`T|%eB*}Y#omTi8HK>(zt4B%h9MP0Up!Bso-S{<90gEctE-yDz9fU=jd~mwj{k& z5KpvJ?Q)FPcrhWSq;p(ZGY5+KVabD6X+l56R&>GDO)17@I_|KOnuFwZOu%FDD0M#P zUE6CiI+4O)6+tE}CUFHQYO6pLdYnL38m``cG0792S>d)r)6TSWNNWJA_WoWKccGlu zz7yChBCfUT`Ju~o2dX{ZzP(#k*o+m`RBslJ`Vb*04xPgd5+EX~+k2j499KRM#3`xl zz$W*as7@D~ZAD%rZvAo_WAB^PyG1gB=9#9+sb*%IKuIU$X(Qr|fG=wGj&sYI86@as zNNEHRIRNOEMKv;w6V$xaY}R)?QW4JFDaVpJBNJKH+*8=ccD}CHJHb6eIHq_n68CWDc zZo%Gt!`{fZq0p=2qSkaGc8{v!$ur~)9z1$<_)MzkF%7=dZ$53XFCLshLE1z&KpfO78i?^@uVsx$Z5r~XSOaxd7xy2mVuNfXZ z@t-@cK0kT{g<-4`f=AxKWid|Hykj545sz(P;+%w?gX<6jdnD%32qppX3AYSKl=b>; zcBVTcBJQO-0FC1yZ!UiWXn3@P>$|&q&=h>1pp*}nO4wg}`XbmLppcY9g?LXLKhDO_ z>V6ox+A!&euNf=F3iigsREVuh9rxwSyA5*i&oda=OP4JJwoN6V;_Z&mAOsCji5fex zBZLPeW4C6wN$bm+L|fOrT7mG3Sxz2=y9Br`1SW;P$WMw5Q=ki_J*|o z_FROG*0e?DOUfFO6A_|7sPLlfoIPSn`&yKvqBRaqHIRznQa9k&e!1%q(OC*EGOzQj z#xs@BjMyEMx-J(~b%1dN8+Egd8$n$+{~AnzYeLUJ#4(P8Px~-X*y&1hFYJ7S?0#vq zbWG)Sd#45JP4C;SI3}M_${X-Ov0GvqnzwqXtESx-xo$1&kXN} z|9AugJ-u5^X2rDnU z%NlB2os=?w2gUZgCssDGb`$bTAdQrbGQvFD05TWPL!E`ZT>SjuGa8-JZtbU92Mv5E z0a%85`PH?#l()dhl4)chlBb#!nQqPxMNY?c#d(Dw`McTdEbXG;>P?AGEkfvXG0$}d zAeI8WypCJSfj_Q#r}E5e--vE>tiJBk$`cVXa7)Z~rz$aDA18195(og%o(s0~g;MHJ z69?E_Wnek#AHY(1EA0YSsOR!++LC}iu@{m=S6p)4H@(ZHv<|c9*wLd-?ioTRct~NC z-}Jh7)=EvMLP>GdI*`5fu~jJv!g?H5!0E0yd$}0W&M{@eSpG?)H7ybt2)KNeBr|vpB;0 zE~P7kfvRGc#e30-Qf~XyJ7s0PO%Y0V6ELJ|N_YJK{JbMHLxxTlZf1Sme(mX`6>`&~ z0>fG^3}|=uYzuZkXFf|LLzganicXtn({1Wm*bgKnJw;7fZ3Y6ws?VZ9{{rlj7N3zI zH_U2}!3IOFZKG9`%oVUt_Del3&XZoo!x?ID})YBIOo1vOOoo(2$ zie!Yn!cyL8;L@p6Yqm9}C#cGA=+=Vk=DI>$7`1rYr{>=g`EgtG6=u(#4DUT6;y`qC z{<`QLE=BOkIQhg$OC3EtV7$Lwm~`MyY3cc_tWZ4&b|WIP61EJov*{#E#5JwQGBdxT zm!ZnJPADRRq1Q(Q`B|#?F5_}wg^3`6$Lnd6#4cTk%}zlS-Yd74BX92m(8@%L%H6R& zqyXaMNFmduOZ8geQy*N}?(uyC8%Wh&1+$Q#W|mh)5e{m-4SYCky2iEcPe{1!;%BA_ zf{aAYlrw`704-x!dh}2dgw#{@S=8AYV0Jcr{gyf-cc(a>Tn~E@Ik;F4&<5n*x1JR+^jF2%kAv2OiNvL$pP- zTTRsJp13Za@Ixc$!x!EpC%g)kpJF>Mx#xZ&?bmiQ+@HThK69HkT^1#Pmgb(+s1yd`1(*0hh%fkTv966dV(B=983~$_fg2eaZ;@ng>DAMy zl_^I_3h6{O3`s0o)m7^%f*)ytwG9Q{=ob@P1~3lrxY8EZ3X!oY6rD*j&+IN#quIsnWzHxI?4mA0NE^%d@ScYVPJqAq zXpSO(Nf%-}Ao4h`83e}X9geFe2-fX z$Hq>#Si87kLjg~6P$&0sbsw})3qlyCn9HI_Nl=f%_SnC0!-9;Jmv?9OBz|8(R=Skc zD1JgQiG3-+s9|<5)b%w?SFe^573H`ddZQKvIdC7PioCHcgR(hGs-n1ml2$%k$dXz%GsQ;{ZSNAMR}n zGVgw%qCk{K-VpUjXo+hemlHKRSa}+_w9(O}LZ=-)NhY&Bd)~a<((=vYt5J%PVHx6x zS7Lo6Tr~)nrZ^!^ofUr{dWUEpbA3*a4m*B(1&Sudf$ zCaRBmg8I#+pt0o3#8bfYXEmyiGt`KbE3E!jKjR;R*6 z_wRUgU`l;(br8~*iHVyl6p8i)fI$E|Wz}G#uAU7T24;;))W#11yP<=NlwPANC+{a` z2L~ZZ$%rl4^=lnDG)y&STbqOmX=l@rR-@QyBROZo5x?@-EH({2=m!^<7l?+!lRIO{ zJ~tYft44?YueD7TtKY#*y9~rG_So5%^pKqd)W`=qU*4qt5^uT0(_4rTx!g^xM+<-! z3FZ!s4c^}14%G3FNizPiVtsiZ@pHTelJvYN+f#8YwJ;asNiA5{2-e%T0z>J_!&O~d_(vICvti2T#?oRLNzTfwu3MMi@MOC2i zI+dQjD+>fF8#ip&yKC3Jg0lMpp^D4V*~+axOZEtFbJDhLML2K5O<(&+b>A0}03=u+ zj?fV->PAEbh*YK9g}KIvXMkotV$rP`*J2MG;2b}REg8wQ#CK;uaNlEUed#$y&LL4$ zRBmkrp;M_>Y{Mh$Jk!pkMWaOaO{9yRo7;8Zoi9-(Vx1huG2vTWfR!aFDH*Z~WtgzA zXehpBR8~f~?T&~5q(T(|@|K%*b#dGQBxM1XugH@ZE~GA9!}fhfHZNoydlsn1#WhH9>S}p=7($inIvfRabNJ)-g0y0gLw0VBqVkz^QVsoL&GNX^Pj>)Y_TK0 zNB_(QIvV+;q<6dh*y(t%ZFHlMuZji|wXnhhgLUX>fxw;L?e?PTa;G(!JRC~&ujo7l zQ_U`#s;a6VjwispoIH6l{6QzDTPZDe;5};ubWn zNj5K5I(XoKjzA)s6vC0hyq6Dhib|?TCLYnaw)ZHU;WkzD!T>ogqCNoO|-HmSZ*9rj@& z2-*<(hHqWH0RYX0yD57Ro8_4lIpr0Lv!{bY4I;(B!8A&VPk6pg>YO2;X(cj%)f|{R zoas-HQo#)Y4t0ThE63ca0}pF!YjKvE8X>(kOZAW*O$pe1CS+NKrtY+B6F)awyWWM} z9_n2AeuW=Xak_+@Om;&l z?jDxIieh3FRY*oEq1y$tBkou}xma>xee9$y&X^U?w|<>x{l#qaqB{t2W0mxVNv%Du zQ991m7S70X6g6mT2V)IdKG64PX{-k10VsrHtSQW(t~;vH5A44#HZb6tygCT&>8$AX zI;??8oV{qbpbx0OZwiCC)lLe#GVAEJ3}ro1(FX5ra>Uj7BM=e9dm zZvmbAZEo^6YxT~DW-Wy zNqg_KJdLJ~F1!}(i>YDxGmf(GN|l;}$xn-IHL6fyOf>p~=TBhIPRk2B&u=exb!eXn zvzjHDb%`Cep!32u3DJGK5cZwtntJUkqH*onRo>CYH0#<`KyNJ)471Fq6l{z*q)$}4 zAguzfVV}p z7!>(R$Hu9C9#<7Mi_5x-hKB{P}>0pBX@MUp_=_1=;XGSMpc1 zir8#4xIkb3>qQ>n%%r3#yeVempo}FY6Dl?PJu2dqk<`1RAZ2I4qDa7x5T;Py)a~lz z)B>UhIaE35$|E!h1jbVsc#~cts_e{o!lEO{rbCymtLA{>vH`#q6pLuewU$>7LDaNX zWG7GtY@hR~s|yi^(49}s*(WFR-p3r_%*KvC^9kxed9Sy^$ZTopE|W_>fA8#RM+XPQ zYqJ7AG@+y$J~sVSig`>IMhQF_0Q+hW>T=BIJ9ceSqM7iNPcJq@0fA^9Ywk}}@wTkE zsO7bf%oR%J(iJA}Ci1N5M4TKJ1bE&6d_W=Mz78wYKcr`Pe7Fir!$kze2I2Rs29#7z z%CFDEc75W6>;fOe)be^?Bp|C!(5j@RwL<}AO@3e`8tmVo2CHCRP!9zR6rKi1w_;|% z^hZZUS6f1**eN|;Syx|wL9!U(Ah2Dc`V)Hwc$|TZ7?crq>fNEG6n(*1K zz=Z}gAh1sT{r%{ldwnV4$?g4Eg;2wWO30Mlh~z(dr~>l_0>q{!2ce=pEWC3+Jp39u zD{EqW*w6`&#(zMl2&JKL*uG@%w*F{=5X#%Y-p&(mIB&=im;Ck;+>S_j_R=bQ?Ik;r zceTCYr;xiFH;H;+j=WB!Kj6HgvaVrPSy@^4=|jUO=fL7bs0#t>^%+et*g~t08bmE& zEp0|@D!yYJK;#(Zer$|k&xv>gGOAlFMe^MdwOaDFZqm?|cP?zjv_ZCwf-hy|mv~-4 z`+zP*EjHMflSGjmTxwzADA|H!N!Sw`OUst_b|@B-Vn=K1M?mS)Tld@L&ky0X z0BZjEcyB92bUWW|{o0R{UGg|U-0N`@aEYV(^7{3_pr8S8s~{Eyjt3&D7a7SvRnzF0 z?|y=<9xMJ$ob)v&bgKWeWe7bWlql*}e)ld>H)wuWj)jMp7d$qTq@-5&%h0dFV1UiF z7tOHHnF(QI%uV5G$GM3oYe>XSv*q*Cjez??b|MubNT(5n&u(serl>FLN!X;jF!<~u z^z258Wq&TJSI|dWnWMBBPU&pCir&+&>Z8>HCO<(CC02);073_XII9&ZoQ| zc|R_F`rIC|Cv@-H?bgiBD{87{`Vw;kIWHqdnXR=Hb^s5M3YI65 z?%ur!{7fAw(}{WW(i^@OHd}OefC9+w^XI#RU@yAKX>J)%vkjEdjIF6LN1+j7tZ6{w z9z%M7M{}lvLT~pyll4=Q;jN&^H@GCIT(0T{tUxSz*Jb|Y&G3}lU%ysoGLhOlKg%^7 zGtAqvvFL$oDjpB2MF`4{N~fc-TgIO|S*P)A3joSmNkZmkGeVo^XIMMfdwC@%B=m1Q z-~kp{=Tl89t*tLcgwgBKxDOGhBS)U0R3FLnKhzXdT0UTN$nAftj*ME+%FWfh89>GZ zG%6!49l~J6)da(Y>#{dy9z3`Vv8lC6p6F5)dU)kUm+`~}UqA)nuFp@o^Z?5}bq|45 z&CHCN<-Hwv(cZf$8d*?im$H!B=t)HaFkLYUHFzyeO{{~7adB47*%+npju(~5Ca>)Y zdFt{Iy>r~%`9U!CsZ<@CAYVB)<2G5xusXyb!6gU1o=@a7pskRv>ybPh2yR4BmIkdc zl~TwE-5!@=AqDP%?zc}L*Vc9u+3F8Z)6(SQDjz@Y2UMiywlX2X(pgBvKdi2vK>Z^J zRVAyb3k?cUJcF1+ohaqx{sOqUa1VO!PBOcyfp&VEFyY}zuk{K?)KjcN735An>xS=l z03(Sx4J-Gu;~59F;*`l^VkL`3UUTmrP$zFXI@l9hB|=L@5RnLK-4o3w?}YwrAsQIb z6Lr_Ax=Ecq2*ZQ_?Y)Eh)R#h2rwZ_5KE-IvAZ|?lYz z0HcL{RnR7K?_OXVCoz4dpIf$W_dsu3GG;G=meKa-Wh_de&Q8@`&(conyq1>cinufc z1f{9+R{wEWFX+hF6=MmFv~!{CtXYefFaHb|=k8hY>nudS(fK zfGUUv-n`*PZVYv87mjs%-zq8DVa(l@G`IBwOrC*(0lRbr7nbJnuf?`?IxX#HadC}w z!;mnikb}h(SB9;xN5eR5Cm3V&o!SwLLQc_+STCRa!{8RNrxnA%MP3Rq`UH(Ys`?@m zYwLthD?5#oI>iakMjPrq{cYg@7=mErdE7gB2Ws_1!V(B4Gn#e%J9&L@R#JBXcV4R%|&He(Y8OijP9cSwtc zy4K`ilA|}GN7;HrgAq!olUT<$@F)07pcOXM`FVR&{+!Yffe05ExfJE)(?02A@9ZYf!KW+S}%4-{#`+FW1BngUfZ)unYF~)U5+V0rsoqU|@Z9b%Wq}%rov62f?QP z^<(DN4>3!R>L6H*k=YCsNMWJwqrLis%3+h{z>W%36MIC8|niNqs_d-sljC5Uz@dP`168$%Hg~LT!%PAT}(61 zw=(vlM9;=Ch~PYvo=B zLoky2kG|@CJM+-}{A=&u-}=gOF>ZYTkF%$fub+>z{W{{EmxDVGl}@IRi8o|28HPPo z`TH*@-+rN?K~^$y_FUuVN~SV!%$)eB(n2>6KW88O?_uxfyujJf%gK4@xMiTXGg-;X z#KGO!(QoL8g};N}(7}aXKI?{#=<0d}kgahl3YnowBclZpdDYM_^nJYiy~!FH#1F(p zhEFzhbmWi)j{4Yp`g+^@ID0wyVYnN{;sUcX%2P|2wk&hbJ?QPR8qp;C>z8tn>8c6q4>L8Alqs1#Kdj%4ile8Fm>* zi+Q}hyo<-twzt^K8C)=Kd$$AoAdllj_CrA#+H*)tUh;{L9si+4Gd$8G+T&+cG@{1T z{y!cJ6*6r|_kGhWzYa!?3ElMDQd{a>)icz&zH7AbYD=l#v#GiXC6_@`GQ6$_98*)hn<%>S_~QH@Odd0Y8)@PA&3GV>irRw8+MW#N;; zntUT^=Ap$})!Nd3TIu8!*69|=CeMoIB^hP%3IAq(5SsGWG5*b1Q2)h+_`hN-m}J_} zhW8H^;uXu0g?N=Mb*!N2KbvX)U?C2h92oR(=ETr`_v;}2ZXpg`;-6WFbYdSJIqx@} zOCQ=g|L)QoyLo=!77f?guNk&4m%BN^5LIKU4xP%t*=>!hADK#H4E;FY%frjZ!rR^v zCg`yJr|)AwWFsmWdcs`w_9Cp+@1~-XuA85)sk6^~uXWyDp3a_rWHmyae76WY>XlCy zY71+dInJ`O&JML*GAp#-cK-q`gG-f)FA}FkTV`IbFnZxln(5eogKm+3oWXMBjDnqc z0x9agFeUxNV8IOGPqgWrNe_7fY$R)?-+0 zT!~Kl{okmT5giWKNmb>$V>o2Xjb7cv-uN#&A^-B~{^s5NUoURL2ecS6E{0UpkWuo} zYDX!bj&QL31U^xfKvGmA%UNrU;0AWKY_8oaa)RwB;uTF2Il*_=c5Qz7 zr{UJgE|bQSNIe!wj!JV`Ncd`yo5j&uZbZly9M`(5gXExSV22fgee)xk$NcDZgkb*YeWl znJquu8D$H?iel3x&9CPp{pOiR9uAN4X#=v*NDsBH0yFLOo@b@3!4Mu%k?;naQolnkfDy zpi{Il@3JQ6D}f>z}|AD_^3#Q3x~t=;AN(vo8~=PWWp_wJ97i~Q2#oxM7D@CL)? zlH<6^(jWea%fOXS3>8K3N^Nd6Vtr>-@GRQtz%D z>_64m@c0~S(9`S(8RzcZs@zDC3Qtm6CT9IJi_5fkm<>cwObhe z&!_a9+&X{qgXI1XHdD9ihyG;<{$&OKXT5={E+ukTzmiSaIsM=0L_!4-+7CLBslxoe z4~!iCDK9`Dj@`@sJT^Y6PW{KNcvn(0+*C(il)>64i4sg$(we4-(7x)qfb7a|v5 zVOyL<{w!BvC#ZJNC{cTfV2rbiP>7Dv9izgVvMF4tsb#G-Q{UZK`-j(U&E!P)KfIDH zH+OY!em-Zm)1UR%%cnR#FA{vBj)zF3Dgn+vny)5HIq?@S zvB;CkiwyY8agJ}}(63hY3a@n8ytTRWu}^({e)>#md`DAr+FjQ!)j{zyTIQr+^|!?h zv7Qp$gVhhSo|pB${~RT@;3Gu zd+friX*V>Drg`$}smz!hcTaTv7w!OC0g~X;JxP^!IjVQhd;Bu}ipiEEqN{!1^=xUF zO(K0v`XXU6Db+AqUHt}^&66aq8`LLDW@gd~cij1SayJX9JzXjD(9tKV9aB$s6c{Nf ze=R6CVjF+5G7~uS%OjnNK6%!FQqI z&9;r5X<2#GOHA(WxSyGMOufSfPbj}+^Gmi;L%Az&{0Gj(SjQ$Mbv}K#_0K2gdY7}3 zv}Jg*V;f%{TO}LIO6p#?rLE%9wnwKQDO`1LxFje=N|8A|yTz@{?z~!;W*3P>*_L14 zcd#x~>c?RG_3keT{1Xxg_I%vOJ8@CmiQlNqkwgOhCPbTy zc1YaABlz9pQyJbk|2srGTewi*;=H<@qv9sPEWOUd5nSn{<$I#quc53p= zr3S8v&H0V+N3;iKJyT_5)(_p+uvGpt!lz?NjTQdTfQ%OYzZFFq?LDYahwlGdW{6H1 z`sv?J3@QJjh#c+2+3QFo7ID&Vv3Zvg#ZDyp z&)avd5^yOvy2i)e+ttm{caE3O8U=;n*#H2XpO+6=VE`9RfXG?OFPKY3k1q;UnMzfr(pDKZD7T^tGWg@>g>TlHu;N36Bm=Nh``7vn>`e+$2 zDJsmd_pCZbR!kLT=9p_RRL01jsZ3{%y=TUld5Zf}9&=q9gMgj>`W!U1F=Ni8sWC>& zkI7I|9X&UgG$wPjtneJa`CBNl(br|DGRDY?p-QADe!V|cs`8l6sVa|I(@a$gbIf?C zs*Jq`E-^+1s`Rn)Q)Lp#rBU~yMxaPWAES&!I-8j=4WIDrJmJ)l^i+TvrY1 zaP)Q6)W*tySgfNz$5dAP>0bPN?A<(^eSoY)BHC?}Gog2hJsVX&eq=&e-;(Hto-SU% bMvv%fUq5>vzadS{WKwBNurTPEEadq=hfyTY literal 0 HcmV?d00001 diff --git a/images/KD-Trees2.pdf b/images/KD-Trees2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..d94d1adadca72ff61bdb7d5cf5fb1f24d0b2080d GIT binary patch literal 59188 zcmV(>K-j+}P((&8F)lR4?5av(28Y+-a|L}g=dWMv9IJ_>Vma%Ev{3V57!z1fl^D-0$0?q88VFg3n_1E13t zHr4kb>!G{<-)#IW5=2I}U9(#$1>h_~2%+Wp+MoaapX2%8dDTCq-Ss}dUjMfLwe5e7 zbCl!!`uyX6|Ie@g_kZkP|MUNB=bzr{*Zt@2{p;UX|Fa*rp>IRw&)v=kQptDdWC@gP z`?bA;PmjKzFP6IgbsT@5YEeC)|9*7i?{=Jj%2mFuKYM8p;&^)A1N;s!s=M%P&4_*0 z+-I%mqzeW3R_p1&GthhKfWZ9X{bw8>;Qgmw#{}!2`n4VH&wX9bwDq%p9nZv+)4=QN z7=PMv7(Acejrvr&>ImTebB*IEC~%vz_w=;XpJ4qn&U1p-pMlXHPa99`f5v{}gY~?= zHbF1+=c;G?*#6Y^)Vk17jiCIw9%6X~7}NjX&)NCAUHhN?bcg4{*LP_dVD^Ude!*t8RFCBvI323@G`iW6ibq1}qO1-AC@m@=#1{)bezWI~beMKx{^V zb2FCvjWrmI&1g`YvDAl}g0i3Qff?jxe7aNfx2Lf_ycs=!*o+3}X8bWZf4BPVD>48f z3>NnP`>S3L6F}2Xck9D8sZ{f?c6?>}AJb00pPX3eJ%ScHd^TP@(z zlM?VV1<#g#Dr1vgsEc;5(hY4IC|FATeEiu3;kbH+?M`WLJOeOu0Q^n(zFGQyMu?f% z`K57njPC-UdFX}n^fb0VtoVUJ3-O`)=X_eI;+O(94v2H(Umw~-yM@CGNP~R^JP86r zyw2Ren7dI8VrJS6^1Md?VEo;)*uW)^XX9bg&O12|+QdhL^E}-LM~z?iKleGJrhsgf zAUV%7DX!W@n zW6aV&z-N3Q{@Xb0N~hT9&RPw)Z28Y}()Hxui93O!`qL9h2S!P^6gmt%zu z+*lEnTu*^kDfs*V&6c--pO2RU;Gj6NKL>Ctf9j5z&}saDJ3$=B&o|D8FN-HWJ*_o4 zpBZ^st@h{M`q{@xpD|*y#i?T?t_QUIE@@ zhn<7kz=I!#@IaWl>RIX<Va@g z`)Kr;fY=!uK8d{@KNlWD2YBJZjz7@gA@hpf3H%1gvin!Znr^X0o=;$U47~v3bTQnX zL*^!*!uK8sY<+M_UI57(1{bD@eRcAwCMilQ0oLSSZ=7Y%(lm9e@>>sp=`5U(zAwNF zoyD~Jw})ho8@vz)I|g`GH~Gsq{%+$LTN!zh8w{Er4^fT}FgBt=%018Dce1K zZo>y0BaZL!?56I`r@uq&AvC3)@yNl~4=7|FK@xe!LnXX)fvTQQ^?d|QJ#9X-a)rz@ zK$F!nk2@bb#^5~SeoV}BU)%ei^SMmL)**a0@0|(p8kUfDPr%$h8$qxG?Vn?RDv@(& z0|CBb108$i&B!;X9b!jZwl2e!n1 z;Ld*Jo&CAAUz2HLd)}-VKUZ=;iS2-J-wwI`c;rcn^V$>;fJ>3&z9rZ^e*s%|KP;IB z^`RdNpJz8wZp#8))hWQ|_)>sRL`d+7kO#|PPKfiEI3xB2@GP8)JOK=)6g z=7zy@ql74bSh|)hugU2t%LC*g7s5Oy0P^i-aXvrjc{y;b2lNy_cj05&aKTH7-rzQ6 z`Y5odTrlEe%Ep|L7Ggc8tA<=3P>A3G^LW`1x|nkLV-k1g546Qfsi;2X6LTwk8=Nnw>%f4fP_v!r3_1*$F=+Tlh_IP zB7C?P&q*1wCOf~MDXU@JZCv^5%@h4H$!m&ImnV3$__@yhvliF0eNHWf{+xpWWB35I ze+5H+$L|Nu(5sQt$M(M-X|lD2Ka`z(K7KD}9DW?G!6s?xl?d-*s7J`@RrsK?Gza)J zeeYm%-1*nw>1CNCI+8QzetPCSic4pg#waD_D?m@%Q*X33cjNOJ+*3^U57h7Gg%2oH zaRCpX><@V8#>d^}mgjDKzT2<4Th$G3Mgi?1!?Mjjnp#n@p4q3h$FE<;0HycS#}cyx zt#?`O1V_2Zyo&UDhPXzYcEJ!6D4n}*uCUablLDYpdXBaD9r_>LB6!RhoLt5Tivm^0 zP;_kVHizb~>3)lW^x!)9BotWWSlow()W$2}fpyVRrd|=a4=Q5@~IERuPCf zzn>+l^Y;q5e(;gTKnIi5`qV#d5uKnu>OaB3gCar5syO}XbK^dPIc)sw)mLUwK?Y@# zO3y=q-O`|-&zCqa#JsEg_c3jl$cqYql(-DfC!H$!`v=_Eg@nP}DR102ZUyE@w`6fa zFT&Dk=-2*89-uz%;0L;%-M!VAbR*6hqXOf<)J@n9(T>hCPz*N~#)PfG>3iZLWS)N&6&Lrr5`eeNKp!Dsk zhH6M}hIQElbn^n%4dDXTz%Dkoj2RI>1%&%X;9CYflz9bvt{yTG=aV(Do4T9t2+Eq&EPB z(Q{{QF@{0*sJX$lNAR~`5~h0n9He~;;?Phndr1Q+^B~5WRc-`*xpL7S5WRkJg>@~I zl++q7dykYG(;#@nnP|9cBR`ePjfLUyiBDk>As%~z?gMHm(ET@uiF3^&>jT|A_+kLX zRRyvQ9rZU^Gf0jH*zMjFPI@sZ6wXYQeDy%L9^Cvm_mj9Ea)+)gBvB};Zjdv#cYkhc z?1BDh(KCTVR{&Sxod+FobBC03C~bZ!#5YTnL5Yz^YQHFxnkocs%g6L{B^O2AdYo~$ zbJM$qwhRQrdKx^7#a0YWFfXcItabf6S)R)o-V&kP!&6}33DqhVfG5>ES$|XtxD&=B zNBi1z=&8V2mc!~PaQC-&<{w@EyPZ2;yCC9#od12D`|*cIx!AJ7<`$xK%N7GOX5BIC zJ!Gz-MX^M@*L?bcOH+fW*mC5BwEKy-Cor)+Jv?t}+f1Dgmw1>?&~8AD%rBrCl{W8#Xmn?xD@`ka zAC$QY&5P@-J6HFy}&PjF|iziH%w8U6uZyNau|E#dz@`bP^1 z+CyEW?Wf107Q^2GM-whSTa5bZg6hL=CAt*w$$g&dTej3&y`C4%wE=aLNm@&m+f zA7gIQu3u3n22txJ{lvL49|D3%f&; z37Yyq0bRHY3CJu0623rc7dZV~$PxX!Z|H3T*34{SL$S=&U%W&wlUXGn<#GgEcoF%g zoq)f09(?F;J-ew}PxiA>(04y2{9vvybB1Eu1PrUKhXp@1slGk9=0#GgAwIJ&aMfOX zrWHeex?9xHvu$ki07T3>2Rn(e=#hZD1|0WkjMr!qC$<&TYUQn|Wi^i)KvN znMIERhG5#OdSsd!+_%X)6+jCdIT@ySR@>77;qIMcUX>S68Jragk(LU~-jqN{E zu)zp`2by|Tb+?ONU%cM`xKUT(^Rqm9hX_|r+YG7hM1<@vCXbvBk zbMLC)iUFzN-#+zsYgGgqln}7)8{e>MfQ^nBR=a2%qV-KEV!4@P^(OHHD4w zjBVFSHy%fZK`7@T(+|QY*(z>@^#If`wHU2_Y@B)AFkvJl7=6^Q*yl|<_vuB|2zD7> z5#D6`QrI+(mneO4ztWE742WhWw9)ggl{@`{p<1VL3eLpy54X&7PsOZ0AU5U$k#8Mj zCWdrGsO;nbVhT`Iv^!|)AHIA^tOOjBS1FPO6uULxE*^lYZFs9hyWU34FP!@AP&Xte z1=K9pZh@#|Ls8Qmdh71%mjV2Roy1kgLft*iR7qQggPFVdJm8{!9Ph2`Y>DGN;E=AO z{FJtSwm{Pzis{@Y|6tnzY7^M?wgUm=nbv?}Is%5$t8P)#w2x-%Id_8Z`SEL$Bui!* zKqEtXj?6$v?m^8IkluQWN%nVglKXSc-bp2>TW;Mcj)a0r0_LOC#;Op^ND0xdspJ`) z$2xk>ksh-GN-7D2KYGR-vO{m({cQlxiVSLgl1dB*84SIr`~Xt|4%ia#IHKSQ0_N#644_#_<1@ic-kD+;ZA=av(&_{ZIABDn z4#K#DHWKbVEM8hI`Rgt*$+v%j+dONsz#unf?W@PeVB^n$m-_~Np@1jE7DKso(cw@B z#fLMBgPI7+S_X!xILo>Ra+=v~`q5(ukdDJwu5&_PE7*WyorrISA{~Sq@ zIzE1n<@c)dSw}L*Sq`t6B$1DGgu#h#bY@qu7iw3|eWMU%ewASC%tV-DxpGWBbjQ#7 zC7b}fI`i?f(kLgZSqCoo2|irT)dooamcTLuOCTyFe>s_r>IsK1}VMiLC>WyBV2 z2=E?fTsEF7J7VOc=cKu!plz8Z{p=4%)#%n+w|^Z8mZ?gtj7=Gc;1)2qfD-*DoNUa9 zEf@;yFGBF7twP5ue=;&yicnJa&nMKAxd{nvabbAH&-wB5;N$vFIC)tj$jmm@uPv8$ zEH@095aCHZe)U7WS;=unKOZ6qGZbP%2>9=F_F!y6gX%e-X9*^xT8TIkanZ*ACt_Rc zoGS8xC}bB)BOiz%;+q%O2oS^QDiAdrMgluIu*ymWM2l~4fr49!f*I(KhRj$5X zv73yli#xUfL$$c{1IKAih8Z@%O4-WxM_r`}e-nnu87LhLlD0oJ#bx&EI+o)BL@>(y z{ord@@bUnC*t}K@3dl-{1Gr^f3^OIUjFF99d#I3clT?4{Nn@4+m_o_Tn~kinMrcxG zt90tp2q^*PNSyU1(`JF>#@*DU0@p77b<(gd>3&Fv%WZMJsljMf1=15sq5;-^O?D1= zwEXqtN@QI8UC(!S)J1XYHr)%@+=@rIaUYQB+ubSJqYS@Nz&5qxVLe5 zd_nM1#^4&y-(M#H`}|(m?hoqR!;+C$%s6z(sI9UR@wNQ1tHc6P_%r zE(*+AFJLxPK+>oWd4_FwqsjqRs24*>6e@-Dx$nM~xo>e$Kw&h$7 z#2iI#@L1+(BbORg>b)#=Aabdr%Cg))TS4b~NRQDuA!c93I|&$`OD@D*^1ACu!b=Jt z%CcMxkLneO->MfvT7MpYUArK*W;Qi(U1i!mn@5&4aS*sRs#{*#^aW?r`3%|9rBuRFFI{dw%N%>8Ke7RA;?pEBR6Z1t=mB)}`Fo?KkX4ZEJ-m-o3CRIV608y!U_N)yDXH42&d#~RI7AO1NK*b<%Ziq8Y?cQ;QZhbsygllSH}g-HdYLlz~NY1@^gr?plVVE z;sBKil~sHcw0aL^8#q>P8g%fpUge}Cr5%j3{5DCUE5Pd4!$jQFkJu^FBnmq(7$-v} zt5TQrCexWlk@B0Jq3WG_tuDi7tU8Ux5=7xwAhx&{0e0L8?3dmm%!PK-^Yz?mJzuBE zr+Sr99%NEo40=^z*n9!tEnY#4KVEzjQ^ zNS(hAU5h9%<5)C|@EzjQfoQsJKMTrRR+A*&n+B(IUn8e;AnrZda6Ln5P!P~)tEtQY zwnWZ^wWOWyGFvj0F5|R$fy1}^yudvJD*}05VRer?NbxzK{`(})hhj(haVC#5n2^P= zK%`z{DCopb#H#2Rd%XMpK;%_F8u>s>MTaq==zuPLIbZ4OS(k+!7n#uVJ6+1-*5!dt zT}O;OlpRo+x0ZLJLARC#s{P)UE7Xv~c^2?2S=TW^-_Qb~@owMq`-`&U=VHK&@!><~ zJ+&P`z-YkQi!;>O6TDk0KVC#U-P@Mm_j-h~V*#b?NJNN@iIB46+!>o<3l28=^5%Yd}~HY?*mpZ_uMW| z*APT!ZkI6_Q6hgIjP4WqjsU9{Y+EosQGjS8^&MmAY25mb=X;p>sqYw#Z?#+KJI2jW z9ii{QX?-&X%6qjUpU)Lk`9RgQl{}v05lO)RgeUyWHs)SzdefPE_0B!R-*4=R&~^}7l^y=sx(+PcRCPRG(xZUI)-hOCiVi?^ zFWX#0k7`kL{2V#9xSsrT*9Ri)3im=%{t2f{M}*W13|vM(?Gjc;Ctk2dsuf=o5q3vF z=#h`lvpa1AVvhqn?%d*NoNsylu_!Q*OpgF+i^+IF@U}|zAESkd^d9%Pm;jp}MYTj6 ziIAtvPsFy?xmDx?5ezpQ`9S0u6d0dDFzv?ULK6B|kE9n7a3xrN=bK9G1P?UNpd7i+ zp!3ibYxl+(c_lT7>vobg5Jz8s<{aq+T0m`@M0m8@{Q5kBK9&NjrZ_4}%{2{@HBMx>JFgl~2$ zp@a!r`Bc)t^qxAC_+2uql{5wyB~28_4m`atizz|C^Rx|wl{Dv}`>{70EdS4W+S2yF zT>0y5GgsOu<4J3TO$V8DV3xi3a|YoJV2iSx)H6-Yq@w{M9@tP9Z$u?*3uvZ)PMa{; z>F+hU#j{;|YG?uq1x>)>jOTgsUK&j7mR~VCZK85&9WcPkB5V4|(LgxSa9hrOw#AUf`mh$pTW( zWbNqL+VR&fLxJmv43+0TxT?CDd@m5voGyq%uk+U}i=gwcjkyHBGZb{%fAmPjDLlj7}bBIbxMN@s!CCMHkN zsPhw%EYFkl1K!pe9_Df?{ag&JPY*F9)<=lh@Q7#fH+Tw7K=gA;O?c&y@WKsR6y-35 zCc`N+A-2Go#@Ybuychv2X(#hy<84nyUUnLFhSYS~XgtLxA>QStp96m8px}A_D@=3F za!JACZ=AB_*Zn5J+#-RnZBEn<_E;PdCi!PkAeH>xR$w&FNhpnT5+mar*3Q1Zb)5Up zUz@z7G`*sG$D(>2VIq@Y@)9A^Hiy+qvWsXvmITmN3dDpC)D zMQ#^owcaWU%Wtirc)6+5`VoCIH{q{TpPrsSJQCS`P9cA(Dq~Ze?kYFLsC(%E z%9hV~=H#y@Z-J;fxPBZSI0_YV#=LFvpJehER$`DCJKx3reF-d;N9T8VF?_&~Q4Au2 z8(%(nnsXi%-8llu4478E64VXnI|L)ZH|YRp#>GI;yn{ff5QwqJ55n-Nb&y2@n1=8~6d2%JF?~3j)uK@V^7(#q0_f zpG!UXiWoZ^h!|E`mNy7T7<$F%81@HAuOCA2bAvnEUZa!p94}j z*H=zij?hy~SPbjutpDAfbAqoCfiawn8E@@(`-FMro#2ia`RxlQRN*88TXTy6qC?*) zy63OiJ?0YdEWtvUVLfV2n?8(JaV^g~%r8%vJC>e>nC;E`sCLeI?y4#q;rP`S6rE0f zFgKXH^JRFOl=a`or2X9xYi1mi$-rUlOg0Obz$18!fMhWSb?e_;&x8f9IRxkmvf~qY z{y3;CHHQf(Sd3wh0O^I!pgLeJJ-Q;_M{XN9Fy9tsYRYn1Ib2{(tFm-A$+ zAs|p)@=8Q(2@g48dX~X{5red69GsN}dII1{evO3mR{2Vp$|*X=;ZYWxr{9bcJz7BY zDcqM|558-oDq`gr%9A4yvY2vJcWLeJ>$CrKLc{S`WM9Gn(u8Gp-zoiyhtPxSB-vs+ zzrOk(Wo;+QPx>%tHjR zZn(5iTf-vaK6yYRI1xLGh6FM+G_F5IA%432KfI0bnZ6w3eV56d5lsPRilRNWp)+5> zo;1*UMyiIUcdK$S#FVTdH_x@hH$#P36uFl%qA_hnraBMA$ZXn!F{QCbyF!W#S$DxK z@CE?$838#1)IB-C+g zh9q*lM_{7zAQ+9RzHAsF#Ha8+D%D~*QLt7DJ8-^orkJ`7a;+FYx0e|1sqj&GU z|8+ocX}jYh(Y0oWr21TGxO&mXbRsHK^AyV>h(-Mr*wzw=9QIxVk1ESq|M6WogDE0b z9+!zY9If`IcE~3tBj=WRV#0?B4_=%1mG!)_ym%N|sUOa7%gq|TZ#YfNaSU$DV!A+3 z7pl+Glg+ndq0LhsB%Sl5 z9w|u2Z@NB5(OFVj9Hi`hJGMAV0pkf(XDOlk{94XZqOj<3#Ic3m;xxqv&tuYF%y!To z`p*}*EKs95PPGK*nfmcXxQHNx;Bq0P%g?KyLc!Jmft=e$7$F6`gG2m43uHoNxLbvaA%bCdZ)1Zb(sWBodrZ-B`! zjM##Gqx!r~#$a*-Bl7iq&7VE=sC?@cZJ8?<@aJ7UI``K1-$wJSR#hO6B2~mc`l>L| zoVPU8?3ypeyRN5f9(~;bjOv>e5%6VU_!UoRq$o>%i)>@_R*zW9w5zjRB~Yt%$vaC0 zzyP~y?{mYT^+nZy&g_#=G!SioOMX4f^mj#HP`sak_*OXUxdrH#)AJzS@Hu`xR}1fM zxgXIvwy*d^3C^Jyu}inb+IuP(J($TW@%6g=tW<26DXcX5z85c>ZRCG0C05sp+R!Kj zV#=jeuTq}~Ys(C8$)qdKtPqT=Qprrg8J;q&%-?%zQJcVqcY6A@vG@o%JA65MnY5Q+ z*KP_#batbo$$|(tG;D@1Me9ZVa?jHqeO(?}UItLseE$DO$;;M5RSJ6tF^q%{CJ8OB?8%B2^eAMb9CR*8lzg z(Q`(RoAbL({x0*wfe5t}TvXZ>YAN`*Py&xhWz4CCCEO#f5d8U0%?0S^4%LMeQ-U{Z zrc`&zSNPO^tak&dY9>oS$8;+r^KZz;uvt6B;@3MhdF<;lw5cPYpHw^J$qkmko(e0d z5)2JhBCMifZLtvC*x9(~TS_X7Z!EvxsqBE7D#6rKCB}&yTs=CscK!9sVBl1{uewuJ-e=jG#7c`iQ?$pMUz zl3kuYQ<03`)P2#C!qEsaRsJr^lQ`ZU(4D0d#%p5cmH1;0;rX#EwqwdfU76hSGYUTt zGLgY~&I>VRB3BQ(M)Q4n>wyOZoW}F_i>^>16bW2}BL5yj5o%A>@sG~SvRWUUV$rbE zzE3N((0a-x0j5|a#Jm%u`V@q6JbBV~rEZAdWB9HuaFvUqfWPnR*}J#i|2iOfgCHhC zGCr8*)7vQ+Um}w64QGrp=Nnx~|8gQ_m@|oO$XzRc_tUm{pTT5)TVl-phSK}wDmUe+ zom9|Q1bZiinLLPgMbk?5mx#1*@D!~44@UX-Ir-mE_)x(yBj$ez2LDS$@V_xutvnlV zec^w@iHqX*s&@(VzW^uy3yk@ntDFD5b^Z0rV6f;z7xd6RB*H;*07^s8aFx3ZnNs}# z1cP@;{ctibUG5~<^HcYfrX2efiaP!7*aA{N7+lm3QNSA+)%(;pu=(|MAD?G-C95CM zJ7`0!exQ|lxu*Vs7Wil{^bbH(sXK0aH(9P+e)hn=!*_atIRzb0bJyl7%fDIzWL#S%`% zhV_{ZO{wkV2_NBVS?U&fe7Ix5SQIa==*f$fdVu1T9*R_ zw$)|oGtN^RnQ9FO^1pc5@__=gciRvlTzf%v$2)Ex(CF!5SlL<_nypZ z61xkX+n3ig7@gO-JI}Pc5Sa>$+wp6~beUk&N|d_5OD6X)asy)?nhNU)kLHB zht(GzYUhFFXRboDE}KDtn~CN}0h(ypLBIrjbNI5q_q<+V<~R}bnmv_1rZD3ub4~QA z6{IW2!4rrEvZpeZTBk_c{`;6ZN6ve#^Y=>|LSk%!emZ!q7@kn4O}S1*T3~!Nf_I7D zRQ=A=`D7}jE!WWlJNfSL>)>JCUU>y5%Go3DgCc2>eZCx=*n0|29rv~DxeJ%5G}}2Z z#an)A%ehNn*=6~e@SzhNmY*eGznH|L>A`{ek@Hec^CFLC+4!GS(aU++D&gx-d4o{+ z6^Jc33|bqhz~V^8dU{`HD3JNHyq$e+oy?4Qs4Z==i|)>TD&{ma%H(8)01wF)S}8g7 z3U)pZHdnbBFcJLSRE)mu>n6I&YGs5q>e9t29y&ov68%=^YS{cV7dXb@LlX1Ap&fd^ z#n;$4{69F!^z0_{;12gl54+_E+DUpj57v;Lj8KyKZ^^(c9 z*FR=E>7&TccFO{1)Fv$kxJao#KPVpv@PH|$7TZ$i+e1)FZ*~JoT6%AEULPCbZ+hX z>zBb`(Z~AG_K)5db$SXwo4uz^XMm|R3B(qsvueizpz+a{1wsamxjy$9ZztUJ0;h^8 zez%GVm1+DKU3=>}hv)C5Mh1>2Bh4xK^^q2y2__RVA|BpQo9Bx+eT*iVLhbA0PK@1^ z32p0C>1Ti3b)#$VJ^ytu&tkzkv|fw1i4l{4Ve@*{Ul7)`8ct2?dEZhhN|k!v$`hWd z*7NRROR3*SsIPdy3tW_~QDAnU?eF@aMC66Vh|sp8iEH|9pi85!!qa`PDlveEoKKj$ z-bd<4z()Mk)W+sC*U+9zkJDx@F(mKPq-+e>M4`UnqhXkhFO?cQ>lakc2uXT z>~r??uFC)WGQ7ncg=f$@Yk#+^DPyu4WCAQuMtq)WJD(PjY0yA(GCYHW_Q{*;A>S*s zaSHQbNSU8X{tCAY=GCDUv4H0M?wer^f-mveyZ64*tHudlWkCFoG}!}0<%bL70nb|i zP<$w0rgNg0MC)}WM~?pQ&IQUh_&a~q+fsEVC__#8mtTqScU3j|^w#0uhVXZz!vr%) z9drz8lno7kCtRp+Cyb{E5J8~`hKNDc+2|l))iS3H63rby^W;AGZIEU_&5IWBfZm?6 z5uWv94fUp&D_rgsE;6^jmBsPtAw=&R*$egeHn)RDo8W(t=@3YtkE{rq|Fnf;#BhvW zS>gj~WQwnZhl1S|B^S7rN4Y2y!5wLqA^x>Hf4vw#2vu88C>J#lHC)0_HTv|{rG0(m1DOmD=6OiX=+|8&jZ2Vta@>KBT^sO zT0dgv;4?@+75fUNCVRl_626KaK26m_b2Hfd92;L;*nPCv)fq)_*7V9&0;r3<#j}%g z$(`c653N+ioc6Y>N}!qBvdXVOFh>|wF{_4dXLSDj)Zgt^#*JjOx9qZ#6$h-4-`{Yz zLByq>@HQ(bB-967IDxZ)A21w_P9~9^2ryQNYJjx9Op#UR>LdRal5+W1SR@JpAMns_ z`I@{E-km4;fva{jmQ4;a6NnvmGc7xuY1%BSNpYWJiu9uON;pU8DJCpGvY)g5cXN8H z+;#zL+ac-HIb!2A#nsA)tn68{w&Q1BL~ zA7!Jt4xNqUIy|35{t&}RX5C^F!s_8h`f}|;6ou>^n-JNlu_v_&VIz=x5FhD%?m^_6 zgPmmj-1trJ!CL|7au3EZwFlAr(qj(-LYfLsHvOM&D$;Uepn7ew2boZ<#;&^+ge>=9 zQ&5N4gD@#^)p{i~_u$V@J!{`-6;NxeeW$tz9O)@R2bmrV))A07s(9x^@#vD)5T`~!3jFX|V4O&; zF|nK%4c(tBOgE|6gU5(0XSX76HgA%l5ceFcX$3qFLvLJhFx$rM3#t-9%KXgmH$9`Y z_X|vRT2VJlulLGDH~{Rg_;u*loiSPsRcDBQC8CjCwN7=dMU$pTfR^PsT5jCiys;@~ z2hORgtaZ3}`Vb39_pDdKg}0WcsW{j%Rk!$qNsvQ;sbc)xs5SP12S^PE_5UQmzgw5i zI~f#GZAn^F&jXHQ04d5K@&174vCu|{#P4u0$!OpQJdcHmz&!VZ*G4Z z&uOQ_9;E5#OabSo-xlPD`=moK`Q4KRUyhe2{6B8c<{7xRYU^6dNk}2I1}63n3#zTmi6A*2f4JuIneHJXFAGV z>9gtL8R@f|QiLIybh{kzPMK|+mXWgKa|R)Jhtp>piuBnAr89LcCA-cR(cmi<5(VEj|>q~ol zexKd?Z=FJh*?^&JJDvPC;6oN4${G%-0_Gs{5N#2<@RAk6?Nq^dt>|>7rt#iR8w^9Q zh^B1VmwIN!90{FDk?~4|X5I0rG0k_6=-qUqJ*DVieo=*RO5FsG69jEnd%JbP2Qb*CMTjzA~L!38hjU4W`DIzx_ zI>7}QYfIN&>EN0 zU$o++!q@I(uotbPztLxyWZ*!*NEIC4sVGB+4yTI_cvp0uAqStPM;?cvHN?^4ESj@H9a2)g_Qx&olO0*`fq^R22WXYhnh3R3}J z&Rid`ovRKxSRYI?Xj^bX7+|N)Uf`vd`=%wnWWCVN*b_IEVwhx@*FWGb=1P8WtExjI zK@YT7gWm*|?6t_6On&HeeYSIs!IvMN4MKlbRPiba6$js%u=7tAr3_)J1bN(bNkOtv zQ>I$4Y?nWEjV|qS&=+ga+fIuBSeLTGfmc*2!8pAl-GCYy;w#~<6fc+3ki>rJ;ll3S zH29`u7+UF@PzhCHWA;C35>NY<>*4IWvf4=ti)^%*fA}-T6y%`NPnGe1aaYxvx zT~Lu5>nUD+Huu71ZMFqXyq0Rq(NxE8{v7YKOBMsK=Q~i9eHivS zb|r2CSL|nA4$s`{NaJ(GPhx*f(bof#Ip)hS4>f#J12H{Sv*w_-T7&8H*QWf~U7CL9 z_`?0}c5m5Kb8xn*bs%?CtGDd{CQOswss;Zcof;Z|qUGuI9Rg>xGm;NFW z4QJ~#Ee32#xpS)D!0HIacXo%1b<6b@{P`L0&B%3P)>3uU@n!Fl?=L>Qi87ulx3-cf z1GRO+x?iC8k=Zs1sBW@MUqe>6sal zQ}dA#Ylo9(N-xS|ulP5ECw~_KLIw$_TG9(xoW9ATuXRhtvSp?kZKz$vW3i|Y%gI=0 z*-1g@-Q`Y3+tXwl=NAr5KGA8FY|twrC|Ae&)eV&<7Y@y}3PoV`U* z8Ux*QV9=-F1{G41NN_n_N#g@&(3~f#1Piq6rcD}f^VZh`r?*c_NyC%IzB?`?E;-{QuQ-q&_(CDAF$bX6i+e0h+9dlR9`#(I-|b0 zLt_l-XdvLv7M?zJY7ezNs0pHMLJ-N7N)2H;pqPz-yMmcSO%Z*UE*MdlB#)ghzJ^ivs?w?)2?dD+%-ik8s^Xk&_TMCe zC_*J9jTotJ#R0{%Y=O{6qoz9a-re5@@OMM1pt|tBfK3KN(F}fq)d`{kzI2-yGE8VE zH{39r62xFciu=?S-n5`d?>Afv5AV_19o;LQKtoe#8M1hDo@$eH? zEF8-o5QYA+1G~@aI_7W+t0Wkk#0aTjRD8GWacH)h)DTU1G3`&4zk9ajre$!OyCnp4{y-sVaHKu4(~}kuGkUG)EQv*AQ0wbSv%G@&iPpWzFwXYMu-=3 zva*C6hW<4%PHcHdmEoSP{eC%G&~;8`fS5$QAq&CUM+w%F;9M&qHnS#H-%qoxXxuCf z!HV|ecRA{)NpM}LC=lOHKBJzk9sg}8hNG5kHLflt3`*WeZm_%#be2b>!I0}d9Ph*NtGiM3&RXyQW-s(ax)bc0F01ZN|wCVNxdB0YbQ z5xpj6;WR&|(2Uf)L%ak+gj&Pkq?Blxl1D-h_0i4!RQ*pKt@yR z#z00>Bj!LxbJJh+9BO{8h*6Hn+Gw~(0&kgxTam>eMiw^>#x`ti^S5eZ<`hW{y?{<0 z8;Chre14mV|320MIjOJU^XT+Hrn0`Q=N0*sqIZjlIC=GHFx4as34dD(Tykt&YA7as zDj=A;yicitO?VX;3^~8iVlbt=X*keL->X{L+e27jt=%7Qs}{m5`d!ye$a%ASErrR_I=7@m3h7r3T|*O;WrStSAYK zI+ebVVtgV=5gTefotnJp7E=5<5R5G!-YkAKOE^Lt*1k0DK7hWtE4$&rhgoTfD8AsZ z?8j;Uda94mv)_uC(mGlQ7W6<_9Qf5M3P#DJ+vKl@yZkZ~eXZl7D*$arV{yr3^ zu}j83;!=M`igYLf8m%gnLRP9V=mSbZZTK2LT-_~*8L+j001+#5>p`b4(gybp?g5c72at> zV(NbM^RIsLJDqu23E}h@syI58UMSYE18h1!*tuRK#JQHYEBt*th#rcSyv36!KYryy z1N(NgDS#s&%$>@qgKCj{7B#rdhtVuhmK4ht_n9!ZTLG)5QGkB_WaMK_2ApIq4l|rj z3DXJX4E^}7*=-Hy8)+iCWb1xY4I1)TXZE=%t@W)!*JCd^t6tv4CDqS^dhVQ?$;xiMLbI z)s>H@OaczYa4cjDZ9boV4F4~q(!k2LDO}1w2Cm`ZdwLSV%VJ|W6>)C6LH}^;l9&Kb zK(N2KTaT~oet^Z#Sc$0QOGBQ?zSTyOWE{S`xE|6%-;_?2O%z?>(`)2eZuF^WPS`#{ zGkqbpU@}bGoELCJ2H(p=)XY*z0x zM|kgn*p!o;s#KlhOi|wZBxLZXmChS2W%FlBm90w~6kyBz)Pj8+JCir&c~`RPUXnRz zhRSDk~@NiryBVI;rY znq6t7=N~WK$E6)GxJ@-<7Es7|g(*sXJKNru`z*sc)kJJLlJ2aMJMCB@hIaQH2_Xc3 zvpTK4#iKZo!-Tx)YuBW6hAFC{X##YJE^nuoCOAi8M3D)fVm{?jmP3i9#m8AbewTH& z&s7fe>RvOwYksWbUxvjw_c$T`eI*<^287kwr*dOK+`f1jk@k3q%ftOCMvNdzEFX;e zJbayq-%oL#uJpTv*qCkZ;`iAB2rHkkzCPh0D>~HYg~$|fTi$LLhR~ zMK{f#@SKGrU-O&=xz*$>$W3LL1taDx$Y)^A!cA`NVcufBISKcl{mdWbHkfl@Hm%2u z?KLsW9Q+(GLeLaR(l+8qSXLYWFTLe5TQl@)eob;fi;ME(CQA;+9GRjw!;>7xG5|dj zdjNVOw=IXkZ7R*P05$lmJ2ig{@-phOO&A=f&EK72$u=Dvh^|5B9X+>j=j@VbAgqA_ z%xCFSddzJy&P(q1{`s`1W%J+DLTwm#uVd*%v))2+If6@QNf8Q-sSEHMC=Bbl`d+RghTOe#5TX% zLeBt1%iP9p%C6}A2cu&l--+oRZ;^*8eXZpv`8+3ol<024yBIHN^6S1vzP8In; zgsM3k`9P%RJu$7dr4h6Cz*SG_sO*#!J{HxML4+qLNv@_V*E8wnB6R63QO3VkUq^*V+ zjA4OKTADpTVdR)D?NX1(GKMu=%!y3$QR0BGaLG$VAU^wS?e1_rf@lX)JsiN$S|W4- z?TlavaNRca59sCGu?F3Vp{JgJ6ifa!`>e03ru(z@_4V2LzcjW!Xkp@XriORL&6AaR zmnD7KxeidFoVH)bq)>;Ud`&R$@|??tDChjD&UoeQt+ZGZHL4MbI-X*8C zN9JA~`hvFzj?r~s8gj$GeTo+0xZrjz9-~(Di@tMR5ryEp>SY6md!(aW)1m;~f)&}1 zE6&JE0)|2i39?eM=z4GZWke&czI-AaEe;yd;l!)B%??F}M1YFtgdC?MCmOgJ$130} z!Z4oonG>%VI)C+mUW%1><*$l#ZZ1{iSC57mod@yEkgftM8AmAOdNPKUq5zK5{g7fCnXMn*ga^Rl9>IVa2K)Rn0gabjFzH^MV@U9~SU7nC4 zVa1Ha0Aq%`ROsKb(|?=vzwl6o*_|o<7uQpmF@f2^_Y_7?j|8+k`&;7$6|R{0TLD?+ zq)BtHcFTQ}S<#qgg}$8zzrq1EVEKebO*xFtcI8a!Z*F!pb$6RcvA{PiZ55SwOS%*=8w#KIA!Qx$W(S2)YPxHLTn2r zKVmn-PsHq}th#53|2_vtQ3SzvU@;EfO_5&9Il;(Y z6Nuwbvgo30Ww6L(?wJ_PX(6KQ8vL0VvN`r66J)m$Q?*HI5XPTZ?daQk*MA)i6Ruy! zx_)r^*|k`T30-%pGbe(EDVk)6u{_!tU1KRynd;%K4z#-~<$QekVOrW|7@=|%CPI&x8C9E6eLiRj5rEv-a+;t2rUQ*#HbykAn?4g?f-iRfy@Ampj$kD-X?9ASwRk%93S4WZ&ID!U zWC!h4<e3`UK>uG_@;HMmpf6q_}g&&^D;fQf+7!X=^OnHMVN@U#F}a$X{0 zVPXmr@!#gKHY8c5wbtu`;TX_vzwrQr_2+^==O1&O!&6>kby z`3^IHozj@3%-`{JJw<^r%<@ANkWbW<1W^5GdF(Ks`;laf zft*)>>|3>L;R3~9mn1;rm1~g%#^vtnT=122vnT+tUvIJiDmd-6PUcZOmy!i=Kfb0M znll};z-U@G!c3i>wfjB6DGGdi@Gs>EZq_7@iRqcsob15#!S9v25C|~Lq9+pJ((lW4 z0DSHq>wSPJxQTmR2u9m< zB^frdA3-zdS<&cC6!>m(HyO0-G98{JPMVVk-Js`8^E)YrgJI`G4m%iv&7?!{zTaqv zxG|UapBfoQQV+gc&m@<*2ths=N=NeIS)|Su`n|xDgg(CuuPtSV<-{t*-qHC^Mhs_5 z5#(05`3R9dfX-N2tyx5pk20c6_=wdCjJx~2U~VPUf!h>J8#(}yNWQ{xZlE5-TQc5_Q|}{4sqjWb*=ACO@fXgfC)%%*U8zv zFPW#9TPu!BO%07*fVnk$S~TifCwN5i!^E5^k5fL?o|O+@UF2PPyOl+np=>>-XpS`x zYV?jgD4%R^MON(x=;qwp+ei9GiC{OEnhKh~{4gd*Iqm%2XYa%uzMjZ@&es-z;z-A` zX3T`niRl__ouU$^Lp&>PR$LNqwadD$%b!r*!Udt!LKCz5s(ZOt(t*<>a9Cg%(Jk#x zX!A~y4mnh;bCBAgtnmA6z&B4Zs;6|4m=wX__J?QWUoavvmDn`M~6g#f&UBd3-9Int7?imwHXaoS~+qvk6D0L1T2Nf1c`XG_MGeVoZX!~lJ2BR1xrONC+ZbNI4GZ+3=iy}o24>C>9*z6>4HMU*?Qr6a zxEIm=@0u5*!%4sLW;79TH9Cql=y5rs$KXOiMbDTEjUoHewG=q4#k6t)ow`R}kXU2S zHgcPMOaXGw%fV@pf)isY7(Rewk%Fsy?-wb!426RXDY(RPMR)B%vy2CPb}4WDY)3PJcQuVHTV#5i)>z& zBe&RmJWJHvnG}LcHAk63aH;OQgBm_l$-jH@>xxF~YuA_Nz^wS*8{6pJLqrd)&+ ztO|`q7Ad%l*#yp(gcm9J)T|PRZyinV&J$sk;KUr-PW7CUFM7*_94iS`UHoSO59^TG2w?Jn zW6w_c=rczCq@k~6)I%L>vzvapr7T}>x6m!H{`bo|!!1`yOr|b4G0A!8E_?lsu~L1TC<}7$$Q@Ng)*%8D+f0HH>!+vaU7$vksD~K|XRDpom``dB-bRPD1 zv&3nUD~@YqLMUbmTEWCDhx5nWV!rQ`Hhhc)W*%C%+!B7l%wz0s@=}Xq?CyTu^)c3V z@AEju5|PIk9zx1;iXrmxu?Tbb_*36*oVR@%vw$6p@))}npJkq6fmjZ)j|qT-vTPG6 zAJB+|m|dqZiK8jS%`xcu&y$KGjy6 zhX%8eS>(FtY3Iq-{()ww$z0`I8~c>3FyQ) z%uRaFcV(792(=KPUN z%eS^QPLZ<5yS%qlu0ig)aVnwvEON~z`n|x5eEajepdh913Q|9;aN$2Rg@fawu1v8x z&;5|E@}b1%m}t3XPXZotik+CJon0sBarx047#@)a6QvuY8%WVTbPOG;htkypW}Nsy zyok~zC5qSs{ZJlo!1`?1FiuQOy)7zH1)*4^Y_wYm2?E0Sc#Xf~@J7!tE5>jvx{yi6 z2ZCBAW!rlZp>I@q1ni3X2^h92oK?11)HRgn0+NvO9E2#!@LCaAadGQe8yy!GuFTm>9_i^k=O-=nrXph->vf<04Pf3u2J8W6Oz4pL}L^qE%y1}j|8{6=OvR94f?8i1Y!ns@AoEu@h z$)(Ge)DV0#JfiJ zbmpSD@B5q4ItSU_Hsm=JUp|XCnNT)y?fJ^#k05!^TZzMRir+6M&CmDCobY_Hn;4y| z^i)1lJ#{*7^L)R=V59`s`y~f^&iBjHNt~tvi%U|*QbI{3^8Io}=>2kHcC*3Tz0&(7 zK62md`z5LGSl%z`zFg0_&OvJP{ql1*z$s2?7N>|Cm}%^Pr4iFRBD79~_3$CB)5+{X zU!in5uiG~>E1f1Hlup3xp$EnZbJ|BP*?_(37Dj!idMfxm^b&u% zvW*lfKPCVk%BNlwQXwj5;;DrPES;ET0l2@-r>htJtjATR;`=NPt`^;er+0Z1L@&QV z(vq+Ypbk!1;>!;+wk@_G#4@VWE1yfz&WJB-#vH^6vv-i zbl;y#jpZ+venJP5n7IW?wXW?0lW+PH1SU`bY-}Wmuw)y zT+=S--98vJodXzNRHD;>dE#uYA^9nLj+ehte#6XzJTW((C^5Oix~!n*md+qSI7;|B zODN4J-{47lRfz@378q!8&RFQI{`+M$=%J2zJa^|)47fX^Wjx(~A_`|*2nrFfRA@?H zcgs+L+3k0|mRr_*O~kG&zL0Cc;Q%AVp&if(BM-f;2@KNNn|sCxd2llxbfxpRN<-A; z8uhG>0dg9C4EgVd4Kifr0iEN&uS6){JU7ry5X$Mx>vJj_Cf%JOOVacNlX6)(8AB-Y zcFQ4LyhY64521UM%ZtM;w^fe18DJS^sEwcb zG<)7Esg`c}zmZ}PHRhQG_{$9$XJDUPGI-enrsp|Qm1Y56ogmT_=0@a$&nfM*hRjah z`~gECPd}Al7%*o{EAW!j8BXt3b)9WTe z$-9vhPt<&qfa2i8(w4}1Hn{YNmBrj}Eh(X#V)Fv&si%BdSzrbw$6hK5!$wmahDccu z%0erIVvZw;EM^1p?6vdWT$ExfKqcn0ISPN@y^|GCt?ZWiv86ejYk0PVUxSlB?eb3Hs4jI@I(v}Y+8AG zSJ5AymZPx`nHrvkfX`$HRGb_;U>JfvOPzJKDW0}z{+Zkr>F6e0ZKY|}oFJrjIiUwe zFNjZVzS6j7KYC7|y!c>DKP(d_qpLPLKlxxj!62kWKxzBzayTX8Dc+Qltp_E+hyIv9 z$KY9ef=Nn=@#kIJeS7cvucLWZ%U+mCOo<3m3CGP(L?L4f#Fp$FY2W=7Bx{o|Z-6hP zyyp8={C?^M9|!K!DS=y_@2^=PI&kZn_5thb6MhcrFDAD;=P7U>wknM^hFQinsq+~N zuTo5DA%|P`l?1~%56t8?A9F~@O<78w48!V~t+*+`;bE%?oE9R(F** z>#0}i1W(Ixi72G}TX)6SR(Fdzt!CyhZ6F<2ssrgI$~Pxyq1Zc~RgyXqyjl2R=855t zd|flm-rd9zBz@ZzD1O(amFE~Ffv2aM@0*7>N3QachA@Y}e#u@YSp(8)mC3>Sk+L?X0>j&{m0=}jGOUkz{JX(l@>*wh=~%RiewouKPTUTETCy)_a}IBc&~}D_11TGASU3ykEM7P$6oq* zB~FB{#H0Cy6cG;F$mNxIXxj5i%<$fmgdFj1lGr%Kbp3N2;JOhHNA{RfP8N{ZHEjMA zD^T7ROv&eJUUcZED&bUj;$gcI-iZ+#oNeJwJZ^J4-HC@^#JzTiO?4luG!>qlMmW4s z+=_=EZ1Yw;?AfGS@fJbQ;#NFtrLx?LQG>@(+){@vbbT#G9JtA>bDD!$kLqRft@s&V z)COZnaNdePK1iQox(Fq?BqI0?JTmL~8zQtuM9`VZY9lxg`c^_ay8VUDUe|nN(y8g(&cR=fs96ZlRHrHT9biqF{r+j7%m}^Y{DUvO-!{WHrymF zmQho_Tv_Z1-M^+-#<@7BV3s4NV75&-B(nt(zFf;*w?28<>Nf}POO|c8|G?*A22XyG`CC>x8kKXrkAOK@2DD2b~0Y1qcCLYInCMeL>vY+v$ z*Gn7=+k%L5VPbSJun8-2xU%rA9qVhi;3VEIQ^jn{JP7y=OzRXOgF+pKg8W8Fns#2!-p!G{@2!{)mYKAGufI z5B<`ETNa6-wLfCTv|$8CRj*K?mBc7_B@>lMX7lmWrd+|Vj#dAMA@PMSsc85!x2=8% zZ*N13B8uh=SScxEmmR6x_WGZvYaDUqaQ+qRtH~qAo$LB?e#rN={!2+%G#^JMH_X1C ztBFbBo)c6T#1@#PQu)6iLblB+?+EQs$jeI+N&95-^S;h~Syy3_b6%4s)RgvP_d87t zH$?u4385c<=?2#FZO3yw5xR7R+@Ca=C1MUWk_nrPUJGgtKYB8y|Ig+5OaD-s(=1Ci zWHY)%UZ^4b~Pn3uhpzr>vA`rn7EA3TE_g|6nYv$bM`bbvtO5$8lM>7(zgX= z?sgSRGd@GEYSl(u)Q`)mq9_oi>%OWR@injN6Ei!~tGn;0+*Sm8&p!+~+LGj!fv z1YP;!jzvD_+MAT4O9iUxAZKpNw2C zwNjo(5l6i63)$g#%=3wC#oW7c9wkbTWNf6}`3i>b^7niuL(dq&GE2a&+Am|g9APAf znzRgz(Q^XhsSM+1Y&5@>WgWhTZTjp!pUdPwoG^NM-}zj2IQ;T_F9XJ_s24N3(~22z zGXxkMP3Vg!oK0vV&E$oYYmEXv-vp7smme~K8eHKzu z!0|wo2){sQ{pjTTC|ix&!J9U}$_HZn&C7g^+nC-3aO%Y{&!Gs=iVh+jewJ{vG z8G(F(mmB*_&cMst9*4h++fa#_GsZv}U$14x^0@i$b1~$oi}>RUZ@bSwzI*Dy8y>aS z+fxi&U5__8=022Jgu|}JaKpnua=+b-c-3Gnz_H=UF(3GxFi-MZ=}fW+UX9ww^xt&3 zJq?R_CFWoW^;JQgE-Pr!C`iY9{@xj}CpiMTg$aqDm8TfsVYu!fA2W#;QPk1Es0U5m zr=oqCZE!-nUi6zjQ5C{R^QS=Dp9>+c-pRhWHcf?u_?`%hXTo$py=b^l{;{wP;WQ7K;NfItPnqLb_*7eQtje|Vn6G^}5#G(hnLz(!Obx^lsSYj`#Q;C^0 z=E+!jDPG0G;AJ$rE$)*~jkXN#6xAi1%v2bwd$3-7Y&vsJ=SKuqk}W$ZUsVWB@$z;ME7P1twi(rIkghVPeZ03T8Ugi{bX~ywAv$gX%6!k zN(m&38^@xQz~}1Qbu!#(vqaTrLMZ{4>RmdvP)cALtoq;_w=hGqQUdTXbw={qEpJv= z|I~_Krg*TlYQ2%q)|~#ll;VwUAB$3=^|!~Z2`@^Cj}L=<4%==eyH89WSUoPhpBQVh zH~ZO|sz7DkW>BHZ?)Ises_evsD!bQEBFG97e!5Z#n8@(PcfauwgnbGJEX4tW%pE5m`foOu zNL^%ve$eXdgj1cJ7^}0#VI?HB*_%9=Pm#UV**%mUsn15TYU_l#5p(FWG%##6k~G>` z#A?3>e%t<7f_Mto_U~iWT5ekMV(Tsp0dPB$dX=2`Cq;wGFTI4MKrs}pJ>?0*Q=DM( z+A+n6Q5}&d=lM>Xw^)i!H^nS4Z24nxBH<}cBue508n~8SK0cm}Mt#E^dXroPic$QU zodQK-QlN;*SXo29eWpNxXVbA9)G<1r;{oQeN5mpc3`fTaSs}lW(gbqCyp`}8gfJ0s z$`XNyE=2w4;rkd~zmDrK-O3rfBW?qMm}c+0CD~svaWyk$Ud@2$i^d49*m3dF)eM+Y zj<*tVZ{*bsd2#o?Ud@0pz2j;IP>-HEK_?tnGh?>5zB{_-FPONRO^mK)XeLxYyqdA^ ztL>t^%IDP#!*6w7&E|~7)ojk#ay9!{4EUxO^Mw%gCPtzjJ)iqjwE-4m4^i(t$`teH zVZ0b#(tmrg%al8I>17#=)kY!aO+?W9#7N9z6W3(T{K&!`m>ak)_YrwDTPZv|D4Ef_ zc(LjJw<@0!v@s>8-jSx1$FE)M@kQ_Y<$$C2eUt1C7J535&m!dkrEeU}H?13N$asJ+ zt4cz~W0`Zl3H?(W_HQ7C9`-6WQ=fAmOrAdGy>CmAE1TfPN_fh6pC1O@+&?V%CnhQX zaE_i|Fe&2^<@YH%xg5&W7&0FGk((Khs2_b=J7eMTuMf{js5-9Im;c;;Nzz1u3#E8w!W= zv2G}Q?oA#9CSGJz;xq|*L;1*EH`J*p|FNSmq`K@Vz~#q|0f^)AX$HOd4zkhTSBZpOP?J7=XELv%@S>U1tT;-GUIw6> z#>`q%3<#Z+SS8SAO|Iw6W7(=rCiTV4Xr|swptIS4Pa0%gsdQ(GX}2rCote?B=p>6C z*)hi574*u%2#$fWrc;`gNTM7wq_6JTn|_s3mSvhu26xgFUXJY8mD$f?W+3^({p*4|ix$BNwm@j#ou=?^! zgnP@>XLafRL}d4c*c1Si*=_msUK;&Vvi|~^v=$sUey)0ZMBQgl0=K0@Q6Rtn-{*`z zlia+-Nai8WKQaNq-xF3MaUy8wQWQJ@&rr`6*`iy_BE9w+uS#I8@w-?Syfeq05KSAt zUV`-kfk749-ChbLMCu<2Dxd3uxVmnNKwk}@tQ?9m1;318fudY<9(^MI+e$na?M~iZ z%yf-FpDsN?p-O^EQvV8sUJBt7XCC4S%;qC8JNmx-p7UK8G(w=3_0Z0b0*bnk)!n=I z-oJhu(BI9;9w!|*d*!5+K)`cKu5Oy4<5B>I(%}!i&82B_Wy_^0&Ndjo7kSMV1@TDm z5|wNdW5TH3s-_x;qMTIK-w;Ui21Nph5+N$8J-W5AUK74qEfa)JgtLsU>mCfiGaECa z08o3v)R>_~ZP*2Ul1(WDteT=UJdc}<#&y6)Lq$6vn;g-P#d zjfcdmhm+okBj02?RT=9Skj9$^mGthqK-Df_Cp56qvOZ(8L21=s10w7jbP!9xaDmN5ryXvxgXydw; z-4h9K9|>RFk&lU}G1pYM_+;I3 zxy*z2oC?h)5!=`8)Tcg3w~E6?YH8KvgG2cIeR-YxVl1t3>->6vu`;N3jFq3;82g9; zb}_jZ&&JQ!fhp)BK+Df*6|R9OLKH`{L$-Owc6Y zv0^}O@cMZskA|VT3lx9Cw({>t)q}pWo?$FyjO_elf$44Ve;Isd!YdR^l6D~xk4r=& z(fmd{p8S1Y5!>?4bK=_zqYQ*XYiAp8FzT5z>LM|fsWhrhuwLluilDjCs;?6Bcgq>t z2{BB7ELWch?YwWiAzu-#RV~vk;|Xq0_+C~vUd5B1A9Z~N6-ybgM!L-}d+7h(*MQN9 z)Ji$7nbC~=HTztmak>Z#8+YBa!G0W!G^R{2x5jOw!o`^yd{5)V{m z5ImKKF2QcPn1~#)D|HyLO-vB~c;yYwCG;HqLTt+`9_8dGZ%cuQt4l;Waf!*6S)i|t zj~I!P-`j$67CeOMXaJGdkhKL3D^@5-pq}XVssej)QY<<_ftQ`luLzSJVY<~%2=-!I zFkpC0jyUW9<*dTU=Cw~ArvM{4e8m$iM=P4BT0eL893seLVipC!`^+K$$c1*3eNRkr zw##O|6e-P`T-uU@1H(K~=HN_veBHCVQNC;r=&=1LpRjKg`S`ZL!N?~@oSZQ(WAbW# z!m=UEvq7&;4}wGkYBQ;d)c*(h1Fje5z`fuSKVpE%`; zWv;F&7}R?NU(d;i%rzL=WbBIOnJc7F90y1yr)488c{@Hs53y_J(Dq>#b7yvI$x87= z%?6y>n&9N_?;l0{N43^f+x_P&LL=tJqt3kCFPJ-3M`T5eEn(WXZN?*#>_0l>b$b!CRTx2iPhW0{-r8bb;pueCC0?+a@=YVt7~c~OstS`j|pai zT3xR?8j6Jb3$?mbqIy2DyAGGBRl-TF5@TwG7LJ8lT`t2gsTJwPy-+I_^;)Ra<+iCR%&&*cxh6r=ReZMm=;}Es02)`E`^5V?@sa`wCajtOOsZ`R0OTMRIoB=)#a)x zE3LYmqG!@7n@EyaVcw2Ooj5yvDycL(a>&U?>TJS?P4Ggm-aZUZeS0ORx)7L4XPPz& zs4mRV0~Tiug(2M1dmG#Ghyp64FkjB z=9y~*Rb{Em6Q}ZHNqM*}2x|{lgw%(?XedrF2ZiVyH!wp+w|d4C$Iwk>QfUL2ASah88gqHD~``6o;4yxV~)5S;h)-6!D1TfJ|pO?)yb* zxLqqaE~r4fHgQ?#njg7-J>fVWtC76ZwM|2%IA=W6YAc2{2B9Uj5<|_NDbIM(qS$W~ z_j@83reP%$3(bX|Lqy|N^g%puIlw{6#ce^zH1v4E(3-)zj1D;CD!WKdDj3lVpGv71 z(Q&Caq+*-{O&#O=Y=A&iNBku}56t9}ce4WS9b*l|rudhL&f-??4yJO6Nk)Q9&HiIz zaI068!){+&ocu9n4Ywo}_G?{eg`&jf6V8Pz%b~i}tQWwQ^)WFk^L?9zzpR>e^{<8Z z2EwejHk+!P$+xoyRnkjYPHsNHvi814?P8}Ji zq+V)qo}+3j`g|l9uo*ALRj!5cLUDGNh4G?^axILP%D7bhX<*l?`eVhvQI{v|X&$T> zO5*;)d1Eeu^HQ&TPu7coobk$eYw>+MIWMAgj;R7fH)NSN%|=I$RSAfpNP5dh>TH5* z67a%#-#+}8j{0KqN9-S9;vS5-Xr~MsvD%1PsV|%mx?&ojazk`i?{qfpgpWK_fhpb) zPMQ=ZNCd*ru@th9c0?<(ji~CX>ZCEd4_HK3KdlEQWf8n34Sg(+Pzqp`w0+qR?XYzy z_XAR=)fC0lEm^Bo=0iY#v)#)aF>m(^_&adcrD_@K`XXa*emsBDk&OEJSzKWa5ff(nm_%Fc zQR2Kb{BCa`p5Fy=-Z?{EyPH>u7CK&U<)(6*bF;Uo5|~ef$R{)$r*_LWy9b z-sV54&E;V$5Jj^VqC5KY(2DLu57?oRQ)t&L43 zA}{lanLPKrw1M8%UrSHhBdD8P1(G8Audv z%qPw)!OdkFMOAzjiNaG60!5^(3xUFk`&NM>QqoO5tpPn zz_F{5e+aNVb*i^9z7UcD2peKTR<>W1-)&oVKI2I0`bf1fLFY9NTq>>GcaMpwf0R>W zVwA24ZAihV(kA$ZxUFCX+N>CKyzZ`7kDFGBq;b#{UZ-b6=c|PWD-sHxd<8sizA~uc zQ>;!k%obcST!`XwR)^j7itEa;J$XRykhe=3V@;pl0XmFXP0-ga$D&V0stpFgoF0P=mu!0+U`GB`@?b z0f!kf*t;jlF2z~%lXJG%`rj7>i`1xTTh>U3WdyEl^Z}#W&9`G@wvCn6SJ zyr@cX5vF{=x3S=v6LID%fss2So0!5*Dc01?Su48>!{xLM#SdZHZUydyLgMV&1jekh zR(7iv!)=uX8{?ksl8*A)l^^Vc^VABXQ`>h%q(~niKim0{aKvRr$38uAXJ_rjHxYSk z6C)q&*+lg7btI3EqeCE4m(!Q$?T7I>)GOv>-=U$_Ql$HmdqRZn1!RfwelEAXla>u} z?pE#liSzi=Qf}KOoKqSI39fv9IW)h=ps~hRll~&#$wJr8aDJnXdxG<$yF)gy3gAvm zm~u_xnx9DW3;SuS%M)RhzI5}Qh&g*TT_4VCX~DhxHH^ z$2fcj^fytr*TyDc-|1M$E`kTd{LahK81cmA+^P1iGa|*;$HXi>Isd#Eo&%w7Y%8Yn zPKGv=|0_1ptuV7?n^nbip!!q&# zle%Z3s#yk$&6OGSfISB>a7_EqV`4)0TxbOyQ}+zSs*5e5nxE7Xn)j8S+5{7-XTZDt zOD+BdW|eT>CgC|TFi-8PT%DLX4fkP7?>lD70g1940NaJ#;W@~~0pD^!Iy%oMEcRLs zxWkm2a=`7};UNdWc4IGn$^i=;azLVH=Wl!RzhhDk2u#WW@akSP=hb}X zXAUty^YbDG#FVWJ?QK1tYXsG?wdORe0ucr&O7iuZ-n0Ri1fO53%qF-kPfS}BI=g_p zH%~;)NMK}Kea;B<=+{&LlxlO~G9x3ek(!e3qLiCrqDxhV^LzlcoV-+Ip+W@Bf4m@MUL~ej zhssw_ZB;Ns|LXB4ZrRi^qf@I_9bgs-($U5k>SFft)G#xI&2B(wjbvV(aM)KTrse{i zGp=sqN9AOdG#DQDWio&CTR!GGEG3eWO&(ft-(CE9fOu`<{4GyBF~6Va_BnhKsO@Xn z@nK(`Qyvz@6$9Hqp=o4HPFN4y)gwByqTJ^(?W-kH$OR{id~uUkVpXn%n_^jxjNaH5 zL>O3C3@9+0IA#C`J|Z`WFtBp_>2%7#3Piv9TzL~D!fa+&+JQ=S zBA7h0P5Fc7nXQgd&nIqkZJB{49A==2kr@bZg#6MBgpVj?WSD^pOe0k{XW4Darh1yl_b0%WCNNQ*?<6#I{j9-3}wC;vKP*u@ljl>>Ff4k<^!Lz0f|L z3jYm|wK(bT6TjPAqN*&hz>Q7;JQeZ#t+LK|yVJ1*n&YU}YLIc`D*|ER%rGidG;(Z= z({3kR@jz(!jMCoin!)l0KL`Y;?MW~`56$&0jbDOFko=g4Ax$=Frw+~xRCCd`!AF#j zHJrUsv9ScZc8}w~Z>VmM6)Fncxk*FX)olW&dI5S1JTP4L< z$q^~3>7lkW`k5BdSPWZ6axqSo|A?P238}X{00nOA-1!0Ul4qyRTV~AICrwh|+($za ztPtB5CE1gc2^}!Ybl=KDdb*k^+cSdYJi(7+<8=)dX-1(h#P?bY_={zBDRvuiR)1cf zJ?-dNclrlt@S3YZu^Gdmiw$e7M-gATU4^79pi({H&Ao>lq3Ze`rc*}h#8 z{8TBnEgu;9I#ww`HUII8EVW4)aPE*mc!xYe$UU(`x;(h&4(XH}Vuz6Q<_^GR6HAyI zBvNz7??pnDcZk4shr|QkAz*`bk`^>y#;H$vXgJ40FHo!^LD=$M{2gkIS+Dh)gu`S-pKe^J!3 zFP!cNaj9fBMpRd3vyhUYs+>LoL1#eBX1s1v6~#%Day4^aBU+KundzQD6GqHl{H`6x zw--kItMd$k^#@G~7!OTTp%G}ov;ii@1cMM8!SO(ugV)b9DPN8!C}VX5MEoAZ*V_WO zb-rSH_5FC=z5CVsj|2LXsM&em9}vL>1Wzu|&*c4}@?BM@lL_=& zDzf;wO0EzOAhfao|2#i#)504fIY1)J0ebyok9I65Vw>xF&FH5TBJumFESY8iy<}(2 z01`79z}p-$B$?N~yo?Rk#LDYQA{c5S#A!|h8DbPC%yq{`@ZRjW5=Ldm9S3(y5=>A< zgCARBsFLhok^a`(33+?>RpO!x%tWAfM~UsW0UmA*0^VaHVqszmmi;%JZ7!}cNEUk} zoHJ5+rAtt536F{3oeEvZ>(+3V-@J_tW=%7Qq23Y(K}_tuby!?Yw=bAL2=49-@~l<**1736SSxDQ>Px2=hO zs#BOClW9OhY;iR8^*svv`GiafY}d%?uok}eJfIY@&sVSvv+^zv5)mrvNUfqW5X13ji9Nuv7<$BV#03VrwT?S!Q8mzK%sQ$^8ssR=iKV&24M+j zBaq{Gam~UM?G%}Fsz3NpD7J*9Ak!@gHcLpOStE-5sQKM>+8pQ7UW0|3^@>~hJ-m5@ zAZbO3Er9=t4M$Am(P78mJ>Pu|H`BD;U0^{W1h#!Eic5B8 zH=TQ(AQ3B%0I$~5!2w!>LxK_Wm3w11TYq4yFwZ7S44m?q&P38rlj=A)7NPCk4MMwM z(+p?w+7C=MD-FRDLSbtWt*w(wkP#EAU`4D$oY)W+J=Ca1dk<<;EoVRt*lWYUbeT*bF5(48* z=xJ%q&9^Q}sn-h-jO$`UP|KL8_qpUU!B26c8sABa!IGnF2)InjIVgIG@jLv7PV(!F zad2lbEF#^N4_XfeaY-i4^47(+CQ2$`Q>a}t8gXw2Pq)_I)c0FBNAI0~$%cjP&oDhT z$<(jkFRejFh0l-VZiSDA?whdE77I3+nqKCoKIxhyaepcyuC`Q_R_WlCi&xR-_&TTFd)4eeQ3AYXp|kCfo~S)jhILfwqpVzoP{D z@xke;X}eS7wMKCk@{bso*MkqUw{BHY2gAq8WCATMzjr_oyh;z~{|(OXH%4md`1 zcNhBt-YeuF89f&?ysij9$R3UX?I{4VsY6}2RmNpC>-F{gD1{3KYPT*r@QwO0mjdcm zzc)9~H#=aHF81V_(kA!8f5~l**6a0HKs;(4l|k;?x$|($Wn@#D~Ut5a-q z?gH(}dj{^X_dWNO5z8#=1D9qKcyJx1WaTu$N=R-GFqrNO4te`HL9B%Od z3#pNPgf8|AtB=d}2V3$lVG)zmY^1-e7FElw3-E{UyZ}_;Qd+pN*x(NmJBm|xXG-UHv(ymsc5kRhl)g}ibO^5U>NQ>pGFB3m4g&CXjGsrRFdEtb`_iFhbO zuBxLqIv{TwnXh9Ds;UKXPsiS$zlRP%Z;EF{$SWcPN)Xj$t4rbO)nC z9{R3XqIGl<=KZTG@_Bw zDl2BO=9$KwZ}h8XbV|R=+pE#&k~@Dky8rtAe#1Hh>s54J2-eTLQ#86_ENZQOtf^by z3aIk=T!!!olp&!V9fpgrqmn9H@x zheoJeUd=&dXUY5|2XW%_O*6o<4UrRNM?5_a(%y`nDU}-2frH*A!Xd*G%KXC{a*`nJ z7|K+Ko`v1a!Uq!`=6JfiCO?$K_mkJYkG!%PpYy0urNmBQs(1l!Rj$X5FJ?1%qWBrI z-E~vrJ?+zu>NYo$R*w)>DSjK{5drivJKPjCr$mZLqPu1rubRCVLHrqHWm%2h`o^)6 zN3ha^EeaSj;dDB=Sf|M$HkAJ8A^6+iB33ADvdx&*oeG^i{Sy`(IH&10(P8(mw_I;v z2?;-7DHqNe)zI-0w>+?s5gjn5y7(Q^M}g1}33lJ;YiwrS88LH8)BaEkySp#{z3iPq z)XxUbakI%sV-iNVgkX-zvmJ^D(grrg@#wX`r6 zO61@hrREKP5n&i60l$34;VX-T85-3!i0Jw!|CmVM3-Fc;3l%dY+iirr{?^X`1ZATn z7P(YR1W>Cb9-7jjruK=>J_o}uPt*#~eAFA80clt0JaK(*BeaDod6O2>@Txs)Ua;LD z`l|%CZ*OI=MY`WDzbC)uez=Xpq!>}FBGMfq^eLYtVUVY6sN1_g`iz5iP#M?!7@wJj z?Hdl6sG_B#Vv^mFR(gkx=H4TvP5#g`<=xQN}Oe##N!?_&3|UnyZZYTxizCEZ69ytOG=_HA26)LX)MD zdrs;k+0SFRsmEj5@9!$5)f=^3m$gT_H+zNG4;E&MSMa2Mq@4)OjTyUAL$6%KuS3Cd&&YvxQTS(>tGaVuxS!_2Hcv90mDE8vIKD7*IzMj55u!{pkG z$@fuJ875kaO2n@VD5Zx5ls+X@m!rliTp7CO6vY}XK1N=DN63TBURU{!zz*kc7SO-H z+RBLBl>XJJ8+gbWI%@xsjfvG%F*XGm3_c!%ZEGC$yKW<~= z$P%-!wnC|#KWymA-~~3iguWY{U(v&I96t6=bL8cljfCm3X_{_9z)zbl!=BT_tcoQQ zlbt2=Ax_I7GZs%t^7x^(cZjDi8UIlc$dOhwz}ka9unj}M=cYp%A}?L`Q%+2B6%*6D zK}pWj>w%zsV>0=%dN3|3De-2<(m-igh;7Bkr@R055%l3*Bqlim#B-_*XV3-Az`n4(lmHP%c=Q5ISwDw3-AmPBT6GxRUag&z zteOq9dQXOAI>T0l4-+?k0G(t7p6_<8@xL%D^NAfIYwC4(34N&e`Ggi%t=P)m(4F3m)w1lpM*f4=$xkxOiGcb=QuF*Dok5{@QviC)TL1j>Pq6C?MJB7TGg95;v&KI9pd9Squ_xkHB6{;Jl0HM z0f$2DWPu3y%+^4;Ve0LmS2$Yo;#|jxgRtlr`xE(Yv7Yakls=@W4E7MMZZYNCSXzFv z(R*4Zs==q4(g9iOCQs4zB7RpRswLeG`rv=M_T951iHm*YqU&*98W#~! z0xa9Vs+%tsHY-nZD3fhIv;L(6FDQo4`Mm%0P*wWDTtH_VRQYtA+;G|CD^WRDlx|V^ zE`mL50~}U1$rA7L^~mvHg1d-sJO`l3R1lBWnh$7L-X2Z&{8t_tSI(&EKGJOTLTmy_ ziZnS-{4z?|#iOdh=87l5otNyOTrRvLR_;J&2&pia)?lvAN1HVI`uQX~ z4sYOl^(nn((#eESA70h*$l(3_T6AAllydp5xzd`K(*X%FN|ty`NiPDbYptxy5ZtJ8 zm6<)l>3G$N-VUFhlmD)pj*8asp{_0*%4O#oGEQ`7Z58a=eSRs@PH3Y|I6D#oXbJhe)Z+;!qVk>nVvA*}VD=zn15~-2 z)34-&!kDU%cVwf!$tV6=BB-SnDUH(IDB0*^*wZ z-U#Gf_&;5V<^T z-1Xdnu-|dzZ*R+^^iNQxQLc{5ZWhInL&P?Z$e1q^gfNX`s#f`qn$zoT0rJ<$(P?xJ z4kLHwXLyWIZsL(a(XR-ra_(p{|Bxf5{xmeRmm8O|>}o<4d_CE9v;^lf8~Z!B;uY*< zVJ;1*u+IsHtfh3k>!xBaH*MO}r27#e0Y_HMxT(GegG%@)xMX@8dTUI@7=|q!X1OgG z=~vVzPVgOiLQP3n$^=&-Ae>pesWHy~rq0_=aN5+P-nP^0;8y}${J9$yV?e8|AnECp zTh4tML8s;6`c{mETH#h&3-TdAhhTR!<-K3kwP%LKA~x%--RxVsDB^TyhB^6b0eUDu z*t^)9^{s!$8mXcs`AynaU^v0ZMFF9BNfwzRKKnbfWNrL!|{DpGO zHYDrauhq-fzGH9>p_<4^)o4s>lF;y9PkcU9iiRuUKz&?`9->^+hCTyz@-$##R{!dj z#1Uap3BvlmiS;hTFgHWGgiv$aEhj%N(ZJ>Voc*APWXr+>dcTM)^ilzX*tMo{cI^Ig ze4rnJGL`{n`QEH@0gVVVd}{D%&fS?ZKLs(GcNauYIbP1Mb{u;W13At5gPwKq36 zUOBQu@^hbLl#{Gx>3||k@fLd7CpMr5mmmh1Fp2gZVh|A?wdR^KL^uX ztN@=O=*q2}qc!IKqmCHHN9yG8@y~Q2G8nKUci>CfcQBBME=>QHC`K-Aoi&|)6=R$Z z#{PWIN*VzwC!Z`nH_hSKf~=op!?K2MPDqt`g12B3?{^`^&NYyFUh(u=R$xOP{@9X?YHP0hT>N$$lj5@(D>!*c z)N+#Tk*r`boZf)Dz|?3bwC%_Zzv;F9AU}9Ejd*C5DytrvS(M%H1L5FA@t1TL$#{!b zak;PtlWON9D#-dq2C=98PB-GFG(^Q;LSrmmG3l6=66mk**{Lm{js>=&7r&0kmqsFw z>5tJXIDZ{%qHmCg|B7hPYJ6;egO82@anojqlAnD)&&Lmvwcxp}OiJcxi{r)$p~2K_d91%v-y0;0kf|ZQz0U8l1Elk*QFj9|hEPW#M zZGVJ`ES&iprT8j!u_;IXyP@BOkk#VRr<-GM3Re3RxBleNp?BPT3$EJINWVje`o{^q zC(|1uphg|pMzs@j&0HA6KfQC*cr5KUiZ}Q;GHkpXc{bJyz4@JzCFx76etB9WLwkf6 zGX-lB5Pem9W7v50y|t9K3D;R-jBzx&`%rh5#P$c)`vmtPsI?a3LrY!?Tl{cjZLsC` z2YRHG=vrgh+NZ^wQ7s(ADkJnRB{F^H^F;g0OsKl^#29o^<5B1M?C2KboA&;hDpm}Y zbJDi!MY1lUQzwHH%Vcoc1)j3~c!1M6!nbTE@HGyx|l5M*Us_fH7q2)&GHogp-xq>-t3FL>W>KQkjU>j1MWh$-7cjP%? z9_7V}8u$rt z0#Kz-@0-A%JiD^!eK!%ZOCFZ&UYVwA5N@(L0z(e(g&-W%q~}H9@|S(bdEhJNRH!CTWy`Bf%H8ak+foGfj;psP4(We4>7w6}-qD75L!|g*$F% zk;P5GueaYDcify@O>B5a6thL_ayUtUno3}NQoTTM{)U=)NZYn#Q#7+qwlZNc<{y>Q zbZ0~*iM8WNQA;3+s3wk&J@+kS0BPmpgKLR|?wcMYXrPI@>LI7Rk*e|b08$C#w*e$u zY0)_e#8pS6`ii#4hny4KVa3%!q>b0CT?Ek!YBfQ5g8jI|!^?TxWyAMv3yc)Im1K(Y+Q7qZV@DSB_vx z!;7g9MHVg|DPmYD(XTlk3x+*x0zMboc2NZh#vQ=LrUI@vyh}i2;#ocLmyd>2|vk9*xs?%@!li(|B!O zQOu9Qi?xA2Qyn<&?-=Gf`j%t@wtb&a${F;%{^2&sp3ghmJ>)f^advoULxd2vD#ArY zh_!p4Ihr6DfyVYkzwH|ig=`wf4*gr5SDc?wVSp9YrHmBGqg9V6pWG1Zj_pa3wo?6m zs^R1J;o-6xOZ0xoIwtSvPOT6=^)r=P%G3{m;|?b}Epl5n>>MFk z7v3Vc!<$yG-FY6npbpIisN!d|wI2w~9~tUgK?D)4$I{z@HhZCOyzx5bdDGTC+nd%d zMOMC(`Re40(|8|x4#TZR*iXRJkMM6H+T4MT9zkQPE0N`uaVhs+Fr9qfZj|od6yXvB z^HE`ZQgUtk<$^0Kh(ui(RHL$67k%&KB+^#*UWetgex_zx-_yYlHq^?!@mzvD64{Dv zKvY$x5Pw1NJ|&$Yy-}>!Xm4q6Y-ED>oV+i4S6VRzN!Ok;ZVUQ%eb0pFNJ-pf|5$l29yhF`2JwuHsVUkZR%qh3C=gwAbZ)lZ$?OiYE#``fqn*7DM{c@&8}MO}zAIS?hIJO{JX;jrEC|6Mh9%aX zQfu6X0=$?ex<%>G=d#@>n|;wCndvCt*Fj|S?d_m<(l;38OzBM8ZKp4$$>lmOJXhsfvQ#{Foar(es92h9QodIYk>KR*l%h%}> zf1Lo@dQ)V8x9(46rdljS+HE#yt3=+uA>dq;Ppk?Ducij3#}J@lCMq?G*%9Y8bxlxg zO6wK-qf?&AU1h(aZZgf@^Q)Tz+{3B#J|KJj`xR7^a!GD5XY}e4HV@Pn##(y4Xv_zm zfWE>{YY}PFKHZH{vLxe%ZPt$NU2m=yapE2Ij$D^1*^WnQ$+_M!$sX78jaS%s;#cb( zO=cBX*|+v!|WcKFmynpnMb2A!RHSne-7s#IF#nOHxe3BO=4tQM$BMN@nKYVgj?#F!?^;W0=&|(On*KR2MO8 zWS44yMQnt&=7LD=yb4hI|?rwNu`})So5hQh$m~91-94KN2QVv_y`wZ}OZzmG61b)y=+2Xh$ll9MX^nziNC{Z$APLo@3B#47jE4!l z-oTooN1@<_#Z|%UnnCKpWF{8BDhutW8tOO1Vr#u zgR+Q3wZ2O~ZRrxc?`L;i;6C_x9_r|d--za@h&+&=qT23iP>_5h(42fKV{jXf2F*I~ z4vBXQlj5R2_)tOl%g}yQY~3ETi_5l9GQnbK6~Yx9bc$00A$k+vjaS+rUd>5rP3tV| z>r7!*ZhAXiIO@<=4^u+&-IlReCi!=N4r^-=F7if0KW?R)*e#NNTl&eQk*}Q8DTI9W zk&C}N@lR20K|C)SO^6wi)IJ;^!|)%Ew{Ip(sPw-`R}&o5!5&zt;%h$i^dIdn%L=jo zgfjV|)zV)ZFm6%Ucz)V~ag!_hX5hizgVfcfp;{41+zv_E*57c?hYq@CNoa-$L zTDwt!cb27&Sfq7+^?DpA>f@#xTDLV+0#E|0D8;YHO}f4BukC_%ZBrl$c`m-@9RW^Crd+m4i6(9Dvt{O_Z6^ z0{B@4q2`chKWzJk#;azce2In}i)^Gqxm;!Kh(qF1f?IQCrwFybm!Kn%2j^sm83(u8 z51g!c3Jq)gsE1z(8+!XYoSalNF(q_mW1+qpwzXp}NlazRur)!ITEKNspE&(XmAwlJ zHcxMQI{Xi*g&Rp(pBCxz2jtwW4c*V(avV;)T?SU=3rX3FmOtov{#?7J&U`w5%sQ%u zv3xzW;FmoEO|qLz?}61PPtsWa!Ry^_AzGX37G_WhUaae8_29}TGx|K9?9;Vp1(O=@ z2zsapHD+cOiNz~y`zUu0?>;twS z`~ttrZx_Rg4kcoehkoKcgwugPZNAncNDE8^z(9qKWlo&BQRH%RkB={0>ln_p$Z`V{ zG?nKKX@oz~QLB&(e5Akv6e>sUE4_BXU19#ZxW0Np705kSVYZazpuK#)qaNvfX`@9; ze|r#pu(dm9IVOm*-6*k(g0M`_><=`R`PlF|U#=?e)SpEm&%&S3SL9a+?C(7`u)2Qi z3{9I1iPrD&VganFwEDRo98)FioL;J{ql*;RrFZkL$y0pO4)@F}e(^ZpSbF)PAlPXb z_{73#%p0d|Hp9Vf{x)as4yI^5b13Xfn!!!^tAcWbf;~xR{&&z>UuUTUC+NY{J5x>byj%AEVDmbcN*> z^16C3N8aXy8P^19!F`^~S!;Xus$K_B=6k=oQdXk$8s`m82x(q??tNzM5BmD+uXe=h zzpMxb@p3>P6xfVSbkR5xuj#$MPA9BFn;D`CRDB@jRuvFmY8di@e$eI~YP-tjlbFf- zATPa;zG#Hf8)7wW%P{hhu!r`;0@}K#wUeoH>sC$k5E%6H%$2aCsb9`WZetGZKK*1s zlpzi?Wrf~AOLy-fe*}hn&)9sEQv|G2hrMyDj^G%|%GnZgE{g(ly?GqC>2K5j&Dt>8 z^psgD03prCH;}bHdhQ)gff#08$R6|XTd_9*Cv0ChNIzsR)yF1x7vr5D-+Rfow_PP% zH*-60EpkJ4<#uo2ja0l$8ZHaq%EV<9DDJ{%!c>zQ#6X({ESCrghj~oTplv^HH}H1fY?s*k4s7+yyCIdEyHa6s@$Kv`($D5*(i} zNKGieniBrVwI{Nq488e?q~ze+xT z6so|f$0q?i#~MB|Qd~q2LhQOqZS41rt?|8KK8FpVdh$-r>VcmsU~Gn?PT_{@F0?rE zxXY8i$UIs79^mwuWwyYM1iq~_bcllIJmxawU>;EZ&@FkdI?@B2x1W`95wKUMXWlJi zUQ0WsoWdFYMTBfbtM~ELUjJ7~jnQ1*vf@lwy54uvO&nHLV2po&w>O6Y;wiB1m8RdW zop0yPhY5?N(3^sCP1;+h({kFcv2%MwMX$#y-sV^|MK9dC0!E%!nbo8~ULNG~Ee=uz3^eKx>gJu976#p`v)v7ex~)y5Q}oZYKv)rqkWdZkD*(N`iY+(So_{6Tcgsz%Pqa^Yl?2N3BAEo~*gF}* zuwrR?8yB|uWZ|rz?3pkDk9e)ic7#*>?HDF8;5Ioqk8ZFQ zCh*+BVwHOZxA~*2K}`Kj!1*lPhM}W**^l_Eju6{nf7Z{sV-K!(C}AggVhpgfOmch_ zn*H*vC>y8tW|HN3T!-nFj&<}in$U0N$g+p$P_q)NNH0pk88@Z%AMb76}PanwXDT25UZV_ z0lch>YAUip)?mggVW%dL(@j6QFK6!flM6opeHvqpPVwlCcd~NS=JjyA11^0(J}PXi z=*nJzIQ*y0=V9!~*Y;_z?MUxw}USyhdZqi zTk9v%*y?XF2*x%>j!q87KsK-|qq zLfHxEWK8x~!E+gq3G#&uASz78Oa?FnLXH9g&z1i=0@M`@EQ}4EUh24Uka0i=Dv<%) zILSC)&LFiQpTDJG`G*@BK*in8m<*r@G&LrpCS!i#t_XB6wsC?mfRK18kTW(i2a4Fb zk!eASn8-Mo*%?__IM_K@$XHm}8QC~rPIX?YirU&ZK^i-fvHjCp!ok+r?%z7{7sr>< z=O&OpfHFi52cV6k-7{xH_kR^jkvTay8~^K@D5RE{v5UE(v66(ybK&1TS2A|Ab#^c` zb|ib&qSC+h^H~Yc+J4rXtTAMdT{AN7f5iG|Zsla`KnD0|1<|vZv7xQe3#Y#o^0zvl z*#MNC4V+%I^wHMA`lUqV-<81u(EBB;FEgcxR$m4!u( ziH&WthE1iiQiX}_(>rNZIJN$b_nQ+6Y>JYA&%Y{|*c9ysb`ai(ypmr)diOs9^;u7U z1C@jMU$}YZ`IkOlwDA8FrOZrZkk2zt{{uRo0sEh<#{7)fzp(h!kW}N|zcSfLFN;<_1Pl7Lf1k+TE1OTNbczHvUJwzx4EP#dEX% zOYtvK{a0$9m5lktS^lHuU##(;RsS5a{u@>Qzs_Tr{|ZU}ZrXo$8CK^fUcQRjTG=`%+W`$Bcar}Qp#f5myMcq9?Q@9z zCzb<5%$*z+jU7a7t?g`Wp6@hV&oTQSe>+-I2+7?^Up<|9v%qB@Tvw8A(Pf|)(Scaj zbL6Q1496gLVa$3s71n!NxP_8uDV#SQhM-Lgalib53toQpT$kYqC1 zD(kayQ|3h(#Ti*z?j$R6d_Jfasi?jORrnn5bjiGPEos(!7*LDOxbi05;(qmSf2LeK zJo67Fx)o~RKkXj}U#a5)Vc|Z`zW%D=J3Dg@=!EizO#6O4bZJ&SMk)2HoV4qd=j)X3 zg6BPj<3*-D?4~?qORL0;hFsXHJU%{F1MyZuL9QoswKg|vK}aG%s&Nvb1g7f;5C{CX z9zYI#eSHr;Z8HbN#Kfu~05bLA8_GjfDg0w6p1Cxa=5!uC@G^UNC1ylr#flvlq)U^q zYqywlqm#KukR76YjFf;AlCAsv)(AjaJfL2U3Yd)s@aHkzw0dQ!|M9wWHmlefnnb=I*KaPtCo^tbLs*g<1HIvol32 z$GEQdH9HDrw@$md!^4NqnwmL<=k0*IM{zObA;08i*FyWbK40VsKYj*e78#~m-k<{^{;f~d+Fk>>Ra zs>hxXb1`+ca^RwPmP{3UtoUQPd_}+f+1Rc!EFnn3FP$!5xbKZB|H5t?3RYp|VQu%5 z!^uVQUy`LCIQ7A5#Yqh8Mg1*PQF5e|Qf*R;&;Z{s0o=3r-?3#7^2`7Y*B7pwG^Uk> z=&jT+(?Ty483LP#h@8)>EDc zxKxL1(zoht?x#AQ=2+*M4?q`7U*=*^UCls1`ZgX)aJ|hE0q9KE{VE_YseVR~K{p2l zSQ84l_KuMPFLG+-c0Z!B@Mw#7?)riXR$!K^Q(iPrKtb1qcC>ximhN%m#${)q(mo(P zD0#Ttc1g2%zvpsZhxN#c0$50{l$rEh2Vm=a2T0lSm=%IFm8F^0N_Px+h*V%*(eHVS z;X+`*V&Hr9hr6@YQLtw86`|y;d5BM&pvMTP!7-|`o@aY@P7KnHh?Eq<^9YcLeD^bH zVq}t6Way$SnCL%gKIvT-hT{t56QL`67?BePQq6rn76@Iqi|9cMEM3);I8^x}$ zj54#3^A3GQNaQkx=XGk<0n%asVV?uS|CbNJ4zrVEkN~fpSSi}Jg6l$o?t+K(wo{&} z6XiL6{C6I7Vf%c!NxXR9)#VD3s)Be^u5)*q^^uwY(uK1bQ)#C}mhlJ!w7moIeJ7J~br; zovI4rVLx*j!t>$eyWS>?Oi4=NlNy)jY;EUrXD*q%yIPLLxkWaX4PMJNJAQ#$*wNd^yT<=ZxxPineQI z(fRxf#>%>fqO?l?N`S5KM0kc8@7*V?$697D$1_HVtV5C`hh7uh)=jxKee{z%fs+NH z6NJjw1NhH+n{ zJAGKyK;i)J-unoT%8T^tI&AZ49SHG4rMc}f6NqGuvZp~^K#zdQr*b<%0AMNiq2kK) zkNKVdWq~gh9i-cy}LFN@QWjd zaN#GVwb^brAZXP+{IPy|YLDP{^R!o=!SJLuZBri|wa>yNaEf=WpIubmzK^85DL?-nGd- z$DO@T1H5BVbr>D(i%|$HzYrd^4qmBzQmh z?Y;50j&+KU0wO9!NjMK#WnfEhhz=pQ5}&rrwqZn7M{trqWQt~ zqn7<}ygN$6-)Wq6S2m#513@hwLde1Kuj8Y0rjO8ZToRe_kW5-#eZF@@3UmSAtIt{r zWJCbB(LR=u7y(VI*6h?vU$dP41|RmMk0<(Emmu@gHZrKs9`Gec|+f`J^g*-9Ao*e^_D|@~H-avg3|`ow~Zi-Hita zp9BiMw@McEA}Sqoo-?ALI-3uwU;`P>^3y9dMjV>Mtr{XrjFgi>+??snyM$t7Pw!gI zvZaywwzd_W7`><4ncTjupUpdPch^D|xBf}@g^=G&wPGy0@1zesS*sFDWN;^{b;&H{ zzE|*_T0^towmEphEoyFiNOBDD<|7ovJ925>&mKf5HA-_VXnPu2F@55uhXBUn>CE5X z9}!iB1!%h52>JCg((i~$)&p&2=Dl8_ky63Krz9EP7J{~iBU{KuGdHLi1%htNz6Wbv z!B3vz1%R?C9~|A@7Kt!<(D>b18$Wcm(0%6ztZIuU$Yi}ls2m}wqn5}oB9 z0eN11RG3hnsi|+}$=%<3yMY)#k=!`%ZR0SzKw6uQs$6zPCpGma6as;xg?fpx$>}n2 z+{}U%0)@^zLN!p^2=d)YbM`^(d$m@jqIqhMfOMFNosP0H!Z>@+5=W7#NkCM7YW`m} zJ#W5F-j=FQu)(en{Wju|oz*xT&y}!kd$`=#VL%?$b9b$cl-LV&^0z3QE+inlJiD!u z%h0d*d~?JexlF%^2{gsm^SRlIB;>5--ou@=RRy_5vvVA7N%`?;-^{ABr=VfFB+eXP zp`xOOVoeqK9O2GYiw z1c3yUn@iaFDM9Y^3r9bEx&|jCmn$|2JUX##~D06KE7cqZ)-Yt zr*Wy^yY$FBCh$a>pEqXJ)?ZB;X_N5w zQuX+_C;+sNgeJ$@r5mSw$Y@w?GZo$Ie?D2PYt@#<*YlJA2agUj&4c2U033v;=hU48 zx`c#8T;WlYsVZpJTE0^uVo|Stts@m6%cx8G@yjhLVXmbnJ$md~XO!69cio`7^o z2yySmtfi%;@yW|G4ArNR&GpH7MuLCq4&rkFVZf@XIa!}vk^LM|bnd|H%(eLp1&G$w z=?i8Kfihy|YJCJWxpcfCCnK7g+0krsgkL zNeq7s6cs{}ZwR6zSV^Fh1rYbj>IRq4T%gRYW`~rUVOM@%#15bAJ61x>m{$d?7|?J* zPFhy7JiC1V0{WewDR0cG&jQqcs)fPx#;|c8LbBh^js1XQHzZ268BO zkgS?L1=g(KR#T?g(t)60 zkk{NsLB-oTji^U2m6CAZz;sChlFP@;TNA_gpE81_1R>Kvo$~LHQ9U0Y=8^|#-+a&I zLsbr@f36q+;v-bPA#VwK=c`!U#V5;n*iCV`9Mv<8@>r8jqSfZJI#x;X_`_nPv=61!2F)J#WWrG6He zb#SM4hEWB~C^TlFdMPwVWxf(HJqBn_v{w z1?N3$d(!n9Zr@W9=%m~7+JK8T&G zu4JXqzmS|5{-R=?$*cz+X{wZYZk1GcRG3oX@u1+J0zopx;ZDxcIg|>-Wem_S&%fJ3 zZdIU0B~}Sij@tdkO3d&|y>{6J&VzSr2*|C(-9J2DAb`uda{0TKry{W0ftCL4Z|~gS3~#3gTR@eV12Po}lIN@y2NMysL^)+I0O)jc08?uqZ7Itstw& zHqJ2FcdaoQ^YMy@d09Nh`cADbblmHdFK{aB`8}&ZZz8m7=7Jual8BG=w(N6>TcRz0 z$`UBi+l#;XNqgFzW5M0y?9kTMmXs*1s#~K;V(VCBJ_MC+2=f_T3CWpu@*A@}rEgP; zb@|!=5BgZ=f~`!={IecuS2kC_Wx}>$_d8JNUyNOxmfQ*%$$DJ2YLJcVJ;1GO^9Xs=>-*P?JzO2Kkx4ln+1C>IW10aLVpwXms7z7G1N& zDsal@^V{x2R;(W+PKOyC%MGiRJRF?vbSs3R!F12GD-6wWKuv$Y(P zxJ(xModE;{3XS=GR&Qp3@X8_92DI78QayK27q;lcT)kBv@YE zl-j(G!U>OkL79)Mf=?B`j2Y`H$G=bZ0)LptKc0dIT0A&(TU@!2JRinWULuDh_8g$D zXC@#~?N56B@ORMKv%x(@^TyqZT?;2ua2_EeX!H2xBbQY7TBo3AkvNs(Om*a`o=y4f zIaKj(LSlL+%8Sp5zIfUH{^FsFe0DsfsHmvv^Vpy!bQgo&tGlZ|OGDd-fBujV5tZ)z zL}n*Hd~lc1-^yJ%0y45{Zq$)Txl zvK3^=G9#FVBM`Yib50R#0nbZ#Gz4f%Yf08j@8i#$Q(B&UB`{Q1Umv+(4h1xIaOlQF}sA~`#!eGIx<-ZhR7^ER29yqtvXNt3OZ(HfH>E~YrNDj%=| zJ@hC66&5UACr2RD*VE@p!NqXAg!_>EHg`smAON5Nt_7X$?RsY|>Hgj5#{h5=*L4*A zvc6Sw=Px=xq-OP6Ayc`9a<23X<0?yuSzO7mNW%8%7gh+1>+|xw^1JdPO?=Fu94(K8Wc6Jt&Px`{) zsg`V9`2h|;5-V%=OwnCC9xSl7a?54{vzS2b&>l z2!D-;$su4HA1ixaOt|3H($Wh0b3pz~f;zA2HgA7Mm%x}0?Byeq?rUGzP_w-}BlJv3 z#tnk0k5|BhX)`Y$gQ>!WA=e3HJ#X;Tg{~r47qXxOAt280b#3QB>T|maSp;Hb-QZ5~ zy!xXG+JG$TYd*MrySB5lBF+`1=9+Py~DlQbiiQkS%8HD zY+{ASe4S0cpuL-$I=EGW=9xtxWL7FXz}w3s;+&)+z7i4+aM>H7do&JYY&JFuz|2o3P=c z(Gi03h?|+7Cl3v{ybOg#A!->w*F_$YV{vySBFMudL5Lh)L{U+465@r^n9?&TB`V}L z>TzB~;{%mKgGI<)66GR+NO*YNGrP;~%u+tiO4VK5nyK0Ox99Kfzx)5E|K9JLaoho- zzygPXNF>gWqOF($2jC|1{|4PeI)XR(#GHGP1!nvbh)Hi)Jfcn6_8Tm!OL5(S;cOsG zloes?jkT^VK$R!{L*4g67%n&q|5)=*v#~2cAhEQfC z#C=czUMcdIMw~$uozU+87WD-vh?ldmoh|gkx9t!CVhC(boK`(f;i08wd3aFKl!s!R z)_GQ>+F4D#*%qtn4{?6;#}$fxrH58go_!!lg$1^Ztd-9IVTdev7!h^oU^oE(>mCjo z2Ldq43`>N*EPa{>yf_ynK3^?O^}t2&F`y42iKIdfu*X<=P+d`HIonZ2Ffo8JBiRB0~lB{Bk2PhH*jQ)w@}iw`$+Uf!9TO{`BW zOI~t3g{o7P_hhUNypeZnSp4ptn(S^Lx7qpqTie&(U{cSj?iyy~oCx%GTclf^mC=&4 zeOyo1%?Nt`waH&ZdoR0}`OZmoet&EGb5oVG4}G(EXJqWOu!(M$Zl7fa!O-GosI`jxrD|QhNTH(-94gJ={s)ef0zzMWK?s;w36}I= zqe2NC$^JeCaY+rm6(5ctKfA=OAU^ZN!7-Y{ zWtx)|mRDJOs`__f$GdX6kGkf*U%JKf`=TVQ{=JK^nv7Oo@658(Zy&tXXDUv@g1UBp zlv}c_JGT1Ub6vX*kKa-_ziN)}SHC^bSM>MJd-HyFt5)Bc{=GUk;F(4&uk}mjQb9d? zfmfxU-~Yj$ZGW0@v;4JvP2MG_PN$9Ghc1--P`2%+D@OEfJ5w1nb={QrE5mK-@mC&j22VQ^dlYT;vqpb@7$=TIdPt z9qjcWsYs|*?6a_Vwl4i`C}R)9eS?`XJY>1KAd{L_B#b@c8}4CDONj)gp-lT=+!Izv z!60R8eWxSt359xNF|U<-BGmji%}e8yZN6xpxq?h;Uh#eWOPE(o4Q&?tsb)gShuZ7aJ6yh-_{B3>E`?n@6T37$A97a6lu}_W+i$UZD`l0T0W-lcUWi zlp!5dF#HYbMkjke{itqOj)MwWSSj!mcQb`%rs&c_5HZUu#2*j<9wY!HP0^GuLCzou zZyVdt=p|%tUA4xjN!29@y%sEOCJaL-G|&9C`jv@F0;fqOY`OV^vkXHqcp@&!7>?(l z+0h42Gs|eeqg`5wj3cBnSb&7SB`L@9Fgn@GD1w2_m&j;ds*k299(u5(9L37&fW_qH zI2MLq$+H{{C#AiNrVvX{A_ItcDUp$~_A!8#wGYZ53)}u#25^2bK-lSnGEUkLhT>#x zVJN^$$Af_)Y5N$4L~9lMI#>p|ki86=PugFG;t8o;pguSQB+s&pY> endobj 13 0 obj <>stream + + + + + 2014-07-25T15:32:11Z + R + 2015-02-09T19:48:48Z + 2015-02-09T19:48:48Z + + + + 256 + 236 + JPEG + /9j/4AAQSkZJRgABAgEASABIAAD/7QAsUGhvdG9zaG9wIDMuMAA4QklNA+0AAAAAABAASAAAAAEA AQBIAAAAAQAB/+4ADkFkb2JlAGTAAAAAAf/bAIQABgQEBAUEBgUFBgkGBQYJCwgGBggLDAoKCwoK DBAMDAwMDAwQDA4PEA8ODBMTFBQTExwbGxscHx8fHx8fHx8fHwEHBwcNDA0YEBAYGhURFRofHx8f Hx8fHx8fHx8fHx8fHx8fHx8fHx8fHx8fHx8fHx8fHx8fHx8fHx8fHx8fHx8f/8AAEQgA7AEAAwER AAIRAQMRAf/EAaIAAAAHAQEBAQEAAAAAAAAAAAQFAwIGAQAHCAkKCwEAAgIDAQEBAQEAAAAAAAAA AQACAwQFBgcICQoLEAACAQMDAgQCBgcDBAIGAnMBAgMRBAAFIRIxQVEGE2EicYEUMpGhBxWxQiPB UtHhMxZi8CRygvElQzRTkqKyY3PCNUQnk6OzNhdUZHTD0uIIJoMJChgZhJRFRqS0VtNVKBry4/PE 1OT0ZXWFlaW1xdXl9WZ2hpamtsbW5vY3R1dnd4eXp7fH1+f3OEhYaHiImKi4yNjo+Ck5SVlpeYmZ qbnJ2en5KjpKWmp6ipqqusra6voRAAICAQIDBQUEBQYECAMDbQEAAhEDBCESMUEFURNhIgZxgZEy obHwFMHR4SNCFVJicvEzJDRDghaSUyWiY7LCB3PSNeJEgxdUkwgJChgZJjZFGidkdFU38qOzwygp 0+PzhJSktMTU5PRldYWVpbXF1eX1RlZmdoaWprbG1ub2R1dnd4eXp7fH1+f3OEhYaHiImKi4yNjo +DlJWWl5iZmpucnZ6fkqOkpaanqKmqq6ytrq+v/aAAwDAQACEQMRAD8A9U4q7FXYq7FWM6F5c8vX VrcXFzpdpPPJf6gXllgid2IvZhuzKScVTH/CflX/AKs1j/0jQ/8ANOKu/wAJ+Vf+rNY/9I0P/NOK u/wn5V/6s1j/ANI0P/NOKu/wn5V/6s1j/wBI0P8AzTirv8J+Vf8AqzWP/SND/wA04q7/AAn5V/6s 1j/0jQ/804q7/CflX/qzWP8A0jQ/804q7/CflX/qzWP/AEjQ/wDNOKu/wn5V/wCrNY/9I0P/ADTi rv8ACflX/qzWP/SND/zTirv8J+Vf+rNY/wDSND/zTirv8J+Vf+rNY/8ASND/AM04q7/CflX/AKs1 j/0jQ/8ANOKu/wAJ+Vf+rNY/9I0P/NOKu/wn5V/6s1j/ANI0P/NOKu/wn5V/6s1j/wBI0P8AzTir v8J+Vf8AqzWP/SND/wA04q7/AAn5V/6s1j/0jQ/804q7/CflX/qzWP8A0jQ/804q7/CflX/qzWP/ AEjQ/wDNOKu/wn5V/wCrNY/9I0P/ADTirv8ACflX/qzWP/SND/zTirv8J+Vf+rNY/wDSND/zTirv 8J+Vf+rNY/8ASND/AM04q7/CflX/AKs1j/0jQ/8ANOKu/wAJ+Vf+rNY/9I0P/NOKpX5q8q+WE8sa w6aPZK62VyVYW0QIIiYgghcVZTirsVdirsVSryz/AMc6b/mO1D/qOmxVNcVdirsVdirsVdirsVdi rsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdiqVebP8AlFdZ/wCYG5/5Mtiqa4q7FXzt 5m1uSLW9aE+ja7q+oQXV2tv5z0681OLS7MCR/SR1tx6cYtF4pMEjkXkrciSWoq+gNMMrabaGa4S7 mMMZkuowAkrcRWRQu3FzuKYqg/LP/HOm/wCY7UP+o6bFU1xV2KuxV2KuxV2KuxV2KuxV2KuxV2Ku xV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KpV5s/5RXWf+YG5/wCTLYqmuKuxV4Fq+oW8V1rt3NeX mmeU2utStjp9lqnFFvomlZ476F4PUtE1CRHaP0phuw7uMVe06fZ6ZqPl/T45rGBrNreF47N0WSKM emOKqrAj4QaDFUB5Ahhg0CaGFFihj1TV1jjQBVVRqlyAFA2AGKsjxV2KuxV2KuxV2KuxV2KuxV2K uxV2KuxV2KuxV2KuxV2KuxV5lqMGtXn5kEaNqt/d3VpqFo+ookksOladpy26tLZyxep6Nzc3PL1F IjLpzUnioHJV6birsVdirsVdirsVSrzZ/wAorrP/ADA3P/JlsVTXFXYqhZ9K0u4S5S4s4JkvQFvF kjRhMFFFEoIPMAbDliqJjjSNFjjUJGgCoiigAGwAA7YqkHkf/ji3P/bV1j/uq3OKsgxV2KuxV2Ku xV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxVJJvI3kqbWRrc3l/TZNaEizDU3s4GuhLHThJ6xT1 OS8RQ1qMVeSD8/tUm/Nd9Mt/LfmKbTLPSZVu9AisrV7xb76zERcsonqIlhcLvJ+0Ph3rir3VCWUM VKkgEqaVHsaEjFW8VdirsVdiqVebP+UV1n/mBuf+TLYqmuKuxV2KuxVj/kf/AI4tz/21dY/7qtzi rIMVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVQN9NqvrWaadHC8TTUv55WP7qFQS 3BF3eRjRRUgL9o1pxKqHt/Kfly2139PW2nxQasYJbVrmIFCYricXMwKqQhLzDmzEcie+KptirsVd irsVdiqVebP+UV1n/mBuf+TLYqmuKuxV2KuxVj/kf/ji3P8A21dY/wC6rc4qyDFXYq7FXYq7FXYq 7FXYq7FXYq7FXYq7FXYq7FXYq7FXYqgp9QnTVbawjs5pY5UeWe9ACwQqmyqWJqzux2VR0qTTaqre j6Pp+j6fFp+nxelbRVIBLOzM7FnkkdiWd3YlmZiSxNTviqMxV2KuxV2KuxV2KpV5s/5RXWf+YG5/ 5Mtiqa4q7FXjfmHV/N1tql59bvfMtprj3M8Wh2em2lpJo8i82+pr6skTq3qR8TL6sqsGLU4gDFXr 1i141lbteqiXpjQ3KREmMS8RzCE78eVaYqkvkf8A44tz/wBtXWP+6rc4qyDFXYq7FXYq7FXYq7FX Yq7FXYq7FXYq7FXYq7FXYq7FUsn1KC8vL3Q7SeWG/jtuct3FGGW3MwKxHm6tF6v7aoQdhVhQiqqM sLNLKygtEklmW3jWMSzyNNK/EU5SSOSzMe5OKq+KuxV2KuxV2KuxV2KpV5s/5RXWf+YG5/5Mtiqa 4q7FXiWp+UNMe91SHU9f8tapGsOpQ6VbakQJLO5v757pncNLLR4/UZSyBWPFR8NCcVeuQadONGs7 OPUZlkgiiQ38YiaSXggUsfVSZPj6nb6cVS3yBG8fl+aN5GmZdU1cNK/EMxGq3PxHgEWp9gMVZHir sVdirsVdirsVdirsVdirsVdirsVdirsVdirsVS2/upLuO80/SL6CLVYPSE7NSVrdZiDyaMH7fpBm jDbVpXbFUyAIABNSO56n7sVdirsVdirsVdirsVdirsVSrzZ/yius/wDMDc/8mWxVNcVdiqRDyH5M +vX18+i2ct3qU31m8llhSUvL6aRcvjDcarGK8ep36knFU8VVVQqgKqiiqNgAOwxVIPI//HFuf+2r rH/dVucVZBirsVdirsVdirsVdirsVdirsVdirsVdirsVdiqC1WXV0W2TTIYpZJbhEuZZ2KpDb7tJ JxX4nai8FUEfEwJ2BxVEW9naWxlNvBHCZ5DNOY1VOcjABnegHJiAKk74qq4q7FXYq7FXYq7FXYq7 FXYqlXmz/lFdZ/5gbn/ky2KpozotOTBa7CppvireKuxV2Ksf8j/8cW5/7ausf91W5xVkGKuxV2Ku xV2KuxV2KuxV2KuxV2KuxV2KuxVBXmoTwX9jZxWc1wLsyGa4QAQwRxrUtIxPVmZVVRudz0ViFV2m 6VY6bA8NpHwEsjzzOxLvJLIau7uxLMx9z0oBsBiqLxV2KuxV2KuxV2KuxV2KuxV2KpV5s/5RXWf+ YG5/5MtirzL83fL97rXnGzGl2cOs32m2CXs+n3kcjwwwxzSf3RU0Ml8A8RSg5BB8Sjqq9H8j+j/g zQvRvX1KL9H2vDUJAQ849FaSsGJYF+pBNfHFU7xV2Ksf8j/8cW5/7ausf91W5xVkGKuxV2KuxV2K uxV2KuxV2KuxV2KuxV2Kpdcatay6jNodtOyar9VNwWWMyLArkpG8hpwBZgeCsatxamwOKq+laf8A o/T4LP6xPdmFaNdXTmWaRias7se5J6ABR0UAADFUVirsVdirsVdirsVdirsVdirsVdiqVebP+UV1 n/mBuf8Aky2KvLPzY8t6trfmS2srP63qmoWkDXVxHYw2kLw2U88giV5Zbm0aYH02VYqkNxJNK7qv UvKFzY3PlTRrjT2D2MtjbtasIxADGYl4ful+GPb9kbDpirCtQ/NDXkbU7+zt9FTR9ImuYLi2v9Ta 21F/qbtHI3pCCSOIuUJjV2+JaE05bKvRbG7S8sre7RHjS4jSVY5V4yKHUMFdezCu4xVJfI//ABxb n/tq6x/3VbnFWQYq7FXYq7FXYq7FXYq7FXYq7FXYq7FUu1C9lmW807Sbu2TXI4VkVJqyCESlljlk iQqxX4G4io5UpUdcVRtvHJHbxRyymeVEVXmYKrOwFCxCgKCx32FMVVMVdirsVdirsVdirsVdirsV dirsVdiqVebP+UV1n/mBuf8Aky2KvIfPOlnWvMs/+H2v/Nd9a3E0c+mT20kdnbty/eWw1WOTTeEY Yf3bSTAU+xir2fRYXg0ewhktI7B4reJHsYGDRQFUAMUbAKCifZU0G3bFXjHmbQ7+68y3uqajp+tP 5tguJv0I9hpWn3WnemjEWX+lS28po0YQyGWZSrVA4gDFXsyya0NMt3NvbyamUj+swmV4oQ5X95wc RzNQN0+HFUp8gGY+X5jOqpMdU1f1ERi6hv0rc1AYqhI9+IxVkeKuxV2KuxV2KuxV2KuxV2KuxV2K oLVZ9VigiGmWyXNxJMiOZX9OOKImskrUqzcVHwqo3ag2FWCqtb2FlbS3E1vBHFNeSCW6kRQGlkCL GGcjdiERV37DFVfFXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FUq82f8orrP/MDc/wDJlsVTXFXYqwuX 8ubyfU9Ru5/NmtpBd3BmtLS3ujElvGyLyiFQ/IeoGZelAQvauKsyjThGqci3EBeTGrGgpUnxxVIf I/8Axxbn/tq6x/3VbnFWQYq7FXYq7FXYq7FXYq7FXYq7FUFf6lJbXdlaxWc9095IVaSJf3UMaCry TSGiqOgVftMTsKBiFV2naXZ6etwLdW5XUz3NzI7F3eWSgJZmJOyqqKP2VAUbAYqi8VdirsVdirsV dirsVdirsVdirsVdirsVdiqVebP+UV1n/mBuf+TLYqmuKuxV2KuxVj/kf/ji3P8A21dY/wC6rc4q yDFXYq7FXYq7FXYq7FXYq7FUHNqlmmpR6WJD9fmieZY1UvwjU8echGyAsaLyI5GtOhxV2kWEthp0 NrNdzX8ycjLeXBBkkd2Lsx4gKo5N8KqAFFANhiqMxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2Kux VKvNn/KK6z/zA3P/ACZbFU1xV2KuxV2Ksf8AI/8Axxbn/tq6x/3VbnFWQYq7FXYq7FXYq7FXYq7F UFf3j8biz0+a2OsiAzW9tO+wrVUkkRP3np8xQkD2xVXsormKzgiup/rNzHGiz3PAR+pIqgM/AVC8 jvQdMVVsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdiqVebP+UV1n/mBuf+TLYqmuKuxV2Kux Vj/kf/ji3P8A21dY/wC6rc4qyDFXYq7FXYq7FXYq7FUFrE+qw2EjaVbJdX7FUhjmf04lLMFMkjbt xQHkQoqaUGKq0NhZQXVxdwwRx3V3wN1OqgPJ6a8U5t1PEbDwxVXxV2KuxV2KuxV2KuxV2KuxV2Ku xV2KuxV2KuxV2KuxVKvNn/KK6z/zA3P/ACZbFU1xV2KvBPOM6abqc8mrl59W1K8u49D8yp5kNhax BZWSJPqwmj9IWnwxyhYXHIHlUtir21Li5s9Ktmuud/crHGs8ltHX1JOI5SKg2Ck74qlXkCX1fL80 nBk56pq7cHFGFdUudmHjirI8VdirsVdirsVdiqC1LUns3tI47Se7ku50gAgSqxqal5ZXJVEREUnc 7/ZWrEDFXafo9lYXF7cw83udQl9a6mldnYkDiiCv2URdlVdh16kkqo3FXYq7FXYq7FXYq7FXYq7F XYq7FXYq7FXYq7FXYq7FXYqlXmz/AJRXWf8AmBuf+TLYqmuKuxV5/H+VEttc6tLZa9Osep2t7aJD Pb20y266hdNdy+mQsZYB5ZOIev2t6gAYqznT7KGwsLaxhLGG1iSCMueTFY1Cjke5oMVSbyP/AMcW 5/7ausf91W5xVkGKuxV2KuxV2KoWfU7GC/trCSX/AEy8DtBCqszFYhV3biDwRagcmoORC1qwBVWa Rp89jaelcXk1/O7vLLczkVLOxbiqqAqIv2VUdB4mpKqNxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV 2KuxV2KuxV2KuxVKvNn/ACius/8AMDc/8mWxVNcVdirsVdirH/I//HFuf+2rrH/dVucVZBirsVdi rsVQ11eojtaQSwnVHhkmtbSWTiXEdFLkDk/pq7oGYKaVGKvNl8w+bPIvm23h85Xyap5Y8xypDZa2 E9H9HahIo5Wsi/FS2ncfuWZjw6Me+KvUsVdirsVdirFvzL8ya/5b8pXes6La2t1PacWmF5JJGiRF gGZVjRjK1SKIWQd+W1CqynFXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FUq82f8orrP/MDc/wDJ lsVTXFXYq7FXYqx/yP8A8cW5/wC2rrH/AHVbnFWQYq7FXYqhtTnvoLCaWwtheXoWlvbs4iVnJoOb mvFBWrEAmlaBjQFVJNX8x+UPLurQS6s6W2sanCiSTRQTTH0YZAgaaSJH9GBJbmgeUqlW61xVMPNH lrSfM/l+/wBB1aITafqETQzLtUV3V0JBo6NRlPYgHFWLflD5h1S60m+8r6/L6vmjyhcDTNTlNeVx Dx5Wd7uWalxBRqk1LBsVZ7irsVdiqV+adC0/XvL99pOoyvBZXUfG4miZUdVUhyQzhlH2e4xV4v8A mv8An/eWPmC3s/Iuoafe2ehQrq3mV2ng43cAkVfqFrK/NTK0ZaQ8PipTiagqVXtnl/XdM1/RLHW9 LlE+n6hClxbSCleLitGArRl6MOx2xVMMVdirsVdirsVdirsVdirsVdirsVdirsVSrzZ/yius/wDM Dc/8mWxVNcVdirsVdirH/I//ABxbn/tq6x/3VbnFWQYq7FUFq2pnT4YXS1nvJp5kgigt15Nyc7s7 EqiIigszMR0oKsQCq6z0i0tb++1BOb3eoGP15JHZ6JCvGONATREWrNxX9pmPU4qwP8z/AMsdT82a rFcWcypb3Fi+mX3K9vLMxRtMsnrLHa1ju/h5gwz0WtDXqMVek4q8w1C8s9N/P7SJbCeKeTzDplxp etWkMil4JrIG8tJ541JYco/VjUsBirO4NbkvdNuLvT7C5eSJikFvdRvZPKwpuBOFdU36sv0YqvnX zFPZWzW8lpp96WVrxJY5L2MLQ8kjZZLM1r0cj/Y4qqy6c8mqQ3xvbhY4U4rYqyLbsxDAu4C82aj9 C/HYECu+Kus9G0qyu7m8tbSOK7vG5XVyqj1JDUkBnPxECpoK0HbFUr1T8vfIOr38uoar5a0rUL+f j615dWNtNM/BQi8pJEZjRVAFT0GKpxp2m6dpllFY6baw2VjAOMFrbxrFEi1rREQKqip7DFURirsV dirsVdirsVdirsVdirsVdirsVdiqVebP+UV1n/mBuf8Aky2KprirsVYjffmh5Zs7y4gaHUbi2s3e K91O10+7uLKF4iRKr3EUbJ+7Io5WoU1BpQ0VZQb2zFulyZ4xbyANHMXXgwYVUq1aGo6YqknkN0k0 Kd0YOjarrBVlNQQdVudwRirIcVYHqv52/l9pf5g2/kK8vJE164aKLaJjAk1wFaGF5P5pA6kUBXfc jFWRaRM1pfT6ZdXN5f38rvdSXUlrLHaorkcIopQnoBUWgCBy3UtuScVRVvdazcxXnKyWxkTkti08 iy8zQ8XkSI/Ctabc608MVU5NN1i60mO2vNVa3vuXKe802JIAy1NEVLn67xHEgEhq1FQR0xVXn0bT ri8tb25i9e5swfq0jkkIT1YJXhy/yqVxVGBVBJAALGrEdzSlT9AxVvFXYq7FXYq7FXYq7FXYq7FX Yq7FXYq7FXYq7FXYq7FXYq7FUq82f8orrP8AzA3P/JlsVTXFXYqw69/LHT7ie49DWdXsNNvJJZbv R7S6Edo7XDF56Ao0sYld2ZhHIu5NKYqylNPsVtIrMW8f1WBVSGAqCiqg4qAD4DbFUg8v675c0+yn s5tQs7SSK+vwbd5oomWt7Mw+AkUqDXFUy/xZ5V/6vNj/ANJMP/NWKsI1byz+RM/nq388ald6YPMk ZR4rmXUERWkgVUjlMRlEbPEqgA08O4BCrLP+Vh+QP+pm0r/pOtv+a8Vd/wArD8gf9TNpX/Sdbf8A NeKu/wCVh+QP+pm0r/pOtv8AmvFXf8rD8gf9TNpX/Sdbf814q4/mJ+X46+ZtJHb/AHutu/8As8Vd /wArD8gf9TNpX/Sdbf8ANeKu/wCVh+QP+pm0r/pOtv8AmvFXf8rD8gf9TNpX/Sdbf814q7/lYfkD /qZtK/6Trb/mvFXf8rD8gf8AUzaV/wBJ1t/zXirh+Yn5fkAjzNpJB3BF9bf814q7/lYfkD/qZtK/ 6Trb/mvFXf8AKw/IH/UzaV/0nW3/ADXirv8AlYfkD/qZtK/6Trb/AJrxV3/Kw/IH/UzaV/0nW3/N eKuH5ifl+a08zaTtsf8ATrb/AJrxV3/Kw/IH/UzaV/0nW3/NeKu/5WH5A/6mbSv+k62/5rxV3/Kw /IH/AFM2lf8ASdbf814q7/lYfkD/AKmbSv8ApOtv+a8VVYPPXkm4YrB5h02ZlFWWO8gYgeJo+Kq3 +LPKv/V5sf8ApJh/5qxV3+LPKv8A1ebH/pJh/wCasVd/izyr/wBXmx/6SYf+asVSzzR5o8sy+WdX jj1eyeR7K4VEW4iLMxiYAABtycVZRirsVdirsVdirsVYXeeedEj88wWLW9431WU6NNqaJEbGO9vo 4rqO3kf1PW9QpGm6xlAXALAnFWaYq7FXYq7FXnWsfmv5Smv9a0icTInltxd6jdJNYMQbB47gqtqL n683JwIwfq9C3Q98VZT5X82W2vi+i+pXWmahpsqw32nXyxLPE0kayxkmGSeJleNwQVc+BoQRiqeY q7FXYqw+X80vLyQa5L9Wv+WhXNtYyQPbNBNcXN4UWCO2jnMTv6jyqqswVT1B4/FiqS2n5ueXNI0e Gz/R2qSyaNbSrrduIoDNp0GnskEs92BPwK78x6DSFlqyggYq9JjkSRFkRgyOAysNwQdwRireKuxV IrvzlpVr5rsvLEkV19fvoJrmO49CRbRUtwrMDcOFjZqP9mMsR+1x2qqxDy3+cHljUNO1DW9Ns7y6 jvr20S0toptNnnnuLuJIIoUjgvJTC3CDmwuvS4itehoqzfyx5ksfMWkJqdnHLApklgntbhQk8E9v I0M0MqqXUPHIjKaMR4EjfFU1xV2Ksc82eebLy5Pa2rWF5qd7dQ3F0tpYLC0iW1mENxO5nlgTinqo KBizE0VTirH4fzW8ny64l+gu/wBFSRrZLrvpp+j/AF3thqIiLc/XD+ga19LhX4eXLbFU98oefdP8 zTT28dje6Zdw29vera6gkSSSWd4G9C4j9KSZeDmN1oSGUijKMVZNirsVdirsVdirsVdirsVdirzm 6/L3zDJ5ouPTls/8M3mu2vmSeR3l+upcWkEUf1dIgnpsjy20b+oZQVBZeJ2OKvRsVdirsVdiryXz l+VXmnzXNJaTLo2lWNpdahf6df2CzLcTz3cDRQ/W4CgUUL8p3WZvVKj4V6YqzLyboOvWmoa3revi 1j1PWpYCbSxkknghhtYFiRRLLHAzszcnJ9MUrTelSqyjFXYq7FXnvmD8vdav7vzFfWk9sl1eajpG q6OJWk4erpPot6dxxQlVkaErVOVAa0rtirHJ/wApvPJn8wahbzaXHqPnO2vLLXUaW4aKzjuWCRSW rejW5eOCoKusQZqGoG2KvYLS2itbWG1hqIoI1ijBNTxQBRU/IYqq4q7FWNeYfLV/qPmfRNVt3txB ptvqEMyThn5NeRxpH+7FA6gxnmC67dMVYNJ+WHnO61Ox8wSW+h6dquhpp8el6Xp8lwljMtm8pl9V zArQKyTssSLHJ6fi1cVZ75E8u32haJJDqMkUmp317ealfm3LGBZr24ecxxFwrFIw4QEgE0rQVxVk OKuxVhf5iaF5y1t7Ky0pbWfQGSYa3YTX0+my3PLiIovXgtbxxDx5+oq8C2w5cagqsYvfyk8w6lFc 6HcNp9j5Yvr5tWm+rSSyXEEslj9WNnFGYYY2iSb41l5KSvw+mOuKsk8ieUvMun6rLq/mNrIXiaXY 6LaRafJLLGYbJpXed2ljhIeZ5vsAEIF+01a4qzfFXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FX Yq7FXYq7FUu8w67ZaFpE+qXgd4YOCiKIBpJJJZFiijQEqOTyOqipAqdyMVY5qf5pWGj2trPrmi6r pLXWpW+lCK4jt24vco0izmWCeaBoUWNi5jkZl7rirWp/mx5fsfMeo+XUtL291bTzaR+hbJCRPPfU MUETySxqHVDzf1Cihd+WKsk0LWJNVtHml0680uaKRoZbS+REkDKAaq0TzRSIQ2zxuy9q1BxVMcVd irsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdiqS+ctGvNZ8 t3mnWf1U3E3plYr+FLi1lEcqyNBPG6yD05lQxsQpKg8l+IDFXn3/ACqLWr+1Fjeiz03RXvll/Qdr d3V5Db2xsLu0naGaeKFjLM92pKhERQvj1VUY/wAovNvD65fy6VrGo3FvC2r296rPa3tyL2a4kQmS GZoUWKVFilRS6sg261VZ1+X/AJd1fQtMu7fUWijWe6M1lpttPNdQWUHpRxiCOe4WOWSrxtIxKqOT mgAxVk+KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV 2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV/9k= + + + + + + R 3.1.0 + + + application/pdf + + + R Graphics Output + + + + + 1 + False + False + + 177.800000 + 177.800000 + Millimeters + + + + + Symbol + Symbol + Regular + TrueType + 6.1d7e3 + False + Symbol.ttf + + + AdobePiStd + Adobe Pi Std + Regular + Open Type + Version 1.004;PS 001.005;Core 1.0.38;makeotf.lib1.6.5960 + False + AdobePiStd.otf + + + Helvetica + Helvetica + Regular + TrueType + 9.0d3e2 + False + Helvetica.dfont + + + + + + Cyan + Magenta + Yellow + Black + + + + + + Default Swatch Group + 0 + + + + + + proof:pdf + uuid:a840046d-7593-6940-ae35-d9e64f7557bb + uuid:c001de5b-5ad4-8640-a069-891f2f224b88 + + + + + + + + + + + + + + + + + + + + + + + + + endstream endobj 3 0 obj <> endobj 7 0 obj <>/Font<>/ProcSet[/PDF/Text]/Properties<>>>>>/TrimBox[0.0 0.0 504.0 504.0]/Type/Page>> endobj 14 0 obj <>stream +/Layer /MC0 BDC +0 0 0 RG +3 w 1 j 1 J +/GS0 gs +q 1 0 0 1 261.0703 126.75 cm +0 0 m +5.82 -10.07 l +-5.82 -10.07 l +0 0 l +S +Q +q 1 0 0 1 386.3096 374.9102 cm +0 0 m +12.221 0 l +S +Q +q 1 0 0 1 392.4199 368.7998 cm +0 0 m +0 12.22 l +S +Q +BT +0 0 0 rg +/T1_0 1 Tf +7.98 0 0 7.98 106.2402 84.4297 Tm +(\037)Tj +ET +q +74.04 73.44 414.719 371.52 re +W n +q 1 0 0 1 112.3291 87.1426 cm +0 0 m +0 1.62 -1.317 2.937 -2.937 2.937 c +-4.557 2.937 -5.874 1.62 -5.874 0 c +-5.874 -1.62 -4.557 -2.937 -2.937 -2.937 c +-1.317 -2.937 0 -1.62 0 0 c +h +S +Q +Q +0.75 w +q 1 0 0 1 109.3999 73.4404 cm +0 0 m +312.73 0 l +S +Q +q 1 0 0 1 109.3999 73.4404 cm +0 0 m +0 -7.2 l +S +Q +q 1 0 0 1 187.5801 73.4404 cm +0 0 m +0 -7.2 l +S +Q +q 1 0 0 1 265.7598 73.4404 cm +0 0 m +0 -7.2 l +S +Q +q 1 0 0 1 343.9502 73.4404 cm +0 0 m +0 -7.2 l +S +Q +q 1 0 0 1 422.1299 73.4404 cm +0 0 m +0 -7.2 l +S +Q +BT +/TT0 1 Tf +19 0 0 19 104.1201 47.5195 Tm +(0)Tj +3.837 0 Td +(50)Tj +3.837 0 Td +(100)Tj +4.115 0 Td +(150)Tj +4.115 0 Td +(200)Tj +ET +q 1 0 0 1 74.04 87.2002 cm +0 0 m +0 312.73 l +S +Q +q 1 0 0 1 74.04 87.2002 cm +0 0 m +-7.2 0 l +S +Q +q 1 0 0 1 74.04 165.3799 cm +0 0 m +-7.2 0 l +S +Q +q 1 0 0 1 74.04 243.5596 cm +0 0 m +-7.2 0 l +S +Q +q 1 0 0 1 74.04 321.75 cm +0 0 m +-7.2 0 l +S +Q +q 1 0 0 1 74.04 399.9302 cm +0 0 m +-7.2 0 l +S +Q +BT +/TT0 1 Tf +0 19 -19 0 56.7598 81.9199 Tm +(0)Tj +3.837 0 Td +(50)Tj +3.837 -0 Td +(100)Tj +4.115 0 Td +(150)Tj +4.115 0 Td +(200)Tj +ET +74.04 73.44 414.72 371.52 re +S +BT +/TT0 1 Tf +19 0 0 19 260.8101 18.7197 Tm +(SMS)Tj +0 19 -19 0 27.96 236.2002 Tm +(V)Tj +0.587 0 Td +(oice)Tj +19 0 0 19 237.5098 125.8701 Tm +( 1)Tj +6.831 13.579 Td +( 2)Tj +ET +1.5 w [4.5 7.5]0 d +q 1 0 0 1 109.3999 87.2002 cm +0 0 m +151.67 32.84 l +S +Q +q 1 0 0 1 109.3999 87.2002 cm +0 0 m +283.02 287.71 l +S +Q +3 w []0 d +q 1 0 0 1 261.0703 126.75 cm +0 0 m +5.82 -10.07 l +-5.82 -10.07 l +0 0 l +S +Q +q 1 0 0 1 386.3096 374.9102 cm +0 0 m +12.221 0 l +S +Q +q 1 0 0 1 392.4199 368.7998 cm +0 0 m +0 12.22 l +S +Q +BT +/T1_0 1 Tf +7.98 0 0 7.98 106.2402 84.4297 Tm +(\037)Tj +ET +q +74.04 73.44 414.719 371.52 re +W n +q 1 0 0 1 112.3291 87.1426 cm +0 0 m +0 1.62 -1.317 2.937 -2.937 2.937 c +-4.557 2.937 -5.874 1.62 -5.874 0 c +-5.874 -1.62 -4.557 -2.937 -2.937 -2.937 c +-1.317 -2.937 0 -1.62 0 0 c +h +S +Q +Q +q 1 0 0 1 185.8101 103.7402 cm +0 0 m +-0.9 3.72 l +S +Q +q 1 0 0 1 184.9302 107.3799 cm +0 0 m +-1.09 3.7 l +S +Q +q 1 0 0 1 183.8701 111.0098 cm +0 0 m +-1.27 3.641 l +S +Q +q 1 0 0 1 182.6299 114.5801 cm +0 0 m +-1.44 3.58 l +S +Q +q 1 0 0 1 181.2202 118.0898 cm +0 0 m +-1.61 3.51 l +S +Q +q 1 0 0 1 179.6401 121.5303 cm +0 0 m +-1.78 3.42 l +S +Q +q 1 0 0 1 177.8999 124.8799 cm +0 0 m +-1.94 3.34 l +S +Q +q 1 0 0 1 176 128.1504 cm +0 0 m +-2.1 3.239 l +S +Q +q 1 0 0 1 173.9399 131.3203 cm +0 0 m +-2.25 3.13 l +S +Q +q 1 0 0 1 171.73 134.3896 cm +0 0 m +-2.4 3.021 l +S +Q +q 1 0 0 1 169.3799 137.3496 cm +0 0 m +-2.55 2.9 l +S +Q +q 1 0 0 1 166.8799 140.1904 cm +0 0 m +-2.65 2.75 l +S +Q +BT +/C2_0 1 Tf +19 0 0 19 151.3599 107.3896 Tm +<0065>Tj +ET +EMC + endstream endobj 16 0 obj <> endobj 17 0 obj <> endobj 18 0 obj <> endobj 23 0 obj <> endobj 24 0 obj <>stream +HVkp]chXDc0a$c< DH~!;\pCkH0 +PRLʣЎRRB^m &M;a6-E۳+LG&{G{~;;Ap,4wk^ r>N]PLE k>^L@W` + T7-$CX y5u &-)c 5Zs$.ܡxy@ɾQdY@PzU߯]ZQţɾMB_ ^Cp=57k/]bos"xvvZ{e&%fHӌ@f}`⽣.Cao + 1XFeo!11 $$#C0ab( R1i ;(20 +1qǐ lqbx20N(@!@a:f`&ܘb`6I|x1Oac~_2SU*T`jKPoa)F=Ec+{XXx/ECф h/a#ЂM،-7-؎|~]x?D+^ŏok|'`/a?~8CPqmxGS1$GxG&?G'~%N- +'6Nx4,<q +J{HHץNI!RbUe]c$̑oB6qծxdR;0wR`NjyB 2Tw'~wS|LCԐ.ٴd;h]5ګ,bU{qC۫NTEx)8@;47r4N+&\fa'J|}V#Z@iIc Fv]k;hb"XL*i +#I bϰ:6s_ŏka)PRb":-m ]M*HOq(6Y#6 <,o 3yrႸLlm-vRH=Bz^JZI?_&Pdfc,-d;x;ke:9]c6x>uJ,,\nZLȺ-[}Fދvq<:oXfRb蘡S%>#DɦӘfJVv7htXũ<A_RFU{_GB_,!EJYE_6"aPKAg'wl$ +R}:ܧÕtVpT\ƨtPd"HHfsn]v*r͝zhjd%U]j~} 9)]n?UL7,4.5Qqi 6\uIV|**')Wׇ(+<**T#fcS|E((X_5}o"D|ף] t( +ť|ղ)PE-ёRN +-`vl+ݾ=}rd}ζZVF?3N|@sQ]~RH8U8D!Y,ʲ(/kV)*'6U`I73 +WlMHR/dHPYC@%Tn|z1̷/B +w b,J@oV,ujt@5aff0)ڶRrdɑfգv9ZCr<$h3fڨy3tÛtwYN<zR FJpFًݞY5LRN/UT8FEJsc s&aF1,%RxCXP()X3|ra$ F,65ܪX Wt,I[Qa?{2o01|*È l!1e+!syC is˾EE@fj]Vdw)c?eVhc,U6Bw9j( 'ōdNE'#髊J'@ulb6L,PX %`Du.CYjT*gwj&`Bp(aN ʣy7;o/6%~\˿ʇ9CJxwbF@;,8UEN;ݐvt*;:n*=9;Q܅6]0Y /6$4,m"BIPbb2+n1ZjfL#ڑXF;t|sSӯ9 zk܏O01 xuT˳ށ>nW'QABէp;.މx?~{BdakMo+V߬`*뿨X}qWP%Q!x-ִzk*ئ-YW;B[ Q1T2RH$FeqC\ +ĒIq#1oM "DZ]/O<9)NO2'l0 |mp*9D2C8*:n~{ J8V=ő!j WA,T)U| LJO.RElTK`-u!Y:&{9Rn9[A-lՏ?{A~2gka +졤^v55R ~Rƪ{5eDi[xt!Ճ^yW>Lx&.pW1Yž63HD)"E]! +U#Náv@AuTs^^f>ϼl&trڝOpZӑ5gb>:Xl5iPTB vi^\AO0]www".[ǩF COG9oJMp_.pϊ5<'<=E(8,)]rH7GB%tK!Ӫa5 FB'lJ|FܝC9ERg!!`d0ylC";ʿ)ਪ3޻MCX yGa"J#C'@ֶH$#L5N P\RBmJЀ@DD!vPD~s7 $3~;-snzi'R_TK{H}ڢîOMSOZ5zãZ| +V&Oj^ahႱ`8SB× >֙{lNCRfCq;~z3_49}8t>S25笋~=n׹'γ/c"F`32N0b1$& IabTr C{ٲbm&vXc#NX.cLGPk9<kE}C|->@3jl(JUMp,p؄v _@ + +=`BwYvc0ZވkwdacMo8Y??jhV +Aag|9'c=껰Da)CIUlCr}ȗ":ov;~3] &ƺ(^YVamw~Kz`P Tu^w> +ײ.˭JRg%d>y Q6x>`Z|4Q@>ǀ/&  kJOuiOV%JB9S>!CdD_9c8rjYx$~G8^yO_a\KoG1z-Rk<%m18'Q%w!#W1 j4gN1ޣD y_XZ|#e +Oׇ }(X':%G=uݪCٰ29Or"m@J2 U2˶:YՁBeB ߦ, XE3o؉_r# +?jet뾧Lه)47-nCvNĵ9F@c%5-" +4QI>!yUuk8'nj/Ax?zʄDYO͡гU/뉎(k@p +,?#߶hADRD>@GHs4)8鈕][3DL~T⌣;"[G'}tҬ1*:A(s[*8mܐs?EoU\mn'H{cnLs4:DMZBuwv,Y۬Xqo>,rym`Ngq@ѽqG Rvs,.R.6Ľ|α9{7#cM +QFP7n @#mZr T Џ}6- +\cDއo#ȍxk*VqY}A[5# MKF}9K9 wHeFus#v|[wm}|u<ԇO^uPEQqxG:|c1%ڗ~@|\E~_ +x}wOp~nOt>#|˄$/9)>)(ӏϊo͘S 5CB~\0Mt:ĩbl ҂8qYoQxEs4W]pnfS0>ڑ=L?qW(Ӷ< @yc.mH *U Jj H"&`*F@Rp37kLjm}n~3ɮ8̛Af"A"d瀉K[,ue_-#fUQکU9չQf 8*օ`\xt ;sO_ɾY?H[ωL}%9IU42HY<2nשoCOvH=JGM)b}9<# V-wyƟ6Rw(Q}mvb^—fld="E>b~{x=+?&'xwїJr1i[G6bK{\''I 6Q%HK2x`~ٝM +Ic:XzBȃc7*Gg!IdI!czoKtTb>GWn=Q}>y4?.rN;Ŀ2RM;+1DY;#JK 72=ސ=r\ wE}<{vB>{!ӛm.dFq3FY{=:'ʻG3+!c+os3gu [ʨx2l(#4'~-Aw!l2v^^Ȓ,Cs4;gІBI$b|Amna|AƶB/-ym3=M kǛJvNvvF-Zx5r&e|`|TYOc@DLGʻLN_z9=C}&yw roo?Ǡڗp&1~E^jw+;!c 1bCjw܉zS@S<_սjREЗP4#YSmB'pEt<-7hC؀)x>N0֣S cC&3܎Ljlw2ҁ/E bAZYDm)zB_@_W9zYp#!˷KBc>1sX03&".xa KcuJ£ٍ\/c +zOwƫFc CѨWRGO3`q#:X=~>&+q,n*hāQhv=g!i33y%mg9> endobj 22 0 obj <> endobj 25 0 obj <>stream +H|1KPk(* ZRR(`"Nh^a)t,*P] AWG`wp\  yrUsҢf'iIXWƊ6E% +sn?MR@Y75 R8ZrLG/T+*l'w}h:7p= ^I6wiE`,-.k&]~Dh{3Ȏ1 +[H*A~j>stream +H\j0 ~ +CqڱCf{VR"9x l'>K_|60Ehpަ˷LTZf5uA%諈c6'Z*SKL1~〔 z5 :cډӼ9GCalp8Fc BERHRmgoӣ1=%OAD5Ao endstream endobj 26 0 obj <> endobj 27 0 obj <> endobj 28 0 obj <> endobj 29 0 obj <>stream +Hj0 endstream endobj 30 0 obj <>stream +HWP~vw%1F{B@)uD=1αǀ"h2bcZUQZ~f>} cޕ-gUgv쬤^֭(4nt Ru35=Lh֖VWEr?NNMmE=\<,h+.bnkFEɍq٣zM}m(mg,Y|mGfb܆(BMt.Rޙ؇t3m/qZ%2Dڤ؈.т.#g7[M؃eH' |~T#SWQ8Pb9W.hՇ0rT{jyV fUȒ3PfYL^q@Wd!ΈcbDy[U>~ 5=-SJ8%vs\}?2 /ӾZ1s\G>SVZ2&ǰF/6l4X+Z$Dblu#(g{%Ye=6$FkF!ʸ.$(d*^~6IyM1sQnbL3D1ItY%FLq1:yn˦0~tLͶI#(Nݩ).DApl3.N4&${POJ|?Ԕ>Wx#asJ4.Q4iv–fwB)[:?StS\ޠ(BT7or9Un/ + \תr&Z:*4ķfw +mUD"Q6;IY +j`t]9QػmX=!s s;QXlg@`TKtg8zA^Cv QK՘vZDwy";0S?_eE4^iQ:La7NgqƺcܱJ#us/b5X5(cX#={kʄWOhz$nP,&:q:F:xXOx9-.6{ӳ%>*9$XGp{~jY\Fm L 6h!C^&О6Q!|QNAmo׊"֮_hӮ +n5wS5#&y,ڿ`?{P[֯ю:·vl6=(^LXF&=$"r&L,%Xbzvc0!wx|ӫBW'X)ByP{~a,QY^q!% PBT`%NU(<',4Z,,bV<+ŷ+!_*ToPܯs7󆒯SU,Y5%OUWK?T|A?]nURSܥG?(>xyq~ˢ->Jk-NYMe{i 6'7~oҮ{yDDq,;f)آ"+&`!1FwF,a!kGw#<>;G0~̙~3'~APĸ ծkHߣD5J/3DZߢG)ϕ-^[R|9 /|؞:1#]`wӋ6Ŝ$ xݪԶk(Wa.Z;9U+L7!GM_ddmH.T8 w K^:0=WG>EK予r\23:[U2OQҕKi?'sg?i[Xm;MS$<c(<Vkajp?=nf ;`lۇۨe+;{ Lfv-kX ׫tКs{-\ Wp2.9tN.UVq}=U +. Ho<`sh&,2왰4_3tbO#T8N8ISpQVl f\_| vAeB/[2X8F5(e +9F6]OzZ,֔ec#>eȄJ endstream endobj 15 0 obj <> endobj 31 0 obj <> endobj xref 0 32 0000000000 65535 f +0000000000 00000 f +0000000016 00000 n +0000019158 00000 n +0000000000 00000 f +0000000000 00000 f +0000000000 00000 f +0000019231 00000 n +0000000000 00000 f +0000000000 00000 f +0000000000 00000 f +0000000000 00000 f +0000000000 00000 f +0000000077 00000 n +0000019620 00000 n +0000037794 00000 n +0000022528 00000 n +0000022656 00000 n +0000022803 00000 n +0000034017 00000 n +0000034042 00000 n +0000033245 00000 n +0000033333 00000 n +0000023142 00000 n +0000023395 00000 n +0000033603 00000 n +0000034343 00000 n +0000034502 00000 n +0000034571 00000 n +0000034829 00000 n +0000034908 00000 n +0000037907 00000 n +trailer <<1D2600D6D9134C048A83C928B2FAD683>]>> startxref 38041 %%EOF \ No newline at end of file diff --git a/images/manhattan_euclidean_1.pdf b/images/manhattan_euclidean_1.pdf new file mode 100644 index 0000000..3a2cd92 --- /dev/null +++ b/images/manhattan_euclidean_1.pdf @@ -0,0 +1,344 @@ +%PDF-1.5 % +1 0 obj <> endobj 13 0 obj <>stream + + + + + 2014-07-24T21:22:07+01:00 + 2013-11-22T12:11:55Z + 2014-07-24T21:22:07+01:00 + R + + + + 256 + 232 + JPEG + /9j/4AAQSkZJRgABAgEASABIAAD/7QAsUGhvdG9zaG9wIDMuMAA4QklNA+0AAAAAABAASAAAAAEA AQBIAAAAAQAB/+4ADkFkb2JlAGTAAAAAAf/bAIQABgQEBAUEBgUFBgkGBQYJCwgGBggLDAoKCwoK DBAMDAwMDAwQDA4PEA8ODBMTFBQTExwbGxscHx8fHx8fHx8fHwEHBwcNDA0YEBAYGhURFRofHx8f Hx8fHx8fHx8fHx8fHx8fHx8fHx8fHx8fHx8fHx8fHx8fHx8fHx8fHx8fHx8f/8AAEQgA6AEAAwER AAIRAQMRAf/EAaIAAAAHAQEBAQEAAAAAAAAAAAQFAwIGAQAHCAkKCwEAAgIDAQEBAQEAAAAAAAAA AQACAwQFBgcICQoLEAACAQMDAgQCBgcDBAIGAnMBAgMRBAAFIRIxQVEGE2EicYEUMpGhBxWxQiPB UtHhMxZi8CRygvElQzRTkqKyY3PCNUQnk6OzNhdUZHTD0uIIJoMJChgZhJRFRqS0VtNVKBry4/PE 1OT0ZXWFlaW1xdXl9WZ2hpamtsbW5vY3R1dnd4eXp7fH1+f3OEhYaHiImKi4yNjo+Ck5SVlpeYmZ qbnJ2en5KjpKWmp6ipqqusra6voRAAICAQIDBQUEBQYECAMDbQEAAhEDBCESMUEFURNhIgZxgZEy obHwFMHR4SNCFVJicvEzJDRDghaSUyWiY7LCB3PSNeJEgxdUkwgJChgZJjZFGidkdFU38qOzwygp 0+PzhJSktMTU5PRldYWVpbXF1eX1RlZmdoaWprbG1ub2R1dnd4eXp7fH1+f3OEhYaHiImKi4yNjo +DlJWWl5iZmpucnZ6fkqOkpaanqKmqq6ytrq+v/aAAwDAQACEQMRAD8A9F6tpunX/mbTI761hu40 sr5lSeNZFDeraCoDA74qif8ACflX/qzWP/SND/zTirv8J+Vf+rNY/wDSND/zTirv8J+Vf+rNY/8A SND/AM04q7/CflX/AKs1j/0jQ/8ANOKu/wAJ+Vf+rNY/9I0P/NOKu/wn5V/6s1j/ANI0P/NOKu/w n5V/6s1j/wBI0P8AzTirv8J+Vf8AqzWP/SND/wA04q7/AAn5V/6s1j/0jQ/804q7/CflX/qzWP8A 0jQ/804q7/CflX/qzWP/AEjQ/wDNOKu/wn5V/wCrNY/9I0P/ADTirv8ACflX/qzWP/SND/zTirv8 J+Vf+rNY/wDSND/zTirv8J+Vf+rNY/8ASND/AM04q7/CflX/AKs1j/0jQ/8ANOKu/wAJ+Vf+rNY/ 9I0P/NOKu/wn5V/6s1j/ANI0P/NOKu/wn5V/6s1j/wBI0P8AzTirv8J+Vf8AqzWP/SND/wA04q7/ AAn5V/6s1j/0jQ/804q7/CflX/qzWP8A0jQ/804q7/CflX/qzWP/AEjQ/wDNOKu/wn5V/wCrNY/9 I0P/ADTirv8ACflX/qzWP/SND/zTirv8J+Vf+rNY/wDSND/zTirv8J+Vf+rNY/8ASND/AM04q7/C flX/AKs1j/0jQ/8ANOKu/wAJ+Vf+rNY/9I0P/NOKu/wn5V/6s1j/ANI0P/NOKpX5q8q+WE8saw6a PZK62VyVYW0QIIiYgghcVWjSNK0/z/pP1CygtPV0rU/U9CJIuXG50+nLgBWlTirK8VdirsVdirsV dirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdiqVebP+UV1n/mBu f+TLYqhL3/lP9G/7ZWq/9ROnYqyDFXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXY q7FXYq7FXYq7FXYq7FXYq7FXYqlXmz/lFdZ/5gbn/ky2KoS9/wCU/wBG/wC2Vqv/AFE6dirIMVdi rsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirwP/AJyn/N7zt5Di 0Gz8rzpYyan9YluL5oo53pB6YEaLMskYB9WrHjXpSm9VWaf84++e/MXnf8trTW/MEajUfXmt2uUQ RrcLEQBMFHwitSp47VB6dMVekYq7FUq82f8AKK6z/wAwNz/yZbFUJe/8p/o3/bK1X/qJ07FWQYq7 FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYqxvzR5vbTbmHRtHthq nmi9QvaacGKRxxA0NzdygN6MCnvSrH4UBPRVINV/KOy1Xyzq8Ortb615p1eDhNrN/AjrHIAfSS3i If0IYifgVd/2mLMSxVZ9aWlpZ2sVpZwx21rAojgt4VEcaIooFRFACgeAxVVxV2KpV5s/5RXWf+YG 5/5MtiqEvf8AlP8ARv8Atlar/wBROnYqyDFXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FX Yq7FXYq7FXYq7FXYqxPzF5rv5NSbyz5VSO78xcVa9uZPjtdMik+zNdUKlpGG8UCnk/U8Uq2Kpl5W 8qWHl+1mEckl3qN64m1TVbg8ri6mpTnIRsFHREWioNlAGKq3mrSxq3lzUtNN39QF3bvEbwb+kGFO f2k6fMYqmmKuxV2KpV5s/wCUV1n/AJgbn/ky2KpSLK5tvzA0kzX897y0nVOInWBeNLnT/s+jFD19 64qyvFXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FWGav5k1bXNTn8ue UJBG9u3pa15iKiSCyNPigt6/DNeUNeO6R9X3ohVZB5d8uaV5f01dP02Nlj5NJNNIzSzzTOayTTyu S8kjndmY4qmeKpT5tsNL1Dyzqdlqtz9T024t3S7uuSp6cZG7cnBUU98VTbFXYq7FUq82f8orrP8A zA3P/JlsVQl7/wAp/o3/AGytV/6idOxVkGKuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2Ku xV2KuxV2KuxVgt1q+qedbmXTPLdzJY+WoXaHVPMkJ4yzspKvbaaxUg0IpJc9F6R1arIqy7SNH0vR tNg0zS7aOzsLVeEFvEKKo6n5knck7k7nfFUZirsVSnzbHoknlnU011zHo7W7i/ccqiKnxEcAW+4Y qm2KuxV2KpV5s/5RXWf+YG5/5MtiqEvf+U/0b/tlar/1E6dirIMVdirsVdirsVdirsVdirsVdirs VdirsVdirsVdirsVdirsVdiqyeeC3gknnkWKCJS8srkKiIoqzMx2AA3JOKsEL3/5iEpGZbHyCdnl FY7jWFruqdHhszTdtmmHSibuqzm1tba0torW1iSC2gRY4II1CIiIKKqqKAAAUAGKquKuxV2KpT5t n0a38s6nPrcRn0iO3dr6EAktEB8QABX9eKptirsVdiqVebP+UV1n/mBuf+TLYqhL3/lP9G/7ZWq/ 9ROnYqyDFXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FULqmqadpWnz6jqVzHZ2Nqh kuLmZgiIo7knFWGwaZqfnueO+163ksfKEbCTT/L8wMc96y7pcagoPwxd0tj16y7/AAKqzwAAUGwH QYq7FXYq7FXYqlPm3UtP0zyzqeoajai9sba3eS4tCqsJUA3Qq/wmvviqbYq7FXYqlXmz/lFdZ/5g bn/ky2KoS9/5T/Rv+2Vqv/UTp2KsgxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxVKNF83 +WNcvb+x0jU7e9u9Mk9K/ghcM0TgkfEPCqkVG1QR2xVW8weYNK0DTJNS1OX0rdCqKqqXklkc8Y4o Y1BeSR2+FUUEk4qxvS/L+q+ZL+38webYfQgt2EuieWiwaO3O/G5vKVWW6odl3SL9mrfFirNcVdir sVdirsVdiqWeZ9Un0ny9qGpQWhv5rSB5Us1rWUqPsbK53+WKpnirsVdiqVebP+UV1n/mBuf+TLYq lI/S3/KwNJ+v+hT9E6p6foc/+WnT68ueKsrxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KvL /wAyPzR/R86aRpmnR61aXcSpeFJpFNwJ5Wge0s3gVlNwsccsjlnURqtSd6hVI/Kk/ljT/L+j6usl zfQ2Exi8j3MCvDq19FOHaXS7mB1X1PTcfG7fARSQleJbFWf6B5V1G61SPzN5tMc+toGGm6dGfUtN LjfZlgYqpknddpZyKn7K8U2KrLcVdirsVdirsVdirsVS3zJe6pY6Df3mlW313UoIXe0tSCfUkAqq 0Ug7+2KplirsVdiqVebP+UV1n/mBuf8Aky2KoS9/5T/Rv+2Vqv8A1E6dirIMVdirsVdirsVdirsV dirsVdirsVdirsVdiqE1PVbLTLcXF2zLCXRCyI8nHm4Tm/ANxRS1Xc/Co3YgYq8n/M3zlqs0/mXS 7V7lPKcNiNM1zWESIR6Ze3MSyxTqySC5miMdwguAsZ4LRlb7QxVh+leR4bWSGPXtGivL7VImm0zy 7pN2kK3106iN7lDZmOO202G0/c1djzVjzDOwDKvavKfks6ZcHWdYljv/ADLNEIGuY09O3tbcUIs7 GI19KBaD/Kc/E3YBVlOKuxV2KuxV2KuxV2KuxVLfMr62mgX7aEiyawIWNhG/EKZafCDzKr95xVMs VdirsVSrzZ/yius/8wNz/wAmWxVCXv8Ayn+jf9srVf8AqJ07FWQYq7FXYq7FXYq7FXYq7FXYq7FX Yq7FXYqp3Vzb2ttLdXMiw20CNLNM5CqiIOTMxPQACpxV5F5+1j9O3uq3tv8AUrDTvJgWuuzM9xLI b61jlMZtEjdJ7C4jmRJayDlQsu6DFWN2vkt47iTR7OC8XW9Q9F28sfW3+pWsVq5jrqkqFvUsY2jr aU4zSx/u/sj4VXsnk/yZZ+XbeSRpTe6xdhP0hqcihWk9MUSKKMfDDbxVIihT4VHiSSVWQ4q7FXYq 7FXYq7FXYq7FXYqlvmSDWZ9BvodEmW31eSFlsZ3pxSUj4WNVfYf6pxVMsVdirsVSrzZ/yius/wDM Dc/8mWxVCXv/ACn+jf8AbK1X/qJ07FWQYq7FXYq7FXYq7FXYq7FXYq7FXYq7FUm84+Z7byv5bvdd uYJbmKzQN6MIHJizBV5M1FjSp+J2IVRUnFWCwa/5u1O1lFjq0N3r+jSNdaokaxroTGYKBo7XLfG8 ixtUSrXi270BCYqxDRfJLXmrXml2uj266wtys0VvcN9ZtPLtoGMkcM8sLCG8lLETW9m3JYq1qExV 7X5Z8raZ5esngs+c1xcOZr/ULhvUurqY9ZZ5KDk3YdlHwqAoAxVN8VdirsVdirsVdirsVdirsVdi qW+ZdP1DUdAv7HTrtrC+uYWjtrxSytE5GzgoQwp7YqmWKuxV2KpV5s/5RXWf+YG5/wCTLYqhL3/l P9G/7ZWq/wDUTp2KsgxV2KuxV2KuxV2KuxV2KuxV2KuxV2KrZYoponilRZIpFKSRuAysrChBB2II xV4VH+XzazrkvlfypqcieQtKuXlkCov1WxvDJzlt7etReSxyDkgkBjtyxrzcKFVez6B5f0jQNMi0 zSrcW9pFVqAlmd3NXkkdqtJI7fEzsSWO5xVMMVdirsVdirsVdirsVdirsVdirsVSvzRpaar5d1HT XujYpdwPE14OsQYUL7lenzxVNMVdirsVSrzZ/wAorrP/ADA3P/JlsVSkXtzc/mBpImsJ7LjpOqcT O0Dcq3On/Z9GWbp70xVleKuxV2KuxV2KuxV2KuxV2KuxV2KtMyqpZiFVRVmOwAHc4qwSbUNQ8/Sv Z6NPJZeS0JS+1uElJtSoaNBp8isGSDYrJcDdukX84VZnpum2GmWFvp+n26WtjaoIre3iAVERRQAA YqicVdirsVdirsVdirsVdirsVdirsVdiqU+bbDS9Q8s6nZarc/U9NuLd0u7rkqenGRu3JwVFPfFU 2xV2KuxVKvNn/KK6z/zA3P8AyZbFUJe/8p/o3/bK1X/qJ07FWQYq7FXYq7FXYq7FXYq7FXYq7FVK 7u7WztZbu7mS3tYEMk88rBERFFWZmagAA7nFWDLDqP5huJbpJbDyH1htHDw3WrD+edTRorJu0Z+K Xq1E+FlWeRRRRRJFEixxRqFjjUBVVVFAABsABiq7FXYq7FXYq7FXYq7FXYq7FXYq7FXYq7FUp82x 6JJ5Z1NNdcx6O1u4v3HKoip8RHAFvuGKptirsVdiqVebP+UV1n/mBuf+TLYqhL3/AJT/AEb/ALZW q/8AUTp2KsgxV2KuxV2KuxV2KuxV2KuxVBazrWl6Lplxqmq3K2lharymnetAK0AAALMzEgKqgknY CuKsTtNF1Pzpcxar5ntms/L0LCXSvLE1CZSprHdakpG79Gjt/sod35PTgqznFXYq7FXYq7FXYq7F XYq7FXYq7FXYq7FXYq7FUp82z6Nb+WdTn1uIz6RHbu19CASWiA+IAAr+vFU2xV2KuxVKvNn/ACiu s/8AMDc/8mWxVCXv/Kf6N/2ytV/6idOxVkGKuxV2KuxV2KuxV2KuxVK/MnmXSfLunG+1KQhWcQ21 vGpee4nf+7ggjHxSSOfsqP1YqkOjeWtV1nU4PMnm+NVubZvU0XQFYSQaeTsJZGHwz3ZHV/sx/ZTu zKsyxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KpT5t1LT9M8s6nqGo2ovbG2t3kuLQqrCVA N0Kv8Jr74qm2KuxV2KpV5s/5RXWf+YG5/wCTLYqhL3/lP9G/7ZWq/wDUTp2KsgxV2KuxV2KuxV2K uxVJPNPmyx8vwQq0cl9ql6xi0vSLajXN1KBUiNSQAqjd5GIVBuTiqA8t+U74akPMvmeWO88yOhjt 4ouRtNPhf7UFordWP+7JiOb/AOStFCrKsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVSz zPqk+k+XtQ1KC0N/NaQPKlmtaylR9jZXO/yxVM8VdirsVSrzZ/yius/8wNz/AMmWxVKRq+k6h+YG kiwvYLsx6TqhkEEqSca3On05cCaVpirK8VdirsVdirsVdirHfNXm06XNBpOl236T8zX6lrDTFJVV QHi1xdSAN6NuhPxORUn4UDNtirXlbyidMnm1fVbn9KeZ75Qt7qTLxVEB5C2tUNfRt0Y/Ctan7TFm 3xVkeKuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxVLfMt5qtl5f1C70i2F5qcEDvZ2pB YSSAfCtFKk19jiqZYq7FXYqlXmz/AJRXWf8AmBuf+TLYqhL3/lP9G/7ZWq/9ROnYqyDFXYq7FXYq 7FWK+ZPNt4NSPlryxFHe+ZXQPO0lfqunwv8AZuLtl7n/AHXCDzk9lqwVR3lbylY6BFPIJXvtXv2E uq6xccfrF1KBQFyoVVRAeMcagKi7AYqnmKuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2KuxV2Kux V2Kpb5lbW18v6gdCVW1kQP8AUFfjxM1PhrzIXr47YqmWKuxV2KpV5s/5RXWf+YG5/wCTLYqhL3/l P9G/7ZWq/wDUTp2KsgxV2KuxV2KsO1nzNqusalP5b8nyILu3b09Z19lWW304kbxKtQJrsjpH0T7U nZWVT3y35a0ry7pwsdORuLOZrm5lYyT3E7/bnnlb4pJHpuT8hQADFU0xV2KuxV2KuxVC6q7ppl46 MVdYJCrA0IIQkEEYq+aYvPXnGX8kLfRpNZvV8zW0S6nd6ss8i3baa1nDqUMnrglzWW9ht2+KpAav hir0W8/NrzFb+bvqUSWl5o095qFhBJDZ3qrHLY2s845X8zxwzyc7Vklihiov+/CRirGtY/M78xb3 yQzXbWVvqOpaNomv6ZNpguLQxG91KGFreV2mmZldGFWXjsWUg9SqyKb8z/OcUl3oskmnHzBY6tPp 5e107ULw3MMNlDdh7ewhm5KQ1yiSNLdKijepqFxVimr+evPmuWF1rllqqaXFeeV9Jv0sokuCsM02 pNFI0bLcxgM3BgW41KFVP2asqyuf82fM9t5pSxpZX2lzXV/p6T29jexRpPY2k81frs8iwzP6lqyy QxRkJWnqkqcVTT8sfP3m/Xb6wtvMUdh/uV8v2fmC1NhHNF6QuXKGGT1ZZ+e3Fgw403FD1xV6Virs VdirsVdirsVdiqW+ZbbWLry/qFvos622rSwOtlcOaKkpHwsTR/1YqmWKuxV2KpV5s/5RXWf+YG5/ 5MtiqEvf+U/0b/tlar/1E6dirIMVdirsVfFv/OROr/nHB+cc1rZXOrQW8rRL5Zh057hEkRo1B9AQ kcpC5IfvXbpTFX1Noej+Y9G8s6Bp2kWunWhgt4xq1vKZaCUqhl9JkqWZnLlmepJ3Nd8VTq+/xJ+k 7X6gLM6Xt9d9cy+v9rf0uA4fZ/m74q6T/Ef6aj9MWZ0Pj++5er9b50P2afu6cqdcVdD/AIj/AE1N 6ws/0Jx/ccPV+tc6L9uv7uleXT2xV1h/iX9JXX6Q+p/o2p+pfV/V9enL4fV5/B9nrx74qt0v/FNL v9K/Ua/8eP1X1qU+L+99T/Y/Z98VW2H+LP0Xc/X/AKh+lfi+p+h631f7I4erz+P7da8e2KrTF5nm 8vzQ3K2DaxIGQKpmFoVY0+I/3v2K9O+KsXn/ACt07/Dv1aDSdO/S0umW+hXXOa9FsdOtSTFCrK/r fCKfFXke7GgxVT1j8qbCf6rqNjp9r+nBcPeXHr3upLZx3FyjC7e1hilCx+u0jepRQHH2wTiqK1j8 tdPkh0y003TLI2drZ2umTpdT3vJbKwmjntoojG+5SSPlyf4jtWorirtd/LPT7/XVu4LG3W2urlrz VLgXeoW940ssSW8vpvbSxj03ghjVoyeDU3Xviqgfyl0VL6Kxg023TyytidNki+uait0LcyvcrGvG XhxjnesZPxINkKjbFWovyk0ZvM73tzYQtpkcst1ZFb7UzcR3E68Z5BG03oL6/N/W4AepWr8jiqb+ WPKDaRq4n+p2cFnY2Eej6M9vLdPMmn271hhlEzMjEClW+1XucVTfS/8AE/C6/Sosudf9BNr6tKb/ AN76n0fZxVbY/wCK/wBFXH18WH6W+P6p6HrfV/sjh6nP4/tVrTtiro/8WfoR/U+ofp2v7vj631Sn Ida/vPsV+nFXT/4s/Q0X1f6h+mqj1/U9b6rSprwp+88OuKu1L/Ff6Otv0aLD9JfD9cNz63oV4/H6 XD4/t9OXbFVTVP8AEvq2n6KFn6XL/Tjdery41X+69PatOX2vbFXXv+JP0pbfURZ/orb64ZzL9Y6m vpcRw+z/ADYqlvmfTvOWpJeWGm3VrYafc27xx3oM4vI5WQ8XXhxSgenetMVZJirsVdiqVebP+UV1 n/mBuf8Aky2KoS9/5T/Rv+2Vqv8A1E6dirIMVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirs VdirsVdirsVdirsVdirsVdirsVdirsVdiqVebP8AlFdZ/wCYG5/5MtiqEvf+U/0b/tlar/1E6dir IMVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdiq VebP+UV1n/mBuf8Aky2KoKLRtNsfN1hLawiORtPvlLcmY09azNPiJ8MVZFirsVdirsVdirsVdirs VdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVdirsVSrzZ/wAorrP/ADA3P/Jl sVRN/pFlfyRSz+qssIdY5IJprdwshUsvKF4yQSi7HwxVKNW8pQzpbpb3GoKBPGbgpqd/GfSFeQqJ wfuxVf8A4H0X/lp1X/uMar/2U4q7/A+i/wDLTqv/AHGNV/7KcVd/gfRf+WnVf+4xqv8A2U4q7/A+ i/8ALTqv/cY1X/spxV3+B9F/5adV/wC4xqv/AGU4qhZPItn+lbdkutV+oiCcTj9M6p/el4fS/wCP mv2RJiqK/wAD6L/y06r/ANxjVf8AspxV3+B9F/5adV/7jGq/9lOKu/wPov8Ay06r/wBxjVf+ynFX f4H0X/lp1X/uMar/ANlOKu/wPov/AC06r/3GNV/7KcVQtv5Fsxf3hmutVNqfT+qj9M6ptRfj6XNe vjiqK/wPov8Ay06r/wBxjVf+ynFXf4H0X/lp1X/uMar/ANlOKu/wPov/AC06r/3GNV/7KcVd/gfR f+WnVf8AuMar/wBlOKu/wPov/LTqv/cY1X/spxVC6Z5Fs1tnF7daqZvXuCh/TOqH90Z3MPS5/wB9 ccVRX+B9F/5adV/7jGq/9lOKu/wPov8Ay06r/wBxjVf+ynFXf4H0X/lp1X/uMar/ANlOKu/wPov/ AC06r/3GNV/7KcVUrvyNphtZhb3Oqicxt6R/TGqfboePW58cVdaeRtMFrCLi51UziNfVP6Y1T7dB y6XPjiqr/gfRf+WnVf8AuMar/wBlOKu/wPov/LTqv/cY1X/spxV3+B9F/wCWnVf+4xqv/ZTirv8A A+i/8tOq/wDcY1X/ALKcVQ2oeR7QQxtY3WqCdbi2ZuWr6mR6SzoZgQ9yVNYuW2KpjN5U0iaJ4Znv JIpFKSRvf3rKysKFWBmoQRir/9k= + + + + + + application/pdf + + + R Graphics Output + + + + + uuid:9325a83b-b099-004b-8333-39689ae68c1e + uuid:00b28717-8535-604e-98af-ce82dc6f96f1 + proof:pdf + + + R 2.14.2 + + + 1 + False + False + + 172.155556 + 159.455556 + Millimeters + + + + + AdobePiStd + Adobe Pi Std + Regular + Open Type + Version 1.004;PS 001.005;Core 1.0.38;makeotf.lib1.6.5960 + False + AdobePiStd.otf + + + Helvetica + Helvetica + Regular + TrueType + 9.0d3e2 + False + Helvetica.dfont + + + + + + Cyan + Magenta + Yellow + Black + + + + + + Default Swatch Group + 0 + + + + + + + + + + + + + + + + + + + + + + + + + + + + endstream endobj 2 0 obj <> endobj 5 0 obj <>/Font<>/ProcSet[/PDF/Text]/Properties<>>>>>/TrimBox[0.0 0.0 488.0 452.0]/Type/Page>> endobj 34 0 obj <>stream +/Layer /MC0 BDC +BT +0 0 0 rg +/GS0 gs +/T1_0 1 Tf +11.97 0 0 11.97 107.8101 102.9502 Tm +(\037)Tj +ET +q +58.79 58.941 414.72 371.519 re +W n +0 0 0 RG +3 w 1 j 1 J +q 1 0 0 1 116.9434 107.0195 cm +0 0 m +0 2.431 -1.975 4.405 -4.405 4.405 c +-6.835 4.405 -8.81 2.431 -8.81 0 c +-8.81 -2.43 -6.835 -4.404 -4.405 -4.404 c +-1.975 -4.404 0 -2.43 0 0 c +h +S +Q +Q +BT +/T1_0 1 Tf +11.97 0 0 11.97 415.0098 378.1499 Tm +(\037)Tj +ET +q +58.79 58.941 414.72 371.519 re +W n +0 0 0 RG +3 w 1 j 1 J +q 1 0 0 1 424.1426 382.2197 cm +0 0 m +0 2.43 -1.975 4.405 -4.404 4.405 c +-6.835 4.405 -8.81 2.43 -8.81 0 c +-8.81 -2.43 -6.835 -4.405 -4.404 -4.405 c +-1.975 -4.405 0 -2.43 0 0 c +h +S +Q +Q +0 0 0 RG +0.75 w 1 j 1 J +q 1 0 0 1 74.1499 58.9404 cm +0 0 m +384 0 l +S +Q +q 1 0 0 1 74.1499 58.9404 cm +0 0 m +0 -7.2 l +S +Q +q 1 0 0 1 150.9502 58.9404 cm +0 0 m +0 -7.2 l +S +Q +q 1 0 0 1 227.75 58.9404 cm +0 0 m +0 -7.2 l +S +Q +q 1 0 0 1 304.5498 58.9404 cm +0 0 m +0 -7.2 l +S +Q +q 1 0 0 1 381.3496 58.9404 cm +0 0 m +0 -7.2 l +S +Q +q 1 0 0 1 458.1504 58.9404 cm +0 0 m +0 -7.2 l +S +Q +q 1 0 0 1 58.79 72.7002 cm +0 0 m +0 344 l +S +Q +q 1 0 0 1 58.79 72.7002 cm +0 0 m +-7.2 0 l +S +Q +q 1 0 0 1 58.79 141.5 cm +0 0 m +-7.2 0 l +S +Q +q 1 0 0 1 58.79 210.2998 cm +0 0 m +-7.2 0 l +S +Q +q 1 0 0 1 58.79 279.1001 cm +0 0 m +-7.2 0 l +S +Q +q 1 0 0 1 58.79 347.8999 cm +0 0 m +-7.2 0 l +S +Q +q 1 0 0 1 58.79 416.7002 cm +0 0 m +-7.2 0 l +S +Q +58.79 58.94 414.72 371.52 re +S +1.5 w +q 1 0 0 1 112.5498 107.0996 cm +0 0 m +307.2 275.2 l +S +Q +[4.5 7.5]0 d +q 1 0 0 1 112.5498 107.0996 cm +0 0 m +307.2 0 l +S +Q +q 1 0 0 1 419.75 107.0996 cm +0 0 m +0 275.2 l +S +Q +BT +/TT0 1 Tf +13.9 12.96 -12.96 13.9 240.2005 225.1298 Tm +(Euclidean)Tj +19 0 0 19 221.2598 110.7402 Tm +(Manhattan)Tj +ET +EMC + endstream endobj 36 0 obj <> endobj 37 0 obj <> endobj 40 0 obj <> endobj 41 0 obj <>stream +HV{PTs]Y, 5KP| >VPkBDRX#+2&Z'5ؙ%FJXmԦIMNfo{ f2dr\w~;Fp)JK7%eJ5/ `YTZW+oK@(wIESxʊOdeK@7>@Yɮ&{X~ܤ!a,+cΞ|ys86xyM7ȞO:j(J5k^t4cYg!ҋyؐ,CGcp͍Ǻ횕W;܄^LN`/!4~7L<&|0tq'K"a6! +R>}11q  H`$a&LV aa8A2F #aG*EFa41c11ID&#SSip…\LG1Y9pc. +Qy>q LJ+Jk$R'̤d bUezsxtpw!j_E'o.Bh"̝TE؁S +^bCU}i߽_KxҭzoI3l*.:Cy͸ITEx)_;47rLN+&\fv`7J|}ְ#Z@iIcv]hjab"XH*i +'I bOZ¶r_Ï른Re# aE0 ;8:H1 (3Qlsmex +=)^?f JႸBlmvRH=Dz^NZMÿ_&P2Y[Ds7d~v}n;\@>~gJapM-fK\jnlQW% 3Zv]uDx6u葱 ͤ7cO67֏%t6l6UJEoNѼ/y/ռ_B" +h+\wDI/hŝ4^mYi-͖HI(KLMͦ6-ߢfF-j2:#a>9Y Q5Ze9Xdqa0"5tWzbj +Z$I۩:k+=#RF$?26Lj481!7h􎍉eD3]JOVTqۊ*+UaZ#rRKNEs=TzX2֛uZ[e 8ed[|NJ :bRÁX=i&=¥&(N8=3j\:#^eJƐ%>}/߫rH5NqqnX2W*˃DƼ-YE2crF+.嫒h%G |D. +=m wzU=mxH[VgZSSsղ:2ymAgwc +|©ʥ! +g XAax]LS9iF-߯6u8#|Uζ/It ś9xTBz]|R/]~ F?΢ֹl [FǬP *{H{Anaƚ!NYO,m.J'OF)VZ=js)q9(˂r 16c7,OG':w^$ʓUh 9(ð8YYK䴓Mf=7L$6~IZʡ$unyj0ho)öǶž{7@oz0!了zqˁ>mJa +1&k*/maF+>rIXck|jQBp|'Djr.Y(4ik+gLg`*|X)ޜIT ks}=ܤΙ{Óݻ*).pf6s濸2HDz,`/+y[Re 4 -4Rt F %ܹ!]66؁97446ׅe<BH A, +P}]ClOxx5]0Z)(;rv+eI̧ >}wҏוZ)F5^xc~^= he[خY-\ê +_6Ngx>s GC.]UN0JY|Z@ 0,R, W%\Yey!(M +"f-V[@3E]Y%lHv\S dC:/!ȇi^@ҖQD +ׁjjSCeծ5[8x?R7 `ϵ;~>ݰ@l_S8Ɗa7&¼<+5i + +a&or uw[DkDԼx3 ZKΔ,iI<8ve3䂙v/ݒ=OgscK-oj\ERh4놔'Fsh¢Dx4xגs乎beAc1шwvSq*;ׂS;B/iIqNB ; f&,Nox8_oGgQ*fU3b8vm~̳. J:k5^ӈ%bFTXLG)E };QϰD`_2^#ik C?SuxU篺噮N>moXEߕ!^5&hIOB9(k.B6.)zңڤv&҉s )B{TVʍ !o٥ܭ'z'O5W؞+sf^6 ;R0Rg\])TmGQ0{ySvLX̚{'ʷ+AK2! +EC)/ਪ3{ a( +y"aWGD,"` ։!*Z%VNtJ.qڈi"6@KXE81cF;{ls;\mn M2qß$juTxw'f/~ys|,oLL yn_>=&{[+Y-o왱"}C|_Fr4kE()t9oH[C~Y#ߏJQ\$d+ΕYN2Yjp$P z[.o9J 8?s1:uX+xpt6<\O>C tFM#ygI۹7lHxڍU VS X[Ϩ:Ճ3,6U.l΃=~Sdm2E/y*2y1[c=r٠̽5!&^mΏ|OP2Y}/\쾾ƾ;,7Z{X6~ؿv)rEXf9+{_8ަv*zK)A(sϳ0oD72LUmRs~"wy: d\KF"?<|[{Js?Ky̆"hT"N'$7eڴ*l1>~WJ<\(qh޽YSd6Fʞs*~Ŧ`on|Y>M;>SZoRg~7qL%o:9{IF;8O$fJRjZi{emS]Q]mm$FǓwՉnrl>FlizvkFt/ݒ\ fzrqĐqqt[[`d\cqG)TRb}sN{z}7\#{%!>,T 7~+hr62&H+hVfrd2k^߄r_Z^u^d~fI/w^txtRD|nvˡhQpAA)2emˇiS?䆚i)3~k͵[%;̔jS<ݲޕc zLEߒ;"j Y@wʢ 6?-V\ψ3if"lŬ#8vZo2NsiX~8~V,xT{OCQqcR N*+/}9sѿaF̶T&*'{'FNoFyyK=?Ș:|p&3}292N&G*ӱi#NlCqq1NQ}<:ӥ̖.rk'Y|)~Wh.Yν'-J & stW!qQVf#JKxo CGWD[ЋAYT\\bvR}35;8 ;2:V/q(X Whb}JʲȟdYkƶ/1>6i v7k(~C;N)kT)Y`/;޳e%E$]EVd*0CZP4R)+(DT2cm'58ֶ(hkL2i$FN#' qڙN:&{Gihg.g=|q/= +69΁v9po6=@G.X&`+oKpCsiKos#>*QT}_A}GousN~ ݎ787Y )?uw +ԕCg%Y%MU#=NSu6 >o+J.%+M䳼z1Cw)ʷa;vb AG\wYmo%)?ǹ ټO]/iorus>0\0 />'o1}H塵|@~~8Ρ}}uF[d[%ЯE D ͸j5T 5og# {ڠqj2~'(c8y.VT>~|@`))RKдv}WDf}T2al/O)Opk1xF ~pl͢&"p~s(:T_IS҈YЉmЅg_ +rig|+Ͽ|i>l.ʧ䲏*T~qͻ~CqgAӨ: \ ?wU#=`Yئߨ]K&~5hOϑO]A3)4]v\yfR5*}t$:lJ-߅m31%JP^'݉Gy6c̹ 8I|6{TƷ ?@(g +k笊)h|ߥ#w5ᱍN&ł (W0"}$!leD'a.⢔2 @VPoisզn2mR5w M=mi+3mNnFvw})SRSRfsƵM[uɲ<._غΙjs/9 [׵Ź9BCfA]q7[йfmMwbʥ +AZ@^*$?5P~[j`zPr%l~ ro@ޜhjg~P=N6A̶p=8@Xq b0q>ԣ?:b(pr䄱yZA;@l#FĞ4(&XgOlq}9Cgc_zɫxq8 zMx:61v ;z3zv+|twvHGyEӘ6jLM S\dcKVs٣62PO'AAYGO|q&>ȓ;[3 +v{ +=F 1vimVhWK x-J#QzZud v0-zuU؋'ay%6@Qqra8JK ý6k ymf~P[VtVd{T_4su.)_}Hw0\ 0׺?9^oIن޶+qq~PݽmUtwr&QV׮i)Ο׽:.}m+Eq[\\C"69l*s(sUNtܜTbW'ܮ"',9 +ٕE:$+dW,Ȯ$$] f;Sk Q#]v0. + endstream endobj 38 0 obj <> endobj 39 0 obj <> endobj 42 0 obj <>stream +H|K@lEb!PܔZ*Y +PVUۤ$AtPKtq~.˃}=17'fcxE;IҢ(`Uc,O Z}gX +-2/M_o\Zٯ7&=K2jJC^^1Id3 p^xmFz=h'$ m ̷ҷkϯFx8 p"#Z^ơ [afQԊG:/CVKu ϋ~z^ua$N&޽᷈e'>7%MnJK)SUdrKʹUdʯQ endstream endobj 35 0 obj <> endobj 43 0 obj <> endobj xref 0 44 0000000003 65535 f +0000000016 00000 n +0000017913 00000 n +0000000004 00000 f +0000000006 00000 f +0000017994 00000 n +0000000007 00000 f +0000000008 00000 f +0000000009 00000 f +0000000010 00000 f +0000000011 00000 f +0000000012 00000 f +0000000014 00000 f +0000000077 00000 n +0000000015 00000 f +0000000016 00000 f +0000000017 00000 f +0000000018 00000 f +0000000019 00000 f +0000000020 00000 f +0000000021 00000 f +0000000022 00000 f +0000000023 00000 f +0000000000 00000 f +0000000000 00000 f +0000000000 00000 f +0000000000 00000 f +0000000000 00000 f +0000000000 00000 f +0000000000 00000 f +0000000000 00000 f +0000000000 00000 f +0000000000 00000 f +0000000000 00000 f +0000018401 00000 n +0000031164 00000 n +0000020117 00000 n +0000020264 00000 n +0000030392 00000 n +0000030480 00000 n +0000020541 00000 n +0000020794 00000 n +0000030750 00000 n +0000031277 00000 n +trailer <<782CFE0347FF4C18BF2429AE4FBE46D5>]>> startxref 31418 %%EOF \ No newline at end of file