From fe5f6bd389f5d9963fbe526db09ca420833c95db Mon Sep 17 00:00:00 2001
From: Piers Williams <solar_1992@hotmail.co.uk>
Date: Mon, 21 May 2018 06:39:42 +0100
Subject: [PATCH] Major rework of te AI slides

---
 slides/content/ai.tex                     | 368 ++++++++++++++++++++--
 slides/images/level1E-txt-pairs-ticks.png | Bin 0 -> 11775 bytes
 slides/images/level1e.png                 | Bin 0 -> 35648 bytes
 3 files changed, 333 insertions(+), 35 deletions(-)
 create mode 100644 slides/images/level1E-txt-pairs-ticks.png
 create mode 100644 slides/images/level1e.png

diff --git a/slides/content/ai.tex b/slides/content/ai.tex
index 42ea641..23413c0 100644
--- a/slides/content/ai.tex
+++ b/slides/content/ai.tex
@@ -23,7 +23,7 @@
 	\end{frame}
 
 	\begin{frame}{Artificial Intelligence}
-		\begin{itemize}
+		\begin{itemize}[<+->]
 			\item Production Rule Agents
 			\item Monte-Carlo Tree Search
 			\item Genetic Algorithms
@@ -31,21 +31,18 @@
 		\end{itemize}
 	\end{frame}
 
-\begin{frame}[fragile]{Production Rule Agents}
+\section{Production Rule Agents}
+
+\begin{frame}[fragile]{Basic}
 \begin{minted}[breaklines,tabsize=2,fontsize=\footnotesize]{Java}
 @FunctionalInterface
-public interface Rule
-{
-
-default boolean canFire(int playerID, GameState state)
-{
-return execute(playerID, state) != null;
-}		
-Action execute(int playerID, GameState state);	
+public interface Rule {
+	boolean couldFire(int playerID, GameState state);
+	Action execute(int playerID, GameState state);
 }
 \end{minted}
 \end{frame}
-\begin{frame}{Production Rule Agents}
+\begin{frame}{Diagram}
 	\begin{tikzpicture}[]
 		\node[state,initial] (0) {\tiny Pop next rule};
 		\node[state] (1) [above right=of 0] {\tiny Check if fires};
@@ -60,7 +57,7 @@ Action execute(int playerID, GameState state);
 		(2) edge [bend left] node [ below] {\tiny No} (3);
 	\end{tikzpicture}	
 \end{frame}
-\begin{frame}{Production Rule Agents}
+\begin{frame}{Hanabi}
 	\begin{center}
 		\includegraphics[scale=0.175]{hanabiBuilder}
 	\end{center}
@@ -87,8 +84,331 @@ Action execute(int playerID, GameState state);
 	}
 	\end{block}
 \end{frame}
+\begin{frame}[fragile]{Basic-TBS}
+\begin{minted}[breaklines,tabsize=2,fontsize=\footnotesize]{Java}
+
+public interface ProductionRule {
+
+Map<UUID, Order> perform(
+int playerId,
+GameState state,
+List<UUID> entities
+);
+
+}
+\end{minted}
+\end{frame}
+
+\begin{frame}{Basic-TBS}
+	\begin{itemize}[<+->]
+		\item Rules now apply to \textbf{0} or more Entities
+		\item \textbf{Remaining} entities considered by lower rules
+		\item Orders generated by rules are \textbf{executed} by the rule
+		\begin{itemize}
+			\item \textbf{Simulating} their effects for other rules
+			\item Allows \textbf{lower} rules to make \textbf{informed} decisions
+			\item Is why \textbf{non-determinism} is ill-advised
+		\end{itemize}
+	\end{itemize}
+\end{frame}
+
+\begin{frame}{Built-Ins}
+	\begin{itemize}[<+->]
+		\item Many rules are provided
+		\item Some complications:
+		\begin{itemize}
+			\item Rules deal with \textbf{EntityTypes} and \textbf{Actions}
+			\item When I write the rules, you haven't \textbf{written} them yet
+			\item Luckily they are \textbf{dynamically} built at \textbf{runtime}
+		\end{itemize}
+		\item I suppose we should list the included rules
+		\item And how to \textbf{use} them
+	\end{itemize}
+\end{frame}
+
+\begin{frame}{Built-Ins}
+	\begin{tabularx}{\textwidth}{X X}
+			AttackMeleeRule & AttackRangedClosestRule \\
+			AttackRangedMostDamagedRule & EnsureEntityRule \\
+			Module & NoopProductionRule \\
+			RandomRule & Filter\\
+			  & RunAwayRule \\
+			RunTowardsRule & RunTowardsResource \\
+			UseActionOnEntity & UseActionOnResource\\
+	\end{tabularx}
+	Some rules are similar - Will cover them together
+\end{frame}
+
+\begin{frame}{Rule Types}
+\begin{itemize}[<+->]
+	\item Two main types
+	\begin{itemize}
+		\item ProductionRule
+		\item PerEntityRule \textit{implements} ProductionRule
+	\end{itemize}
+	\item Depends what you need to do in the rule
+	\item PerEntityRule is simpler
+	\begin{itemize}
+		\item Executes the orders \textbf{automatically}
+		\item What a \textbf{single} Entity does
+		\item Removes Entity from consideration for you
+	\end{itemize}
+	\note{Not all rules can be done this way - What about EnsureEntity?}
+\end{itemize}
+\end{frame}
+
+\begin{frame}{Attack Rules}
+	\begin{itemize}[<+->]
+		\item PerEntityRule
+		\item AttackMeleeRule, AttackRangedClosestRule,AttackRangedMostDamagedRule
+		\item Melee rule will also \textbf{move} unit towards target
+		\item Be careful:
+		\begin{itemize}
+			\item These rules do \textbf{not} check
+			\item They can issue an \textbf{invalid} order
+		\end{itemize}
+	\end{itemize}
+\end{frame}
+\begin{frame}{EnsureEntity}
+	\begin{block}{Example}
+		 EnsureEntity[blue\_town:blue\_civilian:3]
+	\end{block}
+	\begin{itemize}[<+->]
+		\item Producer, Product, Quantity
+		\item Simple:
+		\begin{itemize}
+			\item Counts how many Product we have
+			\item Finds Producer for each missing Product
+			\item Issues order for Producer to build Product
+		\end{itemize}
+		\item Supports abstract types:
+		\item EnsureEntity[abstract\_civilian:abstract\_town:1]
+		\item Uses BuildOrder.
+	\end{itemize}
+\end{frame}
 
+\begin{frame}{Run Rules}
+	\begin{block}{Example}
+		RunTowards[0.0] \\
+		RunAway[0.5] \\
+		RunTowardsResource[gold]
+	\end{block}
+	\begin{itemize}[<+->]
+		\item Causes Entity to travel
+		\item \textbf{To} or \textbf{from} something
+	\end{itemize}
+\end{frame}
 
+\begin{frame}{Use Rules}
+	\begin{block}{Example}
+		UseActionOnResource[BuildOnResource[gold\_mine:gold]:gold]
+	\end{block}
+	\begin{itemize}[<+->]
+		\item Causes Entity to use an Action on either:
+		\begin{itemize}
+			\item Another Entity
+			\item A resource
+		\end{itemize}
+		\item Great for building mines
+		\item Great for supporting custom actions.
+		\item Attack actions could have been written with this
+		\item But they predate this		
+	\end{itemize}
+\end{frame}
+
+\begin{frame}{Filter Rules}
+	\begin{block}{Example}
+		Filter[AttackMelee:abstract\_knight]
+	\end{block}
+	\begin{itemize}[<+->]
+		\item PerEntityRule
+		\item PerEntityRule usually consults \textbf{every} Entity
+		\item This doesn't \textbf{usually} make sense
+		\item Rather than write \textbf{conditions} on other rules
+		\item \textbf{Wrap} rules with this condition
+		\item Takes 1 or more type as an array
+	\end{itemize}
+\end{frame}
+
+\begin{frame}{Custom Rules}
+	\begin{itemize}[<+->]
+		\item These are largely designed for civ style games
+		\item Great news if you have made one
+		\item Less than great news if your game is radically different
+		\item You'll need to \textbf{provide} new rules
+		\begin{itemize}
+			\item Same way you did for Actions
+			\item Dynamically scanned at runtime
+		\end{itemize}
+	\end{itemize}
+\end{frame}
+
+\begin{frame}{Production Rule Agents}
+"RangedRush":"PRA[EnsureBase,EnsureWorker,EnsureArchery,BuildGoldMine,BuildWoodMine,EnsureEntity[abstract\_civilian:farm:3],TravelToGold,TravelToWood,EnsureArcher,ArcherAttack,ArcherChase,WorkerEvade]",
+\end{frame}
+
+\begin{frame}{Production Rule Agents}
+	\begin{itemize}[<+->]
+		\item That was a lot in one line
+		\item \textbf{Sorry}, but that is how it is
+		\item These do tend to be quite in-flexible.
+		\item More on that later
+	\end{itemize}
+\end{frame}
+
+\section{Genetic Algorithms}
+
+\begin{frame}{Genetic Algorithms}
+	\begin{itemize}[<+->]
+		\item Powerful algorithms for variety of uses
+		\item Can even \textbf{play} games
+		\item Apologies to those that have encountered GA's
+		\item Even more apologies to those that have encountered RHEA's
+	\end{itemize}
+\end{frame}
+
+\begin{frame}{Genetic Algorithms}
+
+\begin{tikzpicture}
+\node[box](init) at (-1, 0){Initial \\ Population};
+\node[box](decode) at (2, 0){Decode \\ Population};
+\node[box](fitness) at (5, 0){Calculate \\ Fitness};
+\node[box](selection) at (8, 0){Selection};
+\node[box](cross) at (8, -2.5){Crossover};
+\node[box](mutate) at (8, -5){Mutation};
+\node[box](newPop) at (2, -5){New Population};
+
+\path[->]
+(init) edge [] node [] {} (decode)
+(decode) edge [] node [] {} (fitness)
+(fitness) edge [] node [] {} (selection)
+(selection) edge [] node [] {} (cross)
+(cross) edge [] node [] {} (mutate)
+(mutate) edge [] node [] {} (newPop)
+(newPop) edge [] node [] {} (decode)
+;
+\end{tikzpicture}
+\end{frame}
+
+\begin{frame}{Genetic Algorithms}
+	\begin{itemize}[<+->]
+		\item You \textbf{all} have some experience using these
+		\item Asteroids assignment had one built in
+		\item But how to play a game with a GA?
+	\end{itemize}
+\end{frame}
+
+\begin{frame}{Simpler Games}
+	\begin{columns}
+		\begin{column}{0.4\textwidth}
+			\begin{itemize}[<+->]
+				\item Consider this game
+				\item More like a maze
+				\item Get each Agent to the goal
+				\item 5 possible moves
+				\item Controller returns a single move per turn
+			\end{itemize}
+		\end{column}
+		\begin{column}{0.6\textwidth}
+			\begin{center}
+				\includegraphics[scale=0.45]{level1e}
+			\end{center}
+		\end{column}
+	\end{columns}	
+\end{frame}
+
+\begin{frame}{GA for Simple Game}
+	\begin{itemize}[<+->]
+		\item Given a time budget
+		\item Spend it evolving ``plans''
+		\item Plan is a sequence of possible actions
+		\item Simulate the plan and evaluate resultant state for score
+		\item Sound like a possible GA?
+		\item This is called a Rolling Horizon Evolutionary Algorithm
+	\end{itemize}
+\end{frame}
+
+\begin{frame}{Boosting the horizon}
+	\begin{itemize}[<+->]
+		\item RHEA is quite jerky in games
+		\item Macro Actions can solve this
+		\item Locking the agent to consider each move $N$ times
+		\item Means you can think for $N$ turns
+		\item Works great in real-time engines like PTSP
+		\item Getting $N$ wrong means poor performance
+	\end{itemize}
+\end{frame}
+
+\begin{frame}{Problem with Macro Actions}
+	\begin{columns}
+		\begin{column}{0.4\textwidth}
+			\begin{itemize}[<+->]
+				\item What if $N$ is 2?
+				\item Can we reach the Goal?
+				\item MacroActionGA is poor at discrete boards
+			\end{itemize}
+		\end{column}
+		\begin{column}{0.6\textwidth}
+			\begin{center}
+				\includegraphics[scale=0.45]{level1e}
+			\end{center}
+		\end{column}
+	\end{columns}	
+\end{frame}
+
+\begin{frame}{Solution}
+	\begin{itemize}[<+->]
+		\item What if $N$ wasn't fixed?
+		\item What if $N$ wasn't the same for each action?
+		\item Learn the values for $N$ as well as the actions
+		\item Include them in the GA
+	\end{itemize}
+
+	\begin{center}
+		\includegraphics[height=0.5\textheight]{level1E-txt-pairs-ticks}
+	\end{center}
+\end{frame}
+
+\begin{frame}{More complex games}
+	\begin{itemize}[<+->]
+		\item This is great for simple games
+		\item More complex games are too large
+		\item Action space in our game is huge!
+		\item Macro actions don't make sense either!
+		\item Need something \textbf{higher} level
+	\end{itemize}
+\end{frame}
+
+\begin{frame}{Strategy Search}
+	\begin{itemize}[<+->]
+		\item Instead of choosing actions
+		\item Choose between \textbf{strategies}
+		\item But where will we get those?
+	\end{itemize}
+\end{frame}
+
+\begin{frame}[fragile]{Strategy Search}
+\begin{minted}[breaklines,tabsize=2,fontsize=\footnotesize]{Java}
+	Map<EntityType, List<ProductionRuleAgent>> rules;		
+\end{minted}
+
+\begin{itemize}[<+->]
+	\item Choose between PRA's for each \textbf{EntityType}
+	\item Why not per Entity?
+\end{itemize}
+\end{frame}
+
+\begin{frame}{Variable Length Macro Action GA}
+"MedievalGA":"VLMAGA[1000:10:EandM:abstract\_civilian,abstract\_town,abstract\_knightery,abstract\_archery,abstract\_knight,abstract\_archer:noopRule/ResourceBuilder/BuildBase/BuildMilitary,noopRule/BuildWorker,noopRule/BuildKnights,noopRule/BuildArchers,KnightAttack,ArcherAttack:noop:RangedRush]"
+	\begin{itemize}[<+->]
+		\item Will do automatic single actions first
+		\item Then will follow its learned policy
+		\item Then will use the fallback agent for the rest
+	\end{itemize}
+\end{frame}
+
+\begin{comment}
+\section{Monte-Carlo Tree Search}
 \begin{frame}[fragile]{Monte-Carlo Tree Search}
 	\begin{center}
 	\begin{tikzpicture}[->,>=stealth',level/.style={sibling distance = 5cm/#1,
@@ -125,27 +445,5 @@ Action execute(int playerID, GameState state);
 	\end{itemize}
 \end{frame}
 
-\begin{frame}{Genetic Algorithms}
-
-	\begin{tikzpicture}
-		\node[box](init) at (-1, 0){Initial \\ Population};
-		\node[box](decode) at (2, 0){Decode \\ Population};
-		\node[box](fitness) at (5, 0){Calculate \\ Fitness};
-		\node[box](selection) at (8, 0){Selection};
-		\node[box](cross) at (8, -2.5){Crossover};
-		\node[box](mutate) at (8, -5){Mutation};
-		\node[box](newPop) at (2, -5){New Population};
-		
-		\path[->]
-		(init) edge [] node [] {} (decode)
-		(decode) edge [] node [] {} (fitness)
-		(fitness) edge [] node [] {} (selection)
-		(selection) edge [] node [] {} (cross)
-		(cross) edge [] node [] {} (mutate)
-		(mutate) edge [] node [] {} (newPop)
-		(newPop) edge [] node [] {} (decode)
-		;
-	\end{tikzpicture}
-\end{frame}
-
+\end{comment}
 \end{document}
diff --git a/slides/images/level1E-txt-pairs-ticks.png b/slides/images/level1E-txt-pairs-ticks.png
new file mode 100644
index 0000000000000000000000000000000000000000..9ecab62ad9d580b3d84ff634c8db927f9ad64d1f
GIT binary patch
literal 11775
zcmb_?2{@H&+xC*(sAw>hNV}93p^{7)%2X*@B9WoNlrckOmR+euWX>!@hRP~KGM5G+
zBqTDFnauOJ{O7axe!utq{`dI*<NJ=cbsQZP&w8Hwx$o;buk$>w>+We)<#lT~*N{l0
zb;pk>sFO&HH%TOhiB-$+ll}mE{AWAqxWW;Q>rsO(=GWQk3uQ+dk1MP?Cc5sZ!XCx-
z>rZ#?AaCEyO3q?`duH;EO#F^>W`h)!J(_->x3N7fjrqb)Pj$3ZsncOQts%#{-a0r^
zS2fA($bB!buUA(e?_RpZlXJ!Mf!v4ku5qW=BIZ*%BE`}IL5oJl!_f*{r5i}3oA=rC
zh@}W!WF>iCxJe<Ayf!E?kX9*eUQXJ+`9J=l_*IqAy~lYs3hHFt>3G>Wr?BI>^JIS@
z6R+kMhSXjMFExdcWu9g#o0l^;XI-g1AR^N6^!)Vut=2cwyHvb|rl05+N(LO`q6&tY
z_=^g8E(`YFw}vZD+;4nrEd6CW^|GJDZed|zdkM|orKIL%m&Rqyr?)YrJs>X1X>*^q
z_L%?X)Dt~Dh=1JWiy;dM3H7|nX?1?=u|(I_)(#I3mv){w_w2$E+r`XknQuudVejv4
zogVz=*!MXpmB~fQafnOW*<O|SR8@P>$Lr27+j#fwc(ttT^^xzJ)DAzl{Pse`_#=7m
z-j5$X+=)+-_hz1M^YCC*q!o;vXh_%FdeHQ0$!flZ*=i3V&EsQvm-Y4aOZ~X*Y;D~~
z{@@vCEzI}bkz>(lJ6<W4JVh^I61E?1U0f+Ub7YI6%v^6mwB$9(_B%VBrv@afTMG*P
zm1z2f@BMjVb+_%iAZKjc9V6`$PmT~ZKdYnD)L;MDx@fk$Fjk9Iaky~0HQXe|>FoyP
zEb|7dse#5_Iofo(5!W|^rMU*Txe1Bx2ba@}>2n1I1+{9jg?jl8Z8Pu1)R#uT_B?NC
zTM<+x(G$fa^m2QB)V_-)$N8c)-lt?Fv!v|0<jH8;a;-tsvMKA?vyt4M7@v64*Ivt0
zz2nI`*=Cw$w}MMbN_L-$nCP$nnG~k)jQ679n9e@cd1rIjWoqE#$B%9Fshr`W`5~Nk
zQ`VIrPAQA8&#YSV3h8q{tEH!PGmR^U3dXDI^bsZ5PUGF;ejcMf1_$xLx>iSQPBzWW
zviYSAf-3jN?X8Fx$DwBJj0c*J&ni;ta;)2)p3kvr%;?IhRoyCPrMpFO_k8ly=UlrU
zyy?BIVnehK$uZ7p`i0Jp%{HZ<lT>)zCTbp?iX3v2v&!pxg#CPPQ(#gZqjZlmDLGkK
zCyVUYv3k>PoJwKcwlkL#$ddG#4g>euuKLGX2G@Vw5<LH+*~P28w%GTw%a2<e>}+h6
z5BBf8cBfsOPFtFzVJCuZEGoW!Pt$z7&8ag0!G$|X`E|6nw;!@>YIdI=oZmVbQoFK_
zxrBUmJC#cHlNx$ilb~E`6BQe4Q0%^Fo}RmV(sawk34~|<<d^ed!Ui!GIOfQ*XCaZ1
zkp;Y=#MX3vWfM4?n4C=0%RiJWBP=`|*|uP8ChX+oRMyp15jM=-B(pH`hD<$6)8{T7
z9csysz21Ho;T*fm=eSZ~gT9MkW0aV6YeUggHdeOCrp?bOGx15jtZR|2G1H`at98Nt
z?EF$557%MFjH^FNCMG7TWtUt>+uun@NaW_`VlS1sN()`4i*O|6s}hJ5uyw+(=L<4M
zLKZ7zUX(5A4K!s7P~&kDyBmbhzt}6`5L^0UU|l-G=GzO)$^Lp`|Jub>^%wMWtXk+w
zZe0@$*?)YScy;4kmT67iwV$_Hc(y505cJw6(UYA)YN0)<ZXNIMl_DLE@e-R$Y}K_|
zhsF#eEGgA0wM)^5JsR2fR44nyp=z1=fong%u(7f2iX3dpRuSSIJ`rX+@Vqp}ZK|;)
z-;qbutj?TPc*u2T<o3F)LoI`Nf~t`HQ1dK-3mHZgbn4z+PCmK5JG9buB}_lXX)G}?
zt{5l`z-Ee>)tUY%xy8i3w-<M6D{?b%8O%mX72=o}S28#ExCiCg_XX<WTSvCEl=m7;
zJ+CY;r^fe=ykYT=PtndaE(`JIb~tBy@y{($qD&A${>qb~`tbNkRz)?LSwkzUq35OB
z@{1{5Q8IClHYwd;3@EUjeQNC{u#@;)?*14~MDkBsv3|_+1_O`9EhbU>ks0ZF`SgCR
z;uGn6@tHj`iIeLrnVbBn^;9Qhri7x*t$FU;%PX~yIulYYved3zxq|d_9xLN>9QeB5
zzW3Ab^0x;>gp$whZhI2G;25hI8hGN`yg-JA)0HdpGa-=y0X4-QOIrF)M!<kVB<#1G
z;f2}pw(A}D@Qmr+ngm}HEd=p_ZGvh`8UB`yQ%)8YnXf(Ob39zS!%e6@KC!N2WgB)X
z1yhtH055$vDRCu8f*3^S{>$%K-7n5h4X)dIXm7Pie~#rhhXy@ILG6sr*DHAnIs;Yw
z#M|$5&iQdmRfUW2)enYf=^q#B?Ci|4ZYz5EQrt<*1o->-?9=kHvOQ|iK!wG3!tVPo
zyz(UC7_o^6UQp(7%W}*?ob2Mzcblw7)^~Mw4$wX<HW~!*VHHfm1^4@>#wvt|?Pfd~
z7`rPY!`3DMK>B5uW~=9i@@Xg|M#_VKX!Vu8IK1_6Pn6vu>(+(d1plHX`g~7}i`5pR
zV7oa_PMTR88>wzZS>j7%PoRKs(M)?(R8)L?{LJH4k%*WWIwHXus5aD`%PnbtC*HI&
zLbNtnt@`7~g6UQlMBHrM8MR%*o=d|^^kKxO-{G+jJd3@`0%xCGUz}|4Uc2Q0f~)h<
z39EuS7lCB8*dn{0D#Ripv$slWSoeiR<0-M0;JMzDCu}wH9R~HCx<WYgum5=2;g>(v
zWL`nG^%(x%Y!E;M9L~{ww!%P2FK>dyV@AGA%_t<xVX!GHD+}Q5<>e*rH$TxA6dHQS
zs62R4nsy+@<+wp(aa5^8?B!`3Z|-XZjiHf|-qqL3jd%)ah*yX8N;lTb)2EBukj8aM
zPZAOFij;}|$F%oGw`;`xcw9$bU-p-ty0g=-w}IB?wVY`M%Qjb(&9^oS^KDD?x0}=~
znqQ8_9r+`WCwO)sv$|azz?oxbX9tLn3JDRt^!5&bm^UZ0SkB=co7O?oPu~NSx83cS
zAxidYzNo7+KfL*b)kD*GCHRGfX}|%Z43_$C37RXIlJRLa*esavp>&(elgp)k_c%pS
zNgD!psZ2S^wTq)NO`?*9>(U#m-Psju=7)<7-jDOEZAL_oaeZ67*V6M`uzCfLbMHek
z)%fFs(GX?YKp&%-x55I=VA;y`Z}Bz}2d~)TZ4x7h(kHt(Q7b>k;SVToDROfuUcs<z
zEQS)NbG<Jq3=l`}j<iM;*uA5&$u9h0QNG8i`Od>-lV@6vzpy+*inHu|W3|I@t6Qs6
z4{*Ql!DYWKGOjZ?T-H1?i8;65Hq!kK0z}Met=@7HDI^YWR3^+%KT+RR-V36jD%qFl
z=DwPTL=yerHr>*Iy2Qz@gt9jFVdohGyLBYFb(#+y7xFi*Cdut9A(Ke2S0#{0zwPv0
zMq2N?Z_R)5!;?zA%lKdOA>$Ftx6<R&O}{*81kKo#w}uoKnzHWV1Zb7VY*(1P7UiOK
z!RULjqS1TCl@Ygu5-&AnoAY4_AxVdB)`SY4@9yft4NB&whh-fGzS>nwi`oB<rCzW8
zA1^qBUCFv|@=K7KOfGiFW3D##kj2-1SHHh%Ep%bw5+6zMm*KB}@<e(W>2$4TmBEFk
z0;h3==nL1`F;Vj`6CjA+U)=!NE9_5u{ODx(fr}+KQ8)uDy?NYUsykqxPH9P8%)0pI
zHW;Mq(&BWOkREXh6w{@#uwvhM)347i7SFsB1_Y`cI+K7~i~-en!~DVeM5@FS)Ts=l
zxJM~b`y#@_op9FKRxOg$c+jEfYhS=ywJEGdMn;yc1rmN8ft4p3caliia$PrTz--M?
ziFn*+egKD+{kKI&M;C&kf`?eN<cUg2fqDd1)};Vk6GMBdqR;OMA(2l1p;5K+!6B>W
zuPAfuf;v&Q<$F+)D=I6aW!#)u6~S+N+loC>jgtm8kUVwbY}0+2w;i5oG>Mh&3O=)D
z%^Ix!GiVnjLFrWFAwg+rxBj|R8?G>mv*p_uNGZ$t`FxEH4Ht$Siv@CxQK*a#GLW{9
zB~2r)cz;1${fA-s*Vnf^WJ=+>tI)fK`9qY%Ljm#aHe7kjNO3Q&8vO!Mbl@n*NRqf;
zhq%nAn!DwDZyn%%i!E62>EEc-AuhzvFL`I3Mi`$u2Uqh+29j%Pp5aS{9Rc{n#B9r3
zU!<d?bZz!I1IbKsc*`$QWdFI!!wa2W{lfAayQ1)|^mfw1PAa<+h0=R~pI?evwN{Uj
zbXukE_P)6?zF38tB__Rh45nO)!wNN@KN)FgC__=E?9Kk&cbmt;sOWe(nIxyzBmE0N
zCWx}<JV92!KEJH><QzpqW8&*&e^HCCS35rh%+Ah&M!0^zv2x>Gg)-yu?n(ipWD=>)
zK4g>9aNf`KCr_T-V&aei2#U2{@3`pAeF)^|aeAIvdGMZ1yH66bvC$Pp<nM3Y758It
z7XZU^TNo|<mTewpvCZz|eh*a5h(nfnpi`h->>M0n7U`hy!-5~9rKWvFs*b6t$v%U8
zWE75}rup)0A;o=(IP5eA-r`h8Q4UGA>nbpr_=82}`pD~*{*wJED7v5l<`toW|B~>z
z8X}@;YOykRg%3j?hN!Owk{|18epFpuEj#t~GAK`ESeTe?=ZArT0VKZYmCuGhzdUVh
zY$Ou$ky0V5eQFm-_}LS?@c!FF?2NL`B&*_8z)1T6v&P28;F=SCwF%^i{g;)N=!+_%
z0!IG0b{VdnXmuIp7BN1lqoXr++r@`n5R8e?f}oYDXOiFB=w@i|aruoD#}4Fb0wh3!
z=XXYgi<pGg{6_Np5Z1~_T7UmPD<i)o-G6Om`!5KYk+tFCU}t}C;~KX$MMy1C2)@8t
zJ=72tjj*+0$9O;25+8Yv5-pKaBsrs0p^FEp@yPXKyhpWO|Mj!cm|tzc{IAlTf4vf)
zS_~2Dd?&>1jTlI$IW)HW;?xTvxbLd`^G8!4_ipo3-s!Bcjw06Ftf4Q?69FjYFd%MU
zkD`)n7+m}l7bTGMX4-wum^Y`cBz?btn^9v(B#m^&1+!$3NgtuS6k8S4y7W}J&4uGt
zQa>ALu?y<SZ&+kqQJ=ii_u}?mxcxWlVmJE2Y=W}C`*e#V!5FKerFil(NTd`dEE;;H
z22t(4I7i%sL(jgZ!(Z0Dw;UKQlp?p8pi08XPlyF@heg5-g1%$c(?(n`XIqu9iBGiv
zbY1oE=vy)sSs(^lA%B*QM7nl#c~Mhepo&oLcQ2;TpFhXA4CQi5IT#unZ~Ob%Q}wD4
zuK)qqE`i`5D{0Fv+CziFx-t9u><3VC#oEn;!6C23j{6;1ZdL0K9|EAWRl?Q~0v4`_
zgjrn*LB~I7t{|QMOz@0L@2H<N>)65!+?^s1S*Bf3W_x)c@A_zar-9xH6_tF*>{i$D
zN@9s}me26kE4N+WZqHV)vpn4wMCK|eU|CnTdBdSApA$8_jVeN;9h$BH1h*ct*o>#T
zyAvdl=lb^>3OgtnjUXl`1b9d(B1*oSH{{)16DjLKhc#lIKltL)Ee!)adM+q-!4T?|
z!g`Ne>IFm(K{U#gA=D-D1Z)Ve3p0cZ4hZ*++;{P4s&SVL1Bqmoj-vzFI2kPo@4|Yp
zF0~dq88%OIoxGx=BB)p4;?%dGO5iph4>wjm(3lCl$#%zApRH+r1a%D02gX9H%VMQi
zn=34W7iRVRjm;TGDre80WmN<+Mv7Vcb-Xkb5hcJHfpNrk76MGB!&ij4cMk&bjOO?9
z-g{!L=ir?wtWNbN1ixLC1YhoM2xloN7f>AvtL2~UC|@HpBNo1_s3!JNX6E}JDq%vF
zZAFW%ERdbNx%ZFpu3=(Q_T9W64qCuY<*En!6R;QW-o4uunM%3*-uJj*HK1PZ?^~4g
zrY6VaRrBWMlm+qmbBdb5?&|C71Ki%jddKBdmV;m*?4^fZb{JPh5vD>`)?#b3e}_0V
z9#XS9N+Pp!PW=>#bcdf+3Hu;z_~Cw_d0@>Z5{dcba+z0I5R;QX8%lR^{Z}4TOa6R<
z&7!5G^nTK0B*{gq-`M92*^JACVG|6~9F~zh8BgDs_RSM!A<1>6y$S)|r0D(=5YOOu
z%SgXz*vU%iZ4#hmRIkZB@E`I1{~NG_Ho$K7w4FQ8YPn8NUh(PO_-M+6D#(My{L~>>
zbm?B)s}n$=ZA@4T*XP})@>Aoz$aDI{1&tZrF4IGL%cV9dF?dF_=YX`yr}5rV3LuvJ
z3k!?kO`-29He98^@q|qw+G~s??_62t`Nxm0qJE9W3b$*k6M*w<Y}{{Gq*ZK6Wn#8^
zMEdUOluMJ;oU%30+btS!%+SyfcAU4+O<HIGMbF)W<SCz6u0K?0@(bwXFSqFbR~6#_
z{q(Yw;HRwY?E21qNuV4^t8X;-$;bH1k4xf!tZXsV5X<2axg7!IMvK-0r=$VwMMOH(
zgv@la9jqs?vV3?d!ubOku?wAiP*>3aqGuQ1>^}M6blSfV3&<3kj`y&8VIjko0C>a#
zmMN^Dcowj_lOj?nu^#l<FT$*>tQvpwoJ~q<5?#T-{~`cRPqbsJU=Bc}A{5MzOwGv1
zfN!Il7S1UOTmOmh$;d-b)%j7CR-{Jl<18IbJRXz|=Cl&%vM^p<T~*ck!ty+;B0Qza
zsw$!SllPnlvm4rlbzMi_{ezL+tm&&w7B(nyMPh?p-HRuSi8;<q^if!05EH186cLi4
z44Au7K6`NSiFPK0R~;&thFx6>rS{P&6*aY3R1mJxU6KE|ZgqlV8#KFPo1Sgu$8eDf
z(`6*NPL*M_YL5MyR?RPpgJ0G?df@wM`9iF?9}^Q3p`HE`Nr<r9LJXdHWfgAqsTpDO
z{RdL-D(sN{^JD+Jt7z?Sq-_0=!e*_oeVmFEf?I8T`1t$d@ZF@8$+Us4R+nGc+xo|b
zm95evWq<L3tp^c*6V}G&1BS;C&hlCeB(~kYwkdmIrajGRU8AS?&ULOYSwJg&0PbAx
zQT_q+DK;rFq};tpVGiM0nkjv#lJZQ;z-<!dSXD&@lin&)9b2mi0l?|F58g#U{Iuxv
zF>z)+1`^l$i^1|e0c4#mfJq$=#jOdZu7Jsb!s&F=mb`1d{G_;&=11Ovem?OPM;kys
z?g%7sNrv4Niet9XWcB1cvH6yyAsSuLQjW}eih4DVwP>^BJ>Kcd;_@~rJ!F=c?F{PR
zoY79stdjhh_BfqW#`SvdQBsO)3As*CbToe%T2Ina_RCi$uGsD2nYP>aDEC-HF<q1@
zv=)-@9FL-`PyBiLFbaiFxn}X9IVol6CM8AQ*48$@_XWrexAJWvWY~H<=?Y?=HJS}Z
z&`jX}N94vnTDi&sxd9^c@NtR&?!<Y}bba2M?<yr^xeIT+Sv-)~N3|&X|3qga!@2^F
z0LT)*&HLL0@?n<D-dMRU#mgCOIv6Qk;jCtlBc@$`iwo6$cHt!J(^Y!!ZjeFOkGz`%
zZ9Uv_7CyiGf}nTa1Npe^)XxcIY5Of~lj|;K3E{xJ#t-OTYs%WAm2*Z-T9n$&)vj~w
z3TqzeC@NE2){1qU3Y3OVnsU+KYbRiHoMF3Y4`PH~0FHh7)eS~jXgB_^aBW17YTm5*
zceGnhh$y8L>OM)ZL&D#p#sfVoW2E!fOsyix-8;?3bD`<Kb0F2Hu?LLG0a5pLiOylQ
zc!w`Pc?HR{KY_o*)WKm2I1C>$1KuZ;q5N|naT(V0U2zYB`^yS6<aZ}I9}up;e>^oL
zZHI4nceiS+j2mS0-_DQO;)DH{)hl2rKlM5Rwr~~~sm2_3`fo_ZMwmmK5AiSrzDZS-
z_HrqZZ{yKFeV$+8AO2HieI{((PrEcy(e#4h@4EQYfJJYWK~s_2Jh(f7^Pg^w2uJO$
zzaNz3><q+=6gBTQOg-D*T^1M`>hSfVcSxq)4!;h0ol_EnjhV^Mp6#<|(=;3T{u=Uv
z4xef(Y?p%`^aV78ra(K_>aAM3^x^*R2~fL|_NKi@XFkK#b)QJ!frWVfA=3{7*ZFU4
zMGIpU-s`rq<GTbg<DrjuTNf`n^d3#qaCUZvt6tuio2R=)df?fc^4K_YZ&WUHOhipT
zZ3k@ijl9_!G_Vmf0(rzN0E?Q6ipZY&dqGK@wiy~~s-b2d%Em$p{$dX`7tl?zov2av
zPWSS#fpsuB&?sWh7K~TCjmE$+J{8eAG_ujvyp0Qf7|z1{B@C9jBkBKQx0x=7yZ%X@
zCE9(i4_G9NzNQCS(w#j$d^~yG5$1kq5u-stroy5eMxTIa6GQOH-(K68b>&RbfONpI
zM0!%Z`$7lL61Gf52yK@_L>Jib{6P3I-g1c=-d!8-g8K4>K~hF7Y-pL^d#>QRO*NXV
zQ^Xa4Og<dK?nv3H!{Z+zkgoOD^}*cN&oC^bPaUvne@k>Ype+WzKJP&9{wus{D8`-s
zhY#c$e@;BUOUj=|mgsXpcsw{{sZ%zI#)c%gbYMl&ZFozi5Oq&F<u@G-IaP{o6li-5
z+QV>so#3w%LP-4T1!#+v%v>`y$~+-vk5+`*eL1m?mYaFTsCIO^c&V`ShG37q!jiLk
zaE%}}9%KP-(!Mms9@T!+oGZ26QFc|0xppSE-iKx;A3H6yzsmu_rn9@->Q7r1pz1#C
z(w2`#Rl9g=riq$2GdKKw88qe4(jJd&TZ?s154B*w9MMr%<j~WIx#!WP%PaLDgE13Q
z52!1UyWov3fGoX3w!Bxj>hA76)c87<**hC{2Fk`8MJ?auar=C>S+;3Sytto_kB<TP
z2hx1Vjspdzpq(n9UWo?R#8CdQKH7R{$LBfr6w@bZ*#Eu!{5rX|Mh*@RW{a`(iDa;k
z#Hpg`kqY5rSIAj5SIAoI8}TcYHF%e(N!i$eol3qhA(Y$2i=Z-ub2|goE9<`6RyDQ0
zG4CDFXtWQOeAX4^r_T3|p7+jXp)Wa>nMdYuW9FAAsZ>6FUERY_Fv+p*bENm~y8_}4
zo0Zk3a6+4FV<~Cc8XA~YNEi1bUgP=YQZ#Hck&n=J2)l|fVYR6}WHQn1>JZmQ7~$yV
zp=!|UdgsGYYQv>i14efM?c2w+qPgOw`QijJCk6m)7hl?R2!T=-&hss`KuPWj)3t57
zlHAqZO}s+t@5Qr~)@d`Ib=z?eIFYXiZmv>-AY#9o9?E+Y>JxT<``f!VcQ0>Nq)6~Z
zB$BD=1!LuCARd;LT`Cu#outPNjqg1+sV3-%7=H21if|X&#o-#ZzO=bqKr^609EQVA
zvz<kcgXi$|5##_QUn3A}C)${aL8{I_pXR7DLQv-c6c!d1wul(pqX(N^l#*hKj7hyW
zEWLnni+uDOm|t&5Q`bDijqFjivV%p41~;0Vvojq~j!0vFC}RDz@FrCW6U*TrqV^7H
z7Lq5pzuKxQrv_c}Xn}+kE*L3+J1}Iu(R^rtm*We~pbc+{<86V_<5GMuQ9qSKSic#&
zj|KW|5!p?RcPn~g0Al~gigkGd85KqIEyI4CqWtWu%au1j^+aQk*bKi8OnjtvCUvO@
z7uwgvD<U7wP_B<0IkGr635SMaW`RD4K8{!1&!jS<9?ul_OCURAw_jMd>Gv;*QCJtd
zggqKfmO6_uL$G9-)52al3daC#;7Cq&(UlLoQNupNKFEZ10LQ_XN0y%5pzqUh9q<7O
z@sA^t?9EJ7iYL!44tp#$qkb+ejQh*duaBJ@{Og!#@MRZfMlt&%4w3_uZ-RChusa6(
z6pg{+-C;!kNy4rh5Q*k5=7<Jk;Tk{&NIDMbntedBvMN&eONI)k3%zODnUA0Z*xcso
zPqC?$p0_Tn2kDTdkNOim{jo$cnVh0U(@!-vv-tM|i5{YTgEuh)+<WBwCBiPbQ?Ffs
zR&c<tgGjx<jw0W_?*I%3alfSzZ&}_*m*SIX74N6U;{+e+H!FILtydEG9(+diIQ_wH
z%f^gd)OcVI+BxErjEj&fIWSDFy@`MMa;C|gCdki!Vo|)ir$-ER$FBqEPNlXN3ccWK
z7|!$<YeVixX6FN9GddrU-yj$ouv17_XY{6#R{ccsbiuH`R<D`L7#ZPbt7`wuM7>gh
zk_ARZR6JM>EySyLjyCsb-|vs*gd44O?%d|m(W$|2M8|ELwDW)+2X^~p3^N=cNFza{
z$!sqsV?;zm&Q!(=AD*l`gJH3+`AzEP>Tkx!$G3`_Y5eFhs06&Qa&WZ4_rh*Cp#j_>
zUWKqPm8EYe9YwVxDwcX>p_uyAlR@c%+f}NXG2F+?7|%cKBRd({$F``-%y!n%ir`hN
z&r{9E5cn{hJ^?Th8ZQUJZiBV)vRt#}uecsAl<Nj~a`jAIhIKhsiZ)<I>38@LUS6H&
zUx3`qwhX(AIUOXrzQo(Yrkh<S*8B|S1eqG+)Ey3?CMGEO6u^a{5VZ3#9)WR!OSXSp
zxw2%t&>>7ucu`D0j*jyH_IhLKDB6bNXs5ebQ46_Iy7C=|>F_9B=(9bj7z=Y4>%hcR
zdTw__ug}g{$=h8~y;s$en#!uG=l~it_fZamIwRa-mb<V-p{0Pqv<-?i8<e?-aR(ys
zW4~ELkB@b*5^;@ju3*<{`e065%)%@|nbDOG?LTbS{SkS45X(m2z{s`EV)zHlSnG!L
z7KUwJ{fTCeE<?Tohhs%dRFNkM<nn)O5dI^=9Uan)|Aw4B^FLo0mIZdwipW$Tk9k{e
zP*6}U+BAsX(8bT6fUr=#N|b}xRWh|4TYsFF9G0e9EUIl|Gm71T5g7)KeT^80!ORid
zP@;;Oe|ci)jhUV&XtsRIv5pnDxr8;TNl(_@U|i{r28s<=F^piaF3ItaB7|u)wvH$D
z7D$Zrtm<1sJCDT#GQk%ei^ijgmhYAWoxpqQ^tI>SZga6qv$35$y~JKMH#cLPK^L<j
zfUx;`n!Bd0B$y4lx@)I3(gHdkq8;yk2w0*avZY-mdikz-zNfmmV@T&AEIe5?8hbX5
zX~wtnb500-`?1^elMM#3VPRpqv#5@s+Az|0!WyVg(@ebqUX(jh!lZ^KJ;053I5njC
zf|(OAe8SB-3E}U{Ed`6+e{kd$Dxb&C^KG2sSHFLM{Rbf@P>3DMCCpt|Xb%YjL+O7N
zYA1POFl)eSl+O2Dsao|jBJ^r0w`1_)=aI1Dg(P%`@lN@0qT|W@9Y%SbQ_~VHJC5uT
zrCo|k-!pk-ZgF;!=Arj+GD+8=(MWW3(`!vyR4s+tD51dbD9QXJvhm0E`Yfhgxt3aN
zWM_|S#gN1MEhZYKZpX{~Sun0MCD;G>a=8R|(t~LEMBC&JQeHSWb4>9m_>K^>%QU<&
zDu}cN^tUdJFz_pEUY_zBv_l2#6*x2b!$s${zde!m_{nl%srk{$l;2Q}WKiBv7Z%~~
z&S6j@J=k*hMt4QV>{x*W(n@pGNn)l=IIlOJn9!W<Is;=D_AON)-4qP~41$b+@Foe_
zwIV+;1+)O(w}=@k^VzYkvXHw9m(aK7(7k#D9XBvmE=9_i+6~aPT<C*OwaZf0l#pM&
zju0`aLITynGna9jbDe55DU+HcFo1Yr^hpF^`JnWb#f<k<7ynGpN54B0{yf&R)V8$P
zc4lj;K{1^W`aQ88GP92Cm?cUjQ$zP^2L=ReXqRBn*f8x$V*b(<W<Y<%$dVXAbS5xH
zhOnPQB?7$w1w@w}LkN5QI#6q_mE2sN8iUdYQH-Ea<K2jVV62sLH-Fr!mhsvRVrP=#
z;=Uu=h$*9>w$=rVneq<Tg)Ll8gdJUW3rRMHF&p;`6AGmU^BL-x*y@xo<6U#Q0mC0F
zyO0=WcqMfE0xNOSbQDz&h^pf8=;4zQ2m4}|7EF#Dc?|>#^k?Qg*oy~&ZldbH##G8g
z;jkNR;2sAnD_2uL!%-+_<`eq*twh>s5c{$?Kkd<emyc+NfTLp)HUpMB_~~J&B-HP2
zvEo^bG7?n#3Z_LchiF3#Q#|iNQf67TG_8E#*;KhTki>i!^~VjQ`lSATz2}$S-Tz&l
z7<l}o$e<yGP~+MNCA%4aAP)(lL)2Ex2tE{8mg0Al;wgU#><%qba0qiu?>Rfqfl6-7
q+u_;&!O|Jy&^G^*A%N~B#uIy09$y!0{e)?1(s4yqh4iBry#5bWzA5AY

literal 0
HcmV?d00001

diff --git a/slides/images/level1e.png b/slides/images/level1e.png
new file mode 100644
index 0000000000000000000000000000000000000000..1b34f40490e77bd9d522b646fa4bc4d2881384d2
GIT binary patch
literal 35648
zcmV)#K##wPP)<h;3K|Lk000e1NJLTq00Ghf00HO-1^@s6{ef=%00001b5ch_0Itp)
z=>Px#1ZP1_K>z@;j|==^1poj532;bRa{vGi!vFvd!vV){sAK>D02p*dSaefwW^{L9
za%BK;VQFr3E^cLXAT%y8E;VI^GGzb&im^#VK~#8N?frLjUDuuGiK_m4>%Cbo%*>jZ
zo}TG>-DN8{^{jSPbxn6wy?)&_E|<%eEm@M4bC$E+WtYpAZ3RnKup~>eEh|UnoI!#F
zKqP`72!a5JK!C_3!JH}C^?vXB-TUlw_r2I8L6K7Jef;BEAKr_Te`o*h{+xZnJ{P?7
z(n~UH)+~Ac`RC=QKmDoPci(;Tkqa-8Kfdr{%SXvY_7i`9#Bhmx<f2RDqZfTlK6>%T
z<id+TUgDB-<r8ud`55`6TueSrKJ_8v)>}zv+V=yNh1hJIHf9q)_NUpeIo!_{?(-?I
zEDU~mO%pedTLzZr%JidtnP!;b-gcF*KY*JipQki$FrLsdPDf}NKKZnzSj*-=6WMag
zxBc8H+s0EdWqYQ%?NgSK#cs;{BKbETAs2e!Z}<E5a$?GIiNEYhLerCq>E74AaGd3`
z9c9y1F5{eWbz*7X`2^?jx5sT$*|2aNB`T(`T>cbF+c;$$=C{Ac(z45z@68{IkA#+a
zMgr5B^`D~dG4;<y1miC}7u<3z7kZds9Pg72_ow^nSHCJh{_&6H*T4R?yz|aGvSi5;
zx!}nspOj~xebz{n8+q}^J}xi3__7>3e$sIC_=y}h?AQs*@e}V_PM%NRlM_DglHYxZ
zxOIAzZHwbf^M=OzWYb}}jM;+tvweE(tSOaCUQQL|HRW%^)MZtchv5X7I<4V2vCBT{
zk&nx!J4&)?{pl(>@;=GuJ?3-b9I0F$@YXqXeWxR|{4j^#2chM>_ulX1mRoO?-~ayi
z9~#d-_grxJ2f;13-X`z;?)Q0FROZt8qU`tM{`QAejyJ<fxqmA1Iu!g4aol>_?ZG%d
zD4u)n`QY#mf?t3Aj^OYVxbAQMiz%NMUwl<AK?8_F{mys3BTqf`l)UlA8*;(@_unrM
zKKP*gkN@I-mX}_BRVMcxl<w^#(z>-zHg@z$%a$J5(B5M{`FHEqerfIMm$t3}Y46@4
z?L9-XrEgd|`bK0c=^r(8dUTQPWGtt%-_k|0Vci2@a9p;L9Xq9GXqWU2?UufgN$Dq}
z{M>`jX~5|~Ux40`-O@X3>G9Zxb#22sx9up=jqT_j%)s~3I85ts^9AU^IER_epFUf5
z*T95yBL1y_`*BO}h_v?(XYf17hUegK4&yXt`koQl+%qhjw+$KEvQIk<nDLyh^nEkt
zbF}x4Vwq#I1?912`?#TF`-F60+xWSa-}^0F`p2am)3syz&3&Vo-_qt`{_b(#$M6Yy
zNH!en-vnB*ZH|pyLxvWQ4Wx4i7?kF%JAyRvv!i@GhvjsHX~aB@TPxr&L&fy@@`fy(
z-lt(0VBG;YAD3tG*D;lbEo9&nU>XvbuS97*oM&?XVY&3nSIgc5hh)d-E*Tu%DFY*x
zLBe5UyJd%AQijMl*<%>4WCG(VG1HShs6P(LqmTbW4jnn}4X*&}FzfQZm#=#&!+~LY
z4;+>+U2(PSIdBB~c+k)cHei1f?tA7A^MQZ2;5&0_V>faQ*t|m?ZX2~^Il0LjR?62>
z-nx8u@V7%sf8)0S%<swkrto_r<~L>8no;_DLJk~0E>~QAy&ODzOm<H0&zbPP=j?GD
z2s6n~e>xvK&4I&5<;ka>Hqzg<_kab%4c_0J)(y{>pOH^b+&p^^PJuB!f6vXbZ(ElP
zFPdu@TRd0Bmsoaz-G(``KjQ#6Y?viSGmgDajxL@hNAP*bFh>q@`HSbszQwa;FW7CE
zBRj$PqB$}KMi<VOp#`&La#M?3^Vk1L4jeox+Xr{a-u*}9<yT&p|LI@+%Uq@xeEsWR
zH_ho6AyNKFHbIcBosi`@inLOkxhM$|$1qT08-YN3c1%bwfoS?5H!ILRvV9EThq`@i
zFFsEL$CFW?(+k##)fcG|sN;+xwbCTr-uEeZ^K`p)IFTa$t&md(_MMSruP4#$JBM3F
zvA-=_IDIw`hv(CqAH192f$?UV49=fZ`oU9{Tet6oM0c9ct=Ps6u+{y|abOEEV$JBA
zfMCnnY@}O)e{b#^mp0Oi@4!eF+q21m3X7E(D>=tT(mf(Aq-(eWN_SW`pmJ<6WYd-5
z#+Bgo8#rHvT^6PV8yscJ7_Fduxs}WFX@+P^43$$h-XDj*E0*JL*J;5toPY0uqma!t
zviIPTl7yVR%-@+XC&*qI*-7@D0yqBD?19`Kec~5#_~;3<JiA=1!{Kd1nNV}ww)jA#
z{Ny-HW5BSz2Px8Pj7a^1D0|@L4#4bpmM!zgh!Y2N29tL-2bq%=9vlL1SbGKbcjDze
zFbA1D*v!d(EBwuXPJ-W18Ts&C=I?_z__*>Ki1Y|Vnu#ie71vZ*oh_8xlTSTkTE@Ha
zcMvqJ&IgR?xjS!`{assSWZsONvH3G(VgY$uc7sW<7wlhXIRp;lZ*ue;amyixz<#g~
z?46HwgPrr<l5sFL_Z=Ap!*kw|A+T#hlU((mDbi!I6?xN%ycyqhz{vEXOFn62dchS}
zT!E(QCuGn5L(<kgFny6?+V*WbWD7*<B-%+JP`0et!s_<qX+#Nn3=`5bSfUp~F%0d5
zJa<Vyfk3yT1v&_U4nmBB<NIU~Kg_`iex3qO6JP-IJDg;Fv09l<+Lmc1y>4tv4w5`9
z((Jo0%hQofp9>VR8-Zd!8HpOnvBfxCYEhcj<qm^uT~dm<Bq2;IO*@~P*G!LT+p=Ms
zQBH06J8z9<qRruQj9hsX&7)^j5UdbTR<1IjSXn_>N|lDIOv(hBS3LL|Z00aC+>y!D
zVJbBXD>z%(QKluKT9G>8m2i@A!rKVRZNz+(ubtQZT>+=_F~i3!Sihq+V<WaFr))W%
z<Uvqu4ktovZ!XYm`%5ylxVSi<5jWP=;<nGj4(GN^9ljSo{x4m1t?YwHM?A5WQ6|HX
zK&KC-_OqWqk%`nU-^$vG+qOPk3%Jx0K5dKCAMU0DY>|EuEmF3+8`1hEO=z+Ety7B?
zYDuPSS!VfW#7SW?Pi@YcgT3s)FVEpDuXB02-v@EOjf}87Da%T-Y0PxH<bV<B4W|+5
zK|@H2r^6ScKb#_c?1`t!MH-M`B|K|c;?Pv!l1g}n;+MBxCwn`$$l%P^4Z~mrjLm*s
z#=!*G4JPNjCVRpDj6-u@lf#Br<>)jxlHm{Iyj%vCbue4*zS*zIWXA4USU(s8qwl;X
z!(a#ufZYxCa^-*e3$);mNf+{=3+3P4zZ1Wyqw=v&d`iCj<uA(x7him_{Pv|+&=N#t
zHf@n^pCZ!Ee&QsG*66^fZE3QVX@D>@Y4#CH6LRS%nLM|T?2>`e-7-ihP_!_IAjn~|
zbH5DlA_p?u-x(aAG31!A?7;k_Qmj_0C872XlgX@gn#q*X%fweMQV%D}N-D?WdznOe
zTE_^KGKAzPz^*~Fe_K1Z%f_vi7VPsDe#fxZPL3Z$Iqk4?XPEg|b_1A)xcTv&!??U`
z-i>BjfcZ9J8Rl<%Z|xpJOOPVYPEk3jqC)8~N8z?|$txO+Hx&<YNA|!}P_Cjfl@*7T
zFrxIqw4{|SQOc8045;*Y3eL)sEsRnt!<;tFS|H|>tNGha<4MSowHiwThMXKmRKUro
zXB^w$<B8NvlTB~t&z8@12B?%HTbff&4`cgFr)2GES$^_#vE6o0pk`a_cIC2n<FfJG
ze#@8<>19`;0)uo0As_SG0{orjzqKiFx^e~r!_4w3U<LiqBah4eLq{+Ve$&G{@f)82
z<M_Rg<M%%%-}(N-^5v`UJT2e-{?E*OoX5<I`pGhuvwQCW`NHK_p>jVYb*(*8x2e~#
zz71^dlX}q5-Ve4zvfHHz`*mvTlxIP_TrGpY1GY}HR%#|)CtP=yB^Rm(Pt_VSsg_fk
zrZmrZerlKdZWISKqr1u(%h^}PIN5#n>_dzG(Z`>Z!w|O{Hj!gbDL?(}%fa#q@yv5C
zSDfN4ap2HV`Q?pQ%4B<+^u6(0*$xKDo4=J|FapNj`mIc4OlIr@``>y&4uV7AaK`iB
z`$5^d`S+=Z|Hg0->^Hn1d%+~w4JOE&FUS}edE*5c0t4i=-$*|gud9(S|K<OI1CQfy
z8tQMbZD1D;4EM=Pue>Io{`9Bi0^SY9BNIyT{fcxeB${6rMeCE8R;W8w3u!ocQk>f<
zO~`8d2!71O`(f_D(JL_mHAlJokwgb%boW6SoeaR?Q#c?an1>kY?j%;OJ1Evu2$k1j
z`;15@AwJ49lj!>qDTed(Ew6*R?`9cJqHKxsdSoA4iP-m)8KsGR+}z$PO`Eq#Q(Lz*
zf`;s~k;69kU_7S*TTnh7{jy;T$mVO_jCtF7%(M+{+b~}S=Ht9gTsGN)X)(WBPP17C
zr9Eh_C2fRMDOR>(dEJQDhS<8b*N;3fJio@7;ZAj$Yf<@dOqYpq3Px;>?AmB1O|~f5
z%5W_XpZwZkyQPtsahS)*2;Xz;HAD_Ckx3Xbvn@ah5~9pyW#vvNP}ADPHrms!oX;-D
zUe^Tt?vV>I7o{EMwz(b^eEsI_sPy|$`S(km$9fFsGObM6nsqJGO!j7bMzdC~6RzEU
zO4o_kiIlC4zU;DzJ+KY)=8Prso$ozt;MpVhox^!1X`4Hnlzp1ZFdnRYfBMj)vJc|k
zHZX!C_hISk-65SlgR-?}KsvS!m<ld*Lx&Hi>BM|n&3q2b5BN#OcJ7hSeenvk()P=m
z#tvE2+#%J?TMg?rbjiAwZmDV6CbgMlxt}RjmYKbNiX6)>3mCcLJM-RxoObz%{AGTZ
z=RI1r5Usl(zzVl?0O}4hi8&Z0=J(F;ZamLGmDqpin0)yw*U28V^vv~ZpHa(>98~0v
zG0RXT<7D?#vhiHc!;d_M`u`|~?~-AR^BI|#H03bef1I`?`*JAlXRiK|>~7s4Jum)J
zdO=^t;7gWaFapNG1lR>8UwTINf_-5BOHb!iZWsT4_B($c9A28wE^89scY_Ih=X%EQ
zIRb`Wd`1Srz;B<CKF|w#z}UJqa@qg!r)X85fX{YY;D^4UN#RX|d<w&ely{76HX>z9
zr(C3~kf1YGZ<JS;HJ=r;tJ|cutq(u0a)DBugT#pwEzi<*n!PBz>@*QtnH1<4q&N;?
zj_)}%eK7r4#uTvzglew80(+VlGQ|!myCKM<OrVYmfja#8x(BUDDN$Y%H8&RVlq&W)
z4@|hPn<>9dowB}Vi_|u?OHI>eSqIjd&o)`t+%B~nwn$yeR;k<AX{g`WCH1ZN1nW0$
zmD-jLscGJVX$h8*eXqfMq;><wbN+l8U553o-BQ1a^6iCmNk0VE55aDSU<YIaB;Slr
z1HXeNh_?wM&%yMKXaN`?=SKY9WLg3P*|Y$E=hK+!*jiu(=fMgO)FXfDDV9xrmR7Vl
zNcK1Ls}>bx4#x4*j5G8|O$NUc(`sRh1)u9NzY!N@Mj2CFY}IB$wJlY9P{0b8;%q=H
z+(x!`xD2+0YB!>?1~p)vM-9diR^-I|&2gyU*KQzPsPsDxYnnWoF&yJ-5JNo=4k&sj
zOAp(+wSqR{HZ5}uH{<OoWOHiw%Ii#Pqoa37w%~Ve?rp$<+vZM7TjzkZZ5@!8UY}<w
z9w)L*80P=|(rfd~FizXX`M3-&Ynxpz;q}WO{`f((O!i|M9C&x&0KC0hHf-K1&21gh
z)Vif?nWy5L-+e$fv~___fO$7fWpHF%KKuDEp+&Y=mep)DEU#^q6}6jWWnG)Bs^2VC
z4eheJX-h8GnvLDafgaOpHThN6a<w$#;F3AX{A?m7j{)+x*}&fe;Xx-bXLT|l=vI7M
z?7`@!)4=IAaXP?Lg_mD-E#ldOgNVT(U8iJ+boK3!?lOjCTmPvU+c_yee&AsU^?)6=
zeMox9z;F)BV!Ho0?e^jEAk2p+F8do9Z(1)~e(|tu1)WblEL~vR(+^88=m!H&KO{TA
zFc^L2AsGj|z;43>vIk6pXTI^RDcctM`<Ix`&BJAISzIO=0bCE)$MyDs9<YtumThCl
zlMl<#%B6DYr$1#bSI`Y?Y#HE+lkfg+sz_O>^Clu+q;IWkMga}Vv17;N#EBC@jvhT)
z_BW^HJToESeoEA|Kr@L#p!Nm>U!L~b%&0k4u^;l>4;fm4PC$%1$=<`VbKf+<w49Il
zVx?5egbJDRy6eDr)-rY1OxY@hNbTLWS!*&AqY-2_ESF|LqNFq*fJlu*v(_kYDq>5N
zr*K=?Ld*nO17WUN-y*APH%L`Yv#bIu*EJbdaai3(jNc?{>NiPs!zNkV(3Z2NzExJQ
z--vlzqzbI6+W`1!slvFb^_*sttj7FnFi$mUgsdB#e78choe;7WY%N6#$r@M*Wy5MP
zp3~Jp#_I^bgLM!zzvnFi%;Q8;i|;k2m4I;@+%%4E`?m*0lgp-wpB6LBk%_1p0;+C8
zYXqzTt8oCh8ZlKhY%vw8tyHs$6~oq$Moi0ju^ftzVqVV{EnAwDlxuYYwrW}7*5P1-
z+g{y-77&)fWv#4lmlf+bd$h?)e6BR>Z8zJ%_3}H1uRtZw%6>ViX@vkB9M)!7S&!{Q
ztm|-a;ACn<nL&B7MO%k$cEaZO^%!QQO34n(9^Pzp<+U<Aw%g=cb6XE&h65&)A*n}M
zkzc<!(^Ncui?9~^v2xh2emhI*u+Qo^ALehwvUmoB%O(9g#^w7z{E3XCwb;0Ei>z<P
z0d>PhS+{<JRM$1h>YB!Unf$C;*MK~41Q=J_EY-;Ub@dy~xL4koi@!M^hG(oXpG}6I
z{vGnyfBOa0AG>AV%JnjTRlO{%s+UEp8)WgCMp?49S(dJA!T#K6#fp7z${x94as|1*
zHi!9$&kU2Fh|%OYL5?%;Yw<f+kC@jZ59$#wY1qs&K)vQ5w80#NW>CoHj1Lb;OYjVm
z{f>iF51xL%?24;p1g*o(TYJjE0ZAJ^4ISG`xM7^8)6(AAYw7BfEu_2O(BZ+qhsP%5
zM?Z#O_UyyoebTWF<G|K!+tK3RE}eko;QsM@2=|ZQdj>{=jPKqnPkiA&%UFGlv_1M0
zLp$gIosa!Qx*xmW&<D0Ze!mQYp(pN_5ikxWGIn`9^R;i3t>6F0;T-R#b@OvsTqYSL
zSkLyye`MCn^>;n?Bk6qf$JnkPWBYzAZIAp|2A3_8&;Rcqhe%JF`)Nuys|G~M)3hOx
z{%Y<z*|%?>N&J8Mr++Gg!zj^%z4h|md+(JE=RBO(Ui-|h$9OGJcZc9;CQu_$3e-rH
zP@=rJen@uh1rVg=i1+;zK&1RM^39~03)O3(+LkF=rGPS}NR3R*wNfWikc*M6OMHez
z>iu0NPzOaiz#9v)+ur*iQtWTj5^ckelM-!&;2^&h)eW+&s!o=G#Z|SkXjQE&S;fEC
z%TiPl%c>h?`PwE~VFXLrLYV6|$Vv=bzP3@8t-&;;x*qT|V=cjWPKWtc5XgBIj^ZiU
zDkEqJ8N#7l*JPOQ7{+l`5N{PEyb9B<;yjQy=d*u<I<y8Ll2x3>Ob>B2T8zjrjKd9>
zp7U0j=}9I${9T1gkFfGvwH^`zRS*#?!m5Uj419-hsyMz5;zDJ)k|KhTmaS_wmFVKN
z8)VU%CRD7Tx+$w%H`odm@}jg>VBS?&7F&UA$*y;&Y0ar)o?>O|xEC$@F6<AAnIc3B
z2+LW#rWqA?BP#F)S>Qm0&d-G?D~>bk26nneGme$MVWr0^j%$(ytDCXisQlMknbvOV
zH!Ws!D%ikN!Pp)gnDC%tHKa~>K(Lkv1c<@4vM2W+kuP3xtqkG!*Nn=)k@AEj>L8L@
z2xT4i<8!~6VJaT}ZXNu4b!~fa__LUv^VMJ(byyaK+5o{cZt9l4!7=&%KmNqDcIsO;
zV;!xs7V=wN17WUPFDt8S%`$kv&Clh?@8zrQFrO1APMXgbUz=rRo3YA#)*HHe2joBh
z&ELt;*iM<bq*`VzSu3-bu9MlzYGmGuIxAMQ|C?n=^#<g93(CxjmF2gBtykoL{SN9{
zkw4ydz#KPuiZWl#-vIKMIZ%yO?pm;}8T)X9rKSvfK*|G-{Hzbk%boeLK*YeD1p<5a
zAC@nD`75#mE$x=gY>7Lz$_BK+H*D%a83MHGn>TI2!8gEn!oNA5v|xI&5zE-v-X*Q=
z-Lh%RR0f8|<Oe_cu}tjVBbz!f476>foVQtdL&_|Jg9i^9_`My%HBzQ<Gtv6vyK!(6
zg8A^+-~N@1)>g~L2Y(=~U=wHu9S{9LIv@JJbUyrj=>dH|`<`qEgO7YqhQKHo&)8YP
z)AxO~Y#ZEmaQMzgzMnImF$#t;AD24-xSqa;zlZgH58LoP*^2Gh^1u&d^8^1No4`h}
zeerzxyH8y#hmW0<el)mpM)yu%q)*SNlD&KP%I|*nyD})wBS((NzSU32-e3H=X@&aZ
zIS=P`*Fkv`gKLRei9()RX36I-xIiv2JS3~l1?~eDN|XWxyCKCgkZ`BNmujU<ZOarQ
z1-waV2-{(0T56S=qYa4EZ<Sg>o<gJ^W%BfKB85aLQa-N2)9AeR+=$j_T{BvRI2vEM
zwgJ+tk%i0G$bw~SWd2giye0TtRxJxw)EKcYc47s~RzsM8-zi^?H>|Xui;a-MYK$}A
zF&(B~0@*HwRF^?6%OT?xU?p3!s7O|#<!e6iH-~dPr&|UYErrOJfTcX@&%Q4)!#y}H
zmkZh0iV77NzL%B(p?R>PTLS4V#ixPaQSmKZ2Vt#+@Yb>QW?O6&pMl?N0LNh(PQL`p
za$=j0R?6JvwK8XE4Jz0gnS%;;?(!O$k6|1~p)F!1%L*2)!&Q*O+LmpQkQLW@BP^c6
z?J+HMwm`XG*xFeD@v*YzGH0U#pS5_6%vj`DZ9Zo%_9}P4?;K{vFSNX4;5^kB$LX-W
z%eigXM~JHmt>(2GvHrGxBS>?K8Z9EW;;T`K^T5NM)?^E~iY+Z15Ukq>(YE%P-^-<!
zUju<|mEXRxNPhM5eEH=IbL8pgXUUV#&XC8Se#cZi$B!R396Nr@d~(<WkH2m{`P=63
zW5+n&j(hZ(cjSrZXUo$s%#~+fULeoEx=?=e`U0uKf!PhW-D4`^=U#qCp8oZ#^7u0^
z$RkfYCl5aMjQr%0r_B7W!u#QaPsooR{)PE|=+MEOgN8$9_(M-T51x~U@k#idtXN$m
z|KI=fZy}xud27Kcd3#}%yu*EqvY54WE%swA$_V??v{Z3m!}3OMl;GdMj6+M-zylz*
zYU}ZPp@fm=$XAoM$lv8P_>G$12LzjupXDLhfhEuQtmauF1JC%hTk+z6$4VCmGCZI`
zITA{icfo$~@~eyl-=4cv-k!6>@Yd|b^5*PC^5)D1^7@SVa@T$TVD`&&xaVvCC^P3T
zlUWOv=gcMxmrG+yo7{2F*Kk0xU1l%Buth6m&f=9ackwEjyQE6yEv+)k*tKhyf!`M_
zua<=?)}mgiF$ejT<5%E7XXU!aDNxEk`Zxcrbie(Y%=_EFkcD8;=l(*Lf)!xZ=l-Kq
zfBrv8&FBAv)PMfZrRfWQF3p$zxwL|I&;dFFJo@F!%eKL72ZvWqyA^O*ZGg+=@*A+8
z^;jR*%k^_RmSKCAaQm|DY<=qI@*n^E|C<qM{&;1^$@iuy(x1P+Om^?yE$_bjZW;U`
zOs@R7?0NV?IdI^B?AcOfesFF)=i$7Sr*qw@+)ZzP$q4kvYxkj*2-ZF<e}un3|4t92
zXK(d(Em14aBWD35>Iv1#)Sl`!B88|+B1Nk-lc~G$C_lZMwMxx%pS;HDq)3rYrxohs
zi<Ecz^;(hgMy`fdwhnN_TLbYxb_*fQd5fz|LeE*aQf7hKU=D{tsPmRqLk4Rh)pbbf
zbr2@xnz0a~UAUaXIlcyozYdi?{zl?2$i^>#T!|GbWSUnNfUQ&`Kr6gul%=Uy*5k*6
zZG)V--1!Cy$u4XD$~t^H)|-lnEXMMea2b#`zq7Jhi1D0e0c8dj@{_H&m8is4IVeN6
z;?O!<4au$n)etLMYHV$qQ=yb+^+v;DjOX-h+09!H!BJd`*Fsin<ZV>4Z!K5}VO7bD
z1*>Hyq&0iVI!F)|tr03JOvrQvTDCmZTZ`5~9VE(ArRHu>RC25USE9AeSmq(_*=PY7
z5zb#JZ_HUCug_j4uaQ|x<yFAX*XJykH|DO8H|MR8x4@hD{>I$pW?IJ^oW@MIQr?<h
z1sOo95bB)e*yn4wO>8OidMm})13_Y2j6}EQ5@kz!5f4c4eFaY?^E5ZF!M60sZsh)@
zmtQRnEgka0YYXJr7w5`Tkm%zO;UiDI1u?xL-}vrhrt;Z`gI~kGedg~UKJ<$D+`D%l
zhH>~_^Y=IY>tpiZlW$p>{t7bv?R<Ie7049J=j8}1(rxnGi*L(Q&%Gj#J^dSb`0-!L
z1CZ$b5GR+x`hlN6`03AqUBAz+Z2WhB@Gu1YY>CH9EL*)!{?lK7)?6#)etmNu_Ms7K
zCQ}@^@Ic43PEpPV^S#atn+MVIz-sO?=7Pn2pNHSgJRWpm+J(sJMfk0_Q^xKf(H<yf
zXLd5ofg`{3pcK;O!6<QOd{(2(svFt?TC}{JLb3943Z%*#!Y;k+Drwr-F0ap6Ag{hd
z=E=)%&6StmoFgy4F<V}I-JXJ<?mtfZ=In*?)|^F#w>|2bTI9An@0HGNeGvCzd1u}d
z<nvOQ0rAd&Y-a+_KRP;U;P(*z_@&i#s5fwMU%{r1ZSs%*+y7lU-*{PO|Cc|Ld0_ru
z|CuZTOTqHL{!^*?%%4j2XZ}QLKlAUT;cxz(G=BEqNegHL?VzKAM=$$Q+4_Aroa6oJ
zw*W4y6>zy+ejV0RgY|K}TtByCF}7zR;P%b?FMld6PdqID;s5o2u_EP}OUK!W^nn)_
z$j+TR^CMQmmguhP=VbT&|FaplYv}_r`Ot-CxSNK<Id6VS*S{vZvrg{+qYLEzYIjPP
zw_e-UsC!mwCz8r<jq(&#&VkdD%QO?Ilc{NuV%d4Cl#k7Ltx|J(*ND{Jy*pK;Mw~{X
zcDRvfCe|tP^ynI7#|t5m@_H41NIb1u1973nxDYMTxr<gAdCp$2!X)%ed{U^hIDGNy
zl2Dhe&BO^|QkoPjL1n;k^C?sepO5h+DAihs2NeVaxfqgjElk5&`$@^N1-p=vq%_&0
zgP`VMy>qaBe$M5QKVStkmz57IF4GdQa-C19f<^qyDl#+POve@?zMJVe9Mkg?)0t~t
z5bJ`KX#Gu*Dq5Zyi}3fNs**(KLXK=9QkE3wTk|O|3Tv4W*;}Y=-(CQrqQy9iGUd84
z-y)v+Lo0VRT7Z-mTczg4B((l`O}82?iWR6B7ee@q`yI*|%cBfmnYmbAnz2w`dWS5K
z7vG+5J~`~=nTsIS#Rg9I%8W(wGNvQ^{>luDo4Ewy#Wq5wZyK4RCA$p!9Puv4HmzX`
z(@4~|MAxFyT|=>>V&-XTp1w4vFmW)joYw+*?U$!{Az=Q7z5tQdL!`fc6(arZJo&}5
zv*fX--j<&|@s>RJ^Vj9aKYLBS`mIMz<um40L_c`oC0kLAVHn`|uYKn+`3dHE@bS0g
zk!NN?q-fnjq|d&B*6wSIAkr4O;r9C=(q4J~r5W<nuU|u}_c!vh$De~ppO*U{deSUs
zWO&4U{=-immw))_<MNLWJR$%1;4kF<pFNFM>o3i?@BG8h<bj_*D-S%z)@%lrLmmRl
z&?0precgx@<vX7TO>CL2k(oRjz??-cGQXH>1`L~n--bPtfPGErG9U1}GT)7av;3x1
z-S34$WiF%DYOcZZcf+$f=C{MkC-}^;mrziCYqK*wnN+LTg2e&Z>h;+r6iO9BUEA0p
zyU~F7!k4bZK~FmbI$vHz9=-AwL<)(%1d0CkwOR7QtM&}S{{8!>1*d&;=0e+|&1Cx4
zoW+K^#*K38UH3tx{YIp3&xJ_mWg?xw+{l#k4-O7a3r=gr$xBM*Sdsoer0dO>W$s`9
zIVAPxvf%&x_p<mi|6Z2;&A*rBfAeQj1=jw}pGxiD{)sex?oXr{wEo?nNE>Je9e?-f
zoJTLW60KZ+<=;l8SPt0&+Q25z0=SMktgGg4{zR&=Uao)nXZ}o<V4D^JZr}X>^5?Sg
zNr?2n{l8`+-S_@P`j5}el(DffBS{Baqq~3b-{qg~J8{!+9?m;eq<dtf`XRJFACfAz
zMBTN~Nr==vbPS1h%)Bf+<!iZg)^;P&&e@mC1z&np9{iFU_o%FcJlFj!`}<4tq|=D>
zh-{thFXJ+KtBa?1J&{(N-nAm-#bkR&79WENiqwz|rzlS&QX|j|`|!1Wew3$nxvyKc
z^rA(|YgVW*>o&;pHE6{_e)E?=mS};_fjEso7eb^)qE)#_=i`UI02Km7Ns$_v@<$Ir
znU*KTYFdtvCt9UWpbOYCbw}B3HL_B0l|Uv_Q%SHTYFdtvqB$i>QBs@`sR05t66L2o
zf~P=piBiB=k86S2mH@>`=~AMZbSY3LQzz0DlrFCwI+->>md)5+E7L`*okTgj3F8~g
zyjG;u5a}Ao4kCp(O)HSCzO16PB1Hv?ZJx_@V_sfMrG$9bth>f&?h59OJR2#}E#|Zy
zW0{5Jzk?R;n^-Peo|L68(chx-`|aEF@V6D}%b8Hkr;#XzfijV@b?S+9wiD@kC(_<b
zq->Ge8>?)KwB@udQr<5>kv3qS7a+RlaB%z7^K;N5ogt6@;vISDu{Y(XkGvs2dH6N?
z+P8jgDxZM?d$;b79(uLx?{9qfaU;-&AmE=p^^QFL+-!O3H<ai?`PJ)-<%KsF%j&v~
za?>4OllHED`OT|yAnvyy?w29%7a-GL$peo*Tei$oapP^@f-HZ9mh7+5Y6ee2#^8}(
zfTzd{vSQ8p?9}dfCQ+0(TBC16gyxzl5BivAF0YV#wgn22@{9$iA(SqDQ!{;`Vz@g%
zG$O^kJfO^PW^!aQHA2mPJ65LlbntT5YBe%t>y)R1?R^2OS+-dVm90}ggZcR{U4gRN
zBCqj4>uu!7TVy_3qjS+3rA%#$l=bU$;Iwbf<|$&HDh51djF#uy5N2IdtK4??*UU{t
z9RAKcE6|xZ_?*Q9cfk4k`ue5?r{%pF%MpJio3{4I5B~VSldc(W$o$X$mCV2NuVfKe
z43>ZKuVmGi{z}$>wV)0(f@aWi`Cm!f<$o#dU;az!`0`)mRBjjle)P&Kg2UZBTd<5a
z(28Ypxm-s*s0Cba6<7(lJ>0HEm;NQT^Dkx7vyaJt`0xK4^Qg-JADc8XwL+b?NWc5!
z8!|jRoQsn1`seP)K5d5Y`mg_u`J3=ac4A_}90_q8=k-NudphB1-7m@oUzjCr5GY%t
zo8Pggc?}QN<Hv7%-f*o^BhL#Sk#$a_nC{Zq5bJ?PdC<-Gv&Q`I2iHTSb&r~Ps`ni-
zr+K$f%wL=<n}Z^?Hy!07&7LVWB1Nk-Z+QYI((Y-9)R(9gDeu_jqc8SmBR+1lv7=v_
z+qTJiv>4Xb<41-c9b2V~DMz#{d3|&)p*)uov_zNLmMFzWVe(oiubJ}HtNS!9Nh2|L
zByERTd7>4XRRZ?t*`B6aignx5R`xn4D~H9bI4D9&(MXu$v#m*r*?vNtsHiv%Tb-1R
zt#ItMDSPe7p3-FtHJ2==HK%yZX<d72m#}4N{)XUOYjhz*N@=oHx@Zk=AmX*q3^Tsb
zh}X0@P)W{aOT)+%6)T0xRtmn`YnNz^P@>poN_4>*#JY~x7~74sYRq$-1Ey8V)4aSU
zxwe_7c3aIp<EcMh=X~4AboNqt1uf2(XF;eq`hRH#TcZHqDNv3xEz$~JMFsa7D!13r
zS~jPE-Kkx+lo1PC$rNKX?{qfTN4YJfYovT`(#RAo9iHmuHPY4DHPW?Z*GR9HX3X>Q
z+biTZuPv45e!Ebf`qeyn;@P?K*weEisF{%C40#ZI<G(%uiT%Cd!6#?PO}Br~@U8Fv
zLLPl)wmkamY<cY2Ir1dte;Uhq?$sson>Sa;i|?#NtgFo3<G0@R4e99KE-$^k80(u0
zna+@>fAyw3`RuFm^QUbqmm)nKreb{NW%>CpUy;Xt`KmnrELyf1Pdo>H^}4L7ZI=K1
z8GEx4uZ_OL>(6XuvivDa<^m7Mm|tMNIY6^gbq8`ROSVjBLz;y0bf<ZFkY^7DZ9Xq%
zOB5}Cp5Au{o#yffzZ-F8^5iLAh?8e92=6oCbye3IH4?4IK^w};iIfLwd_?365NUJk
zR(XBqGJxFRfz~@@5n8CoCrI_~uTK9O>Am0hAq2S+t;<!0ne$fyeByikhRt%vJztlu
zo&ods%!O4rU?;0(Hhw2_!1sP+&s0o@AO7@7+X5%%6n6<e3iS^c{*Tf<_Z?aEmCwoI
zt3M}8!E&$)R9*eIvKG`{_gSgC{xi}DHh@hxen#3rJLvFu^xCV-*3G|9H=Jw%To!4;
zvYSBzsJrenQgiKRr5fw!cC5^{i`&QTZ2QeG<uCq+|EGB=!oc|c3@g-Ah;*Prq`mUh
zM_x3|WL`Jnbq$y395(jAM`UQ>Pt12p^zWa3TYmn^d>I)Tk?q^Jn|Vtj&HBsSnTgc2
zNUccSow{ot`XeJ!b6U51j$G;_Y4AmATcJFSYg(d4qWpWi%s@+(l3n|-Kd<8vS$&Qo
zE#ZbkrXh*$D3_=?t!rANR;277m)-WUC!!5}=8}(>G~>vWGOdBk&@x@h)2<NUV#sTu
zy9Np|mTn-jHw`T%=7=~Gqxpf`AG$k2UQ&&tW}dR8ASudq_|cm?SBbqD$iVMr*amaG
zbeXvkh<BaZBXD<fhPyF?uyQe<SQn=)yYYzYqNF*T!ooCWdTf)qi`GoXb=dXf@FpMw
z?~LX3(G1>z<YBIzavHQwP0O?jLPe#?7A-|-ZZ<Nf@>p@&Rxc}5a{~&u1wVR9l#i_N
zMjf6)Woxv43m-2TFc0zbxl^`EdDrn$?3;zy@2rG*L(7aM5b8pnPNWFg>P72!?lO4|
z@RNVDCHy9i@_l&9nb&P8W6n<zm{t_GmD`9omO_rDZKB*Q<{4JAP2J|vA9L4kBReGM
zG<WS%y5_E391QR*&Xw2RB2C!-x96^tSKg_T7vESZzj<Z3Jpa-%NN$Nd{hP%Q>mvCD
zc=Gv$CGhuCzgZ+tzpz-Id0~nC^2Md{EarLs<z@1#S60Yx-&}=O_G+}s*Wy569a{hE
zWc`LNx$WNXNLTL=4l=6b)fvm>#WxqBH9Sv#_3|7@e3smLr+sk#blh_1_pr{H^2^`O
z#5!kz*&cJ`*RRf#wRJ6~Lk4ypFpE-Ti<7dXG<kr8eYh~YTidkSQQijRFvVyN;4;CQ
zGbR~MoScq1Yx5Yt1qw3z%{WQsvLujYeiPDq3NyRg*GSWz$}Kyc%R7IwPu~5@o|@RR
zQ4<cTXD+}&;5-~y&0S@9i`UTS;J|G*SuStR0{onfd;%QzHl}$8({jEUIB=YWgR<E;
zXq>YIxxdshkKk|8)Y>U`-uG?U);EN|*WsWY2gL>)K=6zRK`t)DZ)p+1!R=z6y<u*y
zX5Fv>;zZ2rSZ8gr)Z%wU>dI+Hqv1y%`(LGJ@myJU`&F_WtOQkH?VaGRtE3Lp-+iSt
zf(@YczAL5ezAL2TzRRWKtCveB=zgDc0WO1ZnWW|3E2TMGUmd8$`nes|*q&9{_N~18
zT4{gtCHepSPyfT2MEbD`k+K^)h!m|+iuCrMJZGdhIXP)so7eo{Il19Szm~gy_Oe{}
zkI$RG`Ta%wXx#WmUs)hMJw0Y#E7ILYr0leMc;_A&>6mHm*3EA;Dii5?h_qgQ`bQVY
z7iRH@`jAZ4JtBYPi<GBtrz6sb8}nyNCwS-X-qYW?d*)NS*<HJal3;zw8i6`|k%H2x
z-3hcv$4p<jZQb@+Qua#3#|PM9!aCmR$D0#)=dAgW^3+i2h6dgY#LtyH+N-s9+Pb@K
zSDCwQvmZ0Q^Da{hpCz4oOF!kny9-z2$ITldc#FS%#05YuyuoG#=f|>n_pK9e{>fn(
zt|H+)=1~-WVm&Kz_^5${%eC-v88dzM$y2Nj^UUQGHe(#Yciy=Rmb+&%Aw?rt3KBnb
zO4zhs!D1s~3-1Qz!~0wYTcQ+}d2|G=QTH6C>xIZZui0y!FJudFDfTrF1Qy@`W*!c7
z=HNhQ_VRU*AX-Dqs%7R<w0a%O)|g>A%P~#H>=kGYp;b@jpygu(fXdsnkg;!9qD*+L
zlc$*L`6v#z3*^tWp6)r)4sQRDd5-k9yT55}Hd?%@1+9*HRJ3)dd~4<PSv3&dI<!=)
z<)ydQ7+!pH4FqX<=`9R@d#${JX*k`hGixBt8hIV_zB#v6-kx7CGZr?=tR>AdcUdzI
zQktb1`|s{=d|!G8$7SBKdbIXxQK>_+bJxflvscM$Ggm<7%dqUFU`ddd-^Msh^YS~(
zvF>F?#;?v;VZr=l=E7=OSKlI6-*}sh?b?HKw&ly~#N2m02wBGRHD%1Zy&d=)<4vAG
ziaeO)C+`yHclWnFxCG2+9%K>zCIEjU=J%3`(f!Tq=zJ{3JQ@Qr^7&NWNMvs&vNsg*
zPF>ysZl2R7I2hvd)%@gLySLtXpERJQxC{q|^OqwZmP78#aBu*r&09)vFzCY@<^aXV
zX%~QnD{zpw0>WE`14SHMF2%Bz;dj7K3l3~SYkQyE`_1pmc9hk!Du^+gZrK{_hiV)k
zR3rY3l{{nPgo)qVYF@ivk9g}5YXg2ejfj&6eNCNG6QC1y-H-n5M`ZiTrLyMRcS<!_
z`yET&ckhsT&<L9U{&s2o{_WBRwtW9q>G;8|()EwGN;mo8t<w8G=>eRd%i%Ifd$t~~
zkL%_7xh=$PTkQ|OEp2mW%NH;D*H)y)6D66RQly(qf378w-tZ5<klx;2bMuh9BWeXI
z<>kDd2Nt42S%@RHp8f$N&ztW5HCm+$q^qmT%**~Z%S6g+q-d3{dH~YA;EVG5R*KZN
zO4mG?iL{HY(Jz^6n!6y<wGVUJM`Z2(!?N`ZB7G+l=`P5Zt<ay=mPBfAHgY08c#4~i
ztVmsJ)QXfn6H%i4+~tY1T%xBEY2I-)M9O|PO<$Y5;fT+Y_6{4FvOiqYGUY?wt^ASk
z_V^ClGf@+7oyU=^d8U&cDA-OEe0Y1kJ<7GW*}ETf8CVt{nQ%Yy%7@QwCkYuCZy#Dm
zONaAf+3ete&(M+5ceaFVCkUK2f5@H7<|lqc{N!-L(~&ux$IQpxd^+=KTqg^8Pd|+%
zR#$@YJe^6Zuq_Tg7ixecDL>*mWUwFx%wyKu(k*Lw$`lfyux#%@e0xgPa}dNuY1N`^
zs!=Xg*xx)bScU_PC6MY89ONuQ3x5$>{0q_YU$6!(od6u?;IuiIcQFo(mf)ahDVDhm
z%U+4{T#a&IuT0z~+ra`miLkvKmHO;Gea}W?lZWKVXJ3>DA9+IBFm7dShb*dUlldz)
zLVhhWXXysWu32U-&RCSe?-)L73C3fZIhdBy&&7Q6R<xoO*NPTj8xBx5<G`fduxwqs
zZ0;J8uYdP`8NhF7>Do55=r&?~8)U)CCakj&%V@y*c%8Y<Fmo}f$*7fCj%@sFvUGjU
zoaNYesO+0@U~~TiKa&T4{<N?^U)TACDRbl{bHH}W!Dno3ei*W0<{4!3ozEp(_&uKo
zu+t5b&nO4tcOYUrBw<fU_S1CMV1N`ivBQQQgX^?`&mp@G8%p#UYzGc~!W%E2_~ma<
zR*#vUr`BSd%yZFv{0pq`K370$7UYTpl3Q7W14FQ?7P$`DRq<J5cJ5J+-&+IVcMMw%
zwr(4eZ+`bjvIC7BN|EELF<mvLtEL<?K{|{i`CM}|<d5G>T?^vG@20*Lv9uzVO%>q4
z&cSYCfBI*a$l%&4sk{HXQupKUO8t+&Esa0<wlss52fi(vK-+`gmX3$MEu9a2OS*sd
zE$MmWThjOFHw^=ieq9F7fj+}GvCMBuH<sIlb#xf)db$1<Yzw!k@xi~B4Uhdqx@NpC
zb6<Et9=`tSOr#K~$I178KRuCN_3cNbySqETcs(>UBzHaZqFntC&&oA`pZuG{Z~W1(
z<dK)>o9~^Soo3!Lk!GiN&08jRl^%g9@kM!SE1w|+H9s?t!<5FAi*zemr@W!awLI;e
zx=y71=DKM0L;n2W!3I;Yu#esmh?M>C4go&?GDwk{$6v}tYVXj^L~1BWbL#0{i!amC
z+aIh*jZDqy-HEKvO`hUqNAc`ZY|!*~%f4^fAFk~!1&NB5Dj(!t55d|`z#pvpJNwSw
zhwS)m=5A99k{+0ziSPqA!|(&Q*zfDJAG`VSXP+Eii}Ac3XTUlv-Y~X;IFIRekG=lz
znaixxaQ=<$H{J0O4##-gy&t>s%eDdI>@*mjVV~W^a5G&6_|cZgy4@o@rCAAn=<7Vp
z-y3=NE9c3UXVz(-8*OkM#b^E6+BddXF|id`zXdWyOzW^Ot2gq_SX9V3I9Y{*oRyI4
zN{D&|TJy{6(em+F;e+ud>^x>(h;tPVSh&2^I0&g`1<n0}b-FGBo7q(%yDc>R?b<F3
zU0=IKo~BE~QeV5Ia}YV)KO|RPdz0M%;G@#q+JWEXUg^VuU@yk?AfHbUr@^$G-Y{vq
zNdx`(jqp*i?PPS1SuXkB4<9!D#tv{eenb8E4e<pP>~Gul_3QWd%l><_*C>`@`}O7b
zyl-E?Wi_<4$q#<~pn0neI|gX!gmicl7Ruao&B*d)IWsR%#*R|Hl>RQuA^vUh-sYam
zMc0j>CF{bn9S2>&b!Tb27Ia-+y6!WxE;VtG!|ntfEjZv|pVoZGF1OwM-MK@$8E^lf
zTy^b@@{<Q2k(NzcP-k+VW_^*Lf*m<~OoulP-rULgr{c!#kssXukQ_u=4SCZKm$A=w
z+e%PRTG)N-ei=jEX+T}-7_S6%tpVR3`^$eTd;5B2aK$1S0>dj7%E(H~7#If=RhG#$
z^9_5!zKs3n0WOEjbj#npdcIv}wtlxgBWspR+tP(H<Jo8A(obG2gTrH{F*bN6k#63`
zelw?v^ow8psr2{vn-=Mg9XrfvUbawA#rXKRnU?c#-u#U&6{mO2tD7KG_xOuxm6{%n
zvQ8N&Q*#He?UccPl*R9S!C{^o^>C+jO=k>QYqWG)mm=k9UB7oDN|e1-*weZ_!>B|k
z(bI_3Q296La$p=O$<$pVwRErp>t1_`monXiBSiB?7W3mm3)S>*n~`-ZX8Zhf{eQAg
zP)ZlyiR<q+o6i2Q9kz!a)2}VRqlMLIP6Ki{zn6OPG1Hi9al9sn%EYTk%r!bJm-Cy`
zjchF$>}kjHmtzlNoA9{>ttMdlsm;k+QQ0)^1=^-_chd^Q^aOufvfhRW)@8BVT<Y;B
zgV#87TpZargWYbsey)oxJ==;ilFHwp;$Bf^g~~1ix$W$zfkLg_jLNqSl{XG_$XXoC
ztZhXLcjIZmcspG=b{UWW4rFS00Md^A&HajfU?gd_gWEMGt-a&rm=5;+VG}v*xSj`W
ztR$a*>210D>;Khs8Th3ut~EU#kxRdPYTPsq&S&Po@;b{^*U4p9U7vF~`0`gWFz#{(
z=D95A8p{>enD>b~F8%V=r{;1C??Ar&-fzj%zkUspo-hZV=3t1|gi*GH2RtlebDcZS
z6?{i|8}eaU9vDhFTf*j~dD9Tj1P~t7uuRM_!0!f%(Y^oFc8G7^GDGZZ_W06<R=(r`
z*cXWt_d*C_-=4*Ht-kQ;+w#?K{k`eLzLF~(S39mhEquqRAvCUns|+{DRo4W#_6GTi
z;l`Y+uXEgVMsB_6U&>`4DRKEn!G-^eTyf$5Dpy?eujI;$|CL;I$^Rx-ef(d`S3dr4
z<myj=PkuzM`P4_`x=(#nuKTwaW?UrK1AgZG@1^h8fNKN8$kmwtE1$YZuKMJKa^)vJ
zDp!2`kLAnY@=N}WTz2ulmM>oP|CUQH{8xrMK7Fw~cgr>AZfc&n9E2+jWg@LOwR<X&
ze)i5E8iBIMh&ij9<dN5w%GaNK=aleTD(~RsJe;?GWG9YRolNabNA4xR?mdWp7lC6&
zrtD`IB8BuO_F9?l+~=?|^>M>}c}`!V+%fjFu6;)-L~2^2PNE=_C{NRtiId+eL|Q4)
z(&=4D6y&FNaiq;R=JSmZeDed}32NT1(mj-QfNfuQ#!j&9QL8<AHAk`LJ48#2aEU$I
z<<W2HJ&XfrNwJgp>~D_C#+yE5v%ihVI4vYmdb5f>vNlKFnLH^WD_c}ToYu_8R$O+<
zk(i1GEhGbnbG*e>KK7I(r^hrTYf+Wq#&z-(t9?neIh~nfmuaQT?eW2|O1PZ{JHNkf
za~hPbxm;GI*O2)#Ws9&0Wz&c<Xu$reM<rfQv0|UB$H9l`!~p`VB{=Bd_fvucAfNRH
z>|;uRAP&>#Z`V+%6`E~NnMBWkd%ap0T9EuLuoL_93R*LJ4;`0%Q^>}ZO@GvKz{2ad
zr{+jT`7rk^Iqz}c8&pgWRGY0d8+gFRvNpM4bIe@p&hm|Y59grl9i?0=<%FLXj?ydl
z_#y-T&1vi#WSl&CcEG$%#t9U8!&d^@x5c>Evt_Rw#DR3_^=$SPZG1gpAL=1C4)z~D
zmT^3XuUgAFa%T9laEJT5avC3h`h!PL7!FP0q#QbS(mYprKHy^|hT|VL?@o(}y+`1P
z1CS^w7wV~7q}k0zeDsAPz5E*w$n1s7j7ZtioDP&J=egpW4?#+3osK}Je#_Jem8TLa
zg__-bH0ERq0U97v!=6l(lq3XN!b-D*m1izcz|*;=!}=)_<r`pZ--+fW-|i+O(;~GZ
z<XyK;q*jjQBJDb*Kr7(s-R#BKMxy3AX(mzEB85O(2r6tVR1R~3g;+f{U_9k&B#KXi
zk*6nDgA;1$2)YT=`a<OmEJl<RrV%JAd2{O1o_h6Lc1F0SvbS<F;xrWzB}HNK(~`@N
zm03Ovm6)rnGR$>J4?EnS#;wDyhs!c8S5%&7BHvCoKbOVzpt2)8ooictnM{HGUSdPm
zGNn+Palk{#S+QEVI>B1Wz8|s!0hEc6DEAfPXQiEOgApTT>RO?v!9N(VWW%<Fai@dJ
z$;Ri)<Fe7(okICE1~YHAoNmI?<)G^nbUL`7Ew*fIS(%(c8B&&}g$dX%^7?ky%A`n9
zCRv`beDYk&usO+3g5?wDL7rpf7-6~`;AwOGO+nf>0s*r;_nUH9xf+>Lq^9L*-?>YX
z=F$ZD`+OnL(#ymr%3mU$y-3`>yVSnZbeEyifjY-0uZK`4b!PRFse4Qvl${mBr@P$b
z#+iBx)7ypt>p<Qo!iI$d^&{)Zk-dgK!g@1<b!eFEX$X&e9P8dO*1_)iOj{@Cu#PsA
zT7m<pze$<c-WQo5DM~Pq;r<Td<^g9ADJ5z}`t%#~<(lvQO#brvZ=V&{|NYP9h1tuc
z*Swq;_(B~ibz+~lQXy47V``<k55i+Bm5;|9Fd{UVM^`dA@_QK^mXS^G-dE~cpt(Q^
zC7KnKEl57{!UUPbHkV$b#v6=`M2Sl@LnhHISq=Pdu+vNtD1k(`Ql$8C_!4yjEuGHo
zH=m}pX<D8XCcj%bT0vT267#C<eRWh+-TSYKiU`t(2q+BQ(v1iVjC6^#ASK<Plp;Ok
zzzC9x3@ITaA&r7`=zx*~BIQU)m*_n(_`dRj-?-~{*Ijq5>wlg(XYc*w{yecae9L-%
zzFBy0mO~cNX*BV5**zs!3M3*~*}7)8GHX6Qt|<;0?G!}J4#KQ6pDhVzUuQFYc$RR;
z0&Ft*sQiqP?eU((o|@|C@JAr_XPQjYE$l4IdQuWakaPJG$IIzQ<8$G`L-uZ(ogBk$
zs~7HxtEVTmNdy264`?6fPrsOWdsH<j`#it3OO+3Dk<b;IG8ASpH54+}YM@AXe<+m7
zxOS(45jm4xdm-SnV2}Ak!%IwcPm^Vua)}PyOqYo2tr$O@JnEz=RavlgNAnOSQn|R(
z?$luaV}=2LvUSR(N4W0uI|bDm`B7Y2kPmpJ+8@uyMN@4K;NhH_YZsC(yQ)I<c&Q~m
z%--3`VfJ`VP#xDLM7-)^e7UOdDrx8=m(G(0YoJBtSDQ+Wc#i5FK{iB91-ib9?vdWG
zyWFY`B2&fRyn$`m!H?xO!ws#=Uf+I@j6@{j3k4*+)eRB5l26lRHa41d%a!G3?`w<H
zH{umr56_(u<ZOAF&Ul>#g=rID)!e?lpo|!BMNo@v++MH;PB7h?M+0e`$?=OmBfZt(
zFRVh`R?a0;dM77%6ZI!}4^est(2k>UT+);J@+^vU0<?{k1h1~zHdf+33(zj^xobL9
zvlSsDP@q_%?b`9;*i_VTtVH|Cq*9qqj3N02{FqaivuO$@%I6t0WO$Prms%N<n38$k
z^ZCbe^0EQF$&9n-FZpXevkOA5TAys|<6fM4HakaLjd#Zt<F33ZsOGbjl(R|QfJWbM
zG;S~PJXtxDv^L1B|LDPjiGc9(i$|>hQo=kG)-BPu9_&jPsIt1JP<Wq(Vd1G@5lx1!
zXblO++jbpWX4Bgrn?Kr~ZXWA#bBggDbk5&kCH-0Xh-l*T&$+-m2x|^a?xB%-c)^fe
z$lDu8i-u*}%z;W;OCt*PJ85@SETCuKm#U{g?8Cz-__Ew%JIdaV6^>5!ExIUXcb=0d
zux*Jq`?luafR`|o&`{?u94TJ!oGr|Dqb%RBJzf{4nNs$4QmJ3Dqsf*rMMbSx-&xF5
z^I?N7Wj|lUDiPJ!AzE=_;r?ozNut5o_0?ovLIIPc(_JB()M9ix^%j~ra5jr3mrp-T
z{1zWXZ8j%|-|Z`%%XuP9U}~t-6`xP@N^Mcp{imyhDPiS~Q6m1p54ZcSQgL-1;_E}j
z{mF|PRbP0=MGHi81aWI8`_#}%v*_?fS0rUvf-&>F>N%|vLT{nxE2N9FnPYJKU|+rm
zqjM!wQ}P|{-h7-Xqi>vj7`q=}M0u+CG7UQ!yhY2npXU>y6Dw#u^*ZYN)bwW=0?+dk
z_DtUHoS2!g(J!`e**RumQ?1U8;y=5p%!N{sC{13qlk=Yf1?kFy&?qHXly0I!2;>@N
zpkktjR+fC;8h6ci`>hxo9)x0X(#JgO;>w$aDs2y}3uJQooqZg?Tyc`2`OLu4xFZ?l
ztEaHS<QzZI%8+u_|F$n@{r4Ppr4tO0&rHgAEUF>2eu`nFjG5w4^Un@bD!9P0(gX*b
zg=gp%gAVbfkP=&c<a8IZ%5qbTc_hfT#j(P(eB8`fswwtrTdd?D$}TsHE|PJv2Jgw#
zBGLL8=_>6HjzZneO9P@(j?Gqc{ijmzjT8oVk1mRK&+-P$lHe?F;Ge?RS%y)>hV@G}
z-LCi0t#rAYomn%48Zot=M+$fvB2Ufgzb=e*8Rsmks<w}jiXR(CXHs8^UY&%iRTT!c
zcYZWwmmS&?`mA7~#9Mqr+h)h&goP6MxGt|&e_<>S?Csd6vV_;ZCUsS3D+FrlQV1NW
zuTP@ee;}2LKYcpQtDaXDWMTHA@4Mm&3tJ9K7ms76`i*IZ%RMC<4ik9CHG^m9n+HE$
z%XdAt?IOOm?g8h&Gp}H5F0k7El|VRR{JHQ-hFzJN0ezcFKnyV=vGqd<c`>cTgU|k#
z7iy=rWjCetq~_lwockvE;(J$ZEIRzXk<{aq`dZ!a9XsiPWQDZvF2WWIYl%A@t<3|~
zt)p?am$IGfXr*qRMdGMQ4ZgL0Rls@K!E=(fzKlYt8pk50PPw`vHI>~cYb-K!o|K4}
zhe-Iznm7-U=pfys5QCW?PmOX459u^Z$f9&w&jqjGPL=57MRd##T2;N7Y>gxh=lIJI
zp#W=0WcvK&?gwt2EWznNgg=QpX1RO=ieF9-E5hPjg771B--kML>9E{PQ}vKZ1!?te
zPOoYgv9$BIuE0SSAq3>PGoYBF&Ck?|ZQ#MHU<9o%G24JDU*eQ>PN2+W!Ce16(Q4X}
zu?gr$o6CW1&FZJ=DzD8-;ONIl(6(3EvFUEFYxko{;Ek9oCuo^iX;|JFK4Yy{em39I
zmca5>cWaw~boG?Yi)@_^YYH07;+>dQJElRLuqA~)dLMZ>EpxwWA)1<@UtAG0wjlWZ
z^^*9LNH-HP52VQ`Zd*u;QS+I=(E=JgZyvtbl}plA-7;&biL)eGz4n*A@%SWbwLc`(
z48bG`xW=k2_23TAH@k4h1_q9MALDbplODq#KTY(us_Q(RgZ9Hs{wJaBQtNtA-d)kJ
zte<~fOf-!zPD4*FZc6JoAbNbJpT8$a>3Wy;+I{(+x}Rn0wQu4ft~G`sqVJ@Gtl4iX
zJ`%>!$Ra1<@Z?ZWyJ&@<-0f5N_L{PBg$^;)o;~vwO~i-jayu`_C;g^E+?q*UO)?eg
zIT5eXxyrd)fDVV_o+!IvVJ1{?x2%!Qv`f}M={$(hY68!>FzC$l<gJ(lN!@iJJ&mDA
zoFeWCFmMo^Z1c8Wwa0VL!qWqzN*#BVZ}vnYzg(k{?EfgmV4~>mOTEsMDHdvv32LdN
zQ*VSW-R9=U9T;eO^Pv-&lO&2+BG?4Sm@#+1xYc&6Hp*0jb%JH7`GN1`66msJt*h51
zIhT9fA&JWaj?HdAUe61@RHeQ9F3eh_hJ>>$0jMZ;XCi5k)0sO~6`N?9V^+8g+1{{M
z-p+R?l^T=zmMB9#V`krueRun`aNeg(`W<!oiMD~UA5$z}ncs-njOz#$&W;j}Jg&@*
z>oVy>no#>3<8{1-lg?<^)_48YckxuylXgDGF&B$frSlnWOOa9@x51M3g$+7o%JlWi
z+&vG}cj{=fDRL`p%VmJeCvuJF)o&pTyk3kCtMZBmbM=tSUZ~fqp)z75<H%I3@VJ)W
zSYj9kn+d#7A(K<nALgUeS>u%4eRoT<<i6V56v9u|$31z6LVHT3=GY89xkrIx2Ixot
zX`bK;b9u9!cAY%7<i0ojdatpk6RBXf(Ou}N){oFY3l@TN_Bo$e-=F@zv7s(iwQOKN
zO4-&mVRShy*!{bCpW(ph_v0_|`QKb}?pGQ8%B-iX?0Kh5NuXz;08=GIhM4hm6D>x6
z8Su1Rs(F0AHW<1S-=!bFYE&7K>Swk^@wm_Jt>x8$<^pfCa7>b;Me1ueiS9++Cz#Ug
zyw~-f_Q;ts@a*}R8iK_6A3~q23gG?rPXZpr(RMA)ma;aiD9c(K#21*oZ5xStCzji;
z&z8fgm(Kls%s}%>YGR*`*JgNG@ss{XDHv74(N1d1yDuJKbm?8F;N%8FvnBqwd1XxT
z@mzSbH~JN2Y=bD6IPU5chHD7<(PSZ4KY65FnkUn|Xz69cH<V_7pD7~5Sp<2v-~afj
z1{}QgXHMQ+@5>}Q1#KH|gWo#fIv+C?V=z%TDdGA6C+y>_^oivP<G6koLj`}Kwa?OB
zP**(0iX0pKwrbkRIx5kg;OfCZLuALw<5KeRD}G(b&X!aUy%&`@qVK~3u0Tph&br&<
zuQ^f&oh`mCo-aqwH*eP1VVKrQNpa<>io;TUv}n@?Z2Pe#@4Ej0k<bF?_vCHfp=?4$
zs&V_PU5~pa&aAWC7eDXnlsH-0d9N^GM`$QO<)tcT_~hI2<!|{>bLTn&YM4oU$`@u%
ziS&1R(~ci^lcoN=YRuTxrI)0%z|U19J*<g;yoxex`QDP(ZEmu~$uXu4QfE}4jx&E_
zl|QO;qP^~1vNv$X(SaX#GxEWcbIFxlIWLp0MD^%hU6JXyW3KVS31^#xi2uRqlUF_K
zMeRb*=@qZtfIf0C@wJ^X{Mf3KRc4`IX?gaZ9~~c4OlG&6+@O>StV|4cTfYZ1NdgIi
zY+CDQQ>BtWPiNF|mHc4pL38239k!c7>-1V_T2}b5=!^?@<=)UHn*NmH*J=#==)kRZ
zIkdM#u13d_aPqOQ=No|r<e1heeR>Vobt7ht`W{vv9e8V{A43!*xt|PA-*a};609=9
zRx?LDa$7voie<2j!G1Z>o$>1Z%sGjXTBElfE%u{srsAJ0Lxz2-PK`qO;udTt4EQ>1
zn{*O|5#NlWd;(63tCcUjGYlJBQ(^OAdgQz4R@$K(F)3Z<)0gdgT`-}%Nx5NNy4EZn
z|Gcx*b|qgeDuVXya;XkK+f-)$2A!jhbmASZ#8BSh>SBf&>OLJ^nr_0mP38+aci@-V
zE7{BB`_Iu$o*F0&5U{1=m%hhY*mOlZK1<V_36h)fMi7_q0q$ALDt0mPX%FYkSq}#`
z?+E`u9a$N2sD0|<3WL6*&#O@goM%TK9}ibx_KU>mPu=*Lap58-l@9u0zsJxao?)T#
zIUl`EPMr1x+-sr!-{{V4Cl`hB^PII>ckaI>L2Npc!e!^`8f9%iXj@WkIj`?s_8|zG
zT5zT8&dZ)mpX7+RZ(E%)tc>MZBwX+GOW4`o-I!}B7lN<KPjsH1P<vU;o2_S@jAktA
zvf;Gy$fy>|zHZ#SAv|SYzrw|b<C2QMshJc0UeN;I-JM@8?xj0a$3`n#bo-5`A9B=c
z-fBwFmHU1I$5LeRP(p51Kpm-0rQQ#EqPr%#4;zp>;rFb}epVy^Y0dJ@uF<HVg{V$K
z3EtFuBq!o!(+B;0HjRzeX7DRy8fWYJYE5XyH&Q<fHn5s(&l_(mHq6#jIU_k#>xgbG
zlP-GI21i=uwT&q?KBw;QNt{D>7+!pHO=Cc*kxg&HR#Ly>95JW2X1hTtIai~S#z$AN
zmWr;G!jIg7IZqTzl(>RFl-lw3^k)39>F>oW_K<z!cB<M`|Hb*~h{)i4_x5H^w&8rH
zDymDon&6r*KFHE&%}HyMGHv@Axcj{dh#FVVGK2P+mof;y88>|p?NI4W;3}#1u^~K~
zS(8MbXQ{)U5a#vEv69oF22CS7Ar=eAUF6na0SYQSY*zSB%)|}a(%hFtO$M}hQ|?d0
zB^Ts}U7e@~mL20lqhG{@rFs*#Y|Pj2wGpy6dE$+(T)iT|?i<j6ssav!;|6E)WO$kY
z2j{zMuPGI6cQosHwRrHEV=nX64B5?$(xZI?P#==t^P3o_mr#6r$-kZa#Hi+2kB8YM
z@dc+~gZQ9vQ6nmc&6H7s2CtpXj<QG-@t5}9w~L)kUQu<6R9m-v%1Q6OV)<p1mwQLn
z{EZuh!s(9Gu_|O8Z^}3?ZMJZ`@OHC3(K=pvchf+?g$f7NzH*%Q=IS8@kG4-=99*qL
z7g#-`EhFbXM>=_11a^a?=VGtHZ(W^oZZChO3js?szV%~9Vmgr>9$wpVyst!P^dwF<
z1^71kHi~qJ`xnoZd0rf$>R#Bsk|O!pX_TI*c=WXLaG@1nUznl?i=^WZ*-61bMSEi0
z(xHLz_s8_l?c4#1VHEHAqa-fIMcF^~))uRjx4?hxiF)5Tmcv-?ET#>w5xLt`Evb9j
zTm9?hkpTCXl$Sgk#{9m^&jOHFqH$^Z#|8Gulvd#;hjH#X@2XL*fhz%5X&%?ji6qQ8
z+)uKos_y#MXW??O-9#_(yZJov{5mbS)%8uszGhY1>7l5NGNR}VnkJQMCXXbq+s&+3
z`8Om3?m>d_zLI-<xymPHo%k580WUu8-gTiZ&i%VcTiQ4AZLUiVBC2N7vbC=!??spl
z&<OJtQ}?LePP@)&7M<J8{0WNJQ{3fu7pI<*K3|FODK{f-q?*UVOOYa79vUHcR=^+k
z%nuBrmWx;vX;Puym(~pXqb;^U?tGFNkmh2oTVAW@de~Mz2oKvx6;&*HRIFtUO;#o^
z#LPHWXgR!E<*ryPtD0;YT6mO9<EiT)h2tRhBzfVLnnUffRK;XhQ5%=1uZqK|a`cXS
z#ZH=I%iOx(vTX27$EU4Mp_q3iRslvI3q0?4&W2DsRw)%W|EQj7GMLPpap0?oe9@Nx
z9E)|&?Muj4cwC)uVeMi7Mse8bBGURwbn=sSWX+J1<frzV1|5~i)ybKPYlW|-<SR(O
z^*9L@w@(RVP7VUs);U{N`c%!8Ia68cZMw|8K$YE8PEhfl6cpAgtQm0n;9h>A)&*U#
z^k@e5ybn0IRd=6>x|w@P<Z8mr!4Z@non`V%XUiJh1U>GhCl&Y6T%N7KS-!Yww&m1G
zPaHq|zA;bd)m2@hsp9soc&qx+0T+(-*NLrJJVV_c6<PU)RHQefs4|Dgyc}aVNZLOb
z(+H0^6gv;w`}KVH<&P?QfE?ZF1UfMmvW6BKeAZ33ye9^!7v8LRg64;cBg=vM$S~+u
z^>@q7Hwg~0-S-#eH^sk|CydYmC*<qZ8X}h}?1raB(H6q3nUAN#Z;n9c8eIx2WD6@V
zwbv{<<S$>!j~nvj`RGac(W-obT`R4Ovs0>NymT8q$C1$R+E>g%q-AMksR+L2KHx_<
zH)<!DkZkda#$8lJM8d$K%qV?SkxgNC>ASsKdoIFmsPjs>s!3VK=W>^V9ZBV#nvFUN
z<?wqI66HiRKo^T|`4H6pq~YcJW;cyIUm7vHPAi*NxSw;GA55N?jzXIb-<IY^Ru_es
zIXFeVUg)}eT=mtQtjC*VeoKQyos`djuH7rCr)%HJyFm`tfM31Bs#T`kuDW`HBKH|9
z^qF!%ETp|C8E6x!&eQ|v0Z&-tU10I%VqnC*5CV2hum(A}HIZGjT>$K5;FJ#h3|$I&
z2-OB2Yjhn4S|s}l_y3b*h#>1BW~<s+2DeT7$lznABWKn0*mw%s`_KAoU=SB5WFRPR
z@0(58=~=LinE4ki7&|cVStpRi^hP#GuBVOg%m4(t80-o}S-MmaKHtIEXQEd0C|YEN
z_lwV#83qBrCh~!8@eo`Mg52wye}G*QA3OM~`PZ<O@%=$g(Zgc3LV>dh1rYmv+9rvp
zIZ*q*-@6JA>y5KkN7!TEXETFB_!HCg5k_8-d-T#=gFR#e+27n-Z5z1@Eb2Lg0$|W&
zeqtG9wYPAOpOd~}ZW-A52~-h7*{(JT(RC#jzH?uVs&={O5)ZQPmaDvuB_;SJF-DzP
z(}OH$k45BszOXfdff)oja7n=aD(VLAydxpSOerI(2SST9vAk+ylRK-*hAJz(h83gv
z1PIIl=h9Hv=q;>}&%+L;;1@~0v|{0P7B+a^`uYBvbPz0A_g=!V|7&|(1}T?D%n@TO
zB}<?03SX27cIkn%5<GmxoLO_ku2+&Sx$*{Lci}QwJSgMPk`VMsLg_5*+UNm6j42}m
zvTjt`b|2qc$r5ff8RnQAaFLx@7PKT9)afAdP`MOKtQ8Xq_C1*47qM^`*b;o64Lmp|
zm$X`5Wm|+@lM75HEedGi?H_h3slWxHv#`Wyl4AU*`mfVzIqAb3f+3y@ACe;h9VEBN
zgA^zSfaV@R%I${e=Y~#WS9`(-Mkw<P7>B$-GZY?OpR*?^i$RcY_pqJ0oQ>*S-rkd-
z4PokY^PIdl5Ie+d2ARaUX@k4EO5R=~=k<A_3Moj&W`OWHDUYQ<2Z0-%c4cY!nup%V
zIcRUnV5#psb{r-$Hhn||gg+~^<mG+sGE2|-vh^>yM!V)iUjboJ<v^_?T(?=xp*p!`
zdlNG?Q|6Acp95~$S{MeD*2~jn^!1xCx5dvZrZj?rf~{JJCDya)E{f+O8MwcHSEOP=
z(He)lu`;3x{f0p9*`7BL&Tm9y@RBcr*`uEkvuF3d6Z!n6y9n+qOidMLDSYvqO3lC-
z5L(KzFs`!j1j{<bLa##(NEx`%N3p+`Rr4Nskh*AQa1#lopI>GK8Rk=0K+K)6ToCOG
zkRTUI${yBqcKi&Joeg=e1XLy`MN@V>6#r_SW>zmqGBo~97#nCV7*aKSPJtbD$CM^L
zP$d%dNI~PwBQ2XdG|pqwH``KbAlr9SwZRuTA{gK=ay1T8lW2%YlLLAN(Cg+y^{?El
zxHO?|(NF=!3ks~JS{aZ@4RV=D_{EC~h8vrY_*4-Ua-IewJ4Trh;Qpm5q`2q$>`hqH
znWNU%1YI#7$VHF6fHa#MaHB{ltPxkD)Zb*u!`d=f1KZdH1)^SkTjsD}MadFdkAOPQ
zltb>Nl7r?1xKOg}s53{BvH{#E)$4L658~|+(JmBPB0lr@HFTxylZ+OVHc8g$qnFWZ
z%)k{^@(k=13j&Ath6;$+JO@RR{ek)466FS~%uevpwp%E|j59!ygh#$ef+>!ZPh+^G
zB{wKsqUFVxxTKF6!6C=Yy$;G!{F7{zuOmXt?=Hnem}`fwc%p=>@%d7(aP`=WH_@XS
zT;^2RQT--I32*~MOCR&)P9lV-7|<f5(pHG4A`ewcj4v)xySwlxiQ%2RK=wC8C-OO2
z1b!G|hah?>(SoaSzOlOqsDb{a3L-GEFjae)@e-cs=E#D%iJRt@f~V5eAh8mywaa3l
zKD3LKQ+h6G-kEM;-S^f%rEczN!FU5Z(HlOI(aBGMyxf0Nhg!%0so-obF{X+b^Qr$5
z)rI6hb<Yg<N@|cKd*7(n%_GO+j$Sq*Bm@+gMO!sD-MKO7$t^ZA^4w8S4J#QYDy#-+
zmNLt$De1KFc-UzMjpe7rs0lcGXWI~~6hzM@Xr`-ZXaI9j{o5XxDcL4O%ch;WyeC0B
zH3TZNII3CRlXP-k<M!((DU;aKq2GK0C{ouJT!WkgNreQZ@|T=a7F?VFy%zh;xNjjO
zGJzv{mtTTtM=H9d6JrAu=uks95LWm)Zi98*6npBh@uIE4xwic^U|wGjsB!}_o7!{~
z6-<A(+fzR4(<j(CF{b9fA;Owlqn#WE+=<82z!-<2r@(BV;1HV|oyPhAAKl5ZBLty}
z0GbyqB*Y8E%gT{p=v8?S+82E2>*;xr?o<C>D<(jljEae|Y#>^9P^Y=qmmH{o{E_Bg
z3u%5&>JATs-;bD=ifM=EK*j_2cnQ_M1g8I6oUZ3Vl8;*fkHdeY$8mvOf`vt_`>m@@
zf@lNe!eAH&3hVqoI0uGiwIrP{fyY5;N>a?kwU{uszT?ZJS`^kkM}D9PDm}p@uEwI-
z$0zBg48F*4)C#CrG+ES}z3YmIF&k+Ce1wUlXIEeR$>-@H7W85BJiK58nK$91U8-1)
z922_2Dp%<`sxeSnC#Q}OCB^_A4}RntBOq$k2F&k`aHHB5*uj;q3#P}yNLyA~isSz5
z_t5A3#Z-ATpZ>vfb?Akz#LRZ6Equ*I>mKPk;c{Mb9ykozSHOs>HQLiLY(bSb|Fk7o
zmqPBZZ^uGBuOTLK(gq_*kMe;8U@roY1qb{@YR6*`3Qf%BEF<Y<_^&vQWMM@CTYIZ{
z-XExl;6X{^Mo$9X@rk+1PZATbqV^xQR$h?grbD7!14vRDu(en-7HtIY(R(lmjeqYV
zp<Y&~8<Cu1zH)R9gaK>+|Ik@k*rltR#@z3;pl*)LnjugD)jycPI&GJTn*<#yK!Ixj
z4XJ(s5JPkne<H}(CMy<RSX|xMVFM?n|A}PatwdJ@kpDKjoSYw`2$J;E{1XqMD{{;z
z90k>h??0Zf%h_;wE3Z+fU($lfABhi|LRZkEdj6Lr>2dk9pyW%#(dPkFCHE)w1yE6&
zen$2k*x<*Uj8JTp@baxA?9vJ#T^#b<jHjS;w7kDyiYjYuuL%tZvkQ$*kYj)%dr#`1
zWPNxJ6&!;H=sgyCd=31p1fU#Jtv&4WfGn5nOL~M0>~nO0!d>CmI5zNB8dN|Aiv!$c
z7BhhjJd90nS1|QqEAQUNSpbCoxX+Fvf4>K)dhy;ST#R5~%-RD@!0Fyg93<qq09a8y
zYKW(rh!FlRP80yoc%SWUGr43?9>EI=5am4#bV44na1Fpd0U$}YiIc2hD~K{kh8z}K
zv5?=gxe^ugSaTNuolJrFh6RJaqQm4=ZNdc<kDQDV<vH21Ncz)F5tf9j@*Z>pCLe}H
zbXZo=^JeY>pEDaELFs4TIc;G}b3C(wuiXsqzw<CIqUCEm@@;j5)hsB+lVO!mO+T0!
zxFMf1&<k)t^jJ71mcF4G;2hWp-vyo^X`tSYLxyYaWEB>-uv5#ZS?ld)w$6G1cFw55
z1j4*VqYaY}J!(nnh&bFR#qBjCq{T6Uc_Essn^m!pXc+`oqI9x&D<RdWtMnhIoFBQb
zEwsMC$7dg+jCX6zh*`6bR1kzd3scR5m>tQ?tWe;d7^r~8QCzGKE9s<U6Dft16JC#l
z3g{nv2ZQ53;}Y2P1ZS7pPvLIMRA8Wij~(^+AKJ03I_cH5>=h2Ek;xWlt^{PS36qaJ
zNO`I!d!K7spTVyB>L3(cU}A}<!EH0ZXs`Y}+EYeUY6YZ~947P}5+{97Q@X?-&4_l-
zZ~<uEe>Z6NQU)h69~6_@NUmY`J!8jRHK<mD5#~V{z<(Yj7gWl31I7&f^SVu8^Af2L
zPr#wc9~?%C_!YOpo$sRRyVO-cwzHTt6?Zq|gUk7)HS<YnkO9f3PyvsF?8X}6Q)R>m
z2HgWKDV7Cxi=#&PBv;uQCJ=`KqQ`!~%TZy2q*QgE+}9#9w-tAz5fb3grh`ZuD<#I6
zLv!fj4OmmeL9(#6p$+YAb%R2T6bKHB0c-Lxkgz|fjx_iy3Hz7*$m^h^0HR@qoTpm*
zVbej=)<#@Pf2g`2*d1K6I?OBZtk`~(a?m^d|H(A}ud;DB2jW7Q1Cf+bP~Hn60Br(P
z^GX!xDQNW!h1+iAyBk>mk0Ub9?7nv@bvJ~?K0Y<hdV*auTK!t~Zp@8+{8|M10NTr-
z{qFzu;Wj|%lm4U>)^855Km=Ci1!7`H$pOwy25=UDjb2b7`CG$*gvIXTCXJJS8wB7D
zfX5G=$^8uxHN-hA0OWplV9@`Nul3|G%Nz*VuB!v41x7WY0sn14|MhBqv*y2s0~|8|
zI`(b+uct>%!b)j<J?o!*c+9RDj&&>lk`G7CeAFEOAzS~ahhsrS5?gbe{Hl)KH2%_S
zfd5Nm{}e!dsM}?^!Er{hLXgU?$NpQ`v5*4kQgD*U0duk7(yWoc$UO_+XAtnkAM}S6
zmAXx6mF+=Gyo&>44=4<vh43&pLvRxNfx*{$9W25H=uq;zo0Q~%pZvnz7)~m_0STT!
z)1PBU<s4Ao7I39KL4juTWo$xm(oO^L*in!7@?(D~0YK=2>A*WlX08fIvnmhjG=+7^
zfkmkUVI9#mL`K$)uOb)EW1b4w6$4@IE_C^OjIa_a5c)+VaOueYj{FyMrMXeu6xJ`W
zyUSl60QyJ*T&>l*@+AyFpKQD6^DhteNp8?wE~%CL2#FBM4T^#~iP_TCZy>@Bd?XEv
zl0`(OHlT*VbXreAD&*Lyu=aWU7D7cHp>s&BUw|Z8BMs<L)i=cQK`ImnK4C$fu4O8S
z>yO`uVt*^X3(SMydIm}EqeH(af`VAyvkOXRxn)BIu3<H1-)jJWRDeiPQexoK2>M)N
z-am|;juLZz{Wc|s_CFm+iXuWm8)5xVN?(V~U=&z@Q1>5X{=JR=&1gde(-HGoZ$IsA
zh+cJK5_S2GfC_*QtW|M0vDyj5p#Oe&0FM%ajOsEO5Ba_eu=x=l_hfpMa+Vx8iS>Ze
z>LBjG@*u0Y=gF{-H4q}uT_^Yp&i$o4_1Z88;V1v}Myz3ORlV1q5&n}~C)MVF=)>p$
zEk}9lbvD%T<!^xWqz=3~QU~D$F!jNQM|}UEx}__i)If-27$EFj^!c|$lo8)DpaRYZ
z=00K?e>PC(KRwk0GR&68wu~c%_2&a73gE)@|3F$t`C<`V*!)dw-18UP|Hn7_{R$kQ
zpI<_MrL}hf<FAzd-@xL@t-Tl&V9svl`){@YRfS#fxt|S<3-65sa&V^D*Zz}{@*za}
zus1;ZsPVVx1t54gXHSlK#e*WiYSUi65{StGabXJ?TU_FF??|yK2$U@Lfb;%$e?z3*
zJS!0I13qH6s<G>358&c`GCOj?TZLF-+e;Jw@6(_07l`}EdjIwSyXj*fMhDbnx5Du^
z64^`UZu}~d$R7#{{ta#Ekmd5a`ndBH)=2Eodl`&<ZvD5jGjnSCM(Y0;11XcRUG+Z@
z-~2lbV%3yV$jkP)b}+oz=ZXjnDI0wH6>8sh4(gbz4NOPk#~Xik)W%_z`IG2HIbcFL
zkPHRD;QtQ^;7`gG@!#6e|CkO<<%4ZTUuJ<KcQ??3Jp3P<<BxjULyl>kbufaIq~<`(
zeoGeYOITS6p+KiuCb!v-&jh3)DG#lX-xsF&v;tE8{6MN<|7&0m^M|m#E3hJE(=7r;
zUOe=*Ydi?eJtM3IAPe2YO40+Q6Q7ZP+3JjcZ}gUIuY)0lOBEsil-#;W8)kW;z!oQY
z8=npJj^tPQ={I9ajD>_CoS$cCBAQiY(#WmrD6EsA0y>90p0X}NHj5~Dw-9X?mZXLS
zZwI|XqIG!5$1^2rHo~jp-cO(cnuiAISOHgtk#g}OZGoSEOE>;<TtF*?j7@~JcV<>8
z(Wv(g1Z)?P9CX!LOsEEOYYwJCj+qWCAmez%BqiWV2eW9?g3V!O2Jv+ux$|54>zBL?
z5Vi(o*PcCi0%X)!u)b(FiMOAcu=D~+ddcKPN>?p+j{)d80{hwTY{P`RH3&h-L1+`I
zw0@vENqk6X%TnOMOi<)5LOiIg{PwWI){~W471X0Q5XDE3$b(XT`aGGfhnwmmP}BV_
zRk-i?fzFCl={YL^{2f943V2X1%wq~bGa`po#R4?PslkkrRfv{-3jd;$YcmUH_aTf_
z`xBFZyC}KDwGkSJ7x||x6HxReIQPlQws$}Z>M-qb;c#K9R8<7|9g35cd9R-V$@oM3
zF#~(Gj1+h?!;ruc!b-45MDBqM=DrA1N+CC85FGTV*Tra{T5}YwtG}@2LH@gL*NnEv
zRgTYsy#O30c1TMjC@|L;P|OTk?b@&;+l-hyk{Yn4-_n2kQeX>ndl%Yk3f^js1*)%;
zD)I+&W&0ak`RKBH=*j~D4+80@fikp#5P;WOhZS<zue*;9sL5Dg{?aWP3E?_YdgW->
zClPA%alu?ei1du+cW0t5T|Ex-duE8JZoPAgvGQ515%?n8A#I-eShet|80~HDyR9SZ
z>zzGz2E0`q{T%XpB5t3l!!CVBe3iE4y>^3~rS=G;uY+YRFtg_U(CMHhI#ezbQVmpS
zeJrz!DWx_rM>j=2y+L?coSD*SiI>899}@g-Gt`cCH-ed)EN*DkXbTFre4UcldzpTn
z@UkR3rLhZ;Py8*#_sb)=m!k<-qFRt!?#TRfc^!e?w!C05QMZXu!@G-b*-^iz8TT39
zH{z9HcbPU8TzbQ#lrz_eLCLnS?KMNlWCo>?HfgT+Ot>%5Gxd80b>HZxk_;STe!Qne
znxGZ+&YUkWIF&c?X-sza4>AL8>q83=6AK^atqs)eB*>_WG(RTj1BdywRYg$~xvlqm
z>CwYZG{P2!6s(Nl3zDPE_lFSC#$Npaz)R6X8rb1pKEjHVA&Y#KrFg#Rc`VrWX6rNl
zaP6uy5r;QFS6`35`K3x5J!1o|_KyWHrVlq<zQI9)M{ZQ#L{YTk8OXd^d7XkH*rU=J
z^Ucaq-~=~2Y67d)zXMNUv~v}KT10zNmX{v-g>l~38M+?eZ;5_mn;!(KD!(Q2_bsAg
zz@6k(x?Wy#vbl;GgSoz=n0e0KC~a`ki9>vA^3bnSvJom%RB4yj>#M$&N1bd>>F?Jq
z4+j|HcbFjso@g$!Dwa$Kt*Z30(sP>VldwwxkeXT#Um)-qKfECW7pB(mNmbnZD(pGc
zTWT*@qyb#+p#(t)=Rq=l%Rm28dyjQrVvLmaFe*-Kw6?RlfBPA79VQgd*cLTY09nA}
z7PzsWxI74Jr`Eh{naRA@lzKkSQSG4m-?J!0KY@pjy~F3OY^;-S^Yc)0ybm~!5FqJr
z5W54-sYS8~+{_ABVgd-6RPr}#xvfPtOOWK})WKD;0-hvn6P;bfjxltFm{E+e(?}M1
zT);nrWrPdJoIUfh5w<+cC7|0?mU&GEVbl=w1=8fij8eM?+~L>{r1=jEs}($W&fg=t
zE!h6pe&qX)u%mo*yHgpV^HfXD%k)z(H$cX3m9bwwkc^GVEAPDZW~aP?IZ&$ott9u$
zg7v~m7<&i@c%|@QHX#JX*vRVl;OimiR5m$q9r}Ul;jgc$z+VetTLl`fHhrPmYI9Bd
z&wq=8*d%}Ook)z;Xy{FjMA~K$)(o)zR)zdEj{UkcVm2n-w!clFfeh0e2^rve8cl++
z2ReNY>-}!`Fi>n$Pbwq4u4NUL(aeTY(}!J>a8Zsg8nw%{jk7Rua!VL?8p1Zk9H?mg
z(kQRKK69U?2Lg6f@Zcy?g(yHRq~u}7cHqhq4=wrUoCVg8{7FJrK2|-%S9!Fb0sn`J
zOcoZk_0R8Umfx$&cVxji&4E&DId!>a!_4K|H(tGJ2Q&F_PU9iaZUg&jIbiKa=(SI?
zFW}Cf^g4Xy8vj;I_GUYRd*ciEavV-bblaP+=cqb^e~jT(%*Trd{Am?q8BYNa)ixOK
zAnV>VmO+epdzmN9?R8QX-&RO7(3uS&n8PA<sGf5GU=f3Dl6bp_&&n$w0anz9_#gD4
z+6IXCN4)-u0z^B?@H|<p{$q-)JmT^)c+fBwxE~+rp}25(W3OKHxZ|U#Bdm#F0-6al
zR!_f6c}WWbS|2|j=72JVHSkvmhfBSChjR^X2h`Z!ynH{5@DSvXg{A%IEhNG4>LDF6
zIQ0x}9|L`uhKwH`@3Ad{j2xq*C!53tTrYeJAy^QT+YqMhEd>3obhV#77?;zJ&AH#_
zkO`4Y988PUK8jQQMh@2zkD}}Df-K4(Na4)d0<9plhrA^-rS->)1zjTU;R3P-2<O9S
ztm|{{d=p<u&(;x`PZa@NG4!ry#ICW*Lvp1MeZ(tMiwVGW*I)AmD^F{tf>5ZTTbxG%
zkO~Ng>RkM)oj|E<@T{N>JL=0}<B><`g%HSRQOP5mzF@$4MknPDdq2|*RA{doi7sib
zXz7fc&DNk%RXUIuNx>S=Z;*ki(kWD!TF`-O=2dMzSpREDZQ~lrT#1zYA>S840`!{R
zfaf%m!?^PuxMfFwkRHbMO;9&rV&vN^T(Ga(M~N3Mr|2)17_5)5rBf&JE%rQWMKK_w
zQ?S!&bAA)gl=2}rWuIQ!X&65efmT4M2Q%}I7oZ|!6{7HIZNNZB7pE@TJQukFB)a$e
z1&_+$5E#8Ovn$WfALV@hb;wl_RPzq%=6Ay^>_((KqVLEZOaxY_JIc)Q8oHW%E+mSE
zOiX|bL(=l{cyD`kL@iJPP$|dV?YuisVcl0#SxUmF`PfO|Pek5BGwZ=%;VaQR)w*l4
z2-lk*6W*7bDHm2~fG<)XQp#X%1SH`@nWY^cO&|pG&Jf|MQ<xyip}2BR6H$KZ&$DSF
zlx&3_>gb(KB(41h1}D)S8hI)Lv~%XixS*z|z1xT)e$lQU*f^|d^A|BlG4IG;Lyk_>
zIaGS)G(?t`?~75@5gumNs45PL@?OcDU8G!VtDnN4-0$Rh5k$<QYCVn!4<~rm9OmIR
z(ccAaD2=~6n|*k+YS8x7*RgshZLh->Tb%p{9IoCmrb3tQM!)gS6a9GUvOKT8#H!Wj
zv6y!T7xLX1O<t(xdG$^k4_g&I7&-%b4r~^^j#S42M1j46Tx{iGxYXKpQG(}%wsUM|
zC)a9#&EQ|~RCQLAQDwI(Aqsb0*{G5UF?L#Pz8W@#xt@z2zSZ<)e#d17eT(RiI7aA|
z({ybE3TdycUwQoM>-S^}XKByE{MrQ6`pSvmyup^U_Uk?j|6=uhwG601ac*kwrcA-{
z{;+jAl-eV?uTR#QfKJ>~zj6}gqxi7-tDs~r7P=n1<?HNnTZIB{v&UlYH1$th<9EHY
zf0E)20AqkY2gmG^)rCeDxwBEJ1km1R*p7FlOb9Ku&pz?=f)YaFt#~1}Lu#D^wg1C$
z?C+wu+IubfyXEP<0|_+h*fR>E`zJ44fu0ofS)fF_mob?DQaC;o${A$V!Pu7jE=7c_
ze3oj?xcB}z@gS~r>|Cy-Ks)H}S3qO`{>wnJ9{B&W6r4Xz{<sz*POlz<eVw4^ytUS}
zQ=&4qFCR-A-1T$5+#muw1z#7iyJ08(^{WiF-F|xiAV=4~pE3=iCXFz{t|-@h5M-bA
zi+Q~N<cX6GXw?FHL;}7}uh|@kUFbgP+$kB5Ix54QT@t^i1BEl}`2+aNX6Q-|_RSHZ
zUzC4&g9ao6WN&tx17i0w=zDqjtgwH_t7=DB)Vvg3o$s9e%VWEz1U6+SCxtDaI^Ua6
z2KhQdAypwBz@?}bULympexImqy3zuEeplY2xf0>~_^DyD$HLEd7k23S-OmS35t)>i
z-@bLPAKBLSf`EsoMq<=jgj0O|(Myi$P>jdylZ1>Qf3DNuO}eLY+f8dKBy4B^fMe9|
z>l^#6x??Upehlhaj{I5M<7x%DNNdm?OdEV!p?N@Sl=rTK-6GYMe9sc`vL~KjX_Bx1
zyh>dfC8RJ~lCwDAcHVp$9zR($#4sv<zs_P3_9%{tLmX~_)9M1PXsPC${2preg*gLh
zI+Rm#p$U;`r7U!@$-=BCQ_xCAf15K|%FQE<I!E`1Xm0)l`DB3kP|KxpRlpYvIaH}g
z{b;>!8wF2Z%n*Kh;sreXn_(+h|GGN7=lE>`67n21okb1AqmzyIZ0x{dV0cfuau%Ul
zUWGcX-{g-UE#R+LWLDWIM{wV6Q{-kS=S0Ow`?6>8+_EgA9T7^}fz7d0{Y1L7SS0x)
zOYVJgX>03!Ff3HZz@Wv^o69HpNd2cM;w*hCevaX7dhJEFwoUV;dX4d}Zr^!Vm)D-P
z%d{0IReFG{BxO&ttlj^_S1>Vbq5pZ-{3{Mytz#l7<eOnGvCW7K)3ip`BRKvC%2wQF
zZJ3TGTcws3b4!f08dylpT5q88r9FqeV_9^yuh5O0GJ*yf_X@wPj~EPM%M_1-RP3hu
z>qfbp6WVZBi@WRB#+56VzdkRD$4~QFx?Zt9;yromd;8C~5uZwv3j(T6$n2OP@<5#%
zIHb7@lz9xNVPe&D$f4x944=^fWGnb=KEyZi1cO$e*eUrex&-U%Ighe^es1b#5w?6W
zyp~BumaeFwk%g}|jbu{1iAqc`@<@Ea>-9REr<OHZVks2HHrJNL-o3q~Izp5>{<E4!
zltneGv)E14Cn_-hp1#bs<5?k|tO-5Vh4#B@QK`^4z-nA&gi$azCZ?@UM?bCkx}Sa(
zCQ}`WOEb5A4z{e!S1rWb7FIM32O)OP8!3uD*_pMP%zIuK>v(^ANd8&0<l5u!KaY?1
W5>w$%)wLf3{#^&F$`#6(Jp5nGLc!qx

literal 0
HcmV?d00001

-- 
GitLab