From 18aae2aa938d31f42997018e58d25beccd8abff6 Mon Sep 17 00:00:00 2001 From: jverzani Date: Thu, 31 Oct 2024 14:22:21 -0400 Subject: [PATCH 1/3] align fix; theorem style; condition number --- quarto/.gitignore | 1 + quarto/ODEs/differential_equations.qmd | 9 +- quarto/ODEs/euler.qmd | 3 +- quarto/ODEs/odes.qmd | 9 +- quarto/_make_pdf.jl | 4 +- quarto/_quarto.yml | 2 +- quarto/alternatives/SciML.qmd | 3 +- quarto/derivatives/condition.qmd | 46 ++-- quarto/derivatives/derivatives.qmd | 56 +++-- quarto/derivatives/figures/galileo-ramp.png | Bin 0 -> 56540 bytes .../derivatives/first_second_derivatives.qmd | 45 ++-- quarto/derivatives/lhospitals_rule.qmd | 28 ++- quarto/derivatives/linearization.qmd | 12 +- quarto/derivatives/mean_value_theorem.qmd | 36 ++- quarto/derivatives/more_zeros.qmd | 130 +++++++--- quarto/derivatives/newtons_method.qmd | 46 +++- quarto/derivatives/optimization.qmd | 23 +- .../derivatives/taylor_series_polynomials.qmd | 23 +- .../polar_coordinates.qmd | 28 ++- .../scalar_functions.qmd | 53 ++-- .../scalar_functions_applications.qmd | 90 ++++--- .../vector_fields.qmd | 25 +- .../vector_valued_functions.qmd | 88 ++++--- .../vectors.qmd | 3 +- .../div_grad_curl.qmd | 106 ++++---- .../double_triple_integrals.qmd | 37 +-- .../line_integrals.qmd | 49 ++-- quarto/integral_vector_calculus/review.qmd | 12 +- .../stokes_theorem.qmd | 72 +++--- quarto/integrals/arc_length.qmd | 55 +++-- quarto/integrals/area.qmd | 50 ++-- quarto/integrals/center_of_mass.qmd | 18 +- quarto/integrals/ftc.qmd | 26 +- quarto/integrals/integration_by_parts.qmd | 30 ++- quarto/integrals/mean_value_theorem.qmd | 13 +- quarto/integrals/partial_fractions.qmd | 24 +- quarto/integrals/substitution.qmd | 30 ++- quarto/integrals/surface_area.qmd | 40 +-- quarto/limits/continuity.qmd | 22 +- quarto/limits/figures/buzz-infinity.jpg | Bin 0 -> 34032 bytes quarto/limits/figures/ivt.jpg | Bin 0 -> 30989 bytes quarto/limits/figures/korean-mobius.jpg | Bin 0 -> 1535242 bytes quarto/limits/intermediate_value_theorem.qmd | 45 ++-- quarto/limits/limits.qmd | 18 +- quarto/limits/limits_extensions.qmd | 19 +- quarto/precalc/calculator.qmd | 42 +++- quarto/precalc/exp_log_functions.qmd | 47 ++-- quarto/precalc/functions.qmd | 61 +++-- quarto/precalc/inversefunctions.qmd | 28 ++- quarto/precalc/julia_overview.qmd | 79 ++++-- quarto/precalc/numbers_types.qmd | 28 ++- quarto/precalc/plotting.qmd | 40 ++- quarto/precalc/polynomial.qmd | 40 +-- quarto/precalc/polynomial_roots.qmd | 40 +-- quarto/precalc/polynomials_package.qmd | 40 +-- quarto/precalc/ranges.qmd | 74 +++++- quarto/precalc/rational_functions.qmd | 44 ++-- quarto/precalc/transformations.qmd | 111 ++++++--- quarto/precalc/trig_functions.qmd | 230 ++++++++++++++---- quarto/precalc/variables.qmd | 45 ++-- quarto/precalc/vectors.qmd | 146 +++++++++-- 61 files changed, 1705 insertions(+), 819 deletions(-) create mode 100644 quarto/derivatives/figures/galileo-ramp.png create mode 100644 quarto/limits/figures/buzz-infinity.jpg create mode 100644 quarto/limits/figures/ivt.jpg create mode 100644 quarto/limits/figures/korean-mobius.jpg diff --git a/quarto/.gitignore b/quarto/.gitignore index 097cf22..e5b5ac0 100644 --- a/quarto/.gitignore +++ b/quarto/.gitignore @@ -3,4 +3,5 @@ /_freeze/ /*/*_files/ /*/*.ipynb/ +/*/references.bib weave_support.jl \ No newline at end of file diff --git a/quarto/ODEs/differential_equations.qmd b/quarto/ODEs/differential_equations.qmd index 992dbb9..082e324 100644 --- a/quarto/ODEs/differential_equations.qmd +++ b/quarto/ODEs/differential_equations.qmd @@ -71,12 +71,13 @@ $$ The author's apply this model to flu statistics from Hong Kong where: - +$$ \begin{align*} S(0) &= 7,900,000\\ I(0) &= 10\\ R(0) &= 0\\ \end{align*} +$$ In `Julia` we define these, `N` to model the total population, and `u0` to be the proportions. @@ -130,12 +131,13 @@ The plot shows steady decay, as there is no mixing of infected with others. Adding in the interaction requires a bit more work. We now have what is known as a *system* of equations: - +$$ \begin{align*} \frac{ds}{dt} &= -b \cdot s(t) \cdot i(t)\\ \frac{di}{dt} &= b \cdot s(t) \cdot i(t) - k \cdot i(t)\\ \frac{dr}{dt} &= k \cdot i(t)\\ \end{align*} +$$ Systems of equations can be solved in a similar manner as a single ordinary differential equation, though adjustments are made to accommodate the multiple functions. @@ -277,11 +279,12 @@ We now solve numerically the problem of a trajectory with a drag force from air The general model is: - +$$ \begin{align*} x''(t) &= - W(t,x(t), x'(t), y(t), y'(t)) \cdot x'(t)\\ y''(t) &= -g - W(t,x(t), x'(t), y(t), y'(t)) \cdot y'(t)\\ \end{align*} +$$ with initial conditions: $x(0) = y(0) = 0$ and $x'(0) = v_0 \cos(\theta), y'(0) = v_0 \sin(\theta)$. diff --git a/quarto/ODEs/euler.qmd b/quarto/ODEs/euler.qmd index 92dc4a7..ceff1cb 100644 --- a/quarto/ODEs/euler.qmd +++ b/quarto/ODEs/euler.qmd @@ -602,12 +602,13 @@ $$ We can try the Euler method here. A simple approach might be this iteration scheme: - +$$ \begin{align*} x_{n+1} &= x_n + h,\\ u_{n+1} &= u_n + h v_n,\\ v_{n+1} &= v_n - h \cdot g/l \cdot \sin(u_n). \end{align*} +$$ Here we need *two* initial conditions: one for the initial value $u(t_0)$ and the initial value of $u'(t_0)$. We have seen if we start at an angle $a$ and release the bob from rest, so $u'(0)=0$ we get a sinusoidal answer to the linearized model. What happens here? We let $a=1$, $l=5$ and $g=9.8$: diff --git a/quarto/ODEs/odes.qmd b/quarto/ODEs/odes.qmd index 03cbe85..55e8722 100644 --- a/quarto/ODEs/odes.qmd +++ b/quarto/ODEs/odes.qmd @@ -86,12 +86,13 @@ $$ Again, we can integrate to get an answer for any value $t$: - +$$ \begin{align*} x(t) - x(t_0) &= \int_{t_0}^t \frac{dx}{dt} dt \\ &= (v_0t + \frac{1}{2}a t^2 - at_0 t) |_{t_0}^t \\ &= (v_0 - at_0)(t - t_0) + \frac{1}{2} a (t^2 - t_0^2). \end{align*} +$$ There are three constants: the initial value for the independent variable, $t_0$, and the two initial values for the velocity and position, $v_0, x_0$. Assuming $t_0 = 0$, we can simplify the above to get a formula familiar from introductory physics: @@ -336,11 +337,12 @@ Differential equations are classified according to their type. Different types h The first-order initial value equations we have seen can be described generally by - +$$ \begin{align*} y'(x) &= F(y,x),\\ y(x_0) &= x_0. \end{align*} +$$ Special cases include: @@ -667,12 +669,13 @@ Though `y` is messy, it can be seen that the answer is a quadratic polynomial in In a resistive medium, there are drag forces at play. If this force is proportional to the velocity, say, with proportion $\gamma$, then the equations become: - +$$ \begin{align*} x''(t) &= -\gamma x'(t), & \quad y''(t) &= -\gamma y'(t) -g, \\ x(0) &= x_0, &\quad y(0) &= y_0,\\ x'(0) &= v_0\cos(\alpha),&\quad y'(0) &= v_0 \sin(\alpha). \end{align*} +$$ We now attempt to solve these. diff --git a/quarto/_make_pdf.jl b/quarto/_make_pdf.jl index f0defcc..6dfc3e3 100644 --- a/quarto/_make_pdf.jl +++ b/quarto/_make_pdf.jl @@ -17,11 +17,13 @@ execute: format: typst: toc: false - section-numbering: "1." + section-numbering: "1.1.1" + number-depth: 3 keep-typ: false include-before-body: - text: | #set figure(placement: auto) +bibliography: references.bib --- """ diff --git a/quarto/_quarto.yml b/quarto/_quarto.yml index d44c3cd..357c5a2 100644 --- a/quarto/_quarto.yml +++ b/quarto/_quarto.yml @@ -1,4 +1,4 @@ -version: "0.21" +version: "0.22" engine: julia project: diff --git a/quarto/alternatives/SciML.qmd b/quarto/alternatives/SciML.qmd index 124299a..8092595 100644 --- a/quarto/alternatives/SciML.qmd +++ b/quarto/alternatives/SciML.qmd @@ -573,13 +573,14 @@ As well, suppose we wanted to parameterize our function and then differentiate. Consider $d/dp \int_0^\pi \sin(px) dx$. We can do this integral directly to get - +$$ \begin{align*} \frac{d}{dp} \int_0^\pi \sin(px)dx &= \frac{d}{dp}\left( \frac{-1}{p} \cos(px)\Big\rvert_0^\pi\right)\\ &= \frac{d}{dp}\left( -\frac{\cos(p\cdot\pi)-1}{p}\right)\\ &= \frac{\cos(p\cdot \pi) - 1}{p^2} + \frac{\pi\cdot\sin(p\cdot\pi)}{p} \end{align*} +$$ Using `Integrals` with `QuadGK` we have: diff --git a/quarto/derivatives/condition.qmd b/quarto/derivatives/condition.qmd index 98c94ae..b7ff1b8 100644 --- a/quarto/derivatives/condition.qmd +++ b/quarto/derivatives/condition.qmd @@ -2,73 +2,74 @@ In Part III of @doi:10.1137/1.9781611977165 we find language of numerical analysis useful to formally describe the zero-finding problem. Key concepts are errors, conditioning, and stability. -Abstractly a *problem* is a mapping, or function, from a domain $X$ of data to a range $Y$ of solutions. Both $X$ and $Y$ have a sense of distance given by a *norm*. A norm is a generalization of the absolute value. +Abstractly a *problem* is a mapping, $F$, from a domain $X$ of data to a range $Y$ of solutions. Both $X$ and $Y$ have a sense of distance given by a *norm*. A norm is a generalization of the absolute value and gives quantitative meaning to terms like small and large. -> A *well-conditioned* problem is one with the property that all small perturbations of $x$ lead to only small changes in $f(x)$. +> A *well-conditioned* problem is one with the property that all small perturbations of $x$ lead to only small changes in $F(x)$. -This sense of "small" is quantified through a *condition number*. +This sense of "small" is measured through a *condition number*. -If we let $\delta_x$ be a small perturbation of $x$ then $\delta_f = f(x + \delta_x) - f(x)$. +If we let $\delta_x$ be a small perturbation of $x$ then $\delta_F = F(x + \delta_x) - F(x)$. -The *forward error* is $\lVert\delta_f\rVert = \lVert f(x+\delta_x) - f(x)\rVert$, the *relative forward error* is $\lVert\delta_f\rVert/\lVert f\rVert = \lVert f(x+\delta_x) - f(x)\rVert/ \lVert f(x)\rVert$. +The *forward error* is $\lVert\delta_F\rVert = \lVert F(x+\delta_x) - F(x)\rVert$, the *relative forward error* is $\lVert\delta_F\rVert/\lVert F\rVert = \lVert F(x+\delta_x) - F(x)\rVert/ \lVert F(x)\rVert$. The *backward error* is $\lVert\delta_x\rVert$, the *relative backward error* is $\lVert\delta_x\rVert / \lVert x\rVert$. - The *absolute condition number* $\hat{\kappa}$ is worst case of this ratio $\lVert\delta_f\rVert/ \lVert\delta_x\rVert$ as the perturbation size shrinks to $0$. -The relative condition number $\kappa$ divides $\lVert\delta_f\rVert$ by $\lVert f(x)\rVert$ and $\lVert\delta_x\rVert$ by $\lVert x\rVert$ before taking the ratio. + The *absolute condition number* $\hat{\kappa}$ is worst case of this ratio $\lVert\delta_F\rVert/ \lVert\delta_x\rVert$ as the perturbation size shrinks to $0$. +The relative condition number $\kappa$ divides $\lVert\delta_F\rVert$ by $\lVert F(x)\rVert$ and $\lVert\delta_x\rVert$ by $\lVert x\rVert$ before taking the ratio. -A *problem* is a mathematical concept, an *algorithm* the computational version. Algorithms may differ for many reasons, such as floating point errors, tolerances, etc. We use notation $\tilde{f}$ to indicate the algorithm. +A *problem* is a mathematical concept, an *algorithm* the computational version. Algorithms may differ for many reasons, such as floating point errors, tolerances, etc. We use notation $\tilde{F}$ to indicate the algorithm. -The absolute error in the algorithm is $\lVert\tilde{f}(x) - f(x)\rVert$, the relative error divides by $\lVert f(x)\rVert$. A good algorithm would have smaller relative errors. +The absolute error in the algorithm is $\lVert\tilde{F}(x) - F(x)\rVert$, the relative error divides by $\lVert F(x)\rVert$. A good algorithm would have smaller relative errors. An algorithm is called *stable* if $$ -\frac{\lVert\tilde{f}(x) - f(\tilde{x})\rVert}{\lVert f(\tilde{x})\rVert} +\frac{\lVert\tilde{F}(x) - F(\tilde{x})\rVert}{\lVert F(\tilde{x})\rVert} $$ is *small* for *some* $\tilde{x}$ relatively near $x$, $\lVert\tilde{x}-x\rVert/\lVert x\rVert$. -> "A *stable* algorithm gives nearly the right answer to nearly the right question." +> A *stable* algorithm gives nearly the right answer to nearly the right question. -(The answer it gives is $\tilde{f}(x)$, the nearly right question is $f(\tilde{x})$.) +(The answer it gives is $\tilde{F}(x)$, the nearly right question: what is $F(\tilde{x})$?) -A related concept is an algorithm $\tilde{f}$ for a problem $f$ is *backward stable* if for each $x \in X$, +A related concept is an algorithm $\tilde{F}$ for a problem $F$ is *backward stable* if for each $x \in X$, $$ -\tilde{f}(x) = f(\tilde{x}) +\tilde{F}(x) = F(\tilde{x}) $$ - for some $\tilde{x}$ with $\lVert\tilde{x} - x\rVert/\lVert x\rVert$ is small. +for some $\tilde{x}$ with $\lVert\tilde{x} - x\rVert/\lVert x\rVert$ is small. > "A backward stable algorithm gives exactly the right answer to nearly the right question." -The concepts are related by Trefethen and Bao's Theorem 15.1 which says for a backward stable algorithm the relative error $\lVert\tilde{f}(x) - f(x)\rVert/\lVert f(x)\rVert$ is small in a manner proportional to the relative condition number. +The concepts are related by Trefethen and Bao's Theorem 15.1 which says for a backward stable algorithm the relative error $\lVert\tilde{F}(x) - F(x)\rVert/\lVert F(x)\rVert$ is small in a manner proportional to the relative condition number. Applying this to the zero-finding we follow @doi:10.1137/1.9781611975086. -To be specific, the problem is finding a zero of $f$ starting at an initial point $x_0$. The data is $(f, x_0)$, the solution is $r$ a zero of $f$. +To be specific, the problem, $F$, is finding a zero of a function $f$ starting at an initial point $x_0$. The data is $(f, x_0)$, the solution is $r$ a zero of $f$. Take the algorithm as Newton's method. Any implementation must incorporate tolerances, so this is a computational approximation to the problem. The data is the same, but technically we use $\tilde{f}$ for the function, as any computation is dependent on machine implementations. The output is $\tilde{r}$ an *approximate* zero. -Suppose for sake of argument that $\tilde{f}(x) = f(x) + \epsilon$ and $r$ is a root of $f$ and $\tilde{r}$ is a root of $\tilde{f}$. Then by linearization: +Suppose for sake of argument that $\tilde{f}(x) = f(x) + \epsilon$, $f$ has a continuous derivative, and $r$ is a root of $f$ and $\tilde{r}$ is a root of $\tilde{f}$. Then by linearization: +$$ \begin{align*} 0 &= \tilde{f}(\tilde r) \\ &= f(r + \delta) + \epsilon\\ &\approx f(r) + f'(r)\delta + \epsilon\\ &= 0 + f'(r)\delta + \epsilon \end{align*} - -Rearranging gives $\lVert\delta/\epsilon\rVert \approx 1/\lVert f'(r)\rVert$ leading to: +$$ +Rearranging gives $\lVert\delta/\epsilon\rVert \approx 1/\lVert f'(r)\rVert$. But the $|\delta|/|\epsilon|$ ratio is related to the the condition number: > The absolute condition number is $\hat{\kappa}_r = |f'(r)|^{-1}$. -The error formula in Newton's method includes the derivative in the denominator, so we see large condition numbers are tied into larger errors. +The error formula in Newton's method measuring the distance between the actual root and an approximation includes the derivative in the denominator, so we see large condition numbers are tied into possibly larger errors. Now consider $g(x) = f(x) - f(\tilde{r})$. Call $f(\tilde{r})$ the residual. We have $g$ is near $f$ if the residual is small. The algorithm will solve $(g, x_0)$ with $\tilde{r}$, so with a small residual an exact solution to an approximate question will be found. Driscoll and Braun state @@ -83,4 +84,5 @@ Practically these two observations lead to For the first observation, the example of Wilkinson's polynomial is often used where $f(x) = (x-1)\cdot(x-2)\cdot \cdots\cdot(x-20)$. When expanded this function has exactness issues of typical floating point values, the condition number is large and some of the roots found are quite different from the mathematical values. -The second observation helps explain why a problem like finding the zero of $f(x) = x \cdot \exp(x)$ using Newton's method starting at $2$ might return a value like $5.89\dots$. The residual is checked to be zero in a *relative* manner which would basically use a tolerance of `atol + abs(xn)*rtol`. Functions with asymptotes of $0$ will eventually be smaller than this value. + +The second observation follows from $f(x_n)$ monitoring the backward error and the product of the condition number and the backward error monitoring the forward error. This product is on the order of $|f(x_n)/f'(x_n)|$ or $|x_{n+1} - x_n|$. diff --git a/quarto/derivatives/derivatives.qmd b/quarto/derivatives/derivatives.qmd index d60fbc1..1ae1647 100644 --- a/quarto/derivatives/derivatives.qmd +++ b/quarto/derivatives/derivatives.qmd @@ -22,6 +22,8 @@ nothing --- +![Device to measure units of distance by units of time](figures/galileo-ramp.png){width=60%} + Before defining the derivative of a function, let's begin with two motivating examples. @@ -520,13 +522,14 @@ This holds two rules: the derivative of a constant times a function is the const This example shows a useful template: - +$$ \begin{align*} [2x^2 - \frac{x}{3} + 3e^x]' & = 2[\square]' - \frac{[\square]'}{3} + 3[\square]'\\ &= 2[x^2]' - \frac{[x]'}{3} + 3[e^x]'\\ &= 2(2x) - \frac{1}{3} + 3e^x\\ &= 4x - \frac{1}{3} + 3e^x \end{align*} +$$ ### Product rule @@ -548,12 +551,13 @@ The output uses the Leibniz notation to represent that the derivative of $u(x) \ This example shows a useful template for the product rule: - +$$ \begin{align*} [(x^2+1)\cdot e^x]' &= [\square]' \cdot (\square) + (\square) \cdot [\square]'\\ &= [x^2 + 1]' \cdot (e^x) + (x^2+1) \cdot [e^x]'\\ &= (2x)\cdot e^x + (x^2+1)\cdot e^x \end{align*} +$$ ### Quotient rule @@ -572,12 +576,13 @@ limit((f(x+h) - f(x))/h, h => 0) This example shows a useful template for the quotient rule: - +$$ \begin{align*} [\frac{x^2+1}{e^x}]' &= \frac{[\square]' \cdot (\square) - (\square) \cdot [\square]'}{(\square)^2}\\ &= \frac{[x^2 + 1]' \cdot (e^x) - (x^2+1) \cdot [e^x]'}{(e^x)^2}\\ &= \frac{(2x)\cdot e^x - (x^2+1)\cdot e^x}{e^{2x}} \end{align*} +$$ ##### Examples @@ -672,19 +677,21 @@ There are $n$ terms, each where one of the $f_i$s have a derivative. Were we to With this, we can proceed. Each term $x-i$ has derivative $1$, so the answer to $f'(x)$, with $f$ as above, is - +$$ \begin{align*} f'(x) &= f(x)/(x-1) + f(x)/(x-2) + f(x)/(x-3)\\ &+ f(x)/(x-4) + f(x)/(x-5), \end{align*} +$$ That is - +$$ \begin{align*} f'(x) &= (x-2)(x-3)(x-4)(x-5) + (x-1)(x-3)(x-4)(x-5)\\ &+ (x-1)(x-2)(x-4)(x-5) + (x-1)(x-2)(x-3)(x-5) \\ &+ (x-1)(x-2)(x-3)(x-4). \end{align*} +$$ --- @@ -749,17 +756,18 @@ Combined, we would end up with: To see that this works in our specific case, we assume the general power rule that $[x^n]' = n x^{n-1}$ to get: - +$$ \begin{align*} f(x) &= x^2 & g(x) &= \sqrt{x}\\ f'(\square) &= 2(\square) & g'(x) &= \frac{1}{2}x^{-1/2} \end{align*} +$$ We use $\square$ for the argument of `f'` to emphasize that $g(x)$ is the needed value, not just $x$: - +$$ \begin{align*} [(\sqrt{x})^2]' &= [f(g(x)]'\\ &= f'(g(x)) \cdot g'(x) \\ @@ -767,6 +775,7 @@ We use $\square$ for the argument of `f'` to emphasize that $g(x)$ is the needed &= \frac{2\sqrt{x}}{2\sqrt{x}}\\ &=1 \end{align*} +$$ This is the same as the derivative of $x$ found by first evaluating the composition. For this problem, the chain rule is not necessary, but typically it is a needed rule to fully differentiate a function. @@ -778,11 +787,12 @@ This is the same as the derivative of $x$ found by first evaluating the composit Find the derivative of $f(x) = \sqrt{1 - x^2}$. We identify the composition of $\sqrt{x}$ and $(1-x^2)$. We set the functions and their derivatives into a pattern to emphasize the pieces in the chain-rule formula: - +$$ \begin{align*} f(x) &=\sqrt{x} = x^{1/2} & g(x) &= 1 - x^2 \\ f'(\square) &=(1/2)(\square)^{-1/2} & g'(x) &= -2x \end{align*} +$$ Then: @@ -823,11 +833,12 @@ This is a useful rule to remember for expressions involving exponentials. Find the derivative of $\sin(x)\cos(2x)$ at $x=\pi$. - +$$ \begin{align*} [\sin(x)\cos(2x)]'\big|_{x=\pi} &=(\cos(x)\cos(2x) + \sin(x)(-\sin(2x)\cdot 2))\big|_{x=\pi} \\ & =((-1)(1) + (0)(-0)(2)) = -1. \end{align*} +$$ ##### Proof of the Chain Rule @@ -844,23 +855,25 @@ g(a+h) = g(a) + g'(a)h + \epsilon_g(h) h = g(a) + h', $$ Where $h' = (g'(a) + \epsilon_g(h))h \rightarrow 0$ as $h \rightarrow 0$ will be used to simplify the following: - +$$ \begin{align*} f(g(a+h)) - f(g(a)) &= f(g(a) + g'(a)h + \epsilon_g(h)h) - f(g(a)) \\ &= f(g(a)) + f'(g(a)) (g'(a)h + \epsilon_g(h)h) + \epsilon_f(h')(h') - f(g(a))\\ &= f'(g(a)) g'(a)h + f'(g(a))(\epsilon_g(h)h) + \epsilon_f(h')(h'). \end{align*} +$$ Rearranging: - +$$ \begin{align*} f(g(a+h)) &- f(g(a)) - f'(g(a)) g'(a) h\\ &= f'(g(a))\epsilon_g(h)h + \epsilon_f(h')(h')\\ &=(f'(g(a)) \epsilon_g(h) + \epsilon_f(h') (g'(a) + \epsilon_g(h)))h \\ &=\epsilon(h)h, \end{align*} +$$ where $\epsilon(h)$ combines the above terms which go to zero as $h\rightarrow 0$ into one. This is the alternative definition of the derivative, showing $(f\circ g)'(a) = f'(g(a)) g'(a)$ when $g$ is differentiable at $a$ and $f$ is differentiable at $g(a)$. @@ -871,17 +884,18 @@ where $\epsilon(h)$ combines the above terms which go to zero as $h\rightarrow 0 The chain rule name could also be simply the "composition rule," as that is the operation the rule works for. However, in practice, there are usually *multiple* compositions, and the "chain" rule is used to chain together the different pieces. To get a sense, consider a triple composition $u(v(w(x)))$. This will have derivative: - +$$ \begin{align*} [u(v(w(x)))]' &= u'(v(w(x))) \cdot [v(w(x))]' \\ &= u'(v(w(x))) \cdot v'(w(x)) \cdot w'(x) \end{align*} +$$ The answer can be viewed as a repeated peeling off of the outer function, a view with immediate application to many compositions. To see that in action with an expression, consider this derivative problem, shown in steps: - +$$ \begin{align*} [\sin(e^{\cos(x^2-x)})]' &= \cos(e^{\cos(x^2-x)}) \cdot [e^{\cos(x^2-x)}]'\\ @@ -889,6 +903,7 @@ The answer can be viewed as a repeated peeling off of the outer function, a view &= \cos(e^{\cos(x^2-x)}) \cdot e^{\cos(x^2-x)} \cdot (-\sin(x^2-x)) \cdot [x^2-x]'\\ &= \cos(e^{\cos(x^2-x)}) \cdot e^{\cos(x^2-x)} \cdot (-\sin(x^2-x)) \cdot (2x-1)\\ \end{align*} +$$ ##### More examples of differentiation @@ -1004,7 +1019,7 @@ Find the derivative of $f(x) = x \cdot e^{-x^2}$. Using the product rule and then the chain rule, we have: - +$$ \begin{align*} f'(x) &= [x \cdot e^{-x^2}]'\\ &= [x]' \cdot e^{-x^2} + x \cdot [e^{-x^2}]'\\ @@ -1012,6 +1027,7 @@ f'(x) &= [x \cdot e^{-x^2}]'\\ &= e^{-x^2} + x \cdot e^{-x^2} \cdot (-2x)\\ &= e^{-x^2} (1 - 2x^2). \end{align*} +$$ --- @@ -1022,7 +1038,7 @@ Find the derivative of $f(x) = e^{-ax} \cdot \sin(x)$. Using the product rule and then the chain rule, we have: - +$$ \begin{align*} f'(x) &= [e^{-ax} \cdot \sin(x)]'\\ &= [e^{-ax}]' \cdot \sin(x) + e^{-ax} \cdot [\sin(x)]'\\ @@ -1030,6 +1046,7 @@ f'(x) &= [e^{-ax} \cdot \sin(x)]'\\ &= e^{-ax} \cdot (-a) \cdot \sin(x) + e^{-ax} \cos(x)\\ &= e^{-ax}(\cos(x) - a\sin(x)). \end{align*} +$$ --- @@ -1164,13 +1181,14 @@ Find the first $3$ derivatives of $f(x) = ax^3 + bx^2 + cx + d$. Differentiating a polynomial is done with the sum rule, here we repeat three times: - +$$ \begin{align*} f(x) &= ax^3 + bx^2 + cx + d\\ f'(x) &= 3ax^2 + 2bx + c \\ f''(x) &= 3\cdot 2 a x + 2b \\ f'''(x) &= 6a \end{align*} +$$ We can see, the fourth derivative – and all higher order ones – would be identically $0$. This is part of a general phenomenon: an $n$th degree polynomial has only $n$ non-zero derivatives. @@ -1181,7 +1199,7 @@ We can see, the fourth derivative – and all higher order ones – would be ide Find the first $5$ derivatives of $\sin(x)$. - +$$ \begin{align*} f(x) &= \sin(x) \\ f'(x) &= \cos(x) \\ @@ -1190,6 +1208,7 @@ f'''(x) &= -\cos(x) \\ f^{(4)} &= \sin(x) \\ f^{(5)} &= \cos(x) \end{align*} +$$ We see the derivatives repeat themselves. (We also see alternative notation for higher order derivatives.) @@ -1616,13 +1635,14 @@ The right graph is of $g(x) = \exp(x)$ at $x=1$, the left graph of $f(x) = \sin( Assuming the approximation gets better for $h$ close to $0$, as it visually does, the derivative at $1$ for $f(g(x))$ should be given by this limit: - +$$ \begin{align*} \frac{d(f\circ g)}{dx}\mid_{x=1} &= \lim_{h\rightarrow 0} \frac{f(g(1) + g'(1)h)-f(g(1))}{h}\\ &= \lim_{h\rightarrow 0} \frac{f(g(1) + g'(1)h)-f(g(1))}{g'(1)h} \cdot g'(1)\\ &= \lim_{h\rightarrow 0} (f\circ g)'(g(1)) \cdot g'(1). \end{align*} +$$ What limit law, described below assuming all limits exist. allows the last equals sign? diff --git a/quarto/derivatives/figures/galileo-ramp.png b/quarto/derivatives/figures/galileo-ramp.png new file mode 100644 index 0000000000000000000000000000000000000000..d32f4f059fb49dfb1a70bbc0ee6fcaa490e43378 GIT binary patch literal 56540 zcmXtebzGFq_ckmo-CatT3oIawpdhex2@)%@beD7~N=V1jy);NmN=Pg$xikV&OQW=a zz>ClK_x>}x_x+hUbIx_Hb7tn;6Q!-GLi~u~5e5bZvFfWAx)>N(FboXLJAAB%H)9++ zYY#vA+F<>cXf#?=?&&)<0UkPPO@1~LEm=ncnfv>D7ikU)5Qm@nb6FNzsF}Kz(o<;x zPAeWdLR{Ps83tcxlUTdwaeCavt}+RczNML;k^@YRPfosmDIXshTt1xl!@yv}P<`=S z|J~w2&S#gUuM{8pwTsE4IbwCvzx}$;l~z(~MjhhR(9ZbO$vXUeCYh)Y`{M?URB~ty zl1;0{(=XEwiHau0V>2!XFIn&V_~@KA!uXAPIjd>KjE+m^ ze{bf(Gn%>v#W!A;2&SfZ-1tk$1(s>w+XGek-Bkzblk3gtA9FQ4{qws(@%976-Ph;$i&{~!P6Hxh{j#~RRvzae%A!}3{^P$oEI}$VHyfS-dlDPDKP>I? z0m!`Ib|Hw=(_=?2*AK`ru9CA)wia4dpTYahXE;h&)O$9N=F}bzTft;l@+Gve)t<9V z)8em3p;1NPO=DaT<-aa3A<%w&scmMg3{Ok0&k3r~m|TRDNcq(kxai_!4RGHdUhseb z12DZxoW!QuYWz%b{RK+zaZ|reUbV%zhV|S`ZL+P(Xp+bbTIR#rzKs&X&sKqpVN_S&}TtljO`;G*CkeQT?Vk>Eso!XObr- z*FUcqSGMWx8~4*uZ^O7^{V3&35qOy*<-2nlB`L+KPh+eMaT|nK@ogSvMf>dK23XWj znpCc(k}i2Q;Dbao_#ECyqQJMar`0PJl|iaQ!VmohglU7utHq*qRJQEfw%jzV1h&$~ zl=IhTxHSB$%YI}n&dZ_x55A>abBfd1ETc$b6r=E{PC--8R~_sm&P+flh^834XlpNJ zS55UFdw$dm2g|2g(97>$Cer#UH$Z8^kZu|(#f{C1%XDidd)VTFFLH*TEA+{A7)%yrukk`g>Z{NPo8F<1`)tQY>;7Pe*V zXeDz^{2gSIgIDBG;=tl^yqE&yyU~?8{)%)a^n1 zoaKhDQ=pg!t%0@Js7J72Cd@-O@UJGH_R}?xM*T3gZpc?Vs=?MQz(XXP`v#HNsN)0R zOu?^9U(}ngs!$KbZ9!UJ8GMT6BRXiV)^UubnqD>Qqyn2n&_AmnA2T7a?W6_T2BkHO zCF#{wKDP8g1e8d;dGw!NM?OtiqfChh3aB`{Sw;dIdF2nY&n{alMxWI__IpyPIh(Xp z{a;X4y7-Rh;D`+|S*SFGh5Bha9I-ArP*W$Zex^9|k537xrh8U~ahka_V>4zw#^IS3 z5_>M1lH-}#z9bN`Wt~!m*C66o*u?8s{(t?JPcEXj-W>y=U&cs*BV&+7wp;l=Jw&VG zbJvu`7<4HM{mqC-C zF{mMT#6Sc6J!%bJOh4oEte1bnfb-yA5X;Bn5Ms|&YBml(#Aw* zIcS)a|B}(uRh3WHkoQFTebLfQd?#Mr&dw@gZJk93U zwrIAPib{K)#R@*`x@=5t_8udl}|K^Ib z8W3&$O9EaXF&QHA5}5MZzGz4>Q8yPaNmZ*}Iy#=Gz3#CodK|J2Ha*o4r=6nz4>_H` z_Qy8MbCMan3nfw8nr5d6B}%Zw#r|V)jX2xXzdlbdYMfnajkMC9A9gw|Ho9AUd;7ZJ zuBE%<&-Gz;mpW`^w^!XRUs!&aSO>0)tV zO#j44ZTzwG0iEH45AKclW&MxGIzy~!?d}0wdJf~xwm4()R>a=>;qbSh2Xpr(2|$Uy zNv~(!R~aAHQQ*B0Oyya?i-y59;?Dw}F8F8e@8F`(MMlZTO@3t{b@F7vo~Dwu=lK2f zb4?Fs0gw{YRJP)NLPCD}p}m#%nVwj(+g+m!2?WC=D5i1a-v^n7@ehfmsS6|)=t<9C zFaMBkL$Bg8H)#7(=DLeN^a%~}N7=B<82hq_WB1c6FpdrmG}!aWW}OX;o=9~&Q6gjC zKCI-cIHx;(dLIqqDh{gdv(-VJ$(++F-WT7KqhvHtl=P2Te=Uxyj&kB%b;Yt?U<^JO zvZ}Krni3Q)$@Nk>s)x{jmFa z80DaG%$X`$FB7v*`C;+lhx64rV_RH4@{CI=GU~Om{x{}RHRYQGP&dMhw*R1xudm9BLW_o{ zmLorgRj3#xa3}5Un-Ylk{J6LNWs=3%lF0U)A^`_Lh4l*i)!+MjKNud*VgT>{$W~3< z#=$_G@`6F?^vvnb?(+ikRlMBnP>TSY(Pyy{?2xzufM;@xL7~UtK5EC%gfGCbrr~v3 z((9mH55pgrLW28?Z}7@!vM1-2ii`+HtGJ{!?6Fkxh5IZFr2JSpuR|zq@k0GvE+O|b z$Lr~S5+P?2CDIgdC7YYcoNBtD3*7gI(sasM38@vJz2s$=tz7j5-wVlvhY0~l(op*8 zC?rQ#_>&8yS zeC1C&4Ejwiyp-KnZf+c{UknO$8eGC&SKr1V)iU!Zmr!lEsnzG@n>WBS6i@*5_`iXu zoiy~N_Im<~KM56@m!hfXf$KD=1=gVh_lgCjk_Mk~gtSqMAV0?Jq=ipMxZ^A6GPHfgZk4d)$IPoe9fL+Lzc-wG z-GAv|Hip%?UZy6^yj;ItvBvI_#tY5QgVw4itssh7;$8J-dvo~qU&ORsp!-29F&)+a zrXvA&9B%ET_n?|&CcN0-5ii?^>sB!DC>XvQY`zFnDUD>vGcNsZ2NthA|kSrB+5lk-q4ePm-N*X4^D z$6HE-WSL2`i5~gvJh}F6^G`?>G~Vrn zXSLU|gvr(LsvzIkc2|JR791=*U3~7N@ugIkH=+EHzdU`qGcRlJj9CN0dx$fjgzKfj%uvk+F6 z*JvJk7%km;ajxz~IK5p^NWPoYFlY5?edS|h=6vTd*QmG##21Se_4TZlrN4nZpFr7P z^=aSyTrHhN!Z=)W#U^UF@a*YiaT(@_7+emda0GKpx(JQWBzr4`;y6mx3)(_LWd4#@ zvhqL9%bysbX9{Kdvs2wC@f(6TOK4_6a1P%#Bb{EHuJ~VnR&LlD$`6 zTfRbx7*`0p%M@OLSvl&v1hbefa3Ls7tdvOb-?XCRpG8K7VxN5}9)JHsr*U;4=4!UT zG5jE64gghut%DaMUoQT%XRPXNQ?8s$+fH1#uB|857W0w41K(3E3uQ^RQCVceWx@u) zKJK!q-T7M=T2P}Vo8&J7Pr1+t6HVil52mS2R=8^;GPP(n=7QF96mr6PYf-WeE3?Jk zU#_zf7Y1!#&|OGQ3V)b<;^G-B$KvxVm=fS@lLPqE>YEkF!Qn3m@wogrz-h-=nD(+R zI8C}?;5Ri;|3KJ=@4R`paGCP!9Sabg1tEW%vHz`n>PG|vb>_Q%qodLrldk8d<8!7L z#d=12`~oM52|N9vQ7_>I!xV0Gkv8-R42)KfA8Uw?ItIXOAyV}vGb{OTrS-G5ZCNC% z4~Y#jHAhqS(N3ku()M?Oqi+_}#ml|yP1O_Q-@kZ@2c{TFA~%}&vImAZi)!?#b8Bpj zi9wg1xy!tKi=*gv)TluGHL&OBcWgO$J}|}eI|A{h=yF5Mm9r$JuMHiVpY~4*4pLK0 zgGGeHx_+dW_KL|h{fi~(oG_xTo80PJ;_bTNUgmgP_eW|nn3m<}qtO+-GEnjdFL7-P zyUe5AdC9Be%*zgF#KqC%*QT7xG}71?PXXZBJGY2I1+I1hN8m3MX9{A9dZ|zQdt;42 zUK=MtxYRSs>xQEtsD-wJNyAYfxaY0ZNbkkbD)9@o`F2@sS`W|$s7#FN>eZ_=#qJKy z59I<)rgh&w&pFba%{w!S1J}pE1P6B*P@9;;f3j^0h0XAM3Z?1|tenAcz zd~5yo=F$kqg~Lp>iN+u~!f1C^Qw~VcNd~->1W{uBiOV=}Huy9MwNYrGz~y1Mr8B&1 zj1-hR8fqcr=1x0UBtD1M$uj1NMSW27>{p`%V4fJq#AM3TQP%wN=8Q*yI6k$hhVoAG zV>V>Hxu*`p?*`)|(NDvBvBs>+c^v~Be=-14QjxG+_uT@CH^!7cn!iKfbp&5M)|^m9 zRskNd$m_4?8;xnsH<(D0&{j={TKP3c7N4u`S7&P7`UA{UulH`LQYIFYlR8uLBYzO` zQSxb;jkXVMl8`kz^{k8dcT0KOZUlH(&PmuW#->OK`P_S&0z8rDK91Bo^}`RezgM5U zKgc8H&j_wB{LL@xRa-jZKlqMtkC&IU8UV_;@JB$sr^fpQ>imh zg1<|VSZP%FX!Wzolou}i5&(`eCxA63sYc3!1lb|FBc*9M4TOzJQJrrbMhqb);~zNh zE+QvJNKuuBJkV)B)!Rq7aC`TsV0wp zdgNlPk1+?Z1Uq2e+TCGL2$F&jt5XVTg!zQ*&$?vKq)ZgL6B28+`@o{QOFo+jf^X2Q zv2KuNYzK!wCuFMQy{D1>@Jcr!L%?$rEPY!QKZgc3VfdV2>P&U_CIhAP^I0hxRt)=a zdFV^qK$h-68?de3!ll7;v1pBaqrd(?L>`^0m4Sjn6@QQ}K z;I!)>E7C2&C4P2@*j>n{GGM9!30{_{lQJp}Bnp2HsgG+eKrwTc%01FlczPC!kx86R zJ|x;F{#v;~s3@h--F9p|bG&yGJ5;hW%uhWTL+@X9)*k(m^j@AmS0{{MDRmldW)JSA zn~tRNYvlJq3VXLBKWAxooK*Z9|c^pS)wxGX5hsIKh%n2#%X3k$@YfW4jzIxPuGb(e&)ylVD<^!I$ z{UV@+d)7ujh@-`VbA1Egau<_(;|W3&QKsJWmnB`w*~<+0;;Si?%|+ zM>Dgf`IG)5+}T3obiD@BvY(YhLEv~H(i#t&Xgl&-&hC_lb-);U`SfBe6rsTs)%%L= z?fdSA-q6tddwH$ecAN{2h4$qNb&)zQgudlkrblX*jQ75Gi&qsDsdV?|wSC=AlQUh_ zD>x#0_mBDMUymOqvmUMK|x9`C{=aa;2|5SeX|L>@!u@6cs%iFGhb(PzuyN2+V2e&0wSurCReJuM zNJS6e1B}>(KP9zmqU_+Y^Y=fp6k0b-*16GshJe&b@aj`TJc5{t01i(aa6=7pMBK-7*t3X!46 zlLt9}zNGBrfd?V($o#}D3Z7jhH?*=*4jK#7v)@RKd-+lj=zb(gm-cpIb%Qy}=~k8R z2Zz7jt8j{{zYd0E2BwTgXN=V-cfXMGD)MlkgSvNAe;yxW^%ZaQI;uxN*_a3O&6yf= z5y-o53Z_XefXS$ep09mdWu{Ko?`v|sJoD1Lrk3OPcpl*FB8OEb)$C(ij@DLCg2$%# zj)eGA-|kNAaqv3|d4m>8w}r@GI_GG>%GM^eHP~V1ZWa^8)%)BKl{aJXl z&d`3eQX*y$Z_}4Da~UOEY39FPXDI@E0}%b~j2M7q>H#TXVg7ONc*g>9Q0A+zg?rqd ziBb7IR>h=0k{k(xJ_f<_DGCWdR$j?*%`xugX3NscXRJXBK%4U*D$fY+_z_`ps|$MY zQ^?e-4g(=+;}?A<{87SN1K29YyL`QptRx^~smXqd3cs$$H9n>Ry6<@r#!U7(gsPx9 zE8@OUjpc-Oq*w*KeZSfXR)1{>(Iv&IxDB_Ii?~YcaUuZo*Icj(^K5(7l<86>e=K0%kAKvepA-B0mv}o*63W~BVr%K(7JRno``!M?Jhj>r@%Xq%B4a-ctFuys? z3~$cMs~fYtYGYJl_ZKa}8#C)JCO{EuFp+-If#(XSPWe zuL+SwBRE9nY>2IDr#2Q#@U)edceGGc!;!p|AwbwPS8a&wa0NH89FxG2Cm_Os9;x!= zr{DV7b^zEC$m-Bw*%s)i$QKC_c39* z(YWG2+H6PcQopfTPPPh{SJBF^6!!YZ9@^@=`;hCj?MI207p00G zaN8~4>OCfuN*TOCux0x(VzYvhUhum&r!}ivoNfB%hGUl)yA~Ndl3jYgI2hGG@k5xl z%h{DwyhZwq!`P^D!2QbvxO)59K3Y6gvf1X`sOk;?48q4~c&MA**ongQUBdH|x1sB7 zRXe7RJRP9yn>yM^eBr#f`YUOJ@G#^nK87C@Z2?knMpjoD9$9hAGz1S#?U zO0|93KN92-a}CB14a19^g2HwO_kTXBj1S?HC^spZkIMZD{yLlcR6SwrE%w^`ART1( z&DylUo%pB0*#_Yu_&q(tw0*P6o9C1jRW1sBy3YRn0gyy~kyEAs-!%Io?(?t72H_W{-;XTOz^Wdk~XPXKq(rE6=( zqe@omrTD^Adh?@AkISbqP7Q9j+wNvTTTz|dQy-A*7C#W03Xa%MHfy1>+8kW(kX7ky!U|J+? zyg@6z#~Q;vR4|M;%7kCdpIGlFM?$D|0xgIXNO3v1SO6UYX21tefK|PbDOE zl%jZ5mB!EFrHOxAE4*3-=)PjU#44m1mC@}f=-aCMSf@~;p8BEfl~zt_G;=JmK{o4w^s@SLl*V0Znxr_*%~Mv3{XO+)I; zQ(SoM)BYc+*zrrGJs_F;TczL2yEuE}E*|_N9L_%lzam%t+WOPSqU|SK-aj7YUA32D zDZ-GmbyyOUW`2i^+M^Z{v%#+E+CT4i>CW?2H(keXw_rybioY?w)rGJCpmZTbP-&A4 z=M(lMz9(A9-6_Vz_BxULPrnq-HaUXN0_`&Gb&j$zBw_Iwgi(ITw)w_y2~jm7{231hlz$=t*B$ zet2S^<8N%P^_S2IStdl8te#?a^ErrbMOt!js-FOzfjo`K@-8_&ct#>q$e>f^;xc|= ze4T)4cCINTA$912gRH-%?)h5`>ym3Xrhq-&;#zvBrn0GKTd7O8?1o!Da$Zq) z%->ZN9k1cwDAyGlXjromg2nD{glixR(NHrMG45=f-uz_vWO@)ycm_%5Oc=NC@I6^N zUZU|oa4aEGfQE0~OcvCq{WDz#YLo5n(4eao6^}c&jHnhZVe~@G$X17dF^N~rz0~rN zN2}%S0=56KXd>DFzYCD*nI&{Y^x0!C=cOJo!|7T%`o-mP1~wp_47{@y3`{?~z(NQ- zFz9Xt!k~lH>1GPShO!)jp~i??ri16&pOlD;qWa20C2{QU`pBUW0l|XZsu$^U+wUiW z(}E7CeK?eN^L>2|q7$JJSMK_t_Y8%t93VVZK+i2*Leun|44I&z6TEq!+i>2xdb-OV!2{7C^H_FBvA{f z2N#c!HFn{v?*q+AN;5CYGCiQ4$6@!0RT|(}@=XG^{hXpnNB!Csh zSBtFmyR$*$wj-3)?zB4zes~}0BcmoxwRnvIiF`t*PC(cGhHXDnx|f+qH%)*>Vkz%W z*Xg?DI5$Q%x({M@9=Bu?rVyc#=wzqs$3n&;Jx~J!t)q_m%i%qF^V?R)bro!5HB>b& z;+hi1QE25N{}__gyogabp2FN<8D}&7wWKE{=pgQm=RyP12Zv%#obMT?NbR54WJRip z=(dDI*<)5-g3ap{=EJ(j->G_vyHDf~a+W-no>4^lk+I=n+v6o*u&mt6(gpz(OjfEF zW9s0KT3<^QXO7zd1i`HJMRr-knIch z9U17TFvv_v>S+{F8BdcF&IDUd$~nI4-crNuq$cFnf=y`d8iN3dHS27hXKm`ys;2e( zAM3vVIB;)-Ci`5w0`#81V%}MW0Q6S6h3sktlh4=$V^B@{-9`Z#zu)o@(f|w<0zE2a$8R#fnF0ejoOskJM6GfG!wogSj zNB_Yi*w>{^YFJJvL1MY(y;Ivep`moqLRc)LXbciiuYAqMi*2myvW^L>gmUi z2ANvss~>lbUzZV}+8R~9^@w8QCNFSEteAEG2+;A}bzK3z4?2s)=Fh4myUl~aMM-ErS*!G5$LM{PH15|#$_fZGxD3w- zy!w2`KVGT=kNbN$*L=M0iIGL5I~z+&Me~}guY}!AwY~|g_Q>!;ZEzmN*t`h{dD^5| zS-;EHdF*^)DVT8ETm}0nM@BpfQJkaY<7$q!&z%*D(VCD|Us~hEd(X>O{Sw5Ut+9Hn z(9eOOlB%@0A%(Q@9$U@j!w%1usZimTaooT`0QCM_j~6yn3zt1RqT7JX48G0|vmQrDUg@FZ^DPT= z(x7;$K2$L=F>C~l>n88Wz>UmA433!z*e3qT-QfG-uh>xh3}o*%Da2(_As)u^W~@1< zYl->v5%fBl!^ci)?j5dZf39pt;mPGsCZu-(t|Rg?x}Ah7;S!c$d17r`y@2_CD!MZ> zvid0VVH002k}HNyF-u z!>CYMKNz{3vvLXf&j6wJhUmoD27Sq%UEF8u6cT=I7}mH+qoycu*a0>2g(s0?cS<5^ zWNvy%3C-U4K!H1Wk3!ukcbFu>yO_3cd!gus7)!N}TvYOJYw+Ft`tkyNpCu}wUI<~J zcn=r)azA>|XSfp(o2KNP&%}=SgF#(J6gJZ%PWFQw+Sj;e)ZeM2#Yu+Va|UC+q%@$M zb$%!_Ed`Ofe6DP$XsPTJ9O){(Kb-G&D*e`VxWB^NY89s{objE7$v<_nG?e#bo;y?1 zJpYi+Q&(Jj+eCrC?Ze^Zh#hk@{L-4Gdp8wFcGMTFn8F~ULBGnG6xF9LK&v@{mtt^Q zAWJLOllW6x04s*8!nVzQVB@bnN6Gv4a?fFG!kDeKQ@X(-*?_~dnO)b13LiK(9t??F z&~n4^T%vsmiMxCR9-+*SCk{E1Aij1YZ(K;(jCaD>2rsc{#YBA}=sDKZKzsZo z$BSOZox-}XmJ7Nr1t7rrZvpsgUhFE3gGbHR4f9i#Q9ZKXy+12o2FdqQlmz{4_%9g| zz#jE5Irf`IPjYtwPy(P2W-ES($d1q52chOWWbE9Ey)L=J;H@im|4!+4JP|pZi=f z;cY9zn8;dn9(4*6UamqDD$l-wu@b=P$`cPKpZH6wNH(g5FU6smEx|gEXdZEawgx?! z)IC%QwZ2olIG;EhI5iMf1+Bs9&7vSyyy-t`Auh{4zc3cXR?N~+onZ@_tGM7B!7D7t ztm?cGBv;9}KL=uks~5(+jCj5CEW#*Ff&g)zq#Q#AD@)}~*-{3-`JCUMRkjs0qw1D} zB3RgNfTHwtP<7BWi=AtCrNCqRd;{0c0P)Xt;6V&Q#7LiOT*w6mv`{pn6%#h%3mmL7L}H`y%`7Nr zT&iGC7Hx5mRJm##?cTD!>fAd}GgEn)u23q(9C0?G`Jp zi3sy7nCFTz+hT6p>d)_`7A-63S#rWQ9Au4b^x>IC_cU(L4`bmOdgLDlq-*pp6?V5~ zx7RQfxTdn2q%XB2-1GOd9T#Va2+Taq&LmguO`xJlFnfkFuiZdROorA)bA+AZ+WWl> zk``W>yq^2pn@_7f(-V4ahbP9>di?2)s8zg%kNs(dumBR9T1cBKgpUpYq6P+Fidq8$ zw$B%Bf${X7vTC9kkxItuoa&g#>U_o`TAJ9KQ$tW;vGKl_qQY&=pat7y=S(+KTG#e- zR#qinOwT;xa9;Ns7f3Uz1yhd_mN>$Baqu_lDz4Q40w_1&S+e4O?JxKUR-o0=@0}R1 z?Q@0=U*`gjVU!cWX@P>Ihz%L1&M3RIMxm38733evhXN<*TW?@IOJr$;r4Rr*7iAg!>0oYC>-r6DPsf&Tmo4y8FoM7rsS|1H zGN|D>*N_;QETa%ljq-32uN4+vzv}6Yg5PldjSGBIkey?*mBKd+nJ+5k+9^Pvza{r!E*B*ix?B| z`YkioRaPzP+Wu#5;}3lV);cMF!~7tQDGBkq>iN60!dmjqvvLjff* zrL1J5-||whDS*CCk%>#&+l&9ApC&rW7YRTsL*i^=5AGPiKgx{5%AZ1xRE3Sq@#1fq zxikVIrl)RXdO|5{Fwja#@}Li$nj^aYpK$SZW4X9|!@yWdZP?(NY#G)NRZxT(+?W*l zGYftFr=y<;+CdL9ZN)hl|1l?D@Q-h1M=(%y&OpV6*F_hJjRh|{M%&P{4?zGnBW{iL zY||KnmFAc&m?^4%9A>8c_|Bfd=3~7X<{$%pI!9V&q?N9QXuJg3ZZ`4QeNW<{D6#iP z-2Iu5V7YfCXjzg?+1M4yxi_9M|Kjv%&tJTd>&R$=n+1BXPhPU+QHjoVHvDiWu5~j} ze%Y+M*wvCz5ztT-!7bV`yZJ0Xg!o+?rwOi%rZA*GrRtyv1eK%H6%^A3^^(%D@ZShi z#j|+74-4?g-)#u+V#|z#L#}PXg_5G7lNuId6+fE@r9pv%7uL>`I?9Q{ad$Vh({lXMs^me9X2^qG!f^i*u=AM4eyrh&QT z4W?+ucZ%xu;^@Ja$r0zOY;erJzl_-!N~T1v6&KomO>26B%bQ*tv`qWi(DK|`Dpa+2 z7E~R&(4TA>j44V0v-y_SYfs7RG-gJB*UMM2LEVU>&cgHjPI*DO*smHYw5<4-;XEnp zlY+lQqv2eBaFVbUnP^J8RK--WvG92&=*DHmIM;pTvd~ zVtMj$BohF&?3W3(zjp2Zt1O%@(-Zo;1)*Bz_GW{$}2+R-X;bJf8hUJsq5_!&s*g@4GwW zP*Rn_@{-~9wM?7o!6k{TgIoNcn2j~Nrd2arE$-1)j<7F(%LlphKy^>>sXSM%!3yRs zYeiuTHFr2bgvs~Zo_Ru83r^WlX`G6?9-2v89 zq1_Vo@j310LG#Ocy;qio?+x2UOa)INGVj(wcF;|5H4gan-44$B)6Nw^q0dns(=SA} zOG$4Xvt~d#Bf9txp<{F(_wcpA?2tQDyBTdt2n%!R#GP=SQ!irCEBkI5qAhJ-^2F7ZqSxxNDsS?h@GYvn>?%uepkloC+m}s* zoPsJ&1Ow4=RbHO3X;YWrQuF5A7PaYVscCLD$DAn7&i>mF=~vOiU;uy^io zFfTNY%Rr)^4S;hL$k@He<-`YTJY!~KL@&8J_BSq$!zq9NTQttKc%T*y(v2DKTSDB& zrJ4?zd%)OGUtCH#n=UNR`JU_?4jTgGcgS#|M*TJW%mEH^bGU|bAtfrYvSw1SE_%Ua z6e|b6>a;k6i~*(nI{2~$TjW+O+NM36RWSHMZ7cBfwD6Zy-<;Z8uJWvhBW=yyW0;-+ z(hD2KwRqQb1cCeZgE64Ky5MwBhc~WhF16?h1&)s-jH;>Qq+Ik1fMpD3O3hoNF#n2M zl+!>_bfEA_X;>M&m)GQx?IbzR^)cPxtlR9l$J7BhHyvL>Oj3zWdZq2B0i7a#$=M>y zw9h$hx2ZgjQ@^o2b^||TQ52?xDXQQ9a1g~;0XlaDtKM~lmA@3Wck^ci3UGF}tC$ql zBJvz~k|g&{XiuW*Sj2{A-=&dePvaHWQGVLX1bJ9KVFhV9#f@_=ewgjiB4m2H)-~Ck zlWwo}noR7^siO0Lfp@rfA96{Z<^R<*iA6+9w@0RC%L?fD7Bvrm+AvX}JPn(FT$W4~ zK1n^#K+raV(wvsy@L2KtUHf=YlZk8 zb?|Vz@hat(e1km4)^y}D(<5$H5nFnlndZ~`U(;uDK~;wcCnGJR5Gtg3sub7NPfily zkuGFYC?d;wwTH5wHAXj{R&F1jboco_)@v;L`IGkN-q9ZFlKpSStj-!6 zT%F@B+pirVClj=Mmg`|)Oi^R(Q*V7_4UM=FKo1jE>TL1AYpP)uYQ2lFW14X4ZY06R z>pggml{2Cel~(kXX@_B0_d6f6e}`Ri00~=k>eJ3YpI?BD*$c1pGrn`&hP^f{l2i+Q z<^P5J<+BRLvMm%NmYwFQDrhNUvHNe&5(4h~hO6X8oxp~dQ2JZg!eO<7Y~d1fOOT|) zdsa=zx-@)$4B|t&pcoq6I^lM{(Nweac`ogpgR{yq(qkaShQLHB5zMS& zB`b>{9CKzFd2mIEL~8mGtW6QE7j?8i^;S~B-=_B@Tui*}K&Ec0WUQ!Aye;oXr1i2G zxI}_&%nKi4jG0C<>MyE1J1LqB(z69^Ec=((){Q`pfWq>Js=;v;i%Q~%{~|W=Lefn+`eotbbs*UGPfn2y(gM@VT>52zv^%8qbLNept^zNkJ$xv0SX6#?d}KvY@hZ zrRC>D6!S;%Z#?J?W^nFJM?UrGl&tkB+W!foP(laGen!eNy`OV+V_gG9QtAQzpjLUF zb|Qz=1y;1>NsT&pLf^e?s3xx1pvMnWd~oQ}Gw^utctO5^cyIhX>^E|*9e)0swOXmx z>=vh=i6ey?X#Z_Y0n!^0&6`0OAEpYs?lC;PnAQ8@*fu8tVKF^PdK9rR4y%;_8Yr(W zX!W4~EhFnVDc`Y06yfU_rj4xHwYXCoZ4Q51=B z8at(vThllcVW1PpKYXO3UwH9k%+q{S_DMa(cr#v8*i}T!5*^rmL-7W)IrYOT8p>j` z_@269iPp~W!6B|WiRR}C>!qO?y6@?Z-wiyRE%+eUKjfb^_cv6J$%Tnu@CjvS_Y>Ie zO3-b^stWTpQ$q&BY8=JI2unA7O#HXh17ob_)A+cl#-RxsYImEzqn9UnIP=Kvq9o-Fiw&uw9CUjV@>_=H3MSt2eLHVUOsGTVlB zuoq7@(7SUB-7jp45Y zYrDxVkkSQjEMR$G_op?^U`hjRO^D{~m7OLcZ-)mGj79094pDvtAr@m2aI!)4lQM8m zer&bV9R~k;drykfk@!L6L|9apDNDAq^5@ySCuKGKHO-k@S0D!LNsgr0dnB)*dT&va z4%(+rM#yEdzdLPX;UZrg7;@mly7g({vgTky30VG@Has?rQ|UZ~8O$_~O{DSZ=7gf; zSqk&TGAHHxdd)D)qX4m@QYsV)6xyF{-=g{=$C|eDBWNi4(w_=w=7*)3fdd8?>+)0* zsHds#4M%9bq-?Fe9qug`2&8a(FN)r>k(1Pj`KZZ!E3ySzGxpb(@WgukJXvoxFYgJB zSZVx!8twQz+>f1 zu`!i60H2-h6%GaY>b>mtLFbc+J#$adWCPme*T%+taO>*+ZMpkF9!KTStGC07>6I<< z^zO4Fr#X=5X@3JQlw)6Y^byt1w+5KG8OFL~K_o=No5>X42*3dv%ZRNrxtFb3@Qi81 zZQG@q(<9Aab<@^MtV;3qSa$G4`WEM7yF(C&b^C*V_?4~ZpfQdmWu>Dl(FlG!rVu=O zbnrW{+OXZ?1Y-vXHp?La=2_WIH9j{W?e}_>AA4TglXv&zk0^|H-)?x=_a$mhe`Gh1 zm^Xb*mCf@*ygZejxD#;e`|TNhYLKVu6A4~-0DMw|EoX6J=X|3;NaUM zktIK2T2Jw(XTcHy7fr$Q4gcxGs3pkH!#Q{f&0H6`vbeD4A1rZ^bp83EdKbvW|NNb0O(ZlNzd#f4&J7e-F19BxSLB?3z@ z#`3WtrS(2Q@swj1N&!vEs0@E>%jm^ysZhIL^zpR_Me((9TPi$f^WEq!Po)W#h?8&1SN#ue_#7~a&XaBo3aqtvhiin0l9|*(W>aJG8+ZdoCi4gS^Xo6Lkew+Q%1Yn%eTBsXO_DyiZYc&xpTNct-k?n!+r3|9WL5)Ba(~AyJuPsP~N_nD}ZK zBJQ2NDW2cJgj=Md&Uj zJS?+jT;1}-gG6WyL4fRd$pA0k7VY{2GiH%YG)r?zn#<^rAO2Cq!X3L*VKH7Z?sHJ6 zC`;GOqYx@>jJrF740 zemrmi!}0aJmvUT6@@{-@Pq|Xpj_XQO)oDc|5Om}u^CQhQIi3^TrJ|nb&30#5Sq*UB zp>*xzP8`w8v}R}SwB|h8Jp%MEsb$Yw3{l7?zu}~1)hi*MuXRrvc%uozBOT3Ac!@ZA zi{^zx)zXoudLnjAaAy6u1k6tNt-Scn$m0m57A4^gUy**Nz0tro(?dew()W`2WGd|u zx)W6DufM$4X~BM_SFDSxY%{_Rm7Vc;yiaqotF+wO-RrY#H?VGz3cwN6dzVk~sW3`( ziq`pC;laYGqHND!+0u4!iFzgk07A7WLquLJt^PPy#q1X>)vLLoYdoaE+3f_#QWHAD z*WeY{Z8-#T@Ef{-)^;MOXQ<@#r$ri8QF5gF4kk3B&W~t{;TuopsagQpGp;B0Fz6pe zhlY4nX__QIrV@8Xj}*hvS>BfoM5cSw#9ZRE295lceg~4}*HV`e8Dj0G7yth*z^kn1 z?LU@`t24K40>iJQHCrS~=tUzW8DN?a+zY?AkgZC$g%s74eL5;(fG*L9oQ1&)eIJ%* z4qA}jwjA-fZz?GrJ^DOzB}_!akQ!X5t<>@=5po{_3C4@V2Sj?Y&zSQ%`q03hrHG*@ z5gTyZ|7WM^h%?jZ<=7NQ-qeQCbP4UyHkDu-2e)AV@7aJsbiN+c%-n|{q zO+O|;$1{(n3D8@;Ztkhtz?Jrcq>=mpztQN!M8mkp{~rLRKv};|J$JLKNKb`6NQh!D zPy;XrnX=eRJFP6Aoqh$gcj~tuQ<(k^Cf@WRFy~oyKxqblC=QS+q5#Ol#Y~ZXAldB< z(n zc$Z3_okM`&b?O%z^|%_}rtB;*_oso`(UQf(8ujW6)enOSRGYU*B~|yMh)$bLS&x8? zY+eaxE;#T)Sh3e2pS#tcl`P*A09J79*EfoV=?7;|yZ<=Qt~*B)3hdq~D zfMVWqwj?FCZ1$rZQ+uN=jP3~AnqrznRvH1sM>(rmMH;MSRESL3g}g-(8d{pNEx>F` z#zeF#X6w5Qri@zq+u@zMFOY1axiI(xLw50g$(Y6^Y{uojuNpjpJPX@em^z`Sxw2LB zyo^sUf9xpwpQjv^9Y~dlVpG7R?aI;uOw5sn_O}tyAGApWOlCF_{drz029Zo6Sv_>Q zvNsH1t^hNes+Zb4Gy~K1PWcowWw*gWF)x1y^SL`FOSrXfV=585`drCXN-;zBFkAVU zZ41uufXdlsFy(*pZX1s0L}mvtLFSSTS-#)Q`x@E4W1GU%SI%yU;}h73a=*9RBfFaC zWqgA9lVE$vH=V$ z5yC_;rI@cOnO8c#cgSx5vrLG-?#a(cp1|c?TNATjf4dP-)TRe9h!Ess4XCYr9xaU@j&EwE?vRG{-RKEeEv zqf_$+Q=>QNS-Pf#dj?YoE@5x7jv~T}5qg?Q*W~cfcD>%}DKsu{vMkb{c`Yr$?2kQs zuUcT%WejGeA2{+UYw)oiM}hgA(C4h-meU3lg4xMaJg8fimXcV~m@r`lWg!#QbON*W z%4(``DDlStB+G?JX2J|Eny@O1kJ*|vGVAzY5C|VkNU^Bc59aLs{uL>je_5z-UdAVw z|MSrj`xzRiiO))C%Ai&855yC9(h-++ZfsNt4hjcj5bNHbw=@9EAp}!L74p3bm!kd z?YgX(OQ$*?8MXYQm$fRYMG;`?>MleN(X=<6C7Go3n^7P$f43r<6+Wv}M1=6{+l~OY?(1CM#~Qy+NuHO-2@M*lW~qt zGkxH79$h551h`d;kW^Sb?q_hbGMFkd4hKLnE#3x=E(d7H8cU?%)aAJdUcL`Ja` zL?d*@s&)p_m}21e5A>kWmNggC*ch}l2n9pW>t3TQPGB-M|ELX&)u~kspA}!mLRY(b z6qt79A7C1E5iQhX)PVKG(gKEg=wDI-shM5d8JLa`irag3G;;|;kge-AFXI!;|KsTN3z$RkF{yfr|F|ZD zDc`ekSuztXS>cL|iW8X7)`S2Ncbr@sPCzeU-uBC5OBi@p`o8SO-6HFM*gMzV#&skJ z4{3@fB~y+p#r7oc|DM}b)l?iT7RUxTKXxI{9LJXA%N+1a^_>A3mJ1Us*H+d#r7&RU zg-3~Kt43J%^iD7*JZxhhuHH@5BE_VCiBPM_o|&?hFMmP1bXr@!J}5NYbMVGg2{{}kJybfXz7SHf*BYg8j|lPqQ1^4KxyHj zUSORPOay7$aObuPm?d<6AYeL$%RFJg`x90r<@9YLn30bgC&ik`Gap$P^?_?yo3n|# zQg)DbsY%^vWEt_@(~Dp$?IChQp1LM>5csk^FYQEo8PoMkUJ*nBV3b$y`e zm?k+&u|i}%ZE(16SHT5`;{Y)(s?AGjH!mdT=2ielw*h^rM z7HMC92&;!-OI!*~*;0D+Rz(No7|kU`MYoyq7#YnioW%YGW-kR|WEh^N!D*i646ZXL zB#dUxZrAG~(R}wEj&}q&ZRA6VB5G$5BE~Xj*^3X zOd5un2h2yjUHB{y(JKfrq(k#v-IO)*t`xcZeKwYnKRJV_F~ey+-Ogtyn7}*{%q_BR zmJuZLHZN<$H>lZ@l2KF&IfD)e>Skctk&Ot!=8d#wrI>a)Q!zbJ0y6E-6>6;pFy%E@ zp5K_heB67DUQqmq;i1R#dM(?7@!5}~-rxZ9mtclr2Xi=u!HrW_!kOyWSmt8Sb9KdR zG;ir)!YoxE%D;gb=F1Ixz(O%?CFhxC>pjUainT@;(tg5@qa0>TEFUVbmVj?LCDwQt5eV5EaPn2M`jMpOi zE5SrBcG(Mo1SXH~qPg0SJJ8cyXu6s-e9fG_ujN`-hHf9et`K?FuCPr-{or# zy$CN*7lU#mSiCv39+_>jWTBYavllIy*|07 zQE>~h>-q1;b&M4ppXO;YL2WGd!7XhtWeaAVoMwB`1%78YWvj?63d(*drVLl(aoLug zONMXV$;7W5ytGD@D`2jV98LM4ENrJGyWvf|RTKN#Ds#e?lYu!+is_TvgGD7ZA4k2x z0p>5j^nEc6O-%Zk=kQhCle!@*3Y)SfpfmW9tW(T$3e51Tm;>AK%eD7Wo0@55c_mNza@n3rTBUe&-s911v0s{Tj$^V3^kDLn1m07ID)4 z7K$bB_;Ng92iB^h_{*j70K}0t7% z@U2pf+@p_R?v2zeY?myWXok1R(ahMIo|E*h<$0%SejeMzA7K7BV15pcB?tL{gdp#- z$8zW-$`K2$n2j}}?7HfYx;6sLATX<&wxKd@0fiEZs+@y0JBWHdqw&fbhx)8&bFQH7 zG@U-rSL1EuWRlY~zJuVIJ=SIob9g z8^3|sI++-XP)4`0? zT6mHVFXKT?fw`c6>~%E@%u_?l$C~(Evx6D7KHCy+TS;Wp0}rc~T9Cnnqlph%m_bnl zmzTeQ*`jxDZX9zku6A_@86lvu4;)eCmU$G@%q63u;PLoGqb4kKZ`p=H`_4&vAoB@( z_E_Wxm_G(njb4{w5||8}dW55tFvNhsD z(-j?%g|6x4))X8im?yfSOh_)JDJ;uaX+`+~4BNVnEj~FeC=g8KOEwkh1#p$bW)A|D zZ(uI5`|ipnqC(n5Tj2u1qRUe4Q@Y}wI5F!OHMF(t_AGw0ai%8DV$9xH zdVJRG*<+Fae}MVVfBHwzsAudOO%CQHiEKUe!&|0e`V*i>Q<0P9NI?*l0bo{~u64gW z(Y!1hM5lsNB_fonFxR%5vP^WcBb0SIr7G_kq+$0P!Ay~0z9D>^Yrdd+x^Bw|aSd^^ z4;WkjZcWrRfmy1-wz!Ka50jnICgw6_SqcOprE&sa-y_%1ge_ZHwzqk<#O@aZZ;2X0 z!ZJLR8(h$+$@Z3!Guyd6*!GT;=l%IDb#kov|J}3y{Kq}!zLhjb!%8vbN)oDWje<0P zE^-m7L|=v!vkKRml7WdbbuVAKeGcE_lic{;tDJK(1>TcPyCB3G$)bBnf6;tF!;VEY{_(UMT z#m$>FalaJ#lBxvah)XE_ib>Tg0#7cQA4k2x0p^bs^A${mf5hIaUJ^_)X_zGN7pNey zCL|M}n?bfLz{Dk#O&+O`$X75!am5ta#^u62K~QqQMCZVieu*g$OsfV`l(BuTDJq6N zKW`}|lhQigsFd55v5CV8WeLOEghtWoE@srE5dUuhjf+1kDha~3am9?Ufmxp&#MyhJ zdZ>q#L?&7_V~+#Hoz=VS*~>glA@7}Ja5cf`L$}vbpkt9AVE#uieP-na+aN%aNG22z zC?ewz?E{#pgGtF$_8w16_9}6$c#7P^EHEooG$dQ|*R*Wxiew?p!sLG~K4AxDt3i%Q zcXC)MaV25y^l-ZjYHiN=GO2AC@4*d;f~hQfJR5yX`^B=xc$+bFWX;t*On#seCR9t$ zlN7JXtE980JW4UuqtaVDReYP-ID%?}psZ+gvE0~NtqJf_O~LnZA12l6bGiam^L@ES zB~Ffdg9FSTg2`Pmhto8@G1w_pY(Zecn50XYFi-#>@~=Ty7!(1uc8)CK8e8S|4m4%q zc0yil^&6OxqjdHtX(=9=rG!QIDoH{;%FFCY zX*~!uqm5=5_`d6y$ESVoW#Jw~N4>!T=1&!KxZKPH6qp|Vf!YDFguK3+vS|XE0Clc% z9VwrcZY8|Xir^2X+YwB&b3>Akd94d;S$PK#uP&I#>@NZpp_|}oNGMmuc#<^u$exCp z_qRD4AZ0aOoaYv=0(0CJnzZv8N9=II&TP89`;5G*G|8flX=x%4mVdE#ElP?TNpRIj za<`h6Xn{ck|Noy?nOQAZpY2;;#KlES2zv(>F|)uZ$$DgE$*{{?n=W>bZ76JyZdIY> zn~;snOsF#>~7`5E1w2GWZFm;K|YBse5lEcXctcQGqC_LTL`&f>)#wA z2B(ce?JH6|Ulp|fOfY8gAu#z|Mrnlz%o^IE(8TT%A`qL?G-2NVnloB4Gv)b_0jc2EdfsK4`7NW4VR}L+BZa_x{WHTw-z=hZ7l-7FoP3@e`PU1`SG3m9?a= zp9f$D(w`poScAp3nE4zo*gI{&q^=hVr9^=OfaLmu*rqW(sx3*OY{OxR&3+`bxR=Ua zE*2~5o0JjBDTcrxG6)(tY1TlsUZKHzJhV|0`7We=2JI_6+apF&(A7Nj1_vgW?0 zWH*m@OqO8y*pZnDK>#!JW-6pfyA5DA#zg5yjJX3dFJw$Upi9ijSo}d4n;e)sV~P`v zG3{`5VD2SUWT6w0E3FPTQceKwFyRI!C=Hn4#>s-)v%QJ|#UFe6-PzzuL{nm~c8z1K zs>q{mNXs#cGo}}R5__G})b5UYu%hMScq3T#byFwpk1V0}Sl_MiX>log11|gyCz3(TUL*J8 z4kP1G`-Fj3&wvT*un{gqiR}^~v$nEptH4HYnXqu{3fky_FY)HQx^E8~DYcXIJ#}5x zaAw70RW9-oYP*|d9$B`}AB#?mH7z&p!$xRskK-gifcYm!A3Y|d=Q9WsjCpD*1NJiw zl1M3Mg{GOn1Y^#E=E6wU?iOS6X6_a~jEvc9m{FnZ!g$g{*#*Ev+=|Msa!iJ@hKia5 zi`s_r(W(Y;~N)&?-N0fKCp~ z=w>6)^#}FV7*y&#a5lnGjD2!Uv+I`9+-moWH#o1i-K}fI+l3~t78s!lRF>SWcU@iw z1P);S@#t5X*~7e_FPFK2lGp5KW`id~*-S3XJtN$l#hI2Drk*zqm|3M-5vO8ZbW}Q~ zm;mOou#Xu%$LuLS6;|0Nc>~jx083vC8;o^5Cv?yBzz7(OiEkdyXWGF|14Kcwz(smK zuc!G8H9%V_U1D?oag)4OeXUG*z53JWvVAn{#UHV^cS$&p9hE#o1{`khg+^>}PMANz zGKD6e<(?Dd+u%%WyS)bccpFx5<_asl0|Eyye-_F27c|>Qm>2FZ0CQ3-o~2Bki9^B; zT$!11qE>5n0hoj!7&AL#GMb%v1!bQ7*Lx_7tkErW*maPmFE)XJLfJ$(EPzFq7RdPe z-ENZkXDbB-ujovieym|S52Ia;QdBOUmb6m#VEze=O2e#OyfYOxzW$${n z@@>H3ol66DS_g@qP=qeiwT2JZ5};F?;_F1Wt_S4?lqM*gh4)B0UGhj}yXBkz&2R81 z9DQeCcE~LA%J#g0?$ixj5Ykk$95=xu2s^N67GshV7f^;6v+H+Y@_O!73+i-5#;gEl zQY@Q9nNgu^)t5IgDbkTyk8j2MX!b{T6xCJ46+}0f5d&h;)WCYabv<{kVb}NzA?OMM zyRNG7?5#}V4|kW?M0u5hp6Y=w|L7YGm^JXZO15uN_068{&1bOj)Z#e#=G&XME%8oD z+87*}BeM7vndY{~v%mfu{Q7!5Rz}0eE{6Z>(f`TM|9W*`#`6ZM1faSVDH^Hs;z2D7 zLEgFSfzr&%EK|$0NO92bz)ZPc`c@pG)V&ul4aR|t$q=^1vUJbt-oUJjLfHj;r7pe} z1hJ6HDG%;=_I^K5GQ}cwoPcIObG5Ycybfv9$|JY+d7I1fR{hL6C2wHD>Gti6Xm=ly zu(wt?oknZfD~>|$gx86xEPABDcgWLYNE?WX+Z%8>7zfCUN z`RFc})$$Nu$a&!9`wU9|_M(t&g{%$9VWyWlswV{J#iLmfq!LTznBq_7oosSaivVD! z>?GRvK8WJLTm;PMz%0@ZCA1=T#;jG!RrUI-SWY?VhZm1Lm(|Rm|6Qr-SQKe+eHhbc zr7>s%M-yrOSb=>{fi(vG1SVacJKb;`TQo8fKnQ_ zcX_sN#$$x$RB}$!=JD)5&>Q@C!Qtz4S${n5=i&Z3L`2^Sm|wp=dPoY^GgfDT>gLWJ znYrG8%e4edzko5(-J~AKIB@BmF%5rgdnN%Bjh2oxDC(c2;=ok#2OSgPl74o*fGMpU zu`0}XO|*EWR8Gw?w2hS>_})UHVQlc82i8I(my=1JENoE%qD;VdCqxfrtFtKn(MF?6 zW5uha)aI!dJryaW}^4?7yS(o z#6r7pA1{~Z>&NT4p4Y>)v8iP(@>#v&Z-9Ov8uE{ zJ1~0(CK@Vu4A0qKKwM&?E)NZq$N;dYr`b_(An29U6y&XfD!U-<>heE3Fd;pF5iAiw z_>u^D+NWlGB6A{l1JegU+1XNGeNk8>yh~~v8b8`9tw0;wL<+3gf9J$W$2qq?1y>tr zSd+tGH&%*blg~crs7<|pkeA+eoh*1Twmcy^NFiLXu1vadsPMaEg^IYNN|l{hR+O6c8+YivHV4QAzC zmwkt_Ok!)jy+=;O)KblAqPkfEiNY&A^R9f(0;a_TS9b#fQBGGqNg&i!cyKr1n@g3x z+jU(>doMwwR90OkV-q{}l?$v*8UBumcp z0#Y#u`cr5Q1WhKLGXht&HhY)*F!wCHo^$6TD4ohY3x~weGob=JN$#G6fCkJ;U@jm1 z#v3P@!D#g+@taR|xKBFnK%yzb*h?!wyWjy-LEa4x*Ozh!lOvrDt(r z@z$sFn%heTg`%42ba_E}tMFPoggK_-(#7|{*WJLtWqBpGxy;WdXlTepLd#lCS(s4U zYrMppB(8Spy7RUg zNQdG6dOlz0)9DZqeFtE|hKp+N3pX{-JMd0BZ=Pr}i<97dc5u!vH}InD+~QWm!LI&E zY^ccWfYV}8KtwZBwI4bfK$bx2>Xu43ONEj_gPV&-o-#CuVP6Flm1Ev8o6N2!n*Y?q z6(RurM6qnr*7pX?Jr30)-=VAlb77Qh|Nj0UKhiSI`j#e0{jLd=QE4)#OuYmR8xq*+ z1&m)R)nr2lCYNvd>?L>Vv*I%Vsb;{?35r15`WET^`)}}mMg8`H6>2bA8L!iI?DF=s z`-XfuLfLNt%=I#Gxw;p440nKEYho&Z-Fb6mhw~%j%-MzQjz^)f&z@w?ZGxKPUmnWF zR+S}Qflua`OO0<}0#GTn!fBve*FKdcV2k<4XRpOaT1!ooM@6Uz1Fl^%0lxK{czw=tqV}g(!v11gxzfH zoG~V$P=MKScx$c$&h`?CZ|am!fhZwNZ4`lerz;Y7>>;CmXxmaB8wt!_K2|@!i$~4t zsL{1j)}4n_>|m=7W(jgMUZJyYzrSxZ=@Mi%O$Lx}S0&Bk9IU1ti}ct@{%D_{(J;Qv zjpP15kKl{vDEsT{xl0k-FIC(xmq&NMkJrqldr|6r;PbAG*~U;8TuQ45Lp<0Sl<91F z5qqsh!)*ah*`Z)50$`4M5vHVpb;+QUSFB4q8XlOyfbfiz$q=P1FChuOvUYd z6)?y_eJ=Z3#TC!eGNn1Y6j8DdiKt9FjE3SrPsUsl!c|{ z@>8sW1fyMPJ4uxa%&F7W1TU-!H+Pb!%2>2*R|DpXyDm;|bZ}Y}vz-4Bm{@@(4s3)k zb^4=nS9Ea)POV0DCr2)6emVPLk4fmI@^KyV`C3<=Fzllv54~x;3-jAfi-t~;rJ2Xq zXJqC|r1n_le6P2@F(bWUuB!nCy%^!%1ey~`bCaZ#Kc}*pE59!J_sd-@>%~50$UWx0 zZ=m10W;T9);Pb}7Y^v%gV@*Ub^2&=T(z+%&&cJG@J%bWwg-|>MaM6im0OxwU+~hf? zSG9U4m(eY^|2Ujh4ZGN5!PE<>%~HS0+yr=7HCa}JyIO{u=%Rw|0su*8Sc7uN#7AQS(I8_Keb zp4dlZ{Oz%8n!*g{2SKLhDY$mRQZuvW_A?}&kKjcZ^CG*;MH0FzU*#vxZI9wTDsE~S z>#q-d-WQmzIdI9LtV~~N#y*f3nZif56h6cqSZ*wd&E?9PcjRpt7MiSO3ou#8b_3f< zWlWZ)e2V~6W~)^Gkc!}G1%6XtwlTKH8nQvd2ziZRL`8gPH(SQa7Ca@6f0SvHwUm(; z(rW)KFE=f4p#)rkPT=#<|0ou9!Bb2YU}}V2Ek8@A*I?Lbg4Z)FGcfC+(Xe^s-%4J> zw(k#F4p$LDNUUccw{{w)<_>w!ucQ+^a-!SYx7X_~upGzh{c_p14A6QcRW7>D{J`f8 zf%$x-aPVbK4W0(ovarp-TdsvTd1%7JX*pIB4Jy*%L#3120mbiWR_hC04n&~>Qv|a( zOeQd;2sL0*lB&J|?X;rygO1f?>~#2WxZE(4JEtE?yvX%cI@&`=7Q?tFrJ@v|l`Y)4 zpj)3Z7D1!Po5t^W{R~QK3skBX^@c3!keRn-`~u_*x+(ves!vdMDCJ8AyV&h50 zU2oTvZ8F9zetPOND_73ZRJ68d?aZ00SS_e=XNG1YNtzLQfWh~W;jgS_zgM=B8WBIj zViQ7%Oqvhp2h$szl|aWs``UNwC39W7-s-Wu_v@Z1^Z7y3TOCS2pRYYXxehUmDp#-P z^9#$;P$^4RvcJTbw$lBkRI8)cqc16HQPX0L!jjkSym)canbcjbOS~Reb*H&30HchF zfv8hlCFVY}P%R*%&ZZ<>M*S1o_I280x|0|n0~7KD1!mG(_Lo#%M?Ovy!Kh+@K+jo0 zt^8Z&K{z`x%8a}fWAYwk`usMG;w6$>%zg>AZ;rFI6`iI#4S}G=(07Yxdz-&qJUTfk zfzD^r2lVc@?_s{20#E08{{ZuyfcgA-J)$3jRH@@1u$)Z|i%e->v!q=Z178I~6Xqh+ z#>y*5y3(Q4>;1UrRIRAG~EDY(#);q6sb}#N}xX<-~E0c&b90F zGR)TxeBKC{&o4>nxh~sPNU@$x^K%BKXzi#dkmhojMQ;h4~mxss?5%LN#??v~&=lIcjy zNvh)@3&pYfp+Il&eo^%lE_Lw?%p}{A8^=0H&!#)@E7QCP%%Yvua@giVQ2$akh-U@| zzb)#3Dujp1RQ6iWRZ~2rnR6nY=4$oqfTgCSa5K;-cbaRiG9pYat)Bg}*?GO(oZ)%A z_ZjEy!IrIm;O&5hnyJF-Mga1b`F$q-qI9wdtxV4ssWB zCaIyaC1p+;o8bK+{n6nMjzjR4sf8=EGgVGw5`;l|}S8{^Uwp}f7=_Lhb zTM}#OVBj#7o$PFyewG~t2mBDOJ>9tkkBahV&*`@&02T#+LxSLU;68sb7_`~K(Sd)Y5uD&6hGnC{bKz7sH?NQDjK66$|I zX{GG7Sa1~~Ugk)T6{ZiR-we2H80^3VIK_hV1WsAMjBo;yA5er25s477bu@mQPQdJ( zF{aFDu=PNpO5=7AQsj|!xjUgaK!ADNj_4H%yn8w-5-L(Fg+-7EMJ`vm;{#Wl2Qf9J zvkW59_a(>vw;Y|6*UXqCb}BTmJ8G_J)Y`KVQBHmJ6P|2V7U@Z6K>1BD{mG;$TjYUp zqWB`3+-mmIFi7O4TtZ(i|LP51ubU9&b3gT%ZTEXOWI_H&i0!uA^ee**fT%A z8^#c-RF}qQ46uTQNxKeVISUe29GNl1QSCtSK``0g0)#dJLYPVKFQG4us?t+rFbAx2 zy064=RDh}NU}-X2>hILe5^w6dU%+(bHj~%V`6WL?2;oVOnUZ-po6GHctnMz-8JSb7nIo!xYa54yYCZK}{*cSSOqvp8F3nWH0w$s9AJ?iSFoiSi7TU!^ zfYBd@1^Sjq%V(7#ozF^syd-AD`*>WlX&|mdz)N;6gMB6WXpD_CtjfeD`%`2lm{{g| z)(bR62&8p!E@zwkjYU11N%J4Q!RveeQdPSFb04lB_`D4;_d!@L1j#};5oM;zg^Ox? zz%y;$mjQ<+6{wKgkqpQ{a}jj|x;9OyI13s{nH4Wgh7l9Suq?e$>-D;2bjnPK{sus% z`uYmQsjVUhe1$+lK2+p!(*|Noy?1Sr{^-iOY4%VcwAdfH|;O`AnXf*^pU z2uL1WcbTrc^mnLux;T5vsR3*BOkve+_qb};NJ)sh#PNJH@I_DY*%Tsw1# zNGF0&H-_4PhLTvRu_7VeRd^aX!p-7r!V#KUF;l9JS}@F`ZKi8uDVfP#!=&o?0BYj- zW`uApKXET}C1tl7jm=N42R&eZ%Kx0Q1}TLdRrmjAcRckcs90KUZ4X&$%a^Be0XxE+Km! zRMV1h?c`=+C~K6``_c=DdlV?%^P}(>G{7Wr%ecu4XV$i$>qXfd3Kg0V{_JY!8f>+c z4CP`v(Cf;Fbn7gW(m&vHLl^eF9Xm%0yjAZoZEcP@)JjWj%Lk}VdMlu;&#+0;YrU&I zFqW;k3D4MLjr39XvjGN{{N^DAwKc+2o8bGEaM#aKgG^Rlu@Rce&&nlP@j)7vd5Ytx zmzvwDqo#b>zMd)!D!=*t;Xum1;qxPa*@yW6Bg6J}JO5g8{{7s&A5Ey!CeEnwW7p}f zQb0FD?5-P52=>O7Vbrh#LYRrc8njdGUPo*eR+bVyl*OR*2w%EuDvou|Urt)S_O#6E zLd7g`v`+Vxg_U)^IX=Fckw7BeZxu5XmWS*xtOV4h%R`gL8cVsmOP3(e-O4i$Or-7y zwIZR53W{d$7!EHC5E>4{1x#|Zpw*KSiBbR!&3+c=VAunr9nXKrGB1lCN6(D-49)KX zz2&K2zt^c~eYx=s%%3x39__IWp&N0KAa36O@Z9g0WThL#;XHKel=4Yzq9pPvBwwI$+! z3s8b94DIWTO%tjr9-wgURxxo58gCxYsm!q!z*M5fsohube~g$c`1)xoeJm6gzUA0~ z-U_%Vg?LdM3+&1jj7kpiS6v8A=1_y5g(pz{SMt0oT_x@|3FYG3_1L6zx(dbQs^=#y+P~mU;VnxD9+GaOR;R0p#LJ$!KkF@smN6r19RvHW ze;pFsV+AUS)+LpB1@{VVU8}J4xA%Eof@o9iv~vDM|B#j~KGu4!Nr+dPNsFeL`jDaN zLG^;)Qoj=c<`=Fs)0&|P4oK{0pAc1f-jXiD0*OZHpyRU+BCZkr-RH;W)_;8LRyL>4 z`Qr`DACva={r!6Vhv$BOzIIcgX;>_~fF>&=%(Nrr*JZ&u>n;US_XorHJV_x?yM2W( zpji%40_CQB5ju2+YVzv18{|49xVyhA?@W}+E!iWin2AJgAGT9`PJ(P>q8b#qI%E3F zsM6N03<)7lcR(X`I;w9E>UjGnHhmERGXz3Dk*GH)wyN}UN8bfeYviH{HM<}aADcT9 zAXBP6E-`m_TsCkWq%)vhBy%&3T2<%c6q?RvV7~UHZ${bLOt}pXJjZ;a>8Bh@|Ho{L zTwu?x!195cuz)+@4688o7%i#Zn+iDR4Ma~<{Jqo*86`A7yQ2ny*hEWfXaXSb#2Hs0 zEhNYbl8z8BG%EZX%f$qs85PTVPK0-E^nw)x?i5_jBY}zbYEe~ zc2@e?ZD-O+!%ShUe4RLtpL1Z8Y5k-?l(Q83Sg7FcDL(sfVG zbI~Hn%hR0#vwYyBL7NoDQy`2XS$3MOn$L2Im0FKeuyw6RnnKX_$EBY|(S&|ch$1-Y zjqo?fU}Sb}?)rWI`rOWQXdZ81{w`pO#W1TPnohMGk&#oXAb6ebanJD6H|c6S$lWVA z>2Lu4Xac-DA#2s?U63!u#fi(M5JC#fixI`ShaQ9pegbTINSoq@l8;@&c8slyO`9Kc z2d0`LgwlEXmMVuL_v2iv`aPXY2{p?LGFE8-Q-n+2R*7THHQBZ zG*-Y>rY7F%8}#;0r9fC}HuCSnPJR^RSK2w2F`}6W5DKx zQ*DX>rbp@3ez>?%vo6>Dr&U`$&0CT{Y*FKZFHY4ANTDe~)W@vQM3E)mWtXqxkZ(1^ z(T~sEaBSy1_oRGY>XG+`&+h`JbhPuB>myAII&;10qVqU}kbNRh(_F{|RSTA=s1HzT z4Jg?_>Ci*R)sByN!2f_3V%#^KW#s8y^dbzC!Y6-T}7l8fcWtmDo5e$n&Mjx5~$&ZCQxMl@FpQ#aSGHDaAkI)Gt&d_e-j=48@&gSe zYPAEF1tucwj6p7Y-w&1oKgKXTOnYVAR_xfKJwP}mX3Sfnfn63s&(NRyIC`m=L4jGk zOoDDq)KgZ08E?uT?MUNY^M`}bDl4ccmx{?#ZxTTTm_?7|UCr|Ywi!LI1TA)&MZ|8o zhplg46zQELftd2G*X2VPhT%B;^C=IQr+uFfiF$tn^H&2CUI$}kS{b6MKNzH$bp5ok zK8iG`t4h48$9s^@MM;!g9&s<1D-B8U805%!(%irH!TUt#RnzLYI;cEtvX@I<2@LYN ze;mTO0GPRA+B}hYRR@%csm??2({gYH@$QaH_P;nx`}54}F8=YXn2s4J(#lqIE~^=U z0CDg|jtj9t;ICS2k^HK9`Bdyo?$C^Mh8E|MTr@}38wd-v97p?XVqEuOmbIqX0_DQG zy#)rp7MOG#esz*r-pQ<4j!(>ucQtHcnG0sjKr64QQ$;OP`}Cm?A!2C;9jVzK`k{wH z9_+9By2p|fe<@n81om3YtUM~BlO0F5I$4(_jWm)6)Y!2iK$nW?to1iSs1UTt-qp44 zj>{OM0uvQ87hbQfxw7B%SBjA@-$AZ2PybBc1|`k{b|y;nUi2)w+7t&B>E+oS|7g6J zbL)OIPq)Ts%^}Fm01nM4ZlkX^e10o1Rd%q=P~)lM0QIuNv}l;M3DReRO}j2px>`N; zimd90)aoX`z(Kc)(k%D3RlXODr`lc71n-b5tkT`>*Z;@fm2Ed}D?x#q0g@0zQVT5o z|9{@D>IO*9aUSO(H*|756ECuzqjGPx#3rOop3W00W-~be)96HgS3GNJOPWBh^W#!$ zq4EU$k6fWLmmc=H@(>l6#hFv*R?-UN0nX)wYPMqa^Kqi=jF4M?h-JTJ^ zR!J1PdNu*5eHAhe9;If=PY|CbqHZBNVRVy>pTq6eZ1+bqrA7K$0Q0)#5xlGS>-~Mg z=RXTfWzv40D||}kf#`I4?$A?+Be|B#pt-t|phNA|(xA7!(G~jXz?zwAraPYDtegFO z2x6#0PIad)vnq zTIfzE1E$8K_;hfPWfNZkfaJktU+7{j6*JYM$yYHnB(5`q=ms5Ld_AYz6-v$P_<#w@{qf4z z&_ocFZ#Q?M>0cp~{@c5tulL%w*J14o$6X-lcnyK&G6cL@^Lk~}y4up}en*~6{W_R- zT2rUVgB3WX1lyaD*zAW2X0mSGUNwvJ2n5&i&lW#ffC;!w)S*z3<#!YHU=((Fb7Ewt zk>o3jHfhCNn!`q@EQXE69t@bS0`uoR$Cr@a8e`Pxk}2|765>#ZKpGQq$XDS&i~;g) zqA;0~H?ucDrh7X{>l!9O{OGPIn|Gfc?>xfv3wcnt=Lw$^nAXyMR^(^}Cd#jtkxE=x{aiU5uuj-Vp ziTMIIF!Y#{8wT`@-JbHL9KC|E9hf>K){5zq?nxI5x~}mUc)Zuc12AEq{#pX^eP&ht6ZPMNo3Jtm#kvy zxx)%rB@r$A&d3zeb_aF%3It~H-+nJ&k4+*tDyJVLO#*kkm(}hX6ftI z(Wf>HmOO;*qI_WCu^Z!OU57c6O3SJe%(%c*SW-8)5hu=Ju!*zqXLbz-Lwzn0aRUv2 z87nZ0VA7X8Ehj&%m?ZBcMUlcYErs*5?AzIB>12Afu~t?eOFxsRml`(~cOzY+G^i|F z;fkG?e2i4xlEfYKjJX_M?iHK&#n1UEJ?yqV`*F(|Sa$M@&^I9HMXqeS5g+jUobWk; zdHK1f#k@(!#_|#ceQK3awvOxQ zO!ztUN)6g|n_Kt#AZ&nZPX(sg*~S9jv@>{8I093^mh>&PV(uqWU$?Ewdw1N*x|H^i zgpdy0zNRFBreF`Q)i&~i87KxYqAuO&an!W1zU5xhR+=4}Qb5Q2$b!ys7zK&wJ0^JP zZFiWNUE3*joJHkBE+>3WVE*~6PD!i)03ZNKL_t*E%X^$OH&fx+IVHmiG~=MEL=a=? z=cR_1tbtZI-TYh~IS4v&G7W(~dMt19Z_~*0GS7Sn9XKO{ojb)IRzK)uQTDpFUwZ&E z87?gwUNMF#GU-UEa0FpKfy>bOKV4)?OB;RhJwPja_fdd}7p=6Z08?vctUve+(m6MYy6krlMot+OJQURk;izsQD~5Rsqg_$<$zjOq|lz zIt>@Y;x_7)b8PZux?MXIvaW5hD=r4`vDVeyy`4&Fq7f0{5|k=OLeOAW=E_34Z+__3%h9U*;0r=2-JK$^5(8JO|g}l z88p2EcV=DFH5%JS$F^FZc7F^9y#3S!>p+wa2Vkpng37 zW;t`OSVmXpPd1PPuoZv2v^q${s!T;L*LH*ibNu|VwM5KuPkcdN_23CZhXB$D53hGx zKS(hZ)ng|9gArF_Ig#=#kFvOdBf1%NK@usk9Qd?)v&rk}sfhkW4UCHS@U>#6qmKcJ zr(Pq8crf@Ctu>RWiX*Zcy@-Q9822bQntmZ=fg(*%F5;OKJ3!Z~j#5q?>@A(So8YO4 zHu~6bY^|c?1JcMX$0N75s}5#X%x`Ne&(JlfX+2%fJctV6ePUo%GHPQQdN*0%wFsK9 z&iX+I;HeHC4ERm-8Q|5rm_C0i|;0>POh22khY1H{u z;xx3SZjw7B)?XXT>CL|-x3n*NmFglQr3_G#Tc!bzgjSOpRh|#(5nFVY$ivu)*K_px z0P8<|$T+rUbk9{)7S%>}ctO9xo@-M?6W0SPzO1j(UB z9U*`(>_uWb2&Ls}xvxo9MikX@(pqQw{z&cwDVmfx`eOca<^D-!Q|RsMMdexVC35^(048DhU&=~EAP!i&?7P^_#IHG z3CKB~O00$oH2$Ai{{@W8xQETxi@Zfe{<{pESS!DdNvWNYJor&vqza!lLasBtM1Q$g z{GY4`u&f)HY#yX(I_pT=ngU~on^nPwG?D@F@nuDRVqj88LqPpjMRS$RUs&M1RBNvINZWMV+ zW6Tv98L8VRVo35%Ga(w^{dU8u+o^;=N7|mvdY~mSz*amxXKOXOt=8zmDFVKdw@MSo zRl$td3F;7PAqbF-HU)0Vx zTn@q$_=>m>@HFcTQeoN_fVedK4eY&m>b2!>v4@t#m+Pq(Wz1<0pR7D_G(G!FX2NoA zJ1~F1)LM@*2InSa`}O<4so&(yv40nC}Ou1az zh+^6an--=uWf&{cZjncuDmB4UK=_p@?#3zEtwX@anAx7NPtGB`_XE%=6}n0}lfwwdt+VgC^E><#!NrKu z#3fd53@Tt7r0QQF#q`>|;@?rz8W7mp{z+*(t-+G_POX%za*;k4d#!%s4wt1%Id_Nh z#U;uPKy=u6zI?tOZWLYwy^CAPl@YDB)-ca!c$|&Hk~sU~iWzRt57eo2f#%ugL*8UF z>tCe@S4#n7$f(Jvy>MeO6f!rsRr&hYyvP|i>wntNwDTan3?ZlqOJBfN^gXV>r)C~K z?;>bcZ5-TO+KWSZqv6TPWgyiP924gy`@qM^FUZsRKN-*eHLv(=YTP5B;fgf+zEtJ> zbV9`j{QA6|RbH56{@oDATELk$h$L8qN>5>^_`IymO$UecC3;^Y+s$^ZmLWn6T8yx? zG=jn!e&5fR)03@)rBde)_M=>`2Zd#B&RG7fZCEQmzKiBjxe6#f>s@iUOBC~Gd2u$1 zh*KIINtFE`>P#^)sYM1d+8+*kPBZ|CzQMZ_zuNIfuzT~Gh)iZSMOKNiviQb;Pr5Hi z1M9l#8B~COyuzFRWzcr6HRzS;pj``5lv=OJgVV~?Pszk0?w)mX{H(9csqi%AYZyL5~lr=>gNdLD* zIA~+DK4dQjt<=|l4>chX*7>!3wE3cxBrh0siowiVe8 z)?JX=Z}QD<5}aMX#&|kQpP?fa4^HJT z!^Ble5AAF7OrpI5$i0A@(6zinomBdiM`ay!&}PFK@uV-aq;=NLy^Qm35$H0=Rh&S% zxcI0^51IO~F@@T5B~u-QT-$$!5=yJS_)H`1*Sb>TW2Tm;NM?i2(S>5u_ZmGk8Of6d z=#7*z2wpil)K^wY0qHJ(7wIXkR9QrA115d5%~My`GscM_z-7%*OJNPZS8jJX9XAhW zAgMQ)8Cyq^(x6Ky!AHyMe_zERtD$CKek~d=i7rF0Z?D=gkanT!P%!#GQYS6p{^j@F z4oRowy``kVULA+vu#ixZpj3o_V(2ZK8vS()E=mAesw%R+`%>d&vx3hY6(!Hvu75#P zcmMzDSx0OeRBB9$&{A0%G=ypF`{MTa=U|JV=dx})Cyg?y z(b-&8d{Twy?}?+7N^-dWofMz9pCOaR37PyFDb6w|#As-{|s{$T}K$fH6u4lG&~rnn;2W z2NO+vZ7X{QE5J6Z*sD-cKM?-aXhHg6LHbUkf)IOcrKH#YT|`T~_dbX1W53gVx;`Wk z9!MiZSdHj5SF>Z=6zozu;)v#4S~q01Ep9^7G(+w@y|-&fxHW+in+M=|tAQ9^(yW=n zn~NAUNNA0+ZVMDZoWRT zYjin)F#bWY-pIxJV@gn98&!C_ew8U@MAVmRd4hQITn_8YVmFL60MfEKR~8I6vVx);%<}PcYj2?S>kyaM_p+ z4QsKnC8-s#E44(YFgHlwrN(|F3Y``4qYkF0ga8p{@N37$a}v)QRIw>U373xFl{p20 z2~5)a8mvh8UofQ_-ZH@`BHS+s0s@MM|ABde!fcj8C*3NA0W!FRe3+XiF^#Z)-fnrE zfa8`gM@#%hZCt6zUc&GjKdb?}?N^HfEFN@Iy}O?P68Qk%D_qkvj+L$TyA#dY(mc-* z->ZTwy(u9;9n8jbNbi|pWJLHy`NFF2nhd)9GR21J0zg=;RX#z%WJRoE>)6%s%OU;4 z2&ReTet1?E1Ca2LmrtL~hTOJIabtcKaN|RCmOcB^cWkKdgW7wvi??=sIai?B3RYMf5*|ki~5Hc1SBtb zyTC_T*aMYnRTFtRp*90pv#uCiED$@hr)tPhY)m0Us+z%gJEafHzER%XrhL-AYXae{!7C{45Z-Nia4Y^_bR2r2O*nI^yPv(L zk>=Ai{T>k$9o*|5wa_g3&9pS_>vn;#uc5Ppjo}n`UaoD0G`C`#?J+rz$(7lR>lJFj z)Bx%BvT?4}j?VaCG^1YaNRCnvMPI=hXQ?CRp8cakzbbdpIyziUmahi&^khQ9JAR{o zmwgSp1A5G2(l<}=aRusm=_M;{v(+kqBymAhQoc*`AsdM|9}fEsket1QiStfHM7RH7 zbZ0Yav$NxSo2(Yus_LCzs9{ey$7^fLAN_0R#L&+Ei>fviM9zn~rV`~?6Wnula;Sko zRX|bDb@Rr^@Av2d?2rYSUe&NV4T^$3Oo`%dA{??#f<4qLkknu>=~N1P8w0)`@%&xQ zov_eNOA6gf^zTneX6)1YN%%vO&%fWE)fvh#ByuSh7O@3qYtv>9W+vOz(ro!MuRa2{ z8{b%I{;xY@g;7^6t}^OGIFk7{%=mpl;mYQI3h&`0QIZAf!A1O&l^saN8&$oilZ9GW z4jl_o?HCh8$QhV9=A)ceVRH5r)+cTt0YI;yjKN7up#~kbR^x_b=sI_i#C}Mz)WxC= z**||?Q@YoF5B!m=U*v9tfQ9CT+gOm#OAm^cXv#h6y?o@CX2Vui30&{4CLl0RJKmv5 z`qIZ?S_BN5@bjxjmH|4?3bHX*7niphZuW596=2e0T)-gIR(8qLNS%wGzyNfZydFln z18-oO(mRj@=4RhR?HZ3)vo4_m2F9fA#u5f8@`>d#hb-2*_Vr5x+o5tZ-M_xe;To~@ z5;F&Vrw@w-V9dW>1qX^$Xq$-Oz?w&m`Jv9U-$P}oBvbMxi^l;cY-TCDGgHhA` z+hM)lJyi0$wyq~OXOE}ZvU(@E%4&=gPZVk5A!!x)w{&6|>9M`ZrnF_Wz0dl^+jG0bNQsCSMv-raHJVZNztx&cIRq$urvB@USs z#)oE*o#K<}aznEkmbJ8+ERrgSCh&rKr0AykD3^;}C@MCh=7wV0np70UcRhFX>t{l= zriFT}*4E{{7OGGZu4qHbF&wQNR(Mb4$}_WNl7g1tVt2uN zpYxyV!x=Nl|2aJG@+hLwI+`l@JVeT&^Xq&i)O7kog!0;{i8=2($HEsgNEy6Qz(U}z z+!z5gHftKC8nQU;7BOO%<4t42Y5vc!-Yl2cN<1t2j9cTVEJIS~{zrGJtR7%WVAH+oR;{-{ne`$XSDPgrinp`o@FlKGkkLU+wfZ28%Lsm@T!Tg z+k3uE_U`-p#7(u!92eqvbw*q(gi**MIm3Oak3@p{ssthZ7=Y9ydk-zXniLY8yTUP_^#;&Dn4&K*LijmK^G@-@3Df{`yugXHTInqZp)NP z1Zy^7~?u=dPFweIn@?4t>5IYE;N$Ua$z@0 zrq_~ep2SzX`9nleNR7R(5-YuGv;Krnxf!>XPY3|v2Ta@apV=yGSK+0x+ZvvL*Kby% z2@MX_(qfOJUpD)sieavCnjP$g z34wywpx~)vYf)jX&UJrk#+10D$j)gOi&(rTL_yutZ?XGotT`?S+*;-sGCK^CW2vY; z=8|Wlv)7MeeV$@JY5AL1Z)j!wc$a2!WL-dp9W5;|C;mC7Z2vDP|6Km-Q4xlqo7|^ZN|09FyHI@21T+XB7l)U}_~mS0y=T# zYzs44MctXEx#QTnh=*L(+G{NCLTJ{*$-XoOC2YKXO?rtNJ=&MY^oVs)vX$~59Z8yQ zUsFX9<6KOs*IypTb;5~F8!#>F6Q3ZB40R80GgP-D9shui^#y$W`+T43J>FqxCKL|} zzDp@?_V2Wz*Jr>1)hf$|2~jTP86l~I^QYF36$%cV$maGLCgefMRMX*>)PSo7R+r38 zx)2Z9h~P@*saVmG1kr78qeEeeq)eYGndym*zt=VJ7mLvLDjvH{741}-K0)m|Nk{fi zjpydKP+y3!;(&;0lYt&_yiWrX)a{q@|550d%dG+|af9KAKGF7q#^_X^U;3yvX z5Eu+iu6aQ0N_2n+twyF`g-u|Zk66Y!vKcSPWG3=y))Z*o)_g$I8E`zmdA4ql;X-7c z_EtrNs=9T~d3C^9CrHYqrTHxS${7oHDnq#eg_;avWthgHj;iHsdSamO&cZr&tLMKm z$bl4!@k6B)KLuS9u}e20>3LI6TCSd$|7hv&`4%=QbE7Ph2wSj=U1>Awd7p)yq3QZj^)VCTzyUNf8@vlhzOLZ3* zT4E~Mes;~TrJa5vluK%N=1DuR|9=D+DZL(L2mTFdP<4;uXV-Nhp%b(qXMls=dp<`9 z4{Zx8?U@-JfJyl{|7c9(XU9DOB|mc-*#XCQVHJAM2-#_&qGeF6EYpe^`8N~T_D&i! z^N`eNp`^pit46V@M%76!8(%C&ott99cBxe_Q7X6VUwxZ;A=#PG!ue8=i$~=a##8|y<5;u&Bb*m@8K}=&o49v^)t7>{98l7ANBtPmIjtc2@q_hNnUKK_&b?H`$wDco6i!^ZD`j z@lP@5$E6WFxJRyE89U(UeYnmEfYGX!P~0TPBY{Hb{NwHQK^UM%s{}F3V&Cn?RucV$ zh0LDCS}FdrEZ(-INw@T}ej+m+1#?wqfu2DTqKQCWFLMD=elI}MjyQ{BG7*_>v<^t) zjq&(p*N{}mx)*gW4Wb}A&FgpP_4($ouWNfw&sYa`ZM6NSId3jgJ$X1Ij2Kq&`u{}- z(`7p>uE#q;vcjVFbw8sY=eZtL%w!x!RaIR@@F3DHnLmjXNZ(dlVx*|#}S#^xKWJ8uz+D)>Ch965B8tc{+>C}%y`WJk`r8#Nq^soz)N znD{=RohXwRv{ksOTkvvWw#`UnbpDRg!u_HOgke+XOEJd%+Bzhh605jMiGmff!;F9MCUr9jn5| zyXjO!{BfFUiYmLc7o(9bZ;o3(&$5wJjq>~Y0=-z{?1L&tlWQT6E`T`w1MQ+sKT40o z!0ILt@RQt&Qu}UFaQX|pU-HA60@aWADkmqUJ38DgLU=_d1iMDW@5>0?dO|e6hWoUM zJEIfwM~M&k7N@U;{?Z>&HVx1kAOq zqLdes5gY69b+u1b%&?kf2*GEVZyc3yegJ1Uh1of929i!bHG+<{n$N?}&Wy{{?mjnk zA{gNJewAFbEOr*jzYU#t4WK-wbo=TPmY+VnR} zc}X_o)hyGPR>=C90X#!x+3l7!P88Db0d`u1hRse$`W8V}C{roGy3c;`RNCcJ0bCZ4~UT@YrCs$?r*+ zeAYCd!^Q7cFKzhf z;;f^q;)n%|<|EwT{b(Qe4O>-Qm*AN^7rgPMAh}VF(UQfad#H%3vh)@3Pn%ct&RW{f z|8R5me#^*KMUOmq)(nL1FRv71#y@3WOCh{JEG6crtGvn ztH3h5N%xH(8o6H-mLDgI()mlb$P*q2AuG4AwRG}W@;tTaQ!Bcd%PD`Pe9i2wwl+)* zZJTjA{QJqWit|4+OYXo~WaXP~+|C=EZEOqJvAW~Z{8+=DyFh2r5dwj2d;k*G2AS&& zOvJTg|E*d>)(6RM4BL5I_JK0PB-i2iyTLM~c_NHW>+(&SgI_b+Nrp*G>V+(pWlpy# z|j;Nc3&Uw&7x&Q%YEM63hrfGS=$i5G&7z?$MPQkCS zRqfGiES7p|)EiS$wKdH&M!XvSs(euj=bz_?G@$oMR6#pAt$r?DMjCt9#{K6#@6%Xl zbio|=bUAuT+=3Ygb_uCOC0zsR=^Vf%f|&VU>z7Z_Pto^9n^8e#5tDSf2M@wox_KD0 z5YrV_iRn*b&I7EL9kRjfws8gMF80j!S|M(Uq;+%AM^Mc?FdLRUz7BH-$6)ChtCmld z=`En?cv8wtq77js(hQ-&hAWDbVz8KUo2Ly zhe)NUMF<5jhe_SnU8C`WJnPM<9C?)2+)6Mfv9iCLvbyY~3Athe*lf$8)$_3Zbjv&$ zQem$O4H1+2%~oAO?q%dFu4hILMnH@FPqSIqb*{=|oBC%U>+|136EjdfW-e$XQrPn%sT*$t z`X=vBQ%y+egNc|0W>57!6b!1?;TA}y`jol7zKXp=|H(owJ)gONQ#rcCIg6Z}r+EP=dYnNUT4HT% zZStvlou=H7mvWax|5oNEUX|tqbRYukBEbuBRq^$9Noi|;OB$*xE$tx`65+6@l|0Le-K`xJ9YLe{Ay-!bYWJgJGnW7Q`9A>o56Psd?T$QN4{zFGmQ5~203r1d`&Q^P^_p_H?T@M=ByQ-94?;9&W-VishZ1UGT z|6<8VjDNAjL9{ZJN(Jo(Ac;FSO)Q=AvXBF}^Faq&Ep^v^l4E3{>?E%#6}rMuvB+)k zmDc?Au-|ty&-Qc5!Zuq%qOc50FaaOKD7H&a-Xnks5nwBx{eoP6AF> zt7e1movB4f^#?grmj?c+Q5Xbm=u*oL;@Wx9z#DyGM$d|R!g|d3%2WSVdB67TSRPDf zKZ?PRBH1anH8x(KmIJ)nVWNqGNf}*$+t>NieHavkRaS86g>vS5uh}Y(8zs>efH+zs z=3bb33YL79#T!41FIDnv^r5E2j3htlCVzR?Zr3k%)=`DJ&f;J+XHYQCl;#$2w)gNk zt#K9=$6o>srlr>ik@2)6cai&0lKHzg9nc)$pisDzI&tpiIO9UXr}Xx^pmTfoC5?u7 zr-ZP+ZlNs%eUlzJ!4}3x>0d9t^D6%<&yU#ZVA6O+6uA634<;*w6h5q)|n1t z>qqM2ugh}_+}5kI zMn37^0dc(lwZ4*Jn?HHc?3Ek&3>_^2qmB)rbrbwf!MbxTzU#@-sE^=-& zN(-oUP7$WhQru7pZ0HKjwDBaN0%NX$#)grLB}eBUD3jCptnBbC8M!IuS@}%JGLQ(~ zw7poF(V`naoQd{%@bSJ2W6wlYxYVLIpY~I}MjB9t?U(tU{@tU|zWmSReyO|8UkAB~ zdK&>&U@;RMaVwrXRb?unrl{g3*1v8ye3^O*vw zMWWOb>C7>3;yQ%n0fuZgxio_+WaFOZ^hX%*rPi4De$Nzx_ck8qg{d2WNLF;&_C6ty zXjw!}^tMIhd;+-V-#vCp>Xau4n2LuW%Xqna8_bZ&4pp?W&Rcv!om?9OBl_FET<(TL zYg84#q8EJ(Yy!C?N;q^{{Yv7Ili&2~8!B?;nK_4#mOZ(1aB0i{Ki_P1$hj^qf9+r^ zon@}Jl_8IVGw{{>XPX{50n%*_*F56rxdCokeu`KmJ5TpkTRZekyCftDfTl; z9+cS(>r!Dzb~Gp1u65R26N6qV23l@UX@$iag<*fy+~sBicXMam){!83rJ(yn_OXg& zVrDAb6vkJh!IW&Z!hDI@n#xZ{`9tH^2V1H7iDX>0Z>aetXpMesXoxyVgdktKo;n>b zJx%Fdb=WMAF?s|iGF2PO-6Bw7Da99ijeqN1^%PbRD5ciY)D)sneQ(;^DsFczAxKca zGaBW%ZvSNrCQ!bPzs|a4RAKPMM|VHAgrpKFh*2SVZNpyDvji}d@BCOg8RWB-RdBlBkyBBTFB=?vLY+umjHMSAz9x#-_GoDd{a zm@8b4l#;oG;c;wpEr?C^6)UcKDXNyacOr_pF<8uW*mMM;)has0K1}ZF^!OmTx?7J= z#MZ1VeyK1XrN|9nId05@{1&mnR`%*4xKqXq^jtNSovZ2DXtx`^QJ>b=%Z_JYccy_i zhM1q{&1;9iRA+?4i_Qe~0*#4a?~gI9sKK11NUfCS?Xf|+009QR28SqGdMT5Q)vux` zv7{EGAS~e-8)w7ufN4--0;~<=9v@x!*748(#~j z_g8|anwBm{4a`I zV!)(<4S;CANkH9eE-JjjqID$;Wz#1Bm94?Gxg5dj7IG?oFKuZ#tM7V!$tnIEQC&8& z6MSuySOh}Y6j$TS{I@DbQjpY}p`T_}m0@oXlqWhjn9-O-7al}9($xck)2gqyS+UMC8bTz);_%q(XV z6a4k5M*{-RV&H887(kaL1Sv~+5AeOhFJr>5`Lq{=N&Nv>FFO|F0p2zczo%io;~?l@ zLhw>;GzrL4kZCWe$sdt4)b-yxp|x}XO%@I>YpbbDA9=g>q^FC9_DLfOKEr&i!uX0U z0}=zywW4v6g!V_72Q6330)4hnZ#Jo}Ghf zfo5A(O~PvC&iDWDI0VnP6V3^RtR!uaYM~Q32xZ{fjVDqF1nSyWK3en|D_8r(7;e=J zcEX&hR||Ga_KGQ-wtjpp1w>Zs2`WTYFF17Y4e~-&JdJ1*gLrez^LKQ7iS;(KmG(ME$s{_cf_AoWnqFdTx>-0@OVTSQ@ zyo>Q%JA0VVLW)zP(8@DNNodc|>e7W1xBu!C1+qnXC8=z~9RR?#{rBijyF(<= zN&;aiWDS_-Ag@amp&^v zXb$VF7yOTFV6hp-91~7tGT;hv_*_KB{>%#ccp6aM$7vxuze+x~Tt%>c%t z6AFqf8DFtPN};06Os(fjij31DvBv!t#5aWGt{;mxl~U>02!VK?d_lE{`~@k&NLxNZ{ zGh?(9Z(hvm%#%(StUT&mBHbkAky|&#nW`t}Bq9n-0W)pt1Us!F$v?sZIZIlu>EBK4 z67LLjc%j>fn(x*7%j z#UF2veEP>N&mfUyy;w|NWW_bcV3*fo)tT)NC!^euPY-+8w_+uZ-se9!RVRkjQWVNrjmEVLN2T!M{?3TUHA2hM=2U^%1pp(}5uyH_> zz!yhVrRmmSFTqIPlSDPU(d*VCm?%XNy+q5$0@u-GF|{8KmKEKn)dIwNg>%O zF$VQT-DciB{HjR@2GCuYA{o2wZFr83&2}oCrJr*`P0t+pBDrMOLBGIorb0~JI(*mT zcurU{C`MtQhgjN*9-+;6$`)eXGmeWj$HRXuO~Z`odO(JEkol{fG^W;br>60C!oOqG zF6AErI~V*%edf}cwLdy|+^w96gBN)&EqObAUkOTP#PgCiQvKgxV&=l zc?NynXS9c*zewrRAuH9wy(l!B={e853u-kfRGRO)2HgX-*!oJkV~Hr~AdCN)U%Y|+ zp_Y}Ko!PErVXgGG%#WX{d%OG0U(*t=bA5_#!NCQ&yG9Q*6X%^(AQY1Y zD)w+0nZ|;fa3#`}QkSM10`TdRa#cdOs50fSp$lVN0Nls?AxG_g={Kjn5G`qQOK9N+ zwq3DCh*leqcON=!UVkm+#)rCcCB2SXQ_w%wIG8Q4>B9=3IeOk3K^t?sXU{sA>LQF7eO828&c>mkAl0n4#=kDF%uK4!6JE~{9j7xsvGNrIiV`3uhck% zTv9vh)Fj1{`ln({m29gsj61C5E_(2VA?KH*4pr~-9bqa85Sp0Mkvz2PBA#DHvY`$A zxf$QjV6*+YXO8SrsZQ=Hx>kJ}tqox}XOubPJ5?b^d zJ>V!^VT9tS#SirAT0WMrv6<;1!T8Nuq&iw|QJKqBmJAUjfwWqZBpU*+BI$+L!e;PsWJS6F zB367YvX}Aoyv-|eu(Gm3O#bjLYCxmqT4ZUkxUck{bChQs+3SfdmioCNQ!7jx&c9YY zG;WZ*y{lWe{nyc){M_Jgu&U})^(bJP?Z?2;*g9H>-(30k#Xr(JHi1=Ab0HrIC?;;@ zFat@Cm6l~jfk47-))p4Lhv3Cyfdi%xz)s-U(g}9j#mbxw9vqbv;{96q1A{wUAeNwb z#&-AhtrzaNwgT&z?f1)nd1V-eed|o^$SU#=)IKq@Rm@)>)Lk%)+6PY$Gh(*r17lAY zQ7KJMN#Ub`<97;d$j#KIql8MxA*^Ys;}Z;~%F<$U)5l@nSZc23n`zXh;aIrt1!Jxz zcAhe#auPWHF^y5rZyAt5#3zG>dy!zhzgJ&xd5*o^@quX`I_c<$9SFI;05W}wIw&eMisr#D5H-Z*9_R9wH_KYL8gi5J6Odx z2`Q1+WNmfRy?WD+Edmy^T;&3bygqrQ^<&*;Ej1KDVOuWu+-My!i^+P~dHHVjulQcq zoXwq~Lw03D3uo6OeZq?3GZiv>+LxxOnUXvR(e-Mx@79&^yyFW0r@8;0rq&N@1x zQ{z)?=T%BQS%E53xXpl>eV?N%J&(*0Tbnd%jM#lyzYXW~nkBh@Pa9?clD=?GIt$wU zp2bkuFhAldq7PD(PqP<8tf=tmYmNNZsztb#JLB4HdAtb7D~T5Bh5_A-L=WN6bqZDn3#|>9h`gQfUG3f)zldz>uqIF%CItt zPA!jM35heop0IsXAb{$p9tbcGBzL1&jvGA*cG%$gsTmVfLHv$8ouo43+?2)O3P|~7 z>&xJH+vs-~)F?iZFs?ha9RS^nXGg=IyR(@v3aNt<>=LT8gZXUK4^@z z$Z67Jy%R~M+iB}4K=Yom4TScdCcM;O4^65TmXs|=>O{nb9=9#AvhK!^Ozp?u#(i$= z|9#b#NYHtSMY zQw*Xeb0md5GL1+)URXu6(x}(G`d{j$?%C zIrTC<$%1+DBK&T+7#DfFCg}3J8=fDizfcU+)E9VuY<&(w*!M<;4E@R+m++qWJ4d`5*4CH6zElF-%=hzf<-`_^ zH*}D1N;DW5GD5xJUa!`Ulv86~7U~!hWJ$;%ve~v*ea`&t=&yvI4ut-;mlm_JGyS=O zYZm=8yzkaZW6s)w6}tTv{V1=!`y{gs`}}CkE-p|8uoq*6T>JfA#aN{|O91TUDF;8VP#xvkK@W$sw~TN_tIq(&WlRa zzEV4-s4a7IfZJMF6G-M)Y2ZR~NlRf{YPHqXaC&tqU5ii=Lb>}6W2ZXcGEbPO0})Me zrhGxAsPe4u;XPR0>pBhz_pc!=8c4(Ya&>eDdfMZou|AckoEoh3I*+{Ofj|qh4xEd$63y)A+^=~wqtc*8~W4u|irkR)= z%8Xy^)rm_`I%Grv&?dxIZ1s9{q}y+6vTRfj2Df*G+Js&r&!1l2K5jU!Kj1Ebo{;96 zo(WQ{Mm;FYPD1pTmE%lKBgYjj0adbYikvl=R#=r!E#>i9t4Hm6y0)`X!7NfTs?Cn- zSmrhcDhIxI7qE5Dmih4BfR0TZOfAsJFnF-EWpzarfo%Qrp5skbOoV89z!%!5y9-C! zx#8ubX1uug-P51jaSHL#)tyh(q{>h`Z;q*aQ?ifrVX!23C!HYEM*#>3_gzX;268>gSkGn zyt9$-#h|gg%##MNgaWCvNf|`7eL08I_!PBrL1#(Sst0n8Eq;u&$3#v29XBDwMZj+v z@FoLA^+v}((qyA(5%CT{is&;`L%k!`Nj!6F&qJI<*S{weQA>`-(#t!HoK0h-rPbpO zC;mz1XW7D%5LzZ0O^mzN&I9VelCQn`VoUeQelC2mdJapmB_K;!9$4gD3Ol?rvhN^-Jd=$dR2aEbPReRz5ZCMZ^kMB z?p}zqqQ9r~zuXd^`d>kc(VZR0+LFLRkAote)v2Eh@oA*tTAW_!TFyi#ZxM9xERBej z|InQalOsW&9qX0LYP+-oo^~y8Ejj0s5r~Sxw0V}LU|`&+pV(UxkLUV-C0%t`R8JSi zr5gzmq`SKt6zL_U%cZ+PkPhi^>1CH(x}}kn?p|UM5Tpe}N!aeZtRLtn+Vm|(iV(Q_xO+E)y`Vt+CWq7{Bz*iKRO zh1idmGcY^tTT6bV@e+$GlMXYQXRZ6wP&jfz&jwNS207*DC8NX=;FHUQJL$P0Rc&Wo<&EJ_;?MRzPZTq-Q+?8pd>6R`}DtVs5D5MR?b;Q z(~L%KIqYub+Pq60AVFp26HAu^27qXmDyCgoy4 zg|gEsyU=EX&EYQUDPbDzYuW-d^#kQ_KXC7l`Gt z4HuGp#j~ShDtB(W&>Wk7&aU;Ov~eZ&c!S+24&9!jGLU`rqhb40TJkOk`^6%oF`dK1X0IEUb%9?K@I%RZ$ zm_o8*jep&527zKnz~b`}$nihl1^9*}e&3~4k?p1^ByINSziE3H=PB`h@HFu9Cz^`I zE8)20bgyw^85PuUIOS;$SEh@2X}*7yhgM#=&Y}xN<1MAN*=hUcN%1{B2R^KZvqV|GGfAtDR~#ndwa{yr1EL-aA}fjW{y1lb8MC<}`_yeyb&1c?=;gvyaS;==AZ zLATDs=hXU=hp*N{6Hxn$gl1=f+9}Ii zDKSucl@u!NUrr~d;9JzCDJN48`i6e#7-)C7=U0%g{ z=@+wHYMgVop7^&I=SXu$y?Cd6SjIk$)-8I`qN!3;lh=83W6?3%o zxLoqd#Av7@n3FRuYdCX6kND0ZII~e0=#=_CBQMkux3+IrTu@GhWO4ENE3rv3?Z3G=glvonL&KTAMT8wpNZiitv8rtyo5s--Z{GTB>q7 zqV>o1I`0KxAZkPjUQvWCY>ya=t=Ql0;mP9G@7ixIaqz52EeA0g=>}Q6R|kzf8!IZx z6|fPL0C&iFlJ^+TF%5=|Cb9ytoCL3M?6o+sLq%eK^c(aW+>!u}}#@^C5~c`0pljWwr&D_~>!+s6&VG&T}%F zeC+BmxHw+O_jv+P#Cnf&gZ$1rq@DQq5-$Fs@-))A5I3|&^L5Jw7f8P{@nP>j{+PI zK!Fjl!N1z1*@RD#^?B6JvPe2QysuTgx5q}0-26aMTe_Q0d)4pG&|Y>t8|cK ztODDC+2Ir3MxHwu^WZTSwzfB-o8gVn9Cf=*G^*uThz;)Qm!iV&nLF`+hI{n#lRjrZ zXx!hJO+w6FT0)i++W`%4A4Ihgy^Y>BiX}KTtFAK&Xjhi8WZ`;r0aaY0ird+OW$%~i zVrX9?py^&|x_~fpu#9HoC2-a&xyXLGDcX>&?p9|RgpU0#P*-%%o9)1PM zYp#5Ija_(VFDx6lIin`q>>sRWiP#fO_(EXo`lC=|lwR%V6l4VeK!ULRWNdD_MQ-Zk zc&YP$?!SZTJ0{i_i{`2ogf-eR$+CoRz88wS-TP17i79;G-08?Bv9lUil+-U~*kb;6 zX#Ji6dye#V*Q%EzF`$nuF2)PCWWBFG?#=F&G3ry;#`PMkQ~FQAM|C#+EP9w(1E#Fz z)>F<>Bh1P+DOsA5Axb~JLlA)Z@Le$>@^&$=doAoS#_n~K1a(=o7Bm7W2z91c&s4#& zXv!bL-gOXbhT=UYE+k`p*BmR3L6K9F{AEk3_2Ym+!nI3oj2tWF#ysG5db;CYWUKSZN;>yaz4_#w zlOKz8N|jQ_Zq1R}N*y?(u|`g@;EOUmf>E5B=jQlt{zLx5wZ~Pg}6A%Bx`f;HzWHO z-*bsm{;5#9p==MbuR(|7e~qRC%B(;puLC1iTQ`3RJ+vgkXm5kI8TqqD4!<~3w3r* z#mz3w+^(Vjcw`zHTbJ8#W#D)l8eivYd}-6$gJrPRWr7GIbCKQ)lHWk+#Nqo=wOmy{ znnbt%`87k}ww=&90i9^hq%h7dkjyM%pu|Q}Mn_t#nJxB;jZJJh0&9Y!Qjzh{$n*6^ zJf8w{LE1^*htzLU`6wg|r4p-=LDYb-^n9ckFE!85ipT-pXp}C?^D9qglV;&Ps0O43 zXPolxa%R^`kg*>>jp5YrH`?BGrF{Zixd%^OM$T6C+hS3&YTrKNc+!0F)*FfR3oMQ$ z)1GEMUsVE_n9r=RVK5bDaX0$q2`xkBQtY=5tQ&skF@Z ziLZ~4LKM!gT{nU#K(FJDCsce(zX-9@zhY9b#o0Y(!m7_OR+AL^88|lK7*5S<7U3a_ zefK%zjJbi(Siz~SfZ(n0?F)q65{-p?@57zy0uP&6l z5P>+V--g>ZP-{hATHo>wc~Esf9%n7|xohVMUS14(ZoRf>7Og;)W{~jIg}64BvKxXD z{L16^^FtU|#f82}P$Oo%0{`q>!N?WxDts$pBFhB0_DP|PaMu(~UhfN=tsvh?{BV=* zVYx~Trz{SI#nsuS%ulMrg@d z-#d4gQtAiD_;43&1C`hkuv}$R%P6M>Qfb0#O3zrgadxqG@e{e`k^$UuSxv;N}H`W@chCcAtGLs(1{7NJ2@)Hff7dbhQ^bKa*lJ zNOm)Jp_fvt)}!WZjS(q0zU&?>iV3pnseH!hC?-2iB#I{${wio+p+fw6KGLq1mquoP zF<cyH`z)yn&f!rS;<-nm>BBwT&?63?3mQ$A<^~4nQ+@*J(yWN{c5r8I?-2uR$X9 zq_(+}9}5^I3?D1fvGr$DB>|4*O(6IAeek03{cqlO^*lPFD7*9qGc!IxUK)_=)77pw zonp0_+pYz&VA_~C=iI-1Z{$Cg9fB$EK5NGSq;@fgwDsR-6!Fz?e`@yR(6}oR|3XFt zj;!{JIs8FSNlzp%V$A`S63W?a+v#_jh}~@vH;^Q!@7e!`p6RjQ=w%iunRPkV<@Z`F zLs&tvFnQ46(bMlY_HGxfqQh;Uw>m3$YQwlzn40H4)e096nq}IFVh!7 z8y(F0NIrQ)UXI-ki87IzU*RuOg4(Nw1()~-r}LCqw+Gi&P(XrTWrP;%T} zlne7qIbpDV>v@c>B$B1m{i*2LV5QvCV8i#0r2CvDTxwl%Uma4BAo}P-=-hOMaxqzA zt5A3a87m7fqu&~QB>M{Ys>_HBbLYi?&_E3!FC~Xw(>0L5P#_SZR;KopU)&QHV<^xN zBL}z)rsMeo9}aapvg&P9=i13tNt!Mq4)dSl!w{8$l>=3Lgw%w?1ifO;uO5OE13B}i z0#*TXhJ!V^N|MDvSJ%4mQ%gvCzhEzrUaHYb_( zvQ4QW3#9u3*FLV-F8EdBhmc(uDAmhABv|#Rll7jO{w(*igG(#X9(sC*B*pI2dg{Jr z@3vSWQa;zqnmJ>`){M^K!xHKykyC1xCn6h2S=qE!KAn5<>-^ms7*CzS1co;fZj^V% zLV{R)m%^?WUO#S~ysF|f{=^wUGm9@Gd=1$r`QQGMpM1`Z%1@=0?$4d4e*9YVU;|%nCyY;){dE}(brluGuJ}+oz6wyK6I>`%t!c5`X#=*Logvq zG|=-g-A-Ef(-KC{mzN9=gb7WX$pgQv_QFqKh`1>rRDUc(J*WrJL$FCcad6Dqn9WsBjP z?y^j{`okl^f2?r3=@T%zI!~TJHEBa*J8$ffuKOufbQJJe@}N$yY#js?yVwns{CLLv zpLTcLbxMZ@Nnp3PU!L*FPMi487JWd;o#!62RUZG%Ki4NEAFy%7)0q6aR3b;U_p1?o z%e-t4DT;Zw-y!k&nJZ{xc0xt&%lws~F7ZO>jT)i*V2O4YN-9t_g+H3mR5jk=M;_eu z$*IPQ=xA4MTWTfS@Qv^u(a!lXw3@fGFVJKDWVJB!P=)4ybRgBt$t)iH`*Xs+s4EPhZ7v{S4stzJsU5r_?oO( zn;&=9WnQ5mkM>;++TmYU5*A8aN-D~xu|ACF%#jWC~2AXSJ?_5{YU2IGG0kOt#wS~|L}j1>ox783Q(EML~Z zRZUJkUvA0(YHVVH>l>~AwhfXs;)=1LUB}Hj-cil`@O4xh?bDKSikaP9ZOc{__1JfVZl ziRPq+e6Qo~ON+Ogt% zmb>XOk3cEwqVFyid~SN_N8<1ToHk7fpY%w&1BiJh>zz`TetrmjyUS};E>Dlr3MpDv zFS?g^DSfWei_T|*i`Fubw}=`8F3B>aK4McpLk&SLq^{2MEteABcPEf|`u!LO1VF#B z*c&`75gugT-BXQm4r;UT`m`!hl9i?UoIBCs@UOzV{12)w@Ve}*TOeX3_k%-&dPXA2 zuVxMJQKMo!Z+ZywW~Kmk7Bt>Sm7x%iJ(bAH2F&NkMJbHF`gMj~G7TkpK>W&ix6a%uuEjY@3x zq;Md@xs_Ts`z}U^yf#bOqptP zO6EFA-dmeMedG??U7E-~=(7PC>KM_#IvJnwEV2BPFrGJ)M$xLH!!qyH4r8ZB{)O_; zqYL{=#KpK-AC~1J9XJVn ztoG)bAqbV);Qj}l9B;pUg(l9^e;wSoPilWq%CxzZF-+GH(VbVRm?GX{J0AO7nu36} zBn$F8^fq2qYHH)XtN6>s`%;jFU@xaI)2I2}+C)X+lA0f@jH`Whaiylqgm-YjtB|G_ ztM$YjvO`6OPJ>UQ@A?z5Eufp5>Ge&AmsM0BHvr!px7e{7v$8~!vqa}>79Aea$A2M< z-$QQQIN1F=g5K4fHZ_5DtkK-jTr66j5-F2L>Bb5YA@!XYCq48j-R2xh$OhbWDNXuk zT-_?sJ<~Gf(q*%goF8RF(g-i_`=*vNw^KGRCgD8MNn0EKd@H*|HO#U;?0DsG2IN?U zF$bbX8a)?W%>0CWOzR7hvD>%QP-4t6g5GJV6vR>4o_$#N#3k#IJc~BV5=WeslE=ja z-+#TXEBR$3yW%tEV@O28HhuEisI_I%J8$1*`;h*ftPy|K!OR j{}a+jApgmpU!g2Y!T1R-rclHd%HyS?2z*ncU>W{Ds|E!v literal 0 HcmV?d00001 diff --git a/quarto/derivatives/first_second_derivatives.qmd b/quarto/derivatives/first_second_derivatives.qmd index 9baad5a..c6ca4b2 100644 --- a/quarto/derivatives/first_second_derivatives.qmd +++ b/quarto/derivatives/first_second_derivatives.qmd @@ -36,16 +36,16 @@ Of course, we define *negative* in a parallel manner. The intermediate value th Next, +::: {.callout-note icon=false} +## Strictly increasing -> A function, $f$, is (strictly) **increasing** on an interval $I$ if for any $a < b$ it must be that $f(a) < f(b)$. - - +A function, $f$, is (strictly) **increasing** on an interval $I$ if for any $a < b$ it must be that $f(a) < f(b)$. The word strictly is related to the inclusion of the $<$ precluding the possibility of a function being flat over an interval that the $\leq$ inequality would allow. A parallel definition with $a < b$ implying $f(a) > f(b)$ would be used for a *strictly decreasing* function. - +::: We can try and prove these properties for a function algebraically – we'll see both are related to the zeros of some function. However, before proceeding to that it is usually helpful to get an idea of where the answer is using exploratory graphs. @@ -160,13 +160,17 @@ This leaves the question: This question can be answered by considering the first derivative. -> *The first derivative test*: If $c$ is a critical point for $f(x)$ and *if* $f'(x)$ changes sign at $x=c$, then $f(c)$ will be either a relative maximum or a relative minimum. -> -> * $f$ will have a relative maximum at $c$ if the derivative changes sign from $+$ to $-$. -> * $f$ will have a relative minimum at $c$ if the derivative changes sign from $-$ to $+$. -> -> Further, If $f'(x)$ does *not* change sign at $c$, then $f$ will *not* have a relative maximum or minimum at $c$. +::: {.callout-note icon=false} +## The first derivative test +If $c$ is a critical point for $f(x)$ and *if* $f'(x)$ changes sign at $x=c$, then $f(c)$ will be either a relative maximum or a relative minimum. + + * $f$ will have a relative maximum at $c$ if the derivative changes sign from $+$ to $-$. + * $f$ will have a relative minimum at $c$ if the derivative changes sign from $-$ to $+$. + + Further, If $f'(x)$ does *not* change sign at $c$, then $f$ will *not* have a relative maximum or minimum at $c$. + +::: The classification part, should be clear: e.g., if the derivative is positive then negative, the function $f$ will increase to $(c,f(c))$ then decrease from $(c,f(c))$ – so $f$ will have a local maximum at $c$. @@ -424,12 +428,15 @@ The graph attempts to illustrate that for this function the secant line between This is a special property not shared by all functions. Let $I$ be an open interval. +::: {.callout-note icon=false} +## Concave up -> **Concave up**: A function $f(x)$ is concave up on $I$ if for any $a < b$ in $I$, the secant line between $a$ and $b$ lies above the graph of $f(x)$ over $[a,b]$. +A function $f(x)$ is concave up on $I$ if for any $a < b$ in $I$, the secant line between $a$ and $b$ lies above the graph of $f(x)$ over $[a,b]$. +A similar definition exists for *concave down* where the secant lines lie below the graph. +::: - -A similar definition exists for *concave down* where the secant lines lie below the graph. Notationally, concave up says for any $x$ in $[a,b]$: +Notationally, concave up says for any $x$ in $[a,b]$: $$ @@ -491,14 +498,16 @@ sign_chart(h'', 0, 8) Concave up functions are "opening" up, and often clearly $U$-shaped, though that is not necessary. At a relative minimum, where there is a $U$-shape, the graph will be concave up; conversely at a relative maximum, where the graph has a downward $\cap$-shape, the function will be concave down. This observation becomes: +::: {.callout-note icon=false} +## The second derivative test -> The **second derivative test**: If $c$ is a critical point of $f(x)$ with $f''(c)$ existing in a neighborhood of $c$, then -> -> * $f$ will have a relative maximum at the critical point $c$ if $f''(c) > 0$, -> * $f$ will have a relative minimum at the critical point $c$ if $f''(c) < 0$, and -> * *if* $f''(c) = 0$ the test is *inconclusive*. +If $c$ is a critical point of $f(x)$ with $f''(c)$ existing in a neighborhood of $c$, then + * $f$ will have a relative maximum at the critical point $c$ if $f''(c) > 0$, + * $f$ will have a relative minimum at the critical point $c$ if $f''(c) < 0$, and + * *if* $f''(c) = 0$ the test is *inconclusive*. +::: If $f''(c)$ is positive in an interval about $c$, then $f''(c) > 0$ implies the function is concave up at $x=c$. In turn, concave up implies the derivative is increasing so must go from negative to positive at the critical point. diff --git a/quarto/derivatives/lhospitals_rule.qmd b/quarto/derivatives/lhospitals_rule.qmd index 829a62b..05d0fb6 100644 --- a/quarto/derivatives/lhospitals_rule.qmd +++ b/quarto/derivatives/lhospitals_rule.qmd @@ -52,15 +52,18 @@ Wouldn't that be nice? We could find difficult limits just by differentiating th Well, in fact that is more or less true, a fact that dates back to [L'Hospital](http://en.wikipedia.org/wiki/L%27H%C3%B4pital%27s_rule) - who wrote the first textbook on differential calculus - though this result is likely due to one of the Bernoulli brothers. +::: {.callout-note icon=false} +## L'Hospital's rule -> *L'Hospital's rule*: Suppose: -> -> * that $\lim_{x\rightarrow c+} f(c) =0$ and $\lim_{x\rightarrow c+} g(c) =0$, -> * that $f$ and $g$ are differentiable in $(c,b)$, and -> * that $g(x)$ exists and is non-zero for *all* $x$ in $(c,b)$, -> -> then **if** the following limit exists: $\lim_{x\rightarrow c+}f'(x)/g'(x)=L$ it follows that $\lim_{x \rightarrow c+}f(x)/g(x) = L$. +Suppose: + * that $\lim_{x\rightarrow c+} f(c) =0$ and $\lim_{x\rightarrow c+} g(c) =0$, + * that $f$ and $g$ are differentiable in $(c,b)$, and + * that $g(x)$ exists and is non-zero for *all* $x$ in $(c,b)$, + +then **if** the following limit exists: $\lim_{x\rightarrow c+}f'(x)/g'(x)=L$ it follows that $\lim_{x \rightarrow c+}f(x)/g(x) = L$. + +::: That is *if* the right limit of $f(x)/g(x)$ is indeterminate of the form $0/0$, but the right limit of $f'(x)/g'(x)$ is known, possibly by simple continuity, then the right limit of $f(x)/g(x)$ exists and is equal to that of $f'(x)/g'(x)$. @@ -308,23 +311,25 @@ L'Hospital's rule generalizes to other indeterminate forms, in particular the in The value $c$ in the limit can also be infinite. Consider this case with $c=\infty$: - +$$ \begin{align*} \lim_{x \rightarrow \infty} \frac{f(x)}{g(x)} &= \lim_{x \rightarrow 0} \frac{f(1/x)}{g(1/x)} \end{align*} +$$ L'Hospital's limit applies as $x \rightarrow 0$, so we differentiate to get: - +$$ \begin{align*} \lim_{x \rightarrow 0} \frac{[f(1/x)]'}{[g(1/x)]'} &= \lim_{x \rightarrow 0} \frac{f'(1/x)\cdot(-1/x^2)}{g'(1/x)\cdot(-1/x^2)}\\ &= \lim_{x \rightarrow 0} \frac{f'(1/x)}{g'(1/x)}\\ &= \lim_{x \rightarrow \infty} \frac{f'(x)}{g'(x)}, \end{align*} +$$ *assuming* the latter limit exists, L'Hospital's rule assures the equality @@ -415,11 +420,12 @@ Be just saw that $\lim_{x \rightarrow 0+}\log(x)/(1/x) = 0$. So by the rules for A limit $\lim_{x \rightarrow c} f(x) - g(x)$ of indeterminate form $\infty - \infty$ can be reexpressed to be of the from $0/0$ through the transformation: - +$$ \begin{align*} f(x) - g(x) &= f(x)g(x) \cdot (\frac{1}{g(x)} - \frac{1}{f(x)}) \\ &= \frac{\frac{1}{g(x)} - \frac{1}{f(x)}}{\frac{1}{f(x)g(x)}}. \end{align*} +$$ Applying this to @@ -438,7 +444,7 @@ $$ \lim_{x \rightarrow 1} \frac{x\log(x)-(x-1)}{(x-1)\log(x)} $$ -In `SymPy` we have (using italic variable names to avoid a problem with the earlier use of `f` as a function): +In `SymPy` we have: ```{julia} diff --git a/quarto/derivatives/linearization.qmd b/quarto/derivatives/linearization.qmd index ef877cb..a02c083 100644 --- a/quarto/derivatives/linearization.qmd +++ b/quarto/derivatives/linearization.qmd @@ -510,21 +510,23 @@ $$ Suppose $f(x)$ and $g(x)$ are represented by their tangent lines about $c$, respectively: - +$$ \begin{align*} f(x) &= f(c) + f'(c)(x-c) + \mathcal{O}((x-c)^2), \\ g(x) &= g(c) + g'(c)(x-c) + \mathcal{O}((x-c)^2). \end{align*} +$$ Consider the sum, after rearranging we have: - +$$ \begin{align*} f(x) + g(x) &= \left(f(c) + f'(c)(x-c) + \mathcal{O}((x-c)^2)\right) + \left(g(c) + g'(c)(x-c) + \mathcal{O}((x-c)^2)\right)\\ &= \left(f(c) + g(c)\right) + \left(f'(c)+g'(c)\right)(x-c) + \mathcal{O}((x-c)^2). \end{align*} +$$ The two big "Oh" terms become just one as the sum of a constant times $(x-c)^2$ plus a constant time $(x-c)^2$ is just some other constant times $(x-c)^2$. What we can read off from this is the term multiplying $(x-c)$ is just the derivative of $f(x) + g(x)$ (from the sum rule), so this too is a tangent line approximation. @@ -533,7 +535,7 @@ The two big "Oh" terms become just one as the sum of a constant times $(x-c)^2$ Is it a coincidence that a basic algebraic operation with tangent lines approximations produces a tangent line approximation? Let's try multiplication: - +$$ \begin{align*} f(x) \cdot g(x) &= [f(c) + f'(c)(x-c) + \mathcal{O}((x-c)^2)] \cdot [g(c) + g'(c)(x-c) + \mathcal{O}((x-c)^2)]\\ &=[f(c) + f'(c)(x-c)] \cdot [g(c) + g'(c)(x-c)] + (f(c) + f'(c)(x-c)) \cdot \mathcal{O}((x-c)^2) + (g(c) + g'(c)(x-c)) \cdot \mathcal{O}((x-c)^2) + [\mathcal{O}((x-c)^2)]^2\\ @@ -541,6 +543,7 @@ f(x) \cdot g(x) &= [f(c) + f'(c)(x-c) + \mathcal{O}((x-c)^2)] \cdot [g(c) + g'( &= f(c) \cdot g(c) + [f'(c)\cdot g(c) + f(c)\cdot g'(c)] \cdot (x-c) + [f'(c)\cdot g'(c) \cdot (x-c)^2 + \mathcal{O}((x-c)^2)] \\ &= f(c) \cdot g(c) + [f'(c)\cdot g(c) + f(c)\cdot g'(c)] \cdot (x-c) + \mathcal{O}((x-c)^2) \end{align*} +$$ The big "oh" notation just sweeps up many things including any products of it *and* the term $f'(c)\cdot g'(c) \cdot (x-c)^2$. Again, we see from the product rule that this is just a tangent line approximation for $f(x) \cdot g(x)$. @@ -803,13 +806,14 @@ numericq(abs(answ)) The [Birthday problem](https://en.wikipedia.org/wiki/Birthday_problem) computes the probability that in a group of $n$ people, under some assumptions, that no two share a birthday. Without trying to spoil the problem, we focus on the calculus specific part of the problem below: - +$$ \begin{align*} p &= \frac{365 \cdot 364 \cdot \cdots (365-n+1)}{365^n} \\ &= \frac{365(1 - 0/365) \cdot 365(1 - 1/365) \cdot 365(1-2/365) \cdot \cdots \cdot 365(1-(n-1)/365)}{365^n}\\ &= (1 - \frac{0}{365})\cdot(1 -\frac{1}{365})\cdot \cdots \cdot (1-\frac{n-1}{365}). \end{align*} +$$ Taking logarithms, we have $\log(p)$ is diff --git a/quarto/derivatives/mean_value_theorem.qmd b/quarto/derivatives/mean_value_theorem.qmd index 64222c9..1968497 100644 --- a/quarto/derivatives/mean_value_theorem.qmd +++ b/quarto/derivatives/mean_value_theorem.qmd @@ -92,9 +92,12 @@ Lest you think that continuous functions always have derivatives except perhaps We have defined an *absolute maximum* of $f(x)$ over an interval to be a value $f(c)$ for a point $c$ in the interval that is as large as any other value in the interval. Just specifying a function and an interval does not guarantee an absolute maximum, but specifying a *continuous* function and a *closed* interval does, by the extreme value theorem. -> *A relative maximum*: We say $f(x)$ has a *relative maximum* at $c$ if there exists *some* interval $I=(a,b)$ with $a < c < b$ for which $f(c)$ is an absolute maximum for $f$ and $I$. +::: {.callout-note icon=false} +## A relative maximum +We say $f(x)$ has a *relative maximum* at $c$ if there exists *some* interval $I=(a,b)$ with $a < c < b$ for which $f(c)$ is an absolute maximum for $f$ and $I$. +::: The difference is a bit subtle, for an absolute maximum the interval must also be specified, for a relative maximum there just needs to exist some interval, possibly really small, though it must be bigger than a point. @@ -139,12 +142,16 @@ For a continuous function $f(x)$, call a point $c$ in the domain of $f$ where ei We can combine Bolzano's extreme value theorem with Fermat's insight to get the following: +::: {.callout-note icon=false} +## Absolute maxima characterization -> A continuous function on $[a,b]$ has an absolute maximum that occurs at a critical point $c$, $a < c < b$, or an endpoint, $a$ or $b$. +A continuous function on $[a,b]$ has an absolute maximum that occurs at a critical point $c$, $a < c < b$, or an endpoint, $a$ or $b$. + +A similar statement holds for an absolute minimum. +::: - -A similar statement holds for an absolute minimum. This gives a restricted set of places to look for absolute maximum and minimum values - all the critical points and the endpoints. +The above gives a restricted set of places to look for absolute maximum and minimum values - all the critical points and the endpoints. It is also the case that all relative extrema occur at a critical point, *however* not all critical points correspond to relative extrema. We will see *derivative tests* that help characterize when that occurs. @@ -263,10 +270,12 @@ Here the maximum occurs at an endpoint. The critical point $c=0.67\dots$ does no Let $f(x)$ be differentiable on $(a,b)$ and continuous on $[a,b]$. Then the absolute maximum occurs at an endpoint or where the derivative is $0$ (as the derivative is always defined). This gives rise to: +::: {.callout-note icon=false} +## [Rolle's](http://en.wikipedia.org/wiki/Rolle%27s_theorem) theorem -> *[Rolle's](http://en.wikipedia.org/wiki/Rolle%27s_theorem) theorem*: For $f$ differentiable on $(a,b)$ and continuous on $[a,b]$, if $f(a)=f(b)$, then there exists some $c$ in $(a,b)$ with $f'(c) = 0$. - +For $f$ differentiable on $(a,b)$ and continuous on $[a,b]$, if $f(a)=f(b)$, then there exists some $c$ in $(a,b)$ with $f'(c) = 0$. +::: This modest observation opens the door to many relationships between a function and its derivative, as it ties the two together in one statement. @@ -311,10 +320,12 @@ We are driving south and in one hour cover 70 miles. If the speed limit is 65 mi The mean value theorem is a direct generalization of Rolle's theorem. +::: {.callout-note icon=false} +## Mean value theorem -> *Mean value theorem*: Let $f(x)$ be differentiable on $(a,b)$ and continuous on $[a,b]$. Then there exists a value $c$ in $(a,b)$ where $f'(c) = (f(b) - f(a)) / (b - a)$. - +Let $f(x)$ be differentiable on $(a,b)$ and continuous on $[a,b]$. Then there exists a value $c$ in $(a,b)$ where $f'(c) = (f(b) - f(a)) / (b - a)$. +::: This says for any secant line between $a < b$ there will be a parallel tangent line at some $c$ with $a < c < b$ (all provided $f$ is differentiable on $(a,b)$ and continuous on $[a,b]$). @@ -425,13 +436,20 @@ Suppose it is known that $f'(x)=0$ on some interval $I$ and we take any $a < b$ ### The Cauchy mean value theorem -[Cauchy](http://en.wikipedia.org/wiki/Mean_value_theorem#Cauchy.27s_mean_value_theorem) offered an extension to the mean value theorem above. Suppose both $f$ and $g$ satisfy the conditions of the mean value theorem on $[a,b]$ with $g(b)-g(a) \neq 0$, then there exists at least one $c$ with $a < c < b$ such that +[Cauchy](http://en.wikipedia.org/wiki/Mean_value_theorem#Cauchy.27s_mean_value_theorem) offered an extension to the mean value theorem above. + +::: {.callout-note icon=false} +## Cauchy mean value theorem + +Suppose both $f$ and $g$ satisfy the conditions of the mean value theorem on $[a,b]$ with $g(b)-g(a) \neq 0$, then there exists at least one $c$ with $a < c < b$ such that $$ f'(c) = g'(c) \cdot \frac{f(b) - f(a)}{g(b) - g(a)}. $$ +::: + The proof follows by considering $h(x) = f(x) - r\cdot g(x)$, with $r$ chosen so that $h(a)=h(b)$. Then Rolle's theorem applies so that there is a $c$ with $h'(c)=0$, so $f'(c) = r g'(c)$, but $r$ can be seen to be $(f(b)-f(a))/(g(b)-g(a))$, which proves the theorem. diff --git a/quarto/derivatives/more_zeros.qmd b/quarto/derivatives/more_zeros.qmd index 9995045..81b6c9b 100644 --- a/quarto/derivatives/more_zeros.qmd +++ b/quarto/derivatives/more_zeros.qmd @@ -127,12 +127,13 @@ Though the derivative is related to the slope of the secant line, that is in the Let $\epsilon_{n+1} = x_{n+1}-\alpha$, where $\alpha$ is assumed to be the *simple* zero of $f(x)$ that the secant method converges to. A [calculation](https://math.okstate.edu/people/binegar/4513-F98/4513-l08.pdf) shows that - +$$ \begin{align*} \epsilon_{n+1} &\approx \frac{x_n-x_{n-1}}{f(x_n)-f(x_{n-1})} \frac{(1/2)f''(\alpha)(\epsilon_n-\epsilon_{n-1})}{x_n-x_{n-1}} \epsilon_n \epsilon_{n-1}\\ & \approx \frac{f''(\alpha)}{2f'(\alpha)} \epsilon_n \epsilon_{n-1}\\ &= C \epsilon_n \epsilon_{n-1}. \end{align*} +$$ The constant `C` is similar to that for Newton's method, and reveals potential troubles for the secant method similar to those of Newton's method: a poor initial guess (the initial error is too big), the second derivative is too large, the first derivative too flat near the answer. @@ -185,7 +186,7 @@ Here we use `SymPy` to identify the degree-$2$ polynomial as a function of $y$, @syms y hs[0:2] xs[0:2] fs[0:2] H(y) = sum(hᵢ*(y - fs[end])^i for (hᵢ,i) ∈ zip(hs, 0:2)) -eqs = [H(fᵢ) ~ xᵢ for (xᵢ, fᵢ) ∈ zip(xs, fs)] +eqs = tuple((H(fᵢ) ~ xᵢ for (xᵢ, fᵢ) ∈ zip(xs, fs))...) ϕ = solve(eqs, hs) hy = subs(H(y), ϕ) ``` @@ -279,41 +280,6 @@ We can see it in action on the sine function. Here we pass in $\lambda$, but i chandrapatla(sin, 3, 4, λ3, verbose=true) ``` -```{julia} -#| output: false - -#= -The condition `Φ^2 < ξ < 1 - (1-Φ)^2` can be visualized. Assume `a,b=0,1`, `fa,fb=-1/2,1`, Then `c < a < b`, and `fc` has the same sign as `fa`, but what values of `fc` will satisfy the inequality? - - -XX```{julia} -ξ(c,fc) = (a-b)/(c-b) -Φ(c,fc) = (fa-fb)/(fc-fb) -Φl(c,fc) = Φ(c,fc)^2 -Φr(c,fc) = 1 - (1-Φ(c,fc))^2 -a,b = 0, 1 -fa,fb = -1/2, 1 -region = Lt(Φl, ξ) & Lt(ξ,Φr) -plot(region, xlims=(-2,a), ylims=(-3,0)) -XX``` - -When `(c,fc)` is in the shaded area, the inverse quadratic step is chosen. We can see that `fc < fa` is needed. - - -For these values, this area is within the area where a implicit quadratic step will result in a value between `a` and `b`: - - -XX```{julia} -l(c,fc) = λ3(fa,fb,fc,a,b,c) -region₃ = ImplicitEquations.Lt(l,b) & ImplicitEquations.Gt(l,a) -plot(region₃, xlims=(-2,0), ylims=(-3,0)) -XX``` - -There are values in the parameter space where this does not occur. -=# -nothing -``` - ## Tolerances @@ -426,6 +392,96 @@ So a modified criteria for convergence might look like: It is not uncommon to assign `rtol` to have a value like `sqrt(eps())` to account for accumulated floating point errors and the factor of $f'(\alpha)$, though in the `Roots` package it is set smaller by default. +### Conditioning and stability + +In Part III of @doi:10.1137/1.9781611977165 we find language of numerical analysis useful to formally describe the zero-finding problem. Key concepts are errors, conditioning, and stability. These give some theoretical justification for the tolerances above. + +Abstractly a *problem* is a mapping, $F$, from a domain $X$ of data to a range $Y$ of solutions. Both $X$ and $Y$ have a sense of distance given by a *norm*. A norm is a generalization of the absolute value and gives quantitative meaning to terms like small and large. + + +> A *well-conditioned* problem is one with the property that all small perturbations of $x$ lead to only small changes in $F(x)$. + +This sense of "small" is measured through a *condition number*. + +If we let $\delta_x$ be a small perturbation of $x$ then $\delta_F = F(x + \delta_x) - F(x)$. + +The *forward error* is $\lVert\delta_F\rVert = \lVert F(x+\delta_x) - F(x)\rVert$, the *relative forward error* is $\lVert\delta_F\rVert/\lVert F\rVert = \lVert F(x+\delta_x) - F(x)\rVert/ \lVert F(x)\rVert$. + +The *backward error* is $\lVert\delta_x\rVert$, the *relative backward error* is $\lVert\delta_x\rVert / \lVert x\rVert$. + + The *absolute condition number* $\hat{\kappa}$ is worst case of this ratio $\lVert\delta_F\rVert/ \lVert\delta_x\rVert$ as the perturbation size shrinks to $0$. +The relative condition number $\kappa$ divides $\lVert\delta_F\rVert$ by $\lVert F(x)\rVert$ and $\lVert\delta_x\rVert$ by $\lVert x\rVert$ before taking the ratio. + + +A *problem* is a mathematical concept, an *algorithm* the computational version. Algorithms may differ for many reasons, such as floating point errors, tolerances, etc. We use notation $\tilde{F}$ to indicate the algorithm. + +The absolute error in the algorithm is $\lVert\tilde{F}(x) - F(x)\rVert$, the relative error divides by $\lVert F(x)\rVert$. A good algorithm would have smaller relative errors. + +An algorithm is called *stable* if + +$$ +\frac{\lVert\tilde{F}(x) - F(\tilde{x})\rVert}{\lVert F(\tilde{x})\rVert} +$$ + +is *small* for *some* $\tilde{x}$ relatively near $x$, $\lVert\tilde{x}-x\rVert/\lVert x\rVert$. + +> A *stable* algorithm gives nearly the right answer to nearly the right question. + +(The answer it gives is $\tilde{F}(x)$, the nearly right question: what is $F(\tilde{x})$?) + +A related concept is an algorithm $\tilde{F}$ for a problem $F$ is *backward stable* if for each $x \in X$, + +$$ +\tilde{F}(x) = F(\tilde{x}) +$$ + +for some $\tilde{x}$ with $\lVert\tilde{x} - x\rVert/\lVert x\rVert$ is small. + +> "A backward stable algorithm gives exactly the right answer to nearly the right question." + + +The concepts are related by Trefethen and Bao's Theorem 15.1 which says for a backward stable algorithm the relative error $\lVert\tilde{F}(x) - F(x)\rVert/\lVert F(x)\rVert$ is small in a manner proportional to the relative condition number. + +Applying this to the zero-finding we follow @doi:10.1137/1.9781611975086. + +To be specific, the problem, $F$, is finding a zero of a function $f$ starting at an initial point $x_0$. The data is $(f, x_0)$, the solution is $r$ a zero of $f$. + +Take the algorithm as Newton's method. Any implementation must incorporate tolerances, so this is a computational approximation to the problem. The data is the same, but technically we use $\tilde{f}$ for the function, as any computation is dependent on machine implementations. The output is $\tilde{r}$ an *approximate* zero. + +Suppose for sake of argument that $\tilde{f}(x) = f(x) + \epsilon$, $f$ has a continuous derivative, and $r$ is a root of $f$ and $\tilde{r}$ is a root of $\tilde{f}$. Then by linearization: + +$$ +\begin{align*} +0 &= \tilde{f}(\tilde r) \\ + &= f(r + \delta) + \epsilon\\ + &\approx f(r) + f'(r)\delta + \epsilon\\ + &= 0 + f'(r)\delta + \epsilon +\end{align*} +$$ +Rearranging gives $\lVert\delta/\epsilon\rVert \approx 1/\lVert f'(r)\rVert$. But the $|\delta|/|\epsilon|$ ratio is related to the the condition number: + +> The absolute condition number is $\hat{\kappa}_r = |f'(r)|^{-1}$. + + +The error formula in Newton's method measuring the distance between the actual root and an approximation includes the derivative in the denominator, so we see large condition numbers are tied into possibly larger errors. + +Now consider $g(x) = f(x) - f(\tilde{r})$. Call $f(\tilde{r})$ the residual. We have $g$ is near $f$ if the residual is small. The algorithm will solve $(g, x_0)$ with $\tilde{r}$, so with a small residual an exact solution to an approximate question will be found. Driscoll and Braun state + +> The backward error in a root estimate is equal to the residual. + + +Practically these two observations lead to + +* If there is a large condition number, it may not be possible to find an approximate root near the real root. + +* A tolerance in an algorithm should consider both the size of $x_{n} - x_{n-1}$ and the residual $f(x_n)$. + +For the first observation, the example of Wilkinson's polynomial is often used where $f(x) = (x-1)\cdot(x-2)\cdot \cdots\cdot(x-20)$. When expanded this function has exactness issues of typical floating point values, the condition number is large and some of the roots found are quite different from the mathematical values. + + +The second observation follows from $f(x_n)$ monitoring the backward error and the product of the condition number and the backward error monitoring the forward error. This product is on the order of $|f(x_n)/f'(x_n)|$ or $|x_{n+1} - x_n|$. + + ## Questions diff --git a/quarto/derivatives/newtons_method.qmd b/quarto/derivatives/newtons_method.qmd index eb0181f..541d181 100644 --- a/quarto/derivatives/newtons_method.qmd +++ b/quarto/derivatives/newtons_method.qmd @@ -178,15 +178,18 @@ x4, f(x4), f(x3) We see now that $f(x_4)$ is within machine tolerance of $0$, so we call $x_4$ an *approximate zero* of $f(x)$. +::: {.callout-note icon=false} +## Newton's method -> **Newton's method:** Let $x_0$ be an initial guess for a zero of $f(x)$. Iteratively define $x_{i+1}$ in terms of the just generated $x_i$ by: -> -> $$ -> x_{i+1} = x_i - f(x_i) / f'(x_i). -> $$ -> -> Then for reasonable functions and reasonable initial guesses, the sequence of points converges to a zero of $f$. +Let $x_0$ be an initial guess for a zero of $f(x)$. Iteratively define $x_{i+1}$ in terms of the just generated $x_i$ by: +$$ +x_{i+1} = x_i - f(x_i) / f'(x_i). +$$ + +Then for reasonable functions and reasonable initial guesses, the sequence of points converges to a zero of $f$. + +::: On the computer, we know that actual convergence will likely never occur, but accuracy to a certain tolerance can often be achieved. @@ -206,7 +209,12 @@ In practice, the algorithm is implemented not by repeating the update step a fix :::{.callout-note} ## Note -Newton looked at this same example in 1699 (B.T. Polyak, *Newton's method and its use in optimization*, European Journal of Operational Research. 02/2007; 181(3):1086-1096.) though his technique was slightly different as he did not use the derivative, *per se*, but rather an approximation based on the fact that his function was a polynomial (though identical to the derivative). Raphson (1690) proposed the general form, hence the usual name of the Newton-Raphson method. + +Newton looked at this same example in 1699 (B.T. Polyak, *Newton's method and its use in optimization*, European Journal of Operational Research. 02/2007; 181(3):1086-1096.; and Deuflhard *Newton Methods for Nonlinear Problems: Affine Invariance and Adaptive Algorithms*) though his technique was slightly different as he did not use the derivative, *per se*, but rather an approximation based on the fact that his function was a polynomial. + +We can read that he guessed the answer was ``2 + p``, as there is a sign change between $2$ and $3$. Newton put this guess into the polynomial to get after simplification ``p^3 + 6p^2 + 10p - 1``. This has an **approximate** zero found by solving the linear part ``10p-1 = 0``. Taking ``p = 0.1`` he then can say the answer looks like ``2 + p + q`` and repeat to get ``q^3 + 6.3\cdot q^2 + 11.23 \cdot q + 0.061 = 0``. Again taking just the linear part estimates `q = 0.005431...`. After two steps the estimate is `2.105431...`. This can be continued by expressing the answer as ``2 + p + q + r`` and then solving for an estimate for ``r``. + +Raphson (1690) proposed a simplification avoiding the computation of new polynomials, hence the usual name of the Newton-Raphson method. Simpson introduced derivatives into the formulation and systems of equations. ::: @@ -392,6 +400,24 @@ x, f(x) To machine tolerance the answer is a zero, even though the exact answer is irrational and all finite floating point values can be represented as rational numbers. +##### Example non-polynomial + +The first example by Newton of applying the method to a non-polynomial function was solving an equation from astronomy: $x - e \sin(x) = M$, where $e$ is an eccentric anomaly and $M$ a mean anomaly. Newton used polynomial approximations for the trigonometric functions, here we can solve directly. + +Let $e = 1/2$ and $M = 3/4$. With $f(x) = x - e\sin(x) - M$ then $f'(x) = 1 - e cos(x)$. Starting at 1, Newton's method for 3 steps becomes: + +```{julia} +ec, M = 0.5, 0.75 +f(x) = x - ec * sin(x) - M +fp(x) = 1 - ec * cos(x) +x = 1 +x = x - f(x) / fp(x) +x = x - f(x) / fp(x) +x = x - f(x) / fp(x) +x, f(x) +``` + + ##### Example @@ -429,7 +455,6 @@ end So it takes $8$ steps to get an increment that small and about `10` steps to get to full convergence. - ##### Example division as multiplication @@ -686,7 +711,7 @@ $$ For this value, we have - +$$ \begin{align*} x_{i+1} - \alpha &= \left(x_i - \frac{f(x_i)}{f'(x_i)}\right) - \alpha\\ @@ -696,6 +721,7 @@ x_{i+1} - \alpha \right)\\ &= \frac{1}{2}\frac{f''(\xi)}{f'(x_i)} \cdot(x_i - \alpha)^2. \end{align*} +$$ That is diff --git a/quarto/derivatives/optimization.qmd b/quarto/derivatives/optimization.qmd index cf13234..fef9f8c 100644 --- a/quarto/derivatives/optimization.qmd +++ b/quarto/derivatives/optimization.qmd @@ -302,20 +302,20 @@ We could also do the above problem symbolically with the aid of `SymPy`. Here ar ```{julia} -@syms 𝐰::real 𝐡::real +@syms w₀::real h₀::real -𝐀₀ = 𝐰 * 𝐡 + pi * (𝐰/2)^2 / 2 -𝐏erim = 2*𝐡 + 𝐰 + pi * 𝐰/2 -𝐡₀ = solve(𝐏erim - 20, 𝐡)[1] -𝐀₁ = 𝐀₀(𝐡 => 𝐡₀) -𝐰₀ = solve(diff(𝐀₁,𝐰), 𝐰)[1] +A₀ = w₀ * h₀ + pi * (w₀/2)^2 / 2 +Perim = 2*h₀ + w₀ + pi * w₀/2 +h₁ = solve(Perim - 20, h₀)[1] +A₁ = A₀(h₀ => h₁) +w₁ = solve(diff(A₁,w₀), w₀)[1] ``` -We know that `𝐰₀` is the maximum in this example from our previous work. We shall see soon, that just knowing that the second derivative is negative at `𝐰₀` would suffice to know this. Here we check that condition: +We know that `w₀` is the maximum in this example from our previous work. We shall see soon, that just knowing that the second derivative is negative at `w₀` would suffice to know this. Here we check that condition: ```{julia} -diff(𝐀₁, 𝐰, 𝐰)(𝐰 => 𝐰₀) +diff(A₁, w₀, w₀)(w₀ => w₁) ``` As an aside, compare the steps involved above for a symbolic solution to those of previous work for a numeric solution: @@ -614,7 +614,7 @@ We see two terms: one with $x=L$ and another quadratic. For the simple case $r_0 ```{julia} -solve(q(r1=>r0), x) +solve(q(r1=>r0) ~ 0, x) ``` Well, not so fast. We need to check the other endpoint, $x=0$: @@ -632,7 +632,7 @@ Now, if, say, travel above the line is half as slow as travel along, then $2r_0 ```{julia} -out = solve(q(r1 => 2r0), x) +out = solve(q(r1 => 2r0) ~ 0, x) ``` It is hard to tell which would minimize time without more work. To check a case ($a=1, L=2, r_0=1$) we might have @@ -1372,11 +1372,12 @@ solve(x/b ~ (x+a)/(b + b*p), x) With $x = a/p$ we get by Pythagorean's theorem that - +$$ \begin{align*} c^2 &= (a + a/p)^2 + (b + bp)^2 \\ &= a^2(1 + \frac{1}{p})^2 + b^2(1+p)^2. \end{align*} +$$ The ladder problem minimizes $c$ or equivalently $c^2$. diff --git a/quarto/derivatives/taylor_series_polynomials.qmd b/quarto/derivatives/taylor_series_polynomials.qmd index 45fefa3..e743892 100644 --- a/quarto/derivatives/taylor_series_polynomials.qmd +++ b/quarto/derivatives/taylor_series_polynomials.qmd @@ -115,7 +115,7 @@ The term "best" is deserved, as any other straight line will differ at least in (This is a consequence of Cauchy's mean value theorem with $F(c) = f(c) - f'(c)\cdot(c-x)$ and $G(c) = (c-x)^2$ - +$$ \begin{align*} \frac{F'(\xi)}{G'(\xi)} &= \frac{f'(\xi) - f''(\xi)(\xi-x) - f(\xi)\cdot 1}{2(\xi-x)} \\ @@ -124,6 +124,7 @@ The term "best" is deserved, as any other straight line will differ at least in &= \frac{f(c) - f'(c)(c-x) - (f(x) - f'(x)(x-x))}{(c-x)^2 - (x-x)^2} \\ &= \frac{f(c) + f'(c)(x-c) - f(x)}{(x-c)^2} \end{align*} +$$ That is, $f(x) = f(c) + f'(c)(x-c) + f''(\xi)/2\cdot(x-c)^2$, or $f(x)-tl(x)$ is as described.) @@ -154,13 +155,14 @@ As in the linear case, there is flexibility in the exact points chosen for the i Now, we take a small detour to define some notation. Instead of writing our two points as $c$ and $c+h,$ we use $x_0$ and $x_1$. For any set of points $x_0, x_1, \dots, x_n$, define the **divided differences** of $f$ inductively, as follows: - +$$ \begin{align*} f[x_0] &= f(x_0) \\ f[x_0, x_1] &= \frac{f[x_1] - f[x_0]}{x_1 - x_0}\\ \cdots &\\ f[x_0, x_1, x_2, \dots, x_n] &= \frac{f[x_1, \dots, x_n] - f[x_0, x_1, x_2, \dots, x_{n-1}]}{x_n - x_0}. \end{align*} +$$ We see the first two values look familiar, and to generate more we just take certain ratios akin to those formed when finding a secant line. @@ -252,11 +254,12 @@ A proof based on Rolle's theorem appears in the appendix. Why the fuss? The answer comes from a result of Newton on *interpolating* polynomials. Consider a function $f$ and $n+1$ points $x_0$, $x_1, \dots, x_n$. Then an interpolating polynomial is a polynomial of least degree that goes through each point $(x_i, f(x_i))$. The [Newton form](https://en.wikipedia.org/wiki/Newton_polynomial) of such a polynomial can be written as: - +$$ \begin{align*} f[x_0] &+ f[x_0,x_1] \cdot (x-x_0) + f[x_0, x_1, x_2] \cdot (x-x_0) \cdot (x-x_1) + \\ & \cdots + f[x_0, x_1, \dots, x_n] \cdot (x-x_0)\cdot \cdots \cdot (x-x_{n-1}). \end{align*} +$$ The case $n=0$ gives the value $f[x_0] = f(c)$, which can be interpreted as the slope-$0$ line that goes through the point $(c,f(c))$. @@ -485,16 +488,19 @@ On inspection, it is seen that this is Newton's method applied to $f'(x)$. This Starting with the Newton form of the interpolating polynomial of smallest degree: - +$$ \begin{align*} f[x_0] &+ f[x_0,x_1] \cdot (x - x_0) + f[x_0, x_1, x_2] \cdot (x - x_0)\cdot(x-x_1) + \\ & \cdots + f[x_0, x_1, \dots, x_n] \cdot (x-x_0) \cdot \cdots \cdot (x-x_{n-1}). \end{align*} +$$ and taking $x_i = c + i\cdot h$, for a given $n$, we have in the limit as $h > 0$ goes to zero that coefficients of this polynomial converge to the coefficients of the *Taylor Polynomial of degree n*: + + $$ f(c) + f'(c)\cdot(x-c) + \frac{f''(c)}{2!}(x-c)^2 + \cdots + \frac{f^{(n)}(c)}{n!} (x-c)^n. $$ @@ -850,23 +856,25 @@ The actual code is different, as the Taylor polynomial isn't used. The Taylor p For notational purposes, let $g(x)$ be the inverse function for $f(x)$. Assume *both* functions have a Taylor polynomial expansion: - +$$ \begin{align*} f(x_0 + \Delta_x) &= f(x_0) + a_1 \Delta_x + a_2 (\Delta_x)^2 + \cdots a_n (\Delta_x)^n + \dots\\ g(y_0 + \Delta_y) &= g(y_0) + b_1 \Delta_y + b_2 (\Delta_y)^2 + \cdots b_n (\Delta_y)^n + \dots \end{align*} +$$ Then using $x = g(f(x))$, we have expanding the terms and using $\approx$ to drop the $\dots$: - +$$ \begin{align*} x_0 + \Delta_x &= g(f(x_0 + \Delta_x)) \\ &\approx g(f(x_0) + \sum_{j=1}^n a_j (\Delta_x)^j) \\ &\approx g(f(x_0)) + \sum_{i=1}^n b_i \left(\sum_{j=1}^n a_j (\Delta_x)^j \right)^i \\ &\approx x_0 + \sum_{i=1}^{n-1} b_i \left(\sum_{j=1}^n a_j (\Delta_x)^j\right)^i + b_n \left(\sum_{j=1}^n a_j (\Delta_x)^j\right)^n \end{align*} +$$ That is: @@ -1207,7 +1215,7 @@ $$ These two polynomials are of degree $n$ or less and have $u(x) = h(x)-g(x)=0$, by uniqueness. So the coefficients of $u(x)$ are $0$. We have that the coefficient of $x^n$ must be $a_n-b_n$ so $a_n=b_n$. Our goal is to express $a_n$ in terms of $a_{n-1}$ and $b_{n-1}$. Focusing on the $x^{n-1}$ term, we have: - +$$ \begin{align*} b_n(x-x_n)(x-x_{n-1})\cdot\cdots\cdot(x-x_1) &- a_n\cdot(x-x_0)\cdot\cdots\cdot(x-x_{n-1}) \\ @@ -1215,6 +1223,7 @@ b_n(x-x_n)(x-x_{n-1})\cdot\cdots\cdot(x-x_1) a_n [(x-x_1)\cdot\cdots\cdot(x-x_{n-1})] [(x- x_n)-(x-x_0)] \\ &= -a_n \cdot(x_n - x_0) x^{n-1} + p_{n-2}, \end{align*} +$$ where $p_{n-2}$ is a polynomial of at most degree $n-2$. (The expansion of $(x-x_1)\cdot\cdots\cdot(x-x_{n-1}))$ leaves $x^{n-1}$ plus some lower degree polynomial.) Similarly, we have $a_{n-1}(x-x_0)\cdot\cdots\cdot(x-x_{n-2}) = a_{n-1}x^{n-1} + q_{n-2}$ and $b_{n-1}(x-x_n)\cdot\cdots\cdot(x-x_2) = b_{n-1}x^{n-1}+r_{n-2}$. Combining, we get that the $x^{n-1}$ term of $u(x)$ is diff --git a/quarto/differentiable_vector_calculus/polar_coordinates.qmd b/quarto/differentiable_vector_calculus/polar_coordinates.qmd index d1bc568..b8b91f4 100644 --- a/quarto/differentiable_vector_calculus/polar_coordinates.qmd +++ b/quarto/differentiable_vector_calculus/polar_coordinates.qmd @@ -321,10 +321,15 @@ As well, see this part of a [Wikipedia](http://en.wikipedia.org/wiki/Polar_coord Imagine we have $a < b$ and a partition $a=t_0 < t_1 < \cdots < t_n = b$. Let $\phi_i = (1/2)(t_{i-1} + t_{i})$ be the midpoint. Then the wedge of radius $r(\phi_i)$ with angle between $t_{i-1}$ and $t_i$ will have area $\pi r(\phi_i)^2 (t_i-t_{i-1}) / (2\pi) = (1/2) r(\phi_i)^2(t_i-t_{i-1})$, the ratio $(t_i-t_{i-1}) / (2\pi)$ being the angle to the total angle of a circle. Summing the area of these wedges over the partition gives a Riemann sum approximation for the integral $(1/2)\int_a^b r(\theta)^2 d\theta$. This limit of this sum defines the area in polar coordinates. +::: {.callout-note icon=false} +## Area of polar regions -> *Area of polar regions*. Let $R$ denote the region bounded by the curve $r(\theta)$ and bounded by the rays $\theta=a$ and $\theta=b$ with $b-a \leq 2\pi$, then the area of $R$ is given by: -> -> $A = \frac{1}{2}\int_a^b r(\theta)^2 d\theta.$ +Let $R$ denote the region bounded by the curve $r(\theta)$ and bounded by the rays $\theta=a$ and $\theta=b$ with $b-a \leq 2\pi$, then the area of $R$ is given by: + +$$ +A = \frac{1}{2}\int_a^b r(\theta)^2 d\theta. +$$ +::: @@ -412,18 +417,19 @@ The answer is the difference: The length of the arc traced by a polar graph can also be expressed using an integral. Again, we partition the interval $[a,b]$ and consider the wedge from $(r(t_{i-1}), t_{i-1})$ to $(r(t_i), t_i)$. The curve this wedge approximates will have its arc length approximated by the line segment connecting the points. Expressing the points in Cartesian coordinates and simplifying gives the distance squared as: - +$$ \begin{align*} d_i^2 &= (r(t_i) \cos(t_i) - r(t_{i-1})\cos(t_{i-1}))^2 + (r(t_i) \sin(t_i) - r(t_{i-1})\sin(t_{i-1}))^2\\ &= r(t_i)^2 - 2r(t_i)r(t_{i-1}) \cos(t_i - t_{i-1}) + r(t_{i-1})^2 \\ &\approx r(t_i)^2 - 2r(t_i)r(t_{i-1}) (1 - \frac{(t_i - t_{i-1})^2}{2})+ r(t_{i-1})^2 \quad(\text{as} \cos(x) \approx 1 - x^2/2)\\ &= (r(t_i) - r(t_{i-1}))^2 + r(t_i)r(t_{i-1}) (t_i - t_{i-1})^2. \end{align*} +$$ As was done with arc length we multiply $d_i$ by $(t_i - t_{i-1})/(t_i - t_{i-1})$ and move the bottom factor under the square root: - +$$ \begin{align*} d_i &= d_i \frac{t_i - t_{i-1}}{t_i - t_{i-1}} \\ @@ -431,13 +437,19 @@ d_i \frac{r(t_i)r(t_{i-1}) (t_i - t_{i-1})^2}{(t_i - t_{i-1})^2}} \cdot (t_i - t_{i-1})\\ &= \sqrt{(r'(\xi_i))^2 + r(t_i)r(t_{i-1})} \cdot (t_i - t_{i-1}).\quad(\text{the mean value theorem}) \end{align*} +$$ Adding the approximations to the $d_i$ looks like a Riemann sum approximation to the integral $\int_a^b \sqrt{(r'(\theta)^2) + r(\theta)^2} d\theta$ (with the extension to the Riemann sum formula needed to derive the arc length for a parameterized curve). That is: +::: {.callout-note icon=false} +## Arc length of a polar curve -> *Arc length of a polar curve*. The arc length of the curve described in polar coordinates by $r(\theta)$ for $a \leq \theta \leq b$ is given by: -> -> $\int_a^b \sqrt{r'(\theta)^2 + r(\theta)^2} d\theta.$ +The arc length of the curve described in polar coordinates by $r(\theta)$ for $a \leq \theta \leq b$ is given by: + +$$ +\int_a^b \sqrt{r'(\theta)^2 + r(\theta)^2} d\theta. +$$ +::: diff --git a/quarto/differentiable_vector_calculus/scalar_functions.qmd b/quarto/differentiable_vector_calculus/scalar_functions.qmd index 91e55df..323fe6d 100644 --- a/quarto/differentiable_vector_calculus/scalar_functions.qmd +++ b/quarto/differentiable_vector_calculus/scalar_functions.qmd @@ -36,12 +36,13 @@ nothing Consider a function $f: R^n \rightarrow R$. It has multiple arguments for its input (an $x_1, x_2, \dots, x_n$) and only one, *scalar*, value for an output. Some simple examples might be: - +$$ \begin{align*} f(x,y) &= x^2 + y^2\\ g(x,y) &= x \cdot y\\ h(x,y) &= \sin(x) \cdot \sin(y) \end{align*} +$$ For two examples from real life consider the elevation Point Query Service (of the [USGS](https://nationalmap.gov/epqs/)) returns the elevation in international feet or meters for a specific latitude/longitude within the United States. The longitude can be associated to an $x$ coordinate, the latitude to a $y$ coordinate, and the elevation a $z$ coordinate, and as long as the region is small enough, the $x$-$y$ coordinates can be thought to lie on a plane. (A flat earth assumption.) @@ -631,23 +632,25 @@ Before answering this, we discuss *directional* derivatives along the simplified If we compose $f \circ \vec\gamma_x$, we can visualize this as a curve on the surface from $f$ that moves in the $x$-$y$ plane along the line $y=c$. The derivative of this curve will satisfy: - +$$ \begin{align*} (f \circ \vec\gamma_x)'(x) &= \lim_{t \rightarrow x} \frac{(f\circ\vec\gamma_x)(t) - (f\circ\vec\gamma_x)(x)}{t-x}\\ &= \lim_{t\rightarrow x} \frac{f(t, c) - f(x,c)}{t-x}\\ &= \lim_{h \rightarrow 0} \frac{f(x+h, c) - f(x, c)}{h}. \end{align*} +$$ The latter expresses this to be the derivative of the function that holds the $y$ value fixed, but lets the $x$ value vary. It is the rate of change in the $x$ direction. There is special notation for this: - +$$ \begin{align*} \frac{\partial f(x,y)}{\partial x} &= \lim_{h \rightarrow 0} \frac{f(x+h, y) - f(x, y)}{h},\quad\text{and analogously}\\ \frac{\partial f(x,y)}{\partial y} &= \lim_{h \rightarrow 0} \frac{f(x, y+h) - f(x, y)}{h}. \end{align*} +$$ These are called the *partial* derivatives of $f$. The symbol $\partial$, read as "partial", is reminiscent of "$d$", but indicates the derivative is only in a given direction. Other notations exist for this: @@ -685,11 +688,12 @@ Let $f(x,y) = x^2 - 2xy$, then to compute the partials, we just treat the other Then - +$$ \begin{align*} \frac{\partial (x^2 - 2xy)}{\partial x} &= 2x - 2y\\ \frac{\partial (x^2 - 2xy)}{\partial y} &= 0 - 2x = -2x. \end{align*} +$$ Combining, gives $\nabla{f} = \langle 2x -2y, -2x \rangle$. @@ -697,12 +701,13 @@ Combining, gives $\nabla{f} = \langle 2x -2y, -2x \rangle$. If $g(x,y,z) = \sin(x) + z\cos(y)$, then - +$$ \begin{align*} \frac{\partial g }{\partial x} &= \cos(x) + 0 = \cos(x),\\ \frac{\partial g }{\partial y} &= 0 + z(-\sin(y)) = -z\sin(y),\\ \frac{\partial g }{\partial z} &= 0 + \cos(y) = \cos(y). \end{align*} +$$ Combining, gives $\nabla{g} = \langle \cos(x), -z\sin(y), \cos(y) \rangle$. @@ -938,12 +943,17 @@ where $\epsilon(h) \rightarrow 0$ as $h \rightarrow 0$. It is this characterization of differentiable that is generalized to define when a scalar function is *differentiable*. +::: {.callout-note icon=false} +## Differentiable -> *Differentiable*: Let $f$ be a scalar function. Then $f$ is [differentiable](https://tinyurl.com/qj8qcbb) at a point $C$ **if** the first order partial derivatives exist at $C$ **and** for $\vec{h}$ going to $\vec{0}$: -> -> $\|f(C + \vec{h}) - f(C) - \nabla{f}(C) \cdot \vec{h}\| = \mathcal{o}(\|\vec{h}\|),$ -> -> where $\mathcal{o}(\|\vec{h}\|)$ means that dividing the left hand side by $\|\vec{h}\|$ and taking a limit as $\vec{h}\rightarrow 0$ the limit will be $0$. +Let $f$ be a scalar function. Then $f$ is [differentiable](https://tinyurl.com/qj8qcbb) at a point $C$ **if** the first order partial derivatives exist at $C$ **and** for $\vec{h}$ going to $\vec{0}$: + +$$ +\|f(C + \vec{h}) - f(C) - \nabla{f}(C) \cdot \vec{h}\| = \mathcal{o}(\|\vec{h}\|), +$$ + +where $\mathcal{o}(\|\vec{h}\|)$ means that dividing the left hand side by $\|\vec{h}\|$ and taking a limit as $\vec{h}\rightarrow 0$ the limit will be $0$. +::: @@ -962,8 +972,12 @@ Later we will see how Taylor's theorem generalizes for scalar functions and inte In finding a partial derivative, we restricted the surface along a curve in the $x$-$y$ plane, in this case the curve $\vec{\gamma}(t)=\langle t, c\rangle$. In general if we have a curve in the $x$-$y$ plane, $\vec{\gamma}(t)$, we can compose the scalar function $f$ with $\vec{\gamma}$ to create a univariate function. If the functions are "smooth" then this composed function should have a derivative, and some version of a "chain rule" should provide a means to compute the derivative in terms of the "derivative" of $f$ (the gradient) and the derivative of $\vec{\gamma}$ ($\vec{\gamma}'$). -> *Chain rule*: Suppose $f$ is *differentiable* at $C$, and $\vec{\gamma}(t)$ is differentiable at $c$ with $\vec{\gamma}(c) = C$. Then $f\circ\vec{\gamma}$ is differentiable at $c$ with derivative $\nabla f(\vec{\gamma}(c)) \cdot \vec{\gamma}'(c)$. +::: {.callout-note icon=false} +## Chain rule +Suppose $f$ is *differentiable* at $C$, and $\vec{\gamma}(t)$ is differentiable at $c$ with $\vec{\gamma}(c) = C$. Then $f\circ\vec{\gamma}$ is differentiable at $c$ with derivative $\nabla f(\vec{\gamma}(c)) \cdot \vec{\gamma}'(c)$. + +::: This is similar to the chain rule for univariate functions $(f\circ g)'(u) = f'(g(u)) g'(u)$ or $df/dx = df/du \cdot du/dx$. However, when we write out in components there are more terms. For example, for $n=2$ we have with $\vec{\gamma} = \langle x(t), y(t) \rangle$: @@ -1217,7 +1231,10 @@ Let $f(x,y) = \sin(x+2y)$ and $\vec{v} = \langle 2, 1\rangle$. The directional d $$ -\nabla{f}\cdot \frac{\vec{v}}{\|\vec{v}\|} = \langle \cos(x + 2y), 2\cos(x + 2y)\rangle \cdot \frac{\langle 2, 1 \rangle}{\sqrt{5}} = \frac{4}{\sqrt{5}} \cos(x + 2y). +\nabla{f}\cdot \frac{\vec{v}}{\|\vec{v}\|} = +\langle \cos(x + 2y), 2\cos(x + 2y)\rangle \cdot +\frac{(\langle 2, 1 \rangle)}{\sqrt{5}} = +\frac{4}{\sqrt{5}} \cos(x + 2y). $$ ##### Example @@ -1408,17 +1425,18 @@ Let $f(x,y) = x^2 + y^2$ be a scalar function. We have if $G(r, \theta) = \langl Were this computed through the chain rule, we have: - +$$ \begin{align*} \nabla G_1 &= \langle \frac{\partial r\cos(\theta)}{\partial r}, \frac{\partial r\cos(\theta)}{\partial \theta} \rangle= \langle \cos(\theta), -r \sin(\theta) \rangle,\\ \nabla G_2 &= \langle \frac{\partial r\sin(\theta)}{\partial r}, \frac{\partial r\sin(\theta)}{\partial \theta} \rangle= \langle \sin(\theta), r \cos(\theta) \rangle. \end{align*} +$$ We have $\partial f/\partial x = 2x$ and $\partial f/\partial y = 2y$, which at $G$ are $2r\cos(\theta)$ and $2r\sin(\theta)$, so by the chain rule, we should have - +$$ \begin{align*} \frac{\partial (f\circ G)}{\partial r} &= \frac{\partial{f}}{\partial{x}}\frac{\partial G_1}{\partial r} + @@ -1430,6 +1448,7 @@ We have $\partial f/\partial x = 2x$ and $\partial f/\partial y = 2y$, which at \frac{\partial f}{\partial y}\frac{\partial G_2}{\partial \theta} = 2r\cos(\theta)(-r\sin(\theta)) + 2r\sin(\theta)(r\cos(\theta)) = 0. \end{align*} +$$ ## Higher order partial derivatives @@ -1467,9 +1486,11 @@ In `SymPy` the variable to differentiate by is taken from left to right, so `dif We see that `diff(ex, x, y)` and `diff(ex, y, x)` are identical. This is not a coincidence, as by [Schwarz's Theorem](https://tinyurl.com/y7sfw9sx) (also known as Clairaut's theorem) this will always be the case under typical assumptions: +::: {.callout-note icon=false} +## Theorem on mixed partials -> Theorem on mixed partials. If the mixed partials $\partial^2 f/\partial x \partial y$ and $\partial^2 f/\partial y \partial x$ exist and are continuous, then they are equal. - +If the mixed partials $\partial^2 f/\partial x \partial y$ and $\partial^2 f/\partial y \partial x$ exist and are continuous, then they are equal. +::: For higher order mixed partials, something similar to Schwarz's theorem still holds. Say $f:R^n \rightarrow R$ is $C^k$ if $f$ is continuous and all partial derivatives of order $j \leq k$ are continuous. If $f$ is $C^k$, and $k=k_1+k_2+\cdots+k_n$ ($k_i \geq 0$) then diff --git a/quarto/differentiable_vector_calculus/scalar_functions_applications.qmd b/quarto/differentiable_vector_calculus/scalar_functions_applications.qmd index 2c6ac56..f3a7428 100644 --- a/quarto/differentiable_vector_calculus/scalar_functions_applications.qmd +++ b/quarto/differentiable_vector_calculus/scalar_functions_applications.qmd @@ -341,11 +341,12 @@ The level curve $f(x,y)=0$ and the level curve $g(x,y)=0$ may intersect. Solving To elaborate, consider two linear equations written in a general form: - +$$ \begin{align*} ax + by &= u\\ cx + dy &= v \end{align*} +$$ A method to solve this by hand would be to solve for $y$ from one equation, replace this expression into the second equation and then solve for $x$. From there, $y$ can be found. A more advanced method expresses the problem in a matrix formulation of the form $Mx=b$ and solves that equation. This form of solving is implemented in `Julia`, through the "backslash" operator. Here is the general solution: @@ -422,21 +423,23 @@ We look to find the intersection point near $(1,1)$ using Newton's method We have by linearization: - +$$ \begin{align*} f(x,y) &\approx f(x_n, y_n) + \frac{\partial f}{\partial x}\Delta x + \frac{\partial f}{\partial y}\Delta y \\ g(x,y) &\approx g(x_n, y_n) + \frac{\partial g}{\partial x}\Delta x + \frac{\partial g}{\partial y}\Delta y, \end{align*} +$$ where $\Delta x = x- x_n$ and $\Delta y = y-y_n$. Setting $f(x,y)=0$ and $g(x,y)=0$, leaves these two linear equations in $\Delta x$ and $\Delta y$: - +$$ \begin{align*} \frac{\partial f}{\partial x} \Delta x + \frac{\partial f}{\partial y} \Delta y &= -f(x_n, y_n)\\ \frac{\partial g}{\partial x} \Delta x + \frac{\partial g}{\partial y} \Delta y &= -g(x_n, y_n). \end{align*} +$$ One step of Newton's method defines $(x_{n+1}, y_{n+1})$ to be the values $(x,y)$ that make the linearized functions about $(x_n, y_n)$ both equal to $\vec{0}$. @@ -679,14 +682,18 @@ An *absolute* maximum over $U$, should it exist, would be $f(\vec{a})$ if there The difference is the same as the one-dimensional case: local is a statement about nearby points only, absolute a statement about all the points in the specified set. +::: {.callout-note icon=false} +## The [Extreme Value Theorem](https://tinyurl.com/yyhgxu8y) -> The [Extreme Value Theorem](https://tinyurl.com/yyhgxu8y) Let $f:R^n \rightarrow R$ be continuous and defined on *closed* set $V$. Then $f$ has a minimum value $m$ and maximum value $M$ over $V$ and there exists at least two points $\vec{a}$ and $\vec{b}$ with $m = f(\vec{a})$ and $M = f(\vec{b})$. +Let $f:R^n \rightarrow R$ be continuous and defined on *closed* set $V$. Then $f$ has a minimum value $m$ and maximum value $M$ over $V$ and there exists at least two points $\vec{a}$ and $\vec{b}$ with $m = f(\vec{a})$ and $M = f(\vec{b})$. +::: +::: {.callout-note icon=false} +## [Fermat](https://tinyurl.com/nfgz8fz)'s theorem on critical points +Let $f:R^n \rightarrow R$ be a continuous function defined on an *open* set $U$. If $x \in U$ is a point where $f$ has a local extrema *and* $f$ is differentiable, then the gradient of $f$ at $x$ is $\vec{0}$. -> [Fermat](https://tinyurl.com/nfgz8fz)'s theorem on critical points. Let $f:R^n \rightarrow R$ be a continuous function defined on an *open* set $U$. If $x \in U$ is a point where $f$ has a local extrema *and* $f$ is differentiable, then the gradient of $f$ at $x$ is $\vec{0}$. - - +::: Call a point in the domain of $f$ where the function is differentiable and the gradient is zero a *stationary point* and a point in the domain where the function is either not differentiable or is a stationary point a *critical point*. The local extrema can only happen at critical points by Fermat. @@ -735,16 +742,16 @@ To identify these through formulas, and not graphically, we could try and use th The generalization of the *second* derivative test is more concrete though. Recall, the second derivative test is about the concavity of the function at the critical point. When the concavity can be determined as non-zero, the test is conclusive; when the concavity is zero, the test is not conclusive. Similarly here: +::: {.callout-note icon=false} +## The [second](https://en.wikipedia.org/wiki/Second_partial_derivative_test) Partial Derivative Test for $f:R^2 \rightarrow R$. -> The [second](https://en.wikipedia.org/wiki/Second_partial_derivative_test) Partial Derivative Test for $f:R^2 \rightarrow R$. -> -> Assume the first and second partial derivatives of $f$ are defined and continuous; $\vec{a}$ be a critical point of $f$; $H$ is the hessian matrix, $[f_{xx}\quad f_{xy};f_{xy}\quad f_{yy}]$, and $d = \det(H) = f_{xx} f_{yy} - f_{xy}^2$ is the determinant of the Hessian matrix. Then: -> -> * The function $f$ has a local minimum at $\vec{a}$ if $f_{xx} > 0$ *and* $d>0$, -> * The function $f$ has a local maximum at $\vec{a}$ if $f_{xx} < 0$ *and* $d>0$, -> * The function $f$ has a saddle point at $\vec{a}$ if $d < 0$, -> * Nothing can be said if $d=0$. +Assume the first and second partial derivatives of $f$ are defined and continuous; $\vec{a}$ be a critical point of $f$; $H$ is the hessian matrix, $[f_{xx}\quad f_{xy};f_{xy}\quad f_{yy}]$, and $d = \det(H) = f_{xx} f_{yy} - f_{xy}^2$ is the determinant of the Hessian matrix. Then: + * The function $f$ has a local minimum at $\vec{a}$ if $f_{xx} > 0$ *and* $d>0$, + * The function $f$ has a local maximum at $\vec{a}$ if $f_{xx} < 0$ *and* $d>0$, + * The function $f$ has a saddle point at $\vec{a}$ if $d < 0$, + * Nothing can be said if $d=0$. +::: --- @@ -1069,11 +1076,12 @@ $$ Another might be the vertical squared distance to the line: - +$$ \begin{align*} d2(\alpha, \beta) &= (y_1 - l(x_1))^2 + (y_2 - l(x_2))^2 + (y_3 - l(x_3))^2 \\ &= (y1 - (\alpha + \beta x_1))^2 + (y2 - (\alpha + \beta x_2))^2 + (y3 - (\alpha + \beta x_3))^2 \end{align*} +$$ Another might be the *shortest* distance to the line: @@ -1407,18 +1415,22 @@ contour!(xs, ys, f, levels = [.7, .85, 1, 1.15, 1.3]) We can still identify the tangent and normal directions. What is different about this point is that local movement on the constraint curve is also local movement on the contour line of $f$, so $f$ doesn't increase or decrease here, as it would if this point were an extrema along the constraint. The key to seeing this is the contour lines of $f$ are *tangent* to the constraint. The respective gradients are *orthogonal* to their tangent lines, and in dimension $2$, this implies they are parallel to each other. +::: {.callout-note icon=false} +## The method of Lagrange multipliers -> *The method of Lagrange multipliers*: To optimize $f(x,y)$ subject to a constraint $g(x,y) = k$ we solve for all *simultaneous* solutions to -> -> -> \begin{align*} -> \nabla{f}(x,y) &= \lambda \nabla{g}(x,y), \text{and}\\ -> g(x,y) &= k. -> \end{align*} -> -> -> These *possible* points are evaluated to see if they are maxima or minima. +To optimize $f(x,y)$ subject to a constraint $g(x,y) = k$ we solve for all *simultaneous* solutions to +$$ +\begin{align*} +\nabla{f}(x,y) &= \lambda \nabla{g}(x,y), \text{and}\\ +g(x,y) &= k. +\end{align*} +$$ + + +These *possible* points are evaluated to see if they are maxima or minima. + +::: The method will not work if $\nabla{g} = \vec{0}$ or if $f$ and $g$ are not differentiable. @@ -1472,12 +1484,13 @@ $$ The we have - +$$ \begin{align*} \frac{\partial L}{\partial{x}} &= \frac{\partial{f}}{\partial{x}} - \lambda \frac{\partial{g}}{\partial{x}}\\ \frac{\partial L}{\partial{y}} &= \frac{\partial{f}}{\partial{y}} - \lambda \frac{\partial{g}}{\partial{y}}\\ \frac{\partial L}{\partial{\lambda}} &= 0 + (g(x,y) - k). \end{align*} +$$ But if the Lagrange condition holds, each term is $0$, so Lagrange's method can be seen as solving for point $\nabla{L} = \vec{0}$. The optimization problem in two variables with a constraint becomes a problem of finding and classifying zeros of a function with *three* variables. @@ -1556,13 +1569,14 @@ The starting point is a *perturbation*: $\hat{y}(x) = y(x) + \epsilon_1 \eta_1(x With this notation, and fixing $y$ we can re-express the equations in terms of $\epsilon_1$ and $\epsilon_2$: - +$$ \begin{align*} F(\epsilon_1, \epsilon_2) &= \int f(x, \hat{y}, \hat{y}') dx = \int f(x, y + \epsilon_1 \eta_1 + \epsilon_2 \eta_2, y' + \epsilon_1 \eta_1' + \epsilon_2 \eta_2') dx,\\ G(\epsilon_1, \epsilon_2) &= \int g(x, \hat{y}, \hat{y}') dx = \int g(x, y + \epsilon_1 \eta_1 + \epsilon_2 \eta_2, y' + \epsilon_1 \eta_1' + \epsilon_2 \eta_2') dx. \end{align*} +$$ Then our problem is restated as: @@ -1590,7 +1604,7 @@ $$ Computing just the first one, we have using the chain rule and assuming interchanging the derivative and integral is possible: - +$$ \begin{align*} \frac{\partial{F}}{\partial{\epsilon_1}} &= \int \frac{\partial}{\partial{\epsilon_1}}( @@ -1598,6 +1612,7 @@ f(x, y + \epsilon_1 \eta_1 + \epsilon_2 \eta_2, y' + \epsilon_1 \eta_1' + \epsil &= \int \left(\frac{\partial{f}}{\partial{y}} \eta_1 + \frac{\partial{f}}{\partial{y'}} \eta_1'\right) dx\quad\quad(\text{from }\nabla{f} \cdot \langle 0, \eta_1, \eta_1'\rangle)\\ &=\int \eta_1 \left(\frac{\partial{f}}{\partial{y}} - \frac{d}{dx}\frac{\partial{f}}{\partial{y'}}\right) dx. \end{align*} +$$ The last line by integration by parts: @@ -1664,11 +1679,12 @@ ex2 = Eq(ex1.lhs()^2 - 1, simplify(ex1.rhs()^2) - 1) Now $y'$ can be integrated using the substitution $y - C = \lambda \cos\theta$ to give: $-\lambda\int\cos\theta d\theta = x + D$, $D$ some constant. That is: - +$$ \begin{align*} x + D &= - \lambda \sin\theta\\ y - C &= \lambda\cos\theta. \end{align*} +$$ Squaring gives the equation of a circle: $(x +D)^2 + (y-C)^2 = \lambda^2$. @@ -1680,11 +1696,12 @@ We center and *rescale* the problem so that $x_0 = -1, x_1 = 1$. Then $L > 2$ as We have $y=0$ at $x=1$ and $-1$ giving: - +$$ \begin{align*} (-1 + D)^2 + (0 - C)^2 &= \lambda^2\\ (+1 + D)^2 + (0 - C)^2 &= \lambda^2. \end{align*} +$$ Squaring out and solving gives $D=0$, $1 + C^2 = \lambda^2$. That is, an arc of circle with radius $\sqrt{1+C^2}$ and centered at $(0, C)$. @@ -1776,7 +1793,7 @@ where $R_k(x) = f^{k+1}(\xi)/(k+1)!(x-a)^{k+1}$ for some $\xi$ between $a$ and $ This theorem can be generalized to scalar functions, but the notation can be cumbersome. Following [Folland](https://sites.math.washington.edu/~folland/Math425/taylor2.pdf) we use *multi-index* notation. Suppose $f:R^n \rightarrow R$, and let $\alpha=(\alpha_1, \alpha_2, \dots, \alpha_n)$. Then define the following notation: - +$$ \begin{align*} |\alpha| &= \alpha_1 + \cdots + \alpha_n, \\ \alpha! &= \alpha_1!\alpha_2!\cdot\cdots\cdot\alpha_n!, \\ @@ -1784,6 +1801,7 @@ This theorem can be generalized to scalar functions, but the notation can be cum \partial^\alpha f &= \partial_1^{\alpha_1}\partial_2^{\alpha_2}\cdots \partial_n^{\alpha_n} f \\ & = \frac{\partial^{|\alpha|}f}{\partial x_1^{\alpha_1} \partial x_2^{\alpha_2} \cdots \partial x_n^{\alpha_n}}. \end{align*} +$$ This notation makes many formulas from one dimension carry over to higher dimensions. For example, the binomial theorem says: @@ -1800,8 +1818,8 @@ $$ (x_1 + x_2 + \cdots + x_n)^n = \sum_{|\alpha|=k} \frac{k!}{\alpha!} \vec{x}^\alpha. $$ -Taylor's theorem then becomes: - +::: {.callout-note icon=false} +## Taylor's theorem using multi-index If $f: R^n \rightarrow R$ is sufficiently smooth ($C^{k+1}$) on an open convex set $S$ about $\vec{a}$ then if $\vec{a}$ and $\vec{a}+\vec{h}$ are in $S$, @@ -1812,18 +1830,20 @@ $$ where $R_{\vec{a},k} = \sum_{|\alpha|=k+1}\partial^\alpha \frac{f(\vec{a} + c\vec{h})}{\alpha!} \vec{h}^\alpha$ for some $c$ in $(0,1)$. +::: ##### Example The elegant notation masks what can be complicated expressions. Consider the simple case $f:R^2 \rightarrow R$ and $k=2$. Then this says: - +$$ \begin{align*} f(x + dx, y+dy) &= f(x, y) + \frac{\partial f}{\partial x} dx + \frac{\partial f}{\partial y} dy \\ &+ \frac{\partial^2 f}{\partial x^2} \frac{dx^2}{2} + 2\frac{\partial^2 f}{\partial x\partial y} \frac{dx dy}{2}\\ &+ \frac{\partial^2 f}{\partial y^2} \frac{dy^2}{2} + R_{\langle x, y \rangle, k}(\langle dx, dy \rangle). \end{align*} +$$ Using $\nabla$ and $H$ for the Hessian and $\vec{x} = \langle x, y \rangle$ and $d\vec{x} = \langle dx, dy \rangle$, this can be expressed as: diff --git a/quarto/differentiable_vector_calculus/vector_fields.qmd b/quarto/differentiable_vector_calculus/vector_fields.qmd index c4daf38..bc270f3 100644 --- a/quarto/differentiable_vector_calculus/vector_fields.qmd +++ b/quarto/differentiable_vector_calculus/vector_fields.qmd @@ -191,11 +191,12 @@ surface(unzip(Phi.(thetas, phis'))...) The partial derivatives of each component, $\partial{\Phi}/\partial{\theta}$ and $\partial{\Phi}/\partial{\phi}$, can be computed directly: - +$$ \begin{align*} \partial{\Phi}/\partial{\theta} &= \langle -\sin(\phi)\sin(\theta), \sin(\phi)\cos(\theta),0 \rangle,\\ \partial{\Phi}/\partial{\phi} &= \langle \cos(\phi)\cos(\theta), \cos(\phi)\sin(\theta), -\sin(\phi) \rangle. \end{align*} +$$ Using `SymPy`, we can compute through: @@ -359,7 +360,7 @@ where $\epsilon(h) \rightarrow \vec{0}$ as $h \rightarrow \vec{0}$. We have, using this for *both* $F$ and $G$: - +$$ \begin{align*} F(G(a + \vec{h})) - F(G(a)) &= F(G(a) + (dG_a \cdot \vec{h} + \epsilon_G \vec{h})) - F(G(a))\\ @@ -367,18 +368,20 @@ F(G(a) + (dG_a \cdot \vec{h} + \epsilon_G \vec{h})) - F(G(a))\\ &+ \quad\epsilon_F (dG_a \cdot \vec{h} + \epsilon_G \vec{h}) - F(G(a))\\ &= dF_{G(a)} \cdot (dG_a \cdot \vec{h}) + dF_{G(a)} \cdot (\epsilon_G \vec{h}) + \epsilon_F (dG_a \cdot \vec{h}) + (\epsilon_F \cdot \epsilon_G\vec{h}) \end{align*} +$$ The last line uses the linearity of $dF$ to isolate $dF_{G(a)} \cdot (dG_a \cdot \vec{h})$. Factoring out $\vec{h}$ and taking norms gives: - +$$ \begin{align*} \frac{\| F(G(a+\vec{h})) - F(G(a)) - dF_{G(a)}dG_a \cdot \vec{h} \|}{\| \vec{h} \|} &= \frac{\| dF_{G(a)}\cdot(\epsilon_G\vec{h}) + \epsilon_F (dG_a\cdot \vec{h}) + (\epsilon_F\cdot\epsilon_G\vec{h}) \|}{\| \vec{h} \|} \\ &\leq \| dF_{G(a)}\cdot\epsilon_G + \epsilon_F (dG_a) + \epsilon_F\cdot\epsilon_G \|\frac{\|\vec{h}\|}{\| \vec{h} \|}\\ &\rightarrow 0. \end{align*} +$$ ### Examples @@ -660,7 +663,7 @@ det(A1), 1/det(A2) The technique of *implicit differentiation* is a useful one, as it allows derivatives of more complicated expressions to be found. The main idea, expressed here with three variables is if an equation may be viewed as $F(x,y,z) = c$, $c$ a constant, then $z=\phi(x,y)$ may be viewed as a function of $x$ and $y$. Hence, we can use the chain rule to find: $\partial z / \partial x$ and $\partial z /\partial y$. Let $G(x,y) = \langle x, y, \phi(x,y) \rangle$ and then differentiation $(F \circ G)(x,y) = c$: - +$$ \begin{align*} 0 &= dF_{G(x,y)} \circ dG_{\langle x, y\rangle}\\ &= [\frac{\partial F}{\partial x}\quad \frac{\partial F}{\partial y}\quad \frac{\partial F}{\partial z}](G(x,y)) \cdot @@ -670,6 +673,7 @@ The technique of *implicit differentiation* is a useful one, as it allows deriva \frac{\partial \phi}{\partial x} & \frac{\partial \phi}{\partial y} \end{bmatrix}. \end{align*} +$$ Solving yields @@ -685,14 +689,17 @@ Where the right hand side of each is evaluated at $G(x,y)$. When can it be reasonably assumed that such a function $z= \phi(x,y)$ exists? - -The [Implicit Function Theorem](https://en.wikipedia.org/wiki/Implicit_function_theorem) provides a statement (slightly abridged here): +::: {.callout-note icon=false} +The [Implicit Function Theorem](https://en.wikipedia.org/wiki/Implicit_function_theorem) (slightly abridged) -> Let $F:R^{n+m} \rightarrow R^m$ be a continuously differentiable function and let $R^{n+m}$ have (compactly defined) coordinates $\langle \vec{x}, \vec{y} \rangle$, Fix a point $\langle \vec{a}, \vec{b} \rangle$ with $F(\vec{a}, \vec{b}) = \vec{0}$. Let $J_{F, \vec{y}}(\vec{a}, \vec{b})$ be the Jacobian restricted to *just* the $y$ variables. ($J$ is $m \times m$.) If this matrix has non-zero determinant (it is invertible), then there exists an open set $U$ containing $\vec{a}$ and a *unique* continuously differentiable function $G: U \subset R^n \rightarrow R^m$ such that $G(\vec{a}) = \vec{b}$, $F(\vec{x}, G(\vec{x})) = 0$ for $\vec x$ in $U$. Moreover, the partial derivatives of $G$ are given by the matrix product: -> -> $\frac{\partial G}{\partial x_j}(\vec{x}) = - [J_{F, \vec{y}}(x, F(\vec{x}))]^{-1} \left[\frac{\partial F}{\partial x_j}(x, G(\vec{x}))\right].$ +Let $F:R^{n+m} \rightarrow R^m$ be a continuously differentiable function and let $R^{n+m}$ have (compactly defined) coordinates $\langle \vec{x}, \vec{y} \rangle$, Fix a point $\langle \vec{a}, \vec{b} \rangle$ with $F(\vec{a}, \vec{b}) = \vec{0}$. Let $J_{F, \vec{y}}(\vec{a}, \vec{b})$ be the Jacobian restricted to *just* the $y$ variables. ($J$ is $m \times m$.) If this matrix has non-zero determinant (it is invertible), then there exists an open set $U$ containing $\vec{a}$ and a *unique* continuously differentiable function $G: U \subset R^n \rightarrow R^m$ such that $G(\vec{a}) = \vec{b}$, $F(\vec{x}, G(\vec{x})) = 0$ for $\vec x$ in $U$. Moreover, the partial derivatives of $G$ are given by the matrix product: +$$ +\frac{\partial G}{\partial x_j}(\vec{x}) = - [J_{F, \vec{y}}(x, F(\vec{x}))]^{-1} \left[\frac{\partial F}{\partial x_j}(x, G(\vec{x}))\right]. +$$ + +::: --- diff --git a/quarto/differentiable_vector_calculus/vector_valued_functions.qmd b/quarto/differentiable_vector_calculus/vector_valued_functions.qmd index a382a32..738b8c4 100644 --- a/quarto/differentiable_vector_calculus/vector_valued_functions.qmd +++ b/quarto/differentiable_vector_calculus/vector_valued_functions.qmd @@ -800,7 +800,7 @@ Vector-valued functions do not have multiplication or division defined for them, For the dot product, the combination $\vec{f}(t) \cdot \vec{g}(t)$ we have a univariate function of $t$, so we know a derivative is well defined. Can it be represented in terms of the vector-valued functions? In terms of the component functions, we have this calculation specific to $n=2$, but that which can be generalized: - +$$ \begin{align*} \frac{d}{dt}(\vec{f}(t) \cdot \vec{g}(t)) &= \frac{d}{dt}(f_1(t) g_1(t) + f_2(t) g_2(t))\\ @@ -808,6 +808,7 @@ For the dot product, the combination $\vec{f}(t) \cdot \vec{g}(t)$ we have a uni &= f_1'(t) g_1(t) + f_2'(t) g_2(t) + f_1(t) g_1'(t) + f_2(t) g_2'(t)\\ &= \vec{f}'(t)\cdot \vec{g}(t) + \vec{f}(t) \cdot \vec{g}'(t). \end{align*} +$$ Suggesting that a product rule like formula applies for dot products. @@ -839,11 +840,12 @@ diff.(uₛ × vₛ, tₛ) - (diff.(uₛ, tₛ) × vₛ + uₛ × diff.(vₛ, t In summary, these two derivative formulas hold for vector-valued functions $R \rightarrow R^n$: - +$$ \begin{align*} (\vec{u} \cdot \vec{v})' &= \vec{u}' \cdot \vec{v} + \vec{u} \cdot \vec{v}',\\ (\vec{u} \times \vec{v})' &= \vec{u}' \times \vec{v} + \vec{u} \times \vec{v}'. \end{align*} +$$ ##### Application. Circular motion and the tangent vector. @@ -896,11 +898,12 @@ Combining, Newton states $\vec{a} = -(GM/r^2) \hat{x}$. Now to show the first law. Consider $\vec{x} \times \vec{v}$. It is constant, as: - +$$ \begin{align*} (\vec{x} \times \vec{v})' &= \vec{x}' \times \vec{v} + \vec{x} \times \vec{v}'\\ &= \vec{v} \times \vec{v} + \vec{x} \times \vec{a}. \end{align*} +$$ Both terms are $\vec{0}$, as $\vec{a}$ is parallel to $\vec{x}$ by the above, and clearly $\vec{v}$ is parallel to itself. @@ -912,34 +915,37 @@ This says, $\vec{x} \times \vec{v} = \vec{c}$ is a constant vector, meaning, the Now, by differentiating $\vec{x} = r \hat{x}$ we have: - +$$ \begin{align*} \vec{v} &= \vec{x}'\\ &= (r\hat{x})'\\ &= r' \hat{x} + r \hat{x}', \end{align*} +$$ and so - +$$ \begin{align*} \vec{c} &= \vec{x} \times \vec{v}\\ &= (r\hat{x}) \times (r'\hat{x} + r \hat{x}')\\ &= r^2 (\hat{x} \times \hat{x}'). \end{align*} +$$ From this, we can compute $\vec{a} \times \vec{c}$: - +$$ \begin{align*} \vec{a} \times \vec{c} &= (-\frac{GM}{r^2})\hat{x} \times r^2(\hat{x} \times \hat{x}')\\ &= -GM \hat{x} \times (\hat{x} \times \hat{x}') \\ &= GM (\hat{x} \times \hat{x}')\times \hat{x}. \end{align*} +$$ The last line by anti-commutativity. @@ -948,22 +954,24 @@ The last line by anti-commutativity. But, the triple cross product can be simplified through the identify $(\vec{u}\times\vec{v})\times\vec{w} = (\vec{u}\cdot\vec{w})\vec{v} - (\vec{v}\cdot\vec{w})\vec{u}$. So, the above becomes: - +$$ \begin{align*} \vec{a} \times \vec{c} &= GM ((\hat{x}\cdot\hat{x})\hat{x}' - (\hat{x} \cdot \hat{x}')\hat{x})\\ &= GM (1 \hat{x}' - 0 \hat{x}). \end{align*} +$$ Now, since $\vec{c}$ is constant, we have: - +$$ \begin{align*} (\vec{v} \times \vec{c})' &= (\vec{a} \times \vec{c})\\ &= GM \hat{x}'\\ &= (GM\hat{x})'. \end{align*} +$$ The two sides have the same derivative, hence differ by a constant: @@ -979,7 +987,7 @@ As $\vec{x}$ and $\vec{v}\times\vec{c}$ lie in the same plane - orthogonal to $\ Now - +$$ \begin{align*} c^2 &= \|\vec{c}\|^2 \\ &= \vec{c} \cdot \vec{c}\\ @@ -989,6 +997,7 @@ c^2 &= \|\vec{c}\|^2 \\ &= GMr + r \hat{x} \cdot \vec{d}\\ &= GMr + rd \cos(\theta). \end{align*} +$$ Solving, this gives the first law. That is, the radial distance is in the form of an ellipse: @@ -1397,12 +1406,15 @@ plotly(); In [Arc length](../integrals/arc_length.html) there is a discussion of how to find the arc length of a parameterized curve in $2$ dimensions. The general case is discussed by [Destafano](https://randomproofs.files.wordpress.com/2010/11/arc_length.pdf) who shows: -> *Arc-length*: if a curve $C$ is parameterized by a smooth function $\vec{r}(t)$ over an interval $I$, then the arc length of $C$ is: -> -> $$ -> \int_I \| \vec{r}'(t) \| dt. -> $$ +::: {.callout-note icon=false} +## Arc-length +If a curve $C$ is parameterized by a smooth function $\vec{r}(t)$ over an interval $I$, then the arc length of $C$ is: + +$$ +\int_I \| \vec{r}'(t) \| dt. +$$ +::: If we associate $\vec{r}'(t)$ with the velocity, then this is the integral of the speed (the magnitude of the velocity). @@ -1519,12 +1531,13 @@ $$ As before, but further, we have if $\kappa$ is the curvature and $\tau$ the torsion, these relationships expressing the derivatives with respect to $s$ in terms of the components in the frame: - +$$ \begin{align*} \hat{T}'(s) &= &\kappa \hat{N}(s) &\\ \hat{N}'(s) &= -\kappa \hat{T}(s) & &+ \tau \hat{B}(s)\\ \hat{B}'(s) &= &-\tau \hat{N}(s) & \end{align*} +$$ These are the [Frenet-Serret](https://en.wikipedia.org/wiki/Frenet%E2%80%93Serret_formulas) formulas. @@ -1637,12 +1650,13 @@ end Levi and Tabachnikov prove in their Proposition 2.4: - +$$ \begin{align*} \kappa(u) &= \frac{d\alpha(u)}{du} + \frac{\sin(\alpha(u))}{a},\\ |\frac{dv}{du}| &= |\cos(\alpha)|, \quad \text{and}\\ k &= \frac{\tan(\alpha)}{a}. \end{align*} +$$ The first equation relates the steering angle with the curvature. If the steering angle is not changed ($d\alpha/du=0$) then the curvature is constant and the motion is circular. It will be greater for larger angles (up to $\pi/2$). As the curvature is the reciprocal of the radius, this means the radius of the circular trajectory will be smaller. For the same constant steering angle, the curvature will be smaller for longer wheelbases, meaning the circular trajectory will have a larger radius. For cars, which have similar dynamics, this means longer wheelbase cars will take more room to make a U-turn. @@ -1657,13 +1671,14 @@ The last equation, relates the curvature of the back wheel track to the steering To derive the first one, we have previously noted that when a curve is parameterized by arc length, the curvature is more directly computed: it is the magnitude of the derivative of the tangent vector. The tangent vector is of unit length, when parametrized by arc length. This implies its derivative will be orthogonal. If $\vec{r}(t)$ is a parameterization by arc length, then the curvature formula simplifies as: - +$$ \begin{align*} \kappa(s) &= \frac{\| \vec{r}'(s) \times \vec{r}''(s) \|}{\|\vec{r}'(s)\|^3} \\ &= \frac{\| \vec{r}'(s) \times \vec{r}''(s) \|}{1} \\ &= \| \vec{r}'(s) \| \| \vec{r}''(s) \| \sin(\theta) \\ &= 1 \| \vec{r}''(s) \| 1 = \| \vec{r}''(s) \|. \end{align*} +$$ So in the above, the curvature is $\kappa = \| \vec{F}''(u) \|$ and $k = \|\vec{B}''(v)\|$. @@ -1691,7 +1706,7 @@ $$ It must be that the tangent line of $\vec{B}$ is parallel to $\vec{U} \cos(\alpha) + \vec{V} \sin(\alpha)$. To utilize this, we differentiate $\vec{B}$ using the facts that $\vec{U}' = -\kappa \vec{V}$ and $\vec{V}' = \kappa \vec{U}$. These coming from $\vec{U} = \vec{F}'$ and so it's derivative in $u$ has magnitude yielding the curvature, $\kappa$, and direction orthogonal to $\vec{U}$. - +$$ \begin{align*} \vec{B}'(u) &= \vec{F}'(u) -a \vec{U}' \cos(\alpha) -a \vec{U} (-\sin(\alpha)) \alpha' @@ -1703,12 +1718,13 @@ a (\kappa) \vec{U} \sin(\alpha) - a \vec{V} \cos(\alpha) \alpha' \\ + a(\alpha' - \kappa) \sin(\alpha) \vec{U} - a(\alpha' - \kappa) \cos(\alpha)\vec{V}. \end{align*} +$$ Extend the $2$-dimensional vectors to $3$ dimensions, by adding a zero $z$ component, then: - +$$ \begin{align*} \vec{0} &= (\vec{U} + a(\alpha' - \kappa) \sin(\alpha) \vec{U} @@ -1721,6 +1737,7 @@ a(\alpha' - \kappa) \cos(\alpha)\vec{V} \times \vec{U} \cos(\alpha) \\ a(\alpha'-\kappa) \cos^2(\alpha)) \vec{U} \times \vec{V} \\ &= (\sin(\alpha) + a (\alpha' - \kappa)) \vec{U} \times \vec{V}. \end{align*} +$$ The terms $\vec{U} \times\vec{U}$ and $\vec{V}\times\vec{V}$ being $\vec{0}$, due to properties of the cross product. This says the scalar part must be $0$, or @@ -1733,7 +1750,7 @@ $$ As for the second equation, from the expression for $\vec{B}'(u)$, after setting $a(\alpha'-\kappa) = -\sin(\alpha)$: - +$$ \begin{align*} \|\vec{B}'(u)\|^2 &= \| (1 -\sin(\alpha)\sin(\alpha)) \vec{U} +\sin(\alpha)\cos(\alpha) \vec{V} \|^2\\ @@ -1742,6 +1759,7 @@ As for the second equation, from the expression for $\vec{B}'(u)$, after setting &= \cos^2(\alpha)(\cos^2(\alpha) + \sin^2(\alpha))\\ &= \cos^2(\alpha). \end{align*} +$$ From this $\|\vec{B}(u)\| = |\cos(\alpha)\|$. But $1 = \|d\vec{B}/dv\| = \|d\vec{B}/du \| \cdot |du/dv|$ and $|dv/du|=|\cos(\alpha)|$ follows. @@ -1778,11 +1796,12 @@ Consider a parameterization of a curve by arc-length, $\vec\gamma(s) = \langle u Consider two nearby points $t$ and $t+\epsilon$ and the intersection of $l_t$ and $l_{t+\epsilon}$. That is, we need points $a$ and $b$ with: $l_t(a) = l_{t+\epsilon}(b)$. Setting the components equal, this is: - +$$ \begin{align*} u(t) - av'(t) &= u(t+\epsilon) - bv'(t+\epsilon) \\ v(t) + au'(t) &= v(t+\epsilon) + bu'(t+\epsilon). \end{align*} +$$ This is a linear equation in two unknowns ($a$ and $b$) which can be solved. Here is the value for `a`: @@ -1801,24 +1820,26 @@ out[a] Letting $\epsilon \rightarrow 0$ we get an expression for $a$ that will describe the evolute at time $t$ in terms of the function $\gamma$. Looking at the expression above, we can see that dividing the *numerator* by $\epsilon$ and taking a limit will yield $u'(t)^2 + v'(t)^2$. If the *denominator* has a limit after dividing by $\epsilon$, then we can find the description sought. Pursuing this leads to: - +$$ \begin{align*} \frac{u'(t) v'(t+\epsilon) - v'(t) u'(t+\epsilon)}{\epsilon} &= \frac{u'(t) v'(t+\epsilon) -u'(t)v'(t) + u'(t)v'(t)- v'(t) u'(t+\epsilon)}{\epsilon} \\ &= \frac{u'(t)(v'(t+\epsilon) -v'(t))}{\epsilon} + \frac{(u'(t)- u'(t+\epsilon))v'(t)}{\epsilon}, \end{align*} +$$ which in the limit will give $u'(t)v''(t) - u''(t) v'(t)$. All told, in the limit as $\epsilon \rightarrow 0$ we get - +$$ \begin{align*} a &= \frac{u'(t)^2 + v'(t)^2}{u'(t)v''(t) - v'(t) u''(t)} \\ &= 1/(\|\vec\gamma'\|\kappa) \\ &= 1/(\|\hat{T}\|\kappa) \\ &= 1/\kappa, \end{align*} +$$ with $\kappa$ being the curvature of the planar curve. That is, the evolute of $\vec\gamma$ is described by: @@ -1844,13 +1865,14 @@ plot_parametric!(0..2pi, t -> (rₑ₃(t) + Normal(rₑ₃, t)/curvature(rₑ₃ We computed the above illustration using $3$ dimensions (hence the use of `[1:2]...`) as the curvature formula is easier to express. Recall, the curvature also appears in the [Frenet-Serret](https://en.wikipedia.org/wiki/Frenet%E2%80%93Serret_formulas) formulas: $d\hat{T}/ds = \kappa \hat{N}$ and $d\hat{N}/ds = -\kappa \hat{T}+ \tau \hat{B}$. In a planar curve, as under consideration, the binormal is $\vec{0}$. This allows the computation of $\vec\beta(s)'$: - +$$ \begin{align*} \vec{\beta}' &= \frac{d(\vec\gamma + (1/ \kappa) \hat{N})}{ds}\\ &= \hat{T} + (-\frac{\kappa '}{\kappa ^2}\hat{N} + \frac{1}{\kappa} \hat{N}')\\ &= \hat{T} - \frac{\kappa '}{\kappa ^2}\hat{N} + \frac{1}{\kappa} (-\kappa \hat{T})\\ &= - \frac{\kappa '}{\kappa ^2}\hat{N}. \end{align*} +$$ We see $\vec\beta'$ is zero (the curve is non-regular) when $\kappa'(s) = 0$. The curvature changes from increasing to decreasing, or vice versa at each of the $4$ crossings of the major and minor axes - there are $4$ non-regular points, and we see $4$ cusps in the evolute. @@ -1915,11 +1937,12 @@ $$ If $\vec\gamma(s)$ is parameterized by arc length, then this simplifies quite a bit, as the unit tangent is just $\vec\gamma'(s)$ and the remaining arc length just $(s-a)$: - +$$ \begin{align*} \vec\beta_a(s) &= \vec\gamma(s) - \vec\gamma'(s) (s-a) \\ &=\vec\gamma(s) - \hat{T}_{\vec\gamma}(s)(s-a).\quad (a \text{ is the arc-length parameter}) \end{align*} +$$ With this characterization, we see several properties: @@ -1940,11 +1963,12 @@ $$ In the following we show that: - +$$ \begin{align*} \kappa_{\vec\beta_a}(s) &= 1/(s-a),\\ \hat{N}_{\vec\beta_a}(s) &= \hat{T}_{\vec\beta_a}'(s)/\|\hat{T}_{\vec\beta_a}'(s)\| = -\hat{T}_{\vec\gamma}(s). \end{align*} +$$ The first shows in a different way that when $s=a$ the curve is not regular, as the curvature fails to exists. In the above figure, when the involute touches $\vec\gamma$, there will be a cusp. @@ -1953,7 +1977,7 @@ The first shows in a different way that when $s=a$ the curve is not regular, as With these two identifications and using $\vec\gamma'(s) = \hat{T}_{\vec\gamma(s)}$, we have the evolute simplifies to - +$$ \begin{align*} \vec\beta_a(s) + \frac{1}{\kappa_{\vec\beta_a}(s)}\hat{N}_{\vec\beta_a}(s) &= @@ -1962,6 +1986,7 @@ With these two identifications and using $\vec\gamma'(s) = \hat{T}_{\vec\gamma(s \vec\gamma(s) + \hat{T}_{\vec\gamma}(s)(s-a) + \frac{1}{1/(s-a)} (-\hat{T}_{\vec\gamma}(s)) \\ &= \vec\gamma(s). \end{align*} +$$ That is the evolute of an involute of $\vec\gamma(s)$ is $\vec\gamma(s)$. @@ -1970,12 +1995,13 @@ That is the evolute of an involute of $\vec\gamma(s)$ is $\vec\gamma(s)$. We have: - +$$ \begin{align*} \beta_a(s) &= \vec\gamma - \vec\gamma'(s)(s-a)\\ \beta_a'(s) &= -\kappa_{\vec\gamma}(s)(s-a)\hat{N}_{\vec\gamma}(s)\\ \beta_a''(s) &= (-\kappa_{\vec\gamma}(s)(s-a))' \hat{N}_{\vec\gamma}(s) + (-\kappa_{\vec\gamma}(s)(s-a))(-\kappa_{\vec\gamma}\hat{T}_{\vec\gamma}(s)), \end{align*} +$$ the last line by the Frenet-Serret formula for *planar* curves which show $\hat{T}'(s) = \kappa(s) \hat{N}$ and $\hat{N}'(s) = -\kappa(s)\hat{T}(s)$. @@ -1984,11 +2010,12 @@ the last line by the Frenet-Serret formula for *planar* curves which show $\hat To compute the curvature of $\vec\beta_a$, we need to compute both: - +$$ \begin{align*} \| \vec\beta' \|^3 &= |\kappa^3 (s-a)^3|\\ \| \vec\beta' \times \vec\beta'' \| &= |\kappa(s)^3 (s-a)^2|, \end{align*} +$$ the last line using both $\hat{N}\times\hat{N} = \vec{0}$ and $\|\hat{N}\times\hat{T}\| = 1$. The curvature then is $\kappa_{\vec\beta_a}(s) = 1/(s-a)$. @@ -2672,13 +2699,14 @@ radioq(choices, answ) The evolute comes from the formula $\vec\gamma(T) - (1/\kappa(t)) \hat{N}(t)$. For hand computation, this formula can be explicitly given by two components $\langle X(t), Y(t) \rangle$ through: - +$$ \begin{align*} r(t) &= x'(t)^2 + y'(t)^2\\ k(t) &= x'(t)y''(t) - x''(t) y'(t)\\ X(t) &= x(t) - y'(t) r(t)/k(t)\\ Y(t) &= y(t) + x'(t) r(t)/k(t) \end{align*} +$$ Let $\vec\gamma(t) = \langle t, t^2 \rangle = \langle x(t), y(t)\rangle$ be a parameterization of a parabola. diff --git a/quarto/differentiable_vector_calculus/vectors.qmd b/quarto/differentiable_vector_calculus/vectors.qmd index f621e34..1a7fa0b 100644 --- a/quarto/differentiable_vector_calculus/vectors.qmd +++ b/quarto/differentiable_vector_calculus/vectors.qmd @@ -443,12 +443,13 @@ $$ The left hand sides are in the form of a dot product, in this case $\langle a,b \rangle \cdot \langle x, y\rangle$ and $\langle a,b,c \rangle \cdot \langle x, y, z\rangle$ respectively. When there is a system of equations, something like: - +$$ \begin{align*} 3x &+ 4y &- 5z &= 10\\ 3x &- 5y &+ 7z &= 11\\ -3x &+ 6y &+ 9z &= 12, \end{align*} +$$ Then we might think of $3$ vectors $\langle 3,4,-5\rangle$, $\langle 3,-5,7\rangle$, and $\langle -3,6,9\rangle$ being dotted with $\langle x,y,z\rangle$. Mathematically, matrices and their associated algebra are used to represent this. In this example, the system of equations above would be represented by a matrix and two vectors: diff --git a/quarto/integral_vector_calculus/div_grad_curl.qmd b/quarto/integral_vector_calculus/div_grad_curl.qmd index f043b8c..5180b12 100644 --- a/quarto/integral_vector_calculus/div_grad_curl.qmd +++ b/quarto/integral_vector_calculus/div_grad_curl.qmd @@ -105,7 +105,7 @@ annotate!([ (.5, -.1, "Δy"), (1+.75dx, .1, "Δx"), (1+dx+.1, .75, "Δz"), - (.5,.15,L"(x,y,z)"), + (.5,.15,"(x,y,z)"), (.45,.6, "î"), (1+.8dx, .7, "ĵ"), (.8, 1+dy+.1, "k̂") @@ -204,20 +204,20 @@ arrow!([1/2, 1-dx], .01 *[-1,0], linewidth=3, color=:blue) arrow!([1-dx, 1/2], .01 *[0, 1], linewidth=3, color=:blue) annotate!([ - (0,-1/16,L"(x,y)"), - (1, -1/16, L"(x+\Delta{x},y)"), - (0, 1+1/16, L"(x,y+\Delta{y})"), - (1/2, 4dx, L"\hat{i}"), - (1/2, 1-4dx, L"-\hat{i}"), - (3dx, 1/2, L"-\hat{j}"), - (1-3dx, 1/2, L"\hat{j}") + (0,-1/16,"(x,y)"), + (1, -1/16, "(x+Δx,y)"), + (0, 1+1/16, "(x,y+Δy)"), + (1/2, 4dx, "î}"), + (1/2, 1-4dx, "-î"), + (3dx, 1/2, "-ĵ"), + (1-3dx, 1/2, "ĵ") ]) ``` Let $F=\langle F_x, F_y\rangle$. For small enough values of $\Delta{x}$ and $\Delta{y}$ the line integral, $\oint_C F\cdot d\vec{r}$ can be *approximated* by $4$ terms: - +$$ \begin{align*} \left(F(x,y) \cdot \hat{i}\right)\Delta{x} &+ \left(F(x+\Delta{x},y) \cdot \hat{j}\right)\Delta{y} + @@ -230,6 +230,7 @@ F_x(x, y+\Delta{y}) (-\Delta{x}) + F_y(x,y) (-\Delta{y})\\ (F_y(x + \Delta{x}, y) - F_y(x, y))\Delta{y} - (F_x(x, y+\Delta{y})-F_x(x,y))\Delta{x}. \end{align*} +$$ The Riemann approximation allows a choice of evaluation point for Riemann integrable functions, and the choice here lends itself to further analysis. Were the above divided by $\Delta{x}\Delta{y}$, the area of the box, and a limit taken, partial derivatives appear to suggest this formula: @@ -275,7 +276,7 @@ annotate!([ (.5, -.1, "Δy"), (1+.75dx, .1, "Δx"), (1+dx+.1, .75, "Δz"), - (.5,.15,L"(x,y,z)"), + (.5,.15,"(x,y,z)"), (.45,.6, "î"), (1+.8dx, .667, "ĵ"), (.8, 1+dy+.067, "k̂"), @@ -309,10 +310,10 @@ annotate!([ (.9, 1+dx, "C₁"), - (2*dx, 1/2, L"\hat{T}=\hat{i}"), - (1+2*dx,1/2, L"\hat{T}=-\hat{i}"), - (1/2,-3/2*dx, L"\hat{T}=\hat{j}"), - (1/2, 1+(3/2)*dx, L"\hat{T}=-\hat{j}"), + (2*dx, 1/2, "T̂=î"), + (1+2*dx,1/2, "T̂=-î"), + (1/2,-3/2*dx, "T̂= ĵ"), + (1/2, 1+(3/2)*dx, "T̂=-ĵ"), (3dx,1-2dx, "(x,y,z+Δz)"), (4dx,2dx, "(x+Δx,y,z+Δz)"), @@ -326,18 +327,19 @@ p Now we compute the *line integral*. Consider the top face, $S_1$, connecting $(x,y,z+\Delta z), (x + \Delta x, y, z + \Delta z), (x + \Delta x, y + \Delta y, z + \Delta z), (x, y + \Delta y, z + \Delta z)$, Using the *right hand rule*, parameterize the boundary curve, $C_1$, in a counter clockwise direction so the right hand rule yields the outward pointing normal ($\hat{k}$). Then the integral $\oint_{C_1} F\cdot \hat{T} ds$ is *approximated* by the following Riemann sum of $4$ terms: - +$$ \begin{align*} F(x,y, z+\Delta{z}) \cdot \hat{i}\Delta{x} &+ F(x+\Delta x, y, z+\Delta{z}) \cdot \hat{j} \Delta y \\ &+ F(x, y+\Delta y, z+\Delta{z}) \cdot (-\hat{i}) \Delta{x} \\ &+ F(x, y, z+\Delta{z}) \cdot (-\hat{j}) \Delta{y}. \end{align*} +$$ (The points $c_i$ are chosen from the endpoints of the line segments.) - +$$ \begin{align*} \oint_{C_1} F\cdot \hat{T} ds &\approx (F_y(x+\Delta x, y, z+\Delta{z}) \\ @@ -345,17 +347,19 @@ F(x,y, z+\Delta{z}) \cdot \hat{i}\Delta{x} &+ F(x+\Delta x, y, z+\Delta{z}) \cd &- (F_x(x,y + \Delta{y}, z+\Delta{z}) \\ &- F_x(x, y, z+\Delta{z})) \Delta{x} \end{align*} +$$ As before, were this divided by the *area* of the surface, we have after rearranging and cancellation: - +$$ \begin{align*} \frac{1}{\Delta{S_1}} \oint_{C_1} F \cdot \hat{T} ds &\approx \frac{F_y(x+\Delta x, y, z+\Delta{z}) - F_y(x, y, z+\Delta{z})}{\Delta{x}}\\ &- \frac{F_x(x, y+\Delta y, z+\Delta{z}) - F_x(x, y, z+\Delta{z})}{\Delta{y}}. \end{align*} +$$ In the limit, as $\Delta{S} \rightarrow 0$, this will converge to $\partial{F_y}/\partial{x}-\partial{F_x}/\partial{y}$. @@ -367,7 +371,7 @@ Had the bottom of the box been used, a similar result would be found, up to a mi Unlike the two dimensional case, there are other directions to consider and here the other sides will yield different answers. Consider now the face connecting $(x,y,z), (x+\Delta{x}, y, z), (x+\Delta{x}, y, z + \Delta{z})$, and $(x,y,z +\Delta{z})$ with outward pointing normal $-\hat{j}$. Let $S_2$ denote this face and $C_2$ describe its boundary. Orient this curve so that the right hand rule points in the $-\hat{j}$ direction (the outward pointing normal). Then, as before, we can approximate: - +$$ \begin{align*} \oint_{C_2} F \cdot \hat{T} ds &\approx @@ -378,6 +382,7 @@ F(x,y,z) \cdot \hat{i} \Delta{x} \\ &= (F_z(x+\Delta{x},y,z) - F_z(x, y, z))\Delta{z} - (F_x(x,y,z+\Delta{z}) - F(x,y,z)) \Delta{x}. \end{align*} +$$ Dividing by $\Delta{S}=\Delta{x}\Delta{z}$ and taking a limit will give: @@ -401,16 +406,18 @@ $$ In short, depending on the face chosen, a different answer is given, but all have the same type. +::: {.callout-note icon=false} +## The curl -> Define the *curl* of a $3$-dimensional vector field $F=\langle F_x,F_y,F_z\rangle$ by: -> -> $$ -> \text{curl}(F) = -> \langle \frac{\partial{F_z}}{\partial{y}} - \frac{\partial{F_y}}{\partial{z}}, -> \frac{\partial{F_x}}{\partial{z}} - \frac{\partial{F_z}}{\partial{x}}, -> \frac{\partial{F_y}}{\partial{x}} - \frac{\partial{F_x}}{\partial{y}} \rangle. -> $$ +Define the *curl* of a $3$-dimensional vector field $F=\langle F_x,F_y,F_z\rangle$ by: +$$ +\text{curl}(F) = +\langle \frac{\partial{F_z}}{\partial{y}} - \frac{\partial{F_y}}{\partial{z}}, +\frac{\partial{F_x}}{\partial{z}} - \frac{\partial{F_z}}{\partial{x}}, +\frac{\partial{F_y}}{\partial{x}} - \frac{\partial{F_x}}{\partial{y}} \rangle. +$$ +::: If $S$ is some surface with closed boundary $C$ oriented so that the unit normal, $\hat{N}$, of $S$ is given by the right hand rule about $C$, then @@ -474,7 +481,7 @@ The divergence, gradient, and curl all involve partial derivatives. There is a n This is a *vector differential operator* that acts on functions and vector fields through the typical notation to yield the three operations: - +$$ \begin{align*} \nabla{f} &= \langle \frac{\partial{f}}{\partial{x}}, @@ -512,6 +519,7 @@ F_x & F_y & F_z \end{bmatrix} ,\quad\text{the curl}. \end{align*} +$$ :::{.callout-note} @@ -842,12 +850,13 @@ Let $f$ and $g$ denote scalar functions, $R^3 \rightarrow R$ and $F$ and $G$ be As with the sum rule of univariate derivatives, these operations satisfy: - +$$ \begin{align*} \nabla(f + g) &= \nabla{f} + \nabla{g}\\ \nabla\cdot(F+G) &= \nabla\cdot{F} + \nabla\cdot{G}\\ \nabla\times(F+G) &= \nabla\times{F} + \nabla\times{G}. \end{align*} +$$ ### Product rule @@ -856,12 +865,13 @@ As with the sum rule of univariate derivatives, these operations satisfy: The product rule $(uv)' = u'v + uv'$ has related formulas: - +$$ \begin{align*} \nabla{(fg)} &= (\nabla{f}) g + f\nabla{g} = g\nabla{f} + f\nabla{g}\\ \nabla\cdot{fF} &= (\nabla{f})\cdot{F} + f(\nabla\cdot{F})\\ \nabla\times{fF} &= (\nabla{f})\times{F} + f(\nabla\times{F}). \end{align*} +$$ ### Rules over cross products @@ -870,12 +880,13 @@ The product rule $(uv)' = u'v + uv'$ has related formulas: The cross product of two vector fields is a vector field for which the divergence and curl may be taken. There are formulas to relate to the individual terms: - +$$ \begin{align*} \nabla\cdot(F \times G) &= (\nabla\times{F})\cdot G - F \cdot (\nabla\times{G})\\ \nabla\times(F \times G) &= F(\nabla\cdot{G}) - G(\nabla\cdot{F}) + (G\cdot\nabla)F-(F\cdot\nabla)G\\ &= \nabla\cdot(BA^t - AB^t). \end{align*} +$$ The curl formula is more involved. @@ -921,7 +932,7 @@ Second, This is not as clear, but can be seen algebraically as terms cancel. First: - +$$ \begin{align*} \nabla\cdot(\nabla\times{F}) &= \langle @@ -938,6 +949,7 @@ This is not as clear, but can be seen algebraically as terms cancel. First: \left(\frac{\partial^2{F_x}}{\partial{z}\partial{y}} - \frac{\partial^2{F_z}}{\partial{x}\partial{y}}\right) + \left(\frac{\partial^2{F_y}}{\partial{x}\partial{z}} - \frac{\partial^2{F_x}}{\partial{y}\partial{z}}\right) \end{align*} +$$ Focusing on one component function, $F_z$ say, we see this contribution: @@ -974,10 +986,10 @@ apoly!(ps, linewidth=3, color=:red) ps = [[1,0],[1+dx, dy],[1+dx, 1+dy],[1,1]] apoly!(ps, linewidth=3, color=:green) -annotate!(dx+.02, dy-0.05, L"P_1") -annotate!(0+0.05, 0 - 0.02, L"P_2") -annotate!(1+0.05, 0 - 0.02, L"P_3") -annotate!(1+dx+.02, dy-0.05, L"P_4") +annotate!(dx+.02, dy-0.05, "P₁") +annotate!(0+0.05, 0 - 0.02, "P₂") +annotate!(1+0.05, 0 - 0.02, "P₃") +annotate!(1+dx+.02, dy-0.05, "P₄") p ``` @@ -1014,7 +1026,7 @@ This is because of how the line integrals are oriented so that the right-hand ru The [invariance of charge](https://en.wikipedia.org/wiki/Maxwell%27s_equations#Charge_conservation) can be derived as a corollary of Maxwell's equation. The divergence of the curl of the magnetic field is $0$, leading to: - +$$ \begin{align*} 0 &= \nabla\cdot(\nabla\times{B}) \\ &= @@ -1024,6 +1036,7 @@ The [invariance of charge](https://en.wikipedia.org/wiki/Maxwell%27s_equations#C &= \mu_0(\nabla\cdot{J} + \frac{\partial{\rho}}{\partial{t}}). \end{align*} +$$ That is $\nabla\cdot{J} = -\partial{\rho}/\partial{t}$. This says any change in the charge density in time ($\partial{\rho}/\partial{t}$) is balanced off by a divergence in the electric current density ($\nabla\cdot{J}$). That is, charge can't be created or destroyed in an isolated system. @@ -1048,7 +1061,7 @@ $$ Without explaining why, these values can be computed using volume and surface integrals: - +$$ \begin{align*} \phi(\vec{r}') &= \frac{1}{4\pi} \int_V \frac{\nabla \cdot F(\vec{r})}{\|\vec{r}'-\vec{r} \|} dV - @@ -1056,16 +1069,18 @@ Without explaining why, these values can be computed using volume and surface in A(\vec{r}') &= \frac{1}{4\pi} \int_V \frac{\nabla \times F(\vec{r})}{\|\vec{r}'-\vec{r} \|} dV + \frac{1}{4\pi} \oint_S \frac{F(\vec{r})}{\|\vec{r}'-\vec{r} \|} \times \hat{N} dS. \end{align*} +$$ If $V = R^3$, an unbounded domain, *but* $F$ *vanishes* faster than $1/r$, then the theorem still holds with just the volume integrals: - +$$ \begin{align*} \phi(\vec{r}') &=\frac{1}{4\pi} \int_V \frac{\nabla \cdot F(\vec{r})}{\|\vec{r}'-\vec{r} \|} dV\\ A(\vec{r}') &= \frac{1}{4\pi} \int_V \frac{\nabla \times F(\vec{r})}{\|\vec{r}'-\vec{r}\|} dV. \end{align*} +$$ ## Change of variable @@ -1080,7 +1095,7 @@ Some details are [here](https://en.wikipedia.org/wiki/Curvilinear_coordinates), We restrict to $n=3$ and use $(x,y,z)$ for Cartesian coordinates and $(u,v,w)$ for an *orthogonal* curvilinear coordinate system, such as spherical or cylindrical. If $\vec{r} = \langle x,y,z\rangle$, then - +$$ \begin{align*} d\vec{r} &= \langle dx,dy,dz \rangle = J \langle du,dv,dw\rangle\\ &= @@ -1091,6 +1106,7 @@ d\vec{r} &= \langle dx,dy,dz \rangle = J \langle du,dv,dw\rangle\\ \frac{\partial{\vec{r}}}{\partial{v}} dv + \frac{\partial{\vec{r}}}{\partial{w}} dw. \end{align*} +$$ The term ${\partial{\vec{r}}}/{\partial{u}}$ is tangent to the curve formed by *assuming* $v$ and $w$ are constant and letting $u$ vary. Similarly for the other partial derivatives. Orthogonality assumes that at every point, these tangent vectors are orthogonal. @@ -1138,7 +1154,7 @@ This uses orthogonality, so $\hat{e}_v \times \hat{e}_w$ is parallel to $\hat{e} The volume element is found by *projecting* $d\vec{r}$ onto the $\hat{e}_u$, $\hat{e}_v$, $\hat{e}_w$ coordinate system through $(d\vec{r} \cdot\hat{e}_u) \hat{e}_u$, $(d\vec{r} \cdot\hat{e}_v) \hat{e}_v$, and $(d\vec{r} \cdot\hat{e}_w) \hat{e}_w$. Then forming the triple scalar product to compute the volume of the parallelepiped: - +$$ \begin{align*} \left[(d\vec{r} \cdot\hat{e}_u) \hat{e}_u\right] \cdot \left( @@ -1149,6 +1165,7 @@ The volume element is found by *projecting* $d\vec{r}$ onto the $\hat{e}_u$, $\h &= h_u h_v h_w du dv dw, \end{align*} +$$ as the unit vectors are orthonormal, their triple scalar product is $1$ and $d\vec{r}\cdot\hat{e}_u = h_u du$, etc. @@ -1214,7 +1231,7 @@ p The tangent vectors found from the partial derivatives of $\vec{r}$: - +$$ \begin{align*} \frac{\partial{\vec{r}}}{\partial{r}} &= \langle \cos(\theta) \cdot \sin(\phi), \sin(\theta) \cdot \sin(\phi), \cos(\phi)\rangle,\\ @@ -1223,12 +1240,13 @@ The tangent vectors found from the partial derivatives of $\vec{r}$: \frac{\partial{\vec{r}}}{\partial{\phi}} &= \langle r\cdot\cos(\theta)\cdot\cos(\phi), r\cdot\sin(\theta)\cdot\cos(\phi), -r\cdot\sin(\phi) \rangle. \end{align*} +$$ With this, we have $h_r=1$, $h_\theta=r\sin(\phi)$, and $h_\phi = r$. So that - +$$ \begin{align*} dl &= \sqrt{dr^2 + (r\sin(\phi)d\theta)^2 + (rd\phi)^2},\\ dS_r &= r^2\sin(\phi)d\theta d\phi,\\ @@ -1236,6 +1254,7 @@ dS_\theta &= rdr d\phi,\\ dS_\phi &= r\sin(\phi)dr d\theta, \quad\text{and}\\ dV &= r^2\sin(\phi) drd\theta d\phi. \end{align*} +$$ The following visualizes the volume and the surface elements. @@ -1292,7 +1311,7 @@ p If $f$ is a scalar function then $df = \nabla{f} \cdot d\vec{r}$ by the chain rule. Using the curvilinear coordinates: - +$$ \begin{align*} df &= \frac{\partial{f}}{\partial{u}} du + @@ -1303,6 +1322,7 @@ df &= \frac{1}{h_v}\frac{\partial{f}}{\partial{v}} h_vdv + \frac{1}{h_w}\frac{\partial{f}}{\partial{w}} h_wdw. \end{align*} +$$ But, as was used above, $d\vec{r} \cdot \hat{e}_u = h_u du$, etc. so $df$ can be re-expressed as: diff --git a/quarto/integral_vector_calculus/double_triple_integrals.qmd b/quarto/integral_vector_calculus/double_triple_integrals.qmd index 3f61d7a..8286649 100644 --- a/quarto/integral_vector_calculus/double_triple_integrals.qmd +++ b/quarto/integral_vector_calculus/double_triple_integrals.qmd @@ -391,17 +391,19 @@ By "iterated" we mean performing two different definite integrals. For example, The question then: under what conditions will the three integrals be equal? +::: {.callout-note icon=false} +## [Fubini](https://math.okstate.edu/people/lebl/osu4153-s16/chapter10-ver1.pdf) -> [Fubini](https://math.okstate.edu/people/lebl/osu4153-s16/chapter10-ver1.pdf). Let $R \times S$ be a closed rectangular region in $R^n \times R^m$. Suppose $f$ is bounded. Define $f_x(y) = f(x,y)$ and $f^y(x) = f(x,y)$ where $x$ is in $R^n$ and $y$ in $R^m$. *If* $f_x$ and $f^y$ are integrable then -> -> $$ -> \iint_{R\times S}fdV = \iint_R \left(\iint_S f_x(y) dy\right) dx -> = \iint_S \left(\iint_R f^y(x) dx\right) dy. -> $$ - +Let $R \times S$ be a closed rectangular region in $R^n \times R^m$. Suppose $f$ is bounded. Define $f_x(y) = f(x,y)$ and $f^y(x) = f(x,y)$ where $x$ is in $R^n$ and $y$ in $R^m$. *If* $f_x$ and $f^y$ are integrable then +$$ +\iint_{R\times S}fdV = \iint_R \left(\iint_S f_x(y) dy\right) dx += \iint_S \left(\iint_R f^y(x) dx\right) dy. +$$ Similarly, if $f^y$ is integrable for all $y$, then $\iint_{R\times S}fdV =\iint_S \iint_R f(x,y) dx dy$. +::: + An immediate corollary is that the above holds for continuous functions when $R$ and $S$ are bounded, the case described here. @@ -939,11 +941,12 @@ In [Katz](http://www.jstor.org/stable/2689856) a review of the history of "chang We view $R$ in two coordinate systems $(x,y)$ and $(u,v)$. We have that - +$$ \begin{align*} dx &= A du + B dv\\ dy &= C du + D dv, \end{align*} +$$ where $A = \partial{x}/\partial{u}$, $B = \partial{x}/\partial{v}$, $C= \partial{y}/\partial{u}$, and $D = \partial{y}/\partial{v}$. Lagrange, following Euler, first sets $x$ to be constant (as is done in iterated integration). Hence, $dx = 0$ and so $du = -(B/A) dv$ and, after substitution, $dy = (D-C(B/A))dv$. Then Lagrange set $y$ to be a constant, so $dy = 0$ and hence $dv=0$ so $dx = Adu$. The area "element" $dx dy = A du \cdot (D - C(B/A)) dv = (AD - BC) du dv$. Since areas and volumes are non-negative, the absolute value is used. With this, we have "$dxdy = |AD-BC|du dv$" as the analog of $dx = g'(u) du$. @@ -952,11 +955,12 @@ where $A = \partial{x}/\partial{u}$, $B = \partial{x}/\partial{v}$, $C= \partial The expression $AD - BC$ was also derived by Euler, by related means. Lagrange extended the analysis to 3 dimensions. Before doing so, it is helpful to understand the problem from a geometric perspective. Euler was attempting to understand the effects of the following change of variable: - +$$ \begin{align*} x &= a + mt + \sqrt{1-m^2} v\\ y & = b + \sqrt{1-m^2}t -mv \end{align*} +$$ Euler knew this to be a clockwise *rotation* by an angle $\theta$ with $\cos(\theta) = m$, a *reflection* through the $x$ axis, and a translation by $\langle a, b\rangle$. All these *should* preserve the area represented by $dx dy$, so he was *expecting* $dx dy = dt dv$. @@ -1090,13 +1094,15 @@ Using the fact that the two vectors involved are columns in the Jacobian of the The absolute value of the determinant of the Jacobian is the multiplying factor that is seen in the change of variable formula for all dimensions: +::: {.callout-note icon=false} +## [Change of variable](https://en.wikipedia.org/wiki/Integration_by_substitution#Substitution_for_multiple_variables) -> [Change of variable](https://en.wikipedia.org/wiki/Integration_by_substitution#Substitution_for_multiple_variables) Let $U$ be an open set in $R^n$, $G:U \rightarrow R^n$ be an *injective* differentiable function with *continuous* partial derivatives. If $f$ is continuous and compactly supported, then -> -> $$ -> \iint_{G(S)} f(\vec{x}) dV = \iint_S (f \circ G)(\vec{u}) |\det(J_G)(\vec{u})| dU. -> $$ +Let $U$ be an open set in $R^n$, $G:U \rightarrow R^n$ be an *injective* differentiable function with *continuous* partial derivatives. If $f$ is continuous and compactly supported, then +$$ +\iint_{G(S)} f(\vec{x}) dV = \iint_S (f \circ G)(\vec{u}) |\det(J_G)(\vec{u})| dU. +$$ +::: For the one-dimensional case, there is no absolute value, but there the interval is reversed, producing "negative" area. This is not the case here, where $S$ is parameterized to give positive volume. @@ -1308,12 +1314,13 @@ What about other triangles, say the triangle bounded by $x=0$, $y=0$ and $y-x=1$ This can be seen as a reflection through the line $x=1/2$ of the triangle above. If $G_1$ represents the mapping from $U [0,1]\times[0,1]$ into the triangle of the last problem, and $G_2$ represents the reflection through the line $x=1/2$, then the transformation $G_2 \circ G_1$ will map the box $U$ into the desired region. By the chain rule, we have: - +$$ \begin{align*} \int_{(G_2\circ G_1)(U)} f dx &= \int_U (f\circ G_2 \circ G_1) |\det(J_{G_2 \circ G_1})| du \\ &= \int_U (f\circ G_2 \circ G_1) |\det(J_{G_2}(G_1(u)))||\det(J_{G_1}(u))| du. \end{align*} +$$ (In [Katz](http://www.jstor.org/stable/2689856) it is mentioned that Jacobi showed this in 1841.) diff --git a/quarto/integral_vector_calculus/line_integrals.qmd b/quarto/integral_vector_calculus/line_integrals.qmd index 6e24674..94b0b8d 100644 --- a/quarto/integral_vector_calculus/line_integrals.qmd +++ b/quarto/integral_vector_calculus/line_integrals.qmd @@ -166,13 +166,14 @@ However, it proves more interesting to define an integral incorporating how prop The canonical example is [work](https://en.wikipedia.org/wiki/Work_(physics)), which is a measure of a force times a distance. For an object following a path, the work done is still a force times a distance, but only that force in the direction of the motion is considered. (The *constraint force* keeping the object on the path does no work.) Mathematically, $\hat{T}$ describes the direction of motion along a path, so the work done in moving an object over a small segment of the path is $(F\cdot\hat{T}) \Delta{s}$. Adding up incremental amounts of work leads to a Riemann sum for a line integral involving a vector field. +::: {.callout-note icon=false} +## Work -> The *work* done in moving an object along a path $C$ by a force field, $F$, is given by the integral -> -> $$ -> \int_C (F \cdot \hat{T}) ds = \int_C F\cdot d\vec{r} = \int_a^b ((F\circ\vec{r}) \cdot \frac{d\vec{r}}{dt})(t) dt. -> $$ - +The *work* done in moving an object along a path $C$ by a force field, $F$, is given by the integral +$$ +\int_C (F \cdot \hat{T}) ds = \int_C F\cdot d\vec{r} = \int_a^b ((F\circ\vec{r}) \cdot \frac{d\vec{r}}{dt})(t) dt. +$$ +::: --- @@ -180,13 +181,15 @@ The canonical example is [work](https://en.wikipedia.org/wiki/Work_(physics)), w In the $n=2$ case, there is another useful interpretation of the line integral. In this dimension the normal vector, $\hat{N}$, is well defined in terms of the tangent vector, $\hat{T}$, through a rotation: $\langle a,b\rangle^t = \langle b,-a\rangle$. (The negative, $\langle -b,a\rangle$ is also a candidate, the difference in this choice would lead to a sign difference in the answer.) This allows the definition of a different line integral, called a flow integral, as detailed later: +::: {.callout-note icon=false} +## Flow -> The *flow* across a curve $C$ is given by -> -> $$ -> \int_C (F\cdot\hat{N}) ds = \int_a^b (F \circ \vec{r})(t) \cdot (\vec{r}'(t))^t dt. -> $$ +The *flow* across a curve $C$ is given by +$$ +\int_C (F\cdot\hat{N}) ds = \int_a^b (F \circ \vec{r})(t) \cdot (\vec{r}'(t))^t dt. +$$ +::: ### Examples @@ -296,9 +299,11 @@ using the Fundamental Theorem of Calculus. The main point above is that *if* the vector field is the gradient of a scalar field, then the work done depends *only* on the endpoints of the path and not the path itself. +::: {.callout-note icon=false} +## Conservative vector field -> **Conservative vector field**: If $F$ is a vector field defined in an *open* region $R$; $A$ and $B$ are points in $R$ and *if* for *any* curve $C$ in $R$ connecting $A$ to $B$, the line integral of $F \cdot \vec{T}$ over $C$ depends *only* on the endpoint $A$ and $B$ and not the path, then the line integral is called *path indenpendent* and the field is called a *conservative field*. - +If $F$ is a vector field defined in an *open* region $R$; $A$ and $B$ are points in $R$ and *if* for *any* curve $C$ in $R$ connecting $A$ to $B$, the line integral of $F \cdot \vec{T}$ over $C$ depends *only* on the endpoint $A$ and $B$ and not the path, then the line integral is called *path indenpendent* and the field is called a *conservative field*. +::: The force of gravity is the gradient of a scalar field. As such, the two integrals above which yield $0$ could have been computed more directly. The particular scalar field is $f = -GMm/\|\vec{r}\|$, which goes by the name the gravitational *potential* function. As seen, $f$ depends only on magnitude, and as the endpoints of the path in the example have the same distance to the origin, the work integral, $(f\circ\vec{r})(b) - (f\circ\vec{r})(a)$ will be $0$. @@ -345,17 +350,19 @@ There are technical assumptions about curves and regions that are necessary for ### The fundamental theorem of line integrals -The fact that work in a potential field is path independent is a consequence of the Fundamental Theorem of Line [Integrals](https://en.wikipedia.org/wiki/Gradient_theorem): +The fact that work in a potential field is path independent is a consequence of +::: {.callout-note icon=false} +## The Fundamental Theorem of Line [Integrals](https://en.wikipedia.org/wiki/Gradient_theorem): -> Let $U$ be an open subset of $R^n$, $f: U \rightarrow R$ a *differentiable* function and $\vec{r}: R \rightarrow R^n$ a differentiable function such that the the path $C = \vec{r}(t)$, $a\leq t\leq b$ is contained in $U$. Then -> -> $$ -> \int_C \nabla{f} \cdot d\vec{r} = -> \int_a^b \nabla{f}(\vec{r}(t)) \cdot \vec{r}'(t) dt = -> f(\vec{r}(b)) - f(\vec{r}(a)). -> $$ +Let $U$ be an open subset of $R^n$, $f: U \rightarrow R$ a *differentiable* function and $\vec{r}: R \rightarrow R^n$ a differentiable function such that the the path $C = \vec{r}(t)$, $a\leq t\leq b$ is contained in $U$. Then +$$ +\int_C \nabla{f} \cdot d\vec{r} = +\int_a^b \nabla{f}(\vec{r}(t)) \cdot \vec{r}'(t) dt = +f(\vec{r}(b)) - f(\vec{r}(a)). +$$ +::: That is, a line integral through a gradient field can be evaluated by evaluating the original scalar field at the endpoints of the curve. In other words, line integrals through gradient fields are conservative. diff --git a/quarto/integral_vector_calculus/review.qmd b/quarto/integral_vector_calculus/review.qmd index 812a06e..7e56b1e 100644 --- a/quarto/integral_vector_calculus/review.qmd +++ b/quarto/integral_vector_calculus/review.qmd @@ -99,12 +99,13 @@ In dimension $m=3$, the **binormal** vector, $\hat{B}$, is the unit vector $\hat The [Frenet-Serret]() formulas define the **curvature**, $\kappa$, and the **torsion**, $\tau$, by - +$$ \begin{align*} \frac{d\hat{T}}{ds} &= & \kappa \hat{N} &\\ \frac{d\hat{N}}{ds} &= -\kappa\hat{T} & & + \tau\hat{B}\\ \frac{d\hat{B}}{ds} &= & -\tau\hat{N}& \end{align*} +$$ These formulas apply in dimension $m=2$ with $\hat{B}=\vec{0}$. @@ -122,13 +123,14 @@ The chain rule says $(\vec{r}(g(t))' = \vec{r}'(g(t)) g'(t)$. A scalar function, $f:R^n\rightarrow R$, $n > 1$ has a **partial derivative** defined. For $n=2$, these are: - +$$ \begin{align*} \frac{\partial{f}}{\partial{x}}(x,y) &= \lim_{h\rightarrow 0} \frac{f(x+h,y)-f(x,y)}{h}\\ \frac{\partial{f}}{\partial{y}}(x,y) &= \lim_{h\rightarrow 0} \frac{f(x,y+h)-f(x,y)}{h}. \end{align*} +$$ The generalization to $n>2$ is clear - the partial derivative in $x_i$ is the derivative of $f$ when the *other* $x_j$ are held constant. @@ -356,7 +358,7 @@ $$ In two dimensions, we have the following interpretations: - +$$ \begin{align*} \iint_R dA &= \text{area of } R\\ \iint_R \rho dA &= \text{mass with constant density }\rho\\ @@ -364,12 +366,13 @@ In two dimensions, we have the following interpretations: \frac{1}{\text{area}}\iint_R x \rho(x,y)dA &= \text{centroid of region in } x \text{ direction}\\ \frac{1}{\text{area}}\iint_R y \rho(x,y)dA &= \text{centroid of region in } y \text{ direction} \end{align*} +$$ In three dimensions, we have the following interpretations: - +$$ \begin{align*} \iint_VdV &= \text{volume of } V\\ \iint_V \rho dV &= \text{mass with constant density }\rho\\ @@ -378,6 +381,7 @@ In three dimensions, we have the following interpretations: \frac{1}{\text{volume}}\iint_V y \rho(x,y)dV &= \text{centroid of volume in } y \text{ direction}\\ \frac{1}{\text{volume}}\iint_V z \rho(x,y)dV &= \text{centroid of volume in } z \text{ direction} \end{align*} +$$ To compute integrals over non-box-like regions, Fubini's theorem may be utilized. Alternatively, a **transformation** of variables diff --git a/quarto/integral_vector_calculus/stokes_theorem.qmd b/quarto/integral_vector_calculus/stokes_theorem.qmd index afd2bba..0901e9f 100644 --- a/quarto/integral_vector_calculus/stokes_theorem.qmd +++ b/quarto/integral_vector_calculus/stokes_theorem.qmd @@ -109,7 +109,7 @@ p = plot(legend=false, xticks=nothing, yticks=nothing, border=:none, ylim=(-1/2, for m in ms drawf!(p, f, m, 0.9*dx/2) end -annotate!([(ms[6]-dx/2,-0.3, L"x_{i-1}"), (ms[6]+dx/2,-0.3, L"x_{i}")]) +annotate!([(ms[6]-dx/2,-0.3, "xᵢ₋₁}"), (ms[6]+dx/2,-0.3, "xᵢ")]) p ``` @@ -214,18 +214,20 @@ However, the microscopic boundary integrals have cancellations that lead to a ma This all suggests that the flow integral around the surface of the larger region (the blue square) is equivalent to the integral of the curl component over the region. This is [Green](https://en.wikipedia.org/wiki/Green%27s_theorem)'s theorem, as stated by Wikipedia: +::: {.callout-note icon=false} +## Green's theorem -> **Green's theorem**: Let $C$ be a positively oriented, piecewise smooth, simple closed curve in the plane, and let $D$ be the region bounded by $C$. If $F=\langle F_x, F_y\rangle$, is a vector field on an open region containing $D$ having continuous partial derivatives then: -> -> $$ -> \oint_C F\cdot\hat{T}ds = -> \iint_D \left( -> \frac{\partial{F_y}}{\partial{x}} - \frac{\partial{F_x}}{\partial{y}} -> \right) dA= -> \iint_D \text{curl}(F)dA. -> $$ +Let $C$ be a positively oriented, piecewise smooth, simple closed curve in the plane, and let $D$ be the region bounded by $C$. If $F=\langle F_x, F_y\rangle$, is a vector field on an open region containing $D$ having continuous partial derivatives then: +$$ +\oint_C F\cdot\hat{T}ds = +\iint_D \left( +\frac{\partial{F_y}}{\partial{x}} - \frac{\partial{F_x}}{\partial{y}} +\right) dA= +\iint_D \text{curl}(F)dA. +$$ +::: The statement of the theorem applies only to regions whose boundaries are simple closed curves. Not all simple regions have such boundaries. An annulus for example. This is a restriction that will be generalized. @@ -271,11 +273,12 @@ r(t) = [a*cos(t),b*sin(t)] To compute the area of the triangle with vertices $(0,0)$, $(a,0)$ and $(0,b)$ we can orient the boundary counter clockwise. Let $A$ be the line segment from $(0,b)$ to $(0,0)$, $B$ be the line segment from $(0,0)$ to $(a,0)$, and $C$ be the other. Then - +$$ \begin{align*} \frac{1}{2} \int_A F\cdot\hat{T} ds &=\frac{1}{2} \int_A -ydx = 0\\ \frac{1}{2} \int_B F\cdot\hat{T} ds &=\frac{1}{2} \int_B xdy = 0, \end{align*} +$$ as on $A$, $y=0$ and $dy=0$ and on $B$, $x=0$ and $dx=0$. @@ -311,7 +314,7 @@ For the two dimensional case the curl is a scalar. *If* $F = \langle F_x, F_y\ra Now assume $\partial{F_y}/\partial{x} - \partial{F_x}/\partial{y} = 0$. Let $P$ and $Q$ be two points in the plane. Take any path, $C_1$ from $P$ to $Q$ and any return path, $C_2$, from $Q$ to $P$ that do not cross and such that $C$, the concatenation of the two paths, satisfies Green's theorem. Then, as $F$ is continuous on an open interval containing $D$, we have: - +$$ \begin{align*} 0 &= \iint_D 0 dA \\ &= @@ -321,6 +324,7 @@ Now assume $\partial{F_y}/\partial{x} - \partial{F_x}/\partial{y} = 0$. Let $P$ &= \int_{C_1} F \cdot \hat{T} ds + \int_{C_2}F \cdot \hat{T} ds. \end{align*} +$$ Reversing $C_2$ to go from $P$ to $Q$, we see the two work integrals are identical, that is the field is conservative. @@ -339,13 +343,14 @@ For example, let $F(x,y) = \langle \sin(xy), \cos(xy) \rangle$. Is this a conser We can check by taking partial derivatives. Those of interest are: - +$$ \begin{align*} \frac{\partial{F_y}}{\partial{x}} &= \frac{\partial{(\cos(xy))}}{\partial{x}} = -\sin(xy) y,\\ \frac{\partial{F_x}}{\partial{y}} &= \frac{\partial{(\sin(xy))}}{\partial{y}} = \cos(xy)x. \end{align*} +$$ It is not the case that $\partial{F_y}/\partial{x} - \partial{F_x}/\partial{y}=0$, so this vector field is *not* conservative. @@ -417,24 +422,26 @@ p Let $A$ label the red line, $B$ the green curve, $C$ the blue line, and $D$ the black line. Then the area is given from Green's theorem by considering half of the the line integral of $F(x,y) = \langle -y, x\rangle$ or $\oint_C (xdy - ydx)$. To that matter we have: - +$$ \begin{align*} \int_A (xdy - ydx) &= a(-f(a))\\ \int_C (xdy - ydx) &= b f(b)\\ \int_D (xdy - ydx) &= 0\\ \end{align*} +$$ Finally the integral over $B$, using integration by parts: - +$$ \begin{align*} \int_B F(\vec{r}(t))\cdot \frac{d\vec{r}(t)}{dt} dt &= \int_b^a \langle -f(t),t \rangle\cdot\langle 1, f'(t)\rangle dt\\ &= \int_a^b f(t)dt - \int_a^b tf'(t)dt\\ &= \int_a^b f(t)dt - \left(tf(t)\mid_a^b - \int_a^b f(t) dt\right). \end{align*} +$$ Combining, we have after cancellation $\oint (xdy - ydx) = 2\int_a^b f(t) dt$, or after dividing by $2$ the signed area under the curve. @@ -470,7 +477,7 @@ The cut leads to a counter-clockwise orientation on the outer ring and a clockw To see that the area integral of $F(x,y) = (1/2)\langle -y, x\rangle$ produces the area for this orientation we have, using $C_1$ as the outer ring, and $C_2$ as the inner ring: - +$$ \begin{align*} \oint_{C_1} F \cdot \hat{T} ds &= \int_0^{2\pi} (1/2)(2)\langle -\sin(t), \cos(t)\rangle \cdot (2)\langle-\sin(t), \cos(t)\rangle dt \\ @@ -479,6 +486,7 @@ To see that the area integral of $F(x,y) = (1/2)\langle -y, x\rangle$ produces t \int_{0}^{2\pi} (1/2) \langle \sin(t), \cos(t)\rangle \cdot \langle-\sin(t), -\cos(t)\rangle dt\\ &= -(1/2)(2\pi) = -\pi. \end{align*} +$$ (Using $\vec{r}(t) = 2\langle \cos(t), \sin(t)\rangle$ for the outer ring and $\vec{r}(t) = 1\langle \cos(t), -\sin(t)\rangle$ for the inner ring.) @@ -739,7 +747,7 @@ $$ This gives the series of approximations: - +$$ \begin{align*} \oint_C F\cdot\hat{T} ds &= \sum \oint_{C_i} F\cdot\hat{T} ds \\ @@ -750,18 +758,21 @@ This gives the series of approximations: &\approx \iint_S \nabla\times{F}\cdot\hat{N} dS. \end{align*} +$$ In terms of our expanding popcorn, the boundary integral - after accounting for cancellations, as in Green's theorem - can be seen as a microscopic sum of boundary integrals each of which is approximated by a term $\nabla\times{F}\cdot\hat{N} \Delta{S}$ which is viewed as a Riemann sum approximation for the the integral of the curl over the surface. The cancellation depends on a proper choice of orientation, but with that we have: +::: {.callout-note icon=false} +## Stokes' theorem -> **Stokes' theorem**: Let $S$ be an orientable smooth surface in $R^3$ with boundary $C$, $C$ oriented so that the chosen normal for $S$ agrees with the right-hand rule for $C$'s orientation. Then *if* $F$ has continuous partial derivatives -> -> $$ -> \oint_C F \cdot\hat{T} ds = \iint_S (\nabla\times{F})\cdot\hat{N} dA. -> $$ +Let $S$ be an orientable smooth surface in $R^3$ with boundary $C$, $C$ oriented so that the chosen normal for $S$ agrees with the right-hand rule for $C$'s orientation. Then *if* $F$ has continuous partial derivatives +$$ +\oint_C F \cdot\hat{T} ds = \iint_S (\nabla\times{F})\cdot\hat{N} dA. +$$ +::: Green's theorem is an immediate consequence upon viewing the region in $R^2$ as a surface in $R^3$ with normal $\hat{k}$. @@ -997,17 +1008,17 @@ $$ the last approximation through a Riemann sum approximation. This heuristic leads to: +::: {.callout-note icon=false} +## The divergence theorem -> **The divergence theorem**: Suppose $V$ is a $3$-dimensional volume which is bounded (compact) and has a boundary, $S$, that is piecewise smooth. If $F$ is a continuously differentiable vector field defined on an open set containing $V$, then: -> -> $$ -> \iiint_V (\nabla\cdot{F}) dV = \oint_S (F\cdot\hat{N})dS. -> $$ - +Suppose $V$ is a $3$-dimensional volume which is bounded (compact) and has a boundary, $S$, that is piecewise smooth. If $F$ is a continuously differentiable vector field defined on an open set containing $V$, then: +$$ +\iiint_V (\nabla\cdot{F}) dV = \oint_S (F\cdot\hat{N})dS. +$$ That is, the volume integral of the divergence can be computed from the flux integral over the boundary of $V$. - +::: ### Examples of the divergence theorem @@ -1130,12 +1141,13 @@ The divergence theorem provides two means to compute a value, the point here is Following Schey, we now consider a continuous analog to the crowd counting problem through a flow with a non-uniform density that may vary in time. Let $\rho(x,y,z;t)$ be the time-varying density and $v(x,y,z;t)$ be a vector field indicating the direction of flow. Consider some three-dimensional volume, $V$, with boundary $S$ (though two-dimensional would also be applicable). Then these integrals have interpretations: - +$$ \begin{align*} \iiint_V \rho dV &&\quad\text{Amount contained within }V\\ \frac{\partial}{\partial{t}} \iiint_V \rho dV &= \iiint_V \frac{\partial{\rho}}{\partial{t}} dV &\quad\text{Change in time of amount contained within }V \end{align*} +$$ Moving the derivative inside the integral requires an assumption of continuity. Assume the material is *conserved*, meaning that if the amount in the volume $V$ changes it must flow in and out through the boundary. The flow out through $S$, the boundary of $V$, is diff --git a/quarto/integrals/arc_length.qmd b/quarto/integrals/arc_length.qmd index 10d164c..c31ff5e 100644 --- a/quarto/integrals/arc_length.qmd +++ b/quarto/integrals/arc_length.qmd @@ -48,14 +48,18 @@ Recall the distance formula gives the distance between two points: $\sqrt{(x_1 - Consider now two functions $g(t)$ and $f(t)$ and the parameterized graph between $a$ and $b$ given by the points $(g(t), f(t))$ for $a \leq t \leq b$. Assume that both $g$ and $f$ are differentiable on $(a,b)$ and continuous on $[a,b]$ and furthermore that $\sqrt{g'(t)^2 + f'(t)^2}$ is Riemann integrable. +::: {.callout-note icon=false} +## The arc length of a curve -> **The arc length of a curve**. For $f$ and $g$ as described, the arc length of the parameterized curve is given by -> -> $L = \int_a^b \sqrt{g'(t)^2 + f'(t)^2} dt.$ -> -> For the special case of the graph of a function $f(x)$ between $a$ and $b$ the formula becomes $L = \int_a^b \sqrt{ 1 + f'(x)^2} dx$ (taking $g(t) = t$). +For $f$ and $g$ as described, the arc length of the parameterized curve is given by +$$ +L = \int_a^b \sqrt{g'(t)^2 + f'(t)^2} dt. +$$ +For the special case of the graph of a function $f(x)$ between $a$ and $b$ the formula becomes $L = \int_a^b \sqrt{ 1 + f'(x)^2} dx$ (taking $g(t) = t$). + +::: :::{.callout-note} ## Note @@ -126,7 +130,7 @@ $$ But looking at each term, we can push the denominator into the square root as: - +$$ \begin{align*} d_i &= d_i \cdot \frac{t_i - t_{i-1}}{t_i - t_{i-1}} \\ @@ -134,6 +138,7 @@ d_i &= d_i \cdot \frac{t_i - t_{i-1}}{t_i - t_{i-1}} \left(\frac{f(t_i)-f(t_{i-1})}{t_i-t_{i-1}}\right)^2} \cdot (t_i - t_{i-1}) \\ &= \sqrt{ g'(\xi_i)^2 + f'(\psi_i)^2} \cdot (t_i - t_{i-1}). \end{align*} +$$ The values $\xi_i$ and $\psi_i$ are guaranteed by the mean value theorem and must be in $[t_{i-1}, t_i]$. @@ -272,7 +277,7 @@ nothing The museum notes have -> For his Catenary series (1997–2003), of which Near the Lagoon is the largest and last work, Johns formed catenaries—a term used to describe the curve assumed by a cord suspended freely from two points—by tacking ordinary household string to the canvas or its supports. +> For his Catenary series (1997–2003), of which Near the Lagoon is the largest and last work, Johns formed catenaries—a term used to describe the curve assumed by a cord suspended freely from two points—by tacking ordinary household string to the canvas or its supports. @@ -377,11 +382,12 @@ nothing The [nephroid](http://www-history.mcs.st-and.ac.uk/Curves/Nephroid.html) is a curve that can be described parametrically by - +$$ \begin{align*} g(t) &= a(3\cos(t) - \cos(3t)), \\ f(t) &= a(3\sin(t) - \sin(3t)). \end{align*} +$$ Taking $a=1$ we have this graph: @@ -407,7 +413,7 @@ quadgk(t -> sqrt(𝒈'(t)^2 + 𝒇'(t)^2), 0, 2pi)[1] The answer seems like a floating point approximation of $24$, which suggests that this integral is tractable. Pursuing this, the integrand simplifies: - +$$ \begin{align*} \sqrt{g'(t)^2 + f'(t)^2} &= \sqrt{(-3\sin(t) + 3\sin(3t))^2 + (3\cos(t) - 3\cos(3t))^2} \\ @@ -417,6 +423,7 @@ The answer seems like a floating point approximation of $24$, which suggests th &= 3\sqrt{2}\sqrt{1 - \cos(2t)}\\ &= 3\sqrt{2}\sqrt{2\sin(t)^2}. \end{align*} +$$ The second to last line comes from a double angle formula expansion of $\cos(3t - t)$ and the last line from the half angle formula for $\cos$. @@ -452,13 +459,14 @@ A teacher of small children assigns his students the task of computing the lengt Mathematically, suppose a curve is described parametrically by $(g(t), f(t))$ for $a \leq t \leq b$. A new parameterization is provided by $\gamma(t)$. Suppose $\gamma$ is strictly increasing, so that an inverse function exists. (This assumption is implicitly made by the teacher, as it implies the student won't start counting in the wrong direction.) Then the same curve is described by composition through $(g(\gamma(u)), f(\gamma(u)))$, $\gamma^{-1}(a) \leq u \leq \gamma^{-1}(b)$. That the arc length is the same follows from substitution: - +$$ \begin{align*} \int_{\gamma^{-1}(a)}^{\gamma^{-1}(b)} \sqrt{([g(\gamma(t))]')^2 + ([f(\gamma(t))]')^2} dt &=\int_{\gamma^{-1}(a)}^{\gamma^{-1}(b)} \sqrt{(g'(\gamma(t) )\gamma'(t))^2 + (f'(\gamma(t) )\gamma'(t))^2 } dt \\ &=\int_{\gamma^{-1}(a)}^{\gamma^{-1}(b)} \sqrt{g'(\gamma(t))^2 + f'(\gamma(t))^2} \gamma'(t) dt\\ &=\int_a^b \sqrt{g'(u)^2 + f'(u)^2} du = L \end{align*} +$$ (Using $u=\gamma(t)$ for the substitution.) @@ -483,12 +491,13 @@ For a simple example, we have $g(t) = R\cos(t)$ and $f(t)=R\sin(t)$ parameterizi What looks at first glance to be just a slightly more complicated equation is that of an ellipse, with $g(t) = a\cos(t)$ and $f(t) = b\sin(t)$. Taking $a=1$ and $b = a + c$, for $c > 0$ we get the equation for the arc length as a function of $t$ is just - +$$ \begin{align*} s(u) &= \int_0^u \sqrt{(-\sin(t))^2 + b\cos(t)^2} dt\\ &= \int_0^u \sqrt{\sin(t)^2 + \cos(t)^2 + c\cos(t)^2} dt \\ &=\int_0^u \sqrt{1 + c\cos(t)^2} dt. \end{align*} +$$ But, despite it not looking too daunting, this integral is not tractable through our techniques and has an answer involving elliptic integrals. We can work numerically though. Letting $a=1$ and $b=2$, we have the arc length is given by: @@ -588,11 +597,12 @@ $$ So - +$$ \begin{align*} \int_0^1 (tf'(u) + (1-t)f'(v)) dt &< \int_0^1 f'(tu + (1-t)v) dt, \text{or}\\ \frac{f'(u) + f'(v)}{2} &< \frac{1}{v-u}\int_u^v f'(w) dw, \end{align*} +$$ by the substitution $w = tu + (1-t)v$. Using the fundamental theorem of calculus to compute the mean value of the integral of $f'$ over $[u,v]$ gives the following as a consequence of strict concavity of $f'$: @@ -684,24 +694,26 @@ which holds by the strict concavity of $f'$, as found previously. Using the substitution $x = f_i^{-1}(u)$ as needed to see: - +$$ \begin{align*} \int_a^u f(x) dx &= \int_0^{f(u)} u [f_1^{-1}]'(u) du \\ &> -\int_0^h u [f_2^{-1}]'(u) du \\ &= \int_h^0 u [f_2^{-1}]'(u) du \\ &= \int_v^b f(x) dx. \end{align*} +$$ For the latter claim, integrating in the $y$ variable gives - +$$ \begin{align*} \int_u^c (f(x)-h) dx &= \int_h^m (c - f_1^{-1}(y)) dy\\ &> \int_h^m (c - f_2^{-1}(y)) dy\\ &= \int_c^v (f(x)-h) dx \end{align*} +$$ Now, the area under $h$ over $[u,c]$ is greater than that over $[c,v]$ as $(u+v)/2 < c$ or $v-c < c-u$. That means the area under $f$ over $[u,c]$ is greater than that over $[c,v]$. @@ -724,7 +736,7 @@ or $\phi'(z) < 0$. Moreover, we have by the first assertion that $f'(z) < -f'(\p Using the substitution $x = \phi(z)$ gives: - +$$ \begin{align*} \int_v^b \sqrt{1 + f'(x)^2} dx &= \int_u^a \sqrt{1 + f'(\phi(z))^2} \phi'(z) dz\\ @@ -733,6 +745,7 @@ Using the substitution $x = \phi(z)$ gives: &= \int_a^u \sqrt{\phi'(z)^2 + f'(z)^2} dz\\ &< \int_a^u \sqrt{1 + f'(z)^2} dz \end{align*} +$$ Letting $h=f(u \rightarrow c)$ we get the *inequality* @@ -782,11 +795,12 @@ $$ with the case above corresponding to $W = -m(k/m)$. The set of equations then satisfy: - +$$ \begin{align*} x''(t) &= - W(t,x(t), x'(t), y(t), y'(t)) \cdot x'(t)\\ y''(t) &= -g - W(t,x(t), x'(t), y(t), y'(t)) \cdot y'(t)\\ \end{align*} +$$ with initial conditions: $x(0) = y(0) = 0$ and $x'(0) = v_0 \cos(\theta), y'(0) = v_0 \sin(\theta)$. @@ -795,28 +809,30 @@ with initial conditions: $x(0) = y(0) = 0$ and $x'(0) = v_0 \cos(\theta), y'(0) Only with certain drag forces, can this set of equations be solved exactly, though it can be approximated numerically for admissible $W$, but if $W$ is strictly positive then it can be shown $x(t)$ is increasing on $[0, x_\infty)$ and so invertible, and $f(u) = y(x^{-1}(u))$ is three times differentiable with both $f$ and $f'$ being strictly concave, as it can be shown that (say $x(v) = u$ so $dv/du = 1/x'(v) > 0$): - +$$ \begin{align*} f''(u) &= -\frac{g}{x'(v)^2} < 0\\ f'''(u) &= \frac{2gx''(v)}{x'(v)^3} \\ &= -\frac{2gW}{x'(v)^2} \cdot \frac{dv}{du} < 0 \end{align*} +$$ The latter by differentiating, the former a consequence of the following formulas for derivatives of inverse functions - +$$ \begin{align*} [x^{-1}]'(u) &= 1 / x'(v) \\ [x^{-1}]''(u) &= -x''(v)/(x'(v))^3 \end{align*} +$$ For then - +$$ \begin{align*} f(u) &= y(x^{-1}(u)) \\ f'(u) &= y'(x^{-1}(u)) \cdot {x^{-1}}'(u) \\ @@ -825,6 +841,7 @@ f''(u) &= y''(x^{-1}(u))\cdot[x^{-1}]'(u)^2 + y'(x^{-1}(u)) \cdot [x^{-1}]''(u) &= -g/(x'(v))^2 - W y'/(x'(v))^2 - y'(v) \cdot (- W \cdot x'(v)) / x'(v)^3\\ &= -g/x'(v)^2. \end{align*} +$$ ## Questions diff --git a/quarto/integrals/area.qmd b/quarto/integrals/area.qmd index 263ed79..3f18360 100644 --- a/quarto/integrals/area.qmd +++ b/quarto/integrals/area.qmd @@ -230,7 +230,7 @@ To successfully compute a good approximation for the area, we would need to choo For Archimedes' problem - finding the area under $f(x)=x^2$ between $0$ and $1$ - if we take as a partition $x_i = i/n$ and $c_i = x_i$, then the above sum becomes: - +$$ \begin{align*} S_n &= f(c_1) \cdot (x_1 - x_0) + f(c_2) \cdot (x_2 - x_1) + \cdots + f(c_n) \cdot (x_n - x_{n-1})\\ &= (x_1)^2 \cdot \frac{1}{n} + (x_2)^2 \cdot \frac{1}{n} + \cdots + (x_n)^2 \cdot \frac{1}{n}\\ @@ -238,6 +238,7 @@ S_n &= f(c_1) \cdot (x_1 - x_0) + f(c_2) \cdot (x_2 - x_1) + \cdots + f(c_n) \cd &= \frac{1}{n^3} \cdot (1^2 + 2^2 + \cdots + n^2) \\ &= \frac{1}{n^3} \cdot \frac{n\cdot(n-1)\cdot(2n+1)}{6}. \end{align*} +$$ The latter uses a well-known formula for the sum of squares of the first $n$ natural numbers. @@ -301,13 +302,18 @@ The general statement allows for any partition such that the largest gap goes to Riemann sums weren't named after Riemann because he was the first to approximate areas using rectangles. Indeed, others had been using even more efficient ways to compute areas for centuries prior to Riemann's work. Rather, Riemann put the definition of the area under the curve on a firm theoretical footing with the following theorem which gives a concrete notion of what functions are integrable: -> **Riemann Integral**: A function $f$ is Riemann integrable over the interval $[a,b]$ and its integral will have value $V$ provided for every $\epsilon > 0$ there exists a $\delta > 0$ such that for any partition $a =x_0 < x_1 < \cdots < x_n=b$ with $\lvert x_i - x_{i-1} \rvert < \delta$ and for any choice of points $x_{i-1} \leq c_i \leq x_{i}$ this is satisfied: -> -> $$ -> \lvert \sum_{i=1}^n f(c_i)(x_{i} - x_{i-1}) - V \rvert < \epsilon. -> $$ -> -> When the integral exists, it is written $V = \int_a^b f(x) dx$. +::: {.callout-note icon=false} +## Riemann Integral + +A function $f$ is Riemann integrable over the interval $[a,b]$ and its integral will have value $V$ provided for every $\epsilon > 0$ there exists a $\delta > 0$ such that for any partition $a =x_0 < x_1 < \cdots < x_n=b$ with $\lvert x_i - x_{i-1} \rvert < \delta$ and for any choice of points $x_{i-1} \leq c_i \leq x_{i}$ this is satisfied: + +$$ +\lvert \sum_{i=1}^n f(c_i)(x_{i} - x_{i-1}) - V \rvert < \epsilon. +$$ + +When the integral exists, it is written $V = \int_a^b f(x) dx$. + +::: @@ -370,13 +376,14 @@ The area is invariant under shifts left or right. Any partition $a =x_0 < x_1 < \cdots < x_n=b$ is related to a partition of $[a-c, b-c]$ through $a-c < x_0-c < x_1-c < \cdots < x_n - c = b-c$. Let $d_i=c_i-c$ denote this partition, then we have: - +$$ \begin{align*} f(c_1 -c) \cdot (x_1 - x_0) &+ f(c_2 -c) \cdot (x_2 - x_1) + \cdots\\ &\quad + f(c_n -c) \cdot (x_n - x_{n-1})\\ &= f(d_1) \cdot(x_1-c - (x_0-c)) + f(d_2) \cdot(x_2-c - (x_1-c)) + \cdots\\ &\quad + f(d_n) \cdot(x_n-c - (x_{n-1}-c)). \end{align*} +$$ The left side will have a limit of $\int_a^b f(x-c) dx$ the right would have a "limit" of $\int_{a-c}^{b-c}f(x)dx$. @@ -471,7 +478,7 @@ Using the definition, we can compute a few definite integrals: This is just the area of a trapezoid with heights $a$ and $b$ and side length $b-a$, or $1/2 \cdot (b + a) \cdot (b - a)$. The right sum would be: - +$$ \begin{align*} S &= x_1 \cdot (x_1 - x_0) + x_2 \cdot (x_2 - x_1) + \cdots x_n \cdot (x_n - x_{n-1}) \\ &= (a + 1\frac{b-a}{n}) \cdot \frac{b-a}{n} + (a + 2\frac{b-a}{n}) \cdot \frac{b-a}{n} + \cdots (a + n\frac{b-a}{n}) \cdot \frac{b-a}{n}\\ @@ -480,6 +487,7 @@ S &= x_1 \cdot (x_1 - x_0) + x_2 \cdot (x_2 - x_1) + \cdots x_n \cdot (x_n - x_{ & \rightarrow a \cdot(b-a) + \frac{(b-a)^2}{2} \\ &= \frac{b^2}{2} - \frac{a^2}{2}. \end{align*} +$$ > $$ @@ -502,7 +510,7 @@ This is similar to the Archimedes case with $a=0$ and $b=1$ shown above. Cauchy showed this using a *geometric series* for the partition, not the arithmetic series $x_i = a + i (b-a)/n$. The series defined by $1 + \alpha = (b/a)^{1/n}$, then $x_i = a \cdot (1 + \alpha)^i$. Here the bases $x_{i+1} - x_i$ simplify to $x_i \cdot \alpha$ and $f(x_i) = (a\cdot(1+\alpha)^i)^k = a^k (1+\alpha)^{ik}$, or $f(x_i)(x_{i+1}-x_i) = a^{k+1}\alpha[(1+\alpha)^{k+1}]^i$, so, using $u=(1+\alpha)^{k+1}=(b/a)^{(k+1)/n}$, $f(x_i) \cdot(x_{i+1} - x_i) = a^{k+1}\alpha u^i$. This gives - +$$ \begin{align*} S &= a^{k+1}\alpha u^0 + a^{k+1}\alpha u^1 + \cdots + a^{k+1}\alpha u^{n-1}\\ &= a^{k+1} \cdot \alpha \cdot (u^0 + u^1 + \cdot u^{n-1}) \\ @@ -510,6 +518,7 @@ S &= a^{k+1}\alpha u^0 + a^{k+1}\alpha u^1 + \cdots + a^{k+1}\alpha u^{n-1}\\ &= (b^{k+1} - a^{k+1}) \cdot \frac{\alpha}{(1+\alpha)^{k+1} - 1} \\ &\rightarrow \frac{b^{k+1} - a^{k+1}}{k+1}. \end{align*} +$$ > $$ @@ -541,9 +550,12 @@ Certainly other integrals could be computed with various tricks, but we won't pu ### Some other consequences - * The definition is defined in terms of any partition with its norm bounded by $\delta$. If you know a function $f$ is Riemann integrable, then it is enough to consider just a regular partition $x_i = a + i \cdot (b-a)/n$ when forming the sums, as was done above. It is just that showing a limit for just this particular type of partition would not be sufficient to prove Riemann integrability. - * The choice of $c_i$ is arbitrary to allow for maximum flexibility. The Darboux integrals use the maximum and minimum over the subinterval. It is sufficient to prove integrability to show that the limit exists with just these choices. - * Most importantly, +* The definition is defined in terms of any partition with its norm bounded by $\delta$. If you know a function $f$ is Riemann integrable, then it is enough to consider just a regular partition $x_i = a + i \cdot (b-a)/n$ when forming the sums, as was done above. It is just that showing a limit for just this particular type of partition would not be sufficient to prove Riemann integrability. + +* The choice of $c_i$ is arbitrary to allow for maximum flexibility. The Darboux integrals use the maximum and minimum over the subinterval. It is sufficient to prove integrability to show that the limit exists with just these choices. + + +* Most importantly, > A continuous function on $[a,b]$ is Riemann integrable on $[a,b]$. @@ -553,13 +565,13 @@ Certainly other integrals could be computed with various tricks, but we won't pu The main idea behind this is that the difference between the maximum and minimum values over a partition gets small. That is if $[x_{i-1}, x_i]$ is like $1/n$ is length, then the difference between the maximum of $f$ over this interval, $M$, and the minimum, $m$ over this interval will go to zero as $n$ gets big. That $m$ and $M$ exists is due to the extreme value theorem, that this difference goes to $0$ is a consequence of continuity. What is needed is that this value goes to $0$ at the same rate – no matter what interval is being discussed – is a consequence of a notion of uniform continuity, a concept discussed in advanced calculus, but which holds for continuous functions on closed intervals. Armed with this, the Riemann sum for a general partition can be bounded by this difference times $b-a$, which will go to zero. So the upper and lower Riemann sums will converge to the same value. - * A "jump", or discontinuity of the first kind, is a value $c$ in $[a,b]$ where $\lim_{x \rightarrow c+} f(x)$ and $\lim_{x \rightarrow c-}f(x)$ both exist, but are not equal. It is true that a function that is not continuous on $I=[a,b]$, but only has discontinuities of the first kind on $I$ will be Riemann integrable on $I$. +* A "jump", or discontinuity of the first kind, is a value $c$ in $[a,b]$ where $\lim_{x \rightarrow c+} f(x)$ and $\lim_{x \rightarrow c-}f(x)$ both exist, but are not equal. It is true that a function that is not continuous on $I=[a,b]$, but only has discontinuities of the first kind on $I$ will be Riemann integrable on $I$. For example, the function $f(x) = 1$ for $x$ in $[0,1]$ and $0$ otherwise will be integrable, as it is continuous at all but two points, $0$ and $1$, where it jumps. - * Some functions can have infinitely many points of discontinuity and still be integrable. The example of $f(x) = 1/q$ when $x=p/q$ is rational, and $0$ otherwise is often used as an example. +* Some functions can have infinitely many points of discontinuity and still be integrable. The example of $f(x) = 1/q$ when $x=p/q$ is rational, and $0$ otherwise is often used as an example. ## Numeric integration @@ -799,7 +811,7 @@ While such bounds are disappointing, often, when looking for specific values, th The Riemann sum above is actually extremely inefficient. To see how much, we can derive an estimate for the error in approximating the value using an arithmetic progression as the partition. Let's assume that our function $f(x)$ is increasing, so that the right sum gives an upper estimate and the left sum a lower estimate, so the error in the estimate will be between these two values: - +$$ \begin{align*} \text{error} &\leq \left[ @@ -809,6 +821,7 @@ f(x_1) \cdot (x_{1} - x_0) + f(x_2) \cdot (x_{2} - x_1) + \cdots + f(x_{n-1})( &= \frac{b-a}{n} \cdot (\left[f(x_1) + f(x_2) + \cdots + f(x_n)\right] - \left[f(x_0) + \cdots + f(x_{n-1})\right]) \\ &= \frac{b-a}{n} \cdot (f(b) - f(a)). \end{align*} +$$ We see the error goes to $0$ at a rate of $1/n$ with the constant depending on $b-a$ and the function $f$. In general, a similar bound holds when $f$ is not monotonic. @@ -853,11 +866,12 @@ This formula will actually be exact for any 3rd degree polynomial. In fact an en The formulas for an approximation to the integral $\int_{-1}^1 f(x) dx$ discussed so far can be written as: - +$$ \begin{align*} S &= f(x_1) \Delta_1 + f(x_2) \Delta_2 + \cdots + f(x_n) \Delta_n\\ &= w_1 f(x_1) + w_2 f(x_2) + \cdots + w_n f(x_n). \end{align*} +$$ The $w$s are "weights" and the $x$s are nodes. A [Gaussian](http://en.wikipedia.org/wiki/Gaussian_quadrature) *quadrature rule* is a set of weights and nodes for $i=1, \dots n$ for which the sum is *exact* for any $f$ which is a polynomial of degree $2n-1$ or less. Such choices then also approximate well the integrals of functions which are not polynomials of degree $2n-1$, provided $f$ can be well approximated by a polynomial over $[-1,1]$. (Which is the case for the "nice" functions we encounter.) Some examples are given in the questions. diff --git a/quarto/integrals/center_of_mass.qmd b/quarto/integrals/center_of_mass.qmd index 5c0f1cb..a3f486b 100644 --- a/quarto/integrals/center_of_mass.qmd +++ b/quarto/integrals/center_of_mass.qmd @@ -158,23 +158,29 @@ The figure shows the approximating rectangles and circles representing their mas Generalizing from this figure shows the center of mass for such an approximation will be: - +$$ \begin{align*} &\frac{\rho f(c_1) (x_1 - x_0) \cdot x_1 + \rho f(c_2) (x_2 - x_1) \cdot x_1 + \cdots + \rho f(c_n) (x_n- x_{n-1}) \cdot x_{n-1}}{\rho f(c_1) (x_1 - x_0) + \rho f(c_2) (x_2 - x_1) + \cdots + \rho f(c_n) (x_n- x_{n-1})} \\ &=\\ &\quad\frac{f(c_1) (x_1 - x_0) \cdot x_1 + f(c_2) (x_2 - x_1) \cdot x_1 + \cdots + f(c_n) (x_n- x_{n-1}) \cdot x_{n-1}}{f(c_1) (x_1 - x_0) + f(c_2) (x_2 - x_1) + \cdots + f(c_n) (x_n- x_{n-1})}. \end{align*} +$$ But the top part is an approximation to the integral $\int_a^b x f(x) dx$ and the bottom part the integral $\int_a^b f(x) dx$. The ratio of these defines the center of mass. +::: {.callout-note icon=false} +## Center of Mass -> **Center of Mass**: The center of mass (in the $x$ direction) of a region in the $x-y$ plane described by the area under a (positive) function $f(x)$ between $a$ and $b$ is given by -> -> $\text{Center of mass} = \text{cm}_x = \frac{\int_a^b xf(x) dx}{\int_a^b f(x) dx}.$ -> -> For regions described by a more complicated set of equations, the center of mass is found from the same formula where $f(x)$ is the total height in the $x$ direction for a given $x$. +The center of mass (in the $x$ direction) of a region in the $x-y$ plane described by the area under a (positive) function $f(x)$ between $a$ and $b$ is given by +$$ +\text{Center of mass} = +\text{cm}_x = \frac{\int_a^b xf(x) dx}{\int_a^b f(x) dx}. +$$ + +For regions described by a more complicated set of equations, the center of mass is found from the same formula where $f(x)$ is the total height in the $x$ direction for a given $x$. +::: For the triangular shape, we have by the fact that $f(x) = 1 - \lvert x \rvert$ is an even function that $xf(x)$ will be odd, so the integral around $-1,1$ will be $0$. So the center of mass formula applied to this problem agrees with our expectation. diff --git a/quarto/integrals/ftc.qmd b/quarto/integrals/ftc.qmd index f1e38b4..14abf85 100644 --- a/quarto/integrals/ftc.qmd +++ b/quarto/integrals/ftc.qmd @@ -100,7 +100,7 @@ where we define $g(i) = f(a + ih)h$. In the above, $n$ relates to $b$, but we co Again, we fix a large $n$ and let $h=(b-a)/n$. And suppose $x = a + Mh$ for some $M$. Then writing out the approximations to both the definite integral and the derivative we have - +$$ \begin{align*} F'(x) = & \frac{d}{dx} \int_a^x f(u) du \\ & \approx \frac{F(x) - F(x-h)}{h} \\ @@ -113,17 +113,19 @@ F'(x) = & \frac{d}{dx} \int_a^x f(u) du \\ \left(f(a + 1h) + f(a + 2h) + \cdots + f(a + (M-1)h) \right) \\ &= f(a + Mh). \end{align*} +$$ If $g(i) = f(a + ih)$, then the above becomes - +$$ \begin{align*} F'(x) & \approx D(S(g))(M) \\ &= f(a + Mh)\\ &= f(x). \end{align*} +$$ That is $F'(x) \approx f(x)$. @@ -138,13 +140,14 @@ $$ With these heuristics, we now have: +::: {.callout-note icon=false} +## The fundamental theorem of calculus -> **The fundamental theorem of calculus** -> -> Part 1: Let $f$ be a continuous function on a closed interval $[a,b]$ and define $F(x) = \int_a^x f(u) du$ for $a \leq x \leq b$. Then $F$ is continuous on $[a,b]$, differentiable on $(a,b)$ and moreover, $F'(x) =f(x)$. -> -> Part 2: Now suppose $f$ is any integrable function on a closed interval $[a,b]$ and $F(x)$ is *any* differentiable function on $[a,b]$ with $F'(x) = f(x)$. Then $\int_a^b f(x)dx=F(b)-F(a)$. +Part 1: Let $f$ be a continuous function on a closed interval $[a,b]$ and define $F(x) = \int_a^x f(u) du$ for $a \leq x \leq b$. Then $F$ is continuous on $[a,b]$, differentiable on $(a,b)$ and moreover, $F'(x) =f(x)$. +Part 2: Now suppose $f$ is any integrable function on a closed interval $[a,b]$ and $F(x)$ is *any* differentiable function on $[a,b]$ with $F'(x) = f(x)$. Then $\int_a^b f(x)dx=F(b)-F(a)$. + +::: :::{.callout-note} @@ -366,25 +369,27 @@ This statement is nothing more than the derivative formula $[cf(x) + dg(x)]' = c * The antiderivative of the polynomial $p(x) = a_n x^n + \cdots + a_1 x + a_0$ follows from the linearity of the integral and the general power rule: - +$$ \begin{align*} \int (a_n x^n + \cdots + a_1 x + a_0) dx &= \int a_nx^n dx + \cdots + \int a_1 x dx + \int a_0 dx \\ &= a_n \int x^n dx + \cdots + a_1 \int x dx + a_0 \int dx \\ &= a_n\frac{x^{n+1}}{n+1} + \cdots + a_1 \frac{x^2}{2} + a_0 \frac{x}{1}. \end{align*} +$$ * More generally, a [Laurent](https://en.wikipedia.org/wiki/Laurent_polynomial) polynomial allows for terms with negative powers. These too can be handled by the above. For example - +$$ \begin{align*} \int (\frac{2}{x} + 2 + 2x) dx &= \int \frac{2}{x} dx + \int 2 dx + \int 2x dx \\ &= 2\int \frac{1}{x} dx + 2 \int dx + 2 \int xdx\\ &= 2\log(x) + 2x + 2\frac{x^2}{2}. \end{align*} +$$ * Consider this integral: @@ -645,13 +650,14 @@ Under assumptions that the $X$ are identical and independent, the largest value, This problem is constructed to take advantage of the FTC, and we have: - +$$ \begin{align*} \left[P(M \leq a)\right]' &= \left[F(a)^n\right]'\\ &= n \cdot F(a)^{n-1} \left[F(a)\right]'\\ &= n F(a)^{n-1}f(a) \end{align*} +$$ ##### Example diff --git a/quarto/integrals/integration_by_parts.qmd b/quarto/integrals/integration_by_parts.qmd index 7e99c02..9d80ff1 100644 --- a/quarto/integrals/integration_by_parts.qmd +++ b/quarto/integrals/integration_by_parts.qmd @@ -95,7 +95,7 @@ An illustration can clarify. Consider the integral $\int_0^\pi x\sin(x) dx$. If we let $u=x$ and $dv=\sin(x) dx$, then $du = 1dx$ and $v=-\cos(x)$. The above then says: - +$$ \begin{align*} \int_0^\pi x\sin(x) dx &= \int_0^\pi u dv\\ &= uv\big|_0^\pi - \int_0^\pi v du\\ @@ -104,6 +104,7 @@ Consider the integral $\int_0^\pi x\sin(x) dx$. If we let $u=x$ and $dv=\sin(x) &= \pi + \sin(x)\big|_0^\pi\\ &= \pi. \end{align*} +$$ The technique means one part is differentiated and one part integrated. The art is to break the integrand up into a piece that gets easier through differentiation and a piece that doesn't get much harder through integration. @@ -129,7 +130,7 @@ $$ Putting together gives: - +$$ \begin{align*} \int_1^2 x \log(x) dx &= (\log(x) \cdot \frac{x^2}{2}) \big|_1^2 - \int_1^2 \frac{x^2}{2} \frac{1}{x} dx\\ @@ -137,6 +138,7 @@ Putting together gives: &= 2\log(2) - (1 - \frac{1}{4}) \\ &= 2\log(2) - \frac{3}{4}. \end{align*} +$$ ##### Example @@ -145,14 +147,15 @@ Putting together gives: This related problem, $\int \log(x) dx$, uses the same idea, though perhaps harder to see at first glance, as setting `dv=dx` is almost too simple to try: - +$$ \begin{align*} u &= \log(x) & dv &= dx\\ du &= \frac{1}{x}dx & v &= x \end{align*} +$$ - +$$ \begin{align*} \int \log(x) dx &= \int u dv\\ @@ -161,6 +164,7 @@ du &= \frac{1}{x}dx & v &= x &= x \log(x) - \int dx\\ &= x \log(x) - x \end{align*} +$$ Were this a definite integral problem, we would have written: @@ -244,13 +248,14 @@ $$ Positive integer powers of trigonometric functions can be addressed by this technique. Consider $\int \cos(x)^n dx$. We let $u=\cos(x)^{n-1}$ and $dv=\cos(x) dx$. Then $du = (n-1)\cos(x)^{n-2}(-\sin(x))dx$ and $v=\sin(x)$. So, - +$$ \begin{align*} \int \cos(x)^n dx &= \cos(x)^{n-1} \cdot (\sin(x)) + \int (\sin(x)) ((n-1)\sin(x) \cos(x)^{n-2}) dx \\ &= \sin(x) \cos(x)^{n-1} + (n-1)\int \sin^2(x) \cos(x)^{n-2} dx\\ &= \sin(x) \cos(x)^{n-1} + (n-1)\int (1 - \cos(x)^2) \cos(x)^{n-2} dx\\ &= \sin(x) \cos(x)^{n-1} + (n-1)\int \cos(x)^{n-2}dx - (n-1)\int \cos(x)^n dx. \end{align*} +$$ We can then solve for the unknown ($\int \cos(x)^{n}dx$) to get this *reduction formula*: @@ -279,12 +284,13 @@ The visual interpretation of integration by parts breaks area into two pieces, t Let $uv = x f^{-1}(x)$. Then we have $[uv]' = u'v + uv' = f^{-1}(x) + x [f^{-1}(x)]'$. So, up to a constant $uv = \int [uv]'dx = \int f^{-1}(x)dx + \int x [f^{-1}(x)]'dx$. Re-expressing gives: - +$$ \begin{align*} \int f^{-1}(x) dx &= xf^{-1}(x) - \int x [f^{-1}(x)]' dx\\ &= xf^{-1}(x) - \int f(u) du.\\ \end{align*} +$$ The last line follows from the $u$-substitution: $u=f^{-1}(x)$ for then $du = [f^{-1}(x)]' dx$ and $x=f(u)$. @@ -293,12 +299,13 @@ The last line follows from the $u$-substitution: $u=f^{-1}(x)$ for then $du = [f We use this to find an antiderivative for $\sin^{-1}(x)$: - +$$ \begin{align*} \int \sin^{-1}(x) dx &= x \sin^{-1}(x) - \int \sin(u) du \\ &= x \sin^{-1}(x) + \cos(u) \\ &= x \sin^{-1}(x) + \cos(\sin^{-1}(x)). \end{align*} +$$ Using right triangles to simplify, the last value $\cos(\sin^{-1}(x))$ can otherwise be written as $\sqrt{1 - x^2}$. @@ -322,11 +329,12 @@ This [proof](http://www.math.ucsd.edu/~ebender/20B/77_Trap.pdf) for the error es First, for convenience, we consider the interval $x_i$ to $x_i+h$. The actual answer over this is just $\int_{x_i}^{x_i+h}f(x) dx$. By a $u$-substitution with $u=x-x_i$ this becomes $\int_0^h f(t + x_i) dt$. For analyzing this we integrate once by parts using $u=f(t+x_i)$ and $dv=dt$. But instead of letting $v=t$, we choose to add - as is our prerogative - a constant of integration $A$, so $v=t+A$: - +$$ \begin{align*} \int_0^h f(t + x_i) dt &= uv \big|_0^h - \int_0^h v du\\ &= f(t+x_i)(t+A)\big|_0^h - \int_0^h (t + A) f'(t + x_i) dt. \end{align*} +$$ We choose $A$ to be $-h/2$, any constant is possible, for then the term $f(t+x_i)(t+A)\big|_0^h$ becomes $(1/2)(f(x_i+h) + f(x_i)) \cdot h$, or the trapezoid approximation. This means, the error over this interval - actual minus estimate - satisfies: @@ -339,11 +347,12 @@ $$ For this, we *again* integrate by parts with - +$$ \begin{align*} u &= f'(t + x_i) & dv &= (t + A)dt\\ du &= f''(t + x_i) & v &= \frac{(t + A)^2}{2} + B \end{align*} +$$ Again we added a constant of integration, $B$, to $v$. The error becomes: @@ -418,13 +427,14 @@ We added a rectangle for a Riemann sum for $t_i = \pi/3$ and $t_{i+1} = \pi/3 + Taking this Riemann sum approach, we can approximate the area under the curve parameterized by $(u(t), v(t))$ over the time range $[t_i, t_{i+1}]$ as a rectangle with height $y(t_i)$ and base $x(t_{i}) - x(t_{i+1})$. Then we get, as expected: - +$$ \begin{align*} A &\approx \sum_i y(t_i) \cdot (x(t_{i}) - x(t_{i+1}))\\ &= - \sum_i y(t_i) \cdot (x(t_{i+1}) - x(t_{i}))\\ &= - \sum_i y(t_i) \cdot \frac{x(t_{i+1}) - x(t_i)}{t_{i+1}-t_i} \cdot (t_{i+1}-t_i)\\ &\approx -\int_a^b y(t) x'(t) dt. \end{align*} +$$ So with a counterclockwise rotation, the actual answer for the area includes a minus sign. If the area is traced out in a *clockwise* manner, there is no minus sign. diff --git a/quarto/integrals/mean_value_theorem.qmd b/quarto/integrals/mean_value_theorem.qmd index e28bba7..1079764 100644 --- a/quarto/integrals/mean_value_theorem.qmd +++ b/quarto/integrals/mean_value_theorem.qmd @@ -89,13 +89,14 @@ Though not continuous, $f(x)$ is integrable as it contains only jumps. The integ What is the average value of the function $e^{-x}$ between $0$ and $\log(2)$? - +$$ \begin{align*} \text{average} = \frac{1}{\log(2) - 0} \int_0^{\log(2)} e^{-x} dx\\ &= \frac{1}{\log(2)} (-e^{-x}) \big|_0^{\log(2)}\\ &= -\frac{1}{\log(2)} (\frac{1}{2} - 1)\\ &= \frac{1}{2\log(2)}. \end{align*} +$$ Visualizing, we have @@ -118,11 +119,15 @@ $$ When we assume that $f(x)$ is continuous, we can describe $K$ as a value in the range of $f$: +::: {.callout-note icon=false} +## The mean value theorem for integrals -> **The mean value theorem for integrals**: Let $f(x)$ be a continuous function on $[a,b]$ with $a < b$. Then there exists $c$ with $a \leq c \leq b$ with -> -> $f(c) \cdot (b-a) = \int_a^b f(x) dx.$` +Let $f(x)$ be a continuous function on $[a,b]$ with $a < b$. Then there exists $c$ with $a \leq c \leq b$ with +$$ +f(c) \cdot (b-a) = \int_a^b f(x) dx. +$$ +::: The proof comes from the intermediate value theorem and the extreme value theorem. Since $f$ is continuous on a closed interval, there exists values $m$ and $M$ with $f(c_m) = m \leq f(x) \leq M=f(c_M)$, for some $c_m$ and $c_M$ in the interval $[a,b]$. Since $m \leq f(x) \leq M$, we must have: diff --git a/quarto/integrals/partial_fractions.qmd b/quarto/integrals/partial_fractions.qmd index 138aca1..2fc0983 100644 --- a/quarto/integrals/partial_fractions.qmd +++ b/quarto/integrals/partial_fractions.qmd @@ -28,13 +28,16 @@ Let $f(x) = p(x)/q(x)$, where $p$ and $q$ are polynomial functions with real co The function $q(x)$ will factor over the real numbers. The fundamental theorem of algebra can be applied to say that $q(x)=q_1(x)^{n_1} \cdots q_k(x)^{n_k}$ where $q_i(x)$ is a linear or quadratic polynomial and $n_k$ a positive integer. +::: {.callout-note icon=false} +## Partial Fraction Decomposition -> **Partial Fraction Decomposition**: There are unique polynomials $a_{ij}$ with degree $a_{ij} <$ degree $q_i$ such that -> -> $$ -> \frac{p(x)}{q(x)} = a(x) + \sum_{i=1}^k \sum_{j=1}^{n_i} \frac{a_{ij}(x)}{q_i(x)^j}. -> $$ +There are unique polynomials $a_{ij}$ with degree $a_{ij} <$ degree $q_i$ such that +$$ +\frac{p(x)}{q(x)} = a(x) + \sum_{i=1}^k \sum_{j=1}^{n_i} \frac{a_{ij}(x)}{q_i(x)^j}. +$$ + +::: The method is attributed to John Bernoulli, one of the prolific Bernoulli brothers who put a stamp on several areas of math. This Bernoulli was a mentor to Euler. @@ -109,7 +112,7 @@ What remains is to establish that we can take $A(x) = a(x)\cdot P(x)$ with a deg In Proposition 3.8 of [Bradley](http://www.m-hikari.com/imf/imf-2012/29-32-2012/cookIMF29-32-2012.pdf) and Cook we can see how. Recall the division algorithm, for example, says there are $q_k$ and $r_k$ with $A=q\cdot q_k + r_k$ where the degree of $r_k$ is less than that of $q$, which is linear or quadratic. This is repeatedly applied below: - +$$ \begin{align*} \frac{A}{q^k} &= \frac{q\cdot q_k + r_k}{q^k}\\ &= \frac{r_k}{q^k} + \frac{q_k}{q^{k-1}}\\ @@ -119,6 +122,7 @@ In Proposition 3.8 of [Bradley](http://www.m-hikari.com/imf/imf-2012/29-32-2012/ &= \cdots\\ &= \frac{r_k}{q^k} + \frac{r_{k-1}}{q^{k-1}} + \cdots + q_1. \end{align*} +$$ So the term $A(x)/q(x)^k$ can be expressed in terms of a sum where the numerators or each term have degree less than $q(x)$, as expected by the statement of the theorem. @@ -208,13 +212,14 @@ integrate(B/((a*x)^2 - 1)^4, x) In [Bronstein](http://www-sop.inria.fr/cafe/Manuel.Bronstein/publications/issac98.pdf) this characterization can be found - "This method, which dates back to Newton, Leibniz and Bernoulli, should not be used in practice, yet it remains the method found in most calculus texts and is often taught. Its major drawback is the factorization of the denominator of the integrand over the real or complex numbers." We can also find the following formulas which formalize the above exploratory calculations ($j>1$ and $b^2 - 4c < 0$ below): - +$$ \begin{align*} \int \frac{A}{(x-a)^j} &= \frac{A}{1-j}\frac{1}{(x-a)^{j-1}}\\ \int \frac{A}{x-a} &= A\log(x-a)\\ \int \frac{Bx+C}{x^2 + bx + c} &= \frac{B}{2} \log(x^2 + bx + c) + \frac{2C-bB}{\sqrt{4c-b^2}}\cdot \arctan\left(\frac{2x+b}{\sqrt{4c-b^2}}\right)\\ \int \frac{Bx+C}{(x^2 + bx + c)^j} &= \frac{B' x + C'}{(x^2 + bx + c)^{j-1}} + \int \frac{C''}{(x^2 + bx + c)^{j-1}} \end{align*} +$$ The first returns a rational function; the second yields a logarithm term; the third yields a logarithm and an arctangent term; while the last, which has explicit constants available, provides a reduction that can be recursively applied; @@ -288,7 +293,7 @@ The answers found can become quite involved. [Corless](https://arxiv.org/pdf/171 ex = (x^2 - 1) / (x^4 + 5x^2 + 7) ``` -But the integral is something best suited to a computer algebra system: +But the integral is something best suited for a computer algebra system: ```{julia} @@ -482,11 +487,12 @@ How to see that these give rise to real answers on integration is the point of t Breaking the terms up over $a$ and $b$ we have: - +$$ \begin{align*} I &= \frac{a}{x - (\alpha + i \beta)} + \frac{a}{x - (\alpha - i \beta)} \\ II &= i\frac{b}{x - (\alpha + i \beta)} - i\frac{b}{x - (\alpha - i \beta)} \end{align*} +$$ Integrating $I$ leads to two logarithmic terms, which are combined to give: diff --git a/quarto/integrals/substitution.qmd b/quarto/integrals/substitution.qmd index a3dd963..62d08f2 100644 --- a/quarto/integrals/substitution.qmd +++ b/quarto/integrals/substitution.qmd @@ -41,13 +41,14 @@ $$ So, - +$$ \begin{align*} \int_a^b g(u(t)) \cdot u'(t) dt &= \int_a^b (G \circ u)'(t) dt\\ &= (G\circ u)(b) - (G\circ u)(a) \quad\text{(the FTC, part II)}\\ &= G(u(b)) - G(u(a)) \\ &= \int_{u(a)}^{u(b)} g(x) dx. \quad\text{(the FTC part II)} \end{align*} +$$ That is, this substitution formula applies: @@ -181,7 +182,7 @@ when $-1 \leq x \leq 1$ and $0$ otherwise. The area under $f$ is just $1$ - the Let $u(x) = (x-c)/h$ and $g(x) = (1/h) \cdot f(u(x))$. Then, as $du = 1/h dx$ - +$$ \begin{align*} \int_{c-h}^{c+h} g(x) dx &= \int_{c-h}^{c+h} \frac{1}{h} f(u(x)) dx\\ @@ -189,6 +190,7 @@ Let $u(x) = (x-c)/h$ and $g(x) = (1/h) \cdot f(u(x))$. Then, as $du = 1/h dx$ &= \int_{-1}^1 f(u) du\\ &= 1. \end{align*} +$$ So the area of this transformed function is still $1$. The shifting by $c$ we know doesn't effect the area, the scaling by $h$ inside of $f$ does, but is balanced out by the multiplication by $1/h$ outside of $f$. @@ -248,13 +250,14 @@ $$ But $u^3/3 - 4u/3 = (1/3) \cdot u(u-2)(u+2)$, so between $-2$ and $0$ it is positive and between $0$ and $1$ negative, so this integral is: - +$$ \begin{align*} \int_{-2}^0 (u^3/3 - 4u/3 ) du + \int_{0}^1 -(u^3/3 - 4u/3) du &= (\frac{u^4}{12} - \frac{4}{3}\frac{u^2}{2}) \big|_{-2}^0 - (\frac{u^4}{12} - \frac{4}{3}\frac{u^2}{2}) \big|_{0}^1\\ &= \frac{4}{3} - -\frac{7}{12}\\ &= \frac{23}{12}. \end{align*} +$$ ##### Example @@ -270,13 +273,14 @@ $$ Integrals involving this function are typically transformed by substitution. For example: - +$$ \begin{align*} \int_a^b f(x; \mu, \sigma) dx &= \int_a^b \frac{1}{\sqrt{2\pi}}\frac{1}{\sigma} \exp(-\frac{1}{2}\left(\frac{x-\mu}{\sigma}\right)^2) dx \\ &= \int_{u(a)}^{u(b)} \frac{1}{\sqrt{2\pi}} \exp(-\frac{1}{2}u^2) du \\ &= \int_{u(a)}^{u(b)} f(u; 0, 1) du, \end{align*} +$$ where $u = (x-\mu)/\sigma$, so $du = (1/\sigma) dx$. @@ -295,12 +299,13 @@ $$ A further change of variables by $t = u/\sqrt{2}$ (with $\sqrt{2}dt = du$) gives: - +$$ \begin{align*} \int_a^b f(x; \mu, \sigma) dx &= \int_{t(u(a))}^{t(u(b))} \frac{\sqrt{2}}{\sqrt{2\pi}} \exp(-t^2) dt\\ &= \frac{1}{2} \int_{t(u(a))}^{t(u(b))} \frac{2}{\sqrt{\pi}} \exp(-t^2) dt \end{align*} +$$ Up to a factor of $1/2$ this is `erf`. @@ -309,13 +314,14 @@ Up to a factor of $1/2$ this is `erf`. So we would have, for example, with $\mu=1$,$\sigma=2$ and $a=1$ and $b=3$ that: - +$$ \begin{align*} t(u(a)) &= (1 - 1)/2/\sqrt{2} = 0\\ t(u(b)) &= (3 - 1)/2/\sqrt{2} = \frac{1}{\sqrt{2}}\\ \int_1^3 f(x; 1, 2) &= \frac{1}{2} \int_0^{1/\sqrt{2}} \frac{2}{\sqrt{\pi}} \exp(-t^2) dt. \end{align*} +$$ Or @@ -488,7 +494,7 @@ integrate(1 / (a^2 + (b*x)^2), x) The expression $1-x^2$ can be attacked by the substitution $\sin(u) =x$ as then $1-x^2 = 1-\sin(u)^2 = \cos(u)^2$. Here we see this substitution being used successfully: - +$$ \begin{align*} \int \frac{1}{\sqrt{9 - x^2}} dx &= \int \frac{1}{\sqrt{9 - (3\sin(u))^2}} \cdot 3\cos(u) du\\ &=\int \frac{1}{3\sqrt{1 - \sin(u)^2}}\cdot3\cos(u) du \\ @@ -496,6 +502,7 @@ The expression $1-x^2$ can be attacked by the substitution $\sin(u) =x$ as then &= u \\ &= \sin^{-1}(x/3). \end{align*} +$$ Further substitution allows the following integral to be solved for an antiderivative: @@ -513,23 +520,25 @@ integrate(1 / sqrt(a^2 - b^2*x^2), x) The expression $x^2 - 1$ is a bit different, this lends itself to $\sec(u) = x$ for a substitution, for $\sec(u)^2 - 1 = \tan(u)^2$. For example, we try $\sec(u) = x$ to integrate: - +$$ \begin{align*} \int \frac{1}{\sqrt{x^2 - 1}} dx &= \int \frac{1}{\sqrt{\sec(u)^2 - 1}} \cdot \sec(u)\tan(u) du\\ &=\int \frac{1}{\tan(u)}\sec(u)\tan(u) du\\ &= \int \sec(u) du. \end{align*} +$$ This doesn't seem that helpful, but the antiderivative to $\sec(u)$ is $\log\lvert (\sec(u) + \tan(u))\rvert$, so we can proceed to get: - +$$ \begin{align*} \int \frac{1}{\sqrt{x^2 - 1}} dx &= \int \sec(u) du\\ &= \log\lvert (\sec(u) + \tan(u))\rvert\\ &= \log\lvert x + \sqrt{x^2-1} \rvert. \end{align*} +$$ SymPy gives a different representation using the arccosine: @@ -566,13 +575,14 @@ $$ The identify $\cos(u)^2 = (1 + \cos(2u))/2$ makes this tractable: - +$$ \begin{align*} 4ab \int \cos(u)^2 du &= 4ab\int_0^{\pi/2}(\frac{1}{2} + \frac{\cos(2u)}{2}) du\\ &= 4ab(\frac{1}{2}u + \frac{\sin(2u)}{4})\big|_0^{\pi/2}\\ &= 4ab (\pi/4 + 0) = \pi ab. \end{align*} +$$ Keeping in mind that that a circle with radius $a$ is an ellipse with $b=a$, we see that this gives the correct answer for a circle. diff --git a/quarto/integrals/surface_area.qmd b/quarto/integrals/surface_area.qmd index 688de64..ee946fb 100644 --- a/quarto/integrals/surface_area.qmd +++ b/quarto/integrals/surface_area.qmd @@ -50,19 +50,24 @@ revolution, there is an easier way. (Photo credit to [firepanjewellery](http://firepanjewellery.com/).) ](./figures/gehry-hendrix.jpg) -> The surface area generated by rotating the graph of $f(x)$ between $a$ and $b$ about the $x$-axis is given by the integral -> -> $$ -> \int_a^b 2\pi f(x) \cdot \sqrt{1 + f'(x)^2} dx. -> $$ -> -> If the curve is parameterized by $(g(t), f(t))$ between $a$ and $b$ then the surface area is -> -> $$ -> \int_a^b 2\pi f(t) \cdot \sqrt{g'(t)^2 + f'(t)^2} dx. -> $$ -> -> These formulas do not add in the surface area of either of the ends. + +::: {.callout-note icon=false} +## Surface area of a rotated curve + +The surface area generated by rotating the graph of $f(x)$ between $a$ and $b$ about the $x$-axis is given by the integral + +$$ +\int_a^b 2\pi f(x) \cdot \sqrt{1 + f'(x)^2} dx. +$$ + +If the curve is parameterized by $(g(t), f(t))$ between $a$ and $b$ then the surface area is + +$$ +\int_a^b 2\pi f(t) \cdot \sqrt{g'(t)^2 + f'(t)^2} dx. +$$ + +These formulas do not add in the surface area of either of the ends. +::: @@ -129,7 +134,7 @@ Lets see that the surface area of an open cone follows from this formula, even t A cone can be envisioned as rotating the function $f(x) = x\tan(\theta)$ between $0$ and $h$ around the $x$ axis. This integral yields the surface area: - +$$ \begin{align*} \int_0^h 2\pi f(x) \sqrt{1 + f'(x)^2}dx &= \int_0^h 2\pi x \tan(\theta) \sqrt{1 + \tan(\theta)^2}dx \\ @@ -137,6 +142,7 @@ A cone can be envisioned as rotating the function $f(x) = x\tan(\theta)$ between &= \pi \tan(\theta) \sec(\theta) h^2 \\ &= \pi r^2 / \sin(\theta). \end{align*} +$$ (There are many ways to express this, we used $r$ and $\theta$ to match the work above. If the cone is parameterized by a height $h$ and radius $r$, then the surface area of the sides is $\pi r\sqrt{h^2 + r^2}$. If the base is included, there is an additional $\pi r^2$ term.) @@ -322,13 +328,14 @@ plot(g, f, 0, 1pi) The integrand simplifies to $8\sqrt{2}\pi \sin(t) (1 + \cos(t))^{3/2}$. This lends itself to $u$-substitution with $u=\cos(t)$. - +$$ \begin{align*} \int_0^\pi 8\sqrt{2}\pi \sin(t) (1 + \cos(t))^{3/2} &= 8\sqrt{2}\pi \int_1^{-1} (1 + u)^{3/2} (-1) du\\ &= 8\sqrt{2}\pi (2/5) (1+u)^{5/2} \big|_{-1}^1\\ &= 8\sqrt{2}\pi (2/5) 2^{5/2} = \frac{2^7 \pi}{5}. \end{align*} +$$ ## The first Theorem of Pappus @@ -378,11 +385,12 @@ surface(ws..., legend=false, zlims=(-12,12)) The surface area of sphere will be SA$=2\pi \rho (\pi r) = 2 \pi^2 r \cdot \rho$. What is $\rho$? The centroid of an arc formula can be derived in a manner similar to that of the centroid of a region. The formulas are: - +$$ \begin{align*} \text{cm}_x &= \frac{1}{L} \int_a^b g(t) \sqrt{g'(t)^2 + f'(t)^2} dt\\ \text{cm}_y &= \frac{1}{L} \int_a^b f(t) \sqrt{g'(t)^2 + f'(t)^2} dt. \end{align*} +$$ Here, $L$ is the arc length of the curve. diff --git a/quarto/limits/continuity.qmd b/quarto/limits/continuity.qmd index 39ad253..9cc1801 100644 --- a/quarto/limits/continuity.qmd +++ b/quarto/limits/continuity.qmd @@ -16,6 +16,8 @@ using SymPy --- +![A Möbius strip by Koo Jeong A](figures/korean-mobius.jpg){width=40%} + The definition Google finds for *continuous* is *forming an unbroken whole; without interruption*. @@ -54,12 +56,15 @@ However, [Cauchy](http://en.wikipedia.org/wiki/Cours_d%27Analyse) defined contin The [modern](http://en.wikipedia.org/wiki/Continuous_function#History) definition simply pushes the details to the definition of the limit: +::: {.callout-note icon=false} +## Definition of continuity at a point -> A function $f(x)$ is continuous at $x=c$ if $\lim_{x \rightarrow c}f(x) = f(c)$. +A function $f(x)$ is continuous at $x=c$ if $\lim_{x \rightarrow c}f(x) = f(c)$. + +::: - -This says three things +The definition says three things * The limit exists at $c$. @@ -67,11 +72,14 @@ This says three things * The value of the limit is the same as $f(c)$. -This speaks to continuity at a point, we can extend this to continuity over an interval $(a,b)$ by saying: +The defined speaks to continuity at a point, we can extend it to continuity over an interval $(a,b)$ by saying: +::: {.callout-note icon=false} +## Definition of continuity over an open interval -> A function $f(x)$ is continuous over $(a,b)$ if at each point $c$ with $a < c < b$, $f(x)$ is continuous at $c$. +A function $f(x)$ is continuous over $(a,b)$ if at each point $c$ with $a < c < b$, $f(x)$ is continuous at $c$. +::: Finally, as with limits, it can be convenient to speak of *right* continuity and *left* continuity at a point, where the limit in the definition is replaced by a right or left limit, as appropriate. @@ -192,7 +200,7 @@ $$ What value of $c$ will make $f(x)$ a continuous function? -We note that for $x < 0$ and for $x > 0$ the function is a simple polynomial, so is continuous. At $x=0$ to be continuous we need a limit to exists and be equal to $f(0)$, which is $c$. A limit exists if the left and right limits are equal. This means we need to solve for $c$ to make the left and right limits equal. We do this next with a bit of overkill in this case: +We note that for $x < 0$ and for $x > 0$ the function is defined by a simple polynomial, so is continuous. At $x=0$ to be continuous we need a limit to exists and be equal to $f(0)$, which is $c$. A limit exists if the left and right limits are equal. This means we need to solve for $c$ to make the left and right limits equal. We do this next with a bit of overkill in this case: ```{julia} @@ -206,7 +214,7 @@ We need to solve for $c$ to make `del` zero: ```{julia} -solve(del, c) +solve(del ~ 0, c) ``` This gives the value of $c$. diff --git a/quarto/limits/figures/buzz-infinity.jpg b/quarto/limits/figures/buzz-infinity.jpg new file mode 100644 index 0000000000000000000000000000000000000000..b7d319902a822971a4a5435f84b24896aacf9bd9 GIT binary patch literal 34032 zcmb@t1y~)ywl26g?(XjH?gVG!?(XhRAPMdScL?qf+#z_74Z$6PLvVK(a?ZVT&Yk9L`eDAS^)qc5CZ@X z002M%*ntoL*morIz6-u%^!KyW`;Gwt34nM%L%eUc;ZT2z1GL`vzar!8Z0%qPPboj|_I{-7Fyh8$bmhH8pp4`J3neA^&0Xul9ES zAC3ZMnEzhU-wUtTUTW6(h(GR(2J<8T)&0K+nuVpi`Fm4IzUT2Zd$0T*|9Hn(W*TY| z?|2pffJ3ryw6FjG;D5jCBdq_C2f^lV9_xS0boAv%hU3`E`-1B67KEsw=Ck{`^PeOar=uy-Z8Ja zjp=(H#Ljoj^iTia5dc8y{bq~vljfdoUjNiV{XIbg5CEtEEC4=$1V9O(126+P0K5P}z=!t%CkIdlXaIBp zMgVhw4ZsoL2Ji-a1bhL60ipq40V#k?Kpvn7P!6a8)B{=ooq%4z5MT`O3or**0sIE+ z0*(OZfLp*55D0_?A_Fmj_&`!1HINa=0ptUU0HuHmKsBH)&;)1=bOL$;KLUe+(ZEDt zCNLjZ4y*&V0egWXz$xGoa1(e4yaYZ%KtdovU_lT=&_J+4@Ii<{$U|sA7(!S>xI*|r zgh0eWq(c-yR6#UD^g@h5%t8EyID)u=1VAD};y{u^GDGq~NOopTx&OrW#JcfLLf`P(>B7b4(u6XHa)kp)vWdqamor$U!NH$e|V&q41(-@?Ga;K0zr@WRN#=)%~+_`}4& z9qe?mYAK6P_j^(QKnH&QQ=XkQN>V=Q2kI-Q5#Sv zQIFB!(P+>l&`i++(X!Cm&=$~c&@s{3(Us91(PPjn&_~b@FkmrgFr+XnFhVd2G5RsK zF(EN2F(oj~F@rISFb6Srv0$)hu|QaMSkYM3SQA+1*cjMc*jm^=*jd1Z zqNt@LH!#_Yvh$-K#e!=k_v#L~iY%1Xtm$C|)8%=*g4&E~*X#J0kY!7j%h#NN(+ z$-%&3&XL72%Zbb>&H0J5mGgp&k;{@Rmurz5lUtEHoV$2Nji-j^ke7>eBs|B zWFjUa-$Z_kl8c&(7KmRCSe4kRIGebec$4^@gn&eV#1BbGNg2r~ z$q6Y8DNU(NsdZ@zX=~|9>2n!w8Go4{ve2^fvI(*aAYza?s2p@I$14{gHz1EBuP&b{ zzoo#S;HJ>72%#van54L>M6Kkc)S?Vf1}P^guc^?gxT}_PSpOb!>SXYGp0+RYpdI;2dk&0SE6^L zFQuQNziYs45N0rMNNeb0IATO#(v3<7R+ZKz<-F&@8a; z6XmCnPrILGK9_w#_+tMB9K;rs7<3)19o!y59P&A2J5(mLG7KfmEo>oNFgz~;D#A8m zB9b#QBl0!MB5E|6Ejl&&ImSF@G?qO!J@zfmDsCd4CqDNp%vYzc^9iB}Wr^sCeu>*j zib>7MWXVy<*D1y+BdJ`ed1(k~o@u|+71CQXs4~80JZIWu&Si;b)n*fAM`qvUSmaFS ze#ouKBhHJ?d;DhmZ82Xazqx>>Ahi&t(5rB-NULbLn6J3JgrFq48s?h(TAbSG?||=~-~ZH^)Xmq+*Y`E>HPkdxH)c0s zHbpf9n|+(lTWnf>x9YY|waK;hwF|a4b+B}lc9M5ybzyhKcO!I%bieiZ_1ye$`ElH9 z-Migq+_%!N(?2_)IxsOPKlpPR`Y`EvA@XyW>fswXRzR{L3p0Va}?(rrtH@Inn zXQFwMce3>t|F8Bbp{ed^(dph9$(f;9(CpZp(%jU%=KSJR-^wDIi2+4#B6`R;|=#oJ}f75-J}HP?0DjmpjXt>f*} zUDQ4Pec1!w!|ra|^^?ZB*NX=UkV>GXc9 zTDF$nwocaX_wQt3>tXBcL}u&sm%aU~nf^=7{{t8Q^7CJu*~8N3omam5>Fna`W@~NZ zK?ZX2uyk`W{p*pb!#{e*?XQpS&TbyIo{mgp9Bgd-0D!v{C&xcr0wPJi)4Ywhw<{U| z05%x_c!_^|d&+-%dwFjQ$Q1zKhv(Z0AOrvj0Ri{_S6~tT=7fibhl4{zMu0^_x^^3fQI>79sGN;9vT4n?m09JJS-dxEG#7Sd$97JgaM5X1B*#c0msfE zCa#7>$*F2;<`$GFVea}Rp`edS-90$Juznglsjhcw3!Y1|p?~Ha2bbESX!F7&`4W#t zBV_yCHqm>K288|_sr}yq4TOM%f`Ns5PZdH3KmZ|u&@fO?(2!8?Vb*&z@}7uJ4voPs zrV4{eVe0yYBO$*Ii?Vl$Q(SHH96RU&)-ADK!p!__8G!VDM-b?c=m1f`V4_pqbv{Ev-f>gNqGa*xfZqm>_3PgsBcb8F1~bB z7h*$yAr!|NXh%7f)`}ic)S?*|Ki)c~Vp&yCFvPGnY6POAK}miQncwW<7$lTP+f<1UY$1-2by>yq8>j9M^;5*e zvvJh1`@&2rIeb4U+(GI{>&Gg~!~D=K zyh5a0re;gReXOYj;1^V`&yERSI64mFGUhdp_Xp%a_Qi2D>7_(5+otujFfAiLi9Ql@ zHxm$+5fLQH_SGZ`WMqG)sLTZ+PsSRd8hs`qwduFVXGDJrdAhMCsgji7FS zw4qKKkTP`+5mC2Z)K@3UsCF)?g8yJ=>PENQ!IM-%L!Dfwcr`@|EGN{?bXdtxxHtB& zc*#>q=Gx8R7jdSdw(g>3!Kb>G)J_+tAcKqeOhNI_j`-h%2x*pTn@d2sf7sg5ln;}H z0anKk9^s;6KJPAr;dV*5PxDDL}Y zoP2u^_ocm!l&Qe{^rIb-NJ&M-T^QUcO^iFQHzV*%UbD2;i%oWMM9D=ijI5mVkA_+b zA|U~SR)eYuj&}Nd5sH{6m$CI5)LqC(^@179H4r;GSP55x-WBV*MTfWN4e+!06Eb0uaSyD%>EnkhUns;(sj6^^xvQumJ}105nU8JUwo~#@!6j#y=~tfI^CF zS8YAc2=k>i>kUwO;-F$yht(RO;Yk5&`hArKdM}X@J(2Yzjul0>znjq9DP@>hH?Gk- z97g}|Tofx-ZZV>ui_Xtf{$#<-3-^Q9^f}VAK_QvZqZCf`(%H+wqx_Om5<35F7#{g* zF&96&5;N+ZG^VVuN62kdf$soxl{nK;nbFOc7N}q(1K^pc!aPkPi#%0rj6F^w(pfsE zQ~t*{z{uS^x%MaqjJM6VM1%Iz7})zr8DQ`LYnC+rU4&%bZH-kHi=|gFM@*lQ%HHa% zeivu_WevqHb(&m|^4uhTU|*fgz9PBECht?_911F9^X=G_=V(@Zx#Agx+_znFaorQ~ z5>h9o;Si(wT@X=LlPn9>!hPa$FxLIF5Q&y(2oN>E$w9m88Z3qQa@_6{y%=6 zu>=?*)!v_Zh(^f|YTr++4w!smp*4}>ZDz$)SJ%i`TzGD&zR#PShAD zpmDMvJqxwKv&7`I`u@sF+8<@KWYy5I_DW>dRsU*%SRfR6zHE(er{o~5O73EpWnPNu z)La}N9KP=rCDp&3@TW9Fe;`&w`X%e6oz(yHY;23w#-8dtqp>o`km*XFP)j|AZI&PH zb9w^)jO+_w#YG+~eCE<#t!S4wgA=M^qNKr>?O5T~YG5VXSTsD+QIlD!k9r;bQ>5Ma zBGjCFh$>=I24VuQr1;66Qgdc%?iBiIM0{V}hknjq5z+K9|K&-63=KOh$#B5$<84=a zqI4Fl4NS2`{6LtKJ@#$g+3+(qL@!HO$@6; z@kA}7j9Oy_J;fGv8iy&80Sxk-H&ocWZ-CAP>kaH&Z~vYy-HOI@PH&S$nKN|V=ZQ}1 zD%$5U%SW}>`&psN4GrH|*m!;_a9-c+YhHOGsKno3`PS-+E&ev{W+PlpX!2{)=|&bl zF6uAC;_y$)e!iqb64uo=J?n^uR*P1jp%OyAYY;gprg!j-pa(b(cdY1;%V}1aRawI{ z&6RXzL}?fpm8T8$QYM8iMXpRvRJE=LvvW3Zk3Vl282f6fYwOECj1em1J%4i^=}skF zx%phLKq!Cs2R|b^x{5U9wdV1V>`tqMU+N7&k2GhBsV;cz6Wj!q)xUa#>S}PUE%!ck zr>X~e9g5M~znYYb;{7O0$z$>Qv*)TBmUIv-c&FGB84nNdhvQk>XYNb{y3<}>LMXMN zb&OS3=@B=c>iMn4cg4(7SSvg==g}>f-(u+O-$s$cZCuU4OCVQ&(L>33CAZf9F!c0i zVJ?MwMkuw}UfW15xmGzGY$LNv6F1F|+CjYbS+|zXk;_kyJjSWLLNR*hHgzO)!trEd z%<`;Sw%;H;UdJ$zwZVDwFq0O zN$z{hl#RDkvM3up=|c5_$UhkyyisnGBG^f<%aJjFF8Z;Yi_pof*@rq+6TsorJox!}vrYzmgrZKO0-aej2Ze zAB9D=<#8kW+Vmt`mG8i7==9(n@$|sNU2CJ7Y^vs}c&@lj(^*tFkc{rxD~M?|R_DCa zN3N!6V6XMZJ{{raj*(}WIvdR9FyFWZX-G-YW;*ISCzW3uLaZFvvPbZUBgO( zbd9qKLpvsCYwlHbhMDSY=Mx15`w4eW?0=rjz9<-R&%&go;C^jw}wvt-{Po|W&dH~7-5X0a(Z_`<8tsbL7oo3Zm#^?XL; zSW_WW@1r+M6j8JYxjjYzs>)BS@_>Pp-8#(3E0xEg;bz-$@L3M2&vmR2o;-;!J~CUr zc<#2c-wfNd)5xK1X(e#iB6WMzPXy^prJTlicPT+dzAHlAvP`b(_<(^?Skk%N=z-g? z8j5NXX2YKNQ+7b}pWAjsAhOwP1DdQiJc=Ynq@Ki~wN{iPnMpz}E#HO+QeJ^k_%m!@ zRbN^X_Xyc{x}BKM;h`J;0)ur({99g8GTxA^n5;JPt9|}QL7F6+ zmmO9@>v4a;uEz`)d=~4sDdEd(2X6o!;$mV`>0>GU>urDI=YZG5%YZg#K5hTU(s0~) zArYIPw&+;N4F!BQg`p);`Ldoi&qzV5iIvW^=`)VY{x$>X^eozaC+pYU;Sr}tJfFu5 zk?Nap7DD0ej6ScE0;iZ@a1$z5?5k$0o@ktuDw-lZ`!Lxm)w*SY7^&r*@Jh}T^>dWV z&Sd0lOj57uy`a_3aEGO6q3Fa-&3=Qvmd6pJu03vlE~&AE-?Fn{d!s`EOKY0h&6ebU znR5RlZVfW1LBlHe2a)>Eh#1c(!E{{up{wY{Yn7);9%l-!enNd2b+2#J`u1s5a@xse-<6o`qChl^cosYmNn!7&T)8)EzAPA`E%6)kD@?RTr`5eHJPrTm;+B_^L3; z`_vz4cS*aEx25f1hr5wD#9)wd73ig<(Ag#j;n=-kiE+e=hTy&^GvSKkaJz`>0hIN` z`!N7Z-z|oRo>$MPAXn zYQU@Gg&Dh{_u!3_uHF$biO$Cvd`37NB$m0**cxX*i<(PNVTa#KfW=_TWMJ`38`Cw)k@fQeXFP!n_bc_n8nNmAAe4O=CSt>ou`($eTZlJ}O}-0p&I| z{nH4IJ?2J`X=$s3JfS~s!M>DiY;p3}5mPzP;mQl$l$Im#XFPh(ERp=a^UH6Lv2l#T z!13HRxisriDJmwEuisal2FHr&&<+(JXJsdANYjQMbfxNnhBkTEPG2zVi+9HHlp@to zB}0BmNzK4eL4~|jW{p*Zpq27qFP7L)_ZPcScw3wDZGq9K!lmfs8z>q#Yu7sGN#-$i zek_|_w%M&jM60vkTxWyhI61m4xSy;M77>s>hVh*;N>bp^x~+oYmMEXHcs&hsoDQcq zl6*f&dJ0!9qtzPf{R%P1GZkJe&iLenC)8Q!`N9n+B>|#LrPdoq+e3a}`>D^9{^Fe! zM0RxO&RN;z=#lV&$xUd6O&XS7KfC_>j+=;)x1MkLaiD@dXrfuoJMQpE((s}DH*qM| zr_Pv{rUpN0u&OpT_vw@*p=}ihtpB)4Y|ctuHwg9G-fFq3xJQJ(Q_7dcLVC8L)Db~z zYUuVT2V`!zKej^Pm#j8*Vs8Sm&Nkdg^Yk~qudp4=iU_UWSJ@+v{4%HE;7pSc#Fy>k zBmHZnr{a)lTgnADwuZMgG9-_svW2a>d_L9Nr2Zn0GRq?|On)Ir=P^S{(U(vVQIBPb zUsV23B{jtspHmsQE`#5YAKLn zeSJ;Nu2^eD*S_GEwJ9h?a)Vi+Qrc5pndpNjd&nHjxYZ?cFJbF`LkyzJcgC1yM(LGj zg1p1U;pYnM(p`N`b#f#=6GD$_f>KPA4(1(Kom$u$-JI6*PH~Pa)Sz)uJdOBUI)Vjm zTACH#8`^JwK-LB#A(<<5E1xM*Eud5JOZ_%V^KsnUK^FcdB_UoZ*s!Z{Jg>ArrA+U0 za~D9VqbcS6Jnec7m^98(!t7a3!)%O^&4C>A?gx>A&h~j3(RtMP^kXzz#o%;lR*9&s zwkD4=2?c}20CL1p^SMoKq78K(xuxh!pW-FHP=0Y;m+|SJlC-n?u9yKr3|9RVa36{j zPS6iWKLYq4Pa7Oyk{KxQ&H3UeS7~54-~(`~BUG!YJCo#VMAec0s0R1T)7059q(5WG z7H!g16n|N1Hzl$r3!Gz^R_}-w^fXxMQq#5KEZAZb?8ie4nN)FrVA_-98KG?O053}U zp2ra9vboZD`R80=kT6E`92pYBpG_HRg(z-;sM=G@%y=Dg)>g)!C7#^1R<)r+HYh#| zQxi|&9;5bUb<9GX*(m+z^HXhD2>E3YV==){kItRjF zZ)xcb5K)|d5j|-rni1GtHdhN$#Pi@stK;Q7Gpu73iPw^$bEI(i9FeKhp(01jrmY?x zcviY*#O*Kc)nv#J4Hi*E=P21apVT4_#s&?eUGK2R7%yLyAIUU(+)PWMw{c3yvP>@3 z3+lcB^mpM+2r_%09U3~ELYQG6mhL}&v3L~nHq*?F{1)3a>Z6^1t2D%3a7v0VkA7{u zn%rC(vcYKvtT&9V;a==w#uukx`24@1-uY8*@*&VR|9YV)boFCkVsfEPtX;l5lfF`~ z{sUTh?BKGzPc5OW0%9FQZYpzeqtMWX7!5*c5dZM+wvmBrvFf{jk_Id| z5p}Tc{kBX!Ol8pI1Ph*a-OF^Kokj#=BOkTq`k0owHCpD>jvhIL3D$dG=YoBU`Q=Wx zecu3_53Kk6Ba zrdH*-JNNB)uZ`lG5%=EE*8gg8GFLe-5TDk4P^l z%j9q}gJkTc8JVB7JIzgPS`S7q392I5FXe|=jzCz6fGA?h96r7{XVnt?IUl>W6VzOf z78rr0GRGD8^6RI4!LwA(r>&W&0B`r3ErrqQ>QCEZe%n;&ymZ+X-!fC>mT1C!l;8>E z6^@e~1gTQ_sZdZ2O$5*Z&;~r6v7S>F+xVzxr|SdjPFp$br?Q&I6W2`|o>h~-+U0aF zZ)twNY=vEqeX#$&1YJqLSIpwG<9Z<}v6?MpyrIXd&oXq#H>qk17C5`WD@*T;3J z6k81vQ{<*9PQD(hOASot7^zjjLfLf=riu6a!}!aPUXf zWuu}|szTF;{L0tk&>L%;i==(QJ(|s^^UTuaHL3eF$!lZLyxSzK_T0$_RSgO-Y8|5& zE698aAO~q9l^-lF-A-_#(oNe9Eaup9Izwzbc`U8J=IZkGa>lI<>5J~Nl(l0$M~?;) zeAy4C)atYplbsFr<>gRTEs?n=g$mZd`D~~MvoD{&hj=!fq|}&W5kJrm!{l8cAF`^8q3B+glU=&PSe`I2WX1nV_o%fterNW~Sc?HJ z3{X4W(zFcCHf51d$T*-@2<1vcl)m^r#1GF6p79siN*eEe+mn-EpEl820Q#3>b(_NRjky_O)1(BU|Xk(q}7+=U6h}XmHg-{guSZ zCaNfh%~#2GRkp8l-?Ee9ocB}ynUTt}gQ<|3-U;lN{#tV*qpYyWhu$#%Sx$nv1Z{NN zUj{`S+7v%68SHKEjg7<+Cs%Ks2?k@ar|kAgzc`PxCngqu!wsX^w~FI&F6h;n;15d< z5?2~vofukh_kBJ}jg?bP+mjKx&w-i)u|m}y%Pd#VL(|ZQgLK#xv1?q3+*%uq&37Ao zPCB*B3m^G*WuaHB9A8tl=-J3)(|vTHukd<9D6Ow{R{tnX$!7Hq=GBTWH!*63f?oCd z*rfxbrO^<@5`mZaX=CO)^;TWh&J4V@qa>J^@G+Qe-3~6$pag$<) zJ(iVg3X+CT`IZ_!$e+h2cGoGkC|Me);}1yUJH>alGxB89Lt6bS#6$SJ>kl#bZ%z2- zu>`M(x+wdf_>2t-aNe&2CAdpTi}Rz715#s)j9PKe-(*hS*f=$sp<+wqG$z`F8U z)Vu*Q?x?jTiZM_={>bugf&Y~DFwfzM#L*br+7@4447)$Ma5Hz+&+P3rGNhE`<+MM! zp+RT=%4_6-mtAvug0&~8b+9ZgWDMM(dyJAV=e4(RGTXO4h+G-!@OY9YtH6MVj7fLM z7Ah0nCe1QZM8YS?INWQ#U(~rgNa%GjA_IyZm@yjzcKz{xj_d}X3?D3#)<(tCu-(*>ATmznn#lQzp4x z)5&qn31u*-Jv9Ef@*daCA)fX-iWHnmI+L-->)zL+P|TqA#J7RwJ-oj3Ex2-Z~uGpWak~ zR%9_48{;`$&9N1f9UMj-%=OuPUAKw_YlmY`MuuvsTTXmOc`r!7B{FkgA4-9}}4?;wesjg>H&v>>ULWUO&;(v>^ir=-)e zP7IFf^2ng>8oq*$LrW$FF;TMg@hofmEo={>G$o&rvbf#8DC`Wf#}HD0v)s?tmW)Ud zX{;fvzLI9cNoF1EDq7uLRcb2I^$0rOYbHjzWx&}(CdJ_zXD4v}nib{$09pSD)axR7 zb`%D-mk#1GjZ~c)rqdWEp}CM}qELeUeFL#iU7ho#!K$OR88byXBZZhYSiRYk`^PV_ zoK7`mw&_9Cydin&{Wm~bnAk}zPu%7#9u400ESt{MjHR~P?Y*W&7jEZM1HSPcPRh_) z9C(l+UT~TEH6Z5nW;%Low4bxetf{1=B4Ne9lh>c=oi+KFh1TQ5hPIlQqT$?lB??S> z$``YnVKotQj2q2^pIB7WfOo`sMRlV&q~2b!OJ@Ld8VnK&jFF(b-}YB0)tR1H>)IJ* zMMX(^B{A{Zi~U$Mr~F*j`1oGgVWPN%)_cAzx+x@I_q#Uy%jPr7Hw#1HNH7y^EfP5x zf6BsT`NjiT+PGpvTLhLz0zo1jpe&|_^}0^8=oLudBvgrXE` zJwC&)Vt@#oRVn=7o1COr^i_(GlgQzHpzt@JbruK{^i}jm`QllbZqZQ^!fzkBc+<9v zou29zYa(&L5lTx_jf;yTIUK(M7QfHL+^p$Z`K_%-DJxT)=og_YO|W;JzBrDrUk=u3 zeWk`TvvPA;CQM2Ltl3<7CXReZqRb*+iqCH8nPq++&4hz0N_BO@9OYYk_zCHr*D23c zHbKvSmn(T z=&YWXPj+>wE)?yf*(1hm40~ivcPo9blWKK`#4zJEjz3-uhhJq3b)*^C*)ux6b6P3& zNjWdp;|#Q!FIZ6U^J9Gj|5>G&_%m2Abv)|j25ufsdg1^frF!?>+XYfrkf=ioDJ0Jre$2aXOmKGFyXL_C~DebeoE z%@GTP-o7?x;6-Fame;&vtan_$1`6^>OF z5$`DlmD z)9g4k?V-*lA+F~!evIvFQCD^3$*6jcZ`nkSrbnA z8ncLsYe+5lvp8GQx$W9SRJ?x>^PdYED8yh7`J}6)#4$ZSF*%Jls={iqjjO-dzD_-IqBJ?(T~@I>1Ttp~zGa&&D&4V3 zjsIheQN>hP%!cBfSa1M&7Q1^+Cy&r~bbc)7<0{0V(_HUVUAioft5xG4#qr#ojb*Lt(HXx3bhhkrHRXv2*R1TqvbJXScyAbq?0w;vRIQW-4KN z5E|SnAHJEsegkL?m4J2JETY0bR8;a+*ln-lFLN~xZ^V$s>2~`mg`06_E9!acIVl({ zkzQ6bFJ0Aqp>h7u4Tv-G*kSkw%&3Y3GL7o}K&Jl;>8spkxVX_Y3X~F}Wh{!j<(`a66!^bLsAu2C^?nS=_bLyZX9Ppf+N}{?qXwAa|F|zT4WnB(|k1?0CHn zJ9?DoY|qipX`O=?JtDesuD@)XqJ_~?$EvLy)UVTtA;+M{xyB-l*bqD6aFP@er|=qn&GM-CR6kO0wK~3% zkzw8o$Y?D{7$6bA1va@igzMt~0*G?6E6f zJkE7K!+D|1y!*%p%loofpU_}<;v?m$ykuv;4PTGgH@;~V=(2C_^z%`pDWAYX8jLRz zFnrn`+eo67d(Z30u`D@x86%=b{>tsvTRw^qv6P-}aOrxQmvvkQ44NQyAg#LXWL@Kf0uXRcy(E zbymlBpR~1lxMB;77WdOaLD-Z#TB$!JODo1!;)uhKl5Yh3r*C*|hy6gFzgnObnN_)d zI5-$7sb-h&wbYHPj+69O*1(2JyAR`QjBxTF-*Ox)o>nv?t$&C?zDIhrqwIBAv~cr+ z*@WQTVss?&R@*D%lD8$g|H3Clj30^P^?A+lYjnqMN|s|=V5D1?c?0p9j)8cgt2=0L zSfj1;(KCLTrJjn;8fGo2Crsi};Z}``Y>2M%upc((Rq{;iois*Hd;DB*PlYVSQw0tWIr?P38 ztLWO!zjmYlF*8T1m;>dg##wGXS0dAdbF;}cZDb4OwyU;Z2uN$cfR8&VTA1UoKoLMs zw>My$ak(s^tj6?G8YUj{x-*I}%7CrKzf01y+fu7hf5w3F?Ph_qrzI!bR(Osq z%?7R|kw9N=on9O$B+lD~(wxz63D5`DS=ey@cpa}6KFbwX)Y;&*%xqd?6|E%=Fm$H9 z0qo^J_7vrS(sLsdwtZuNxZ#`FCRJPev%7&Yu zvQI^3FC}tL({e%=1h@|w^1msJB$i1>m;K)WuZqw0J>mpUoATg*2{1ellIqe5JLgy8 zym9{?g49O0FSlybJ;_CGE`hVjyRT9xTiq1R`~tPHYcJZH>NLz+AI`M~9{A!W3_8SK zr6}v{17-Z0)@(;U-PqDz4#`&)$DYyF<|EoWBcE8VPl{^v+!+}{h7^X;fH%lC^5k|Y z>}g?a&Dz?cBRjgyEkkTh_nbZDPbSA3)xs+IZ|%k9_H~|e*UZLpkj@f3pf{SpWM$m~ zo8YxPe@xLeY(BGA!AV6j%k*qFlz{0bF+NLt!Nn~}T@+uBa28x0L0n_6qQh=`#=|E< zeF6O@?!6cS22;Bwaw#;>Fr7Wuk3ow?{yri8u#b6nc8KuVxmF+Z_=~-c#*M^{V)d4}4Gxuq^+Y+W z&`&E`7Bm7l?9M7D#)efRcynx7zFel3e?t%Yrc{wm@XNoxJOuXpz%#}GaYE9knqs&% zITeMaSPj>XTiSL=(jz{R%c~=Bo>8#vVADvos-RpIHJDY+JBtwA;b*#3hvYH%wq5-Y zuYbj* zI7w^QPw5F)DzuW<>}ugzYo+$2wOmUdl6EW~Nsvyj__VAyCrfuIv59>SSt({QgoU1H>ceA8RphN{KAMd z_1EbHf+X{p?PofWzE9DJGrHC#{f9=Tqv8Q2T8og}AP1ZLukE97AALW6EKYcJwSMHy zSDodbn;RNHnjheRw_rES=_7Vi2q1j}%$YowHZtJT_E(gYA^4?JpXVfpNJFBbO=5Eb zo;y!TRJ}V$mVT9XiC7Ib8u1pFynn3xOp4R~4VWjihraPB6@57{WQo}i{;`}>RMl?u zW0qvtnlLS3JEq#e&P1-h(w4AwSkWOd>%v(i#PO(nfoRHykt{Q{LbwVuY(h0Ktr>MO zk#`&NICC&y*^dXC5^iv$q$N%2DI;YxW}cs*w$hQ#Ev$U$Y62pDsatmTqC{^j8tPZs zW+JaZ4q0NW31K@sKk^N2&NJE&`uWGAL}rJ6E|d<$%F2STBsztG2x;gx#o?peGB<(h zt=?sK1_XV64`vCiLvUt=#UhNmaP6>`^K6C#{IC*59RwZHDQkQT%Jfw&Q*IB53%GUV z(Abp*pUk=XueY5hrp1uvd2z;N;e<~1j8@B)Gxj21Oqau#31_`4gb~Xs%Mk2r2{>pd z=%bD(U`R4{H$;GHB}sp#J5Wr|TXoE78yP5=tJ%}sZG_=Poa~Y9)t4F>cDchxN*{%h zD+M$9?=`7W=|+m*0P(2#{C43+Y-&?8s-uIP>U97xR9ym^BV0cp^-^9mWJ5_Y?3cb(bPyXEtVb)wdDSJU@hsDPfO<2Yw5jE5r0>)GVem>-nHT z{*u&mds59OJZtfW%Jm`NRD&ji`^%T;03lya&K|V$G-I?=wOX2w=BBYz4c!uIGt)Sq zMB#Ps25{it05-9A@>ra_IYa$Vl{3NSUnRIOBNUOoDiZZx))}K4^}Uc_7@R$N&cTf1oY>sGAgo4_UR63tfAs*81i7qGfd-{`Obr`@x&5U(@F^e?Y ztB&qy9wWURn-c?rL42Fea3UWe=*z6pS~R0f3tjKk@))2ysj&+`Xvtlv7obMA=CNI4 zt*kVd#hC+YIW>7-A(gY;!7nLBq1MOj+GWNhaxxSu-y`geFa5=2iLz;VWZ7v7T zxj36UJ6ox5DcLKwzon9vXt1?u0qj0QJ9|)(-W@M~VrERuZ9h7U(~qYo5X2|5W8H3Z zax{9mEc4jLWURp!KpCfHZH_xGwX#l_!t7M&l8dS6I^wjl$jzfsP)auAD>75_rLQ17wT1N+B}Fd*6V59 za4(Nnx1C2_Zv97{46Tq(($t!&Qj}pwQB)UYg3b9*xcGIrJ+3{Sy`|Ed%`8vE_}?S_ z5+SqL<@%VsdhCRr#ueOWrIH#IgIKz{bj3ne=q!33$u+nl_Awjc2|u$=ORmv=;{9M44#S8*she`ZmDxAWfqq(@Drye)H4JOC-+)F4#?InLX}1 zXG7DE=aVBQT!m}r-WUe@SJlX?KyrM4lNujKD~BcSE*jS@LfKC?PY91LjTc19)0YWP zCW6Bo(EZ}Y@^YgdJM;X7S~)UATrY^sz(GEP{;#BbdEWCXPEDRvV&uwF3D%vPd(1EM z>Vfel^~3I;S20|__rS%!0T{<(e_y5gLUQ`nkdrP`bXjdQYGIpnj7IV_DKnxje3_o^ zDCXO8CMn5UkX~w)V}V)Sl1PZ3t>(rf>*4J1ouAxZ#EP4k5%b{qqnF-! zP#ew@QE)?DGgEJ@P^+zGNJzX!tchb`E2`>dUGL6AGf-`@dRytEjlbE?pN% z0t5&U+}+(B5*!K%?hxFiaEB1wT?%*C!ZoD)V!Av_z~UsxbwQaUv)QEpMbwEuY;jHVt2!Nq^p$M1i8_X;jj~xas3(_M#Dbg ziZF8Gp7+>Cq9y`MG|p;(Wnh4M5b~HDLr-`gOJ~}f+MIQ)$6MD>;Q5p`=f)gF@BbHy zFCEf1Q&HX_UT8^WHrhOgLlk*BSde&H7||5^Y%J*a0$9LgC&q1!aJ8d4Om!uD^9|G~ z1)`an@qZ(`0-}h0aBu$$wfQ)+qx-3E$)W6Vt}bjV)3g8&|J?nB{>TH!;6@VNO<`() z*hU0*O6;{Vt5sFVaf{P-l{irwIV^4Jeb;HyDP<`-gJh^9;_A;<_i3#>gT$Yi<$l*^ z&}H5^cbNz^K=Wfv@3wvKE3fJPiuAtMi&Y6>Nqr(Q60g1ZJ?Hh7q;0XY2ahhQvYFE~ zu7Zl)xH2(^z8EXy>o8E(lF!XJQ{5m6l@@s;I6ytF7C@M>!R|1&W);ooZGgd1_h8;3 zsh&QE)HmhNHazj(QfxE9j1L!1waO?kDX{tIjAFbf5U^PJBpkL&P--iyQ_Qf;;({fn z2T7~R){v9k1=r==b1vi1IwgeBi9zQH@fY-RNaIjvYt*YkOJ^n&NAcfYxJp5>;H73= z_D0i8Cfe}ZOu%jUYKfA{cFxCuB*9ol;?G>#ahau`>A1^dYvaJQABam+m=?J^Q^%hA zswX#dD9i}_d%v z8+1P}u=(1ax3uaBBx^^Rw0c)$&3mSueA3R3Rbc@)-03aj)&7duVUL<*oJxg76NWNf zT|H}o!o+-B!Eqf8X^&am@Sf)tVbcJ~Ie8@6N}}*(S_|Q`)vW5a^i~|aB9atMgMN+l z>)TZFe{Tv1PDy#Pt|0rIib5Gyk@0zhfb8Y6YIJ}O1JXx*0(fE{_Qfa~%CwNx2Gb&c z`wMjhXZ73%nZK(WAg~lkJUlEc!2KRJ1Z9E{qCh{;scU^k!odm!-CFyBdHv5RU2RfXIRnnIpLv(b7DHf|0{^`^pzMqZutr8U2xQ&E+1$wfer;@z# zB7f=K;+|57`Nu+Dste8Za+n}#!ri6y?`Zw?Sh-CnIQn_GvFzM#13rJDN@TR!`-Y{= zEdrbJO0ckPFJ}?|LVc~xkcllWwc~o*pHffbT2>Pdes|3_>1lZZMxQPwnw45|_v~_# zEpIR;QZ=>6=o0>qV(}j*2>&=tIA$^_U%u|bqq~Y{!rejezSw*rX#mbj55q~i#E7$V zJw%(HAIbH+xG;&<&5zfogLbg;+nZjI95p3c&Ei{`nJ9x+7r6Ny8{J)YG$QQl%s76b z4qi%3kZMq}UT}CmjdpoJ{e^naL#G)|0PjhTxM&esV`BpAbke0f;FgImQ4~$8*rk?C zVv{lbU#QpPQl4KQp7o{&sCokKqXA>7&#%j-l(6}I7uKch z{i#RFD%K<=ebPo9KzmJ~=jm}pydAtMByd24?qh13`Tj{VJ{4N_hS8IkO#vvqC7o-)(~>I2ibs?mf4HsLff)H(Yt97|C}_B`{$(VT zIuba9KYN-eXerQ<9zG_|wX~mUyORFI73~DKo2p@oTe{}YAHbWb|LA?KNra!>e4bKe zdU9h(T+~rj9nZdmZnwAW>K*iB1yCm=J=5@bMXR;LCn?eww8^T(VeiK(qwt52UaA=q z-(mUOVD|11MQu)f?pqPQP@^+4-HilEi(NQ|*Q)(i6P1&X4MP*auIy*Z`+J#E%`C1Zz;_|_Pf z^A}30aY4I9k+#GXZBXCyi>XEnfDy#4NW#}tP4Br| zEpNYGNt%!bQ+Wo) zn4O+enp5lHnC=5e%d)<2<(L@H)CmN;Bn=>Jp0nEPOa*MaB)v%3DPC5s20w&u)CQT< zv;qul?biLmD@89~irNk>KEdi9`=Ns#lUHITr`c_66Vy4yK~y_iu9woxwCL+_PCQFT z>Dw;<0Hic8vGsC+3}1b=HPn$X9F`Z>4*@Rc>YS<0L38)m57Tb#9!BF_;^ zi>5(hIf$&Rl%@bB{c{Azj<1cIlc-)3Q;MP>7boiUHd;5gp&Zsv?eeb`P>=kzcJN3I z)_>0_t5np@w$-f6^3u`D03CgKw9|1>C{ zyNxFi>tvTYJ|D--c!I-fpsn1EhNzKG+u(cKGyoryUJaQ8OB#o&|WO2vNUR~n15>F5Q z?Xbi6+oq^ZbR;9o zMPIq%@B6+ZSy{D8Qr0`_I*U3z(;B5mMR=9wQN-$VXsb1IPA?(k{zwFAtje8~z`jlpVV9gQF?qc1>RDHQCsy6y85~q(sbne!q&fCn%Ena(8 z?jbW?`E0?2`v~yaUSJ*Dv8djbcFs+PPVq3X>d5wkvT^%9i`18CrvOAVa;Ja*SN8k9 z?|8xU9N-6WOtEN=y7I4Gyg)*6(pb0%pVgS5?e>S+PGo@T8lb1Lf=*K{kuF^2_F#d$ zDo>BoqD1^)UXlAsZ@?u1tlar55U_oso7!~xtma*?T%1!jTKKCWLs@*=^sSDqb3>~p z2hTt`SaDm`=@&sgtbn3*VM`Z$UYsN;>P8()=Tp5yHl&?iAkFgo64H%*z?eOBr0oUU zvbA-!fQ9Ie@lsVb7Xv}Lg>-$neLGfGPF&!^Zv^g0A_R0Pci!R0Hq2k_++y_G%>zrt z!Q`*gU95}>hLig?426sfl9~jkx8j0D_gK3A4n5hi+ZH9qB(!@;IK&2|bp;3#a5Tn3 z5{Ix6kuq))wFiaXDYIe&NuInsl#O|l!kU2L-&PtBW=C7@A2w9;`X6qdK?R|kb5mRn z(+j`7&hXt{Yv36iilpGRrpbu;1qpioLgCs~Za9xVa%Y4Gx)<~zH0tQrhi~Qi~4E@onY%f z4n=n++yv?8(&tS+xqGX0=BDbF&e8)kWKd3hrD9{2vc?}n358P z+{lV$qPMs4zRhIZagS0L7sq_ID0KsL7?x5z3z*YtIbvMGU`p?rk=!$LTj;hfViuh(E$F*{jf`f+oKX zUK?#h^eZi}RUh=3h8*jxIX%cqf1F{0>DXsMudA^l%gB#gwB`KG-!e7n~u#F zD@QAOJf5uL@1YyuZnFCOc!^J41Yn_k_Mr|xg3dl0+Y$}|Al_t}licASWPk0h<5tS`BrYQmCTf+W8u8_uhg8mhFI`V=5wC_-EkH5lk|yOa$VvZXo; zY;ctRGM)Mt>RM%&6Jw(zGEcpPr3pe!N`BBPB~%31q;&1RYN}9l z%FPE^NxVZ=@G!%r1J%{!XH}JF$AD3abu;xG?0u?Y zladTSWL4~A{Zb{nxWp4>S*_o+(BsCJpJQoyX^W}K)^@yg+QTAtflEW39(z- zIG|(Q?0ROyRYbTn&K{Q>=;kO_g#Bi&#mQb``C{1NP7Y5)nMdOf{u-rBLno3eSWdo4 zBCE=N@?txlE7eT|W}K>6o~tZ4s7@)s^Uklw#1d3B-lgP}7Iztx>4MJyj9lGT=XZVS;;(zNBZ zVZyz3+uxJ1Zcmk8PN&#;jH2Z(v&zKM?w+`+K>5-exEMH;(VUUgeigXeBdRW^8loh= znGygT;jhDrzzjr=fR%K_ zfPo|LBNsM>-;advMpAosfl7uJKi%X;)8Zxi(X^s4=`<#r;|b-o2DxeP?sf2)$w3Nt zhvjL`qVuhy=~A7#{9mZj1E0$-i}eK+bNMm|_Vunoh0xj8WU-};Ee&0&j_IKk;k|PNd!4r(pB23h{^_Wc{Wj+`yK;d6V(-odx6`8!S)RmQCx!zRoaN~IT z&9N}0NgIrobRE$C@yZg;`cylO9#^>le)wy;PTCGuP3dj-4R6|Mw0yg7AEd-~n3;e` zjq?!%S1M~}5dLFmDXp6(vUN;=U&{BEMXc(HwY+6n+5l9Ue`K-GdQsy*4)4;dNx&Pf zS^ZWXsCiSRKBtm+Iendo#qof4|?4U;wH^4cB_wsMW7t8>1jC15|aJvOHNHI+%- zoZhpveOJrUKKcuf=E6vrAod%`+SBS-yUer6G+*t6eMn#ruz{E6n2pIa7TP=CjG#D& z$cq}PO)6>AHDIs~rAB{88=yQvj1Svy<6N8IjJhhCoNO?P;+>WB9rxub)Sce~eO6M; zRMX9rkP#{WxsxW`pJC&s+CRyHHI=M|y*VQ*f`S$*m+Wwn?EAEDe9Rx_NAbBkEAJ&+ zW%mS%?H$PBalBvYq4s=Y{cyLE1t5qbv*n8AupS8bFgeRQBy%~e%qlMEXT&mq5$h+k z%oqs}neqWVECg$VvWxke#}Pz$*Fz3)w5|Ec$zoO)w;7Auadymt zG&WnvyklqO2xSwxOisO8qxf>_-#dK`{h5QGI4)U6O~$otf%Kvcyij5SWXnH`R;=Z_ ztpv=%@IsldgydxL>L4VyV@l}XU=_tBFdd{3^krN_GW*|9@R0P=4#nvXyDpM{Lc9I3 zMn0KSo&Sx3ewnm(0&}`pkpl7L{AirZYcu{?BguDY_>g?2 z>*1}458(cd*iI^7Bd?f|sPGpm7~}F`$PPq9RT)DH^3DofdbVmQT<{tcUu({IrXL(f zZui5V`MLi>zyG$wt~|0i&ubN&DWJyTV=})YfCi4e zg84n71|I}9E@S?%6OX!*DhYmX^ipWe^N^SZ_m_W6Dk#v0XrQZ(AQ@sRY_Ut$Eh^L% z6XtsYhMds`bw+L1Z%dan*-@ky^=GW;`uo{>Yz}Gy12W^H%JABxk4%!5%HMD(uLXVw zO57yOI=~JQl4A|fng+NO5U`$R@)>T&;C&$;wz*XuKrN+3SYI@1g0L+?g`$rsQfjUn zOOiJR3_9E_#2n)@q=0=2#Mo_bDjp`K_w#Jb1hmJ2vy)}sK#tjhJPiwqIzfX^FD)CX zbPm+E2a(z9RgX`A2_LyEi+k?U(jIdPkknQvI8L$}AAH(b4BHQ|Bv<2`7CN`IyQ7=suWFW`Lmaz7l>_| z6hn!`jZBWexSdNz2g>d^XVzp$%5vePMLK%IXTlwA!3!;Z12i2PsN9l@oO}hxi!)Zw zY1h%q?eH?y%BNgFmpm(Kq3H&5+65`e$zMy$ZaYZ+5kVWo(m!B(K6bvd$}NnM)sfOj z9iTQ_@2&kg&=%t1-zZccGiB&*0?H$t8|goDY7<$#Xa=HG|AqQxxG^)z9~v6k-1i{m zlfS7RO8Q~b#=`DK7_|ynEoz|C&-F3EOtYeR$JL-IqiuL1#HwG>dXbnKXkgVMrYp-( z13{h#*#CgC{fXsk;%RsEtU@nYUM?cJ6@_!XXSfVt?*0HJj8?{#x$W$rsH#mX{bS0l zY1Ib0DKJ0T083jpLfkvrqqz-6Y=+SizD87}M^P9ZBkQCZyNY>u|Bm$TEZ=mu{$xcAfSepgO%M!?mc$53lJfY6zx{%t|}b z0LP}ISC-vo&XxZd?IJXmW%?69AQtEh|MC$nPw;Qwc2PG?VR|It@@ro0?Gl zW;e>$dV}|!Cy-M>h4U*?z}G+gtjjTw^jO$x>8!~-m(~(zD>|p?ab+J1EB{9I z%6jS#^==&OFu4shsVgmd+R8Me{d5xSOe#lE?2z%S#J7WOlL{r-@l*RCu_Lx;bL= zB7GjWMFxk}919hhU^0?-M!+QH7KO+xhX#|vj5HDmGEXy5T!L-Q44zCy@qj5Pa)!3C zSIBIh))+_cZUhzRdkJx3u`0wHK4)509w-;sse)S>gi7@>dx77 zntR-GS_)p|)zK_>q1QFJ8%BCOjMf4Mla7|mwZBjbcbJI~zGQCJh*d2a6dj8J;(gd6 zv=q~;InL=P<1E)dz3m!7u!_OUH`ndG*a60#9u{IAky#T*KzeCJ_vEy%y_DwtIDwGT zV(&-_=w1nvafQ7wq13^G9R)rnLSCZwx^gaOdQHBBEj&wRA&k%ok(z^J+UyeOLDQ&X z{ve9)6t-{qem~o1h_TLWP0S`M2=MUuJid`~2Vo&l*scbMQ}ms*1zGNJY3lCn`yB0? zVXh0VS?8HO(mA|1zDF-4YQ{dy z&BRCCez&&iBcR|)KcC$r{PC=(D(#$Tdv~x^uip=&VJzSQ7YaCLC z&THR_NPHGbs<3?c`)i8DUHX_R|4$9&w!}oU>f#jNr9Thy0#ErQ+ws?|6>oD~m0R7_ zM*>2~m(zdHScRnqJsgA&QTiFZccq8gs~>#xOQAry_Alwi1W`QE?y~OZ%M-^yB;R~( zb9##92cw=eT0ILl(k{oN;aD^+O9HK$G1|!xy0rc;5^K1y0RzXU46&GapBgQgsau-X zhC$!bJpw9VpI1L#(p+Oq$&@-67W-=~^4k%^ul00$jo1NCEa}XnEF%4R2H3f^D$2c0 zM?!`c2w8-~L*K0>($rONrw-3{)=EpWSJiuOIB!*hwFNePdyhCbi_IOI4$vcvs}!P# z&X7fRZy}$BUjNS}D3n{=tulK@Meb@g9lF>#MH#1>b1F(EJ)~T^3cYmKIh)G7HT$R$)(V@< z&$y!Kjt~OR*SP{d%*b|URZjZluhJ~1a)V;%fG zG79uZZK;%>!>s6kt%iiX({MN?vqsx#in}VFG>2+sB1E+OQeZM2mou%kf3Oj8L64BN zg8PeX@c)n%`ty+D8%0=S{e>bf&_l}*Sw30Dnxj@r_fqom71OG2!lcu61Qp07zXxem zMiK#ZG5=Sh_FpaCfS<8gU3@ysY-673SHmKW@gU`blE32!8IeTt~v8* zl;Yv+;t>zr5K*t?9Z5aIh*_G1Ko*r$oX@WToekQiZzqqt-t@p#44zR|Qf1+o>X+ET z)$4}ih$2S$Zu2t7oKbl;vFB_!O^9DqYKpssz;=)&qVXE~o7{w08H{*wmdF>)zcS(( zjP!HC1yLtpcjQ68$q-q$2>nzj*EU^xGG$N5!ibAA#$ zgp^s}=U3~UH%gdR{#)|FmnF!7u5;m^x`zJ9k*BN!TI)0qoiuN4E>m#ADS3l|f;Oqp z{Wwj}U3x_Is%L_?Y-%K@fc^fcBhljP;#Qpy`;Qluv*%TPX8wyCmE_V4z}$Ad;&hL( z`Y%8|=okk!;{-9|Rh5#{4)9q+?qX!;#HPiG_OkodHz#Dx`NhEq!oFfaOeSW%anmV7a@1HqRVq6-H@T z{Y&QXItj6jrD{Unr_I_&rtF1w`(vE4eRBifAp`D4=Hvu7m(0eoa#xhe;bu6VLrdg# zG<1|+7sil3H!h!DhH?A_nuk{++ONiR?OfMVdEJwtm1}3(ijUXTE`=0z1Zw|68KF3& zjiy=8U(fZEt-Qdv-niAg$n=GquX))Fd{+}nihB1cjak21-|a4icVfA_*ryjHWOdv3e-cy!S5L|y5Qc5VE6#&qr-CS*she1A6(!T9%DGcoi17i;zj10lOWQ~N zFV6VqLT4FB2DH-u+aB?s&~C>|OugTR8oHFZ-akmd#)Ig40b%I{F_+8{ew2KI33wM7n*{rB8auEVwI zEBl7ko#tiY;;`Y6x*}hx>I(n2+Z&-ABc0M4k1TEh!}QQrjy%O5`mIqD>&30IybeD< zrhOt*4e3-=nVIUr9#CwIKVyUycm&D5LJ>n$24we67^sZ31N3$rp2(4pI=>X~?;ltv zB|CH#2rS1-vhWN&W=c_%us&JSY4|$jMCfZaCF-Oi{YJyT=n?(EF@@3!73A)*Th)SJ zEVJBbMzT0CKi)lX!D>ug&IxYG+C3#OF%e+o7_%DT$dn;HA0v-`SN=k1S|dx~1&3{h z6#~=>)9(V3gV=0tWFwrJi=V=S3d{F+M^Q|9V~6i0w09=Bp+4=9pFSfVGETSf*|*cwMsbl{v%)tSblzP(9?}kB0f%(Fxl-y; zYfZ67>udFO7mQt>)Og8E7q!}C8b5>gZpGb9OI1|nm_LfW**e<`;(Il}73^nvJuZNx zpRS*DOE3 zX%m^0S08biRUXo3@BCrnxvyv$IFuAHwqc+cJg$8fA%mYaVHVGM(0z=n097ZTojd4c?5TQt~S(6HOqggu4rO_XTdEz+-J4gj)@mg|a$>u{}d`I+cQxXcW z6oIddN=l(jtZ=~b?*fA!k?vQXEHDN_jhtKu2q_6k^$aICt-%2Ewf-&nX&2G(NPv?^ zakvHeU8UY$w$4KQjJijutO6>n!b4j`40UYQVTra6%S%aJ)*0lQq+2L-(_fu; zOB}vhe3DD8U#f3JS{2||KeR8?0ZB}wfvamiR&XdRb%M^7^y3q?Qr%~?5mI?&WKUge z$CmFZ^(;#(3y*X)0&O+fu?*EU6sEThp~BBx`r^>08hCj7H?zwir=swC6Ko8pFv$k9dI-7rn4leYV5jllmW*HqhNcAP?xcBA z>MQJBVgR0wBk z?+roIOuGpYlI{2cbKB)$(5z?5y3|9hJ1MMGhQ$g^i+lxT7!%$C#og@1kc|utvF!^N zS5W=HGC7B%{0HJ1piIyqViEeHS+~1YhZ3hwrv$QLdZ!poWk@w7BWu#{fcSOhE>smo z*dk&QI2kE^V_+eet|-4J{YW@n|3Wq48TOM75NZ0C;us=FxI`$8zz;%m6wG+#q!}Fh zPZ$r7VGnIk8;a#-2=Xe z)sPvVSu^FLu^N%3-l3LeGtU4G6O!}q85EV)O5Hh{f8RI$!PrGQsu%hH_RN;(!c0V} z{u2$7kt?2@IVS-huX8OajRrvWGjN)&0Ydd%MYrZmFY9Gvzq_%e*k)MLl?f!KQnh;q zaHEW_X7|v;#%rv-^4US6>k7T%Q)i3!wvVkC^r1(#LoRik4nKMfV5df)=4V!1jErQz z3vvKoBJl0dPuvP@0U)oa2v5M4tLu`?#A$z?4a2)(q`)i;Iik>}md`CWY3SSGE-k2d zuVK*$mKm4#LV~Cz!JJcUzfU=Y|F<3Uhk~fA;2Dl-l^9RIN+L`ERH7gfKfF}nK6ld* z-KcwJu2G9LlqX3A>((_FxnxZo2%b*XFCU0w8OERTSr3a=F0hkijSVBSE<+_B=w=kzdCT!Rn=2>i${d2_#xefs%!yq(QCHX;xyg%+=%j1; zOTgAKEolBox~VX;O}ca*n4q`aTl+eZ!*eQY4?RQ*-w!1rzJ{h%R!%6C)S^z-WQY%< zvE7RBf~+S#n-;cP4&JJKwMI1WMN|1DIh6^0xk|L?)(2<#{GF<|6eg2!RL21@KG`>K z@)ru(o!h)jy+jLZN&(qkfAso^puIcIk|wK}vaVK?mT&^;>k@2dIk_8m8Cpe@iQyD7 zMo?5Ho!h6yZG7>TjW)aHrqRYEpG*@UD&5S9#>94brL+-1D2N_`JV8t;uRC zhO?1`;lQq3hQG5cZhFGvZNj_!vV8gq>4P^K`Wl}xE?hKO!tBUJZ_*^_?3bWR@eRn` z7RLr{E_K|0-RO+7bguyK~~xHKLX` zk`)jM%;>!!V(jBWD1Q^}hN^0d>xRwDPPcPZDaf8;0x&+Q$&m~7p1SRS5lX>Zil1K6 zcAPnHEe?K6wIo!arR$<9O3h8t0|sQ5gcQKQ#r!G^NMjny%DcysmaO_glLC|6HI|~q zOS_BvN6dpvMQO%P)P{KU4OSXU1-^7m}uBo)kHjE!Ac>*&^C zF$!1sO@`Y{xp}sIPWY1rjbCD}8_mS!Cw}(wB9VgMe8=&I`f0EsgFQU5;Lq>?R^%FS z667RUG&BeeN@DDb^@!VV$&9rM{EQ7(q`rrwR)^df0v5yKo&wAG%2v`KI?=+*o(^=n z114*rvnl81ek1scb^$kWz2Y@ zCdaX_P@7)TGx;MGi0}KNwwNX~rnWi8A8l-waQ2tl;C|o!$-Rs8P_ZnH|7}H#rzzbb z6jc8zRhlYY-&a4oqVbq$I|4sf3AVW8;hN;HuQHA$M(FkKd7%IsXmcF(m#b`EWqpbi zn@v*xq!tqXv+aM22?c9Vt~&pf(7x zbxDNhx~1P=s8LZb)2c3=b>}oSV;~@m!3`^~+T7vAk6OsH)HqJ@foaIh>E{&q!#C9a zHJr@|Lll2fOzXnZ=A~2}sJTEaUh-A+)<(WuOBOP8nr-qgztVxR11I>ATW3sJY&Xz* zm2ByQxUW`Ynn53O6^FS8NMfXzmthDpJf;!}xaUurgT61vR0we6dni-e^BU)JpWhuu zFCTbWIrgMlnAX0?b0dv4uNG6g-UgJvAUczKk0dVIIjEjKir5kDsv;BQ3<(P2E`|pV zA4gWdH{VRyUk+efw*K3Hod8_vsFDj)r^82t6myyIApu;h-N zg3lStcfE_=Fai1!V#W`;)(MgIhl`2>oNZz+Xi`dj#KnkNCu0`l6>_^P7TnB|k@}fZ z$JDgE`+CS}1S1LJ2l>VC+X>+U{3rAOphEwbIVC2|1$e(Q&fy$~UcVA-#Q(OVd6&BC zG4Uqx93u}A4C-%H;z9)!6e%uRodT%ouTgmH)L)5a!Yqq-l4!+2-*9m#Hd$N8hgBD- zO0#Ovf)qCh9PEdpYjn2&d(7?=>o!Tk7?SaLv3j z*3UT$TrVn@k?3;OO~XJ+uE+M(KJ4{YjIF-vGAh$Pktx2j6mK}*(%~}ByYk~06=urA zFXFc}9@YvLwDk*F2%VU{>UK(d;a5J?A*Pk_Y^39S<}I*$yhU4%uNeCC4F16?36W_S zX!t_+M$tjLf1$+M+h0~nQ<69o^mC^?vH38|%4gjUQsE3RE*s`^^MaDXxJ%2p4+cKy zxL}Wu>ygp4JG1-dRl%_3_SVo6(*i&5(;7Agd|``Isyo|xAJnnrk;aMO5I0R-QXDK% zUCg{Vf^j>gED53Gkx7a?d6{@xllS%{eveMd$sX<6r*kC*xVEuAOuy{z53s&E@K-LF zST~&l_P@S{5KE=iE&DlxBkDPkZA7oX0|Yuh7+dM(^|HY$<3pI`Slg6D6)_Br$7oh) z65rW8A;9Rx%IYx%H6)d*4^!ZCny_QQ{3%>peL@fQ$XK(kIg9ki%u;Ncap8n85d!Wm7mJC6^&kFD>#wH&liFuUoStD;22RbUcBP_Y1sFb@o? zybw6#A=THZP#0llnXkdY-+;{EN^%=QJcqrh3&~ulYkebl_sURd9Rc$jazKC#?GhYO_DlGi}< zfFtS!9@hPAX@5E^y?Wn*sC284i^-=QO>lb|Kl8zOP86f|g9=B((B>?vEUwTbgt0u; z-HyOyzD0{;7R+mb*_&9P;K`O0`wr0H--RvFly_%s@sH{K4D{DTjH)fQ3aYIhspB6f zy}j!&=_EOt$!iftW7O8dXIb;?rzN-=v zj{85$fB#8^CnMnnoRP4mZ{lvI&_X=A2rK_ z;x^w|aO+ zcRFBF0KvFKg!`F8oh{LM#R*;Z?3a{rwR%`(@ZBySPk{Gv5hb%_&nq!D&aBZ~po-2L zqO1~!-e^7C4wA2At!l$bqC7VyS+dkI^Ag_8ozn01GDYTRXJg5nmbTuy?))gaxX(HQ zMnx9KTtTd-Qel#X(3=;n0!2q&hEE?$GgPOxFk+{s2CNNwCA1+)>W5>jclp9kH~LOS z5+#SEpFK2;{Bc%D!bots(k2GjrzL_c?R+Z02kcpioy1s;7y!KAGyoVwF8-x&L3sXY0|fvm^?&W}VF36) z?ZGjBr=)+r|0xN;0s+>*uL%kYBt!nt5GV{tiTO=af!E&V{o6+1+O<5$f1~F?{~aCb zoCo`thV&NU|I-HSe4gYC6x7tf(!kcs-rmjI$=wI!beWV@O+mp@S6@e2O;ZVgfZUN% zSbKQfhEf24tDBFPzKT4n=?ybh#Ak38m;oYy3*fi5_4bg{)z$nx>ObW<{a-qqI-e&1 z80SA9>%aQ{CyLU}-rE+OWnHkfjh(lxD@fOadDGUz3w&l+9$3$Q$H(KGehtz{FYp0D zdgh#V{6lY_(>A~9^Qi~h80ss46O05Glf>HE%Mk!bSiyQ$KU+s|91=80Uvsm=xPi0> zNXxjoy4!(tElBf#ZNNH`^YO)O{>M0u|AV%+w)s1zwYB44`VTK)Pw>Wy7;lf;)&al2 z{QvpkdfOMAuiuFa{3LPmQq>1bP--AEF76tCX*U~foqy{wAb0=LPQI!}|I)VJ3gBG+ z>1$`LsPQlDc3b;=y?>ACfKfgdq~A2gN6qkG+TL5q;9uIyUH|XB9K00d{;jw60;zxc z`nnkXt#`6l`#XN1lcCAKZTv9C+W*qtE(U*}C(udZZ@rhV{@>@fcTjMhpzvFoL=>DBUXKVFyx&Pf4PypP4+hFzrSOHD&n<4=C z*!zR>3IGc39syn$M<*XvIdF&Bv#Pn-Ub)OFcui0k0M7U8c^d%uM*DjoLTCs7tBWK8 z0BN_gv$NL!>NI`Z~EAX@ydj(ZFM$UwR8Pqy{-^7}L1@4bWvY5{Tp3DAT3fF0lg z_yIvc6p#eafD)h%=m3Vm4d51F3pfF;;FI40f`D)!26zA@0qH;{kP8$7Wk4113}^&e zfliy9DEhiNO?LIxsVs z1I!B+0>i={!U|y3u$Qnt*f?wvwhj9U$A?qHS>gO}Nw_N92yP4agonW6;F<6;_zU=J z_&9tCz6(FaBgJFHliutxYGVi1oJPZ8~iF~lkYM?g%#LLf+> zOkhUfMi4>pkf4H~jbMymo#2R&f{>F?f>4Lhjxc~Qk+6vHCE+mPD&Y|kB@s7~G?5{Z zGf_CvBcf`e9-;-JZ^XpJY{cTkdc+vwFycqVwZ#3zOT<4(s7O#G3MA$vz9b1Gr6e6B zvn1b0NlCd#(WGXiKBNhx<)q!DA4qXz)MQu4)X40}LdmkoUXYEEeIX|#=OmXSzeOHM z{*e4R`7rr51tA3&g#v{&MF>R}MKi@T#dk_-N&!k8N>|D_$_mN>%Fk2?DlRG|Dm$tu zszR!6sugM&H9NHewJmidbrE$B^(qn{$&FM)IwKz-tB~)IyEIfZ!ZgM-{xn%MuV@x& zVYFPdYP7d$6KS8(PSO6lz;r?Gg8ha27pgCeUHCzFkq%8~Plu(ep_`=pMbApFMDIeM zOy5ZVo&nB)V$fr_!;r(!!?1l3c~SDB?M3XxXBX!fp^PX-ea5?tg^X_*zcVp2sW5pk zJ!a}=+GeI@Ml(Azr!luNZ?I6a$gp5o(pcJAHd$#{dpW;0@oV5?z!&rZZH#_qtL#@@xg%fZ5-#Sz3&$uY-C$SKC@#F@d_$N7Vco6Cgj z9# z_(m_|T^7IWcDdm4G(QQy9KRobCI8YD+AEq@BCa%E`Er%xs@c`#t9@5buZdi{eXZ!) zya1JexO23j0m-emdHJkE|C+_>!Mzw z)uJ2MIj&n>&%Qn_h7{8kixcY?#}k(q4;60}|0y9V;Un=(;;SUTq>E&Qmzxy)MTq=PdVB?u-02c`x|}`5y`r z3c(5;iZDeLMXcgGB`PH&rA(y{%52Jx%9YByDk3U(RXSAhR5etSRj1XM)NIwt)ppgd zs|TyU)*#U^(8$zS)0bYAtAUYP)GS>Hs=wI;lGEb-8stbzAiC^>p>J z^w#tR^n>*K45$q(4Jr%{4do3J4d;z`jC_r{jLD77jmwRHm?)a0m@JxJH4Qd>bA#aq z=0=kl!pzvL#O(V`rJLzDSItGtW6Y;4xGnrG25vFjx_#@FCAp=w<#Q`MD-){jLZVHflE6HoLY8wi&itc4)gayA6A3`xN_i2Wf{ChtH1Ej;W3tPO?r9owhLwm`u!` zv#N8h^A8stmr|Fr+a|YbTnSvQT$|mf++5sVyED7{yN`PCdBk`udP;bvd+vH^c$IiV zye+(&e2^e8dh5&M8|}N~C*zmphr45Z=ea+nznlNt093&Jfb~G-z~Z~`yS8_`f-VJx z2Q3B51?PuALTp01LfJ#3LRZ67!pg#l!d=3LBCbWGL>xq#M81q-iVBNbiB^fOj3JBh zikZGAc`r8>9*c>6cVFoK#%Y>RhJW2f4rUFnKfiD)}!8xC$N?;urcAt`!*<^%aX1mzOY< zJSaISbt_#g(=U5ne!aZBg0Uj85?bk7x$)He=}47gRZ}&8b$$(P&4XH?*0*-E&Z=(e znZ~oO=VH&R>pAPQ8>kzwFCZ@hUhFnHH7+*YXc}!+Z|-_2`LdzqN=s?$rPi!hG_Mld zh}xps&e{Xpzjt_aY z=F^Kab~B%6Z_n<{`OO{8hb`bOVBb@`fB1p%L%~Phk2Q;;i?5axm);Mib3heU>G04gN(H-k0j=?_jnr|>BNAW!C;nxwM}J1_rd`h(%Y zntz}Bf0rOPLP8*T`d{T)2S7;x>4iGOAZ!4X5(1-yoV^BEKtAw5kOHQEZvvWYa6Ehj z0U;4F*r0&|fI?s}C>(}|2M19TB>3E%gHz&BT@sMPr`EGZuz4Z{!;|v~*yZawY4k^T zIfQJyA_$3SFVN95aB^|;@S=o8M6Zj9ODHHRDXXZesT&v?8JmFc%+}7{!O;oh?Cs<0 zcgH^U z#N^cU%xwe`;%n|u4;4!$4$!2SGn&KGD`{$cAcXa9>YN{}xo91epc&iR5s z?|>Ob3CFu6fKMf-hp_gfW)lo2K*}fQ*L4!I3+eCD*m#W+(Q*hcaqgY7_M5Z+H^w6V zKXLY#vH$p*2ch#HuAmU`X`xVXsbF9N(c5{#M}PnfOd!zuod|v>!t(^;qJPpEI0)pt zCk%!M{u2}66a0JW|GhkW51QxPXLA4v3<3%hj1rIqPH<(GUkxXwj~ae9e}@a}DFH|@ zqp}$%R&tzQsaDO5H%;59d%YlUxXyY|kW+Sf)XID4it2_@1^QEtb671SWJt~ES$$qY zK}5q9zC~|+vVaQf0jcr*dMdLw2Hj!e6}AbOQ`^woGr&mtfZpY;<+n3nv+z$*(e}@U zo9vnSrn&#uwKA`IdrVB!2b(kCyswn^kV!%KOr4TRDT37|tkK3f`C?sJczv>DRD(AtDD;t6ks!Egyr($iI{ zDhn9WUXCFhdsvwuUivfsH1xy}QSKzxBSsNGV`M3fnMIP)It`r9fcCeG$7jH=vL>og zy@1~hyN87#yq;KWT=-Ps6}jawX49)?_xM!<)>8SDVY<#Pi|@-PWx&bnSg zx`uClI9*gIE5P2N>B90<@{^IMAoEW!X{+>NdB$7?SRMu>m4soL8smfr3W^YZ^i&4R zQzFnAyIjnKq7d{nNWe$gX;?%QIMxF3QDOb%1IHsEQ>AGH<(+Du3|mx+B{58Rj86%IUYt+$OQ}D_GpdMmRzr3KGTqj( zK_rRA*-Al4Z50%!eT+P0Dju-Xe~(gvlQ8%J8%ozbh-UN^bReTHyRo<$O&~8puL}{c zD!A@bX@b;oM+RuuZnkxBNute-zwk*=k*l}m`cM%>>C4UAc~|x+>((2$h~V2 z`D@|^qL?30HMhmO9hQuuiPWSqMT-teO-v}k*CSjV%_XBsFqN~>6I=oIe9Z{R4b;>F zGt~i}0_+t@Jft2vBD)kJJf|z@iKZS^6{9Pz{OklSM?QUm&MN~$-X9gtwrH`nQiJ5o zDBtpqJ|vl(64F2({4jb*!v-b8gxM{ZFp}su5rfr`K|&D`0SM!-@y)<6Jtc8DZkcpV zM1^h6!7rYt9pD}DE|IH8MMz8>Oqq|!ks@+(s53-F@4R^ z;W((J?w!yy<8m7zPU%QH$YyW7ujOOJ2kza;=-flG^zZbGO^yNu08J9}Mek=MWN7gn zO=DSf{v(@)s!zj~&Ocd}xnF;c3ncHcU|;&$y+br?*f`0GnOnY-j92ejYZ9PJH$VI) zL2c1XDfp(tPF>LOtMF`}A!yy`e0yn?v+}H->C|hVA62HYFs{d!>y!`)&Vnn9x>-CCES& z2+JNv*&Wq)l7U+jzbg&u1mvV&1AHoPLKWn#)^e4QgEN8E0p%C~R?H7==)&^Kr;b(e zAvvWkfpd>9UOF1m!AeJ0T#yD0)N=vSQCGzC4W@F{YKeG?VN$voy43K4O5~(DkuTS| zsG!dk3Yg)-G%OjXp#$YSd5R&Hpn~Ko0#=}DBzp!t9eMa{IVHuNrEu}JV&WNHzT~LS z&gLTO6b5CS&#tA775S8x6|uci9P~~$p7kCMjE#^OkxZv2l$ubqTCNtO8#4Bg7>D=M zhtWW+@JP^%lggnAa;kM}iTk0yCh4t>Zk&(`-PIL*BdW}sPIg$z_iF_Hd1kq|;=5q* z98eQ{7gKseBQ%t)8_sh}#XH&v#*u1%FH*`eFGz8Bs69@Kk2hDRMUcQAW#WH-POw}0 zzP{lPI+6X{K62_U7DgHNn(f9#k5s2Mp0z!r1MT9So%adzzWtXh4kL8TnTe8IwyU^R z#*ZZn&2XWrI;gQ;x}7C?4c7!tqC$=o58zYwxTXoMHa_3pdbcc1(4}4P!%5t|Wp@VQ z0T)kX5^n@o+E;#JuM2ryIWC7p`*&T$7&Z@;u$-$;W>AUcQYI^Bz;;6w4rMvl(o5TD z7HN57OLW@!#ZEcJm<8=a!T#C)+ZDCIcRehANc=GkZfNlgi2pz@!?Bx{G}4$MMSl8> zOB!~UvR``Z{Z9M6-I{@~v1VK?N96v$$Yaj{a=UNG+||RMEHL`w9k*$_QnM)_JnvN$ zl2mKP5@ReWTY2|%x(+{F-3{)@neq^nkaB%*?q|KAEBZ3064E&YN;ciovcRbbstZ`c zItQ%V_rkzYKlCOq1XOl}GYH3$R6^UByOBT0~8s#y4YH zyRr+pk*nHkMI~X0Z@?GDr-?_fVr0JBhS8<~PdSvtTZiaEF<&^HX52&=L_>+&52A!z zEc&L@5*C??O*bT>@zl--CA=W%T-D+s4P(j8;4|?4A?81#To6I<*h5H*G28IK00Iry zF?z3B$W3F#D@BABzaVvfFQTSJ!+d=4yqNyam9PYG6QBe=6-XEjKT!yw^#gUa1}ChT z8|>md_0kZTM0^r)4&_>AWCXWdB)kx2z~GY?iSM3sriJ&NYfGcbn7Q^RA(+#Vk1wWs z$Y)nxSC!xzmlnJ>rm5AKqK^afW_@B|cHGI$ruY}b=}41^$u#0_j?&cq5?X8gDSP6q z$48yGWo{CAto(s*_hH6zDtVGGpX!y?s`(cI{VZ-CLUAi%^feJOS3^6|BILmF?cBx0 z@F1G&v0oQcB!fRX@6)e)wm7q5HOutLmQ{kn@SO`0+;&F8W5*5ZRhg?&e8DxF%*@Xx zr1Tt_bIY_SFgpcl?~=t&DK9C$PqZk^+(?h5|6T@Nrcx2v58ZJ&QflwWMaY%n{N8Sc zuusoc`E1#9EcN#u5-BV?h6$uDm;@Zj2YHU10gfMIGIA+I{M)84`zOpznzL&O?G|z; z(yM!?Bdqt-{z+~-Rid(iXVu9Kj~m($>L~% zZ6_L>B!VM;#p#8TDrRm!v%o#Dw4V@BTi08AI#$NTwopg-@$zi&TY+qo$(kSW+7RI} zK>^ju8&1~FFO4&*X4Q(fL`N;=-gI{h60%#7DI0|&l5<=hL@qgY^IeSnvfV0K+#{^X z#B_Pt*w`RRjyOr~6XmV6L2??h-aKRRA=_>lrak_bH*g7E^SW5k59QuegB9-uVNgit zmPxDlk~=BRhC8x5F!)6-<5T*nIhrT|rhZ+)kcQgI1m_7W5*D*Nl!2n1Jr;4PH#UA$ z%u&Ya;=M%C+&0V)Urr_^8(>1&i_@3!FnXgOAPtP3YnMD01jV;pP>ubozM(3*-1*jO zRRjpvm`2Yg{_HU2U^&PphF8ZxO?C9Ql#2u0nXcLZG+dM)sb|vm_Cg*s_T2Tds zVa1~@ExBP4etiZD`69zFm@q15&yF75seEk$)gcu4{%|6WBizyk$kOVKZZ>scJ@f;| zTid^#YB4}SP_>KF%_B00j3rpHQ)Z@-c!KyF+;I8;_(}pwqqsATz@3^$pq}KZU)Irc z1rJHh3SQyhVcb(v4fEFS5I12ltIdPxK~k~V9s;V5saTnubqN>sAv1=9*LXP4IrS~H zPn6)Imw-53fQc8Q!i^-r=mwOe9h76O^l8|_E7Kg!dAaJo1cr#b5?ob#D%sW^kC(kV z@!tIEdYncM%2&?{8Gs7i5e)^$d6>p2(Wl$4cR)dQejnWKx3(xiI2( ztWc%-@bHC4>$3rNxRDY4r#c{ntIZWhzxTCEw%#(L+Lw13p+T>_T_kDciS=XHV*Gd z{5_8N@X_9tXZ$(Rm-&A&GeN`_x1zo<~s*-=pDR(#3>{cgN)~fJFXEkK^Y7J*&WTO-CX`SZhYW0oA zo#{OuOrXWYi#Et^YnX*Z+w`l)%@+;I`r-J}_&Vl9{S6EI?vc6VAzY`kvh??Q$m2!t zD0CVNs(E7^eR^!|GuE&?ZF+00{R<1wR{UX_BRNM`cSoq1nR1;HRkR|S#z+M`F$IiS zVh;GZyBS1k?)lKs&J7NV#1JG|>rq%i4roTX&0H5SwCSqvoOlF!WU`T&3MeFf+3_C( zqSYWLt(#uzAde_t+Sv!TUkZm+$pSukG0_H*nNMyuReWc=_SuQ@_BFS(RWb33#bg6m zawdG%&U=W4sE$SiPDIFrvL4GTr^s=lo=L&-~;cC>0nsA>v`D5|Ye6&vt}yt+=F&)oQ$q-4B`Ph*eKUo@^E`cri=pk1FXt27!yO zh|G>eCUHusda!_m!DjD=sPeHQ5Xmw4l&4m~+9IQD(pV9~o4gBZ(V$(McfPUCGYHZ2 zD?Uv$AtAKArBSfVU?c#7#`8?L4Yt$9cVaaQq>z}9`NxoE{-?agUl~eK-p4MY#M18k z*gPjK)&bk-X~5_3y!+Fl;UEr4(5!@}8+}-!pm`RGEPE~pSU0tN=1O0vxOA7h+pH*ej z*G`#n3cKwcch-$}9m4HP%+qGL%&R{6LALMu{EWPx!hBGVa31pzU5+gGK2Mf_~PzeBCUA7ocI;X`;toicH=f?o6)CG3w%7etE_3n?v#{#=mjZs1Dw_hB- zSZVy=Cw(K)PkP9s9ePTFb6ISRSQ_zBMK?b-`pSKqo->1K#+Nt+>BIDL`lTX-aqO18 zWt|sugQvu#Sm5OAElvBm$1*z#2HfxS5V`@&SRN>sF20graY#B1ydT8dgj~k_Qzgo> zeigjpl|&xiXu-fbqduugEJ;^R6p=m8CNC>@0hTxEUOu$A454Q*VgTBJX8?aYxJcFI zg11A@rv4SnOrp3v7&Zk<$l7gK(S+ROVVVbDArUD^FHZwVIMxPGc2;kp`jD>gq(c+b^GAJ@--Nh5g9K|sy{$wQODRMTk{*(bM>am&vg#KrSS z2s`+4(Js+@_pnlui$i3gRQ?tFlEfFSNK(~3DuhhWfD0i4xC@IPW4QM f&r!91$c zjg)%3fGTk0=8ik432(c!amtTtC`wGQtbdX}DupOECoKgKPLEhNhbThedRkajl zK#T?>F+qSZdm=Gn#$QRhrGr3-K(iShF@8h${c&fl1u>&gJP@^kAx@;O0>dX;pNQRFUG(?X-yo}h^&usM|z z13#P~lQxy(jSa%ph_mT`gm?=IwlzMtBx()P?3R;A_Vg>lhxE}i+mJCVPX#N=a6>Ol zM?EJDv|bsrjb;d`i)E4kG0=^d4rU@@j$4Xd4*|{Y6dKa@r|p)#!C06 z&%Jb;LY+N;aoNqUMj2a1xnFhhOuiaDN)mMLP7*TWxb2CiY)Kw6c4SMBMTlq>^{E4O zYoWROyg}oqI%j}c*<*-!F%<;O(1u}>1-+wYC2HD2C!nR9l=3a}kw#7$wXLrD>y=*< z6`zdF`teksIc}hzVgjmucP@Hk?4M@P`o|p!wk_j-(EVtUI{a;!~3lggMgWzTcpcc#q}z z&~yI>udnR5AHI(hZsA2PWdzv2YaoYVx$JMU zcr_-39`iiN^CbVf%ARcO&Ta4D0G|R47hk!QT15&UI*Zr#buC0{)rhVT>OIFD%yLr* z_p$biRIOd5sH}PmCfwaurT5pF@6{e7VBTLg+jlcUrg9{6mFok9Ki&%@omb+2eVf?% zdB=>*%`0*b*kkDFehelyuQXyma7MhBR}Mo}!~qC2A}`M&NVN8*V(ra}J_ewo;u^pN zhKJE$*y%v)a>W>K$2i^!ceFEZOjj?})rY}2eo$T3%j1AFKME66Wz1<A5_k0w4oigKzHAvGfU6tuIU zvgf|ybEo4igU#j$EKjk6WHc;?*JBb@%{$*z%~mZg{EMf8S`O6bHGyyxRQ!ACsFE;5 zT>`5~Jyv2gZwxCdzyhGhsevIfGxNy-2tz<8rD0B(damCSReXG2XZJEZ|Iq6qSOG0i}+|{vDMx7OGqN_XdjaqG0r;6KqN_mZ>Leu<_&5Gzh0asx+?xl(+aZ z6rmqbk@%zHO>$EnOmiw79ogw8%ItfZ;;>wecmQ9z0$a&a-=|%7 zk;&}FjoF1Dsp(@8uEJm!N189iM6r~`>0V?i9C=o<5+_jOdG+oqPoG4qKcjGdBCbv5 zjBa~It$*KhtPDyp6tuc`^YA&2W!K^8h`J}UHbYO^l^;1Qn3A6nSfU;Sx5^;}g5{sx z5m`F}s85B1L~+*(Nxhe4s_-8p!{bzU9+%7*Uc(AxBvmgZz;`0ECe@i2@Wy2Jc0bX$@I@nIG}65f2^Ld-eO;0Wq3 z2kF@aHR*xs=Qh)Cm{BJUvW_f-?|U4*m+8K0mbZ#vvx*p3;C)Htb!)9=S8+U{_k5pV zj;}Aa6Ku{EFN{eUM_g-u6t{Cp=8#M%A|{w9e(5<>`exJM(+QryMfWy9_w5 zjnF{1FDrI&1-k}9@sBwoB=`CPXD4NdPv5gp)W5lS22l9_nnyRsTlzL&>%}gskd4IG zgh7}e3*#k@iYO%Tb+j5B>4gmEkdJdsis)RxJbU0rv}g9NQRvf?RwYVDF=-Dm#>}6$ z&VW!K|8)ww^qzOs+V2`C z5QrnTlR?w{Zjk81!%vUc47sZ(VLx>lSkm9@b)OQE@5vha;er=^cRz{NUCm-HB!9@^ zz`bVDy#Krp&qQqNLrV+G?D%2V-c+S%@t*ARO^j$@bo_!;Sk6A;EZdK!yM z#jUlgcuZKA;|;$HB?9%t^$@z5`S&;d*KbWW9Ar5@EHQ8^yCB}L-}$`n)}xx@Hs;ee zmXK4rA?wg3OR~A*!))@@yQr^C18^$y?_wMdZQ%uBO`s7*03vvx?)=!TUz#V6m_`tE zkpZ7kN+2kpE(bnMbc5%zn)le5(;#dwP}ajDw~CFKNCBDbs>EVZEKn=HhK;`Is*zqY zO3L#4tSEe#hE<+i1U%m5C7p5B&GXh!;xbAB;ZO!ob_5osbZf0F*+?35pr^$brXQZe zEB|mqf6*uaz@EeX5{NoPng_;Ba}Cht+6EwF53xK{Nd};8`q+R6v`w4lnLwWnEAPhC zV{LuNKwh^zD!G*I_;)@oT}(p4Z$S z=Us6ol-{`0pr?k9((MgjxLZeK^l`tOsfD4K-Rc{9ycyZoK2Mi`HS$2bW@db1dhix2?&8rE zxw5Tar4KG|+qX@g0Rd%ig8la2i5_>9r^xSF`B3is^gsYa@Zo$n*ZQl}m>rByt>xTv zUVGPPm+UTOuqP*>*+&+qs(Wgpd~)Xu4&_dA4+xIM7x}vR)8CG1kIuL^&vPNEdX@VZ zfIhLs={GE(DYaN|22dUwS<9sFUPY%2q@~}TQn-UU?kHr7o@oiQQmFJ@NzTMi{&faa z`QMY@eV_I+p*?^!o1%BWWpD|tNN+oAB{AI(8az8ay9>?(OJ_jL;e{N&S9gId zzFpuoVT~E+VB*`eHN$xy*`JQy(OMbOP@fW+#4s7F;lEa1@#>>Tl}Xs4!YvEi$=V%t z=4~}!q;?*f^(HR1lYf*SVB1LQUAnhZxR+sQ zH+`&th^U{5Xw}_F6}X~0H#kIZBF?yUpZ+sn8_x0Q`sv$`&wbN!cweSW-F+`Bs8;T* zoyZ|cmozA|ZSNgd5P@E6#eO{GJIQ0WsM&MZv)yU~?WM#i@K7Pb=~#GDGce;ptJ2e3 zn^ei13lXYaLjtSwYw@`xvr=_#f$N#_Moo^f+(M_wmnIvv&A6Ql2KZl*>oL$;5{7TP2qp zcSw(JV{%yUb!B8wV(#RyC;nhCN)u?9d^xm_`c$4y_bHvTkt{FHWFr)8sRY8=>-S_v z{f)OwU&3$PfW2Y)+9po$>L@3&S|$1Poh7VQr_8@7WYm(rG-c(rN$ij#K3jV=3VDZ#%t6_Mr|57A@LWEi{8~K(k4AlKJl^TGs;H!YrG_Q%fccJbo!i zBgr=6fErBR&D70l;1m!&KcW2X^p?KJXaGJCagu+Y_>hVcU|R4fPG(0Yj3_}~K;H=S zas)4caZ=5`Ps)U4nI-lVvOBal)~Zy!ad_d<9XhuwHdu6N{@hzKa_67k%Pc!fN7r#= zl1&Nqa}BH65!?;q%YrSU9_lT(?}u%wrqXR>Vnh+MAp!5cpt|15^)XI=`cMUWp01oO zOgtQ491i=gL#e`e_X|nsV2UU=Y&F_Vu;>nlcP}5g-bu5p^DtciGb7G>w|ZTB(#_r| z!KL$Z?Mik80}s;iXowY>%g2;B^E!2P$M~T_IQIB{@WoT2@I7xe?53-V@~+UF`o^b9 zA%emkCL7b_+S(}J82^LkAUrmnQA)2PAy zazUO?$?Uy-bekAwT4{Ci`MZ5>f_o&tOuBTU8KxRAaK5X#0fHNE6+A*z;-@3W$<(&O zL9Av3>ZE%i6J{X|75?h;8e=}}qD$_pushyvDPE7#?VT(-*mJMapE6H=KaD>U4H?U& zw~f4ck{5&#jlb>qT?ury+h zi?A9G(y8BY4KKUSTD;y@FDqdY+J`CZIvyi64ig%mr5aB95=+v2vx`|xSxLz@r|QlPO{xs3N?M{n6_4a?hz`9)eZ zPjB<=K};$;hmb~l0#Wv2E$fKBa$iUL%(o@St}}oL)BXCTR!-G2@`b>yTk7#_s_*6# z*pnaQe?VT-Ri$6yFc}ZL5GBRCWR1c(YBh{U;RK0I^_h;mM$L)Sird&PvYDRlv8IxEw zy3pIq0ee$7&=p_$os6z9LIlf6Q~?lyKV_>ekt6X?uItLD1dNR605X8aCR`X5mu=W# zWs_N%pru)vqXmzs@iqWehOl>!W?p!tCPIHPCk@bnmVhTSC9`=)&!NMlk`3wInV_VCV(+ZT|#!&;CQAtszg zf?%B3JP)_}$I&&31pV{fDr^Br^2-MzOVU^Al1Ip38lJugJHrak9=IXZt#S3AxOz$JIBp zDjV`SdNii2HnFsTHb&r+CZ?@*ZgBqxZ7{R#-8ts8L`u0=;gX)+PUZ~d%*N|F-h3V3 zUKN-a2_lKBvv)eDyk=`+SSOCxKep@1VtiNV^k+H_zvod|3`^{p93$Tx-W(O4Y~FpB ze|MR$FP&XOl21Iv;r#;r6vxWApSC}KlO=V?hfu~VB3mxxF(2`c6+B%83ocCZmo#_^ z3DEsyPlnpE2wnS{4aq#g-)--fz1K!Gnh#EPwD3(yVm_N*9-CTMHyjJ%wq_bCyqv67o5DmU z_i6Flj-~p0f%T6f_dH&ENb`6F_q=@@FRLz$zvc&v&lV|a6E~Zg{7(c^~WZFv-F!H;i{spnhALi1>y?1>_WN%RN4GW&B zZ1;&Em+9$fh4Mh~l~ugf24H8-JBE?@alZ(=+LvJdJ&l$1uCEa<-RIj_okz_EO?><+ zg5KPRxy>1K;=M>Ia%1I@R;@`{#6=%jg^XoB?OSrqIA#qYdqPRAJFzkwG_Nis>`Zw3 zWn;hJqkhEtK*ukYrHt*J-RY&FZkKCwPjpOkJ#+QiWPHAi*@h51IzK0!R{>Hj73Y%~ zZG-_-7{CZ1me4;l6qZ@;wb!zA$&%kPcgdw%%k6#nn9f<&)Z48|Gjx9XS zWM0BJz1Yc^x5TMd1>;WF)khVjha+k-&*4qO8@TZbbvbnk`|TsPo#G%gIs`J&>Rr`j z`qbLN=yJuFT4MSIPvAK-@KsK4J1F(Y)LCM^CzSqk`*ZH_qPT@y$-xx@$%aa9_rhK? zb*!xM)qkQ;3VyXzLyl=f?w(}C_!!P&tcm0(zBb@P#Cp|w)xHGOB!=3O<YJh$*%zi+!cWUF<9~Gcj<9s6tRp3gFv! zUvccyx_elI!^%3agqe7jq|5A;JKKk;EhnBhbRX*_>ODDmcFl>m?%79Ba`1?7tuHnG z8jV9qkFVGd&4uiI`NBv7y-Bx#5B@Ij0$vzD_C#S|XB7AL>)inW4w8X?9L`;}!l&uW8E9j|qZp2fm1IR_fqH=@cOV_|-5dE-& zQa!l~3`ny2CNnc#!VUD3UL>Me*$`V-J5JEw18p`f6Cu4J#b`(Z9zl?jfC0KuyPgIU z+Q9l$_(JswCY>)lZo-f@qC}@f_x!+vZnG{a&?qonLRajIX4txjU}UCE@LZ^ph6lbX!5=hlm=EQ$D9z8 zk~z8YrdN}(xbfxT9Uc7CH60D__Z6 z(DYpP@V76FMa~AvElrFoH8h|7J_6M~t{3%j-;XpFu0QaN7aiRHc67zz#%2Bv{Z%$) zJn!&?EV<5JW#{&7$daV%^~LwY*rjij-&mT$&Y?Pe+Oy;?>#HOKbJ zpf8q0$GLTo0Q6}|k}z|V*kh(Udn&y-lB2$aa8b_<-Ov4(EI+b{<8|K7t}&Uz=j#ex z%x&YoOHRJkPIRmyRl6CebwueRzRc;Ko-8NDB4GY3VO{z&{+HHwlpXg*M%gwdqXaZ)Rz zKM!`~kZUq~@$IjyBzC8t1(2>EN~F*xBKH>>CIPe%iOLhQb9j28$_eJ zorW)MZOSIJ)7B41hCrJ4IJ@~i4px!nx^*<>da3k3GRSuPYMb|zWwvmMwsJSOL+1jP z`+DGEjijZsK?a6+h`Zdz%g{shs4tT^Av0H@qJqbW4i<(dZ6f^L+*{u&Ck-jg!#Fk` zk>YIK(F2&UOX=gmiZy;mguASe&*`j$6qAmedp~J9Y>N1Ctf-!Is=@}fLLa}y^WKsc88OUz~W`PtL|3Z!IkS|u*7uvnh$Ojch}n5 zafn@wZdsTNv#I}e#fVEj$(6Sj^2D2(QBr*z$1~htB1b(Wh}J?KYGy0Da-R=J$EPP; z`JUCmaC(xlp8j&je7`PoG?Y4ZC|E#F{X|tgd7!kywn_$ze;)j({se_q-Ow$x#ip_z zF^va^X$PXOr4Orb)?!w8z2aNoQllM*rRT=n$McbI$mc}2#dExMD~ z=+p0b`3+$3N$j5p0DOM%IZ&YXG1TDw;p}uYX}4uSRuFOjGw8$wvEq5I=c*1poBU7d zfFUkPKFE3`$b`s@7Kk}jBaA}Lf&DUDCyl|_>+S)x)5TlKB4F952TdlJEqvtCkh;}#V z!_~d0BT6|_Yx98T1G5yNLL(-fxkRVPAoNL9kPdgR`yBAbbqPa$tRXDor@E^2Zpw;4 zQdwuHTarq75}8>^S$Q2C9SOU*1@iOXaAMf>x*9-#9r+&?>skG!T*@@k&eeS zr!@r-hk51JoH879?y__-u~}T`n3A7#W7P2E6H>dpZ~O3$muXHZeFw)P$+Tm^=a)J$ z2U)=gbfbobq#|WEi7gRUlKfk$nUCqk&xr}`ZlR3r;b3s$6YJYwX~%vT@!Arw3Zy$& zaiIy=AKm#jK_)kJ_hWY=!K^>a(uc$)CjJ~J;VrSe_+s|EczW@#0igqEo6bqaSwbU$SC*50cP>vR?DXB;P|%$!%bhYVP`$0~`ugcPftjH8SgF`>XyB3K;+=ZWCh)TVCdS`1Q+PGH~-KsfN}+d#oI zEC`S=2;(jmH<6m|&wX*V=VA?kKST<)c=R}bPY27HFs`lP0jmw5vHO_-{i3f+;YCbh zTc%X_Hb_A1q^R9lT0RPu0DVn+}-H4=yUkUVnwHz@&JFUF%1tPI0WW+NjsmByJ zox&g%++FJ>X%UKr%g)o@6|R_d_BFpZ0t3>|&^x!Gm|`kPjNZafF}W)OML74 zUgL^m#3>vnVM*g(t-CL3JT^)|wV*L;GIGb^GorkMD^hCwu=u1<*gb-oJWFf52y?7e zp}4#8Vq~dEjnVanDMdGdDl3g-0wO3u=uq(_%L?aPSkoiReBZs*zM4DNQ~IOeO~L@4 zX6`lF*Rul~9m~zRv$=1=v1C0i?FN4NQiRC0PYx0HlTyS>4Z$;TDQVz09s+@mb_W>X z^hX^nv6v3@$!Vxc5Sjh^BZcb=k3p4W_aeE2_wUitIT}d?2GX4aq`Om)k`gIN zX+)$!x8V4(z${P_$0bZ~`uq6lCE|h(#ojx)vU{R0 zRxcwYR&alyd1<(VX43?Qzu^NB9#B2M8~Uje_p+#+=hju5FM}J6!03W|#L~DIjC+A( zz%I@*@dxI1M{wJ@=+#)K@IhVdAIMsHm`lyF+eyE!eWg~5rIAdr^Y{`=$lN$g?nIJ` zZT(%n`0DJBH|t>uX+;TLjaIWXrtcC;wr17%47lvrA!Y^QM^Z9|*-e*%7a|5_>d0FRW5Wxbykc zjcupHLwnI4tM2@3iXME5`dDP*o zJ+eS0A)qH^V$xCPd`0u=Rj|@JVfG$x&4$pJNNuCOX)EX9kqA|LlG8d(KPkZlAF6yd z;lk;0Qv=E--)DU6yz9F7jIN-oG7P{%D0>Vs72M zmAwv?ROZv0xMZ|Kb5Ob0d=RB|Ft+#f_zRIpbHEx6#c7zEbMl98G%J^DEKUr5#dO4} zHpq96@@z}zl*(Q7$~zk0-PlOPg&GGzxOc7lV`&qyyw*+{KHEiwMWVta+O{W*XW+oe}qu#7F-c9jg)GxNk(<%@&zz4xZiQ#yFG^ z)FiV7AoL>0z`)9ltI-qbtuzqSGfF){yww1g8ENY@QZ3n6ip%jBC&CNk6ecr)yJYr% ztx2yhJ5?hEP`)<&Cx}(Cii&f4UDyvg4|5CyR$1Cxm z?E6G^WlpwrXSC2qshb_7*o+~Q%GhSRa@ZFRlbZaBFO-B(E_5Pb_+z2Ip)2nSlh^Oq ztj+c;YbYWWF_(+Pf*9{$Mxn*%ZmJb zB}J^CU0NTJ@=V+}{p@+0*w#fX#ms!b{-GcvS1Lkg&FFq;#)Q)6cs#|qM78n5YVUrr ztB~rm6q?*BR%|aV=l%>;8B>e{ya7Ks9Mq$#_48AQ6QL zNi9aS%!pd5?{Eqv6HJ#M=={>On3Q#NBt_&|cyv&UiYMYE>`4OVIV}*9vi#X?&O~2# z!{em`!wXT=&HE_a*vGY1yJ$d>wgHOtYdT&F0cSrf!?!m3}#2GukJ^#5H_Q9qgcolXvTTVLVpE5$0+kzP6Dw; z7~NEj{El0`)?}#Un0EZNm-08z*30e>dD+SP=nt`~2!DQYZPZ{@ zlrn12_e!y?5>T~xqYWdy9Uno=ju98Aq%CuxM$qqIS1iM5oM{yTqt;muhrR9@xO>Sn z-(df&@(xTHRF;`do=+DtjrMCW@ zS#C1kueWdXB*_!ti>BnSzp7#(GUoVhil+dlNh`N{4$S8+lQosgh$4d-Dt!fZ=5obu zyRrwIak0;_sOZV2`C2YqU6XXCG0eO1;v$BE3eKi=@EP@-pF5Y7D>DZbghS!q0i_71 zLaa{eD-_!U1AHm?gQQ!#7pCb2-!UqthfST!>Od>O#5!b9y%X(^VJneuxwP{3RUc*cFpxxlDtZVj?`&2 zvG$kE*y+60a*lmch2e1!R8b=R$L4d(iziXXo+$SZnOD@P>B#;51hXm4JbJc0%95;Iu?f0&=o09SR*4z#O15` z)clC2piJG%d+EhyJ!8TKUH4{EMaMZ98S@eyhu4c=Qhm0Hb4h$v?q`)8^fYO(#(<0z zw;;UQkdwVU^r6|jd9XG>+mpmzmRbcW^}I7=NKYl*=OCEKFf9DyY%=}^dZtumJ^ziG zayR#BB#)c(g1Lh%l#HVP5;7JFpz9vlcBzFgaWeh~@dinnRs8$J<%PxU^>ns;<7^3q zp+8hP9Ec!ZxwxTa3kO4!jdu4*h#fgy+vo=LYFs={eHN-U)EEu+PkmOZ-@{a*m%JotC3BEj6yKtNA#J&)2J4n3RZcV$q`B7wWtDt8gaJYAaGg8{W4)-#llhjQLH_G>* zex3K1HM(eE%_;RKSzwA%TB8zkc3>0{T-xs`B)D<=CfiiW<(n{9och?cHZW4{#S1)a z_s=re>>SjqL>k|}7d}TKFmtBP)J~nE>gF0xrO$QuE`zag0NAIH$5ha_uXl4GgRZQ9 z)tFoyp1VB1zZ{Q(;;_ymS=)&n3~d2Zz{{?T$9EK5iW7$jYDkComX5Ge6zX&@U&=f0 z39o*6`W3YuvlZBG`tt6?HxwLegtDb~bX19mTarLwDPTWW-f?_B^!@5!5oi2`E&p+I zf+*afy(1-u$nn%6F)!_Es?h9=gp1qdr8Mb$)^RXuzgriw`0exY_sixdRNk)s95H^` z3F#(~&^;2xh=`?M>UCvYB@yDDpdrTYjpM3veq9m=gTutE*ULb|05Jhr=Ed@5sT?0r z<%JD0@f_=+#n<_NNH5k4y9Pal^_p3)2n+SUs;LpK-&#=E5sp;2yye()T(>R0c9MLd zx=OlO!VJAok1n4kslQV@k@|w7$c-4{$Ks9w?Yk+7h5Qcxv=b@@mX^bX+mr{p2cfH< z)Lgdk7)OG8TvG_`n}yhdx ze3$3&1JswOk|iNh7A8h3f@8Z`l4~Rhdo6 z^OwpSPV6cV-b`6f6~T|8JDve`J+*kp=^beQ^FVagV5n4cCZXo{5s{p=<~#JKo*B>Z za~KOY*>E=_ep3iYAkqVY#wXG(bgHtvGw%;1!u}5=wr-+p&hS{~fVrDt%x3Tl1vZ{# zyK+O5WuW0Ya1XN_vLqp9Ubn33iHn_Z z!Uc2RN)gm_`PC#vMiM&fc$rKj*j00`RQ0f@D%|Sl*cK7?+t=5J--c2iRRO1IodU?p zz)RN1M96C6+>Jh)f;pWx5@RXR2~XyiVo`zPAo{QWRbK&7?dfBf6j*%-jOhscol;OA zfrkFtu>0x%sv%ele@#c%L(*+9HC2L_6Rm;^dwkxg>3IuIYLT9Bpsf&5WZ|nvCPy`+ z!a`6lZc)jvfjyk_n%nqNYUY7AsmReo9|hjpb$JRGaCRN-#~zJfn`Dx;|9Zm`j1-P| zfvcPisnRy30-S5Q>oZVe&ecmQ*KTpb6|nOdHLJmyC@h zX%8zmlhQGqo|yK?H`NW2((dT*gyD2jXqgVkab*#{MmjW0S}RospWL zcc)xa4L{;%4v0;jZ`iRgh{&*3VImiY;$)+61M6bD9Edqh0ft}e1eC||PV`p0Z!fb{ zV`4O)JPBLQO!&#c7@3%EppnTO6fRc*fL5X%X3S7J^8ilOWcNOtmaeqGFtNRvy9xM& zzY=h)xK82YlAQBal#^wgoFeIv0bPqz%j3Mu%E!79^z`3??%Eq2=#XUN=5rliyoMq$5lg&?~}4`Erfo9o)E(&B&*UlA4Grg7cLak}{)UIOT*f80=~~wX)amYIP4JU7cfUy-&9?8FPYd<)-}MfY zF`xJ|hPWWKE=y1-c~r6)^O;}#ABX}Jxtcl<2u{!MMbuw{VW`XTq*YCKJ55^cY4yaH zw?Cx_n1$Y*El!P!Q{*xIJp!mSR#Z@c>Ty;Wh0II8cY6hmr_mGDLtjbje{hJIF>`vc zd#nsSoIO<3yP0u{4}RR{P1DsN%5g3+cuI7grhCbV*MaD$n~c3=+@+qC1q+q7U%T6d;R$&Q5^aHb&BvCV}Y|h*XP?L+VZN0TK?>o?Dt7vpTWNN zAm?UBb;yPDMkTpkTbj9dbiCm4u&ajhK?x)hfy1k7p}~c))w@|y<_%vjK_CyH%}u*-m^9;qlrbuD z(f%LgcQ|fbRg>O`fqKU!wwzihDHBwM|D2$;_RCUqU{cm zS3i^_nCD0P%+S#Xssmq`gO%w;gg=NR(!I5GEU%JYxZQ0MXTtgx|1^T>dR3g?0S8a| z&4Sqlf znRq|gvU-HB&3T1~(1}xAoFn)-=I@bRRfRD~u>HBx7w{SynTHm`=97C(_dM42m`pY- zTVn6NIj#Eb&YRQ6zeI5E#lqI5*3P+B%g|#@H+8{|;LLKWSR8UEDAXCA=HfVb;WYy2 z>~wj%FX5SA@UCbrzvnJjX02=c33`QbL_9^-{pQeO$lxNO4SRCCbCgLLqH9IkKOSpM zf!16-uVV=KxM{gyNrZ9XJskSOS*l)40_!yg3jbAnf9I`O|szg^dl@0GPuFE*`_{=BNZ)x_-}UV#C3 z0?Y1V15pCRV~8h?41!ZsQXvT@B;W<-^d?TU!3v!XBf%TAiR&W1x@o?o^0vpz7kLli zAf)VCXu2;Zh+XBlAR9R7>9&71N`Es+H1mM0DS2<7V6ovmEWl3Xfzh}X<_E7`ZOD7C zyQw981kuJ29KdDR8p8ZVP>9Fn2tL3xVFAyc$vAEiJm#P2@V^`#F4{kkf5y<{e|I^` z5N=7yvXVGL1vR(~y#*H?2DWcm)#z3>*>>)$`{ahQE`x%)C1p4KM8#?hHL&1QtpBuG z)Zj_3LvA2p|6f}b4!RyDkSr#_Dslrjp~{ShL{=fI22*NyT#_&GPpU<*Nn9W6pHv|@ zlRG4@_Qd24e+dcdtQv=A^r6QGL!l_@XIJb8g~cQ}whSJ71eOP72^X@m8O zJsIIJRhFnF`n3yP)UUq5o2(N@V>-KQ>=PAFkb9-xZ!`rV>}nXN?VWy6Lm%AUcRBDw zoeTLc^DfxMo_~#gmgiwB^tzAtGm_0K;c%%EucfE1d?VpO+NT#5aq`<&Pd?Ya+sG}Z zXa3w^`%R6o4^h#&r^AG!s4kNW(Te!|aym&>Bl*)Y~^S=&z~_ z9JDH6-WN+vn?+PSYnCg#%xIUcLMt5yqM9OVVdWqELhW(f`zWQ=+LMpXOuHQ2NHyQo ze-e4`&Y-Kyw=&7`?AC}hz`s>=)VrBRL`&W})oHw;wpQCv;z)oRIe=&$=xOb09i=YN z1bsR#ywlj+64O(N<#VUXd$(B}aghX@St#6Fv&r2u8pY720sL1 zv5@aAw`#t$g$5F~d17Zs7^w9?W~YmA<)8siR=fJnNg)Bw@~N(b(i)4)UqkQ3ejE7# zgoX%GeF9yJq^+%4oyHf(Am@iRy{(NAhTK(u8KJ(_B^u^Do+$MPGFV45cFr428nss| zoh{n7gqh0L#F40u&9`KmM>pKPqs}K{fR3+Qx>^AKuAP9iff}|Y{7O(fv(r4!0@#s!c zwEXI#4Ho+LoPygUp`T%&wYkqH)t1fkrVnXBoTV&-y&esN3jQ~P)4#^-V)&*ZIW>KP zs4hT7`}Chx?I3OlTssD*jl{r#{5R->(oSG_Kr~BcYDeZkL7eB4MjswkI@K`&V41b` zx>gYS4B+IZumv}20CSfDc zlR&ue1Ix3ap~W?YWpx7kzQcN%Q4a{mA`S=oOPA`7F%UJTx>AOmh{&H#7qaBGzGrE! zaO>-4Jdq%`zdx(75z!0vRgCX8`CSBcfMm0wN9zs%TZmy_ko#U&5{Fx&tf=&xCI;i= z_t6}&ENn)L3BjXgzFQsNkLytKL*uc9cxh`VJvooxOS>D0#~8GB=1dwA6490##||d##*b%0rvkFvddl0xH+)hHM~Lv-CxS zbx&{NWS(okFePQIS0-x_LQ=j<|U{<1~MD#Tzs6Hrv{0R z4c|)lv8+AYyk+L#sEhpyAA({m54qdMq{t^B>Py2o?V7#%_$60qIo53^98*p#Q3tO9 z+BOi?GNB^j_^xR{Q5) zJ(&nomO8gH0%*H89UgQkijJv$v(R3tst=nl4)oimn=9Lp*pR3jFPfv&h%uVDusn!- z5?IUEu3n>Y_mL0ti=y^>Pmy%T6G9l-@y&!gt~o@J+L7Row8I>f;{>=Amw6=#9AdPDQW2RFA*39=>{5zbvuLxqky2VW)_a z*!&vHnSPlW_8?w9f*yOJqSbpLIrhkt*`S^GLwS9h-J{L$u-I1nak}oazJD2j6+|(Z zndSe??%!&%zrmjwg#VR7gB(reug%w}=%;^o(+zq!K0{Q-aUg0!1cQl6UmXEZ1Vq;L zp60mLkbr6+RslNt2~+rWSm_MmGswBP1{?nSik!NosNb8WTz?X{RCuj*UwP2nKn?_Wv?B&u?{+ty*ENFgC$F)`6NVc2G zkX)}Iz_UmPBJKMEd=gNhSKOZ5&Mi1b-hy$>M!>{O<6VEbTgralxK$l5u9V$T{jh>& zH+bmWIv}&Jud5!&kjmb*xViAHQcno|9LZGrg@j2A0?-$Fr8k{Z3X?o>xmv1VAfn62silcz0ha5{71 zLD%Kqn)bEDYYY9}&`q#=aKIUtv*n-Cgx<@EP#cD|$a8T-jw=H^`P9Bz=Gme#z zT6E46I+i>B^vGOJH28kOe!F8et{qczNQMLBD^;9f35ioxg~G;dn|j@zWCnECP}FfY zdhWx!#@@8bd4Zuc$|^l`T`g{D8sx6mKxpdx(S_@TxTC|v!B#7Rw0{AX<mYR$y_vTzFQvxlJ`numc5KAh$TI1Af;X5F4!j z2Q^UX;YWkC3{f1dBEKkw=~84_`Sl0`9v8i~mVzEt16PL&gR4sBn%%(>5QdY3QAqC7&e1!KoMt>)EtJfOl{sPG^Qmozpcb!bS;bCZ57M%Vk)GL{N}#nl^bw zdcZ|>ozxXNfVk0{HU^SD)o>+BB79i?=Wq~B$4E7pVlKz@X8Ye>1~~-U%t6tAZy`A# zBSx=sr3wj-ZZ1qoX=C+w#;wxEoE&wc>d%pzk88dK8P9`d-!mh6qhVPpL~%1QMP-sP zpNMPR&*{8)Zi2nSybli2UEpqM@N1J|(V zFp_%>l7h9nlZ4u`l(^b^Ga0&^kKh|AW~O;p17b}loy0(G`D9V8mi@q_{z({ijd8i9 z-u9*+gpoaFqcZepoB9fd0(p<|3tfXAwAu`4!tOWEd9B@7?w+WU{KDaM@$?i-&VDG1 zq;RSV7C;TAo(o(+r)7LLT-jX&?wodpEWLgwVhH3`LjB^(= z|By|*nC)ZfTOL28>G0?3TI}>XXd$E@f|_oeH@-)Ed(d9ZcTw2R`aUsfLVFeKnBOTM zt=$|YA;d`hAe>eR4Y*>rsjvvir*1k}v|t-zbcI4yFp;YeX$%E_@fv$}=OIQ@Lnr#} zgFg`2?}ZHpE#r-kGeg4Y{mC04-2*y7^sk;qua`NEYdi@bP12dUrON4wxOp9^$W@jN z#4t+tSwY{#{Xt!#;%0id%EJ(s!hgBVBKg17H5FX7J6s6QjEoGRb2kIQKaxfm)Z_>v zU*@2asyPQcgp8MhrV-Vk)i3Tty*v7U$Ejhw+S_2!I9Fzmi2!2@&QtJfWMF|p4AWP) z@|1CIn<2c$?$#wW-oc@)8XmhNcw>2U{E`l_IEh3w?xgzJLBW~#Cmz<5WS3pf#AmT`{*d$2{7w) zk@Y-j^Q*)=4whC43-R=;2*C|1oH?Rec3bJqZvRFY`ofB6BsBoz|t7g;rM7_7oK8qZehWN1Aaq ziJxtIjj(lUquthY$*-p9X=3Dv0!VreJ%|II_zuuzBS`9jn?>Mc_++wE zy|=*+_

GKCME(nCNJFUXLx#Tl;opQa)4En78kPBSVhD;4fVWDBFEqF*l)T%Qa~m zT(sDE;7rfBEok2myu8*KxuCOD$Ab3~xI>0L~jYFMScom3g3e0&~$k` z5sX_Zn_k*0(+g#SyL0PhqtjG|ewg09r9e3Dhz(+TAVPQ+(Rsc^{Zr16k`g|jf!oJr zJZbuR`>x`RSgoQUT(tCw9uMX9g`lolOfP0o7uEkJ(*9>pNY|5o%l7nf#aeYY_95^t z;Ec|(*WNN?m!VHgE9Am#tJ;N0y;YGw=E!mprhZD1`lJ<_j!7n~Zv1U`Zle*$dBoL- z9SY_84j^ga}nEvJCrX`d`88Uxa{awRKFaEV%=RLp4(BlYxY+s}uo& ztyccj4kBwQysGRa)pEQ7C!my{gEa{T5_nZ)#OG*`rVF7mobe7UPGjPN4x>mdY&Fub zeM=%TcB*m|wu%wzO9G@8_qFIlsEDq+CYbTV1HG><&X@yGT5lbg1_bQvJi&)1=>;#h zbwQjIXVevzYURCv!707W$uq|!%a@i;nS^Tdk*8^DxHEcc3<`Ynr$!Ta^&c!nPYutN zFL2T2=c-qeFDv409oK4a(%$)4VhUkLWOQS1sVwyqK}w4yp-0UzU2ZndD4AiM{8`?Zb0)+$Jb%I;GKyC$y8DH+^A_OX3c>V`&l%o`J$*;K!7*J(=-m-f z5;XmU4vRf?KsMITp@<}uDL`}0Bf7SoVfDSfyVJv#qdOTn4>Og|vt9Uv-!#3C1;~UUcmCkg0^*ue?$b@X{u1%8ba& zcwSYVD{gN`3TRV zW|btw85;LNz)N3VBd6!1E6q3fb0kQ4j=^QCs6K){M!X#bF@P#h539K7m%J(Sjb^O# z86)BdZnz8oPtT!BF96S=uwQ4&s1_Sb&G#hRLq+#P_r+yIQ- z^Zo~A1b8A1rd!*SI2ypxsBH3=x}#Jw_W>sDf6amVA)U74_~!y;$gDx@MjW>poqV^3=eZBnj^OCJO&`G=he%w~sv2&F%G8rIO< zZ$th~n@WyZ+v3;fH4<@=5)+3Tr4>t&Is&TD<m*QOqnU~OgvS1`ns25S z(_b#5fZ%@I%=4fiqjXm#GWmjgAXJJ_rCYB7|2x)B%1 zwt8ww4G%I)sJ%xVv9NWyqDj+ECf@9Jbe2RQ>-XMeNSXG$4PZF#K`%lx_T!Isz$a5h zXMBA-X_hyM$ta$;=yji7Ove4Au=Od*A1J_*dl}x3lUrKdb3MDNh~RIuJSA$TT-|PE zRp=hJCi(OYJ|2Xflp*j<%lN0O1_9_MA|uO9$C-9v`i0XNvQ$y!cX00hUDZNFL}wFv zyI>5&7>9BxB)O20xN0~wiGy4mmuX`*T|n%_{Z~U@LaoaI{~Uf@^f5r)KC?eWm|VA| zbc_YnQg6b8W`Ods27?aRv*6Hg*EX(WtwQc@4EQyXhY2PA+-ZAR7Utv}<~&BQ*!ynw z`4JPlMr`{??Ze>LStOM(2i~%j%9PeYPp=f7Z)eC==vJ=ZG--ky)z#?2P>(!mS9CDO z#+daNT^FJfI@`tqQUue+f@s1+G0=uRa=dNmSfsXGB)6{nJNS(NI;1*h zn&G6aGbVxGU=;wpFz`X5;!K>@9f*RmZgd3|#{rytdKe_y!8U3^5&~C6J;nfp;d8cw zD4hfyk`CpJIiAn;JKCu|O6Eavpc*43oW97#Ldm;j{Y^qo&{nC-uYlX(;?bj@j-zX! zMR>r1!^vI?aS!ZGJpaB;8XMM-+_xV?UlO1j{I2==BU)A590&0alM=VE{ERv77y4~; z*tMTqp|bXf4<>m6eeY;rF*_%3HZ)P!-0I5kraRHW%+9ulaIqKV`C`2}PhErUBQ^FmQo0eHpKNXhM~#{g}owiWt}!Uq)MesU_6`g z|8C;2XIxYZF$wF?JH565dH`-w>wfBmeOF8cMc6ybNh-4(B2 zRrdQrmqXw@;xhuS06+{M&mHjh%VP$Uy*t?NOLS>)tG&IBe~X(!!zsy>?8j*j;WN+E zp7WM{8(aD1I*`NWQFJP5LmBe0>#&-h?DNhTS{!wDz8>~tplm*%zJFml`IW`uJ)nV2 z)x|Jicxb?D+w_KUpHFQ=bgSq!XL2V;!1vyFqX9#vQi+*qGJcs=LJuDIZr|1mwN2i~ zoZt3$J<~ik0}4+sl*eV{>Xq>?(+f)btGh+eKae?n`9lKSvjWv;?lQKkx{KZ?eVR4P z_nbRf-WKUwx@-wOwf_x;gp=`P&e5Pf@kLJ>gKg@DpzRs3Qdj{B zqL;BJ&X~Qg7JNa01USBe39JL>uKgjh+Vq>gp5FC12Y_-{dNA_;b&-CeRRg3wA;*&BJ8JO#w@&3&JKZcZN7ytkO literal 0 HcmV?d00001 diff --git a/quarto/limits/figures/korean-mobius.jpg b/quarto/limits/figures/korean-mobius.jpg new file mode 100644 index 0000000000000000000000000000000000000000..8816f765d33cdcd20cd5dda7bde95baaa11c63d1 GIT binary patch literal 1535242 zcmbTc1yof})HghEflFUnkW>(q4(U>nQV~Jv?(S|7rKFKg=|(!F8|hX$q`NQuUH#Xy z-t|4-de^rvbI$MX*|TT%p1o)0p2O{r+XaC4LPA;sAR!|GDZ~fdE~3ncJDV5+AR_}9 z0RZR#7YPQC5eN-Ys*v#hU|a;QMK_cicO>$E@d(nxzhw{_kU0Ld z#X-nTA#wh}LjWj7<1nU;ZZl@R2YB9{htLNr-mfskODa z0Wf)EY-MRc!||Brjjh#hHo~&sqx|bGDJ}DchLe?pot29Z08Vz!#{wMe0$l7g>^uV8 z+yd-8|7Ux;_X+=4gxvf-`Cr@}aQ{E+0vP_r7XX9<07dkM!p_OX84mf!QskjIDe=&Rdoxf!eGoJC+_>q3QJ`?$G{%;KV9~kA|@jS^y{hLpWkU{$&GMs;8 zeveZslk3me5YY%R&V2j_vm&r%ruN_Rzhm_;`rWM_qF^Bk>Ob?$&OyV$DZtJxz{&gX z-2YD=6FZ`o9f1Gyj!;z&01N{lN1p+t`{w`*n*t!|@K;xVqU(34aYAQNFE9vDxe#5h zBgVB1?iAGk%zPh29R{Kx0fMVne}Dg-MX3KT5lf@1qi05AZ)<{xWg0yl3jZ!xFFE)+(YCdiX!6rhcEt{|CeWf^DPk)zrFFh{LbXRa}~u8 z5nunb4F%YLwSD-IkEQN{fkUy^)udkbWf&eg`IUnz^2Z9m*2`EG+G9 zqEmfyPm7oq=+jiYa1hlo-n z8ic?TJ!@Ng1lC4i9w&S2-#89|iS&$h5I#aGL||rH!~hZa$8WywUwHdBHu{7Agg=q( zJ9#mLZA1t@jnV(Wy8i>~8QWSQWF8}A==3ct5&Dsp|HAsevHNdqVeWt!+aLNpXV?ao z3U3j2Iz*uWl0X{BfH!~!=mG~|0?dIuVs=e{C4yrIs^hFplyM-USBGeqLd-QFHOKrBvC09=RP-d=vWy}eFH zq`?dT&6fYQw@L$m?*zdQ|BpwPib$aki0!QXKb~$Z0M-5gkp8sRvDNw04YZuS4gZbX3o=ePe)nZNya zyNNvZR9^Po@18)J7h+v1F#sS6vDdvrURt6ay zdn1FmGQ^_0gbeubAwWq40*(zKVBix3Y!*QP)*u8(?m&PF77Cz#gaWd}QNVLO6!6R& z1<)sOH{z7g9_@LP{BwDDj+~C+9Zvr05*vV zSocxEB{~{lzK;gn1kpglJ2bFufd(S|(11cJ8qlpl12)5G;KddiD1|~nHysqzK7|4e zEhsp4hl1WjDA=ikg4Ag!7{7u7N-A_vEs732bkG6%2Xvs5jSe)r(SgziI+6C*uOl23&A8g$o+s zxImT|2IkmcKvEJ0CNyB6%^n8)KfwT6It+}~z<|sU3{0=VfX^)qp$iWTvEzXzX*|H8 ziwBro@jzh&9*EDw1GBAofN>rVNT1_@PlWhjn;9Q8O5lS^ZG3Rzh7Zh`VA&Ca=gGuCsEZg> z?-K*ryCh)c83}MUCjs-(B;c@-1mvxefIZk9fW~(R+%^MzbS!qPG6>RrfQ*j>!AH7n zM{E@U2^HxN{Rwx(1#$2}K}Cb2V_;$-1S%055fTJ~i~>PLML|K-di*{Zq2Qwu+~atP zMkuEPy>COr=@an@O#b*ewYaqWYh`t9ePi?B@aXvD^bCG}@!KxM zsp&7X5ZAvf`#;A97?JVM;Q-3=Jupx*; z5k3STh=OabaA{03S(ac(IDav%+=2dGi^41k1AdI8NLjuOO{ArH5_rDU{TTkf2j~_V zP~du?A?v@hGC7c#|MH&WyI`pgHW59-OkBN!)VR)*icNKHZoP`uTK5V@x%nxSUkvBD z^tnZgi%{O5VB$1aTHO_w%o6Ts{5o%p(zUWfmIlKb=7EoCZE(G|uwp)A7c!#tnWXH0 zR}BwaN@f%c!9B%yB1uxkXWXH73VU(vA-lM3VS`NWzwh` zn|?W#hRpvXj~4nMOjB?OD(H5grs}ACeEFW@wDn-ymg)X2P&{DSV(BckHDo(OUI4WG&-)B9~phv}iqs>#S36e2B;{rwu7emlq-DQQum#GrUDmkACGB()- zgEl-#HZ<8Qg4V=qs@bReI^tGjOZT*1v}OHJeZ_h|z$I=gD4Gn(gxE2vM^qJ@-vSl5 zj#Dm2Rbvg>&v{zN6*+gu)BOuKEduey$lwc|U)3}o+a9iNlM}6qK|JQjxKE&|o~tQ! zu9|5s-q>6l3E;4Zc2P0VfVKDO%5=}!7=c%jgMiZe;}D8yKjCTVmbLvo4T9X#qIR)8uE_a?TM#%2G|*nCl5k!golAbu$CIz=q#!q_dVcig;7(9xRUPt~`J?80@1itC zbE>lP8^(7|+Ug%#^U>VALpsGN31ZRz7Ew&`JZ;gVLuJhUX@*+%T5S)-FUy&o2E!O>382@Clmny-;|Rb9l07v-avaq_e+G7T=ag;N>KWXMc;zEsjuN; zCG~2%IhRbK5f(V#Zcr005>{2nYUw}L$dR=2!c@V*4)x-pNi|QkrB9akd(X5rN>`-} z&Gm`8q~RI$^u1thhn>+c#JR8c>bPWykh;P!OdQYH+=%PAM4Tv6Zb67WPr~bXBl0es zI`o<3wv?QMq9=uExqAbQytWu9b|GU(koNub?J#{0@7x(n%{ydU3Wnp4n={FpnUdZM zcvkigE{DN7*vnOXJmcHmK($B@ySOD-Tql;6Uh+w7;4Or85wFGG0)j$|gy;AK_Xni; z2G`AcPrN8*dUB`X)z8JugQg$IJ3(n;240+PJfW7o1(Z)kz8}h>xJ!(=>lJ#WNKNpK z+j_AJqq<)CD2JoIRYXQ@k?Zc>lU{vsj{St{b8x1%LmvB6ly^SFM5`xXJdBa1UHZ9% z-k#Y6VIFmW=MtvR&y67zBSR47yTMU!d2IThaK3(slxg>rEQez?!*I!)-v8Qk!YlZ= zyadjxJ}fy`UzWn%rO{6Y!aPl9poGX~mU!5S)X~-wj2TRVaqrZJjjxo(3#p~+Yes(Q zs*>I1+Nmll)Pz&$;WJxEMcIsUHtRfy=sb6iIyP!48DWY`@j$y7mN0Pe$e6ce zI`ZnA(wOjFGOUSr5+a-9RAoBh}Wv9ioEb|?Pcnv zV_}WWW7&${e$PWa&_LZ%SLizEQ=zudDVgw{!EXJP9(RFPwwkklYh9I(Acn|K9XdVX zq->()ElsjZK{E+THkEymEPAVo>3D5%%Wj`Hz%xBvFxjb|_-1g^ZHA;YUT&Eb$=NAVOOxtN&eCGNdo?K(#4380Y=Kn;^kz0sac>~gyL>n{PSN| zHN?IPTM;5jG1utCO?*c>9HD7T_3>Ad(>j^8*uG|WXFjcW&5>HpM5;CkdRf8Hs$z4U zwU!#Z`@U+3S*|#DcE;$;Os+2kNTfYn&-te$R z9HOv6hS8B4wvTuF?w)-ps&I~Dnf>J5);I>d1TGUhruzLuy$rSRobRZ}a=sK6Q28Qk zL&vjCNGUAqx>9h})%0vQ{v35d7^C0Uvg4-dHsy+g~xm07Kv5bv5DA#<4a?fH6A_J zzyN4U(xk!urTl)?$E+7Z(xfg7;l!7-96M6Du3c^ZYJP+ke4#tt)I6dW8H^!Bu*Yhr7$yjw%P2T+_{()l| z+tu5a2}An1Qt8o}PX*fKZbo^HEd5UxM_RIt;}VrI^4CL#p7L++xOd)TVn%ZoZ zg(dd3hfVtZP#mVdgl(v!eO!_Sa4-4L{$>@@qCDH2h$KRdf#hXMH!--4Xxjl2llzTn zSxR3bVmj`8a;MDGl0hHU)w%ysCv4CD#v%E;pxPkX^|#K$RP>i0B5ZNpNEp7oOTnv| zxVpEr`sq#JSiFd?EOd2C1L|#`Z1&7g*mgT^Er^3^bih?fW2uR7{i6NhB5eBIN4?}3OZ$?tPi}UGL%xP|BgNzijR)4kC2DLN{&grbW5|HOuN?|Ijgk-U78Z+%Zd-2W z9Vzg*i=%4NW$s@$ga_MqHG=CLM=$4Ngj^S}Z=zS4@H)Q~Jghx(B!JU6q1=c>=Z45- zm^i6sXDz+_>BJmMK-^4gZC>T3a0`%}U(72VaK3a@DN1gmK{<+{S}rZ&7;)!c8YENU zu1tTNA~h9xc!o*9=l*sVxO}^P zFNiKGn3bK$O`+@(U7EcGP#MvSd~qEw_|)NM+hNK;_k#khci+meI2u*(!%|2M2{XZ zm8WDD=?$3=tG!@j=!;rAA#Ryz*RFBs!kiVod(wohT(ld30_!ncsHPvf~b^GbZvtY+v+B zBmS@gNwe%9<=tF#Nz|sDqkD#-v=1_ySj`}vs+Aoxu!^g=0Xt1E12^UgO^IaI2eaKp z*n{b5V-}WoIJ+Sc!K+D=ulH7%Q*xHU2fKirz%~rgtg>BQVhyWA9m5dq^G&{;PW55Uo5@!Hy3bcgJ812AhmoGj zqDz4;2sD}RFh4!r=~tPSUwAl`0p2-Ct7A`R-IEYD{p`;utE0w+6WA!$!kzk9Ek`Py zLWC*1i(hrjD#=Cfuy}$r8t_l4=9>t36nze(E2O5XtpBR^;(3zZmRhE^rO9yFLj&`$ z7aO#sR3>yB#kh}Ne%A}B3fOX8Q&+wh_$E|jKOcWqr3YJ|%dTG0@!OY<+?Q6l%3<_} zQwkCKWc*lHbVj5?j)mP0f?^h{flqd!uC=fLTIZ{JBkpLaM+KaVtSa(R zVId;46$elICra|vHCkuz4tfN4XjpAVNjG7X1yRF~e~nkVIkUa18o}tYNYE!#s{c~zeZl#9LioqyrA+tvqVM6(ksc4(5~>b~UrTk8=I*GRNjuo& ziJOGYT42Ay%}LmHH!!2mS)R4(U=;c!*!wffkK=kGyv}FvORhVY19n~Ic*m4}+C97J zky1!ZeN*V2(3w`pRuKi!IWpuJ8TsXRese6(6ysDLsu>SHSNNqkQ6d}=qftr{Be`&4 zHSu9D9y~SW(fElJrR>C@+%Olb)_!y6I z*IQ)SIF75@!sk{!R(dRp937vzHJ8x*B$WMQ8q6Hhsy>~0Uv*W!2ye6Qqa*XE!0sw- zsIS3+80aZ%nq};-eJplYcswOj=xIhJeZ~Mz3Ttrc;&t>Y@)OQrKfRV-`|NiuWth%A zNVNDc(N8L<;)FhjI!Fs&msF6L*1(SB_(4@4Bo0Z3%MC6aA z$9q$6J8tj}v^qXD;W<;Ul{W^Q=U{WuO7-<0A^iwtYK_pZ*5a1!ZpcNk=dtwTuwdWX zHj~Ffzb|Sgah`GS+i9`DoQlJvuFsAs;}aVs--jXs0g6M6x ziKNrJmX#P!(LZXv7k8;wEV8m6@CSEK_)c&HreD9G5>0V|a>u1~g>F${UveLcVGu~x z5Q`*@DS6_nq{T=-V7gyS1XDepAZfMdjH+knBReVj_EIqMT7i-XeV-$t$6b7m-V$vuZ!4 z*kV`8BH+5!+1JbO)5jJ?jh80oE1TLpB)BSB@5p}UeH!KV!1J5wK3jxk$I-p#gV#q1 zSLN3=$K#{!D*H{H69p9=sGphJ!jknPRj)aQOUU2sTZZKi`k5svlSWLg2Hd@zDS+FG z5C(bPW$Q_=zN(^rabOk58)>3NbcJs#x&rSq7hSORW}1RQxtCMPEgZL+VBAfMmE#t) zqG$Wn$0ZqAnPELP_;pgJYGJd6%yu;sp~0V6Cb}r?t_oNsj?@Nj4(KcGl@!JnSVpah zdllTugaybmj<}Yxn~d(X_iMcj#4K0mH@7)*$+DKz9FNG`Y(^v zHbz?*6s`0|WL-5T;^0gvf$x(T-Jxb~H`!aRa8v{5F!`p5MZe3J!EFwhY(n-e8zW7R zI@~3<&)u%S3$TbTC>EKyU{$4OV8xh226N_0QmzdQ%~$SbAd8g@vT`AH@o3W2EWWS zBVl?xl}S$*f@QJ1+BKA55Y}E2aA#jS$K>qL!>=Dhsx=$$Ve`(0<}Eld>PSEAsn{~} zi25)Ec1bCyX15ZrQ*?#`CypDQLNp%B-V^!MDJiz6VQtvM5@O}2McK4SHI!X_K)+Qa zp@JR~=l$di$<$%|Sc_x}ms@bu(2AUHnRZpk9=XvCo}B%vk*20LP$gF*((QeM6<@E)BOThAYX&&2Pq_pOHb+nN4~0Qx!`R?OCX{TI-6xEY5lk zHCG+hRc#X>M>e2&FfLstD@iN2H0+;#DHNw1k0X`nhBS!{;r|$?GF@;X5Nfs`}=V2M?2rRCu`*k*nnPbm7x<_>{7Po297Q43x zkD@Lm)Z<1mhCI`2jOywtKNjUY%L?0okDIy0#8=(lfh0|Qr_ZN+k(K#1QvB0{z-Ci@ z`GGUWpV#Zf&FUtKsa!vlxtg;xzE!(Q5v4c7gIU@w4lDjps8f;U#-5oShDjo>prU%_9ktgLqwPxg zJQR4%t_xwNS)zfgB9!x2vF%ZWbC%mh+eg2bN-S>-GJk>NAk6I`^7~`?boS3y2 z9x7izwvr~7|bSXvk3G7nMV$HE3{eeN=n7SzW zFw#l5hr7kd_`8pF8)ZR{Rmp0YoXM-iYARpiR11n~FQJcNX{6a=hKKW5=8IvkhQA9Y zoV{et^g+DU-gxyD#}t`=P1w|`Oxoz4v_Y`uO@KNiqb@ORJEQKn-=YLeT5Z*>8m(@(tb*cDRly9hkTx=kq(z zGSH4Gu`RM;X*7)Cc-E6(H%E+o+auC2PMSe0-m7QU5u-oy!!dPc1ns!gl%RD`-ctY60N>E5*1!(C*85=b4l@UcMOTxzQ5UT@l3fxhKmMObOII}dIAet+(q|qL5C8D^peRo8ME}j z>Z2p0B=6TY*Ulw%o@B-sY@rennedO$p9>#3@aeEiAYUj$xF4TB80cH_T1cwmWb2SI zdgnYCQ}=3^>2yYuD{Q1eav80+DG&prn{)HNXiJvs1;fHz{Gu1^O1x=Eh%dlrNtakm z|7uy-GkU3sq)-(W#N%(YNB%D48U9S4)9tjl-T9=y!0#Psu0;lBn5ud0eLrN{hW&Uptb3hkj}hx@gKu~8uzo^8 zt8TEk*F@7)YocrHCqo|;PBb~7NkdMTg4B5~eJ$fbhsd9$SNb1lk4uud*C$L?;=`0^ zZvhpz&uN#-;yVYwS@Z$9C)fNX17Xvqq7|OQS~xqO7gk4a!3%wq$&J*H+pO3;_n%Lx zyxm_=TD!BOW5qqWlej-AhHpivrn++rTuSucn9=XhmPHO-+9{SteA&OqJr~cUP1Sil z2B~YYY|i_>Ox4=JrL?b@<@|WCjAy*s2k)1wS95`;C~(Qcnw7om?iPZ{c9uuKl{IqI zH3?_tQQR6%;AlDN@Km{(b4`$3`m#zvG(yGcwP35XwK5lBpuN9pL#lv@MAk!Tb|8C$ ziA2ZHS(nN2on9xK7&BwH)C8S)btz{zrI>&x9zLG6$%%O27N#|-MZny(N-9jsYwf{w zjMeUm_VxNpBSfqS?r3AP#0G0ExxZgHocSQg_B*U^F8X|bA`(4eK;b8iuFbmLj^@!N z@0C;o+~R;%x-PzFR6l{Qc$r~^y*&FUm|{^f%ULZYX`cB!-F-THN@K&du*yj;Znc_) zB53w06s;oRL8uA&m^iktHms7>kKVf22IyWb#n{W-W{jT)M=#S>}ooT3<2x(;7!ox}5RI0!3tFs9X5Azgb8b6xKKIWdE1~dT3O;jkR3gCZq`6~4d&M*g4W3pj zOYHt+&Xn9mn@jzoyDR*BbjjePbr2i>DnG}1ZzvM+e*MW%B{iv;nb|6_a+D223KF;l z0;!#@!(%7XMdQ}@ZK1+wQpH=XFB&O_5>;p(7k{&b8Is*Z$EVLM(e9URq&$>k{u0B0 z;8C5jr{k0dLN{aLv$9W=eiEOV@w32Xz$C-G&`c2|B?ho++H07`}V{Vx^5&Chu zy3xqFo-=HNgX0pupyQubii7=AC7&kBza@1ST;3VJZk%-yl6o+_M5*mc#6%Kfn^ z;2twwC6ysGYN;muwVE(0UaF<5(nVLjq2e;b9MaNZ`P9w8rVP(h7xDJYh$LVw>Y9gN zn~wlLwSBzzlD}~po#8=qj+hx;-3P6@si5W?iPWNbN#Tn&ES-#n8zKTxc{$V4`yvZc z3ot8Fi~jYRCso}}-om9m3abJx`XLlO3^_tJ8fb~8%nMd!H>XQlZDdp@5fGW{j-ucP z3rB|9-ddUWptf}&kur73zK%ZT-Tr=aXQ=UEap}QxMq}M6sZ}HFmZvmp z_$zfrX(hDq#S-{iWq4}g;6j|@eA}E}QB^ZsyZDD!>gq2&nh7iU$l7kzEu(Guj7Kh{ zgpqFJg7#yTDkBRbDEbd6J(yA>FG!aU7eFyT;%)2p4Rzqk*v&ZS>Krk%q)b=n!>{KW z#jYYH+;jffD&5kbcQn>=OjjyJiRMi6Oz(107JY+wyDrsz+F?+dDEc*KIk|oMG7@R8 zr9?QX+v(?%L^(U(LQ4FGW*t_>*yT9>!gYpq8st6WX|YBzZb+bAC#>WT&QRh zD>u2@&3|ncGb|)wA69`O+56DItBb5e2mZ(=TLT`swAA9>Mv*ruuc^irZ&yot*;^oU< zH{>#&15>^CO%%&z&+4ODJx+rsm#aUqW{)>5WHw?3!vrW9o>x_BOU^Pm+)o`ZIHgt# z{bl0A+|}p#1}Yrl_|7#YTEIg71Ka7_%b$nUI~m1o*`5Q9bnE&}AD7<9ItF$fm$Wkp zx_!dABUPmpyMseUJ84aJZFZt}gURc{65HH>B~ul}D}Z>GRyc!nMKG;Sa;@0JOyx-8 z_}~Y7)lbsXhh}RWqWH(oY>V8hDhI6b6bYX(9-Zrmhp+ue;VXintKS0iO*1&yqbMdQd5^>6!mO?Fb zty^Gr-=zPMmhgM_PFon&T=e=4@{m0>3A}E;Rer|B#M((HBwV_ibnETS&<*;2Y)i7z z%h7rkj+!z0_Ctc#MEX86qlW_cY8|dJP2To8Hb!L<$>m{76!`Pp%W~>3ooMRnD;fH= zC19_i+ym;HBKO7&)p}1^6U)ApYIueeIwuVKR=gN05!zYDF*Rc0;XU5!y)3A)Z(yAf z3blphSf1>pkicUPqMjb0hP5$inE#mCgx%#+Ug9Ib`>Rx;gPXN{H2#W-H-^0Nh9jl5r=qg9Hn*= zM1sq8lQWMpx2&Rk^UjJzk^sl6jab91m7-WyW>&L8sZ3Q!%T326W+O#Kl{?5*_@*Cv zY>13{4e55yooqIOCnM*?S3B(Rg}l3H4D$q;C^^n_(}Shi3Rfdl3{ZbXd?H!fqcSVr z|24@j_Q>kQ7UHuGBi3t8#XM=S6N^<5Z@(8Re7RO+?@I6UxWF#EnM+8@ns22}ugIuR zk|)DHHHeC3AIWVVcg8~gXO99cja!)MdhC)`M`~b-Wo7=Rrx|A%3S$s@*H@~Fgc3i$ zPYV+7jei!;R`YGVM}yg^vqn33xd9)#!~5#E?7~bEy*7%%<%>?OviKcFZbhc}IA;VL z6u~L}6IDVQix$++lMTmwT#^MGp(33%CD1GD+WmU2b=MD6<~9b;69Z_l?V7oFUoMCF z->~do)YjtI&@lO7D-*yjx%+fSMV{7)K*;soN#2p13fWb=ol`fK@V}c^%gmK5IU7x~%VQcGMmhO2; zS|jd+rTq@4jQn~&q*Y&kEto>LK~~{_J~an!3JtPjndxo9B(Gb`=9s9z?4ZVR5QX(y zPTgdFwQMUSrFLSVB%i9;k>e?i-)(zd@BvDCy0;;I?(=MozgTPYZt`VCt>*HUnksJf zgZgka4SE{AiqezrJa^GdFLO<X96UWZ9)l~9oX?lAfi<&T< zv(02-4IvHjQLfQ596dB|piy1i6VcYgX(GB+NL^ow__%Sjo`1X4Ek*N`hK`Nr73&P| zKB)Uv&BDZmAElBIljD^q^tOyh>^uI5=ne3Y~WnruG>N)_G&(tA2he z<-ge--cu4HOK&Ssmtqa;)1ytzS(KmtA-kBk)sc)5^z3`h+0{B(yNQWe_Ew3DCQvIT-7-t+4lPk*&Z+55 zvsL8%!rIwUZ%Lv?+T?I4hGC(nWjz?m)5a}3NhihM*J%l)2YV^$bsDw2BkrEcZ@=S3p$jnWJiI+xgU}d_@FLOw)t#m5>k$L^tZ<{#2eCi8f|EP zOYgBrUpL6q)&HE_dxBhMj594pm5QC9SbmHiI>x0qEonTwx#^_<0 z;^`UVdA+K)N6a(>lEndH7LW{Jhx_bYFujJKGqQq$U zeD~9Yd)_&D_bc5Q7CfG*1*}E>OyFH}0?$bRGt}Z_Vvi1375zF^$WF!SH zB@#VI_};bxHs_OU1(HkO9N9l#%BK`^s8Ii`ZlvHm54}UH4WX2AEqPxrRyZw=Q(1-; zIJ0LU5)I}0afl`KGJ|-?tSb>lTVLKIe&HjV-j2#(r zoOV`riFwPDgR>A%lAZ-GJeRw^OsyDEn0%ei>(V6}V?s}}+j8)~NDa?5C%(j)i6#^F z*y?t$5bgBj8N2^}C1LgE;Dfa#Q#S)}Kz^SA35->IFW7M`8Ha>Dg9TLrfNxtq~Y z^_eOEk}R`Z46_KMbLYH-6%@*)%9Y#(l8C1_Hk9hQiX0&1*-As5Adp0gbz@AC7zhE=r76iHT5+~M5shtJ*lA?qP=r(eXSbCMQ zb{vV<(s7h5UAWec_7tn=+t9~J_=V+EhybBy6{DPgSr zT0hJzGZF2mLguEo2Wy|O@xY#`jpf*gx?&oCyhr4b_)Tz^^et(JdVU8ylMD+-g|Pi>E{7(}oBu*1c*&6pR7oF|icd|Hr#3pc)DRVi6Z znl8H@_O`VZ-b#Vn?GLsKl=^EvKV(_e2#MsIfw+dL{y10*u<|4wh`FI^Ae5zPV?264 zuYRHESQTNQC2POvF0)Wj0y9JWqi>BD7t0|p<>2I0CF^!2xyRin-+Ai|kXqLwP6}}l zr@F=x?vJOrufj@|Q)7$W_8IpA+$B*+)M6AO7nPi~nh!eUo8CIVmbD8khg%3|r?O_{ z_2q`X%%w5PnP{M1B(4y6T_5|&dic4gIxf<{T>WI^419M@dBm`)$+kn;TM$6al``BP z)hm8{b?Cy=XrylYT4|yxD!Q=O$^4i)Sb&J6s@ip?kY2h6IHK%|oE*+J`5BF~vAlg5 zQfyeKjs3zVq>Fl@@gqFK-JzXFE@`^!2pRCxa<6G3P0qKZ+^=jhKKmN|Y~i>KvhkYJ zMvW-8&ULk9-*j!!>f>=L@eFS~WgD#w*$s3hD2Z@G(__hO9%efAc6Q?fcQ0iP1%Au6 zxX0r1tWj$tKU|L_!h<*VaUts`isYPLTGA`C#a=Ds4ONTYS&vFp^h~#8tICDU=AAXa2^Xlq#|QxguEP_E&d@9p78C;1`|;l9F^!3mnt_a6CDK}ARE zP0`yd>%NiNa(WFgeQBS<6Be&zLFXW&PG&fb`M4=6a7dUtt$&qslzB5;b+d7`_4>J0 zx7Y2^HL)zzm=!YDT%3_McndVE315#C5n-um`;u-c5==?jeO;TpTFQ>KlVb4-IOdLD z33*TdkxWlei7fL{sOv01V*8Akawu~6*^CI-G>h{J5V>0!YtX;6qNYR5dz^+_r~J9| z)c|%z8fCtBbybal?RSIVHQGwMx{^;75A|ODSV5(0Sr&qQDZw6dcgpK<;hqS-u@?-* zTa;ZjhHR29r3m`Y3jx#PAO#zSUM-HPE2T**W<4>g-YlIMR4;hKF*TO+rYu1ZYpk_U zZ|2)0qgzlE1deY3OX%*+cvPO&kB!q3?y+?4x4sGIu_|NrM$mvt%DWS1-|Ifv<$Q;A zzlO@~blAzQ&(V#2iJWh@6YeXj^=7=2swr^&5VBDqOJU4wuJ^G$sNV9I-MIqOEeMPu ziPi0-o0GGZVxVwasyCC|#~6F;LNNB&?wRzAb1$s3WaAcKxyzJV?CwS<{EA3omGC%{ zWUs{yf(0wGd9WTcrbTRBGlte4keDTlD5KGtbub3GLEwtpw*aNEsIc0lsZpy@wBAdg zCKdWPHgw8GJussaU076=-#2`J9=63RLN=bkNk|s$O=FL#?23766`*A?UePbG^&HJv z7xM^zl3ccA;#;=}#ilV}_rNX?_tBgF>%S0S3CjTov^olY8jZ*1{!o8TvI&DzwDI;42^*D8Tak-zuj zWD)b+Bc4zsew0gJrLK?m-%Nx$Dy5|P&5?ZJN=CF@%ppHYM!q^sPmb#J4G$(o;y-mTDk2K{h|8x3-bb#U#UG6LDAZ6P*x8PLCDgo9H}|a{WRbljkC` zx}FWj5Q_**icpS0VtG2L&o1te4dpwY-1{dXP03EqK^fV+b{9(VW}@WgEc6Pa$7k`P zjpUG9@U*b`v`gFHjW9^xsrNoAB4)PK;L{vJvPMoi*#(J7haZSMbk!g?ATj5uNlUvI54 z$->M8c83Q2*l6z!t@_;UcefKjweK6AE3^5YB1c!5tC0 zcR4EoLp;(^@mV>ex_3~O^`NZ7QHS#@1?sw4T%B)wNa1V?$(O*NHuUe@e+n~gvhcRJ z3Q3jj^h$;lg{BtSP2QkaTH$$_w*Ej*l!D|9YE~dET=053c*xOz{H0$P#@Ev=T4Z4| z4=c$I+p(~eU;6P;FKLbPVsbd<6P+9ljiu&Ent_pC(--QGz>y9{4}&YnQ)REQLgJ}^}tqE6)ds16K0rPyr2Kk&NBOs z^$r6c|DfvTfp4VgGWstqc2DlX&5Ne2O?56PE@z@6-rQ3C^usbQb046~b?u=^ z4o$G;m24ys-h%ci8{qXVyh}7Z4JTXEgePdhN`xN%Y=9?HZ8&1c!V~d!Zh;mCMjVC+V`R`DhhbFtuxTMFmG9Y1o|geNMMzYO@?y)&%*@Y+sI3#+hRGDmap zx|&=v)_{!0=RMz2CM+#AAsF^TWBS|38;G)R-Wnkq=m<+yRtT>*sr3*?}hNOrwf1M<#;$gHb47Nm}#3X4fi(xMako_}G}!BSy7$_Of97 z(AwpqrwdLRT%47 z%O>_+2#MKHm?q=dsg=$@t224lES-X?mzlWyVeQ@!b>BM?v2vej2ei(5bV?=Y-bvAe z>i4K~F4oSuy2>o+>e!`O{MO3I)(?SCoF;bgxi9I(YNPP=mtz?H$u9DOx9nzTV{3JS zI6u>9Q=?h0r;zcmDHW01gj{`Y%N1$DfZ5v|n24IRy_1mLf@EN(2Zb>gPFLUeYj&pf zmv(kI7jdCzUN7J|3%i;2d*lz2{K5Mgky_-&f%e>>c>xT;|LnqPZ@QsTO=riQW~w)4n_l(cGmCq?InRisSUiR$S!8eCPJg0m~$ znQpDo?7OG1%M{85Tl?kHDh+{Eau+m#ycsyd(85>-qs$Q#%b*7q&Uo9dMZ7LjZl8!e z=bED#*UK@z@naUYcD(C;3G_9{Xy2Q5PqHGH=Y9_yNxvjV{Mc|O^z6+&M_JHq&|ZBa zwLDkPAePMHK)MT?Wx&zg(q475VyDQvtXxwJ$+GvL*Agt2=T#3rE1cDP8KypLRWHhO zSNO&M0|Y_)z6mYZdperi^6}QGLR#BUj^LgmU_h=)n#V)mgK?G7_?htj&;Ah4jlMDP zdp_Un>F%x5J^Z_Xp!f8zymV=k`wCkrUn1t+qi?BPde_IlwKkEc_!st~hf>qyDgOWo z3~6`r{{RrUxsxZqrF|2noj_RIJfM}5HFoyMu1(;5UW=A}(eTa9_NU+<7;AcE#6d;P z%#Nds6fQu1$Zh-;Z*Ad8=hO;|pbMxZ6Zc2GcwVIxtt?jY z0$o^ofnQNY`zHR=vTN_AUifZ%Wq=UxBR~~`wmZFP_=om-_`jh|1%h~9S#Hh=bn@5% z$o>**FKHg;+=nypf5rBG1eNYJn{|;0#^OHjJ$MJww>(qvfqYZq2`oG|1g|S#O@a!7 z#B?Bf)+VR>IsACkyr^ybFLKg2`=emv@oMs&OW|L}KL~2RRNfo8vb>&sBtbN&a z2SQyBS=T&6sOVZ@x74TeE+sq_10x{R{{Rhj2(Iq_**so##s<;OPH|lRoBKZeYr05$ zS+D3<4Q#|WJ4j*IpgeJ2fui_F;?9kz!>M>r!t!~sZ3QzQIOq7YT3PTtP}hGtySs`~z`sf)jd4 z6KCby+XA_pt6z@a4LmbxC&Uj9J)NE6h^^j6h;TgRNEg2<-_CqLm{@#7DJ z-xfS7s?zv=;@-|lLaczscQ$zF$I`sNQPcH(KU0p^#nuwqBB)g@gPuVC9QsuApgOHD zOkNH+&C(^_-56XAq?5t*tQ`}>KN2-_9gUWkGFed`}9dryf&k5cke#9L8C@@_w}gh{|q! z9M*%y7`EEYwE9;#rK5L{pOtHL&v%rQ!uoq^o+8ggjkx?6SJzr3Bt;xj0p*N;L0$py z$3>pz`fKfS94gz>1=1;a~x5o-Mj!R+iVs{5*J(p zfGf;2t8@~Bvjs+TUYlmJtUyi9d0(Y*8=Lo+3AmDZ3;Nd?dmoYo!W?hvE2wzEgG5iC3)C5BFGq_>02g&IN^+PS|K+ptBC2MjO` z0DKei?@86=)S+Zj@Ir$)^~--s`Gu6JAdFY&#-j?}c%5|CK_=MpN4{~^opbPG!X6-T zad{9D4%>+T0NJr#tt$MA%^1p^&y#*1-UAd~cin}*tz>*iiZ<1n?l$63PCpZ0S!#a` z^iL01$}I)F#VK{c@1EneevJGm`$nO6cj6!QtC=GY$EuOj z^RG1VHO7)~|H>(AOGMe0uoyq-O4 z)QiyZ=e^H!mh?2H+=VJbEYboLeJH$Huyr0%kE4t}+u9+9)jb&(XZ zlg)OTd^VEL8}GpM73L}98+$86p5O)tf-9lZd_xV=t;Le@A;I>b4||g2#S}q)>aGQH z8qr6O&fC=Wsv1VGH11O6vZH}oy109YRv7R*&}U=JuIIR0-I6BWKT5Q-m+6czPAUy; zot17*GN*6<09v5ZUN(|2M&~Cu&*?xNHTpHxf-&Q0>U}GplIrEL96vHg*XdpUuV(ie zSY=(IKs;BH8~Lof#{+WiBNPGc{tB8IVa$CGb5o6P(Wecb1Bibs*h&5Y162dE+?svWb!8PT2uf=E`#h#rD zGjImqZoO8Wh-mfgra&=Jhk;vRxQIA7BXa({*NROq#2*nshFgpl67D!d;B z^mu~Z-Rch=(;uEf3CTa~?gF+%-5$F>r>4m(!uKdjoMX4=Q145G-i`H5_>1>Kd#!cYkKi+!Rn84`#i=h)dM3p11YD;}; z^3`@oryy`a#d#cG5B@Re0HwC09-|2yWJII#$*b1M@pjDwca|vU`^wROD$z+8wIkD` z@dU6FEJ}BtywZQdMzX1u!7O@=*Pgx4#I*zc2ajKqnsI-LGcvE(gi1U7l~+XBo#*@{ z@G~$V z`rWMd_X&v>7cHK6+En%)wfMjA8}@(y0EN-}QT#ygte0m@()>B9-%TOezcIyhtG64I z84d4Ww;ltwv9g6CxQjAeFj8~W5;8dLUx;2W_?52y&tJB`jr>QXGbOd&zjGzj3xVd^ z$#c1rb1Pt-ybwCqjfjd*L)W7_M#p9QUHlHvz7Xpcb7`(kw9*9xf;Sc~gN?+F6mkAf z$d>+1y#9O(^Gdip^{><)+l$414fx6MW5T{6@YUkOdcxlEpu?96@jH2BouFX1Ub*dG zl=>yT#Ii;v{n>+-2b}&j;*Y1kU-Fv)4I_Kr&*H7n1DV1OxD)N5{ zx#2$z-FT105osH?q^FkrYnTp7@d!ZHp+olqqSCA;y7MmM8w7bQPjifl@BDf2`~DFB z024u_#dqeTB1qX7^s(ttgQOX4JrNAyr94Ppx2>% zOoKwWg4JSv!vP<&ay;ZmA~kyZV~- zpAO6RizQipXYPHdF*(=Zv1Y@LaA`FA=w~HZW>LW-wM(uCj_y=J!5kb{HEA${H)c`^ zJx6+hJ&v~O=tn$j8uQ$m?z}w(-SCp?IY3y3e;V@mBo|>Poa{kb_ueCx&q)YrqmwCR@X_G{Cpk#jbmcMOb2U?6@o_}A3mvZdSWKeM)#tqo+I9Vxn0>U2&1C$34y;a*Mg=2f@wW`U}|OD%5EkI_}h{#EN!a!qi*7j%`? z{uSy`x^DXueXM&JqJDo``iO3i%P|S^d#72aN-nh9OOeuOQbGR!0$l$9TGF$BF6KA% zVO-~g=8osWnk><_?AXK4(l9Hah15u_-7A{1(ni>KvGMQi8DSj%02TCWi)C3Pmccy5 z;O$c^nXd%ZAidM>E?|~5!m(}K946}Z-`f`M6UPxAV)nQTvl0nf>AGUz%d!W`3)dRkbvaHTZGi{{RX2uHxhS zS`jp>6U1@|!00e@TmB&M&x7QrHkHhQl7U~lChhLde$4ewj$0SFFBjwxcUq5)O#9D8JekPmG1j1Uy zwyer>HwI(4bDqM!%J^Grt9Yx%R-OqiS{-WTW1cJlv(1rJ)bu9{it@kPE8zvNz%Pv2 zKY;uthiyvQEBQ`IZ{JNKl{>SA8)@O>`L#M}u4x`4<49rgKA{E8$@?N)D3B=U86@MH zpGVO=Gi|0%1Trg4f(CL4Y;j%3iL`GF>6%PB*NN_ga-<)-g>rJiPoXvP1lqmam&Z`G zE{d}5P&!~5^;70MRXIO|`@i;6_=`Wm?MKD>uA(vqoIp%~cC&Cn?IuL6g~wmPnj_Iue(b15vuXAQ}=;jf1t4ERWouO+-%jm$r3l3A3K^F+M= z02fbc`2)dz4YIoUZ7+!v=8<4$1RMZFO2Cj$7$=@N>0c=Lr^cQuyuW*GM^kpUizusw z90Ed)2Vqj9aVmVw`*%(FW1;*))_g(YUkY6;w$?Xt+oPu#U~&&EykLxRn)2Tbc+)`m zFXBtz4|t-@OUW#b_YAq-3l-yrILe;&^Jj*>DtP0=5Xq)^dsAymDc^jN?M4hwQg;K% z0De`o<2$R*5^1*jrl&BunG_OmpyQHyW2vnYXtfrO+xCa}f$;a@1?8N+541?;iZxj! zP09%w<7)xxIj@PG>3jfHmaRc%W&o5w}1om+32v~U2d%Q+Plqa&8BdYvm`V|gRZ zj@7xQ+$v9(Ju8+Tq)^+(9`$xm z57xZWeM~^Ek+;mFAC-3A7}Rbxi*#5c-7T&gKknB&;&N0+&|WL>FNeG@;p-m|YCt1u zFb5=p2x6PM=Dr%$n$mqv@=J63qazeK?VdW<(_SyvwXcd#rucVLoWXBtu@wNw-HpAr z_BEg5kAQZb7x2_Nt*!T+c`)7O?H~X_$2*NhHOg;IqrkMahXvn-ALP|*$kOWIBx9-L z6{n#=6n8RN>IZ2++U;E;m=gW)`<)`9^Zw z5Job?`q#@gc9$B*h=qcjJj%@XCb7Or6+I2BeOCCxcJ$ahN_#^aBrbUqolw6#g^Ukz}8;2&PK z$lLC?C7j?@i)D0Y?ZM`*!g1(&9hZ!?Au}BEco;n^y3(FG#_NISJijv^t$7!Q(mRP> z8MC|`;=5}*n~gr~ynL#Tp4h0d%;Bk9#F|Zwo#IWA`^FzHwoPI9i%z$e1-P}9RI21J z;aU2wuXA;OF`t~0N40ZP-#m^6NejgmIw2BkTs$o2?1;UJXP&FW%F7Lf34z~ zcc)2fBNNbbO&hJufs%1f+CwSrRwGc~FLP0-$snGUp{dgNMOIyCI}R03^QL&F>IpRo zAyoUM@;1cSk?Ju)DG-OKk^wQ5JCZJ^3D~GUI%eVE_Qltq?h(`x?qEoT*TMyrd(`B!>I!mvEjW~Y1VV3fVNeN z`&TD?>2l_0`|NtwE8;F2p39+L==L5Pn^U^lZd@=`&JQYa`qz+0YBd|XtC<^Ov3KX( z=AWc#*P7Jg+9urSGOBpaJ@PBqJ{|lK@t4Gp7-_x`(qLaU{#A^U%Y{D8~)Az00vj#?w7BNt6g3;l4wFG zDR@Jh|5H zaGD3~-|;~;`+M&M=`u;BYR}{e6sY~wgk``dcH9oN`Yquf+0)_A_Ck0UQO2iov54<2 z$z|O(0yi7U80lT-hW;~Ze*pCB4~7>SP}E|!v_y*THW?*x9>Aenf<}7RpLjpwKZHCb zjBk=R$ z&yKZSL*g6x`=&a#^|>>ili+HF@p8jXuvCp(+>U zKPzCvO=ytYxSLt@4VdAYT;f9|+ho!9A zt<9Wa&`7I-VaPegI@ib=SHk}Q5coGz)V?D4>q0Rt;c(2dD-nS6q0c;5>&J$_YHxT|-u$XJe2{IV^at+&lM~2cAiT{viW;e z*fDJEe#6qeN5sDv{3-Eg;&+CxJU^xzBDeO&OuIkKWzG)eUs2k>JQf2b#i@V0xqqE| zx5Bu<_?_Xa5%)%+YTx-4E9j|wMdBmNO|$RM+Ga@P_{Z?>*;|ybv><=mb6-aIw$w-A zcwNTn7Tz)k`~cU^zqCE6llFk{7(a3yGT5KOv-%gQ7# z$G*{CoiBv>3A@)v*Io_%&+OOnQgt~4LDY}_ORarp`vu&KkJ)R(6AsqoemfSvMbOaO z{>y(Af_%B~)}t@yY%A)Y_$P{P{ggZ`80UOs{{Z8OSXb;o^i|srB4~yIF`WKY@aM%V<(wNp*z)dJegh=e zGpWjb4LWV;eQTzCY50DYa7FgSOOUFq84SBy9IoP^99QKx?L+ZW(^CDgejWJ#07ZaY z*!X(h+6#!)!OKN^B&>6f?y&7y{{R%UjU!o0Eh>2Y#gNDI`gO09EUfJGZyO6w`DbA< zImtXD9<|9SChm`35NT?D&0l`kHyVYbwvD5*#E2cAcm$7N$zL>lNd2h(C#9;*VRa>p zE>~ca$~Xl70J&Fu0j>CJ#a;owyE2GwEm768^56);9sdBOd}r|oT)Mru0~@V?Sfgx= zGja!N&DK#j_FiUJjsE~?AB}pP7gmen*{$N3I*6i*3=(tP$DVyFh_<=c*T8e?7k4J} zQI(o!c>vGN87CvBHQ;_Cx?!#TkT=Z~fd2sF#=Wc?li)L!`ECMv)3{-t<6`_&cV37198Lc@qJNtQ5MVU*EgVK=tTIY9Z;+tEoLuBi+IP!NMdUWR% z>3<4-5!rlR@ub!gTpLR(SWV2%ps`>WWkB4gkWWKjJjbWpN2%Fqlbhk>_b-6@_!uoSHOM%@pQUJhGrMx z7jFLmm|^!7Bj(Sgaq+{cSj#4%^^#1@7>Gqb|5Eg9K;gEx#Hn(1tfg7F=;fu`*?@YOUX6QWNmMO>pV0K*k z*3X3>;SJo^E#tk=>E+0c6iOM_wh9dNt{cMN2rl)%6TgOZ*K6C*72t;tOIAejw z(>3b<00_Jhp=i<_Ys3=?q?odZh#+9#(q}=(-*_I}cw_r_e)5?Gf$g_7^WLpzEc4+3 z131S)j(H}(M7&a(R;8p|>3U2`usJ^>u54XdlEns{bYn3^PZK=r)P9+ z4G)kkEmp$TIU$b{ZW;WsUA3o+E-hf#>Aa2r{4rT~QrX9^+*)bhy|jsnsmGzkKTfn= zTU1*J*B)zQCyu6u+j^2UnQrW-l%L+p#Fg~tHT0kC>87=olXa>2S=}j%KABZD$3gH@ z#g?}6U45J6ok&hszkF`5diX)4e_(h@O+NJbvVEk<{omnHjMue;Uh&~(6ZdR)vqk6J zi1V1=^ya*K#F4${jG(l(8CWoJ>O)tzO(bGi)+NBeIr`U=+gmiAI-SAdC1xkn=dY$) zpA9`u%2Z(-VVmYe=kl+qKVw}zW$`Y%s7f=j9Y@o88u@6rk{g4bKxNO+SJ=O@Abm5# z-Xqo}{upi;H?AWM{VTHyuOrRHJ4O7DHvO6>{{V%H{{RI6_>VQf+`bq~#6#DJH5Ci# z-M#Dfx<*{8pIZD_{{Vt;XqP&#?F;c^;-V>QZBpw{voHSBT|;qU7HjkO#X5@Vma&FS zk+|KvKg4riRQ~|MK>S>ML;FeTx-5&dXqsxN2OR~>r_=?9+$DI0_`qSWy4P)T>ZrL`=JK<$e2p7?-%@d2Dg~0{lbquRHP-9bmb#9SZ>DMMzCfv#=liEM$-T|jhm*X=KFiQjU^Om|KT7it6?{aKUAz9y z(j)RAPN%*{UaBjavek7fd#08{<}_mir%}_d)`M1)*!u6|Veo&4w4EbF@V3D;@gq+f z5^zW$=bHHut*$jaN;^0~SmbaU1ab)g^))rluX%BE_NE(|L0?~>;dR)TQx0p{7_t;XO2w90kSHOMBQ_uBMY?cO}77!bMiIqgCq_qM(92BYE0Y%k^pd4VCwUI7`eC(`^q zthMt+8{{F{Tm{?5NBc%(;rrB2f8VnD6S03-Q{z~FT?;CAuaPhl39Gyedjk;gsA z{{R}xgTlTk)@*;Z?XAz1jP)7q>V4~q)MLAbaOKaL8N*{79`(@}SZlH98ho0chA&OR zxNZ*8IqoY5#8-E>x{uoDmwOe?I}S}Iop~!;yq8k$+PLR6k#QuqvY)dI?mQY}H?$k+ zKFu@}v38v8P+sp=Ln z==XQFGDU%ETMSR96^+b~HBC;v~1!td3Gxz#)1Lro3at*K1%Su(KJs zL6<-0>siBdoJ*}s>`Ek&MhV6%lb2nZNeQ*WASd&! zPJ__(QDJT2<(X&1(;&#_sa)gpt&fL38MxJKWY_OFwX;)(&UsOu_2X?F)Uqv@EaNrx zRgR%+;je`ardp_LtDKYT^F~HLItF=thmH-NwRQxaR3y6oxU63mc(`jfcGkBCHnB4D z4^f_Ll|CH0nHu1>8Hr}&*0wb73_ho7(x1AAXw3nk?w0=m612TP!trU|9QkDnvC8$v zG1Y~5j-x&0^})E2^0Ky0PEYGy&7Og2VWw|rx0uH5y!ux+b#rKv9r1#_eLLcT9QD4F zsI-FS*>@m3{uQrfsy3^4_9-LU`?dfvoch-Nn|aoZP+=KywQ<3(P53fAC!+X}+<1{x z1sTik{P?VHJ&!+=!TRNZTiI=1SToKrKdpNog1j3Bs~lHXHrUt(6p@}g*V6O+O!!jv zmsVmSA#9*;oPc_F72!T5x|i${YJL}!bXg;6j)NZfskzML`k9{)ek@t|Wd8tR=$M7= zqS=nPVaKPnc}=g3JZ<6)8shTW63g>^`5vC)v9&)6M|*O*jrrJqIo?Av^xC+=7{{e}_lrD9XQ=B-;m;0R`3lY=X<4|>LU7zyop_7KFvX-G zu$#!Zb_&1)@9HZCz(;Xq_P4z-IKwe2PEQ>%j`gP@&&b|~^k?v!_GtZ={0H#MN0-Jn zx@G31!CVeGiJi{{Y~xjUw{KCAzpzCr=p+cp3QtBB8x3mBRiLN7mjk|@<+>`UwZOwGfkfINiPcRjv@1B+ml~e`1{6MFNtoY(e1*)3^HxrcO2s& z_x7wUCf~piz;x*+SDI+f;6nmQ7~-~4&=a=E@RqY%+h+0~8-Jx$gF@6)LYDFQtXy-@ z=ku?6@Snon3j1C$TwebGqTC&!RCMRmn(KUX@TI&rYxeC9nyP5FCuCOSG^Cz@5xc#0cK$n@X)s%A zw;T`<4EukwD?dcm{{XY^?lnC+?_^kQ`0fd;lF_pdXKTd$XVbnJd?NUn@TX0(u(Jt$ zq+2Dtt(Q{o99SfUZ(98L_<``qcmu|;=|U58Zn7!HP6*t1$t3o!SHj;Oue>{`J+*|t zyJkCpJ#g4PtF(*a1e)-@@jjwPE%z9~mM0>Su~RUmkO>3R$af#6@%eV zj$SJ8&xmB#T2U>;BWmv3!N@<|HA;isGI<0ab6*( zSa@&5`kUBVDLWLFW1gACa$Y|8!Qy|3FD{|2+<^Z8-59_efH+ZH9+Bfq-2rn7mX=@_ zImZ>eDL=G!MiM$d75E?i5veA1EhW2>!vOauzI`f{uZ$qH(<8CBfW}IWK|G(!*1e+B z;!0{B5HNU~Oic?Sb&6{>ANc)2Ed zjjxQgx$T|=k9;wMlgD5^srC^(5*>3_B_faKUqkqQ73hB#d}rZ}GU)h2z`ANBv?x5w zt3iuktNByVb8G^vP?c+brv{8y8G0^iP zWvn|T%)>r+E6DFxXVR{o9jXGqL!W*i&+ zEhGKdgd7py2cU1Cf(fWS-;>GpBlFHscu*$9XvJQVrqc4v9QFRX0Uzcw(0KcC~_Dg?+S~isnOFX`F zGvwzr&}se{(o=Q3cH7_skAxoL}ZUGy&y0 zmx2VoEsw-V*miBsr?B0hTJ+In0gTD8DH-5;R)ffq$Rm`6W&;`il^xtyP}-TJUEuSB z-#q$NSkIWJ4Wl}l1YoD<&T~(O)$U|7G1##2#c(#?67*3t+FjhD*5M^6V{csT-w! zUZwv4k^YSBw`n~A=y(;Q@mA|mPYNcnrS3;1OO(ODDo;b#oK%_~n{^{wg5wzV>r^Av zEN8@GUztx~Um;m|lg1jInthUHxe^Q>6kz@}uVvv69^StAP{s((;#2%+1L*Bz$KD>% zhm}0pnDMs_`Sh*_Rrtqf1aWC`G_r2N>@n-ox#&CvuG}PW>d`AP9Le(MADwg>f5Q_L z>hnHgBOHtzeL)#e2P`k7r{qn{N;s@y{PxzcX7$IF?A%x2ebJKp!%X zg}R=h8e6mQ-7-P{0NJZ&PWU%_3lV!alyQJpALCy|c~P+vU@0D$s+ST*gLH#(gVc4P z51l+$@T=^0*7r7YdGd!{+#Z?sHRzgGfi!2bxBF$X%aj=hJ%2j%jnK&&GK{aiIThn= z%m54qFlYmtweY8hE#dn$y{DFo(**VW>!gYZ;#7_?g+aih%12UTKQZUO_|!LgrkQ0H zW|(C;IP0350W@~j@ygEO%|O%kv7Zc4=0-EAlB`s)oyH^f;3%o-<(&C>OT>63nsa>gpW27 zKyO@r73UA)4MO$g)F+Un_a_-2?Hu}1U_Qo%Sf|gFMik<_`^PeProzeZbep}F@B+@E zS0^2LJlCCkIo5A9#JIPdv&SP63I6fuE8K1~s_7F%>4Pd2!S@tc4=M1^kH53+p?z|F z&2~UTj!PVIz{g6?@mIwyLf-INX|~>GJLGpH58(Y8m)fJS*B z)h!3$!s!FgmsM#eY!Wu`2m}42-mDHTUyA-Gctb;P<&-&bxlRE80D#x4%^C5BfF_ZS zE*%T5KfD)@=T~k19%(k}=3r%cICIVq;hO5KH0wPo(QIvF3m6?J1LQp(+RlvK4i4`PphzWmgP}fmCA$v0JB$Lr+h3B+6y`F0;_VwC_no(dmM_fa8B<)Dj^Az z<_Bc}akhUCGz&-hhq-cBmP8oFDP6LJASd;PFmelY&p-KohJs z@c<)0xZq-tfJivxbfK~+9MsqZ0FKm$ucZW&)byrjCz_B9jM9OM9~}h%V~PMqrCfT_ zH3EPxEJE_ydl|lDxQ(MD*Ko)6ugI^6x&ZL+jCCz7*9C4_MtwJsEA`shwz8i>EA#L6 zx$w(relWA~3=!fTMhKON&-&o*Td6(2m3mlNT4%~td9KLj;$*+MYSQ-M=i zTeAzRc|PpebjdSMsd&TkIN0brB7#{czf5N`&(XJCw({!Cm5xHfF82xey zua^Ei=n?1|*Y1}lLSH_`n!Ur|?x>oNgKbbg=`D|zN1zHntr6X#v3kOlXXh9C9>=H5 zuW-!A9Y390_?M!mivASqS~vluiZ;B6ci$9kjDC2mR6Az!mxgNejTlFD<>|8g!eC=z z?864LINr_HBIr^5R>@VtG@H0(kYWY4G*R$)>>?@>K?Y zwc>UKwwqTyPJaR`zVH>}HO2HK@UMZNL0DB<9>x--rjJ70Nnm?cGx>#>w?kU!n`IroDZ2thBerdOl#M%V$ z=-w-~`!1rODU7nePBWF`2ep2W>31(`;G=BVLC6_3@)zw}uE75Q5Ht;H2i+ug%N(Z| zB&#=22U_HDwuik&e9??qyZbu$p3}o$5G1poO8(Hi)DWZ_oTems6ev6q`PbFD^xqwI zUlygs-KtBb+bD=zZi{I^bN9W69V_#DM)5WEpNTZBYRG{+cM&=q{{Rqe*zM5Q>O3AX z_^}s;?e&@TXs#`m6>}hwLlxQ>xB1O^*qV2>k9Q3_D;*8BrPABSzersJVtY4b)wAysV97EOQ462n^n2kw+dBk^EWouO@hRC3DnM z>toP-O>yE68EK#JjLmcQIpHQpa&lW}E3|rKp2oC14dENF4BMBILvwX0*}Erb9B^~S ze;UE~?eV+7Uj}T3zpH8Y8lBC@?-tS>>Pi62UwDm|1g<*!^Iwu59e?1UKN&tG#z(@x z1x?|P59uE?(n%uEEA1_oCE`+`hEsu@VzBzVA3K)E?zGwuh;A*6lUWHNBP54hk&d}m z&2U=ZgZw+I*tM1Yj!>VO%gMNV1G|d;bvzsUResf)?x#EWOJ9;1VU3ufNC+71^QXOi zrSO;j3YFsz46yKT?FZqrsWd|$Y=%{eM8U>cB87pc^+YFDeb3d84S09Mx@nI@veTA$ z+++8W$$&oZ_q{7mR*yo_FTATQ3Ita949PTupTyTM@Y~`~!|#rM5dQ##^Woj&-C3Cg zQi&sx8VRf64$AkP--VO*#w4YOm5Lt_rw6(F0 zMw6ftKRL%!kSpS!_$U{F?fgUV>eE)XzJ>{O(1PLxJBpQAOOB(Soh#nIX&pNAK=?te zYWg0g+Dwt8rDX~jH||&j&QBnU{E6`Q?AQB2d{xmT@olWe<4m|x(2dZqoZ)u_+vWq7 z2fEa{DQs`feTn-We#L(Yd}rYs4~qUOxovpQB7p`afFp&DLJ3I}@w*wvUPd{skBxs7 zJ{|lR_>&ih?V<8?{SNI_(H+^824EB(Pan@Unfo~Y)7}R7AMk@x_)V|O)?OvkF6Q$Q zk=RDz6%KYIDZ{5@UnzWJ@E3-@Gs~`gOt#iO)pIuaL};$Kb|y|iE6>gS+QL-c=&w(_*6nHY@e~B!%q;STMxsg^zC9(kf#C6YF@&5qWH^SZt@Xo2Mc(3AY z;@0LB3uA1;P0Z?1_hmR82^ZhE?GxFta}qu_@`EF zcgD9mot@8?ZudM)tAMIlkTJ(St4n*Fy$suL+&^S~5q{d93D++5Zwc!5f7#wl@>*KR z%v?GGRY3wj*1FFW_%GoP#C@=Ms9W9HR!x?g;Nprq#6pjUA>VU%wu;E&|`J)mjDmffiH>?e@t(oPfa6dZh zJ(sccH^O~BM$jXBN$NZ|q?F#OkL46#|;tZD}G zE11x=94&C5N^qmKVrurYv_;e93DULWzf~Dn{KMZoVya$w_rqiZa6N?pWLlY|nh&-Q zE-}V>R_DZxH%8F>9=hze08YwGYDeBXNge&Ft^7~+8+e!i;eg}u{#D^06Xd$R@dlIO zscu^2IgU&L_YsL*y?TlO=DZ)I#j9#l>(_6%u{i88U47i~!Ez(F7z2`X#s~Pjs+sW-Mrh8d&BcbdtKRW0GjMaQi3wX2bG98fHoG@;F>sP$~ z#Xc2>;-ANTTUd3*o1;M_}%j}6YB44adh$>(nuJRKBw5%?3er#3&1kz zKMQr=9ZtBLTDg)HWBta82M4dIuKF?3=PhYzV<+~X*5jJt^qW83#{p>b>KAwz;-C8+ zc>c~e)qEkV0Fe}P2W-epV0Nr8+Lqql4-h<_SRy$e2k~ydoqW~sgIrBJ;x(U|e3W-m zy}90p)7rgiXOBIP+A^XznId1k&MTI^v|GsJwuoWFawv;fit5rU+j&2MLHw(SI`pyX za!6koZbfc#oju)(EuWOlhKX=Rc&**LG}A#Z$hpdz^}F3sE-a*)Cd;>4^4qI}cLl+e z;n#&VnW4wsTHf12Ezo(W-3@Q}c1w*aR*(2($LCr4boT;JE>_&5*1G#M4ALqAKplO( z&D1h0M*VPWUTt3Kt|Bux-8}s(o3PXFF7*XP2Vll&+LTu@Tsj3R7b7(82S=?KCb4F= zJh{$2>zUF+Eb1KLvw&)x6HKEoCPCvBEw0G!yu-?al6~t=WM|5IiMbN!o=|MQFn9HHkSwWTKUHBRk*m-wid#q`#!jCYQvQFUk6+&-^D55 zM#8=FW#0a3^S>Cc2+%CjIicIj%0+wkmF2@4bYKMrT!)T)eARTF14z>~9aeD+Z7v3L z&Jm9QSIaklv{%Dz6H3O9{*ibFFa&_^$GRH&llFl4S!eMx!un)djJ{gg%eWu}@4`6j zMl+iE%fY_}d<~&o2-46?c7T#tzslTunz%^ktI+eK`%(Ntx{@h$9}bx##ufa?`8~KR z#a+4aZ^u6x%NyV5uA%VC1hJ9NxW#?tqWCjRhRWVXwNxv#j=YS0Yp#z>v$s(dx`@Xa zU&ryP=QHJr`R}Iq{{Y6m6}^hfShO)1vAAwip1sC>E9uV${8K(6jyUdALKy7_Jvw*C zy?S=H;C&Zb$(jV-RE~4jyw)!O>DnAjE@A-;pD7vQubl@W>S^LFLx0)rZ@k3~v;{@u z>y_#6R})aw5>4%Kmi5}T!RXOi>5}e7+^mFGK{SM_i1<^@G>&xaXx!?$nPN@HA4RGU zsb9&JYmM3U3sA@NpO^KhSwkO~W9eI1f-S|z&fI$9v@~rzT-<*8Kv;dzOAVARfGct7 zT~CL!g_7xJ1fh)b4|-s4>GB&nquuj7XDS7LD*oQu1Ug6U8x8KvHn*n5s7g_2?BOQP<_M2#k$a(ZTbtC&U*TWdI*R;J)L}Z;zWfCm-G)S_H0ex|N)|RyKaVnG*InHaW zx_LG%W99jAng)%F&l1b1+Z$&D5!Si1GM7}zWnR@BHup^8-pp^3PAk)Ny$%Z`h~KbT z8>pmVBze`uG7EOgr#U(Ue!e}~qk zoR-kLqTXsc#r3Y40{-k3R8x%danin})BX)>y3dDhE({GCTMsl7j2)?-n}vLs`pg;y z%j&vRyKb$sB8BP-@;N#0Uw3>d{h_TcJ_TwT&xoC5)Z`OeL<<1Se4LJp>rMv*_dILj zO{!`ivpxJDWn{O+q^fAY`HR(UF{-U$~&o-J$w(lz8nEN-`;;tU^ZmaOK#xTpz z_N|4>5$GN~)>r%!s_fkSI`I~m?~`Y#Pl5i(iY2eE%4Pe;kD1Tn<(Iz7Nc(DDO=Nhm z`JWHGVG$YIqh2ujh>k06Wck<*#MN8-VR@kIx^sWa-k&^Q_tFtxXC2STYJ3dyKZKfr zy!dyb%s~WOi245jWMaJ*ynEoYFz~cGb03!0Nz?xMd{?p*z#~0stFL(A!_S(Uc04=w zq|vPJz8u!j?Eu=&jdAdM$Cy~8uzP4(hy1fBu&Vrs z3CPWKKN&3S@4g#dPkccZC?`zkl8VP4h_1WCe+NDp{Al<=r1-~(vIqm!r!gbJW_ z>CIvO)IYTkhx{t4xpZ9vR8>9<}l~ik|NyKH3%JmnTCn z;CIA}8=u=d!OLrF_6rR{_9H6t!K8V(V0}2nZvNj;c+G~XJ zPPtg6SIJB_BOdj{_;XH6_--JG<~34D^y0l^<8OhyGo#SA5D$zP%AC-m=CnRt&#d)(^ND;#-KN3`rw^YoaL~G}ebe>a2+w!e^)XHIW_E*4Hvx zq4O2S+*Nt5F5MSl!k`|Nonw4sy)H>7sQT81{D-q>-Z1e8h4fa_^p^4?xcmPAMi}(2 zN5opg>n#<{$1eaMi390b&#yYViC1)FbM0AEI=uc+d~@y=dTJ1h zwvzykYteom_@7SjJ^jti%K6bv89+H4k}`T8!yT*0t*^G*v>C?gv23X$#~C@?K>ccE zsmD0n`xD`8o)Fi(bUa0QaxJalQ7+SxH!FrD4tk2q{iC$c58i5V>s}euUUrsH3}skg zWx9SCt|v?I+*%EaY7m1VxriQz9E{_=X?S|$M}0^gP=G`5CAabj2zeA`ZkT>KNx8~R4~Qz$F*FNImf0)t$ca$ zXTW;jh9;WXIk#yJF^prM_K&4XpS@$IH93wh=UUVzwDTpOdi5PWE2OcK_g2sz?i3^J z{{Sl-4n{LxLS(DY;`+Z-5&ngOj5wxPI{09QKqMgCX&V{x@0mL zSjGV38Sh-Coo}n@UM;jsJjZskqb@K{EHTY`Og=S_!u}+`x4E_wTU%YY^2x?kT#m!i zzUI>wU?K6768@hk;N{y6Zi zxv!lg!B%Syon*!{C@uTKjKd%>1OhRN@o{wmF6KBrF@s*Wru;Y4tu%=BjY?ATO|-0g zTLW;($p)_6{4ayVI>v#d=@_vZobg+kTP0M;K-_Y3#dpS}PMr@U&@Y5H&iiw`5IOa( zs^aQ*S5#~<73d!pego?t1$;$iWqWwKg{|CcEOV-b1TiC(+{As;Tt(J_b@o%JDjl10 z8;^c)GyJP=WJH#_9&dcpHO3tM-YTKm3X1489Y4xpB(1~N46y`Y82rAqX0du51-wC3 zXMu6*X)hp^lsmq2+NdS`(S?t!VvC!@I96Ue5kTxvy7?smM-^Nge8Z(_eVJ#B%wK3) zspYZxK*%*onkHVey7Nj~F#FAe^sQN}kY7PzrlFqd;ex6Rf?2p7ed`eE_YuaEpdhgW zf$LuP;VlnY_;qP#;>)`OE#{cdr+9jA6-%JH zX^SKlW(&o$wb~z0iIqXrZ9HiNkG{7A7q1EIhd!{{Rhc zc=zDP!=?CBCyMlY8DP7DO{m1V+(c~Ka9bZ;@PC2)Meq{#<3tf^t8r>?Vq7rX{zu&zJbG6Y=R5N@b4w8=Ep|U6`~~oe zUl{84x3(;F+j#b)NGMn^VrsVlXA z)*$J-0~ATNwJ@D&KYOA2G5cZsUen)C(Dk1Sq$)S@dKQA1*<(hFz#IMh_L$ zd^`P%{5Rqsh?f_anz#H&ZJf?+l^l7SWKtA4e@f-C%I4*<_SfvMp=f&UnPuZ9z84bM zPq%);PIjvfqz+qu9;~{6%OsyWrn~elK4F zcq>k8J8Ong>?C$yFt?Y+@W-I_uP6PZykFxhm|{zt@3v_+?j{!Os-QN~GrJk-TZPY! z{C(pIehl3Bcg9*&g)b(CBPFts0}Z1pN#DoHE5>a6b@5x`KaM2$n=P!j5nHj2J;ZE{ z3weP7I2h#g75YW+=k{gzVey{I)5jkY?oGta3c(Gd7EqYmk_=8c=hD3g#vTyxu8;7u z#U3B<{hC@^=oWX9MJjG2h+}ZM+;UG!cST!E9|rh;Q=7*Y_nJS5bmq3Z5f&0D&JRrB z3|GGRHXn(4SB33#uMg?Xe`2>DSecy?Ja1G$65H*wvYK=+f}XKvsS0z_c38QN<%xrefD|B7nX5*Ax9(J1ZZ-*bX^_P!+D_DFt)wGqdv()8CAd@@t%>G#8%deBZ zDSp)YhsCcG-f2DufvoJUuBI8>j5ap|j%$y$@F$5pIeDXeTC%!n?)*J)w`2uX{{WA6 z^GNAcV<}K?WAtUnHtbFq|>}xHdkLJl==U&h7l1G=~zlNm#BdA)B{EC%7f<6j2jio$>XKV-j%u0~DI zhVSji)vbp=rG0_>0cn%zKeDHTQhu}AEW_y0t$dHJLYCjMkBeiukmP&d*XJ*fb!%ID*Yk))-s_+CvTMtp$JN0eE8{Iz z(%(?GP2oI{xCfl|HS#Aq$BZvzg|p{eH@6#zHR_)cyiXm~^pjhUGFx%R-}XVpc^`r9 zZD;XRGhew_r<`vAbAZfuR|WMwPDRRgJ{|D)i6PambjulJj?z+IRtK>oj&s_&e;LX& z{RRskvolPL2xFd#4oT0wdo1?88ncZqv`EjHCf<4FNX>b?@Zb2q#Mb&cMinko$>)rR zILN7L`VBOX&aG}Q5xV$u^4EF8Gi}M|gI|Ro9rW)GH^fbUN^kg=Slnxm7**Ur zR*}~k$vDM%wH2M2+X*Io2DWEe)u*?I8$ziKMLlw$iK924WcIJ!992te&+Tm zY*a)sAYqU_>b{+*wuyeat*T`(71up;_)`Lm+I{V<)P`||i|(8baoVct9xCw`r3kdW zyOLO;;T4WTg&Y7qtI+iaxA9~M)}!plKQQZFS*asfPVgtps!Hzl_o5{&%I5C=@(;7S z6N-se>=Otij`X(oK2^YJJBq(;K1A}5?i^Q9Y=#JgcNieL_2Z>`=YaLk5cpo^9ZuFy z+_I0Cwg6i2y(V8S7L~}~*q-&@Xu8~|5KkxHU8B%uv1sO+cRNoTc>3$aSH|*0*jN<+ zdS~b>3dd8kTX&2}vE~JiJ#Z^8QMZbFlM;Y2$s^M>>zWV3D|_z)Y91pEm5wK6_1qL6 zTEg~6J(=a=>IwAQmKPue4lqwsit+}TqMBJt9mgPg8tgQm3g1a_G}oZTYaVh>L)x(Q zi(4Nw!)NlM9F{+oZ3T9B!D?WXo_Kd2HyY^eqlPOrj2ydiKDEwyOa`;x)=D{{TwP#xjCV z$ZerZyV%xKw30bLTI~M-;UjMjPS(uAcG>%W0^QKKB-A+8yoSYLy znEjr*pJV>apR?Kgd?>w3?K)5G=_EO5^QOk`kC>|KnQ;p^>NKlmqJz2NJV)%4Ga z3u>ct2$%=Q#rgLyiZfe9Q0~_Q}$I2KZ9n!kT`Ezsq%!NsFAw;Zbvg8(;N5R(+XsFY8t6jM;D~07_kyUyy+J0f4wd=MY@J+uNd_dP?@z2CB7{y~{ zdm7yY5Egx|#ln2AfrYPe__Ohg;cvq~jcNY?2ycg$?tLx+_JAGK`O(bbvRN1omFB)N z{{Vu8>Ke|Sc9Lk(*?9!V3}A^5OboY@KAkG8TAY`{&j|6i{1e+#(tKAb(Y#9po*RSy zUL{Sfza;G1WY0m?ypQ4UhrSzlYvLBC;oU*a)V4xISwV2QR|*Fw6^HR}_P6+%@kTVz z<&iCHqaa}s0U>uU_Z0MQwew5#68VJ6`7C?n^Ze^3bY0n8`-|cYtam)TemH-@% zGJ5Vlwc%0t%k0ynS3voZF~$#G-u1|6y2iVIYBXD2&m4p=KK}qOTEDLNe*XYZhBl7W zkf0W0$mjn6)mS}-&dTHB2CW1$O>gq9-aGal)y8YSKG!@+rmdHlZR1jR06zC0O5|tN zR2i>(2eI<` zuJJ9z{$W>agxipQoY$OqR(HPfF10^YiJd|9`IOgxs=t$`%2C8>k)QnrxF3h{#w@RO z4Cl?7PJMb;(H|v#he4`F)`JVezbXg**yAX+`#_;+p({QyiVj< z!zvBRQ)_)lHTDmTb%WsF*ymE!U-wTgk0rck)ugv4(!DGy-JWGg^Hqg4)uUtn2{_Zg z!Os`Pc>ohl;%lp+HyL2|*28b+39r=4#t~ajaK{2D*}oy0_|N_c>!I7}AG0@x@8euP zu8Vlhj;2VX2lZO}3tEwXvb7+`YAvj#o73bqjO2ZU)0Et$z0c>v_Pp{uNBdQ4x|Nge zNG#zEfHA`z!>O)!M)<*Rqi9#U0bsK%Y!?7^+qclxAC7MB^*CDd6a2)SpQ*2zsjQjwl>ORqM!eS_+B)HnJY7xK+_indpj(??2-#ak zaPX)E{{X;6d_Cd2aeuC9u_^i5WY7KdEA7J4+G)=jY%Ec5J;1D|@Qyzj@`uFjMk|jH zT>YhkJV23;Vr$E9BGm4zR$Fx~42K5;rv|!j7tA#+cJAIK{o^}l^Q>sRNpa!04Ta+G z4t`!bXNtk>dUVeXk~`fS#1C-;4>U0<+;PvL^sm_e0DxM*hdg=k4_NT5%B^gw9osM>|BKfBw5*BwdEPkPeRd|Bftnfxu`ySKGVv@uPy11NBZ zoM)i*to|Xl&m-*L40vndP4rrif}qtt)prqa$785cK2ioxt#BST_#>m~Hd3Ds-!0Vm z$U-rU4hBp5*N#m!r-FPxG1Jt|ty}_*`6T?~mghaiV|ZJ`pAmdP5WIrsSi?6P$Q^s~ zMM7Q3<<{rczXtph;k(TiOD_^aCe)=OHO}rhUIAQ+^Y4q_547uhsWf{51Li!l`Vn43 zqWEoecpBQ|`S0A=9y5L!|Iwho8(PzAC?)ENDexj=DF=&cs|mIggK0W zz-P8A-99DTT4{P6jl@B=#)oz+rcH=mlVF(1nqi^4^EG4R+oH(5`h`d1RJMB98w6-QtF7j%Mz{ zYg=I}w#CUD`Vmouw79l^Hf^Jve>%J4%h?+6SfKsXTyg3RaS`s8cw>+5w$OhbDx$iS zk*TFH8k|o!&c%(jL}0^s^cM_;GCWeO^qY+m8(oOydUu&;+39{m5O)U(_*<2jK#410T5 zq3He`(C%YYnkIS3=y!kht6Rf2c6w#ZZ+ZjTk&;eMIrgtg@dmk}NvD5mXz_^>5!)c= z@u|3vB27C?(1fnh4?A}No|Nwb=vSUI@w^&c+k*yo5J|>2f!pg!Iu`1T^Qvh(nEpzRK6&l z&rZIU-qi!MjPCU7PUfeX%JXT;u%tjC91Q*y%ihBGrHEa;{{UQ9u0dmJ=r6Sy0Z=oH zel^5uGQ%X2U0NvnIvfwrG|(CL@x^Co#4b?hCpGMz3Gv0&k>S~GZ6V(oIXV9T^;d@4 zYAtg+Tgs(kIrXjK;sa@?J)O9~oWy%%oR^zkHWai-ws&W zN-p$Uk2+o3xb6Dan_A8D5i|GX@muy<^jb1A!gue;qQUITH*sCtT)daV21C2A_*Pu$ zFYd*(m=iVvob4Ob9*5q(==d}HM9E>{ zIW$ilSeY#0gUC`}ZtbbJkg@t#AL5xjDXrU2;x7i+3mds6`LM-_jd7APKN`)>N1p0P z{RFh|Z-qV+d>xNT(c=+XM{c(>OhaX}774~&{{RoIekgoIz0vg#h*$U4ae-_nbDW=; z`I*l={+0Gm#y{Gi>)r;^z8!dS(V61YqqMq^oD%AV4^$n`t$d56{3-E2h=eycE+UHI z_NgE8n=hUlFrY0AuEzF0+m+h59^-Q z@_)rY66#~bn%{@wmkVoiDl_17wb@Un^Q>>rCUV7dH`w*hi$5Q=pC0S*Y1%UX0A%Q| zDuAHw$jKdc=e&9o1fV0i z_O4^bvA&tAEJh-Zqm!QBg?gWXwOvD6)(yq`?q=S(3uM+qc`pZ+28!1GP7Rs<7j(-~F zO{-t@&F)}^zB7&LL@7kz_1_F@o=BXj0%4G+85tS%_N;pk2CmrJ<+r?m6P_{0 z*1n(dJ&er^TA5%hmJs0fz*_l>S@C_P-Q<>qXULxR&ct1OhU>IsX7TtoaP`?TSZj zk@gt$t)z8wqu0Duuj!LSEi{z~ihf+@r%v_6UTXS<&`SuU5h@Pc=eMY=dm9^_QOjF{ z9B~i5*x=@tSmci3w~Uk|XF2K35e`&AcMB!M1b;EH&-u+J*&ZfxxCy}TUa#Qqg!=D` zt>(S8;X&*2`VUe)YZB|j4dEGQi&!8sIb3z_eF^lXp+}!Nkj9G%B!R)AJIzsJ@~)<5 zUYmPjt{I|~O)P9d=WS*s!u_3$jr-0NnhD$OCSjbOgX_%z zc`t}OZQ|W-{>JtaZR~`r&@WGZE9i|A$JVzI+Uaxu0Ig+To7aqbRoVO-q~6%WX32z! zf$!V#sz<>(Ps#Rd?~SlNf~w|xr;&V5@HLX_k?LA?xm&x25*JcW%v*L%aN56vJX@~| zOON%>9@S!a;CgdkW*sILi3EUU7irI4J?fX((%cl<6m|lOhbi-Rm+)HT*)v_vAanc# zgPgDX)wgNzY72x|#QP#rH-Hag{`GwXVS+#a8KRquRZaX|t(#3IIX>0CyF1vs*q~@W-L2s++LSoFe!C049+}HLioE zTd$X62!=85o_`wDOLb5ccN z2g{LzO>0M!1!lkp)3td(@%zWEqVC0!=RUuscQN?KO__hu&f?q;ujN1;3PMmFibEcG zs2s?wcE&dzro5xY-Za*9aTHd|``Ozo>4V4jYs{wjpW@q_#j^7ZEazrIjAZfs+5q|& z#5eNW>6a2DyIv*ScI5v6O2N?lNu=r)FnzZ5Or62&{Hw&T^-mK?X7-|TCYy)I9M?Bx z;jK%``$v%8YPV2$Kdk_LWvTd|N7Ai)=_Un_)PG9k)8coBncB>;RwFx)Pvu?^d@P4ETW62L^oL?jYVx8q&4_lE8DBOJ1>SpXS1=k=fu2Gu-q;`X?9wT!e~F~?8J zxw|bZQ`N3M(<@68%GtwmE9!ec582s*<}gk%T9CmGHlhuyz|B>F`F`)hz9G~liV5Im zi4Fs)z{lrXhvC+zD(sE1+o0+B*U@-I!Y@Hc@CGG;98q9AKTY^w0!AXaZM*uBk^O6- zkKx9L8Y~-_nEA-h_}8MkuswQFl?1*CCZrBDcmu-n1$pA!!;VSk^{uq<=8Tyv4 zgM-Jt07m@Ki&Hv^6N&&u$?HQ5bf>T)nUhN3Mt!M^PsZcTIDv|QA_E4L9GV-gAmf?< zR~V*K-l7K`XadYmE5mpB*rqdz}w zw~`VM`)XJE*F_g;T;s)4Q>5a4H%e8e`B$i-6#`IOqH=3vUejMg*EKC7rb8w%x$F`^+i}g!0Om$5ILW zYBoSvJZI+}C^}CE{iHlTm#{;tM;{_BpZXE66!;IXHIAuwrOMb7Aqo%ow5kBBgAp6y`$%FS%;{N~@E#vT~ z$Da=Pq9rQ^wG12BWCG@6oS&etrY|r-*_iei(c?PhpMETo>(Fh5&i9poYXGH&h06Dzps(jqWMV?Cz3k-MQwO~ z>8!Po6M-qt2YzcNXrqxZpzT3MpXROH67I&v7_4TGLk&AL&wiBd12slr#wu$!Gg`*& z)rBnUgIpHW`^L0b0Q=T8dLFGQB=tWtbgg37 zP}8iXj!!CA*cXB@*v}cSwEqBR-;RDF_?P25kAd2ho=R!9Z6KY9K4PmR8*#K_?`J!Y z(!6K(x$st>;Sr$Tcz)OHw)3oeh$P|9nVz}qqP`XQn?Aqcy)RAimxV80+f+;>^2N7s zOcyPapW?@EI@c84^*)AzQ?j}Bzx)&v#y2r|RlX4Tmd$N74I@zdb*rq3``{u-)qqY0 z?4G2W_-FQa_*LQ`5)DtrHthEHnpL#YMC!TUG(bA2JBB{I*NbYtBh-9Ivfg-t@$WAk zvSfawb^c_U?mirRUGay2blc4zL%cEA-I87+6_+dkBnAfrfmpS3+SWAOPuQQ?xBd!u z7l%%r@L%FCk1h4|62+%lYJX@MJjZVoZ5qIR&f?hh$8Vwk0Bi5sYF`L^I+Md!S5aJF zc#nJzh^jWjEG^Y`us@A{D|{LFhw#I~TFl-m@o$Ac;ULr+=*p6L(nPVjJNE#J%5X+{ zS0VdL{BMKe?~Q-9wAf9o5Gai!Cw4ZoV1hvG*x*+*)y(O^%V)7Rm#N-(UgCTGEQDEP zGM)g)$UXDvSyvjR&atVsv2yt0u;>$jSd$7ypZMFSbGj(OGsAc8_q z-p}P(3)!D`d-(s@yUBMX zV}pvGa#TFeu6`f>(-%5l!p%$Jm&9wS^+>O#FC5ajV-P5@ji4)J3?4IIq!a$ve+YgK zd>-&jJ_cBIOIQHxedypPjRsL2`WA3pXbw~mT@4jG8ycplHH|~<*gk48W}BFmTY`3#$0O3Ld>ip6iTppPUuqf?7|}PptMZ?hAd$#DtLLjpS{9KM?pEjD(!Kux z;J1tH{5Pn~nxrCId$lPhNf=ft59w26N`dshkG?rrc(36up`uA{Bh+qHeRS9{fWRp`yS6LmNUhyfQHRfp#>pP77%1#4 zc-^@21z>8H<@F0$@y7Kd^R4nWHo|ZRTF&1Lx`m*TvJupNMzlMRs{9{o_PsXBXy0qb zs#tv#8ucwc6ZYRaP9q#wn)oixM70xwRarkw3ibPC^KCYu=XG+=b4VVEXXMFZo>OF~ z>st2K@uDo(19zoyT14jE3{oGI*JGwiWXyL1kqkQEoV1!o5?$9tF45d?|f&=ggf^_7)uoOz?6j1H*hnc$OBjT}k(nGa`=J!Nz*} zSI&M7oNC@FyYUvax_L`7M7)5jyKo#}a1C_cGuL%XIe+07^D`{-6n;nD$zM-g*7l#_ zr_yxzk{}!auOkkl*NQ+#u1eGj=sB-<@kXs>r`zwi zf02e0+}Fro5q0RKyYkcJ+INq0&2+>Jj}_^b_ZsGh;VV2n*0FH}Y(d8|zRY#?KDGT6 ze$4(2xcFD_zTd#o9ll83=PQEdDA$fp_kC;dclKxaL*fsKzZdikO^}OSI_?Xi#AhNo z<2dR&8vc$FCAE|yHg>Muj=2LB?owXrJZwz$K0f`V{10t;rrhcZtt_nUcsb_`Yx6SS zPq@(hNd(t1?J-Eala7pk!oO*Jccu%NZs%1jn;3;7BPC6Kd;DU-AH*yUTCeXW$y&f{?k{j*TdY38#;<85}9$sCde zZll_{-A>)3)LM90h4iT`o%cp0!64yYB0x3qPwgM^Cg@iuy0$hwYj1@AiC}D?bW&f%Od;2oI;+EKY?1T&ldW z$jOyl4ZQ_ipt~6I$LxK_^wjq9Mn{^PST08+^QzYtYkO|dO&G1Pk zfi1oz_!aakoCGt$boUC~0d0$JnCB-P;=Qj;{{Vu3{>~c2h_-sLi+=<%Tmm!On5z$C zeVLr4DCpvQHm3}lWyg`XYYv&|TN+j5dYLw?0F_2^Ij@}c&)ZY>erwfc)+1;z0d2GY z0P(uo_;LG0{1@@BiXziIEw4nk*9n>O`1p_RAbv3%A(aU$(_t;=I+JeOAJF9l* zM>z8U$UKZy?N>**`EJz?=Rm-Ym^r}*-xYGrr)xOO>OfJ9(9q1iJ4hjhe~a|4o>;!Y z8eAh_^gi`&-X$>^Bj;$UvjH$zWgK>-W@=kpLo_0EY_YF~Kj5T#RN9~H{{W^>r2aU>e;v~S&1_}H= zp0zi^&xbxI__5=Nd_Up1M6;k0ux3>oL#m!wf!?{146FCo3-zw^;Rla(&xXD(J}2<> znUbg^-dw3Gus*phn&iUb2sc%a1e-7OXJI0Prng#?P zGtOo&?jpPvNE4uPzln$0o;&j-djQdi6P}XC&V#;%jQ! zb@N!T`$J!FFfsSe+-DxO@47$1j}%(?LQPUzGYm+-Y2}CA+qfKVuR+%QQSjGI@i&DU z*3eG+W%aC=7~BggOP3!oub@9^Z;je_jl3siq*5}`%VnZS8Y`Kk zT!vk-%Yn2rWGLOh>0bj;b!XXfC85{q58$7HdJ=dq#oF)ME-j)k+_aIid7D&*Q-b); z*8J`ojt?phcJ}wLggz-prRzFiQm~@f*jV z4g6+I8ujpdODPK^D;s5i&OTv}UrO;$7yL*bB97NX@Ynhlm8ZrMFmg}G3J<&oYVyf6 zYwbQ*()tpv!zFSF$KZXbx0b7EaT6fhxj|w2SJ6_6QL*a9U0C%$ggzFv@t=$(vDPFr z6p6NudV`Nq>s_D3Jugb|Ux+O%R$snAVadP;>TAq?8hDX>A>tWzqPv)>QOBvMz9C;- zc#BzGS^7!OJ+f2uD-5Y4G z7CBGMry%#IXqtc9cOo6K9(Mi}s%G)f<0p1RF{ce!;D{tv2QA*cJosK)u_*&?-u1v< z=@(YAxN((U^=X^Mnzj;){J{KiiqE<-S==iIbj+?EA7C(^WZZPMzt%6fT=pU#p9fmL4Tt!QbHtT)AnRbh|Liy1b4lj?pM@XnL) z_ea#OK0vyBavY!H+Rf`<1bEygrQ%Pv>AYLM2>e-(dg}aHa84tMRFZ#( z7{?Xn*LQbTwoya?Vv0Ej+PMxmK=j`Sc;bHs>Il=`G9wU#0C?nmeJk7kAx|fWejiD$ z*xi|#2K?g(l|H{(_+TyF%Wn(6oa2i0Z5sDm&~1UZl>M4)0UHs6$JCzHGhKR((NWmL z)UG9;OGlYcn%(i&gIz|8;~Sp}X$qE0i zfHEqA4l0Jb7`lo1O#>;!daEx)m^0woqd-~VU z)(iHc(Z}3#&3#Y%J?Nev*8E|mcn@7Uu)m#JVmgq_szygnwVg+3mp!b{pY$zy>e?Hx z4M8aKZZ{_8z`!GE^{=e{6?g-}&EY9@`x3qh6Ydj@h7YCey^5cs1KL~$o`1TdLl5Nmhs;e#mBZI)euO#uk zn=ZWe@)Hk|`(haDfyj7)7qUtH8-Z##Vw+H*VBQ*x2 zr`ol=ZHyAVtI|F&X@76h^dBC^{$uJk(KX0WFs#6_=za0fSB^ufOMM`VKXh^US8}=0 z7~K>l3vP_7)N$6TLA~5YskpGM8uotq18376I~manBf*U-Zj{ALk9c2S2bz4$3q#^anT-EYx_QUH^5#$ zPxwu4K(W$3c;RfHK1iGns_Z~)5squB)%;X7Zyed^H`Zb7W|3OmiQ+hSZBRJq1$?oq zS^Pus=fq2k-DMc+SFH1G%7GfmDQ?&p1p8MNQg>@Sn9WFn#Y7rGi`?+E=Fu!{P zI2Gi%HjW-<&qKBNE8@=_{9}U4Pha#VxDq>-L5KvZ2_T&P(gj2D=f#@e!fzAacrQb+ zTYD*EXx3bVzb?v2%K8Cbh5IA?McMJ*YhN5(h$g>;+eWT96SVP#OsK%*Vz2(!+U1^^ ztZJG)=9n(;WSVawx@;uL$l7o~;;`4565mtgUxl9w?!GqbbLqANecUQ%WyoKYFb(q( zqpJ$~=i}DDdHXha6T{vJ@YV3J)g-iu<%emL8UWp#at<@b}8#}oS({?fPK63(UY@5k0lcI#@!E2Y}MAZVl7RU;hW=dFEV@gLyE zui^gy3rphv001D5`#b$IXg3Vc96-Ab(lN$J$4dDpP}e>ae#UL*P$Y9W%|c8200S3A_?uQ;#MKZDvEc)#I}i{e*NWpzA3E=u6- zAqL=iug(7e*@kZq_{YS4CDC;qacpDMHCbL5c7`mh*vLF}$gi*e0BR2#T6`|}12@Bu z1m2`tt4Prhr)+`-f_`c)emD~8X&L_FoixUi`hzP`n z-O%Lcu@(C@`zrY6Umr%EEAc)o-WUVUtSoqgP@fF98^*ME0+sLJfTLnUIRmK9~bv5Mw01*Bb{7t^nV)5sQboneTXJ0UG zF|c4)aK;}!E6+5K8|r#Lhi1`it(l83lsF(`0|XF3^!2MRlI+Wl_f_~&i%h<~@a3zfiKHZx+>*oQF^sZ)Rr5ZL;%^Jz_#ySb8`>q! z{kSosw*-x;vik9d2f{dxgx%W&^$xoFC2VH z@h6RZPc(KgSX|s$*;^7=Y>r&7AP;)Y@HW5Tp91_?xbaVkNE%Bs2#yH>i-rVX6VMv! zfzYnCId9nZ-^8|>w~MB_fuIpt&H!w1`BUDuG&pW`PmCH1T%Yult-wk47YmyDb5HoG z;m?R(B=H8L;TtuJOtsS_jLD6q4+Xh+;FQ89w4HVSn$M@!yF~lYZ6~F-!jdEcEE{ z_4`S$T=7wX-_d2D$y8i&c ztz|j=EA{u_ssr#tz&l14`wLEQ&e}6vxQC(l`8;2;P5%H}8eS_y4~K4KQTMWcLtmL+ z6MP{izkc>OC0ciW4nFZU`f=l^$?(m}bIP1!{nK9|KA8-c(a9hMi-FTW#B0o&x<0}V z$Ibdj?9Zpqr^|VAk0sT@VHCeoM+5Iy&A$P>G5x3eM_hPL=HK@=Hx8~d_jX)`Ir*#g z-$c`yZf)k;3P4kgcNoonZ~n|yd;b7yA0M5ehuSp<&$zx^3g(SI=W3RW`*T;&Eg_NY z;)enyF^+p?yyL_E6&C&`d*K-(BEcI!_sx4ow#siMJ9e^?I#xxb0d*^1EpwScAP;)l zG?y{Y%zXplW||KQOAMLwJf>#P`?#;cKNEN-Pxz1VpT$~6vpZX*t@YIES2;T;APxxi z^{?Nl9c;7<+qUE-v$hAa5^L~k&%^q^jXpGZt}PDW+q}0oOdKd~KGBSFMmb^6YVmQl zQ_$|i$)wLy)4m94-w$cMN6tLC7YZBuVt$!v3u=Qa8l2Z=mk@FLQ4du-aA^GZSz-d@LXm2Qp>HuS367m9|n zJA6m+jjU^{KpHqeXX(b#pX)gKzsXd|LQbXr3+9Az0)_4lVb_NnDfs zG9Kc)FBNzX<7dZ>7sHwkli}5gF0Ubl+)DuY$k?s(Fzn{Os{wMPQ8L z-LSbu!ya&beJjK~LHk8`)5e}Q@V9}y1!UeGntP~XibauS%e=c0uuywe4T;n~ef^;S z0AtUL{{XXvmXWM@!%r6)MyDip>vobug}IPB2sR|H#D$EV*u{93m1Qcp)(%h1~N}k zj`gCEYF$y`HpUqoq{j?8R;9EIB9(uH{xGc}_S0 z^P27E=xtZX$Ven{u?82KbI#V$MzNE)Hce{VTV1X9*cCUpY%t(=t$k<0mmYPwiGn1c zXQ9Ez*0F5GZ>i~;KAmH1EbjFWnJ=ML2R#X{(mxw&-Wt;`ydek=Z#XPD{t`C&SD#yW zdi6ATWxKoFAZ7CMKfCzXHLmLNE})S-o1|!m&5p-4%%3q04)IrsFJX#1IO7RzAoI2Lpjh_dMG2a+2~s;+Nvqk*#P9-WXFo<_wQ0$l3COGr4d`EL{ z;r(7|mUF&cg>lK`XBg>K*1d4o9xBzfA1>zbmysANl3S9w&#iP;J{GZ-Nk6pX1?OVG z;PM;TSD!)RJA9RC-vO>=)0J-{qz)eB2vOKTHehFt0ztl`L|IAyX{uagTHKuX@(B`>zygQ)+r*ksnseays@E?4Abj z7LTN9&Ej2J*fiG5<`0chu(bZ;2mK)oz43eX|oBIqauBvD&+xM@O*nZ-*~i zN{@ZKVbqdORbIT;Jjyl#+O;%#XM&2b~5};BlvT~wy|Ha2{B#6C!CNy4Psf6+I&`0 zzuKWMyOEwauA=K!jt>urRx=QF#@}Kq*F06=gx7U@eNxFpcI5!txdW1YO?MZ+3A`t) zcz!9SxI}nk3f!K%PobuO`B%ewKijXY=aI6jGHpJ%BNh4=YjCq^cCp6AcEcKDaPv*XEL*TWaD5yzSte>F6|2w5TUm9$bFqa&aA z0IzeQ@&5p5i(DpQZKt5gx^zqrbBg+B_QSi6!{4#LhqSZTQ`D@in?8?YAvpY3*1Q)* z)7Mq;zlQ7`cX`^Cymm$@hkz za!0rBo1eq2C&L>#EIu80X3})oELvrvy81G}fY+D))*dNe3I5OiJH6et?zCI`Xvyd2 zlFm@Qk2$Vd&dTSzMakLAsrV1$?-JWhsa|QeO}QqTN!@|!?0K)4FQ;_4c0<+MkH?Di zFAZ2vcj3dUT(M~luKb>)?aph z{{Vps`&Yyd4VImIb0cL!F$3_$eAn=Y!{21PO-+Gl}9 z?jHf}V%7d2X!DrBg5K^D!16F8Us^*uPZ#_f(taLjHXbL}Pnmfus4QJHX=@ug*Om#a<=1 z@p5ZgXelx_RZiSsHbyw55iPELNAZ(Ro8i`%Wv0V&Ce*bE!E?s}!CzD9UVY%rT5T`F z8msCbytukaBSW5f867?AKg2NjgW^H{)zmZg_?KV@7yx}e&0sE*d!gAFZrr?xHx&o4 z&tdebiA!Sa`uv~SacMX4?*YVs2Tm}MCQFu z!G0RH*CCejG%yAQvy6(d9DVMYsY@Id@;+ivqdhu)K9#xP{{RwPY1*6U`fKijLy33* z58*u5Gviwavb?;G&g8j;UmSX54)v?xJy*jTAAq&HtzPJVY22i~QsCq^!MDGyG1;E~ z0P$AuLh)vSr1)Y-NR|N`mdVcGxUZeHp8{!q9=4ZJX}(RQ1?QfX(=R#r5K>uXDWO4@hw_atMlwktnC@ipd{w^kOBfUS|A zL7Lvtgo)vKCAWl=$T;*MR|O@f*%oW!f-8F8jpVtakR1`L|bc1XLcZ zYjAif{@(r#CR=|h;@@jHBy?8f=j&Sk01W(Hrg(P!ukK(o+-y5}I0q_6W87D>{4KP9 ziQ4aod`+$0`7Lgfh+-?AK2}r4GxxF0A)Y7kE&#d(q=|s=xKF?>c{SbCliJ%O@WTT> z)!%s2`$p#S`oT%KiW!(G>B8h@xUD-yyS;!*DdINTqPhz`C&Raw8fKpnv~7%Wxbs|| zu&~_Cb1aAVj!7q;Ypv5XXSRwnag|(;l=rJpXcqI`%XfB}MkQ5wtQPkm^UW&i=E#Qf zH^!u3n)EGRd*;yNjtKdkbH+I0wdBxjp^tcN+i(I3(X$NFTSd1Dqyi77aawaB+~fQ^ z;oFTq$NOI9GP4YjPt!f?sJ7BSw=b6e099;3A3Heax=mK$OB+M}sRwWVwNulUT}eL8 z69iQ}A8wVM%*oyxSnol%0ah`A(~+9Yvb59n4QZl^KbtwvJwtm_HDhsMbsd~1dnY90 z9qJo+H47#>rLuz3a7U(l^GHXf>no@1wYS(BSjfm;*fpu*y*}Gf@a?FPg1RWd&p&p! z9}h!$9ninKQc=e_^)=`^o!eepi#S*01RRcWQ*bQq z`cH?hZ7)*#7u;Ef(Syf6_3Zk8gKTwM8>p^E+m=$n_{MSVTqd)A`fZCnzseAvMmqyt ze}fla*7T!#mm6YiQZqW=0O|JEHkWhi18jqUbB{`?tHBk# z^FulkT%C@88o8@!*BVnS)+Y$ul{J&%U1#lDL_sm;0rO-~2QzVPbAF=Dr#lqmf!d!w zjBIS=wJsSCBiE&6+UhdfLMM#oW5y5CpnJVt+}&I@JqK@EqokuPsw_%TcCa|drAc8B-rIY-?kj)GQXn##okVMom+S z!dtfqXBm-?2l1`FM%L=~>~r$%KZSco!u@x^z8eP1T8v9~GXc2n<2dvb2=P5K;^V`b zo8801#JC`je|q=-00ewfwz#vB9dN3%F$fPI`z=lJJK^L41=sZAOcywC2N+fa_cimp znlcl0EQlaw-LL`&-u42e@h+|4&kS3&{fy#f zX2@0Cao5_uL%V%G7+G}bS*AcT#~|XdV_EJLF>*#v1pO)UGaqDnlX!{^PgT0qZd1vP zfn@K=IUHcur+hK^)nnnG6k1KKDSbZK#~^e8hE4+4oaz1^iX9y4HwQ9#c?x@-xvm!G zFw&D0Uojl}_01~_*`J}G6@P9<*PxffUk`1(oj+#NGYzbIgMjhm05E#~HS(T;;i-IO zslKPF-Uy?;kjTRvv2&Bqk6Q9;eHwgaPR+-sGsKFTrD zC)7SJ@F#~nC*fDRv<0L&2-!UGobz67;I=n%zxI{B_{wJ__WUcb(f%rF8m5Lc9d182 z%8Z~a$2r;;rYo%YF{Rr0kHst|b%RP$W01Z83K(}JRxd)VW%yshdfeLgk)T^`g5`X| zep7%*J^r;n#0#s7t9Y~k4A*NQMqqP|xg9a<#eIw8--}-eJ|9HB9`KwAso%kC(pl=yc1B?lT^ExP?Y&{N=uc-c|7|HrF&<2t6xc}Y7?1Ec`88wa7iB3%iOe) z2av8=ju$?iM@}oC)&?Eyk9&SmzGh|%pFx^dp4!e&B?e_djQ$m-uu5%&v8E+{D_YaT zCD2K5FvkS@Rb1;UcqZ1)`&MInCzl^mNIc}%rFfIVR&mBJ^sAvL10{bydh=a%tn6pD zeKkRm4%QyE-1toDkk7v9c0(%X2D7otD3|QKd8F==Ufe*+xxmK&dK%>X6QV7< z&#Ya;xdRqL*~sJ?=%my1%k5B2GYCLGpCtNMX{&iqXzXLbjx@j+#(1LE6j9<{E!Sq& zwV2Ff%YqyYqn?MJ!n)rF{4>>jT4dB=$hF*191ME;j>fQjJ)wVV>N3wb3jsN7W1;;csMJ!%WT6>4o^{hDXWx#R#nD?Y;5>Q_8oSOhp$TjjUQ)!?yu%Q#=S-lgq|*FBWW$du~10L92|4rrvCtiMdH8t;6F6~ z02+MWMcn_>`zG7qrSZ5oF=`nSf?al=LHujbygl&WO0h<^VVK!@9OEQ?YtchRr^e9v zfJj#u&$U&xxP_uB8|TkG`cQdh9-rV{GfSDiUosgF`o6f_bEpBL?iT!NxyI0L@sG+xbkOlfVbCrw9Zp0Otdst`o(cF1hf{#85up z-{E?68TwVrZytDRJ3#k$KfEKHeKY;qn*rJ-Mw_e62rEQ1b(|o2O60ix}MYCykeJ-L*wma_}L!1SUFH%ibjT zx8fM?je&(@3Qiam=l=j5tV_>{zA?Xs8+1%U2+OHnpZCoc3!h@#-KC9^-s%$V57Ru3 zewnOzwM$(_Hk#T+l~81n?Z>ro8j4+OpAQ)>PoHz-22wqCS3mHU!sg1-TWg5Saa(PLE7h786V3w$2Y@rjJ&j36rTFv25@_g`y9}`7JRfZP*N1995%oK? zCdP3KpW(;<09*Q3(ql-9>qxfJ^(FgG$igr=9D(ck);vEAJU4G3xQ5MRZurUL>P-fR z${r)}j<}jsmhw#D@Hx0p#oO{{Y3BqrCPnx1g*?|^q<9Zijp8?_=Y!@r z$3Ky;agJS%3jC|nr|VJ$!7L7YW`I1q$68Issp0ey1LsEIf!~Tv6T;TRPPKcOL76aH z*NXI+p%+oKQVarmRb-DiiZFJi0Ar0B&Rev37XcUU^IA|_Lla>m!j9b2*zG5dO&@nG zy=VdRACxL69G;a~V&0*bDn}pZntKA+&p|>CMrZ-2fGNRAJ|t*&Yq?}%;A8`k zKb2%n@nG4n+5XO2Qa1zJAC(23x?*HfAKNuoTDomNN|x^58=ykx=m+OsP2dlSdY6lQ zOE#BzY_UNKF(-C%RE&QJt|#LMhc&6JXt&&0lFHq}gm%a0U!T?^eY!WI z0s2?c;Hqh3@_rz~^490>bC>qVREB8bJBuMw2d+r1--a5b?;M&O!^>z~jC&~pscDZT zwfh!8h{x{zTC4bSShU|6UBNp97Yufv_nN)Let$JVZZDulKBRmmT0Sdevmgp)7 z;n1&pJ@{bDcNQo#we@y5E7d%?Unv zH48~%QPU-mf!7{_ychO#*H#@S{{X=^;g^1Xf!TKIzD=c^wqbXzW$R_B_2)E*cA0ECy}EXLJ0-dWt4198HnGJlPJb^iduF(u!^e-Uaioy~1wIBuVL zVkD39YxX|+*56dI)O4An4;|DJ_3e~D(!V5r+dh#WiTnuQ`4??-7$?!PpU77OJ7-dg~@4_fJbUu3=?)~|GxKmthE`ecDzx}wP*bM>xnW9t4TbL$_3-xD+) z55ZcOhOXdKJ4Yj;(v^ItA_mO(D9Ea7k+i+ys&vy6=shK-0A#}r-N3yIQZ z=KumLIXkYn2$M1B_Hty%jCMV`IKp8vdx?-VEUbSXeB#tnH=4!vE zNgBvAjfb^Z)F!r#LAU<^SWh$og%r05BB5QTwD0dEjx?4A+I!F>+?&}l*y~wvMJ>#& z=5ZJ_%?__gxoecqSMOa&NSYBb7;rIM&W4fO%-G}}mC{NSe68Qoxn#9H2pJNLtd8rQ zoR7}2wCGm${YoL>fggdcwV)|%*ynygrsx)|nzF;Us**oCgQWU5z*>p7vs-(-1|TYf z^sipAf^#PE@<-JERrB|SZJOr!R%viyW3+qc74Mce6I~Cp762wUejHX4+_)W%jR4EE ziM0(SlH0?T_(W&f%cv9 zNs?QpJ?jg`KNM5Iz6^aUNSqnjkDHO5z{bi)Pf=F%KM_ZD43_**tM_ zHelC)UTSwX+MtbG0l#tjR)z=2y7z;1uZ8|9H`;7IWt@3pMsbbD{43VHJL8*A6f|Nf zJh$pbIvw2q06O|9wCy9sc4iGotg9&6PfnxiJ!|Cu02ll()%+c)OLO6!#?(1EJupst zlj&Lk^zMzR!S;VAc$vCn`c{hR(O%5#6cxvR#=d*-4z?vzX?Y-9sK!lw17muzSv-mR z(Ttu5{z8B%UidxUvyuGe{C0rTGUP>)!M|V$$;1+D@fkAc997sxJ|E zc1aOh)Omv$?LZz1x@Fv!fFV2En#;0%Lrd2q^V7{t^Zs#Ou-bI?NFM0=$-XTx|J=RjL|g?DO729lWGc2o-N$w}EXVk^{KpbJC^JZX?)> zGUUg`Xam!eQjDl&8D&4zSIyo$X=U+W+KAY8;Ge|TsOoyGc9O)~_HJQZSBfp*)Q{TG z?k+$EfG>Dza|=fZP36}h`d81tw=eA^zYjhiC&IrE$X8tP90Bedf>PF1mL?pl43{ro+p}fBv*G*n0*#4 z>`->>eJj(Y8|q-y&U9V7&XSYM^5-2%>sv$0avh(VpGzrsLFguT5Da zicxKpd_}4wTz!(z{G)<>O<4OKm9?yLx!)_Maqer3o?kZMr0KZUoN}20rzeW%_@vKD zbh%==erA(gtcbD7gJ}1v@=DBqc0#E7RZ|~x)|@Tmk(45yXyuWfoyk>?P5k>+n`!SY zE+V|Nx-m^|;z-$gt0~AM=~^0hhVJiJfPAnktvW81r(1%@&7U2!{S9vzKBqkDMQnbH zd;Gjz)N`7jqnP9Qu%MoKB=T$S4HNzfHSj(= zsB~WxSY3E+W&xU63*1J#urr9FE%dL#Z4+L*jRlgn6Zuw^;v|rHXKaPL6I~pdS)MIN zXLPK8RDTY>Abdagg`xid!a?9YYAth2lWyr_SrCSB8B@!YE9B&V4|?nFbjc(>Y(H~7 z2T@I42fEtGN9$iJ_%r?rCHpq&8g;Dt--(+^l2EH9q?R|cye)yB-p2+X9E^Y~f5-m- zw#V%Gf8cKs>7E$zW9wJ?uA6slZ3@_4Km*MSB4y-+3<7)Cor#0xvD-#kpN6)Ua^465 zJct!oXTB=6#i_QPZQc1NrYlQKis4&rvEJ-RW9iLYzgW%ig~sXEn)zw`O!gMU0ywX2 zq_t2_mYm>vR+X$RZ)*^?k0f)&bl(hQ(9+*oi&_9m+rnp_Hj0Ntvun*p=vcSzA#xO+ zKZsWtt}}4dY-IaL+cbSEhj46B%!fP9NEPgQu9sIvwWG+K<&2yeZ50@kma4Vv<^UbqEDBQ|8#Q;aETQtxGjB%WrqiXTR0bVi&-YaWP zyAN{~pCbPNt@(NS)LPz%x@6C{jPv?X24&EHv+lP)Fgv-f>%clh{x%ZZc|n>S@6Vtj zxSL2Oowp~>n8`ntc3%v2+wTo)cb70=MIm5Ev0+gpCQ0L;2QHU&1-+HOl<`Ix+t zdjVc|Z}BU{8Wp1Weq|46l7OeLY*$O;3z#qbEgZHd_xCBg9^`c9r$d!O=dbt|;#QUM zC&xN&l63DPdr~fBA&UdG#(RIYUghx?uLFVUU!NWZ*5>ea z>Rs5x68>n+Z2ti75D5J%bHqBXp{TT$_sm)3V=i(1?DqOqs~Ea%A4hx>*M;t*C|vnd zPFLy3BE09q7BToM_VKiWM%tRww4nN#r)++!TfYdr?KR?tG55;IKBTCsUmMon!=JT( z!ru^w+br#0k|bWHG#M^;OBtc*Hz*# zDodMIOyX;FeEmgo%8VrkKg0*)U!p|(8n4FD;Fb_cr+j_!2J@A>(wag40Dog&>0aMn zKdvX)J~~A6HqW%^#4o@4Mn9!{2qCXHHa4e9*$ovH}d8Yxk1A;{9W+k$)q`r^5^qxG zRbqzC-Owv2Q<7DOy=nf?{{XYcz%38KX{>kx@(Ue8&S=^=gwHCnuKqq}KGpd-uXyqe zTgR_$ss+5ax+f|ZU@S;pIOC|TEmKFe(BqEiS$VKX+lpjm0Ozjmd-kl=8y!@%(#M(n zK+)nJAeU_7?nYusP(T2&;8%}pf9UsKM$GL1!k#}`=q_c7Z7GbS4!Po}$!!=1V}9_} zSmp}@B!@1?71lEz3v)9wVC_?i-p~YaYEeYrE?siO`kJlg6p|Zjes>?6{NlClbXntQ zE@B-D?y9**p!oXLGz%yi%1j%G!w@~|#3wBxx0<7sbw|HhUNvxTG29*M%q+acFV!W zD#fhv!KfFPgw1404ZPYnSZ*)x`3m(9gnl2hhTikV8q)2zwnp;F?!iL}!|a)*rOkg1 zczJXkC+%08Us1eLVvJ)eoO8i7&uKairQ&&YQE=_%+pCfP00BPO^{yjd@jkDrYqQ_1 zhB6tEI&h(h74=`jO;<_QJQ1i~Ll}lZ0ED*Y>fSiM%+{*RPI+yon&NyhrcWlYCS@WR z4&$EqG`W*kxeHxR$+XK25=FAIgvm3mNy*MSXOE?Q&-){MJ+jpy);xc#4=FS4&H2ZhsoB~dI6Hnav zlKBodP}OC))h(p4M*B?UMyNR?vFXKbYj!%c79ZKNLgs6jyvzk}l#$b>EA`9v2>qS> zDsE54FBd{0TS z_N-k_U5bY(_!00E;CGIGEouHB@boI8*jg}%zR(uq07R>~lyjVZ2R@baF00{-?*n+g z`@-7L0{cy#TWNs70pntgf(Zm=PaxOruAT9VL5p1e%S(}IrNsXL!iVSizW)FqSLJWT z&k3>kh2k$4Tc5PrOQ>8vf8LO{^{uH^Zt6!;nmjjqM|CFE3KxvkJFDruz?SXE$RrB% zdyfEW*EWl&2udXBybyELdsf%Oe}bB~jkQT^g9wCbNiDQ=IPPns+92jg^BXHmtA;=U zd2%tgsOW#Ket>*2_|+s{8;e5mKq)1DFP=qJ@vnz;-yGe|cc(?L%>jMEkIN$-m^*vd6ULn@+yffl; z@#M3K%%@=sv>X=QjB-0y8R5?o_>09~6?FMDJ7Fc|?bLBZuD}Inm;g!W2Q}ssO>v`Z z_Zn`n-gFSm(XM~I7=V6X#=SqlIwy$j{AZ^4n@f#_q%uc#@+Uy3>n8)~D?U|gn7LT{ z^W&fFbE|kZ(?IymW2?s=w*}?Ax7P6|%9tKuA&ZqiIP|Y__*H%2ua1-I&wXZ+-Dy_k zF6VN1Jzu(xt?ONf>T58%%X%c|-UY3VB?y0BmY>5vV5%cuA&!=DcTe~31|OPg^h z0k>tFoMtWNy}RJfk?* z;zuWiD7ZeD2P6!4s7m%`ZWgih){(7zFI^k{5g!M5K+Sy6Wi+;vbA)OS>hXZr5fQ zC{jRvMqGXGO7!3ODUXTt+dm6wf+dNxO--IC!^Q~#$v{(j*^Y{n_m5v zJbS1`qx>q`b|a+>=ZxBa(6#p zF!rx0_$m7$YhF8xLe_j8c)BjFr(VTy^U1ZrF@7OA4bEC{O@a6BRc!aKgV*AYrKI?iN$}N+ zh_twxD|>-}RD#%c>73)RZ;mAL8eUt#zF%O3-x4{{YbioN`UHW2&EA zcK5Dp;OC5P{vUYa9~Ws0foX2Aox`fEivEYLJu9l5O}(eOeH#bt`{JM3{{UL?JbJvb zPonA&%3yegH>;2oV6njgYv&(@afp6A=-K}OR{Dw}f&Tzs3IVUsEl=b2h4Hh(H}-L| zt<{`m*;O21qMVGC0OLKY;D3j0zxIIe@avscFU##KUabXb9MxUu$)7;@{aRnz;@NTj zuFf(40FxE%9}Z0>(-=Ogw`@MK{B0LR9)WcdF8dd_P7rT8?44}v}c zh<^@&rjN?jD*RRbv{i@f+NQrxED@dy zyQUcV2^IOj`x?Ms;&;Tmr5SJS{Xl2i?FwlfKVxe5-jn{S3bF1>S+4wH7oeIa9CjlKl&zK!5$ zyg{yBFdBu$w1O4qJ6s0aoDeccQ~b?*?lo(3(W31XdN1t@;6I99HPvB{!VHh3*rvfA zRAxaTJHBsYUm0lrByR-x@uKnjnQpB|l98Y|n$CXEZ2&RQRsE;1h=jPw=o_s3riYu^d{ zd8>Rl@a~wANfope3= z@N8eR&DEs0-`UqQS(}wrS0B9)FTbxf@_)ep0EeC~@jkP8;w!ygTOnWzM>{HzRY)NG z%rF?#b4z=b88d{{{t!>#i?J5I;v3eCJ3j2?o9J;|ZolDQ8C&>iyj<3;E|YI@uuiPG z$s30poMOJb_=n-$OU44>t@RP8UE0I20Gm$5+`sJek}K1^75hwhAK^d4-9N#)*M^f& zy_l?0TeFZ0Yzeurug?ajo?S)EeqTxA{Z;gDuuOcUlkSoN@JCU{ddG&>`%U6$SiEtd z89jLXYxh^;2gBcnKeP{lv>Uim*G_~gNi$o-*^C(X5Lp~&1lQ#M0L3raw^X(GpC5ug z7)>s{ZzC*wl{Rc*!ASX>=NYcLO+EBCrqg@a`M*-t4wZ6Z)8+Y;^WPrT&T3k<)}%qX za@gj+_xRQS00jB*-@)&OmY)%?b#%WHMy+veOeLLVEAIYeAR^vd` zIzt&q8v~3e0B{9+UxI(&m;V5@zl-$u)UJFt9*Bx?BfYq{NlyUhXPKOH)YojE@J^48 z9}e_;t!u|umijfa?o?3F%w2#i2q`JRAx%wBgqqGa-1#CI+}+0*0YW(0k6y=`=`~Yt ztK7tz((aM~HgoU6;<@h-z`h*UzQN}Gq{7=-z{YS$_o-mNhW_|57}y5yQY)G#5$#{I z7Omh9g`X0xyjA0C*0o!p&{`0(HpY1o#Dp$$jlB(hukq`~-weD@{hg?IR{Q&J#21Ym zZoy+`B;}jMu?_5AffFd}n@R@qOCaY0#3Zo!Q7E=J|QxX1xQ&zY%^Ncn-$f z!u|lW7w>Ap#pYdpah2%c@zaXil)~=kGvluZ>vC%5#^%X%_^xkfeWT&~E6R$HG4csoG7x)NUB!esNa!94She_HO~@c#gaZ*8a3 z?IA3PepblnKDAy;#qj2%_Nx=-+e0qUpkNdY>+}`uHr_Z(?Fq%6+eVc*48WY@(-et3 zS5)xUvEiL7%)d|s?g!;v{)^(> z8^nGem1dKNjNtRYAXmb^Cl75qLeJ(Zansl9T?UQfjaJ`BZ8q5qYU{T-70%5d%Npv% zKCOH-_azcn1040@yT1#3UDf2T$hG)tC)q=-O&xdC!AFa zy;jdmM{8sTS99AvYdH+ey1djS)c(_`HYH{`@6?*>kXhVb+RG|~uqn^dyw2)bukJkg z8|FQ~I@r>$uC3;bmMpz7(z7)>j}>bU?5hmLQak`YmCR|noWdEFHegx3PC51!(d#zi z@e3)=Ju8`p#6qZ1bI&y4xE`L;=DeQtLD00|&z z{wMf(S$DKIFiP3&wpFgf_L953*1v5(gFX|Cd75pd=AC(Poq!sQftddQz(}S2oozq1 zz9wB=D&cKn1ZVx19RC0+-m=r=_=*1j1roT@lOOR-=wj%7A-j!_==JSIB}saj;Ns

Vtq$airsy~#VBF0N|?E_ZI#J@D+l$?yoh(%8YeL+>`kl^6S5J`V2B|qCYD1OF?hpkz)NtzR*vy zV!WDNA+;?)Y4MEjkb#fNy@LMc8+!s+;a@608s>Cpjk}#zHO3o)eRG=m*?dg;M!nPN z{{V)b9c?F1wzRr#UJwxD7~o>9{6)5g^GSOf=LrHf=3;t`5m9&&OPxnfT}J9n#TNi$ zAKk@pzZveNjo`6~zDc89zULCMzxNZOii030YV~*mn?{wSm1TtIdvIL%7e1mDnx5`hYNvZBX6+C%uD{xg8Xfz5n% z;i;Y}H;*aTlLzArdgy!LY-CNEJ<3 zw6#Awlf<`L#oWhGA}3JKp1;M|jYN3?O#yqcA9>v zX(qd73K)*b0O`{?uOgP*O*34=rc4Z)sB5h=Ciyb zV|A_SwtgMcZCdjB`gMv3lkYpb1yDY$K&`!5x9JNX-QGT5#2V1}L*pO#R^B+Z@mYmu zn#Bo?Sm1BmtPexe9+beB$J!r>dwO`%jzZW92SRx0Ym3vg`}?vr2SdB>bH`fJ)t=_+ zDD4$|wk^q|K|SlO+DKv?1KP7v=1UgYZuoFBim4UQ(&Cid93vhx>sSjj$#U0B*(7xK zphnP=RcUW!`_0WqrR$eB6RZS+yZhp#dux}qH&6_Xoj9b?d^vk6HlXosE6*7J02=5s zJvvQR0}>Sq5maXbzvWz%UM#+}yLjzabVagqGhKd_;qUEjJj)m$sQHNL{OaA8g;v%l zxbjPoc+GQxM$-BVnO5%L22i;@2Q`)Ai=9JVv{;}*Asl5$9jPtBnrYVL>`2MLHOcs& zU3e`MO|&?0+1?KrpbiUIwU}7Lu3AqaWub&Z+f^9{FS@C21C@T9^Td4 z_F8Fi;!cx=gW7El%B8Vn6T6zZ_cZ!L+C0@=sZf-BK{6Mu7Kph0T_78nGd zz*mLC1ee!IcW}91z53?80>i`_gc!21!YCYl0j%VSbk9K5{4=BL2-g!zMA+Sf&JB5E zT0Wn8ZM6CFdX@tiu9N#>?)V!>etV{D6Ycoa`lgQBEt+aGA^E=bL7kbEb9oiC3oYfx zn*N@ZV$1t0Syqx+IL}O)=G^Ienn@%)TZ*_O1-L$bTVF#xbayn8v4Qe|bKTuyR z{Dg7Wt#f*wqj@xJiliVNMO%YZ8n(Y~FOUdwIL&+Q{+HncYXovaBQ1>eJ*rx)4#Lr0U*9f{4rjIrbo9$mTTqnBxT56{V`ARABJ@ODi5{j#57CuR!4@e#8>9? zRFmY#3EHHSuJDh-`yFP^O=HBjzuE93e31}IW&7FrSbCb%)hvD=TUr=wrUFZL!oSbX z-iHMG;Fr*T;C~nC)*8D*Fxs;W zE_vjd-T1ZP`)Ms>*R03xoMfM`H00Qi3Y%TJj?6%QW^Ca4S9##88*N>JB!RARpPPZt z*XvnUJ^|FVeHiL1^1&F~tZ~?9*0EvJZ?t(5ds%TZ@$!%H`ccfDhG(Got4_V}>H9_I za^M9k$mi)?Z-*`=)b)k7@{9SPXBqyVTJ7{-8Qp7Wx>mLpSib1aI6XU8ec+fh&kpNP zd{qf`J3!+Z=~=g932sr7;c7u-_quw1{SM|W*VnsOFmG=3%b}%1If>^Od~?@>(AT+Y z-X!yE?hKL$B9lC0k}+Nx9i@fdzHaxI8T2{EeznTmdytXVL2GAe2>UP2#DgKPDDhUP zE%j8E$b7M!5!js9&^ivO;p=JFMt1q`K3|v~=j&c=@nhkv-Wt1uR*AgJD}o#mjyGib z*06oajjyT8*!YiA)|Kp`j4CQ0N|r@vA&xnh44FLhTiy?|wnz+$+a1S1K9#`ujNdM& zAl_9$;GBEaomT8_&#%}+Bugu9F%ZW---Tb7#+KJny}SS_NILPy>0H){;A!>idyA-; z%_4$!^y&E4j-TKiY=(=;*y?%791qT!sn0VYpT>W7SK>m?dAqJ+ls{3 zJUIRxRh^~9%Qpcn4bRt{<;9zI;{7Sq{<4T9M_<)iQ>7^#-DooSw;aB z=S@AaNZ_|4dJb!UO|Z7Rx{S#FSXJbjdNOQp*d#Jq%$AOPg#@uR$X#kWMWe|DvWaGF z;koPh)$bQ;mb!Ew*;-%(wl}cg`d0~M5qAx7z$=hGywXV%W1+Uw&Y;2XE;v0DcBkBF zuvwQ(Z!N&Ac(2;XxruiiIu6vo z@jU+kp2zYPjf>=G|J3~r)-?%a(w9?#3p1v3?TX_3DdHQy?U4rk{&~*U=e>3M1-y`W zd}!K}d6UB)%#rQ%s#;gW>&U16(v6CcNd$dpJhPJcq2ezPczad0y0)9jhI|0Lb~&#( z*SvSGxwmsR(7{eu9eVm#(Z3OVH5Z8VyL(XydEg-L8P0z?ZlB=o7S~ULEk+MD(G;Be z;~umD^1i96>N=zm-^z`6&GM+nLQO5lgY}C&C3RGdnn&vy=K~*F`$o?}(xFulLa7@3 z*axTTYHQe?~ z2lKC8v(dD8=O*3&rao1OuDTmI{IIM#^`hoBJY!7wSE49uokC-9@7V7D02<$i!1{C# z`?%N2U*S3b02=HrA&n&|8Q^{&)~rO5Mx<@vd(m*Qou}GGZ*E|XHlW}R*sGDn<-TK3 z6;Eo0Sx`R0+jy=g#2zA=(qAgc@)Pe=ly>qM?=Lpw;YTN$u>=Wh2u99%>0Vo7;`>`b zZZ2f`TmraJlbrSyKaTCM@BBq+t7vvc zd1D_s?j4&x)P{Wx{{RVAhAv{a^YJv;0d}18)3tT+zVM`iK_5!_KTXiQQ-7`7Yd1E2 zP>EFi<=}(qn)*9RyVNB}(EkW<#bxLhd4MNH5}xpwMml&Ja2 zj`*OWzTEP9(?;TOYF0)R#mS%vR01i0VX9!H3U1J70yYOZ#WX2Aw@S1Tm~l}tV;>zT z0>~V{+Sv3cQket_S`TSt9X+cxL zb-UQm*|CfRf^a|hn!$e&c*9xLY{k^?C9=9~+qHPlP5_{nD<4u`>oyk7BbHzQ;<9eM zec{Uq1*^;&Om*k{4S9TC7P-}Lr-JoeVtC0`&jr8ls>Sfv!tWD(vTM1(Sh-aM@<-=E zN2){dKT5cHW3-3Oc=+l^KZvedQTWerZDv~=4XqI>#halY@ERcaI+u4uU)yX#G8s-e z{2IDFFX1+cr6t9@zrTilcI1p7%+O|ZJ{R!~*1h2e)gl4s*h1r|V7cjv@hwYK@ip+8 z8_e9WWBZ~M6(iq@_m2$tR@cK3%Wq=j!y|6mdFQ98u8`QQE@yyj-^nAr28YSs8qxKu z?Otn-vVE36Es%!6&(kKVNATmtGHMbn)wmWfA$`nO*Xv(kpv!O0SW~Vgx5j7r@!zEY zcwLvni4DNG`#?6vFE3$JpXXhKUk`L!do^2#{LFKP>HO=`cc_gveZ%u$bNwqVH5jJ6 zXaWyRAO8SV0CT!`g*1B`lc?E1B6S$ZC#T|TO6yG1H7OQr*cMldqaNM;YgXu_FXZmp zq;c<5OwmGi%0ibo9`pe8hAVX&7l1G`Oi)V`R-Phb$Qc;O#YYfiL!PFkfnB=vsM&K? z7#!xKZU;3WLrMcQQaxw^gB0K~NCpmQ$)E9XHdkI%@@-*(q zBRfeWgY+M&Hi7gX2Gj?)9$*$$Y~b8H{UJ})G$6dwakyrlt$MvkFTphMQIsOrA!^7SwM3uJ3a^72g7=d4ItF6R=kYFcI zan`;A*7W&2J>t7)rBa0_UH<_0)qT<7>!`2vh~$j&kf9jw`?|P%Htb$H(yJP)X|Kg- zdKZT-)m_z&8-lgr{{XaogW76-4e^Q$tQU|)AdL%J)dQcU}>&MDF=gx?n`de@Bp z&zj8MA^2%+E#nuG&gj~)J$9sV<3F8yiYg8w`<=~Z*0=6<(oJ46-8&O_Z&5mKrkMM( zkiVG~?!PObb{QtVbhK0&yaq#ntgJse`VPwBZ!MNch81u#>s*ypkEqM)UGkB-g4<6R ztl85S3%j5o)~kjr+qgACRSrn*1#xpD=+5ri^4`%R)UOyvZsf!mo(@4c`r^MP{yW9? z4~d$Np{E_zvq)Jn+?kl;@~^BvY`+u@1NL9Dy|s|VsE-n$jDyb4vB~;mSH=DdypzV> z6IpH_&6X&E1mku<2h-HoJy`2=+o88H@vq0NE?@XaqSn?S6gN<(LHt=_Yrs}V2tYg< z`v>FRoq0EgE#y=zZD#q;pxWG5$Af?cd2e&6LRn4YAcC{pMH1ZT*;S_@A?w&}6U7Lg2we8%_agIk?z_&$KSaZ*M z=q;jaaswV3vXRF3G;Ls9W zmD$#`9vEV5gPeD)Ym13D6BE&3E=b}a7a3tyShV?RIU}VqFE!-c$2@W=vl$Q&I22e5 z){(C4?#Vr>E3cA3PXeD}uM+NIoYSupdEDF%)L00Osds)osGyn z>EyV>AmmdwTOB=x=h-f!NBfcBfIVIasg;?{DkwtAAzNY`W%AGsj}4^Y+UuW{udn%+&VJ_z^fYKMuet%dtu5xCqB zF@5(Qwa44sO}BHgCKdre>;OF04{$z#hU7t^31WQ8>$Se6Y2FdDzSeKz(O{Ex#lv8C z>cCf>=$e~NV78JjS&rlM+g<+v!o6z4!rnZ!*R^|(CeGdY$nCfq$lU4teWUAt39ifP zQjPCwS$YAJ$QkL{yf?sl^m+x(q2l}B-d#-W>6~Qbh916^>Yuf5#|;bO$%91Dlsr0n zW6l``@wj6c2fciurP^I?i|r1|pLId*G5-M8tpJ-?)NedX;v3yoe4|{*&PSjpJ*c{# z+RDrX`P(=o`hkx1a%Z(krcX06V;olns7v-)h%eBdKDD8tpRH;R@V@Q=JuA-qF{>_@ z@mImx*K18))ee-|_bfNKaBrC}Y#>Up)M4iF{4_ zD)<{xwokM*{*z`w9YdRPeZ6an{f|B&uA$+(&kX8QgD#Hm2#oa#ffwJUdo*=V$obl; z&ga)xL@WKDKX~(AE#t2Z$g(xW4skcgF<#Mi94RQcUzoVaJ+a!U>h^HYrtjJx%lWbI zR&$>s!{ZHO!Bzv1xQWSIi>%8!W zr!;z3_I{*7kOKVJ&-1H(1@X0}zc$&fmgPGqrFta38`CwbqESp`21s0r0OH`%H5tp? zTmI=boDqyxhMTV4ST@V&+y@^w{{X7J9?IGcI@H@tcPDJ;zvEs#<7webzb*zIPC4VH z0Cbwg%okSTMSbV*eK@X5RoC4hhQJJr1MgfD>+KkHL-LQ55^HW4Z0`~)n~8Yw|^?_xnZ1DNkyr!HxV&akBo}U((Wy0ktQpUu(-F2$b4|6lnVjyEn(5^-QhS+k_-j^}Z%BC0Qb7K-y<_3> zxQ^;^5GRpYqymn&b-;R9P+$szecuS?VHE#B3o3`~vFit@cP5^4~|jPGHe&b@Zoqk`+~ zt@lUx(2APW=yaV%dszOq_m7=frcFO*BGwL#n+dX{u|TX2u8S6X8cr|;%w0(p4}cW z<~L3W_vu}q#AlpY>8mP;;&{=5_4V&wPA6l!m&9}a7T1?dwwb0GIrOZHeO4(oDet7o z^G^b?OYB?|lOe(5)~C3#u!aP5e6cwr>t7`}p0r;>&~*E2KeEU~gMG$AoRN&zS)s>y zqC`BT4y5vU9ew$)8H#BMirO~95;N?78t?SIa{3Hf{pC@C_*XfRYs8xDx3{9pI{+AA zTr`$xYcnK+ddvD(cQ%_ApiR@nLmsEzv+uOjk7Snz?sPTIZ)1U)Zz0y!0#-12&2?TfcbxDmqttasG`OOXQ}=m6tI$vfb>U4)Ym_j%0U{jk z{HyA17vcwow0{UoreC3Jsno7;dEC5L#CB6oBPnj)T$v@0Jq8c0dcTDxe-UW&+dk8A zX}BpTl0Z1^Q6xl{QjWc8YA+N{gUXxcOlN{~j@9cP1Nd=st~yD*{>=(2jQ!ko?niHG z^QVSgRjo96kVf##yYMpD2a(6tzg4~r{5H1nUYDbtDg_qsM-oouf{p@~&myvD^PKrv z`3Lc7^v@3Xr7bMODT((;cDCFr9OH~u?Y6yVuUgwhX&?GRB7k>fkQWE}*YqFbFWIB^ zbJn!hu<_o9Z8^J)!X@+P3=0fy0UTH1hwV%7V@Lg;{wYPIct+!Pi!5GzBy+))fM1=M zo&`mkHRifHZ-zR@pRZZKpDebULl0$T70mwD_Lnw)75*CdrzMcRj3cnhOkeufJMhO= zw{H|CCE8|;6ZI~py=(T_wpe}{d_VC#SXpfK7`C^l5f=WH-$UX?5w}0R*!@J+T-;db zI)cZwF0`v@Q@;+m>s;J}1UUP{pT@KN4}Wp1{4MZ4sdXotHO7TwA#Y}dNF9e9^sPUw zew`hW{PBubtu*_eJA7!4=F8%rfHmxs6zc`EfxzZ>Vl(bLSG@t6^52giXOBhjcC9bU zZT0(T%X%PL8ofR|$sBSHLk#|6y%|5_@>sM1g*Xw zMG3Z=?&r>$P(k@4jz!yoIb1#NGW2C-~s7Biuv1a|?{n^T_U}HJ2q(5da z+w;Z$013Q8-U;}k^6K6ncH0!kViumAz;Uncn5!d^A_G2`7!!QL-Z1@@bDBpDbh zENLM@A`nO_`$-(vq4*c#cDdlKLLV1sw`R)b(0~^JiBvFcq!lBab5089dz9k6#CYbv z;cpUnXT@{)TU51Z?(G<(=NLO!sbPXfG7m#j-grk+xWmKpe4{6hzny;0+I&3lXYG~n zdVh&}C8Sz+j5N5)Tzt;O%yEfM2IU;P{{VKsF?B5(_eSvr{*8D9Z*6fUysOmjM%vgN zdeZ0C%&5sT&wLZ$)>AFcqNIc;lkND_dgirgw-Q-frcyo$_x!7%Zx-C>me;yu7T$K^ zb`zX~`BpE7G|%lHHeFsFf!ljOJrChqCe4hW1bBqo_=sCOA1T{u1o47?m1E*;T4Ud! z(p+xe^MTu~VtAiKi^ICAURdYKZ&?x$QVeg6Q-r$?e% zU)@Q8!mm+XW{o5=SsNRHjCyyfkX%D+a`4;7*NR|qBf;|DUd3Z%c$QT{dG2vur|~M% z^T7Tc(flr?fK?`!0~z^ogG~5;V*0m@?4p%7#W_$Z>raQe&Y`9FYG1Wk-0y}+-ykO9LBZsnp0(Cbskh=E6xsNDM6(!VUe5+bjP(~uBe*5=97NkJ*BjfyN%xz*m*(n&yTfQh({g^n{@ za-k^L-A@*37BUk$ZY}<;0p}+;JYZGrTf}W^;aTi;D974w9f;&~aqKFujD8$=-{G#? z-EQA>7bh0ejieBBx1l4Ya2nCSx3{;OTae0T8{=LERE|1((4%&A!Pxb^PsGt_dM=p; zkc!bH5t%cL@7u`y>(@R58NS1Pf#@p(Soq^%;v3uTGvVfqs!AAd;#MR7x=Q;Zx1HOo%b0|-;@SYcw^85OWiPVKK=L;`zB}}BeOmz z_?d9)sqRaJSB&7RF8+3~2jTc017O7KU6B!fpVT3g2_*bn!|A>&_{YS``h~r>+Qqnu zKm%cXZb#ZrC$)1)UFc*(DIemu6y?^((I2+=$IVOPf5b_C4EVoFNM-PEh%V7D5y3J+6!JwL zBSje8xH!#m-xK^R}Ho(;RPxBkcQy~0~rMCH(vGbzIr$ZQZZiu)_}YW~S&PW!xRX;yX(Ua-2)Ha(CPBBa@Yj?6)88Gu6|CLpJ{Ry~7<4TMSb{;rVG=(v zMmHd0FnaE&QT|e;sqDAkvtR6`Y2hs+!@BM4R=y>BNbe?)`Qk|%VFa8z1MNc7m2AJ^Ecn0SE8R~r9T!!!x>qL{@@`{w&*NP&zf%}1JyG^fjsE}y=kVXc z{{Vv;$Hoth-XMSNTWcAve!#FcAYm7piRQyI24KsMn6J)HhyMT*ynErF5=E(aBKGXs zT3-oLBq02WAY~^Y;9~<7`rG?<{C(EGBnf^4_#Q`w*7oin?Fn|F1QwPjflDqx92|lx z563$H0K*U1o6=#^OFv_iOI2g`X0C zXMKN1n*RV+(p~&Zc+D)aGt4(TbHNyl0qtKJd_g)Y`0D3S@a2JM%%sMRA;4|f;GVT` ze7yz8mgw)k8+;J>vE%JjUQeq{WfMo{HN?b9cARG*$Pawi)sz1K!8Uwwz7anWEWBYH z=nFYPXsULq`I!u7>w#Ve@bBPf?IH1JO_N(|&+P3w-p^H}TEes(( zW=!wET;T2Llj&X7oqGB%k!Ruy^gm^~iy)pljonAmywk<)rFe_SUM9V3lP#W)d2w$L zIr)N0*soalnW@-8@GC~QvVgSmENX+E0g18Nw1JG5x_U3{v#i`}cD_2hjdt3`mt{HQ zI6^5t30oacTjILs-ADDr$f5hIr;Hl*}rV;BlPok2UK*vp$6-{{Y7s zui{O%_D{dR-V?`O-XG#It?ts2J3U$`<^8R7(#Ms92mb&9MS7>j2@S5ET>k*eNcOMf zYs#l&llHao1GiR)9B zo!_w{3H(j*M*MUhBGeRr-^4Zg3*x5xCxdlH9a1?6{{X%kz5)G&Bl9KrlE zp{)9y58*z+iXd*}bJ@wNdLlD;kAGxve^FN>Y~I}{{u1BLtoUv)b%{@W6Z(orIjiw% z;g{ggkKIrDy$4Wl%H7R>IsX6@b!)9VRMHKre6m>ENg{fd2RX0kpW||iKZ0I6U-|8# zUnl+bZ1wmbp?F#k7JPE>u7{~3Nv6wVWVZkl#AT6Rk?c);?mKhWr5|w~dEuWFLuca6 z2gI{Ne2p^ZCy_zt9Vyg{6pgFpB2Gj@h%sOPOyvjFl|)?sldSpn!RQFM%&oyQhk$70t;3shyf=d_~&V$ ze$4u3;5Wh#4C>zntgZZUXfCxoz{Hm>thEUws_DuW@Rqh< zNBXvtcT{~iT+U(flC3La0=Hm@tr;{YPvp^@p353AEWq>!jfP3qU|KHbZDZ5 z_bATL0K&46M?w$lTDotDbYBhlmrwX(sX{LF_Hhb4Z}Np^+NySgk&tpbabFDlLimLL z0PwRsSw5L?vuQUP<@DCgw;#A`huMMYvu*`_#rrIHZ^M_`exdP8#Si9NTF02#fg&ah zl5Zen_Qy`-@_DT18(5ni2gIL)y1#?$HD4QOGx=6rkc%G*tVtY_Yvf-9_(x9hCyGtR zv30zw`K0vA1_uCc9<};g@%!T!g?wl5n0QCQnu=ZC-)tQ+Vw?%(Hb`x7zF1cz3bus z0Es>t>;4g!!=5j=O)(lzFcG|xF@f_fTD`*O-##sa!haPsol8-c{dHRlHI=7UK3b?m zJBBi+fKTCH8~8uR9wzvAuFrk&Hv9VzPf0dRm`OyT2rQsn1}Yc2) z-7~@Z)YD&Gt3(DS$0OC39dX{M{4xEV{AYEj+UwpUzB)&Tq;T;#+apWLkTxrZQbF!G z?_H>OXWJU*?R)!7c;`hP7Vt)rz8t$yBa>VPDX?~xBts;7c_c9Ub+68!AI;UR(^Vjxz_&K6{Sop`T!{ZSw*G5@yVC9#43D;=dxDJeSpUSTK9Zqeeq@0`54Dcn)zc#wASbGR5}b%71S=K7U>!O@om4(zkU2u z`%Y+o2)t2m;CLEo=~-jUH3wa2Zc4gV&{e7vilm;y=d!0F00EW5Qk*E^RKn z$Pm0}u6)LkSeFUcJ$-2srLCER5A3fmggzhK_^-#eOZJygz+ua^&m z{70tR+=;B%#F7?92RGS#A8`clB9gRXBlJCs_ec;{WHzDHFoQa5x+fLMzejJ|$e+*vX>@0@5`5 zoSfr>(0W&&6|(UR_YWN610(PNJ;&03Z8MA}IRKMv|QcZ~Yxp_eg&<98!>QN;jg zw}-SuTYv3{e|tP*z*lK%&P5z1ous7YrhbQjD&@toMKeRv9@VfeQr#J1 zU`aWsn^d+I{z|rFl;Ns5O#@Az&a-hM{KV6twPs*(z%?{a95H4;x_`o(_MNESS>%uD zL_Q-k>i+_WO- z-IuQ`cL2x!J6?_ZD=OJ|H^u%UnF&il{{RIy@g%yJjr-{WgI~CXEBX5W0D_C^5MF-LdQ?{b05U8 zd`aTj*;X5H+erZ8q=l!t(^F2e$$aGF-m7Ys$5hoLiytuAv@SL72 z)u*@Bq%cLuL->m0G|g`NO3~zKZHlbD$@Z-e4eFPdI>oP-GeDUI@$Oc!Iyn!g^^X#G zH{dshW{*daZgr`nz}%!BN4O)kd?T!QqgC<8i&tIL2btzeyBuI;i*^84x_IZpx;D9T zFRiEFaugDo>(;!UZ7KBG7G#Vnp#h8V~h&uZ?X@xO>a zv%j-sCEh`XazNnr=~L);u-w?S#L2VEKmqk5@U9}~Rh6$8@`<>PJ&kN`Z{KN}ZNv*K zjj~xj@C5g)OZ_)Rva&Yz$+*e)i6^~d-D@+Y*2u>0^`m1WT*>BLuUkdQ3Jsl;C!R`*DN;Y*7sEDx4>a!q+-etc$Nj2R#?~#}G8Z3O@qJTL zYs;x8yp#8gNdEvhs#g9J)$i@!QdR=dBsm_#ob{uXfb08BI^+_P{hx8jKr%lH%*zf)t-l>x>AEMyFC2JN zN%^ew-D>XI)qx}kW0ax{l1ab=sjgP$XyCk#-9B>4qd7fE#cdT~?0W~ny*>?l;{O1H zydN*jo*>n&EOwrU&YcsVZfo|d_TT-S{see8_G1<~Sk9|} zp*QVfeq)ShjP}9&as8kCOK0F8j2;v5j;#lu4wuES@D9ZXD2EpPB zi)|v-(W3eGFCw|?y}#_S(VdR4yoa>nVdTyHE!M>(k-Y@SrX;{VwMnM? z7(Qy{*zhUHvvNyC7mM}-mi`*{Jukxdw=pHwttbe{F`jYy*N#}q=G6IV^S3*XYS5bh z09cLym$MTOYQ{i%HSN8=mRdV$Jk>m4dwpw$xxBaB%XZsNa1W>DSaMz7!x^3_H-_Us zTF3i6#rq#U@>`&&Gdq1lMAL4x+UN@UD$@uHP=BCD>Rkh8v9MAB}KVJ}A}i>=x2_OT?G}9CQ^&Ow@HNOOP!|Rgsq? z93SOZ%4aVl>RoEzN4Ts^lZ+Xfi}azGdj zUrG4$TyGJ0GfssacB-cHk^RyuHpBLQ*7aK}OA6W~^*XW?r& zG?~IIP@^#QY!m8hIZZ7IjjyTlOF=!I*V%3EHyMT(p~g-C0-MR^gCqybls zx$XGWI&XnBtvgw^lJE_iz##BXIIq#44*WXMWVF*fS>gm1mX;Rrxj7^=C(VzP_o8#q zx|6oY&S%3nehm0^bFA7$w&%+&yWh&m7&)(zuKptUw*Kx#lJv${klR258R_>;eQo3i=SV9LOs$!{T+W#~8+(AnKy%3I{vpk$ivz7hN=y7;3c_kMqq4YO?{-;ef(t!wz- zz?1kXu0n zoCAYhE|j-gr0EngZSDHfCg(e-SzPIJl(}4vyM{5>{{XF5w5uCy`+4MSt40aP&tdhh z)5e&*jvY4CZfFoJg!Lq3cLKCN7JMr42am31(=^n^K?MB1-r}LpxhGNZlTEYnG_B$L z*8(TW4BTXmqtJTR2akRpYn~6(r=BPa+9ZXMf#3}1zIzJm{7vwi$G-(7hg;NOF-041 zQiX6wUd-N==$;|?$)|X;z_IBY5if3$QJc6s2>$P>tXun0)W`BNH8hW3@J5Xlt`X#c zJj4ShByH!K=jZqv2A7~*>q6vxr^qs@;EWt@_4ch_3h43KSuNewz$k!V5PAWgD??h; zV3x{fy1fxv?QN@!?(U&p*VzwZA=$n?`#0-%1Jren9^K zZ~p*^rT+kg-%0-e0RD&n0L0h0zrzoN5xYjoAu4cA={tTj-}qL42mb))oS*m9zvENR zyAjTR|JD6Qm2DOF?GDUG>&0|_d~IzVybHnr4nI2Z*nTKzHj~Kt-GQ9*>;COpxA?OS z)0MW2g(rsR)BV~HEcES1ThsK1jW0$O@q^EPJu1qy5+~XQHZq0>j9~LzPN^sSCAuZ* zD(;ucZKwOL7QT1z&y96dH@+U!Zd%?=J)Q(TcQPHc0rf-|O0VRC1bOE^nX3ARwW8UE zj%h;vWMlBJmOMgyPj_Um4a0_z-~oZgI`pc#Z-KST{UTYVFCkt=SbBS!o0%kiBdU1k z!#*E^7L=|hBWN3rc=}fbd-0Cm*7;FEcyW?>7#^Q?yx!~Kj=iZvWVWk?z$bPI2lK5f zPlOtk!>ekN`9?ei#xQ=rH5V0+Pt|;9adD$ff21b%2wQi4pGxtY{{V_!GPbg5)q<12 z;dA+IHSc~N@Z7e#QPQq|)dea~wkwnH&x0>C{dV?Cr~}&;J2TH2swDD{4fvGhpYB z{+*o#{;Eu9=iu4m}1TD~KdBP!%%d(}&ut6K<6 z*ApmH$2B%8WbTR5y8L&Q2piD~_zb1-P}yE!MedkXUa073u0yT6To z5VeL&lPf+xTqr)7?kig|YE`4bwSa z>s@D!HC~mvUfcaZK$U#F^vBJoK-j)+2VVZkThsW{6&1% z2C?F8Ugd=MnT^*W0HYY2U?c*;vS7>Jhp)OB0T=_vQ+cwiutX4H{xFsJaA6|2%mWH59gZgG~b6>h262! zQWj&Jtc*t(_ssxydY{FKBDQDJ?b>pU%YD)OtB8M%8lz5@>u4iZIA-0S{g%5MFNW84 zQ9Z5vz{M{G0MF~Xuh@JZ@a2;W*x_%O{MlpA;ktl4cU$)E3d z?h+ghGAikS6-FHZF0EFvVxq|IWHpnJI>5RDBpN`PzMvQ{5sM#eKqW?&_gKuvT}P7(>}GS;msD$ zNYm}K+pAS}v{g|3GC%`ArF1rz_V;nKTQ=oVRG)E6bv!V~=UhJ3&I=JiS1*fLRX))g z0KSzID4p{V3I}gW!H>i`UiO2}1whB+T)va5&uii-EGL_MQk`2=l&0ra27++45nrxb$ultFj zd!&eL1Y}{oYv`CfJ*8Pd*4FVZ)*E{D{c6pgo2KdN(OO%o7CAWQKdk_H$A-L5tXf<{ zp=+_2xWsLdk~5BQKb?ApPgbZTg4#z}8FK0ON$Ll;H8ejn{{XYk`Rhrb9NnrH=~ga^ zTfoyl3WFxFEcJUU_bUXUu}}uKK{=tg;+S|JEffHqIW*Sw6#8N3r2r)q?WT>UfCXX? z72;pCe}-b#{0056u?a4;<}44Qgk$PE{{TAnx~H#N4QIoerjl1CdubJZr3f5-O>arH zE1Ve0YIIy$KOh$iacEZ{;2-5%cae*WrkT#*szD!Gui^_S^iLH}q)wX}*z_mSjWuMF zX-a|j`RiY2N?g!P{4*O*+16^te}Q!YrE9k~%)6P{i2O*eZL*c+cX>Hbc(0zz{{Urp zh9CNDK+n|Izv=QsZPZ47Y-Igwr_Aw|p6_EsNKu%D$g4y|#Tl0vHJYvF95)9zt(}>T z0`t=*nTj7Opj@Ht!1~t4k93oXAh=KAY*uiJB?<@3!li+g1IVZ59jF=bC&%v&-06NO zpHLjdah5~r^EG;p!Ody)4-AOG%$DpGzJXK<>VIgRBwu)1JwPBO2pJ#lIj<1?o;7&m z)vvT!m@nERVwwK%Wd4&yBZ8A1Dvi^p(naG~EK79B!KB3^B7kGo= zef9)GS#IFYIRvT>06jn*`&ZO<=ta5R+~U4o_?LSRhCgTx3txFQ!+UQGGXDT~{c{pO zO8S^chTbVrvm2i{f4bNrr|jJ5y`_Hkf1~`2h_fc7q5f8hPxIovhrrj3J%rIY&zC93 z{qifx+z+*Vrant?`5NqeFFcl-p|$9*maZC_p5_jxEYDMrWE0%hRLzNhO4lRqpIXg$ zi%Fka^IqrKr*(6~ziF=uMdJSefF2;XDkPIf^EDLf!$$+IKnKv*=8x>-s65(ZmOHje z%2T#5gZkI(jpm&Wxu@#h8M;rGRtB=~6!a(X?~b)w0=pN_cR~KkF~xaSvv)q52|LEe z5QBhCIJaR-uz5kV%_M3V;GQcpu$mSDN%W;jHe7kD(DkOYO&P~#sL)|fXc48I*CS^; ztF?+GHp=dEvbZZrL~r+VUA~DtS6ky{=}{zeNop5!#Ux-S>r`TW+#%+x>Wb?*3BdHG z!5qk&vx890P1HLh*yldAnYBd3u)qh3e0fqNb49>r9%39+fcPWK+#GJLm$gL%ADH5@ zZJ6X|t!ajJQqSIiGbEAKwx{sbNw18H<+}-91)%~KpVFI0A*zb&P{3s zw8zQbxnx4A^46j=#}F++z0i_H5txE-E780KtQ%)KP0MXrKH>a;uQYO4so5N!KCywpvE4ef9%hTXFlK*BIKR zyLweG3Hah`KMo%cUMA&Fm2>$Dna%c~QDTIs_O4T?>h!&HPPIl?Z{8FtpIW8j7&To= z&lcke%M(@L(AFD>TIc3`f(3LhuUXqgJX3RkK@@=Hd^6$bMV#7&@B}VEB=uogm%`%V z+2UauMm|tF8JjsOk=bdpFG`W0rqow)l&)Ze`Mg4HRkU9F{?vR7dOM+9;+CQ0d0 z{hZGWLaX=s*3{=>rjuG9yq~hQ{2vrQWUUs$ck>%Xi7f!`uNAyw9l8dui##i(-+U(h zrN*CnOcpxT(?q3@%6#j92d|}icl;A$#*L@x9w7KzcuPqm$$M_6kGvs^10PD;{kXgp zJ*J6o@drjx9;2aLt&y zOt>ySOgBG4Upo8%_`7lOOX0?w;x;9(EaFRBfJ)@LMum^?_0RWf)I3k(E9tatwy_i} z*vgPe%9GzCwRKKlK*k4B! z$8!V4dX2WF=do!>2;-k>Lp~SOZFR2!YGLhn6el~qezouZ2l&+;+K6V6MbKP0Z%@j* z9~Ss`OV;-QpDPR&=Zg7j#2x|FbPM;BN|VlBq^g{Spbx5be~Zw|8G=|;s5~$~{c7_s z7I@z3`C?5z5Jov{^!+QyrPLNXc&y_k-G1>P)k8h#c3rFy`gNe!l^t}KS2r6axj)5{ zqPwjo=go)gk)aMoc{S!X2{+!Em;wet9sMh?(l2I?K(Itv*x)e!Rheh5=&`&yWyPHB zzjjVN>L{(IhT2I{0{LX}P6tZwd@JFpCDYpK1y-`eN)n2*7>*FOyW z6LLpwuCu}ZpM%8LHktM_)Ei=9}T=0B3$bik@;6w3zZP7 zE2FCJQa1yR{8!{mw>J%P_qPmMd7Qhk>PsAwee+f)yt~vcWW2j`G}02x?bMUWCZLsf z4b|$#3dTv<>R6sRS`RyRchy+D)EfxM6|-zj#hFj}=Ts#dum=Xa3>5yz(+dRP#N7<7@YMTkl`CJ+&UUT8#lh% z)kN5(deae34;^c@M?;0ouBbu=0<^7~7J@~78x>kGvV)P0wInbzZXGzQf-qz{b|bx6 zm-t&ht$IXE(#o^1-zPtfGC*urGD0!*@&5o58$k!pzC`|Y_XospgBmZ2 zz8+ZkqCHGl+}Y`fSqhfR#~VMdQh59;;(rZ~v}-V0TBiR1A%{Oq3WLU8Ak}8ot~BfU z-w=RfO!3A?O7d|#9Te51j5(mWv55V)HdP}DCOB`UNVcHbg5NQ2hc)yEithX&u6!iX z?Ja_xQV60hK_G__oy4Apo@;~nci}sa68INblqcGC2xoZhVO7hP3&6m@!6&XO*v3VoL8N(URcz~EL!sJ2%yqC@+_jf`OP z>sy{Axp_621Zn%IqFtb8rcbsjpzybawOOTIN?0)iDJ#(K zAAr<&$VfAnGxmH{1dYr>@()s)5Mh`}sP zkWL2xnsz$9ndthSfvEU)5vFR96`nW5QUWmN9CYKFp3=f&Zr|Eb`EwNnDfB+#zJ>6A z#2*gp{u8s(HMqgM(-B>Z6VH~oJmR47u9KvAi^H$u9TN)B<}HeN%8dJWraxqSf8uLs z?V%rKOeXBN=4(B#?W2i8H_lU0_BRJ?rdK#V|iT*M0^||oeTFJ7s zoPt$C9D+TTpYa#P_g*B>Q&H1pV-gSu2ixAhVb#1zKA{vWP^_!9GT8qB3d$RtQ-#^} z1;35tx`X>OQPmntWNq7}wLc5$5JabNow|;|o_bYDglX8`_LVM#}oyFr_1mwm(0{zNGlErZ%tpC~FT8$+pCV zdn6{iD11og{{WYV)t>>`uD${I4ZP7Qi$t;q9alE!aDJ8D6Su8=vHJt-HyYpU<#sP0 z%zZagdwBb8j6nt$kH)^IkqILmg?^7qT4|qxW|ZALZCJnNXNvyN)>3L83#?i)SL|B6 zcML%O6^cRp$gfK9{leX7)>jB}tqNfO0KftMwVClY);q6;ej!Ka?DmpOKA=?(hE8Vi zE`=)|UfwhR0FGCGI&|&W`863vzPmHNw*&3AfxhXPH+?f-p8o*0ev#uJ5d31W@b!cZ zb!{!0JW;7t11})wCyof~U!l8ydl6pFroL?br!{SV!y2}es`z|}+V&qQ=OKPn%V+Nn z-Er+-HJWQk{Rbld0C|c(ITPTY#8axrZyu2=GyJFbh(H6^<`wjojr%R@J{i* k|c zSpMvr6_9{2>aSfNg1$3&p8o(wd#Cw^<8({y+k{J`Hbf}?iBy!H7Mb9WZ*6_+Lt7Z=LaM2KZrM83H`Kw6eLT$65)1IXi{=DHuKynEf;~jEq<^KQ+cuU1Pz!#SByppVDK%fkNpTfNdQuxCshO`Uc26%%;Xz$tv zK>lIse(Bn&{c6^wo>TF5&|7L^*49rrB7)c*I)j?>NFycjR@&nJ{(0suLd;3$nyW9^ z?IO&ivyO*7{VUOmvNuGJ8Y7b#`McGa<5?t7q+`8iTg@%WA7_F2>Tz8zpQqnOk0g-3 z4^NhpsJ1!>EQuV-faF$f;Zbvt*~M0p<(lo3AyO&6S&~9r;+4RgCO}wyDtmNj)L?Kb zds|d-u})g1n%YRRfaU!uTy`XiRuczB#=%e|irRr-J9AZ%8Ov^WI30hTOwo&Vl5|qp zWkT3<*%aq`PVxF)^}65I=`+pG55Cz$)XWbzvvd)Mig?OE|lP1Psx z{{X|^2g09X5yd0P8w?U1tA>4i0jwTc5H`o~wVXc*b2BGb|C@6ej>~R#G`2*3f%{S~KT= z5_~lHi{K9s+1ct=%?-P|OBtWQDGzOVSr@Ppws-@&~L#9khCgItxNdxv7| zS)MXoc9L*6SC;tS;s=Q}4;Wnde_5a9hUJmh3U;t^F^~;#z9kdh-&;jvGf5nBDl&lB z7{Dii*0)T2x)`J3?7AGbR`wB@Cci2}WC4OX}}niMR_-md{wL8{hLql_VqSlVKSgR72uE$sjd$}@wdip4&q~LtX)AK)4ZG&z~i{| zt=BU-z2ok0+DpP;4)4An*fqcUF1={V^8Bxs3mM(X1Nf`wKZG9*^&cBSdn9p4R^5JA zPCzPDpW^g2=bBP@^WxU84w-E$-`q_8S!N&-S+S3pt~qM^r{JH*tzY0Cw-155WurrT zriB*MK+LhYkTQaIs>z&zPR=ao*Oc`y0&D&s@sGpnzk**9;cHp#<1y*Z+nBV9qByWX z;O8~)2gi?warh%s)3kfJ_ehP9q~|g2Jx+6;4SoLr@xS8N!w($)0A=f1CY&_Ab_wDr z6`Al9wla2%oY%r%7hdC5@f3I3jO{F}yVcu03labr9<&Mvo%}nN_V>jT>9&i$1&E%b zgOTlDOzZmhhx9*&7uI@`hMpy38j+Lc6(jgXe9NW2q2cd3>raW^N%OVWxHvuQ$aOy# zYN@SV!F?o!3%APM0m=5Q`FW8|c0Q5t$AT?ybSS)Q@c{jr!yC=P2 zHTpsOE`H5AABY*Rd|Qd3^5hVSV0>V0Z{d)22BxC2Fp@kc$oPfvGV<%<2ZS`~jvQMLHL@TEKmz6a8LHRSk*Syi)Bm)u@O5&3|W z>RP$dIn->=kiHquu6R#YZy2VUx~=Ejg&lxZVnOxCLtfM3y$klN_@#SgZ+T+Yw)&A& zf*&^6D20jIN!$hi9qaU4;8*OgsdxiJu<;Lw=Y{oly7S)Iq8X0e)-(RFIb4I9`J?vy z@i&NkIX#7@jW^h%z5xM@f_%2~F@g`%rC-}R5`ITZ;xE}}!McCKC^X*~c*aS5Qx&+1 zIQ*6|rNN5}2IX=%em7@rd?Vmrfcmsw5^XeXUid>KGOULIPXa&z$b46(d?EdqzA=1D z@Va=8<6M_dww-^_#F2;d4gnbX#yv7cbKW=bC&VAw@5Io5!bg0PYjfL~Ez=2~EHMgB z8v`!A>!vI0+||7-dY-@gCwyx7lkslDz#bBeU)jB+cNZ6m(MFNNWh(5#Nf&bgkCjO{ z=cRC88GHq%e#L(f{{Z0+n(cf^s$SS7*5w{r2&IwZ*ud}SbVnmSFl+Yb_C)w;{{RUO z?4=F$hP-3(Z;PxXX|*DzNo;1G1z#ytu;MNV83UU9`~99jWi4a=8k5F0Um7k~UbWCI zrivSzxUjR2w5p+1Sw_&nwmS7bw525t#~3cB$eu9$yS!84kB74SJ+{-6Pq3QNtlTSZ z-4jRUmHUI*zH!p^8yRh_;*kWI#JDZnrrhJ+zKs2^KWE!LBjPRf=fc|=CbgF4SlY@M z-!Tz1pE)kXk4StHt8a)$$) zf^qVL&<^@Tk;d^faD-LS@bAKZ1CNh-XZ#{|Zk8s+l{SKf+Ze~+VcoICd*8xe*w4lO z3Gr;&uZZqm!%niqo?`iBu&x+^vDlJ8?Oti|hxT07JOS~mRq+qNt$WMU?d6i{7@!z1 z1eCXxmyqrQ0={PWk?|kncZs!6?A>R?GJ|6#$%+Wn1_Y@mZa?9C?{M@_SdT{0I19;E##EE4RD&sjrO|!DdEm!z1~Nk&&3qYaI>aq34=E!mko| z=4~?1;og?|t^LXZB3UCsTR0;!GK~H;^aq5rZ;4+AelmCm!Cw&kJtl)K_M>SOzH3J( z$uz+-9wucYpYK=h-@~0Z_E`8I;Ar))1<9q@+S^<6I=ej5FdMSS?$TtD#zr%a_4xh! zdH&TN9r*R)e+_9K54CvU@XwVj*JpY;xJHw50P&#!22+uqbIn^NtE(TgKNtK<;av_- z1^899be8u1Yg>DGl?W`E+8E$q3iH3)3&fUMU&Bo|;mThopLwoN4Y^YN*!;@c=^6Gvlw7p9!`J@-o-2lPI%oq|6>tC-Q zwugvrJT3bid^6OoCEItXC6&9Cz&QI9taHb$b#iQNE%^_oJX>p|FT*=MLq!S`QM8T8 z0~uLk2RW~k{{Uz0avdY$^qK?;0lb{#`-zl#RUg@p;+~=7zuCi3O?E>p-XD?dAl-}< zirEU|f$LcR0JH4Nb@AE}B7#y+Fp_;|L(`h|s7F)I#IJFtceBKQ;jHzyRmg@XC-Auy z>3>Ub@0Lw#M`Qm0fq`rG>f$s@Xw%RE`B$A)>W|X$x@}Oub^4r7i^&>% zZ`*cHHGDn$1j6G?@xAv?v}zYp=ht$^YwTZ*Qpx`S3O~l1c-v)h{{W&MzF+-> z?cp8+*W3&ik%>Q8qBI*HOk1HcTubU&uXsb9Ugevn5Azg|MkHCvdYYHQqh_IW8_@p% zF-XU$llwzleV5=@il#q4`zxr1ct11}bg#s(3SQpmel)k%piwq-*kW`2(Um5@Xg_L# z6X1TR5r8HcNIi~VlOWgO%3pYhSl;RyO}Q~gY5{T18BiQ_ub0OBN3&1(X!OsCb89~o zJY}X?=r<-vO|nHSVDOk`&UX>e8vA45T)q|XJci%J8jKcjT4}&fJEn28g6c32I9mLT z@K41pV@K5|ywm4zJUa=#P)H??KpRg?5n0|S_{FH*c%B)x3FW!BGWn9mKp9-%u2olq zk}Joslx1`4FWP(KpTqBp9}$L+@aU|1PMdAy$9J@@_6^Srs%zs*jT2tcb*I$yX$|OR z^BWighVPaY>l$5$!_SDfORngaLrq&;$#wHFU8{y{9FBReuIoV3yg?PGg}xj#ZK zDQ1jVk{#HnCwpTXh^)@OhtQu6JaO>%T=-$8>HZN4 z5U|`x1d;NCz!YhbdnIV7BP*v<8qFsytiEOzLBc~W22{# z&d=rs91=ziTK$@QOMme9;)buUT(CB)1i3-{N?aTa`wF-cdM1PW7I-sC_>-tt{_hp+8c)VZHE$l@ z>pmfhQmZqYRNajH{{Sv{^sKFJ`&{v##OQoSacX|Wrnr*bcc=s_Wpl{y#cXD5UVhKE z+Evz@rFc%}V}EoNWMZsDXv30sw`%jBieIzVrQn@5OWR)*O{&jz8EK$Mc5Gs#w;_-B zMSWYR>K_(7G}HLw#g^V)jzL2Lm`)X&AcDJ(O7IJ>+9Si(ekH%3RkE5Um6>D4TPVln z;g=mNAoq`g^h;f9!sKG4uLQEa)jNpz=81@zQ2Zw$fP4Q zlo1cFr6dQe+5XM`51&J_ORMPg%c&zs(8(EM&Di639c$=IPYw7x;m3t-bl(?vqTb}d zS8tlT2n9lb0A}OmubjR$_>%4$e+_&%@2SJn7}_fDwQ`W@O_EJJY>~$z!qcuZwi;8{&2K--MaM(Y1J*q zmK$+9R1cMV^It^#aQ&Y&e-+$K;?IZo5$V<%`TIr8Wt(#e6`hLjWyW#RwKYe^UlD#X z_ybn>g{pYM$4v9C7&c$bVy!7+O90A8LOWO3f3k1w31{N}01e$~8kUm`cQ(^(jb2Z` z5~=`35l2!h;BOP?e+oP&=Xh}3{i^c}8G_0PlRI1HEz^pp@c!$>{{Rp5SJt#>+sS1w z69rPcNf`UU{{VDReq$L$-2E*0_4`Elf5OXcrE6Xjj{8k_Tn{|18|EDXG2<2UcZ=`- zAN*+Wd>S8zH1yFt`GI)`={Ay^ahBWAHf!fk8u*u3@$`oK;tkQ3K)HrJfqRqDG2EKH z;GY5fN%1|BX`UFl`zDjTF>|zVMn8`SrAm>cZbPj2e%HWqMd6Ei7V_Cjhm-=LK|2WV z*i}tW;YHVsCkde4CzR3TF3@(Kgyj1g`i9Hl1ll)+uY5mx>!@m1$jYusQ@D+zu6vsK z=ToxrU%`n+kuec!8jsBx$UI5%fuE|?sT!{{R#dW@Wap`gPx!Q*m?6b=tp*V!E>tGUU2+^fl#o z*9h_;f&NV38qU>jC$WSDV&slby-M7)%2#@%_SX#*ZI&&by(?Ev-MJ(mGdat1(zI;8 z68O^p06`MWpm$XAJVoYmJ1I%P+@}_ zGXY;wN8v}t;=hQ`KJbtiUM<#dUx6FQKU(bdS8bELoDHq{X1Q+zL%Qcw)UlMAq(81} zqSVQp$OkDZkVn*mU3B+Hn^#41>@S8fric46d`IyS`5XQb%~h25+_qbn^E7|KC;Tl6 zd@R;{b{~AY)}?bCgB{UeVf@W=Ul*?<@Nev8b+GwA+WKgTx%5%)XVW%3WNS;CuJBcsl-Fcj8W&G;xvxCVrd1uN$H3O&?RPpJ}G(RyK^7`y@e2dj-vW zeep9*wAQuXw8JPcD}^Y1HyZn!#1^d9lBB7!Fs;w9Bv#K`0&3Cd^@f#o2J^>{{U%R-K;`U!`fcMG^hr12Mkv!lkd{K1NO!JuVMY8yjiAb zz7Erlo8j*ZT(!h^1&f*G%OP?MXv>vgHssfce$jeY{43v!8rQ;0DZbkdgD=^Z;~Put zB{EZ-XB{(MVP^K47l&?RoQ9G~3wP%$kLg>wzTp-+FZfLLzwIk!Nw+ktqZl0tt(j5m z^(plm$vI>==e}#qG#Ogv?Pi2#U^1euYMTAs)x%oKIgjshJ5~jkwNEO0Y44Q%+~fJz zd*OTbyYQQ7uJ~y~f9N=`KhuZXwCPq}0DO`7S9xh?4U87|a6S|a?fTMgz-f42!}k6k zY45I>o5?})mmr=y3JN^%*rc84%0Al7q5DRud5No+FLBQ@Ei~~?{@AX$Up)7>20G` zVKW^1RUJhfPO<=1k4)BsJKqjwDZbq(!GS>^hc$<yL0sVovEAFr;H9oo(VtVN{8iEw;JAac%*OE_WKQZj(LY+oAd9z*Ff!8oHgp zymdl9)*O@96|V$t_9hmL?LpV4^RB;4@T_*W+it*S#&h{rcZl`7TMa3e2*BrQ{c9d@ zEqHgunh%0)&BI0Z`|>zIN`*KdUrOLLKL>b^;tr`li0-Z0+B1dggUK zPV-Y>FQPaH*WWas<$oX-LGX_0bRD8qFrAiO>nq{2*))N+37NB z-)EHl)97lfQ5TjB0RY1hn#PvaX3TpD1HF2jb~$pOHKb66UM)wFTER;lxz^y~*K zAZvSc$o#6M?VH`Sa>2tM*shMk$WP4Dk5UbFx7K=HjiTOQ5~CxURs)UDA9?Mroiq1diNU$!?=6a((+$ zT4s><(z8Hv@$wg*--SMF+iMv@+9BB|a%*cq*S^E4eWoNC!N}+QDmjTb-AT16Z%A|~ zzjq{NlK%ipgHO_0LVU?w=k%|tv@a9s8l{)|UAl&h^cnvE3gLW2o*lTq4?6|iz^aU% zIpUWvxsRQ6JwI2xIJ6rVzJ2lQU9`5-*;~a9{p8>`&O7d-jV;o8_4^v%b<189^gUrN=1_fk{gWVtepCE96@XTm4PYTJDnLI|kl+kMXZ+i{ZzJ z;LyI&sV*)F<2;eZdSrT6JfjwI&Yx4;HLXS+UhX|g(5l4<8OD2kYn<_4iZzcH=!Z(S zxG4>}+mBofcNOHZX!_NNDRD6=w{aW}4_=k4pORr4mekyAM8GwUWyl>!;=I4YZ5^JpmlMO8 z0}Y3#IT)_5#(p!>G&lQym|k!*fJXUBO2@V=Sw`^6Jj*f5UNlBlG0 zA%Fzrp4H_)8nvxEOuI+(eAymN#d34b`udy1z8Zs3nhjFkb&4sX6K?0La(maB*!&*w zZ;JH`>y2h_wo8YOGIx!qsPFGwyxQtz3A^fi8+UrQvOKZCRyi_9ehqhD47?Amc$dXi zwi-_2lNByN1Obu9C(^wK#Qy*ZKj9YCn%3swWwLp8E(T80#B~O~&iG%b_%q?>gcj>h zw?Dgs%xB5TV1W0}dfm;Xq1P&(%6zl&cj3x-Dn+!4K-VmRm<|q3ce8zxGwzV%&nQoO_S%udR6wmv3|Dg38PecJc3l(AQ7leF{SB zE#!Z>FOH+z-`czVOGs-OBNovFNruHeeuwj_vP(i+(#Z2B*Y(7>k}o}qC&&{ckSZ(N zo2gP4c^TQr0x&a@dvvc`@bAJcL8O}h08w=jI+jM`q3Om)ty6|i3iubqLhDqU`$4Un z%vgY7^MkQNp?H)Fx15m^ zsRL@BI$-|*cCod8kN!CEG!OlWr|h?bB?roI2fo2xFt)xn_@&|q?VSmpLIW`%0K2`& z^{P?k+~>Mq5$n_V{{T*!c_tR>1dLm$?sMr;f5LUA{{YVg{LlDTtZARK4~CALXm2vp z`6=cdz-6|L#~Jmj-|);H68`Id-(&o0y_84oB7gtZ`nO2p_$sX6sE>WeVRRNx+kaa3kITWn{0H(rzhgKwhQ?b_%Uj0~LM zVyxW=A&Fp&0TJtrj^A2z!~$M(<@P-~esx0s0K~dQt-BAjhDehv*guy;Q)1I5NfOZH z4>2*uGsSGeY-WJV$vESh@>{=)eiyTV#;fKTeozKU&;9dLX&ySazr2G?wvS|UfJtos z0P!?fS3Np4NixVbs;M2h;-X8K6^EO_@AR(|_=)j0`@)*UI#sNGQZfQqV;IRD#c=wU z#mTKBit$I7(ttY-5BvtGlj--mfQ&4FfN*pF0PC(7#l9wwOtMwB0i`FLbNy?;tUN`n zYFeTDJdP!~0I1^})|R8CYjXuL##-}s4>=S8>pEYJ;F?Q#<{ng&V<#iMbRI0%Ewto@ z4Z=m8M&2{lzH*PjzB9YkV!C0%Fy|wnKAEq7)I2wDt!R*|6CLHM51$$24@}SpkISlf zgTtD%nxn;wOVfY}9B%2_w66SkAcXJvOMph+c{~o))!ldxP}D>)YquU{yhI(N1Ci6c zSYL+PF}g`2LL*Uvq?5?$-he!U$HZPG@jdOtHX4H?+9{DxDE;O;b5U#BcZxOZ0Q!ti z43W4p09T;;SJ4(e6410evvXr|lEO_gangH+}C*b6^8f+R{Ok_wT-W&iAAB}rF{vWrz(j(HYd05mgdz^93D_OO> zRgt1e6b?s2pGvaLB+-UYK*mE3^qFyIC8ziwMbg+9q8S6YKjU2_dUcJMGTOoe0oye& zbs#&CHsdtIa~>Ew?KwE$)S6ugg_biYP>MLl2S1fhAyWbp+YhMDMRPa)GtsoUe3_;n zFW%~V;<9c2AZRz&i){(>i~UD@dQda1yn@&qf><1Mtyj2>#3>FBoT0LP`d7%BhPC1!5$U$}+Qwss&kY=eFU(Vc&<@6@(JuUR ztvr^IZz~$&Ilf#CoQ}U*49}%+{AHnOmxoHZm^6sLHZ#E-8nfZ=7wJ0G^IF-qcoW1gb#l7gJI(IpGZq<8NaSFe^dE%Oe>J$T?O7xEpUw^_=;rp!%{Y0KwT#RHIi(U9zWvJ^0`ZqA4JD35~ z*7k$ps~r;j%WllXkC+Ve`p^f>y1uL9j{@AyqUkDcZD!6Nr@Yr8 zrL+fZtMUREb?J)w%1;YeHQ)BEvE;WwllAGE&=xjPZV^I0ZgKDV{{Tt=`DPCWc)IGu zK9iE8_*(#<%+<{=;eU%RCKuN?M$YCxxSSFE>*<+bg;)swP(8oGf_VgW@0tw`L&B2k z-)FkfHIwGX6{Bv0Ao2XFTOWtoK9_YR&ABl7g}z=-UTdj|RS94*x|=kw8%Zp@s0565 z{{SL@G3D?-hc7PUxw(uPV>u1T=kqnOd2J4w1UxW)gWL12a>K?}dXAuNRW|IKVdwp< zRu{#;5nT9Y&c{=RA3ixGRb#j=I-lu49rM7C9C-f#BBj7lwl=^@^8Wx2c-}7*Xl<$5 zW+^THSri@ID9>C9vHt)I7e=;5j^W3jkGONxcFrgRzLO<^Jk@XzcpIS=mS-?$!e&jPwH9LRM)4j=5mXK36%9B={WGy!aQ#=$S3)54UJ zW&v}@-ae#Ob?1r(m*U8@X`DQFF^1s!wmRb##CVELFU9^Ava!?H#j9JoV*uwWq#k;8 zuQk;)FCH!BzMF8Zb1EW)+q4{H_xjLgeJ`kZr$^JHc`l!3%;%Ea4{TQvbMbG(usWr- z<}c47hJQ-nt$rNq*Or1A?MySCtn3aC=Uqe}2jZJg@^yQkI^bZVg#&IoaMS_ZYhECl zPYO$Xu&`T*jyjSuGn(-43TqQ-x`&ei^HymC4_}yp=xgZBD@!(-P}1()OBT;Bk;zaTs%NbLG@Mbok&iUm z0FsoRFe*HnZt4J#p49lx#?3?2)5B*5ub3yT&(5#fgTkNij(FNVbSPN$K#HJe?>o8m z#eDGt$dln*?q1dRm+gC@&!~7ONY?bff^T&%c4Hk!rL@?k9?&l#&ZcDq8HDz`L< zIww|MK+Y>HO#3A#fz4c$Ooz;`y5@rRRRHV;wzwy(~8 z0%q{1#5k66QaC1E*zPxskJ7(N?PJ7`X#W6mWg{PsEAz|aPKtC-8_l#4y~~5_UB9Js z?JJ(H4Rg0i?Ih9md)&t*y|j@gQso0F^$ZFAwcBVHK6R{CO&(e{1fM_+c>e%_b(nSk z00`LmM|{?BtZaSNNBGyIcve~BzPLyGflpueg>}h$+^2^I($}HL{?dLL7k>>cyhUoc zzSD1``G?*Sh}@I(&3a$MeQ0am6w#+2yenf0Kh#DupU$+rMWsjLUkmD53yjBg3xVnm z)&TyssYh}~ zamVXa@WdhLPc%(~xPg+q*E@X<>JL=UprMdUZ486>l~3nTzYWD@_SjBhRE%M#P+t=tlhU< zT+6(2Td)=S=J71(L-enLKj5KSC-#TKpAC4@D7Rebmrz?59YkRyVc({GtB$V7`YgJ3 zsmt8UxV@4cCJ0?W<(iOlpO58_*yN$sK925@Sr71`+dFGcaO8?~!s1P!|pyh5NOl zCN9mp?uw`)+mbpOfF1UL$K>IKSy{}n`DKYFsTh}r>6*C*86aVW07d1x0?aZ6G;ME~ z4Et5VmO>=&Oh^_ln4Hi9c7=~~E-_7&_v2{$wKS!kBhNKiaycK31!y8RTQYPNI-)w| z`KnX62Wp->)8LyJ2kwfi70hhtvrVOHCi>Q0j5>P$S+A*n9(+vFwbC>n5}--g0UW0| zJ->uk#~aw(7LU2+t;;RMa;rq;LSt#k&m7b^^Jr}e+f;q~sAx7VC!DCeROA)pAEjtp zTtjE4yo#Y%bm0F0g?w@0kBnX=@Z_s+a81pr`AW729CZ0lrF}J^Yw&otNII2*>{aW| z>>Lif4_e}tClk?)OOKmcnn{*p@`cFyS39d;+s4La{pRcwip-4NnlcdyjSufF0ov^P_(zy$nBN50g*e|Dg*U~h7Yg;WaUoP9BIIH(Q z9@8|GD|0E9X6P|Np~-2QRGNlf?Y>mx3fpT-7$a$R{QWUSz1g)bwDHpzrd-JPt+oNv zuM`2x%!hHTA2C6_6ZtxQZ#2sy~F+JD$H-_;+*g$HX%O;vWnLSeck^lFlgOjx&IYrGt`BB=dvo zUGR5`@;u7$d!H5l&)zV*_#^S2`@sGscC^rSJBNjG$7;Jw5nCz`@UP`xr#i-;04G7% zz9qz8YqosaNPN`es*pgz&vibP8ENgVRWM5_YydY7xz8uo zy!-Zi_{n<&M_u9+f`rI#g*K zCx^@n*;9Q;Qoe_x{?&iAL|+edi9Q>6LhM}YH#XaDUxBYHO5aF|72d!vn*$tdlba9WodBtg4D|vwS zrk%{{Y-$eq>rPA@DdRM|3!TG&DKV3eTJ4KG_JmT=xe9ZhYERy7$USKiAk1;pRQ_29 z3(jiOTM{j*v{z{4@O#&Hr@-#!arZ@WF*tc6jC0RFn6FyX?c%q!jCBqN^r~Qv%Rsnf zv1fzthUTW#uO@;MI9!Gued?BoiD?|rIlzCIRu_vkg|@bW+Bf-F=D6fh()=@&rnNou zuiaA253vTZJWuw0XIr|xPm?TAAHI$%5U@By!u zwK(93zSw_w-EcoX)%BO`fu;Bk4;v2|c=CU;L1N1yHXMziqkrM{{{UvbX0KDWnd=|$ zP)`x~a`)oM((H8bt2AoMa56I6Yssm20QN8#)FXh?Y`wxC4+eUlC0dGGM9Pj5}oGrhb*p z6Lx-<{?Ok9pI`8%nen6Huvs)n?Bj;zR{-w{@;?qi<9O{{XY60`2g0&=$58OckMDfX zwLs9>tE(Nan9wK6r@ecR{1ac|thfFS@lU~fi*V^-EV_zMA>EXiMF@;5dSlkT-tYEm z_*ZG;3A}x0WX-KdF}jc;Z~+atkUY!*oPP~-J87(tv}sh3a|l zR6Ika+<1Fgdmk_qA27h<86(%)vi5QxIr#qo2kdp?JqqMUX?U|FpsS8J8UFyTwe%wX z%j;+0*>p5MwY*{)e0XrvsX=k82t-Z+h3Th9!;!_i;|>{$FBmX z-ZVcmJX7$)!1i_nLelQmGjIF1Y`bq|1aA3{%g<{0ru)FRHu{s=#-VL3#&_<{R3ER> zzojeh*~{SHjP2G+@%hoZwd}t@wU9Y!-V?B!xlS*r*=4 z{#E+#@n7~p(Z_`BG`|6FePVmnmRw^C5nLa?AqSjQ-81$K@due);>6dyNV>%(i-zKWTzz!kw<~!2#c&m)5<<;J@sds>TuW{*0xE?03s;G7q>lY9*ECYTugp>=sAEB?=u00%!>`$l;TM6X;| z=O_FV$jzhp>&JcyC*;%KWgzs-bH^TkO8p+ck2eqXuh8(H!A$%+i6G;Tlkfik0L<|X zqUzoh)-=*EE^MWY{{X<2yx-v6@7sI{YXKiNpCPvY0KOKzT(0{&qzA3MqyGRLHR0a@ zrCEG0sR+(?YV)V$i(ZsI2_xXD-BzakPjJa;6#d<-E9KwYr&}5a!rc>6k09OLwWx91 zdP(*4uc%yNMiug(?dPSnKVNmdR0fTnWrFS0}pwa##c(&(OvAYi(v7Lhlfw{eL>t8)s*t}NJ#>s|d z1b!phwKO|>xo_Sm^1EaC&$esf8$WD4OTxFez7+7?--Zx*(p<_}SnV5CmuMrF9Ys{I z_(`vL`%>Aa;!Bc+{$6lbsV5f zAG4o>BGUA$g}d>WiJSu=00<(K4o2X^s@5F9Vf;GqKDY4CTY?F7A?FnWNR;J6ebe6^ ztLaH^<-BIoARC41{QbEjk~;d==0}Y6txo-#0@7UGi3`g%M^m_*V*{zLUj3f_D6WgE z{{Un7x=ggl$!=uM0}`Q6A4=w&I-Jvlz9YE!!*L(Ozq3dEnYHAQ6(z<{^pOb0%cH*deMvjG%TM0K;VZ_pcxQ zpRQxJ@V}1yw)0<2g5i#T*ctw{mrEP1&I?NTm2u$>PUX>x$lIe4s2mZ%?0qZeuNmuF zpNqUncc|+pbF_zVumq9N4_dwA%~Bi9ZabJ9w6aPWlzWnWE2&QeTx-{mO>B&kOSdc2 zIp@?@TpupyO4#z9D@oNgJGRsGlrl=^KEs~;;=Yvdf9&XDusZLJEzQYx!bKY#jEvjVi_q&{@$8;9@Rz}V z9BGSjZMR0$pOV3*arquA!!+;NuTjuGl#2eJk{j!oDceE|%j(_@fG~hNGBbX8@EeagpV&?lJ3EExsRkAHo**XGGOL z-)Sc6geEppJ+euxokORg`K6|5PLj(!>Hdw#$s}`{^j5ah{{XUAWuP&# zw}yNRr~E|mC6|WaBH9O$8A7iNOBLzIT>977{{S4kGw^rd*TY*^*RPfJNPM|1?8+U| zKEeSdLt~ZdYZ+B+!L#Ol3&r|Z!=HotZl|XYvaz>QumZ*A+NUQYKf_-KYTg#S__yMV zt#3|){U+cv@)kQmA&Z`*V;Qg0h&)02Km1GZEXdzH9Kl zgRIN(4ERss{j*0lxp3Cd5ww&^8Bo3)9tLYFdz`1#pYTs_*_PJlR+r)ziQ>ds6soq7 z24GC<<;&(AH$l?`SF--x-?RsZWU#mRQQ^H&?X{~dK_2l|J;1~gNXndyedZPE{{R=f zcccExKeM>-HiPr{+gH+_D_B(F+VV?ck8(*4fGnyw&OIyfL&H{+UCVjm9~E4GrCv;C zxsi`PYvG&joB_K%JJ(#~xomU2J=OC*p!i$hO*`U$h+wfdB_`8t1MVR36}tZb@+T zkB7b}d`OpBzwq=QV6oNZlIngHvFC0FmKEkq#yg%X;Q>93=BTnU*p|}7e!L3$clKKG z96k;3kBqehe<|){nTJA1+6cyemEpc9_xGt83mUR1(~MqDMklFU(tT>FZx=d`tLg;E#vjvhIs|(JWpn z@hG>tJD8am%^4>g^v!%x@T$+mz9I1?o{OYL(AoLXwalCntGz*D8=i)~l>ME915H9s9{h0@Z(Vq!o(ZOO62WM#MZn#1U!FftN3I~sd!IPRGKMR1u4Cp?I61nHm*i_ z_3Td6*>R1|ANEA}OKI`D_JPrKYwLeAOoHM&`QqGHbTQmUSvM&JWpV~9_w(Wozwo>E zbG1qJcutc9PS0+eo>mbtI5_#q`*TjDlT}yQGK+;B7$GT0c<|?X(0|$3uN@pygt&g?79(bev7xMV) z;>G-*Y}53qt}X0fc-4P$F)}dudnvEZqv4HnU-;`|ec|cRFJaY?+Ab62b(<-}5IA9) z+3ewLHoY7^1hF$YC4aOE$%eKC!amqx|He} zpXEN?X~rJ$l7@`^=KZDqHF&S!_rvQwD(_kseks)-w+8g+Yw*Lx{{RuZXYp&|9Nr_>=Q@tBsYq2+C|qxlvY-ku2Ilmnve&hZI@PqT zS)_YOv9vMB9k>Ih2DQ8+;+ro4_?8b7=oV>tb{HgUAt6H+1RV4SBDaF&cQt7JF#Uo* zXpb9w6Y*re1^AULgTi{O1+A@>7Z&#{@hZOLR(8y4R|f+%^>6JB@vFo~;vSQ&{4%(d zTclCl%LBu(OK%f2jgK{VW$Vjyzl6H>vGB^r<5!M#h_qRTmYRexZC2Vs8IUt8^&sb` z;a?g2JN>2YuKY>jZBJVx_cn6HZTG)>wU=sr+T*IZn9^t1pBaB_j|Eu#Jk)$~;oC2; z_~P!~eJ)63$tcps$IZ!%F6D5i?(>{vbsvtN5csd-FA4aXVq7gTIu{x`y2dq)ci53c=FvL z7O4cfl-ZgEVi|nG0+$Co`d7+c3)jD}{CDC102asxlcs7A&$k)M$0D3ybmG6J>racH z3-!-{bL*EH)v|e>9hJ;jem~Jk!60?bX*ho=g7;bc=X?tIJ>n0Felu?iYS+V0fg;}0 z?O6}sRKQhX>t9{oct_!v!fi%xhMqCocWoq1axTu~?bCr@Lwr2=Q>uJniY-f3)MR-~i@cCBBRDL2gO8f0)YfDl4D|aO z-;A1#_l5K}*R(h$EfhhBzzjB>$0r~j{{XFfhwUTaukB9@rn#f|Y-zW4Gc1=3rzN6Q zY?3k0IIpLC7xC}l-|Um%H`27NGCf~dfmtRDWJx6_??;`oY~8RBcmVNUL4Es0H|?3M zFM#CHKj8_ro;*uDGPS{xLB`X$Vgs&mo=EnnsduQ8)co-ACbMsY*KKEQXGRhJ z_Fbx;TMgeU4a|B9`0GlxdzqxWUz#>N_rN4^o_kibrE{uK(C<7+;=|%ki}U!4cKEd& zL^^-~`CeR(2iCt#{{U~Ln^FCp{u5}nQSN!#$>UIey=yXogY~b;Xrf8HL8Y5j!hNb3 z^Mm)d*Y4+v{39QY?*0e(KTwlurM{al%rnZXkLz8M=y~-$$wi~XKWEPaY99{2X6s{10XODeSn!gpuxLSk_nQkJd=XwD;@hcPRapoMSk<$0)as8Fe}fi@gwytw_GGWALh?F@vseJ2yTJE z{&nVl8Hj&w$XD)x{uSzeFT&d*P4{>s>w{i-;V7dzoYFsZ$o$0->U7I=Vf=QGS^Ns| zr2hbP8#}N45cTs{>?0bt!hLT40H>R9zM8cHDqCGVT(WLl z{uFp=w#6|cEi9!E<|!F0f<*+D>8kRby`u<*rvhUn)Ugm6|Q=UP|f9I$BC3^9;MW$>XJb?la;&YF`QT zm+Y*t@_cikBl|u~sg-qaY3sP&?P5_y!Fc zOPv~j7wRKWyh~)67HpO-SOM2QmE$yQq>sxl5cvN9Qt(cXd*EwpA*RcyZ)saQi4rc; z+ov9)xX**r_}@?QwT#~nB-^SPRfNQ*6Xpat50Ubbn*E6Q-}^lHJLC6@v^ec%TU)r5 zeAR{(`PVFVmfV1G^{!ff2YfvJne;pDDh~_H*DVoKB!#mn83gb7zy}?Ou1{;^Z)4*< zOG5aOsp=PFTbfNuc_e0$@~Wm|oZthFGHbr@_KB!?Bf>W__=t#-b~1>_1pLZAUCMLX zsd%&E4~;xWV%o*Nk^cY){)B|={o=mzGD~hM8w!4ad5Yh;@KSUzz3l{%~HCPOtgt5v7MG?`AHeU{cG(%0)EaC{8Rm(Z@hV9ey354 zNFa?N3`}vs=7G36@=F1ndROL;h;OwG7hj*lS8gyK`Qh@dNg5{h>T77uwO%OF0uJM0i0R@s0WFE7&|S zsdy{Go)-9bs_EC(%O%Ov%#L^^+C0jqt^jKHkJ=LU9Us8!tzKTo8r&%I6fry9;$}b& zPC@!s&trj0-##7qbNfnbUK_Es_;cek6o*c5%R69|3G(3W9R6ms{A2NV!2UYb68BVr zRrK`%EwEKi7MEzD9Z7$C5R474CAlmS#ljK-<^-f--@=fYd#}u-4fV~W3`6T z7bm_{oZ`1U9j{&3Bvy8?lx^zLC?h;|9FQyb=i;aASK#jy-_PP72s}Ck!^Q-$h&eN4*YRtr2IU6O2S7H+$HSL;2~1m9H(5IV5yq=S`0hvwP`Q(hha01C5Lyt}Zv@me*Vt*k5N007#` z4tWd@O2qgnYvC<-#FF0XBgwjqiDP5Awm5aq1M6R4d|&a)X?_%nT{A~InoK-~xZSfd zY$W`>dQ&jm_-j(rG|flihlI2*55m$x7NKneNO;Q`_I=hq_4+08)5BN#4}-0>OUuJ; zrddRh%@|yQ%8#6F&m;=@L*d=!zlQu(rFfsm8Zp!1x0y94WS2N1HxjNeeUEC<`0Me( z{x_65XAG;s-|Je7W6Hh*X&xEz-^QIL()~=<7gq(CatjUF z$@#mQ{WbW%b=S zVIg%@I6G5m$G;%gdv|N`8}@a%KYxTgBEeOf-B>_BjI<3lj0PA623j^&X<;iTt^PZ*aEu9s#+6{ znf@B_FN9wiyl%cPv(Rvd3*4w~83)_9V%4~$-kX?MoP(E~1fw*_Cr#u7k2f#nFx4}s~ zIpSwo{7J3M%E(miCP=pAva9@|mcKYBTVD<9G3y=@A`7!1*nkpu?gyzjBf+QaOszBqsPkpF-OSAsXw$qF0hEph+Sa5mhq$%iY ztoVKK-8@{AX?kvuZbgK6X>tY%fH@36?_3v&FFbePZxh=1Ue0Z*k}a`CMFV!`L%|vC z>MQSG4&P}101b4FJ5Eb)H(%A@Nn{D0vizqx+&Yh1&P5~O&xn7scZlJ<7nWt!VsDn+ zQZe&&$KS7?d{^+7;+CCp3+q}$kVhe1g^CZC{`#-j-yDC!TL*^|P@X1&;LNN5Xvyix z`D@KQSL5wBTe8#izY%H7Zq-qI*Cz)90PqEK`^Q5^D``dl&!zTwM8j^b` zuB;lyD9@XoGuJ0jBcY+XSAA3FO z)R?Sx9}j#PuV}vx?6jk~r@kvFcMI|(#-J|*^u>6;#h-^aSH3*aw1^x;UKqURP&p-z zTNxGl26QkyIi<-Ye`aBC3c8)#am{%SvEW@#R`E1?y|hHZZyJFp2PbLciq1UT+{P9@ zdb$0dba&M))=7&%syxX8k@es`b~?YpEek``G`(xXT8hY)VHKkhoaIh)lHS$ZX!@FJ zdi!V>(&12*Bm>D(7d;29cKYx3H-)2vPmM(P7f+1j=LGE^%Dr4aH!;gzUg<*C>Ewza zFeGdfpL(IITnmjZ_B87hPEQ_!tSS+3ta&MbarLb45s?;`eLQ$j@v@wIiu!79+8;4h zUA9s1JWO;M_Hfd(exntoDwwbAtVzk8(SJ6@9tnxG{Q+K6yK?RyisrO5bo+mbbZDg< z$$1iwrtH_FOX5eBTj58qe%z}pKeJDPd>d}tZnZ5!%GF1&`aFw+*SW9NU)irmlf&Nu zJOQFgyCt#FEFqA8w6@W!exkoDzirv=qwz1mj|^NN+&_tI8fb@f^Hn)NLTmP)LbJ26 z(X6d>^z!Yag%&l>MG69reFb&apF`fkQ)-kXy5IbcC*y9tZ{eSWJ~G!X23Ffjx@BDB zE#$TUKU)4<7U}P;HBC-@mb;!wj(^%Y{#E@Ye%V)$*?!Ca021Vpw#YO~qZb*=`DX+1 zujZRhy%Xq9X#W5#jRLXyloj(h$FcT!O_|;48bsQ!g}&aPg@|YW03FSG55Q|+-ZV>w zP2NGyevY-~`ag742UEAeDSeJ_ZqD%OAx}a4nA6Ef1o;C2Ps2 z_)6~a*Dj>4f8Z=@;2mDY&70}~SIYYCr)2sa zzME>hq*Pvg@rvY@=5{6U?}(t%t)oYDZa&A`eeYFm$L%hPT|QpT<@ zgBiw2;Mc!Hq1i*>mbkNv%xk!bBUdXyuPox#=7UuPf`p9vlUnm$TxnXJ z%4zI;nOy!xxfv~=Pu5wTafBnEtrBWaByvi4aCrX!Cbe3i)JUa`yhhT2g?#QGjd!2$ ziOH&5o11r8h>Rl0WFaVu{p>t2BrNj`?la6n+Y!+jQ-+-K0=4*ntQ_dg2tABH|1 z(w62;Nhh;68C;@C3dY9_I^n%Va(@YYXYnWYPWZ0cid)5~UEb;D%2+04$CV_A!Gox8 zm>BRg$2}_x;J3wV9|LLHg{9m}DH6P>=O+hhfxrjSymR6Y#C?0l{xg3O-khQzE*t22-6ly1pER5dwPYmpJ*RB>H~mnNM0cts$}tIc^~7a2dC)w7q?L=-p_-9#~m;$17GnCrKD16_ECAmx%cL{ zCA!q$xhRaxjC1M7;ae7PGpv_$z|e)~EzV9W7OZB`&0NKG1-Q9rHiqZ7_|;t&!s}4H z`Saw1xQzGw4Qu#^QfrHNtx)m17~|9FSM8CsYbc~cw7*_GzLl|OrRbg?v1`kF!rM|k zr}g)$dg?(P{{Y&hoJ^ul7X#L~sdZcE$_sf*E0NQutxz&XFpD8JKJ*!^T zjpmCLjiTU?1_nA~6~t-!evt{0btVD1I42*aGE>h0NT-B`-&_`(dik{i8HHJy9Cz9odC#6QrBDW|HC-JGR@~E+s&0WruqS3JI z*3AA{Zn&<7>OD5z+2SWJgNCjdFA~y1#PjP_j;2`1&GP}$oxr|~%ex#le@e=^)GvJB zv&$i9`%>7=J@Jr+#yV6oLz#bj#~jv{0w7vacW}9_D5q_LHu<9+jZ`+xAOaO7dsfVL z1noKKIiko4vb^`QM-{T=vMb)a3E*up<9q#V{QD2ecps^+8MV68wD}U{erZ(Tj+Gv# z;+=m}X&Na!t9)(SkD4erl zTB5dsHN1w+#g!_I`LqInC=2Z7~;9vWDYWN#g9&FK3K_+;d9t^ zKZ%;IvgH5~hsemsIXrf%S|r!@vKbw*B+M{R*1X?IkJ-R+ohYQr>88yx9 z>~lCCm+UjzmB{!s+eveRr_Lo^8>C&Aa<{vG@k`) z8q>+C>S3)BLD)Ds>5O8ckHhz|Y6!>WMQkZ-^V^)7i$yDz;;m!q8}Ex+mB)gl)2`qW zJjzldoD~~CrB?8dh;(~BAMDcP9XKuKU5h1JW+^2yQOrNuSB!FgV=GGmdM| zd{^+M^6OA$(BCpIJ3{g{wm8dIKf0Z)b4Hvmdz{ye^-GCov9OX&;#m`MJ-HzI)~}1a zRV|K62J>mOq>w zp-wU|ao)F$tZf+EV$=9(b!}Z@UC^}6mnR?(o8J}cHh%#q($AewEzoEvH;rjY&>q;YsH` zb6z)lZ4zEeTQV6&0q2aI)*~!<^TklIEryu?05l7Gc-w>9ti>_1AbLmor_*Zl;s_?_YDtz&z!iC7Mq&U$)RN2=?# z@aRWZM#N<|^!EB!%`*Hb*DbYEaFdom`3tw)``6QUejZET49BKw5odH;4{zZ<^d1@G zmtPveiVZ(Z{q)3-PX7S#8p*o&ovPU0NA|@rG~fZq{{Z4^zRnBY3U!vV;mP@Kbvf%)73GadLUgD#7$f^rE@%WFeaJT+0 z(CltoPq~mS!ekInr{O>v8gGYmy*AxUF=eA4cxRyeYhoc9NVA9swohE~P}y9?b!;Yz zaLPtF>CZlunc@rED-9;@=4rw_D8)HEkTNI(qPUg@1*FFF+My5uZUI-dYR*QP3>3_PRwf|%74XVH`T8l;ai*L zVSoK}0qxpnk1rR*BH`Gzs%Li?{xA1y)O7EN+E0kDWYeKPy&Pa3-9NiuK1bmlW>}uc zL~Wj7wPoOeli!-@JP+{4UGRRcHEWs0+CR`_md~vKab7ipQ_?(l6jqK}E4Kv+z!@%m ztE+Dt_^(L0k3+fI?<(Xmzze%Q_SdTTv%!nvOWRArHpv64@s5D!)~suO1+&*u4?if- zfCCPvAB|Tze5~;64SU6!yIm{{uPwPO!0iJA-yGI*>YgmTX)Z4JEwU00%yk~s^md)$ z8+|!;TStTohUDb_wb9z?*7kPgjTGCXvd4sU>*e{_uH5V5vJflt;?Y5$^YBG6| zZQ)lK>rx*9X;)VhOt$%HSh>kPN%l40%Cg5XRv9CZeX7hcKbT0y2nL{MKX2i!HEh<} z{TFHtp=!h$O`U`vWwVJ^4EL(uD7%wS)86^M>_qdQL7JcYZ%dOwx44o(8eji1(5f%!)iTc-)&G9b7Lh&qGZmfRK4ci5Q&JOJGI*P*hkK)s3Ev(ve zZt^4&GWFb}k;xQtis#T19Ih%Q0wJ3D+fn%0HNTO*(1lgK zMYxnBqJllUQ?Ok34-)H(qUq~%IoKJ3E`95jyYa2Af|kct1dFf=NrnJt*B;dujBSUF zygwW|bAc=@B>?*^aeB?I{=MO=e-2*7{*x94HWaK|GhYb!_iai!_DbLnzF zodn|tjAQBZ8tQb958G(4HI=M|paTFA&m4C&0rH-|;$2ft)g~HbGA-LN-GEqb+)q>Q zUg>*df8+lEhG}7Np>I5uBP0))M~;Ks*PteqrzFiPTdO+~UnAH50M}ZvMH~yV5EG7q zfIe05H^WaH_24pyGm-x|b3n0|Ib;Y9JaW4BYxu zk{rk*&mHLxY&Sa+vYX&!I6rpw>ao4 zlK7#aF0tVo`J`RV6|<4}DaB(w4*C*t_ph@)Z2g?IUpn7V(&cZM7IhxqD6gW#l0z#p zk~)L<*Teq+2{mcFJL9PB+?89F@{iE4AJV?uj#DB_EAhJ^eigkpc*a7<+6#zcvk6QWK+UWc}`0=V}vak9#i9wP)e|lL4Kb3o@hglNXW%*oV{QfoK zzqBTv`fj!1&xsa@Otw=)6o7kx{{Vrmf2~N&Wci2Q9V?zoQ+iI(N2B-_<-}9k4j0TMXZ5cBM6Vd| z?x1ZLE^yBE?8`5i3c3CvUVT{VeTH9IIN6oiwnoOh+v6{UEqr_MKgOOMnm;z-bos8W zm%p0~E@S@y$B(b)UXF3iO=lztaIszUZ$Iv&9;nCM7QNc>Fwn)M6S zvedjMcnY01<(>17l%~`pr>L)^JVU3$u4uZKg|2eZYAEQR?=p}NuU~rboo7P1_(}Ux zc!$Hm{JR}y;(Lg*)61UZ?EdlTUtrw$R#>#n6U6QVS~G@rKAg3A^;P5OeP1&6ic9Su zirym9-$d~SrKCB@vz|!5?}j7a(y^0{we5ej9){X4#XV+3UAFp+uXPp%2H7NHG3~{8 zqw&(YPoqxgoRAkMnv50$AmV^kln3onY&hekAZ(u6PzE~Ytz4;zRzb)$m|`o;XEi#! zvL@LN0)kG*ObvBzGxGWx(UQ{&Un7dg%HnXUJL6CBlM zMg@cP6(nX=1fc8EnvuyY{#?z0S(KuLjT%+kjADqxBOTnjO$k=-v|4{Vvr!38w1*024f@&>cK3@&h(Gax1!@ z;g5%GV7d@MugL@EZYv+dT8dmIo3Ab;j^ffS#2)A8HQwqzCIZ=|wvAPY`M)~xrjJS! zN0r?{rD*z8*0GN-xX&Ed&;B5|S+3eeSuf*rFUkQV1+NyGWoKp_oM0M+ z&WjYT2t&SO$6;DpXi|Zc?E<-5xg@*0Q64~EIjyK9jxZx*w3;5~mLhaM2qx>!7e-He8_)((#Oz@M5W52b5E0OPob~NpV+JRwbVam&lS(1_=+=m;QeMn_Pb-pmoDUAJ#dc1 zgiYlaxOL#xVm$tf(hcy^u(n|@K<#l1tEAyZ|4mww;quB7;GCm6YP}MKC z{4w#2X4_fQe|980a@%nqVUAC|d)~F->B||5<*}2;Tvy1S5U23gx35}wzrz}oNvXuk zBafH{3dN6KUMuN82mDR8@gIaAP`G9DY)6$ST%45v`e*X3lw@b_nU|7Ak+rqM2%Uz| zc_ZswRCWf<<#wCRar{7@)s3k9LyN?E$M%1Qtvu;fvRkJ^f<9sIRdvlr{t+Dl{{Y3l zI-Be^7GSa|`HZZfuu-?y7^9FbbDl5wm#2I`vX@%%5i!E0gh#0^6tEjWC$~~Dn)si` z{{Xiah;F>gKMg^M$SNg$neWgT^XchdD*SQyuc-W4@xA7*?XtorXzgMc!o(ShbX7US zW1s%8@&FhQ_G@Z!)TWN(#lI4KVdHzZxz?{))!4Sc6akWdx(8#5;y$#Q{AqgEYE}_6 zNsd74R>HP78m$=H&#hYf-%9I=%QvYq;g+1Z98*RXo-x+8Iav2hsmZMrks8Ph<(G=i z-TXajOCTEI<2?wi2)2W^jyR`~p>tD6g&6JUnsJYM4mqZb+baQ(anx3og}^Qpjs<2i zl{l+zIVVRJIhEUFNlh^ST>)IW|U0X#XE>;|Hd-Sg>qwNS*I;0p9zdgxl{V@_w- z(vrv4yna~Xp5iE>KQSOz9Fb|BgW=0>5ouPFYbk15Pn0xa#?kYT4sq7G=~_#>_A(DF z$l1y5o~FLM@L!L7Eui=VO7KUBA@eRSXH4fHDzF12fKP8)yYcVgcY~8hi^cv9xCSE+mv zUjx~EQ`B|sQrkWU(qod!Nj`u0_=-gV{$HQ&3iwyy&yRI42fgK$q~;4vK^bnN;O|q6 zfsk-W9c$|U0NHorFM~AQdh@^@D}+Pg-xJ*gQrT=vGb#okDI{Y#$pg6}yh@7aTp8)U zF8z)^9(-q$#ojpmpEZ)pq})ux+C-3vWDDjLjL6DYmryc0eqS!=AF`jv_;pF`wfzC~ z`xN;_!@MjB&N3BWIIq;bH^6E85P17S_@Sq34R_!l9lBUv0)z`gcK-lr^FSt6Wmw@+ z!j84}kBR(#{xk4Q_nrj2I@OKJ;9a8ZQMq>x7!E?PByq)XHsi7AB&>Xk`!4><`bWYK z56j|6d{8IVHH&ffy^)jhCX(0mc5*#3dD@| z#dx2Fek*)5i^NvH3;bzfVAL-lRw&+MrQYlzBq}nGF!TZI;%|x2{965w{yDFUv`1z5 zdE*2t1ay9Wk!+keU(6EzV+r@gToRG3c7!04Sa-%`XHVwaD6N_CN5DK7|^YqB(HqB#wTyTSV}` zi)=1$(G%?LDizLGocq>RpQiYa!}|PkIb$hMq-0=^txHDRnwp=7tnFmDw@2L`OAy)N zLFrt}Br{ui8e{~7Jr}kPE73J@_YEPq!p`xP0CmlIuY|6(tsh@-L10*h4U#!*`d2%N zx@U17k8|MtHrrc9X1|aE*&Ht!$A3zm=i-LFaRb^I6J)8dlhl*JtREhDyH_zat&NYG zv5-FSVsllXq}KeA?6 zT~rRdH$J4-HEE&WPavA_YKw?L;awTEfOHLQ`lt zSl9IxhIIC`j#ha9WG4$(%4U4M{{RIH@ZW(opV`LC#G2K*wz*+*1-+E{ZQwLAl7|Or zT=U4Up1TmAIPz zPu^M`;c+^~>lr(lMgeZ-zYP8o>V6~roIhy|G96|A0J3J&?^4?A9kOR_!ifjVxM1u( z4lp|NU6fkCD=K=U`e5CkD~{gihrzYZH9=Vshs9R4-=V)`|QhJHG0nih}* zHhU!sqc{uZkQbbuF<+%IM`5qq>HaOUf3;fQ+r=?%pEF^xkD;&54~RBRqkhm@i!$t6 z(dI|~>s*ofaZ1*i=hThkbLSt}?%-%&wZFtK56W})`7ekbq~59buhQ*dJiFV7z~xx4 z;yAC$FNIe(9u@t+ZPMgy8nxkEdZoqQJ?r(a#2_xQs49*H%z%A2n*00-D_Xj1IlhoIe{?i(0);|qUKvh7IN21u z@JFqB+W?V!gMGRLX7(G3SuNNCl%9}{~+^(us)Q`h^%?Tbw zc-IOe0Bz?4fr`$!u$xT+8*tN2d61zLmLZQFEA%JDe+j%fq{lt3i*f+Eki`T?B!Y4j z7SC*VuH*J=_&DkDPR8@aR*7?CrKn_5;DGAra!R%j1n_I~>HE4Lx>KJ#Vpm(@ehx53wzmM(6nW6gP9AHk~$t&-ngcVPS@f7)G_^n^4WojR5vURLHz61 z^k0Ko=A)`S8fq7UJ|87VAmjL&t$2svteRWB)R!tu4T1qvjB}0}g) z*7u-=jaPH}T=x6-_CVR(QxxfRqQiO0&|4Ao6iTU##(Si@<-42a{dPTmE3 z7MEzA8t}Y2ym=2bkeg`r+8Eb7p5|x4Fnm3O!#+8`ZB{=%+TK^$$6c?->0d(la`#Eo z44Q?_xG}lJeQ*F79OI6)%lMzg7MFL#hVu>2%={68-1VuTbw7!2ZcN7g+GxRzff?mMCb7I1@W}X<@@O?YLa3zfDt?2Z z>ze&T@f4l{z4(2mcxqY5zSET>a;X0RDOBeq403D9zq9-gr^^-8Zor3C84>_VJ@PTu zpS&_J*?n|hhx*OtkE+kQ$?e_9!vTO)6O0qkR%ebpIb-7g02ylfkA~(AZZjgL#|6P+ za5sQ^*H2~P=Ctt~QYlx4>7!q~xM-w&9COeCUrBiP;8OTA!8%XGeJf3p;pJ#!k|>*m zjnuiA{KQ~lv`E^W@1gL%gW<%`ZSUp3LFc-*)ouXo#!YfsN5dZ%tU8B?v>Tj8tXZP~ z9>4G^+4zYckGySqu`RFJ?Jf5JRnQi}&o~v^{0MDtOH0in?2D0j#YiltZYs}JYimKJ@|L4h-AC*Jj~Y8Adsm*PTsiS=DwQow}>um zWsAWvo!7dIfLnve`H4mAz#_dPLilH__&Z4&$Bm!N7cs1B2bd0A@VUX@5m|%S`Hw-h zxz@E)YvAZjrPi2BK*39LzjU40z&`cUP5U#uC|p#>Dx7-4l#) zp0)K~hVA?r@Rvt@X68c;&Z#j(j|_0q0#OIv{_h-D&tDb(GJHqz3t#wB*e#{Fg^mDS z%m#3G5s)^wJl1@tDdB$-{8{0z1d-vt4e4ncShHL0M<;-|4b58pnEoVOXnz~@Um5Eu z=R{SkN;U@F@*xCzV-?AGf8n*P)`P@){n>klZkxEy4_q8qC*tUI?+(iW&~JXzsa#ID zjZ~he>x!#0Be?yoJa_R!#6J{obsra8Oxip$OZ}Szd3#b8nc5%>W1K1K**sT-cy1Th zY;LF3q$;Wj3V6o@objGJ*SmQ7$Hg8h)BHD~YmB!S3?SJU*rXTv5M+LQ`qw-0PrzEQ zg1kMU=wi^@YMRN8))+S_FC@7DgS)vH=~-%Xk^awLvmTrAv&LU(hE19cgr#P*mvOJ^=hl99+c8uiL>5syH4QL;- zckHzV-mz@aO{QtXR@Iaia&Fq)eC|f^)i(URahm>iJ}vxMy!g4}uN8Qv;(gZImZ5be zpeg{4+DTdCUIO%1z$A96bZ#zN9=~bu^5P!=-h58IxoeAi?=sdGDn?{v-o4LJUag_{ zCrQ!%7+S}7ZnqkR=odL+K>|eMrfX})ejN<4i-md=u!8-4CuNi*O+Krp4{hZj#dvaSJ zac&_5j+pD(vi>(~8lR0nYa6IzQudm6h!;;ok&TevGJ()`J@Z@ga>!RbyW)R^?(enl z1KR2iH@tTD54()39CKea{?HmdpND)?9o@XYxKgE&GC(_+oN`Tmf&S214BEesJTayC zKHu%S#9CBK94Oc)l9}g@8x`;;#h(s%xi96=HLD`pfSb#a8PS+NNWsB9^IFA^bH=Rv zWqGXLF@S81Vkwe9@AMtcYwa(Be*pY@0n$D@_(JwO$TX%)iEUHM-ay2TGSAeGI#<9x zCDC8P0vjvUdrRp+V;Se=$sYcd^=Is(@zcbA4n8628fBH>8a}9FhVBMcAckd9MpTe- z>0MV%8ZFN*{iG(p@i)cG?P_?t0K*Lw(}`VHTD1C8fG5t_LMa&wBfF;TOPP zhW8&1KG)+5X%keD41#BofLyBo00?hf)n3HxkAr+Q;JLg?YyczeJeA__G2G7X6t;Zx=R09lj8ctyv;KNIV>`sL4pVQo`E(k`Ti zM^;2(u;BcyhvisS{{V#iE2L;?ESI;&#E{7(Z@3W6o;W_$T-PC=5_qim!%@_3uKYuA z*Edo~#pK!s<|OCt@!vJQ@Sj?bz}ow3dY+y3l4B_tle2CIaQb4uMm`ICDDan!d_r#{ zw|z>&&gb{8rH~D!PB2J3ig)c-ulzOB?k&6@r0AtD?HdpGfZK;1aqEutr#sjzetUT5 z;%2epZE8(jBr72WHl4f;%-{PpTkvJ{n)a=4YdyG`TW^^mBa9K-IIebI3Tk?cmsge+ zEF)daNO8c=_zKg~J{x%PU>cr~8K4AiA=8YJ*pO>fw7E(N9`EAchT1XFZgnJO^EMWY z;NXlA(>{W}eenK}b(t;n3tX+s%sBv%ISM)U&3#wl-vevcJ{P!;U%c}tcs9iv;1wl! z&JAFH!neElf1>{YZ(G}$^$E#+;}}FEIs47i6r#e$zr>~Z*>&K(AHlkpiYC9&Vum#P zGOS9ds)YiQrzC(YBfviayi?(w6}(BS=#k!8zGh<51R^4Vv-iNrs$K=vz9Ia4@t&FR zk49zF4du$D_h1KqFL_pC30&}dSKL1xKV^GwgC7qqG~GYqEylH}-_DR5BO6D%AfdvE z8|C7Zif7HM#{_L{=F=Et;Mp;_Q@3T1SI1Hq1*;YBC$1}iT?nz zM~9wkkB0h#!RF-2x(k9N40&JPugjh*F&_i#mMNxOTt#BLph*~q=b$7C^qnW-F@J}0 zcvWuXRd({qft;yLxanA561-qMU9L?gl>m!RkeF9#^e3BOn$UjkxbI5#h{j2ofi2ncx55q|`q_(|j!B$i9q6nTf3IZtLu=K__tGroO zN6TLsz9wltJMpyMC-CGi9kh~prZyn_+lk}l9kJTJ#rRM0Z^0fR_$R7bSt{v1E7D+R z#&Xj6NTfQQpbwk3PQO9$j-BwsUX#O8>(W`gcBrLW(Cz)e&xM7r>k-_x!r=YBl(rZE&-axU;Sb?(xvg)EPZ_wmU^5(O+5F97{4Izt$3Glh zjzdj$2mS;ptKS!<@~!S;`|oiZ5%{sMqF)L>FvkA?8b`z4B@1)nC`0h08-9hzucJI7 z!fkiM(LdZtB0rNYeCgsMqs11A{48NZf8S=ljqo^It#3z~E>v79{zO-7J_Ep>wLasx z`0s9Re`|l)xW+OP{{TuS=(>`zuiabV+rjKB@h9S9M|b;P`~`_dTGo3OKZW40+neq| z2l%+JIhZ zKemj`55RldNX`uNh|kc)C361&vQ@gp@E+Yr;b$5D0KYNQUkTAJhrFq1ET&=A!!vzx zQusWi>`!kvll9`E0iR2{bJe$F@~ONF7T6k3`fPtbDh_kN{{U^vqP_~!Epx-&D<7hx z*Wee3yho_oc;`?N$i*OIz{Um~`sTlS{{U_m2g7_Lvu|MfAE18$KWx7k z=)V)8@kfg2U&S|iES8!iI(yuow45GB z{NcFo-oFC>0B3LbMs5B$cy{;1%FU%)&YXb9=JON|7wgj%_s8v_@#9Uf@U*@W@U*FQ zZL31oof!%%qbMAy>5i3!N_RRV29JThI(&B4{v-JJRb4huvuJ5KOK4S73W=3ob}7c* zIp@E6^K^R~W{z!1%(2M1+Bp7IiKS`UZNx1G;x18ePpRYj)vJv%;`Z5KjmpUjl_clx zfm_ppNYYC~_ILJK{iS{pX&Ntwz8UCAaRv6HZ*64p6>`3Og&}9$+2r-dO7TzI!}e#n z@V}0&{w;WF#x&69k{C49XRGMaXyw_XzO|RkTmlNp z2m_wLcCXlf+OOkX{C^947vW6`)L+kWWn}t`5}>rU_ZJ&E9vi!9xY!E z{6X;F#2qWd2Ts()kzD@m7a_PO`BxwDYv5!a2GaD;6xdsXEwe`)fk^pI-P!xq@)yLL zjbp?E?UNG5$ea@0myA$KgGcMmEx9<(Z@2zE6+NZr^JKA|{TBE!;=c##`gA%^jFi2dwZLfD?p>@fpkYAB=D#yFKOX9yIAg3? zKp@^X2-NY0!5p6T#rVfg*3&|U_f_*ew|uD$fq*i3Q`Az5Ig_#a1^)mA4)K14b$#K_ z2>5sXD;ak}BsPJS~+(rr8jDHqu>o0_#vTd)$e*{6V z=vwTy?=T4@K?{(~g9CH01D3BF_~GzJ$KL|3ZS>uIvuRqK!Zw@tXZLK(3HeK78)@I{ zn<(=ff9(0K_#?x&TBnXYbuRey^6eeC5`64Jumf)#o;r80N&f(b!Pa%p68`{Z>8<^r zp%-Y8=H1P0;SPEXRS`d!WZe|3rSYzP*#q{ zcG`C{uH+zQz1KqcEot!U;FaF8xtXCOw>CF`48e(z}LlC0fVe;a;8l->{{Rp5`Lzp;dJAo>ZzBa^x2{7B5=CRoYM_qCT=+4ecz?qBbe2}k zHA}~dVRIv7vo1OwI@juV!7m-h@Y~^zjGq`U*G)F*vH}pcV=4;dLKyT1sISdkTUPNU z{d2yyIt7XyGs!P&=*%PoF0El-uPeR_P_DH{{V?RUOc-$wVLNHg- zpxE`F5Ps7Uc!T0TnW9+ElWAwm^OI-&H2J@VrTE1fYx-zwD>43o^Y8xvVO77qT<40u z8GJeMI!oe@0&0=z`pDfRmgbc|!yxPTan_Fvc(%jB*VY%7kLFygio_hBbIo{XgdmRl?K57? z&Q5j{$i;X1Hi9o^Yb`kW(*-3+801x0o1de4Z^gd``1?v|BfH%un`}&=qksyhJma2g zPUqrQg`s#=b(!vC5o2nxMh*9Pz{fn-&%d)bz^@#5qRU;D_sr64Wy(CVLK`{i2hYVj zUj3YJ;Ez?k@ov2?ougP>Ja+9QTb1_m2>JM}6i#;ZJm*XJQ{oSf8t$>;p8+75#L{kZ zLIJspjCqAeaaFai+3Uyt6)6V{k(Jf(-vSf)5{ySZ#!uu7~z9ncndM5ps5y*Y8;D1`Q_sOd3O76$i zVDS8u*0<4qH)rQB{1mUm>*4v39Zle1MX#tQ;+<1zYH~%)9s*+dw0vVs;OT> z6j$n({1uxTMA~No@v{0WT`U53Jof-|+lH^3uI;3f&Nho1i0$94dq?dRaDw8(&Eo)W zR^$E$UR9$>WpfdYh)s#!xWLZv^@W>icF^kctXA?m?&?7KhI&`&XTvW8_(M?9V7jrs zTZm&D410ZtuQmB!JlNDHiJN#`lJ$~?Hg$smX)7?#BR+l>5 zN38zP_sBja$)!OMNbRCzPzE|k)#3uiP#IgN2PE~Y*WM`9d{=nhCGkw=;_5+`bKfMM z*y>GEO=j0nxrQr$yTa}1&u+ER2y(>P8CtE4yVGE%sZCioI;w#S--rG*lMslR&aa}e;H+1br;?m*8*eqOOJ*(GFtu(qaMHE}x z7$kaauR79nr=Br&e;>%BgI&$`scom(#x(d#tbi#!fyFVLyeV?d*05xGha^_Y4=F{R z-~@q@T*T7e*<77L7$_isD!HESS^m**;HJFw^0Qeaow$-IBpE0+QU9HE=jHTjo zcL2e0$TjBQwnfjv%TJFD;NOG#N@1qPPAiqa*)FH%MfYEt(bVqZc-GNR%DjrmiU*y8Cq?3r8~0c5ZEm)<&+{Ip zv!T3>CFF0FyVQ3P2-k8RSa+({mUkj(nDR3~9Sz0Qtqe#wEl$-CX;y1+x$`6)YUFXN z-Najvy=sQNstcLTs6fb_DS_vAOxH4e#D(DIw{52|#~ew~hplFRXHR=^?PQgPnBCq(ds7dI2fY@Z^7 z%O1b2Yv_If`wp4QLa-H%=JG6 z=$a<5+I8!HrABvS-#Dy|THZOOPd7VMU@z%iCx|3XSK<_Ug~YkGpA1{ud9KsMR=ysN z+8^xZ5}n`|{OZjQE7J7YH4Bu65w$??_04Q*U)b7R%oYjrTreB4p1G}keYD*w(R{hW zOv58@Q^k1=h2srw8R(;*w#LwqSxF@9mQq`l0Cf=i$ImK3w&3IYm z2h$aHIGW*$x%pJ&nrwtf&bIB0@J#?k6#F9!7Jmwk3zA57=g zy+g+S0@Cj^i)cJFif*G&T(2bHVE3#!kej*lS!kw5MjH=Ie_GCI{D}O#h9iJIYg+R~ zy-_u+u@;sVA&BD`>-Dd9{hPiG+WbTKrQy9B#D6xQEzC_IW4Cgd6cxx|dR4lKE15YZ zx%2g;T9wV4->tjH3V#vl_*QY9ZY0@~Samh}=lfOsJ<;?S+rwHWnviL*DOf_Y6NL^k zTXs)s{I9$4t;83T#0XVEo_#WFI8?r@YDuf31}0T$A|s4fYvC(<`}X@Cl9?2d)1G(( z`PUUTopS_FE4D#68UFzF*V+F7vX6$XZ?4ukV-m=uOx^fhht{0rhc=Hg*1jL={uj_r zx2mH@Z*oF_a1ID0cRrQm+H|6OnF1#0)R4G8&c2=fuKpq>qpv4}^wL(&#Z^!H$X!oi zUn%%<<5IP|jda)==2<_5eesHjwQI=A>8qmNv1c8-{j{k~++!!wxp^H2%!|*ab6%0- z3ojP6ya!v;TFyCfvpaE;4^jnhco)JN9m}ffBh8ud)VCP}-_%x;no8kyYqQLBJ87f8 zig}=5j&q+=k&5U%Nnx)`aI0?%#|M|ZA4S3bmGy6gw4E9s8fj~F0?T7(G*U{ZAhM$Z z!oHjMpZiYy8JojehlI5K0yn>CUfm=OC(H5_AM(!}A9})7CD@L3en)s}Lk-N+n9IyV zCOUtfYwfRx`dpKEHLhoYL&l}bouub)y?8c>;k(T;_DyCxU)|liG6Rw@*do4;(ELWW zIvd^HTb=EdE1o{+sGP24QR;ZMvEmOE-ReV3w#bA&(iAQL@0#FzV`Zo%>}hW&n51rf zyFt!R99Owsc;e4Y(Qoav*gVULi|&v&3%GH~TI2LMElhC9aXxM(VBK?!gG$DBJln(m zBJn1Tc^BC4o+wq9bYu)3N3DHD;O~h#?bfFat+YZ(ZU)`l3~nQ^6@lU(3h1{wX}a1X z^5YUSDLsaISI$p$tLeAX-RUqlj=Wj1ly>sN?wp(x{5CQeCm$d%?5%`k#Qnb6gylGV=P*C6u z1|QPB@*Q8o{vz=XpR4>roXKmZM!sFD?;wQ9$=g}`I}yt`9sdCArJ~;Gn%a2ZR z+qTDSWt-(7j1Nlf{yuo-`^LKLGF{AV^xJgu)+WfvR%{*s>}$r<4EyL{|{{W(RrpDXFQEAun z?z0CQyAFC+VRPc&3ck40%NR?0K6i7@8>p|6ugfH`y_03OjIVss*=d@s{n&+Ak2v$! zzpZcV!uCF-_>=J~!~Q4mlva8~yWB~H`B-zchB+Sf<9Y?UOE{BIQ@Ex;Ab>sV=r4s| z4fIVG*|m=nNF|0G95}!YjP|Yz;y%6M>yHsinp}aQk16s4w}v&GKa^*Zc(YItPPX<8 zakz1gpE32Xbc0&cbgu&2Y0$WBLhdzUpbz3o`OjCqwwc6h@~H2F$>yih?^*yZCXgKb;$|eNX3H=lmx+cl_{g`|6MQPIT}2;NSPvXkdT;(EVV!`xU%w z=^p0ko`1rlNzz!smQ9L_lm2m7t9hmB1lrqNhHyIy`Jcpk_l>+U;+fMAcc)~6qXPqV z2ZnuJZ>if{xoc+&(|7(n@U@M&k#3Z+ZLGgPU&^`r{{V?v3^t!_ zQe+t94c$K~^KBo%dWOBBTpPFq60?^FImaLGQ*6EpYVy0o=j;Vf&%qsk-k=Y4@V|>R zt$N4%O2ptR1tGJMfDfRrpT048NmpIA)$PkC+ZY0Sa!EbwuF<|2YknL_U>9aVBjf>( zr>%M){38vo>G8#`p$%+sr|J062ha94TJD8$WeZ$0+R9X%VDb6Zzl!WNJzq>)5Dcp; z;A5@``q$ESej3xovL@ZaCBVJWE+EH zImgzl_VsrTtuEP%UFJ-Z1I^u>IO;tvqp zYWf|&imaTnPJt#1k(b6;epSqApA`Ic;hhoVv$6X{v$x41bOk{e9Bt1*+|=09nESd@ z5(5*=21h*f{c9rQQPXYX0$a61o(Ejl#QHCbd{^R#BxxOl`?+2Q2jyKdX`Up!nPh04 zqXVfUlTruOajZA7Ftl+fQTK;R@^$bgU}|3+poV*kPbYf(C&OicXloeZ*yZG%8=v^I~q1owvYa<-6#w$h( zJ9bj>fUHj>{&ef9t>c8tGX*}ik87*JE3!a-QPg_&tj!HKkI8J6_xX(Vh-CYiq@P^+_))!d1x-!UwI^+?9obmHeQ12Oduf%#a_mqQl zZa6%DT-TP~c$Zwfd3Lj;j=w5_!9Rt4HF>0I+JbGli*a6rll>|1X*zARYN-$4sXtEk1T-j{||lXe>ijMuIB>%qz6TU$Z^^CBRzI2ph`xNJph+ z12c>YJLZ>+=9*4&C;$KswJd5gx|!CT4i6Lo6rU$G^SA9O;K+6F4v!To=HpMaF!teB zbLaCl^hxKfVtBJjU3v9CmTsrq~g!Vgm<{NB1YRH9E0=~ zt){2jH%0;9u>93SR9zRZp2DQ9BauFm>j~4^n8vBY<=7MMQ&MJeW zh>~Yn;OmJ5uVnIM#@GP%73y#R(Gs0QV?Rpqdn=W()y2?{Eaw;=_3QRGqDAt8Z3pKj zwr4Zi#m0~ZyfOTV=+1eRhHV{KUCCE(ziL=tTIxD_SDXHe5F^y!EC$eBmtF;S}$ zq>7dzxxs7!oS&scmohhlvq=2Q@olvJ81c-^tFf(aP7kniUugJiQf*_x*7w1FX##`z zuO_?)_JZ)8#fGysut)ChUvNI;wRax^{6N~bhyMVwk1uPH_y8)QvyaT}#V%@8>n-E% zztH+4M4jzz(|0?LHlD`by3`_4^!7lN*f=~nO)$}Mx$S{~+KJ4(k)%kulxS&17*q0MMam~4)Q zs!pMlf!4gqBkYm+cmDtd2k^F`pm@u|zZ5OO5Zpl(v2or+d0cuPg1*!6+FSUK_GHqG z(x|$U&O5x0pqp{WZs*px-`k_X_Z~L=oglceOh1M0e%m1(c0~lck2vGzub%$^X0H=p z_`~5!T1MoJElsNr_aj5!Z>?~+=+X65<;_AB7e`~~@7k}z{(pybFB99R&1)QXlAibh z+n>bO!hP%YYvX2w+ULW4Pe(v}%OKYvdhJ#f`B5}Y46PIJ$Z$uYt_G}qP8xjC6;pZS z;-nc&cceza98xm_*P6)O)3;Uf+D!6$RY{49pIVJ3+JzU2f=71Yk4ga|-HfvRpandW z*1L;jXq##Il=51<`rjf&ImLA&Rfaolj!9~51dfp5pK>3Ts9i{~T&wQM6^CoB1a`>z zPeEDNS8`1$B;(LlHZ!w3xUa3`Ms46Qthw%y*yQAj;?2X3hMbQy>=c{|(!=FCGjRk< zmN{;F;RJ76;S+>8LJ(eH?FSX z0H6VJ#b?2P8WS9xipF^ha@?AaBoW$!UPA5DqshHG9%@@VPqnLUI4Cz(a3mZa^>Wr( zVq&nKNWrZNKDPaw{v(TP_V8x5OTl%45kJCmss;eb<30ZXm3z01HJhtD*R{4gAq4Ob zPzmq!ug*BGrm(n*?%G2f@vwCxs37DY%vaTZ8S#^N%S2mkLQpjeX!hufH@@f zuR66m>W!$%&djl?>odtK#T(~$Q(Wwg96ZQ)?^P}y;@0KTRlf9)6WCaomPe{3E?-X-b}YZftW{ zZ#aB9o^i;n?+>yprb!omdVOiIxzlUW8EjOq3cc&YwS*B%vKAyaTKX#a*(`&Y!zl-Y zUIVVe%RHRzEy%5DZe>$rhP%?_)Z)du?wLDQEu(4{GcajhCXDUl*1ZD7Zgj>MaHjp- zetgxvYfCraYLPD8fHNrduV#~Hkx`s^)x1QzUf%9Pexv*=*?b4_v&X&$UnE?ywsV#T zZ>aXKB7Y=8CmGH=)&=F{<#MgVcCS_koADo{pA3I&4+r>i{k2aL*c+LHmddeGGC|wK zM0T$O{ii=^{Y&G1sTHo6vRP=>@$Fc5f(iMvpWUZ8HS$%KpLeLsvK1^(dhV^f6p=!* zUCEa{hi}%jak*aXH)jVNMG&zZ8gT)DUe(oVI&^lid0FPUryE8GYSl#`Q@H_9I#Od5 zFzJKM1wk3@R#!040IM%sx?VuQ_eA(umPIMW^SUOhBuu_jk*lgBb}7k zF*s_T(2)NCEiy$t4_cbk5^@GJ#Z*FH3D5|l@`DqXH5f-vl#We4G#f!2kwlHRB%GS* zXBR?L42hiN`c;M`!b^1mt6FjzQ^?J0IwY3mz~BnAJ8EUB<}jz0JpTYH_1_1^VX)ji zkLWAOtxm}a{uUr}_*c33TFgfF@aJ%!oPWFpY0%55!g${4S@Xd(6)-B&T z*!d&r{{Yvno8nGWUHcScWJtL<`jJ)sA6g6TWprCZ{+&4aKN1)D*9CWIT9hL&!DA4-9Hy*xwf^sHqZCakl7gTkLOdx6fYsaEwn-NN4KtP z(0^$E0El`I#IK3BUNF*a#-DGfLXMGo?{{+N0AQWmjCQXWx6~tz{H@#6RtcH7qx8eU z-?W{kyZb)g{1o_|3u+b@JCfe;x!nqwL~1so?rphalK$1>KL!3j{6zQ*W2$&h!dj8J z@Vnhhc?3?V3dqW+t(R9~HX!+PjOM<7@YVax43?l~2IP;^yGE4YP)|n0T zEq53=CfrEAXvpX8=Bq)i54rv>e$bx}zBK$Y(0(Rq*6XBvVDNSAw5r}~u(^uW8b_CD zM1@4Mau;tE_wVdU`$iwz6TzCcgYgH$a6tMDra7JE5}SqyfVowUKQHf*!LOgcXy4dN z!G1LOW2XFY{hO@Ko3@I#lG$%}HxQUw;~?Bi^1Ee5J6Gq&!q14G9)Dur7utBTeF|MQ zb;uM;X*q<6(o(IvcG-5ECOGE0S1&2ne@DJ2hfw%S99r&;u`~-f)+rH~0UT@2ImzKh zGhT|GCDgT@D$eslwi|EYNu!XkI1Vxn+*kAe0P)lQ3OVs7;(viB@NS)@u9F6$n{Fj0 zH{TgX46B$%IUwX5@n4{y@Jr8%9}+$${2kUVJa=%~g|&vL@Yznu8hLQ7y}rm4Myt73 zB<^gINy(_UVV|N}Ri3vLat&HVl*qlY)|T5viRSxE${m2f$R575?PE~7jgsC3Br)Z^ zy48zlB}o4O*9iA#jC8EpEh;BDZJaBBXC@dM%yjN?r^ z!}?O$M2Z7W%&ss-IyGkEQR!Y6OL1Z>?`8XIDc!nGq}L1LOPG^boGAcpzyN-nR@`3< zwQG>qI;N&1xPE?B+6T7=sagCp)qdF`-CSba^gI)f&oudE*v#d$NEgqRdEaV2RDN|P zucGOyuXwD^LC$~4t*uW?vGDEqvef4DB2_XkY~ORqi3fpZFy+$-ZJDn9d9 zglj(@^__ZK>sxL3XjnzUfE;%R9M_|KB>0`_ zewFqohkS8)bK+}Py^y}0a}jyaa1$q!!0apMU)uiwQ_}Tc6L>FG@Y%@U1VpBDg?Daq zk6O|{8P7HDADbT%q&^(|z5D@qPSm@bNg4kDe)FH@U#-3-0BSc*qvdJbgZ}^mHTe_! zS10yw?G5n1#L+*_C)3XV0C?_8SL=SJ=I2YWybZbUB1wt&a9Y0OE`Pgci@(3ao~SFu}aT6co9{Yy~OR4(Od7lHt6a5rQ@$hbU}Hf+FSj`**eeg=3d>&Kt5{{W4=Lv@9^@WdDPh`sY? zWUtN${`b8TrFZU`Npin*@K1!l2X8!Mp6Ti>@>?%av|K*Zl1b!xnuSfm*EFYjZhdXxcs1V`d_Q%& zl&!_Zv1m92oRBa%#tRzxf5evBpM^F1FAr)`vtId;%JH%3hUI@s^iP2PI=p`tTWGq5 zp|-%rsDXgS^6CQT91eQdefvs$7lTQ?9zMIf5IYq}@EGnpnoZfyOn0pY5 zX1^CSFO6EPHn3V>UAY#@k){HD$g#A2+U)!z@ms|@4z~}8Y_$eqaQg__gyEPT;~i_G zmd4SKBR+_ziP~s;e z$GkJ3{8aIekM!>x__o?)(JyaS?l{iE5-~39WpH>y)QbIA@Gph5PZ7^~s$B$@8DlVW z7$;~0__~_;TS)l5r0F_2(=^L=p5`dTY zSeGLm3U;gb(K}?Q?!B(nrPb z+uuy^^dLoP;9Hn39xy&u7W0ND9Cu(Vtp5OlcNk!@__y&#T9C8Z>X$a{A0!kD~TNk0379s=hxc2A5hRQApZbJ)?_ar zUC0hGv-n8Itz&IlHBsh0Bwja(ZT=qkPV(USFR9sCMhDDuBZL^vdm8;h{{VuAcv{!O zAF{5AEwBoiA{{Vt|X}&A)=f?)r^vh!Qdd7tD z+{usvTgyBox2Yhg$2m3hKga(74QL($)NQ;m;aS#gUi(uz<;Ti*sB*yWW1QfRt#!W# zd^Z081b=6HFCJn3lAek_@!mr<3KK>!dN z=U=;weeRg98Kra2o4o9OE$}1uf$)dJuNCSZBlwSh8Io%Sf+q^afkzA%@MvGCtngeYFX}lfGcLGa0cUt*V;>`Ba-k%U(F8y}qQ^b13zNFvVo*HYvmuV(Qt>99ig2Nk+wS2emhr>|b+fNsW1M-aL2EJhUhw&n4Z*?fN$&AoS ztqgc=xEsg^8-1(AKjC2bhHZZCG@Pxq;~mj}pbmK%3sPU|aV87LllAYP{=IIXWn;GZ z5%F8ae+&F>y4{icO^wWeUt2K%NRH!p=XWG8TxPzY{iD7aX5&3_61?gv+(iDsnn-cIT(P zX<^1UJ)cX|yiedS58T>#TUB9ga6f#}?HPQ152vkgT33m#*HXFHJV6<~nUtw{Pf?$2 z`ubKKr-<)#%@raiaxg87W1m{Uj$Kp42<|wKrvwg9Za}Sh2V{K>qx?s()O5e>s|_FR z4<`<)$EJDbY4xsO#-1b9EntI4ipXhk%)5p*lY{DZk4m}lr^dQ}fP~3;YAy_5o!hzs z0QamP9{7QLcQm^0&mu71T7k$5la9Ek17AbbwVws)3$9*B_YpG!QHdG(cMe8JO6q(o zseEbp*>^mC6j2_Y34>rUFbYrmK~Fm}Hbo50{K5?=lG^2cFeS;1`Xw z&mH_x(=R-Et)J}}F5-O1OhwB3dY7~Dpil% z1wqK@YvqN|VQ`nS923q)bL*ZxD&cGD2ipGt@KH~MpAG&Uc>BXXBJefR%Rh;&M7Pnb zl1sYiyO}2p?At_y{lS2}fE)^+vOnxsfAP-oJYC|+UrF%YuxTS>7XJXWJZ~S!F(NPw ztlu^dPL=ZC!@U#3n%Bf%4_SDvo=qM*_zlAytGGwSW!hD;$yrYUdSg4qDQ+nmvo-AMBa%#>2q|T`t}<@=;<96l|w* zqhX2Oa&zh{@xw^*myiDdW{-;coA@r}nhO-2by!n>8;2>SK~TB{>5#6$K%}Ik8qxIC%0F$(un>x&!#80PY0i8ZRerO=DXk{L4Lzi&^lEwOPzlcj3Uz-dlM1oi(@`bv zx5`8(-!7Dd^_~*Yjy?$wLJkf-4Bt3^AJ(5}lhzJi!axk%VeagM0lm!WMhpUausH7M{8N z5rkU}u17OsYzDpZhsMkd$UIoSLrZ?EjZ?P3#V3m=+`-c0_@$%0T7RyOH*8fFxE35P z-*^~K|aZ0D{|~rx*5lW&q?SF!F7}&%{k@i+U+LqB4s%EMN^g!TcdV(LW8y$ zibM21&j>Vr;r~NTM5q=FJD$SG0mBCwJmY?@x+L!tf{P6a$2i&3ytQfer3?2Rbsj{v z)LBjv!OFb5kFD>^?-@*vJ0COM8mvcyD}KlL_cyymY-w1~3|v33ob=Txy9K-zTz>{U zUgYa~%(C^~akn|~k{@B6*?}DYLFVu60OO`uKG8hEG9S9Zrc# z|3E&3GB{c%F~8oJ$U>iA7i+nMS}))REm`g>p;mhnLxq7nBN5c9!@Vy{Pnp@0Ozvf? zfyoZNUyv62OgbvM(+?wKJCoKtu4Kj|b>!uV=>tvHrXaj>naxy6l$wT4x5^y))h2T_xm%1GB9ml1lvY-}@LG^8!!j;pi8q75!ULo!}L| z(%uN7i#n9kqa@dVSpI?MXvcieY>J(v4W{a5Jiwo5?=Oi6ioZ8jhgEMx(v3ciP_nrF z^pe~iU|aV5k*6W;wo@MT*ex_#2!FYG5;19x#JG5p%t~(zBS+v*mmClIqv9X$-eGFi z+u!OZ;gn0yF=mu&?uaW3$Um0mg_mnLA%DJE0VY9qz!YMwP|i6yUY<7RX5PomAQY(^ zQjK?|T-Tq{gA3jmkg!-fphO;A7VSmWb3kMkMc^WyjV56+r9`$LYX=6NA<;PtO} z=5wNrA&1`^@z3!1%u;gBJaq|U;%4&!6I=EnY!&lhb1 zMs?23s>h>;xOr$iMkMK|+KMQm#?=$S**dhx1v0&?=o+HgrpcBNn+9?YoRJ|Okjbn&}7b0 zM3o`5>zAMc9jwO~nOqwxj?9Bj_7Q@jR~kZr4>0|d4hcjnjE%_@+p6zR{3SW64cziON7ri3Wc5)7{GNN~kzj8}%*j9U) zwzNCKMW)E%ak6-UKfsbEb9>T<5Hei$OMELhsPQI%FHVr^W1AU4<(2L zL#p3h#5uFlW}K2onnVXgYr9@tj&92TIYT-7hrzeh3bp6`?ve@Foe8*8!Xq{XjisKp zq3|ExVsvFJ&+{;}BW8Bj9uf1cmTvFSa4$QuaFfXG%S`Joc`CT-NgGDaWrTUY#zW)e z$ltd;2Y644IZpBt8e_+hSNOd9{GBlmNQ)*#nP6C1Q?=_TAi}Da+BMccT7A^`t1^sm zhN~wCA2Y1dF-5voSXlmbanw&bQ~#@6(A?A`?H@P}Ws1`vaBK7{G-s3F z=Q}-%ZY@YDYhqF3>0jWx-B4i!8m6ZvCPZmkUrq5b$alfk*^T!GANX$YcWPS9jX0uy ziyUabp?yEPm{uWXBkf%X7VE^xpPn0RfN?b#6S z6h+zEQ8>liPim-zgb6f~qcq=jkspZJQ&3v>=6tv6TWMLKAhcx*ck^cneCXDfr$EM` zFQKh56YR&Y@{u@*qAWOpLQ@AJSVmng3u#QrxTtR8?U6yFl>rqh3(yxn_dgH zVZL+L!}J)z1#I^3VL)2aD@XPNr8ZV~#t+M@W~Axy0R8gD1UAZ*t(EBiutcf;j)z+~ zZuWj$IK{jhUGkVuDbSY7+kAe0?RGsHLUc?1iJ9+@IMlZS`Ba}XzY6&ILZo$D)vZlx z&GZ+ZX=#x&ykw@|nkv-L_Q^8p-O`TJ@*ai&5)f1RZVQra1m74g=qa8ltQVPOKz4F5R_^r}gFs!LV`0|;}RM<#e`HLTmY3-PJdR;7;N zMp=8HXCj`pbm@Ge&pAkZrd?nIAnD-!JEPa!TmC$9&s9WEFEo&1jZWuENx7vVLh($!BWbF)ammL;VM)bF9xn z82ne)_^L=5ULTC|;#<~`!1ZmstRP5v(s zlUwbSPE+yZ=g!q1kUATi``R)mwuQxtcx$8-^I30D8&Bo z>hZI_K*f(C8t$)S>0Jw@?~tW1>r?lgh$O4$I#}xp_g?Bos^j{(%Df=r5;O!D)k}oZ zL7WelN02*ta;AQ3og5WR5`CV!LMhUwbZElT(imHY^fZwni+9mG`9b+wdUb_&XujsU zfj#8NZuV;Vq-_UC>ePqpKV^XBS)Y<6JxVyt>y3Gy8~>(%du!I()o^@k3v}z;pq$V<;vJm6hIz>a?jt_>9k7V>jdDh8eam$N4n0dbkc5nF~U+?jhMJ!!6~gg5620kgpSF3=E5b?|jr$F@#D z@bgu-mLM5|0hTLoE2`TYF z@J#Z7MUdVv^&2&6okOc!x{zhS{kaCS+yjeqCb9}m#Dl0j+ugfTzgD7?uc;mF#&`<~ z9#>pY`k3jD`@f;#z80EMo#ff*Sr^IsPuN}5xkn7?9%FNTj$omN6ZhS&t_VTy(S6&$ zM1zg>5A`xB>~@_(1MKiiG*Pm5_apKoF?|xjs-E1!RKmBmY zBoX&dqO@Dp*IGC+{8Db!r-kC;_LDfbxJs$|7c^4kH*KI4GvwwxrU5z^D*U0%Lo+RD z3?JZ5dkrqZAG!;tMHXLaDH6L7y?g!fZ|mmoFup?u&_UDOX?d3gcdR*lZS10+c~BKI zm|_;xI!|JaBb{#I2G$W>(ildMt1?hI>aML~+NwL+xm=0eO4u9RQUqbr;+LqlQs)$N z9Xd+SeylLp%mPdiHx|54-Bu8MZW%c~w0zl^w)SS$v6(c4+bG4udj`2Ax0NU)=Bhk5 zCs*P`qCWO+#}*;brRYm0N!idPhP?!eS4aa5-viGDGD5p|x`)CRV;8)CYx=N1#n?HH zjjhYbDO)q{;|g7QS`zO*Mw0sGbw)0k(@=cjVjgV~m+iPVKs-t9XqV2~!UtRNr7Ssw z$c}tgZQG;8L_WqU%-`A+D0b8Db=y}r4BD*Q4I;;{M*Lm`r^bDA477bx?)jq=2Xy8- z3z#BDQ{>L6%u7wIt4fc6nDe||CC!2Io>2GziI#d6_Ooc-x>tGM^|p|>Q4r^+_N?Gf zdTi!|7<;oTQGYJH!6Nm2Mz^yie_{I5H9~7?UOWA_1o|VpG>RLy&}5}?gYF$5h)cXR z{+$V>DJ|gB)eG|d%UfB4)Y)*WH0Qg6 zp!3i~_tQDpZ#>-onzNCme35VQzj74Z@Af+|P;OTmnUjqEgOKm!JzCfiDuEfV%I##E za9Q$jTDtWCyER=p0u2j70J!KfRU#a1Z%t{IC;dz&TJDyN?+3Cu!c!bMfAX0>R;gF| zY!gC-b&{6Gf^UHfN%bh!<}K0mA5>wG5khWeI<7p@4EJu{&V89 zHroLxqDI}p74T7#^Vs#;G?pX~sHQD5}elCGz6upe*V zE_uy2TrdYy79L>b@r%dvB6!)Ehp=k$cFQ#@s+uGU5xS~;dWvrC47Ijx&QWS-X9u%W zO*;1qFZvyFH5qT7sf$QTosPWk{*mSX5bEfrCOYLMNn;e~OUvp&nTrd!R7lrirV0yY zIhA_@kIPJ(mcjV6>)PhgG&A0=o9+UKGpRuGu5zVmR9cK^r%jO*2Epfmz9WfrchF)6kyEr-C*7iaBly3s7 zEq+@R>Xj?vEs42`{VeaqiD?A7&HXEBTOJtI zRF}Htk2Js(-)zbzr{(xGhHmx$K~Ig|yt$f~X$$5b`{>_CqFoT}d~at5tGPwFDjCA< zTXV_a_lK?`W~RH%GvO$p_*7DTA!HPHTa>`v3eGBwn|_Nf4nuNGfnLBYX{` ztGy?=CF_6N72_pp9-LDF>%8k{)zu{VTTbvW=*5$lN2#fA^MUN@swKaIs39_>U@lv& z;{kZ~c|1%R>m#pN7QY+R;Ce*f7!v0xh+TxxmT_Aeo|I6;jdZ?|Nax?t>y9Z=TN^m&UoF&rzyHnzxNwjalS&JO6e`{QjzU?!zO}>cf`7%;pukBBC1J_ia z%WZ#~ms+Ez;S2PkeS++?xHSx}v2fM2z2x@`9}6_uHd-=gHV?-eQdKQyOYPRW=hRq6 zB7wXYGtaD?buC*8LP7a!>~y$X$GX4xn%B}g7|IdOxr6)rHrk?TI^nMQQN0|<2#Y3! z_(oG4v3jmEQPknmlhw@q{jg6OjDs?1o<1I1vd1kKG*7JYIfES+2>Z~wMP_+ zV2wbB(ymP}`M4go?vFC7=0CZe%dxPuwPp2nTZhLsRIHkyv^%riw{9X|VYGKY)WOC` zrkzLGewn9D;H`Jxy38;ndT8KWXV@ zW;I8(G}G%aZg01qX{(#%;XbNRM{jRimi$-0M=*!KlwO_9v4$`u4AZ136n~M;JwhXG zXAeG5ibtj*^OULXH<}VOqXswndEfY5m_BaM?s_|IY_7GJ3u8$_7Qg%t%T8%er?_^7 ztGa(w;rhFGZ}i4R^I;za3Iw+v73GZbN%XKAU0j>(^a>z1yR$ZhA0v&2MSAKIziAux z$lH!dmH!DR-9TEcgj&{ahW-(}P7#u({g_2~)u=xbF0cTh?XKQ&n(!cR+cSOT=#=dE zD{cQl7ry)#wb)IuF&-(hjegk;)^6n**4W*HI^udCE+@epe|DPh7U-!goFHX&3_>tAA$snUoCuf*o0L<99-xdb~D&~LNkYizD)_)IgZbGFLmpFcM-gID0r~J^0;<; zbe#}lpBE5Uc2#f1qmv7cG0DwqVtu+C$BuVdx>RjpA~!rK{3MaxOK#Mq-gF7$g#zu2 z71&F$+H|DK@3^Z3#>U}>Q$c|70(LFtbpieTtc+<9^o1(XP^x{kw+S6|v@GJdO@`ev zH@_|v1y{(Gnf~8bsOuyh*|DyuIHcs>&I-YKV)k>cTgex+EIhD}o1w;zTQIzMB6K1j zsLz;Q`UTC|?4U0n*A_uOQB@e?#jHPR3-H4CwKCl~#WL5r`7HanqzZA{s5(>tQ}z-# zz{`ViWiPMx1YaIQC+9Sz>{>y z&DJz(WW*l_abBe5kClZObZQ1HBOB=&X6#lGouZ$%@4-xm1n9S^$GmNZqo%91l(CWK_>&b zZzmn`8^bF*nndekg>VI-MU2~a#`AqxZm3sv$Hq-Zh}?X-FS3r6&^0*N4zWCFi92lf zt|s9#4o->MK@@F>l?b_gaL-;dGV{%v)GV` zm$bVqoWvw{6h&9yH(m3Zx_o&Tiy;et8uRSk_wyx1$s^$PGyDkYUdDd~vB>TR`H2kw z2@JICP=CNI)U|L=WVkGr{XZpg=BB?-ZwcMge$#&AX++&&lAoKK@#osqR;(In2^=@RNm@ zb%zJ-eaKbaYdNzOwy54ow=VA)s|eoKliYs|-qP<;K70cL;cO$-)=F~4e=duaUbDCD zS=^?fIbO{Pq!s5M#2mPPO)HJX3gZc>bIv7b(*6%CLQ0Awg7=`%IB84dbX<;{J^fd& zE|3yp=`iR@YP3-HJ(GcljubOFTtFaaMsyE#U+skNi(rkemjE}ul4Cv&9sBqP&9Bc0 z>BI$22iFc$`35;Y&Z;xj?aHRpyLtm?;O|0r`7THzVnf0+5!!188gin>5Kv_{kqHbB z{Q^6Yv#S6K5elA}?0q^4ko1Vbeow2v5I}ui=D1 z|6Y1~5xN}|kI9LeIKzL*8L9g-T=7MKh&?RQdoZm!nlh9|2LzI?()%ed<&slNsUD?> zz`LDznmp`0V4Jq3YuQlR-z6aPF)T<_y`**vy%?}mLO93Yur?8i?*NF%R$!4qdRim2 zD`08|i(ry~8zk-8a^^@da5(HK8jaVNl0O^y;j7=VRULVp-Q1+icnp`XF#N$Q8n*>ZgRPo0p8#wxvKOX?^ix^ps=YoXZn! zqip=8*c36})%Cc|Rqi(v%v9#MaFk1#I#Vx(i^^P{62W_UP63*p(e(BeTl;D>gg2wR z48aQYHC6JPc($j$Yj`}xx$-T&xI~vhhwB?yx)m{+UO)C^G@ccUO0Vzr?HRA^Ome}i zxF$#FLyibwP2mIiCKpp~q)eF7Fug|sX1v|~g`<5uC1yVTa;a8vCso4cNf&NrR6EPN zi}O@^b2C!lNWfH=U*mpl zk)-~9>Z@=vW7CODEyMc{OR3bC96F|dy=Kw9^`au-v$@3a0_Jc0acPJj3UZ90tXi?0 z-qHE3aPQFi6>00l6gpWdhC8hydjE$#vlCe;Xu|s+Rz3O*^vGLMwv*RBYqdjYS;53^ zu^XOq@(e_y2mvDYX(PH_wSmO{0#3gOyvaSD_)3O9cxznp8t%Jl9nG1ly$<(H8k+U{ ze;Ya?_>SL1cr=K1rYFR`r=o>b(UUgSB}f;?-C*F%Ra9yEIu(b7&N<`p$CtC0Lwwld zAJ-U(2AYtj<*U)lwH}*qbfh)IReBuv3|FOaA?oy_LB3O1-nq)y<^2O%hQSSGVnmhbn%1;l*Kn1m`u`wWnp&H|LjEik3CN4Q45g zcEZu~ov3gik^iX4Q4;;>E)`28PApdYEP_Y{?>(M&@Tqj=_f{VjXOoYy>P19Y9|z}1 z9CB6qclDjHs~VkoPCz4)#|k8#X6_m(3wAcqZ!>VDsxONSJ_XOeD=2&+d8ox+kiCDZ zT3B2JJwlGtX1TOu*B#?B`XjWOJ|yfC&d`dmRqZ}BeG~TF_L)ptd{20| zv$-wBk;3R9UFs;rK3IgLnpO0&r3jKFsmAbfWOR|d$e{uSA(h3kgx+Z#DK6}vqE}+uCDns z<7BMI!lB1q7d;lj-LhV0S zg?c6!HLDJ*dzC-p?qWIt)AZ`hr$XU5@8lLSpX9VR@uab=P~Ik{9TQj#_DBTWcX4xk);bus*Z2bsv7(s1pkOy_I+wp>^Av)O7Io4LZ&5=sw)tK z`g6B3b$xMYF8Fgcq?7Ahaw`I>sTH7*W?hVpz&w7w>qjeqCDa~}?+}`kh^P6^J32VX zwjr8{9)C;DqZRx|G0-?;7~h5D&6{P_PoZHueQ|9Ej$h_SYeBygc~$Tat$#FL5ICCL z{}i@v6h_q{ns=Y*htbME37Bq z^aO1IPY(RU&BB)oUIaT1+bs$hB>3~$=gGCv_(afOa@McP$K%Smuitqw&h31cuBvAB zeIF7);~9RH(kO2`R}Nz|j9q(qI`SmrZKVnWsLDdc_5n5j6j?aeveOolL$@Cz%BD?A z-=e4P^~|BoX0~}K#aOw@NuA}lbp3?ezS|WYr~Re&`c1&G}|TP1z&2x74;ox%II=EwPSmB+^EV@u*PK~GN@j* zK`j#^MHPn`XL2M-YpHV-?*cH*t81~<;2QQQ!w)~!9g3qjT!y`N?G`c>yEC}ksoun# zn;B7*N^%zBy<))gHOm;BxO~5oY}aO#2uPY(FnloTnXRA+NN-Qm;&WFe>G7WX>Rd!w z8@wbU$bYTHHOyD9KzeZhJG^CuQ_V7GhSVZ03D6UnLh1T_VQBRj7;tSc$GFT>>ssf_b20Podxpi4riC<4>q#j4lVJz*e2IcH6~Qg1J^S9= ze^9iop+nMJ)*r`~AuG;Hg0o*YRf8vcv!o3OkRyg)Iu@^_e-}K_;ijDl2Dbs`WQ@K( z)uFOCpu`5~Qvy=QAn$^&U`vgBHIz0Pb@L6Z>>RKLabtlLIFGiZdmTq%inj_1H_0XY zohoBs?aR@<`15)*(Z`d8Ozy;ln5y80vbNvwl6t8+ej;hbF)8s{Y5T6XqMYHL`tOH- zXC+LGsB_!ilD~^A8n53_cBZsxk#REkUUYAu-G0}(kf~Px!f%R(5CRWB_2;UYa@QjE zNvO+tSUBXew|VABr6mJji`~+EpK?ep*vGp0p_46#O8CqRocIk4W>M`%>rFb{=h) z1lFqMr-s|J=6I9=-#s=yW`;hm7%dS%aCk*kI_<-TatG4PUBo=E(a#scIeYbA51UGr ztyZbCl(*gA8(a&px` z?%XSnEpB~|5S*5ealR#_;e$uP${5%NF(zuVBx$q6MZ`$wG>J!_wMD0C$b&A7Lu?cbmD{Dp~Mh}~HfI@Ym#y2rgCdn^iN zLR{{geftKwQunQNma%Aaf5w6Pa^ji7yPugEV=2o&!q=>uwlG^65WP?$khCfbrjm;^ z)gaD#(mmqfL+DJ*$QuAI3nv1}0c|{2Sj>>$U<^ta3F%nss)hkuYoUENgdBrE7iO3Q z&HTm}hiyIUbHeQWwr&JE;pB;2Gf7pwxjRx5wmm5#ysd9i>`R&W8j4a`zSM~YX04VB z>b`YmUT4YgyrSx$dTV&o=JOcXO08BTqc_CG2s@xmB%W-(%9wuwt=nZ>yVx}h}ZIsM$?x2?-B!# z@VB<(x&z{K7>|T{?@N$5%&HFBM}U&=p|2QCoAmZON@vOAcjvux{7oQw={rM(3FDuf z?>q_(Mo_i%Q5}=+tqpjL594@^WX2QE=$dR%h$l;ja~z|2;R_?M-V*0z#*1?{hwUpm z0MXpu@I%Z_`bpPEFnYAWKSw=-+OMkPJ6;oc+`tp|b51o`zpZQ8R50r(`nt`AycX=ij41V*5%c!4w{Hw%vKVyjT zPtXvWZ~$SnH8wPCMU9AD@;AS;LYxD>EQD3;@*f!<^pos9(_vg{)vPQ1Ba~+w#%L^M zs*gPzuNm;Noz!=jh1}!(X=1H~N1@bTykg%J?~!l=^mHF&IW@wuG(j?=+3{4}WA6Xg=AU%4US?K(MXrs`$EO?$T7JMY%=-rsrbL z)h1QHky&q<{_R|-p=C|o6GIaC8mrO8SoDMr;9EM_8-idtrGhrdZ|+@vmVEQtkb|vX zASSA%(RH8Yd8i{oGFjkT(C1$x0q%M@yKrqR+D4*dovuaq-^L;*nP?mNlAgMf3O#dH zL}_ZbE^JEM(ro8L%}c8HPo<_6VaHZHVeYoITj}JM7ExZO)4sCL~XLi49@5I(nS10Q!27z>%FL+Sz@;SHNr?28Zc4_xx;8c^pow zo52$dI<(e05-ue`YV+kESo4Y*>A~8SB1x@~flwHN+zgY`W?CKauT<^k)*Ai+YgBEp zJyNfNz>r*{uUn>Eg*7P^9IP|KHW$@f^i?sGs=c6QM;9> zH6uzNE|heoLwZy26{yfD}@rn2@$!Hyg?Fj-oLu~E?jO+tyzRZlMvvvK}C$G;2wZJFpYfvPlB=F zK1q9S0R^O?;SH8Gxvo&=VThTGbbYgE!T!OqU~+!?fzMNyvh0>_?RgcM=V?O;>BHffLr=x(#@0X z_i-1~40;B?ev!!(VKSrS81zBiaVZrmJiJ&cvBB@_?guInj`|)9Tl#>;6IGyWcLs@CU(wKJ5)(lU`N?d1B*k zo<>f7E*HoSFNLxSfA8M-J4ym+>FK>qoX)(VZ4^SPuy%)$xzvgjGXP3m5b5FE5QMpA z9G}>{4M%R9@hX|N0&AME6?VCfVAb~j57%#;h6km}b8#YK7rj%cj6Us?Ez|q15KYy4ufnm)!lejKq|I z!66Dn%-y@jFs>-~as<7rPyZLaY)hGHj@l1)S4^ZK%O^uHCVh3x!zA@;3P=CuYo4%q zbiaKO9u_`+nvBtMOG<}MHE_F#g}S9jw!il^+@XUt=KcKjTE~(=d4@1$W3Pn!}D=hV%o|2nze? zhcTM_%8JyH;(#=m?`wdOeqg3w=0Wh-kZi}*oj5shj9;PT8A+{SbH;0(_k1@D{hi=A zOp{{fZ{xw>Z2!~_`4gwXQBWc4W9{f{xLZcurSMoVstG=LB*WC7_3L3Wai++Y_q93z z%q7QnE)<2KBtatL<(d1k)#tK8BA&^Lk5lrZ=DzQx;j-)*WG;lOm^nA=RBsN1&?TNa zWHR|+>&0XCjm8RjZ4%|5o_tSK)6HDI1Xp*PJ^+!0!>g4Le`uY(MzPJ!&b`<#sF4E{ zSD3lyc*LJPrbHONYGHc(`(?ov+cMTRtm>C`a6nmcZ2Grux(7wme^yW0+Lmm{#eYIW za_^)t4sv*4B4j3U?&x*SYSgOT$I(C9a-9ynz=hwHIzKgdls_>`(XCzF8!JMs8IDVy z#XGB8Z8L{2;K$;x{AJq*~DUHrudqq!ooCkd(0nX?LP?9 zrE_JrGhTrU#q6`Kdc%~=yBr18=osxv2oBBbFApVWs4D(p4{(%*Kb3TV+^U|e+{AxE z^E$~eb^k=Bh89kZ;JMVRW1XEqbcVO600Ir?9dZ6qx>y9`+gZ~8Ckp%4x)j8H6&T9i zOUcD!mJ6z>=xRxL(O&$8br*~;b<-g5Y}av)eru#b#`NUF?16c5T|O*J;7SSo+3w7z{8Ct1~ro z^3~${D_}>?C@qWoA#yF)Pio4}WmzJZV9wmZ_`OoFEnZ;Nhh0b2Z^yUvhVxblsJ}7K zYSqWM#3M$~GFrh$6oX3iAN%pE8zq(v(`2P8vz^sxnR@Pxh5Q4iY9wIXm6CnwXTtA&38tm!|)^hA3ku*0bY@QvYdWP#t8TR zyA0bs`*HNcZTzjj!}Y0k12ZWm-o8!#iN*?8V5n~2r0Di3hf}9{58r!vwd1IWYN;v$ zL2g+JTOM^nGlHzV{DcU;w)gV3?-Q;{(n@i~VeRx{tPs82tFH2Lv+`6(wh8)Wrc zwjH!Pjzx+N1MFM|5(1>lL#ZE&{LfcaM~q9ImqWenfh(C&`n^YN{JL>>QLjFicJjek zRvZT%cZ^R%pmh&RCU!wAdik`TcUjh=bog|b9eA$r!r+UXvzdxM=P=SsrM27iPJZWaw5>OOFRs06N!b*SU_urcIOkZH@``hhnmX zPuLLq@n8&*a*&zcKlfO%EmyWOHQC*Ljz`lEkGXp}A4LUkSiP5p<-)SlYWtD)~X zB;}z!y^vjIW@LWV#Lk+txcGzC-74*NX;B|=C}{<8&`lmO0?KAgu*|6WkT&5%Qc zX-KxP^9qAmP3vWLdG69jb^0=%Q=;8ytnCY_7bL*ay(1ljT-l!FW3nQrUa_DP^rw3p z2Oz;_6FMFx4H+8(#}-r#Z$*`0sO-*=gwr$97RArI9Qd>YOr}j%$_Oj5R)m<9Tb!59 zFX1sVwZ^V(V4D9H8EEP3R;T@f)yWLVyn3jjO(LuN;C-jNM@4K0&a{8cIUW0x2A*Zv2!v1?ISM;)ol>g=N@P{x^+X z6HiZ_YBR-c9D>Q5Uq!H1zZ7orJv9;wV;PZLN?2MNVg1<7m^K6!kHKWMjtg#zZJE^z z?A~;jG(?9OFJZgw@i7y2gebl+OJd`)=gW- zedl`4$1oy;D=;}q4zl>I{gR`Ed-^HpjuZrr0~BI@q8_>{cFg7|hiK+(1}MR%bWB<- zvF$jgDSq&96_Mypdi|6xesjOMv$;CWY$vM@jG~grb#oU|va(a5uUVhcfvUy;2X zJ6&=@P=_|o&*EJ*xp;P4EwPN)*;@@^OmN@rwAe-`+>uT81uA!Uj~|&-1FuvN(`TQt zk0h+ITV`VVa0SD8K*cdfW{U}7@*8D!sr$XxtnJc`vv`YP zL)_7F8^|iCGtzy>bdHW)p=&`RfZyu9ev7+&Pgu|KwzqQ~$amD|$c&>h1mvMv67^#{ z=U@R#szJ80!yLh}o81y_vEP|2Ys!CW&@aLi_~AmG)#2OQ90nE*=l`%;E1O<5Dq57TBU>|AoLC2)`C$K-nTnsqb& zxw_|&UW;cdFxKV1qX-&+?2ZQL^qN#4bS6hSBSYmizDr!aQ+kq+r>A(B#Q0VXsY@O0 z_!(rxrJ%lz*}gB=kf!g@+CTIo@?F7xVHGl_e^Ba_E$UTAobdDswe6(wcxr`GSkPmk zFNL84L)v`*3>TGdz&aVba`ytgBqaVICCene3Tib4uf4D&f4>0!m1xPDEhl9qBD|Y8&_;PK^03KRpZ4GXrZi|kdF`fL`6UiN+9j$3PuU~T@j;%$3 z(R&a?K8@nH2dddXBmDtWHNJ)AMV1$SUC+0BL`@b<63jN(a5JzkR+{G;Ikk(^HINLX z3)UEq%q@{(M|WOh#KD}*jm`@1&MK3RMcZebCq?mrRU2S&IO%WI8?#Keae`${FLIqL zFFx>Nu4c05PGZ!ntkI99TD7FXFTy!NCZ*AD|HFD3xE`vBNL}@&x7t8A3m7BYm9|D? z{OA~O9~SZZHNbo$@`4kaW=FdR%OVXdbaqZ9qBPU{tPf$*F85UMx2V47C{q?%S3F=E zKEpdTOxmvZ_-H2XpH8Zu(I~aC9`L*ZoCD!*+8KZ4q1pJYx9j-mJf3?wTo#Uc-wKG+ zPe)QNmyv%$xX3P8FYEv7BYN9eg?jOPDA&iwEmSOnH zsO$?yTu&?(C7k7yhyfLmQamw;{`lgl`GtDjdN1YZk5EE*0Eo15RV}=7gOnS^rFkop zUuM$MsB-RYk!jKN%l*vMP=t*%cHaIh;Q1696P2y!+b|O!;l4KM zM+nFYa-}W}qFL;&Q4XgL6-H{otdp$7dj9|z+~(B)llfmnNHgN!PY3=alO(%-5Pb-D z1+L6beNchlG-u$`I+_|p@M0hU43+E8U3hccveLFc#8{bQrPfU!e-u0~q&1p4ioF>ytQj-_MTAR9MjbTH7y1O5$j>u|v!KLipU4!xDcwl7o!Rn<2TFBVcNm^uB< zzYhGZt@Elkzq%gvN+RLUx|Zv1awMZL-mWB6$p(^keiMph-|kD0e?^IU*Ir~Q=7QOw z$&y+6Ub3gHfV)wKm|@|;V@aqXRHH!yYMf93Srh<_Ce-VVGc6Jlz0D>e{kz{Q4euLK zhVNys2vjG$Nu_0{W2fcVbCnzbwveZzS&(s;#_-mi37&RN1T1 zmCD{m}HI*ncg)Zg%qHCV%bu*mDA}HM1C)Z6=X9;p0Agx&wWIml5{`v#| ziEmpK#Aj5$uUjdMDD%jQ0B(R-J2Df_a{4i1rHY50nLWuIxx7Z{%t9c~g`&zEmS^sW zn?}#*2u@H6`{%Gu=y!SewiBUR76GcjWPrl49oW0ZLRjq&kJKb1Zd440ey_05%N8n@ z!@2m~eqQK(d_pXCyfGuJG>=M8g}?0Os`D*2hi0{IJM%$@__Wo!rAr_itAkS+EfHZq zl~Cff6j+eKs_j24LqPnk(vK@D@OH#=q`6LCTefA>hQnML9^0e6>P=D1ag>M2ScmONVhrsTB0=+iJB zxTHEVX!|_w7A^ay?CpGGgH?bx8z5onO*_ZsC?9l#YlpfNQ3rdwnx3GpVQ$i0=(G+E z;ONFNAR9*eMc!=m=L7CTm>m$nj(yx>1+AE3I}8Y6vs z++=pl=SIy#7l5Tohj&d2#&1TDJ!-pK-Rs@ztDT)~Ovv`&hb~uHS-FJs&!0YNn{jtB zER-5xui&HSsQ2k5U-;S*yWho zz0HsOcK+;KdjL4!C1#mwf=J!ln}$?5pW)^PMs%xa>qO{dJV4-2KRK1=U_xe(IwLgRq|H&=)hd;-p@!)6s2bx97wRrr~Z;Hatzs~doIb{2SH=WxG;wnJ%>x2obDnZ9< zR7yi7A_$?B>pB*4XX7Uo1&W=oYq599b%GxxE(fj2!daYvP6#4GNX^&hw71f1H!N?4 zs>^*#MUZ1kb0;XeCrf2snG@W2jTmLIV^3h;6U>0e(spR`NjrQg5BhI=_oUNV*CdB- zhR>P@bZNBU52RFU+YLSX{!glr7iu?Os|OvZ5m8$t{s zo&b2t{$+C|pKsplQ(O!Pw)2+J4zavLLb_>oLQ1LD2cR4xW_O<`O1H^Ge8x5#*h^H) zFmJfT{^V4DEszjG>Q<5!f2QnxG~{0|X%eBpE9%ME)~6zB#~37lWk4@ux;cDi$b1HO z4a)=a#AhrGFoM%Tj_+)2_NwKk&7#A%OX@@ctWVytV-sB1=_0$1=ka<7sI@q7_^f+V zXi>0C+JtFmX0~oYpzQ5s6(d&qO#6QK!GLi0oXc|jSI0u3*7UyqJOZ2t+%DOqo)49N5CDmU$ti@{O!M81OaJ~k9My#w zOp`TUmgif-On#-ST`p{?|8%9?$8xqiTmuz!eY(O{Q2${e>qaEntmy&PA$3Cs%2h{! zxlJj4paV7?+#gimzM?FDAboe}AhPBH*)Ey1rb9ls8NQc7Hcxy@2;DV|k^ciCLEXNe z;`y%?TGH!TzPcv>aMu|f^U&89@sit0pI3Nva%H-XOrD?sH)p9m@n1Vr<7cTIk<@sT zT(j}Mw0ubr-88b`l5$IApX*+&dg!`6wY*lP8qx3ocRm~xz#Qaln9j=;W4jXsN<@d%2uM37-O+Qv1AezvWi2SO0 zXK_B2-uzUQS@^7r2=`jsj!QOspHgekv~LY)UL)`eUh2pp1%n13?w>*{F&;IoY1V%b zrMJHp#tbN4yb&AUMfrv|ci`8h>ajzn-f22DiUf^{D!Jt2 zAal)f9y#!?toKcB2KdZDm5&~vb*x#j?mijuZiV2#2fO-pmNCd(q9hg==bTk*scqs}W0>xf(zNwmR@OagL8l>QcE;=; za>l5|qTXHVNgmvJgckhkLqO8+NSOH_Dup8*tE8Eg?Z9Wo?s)gEb5pXo(l0!cM$cS( zn(TBf1@)ahuTo9x2*Dpgn%O&u!x>CupOjTAoj}_}rap3c28*ei?M|Q&a(^nLcA=n@ za#(v)1EtgaOqNy>7>6&AIrgtn_;i+9-l+}Fr7&MCt|pB9nkOD>vx*%%e?z!md!;^H!Al}^=Nxj#>(Lt)~LN#_V5OCxO-9Xf#JFfpX~v0Zc02yc_8|J717+qajM!y#jfhEQz#R^8P~^bmUh!K^ zme8HDCRZOyr)d~Qh`%F@=BlwRs9Z+J_hp!aMfKZ360Bb~(Vxn+153r1DfS3s2Y^7V zj||5X-$al18yk<~T>ahj+KsxajB{HW6~s|Ykf_0aGx*f?1J(Rdq-l0~X6-e%w4e|^ zwdRX$B$obK+*nR0o;q8gN~1 z2>d}AiU}BV*NpYzzOK{tAr_RjUKortF^p$`a5&E*yoXxWw9RGG;u~@MqxI>}rBC6X z600@Ej6Wj~LJxfUV!6nX%%?;FKdS|(>Ccf~^=Y>31 z9hRX1SW-YU!Tv0EHST^3_=j_$SpNWLK^blU-JEg;Jt?}*vmUc~9NLTvD@iJhXD5@M z!hkaMty}F9L#Am~%{!<7V>kmo;<)b>yt;Orwu;*>AMbb?8sftr#pRcM^J0yUlM9##hxM5HS-7A?e3*{BZ#(erHKPPcExj%6NJ zk_e}|jx|3lj0S3z-oUYr`~WJ<0#M-cHgu(MJ#+gTOtI7BL~y1txyL`_USD^qf2R_Q zwFf!>03xS1SC5}EL$Hi?u5#sry9GYfHU~>{u3EK`iZmI2@W-WY{5ZJq+&28q%eRty z*FmV;w}~WpZ&Vh3Nu|ud@d$5WmPLMWr=S(zSk7 z9E|hoDDg#v%OSL|9$l)hKy%;J(QvuvciOCX7caQ)9@VL%&8l5WuxRk+Ky#dCrnA!Y z*inAc+cVVjUghDR7I;6xsIzI~%(?H@kxb!49woJv8&Qyi#t6X3ABAu__NwOb)68QQ zFjuC3AzuFg;~$H0T-iFsZmZ^XI3M9&25vO#>ytEp>l|c*PCJofnfrak+iY)^D96ji zO=B7xk#i}|Ii}t+eW8{m0XKH^r^Pg4LmDnd4OwQan!Wy_t!ZTYLL6h*eiT|4+&mZJhIxcQ)5Oq*?ToN#nh0zBdD5;y`mJzQw-HNoB-ib_2-uK4aA|o3 zjV}rOH@oqal1%OtK1_SN`gJtEBluC`PX|t~fK>=#fHVTvv$o>&x9!eX*zdytypcZor(6 z>sbkAr*j@RHX)CV-0|O$gUBQ1VT;J$d zep9~XV7TO0fn7(bT3*j+`;3mnvv((&Y98@Ch5Mv7q&2YGM^^Q&o5H>|xYMqdJNW$D zaNjUK--U5+<|Ut*df6kDA4<)(ceo5+tF{I^R{W?vnf9bV61*$+b(Y^AWI%KCbr~JS zcqfW==`~*zCZne*l3AN>c;lS+73Z+oT&yhX^C0DhagWZsF9gP)Y=UVe^1@6q57bs% zwlL+f?mi^&Y%};!T-?e&(>wzT04F4yw{kNkW5D}QE=OCSHz`;SNXtopOPjr@T`b8Ref$Q}9$-0|h!t6`%> zuGq)sSw)9Cf4hQrepU0}_-*3-Lg|(m{Fab>+jjTnzOB%7jZu6L7lrks=1j49IXLJe z3)|jBc=P%=MohvUq{@Ya2$5w(V`CRE;#<8+YpbM^IOI|`u_psP zYu_$48y^$+V(#6c^QToH4!s9nYj9{8^ljP*X8*S}s~KEw8O+82Y2 zR2EljBdK&4W1fHd)B)!f{{RoPn=MX2P|B_eIW6n;tqXq!*~DaNM)f(`hdd75>$lXk z3kw2TOeY5{dwxQx*lQYYzXSgOXGkP?4j6z>Pptq@u<+)a09fAHSCBz9W?d4(d6sEn zU)`Pv&-AW=h!*Nuut!tCtPNLE)AWDdUR{M#^8v}uC<9U7s9jt+3D7YMw#GL&wCT+pJ;yI#R;ODvPz^@(9JW=9*4)|e{RG;k;OvJ??#s|tc z;=Geq*L5q6OzQTxdAWDN2r@_~r2u_YJZ+>4sqC)g@}-aN44<3yu4hT{-KEB%GTpzF zA!CBw{{Tw)_fYW9h_y>(@dcA+bsu!&)9X{i@c#hBchRlQ-b2W|g(@&{*R243JFEE8 z*HN|mCZ5Xk;OB07Ri6m!dTy-|ib8z&IDF)EublJ`hTbUAZ$_&H*_S5;IO+M7 zds$@Etu9Tw$;nTbllj(WhePovLDa0a_?N><42r+LOyCscwZ700b8KaG# z4&N?wfN_F(uc>@LEyTJa>6eMS_*jy87{RH3u=I%IYj`18(>sV6>(kbQL*@GoN5u?e zhVn+9CL2J&ACFqtwebF>aTK=KagiOsCm9`2ezo*;R+?>~AGlI_b?y1o@<@cQ%Zy_j z`hGM4^L#%FwRj0I${{V!81MMh$?!YvmqO!G)t%jN{6~Tq9PmR|(FReRvHU0#N62BE z&<8A@5z!{nAr2X0UE&2M>epSp4Nr)}*(86VmD zd~O290rnsLda>mBf9m>EpJ;A*G^)fk1l(0Ej%ZcqG~LafD#qN7XbX=m#yV6iyyP6y z_OTw66bdqVprSF>l0pyCl(5GgDS&T2)BypE6T#x7*Z>&jhEP83G&=)1| z3%r_p4cv|?gAAol6aifB2O@!)4p?K}tZX4k2Q=v1I^c=`t`rV4^rnJT5Jo*J$c=ht zhCl}1qJS!clgOxL-Ue}3jB$=T)GZ%5?LZZ}sA@CToL2)KsZu;qxS&U&9Sgg$V~qOOx0lpPrJ3;jM}>7T z{Oh6S`WX#`P75|juFeILE4ZBx-Z&z>*1~7E)Rt8Hhnn=LTuUNIhvn;^disWbGYwUa z{wWv@pl2qh1muu&+NfJfM0+ukKZ>kDD=2J^r!`^*>zX;vJ!#m<&#el{QK@>U!k`u@#?Xwa0-Pd*P*YP{{U$X32!vy z)gfFwU}qkLHF3*(o~9Ol&T*H^?>7DyUBjw)62@rXFAgJr_zDbvI`l0rV{3AZ-+yrW z^{<&fXN_|+-gt81xO8b0A77ML(h7uLM=GD=$LU>HzP-;U6HU{tDE5Du>AKCdnzw^| zN2HUu+-Y|!68`|UVjyC?TlRL=8N4rb;p@Ma=S#ULSH1$O^!keT4Ki)hT1cFUF&l%& z%Et}U*w=-4cHR6Z`$6hD9BH!8S&B*HU-qP%j=q%^*5MZ1ZSy_;Y?cb69QUXJF-;uG za6$f6t$7!faPdev9X%^LNRBx?3Qw`s1lFgy=<^x0}TKPBjukiF&{sgh{90L;B-WW*lw5zwTYVSW| zUmO1bX?Ql{!CH#tZLSz5NdEwyaiAE-t$N?Z--loDk$4ltS|lx&@@Bb%jU9E=J; z?tSPB8yC8*-O(mTI6bQ!q+)Uj6u2jx^GFnvh7=CNql~{avO>#OVNHvZR^o|fJl1y^ zjFIQ9N#qmIR{PnYOpYoYio6;*fXQ2Y4rJ60*cUX|sZV?^r8 za0Pc7W~&@=l{|tfY*EeJT9_Lg@m1O6WFQ>ZO>l-+GB6uWVo4q(!VD8qOH5k{0xsEW zWRofdg|^m5*={!nBZ}O!gK-oSsZ2*aP3B1FBCI5`Gb>5RHMsULOae3WR9@T3O@#4H z8M!n=Dj~xm=CthPxQK7v^45F66$3}f6+Nu^j6#0(YK&QSRFYWV%|CyodHK;^JI6B( zz?$`Idp|K&Nq*{bYObRVjLNgbIa7mObf#d@#oDc%sxpC!WY@oc1ck-`t=W7tHQaAB zeR_(S=a|Ic_ymK8ifpUb6qIV?yeNJ&7=JL)j72JARAnU zuA>`R<|U1B=~UTq!iwLxwT%41u~{+zGNAES%5=s>P)}}^GN~gu zeuYhS_b47H_nsopw(^G3YobYNJr6NtFR8X;2$?aDcsZo!*bg1f# z0*utN4aatKRc+l$?yG@AXC3RI?r}ZX*o!A1aA`@BM;IL{RAd=kV-%{vPT+diK{DKq zSx=PFm9J9xeI4$pZy$$jRe4d$(RBm`YU{)2SXbSqDtY`Lov;CAmXFGow%YI|=hlyo^C|oIhuW@g^EyC}S zbG=Sv;=bMZCGf{w@IS*XHq2bD%-XbZ>bH4NxR&BIW*Nx`(~ru&5Y|2-N&94e*S`+D zIpFm_@QwU4TU|?1a7m6V*HpnJ(u>kw32?{Zuz<00D zF_L`EA4>&jqa(&25d1mtr{Pwy<7?YvaC|>#_Y)*z4=W;)03bFp*crziYx5uB$L(q2 zPujCv@lS){(V_65Fiqr1<}9+SNZwiu`Eju;zd6rdwd)_Zr-{5%Z{R5Y75p=>n^y5Z zi8f{!N`jWs2@`qU@}HeR!6U6x{{Vt{{>Hv8_+K5@#7~Sd`8wXQ7U=ZS6}**pics$) zauK|hAf`C=&P92tbvmPS;jh}W;}`7{q3F72!Ox6ZO3C5vA>dmJ&|xCu?CS8u=VETl zs4P^s*1i(nw|A?5D&svD9kZJLxqdEuCh+&hFA7|E3&e4#)8zq>?a7V8va7Eua=VG^ zU(4t19q?bo9{|2C>YfSJuD;V|rdjOgWmxxH8C_!~Rhyg-T-NZN^d?mAsw(_5_!;BR zj*YKsJ`2-Q;w=&>13So(k1{Z=ux=wK3@gc?@JEbnb^Sxb_qL3;HU-4U3Z0=F3`qwa zd*;1^;U~r~iJt^lQPjK{s0j4^PTjIB}@7eR?UyF24h#nm9{;Yz350{4C?h>i~q`E6f zyKdpJbH;i7X^&%x_yh13=k|v9=X3D3=Ub1%lGF{!(b-^0xVrNZzdP`fJRDQ$#>$y4(#MtY3?gx&tY{xQ>jG5-L< z`uJDl2<)Sl^>s^oe=R{NBZfbH75&_PD)@n@-a~B^ z5G;|&Z+gnn35)I7fZxNO{^G6=QjtIGar;wvKjW8$rTv!vA?T}M_I4)6O}J8IS?$&} zwuyj9lq9^88+YSS{2KT#`%`|;{{Xbi>8Du@Z{gOVd~Fs+o)6vW^W2S+l{=*^6etS= zUzYwn_$&KB{>;{X82FK{=?6;tWYPVeQ6x?C5$24AXWRFFwe?4bKj5Z+v|fXw>DD^F zmuGbiu|RGa;tuhk1Iya5o=!UT_pa!~&PT2P0KrZE19<1h-y8fbs(d%_^t!Fap`(44 z<_E_9{7i+eT&2&XO;~P)<%h0AzO4vM5ZX9x6TIaV8lCfLw4L}i2ne=KK?NHtKjFv?SJ-g_?LI~TYDFkR@(u@7jejt z72g`UVTIa0Y<@r=wthK$N!7L6o1Hqsa~6=`+Z0cmaLa~$*cjfWcMWd$hdqZ;!QB4p58)}@E=ijwh*Yy2T30mI4Gv+WX<6!`PmFC|CekXWW#f=|^ zygjHzCZ{CcVNbFr^Y7y_4TluOO^Mj9i$}!N?`AgyN!Vig`2Rv1A;{mRu_fj0)Ko&FRN4zsf zklpcJXNbHht$an-;?=GqTOU4bgOw#yabTF;+jV=7$3GOs;F(e@XqG82BKa8SuON{81-h&a32=px0~VY^2yT9c;!>* z>TzC;sNhBw41 z*)CK>7z|?}x#qqdz0j^8)h-rU$uW()#xh7b!Q@xx81LdAyyWimQS=6<;*SiU6KWcp z#1sp8%J+7>t(Ox#l zEYL9sNKw}vEAvC)p1*Z%@TXYt!EhwhY+*k>ehpIZ4pM)1$}A%^1JU9BSIDu7M zw7O*Q;FF9q#yb`4Yss%Py=&q3#2*rm4b0Z|)|!>f5e^%0Sx8pF$giY+2Ha|zZ^Q|% zEF&?;du-^(h2XOOJYZDbDDb0ey0!bn515n5Az-|*Cnt{iH8XZ*yr+if);i1UcDmEE zJeQC5iI@&X@(Ui-(|Ciz8qT$>eX`CmEJ_slox6^|jeF;ZJQZncr_D9={&d3Juas0S zG6$in9t6-lP2vdetTd}E#cE^$$ph}-fr5FdOz4d>#%%r-_>)_;TirU<9vfxB21U+& zzdH4AhW`KvJXfh%-CNHwv1cu`WMFVH&PSzse}LlG^m~h)D&o=Pc^R=MRrKgZdzJ2` zJ+_>>YJaYB12Ui(Bw*(irOi1GQ^NlM3%pa|?O9!MQMMaS|!c4=3=3XwhjsQHSE_~jgN^u9ve@( z{{T#eKb_Ta^AX6+Nzr5TZ^U1)t<{VPs@+*fb9(GrRa=Y&8?taW*NR(y%$hcf;yb&o zdO`h>V5UiL9K zZ<$8ywljh|(y-5tei{4~_$TpR#`*)NNnsVY`niOX{NI}`c)yGP0A~LH3mszjL-4Xm zJ=7cgv@GlY0HL*h-06PU zjP)IHZ<0Ya_O^|1SjW7TIVU3^ZO2+-vOgWQ581QgW|3(3AtD4wRl$}sv~$jP*OA_Q zD)CsN<^ujBv-Lo0&l}1%}aX5?A<7Vp^Rq!Vewl7VzHNzzkFN z-h)4zdROU|vGCr;^8O30IZTr*fXd2;3h;77=x=&Cun*G1< z55lce#TIt@=ZvBM08uvO%BMg(fnMup@DIa!&ZgcbzLaL(B9X)qP;toRO&szW{Osyq z4rR0PbUJOw2GSXJ`I-CpeZIbx^q0jLuD&B526#)ulWozg64KIZd;p?V1zF3s(oWtp zk`L1czeGMi_+P{S0Puop_Q@<_=F@vd5kZgzN6#3}Gmo0SU+|xabS)dfT5J}?dFvvX zvbj6<^Uf(doYfL;=Ev=msOqio$H2b`yeylvJrdg1cYeRTiU)}0h~2>VHRV6B_M>It zpN!YK<>cO6_IgyS5g;(hb;$(e^dH@?s4u=MXmZ)d6gKf)M2G~XvPs+yLCTu>R{KM} zm&G@pDbbv1;_GrMs2B*uoDRRzp*=+u`EGds0El6aTlnAO%}#a>Z}l7biw>W?orv`H z_OGk|0ASl8H|-mzXnLye)AY?gYs+v?-MCwrLL7C@Gm7vv@MfE&UR>(;H_dZ%Hs&CX zq@44DM*`u5?Tj#=n0(DFY^Q*KyIMu)X$#o;ul@?T;)tWR z@TY{WN&8Ihmojn3mHX)b0G)nye#`z2(>!PK-qS#now|6K6(kViWgS8FHP?RDo*~r! zGW=GLTS-enZEg`1AG(Vxk=Om|?myt0UJ`=)_Po|CZb^01JU1oC>GziQ-Fp83z^fi! zZf0{?f+T`|V_WbzuE6j@V)+{;D!5BphM zdegOn%=3>2I@rT`Xd5SE5<2x5t|Ca)^+Zlr&Y4p_ip_&w(Wz*5UJ^R(}*n?ZQFY!9@>=I_f% zfB+ca3iw9vPt!al;waGEI61~h74Sca?RP?T-1Q zO8AAT=(;@GK9@0g-ZEMd!1i^JQY8Pt?#^1c^>g@#!^YgqaHKwS=SbEM|AENYMFAlIl#|c zSGZ}uBGLRk@UBe`HqGtqC(J#@V+;Jnc&*=vETGX+&>YOXbJX#UvjIy z_@716E_^2}MtI~#a~k7t!)KF^YWaKNyjqUGe)fJ-POxOV00>g0eJU529-Htg&%_gJ z7j}A;?#n3Qc67jg11QJjYrpYMf#F{g_=asaz_!J&VT}2zcMdlY$DTUZk9adt)I1&I zolMUGo)_~KfH>Rx!JZ9zr-H6-bT1U@-w^I#D`9iJN}O;R!)Njp4_$_ji9A_g_gdbe zYj6mr@kG*|s`zn6Y8ZYeipldo6-HSc`pwH#L8zxr@6d#oE2(KTqo*U1I zTE?esX4kS_-Ad3#2Ol(<4a(He=#4*$roYubqr z#m%>obE;kap_``?7ClX2d~5L}%kcis!?Fy$vZDqbg&20ld*{R3Z6o3ii7u0@&LC|% zW97Eou~ity;hN_DICx&l(Afpe)uRNrBrXmx+?vprE1UlS3GRNy`ztoWV{cp(*9@vF;VnPMcUpgkKj96ufD0gYx6Cp)3Tx|M*&A28 zHl8HlqzM#=hk`$VjMu9{YR{j?zF0H5_%Wl!W#Zow2mTkF5&qYhwa$E9xe;ry2@~Xd zP!Ij|)zo|>Xd&lWm3XW7-^!$&Vz9d|j z^;SebdLz&0N#J|Mx3Ct>Gb6}OeYT3N@d`F=Sg;t%bo@G0X5UxB_2L(lw6?D+oxw`8xJe{QR& zbqj3+PFsbL+g(InGIPNa44U@;01bRu_-WzKhrS)KxYQz@t!(X(#y5?uu`1)`Q=DRz z&Z)(oqj7CMqiGr|VM)#gYtZ~Tqg~qA#tAvypTfRD@fYn&r`g1@ct=nE)P37_<(Ks_ z*AI95OMF<=?OHo)2)s6}@|hZBkb qpaH$X=`)Ezi!(|Zv0(%E*yonvXQ{g8@Ekg zo3<9(RrZXquo6g%$m!4zO8sf^@5Fxtc$>pAS?d<@>esJm@ZR5KsPjq{k-*vjQg2>-X0dG1 zZf+ru8?bm7BEGTlSA*?rVYa)TMG-)Ve4;vmo`*iw^0tfPE58F+Dq2Jt?p$S$Tz&$( zzZiT#e-Zd)Jcc4vRa1gJKAE7DtX=V6!@DhRFShARx@N}!jB=wRuf2G@ehZsV*W%MP z2)w94%!7XKlo6hWscHI-sbweIBe-y5=VLcgG1ss1ud;p?+vwxq=ZZcqc&gc4Tg@$$ z1^c*+I0|TbgR)1?zAe?fIbon37eZX9U>&}0SSeC@HI3nq4fu=1`Wdp7c4@oI83|Ru z#xOE@;MX;wX?mZ;e-fsTrvU`oz4piukVa)-sJTAozRoc=NCI$e&Jc^I?PR|wPo z=!FGvP6GqbX0rH9PoVz*WG{uE41NcATJz%fi8Tebxw@I)g5d9cu)0RvMx~D@HEZM7 zjeZ$?Xz<>*du6XZ{czk+(T(1*oR{i&UGuxogB&ay&yXYqLwE)Jby}D%+W>I^k0PE2Vdfcj%Ay~4AR1pzHo30DbC(Vuc`b? z`ygruNxIc68I8`J`}nQYE*Vg8zkFAcd@Z+47vR>R;@Me+<4ZQiR@y=GRe{ZS-vd8r z{ZCBP2AShIP4rh1`AG7}pn&Y7xTIjyO#5s0aPiimq5jTZAdAEn>urCd$8l+FxnJHN zAZ%QKIo4Q5|j^KU$;-h=kZU*yB`ercXGj}X)xJJ*~ zGn{lI(wt-N>T087SHrPf*lUh-ve4Ydr)eCMgU1JfUFMZ_7M}*8sO$F|WG>P+?3}k! z4gsrP1MoM9yi~WIC51(pDC(r(;{Z2Jz;~}t_;33w_?yT2l;^~{tX4WrtlO?6We>S` z07ezYI5n6b9BbYolTh&#SAI)9u$VAGz$yHfMxo!#k#KY9roSeCXloyYz6J3fli!|& zJR!(T1|W1b$^0-k+6JkAcQlx~bYbPPjE+Wm8T77FJB?f6?}-*IMZDOqV-suu41!3{ z0RI4Xy@SGDA3qQ^NiO^^5lKXCG`JbS<2fyX-kE{V+<5z1(Y!$%*TjfsmuBL4!DEbm z0==p4BDsbun{YNd2Lzw*4F3R1@b8au>DpvI8}QYi&3tEw&cmpE%%xA`Ue9U!ofAxi zVXZ&+V(L zofGzN(X=UkQ>nviZWMpD1M}0`yr)UAk5chwi)gFWp53yg@0$ChuSz&uO5kH&!6u!2u~Gf_LbEl z(Y_3Lj`~SFt+vtyKCEMHqwzK9KMpNFvc4VoXH8*)Yo=PnN4i3Q{{SlaH~tDA;wSLe z?B#cGpQa);cL4ayF`X033VSIQY)(0^*jA1MVkK70{0L^{DX`YQfqs7V*&R;@aW$BZ%SQN7;_ZIf^&Lv#pqkn;(B%~U z+!2FV`s_D%#we$o$!io5O6&*BS3R>{=O>K(P2o=p$8mrA$xsBq+sDcY=uLc`@e{{a zn!}SS`4Gr5$JFwD1!B#Pb6<+-ZiJ~Xo`r}91E4kZPr=U$Sonv+dbXE(ikG(#xl@e% zrANQ5e6yll%cwMQ#UU{%83Zr4b6(NleSgIsAJrb_%1lBOt7BpLL93C!Lyz(2gFG*w zUR!v6#x*y4w>t$t-XqqsF1{RHX%-_^6XeLCtYLZPusl_Lt6g}yO?p{3Mr1fA9Rn7x zLc8%r#_TPNCX_Ov2)&Bqs&26FBwX5YMljb1%@m)Qi zhxI*QSf1X=e8wzWk4)m3ulzjK*6d8uEM8gwM;(nbGmO+UxUOe=prSb6zt*sI4JkCc zA$1`0I^cb4tMN2RXJZ&LWuxJ->IG-%_IDm5(WH((Oc^-#00RP@R_ez@k6e|&Yk|nesIG%Y@TIq#9M{or^2aJYNB;n>qShqw4zF@F+eq0UR@oX6 z_Z;+MwPdLEm5d7(rB3K-`k z{{VZ?R)Bo%E2z5L8vMTAwb$6_k}M}t+7u$>ejL{|v+Y-6B{&52uS#ES_XBRzL%=rJ-xh=0vv!( z80NhPK=>TGg_~bpx{PoL=a0_5dxKuTypd9SkC1zRg?k0J#XH>}LVXt1H-`TJmW1^A zap^!AI=6=4&^0!&wH|AsI0GXmc0Emc{{V+R8I2diSAH?qKr=}Rk`-gXILPl_GvQwl z>Kfj+6QoMk>nHCeB!7E7>(D+Vc)CNNHjfR)^(O!iLI|J_1-`qv)^#awE>7jn(T}Z1 zZ87^|0y2tmpT@FbGT1~`CEN+*lUuqo*-Up_ADA#~de8@92Zt@SySV3)K#`#5-v+qt zUcqf|gPJuA=k9}PTnM=TQu+;UfefM_!` zZS_S-Lt4f*lZ=dWR_;7WCAHGa8S;vZ5yeoBH;HiZU@7ZZ_i?4w-dJq__3J2;P8TUT*$6xBC%^j3WkrDgCx^by#!qp_WaAk~i6}^#q z99E?(%W>ubfH*ZuN!ldZhb6hG@9x#vjA`=j=CVV1&dd%1FBKyoxR&zq#4NWd^2!byYCP9a%GBYwbwQI|0e*+C|7ogvWN$aB7sXJX7r) zbmqMt?n`*4XrdSgJl7q03i-jv;2up40M)kGhTyqIA9sp&kuZCrXUu~Jdj%Wkc>~)O`PLm&I^IZP`5hobps>i5U>-yRyy_i6(6rA?WdF%r2 z;aLv2HS;_Vyy3tleJf zllk(FMoQI_9r=;ypm!-!PE5>Ba{+rOPB7 ztV<6N+}rtgO~wcqJ@L(5*8EL-;&+PLM=b<=6+H!HM4(+mWfXpM91f?iO8N&w@E?Z7 zjlK2a`D_4rc|M<7CFVAdBha+#y+T;*t;0D{v;aE}dgi*jeJfV*j=O2BBwsbVteGWv z+DYs9SFB$AOYpyhSXpScX)|y$&V4;A%KSs|J6Z8$t#1=7Q635?9X`0MTE65RpTvKO zw>~ucBrR+j=t#eGgU3JYk6P^h75p%{@icSZYj)xk2OD<|M+YMYy!*qq`bUN0hIUUn z<&+Xg=uQv4T-AOvYSux$6=-gxE*5S2-gb4s%&nJ~x{{ zix9*lxNZab9E0gnrrDX>N8n9XD@VH5VG((~2Jz|W4SCJ>pQKvqiXyndUUu{MvPZ2} zx$!5B{9SSuJEFlzBmkfR(xKI~hSBX(?)N@+GRKq7Gfu`_tmsayac^+YMR(@Uf)Phz zet_38E|uafTH;&%QOZLLWR5;;eJW1`TYtpHO?LR=B5h~|8jT+fNa)7fA{9yI3KZe%g1To7N-RG(9dV14KTb%M*GoCk>0Fk}8_cVRB zz(455DdDg4Dx{{RRr-}fu3#~qRX)BS6BAavX~+G>omM#MI|I~X@UKPi+_8AG!xz?xjquPKrG(U-65!7bc_OOz!NXobW025uSc(+7Y+U1-TUN>{d{Hx{N1Hkf2d#PH< zgf_v}Hsg{H*0W;pmbrItcW*O3=u2$_z6aKWocecA@m7^+{{U-_Wo3Vx0F(TMaW>x< zv@7os#iXR?&1TzxrvvfDc&?G)uN^VpbIe%VwTg@nz}IPG@P2D;MmDD z%>a7ui@ZG#j5K{uP7(z^LzQmfwvaoHwejDByhnNP?B7_<#!1Y~yn( z{XYKyNY!Vzk=kgajOED3razgh%iw(%?LTc6;L2NePJMIJ@vDol(>`E75;}{~jT`RykZH4@| z&7dvR4K!QS%xHl?_QoqGN$?kjbfRasga$oH$^K@$VhK5A z%~F~-IT7-vfGMS&lo9^vFuC>r06nVIR|P{Njy|8~wOd#)fn0G!b1)@G7&HLf$q~s; zGgfv^_#=hK0*K173Ql?GX>LFy@qybE0ajA+x5?GJ)BrU>%Dw||B;zF1%m6^%lx@h} zy0bJG@ooW#!Kj74=g8|;)xhC~?|Nv$v1Z|V&;@xQAZ15NtsG}@cC9RJBo38QLb>2j z1ai5^*-F;{C&|{4cASG$tl4t?hEIwmX#qN4lY#e0Ns4>W(3wwf&Ij1IFf{tne z#YR17M`+GhtpiBXa~w!fxiv|jdBNZcbE`<3n}bxPM*{@)pt539?)uW~3sE9rLB?@N z`BTSw0C_&5nsM5ca(-%XP~U!=R^a#t1Z`3=D%$LKNYLN&rR}0QWTxR5sjZth1r%-m8JKLLa>VQMzNi zt~w5sw(eO;CpfEeAZOm)2YRV>aRszqgq|n@zyzKu<69(_#mnp~)MGV|b#^RtskKKN zk|^289)M@wu{3WG*=ssWYN*>2CveY94A2Jabric!E6*nQfu=OyXNg-Q__@dOtc^qB zHMOekP(zP@{wXY}#7WJ@og(hz_!V7=&VH5j#4qysVz7L1;qUlJJQu9#Ql{^;+DfUxKRH4d z(zc}9l4qNXq^i~_SEOi6YyMZ1qq&&Zz_36gMvU9tI>~`Dd1wTpepRHgXJ~58 zdc$IXr#rgTR~F{;NW8LBwb>g3*NP^zH-^?fH@+KQj}LrLw~kzec|4y^uZsI;AhN$= zcYcJ|!(KbIy71qO#poL)Nw`?D0sSFvc>!TJpb+kpBQV4Gx*!#b=H|?yYFme7mJR+Buo$Us`EVBZE4JUq#BGm^_8ZfZON7p?0a%E{c}*f zigGK+{sL>W>mCqzZW}V`%GT~Xu@-H3i<4ABc3VN5k@f$*Ee+ zZ-d>Wjgfy-RwP_COQpY&s@lxm7C=wZxh1MTww(E8bMWWkMYZpMK0Rx`2)chK>=(BP z0plhq_77gTuhjnl23#hse=WN%e{jwRsV5%Q`S<&5_JD?k zGhE1Aex8-~w}7Ye_5CAOwSBg?b}+kS5(twA`FmHJC3rR1`nr<0EmiiB`3?I<_*ecB zPmH?eoXPUfb0pw6?L)5_ol~)&S(Ndr`$uen0@MLwlMwb?d{}_=E+&dD_9eh zGZ5p7%nX%}2O)T?5ZjqtU{mD|fG(8=u8PUGyrZHty2O#oJfgh!FquNN_X z@QjA-S<)89MOsb8L2>k;4IR=thF)`0wZoY9IL~UTvlxKpuPv#R01|# zt%S14QmjTjDX~Bs_h;r|-nAiFV~{I!G*~V|42hK8kx^_?*+O&Pwi?zsA34D_Gnnnr zA`G8eEK89|AY%y5K&hibiU2jc11y$Jl;;(Z5-4w&{uEfs?2OK01e5c2q_+=r!+T?O zK3Jl2uyWMIR*8l>Efy0do)@uPdi1ImpvgFs2j#8H%c!QcMI$d!!yIuaW$Jp-V?JLq zO5ai{l0Z6<-m>FI1(A*cIjPkb=5xt3^bwz)PJ*>SUbMWD+7Yq1UbP+8yKVsq$sOw2 z+gVGd$>kig^sF1b7D(+>pO-!B)ueIF7gCfC$>aCGjm!O8FVv>AE2ag1_f(6TQID83ed`;x-h4ox#YD~Ymhn$yF4+=Au8C% z6_Y)y#h&$QM@%CVq|+`IXxUFuSN!iRan5U!v5})BsjWXUc?L%rt<wjmrM4EV85C;8->CMqS~j|ZGDNZcuU1TA(3AC@neX8%QaOzeRKUQ^ZZ;dQ2Kff z@I*R9z7f zHkD~QZFJ}Bisj@x&OB@JNqn~w0;)P-{{Z!?@Pqye*YMB8ZR4L0d|mMTEiRumfYYuW zc_MQ(^90+R2gPit}0lR#y?A8;LAI$4vTG#5yK}t?BUGPi(W> z+@i{;{H_>eeukQboxuEe@bB#Z0PxFS{{Vt_N#nRQSYq)Z@U*i1r!#I62n(E}Fd5u^ zD|hyN_!p!8)8DXWpYZbTL1(Gy7X}+^nN^62;u~1NB?B&0@Aa?NzY=(A$6xTp{{V#~ zQ5CMCZuZ0|;ZfINz~g`qO6PtTd@%6;0K$(5$KekT=j_3Zj!u4Q3aYbmSd8r)XZ&e6 zwksp~Thl*guZ_dvzlc5&X&NKyI**5LZXQv-G*^b+Lm%2z-NNCB$WYt8tE};NhP8i( zq9{C98L_#Hh#o9*r=0x5f__ubn*OV9u2RA@h9SN~!l>(Co4@c<581EB-yOUKqienf zL34lMiY)UqHjMI5az){)c}$y@=G#s^waOuHN(gZ?4-Q{orwcYE>KWuH&fyd`BN zkztqJC6%)6Er2*989vqcr3Z>HekOcq@cyeVX1mtBO=!u;8$(>90x$jqH#!Ba}6|_h`$^E&n z0Q|v+3`Z6F8~bkjQ}JKJKZ4qpx$yG*+4zG^mK%boppysBy?$k7=O11x`Q*F(qP%P4 zjbByQymZTPscK}aO3I*!@=B-56mgT2j(GH~qajIL^q<;0;eM6jFN&8s7sFd&Wu)9n z8YtELz_U9y%B9(f0B|#3OL%uqgTQ~YRpyyACH1?~%As?XnVRKjt zXXY2|-D|5{{Aaw9>g3t#j*lM30P@oS!_y-sy<7IQ@EwMqabtV-hL+`7M1`^kJBD~5 zXNs@!`{Cxf;6I8`c-O))wVanS25^k6xA%_i&QAvw?mG3QhmU?9Y3p)@@8^O&^EOFW z^2x~L3}n}lD$LiA_`kw_54gY4?e)I|+%>knXK<^PIKW(ge1LLm^y}fZ_Oqh+cT3a$ zDqa1gYLK8Uv?-5%-2VWp1QI!~&1esb{u64m$ngEEOb*T^Tx8+8{{Rg{bYD)J&4r^OS(Sz}j)0$f zt>RyYSAG=I#dFP0HP2zoH zQH8a;pE|}ffCA%mXX(voq?xhl_dX!dJ}eyyEAe+v9<flw49%0;ywl@l zzK@5^-SD-Qx_+nVO~MkyAE^8*3&eJ!^TGP{lMIKnmA~=I>vcFpG6fx1KgzQ%A`@xa zg}Z;tYiU#e03ENkk3;#|s=d+UzXUITw0sW`jQqCSV&}0$T-UB7j)9p@Fs8gO-~v64 zgRW@={Pud3@t>dwE8Mmd^7__Q`j>-l(YZ&*+DX>5m_B{7TWy!VI1R_^UnyuG4K)uI zYq#kw&)Mwbc>$Dzjlur_4#vLFn&$TA80;+IGfH-jy-qP+{iXagk{^SYcaYnk?KX-_ zu^1ed^8W7!)K}+Oj2}JE-f|h<9H+zDH-LOK;k$K=IJ%f)E(4B6JA~ zd?li3IgP?v+(y9X610puk?mihAG7v}CyOud?DgvpF4)NOh9vx~3Mo#VhE0BWe%n48 zhd}+P^gRPgxh5;d)73Ih?!4QnQy`PugI*jVbM5(k(YM|m@kft!cU?~7?HY_xl`K$X zAR{9nfN)K6lG{sXel%OTws~*0n`8DkJm7&}xL*%G1^6Sw-WSsERsy%THZYrs1Gy~b zFkQa(23oPT&xallS#DyovE4P(ZBv%cOLfWjHL`(8a-SsX9|~jmU+{ZF_=#m~uXn24 zLeo0#1Y1oG{Bpztxq9Q$x(yS-wzjQp;^#=>`&=r*K7Zw=4_)4s^`FO&2J2Vfv+dV} zd@M7mTiQnzy5(0d8ejlefGglDKiNO_sPV6bpkEPqnk_qFPbSdCZ81a&G5gezeKA?h zS=iOPp1Z7kH}LhS{?qbfNiLkfQ_!BAHFf_02)qyB;d7{YsG=V@;xV}AAajsvFNc4z z?bn8MhMVFRw=TPNCUzua$W$yB7}+7{b6eM60X`+@_db7sHBap5)bCj22`@Rw&iC}F zQ8zw_@bAOV3E112Qpr)@_<8=M)p>pvcq-2BO!#bv8(ruz>ObgU&#skS=)-k33`XcUX9|zXurnIMSSn z*<+o@UJAI|UT10W_r(dSe`|P`S335gBMD@gqFAuR^azJ6p4 z9ADX4YUQIx zoc!4(x(piWWze*}K1gn-(*?A%rdKX{laY{kuTIcB2jLstdIy!aEtX|O$OMtx{&nPE zwP%fH(mXX3dOCRz71)F}KZnY8{*(b@O!$+aT5B?BSKDJyra}YoKZly>^{GP&rw zSHwfE{8aHR?}=pQYkBO6Y!utOX}|;ZuLJQ$v2SNR)}N!POLlhwi5MKP0APAn{*;&@-dbCXozn=d;RrI2>12 zZ=tk_rMj82e}oVIwMnMw@Y`5OkP|eKkPH6+I_bPOpxk(p@(8YMx5KywV0}kDt1~m_ zFBkZ|q`hHeS(NlXpQUN|YgyE8q>A?HY#2sUJYbK)z0=~y!>d;y>vcBEejPs0R zrg{3+Q{2jOJe<{{Y~X_qVh`;;P(u-}WZD)-=^Gf1+v0=NyuMb!?@_QQ5Oy$L$>?z9;>TUhoj_ zr$ZddI_@#sH$&_5SB`$j+U@6yz8Ltc;g+~V!>ifJA}%q3Br!v`bw{y^xfGSAkH)(X z57@f?{?)$<^s5gJc!yBXCvWVSZ0Cf4N&VmlBl54uy-P!bOR}|`eBt))ZkWh9 z+Ap9Jj>$(hTF%y>OP+Z8nzovT(rRN3C{u+AA%%Do>R#!h7eXYufmE ztu$9NgOoWRmMc>-hk#u)`&;csR{h|NfDc}ot`_!r@1`?1&pfgfjd7k^r}M6=K;#8Z zH}G-Zx%ncvu)DXogcN0%JZBl?9FOH%7_;0(4!CYP_OGK?_QloZ@D_ui>sC?C zHl1q>P@D|!jWz;C(mBO*ni|ik=~|b?pNK!`@CRjv6O8S~@xt@ep4HDS&ST@>h;~uv zla_KL5^)@3uH5mO^Q&JDHT|sDb25^#765kcD@WpHss8{8CyB513weyz(N7}7k&oSn zC4WlL@C~?%(&qb7;anAsPa&{9t5b8!R%?r3<}@r65Kli(O8OVV-?SdR;ZKBD-wzTZ zZSPAlkQK<^7>~M|<9t_nr^*(}!T@EP=4Ax%27N_wmpf5X-R*%G0~s9i^%Y{|BAWMA z@g2RpICBg{DGYOv27CJEzJRdQw9khg2)JulLA=#rVYnZ<%$e`#MS116ov3O0DopVU zNZSlK2aTe+JI!Y2S(-a3<}#pc1;PIS3RVS7_aBFP9B*dY=DQ)9O-&iV`M52Cf>%Ak zu7X`=U3y8pAE!WKN8Af!oQ@P@q3=%kL##)tNp0cXLEaP?6n+)So(wDr^3xWbY-;B^kuu(u2eJJKJBR+fJauw zMl0t301@~~S-flFs~c#5eKqHTR`r%QU`WXBd)L)#{{RIT&@^uh+iAWO(U#g+?bbP6 z*qzQ7=5QJiah}!jAB(?f3q4m@zt`+<>EzibxGq5Jn)Uwx5bGb?mrB;a^RB9Q}m8 zHE7XEb>ja35DgAViDLpJQj!>QH%BQI^oE=J6Z|gHH0zi(#<}GOaq}F7EUk_Od4I-F80nHf zkDGsEeNNk3{kFa)T)O!a!EbdI-(9ze4Svoe#VZv?3|FYH%!@DC&cnbT5H&A~9tFFV z^=(*4w-GS_5i9wQ*>)p>1_mqauY^-3m7}-zz0T{)mM+Bel0f5(){?BJsntgY=&nS0 z2gVAH%kmPjhr51UjCKSdT(F`q#}r6uve1`o;@Q2g8yJb1B4wF*B*;5ONRQ zu21%|`17cIHu$xwSm{<_{?lN^B|PFrmB8w!)4hIF>)tXtrn=rIY0O%M{l;bs%H~GP zW1t+K!id%Bb4g*^cd_>U^csi6T}p2zSuQmwM%kuw#`Hfh$4;lUce+KLo`GsK?N&dw zN~9MV#tMvfqv1BMCx!eKXxfoPg6xSFOboDeQX2!FYPO@TY48Q3*az`2e0MM(!{CDEZ9Wzb1NbU^x^9{Ha(R@SH?xEA+hSj!~ zka>sLgXztDi+?)7tIc;Jhf}yIBz4cHT3p^{kcsd96>V~V2H$ED-Vs}xX105O6NYvikmu12%x z2=IKt{{W$JUTsZX&iL(P>#N@xd^Wj_(oHO-%%J4uuybB3ccWbyo%A?@TihMMXQpe5 zn)*rZ4YB}KE;o8tcca2=bV+aIxX+e21lK9jb5=9Uq-rf{&6ywXboHZJgxFmP;rV>u zoSqMV#S}$FdWl0}RIMXSde9hrl+r8q)~12u{d=Uzm}c4^xV7iM|E=NANQJuUFDp5npQ` zG9%AUfr;&2eXHvF*jVkwp@(Szm0){!#}ol;;x&b(hM^^gt)+_Xf z!GE^w-YoE{_+R1-k8I-K%1hNi+nh!a5~`iZHSq_9{vSi)Eqx%HdLWY|oR5?+>Cb%B zpA~c;4)||gw$dzPGQ1&Gj!#h7Gy&>9E7U$H_{(0l@c#gW^&jmkYy3kJh~Zt^oP`9i z1$a5ny?twuY@|h zJ}mI-A()T^PBX{e9YbL7E73kT{?)${ekW;Acz?x`#%%n+;bPhjFhEmLF44NI5^H9=}hp= z-n*&5h8q+1LPDGo>@!>!i)>QgU5*rTR#JC?$Qf^Hl2+wOpHY+-jW)w0Wr!HhbKj*? zveB+JonAdY+=Pz+F+b#2S$%i?kz)p#Y=TK{Fp5WV!xe#V{jH<;hS@c!p3q@(8`C{{ z3ef1W2a2ML!s-2=WpGjCJINV6Fe?V@P`K1#gsZb-f^mVL%DwmEzl5~iOHR`KQDr9E z1&tP2PI)-oYlv?Ycx`l1q*oR4up?0QG+&ch$>zv5?Twp&Wx?cnSLfG(yjur=FO$Vq@%fsC zxgJ82Lgyfk$GG&WUOM>6@dL+~mlqe;K2@<|L7LW_s7z*aJe=$E$^=M`6xf9HOZv9U+NuB`G z%+5yAPfnRR2CJ6AC?ocl_EhknpYY>R_^0D}1h%kSNFiXyYQ++)ofMIrgI@!DW7U2b z_@~8E>pm6+DIzY~L zuadN@lNnga^8%%mQ$R6#kC;5I{ zoP&&t_Um0n+W!FI$$6J>R?p4OFuCuF@Qd3!tGS}IwT}YwK#D;A@a>#X2ho=PEx#TZ ziqAo~aT^V?Az?2kAkK1W51PEp=FHjW+8rNVUD#{!3TzPNIV>3 z-FYp!B2GqGfsfPFX1<60l%~{tHLl*@YcR*;!?sZ)g*>YQ0QpJnnwE)Z`Jdu9!EcFv z0G`vvzAmzl?ONo!7AV~aO~jF(FOJpEYkwd9HfVZe7B==`*4EV$FvTNq0N@^k*U=xf zzsFd-Q{xk1WI?ynojkMz^-|oAmbylH=n(RE&~QlXR%TuvBwipJ6tg@ejbaR+>})0A<*;Eoy=hzX)SEJrl9Te5>LggFg;F z6!;TW@pL!eY1LpXS>;z!cq~rc%s+&hql;t3buWfm_lvw`Kg9XrA7r||H>#V5$Rv=< zu#nmLcVjsGE83=A`w^LVLUoEMDMf3g&!Z7(2G@5U>lva|`N*(n=7ROY!)h;q*y z`c9DtEpqX{=El1_-O*V=WbcCvYDx6KHR;7z@#N0K;gyTtd`QyKlX4@Y`t*@;`kKf6 zrQ7>|_WAf1q95KtY}!O}FJb=x6DfBe$k(QR%{J#)_<=0b4Z_aZ+CFoBsd^>_Tr{zh=K5%XN0g;UfmW+FzsmbU%14;z%Hh-XXOSLV@fD75QEN z00m;#Ze#c>rub$9kF{#HbNxasz$5ur>aZM-t$uR;+I}MVe-^i=*?8R&<|{OUSfX;+ zGI^4W;d+c@5NpY=D@C7iL27?J+GdfiNR4q6WJ0(g61nT&HSBWR{6z8mHX1;+CeKcR zKpW9P+m3lYmFSw^i!@tZQ&76J(_(uUncWdvXb4FlecwvZ(Y`h{yh~-J*sO3!FvK|E z9x?ZQE5w$kqhr#(6?jRsUkkOp?o#YexSan0u%OfYS){|L-6gD&l@WZ(I61~fYqZd3 zZCgou=)jB3e3A84HS>qYpBHLg6V|14w z4zZOO$=mYsK=!Lw9~d<)7&~ZIsT#6wWo^8%ctjquCCnpecX1~-WWYZc^jH<}2~ zBMs_3YskJeC6|Y;>@-a=0h&Y%?5Cf+K^W$)J2O>xp<}@R01~eCsqPcRQzE3z_gkRJ z=b)}P;x@6OPcvycdx>+591;G{70!)1&F!LsQMPM=lZ^0Bu*G+t9QbXZcx@BJJ}bCe zrk(JSFe*YE5ONx^Eb?0q?JYM*o#BLnftZo~-MOt_1pGsnPSW)o8?+)xcWgYKquhJf z(b|`Zz7*)XOqO~oB=cOvRo5;^&jXtId+hf5p07XI&>{ydjPxIkS*i4Qfb`D}{73MQ z_BH#MF8A=kNjWN_y#D~=w}L15e|v9WvY9tT95>f+#s|`*@PCYS{{ReW_XkXiH)2A= z1dI?dj-J)$+V70~OXBTl>N@??$sA{B7#sj|=|~Nq0eF{M(dUz3+$IEWZ0E7Ax5Yjr zXCXXS^c5l1tf#!QZdvT zp_`Lt3I!{9VwReI{KxIEfxxI6QNln)B^z#9F_IydZRI z$1faiPDtlFYsV8qbp7@CCL92Vr$Im+@5Zki>E1EAv$nH^VrX`jWgzpDTqVYyuNAmb zF||p?4;d9E$~VYuh1BaUl(RPe^Xt7B2JUp*U~E;2Li zU3QW1n&g{%y<%|j<8wv%an^u5`@<*1-X_%TbgNa8NOz8V0bc(A;#=J(!FH_->W?Bv zw1LzdR<(`Qr-p`fh!zDzz&(E)oY#YEQ;knrxsv_7{mfjRKx{o`00bTx*nt7R`h9IC04oUvC(&|>$xADhqYDzxnLKyk%F8EgAKYlcv*-=L{AEjV4pM4Q9 zSy*YhZQjd(8d(nw?^t@{TpeyWqxs7b)3-I!-sw7qrzf3knOMmq9^Z|2ULVllwtwwy zSu-LJuSx*(El&PcYyyt=bc&iJjMXK9qV?0&F-;l9HlLnoYh&i2_$unRL5~x()mjGUzn-n(p+4-{G);ET3sCj z?qz8w;Ne9!NtQSZ2I<Ak~7!q&28U!&sV>+TVOnt zA2T0Z{uR(&XcJoimrI3lk^XU5-(!wh$Sk5X7{w$bl6FKa;1*}SUzseJp0_W@cF__xlz3d3wCrE(VM!BzmPA}hA@=pFde@55_fC6TgS?(O#~fFjw0Cau zPUizB9`#}iMR*LZPpATpMo%L>FT=hWeP+TJ^8mI47QoM^bIo?w9tZG+oE~kt4Kj=p zOB2xa2D}wDAP3iepXwQ47vXEqo-kt-}qVKPq%ouY7U#y z)Q1EPgHlHvEa)YCrD_2}{= z=KirG|J3`B!(JWLEpDPPe(ody44m}*Y5q3&Q$LArBA(7&jNj`A;(hDe50Mzz_fJ}p z0}^CjHuud3mUs@8@IuQ(mLDo+GRckS>;C`(uUyf*IcK28e3l@;Z@_!kP^>0(c{-@= z?M;#)G5g4~g;+%jxKUNr#_hT1IIA&&am4^Mt1^%{s>`^2MP1k> zEwugI)N$KL=vZ?=5WeD>UbS4SAq7WTw$lY3PCjaCGC#|l5kL$JwC<+m-H*%o)5Ng5 z7}ddH+Oh6DQKnem#iiX!Jo(#d<2`eZDjO{$Nsx?Zife)}Is;CcW9BNS0ClMhVb~n> z?MP&DL{U@|_qnG@Xc{2fx#@~{C7WsFicxVGm&*gS02@_f3OiLf0*w3Ci9q9c=~OP5 zj09YY0HvIAIiSKNIq8ac$pqsSBxD7}09Fus9Ey`0PT^Alwxc|@I?yzRFwZn9w(gZa z#RHyc2|Wb`mja!gvT7HFx}UpC4hw?WAX8?!QvO-!XaSfTa4MXQwTiVGh1^zAi5%d2 z)?_!3-({n1*z1ne0jm}|o<&QwcJ8cXyjWy0yL`U1w_3HFFp=hs$DDIO8oQFBa!KO3 zapH|MAyXjT(~f_oV_taYOVURBnGVyy<2d{=KppnhZUXb|QQX|eZxc@|eZiI(uP3_r zwQ8{MwU2oO;PYMIhx}9F?NY@Wd9gJ7I^fU-6n_+aI(8UP;eN`dygDOmL`;PbVGfF&sg+g#o>21H^4S z2dH@~9DppRsKEaK8s3NDb&3^|>OynXf61>`3>)Q9lS->1e(>@|24@=&fpj<%V%y~p z`~3d3tzqH)BTp=r_Q3;p%X9kH{8qEvF(8E=^cZDP<%QaP=mS0Awt!+d@O`QUi*e-E z!r4sRN%GXc*}-`XNuUgmv!Me9fo%E4I6doiY|wS&_pM=R8H5PNM|uF|O@pefN#yxs zAIiEHwPFU*k?&Po%ZW-j%TQg>kZsJ^1M{cb#L>ve>yT>sxVDM5k~(yxp5op?h?r#4 zvnQBVw6SyAjQeq4Q-prykI1vALN%LRPgB#zZB@YOTJYjS#~H3CN7Y!5B2$c4 zV;t%No`Ss|r^Zbti?Sk+06f%59%E4bI=zt6EyLay*Ih_N!+?(VrZC(ViR-Tnp%t1(sBZ~P|Mj5vM z0O(cR>2k?+J-i#S<)|!sn$h+=b)=c#e*~}J!yY#AKZI_utu@TkMml5{3CGtJ^wdjm z<=$=rWMF-3Ztg?bAs*1=UlZTbbFX7 z@>EByNWU@7Qk0dIO7^Sre9B7qHB2t&=Df4*l=MCd{{VuGcu?x!4zw>FK&S0GMDbd& z>x3d!AFs7@pR@0aSHvF=G^^B?b6BJ{4mrqZ;!o;p?H`XG4gUazgYZkm-W^r*C5FlF zU_sCCBaQKo#MkCu>_F4auIqjPoc{o%MJvg({iI}!{=W6Z{wBMhTS@y&B2Vm|t@~4W zLg&W64{mjM6q~&gQ!&PW)x{g;gBkAI$*FBCnVA&ZRQYL z8K4W$+rZc;K^{W>%ZJni2g4Ipkq&vD$B0y8|6yyEs zlt7IbW#EpcoRNfXyNT&Q5k?)PP&x|J*}U!arYtxiiNO_ODTp8e%>Y>zs3PQYYDgMI z{n~fpr+?nYBqs!RrCt;T>T5$YPTDnvH^?%5s`_G4yQV8H-L?;#nv`6~4* zWmsPfn@_C-H*vEmg_O4sP9Cnvx&tV_1B!)+19a44qNw!n(QU}I%UD@SZ8mT zOCAkwBQ;?GPI+q2XJulz!L4U2=42i#Hs!XlDf3WN9momW$?H(G5B8gGcOBQ z?6oN^jzv;tQ=<1q)}^PM&D#lFk1GI~=^muYqLr_RTq ztK~6-+R|qk4cLv&1Yh4qfH`7}2Hbtq*1tit z&lmh}@oM>T>B*(S{1(hkarl8>8UFymJU$|PANY6sIa?nW>Je!gh32Owe9thnuF*%Z zfPkDFA8Pwn=k|j5XLoQQ(Y3U?R_Lgb4s-5+_pgA)CaSc3jvL@RjUT}NGDy~aLs>5) zFeW{VfHCR_{#EF@rlE7;od)w-y_sZ-O}3JGi~OsyB`(dLaeynzygB0AeRR87O3o#1 ziZ-&~wlF#C*1s%&ZSUG=T-R@(_Gj=l?ZCdjzilq^G>uEoB&{W=w?<{-bC5SH{*}a) z&ZjFMMEo=OxSzGB?E`tJTC3Z5C&4gD0DR>xZzGs;q^dSHupsltwSJMG5cqpbv`D_x zi5w~sM?Dl^4wduo?1k`IJ`DT_(7YRerwu<*mI&v+h_>bv$qZspNM`;e#sS597Pa92 z00>&yTwmY9L^iRs(jD)@D9auXU@Jt8Rqb-M@5GHYPAxfA>g4wNVy*aJ#w+4`iQu*e zWNZGj(ETtyYlZL~hk*QlZF#Eb+J1D1WH#~2UQlIaP{qdL2w$56o^eokk50Mql7GSx z;3?b8w31f+hZYoCbhbNv7rFj>`zlgsIe`F7b7al6s zV=5I1U>VG}GYHwc@7iQBpKRCVcZ7Uj`$2!fNql3fHm|KWf<6jqmrFBQq)^Oc5ilN6 znM5=0k||D3><>z&kkpUQKZkaZYd^HNgrSJ9mfkp4x|HCjH_f<_#zrgp4fx~xNm~BT z9yIXBfOH5UnS4haOzO-~M)NzTo5+4XPrJbPug(wK3-(d?Vf#MWcxU2|!fThZnY9aR zVGDV(Zj=X;%?&hL1y53-*k!3T2UrA%0xolbXSf zQnC7j@e)g)7`wweSd`P|2t~D*%1 zuRPZiZhSS!z0rbNqhO zb@V&zBSclm$l_dq`B!c6OH_hQ9?s)Ux$_n>vB|g72RW}A@a&hG-T0o?KixvxJ;N>! z;rUlJTDQ_h%Tw2WJslSFQntF&wmgo2F~IM>yk|qQf^F8)%AuwCLf~VbE56lq>pf01 z({APR?qeH)Bxi*3mpiBLe~5zld5Ux9pUruf@SNnnfY@IxB9zU|T&qrNpG|PK;-xMyJ@Hodg&*xd=P_eU)PYufuXzmaqgdKMsx#PbT?7DnXYF38I zD=@i2N!$)bI{j;nu+jAE9co!;`Pl$PQgO6{$3C=^H?jF)s%e^^!>@~XnkJwODSdqR zac~Csrke_S`&WZ_AYFKK_Vv0ksZZ^DKo|X`p5+JYUu=HVmZIIoX`Tv~#8b(>7nkhtDuy31O~FYE z*aCBomGe)-`%ODj*6s9dRd-w7u#JXD&QDB&4Sf^wSok}_egU=sB0=50(f&(SmhKoV z)8=f>N!gyH@D6j@z8f%4nb`f`htqWVuVTN#{{Rs966VtG+eMhZp>ke(hVtEZvnqxe zUggztB{{RTT!cP}?hfj@Q zzp~KpE<+$3NgcC3eGenjznh=ghg`bx=j~hI-BVB=ecalVHS#0d*xI#Dxv7vGJ;rK1$wIUqwanH4WSpLR3-mBve zj2QU!h_rJuhqRyc=Vk(yh)v)B7y7BQOk1*ExXC|El$lQ(47J6 z?kg_nT!{h&;}uQ~YSPL}Z947$0Mf2NIQKQt%{oCDkaDz{<WUmXrRR61vdqBfykL%|uw zdGWjDr818ZFUBhWQtai^0ysECscR22G=z3LhqRUOD z=~gNL8(*$DIr@QI=C!F>Os2-#P%b1m10RQROQ33S>7He#r6HE_q#$rlwm7c39XC(= zNz}vuPax&F{#5xu`BUN>e0$OK=Wha8rS;3@gR?}K;~;$eb+6BVi8?3kGih=E013B^ z^jph|juBecRCNVL;gpBAYxfmVG52WllR3p@>==*8pMhTxJ}zDO(%Rd_o)@}-E`N3B z$m0vW)NVKcU=FqQhsN*O`&jt9bEDW<-VHj!J&!!0M4W)x$ILnOt|Q|o?K`e%zY*>H z0pNRaC7+lrZthBl#EmIN02L%-j`j3I{7Tb&HR1aR;ANiU$VQMm1vx9ubDsS;sN{ej z8|ojhZ-=y@?tkAW(mnKfJz*{zyihcK0dA~>(+H+!!zd~MIN9r-_2qsY@WeWo z!~X!X$fdOjWHJTb%FFT-(ttddUXtg<+N;T{%ZQL-HLg#@UJ$z996BUNbcu!la&uom zC&TSN*30cTZRX$SVjyP8d=7Z6KMPsu(0H9B*X^?^?TjEUcAWJ%qQ(nz=*qK_KmZ-h z*VxyE-sm0=vhen;9pveAs6pn%6BaohT4ZAttT!^8ZjZS?;F(?~wX)H?ap2o?`>1t0 zi{M9cL@|?&odtRS0Q?j)#qrPaBf*dr5zTK4^PHW&V{%3ZrFoD16X#qS4~(_D1eCSj zrxb639XA>s{Q(FDthx_HK~2o+SN> z8syHiMP&rCvF-c2bGc4FwegR^4~Q+{&k|exoD{dz2id>}8(E6&Kgzd%XU`g&uh|F3 z9u7;Ajbn9nBl?)y*aCw+GIL%#@Y};$rmglpddP*gw4F=mj3N+sd*BKrIMcO{vOG27 zPl=udxbZ~VU7?!OQ<`h3WekW)zdc*#&INp}@elT;_@NDj$Ai2w^66F*wo7kTc4BaT zW=z-K`aZkiePd6xwihNyRuCpY%r}+DU|X$uC&bMY;kKe0-tSFSF`$wO7Fl?1a0t&m zE0F55J{$0l#Sawg8eIPX4*XAe)9KeC4~M@-2VV%+u63+ zEl@Osy6{&x&q{-H!LK|kXRX}JJS2Z-TS81@VBoJo#d+Mf+FTGzZK!1Y%!-&G;EoM_ zO)i6=XucYX*GiDdCDSaN?ow3t#cf)A71Fh5i&Q##O>ohx5M^Z}2h%ju1L6HkN1jE3 z;?mICMK%ItXE`|U*ERH?!Eb;A#oF$lf3Hqf-Wj8GMvHdgl_V0b2;(*MCb#g$_WuAy zw1VqRSN_d!Jih!LkpgkS^d`BVgr6Q-@8kZF@cTyn-jQzt#Ux{EW@VjY$Sk{$%T#A0 zhWMwY_*cPy6z<LCJe-uC9oSzatIr!>d5cs>r z(D;7D%jN+TBIZV2#QAvh5HHGp@HzIZ&0`Cnl7A3LJO2QJRsPG~6oNMKR+l%5F4LbjON+ZBjV^k_U8wR`tM!+h`(yT+JnXG<9`_{d^@vvMZ8f;ZLioty`*22WQgQ% zAmnF{d=Ka#NDyI0&?+M~YPmJJXXCGff8dZl7t^mTue^Qn244|~m3Kgv2Gw#1C+17G zByo+*s~Uv^A4%Voa^H)@FovSA>!z8_qjc z9mkn@#7Xm>rn(6%(N&YFBLb)mKIYu!C%|qFMP+gOGmO{!mvs^ z=cRjOno_!MnC{Otkv@fDvY8KKn#$qGd20ADT@SUR{m$5|>22RmW`$#E7#!pSUce!O z7HHw%cdF^9LcVPKL+%|7KWHvPhSGHVc3-vMavzRsZsYq7*dp6Ux?FLC#aI?_4jUwT z4l5?|83U=dUKgi&)7lT&oNtW01K_`i8hpA}i?o>TVYnMuws!&k@{oAXt$b?k z@UzBb-1s+IJ{*_=RRj`F3t;1xoqOZ*ufDB>_ZyOU$};nl(zLCi*ha!tg;J|xT^PQH z;$MnCWM7Zp33S{;sLSGwItB`YIO9!<0XPfhI{|^kVR&-t<3-b_x7V!agHR8|aw8mi zasls}{o^tQ2PA?z^NPpR^c@ddg{<#%<&;VHnThCn^uet@u_KPA5}!nVEckoFdT)+3 zcr5j~+BmWpf~-$01~@8v*XjQN!k^h^;3c1jMZ~@vwZCh$+|o=W&)py1bB?uZRQ;U% z0VbmcrKQ`OS>tfbL&(Ffe(7*4-8?&{ofgmRCQ~G8xCa>R+z;`s6-%5?3nYFPd|}h= zJSlPGzYggTBvuxh{rpzwgNWi8L{8`B0=_KNCJ@>I9vbDyBflR?`up~si(K%2yW=+3 zB4{Gi{6(l-!6WoBJ26r*n)xTfS3Vur^#%J;GF%bzY}`R3rvkIM-6oMmY_%u^a-tS# zfXT-KtV3m}%W}GW*A3;!Kso7Nf#SVqPPIt%tuSu5LHon~++-2>8m;jE0K=Xo_?hCV zJSXAUR^syB*xeOpRryhXCnp2HN=7z4OF+`}O+QL)FclW?CS`D-WZ(nTpXXd(z^{z@ zXTaZznvaY%Ej#;9O9ESEkABP&;H&T-)6%yu2*_@g>z@F1 z-vInqwY%^~h^!*g^-`Ob?pG{~2E@QYv;&sN=ku?JYw$eNQ4ww!0CESmD~P|c(c!$)rGgEQX(BrewmwszdI0YJ zAnDqNhGg*msi81}eM-(b85gMC$*&ag29x4FLilRBgikBTa$j#9&sx~{jpN(D68MtR z;atTHnk+Gl3}JZgE73eP@lijsBk<&~Zw!HVbUEO59`pg=BK;Zm-O5X$z+X&O%4vUkmm07uIFNXC?Zw~1f zHnZF!g+@Gqo<(>jsPM}*&EJ{3dy=i6eAGIOGcv5wu?;p9j(dv9n%ZkZBgYK69-Q$& z9nXNRXYmJ(G|_zfp|;xp05?ySv+G|%{8I4UkBuc;ohCTqmdFU-Z_V zX3`o-VPn2PP~$ltjw{`M5O}gpBSG<&t9JXINNyvGehwIbK^YVjj&tHRvvI5VN*yxA zztHrE);R*40_vDG^O9Z3ZqZ4%s;)TtS9hiOxIUGr*c1+U-nA5_ z^Tf*fc8hJeMg1rPoYFizHQVuF3xoxCW9jn$09xp+{2h6s>kSO8<_)KV)2$vDhD{U1 z@JDzGGGI60z?%C{!T$gbf8jsVF8oD(583T)fm9=_bR+rDT&#GPgJH9eP1H`c7T?@9 zz(X9i2jN~l6HTdWQ)%lC)n;s91M-F*g1)%;lMb8U{{V-ra0rdsXN__RBnbV9ubVy; z_?t(z@fF0ntMMc!%WP-nBzgl`kaV&5BgGMEQV4DUv)WtB0djs{sWsT$c!NXLz8|mH z?EI})MFBd#QKMWI;9|VG@8Wi~qwBht_H+4`-@H`ZgP}MbN2OlyPmFY{n|(}b!1=eV z?I=)r1$i6~T8AFQv~p7TtHhTMz94(1YpB<1ovIH6`&ZFl3p{B*hrBI+;-3;<8D=HS zaDbtSPzv_sxJ3X48l6-I$={;AHyKG(Qh`gT&XX4vi1mCw9OEfE$|tbw0Ia z8s0bYb?1z{S$X11{Ho9QP~(nC>HrldgfDzYtzIULq7t!5AV*+0!NA5y893*IUqSpj z{f<0h_sinnjSMtT3dQ@$Wl18Dii|%)N=2?=`@l&9^XZ_~2lJ zkZE!pjtA|n{{V(OA@FndO7Pc&yg6u#tZOz_^Io#EF*46N?J{a*?5eFnV$ZG5OcfKfZmUKe$L0?cw8SpBasIosTu~ zB=g?*(@9ANe$FGu{q}KQgRPllw0WZ#l~?Bc0k1pMcT4dG+sYa8qf&mM&3YBh%Fgnn zg8-u`{@Z_E)_{XN98{#(brrhz&^8(#_SM1_9 z5+Cl9U(WaKbNfZ=mfy6lwQ1paBY*7sQ>M9MPT3;4lrwU@YsSR3&ud5~8HuirqO2cvK)brQtUY+8L4;lPW)Fae2KzD@% zu*cmer{rsL#@kBLqqopB$o~M-Vs%Me@#+ujit&#``qRU1@LOr(L$Vi&GRwgEurpsE z{?UFUyk8S7j0z3BAmxbkW*&#JudpprJ4<*x)$^5NMaF-KsI8A0UVJO?kHgE0uN5qJ z8lI^WtV{FcGa)@x9`(rgHCkwVHSj;3XX zS=2wZZ2^0U3ELxNbtHj;pjQ{-JwwA+F2C6^Yzc;LSn__n)Sd|N$nlSg^z9yJ@?nx# z_cL_CaKF~AY|BY4PLII$UN-T>!aoh$o0$`qZK-ld1+|^55O|MMGT$fw z!oS1G;~>}9I){er{ucNqOWg&O>G9e!%D`lA*}EIM_OF63yiT`_b$fWu=}%mf$@#qv zVD}`>)4VaJKB4wo7@A9t0LyXL-nwu2L2opBYrBiL3i7K20FI}D-ne^T6KXm}q5YtM z?~r71?oV-6Z!YzXT5s*ErzslpaDHAn=~ilWS6&~u(7Znpk@mEWlaEGRn)6XGzq)l+ z*#ev~?^`qcN4M0p*>t;@cRXl9I6P;duRYT@tWs{}nThN8S5ie>?X=h<(X|-ZKbR#r zKGp5>c&^7r(h|o`m?W}tPo;eKZKvsYVFOv-1>NyMLuCXVupr#){B34sp`_X ze>f0N0AnE4eNz3j^|{{WJ^36~SAumYbQ@VFl4qy06pq^4Sv?* z^!>U#gdZv?HLHV28~1?_RM5z0`IwHS}gSBpe>~jbm-5+xU{+$4^XvK+Zku-lWj%{77W5X;$9i z*klqt=mWy;Z4RTV!)d(6WMDJbzt+9iLim5C_)|^$Rqe>RmhbL@2N@q);_v(iJY{FH zoHWojbNKyfE-o+Nh6rzE-8SF>Jq2gX24}<_64|AW+S+}k2J8y))$skr)W+`dup>K0 zfBNy5D?m7HQ9sfJ z)K9n*z^#*cA+rU6BNfWYe+|rtu&xyGkMb+9Yf1kAvX$4CPDlC00CgH0J*Je?yd(xZ zeGlPTJ|gj2TH4EJ90z=f{Qm$7%X^(>_RPb-YDO|Y3dFUBd#icxuTJ-fU=N_63R)hQ zd3zL>ca7vlf^ur)P})gykU{&X_u$BT)il1DEM$9z$TBk}y3e1JwLo zr`mXS+TQNgZSLS?eii3hjojCfeW1S5%Z<6KTArnGsR*rZM&^$je=5e*R^@iX8f4>= zJ5mFjvzF@C^jt;{$l3bWOLgKatx8RjlBtYhp-5tm(eQtIgE+2c!Qy++w=8f@DFN0s zp36@+A;BFhKG_~N1y^xy1$4(soD_@)PhIi6HydMt3W)e8Cz=4wy-BR&bTaQGXBC5{ zvwvtL+1s##lR?$m?U5ualxZcy?ZN#n{jM%MF4iUc5i8HZU@Q;{*~1HJiM_>-}JH*un07EAc-5+HE#CEZjch%P6k~n@YHf)La!Q7~^;OHPrZL z$CefZSnHNwX^FZyC;AHXOPzniTGg=AY#<6;ZpS~?j!OaH_MT%unAl`aq?+2&puX1b z8&A+-X~{g}0DiU5U-&BRBp+o3B9oRpkI8nyO83T94QJ!@m2sIZ5V zY5S|*qyYDT=R|(B36cq!Q2`jB2!DGV+m!UD#AFj0NXGvFO0x}=*9c`! z6m+NA#?5jAoP_nP0F{`i@}wE(G?C7$8^Xf`X0FU4X-i{}I@UaM?zknFAmmeE7K<62 z2?t8*ZxuzM!3;eGax*y-8PIHA^|x=k?9D6WAv}A~j&dlk4Ws#rHmd+D>>q;(B6xOP zMrGR1kfeGLwejt}k+`{w%u>xfff0VBSLk1aw0Lx13+c82cFOQ8Fg=dZU34RMeC}g4 z7+7JN;F5PYKGdFV$M>7^t&b)BsPbRi^RHUS_}*vS|JD6hdvwTb=B7pc*;=2wdmhzRFPWc4Yn~#u@W_wNQ6tVkE1Y%DOjjeV z`14Y;fIYRhnFEc$gZF;96`S!NNt?vK*}gB+8~q;9Qd1Bgd;nXmRlo7BoZcOK7_`FI z62eym=LMG?Hq?-EzBBR1h-2{lI=+aXyDXvQ1Q0kUrYlDKSk+_D^gT#STkUbgWao^q z$?Z~THkzIP0D))HysVyhZ%w}R_&h(UYF-(%(w04vTe5^FpaF0{DwfJf;&1#zs91Q~ z*3o41BfCWTc;J@CYHt?9_8ofP#F}Fn<&1`OVf;YnJ?pZ(_**^Pwzs!4;^qJbanA?q zU4EVL{?6Vq*MGey<|m)=sVK4G-xt{Hw$Ph{zJ-Du}ITi9iAdZ~XC^QWw z)zR%?*yu1AXQf;l0crq-OqR|`H1y8md$njr)`$QnEkS^t%mzIu0}kr_6nirFwsXd~GL-W|@584X`1Tj>qUdXek?T_?u5_ z@9fE&Y}vs4@m+_J6mj{|NEK`6&xw|oIvWoSNUw2j*6xEW7=xe4)tEjNPbKHu?=A#{4ij%5PP75&9xj^0#(xg(wOMcLR z8hwGdvS0OgOvXj*cXjVTA2eHdgT)>@fL|)?TXVI!U%UEN&7Xy}Te$?6MdgdI7$4TY zi_`oyrD<|8u!U12kTcKgTWe^pic&n|ueAVt{{R<&wUZ#0$-d4pz$ZV}w2#BP%eEhE zIXL-`uj^j)Aw&uS^2VdXjoT9nrhq(F%i$)NtY^3cgZw|_*8R7`?JCvdmf9Vg8$aio z^r0F%0&||VB1Tou%0&QS8!K-t28@B=11Cq5Y;qVZPAlsjjFT( z%_XSilo3dl(z9XLk81BzN{?fJzbcZy9efQ}N^cXakD-5oRL<`e0L{(`1ltDt3zW8+g}l!~h<^)oIyaTrk1( z#a}2Kv|4hNAx0bARk&;-i~VQJPf=I*!r;i+1az#cjYip6yEr8~Q{-fG$GMtlnH? zhQSrVTVL?tGgkP4qG@N#yVMj&I`Ds>t5l`faous-o$F6*DPXT!}PwY}!0x=%$}KlqCBjbHYy@P(#Y#2HU)Z|C!hx}%4a=y|iu z=*M{dXOvgPgeb}^;s0JhwOJVbS1yVE6O!Ljz1Q> zL|vzUCN}67%l`o4YoTGEQ_h}sNo?+Zx!mhkFvexOkrpx3?yo!7zA1QXPmPRsAyq$% zpYX59yQlHqvm;zxPX1Xv2HK9>L)GtRFc};)j zzHyC@{PtHHcl%mt5Z?JV_RVq}@Iw$kEtT=(d_T06Rpvs+j!CYb$H8#e1)ey80P-`> z^RCKxb=dGL=M{P$o8!NWI>*Eb4XPowwNNu3%0V3RP6w@U_U*T5Jx3LO4KxqlBwM{j zTwO9*NOi3iydto0ORiu|aUGM?cQHNTp;UU+y^U&NbP&N%hU8seI>x$EI&dGfubr`~-rYj+m4r^Bh+ zbanY#^{$&mx^#(WjP7r{`H@~X@S9q;zwmXPuKm)&fmnCW)vs35!o<o;HUi)wxk)Es@UL%NbJzr+?WtNCV>dZTUQ z7ulZXQJMlr$a@O2r|ydS7ElXy%|uycw+)_1#%c=}cqA-aB0lwlJvwgEQa#oQ3&4%j zie^4ybBd{<+zXpX)SdqTy9Ta59XPKhri}Y)6XuF$zLM7MIk%h!j^KF>$MC-g`TE!6 z_krbu;J@w3s@q=0<=Sf3(?%n3>^sR6&madm^z^PKtt8K_%V*A|Pr5$M_^F@^OX$2?6Mv)LNT8|z0Bdpn zmH65FRA_0V{85rvBiR-GxVQv#C8dyO^sm{gpBCu;Jorc9`4UXr-Pu8Mc+Lrn1b(&o z)B9%lcEI>^K-Xhm^s8i!-Pm^+cIWXm=GBW+Z1wOH<$R3%^og^9S0P>5Q`V^4kO*qp zNU@0rdV}c-M$h+znv6j2Cf!mg%yWua`3+# z=C$Cuc_cBOhO&?rRU8atmd$O&Gsg#(c_y(@g3I@_?N`a#s&m$$3Kx+R^W&OJ2}ES} zCarmqHw5Pu16!=8dJF;FQvi?5Yob{Er?qRs03KYN4Aom$w&Oi&>s!7VvG`LnFtrO) z8y3!0k7}o%0P;K3@ewO5dC3N-?LGeKtCr6cL@4C-pv>6>sVmS5Xn4YaS0=AQ_VU1T zc><^>mPs-5K?`$M&9@;T@G31rCS?++$Xd-3JZ-ofVAO){Wo9`9H3BQ{$oac=rB$%UvB0-DwXsv1gb*geOtBKje>asr;_4HW6P&2!1`8Z zWnT|7N2+Wii3ZYr_^m$`S%|L0X@z$m%+`LMQ7_YqgpikKxWMs+^8ltDJ@E$+WM% za`&<_uo%sC_i?$JNR4w(ZUm&w$gf(Qh>?Wlqz8^GKI$^42(9N;k&e~cIp(uugciZ) zrFI;q8nb5ypK4_Bszg|FO<0r&=5JbKjE;I9)kx78hAqb=()lU}6=8q`@rrImQPIrE z1-SL0t+Q4s4spc=bF)3IzHEOgs`l;)u7Vy2EyYjdM>`w}%GWeiY;vm7!g393+G`TP zK@3;vQrv0z=qi`?bMwUunQUt13F#xy^xqaP#g63U9`)I!&W$`mIAjX)kMr8R39aUZ zw*kPbQC-g&z-sJ;MfQ=yJTl%4_qeq65$#!3%JvwmcA6dB7cgEj?p9zhJuAkv?QY@& zlPTo&{{SMr7SqO;ay(H;_(jGIdJ$=($E`+a_Rkb)iE*bxcK-k`l7NxxfGf&x?qQou zySxpBw?<$+c&@+1J|UL(!|=mw``P$r{{VoB^NmLlX%|qAGYQE2D!Lg$KJvNyVfzjK z${rl?FT-6AGiMA@s9Of&#S|H2YvC+#y%bRLGYhn@wN184ZfKJ zNVpBmnElxKLmpcltNFdrJV|Y>e%2OW8TAsarmmw7wQxBZD|RPkQ-F5>IKb;)UVhd; zx0n1b9UZQ(zWB#*`X_=@$-0WgKF=rH(1mo%!pkIT@w)?`m>hA&EArd+1^t~<_Kf(EapR8} z+_lGt{5G#`aRxStWJigFC6$zgD#vyQO8w3F{{Zm<&)^Th-9ul|Hd;fWS@|}xa&VBq z+YxiP@Tq`EHM3nvrzth>7@i=u@m{y%3txs`4mDw>_-9Si)(t=`Xy!5`^2!EryMLFC zhu*nw+F#?gf%_x;7)z}+p_^Akj@r^0_vS_@z{=Z05`IEYy(huH+7G~9E%;M+@vBMH zW3bUJ;AFb8mms#Fu&nYQHGn0VNB{-Ldi)9a@$nDEAGMdqC^Zif>W0Tj`$)Ei)ZoVr zy3X4<8v`~Rjl^{8RiUZYd_4GN@hkSw_^YaT$5^zTH2F0XeJ#qmc}TNN9hp$HdHG}{ z05}!;3w?a@aIJMYv7$c zc#Bc6)8hMFP)#HXCJ_kTjE@|Oa#JJ&UU#Pd0KrA0*R{m(&xd{&TwPz>fgszc50j9D zpWF{o#bHr`XQzJDUIo>DEoj;fiKeHR);gp!>=+nSSrn6!2N|yS#s2^fw4aEd4=nsG zufV3_&dF`yZhlFUG7#huz$ZBGSlSK8#lIBK9<$<2C3GD=U>Q-KISQj;$18*19V@(j zKU2QbCe>|Z*$$h%+?)V>wcJT3rxn8~Sf+f7`!{??*L*$W%b$V26z;yo4u!l}NWeFk zBViO^7{`29*k2hnuK?-3AM-UGMH1=bK3auhTY^`C>chQ$R({kU7(6YnYt|F^egSW; z=>-|CqkY@TF>ZcQ)SB-Yo;^2aWt!tjT*Vh16*kyD1=r`M~)|tef{qNctng zT6F#(wMS@L8#%`Gec9YQaoewY_gyPVh6^RLwofi3!WJDt$JVp|0I+o+jmPQDZHMVoE6lNWb@@wrCVOgQb=it=Z6bt@TOHSkWbk}c++o0ein z7z7W-x_=4$HSsf8ts|-$Z>%SNmS4a|1_gpoQ7N+UJ5W3iPkZe;WtYylE@lNM7Rh ztG@l3W``ZcoM;#@XNpG41CL7i+xAuP96z*&#*KQz zRF~}9ZjGnQet&jbe34v2qAaOg60&u#R*LryIm?@4>mS+w0N~!fbXhF4o3HHsAI&#D zV=6b84r>59PJ-R&CcR2F_ zE4K~zv(Ic-c@~x7{{RZjZT+ut<-S%;n@-Tn*p)cqqu2icXs-|WJ4&{>)imaD7*uuh za9M~wf)m=l82GvSVtAugmr#8w$NLvfiWg;5B1roIKQ`in`By|Ji|R|ty;u_=SR}+B4E+UXKd<6qeQ1at#dH(Iv;we;M=)1AB6r4 z)F*KA-01cUNay}tqwiN@`6N_5YxIg=3O|`~zs8Z_dffBr{{XZ^aUsIp=`jL5f6^Mg z+20$!tzI$XYcI3>V({*_BVb(GrLaEYQp5Szu}Sy#{{VQm^R49zq?j)z8BO} zPuFyt$$={k>`rn0(A?Jl0PWGPX`|q_k*tZtIo0i+1A~@-E>=;%HN@COx>XI;er5WK z`G59-@#Oyi6TT>XCHPTsZep{8#C8UBX56mo@8m6ex2D8#M2_g-g z;!`{y&{xyH@KZa@A4u>gfc!OUZn<4W8GtzQ?baC-AAUwEpZpUF!^3_a@CS-KRedJi zTT|Ajwv3Q@x7!mZBO{Z~74u(c{TdIJe*BNsc`e2MsAFaZ7*rCYyJx+4Z|!g6D_;YA z1MyYVj1lzh;Xx6?=lig=Ndls+GulOhquYauGcthdRT!{4R+o-Om zOb$pgMl;_VbH-`QYo4`QsZnwy{eg5FKL&gv)V?M7s!?h+37wWl=NA4{Qt`JW{Mq9f z%AkvEZT;R;gvE?d$r?VwJYrM!pN$}1DuSC_)0&67v4VbEVj44 zE_+=cO1E)qXt1%2Iz{r9!!CYO0rjt-{{Uvc4rm_%z69Q^cb{py)vl$xX?C&`B(Ns{ z9o;r&vy9Ik7@ICvvGo?Is_Ay#IfYDuY1tKa=kA^4V0+hld3_wVPbM~;WOI+kzdt+; z;@I`i9vwqiy)ngRT2u#}#5V3o?ag~Wlku}axbZ_-U)(Oq8_9+-(305x?PBM1S~Z_G zy-%Suw`;3ckb}E%QJT2E9Jkcrb-6gsMO}Nl4Kqs@Qf-UPP*i%cUI40dc#}`?-i;ok zs!6omI0`zF&&W}M){*bRYi37j;Y~gXV~|=Yc)Gh}oQ~qWd*eLP=@HvYqv)-xJ*gKn z#vg8CKz9L>IpV&7vDJ;$y4_6yw~3HAEPG=-fzrNg_~r5H+rjqnX#Nt3H9czUCx&IwU}Lbz(ud?QL&nVZt{3C%Hh&bn zA#tMoF|nHe09v?{A$L4rf*DEOCe`m<&%!^28mEsuP&{kmXvdKZo@2^JH@@J;FaaDK zo_QVpEAP7#T#BQ`hHK8;1wD?_Sg5je6U|dL`bia!2lC zW>r7L!AS%3uf^Zm7vep~kGw~|=29;l#<8wJNTc54obB}-*F9#`bOz5D(ta!7cz;mT z@9ngKb#;9^Pb0a`Bx8~Q#(LL~>67aoCD!#VQr{3mewt?jM0x0oGpN&CMxI0nAX@F#`R z+fx4AiZOHjod9JV5s}xL-D(Guc!R>8B8u`EFLc-YEUv2C-AH98frWb6(Y!I?L@cqrVik{qSu>^%5G4}b?jC9AXdZOsoQQU)PZU76nj(PR# zTl+9SBUeQ6F!+lvg1jXGHrG%7sO(S~pJ~qW0TuK=hyMU$-C8MTxW3mUwY;6l$|{uz z+~5Uq&{x?Jd@Jzuz9attgtGc9>M6o97G0w|yB>cU(AO=zSq0ojODQ#q6)*Qgs)NY+ zk2oKlY3!^A%3tu#cU}&^x45vmeN)XKKK-Nd`_-L)`!RTwYv;sqY9*b}J8V<|K<)Rr zuexEH!v57+u_yp%gVYMopI6Ydux%u96Eg6m6Vz4mA)lRIApPrO11$rz>#a z0kk*B-^#uj@kfAQ(Dj`{+ADc)E=n__gWQ~S$F+Xl+WaN(rS09`r*&)Rwc8gA#j-aY z*y~)i{{X=#p}4uc(rvAlb_dImmykU=)?A{o`CI!x!J%jtv+LI~9Wz;iR#&)eoJInY zFfuz<$Bw*L;V+GTG`G7)X(F(T?0#|MCvzN?TpVV;oAKYk{R3Nu>qSij4RYkN8RKS9 z9fr_w91pxJuG7C{Uk7P_4n~`EW{`M;U^7mP#J1ST;dh>QRh;~%=i>Yg{{V!4MAmi7 zU0O>$B+TyCsGHhC20+MW>IHho!>^D301dQl8~zbZQo>Z5%kohVne#9hIog;VJ!|wU z!@mMFy*t9GYoZiKc$Wo`oVLtl<*TsJehT;}O0tFZeHz;O_^@}AXS89^oAr?lqLo`3=C$pw$VH= zl0u_TXxAs04+uldm+nu%y?H#&Ts7I*i`piGr z)5?B!+)pDdjAM$1`$B8oHf=vmw@`3ZU56b#39Rfh;2#P2BS-k3;+u_jeJ!nYt5VR# zmgD7MM+B+P4l#}~>zd=fDENcH`UTb9o`J5F5;y-{sGVykY zCW&|A-|V|vjI6Q2Y^0Q7w65VGJq>c+75#!f1L&xau2{{k-0;sN^Gt!8IVWmKj!jC9 z!2G_x_?4*N=sKQ{6wP@Ikh-#{0hD0p2LPPs9c$&!3j723+v0o4HE)I<0KL{PC76h= zp5h2mNjrlPEQyj14?KT5{+c{7@H62rgNnb0JT+@(>Cu2@Z_SvV)#}Kp8i?ZoRd@h& ztra`<29M`g!$0s&pW5HzG@^fqw{Un%c?8JsZ*wO&&K4Pn&nKxB^oNH30N{|iLkQdA z2gK{$SwYEy-pwFfU~#|BbL-A4_HT7YUp0KF6jAYS!+-cE-|WNi-s;0u)4VJ%wLL#+ zORJggT$fyY<})deIT`!7ud-}({X0yBEp+>If+)rUqJRLaIW*2G*wB>8j@1#6^&C?g zL|#v7tk=uYS2ae3gDZ}PqB1*jO;R(;=V)4yMA^&qskjq{X8O=znU@LF)IqlMfl>>W z36n*@1&-0WXU;t-f6?)k=~N`0n4WMdBQue;R~YM1 zs0zp!GxVi#BwA~otXP5VRVKexQMs|~Dy77%x%qciJ=C)2g}^n>bD+I(s=KZcuquOI z;|kA`)m5Sj20{6$e#Q!C86&1^JBbM{qa0Htc>BYxELx;MFn8+MKT65DwUwj&GAyw1D@4(!%2jq_hHvHwqayk z#JjOT6z#mn8Iev+YQpUsDaQx3QW9N;3P1qXsv<_BS(|trs+Qp*uDRi#4S2Iln@8~# zoOiaD3RTg;=)i-F5!lzsTHov!@Sbf+wVwoC$>Hm%M%Pr2&Q?-RMkR6wQONYKu}-sT z9s9;p`{{Rm4X!Yg1nb=1nL2gnuVn;78QN=;< zvsbeHm2CA-3+nnK-}u^M*0-}U3$dA3bZfLaGVe{<2b}v??lN5Ja((FuR`lCcbx#L) zYs8k%2Z=0_{w6sp+5VLE?nI!O{N{MmNb#qLZ?8OQaRjVx<#sS(LZXse0OS*ZPf=cQ zZgrRuyqhud=XeK^`B(I9;~&|};TMiHH_sp;ybuTh$FHq?qpW_w38lq; zz6F+3%T7S0AtypEMRqncDZGw}xc{{U0GcLoBk7`8dc9fm8R@Xv(i@hno$ zaK1{Z*|cM?t$kG$K!fCj)plYw6_c#BJy zOf7RcBV%j|dXNovz8}`SLE!73vszr2gn*@fQY(w`RnzL)p}D+W*~!7+W`VPVlkE~m z_K_Lb&w=h(S8^h`u<*RLw%JC%f17Vpk+l2Qsd!63@VuHQ_UDNdeUb$`VkG3gGCEfy zCx~>l)LLCW%q6^Y?m$WVx#O(>dF%K;`ws5RUR%h`bG6ivFaw;PwfDd5`S6xaW*g5H zTxqPj8bdU4OVknvJ^d?)(>z_^uNEz>rn72~a};a0B$)6^Gf8kQyrw62n43pM^`L1V6MS*-zlL<*5~Q9RxKFU%LQ8B7fZNy*GxV<>f*%jr zTI}<)E<1yt)YhkpwPnMhGt_5Lrf7ap#_E(|l8}>0TGmtn54*i8R;oZFv{(azEOyCe(Z*HOsxs5|)Hx zX$6yH!P!r$pm!bxJ@6xI?M(+CXPrHkXA-j!OlI$ zrG1s~FW`h;E!7{y{vjeg77Sd4EO}5=^~eA-LCn7FO=^D76Q$g+>3$Ch4wSC2#=wGd zHx9Wyu|OXZc$Y!Cv(#-xgPWb;d4WI~C-I`z+G{kp^HiuRc|DIjb+4p875F0gkI(7wuo*jTgd}R+IP|6}OJ=T*{&MoP5W*Y5@2_txfIpQRL!I z{+<5-t$i2p_r(`J356rl;#R)i7!%lxA5UuXO)A+ml>1hx!)_aRKjB+K8{;4L#9(=7 z`@?4$9D2|P&|exnW#Z5HMYOy9dr^CncPfXs7(vRO$)45oo{#o@cIs(oj6|vl!9Dup zl09m!y{%vC$!{K^avCTwQ2-r>wktByNn(xUi0mb>F^)$E*V=$7YPxFK%<`u(xjS*` zTe@e4HE8W))?q)nz+;h~1wT~H<+Kq2yCi2G_1t)MwM{!ql`dq>ywQ{ZjPY8dI-ddb zFTrv4?*`nlJ6WzV{{W7ydfOyc=(}5UBlGxI0r1OAi%IZ0%Y(k=P5%Iz3hmlJ$WVV4 z<6h+-g&zTof4n@B(s%<2!) zyZh~e-H}-S^zHodU1yIik@PN!e0(qaCHTX{Onze(?21pRwG0R8UakKC1hUhFf3x1L z;zmqMtLs-Y6Yb?hKb?Hz@w-zV5dDZRwEMH!ds_#)!VN4K=Ro;982jx-}2iq96ddbh-7YdCzA-Xw9$e;Dmt4vXTs z=-&JsO2CA^2}hg$L(>7P*;Ea0=4d1K3hA2j~}z(z%W zXM8~M7OCR@02bfc#9B?al0^_4{JY2>&c95&Pjzjk_(xN^#$=w= zTd6)FHK-m;w-;HBkE=*A`qwS4%~X1`><<8Z5BNjy>*4Gl5dJRCmv?dR?Ag&|ZckRh>0Az{HT?0%WZQzV;Yc0x?OlI{^cycdHEm-l z1+mULbm#o>M=L9k`)lH7!M}&T8}QABxdoocufjS_`_H(`yVn)xekJ%vrC<0tFEm|B zF=&y8k$e5j_BpQ)@khqr8F<=zF9gSMA4jwc3@NcPLgh!yR33-conxhVhe`A8Z?{Ej zDxNYA7{{sfr^?4-?w8;V2Gc{izk)L(axym_a1VO&>-{F`#wVKJ3Y-4`9Adt?_)7NI zwpVsqg8u-cChP(_-~nDQtoV3I<7=B>cWLW09=HH*_x7rY(c}=regMjXyk5# z6(qWBZK|~P!*aJ@u4-*I#5Kp5WFG5VNef%ud5S-C>G;qD#^6C`Myl@pZ8H`=IKje4aM!mlk&={*$3-g10d2qD&Fb(jF!{Mx)*Mk z_pZkN{@cWwY`2Xe$Yv^{yq{0fH|s4cMdn6H$LC&!rfG4_ewtiTd4FgpBc3P&wD4t( z@>@KJxCDI1uNbc^@hjQt8r=5KWpw9& zz09NM2Wb3iL_z(7rD^(v+lJVamCksp_WH$z(P+{_RxU6>=CU;_hP(tuS--v4HAWpZ zV0dM-RxWyjoKObM?bJ(eCzI5IFa|o;DGN-HKAn<=LR_)*HPC7XAOg4vBdZ)~&dWPM@@@dtiyMf}qZPU36oZm0eY`I;ZnIp(-#^WgFz-(PCan9ae8$5$q+H}%MeJqm$gbyHdwoaBkrN>YII4Pno^GTNh1!FfkUB5;N^PC3)5zMx z-nK9NM`<0fw~8WwY^u&=$ZE^8(c0>D zSiXNlOt+C`P_A$XTJHQisOj2FPG9C`=|UL0R)(Qk-Ih($E);t4OY&8aOw$e7-4h=9Ml;Ds~?D2t55nI?<8CiZ~$Q3Nm$Gi6=F$X6# zo2p380cHRSU~;ohadmL`ZKIwk4e+#sVy;#u~O<9 z=k|Sow25{x?kM|WVVXtYXZhDHs9X#A*B>f_TO9=?xR&Znlis&tMqV3$X%f{Uj7J)P z4{=gR8WbCHTeSdXuo7GqJ*v!hhEURW6!f={F`FE*tw@o?B@Y{@0|`M!DU8%D7F*>Q zYTS4h90mE9(-FLMQb461Cf${3dV7^#5kPxsp08-GkD2xxFb7qN3Yhh!hNrIoIX-> zUdQooRMNFet68jHaSAin)vL@F)6IwGK3-{>mF+ClDGAOyR8v}C5X`ZhRfM{V#zl-a zNUq~fzPFyu%$WMq1IRC#{?1~Me8lvsF%cStP72ol0Ew;OHy&gU!8OgSS&$;0y-i3R zb&Q2Az;682dxS{wE--0Uby(6MGq;S@Td8D`4o5@97tjlnyh~}dTMm0xYO*Xqf%6(+ zMrBvQ1!+NCfZgd_3z~hc#q5VMZbSg%*0=6qxCSJeKP(&t6wMakt2!v!6RG-FQ>jg7 zJ-^!nZ!nI33Z#x%Jr1AY?}y{mJWZ#WkQBFdkp2W$)!KxFzS!I3kM1b#+Pt6O{fM~m z{l|#NP*j9b{{R36y+khXTdD8uUd0&MT=+c3uRNSlo4)7Y^P_#wq5SIhNB6%`4;%qpSA#rfb!pCIQg6348^q`~{?W9mIQ z#bax}Hkum?%{(`icDcfij-!}aH`Xam4CjUHbc zUCFA=x(0-nMI)1rdgLDUV^Z)|qvH)e+e_9X@}Q3j2pr&izM%9zweN`)tZ|sqHBs$C zMvQl782u|VL+40723XqaFiU4E{J6;(ANw_Wx_mj%A+!4ws2mf#w0mN+G(b8cX|3Ks;Pcw^P)6&<8K#Ju$V5Xw{DBqV4pj=-N%KoL*!QY;CwL zU0~5)2h41GkFViY;nSs1NEic*PzNGD&?P%#&#A>|+gk4%<@raYbWzyOz?J|G)pFZQ zk)tMM`MXePb1~Z5$sq|5$nRFhpAs*bw~_B%oEl6}F6aBlwOdOVGr74QlmX|-Y|P|^ ztI@+UAP6#jE3}%<+>OYCimo9TFM)wT7%^ITqjZP^box|r=~7DUq?JVH>s$GZ9m;mE z(4Xs4J>+qwK;FyrAJUkvVt;2u7o|xZlv|IP(xbiB?PCD)8M=@1D>CQA5L>{+l1b_Q zaYdP%oKew)NKO!R_M$tr4nxPEeAk|T!dVbN5N&UBkLg)A9xnSZX(o^>9)qv+t$mcc z8U11hstb%MG9G(Xchu~RWkl$%I_AE9)&3=0+C3#T*5 z-y8n`q8jK_W!UC>6ERO8b_Tx(uzM+E<9Io9el^~SFr2- zE1A@MXKf6IYpeBCPPzX8^;hK1vGK#=Z-{p!Z{;U)0)O!$y#9NS6>6E1?&Y^PQSx(L z3k}@y>gQ2fB!0B&pB#J{XC@y|UCG!6{{RZ|&k_F9z6{gjklM;;m(Tlf_02Wydiyt)YKrD?3o{q6q%;+5n& zm+eRK4^*2r)<)e=0Q|qzE0?tJ+-V^Bat|PO{Y`I;A!HwPDNZmy{dLf(#dJK1nU*43 z%Evc*@jv2LvKmW^hgJUX$^QVv)*tqMv#TMy)UTL3{{RRB{43LK^jXO1k=vjCy=uYX zifUc@4LQf#Tp6BdIwxv1#FLIZpMD2h@f?*1c9eIvDc9 zka`1FVY7vPPb_5pMQzH?SBQ=EXPd>MS}PM8g6F0I{9+ZkKS z!jG+9SXXA)kbpk5e1wXERU=+k&8`*)nY$?wktsCs}2>^v908`i3an6Y3?^J<{dg$L?L5>b=xpw)0fQ7 za6XlymWcq*LG-DB0YiaSS7fV+2NluEdEU^ZwyP|qy48tnkyIVT)xD9RETg4IEbLQm zD_%mqvon))ZO2NNZ_U>^r>D+%6(^KekSha1;+)}e&``?TeqOXA_C0Dv8;;@9v;qrs zXc)}r7_R{Rq`W&d{)cO-qWPN}oP8MA&{sH;H-%5$1lBi*^uO)@008P1>^D3?_UG9T z_|`RJvDXPWyQAX2fI5l()4tQ>ZMar(pJKdM)tYs}t0E!u8+EkObRBU>^K9Q3nHd=qgDVXaH%Lb?1n{-(QWQzzEEqr%q_*y~bT&&x7lNcz{VkkTPI#v2voSJ3-x z1g{f69la~&uiJCs{C^NXXNk3Yes8=lIlVal0G<&;DQ@Gtd)L!!FlsCPD%Zq59M}9e zeu79fEk1ZkoSt1a{{ULyoA*zp!b#Js7LUpw*`vnGbKs@0)EH*XOehKGYJ>y%*QESh z@YFsv_Tb)tH$Ti({`)Qelgrzn|s-<&-}8Hm-0BRIOIi-1m?Rxiy8;~ zBmO$pZBar*Zlx#(p?1e}>0WbhD`+AMV#4^o-6$@Qt({YoW2?4WkE&&if=W%1oy(=~FXpbyedu0iZ3( zb$I*st0h@C0x(TlNW7~-Hte-B))u&vF8mq*=Uz2QPDfgFFtff#-Sn;N-9O5cBj)Ci zSx6(_oxas*hER?PL;Q`!T-YBf=A9fe{m?l*=#tTa13hVoj}H^%fQ^roYmz( z6U*yT#sEH9=QI%6K*sJeqY67zVmVp%s*_s6FpNR`>SS{Sq1i!N1ZAWwxewDFDSWk6 z3Zs+I*7d|N&-?Ik$3a={6-WefdQc4zEKa*h5>IhjCfVTvL_K<~Bp^o0!-L$`^pLI8 zUTgz}6cV>N*DDNJ+r68$Rl_mMHa&%2m9`VSV2;&9yhz_D>p>&IWc%lexd>^2RXF#m zl0+U7%iFbGv6eldB;e2lGs^HzkVl4gz|DI$t>C*y@MK!`w1Cc$g6chX=DdpH+jYz# zMhhRkUaw=O>g!;dd6To(^o+uIKJ~Q}v zt_0NjG3t;`6 z{5xl?Nd}`dQb9Z0sbPtHle;(vkV)-cN%6ztr^AcChuRx>cG@594NJ+7F*5@kMH?WD z4nY+$=DAjjKQ^^u>3yo z;PZ-};ke*ps;iDqTvf+%(NAO_h#&vKchAkmRRs-~PJEzwrM6%n~3uALqSx@xWh{=mu%yO`hPHqvUioe2Mfi zRV5u$Ja&CPYiSC){Hl7@l#r&)|Exh@z;Kwto0sjC3 zuAj1SHEM_S`}++1K=^!rXRilo7S~Z&UfAiDi9Axd-cQ-%!{vbc{ct*0%>MxJQm@)l zZ9l>KPl0|H>wzwBua$Ktg+p(%Xy=Yta_T?~+fGNI^%dve4E{9y1MvR}I_Gr6mLOx3)S9I`Bv!XmLO8aG*n{e|ttHQ%#0bEAAIsLUVM5T{q>Y4- z6(IT%UO{emKW2OZ;x+x7Kj5AkXT+a}SI14&^}FP}nqv=~(#>^h9pL%*1zpjA8=%KP zO?(03-`ii~-^DE=>%-nZxwq78Zf#!K3qfv$5lEsU8>v+oG$}4&#ZDT#%`eU1#8dbK4Yj2d;b6k@@NJ|O*%WHdmXs@ zf_H-}}f>}p~KZQpzC%k^o zAF~&We`wpEFT!!Aouyl{E!D%aH_BOeFh-FH!nSy?+HZxQ2mTFy%YGh@POw0liBB%` zP-81Iu~o?lxrpU6fNSyR!@nKx{3m4o9q@F2XVO+LCPE);J^)j}UEJVvn)AOE_`}7X zCW&MFYl~-Wug$v$>q_If`p@xS_SN`Tr|R?QS`Mi9w=mnfu`o%rGLoQt$1^K z+4z?3%m|V4$m{`Npd1`X4nDlK-te8{0EAIKQq@IHn;JQbH zf8eD)71Vy#B1_wN*5(ZC|%C-)974f(1Bk()LS3WA# z{{U&9i7MARhm7oITQM@A!p|g9tc$eacVLzIMghRD)!EYJY{23)E0TRH9#O#NZhQ=9 zxoBjY&9^6W4guZn2Q~9Q?S{OPU+G?xEwYyiucp;KjCkN zORl}Gq!TL@V(TXiI)k(t{FDCxf|2;%{{Z5LihMKS{{R46jcY{HtYXxR_V32^X?H6I z+J05qdgq>NqBI<}W1OtCJ}lHccP+XmlFA<1Lz$NYCEM?v*v~%y0F{2b{{X=`JP~Q& z{{V;Dmx*A2TwH51$tFQL3d<90Cnt^vYWy?P^zCEBUMKLkgq2zeb=_vt!G~Nd(s^X{ z9SQa8-oKzvjk@le`z3q;@RS}2SnY2llHW@R#FHyYZ0zmx2{21WIrZ;elwy=mHGFp} z{?os;ig;>EpM`!1CfmhQM9sLaSrgy!h{={7dl? z{i4RzM3O@&VzJJ$2lK(tJAE-qHY#;Fv_9Ycl)qHYjE?J1cQMubEAC*~gs|6lY^lm@fdqdGbWnDMm?v(_R_>L_WEhJqjCt9%Y z)?c+}gmr7HzkwbXwU1Gf+U4!9=G@94xQMhqUeh1UK|GMy`q$3?02eJ}z5SDQ+gY*= zln*By{{X7Aa0PVI+~LHnV-x6)fI6e=f3x?4?xYzISzAI6bFu^<(!1Efj&}1a!arjj zWwo!_Z$i&MV!Sq_`y@zf-fqzOj7QSHL&Hy+nm?VhdJ3L0aPvHu;>)ZaBJd^S90$FP zGxh%f_1CFP%e!#rV;p`Y{{V$~FUNS9G+zs9N!G(sfc_l+0EK!bq^9c1Df9R6Ytwqg zA1Soivt@BGo*2RZ09z`8Pipxu;;gpXckO%d*6UA;<+Hl8xVTL6TwKYy^X@P!>gzZE z086(20IsS0>)}t1dX>(B`%!4R)a~U#1Ti^d(+fMF>0ck4=#xJ4AgKMNk$d*<@#1_` z__Vrhl>BKh{e?jRLY0~QPlYZJ2zuPW#D}s@#fw`VZ4nFrCNUyB^6#mLT9K1K;%_GKIuZQHh zxAT^HA!dM-P3px)WY0|YuY;XdezmNb+*|m!_MhR}|O}(z^BOoH~VAu`2?u=Kg{>qvrf#5$5UwHe)cZ+E@qOA?OvVuxT5yK6+ z>Qwa|>p0bvfch(5(KOEhcml`5np8~$`pnV7K_#5|v4vxjSm2Rf0sBCFNYnJ${4?-Z z!m2K{{Y%NW5t3D5X@fwl#~8?Nxvx|4{{V`7AN`pp#VtosN3hXgA|)G@S&%%7j0}eB z+Pv%bdryU461LTTKYUZwt?ceRMRNC=dfbxbEuRy^B5mAqer$1FaM;cs^z6?}zxYk5 zcnjgCm!SA}NRz~VCA-)z93L%2lBe$rNX3*WVO|BM{>eWbJVoL=O;5yHWxj=L4b*Py z72Go&fwIl=k@F5~>Km`yN5gu(<6C?*(c8q3Msn8=D_Y029!l?tiS3RnzP0$PU=`D3vC`BRjIlJ$)&1$GPhB(1%w25ZFIwnPa-p;C*`HOD!TaC(O&1XwL{T z{{Se*AdYL6zLQSZel^FS&wkCLcuw43PrG&!cw{35v(5$yu0~Ic9}@f};hk$)@jkAs z@U)@`WQH|6fNTxHMsP)Zk8kl(?(@R>x?S3ry767ql1(6DtOVm65Wjalvx=U0qAFu4 z*?Tm75%IV7q|`iC*Ioqpbq|+d(lw>dpx8cWY{pR|mN0q9IR?64fWNbFyRjPo0F3R- zWyt{pb0VA^=*;$HVOz^{I7TcHt-c8mzXk6xtQW)4Y&=Vm@?)r3<@Jf$v6ODa&miB+2olZ z-k*B8kN8Tg?&C>gh28_mZb##cX0Wv#Q^Xqe+;-Xuv^sdlogoTKeAs0HuzDV&(ziX2 zX$PcEqQg|YzPM;38GEGEW5c?!Q^9_sYxYvQh5C5W$G z@sGj}5d3p*4tOU=MX^l<;WyJArItMHc2z7oXQg?Plbf+8n10QF6g2hGZagcl&JFBr z768f#WWef8dq%I}{{RkY6Gh_b!DUwS7Bbk&g4p7+Jazjg-FPQiv(&sPsLOsWVnX0T ztA||Wj#%~Lx3ph}FRN*iYF;S4aPgd&_TXS+<^V7m9M>~|9!sdlt9(n2jM&ji#r`0Z2D5KLO$SOADntV~}`j^Xge2B-U zGHa+2q9_Ogfzq4~PHOp03_0{D=dzl~r6FbNasL3=~EbDia^W9wN6+HgyfCH)?hfx=rK{5GJb9>e#t$O0Xx2Lr8H@euMkJ0-MLn(D;{uf0%A>DZ zPhmxBR5;jbp2+r);QdW&rMAPl`39RTF+a%MdRBHcG31ThE1>B_aLG3W;}xYdEwp&Y zTFRdKD^w28xSqnZu#pVbYaE$BKeaKFY7>yY)kb|?@LmPop7cR$cYB7olNsiuEF)@m z@Exzg?NVFcEyycwrM>;@YR^d1<3et5&JSWc)+*RVEZd6b6cA8NYs}&Zhy%S``)%a$?TK~@(rXA%G>k&1^s0r6 z@T27&#QR{1G zHWk`^MOAF@OJyUKCZFu};_tWJSf$>TsNc%dHOgE};5+p`TS<<* z@m~jgQvU#gXMASxE!xTOi4TozvI#QJZ)oYs&-(fK7{?y<`=s|56Jvaw4#JqtCmUJ5 zUs|GEQ$Lx%5O{y~l=v1Tlf|A8I$e;+l0h}R;{&Pv*?e%lYct?(t)qCW#uNC9#d8Tn zDok;)+7b7u3`pSZ85qYk{XSyLQ-Q7Z8+hkN1xm=Ef)8H3jd-_;KW8t4ekQlOg6G4w zmS*oEp50m_^8zwNY?(aM=Y33NMLmzfFOU8*@c#gcd`V|z;o1Di?QK>$wt@k5cF7-w zcucTbtH%cYt@4h)Pr|=i{CocZ1i*%COZ(phc>8WkNd=o};I>I6P|R*~j@jE^9QfDv zI{5wY${6On(Vt$nnTg+Ou@+u4k`dj2!0%IYo>Us@c@5@;X`^YDx3IqXW(axjk)HKk zRc|9fdl1+U zg!IV#J*Eim^;pN3<|?otVE+JnKDEN=KMDL_uS;ou(a5o0GKQ04wgVIX*S!LC+2cB9 zoi)wjvp_-IFnQye?jg8)25Tex#fKoDeAm#HKLsN2-lIJCSAJ-YGQ_ldIUJ6yTvXl$ zwA8gJZiM0lJyZbM$dV~yTtmh!@VCvZ6`sx zlHzWg7&bCgjPu2K&Z`F7_p^_KY`}s&7ykgSNu_DuXp-vU{NOUOp+2XlS^%eiCEdk} zi*OM;x2>741G5@Y`R*J*~vW5tR9RyPESzv`fnm5ZvjEqFJ{bW7Bm6 zvkK?!7J8+vyD?bYu0Z5<$7=6 zMdsEg$eJkrKsY0e*P-}l#I{DlH`Z9(%M5#Vl20R!)vT{#*S8u`^vr; zD0gQc;A=2BjS>sAyAw$t%Ya6Dn&~xrU0~^-Yj~X_cf#{jEZO9`jgVl40DIT5S?V@g zg}gdMktvZ#CnvpY13Lcz!#;!XfSNCd+Dwxs86%5!f9suFp5bk5u5R5rLd1R|u3GO; z4%k?g3cgx?iC8`|xmzC%+-w}W82@U7+ihX!l8Kk?cCew;mdiG!8Z2N{psZmlkSz?cyiEOc(=p)Vfp;I;0ONtuE?Hz zz7%hM-LS|101W-%F9}9=+}`UpWG8c*dDHsW>(}h>rHvclkAbw3FxI*bof~J>En{El zUyq-*vdgJ_WcWAm;t%zA`i7qJ4^8(bE}urP+=!YDJMXuUV!xR^C9ZWn8s1prC*=8nKDGPd z{{RIf@eSUQ`#mj{n-%`lzFT+qR=1t8-}|-sb?_(Pr2a1WRd?cjKH*Kxq|YCeSExv1 zkd8?H^>`SEsr59G^7Q%x#))?$7+feJPf|0Q_Ah|Cd&%N0Ma*VG_O6-lg3DfS;y)0< zd97aP?{DR{oh#e0?g}we{Hxl&21+2*Zf-4(3qa$a_zii?={>*1v&CT_+9o)L*?w&F z$j?3N=g%HDhkQqOX|L$$i9NiCj8~3?w&TTmKgIj2*YL=-h4#;K-!SeMY3pApM|-XK zcSgO-`K(mreH40EBiz}awSNP(e}xx62<1=hi(9>38w2*VD#fEw4jg^bI+I_69xL$f zuY2($#TS|sEiJUVo!g@*J9ae820sJoT0Rv&5Ii}iYQ8Vhug#j?MIy|YQ<#}|Fz8S5 z3i~(UCxDNNJ{Vp2%H<=(w+=VC86PS!J#*ChP&=OqX*Qazz08fOTe7rZ?I)f`O4^UX zzY@G>V&B;MOpR?Mn?s;pbM>#S^(_}h@g}D>gQLeBEQ~;%m>l)5fB1W)-}nmJ-%gp* z@zJ+{gm)Me`I&sj=4yO2@qfeL5$X4u{gjY|*)CiG#&Uf}YWKU1H&OA

GAG%A#SM z{D+Q4ILEDhWAP!P_>ZVVquyEw+XZ)%+mYKIwfW=XI5iK4-w-9z;J7gxX)_)OAg=s( zC$Oc=!sn&x2?&R@(tN88}0q*1TjiF!>iEAWMb(GAiOyIX@D3TUzk^Li2k`0Z>$rPPNWy zh4mQaxtWTvQ_sD7hlo5*)*c`GG>WpV)O%APah1hz9v!!^wbLZKyIk)ioj?#|4eu)E6Un%yIP1YpTbmTu*e0QMVD&xYxY?(Y=v?JJ^xatpYmj z4^&7?L66%hIk*RLpl3~PGofSzETiql)upu!=+yS*GF-HPTyY(TEmDIbb;gfGfS6&@Z2FF=jlP*|q-Cxweg^ zUOQ*KKH4iZB5SE|tI>UGX4IPT_zo)?&%`iW=@*M4ku2qj zBivUrdv=hc+Ph^AaZk}ST|-`$D@8bgvAMpcfHo}rPXLMwXd?aS#!uF|4F=_{b$_-x z^f?FKvb;gzdmTRJC~Rch(crTKTQcevnqGnSyMzrYkO$>dki*21+}*Lf4#2R<9@(xo z=K9So$MKLyucb?+>sOlHwc_nRbnO5N#7!<}Bww|+mRpby)~G;yMdZgMDHoJmzaEuN z=UxkLg>vIO_Nx+G#@8=zDGZqF_|;#s+svpHe{_cjtpHxrwKg{FZR0NII5p`W3-I2h z;$Jd5rVyfXNyqiBD^H*7Fp~^_yTQeDnjXEVI~eTP4>Xk{ip&ms#5!9=;$x=7;nEo~ zkaNH_qotiX4-;9efZ{0uJZGa-7&MJvOxG@NZ!LV(VsgZRjGXkYyFM7wte;yGlRJM1 zQ^7v;0dwL9jNrT?%F-~RKa;h1t1yB_oreTwt$2dqO)A`>J7hbF#bz{6%@9DIg!u}qpoW+?ZCUFhxb)d<}(P8H{H$!RfY?RQ(}xSTAQ#tO$0(rqD*WfV93saapnbs!0S$+hbl1D{?&|;%j%7=jB8>2iAZVOXRqZ%q#P-z!k{eCeT^F z@HM)i$0q2;{B#vVQ&F>XuGVg}Ff*-W+{CkV913Zj^32VHo+}dg*#|t;%`O;hbpbn_{#hher$N{ygf^Dy*A6_+ z^GPtT6*SC~*CK zN57>2d9JCZ=+?SR&fqMk?g5;Z?Ou74j1kRkTU<%vE5caiB0tFVs+!LDZdEP7U7UK* z1$eaiCX>v6m(r5{)nbT)%!Z?FZa|(!FzeLUJ8`I7%_%I~g#cP;6rep=b*hd+H_gpN zlZBTOo(QGh17oP{C;?>=`KtSVQ`Z%L9ft-`vo-I9Z)aZ=o@cU*KHm3kZ2j58>}aXe5S$D=t?ZYbt03wgQf8rwupRmQJG;o--tcojM8{0s3v4 z+yUmCaaz{;R9kxy5qM#bhiFdWzST zW{NG_NfK5>rPmRW!8xSB)Y2qlGeoDEKdp8$X-q6y*$>S(^{x|0ZI{SF&ja)|>pmNo z`(wlwdU7w!NbB{jDaV-eu@mHrKB4$`rZK-2WTAD7c7NK=7nut1N{{TZ? zm%3ti#=H+&xYD!1vp+ZCLF2^WbsvXb8oJg_wK{q8A6)g$eQQQ93+RE!mH?+4K^Z;1 zwY26zl><5NO;E&;dh$&MgMz$pEtDKYqi#oW(webHY@1PWxN<7ue53_99<BL;&q7qrY-&*4@4rz4J)bUOyh^O{VObI=L^sw0rD zF^p6@iUKQKMhM==0M>knsBk&YtpGr$cg>t)rb#i3R3TbN*uA>dwM>z)aas{(G|9U; zt1)>(E=SK#mMF;F)gO|_8$|*u6?Z=JDii8)|~dU&jMTR^1%5=(z4-;84w*bOz#()?ndHklh?)MV1-uqAGXENo>hwO<42N_5MX$PKuD71gGk zQF2awxTi&6Bw|XQJ;0*n9FVmNh9@6AMwS;cE--K_zy8d%L%sN`Ddk3+7m@U)Nx)m_ zGfLrGfIHQ>G@~qnG#Mhhd|T|u;f+@j!5d@lvGt}0KW(8z82S7UO3{YGI1iT+jC$69 zzO#vlX57Qj6a8xr=fyU0J4SKGW5o$JHzaR0oFPHj52>n6ZHEks3i?+r{x{Qt5C#}} zxBmcIu`WDu6iP{P&rV19R*IaTLkCtXsp#$!72LsoYKm*9BPf7}C-ko#xcG;$U8Rv# zM{-4Z{=4y$!}e?Y%}G(a;4%I}wvHZ5!dSXXsq}=pt(NkyC=9&?Q99+cdxXpv)0+5a zUj3!~6QveWeoOl8Z~i8{D_#Av>@DYWV5Zy2(Z2th_E6#Nvik}qq*-V!APYNEO1pffy zYo<6vd6hG`^k?jy-^9y1K+Sh@kt+7j_zLpvZ}yDvHjZ50-{bw==lLyuO|{34bp!sJ ze&cttij}-0sNAYO)a>KA$gSgriahD(GkYJQnuqOi@cJiVZMs9-A^!lXSB?0e_P*3E zXzvnfgp&rK!^E$7oF1`Cf zd_wUYq`?aVo-kAY0ErchJW=sGS;@G*Xcrw0&+x9U9W6tZh7LN`g|?R??r@&m=CxFj z=gS*6ypJ$V55!uDcfZsm40`nE@};-%OlsbBb~OvB}4wFl>Sp z4!nQ$>R;@rnH$SdpQrx-Ub=s?1{@8bdeE^fWE_n5=Ct-F6UF(QPxe!*1}6hOF8zl4TMVDaamvT@Uly<1MI3#t&O(SMA>S>mR0x)*XK2uI{nE`Ug@T9?$l6I)= zPb#c)*ix0<$jHT4DT9!kPIjd{rpzR|^51eFa?+^J}TFC=xSjE7(yG0kPUW`dlKJJr1Kw zYVXvSB-ew^tgMr--V8Bbx#3&ywAz?iyPS&i@e#ZarpxMDR%bxy3kIe|FO?}_)42Al z4uwG;l|(6R)#YxieR_6xN6Vfs{fs;< zeirzPN*)(&)^c0LI70cy%s}~>+xxZpli*af*8BskEy{y&VJj;3Y$_?;#w+H}+6Ti| zTK9lw)b#ZK087$P5sV*^0}wDzsjg|p$oBB{?o?yUWD}|qF2Aoxj(1Rf9 z%~?w(Vh%VJ(5{&ctU=gkJXL##i3gB_gWkFBU4l#aB86a6^K{~Dp0u?O0=Ib07~l8mV!XLT3mN=q1EINw4=rBUXB}%b zqe%$Q1b3+I?wZ|%a(u(RX-@)80G1v-t3xZ8b42kz;CCVPsG>QLZ6xlk07-?TWx*Ae zUAKfm$e^2-q>fbTGoJK}8v}PDv=Tt@1#!rxfUTSg0HlUR`G-$RyC0J;EIC@P<&)+; zJt|nFx7&_|y3j?(k~Xnk4{E)q-LzxMW1ed^S&?xX^fc&X1%B^2pp$a%>~4gr<@#21 zHc?2SkPZ(bpB!bCoE%gTw4nTrv<|flhH1U6p~@inu~_m(_RPhj=s2#5DXjdjk#^18 z);^&m)38kK0+5T=w-I?OAwpzd(z<;wTX>iKCQ`}i=~$XNX4Rr%Gn`g+?Y_xMugWt( z9SmY(+kk3}<+hbxbH!d{Y@ce)l~@v6fnL0JIN6hM{216_t2IGVRjT}jT;aO< z)K3^7^IEOTh}Fbs3XJBffLcSwDS}r<*ry;=p^Nf(tvZ@COo&?{cokkqysmd=HD(fV z?@25!PFQXf6V$7?9+Whscg0y-V&f{b3uPw_%>ukiqT$qht;nmf>ars)MsZI|1d|~~ zDmk>r1Y@mhs9qgTyG_>ANUZo#j8|J}svj}Dq6)Db*Nrks3Bw$k)U~>rBAk(v-n!z> zDwKM}_e(j}X_h&;0QJpYx$xb!=3wF|B2} z7DTZa3^+C69VbEJ2D7z--rCV{LV!+B^{#H(+wF755*)j*RUYP{nJ2kEaw!73j}2VI zVLIFqxzyr@Fqw{5LQD_pkL$yKjD*U$EJ z#@x3IbDv7gp`v@~?gCpTBl`8Ofo^6uRvKhvt6a#cG0zNfn#SAisbPw zkE=s*adBv|ybT)-tsz-4yXGImU!Z>me`#B7KgAaQ6Znx4(e*2+^KB{1M=WK+hRP`b zmIsax9qZ|@82l3WZLXD%SH3ouQS^s#Pzv-rivz$Pm3+tX_uv=8Z5Kd;Ue~-v!ooBn z7+qRIO2+KCXxkud1adK44l{34wZ_W#KJwK5Aoz1f@V(!R^&6CjN3nsfWw|FS<*IMs z515>C1~XrRb{;wLkL~aKTUlwbhP?P?;O%SeUQ~ruB!U~h4pc`V-wSj+*UeuVel2*D z;-J#L1NcW&X7GC6!l`766mC{9@7(IIk1X`vivET_Wv_yM1o#o~b41d-HvqJb`o`M! z^`vs!?i$?;j#-JvBcS5C{hosMm(cXNbe7XCZ8W_-1QxcTV}dc!VnMY4J$L{PYl!&2 z@uR`t2mBFxtoW|w4am1~YXB@v(rj(23M*qIcOR{MEBj@B-o6;oo?nL_1~nAD*K96K zT9v_$MMy&Vk;wuXVhGK<1UeE1I5;)=4S%lqzv2eDCcokcyI4!xJ4?TBFfw+-Q+EL*TGL3-j5MpX%c3A(HWQ> zyx@$1fzXQiaKmdXw-dm@mLgXwJMoXhHPiel*AIuhT5lR1&vu3dKu0CW^&Yic=Obsn z9~5b}e;oAh9_m_V_3-7yR}n%RXfFiY*OeS}^fj09{{Z7BjXpK_!~PQA5M2>zV%W2` zWk9gP9hgQ6s+J%z`J0noNw3^$mOd!E{@aYiw@mJUkU$K?smLd#bNZ$9R|;+6Bg#&# z>S*UVr8}O5;hz}Eb$$JtsKOc)`i7Zv_MfyboXQ40NFa5^ zcy5~uLp(A<*~10|n)`>t`q)hh(rNBFiU`wg-ns4d=CQfVcnAC`Ux~gWo;%MD#@Euw zz`SQ-?Z2=}ZVE5q_;+xHfunmkC$5H89*8cz)d{3llD>sEu z0cx9$;Gi%AzD6s~FMn+R0NRXccXMbraN0)$l`LX`_Jth+v}ZI%L)n==Ai4Onr+i3@ zQ}}^pb*9a0a)xWBF)~MJvtgHPBajYGc{nxnU+qWxe%Sb9!nWTIeh2CjOQ|iSDK@VZ zSw$gTB!OeNg#6qqZta@+x5J#3cDAl;a_i0vOCG~_eeGR zP77KwKN8{umO5Y7=aqbGgxq{LxSl24`h3YaKkkM#q2X)K?LP=;+JlX)JTWmI3b*SjBt{Qj!_<@}ER&BESWlh8_^ z&c0#&qP`1i{x%OjIjk4^oD{tb9*O7X6<@dHsN^ypDCTVN5n zm66ql&DR4U8v65J{k8NT3`we3YPuw!Z?&D02qTl1izF*KDTOB-ft**vKL@{R0pR}t zhtv2s!+JNFs!kqHFuCA51P`=>(66m{X02^`f2z-}_=0V>H?kLEKs>u{=ntqP@vnpC z<=FjxmLhOgi$0I|wfjnVyW+N!a~1SyrRZ_){{TluM| zS<3po!ND;Q%Ak6jsRxh+ZRwv3^uUVdD@k`^UiM(SPG{@|=O&E{t_)@2@JSZn1 z*7w6N0eJJ`j<2KWntq!mr)IE4I-{M6v77>aW?bMAUcLJ%e$H|0pBOa%01*69kyAp_ zcHUa9a<>-?B6)GJM#x+e$31a^Fin2n-h4>#oNYdlqg*Vva7M}%RltvE$0V*Wzgq5x zy&K$^!Y=K*ADcRl!%a`&9*t|M_=@5iXkw5j*-&JWjt1VJn{5VY+l;br%Y zrjN{u&N&>SmCn^bz@EJEU!EVd&yMvE6#PcH(gTSiv`}2HA38IP^cCjPc>Begcf;Gi z326+{!>R)dLWE_vuD}8H=sMJyz=Psf#eWn0Q1Ldl;`&H5(|IJ2Ktf|_Vh2S8^{+$t zW$??zK0X#u&v0$*tl4A9LNZftLAYddUg`TWe#APB?X|a!J}JWX5zi2oD=_NKhT7^` zqL7bT{an#>4JSpjj>}1aDnc+bpQnGIr5Y2Kr)@ktmgmXd7x+2iANWV(wepeSiWNlp zg0o?GKYNeHr|>?PZ{Uv<`F=JjrdwMmXiGVL?g++8=RbG7eVAS}!m$c|xUUQN%i_O; z-UHDl*S;Y{w=Ebi3`He&cL1`Y>;w$p^{+xS`Bvv_aPg+Je|diI$JhGR`hUU>iKe8P7Q8zEJoV@ryz6SAwoQQQ=(>#{=Cui%8@J z<2yrO?f{OUbgrMrpS2Hyd;w)7dc-oWx3HMB^N{Yqblw!IjPaBCRb1`E)q-5odY?t= z`j(xd>6d!GtuVK;v5DuJM$QsA)Uz?iJOED|*TX&|{jcx!4N`3@;O2^+F16ZFUbKyG zwpPx-5#idy7-5n!4{VI_o)ytNZTnS9-X!?bFZOqVEpD1yEfy`Gyea`ll6bbsgB!At zc|O?Z=-(3f@8P$?uZOpqFN0%?ZI!df1-fs-y2e75EEu*30F#=VqoLPzJ{>H0edob% zkDn8C;i~*#@%Yj->ByC|*ezf_S{_7gEM-d&2?wrgi<{wJz)t{$Z97jo&GBHba%G)K zW9_>GIL&x&x$zU?CyX@G{wmep{@!M9v&XhL#Cgd@8x?XC9trDSrSSVky4UP9&knt( zml$wfV!&YS827F!nuj}mM|hfF5m**!XcO8D!-9}qui z9|ZWW*Tgw^O!ElXIzm=nMpGqDH)E69zeqeu;q8CHceXbg6~eq2RAs;qxSmPLKd3dk z$5^L)JxaUT%8J*C`OL!sT~8{>kb<_nU3^AIuHrE(qs_~GL%UP$b%bc>sN6p$g8 zgTTPRQiCJjzKih>fP7!$m9)FEjy*jBDKa=l+<8BDa*gdOOTZz{&^H|881G+9_$c_}OtrPM@uNdKm=v_J0J|FiY$`Y;bI9VbJ|6rq z)_g7tYPztxUFJa=Mi2%#^kbft>yqjIa8-9WTJ4N%7V2SZsb{H};gIDJ=OU-EvWm|J z%{HkWYhFDr&O8vABc5wO55l!HC`b0U>GF?LRqixsF60v2oy+JFNf zIIBvCi?u)iQ%iTvJT^u}PypkOlGAqQydP)i|ICpAqOGW?Z)$IxdSa7)IULdf_y~H_P0rE4s?6-v z(T%*&1m9|qlZuI?k+{t;vabWZGkyW$i-3e@y&zRlo~DzW@lqh?n#=?WTb`97s)5E0 zHQ1|Qbf$1y<~S4@7FDol-HNKrqoJTSI#z&4*(Wr+LsACaNt0QC6a(*5FbT<}4us*l z(`0zmWY7T01`k?kMI$(>Pj~?%9V(M*%7bodIe^#lM27l`z0(HA44Kwua+xmI@zwhHV{){{Z12 zQu`J%{+v|EH7mFC3T$54sV$(iwksrHb6WQ|(M4`bkC^nV>`{=~RI?HGxk=AqPK(3# zVD2LzdeiMLJiM*mg3P-I`H%1m+t_U4KqQbFxU}B62`c%uO%+ZF<4P?KF zL}%qrDX-#LUjz;XS!UR^V0j{>SrQzHWa7D~Z|1wpF)5mq!8G3>B&qK}8^=+%Q-nLJ zIdv&Q{^)HjS*c`W$3J(iO3@+7^q>loU0ew=u1P!-PBTp_fLP-=r!*>udoKi25+&Wd zk9yGOEcq;w44wr~CPRUq4_b*qm9d^ZsnaYdKX`Fd9nGb&BFLMtI}U2xcOz*Gqtdg_ zke2>-a^96w`$jTUBH$kNv5BaMZy?g|>7EBlfL%o2DL6G{KFp*vjhX-ow`(WN#?kA?LZ!JmDQMUc$krp2zZLH z#^cbAweg3!wqN~{{VyY$>BTTj6`iD_bAQIGH0BX86%ON1%8jkKH;@^#VNQ5 zazY8qitwQ$N<)n8|NV^$absvQWc0Zplh~FMk zdRD0Oylhu39^Jzj=O9-v;m;OXJjrKz9$97s2LJ)v(!XIoDt^M>1im8M-5or?hcyeG z%(oWd+$*;3b~KpAPH-{Mb6*u}fACG;i9QUNYF-QRBY1<$WeW_EMFC-){pOjys4{fV zi7o6N=f^+UQv9E7lWGrVVS$>))%2ZC$Hcd~B+?J`dCGCv1Aut1O!$NF=i;xzFC0gx zc)!C_B1egqK_o>+8;((%(yV+!&~)p+1%JZEj`!?Wmsn?u1+ya~KHb@%$->8%L#WC9 zq?W01l(*}S_^E7V)2=*3+T7OyCW|@9>w{b$hGc7yE0Ysa;oUdF8dO(u zOkR14f)5;GxZPssPt`4v79y^^f;q_iC=)Z|)R$4#uJ4H4C7Gq;q10eGy<39`P zKLvEH5@sK0v)YArka$dIits&l(@nXt^K9+{78u|jETa&87k0#KrI{Ie2yBOKLbEn(D+4C85{{Vefc9Wvp$qYBHHnOhc`DVM%30N)X zi)^QWgXPGhKSP?*n$+gR%lAjv8i9(^+Q}4Tm{;@LUT5R$)J+vFoDyYlN8+Ztol%Uh zZiA5$0Dmg-uZTh8mq&n{iKI{JE9fDi`Nd~;dNrQdJSAZmTr&kf`0gv9_-$z{{{RuR zui|ughCV#ir z!u<>l<4DmgHBvA@1{aG2CeWEcnIZ zKNI+T8Eo%vWs#TyGS4eEaNfqfpW%&!78+fliAZ@t3_37iC)9z8;yR3Pip6DySTe`UjL1)?QCtUrJPmK-JtI95xK9vxe^StOX<=iznC)GIgU|cby^(f4tMOm$ z8ExV#X)W})7T)i6(Bs?@oE61*VAJmP{ca1rQT)jq0Is715_sw9n(p);+55#3cxo>d zv+YTcNT^g2K~UqrwR87&TK@osCGxLrw#h4PjgP;#Uex{39i`@xXxd_1n}g=WbA#<% zK^a$jDXI~xX0e2hOzzLtf{Uuh?mS% zDin0+anh{#iq`WzJNef(tMc>f!SxlZ@e0RGzt*o>Ig~|h zxkCQ{x=(zX0P;&Kd;7a_sKPSPuq0>m?_G9>r$)~&XMmo?3pIqqIT7|s#5I}y)jzNE1bnjfpf_w#d z-YU4A;b(#<+Dz~V2i(`y_SPCDkArlmZdFOVjUDiRh_5~C)ii5Q3CrQj$F#8!-F=zR zNzWjR*Et8oOW++x#@BcAT8|>$+?CI+4SCS;uBD;sh%vlI+cWG9eM8~zwfK5XTp6}JRX>-A-a~@;bJ2y!`Bs=4A!?&g1pR5 zYf2cdE-(JgbZ|oC4k!Wl77|R}V3UAy1uQplo0YYNK>%~^YVyamo&ooVLs?d~j}6n# zyoEV50a21mZBe9?36Y*EjotHH%Ob3sMtaqqK@#@qrSk~d4|>R0?O~J#B#?8>Xa;Du zGERQb-eQBA-_x$H;&wKqqOic^R4&jnGu!Y@LL_*B$pamz15W*B^P*{H$nRTvhK(+( zr$U>LmY62EwGwJC=d*29=DYs@3+nB5TGClRbr|p86alB?WSHwA&zAzpq{i0!n5-lc9v31U~^h_URCAf zHZaCY%;0b{)}qzc74q!tfip1yusy5Nyc1<>X@75XEIF3lRk`&Qn2zt_N5Y}uj|}K{ zHgAiY!5^BK&NmA4J5LO)hPPyrT!e}CJ9h8QdgqJ2B3$dHJ0jZ*BnFIVE=4^53c&=Ml@Wc%a7I7WKVap12!)USyBX>S>;{?|@ z-Y2}Yx^%|m2VgkuP?e5>JXr>hrRmEY4Zc#P4SAKl(6fa>IcE2+uV2F;<{Jx z%=Y?Rx|Qj`O!4?;hQP$qV2qENJ@K*0`qrkUctyLx2@ReA9jlp5W*B2JLfcfI=UQ=G zTiHduUz5os=lWDNa|gMX3=>6$d?>|p+Osf_^SFE0Xs()!@uWk{Qb6>q{{RqZQ`@@v zk?o9;(wh-qO@UV0D~37V02r=+Sb=0L$11>(1$1PzaofWm$bgT+ovqj~i8iT|%o!{@ zQn>8ScT0*_wvt0WE{BT+P6F@qKNLJXD1Fv2fcNkDbQ{$B6+uNQVtDA zF{dg#nqdB7qmE4zSbdxKufWD@R!G!rnZ{2{)qC54CefULF^anx9;e|=3rW`eC4DUa z0PCQI%Hus%Mk~!U`yG-vxag+ghYd<)ZRi1*=Xwku~GPw;bp7tqGzJBsS7;8G$q%27R1x*=b}P zi5Y*TX=!>yH#QPYbOQ{1JUAE>OKU#doXzl<<1zXaas7(wuwPHDXm~A^QrM zlrjyY6aX|oI*qySngJ@zaYIiSh$5V_@tSBkA4;nL68XdT=AN??yL03UV2)WE0OLI> zMY2~RQcjr*JQQwl$Qg9M?;tY0IcvNEmb4yzmQ+_&llUUWwsdL9LTy{0a~mx9IT4 zCAt3qmRx7)T$9S921oh0#ddnV$J%9*HT$HKn&BmdgvF0I=}Cd1Zrck@AIcC{(0{YW zgxa>Taj#sDFj|ID^#u)l*4G9&j9p8SpQbDB{{Y$dLz6=Ie{*+qxSIZQQ$O>}#+B*N zTAw|cRJAsGwbZHQNW>Dyfn3^5@wVptt9ggdv#xopd-RPZ44Ez5SEUqweA{m9mwe}) zv~Rfn?P-Zd2QPVy1$` zz6@V@aC1NuRuF)eJvvgDOo|(@@9S6E)>kGsPrLfnnC%f^+Isp>1{_fzGn2(zF(_;x z=C&ZyVk{a=?Gdq7wvn(T^`??tN>O)xIcOT10~Cb%ArpZ~p*QYwV=Vo+gxfp6s)UK4uveQhU=E_dvzA$fDD^)0m&A5< zv6Hws_4KS8&m3uS#zG%9Uc`2<%AXK^+z@Ea`hAswy~iGAN`v{vYsNKi+QY{_Ar6{+ zKW2|T01R>UF^cGp5%oOUxy2QvPuTnKAB0k}5D%dv{{V@uBUSjLqu4}WRlSM<=nhZv zuf_YniXRm<*;+|1+sZw@QCzZV{wUWkjJNmF4EAghU8@SZo=o$;$LuDr`$u?7O^gd` z<&gUG{{Y0-i};K7xA0DxDV8UDi;m+hkNpC_KVtAL(@UA|na8J3>sl6m2(z}7nWHWb zQci!ZYOwJ&oxHXn%=%uJ5y!P<=}O0Pz)0 zJr>sAYC{eH=tutmuC&)fxSlpJi~-jt{{XLAs!4P_x|x+(bv)}<@o&VR5HcIfxdOLP zyFZ|+U+|6ik5C}Zs6G!+K(Ao7)1*L=G-GhOZ z{f}!9Sga5#4x@_GT|Pxo-Xk0e(g8OSFTW zWEx$`joqomR~wdq8UnW+4LGUb9<+);IK~Yx-tEmG80UkUW;YUQVn2tmsT~(!3&tru zffZN~n|oCuz$o02SC<45d)0FpSxR>!Ijr^?W!qwsLx3^wPmGjodQ?`Sf|1Y;Y5Z_Y zV49Oc%*M1t^ zB1e-Fm--cm*Tw$;1GNFA`0wnO4YC3_5AB;D>jcI>lAsv#ao!XC-Gat z{xT8mhT;gJay#Np$3KCuq$Qdw%Sf-HKPB1;2mA}4<}%3PJB#(xF!4yMdktpzp4)$~}!+RrP+akoEt*@@~0 zt$tGcMAFjB#PUd^%ZgGZRXw+odsmTE`ur^Y)N`ZHm}484H67KAZJ9B&fm<=^5Zi=} zKqDEdm)F+!1LPnRTqm+%!w@94GDTew$`r`pFQp`LJjW662YP&xw-I()uqKS>Z_UkY zq>9h9@+&&u%Gi(TI)x4ks@_JSIq>kbxkS{s>s)TG-eq42+#_a1Qkjw`48%;s9 zD_{YGQd!2#zHH7m3Q3+dMtI1`=qL-bo4F_^WN(+ADo8FTSpbjc9+ecTZf4%Y7~-^a z)Q%v<&nkGQa!W!9r8}h?15^(bcI;FP=b^19nI+?3zQoyJ27n3(70 zHJ>BP3l$=t9Fi)P0-H6wz$ueBG+dV}=!%VS=j32L>5xdiXxuu~W;KnN9JMHnpPc-( zT$`3I5QYp+eFZ)hc0GDka9Qw$k6tTE>7uuZV~g*%TC#_vtPzm#1wkFeg_&G&(~7Je zn02iS7FpNII81*PLm`sG3xBRWMmw5wu$+Mj&O6oMh*!%kxhotWvt0Gc=8%nO;JJqq zg*+VArOc5?qGvcDbgs+8ub^s>i)*I|D8R-IaegDRTWv~MEt@KafF{%Bf!hvtu4?`A zSx*m@j4?O{xj1eb-d+ZMMRdvp$gD;?=Cd<0=F_FK*jwgP(x|1Sy2-!zjdhYCxK)k1 zFG`8DWdOWQf-6HqHpn*r04+EbHoXJ=j7Y$Y3}(66E?zxH2OuHG71@2cH7hT%Oaid! zU6ff8Jc{EW5(iqwpLg72!LHj^vHL5KrzG~SI_fVh5P4%?MNV2AH!>$nc$8-();+@< z@zB<-*^q!b)_;}+WU%R5mmP|NJ*RiAOql1;(IW-}BAPG;dx|=iNfgV|y=$&nRC@QU zGODY|`HxIh+iR`3R_#@DIjgM=SkUqZN|Wr-3=-HaPKx1J00t?C1&bbWT_-tl+$J`G zRzxw(LCt5W&lP^#a0GH|NSutVbEc^I$INRJ%5vBvrFD)-Y!GUN&A9RmxW_fnIL(vk zu_1z2{xsxQcceoF{jirgm3ThY=K6E8ESTdp*!W6jSC}E^(y457O?$^pqFvluYKvgZ zNZttgW~l0Jr^PdrG>PXkKS9!mJK`?CjRPsZp>t^K<(`e7&b7Q_r?t>LEETlb6H%!%%ds~wE%JcAAy!V(wsj-Ucd0e;!lk}9BcZ9t?>HkwEa%@(n}+9 z0urd@Nh5e5au=HOE2#XOz`QWe&00Pml-n~bhwqLWs^oH?uF&{*;Lfw)J0B5zQt^!1 z_N^pQT|6?)A|Eis3lH740M74x*Tx?nz9#%T)U;Iar-EXV6}3J{A>=uTE2zn3=aMsD zH(y*EyrQVx82i}%m5&r^SNE%c)LeEG!Fqq#HQRko)NPj8grJ^zQVvJuUhm>>iJufa zTVS3UPZr&!hDtT4E3|?(;D9{|72(#G6Wd+lACxy7`cUn(abfW z*mwuwmZ#&tA8Eb})$hig4DzBq)PNLIj@h;fNg#)_zLI5-W9n&Y15)}JS)QztGuZ@ zmyDjHJlD#xY4#dTTubuj|_NZYu4{}&>te%OG?Agb6&6DuMX+n9D@7BI-Ry{0BaZuCtmnt;{84;{C63S{@iRkyv|g2`9*n`jjVhPb$F0?N-&T_Mo7ue=5tc&nwNrn zShK}!Jeee8p1-AYwi-2_hQ4HPo!PR01|w8w35{6x@C}X_)_9r zj(Gc}Ys2pRW8&>%Njy8@sDw>^Fi6_nPTx)|fr(;@C7S4jWA}LcYF#VF_nsS;Sv1l< z(of3xA6~VeIB0vHh5RkykA<2P$5xSb4-j5vNxOM_uu6<)xUNH8@rBN;LTT!4$T>Xq zJoD1Hh^%!@UfNB6SG_MK!Se!b$31b@vaTmqxrty0W_cLLBep=Sy`uxXI`#aTdui9w zGxMFq=R6ww7vQtoriToZFj8`ZC#M3wFpX`awHG&l?o78{yjRp83H4|$^hBLL>bC=@ zVO{uohEm+*e`ZZi+eQ7Me1G8L*)v?+-7jpGnl&HJzTmo0m$EAlm5CMk<>AQx0J48> z9X@L|@{?FZGIs}c*FAISEA(SqK^~^@BIFQGe->WV`hHz5YAF0`i79g86uX?Zu#Z23 z{9S4X-_kD?N7fbq*NA@4HsR~=BJ*(#r+ZM$x zJTc)ZZb*5fxQA)SBm|d%Uq(-L6t5a6+!KuZ`&XU(bJDClMd7_F-u@FH)8tvB=aR}K z09VatAHhDKC0w;nB=||K_%lMal_r!nsXf2hQ+C$n*un?HU1c^~zQ}PsM+<&XuLuYPR}Lnr)Ku8EqhF+^JB&g_HeR z9AI&gUpII~2C=Q$-a&6I;g&%xgK_69GD-F3ziE6W`$>Ms{{Ru~7enz*nFfn{I0jp5 zh$h;k;9yR%sPEeq%y_%@claZ%TU>an;3l(e4bYIv_OVLxhWSe{Up7O6NnSBoIQ2bt zuMN@i+#2HS5$WtA*@5MO%I@R8r_#NQd{ff?75HxEX{I;VcaRf}*aew*9SH5|Un2O^ zQP#WzuWi?@m^`n8A;B5WdkXNs7x?Q}@eZvHmuA9iV8d_9GoQM?{pmq7ndo}#15)vx zuY0Rl#^UQyl1B0e%vW<~8RMpXJJ;#2z(3jhP55o1>E1E%OslJF7i}HQrMn?dDn>0TTAFnCJK;iiFQ;|~>EnY9bn0wpcZ*#vB);GaTzSKar25d0tD-7@3HULl+0 zwt&nKWZ(c?06;wPj+NO;J;_JVP-<5ZSV^mRkfnvRX}GCiKwNcZ74bjCf7_2n()Ahq z9q_MCZxCvdDTq$4(JXGokPsdw4T1%HDf>Zw)gCMO(W%Ly_&33Iy`lfctYELt%w)d`tM1b>lA#-Dvh2a$4JJurvvCE30f0D*-50 zQTKOruYj~&Wj-@__S03@=UYn)V6rUB&)sm!gJ@C-2EM(}Y&-+1G16kNy49IfuMH}x z1O29MpGw2pBRf`Qe}i|Q3_oVi2;Qpe@!x9NyBVA+I_23wz!`Cn!o1VK9}6{~j^7qF z-xOWy?L1P-_X6w5K3q|>sztJm;Y$E>(!RISKWDFpn(vo!s(2&H!)GsbC_cHsesf<- z_+P>LFM~AI(fl`PmNuJ$-$?R`IxHRao8d z4+nC;r%o&GwZH&VDf>0l+B71Mo~{1?XAcM5-;Gnmw--9C$TCKMs5y z;iliDX{i&QuEm{?)UhPjZMbx!ajkuvdmHE|RY8Rq1JaiwnU;&6u&7` zlbVJ5)O1`42pOc~6v{)M)gUR8Y4xT&jnr{Tl~b1HqbGUe6aaaW2IrcWK4%OuQbiAW zD&r(UKX=KX(4u1jg-Uqpaai|1+DMF41Mgg{ms*p|Rf#^rfIGQvVT5Ja55}`4*6n&P zU&s6_3N1TPxcQuI9_Fq^rU=i?)_^x)Pqe6aJRicKyfMOdLV5btRkxQrM4Lr4T7-UI zajd|A!t>-8#%dSRU_8ioH)_)>vXn9Cc=w1c4`8oY6$D5D5IO$ZcMA8Cd&rAx2&7-jl_i-uM2>E!Ymolo8 zSdi%VUT2vh&wAcV34q>DC$&jMGF&jj;}tq5%m^7B_^H~}71w)Xxv7>|!OnfC0;r5L z;YZ_B8%1-4s`Ba(#`r_?RcF;307l<2pbaq$aU3zlK_&IHM8-{H%QUWYBV?ZSNT3pL zJfB(s+ig-cJ5nrr)3^3_ep*Ev!+#8FHh&UQi10Og@zC#xz^*JE9y4zX^Eopzvyl zxo%QFl+vM^Mjf%s2InJR;}mLc%w0nf8NP5nNbXE>P}a+)@z)Fi&tc zOUB;yf6BIi1(TYiCbMtPm5^BE{c5z=rdHkRIG_oxH5j5kUA%cGy;Lzvddkni6sk82 z@k89t7!j}Es*dE#VrQ_8SC+zKnpo{(+l2rEK2mBdNK|fae@eO;One-A*2W|P&NN_H z znpT|v8xyB<&09ydh;2du`cP(YHo8^y!w)kmE2*^6VvU36Bvy;xTPAWrHICZIMk5#$ z0ee!=w2gAYeJ5G8j_%IkN=X}ohE^CL^V}NwgW`wmOYjTgZ-$SCE_5W*BNH2lu$fVUWNsc_;n?E8q@g^KsBn25 zDYN-k(KI)atf=6E2Cd^r&r*f%Q9e@}g9e z?uW~IdK&$^_@VnBd=dD#9P4^ime(hhlHPe^!NCLNMhlFb9kfALdl*Txi@<>r6vk{zNWQq=FMV}yOUk~nWb-8Y(+2k=hGDdpUPZYEoHmUY; z06Ad)0A6dR@i)TXk3S19lIO>M5`8W>n<>&=C9Qa>!(Y@OlKItk zsKV!vGt;2pdeCu7n@>|i#5Xs#`em)gpKxOh5CH)8uA<-J?VtQ1lX#l{0L%W-lGT_8 zU=DGSPnX1A4>xvJH#ZyOF)zv$h|WEQd54R9L8)sO6D6G6Y!H-H10N_Dtq3`2UI^@& zJiug=I9_p_;<=4x-tDP+Lhe^7ZQMQ0DGZ06n4R2|d33IE#r0P-_)sEATT;sKSwx8jv zOD#qyqjM@m2Pd!x9<>Er@lmNAHKo(8W9B9)#d=4=xkcBCJk5n8h!@Ax6_c&_e@~B7 zxm9m5jE$4&*1aF$?w@OHWWKjMn6pHGAzM>go^~=;rq5%!x)a-OhdZ0U;a*?kNZxI4 zMYm_(VrY&&roArORSRyLdbZLlj@6=$=c4)z%T9%t+_I;+?*|YufrByE8%~SJVaYETWFWkD|!)c zxPGctTo5UV+Zc7^HSs;|oYCA(6eH(|65oNveSPuE#Bl3B96W8TNECTG zgpdQ*Wc@b*Uv&6-&+L!(c@D&bJpTZ@SQL+tzA#Na zkBhEt!1Gi_Nh3X+*MWw*nqn=63pRFxUi0IPXwR-|isVS=%~T`~0DAII4B5Pzirq{| zMEQvwD+8@;cD@PmcZ$9nYLIK58oO;fR7TvA1y;hG5(scX>Bz-%_xjek@eAU5YkoDG z`&Rn)P|YA!kAo(0h{CP`W7?v*)of(dCW>MJQbL;3hf;?@zl!!K_bUK*eziNHo~PpH z@YbISO&BoT!}4*SIrpzQ@P@D8y)RyS{{R=MyM;#dz;9mos`JSQiLRb`9BgMK;1P;YpZV#R&VSzBsK5IsX6-c&||KeusSp;xND>AVB-X zdj1vXI(CKPFBi`>^{TTpu1f-VJgJ8HVGW{ zBQ=DOtX;odb{h{q47|5TZZp}kd)Kk)_c3@=;fjlBm+d#oP0=_c7gOtA4K%u?%Q<z&+U zx>eJgOH_E|H!9#@{duZ)x@G15=_Sl@AS7qhR^=R~nX1Vh;FLwc$2HbzH?hyEoBQAv zB?q@!#7JdH5yW|oh#U^J)#|!rnsuaCPMD5S{OAGU^!eIdKp!p@=y~S3O;26>K>IeH z!w0DyYgnu|P%21D#=Stzap@n~?&U~VayQ*-0Lqr?aQh@3IIYVI1Aa#1fTOiV9-l0; zmbf@W-xaH%*@(3=s{51-o-05jir(Hiq+&?&vw@nb#LK!?>7Hs!nf$#%Unv=h5HEbbQF;*u61Q#d_9~6AG1c z%>aA7rmY@^lSyiU%k-{uQNFy?AUcK2VF^4a;<-y*R_5i=)=UoI)YrH7S2Lx#<}r-o zfHpL!p5{?ATYv%k)zREt$7O}IZ{9yz=aW>L4VE#l$ldEfB8n+I`6LATR$y{kyw^6@ zfzXp90DAk<+Ka2TNMC|TC96|Xiq`J#F%JchbI+||==S=v>W13eEgteSf$KmMU+FW! zG6?cW84X$&7ELXza>}^!*Ksw{>sn>Tn`~~bp8#ZFW74Tz>Y8HsI$5^n=25Y6^rq3! zdDJ>>yUg09!~WtYAPjI%TJ(wT+f%Z(5x^2W1qT)7pF3#lZpYK@jwp0*j8=W3>)tXL#DwU^W5)|@IvjYI<~VN){>fPF;Z9NKICGwHD`)9iKho- zVz^ye>8=r)!ZITVEY#Du9(-+CE}A}BMtR4jNh00c=GNJZZan^VuPmNbvl$Tlz~K7i zeJfi)y3&)&Gbu)6^EW@?RH9(_C}?mj zzb8$6p&OaG{Cz6LuDNNa-n=atn8VI;dXLVAw9wq|d|TmoG))@P@z6@rqPr2!K3e6x zJ$qqxWQIrsV0^!juc15=(0KF1cX8^93M6|_=NS2G$kRj9^uG~YT3e=3eo)^+1#_BM z(6zR=xW0*mB0Yc-dQ=`GwVq{_WtVlh3_!(Ma{;|XX2FDD@l`KKxtD4k(Sm-JW`~kY ziqW($@{~Cq^@w5*F4hDCUXQ8Ar={aGm<*$Zt}gEO7TmEXCyLbPD~kx@Q#i(Pic;4% z39z=s0|Sb7pE5}%$#MX#OV2LjY!LA4&lCa7!)lP-DL;GGug(mzJfU}ad8;>8%V`es zce$u^f%c@DHf$?rCXgJ9qhHL|5|g=d0Ieu&;h>3d z!-^~iE_2-d+N*N|-7wfetsCfsX_7Kq(z0wzLou36jP|WSu^KhJO&DCCTBeV=zF~kX zQuaZsYS3*?iExg;_ED>+K7;WNV}`$FUDAKc#zAW2MiA&2b#_ z0OBVwo-Z8H)#C7 zx=8EkP5V=SbM>#CHIIlF@#^={!r-D$AYY(kip~E3g@>vC0DOK_#i{?%{c#q~-#acb zQmhko=nr9Cg}$E_@(+5twifHOs`TnATRh7%g%;C>1jcbzp2kK|BQ9RMW`RR(RKPSk zY#T`7sR-l}$(#UJXccZN0*7!Un&@GSF5o#76_H5YLQRV1O}&@zHxan^_N&rZ#7c%x z0O>>ALm7NGBdt)EQ;Cr8lkV1@&4tmZV2Cc#pkkZyBLIrE#x}PMkFjJ3JLf;)T<)#o z{WD8*3cr}cjPw2#YLSepCA&RqDu63|q@P-j>gvkd1>6JPzH`++EZA5el6#KJ#)XgbF zc7C+qc=E<3^PoJQgOUFLveq2`023qfTWc!gsmcEU3j9Xbe`=qI8tXUqb)mOY{68W6 ze6e18H^k41+RC~m+s2Rgh74PiUXGSHBrFIO2W!glO^g{{T3zE7m_~ z{{RJBGyStxRV&q0H}qQkdiytu?mu~XcIag5jDL+tJQVj2=UrU0mg;bSrC-%za!)#M zWArb@-?q<%EEVl6;x{04ZOlLRop^=U?We8oY4mGif4T`%{{W#!UJa-C3qZHS+(K?7 z^(;r}T{L zi?$Op5(l6)df!R7eT9=`N4Pxy06O%WT@W)mkW>!Fw&1W>VG7C!^{xGvk&o6q&oGZh zl}RxZv()4KYhu?#5=sEcKSBOA-6guB;Rf(eYPylziObG%Pxatoou2>D~& z-OXROu!bcjJc4?P-y$GOCkCPhuh>N5c&T?XQWW2@6z4v*d;2~`Afn{Ae2za_pPlM* zPTp}+8f_hPAE@DF4Mi-h;Lk+-mrvCsA2UYCM_=ajC1~S~yw1bY-rHq`eBQV@qMh!ENcQ<;G zmuEdqN03erT0*)PVQ-~GLvF!5RIGUeG}G6PO$2iY=u~yiYCWWM=B6Nm102*KkoYtM zkeg3RbZL&9defUbzFulxux4S%C_AlTL7Y zEjyvf=9tb&!t^yZHReQOLe5qH019((y*tyQRAwyy0EIoqeq7*DV?rVeVFBdT#M=r8 z$;%pnqG(uoZIEfBdmn#VEE*C>H=V%blg&*U?&g>P0E79{qeHtr0I3l71UIz@EC}n` zq;^7fDCx`9e?_dAqV)RxjsJ^uid+1tE;eY3~uTH5JIiqKT+&I@bZdNb4S^w|7C zq}=F}ozY*~x(}%Ue_HY{fO?#^cRKHa?}1^ZTuT}g*;RsZ_=@#?9$A)AGM|DP64kXnst+46!NXNXm7=q}U~$oE!ow zoY0n?Q>g3tR!?SnbY-eN>qVU|ELD*I00^n2i>-4054{sYU;~8tYqpXz(-q-WR+0J! z7NEjK)<}vF5@rkiyXZE99J_vj557MnaOxk$4K!eiEEcK36(A!mHr~5BRC$l z^3Uyc;QJUZbd74kb_kJTlY(+oxgF18UWxlE>#wSKI$K%ae9_zxhk^3#PnV~?dROfQ z;TXJ0@Xt{(Ap1s|#&F>CgpK&>JDT$ApG}3*==`B&a~jJZA&w}H*r+0I39EK-V%ej9 z3OW5M(yGei&F#{-Ph5)CB#(l4Jk{5Y8w4&-dYV|nsPgz7s$DFDDT#+7s^*-EFgh)NtQiDWl5*PQL(}5D>W`7dB*oAn(Nxo zP7+91V;w4)fzAE4XyN-i50!cvuM^x#c;r@u*6jBt0x?%w$?bxiW8R^h?{SN2^1=ZD zO=Yl>1}NFcuDNaYq8w!PsyA@F?iJ(Orj^R(XFmke7b(xyv{LEq)J6vOYP7mpP2O0~ zdZi`2_Om3jE);V`!?b6q6zU^f`8coEjma5?9ScOZdm z(IYuf&PSzZ-N0C=Rom@b*3%H%B0thDSr`QpVm|2-EL1Y={QjNy*I@7Kj4L5Xq|= z+@8t;iW)}TPilht+BlJ)8;kVzqTS4FNjN^04eH&@peex4c%VcHX>k;5aTDN<)pj!@ zBRq|{-lVaCzRV-IZ=X5ES)C(+S9cigKpBa-T|gN<>!r4qL`6n91lAE}Cn&rg^>ztx z!F_ws2U?4V89V`5vtFgVgiJ^z@mK7Q_Kjb?b9(v%a_ECTlmPqKqbj#B4D*s|y`<5+ zsWQIO8>K^M_KRp)CI0|aM|ylVQOM!oJBjB4wNe#>Ux^x3nL3*DjYaT%q02p0#e%0QKBKuBaY-jVPma zVA71|rAc#aJiU%FyQN-&RFSq$FsVkMKG7P@5X!A~9LF-T2)6-Obdn;RF*s6rs!m8G z_Nx#_@&dFOv)1&7g5y(yD|XyK8OOO5%y_KDZ?3-M@~fREO zZvI&vu)kfS73A82$z`fdYj~wfF$3ri74jJBTC>}wJuF*>#1`{pImaB;CU*^F~5^uiQ#{QekSqtz0ZmKEg87I)1=&prBvoWm^N8} z;E`Gsb&uIUU9j`f9$(GK5^u% zaK;gohqo)ZDP{ovwO8XU*MK}d@dZ2y@LcZFJfJ3+7hopb%1{}3ATAFEv;&s#w}sdK z5NLD=<05Hx2^#}Hb#gP)y>Z_iZtX6#%_rfuhqOJUahb?C=owEmo-Fv3-UYaaL(?10 zy7Iw%WAA4i{qIj&^WP8X+SiFSE4_PA41DKiZ&A+de81sb^G7o{4HMzNm#D0>NJYK5 z1-2%zS~$&Pf=c!bqzk&(WWY=$~%x(pWR$q zTPjCn1fECATLYSjE+)P*m-%A@0DIPBFX}pmrQ!+Q-8NgO!tJl6z7yTWY2ijzJVQ3t z{HwrxJE3cugzKl<$B`}=XCM7)^=Guyydk4Kl!wcCB?RLi{d(=7XVky(1dT8Dk@#n= zTPakS*{qM)=H-u3^smt!e)x%@xVHI{R0N+)l56uj#Xcc*@pr>#y5%6dv{J{f49CCL zzeexmLt|q)sVMMA)7)3-`BVMXkIOioKJt-sO1j^8isuE$4fvY*x8ZHqm+>3N+A$xx z`*q~Q{{HP1@0LX+mKkF>#EJaHc&CNzVbXtS4-whMe|LRhCE5P~d87o_(M7FK%xXec zi$}Cr#tI2N4RpWoh}!t#2ho}T0MfQ@iyz+37r5?uu4)&U-n^`8=ci_Sd3C+5&xpP>e$U??ZS@ws)oi}krCSD(B#EKgpl-k;c7E-6 z6n_uz!BME)8+7PK0s3?``bqI;_KLoe*7HS!QHtMAyDcA>${Cega_|CYrF@M)!VeVq zynkwVJ^ui>%=xj^}_G7+!|$2IL*uk88zW9wcUw9<4f z8Ll+g&?>LmY@^(`z{rwN-8km7ydV1l{?eNLp^L6+bmqR_rZZ5fMIDgBQjXCxZFFra z#?A{1TUg?^w^c~cD8j1n0Qy#f#TtFY3-qZ0$fd2Ux+AjI*i2%AK&IzyCUZc?WMYlg z4oK-iZaJlJBm_23N?|8GX_?J8IHKTA8GF(hJq1QEI`c`Mc%;}5EKlP_Fr3gyJXCjLW4K?I zfFbYnq2F~b1vP*MfFe1iQbFWZg?N{*H2(lH7WSYBS%4oX%`+_d7&R+T5Ft{kOMNH> zVnd%=0CRk~2d||y5r-#%S#1`e%w}WwRfU%RPnG^qD>Bh|l~c(AnDRyk9ZgUc_Y%Ke z1xU~ZVUlw|tXK&lIbM|%rd0WJfNFT3Cj{UMwpJ$`^`I(AyDTw< zJXKYJ6;G`JVT3Sjl0d6zGQ>09s>n?+MCY7!prT1GOPmgdqr_w8R2inUZU8e0WdN0jOLJnKJey^ z(L?jQU{wkANL2pp?!{!@rqS5D*QlVQ8~|`D9raznG;6dDwV5sajUZs;t!7ctNhE4~ zr#$-7i`!dx*`;7{T-mv1JBK*+tZ=ekO(POYj?@9tKZuY%*#2+x^sKv|5ni;oi-G=q zs)}0#-Lrxzk-;meBxKM8{{Y%|6E}&sZAmM*ubf-BQeBG zymMU5?dwN{gcF|h0lFogMl8%|6ZvEnJB?yRb9d$QAtd$bL~>4zjP6tFCxvI6b!5=PpqUH&%7)V!&07IzUx6FWn?N5e#mN}50r8)#)e6W>e?QR?A z90Ax;xUN1qiTc#5G@1L@s4eXsj^cj`x8%nWm9k#0FYSb{@OhAbVQ|nz^78aK2wG)Bd)s(o3Ke>z#N&v!(NWGCmx5|Ah zRvj5Q^P4SJA5l_pr;n{sn^r(h)&vRw+=|M=*>V>x>sFHLDESz!4YkDt<*`)f)~0mA zHt$SvK@9X6H8^rX;}w%}uf-n7|8I2~viycb~L zftqr}%kzvH#FJEk90?x-(xR7JvjZYtorM5&o5}hLVch=!GGqX2nL66ap>2j(`qgQ5 zO+jNLctKTgJ9G!;B;aGMQ8(6Br~P-$?OZ9;rEK|(SRZ<+=9N2;XEa<6yHM72+x7b` z)tcTbTdQ#A0dv+hbW_&8jI_16ms>CYMw4PsRTL@J*Y|Iy;R|;pdDSQ@Kc-!vwZ#AI_a>}d z>Zeds4Z{gxVagm1KA>i%&1}q_C^vf_$uQNTl4-3jtz-@|3O08SsIL3LT79ORw;Gb2 z@suQvgm>%Be*64L{f|FqpNdB2>%@K+STE&P3v(64%CIeyyK2g+c{$`)#-1ks0D^H} z=vKF_@Xud@NMzhn*6mp^y+HF?Mklc33eq#~b59S}C+21C)s^m`uBfSlxDHMZbDY-o z+h5qr9sQim1n?;1iUn4GBfIj>{*N+fL}Nv;k{%y>WUuQlOQ z-L9)VQ|EbX9jDOapVqzizzWtHdo{xOYSLs6_HYJk(xkOMcNsTkdSr6EdXgL;C>_GN zJq}~3c=J`9kM&S8srLL%?49EsPUGd5Q?j|YANJPQfnPl|vo+#RDCSu{VeE5WvHMK_0K|v( zP15x1V}q?;K!fP;IV1G0x?N6aTiUDlKD++_f?4k?O7M1 zD83imq$#z$mn0M1rD8MSjX{65b*aom=1CiI_RVviBD_ryh&19^zU$-ZU9W_T%QfeD z49=pxlR)qWh+v;t@iaMBQU*_adSX=QSf-6)0 z5sfhTlJ)H*D`w@k@Nw7cOuH6|sSPD&EO|Y|;?^BdJ9EDu;;+qz&rP{+F(aCEBb?o;p`e;j6Q3S|T^81OxOH%&wtvZ+$h3 zLfP{^@^g|v#Q-;0YmG&Jv+W@&#{r1xgT;2!9WrkQripH#Pi#WB zOz^m^Zwg1I+G&?k->@>M;g7Jd55B#G>UXVgDJWfzdHPTXVSnN%EHrPkT3cuA;BIfA zu3t~qUtfil$yIKk*D#HHb!#=eYvwDT%v9P-N|TFgQRT27Fh0V7JwHo(OH#JCR^Dg# zNvc}y{pP19m9xsUhmLC08k`eEi74GN9tf^iQoXpjo?A%{*lOyMiFYx=5^+$=Zqv!;DB(J0uYng8jrQgt#%fqEppI!4 zA+WarzOb?*$xsy z30kW6M&eN8I78mO7sAj!ttf^i=rU*mORG5an@D0=&C7 zbhdB`#70e4)^7Csk`#qiMe1k+%B_CVZL)wVh;n^RZ)sm>l%bGhwL(N{lYO1OQh4L2 zts85IZQ)6R?kYzapbZ;={hZ4=<;OTZtCl*eUdtn-nE9)FQj+sgnE;1qa0O#Fg>i2u z`aC7nj-%GI1EkV!KHGH#y}WzGOP6EqUEZG)S+iXS01{ho6^-D1DtPVgS>hr>7%g9W zI2`?(&M7f)06x7a120tZ1)iq!*gKd1M8ePJqyK z9d*67m#1mz1mk--$4)wZ4RqSi!ygP^cxA4%tBv}T$GIXL0{G54k6QDMUVFVaOD}r~ z`LZJ?pg8(_)^~z@S#zez_S^R|!3pyM6M%8sr2uxG82B@+=-wOD{86mJ!drNxAZ1Pp zfJb`y?kjoZyOwq3rE<+*Xy|?~*StxkYT=*|=@;ne0bp^F)Nm`wd^hmUSIj=3K7R?RLv#k+MA2ad~%o@Wq|am8==H4M$Cdtak`sCoAA z!5#0G72lj^xfKi+wt9hNyNQ0$aJfV2nyV6cr0pfu>`Kj^o3mY9);fKR4I+#&83(^g zn%~3iVXaRc-_E!tPZ;aPPplXuw0lqn^#=yFInErZF7n&*xZqYg-d;s;%>tKvb6rBZ z+SuV^%Z@Wmw2B*NGZo7^(qK1Af=yA^?XR$R70_O2&{{@b%1^zb!bOXY1v8w(5lw4xmn0KXN+U)kk0ez;wnuq#9%%sRFsBo+<&cs< z;;!D5NrOhbpGw(?#4Urc0gV82QbgiFu7&Vxv5selPFT=w!2Xn)Y=3CD^5X%Q9G}9g z>oY+Fq69xSdQb)fSVcQDk`hVe)4s_ZeR>Wm+Opx5deh|CAUpVAC<84c0&gwP2c=w) zsuYb^lUcuLRgqm=z+~R7^5EvIZTm`^lB4`9W=QgaJ=o|4d(c)#<~8TdQOM4}cDrO${s41WUL)1y(fm1gKSqu+ zichIp>0yg}p+|p|{y7!n9~WpHdbjNh;aj9nJ5)%_T#?UT`{uk$#ecQehICtkEUx_Wy}&(x?~3$( zs?U~rg%#BOH@fj=nQ4J@DMlw80!Q+$XH)V0vJIBFlxOb_Kc#*&YX1PXUa56@@>-@* zjslQBs#gK8{?$JaHAosA76yc#H!k1)BDz)=$nz>@^jA~%=I7#6mZ`fSu>Ks6{wBE{ zQ{(25ro_imxl48(i)Z;Qei2-JLiowz1|sKDcog>mKcK8x{4e7jRfL+A{F0N&Vi){t zb%aZE$DVTE!xnzHc$@aK@NJdEu%*yqJA%jm0A#Nh@ki~S;nN3`r*4{I=t%x?*TGPH zE{wz^xtz-9zH$7Tw`}|mrCP)g#3gTDbNuU7hl=QNOEj+bRy}jXzqSvEbtYSFGA}RJ z7$^S#Mc0~N{B`)TsF!Ui3Wwu!d4JVwQpZEnEplRkayt@F^Q{YQAIxT%Kt%M-YN;i% zJlW8Ytd07}4WdLvtOBmoB6L266}g0A9P6v=79Iu+{r$5m1F* zJxy1!XE)c~&p))$BWVd^xciJ&hxRDx)95R-`znK#!1`49QH2Tzy=buL;+8f{#j~(a zEn(ZafbUjCjA#UVKX?y8(zL=w8*f(mslrx?y>s8aYwTiU^{IC#M{Y7!XzE6YO28@F zt5@1goch&rHj)nj)AlQ|A6b!{EvF8Dhy%f^P{bn)zlXnq9>c1zaZto@p7Fljv$TQb(ZgPgQL4Xt1ut zV0bIV8Of)8{PqHoK*tqiSqRP$7CeDT6lZo@?;e!k2i_w-l!UVmy(k$u0UID-RcRbZ za56U&XOBLJwwa4IhRb5}Br#&eFe$KZUuD6sxzW-Pekr78g2cn769 zP>i=zPIH`5VEK`j0ZOOhY9&M@0C_br3yhv|%|ggd3XarRMX??@?@+SU zhJYhw`NJM*fp-k&2Bv-vK+OU?551oB0TPBIAaFa>ic2m*<1~a3)4f>83xyoe0~GKD zBLGxposKx`OeABa05Fll(>8N}GAZhrC5goVWpf5YdIiLtte|S$(-lZWBj!jI_stk?+sCQ)hP{61* ziAg+e=~mGILP_LM(4&0klTspryH}ctY-pcA+q`7)PwB|*P00sf=9C`Qk!3weVVc~D zI6c2Au=Yb#@J6Aew=CA|2jz-e*wT2^0rPMTCYduss4bB>S(K?2oR)^Lc6Vpy)Em4j z@iH`-yr7pM8|miY{{Slcs>bRo=%bbZJhCzzclklhe4qP8Xd^`NJlc{WNuF{6#|H(D zMSTt6JzCdM@FtBcFPRny(o_D|mbAIFmeS^i30QRsrKIQbuH#9W)>6RmImKP^<&XR%KMpn9N5dGRc@%%NsBwy} zTeFdBj>kyUE%k2=Sn9TQ;-0b$c;%NdEiC`TkY&5t*7WVmLMDGu%w- z!CitrpjK_urK4|%;f+_eyp$*}+lsd|aopk0){#Z~WQO`7EbW3lYce)P)Ek_wSV-Y? z@`GW$s*>6~Y~-FO17=k7lPS$uwYMP~%oP@vf!ks2T`ZR4cu+XS0qqVxTN5jiyjI4U zEzB|qnTn2_)|-S@KP~{QwkCEvcu;AwIg!+@sf`-yQVux=pjjol1i1NoX0OK@y_|7w z!0t_A>hg#q5n8rSwHGqJrrcA-7zRe^#ai7Q${sV773OfsI__y?IR~MxqQg*)w%ddA zdQ{w3IwX#96Wr~{Ue$-G-kH<}gpIY(THm~HcITmJxP7x4X!xBzuE z&qt^Iq@jx{M<+F*c#Q@fh*0k;F%q|;>rB9m|yfI82% ztU&^tXQf&4Be{gL9LhP#t|~@(E(EGh)#+F5_1PhpWWyqWA-sEtSj8@UvU#Ui%+Wua z8*RzOZM<=6c#;eiURYNzbvd@W*o*RJni<efzP&ST4tD}vS_Yi}?p`3d5*l%q)% z$m110vjg11vSZ~n>e1+9BhA7YGT7p=u8|jZ(amm5WVVpPM-`WMBI9a~YubxA`k3Y^ z7-WnARf_@g^{qljly@F$DagnGel?-I3%0omSd7$HN<7Wj#%eg`bR%ydQ=Ff?PIFek zivZA%gYGFnI5io{WS;c_xz*X-86etf{j&K|2Y!{v+DgHOe(iNoPK<$AWLJGDT^?mv zS)FRzwBbxFFyF0Lw~pa2UeNNJPDN{J$i6~6ZMcv)^r{OiaO%aR<8V0qYqaAqE-htQ zhyx2s7^;=V4mhr#P_#z**n(T270lfsM%o8B;)5g6ei6Bc#Xf8B5eszmDr>J#8R)v# zh;>aHQgIsjvLdk^2zuv!9z(I`nkC&k#!w$j;=Bi3noD04>d~=2V%7VOdN5+o>ytYwzrpRp(w#k6?`I|j!jQAh%akRKo zNz|CMYQqJa_(lQkUs~#VkB7WbqR*y=O_#AY)gRww;QqDAjH4OT=7|uL<0~`s#7x%- z91r(F!1`6oyJ(gLL|*k_hZLTEwOD_bLTn^ohWiu{^Jo-JEAe@ag1D)|Y+~ z@Sno{3&FZFEO!o(hgAnSSeiCG^ya@ZwapOR!wvSCAKGKGP-W*IbQ9`pIIEM+e&%>5 z;TOPPiyjuywNYg69sRshZAY1QIYn$1;1V;)ug%}u+u%N_@MFfXTv*1^=o+yvZ#W>T zl4K%07C0adrnbLhUyPccg=U|^UL%yXg!e5yrsmpFu!xC}ynq3~C!go~YwTfaB#zzdL&m-y@coB~=CJs8aP#SqD2=7d z0VIPVm@AS%AOZ$WaP~e0ynRI9YEo_);ZGRJ_1*R2xDK;7O-YO&A|6iQE75fAI^GL- z=hPPmIode=Yi{4dcTqs|!-C7eQPcUFJRBzj>oQeW5hRleyErB zY$J{p3Kt%|&3!fTqv7OId^yoPZ)b95n(W(|M_yhwkdQORI#s2u9@)y{{U2)TYGB{HeKH?4s+X# z3i?aoufiXRe-c5T#4#NkMsc)AN;5VmZV4LnoZMHrJi*aba( zGFrX96)38J02E*WUS({;brr0AeqF-UD86axe7m83#~%dr_KNFS(m%E@Pz=pHlMIpH zYRQWC?+y3|!X6Na!{N;`D$&%o@YJa zj*wb*Gg0ox6yS3}4x)-0+ux3a&hTQ#!gn01Nl$` z_W{K(9cnxgKm^bO$y!ixQGt_+e!vGNfE~Jx)Xm71UR#}*IL!b}xbnt={lMrdn%()2 z<*MU7s!9CVP&Z8RiU6{#U#Ch*Frzu8ia7*%HBw>l(1WECm6b*hAy$<0j?Y#1l4 zMKUl1sh|o?ETT+y6q89IUzD7hwG3g~2A?{r@T68?bJu@t^7h4+CZMy1@PDo(XSH(Gy)Q$^%>YwKq);k%jzJzH>sCSjAxKyQngGj$-EJyDtp#GI=M=3V10%ge?6}Ty zO$DOJV0pzuIwu74QLLXX2Nc%#=7E87qX;S>TsH3X{yH8_C_>y0C;}2+spQmb#ha5> z@q_Zy8KYD4o&^9wkDoZHxyJ()43fp3FlraR34o(C0dLDK){iZFoK{?ymlFNcih#>; zkC@N~v1pJSwN&%d18Ln^pFb>3K`)*LQ1MxTr9Ps_3Zbe3>f%l@f@+w~H%NJ@mDupV zH73BVC!XXihm6%}Em%2Vaw|npmOH6LGO*6t#qMn#j8=wirMBQyt8NlCE-+1QL2VkV zOLq7jg*Niyz@UvA=j}+N5$)W75a%^CR&Q?Gn*my(mPyVMF;}3nyP1&Aa=280^KP71SbIq6Fk(|Nyp zDo;;Jtp|r>wmVqv6{Na+V*_;nXsLzp9Opf%&gc<#N7p?n7!?p~7&z}rVvShIj9 zA(#it>rgGy7RUtFwZDch=fRzXWAOg~8t85OHE9HYzWL2pD;F|2tXNhkZ^O4 zO3#y4z`}}VCAf5rG82-3pIWrW3w{$Au3~Lob{i3JeREV&d-)%8F(R(ub?WSU}_jGlcd7BHYH3cVZzrg|Cx#Ze(s zm)LzNNhNm3#MYG7<3B0Ms?Tq=GmM%5r7pmj9et{g?=zJg)#r(0{o}VD)d0P;Q^s75 z*r0|&BDy~^9!!aDMMf0IaVuAJuH+>d$_OxEw;0|0vQK-_fH2~G0>^X}3fSQ6`D&aAZKpkl2G!Zpv=fR#{M?s2T?I&lZgP$=@~eKg6%u+u=9Gd%v~oHqQjdIr0lAW-QH<^C-zI zYu?R;)J(;IBez~_Ci_m3SpNWYhBxXCGoP(vu{J+4JZt+HYJM2KH=YBQOUMMH_eWx| zOcT}RK9%#&h#OV##;ZP;b!^ZZb}Dk*^&=Tv`d94qx@@wft#BC_DZt?J0q>gl&*JC7 zn|~9RB}KfM-MGfg#FBf1U9|BMM~95S`%AQZB>p3_lFI7hR`S|7pB(#DF9vHdL!#W? zBLLINa8F*9vEuK7+NPK;B5TDP|P;G=|`XU#RC`-SjdLYKpz5A?qb+#S!P!yT^gUn(_E>0Gz%BjO7$4E#2~ znpVuyMI>>iNXr=89DsY*p?FWk`g0;_hXUxFxCgl$n)#dd%AanLVQIMh%pY&I*A618AF%71kDkKUW7+pWfuT4A)rpn>cKB*p}^Ign(I zo|WaD$2WUyx9M>bj!}!`^U!frekOgYABL#52ltEuNrBm;Ij!9(C6RA_(0)Zzw4OVP z;C?M?5?Xi?-V1S-o^)2{whd&^A18QzOWh7Ti-;ogcQY|9&m-$xpNPC`u4^*1UpRqD zEUIuYE7J7mibR&&07k|qgIukuX|86r^6+FN5^_44#>Un;JsZXmeVo~wJVFWm;U_=J zsmZEov0XHq!k)b5y&qK2^o<8clHO!eTyInJXBFYsma|>UCG1FilpJtqv8B$Tb=hwc zK&iSui^;C9OTD(9IKYfET8hH=80tT%)BA{quRY9;NRP7R`wVCiLf$0wT0rp3Tf7IneAW9m5D9~ zY}Ax-nti>yTn{JxV|x46<-46a`D}M!N_QI1wy<;`YEPGEB!Sb2_ z>h%EV#z+{I=tXB+8@VSCBa}|3nyUt{Zv;;j$u8&l*EI#j*Y>9Exj>Tn5qn^^GF(HNgiLB2Hsj(d)^&0Wu{Bcfd}2)uFLfISYvD+`kM1x!Hmn#R{H zZLP5O=gem~s}{GvX0b$*9!cSiV9Rl4*CJ(?F{VhM&L$dK+~!lTs^h(LR@R2%NAkW_ z8Roqz`&WkQ)gn~^pM#3z*{!VRFh%l{#(uOK7Hpnhv&b$Rk;00}msIkf$N<Fu;w z8sXcdc>A<3hoie<(6$gBhJZM&KI-&0*_iJ_J*(1meKOK$1;xvSDt_s%OHZ&_HNWie zPQutNUEa6hTfGu7awXo5aG>IVAiUI76pJymfsEHWo-4kwk)n|Kfb;_$aZ<>V+1a(s z_yv@n)yP{#admf*9^mBT6__5w;olVM6Gmi*T9_;+3LF0#^FP7Fc!GXc|@ z<22hHSyiG$!YIbk{OhgKd{F)$PqBluCl11ZH++9_r|4P{(rrMvx@N(Y^&D4;>6)C| zg590LI#%C`FPirCrG)v2{{S{kb5^iRa?gbOzLWvcE!Exi+S;zz)%mS0N$fOMg=78f z!;@THs~GMatCK46iq+oJ541K(QOIfl?Jac{x{ND~2kS+as+QWkFJDGwg40X^cJb%JzL^T&_!b+N2lB4_?Moexy^VkqoG;a>sPu> zz$o^TIvjJIj8s*NZyM{K9F1=*BtBi`&DVx}IyCJj&*YVULNStd;FFPGJNO^MQeJqi zUQj|?eEazR78%Wb7oux6T5a63++B&`x62sV9^REK(kFuJI<3Wp<*jw^m$xB8^X#A|FwRvj=aitzKrVI{#wGD`X5y;7T2 z)fRcu2nY^H&*4tvI!_TlhrU^!=qsQA<2;)4$uIs=@D0%(HyY-(81B~l?Dqh(OM}+B z8$CNwzOoj{2~i(8&sx;yELg>Rc(Xid@}S&L6>`T+H_UEjkRl=Ean3!eO%GW*O3w}S zC31ue^*@z%9ubqnu{`&BuGW=_*oQdh+L#=z{osHkmhHG93+d9SU9Z|KWSu|Oxa9ps zH^utKohGF5X%TFM9CtnOny9wguCE%{*nFWtEO0)Vpyxd0EirQHhb*L==QZdW6dHko zNoOP=1dn=T9uuEMpLV2j4_xt|)}O5Sg4WL7OIvmTjDP{@`cgU!T~_Kl>B^|$J~*yL zmUb`YjzKjfS5oE7V_;*RYU*A>5sD^U^{qg}dG3=DobNug_IuG7-uXD_J65dLFCvLh z?ObG&T6%VsE&Rn|A1Gc;08rAk8?7=1loG`8S(2NrLhtPhkTa5Nuzfxu{*3XE#P!8i zp3X~4Mv4=bCV(^T%0|9hNw|)r)oZ2=^D7dfs~cJ3%E+fJ^Ak#+y@a7X@jwtd2@1L% z2U>KC5W@qKYDBk{r4bLhM{2Vkmp#+@WCV#hB+vx~k+zaK6}zTbLn8UX!oQ_wrM0|L zd0_Nx6IX6Z!ip`v@}5m#1&f^5pfZxtAk9|I_$_ zF9>S44Vh+RxSr$uYhFJA*?gkmH?ix+f316bIvn#6I8CcsR-PV-n1|{;tL;zcZ*Hu4 zC69r0yD3DnrWew?8yybH5&n-C%4@uf!;%YtvwZQ^snAhec|!?Hl1DGrEYCa|HraF8 zx{vZ}WNGtCs~V_O9S^VTUVyq>YN9@*_rc<=L8e5b%aG?CD`iGZnPX2nlS!Y-0x^^6 z{!Lu7(dA{`G+}?w*1O|l6l@C|ucb-$G-u~KJu8108HKqNN zY>AZX@0#is);Q(`S91H+{g4LX1!|~y98VVCQ|@yG`pk&VnGA8CER32hp)1Rr)PhDi2BlZ$Xsr|x%{sDTc?FJCf(;uO z3}A86oF&6ycm|r%ZaY_>dcISg)O}dhjwuFZ86uq0g+QzFgG_Z8$T{s%2HJS%)}JYi zq)M%fl{ug@9-NwuKx55F7!H(jf|qfb6lWc?PsRr0+L1^sa(Ja-^B@isVE+Jj1Fn11K2k?|b_d=(8aY{)v>rmQ-5IB^%sS$u$OEk? z#tA%9uzNw_0j9dL^r2rPaNtl|b777Fq-)NGZSCpJND~~X#%YLfS-o7i|{c458{OSy@ZYUmcXC@ zFx#~8O&@pV;+!I8VgdYV;Y#t>-lj`KMY!mlW5!2XT3 zWr1uVY;(9)TDXr?f_|G$D_N7}V8@ZoV%)~X%$)T};-YDFUbFlvajeH02vsk$Bcf>iY zCiw;IhTXyc0BOLkI(kmW&@bNMr4_ofU#a(2hCHj;H#ShI{&nbjWx8J5PiW^cTml$- zFvWSzu=1|eKJbuZKEW&~d>hb6xQiu0Rh$&h2_Zh8Fcv+zyamiO`* zKab@D>T_OwU5|eU@uSpZfzlr-&QC!^5}4*p4na}*8oog>sq5=hSRLey3=nI>mgn13 z-2B1+0D^*Okm>$E()?8fWm@-7Soaf>WLA-nA6o0a1nP^ecwbMnjOWR+Qs3{Ys5~EY zUa$Ld_%-}N@Osn5$h+s!E{B=RD<}Kq2pG+NAb)00rfWBPJiqI0XK3600@y#wyqRu$bfwJ{YR3@r@U4+c3o1Kh zt4%CCxC;Z#QhQb_y$2oY4TlNhMhB-gVcfHI;j1P=^Lb@?tJbndB#8`z7@!WrMzUDg zJDyEx-AF@V916}$wM9Edaqsl1Q{IUbBMcn+{cAIv(DUL7>TXDqgoDT#myQGfM*Mg9M+;=86;QSJ?OrXZV;?vITQtsF5dM+GUJ-qx4!!- z?o4lPmCng&HMH-!c{OU%J?;Y^m{UVGq`GUT%!i7MqCVrE52aNgmnsGbtqU7hk{J|( zg&7rKXGXFxcv~bMl{#8Bzs^{fDD^+!aGLZQIo-x!K)VuB+o4W07#lIJh3HtDo{poUhA5PYK4a-n zw5h4bCdaW0tie4rLp0CX7kscg%wj&|IHcQx%)|LdM=G`q?U!45j;`i9~kP(s^6g_%V<#wfq=xE@VL%vnfQM9x;@R>YVbTdeCperp5%;l!RcQ` z{5psBm-w!N??(7%KBH-sUpvpVj2z(S5)}2XtaKmP+v9JJZGO$-sN(Qli~aaPx4C|B z2^%CMI48IqR(kYCiw#m+Bl7xt%^urZOVqyst)vo0LY}B{2mb(Gx?N-9RK6fT@mA|m zzsrFeMi=Gi1|wd*tM-4xAMj6Kh1yJUKEJ3I(k;Nn^rm@mp$7*o?iy&H~uld`zM59Yq>U(6b+*z90J68 z*T3kWvKQ?E;>S<2_(iOuE&l)?6Wqpt4_p_|e@gxRjynxDFl_Ckh<4fls?%ysAi=;M zl^(+To|JHqN91RNKj59;60hZq_}|4bX_kYQw}vH~Bhz@48v27r{fhnx_+TpQHm6pZ zFmlf_56DVIeP?^B5DJ0QxHZOJT*>peIW1JM@ka2W2=q9MABKMk{4h}HULA@jQG@%* zTmJw;Cam4Vq{aKV>{bOGHk#0NmPFj(j(w_lY$2Be1D@u!P>MI@U5-!5x4DuyT?@pc zpg64u@ZFutti?{{`=FCuMZSR%a(Cz2y8C?#A~FU51A|40bQWIc3vtE&* zcxGE5j_=dA`8CtQ0g5mkfh$**Wl%6Ev+e}(!VqIT)udiJ)fJqR!s4bfI}R&wE^NWlo!Wr)Bz^&tAS9nw_0+N zMo6X{KON``13AYOfU)aL+Rg2Xc##xgxuA9xvR4?WSyzC1(;o2wz*>OZ7CBB01tQvz z2Ru_5k$N>#l1Uuk(*l4vpk<*t?!n}G)KXotH}1I=2~+8sa@*&taokV@KWdqe2CK^? zonMhx3>ab%Q#^)#4FFbFRyYHbOXM**ZUtSA*hTlbqj)WVI#2~-g%==ZnY6LV&MNt1 z)AXpoY>=ZSfGL&QIq6Q_8h`-KYWTKxk27N)m0h6-Pm-0G6q*H;{KJZKBEYzeROTCw z=K_$$fsNeI1u|6z>~3nL_gBXuBf#xiGO{i+NMy?Vy}fD~w01fF0J7>+QSJ} zHe1rU#=LirBPOFlhvzMWMZnUZQI)>wAXRU)mP{A?>XXXs+W_5Bm^YtB9jP`3fC}Ro z=9+x97$Y?jB+5R1F;X3Xr?XljGxA@ln7+I zNQUFV_NuYY^04cQ(p^4D&Q&w@t7Ax<{o}M%*bKf$KmZ;1rZ%Ypjji($>06`2(94fC z&(oT}7KvqQKX#vvXs{fDU0mG}3#_vkaRP#d?W1p=T19nMlVE{x&HASzsJ1iW2 zRhi`g!<=G<{{VZf06{&?+>#U$VNY6!T9?B!a6M}3+s0TvGTyaemcSjQCraMv0;eEVV`pY!Wjw>lg}1{jtjzyAQPy&CA9%d~YIfn06M zT(ph1f=?83fyPhaPY%l*klowwXU<7>@A%g~d>i2MRgHr0jDowI_OC;e!}rAb&n^{) zPapkysQwyXmE?Wc=N&k#xlVb)=Lau`d_O#`_Nyg*!>&$i%XKf=*Woqyifz1aCXX{~ zmQ1g2D7cs^6g$`C-M5DIucKQ}vbTwtrhgMuOtL#FBwP-rt|`UcGY3j7S)+r~w2fB6 z^X;>_R}ybh2si+OGm7$m+6sL~SN_hwye37FxRP8&O!<6u{R`!znF z;dq}fcnAB8GhLqD^)mXpwUPOT-XYLZB(RF$#5nuP!#|j&tln&Fno0Xat_M6~zf62b z@Q=ZsBef}gXAbZVHlb6I-zr6XjpNVRXH`X>`@mi!F-nL^*_agMj@#Mksa)rl8pq7` zYkzsHh%aO?EM)w=eB6xJ1M%BTyj=#_teDJ+G-Qqd=+$a}h5rDwUXS8gE;XMF-cM^2 z5VJ?+6)Fx%1zXy@7xsYhp1-8tTKH#Dw35t7B78}l?j^C4kLy*;VChK?@V%;sZ#emE z=t0lZ>shuseukHF#`6?$Avq)8>t1D~c%m~fOSkgoi-Iey`%a%UW_a0mNysG9}eH8^GrVt6y8Dq27N}v9&*dZ6VcHP?l|wJ{zVf+pM&^x4p1A#{l!&@Tjy|rSUz05tnv(;LAl~Npzd8n>!G@E-F zZXzShJOR3~t?uQD%jAn`Ba$mKLWEEUq?WjlF@V z+v%%waAkqG2a#GCoSnstaB9*UnNOBiBkNjv6cOBO2$x{_S&S`fC=Wpj$d)~B<#ne1#2?qp0H4&t(`wCOb%Ba#V& z6eHyap0xxSitbB$l`7zzXE~q>iJ?h*2bE`pBbF!7RV^38_ZG9rVUu)kV4$9)@(7cCOLaiEb54Yh}X7Rsu#WwxYImu4~OSqe9z+i zXaged#jbSqy@PNO923&H%avF;E^^&Xd#16Z+u7-_rHF82$#&16uMNDK88sgw-7ur^ z??4>|tQPRvr0V;NkJh-UZQcupa&QSb0=kQ98E%;@VQ-m0AXdhorUtlcYq$$e#DIGa zaX=URH4_~*uFI(WBbvN6qv#)N58UXtChUu&+Bu(zwWOtu-^Y zL;jGYg*`ne18OPD-!i1U5J?qM^8KwODHD~>c&&R~7}{H#xkg((YnIj6$#j#(grfp8 z??4dQ%{SVb;addrpL1QUyz$E#8{5t0&UX4&1Qnp37>VV`&3AA`qFOv6>N4koNczwM zc(G%a-ZqDn3OF6>fVGA~!r~c9ZOKeqlex&IYr^_DBFRoOVq#Ww#HTIr`8B zt)Ge$O^K1;bC7wgNvHnOf$k)e%V#;qt#b{!OQ~59utuwKSzg|L`4?gX-~RyDKpMJo z?sAj1Fb(76Innxwo-=|H=>Z;ojneJh%|xU;aHdkx>| zJD4|rZ|6WAHKN{WFs;l}49YOyLs@rvg_KfxXg4&VhR3P;R5y~5X#{H_z)}8s*9^}* zmj)=lV5cYingHvyj}u;LcG1{Ea%4b0fY%gtE9NA#ZY|UgYHp(|-nRESW#a?TRedSo zkAI%uycyuo2JB055Q2MCvUzd49{p?AKeTjlq$QoyS--hmtB&ma3iBIvn&l#!J7Zs% zX0KUGFZTVF^n)>4Ivk%>Y}8l^ejxCT=ZBgdLsUjYJY?gNJ8@U7JYT1qSnX}2^5hHK zzvo`F@jt{@{{Rtm*sQD~R=2l1iBdTvSI$;){{Um^A7Z_aCIQlKkV6MtarX7I>8eQCr!Zh{i@Z?_5ob<&FKx+*yYN z(gI6JnI$q@Ap<*!HMOSr&r;EKb2gsfDCGC=Ox7k#xTA{LZSy!d`h6>%O%_{V?!P;G z)}U*6x5al}Cb%<5{{VDjZy5en$wv}MRpngo_xAeL`LxU78HmPH%=x>0DbeZo7S`e| znPbLrKpUD)ksZ`>`Qry~$;}|}`a>a#FZGADYIt@DB9UHZARxs|W@&YT&7Uth{b&O0 zS`?>Ab-O^HEWQdLCYHZ4judh9rO@n)O{{RnavM zhO)-X95-;UmW}|+9i-3)%=dGlx_Di3G1v60d$^X^e(aB!=M|`s$adUI$;T$BI$T`J zW{M_wqB$oA9e$Jn=spn8VUpc7Nx)o>#xC$MV<($+k& zBk-%Yx@X$LlXN0X-~uQE&-J+NEoO}ne3BfJJ?WZ|wY9K}#<)Bjlh=yh@g1F_+NHc? zGbS=X_p9D3(qMzY);DR%J3v0UTF4JR({9|W1Ut8JNfok&Y_=Gh$J5#E$aZcs(z+X= zwHD?+H*;Enu`S)QS}Ym)x>0Dhi36)P3vz3kjegW5b~z|2S2DqCy@C0-6aZY@LbHo_ z&h{szZeA+QWVrb@isUTp+)OT{IV^at%Iak?M+|svoZs1;&V#!DO@#Nxj}{u1b) z*?$l1*!;3xs<1xWMSM4<=@V)?g{_=Rm6B9kk8%xuhuV2oT2_~($MP7hVvhs49!E901O7kDF)*`B$EJ>VNIOi+VE7 z1c#Pd6Fp%E`3SBCj&z!>Gn)|F9$?#6RU?qgni(i~TCd7}zKjP|P0 zhLeynig_Ek9A>1AcAQbL2oUqfN=&Zc#CNB#Ac{f&`q6Qc7F_NEm{^v`=~0uk@zc_r zK?8B!77INI9> zdYF?OL4AAE6rIO^H6pe_2a!RvWzmSaI3VynDVtfdgU?)3lx-vqb5f6|G>hj$RZMHo zKGX&!aya&<=QIpsfr`42!0^JQLz~wsAnOFdGnr_m#$m>A4Ste*0>?r}wDfgi0 z_=cA6OS_IfT8FPr)h;kI=|Rsai?Mff`qPNX;BYCqBb-uzPhKcG2o)rhlBWO~P&WWr z42rVkBK+M2Ro>3qhA=%S0o@N6%`2|)ymk80{J6lQpevfp%&&|dYFNs!ExU!Njs$?7 zhNhC$9|Rqs_Vu6$%f{Tt+L{$eJBD*sKXVj*P~g)rcO9dO0EEV;fyGFmF9VP%0xoh+ zJ*oTwgFq0-26|$kA9yY^S4hr#Q3A6QXCJub3hX*QO`qA z89#Y~IVP7oa>aXQqe!KbY=f^_%wwM+s#OitoYR;9GJ4V{&Ua_pgK|~l7(FQnIm({2 zbQo^5q<#i~5pZ9gl-GP@^a77Fe$!qU^6zBT_Wkr2 zKlj3`uC*0d|RH_fMA$f~`<1y$qN9MR--Ew9`4K8XxbL*oY+CbsmugAAza z)UY|MMUNwFr-EwrqwSc+yo6G~*A+~Jf>nzKIgi@Hq4@mGeed};9K#l8%_8{@pvuNpk_i3}xEzrB77{1(2G z!QU0N9}Qo~VVW7_w^NK~WT7$B+P|Rd3zW3F-dE&gD9U)qJRj1(1pfePKMT+B_x6{) zzleD@)7<^BPi?O|k_Y8nkK;a<3i+cbpQoC1lD)JmaJln9jGtZMTlrVxH^&VU=fZy( zyg_SoAD12F)YmZ_e+;uRU*%t~-wQRN;$H<@>bzl97&o|$eTS`lS^IQ&QW@Jq@x{Df zJ8ZU;;jxV~kfL zM?qTR60?RPlkC1ziF3Q!uE`O&B(cUiRM5oJNVfK)b9Xd0TbE#0k^caX8SH+QN*_P% zq{wlXpNL<;>2@XgJY%o1ux=Z*}Xqp0T}t$eldH^KfT@dmp7 zBeb#et=N)4Dga!Q>sUwPDw{YhF76p&EWFFwx)?KXHr%M(y~T1?z7^K|!q(9cQ?++G zEu{97ZPep2u^r8In;g!q0kgSTqFvk9p{iEbHjgWR=;B#A^9S*l*aK9)t2P-vvMQ8SMpsrYVtXMSts?wf}IIizqy|;TID}ZEP z1#@vr9Izn=liHdf$A?aqRwNu_rF7Q7+9uQUALm4qTiYgE(vsg%wzwrD>Z3JaW@;N;eE2X*92B$bh9A_0f_<2wSjO_qcWTta+%H~q@3_EjKw=zUV zK>^My)4WOH7(cMnRkD}&k*CbP`d5yLHwIZ(1!<;HZq`QgcN2lrioXN2bFs%Q(y}dG zP8K!E&2(}Fvt^!0`i{M;OOEGCv97tNi#bkZj1mXZypL3j+TAsyazQ!#>(;zB%l78G z2X^iX`y5vp;{7qKb!WL{`6VQQ^(MV)6Ec!K{#~q$pmMd(O_S7Ow%jzX_~2G#h%i+1 ziuOzq0+h$SIwx4=-BpPpvx-y&nyk^H)aY25J5&L-=N;>7?Ca!bu0>)cY90$RGS6oo^k6+Y^{;Viu8);!ROMz#q{$;lV|*O11JqT&9B3(h zp}{r0VP=K0ap(nP+IiNRqC+ZSlL!YLtJgGW(Jte*zfUnP$CrcHn$i)tr7LcH-J&wv zYB1rlbA}&{c3PXPcZnkKrMC~j)=!Ky8N4~;87!h0Nt?}I_e&bs@pa9WzlUO$CI0|P zBnV6pN5cq?^H&NY<^4K$M z`YHol_0`i{M=s>TA^B_Kv9#?Y+oN_e$8dVKM-q@!qtS!XQJ;{CZ-wF>N98WD64xoQme=@g|3-UKG8$ zLKCWzf2Cw-p)SW~6JiLGAG`plXNjcY@$X!cc(?m^P)lzN*v)-AkgFUa&pZyeJ#$|~ zcmwue{i(hv12=}e10;5bJEpk2wuczU@XW~B=cP@J)hQlSL?Hq%$fK=v+BUJEXxA}Z zOo6umtob7xj(QW?zRd8~{1U(87m9A9J~Z(xUKzI9H>yPy(-WRRG29GwJo{JHpAEm@ zlz#+#Cvca(Gu5xWS28HVyUTAFU{r&(CT#R08Sh6c=pR;n&&K}%i#{~)^~@Gh+FZ8Q zDlieq=teqMBk<JNwC@Jg*$Nw|jZ$3GBazWIa5 zmbOh1?T{PKIOuuBe#$%GRbzCjK5n(5rn;N^7%qpwS_k|Sd-iIvxogi9=h2=CfViQM8(92Ox7rjSJsu1pMZz8B`PU=Bh~`S39`HX342Q z6z8>O1-rY<4X=Qvuy60x7s`xo&qGwMZ%xdfy9I#jOeSaf5jdlm3MO}U0r;ngvNE6= zx|SRN0M`n%x|oT35{2fbg*?7`*FnxokswpMl4*i3PL(iWo@!pBiqOo5W-tv4m2Ya0 zo|&c>KzJFT29?3dlho#$xw@JQy9^E}0#Wh|5(P*I z9O9|@Wrj(|H6#JZAZHoxKogml9F8inmwSA@D&e*+a>ldnRiHRU$UW!*K_us?sc=Vn zmIz0ay}2f!3;`hbpa-eXQ<{D@^4%&DdxOnF%_EusxFn2VW~?FH3ojs6e#XGx(yR-J zqfMwXMF2hIjay?Mn3`i;#GMY}DzgJ2-ov#?6azUtaX`oYs4zTWo|RYkvPc;As}jYz zvy1`Ko4G=eKRN&yfOzJQJoXg9jBZ3)ihXE7a5{EOSOc>skQ$7&l62C3+f!I%kTIvg3nU zg@tBjIAcg~wFxW_tw*_;uudof$;Vo5_50Y(M(PKCwGQ5Kx_~4vj&V#fgWnWw0CCMh zw{f7*lW+q$;-CcXByuU_U4Lgy`Rn?Rrq=0C!q z3XP_MKfdDw(y@dZl*0~6j_2N-G-N;P8$PGs^PmYN)DV&(8@TIL{Mn>n+3nJ_lTNjS z1Dw*Tz?s^#0Tg=?dTytSiBs+hX<^)8QWhX#a6zC4Npo_*793PfIRq(eR(#Si2Wcb@ z)l{bc08v?itkQhg-JH`|$T-bch9HZalS&C@z~k#c5wZEbX~snZ=BZ7s!;GTt&!t#{ zN4%Vk%dmUYv~3-X;^6$kt4k|41D~aKkmyk;0$-Z1#id!r(E+7q7e|_A7`_iYGd*j=;j2ghXZf*OjeiQS%-JHd=GG(K zv>ISq7VyHjjR3_j+G0V*6#G{@bE?YRFIvnpO)G9K%>Z?B-vFfgR!qA3f#s)K%{?;t zG=(j(xUC>38p-7MsASY7xNKE#E;ekS;*`h9+ridaVyC>X4m8HPDN;?v@{ezJ2{CA+iTk55Xh_vlU| z9X)6Q+%d(t3}DsM1Trw#Fv7XEySOZN98(reN>lrzoKOd0{huVjZXf|t4Ib4~bh3)% zVvkmo?4EBg>4R5Bn58#dPSPLBfI0~mMzxRo=i4;cub?abiydP{YXl?rV<39en~rb> zK9zjHZhvS5`~Ltbs9#jTA13(C1ZsrUI0I9eYjk>AMa^CdMDYxwduccmm0yxfU zFudm&!J@!c7TAB7W~FFj?v-pN8K*1GkqXIGBrP;=FQOX5a z<6<(ykycD(0D6;Bl^6#VCd1mQz*Xb`G18SzbDFTxlTY$^4NMC7=Q*j?GUKNd@TxwQ zBFu_0KoyKYbQK~%n{&|n)UN5l3@O6lLiF806`B+{VsnZL#zq3u%a_Otie}k~8wXkl z<{X7{f!dN=fQM=6Rz-xreU36SPda=|H=bw_l_k(C`>|BamnSr>RGn7Y2j0;JLISWG0mImz!`>v(1Z!l5Al0H0c9o*0M~*mi~Y{{ZXI1~vY*6j5wQ z{!`w#JyXT641Xjf?C*;7Yr6$sko@SqYl_tLIOTn=xJT<*fzRlkH%&t8?Dw%1R^V}7 zg9Iq@V%;(iLyG0Cye*_fAdz~nYV09#X9wo*0(Oj+k0EP;HL6sRnB^UhAU|-w3}G`#{u1W&R8GkSSqjW z&w7^LF&Q!wmi;Io=^Iz`;SdEoF^)Yy{Z-+=5dQ#YuYw;IWLf?r_)RrwPz6>uH!zSF zIR5}sB6lXeSlt!n1`R;B3{G2|&^}bwr{-_P5BMd|!tG_`)cz6NuZHf_Go&)T#ljcl zs4pz-ft(JV1$=4qftmiN4HVlxV)3YR}hBWIGpHH`D z>m#4mx}62=psY}vn^cQ5>Nu*ksllQ8lIr>(#7q;4|-0`ZF>zTdz6}FDuC<9AM)Xl^b zTk2A7iw6T8IQmw_wyhwvdksDF44{HP52bNeH|cE{i3r}r@C9~03$;lsZtta#DTI@P zIpU?FlQC@`>r1$4H0g{igydEVYS(|;zuKCtgv_MuKaF42HMm~?02bgd-N~xg7U`(S zWn30c-;Gfxpq86Z(r4J=rMXfNs^<}Ed#}V0c#JktHlgaA~ebr2VtD^mh`O6QRY?}1?8uT z@9g1S?;Ez#4`9^oXI8t?rFf!@dBN~l`sTX7hF6v=de^$t-@ln~Gv7F;_`^@Kw|k4_ zUo{NJ2l1e1kLv9{u6&ufxR7+NS4Ys~v)3ZGyIeE6jQve}2g3gV4u8T?yS(1KbG(?-S59jl|g z)FYPOIkFYqv7cj9-p*Yz#%t?`1}RqnA8|k)Qw6NIlNTWHa!Bo7ho{&GVvThO$b%b; z`&M6uG|4WdXXnc0kESzSXNYx$lSOE(R63{1*!C0%EkNg|BBcKSgnlgxS3Ab&$l%Zisd#U~nrdkNeYxK(+0O3O zlj7|;benryFv_N8$;DgIPN6lVv&SihD4UOZ^FJBuSC<#DNh_CF+XL{RXQKFn#0{qS ze#1s!3^ElA+;k%cpsr)YSC%%~Om?<&fSY%Gxfvu^52#$+YPRt_vTlw(S3jL#UCkxh zDyhhf{{Sit&bvg_n$ADBNCd3B0r-2-cdgt?k1gCq%!lP)O64r>CbV6d+zG)R4|{Kprl2XKQq}g41lSFb*@<@U193Eq>O@#9_LgGuPWS?|v@$ zeWmCStno^+%Z6e=Bc^M{()!}hQS)YRIy3Tx>D2B9ayDZ(?34_ zKl;=Glsr=?yLbdYxWG1Q?-O#Y6EPU40`qL^q>td+J`~#cf;Fl7sFl{w^;AkERzwESzB<) zB%b53#eD4yno2P8tzRDa<}Zl;Czr(<)9kwFg9PkN#e(DjIL9n&OIi5GU`oZ^5jYg&D$k~Ye`{Gfqcv{tt;&apWRpyUoK zNVCqPBM3QP@@uowyc=rmH3WgcMdttW(PN`>g}jq8Lgrz5`3Uw_WUcQ z@OOtV{8uNGqsvHe%*1hpuD<6;&|uTs$xrl&fjH;5tjn(v&*9w-^veVGcbQJ+?s6#s zdsNdbETu5%Y%Utye)ArquX^(cC>#xvP^NOUv?jVmy z)FSx-;A0g}PSz|fE~nCNV+jnPrhiIxrQ#`#0NMvqKD3t>CjRfufkDU3R0cBWwuz{* z(^xh~f2~r~H180#=am^7M?sPPH7=$0tvYpdZ!Dp~Sc``i%Rn)-%Y?MP0a9;ep&Pegro3bJbJ4ty3tsEQC2Q@}{&5f{U~)$l=l=i|JWkptf=rgo zQs(*mjymmRe`DMV)bS%8ZH`CbO{ALVi~K?2sk#v;LVZiCe}g5A-2PN=_dk^!r09SD)tThy z0R3soV=aURqa5Y>j`eB~tIGGU)eqxxRKhRKz@#UqKP^Yp;Pe!ROq^qib{2$yot#i3 z1Op*IN>%3scBeD;r(n=y?Ia@r2V+z33I-1qRe(P+>S;@>FU{0;qQ-7r!dE%@xL;Ze zWCT)a&dN|B8-b}Kk8U&Cs04~FgBkkN(ng^{2LhhBC*Gr#nXrpM$VtHCid8>1JW@L+ z-Ogwj=sBS0p5xhuI@Be%91)ySoHrefPKW>$%*wt`Ac4(KwL@iqsfpQ&iNMZj0UrKO zr2!Sbw75M52uNYZXaTzdu1`@;atKl0n9N+`9MWK^1Rj(Cxx-@}D9VMyb)e8;^%Kn=0v0y9#SROJRUP++%1lUC6NH!$f) z2+EdTIHdtV0QRYyXiN?&Ka`F+qy#JvdXF3aQPfqe_9BzYP`igYsjv;&F+m4+2Z~O5 zP@@MXm4IAl+Ml!>Wa6W4wICxL(gILHCypvNMs9kFaKZVM)Xl&EaY4V?7y$zXX)wp7 zBNxEWYE{PsP#odqp4?Lk?Ku@b;CKg`jflYGG#NA?2k|r&4Zx=kMk$Ig+)xAXK4;W0qb` zP8Xt+&w5S3jyu$4aDKFako==)H5eNXamk}_BP=tDL}g~naX=5}J zm3-7sW3r6wdS`*BR~w`pyx>DrHnBXGcz_i8kL5!)z2BYsYC zU9O*^i>48i+O2r2!cF0i9cmsPoE1xHS#o=T#8++M&U`@ad*XX*woF8f2jP=m&iaj{klQbr zl2iabl!Rh@K#Bw5XM)fLC`c!dO7kxY>DPL^5DSC007PexrF0tRuPnFnX%{4mbCcV> zcHR_^NwSa2Np}Ir_MpIh{)?q(cFP@vdzrZ;@@s!i(k^eU)=xZnTXV?iUTNY#6-=6h zw)UTSNvk?PiS-4H2au)*AoQS_BT2kZspxHSZD!2qT=9{E_z-LK8{yx@Plfv5!@Ci>+pJTj*W`%6X2@J%lhZi*X9M$LZd&hDEg#M#{{Ya9b{bW-qK@%cMhwm{agLsp zk&#3c$J48&1iL+Lezj%3{qNL zPLh3^BeWCAtGDLfMMt%h40_cFArZdhedN${o!pufv+1Gan;`NlfJb{<=C>rAab3l~ zh{QG~-e|MsisRbq8@bxzG{FY60(n?~%^}YfYe$SkjQAzbN<+3#0T>6ZXc7xiowFzQCE&0hED_2{%j?{)n1op00##g_;5?r{dxEfXyIFVs3*1KIS zG}lRPjet6uscEBWs;wfN%0@w}cGi-@e9nip7Xxcql{}xa^+BnRjt7 zo3%~}_4TW(0ceKflis8aTPe~@r7?HxE4i`In^Bu%{_Of1;xvUCP2_jdAaw^gHS|uK zYo}k@rnB;)en#U zf<#o`uwZtq%j+FKUy4g@N)oYP>|aVmDIXK)@y4zmLGpu=KM`G+hAY^NOny>0I0qGX zUePVIjecue1pU}J$2^SH=&h~ZB@UiR9sPJUp{FwFaoRPV<))%iGDaAGI??f{5-Q5$ z=2gMS_BGM0QQJx#kQUvX=hm6xn62;ZnYv+ndsl542>H@tsCQ!k);r@R$2qQ(QHcan zk}vQcd*>sFeml#uMX-mXx5%D zi!Cg8iNWds=De6sYpCfjX**`&;^RG=755j4Y%MhphnlpLVd6xRK*yjWJc{@gHnj53 z4<%awFX>p+jhWL1xl!NzBf7BDH0@p+$J-{^4?~T(QT;2I)VzD6B+?5#)4!NkYJ_+trrG?hXkQGzKYT&6ieCnJ8&bQ1;E}Og$=?JXB^-4h=Ebz2*_#n9};zY?lW-R7T-I z`I{6FX&aB1E7F)Q3FvDfu46m~;+`(mdFw%17ut3_6H#vu_k~fG<)j(LDzZx>5(&Yk zm}qS$mfUBWuOyLl+&HY@8GdGNY7zk?ng?S??Qut(4b@oQNXT}K8qaw`XK1Sb0BC0z zsJO(q23FlHpM^)|+YglW6$H?bH*V|Nq7lisI`S(exE6|(kOp%#Fuy86~SYQeZ4&5qf+BM{Lpb29bPzmO& zDFL`7)CI#3K%f^qEoe=P1(lnTP4hrF&w5Ra039<;#?zBlg2ar+J#s0sO4!E&oDrQ) z1y&0=YzWWP(-nzu@+McBc2Xq;jtHn4E1$X!GwD;srfzJ=+06ng8|c9KK5CXZWw;wr z2&?j1+FK^@nIfZ#XLtEiYSKsvp|@ZGmzuKD!wTS#J*lm<_3CRm>`~hWqnN$2s;YO9$DpcTzUi@7nBu<605 zix0X5H*$`1!KV4ilb*C#E=iWhBABEPy-a(L?o>ue4_+w@x1RkejUofhRo@{P%`|Ra zywF99UTWj5AeS6%%~sqq(-iFErB#B&jLb>wDBRm=0~5d$?r}we!&HIStw?ztYB7WK zr+k!hmN}a|kxgPr$l{z>1?P&0$^pPNB-mY?WSR=&pIQd@Y%0`?1k8S71p#8KKF%{u z1>L|^&%J8>k{~xXH2(lL2zV3}R!AJ?AOh} zz^koxKpRFXpW7cToRDY%rpjKD&CjMOKEY}^cihA9s91+P$3B$Oq~VF?fGmBQ-#jjA zKtc>4#wxz-b*8u1GyywZNu9Zb#b=(eS7RJ2711zR7UoY-`uruEn8T zHVmh2b-=`vF-VnpsP${{vOpCj%OzvEg&Jo z7CX47jE{e%PZgYp2PLX@Rga07E+_*zyvD+TNU_Szg1?{t0IsB$P_nmD$o^sU6>wXb!-X7^1*M_I1jYTmjaRZ6ar4 z;{&xyV3e=U+zOZmAS(8$0cCC7$*QpKL?I*QZnP|Y$*GGL&IbaM13t!!1%~WX-x#R?!0Aoe zbBdK=k(W54!D1#OKK{&3nkXQPfoO zl)>`O=0A6@xarYi$`Nuzwoi^=}qmNJ`nMVeS6_>a7Sp zL8KVNH8x4(KnCzD%CyJUbpTpbA%3E?zu_O$=WWd)RQ~`z^cHpZy4Iaz4*BF5@1Op) zbLYm|e&8%&-lwiV{Z)^3;cICKTdSX!`=kE=*IHH@UX7+E=u>>3-Z}pO8q5vI{7TX$ zQrv=lfBjV|>kqWN!|?wABC}pd88~1KX2`>pQ_TQ$NvwI9Tx|#Z`c-K!V_cVfk^X%v zoMzdEcEA-(v{Duf*fard_WfAq16fkBxXF;x%;*SJBCE3kNCvY4G(xS6lT4N(erEo4 zI3Nm+M@H#IfS`UtSPauqr6l2M@*XR)p9gNlK3}U{&N;l|Ejyt#KJq8K;aS zefzENx@owYH3QH8swuVPL0w z46kAT0M?`hHMhN)HcNo3>x#nhKY%j2>*o z0ukxPYP0GW_bay~XTC96IG{d1__6;01o-`$J|JoH+GxHXgTnfQ66tkr)5+zrQU~t* z;0VqSZk74%@f-dLfAKrOtM>l@gxdUGFoYl`4eZbv>%1L=p*y1mNXR^bLG4n{ zuKYQ>@a^5CviW+1dxT(#2_&i8)L>WjMX5EuyJGr&u?pT=$O^P=(1I{Q$F~*oH;zAG z-`QW{6!U6&$Ali%{$?&`wY<5D=I5P=;c=6kVzp8+beBW<_we+%iX{I4Xjf|1a<%gP zp$o?+JRU3TkBlGiOW%rGW}y0?z|C1AHWz3o12ysw#6O3B zv?svJ1+w^;;P$aX#x=Q)=HBISpz?f!CO8E0YfGHI%6*Mb4{Ej+*Am*?;X-F`Zfhe^ zv7c3%dx*y6IpE_J;TAqJ(yp#{UPvLG&pV0EeweRRZF&tqPEiDcMRdtH&-9?@agyB? z{{XY0d4A67UPTzkuQcdlx3ax42uc|gsr+k8!di;n-Z^bfbR~H&=-*lWV1I++* z{s;KKr%wPf~sV0R43w_P1~kwnZ*HrVOBCw@Rjs4_xrSf_zl34DzXrL`OLt zv0WF4t+fQTyR*KSGK{zY4!rtTlw0`c#1UGuB>VSv`qgbVZASk9P@>d&crx=|x!Vo$%jU*+bF?5e;r=I*Zy0NOhP5t9cX>09eCD&QHLHueHq!jV z6orbDoDI0X9w8Vn^`xVbn!SCjQ;>y+p}2&l6h~K{SVT!8M~oshFQO|9ZJV6n@8pa zVSGaHwa$YiGD@YRmGY!|RN6)F*mYRsymdg0kWZ#-qo2k08uLurqX{9l$V~n;0p-)I zF=?uWK6V(}>0Ff7{{UrZa0sC^({^z70%~o zJrZ^mg(k(Vorb0y>`~05TvoOlS;XW zxO6e$i5z3;TvhJ3J(MLh#qvuYa7q4RfGld-Et9{WbvDVP{{WVJoOK?xt>8^^+8fz4 z+vdfSP=;9frF!XZo^ryXqIA^5O4>rdOThpxqUtrySfpi3O+&xNbg={r|NB{ zYEZ%<;6CHDYW znm5}fK`qQN;gbib1m?NxeKKe*?8MUpCZn=79)ZbTYt{T$;5&Z=Xu4(Zo92m_dH5V0 zjFFtyGXv&3>8^EGX*AnHcD4=)?azAcSK)@EccCt+tEq_@2^brS@t(%MfcR~sXqUQX zqps>Otaj@oDk%poz&@kaqVd+Kwz@&nG<+-*AyPZ?q<75;f%1))h3#OCt}QQev78jZ z8SP%HWqqXS-V&M!VG&+UAqqRTMk~x^)Ada}v%xb;m%JeMjMe|s3u*1VR|!|ax(aLpo-l6eE)JlE0wJn?CpM-pDf z7BaqEO1;Pj9Wh-00EKLHd+z|>O>qD>4qa7AIpsz;=eLc^0_;!;$UgO0+>3aOk&^EoNUH;n z@vJW{sU&a!5r-u9tjm1_{hBgn+>ASMRd4mbv`akKJBznYD{Dl(n&uQ9U+&anJtzX6 zmu}Wq`&{lr(3-BAmDE>vA}MyOvB2Vz?^I@;?a_9a`-ACN2@UP*<|X4jXamr6i_4_D z!!dUw85pfE5?%;w%&h+azhSrEy5GpHW#_^@NJ;b1a*=#xwPx4tr0z zj9iIs31X)>uC>-ZQ5sb~UPl$fX_k{sb0aYruS&JCx3{q0G@SZS2R{aivFXiWCnu?hdexC2R{4(rW1c$KO|Jc)O|-Pr0Uzk$ zRH!4c$7=Uo&le8hoJycO(GT!^~iN?KSg{g4Fn<;%=ehTb^z7=^fDa8zcl)glw*RrS4-` ztue7})nNd33&tsA@@5JmT&fDUs9TcA;OEc8x%O&>-YAn~f5LyA9ZZ=|?J*8Kf%($? zrZ4&6KRT+{M{)hp>*-1MqyGRrkL6p~%>UM!Kkku?)a5|q(xZqdB)QINRt1RkuhuMo z8!-Zb*ON{{tZ~NS+L3_(W7nlfB2qZ{NTA4406g(cBq+(HB&p|`j!mhI9Fy9Cir+BL zYHF!-!P+U@5s}iBP-i*mK&&FdV?TQ<+chv488nBJNsRUFK|`~Sl^K(3gh7&f)3)?I zsMv+K5rQZJHwYXnrsL~RKr%)t*hcx7W8R_-f=_B^BaMfE0LCfd`1xqa>U)Z2%p9rd zNJN9?^PPTb;@hGWMB&;v@9Y-cqm9Z1MD(5w#5pmj7d?c^S` z0HQsl$PGvs2Kv+>h2Zz6g1vK*Kn`+)gHZsjlA@yO`k66tsKSkF83!*nGY{b5KrOf6ddd6wHMU zjsVH20^^hUP%xO=+*6oj?jD@d9f3mQgG1l}>rMek!q9V?1~d`}%}JFb9Vr@2ag5XQ zr{*Go3hECzm^GV35l0Bn$QfM@a69WQ9`GM_CjBIjc;I~0jWP_IL=}N#6^LMGZ?m$-{fkO(SPrdD>_<9$GPg)Zl)bS<$r_!0D^s2rb*=6EuMDt#(DLn_^YA6 zh`tkQns|@Qp4KM2Ksx^I81YmVW&31NpOhiN{0Xm9(WQy!iV3kKGR5UK?u1Fl^`|3- z4^xTwFXE_tSMbk65yRz6qehl8E^Xu z`(B->>2mUy@JRt5@2)EBqY6Q&pm45_=)?4{CQEdEjTu^LpMX9rp6lUX#~7^;?UK^- zFSoG!Ll5a+r_tU;dmfjs+rAQOXk|Z&sUE zb^icnzM}X)s72zBg&H;Fa_|2DiF``g>KsO-j)VEv6qhs_?0pSJ?-`#se%4+Oi%Zrm zd|_uF$*8Pxh9BN-#P_e0Y_$Vz0FKv*neawCaqa70r9ZTGmfF|A$Zu7Dd!t>eKOBIO zF+Z(-TUp#sCE%75)wA2bO7R-AJrvJa)h!^GNRIOumta4RGh86luGUzac095$E2Xu# zxztn1m57ZL4t|vlrkiCo=~rN;FbFk~W<|~GO?GZBjtD;0(0F?G+*}hO$bP{4*Bjy+ zOM@(r6XjH#V-+5UXE^!flMS8)0y>>}tkU*Nh}R4%?vdgBQ&!XEzi0BI#sRF^w8`}b z^4R>u@@uqxO|<_253ZXRJ9s#tz~NP|G|4a@=2i?3t$hdJZD&lDNZn`Ka>_S@UpGiv zOO}t8WgjhihlPAU1;&*n;h)R6V~#se2YKTCatU7J$YCN3g4OcS)}Kw)E+s_VTR1i7 zI<}vxLvn3WV(_`;tDn_88tB4%c{gquCbWprQ$+CuwtAXsB;gM%zm82}YQ9C@wLRUx zOM+V-o|vxO>orE+d_?W5dVz^;*!1!Uh{i$ElF!8`$8(`#&vJ6nYqJs9-G zays6DY+ZzeADgWgBW;fh)OEMJknK%{dVOn0Ox0QJO}n4p=RDU>;!Oum`#ex->xqHn z)h#o@x}0pc&4&xrds8(ltU_t4YjY4L-AUQc zJn$<5SGm5oYj+2J(_Yu&Zw=dNIzZHHWLcP=K=&Tzyw=M5Px75EV_2ujPtlP+46Bqj1q zRb=CiwP9ZeCZcBMy#=rP3$ihH4 z6pNKergMaxaxqrKj#P8ft;=kz!vhs0Hj6849Ytu96R8%8a61>l=QY1+b8?Oh1cJQN z;?Y^x%m)g+Yg!#TD2JX;-5ot^x|)}5$&*Mg-RaQ$ogApL^BZBy}cRk!$2;`^w^uV<#IfT&_+ zXm%r#L`tJM&)&zUxAR>TQ%5J1ave@9>)+W6#~O#i&)R$8_4}cfHJh7VI#nlc%X2(y z*9W1&_ph7A(o#-s9+nnP6%p-~lTvJ|0KX`*c5ioE| z6Tzu|%)3VXl4*t2K+iOucFtQQR)9$)aQ)ISJ*kMOR{&sonyWmn_}DgziOs~ARy$Uu zvDucKsK8^=tNDl@<>sQ2CLeh4JJnZkry$gG1(|X0Lmj(uRV29p<2=u1h@h5> zpW1W26es6SYwMCWk%LgiIrIjlIBvB!9ffPFmjDW`(8$aQkn`4^j2)_KMP<&`;-oA@ z6_A`BDM0*amB9H>=Ajd8V6+8`@fH~(rwlmVRN`(jO-D7zLI9vFXdHGl5(nPmvVPb? z`kJoy50`+T_|m6$nM*oDiOr z3>BnfmNg&}6Z24{E<4oTc6h}D9FcdS&ths)RYxsR1TKC~MFJWL^`vGU#Yo#D;kwmd zISJvv3Qdh7Y%K(i^;}5D?hMn+ayiN1R-z?W#U}ido+*J9eMzYR#&JLmch3qb1VzR( zicY5{pOM~;K$###QIV5U6C8apRXJ`cwKf9(0G_z}wF6zYGmKPAxRN>wh1G!E#0YBmaZ9cuJe z7jO5zTD+Q8e*4j2F$8Ej(@$I?^{$mPyLIIAQ-N&{01W*p*baI zYoMdGS8Yibujx+6K)PkHKQ>KR5ZlLv37X53Qv~EGHBjEkyVo>xAUaLxya7>3a*5R9 zxyHJ4$4pcPP)>K|j$xZ}>X9J>IjWNCnIItIvch??$&f$C@@d zJaPp9HzeedichJj#9-1grg(mYY5&W+zl`-EHXC%a4J->ec6-l*E@USxg3bCA^Few^sNgkZC>pJw-R|^ z_TqyxPIw@T1hzhu;IX&|wK;U?;`!uq#Cp^G=of+1R)AHWIFJV2QO6?lyzx+7gCl|) zuWF1�|$4Hv?17wrqUZskW<(F9NZQF@f_{`0i2!3cUSjxuJbyzyW_+W5}tToRL+M z^UNfXibE~C95Zw2MZnCu)*97GeEVX!yPMro?%;@Ag?jV`vrCo=sg5+&H5EdIcP&_r zg}%4WOnie=ORDZu<)_Q*S)N0`Aa(6m2AV-rBjH+rGJmu$?xkyZGDl7;Zr{T4ylW-Z z##^o`-L%?%k-2Qs%$2(5Kh}x0OXtGgF2WG1$q%b<)50Z^)Ar&<64 zMu03)h1*UzEHbp^g^A8OP<~eVu|N{8^7%A7I-Dxf@Nj$6T)$C4e4~WYBJEB%r!DT` zvP|@<=yCHm6z?`Ndr&gWZ~ehe^VV42)_4+FUm=x%VaUPiJBp^vzzu{{G5M_LEC6GZ zKps8u3-)379r0RUwD_aL_OaZA*t0_)mcVn5^+hv`_pi@Si=XgIIj-&Q^$&%fH*YZR z^0fD|RRcL8eCN3Bz|Jf6#TsENMpq-Tsg~+Ey0OUYDcqM7_dl0U7<>cx{{ZkZ=5^P6 zH>qAjZsjGrjurAYfs=_5opFWEb6h2dj8{>g$haonRX9FjX>kaw1twZSTmhy?!SD0KqGKU2gZ9kHUWwTHIPI$naWR zhK<#7N=6-|ecgswjMu{d01!S9d|dsXrb#{|XeQY>Rhl^w)s6}48#i62648lA%!9V=H<(k>(0YB(f%)%k8M ztvo9>nEX#BKp=Zi2RmaNHzH}G7}zpMs&_Z5WoGwl_uJ(I-xbsNTFMx7i?29lMp6gm zRNq0iyV6=|0b;IC(~1D|XIq_4?%iF>7shd2EOxdcQ)dvu@(4b-tW7-)jm)wl+-660|M@t!+ZpzC@*kE2~dspwIE zqOyaWlh-x#yWZd3mb#GvW6pT?uUPP{+_yR`f@UFOh=30~q!?^>NBa(5=aJCv=ptH?=X%X^vl1RrrJq>%G!H6uR z@moWy5#&4s{M_@sf5x$?I~`Dg!P(zgS=;W?U_WX@z)9wpKBUmjgJXb{LELV3s=hf`iXZKce*jm#xOT(r-O;CID#{uua! zbr*)Nd@-i{u*m!O0zuB*q*f-Mbk-Lyb#{fE<(EHN=}hNwv2RR!>+MkKSC5$?z>EXH zAn-F@yW&syNngR1R(gzt2=30&fOsQ}n(^Na-YxHpt%Kqup5+S`>^I{z`eCa0U&C6@ z!+EZ+U1Ng7dwI&a+)_OHR#FaK4~AabR{IKRejls_eDg~ldX5Rja{eWf{{TkRZmlj)mnWI& zoQ(TX;ExfnhNp_;Md!+J8=P$%S6A@^N}t4c3F0dU%9yfOgU=?nFz97}Z7#8`y951F=i_6d5tgDX0s@Bbw#ipgC$s+RV zaJ=`$Hh}d{6L{sd%ef-4v{4cQ0l*j?1~{)N@eSs!quI6OI3dn4pK8;#ZB7^#C$)EC zzk9a=s$5u^ZlJr?Nn2>x7E{2-T9&}zX3_Q8Y*${?ZOTV6$RvaBRW#StwF{5z%{_NB zbv<~mZ`JjkBgJVBk*4hymdUko>(ad9D~0f{o@~Bp_Yu3MDS$79tYV#X`>nE1{8$;m zHG5Lf8%)yP8(eOafB?l%)91S^byafm$a3BN>9^h`zPLtdatwVlK#mF>K21D4_u2Db zBM08Mv^#GwY>j^K&TBUESv4pG%mHNUjCQM9ecYBKDBT7zKpjPmtkFEcI3(v4V(Y@f z{@2WwZ!dQ}s@|G@(PbskP>e{$Y3zAz)H&K$r2u(TX%j&+$8NdCMsZ1DIfiCSu0Z1z z=(hoFVUkmW#d-6>v$ISF-Nu+59o_twR&hZ$`l!Gme+&xtAAt5S!GCkF#|O;=GNJ9C zl>Y!)@Tnn_`#8_nqJjLY>_3H?RC-T<oqxe5k zyH?usBgGzgJcC?!!aWvSPYF+dDrDcj^PUL|2TIKN*>(-qmEoIWUR%K&g+Jabwe0$R zkkkA>rRne}kL>n{93Srm=BXJ??1@%iwLl&CFku(yD>^{04Dy43ihoXO%rd;B#~O@v zH5=Q!#w|V}&D5eH{{RExlwRzg6}O8sE|H0DH@Am_axa>RgswBv$4QVR+c#-lIz&_LspCp@Mp zvPQ1iJPXg7#e5dPCw(f-S=|B&S zi#X=2XPi_k8juNULNV8z&;*Pau~GO6ok)#Ge^F2dWC zq>s8NMIidn15z>{tIpkEJ zW0pDnDKH7joc=U`lw|P3ttQn{O4Bl~!=99(`6F#hItGo$wLL@s02dUdO~1pD>rFUp zI-kO%2PiqfroRIO^G%VmKv9EDRU~6MpiPO4jG98&12nw#q$DuGppf0^N)+RfP1@Pw zq+Q(ZpkhZR30~BazR|#`M$^tQPTD*2C>c~I$-B9$Ae2H|tr!b}PCcm{WM@AvXaR)o zclcRtSp*w5y@8f2LCxyNuTiFmXwpvwS73jlqJX^mSqe- z9`)dVv~P!Gzxa7?uUY)pT0P`)ao5UJa(@hwUa9c&U5~}y3e&Zacw1PbY=3+p-TKr$ zRgL1UXLGSwo6A<{bDHmbAu0Q4Ey3N2^Tn1_WJcrxT|b9!;*V5Jo->?R9a!BTNrRo5 zXV6zM5Q@jXDuORn_pLuTTv{Xb&MJsfyNUO&A+1^Vw4TiPfBp&);dJp2!TWCznEcC& z7Dxd-LWPz6N3DE&`yTkRXRx2a(vq@Uu$2^!pcvGzO8sT{o8cQDAN)Vn{6DA+EOzfY z05kI<9C!Dx#h(D(={_3$ptRjO##}1{T0K5slJ?0qZFO4D)feRN+oAJF|f@lS=< z#eWMtS)s_Ey|}iY%jfvKrU2vduflCI0RBJ$zsBoN@ioqeba2*}4GZ?+94W8qaxVuI zA7}>buPK}1tBpQuR~O6kXOd|SjpofQ#k*qP_-o6w?M~`dHv4`|=OVU_vnts&u$!Fl zqp$LyRy}h|RJOKbycX^GQ*{U?y^sAB03h@o>%;#5wlzCf*}SR#e0?jT@Yjp=54MY0 zNMj>$p5LVbW3-b`cqdalVOWl}R`s+ye634`vWae9@K3d~&!0+{-eCL_`PVhv!K80_o+ZB-ft1^sdl_a)v?OqwD zKFf&TA9V7y^=_?eYpt~DA=xO%(quJ*%U8sBi6>W{{(f zc%ZABN5I;aqojXrASYvE<@Bn)8=1efj-7JbM@`2${$BOjd_VZ7YoG(6YRo4N{O33W zr(s*Vw}h;VI z#@Av0jSvmrtYj;AaJI?zI)CUJf=fxI^a7Z!JW zN~zk*p5DCIo!Wd&xVN~8uC5y6pPUiazU$JzVsDSX5-gG(aQ^^c+uVRy$gs-bFdSiI z7~uN#72j!p@JAUh3^$tp0L6(S92d8XOG0}RH;cch=}zZ-aPqPFo#KBP$0gFVmjXK; zf-Ltxg>m-&CbhfOVzJXKj-XhKY+_G5dJ6uFejR_oIR5};--q_rg6Bgz)%Cv8_ZJi0 z4>7<1v5(IvGDdI*8LzRtJK!IOo)(Hbe-3C?wh0P^Un(F71E(jG_|}nT@x!I@AIN9L z-wOE4MbWhX01;}wAGp)>%ZCxH^6(1~#1F1H{43{YEhzJIl{^amw!d%Bf_jI?Z`sFI z@ZX27g`M7qFxCQy)y%@y39}C@yLa#E4;blR$zYC4NiOu8wZyiQNfGUaL$r_1y(~RO zortMPEm1^8zk$U_UOK&Dq__~UX zobDOvPeuX5p4FmvG`5FBDlCwB%N`%SVodv(0J!z8hex_MPVmSwxZ;xb#6`G~*QIaE zbaAP2yE76zxW+2XZHUT|-lmGyM9sd3N;vX zUx;21)%>A6ejL>7uV)_6PK?#fiC3n~Xw?1cpPBt;Ttu=#0X;w!MW1UjA;o8SJH`4Z zkGv&e;*ADzHKpuHBCrHtvW6-_0D?2kT9xBgC5?W6HEAE9MoLQPR&Bp7;&WBY5zcT; zS8IpP5a0@lncwH?1#_DgFh|Xt(zB-B!MUn0ceQZ*3Zidq)1jaZIVL#ZVw$%GMcjDX z+t#r^v^?1g5yJGU6J1Rs9iY^60o1&}jmM07RSC5ykZsN@8Gh9&f(|k3P)lsg$8|?A z7h6)2Mj<&B58C8mjA46Jw${al7OsstNmMBucQkVWgD03y<~gVVAom}IbidiQk>WWd z8@{Hlm~0|djz$OGu{sV`I9^Ufc_Y6yZr@3kcHZ%o6}p$UcIOdCyi?A+f7GNOG3h`F z29GxipaEKuXyQI)lW457KC2>ppS$+rqA_1gyJdWP*Gf6gk?m}eGR>cQfv&7!04j%S z!AK;4{qp|+TD-CaUK5{sT)tpO+O$fwnKLV*|^N^QJzboRq9w6Un1yK5g7nxEf7( z;X!#i`%`1NhGX*@sF6n5&ov-lmjjGZa4eY6wnrkKLNC2BM1?^e1v|)gZ!TbU7HsQzR<|=qfk5QMqx*>DGWIP||aZdQ(ft8*6X{V9R%@sotZCr6l(RgDdR^ zwE%VEXyPT^hcz2&He?WaYUiz_isLBcnzQzGM#7FN0K4|2k-kAu$mQSV;-XE#kI9i! z2+MNZR7Z1ZY%wLAZcepmM$86kECu(eM6zQWa4TaGrXjlmm{*(@V}0BxLiz^Em=w1@A$PoS)*tga_Jt{jTix3SaL{b1f`12_9t zDG!$vXO8^PZm#zHppT_*thQV4`VDmMVql7LVHw-9mCnpmj^Iix2%qUZIi z5ZT>L$XtDDtOHBNS8>j2HE`VeR*LBox8J}OZY?g|56#UM0}O8`AQMuHd#QN~T|&bO z30ZJU+ioR5z@rf@rv`bgeok-aOSez6x{Nx#zhq-!aV$-!BwgENe-qZu`7d8E+&w+f+BO zKQQ8)Ok{D^lVc|{yJIGpSQh51IURvC&>Xfv#bO1s$m}XMl?DOgsmZ;MCm5>Er18n1 z4R10c2+mDXE>}ASO(I&!g(#$ow-toagXVm`lmS7mW&60>^rTd|m#HOdZ7i(qfoq5S z>ni76(`^pONOR~jO#s0di-I$rw2{Ljwo~N;)~ZXdT+DV`+u%2P&-)g$bj7#q6oBgm zjlSI6OSd%DZ6475<0<@W1}!Qj8?PqbSFo)p;;}@;apxYi0de)aU~y>?CaFz*tlSUX zfQ$H27a_lPp=!sPO5uiR<^vi_OX)^tp8)m(i1f=q*_3WRr`ENL78u1QIua>40KpBi zV-YCFe9`B!WmlyqB;Zq?E(Q(_O~76olho1}x00>JIBZ43b4)V;au+o016I>v&roUW zY!~ODuH4~Q3Mw%(G272HSP7354r)A+MoFmxMpXwHsLK(No<5ZDyNJ(Pm&#moS^)}; zqZGeNaK>>>#?o^@0;g>7Y2w_BF>YzTX4CTZH1P9~RIkiv0!$~Mq$g)?DTXEux@V*k zTNdP=C;|L4WG-m=f%!)?k9JdtSD#vg&6W9T0JIhHl5i;VqD~8Dv*eJL``lAh?l@ID zr~>)Bjd?`PFy6`iz@XCwozr%}^`}RsxOa`7#Ju&|P*Q;V#3w-TSJF~etz!U*?A!BGU6kwl9 zdtTf)`B!MH=A0Z1W`QR2&mxPN*sx}H`|Y2lLy!+lQ^zAY#YS*W1r{BLDN@<)Db9Nl zOvxMp#Q^xLuJBk3C&Uy2_y3=1fFoWw%jZ90C$u(hd(DUm+ z6^=rUojcTfh&Vm!_TZl>7^P&6MjtOq0MC*#-8y+PBT4p1c~+wbN~kd6TU`9LS6Qc`2(A>DLl+02RAB!xzZ_ zs6To|W^@^=Y83fWHa?YlC5{dia(!uhusJ_5rTItR;;LJd9fU0@eaXSAOl4%l9GZ!6 z2w~1C{%9^oLt7aDjBvzb6nU$Xi$|K6!;Wd5asl#+2(dJ5Bg28utxq(OGb7*$iOuRo~WBx6Pf_iGRUl=6OVe=i(Hu_@?QtnDh+ed zT52~t1R$ax;;pE3_O%RNLno*s6__7A{9pZ-J_~$u5>Mj028UF1*&XG(NREdj=U{b4 ztl>?yXifOb%gkI?WYJMXA%)hk9!OKH&@dLp3QP?ts7YTD|BH@X_A_-iK z;PtPbG<|I8w^KuVY}V|oK~^~AZ|#&Kf*d1p)Rj)E!?YM{$}jsJaPEdT*1Yy&Tcz4v<>ED zl^s9*Rk0SMC6&JWMPOylc_aDNZ?$GddA@zsddBKG148S<@+u5YtHLo@D3esz&dCEF z8)Ws^VYbX zM^nDI)1*k`D+-^wJt!d=cUE>SA-K9f0D(0IWj|tv(smUOdRP_l`>qvwZ`-9h> zmCr?`++0MyKyC(TI%Bce-srGiIn)!X@(AzVxm(>UQPnRXmf?1)-~o=fHQ4xiOSFVq zN`*vVeeV2Km^D4Ro7`S}u|x<1iV8X1Q^V8Q!X=A7N`P2aWEZ!vvZb_zBV*I?uU6G{ z?JD~~xV4qMxg2E=bH#Y}_+w!VgccxUiU93wC6`EfZ+y&`Q=DU*{xu9Y7aF9;%_YMe zgXvi|{{ZnbnJka5HDRyc!OB^O4v3*JbdFz;O7p zU$>J`j~Z+aOt158!uHKt(0&K_`{F*GABsFTWBs8N(uHy)L<(CC{7gM-?5X@Ccl$m3 zD!01TU=ZD2xZCrqVVyb<3wK)Pt1BH8X@J{|q9d}XZoX7AzGiR6uR`};?=NrY?i!yeN($GY90fpn`@ zdG#h+cHY~Sw;j2`74N#|?764tHqt(?Z4~mnZ{?yET*=i`^sa7S*=JGsPvJX%i5>(Y zyh)%RwM^1Fx&)0ku>shr=i0oN!(X+h#4i?V*E&~;u49;^{_OctfRY1)!YCaLAK?Qv zegkS6UA6qza7Al0#I#(TeB6Q0(!BRc&@|mTdy5TfFxSfE5wpet#qj#VVQpmlUP1!=$7v1Cc|^kQ8>PG%+!rT4r;e3H^iinX zHlcFFZOVxHIDapy5;hl>2sdvr&{QfO0lrFavVu346mhH0tmIc z&lLH3RO5I4j^d{glbnXAGf8J1Fd^T!yed`B*ar3L#i z`&`f81Y?TxJLLOa!piHkKRFoh_|{1bOsjmvQ1{X~TSWcg zZZqj!1+JLtJk*ps9;-kT9cEv#MQ)>jM-{4WVUb~WkS`cDgRR>|WRScdD=-ADbL!U; zTqFqj4}*#T>AXR#g^TP^C@SagRxPdUQO2+`*=Z4nn#M8IUeKX*Z)G$(cuX%-%UGopS(EdKvQP{>>&fScLQw^I*ZrE-! zUX$=&!!P4MiC!Gj!xfI!Sz6bD+jP?Hj z3S3xAB)Tr4b7br!z-EG0jF2{WD_qC?JR872^bMQ-{{H~>71hdX?7Ywa(4PPbHkQWT z)Wl#Jl=I%KN02gm*XsxIc&b28kYLe(M;z0{d%Au!Yzp5k0~9b(f+%Jgp}6Ty2R&#T z91xCB?)Iw~z{xz+EAsQ{PD~TH@rnjGE_-5{eLB*Y$;N6h2s}_@DRe}bVla63rjiuq zoFvKlsX*RIam5Bh6g1h~*-_q=qikh5)S(hIA~oWWxA#RbBaL#!WHlfIp{NUCv)t6d zfEhfKNC^kak|@r3^{0`y89iy6vT=$4VrV~<+1Ywf$0GprrsNEY07fTi%}1Q$ z9V*a3;|s=WFC?M)O#mn#E(paK&j+PDJGu|Xjim4>00VD5Xm6NhzY37ydUH)UVbi4m zM5Kf5PQmL)dhMm-8$s(p4J6=-axqlE6o&xd&`2HV0mX^yNI2<79jQv3Py>TxvNr1xuP^#o-AB_d}oG&y16E+UQI26AAl{yu{+ySPp zH*?Z}7zuBoq%LB76Tzo6A-PxQ8O2E)0zrwmV0fT*0*VM>$9jm!e9#EscB^6yhm*jd zq;C7VwrCxS#HT8!JksE-?AQBXq>K+a7( z#*7XHG$H;DloCL|pa`-@6)y}iiiaHJntC=4C=w*kQBL2CaqUsEmFwP^9lq%AK<+)% zZW1x)u%u@01}QLoDHcFa(t!PA2(jtxnSFCFQf^NuQTHx4_~3-uyZB!%mm ze$B0dK9twqq%v_#QrQend#9u8KmLNaoDRWZQL zOpBN?t&;tiyJCiq(g(kA&9FsB}?8UFwp#-h45qbC{P=6J`zFA$Am z!V~CIzUzwzVvGL3RUgdPyV~AJT?&!{;Yi1&d{^*OP#O=!DRiluXuRDJ2c}un59MEL z%%5Pm2tnDvIO*IPlzmBhh)Gw{A(xjMFjpB{+09Zh9Mpd{iHSRA|~5s zt4Ab}t8fd;I^h2RIwQL>O6SuKrSt2Gr()MO(+N*wS5aGWld+^?S%x}RQb(mqeNUr& zEqb@wR9xk;TQYH+_pdMT2BYN8Y@FZ$kzS!O&m*BV<5iC=kGsND=cbt*tSa(JZsRL+ z6GY!e7_a9S<8GU%d_Dc3{7Gp86q4Iro@kF8FWOkIsN){B{T#(6$yNUVy1@Qb`8EFl z1sCuv3FBQW#da|4n^Ht+Th+JB?0&g9KU(u@zF8?BXMmoLEd4q7DdPd---6yA)@5NN z&_fI}Fg;x&Lge)IugyQ()51#LEz|sIr>B_;+W8W&JO&RVde-;sN%1=GN$@9#d@HEP zaSW2n3Y_z~5pX!J=i>c?c=O?Qw`U0g=G|quKy#C}HskfLKM<2#$n~kKO2_4{k*-Ay z;_+K&mIoYl$f&jbU;Yw1xh@!U<%H+)_O41nHI2jD+^G&981~IR86=YA{_KE9>0Vj6 z-uPQe(NY#SM;Q9{tM|SP&~7f4^4{ypEO%oDxE2zySfeEYITcASu59LGCRiQ@XbT>R zsCWUcktc-jUIuD-z8lABDqV@TGGOAmpNE>D)Zp?1=VnGfD(!qoR@%wt#yqT(`p_0Q zyV$M2veMZG`4sg%@mzJyo}(0PAd7_@fmUI?xw%%mX*Q=|YVDSy^31<#VA1!WW)_zm zcW>sm-d>~9y;tGq#2Nexsa(jA{iZ8~F_kTV6p_wweKCs09ul^=xqHiFv`jh=#Mcw9 z=z89hDUsnaL;c~{P;;MVX*ae$EwPhO)8h&QWt5&pb0T}4KKR3X79hBnVw0Z!_2T~k z2s}@!!>hH0xbtCR3n}3J;q6~gc*+*N)2&w76|n0fZ+cCI@T!JD`<^b zv?-ywXK(dqps6o(c1Re78yIBQK@O)C^hLH1K*<%B`q|uKk}s5Wt1Cmwq|s&8XM0!x z1wrI-SgmKP_-^xKW*`o8gWKM{rrtQWyw<=)B%M8}_sws2Z8n{DqVj#DgVPjq8WwK! znJ%;oYx{Yzx-ia9t$CEdnPd-%NC8HEwVwvPacwlZMDqyXjfle>a6g?gqd*NGhGjZKWDGnN8-_q{vLQL;`#}3 zvO_(*C_`f$&hd`py?s&OZ}=sj?Oo!DbK{tz@Qfp_>1{5X8OH((f;wlorE_ILz0Z+m zw$iQ#o+sZS=rD0v7ak(gv=CPM>tSKSZDv29BEM~Z9sdBqCB7YKI(#kh1I3rx#o=J? zkuQ-R02xz>9G-K?HTCC&zhaNskHPUp85#2zwrlJC2mT3}@E*qEE1wg|F1pAD@b5f9i0j02 z0yFimzD>o%hnarwwM*wCoSxL#t|7Nw^0iT2PTb{VQq@G8NNw*Un@+o3(A^_O;PfGe2>d~> z<9GJ0_-UHh!) za{Zolj~QrsKkW(O$XavZ`$4B_5U$a-*m?IYa7!@G!f-%RPJOGcgp!`7H5JkLA(lC1 zJQ|`2$tI?XVQ~QRhBng{7cIHCK9%&4XNM%Yti*K;pbCo^UV4g{o-lZ(NCw|}-5DdK z@cghs=YLlfyDAHZFZYxjSDr;XK;ePLE2yy697JN<*1F)%TD0EhO18mOPu&$|BaL@6 zKT61xR0aSTVTE(II)fB(8+EO;M=FbM$4PO27=9!LR=KSQMbf!4cgEh^tV3g{_^73sA4nsuxl>&7QPevBK*cd$K-2M z;nl_MwS4H1wHD2anLhQ1mc@DzlUG*4<~CABR)91Os({+NM$*qfcE+$aQxUHKzI8qZO!|!8U*1f6f z8gvBNCgD&9voDgkoq)%!Q+u04%RGP&YV$AcEniS^=c#P|6|)_lrz!;~arLN<=F-^c zrqv@tRutSlY4KcNUa<0)096Py+n$f|iq*BYo&bM&k?mU;ny~3g?5}d!Z+g}O!qs{L zMRR1zRkty!>R6~JI34H%rhQfr2#I@EXPG6-5=p?SVS`87g_~g8iU6H01adRvWsOb- z4;4jba^pQJX(tM&j%WhOE$f<$zBwYXn(k8AQC3msWdyANXbXbBARJSf*@oN-uM9KD zp_O^`tMKW!GJM5$&;?|b6R7D(ZX?cDIjx9vVgCRvxvdn_trG`kO#pJM=E{CmCpB#} ztGPx`$}6cJL|=74rak0pGEHblF^eCE^USiJ!mqB8VxM?q`BT-NLRAZ?ExmLTG&IzcVMsbdFQ*gP|wfrl=YR;2U!8=W2d1Q`FI4N2#7c`#w zb{sY;w3150lbqFZSRD4J7x{f@Y8M@V260a0j<~26M*|dwQ2zigOjL!*%8)afi+1CV zDHLan=9H*TMFomoBIq({yNmK_COeO%SDxzL*kz9M?LZfSL-MyzT2%^9Tn|H7k>B~F zl-o_3S!Ll)N3}~}ZalF>HZdE$D!X37{{SmEjC8JeM{>vHjQV8Ni1b-xKfP=N{(Wjd z)O-Cl+=Y1zg{pgPO3r5T;Eb^qfi{5-d2+yipIX?lhATt@B*7ic0CpCwx*%Nw3aNLs zNhvPc#JIbjW%9wsD?iGS*cK;>&Ev^`~#Kik!6&l%TuwbMkp64{;hZ)yleJJy#kxJ*2)|{$}FvmEcgkDthND77`GrQ)`dJ-_XCz_nP{{RuF zbI7R*fynA=yWBA47Mz)U9tLOv zQ<_D8(w74~u&V7M#M#S$NmamlKLw4Fu>r>NWpWQ6)W(%a&1MDunH#ZB5+G8?9Ms&=#Lxvu=7_;PJJlqVIU}V`uF5b5DvZg=Z(3;FIVUw3koGyLRQ6#& z4I_6n^S2*bjpU6^3u2y*l5nIN0A?4VrN%uf!`ZWpZp8^I0L_wV84mu3 z(wgp4Euivhc+?ItxxFduk~t}~bKlZ{GRb4|lZtGL8BTMNT0dckf39=5Ri%vrZH;q4 z7>f+8jE|PCEuhEDa4KnK3!R^hFwRK?as>cJkVKnVCmF!>s`1E4+tP-@H_UTc zodl@oIR~0kaHQ=6CZQ5WK4DBtl=Cr)scuYmEW1g!D%hxm?g=sv#-z`hHsb=9$iT#h ziY`#y;r@K_PWw*Lg-p|1YK^LLDl87&Df1BGSu(T7f%2bPjU^Z(B;uLnvvbf2Xx%sFdZ_11TM=)}+_}bgh)a&NV>%FiAR8t^sdV1olhdDcXimQhy zVVNTZ2Q^|pl>y+@EQiT;!w&UfAd&FR!ur(`(RF5sFi=T7>Fp{uTQ~xslkD**V!&hd ztm&`OK}gqeJ?UII4Tz>fzyZOlzI1WMM1z{)jqS-GDXHE`&&tkei0LG~v59gI&DRF2 zLnN0(m=~|DVkBtHtob9}w{32%pgX!RN&vS8kvoQI#xi)VG}B;%4BVQiy3t|#fw@jIb0e5+F2133BjlbllP`QdsjO5lgKfg8ml38Tsg`0pbbf_tQun>T=UwTt!_@# zTmkEv$c91z1Li*UU`!Q$af-|fFMWpCiIM7Rvljd6aB8ubhb2c8(==_sYRt@>-87sr zAl2)AV*17}F49tf_2_?{WD_5LDUUj+;AXTmJX_*F?9=-`{9C-Z)ck$m=zt1fckH z;wz~&FNR(_m%?kb80?5_TDgNqOEq&LVh1BOy@(APJp>Ca#vQiVyC9G|Go z0Cj#6@TQr0d*tdDo=H{vxUHWT_;ob*Nwm2`#;dmj0=&OS)aAL<+V)4;#t8SWq9nh( zStZ_NP)`JBy#u*zt=i(t%vRYXYJVE?+qkc;H3fm(j(@Fs7uq9OyOMO9}9QkLAel=%M@lK={ z?9s7`Jbrng4V^H>Z!wPF8I4#Ek$LHi8q5#XuME$ld<*bwHhvRfdj!g}Jd6tGIQ}1-(!O~3{{Z8= zZ;6pvUuqhf+oiHDEzlFl-TXU8_p5`G;tF5rj~=UbM6ki-BAguUU-wtmyb8fDHGNLr zSrMm-X*Q974mWz&6-9H=rz;(ehM#w+s@xS}ZvX>u95CuJUZtTqx3fre>!z{}b~6r7 zIR5|&^(j0PempV^v8)z$mI7eJjIj}e+PsY;vyR+2kO=_Zsy@H{YQWs|e;w*xF7UU6 zt$aD6_>xP@J!k}(3~Dy3=XWHQtl0bqqru^eD;+*H5^PE5mnS8P5ZN{5I-aF@aje@& z(vlY#?gu>Awdp=0vAWSO5(NJMN?6EtC-`>r-he)7`0L|K{Z`_`!PaDp3kc#k1h6ik zf@_QLR5HqCc5jvi$oDD+1x4aJ$#qR`?n{nJk^#s2M->N#@9kr_lGAn_fhUikHQh|% zt1gDg)GqF|23a@(h#b|s*q(P^v^a(ljP&NI!wOt#D%QslsmbZjHKR6{b*XA5E!c^A zap_weqwY0}YfEVtPZ%mVKT6^iueGxyh>2ixy8{(&;==Pvo#T-(3*(HOC@<* z8W-2mc`b4Wm+Q#%q=544Jrd$vy~BAbyms}gcTWYcmmd7?;1in9ZBBN$Drn)PX=8)#UMBU7Yfb z!2Ii;yJKZ|5)xKGc;nu-V^rU}Y2%v9)m$6MeMpT?R4(zMxauIwXQ@)YD`dYo4& zthSW}!uc(X$Ob*?3EmiN;kb7o9C1|Tw~J8JG|Ond^!E{hJ$D>c#cGVIJ4LhXAB9?T z*=WO1ljTd8vbp21HP_1uGmC-u!O!!e#?;wpnth2)zC<7pK7y=8x0NFcoc>kqMOh?% zb6#B48#BkuLw_3Am3(g1+SkFhz8-|;=Tp3mln$mN8?Ha^qh7OZ6z_EM+b5eFWqzD> zub+HY4~)Jr*y)fB*7_o+nT~+PFU|bxR$(3P&t>qYnsmX*hCUCU$Da~(zYbgO^2XWbz|Ik5P}$^m zHSd4$Qm=?l;6HQQo@g=^L8RrR{6QAA_DH@lL7Y zKN0G_A-Ig0bxXOfoa6YWkh%R$Vt;5~f6pWN8vVieRr?g_{vr5Z;QfB)(0SUPjbn28 zO#IT@qo3pTHQ#^32GHC6nvff{XZ zQBk@&;y~XwOjqj%@qwqEt%c}nGH`cLnJ5Y5ig3ZtLPZ4;2PM90cTq@C_8Ao_p&hZs z1b|*L)XWjdsf=xn-DyueP$vtJch99t4n`J*%ICf+O!5j)OU%053SHlokErb)^Z%JxxxKnAjFPALT$1w2I>`%P&f2 znVtnSx6V)u3XG=L7@!H)Yqs3;O0gEk?kX%2+kwHU&^va`07$XyLz-&1B=$5&9a{`G z=9-{=XaU38owtlraC=ghE5}UG0yiKs^%UMZ(eLX(#(AIx#(6zyLgSvfr*YT4AvyLm z0LERyng$mbrQB&UM@j&4gU||5#}wV{4;0{XGv0s~o}Fns(?M+0z}z|G6aa0(4N~tI z#wmnxO(Y5cnTI(&Y6buu-Kpbf9`vd+*QEeP4;)jmN)u@`m_MBWD>pbjC_spFib3n? zL*_=$Oi%;6@j)HMCnJuuq>Ove1Yj|24i0L~ysoFqanrq5QHI=d4NUn2XQ7~DRzf5@ zk5kQ91r%kt2faWxo@v7k_s;@>p>TSUNL2C%CZ5MV^Fr`*jN*Y20gkk!p18oN8BR9= zijB~P^(KJZPzM9jjo{}42BT1L0qZ~*H4PfZY>}KVJ?aK^U>N{J7k(vjdAmJ z6&5vO4Z}NVB6%gTeP_bH^m@9)G*ED8+SBP9d5YSbU5?Z=vG6$55V64SZp;HoxjMD1dK4 zy~sbxrb|Joa>+k4;eQm{Uieeu3f&N6cy2)-@EH&ISKgMl(ra2Bjri$2G01W5E9M{C zUr09oB$D!40!+85_QXy?JNt3uL|?)ciB?64(`yE~0{F9n=?dn(ur*%ryfX53#ZR zd8qy`=+pS4;m)mT5AWu(N1X?K$~%4;t9=eSHnyjz==ZT|x*e{qZg)d*8nEN0qCqs}xAEkM9&$Y{%w<%Z>Ij@=j0Bhd^FO0qv&#A%z zxY74Zo~LTWMT1`(uQGPymLDKTGZ=^h|yZnWPKX@_t_8aN%f&U#mr{tZv2PWqoAd}{Es zcxU2u{*}N2Mr8L^cERgh8G)joE&$vzG3lJw(*FRp-I0UFT0e{c-4>&35MU2NS=;(o zn|L!!(|k^iGd2}Q+zy}*{{UTZn@sXK=Z)B-oqFcb3;+PN(=_cn6ER}4G<0EK2E?}D#~hjp<%$1%279_JP9`p&Nv-hpvzG02=2 z2iWGmY?kmWs-<}cIj*pHgiC6WNO%i@K`5`i;}Tk{Zcf;%IyJ53#nRe?@;6e|NlmCB z)a}n&pf1+l_j*cH9`&Io(|Tl9(A!6C3+|N$3Bj#dr29p=wZLqQo!A-e>0VQ$c$-d+ z6gM|wDS+$GHFp01#@0~8%=hZV50?P_Xyqj%D$@Gbz+N-6ydY!F4JRk=Z}zXMt$a~q z<9Wa0S16JvAmpFB!uIRlz7^Ir$Tb%s_S`h* zJHnYFM0Lm`nGGgV!%AA4-x5M;*MbX({{V7S?mfu`hfl)1OHA=pJ|4fB&-{5!kWllI zdvVi&U!WHsuuttn@xJob<6pM4@Pr5vB`-7+Fkj+rsOm`oo-#9!UTf-4had1ruY`I8 z5#0Pp@dUmlx+CUANo|z2LF*OCJ&5bxp-#tCaI-%d55$cbE?QXs0MXUDftJtdTlyZW zulVBmZG11G+-k=oh>-W=kCz?m`Ze$u>@oW)d^gl1)%-W$q!-bUM3dcJPPrIAa%o+A zdRNpIdPjzIR8-M)$gF~Z2bGb4F^}a(IoAv#Tc6FZhreXM+B3(|A=5lA`b09EdAAb6 z3Xkt>cUC+fO8Wl*!N2fIU4G`?-uqqnmayDN5X}$vZtP`7I!1C^nvrkfk^W2*-lp%lwse06J5o)Ms@nPX@BQ&Do~zJv!678bz}r=dCzRili5wc&Fwe*0r&n%WT`aQf0k( zsMM($B!NvbqH~%o7c33k6Qw-1!I?O!=*!QWWxrsm!CJ7#uNo`zk>yztKn|RI($+U{l%&wrjl6%xXBJjqMx#2kb33cGEq z-P@h)`%gR8<)EcXy_^!sn2%>pbHJpQt`rvo2 zzr-I7C-Kk2CDe3w-Fv4E#d>FIpHe+*S!HzJ+-0^s95!IWG&N^eL`v z?mQoSEadaN+c^kP$0j^~TK&lVjJ#cS;-A@@!=vUVGC$U{W|PeTFu@gGL$m?6HJBPR>T_Hjs!l4n+q-idnxng%sN0&DDRtSNMF3cy zc8lgy)6mri)-He5!kKScwvZwDU+GfE3Ly#?JkSFz=ADytzbUH$eB5t5nw-YFOKtY5 z#0>5u9l4+h$`u=TRAp5TBjnYUQ0Nr!eQD9GaS~570TgKG8&|DfjwdKX5(PFXhV81P ziqcVzhak`cVvQqB#O^-zayiRmcNGbQADcA%U~xbe{J=rT=~c{RkU^;jmJ|%+nwKIq z+}|h_q0UIQ=tc?2sncw10O&nyG4CQ#lE71;on$13+_funX>4gTp?%n=WRiK{)KRKA zQIXAPc{b_EY>L>#syxH~tZv0notZ{%WDyTa+&550n_(Q9<+U9wUoV)>Ngb#Hn6$Rk zrz>xnS3Hx)^{uhtZ7$t1BL(rCf0IqqZC2V4v7ei+D_89j^vwWy+?qb6H0-NywlLgs zD^k*Vc>Y`}P6`Z-j&c6Q~-K*s!Rv& zAoalSQwx+IC{W8;6DuA^LsCLEt`v0ZR0g4V<;dC3YO6QeVo*?2V&sO~jGD0w%yZ^* zKpAf&tk{3jm?ZLn$5Y;|-N4P4h+x)0wwhMMWY7ejc{y5)dBk8Gk4n&oO1nRCKRVL2 z(B|E`L$-?n&G}MChLbp}u%LW!O?A=fP$>n@{oa zGJtEMY2aP~6`w8Kcqct50vN1p#y2lDq_);-003gS=`Wdw$+CrL)})I}lYZ80D6JNjWl@D6g+3p&I}_0Q)G!|%rK}x3Vtr}q z*6}gOs;sjHEhi?VNQnjCjP|4i&3Fe9u2!EMti$Hwks}0W81|`^SHCm>jH=%^QYq2l zha(hxy|}03=W>jS07itd`9?EQs&_%G2nAcCB!fHPVKb#+1PQ#06awwO8wLCRU|7JDot5?HjsvA+fp&pt$Ch6NbQ4F zU^9@17*)xu2Hs*bjy>wU{vgxRGaa%9ddxTXmq!E=J*co6<7g*)bnQ_~a}+?bN4Wac z1-G~-ctf7`Y+BDC0FA!9)d5&tUCin_DW|%e6Ou9NYT8=Pr)cPEz_f_xdxB^K85rbc z`ql3^j3H86)~uLqU;`tQ(xQ^(i+=5PikkogxpEFRuhygyx%nBXiyW>p?f6uoijmM7 zpd|9G;%x0M*y~mnV0b~trB-&xEL)naWRq?b;(#>PVw;#AYP(Dr<;F>>MZo*SlS#Rl zd(Z}!^%&%SbkfM(>XJt{@h=9CEUyEl09q}y@Yw>S-;wpI-!EO%fk@6M0zwW+rG9Y0 z^XX8TamMZ`r1PKFfF@DfI21D~bJnYu{aCz=4TB`Pv|)J8@bB-AB?ah%b~7@!Fw zF8l+ZT6h>3{OYnwV*dbZ+oe0sByJcK0Xrr>PW&O;H;`>%}24$Z>9IYT^O#c8Xvx!R)BH&iInPTAv2Vqs(X5_fd08|K5895a=3ZN1K^0wEH5n%qyOTdDqT$L&CIsWX4CEdvFv+`vOfx8M zXt;8g#?$wzvw~lP!0Ae?Tam>yg1vjuaOEN_-E&ZJoUdBABUZ_vBx9bHMrCX<8Dm1I zJ?hCEe5W+KM^b14uElDZQ5Ur{o|vaG$6hD`H%vB1HF_DL3AgyFxFB^rdeRlc?p~Au zKiVCf5^B%dq}o)u$E9cP0B66YONJme4J!f3_@m*M!mk?571xaXD{re^M}o4vj*h*? z83;W|BELU=HGjb{{0H$9S-bH^!!2NVV)3opZItUR#8OUO-*KKv@__DD#?l5dI^w@d zeAQ+uSM$TbTHHy^cG+`}T3P)>I5+&CVU z^Q8BB*M}YLHF&(4fx{{4KDf`Pt$$oFU*9Zc;5-rYWCQ%`nem>B;eUvF8+d=m)^X|@ zb1-ixuHTt+gStJe2+yrPW@hQ8eHFC_r0`n=_Gl86(4z=)a#6S2Zx9vON#<;%lrGxmp zPKC>Fh3#Qu7*gAcJo(NCL7uo3T*%{<3136P?X~D+)8R#bEmI5l4r`s%bw{|k5y&wK z1#mlz^{y*XvGFH{%$hHWG^zC2pkk5Y)9Ji$O;!b)Va(ZUIp3!wnp95)#G!LFhI<5x|j=YNb zO(d7?Xt00=diru}-aZj(4BjQRi&bAX&N)7O;DRy_aBG@q>ZZ@p-wJ5DrmgVEY92if zizSJX5lZtBivWC;@K=qryK7xSc`QK+nP3in=V8r#OYs}y1>MGn4~M)z073R~5Xa4h z3yfFEuo)+oc=bjrG@y(gI*eBf_>Qh)&h-n)qlG7K6nFQNe&(YuK^|LvX+r z{`Gn7*TKID=pGKg)+e4TyNgKNf-*45Gu@488M~a*)cF@pwv$e}Y2|GE{1053_RCKd zwbihS7#1=H2|Z2)cm(Yv*K)nNJ5o=tdip28`fihPVQnn1iDi+ncN}(F>p2EPtTn?& zy474pz>?n8U&r1n)BHglxn?MBlqSG<;8z#otwQ5V*KRB=n0ZX>08`s_W=m-t`y^qL zjF4ypmA3-n<+s>wHgr}Mn)h(2Hg-%m7=eH{&+-1hrLxLy*{n3fl ze4&OMnyDm?%ZEQG_olVUE&=IHbvyFo<@KNqOBaFMG{1Ftty{QYyhfHjHZC!W$CBbZ zSP^Z8?DA`<(e7;SVSkq+Zb&p7=RX{BLvHSvv9qDNmgb3!I$LT(>I8_Jp!&a8;CdtfWWQq>X{u<=_!rCb>M4KyBbqQHBX0O6Dvx zWhUL+9uMRwGiA2ZT%#MAa*<~P+qHI|2{gF8OXK}4I{xa$SmZh6VI*4OE>iCFxQ9PC z$~`()(0>9nJB=1u^+t@W%$q^_ZON{x5xkEp8&j5(K9ba28>zzM2<)Ti4h3gKcSP#l zvsWjc&6%0=y}31!6v2b~6JC+<*Xmxdzg;fNQ@MOBR@ReF3G7h;ub(~&KreL<68OGR z=E-++G-yxzZRS^L@t;_27r+}Vn5_DYzh^k=RnX`2t3M6&7_<)q>8KYHU9Z|(*DizW z{HmC?i}O2)3PJSk z01^H?7zNISWvFTb-a>d2OL&vQKqNO2^!Z4x%9=$Z*UBNx+}}^vL-%(<@V1}f?F&xO zEMp68rrSkr5Crg%AVnOXL0aG0(Ek8)_5T3t)t0`67@__XicjqbYtQzwKF8{GyC473 zoB$3_-lI8i4MrPcoDAcf)bZtp>|(!IKa0s%Cp9XpDBO;F)NATHQ;#Pnk6H>s?`3?i zBRwiY<&NSoJ5V;M$mI2*m@wVaf`{+G0+0}S=~25Xj=41$IXjP0+JiYx+7|LY?IF)` z#V{Q7p`>CuP&rD&Nyyr1cK#I52i_+Xpl6}tgO~s(@u?S&r2`~$+MW1N1EK`Jdk$)L zW@g@Mwn*tx79?O$F%C(n%9d;%ln_tM4hZQ^R^5&=Xb|r#F9Vu-NK|2XH4$PsqZk>@ z08VgMGID)t4*BU$EIW3k><@1A0IJ)2b*V6o?@-}E&#f}Vz0C)$Qm!Qe#6%#K%BH&OV56jkqKpYC4A`&JKEGdO>I%a?( zQMh_j!hzO|^NePt3z4@J0S6t2N|YRqDU7+{Y2$_Gy#N5`0+$&%Gy&d*J7@wtdDW~(rAUyF-zylpk01Cu6P7O*y2a}Oa83P??Rw2G&K*bz!PevQI zo`#$Cp_F5TngJ4@l<+vDD6TO4@zR*AQAoyUKY%I_r(PR0uD2PD9JrI6(n)H95}$INQ&Tv=|M=3Zyx5McJhcI z^{1>}S{5fYBE*0PKQkH!5(yc~?}&YAMf7J2f~V503yd9z27PIgDo6-8e%2HqB&!YbTg=Af66Y5v?nvSB_ zxVCW0*crg>#w)y?73z?IeC1{|(<#2^h5pfA8EdZ!HlRLf5-`k1pjSWEykGWm*Urn| z4O}qtu+uJoy}B`9V*EnW;MM#WtR{TNTUQ-D5v%h@;r-#!{BLL^a}qVep+3dO_*X1+ zt7d!Aim8OD6}q&(m(<3Q>}Ui zl`@+c*f$(zw5X3JgFJ8G9-_K8jl5all#F5vtBFH;4eK3!Kr$mf$NE>vI{QW7zm6Jx z)tdPhI@Cy$zpRo<#Pjt6zN$$XkYS4gKSPddnDk=x^)FjHtYvzTcs1<)3)JPhu<|7z zbnOS<0=zv2WW`GXu|j zSI<8QH9t2~n?$=^(V=6v(+oK1YxIxypz!|y{3Yq(of7Ut3_;RGd>*4C9lGYeM$!BO zqU!e5iKFQ0&haz;Ja`uW0L6a}qqvF&Wzn-XP66`LH}CZ| z@OOe9>q@$I^G4Ig(}RvwV!uxOdGRVA5%@y)Lh$l=0$5luP+Yp~VYjDqUys+fy4*e` zy3?Ua1kv0&YzlLb*vC%Q$a<=q<+<+qjm_=EbBB`(-nGd>S`s|(y2A#&*T7%0@9i(~ zS53B?K=7-_WhhcEC7RhdU@&&Pirw>HTlh!*2}AKqS4iK+UO2VTgO8dh?R?@rw=BR` zWmBOix%sgjrkeZbZJIsX8bk~g5Ja*EyeM6Yz6rWZ-xXin__A2=Rb>-f zC?jt_xwz+{{Oj~|Gstr7lSmWOOQ$_*EdG2vlipWlQ z=9A~(FW&T~S!PMq7zb<zcl?#;@`YbCPQ^)W-sW*NkSg zV}AMI&<4e;z^%G&K&vub+7`qq$*f~0!PBil<{>#J7@!S#7;ld=#8y++UcPI79pHs87`a)p<17us5a1r)IjH8;BC$WaCyw9bQp@54GzDGy zbpHT2t&~zZ)YgP->Z1_gde8+lwI~M}6(E8%%c|z4 zXDoQ*G{P=I;Slpc2qs7dQFBZ7m{mO4xTZag)T8C#)GwgVEP0-9!hkJBszo^20LiVZ zT{7Zz-y?+;%tfOMbA*0tYB!!3wudHwI!G)mp&5{d_cdEmw1(+QLiqYtE6Fa=y{L+I zPD!8&-|&v8`I*W3R*ZUF5HHBt%}g%Kt{7sX7np8G0;z6HwkJrCFHS{F=gU#JV4q6Q zH%lQSIH`QqlMB0cD`OG+^V_8^S@NyLSCN2Sp}7>*kg4aT09r&iJ5My`{n6aVH3Ce_ z&~>RAMLBF_Py>NS!OvQdGO^k_RZwC%KXiAb44qK!^q>oY+auF7=_kSCnt&@4wEAYI zhQ>m75KnplXqA}s#VaGXO4Cg~X+5gsI%r?Mb4(6KQ*@40DPU^Fy}jo~A9}lJ?d_N4 z0A%{m3=zqUV-=tryc%u8Io`Of1k)uL-N3C^yoCuM)mGG_L%NU_A+nAmk}6{rvYq;6Vdjx!NDwLX%bz0@5xK(YVBvX;ws?!6YeMptyb5vxy zmG~`zRQ$u~%{AmLfCT_Zc7j;8b4VS3hn&@NRXKihOc^KleGMQk4abaA#C-GjsS|qP zR0Eo^wBwGn0SC&wbf)>Ge}gqI$~f$583;}}IiLxHv#to+QL_+sX9BBv?#F752YP5B z&iPzz9q0nqN8$Xb2HM=mdG>#1`8ibl)}Uej8lSz&vQ(gX+Z$+qJu%vz>eQB z#yeHFRg885vi#wZx|;Koo-#cu7#DX(lg4Q`C?Mm5RMJtvJZ7F><;yoT>;%Dq=x98Q zQxpeZm#sLBzr~DEU>NO@g%vC^1{+Z4)~GYPIm3Vlde1kp!yzTP9+X%Pk=MH#iAwJI ztDTp`F>n{0b^ic3sG!zuW>;o>AM@=+faxwLwv3Iz=pl;1EH7PEiYzS~GpPN##iBU{@$okfWzloA&5W{K)DnQaU_m_>Z zr)vCTmS%~;5c8+ClRL1(lS~TVXpy*XSXAN201@*aLs3ex`JXS|r2<769q0l=WIQqH+K}Ub z!#`S6BOnC)$GtL1Rro{mPz0HA(YW-c7SAj58mwh?7&r&kg^-5MbDEohb1uW$m4E{| ztmmFm#|{GfQ$yuWYJj{Q4*=$#vZ9lb(z6V&7zITt-3|FXPzH&en34_vr+JAW03K^N z&JRrDo@P=8(Stx1_YCdLF`1531IK*TMrR5^??|$4z)|;l&;{iHah_?;Nj-2Xptz44 zcJtbtqDcWeNT3S?1Ena&a!zSuhGzZ{KD8@AN8Tgwpa=pl(wDzNew8-CoMR@Y1jWf1 z6ahp-Bjt+Vb~QR%kf+RS3X%K zQ(Vc`C!1)AO8#c1-KgA^1RtQF4yoj^Kt!*TR3+Boh^oMwvBhQ$F6bT7jAz!RO)M|W z&ANamlUcYU0dZ75-*#JbHbvQIT5H zS;iw>zj&I6MI^ zwKJUL@k@}o4AfSuLhR9D$lvl{WmskM(K>MOA&$94Mqw6Oc|+Qw;7f3e?MCe&-7p z9<_E2Em!xKFVnREX0BfZDK)tTl+ppQK+mmKlT*{}8)Q)jE8jJnajf1=lM&dxuqXqn zmru8aH{8q=j@8fHYLUd=UA$oX)>4UN%#yid>Bsohh%9dIesxWw)R909d+V8o$&S?a zs7#BVI0$?iV2Wu!RVgNgu@&i%ej)Ay=ilh&y-GxQYVQ9#Rc=|C3bnV1Da z2tDdB+Xp79G=Po``ZU;W})k4k}Zhhzi!m_?iP7fFYnwIhaOYpTSCQqg)0lr!L!-{&0ADCvR zRRCidrjefbpa+8=LB%AD6lS3+%4v*G@frZP8B#NvLdx7#T;qXC2o<5uNxY!|4Ap{0 z&{$Pdo~E6a&NIaTHHqEw3PwgJCZxy!6&(6f?%mgeKoNZS+7BL-iU>R$)0hNOb5RME zQzT}9FQf=tBa>F%+$s(305y*s_ik|r#U!xY5xQx3??4*~9-PaGUnZ5M)9s{P#FZ6_ zC9s7;?(-U|OFKIqgJ_@*vf}0ki}!pfu65$uoE(PcqKZy7vEbFP08YG$&6lTV!q zRtyOsf=Bm9dj7jDb-SBV8WK>aao6>(W5;?gg#IPz(rAAWH1*Z&?h|Q8B@PaHGGK$r z=QXE0>T|j=XYxG`wzpEEq{Xs%{{SRbvg=z}V_cw8M>zig3jOQ&hyMTs+4u$H3paJMEMDHwMkamKSKTPAe;8*A0#4q?J=j|`yiJsrWnlgB<#{+HB-C5g}CqF4k zZZ{GD$>Y6WwDJ#Rx*rXB`+URe&2?IBv^tHvXYR+wYme~s-0;$HW~rO)~b; z-Z>TawhEFDC`dgIAmGoOe{;?~|RvcSXxz&rpt*PPvJx3&v$r`*ekBn%V`cg`z+zs%*@b(uAo z($3v;89f%69j>QqYAvI;+JtqixekNapT-(asTI6hm@fA02`4zFc!S4sc#0I!EF8yY zZ64HKfRV>~@-YkBS~S-S$o%U%T}nf78z;-OfIEB9$S!lz3Pl-PZ$ASDH+TN2Nl|73Ed_L}}>G)T}J{9p* z=Y@P-Wvtksd2JnCLEs!VdEok2yZGbdwx{tC9^QL(hB-*{B1Xt!0UYosInN2yR_^Xc z)FeBkXDp}NIjee3v2bTtZh<-ApK6wJt$7~g!Z8`gKuv02uA8OW?nMuBz>mg&Dr#D_ zmE6(kqbdRAssUkcx`IgxZwM(oHKRu?-*44eMIP*&jMo0UeWo-R(?%GaWD3v*UFy;c zMuH^E^gIgXEvJS%ks; zOG2_s=UgE&Dd3u2PWItRRrxY|PzRuCo)5IYxB}3Ug#GH4+ryVyKCJOPd*DAQ#V>+< zSr(0A;`Kb;=jF-in%ckBpHsIt7C$L>?e9U(aa!e!8dJ5*M{>!=(^)HUuvr#HDqo-# zv#DFTvw5$wahztkODkKgT2Hgur`A8No`H!=W3wNJ$hB= zv$oQ#N?ka12a)(ySasOe+Cb5QjnI2gX3qP;(>?98foe9dLVb9zru;c(G`%7Nv>9bl z`t7fpz8Kz}Ugb3CA|v;?Vm$`h`jrt97?kp;G5o93qZ>x&$mUgVE>uS=7TwtAH6$=j zU=GWMbBtDX(JnVd_i>uqx77DoPj*KZQ8Tx`!J6qlbnxGbS62Qd@z;lZ6==KSwVo%K zsm_0RROjd`-E|`koGW7x{oFsgj{~4lf$Lv3d^JgYOYsw0@loa=(z+AD1h`;3b~W@= zv902UB;&0zW!TJ#MZ}D**mYck^sUbc=)dri_@_(K7x?bs$o4X-pXXT7z~5*kK2_%})`R7N9{Zza4!F6V=S zdwnb6ulOk|>VFVEI{Y#C52TYTYH(P}@$?>L&CIZ8CkLSQuiC9APEUj%v)+@Tx!61{ z;plBi9G~<{P=t=Z-OpN8dR+7FfB(}ZI6QO}W*I+r0UR2ELI=xp?NTWlzDoU7AI2q&?Ku?icXi^B9E=)c z63K+`R0x|n!0C#5V2t-3wGaRR2dzjBIqGSYA??pK8x~f=7I*aYW-=!N#~_1j(YP_Wltu68V49O1L;aYCYnIbMF1!` zr*dfruUcLO05s?6no%1Lam`2uMrq@L%>YEoR0cfeo1Bhm{%e=o2Lh0RyFDlYql3*z z0L3s2^x~J5$E5&2ZVnGxa6~^d91hgX=jNqs$S^v3&;Uj`9DOMlDA^~2PbxEk(K^$a z120aL{Ke!UAo85%naZ}(I@7QL!tg0iIM3%uV25EOdQ;~+um?gq(?B3#(9C=OR17iw z(M=?fam6@u?V3V3^u+=oUJg1`ne^*HTnvFqs(R1?!1+nb9@GWE`c#Z@^BMsqK4sc! z>`4Ix9Q7uG#YiWuOSEp@$28Y%=RNaKP!i0go2jOguw>M~HyJsk+6(2m#Q;Q`w{GY~ zNJw@q+LVRnf)7kk0&aY59Vw(_d(ch~T2aZTVO&lK!&J%;jDdqfs8REA{b?jj0O|Qs zD#C>C>Drmp=A0b$#tkRks}9l7gK$i!u8 zQh^40`qVBl$mE&?3R|@_GZT)q_Nf-{b1Z3}K>za@@PTGRj;HY2k z4n1k>2?HmA=}G2pYz_j`!;a>Wq-}At-i&~WQ?C+ zYvh00(?m-hYS#MQcSP_hE!#PBisP%J=0~rWPW6;ur`~!8gEi?jUkuvMBVmj{GjY!q z>zWp$3fnA4B(F8`m%)D&{kpEaat-RPGIDR4UDcNre_>s}7lqSbsOq~9z=Np)uw zqz2F4Ku=oo&2r#teiPL^E^zC9tal#AX~Dtws=o#AHLD95bUj?P$kWrvw_Ug!Q~)^@ z#OuKx#XJRh{gdd3E+7f#NrQ#wA4<~Gq>SGSnB@x_4z0ngoio86J@GJDtds1}9!_?W z2VYTM`QcC5=_7@1d`Eusy8i$O%7M;*h3m(!ih@4ZFUe~^i4|?Nh>R&35bUF`TGX+- zxS7V~W(s;@y^BilM}>6AmKZF|u0M#ge~oqax^|ZWZHm=b-~5X3>S9mPF!^g+pCbd5?#`VN1qzEd~xW79P_Sk(%SrksIybJHEG4NlaOMzosE{J08t72p$t{uCSA z=NX<{p4b?wXwk$sFFB~uo>wCn6_+u(RxUAT8DdQ}ZX=CPcJ`=D7feW28++7fk%q&* zY6>j991QD1QhQ?k0Si- z&`<^Z{M(5DdQyF?D{;_u6^j$@JDl##D;&Sc(yGN+(R5;kp{TXK0g0xewi`B+H2|2>BOq z?^j+4B22N%A4=-2wCiyYX=DM9VM!uc#;gMd$65g5N1R+MHY&rx7BMWtp4Gc3vMaq; z1b41x>e4&Oa0Ue{foZfkrG(FEAaw&ZOHQ|v>6+T^J*>SL^sT!v`fPqwEy4Aqn(#uU zq+FBOR(BQ4cJ}tR)>0+W48VN8)tjSOPbKf$9gma`Pg-*@o*-Z4&%IA&Fohm1DrJ)PdA zGg(5UTt|>l^&3bB^{aD1sOj^01m%xz)%scccYe#u@Gs(e{7LYgxo-)0i*?MhAi}|W zJo3t7<=KeZxd#D$g1!#%8pnGiSGKK|7|8nb{cG(o^}VESeC{TijI>9deYWb`A=edh zElN4mEWaro>tgoVZ!JM81eL~33&keR_33Jk4oFD#Js(!Kl|Ibw2GN0&b{?Zf9+5BF=Y4C)YJA;$;tp-F{cMeB-)-1|PsZ9*cbRO8u9-C4{8q{ zx1~NeDqO_)^ueqv$DW%)r1@$oBl_gEyZ+kn)|IQL{JdMmC;jxG{{UL1-y$wWa-RY` zLH_^=zrf!N>z1jK_Hi#??#837cFUpa_g{SkUYw8dugdGgl5HQT(U&ze#;ciBV+uR= zt4kD7u4R1Zr!@iadxr+@=Wo;h0M}P7^bIx=Ow$<(_BpOJXooG;s{E>j&02-8Wn5cA zJ+o8CEw!dn)jIw)AilW_q;M+B1ktaqNNdLtFK{te;_&{72hSq!Z>g&7b2Ni4_|Iyq z6ll^N*(cV3Itb*lfPU#hfmL4ZWF!@;GCGU^c&KEZ4p0L?7R2FS8*_?tUhaLYFb!uV z!hyF3KD8g1Sme+KpM4&bW0&b!o@3*# zNvYHvVTNb|X4u1bP%5)YyY7yZ^Y?a+1yw2Ye4v^DdAocOx1|b_Ny+GYQ}MKAg-8nV z+N$7IVC%*@RPifkAmcS+7+zLBTIV&R7MXD%`S`23gWS&Yi#M$=02MhVx8u`1yaIO$ z(2GyBPo28eh~;8Qqy)sd#~js#wYzevW9o6*y7c=re{>3QyMjJg?Gyoonn}m+cpjB< z9X1rhdUmNK)NI(2A2_PA>d^)L-%(ltuCPD{+!U`g5w6~q$;qhPzbi~@nO#YC=72hb ze;SOI#Z`S>Bgk`tdK%?SljnAFC=KQxnX^-HH)YicJEG>Z8v5c!AaE&&!3Y3j-kkC- zcpr@y0j1`~82#$D6l@FBim!k`=QQEFITTz8T&f}d^;0P;;46Hlr;vG=ElR402vgRJ zfYh{5GVPk504NGL9qJ9(JaT)}_sb{xxXAU*06eH-Imc=~%G}|ySJsBg^22ErQfu@a zGvfoLS^{q^Moheu+La1}h2d)*uH<*h4z)CEe>oyG#yaN|fYy7MU^xe%s&A^>V3m`f zKq|lX6SwarmuWoWtwp8T0HmgIKoozrV+Ro?<5M)3^MFxy1J7F0SRsfNL5hcSgP%?) z115NQXM?aCf3dc zTNY~=+BpJ)Gclwrz@Q?W2=qCvQEwXL(^d#cBpez5&kzT}JX6x#4DA>s)~Z6Q$mcYq zAUlXAfGaFP04J?GU?heh)7%n9dsIZ@o|&Krd2s{pOlWX(o+%Z9KJ@+0PTtf2zzG=5 zG0#ralC;O=T6#v|K6Tt^0m7qVn3tNNF=b6s3U+Z#h1~t*kM$LC63tR-X3C5tTV6vENd=xnl*Y z;5Qkia;$B;!jQ8gg(9&<%Q+>Owrbou0dlW$$35$ywbSilP(px5b49|(G^uqwMIuf< zl~8zQ>EtrZa6K!tmge5ja=}MzRcUqmb&Q?6pW2xx1*%w^Wb)D?#MX7DpK&)xNX2$< zt@+=)Hss*;BBg@8?GyanQ%2v;0&Kou?_zq*u%eXH$JEsS4v z^5j+NB{@4z1wbER&vVw309$wvVNeQt%Nl^AoK#!nZZX9!&A2$tKoJ><$yNDBT20Qx z9k^ORS3AhX1%m_0#Q-yASg@(rj=05E^R|P5pIVR4kCy!F2F+rLnYrAU$)=ApIqy_j z?C!!Z0-}582cGoqS)#4w5(mspR+i>K!3HXy+6w&2IjGkyCic%XTnqBeDxk|?)mEQ> z2P$elS+^XMLaE)8)2B3C19`>)BBaFSMn@FzRZqw%;$m{G#Yhc6KZ~fRl~>_-G}Hdc z{3=uq!wR@Gz-UrN8=O>LQDaw@+4h!Z3VkY6iZH)>Caemp3qBVd)PmizR|hpRN+WI) zr+S^Fh>g-XS^%cDj?4_FYOPvSvxt>E{&hxaZDZuN>WJzwDB?4o)B%6Zw`as~^1bS1 zF3HXmS2)-5{KPghROGspAwFR>q0V+J(ZZm}%Y#%W)@tfeQh87QYcekZ$#{U2zSpM}_A=v!=N2LH;jjW*gmMj{3+{rStMmFN89CbWZh%vRc z&;>bWyU5)9RLJGN@yMo1uFdmwr1`nyGyy)i1rAT(E+}w%)u^gNF z^`{fYO;kwBkiR3m~%Beh4jx$8gJBso&bNj{aImW=$vE%=(& zhf35XlO@8fUR@O-ZSywv^#1@Rp@GY?$uZoZl4>8i_Fpr zylyOEh#2r#cdkdtbvY!OTm={hifw_`E};{y=8yt=RU4Or;|OHHHO@BE#&b;wt;iY0 zO~rGfOAQ?cWPQiinvo~bZO#Jj{Og<84^c_>bv&@9GpCcpHc$eJfG=FE9%Mn@;?8)3HFA(FPpaEG|uQfLD z{9IL5We1*V45O|Ko$|W;*`1VQ4FcZYGHslpal$0DnSTi)}dA;;-w708UVJjqHqODHb==Atg$?Z za(NXaU90e;aqmDH(a5D)k9vhBjJZ`jj!kD9vR7iJC|Jql^)vx}?uKxJo94OsiNUA{ zL>#u-qc!v}43nS6mBn*vEysdEH7K_%K4JxOr^F0{5HB>b-rZg{=93=6i-pdM_dt~{ zGQFt-DP72NKPt(LO6`CNHGEoJmHAG?)$!_#CsT*gh zG_p!rGCG<7#MJdm9VEjI+^Z8zaJj3Iy2%)HIRs}vg?ZPA{vCh9OR6TRsOl^{qBbC0 z00Acl2cEU)7WVPl+sAJT{{X8{z4^ccJpCvF>N*0UxHVzqRmKiQWiqp15ra|Tl=4Zb zKwtAiH?=sRVUbiGPm>GO)tF>x)E5~QKuE-*VSCgY*c@XfuDDlR{#9I*gzoD=3}``K zI6dkxtQQ&PtTgL@-E-7cYl+cu>fHqZGhjTEnwcgk&{Y#FH{CTGNau{u1NGep!5%NP zYflz0YyMG<0O>#$ zzh>wM;&Ja^2Yf)$z99Hs`s&wL(r+}$Z5h$lNZ0_#NIy0))K~RKZ>Zf{KIE97_7ziF zi$w8NgxW`oEe54$IvCm}VxWcuAG_)as7<3MO*8o@)3w2I3rl|)VmLYf0QFVB?Px{2 z2);#Q(!YPcBL4uvKfh+LA6eZljipQB-9~f0E)weIWmdxs7~W8%WP^`t{O|aS{{RHG z_|@S%nXfzvb8X_iJyE1V=0j@ZlZD$P$0q=H_WJ0inUki`@b;H>l1w%nW4(1T_?6<2 z+YCA{9M?DFuZG_gJ`!I&r;fA-(ivMAc_WY>y$Uk}(Dbi4UlN9!e&3UfjA!~*sa&Jk zuC+D1Z?m>`zxAk+!DF^8PH;&Xu4_%dg7u@4KbIIar>NeQaEfrXCpl>u+9wh@MFWb@ z(-Jb$6$VyrDm1>_yJTI;!)X3>(CILpHrU^6;GRF708qB@yEM%qAQm0L;;E*Z)-LHA zf--%5YtsJH9Qs+gw*)kwf7^=WS#3}mUCtEy&}LDEB(#uS%_eZaCmhy&%Us`G#Wd>3 zp|X06*RXhJNzk>Y4{<0gi}!kZ8s@xfdo`utv$8;AL$nc&*%Sf7-fI#{?-xW)0IHGR z{h&rC7*K0HEiWdzcVX1z^HxkvBc;4!=VP=A&<(q*7@}8_6Sy+uV!4wZVp!N@hRLqJ z*23vCXx}U2oc>ixT`t{aSVWtpkmDbv2RY2mE*3REF(hz5z*nt!N5Ct4XmzbgH)AF! z$-yVyuIN7xR>A)OwY4=Z@&-l7BX)S`Yt@rjhr?O~_qTXfVnkr%@JATM13rG%BbhY= z49T#L6@4ma1AtJW4 z9+@@J_xv7KAF#9_0#1X|uwM%T;Ibl4mX878xXi{(%z9b&=nuyS~H(A zR%6$>uUb1FpW@|tx8`Wr!)X$J{!BBDg1K)P>v8yN!Me23HrXyAk`&12E~dJOtmAbK zADZxgiq|iDuW3FM89rm7Y=5-OoYkY1D>J?LEu_h(cqq>{74I`Hf8GoJ71+gc@XA%W z$^LaDR?+DiRgRl)$CGZVaqKZs#D?b~zEYT{xij2J?jIQS=so*a>BsD+;X&d50EUm^ z?L|aW+*`?T#PWQx8o%(9$ID-unq8{iYg%5M+_m-WHmWiFQZ~_Fr#~6|Q)}=G_FL8N znf$pQO_t6hoD)3uj;aR@lgH^@aE+DO<JQMkm0Zvc1Nm`$GQ!!9(?*9nBbf9|@(? zBlQ~~x(gBKZ(lP#EA=Dx;P{1Y;SYnl&Y!$}qf)e*-B6Q~B!*QaV?8lnE`Pxxz8%4) zd>ru?#SK!|X0fko^TwA4t6B&xq#X`1=5Fm?bNhXG{P>^Z9k+w+BqrX*-a#N8+{)@W z!0lWWWp`urPE{IdFHgAq(M#Fg6^fjZp0w|_P5s~2x}l{;pbdkHU+l>L0JtlT#9aT> z2;9{u8+iR`{#nLWlWE62EA>P8$dOJn?^7zA0(uIr6#YP_?_xIR0)dnKz|)t8%XFpz zBLEKuo~#3aM^5#ig<^j4(&s$)q&+@flPy+48UbNGN13l>* zJA-zlVA3$f04e0;Q_um{lM1V}b*BIiS^!)T^rciR*c9G#?M?)P#Q;gRFg^V$KD?T6 z$;l>~2t6nPyaS%}-~j}lX)%+{JD{KhIP|8UVNzs)$jvlzXaUQ#F9L(OE(ZY9w`~~% zCYTu^G5jiWLXb~NU4f506VuY3!rW#HU^vb?Q^DGDdeh?sgXZ+@P5>1u{SQhC zNQJOYM|wfQ=bDqs!5r~VWh^kg2YNwaoj@n3=}}+<)0(muj2>#aUUsRV7~z&YbBbdU zyke}!89+;NXpuLKz;i%Yr<|PPmy?WfnsX)xBNW^m;2tO>J7cXihZq$6fPJbXHuH_V z`qZ>q)Le6nbf*pmPZYVv53NGy1f1ri=^wZNTlJ_s=tFH`xVL(4GshyA%LJAy%>m0H zODt=^;8ZM3gKt4nfHR3Xp%ZfzKXiAXw+ofQV<1p)wL6Y+yFT?QD!AMCi0@6gNAH9EYmQjREsu7NQ8}$q=MqMl`5We1 z@qdn<5PukWB70~?ZJ%+{|G6zyPuejszErc-$Zkx<;$vDULtt&4GczzNTCz|YY z)baJ^yz04!Hi@4_gvbyiG|edXZ~fm1E2UF$5e zxyB;|GOZ0~p5dOrQQLy{AF=Z=z|d9P!$ZFnSjM025x77ME*l{;#cQTdI$l1}l-*l(o6< z(!o-vvMboxG)fXEc7f8jktAgS_^48F01NlMYRbHf2_vO)PEDSzI%*{A<-{}C8i+j~aDpQ5Y=~F=aR~P{LR%byn%2y=y6=YlwD{#V^qCRKI;0ll`?e?s|n{luuMl1>FxRdy!_6amnEsxa6* zmFrT;ImgI2YQ#hvha}XmbYdGx-9Q@~9IidP)mYV|CCTT~vrW|UC{4s>pSnzf&!1`l z+JT}fOpUh{5xuvGwny_HTFJp6u5nS1DhKJgr~{)}L+2FNl~))w&C9CC8w5RbO_NgC z1C_ucfI43|H#q{5OQc20^IWLaVUdE6NUN692jK=lr*JkB>THra8iq%>n2vXI&{U!# zspcLt+O>4(qATY&80$sAs|}j~9ll!7OK5g6X4{_hvs_yy=2qTo7UJn{4hJ}*;B7U{ zjis}OkUN3Ja1!d5lU*qQl?R}$$l-*_JmHdR>%n9YY*4L5z|@NR3;RX4kOtod(yw*dC4(rQt}b|y)p z;BGzCag|0nG}&(oFxWXhm4w%Du~v0EyHt-m$TFh`){q*_a`HG5owW_b?fgGD9qTvA zX$IzQYAx=cA$%=nD;qJ~ua}(Vss?#kv%4Qk$PN+no_*@kxNLmFftn1i7jbYn^sJX7i(TPOHs*v?iq!Nu)bS2MPE9AcQ4_ba!{I3uB}a!l1mZZYwe)Ph?x)qk@E8C!dKU*MDa_8&qw_O?H6s(5!K{^{=UJ?{B>3@?_cp$4dOr{{Vtd zYf>MEJ|*zw+@HK_$*vF+pOnV}*Xd={i43ffwn^zxw+*Dg^7zE^ocNF zNyuO-%Q`c49_*artF_o>#7D1FSifjvwOKL+XheoUasq?X6aiz-lLP0#6=ToejPh!U zw=KZvDph4x0mxB67L*n|@GC)fYy+)keX89XXpj+17qT;vZkvSwZAPjxcq87T@?&W} zPz6&&ytw2c0#D zCgoGG4AT6VB-M2%B=eecvoHya(QqxRjC%o1-i$i@*r;07%KW3XIxA+!E6yo^u}H-1 z%~`=C9jdWHhvi?Ioh+^8{KO>yNRFGfGZXcxNklm*nnu{SP3O{p zHVlYJ+6_*HLh`^@KQ-Q?FZ!$}w-sOP`jq4M&PTlfbiQ@E{rNg|6$#ZesM~6t%zJZO z(&-W_?lN`nTNd_~@N&a@Pz9-VJ;QCh7#_6DYI9*^aHxHUO13B3N0y&2r93pUWm~t> zfHMw`?%|$Y;2+Yo7Rtg9H;j+Qm7ie7Iiyh}gPt)~fSdPQzjmAsoYL=;B(KY#N`xy8 zNvo^E5GjEaj0hz2fk>OSfyf_)OR;+Orvb(~3IL4rigLyQG>`I;ieEFD2$3L-N!)m; zHy}ARQP`db6&n^+;LsxYl|jPwG{=;3xvDDio_#7vqG<-^>SzMNCjjR(i-DHSMzNj4 zij~&~7~+5s%10n%iWQxgaqZfiBj-IRC;;b*0EzsOw+*N|QCH z@s4p-uXPsMsd zE$s%|WhDMJZrehMKY4T4sI3ueZx7v2dx{FV&8^O>cKAY6dK%L)rbsF6mDPu>qulc!TYq;A%S9gPy!Q%;-p-+HD7iPbDB|bqwer%0#{ZG z?@^{$9@Sn+_qYR$cc{d&DLnB>fo~|IJq=eb(h|h{qN$cFeq+rydkx;Epa~?DugV2R zXC(^8G4D_@`SRWA`+48ep|e#Hs#u2e4iEFF;|DC1{=Ax*LM~W$tcxqOSQ#DZo=;Y* zC9()329`7juUY`kFXfybNui}~KpfVDmZ(nVri)Yz2_%8r6ah>#l-|Og2qSh4X);7O zCu;grT1!P3BpSX`K4PMx?cGm4QjBum)Zs0m5nn9{u zoF$d1$EmI3Z=zY9p;e0a=9@03Y!}OdJd@IcLl#?YZe6b^*oUyH(pyOp22OKYl3ZTS z0XaZBaa0)|MTDJ*E)Qz}m0Ds9E?Nt>3QoNE*YQpoAKnzrc6ac`Zps28_Pc=3SU>53V zk{~eNwV}>digL0Xbg33h<%pzxtH2c8&;*|*GRJ77!lIW$)~iZEKGh}$%yU2v4oJzT z6UI+UVyFWLr9@Dh|O{_ufR9jHSK&LYj<%!8P50;V~Y{@hM511s}TYxGNcCj!7WcRDmS+rne zV;w4sX|p>CF`V_q09iK?Fy7|?^cbn*)*!aRk+gb&QNEVV81q<1j+F?~qhb5mKmvd^ zVDUAolInAhYR;d;&m^Vx5Wb(}RX^R0KvjH5S6SADu_`qR+io0;@?gJekiG1Q!m) zIW3BQ^&=qGQ!_UJVx>TFjL-$cBwb`$Qp83qR7L`%C1vkVOD##im_OoBsfZw@S8jq_c<5xxhb#WleLas&0UY#w(4w z)HMsTZRG}Bp4kl~%{X_pcC;{_8%x*G+HX`)H#E z^|#`HIEU3%XY#`w`eL;$G`s8d-4sV2rn>m zswi<&=}Zw2cp0hIP<@3$)1Wv`O#n(zgSw*HToT5V%1G->X$d$2voj%J7o|pJbH*yc zAXH=yqO>$ANsvJ&bzO-#$>TL)AX2<9N(4mw)BzUXn(py>)xxf?vN|-?^;X-eq&HHWH$pjpaWtm{D2yarx{UF1ZC+qIUb3|Ch20<4n8jtC2{y{w|3oyN~-4 z{qc#dqGAUJ{#mS%spRLkL0?Y&vd#`Cn{85-{N10k>Dk?%zuWmxD<6;l01-dnmYyuo z;gb8|&x}s4v8y<@meC)5N&QHqh zJ0A7@Ji(?-g=?wzwkvK}tnTd^!v5G?Te#ZGo}i2$PNRyYHcN^>k^MH$Rf6qo^;=0G zV1JBb+PyaJ@h$Z6YYqz$gUx>O{8#;sehmCaBI4Ibi%7i+6x<`+KSEFXzcemRYvO+$ z{{X=?waY7M^)Cc?g4*#SS78*0=*Iw%0WuN!;;Wd)*|YP3b$N8_A1Ft|@Z98drPA;8 zxUJ=D)$;tpag&kL^scYs55ixFUkxT(PZL;uo;c3jugo7FjI3*cyPDeO#7gPqnDAI~ z2pu|_tD`3dS+ZH@x{~8hZzVV6bK8oOU4<>+lWc}rSQF2$HGyZS$$IN!Xg0)K?*r*w z4!3Ur`zf5{s0zeYq+)QfT--#vr_VjH*0nU~?b_ik*}|1Q+CM}zuW_@RZDRK z0oZez*ylUz+m(_Oo-U+dx9eCImhTPfUrKknHdLRkX#}oeL^{#Jxf{ZB z$7%rUbnD$m#1^kK(};E)1tTYpf30v{JJsG(Yo;`wV#J`F9^;ScT@&nBC7#R_jG;fJ zcxCj`8-@t^W^5nF-hrJ|657EZm@v(p;<_tmx4emo9QFNc%}}xpfaH_Ou8%~ym`mli z5%)9*>V=|2%F!-25uc?OH%V=G5@%>Q>r`%axZ)(+oxytkb;;k|UTT+XDs)c5fIH6+ zCzAwMO2F>v-niGA?pS2nagpEYR_<0=(kpWzVuNvCN`~svSynL+U}X@yYO<=?|fdj3^&7SNpHY|L^nC{ zGqg{vE|}Ztx_z!lFx$k9k?4apn5Z3uiZX!n?keuG(lo|Bneza}5eE>6Knh6b73-t( z`ntQ8Vv;8@C8#P(fPWhK>%)b-QSqMg?^7ORT3foPJu@7OGNr?5+LkU$VFNsQvf1=ST0ozdFm9G(Z2E?592boI3)BHVH5yZ8ijdX#Ah`0E1q~2Nebk<&uRxzObQwByZ|b~C><(* zVI*;$DdGJ&sN3ck6u{d>2O(vN2Z~(rQG>WILI?`-1x!8P0Abr z2d+t=0FBRjUI)}ucPj!GjXLx?oAj%GJ5u@ zjCmN&Y8()7ypHr6*kN7FPhmjZtAcqnp`C#vr5i)=+!0FSadH|L86&khh%1VA%yCaJ zow>zNF|V>^Et`%Z6!k|?0qad?bv{f*-1^rvu`oTl8C=@GDU8ZhwvWQB?Qj5U+_BJgDVNNa zEI-n^7`zj6Bw)zLapx7mJY+UKT3IDV_B`>W3yAufmOE)lz!(SXUb|`F3v^Gk&w@um zTe^3LbX#C#)R{;fG1|DNk4t0TqmWCgJW3lGOL=MwG4$rQAn?8Xjk#hjPw?~~&b^rG zo*2{lv4lwDzdzQfN#a|HPA%gQui$IVsgIM`_vmC0R^~kJ*TCAHM<@R~-5ZfuWvkw32TB0Cu>gjGO9v^zv#8p&Wi2@a?Qa%ZN_P z!6$WT!zP~uK3%=8(!S);1+20G8pcR9scqr=xTR9VDt#-0ScyKTqfY|}Z4x_ctB?Z( zt*EVTuh();LwzfDEfU%_Qo{uGt=koOc#cYOKSwxAu7_9}fG7!nqlH6}oxZ!JJ z2_rG=i<;Pcs^k$^6S=0~8l6*2f+D5KYN%x)W7hN)~hMh0yB+kwCFz^{G-t zR>9{L7#M65kZL(ViFh;tJItZD;-W6avcD)bQKdtM&RUF1AnC;bYb<_bSSK9R3U)Tp z$<8XYW>s7-9k{K_NK~%*IV0A9DYNVwkP-;0?BT#99Qs#4z4?EIdu?+Y)#U$rMtPfleonIUyvYuosBKkn@JjoM+d2_6#DJ@P& z#~rIt6LSdBuzQ-E!L;u#57LW)mv3qi7IoZ5O0l(AXBZ>3StoZ2dQ*{N3z9NTO~7O} z=0mq23{cPo07rs-X|Ewnv|lYmlH4{6wlmU@6a9`5a?4Hf?eY=16={laSo7>DBZ;JC z+NXouPy(f;gk;JGBi4r#U4N<=QR!RI>2Z)g(8Fo0op$hOQF&HFe(q=jgtj*d6~6G! zK9!|3klWkKXF6|7xQq^itl=&w??GWAd$F z^+IVh?te4?0JQglwEqBwAGBABygOxVvDsctEyOVb-y%tIAW#V;@CGaA`D017CW_aN z`21`2m;MUN@Xhpp9e7*fhMOMvuWTUF+)I;_&UboO6&gG>i5~FQDfv>f| z)NUG|F^i|JhUTfJL?O=Iuivd^TZ=nXRbs+Q*FZUUu45^|vphj$Tf z+B}mCbR^FL{&=t19YPN(?p9Hrwfy(~#-1m+&^|VJR%;@2dmMIdaxg zxgNEkkj58zAbRmtt!?!yk+wKVQ{K8Oe-GSBp=WFZ*ioppFn8N4?G7_dl3963l(9YQ zvxCC=Tm)qcH@U5d>?~sWwg5*;Wgc^HX{b&%oR3=Dw(!*RDBk>6VrRF7Gs23_mtD3@ ztS5FT0<<0vvE7+ml07SO-$m2y7vx-zQ(WQk9F9)W`iidFp}NZMKT6Q&I`bv0Eww-k zRVLNoQHY2nR}*u2A`+nHt4Av^KQ}d*&~>uwat?zT>sd1Rf_>#&?a(*Kw(luP4gfFFi#7Zfu4Y z+|Ro-*1UrxgPadas~wCe#4N0+23~*`d zB9Yl~Q45&Pan)!dM6DL$Jioi%rCWH%J!+Y}VuxU=GU}2b!h&cKwBjg%D^QDwz~uAv ztSGK7F3#L-_swcs+812N-93c>O!sjq;;Wm{oRN`It(A`b(#!aNlUhP66voBKpbQ~% zb0oNm9FE6W7t(CH|GWACq1!N1bII{J?Ypk zV##bJn6~0U>rZVsJFX)b^)++#0Zq=cg1|fa4wx7xbif*srBlmgQnU ze+H|~bn*e^oX`dEHjERBkI#)?0kSJ4rk@ydnnW9cBZ>ggmT=^%@G7vJ44|ee0zK)j zn+Eqept3_Nj(XCe4c4>F+z<~G^_?<6Y?=VN4jZjT#Cp_Aw;wU6+C)S18p6!p=zp4o z@Oc!aiRT!kSk?Yucr@iwK2;bZi!iz(>x_d>RCeeN1zRaL0moW4K0p+#7ez)=I`Kkh zrvz1}g^quD`3lXSbZ3<8GdtBsRWmRtu? zX?GpD+ljWNR0 zMo@L6=XNtl2|T37Lz+Q=zy-}b2IvJj8)+thEbTi(GVxXAnqojfh5ArtX6kSSJW814 z)gpQ9I4{Z^j%lnFjz?NN@Vs@Vi<}?3nv#XfAo-~CwsFlndX>zaRe4V%Zz6yjCCk1E z>qssnWeR&5VN8*OgG~ryB(cbCjB`|#jE$4cUO*z`^fg9g9$bx* zF-V2u;r{?Cw(dvDgC6x3*4@460j%VVD8*L`BTJ0&R{Xugjt`|zvPA=O;(#fb!j1;x zPmVt@{KFMAj~en=C>?4cc!fg1rQU!ntWhcT$4ZU;{!#Byq&k%2XkC>&S}o+S{*?Js z{(Wcyu^@xDlSq+VNy4rxc{H1NS8rOl5-5-=tpIbP!ax+eb?cfXlTWfBFV6L+abnjT znRbezG)qvy%-fG~KoktEHe9aJ?NG@kP=@=pwCQ7S^6u;Ps>IrX@+oQn#quQ!ou4V_ zb5<6~*#mCdR%M;BwO5Zyf!X!~8Z6s;0LT>#(-jy)ip92Sg_d8R4bCdGlZ8S$=A+%! zk2$D3p!s9K6_Eo={JF;!6HczXL8+Mw9f&EPVUz&fDy~(?1~~xpNEEjUD$>IcZ{D7M zwP*KHjjCxjCdvsMfaS&%Re@_GuJ!3wS9F65+NMqHHjV)6NJVRFP#F1!thKrU@+C>~ zN79@;?%`(NX!)V`k#mpbY?Y+hztR!#zUN-Ok)7M9o(Z5hHI=QwQFqXaR-=Vtn_= z^c0A&MBllLFTF0tBn9TJ2vLa780$a~8_9?6)wZ_D__t zBNYf_`@^+V6FV*`rb0S)qTzEwYpE0foKr>MKnpk4vx_^Qo0?A}c`MS3h0CpW93L;7 z)6vUkbytSl%NT02f(;i7h=T;v*8m*T1dH5KG_irwsKk*}lk$uTdq%CsX{#!Z_!Oo0 zo(3we10FDom8OLU@u$4Q80rNvq*4PfYM>%019BBpXor z*H0ysFqPW8Rc%^Owyg|Yu^eK6Ig9!1G^Fzx^Dox93H6lJBv>ui<|p!|-RU~b)BNaM zo`CkMso|YqI>?Anuf1jmTWzM>rW*JbBe^)OxUX$t0xLiY`&SNhU3rcsn5zE(pL%0> zV)9eB?ZzSM27j#pcCV_%8xX}*o|!qQX4Y*jlY7oLAK}I;oV4)lR+4U-Vc zTgr^ggq7%M0@C=72}#(s7xu-=hB1tAYbD^!etTf%uP)tRBCHle9q*fbZ?Zbrsb zD*pgcUNP|(_Ivnc@mEapwP+qIl>vOnvZRlE5t{Yc5Hc9oy=J3@xKur3r*J~EDe$CgplIDd#7Xj z&7U}P&sxK}bYGBLE2;ay{{Z#tOS1Lv{m%k9uy z88;3A7|nH`6F+AkioXsoB#vD*uWfq$q98Vqd*Cxy&$rhXHYm{CqpYjJ%8&*<@mnb; zvCAq_k3+Pw@m{BSZ8ea<5)Rd$_H~*_qizTzBnsv9pwY@MM7UO5kzKx!hW_Igs9n0% znOM?~OlOg1gk~Z4i2|#5g5$}y*=*P&&{tA4+t{t7SsX^4#s~P={;eN@W>7E>o^Cj$&NK|?d%l#|Sd?%#a>3R;Ar7_xu80BDlu}bl85lVbr z@nXi_A?DlZaIWAwe(l(w=U)E+c+pF7Z#oYxBUDxV1}c%8R#qP^<}RAidMM3e>eiBK z(Zi*}_>$^REk~(tD&wFRFEBg2!CtBG55pF|DEP6U+g~S}Zw$U+0FlbF`Vn0a-sc7) z>YH89&ku;#Jm(;O`E6CGg~*+8&`2q8bhxz}yz)fzK$1#2pSpfu!iv(eKBp(5qeq(C{-5wq zh(F+>zB#?0#Tsvc;gkz@wMobxrb$ztzLojKW{#%f=4=IxN`vkRHR->!Cyj^1UyQoW zvmAx3?Vd|miChh_&mkD#e|o%$Cz(9kWG8EK-{Cwnc%;j1#&BskDUAHpMqKEW zMiA$&X{3PI>qh3rI?^)82yAAV5|U_e>S+i)#|D*hMny_jIL#w6Jn^+@+X*?RU>-#W zB7hEY$)>Ad=8Q9RsP>lmXaY|(4s%i~9P!ei5McAttSQ<8`cu$ai-LF^DceqP4H-X` zIN*SDNMlF<;RoYN3j>VOt_M+4Y(^XUdr$*UPeW0u9lF%TL8b&ya0eBkn4w7-%{f(w zJTD%U0L{JoQe&J7kf{{qQok{!aoA@ZwDt2PT&^t}zH1$fmQZjFE%VpURFZ7a1V>P=SgDdFz@`3Y=1cuDo`q4tPB%xD9Sc z1Da+y^))`y*#L7&k&r%W5ZDyslU=A`og z$j45U&FvmD&P@O_%WUqcVnuREKZQ;d;GVSHE=4qNV20i!z`ttc4`bJDKdq6E%9W74VYU=?#! z%q~vD0{7`p0e-bOgddbC`FW>B8Wr8%r=1)721ANWfmX~zq8$3u8KVaUfD6~XVa|@< zV9HGvMsc5dJgf|Ks`nb5jBX)_mp;`(ZBj%~@xs6k^_#C1)ZJj^E{4j&RPG0G`c!2Q zo!Q2E^sK8}U1L&4loJ{^P6cRL_!C#Um?Wj0AHVrE%REY5PWWY&CH6#;>dxGQETJ>d z8mQWo3dCEd+B4MTj8~-Tp9d}EaXr(QAaJKVAN%UNoj<^OR+kGT(S<9^6OMmc;g&iP z*!oIY6>a6A^IPiIQpxsfOD1VM5>7vrT~7}9pHRm3!9TzP{{W4BI|M!!vmuHhBfd^* z%)Th_{gw@#w(>pe%9dly2&*1lou1dVqZA06S=xepJ_&;lDx9yW<{ek}g z8td*nZ*z4%A_6q@{*Q~!5V;Bern2ChW9SbHa$C}s;hFwaJDK{QO4^Rql#STPtB_i;m&}cN z*E^h<*BW*?$n^ zRr_5brE*p>sp@O0g2D*MWM9IxqqQ;Q$S|$YRz|KCF>N%TEaDOKde=#9rN{XMNBP;8U}M42X~ zwzKmk!=9d$0lK2z?LWHXrDjPM9HV5_xcrnOZbmBO%Nhdt1pO#9GUNTy;YM1X%*1`u z&!t?AqS#%A<~0bB755QU+KoGQ!t+fqGqF{c0L8;m@Ip_zq5l;d!^Kxl0 zDoJH?BMrQcwK{2cDnVnM^NPRrxSZiCS#KCFILYHVr~(ACWH|>I=8=(!BytC}RhIcc z#FBeebk;55;v>1bbJBn>ecnLD1%iW|8pgTSWSM}8LiWIGm zryW|-G$Jxt`*BfP>Cu@#d-ESkzSg#}zEUtTKolXG?&a{wfNOfz%Gpg%kmk95TlKRHFfURp60{m5iLXK~c?g(m8Bn)YUSJ zEWnT9=|P$CXZ#ey!mr}b*?RL?x5CTe>$q;qVGC5X%L-G8=Jd=3rUi5 z+~X#{tv`+45q}+g4)M>0WkVv}>9O11UlHakuhkK}Kua%m{@>_F`pSx|p z(!Q%MlhpDtk<#WI&`S)i6p{yOwQs9WZ^~zi*H~6U#epn()+ODH&^GoN&3#(f@Oh&x z8PnTqkX%TOD8m7a9+l}{8vf0+x>;dR8c~L?1C2>;1__tAOB(z%HBE1jGkhMCUM=&J-} z6|;hBYYX_T#L=I=+zRAvwKkd+82N$4Sy2U;e#(vt(tMg!`a%_x}JnuYCAptIcJqLuP;~Ou<+ms1?y2tZ~g* z+{XA3;!)vW+Bd?Qbc=}p0Jp8|@H!CJAZPTi>S_Ev_VkKLWZ53YDlwe#^{?e4#?5u$ z4~+KrRuQ6HZ;Jj0I3Zk5xG@c!;|9N|--cd3i^abRJTc;!UwpULHqRl(K6Zs!x`EvK zSH)(qe95Eha=MF?k)4A0V@m)uz`G9lHDR>tNHMZ8fzvgCKDjKJ3VHl1o|gLRcPr)` zSIKC7QRwFGD|8_30Cp9c+U0`2Jk7s>t`sYrnWgzfQIhT_eXxSSbu_HN?&j8Ea8@}t z8p)enbWN+neQOdsrfeupzVwrb^SO`B?MMkEzMg#UbCXU?h_c;kqPl11Kb=VAACU%0 z^q>dtZ1F}1T6A$TkDJz&%CBEq0D8X|#YhMvr9fN~Hq(W~F_I)S0Xj(#I3t=4)@`GK z?NR-<0)(Pu`sSW)3LuaSPy~vIpL>96UG}KEi{Mri)5z>j{QFa4v%0&F>p&XAP_>Qm zyCc@4xYq#rVH<((O^ZWxkLEv}Sc^x94bFN{20*^QX2@n9)ftNJLR*}-t#yiui?j^Y zMw<_g6bb;ygG|4EPfvQ)O)@qcEky=NzF*#$+6T+^bfI-awAeJydObm{-2bsYH=B}=v8Bvo~#igd-LMTWK#PczQ z6+AFLNpXzT;$er9MMl?=lffKT$r#IV1-?FE%}M}1LBYNue!p~8X|-t8LIbzyRNGmD zcb3GpNwK8J3w6agum=^J{iSc5FEwNB2*Ww84sytoa^Uc3f!jXyP|SqjoMNBnLjM5A zj8#}yEK9r%#MDbDQNYQiX`ctBp4feRg_}Go}!Bd%I|+MO^`>2s!waJ z-Y`=DqHw{V1UA!S7BQd$TN(%lK7*a!DL0?NN~Xfm2LGh9!go0X+20U5a?! zK?Dp{HjK0HJ*h(Rj?@8h-G96{QGnyEX1@=TYIvl=92^>}0b!#|U~p;|jR6~v9Su0j z2px-brWpH^oKavV`xUIpGuoT|oe3jrVw|mo85pSyk^(jyQ?VS#dTH<}%Y4R_>|$(Q7CisQDS+R_O^hiBvP%dxm-6C zytX;wo?|3+qQT6{ZKrASHdtiR{f5FLg<5e138)75JY-R*`I%$;I>KH`)Pqd0L7Z_> zpmZ4qk%>GLMxy3pn@_WI_jssVMX-Jd{c2S&?@v~8deNX>L<2z6$i_+h>SgfWki#yg zBiz*ch&&TbEX3n9XdKcbZ39jULXN#U*FSOLYj^phl*W2zuV2QxZby1{?2c%%4taMt z>t6}W0Uzmmx$e0BwWTJBbUy5Wk6~Q^;-?M87D3N0=O%P};nVt5CrH#u!2-KI+~k^e zc$EZhzjwa#&j)Ek%{wWlcWF6IR5sV~bC06p0OCC#sK20q#Jn@xdrW6#0aj7 zWFa3~hHGg@%_3(t=p|P_FyvGAM5-=D0@V3PjIB=NAssF*&d&rcc0m|SpNW4Difw!6M(pYbrU(}EKdYtm&_xBBlTrm=KN<4!Po^qFx4xJL!Ccme zTYEroqL1wjiSn*Z07n*#j@#~eBe1QgEv@awb^vP$^*NvAjAPcB_KTPPFPg5vbn;z6 z7y*q|ms7QcLudT{Rmx3oJdL@ZnrdmKxs~@(U^gY#piq3Z-rriz{?os?lXNicUwT;W zZDGR{!5!(cUC5-YONI3n07mj&w1<0b_NxFYCd1q+GqmdShJTu zog+#kQgAl*tmAa7PnvKCPMp;_?u^(2fG7h@N*rdXJf2&T%T+MVoUTC~4LdH)$;mzF z0`zwWKQiP~WsweB7^q5x92&0spXJSCb52o>GiT-IsJpSw1}j7C&N`ZmK_c~BiY^?c zO9lt#6+C!xv>t0)?1n|jT3EE>&lsi5N-^3rP6^3Al~L?wBo*j=YpRak7>)}3-t^~( zKQSD8QZ+|09-RLG#yF`Cofr4N3f*9FjC{31L>c*8@StS@Y5*i2l)g^v{M{+dF2F`A zw(pp?YRt@duz~(&>-f}73`pBRsRZS5j-K^=Pp5&I2hBhfglwzwFXK^^a(KWU>f35I zYx1bb^%YW0LMMHYsV0CGPfLy&8k zw$f*wAntIrtdYZF0>(EnpbfwDC`K3zo|Q`DRJ651Bf)dhv7Q^bWiI1rrW-|5<~Js^ zG$a?-7ewMcr1z+n!R9-slODpCYnJJsYP=Mb0fy5+16bI^iX-`-)YCvjJT5c%RMA4a z_YsgfRk=|L{KJ-@43vgRWyt%rW9+EAl%8tzawIAf0-VgOa&bTz@mq-0v#XHlQ!g#v%pbF%Wdgt1t3~}>Sg@6uNWYQJS0CDR;5C|q^+!sFeH`!#sW`Dw+ z_J>5-oYXBTZZnDid4?;)tv#_!wXFNN;~WWBeh3y z#b(}W`evFi-@K3x+3Q^O?vvsx$(%fe)E)=QIQ;7}rT<&Fhc7Smz*7xc8t8tAvbUK*d$^kZ>zf;d6pGs>T&L$65f%m@)U51?UIX)r+y2bhJd#ciwNpA-84&Qy#X09}QAoAE35WccOq{txXd4-Wxp8ssuu+qokroCnWp{fWL=+zALI z1E1wkE%eI8NDhH-UqzUIg$rjA6Jw-*a- z3^KR+z;{eUHc&$99h^fxv4>h-__(Imk+{tw&_Z$V={{YvjIC_(K63$&~#X5Du zE>aDR`7ky0{q5YBH!8n(VcI_fUpV|Uu(eC~XfO)Kal!0Gdu*4bBx&Jc`>wxQ?t;?i z%VVW^*y(KKw{p^4@TCBc<8VHqNv?L*?n!L?+4GheQaWRr;(jOV zOQZN(>`Rq<*W2~ngjUCm4#f|HwqM#hzOUjLKjpK?ickATKi0jr;wcO=+vH*{LwzgH z{uS7r6T#~>!v6B%goEhHE3h|iLzfv3#~%FEqdJPrMKVWdlM{vAiup?DUlrJ<>!>uA z)Z}1x?wReBgY$0gpmgW28LrA}MsiJaH52p4#=mddTDPP3%s(6Dz_+4Qy?%=zE^59?| z7tf66BaRJmR@D2-H2s|=1=IR}iTS||CVSF=I(kq8M<)iQG30I>Vw|5T=}vRB zZeE6gmA+tkr2w3QDe@C0)sG}qje<4Y=O&%S%W}3k=A}nm6+I0mK{*4DN?dL@QHnzo zJkg&+PFSSr-lW)9io20!Fagq+Y@VD`f~X@sDg0+S;+4l?fl1`k@F_qeEPo0YBxLYu z3{R~D$4xjkwyLkdRS{2bFDlYlWyV}pTB^524LK!lDu(-_c) zpgh!}0`|$NLIoWu>IQhFa=BQ9W{{{IDM%#XQ_2uIq;1H^8*uH#M~qd?x$VtH@VMvJ zvT`~UJc#4mbDsSv{Hl>oP{#;3sgg1rFzs1Np}Z)_qzV!9AHt^2Mo{LqLP00bB7EcC zrSgO0D}XCMYHqNW)XrG;AZF@$rtK1tF`U%%-CM>;mDN}Ati{!=e9tb~yw>*5_*OEk zmh9`Nhn4LVYpf?5dkU`6lzb@b(z9gLFJy4Gun-5{Jk|S6BgA)18)1nb?zMBz7ZiH* zvdYyy$qmnxh+0>{>?h&U>y0_}1tADq9z2-lUIy zKdpJv$1aDvM4?TWt%)*RvJmMo*ys02=A-J{RgYBnc6V9=wm} z)$Mb5n@qMFEnyiIpC^o`L@gXxC+S?0$4j~IVe&d_c%1&7@V;#{EQ-S*bDaMGjdZKw zO*_jHYBDPY?fy-3cYY$(uRrCc#q{E`UiRu`5lH86;499aE>EfM!z`y8SsslVctXK^ zwLr(V3x9j^Ik-2lax1iB~bXivfS4j#YfOhn&u^g)c zI5fG^hd7_9uNpE5&HHOVp$ zDTxNO<|CCF<)kBS@5-iEZK0#;J?k*dC+AF%xnGy5qnJ5Su$MD2^r)tqLx3Bar)_O3 zFbu_adsdRzHsV!_W{zOxL^jg0u@bQQW~O#++oL%8Qx26L{{S-J;QeXMb*9-kN05Fr z84zY!Wb))WJ*g&DSwuvGO`lxTN}sdsEIMMa(%(|NmnaTTB9l4}l1o`gRsdjjq2PHJ z35BRF?#vA7saQ@qRpC#P!8@_;!#eJE@mGsmR>OEufb{BQ+Snt6LJY2gM5^rtLgvD$zL zUD(i1&uc5#A9s;&FR!5u1YO~<5<7}~um zOt2XpY7L~Y;;rom0!GDAMRr9$G3K6x?f?wcp$u6YTkxv@#}GVXfFg+=M<9H_)zq{| zl;waYwPuT_1o?exQw{9IH#7k9#N`0scc@+yDGE6EtrmnvRLF2oYG7;!bs5D?$6}mT zb0E&+nw?r+gkv7HTN>1@x){bg9EzCfTD8F6H2Zyk6(SZ(t7T90hxv!4P;E*9{;3NO zTDIC9y5X)S+}*`l7M5wYIMX74F@E2DCQK3WN%mbv?+q^%(W?1FY-4DoY?3<~0LzC& zaE0Y>m)fU`O|p!A-TC#c6DGs^!+q~joU4n%@<(@&bSp; zT}Dzy&H$hdmysc2Pe$ufERi0)J6Ar}uPzf9C%s4~kP;YY6amnqq8;57(ln`%K*;s1 zNafx!$fub}3J>Q%7w5V_*j{t#Rn}JrDtgp$fw=lmQ5CYyk?BALh1lkx9JiKx)UwM2 zWB~npRVl8cG6N6H!hkPC0zT8tTRl5ro$oNnhegH zMv-p>)|0Mcxn@WA4a0thzmnhDKf>3(68)t9C22Rd=H3~6MX66~$ROKEc`1a96M$D8 zdsp?Dqu5=+Bzv3gxhL_(ehB{n!BadB4~Bj`==$Y_xQZQbPx&ua)mfb_2#hZcR?8kwDG6B{(9pFeJ%t+}GVwo`=ZKMrOP%Z-ys1 zrije1^6{Fxa6^EDj8zs!-IV7ZmC_{6@4^up&X!CNy!ucJ&oz-pf(DU}B8tvEs6< zd`UIIUoPAf^(X%TtzLs~uh?6_8dlpUpfmwmJsVYZ0mcX6Ru6{&{{UMjHJ@|h_iT$` zNIt**s>%M;)Gsn5lL~z(14`n;&e8sN&MPusCj?uJ=AvcC${Tt2t57omhF!D(+ht(6 zVS*`U-!qRfu%f1Ukyj+?q(-{N;yNB z9l4rm0=KVfj$%*-ax!_Ye$P-bWr@ihsh3ytPMHggniNTLRyD3}6_=J7?^%yNIR`na zVjb(avG=Lc6bf?L6;?C3V=z85)}fhH9iydIJ2!l%r6VyTBUNJx$1|mj1X&TWuMHNf!a})zSik&W<23Y2R6(iU-zIdsU;3o~ps;zP6 z0g6sB^9lgcYoNpgU&fv1t9*d-S)sV#bg2gA8-T&7NDUy(gNl?~2$$wL$7;j#CEPb2 zMFh6&lh(9M4WyJxnQSw9QjQJ~V4k9}{KrxmN#m_4x^Fjf{o0{3XcC7CI`yd(k-_6N zh;JQEV;RqSv-XLcjGibU+4Cab3huw)mIp)Nd*HAwVfL?eAwcoGJL~sX@N1Bfx~htaVXjeIH&|?pcy8u!Dv{1 z_lf|gaVogSe_F~cQHUhAYSyle8i5%+RvdFm2+nB%vbP3D1e|THB$0swc2w3VC4j)| zPG^0fXQcpiOZULwRL_I*uS)0Rc_jP881Gl2x)J=i&MBZZR|Bm(B#xCyZsTOh;O3?i z0tVW%8E#IYvUsOtuL7YnlwrFVpiZFuXe6)?ImJ68u4=!XjGo4tvJ7%)0?v1F)|bjS z$vjj`B9^OWLAL{?06=}0CCS+19MCdlfb8engEnACyIG|3V?%=icP$8KoSQBttftZ6wDlEl|f^JPUE>T zaJcuT78Ewq$E7f+BP&#jLxXdQQUUG7N1i%U!42A&$5QSir6n2npa|MM-D$x97^wjR ztu(MLfj|)y$)tGLb5?fer5i~+&;?+Gcjlf6{{SMU+H=UoF_a1bQSZ%2399>mJ!mtk z@zl^JN>~CaKBI|j3X*J-Tx(k#IwkMsG~ku6AAl1h18F{ zxhA1l$vDO{SI{yY?af_Z-gALK?PD+O{{URjA(WhvirbD94Y`F_B0h>SKwif`_IVqc zbavnzvF5Z~fJp+N1QsOL1#^!?LHGK0s|vBI@zB&Eg9E#zMyx<8d-S5g&RO|;8e=}n zj42)HB#}{K>@}xSIULk7Ht6zNmEo1wF^uQlq>o9xkY$Fzew9TTnOEV@;Z2%5RY32@ z<67^cSjL`ap?VkF{{Yod`JNB98$|wN{{XoRGas+`ipZPCUMJL0eTpx#r_d8X8-v1kF^$@UyM2J;`PGYm3ux^o44d1~ z8sr^3QLQhRb$8`Q-HMOtTl!=+8ZaNe^XBfv8qCb=t^6sX#y2|eKIXL`vD0lvQX~pJ zYm~V03yAX?XVax*wf?1aH%lQ2>BRtcSH3E@x6BZzayTA?^sZjxSG>Ga<+j|McK-kh z!w`cm@Nz+|STci=j&oWX72~jk$>vG(G45*Vv4=czK9t-Y*{70Mh2+%On-Mj$4hh=6 zl~H11>=b?`wA2>BdbAY^ZK<`FCV(Px!x-&V3cHgd1MON(v?_%eIj687 z<&P8ro)Md=#YMe>VX{toR?0?)=98eLUm%iDj8m`~F-N!)j0&>0pDAZNRfm!=+fPcb zB!?wKaZ_^bjumDg6^KTWa6S!wSm0Ek$h-5FAbMH(Va-2w5oR3ph z1+;Pe<$7ieAIN~CQj$;x4912u#r<_n6iJ+n*u#cn;TQcG4rjAoHwkrz1N&;~Go zI%63a=BcH$Fq6j~^}Xa2V!(20tg$2IGlFUwEi;~tWrc+_n>DNac>8dLUIRc=Vh|l6EHx#`}1C^`fO~VfMQeaS<~rPpTOQ? zFF-&P0p)9@&n2l?Fk~&oU|+$10vJ_Km=1C|uVa^c4Uh5_>5LESS;a4edy+oh+(>|&emSqzn~#S2=A(f&pj(*<5`0F7(m!A26JCx_}AcOx#CGCyNVC85^}CpIqC13 z`P;>x1+@`jb!9Ei82LV{%M;Fcf1r!hzV*kBA==bWa4?t2{<%q@9$G6=g+lLVELGSN{OP zO8jx8cst;JpYWo}a}D+McJ8r-CwwZBLa@EV&0|nyF`RCs3iBS$)%RysdmdR6|sAx{er>e zl5x350=U6`BRc{4pNf;9+S@<(%`PYY`K;k|^uKC)0RPb33Q0$`>2YhlWKvx+bl{r^`IiLm~lc~iu znTK*kUob}?iIUNNyW+;)d(-gVqElmLR#z#sUIplCD3|z76OV^W3Clv14phI~a zicUburROx|Lc=D27y%>eP8}*?831vLXozCp5bV8TF||8*&F)m|K+tcUsNVNa=NQa@67{cDbR_VzvMIRvF{W9ETp;_XFP*};T8 z$OHM+jXS~KE4?KyWNZ`2!v6q`eJd`#q3M}eN13_s{hLBQ_f|14^9siCC`a8TSREB;~0yf^{*_syLp^Q>~{*z zcjWHmp8VH5t4Z}eYIqt@=z2HlRWh1vU6ciG%HQk>P3X0xDHUVSR~ zTuHe8bzm;s739`o%E(sE+AtD9%|{$c>|sE9^{uEZ%+2OECbup0_@azE<9Y2e#V_58VtkbYEr+xq&myK-zuAL*u<+%yfG+Wh5$*{`E)aQY>4})E^~m z9TlWq%_b{GEj~0)EFZ?P(9e{_wz5@bQ}YVlx3+=>+y_3DYTn5rETHZpu16Rrpv`H_ zQbl};4++++MG*jexC5}(N^uXSim{vfHg#Gl4R!;^eVgzeic$ZLe-DV3D0WNNo<%6pDt(tqD+mTbnjCH zW%`euM8)HS)R*U!kn>C(A2@piWI7Pcl&PAg(-IIc$9 zhiC8UT6T*ayg^Y$J*zM|#9tO_tR7hkD|?F9hr!WF^Ic3?&nKGPg5lKgaJ69F!PFm^ zP-bV^=yp~N3~FQ}xhA?1cXP0LU@7U-wNP83E=3J+tMU$~y<07dG_GHBWS;azakYp{ zk?&RV&zv58=~0tEFvEUgpjwj2EbKwsg{mbTr6(I}O=XS8%y23x-46-*&>ED2s^sUI zSX*m`l;_f+VxZ?Z_Nc_m(;tNfi8~taCQkL~+N1kU(gSt%thTyfF&_kWrG=%Ng%~HP zpp#}find#j)hFJlU`>mOU!_gX?akk%04f&20A`#SvJ|c=MPh>;b5fEC%>W=l)kidi zT%VhPPgA#&a4JTY3=(9Z2z;>JDieU)bBe8TsoJJiGm}Xj%x(k8PUdzl0DBY7U5ds@ zh!{JMYK}YWc;d+!1GQI|#m{6nM-XG$k)gj9hj1I``A4lw{h4nRpXm>}xi#^Ir*_y2 zuu`q{?C-i!gV@jqY9-Qb4g!X1jkTLq`D0(iR~+jrw&yuC%s~NyJt4O11;}iiP z4JRnH&=#!)>=ROCBL&Dk1QTN@1<$inuKGoFk48&@~)~Q>jE2z)`N!njnnoVfQ9fA#Bu{{VthUuu^B0JP_b?JShMQfW6E`f>i10M9+@=fRt? zsM`3C!*^0~saeb+1aMu#AQSc; zr;~|1wIj8DcK1HfYC5o>q<-RDqw$fGbCAB2d9`^#1_$ z(ljy1a>{aQ&zl>uXE+p(du<;*XaTDPN&=Pqd8epFC097Al3u)@>enksWRqveaK?Z& zBRf89V0+Z2U_r;tR6L1ZFl2w5(wvBk$)E|hB#c2E)QF&-Iu5l1MmS;A_MouN;BoC$ zV?JWpkwL=rqFcwt*#2C1tmlxa3VEP5;y~n4VCE%jxs)+>Es@45nGG%*J$N*-lEe;x zdQ?rjZBk@tNJ1bHt}=R>l(b<&FHyx*i8pdhSU)Dv2iB_Lp!O$d1+WD&OR*ARdG(@J zB}b)KWJ!7)W|(L+TqMtf-mHQn!s82B!30n4DpJnpB;tV3*M?hhkbd<`Bj*5p(OD74 zv}B%X%e)-3P$z2_j_i=FfNJCp6*iN&_pCD@Q@Ea;YSa^zCkKPg7a-9p7@Q6$3!LMp zrB+M0#!1gLXU>IJaelR^ip&xtxYLpMj=0SRNZgP*P@*;;yFAbX-c7^H98^01@6waY z2zLhE^`-fK@i?Ff4mS?iraXuo4%noShZr1SR7n^_-p927NN0_RZM7jrVm&H}e4abg zh zifFOxGL|LytI^1Zp{jmEt7XMb%E^O_8nYR0SlkP8c&Su{>(ZzI<%g|G12M$}lbe(+ zj@4up7{?;2v>6-@MLIa77|G&*E)F^AP7)KtRBMc4nE4+{0FX<&BcZ2xm>9=3U*;z? z@JDgYXlPBmftqqoNW*hgcLF+7<9+`CB>-7xZi9+qb>^30%_zVfF>6%~}I29*K07`Rk1`Pyc(kk`IpaDl(dV$)Jcr@Y0ao(Mn?7(bZ)ZC9s zM$e^0RnH)CPf_Yj4><2iPTsW#AZHxYkUM?;lw2-5hdfe+!Oa1-WKsuU2{c?TNzi}&*iQstiqP`_;GVSL5b{j{V>wZA(v=h`wzm5OXt^Z3Wcw!G%(m#^x9KBPB&}%vJyV+caIcu5EuiBttF+io={XeMRS})yGY66p^PSZYzph=(e38pep6W2J|A@$ zicHpAhP=fl5sYDnHC#y%kh?GeI?~CaYUMGEDCl^oPlc`)6C+OBo2bC3aIsfHOMP#i z7-Fl&Yqaly?#LV1zHHkUr4afV~-n$oxMj9Ur0`2g-S{x#Ui za*l;kFu3no#0{aGlTulU2Z!{SAI&ahE64{mx-a~-5k(MCI$)3Rs-Xd55bdieZyqwo zbpTb#l#<6J{uO3BD|`Y$C*Gx4m44vGP6^>yel<2G#RjuN`?J%vG}{)yV}U~@{&F@Q5s?U9EZQZ+33 z>9mH;D$b;B0~He6J0{|J6%^32{Qal`$YS3p;;TFk&4d~CH5^lIZH0KNvE3+Q2*S_> zWV6`W9FJPC#yGn2)fCr3c!*?G11lK|?L76M3;zIUQpHM9<^aDtRU|CjfM_<%EuG?)kFJ*c=` zUHiSWRUdk`+~8IAiF}gj)~OZq7v>)@t1Mtqjl!O?@JMn0MTb;@4&%T>J3*;DM}*ZhhA>UFJSM)1JdJX@y5RCAp4_pSn6b6@c!yDgW> zh@5R0AIw%_X|JhHZf~v$e*XZ^y?0to&AysS!5DHn6aN6}pbZTh!Xn75*Dbxr(!1c$ zK^PnWI||~Z)b-oA_S#$dK=;V15oul^mO^K_F{$;%Rm!>FM|B9_Ban(cY7gx_Iaha? zocavcBR-U2hZEfw%|R8kFpNex9m%5Mb9&-m58X&4xQt1TV2&Z?Fx}`X zFEI;ln0){h8{Nq;&M-S-s{&a3z-QKgG(7m(vA2O$*~Eun;YCBh$)TA?0C8Fx43bqx z^5YcU<+H{GN-c@Ywg5EEjDGLkpa%TKayS&L(slohR0GMV%y{P&r z51Oido@N7#S3t=dsf+L=*%%59Awp@9#lgTe#fA#CtMv-+W&5{7E z-~RyDQAwd%+9{J(oRjH-Karx$4RhBG|^Sy8xt;{{Tr1eyI-T1Bmqx;Xs(Kt&WBsC0<)F@a`qiqFIp>0;_ebZ4 z!~XyX>i+<bi=gx}BojPWwv`AIJm(K6N~dbj5H#@JdgHx85c3x5Pi%OToz8(0#U(|d-e*}`=>P;lBNjUQ)&R_3=)aQ!$*WyR~ z6JNy-bvC!)-DTu#iW}aQlO7>4Y@tDSbt{* zWt5x&*w@znCjE?mXpJee7lmcGRA0Q4+Kl5pyx#tm%|rVle$f|b1b!8iH>aIyNdExH zwWqX+lcOZAcn_Z)A83xgjQ;?JF#Vyw=vtrt{@VWl@!CJ(i~j&?z7;&Yk@0>4;4i)wTwB$1x<6(nYq0qdGyncK@znhe{x-f{C& z!wtVE%_~O4;l~1}iWFg%ZNAh9t`xTz;MBVT7$22c+83`%kg~?RfS}z$5T&}6+-a?E z^5hy*Fmclvp;+{(yEWuphAd>Aq~IF3A&x9^DytSJZ|hKnkhtXHq|Kzd8lSjtyPhfy z(=&0x)L~3cUAWI`UCdjK1p-UR0>~X%+oz>Wc_+SU3BcloCmag9mt-4}u&dj(C=4^j zDD}-NXBY;TGBUFe5ssZ{GsbBPWMY#b3U?%4ew5O^&orQ);-?IDqTs#lh{iioW1Q5u z6ySo3mF%QAD91`}0T>)q=>xIJIL%Hi3w1RvNa~FS%<&N&^H138$o{pemdH3`kHVey zcvR;f&X=`Dzf^sUz%qI3QUwZk9(Przy0f+=y5B&12f$-rTrUw`j=YInVU2n%BZQ&a8IsWe4ahig@V9sq9h8 zs!9AMITy+wGX)=oQ8#w#PCjzJmFQ6XGZ3mR)TNL6-~E+!7JdWLEnQ@g_4OzJ0E(|R zd5T*fM@u2AKZzb7nw0Y~NNva-WtY{j0 z2aN$9*{?cTgXqt8mklnbgj)Cy#5#}?%W`AfGmL-sRn_Ug2z*;k-l z_`V6gTS&ha&q~9-*RPC!D`8I^Yl3*mKBv%9$!WuNb5h^H9v#zDcLyKDb5|p857_*^ zQn_CB#f!-<6f3#OsSH@?*{(;3k?hjT;J(S$N#cz@-{iKo9PkJ~{c6Ly@h$rk_GjCk z+#l&#PEI=X?NtPU4qWnU7gkL5;e~=Pe`;!2%gjc4^#1?~sU^&(Bpm0hLo~7O8%Nfm zl2SmzkhPPO>dvJ~E1;wdWx1vZ!C=RrJc^YeGY{QzI`d9wjAISKZq+UMnsSgz=X$J5 zk(z9ZbCR7ZM!ONGUK*+vdhIvER}E^^{r%xL<+YVrD)<96;~Oa zws!G+{{Va1nr);%BBn{`eJe>*dkwt>TuF>go(&wu^0O}AO})+-@G0UJiT?n3_p3}@ zTukII0-g3|kdHc!VB|8_aAj{!)jyXr$+&!?v{KD;f_N2v6^(vHUB}j!FmkgxEj^L9 zxZRr3HgL&>P!gOL;pEsCBCZ>Djy=b%bKKn|EEa1ViM6=LHDYKSIAD6x#Q;`8slILs zi5aj>S(5||wQhv&mPd&6^^;`ww`m+v~8A1)NpGfOBX!2)kJ5J zP4bajjAERyy!mDMezhvtlDKTKpmrg)aPl&u{xxH6(||hEvBFpPYBBFqwYfqG98g(7 z*CzmxPWgg?jn$-(Zv^vJ;}NRuJw*UyEwr)^mx_AX$;NAFMq7kjlj%~6dAe-*jRG>( z3=p7g`cZ&4$4Dt{&|qd;|A;04gY9Du=K&pE3;%`-jtGVlC~%W4&g_3=^|H-K2J+A+TW5 zD~P4S4z*$BLgYVs004Fzo+-_@XI#-Vu|NQj<2BF8;vFSs@_x_@4%7jzT4FH2cAlne zjpr4K{l8{gWG8X;;++Ft-b@0w6dD~5*q%|peMl`fj=4Wd(S|>>Kn%UBCgT14&)xi@ zfHa`Aw^-TcAxQP6OEduwm&hH(V99pU1G_9uNejQ-BMU$qcJaKb2ts`;L+nzzf?MVE ztlMo+S|64@+*9S%uVsDK_(P7A5Ok|%k-`BWAM?c%TUsTvsh1LCImhW-e(gd-z2BVY zr8p^OF65GX`_KffY_f1>EIyQdf*?LpX;76OwEqA*JqJnvV_U%p&);g0I;b1^A4)z< zlE)dU<&=Usz^u*7o@6KFEtNi$HMP8jL-qW5thJnO*Z~>+YIJRTRo;n}-!P@<^o%}tyPfzq@&#Fkf8+M@*22@I?V zlRVU-PItd=N|Vn7Z&CTs17eF{JXFf6M?sp3D~OnpCtqrI8ISJJ;(#V#;0z{dWn}F?FY?gNH1WWju z=H%2Qnev|~^r+>$n`X@8-hevMJ-Tza4{B>`FvrRsovVy5G|RB@j`RpXa7oTO&<9H{ zw)2c2Di3Z+;89(Q>YQbxD!xbyE_4TgD$kObh4DJB+KmNL5@h*<3wkFA6 ztx1`kZ)b6JB83^|t@x9}53cx2#2ys5gt}{5eZ`Y=+GyG{{OeZNU6NoXNcLl)UjG1G zii%BRU%I&d6_4t_;aWl2+x-~d^qlXpYw>t7S2r`(hsc+KEt@VvTQ5*7LG9@r442RJfrtX@8pbZqEYIoo5k_)o6I z7N#e&{m+#emTYv|=xg`8z<09vi{ZwPs6{W$EHRci>zKf=&A*1<@J?Tdejc?;jeo_9 zr}@$T_B6JNPDuwFjHlASNcJ|5?i;*DamPY z@0A=1(^wdCI9iyOMZ)nw6jt4p!Ia|_BZY2M)$H$2o0^3bDHtMvD45#>4)o8nF-~}^ zQct!+fxxO$UIM{KIiL&C$B2L=8cl@=bZ(WNZeKVf0Mw}D1DyS615KqHLpcXEO|D|x zSFUhwclWChKndOl6ae*$fO=Jk<4_4FCZqE?!0Apb zk&NdRXb7G#!H0T+J9h)EA-F2!so>HH^TFVnU`)`VAorvY#s=*1=}c*3h;#E3NTj}I#z4m=uHnjNd8a=wN|HGpd5rT{p2)io zEC9asZ7t(S{Y@7RQ!Dr2<&Rpo4);P>U}mjGB5+G}9R*t2rZA^~DIv2pV+T3rn80Ah zdR57gDBhm5j)~-!W#*`owY{)Bk(^eHF#=c==}|$`J9gHDX!#9{3II~SCp~JSKa~5i z#aU(m6WXZDCQiZLfEBKqNk}|mrb%702;;R<^1pZpA6mGoBRC!C0l=Q1)rC=mo_ADi zQvkLz?MfX$;jx~S0cIk(B}M?LOsE%*YdyCX+BzC)l?Q0+Ko$vRVnL@yp#4QixZ}M` z8fC+DpoUEjH+;i^Q?}>-09M$j9#<`}3Y`H1&{l#0xC}E=2^<^~#Xn%rxu+~qGhwIz z-+&Dvb|h^WsY;@qiYUW3BY-J@!;%I~SW-YaJX8$f2;4ZQJh2GL9q0oGP++oUd8(1K z1_X4ZxB^#VUjS0XNyZNXkQ!=4pk&pw00mX+S&Hg}ag5Z>E3n}4KpK1lxw?v!5C}Ny zSW9%|?ap@htLb{IzdmzUa4$(Rj4n4dD3G$9!=*rv6M)Id_o?xP>qWp+8;(U!w1K;| zS5t&Lc{KKwlqzk`X@HE*PC>;vHy-qbq3GPwfCnkf1~z2di1}$lVC0;dta1)VS~s^= zppxirb4CMv!=S5|G~@rw2Iany#!EZtf@t2cFaccrZPxMcRF; zsbEbhaC%S$-~pt^I2BqqW%^Uq+c`7=Dd1$&c{H*~v|^)DMF0$NeN8c3lY%K*B<7TE z7$SfVmG~5G1Fa(_K5m$$#^HfL3RPR5N_Wae4L8ef2;!f&2LgZ^4o*8$#z^Z(Mo%Ju zhdj^%ZpJFc?@pCiCNfP(I&dpOn5(olO+Ah~=App?n?XdQu4zd5vzm-CJQ{TXOsw9x zse|q5RRaKWX~tCQ4>SR2FzVC^Vm+#5|z~FEw0_N3__9BqP82r3dK_df-o6H!% z7&HLm2^{yN5kGoWe$CB0emUwW4F)oja0MPq1D2`8fbuEip&Zanh&+M!iKjFuM<%Ro zLNl6UL=Pf>u~nhyM>K}pcR`BK3D9Pm(XgtxSj{kj#WY0Ysl{God}P#29Ey;!R0Z!r z1GPP(Z(3&3I?xsap48S%)VLIdam{IRO2Yu)=9h3LpRi{%1zxzQ0v7AWDhzT-t0hKF zKt>6m2=@_2O+JcND&q{hxIgFhpiS6+pVp9qyqW@&$fCpMB9_w9R^KE_Tk-z@8n5;n zO{}4IpQ--<8kpxMnm9bxE}AswW(?jPSqn66kIu1fG)e6SLhsMgyPfQ((=_1nHZpov ze39%fbIyF3q8K2dJ-DbgOs6in73qu-zWRey=drbus^X4QUSonytaFSCoVqUxIj)jz z78V(d?KO`sn{bB%kyturs-?<7&OInE#z~}>!sR|<4>ecImNvsFBBPO)%@Ssi_N7K< zI2_YfJRGt7D#`@|JqNW-hs-EP>5Q6dM#SS7piaB;oxNzdx>53uF;dZkKowVtdgPs> z6_VEyyKhla$8#?5aByj)bU9enlX|Wev*g~$dB~}y^Iw&03Yj8QOrA-nVRIb&Z$tBZ z!la11ovNobye;G4g$1hcSkrF!yg00a)4Q$Sq$;;RXz!3)u;!TINtMT4BS&bx5SRlasR7o|e`IKp2i52M{kbRf$*Hk6 zA`^k~#y8`s6)M^^xp{wd4>_)GPaEm$`;QOX?hVG{pZ%CsyIm_>*TItRPbM?zwEqAs zRTMh!RMYG;97oJ>eJY);<=&?+?i3>Dn$f%PTow^|zG0b9!0S$sV2uWjQA!6o+E0VT+9PCbV#YvRAz%E;$FN z98$WI^Ano1Q7L#pG3PXqEI=HdJ5>;&-0TPINYKlS6Or1BjJ(}GQ^hel?)Ja<$B}ZtDr0Q`uo#lljR@|C;}NSYG#-|lzGG}NNN*8wx8`h|yim|Zaes5ZMwey%^u%p_nMF>%uN9EG2377807zeSZ za%_lKOp!ityVjmk3PoyTgWKLRm<9V?SCh7Dn8<%u#~He9ZI$sIIp>%0zJNBfTtEi3!~2Cap9> zZbk>CS&2|;TD0H0X4(gS4OW`freODSZ^y6y0IshqT*>>Zc$vxX{{ZW&u;}+hZ@Bq0 zKp5i7PEs7EbJH25WOCaeQ_oJH*1EfWD$y|Vv2s1@Oqh1B>S> zt0?EaRhHjs1z)@CK<;J9xWcgDZ2$vR*48B$9BytaS?tiS$~ne!PBy?It7nds2rb;k zyGKfs4qH33p0wnPBOqW3e#Sp^Pyopjr;_o4r`EXt01)^R_g1r&bS+2wGU`A=$+Lbq z8D5xNRaMe--P^Jn}jZ;xN}KaczZxBmd*sQ&~y&TM5$|wKQ=tK+@?iu=1ys!t(aZEQ2w;=vqsy2|w4tf5y`oa8WSy<86 zJQ#LlR%UaWr@Z~%|V7d(4m{}9Mkea+d(P`i@2!k){yTb z<~-B3=a1HvQGvsE=}_5f0w@6Td8ZXB*%dK`Rd+X9X#sFeBSgG}*&~h2a0NZ1$OJYB zr=pkRw_2DaLy^g)a`_6R9x`)Mi1_!b0wQ-P>?jdQz#UCbG7n+oS7ab!l~;%T%)hgSCsaZCR zEnw>-NMR)U5eNY1JAtXv1!2Uw%ms8xOk?GJ!5IXRG#=QEOhhx{FkWKt( z`T612E(Z8vDW02ot*tk~I{u=fNdpY}@m}Tqp`%&Hgoqzb5BO9~;#BhX+r$C?06x{h zEW%w6q@lyH-J^oH_+AKKv@s3T{{WoVOQ!e}P1A7ii3sPODreR;IgZtEfYw#z`7ef( zb9ApZc-g+E(9y}M$9SEh4JS<-+9gtbDxBUckDs$ajCbO^{z)gDw=v;radjR-i3pBQ&xckyC;J0E$B?-}2DeT&#_>uv>UIK~gFz z4Y6{fuL#;hna%+nsqwe=!hLR2qWziVpo@gM*i zE*3eYvyc*~DMh&e0J(2^>LrCzPu-4t)_dT&AY_iXsWjBjiq2*vvh2-H*5Ds4j~=yg zUEhJmX{IMFOUla%c@qzApB!Pie6cBhA zG>J3e(&J1<0NRzHVvR@2qNK_W{L-1CMg8Fb3JnUAC&~b*w!avtE;T!GC+^PiR3y}- zbNhpe0N+SP+@HNuY>qVDaUe?Ne$%N+$7>Q6rb{c!wexOeAbL<;j)F`5I4JVvB=@L> zp<+%0;Ab7*ml_ zCB}FiYHn%BS(D3E%W_RqF6F*apGuL7u>RDlaK>b z5?M2}bfzRBi8VIGjR$gQyDrFIFoS|>P3$=|z^ZvQI8lrfiUuP9-~&*)l_UYdt88sIkZe5D6HxT-DUNw^BQ{HvL@Z#4YNfmaedoVNmkELxjax^Q;oOLwe;JmCKF zO~$NGDyIP83eINS*&O|73m0RD&l}mcnvqbhS2@K}i*%VzK^-wyK=G-_bJn0kZyR8Y;()OYqTI+gLl#&bohnHNy*$|v z7}KXwQXBh(ZPAdRdkUE9*K7tQ!9B1kTsc`Fvc5#k+}l&okMO9FsZ#~7{q_F<>#UjQ znt68I%t)tO-N|lo8x>xe#TO1%S-J3h^TsB*xGNd$irR-u@b!(Xdz4Dc*ODs==IZWc z3~n;MhO?f=S&sCOk5DMMxmnm9P7@cGYy@lDn$DK`Twx^3dsb9&Z23wt#X8>Eno>&$ z&%J6%`HlYo1zhml7hV?dCyj(d?J-|lSnu|AneqPsj@ROZj$UaH{{VfmYx)lV0D_bF zb6)XB?DwPC_-fg&@6%qkD3RlL5ZnRR0CGoK{Jii_{1dPCyz!#i-raaa@9;@jb-xqhZc5S(0it;O&eV81?|y?tg&4;E-M) zi6Xf8nc|t|n*hmg3|l$K$POkwf$d*vd^!Dvzh-}i8y>^MhW6laWu94>o&e}%Be$h> z)XXihgmBSYpUek^v=10~+f|Fh{t?pUyuO^Oq-%lqm?+6?05V4;*V+CI{{Vt){?a}z zmLKiQICKc+0Ef7eDKVUOj#6`9(^iXZqxfRNEjPoq>8IMn08~+s0N{1W>?xO8!*48y zdpA>zSD!p|<+C~?MltAqJNz;K0D?&9nrRnb5jC!C#kB;lN0yrmQ|-M+0hjh&^$S$ zXg&(CO*6t;Ojb6Lj08?V7z3+h_VuoYO;YaRcFFROL67JKWCkd>&T1CARnM(ud+t+r zG|j_fX>8SU-ALxLR_)l3YAcKX04+kP=CL+4!voNOX-xYN?mSmL0hyc3V^-w*M2c7p z&;^#gQZSx2e&{`@L=4#n6adtLS0S5qNTCQI^rkR;UMCWinSXcQb?)_#C4|!BoUsqXv$lcnb7i`Dk4rkUWTFFh1=;#xyi^JQy`H> zc&QV5pPPzcM_B_N^)%4SGXT5_070~pSZ0O5;VO8v=^1icXsbVD^1x7YKovGSugbjB z4ZEHuO4WidFC-3?Y@l!qjaGodHYo9h9cf0GKIUs>1ZgK6nvznBl16EPlMbH@XAkol zu^qH~@~eiXnU+KH^c44*V_n2&6agTOR!p$TrSeldvG`SHyo@g4Pl|Ic3}++KfG?y5 zKnVcUO={qra4F4mDn?d5)lLhkWDFk!iU4yblyJ?Dtux9-aVKwTBq7FSJW|Gy0liy~ zN&u@fw*9DR4>E9j)|pswxtAxgsH9ZJ;og8EiGE&w@unEqu>_n7ky|Iw3P)@)3(vh$ z6B&eIfM`;{fXkdzO(*cBX~Kn&9D`IrPDbA9K)_m_Te8Xm1>S#@=`WrrLp9PWGO^~ld`~yb(h*B> z87a88B7iR|DPr5Rn!2(?F_Vl|9h@w~CGu-b#h;fSjQ~z=gUA;dUs||8MB}|?M+>WE z&jPMI>&6EnfF0x#4%5v{nT;~Xb5&TbRF+vAW@=A1GybW#6aiscPC*@e)ufwX$A5aJ zWy%iu^r)U>10$9c0j`%04hrBN^*@@f`*DnStfaWypvk}$VI~1uLfeG^U%)&8)|Y8d zyUuGT?LoPXwpFy8vTi4RRlvNb)|yyzgH@73%Y(%}G3GmS(x{G9TSf(W?@Gjs4ZND9 zM3J0|f1KlQJkT7dvaxf^RE(h)tyOz~06hVv`$Ap_&?_@ZRTLBJKp-g@%~di;K+b6zR$NeGTv3l|K)GX@Vm{^0DolasC;`EFr>dy$ z%~$hVJkz|~eAEG8w_!=TOyoi&Ie3XXBgv}jIMD&7EH$&piQ)U z)kY7T_7u`thU3ss28Wtk?{}vecH~`Oya2dm;kYorN^&*}dcN7vMaCzdM2?HXdyaAschI!H$Z&=)TwzT6sLF@faqS;kp0)`24v zg5QNoVRJ;up7f(`I&)P-hzC4VmQ?6DsvXNK3TB#Z(29*^8Oqdw^O8*iBl{|PRBdX< z?$o|(XWEoZd(Z_F3jvIr)Mh3Ew8IxPyf+O%80A@csGI3qJ0d(9fWa1cpbWDfJ*i3# z;_ zR-qDxx zvoeya!8E}>-;qv1>sh8?#46`Bp~CeUG+3ihHhbovmH7L)sG*l|A*x@r1N*c;tsoG} z0suJ03w01c3WCkXMQ2TAs>?RpduDJ)QHtKP@SXlvTgiN=v62b@00Tf39#>o}V3zb1 zVht-$zJ64NKDD6wu7jgC$lrS}9nOC`#?(Aft6s9jr9dH3&g_nVI?U)gm~`7MIdgd+ zEC)l{uy1^2VPiP9vQItp+qdaly!uA3eE$GxyPpL0{{SMlbd5ho)7fR0X@2D9fF1TN zYs9m8lFHD-*>PRQiJ-$`fhPiH9XO?fUen#Yh{y=P#Zo@EV;SOL54RKnw#oDCBWTAM zuOIPGg)Z*319rKT4w zDj7iSit2y0BO~`~xaZol<+_$b(*T+PVrx32n^7YKpHM1UtuF4cX2LP+fPbYTHsTKK zeJa7c+Pi$M#C2@Y26TEAp<-?ro_*_LD|>5EvLzcp>T^_qW0ve`%t^+2dQb$?%@TvK z{uM$;jfPZU)K8G-BZ^_iQNXOs$Nb%eF_D<$j%rnM2TG64B;X1FjKSL+`qZK^jhN@w zkDMM>rQi>G0Ec0WVAIw)1|Ozrl1B1MpmJ*Hj#XS9cF+V)anq7$`FK(|J!#10Pa`zf zm@y-6F+o-uP<0&Bq(xvh^O|I5ErZZhz>ZXNKX%o$^0rn5dlolQ&t8Cs*X)b6fzaZP-zvRQWtm4RW7dxVH`cW z)uKzu11UJ*Ra==-CgA=RnFaLHHW-zsvOJQVz>!b{>p5YNGAW)|pLiyRi)4zUgzr+B z5;2fJD!YL~OHY^N8DUJ0&6I|dfNJ|T^z#A{iqCo6oyRz)A!SQ-IEY~Pp<=mjxG;jO z!EtVXcG3LawPq-t*obqFdImW(^^zYlR>7=mm{@-9I@(p8@`=b^wK7X@W~K4=i9IL- zm5)f0R^KVbS=$|&1qY{4D{>h1omOJTA1Vy>1b-^(?R0%3NQJL2`D9YWoc{nS%nvw? zB)UJlLcZ-LI z2YC9Wq$HzF!0UlkCGiXpurS77>PW2Ebky0IM4t#U9A< z+M|W8n32DcQ>FB9r9JC}@8mvQBX6!G(NX~#V~Py=Y+ zPTSg#FEjvbC4*2RW@C;sPX&kF8LKJ|16GEF0v689el+!iXvXaORNVEXP*`#(09d|I zduEv=TbO!w;-^IbVv&vxXaWWR<#CEY%A;l}&NK6#wA4^vEO?*?eNYDv{ALWRfCnaxxapiy zByQZ0KN@z-f;r>Xvbnb*BrCbL?KrC~8WYEAiY6EU008e&6(oV&`c(4-VBbMhbJwLf z;PKE?#1bAOOOJ!oa~meDHg0PRoC zr1IDfD^fio`b<1=u?Du`@SdY6S8tO)O6Qg?3#sW-$|^n4$Lu=}>UzX{zDFLl>ehY( z3?g44|Q3$8>zPXFCXJwJ&(iN zbW!%hlkJc3tFmkN1QLS+smZKfI^k!>t#D5p*!l_?6ltwamJbVfddCkmyphtZ3!MtX z<+TbAs0O$LBVfC+eEZdRnX|Yd81=6{c!|jNY30=8(DY{UE*r~=Fy80?0M%Ky8uj^p z2u1uq!nk*7E;(lApdhK*%um*^b8mKfFvCJSBd2{*ONq~z<+0R?u5XeZ%BOMbSgy|; zOv}k*)1^n{%f=T3a%y>**X&`~-)q?Xu`^>MuldbYH(Q_gT!-(+_|-9Pv#w_0yHjEd z9zh(fX7x5vw#B)nF|ZiP^%Y$rmR9?_PpPS_5M{KVaT>Q&G0T&08MVJ)4h+ia*2TGXf>gc5xntLfEU}mN!Qy$PdQm_?9 zmI9WXkL68GDj5-ql85uFd!18m?mg;Ai3_-KT5}g-gqmOr@*YJ=ZKwHol4Ho}R|J`E zI?}N_PB|j7xRgdLFthaJQ`wzd#R|-sov_Gfq-1*&vQhH#yI9 zR*j3s<#Y8lEOADPS38*ZsTohFN_=Sd2lqob>T1wcNia?~RoKLEt8M2#lmU_Uc^QhH zzO^hCsLmC*Jt~zO|=plE}Nq6#Iy$Nc_hX z$|_sf6$fbTqoDO~H0@F5X1J-~`oujF% zPi?j^PD7s50T0MqgHuF>jsfDM5x5|C_N!h@-2mc%0^vg^e%PW5dx-|(aMUPtaHo^l z3f#BSZl)_Nhslg}CV)9Pw5>+wO@ctH-mJcfCBK%6cY2!XZZ$n0OAa8+?xWwY)!;wS?A@r!5L4t|vA!?r{#&#A2FZFRFI@oZZ?$*q)4RagC9)*njD z(0#O12OfU__p3KIG1~*kBy<#!+Fi4cGH<*&_Mx=RJ~QUt62^cz>96i?SPk1xU@4KV-&Wws8-q#%lgx0)I5|83gGty)`n&z9u~d>bn|3)t($!=*4cM%&N}9x z8nluE9kvfjp(W&C5~PqQ171lG6ScAhFkL{LhRaq1N#-5E^`#cF%D^uer*dpTFmE+0a}|291)DvtURdj4k!WvY~=ED>?+tuieTg#jYH!*vrLj* zzbI^30(#X)?8&D&$d0ss`G8l8k^k6?Wf2xo6K+ z^{p86OL)%tj^Ha>6LSO~Gv!4*cjl*yPQ1B%CPj1)b*9;n6aoiqP<&4eD~KT*4|7F= ze9i&3W5gO)1^DprG8L8-DSr8QY%`$cKhfpM_&wYj-mj5s|dlEhgM< zk??x~Q9&yv?2nhWXf!sS{&>^}l=IkBOL+$4l6QO8Epw`vqy@fgbOV|Z?k^wh8%P7| zKpjE2mR1<~PB!^6dZe+K`JO!kcAbT(Oxjb?iBaw zOW)OqJgz?X&4x`A|CK`c{0G2(ET64|)v-`B1}z`_JlX)KjV--kbs6vl?Qr z=4Ukn&S(3_Z2~qV)h(6qtX`k}q>MgD@O@2l#bZ;)KH{ZGl{%l!v@tbiypnI3#WiFk zVY~BH{NaqVW7~?eZMpFAp>v#LiklU4LOW!UeAD-bYKm>aFb3bswjzZNI99yE{z;7 z9Eq3N)lFyzyCkvsB0W~N!vmf+);6UpDB7n0)sjN`nYRE(lTe*b;^6-PtHyehRbVKe ze~^37_i@B=!Jr9cx|9u$GQPCfJ|l zxYcoG8GM!8eQQk!$IsfF*CsGlG|qd_1%I=OZ-(NaH0`@z#JX zu*eGI=}cz>3NUd|VpD^RW{F}6slO~ zj8i0#Teb%F7^^B%cEOAau5Ke4B!g9Cy;H<-?lb|e$_UPOsHisr*y=rN4tt3t10O1_ zR%z!d5gVES>HPTO1ze0&65hwt<|a%Zz4Vz=72f@eHc(2fb~!9PUP-5 z2B^gfHbFep!(byPr8ES?pPXlkWUku@Zhb2J4;v=~f$LSLg`5@#01B`&BxxN=jtQ-M zKQ7u3Se@0Hk_0(*3yWMK8G z(#s)UI#ojvSBaEuYu)XRB}SoE%L4L$9gF>joX zYF7Q*g+Dz4Iy0)VL$q=_Vxw(J;yCvQ$u*H2>fpw)l+9R%79;>T9<%{vZ!WG^=X_HM zcTyyCik4J}5wH`Afuvl7+nUe{@~-S65;0k`Lheg$Cl$1QRyZ6QV{M5ujFUhZkfp$4 zNXQ+{UyU9?yr(sI6eu@#sq#Frjs*ZmwoSR)NUJk91A$ke3Rioa`&94cq8+2=Zj=F- z!M5a_5!#;x+~KjF1xbZryNuLR$g3ixV>#^|;kjomz>4aKXp-0JueqNOp11+BBIRd!IH6feJ ze6aaVUSO)*K+f7}RbV%YECzF!=O<{WM&v@E5-V867SgD=YMMBaBHBhxSQx1+s0MOJ zrCAe)bv%q#s>dG;M@l@n9f>0XfGHWg=Gb`0N`PEHo3S~?Y70wp#g)0L=@O|dT59<$2*)R$YH(LOanN)W0R*zPK<5L}rAgH?V<$CWh2ty9?Lrub z-AVwAUN%PTlUDxG6EfvaeQAa@Y?(e>dQc;T9mk3Q9$1;M2hh;0fMjsSmPo-MuTw;J z<(n+nK9!&nqVE~!K9ylMMm9Izrihy#D{?4E*gn(qA6fvMTsV`;V}+&Mp|ZxSy}t33 zKQO9HtmiM0jwl0Bm>we_(uV9#53Oc|3xda`Su(D8pwE=HeqoH_o3!)|Ps~Xrp~A^$E``TDhjb6&;_vLZcQ%n zjGCwshq$LVBj)0O8~_I}}edVfUuqX}bKo^Vq)PpQ4fo;5JG^rs|l4t_iAaO#FIjFIoXy$+}te_6Lqs%Pc z)lGgwoYbO0(>-VdL@~w*rtS;%s_4TU9MR@4dH|S6dJ11N)~jv+(t;=gW_pWw$6Ae? zbg1*k6aiR7ptAXB^ngE%)?#5~cg&DF( zYHnC{=94F(Gyz&mM(i_Gq_Tck@mhXli@>BWBXy%vjIXmuIa;S6kT*)`!-6nruCSZ} zC=xm5jfc$LDh43*8Lpk7iPvcu6;*W9VnS4=G|Vu-o_MLUqngouDV4GXSC+

Nun# zks0YtAdZzVwwtgxrm$t;iU43FQ@8dsQ-Gu)%65!{kxG{(8!6VB!vm!v#kgho%>%nN z;M8JomO+elt50F4UnwYoOLZc-ri_f>=M^kBa$B6C!8EKFWAA(&V>Dz!aQ?sK*D)`H zby#vCVK37k)Yo%ws=M&~n%0Wx7-x1psyR*LGs&XxwfCEgr`Wy4O>+*Lqkv??6JEC7 zO!47|2fcGTmx8oSROV1YZs68#CY;9)Ka6dxZNJcC^JM>#Ox{&abTHt|luP{sCR( z*TVA~vuXDrC#FBd)*|>PRI{5mFZ-`={;{a#9nM88Vk30VpRH;{-cBO6;5VSIg>
@Ao@Aia+_XNWJ z6eZk@#Ic}e0{CslJj;Nfb`@$3CfQ^gsAsyoVR)aRF7!ppMXCajLJ#C z{OVjBX0tO8GiM|2(!VUbdJ1@pDZuMWkbpjZ4FFYtozGl))J%Z@Z0;4PR4VPpL8#1e z;DJCH;q!xx3bGUqgRMjmt98vx>JAM6Ch?tznsCN8g{Zka4rvFN&J+*Eg3)P;$Iw&E zfnjM+H6y@hZ43NW8F-=`kVOL)C_p(Q6yXAf zJA3!4a%ypf*=`BPQ&dId%u8>;9fbgFy267dK~zP`tf3jW`c(!j!ds%#=f&icjs_M;<#1YU`vPUbf82r7>CB39X z?h+EisHDHRafr)>Pg(%cv$BgDnZfiGTTs0FI-Q+IO05K`8hMeD$EQ34@A_6u(!+6Z zBfF56Cu*qYngH6;(tFt1^S#Hf0<}EYA|?rr3ice-@aZ=e)~GKf7Pi52+b2G?hpPCi zM$wncw2$o*aJd=5&*4BDp>8LPJXl!IcH{ZgQDl-%4*vi-y6sWN=Ujf7tv0);MGmWQ zAWZ$hJ^icObfwbt=md5o6N~}W^y@(7q0Ygg-I)VP8o?MD>}wlW)^zC+fq58fQ-0E+qB#!q2yt%bLK2>H73b3jK>Zxvr%ONki68+FGu>Yf+3jM^E{Z!P>r zye2gJ(y87D;a;Vnc)r%lPe|rXxZv|Z+-!Q(XvF{{sIMvbp9ZZxyh6$%@v9BQ9(b+z zyl({G>YyyR;{?^{wdTCav^xj682(kECx~c%7`SB;i*uZk+2fO4tUevooB+f^G5{PN zE3A_Ce>IU91@!<^O0x{K#E(o?U}mp`wz^#BOtUC+rT2BgsQ0rlj~0*2OUYE&cvmB!I4S;!KjstUoTL5RH}rG=71d8 zRry9~%O2(VxF(h&7nbW&7s~a;074Xian_|>zf(#WbjMnhDj_+o4G2&G+3b5%*$03z zo+(PIx6Mx2*cd!!fDu3#rwr#EDOUvHg*3QAMkoQp?|o^f?|o{!&$x|)98`XDa0LKa zW#9wSm<(Wzypc={#QM^O0OXud1dSr@I2`)aS^oLXDOp=NQJmAl9h;l-pal6S`6?tCY0L{H^t<^5V_N7?TS z?~XIHo()}iCIfL89l)&>W)0+p!R=Zxczap8JEDvQt|{Xq-0p^7QT#DExT2Ac_xV$> zslkdfx<&d5^h+NAT}X>9)SF4@xas=WQKxtk)g=#p!SU09{x!oqWO^Q@9GbMgBgSHu zSwM;+U+5%MR{;&uXu6;wkQ-0wc3= z?TYiIik0_1yA6{?Erwe74@|XE9G4x>`8Ba`r)U~#;yzp6xcN03rEGcIoA9jt^OiD5 z+0Ak~?DuJ9kXxRB+SRqJn752S)~MY0ir{?EsLxzvR~#pBcY(n4pj|wz$lHp=)ok=5 zgrvF~(rfyRsCT~4YRa2cxOK#@wy8hPa!ngUFUyjCm4m3x*wKRMNVCQMu(4*Tjocvv z$Aa}pK_^^Nc}_XoS^Gw9?2#i}PVMuz2bz3?IANTTQpE!|%)^0KiChI$1oW%9mnod2 zr~;=BBwn0~v|<~1024yPwQ-JU0)xacfyaE*QN_8ofsAvWYh@NPe|sM4nnqVq9Ag-u zENA%})OR9}A<=iR=B~HM0**}ue8KZ^j+H#dyoE5V*um>WwxVJ@zN^-)#}+buYIMSo zsy?)}5lq+}iyT=F{c3q^Vu6B(A(U32VsOM`6opn!TdAZ47+I8Ho_%U#8OUzbr3WIV zLJ!N_R&9WVKopoUim(xSnySIK5PDW-fTVIydQhD309Zk%zHw2IL8-k+=71Awj!jGk za5`p@0`PjDN|$%dllf2q95ZKnoB`Ub#4>VEN~l@MBsM(-NEwi92a`Y#o!Jf;{HCD| zk`=}&>l>C=ko2pjC?y70I3j>E>oG+QbiP%Y#w6 zfMq!qbm~%Ef~5SUPzMtjo;GMy7S9rWR5Sgv-TQ&|51ZVQhr6Hj9-*ykIn*|IfS;467f-1^mb zx!g7>+y`2Z?C+epG=?#5B#la_;-pvJ19zzuC_cHPVwNMN09sM<fDHsT2|O)Q6Do^ro*JdttBjn|fsw$;ss7C?DEIGFK**8VzEQqkJv9NdNH8aa@5ATj~&{bG;&0_m5%up8OV-+#c-r0bWxb-vv9G8(W3krZg zDwSR>%l3xap4`-5*~N<$lwkACL@m(=%_ib_pboy)??Hh9QN71@%^H`8?PQEW6kF8r zdsiD7NSTf~r=*2}-@xra8cBI%jgf1?{{U*V2Z=4Mp%B9ot9?at639*fITcg|m9V3l z0O{9Qm7KhR?K>GAOw&xS|Ir&ZqUM?DlpK& zk58U_Zs}SO=u!2Rs@c3KFjr|5&$meAU|?02Ofs@qu4V-c2XWVL7tn}E=%sCVR$3r#1a<066D?&Xs>g7w5wQHn#G}Sm!gX>wBI=nHR zk@6@3BG8FY8cq#sL#1i|t=EL`(rOek!RYOgKW z4gv$yuWB7)RKp+VS??V4NwzRT`)3pqPA_HTZVif$&u1SoE1ybw=$elFDs}g(N#S|s z=6U?T!hkbnbqWD+KDAZurff$OmOg^I!{Kcr*;LNu+qveoE$;MPJ$$&M5-=TTG&mTn z@12810SK6dD4+{NN3q|wH0>QZvZgFp}qeA`t`?J-ZhRKjE_@N&#KEdOb$Ub8J+uHL1?(0#A-j!rC?9u zWb=%6>$!iu{zY)p31w1lB`x))ATGNjIRnywH!l2NtjQsY1M+?qns4wXqz?;JK58?M+A~cOg`_(!Gw?!Il>1GCpf+4J$~rVX`pB zor!f3fY&6?k7}RYP$!|bAN`s$zg=CSrT;tM$Zp|qrLfJ(F6i0F8b*i3jMr7is-CjW) zdy8QGXbZDKTkWzPgLZpU9_gZwaXUA5u3!6JWp6S72o+r3U0ocuR}|6<9Sql~>z^|? ztm!pHBW!ANJJu}L^Ts^KY=)+!Zbr;?t0>$zvh57geicSb$1DiTW}cQYC=A5=ioNAR z(T|s>dH~Fh8{5%{)U0dNo+uh|EJ2VH-nOHdqJ?Afipsi`-S{6bw-f4O zPcBJ2`qpDRz6U{5FnGvp?w||nakOp6UiAy$WPR+_Vf)M-*sCgAb~{i5V+U|OJ*smw zOZSL11F3F7$E86eTyVK+0GQ4(k@#kj?xtbXRZ(v{;adYeD?u$HF>Q7^9cTkRF7~O< zC$=iP+&Kj8C5>z)mAdncnv~mZBWT8G10p4!L4q)9%31CCxb}zGnNn8<5`$TcDJF*XI0I1fir!I0kQ`Q`ir@bWCvA%F{ zD>=0ZN8B05dH~xH#TTN|yzmqA9+l3t^Ge&?;+k1W$tMDUH$}`y#DmDH0`5skIKZlD zAy*vYn>>o36z|rp7|U|_pXS4kDaj@kn4GDscerq%Rfr}YQCBp{9DK0(UiCVSi=Vwv zuHtfwoK?RrW+6mm=71}l;D+NhB5nC_c{N~Z*Di2Q-1h5N7fRTpdt}fBLUxRv)lyd* zfdeJ0W$i81FnARbT3g0L#=QH`25czK*aIH5Jl1k<9zf1|)`k&DVlYp7w35Lbdpb2V z1`=CO8j#!%O1*0fw&ZicH59TJa-igTRmcv-+`o9$fkx`zXxgB4tqWT*ZwB_^+of5O z0WKe~8LX@O!yBw_aI^tkzSPpPrZZYLw;y7Nyvdh6=`E2OJ?qofp}f^BAx|n+$>~51 zna#s_%kt-p)G^v+!^pz}oYyIN;sUZ8XvZCmVqWT(#xN4&k4gaVFYjWt#=seC7VB1) zWc|Yg9+k?h_tQc!#l<4SC;&MsO#okcCUd!%u{5IGf31jo#+1N70b81}9?m0>;Lrpk zVz>HA7%(oSI2@NZXf;R4fXpIONj= z%)F6`1YOHE2c=j`$p#Q8`qg+{2+nFbok7ffC<61|Bx*rBiS(>_Z}!M=w2{8~HuMzf zU^|(-y!+OGD&I4V^fb|PCUWN@sw8oV0Aa;w8%33K2s>)i& z8vV`2t%%SlDu7S~3wJ9n8DnF&l6uqy zvNuRZ1wpx)zECJ}!A775Ni+m-ermX`e6VrWvr-7b497L4xk}&;1v`NYNS|~bX^dAN zH%gI$5r8S1f)J&5QE(-V;?5Lp6x7(;uxSK)&hhe(N^jZ0VoAkV5|9@dl zVbs+%w+n}Msa=bvGmtr;2^bJbKQJ_rMIbGP!0no7aDiV0=e0>3+kx{vc%TFKt_qgL zNEOQ|Dl#g=x<1y8vN{@(e6=}ncMgVt079|ueJTfTa>op61vCdK zSVrUqkBYDih=X@EJZL})zjRXk?%2q{pgBr1NTqg>xYX+?5e3`LT?xC|nAXVL=7TaZ zFxmlHcbJ54BNY?FuyAut5#(}kC<4YKkZuDMp$<6ap~gPx{VF4#NN#8X+JMBU>L_4T zV0EO03nwkfseaG3a9V&F9!SZc?k61pq*#d^a4EnQ;~5kH07rb(fruEzF^L1^T-2&Y z-=jB>Ljhqoc5#t=1Ku&Ser`et<;wk`ysUnwXBBsDSsZ{|K0T?BEHYo$hTOy@p z9+Ut;pa$+^$vCF(`LRx6*=c|u;uHZebJ~$ukJ?k9jKY+wRu2Tlbmg$uaUra}`foCC#3A7SF61Tn~`v}ZXS zREU$#VkrdR{H!UU9COyAIUT41z?Cz%7!@azZ2fUr>dH?wChzWw0GaG<*yL0aSScA? z()opZ^HMFt50n}JsBI+}D!CNH4^sICwZ7HBQa5ALpXb2+MF4ZgHr?_rMIp3yIl!)y zWw8|BvP8ov#Q<|+F(1l$)Vs=zt!g%(^OoyXn@*S#K;nQOZ*hN_&(ls-Dxk9 zeLB}!_p^?a{{WPb1!mx$<*BrJb>D|In;en^>+Oocl`f)h-bP|R;8(eaKDqkTQrlYG zj87OMvvj)@s=lX-!EtaGYw~JBLoik3_sx0@_k(OML2Ee;v-@-W&2u+C5Y=s1IzOBT zUW5A9T#VUH=4%FyFlklEQI0Ap)_Zg1%^NN~Y0%4Tzy~-Yx#V=War>lmxC{YS17r;H zY8hsYS8RO^IT=D{IVP2Y!udu=&g@j9_h(_}HAUxO*#{V>30b*rYPm;aKuLk~iW*nr z1B$1+KX~S?AzT1@nu1BPWWoW-rwE*UtT9JI3iTB$NDs{Yr~(GJ1Ch-t#HX(yQ-0MJ z;uXizp_=s+91Ktdqydnv%rV3rsRd z?LZV5kGmS;mNhQIJRg2VS(4g7icn>bT+>n%Me}BThx4Ea(#_|a$v-OlRr74ne(Vfm zp{ET+QZ1J2mg%_EW_XnrTd77{k4gZO0DR5!6|8w$Yl(8s6b^#3Z@ffel1o?=5snX9 z#nUb>lJO*!%R3$c=72p8#>(#Vb-k=RWX4OLGx^rCcxKMh*{*ef9!SRGdE*~S=`_3S z+Npn)!1=LKUf7*p)vcr?M#CBFoc$;>K6BN)P5%H14yXN}qwl{N}f0JIF;j4cM zXx7LtrUr0xxrsS7Pg?N*0EPTD15Gdj;P41M=Da%U-t$q)LO zjcf=R#Hu;tKS5Pw@TZ4OxiZ^;k^ID*@s53KoA8f?lS8+TO+rv+U^vMbKb>`&#OZOT z&tq#QC6O2@9kM;>1Hrz_r|SM9oizUd^mrAFVYwXc>&<(QhO~PfCesj0=g4roo9WGX z%svbICRy%Dk&a6Nf&A;Mw3_Eni7iCgj1iyl%>$OFsa!p&C2k}b^yiA^XV5$saO`JA zVsn$Zvz*r`Wcx!9`98F;LL+U8Pt?#6(77&w;V41-I_KCHsjVMIw*m-Z$JEtkiP(~& zt2AyHH$o^8)SJ?g7|{X_)tF1nIh27-gh>1`#W{Ay$9FUU^bw|4IjPc3!)O&%t{^~u zUz(~msL-z~fj}CeWM=1q+M4PQ%Iq?0nYr-RJ{DT=Ao9# zJDE$&-yrBH0`!oHAl@63(=`+pj>Sumx%8<%%Y;ylPCaT-6Lvi)G$)cRxn0>6S&Qdr z=~6_e?wtKiSt_a4fGYyP;EWob0}>mpOCH_9k2$Fr0iC>1V{$eaA&(={q-Iyf&eYa& zKpS!?W7>GmGeB684o=c?X~%N5F_B2I2>I?!Bg&#eolYnuw;smn)}$&%cXc(CZcHuD zUeyV{nfGq%+JH5;1swWwNVg!a0pha6jB}s7deo^BvTn^gj^&BBpP3sKQ75?0(lgIm zxfuX$Jt^UEryS;sg~n~iy**6->B^|rQT6MR)w36d zyfvl^347_Mog>+0?M`T?9y5_|8pA#o}BgGkdYxqnffU-+`XKwGK?yF|h~?P!f4R z=hmIKsREuNZlB$!c`P%u{KvIsuRirR zG`P^=W7-Z$rpClKJeqKghB(f9)t!L!KQO8&3Xq$dsp(E!?Jb^^!X$Bq>M8hh@?#{` znevE~RDveRLCNp!K~1fU=9R;gY3sN9-RZok+tgFplWscVqB7xd1ukJ&oG}~`)})Ui zvb^K1R0Y_D?mEruOat%Hnqq~t3W%DK+N zgX>L>PyyaK6<5xbqNZ_*a4J_H#ZhsjURPbaiQrUCICj8X0Z~QfACZPs&?73@VZfv@ z!Eyr=fDK3(9v8P^-lSN!rh5BT%X=Xb=NXgvPz6X^hU1!>$`PSrcW$i_Y$cEPUwCyj z8bIxLy1ZdQ!Qijae2v{KKsniE*;CB)KH~ zy!%yiD<>r2lhTWYjl$?#9fx|6c^pxLDA*lXy~`ipZX6iNU}Xp$NdkRV&1ejt5$lQyRAj zS7{_tNjPuf>!Z!ontZmu`IW$2o@T=G9TM*kT9tX`(%SKzXa0%v{DmeojpGw>sY-mH>9x6t= z(kvHxp?CD8GXz=QN~7i41zYkY3jO*`F1dQah~TDDDai#)+D>Q$FRi! zWXn8pkKVZB(yG3-0cDLWFRqyP*A|w08 z-=5soG>-23*s~MpMJ9HUh3V^6adMq9-RZFHiWoy<*R?X^Sxa+-k1TyVS2$+??ZD5j zDW%C3L>m_xmE@=lQtZ!A0IDrKj=7P@BB>(2NlLl)cVIJ&Py}mpgge})rAZaTNy0AW z9qLc9qj50GidBgq8zSk}fB>ZOY2Hi8@``agP!PMSVB{|KJ4m2b7CQ$;%#DI-WQ8CZ zP%?YcB(EywQfg5iSMN|4C5@tA-sf?tM1hXryyYD`&PtW8kIn4D${t5+TSZ2Vc1qv_@3c|d6ID57Oc$L8V#ypnoq*5 z2(;^emP7*`>k>Pro-o0-=hW33myz7A?bSCf$7D5&J41-T&MKA1h!S1R2*K}MJcdF_ z1D2}AWQ-Ezljt)=!pBtFi4hhix#ho*%+I@u%Ad?(z&nWGQ&JWR}T&_XpnGK)>oMxsmc|#)@^))5f&H`4HH*b21;sloCV@Q7rb*|*g2`;n@+cgqF)DcugoZ8hYj$XN#3&v_tRmu^qixuN!_eXRROtym?t;khHd7eQlI zd#hhBrti+NeA^6{+qC{QR3>+E(zBH&XCrSEiZ+b#lbG8Ao3|%^d8#53gXRY`zFe*M zPCm2%vY8}(vNjZSsuIYk-?}`HO1^C-Y@r0_si`fr8>5ztWqt8L8BEi<^dz-93roTY z59Q*z$h2pOhn4VsKgq2mw$m+8z08}K_WuATfH`QOmGG7lD-%6B&B#?kAN7k%h zJ8cv>`ceIfraZN;SMJp{H-X#k# z-aTsjgtt<$fB>q}-g)ojN5YDwB+t75@H*D17?xUaQ1Q)EE?W$}YO~K6<=Yvma_R`D zWMe+`tQIteM4Pu_l3S>kBQ=gLBxAd!MoD)0jzOZqV%y)qypfDmbE<>>sjC`zW0A-W znk}Lc{HK~$6^&DQHNo4Q3Zo=Nn-VtR=~IMaKw6vZz<>$niv^0RsgRM5YUopfxB${e zY9ejrvs0EGK&vdI=_%T;$Q5hJ-0Il_6xU;ncc^eww)WyVDSHYnYWRD7bQ0lOZ1in1RA7~+K3tVrr;0uLyXIp(Y`P-Cq)bHU=3(UfyQ z4#r46l{r+7GQ{<&YjJN9lHWUy)fAe86$Mw5Ko`))2GP#$=A>DWunc)##<4v4ok$Co zG(2+1$_e052CHA9vu!_xR{LJ&#Gf!dDyNcxx#%em%-}BocAy8dIo*c9H4CE_S(UOy zPq48)i0M;{37r8vH7knc6B__q83&q)Sy*AdQClZZnRbHPl<;c9Y4IouNW~WmoZCzM z5e?YyPmU&a$oy-gio)0iRqt1$wX%vJiaxYlE^@maj>J;O)|&R04Ud~BMZxnfq zjE`Ej0uGqKu5E9pQ~Sf$(x(>_G1}cK?mIJ4u2MNN4slG9>7M{~svQOoQ&tcTJ2&&D zNfeSZou+_G00VTTa+|T=y-21Tc-mPw$3g2r6s3{CE1#uRd59_r$*69xi9TS#&p}zU z+{{MxUBGvs4WQs)j(1kEn%V%1znpVit+n`pJjn({P-iz68^e63wP*)rd#+pB#-R>N zaa>lfsm~w`i%WNAXWBPlFEti6fS-7Z0MEA9ucD2hJGrduguS~hAS4r8;qv%kC@ilg z2LgaO=q#=yQqm2~eR|Zk)?_hzj-TBXuE^ofIUTAgt`-PPMRM&x4J))}FPGYpWinw~ z1&u*%_Lp76WP18kaz}^xbDvrO)Cyyi89AxtiDV(uA6lx3JH#0BD$?1?$PRkY1k%mr zffHf4sJ_!0s8n1NQyV;{S+Ht2>_);FzZw97MgcbgkyOJhz>IAowxY6)S8j4odXQQ~ zq%q|8pqm)zq^JPnH6ljY+DA_Hye+NDgSV$N<+p^KV;S#2Sj~>!0tv^=DX$!im^o2b zBalNoMh5QLt!9Q9VhXuE=nEXDmJvB!#B?<(%Ebr?v8$s^HYOpt^~DWk2#}I6Xd$B_ z7^IN&z^iX+#0(CVu@$)6w0yXyBLrfelnloEG@*BG`B>DFT1W@VJ9Apa_b3c-J5cUI z^q>qGEv{Wa34!ZQ{>;0SD-*SAqqW4*o!lOr)#Gm(#pQw1oYsJIE2a6&6`PfwE9{p-#jxcznx{+2qFC@?g#kJ0#rj53+41H?p*94f#1alHewOR^SQ@%fzb&DhBULr5@5Z9!`4H zP3I(%9i*)aWIzH8&{rv?3cR40$4Zs0oQ>_ltjOiOSrly}J!vM@5#}+s0S7b`Xe3M& zv-YVW+b_sCtd!ND8B%f$Tl-q@ZO>ZJ3v8|=E4S%S5uLa_YA7d|w&}W7gb+hN%@m)V zE>Uuo5(4>F$n>c0EsBK-$2D$iX;t>A$?Qc=EhS-xJCD5_p~_}}V2cdd%}W{HnLGnp zCr@Lyl^>N^TM5;$LgaSHrZXjWw>s zsCpofk@y5O1&?WIRxmzXpIUd?mOwW?-)i|wQvJ974_M4$x1LL-^%2at{Nk>6Q2o08 z7{O{~w9}@X{{VM%s!!(;s!Y2dYO^tj7`gYWYYfst1Evl$U!4~pxBj0pZPEN7>~n#- z=N$h4z@ZhzY9F^>#AzFDpW(EDx((CD{D0rEQO<*v_CHXP-5J8ZeJbRdV@V<+V*qns zlGFa$9~!Q4<=R0D9;f$5`K5FEpY2!i+WIy@s4b{&@y8B-J(P2ys%@XK@1-)Y&A|2R zRe!UtOJX6F^*9yytiKEcwdMhfmf z<5~M}A^R^g_gen|;-|wcDT?YIA-9N*zj*%uAZq}8fA}b}>^>xjpJ=B3dn@qlczZ?z zcaxu~G|{8!>V8;P9fcm*b`zz3r|u=k?FH~cA@lf(A^!ku=0E#Rv1a|G{sBgRf8vPO z=?%gDQP<+S>9$M9+18~Rb)QzY7_EJ(>>kI={ga#aqWzrVa6jQJRsR6DYoq@Fw5u-b z_P70?ZE#b>W>M{Jb^idytMVQ@8xw#n(x!br)FATVKz@{aRoFd`nflfL01c!2Jfich zxcXaNfAN}0ziq$S;t2OPvnvm4Yp?z@Uy~zFwj=k7Gwo7IWeY{IAPgw>sMFY=ssr}x z{hf2O`$}aVrrPWO0F2e2_-=pM-B)w!?m+GKYp?z@Uz01Qu|GY!l=rI5q}zFzFoX1? z+M#;`^}&B`Z`tl&njKD1KkM4-{{W2Bm-gHE11aZJa6Nv{b^idyYw}_%J7hx$i~&&n zjs}+h4PQI6BOV-}UWv{{Y5n%l_Kmvyw&|{t^aJ{{UXsU;Jjj zB3|CsHuCl>6WoeE$8XchR~^PE_Q+nq{diB?XZCQHkN8NLzwOrV{{W3t=l0J1oIuIf z-2VXEwb%au8n4K6XJa4wxKw@=)wZ?ID!-K;*$1#cUB~UE`#3y-AH+_8bw6dh{{Z7v zpue^+?AF)=#RO-jZLWv@(yz!vX{Ig@+15rqPARWrrnF$mZy3ixjMV#NKdX74vQd83 zU$eyL3F4^7)*FxhBDLZDq<#QOGM+5A{9~AZ?3MV3{f*)Fd_9_v&-`hPpy)-uTS1Sn z{{UXA>k${#ywBaeH{*A~onU89@h!aG+hhm-03K0V>G3P!eZ+z!*RA)S*heFM zf3QkA5ll9dsp+4kegbG87(ZwoAZ*h-YjGe`fU-jieypaw7SHyT{irRmpAw{)<7v0F z&+8pOYY{p!T@Tw&vrGNTiKCHzKnSnL`ybmA_Kedp{h{`2{C{{sAO3+Ib=rUJ@$p{G zzv64*TU(VM-MLlI z>g|7SAKCU~4|A*=VtX`GoPJSIPa{635ejw(O8N53_P+g^uN_i98N!lD{4EX0{{Y%p zuS?N>Ec`9;DBYs?ir(ZNm<~TiQ9!v_+-;;0WbkQ_Y8oZL-3{_M_N%CE+nA+R9^B9; z7K)`XaMW%80642}46ZW|&G}VhZFHk^ALUGuGNHoKkWWt4pD4JG=3JVNC%6oEWPTL+ zK+xJv9$tFYL+9fl{{Skh=3RruNOKzAQ6ri{gLem|V{f`)lGvvSB?+~<`p_ zqw?6A$y=FX=~10tSk5t;25YW4UrLHX2;f#Y)xK<$KQ&Drp$ihHip&i}1P$1ygOSZw zOY2fF(sM%3YR`p!X^geK0NO<{$OLVqW&mWI)LV&QLgtW%H?XA~j0#uA-a67JOasjT zMA01N9MTxv`&6$W2Oa6kMmV4d(MpU`1uDeU)Pn@j1513g0{IQN@lyZ*#%bt5;B!HI ztY@DgI2C1XoD4NL%U+~VQCQ##1C@{Scb;k9OmFhC(^etUr7A%OG!R7gY0+>ht6R$n z${f|H3m$@;7+?Y@0;E$&0rLhbSw{ z-f=(|K^VqyPF8I2Y8a-sf4bu)o=-dxKnpdbHzW7R8o8U_1?l%v8KWjQKAFe!uBBu> z4NIDb1otgXqsy-REvVb)$&b!K-ynZl=dTjt$(1Kvg^mEPa@|$tw~pd79ILn*$U*06Ns zjpI@*Sz`!ECjzT9sU8M%T*GSjR`Zy37|M}S4NWAF6bEf{6m5TKJWN%1`qV<_&f(4t zP%`EG#TgYmhA9G+J6qa-CSigI>re9DPNOvV)yjd^luBb_y=VedFe?Sy&rXy`S}g5s z3~^Nvx80~G1f15?w(+BfVZ5G{>=z-12D?Kn$ICwSqsmD{amrsKoC@87-GqDYNLa$; zj+N$mw~cLd+sCleEr669ZYRIvMUk&H&iIR4Yhxwy?M(5W^+G*bJCMt35fOom;NrPW zGWSvO71UAdZL%ae!r=b^D)sA2T|PTQ5GwHF7{(0%d4{Q}qzUA!7iR7|RsAYK6hRb86As)vDi>3%XrC*VUy>MPB@Tx;* zZlI9wUP2D_c0UnI0*iEjysSVBIuFvd{{XXffQM7PZQvV*->5NsUg6O)58+&@-P-Dn>~A#+S7%@Y40j#dQAwX1J0==P^;!+w`p{;T8(ejldk5WxQexzD`X(M)O!6^Z{5*%fJ|=5~B>7B;Ma8 zRyOj2F~(>sLrhLK9k{BdRqE#zI@^4pbtlrF_5~;BIrgA5F|KZoNQpPqb%yHYGa~KB zO6fky93c5?NfbHBldS=v#9iq(GY|>QYw21a*}yVLNjAHT2tQ zK->WWk~=#~BbX2ZYEf?>AgRx-He4^tMhyjlbpvrdYGp{}Uy-p{;Yr9Gj@2X!b>;<$ z0Rn(8#}QC>8l3_wWsd@gl4%atQkbj8&M*TWO$1n?^BG1Fa6M`19E_l{^{Z#>(J1py z4`EO?rE41Sa^0v45(_y<-lqgq4Zk>k0IE}8&oLM~1vK5wD*1T)XcsAbN&&zb6<%AG zVpQ|#RfDn}rv%iIMh;nyO$8)F=U#3KSb^A6$(N_`9)_)CWG-o0V%!1iK_aXmu4Lt^ zPbF0688iawq!WWq5}u!WgE2g?$~SeXP!KjRN{wGW!lvPQGyq@&&lI4K%9;paoYb2_ zo;%P2soFWGb?;2%jt*&8>6!p>+6S#OkbUWS&KIRW%j4zeHCHO*4)QrUptjI>#syed z+qkJ#BstyAMku&k!}~*jcl4v}5B=ZLw*Ji@_XRK6lly{;1&{yM_Mau1Aj#`eM+oz^^J&xx8U*S(_{o`FWC}iPjR*i|1=2oi_zs>>V9`#DJ~@|Rk9W}2yAJ&m1jmPfJC^s?2tg?=KP!=>^HejAcT=&IZip8bF6~;dGWof$6 zh?NP5$9lUrh=hz*3@Z0Nv=z!~!KIgd!L~*_n!M55#8~@an&ECW+1@5jdiJV~s9egV zGvP?}pgB(DUD-k#$vMSUy42$l??IP6Fci1I?&hX_*`s0v;v8><`SEv`LcV| zYbnnDl|`K(2NKRM*-jjO?La03Tpk||7 z$vl7p6O2=u;nOLA20GOjhHQn~_|>1W$Q4HY+q#MXnPu}iC#6mzR{79#?@ku6#&*T? zd(_ICK2|;JGeVjBKyATtDpa+WQ}b|7t!TtHgSU`sR1G8Z+JGwyK@xz?mh`Ejv_qF8 zAXb2d0`G81J*bhCE)Y-xM#FgwybtjFX(Elm-PV=Vj{SmlATK+ZiV0VACdVa9Xb zr!ZTD-rTXL#{`!|7^3-WU;8d;oe|e&kaKWrrENmi*p>t!6`6D5dv1uiGy!fK3kxOTa{jch zBwZo^6W+P0wU)S25qA64RGw*94JRJe476&=Ze7WqOyZGFn-qbh)i)t>GY`Ch+O7? z7!nGadTb+U;QP=6QIH>;QkheCwIiyAz~-vEbF~IdXaNX=M9S5l`ts>E7Ms!2QnS7NfakC_{q0HCm@03#-* zhSElpZ$+!-T{7K)KQR?#>UP0A#6Sq?K#I}nQ#0aBgzZ-0($YMZZk0{7$s_@O>GrB~ zUeCx6kZ21XG*=~{aWWIje7xTd|CMi`E2DDIyJC1?vBb87Fm3IbIrb=-W1 zgX>(a#K-Rk&#9f@wy8IpBkpD-Qf(N|TvTmyA^8w;D+`*Exgc)` zk=Ck~FZ?+C>QMvCcRPJWHLt9oJ04&*{b>POX=IBV58x_z?k-A}4nX`WsMU0tCC8t* z_ZY2M{>3b1q0T*M9g1U6jv`4Vo}c}(1VG6qNvJLs$xlt+N}(de;E19uC<_;di*0bt z<>Z0Ky=Twj$nqXI2fb07M7+4#V^I=Tq+TDhw^bKSxSvV_#s%++FD?&}Xr~R_QzMJS zS4Bj*2y3s79WvE`jxY$TO{qk@BH^jn(#9Mf8hJoBPsgQdj||u{{o+0PQhlZ7Cnss` zP<^ISap}i2#&1PoqQem25}wsw6KlMLh;22N(v`xGn>}gCaTp~-1vCM-EZbN2Y7-qX zRJOdN111e&&8fu^J5QM2f|YMxOb{_rNz$O(k-H>!sS83t+}Xu*A8EgR-c}VoXh)T! z+|8EmD9{aS%ew__oA=|;R${j1^H7|6Vu*Cv^Rb{8WlDuw(-7DBlT-W2%* zWS-RZH!|=tYR$Esv{Dl>TnfAWv!+_+C1IahEP~}o?B@ze1m>oW!fb|hz^e23k~lzU zK66;Nej?PJe85#lr2{(O?8q5RmofqA{&Q6(k59EfEStctEb7-+SV<%wH(sKf6!QN7 ztBrS)^)vz44SL!Y%n|Mevt-vbDIJ<7^3?RjU(>uPtX(LR$tthwU5%fBUKU2Wa#Zp_ zr)Fo*6U~eozM&$MIc(QQW8ghv@QEdq?5}6j^nEJCghUKSaw|?-i0$$?+wE7%L#VnQ zXJ_De?at{Jr*mChmWyK!2vF=RUGHKbA259?k(8DuKbEvH=4`nkf(!&upGvPS)L?ml z6N=BdEW`JYwyQ^X1X)7cg#;TPX?I_dF`9_5Zd~HAXVic{x#p-%do-s9rCp5;tBc5@ z8zXG7>sa$#;O$JE)e7Op?uWi<%eQtE^GpRO(-D@&DnQ@@q;&61`9?>2YZW5|;(#7b zK=h_Q_uvc)GBN9lu)byoU}yt5VPs->VtZBC;wm>d0-jNKZpLa(y?7J=;P_AlA#MQ& z6$`rk#pa{)3og|Z0cuG?CgL|$c%}unHvrQlj(jQp8kH?uX6$sJ30R>yQ&HgW&ND!X zSY?hWM^m%4W@bjwmN^|Mtr!IE>(EuK9!c-bF;{LF&;@@h9P?Hd50ji4aeR%ww9@Pb zMW5CaDxu{<9F#B`G09i#RmNgucM1+EIimNQ8(4;&X&T`7Q zkYsw$2C2J@46i5FtBa{-Zd-v=qF{bV{%X>S(2yBM4|7W5xmlf2w;ug!P3ysroYsNT z{N~)vfI8KfZBjP!;#@Di7Ymr;X*mcDOjhB>5FUEhK=DSA?Aif6>Q!iChy@(?qTzE6 zJvw3<9IaI zm@ V^BdNxcj-zI?^}KlDt%IBOHT*dekH|glrha07}`6s4dCtDLKi>CloAiyl-x` zJGeh8FrW&u7A^_M^r}H_QJ(;e_N}N@M_;@;6GY5>#bUgkv;mh4QjD{&TB^}X(v(xX z(zo4;@J<1&;HnEZ@}`E07-TqhTy*ra+bd7gw23lqtyL;9w`kTtfa^xPK)tUBY zmR~W>K&wj2j5ipf;bbFx!130ctfMiL!KQ8*!uO;BROFnKR$@j~xd(;qOi11`TdsT6 z&A}twe=2xyIXK|ffKX#Acl;^I1d?)oTvfnC$#`(t+?EBd8ZptqdCbn zqb0V|3-MK?KR!oApa=|mdX8!dY}Q!=wP?M&g9EsT7=v;empahim_2M09^KIX{D zsU29T+A)d%kzb9+@~6i(;z1Qfow4PwdUSYBjX)QkYz?uVeJWU8%WTd`s!EPV{PUW$ zj8U=%NuUY5vaEt#=~cHX z@W!QGy+s5vZ#$9CH1%a8J$-7MagsO{C8Fj+4FV>{?u*4a6DMdHT9hoT+f-n8tN#FH z4G7wB%Rm*$TXo!c6w!I+rZde*Z6%lwv?(aPF-Z2FO8^v;=~@9z#H;ftIG{7W3W4;i z@%^pQk~q%aQ&LBz-ZF2%7@!K%4Y7xu20oPpEXp0j1p}a~GsOf%J@o2|zO~KjUNZ15 zjKy^wRyaqe&HVwUGib;}4lAl?XvY~rAs@=P z-BQN#e`U;BTCGkgzHC8d->hsKB_=D~KR9t?| zpRv~(--NW#e&2BvVNWFHvM#wI7KZXPPtec@Bo`EifrE1cGRQSmNfR!Ub1c{1GP3uyy(PpHW_?x&$kCHeYIOJ4o+YSu&#nrMHn?b``-DxtQ-J9s3u9R4!wc z&e*vtTF(mOaX6~`e3khQb6N8fa~3G4^G@~WrCJt~6+6b-)ZM_`Kqs1h;nbcDW=VwF ze9Smuk8w?HHdw~!&PhG1c}n#pVxQ3NPI;gVc&#o!h;vPqCteDXT_)ndW~yGs0R=EU zXgUlSA(zY#kCfH_03>HQ;8c$kfp;F1=wpoi=I7FYDoB_+mztK|S4IeWRiO~c1CdpH zhVvNqpb2G}WPPgG6k}5aqUpaA}`AoTzhpKZamZi*_R~r6#ztAu{p&j zmZTRLt0vpcT%&VU7Sies%)=o1P-sewu*I1&2{j>o$0v_^uJ(6xkrJ-cjMGdP5hs-} z%hCelC~kWD(*PiVIjG|dsy7VO!vVPFfB}U)I@5mY9D$0MfCoGiRb3gzdVxR>0VDts z#YZF-!~R+3nYc!9c&CZE!Rb&koRPRjNaNeP>;4r41Su&u%a5n{R>#_4QJvW$vaV!F zS)>2}DG1ZevIQ|N8@?zrqTDG)W9lZ;06_Eb`cvM>u zkC<>OqFo{pyyrcuRzEIf8#o@c?8B6xF$vxVK&6U%i=E1&E9qAxjxeQBw`09QZ*k-{ z1`R%G50wO|cM@QrBh!k?^3r4F%?Mi6n^Ipe5WEV^p6#8(FaQrqe9|8(Ad^ee7w_7u z5BHn=Yd&8OXxAU=t@a(`|g#{PDLx)YngA z;-86L9+6+e9x%DHVceunKPFRIGN6^)dHHG?;f^sILThDGOQ|lDS?XGU?HT(`*ngv1 z`07iM*qdup{{Xb>xzoRFf7(OCDnGTgSao&uk{A>J06~tvZ@9R*NW_uJw6E5nwzz2< zbeyw$R-WEQPJ~aq^iTLGpN$eI*HrLOy>LEvOO=cte0e6j7{B18J{VjLTfx)CAp6QL zH)HV-*XN?Wvajz`ajSWP5U!D_-R)W|Q|xlQIr^*N@7urjcGuuWztm*X?pyCd@Z7Od zdu~{8Yu|h;@rU6zjFDyV_Pq?;XAkBf{G5)#;6DgzU%z`? zvGisi*0uV=dzs4)`ZM}0k5=&I-rp}!hF#xx4gUbwtL>*Fjqy6LJv)m2aIE|rVWtst zV{-P)oiIrLroA&j_>u7^!z{n>j(DzXW=@;YBp;JiD$!>E8W4MQ6(aiMnGI@mGew;Gy0FxFI}irOl%HvI%ZS{zHc~>bh6$v->h@ z(yhFHBzR?P3`uErgFjOUAFW(v8FeMXOLTj&P2`LbN{Gw%LF3fcE|>9N;Xbwy>3$-D zZ#V9MA1Ct_=r;Owh3X0HrxL632+#Gch&i;HaOW+IQzX>y(BTbqvgjl45tHpzCejc0 zN{Y-3wbZUzHy@by2Bl456?VxUDF8D;%)ZZIJSXK+RQrmo`h3#!jfc~U0Jxf^gE!te z^uepEe`v%YY!g^#N&ps=f%$=#Qa?HfK7iLAV!DX&IsB*>w{h?! z&*4D1&b$yi;+z<%;Qp1$rTyxi&N4l!*wu@$S3)URtqzP_uwWmNRy_14io%akv?K;K zac*r1;e{3r4Kp%zIa5j?$CXt|77bdJSiWP9Cf!UeD$cD%`r71jZ@-f9; z$?HwpPbAPHvRzBubfrx|f__}n_5+iSwOe2Z4Zy7p4HeX)3C{%7%R0K{O<_D6&lKf? zU~;B_Iu&xVopM*ss^N}Of7ElH!r?|eV2>Bx7$T^FkYI(<6+m5&>)^#_BVmGm+{ z7=A@&U3hy(zJE4Yet%F%{#DC5FQKezE~k{mnE}IX1F1c$ozy%*V`X#pe2HB5TJttwb$M+h_4viTtJ|&-fW6&T6__YpXTG7 zQ!p1#yL)UhS3%jFxC8RjB0P1a1DuMY z1q87<>FY^?{Wvu4Ny1c$gp7`~2x3|?9nv;Isbr0YHvH9YAaS&ulT#QDMq2`==vOMn z0)e})wOHMbr!?6%M0g~cRAD0JXu1o5Sq~$jrg=EwpRG!F3^D0bt-P`v?ZE9$<04Pp zE*A&hqz+h)Gg6H``jd}pvm7zRIT-h*1Zx15Np7R2DT}9<{{UJ>Dsy*goR-c#DhYMl zSeIge`K5GCjYxExIKF1&4!Nh9^!sHi2?Ds=jYeyOhLd7?3d`Ki_(DMSqUa9B=U0I^ zjBY2TV$FYdGY!qO4w$Nlq;f?j_s&Sb^`hvaR`Vq}k&6*X0xU8&;_TElnMu05P+Zq)}S2$9Oj;+0q%QH1;t>WC>a$o zF|h^P@T$uj<0R&sk^1pLnKn>;(ZwleVgk~b*>C{h)rE{>0)sLz7<{6vCA)p*J!%5O zcHhpOG{yzYjX)DJ1>kh0E;itCSdFgQgN8egur#f$MC*i4&olwBryQPhPgaFw8{cTI zR$J-iKQ0w&29Zen+nRtokF{BU&rwI(tiR`|t`qm3hL`uAhJx&W|JV1Gg_!lgsnn`& zA9&N@h%%Qa1X9NolDI_44PHMn(_}#I>~g&NP_59g!L6p#9u^4WbJVS&O(U*H4c|0# z1(A>rSLNV$s7VdbU<&Alj}#v)@{A8ka%q;Z#?#7o$J++85zQ5w841U&PZCPwbZN+~ zQ>a?Rm{|Tn>s5cXl02=XcvIZa1I4t{Cc?j3fLXIQmhG~j7uPu?HZ#_m)5#&+{{VV` zC3cS3?ccpuijZoS;22gPlyjQRbPRH%H06we=|B>_@ZFU`v$?3+@?(OCEE@T8aYUu$dyR!(h97$;RM&P!=+iP`gWnMI?f8 zT_akDjG1NShG`+SwqLlpKJ?<7vyQze3l)S>Ll>5xH>s-IH_8hPVy~zvfXj^WPI%C^ zTc=D=7AqLlFc%*+Hdt{YtbAv!ZbuEeL?j?&@l(YevC76U*yNf5#zw~&Q^=;ie&`uK z)wLhkRlj)SaH_W#@LQARs<}NeKv>U>S$gsHsGfF!k`6)bQ_paQ5hR~@_N>H}3+{8% zwFb5?MKr8KvgLg$#l(#<1EPwl_Na<)kDPX=HOX)`t_=ZUQZ0@jaU|5ufC;Lo?p!>l zigm=vkg?Df7>^`!7eZ>pWs8FRlTk+^70y0mQt=oLTR5m@h*=%c854lrYLbZ~$&Z?N znWk`5W74D`n8=6k9=WQxtXF4t`{ZZZqsT@8f^*Ocw-vK9EF_GcrnJ{jiUtXt?t9U2 zv5C4vl~mX})X+v|1LZ6QZM~C50b&m7(6_gS5Es1{3m8jjBTB0x?NM4QrwJwC;TNrG zJS!_4oO)D?l#P{6PAIrof*U(%n3Nel^>svhwz7=XC6Um4=K%Us#D-7xV<*3NH z;bOchs)TnvIHZc^+7>=>!5u4B-qogkjnG!i8Xl1vnQmMbJ&hL&9FU$_rpyXhA8OD| zI`%>a-MOu#y|K2CqM%%Krww8-Ta44Vhui3p>;mQYR@JtdrNE~E0p7VOb(z_Q!N=CC zz5UDb#NvyA-Uqde5g7qRRyw`9HuXHMaWlN-G9PF)lP$_a@|MXxX_aHRx$%fXV&sEV zA6SxTvcD)kmBN|4!dXV(D$Tpxk)Fr30b^$3b2!~2WG|&epd30k6$-<&jB&fJYUqul z7+!PUi<4oVW)BCG-ld6Lg2}}qDkvrK_*Ll0BQ4Dr0;k!pq$IE1siU)XC8y=R1!$zP z!lY*#yHo;aU{6{Afi1#i@&~4BC1sHO#{_y*S8@&p{!K@2g^m|LN&wJVn3cyv+N>GX zRDsl1dL;ST8WL+l-$%Ha{&R)&tiY!8?;~;PP(HNQ>?1@c-nyv#HiU+iuqyiLT4YiU zz%d=D1CdL;PVbnbIQFf}T{}^dJD97PZjd_42BEYQxWwwbc{L`JF z*0gq7ZGhb=4*jd0ZBFh&Sjn_{8p*iSn3A$cT7WyVscF&jMhB&4P2vV;#h=QDisc}k zBvxWK8f5nZ6%7#F-KpGsr%5iOB;2#@$6nQiJ@(9`vTk2vSXbiq`XU1r&!sm_&@KXr zCy<=>B8!J9(!+gg zOEVNiz^h9%DlsdN)W*^;V>wv)9sdBytm~@@8xJ(TS^oe&^`*zkKINlgL3*O9fZ0G0Dvs9Jw5y#UNMjaYg`RB@t+qbn?6KZv!WifZI zUlI(54OgM?+;XPtr}>Z8u15sv`^Mo3x9R<;C z`&8t1BNde@UP?kUe52ITt@{|T>+^Q0Jk8iW4m(f;K2z|!>S!f}GLjR%odj}Dr1T5x zQ^#tpD(#Qv?q~tYI7@{fNC)$v3}p@zo=qXPNmyfs zHMz3J1U_?uMPyH^SwWK!^9=wx9Whj%nKd`|LjVbo0raXTTHA(fC_O78@5C~=WLF;C zPzP!DO8^2(DC6*|Qfm5Tvw3KtihX&nD!99nNeGTlnZIAwrGMaf5+G(Zg;qr<2x# z0cM!Dx4k5-&e^)5g{6DeU7oj8hmka^ICpC68H~X;5lIxqvOg`cw?SV{a8|M=uy9aLd$G zl2>THTn~ z$f0V)3!JuaDU-_^IRIvrRoXHGZJ^AZ*lrjj1Jakf4Y{BR zqm=n%vE1HhCFXo(PHvd{ygkjR^l%k53h2016ztT9r#1BxM3IR&`% zpbYksLfyO z*}n?V(77$|nS%(yszk}SoaCOg{eeec#+)E>M$^Hd3gm?3jFU|=OZ;a5_N&I&BX!B7 z`#L!V&T&8#%RbDCY0LB#qOmRxcok72hYUA!ngDo3$0BUnENVkufshd@~sUn35!yYIA6B!V@@##)u zCdC_bp7nigt%7dr?NU3(977|gr2uB^bO8F*a=VzJ;MDTY3Y?C6R#V+N{{RjR09-N0 z6NLvP(=KP&HVzF`H!Pz#%~Fk}o@RVw9<%`{omI&)V2ZbH%I9%8A4<)V(pe@9%0TbM zYA?tU6kso2C<8%>E0h=%_@Q&jsdknCvUBWe>RVh%g^52BfBN;9?8xE?f;hnIQ8eqk z2$$v_pZ>bk{=?MHH#&&VT;u#|!&qo~YWcd2^mhAs&tK$fuENaDiWZ+Nz@}s7U%_q*08ckA7w}9@>5<(ss7fQ9kZKX4(Uepj*YpLAI&JbE0v!} zpqAmbLlb7St@OKq+lj*t+yP$%YQMFQkA$Y*Mbjg-R_b@FAJr?*bw7-s8g=Dk9q+gjMU>#v4jI7ZgK6JJ)WQ^q6kJm5P;X8+bz6tmc|8DxwwWyv^EIs zikDHEMxD1TT~DrRaNvR!{(OE zX0qpH@*^7d3s$%bWVp|*Wol8wWYLK@bI%64C@sF!rbyom4r_(+9R5_oIoorC$7+1+ zH0*ENc!nEnCF5oz#U`Pt*j%vtF9=6oYtE;-G6jeslf61ENJ0c6J*1w7qnKvY_xfy1 z#J=`k+|^rsS*C6A{D6IH7V&M0G|?~4dh=B6X5OSI!K0WDM6%cJ9C;ph$i29xY8tFz zcfUdDT&1jv<7(x7>PX@)Sh(H?tw@fR+VL(U62`dxb*gm{_HdGnn&x!aLEPt{=qq*@ z4Dp$Ig`fvp>ycPVy5r^t?v6P9D@nD0_*V}#k(W>oUyn-MOG2&?wp8|@ z4#o8;8rb)i{0JglZm*nG$y9kab3}JE)TF8}EWdT9kS^=TtT*^U`Krzr}p^|C2 zi1Uu46s9Sr3hT>`)v1P14$enYKo}<|p|;@qQUfG}V}n|k2`s6-RAhFj;I-p(o=0i` z#B*}893XFck|&!!X+J$|%@>}VA{#dTwTX2T+u$6l4%7hK?N(WeTjOb8ylR8p5hAJ_ zlT{>+ZRO89yVi}3fR*S`ky+0=u-*>BKU#O%OQ0-28UWE}F{n8D(|4(GdsbnU&nLY%b1}|% zpbn4cbsX_fG^eBV6`r>ev}P>feQ7s31uM_4XahsexPRRt;+oKv>e(Wh9m|k-`cq8# z<#$#4){i?X0R0K=TdsCWnoDrmV6Oyv z)bQ}8XB$s?P{v6KPElwqtnf2%IianmSkBe!R|A4ZFgdLecL-geWQqXg1)auD^f@&= zT7KjvOy|c zM9L5bKJ)?RGf4_Uu<{SBRE(9B0Qs*;k4CU%{rp3ZdaRmOmd?d3@CSU*2Nvh%3=T-E zEvYgumJSDSE2cUWMVax0^sL!*3ov&?51H<1jIC)qx#udr^{x^GQdI6^S&~>?ryD>~ z=}jhB&&p2G>p&3C1d@V7>=~$1F%Uju?lmNzKPYl&QzL!vl+(C#3>e2s0_5?<4ZAr4 zqiGcII5ml6tgW?_cdFvrKmxHK_NxiG@>t^)WciMuvB(qwk#J>aeDrqAnKo9s(%u%*>H6dMtb~9S?lVQ-rJff~i%|Yb(YzWRj z8kJqR!NzK2iKH20K_z>snq~^1?F03xtgLrPC6r-Tnzpejjs;i_LTyvloyg@wF3K(% zG53xuE?ZlvWK>>Bt5-QiPws=wSx0T+NVvsEFmjqJr600K9`IZadsao(m1Vs{#;)Gt zuYIVrpgZ$bp6hkWU~VdFTi7QPHhl+An`5x@%Jd4@Bl0z^rA^|^4u3a8*6%IU^a4g8 zeg&&x)DWx}@AfrPYt^&{A~0*ARBNe&rjKFJziDrco)QtH+WP8HuSjH$6es=#u-CC^ z-?!I~ERkc?{2>j2w2#2Q5XOyZ;#+i)x+@19{wOQ)OtYRJ4!(p` zE2n9AWfBe*!N79n*;PY>Asg0$^d!`kFYK9Q)ya<9;->sv3TBXSge75w(;$5zqi zS-d}~OQ#g*R}2T>#=Vb4_|x(K0K-a>X}&aR?U07p*0!V(>5_!js;pU)pwHSy(v+ML z#biyU!m@O)&Fv5N-T0-YBxl5WR649*s*hUr z+h)@*lYNxSDE|Ot)m+KJql|q%B1sE|H5b@QsX%!(+Dl+Vd5SYtO_CP<;_WocITW>? zJ{9W3e`|o`9Q|u`?b0Li(;7I)`Gp5LNp9a^Ey<~4xm*qO@3L;mT7|87`S_`@8cTGn zqiN!%5{7Jo1!4tda*A>(;#nfjeqlw9gM6_kBA>jGiph@mEAuaEnhV%jx#Eifq@bEy zDCyRkvLlS4p`UL-nwu4Em$F)cpcNL*TW*`^ksSsdw!KZiPfJbpa5foQ^ zw-l{vjKPNjmBAvS`M~3f0CBe*;NVjPB@gcDrelq*)Kt;jCj^WN0GK%d1J;8(BmAd| z4#_z~%_xLpCV(s?+xk+-w)3tfMRC)h%~jcsM->*rt-E(3rNuqa)3L|+qv6(_;#CCB zVPrX82_Me6li?-ss(r8QChK7P;Qs(lYuDQMX3{{Zvm2V%7))sCa5llIuk4^hoiLXr*0#2;$r zvC+o;R7%|NF`Ag7m*jL5yAPII9trE5PEV1yti1pbYki zvhmiD6_8`8^s7u1w&C*PpAsaDRDN^}tR*YM3{#p_ae^=^XSU3nH+An%TQpubf=vKW z^2hwM=QQ+**zE$YxsKdzJ!&Dj&&$?<5~a4mxVJu)GR6l3tt?ho5;j05y=h0LO)Bnx zl7J`-DIV22ERtnMYSfEMTzuUJdbEje7|CEUO6Ux@^!IFK;F7@)!KE(;tE)Y63TYET;k0~za5;Yqo%LX+mHzks!gT5AMJb@;!P`E0CLJw@@9rRFNX!IUk)pr3|DFG4Gm^IHZsQ7j}Ip z3yK@@sS1(?KRUk_n)xf8R?)3K zSeJS98LX!99L*+e;t{0)U58K9W^5=6p5%(q9vw~P?9&M<&67pOucc{`hJ`~p>0D&@i8K7o zf@>+{9&a3vTJX-R9jkbOZZ}BaDLpG9=T^L&fUkf(D;`9^45Jw9PliPcjN>!~hqTfX z#hjM+sFrJoO_Ag;rCU`{3G4N#qm=^TR)R_~!d#ZP1Y@A78Ux3cGgBPPC(I57HFBhY z+0RMVZIsiiDjRu4&q9Aq*Q~bcA41QD6p^__!Fs!|L(*2q^ z&&>PVu%HRnSYblh+{U9>8ynPRhcpO^;ha>3hSE>U2U9_IB1V|GX*wE^v}mkLb*ldW z+Hj`|yO-9gz0j1l)g1H`1&c9UV36E_$fvaH9A)D_KT}wy6+~%(fX%z!H;d|C@MZ|5fCz3GLc}O2Cj!$t^NRO&? zsEy0QbB)A~lw6}+gp7g?UYG5}Ffy+zSqn6W=h%518gwZ=%Z;nJ4yKEN&sS$Q3cOaEmYq3vLTkze&khFInDlavb{vk(Jj@I8JrfNouOQuZ9PUXPwQZ2kO zCN4;Ay=$EsmF$OSo3kCMnUUOyr6d{)Is~6gfy|53(v$l^(0<`S4c`K@0QoSaVx?Bv zqtbvaB-e7WA+S%LqRa{zfh^%}!i%GgCYKlN7oU6t%d()C~?Y1$&ts8wY zp={ld1zGzgtba1$M`{e)Gu0+`z#FSUbj#5noPJb2ML6nFMw=l`?mN{s)US(ecgXgq za5ZhTXa**f<&QyH1}jT;+<|urZxt) z?xh>g3)h;1LMUKt7vK-`?@`Y#FjY$dS0uF&u`K z06;x!D&q54Ah5W=9)MFWd_cDYWGj$+b4zEZ>Kcn|k}{E=a&tf#gIv~Omy3*%>?>}^ z#vUMZwKB>(;D3c|$KlN`-7z8D)htU43SqWD7uN^;C;_tTej=F&SMtFgfYu31*_<`( z+y4LnE2VEJ03U<&tmzOb%8ow@0AST5vOyi6Us|m##r4t6#N>lhHKbD^E5WFi-biq` z-9QlwRa5)J$FDU$=pzaM&O6gtC7Xh{$7;I`y|O3oPd=0Y$!_B@;77WsgCiWG> zF^#9vx;Qjx<&-fPPg>b+0tlDy;GbFm;nz-_k~jR`wPM#morsy7wRSPt>GsN6RuA~q zXVmTC1~_8RrYHkAX;W?kZap(vuxSf`?|?;T{{U)Uu?KDktup6Ol4RND5JdoVvBP0) z^G?_vm0DeT!T`Y{heiIMdKAgrzkn()@El)H3eVY#(x^59j0PlOx8p!?!}J_R^URc*=z$q z65KglXQgME12bJxx#L$$XiN;x+nsq zQSJr00Z&x#nz-Is2Ll+5REFw3xKTh@!nV>Q zhjD&=39H{^wgYo6NUJ7Rmy$kOZuL&57@#adkSYD)3|HJfpIRj@_{ z08Y_$Zj|WdR9;PGU1|#GBa9Yf=~>Xrc*DyGXfryYBCyFL6;gYs*9Z?anQv!#JeV#( ztu@njO_?8dC<40QDz?_neY1*~Tr7+>sm)zQT=5uSD*SdUE?z(*S^&=S_mJ7??^BCt zS+_gwtA1sbv1Bed?OE3vy_h>9%dQey2HPeeO*}CHcAOOe)zU6yX{Br<~IRK^;nO%`i8akU1ui zZQL&(bXB`cGTAP1ngFgzMZ@*>r!1S8C?B0@m|@P`ZX>-{XoF3=pdOR}(-!UpG^DZq z6?dM1)aswZAnQOGtlL0ttlg?#vP?+W3Ef*_);9{CUPrBK+iC1ZBm1Mh0C3XUOpT4F zbxN9C*9nrleREw-t1gA6p_^0GqO}q7!H6dVuNki-*MDdqgc=chc=cAixsNzhieL%k zeeHyGrE=pNox~bkF`idg zKac+aUbFU|M#`UauhxDh{8ZQS_gdS=hpHl{^a8y8<_pb2Pcu}ydxt%DY*|8K)U8XB@T{rYI!Ip5p8| zP5gEgsXUn6Q#k9BT1ME(glEANJ*BjRZr(>yC<2Un+KtHZ;15cz_Qsix#M*|sA)!Wy zCJUcXX{~Pn$w>BrKp6SLebNE`LRKn=QegQ+pnD~e9Sl)sU*?F$|cxxd)H`|mQDkR@)x}} zNi&^*Z5(2%z;Vyv@NKsh&$U!dF~6OCiB~a`(yB*wJXwq! zikMC20%ZA305a!I6Hc<)F9M`C%(4RGfm$#)cy^DJ{{VWTjbC#{+_$X&O=)W+<@OJh zbTy?8odSSv2xCr)Rkw(*Lsh1@0C|Ju9qT|XE|OIXqXIKk?rrX(iCWl)ke-yEY;p&d z_!SMrxR4OpIL{OTMbiCS&7Lo83V3ymer`L~oL4L5l2qk~dc&3%a!KG5-hcyh5N2$A z)su02lQ+z}i4|qyh)M*lfVG2k(JkPWTjU&21h%mG^Q=JNXQgyHVk~pX7#IVou721U z?iTG2?$1i-ZP`>!yNvUi3}v~QdnA)g(ZqJBYHhyunUJ<{DUbu^JF?^)^HwcUMaC5J z)Dlwiq>AEMNcmg&)Nr_IPFn@5rJGMC1GkWRS3PZD{{UzT$7utK0I{=^v!|^_p;YYZ zeQIASU?fw)6&!Zb921@>0k|?_GWlTQnv3No!O(WAzh~b34CaxeAQ0S< z#Row}K_r$K^r<-mPNW)^6CS=;24_eenB1Fr4#MNM% zw_so|Y5+u!WMN6qdUwv_=~p2|E0!2FF;yew;~i)NCC<)C!0E+Cpd6g@S|%_KPbzy< zGOS?aPzHG{I`LE-N+m3ntRn|5MO7=cxaT#P6k0it%iW$17(Y1y*3I$3~zIhCNea<0R9P z=*uAmxHZnn1H3>+*e0vR_PczL#j7woSm#*A7~-rMax%mpdh_p&fxCuwG9-JX?gZefH4Vm@l&?RCdc!b8@rrm^R6OJsd01Ftfqz?JJ&CoqgNjGt=9 zw$#FsGsRtd)C<1=iU1h2xd=F_k7*;Fr|#B*T*eTv#v8RhD3oQ7@lXaC(s23D9@P`s z0Qel&QROKgDXPs2ZtI!==9<;iWrhVnyb`gdan`zpg@U)4$m}Yhw@}1^jny+WF+8s@ zZiryivMY%3#zkq1Zhv-%>sF1b75(CKQU^4tG_B7{x)8)T`Kw#|J;2OI3VT&qB6K+0 z(ttBu5_61FIdZti6>rFu^2(=*V?iLnlZ@5#GHyVzApw}xg-xyU@U#^OF`AJ`JvpM} zlN=stssS{@amH#`hdHJLrhsfEj{tF5QcFLURz5H*V&Ty3L(;0U6CemaS^(zKNjI-j zb6Ta^GP1xyZuMGt0cK@8Po-Cf%@eFXy-j8ZQ3k3>9(v>HSvPF+NYXoGcBi_eYx}|l zRC(4$`FR7dpaXIXbB?*Enbj9=a!9K3KHhPUYDU0Nan`f~+!qHsTcuiQAuJsZ1! z&hgvQmQ1Se&J6%)PXJdc4>-+cL9ey3Xl5Bearsnjb0}{!J+WEK6ht=hmdQVzUoair zp1Y&YiUr4(!>W+S^~GKLc8hp^&dPJx{NLeTRpgX%>bPG)TegogK(E5G^ry~e$d1nA z!g@vGknv}@Y`6G|n?tkIyeo1qd@Xk+mBJi}6^Z>DHIHqr-CHinN0<*76{MQQyf|r> z8^=u5Dv!CFgnJ(I;osVWj>2l|k-IL(9%jZlB>@QN&B_9FBxu+8?i4C+)NQIBS;)WhaQuz1!dz z+ScrVdSh^h74(jgtax|C*6Dem-$!#4svSz_kVZ!b2dA}vK5<+NwDPVITk@-#a%y@U zpJ~wbJDoOSbC{fteQ}!EVj|2XhmrjYoju1W)m^P*Z)vN6kav(dn`u*u41}V^=~a=&#i2y7IR9IN9b!=IqkNp zy}Xg0S0mQEbHRVLKf!++sz(mF9hK8#_cN@Ba&g946cf#R#ih=dt3)m|>!i4ihCxOQ zKT6iZF;*EJ$i^0%_D~7I=DIhwlyJO?gr*JxranWVq4f_~^2pb5bQ;*|aBfMrSNH5iojWhIPJ{S{1!9KFlwu=c)E>3&K5U8dxX-K`C!;)wGemfO)u6I&P+GP%9|m8=8MxDB^VA=>Mi1wj=GCW#j5jfq zb?kq}xtto@=~B6HHsenNaoR@$n4foYay!(@M-IG-%+R!vfJQhJ=L!aTR7PJkfP)6C zeV#^5%xD6-vXks8z@1m+18A$(ntYP-#{#w&O@#7!#ROdEwo2o02XC!ehSpg+6OUTz z&Sd3z*SqLPL^w5%sNz^t6l&3;|e^_=?Wk}Qpkb!FFvN8!v}VG^r)IOJgHrdZvbcE|?CvNPj-798RF(wE=~2Iki$+!m_AuhG z0;E|9owV%lJEH(%fU&Lpr>IJ}4}yDDWU#!tlyOB}H%4=3Igpt{w>3QQ30_u_$+ z&WCXU-<;;5mkB0dhI7jq8?km0p6cS|!B4Dghe$n&hrb*3)@5V7ShBu7^t+gD&ZRb`Pxr zIv=r3{{TG&FW9F40G@)O!T$iBl)v`UuH&;m|IzlDBEo~;G{{k&Omm9SSPK9>O<7p{ zp|g%_!#iw5PSpxcMi=goIH{zFp$1V-mEl;y4UjuiNJW+8V}a>S+5O&XkK1;~mW=x! zZ_1&P_Gz9mY@2>>)AFPSk{2(wK7DIKD}AT#WveO)rjC8j9?@G7>ar$r9z_EzJ%el@ zj4`ZfoO8z3bSiF@#Us|dCp)+kc+NQHo<|K$QA(^TJb^^COIu7&> z$3;G%y8^3ne>$#@h2Pif*05o?Z{i=FUu%!u066!cEMJ!9Rs)<4)k;QZ;h3CNSe=BQ zygh1i>OS{M3m3~>xW+0OWGI12h3~vIszMT8Doxg>3EgsNGbevh}Ll*teE{i-TCb$IEh4IDY(^vkZ?S z?K}!}aKej>a%y!|A1LcuT?K|m5Z!`mrWQac{`NyD*P}!syD9ORgvYy3}ED%nKVx;C|W{BC3BXpjcwWfQgFPW-1bZI6(zabB`OeaWFXc(y0 z>PXullbV8yg2o8rF`?eWtu-zhAgdVLQJE!PV);qynt{xdI*fBb8q(Ye;%KHjK&WU^Fs7AOP=n0lMyGM^YRcJOA{M(mbmD+2#d8}j8!NZ1Qn^Q%fohpja!qt_ z>Go%2voOYL@VK$J`C!IBIsoKi)9)oBIMZl7YhK^O^9Ax`V56>US@l(A+X%`0t14^h zNz1<6dQb+m8f~SZB3BM+WRpsb2IT~=Kr5P#^}N>eA8<5}c7*Lk=iY!irPM8U4Tl-3 zQtFS$iGcSN&7-*_766{q#s_dXpbe>RWt0bbNg|sZg^pPBS&J4%7xLl0@n&o5Eu5OF8DUIA_k~=Gh%$HAqCu zcc2O}=+{uTNXqujUKSo^1mF+Gvn1EAB;1XFJ!>+3Lgs8CljZiH4zf?M*rwt}N2O3Y z)xO=xojt3V2u^&)C68l5%<+P#yS=CbrH@>^xK|2xD)h*#$?jy7ku>=ggFLdzLNCa@ zz@=ArVFNZ+fHdQf;}O2$?^3+Zi@5^idet;h5|sxvT4!L(p40&(x7V!MW&jStn2j{w zF??szoUa_DD-Xtr8RI{?=qLhlrMfJ_R?KeMFdw{{RoIceWlK()6g*!3H1H zN5vEJ11*cB`-1m~qy%DL1$<7tpK(!B*!T}%YuC*B6K zOEa-9dh`^1mF7Ek;M9^@TgfJo-Hr!pf=Qk5%t<1xL#9iPPAWyy8z2*!0HTe&8hMU4 zPE>>KTM<|yw$QwHHEEJ4N6Nh@0~A}IENsXXrvT!yJrDK&N z=|VF%$kYLFg~m@xYwaUw?@A7Egi@HZz@P|E$~fyw98H|C>sEr8u)R$;@y$&dk@vgQ(Lmqw(BPib_VVK3@@N7akO&mQtl;L5K3L~~C^D{ny=VfZ z%&TsLj}?^Q;%V+xV?_g6O7Q_B$zAtd&xY;@4P zw*`PbKaU{7yukWWdM zd(#9;?s3+-Q5*}L0g7UaFy|}*_O1Gy=0jLE#b7dN@mp3Jvl3iP;2se5*4JmK@w_4lSZkNi0D91$nQCzAt<)&>l$c zHBT~lmp)pf^4^&OqUM~a>!OB7J5@>bHK@8w@<;L^`t+}obx+#f@l5NesHswT51iq)_qy00P;Q`O<(+-whipa#e^v43F&9g;DD|3>(hT8H{`kc~SvFo{ssNvHh zkpBRophX=kuZzRX(hy_L?)9|Z8%uacmiT(Y?e5J|OJj((hUwhES8*PdBI(zX$U#B? zuD&}-qL2VU$9z_z!zf+nkx!Wp=Nk@%cFHCTpbgks+NIXY1`j#o>s`oXWsQ8lZ5|Bcmt93NV zHpRaLCOI8VIc*|^Jn2C!I|}80v@Yg5-zrz29Vm}i)L1lm`_*7|s}o5XnVbRWY9|qc z^YA{k&P4wJXoSZ!+eq(Nw}wiHZ9?8j43En#a+fO_kqktI9qJJ3kr5f(XalnT z*t3I{h_jzc$cI$7X`~)e4Cc94xs($t9Br#!9hI){#Lf3X?^&6hk~8^5kRE$gC3ykM zAyJy@1ZaME@zGEJ8lEz9<|b; zgL!R$Vy#3&so%gI=mVW=E3cG5wEqAi_BlXkcN*(04WF5`Hs&>ETyFU&1Cu&^{PGRS zw0l&SI%_#tx#qg;EGf8ms?9MCm0Xcp0fioowKgEhraqGKshVMy^sbpj(tP25{YeZw zmYn3C)B(vyr%!NxRUitpCx-5&LZP;?uElO3fcblPH5}LQ6%!MJoKRr*JabvnF08+H z?UP*Swn8?yezn>7t6hrbO|bP|4RN!`ih%CJ9%vDw%^OCR@SnOW%+lgApTl( z{Dbo_?^w4b*5PI+2hy`Ft|hpXvgcr{(p(QS9cTfPPUVZ|liH+;c2IX7DkoKu!xQq; z@S%A7!=(URQoBKJ^?udi1joT1wS*o(4{`-E)@g8Y)c2qb8J0z#Ec|DITW}?umfIb+ z%bxYf&2zRw8|Gj*su5pLB;?KfJuyHXG{!h52r-{pY|-HP%YqGJ$#nC!PI5cbf3$AE z*xaC?4f|ZYpvXW`Mb2b>$AQ|g+fbQfBn%2_YNAvK!{!}1py)TFwv~`)r9$Czu|XK` zS%XrMF@~qL@FOY)O#o>Gzy*&2mNDk%BC|fyt^k#`;+rkw!nsEJPzAfTk7(L{VZjwd zo^stNjoG`D@4(Y0@zu7{z1xi4iXYaz$RVm(FZT3mQxf6$JdJ zpsBpD6O+wVxw%*vs9M6GP@6bjDgfU3Lv8C&TuSP=J-SyqxA%&~laOjBp5jnmLUTYG zGC0QLPe8MBc*SFhWFrJp38w@1VuG$}$c0bK(AHhVSO!l@jpe=sZa4;-T4@KDo@gkN z7a>a3$cV<#(DltxQRR}ur98><=drB7id$uA*})Z&EtH;Tn7utKNErr3(}U8KD>uoH zn9v4l+selZoK^cOgLlVpjVw3`ZuM zvMj5+GywvF9|wJ2ksr~;=hKIs8#kuy3FP@XB~@?ycZ;~w=_Mx5ti6EgI{%{iFu z>s+*2q_N;Krf`k z+rT*or)r8tNf-wlQRc+>$3xzn$8p-AU{FZ|T0tS?Vwi2>4YhMqEPxV(Wxc8)oRZlF zfGL|-$vMdFL5;KW@H^I@B&w6a6r?G@$JT%`o)et)!0S<@n|^%#E1;3139$#(sYz!J z6myfvpbmar8<+PR5?#~ne$!FfUW1P~)iVo#CCZ8R+ z3Im>KF%mY0#Q;YzMFV#&RPI(*3RfTxN_$5m$*_Fed(?8wQayxV&;&wxW8yMSY4S*2 zR5|HPjErRSS5^@`dHcAa4947FXgpM8k^8|{2uP&ZiYy%0F&o5gv`?ukKRW8J5{BY z;h0EYkSXX0+z9DRWG)LR=~jp?#d_qaCj@&|?WU$=V3M4#(ztEp?pMe)cG5`{@y%*x zdfkLj82tFhCan!KpEe(uw_Mi)Yp%;`RYAxdMRbt(iYYCfcXE9w6_D$_H$ia5dsXw) z@JFv){&d|JSn;2QZ&vrf`qSwXDbETVA55#|Pfqoomv-{W<{1N3$d((O`yb}?6|8DW zY{+!t`X5C2Pxj9E@8LU)c*5d86I*0(B7)tq$3q-V*1oaur|tRhgI7pl@njcT725zL zQxwx6ZU+pp42+*j{KPhspxjsy>E5xfB2oz_=Jc&qXVk^fNAw5a?}#1+_=9FI{3WSJ ze+llPl#T(x3<1c<$n9NoS$9KU&1J=fox3gNxRNWCIR-f$dHMncde4EsYG03k4kd(X zH_NMOw&gFlktR~CzYfRpy1SRW3@?6wT@tsT>4NN zo2w}-z@Mc(ok{D(b85FSF$9t`SK+xMhfXLc)yQt0Do-XdKfG#^Os~T6RuPJGKoKjnQ$)y)|(_`4k;2)zT&KTic}InpbCsIzJ{6^v+q|7YbVXS zBB6LYuSx)cn4i5!52ZPylNlnR-gAH`Itx+AM*!lPac^sOr7oik4MwGujMR$2_N3B# zj`ld4{{RQZ&ScZ%Bh`Js6IpTTS5OZrkMgfj3_DbB3{wm`=CE|5(A89ZP8#0HZPyRU zYQFwjMp)x*UDUJ|op)QxW5;UqT}Ab6HOk#11ShYpa>_O}R%c|I#gbsN@;LthJXI^d z6-5q3x9w=PO1Q49Fii-t0y*pNS@T>RL`aHdQ<7^=H&~El?qk-oXPF`(FC@}o90$)PkwwRo zlFiD4#Z4sMY-+J`Pim&I#=rwljhQ6D-~q(|EY?#>RTOf2)IVf&KR6(-deU2mjD{z0 zHFtW+8Qd|N0K|sgNe&0fJxyD;w*w*D9QLTp%&&!RJ*lmEAd_;8fj}2tJT`j@V31@f z7#_6>-f!Wf#%lCxSaLD|pa}fmEq0N{at%juB#jm#8RsUak}o&}3VyW5K@$k2Y#!e9 z0a6uqz&skdAbcPs{Y?rFbxRmccbvD#mKZgza=wuSjpmUfj@n z)f@{uU9I0WJfsoBX{%h1ka-GvHbMS%IMQLZ%(}JK;C%)&`BSd0H7nLJ#qufbkMXW* z_Qv888Hp@9gZ}{5qm&MZ`*%&STxsxzBe~D@sLqHZIN z0e*0J6`@7BE^nk=w-OUeZmYD(G5JTWRkt^n()o6A?<{-p1$Gu*3=%57rzg2l(t%v& z9_SYV8zAx1t!l@l-CUIsLPEDvaa}C;ULMfX%TO7Yr&C;|&xv(A$0?@%<$Gh3K(5Vi z_(Y`6>Fz{p>48zpqiNQltK3sEPrrI!gDW%1s% zqJ@}eXbL@QDRogX@^pAN0me`N0IHcLlc?U{UCb6gMa2Y?OL3+`cD#X`+a{_t^B?&1 zfV%qs0Q&00T2`N>w&W&P_sw1!rp4Nkj8F$RIk}xklHB0bR#wIra#vxljrA`$72C3? zCCo>5PADy)x0X@4nnFOSp4F~TndW2Kq8neDmN|CgaNtl$b|i+;07Ut{YBrxZBa=`( z?bVOUYBX_=my@297FqKj{E9rs{{SMJx^M1Lx^M1KO^^T5`X?z8>;syoA$MTWt}tmP zobC>KnoqT&9zn^k4D<=sHl4%FdUmT{W4Ca3V;@?`-qM}T#X$MPXFr_;*xb50Y%z~D zcQ_aanyVe%m6Glwa-P-9Npib{WN*g=)>M}gJdBESxZn!L;^Ce)_YFQ;vPB6!%XN!5I zB+mZ;FQsW0+@*6k&oU6oh1Ap0FD@hn@}sG(M2w*MMpSSrLn&4O4r{L8tRZRPoqVW_Bk%>KKOh%zXt~Diw0yl>uQRcWj9}Rjjcfj+F##qBfA6 z1I1d2%7szi)`H6*mg~+1H!eQl+lmUD=XOt}N9M~Q*r4WsC;Lg-1B{xHW`HInI3VVd z+f2NlJZ%G-)`voE+wNrrM`{4Tl3_E3jky&%CDeloP8XA1BI(*>QhdNuh4r*<%AhI^ zD$p1aSzJot0vsMmt!Q-FfC~5=)tNPDb`^yD!`8E|H7Q664h}n1+zlV>s9PZ+b2VNOe4^a5mspV`}os6-ONRtcAH|jH&0+nG}zJ ztUC6q0_E)Y40nk#Kf6_8nb3j;8HY+q`Cy=Y#Bt4Dwy=~Y;0rk%Py`ZOO$R9XC#a`E zB$KgrTnd}}HsgLJ<2>_QHuf-*p+`Z@0AR;yD@a(3hUrXeY36cNZV~maqDXKQgSQ8Y zMriH93_#!1&;~>>xKA{%%sW+*1A9>iX2mR>}aQvEs64x7ThyX^BrWf;gZKzxz_g5LieYj)N6O ze-|JnA%o}a*{V8!h76c%sd>e1u7jsRk2Lv)VaUdEDp+h{?yDhsbeT+iAr6$0+U`cq?2@4WoRfGDu{=Clo{QM+*Bqw;Q~O{j%~ zcc2PVTr3z6u75goEMz%zf_n<+Y`ik_#2R)gM{3wj0?s@xa76%fA~sGBB=i+#+fTZ4 zxW;i?`)n&rDaFKBQQ0KR0T%9mMYtaq{A< z4%NIvI6}v$^{nfSU(ZaJKJ}9v65M?5dGr*I62?js$)E{--nsck{L;LW$sX9o(0wY4 z#)Wt|BBB$?0P^#ntpHmNR2bauKT4SzIPmSs^sMx}F@nP^#*21oL1*fFngG%BR#T9? zj`b7EWoB9RqPd5-E<=hfF3WQuFsu@0C zUwQynns~>0?`se_COiBB=P?J;GrlWNsRD|SruR*i$ z-KWV$1$d81~4SM`Iz?YT|?ZP0I=F9%X(CXbva|gih&tg zZNy+6hPFz_Gm~Zb?==QM%-93?YDU)XP=L|!C|qZT%`$QXd$1VOB(60k^LI(kO-m-b zZXCwkRx_ltw&h-wk!Z~$`SP8)GzivfnB-F6 zY39e0>$Fr~X$swF16R%4o^UDcae=jZ)=80^^vJ2xFO7;x6ajH&W>84xp=qK7nFloo z`asB7&MGr$a@>{cKo4nG_p1I_Y+Qv&nM?oiU7y8w~|LJMk5}z zwFW-U=A2c6 zbn8x5I2>Z02t8;48YtKRhnkQK4=iIegJeTF>rk|+8+UpDvIvJP+!}0iK2And_ozJK zaM)vtwHmB^la-(cd5khzkhbgqFlj`vHhyd$N`PEMhYoUR0%lhL7O15~kxv}dX7H9f zzUk>tj^#n&Gg*NZy^CXW0mW;_8p9t@q}2mFp|^p@rB#w=ow5x8UlSKB2RnP!VZDiG z;)0?z19lB$&wng#QyI+wXf@0UkX!Jk{kkH#E7P@S!5d6WthhC!6`JkeJ_dVG0xqfL z{L39c+Klp?MmA@)U-D63msuAPpo%sO_gvoa$R2OWT*hDcq}fQy4tqJqTdE#9e{ zfH2IpP~S-dGaw|I1aIeH=klnekRt-P9<_t^tE;1!v&ULwR(gfOX&CGj0niy#VUj_b zh+NAgyPfhyQ?t?cgCoA@9kW(`#E1!DfzuQK+l!chB3U^el|)@6%Yn!hZLKZv4%~{3 zY@vp&T7lgxb0n?UF( zt7$9ch$=;I8DqCqj4tLKYALQ}W(t@pI?x7uR)v_E4+5_nXyc3o>q?HUjf2SRRfEV| zB=OpSF2<2A3aAWw)c7gM#y_2BBjlWNb6N^SP_)-96(a?SJ%II~1Z#x@gaV>#rrU^< z2iR8&eeol~dTesbdwrFSv4u$q&!G8h$!~vYE0`|Y&%#gA{6iK(m zI;6L326(~`$!RUTBc`raU*40>Nj#eG-B)_J;HdnnC50kZlw)%q;<@>mT&U;QMzn+l z+l+82kk~}6@}_Wcn&_k{8j|EQ5x}YuO>Qz3{$clpK|_AaAKgLoRfw(Q$IHtO^+s(; z5x;jBVms7lQDz%{=4b-+!9fb`npW}=0c%2E(Q$cjwiN*l!KpU4Auu6AAxW}y`>XL*J?A`RPZsDGG zEfxpTudIu2YK7Y@ed^KzS?*<=~yRB#2NZwe5xL&<#z`HW6gAtrC>F-t}Ms@NZoxggqZYKFjg#63W zv+OlTd*G5BJMd@&PUaPcZSk&YP>s9UaJ}m7_Edq=sI0zW5uTNx7}qWi_d&t!S+Og| zh2MZ{a{ApOJAuY~RWOR^a(+qx&cL5222|Cp4%oq}A``MRQNYO4>>Mbmq(_wbkg)|T zGc&(3+ge;PX8Ai+mes9VJjQceST_xBqFza?o2!{xPqWAJw=@CM{{U`j$qwnHIUG|4yJi46z&-1U7XEQqfX}UHUD_(DD&cWj0oFz0 zTR?>xT>4Pj)wVZBCU;j1H0{8-H6YWaRNfzfKpkPZxDUNwasd~&5oZS> zs!px4rp0FNT#>av>r8?sjr_?UEu0Fx^IjsdI^i3FXaa)9VqM&x zy=tjroZxh(US3HF^4F$2)B@zX;I0p~08fC~40BPK0{p?a6pD7X;&#wx1&#?MP;?R> zTy(1`GO*g?X%xhjieqj~A;U2Z)KCPBf!sED6#4ePGuo@Hh)&Je#Y}L^!O3a>Xq3jd zQgYL77VxH4Vz15hpwQ0}?hTVoA-8&w+ON$5kVH#{ zrM8V%aeuu)6Ix9at~aM0>qx;9Fl%-BO;m*<2Xa-Um?CUWwU`<)*+H;?K66n0o){Q{ zxjwZT-e6(4KDC`J(>eKDgFp|yFw8cbaZ%etZet}$+$uOCZRAVNd)1X91t}OAGyzyA zn%o{mIpcVa81<`>!oY6nx}=>6fT$Thv;mOhhXD^>wOZi$i-qBZNJ}ru-rCoGf@Ce035kcf)fGRYp(Z7{K-~qTd;aV~(^aCcVi+2NopRE8_ z+|nq);+*R$m2k&BmZnQrWAcs#GEz|OVe<~0)U*Yt?k>m#kg6*BUq~1$AD7n^ks7;g zGWG5SbRW7f1dJSaH6T4Mp-{{l=QQZ%GmX*_#ZZpR(7t1ETcrSL zMI2|BYznN_@G~(y1691!f=TI2I)jcd8x#Qz#+Ms>@RARysDHB7iC<*?}^TnVO>eLKniVB1I%Wd}MmnmV+s|M>OsQ zLn5)*!;e~qNc_XKdJ3J9@Kmi!6nI=?6o97oyGCzur20x6!c#$yw262z>koxN??syFhx6o zRzkVny;`GE(GtpV8?9SQJm+}AlfkEpLn{_$+M}faSA?+nl<+%Nm8J4SH=M1EbrndX zTOK}Ts>}lu<&18i4$XW=Y|0hJbKa|5mFDInxE|HWq)M!yaMjV+!697F$gIH0p6Jac z0{z;CNW&2>GApST7OB2P^r-{5%@XqybJPE4FqTH#;MH|879(QDOfstK`s6~%_?}86K4R3|@tFZ?P%PO7$AB8JiO%ToruEtc2xOJ-H($N0^4ru{}1?osJ z!)dAf$H>9RtvPHhSP-kU`qV378UQzDvok0h7Qx7=n} z2yi{>(p-|;Tl1>M)z1O5RuU4UX`l(jo4%CaE;G}u4H(Z9(6|%;g3?doG#hd_Q&v^j z^%0rZTGZsS%O7Pz62g8wZ+MUI|yrnlQln)zca<=~P`gz@*Y< zH)koT_%lwvUG`_}?t5}U{LOiutD|1%&IHJI_F>3Bm3xSsqlF`-STdxkvQ-YJ*0`rZ zOJlMXxpzKz4Y7ZDoy>9p;;g6dF~5v+kzSvwcr#4Y8_%~MOZpH009|nRdL{OqF3A`7 zeVdF|1gT0Vp&F5v#SEQ2a2yPz=&aoKD_?`g;RY-;a>oJhy40f4(7J* znX8c~W4*rW)=+t0YXQNn9kO9jx*7&NUBqN1*BI$a`|ble4m(q%ffEH(=A1n5D1?mh zKpFo4W-);8kVPu8y08YcOS4C|QU*s#fHXF)Hb=Rey#PkD2>^|gk@c+tAIf0IYW}rW zORJ|~OkP?J^#qgItE=5flj+R>T!o^yWs#*Vo-vBMzDXPvk0<-aslk5I9h!BiaCkrD z(_cl_^(PBE{hVio03JUI0MnJCi4~@w%k}_OW3Oq}+$=^{9r>+&JHl{Vsq^G%oc(cI z*7_xkIc7o69M-&~^COIhQ`U7%ojM;aM}9x8XhY%6X8Z@dZJFwLHQd2z3_)XoLa%&O z?QtEkZO#A{W==;rW#KDJCJfAFC$4y{Y3(%I2u#eOKdp1x$Bf{%jIDq&NQ;cYWaQ!b+ZVI1?ER5SRl=IKmYJUJiUKj1}X ze`ad8?hV_O1Z4jJoYNrRlf?QSpOmus+tG9U$gF#vOH|eW0Cu0djk^p{G&&xdn3(28 z9{K$$ICa%%%G$xW0m08dsH8G$e+*kheCxL@j!tt{h3<`Hb84K9!!?=ylXisMNXV`H zBCT54TH7vE2@m5zS`t0&{-)o!O{#r+Q{vI$C(XZ@xgNRy02(H`ZMaScrfRy%Wx6;CoiVLU_*yy;cw=0=LXF%?5;4 z(ii!5pJP{=DRzbv4H?$FvHTGj;oV`N%W`rqC$3`m{0`i zD<}gXpGs_r7?&YO%~aY_IboLeraQ>)6*3I~O){qJj&W6=Z{8=5O0;2+LRj^vL~;nh za7Z)(M6dvwV=IL7P-NA=vxafGc=xM*Tb2n5aX=Zi=_I3au1V`wme5Gf3=|O$k|D|Vrly-K$XX>V4R&i|VQzPY>DMNjmzK~m z7WiL7Mc8O_3!&agDuSB<>T1lIMZ5=WxqNr7hx=i`B1AI!cBtO+DZpPR%O~G8nMMS$ zxB@Fka=x@Cope`hqhK}CM$FG@}L z;|8>T&lcQ~Ri9!UQE=r%3X(A(16EN8KpU+p+!pyG9Xr!at^L8+h;ZHNM`6X{3^pIF z4p0Jrgx0mEgYTUTk~apfj}D{^u}J&#K+GFoEtQ`KjyS1=cX!g1wuF@&WYquv<8GW4xTw78DOX9`!XQ63?>kP-kVy;l2V)43$= z6c%)EZ)&G@?Z9=XJ?5Jh8Aj$_)yuq+A{@6`rtD?G91%eWQ9iWOI;=xrUe!|K@_CzZ zV!uktwk#Nf&T8NrG6y-JRx333Teh*l^`^Qro!QMy&A5H)MGKz1ngYa33BU&xbsTLB z!*<$@R02&lSs{UNPg({)bGR%9DpiC_$>7yE?<0@zj000Pp=k;8H{ehPgjRl88=I5s zQ$cRh%eFNfb*$Fcpnam=Gb^vx{3}mR)HNHEm~HlY^Zx+Wpbfh?Vn-%e#yb;I-ClVE z356cKRz>_8gy_FM-=$zlqFl3n{@|%SFYa2330&RA1HsAx!b62gbUS4kG-6lFy)%?Z{*PK)CZ!PVL$(^S- zG+BXc*xN^d$-nEGiEZtYUo@v4hc%!5tkX=2>5wa&l16zpZY6~}MPvZy2i|}>32tHlZIc+|0<-0ioS6P>R!`cc*uj@~y$D9 zI0v>W(){g~J!ly)WFVG3d(t~bR3<8`mE2WNBAgqg09lGsyavG(pJg`^nM>!}6MS=bd=tRM zO&OF!zGWqiVnsZ5t~lJo*0n~b8#pYvKZP(Z1u`HY0DbDYjTNynqK~&#biZ#qRa@{*sy$Z3=ERwDi zF$RY7BseD?^~(PMY+n)PH_8XnlwDlQhj+$(aap+%bdyPAYMZBFyWX&8*PsoEW89*- z%lO2u3w*=SR>qOxZCh1k@?j|#slfhqH*8la%i;}9*sZ#S2kD$v=8fTvS66W>GqS%W zn~YbeXx;|V^thH=g%=a`AmjjlGhK>2aVM0D0{VJZ>KEL_)HuBx;r^FpFp}wf);#3@ z0Q&2`jz}#5x3NG0;|f3e)eJ{_@^MNN%VXa)ykM5bZcUP)DhodZ)KW7j0XeHNqsflK zoRF%w&COkeG8+-jKQ7nrHT;D!iU+ zGc#@CgagRURUuSh4AueFq2JKechu$N07mYWp`o{PI%8lVYaHF8HUna_XOYToW1QA} zp~QLJ!S6s9Zgn}l&9OE`Lk;c0CoNQ>18&eyHF_wDN0KN4U+pWjI9Ui3#ksk6-d~Dp zTbY=EYI9=YGry;50DE0rx#jQ$PB(-S2}v~pOn@d z>r=*9f+zwViZQpfT208^I5f?KA6(S&G-yd<$e?I&R&H2hG{GEeoE#dm(-{B&bJSEM zXO}%HY$7?L-w7tO*2NKlbGX&=W^si%9Vh`-KuOL9D6k5^DvWVVcQ21>oVdwiF^-j+ zHN&n743kBG(T3zJ`AorcRy^BqPUg?Bu5BZ@X*|l(iV=*QlSP0oE=*CoAm_DUNvupp zW#xxz=;e$wdjQF-&+Moei6uC3+KUrngg0_rBeNa8)QAd@7!#iLy&b#=e&96l5o8Or zeJHS4%XNq--PF`eYi`enezj)yDI{zlJXI((``2?R1c6dXem^43e{?=$>rz8-(mM^f zsn)~-q<}I$Y?{7O%HA+zk1Rdt0-nhLGX2V~V33@HyLD*YUMY{ujAL-D*xu$aRSs(I zUB?S+lZ=ch;+!p3JjNfdtq9kWNp^ z(p+i+;n%7tVm_S>e95b8o+a^O`Pzn}@{jrEP6za?JAEvqL|sMl=Z@7J#qzV%^`DJ* zx{Dic59#8~0mqz9<|92ql^CuAR@S^jt)s!IY7#m>Rl<*M!k|-U0^p6Hel+Kj4cqz; zdO3rYnBUkoMF@>HA6(X+m!+E(aHL@KR6n)|Vir98Pxw|O`rXU3h=s zy?EthJoXh7w=;b*UprO5xuN=~rV;K^jn?gdB=x zy~mgi@sfS1w-eaJyCLPeW}=4Sl}HK5qQm55?YM3%*gln9UE4W6W=7hhEbJ5?}-Q^r8=Onj`~mhu}UX(N<6 zw`z&}NvBB=Rv2O170lg1BCbYC=BtP$AAA9x2NVU3*>%(h{TP*`O;-Lz1U_o4V&2g+ zB9h0wPj55>=I1Bcf=ML0yOe^?b4YJy541Trs9XkfA?;Pk<9d;iS(%9~<;?6=cMNx= z7ZL^8labzbiGM_t5C)3t6wk;@su!0knV zhB;c@%Me@|tu@Tfe{~+i+}5nN&*hDcQAcXzoSXyRm4Lw16U~csr*qdo9i_~T!jqF- z__PJ^Mpmq?yjI&}J^N8`Jn~I4?l4p-`Ko;{!*NM4np1{eab4`0xFgV0(io#%-Ri)@ zZ5m6NGENbCR0Beh7_m9@#dPa7@$&Q?Y2&f}8UW+w(3adJuRFQ`y z?gP@Ru)Dji1ilU3CWYI~ZpvP6nA$E{En3zTB2MIdebW~$G$jmySr7-kCGjL-&& zjKLt1HpNTkGr5qOu4N6^wIDo<)Z7dHPkzbXozFJtIKT~LS6*hj=8EbXy>miBJz}j$*cM{ zgmqFEc#I`Qa5t)ubM0GN9rdlB?qvC0yUNXyi$2l9pv|{+4Y#BYy=F)xS&OG;R`dAj!Y53IIQcB2|)?OZ@V3;_|@my zQZi2NY0+K>lNmhq%>ZEAcuIMu!TEu$nLIW9oB@o6W7@hn^+d9ZDg$Pz4Mio8%W~mK z=qLl8kHhy;7M1V;?O5{oV(sQ24h?ql->&draj{1=FuIBM{NFJY0mpx2+{TM;QzNmg z+q)~caDflZaB*IPEy5-V#(gSVY)$gG10CoC%H_1bh^`Qj4r^K)i`nC7u3{`P-n~hz z(Li?~pyblr9X42xkN_uwXam8n#mh=!^1f1f)Pe=KP^YP{Nw|s#*_7dd^sJw=+q>^& zor*T%0m!V|+dFxP5ici-4ugbSi2x|1^HKSd09=v@ zuGDDo#<)KtRX5TBm*(g@&<7r_{O38RMKr;(?m!jSNv5NGsfx>e5=L@PO#o6CO#C}% zH2$l!AI_(39^)W@c&hSgm!y(YiiQMUVt_#W>AqtseQ0YNycH=_{?Bl&f`np_5_!tG z;O4FUt}_mEbJ}qe;#W9MWePBB>c#FfejjoU?9HSm25V zYKP7MCXPYc&dCf|3jDvz{8WL0n??4Fz zk~;1uIH^t8R3xv>O-R*#QAl7}K_KudYyoYlu1J+R?OIXGZ!CbG4P^N$2q0#W$zG=v zSPk)W7UHDi6;Y>Y3k5h@%1Jkn81O2|mv73QD6kPo2i-X*v8EDG43kzq(X@^|swt)1 zgLfR$U`(=wUonP7Gt5`#ZYnpC2~}^oMABObibgU|^QZz@2TGy+(+K+RIOjj zP$wCw-dOkL2NVGK&;m{>BLJ88n>iHaY>cVRNNyE=;OD&nIidv>;~y~VQ$Zni^1%Z= zYZT3KA#)!UX52_3-oq{HKo_p0WZ)5j!LDNCGS899il0%EROL=fcB+vFjSEPAcjzbr zBPWz|j{Pa?c9D#-+5kQJ4e%^U{DdtmXzYD;yl~D)d*fvi#X39+iNK7jAk3 zR;0Q}a#guKC<9^dm^S0e`c&~=L|1{5=e=@ka?CR;a(M!;TC9?=kcYj_#LKnEHJ;WePwv}k z^r_lc!RH>;I+R5O9I>F5j5#f(Q=5UDbfrifsgrGPwj2%I=9D5TjoeTp6uUHK0|hn7 z>Nd$SD&u)>gm$jNXg<*I6lV%gENcRIJgHqW8yr@mvCT(sC6Q4JedE@wJ%m?hGp<aea2EC6`@D{fEJkhq{gh^NEQcSO5+og3!61I`gIxp;> z(q22_qc}DA>G0$B_xPXT`@3B`;uV7Ug47jRZXz+l_{iMhVv7XhCmeHMqJInj0BH|} zpBI18d^>*8Y6@62tjOr&ZUH$e0UY+N<0UPb%PMUi=F5&TOy8chFOpBq8)mDR-CHkI zWK4u);+_t9s6q5J)$=`Q0&>J3twhhxC?&dPn}TQo@w;P+7_nYWG!+!3#&MbrIf{}I zAI!#tVn+08u_SRwyIZYc%+uMv>}6;UV`V0OnW@wtylRD&!rXk=txmiOo>M}hwn9nj zNzDO38*0weNXR~hsLzy*arCJjA(aYDfT{JS6=6smCwj%C&2?KGwyWU#OQmTv_Yq2Z zao6>(3hP4D^wlkS^LhX}{ves1OgWS!Gez zudP@`W*}fKRlC$Q`zPIXC>wvzYO^Yg@9q+5L! zGb0n!=O3+7i%r(GIk(>*DO>4^R|ONNz44ZtV$6`8`1H+kX?LplqIP&yg}=Dsx4*Ld zIikX3zF{<;hc#ARdr+5b8a1$v9>in%(z&9FM3MMn*G^G$sm=m*z#sj5)?MF;EG%-G zHMU&wxaXRdT|QgFCe-dRj-werrC7E)MX}vy7oRMDhx4f!mj%a&HQ1D+7?kzsG58wO zheXr#mpd2BOepQfYP_sKGH))!-hxtN;nQ^MEZj&8?0dB`S+{(#fTOij zlIf-*Fq!tNaJsKiwx;HmB!lG)8M^nVyyp-5vT$lb5<&8H^`;~)=Rb50T9SvK-gF;Y zvA8G$+qD26LEyeLL>GX0J!*K{Y4)H9(mlr_rc@|0YD|!FDM)6)6abslE?1LLmST3} ztv_mkfHG)p?e_)^Qe?C z%zyQ0PCM23tr^#Iwgp{_eE$G7v^*c;JX0=UkPJ;G&h!BYjwr^}ImIs0!lAb@5>g}P z6W*3dj9`X7Ssimg5_x{BOXdFnvs6CXzw_8p_SF9Xp2C5j|J3(!Df0HKatAr819m|? zk6OCQ!vqY~m5oGuI+N5_hI$54q>{_!smV0s6tJ8~ze8GL6d%5f6(fp#YbD9rh+B66 z`WgVpWdTS`mo+EZol}3_u7cY{xenfAu4`V~Nschhbl|C|xpp~NVOCW2s|#a1bD2E6 z{cERKtRWc~$mvggLM^3s53Lsq9PC!NPDzb48x@DjW2q&%uU=&mSz4<+Xs_!kN5BtDQMl(Pfv+FH!yUB+h zl~J$Vj#)v#thsJwk+B19PT22L1jz$EXOeuF;IGRl}5E z``BNX6=hCWDaI+$TNega#@|YGa09rbWDa1S{`O z7IK&9zbEjDY+;Y30D5~vrNF_F2G#edB-db#TVjlkmFLl4PQa@inpJiTOHc=3`sLV8 zTZZf_B;KMwnIjU_kaw31r#{q6ys1=N=e+=HzM%5*IVZWS{jN!8=RUPPrN5UN$lR0K zqPh%+lfj@1meIm_C#PB;EbXviMO3zEPuzXSy{t3?a6WQx+Wwv0*h zi~&HbaciaD5z2u~@;=Ugen%DG>PrenJia|^j=yVHUz0nBdIH5$C8{BnhDAvdOMf4i zYYrInCaVUGquT0DI&)e!`pnTs9mdCtlgbW?WpzibhUP)`LT@TfHMjIJJWZ931Ae=kYU0zEz;ZH&fENDP(B^ z?mazeBg|wv&<5jb7g7-vtTBc;U zcHGQ%)67nvB$4euT5{T4o+DllS_&Tuz6+yq^s4gPL2yr<^H$Zpw080Bm3J5BtXk<4 zTuG3dQ?L2vfH3W}!4rmwaINcFPp7T2hcCN#VO=_D$r~yb>FZB;tWs4Hz6#Ju$i-n3 zH=MDSarLbjG%MSwGv(nA@fzqP*R=aAh@u6LfAT7;_^N4PC=+S?Kf-`DZ2UO{aI{w? zTi-Q2cG@MOXyoK$oEqS+^~;i;Svf7-RX;GgVIOvS=72kSH9ZO!Fu@M&cQsahc1Fru z#1%&!Ym`uOJ!%`9i6g)VtpIc~YZu}cR(_rMtTTOaag!vahoxsWc5er9KJ@V{VL=^z zC^Rn#3LVLl>zYQrxsZ8rfS9Txc}_q-g$7Xx0R7`Y4i6zLE)L;UTV!p7IW5~2cX%Un zC*xJ+ww?a~dJvCF09fKAeAxx5HmZUN=~6{+F&SptQi~AJhkDEk>xN*U6PnQSq$|Pv z=>$m$A-E%@J~=mJHwLr<5pO1QnzMyP#(4LnkojxBX~C*(Gs*HsydPQsg5kp-E;3KO zQ{EBw9M+3$jBRtY_u`~Qx0??jB=*L6piIdZ2^;M|OH`{J-0}mS4?$ZH>C(>MBwH8M z){piT!vN8q2hxHJWrp6{{cM4s(-gw-!I@*rGjtWb{{RT`#5~zfN#`6>#1^*y05c4c zKpe0dgE3_o56G*6#(9SOhuQS4H@uNf5qeb_+UD)>g9FllG3JKVTzRNp9A}z@M{XMm zaqKI48wGr|-XcNz)|Q>&>wQ98K#ah3IO2`Q*~p(MPA4UYU@L1+(RB?|A7hBBcPEeM zUYlj%oik4Z%w5hotyY`LLmUgRcg1L-b0;GP!@`X3nK14CO?1*pAc#j2gp70p z{{YujZB?a{J9k#^*xFUYjg`|HRyo}Jn6b#xVNep)uLX&~GM{>yD3%8bfMj>84KQFc z)EeDEBPTAzUuHnr2NeCEFyl12WrA@fg;l}tPz8AyU=n?+GoX&+=bRMzw((Ld zQSRxVYSXu}8xG;kM%K~AD0v(3pbEZ2FCj3dnYeE#%Y)jl&XPz$i#vTOMXYJH+~z~t zfHHziU-xOcudbOr&&@CH{i{+IhBX^T53Ncj+;q<$RW^-ecgf;M9)k7(0hGp4U+# zmM!>JhK0i~?#Xk_WX*LN0>tFjeb%EKhiqBNswEyy7#aYcO%`)XO)opB~l|f_2 zrC7DJTX;ga`MoOGZ!C1?fGfueL@-!!+Z6C}bHQIqus1*7IQPX#9gMR!SCya$7i51j zjQV++wALN*4KXinoOYPBBufg9IR;3eli%yfM0_ zTXkYo)SofhcH*qA4amQ_&zkwN5)aaL!sGt3$c z?I3Z%tdA1-!^6H7fVJJq`MJQ1ZplAUUP-O|biE;M^qWB#VU5J+`HHKN%8!09ED+-0 zY*E~jD~{DXf8kFJ!s2_OG^3&@C;3;)y4Q-lORBN^UH<^?pZEfWt{7igTDz0;%H48J zMa{Vx?z*SPomTcoi$T-=%BV_*W(1yk?J8@`HLn+VyTvy+)UV3MylqgRWAFmGJDZ<9 z0gQC0U^2X$ka9*1OJe0VF734L5^tTc%V(O;KiSZLVT|$m)ue%yb0cJ)C=te(+_@E* zt&tJES&k7ILiZhNq?*0R`6OJR=~@biShQ){s$NW)~Q9O$(1C6qOGl>fLu06 zpa~_Ms-8Kj?IA0+F_L=mLpV}Z@D3|Ibrl$bB_WCA(zvc)iZ_^fVRP7;Nv+vgVvTnd z`cW>c_BB{zLRj@Rac@f?ltxwkXt-Rf{hu`WM&q89e&b6K?2Ujz2U?EaYuTj?6zA5h z8+}@7OFEVUn8?M2n24!t$yk49Ou3UAeQTx~HSCMOK3FxO7J!~w#7HdN>oYUXp@-%p zp!KZxjzclqmdCYv#C{mTVC(>?qwwvlJh2}&RlxD~^B5Ie?yVg%;^AA#aBw@S(^s56! zB2b0lC8}7)@rLh0Wx*o0SigRTvE?!e zwwB1EdBGlDG4!Af*$OiN8#$eoRLoCkrTah9&=VL)q?Incz3EvDH+1@Dx|klu0bDq zi-EFcW}GN)opV4X0B867cPx0i5V=LJWtHhJZN1E+4LtPaLG1N_*jV^w$TeznKJ zsL1#sSPIY=qIU=+!JrPPYzHa zSpF4O-g7B9AB{Xa2EjP@sjwQcAeKK*}-GY z76YP&!aR(g2fZo#KbJHElUXt9QHaTA-HO4JQI)O=$MS~sssd(@ZdBwEO*W1b&L<>v z&0K=U=4JqbqzvTLGevQoj^8LfXaSbV8TsVop7kWw(1h~|13d**XECnawIx0?6`dr$()so%#L60yPUS;?qKnG%u#t8+Ts zxMmy*g>9i{Cm9E|07f+}ubrfdM$}$HM$7|Edu3H%qZLpmI0HEEKpGKE@*U@zjWrn| zauf{JX<}videjT)f={ggUXt=wV%X-DT2_yAjf~VLCRNLvQ>5RuJt#GcBt|2VS7Do; zl|ujyw9hy%BdDOWS>?~+Q5Q^Zknvd!c;NHil-w+fu(m1~8a`w@zERiKqw;NJV$K1q z;^cgQ#YTHk9h)NZIjU26s`!j#3Y&qXmjJgSp0}~KVk`4j z7oR9@I6jo!^2e7v6W*u}kyzv@IL$TULfOuJs|qQkXUiPXEzGgWfZWgrK**&)Mdqrq zGBL^I)hKlaIaW9{_PW|e4o9s3SW@fGGHK&13&~I=;xPy@lT#UD3RKcyM=I|aQP!YH zo;Ae1`cPiuB*NHQiS8~O1apEtssOaJJb3wc0Ybj^IU94@s-?+70r{#>Wtv^gc8UPM zycOBd4)p^?gYzD}DUSYMBwl1ByGw?RM`po}YF_*%CqU7HkfS)Xd&7bB6@tKI59 zyb8PlKn2dmd=dA0RqGu)&tWXzDz8k|WxVmUpucllw^!=Xh+r6?3Oa;Qd7)PTFM7&o zgZHIEmWGc>mifKC9Y0{5PhC;G!4D)E`N1TU1wTEe=CLj0qOulAy0 zSos*GU^*z7%I!uhD^45bg*I&YtBQ)^b#SUk=DHs<2(oo!MS$Ca@nj?w!6vOUZ3LW} z=AklU%yW)v^4z+}7@iG48$Ngn2zON5n%!PcC&GFu@2E@%TzR2-G* z-k6a938EXwW?VnY$E8>snXsb(PzGzHdst&EDuj?Aa95IRdQT+@3_fF7P7f!)Y5=F@ zNUTXX8LJP@)g4ErKbb!79>$me40oQL=mNG|I6=~!*+G&z)Y!+&oed!yzV~VXmMklC z$u(e{HX5k|kO=KdxU+(JpbH8>c4N@gPFUta!0kg4$8SO2l6eG3syk2vO9BWzDHXs0 zPd@ao<+9})B+{V;uyIpxBHVe;;Zr6Q@HzFT44xaHqi`c=qTnv|QIpoAGNUPHKT3W= zukQ~vobm=djwyi&m_{9AU7+TA7ig9EJxN^{dXY z0HsIFd(|~!a0%d4&ip7tkw6M|?ef>}b@1>~UFv&=O{W zSguV_n$hJM2Lx5_kVsLOWC71O^fmW? z!=LylZ^Nx%t%t=6PxwVHwu8JGZX-D$e*_?ob6=K{ua_YN^{VsRCBk8V8Lr6Jk~!WT zAJNB!JX_&E9qCc)UJ}$})GXy0StH2o4hUcfJn{(Qx+4pxL7M(>yfLkKx4;)Gs(1@r zn@6}(NfCu`bB+j*5!iO^Ut;_<{lC0#;W%K^J|^i6;wX!%HS}^v3nFkC%xMt~v;xEo zX1b$VFLRP~T0dPvlgZ%v8b%vNYs|hId~Wz_@ncSo{{X_8taCd7x+f1Ct6&nikykj* zIImYR1IiqOT?ac%q^ps|M#xV-m2H8H(h;6T1eJg+6do~BIxNkx`cr~uuTe%i=72ei zs4q0@gEhI#XSH3l)?vAQx!T=1t*1qmcCfB)_eINj_Pi0#6deafljHB;iny+iTzn68 z1{UOCR?IWT!=6P=z|fUXW5K4Xp&dF>B&bIN2i~Lvk&<{dATX~O6x@-9>$x=q}{fQT%_7L%}+zRkQdUJMBm*5it^oBJzmVTcfprE$4}C|?|6Ps z%zrAaJ-jz)VwnReu6fh!ZmJ(QTEN#5-6m}OtXy_YL;H)R5zOCjg`Y99r)~^ z^{yTZTdSw@H3`f^zde5=TCrVec0|W!o@9rs=kTzQAM=lWH-WYk#$JYpn0dSy`2?*T|2t zra%!?$iH}c^{8%d=SAi6-MIe%3PLX~i)s$*`F!T~;8p11v{l3?st2c9=Apfn-)>D> zlJ&S%;EJ#{q+&1-U{zaxgY)<^H0qH;$q>4#bcj+NT*F)KCKoh{4)2DH`EGP^0Q8l1zw) zAhUZ@VcG_9xw_M^u31vwef#$BO~MXNK@}=nO+FpIRjbQyX&VnSt~#157b~n~({ShO zO&P{>jP|Q7a~lTohIlC)WlB`kAV5nE~Ys9yTx zdjp*G{#8Ns*aH~!_>7}C2mb)qMTN{tmKucU3rpk!?Vr?BjCwYh3+j@GVcg`^2DkAh zs`!z7h@=vtxZpP? zv66e6$wSQ{C5`~5S$I29x|b~%mNT8rgU8@&y|d9Y%^zdj$+?hco|&jMxz7IpVBDU0 z=iZO(3!i_^yC3*T^kK)EKVR^p{t}HB{(6ts{3zv*b03la)%rNw$$&O~HDWC>pL59A zW6<`f#r@{yRya&?nyEee2sQ`n*A?Mh^sH;7wy+Pg?#m9R9qDA$ZG;S#?T7Eha!YXG zb|A?-lU3gEK2R?;Q8S-IR)kpqw-p80YRKf{p%p2fMmtIAO45WFVe}OwTY&RO$?ZWU zS(jr6W67xA-M0hust3j~mElC8sl z-dH#dRwZSP)MMrqBd|stn1H!G^NOs|GrmaTtr;Fh7*n|M)~v^;-OdP6wS@s=DpXWB zQ<`*65q?$4^{$09Bw!4(VY}7E((E8mH*WRC137XoB>oaJ>MKUuNuGS1($F*m)j!!~O1RXTGq>RKm=N-jW`&lO} zNX=xcHaQt4qL6RgPZ*#Mh}?u;TZ8!30?#9St%Ws`B$ZGB`Bc$Naz0X9(ts?u^XTHRhCF{#Mun$n9xx=2Tw!AYR28A*-VVffU>OHz3``d0P6jtKJQY=hpf zCXH!se|PhdKv?9`IZI|0IQOexX1Q)c?ax~1%G#f*T91xneQc zRix4*x;tdf2Y!@~bjX-vf;-he?MX?(xjFQpb~oeD>|jg;$@Qzy+QO*8K1$=CQq*y^ z8|11_dwki;5IfKoJ9)05wq3jV&rwvDRRr!=&MT7LF5Tnj^{dva<|gu|K9mgT8&+_; zq8T+@>esS96}Ht9VvmwAO-H>P<0O05U})T4%`yewxQ?|(d6Fy>(DkU6JhMLT1y*%= z4=3dwv;dM!%zt)pzT%?>OqLzHikKqjspF+wfgRMT>V2y225RSUY?8}MwWN@5IIG`g zWFbe-p1G;Un{y+A7lH3Zz@U*SetE@8mdu2fqWrj zynw)bgpAisX=cF`M5M9pOZ~B?L_~0=SJs;+h@85taqUlBQE)XENe)9@xI#Nr?Am3a z+|CXwlbcky^GgOKHD7pJ zG~ifpfNT^2X|+qaF)MIM&uXP3%<}oKCUf+s%3P4I@{CY6?p%z3XaZQF1-A|}Qx$M_ zD9QDyGJtMVj8lx68B@ot06-A!B0-9pJAWYW+%}%oRp!aUlaWh@nKwDkI#2|X5&>x2 znyD%CHnR+YQ^g2F%V77bD;z~i6O8wu47GNToN&~k3(0}d`c>f-tN!jXcY4*dRDk@0 z=JhlIL&#-y*f{S~h>(rUx%$=LnrwwmeQK$2gvN220Gb&fUM63ZbgRbV3BgQlQQo=f zq|ffb{Hs#h*`6`6OB$PjUEKNMAYw&m2)wq-9Ok9B(Wjp*-@C6!>;<=5J`f*a+MC@#d9vi~TIe$=%lo{Q`Hf8#rt{|Z zsTKmHk~b|{kIXoVK8AoAp;YiHVHy_PMKoJU9Gj%+QaL$3l)3?MIsvn-GHHxS*P5b9 zQWzSn=4l%z<^rG#(GN9*kI&YwqeBSZ)mjbh7#n(2j)3ETPfE<_G@_TyOu{LXTI2~N z``(n6jT}R09ctpakdjAA0H8yl8%7022`4ShO)+M22OnCbWF%oa_n--KG0EvtD-Z_W zGgUwg!AAzCQ?Q(zm7ob(l~^2dXmjfnq(I8vt~h(dQb(aE+&`MgG@_PD9cugMq^Ac6y*b_N&wGWc%wMk zh8^l-v@bPcU8j@Uv!x!c76Wt}|8QHZXJ z7@@ZSHZp3xxt2yHM-_HEDJ5|K0Hpv$F-_ySHD=z?zVxGmTX1Qy^^>TpqS&aw8Cn3s z^7fH|oK)uGY!$}PD)_eA+mz?pqLm*fYK;0&1t{in{{X#gtv3PPvB>R6=v?hVgWjwp zdq=6D2m~dFEyYaYI9W&>8nRRc86SmKpY8=G27ns!#(q`KY2mN{J!?7SNSkJI!_uVt zNdqKdk4ga0Qy5e0NM(;ddnIc)$j^+N8fZeTy@<){Koe(2`HLFH3+>%Qe9xvSvXo}W204zRgkIiKpRNx-;q00sHPvcQz zVdh6tT22%ijNKU=XO%SBjt|TZ!_t`yVVh{{LqJ*}u-XPesxvT51J^yPWi8(!PZelb zKt^$rDnRD4+lJI6p0yO#mpR`W;2P{ze5@3R8kH5@#`OSIT#i(5t6+8$ao^gkL8eB> z?v)tgyE$UF{t=QYi-Jx_#yU}OoVwYXI&5`qVMk_jIrNx%ZE$lGFe z+<6tTkwJ3`jpGFMr822*3BaO1GDz{)J?i>t!H^Q%o}#klItr1olZD_@w#6PuUB<1WNy~w>8kR@2vR|~{PLV`8W+$NT zYv&IUe$c5MyF;SGy~rSB5!?NxuL0CGt#ibeZ+orWyrIrjIt3ns0B0VxFG7@VeRtx| zjeZdD%SB#p!4%jjP-JZ2x8DYleJ54G`UH((@ z)S?ZA0n>0`6n3UdEFM+Xpx#n$34#^^S9zU}+1TpDJ;?jMD*BQ=Xvptl2K( zi>J+=m0nBfB>5C{pbNK6D-{6YO;+3!f$edsGK`2Wc!Me>rZ`%7#Aewwrp%sAuI+l>p`K-iHwcBspqb0c4-@x2k@=Ci+E=$ zq=W~pYPqwuw^fJ+#{|#^5gwm;btqT)V?MQD=<>lX;z$F%b@NRhlNdpR+MTFeM7Aml z=0>0nEa{?GVy&9J7M*U1f%nf8w)R(#my0+jIIFSg*VzV6pyW^n6We(%+rR>#`(>Oc z?6G{~rxn=$0AZ!W2e~91Rp_+K6(bRb3)X-5{ZxUN9@Wq{^LfIhU}?Aupi zunLge8Mrv+pfdR-vHfVcT$N$Aw{h}}iqLzg*+L!#WHsVoU}X2I(p^Gj0;H2{&2J#` z*l;R~%IM#_=qiNw2^@dA_*wwzBAM4OBWK#G&2i`TA#qs>vWNNP;P+B#7=fD^VqgbGQ??-lJ<`T&d_g&;-{eIn&J}3@a|;*&J_U z&0BWzRK=aft7ILfLxt}^9KH6Xr&-7&VYrT_l0OjXi;bg`Quvcff@Sk<7lJu8=S^vH znN=H6>Ze9T#@ zypCCfadBGESltyf2+2x-!6dFcxX8zP49qd-LQ20R)qt#U(k^RZw7H~kah4TjY@~EM zSLRVb8BHjS0|C3*vNZ`>c<=_*?kl8CFH~m0gL0nq`8+YGIm<2wr2uhXXekes8XTVW zYTHhK_3TQMT@-pH84#qq=m_#2+}y$Q zC6t6yTNZkg!l6}nP+<2v21%t09C*)jSQ>?qiy=ABQ}0z9R=kj~gl%lqIrU4hL`*Ud zCyEMkxJRcu5LoiYtX^ArF_MXe6`gUZJ7ddIrD?Z1tkYWyXFHjXY6vBbi=v}~b4|B| zOK@V_fk=*3RbH%FT}5ppWqCaf0Bak2WRJ@!oK_#%R55eF&jPQ@eQr+YY?`I#!smmI zdQb%NLmEYe7|G<+P{SL^naJ7gQZlQIlT82|0yz``YTnVV3z(0}howhxYRXD^gFR^> zGOLK4xWs>x{<&zJ9k`p^aw zBbF?uflzfh&q~|!_mHuUPg;mrp>w$KXev9I0G>Gpl%9BAm2P_%2W(>^nAVdj4A5*s zFlsgJ*u?O#IAO9HC-+lTO?;SDP?hn>(-da8p$LhjlYFcZ7xR)u6Pxv9Pn_Zxdx_2 zdD!iIDWD92r-T5;b5*C)+^}UOoYwq}8vK~fJBpUpSc~NK6&3@Qn@*Ml-r(fbeaegK zeJi+}K|d0%Yc72v+41F!XVQxS%mSeATn6;16tQ4SWS-TdbEUK^`?lR#lEHCqoA7y} zz-eP(2S2S*xN^jXqE8>=CC1oRa4W|tq`6ag!joxlK` zR=PivY*W2pd4XFA!5wPq%jPF1=|B@j7up|gGEG}_hR+bhH#faQWpNyDxzFA7t1`_M z!SiD|KJ)>XaR88&BLtk*d+9T(?nKJxHMBu@40y#`X}&1> zYGhJyNyoJ@_M>5VsjwB}n`EQR9E#kx)Yy`7xC-Z3v$h8$*1enpB`oKyNEY7b%#(XA zD!V@B;PFpv5mlYzTn>~0DLnB_WysHJMPvgx`D#K?j=WF<3oZgL6q{F^9GZ#B7Rc%; zjKz7N3D;?Fo23ha!~>DqtE=ZDIH?z>y#OPzQ-Cu~-Jh00!KoHN&$k#pw6Xw6IL;^m z7lDNw3UOsohB&DAB92Z;^rUGKcq5;Bn*lP&r;u}sdmM5))iIE~b?Z$JxsEuZz&b?p zS#g|>wNg(ou~b}ztHw1BtG|=ls^2R&`j)^Qs)Wol9E~AtWRuUeN(o*coK(Uy7%W=^ z^%WULVYn{_f(soKvXP$D_!nkhJh16dsxb%CwOB>K1-sUOHaNtRovqCa1cGEZ&eqLK z7-b$}9)_iTMB4RI2=>~DNqj_flOhax!R;& z2&a$+N{pXM0L{3yQ;o-yN#rDJfz4WG4C6g&DGM`&pbClxL#fEkD@Pl0c;=>_-Oz80 z@z)hay-sKYD(6Jf{@OK5X!hO5%E{j#(fiKWBaze%zk~{vgR^qH4N}Xxi<{C^pl> za94X_c8R=|k2{a8eUl5pcLH2m$RvtD8CiJ*5s+*7lfANoQ$Y>j+<}7u=tre`2g8qv zzY%^9>hNm52i2!|qd98{q}>dhsU!D+g69Ba41vvS z;G*6g*7X~G6XLIjTf%ZkQXzDcHPmkB3%H2jU4W8LQ;Pin@W+e%DdVj%b$O%k4l0$8?Jb%#yj_*2JK);9MQd0joej$g9o)$n}9Pw6M~0;b53|- zk~WR{H+rHKk2tATKq_2QDLWj!{{VzW8sg2&jCtC4t}UgS#^cFoN;>v#mF!Vnm0+@c z)83N%OR?0WB2>?~>sZQ>ylNg)$#HR(l3}#}009%>HN zi}sL`Y>;hZ+upb(3muV}uWxh+!wsQ$2CRwJCm+O3VTL_V%(UaQ3@_)+Wpd5Cln6Y+ zzynwp>|_ei@>jK4SR|P;T(&z^)wYfpi328pFk(y1oBX|_y=uh(V5Ik^MI#p>zY0~j z*h+M6!kPn8-XAO+;|INHg0ZLyGn&mwnUE_lG@-5-;SLC^0p>3*Pc@qxspw*93n{@L ztvO(b0@56@sZ5Iy^3Z007BVMttH>VJXYA;lm(F`s76rV*7+|$&OKZ;OJARc`4q}r< z03YpBV`fGh7j;}{&@NPOs=iFQ!hD3(fJt+9+;JH7s;_wh5N2~Tb`@54vyM+L=6%wR zt63LXx>~+0?e`yA(9G?u<+ymymv6K;Lr~pYUCc<9?P5Xxdgi?OyhpEG$>hStJ%AMN z?5%H9+Z?J`G31g3N`6AI*o$us*sq;&D4oZAn!&#Dx0J%)OScj2=->XaS9HGy%BN-G zZ9(||09xpq!WJH2Vt!CMf0IR|_9sJ!I^T%(H4!A3C#V>!k$7uT)JPXifI6N(#=RQD zO0mE063?Nn}0Fpi|wr1R;TL`Qj8*U(oxf8xt{ zqLD1VX_t>`;2Z7wjG}9~3l}_b#WC9FRe$42u4Vf+l$c)bPhZ0oit*2WeCxS)H=+Lk z_0^j_EI@OSy}Q#a}EI3^)d*jTd-aeQQnDIpI}S9ksymu_w4653`3v5*?ex303S>>Aty+B^StZ;)UuuR~&qWFugG|{A zR$ctZ+Y0erN@;fSpboz|>sI6Y9k|#d5AR40N9^-BQnBE7sRosCDBN3W*GYA#Ac!n+ zg#)EwwaoI27Qmp;vGy3i0Dv3TtgV%?8OG@aP%`$;aoVJgayl+rf^J%Cs4dhiYrThB zq;(t1gl&UvK9vlO`@*B|ds2O&)E{r90di<(V)>d+n-vk&q~&9e%o(h?3tUJzClz=^ zQGV_Kppp`@%IxUdMtW6d8{coA~n~XoRdz&W3`lLG~z15O4t)%~yLv0^tXkPv>0?y^J#C%5&{n@Y>tNcSbiKQ_%ZR z7C3~`@8(tV(*gU|kNhKY^pUw9mDWipiMJ^VzLZOG02$m4XbT*)ULV}UcjjxLx6-Yx z6CeUlQ;KKywXz(ZcGW5Mh@=G-uo{4|x{m_`v4_j(D?Hsr<{kXkFmJ-ii1<;~shKB| zV#;t2N(ws3HH%fuXXV9FeQ8u5B=hT7K2)2&f0)vXY@S910AGDtNtfmMNbB!R`*q4N z%!B9!MkBXH%C;JzkSNC_wE$?(AeljCKJ@~GR}KdU(x{1U2rAEoqs?Udr=pa!rL@`JFca%iNp9{kryO*suCAhuk}kLzs9RB$ zkI0-T=|C36pUMf7W_@btmJ4hkJKMRR2(nPIe3hn9qIVVr(60nkNt6NUkQ8m9M` zsQWEWLGM_m?4ukW0O?Res7bpZZJ-T1hrW;moMvi3#GZEy8Wwy+vh4j!J{j^sN+yRAU(?fF*M)4>XQDR4yAF z9%|D_7Cofk3aTz5EwnyJpaoQzE;pWP4=!!k-|~*NB$p5TOUdYJ72L#?Zbw=GysV&n z+)}mUpgjD&s<7W73OORJt*++S{e9>G7WIr{jQZ5RdOGCr1z1~15RWyu^c8+BB_tq6 z5hJYtVygy`LUZ&Lva0KsE0y#$Zb)Re#1Wu5_NV=lX(I_C+m6%$mm+!mi8c>vVUE(! z`L_qmHFR5Bqirr-y#+E`FSaR(0YE#N0ILU!^xG*y8*GEz=lm+xtMMyMw1h2$9%Hv* zo-xbAai6TQFJptqTR$bSM=9M=n5Ry7|{*}SI zU0y^tE&_DooGrIUxs4+pZY7abj>Pq<@Y|F-oNy}4$!{ch z3U?lq1&Z?dED9?Via?f&86a+R>zbA;CsiaS3H7abBe#k@g-bJaGz`OyVk{TsO!UQS zTZk>!E_Xh8#R@G1!Z=_pGad*v-RS-oW{k~#c9YIHrjZQep%=H3Y_>uW@wkfY^#1@2 z!3z1;5^r)VazO>U3wv-j3P{!DE1ncrQi;ms$CMseNX9nRt809zBw*3xs)RClnutrF$ z$m@?v&;mG8CGwBWiiP7bwp5U{Wk|+F41ac2y3hq=kOu>^aaIg16Ap1yhyk;l z%2-u0=dWrk7iB5rc{uKBHGm)l^);h()~Wl!*V4J!bu324Ly$UD8x!1LL2SKpqO3)4=AF5q2!7vjbC{4Gd(^R5y~zkyIO=P5*2*Zr+t#&~6h-9V zPzEeIaz}vejCK`a&)M7LIR>VcqtDC7rBaqd&?ZlM07jQQlbS&(KQBsZFLoF-qBnNJ zj%WdQ20LG+IjtkcQ@vV)O_Mopm2ku5oq+K`86HfiFsqusX>9BBa&;=One3sgRwk^m(hF)n}$=H@=z!hm$IM8ly#(*472JVzJ?x+{BsJ_z^IgC-g zbBP=bbQA#rmD}aTNAvE_LsGo9$WBQFRSEB+URUOz3k1fDcXd9MRiqskt!K63DBg19 z^c2YDd7F+0r2t+xDyJPyR%we3$Dpaw+{yB=+wV^MEUW^B%7fN`GtvVi7uk&Wt1S|& zVeyi@*1?J}sGY|KkFvrtTb$4a7+`*KF`72ZGk)m_`qt32whRdbfmS@kgnYfb3INL% zfs+&PYT7{zafsvVP_wj-%_jg=NiLWDTzTAT>}AZ&8E13?ASwb~vr7WpO85$Xrmsh* z?Ig(AG*~&Ao8}~HRrw~P`)E>Qjxt4cwz_g~@*p7et1Ao^;fYXvt41j9bN0Gz)!a)d zJ6F=S+f9swQb@&JSwe-{FtspslpV(ebf`8nrLcxky2lZKcYa_R@Lv)B&{~G0Y}VQxuaI-W zBoq3rY-eVDKAMh~rFD{o|WakEB&Cf9}nMuXXsE3MpWRo;)5fD!9$VnUnJgZ zI*y|$n(}66ezg>Od~!0&CkNZDX6Ba0$`a~#zA^a8Z@4MVc#;&3Hu-BOE1eOAity?1tPQ)hIUXP|4slMo zoJaEKajcN%mIrQY6H{5PS8fns`c+1~ZNNMH-j!B4n3hLuimcGZzs=7+)PT@8Q%cx# zfV3N&6OKh^Ng}G{Pd)Qd$8?b{!_Irq0X@aj6Xre?^s9D`#D4Vgip0B-=5Uc^y()V> zHvQZdCkM4F0i!JN6=g$`DfV;Cv5wpYt1{`aTQF50IT@*e*q};4TB{LbF~7AZkh%|( z-luIkS6#vWYP@aIzqtPZRcM6z(h(#&Yi`{${Mq8ClGfHDOG}1ov1Mzh zUdAOUv?!?)M0d;GdhtLU>j;`t7(0NcL=rvQhc(l|rCC4>jxcjalWOuavW_}X1}WUC z8*c`tFwG=edS{xtTg*ck#~mnDWl|1kG$}`r!rCci5<2|2;8jMtK-*WTrptZg#-O(5pbaKy;U~)&r4z@6 zc5Z74bu@BUZ(2v35x5!v+_;t745un;q>?Oawl1yKv!Kk2^R@*^8I6fe-t+-G$|C?H zeBQLtaG(Ig<~{2+LdH%q%kNL#OJP93pbMX9JAjXqO=oxe+~%1c)di2|Q8(`tkod&_ zGHuZVx4lq4XWb{Stu)*!64JIYRE^ndg)4x*^;RmzumxfnKZv7jvJ9^vcQuhM{0hf1 zXB~x7lU+hcMkReHuvpo2VBK??YAj5}9k6Q~`*Hv_zse6vp(e0~OcfzVdXi3v+u^pR zNHw7av{=hG0=Td3-MM5Wp4AWbzM&z?oxaoo-c9Aoe2{n*m`X(^))*Dce`sCx-OW(A z)UKp_6S#Mv4)ROr5Csi^S#PPAEgBKG*0|X&T)4|&M`~!eh>hY*dr${QaV&9dlYVp7 zvoCc(PRO}h$7{GjA=`?~xWBYX1Zyrqpbnlrd1L&rw`}--djFTsmq`ygRl}wN3r8IbtGw13(?1x{X+nGHC_Xw1{`E z8o3K?U_h)T1&dUxe2jMm>p&f8o;|C8N$e`goelxuiolOhFSP<;k3&-{?UNFG&Uv5> zgi|AA_UTrIpz`;j`Kt%}L_iyQk_}I9t_a~fW8FX<6cI^<3Ni0eNjy=p5-PLS0ltz* zx2{m0YaUHdNhyvoz0VW@&TE>B$$Zw3fs%Owk}Go>E?1uQBI!*P)85XwW;E${u*&r` z7(L4FJg3~8=e03ez%L-}#c7Q)c~UbP<%#B}xzX8 zMI1n9_kh-$+q^7e9I)(bKH3u`#yN+~PaIGLQHPN~cyW&O76g|)WkLT5ho0YpNvK3wC{qLrnRUny96)hmrq zmER)gZ$VN-CzvhD{Gjxp4c#_XjoMjXYOfeQ>Um5=7l`eX`HI9BP(VSO=Ju->7awRq z*6MIa6ai{W$j;nw-3b*8m!dWc8e`PdAwnSC_|}Mm+U5+E3xU>vGX=skZXY*2I#!hT z3hIih$m5Ek5Vls@IXx=xl^TrnpbGDTGI+&CyO3`mG4!eBCyKZwsKwy7o%>WJ#;Z>U3a}q{trw;1BHV8Ey z#eD5iPzN_9yP{+-N{CzJ24==< z@wj^m8p27Bn9Ys7r~?_Yyb-~u3*m@40<~@}8O8=d6`MRE2G$26gF*#mB;%;>PgyWZ zucb3+Rw@Q^DrnVFc^uFJtB#7?)WOLEVae}N1OS!_YB<~>Aa|e({$hp-&5E-f<09;h zht$?z1Datx{ImhD4B$Q-W~@o&$S??TT=r!9-My++lWPVfk@-*tyIRK46i_mKMPbXM zMETyiKGm=Gy{Z)QO-A#oFa-1Upbk#sKqEd_{OdYxBJ3yy0Un~ekv`@Pjw;O1!zos0 z3!c;g=8I`GK(^9x>rlaRV{#-ouSIw*$T9x4pDvGSA|0)o^%Q+eQ)p4^PHyzcO8encvn8tfkvaz?9i~(7Ge$>LAzO@WfyEz@b zXai%(K_PH5O)ExQg%|>%jD{Ij-HNvuE;-_WD(A{LKaMKhyP;FYDy)D4Lh;91XbmEb zr-48kLQZfx3VGgob5!G23&`fB^NeE{pa%&ITu9XdyWBYh@H$f@K4XmZ?@>$_KfB-$ zN&uEzvB5nmMR!6mS=;vGcO=!tkgD!(zLWtxtoxO_)mLfdm~S~Al%8>ZNx`Nr<0g80 z)Z7gaB0w1M-j$;aidQ6Ied`uLTiu089P$&fm*w=N2CH1A2^|GuNg6kr;N zMo-Ep0j;_IOyCO9wvdFw_UTpjCIIxQm4Y3|kx{4?M$wjW%`v2kL?w74tGw#pDHt^X zVxX1jMxa|}ZQVH(;OxNhnyuz{6!e)u$f*K-nLC*6#RwUfB8GF@S2zQ)q#%iplNX|g59OUPqsICs+rAAE`0*GzS zS&uE=lmjbec?(tKM?zJ&9<=z_ZR3$tF=mBj9Chw$Hr*O+RjVO$%N*mSF|&+gIq5+* zBa8x>bIxkX0|Pw=YNId8`%gXUcwN*4VfT+Fnjn)Mhe}Y}I`ivD?h9>?ueCHG$P#+< zNC$bL2n)$IV3Kf88K(J`@E?=sW9vv%H_T67!hj^pFA6z4vtvyVV{IxeSu-lI!?%(X! zQHM>{(0D&y@n6HeMfKl?8qAsoqVbr^gh_!?Lu1RBG9FcWj@5kTeo5^dlJdu4_VlbHSbW}Ii+O%Zt`Ipk5blYE(UkE?oqI#x=_PQs>Z8;*e z04r*+F*_7(8>EIfj(>@XQ}h-3U-0ANzr&A=I!V{Q9qTdcHcEE0qDYu*1A?-uHgLnY zdhJqAW0A$J&ecvZd(`VAf_Dt&ojtpbP~-}(B-`?^>rzQ{5aYIL86i?>QRC_tivlH!9OiT$s%Wriion1Iq5(fOZR?LkytvWg=4Cz6R1}8 z6>{EI&NpJTK3=)zqESzB)S5hw{{TVMv?elJskyiM;EKwQ{ih?#UPo0utK3>Ob;Ax1 zQC!BU;cI)KWwCFw%jyPyopH{I*BZUgG8eMPao1?Z2(2Tit6?Mgl#COKr+cK_**gtE zN+0hIL8jYFZwT869_OubxHNPrCTiP2@-{%o_p6Jip_9yG%~7?~n6V1HR>TVODLLAw zsi71vmkKuRn~o|UKVi-?Jt^KwIm$>*4LzC|KK23ks{%Firf=Ov)7Gr2!w~Z>TjuM< zP?F$0gJjtQu&G2d$~U6mdYS-+T~S`{JlFM9-S&h@VAI>%1wK7wNGEWTk`m)OS4ntCh|IC z{{Yohqw%s%Fwyyb$3Nj&mKOdDiWc0{7Gu@3{{YvnhSS6PeY*$7Sbq^e{d&MYE|pnA z+WCk-+8^Orm%8?)sY~SADUAo|6HN{+b^`vdOU7>Ub z?_>|qio}P)H~NI0WbQyctE;x~t3rY_lLUKFc?F_oFODyHGei^e{{RYVc;4#a7>I!P z&;I~gx>!6lZm+uNdB2`3UOgL6RR|#pKN>ye7Ky>Ov8h}jISQ<5U$EX>f{i0Gu=cK} zQG&wTYLw~eSw~Y;-{g_UYBd^BG5-LuVTLws*kk^EYDf%lCNLN;YRQu00*u&PkmUf(cVXv+iMx;+=d_cFTNYNskW2rIluqlI?B zp%r@y*O1A~^Pl)cHD6Kr{{Z#q{{VzTRrMdA{{UXS6YWX=06hoiOZKGy0G@;Mr^HV8+YBio)an%jmqk;n`Q2|S-w&c_)d= zxsNx@0i0xZsEZ(Nqn14=7Kd9VwDNqRMk%W|l%8bIo!u*$NklEaRyjSYQ+ekfE>tpGfthA*F()LS0a(8VTeQGf*k~kZ% zrmOASgtqc_~NgPlD{LG}V!uryDxxo4J zOly$nQ*IPfV^_drA9}L`RV0l@I3!ZDf_Iaepmztuno@Qi4FF$Tr7N|D(kfW)W+N!S zEl^J^4c$+rNVB{AsJLHR0Fp;}n6ox2xfshi#wi{~*^t;Z65udq=71+TEUdiajGC2h zQVf?I9`wM&IVTyV`&G8gI_{td%>HO*&H(9I&%8gGoSbo1WSJxwj1?Z01H~w1ZM;wf zh+a|@obgs=jUgaNdXCi!!8a#6bJCp^sAk`A-eL6r049JN=NV6xZh(3ke7bC^p^JRy zwP_J=1bgC-40={u&2=VQJPH63!gKz!?%2nvM&S$`QKNhHP-hiU5=>apMN1 zc2`}pb5$d4#Ni1QaV)N7$3PEy&w9~x!BY`uy=yLnvN)3BV$0t=PzNfSMXSY` zi9VRCR=P4sj~oLabgqg>Enp#I1Iu3drX4~!wum?ftpH{J0AkD+=0O`CgjLvlH*XU8 zmq&R$YGHB&qDdtMMOVAmib_1D+@Nzn8i{9NZh%7&XFjzJ#r#mAUE5E5S0OiucWsl5#XalC3R53pEIb-Wb+vlBe#!q^{jyI8nj@yS?u@%ah3}Hz3rEoVR zh!ie(Vcw$`z-KSC`wGi>W&44$qMF$xA5PR<4OG67+o2#+WVv=@$N*My?<&Q9Q|VJj z2`jnyCX0bGOtUG+Bv3F(9cmYKw>viQdx~S+GLhuba5f=i*|TUk>sA)V!wneG;mvC6Bv4b53n?AsH7 zD#f*g*I9P?7O%wwaEv!3ccYLl%2B|vozo4(^r?Z#$K5q!V3tf4rFfP#%JmgQmLO=C zoP5;T8a>$qlTmL~11s|yYp`bE^Fa(rBqM-2(_73S7NmT488in4!1bmf;@`{x!Nocp zqp$~xkpNXB^c4aP>`Zh3=^XCD%)S52g7E6N5xK`2y zL%H$OfNM4{yMfoWMB+z%&TBBaeB7&tQ`B^-jH`^dddj$*LqEuJJJV#lc83G0r(ubG zKG(vWfk_4A(g39}2YSmfOk6n`#b|@r4CadgYHiXc3u39f10aFAu0#=6B>r^LS389k z0zeDtC%^5mZNnSA1_van&zXep9JEW@u#s|+N*_8lu;8(F4h z40eH3#U0G?Y+f1 zPA1)u-MUpt3(ns%=M({8Ixxg)Dx1TZGk^!BNEAdy;ZJfiyBN&?N97|o-N6-lHP23c z>W`d50KF=-x}rj*LFRxpn*J!kjlNgFI+NPABh!N@$e;|BmPwA{31e1L+E@8c%1>(Ot*l3N!1b%5 z(gZnfTiSp*`&~QBa`W?nz^ft&9m8zE?OLqLr{xtGn9K6xX%qn(#T;O7Zr$m!UZiA3 zi@0K+A_BiS%|h@-=nme8wE#sW=0@PZH8Bm$-!c26(yXj3{{Sp;@mdhsOjoYa+*9Qh ziXni&Qgc%nkYV20ALJ!JGt8heEtI*FBiM}86`R0HrTwP1JtXu$TixjT=w_szCD@H3@i>V2POJl81 zBoS#58;w#y0`)9weGCMOcDIZ#-Yw7*inJI$B)P;$o!EoToJtk{XLXs`01AZw&ZtJcN{8T;Sp* z$mgEmV!m+kAI1+Ic!^%uPH|&y#{@3MY;)X<*AZ{0uH}{{&#O0Dn`}|Y+Z=Cxr>%0j zosOjhbC76=*X^k45;XI-_l;>Z3i)ljK&uxwB_pFmlAZShM^ovRX85Bv@b%#ml+Zc8meuD2qCeG%)Qr%VH9zf1HDs5 zxxJ7^0RYsJYuz+QEFYXzHMj{8c3g!N_`E%F=c_!}QaT=MO?3NE#s?+-y(j|#E}m2J zC*J5QLf=Nzb$c+?hf@*}bO42u&cpjBiF4&ES zf@%w=nj?ig8UTC9vY(x>wN_U|A15QypaVZM93M)LZpJO1XaVwE`7z{2jMUM}X1Cr2 zX2{Yy;PM4a9qK@$1>l+hbCx{H{{V$&$~LFUb4|XKKt$~L2C^o(XTu}$KpMj0)-bBW z=c>{+{lE{UWQJK~EKehoPJ90VENxZbb)XAzT9E7Wdz!M}Gx;b-*11%?yPiYkj3r3Z zNMC5kKDAaWl<80IbGe3b+N&kXhVx6~70$F%1T3ygQ$@6{p`GwgYAhV4^t!~yh}bfZ zTCM%4`*;H_Spp{?Cu-4-%>*V{n*a(d77|TK<4@i`J*yr|?>8l#ho&my#cu77ytt?h ztPZ@6J5#Xib1kaMts*%m(v};U+zDhSXzg0D>9!3qjhAsXY4pTWBLf1M&Ti)6X8Bi! z>rvYI?pfqqqKfIG(n~2YCP+O^Sc1mlGTvYtPZR;k$#O{Csz_Rit|Yj^su5kpb}(+q zUzfd1_Ew3E9<%|&Lln8@I=yb1v4meNs@$Dc|g(;h>D zN|Rkg2@}X2`*iD4yz!)`fOgc}%=7D=9m6x1IUE5}{{X@@aw1uj{Ow(?_-B|ifCph$ znsJf*AbL@7I8ou5WL!)(sp@He;SIDb7!0uJYpa%bISg~2)f!IfyO`r01xOtK0Q@6O z7%39`)kyeS^`mK6Y%9=LV7h~@TOTo`O-^}KgUB6d0}{`{&er~P&PmR3QQc`Rr9&eq z$WfZ<6H_oNA_I?lhWhFqM$N6WwaDvMfb-wCM|2d)gep7KvD`wRB9PgvT|&y@+TcYm zE1oe-P2iv52z%DC168F@I08q~tnH3N@-XAAb2ls&6Wxi`!%~G{cAhz%8j~FkWBz>TD%ct&N3?S@(e$?O@};IMX60i_r@?2 ztxL9ca)@$QprFjWk0PA*JXIU3dw~0xe5a*8FF8vI_#J6(ui0Z?E9Oz&fG7nWmjqIz zw&3|^hBV_i3M6s!9@N%LNhgin_O$>@GZ>Iy6Q1=*T)IjE9(^mMGeSp~kikV_UHLCE z$!p2(C<4#+q=>_hyVkTVb%@;WlO^j2I`g?Q4KR6OgGa}$0CzB5TU?-K<7wno$U;bt zZPx_!t}+RNW=I?E^%XRF{L3J8J8{;4I%~Op&29VhwT~5@Y#@Mn@*Dxpa=Pz`9(RmJ zHxBiRy3F8zq&W%G9+Uyu-D^*B8aULP9A>nvJcoo#=PWxK^W@b?%soW(MYR>aVEqjS z7H4HW^_9{Y0QuXns_;)}ywAa2MRK-R3a-Tvy02QbEy$V@`+MSmvo@~0N|GqFiFPRd zI=yLeX*@{x$wQT18#D!(YsiA( zlp_qDwQAz!q6=#lHlXWNEzvF6h(9(sr@FI@=bw54%y_!EQSyS{gp)qS;I}H`d~~b#mjlaHjB=keLoips1}$;ke3dW$Q}rkb+wqPZeM8uw^+FQstgw%HahDqDwSR#153fGzu}E zdJ2W(P(V(GppjL|j)s6V306Cl{uJC8`A@ukDv5^!?xXUE*~#fyzbHA! z&T2s24X_f-54A_;WMd$DRzk?cG5i#fPEwr22C}4f_RzpFZ8S2ljDo#0&xNR@I0bNa;w= zw*-Dv0a5HG*jRnh+Oo}>kVphLt@C#2^7(wzJj25k88iXRmXbHvMomhEj(Fy}Xsps^ z-sCCoP|v5v!MwB2dI0D5Z5ZpCg_*$Ic>=68oQO_2#X*^Nkn4d!bD{%wi-UtqTf~x1 zRGNXuI0maq?wuDj8XDelR^N($p4+#%+$#Yt9JbOkQ^_IN0<8dU$1=WHa6Rf!-LegG zvP~>_T<~ehedV_&Z2)%>T{@wSx=`sH$Ue}4s|MEjWI|c9T9)^bxgKEPPyr^DXDm!a zc>HS>G&^{ly2rQiuC(4+oGLdy)UH&4w1b~o%nlCgPn&o#4wYHqnmGZK^zB{CM(2=f z32h>jF_3f=0l?f#mI$NrsMxyUvt2RKRot{()d$liK)~_!pa`ulBSat`X=1yOvoSv@ z=~?WaQ(?F!o+V^$pmd-M##tPl=L=KAbFoU}j@6vSvRfT#zJAP#0NRdeN6cFyt%()X ze7H4%1>i07{oh*9Yp5F^KR%QJqQ?tN2pDFfNtMV#dew&5gan`pZ4xVGyL6-^vB@1N zU7M{&WXK@YHUj67PYk1s<35#GDLsE0kT5OsaA^T3Lc<``jN1SJ)J-lA$}vr8H*ii3 z06Cdk-lVsEkAuiH65t+NgHi#C0MXb9JA2e*93J?ne8)^}rl&YmHBA68B(xg&m>c!Do)lJ%}6bbZ-O^1DNKT^Oq&fXVSF!7 zYE@!E-@_h;p~I^k;-ybB2g~Hp79791Nn3^*NgNXj^I(wE7}CR%zZ10Tal1&YQ%0TmNvy7N{V z5Y3h8RheB|9+bkxcSYO&)hb4-!}X@*f=T=;ZG@<0??FUzMyPT*6#?MnRf*W30FFDF zr72(mUX_^)V-iU@%|`Bv_qZaWX&M#DUHRuCpps~=Fb@aPffmsDq+s9(Z&-L{<>c=W-lzT`{WD(8<9)&(Uv!fACQ)N*S$uHSx1b*rO4)u@iza zN~qs&6h!)xz~i<#75a(cpA>j!$C@k}{{V&W;=Z%EP|GA|ra){kI3R#VK>&*WXuyi< z0S&|+V8DLB&VYkw6xa^N>b;s;ri=zaZ^3HsGnb zg-Doe5_q5triw_pJu20`!27IoS{oyjax+_0RtRuDCr@!F$}zrN5Rsl|TNv^h7ya^`*voaaqa6j%!0s@PwBaBJWp}upk}2`RT?hN5i%jR>};k znUq&mcd1%gSxJ36k1ipft_5Ut7?;VV=vHksX|!}4n)7zo^{q^}h5V~=>_5V>@AV7+ z02JN%rz>WUfCo%|LbalWB2g54CNcO{V5STyJvna7!q7eC=#E#HZ5A0pknwLZW8s?E2y)U_E*%nXP7$BNC) z+YLdpU+uH%AjsJn?s)!nLE#Z({{XCG*B}16=31Jn5^uy^bfQH-H%$zZxF*i_^elZc0c~Q$7>B% z{Ir*?wSDpaH1BP-GikG?yVmTWg_<|q-kjG7d*Ur(@ys?cv*(V3`quJCp<1Xi5iF_K zlUdh(G}COCWwc829)N%PsFMV&bD!DXCOrL^^ZwG({{UxroBn;z{q(fI@SN+NqhHJa z0If&-Cpz!^^IyyV0IgV>`^W##`j_o7G-C%O4z*U|MISPa#ki?tvY8?e5ZoMRH25Gu z0h{I?)$-@FVl_dHyr?6kB#oGrS+?WSuT2`rz(g^$bj3uLHw@sqY>%#UKv<;9ENHG5 zBeg%ux-J-?Iq#a)Ww(uRB*{*-QcJ)O?o`R>Xez*MW|aVBAP%P@p_m(W!Tjn|aeZ(E zYIb_`s?%xrj8!E&_jI5vQTt`0WHh-w#wo9?L>W@icYSKZ=(f@P*9;>*m0YcaE&`40 zI%0sbAeQpycK-k`tvN;2$qM;jdbIP+k_0&htNC}5VL{nISh3{88QL2y>P=mSYjulj z9(}7J;bQ8N9Fgf(geaL_hJdl4*U`k7jd|@W{6=&?yvkx=wnhgly zi_1*+YEh7OxX-;xA@bPo=qbd+Qv`wOKoB&3W^i~E#vK%O^{2@yMli<}R69yYCyvws zC`Zmp;}p%oUwIk!6pHszPxB%GACzHFt}8N2xns^|8$AVR2S(9Cu;M|@R}w=Q8*%wpG}?+t0;X6F^#r<^ zk%B}qj`RW3NvuT?+m4;;mCn6#>GH|I>?@y;?mL~nZ(3$Z`@KEr140R=xFv}s=ca2^ zL=b%6E`1GSTQq?AWv~x5pl1k%2KkG3par{{KO@Rl$u)%}v&N+dAl8VrAO~aA_oRO= zBlCAO0ZAhafHx%dsp7POm`Nuads47S$$aD<)X%kLaH9-*R$yBn>;f0HTZ$;zNC#`4 zl~y-68@l(W-~tYMcc2S07~==$$rS=g7SBDh3H7DSWE`+NYc@|dNdhkb_Mi*vE*m4E z=M?F#m_pk|+KX=1Rda#`L2#R}-@`x@MbyEDTREkcSqQ>EC(u-wL(fWdV~}V90J0LO z=Ow$;l87zTZ9JZ}pe-(@krv%IyYcj{+eGj&5{sQlyuvvPRTx}}O2;Rp_Q(Yy8hvS3y zgaB!Qkzu9WOom4J1$4I7iEjx}^Es=G@xZ%D;8sMppte_v0JyU^-21qukLGru3(>ana(L}hfCsi}&4q)Q zLq8AcO0i->3FEy4GBrZvdey-Y9G(xQO0l91!<R(g`O!RB`E3#}I=c zU=h}|U&yy7A9}G%mtt~2CXGP1=Bs3b(~MOqW4Ptp?w&JJB%WJmZgW!H$|tudpoTor zW(CVw;D`ww!vZ>1b>y)uj3PPDYR86oV2~t;NUg~1l2tMhlKm-JfrBl)hxe5lNT|t^ z*1M?mg?nS>9&uc4-kR3(VDLKBnhhf_yE)HcQxyIz;QCYTBEo{dt!bnH{L+y?80Co@ zaZ;F^plo1PkCL)WwFcljR)SbdFxoy)C<7iFRp4WAYSe>Ck-2R7Lbu?zhTQ_P<%fEo z?I#3cvjUKU);O?Nch;U>JZ%FUQ-&KX{VKD}frfkfQe{VR_}PM|liRIQnMq*H!8M_R zNg!ZS#c%V82*^IQ2E|CDQa5$mPI-htlDN%Uxso`6DS?i)fqQmkP0Bh@1kHa6pP!so zMc%TwA~E!=*;(W#a+-~7q>}^{z z9$Pr8F+n`#L|<`_TIeFv);7v7AY_w8kX@KCSzOF>DisE_zRaU&PDes3RKCy<^{5#Y z2t8=B3$lYnG);s61Ky<($<{-fx~yE`uyIp}gN|4!^r~?oNtxReA;>v3V%0pbaxx7} z(Ev8}H1r`C1Dcx`c2#(lSc6vWV?I`T8bDFOJxK3TiIy?XN}@@bRactL^Zd6XJE}X4 zP9^yjcN5;T4Bl&bgm8GE3GOcCkzE&zcdl;cXIwOmlj&FPBvlN#Icm!mZ8L-ib5I6U znw`|d+FGW-y-y#|RqIVU_Ch60oc>kNX}U;;QVe^Gb*Jij?uX%+8f{W=f-ZL8{{Tt= ze0mMV&KBY#P7Eu{u=FRt>b2l^n!cx~ z+{iAbalGZZ$f~?ec@L%hYw_<)(opHX6M)TeoHLL>?mvl6Yv#`qc%Q_+GMQ!7=Psi^ zyTHdM*bn7d{{Xmze7u^7&2WD10IqpX<4VKDqC<%#I5_E6?c}tD4%`g&s!ozH22+z% zuCFa@p=FrzPZg7u&YnYN=Ti^>u&^PkI7ozU-SZP%{F=>(03pdV(|q&b+o{N`jZKN~ z77k@&gWj`FqZn3ne!VKU*{?3aX?O$Huj$%-ym7N!g2WyGpa{3iIs#5Xs}|aOx!oZl zO=-ab2{RgT+N=n!=3=V63IL8RKG6@|$u%pqF=99{7}lIt5h?~ohf?LwD9`Z*UH*GY=kzyO%=72VQ z*kL&wXSk?d`VLBx#Mv0XCv00UPi=a zx>Q$_Br$-^&!qrJ8-jDerf&s!?OCmN8Yb-Z=M|qOubjrKfP2#!wD~W;Jc@#Ai2w>) zB>LAm_REdLt7Ljrdzt2uO9PBh2KU=hRPSuCswVI=WmvXr9wm7b4<{z9!efa1?g@W;!pbH!t<>>GDg6)U_l zF=CmeVOWw`)n!%(8@g4`Rt#B91U8O2C%u+8nX6r?Q#>=|3(2qDCwKU>1 z8QqYzk9jgiLzn4LJ^WruvF4cuq*JE$X+~2Ss}S9!rzn9`dUvjUwQNYFLy?SqY0_#p z;@^F|8$h5Af$sqf8ZHQ`0mPCA+CqxS{?OGG1hXgr^rp4d`wy6at=f_ULsp93dwr@i zFz9QHxq;(_mU2TcJ!`DBSteKKk+70=$>TtzM*#uRm`$*SE5$#a$lvjfm! zy-9bO(*%m3*Op4=CL>|4Id$pfM~`nfst~c0CSrLs0qG{&Nx#~b()`QsShqT4a=Qe{ zkvaife0rDmbm#2HaW$i3t=?~G)MdMx0DbMQrDn^#kd4-*LSQP&cN0=Ut{bUYF4uRZ zCCstMi6S2{?LZe-QjH@fW!eQmnvI;NYM4QLt<9sZ z)I6U`qc*?{WcBNcAs~>-xC>7<^V~n0iNkfE3YLl`b`XuszNW7|yltC%jAlyEv(urp zxDp^N&B?3Ugb?Ih1;ZN9%;N8CuB>t(2g=6-)|;hVM$Tf8c~jSEav_!!l(q=yJ?oyA zNb|4bl~@NOk|+X=?et|t7ykf0-iOmQ9kWd#5EHsQZVir=e^Rmgb=-D{xg+l|t8>~; zBV9Trz&sWnlz@&qhPP7$YzTjpA9~Q!?wZ!+Y^7b|Zcnvg+>xfDTJ7G+^8#yINVUJc zaeU`)-hghab1bbS7m=ObZWkX~%AWS>^4=RpT=`fB@Zz-KS^q zP)PYkBfqU!xU`Ndn4@EnC(J5sPTbv}6}kG=%ZrD&fl@a8;`PU{s4nqwV7AWx0KGjwl>kI1j^U6i0>h{kIgui5 zvYn**n!>h)?HGj0xb>|NZSGTK<1+ft1-TWSe$yB%2XR#z^c3W09qUHJRFh0m6v!sF zJQ6!pTDrq@fa!oZlaevgfGfptiyKc7%hO|(Bn9T=8pltySUCGaVl&pZWqTQ-LvGkD z+JGmGp_T$5KX$6U;e>=O%T*%AHrTvX(+pQgp^hXSC;`S}g=J%qYDpy$ZETbDss75b z+xc#JJq>3u5x7InI^uvW35pG=CNtR5{kv*xBXJ#ZSogOJY~i-aCa!NzJm+X1P#7NeFk!~T^stOa)tr=?N`Afx8`ig=kp1wg>; zYCw@;Toa6u(xVZ`GQn~xz>!MkE~cSLrb#yw!0kX4*bT>V#wxQzF>f(WMPHqSpE52z zXpPewNXM-JXa4h!Y5rzNQgK%uA$A^HaZ$+t$VACB0K!J!dSH@8aLO`h5VTLuNj<5> zN{o?;0K4{p0N%XQjF|&(LsUd1ljQrytxx1j2?Pw#1>fF%}3karDfge@}uqbpbkzmBz+DKrD;Vp!GXqBrE4E8iRx*}tgF(1G*F`q^fVb} z&IvfC#4<9&6)Q6509If=Ip&CDlGR{dgUgIn83`j5TYnpJCdZF)SO%@NDzSz<*Bc}snjXF66}kJjMd_Vwo`@ayhUoS#~3lSse21CI3)TnNw0$*3r` zoQ^43$pLy}^QM5McZ0=3W*OQ!`p^W-aJg=2vC0B4#!03ZJO(@-l`2H>ruAI=&;cI{ zxsCztQn6Un$aq>vLjM34B-JaIc6LVlqJSli?6b2D7qOx%hA-uxn72bzQgnd{b;_EN zCrLnVfO=44bE$;JBiLW&J*vsKM+!$#T-x2jq!bxpThQ|d$6FQP`F>EM<-0x zw@ttk!8HceAAgzvsPb-$%OjK8s=5(^I#r`0m+7>Q)dRB;p4p~=sVeR~^d0HZ4>#n5 z;EuI0Lm}syff87EZRL+bD!{kq9pQHHDo|230z>#!2qv5}d4qK^=JOmD>Uf|HN17Jm zF^p3Q$KBwXj3gy+rzCf&QCQ%=Q9ur5Y^f)X^o+P}4@#O;B;h&FT8tqFd2Hg60ybb5 z1l2DrrdgZiJ*oSd1uKf= zlH4?rtYCBAs|J&Qm5vQ6?Fu{Ny+b6bTg+339qT)a%(WxIZVHpQp0$Z6Uo&zH1M62o zK-iFR)|-@@JC~K|Op>r-y?G|48$k09El_2UlH#7GHv6Zw1*qJR%yYoztw%g&G8uWQ zE?5x4jFNNSv>7tsWraE^WoI#`9`xLWQd^pW3CwPG^fW}Cg~^gTpWI$9anPQfF2Lp~PjVxT`^G}XqpsIDQs8n&- z##EC(VLk(X-ChUypCoz*j;&+xj=Ii}MH|d#N#r|M<#7~hrJ1->`PbZjOf#y>3xci# z0y+?S8vbH$tYN>8Y`?paIaeHD{uT6R!4KNM;*K~=lV0m=L5Zw0T zIpe2MUJb3<>yX`fTF7mIf#dFgKAmgn?ft4Nn>%~h{Hufx4RX$v^+!x9+eUoh1j@9Z7;fs4Gdy7c-dMT+E;KJlE*u$}|M^4+F9O<04mEr5F zTafY|4R>*?MfbVQL+AOxIa85S8Br5-hk;E-#y2G6wJ>v8GwU`{{QJ(|rE~g+i>*Xv zJ2%Xp;E(B7a_)D7Vku`J4|>hJ*KBN8CCBGpaJQQNsVbyQS|iks-=%HK;HfS)&2xG{ zBa!}19Kz%%YaS>!nYXrbs!jnJrfK>vt9aiyDH$Jl_5O9LCh+%%;>2hrka3fqzlfz> zPgd3r%VhH5VSr9Q`qj?vY^;l8O3<|B^Dm_HT|LkAq4nIKFHM8w#xgkmby7=xFG`Pf z^uA+`qn@>gdE%pT&2OV1ObidN;wdIqF{dnA&aokk&E+OP*+0sy+vu8Jkr&!EJD)U; zxzF^jTF*-HUaA|+V*-)X;Qs)HTekRjaPqX8g~^$JyN~|LjrtVL$^1{CSVT^njJL7l z^A*or_?G_wQc{qT%6jd`_*UGW1km8azDINSzoD&5aiLkKkphL=)ZqUBTBQ54HoBa~ zo8f!iQ2CQFg%3RUuG+)Fx<#qpW8U4#&-m46*PaOct4Q~r*y6KJr>)&CKh=)sAl2O& z>USU68h`xrT3_sqKmK{GaCp@J0O#=1<5K?spTkRN`i3cHF*I4l(Uh zd0Ko~a&oA68S7W=?2!Dh?hvNpIv$~%3%4{nVjAR-N#>JKKh#~Gl|isxK*a4qA@_vkAc;_q3w&KM{i_^VeJ(@fb=7d&zQ0P3nI z%xtS1_n-t22Oqq0&D8a)c9zhoC-SQCj&geRtFBcd8#?qf0b!&Fg!)uM;7K2)P_28y8hnX0=Hj4u^kP0?Z`KPjsbTb`x5&}K0mU_M~x zL)_IFH7S~4Um;ZU#ZEBonK}-YHW7hS-lpb-S#E@k3i1tAk@DPvrmXpC8{vD@#4kh6 zDuAbe{c^-oxRel~FbAbwE*I_rOa;2037`n}$>sdKnvo!t&{wjq5(H_H7XK%R$x_2 zG5{s8)a8su#J?xju3+Gk*ZlicIbF*D7X!Kf03v`VRZJGnDEV+&ks&MslaSpink714oX%{=ZK_M+`|O%S^>Rnr0KSbC6Fm`+|w_0%NuA|s}1SU z3gO!7dC4m02enk16C*0}7rg*z$>OWoWzDxM^rl?hYIkZLX^%aHS0)>E*to%}{{U=I z8DkutloZ{^&3myUg$ZUIXqsu-Jga$odeu+fA@z_e;Tk)Dd$zzkHuGrHw-s zjG5l-LY~#AG}Z^pUzZ)~;ejCnHaR}D1I$-g1zdfX%9*XE(AbBk&0}_HC^}wty6Yp zCp8mB&G(xErqg!;wbW2fdjQ?%c+jBkTXHLRyr4&COd~y)~dbE6rf?WR!O+Jk#LK_sFn~&1f9pN z12jac(gFd;txfjrvSKluR32Ui)#QpIERqD30Np?qJjocDOC8j%^GM1Wxb&o#$cK{L zp49Vo<^0HnjXN3hkMh(EJzvoD>&%xjWz{mT)3{1&L{bvQH)gHT!euj z;PtDbMSvZ{E6`VTDcIwcM#{*fzUAqfxpg|}uo*(;LMt_A4RN^+0`rQku3TJ62xU%N zirm2DC)94PZdyb?GaLb1nqGxH{Ht+%-!5^A*V6PWNL41eKfEJ#Z!@GyBZHvlG#VBm zv9q&Xks#x}GJCa*Z9|&Rnt5@-$u&p!hp&17bnPU>v1$MvLE^rKINC#jS~iw)Ny~Jr zFKZGEuil^vK2oBP+?t6aX$S~7HLA8UOusKBt768=8(>;-pYfm!I4mwRnFiJNtvKy$ z(SgQUYff2X=^Emx!EKp~zagpES0+-@F7P(0)D39+gKo}wt;mu+o=!M5LUb^;F~wDh zxk(YZr!CBpoGu0`V9EwS+ltJ%VB3sqpHoamjI9ii7A=N7>oovzh3TATsl*&hwZ=iM zh1ikcbB<^MuL#&Mc^p(p9H}5OebHAU-0E3JN>TtIpPLi`PV|WiGA>rMZ4>t!k@L2y zI=0q)V-;RGc3QKABKe4^O|jdxhJU=9F8LyCyIydae!AD#aEkridY^8YLMZ)otS1 z0`#MlIgt{>@&TTeVFtm+G{Bob8kfp_pn;X6lsST62Zu*2S%;cpet$ zdsOqpurNgDHF5<4EyXbApt6)ou37P3mDpyc#yJ3r`QrBSS*|?RPcl>dRWhB8 z6dCj{h<-TUTr`%NL}J}rfcWS272sO;h_wx7W|HFM%0c2*tW(5%X9<1Q)}cW z2&KN1p;}|*?)fTDHDE%KuLHe6%Eoz}z*NGD#<;MOS9va5aBsU?iuW`7eidfhPL^N{ zqbr&X6FF;rHp(ReSc~_q`()pN6dPBkHPEf4v`hg_%(ZeNg-9SS>bsY7Bl{-eb>xW9 zRiUNYh}09gg=vqKIc%@JBTEcXZ&DAnK?ZBIXarCu%yl(wWJF$i`kJXE>Om?qn#-Q% zO}j|V0Bt4oIXveS{{Zb6`z}pjAo)XLo*fGW9cTk^-A{9b-LO`4>QT>_`NcJ12cI)& z9cwa2MRt|jD!nKI>P-*_u6?Q}m^+15vAy9xcXHR@fk5A{JxZe3m?CpMFZt5tg)&zg@^~Bs;hfD*+~&9+VQNNKk5q{#C5n}GGKTbG{a1wK&S>eLZVuo$z`u6xmNEl(std2F9* z&wGf~au%i*$^hNQX~M=Pa2c`>rAW%JI1z4fjP&=c_PCxyvrAn5ipJD7PZW&@K8Av0&Ah@-VvD_DJM=~tMg4$V0%H>qk zo(U9@(ML+vOWRofMEQk6XAiqz2&1{Gxy~{RAVNEI%}sM>0Fymb)i=7ClqPU0Xy<7L z!}EdKm=^`QI0KTjTw2En-5A39Qmw>@HY8vZQM<}c*&hq^pbG6Cyd=B-Q1ZsA!SY*RMHQ2NjX8_Oh_cK-kns)paoPn7a1Z%m$Ijq@dj9~C zT5_55c^%VBcOl74uej;@Q=yHdLg~)lxvVttC5*6uE>}P2+L8@g-+o|}7XE*w7JZ7k zI(tot6ET}Mtq{1U;O*k_S0iW zSz02%k6-@1PM~n`+Yyk7@{aV$LNsPQq#sdT)Uc_KY%rA_^Zx+rsAIK+zn5_q#6AB2 z$)iv_`r6$c_Lcl=deRGMRgmP9TQcc(%fuZ$f61g8McFEl9E1LSYCxkMv;nsyc|S^u zMOld>g0;{=X+4`2m**$x{xuA-M&XJ1PvQPFS%HQ2rt(S{vPXJ~+hd`WE*ST%p=rH5 zpu3s6azDnYNfO)3P=}|-bDh4PDwp#t&}YzGZfm3*QfZ^ zh@e9wNZ}T$bftr$g2>i5; zQ?_Y->hbmB0E+-264?tcXbw?Bv}-!z+p({wJ$AKL$`n|m}csu2l*PU zC7q?{7ZPP0c0c~QT#O33Xcl&|UR`6)euk!d{{XYw37iLMJNK=H(xR747Z+`UzjxpD zsjW0wuA>qN@&`fwO(7ihwUmn&_O8JN0QJ>-Z6i*JM7HUcUUNVg`aX?qZ)(?ft>#H6bqQo9k9_Nu z9FA%7+9*|c*Jl1O2sFURNNuBaf;jg}E(9nA&0xtg%XCw55tEaeV_8XVtuY~$kEqY(Qlt_cuF17up)>&$LB83T z@*zFy^^seRLA=kE6TL|VoMa!gxY&n}^O}Y4pyn%N4cmkN0N0=i+S)t2mXJ08IIMf9 zRvF61Ip}eUWUYO8-(`e(Yu~5%RF>9}MKBVA`0Cl?`BDPyt;`YIwY#Ze-o0xNb=AGe zc-?|0J8@lAoHoMlITQx^6aE#qtXbPl5AT0;qxgkpXk<%yr)xGLCQ%!K*0@QK+PCgl zI8(P95Dj2E%b?PpLAE7q(jC9F><4%yR^TCJ@dcGP5X7K#uin{^{nHm z>P{Ng?1=!X_WaF>SAjrsqgHl;?`!#gB91DI_SWvALB<9vNo5Ph&=l1Pk((~3fO-l= z2?jQRgBYg?ZSX{dmZ3phGW9*Gdx&6LZ!};?Xaa=5MHiS3;zdz{c0V~8CyW|>wZy3V zNZt!pwd^oSY3D?{BqtOBQU;Nm?`;iNBm`q)WcRG7t~LZfL2lx;BOYF4W7KAVB9>Vq zU=MnoT^JHDNfn&W=S)uh+2B(xKuOAjk~)e2xT9=^gKa*QGRjHLcoh_iNZg}1_ol=@ zfw(4sFGTAr^VD>wmW_$eIPX-++Qg~HY6Oak%BLjtpoUs(U=+nY8Mw*mRpOCC;fGF@ zG7#Rzffhu9MZxV-B47mvr)s6Wmp)!9VRWhhVa)(YB6dA6wNh9~3}1?|CCi*_`=X(c z3Atv#9jF3>I*=6(F;c0?496Iyc$WmH0;|fbyF!fn&;;!}`J0CzQzg0}?#Bk84Cm!N zI~r0~1!eh%wFD^GX}&|0#sR68P5{Pz>W7mXIAOy28g5J_j&QxGH#YuV!9mSDfTWN* zRx~o9B)24VHK1-w$B6sT1Wmo}1Lpu!&T7}%QL)AaW&}pUCOh+nsxw-7WUe!s)kY1FdiJS)XW)(n1*4Oe-TvzE zDg=mQB%Uj+Hbu#P!m7`uW)UPu<~^tx%?FSXw~(f^p`5gWKr+Ieai>iP8@VUaooN)Y zsU>IwtkNd7ITM|v*HBUk6g&;NM_TiE+iPyePPMmhs7V;w56XL1V03pY=Z&%ap=y+K zmi^R&3_H@pIxpXB1IQ2I6#2(HC|X1Trw{hsc|;+%{IWPb8i?^k&t={$vc245|LX^9K`vH$f{(Ja5%?Wn}JRyRD3b!v@Ncj zl8SbZdd`snn{tera8kc`8fG?UP`aF@gl~>GtL9jnl53W5%Np^Vj;eo-X4mj(MwO0`=L>UW? zlnA1gNE~K_!k#Hru-P0ME&`p1fe>@vo}uCbOzz#=(wUK;txE)fSScA4Tn#2*pd52q z_bDcKD}1M@tFkhy7h}ojDx0_?9Z}(e@^dVKpMsrFRKcue(_~XI<021^Fd`;l3MmouFh4``7Dl z?EU+1_&4I5>EW*#z`hyR+CdB{B#kOu6SYGtENZA(iNdkz+}CF^lDauseNVLrXwOX3 z)%WpNHpOummKF@IG6>`mRaqT6ibi4rGlN5>Mrj8JFH?r&1DXKMk9x>+#c4q&A2(Ww zlmojJ6Yo=zKpLVzTLOs&G55R<7m`R%e=6 zXgam~21DehQcwQ?uD9Pw@a~rDE&KWN55VW>4OC4-T-ELh+98HK;GRGF)wOS;>Gs6j zYD{I64CL@XLtISQ%3l;uEUgBQWz3j_>tK9ifDe2db_z9_eLE}43 z4%Rz;IuSJTe4q^V{6%w?{uI{r=~DMpyYkjilNJXV`VmqF_2#?bJq@Ht*UyylK;75z z&1WZzb$wqp+GV+nIKqL0f%xLO3x5W9Ye`=+bOpNZZ2tg_L4D%gA4onx)@Irz971C*5 z7u2VO$$sTox^+1HMIM4WOTQJ{!b~=x$l2^T{c9WhTVK3KF|HRp6N00vX8m_e%`(N&3Jwe<3D$Tx+;r%8rB(RoW$NEqM#;()!|EQKm)%ioq`=#DZ~((pc1?ByGi3-x_3riurTgGnUy=%N|LsU$v^lu(|oF zyGWSa25Pi~OZUwHCBsFHgXSiw62t^^!0l2tGlk<72F5Lc)X)RGvw{T}z#!FyR$rC4 zG|+|44-^3CRXJ>Sq%mZ(gS1qu6M#WDQAxQ@cAkQODm}NFdHbWaEOxP{%De+pi9T$B z#Z-`x#~ca(oW#+Lk;iJR)2v4dH;(lxJ4mHD-|A`@t@gQjI+_5t6rsUXU8B~cjb&y% z$E{5oCU%wNcc!GrCNelZD=;8vq*l)Cl4@fB&RMa=NrIy+cM%Y^ z49A*kTC;9tY?0cnIT#G14NQzojkq6|y%zy6V^5odN8dag6WW|Zx!e~uBv!kd%yYNe zkP@nu7%Bm%wu6&epJxt2BM);`CGxGEV=ucsO#noZ`MAqt9@S>r-Mqt-nuqN%FFDaK2|qgE?R2}%K}@boD)be(W8kZ6#}Zw9nV<{t`0h5F z%hO`ZeGP0x`tG&^Bz{(V@miMp9*3r5$we-``K!;b{giBs00*EH0agzPOfc718<_V0 z04BF!u+sG80n>cGrnyGdr+my@f@zX!`Ambk&(eT83(Z+z;w%H`DLg(T)f zl7zAKt1w4%C(MiT&;*lQ%?&v38U@-|pVF}{re&U#c!X0Wzq=zCBDj{|C)j@1N#3G&MdoJX`A91hi1FkV7iwFRa~ zBUI*;oDVPV=e--0wn@OKh!RS6js*i5FlFGJ`_%`N0I4}OZJs$_Z#-3ZfbM1kIPFu) z1Oj(R@PLz0DoH2I=NYTk(OgbHaxtG;(`_;+lNWLYW~nzy#}{`Z#qtc0dhu2*gk*xM za68tkwTx2zo+y0qI`ylT@oG2k_InF68hVgFtpy}gfn}Cps6rt2s}oz>MV4s;H??Xv zhP4&P+6R=Lxd-`G8_PXAPK?OU$m+&{7`HdA67024nD?lKwykn8As`+}=qiQZh!)+G z>`-}xo=L4sC_GW($&${+LLofk2l>-Px1rJLdQH1331kv6;P=O+de4QtB@zR1c%nsa zR1wyt@aKRnbenj7*4}ihjof26{A@c8q zsWi(XW8T9V>zY)zM`0wKgVwETSIcW`6mU;*U3NIiHFtSy<*zQk7}`P2>`cV^coVXnOKrBS5hSd<{31Wh_1x3;HYW#)(6zRSo-sfWN)@C9Ms|*IQb487(n5n(?RSafQPbYEg}iE|iTRIu0J~<25!3Gh-lCEh zM#AzBYO$oEY?IABc%tI&2p2H6=N~NqRh2(rdXEjsICN>$yMP_JaJ`KT8aki@kkIgQ? zkU6I@cV^?CT3BubV51MM0A$?VM9=aPxHW2RO5mdTYrq&Lv9*GcOeIA-NvbJzb#zJ~ zA!#NC;M7%q^5v@38lsZQ*}?5u_WE?vF6KA}wETpOfwLqEq=20rN|L<~HDzxAV2k(~ zp^W{`Gf1#D@CVEVAUaqXak-9Ly;q(Umvi+3mKR9WE--3!a8#F|3Raf!BNlFVRMI;$ z`D%C_sskV{cYL67Dm1$Y{{SjyGy!of&T_4eGge`SOaet$Nv0WN76+|a8k}f=D&?pG z@>$5k%yrwEmui9KgVViIk5>+ulZsEar&S}?fGr~Oa4LAe^>PC(ZcK!4JPjcTK%bSyXjJ z4f7wuv!&K8%c@43o7bAJKBmd@F)5mY&8Jbu`mHOpAZ*47tkj+7`HOB9X*XkmngEhZ zo!KfXXn`w+?^HvWk39!kCB9gIF?`J3s?iM4^COM6kxwkG$T{?^3AG8O`F8Bbem}ya zHx~$?@7%|y`Nc6E9!E(!cK-k(nDR%oA??uD6Mw7UByAHW*60Z9)9G1~>(S{JZ!P?p zkPP#T^!5}1=)WsCSk3_*YX@HOW{=^dKWuQ)fx_n*{DH5XHSdl|6mnYW&$?1Jk+-Mj zp7ry-udM2t{o7vOT^4t5l`ud0-n6-nr43JR_=)kiRlk*NyflKvbAsT9{CNVrM(SNh zR=N9Lr+98gH3Y4N(chBjIqYvYJs&yP?uIY-x}n4PzAlvSpm}+=xPtQp*wbMQ{J-VdF6I# z2PE(*%#L>k7y_6iU1`((WNnZtyw})VM87w^K#HoFBY{IKOol`~YOGy{&3!!f%MVO- z#Z_N38&L62NtH&-jQiDlo5&z=qmq3p0>zaKi~Gjw&{QSk1PP8kjZl*7bB9howFJQ2 zA$B~_7B&p=FU*H4R9@{5`mu)ftkiOtj~NucaxUZiR0WGqaU&PIRDz&hro+#>$~P}_j$DtPYI6LrIEe)L>9L|6zQI^>$2 zZQ@rY)K(?NxTs4bXB_~lU)zl{^0;4mWb&OdPZ4&H0IK>_Gfs@yUY&(=Lh|D**5j{i zQ%o0*!dd3>^U*~hT*c=7@h?|HN?uwCGFmwai~C&ZHNW}vzp=M1hs5Yc`qep+MEMV-2yLC=e=eJ zDn{Y}KDBh-T50eAtL94d0d6z${Gh1!qFZU5LnN3Lhd+pe_Z zf$v=E#Ha&H^8wISl3XIh6en5$yY`kpBykc?Qff(OXrmc?Vxo#rsAQA`1Enh6Te&`R z?g!F7LKSN^IRKLgb^|~JPl+)p3WM(& zytcNo7L^H*9+g34wqj$Ofu7Z6^-*Jpyq&=GB;tTCL;Ijg$B;T2vd=x)UnpfqTEaSo z)2NXL1p9x5SY29pcO+4D9e>E6eCE8iGD?hHwuR_2D;* z(VC-i;#X1S+QE!>G+Sx%&aE0lpK(h*hj9`Qp9Q;Oi!kOhCcL=FxzEgb;*~W^ zrIqlb-zKHF@gIR~06MRTVuL*wYaEZLu2)s~zwl2+fv33f5D1;tIh!Zw7PR(Z&T8gq z-N>~J*w@~^b>a7 zn8@gV^i^r>&~u+dNfe19`Oo-zRnM_J(QS?*?d$&l*RPK6e{Ab#l)ayaM2GvPPM?pL zSa-j+e~#xv4x6J#YQMvRq<*o{$Ubi)?dy#O>U%Ngt~vhzJ?ky}AtaFkiN<=7{{Yvo zf#v*MFf-C>S(4U%wfjRCHGK3H}w&%d7lGnTbtCRwu4DkLgR??k-vP zKUvdEd7mvZk?PC_KU&+iI(>)>aj76D_;L^Rug1%U@#Ld7H_~I!Fsh5;?-ptex#X3- z$piY)?spDZ_djf8)O;O<7rMMqZTB_L%j2(xdTh-b>rotc!+(W-HXj1(1;5e@Kepli zG=IVecZ`S_pZACO)pI~Sl}_jD#-Z^y;e;=~Jxyc>?{MGzO>);C9R3m5IP>*Qp?Zyy zpX8PKWPAsI8t;2Y8R^LX02;Gz@ZVLD&^4LMda(Zh8qeB8xN=Xi`e_&K4e%l>hM8}f zkEvO|_}yHW_NDj<0S0YSL5{*HkN(oH%fsM1;d%CBYD+I*-v0nv$<;h1dvB@5r>(Zx zB;Wjn}~K@aIwf3rrt!KgOH?00<7N2QL60i2nc@IpNrRl0Nls+XLX< z3N59;9=oQ`{)(uV_O|#r5*b$Bc98ZhH~#<{uY*s6H7R&oO#7A}<4hg`)%Na4IrQ8= z#-Fr@VC0eaTYlJ|3?P(TTG>j>KZLx${AQ(Z+f(6VuxT_28T+@JC;tE%uY+H}cj|$R ze=+I?KgOP(0lts|5C-lJKgO3l2kfSO=D)Uo!sT!VohriLc|*&e{S!-b`)K?rj4W1~ z1hYriEi|D20O*?d9)AVuR_p|J#m}xrKb;TZ9b6{ngaF>-{AqKu15yi-^C4M(stUIc$4`R#fZ1!V#}b3W6p((T3j9(Ud{+&& zC~_C5bBD`A9%PGFWGcC z0!J0xGRQx=`Ta9rgfQ6L+sUz*rcYIG{=I0dxAu%Cw!V=ZatI{<09sanz2o;*PYSHj z6K^W6{`vlytoHC-{1KRKnI2=#cMSenuf)^he-?nU4PIqr=)$er`0K}3(~IbJ$-L$6 zKtHA_^1wag_JZ5Nz9foG@@+(3ysm$p6IkCz8zRTQA3!VePfz`zJ~wGnq?R5eY>t_R z5LM>2gGT=jgeMUlI={-^-0Y@#3>JIdvjE+Xwhw_T9+kV@ABV_V5FApTjPb?%*e@N=Rnlw2weD zI>{4|#-@ET@-5Ljw*JKQub1qgf=1>T79XQ>WOKk>@!G@siuz^vgl8(E`F^1(^| zNm+X`xsOu2n^TS!f@xT%ObV@GqFhQu@!T>WLsY-vss0FR5h;C1;B(oclm7sSsRzd2 zf>(UQ;swik$1nc?6H~}OWOY$#m&gk%25)+H*9LyGJSj{SIrJf(=bWJO^}Z*QG*}!xJ#M1Uq_WfGl3x zz|y3#HUQ;-p|1p>TiWtFlT{4cm4&_lJQGsc>C(sh*xxyz3$V`|P9ZD2o|RtxHpq_= z`HAFJ@oNi7mHWf4YK6=)HOLCN#ULd~o(-y7A-amRW@pDADDPEX6ptkR>{W=PE{Zdn z08&9aSMHvwUFy}pL69ZRp z>FG_5Qsk?AxT*&sOJ|W%s}@Ys0@(m$=OL+qe6j;~=~0FEtGkUI|a<&3jq7{vf*{gzUA8Cs3)*+*PftfYKNn& zBN!v8s&-alX#sPMrjuZ6$sizXTq9LkZ3C$&IW?;@22mOS6jf2ZY5>FgGeaOa;CHD^ z@H2UA271=gB1m&DUrK`F!V-Mw*XQj{;9*?LmcZZ&gdRH8sh}oYZ264>&Q(GHqToW4 z7>-c&tKwtBKT6A!F|bx#kwaYv1u?aSSQ|&A+N_9jxg9&!2$Rcff#!OSn68sc z^Dd(zQRT2BnhdO0U{irgSOL!!u`Zjv3!&z+C$p9|01S!?u%He|r6+DP&S|}hbTot! zfX0GF-0a^mrH(CmqYSBTEM1$p8qzEi> zFgs8s(5R>hsAP?K?rPIUN%?!z3@!-=gF&fMNY3Avtwb1q5ad;&q#Sgp<%zcCMsq+B ztt+rNQhy4FheL)Ghid%CngEn-11vzrISR7!c&gbF0ljvpJ!vqc@NfkLIF4hvvMGf_ z43UB=Mi?Hn(<=#2NE%-nm0DgYdss%DW6 zOL0^pc@gb8x(ITVa;>w>Hbup|tE2qTL0DOTwtmZdJo^#>)sKJOx_m1RFK zVvu6T57wk)1$n2KNFMaek--(1ie5wRC3&f%caMjwNwD%Lc$A&OfF6t=kx3+BzVBLv zSIg;BqmGmTTN^(2TC)@5idI0!Ba=)%hl&bCkZBn0=A%ZZH_Rv~a!Z<%hh9ZhAgIkK zmkZ4RP}FQ1OIa4n2`&!aJJ*To8b^yR?mo|ZKFH%daHsq$=rnNRqqw(*;xdx1;atzEgQ+XpYT#TN>KmMx2I$XNc$d<62H&dVfy=~a| zZ&1|kR9whoh;?E!n)KUvG_MZY`Eh|GFFkoRJML~b!#*0Z&}}gI^N%b|VR)y-1~fK$ zYy8K8z<-FRUY%paJX^1m2dV!69x7O1(7Zm2CDVDg1EA-V`q0I0ryZquOHkDt?OLNW zXybPF#!vn8T{L=*f#HB*(_{Nh$r$hd0JCP9ESmPaIaNPqwmbpHPtvbh>AGHsNk#ML zVfVS~`qCL`M&R$+$1)Av?MzERcAf2}F=FL5QrzFL29Qx^)wE&f&Y z>-_0~V6YrYbL=UsQHB(3_o&c$Cj;kydQpR&!hjjEf4xS<{`EVpaqgoQ z1qv`b)s(kki1WA(YU7V8FvGuLQSN0=x^ij&LX2>$_f0i`jX=jfv?9#ez}ggMq!GNx zx%o+;1}~7qbbuB#gUJVl;-?mEovLy`sXw#BM$5Ym>qwgvUPHVEU&??am5*ExTEFEb zugQ?d9cl)UU7xR6hJ0K{D+7V{=^xK*254Lv3EEeju{o--87E?q0(0Ji8L=JJ zyev}MJSVL+^;xC;%KV`B6-BM5$V0{|Ww(>2IiRbE_mW2-G7aLP5xvV6BWN|Imca+l z)~v>;i^$~nt3h)qEF?HnoD)<30AK{oiFv3Cn$X*6(ZjlV z0AbWrCjQ%);sICIu%?sDVhP~(rHTky`QVO~pv_q|HG~9-OJl8O-0D{{$O32`G5&g6;>(j09{mOCHas>ddC)}0lK?-@I`&;@B0S?~mT6?WfG zLmnkxovT_nkODw84qLe&pwB=lpB4@TY>K*Jew}p*HqtLBTzLT6Qt^kvJa!crR4(jpHQc zps-fm)2IY}4|@9tK=9^^;aerP)01?hVVfrhf!OEMH8z`T4w-DW_OXcL0~i%7k{-3` zQ>M2(>h-UnuQ1(Z^CotVwa z)Hd-%Sju<`DdEgTUl9mV+&b0uruV1fZU_y9rIDyquk75MaWv-T|QZ&KiwTF z=ACM`V=ecOYSaX@(~=y?Cj-*8pqFpTtA(X_jLLTLic58HHn${IBm}aTm*ifRL81)U zJdswBx6aY@z@_q+%sV+assfwDktrhp_o{0wK>WlW^w*N&x2Ilk9hma8o-@K(7A) zOV&oOYVk|*9)NmO66v~q$Xl5H?kf`6R?gwJ@Q3cu2EL&J+rzXU#-g)RFvLTkqTw3i zBJO&MTMMYH;oBJf;WPmdMUF=-ahh^{{SX8EJ0z?vSW(kc?^trCnkV3t>;fJLVoiK=`uiZnpQf@i&Et=xGkPDtvtmvueO$qV;lAHzT!7dI;aGGs6vDvIi5!BrVKs-99v z0`(n`Z_<+9|A zb5!MwWE5Oe8vX#;B#}-_=nR3}U<#`fa>RD->TomdNG)GEa&S9Ufva1>z@NH%)!6O? z$9!jUwOIy7k(VA;SPHQuIU~#&#cahCW9O6Q_NK`aGlm?GN&v@gHD*x5g&*hEmMsBl(I!I3}{+pO@3UMwcRG;1y%| z)1+$~SekuC;6oT4#(QVBeJemL+Q!p11~9#NIjvbug_H*7?nO|8KQ|TO9x?d6qG)!~ zL!f`9N;~w&<}2pk5O~+bzA!*;F3d4E{IdY_`3jzMUPIbGAbe-Bj`6hL48`VMXK9e+ z0o#qsUInR5s%mnX^^2yKN92w__FB)i)7mM5z`2lhZs)yhUqciMvQH*o(>bnLO|xYL zijmt|K-+w*Y#dZ!#PYSr@eT!NUECu!K_@k4)hCg%h(gkox+9??+emSN!y1km?eNje zq{-T}?d%=S`3^DKw3f!)I>;C26`jUmwVtDNnF+BEL6KIV(FAF_R@{G;bj=}1wj2!g z%}{v^YnNQFtw0b*98s?k?moO!(p`&W+A;HX;-ZdV*($wi8-!-d7U@6?S%iR|pIV9J z4}@N#qu=uFUJ0p|9e^`(Ocpbuf*#D9vPEp`BxcrFS#FqB0X32t2GNE4q*bFCZgS$%;#WT@0Qajh>5mjX zSKi%MMxnXN#+hE`qnhe+M2R2)dIMUU9K-37z^q+y?@dcdf(Bvon%B9%;}CXp1FVo3I&4Apm^?ni(r=?=Q5_@nTjOa@I$U5XOD6f3v#73A8_?OE_|P2QHbuX^j#Y*K;$0HD=!+=JPz zt)X_e@$n#HeItJADQ!q_D+n^4&5O{duV?(4;V5z-y!)o)<6iatvo zbNB&Xd#HSU_%jrbBkLPgINY(we@(UVWzX#6f2ZAfdbX*K?$P%Q|)S zuiB%4hU^%T{{XYrJkUc>n>`x$_O19^r`(gK7rs((S%jnV8!Ls>e{AbmXDOoieV#wz zb1CQWXsff)KV}UACG&M9L|}1|{{Yr{^h+Oto)OdAZKa~zGL9RZXYn;Y-YcO>o9fS) zZ$E1R%cE0BB8UZ-(f`kJuz6kNkGN?YHM{c3)(*%YZRr{&?k_|M`w40pP;%l5_qwoSKEJ zhP1Vd%?dv%Ue;mD6Y|Sk_y_+02w#UL)U}utEXsVKPu^{(10nsZAK^d1d%blf*YCEf zWchaeat;_B+q(nlUut-t!@e{4;p2;a4Q>9%;e8%Z(=jSH1Z}O1m2Oq5+U))pX#Ny9 zx|IEzA+|VxJOR@@p2O0QYccY~_&vT6*fr+L-^!++ZI2yCrB%>g{fPEYi&M3=$ZUAT$~Sj<#%c?0>?l8=DL?De3AoRC8Iw!`3)HS>5VM zqQHEzeh+wg=2f<|GkQo=;D6)QZN3xe#C@Jo<`LK_82f(GR@a(f}du^HMKtJPOPRC~1+JkWS#a*=1 zzSA}(O`&_!upcll!A%|}Gps;HoRUHR02&9w{Vqup`zq58oEIRE{hGd`lFAo%f=`)8 zN>$SBkvC(7=m5n*(0tcn09-+%zVLEAM*JiZFPI2+VlmEf{p$JOQus-xYu^|qwzv7= z(v+ih1I$S|8PC0bg=#nH;jI@?*Ihq)kT{J00JcFR^{*`WVWPu6n|ZG4F^0U+xDY&hCSxBmcTUrmi1L~|UOC)Cr%ox>R-$sG@^ zWney6Z-d%QjlCNReN_Jd@l{%Hff`K8W(~2I+y4Nvuc}@k!^_#XwkcCcno=TlJolo& ze4suN>99gfE+m+J;8*_uvZ`P3sFHK$G-^QU$NvCjUt|9OVAx0Ulb017x@Ck5xF4U= zm4Nu(>)|!Lu#qHRcm1FK%CK(!73tnaE#N-jFaH2uzS5pcXtNtd^7lN}Y`#MkOK5m* z^+spJ>F|ap%RP}mI)9wfKf;6%k#`7K2Vem|&c4@^Pk$V8=rBK!tm%9W zp~DDk!G|3=CqJzg1M`yS;N7K)Y?<0dZo60f4MhI{23akP>kpQmtaRHzlpCrm~mxlJ^OwYCTGBR9}QuJf~x%O-Esak#cIC@b<2tT$>b|+ zdJUsL&c8zw;SP|8%a-iC$=3k?0F6xl01q_4%W7crNa)!=<3Jysc0UM~1tuF-mQ&Mq zG5qSi*Ta2hBqg~`okz?60L546h0nu1MoHDJ;@cANFn{{>R&Rw@#aK(R196gn`t?n> zxpqG{pW*hQD=@bQcc&Qt0MM%?{vB$uzS;7wdvX5&#aHOld^+&{ksGd~Fp^Ww)!qFK za{7jgpt;S3lSwB)PVehm707;kH-fdOq+nwqdJNvhwKW#>DFf1Ppicso{>c_g}r%3he`{Ad>^k@6S(BX<_SO?4jKy|ODV;=`#tVwKWOw{{VcYcls~K{{VwNASn#Gu&}spq2ir~=d!;v9w=Rikw_=L z3I25p*~W0M^LlYdJbM}Y$LvOts(dun;Vp0CIGwtMDC?ijt+X~560BNX`nl)=^P2o; z7A+G3xlHsbYoXJ%Ul8dtEV^E&BvL0rIiuYVc>R2nOt?_u;C#v4U}mv}joim^QU`7; z^DaM(KNPIoH}>3;74-;z_FC<9ui9(krk?69W=o_W!d5Z=0J71_in00#mJ?d3b_9dk zqicyH1O(Uza(}|UQqaF_d14|z5qM%9);_M>}bG9k@#dVj@Fh1!a$Sn5&6t?vJ?hp4DN?J~PEurC7TIq>4e|maDq&Vh;e+ zSu4}6C}KxmXw)n>05Yk`H06gZcN`AX`6F!kiaH97CCcH)BBYYLDc(bHDbvs8nB$Ca zdedi*DZCO%s!7MGKJ)>g(t(YgYDgttyvHV~fOh19Gg879AWL!$0BH%4h*Uh)wAzjH z^)-(i@rV82QC0=eB(#QrFUuL-<`czN0JC-Cr&*R*M$?*siB`){0V1&@YicuB|G{1!)MCy42aY)4EmNYAlgPI#@P0VwO%w;(gk+^j=Pso}> z$rWrJ&(8$(rz}paSPa!LC~~eBzj}PfaRaU?{!)_C6U|ifHlq?SdsKj{gOtuGstj#_ zdR18^k=QV+JIMnanwG%36zq?@^rXTuEhhlf2`16P=RN6*xW0PQ0?g7yv&)EPs^V2$ z;Nu-CU5a`hwDvpKVLd1TBfe#9$TB(#)Jy1gl)=fYrGhj~#OKnV84UR&r2t&G-8%W1 z+q0mmB1Vv?bKat!Sz1zug*_^G(;qUL047(A9P~7?UB?jNY4;Kax5Ex=6=ew~4?{=} zveDwZCk>6f(#lkFK9z!#{g{SMH&pL*XJDl53qTi`u;=xm<$SKw+nQ3*yeh$|tr);4 z)Buj^cmo9Yr-)c52RR)oubGDV#z^RC5_S^_9PlUth1ImE#m@uMvWjJkzsu=e*_P7r zNttoSTIR0oRY7Pn>p&S3?~SkrQJUy&r*E<^m-3P;C+`5V3~^e}1W1$)MF46+I|V>n zo`$b9!Z#6-xOJ?URyigGzUUQbF+VW+R)9e@qFg)4xT|)orrp2GVsbhf-5e8x%|~%+ zvtXwLPzGddinwEwPII|OYOd=lzIJjcM3P9mN@9~D#7xbPE~4Irwy?%3#&)*TQAxKM z?rH+V7a-%cG2A!GI3kc74rp*3b;SjYWzW4eMg=+8puy=;88UYIPy=OFZaP&7M$yk& zxbowU=Bu|(M>GLYNcjl-ic(4MidR9qIl&^B+n0{jNC`tWc{%i$sNnevv{!v>f{X!}Q6w>7%RzGPnkYR>r4uuW;27{kh5*T=}1_Q zx-cjcMWHIRVR{ix40i4#rDaCMOV3XAre}qeMH$IGs36$2V54~*X(x?jOsDa2Rih*( z)7q6;kPv&Cu46+FQPT?*@~~YFj z87)9$0mCds!ElZ}8?{D(yxtAaEKv z-)t%5UE^T!nMNdQm;K4?}U zxT`Tby5}_nu!#X6@+zY4jPp{FNY>zvDknuNP+Lw9%Ezr+Z1(9?Q4CUtFRLsgdxa1g=S~~+(-wU{#1Y66>V-| z0b#dX{{XdB71gD7alomEk}%^r9Vh}vPb?Rav*}EP`Gl5ydQ#0PjRP>?`qZ|zbI!q| zPn7pG3gw}Q*Kz0Gh~bh~<19^WMWyEk;Qm#p7C1mv#}%(CIqqYBWgqWS{{Uql?^ed| zZ`O_8->n>oF3*fxIoFLl4 zfIp2`*q|OTXaYTvoD#UlH7}NC!l?JDAx|-izd7cnRq{g)=71>+ZQGVgQ)DA5$AD`5 zPMa7J^B$EfioutEB7ieRsFm~BbfQ~jB}y+!*<{KB20{EOvBWl*)beNp8Z?v5+up9U zQY!5oJw;!RB#UwmT=k~8`GU9I6ahjw&_O z!j45u_mITDIlw>8fFoT#CS@e#RE89WZKnkYz~ZC(K_kqJZYQ9s#yRF-PhPm74Hrvr zqs&|}7#OUpsR?zCA)UQy;RuR1o$e2Q)dR^0$wBi_1tBcO%v&*@q}7Ct8!GLU?@jYV zkh#abR+VK8JinNFPz8_N+vm##vrQ99=+7K`ao068D*Hio!y26uM#_PJI)mPTGoD77 ze|UC*RR~StI@Zm_y`mp5$Ua_5)djz@GG%bM^`HexE#^@!w; zY#7MuMPq%oV%wMR9+;pF`D|m_6t>Y#b&Aq46fci{^@M)kar?KE6)Ci6&>5sGdr(6) z5_MtE2AEx?e1dqShB#Uru=$62u>lObcI_+Pfff@d@0`=H0`2^bHFpfCsS+}94<@Yv zO#F?68E;y7E^tcoRthvEu;iL{K~cN!Qv)sImP{30wPj$C5Jy_I6kE?NR#^ZX9%wWu z?RlG?qOLq%S^-l#^?5=?D_>sg&;=^&6pFHN3c9h)pz08Y2RGi|RPTqo@xm)hjSze2iVH}r??G+kw zK2woM>IWsZ`cr%yTRq_uNvu|K$a2RHQ7RJ$7 zdB>+}?QN_#z^vbeC61X4QH+k2sAg0{3~Qh1S70f!g&{GFR07gJGt37h_NQI5LYtTG znu5~d+vQ<~6j%#Rj-N`5HXn|)HuM0rr0uL*jb`56PDbX>6u`T2BsQC-kl~uJC)Os5 zGFz@&x4lSZx71h(A9gtd(z9o>yR;8ET*cHH0CBpHQ6eb@#yAxOPY#uIBY&As1fN4t z%NV$}d)r3aEGxK=Tvs0K=M2^<3Q7X)>{pa?ZcA5A-yS$T95x-oF zVzjO8($)ht!*1Fz1psHkES^~1*QP40lPpq$o^#D9yICbAM+EezO&T`@a%cg9OJK%A zcQNL<{X*yM4iz)jwj{SI8bE$bRwB&_lpOuq0Md>K?d`njI)Rf}<6VXFh&JbnuY0I` zl1H8h;;=Nx1eXe2ahd?{bjEokR^9Svn)KUmEg%5~&_#Leyhx;ZV*pofCi3lKImyRL z0H<+ukid+aP0uPl_C$ zm}0BkOseHpfFfv=zWjW`r$mhg<{0)hQCeJJ44-NYtXK)MJ*Wa{+syv}SH=Zk-dsE= zTxE`W3h4;j7)4#c_w=f-rx$JEgMDZNnzVUkCPxGVT0Tq4aJ_|UwSp@abHE>TRm**f zHiW>S3j;qI|Nd$70VpkN}ImHcQfF}d#A{{W1%KMNz7Boa;+fzrN9@u$QMTg7+A zG$I>D7}TG?BkGXqcotMyn|I>ru^lBVm1OK1ST2$lMBr?n|&(`c!ixZbJCV{L&u1>9XG2#x^0`!m|y|{{Y>; z@cL6^co2spA6kxJpK1$AKk%{1OkP5@~5}zGE>Y_RVWYcJRbN z82l?bbA0kH!H{`5Al9bEIpISW%)c?|RxKftCL`UN)l1{{X}q#M6IbZ-@GPYbS~ISHF>Z zg$|(pQdg*GzW}}y=qe%6v=6k;jBaO?XY+bFjd>B^m*2JBo}qBj_&39{&R2zUqYX+I5bcBr+|(@u-FHk0`CU8G+JEbjKptxj0~ z0CjQ)=+t{pA@U>h2J=Aur2J1ZNvdl`*=FdGCA(w(`Ncs8?3M8=#uvbAdbE$bsbxW* z$;E!FNAUju!(JX?Exy>u=ubHO%|Ur}q*}@4{h-e0_(lMz_Ka>GN9U%Q`v>@6O_g87 za>;hx)k|al03DLOd&7US&w_MxEu?6{Ty%L{LBlUJ*e?wNE%9Yu* zTg>_@ulNd{d3PnRBgORJgOFOX!*IzG0sIOMKOX0{Ntb9pgC-#EzpHyVvB{0E`B z#?CLM9aju6eSpn+HLt>inbLh${iasrs)E0+Yo@mFXNGiVNv!OFeuVC0{K=rB!7e;8 zKDlyk{5z&9#D4eP$^6Z2*!(K-72y(J$St8f1ll@&2EK-hM~sAt0(u_REa@cD7Gahh z_yB&jm>wKH4{34pEW4k+0sjCR>1;k7SX;xkHrl_%fI08h4$m>^)j${j0O1kQ;y}5>FMdz*G(1`!mZ7%;<#hu*{mDc8 z6g8Epf(PSyD_LLggGX^c+I5{ot99A5^Z8H)wyER)01PXbB!IIHn@Rrw;%he3T)))V z{{Uv$`4;_)b^TVY+39)~k8mE^*j+znIsUcimR7gA#3CDr(%K`_p#D{$9(=Y|*JEa< zhXJ`1m)d5YkhQ&~s-$uP0p_>$U+f(!bEiW#`Tqcmtz;~NfO!PsfHHI~A`Lz_4g)aG z1~F9MM6sTBd6zEDoMyTifaly?1U|S$3WUch=S0Ru^BN5IxrIYNp zawXRCalsub!iXhrF!HO~fHH0tc$mto#Efu$y(&`6CB#tf+Zd>DwY-nR+9x-+V0p|4!mDLU^V}bL0O$N=uP=(cMgIT@^@M(ApJ&9R zXO;|AfX)v>JJ)?-Zm?OyZD|Qai2{WkI2BjIUJ5=Qvc#+QicNM3Xs0NDdD8JUp7Ya$g2?;E+cQ=Zk0ahpagptDkPRrIO$Dkl^H_}6&S~@ z2-hGHaHrcfrj{YVlHlxYXYj2Kb1g3+X2M5?s~&aytBZe^-ntuW2xP>>VL-qqy++z~ z#Mq3LL?H{5P68ap1-YLi$hzO*`c<=MtXx+2XNw_gGg-65`_FR(Jcqd!WXDPAib{ZoA?C00vtd{aG4U zm9ZN4C$Ck{(ts=LI?kP?TkJE4jxusT8ss9>=GT)J*2ZO4`COa>S#}af<4K!U)uJ}= zGiEr~Cn|aDE7P>tFO9m}Xtv&6yni4k8T#{z0OdchE~GKTbo(6i3xkS+>qVB`j5m33 zIye6SsMn*(;q6XshH2C}>Tomq8qA-cpnS~Zbx(&jH;BO^5yRb-{{T$a345Sub^zO2OOqd7qP=$0!M-EcAU79xg4JZ| zFgjL*e+cx5UMcRcJk=dgp&9&*2TDFi)-LsH+mGzs9wQ^U+mV6%@l}Vyj}>2lbr@X( zb$!ZkKLcN9YjAj9!(lf;67hl8IsI#ZkHq)-g~YJfTNYl5M^DrW26zR(!d*JnGA5Oa zFLx*Un#9$#T|UAy6R^iXL9ckc@TRAGD_m=rK2kqm2lT8Z(6n1}_O_^Qq;3Hq{{UK+ z!1=EGO}e~;%F^KyZ10i%Yni|BhNF5^-vEGi%GcHRUJTaSEwIS8ksiDPYniH_}&_3Am0A1U4VKSzX_Wr#=@pxs>T`UG+YYYPJs_iWeIi{O~T`EUa$ZigS^ zR@1<7pH0Pu*FR%qkgM>UlvhOXR}WZ_3X)%BD3P@(b^ zmSQo`RxJJzxU-3)Wy3%4kPUNP_XFjbJU=6$NLR1cvF6h5VPPEWl^wyar|0mqLlJgD zPt*SZuUxeL7+Z#65AgNK$Mvl)$L!AnHZC7*eLo7W@!X?r$^0wd;qcH!!@?v!)l&1q zX(IW89iQjxSI!)VgngRmumo-fk*w|m?Lcws+P#(!58A@-A4XwWcY123*q7$odYZ3j z#Cea|uA@TCGQV1d<4^~g9!GEUiu4Jz`DJ3OoDQS>nx`g_bcv8MzNW2C#8}~;1Z+sj zwMXE8O1TE1abz*4TuB~#1~~q8(S3?wK4{M4Pyk-7O~;47<|4LzZXxA08*s?0N+4X%$^n3Ayc_d2UR40JlEoBi^`BmXCp@< z9EJwH2gBbKz9x8XMQa^d!Y5QK83cRfNv&-c)XwbvRJ_q|)P|ltsy)H1x$W)ZT#?B7 z*Tfn(?P=q^H)?9ybUKI~OE6#Lwdk5(?Q!AFLUmsd=z`UIknF?q2~z2rrhOD&)1_Bw zQ>m_RL-@7uyTvY|$5coe$QueuI^(%f>s`;-bX%tX07TRheDj3|`qnNiq|A1Y&QK8I znjwC>e(!qMIzYDp!=I%vq(B(tC39J{YEib@9LXW+(yfVujs5DBuuUTsLBQ!wjU7T4 zpXL+y>R}-SjP3@IBFd=)YMPE>+cVmbyF$C)__!3sbLE`#ij*=I!(qBmvovZ~twAi| zKtM9hNQJO`)$39O$+d?(15inBt-w2tOsYx1AB9g9lef>m2enIJVLT-y;8g0H03dT( zGQi0E{&h-Kboth#3heC}+aSTESLf5(p5Vxs&QEG;MA70#7$dQu3BGQfGfEB*%rQ~< zhdCp!YH{O+;(#XJqu&(F83yzi&lLBPAfaO$iKmuTK^t&r0*uKb0LPVDp4^6ybcYpY zQyI5lO=5>ERaZHn4M_^ilpX69We9fn70?*oIMg>mefqbvw6>=%npz_&qilM$XKPjtLh>y4)8?^vb zy?{Ac2WrSSzh*mn^ILbyVT}I(cvlT|A!1~HCb8VCe!9QUc@iZ@^h=BubxEx(|k z=P2B)=tdXhK9wAh2;$rb+-qYB$-&_FHIVk~taHdc=mC+E!=@>+s9-knO5B|zluq1ZSGry$TKiwk!t01lO4J2=6rg;68N@lwJ{ zgTJK%HKUR@9!m~=YH=V%+qb1-heCKf)Pi|ItH&Z8$jW^|8Lcu)t2IQ6yzS07ts_y#V>w3X{XzYdKW_HDy0`dW@!sdjy;a4g zxifsT9nqw4N|8l{W0qqpFdSg>$^Be{dwa`x?rmI46sjE^PC*1@5Pb-*SODTA7D>rKWDH+RiYNo(Z;H5{m}nF5m}aA^T-fW0Uw6bRbFtj9a3!Q@oZCh@sP zN}$eHDc+^BjacN~ITWlw8O3GCGwlMctbu^Zssdzwd8+}&Dw)P8Rx8QrS%H5!6<+Gv zE2vCU469PB4#ubVr)2jT=lYI`HHb4?{P7N>9E!z-wvuE1F4(VFWDdM?D-Q2Tj6d2S zUzl|swaGe1L}YOh+1*{SR8qJ-O>`ET9?otbc_XK#YeeS&94H=@F_914In8tXF>?^X zr`pBN&~aKhP(EHURG5|fywg!6bG#gVYKL;uv0x85sBtFnTai*?IEH0x0o>IKoodbn z{nzgZ?Mmn@%`E#GGwf@YJ|dSt>V+r#BvStX&ml{h70S>5)%WojE*BU*>qT}dg-+F= zgfgaHu zfs}NrZdyk;Jc_#{uto_jf;!f0_wYyaMe~;HMZj@W_kqbB>P433SrEwiUrNN6QZ0cR z;M8*8PqYoZj^c}f)X93WxQ)gXR(zVBs!Q@qisi9)JDyKIwQe0E>Aq%+?L7?_17)?# z8$-Gu-aB;PqwC6{vYd(Z`NNXzq+P7tv`Hd1%?oxmF(;nX0Mi}` zEC9tz4a9M0aNu{U4>@C(s3e%U*rPe14Jq|Vl|EC0+OuwTi3CMc?+)Un8gG~va{vug zpG%c0J~F3<^S^&uX-`g(Kd}fO=J{Yaxa*b#9aal!J3+m*zCawU8g3i5``#mZAVleB_=n z+NOoTVp%fO0gfXZcA&?#T7`aGK2B>)#-RDQ4cDskR{j6vl%#zuP8i6xF=2JN7AsxNS@nH})Gt1|B6 zI1$M~2)^^Vk)w_9qPY!ALcP>(cf~P2)vFx$1;2NO^%Z_Q*G+d+9a|>5WfKSu8n7sRV>VT>raA6l>kG(*EFsNIyAdmbrFRw{mod4-U#u8&#iP) zUPB6$jX}>^$d*KrNRNPe(Qqc+@{OM;6o%p`$KJ_3s)k5APfuD+s;7H$Xt))N)2jFwg5)vfKv#91&R4Tu7wkV9|4E>~s?9aYPmo$vtYc)5nm=GgvWv{{S8PZvk0MfXcMU@PZSvRWcQ{(mv4m|1-+vi3&uKQZ+_PNcBerX-l>hzE05ysKn!AGVaF9DvzY)`mnYV%+pM!Q2`hTa)+m>8 zIiL)vwD}}ud5%Y=bW03d0s(?4feSatK2ugv83`;iiqOnYB~t?jHP`4ijUqL~ykf8r zn~7sxzgq7hL2C-CE(Rz9StM8^-M1iCO|{`qGHC_@=~m^qVmEE$(AHj|Dy^AfG4!nf zk~_q`Ex2@{wn9vYfmwD(?9eo_4x=O9xgAf$FTco`?dJl3HSe_tmf@63<)ZbjW#F-r zUF|;ZdQ+_J>~1D9O*R7k?zJqImIa;QZ1!HX06v6MH3f;4o#!Dj;43zJVXae4$_B+TH;vf=79Ezj% zW=kNBc%=b21Lid(tkMmK3%8)423UXrjxk!3fFdh1?cLIsPOxZ*mH5Xa-l%I+d9r$A ztpHOIBxI05t3VCA-1e+rFyj=dB$7B%bB@#jZthSmBy4u*E0M9cELu~NPpx$G?vQzS z!0%45vRNb$#t9y@0gXMJa+L$99M-;@qTsK~gVa|W zBaMi=X$*?y<<*rV?cSh{HI=tHr}=U|6mwPuyD7jNde8)sAm973nryc2@`A&PxT+&j z*wl)iV94hb0Rs}CAmn$e&}Sl0(R z#WHT8iKm$oG*df;-Bd1hD_GjwJzNt(C0$@h6FN9|u{RjZSd$ zpSpmY=l%jKG1%XV*<+8)kccBp?qgm- ziu&)2*|gm~{>`O>(RnS@a!APF*9)iU*3dDU?KfxF_2#Bd#+;^pp{@9j#o zbpC)=j*+2DY)9HpC%F~4_gYn{SmDBYRcW;kF@8dRrm^O^rJ12|_G>uHy9Q&?M|#a! zq@4<$J!+b(T$0X9W4Wz3ZDNU3lZ@78;SzUcEVU~zivbr1deo9j8ZN|aJyMo(z$*$XnnSUrFUsM! zZUVF9oXL_t;O7-wv%3ws6$=uM(a6~trF2q=<2pFRYC`(es1`vPE_zmS-A5cH0LuE* zM({HLzb;2wo?}i@^qj6p>Dr-;#HVwNRA}LHWMQ!Ps*_#B4#<9dikq5|%FG?MF9({= zlKwY;v;F2BYIm0ESja)N^s08+G{)%g)(hyVhU#%jAdA=-zI^pePp0rL((=|#Yh zMdmR5=SptSj(VD*Z7VAlBRo}vxEU;HxEG>A-*kR7mvRIE2HbJds-@w8nIG;R)j-ZJ z8KxW#)WAn}8DcYvq%N)`&O21zc|uHWfO?bCsrksHvK)^809pW+M0q35{f+He{$0nI zcD^xEZh0HcCu-Jow^v5zZMSb)0M%zKHlDrv(#ImCcD=hv0T>p&i&ByFF&>V1t+yOszB>*;)f>PP)+bj#zCT*DG(0suDmHK^c z7l-t4si)hevJc^2O=w4{UUN09N{jvMfr0qa<{u+J9sCdAUle%n#0{i;Sk~pzxxwBB zKJXj_W$l{#OGf>ZJ`m`!Lh8TT?;?Ye(hb=iK;B0+>3iq;NL9}zR4M%h9Kz&hw$0(M1?iInyq#H> zzsz&_8mX*&OYpCU6YQE&tgb#@0}tj6czbBty~fz#h_k=mbAgZ6x?3*+%>yjW``HNo zA(5ZXqTp!U{Akx$G)aFKx}e5 z55qOp!|?jm?Y!SVe1nW_>H5)dK6{4KQn<;#nVp}e@BX!D>AoJFC*KjoE0VIBL z$Dyt1)h)@7W*6JFXSLLN?>6Y*(8$q2jCZ z44AiG{{VM2r>E#5?bYvOGYw5qX@)PMTw9aqKC zMG{(Q@$K3CM!7vtUe$FN_Dd!ddQfOCAwz-t8)E;Eb$lcrU{{ZV& zm`k|wkPwQzs`CS;w#kKZ-rjxa@JVz+<+M`Z^)BB zbT04YXaTY5ejiPc-N~0Dl5jGX@fIsnBw&BV@7T5li1eJe;@Y7zN}m)UbR@ISgSRYt3Sa>5%3j?us;{{XLD4a7Q4ydF)oJD;X`rM9=$ ze7`SGfFbqc`p^eAe44azi0<3VN9rpUX(E^y5C&BkZ1(&szn8%NA=ZkWX7lW*IRQek zBmM%ypwx8#004MqB^PrRxEvC9<&XXJXag6+Yo^&q)0Z+bkCk@uS{FCk-1F_zEKHKf za=d^AQGXwJI@kebxjEzjbNs6##J?7;^eri-(%=T>QHX)geqevutpMiyU9M|h61tAu zU7598p_YL{;R*FUI5oB5PXecj9C)kZMar|rGZbf_1CgDT;l3Q!bxWN>^IX*9^DZZ1 z$++~-APf&$yQ%6rjqIx>+@$gdQP>XMC>@#gq%wF*Pno>Cl#^nBsuvw9t84ZUzm>d3 z9OME$Yve22*x_|#-5WPS$o`dY!@AIuS4lMnd4e1O3I6~JK;qA_X4Gw3A2hejIuI(7 z5hQ!Tz;5F|<5|`++TGa;i6bBp@~uT26GW}Je5CQ}Dh!Qym&zH9h$pF{SfWVUVEmrP z6_;s$aIzTY`S)-ZrMy%m8K23=PV@njdvh+((Ttq)Rh!M38I)uJ&S=!ND_aX^aNc9% zf&T#Nt`g5#@iwIIXKM)&6U%Th`Os)|bKlv-xVe8Wxx2p=jF@z*V=RM=jEd=O^i3;H zKW*0Tcev+kfAy-Z_rzZf>5B2$+V0N-Xg|)793>yag+Gh6L+fXJ|o1CMdVwacVuVstOe6%NPn+JYTIhmCSPVxey=)xE znA};U%3=wK{c>v>{=#&(A7_hjU+)uM;5;{UCkht`I+0qF_&Nz8U$kzOTeShqeB}p* z?HPX6sJ7N4IA8v?Qk%eua_0GC%x92Jb6-!}_)kvqytRlbuW~At&ApUTv>StM-~c$R zoJY)jw*CRNmDXvv9)~0P)dOhVPRwG+sc*wE%prd*O-gROUU(JwN?*i!PdzugHWV^{=BYbn#}=B(h`;a;J6WN(nGp+!A~ao2twxk%aL83WYN z7H6DI5;lCaCbQ+VX@L<{U8~zh!|q_yUrmT@k(5+Ntq?012$yJw3SrqLRrNHOj)-0S1eJgKA@fV1+2F{PDy|4SY&+D3q zX|kqCIjT5l*!hdVs^%4sXV5=rKZ*Jg2_^Zzj2z+BGx_bWThadjYbfsSB7?-f9RT11 zI!-voGD?W64*boU}jy^qpw4}53%b>dn6%WZSyO^@R)qa=aVln(Xj zP)TEYs%-Bfn|GrR@vq27jd8;9Q`%nYRtz4-<>5ZYg$S|7nIEr*Opu&801ov*?3n@i zyZ)8=<>60{{{RsDD5(Lt7q*B;?%hxmjB&W59)iAu(Ek8y9}C}v{{V!R$+Y$WZYjD^ zp6BI7!1ko+b^s+o+P*8Fx%5Zbghx5fXvV|9u75!IqwvecfDJcTQ6azx=;}#0J;3#@ z(tSTAUfuVhUCKu}2cfK7S}&OyDI}R?+k!o5;pE2T7{^+Xt?r|2%7kOqm?Ux-6~XON zP)O}28IK~a!WpCF*F7Yc%6?|!=~p7VK3>*r8UVj^jIn@+pIYbcyu*OMjcfVhNVXHw zveHF)wlUyP0zqu<0~%RaDIgAen!f)4yNrcx!1S!SmEv5E^Z{SZ@=rYGtfYbD+M_j{ zlIJWc#958^DXjT`+Yx}IGUpVd9nVUFJF*5}kxXd}nZV%IU_~svlb(B4jkUuvuH%e# ztlVb=id>Xjzf;nHHQM=3V?Q-YE&))0@@tvg;l_HJz9)G4eAJj4GHoa2DsO$9k)VPne!+MRo{C9edOPpl(ErBVsoS zWzUuX<0i5;$Vp}DJJXhVrQy#4kQNRHE7FuU@srC6NF8@=W7f15D9dggO$BnYq;PqN zK_4|L+OSiT(zX^fWy5{p-l3VioHj#awE@b^X%I6ifs9f)@{c^8)vLH&f2&*^R1ITr z!{){ofNI7xg{00-DJ`Si{$iiIQ^^{F+xm)PY+M!NiU?@aj!!V`ZgJkN0-Pb_3dmVW zI3ohCK_Z4FhA}|L&tU|_v}X(|sJD_82N|s-V18j%;gLuQBIh&#&pHO=oC>I79nT%B zrMc6VM-Lgm^sJd}_VWJ#!$29&5o5|9YNEd@V2mF_T_Vg62kzE=)G zVz(@2jwEJd&!uxlG5}LjLph1C{Etci-Mz%od6~|7ir_E6c4Sq+uCn5P+~x+t_Z7}I z_BkKLKonq2nB$RKRs+mqB%P{{+1NK;O={c69C4AJO#oSj`=C>)x?b zZz=~g!tD?a+yUu89V1*2;4$k>d9wR4ocF9Xy2(W!F($P4qBh3mjW)oM$C#MLcJ!)m z0GwP#Bp$=D?0B%VEze;N(w@6pgVum6I4HOWimq{iyPDD2lx6Ew zrNYOMaZJuzkc4Kz2O!iTkcLMD5#FrE2pK0e9GeP|eq7aoLPc2)I|?wVk`E)L2;o?U zrpU_8`>~&T3AoTopPTckkl4UN5jOM(HDV@4IDRu!Sx!OiQyxG9 zfVpshq40RkK$9-)1MQxS@`t5#UI6jOi+&b(%G1Wa z2);Htm8S$1S4op9%?pPFZGE`N86AkPMxA@;&RJ5nsQ#hliz9N?5~Ot%^Iz=E`%?Hz z_JPsb!GGdk;=MK{H}(yZK?;H8M%b!QyI=v&;a^cp7Jgw}mg;jfQ%4-{=~9k^(xGJU zNFA2|{o0ZXE6)O;xV8l4c{Hmi?N$;+??Iu8xKeXch5+PM+lys!y(>L|Q&NDx8>w25 zC^eX}vK;oS(MS)?>rw=m=QS$GM+TE1jGAHV>L>!#Tf6kBNCZ_F>eT}BMK6`&b+ zc6)~Ccr}O%LfDh#HP|r7tgTB=TkCd>4#zzju&GUMjUvqRe{BMWxL`h&jdS8pFf>*R z)48rMQ?}GJx%{i_vY)!$jWP?p<7VBYdRLO>c0va9*EejtuH-vUVO3*xlkT6F-m^Go z%eMlo{is908-c7Gj*e3A;YZNRZ`X#z3gzid0h4 z;4Nqv+%^zow`zabZ#I0WaD8j!&v4IZ(TNOuQcDUH8&5%7Ce9{NpS_N1HnD-%YOx-) z0fV@x_N8K7Hh@VTF8z4ErlH^WxSbo z#=j|Er`DirtL9RA13(S9wX}t{O5ZyU_0HVK1X)0H=ml=14RxP4=OeumSS$<hyX{&Ua^e`c~k!f>jM4Bym<3{T*=^&V6VCwVsyahfu0J)|`R5~=|`1!n&MYfo_h06)qXsT2XwpR?Jf$8VVWQ`S{< z45S=aHTINdDh}X%X!CK8ER#ST6p{r1legBPH?W4r?zM*VG@rYWkPQh61;$AF&;{GO z){uE>*#@)K!WM1V7^k#qr*1Pz9l4bGfP8|0D$1+~m<)qR+xP%=ttgPbV~k{Gtt>ka z1B2FpG0b~7Jm###7BCsHS{_UU?&*p?%(9#W;P;>kQpvc2yyk#qY+&^5THj}mKa(8? z7^bDG#-3wyngFORT!8F&HE>3XyHMj5AdSjka2lKfK!1Oa!hj}<>7pBC8<)0eGb>5w zDB5~rsoh`Ot~|e(j@6kit#cU+TVk33+>%0A{J>+cH49t_6gfEuwR3NGY|dIq3lq&F z-aN=WvyeCx0oJAPxQwbU);_flmJ}9t{4x-*T(C(3e z+gBvGw?*?GzXKJI;|eO1-b^Lk3He8ASW?t| z{{Y6Jn8sL`1~&De3xeWjLheWhwL+H@$O`WvY7;6I#_^9zr7iuc0~`&PpbN%r@8q%h z7NU>_W!f;Ky<)ZRmic3XYe_XC;YzO*5Q_*|7?5x~8a&`wd5@D+=9X7GfcZyiryQJ; z$%1Gs-)Ye!z&&b_xwqSZ#1T|~dcE5F{Uf ztqt3hfOzdifMkap4wYQKIA-FOXr0%9aqCxYbjOgW3%!p{wE$){#z)GeiicpGPEH5C zb?f1)>&Z4a^1}Ax{Au?dABNf^9KScy{{YuPw01ZaU8-YIoO)3WvYfw`Ypnjxv9`|M z3u772_|(u#XKs!rWezis^O_1dRnexuRv7Y^J#$mqcxF98{>vZU923^BE~59>%cokm z&gZ5v*1gBU-WW|XFST4Q`Cp!UR*->==gL{|e}gSNJ!c%7L70wD_*YpxNp(3~?oQReaK2*fBRLgwOVcgZ zFEU;UG#Hn3$QdD9bl`f|M5R%7kEK?MB!msL8PJm&bBX{2U>}_QDx=04LIJD5Zd|u& zkz!W)vDSbqK?<+k8P9syaKTX`A1NG~fI_1PyaQVg9BC3D>p&4(Mp7^f0!>+&La+ej znu0V@mM0jgqfxvNGEHb^X=vy?{q4ppt(N6kOLfOgRU2za;m zto1^T5ZKHLc!=4G*(0C@1*K>|w=9%meLSoeB6sT z6od{*TvgpmO4YnIB3(+xRL4W@RxI_Wyhcq*AQi?J@t_Fpo*in$iI^nE?*3Iig>x>J z(`mo*&B@PvfaQ^fZ9cuNim2oNEj0{&xX{JXH%^=)yKpAl8vda6<99G4xt+kjTMjEYsp;IV2 zVzS*_$X}D10J|iG&eR#*#aHqf56{w;EXKfk)!9M7P%=+S0EHCE8BlN!6xgk|F4g0; zY(Z-p!?}hHN|2lqM%5gOhFU2kX$t(ky=pj`OP6H>3OLPPcvemdoOPwQ5k$WyUgD6+ zQYhe15N;!_RhC6&;C*V$#|fO{Jl1!brcB9-9qV@0nnQ6H0u0&&TJrA+3k-S^ujeo{>vcoHzJw0>f zrgM-9!RR|2Qn_k3J!i+?8l$k^r1)G3B|k3z08jhrYv=Zc^H#Vzrm-_gB!`gM7(azA zyf&7Kb`D#T$DV&0V@_SLI*viEUSq8!U3jhS(0N=i=~XA5X=4%es93h`(l%;9@tVc9 z$}7gGgPu)j+uK{pK4bV)D;j}?8QoDEh~kg}aA|?Rx;XHPII5D}A;`vYS<>o45;MxR zXHR_K?1a1)? zme$RPGq|lw9i_hT3he@=iqaUE9QLAi0EOSd6(C5~cIY;zL*AAEunaHeYdh`n58bv{ zig>s(CehM>EZki;m;h{^f}v}v6Xj*eYR;ZtopIQ8rX=9w%sHS5H~G%WPTB};ZD!6Y zstwW-4&G`To0e1dWNpTPFC&PUwtCc&NJNBz)~Q2lb1?h74(6w|^&HRaz4d|~3hi}tsl+3yCBVU>`^z&jA25<&TS z8R$7R?RI|(t>u~E@eZW-5@+O8QlOlBH2`xr-YM|rn1{@`4n}@d2e;5yBR7rbzPeS= zbauLx@FN+2U~b*Ln_%j1SI(Xd~rz z(*7yy(tVcUS4a>14Y9cTgIDc-0yWbH*R}Z!jn9@B1M>}EL~56dGl>cEvD+D}TZ@DM zO#J$F{{R}yqmI)44EPI0U|!hW-1W;D20u2hO0b7dv5hV5tfPh{<8U9;n#6aCKmz@9 zl7FQ^E~As=MtB1N_5CqG9nRe`12|CbeGV#{-`QG??GX#u44i(I&skY&6F8Pwp9|3T zKc#eW=y%SguBS_MJdxgjGtRox231iMU}R*E#rXZtw)iX+&0XY|E$mtPMx-CpG1c!unP-3iQFs!tMl zYR(YxJbR-U+yMt4fS^Z?YMu?h@!+_(@n)R2N>gI4Lg4!3V!Zmx_C?bnLw9Yh$)-rB za;QS!dt}Lq^_^$pFNyU#fn(vAg}tXnW4E9C=w`Wjth_@b1AlnNCO2-ncjBg>2zW0a z%xMlmIpgvb!ncO>P^IIvBWUB6;;LGBCr8vl^D?iVgLnARa|V4EqLMBWg50q9OwT49l(xgj)BD-0F9qLDJMP=GPV>c15BpuKH0IH`l%W~0)a=`T+C;}_l zniu`dnBV$SZLjqU5$BgI8=&;97F&3*tq~PYXx3?P{Re6d2re$>zL8~`QfkC=$1zw# zV0WfTZE8ZP7#->DZmOy+##MXJW=SrYA_jQQLsTnexf&<=PpwPm%)?}jw-ohw`nwvN zn)4MF#X$@A%5)W-s`>A=R231PK(3-S!)}9@1DdPmNp!?4JTFsJWO2)F_IFm7EOWRm zZ%1_(mUc(CH0dJ}J36l;iiIt1Bz=Hv1F4`0WtP_L65KNJPx39it$~hLk@cu!)0*Ei zOU~oPPc5y_lq88a3IMla;Rfb8$E`+C`Q_Ju)I(#an{|1jF@w%WH1%m5e)c_~cnwO$ zT#GOkA-dETD#sB)_nM2wwzM8>-233wbkuId>MfxgNXTM;#)}T)?R4vr!CVvX)83tT zdu3z_qcxIQN+R3m-1O~%Sy#F)r8I%BZv=7m*gH@HeYz{JHql5+ zc*Y48PSOo8Nwbn&E-@^Oeq+vgs<(@5pvPwmOO6WzjMmkzpK~>m!5l^sMt))mGyzgO zi`l00n%wPv209PYr1Jc!3dzQKz|ZS}SJujCO4~6q9{hhS8qr9=Kf7K>Za-dV1D}@0 z!(nEFe(q0EPWw<6sE6x~FXLYjDGLJmM!i6}?SqjYC54`t82FRO6h2e~_RLIFC-( z?p>Dd=%RNDqxx4%rs$Dr(6zL%|Q;+FYWwiLG zAX#RVh+C)nzCS7jbbDOh6@ooPHRaeYKJdl|=xaMt@jrq*HE?5bKrnw`?wdLtEN!zlKr#f>^y$hNm7M?=W|Vxn(| zz9PF({gG@wq^SO4y@uc6?}u$=Mi6h?)k#0&Tf@V8JWc0Bf+ZcZnqYj~*1r;bOE255 zFFdH@-~|XssO9)~J;)O3Qk~h$IT_vf3i?X!d6GnhSQG<*Kdo_B#ihG3$lLOIj)H(Z z4_44L&jo2$ekRoL@LLSVgps*`+y@!-^sfz-wQm_*j~Hsrsh#{OT~qV7%)ADw%Dg+3W+ULDM{D7lpLo}B)5=odPhDs5&86mWoK z{*}euc$)Xi`#zf!JelZlKb?LfA;dnHwec$=|C5wywUCC#8$=Gdz}9OTDy6!>W^;G+Qco^PvXEe zEVgpAYVo*_9aLb{50 zgGQJjXOu;rNF$LnA49dJ@5;H&%#PKQe!hN8Ra0Lx@e$sgs@GNNDU|`~=w7Y~$ zw-{=_tZVk39ndbdtxiE0gT`KAf+;VCdFb zhlyhQR-+KM)6d*o=k+|-7ou3}o;%gk#oFv=>>IOggp3S)!{752>o+l7GsY*B#F6xj zdw!IFnj@m=Xl<+jTz&53)(!3ZTutT0xW>Mi6+AWzHSv2@W+$&T)y3e6ZZ^)+`9N~Q zm>yShmv=J&#E6G#vMr!6krlpWQNhM**`x5zkf=G!bjE2@ONJIED8NzQ6&EJwkVm3l zTp}|^<+eKFy3I4fGqwuKI&<2)1@lC^qyeM+sS^H3WzVzq1zLG`?yGifXtVgBX-sH&J*mgWtmkX5NQH%^Ced>bZXLQI+@x^PK z53#zL7$6UgQ{{9&S6Wi4Yj z59&i#BdK_&T)slKNFr186&EPgx`m}tE#=UGbN6sFT(+lk;r%R$-~B36(?9)c=I`1bG4R@CsR8ldCK?=PMWG0Z# zU0e|Tt81V<<5JPSUojK{{++9qn?n%-S&r80#d|!~ZyWhjfHCh>XS9mrF@?&HfBwA} zKzKCT98rRXJ>d8M04BN1j}FNyGQz%D^#1@RzKEAYeqCeQgVfdq)`ki5WNb0$1yRm? z?=Ocg?a-M4Z1n#CIjkA9JC$w0e(zKMO??}6qfV=kLoIUmdOL39ZS@|s0pahaY&k2O z)f0O^uxtFi4PBnYMk}kD#?fD%TC*P2Gt-K`U^%JL z_l$$I_NO|+6YgTVc(l#Ra(dJwM{hGFvIlAu*_q1u5t0}#53fqv(|kp*=u-*w%h?pK zPILV0N?kl|3agr<_IUni%7r4e=O)Pd55qsTKZH3s& zt8@Sn{KZK$0YKv!>F-~Z);HRYnJAl1xM-a@9WXyS^*tZs?~k;CiFtBwVNN#us&Vz$ zYJH!X9Ovi&hid!QZN;-I76%);SBUsW_LuNI^j=?xpq9erhToX9fVWOIN9$hQqxgfv zzAc4rv|FTPZh@NzxA(D%P7M~OnN}~fLQApUwPo%aUNMT=I&-h?zz22@1RlKh%~zjH zl@9`-)XhXEsHZ$$m0@CJIAKof(z(D-vzJ9$nXSk;2LhoZb&he=C%$Qmvm|G)YKGqCDUb&{YR2RY2ss|qfJqn20Izzt6vid(&w8&Z^A`Y+ zDxM|b0pNF_*O?tHy~4JVA!4*4x^zrj?K_sv;M-bfAZYzTnnIkG{ln9ym`NwLrD-r=w z*QEezw26S(>ru>*%mR+1^{N0#2+NF30M`6PLb+GnsoXFVCKbEFwS#|g?f8ZNgE?zoDS5PO~JE34kYIopfLo4 z&MCclG&dv69AbbWXuugKCXjX~ija~BG~QU}wE#r1mp+S9Gbi0%YFuS@15IdBKba5K zsW2dZ264?-+(Uf5YQ&t3j&V?sdk$)Vdoye*dYXuY5oZ+FlW)pFB+`?G1En)LZdMzy zmEcq_oM#!$S~&pcps27iIQ%NWromkE*QGL8!T=MJI@Onqf^+hUtlOjIxy=H(9(MIT zXj74pG4D@pq%ka;}3p-B(c*^B0 zJaYtNbU1RiD1j8rt|M5~vywJ$?UBb%#MdQ`O=n93q>*0QO3+=}y2}ixaLVd;0uQJl z5na@(^k*#L)gRS!#I7>6Qgp(PYW&;%kAH0#{9rA97JOTrTX>NQ!C`jXi?vmaBUT9* z3gqOLX6C<4odkNUR6em7*Z$u%>On-9edgB*zU=T*jns9qECAIqz1Gp%^^W zqeB=e@5rTBWjS7ku1^ao%Jiyu!Ov=tEG@}zyfIco?)##tstocf!nj@*fF?aLQO7Ba z;(&5M#$+`(nTvk6)&tUwFnyCT(xu-E z86nBR^zVxHY-f>BPXu=nn57v8xhm08S4Oa#M~0*1Vg6S1H7SxXIpo(zuXt)3W;dbn z80r8y?t139H`esHCNXczslWsu@UIqeadu~^87VCdA3420PyW3gb9#QC{d%kYy8i(4 z?tef2wJ-MT{{YXq{Qm&@)dq+E*ZOAP#?oB3`Yp2@p0(3Ksovct=?9d(!K}*-F3(Pk zM-be7YI}rf0Sb7plRd*qOQcjTtN`y-S6H?zv4khrim0}`6mKMhNh&VPM}S2DY0q%? z2n1(p1IVh3CeHOBk3&@>X%K$tkK!uKQoHjg;0&`<=sf;rkMH=S4JW~K#K8OJpQaiL-)pa|xezD#|%#S!_N zGRcohm_-<3t-{ryV~i;$aP2@D4P|#EfSiEdwArjCjao${g{_~pZU=wNY4JlP(Kt9k z`p^b!F)Q2o%7Z-(N+L~!DCem)vlW_!WI?o4M%iK;+~rSd0Ln2cfH}BN)g~7JxA%v&@I)!qwQ|R86DqRjC(Y+*5r+=8(8N3bX}xYw=D1YbEFg-HGuns5yF7zePXHi=alTxxgn1r;-m`_hGGgF3XQJ7%3~WxT1S-aArETKETj-lO#nkVX|f~EDix1l1Fc&? zK}@ltg06SXsR*E$m}y#NRoC``@=K=c00&`!K(^9&T)#K z9U4-g?c%lI(tsdt=72fJ6QckC+A1xQ%G+a%mOho=MWEUeuW)niS{T!G$-)=8aHspCwI%Tty}t=A;wuv8#g>s}@Ewn#qT@OnZ6riNbGdyu ztywNDt-wG;Sg#ws@sz}wV*S=W?|S1db^T{ha&BiXhqXxT&!NwY^lKR8NhA#@^#1_$ zS0j7ls3J!q+i*Sq0LZTv2;yNN&#rTtxqEQWY8jghcpOl4Sk=ApZ1-1QY9`eO3+al@ zG3uTm)F9KX8zSL=KH2ZZSAr?75JhaBWRe~fdXhc;>*`O39tpJY{gP_BjC=2-0Dymo zf$v&IH!_^mQK8_!0O{Tww~lE?opeCl$2=SldhPGE6thi>*RT|m-#kdpS8m^0-ZHwCEv7-!08c96Ltm>rX@u+sNX8FMtODc&YNF z4U1LB7!{#y41av}GyxhQQ|36QnUf=N`cvfEPTqVg?a0gldd=`IZ^Z##(%;wtZBDzG#4BW zLt{Kt5cq@bSD#_jS(!&0utzijw`D)+UmNj25lir%8jsoSsW89#X40iX_$s61l=s^z*9!8K*`9!qpJoi)NnL23ZEhRzi5Dx{JiVpozX zl$SCNdM#vKYI{b=kIZNpYVT1cwgswj%Os@ae7&j*WO#%+f;Et z9c9hjFeeThBCydB+j|nhsvCVb%p1TgO>bM-#<Cq~X$P{r_p)7!g6ak#^&aO+g?ABG>3FiXm3VrK(RwJ)g?OC$g31lrN%Z{AT21ry% z3tPv%mzvUw3yEVJSFbf=Oo5)_ND+GX`qfVw_}4-Bf213|T1~8j3Zo>mVBpOAdJwZ{6~^?^U-5*p2*}Z1)g@oM0bH zs;sKYX?9Sy(#)6jhd%+7--)2hy`{wX0~C%U0aOu&gnACG!+W%KMrwS1G$S z`l>S_#w#%D21xkjja2&_Wc>1E`c%p`4Y71*Z+l*AoB8dyj_k~sd(Osut=xQk0=O=N-X|qVDaavGi1rN%5RiiO+ zwEfdnl_HGoJenSRWX|)-)Ef~?BE)`G&(frZbk6b)Pimysab%U}HC$ejanlr-Slp6$ zk#`{E)GN7&altj7j==TYPc@+ew5(a0poXqY&9wa4$*5G!@_?Z6O6~K2Mt1kBFdRtR zIo&~}ix4e}$PDe74;ZJ(JV?zNjN_3}#iys3W^P+K`ctkZwuOLBWG56EaulB7-N^^7 zJM3O!2|Ug{DJBQZ%PIN_kx$BGWx}tm27*T%Fb2Z!IPY1KUAFHjQ*CIh%JDRr!4-pd zeQg;sJLQL94FF0KNeMaU-kkQ(p$^aTii=L0Q`MA>KHDlf6V(1?wuP>)Ntyb5+l6ey zHl3%bhThm=c>e%7rE^71^*k~Nejsa!y3WxpA#OJ@L&wmOT6UiZuP&F()^&2~c_^um z#zV)Sqc^=06}~7~PRs+^$3BkBUDFwNDG(f5ON3Wn<=xH#ZkH zq114M$j&#CPaq5^=e8@W_&4#s*Wx2fVW^Y-2crbVvl`b43$ zdq1^fqZ9rjr@yrDeYx{m=Xp+8;f{YQMsW zMl53Kk^w)+RPW&(LDM&Sm?OB_FhzLf-;ca=s@}@6qS~T@cHvGx@!DG%yj1YJv1uL2 zIR$^hfgacY00`%Xw6qgns>oM@a(~9MwGDT{`Y{v1Z|6up=o_*8tAJe(Q@T<1xz1ah z5&r$;4qJ~;>slHbm%kA;d$`1Ud}17Q`@i8_-R`gA9YsLBygYPKit9A* z0JNmWu^5zh&;I~kw(Ncz8K(iJ+Nyay{{Wo=x;$!I2{(E7jKKEhqKi!uJD-I>!G#qUWIQm-R<1Nws`!rK^(`)@P6;TcD8>H zHQS32*Yf?HkMN#z`q#Ex+(Ba*kxIsqb|$?0R`Gb2BOS5x3mzLCKU&P2oag)@I%G&7 zzPbwQ)ZqUBLrErw;f)>>D^Iw3fZx|OfivA*PS+Q%NN;>pmf93rlZc>l!1V-^S{2Sv z`*w*e&erYE(Ek7|R;8wceXYu((p{>3jw`LP_;;nOs`94h>;`gvwcc6ji>AaOf*}y~ z0Dn3IoaL;3AK2TjH7R`M@6>-IU0$E3=vGmaX9xy9*l*@)z0=#mtu5r6RCnUM=UDM9 zvm--bFoS}6&}Mf!*NmRRHb@42hyMVoyrS<{n_9YQu1QhobN)4pb3F3!gck12$MvYA z^OiDvz*zO^iU3VY6j*{p3D2c7NbvNRa*1w6*pE_jD@N8bVGkpKbI(Ei>vqG!`p&jn z?CrKA(41m}GtqR2tSqfoD>5XL>05AVvtCNF-8RJj<|&#-grm`H7C9x|DCFn=0M}Qp zwH-f6whyRW2={(;0PBlwI@@wanRC>0S^KQ)(8?phKU(v>PvUiry~D+07oXd5{{Z@{ zoYA%K66;#JffM-*dK_{2iU9Qnoo>9zM;j|UaWapWCA-$BvzirkmkRINp^m~(!L#>! zR%V7=s8>F30*f`7*p+XPS4OZx;HAjUYEfx#3I$#kgEJNFywFOFu%$~8v={4EH4CWV zk$iRp!Zto@$+sSqL2Rul-ykEV zO=t!&nW9Gk24T<<{c4Zd?ygUrBM8?W1#Mglb=;Q^&UheZp>MDYM|G5)zMzlNfHUN= zX0$F}<&T~!&X;(yM3LLBWdprclHyjk`#pqbbM?u`^Q=VE^`Du=z_J|yIB(@aq28EX z6Mgm9l^7W059ONWH4RThju|7hV|62O+*W0eh1&Mytdq6$r>4~)e>(OJ3*nBhZ2+G7 zDC{AAjN}vfZlKKYmbr{NM6sD1@DtX%oj1bXI@W?iZ)CcCr+HYRAbkyc3tadU!>+N* zarT?k?gIgz)K@X9_`-ckXM)0SE+*gsgP+cTI3)1@0ERR>*+1bSz5dX+Lx74ISM=h# zA*=b(1kr7l-Vwk7f&Q7SyFCKpH|td+AhQ5C}Q^tA$S& z_`_6l_6;}e`Ti!`pVU{f%c*!X!H6W9L}AozQ`hn}lQ+h13YGoDM88f0fAJIxUWXeG zgZy9Oh=J5EyrP`#C=c?*bh>ZA{TcCbskxd)EiVT~P+Z$V9GklDRb zm}Q7CRKO#Q{{WLwTg5A#`?7nF{{U4`yb#+4YlaFvvyn?vJxw>39iX(hVf3uajY2q} zX*Yg&t}9yczlStCc9Lm4%zb+PRpI)##lxy^hfRkA-_!A0G&JNsgt_rvn+Q;63+s{7 z^sYNv_?f2L5}If4cKzqhKbWtc=CbjRh)8QoHjy8uHi7x^UZdc@fttnMFMLID_IUdF z0|!5dG!KxWs(e$v{4g`>?T zhv6+V!>FE6irFJMJq|Hgt#7Bmxs9n-1oNv z1ja|N&Z^)1q|}974;~V~UnIP&xA#%>$>U0C3T1W6tv>R=PddoDa&iUrCO9 zNj&QckNIXf;=3bi#uB0Yu;0QlS&`{_d>0;O&CEw9ngHitO0|`D+M#w{GD!lPXQSTk zB1YH`80%exw=hTkk8ZeQ%~i6xou)7t@WY+mr~?>UC6wh|Ln$3`RpfZyRM>XJz4}(9 z_FAr^a>1W$NP5+K{TkU~RP##ungGGRlFRKXmhu^yx`9*ABtAQ zzkR4`6M1dZI3GD9%)R3Dq2xW!bqlHTg$%VlXD zK3sr${cE9)%T{6k03O0Hof*jI@Sx1(CAPVRgo^=>J?UY&w_J<4OBVhSU1Qo??*9OZ zwaCZ!6n}*BqFZQUj2*n5+09pIo=w6f=~8qY z-2O~)c~~2drBoKMsv&MNdsX(+?qrpoL9h>6wG=jy4=zQ^9)^H0C-S4t!akK3*<@(U zgS~HyD>X-ujqECq+9E*VcqgDV0nVErGH}-pPCHdAiv)&WH8bonn%ny=%&or|%{A>> zBemoN`cMZaaUtatb>gw#PPtWQVb;3)ojq6PPNJZU85hZF0N^gHjL5N^sjM6QEP@oN zcI{rTb>aDLnl+0N`jb>OyKOg5h9-@~(?`?_0Pv^z;oBG{a^F?y<1i zor$k;y*?GOXKgJF%$}qWGhCI;{mSfmWa{Qv{>tI_;2w^)4LM&!cJ*eO5A(z*lZyU8GmJ>@}a$V*A? zGb$XZ>?`PtpNASPw7F7e_aTS%u3u5`<+X`p3gr)AD7pj3pHGkgOnLXsOBR_M9KR>i zHQoJ%wlOWWeF*;m8mx5nE(~KoLH;#IIm#PEUfAtWN{bSQUU9{4O&DUs`?ZC8EHOof zGy%=s>Wv(Xp>bUN_o?@o0!?Y$1-O-rV}n`qX!A%zAjtNuG&3{Hthsd<%{ihwKtWv< zo`TGPvu*q;)S73On@e=|qnJ5PO=4{9Zcl24Yj!6i<@WyoCb~w0$v7uIl*wWet~=4p zO^#peDf>Mm9AdaH9CAF43?5d_c%0n8_O`|?kdVhp|JbXa#d}{5+c=^4GU%vuRqzf?erXQMTn%g*oK?K&<_jkzB`~ zT-q|f?+yX05XddL#_@{lF7$~mp&VCb_N}d1}>QEP{DWRAXi>ZX-5Hg_vZ$)0tL6;gy*GDoI9yP zGm6<&@?m8IIjpyN-{e*4KpF8urM_c=D#@8(ILXg?X^qvg-9=_eBS_^yI2@V)>SMSP zMgcW;5SwztgIo*Tyjeg_M<7<6j=YGXD}YspddyckNuZ5Km@-zODhlO3Q%)C4EI_X- z>r4;1#=(*6L86Vzwl|TaY#45JrcHj*fQUBcsVpPSW(OIl{L}{nk|;GTx@B;Bp7gOm z(hZ}KDg!#>4z;HR-U`MP1vCLfr;x{OJA9)r9{}{NJw;*?qA5s}I}D8Usb*FzSacOcO3K7A;+4#v=9JSJ8+qs`OT}^1ZYw-b9(MOM^R-wI zbB>i_HY1on4aoJWcZmLCI2E3OfG>iVi}P`crE_oP50ID5LvME! zz#^Put!+f>(Ffva1DKTri;hDNTF=RiuuecV)!f<{cQi*Pu;+(ZeCLNH_2r7;upW~vn^cRy3wfGUh`J%H&~VRd1H$Q4!g7RWz^3QTMOJWxY5 zVYv$~J9e#MC}qm={p#k9S%Dm4q>AE5U!GL;ptGw>fZ)dx^c`u2G+~CSRyU9{mQT8R z)}r}txn2OE3_H74G6jz$RY_v|KN9slD`nsI#{&PO#`Gak|p zT5)pR1A#yil>_Ep2Wn!AeGPuLe#alSN^0>~{3iIbdOx(#MQx^PE;06j`?zDbb&fm-&pX+^Z1dA6 z@{VYjG3PavcWh-}ka9T$a6ue`2>0f@BRg(!$~V~ltt3!J_2e3)%5&{smS3?K?Tp%t zmLCH?D^4TSp+$p8y?#99Qxp)|l}PctWc=*eJ4T=IbHjDN-P+M^b14_>}}ilb2e7FJ)yB;~DQ&5^1+q6&Bezq?Y&Wd{HHlo~ ziiDi~>bWc?H44LdH6PfSl(}uA(tsn1-bo0@-8^K}(p!`zN8wi>R|>JO&5F2|<+lkJ z+!_F*1)OY~S-xiE)UhnFx08$@=zVH$BLwa3)YVC*jy6`6zERSEG=9#Crvv6b^%_Sc z%y`+irfQ6urM}&eCgwfrgI(S*Vy7$ZKpVo=KbhxYp4BveGKIDtWpgq8rGR;J&u?1k zZ7wEQHig(|0Zp~jk;dOz4XhC4%-fAvTZ@B{oO{(NlsjRcdk*zz3kxg=p@VVlNG1|7 zG4g7b=+{1B;8SF}k{}|q!sop)*^*6jAZ{ZIj-=Hok>nXkeqqlQT1%Uq#aa4w;-nKN zm$)1;pe)Ol&m!Z_mjrYbPU7)nVxcpW*0ZO)9F6>n%bQUP!u-uZjZ=JEDliGAy}*rf z?~_;!G?+3Ul$x*Qysh&#b3hv+`7qm0=Svixa0U1$rYkF8KqKl!TZUbQR1TeUKpHZ; z$ACE=wGnA%LJMVRX_J23=Zbigd0>IX06`X)E2)xq*gYz={{Ut}1WnF)t5-KNNWkZ4 z>59s0YnO5(k2!7)09q}$Z9|NArUuUnd2Xh!#iQyDp;bEd>HamZABANYkW3Vx;l%)R zQL#p3$s@f?kgm@ARi7S=rp6anVq8<)bv5n^j?JU4#o zH{w0rjdk(e*}@&CAqePy$gJzn6WYW+L%-I5BDL_{tU+3DnnnKrKDDeN(omAh5RXAz zbiONv!!XL?u%__@*DT7t58*%_nDUK*zFW}K z<&r56$~mf%LQ4X&75dS0p+Og9x+WaSftsZq^9Ks6x-RWi{>eO(2UEY^w4ktce=QU5 z^{6!WNG7|UNe9`NC_h@UYo+Qso#IO}m4F-oD{eg@m4iyhfx_3gcpt&dC{05D0EmYw zrnQ7Qj%wAT6JNld2DH*3j{ar+<8nc-Pnu}$qiJ)NA9Q+BINBCC$O^TQBE8h5e}q@7 z2w5H^=G(h7=D51PW4LwgS{AlT3g`I0m0Vb3wp=gXsgxJVVOtqou3;=VJF{9bLaKv2 z5l)OC02;D`B!SS-NWsYIigG8-xvFrO;~A)=I}Q|N)@Fm6J^0b5Sf=JR zVJ-O$ngEJ4XKqDkylRRFJkynSj!r5tgtq57Gyz%F<;Vw$tndW@nzbN~HzYUVS$CHX zqbPnsKn_~zW zYOs56FdKQW{i|N%POv}&C)AT!;?mwX%xUtUdH`&f8kBMdiM-MHRGV~NRao2&m!t3> zr8%SMtHyW&uEn9M5j?{S>5jAkR>Mu1WWbPxAC+uPBw$AZe9jLdo|5t-iGESqw6yCe z{?=x3k?%kjBeR-VhZ|IM6=GC^8-0=BvFnPnG~}JD#wvuSFgLKqI+_58zSPgRTF#1Q zEc^a!cB?ltB&Z{gl1?h9G1;jya?}Bzbpp7{ah}v$?Nr*MIP|Bi65mV;90oPeL#7K& zss>p1HE0azppslE`9*ZL@q3zUi!vhsv77)2DjkLg?eC;3YRdfYgEx@45 zB)l)-L2bV)bL&7B(rHTtjPSkdeMo2vxz82MtoF9WOB`mIb*i+mn4tLq=|CFNT*n#` zjmq|}I^fGJjOut}RW9aunL@EG-mlrDvZt8i0)Q`Ds)$BLT=8A5lWx|w;FHU9Ty3L9 zzblS&T|e4|y|8TVz@QBai-K|)x>gMLKQ}GXv!7Cy=P08JPg-`=E49Bm0IhqdT+N6O za(mS{AeCHsy)#!lu@irLJw2*K44@f#T=75}FvcVR1GgP2_>I#lc^+M1AC1sG6#~7~4 z0`XmLlcE=3_dhBQYg)%owbP<8vhMe(=ex-A$I75k1LsI#K^%Mv&N*X{FnwrA8UFy< z9jeN{2q%wf0Jm=!mNI+O_HJTF0MtHnu?iQhYui{z_-Mv`=mRv`G39=0rF~}(nQq#a zw>XLf?br1cW5qr*(0mPK)9SOSm?>q51CxxNa1J_kHSkxCJ|p;t#~R#|tftFPRy!dC z9E_YCfDc28S2vA2^*z7FpB!v7Lv(@0gH8;=!5-Q9*4och$lDP>dUzTVtb8X9YNYZ8@q z-pDwt(>2}e6-C;a$mvS3S=+Ekn|!CQUMkc{B%oyBSAuw;3c?6SGA>xvsMO5ABH%B2 z(*nZYJK1XP(t>qk8>m83G3RbBM&d-KT|-O6dO~PJ?JXMu_;vvjC;`_GJx^QR0^);-3IP4 zOjadI#mN*7#FHDORS3lAy+#$0w#sr^tVYu!@0Zi1IaOyn---rA(TK7^;iy#(K_87? zHtKM_g-l_#L-LMkGTca_To6FcD)b?okUm^iWz@?AU`BareY-r7WIhR~BF5Az3hmvJ zPc*>o42K687^q-j85_CBIjLhwXSh}gxHmySS&+$fI3K%m0j4ZG?k;_DYpt@-Zm(|3 zT_=?g^{#~YUq@Ju;kk!?XgYaSjvh;(u%bnmewo3kqVWF!h%aK?At;T|@%?MRwYJl3 zEzEI|ymT1NX-PhzBnq)83VNO>4n%QUUxO`_{{Y0+<9O+c+>gWh4wUOKgvg}ud8={h zf>#CP0ljKXKw3itR;v5lw;=QUt1OW|1g#zu#{3~uR zhjLsqHno4Wlam^c>MB_y@OOo065S2W82Lahe;NS6Y2$_V=-Oud516qz{c7ymZ;W+Y zK-TUopd*om{${Fc9~D|fF=()mgP}M-&1;3Z@fV9cM5Z>7?C1d7pVJkXu4~==Gw?pA zX(hkJ9lD(Ila>tWf$96R*yr=Fn03E}J|Osg;yFA?@LN&Zihg@%jd+hcitm-1(MEBa z`X@~AZ-@-a(gt1J^WXKZ#y^I4&oI1~_i`^e@?>G2h$GyR~;Z!p{m91wZNK+Sr?{5H@vOF683K%z*eQV!A1Ptf+weEoa- zGx(#yx|4W|;YPReqwia3kx1%JGVF22D#GWd>3#{h)ry-a!Xt3bdmqNT%`@RGt*y`6 zr@Sj58~~sFdhi7OqdqHqHM{#4#SaXA;Z6jRykrsU`=vGQ{uTKB;J+Oz8+*mImHNct z*pF-L43DG!$8j1Iq@ z7b4(BI{j(Hfj9vqJ1Bw$2xXXf{Fp#5B~sKqL69v$>wJj#@=|&d6bK2cJ|3US0#6It6WSS zn7Dq+j8F%u-}sYGw2Upe$sK*aO6D*AAeht1uq3~!{{Z%DgoeiIW{^sG^zTr$kJ%G! zjgotwv;nI&t9h!alJJwCTF<+_Y%QgozndW(Z4~&ybX$12E#AF1!`du%Fs%3z&fR$F zKpt~#;C)+CG2CjUt)tFy-n~yt(JZvMRy#z<$1Zx-jFMelOS0f?QT!C_21Zy^06TG3 za<=YD5g6r=91XM6ZB(`>S_*? z2ze%ER6=+2k`_8Z)gSGhaFX0C$h+ zT`F8}vPWUDhrMQ7TVGxhuo4ROEGo*_UBe++WDlQAR$y3$JDH>s1I22ko9E1xvZJ7> zqmd%EDi`Ka!T0>DAY1F#54jyek<*T!l>lqTmLTqIZao30?}Ra^k|n~9!m&&it1CUt z=rTvtV-<7zN+{J@%|6tp`^O*Bv;wupvnY(TFqe%_s}6rE$a%FrQ}>%b&mXH3{cE9; z=KbWvi{(ez2mn^DmEe1?5^uY?a}06z$M{eO9=4F&A%*AjrBTPqc&l1fubaN!D|Tn; zxaY6X*R5&38}J{7$+^@e`$Wg60f#hy!fB$}yT_;62ob*Qg#Q4DpbT9n;jfCds8x3h zSPvxpzv3&Ym*L;T{T3xYCb|1msmM|0DbM@_n(}`Wd{BnXg56#{!5_mI$MUZ+Uy3@m zr+n7>Vi==8b)?!){yZs&`ZauGr|8UWyd|ZG7qpJV{{ZMhyz|69CA!vRW8!^OM61X| z{{ZZ3jJLPcwZ_}5YI_5ARbHR)6I~^?f$+~oj9hBhYjq;>OEiP@29VBuJX7JTU~R1t z?p$;~H$RCLYR6geJ>9#*rf7@{9ILY~2j(k!Ux^i+=5^HLTuHzhzr{Fqjp-vxXh44d^^<2r$o#h8C4 zuNBn1XX8C?P1hQcfDyu~r}$SpcYCP?BKq~GXB`6({HferhtfVr!*2;}j=`g5103#S z{b|>q6}&$NVYP_Kv2bw3NB)CfF^02+(>X3ibCPjeRxP5ett|70%H*SN6kItDvsw6` zs%mnZO$yDe*_#E!WaIH#N{{4ju;Wo>L|E!So0~gokbPA%sgr`2{^@LZMO~OOyP<2$^KRJEsw#gn}%8Z zLwI0~x~gR7+lH@B(>x8}Z3-bAaVH$**zWv^qQmA$_~%K{yhW&7mD23mKu*w3NAs^q z(>@F9+MyrYq*_PR{nkID176{(d_wTYhEd}|<)j?tK_mHB&fX{epmps|`|MsEw%q|d z75m5YTH3(b?7Ba~?+AEFR{ls9;K$Zh+z;ehnXG(F@a~qaYjHZPDln>`kMXY+(|i}> z?;k0jSh$l-w}0XJNk5Sl-{@ZkyfdW8lIjHBG8~e{hfkq2%(IHegs$4_V->L@cou7qKyM^HiMtkS3fSgx3>Y{ zQmntl{{ZV06LY~d&ww{q5_#S$zB5Ii^=c3P%GKW6_yfTH8a_pg0Sb)e%W{9c9E_J3)}it3;knThTOvUf*sv}=kvuw zEIORbB@vjFnv#4UuKs2!8M_SPp<8=crjyESlgJ0Pbr-sF%OF*30J%}y6^Z6q!X!wL znNv9a z8$8Cq?s%=(ZQ2dO2tIb`O>bK0Qc9!GCP_~vM;uTGo=0yS65?_lmyciNT9)C&Eggg# zo>PqDr{`XyW8n=t78iFY7b7^&G))DKnzWHd7^&b;2M=rE+2n_9)xlS8z+$>P9}a2J zN51(3j-3Ahg>6R7asdgk)Mo;tkVzl{ci5}#ngFRbo#CA|eDDNpdjXSKA;sJ0O0*?M z@isrLYeR2sG{K;V%13qt57xEb2XzrUEI|5VfvwLA_`{`YXW>taV2)+P+I`OD7|$^< zHQ|4;ZOcEx=`?3e%?<34;C2Ng82u~lOP>zt7xovL9-#hj+n{(`lfaQm=NZO1^{<5g z0B5_quZ5o%yj}3Z@cDMv7Z(#+DFeKUs6oN!Z#`&>HJ-=X_S$Xaas^Pa1oh`Nd6LEn z9d%LWhU_^0RcYagg3YMRsNS7A`&TLAA060e^FwK-LH4P?h~pp5gA;OAyox=#2A#DZ z_?V7AI?lbdy_!AR&G^N3bCO04n4!+WO^+++8tK)KF%2 zH#+|Sg!Gf;ME?M3b?3h|$KH7I?f0gaZX!KF?^qH+1+d@ul+*2z8H|JF>;-6OWnb!k zAk>h@eRfqz&ISkatQXRu4g28I9=wy*yCH8JEN7Ls`U6aOt>s}O{o&exIQ&a&Hd;Ut zeR4moR=B&l3$|18w_peKu9j_#G4a@Qsc^$aE{&Vp*^wPwx|-=Uqk4r4yEmOR*aVMnC;}=d~!c zYnyQuSq z>G&L1SEc+Tg>D4CCAn!ZGv$Oi{S5$lJ8RnA^}my02#8F7gpAahcf-FDYLaigfU*O zaT6$qK7^dtYj>+@cJTSK&W@w=t}9XajiuR~Kt!lJ5J&5Zt1vMo@cYWA%^+vixm%A4 zS;Flsi(3`gGUUU{m`G>2>!`!{{x^P1ETIb8zYFP2}v zKhLc)MO$--@qyO2E-W=}URA=Lr~I1BeKshQ&601zq~|asx{_Bb8si^@XS!S*mTU^y zxO7qbp;TlJ$U`qCsDm}FP~oIIg;sUnCS%|Zm3b2cm+R?G3<25(F+hqf8wL6Js?7v@ zdUIFYv3$w*Y628X>snk4vjYRb;-Q+~ckqrYdAq2nj0?AMJt(*w+eYAEE@~!~rvZV%&qf4NTtLt;^r})2 z{1MW$yC;GLwPaj}8x z^(rg!x=)whk$-jj*hyFQ6)h%WqSLxRUnSAyxQJg`N1Jo=ZUhiP`c`elfYL2Cd z!*u*>4dE#HAd%jHFr;PP%jj|qHG>>B0dAtSB(t}evqzlOHBvUlc>=Q)iK5l6RBYNd zsOGvoH&Kq|08j^Gn&gZOvXhUNq=qoE@WmK&$4U(ptaewd_Nl)a&q~Y-JE)KjO-nuM zeV#Zbe4koarBIni-|a!D!4<=hrTM3mEOL#fC2G% z24lQz9JX1ZraKfK7LSeaw z%~l5-T2#p+6<%T(FLRpeZY>bSxjK%u&P{Bk7@@%(XaW^;z$cMWT@nW3K5AmKEpbm7fM#<`GL<_eivAUEHAxJT9fYqfz3%g54aTjrkLL$3EqGja;H5hxH58j zQ>Dym81!mtHVzk`YS0R@AO~pY)}eot2X3aU%8U+28RXPV1O4u3Im*n!Mj#Kyq)>Kq z&MCnZecEcA95-qJR|f-Vq)>63V-yD{-1IcwNy{8#oKOaJ#5)h1=dWt5#@vI=UB6Pq zJ03e#6y4B@&;(K3Q`B?1n8O4C(wtiyj+6l?Q`Vn?R;z;SGDa4q2eIfV0gk(}dx~IP zxO391kG)NPhdl>s0BPioF;c7JfGQ%znCVqnmZUnP`nr-Zer2jMC43qC8vfVXPsP0^$Kk(>rTZ_8^xJih<^+qR ziBUYz%7GP`iTQK%&u_ovPBUJESJfQ0D0CR9RPMp3*>lLHP8PDT78?vXs95b8G~Mrj z7OWgH@+hzsONJN}(75T^m~xImsaGeH$f*HN4LUX}!KRLVsP?L`7Qo|*0ornE6*w3* zE^2_CS!v{gwN#cIRMF&$0Iqt{Rqd?d%^?NGx6?lzSpCaj1Z0gQFc04DS#^O}xAszC<^pCy#4 zq15gtsHOWefJ1V9C<3_*{0{x;Qr1H%i28TUUy9k;PSLOqxv8+jhB@Q409N}9e|_6E zVi=MnDi=PLC}jz?M)p00Iv8&50mNGh`p^XuyPJ`>-lS3o-#sebwx1)$?{UUE3Z5$m zkbtYSd(Z}RdD7sbob(>`df!gDd^DUbZpROnff#bNAd)PV-}5hO0HPv-6~tqwQ&G8B zU8+uME6ai(g&S%J?-dCylvwkJWMg)HAYzD+`do@#Lxu^1nrp|@@k+ZT$UNFN4Iw1k_qD!->@%BQEkk1)f+Rck^sP&K zcw$iDaz%3oSBl(_oxfVeo5UBTjtRit@XS zO6o$=GmsBzq2>o=F4+|v#`iq}ZFn?>XoggD6`XucJ3sFS2e7Vm&k&3^Ks!>c#hW6r zkSjGD#aO>_eRp!@noOzaD?BLG!d)_p%F((KsK4Dp!@2Iqc5f7Kwy-;hp$>qLJN`YLm zZX5yLpnU%TtY+y}YhqbgGY2`%K_rdlaz0-4&D*2|boHv!I+=X9Uw5hWtj#$~z@~mo zXVjW&&Kb79IP|RNK-^^H3YlX_;@o&R>r9zD9SyrOMkOZ^*HL9`8Zk770lHRBi=#F4 z2|dTj0-w&kPe$o?ha;7!1O@pAuS&A2WNp5+ehVQR@^TGlV?vy99s~5L$^PiZD*U#lIP$H@?NLOi zpoi~T0a#{Fy}_lIF#v~>d(y}@xII_ap_)}08Qf?CI$2C%_b4acxy!qi?w6i z=^B3}4geh2H8VZT!9Y8@aY=#NL30R%VX_ZuRhr?!@-U;+)^(&Z2t->BSGlILT{h^| zshN|t$#dn%M(*_rOR`Q^K7dtKurDZ#G2h(!RrE+~q}X3{lmWe_!xW#rlx4dL(YP+) z1qYAHvov^Ql2&7q4R!X`KPe7*^q>khI&ei758t(EM-lTkfq~kFl~QGdl5yILi;!3< zi~-hwBc9yH6Utkfz-M{*-HO+p{O86=Ty(5y3PR)rCV&}&r*A^0o-Eq!^EU#digi$4 z;dt#<66t3oN5K>UqiYOyk?c{{hnEfyQYw*m#?pB-0!a!@Xa=E|%#5q?n#ysL@(iy^ zo#YRMLDQ+Iq-f#!l;;M3EF2=?cp|Gwa)_lz-tSc&caZ$t3XCS^AoHG-0LdjXuGL&- ztiuU0?QYb_BUE$d^s9*?7sv3>1qtDVKI7FzNpEsItbYio@7-f9x2sdM`za(qWo#+! zKn_`4Nx23=>00rLWKgZmQAosdd3gD2U^qZH`cMNt$`Ufk_o}}nbHS^zmctQD5iG68 zZnOamXi-a^OLVHlw9F!22sL_4hVsWj(v}rSNOSj%08EzV*+DOYdeqR#E9GNc=e=2q z-b>D9`BZc@qZ~0>L`WNmpaR;_SLe8HPimFCr8`vTH40oj#|k*4pD{2XWY7h9nTf&a zR3r??C+>>6%t_qGj`c!G8HrUtD4@`oIN@U9MN1SWMluuArBk$q;^I=Vjy-E)_U}ya z?UQPH%>Grp0JCsUL7v&5W{tLyD@XRJUt%XGK9%$D#J}1O!$3>D2g0(6^$3eZU!Ye6 zu0Cbw1bY5GkA-|(`2DYVw^5fu@UwXuM0t;J=RC6RB&xUFBZ28&5vRgqm(Q4al4Fv3 zR&te%IT_XJ8t;gFL2&w(wQ|$kNJ-=<$2q{j9<^E&l#=W)qp3BXT$b}>=WjtxmhGoI zB*mK21vERM^KJ^+Baq1>`&NRHnLjki`o8tNc`nxS=i0LziQzBSkRL zpO8|HOe5gAA02Nh=JL`gEnY^X-uDZv=+NIM6oa|H7 z@N2EN@V=L9MAI>s9eRq;)bYQvT$x&Eqic6Fw2xh7FQO ze14}M_4XyaR?#zyNW^_e$l(69Q(5qqi?3L;ek6frNk>pwN|W3Wc~oR<0&;y7JLNp8n&$|e+k?^J3GB zme42fWf8IVKhV`r?JX_=vLf8cuxUD_$S-dJRUgL8Kdo3A zo}}DZSO{GI02cB6MNqj-R_K-0Z+wB=C(b}4DE|NonLI(JM4}H5 z>1Jt%0zyb1sH)I^!ZW7~#v1bA`tB8VHQj9f>qpXy7vK?&KRVD0Hu`^w^{#bEMT{N5 z+s#b=7w~?UCz+|u=QN(BkMcDF_&>&4)PhY$LuVgT_fPUQ)mZ#3(CyS*>o>n?{KxV% z0g-9rZw&Z;PbW^a`$CR3jz5?+vpoycbW zaBDLA;)a=Q-|;Sw_hXI2Kg$#x<}&yL#+uBcTf48YtcT`c6^S2#6|lbsAXypjbssc= z##F9VGsX$c zOEs^8d^I_oI)XYU&7b977dMNw)IzU2IdjGU;M3H2(lT7F~ya4_`|1Ul4xIUIW*mX(P35GWR>Y*qPX5 z`mXQ|eGO}_=n+O^ieQmPz{oX|dE>iy=JGVm%Ea(+YFZKVihKPb*0k+Gk?pP(z~uF=tH+l96xU;n zU)n1X(Uh?MLcD1_5#cFrq>?mzbP5^if$P?nmiGkP2?kF<2qXDaqfoZA+`ecbeR2L3 z;*ap#UbiOi!SM_RXJ4*r0QRe`Wj6$~=1ER4wZEbG zD^=9n&(wc(na@2)uR75*uZaE(NN=@$9d4MMfC_Q>16|qp>wBlT8m@}bu;6^-ANmbg z9=Q*M^w=VfEtm_{z~;4<*4s}{H38({1D}hZbN>Lc=76!v$p*dR3%!sRkRGIv0Ir`;@D}GYHM#7 z-du2zix7AYy#D}726dX1z5Vk%+U4ij;ObY7e=6o;T@*>TPl4_V9vEl()Y7({buvk* zT)pI{pa7^f+UP%Lb~}i(fk!F;B+v#8y_bk?RLLBI2v?}U=~9miSx(|$rtVfhF**K~ z+>KwtYW`KU#^Ar+$Uos)gItet+UWND1J4v0oRzPKn%Rr3poA|^;>YV<0%;JuUuwCO zu~D3T(OMEiGRGrc$P~9EV?WBEO+L=)5n6IB&tBiwfH7i{&=z=O^7-m=YANNtbbloQ zhq>r~TJNE^&}~&>w`_sagPhf-iUQ-#0H>t@d7YHEP@tMe*%o?WXY{R@r<&netgRXI z#^Q1PE4N$S8WbxGS!2cl$f+%L-9ix1tO*Q9_=z9ZfH|1_6XR`mEzlpc#y9|MKi0Y{ zFM)^17hWLMim>VcAJM4Qyn7Cf2l{TTG6&p5KhRf`YM&VF?lTpQl-I?NUB!R)TF~b` zlFPzA3)2a;OP{tV``j=sT^_OHFNfX})8UKA5tSSdnB(h#UpQM|c>Bakv1t|p#y01B zG7<;lifQ;weXEy$6zW86b^ax3np_)nTN8CC<2)+sLBKY4bxD_nds)NbWl zoo`n+0mmv=82pVgZv!4k{0-r|qcFSk2s@`GpJiq?SRhqFkT5@;0_R7_F#Ip^Hl}yIn_5Es_bLAX z*{bwk1Z<>{TT_*auV8sUlULOfvPevqE;g@G(y%YJofAul++0oo1LX%i{*`7&hmVIE zMwuChOoOK_lh&~gi!q#A$7my7gpN&mMfb#;53@Vj#fK;S{{RheQTT#uxum&gseh3tKMzqL!AErI(&t5A0e;7?;Y!`5p4`HAL9&+KlCc-w9naY z`Z>J)Yf;#zs;cDvk6&TItXSIGvqS_+zJz~;dFO~cd#2hnl6|NqJ7AyWDRK+io>HH) zo{!}-X&Rd>$X$10=wD6Vqj#D5XBX*}^_ zZk3yGD##D&E9gBh;YWkClvUK1?Q&-<*kPaidb`N=T?50hEuM*NB5*J;N&a;sJ~kG* z^fxPg;|(fEZCw1!7$4CIuWIne#J_}|9Y(jagUh(uGDwpo{{Y`L>Zin)OxtgURr$fj z59wS^qoDXdSJWnw<3wAjF}SfLe<}dCC&q6NU$^#dn=;EQ@S_X>{{Y7YS(4)R<{-B> z2^?f(umc~RdDf%wzrokji7f4!%Rk*NPxG#OS@<8~SGHL^G2#NCbcClT@n@>%InP>- zZ6ANxwtbccd92dz-9Oue6ZvMX>3Io0G?;J(cA9lJ_M zy!}Y7@WRTXXa?BZrg6yn)bgMz%@yO|ZV^PIk=Btk*j+%7Z&EXpn&t1jNp6=CM(24> z4i6utSso*KY_n{ePe6KqI)FE(G1(aWwB3%C@Q>|Tr(Jkw;#Y${C@gulTbpZ8!~4QX zCCB1DtL=zxu8pW^h%z2?-n?)2k?^J0jeZZ`#iuWsb)z@-g5-1isMv9mIr*ugqIyWW zn^3i~)a}p9b#9G-bB)xtdUDvv^2#^P`M?JQCcNABR`D_M-@}0OWZdar=#r9o1~fy{ z>ecU8ULCr-zf&5r#~2xG{{VNd6=yuRIE_kaWMxbA7#&qW=kXOKjh)597SimzsQdbw z^*cWdSz3`j+?m17Nvrn{q`)z1Jjp@E(V7W7?%Ttct+q+d#(t+Y(%Sf1#xT;#o?{;8 zirkM*)b#>7L*A~YgE=Hmb&xv&Q=$hen9TZo3Kg>0)>RJ>`iVVw~IFd zGdzc`Y1e;kc*N5%f*f(k6=jqlv&;F@$P>2|*Z$A64lUw0QWAYdS4~Gpvx-?|aU+0# z8o?eolWU7e3Ia&y9MA>-0JG~ia${(MFMJbFygEgMS-QI2DLEjM{VSZ+we3Ro)Ok{s zX6wNImBL9L;vR6$$ElzXM%8>}pje{Er@*q$)42U{n)uuHi15#dFJrg(x#2iO8m^2( z&w{xr8F`to$FTtPHSfrRIrqmG=TcnTE~jUCr(F^vyF!oXLE{xSH099oABG11< z>wEoP@9h`S4YF~!3;^Ab02$}?cj5+@{i~)-pfq5}r*JC7F6AJANEz*0=+=ZaV}8#} zp7}hdV;ILI^Z8VhctXit-YLt<7pM5wWfquWMV2YI!t2)oO=VnL#cbiyKudel5yq~Z z*3p!eOLNK1QoWgCTrvQop{~f=wZM=d+;P^q`06PzH2n&0#Z1^Pb+cuw1n9 zlBgp6O>C!y?=4_?uPy{p4%`~%WtPz{0I`jym$oxmodNR0A(fcQ!=S}nMf2b@PKysc z`89IN*Ic+mB=G&51IBTm)~V{6Trm$jQ@p`F5De%3`JfEx&WvYRu4OW3paA~>K~|dj zYeFq_n>~x!&;I~ksoMCPPSHVKKEO{PMPb}(9xw4-FH%n;-GU}M<2bHb<~!TFm5MFbGqLCa0=|cr;eDm4SHHVvQO_z* z;gD-zPlrpe1+5|4W8gO&{&}u&JU>eKb$O`9%c>6``f**Ahr|6NOaeDe-ttstEg%AP7>zjS7_uM)!4yqP`Q<$f;)RaFq{F!W>0N#EUH!=&U=lc z`I_am?}?g4m}o5VDPA`W{{SK@&My3G;_Y@tw9^Z1C!h<{@dBXS^&5aKrjW|Ovh`9& z^sWz5@ph9DB1g$is4{c-;M8$=CtcM5ihGYC-|y!i<6SPF@YlokLNTe!hh9(K=khd? z1IVxZcdK17T_!)X#GMaQ{{W!ZI-0MH{7fXZiJEcH@T2*P`U2+j!Wtl!*$9<~@L=)y z^Imy(;^-}BE2P`wcR3ix>MD~oIKlA4UA#q0nS?Cfpd5ZitPh1+4UfsJ$}S1&IUmT@ zmHwx$UZIv3A={u`wUHKutK7)4YO`%q(>N#eG=Pk0pAGa0RaVPv%5n*3t9qA=tfWB} zikW2`0641m8g7#Wn;4moaC23>u>mQkz#`q>kLySdX8n9os{_6KwLapoCD95;w*KI; z^dJ7Z?q~DPQfZET2S3QxZN<8ISWa8snVH3|nPC%R7|WAT&uA3lI6iM$>k=s9$lL)v z4M5U`ZL)GldI0mQy$<5?7mibf^sYXC1>2$-d3yERwgi@pV>OQQg-|xt^DsP?=fki^ z7JRH9aa<;&V=QcA2tf74eFJeAy2-{AcCKdgO_8&h@}9V*%qt_o+e?_f@JiBskIMVp zn)N+HPERi?I&`i^eLm!ZS#T=sU~zX4$mbw%DyP|BcU&6mWwXp%af4J6$OirGP#8&W z>cqDuppl)9&A1h_Bp7B@Y!6zdVn4_E(*m*;3xmZcPWY=PHDtndsJ_o39MACH7`P`Eh;s_YC$vrU;{%~NY&gXSDpMDe@*1yzzF*gdGb0|3GR zK3T`LR(MRQwU;>ct=a8>IggTR0c6glj}1bTGq7l0DDgjrCl8?NGFgy8!jXzURo9`yz{{YJujN~839<|wC*y@(dvpSYX$0KPUrfZ5+n zXtEN@F^;vpa;bt)9A_OWJ%mO?W36(U8H;NR{JicJ43<$l?Nq@Y^)o!szIvLq=8J{% zF@_WY&s@VINwBW)DPr?2K6eKVT>)L|yBRe`R}2hJI#2~z@2+J&Ufd4Gw;~QB03F%u zS&JGN{y;+tk{RAHway2n2GQ8jA%fszBvQu+DS|S@^GOp&A;9~fcd2sAkPZa}4_Q2y z#C-bI)R=4_9<`PU&m?83vPdIvQ00X~F=*0ha0?OmQ&K|X1k^%Qae#7LsjHC38m1SP zq$>h0(}T#UWQcd_YIg+i4>eth540TpXat8KC^}-HEJ^uB&?>}%)L~E7sx)$v53hOw zqRIl?4tG6E4ZXVxa~E`%`*V8uU_V# z9Ez=(TOfK+7CMs|eZ_haT`b(r_bQ6jI9q%t(Juv=Y(Dn3WX9{F=^i z<0Q8OwRCe^sml+%D+cB%BW#}apvWU|2zNR5s9F&=a&eQIk@kr2Ib%)S%uo&wdH|vo z;gf4FaBAUYf4VR!&GJdP&QEHLW&UBtC;_Aaox_7w@>pkk&!KP%F?7-p4zPfqpF!9GF` zg!P~a%q&jec<)f$#)UKAwOTU92?nEY-l*C!iU6Rj6$(ko?OD#JB!imOcuy_V8lv!$ zcBij3XvSNVnTw{zJW@t+@?)BgW<`)kpO_kcO7uB2$tB3zSJt30<0CYr{{T9X&zQSK z08-B0Pf8e$4myf+j4sZZsQYa69cTc_WAhFLJ2=53CXr9ANw^L>&;>h~yyYVpBC(w0 zZO#hT`>+S)?^u`7`9v~wZuM!5fG`Dp`_#aV+zgr-S70o76p?|CnySJkbl3rIq~fJ$ z!l*0Py(*w(+}xbhqx+|zqy>Gs>BS-c0Bf3KeCYU6VPnPEc z6?Xw-1HS}RamYjO1BzK6Bj!D-zTyT40+|hHJ`24|!`jt{i#$6wk*H~NB=I`+4;%T5 z{{W8xU%ub6SM52be$ZYG5bCJ59xKv7hW6OL=9ET}hPfC>)CYDyDua&PSKuC49M-Rd zyk+8FhTbpJ{CnWrkFsi-Q>=r9B1BdU(J){}9~dVFyJ1q=Gm=q1si%(}I#qI{SB?J9 zUmLU!j~@>$JXfVQ%ji`g)NROb+}#L~cV;0tg-!5)?Ek|lH)l&~|APgcjvO=a3@ zJmAtZCz3BSp7jR8KdnvXW|g{b0)QePFBGR8X-LV>Y7PwmDmLC~0O>#$zg2AVYQ0Dp zbf60v6sp)gY9Kvn=V+j-l6j}nk2LyJSss*RdRAp0|I+&I+fI!}W#O}sYWv&U$f7q~ zrg8_pGiZnf4ZG5-%Xuoc5pqXL`7_)ugS2dobCZw8vStMtiNIicRH+@zt+~&ZU$?id zN_53l%E(C_=mD0~L=c7>ox0|o^KZmsEP7R&XyS)$20+;_faVbc+YW77vWq5UBGv&beb)p)bcv!o{b?=z)%IrZ!Qkt zjlrr(F3`;(&S;KtxxQhLI#mmuLKFZl3pWGnKo*$p&hAB547&&|fI6C>^Ge)FP!W~d zPaWt2=bvo3aM=Q)d*3t^iFoy@1~~$dpLU#NbdQmY&;(Ph#G7#^$~~z9Km4>}z*7XV z?ZyfEQzgA42^xak=mJ&>t;a$tx}fejK9vBunfH9S9`!6r+kRpRKC}U18GNIKIK^ET zERu#%oYr}bi6E5(0bQ$G2bF>ciy%wKf zpSxp{DUQbnEv3!Fg^N26rE6N~H!-5`1wlV}*Jga3G5~FWEZxm!-0ClP9wa+<_2z)F zl)4m(<(5#@qy3!(V-handYZ_%*K91|Bg`AY=dEI0_@QKlg{dXz5!o@ffe46osD9sX z5CTWXt$E-4BsZ)XNWk^1$*(SFeoklu(&g0c_cVf0g&iv%ZxGnJFo^OifszMdmXjIn zQ3P02xdx!ukm;qrnn&|F+G>=KB#pR|FphRb;x4 zaZ)o`lSwli^Y~K|BD}H9B8zfM<`&4n6;bCRFcf^pjwxkFakWAEihMD7Dm>B-Ijqdc zByGw!6Sxdwplfib9oIgUs zFbU{6t2X*?h&7nj8wA3i;_1idUX!GJFS1J&n^Cwj$ax@+{{Wq6Xn8A56M^I*DtI{0 zHD=et7uu)|3}yhwA2xeet=wr^Mu-foi-a5u9^X@5WvhHgym?zo(CslJalGRnhZGsP z8q45wYZ&vc7jWx={{YvngG%tVqjM+kJ;gd{XM*jfoNXxMPLb<<(o*OpSU)vYo>u33p zAMTI{>GiKjmRu=O-n*d-9(3wAp`Sd8&9Xj9)8L3I8Dyuy0<#$nSzwHE{Re94If}|M zclN1~n6~5`(a4 zj!&gAqcQx)kb6|YT$*fxKyZ6d1sV6V00t7XuQn`L>FR4vW&~{q>shaB=Dtb&*Lnct zW`HXeBRjepyQf&eYD|ywNc@j#mgIT&K1?5RIIR(JV`psNXgsLvNr6^Rw3a_M)g5V( z*gVn`3!f}<%}`lg4N2HTl9jeE8cb>NCf(d|Ow7u-mM9QGZO^NBsIxppi<~va{||2em_aaInHj9Q#&3+Fn?9D8Zl& zJE_gg70|O#)2o`@_XixqZ%K`@3iY@VWBPARCy{Dg+*387H-886yCE z-1^g_kx$LPA6fugoMUz0=2%?l|-DH(U2sF z-dMp}$c8|VhUDjp(!tt5;FWzMw?(!FC^7jAoC{5^Y2$o zSWFX~Pz6T+09qD4^?0;UE>GU?P(rR`+JmoJx|(!NCz&&I=|B_(jm7JU6XlMzE$pIG z^PKIi1XCP;BJELCywE;IAZM)rOC!F`kp0?=$}(URj8*v834`CIRdKVZIiLw3wpEZa za5@^ReK-ZTkT&otwa%;dSlExh+OT0;i|5~X$7^&H6pQva@-cky2^e zG&_9tz!=XypN)8b#jlPUM}sZjLeORpt4WY#0O3COs<6&QM5SX`#^-18H{#caJ``z$ zI(@TMoDmctk)x^FJ0k>)dn+k`QzP-|TF6xi5%LFGnoliM z#}L{6(X1<*=q=bs8Qe!xSzOgt_}yKLggWplgJfXT|t@>u<*_K)l@U4)R1|B zx{mcF8sb@RK}8%6fK#II^zt||e5c;EY$md?j5DW}$GPU9y4RTt6>!RWR%5d);=;*< zLDx9v+NfRXim|+_^9A5yunWc=t|V-EoYV&5Cj?6B5qZUCZa7aR^FHR=yRBDtNLR{H zoOhBa$)~#i0Hd*R zI}Y?47!m0De0xNkk=Kg4EiGbju|^S1OL3@`U68}JPWd^iw!dt@lbn(|PzHv`;!v}Y zgRuVq^;9xlSt;_AWqZ|wVAC$^wpelMMN$_Y9kC^)Q+ng51pfd^0L@9EYlb2s>(NvW zwQ;nM5o!_$thDBe6O*}^0s7ZlXW~6dI92pb6@0bmS=W!wq13g{6zUNczPXQ2LD&Us z{!{^wJOG-vhwikm7BGf6oQ#kdsAcK`laM*@Ul1KLRsEcPBN=85sd!sZkdQ~p2KVED z8yHbvVQUj?Z6e??VsOM~A21ySZtc57X?3gQw?a6;2lK%EtK-jv1I0fMJ|O=9 z!lm(D$JlM|n9FX>u}*YCjYFQF9|L zzAf#$FUg#L-!vTOqQ&7&dQ~S;zgQzZeo#$jTxs3~(l;Gi=j}3&_r`xJ@o%y{{TX*iM|-cZyGGKiRT@8BmV$qtpMR}JYlcS&Gw1+ zm+CgC$K)#-XfCezNG=`UvW}JSmRyiCUZbzW%@<@@#Y30Oz^Kr-PUG}H(PDx_&v};6JN#l{z@fFMe0K#SB z?Nq!IZH)(B2lNyHzZZoAY1?jYc5Uys{{XLCZRM?Tp5krn zJ9hmm65?3wSiQuXiRplN{U`%WK=L}QG49Fkaw=Ii+kmb2vw{UrrbVx7ktMc;ZdaU{ z2_MMUr+8!G-1e7=cdvsn2RQq`$j}Z)nAus~>UUAw+S{2>oDxm|ucN#tqFU(|!Zft< zrS93!HP?iK2uGB$!4h=n4RLy}jqI!o!)5#F6yToqp)N;TB5T%D}G>~s3m>v!Qz z9X`@Xk<;!d4Ut|)b3Bt`N12`f03lUi-WUm#yqWAj`t$+mTCa<(wHG4N43612{*}s0 zCFR_rLU!%+z{lfLL#AKM1IG(tzV30wba41fRhl^d)hI17E+PRBEP17Ddzm;YM zEhEEM@)31=@}mv`Ju9(`QL@k?@>Gq-s~`UWRd|Q|C0;GoWHHA9QQI3$ZQJ-CTGoHk zbz6~cfM=j5@&=e4uA}4mT(!Nk1|LuUwQ%~3dd|BliC{Mn_2>ud#dKP3o#AaY%rh~& zkvrh8Kb=|Bd{238DARPfR^B!oI}lImD!{L&{5R2IgkS6PCzib-!8rVlUBA^l6K8Ms zeLqZ&a~}W_&Ii*qJ&%WcGpEJ&TY~cAsTlzM05#FJoi)mNmdljs z&&ma7&jAQvka?dIz6Ewo3RgOUf*iw8P6D_cZ(#8wuAKi(&r-_!ghZ0ghM zBuOK6QC)}jW|^il3m|2GQ&!RoouPmUyP(Esuydm?Oz`HD24jvf0Y15{sWhz`$Y*%p z>H)0z^z}wbFQo$~sUUwUZ}zr_Z0{3FWWekRsTq~1nPy`oC`3!aB=xNLbi0eewU=s+ zMsZh{? z?-p6jG5*Je?o;ST^A%QTJPD&s_M6GtcTRcV)}pxhmb0hWd^@G?VbOs<;Xtm7(Lagr zBHe9c<;N#XmE+$Aqm#lnQ!qOIuFQJv90Bc+YP$ab!q&Yi#TGP^q5aw7mgC{?h_wa> zS-&X><%S3JHPA9E-8bP+hhQ`6*B*SQ(7FCus!8z!L`Z(i;Jq-;-3Q7?EafWt>EVpxezsH`jN-Uz7 z{{XUa`5N{w4Ez!B?}rQqb{BU^_qS)0`O+UOPZwVp_>07fEp05EM*J4}f1ef7>0b;r zy-|GqUQ=p-{ENZQ;&;)jQHSk0<3$vXc43iHp`73NnyGVx!Dr7fW8%$}@RV;_zy z(RBX+1^6#TK4`Ww-S=iLa(`Os#<2~Od2qrI4(GT2J62ia(ReGznz-GmUHzUmKQgIa zpMkC0F9LXDN;uUA+T=Y+E&UC5S9*-sE(m-n9F8ipZMh7wu3cAyS(%F$_Fk8!6w)mc zHC~6Q{{Y9U0(P4B7ZiQ_{#Bm;0BC!bx18?V+od)rpl>l{03O1FLew|0%!N@n zQ^z#Z8eB+sU>4%5D2)h?APy*ZeCfPOU7g z(U23UALLL6StOF#p;nlx^%x)HT($0*rRtKIZY+e7xAC0w`Bs#-wlOGciGxYds0TUx zt9I7nSs~pWxLC2lBokTkv!L=@--MbLt(~^(W^=g64oLR{BD~YY{{RjCA?dcV9|ib? z>S+f?=IM}eT2{IhipTz$xz9{wiaA)Wd?~P^2oSAGJPluqqMQ`RlF1LS&WgkK2y#< zgEiKFW$8xV=EY-Dw^6iDoZyCBbv5$LT1V{%@T%YJF_rNij{)3_o=P}Ru1g*<`PXgX zKaRc@)oV!@o$Hs7Wc4&lOcsw8c~H+8IigS(?}Wb5NOlM z7n?aUzo5XyU$@fag}FtE3G0lS(~{3$xm9JAZQ&!K!8JmB z+v)jJuvqmewh~O&0w6nAGpTEuJ%&Qbzi)Ax@_TQ$-9MdwaND1ts}RPqGln@d>}a5G zUHGQ*^}o-kCXuaSb}qwktcvAENw;$r;Bk}1S9?Q@FEy<= zLGrlTqopBLG46}!9<+m%9PE)a1bKs>YE(k!d}kQ!de)+_ck;;RxHQRaQKwuSW72@I zJT~nYk#}wP`quO56lx5k{(8LlmcLW8`q0J$fi z1Evjq%;Feu<+^8gu025ORGRubl#pAxkCcK4>ztFHtx|R&tDiRfJ^1Hk;w?=yuMu5; zW!xqZ+YyyKj*b&OO?@dgm83|5@)-nyz$?pO1IWN9(-rfF#NUOU81a7Fy)Hkp>yf{h zw*zr4v=f301?!6B^dA!ZL-=H$WAUDz`lgo|`DNW2lmi3!GEV}wO*1B}eO#g_VUuPG zfzLet0=bDbTV1|LjGP}&@UC0K{{RqtE8_5rr|M!Er0Z@`w=cHhE7UZ&H0vdKWsF;@ z^OiiHd>RQkh_ftGeU37$NBQeiVDRkZG}l?&!|wGp(p~Ej`Ks1PW@mnhTJhQVr&Ukg zTYZi;AA2E<0B~tx9kMxC%E~%twPed>XEcCaXU$$t0sfWWP2r0@FNqVL z+D3X7DtP?qM~LLMi^%ZCo}eB#_5Nb9=F)s^;ui8Q=43|aqKW{asOh>ckrO_#s0rl% z0G?MPbXzl2K_%Dw9n2Ufu6@-^w2e}jBErvf2}G=r;h zf2C%0A27wDc+ zcOh8z^`H(G%fQ|rhcYdwm4{AGU&Pk^ww2_O9i##eP%-@LqlQP4nLiA8FMo(Tife-Oe+w5ykv@s=39u7Wu3~a`+<+vvGuPU=~{XSVk<0*)Z>rO zn(}>j$9mqsDqC5g0Guk}aDVaI2t6|D<4;KBmPtcn)UmHA*1UJ8XywwtA2E+ln;*)g z(*7U#yIZ&|tZufpC!ojlBD$pbU*UZwL2-9+mP77;O~$eV!tOkA;@wJdX{5&B9!UfI zK&x7J!*3G!npU{g=JNM)cXj?^y{l01?vde1JiR&;x{!`IBl(K+4R7L4im#SQEl>|L zqK&5m@~Il!yJzs{!g@l1uga5!Ju+AI&1dVLGVtD;Ak+LgWSBv;GM4`U*{g(26UJU7 zxD#ANL~eOzWCQZ+T@mm`nPA>VsKPArTRHwlk-5*@c*9i}1gFWKp?N>bvBkfOJWqG? z$s$I0UD(BX?whA+Y{_TgYfrUZ9vq$4O3DY;u0XkSlM*Q7@dB-@0pqrR z55B^td)t806Z7%@2C{XTY+!$|=8-ZH}XA@Y!1Y=c{f%;ap9`#?mEi z-d^rW>T5R54r=R1)Qloqn}Hjj;W()N#r9MaOvd5y$81*Y>a!@DC5Y$`6`geETor5u z>Hwvv7zuEW?AruK+~%UVlW0C$Zf|O|{#k6sgt6nC)oCo+Jo(2NV5EzW~(*2!f;0Kde?nAK|aA=t5PDL$9OTfc8AZW0PUaR=!SC9% zeI0{ zN10q{@?`ED4wa8KlQf5U;8(KArdhSWnIhnhYnr=-56v2V+Sn|QGPtu?BP$^0vewW) z%Jtale`hjgVe@tsnIMFLmHaAfU|`8)Q>`3B}!zpYNifdcSzr#yF734%2l=Z3&BnC&KtD{Nn&!fpvqSd9(FG^ znIg(g)m+z69+IecJxb79#B#iv(McfWILP6>hEX-SF)-&Nj-URj_b-QkvT{8UR zFrP8GrhuqE%ynKse{?UzDF>*&@h|ui-C?UNrEq5PhuOT7#X0 zD96z4HOne#>`ymy^bTkVm~Z>FFt=a|s^EIpnEW{SyWw9QY|<}tX?Q>jxRMy;ciKCe z_q5WkEu-5H?^EzK$l%deIR>?8)654Zvs65c+ebCiTw6W7z5T^PEl?{>A1rGzoaP?| znMG!nTir|$aH5`3?Wa4AV( zyHmYpW?v2S0G!ihTt0t`(yK&{og3!#r7{@bj!Ex9D6z@GCxKG+;GPXpNmw=yB=oCU zU`HKj21n$aGY&}YOySfq9V+?}w4UO#WMQ8|deBi+GP{t&80l2wLbp3y?$2tO+=d{W znuvLVWdwdS6JvHY*fI}Z!nG}Y*Gvv;HYZb<@ys{zdgTo35C6>*BEIHj+vp_y& zbDY;l<`>{}0~JpG@`@51W}`OI;F54nbQcjGq;=x5UOj}V8KU51I)J!V z=z7#-5OglC8HDVq^^5;duj!Vur{HIH?$I0alO=qmjh~q5lAP z01jzGxF;N%8O}MVgGi0+Xe`kRBZxB`w_1|k>1R1(w5?_aB>ADbbrm`&KQQAo0lKpS zKv9-8e<~Dn&v9JzGb-{sR+>ISliq+WI5J^W<7v(+w5Vb^QO{aaDKcz}zf)F}ZT|pU z&m2{wH@V4P!7FZ)p*-fHwpL{d-+7N(>SeGjJjQ>J_N>QGE>pEIgQ2EHh`!DdNIx+Y zgswK`rTLiiQArWs?Ldg!uG}6fgKUhBa1CE<71(-rtmzR3OAM;?pb1XZ8`SYafs)>} zS#Wr2kOEI9fj|j1)^WG3Rl5v8Rv##-}DHsd05KfU z1hTkH0CUAua_n-)H1W>|no=;oH$himBLg&rX#?^{r8qwClyx+~ZZq_%D(ceVx*jV? z3@aydSq28&#B~*+&U)9uAB$ci_yzGA%f{Xxn6;h5BpQvr6#3T1M0pSvR@zu50|B^p zILJTIzr)`hXg?Et8>V>I!;*y;z|P~;9&oE|IrbdAFyhF(Jqb6;Hk$ltWa zt?(1ZF?d(RGaH`+YqJHCKb3yTaWll9X&YmC93mkF0p~uTS7j-!nT17dQTzDoRo!^0 z?XIo$8#r&QuI-5AK~}+SOpD*#bOw4CsCH|PC9Iip%uJ6hK!hO;_?7Ot5^B&{u08hb5UolL19rO&Y=`^3TrH z6p`nGCf-0(p7nG4BIwMA9RLnAUSGnw3-1uL(S?tt zbF%6eHwaYmiY^?e?`GC^66q!dX3646R|ew7E>ZIhDR4w$5S$k?l@kbMOLP_^ zW7KWb{G&TN8b{WqafSd6z)&2lZNTy)UHDQs#W62z;fr*iKl?SF0l1WzoPc}PmyQgC zg#m9`3Q#J~eq>_M{_Q}j0!!<@RZDH}+O0jjaX#svl6nDM6I}~CRCp9@Jx6*CEMi&d z5^6(it+g}Ky$?n3t%@>1$JEygF1Zbt&t?W&n$MfYdX#6(iLg(mKf;jtZL##UH<~t! zAK8m5GLA^%xt(*y_DZX1;a@t-sNU)>(%nexTb{y;Z7)>5ks&}|cikBktXUFv zJ6rz%5-z!NEp4DaQl3tF*Gr~oEYhUw5Kl}VYHtpBaWvRR+D2wQv0cTWjxF*KS8wTE zQIA%6vzaxOyc&FBNgL-L^?$Lr{G~_Ms?4nDaz-gw*POziaFc2RN$c-S)F&2JCL_Z=Zrj9*6U;~|qp7YQ_Ex>R zGRWU5oB``hMOfs-TcgfMsSepV&bits^+JXp#VpeaM^`^?u#7ijRsE1G# zvtSOjo2g%KA{$;o>SzL{rF17d6M!l!R|urB=Cf~Azy(iAuWs&scj-VI?WjsQQNXO` zm7Yf3-kwk}2Rt5Wj-)O?>p%trU{y6Uou`nq+ta441Sariq_J*WR8nh zl30Xf?#s79ST_?GN0Sp|wOWGT$^u6@$e@DA%QG|ft1w6M=Nb2^h*`3$_|}cEXm~$1 zYd|KAW6viH4M^(b?gJ~Du^ch5^B9bSRzci6usF>CXTt9B(vsF7gz^g3o5Zp&?)k@R0LNI+w&nn_H6_r+vD&yj z>R9bblgv5CT3fKMh~xXM)X)Z1tgNIVSJ?sOtVOGUAq!;Nyp<`T5gb*vx%i2HaH%YYFo%zoU7xuD+bP`3l0{` zZ5qM~`{JOvkz$FO9*gT(*E*v}#6$`z^vzMbmU*LJDZXRLsWnA=i`$Ea+|Pmi+JO>T z7$Yd${V_=tR}wi~X1X0R!YFer?ei}{Xg5m3EVR~)`IlTM=~|}d!XxvqPM)5!?g!tTlUcD={DGqV0SpBo>?8l zYXK#@lUWj5-YnaE!x%ll27{#BmOt%FT*GLDyRP%t59?I*8;GsdUhaIc{uKhK#c!x;ghyj% zli8aT0Or-ryM}_-%?G&RqnlCGCXhLlS)uKbTlU@+@eR@&dz+QAUtB5vRdGHa_(x2P z-*}5v`*VME2Or4RfN-}r9vy`Fw-*g{JAVT1ALCZ6wY^-wm7{46fb?_E^A*)Y<6i)1 z(rwW6Z?v~!O9P*)15@1i`^WmKrJsj1zp#lqu`$0Nh!g>y`Uk|FMjKSmYSX}<(Cv|qGplbfbJSCRal zfHEM}J{9QJ&nzTeNSqSOFz3^eRb=?j6cYW5K+pl)K35Ne*U+tZ_8tuIo|MMgJ4Kmy zatSHy>t?{+WhUAE@tFLo?0A*np@X5~O+Nnf2%_}V{PSY*a zSz4?hj&_{Zj8i;Ih2)dK09Tx99yznqWN2bvIkVTOu0H$5dY#0EXk`(vVO3)z-R|ev z7U`r4Pw<>qpX#16(KPuAu@XKocI0F7735Otm)d}Hb#h&a$UdKtte>-j%vS}EUcA#C znbm7PGJQ}RTXoqJa5=6{D19&$(b{(qn_@7JD5L(%;`CIG9=|CLDo#4%4 z>n{vD*!AT`KU(w;5Bxc?frg8t00pa?x4J zS$(Jxf5cL_lg)e0r?S@paeEvza+e)q263bdGxgpXFU1h2ULRT7AMlCO=j` z(9mdck{>w$8QbVGb6sAI;SUjOk*t1EwzTf;!ToF2Ec_|qpAIjbsLrg>@wb{6yCZ+QLn=FUi`fMRaz)2xo*`Yx@r3%iU8{M4~mf)wphXYusI{S z{Hh=LNW4+5pi2l02;&9vI(-dQf?X3x0v$ff?M>aY-|?p2Nv>*299#<+anJyG{3=ix zS6Vcx?H;wNa7WGQ`c-RT;Y~eEc5s`?yK>zAl=$szOyW5=-#Pou%7a=dVRaPVO`W*6 zR~!&Q$LB%MlLMl7O@llv9X`X)vK=#S;sR;t?B|< zF~$^sO6ad%Tciq{ zc)!IyBXXV`uxL;pzabp{382ZBWnRon5_307vqww*D^AG}3Hz3l_PQ@wk)yMQdApKl^KW+M_g%4=11T zuJcLJv|Tgg2m`3~{{ZXM*sgQTTyNP?ogehiN}!Ok4z3LI_2Y$)cJ#O?N%?5sI)mY?q&9@cbs}v&-}V{vx{z zAAlC{U45rq)IQd%bF?WO4&N(Rdk=&D8hBAvzQ~YB$Ehw)MaZ9yLksZ6b(@0_&hX8b@38#OTJ!)pZX)!1_Oc)j!C5=_a<#P&obvQ0rBZtmcI2{F9 zYis8~mmeaIaJa3Q?(Hqqt53bV0Ke9$8@)zkKV^ew`%Fh8@fD5C?o)$HwUie~zj{4Q zYDcGOus7PTr@{X3C;3z_r$`8WQuAzNWT?RYRnFY_$H96-7$a}ANS%)F=TA}Ub(VLz zxHIYTZrk@?Bl&&;yz}A*!T$ga{7nYq#jq?gkGni%?jQHd4^vdGz9;HU8^xj7tV`Q0 z4m?w#wYdG{GR9+Zjta2BQa#02IL{UMfAPCl_}Qd?X^Zf;N(Y&4p?DY@j!LgW z*!23>qeY`MkqKpdy?mYVN8!ES!0!=Ud~o<(@>ySIEkeYC*%D@H9a)JZ8$cr!^oPPv z8fiZi{4pNCZ92x=F(iM)Bq|C1=)ljVYMsm)vDCUHv_4hC0<1BPf1PGZ77KADxBvm~ z{Hw0K(?fygM}!}Cnz}`)iBx^>tzd3&&^y1~FRE>DN~~No*+UYp%Dqw24Yf z76SLEm?Am*IVDeQS3nq&X_IAGAC@83sldqckn5A0+?r`!Ofim4R9j7p=gYzLtT~Me zQ?TU+Dk{`*v4k9LC#6E6UPkh{1FcwTgkLMRSoWj^c_N1&zdteUP5EFOLhT2oR+2_D ztL*F2pL8znBv|_%^uT4#4116OPg7JJD35jtkaVlDz|rql1+m0CM;5dg+mcW56EOTTZf`FzoHVR_$7o+rFY!ODku(o2Ol)`Bkf54)~T=V}8QM z9Ai0F{#1<15^3Pu#*-?H<9h-#_||Tq+FiZ8)`HQsC6!2M{$u!YT1P_#J=ZE9h@Dn`H31C(Y(B&6Dm6R|n#M z3;a#+4xpEF-~Rw^>7$a_jZf2QB-h$2;ExyT(TTi8cox|F&5gW$HsX4@keV@Mndi7dqaf{ikv}gOAV}<}bb_W+MlNbTQ@h5|$y!5*ApP9Aw~sTH^Kp02OF@DQK>z61sE?yFaCQyy@dF z6WxoCFh?2XS1Ky%cnZoF`%bZZJmbqK1;3G^!{#{;5d2qL*xJs<)x5UrmL&dLYm1RQ zSFgsu*>Fi5E!=^R)C%?{)O2k0?gi>Le$@deZ^E&S2iDdgu2PwPM&{-g0%Sk`0v9-C-wW&Zeb$N5$u(fmo` zGOJwd!Tux1^{%@A073Y5VP??l+Q*RX(`ar#6*ZNP zbLFeg2iR!RAl3B`-VUm(yZIWAPk;2LkHZ>lm&|%MBcJ#cdqQ}F_J8o)g`l;YUAq4M z=~QR&IHufuXx65M;qbqe-?-NN+8V^fgvr z5BMX)?#ruRe`;K(U>!dWIIQhoSJt)puZG}FHs7Hm48(uHhHK55Np%aKHt|gEKZui$=ZfDpGha5_SiW=Bj{=wbHh82f zb2v@Cly&^510HCkm04i{U)LEm%H8SrKYnma1Hm=f+x?;~M`TJ_N#vYVT8tO7O6x3v zQ#^1gS)tF*V-v!WODB|nixon6Z6U(jMkMXJw$7YnLX7*Hps3OVWTxL4Cz_Bsn~PH{ zVM1&pp{lc3Mo>J@xZ|~SlOz51;2&Demex5*IUIJN4q{7J2N3{Nbj?(hlwc(3is)v6 zm*!959R*~{k0>5ukUfQ4U}piee4q@Pr7}7a@s2aiTp~>2P=TCtPY_7#Rk-{r0MBU4 zWwX|(xR=b>!nY;2WjJ4(6&oo4V0EAlUVC#Rgd-J7;ujw({J?tGRV-WCP_99$azMMx zLy#*&GniWtqs#zg)lajrkS^WT(n|sc2^yX{)kob3$s8V(`M~C`Y;hq;epSzIYNT;l z*~KHs08n@)x`)2Cx3zgE8~}gM8Lv3Ld*2dV3u_eeZPTlD{&=JZA9vx~zYyxCdqK7( zZd>g?&8sTm_^LA@2g(Wo9qYE98)#gvvZM7!AYjYc% z91P*Ms3RvGE3~-NCAAAId1$)ij-%99s}R(JsZU^ zHm#>B>{4H2AmD!rl5hvFHI%7!i3>yStD8i)hcW%?!g~p$E#`DucY=N*cqhj;f%FT+ zifr=(mdGa@0>F1Q+(&I3o4mjoNZ|c?8sllL&X~1h&TzTLGw)E`hFmg?eJiHbbeV0J z%z$qL(zxja;r6lFyRoS>2a!U2zj)MXG_d{7rkt?0vPHC9;H%OD<< z0m`zhs04!mcdGIhje^8Dt!K9kcjx65N=W5UST0Yk0A-wvw{b$hm^q*aR%0*mQ%qY% zLB(hSwR-LQI8sT2Smr!o%o z7D82!9976}WD2FmJ5^kf*Pd!*U`SRx6I6(n#;g(rCRG{F6?xr6!?_K`@_dHOrJ1dF^-~~7&!JkRosHmlX~&_QX@2( zVcM(i3PP<&147tS!RD9}k@$*os+I)yrYUwgQGrsgCmrYlSyMd)RAy|1QO#)Jg~2(^ zS7_XxSBe0Du72-YuP`_py82YVIBkcqqGk%EfXO3@U_mAk0Uvss04j5wlh&dQk-5(` zJWQd-Ju1Ml_j8`LQb0E6rA+VUIodH%K6a3Kpywe7xyTu;`-KxDTg!wcB<04dc6y_?hX6jUIO3NoyKK9B=@r2Ia#rEZHFAwSK8O z^{?de-%-^(KdRaIhee&O@ATP{;t3ZSStDS`dGsI}{)E3{{{Y$;e0=z86~?p@4-#nM zEw7L;W|X984bBx2R7&N(RmcQj8ueh)iN`3}pHjC5nAp!1VsyaBs^X-~je!+m2rJK8 zg}FKDN#<=i6t)5Fg*{*lg5C3fMHjpNCx26^fmwnqgw6+N8iEE6o5&zK!)> zikkud)cY~7N|jbWf$vle%yGzMVS>kidQ}5;ZwM;KEIL+O$Y*Rf-LI29!(r~^4BlIO zr216}C6Uh3c=n`$Ev@%SGjT}QHtgRjZ5@pOSy>L>pPX@nRZda2H$%`=4qqWbC3@4C z$Vl@3Ty-=749X7VX5iFT;Uj#;ne@#}_M7tlZzr`+9B#0Hs7dZ<0mvjTf-p$UG30q4 zXy`iD#lDSyaGTRBR_yc(h{Fqp<2`5t1Irw4ZNj8mNu?W+GBb?gy4dunA|0{cHEYgG zb=hvb3IOMA^c%hTc)#}^78MBuKLVSLPE>b^q>o0V6d=4u7TNo zX^~G7uJi#^_7%$A_=XHP3=1`K_kJju5G}qkC&FS4dMzF&Ihn)P69@;*rKUVkpP ze{{j*Ju5y-%ZKJ^IP{>ntDTMSi4c;IF7xUu7JYK&RVjiL^sZ#c=^*m>6zOi;da7Up zL8+%T_0#Q1pDS7S5)@yUj2^OgX)co=FY8wp;@uZ?r(kbN z=cHLAm>Y5O)P@=6V3KjSv7+E~X>n~Y%Nt}4^+N9IH9HsP#ZVA=Ob9&FWKdgjwn*(o zz=45~<%!Kr1-@7o`BZlGsN(xfulu<0gRN++0f^@qsJWsg#0sPaz&)yzjpXu+m8t&8 z8%Q29cTzpA=b~8cA$br1LHqDvs4m+}}>c+<b&=Jc|kM5??F~Hrnr{yV9Ce#M@p*A3|NiajD9tap+UeIC(|_K4iA>2 zC8!;XrsYx26M6NhhN4xA6$B14Dr-G5dx=WA6(8R1R@+GnA%)v=`p_0BHlc4Cw|tJ3 znlB|%Oe|D4W6f#HZ((YiB|G2NnG=*>F5WHMs2L5SUHQTG5`A<2HLW$3{piKao>XI} zdVEIfa^!$|Vzj0WBwHll&`r#P;n*UyGTcwN4@}lA#5#OxiE71(`qs42C?Y)yI~PEKRI@IQv*vybi5ukRgtpMKTo>~r#tg0k(ubr=JHIIR@KgM-alA3M)cr zmQq=X_ND(#)9^D^TEden%i0t|7E^)yV3{%>4%pbY|qrWX{7 z%%==$xRtV7IHgA{+nDBnEU^A1KT%bVWE)q2D^A@+s@uEqP)V4Crx;WO{!{_a>lX&r z0c;xz-9WBt)dNUpar>p{Dc6^0QMzdd2oDtic4cVS?hdp7%fl_plNkAHcfn_{nO&qYaF zYH$JTR43Ff8T^zOTG+8hb=@G^eLZL`6kggDlrR}#R@??qTct}RL(D9A#Z+M|t%JhQ zL7@BkfRAy)14bgf%E6Ch~`;;2}mX8FZ+5Psq=oHYPv{eVW<`@Yq7HRnHtPbSFFJ03cU z&bz)A@R>2zfF`|~D3c4+RvZ&Nli`mUtaZ72iH;6;cCMFB(pzb{ne*th0VATw2n&Pj zOn6!-@=a(kU6{rS)j60GwMJ+HBrhCg)wa@owUKymTBu6?bfViEM{`g$mdlj|iH!H4 z4ExWu+!+Cr>4RA|mX6Fr0^|6OYpxbhpkeoqT+|WA!$les+|s$HDOwFaJR+g_vy)SJ zkHi`efb{p`t9+(3Ah#8u z(d^pHp#5o=mx!z~GC=7;x>g$;$z>nTH%xj}GkJ3$B#o!NR5uaG<)~P;r^;(W&p(B=x#yRq0k8$nE70_E~&v2n+wlU+O=DO=0OT(59Qp(%R zb?M3f01D_I#FvBuwxJ?D4uAU8jEox(2;GRYY@2;a$N1FKczD9jwYif`i_6xc%f&M1mH_R}2w%K=*B9_t z;+Kg$E2~NHyT&mIH3+0BZ#;x3R0qmj1q2>J?_XTUJ?g}gSlWaNa=h{nUiI?V?JeNw zyg{K4A6vhZu4v2(nEA+1?aodQC(@Ub1M07^>Wu?jYZogVXXXHH>G)S4bF64qCQmFq z+X2^{ewF244ZLfj_@CkKn|kxK`iuy$+{g2B>WW;Ev<^wHK()N_7NxLgI&g^q!FC|= z>>8NPqQSM@SyEd#7Tz<+ELZx{-`MEdUN1aJd%okcAV17jOZZR37chC6_NXo5>*avI z(A5*7_#aPIy1lwLJ9{1DC-a~UHt~;w?bmgsnVxUq8FQb+iqf>!ej)gQl06ej{?D~M z7x@lH{0IYB@q9?r^i>Ia`z4b|IiE%RUx=qubbOUq3{ z7}`D3NKf8ApOs|jKMu5;8$`R+BL?Bu8+gWl16}UuG;3(u)-a10#sHw?<}BJ;JeRS+ zu46d>pJQJY>Uut(;Gf#Q)=M+xMW{eG9?b7@Ij^qnyhA*fX!a2mX#iZ4Um$#Ohf^OP zycpKemYZY-P!B~ja%db+r}cjrp}e@a1zI%D(eGY&b*}2VtfXM71IE+ZvJ50@lBL-y z<^JjV)`8P6R!`j_UBe?CI@YW~_86IDGac>N{{WL&aX}nqq)(lf-nF37wYiI`LRk-d zilj8Fn6Esu9^8H5$N17Z2iOF<1=wvPv8@f3QL$#mdv)TYwzWtDsXUJLdO58kM%=s2 z05Pr*s8A0cqpe5hT<#HDlE8Dot=$j9`i`|bPX)6@0QEgbi@%}aG-W>2IpQM2`=v#@0t!`?1)s~o~$0qqlSeLbM_r5T? zxr=6>6Bj4198hN?)TC=GRWEc_6d!b&;(SBmyI3O-X5rVD3f z<$?TJ9Da3b=EzASUF-UQiB#uc2cOD-D8b?n4fuLfZ)0w5XB==CXY{O#oomK=?Z=U) zKy2b}gk$>Rw-d!0WH%dhZ8%Ioz>%^)omk&{s^arlxfZtQe&YB1MFxi`wDpFT579u+=4EF3Ld?{KNnc@~EdoyipC9G84}{Rm)Ef-|6UO)Gh*&c^S|0ty_4s z^Z@NLGM);8C<7Is*6m^uxd^AQ1N7qW9SP_8)z{Ot zJyIha*B@s^?tp(vNDQ)(X&E7v8M^REteI{@v1LN+{{H~|YU^xtD+mE;AI_C~@=2?) z*jvN6!}p)4t3YwlY1*XbIBg>G)=sPlIQ;8J{t?1%3SUj;1nRs2U3<-@=@Bd4Tq5r3 z807wyiKzI;!tu7%m(6Dw!YR+^R7+(9(m&EXn_wZ2pgb|HNPIplN6yA$)RHhit#hMP z@fNEpN1|D=1mZVhKasBL%fVOLOlzz7>sAoNzcGX;Kl%x#k(+iit+b0dWO-!@k&amN zSr`5~@YjUPe`myQu1^6MAZPWc^^b_Y6VzmvPt$Ff#Jw@QE&5kG18O%??$Y#6CypJP zpRNe1(2K~Ws(8cVmyM)V(rreWXV9@IPwRtL^zR1RK%Re!^}jLtuvPy6;!SHq;U5!g zrGK>Vjet|e)l-rBS5v3_F7Vt;TINQ%kaAq^T%Wnm5WBx*3QtMn39|i#=E;KO&d;)p-{0$7ed7G`I_c6KZ*KYp7LAik(>5U zy@Rk1#|D`th&~=ks3P2IQx=?`nD+kw$4zga3u(59A+?ANy<4Vh#r0o_+V#?d6hhKI zyfV4}0MJEwo~iLO#TuY{J3Gc*yk$TK`A`SdH`=C|qo?|0tF;FJAJc)}vQx%)daf7MoV&WmAlZ)_uuJ)i@DiU8wb zwbvX0cyJHi0~MofqZVzgmOi{z-0LhQ%%Df>n$7;(u(#aOOfbDgS%Ej%8YASN)0)2) zpBPUvSvC(+MR?|^@iyk-=-Ozo9l6_+{{YuhO|bBPjeJ(dYrDp?gE`;^{RSzQ%6e7* z0FQJHB)z;ciQRhe-2Rp3y4S@S#_27=PeIrER_s3oBxW*SYTjy&!7={;vsX!B@cY5q zPEzgGX*&`ae_9O>B+~DEd*XRZz)Ubd{IvOceJi}P_*(KR-0K(ZHtunZXYw`G$*$>I z2r*fp+Pnqz{VSNg@h-cr6CRZdE`FFFn4k`}!$9!whhQv#G@ZC&f1PDt_}14-Qt*)S z_Cd$<2B_(t5!CMg0DZ397#FTRe=69EM9^%e%n^CaJCbMv&TjSZ8Tf{Fk4dv&kIqR0 zuha^#pAPlyYh!qVe=CkuV4uty^|0^c{{X^)T*uS?9r#m6 zja^gBa5-lL{{ULrw72l(h&yeSPxp;;w_3gZ>+Q9R%Tx31Od{rZ!}w()TA$y-1YvohjXCX+M*k)yg2FrBl%DV zp^Ljk`6FSldsRuV^wnV-&NsI}2(LYl!&7R=R?1mn3OPUhY}P%e!Yx8ex1F`A7DM+y zjGTV8jmOL8df~Z(DDv_JUvetEGepPEjl99>oC@-r?}gqb`%1}ot(lO0)!3u+`Kqj* z2KbMW1+Bnnzl4B*e>yH4zGt(}{$l55-^Vo!cHUtB09m%UD=i=5owOp_O)yEbjs9$T zZ+upK{v+|8nJIg%3S^2Ci5w8z4yOQg6w@KA9*WliAIXJGq;bdp0IHalI;7GrBl75@5u1y~3PI1Mb=JD1n#?OUpAhmT7!9BCsuy|!%PO5t?}O4M2l^V{ zLhewwZ88`_+o*nd;F@br>bbJF+_?HzQ>WlZTN|XP^{l7dY6V z@f74RMYoN+@mnis=^6WF$+?jB0=D9`wjsourDf;=qA{u?X4c!vLDiW507_RC&Ujj0 zNTqFUF^}RciqTCX))Z5#P62P>9Mt#TO_4L|H^G&;D~x|y<+TqU_-9W+_9gp7y)buw z_32z!Iy6Qn$X122@HCVHMtV{=6WWXnFOscxQ2&cDJ&Y9V8duHm=$Cc0CjM+-+G zlX~~y59?Osj1D7EN8$c7i#gLQcJX;@%bxVHJG<-yENblbNpZ9h<&b&zt*G?qP^^QF zF^bF#Z?jH$ZgEy3i*oFBz^n3YLQ}myC}&_e$TYylTYE+m*=h*Low^Iv!Z-Xtd4aP7DQ?v|Z^si^RwHEWo zDoDz>-Hx^MSH)l1r%u+Ue;@b)`%}v|Hrx zPsN0NJ5@56-F65l;Mfpdqbf06JXp&Kf z1HEMkjPr;J;|Hj$EF9?P-YbB+w}3qXtxJ6}+sj*rm*+h@)w``SNG1wo3XVA>=M=C- zq*=%wdHm&3zyZIdS)reHB66sl$~t2;a@$J2yvjjuxw|oJe>%4=t$93u@gmdAgz=o? zpT?xq^dE>CkNkYg_8{NG^0fd^)I2Eys-0_9OHBRc0e_e^mYS!4v^hjNTwmIEgTKw! z@dQ^)eivxg^FE{E`@?j{kffdu;A>5_?*Vvv*+sI0v-nqc_!^g?=H`9WK00s4_9-kSPBE*;rGxZ;W?W1Io~}{h@j>IR0y1cdK}x#$F+8 zPpLJsj%Qfg)Z^8$*m1LUhA-O0A6bk2&YWkOs_0S@}y=RP`V?dog zqONFP4Da=ufh6($m4CcWNgthkH>UVkPSD~gu!7Ijo@;I^bpVAJ3)30t`BJ%;Imc+8 z4AJy^WfQ2K)45!KTI%A8G$6wtk~1xFg=DWe^}~wt%%aGjeRlb0ao+4cPUm zSpYaa@0hb>9zc@*{;yN9Y(=nq1%O+Vrb!X>QLlj1>fJ&(@`}_)Fp|pt9;Si%}uV zgS7GW%>Z*cwxeO<10|exIL85jV_8~H!YjR5n4omrcxLVSn))YB(!3eqYj>T>%{mX5 zoS*TocK716_X#XoO}d0V8-aoNiklN-&uzX5_;*8gpIEpu$T=&M{Tit28fJl~LQ_Xl z9k}Y%GzsEQ5?{3OIeAIsWpRq^?feC+UMpPc?zXC&bR9i-HAcLrnOo`CX>Ib8x%-Yt zscfy8Ci^kAGt7FiIImBz)BG`{N>tn#<~>OV6>{yh7>K&lVG9@ci5$>AQ<=B6yn-fM zxKhml&KT!Eon_qWmU@_$&_m`lLji)0YW3_;YLb(vOvUrjaz6^llE&s2X>|K-kjK=M z`tw1d%)T9-bKf}u$n^?%-L)M^*-r8$#Dlia^rn5Q@Q*Fh= z?P27h?gdh96+Gc2Y-9xg02Ot!z|lwLs+ROM14f=#&BGqvlmW`jvD-J2BKePc#9LRI zc|6>euDW=k?Bvotu1fjp!4h(R8emMtzOxGK2=72oP95-!U~vVBcbw1#zt zLnL4~V?Z1@)8EV}=Wf%3lUC!% zkz&I3tecn_Scl-|yIbY^KFERR+OrrhHbD0GjLiqgH(?!}_q$uAk{j8-(decRfY?Q{FyGI2qf!D_axuRGak z>*c_WjmM1Rzc{T8FG{x2ZG4B5%-je#9=-U@cCqQYZKZ&YX#ktPL9E&C^t(vaN{2nM zo@fJ_7V(q&thoOGKGiyC*Ass7A%Whn9cf%L+rhMdpK7GKrlcZ!Xko)YLyP=p@@b#A>X8`rh0C~2sZZ#0m+eQ@@yzf!d zuSpR`gui@O(f4|7oskM84Y+z&J#w~I@jT90(IqvfV&W@gW9vmhgbRAjbZ z5Q^Ig)s0t}Wkv=nqV6V&I&AlvP3m4)Ok$A_QD0(wHT|b;S$BH})s0;r958W8ToV-T_HzPU7K9%>^!f)DN!d@KIqi)oF#nNWM;tczmnx6{6B)^(o@+3J>J`%RT+ zhC#U<2Om+-73FstZmVl4^Axf#Ly$kMaJ192G-*AH2^y?^Us_}?U|f@sO)4)!- zbF8Q41LQrbN?R8qnVHBd$68~L-tIhRpO*4Ns`1jIRCiM&oR3P(WHj5grkH7iKS zaLf4BSk7B<1l6-3boq};23Zn@h!OOrg=buY*S%7caF684s}RanRY=Jc0Iwd?f^up$ z(FsBQu$$VOU#F`MsU_y@gMg5eOD$jIz!eXAfLma}dnXb3CLdI|v9ibE3@ zUTSo>4CJ0ORTAYRMH37Y)}%gDp)npP0UgxKkbSCVZQVKJ6+m!!Vc9QB~gO@wfN zFIuNEP8$q5*w!`qyY3$im?JIIPF>xHHq@c#z^f?jY38^`I@B$Cpc~j(!S84f!&G=AT5Rp zX_!`G7||ehPczesMM4x4!8J&UY+ixPO~*`Cw2@nr-m{k_aC=iktbSGPR%CBr72~Zh z`oc1Cilu2G#@0P**OeTK3RO?adet(U4s-IFl$_uiuR0z3m!DBU6{U^QT3EYu zsP`L)f&qehn!d;Z3QkwOX1i>12LR9l8)YDc?NlOWjf`^+b62G-%au5)^2PuFpPSZz zAb3^fBR?)FAj~7n&Uvd5+mfZ2@M^h@q5IuUFeZ?O8ShiV`2Z;9ph)C#p7k*%3^3%? zmWXd`fW*B6b*x8)W6J}_YV1>N@qqsT#aJ4Zt3xi;A1LOUAm_xTTXE+#Yall~)oCLO zChYLlG-^|+tq>QtgMge>n{@$;8ltBs<=~36tN?Q*b~2v0 zrfw`a;;ah;7|%*wqoMCjjR{~#`D#-8WZI)N9OO7?n`d0~rpbjEUNkHYe+`G zjh{AqQ)Q2E-JOiI9R)HS01PqSta(vNnRA{gRw(xcm5aAtD@h~s6Krvv{kl*FaN4a6U?`tPOG|zCQ~aZ_AN_g&#al#0FSy7}5kV$Oz@J>y zP2vk1NK9yjh~uHG{{Z+&q>+opy8`tdv;ok?r`#%^G>DY)I#q%Fon;7?>A@bOn&9rW zo7toV+~D+D&uL_px5x<{JK}&k`@L?-n>Gu)k6Or+SG$$|_R;7o3-_G)Bbrz&wQIBT zDGEE90NZ8_B7DS?)RRrR3LAq}hJ|=W*OSZjIjd1v+d;$6zaF#!Meepmft-&@s!iR_ zHt;)eD{4vYVP*274o7^{R~PqlZCi8@fz^5U=1yq)0+&3JbPSs4VQ&v0qf|$gI z@T${Z&&bY4tyGFsE0tU~sigtrCx0JGiweV{m>EOPI5l}^i5qNL-P)@~Y<$2%lUGHr zmc`}k+Z9DNnk=mDfGIxp4AV&H!+9B^-rh@wB~;;h8tL?}4!rU#)9|9HM&~4?k(uGW z8shAixL=SSE7b+Oc1ViY8SPOZip>@n7ZqO;Jf38yARYyGMixhpR;zBs*2@9_=~4&U z0q!Z0eA|z;Wlemb>;sZy6 zWaNI8>=Ih8&QB(+49RXd+m1b|#jCrX1^}f<5e6}nR}=yAf!4YJje~E<8TY6Qhhl@A zRk=$l?Hp5VY)O-MtpI4~)@hPha%-ewBVR0Wie;_0m4mkf)|O&pZ(0CgB$`sdb?HtK z5T0uuy(x^F(}Rit9F{;a&$SWRGM_Ni*4D+r+QTE(tlTmzB@YJ};(#(P3X`yO9csLC z1%5hHiOASTBfT?)QgO`yX+}KJyRfUVLFO{h!7 zDn`^9&2fGx)mTgROIE^>^JDo|-nW1Kou{;$w!3hmyrC{#<@-aD%y~JW3+x>cMmaTh z+S!z4m#SzKBTUNQ4+)c!5(yq^`M+`u&&&iFCvdmr)V2>e- zCnO$%pbbgo7MA1|!N);ds$6D3(h^mTZ6s}ST1$cQo|Tt0LNy^5zZ3zfEwnNsO&9@c zbdc{ryeO(s%EA;=z^it}OsuD+1)@orT%1*yE%&D7UKXPA12@ZBkwq%RLXVb$3N0qi zoF0O*2b*_ux8D_~b8Z;oGlmAQT3V!P92`guXa$HZg{r6nE#9MQ(Nvnz&6u`Q??jADVzSFEv-W8&F|ILi07u zI|=R5vF$Qf_or|^m1bFfZ!QkB0imbcq)sG1Hagc+9n>hh6FhdTT{_jgpD><&SEOq;12qQ#0kTmAYnt5#rsHT_ET=6s$;En6~ z)-ASns$`2i({m#cp1(@ImivD03mT^!5>51P5YTeH$)M3h=NrvN zO#G^Q(X}9>^WmsbFa1BAJm<;l{HrC=Gdz>0_n^hZi zIkLWsimP*dpy>q9dwggA0A)iD{RXo~#NP2Z_c>eJjtZienh0g`H9DaDNa$k%3w3dP|4OlI!ukkk0e&Rg6M~gL-H#ctT!yFUW^{+$lN5e_%wU~81QT)iF87jjZgPi9-S_O0E&)M@^ z{>=ED<4po2+Xb)M9yIjCs-uef2J^(a-lVcW+WdfzfCB#j4SCPPEf-9``1|AgnAdb{ zZc$H9`ECt+_xvkWn(|p7x$@OX%9YQ00P=Zan&2znT{O7sjz6tK5=SI~ErD)7Y~YofH#>>%S#wnG^1Kp)nFE_3G=(ywk#$e}p=YHNKG;?MnlQ$4Hb zyQYTOT2_frj)RKw9}r!AqDGobE;>+bbI&SSvXLJ0-RnXN`6WUYFuvxp;hYepsRKPv zH6_LKTO)DH{n0=f`n-1%Ok{#j-gOw_wfsHdeM7`9t92$KkEtYojbYDyG_n5mSy-HB z+Mv+9K{lIpB7#;WJp0fG&{|)^e+<|ICDdy>9zYwv#=8wKNz*Ll{{V??my;)5{kZzq zgFnUQvxtjpAku+=cLUSdio>}0ljDo%%Pa{j1pxiun!ZGzRMjSLHe1FnJMmOu)_g}L{3~y8(>OnO0<p7=GB;xCBy5U%|xgqz9aagWSb4Pm3+_{&!}_e6xp&gZA$$e_$MFNhOf z?uyFP#t%dOMO3lUwLM&k+rM5b(;)DMlcSyYE*>M?@lem=3kxK8G}~?LpLYio8XWbP zgF^!~#J*CFnXPry{41c3Chk8xj)&&XYm&dY@g}AIvAl@Sp;9WLvD4t%*YbJNj(}(S zQbI>hb@5OE zatN=dmmn+%y@3@Yks2<)s>Wl!x)8>HgaO4#r|G(7gA)oH$-A*90=J;i6tCr>5Ae$*A7*{m=;?r2ti%PERmpe9wRX099y3Yb$`TrqH9f zt~T@H&7O+Q7M);kJs%_wx z;q59inw9s=IoPB8E5If3EwsPA*Dj>Hm-~nc{{SIf2A8SZ-oih!{4pf*{{ReFLIfIYri@@ub-y55m-%f<;(c7WR0ke_#Ep~Q48!jTnr`Tjuw`O_g-|o?<`C0Vlx#Qgj z!!VV=uhe@tOuKaVf;bX0FvmearMF4D@xPBQ^zP8z0O_v z`EY-cuUd;rx$;E%g~ru9;NX8M!MN45>siROkIiJ@5^?<~uo-c9I>BO5X#sZ6-hckR zYsX@2hQd++2RH!MZl$d1*9yO4VH%!DTpH(+8~cfv7HK4Ix!_e5b3*p|-+z$|hEh8A zsz&-(!a)|?e-&+8=|b8J00Xh)^{Ji+ZKDN7PI=;hxy|_xADD3q*ugE1M_y~YgTUQKMPFP}EN9-1Q0MbG<0hohd6v);qoFw&s$$~$ z?Mi$7=9K&V)&cjsc&pl^LmpY`G4F%O?`tO zjC7;~q6n06*Ql&bSH+hTz|h49+5;Yht_b{U3r7{;zl~oGej-B*wpy}V%^<eWGH6d*J9;oMYPj1ZlY?G1; zfz*zIzIna)efvRt2m@E}{rCJO9vzK~$!^OOY@_cUNoM=2+dTVIv9}@mF+YwXvjkd2 zyT2d(VOe)xBG)xbQpkL`&s2TWDXrNEP%I z-0{J5QB zf=mi}te% zb2LgI!jahj0Q&1rWsy`k8vyN7B!$x|F^=_{g~xN8xUjfJ&Cdt60RI3QnIsXYK()0b zqHtDDNa$$>#!!q-SMsBj*67ZgO@irs;rq4~99B%^0NDf9w4^S6P~Vj<#Xtx=iaA2) z&1*=Iki&i{y!8iY9R*!UcDX%4Jkm{LZz}odNIB{6S7aAPM8RYsiR4vi<9X&Pc#PLT z_EzRC#jxI$UO3)OsT%FU>S(eKWLAnlo5(VL>{kuq{{Vr141Oh9+}U`7*ZnQ`I?ow! z%GfwKS6uSM;Mb;KTP>0-vNrB|4*vkHLlxYri7maim(L`g)DWs40O=km@!!GyX79p! zMd9%`hV%&^%tcgaDHN86VZH>9a&_3<)xKPCoK+gxL z>t8Q?S<*F+fZq|Vz9x8a-tWQs<>Je&+VBKzB!)?wE*Z!uINAm)(tJnoJK?X#eLl~| z-wh%bcUQ`n3p$s>Gkn-(a=iT9k|~;>OnH`$``}MFH{ERTYP9g*#ys;P!ymZjzD&9C zN5;>B4`rl$OtTW`5wKOdM~iTepmMSKkI)m_pGx|h!9F7RZSe<1{?pL))w|pQbY+nW zouH6+1w3ccfHH1wG*xpxr8`_O{u~f0J6{#(woYWz^z$as+@I@RW!<-jEu~v9s>%T8 z<|eq?`(Ny`^IAvdM#S_O#b#(jKgACatlMn#@T$ihSNUSG_5T2f{v%kHDZh6kcU&6L zg2!0YU^BrUJqLg1SFQXH;ypx*iLI6$y$K+b`I>qOBg@uJLs@@6Rgs81hJ1gGC-!^D zT2ANRPYCeP{jm;&0aq1ntY+nrH>NQz90C5 zT70}_&J`U`Ki0ipLilrGrbXx6oznMXoc=)8Ro}&w`$@OcteW9>U^3_V6|YLs9`jSv z*7s8V+sJra4hPU;oz6zcV$*~(Mz*Vz>7V|!Uh*zcnl{Nfz-}-FYTH`7HHy)UvEYkIiL?6(>x2}omD)^A}Z&jIUnO* zm7{z)ve2Siom%8>>gu@v02;*9{v~U=p7ha^%7Hj1f`9ZH#I@19N#bAhnc3AxJD&;=? z2l{5VA5gU3qery|XyJ}=`p^dl2gCc_M&wO*DPVad;D1``Kd^i=rKZ_gWR!7%nwECI zx_oLkK2op&Sc0^M1Hx0dyK?*Y= zXw&8B2dw~dGT57mb8#lcZkVh&Qo_RMuG1;cdhH&<;#mZYzDPsd=Rbu)bbUB8UERsL zPRoo?bDV|M-`gT93_>!#wa(kxH1ijmI0uj`t-nY?Q)svi(AHwD!jrq7QZYaf87<+0 zK&!BH=CF_;e=asBJeuf!%q};__lIoM5m-#F(ZqqWIWz%}B1s{@ZOS^1l-s)iOlC4v zH(J_j5o&izsIEnv3YT@5$Z=uv2}JN zZLU0}P6znZ7Vt}ZaGp~VSmTf9MUY(_yqY?_<0O)P=h$MQxbVHWe>T=_z;m#JUW4Kt zDoaSBgr?@kdUIT~@Z802UIkUi!6fvoMtQce1>Llv-Z2^;2l>TjymBliJb}1$&2(3m z3v}VNE6@n!DvZ`1r3{hCzh#Wcx4Gh=vned0iVQLm!?~&&tB5U8;wpso^{baw+J>OQ zIh)8q)vKJihSnxFt-f-nsT@)m_)HflvdHDgs#h{JauSj42c~mf7N4bwE!yrS5X7C& z{{UW+>}ZlI32w0D8%FJ@aE65L!$ zy}>xo<6Sz(sA+M>CGD^XIodXw%nvfQ(>0lt38E0G=O-W3Ry4PocZYA=`%XhM56kJr zdY-8B>mg%-{=%c5n-#%pnooyeVAr<+q>rlrPEY4R9KFYgXTIGfowvw-?@nqMZ1u~; zF9Pjj*Y5FJP2%f&J5wF3d&2Slc&tY8wyNkwxY&C3{{RXM#ZL@emNRM+ZzHv44JtTp z#J4WH0pL|R^-X5|u(Itf*P5#OWyu(nv$5)PL7}&Ef8pDAcbtYkoQlZQyjN;t7TRV=;6ug54dsb!6lQ@mp(BrYHxE@=1 zqD3JRFgP4mUDt-KwuX#hj}_@=*&`~FF6AE84egz*QmeNdWDb;E43NlC~zw|p_6~i*{+eqF@ljUDu96GmOL71ft&K<)QV@6dGk6SO4K%>DJ#d; zsJtw!0~}(Q8SN7FT8&k+#}#sP1LjUor7Tf4H@L+BQ7Gzj!4(;Wob)_(6{Mo2xd1jn$-W6# z{a@8|ma*L-$T{pfS3mN&{{U*dKjD|{Nqcg!Xde*}Twp3C$||YsxGNeA_vD)TY})C% z&4AW47V~Z7JTT+1Jr6zWf^^z7jJh1MnL{5iWjj(iWd(;V+O15kqimcJS+`Rd;`gpV z>Rf_HRAVCNBCKtTF2^%OLm|aTqIokj{KWLC?vW_mUni|rOWC4wQjv+QJ|Ar2Z5Efp&&WoMRPMDfSScao)DC&=%Pk$Q6k#ypa&c?wXEd1^wTV zr-o8^sxXHj99|U8)1BKdosz6s?n*1C+wN=&OeTy3T-vJvE}OeUdtQhW0Lbn6lJC1 zRAI|!0AL#acBMETweEki&&F*-;D^QiH&a=JT0XTbc3O(C%7|r^3(3&ns9fi-72QgA z(VX=awLheJ(+790RXr-rrPaQtV+HlI2ZrV~k~SUH#^8StY6b)n4Q$cQMh1DNhQYz< zO4(jlnu(itTFeWWS5gPzRNYK?$iX#YCkKy8CI!G@&1eNJ!i~a{G-k5{|JM7t=8`2X zv=kLn?aIrIn66d4Mi~m8Qn~xT6V6>?g?>?ACVTv>^f|RSZGy;72;#D3)fzx?C<;z< zUVCw=U0k-}aJ|K4CH7pP&ePP;9IWqd^~m9TMmHZ?=JgF$;^5(lQB^#|DjYU(+NsZQ z0S+jR1@Ihcyaqjk74+SJtV?Ec3`xK7FV*Eq$o60T;^H>s5TqhxuKy2UAcO?qfS- z8wEVvq$%@_#}v~7NhOIBEOY5uQtr8LGypMAA?}~di7=y%X=Ai#T)fSNsU@LXm#%LERCXdVuy5)e!r68UnaHBr;W*s4rm%1l! zWvghqeUwI0!ySiHL6MOgIeefa+XAvk-AttUMKN zss52DJAE_#C<8gXYpXFanKx&!{{Zz?WyYhcYJ$kE`*f_E?Nh`z zY8pqt9fsNf>*LV0%XQy(C}KKRWzMgnSh`Pi>HcB{{X|@m+c~Oz;dlX5j-F%Z{YN*Z6re(PFMas9}y-B{?50PPX4a zTmf2fLpx<+Ow+KOimhzLKpX*9ZQzlZMuR@}wPU1RTmoeqaoW0zO$J6LLHqC71oV962L2T>sOb{fkG;PD_GJvCt0I9$4x07LV%#=x()kK zDu6huzH0%%`qTH2xg6J0ibo8pHXsDIJdsvojJeNDQy^0*$m11olL|L_-$E`^o!Rb=9)4~eIa%u}j^DYdto<}qRLP_2xU=W;D zi+E9K6Iq8b> z&lu|x+*~G=WN;MW{{UJ5%GPyh{6VOjbU21K?d?>oK+I)f!t^x`^KjgL6aY;pmduc! zkk)0z(!if5E_&2=mm4z#UwHL3n8YdCPUfHs3ei9f#Gf;_L0I=!lTP?O`&5$4o=?iF z)~o66B)EB8XB{fg7Oh}?;h1d{`_v4<)IT_76PJ%UrNTZ)xvvcNoMe~eyr~@iVBw?O|(y+C8mLydlc-H!rI47s2 zQ@gQ-VvNJB07IvfacmThM|#k=MEgKj8ONnsv$ZOs7*_(e>@1^646=;3N()5rSwt{G z<0B_EWv!Z0u|hIyMo3ZPNR;8T`ct=kfmN}T5hi1Z2oTJuzAVPTfJ1b9}IM zQ_$6MYY||6@ou!9NLIrP=cQk?Rx%LWVt^}4Y_MQPagog=P#GNrLoMr8W>%I>fN|?x zU4@;!tU;7+CV(lyVF@sl2(E)Ljigd8 z908mht1lz-#eC-=i)f93VhJSoB=yOxoX)t@D_X@YZu3Z)X-?*1dXwItI-|$6pJ?@| zONgT(pLZN6AEjpnmf~QcNLA$KxtqD^MwN@U>Yph`%MV)6g4$X4WN$S4dmNx4cAC3A z(rM_i!;R;zX%-C%SjMd9YaZ2B;_WTh&X9t8bDGDy)Gluv#0X>U+OlpScEYvTvC4HT@arc4VDb9V$}5p@h(QP`&6;;4FAJkTaI!A;w zdq!a5etO~Ry}yXGD@mQ=wDQMH{Mi0f42~UZ#roU3q;8Uv#sb$*W8h6=QiPl7kC@!P zas3!qFE7Nqh|*ZJ*wQvrfcPKOS2q4N@rBTLmiR`Uuos`wfIV5h6mMr^B}5d6~I5Kh#%?L1E$6y9Zq6HRt%hp|4BR{{Z0! zu(91?7>K#ZB)O&su)(VxNjJd3SpDJ0AEiaDc#_va@YbuVT{p{R1de#mMgIUAtKmpv zp3$d><}CFdnEdOL_?ILTTS4IsIOpx`yW76gl_2r_>ZEeFspdbkhLL>}Yu+%uwc94I zaVw*f&dD~g?_WtI^4m7zL3Z~8In8ofZJfFunP;F`t^{Z|?FWskk6&spwE3>$;zEvi z80s)O)CJ8;y=zRh4;|Bh#9B4sS3aLnUe{~zvqaHd zX4J3uKT^HFLt72wZwq*Miz^Esw8*^~Nduq4nH=cztpnjkvEl_;=RagjXC#7uAVIH4 z(>ycbZ-$V))~4d(>D1$bG5HdER(zf=@qVf^1-IBOTa1zzvhi{ewnVO+r)&TTj|!~(h{q#XJ}g3 z!=>8>AKrWu^}(xhLup|iFQ+W;_mFUZ3{XKv{_Z=8Pxh6|N(V&){3@8X)$Sx!(qr=D zJ*m}y&)Bizt0nWe3gdHj!2*}d5Yh5%VvzlYLwZw!su+JUT=lNM;>~Aq)2zP5Zcj2ZDaYW|t1SA? zs2(2;=%N$aQsbY%)~%<*yX`^*{{V!mR%A&&^dSfHQY$k<&+g~Z^xLfKI=`Jc8QKu= ze+rU2wY`bgN75SLu;NnqC-5S@k52e?;0+Q;_Cla_CE1%lnKiL{<39y>asJ7^IN3+a zimb=-6anOVcY}O!s#>I^EtEv?K0<$;beea zirkGaCsI7XzuxIu@*|bZ=Hc+xgP^LtouJ%0XF2^%br!cXx@`&-PksOumw%=2Ln0R5 zKZx|Noc90XM#&{Yw6A5dKCb{cpF^6gNb*a!0>xSe<67lxpbZQ{5_ zDn4U^f2Dkb7MZH*vTa0`^uKmEAJV;J!v6pTe$t}jTARsve&k?h^E;{NSG;N6_|0|g zM9ZRBtnU!OknzvambtxF?_YTfYBCjRKjoV3$MmnHd^hmk$HUg{@*q`XlH6qewa`hW zcpBIVbu=5>rgt~;s0C3UA?eySzb(U?4K&HWjFP9XdhG4~4S1tg3NEJ>ySX4Lx9S?b z`t!zq7SSXzTZP+>IUs&SS1UioE3CR`_R9R=VTbhwfC(ShCcKng{7~^c%pK=k` zBfr1bJQzbg)uKFOj*N5pSCeZNo(I;XlxY4KStKLxZg5HbabBBe;ZKLY8AW;KGdglZ z7whO%G%A-+;=E4G5CW)PDuH- z&cos-!mFjV(RE+#>q$A=<*IEz@GRGUJ|z5bTQ9WScx`2~QJu>)O4#~hz2@Ie(=;n} z79-0;*LF|y&0D>T+6mx#rU#?z;YH-lx zxBxdoDy{}h_m}#;!E3or)6NHKlk963K4Ad#sV0;b!tw`TKl;?8ByW>FFetbLlO?Xw z21p%hkkqH1W-;Lu3YtiyoT$&p2R*9Yu9+itsSTyW8_x}JQs$T2*Hj{2;iG1lhWRX>KUQ}tqFrVm9kE#Cv>(nya%*1`N;3u~g!(4dc z{(d7t5+6(&#e4g!w%s8oJq;HQL(wiZJtI!Y-R8Kg8T?suD-^aH6WY0!i+B3Q=B>qV z2v3xAO64eyzPq};D$aI=>T8aYTT9JD?8v+Jb#Iv0Q~Qz%hX%4>f(vQPkuNNI(l)Vf zJsL8PBes1rnqesda^R7`#Yr)eW*`yv+{v7UDjXc?y+*;;8IYbG~c@weUwp{fxn z3PTT=dQ_yZ?lQ&FO{^4*72p;p8N~%j^B$kN-uejc>|JDy)D_$OK=Y7(l|_V&oxr9m;D3VO z6Z}E&TgGyH6!@ae_Ew+E)2|!un9GP`1TOwaLVoprfqkK`BJ-dkXxIX+(}U3C(t--M zu`#&XpI&OpZTnLO9FJOt21wjbG@BWC+A71ys9JdA;~i)M8-@ErYy)q-IwP!)&Id|m$NVGKDCn+kB|LOE z{b&Oc#?t2b$Jt^o4}OE|S1zn#w1gc>;39+fM?cD}*j;NH#_LT!FCrnv;fz-2{3F^n zfoN~MMK_xv=bZjrPzNg-pDebU0cf%J&PVgAGAc0huVnd$VgCTuty|9!UF!r{X<$KW z4+D;Cow$LluVed9D90xh0j+EH+vVG1W?k1CNj!eFt1pMlHsWn|V3HG^fPaN{mYyTf zZ7otbNKydFt`k|hv(&XgC6tCh-jo@fcZ@U*55?XW)qEv-xU!IS7#s%m zuZ(^Nd_eIZz~2|$d<)j2S?sPSXVY&Ph74@$5)Hg|UOsyJzf#f@$ocZSxcYM(?v;Ce9zGGvbGsjix~jFy3^0`>2lW`QNYnglCyKWp2HFYi&jM}38TvLVtoxX`SiRxD2I-m< z07(#%a4^rv{O&IaW^{YPzM{*=RP5=y+G{`qdad8hDpexH9;PZK)~TK_fi<8m~d)>xt!P z^c^@rxxjpnaplxd^(rmw*m<{PS3vzm0Ds zm+bmgkWfx?5A?-uw}y21WEVQ!@7hS@02o%io#moQ<=EK>*BB1R{A$e)EtkVSDe)mQ z-#?KPeJaJ5!`&{y!)jN4X#VL3`GZ~U;k})TTwHC7(Q#QT6|&3njqE#;O#n8^&rH(g z+oxIreRm#ed$WCbrDv1KgnD4-@~IwJm0C$<+Cboc`m3Ls`esHQ0qLG-Itr7;rrRq> z%jOZ^n#XH~xp48n9h7lbUf=B;yKs9BD!|i*0+;f@`kLnhB57mdIoA)`tHf^Sk&#Ok zUYz2(R)bGh+#@nF551go_|<5>+jfos5hy;@&<1sunQ|q2hxt_c^HJPHs~{?-SM(Lw zT3I}B9qqvN?^WktDb_?lNuUh7EiX{H%S@sq$Ky_#)))a$4BLBE<2B=k%k5GsI6@#J zB$@!CZ)AxTQXreUnxl0Dl9KG-cOlN0~LxT zlIr03&^sQ0@&$Us+35B~WNUvqQR!31ez$+QOK}>XZhw^rIpyi2T$WheU>{N`Zags* zWU@_?-9W{6mpV1gLDQ!+%Wn?Ehku*%FI>bCT#bf)Zf0 z-6C=e6I|uhk(v^2nP3VqK*#m3Ow)WN@dsO!rmc%;U*^xsPCqeLX7~{W+cbCjn@7Kn zSJ(apSR0=--9h2&D~5KFuGk;C17QADZVf|J)K1?I=)?oSEJ*%hzKy!j{s;UliDlJp zw_J{(`HoILgx8&Ti{s_B_xwuy0iuOf;7rY&s56tUx{8UyEhk>#WTkb8vg(zP}=+{)tc-LbQ>sJ zv5+0#k*xsaG`(U!3@oz3f=4}bp1#KwT7MsShWtn%9$Y84Q~HYZ`(K2%OQ;C%pKYI2 z0Fr-0T`Zmi@Rf!Z+E!LR=Cdu0S+@rE<(*ZIXQXJaJkrYaDoJqZ>e=4t^Uu zhKy`ckEK?-v|Coo<1I^b;*)JNTg4wMTn4M+9Y*d~V%!dbfI3Mv1%geAst10Ri*e!$ zOKtvlBDuReU29gEme_0u*Z%;oTX6h2xS6-=l4X13{{V$6fy>-$kxwU=X&zaR9crlX z=BupVA)n<=y!uyrEuV(GKEZ7eNji1w{c9TM#2SpwR?Pxuj?`QYN42rg?Fxlb$T+S> z?^V6ILlwM#G3Pv0(PpmVd)bLO<$uYkB)XZi6`Wx}=y65B;HJ_qF4)O-`%l)f=Ch96 z5=WVe?Wbv-oLo0GR9m5lqApD`T0G|IWs@5t+O>&uXj>rkuS>Yo!zb?!E1a6qHxQ$R zHFqT7WU`f9t}v#mT-zA1ROdC@-dLGbzU%-i1)x~Q=IQTO7J%j+DV%`cD5`C1wTqU> z?_1Y#NpX^$1!PHX`N86<=nAY*aD#zWWh{Pfg0xy3N5>|rv<|DeljWcaVOXip8K_$; z_p0H~9MV6QtDdHSDG2<=`FIr?!iw1^BCMFpo$J8%rpTa2f%(u&iYv>{2a!-1il*f0 z-mNBCFx=*(+r2h)$f~)CkZ?{#JIl>zHMmp?KJe>RO0wpt3XcmPyxVKhz8d^d@gKu| zOwDM1*JU8vBqV?cBxeT%^cBIhVb|xR5hDH3R^@V9x%yS$?}&aC_>E|iSu)$+UIq4Qc9{d&H(dyMX>x`I)5adhdocXtkXN<*lwEAc8P^gN{KRtLr}je$i6+ zisl^;#qjN!hQU5S$s`UyKt89Xa>||cLp`?A*sBQ?5DjPsb#smbRsR4dYMCQpCAsLr zq1hAit&%H_QROyc8YGbbU;*{2rNBE!BBZ$^XD4ndtVJY{Ww@??bVc~p923ADs)Vk# zt(WL({C2S;85zmPAXa9i-*1pd0^`=5*cL4%7ZU*yJ8PL|U(Tq=-eB6pBCLrv{IAlH${eg+YCz5^5ab*K+M#D<`9}t=XZM0IH)e~3 zR2#Qts52vqLhMF3T9kDsrh8Kp8$Ltx9!)$kETHtRfGkHLcL4V3Qe8$Ef=ACyMjOFi zgS}V{&T+WV274Ea3Tl+WcLR#mnm;raJ$)*>DzH(G1vCW`gn%FJ8l^D`PToMRLh3n_ zg&bm_nkb}FQ-M|m6a|#zcjVJL91dyd>=SM{pa$VZQUMu2<;rz|hd>Z1$!IXKCy@y^!=Bw!A- z0UN6+$Q^0Rk;m~hOnPFI9P!$KDNStI+-kE#LFc7wy6*>X-mJzOn+?=Z0RY&csy(*QSISw$?8J!|TCxr8n>sYsN6-E+&4@%awl&YAQkZEsi z{OI$JMF4SzC2TP5)~zg%g)!r;NiC~H+sAsTCP3Ue&;`&!;3?@(&s^4e$Z#9@s@Q)p zXQ8bCvdX{~9V(f0>JL7&B#r|qJQ}Vr=L4s$QYDKo9SuNLRY!WZ$TNdgr9N1p10fHF z&SObzN49;`6rBR6}BsMclJepu3M&|2IP|TiZY5-)IA9U4mkK(0bM@oRP z=b8-(hzz|e4*JdJ0I9>F&V8$L-_X-8ldly~lTPMtH%ILE{1fN)i5@xdnD{&5nUDM= zJ{q^(Y4YGnr^K+rhao`Rti%v8nKb?}qow}`?D%yHcX z{yTP&OsmlLT>cgPICyhj)4W;X%{RolOrC9yt!owB4}v#GG6z$F0UQz3X1z4ijm|kn z+7=t7Rbhiy2*Dz&IIN7wRFz=DucK$FswX3wd@e!SXaet*AE2YkkI++iqly6k*Y@8& z5IQdc?6Ll2mv%Vroq&Zd@jg-S2V8=f&(uQP@uH~410JopW3p`gtxZCw|xHqh^DQD^~2`&LZI{?{;JH- zbdQ6FJBjQnyIwp)ZMyAl^=5mmD#27r{{XyBO>@_ND1nGeLZj8Qy25@WaRdt z?(FQC7XjV=waLBB+_G<(iO)<__O6o6i-VDj0nGq(l4>n-o?HrJCbX=4J9T~mmn+{S zR&}-AovWmcf>*6-Kg1~@1tLIIIO7xnuMdY|g16s2NZOOuR|=|QhDDa)qBV?JZ#`wEgP zTO@=lN4dRCHZ*wKdvqPMLr?PcCV=KdcLF7hMF8^K+M!4=a_zlGum1q5p~R9BSBkK! z8!lg+v=%FcNQnbE?agJiu_w$tkH)W=LCOGlrtc_JHa=d|3!KiCFr#qBPhnEW3z6o7 zkSj$biSsBK8LL9rM-Q7A`CGSo1DwT>x&_*#sq0n|9n*MHvDV$Ci_8a=9_DV?$*zXq z!`g+w@}^C(`~Lv?=niv$g48^OmLomSPvugZWR5^1Z#37cLE(6OqZQ6J4#WQd*IF>> z8f~JhBtvTVJ!?R@T==5WG1wXo zer8m+@NI>%hGyJNTwNBz(Zj~T8s;y2T%?qbENhgXUe#uD#jw4ApuqJ>C$+RY7yJ2^f@*3W}j^xwX|#f(Tei_00QY!qdogC5BF=<6l5y&B7iSN z7$CcHO%_~Sc=KxmMKv|yZ6jE7mds5kXmvSLt(y>)$)h>id_Y=K$ zc6N(wio>YuMbH)rSb@OKI@L2Tn8!6O%%Vb7dUvYPsgeF()FRmR;O4HG2N~d1Nm*5X zV}~6DP$otTlisL#YMFLK0P~u1F?Jhh0zij2KPxp^wzMy~q#$Cc z%B`MwCc14h!Xp58CnkUr!qAm$aH6!8HXH%}0N15|F47~nobg$=7iQAcoS)twx+ns^ zv#YI?X4)T~;!ZK?TvfK4ut^|X&nG#pK$5ZZWEwHb=n850CJE)n2aPB z-`cO)X=2}V$(_y6R`VsUpCc8+N-G-X_U7rgDA=Q|S_5V)fu~y$8+_z*T&cc!EFs5AkTSLwuS_GBEx*N@;q={3Up%C|3~^nQM|^w1&P73> zTif|+#!h`Iz=+(rjx+OisNzSN))fSE*1G6)^tW6^$;T#;6|G=M6?curM<$kL8*sP< zj{=r?8WiMY_o{XeCB&^G45;Zq9UY`4A`JN5js;M@yAl+Ljz<-J3xF|L`kl-cq%&Z( z08(q2VwcKcg{oKAnLv?nd*ZXF)S_~5a>kO{Sjw4Y=sVVcOv#j1W6AZYQc^aAIT^)d z-(NJ$78CLgwEH=fvW}eaC=)tog{4(0IH{~{q0JyIw()FY3XhDZ3+c44j6P%j_nngEnW+rQfF>0A$r zwFOz0+DWz~c-%efsMU3`VeL_=+k;^l7z@P@$+T3dwi)*DR zAPwx<;4eaX;Mb4*Sonc$r0(#qg=JZ9q9ji;pSnP0AObPeb~SV2@5TEc4n+O|@I;xB zm&?1HbA{y?C}HY58uM>^<=EqFLQBucKhxmB(Xf_ zG{|n6BfUOhn!j}{GFp~s_HI0y&x!;nk%svR=hnF!x$7lj(wSvena2mGtz5FQF^{!K z!Z5W;>fl<$BZTm^n|r9wCAx@+0QICZTKB{(purbU?^X|+b9Z#2;GMm>thsKLRyI}L zlga1&D`G26Q&J*3J9Z@W=|CD%NpEElIRW}swT_(>@T`!H#rY(jKPu@oZ-d@0)KWRM zC`55d&RDPb*LP*`>p{?8Zmp@Ri22wv`EY0&vB6q+TS>S9wR!yI9Ej8r&(v2zX{XHt z1EOhvD)eT@{>@!uYdR&X{gXh_{?{V(a!BX#6@U8=;uf_K0g}em#!7&PAIh^fx;Sk@ z4-iU*+flw-Q2zkJp<4sf<*W-`D?zf8EX{d1Jw9QR`q!-4{5jI#Z#P(&-#VT_%Jc1m zTaBoAFT>!Y#l|IGP&#iO=?-Fhkoz~Jc57ybp@Vpckt6jhbg72DxPvqf0?dA z`@tHWtPOWFuaOTRZ6D)a`#kosMkbelI~v5g*StR1wY--q{{X|tpvRo~KI==J=6SZV zvyK2Ae=5sMS>sNTq@SAr!nDMrS5{{Rjv=q9`HkB3)2O2@mOT>JO09`V15H0?s|VzG-I z{L#iorZGSm2=TilH&`oZ-qRFc)Fg4V^!X&5dCAIhC7?sT_Unrpdnu|`2T;|KAt zU$*eQpMWhO@n?+?LoA>*wYLnwo}Uh0wYSm!82Cf&_fi?P8<@)~9E>wAN3W%E z+77YdSAXrzYI7!`Al|8l!jsMc10Aczd_&@$PsG}!)7(gASAUZO0TZys1u`)-+ih*~ zT;O1O{yx>AmCvB=ekj3hDf<ChO2jlc(YU&6EWZwl+A zi)gKJzn#Z{`I_`CC&Ct*RKjg^Ai5wGBjS1bO2dPxw#=wQ3$b(e$@5-ZuFM z-CUl(m3hv);{8KfKj^4p9;@7bRi9ztxnYRUtvM&$^ZHhdSK5A@!W}x-%#?H|CqI}p z0S1%dt!G^&Ck8nENF4sP)kWc-3wV5a+SS04QP6zf`zfmLsraJl0x|n6WOQA;ReMhi z=vNYbr&yTJA?gS}(tsns@y?wan0zs({iZ|FvRD5ALKMq8uZVh(^CSYwGt+QJ{*}^3 znq`yuT0{kX$^QTvY|fVlZ1*_>s)7C$Rx;-@WAM}xIl1vJq;6e#+5rRq03EFuuB~iG zm84pM8U8jTpUJ7EB;p%5nS=Ku{A%C!G{6ISD2$J4k(6$4CU~S-Brm(LAK_a60B*4G z4~5@bFtnP+rI;;OKXsixR_-`qo_h4F+HCqxjOOH9mnnnhF+7^*^(K8@{A)Ua+RL9M zf7u+aKDnR{TR`y4wkBO)#M-8B@7<si`us!18S zXiS{&LG9O{!nb0zymBdJc zl^kdFtQOLiNf|9IJh=1s*^f1!CyIPStZqw7UnzTJf&9f}Ut4&eQG;#m`oS9i01AcA z=}yFR8rRkq8ZYm)8@;8!g+^)2$bvAR5j80ELZXXue*LW50iF{{V=te)GiME7sNR(SFMmokkRz26ivu zO*Idj;%!UJ&&;j_AdT!T{hv*J?C6_EQgKc?2l;fmwiT=5m`t#_$v4GtRB?s4We6pz51)L1Tg=BV0*_0emahm?cBR`2*% z&>s)J6lro;{{U_35&4&L42{J908?JU;r{@KdMAf8_`_QRJ~HfbdHQ76Z*OT7aI1z1 z3i5i^k%^O^V*^RHi%Ygx1Y>gc9M;6aOkz#DH+HUnR`ExNbjcfi+WFm-1O64l-TX{a z3V<6Qb-5qSaa$x}?$2ghXLz=#`50%gthsc54oSQ1u_Ls6oReN9CyBgItx6WwLlAR; z@`In!x_d8&-YC@-Wxkl<`kp#{0jM)O8MRFg!z`O4jeBD`6`yhO6T{YlQ%iu&IXnOe z=kZ##55gTP0*`laW$wd}KlCc!i99Xg=|6T=8b44^PsV^e*7L+3Iq^Q|?JSxV9XU>a zFe@c|3*(#Rce{wIkGu0H_=@#yPvWkZ8kMwPHP?&)f1WEKc%R0a;0H;FTSni;S$~lf z0mVB6_-Or-Q6gOAKtHvSm#PP;by>%(rX$v6c606OYd z#d>^b#aolufA#A+e-Ihu-mAxI0L!)bd*S;D3+l6*>2sbzKtB!D)}*!;5qVayt^nhV z@%65LTbG_-&7OJ9TZ%;)&&@y@g8t~l?x$;i3gA|A$#*FYGZKFak~@V+PaA% zvxf@joaX>j*(4_xh(mP*(PDYbcyw>G{_gFD3I6~*R`e#?-F8N!E8eN4jpVY4ucSE# zj-S%E?X97N?pXJ`9&&3-1ClYt%cZ5y`bN#>@FMh?N(y-40rQ4(@}sZe&$uY}gW7rZGXP=Ga?1@o<602X9d+JKT2 za%;|iW?zZgmC9ZGBk_RpwXY1TM5Tx&qmOJ@`9KGsdiwe}%xxUd!c^d3k~(@3&wqOO zSK~g3sC+p1)u8-ZwO=O7Q@D=C?5+-8NlUrG2e1_4ZSf=R=d-hB7ZN_=<90Dh!+tjW zio6_}vu7>lwPOv&kpi?#ibEf9n$(NKh>;mJd$Aen%Sgn;n(Edl{HDtvRR)V|4O>w8 zH0XSk{_|t{)YI$!8`7jPSimQhd!5+*MQ2aqZFf@{^?)pCh$CHoJR` zypRF@hM~Ff&X1!&w)#{8M?5JfAI~+3Y2fb@Yk*y9Qj2(-xy5yMz8&!2hGY9ipyJ|m zcwP4)%`$~>7mT>QH?vMWfRdPC? ziF`w;MYSdSG)?>}6r6o%1JZR}e@M`yHi!3;5yCI8;a)v^d3mhdwZ+pAx%pGD{Hl(f zr!rhKxh}`Kt)Q`Fji7!R%>%O|u~yz9ymuNo} zo?d-{#WMrVwM}^gr`ppi)Gtcy^zB>1m%0R&`immPbd3Wm?l}&)^s2YM0g7qkntSo( z#xa6F`t?>H1ZePF#?xvBNP*q62ZPd)XUP8mv+syBPlW#f6MSRvt%yxBYs;NR$w(lB zB#RO#KQTNleR+4{KN0J*ELttAMi=T7QB60BR2hc&fq>mKvHtVE%?z zosRD3rG5P~-#P?=mf9rG%s?dLziQAv(dV;xUr@PLn_QeRJd?=%0jS{8JUwUgZfmAJ zMi>gzzilQaGT+=adAEk4WYIm2+&}lGvai?!z&VV{N_3OAlb75wX#10km4;_tV zUSH{Vj$zdAe$kW4Z8*<4XjMgIW4+P<6f^bI-8R#t}P z+qozD)Dmhsk`|86CA1CKJk;2CK6hUL{?R@ihkgCbTGT8#l=)E*KAEgdAL31qhBY}X zyjf)-=jLSvfIsjMYw2c+@^Y)FO4IJ>0Ned*R@X|nMJi!PBJG?LQd#BJKO1}@smUIf z;he0m!FCR~{{X&#uEXt?l8-Y{)RfEpz&if5kF9tMz?!tOz5Rk*+%e^saL46};g7*z z4GWaK(j=0=sps!E^E3hL&u+IcC-!BxntQQqe=}Df?B)fxzn9C9e+rELqP#;@@Hda+ zxK;4Kiexd5`C!qf>Pf8mVEEgmpDOaoE4ar=72;F*W`I3%?s1PIBn1KfF147gJI$~H zpnetQ$Htx~(~+aqG%2K!e~n#n`U}N?VNuFFO_o~+# zWw{$6%#ZC{eXqpt0>t=Rr1_)g|Uk4?N+U!yPcT2@7BOZEqZD$LmD zr};H-T0*1DAo1%>9xKqU!QCuw-sJxPg<4HdOOz-{)H8G#qR2HP^CV@;DcUN7{k%#B z%qP@Vtd~1TPdQ4Oj9x%N1;NEJU6kBjPRJ%dB62yV%XE^q#LnTyD(nvx+mu)5r}@CC z*GYofLQ8It`euN;F(9^{cV)>?I@N)u%_EZpWGL@lgf@1-F7h`YN}BTFZDLrWT$9j> z1agt-s~BgMkMgHMZ*LT)Yjn%{)|@SFSew#0ZjHriG;kII(*zpK%)&{onoK#$`eLBE zv}xIVwa2Y=bJ@!X`(C3W+uM$${{Z^y5?>eiV%srV$|r7_8UFz5)m*EUWsk|kP)EK_ z^#_%9q%@&YKIGIdsp~hg`L;V?jQ2PvAB}UG&a0y7;Exb$UUQ$|3V-%mE*Ca0E_B#V zeErzzfK6arYhF=iw6`ojyiO~bm&Lvs5r4#zKRM4iCAj?7wseUuwfNPRKoPiQ1E>Bw zR7oUymaB8}q`peG(A7)HPu+df%DqVA`B!-tgC>nv>UV9KljagHP?c?KW%Dmd_k<9 z225ZP{{WzxTrRPod`a`{;z!)1rZ=zhtU3N8+eN+f-79b_@{rtP@~%2hi@N!g+uK>9IXF|n z{$jb#gQQP}o($8i+V4}gGZ)C`c5Y5xEZwcUQy%9i9?2Md+F{HPIs>abDHWc{64M=+&L&Y!Ccm#gnkogUK*KiWclSIJm>n?pkIYZPm>tWObWA{ z@V!S*w}DFo|rqZUD3jn}Qf6i%v!p9?s z$hn6AbTyvA*qwkjI`Lg4`aucU>$*Y4GI=$~%RJVlyz%7Yliwn_z+}xk#8e>L>x$>K z8T7Qb+i`J+9jhx`@p)LDH5*T`uN%9()OCBTMVA@vLC|)${wdO84F$Q}>(JLNajfdM z_*CIfOlG=`6XC_x*!yMi5ie32t!ftfK7ggM<`n6S{{Z#q1I{7QHQi3&qA3H^jwrkE zv*_RHH+UClFK3IOG*B0=sdq~~%uG;HPl0muKVs{mfEKw_ki3uaU0C95Le1$?_RxGxhZeyHR zZF6qYOv{W4$CA%GiuUYk?q+k6+x7|g7M?HL_~Cee;+{{WOgIqBM}v@8#|r8|KLP<~wE zquI^@&0A;`jC3^;$Ft?mO)wx3?aLEUvSe0(hj1mh_Nwa%Es`(=27IMAg~|CBBi5!% zCS#IoM0rI>Q;LMJUi9u~$jWBTGuJf?_OZ^Ysy30{tjlt-^1Rl0o=w6*z&)yvnd%+_ z__MBfBT$ag=1;Wg`2oWP;B@P>^vC}IUcU3uH7z5>x?Q%bp-z(t5n4b21z3!cgV(Ko zS;~CFy1IV{c-vm^KC2d~rA*#ZFll1X4gmy=oZ~p5#Y=La?0%DKc5N0IoUf&2CAywL z+gLsU_{rhV9^0j@%xi0Q7jr3ca(Exz9nE?xSs*Oy^P?_Qk3(K$sYyLcIeFy}DH+H- zQ!PpRu#D%eTD!K|LUqkH$}t(saBG|kstV(9saeFxQZtH1+E1-QfT<-opa&o^F4A`z z7%1nx1u$}HLgj$%Kn)H;{Jl?lr!u;am}HvKa5GTI{{Sx2-@OE~o=D{NG~`{!aOp@$ z&m)R@4Ws4fHP9W4N&vwfDrIxmw|Zz$M@(@_2@8YBG!i+-7#yuY124~xwIIl0o|P*r z5;M@60H*PzqY`wgpJpgZr#R-VT(baBbIl^;CJTJkpcu>vavS9$rcsWSB+&U_xI2KT zQG>43ILYRz0K%Z>)|#hj_7!M_0~yUi$*}Mv4YJ?=XU=K`I zd!5R2Q%=s{D60IY4OEdWl`wHk$zG$MO1P?voYiJOy&#HaZ4F4zlX&`(i8S1a5?v%=9Z>tC_o z@J^4953Trae}g_GxH4bpX}?cq{{Wvz(kPZ8g#+XukV(l09jo!xNmG(DU5CQY8{Ygl z_?_YJ8`;WXT{iXyn`r|ud8%bo>{JkIs*J5839Fyftm+8eS?~9%zlD55VdEbQX?`Zt z7(KSDYZcUZKf@{q1M)R$Rl)jKV^%p@Az%(_0x&tN8%gG&ah1hlA$;Tg>OAB9>Z9}e zQSD6+ON~QZw(z}r{{Tv(G`<&%1hatogQ@0#IW=%kC`rd^ zds*CMJWI4!PA+Vd=Y;`t+nS{{&CHAf;Z*%712^mvIujuqM_OWORLC zfISA|#n4*@ZQGa*mCIas%JTH=v^;msb4zO_!)$iiGsy4!>i5{KZB#kn`&Nd8@2Xw0 zm3a4r+Bq$OpYXC_}MR#wnPK5|)!BaqCWyoMU!s$stgKz!d^9$N*#-VjP1g zNc8?yow2TNt*sO0GD@KP16ni755QYg$(z7?AR5(v6F>el*C{RBmy}pa|rMA_Jba5GFCa_N$L1WigDN)lu01 z*lD3MvE3mO9=?>|hj+_JT@gzIlU0q^n4v-1MOg*eIQdUGsUu|RxFch{QQy9t6wp+Lw74wK8$!a!^>}#N~vyV>#Qg=L^XahpWPFR$@zkKtWhVJvrJvTQ>v3Gry zSmLZn7Gb@ylGFiCOJ~2G0u80Q*36K9X2J-N0y@)d=7tz@<7w{IfvH}usdeQ*P8W=N z&;w?YTiFTSxqExojjo!+dD5Mrb~Nac*G#tat_D~Ro|VVy9wwgt=j`@epzJ6Ex4COL zm2g1z6`OOcUCN@;$#xG>Sdb;mgc);>dfM~E3IhR}0Aj=nlPAqDb5-WINK<$`o~u%% z-d^eC<$G2o?xGQ1S$N0Y6=)0Os;3=TbgX%TXK@+!s`i(XTn{^G;;oV;8-T&41w~W` zF^;`WcA6wIO$dr3ocFF)#?EWopCTRsJlCpe)(NIUu&DWuQ&4DLg4HchD&W6!QyCWD zmORyn;~;sCcpd9H^AG#LGm1mAD$3t!V;b?ErlgM2I7ZmX2C1~(UKj)N^%YY4RsGW{ ze5I%hGHpj#ip@eJ=1!Hs>iVN(g4@~p({HZSWu)bgdgqh6i22sC%Jq2i)ol%lL1AjVxk)*{ehIt0*bC3-HLt&vuszzS!Kau#_-k!ay z=D&_#8|^eJDgGOH0mEIWFy2jrh|sGeB8FaDJ5J!$bM}q+`o0Rb{{VzL!xHY+E;yKh z_f>--87fEK0QDU|FMuGnpHR7dO8!l<&P%_!W0TX|nu$usZ5nS|ntx_Yw(*v7S&wo} zShlg)m^|Q|Q_?huZ$ET*J?k!S5Xl6kAy7L3>s&3|_9Gh_mroQCg}76U^!2W8T}nSU z%e7v=r7HRQgoWw-bAX3_o$X%R~l+PvmxPzxy@p5dqi!#puzqoWJm zUAO0uzc8;|()B%F`3=8^tb&C5t&#r#vkLTh?fxHW61}{Z$@{)QCF?g(__g58Aw0V% zlo*J`}gs?#=F~Om-Ie&VP-#AY&l(uc0jk zjg6wiXf{Hlh4$@1jGc_{2ly&K3fdDr!MVSfe9lGy1Pp=6t&6+6NKcb1{Q2Z^cm}dx zSXl&%jG)gwG5BV@^Ta+PhSEhkdl{yagN$S8-hq2hBHp*5*y=Ygb8&OB6gdfkK?9#( zO5=}(HE$8$rkSC*nL}fYVMpCRdye9_w7&>y-YjUYHOs?kXd5iJ1fNmIJq>zP^GBiC zj}CYW3^5p*$5Yu2p39O;P1Sn(Eh2~W+2J9eJG!rr;7hs6F5&_~&H`+Nl% z!WQKHNT6Kj4WN83)FF&oYZCy6mcU=jDr?aH0JHoP;R|syswAU~lEk0qTt(i$tZS}f zvL@aK>D>NxR^P)*=cKx{=5oCO2l`M;lQi#sB1v>U$EB`8I0Sb5>z$uK*8E3ulj;-U zGmM?Q56-$(ghMBjr&=nn_p_hpQVAyVo;#U$KW)GLY6voI{4?R51;M%|?q5tW{{Y#I zbO&3zFnJm+ptn)n@_$iTmfC*OWGlBF+NL*9#!Bx8*njn?G%3NS&!|toR=gl}+ByDJ z)LO|6xeH+!{onB(Kb>O76WzD^JUpKK)}6MSIzHE9?kECVi>aq#*DbsKk^cbJscmfU z*|$R;)EwuU+O}4Rc~D#K1mL&-0Ise|gC10*f=)XB0EGr-WO`ks^Q7}nmK{K;-qI$$ zRkpXvuX1|TOH;Z+0q1X3?bLc#HR2slP4O1EwzdV{!pjgv z0*1t_y#{^9tpIb{mH6=t+ijqAw6{MhjyDn0x20LN@UFM1NR!+`VT+;r~S%V;NN?N#pR(N`3ybqiKL!+e{~z550qd`SCy;4Y$L~+bdBnt9l@a^MV26 z@U1wnz8`21`RGmU!gd?LCa^W16KUF&!AtoKz+M8bK>aH|4M3;vw9PDqJs7@!LqHpo zd`$6%s-_PM=?i9~fbPhDADCvi%dH>c2Z*kO+W!EEjhYUqh@@liHPgct+qH zjk`l)p^{$+>9M?;o#DJajv0TI1st^A67ZFj$sO&(-%iJz2V9?g5-X?sRH}<kWyocoN5uO_+UYv_E~@oT)~C(1}3`4k0?;y(;{qWUzG zRG3>KAHo#>04hV_-v((?ESkmXmT}49@%j^7R619Qb%kZsbq0kKoB%(esO0dziX;Z+ z<9m*|Bxmw!cO#JPFFquAKS;!0AF%sm>D=#8`l+nBekOR^S_UmH)okNF$bXvVx%->_ zD@gL-u(tVouy66rWy#{J>D;c>ScgpG`cZJ?HRQ0?wP)L`T)B2UfHC^6D{2o3czW6| z^n5>#5%u+P5*m=55mLau=a{8Q( ze=5k-by*#Xmk|-b6`^b3-xuoAED3A&asA>|zpZuJSHdw2=IdRXk?Y6uGz{>$Cb^nc zj7nr)%B$45}*&y70_7x8@&*T^}EG^+m>Cq6*>oEX;dsCtAH=Ou&2xa0 z;ZKMzE|H3cK8lj0wQv{>YeNks-Rw*WUM@fFRtkGxf`gZ-0hg@2bI zuRoZs!q35;54HW^wlX;9bCw^bY4d7!mQF47*tW0xB;vC(IGDUI<6TwNFE3iwCgreI zh^;6-80i+WdDnNZcOe;W5BS!##}pq}Pf4(144axe+S09mku!`f18 zu(eR#+a{9ZQ=G8!4$OT8OBJP@XfY_??lW2Pt21nm7zeIs0?ORUJ8fgjb*S3X4Xx(# z-;G*|$pn66lLaHKM5fi8tG40mKpC-V(4EAoZfjZ#XKoQjF^+0eD!ADJ+N<8GmXMS4 zPzBRx3@g2uGZWBNMj==vX_hpok}1T8D~$B3P(wV&F-N(2XEj`)MY2g3%Z~xO=CZCW zj94mi-^#lc(&k-+e2mpN@b$Z}c}a45)PcprYrFT8Ibuz1TG-065ey`;?s%@nEUaxK z1Iozv=BEzLm9$ZxTu^3n-`N_S+49(kQ@$`wNe74R?ee!|$~$svdK+8R+}92Udt`q~ zm<1;aJjOnmpbU7d>}}5IW5>5OuK~EY1PK0KgE*@TZUb=`2i}r*mmXg4DMzL&Kph>B zMa+@}$29d@axxgZdRA*oWop}|V<|lcH7L5(E<&9q4T^Zr{{XJ4#(bufNC0h-fP0oX z{&iMXPdDYb1cAsENwi&VNj%Hzov7V^$f;!0w2KBaUR-X#&eKJMlyd9#agvcIn84t7 z%>rF=@AqOO60zgB!K^7fU!d5Mx@>tqqjx`;u4?1r2DH}_Bya_Vhh7Q(RJn~5Pe)B4 zS*e!x@C43I1y#E77KNm%8#EIz>w;^K`q6UK4@J88 zi+3?AYYxHK=ReZ0X4iF%MM;)&gV1CAE1gILc-#2a%E*YIj!)r5%H=7?rni~rK3tyU z)~q(T%YPSYg|1woU@$!@ub(N#(p1tcyZgj)vK}hXyDBpo$7;w@?8kA*sMQ>t6U6{& z%PSTFN8DS}(wQV##6*-H-NjbJDH~J}D*7*&0X!e&KolmE?1~|enERTu4cw3ZuO_XC zl&J-BPf}_>-9hr60iXvwin08s=kHm*Vo4^_aaNU8*t)Jkr+;OY+aYbaGysdV50LUI zTX}wR@6KtG%WDSZ4VR`Y*^C&5Xad=khRkO@v?A2IZ*W;?5v5tcCLy(*6&n1L?e z-ZTMWub3_&K&&_>mNk;$aLu%}Rf-w+az|cGTl+?z5dGu%la7irKozIcgb%fb;n%%B zD_fbR3vRwzgZGVV$7!u<5r(#mBv0Jn;o)9PIIF3_PpZ%SgY% z0Xh7tZ93ZV$z3+j%Zsxd4E|=Bed50l>2vuSEupxPxGq?LKRVBU5$m_Ic`y>>^i>0o z(ttWO@Z6IB0H-&6ztK$!{+21^Uq9CY+nvMM{5z>&tW+%bJRrKed+=YT=E}+o;&eBi2fMq z5b00|-UwrYXX7l(8f5Z4>(xS zZx36EN^nTXANcS!=9fQfy_Dg%^cUV`Lhzl)5X=U!UOIj>q`^fOaj}fBlDnTR@0X|i*@NzBxwl1=hT|%Eqpzz z-ykg(&vT0Dt$YCiP;c&cqjdlg{{XX4K6A@O{j5$`%)>XJslL*nVld24d>`bJLUl6bC)eGqp>r#oZK4{@DKj>sFjPHmv7*#z7wS z+JC}j6d}IJX|N9b{{V$$&*Gh8?SerTz~4&H$Zfrsh@lIK3TM=gD(v<;p&{kJ0FL+- zO6Cn>>tIGI$FEA5cyCykZMi!m_2B;iS^%qarRh^+`&RJCeY5>4gzcc|V11GnpLe@f z(b4qXIC)pnWS(lX>Uve9;@UquALqSh2g;wdO3!(qct^x*35006y}ar@mvR1;^nQl= zpNjMyJ5;@tTiZ`*6R%Eppl|D5FZ)tl-)jE=3hr9c0H!BWIOuTo>fa756@D1_K{ZLp zCrh(t9QTDQKsyD4M6v=c{%bE@q#9+$t92$J)9p4e=*JlRjaU(B@XNB^+m6k+{{UK= z;^|C&b9{k#=qLjnZuJPymwPrh3}6BMDZpE+aGUoIPHQmV2wCJSCU53 zy$@P+cM{B?D;Epfr3odizsMA`^!n4Iw!2o|2#z-Ar2toGWx)!3py!-(Pl*=RCSnAP zPg7b_rL;?(*(R9VQa_X*tpGt7W>4|n;6SZ4`Gniai6NI#LTxHt148Q1*JZIENC-rKo z-wM1j8<#gy0KEY({x#{-%BEnT=N_4?VeQ-YUL1MQRjYqg341dLC}zd>7CE~9T0tsUF^y||*rcR0BIAKh6Zt(C#tdb1Dl zHJ5eZ9cFnlnz>mIV;Dcyz18QnXhU0kWDnS7seH!lU)wUbS(lS=dO?wZlv30LFhRuV|8L z((bjlWKqs7!@mmL z7p&5W9{`fBNgzXSHaAQCzOw z-ADfbs*fp(w06(1dSm=(1I#Tg^*B%O#uxAu`7+P)AUN$^+xTuU&(S&qIcUKG5{Q(%C~QAZM943AhDDw5@(JE zKN`8JXqq0IV=cwZhFir?kOEKWC;~4C>3$8#t?i>X3g5e~ zgHzV*Zy(8FlqVSH`d1PE00@S;tH~=x`-@Q7A5X@BIZc1W`g=(8LN~JX9QCg_mcv)^ z6ytOZ5>ELTADw$^=$;$!>Hh#qK|G*(9!+w(mZz;>hPBe57WU_XfHV5kfx=w)4@c8r zGHW+E+sI5D{*{X-i*!vaC7y+*i8k?)dj4u_vedpFxV1~&O6a@4CyZnAHD1!=M$zD8 zwYD?Nogb0>#bR_EZQFRO#BR*-3wRG)6zTLBtOwBTEJ118?F1jXKl;_v-!`?W7iq3U z5lDXM=a0Zvdue9HR9i8bk8(f8fH2=xxnyfwJ9BQopYyD#8G`J-n9QfB;8y+huArHD z2p?Q#vzq48!)&bykzSCq7yAt?QZXEu#%-7G=*tSu(+Y zbnNnF6pyVy6y7^)M)Ixsm3sB4rZ@LXwSGwb@mFHETT_q=$aDW*QpIun(a>J8Zl3F&x&-fbb?(JiB-lqnzr&0(EIH1hrUdc;k+Xl0) zV=3|~ZuhRvYb7Jh>MJ5^Vso?R1JbPl$jNUoVx(0A1iaT)_72}T%|Z53t%Kf}9LuN5 z6^Aud;FXAETI$WZf^s<(n#quIc%Td+0~X73Qh6)itxYb}%PGxP6Bg;kXaYK6atzxy4B5N9z`= zrp{uHc*hO{DIL`Fn&(}}+6vdop9=mq&80~Of#QN5(YD7Nt^7Rz$W`YUHTEUB)3taO z=SrP!V{bq~>7IlGUR_EpY+7X$kLCGWts|0y9ZgL%FKqi?nzL;NPV%|Uags~?u9WMDkj93It4;4zRMo|R>Gxjt{khMOEtNhH<6zFb)#aZu-R+BgQZ0y&yAj7Fm^+}1-P ztCJsk)SU-AdivIUkL3^u+-L!j{LB{^t4$kVvkVGEpKu2NRHT^)%+*MV6xkFoBee!F z!)U1-6m7?)LP^d=QIMNXaC!=4u_&p7ZX9t-wPRm0Uz>MI0I2}kAX0kwt;pUb!Om+L zf}z~Jlisac%DDuL&@)a@HwPULTCU2=$>~>s`95y^)ngzz9lKCAQkazo-m3$jz0g*J zA`^pES_8jtV?iVVH=G_hr@UcP3V9U5q&C2L2AqI{mOW?zgCP3TOMuz+?N$Qg*itko z<2b?ftpKb5eCLeS2vmnA&=Bzv2_^CGG#eK zQ-iUF@4PDGsCY?}oO3`N$y0(y7^kZKl<6?9v3eQ^Dt7m)KsGYbGS6mlZqKnQ9u!H%az;s&{2q~I?@x^ z&;wW@Xo35e^;Eo zrJ}pt+ive`h@%P!AHs3elg}0UeRCKj5#GO;pMhTzZ~hScWAMj}ET-};rM!a9{{V#` z+Q~F#U~&#VRq8pf>9njNb6M;RM<8T(uBJROB=tNR&z8ndIIeOi0~x0-zbcTTp1x+>07{_;MSXUx3$tE^0 z9<^o|3j)o-6)1+~$L>_)wQ1RC+QreyiwHe=0mLtbZdj_Y!VaX?wV#AE@gRGq1s0!o;x%auVY0Q(-uR7y*&Ap5 zngHmp8p;PY_R0|lLMj#1#k6b-06j%I_8vV(5~#b$fwJxtU#1pFRfC0*yTojyH8_47Md$) zfN6O>stF}KF&blcrDsQTwF#7O=Zw>YlQZLHz-swQu^As{B%i$1o?YCRY~_0n^`R|^ zk-=$s^sa|a)1na$2e~z(L`q$bV%pAowpNf3t6i0bmmDB6gShio;z(m*6lgMg*Hx$6 zDTq9PWOS|J9_JM2*rjO*P)iE1@)qE6inlW4?M^*vmB2;X%4??9M+;*VVDVNXarsq9 zm8EQS1HEd+Zh!{PXyqVuK=5&#)~qmqh0g|=ZRHskaKn2)5?Jh zIpkJJoP=jyMOsz~JCyFOyn;?Lrn4fRN0%UV=ql~Y9ixoyt!*v~cu0~_xs5Y3Q%I?24W9De$|EGl=IvY+?cCaw*p-UL zdI3^j-u=FCW*bwmt1wuJ7%F}hm=^3UXJ@W7tr;#%w>;$I6>(D6 zPKat3M*|!R%d*qF>BZ#35w9aPOJAL}JIJh4?w&9z22#DAeR4*4MpHZr)YCLrY*l>G zhi+?PI|wuzNYPH|r0Od&YuS?Ey~ja77cQmB?TvnA?^q8bMY?I5Dmxmz9-$1u-Tpv3 z`qwRadG@z;jC`rz)`3{DbEzz`Dnfhou1iq8lIrkVs3#Q*UY{|FkC<>OYfECTw_uiI z$*Z_n*3*U1+?e~ltFzKHxwQexZ3n5WI|wAWaU^|zixujcC=o=djlQ&-80!r-(@z5{ z`_bODl{dEXe+sK9^Cvhw)QaPU$IaTL0_u5XaT4&oDQ4RoDkb5Utw`lyMw(BQCnTEV zZ}q4UNi5Hl9D(aupdi-ubpV*g#a=V(UU_$|PjxAjHUe-3R=T~q)^3PGR^3i%f3vOn zht7Ic+z9Pn^7Y#wk?&hD!jZ4eF}9H;7EpyyJ^kwarL5O7M)M}vNyw%Ji+CDyh{hMK zbWy~RpxklIQ9Y7IR@pZsn zVe9Wza3k`h^HJR}2d`6IRjg8&*U22Y&#*{_p{8!Vy8)zO?yrK1* zv$i@>sQof*Y!EP z>+82>Vn^KEbB;JYdWyX-mjqkED_Mi!N$EVi5j_~ipUk`X!Pi;qC zm3KxrF(cd9nuC5*!n9w8{w47QaN!IQFyx)T<6h&Sd?@huhwWBMvTFxKbz%n3WmY_NUtZ=e`qW1P9iL=aQ&E)f0)Gu+DF$bJXZEYe4bUbL+Akd zeFc2w@k`?$_A7s5cw_g|K0L`r0086>^8ybdygyd)_lx+jliDaio5q1rmmlLa7nmgbJ&4f{{Y#rM#6C*{oib7`qN~- zwk?Q$X%B2xWh!f_mmYvoy!U(}^c^b0vKLk7j+m>kSa^c+M2}9gd6|ztcD*A=_($U{ zXKa%pvxs#hDgLw&aj;pdZD|G<9Oozc*43&_DkL_r`Kz2{@GH@efNcCZm^B%`)i0=A ze_GU!OSl%hETQs;@Z%H;=N+Qy6IkE*w~=mB*C+fd)3qOnQRucJ&qufY@fa=X`K@JH z_*1R#h%T`jjs`LM=AhIsyd$JqGYfX^?4fH<(5;ed-NK*GgY5X*}$&LCy_#IyZy$eQ8yu{{Tf+`H4T{n!9VM{66p% z%Oo?E}J|Bk@(Vvs;00YuvCMKDA(I{vPn0%AQ!7>pZbJ8T@K* z68v1g*W;4U!`2%jZh=q#0Aef7ZY_2B;u30;c?fza#(zR65!hX7k*vjMlrq0K9f#>u z(_Og)!DaG-e*Xaf0IskjvyDReXwtiJmgkDpTQ{_b{h`8cA9Qv7C;+-^i+~N~&Q!L3 zrmHF@f6<`aG29wtF&+33mM6bB6}xY2Em#|=b_N|N13n~smsqX_)g1u;0P9xNdU*3n zc{^8 zty@r7!1*?jd8{j;O&0p*HI7zTSGM3dpbtHU!&TMh23GQ-?gx77?DP#PzzJqM*!tG7 zu(Hv>Np6-#Z$VT)wk;!=?1)HLrU{@83xD54;Sk|EV~W+a(Po-4Bw!bQyTAQ)h}w^c zE|kNiS$xgh;BolXyH5-FhUgi!d*f!Eha7%X0nwcY$&VK|OAKR{7|GA4TFReX@Lqs~ zyuWLhbX+jW^y08D?0hAp?_2xxcR9(z?!m{?HO|}KL3?=$=o(L%HsP=mMqBX$fI2z8 zED27_4KT>$kf4$Y&mNWNz7g<`k349D#2SMxo25o~vYm`sR}68EdRM6U58?or2O<07@?M?bWE4l7rE z4^??>u4gt{U7*@X&glr_puy=@w10@&c8h9s&jM*B*#|D?86%AT^EKvIULd&Drj88* zPTvxDVt=Tu%^$9+qz1OVt@!W6zdo~ewwB|Pv4uGN7P&=_M7KGT zcEU?t6|vu8PCM+FqWa;e-r#0)RZ~Ek@{m??}?}&D@dwY8HdW z7j7Y%PbFKTfV_TH?ba~F%*`5YBh*!>9>yOsW(Z7uTdqGU%;-Eu*Wt9cWu?`gLd5m- z{Ecfv@V?I3mUNilbQnDTwcG2SE7Gj(T4`qz1s_BCV!S_E_^oqswjD7x!lxO)$v>3? zJ)M_G(yWNQ0y2Z|5tGGv?ycjW4O`~oN8aheoDuyi%VxRphl%FfZEEtD^L~xt&1+kcWIkg={Tq%y zBVN0td>Yek$bCe#ojCcI`89fszAEtEk#IEqDpis+7zm1gnXIe-02OMwoXcmT**TLq z4aPrQRVb0pj+03EVc{(z6lmhYuOznY{$$p*{{V=z9U?V_N~%TQB-be~gM4Xy7=2$* zTPRCHO)j^spo43AIQ~N8FMm?{{Y14g~?4IZ~pEFU(%~dFOK|9 z+v0>oxa!3*`4Ly2#=Zs7+()899H#&%bNus7J~Y?0G7`ejg>Hn9KTJ_%9L&3>d^BfI zwD_|B008n)atHo8Y4Top2g0sXO^?lW_45z-)+6a!#-%GAQtZW^h&lZQYU%zO(CyU8 zDt)R@d*pvwM2)%lk*#VugTuOh)W;+dkNkL67}9)WtUsHoT=^*6l^ahVg?e4Ru#O=O ziU>2#26Ot=sPvs$<-C|J@LQ{~6d9Z?pMx|TcMX1g<~{jeUR(6KpgMbr7D6H&JSGH)vt$VmNO;8?JRl@!nZEGN#T2DD{nfqodPaSPo+w_jm7vM zWQ4}p&p-WoLK_B)ZET^F=lO6+&0k280ksHRp4FVN+`ADow*2D&aa|3av5f{)f_t9z zp_!F&<`Oop4tmwdqGw!|+G=arA&(w&a6Kx3)vcpr6_R=G)EHfsTG)^mVPox6Nv2#p zU>O7}`P3;kvnf#|URoc2@Tp|8wvtdT?tkDskL6Wi+_4;bZJH50-gEcuOnqz1OlkJ{ z`qR99TPsU*=3U+wC$=k= zz40u2Scyv!=qm{8GF@kCZBfvgdKF{R+fvf40brqu^vSFld|5o|>1`;4_Q0+>X_i}m z-jZ1URZ(qi(5adB=hBtRpw3aZN`T;-@ zEvOB+wM&d}y($m2qY`%UQ9DU16B6(!0`ZtMK2z;|$z-Vy1#c zj||JZZ$X?;28425c{@C;RXc$+$9C^49AMR3%~JB>Pb@Hv2N)djR_&pE%l3F0c0EZX z3IJPuIxCEb^COO@I29_xEvu1m=^75-d-+!B(C_YJ%StTb?s)!{MXh`zrJpkX;N39v z3_1Mh13hnTJ4&J-)nmO z{!n8sI01P6SfCEYbln=%melV2#~p@$rDk4u$4S$Pi%+r)%fM#O^%Uz50bkrGGm~yR z=LG)%I_q@*00wE6{{TJW`GI-datHIEdUQO``%A=H?Axu_jop_Rt;;`$`mNh6w=IHs zIUxT4TJ3N3uMg-klN5{c{{RRd*P7t({wCeZo>rKq+@6iYXY&*a&!O2_cq2p7&!2H8 z&)gj2`O|K^S>a6qj5g7UWFDF8`B#tK>pIq^e9P;@H&omb%p2wNn zMXBF_Vzgkb^schY;q;f#i8UF#obm=UOL_4IWtYj*pan;Adj6Go_>cuu>kKE-DFyZoZMhPv?HoZE*ieT^aU zj-LtJWIVy`ky;RBTlgbVX?I;nSRbb!t#r1Y619T{=3w7n{{UTLP2w$f^dBM}h z$+)t-xM3yj=FIlT{{UWqJDZ6-JEadUQU>2#)^xry(pDq(YkkbT5Ati1O)E-f`O92C zZgE-3RJh>>x!U2xx7?@;i!hJyun zmIq{+^&nK8y2>kLzN?>S+Q^+2a0OgrUD#{5R>P)PkE1o-3+B6_} zYoA)emiBDCdolr_4VSbJlFl~OTb8kk)UTQMdkoezhFMUwWQ+=~x^(w(tk+HD4&MI& zl>lG1)UD(}93Lh+=C3SnTrdNk^@|pqVsn(vcG0Hl4^mm4>%b zmfz1OpcQg&v&5UPC-a-KfNF%dpDx=Qea-y8IskN{OR!cnC=aQqA5N0hH?`IjdI3&` z%Tu{f&vWIsae!(`^o=GUrtU)|r?AaH6s>RUp_6K%ozJF4Zh0DVH}+26fJd;J*vQ z=4yLPfMj(o`czNiR@5vcgTvM(fnFS)zxoiYS^O`c>8#iKwZWEdtWNLotUJFRO6Bad zC`v$s0!)wOMHT|PcvkA|O~$o<e1fBKC~ny-a)CotOEiJ4cZE&X#`zBLU}a`QQs zSK}D3K+=300$^V$+~b-+b5nTNRJxmOjfsgz-7SXC=|#qs<9%5cNhjEncKHTBOxLJI zZ4H{OoGLbshm6(vA@ac5{Pz?KoblK`9$q^KySQR&XZ{dfIbt!&GJBqDxw)O9bGY;9 z1!qZdAwtXu27#QMei+eUm&#Qjj{MfA_CzqD@&G5?RmLqV4=+CXr%5JPUJVMnVxeHuzSeWaZ!A(wnQZO%r;7-f{NxWx%no&|9!&XU@H$mQ(@?}(UPn_Wk`aN+pS~0(}sP^li9mg zb3COF+FNQ5LqWN}KA}DA17hF~bCX_q;*SsuD@KYa{MlsV116oQYFdTbJ(h}C_BdL` z(L4d-tLw3GbCit^a`^sPpb8!y@Sd&W3z#OFKeNJHa~$)E^`-ExkEC6J9iNz3@L1PR zr`a}_12&~{s-SuS{Ec%O@5F5fO^v*{1oE!{08jqPXalAQZP2VJu%I0W6^DDT>3Uoy z>gH8lykLyv*B7PT_@~8!OUPh&ZR9vz*dNdu(UZVX!VS-eu7r_}e5^750MJcl2R(W5 zMYS1P&qTE{Oa>K~o_{LlZnUox>Ju&QzC&|F@nc$ z^{3CM_;*S_V$m$k#J%`zezl!@r+AB5h)Xjqm9z1)DmeTpOJdG34S89f0ytLo{dREnI%F4x_8b zw?>aE80Q2EIY9H((e%qpi9XWX@zjj}07}l6RGA&Ew0O5~;1=Wm079=!w(woOuABX# zsLAECa#O$QT;8*(SZUU){hbgFcn!@iP(0FI2Krh2?PhJU^~WF5s%n>-6^v+YQ_Oh2 zwY7Y@o~VJR=XY{(T-D}_1bbtVixboV{b~+_Hg6N&-zbU&@<8ZEddEv?u3e?Od^ch1 zTkoP7M##T%7rj$3CA)~uT#n>cW`=1)7w({pmM50~0QJ&K6cCNqQt~;#{{ZV%tBa{n z5sY>f&rh;f42R6g@9ROCdGB6t`1gb&j`f=~jWeCuEWNQ;;vhP%0641>!dK=4gW7;O z@&LlJ{p!n}0L_k`^}Q(`X3)I$qDy_q%-n75S(+FE*@}Wr6nCf^C^E(Q$4na5V$)(M z*8-?XXsYKtFs6W`F!?wEL9EwMt%1+=t5;U)o6nXPpwbI3k^~o$|+lOi0!OWFXO3(uYCZC%WQCi1xvGW@ts;AjNZQVt1lq`+C0@Zg#$4Z#61dL-90cJ0TI1~W`#k2;D zbKZnjX3jcwtCB2;O98;D$iS8$^XXcBpbk;@b?ur_^OCFcRc4T~H$Cb0&SB2(cUFdF z*c0XVtTVxzBWq6;(mVyt;(Pb22d08V4a%-rN+s>(1zsH@>rAsP9FL}DyX2Q{D& z6<;d{nx`acRD!sxu7~c9wF{$xxw#;8pbUuPRxIT3J5$7XZ1om<8?Vk6fa+T(8!O-1e^{{6Gjz6gPtnD$m((_jDWsL z{3rsOMhdnDGgL&)6D9`&wdUGm2#wEr$dl!D_Mi@e30`C@;{ujM*a=aeN~djh#NaLk zUk$&PA1wtHxo%Gen$jP-qMpda;~Y~~F&lc&NmBuzXgmrWp~3;urIl1my+#EX`LaeT z>;s6x{KJDyT%Zh36*wwJ8}D|g8#(#AQv#fd5!t&Mpg=Fr6{9MW2^|Gec-hcxpbB!i zX$Z#xta*xveAdo*#TyZEzp3p+s~*kUde8+4N(SM0UX=r{oAZt+$z!*m6)0E6@;*^k zfPrvFy(v3Ram_CsNT~`2UYMo?WUg|w!-XF;1$G`PH(kdhbf5~vmTkkOR%RoE+OA|{ z6%mX!SdJ@08x?tBNmF@ZGmf-{bJBuJ>}o_O_^B|8er|%C2tRY007hK$DZ6pjr@-5s z&;aV)C;}{lj1H8tN-?x|pyLchRaWMJDBs)p_Ra@Y`G?eUEBDj(1o)pn#2 zz3|k(+5LGjMHG7v0CWc)_^-j=CtKd%aCg{<2W^MbCin*`?R<}-KTNuM;^3*|I+$T`)!gk zZQ~n{dd-tn)Mh1Rzz5t`U9&d-04+}Ctqq?sTyyDP7JWfRX#=52PFFQbIJdA=PnR{S zA}J@zfRHjlHEg)shER`=fY1heKqGZAkQ2D|sBWCbffRM?inQ)gcRAgT)r&6a9F|f= z05@My}649>QflxGZHUvYQ)XSynGaQJ|CV&&oKsOF?*WQn`kN{5gqix~MMp<^u zHpV*t0G!tSw}+J*EHV#Y^O^wTn6n%w%*U-*O(y-YLJ+O#UYlv6>Ci|RAUW%r+D5X7 zkU0zKS{&z`S$If)}u_F}d*##n8pL^8HO_31w{VC7GxLyt~)!?PSP1gMK*u zD+*s0+#@=|_{Twt!21l69l;6jnu6xSM^S({??4wP@gAczfx+5));yOt6G~;2o_p1( zwAj=Kl;=IF@rZe3AQ&Ae0}+UB6^`P1(#LHZNtqiar}D~z;Aa&QKUU5$Kob3y0NaB8 zblI6>0ab8)O(c^_!#j5CH?8%sR%i(=d+EsF6Qs3Z&Q(sS5>Tz zMA#`wZPE&RQhZNDTVakF+X;(VU9^>XK}efu9jJ1w6#<@}SdM;PB#H4Qxe$^?xnEviA)By{@Ea~KbJWzDedKY?C z1PMOX90j0(ut3r_u8n|(#mibrfMSV9EBC|7n59;v#!k; zKnB}%JmbA^@>@-C=1C4C>^-XFacVa#-eCDy=kTZ9KF}38z@QAZf;f?aW1mXTi_1b! zRtJGv@x&N_cs)%%O+8XWG3U4yX#ke?K6{BA@;g_g#TC4|az`i%;9z3B^$1cNWH)N- zY=p0E=A5?PO)xS;Br?epbyL^cvtyIYosu=jIL%qOgUxoAILXCR7awPpZR1VSIiL+N zj)ZxKsldf`);0>ECy-$FqfOGn!S>6aoSs0fH8MLZH~PNIKndnaD}_!us$OA z`$+g@;fK_9NAoosg)3=px!lZ9ka88k8DC0gi}jeiGho{F!+!47cVnh@hHP=`{VVh1 z;zy44KZzRS>lZQYMIKy4AG;W0LFh7hq~~LzoGx(QCh>l&<6ja>;%#emld&NafDv~V zRRm)=B=cAke`@M;G%z88GBRHxx@c@!K#mpO>^ks2t#Q68xz@DnX`$29wCtn-kSm$a z?Dwfc$kDK}RGFZjVJfK3ao_WzUs?$dl+@y(sK%{xzy9&kBa)<(Rj$h6aA ziAGdP7pCq_YpgE6C_tdnMR#QkMVa?E`!pu9(l#R-2m4?Csslt@w~lF5qQF%Kv_8Tn z3J1!G--^a*u3rpTZ9es3^(jE|@G`$lP#oSy<+p@ly_O*J{IYiE{A<{JGw|EO8g}d3 z>BG8?m_OrQ3m&Pd+~HDD8n4s(imf)TvF~zhwUD89Dtc{7^1g;%>*o5{oHfU;w#B)bj@Q{oE6MaKMq@-KN|E4PX>4@ z)T>^woTn!xy8aXfrxSnUKN9$&K?9d!{{VFm0r{HU(Y_UUt67ijH^c1d*f9)G&&ZngwEg1L2N|pj!zwSj6+UL(lk{+lDJR z3&o~FAa77fAE~ZZKN8(a%H@j{_B4{}+PwRg0wd4RllV|%JA6%UUKonJFDJiSw~*NuEQjejj^KJr@tnHBY#x!XNvXx{{U&Z z7I5?c0i1nnni@`@0Q2W#cQNFWNdC1XcEaXIndI|Adw)vN)AZTfGN=lpr*l9R;fmy= z3s^qRgR61R>r%~imPpDQi9VzJE2EOjWFkrB+z;@K59?V{PiJgFEF$+b0a6=lyQwxP z5D!puRwmNpj4|^Jj-2yaaO*l!MnQiyo6vuNs?U8iyPDn{MthI`xS$MK;nii0e5cy2 z=m4m#w3~^TE#n=l)bU!@&};V!e52*Ac+M+R`x+3tb*qp#=NbN#0ZAk9^{aC_tc%!g z%~)>`Swo2I?Ecby+aJ!ZTIe1SwqtTFn&rnv%Zk*F()MIBSZTgk{u7_^pbmP|Rq+MH zuML&A*%i9|)~z`_Eq!#t=Tp>#W6&@78q!TWQczB*cClypMlO8YZ8FXE#iH;ELF^oW@A7w8%XUMt@p@3DQJA*_LJh0NUyN>h+eH;)}h`jpW2T ze58s1b3?3LllF_Hv_t9@kLilcxwg?EW=qS)ykXFMzkJv}YK z5J!XUSEPdFVk9t6ekyA@Wr-NF^r$a2%{JK#m$L0)>zsa-m6)ntA zMo60EL_UN3Ysx%9@ovf>VAG+<&fhbU$K_sZC-Fy&uJ&mt^8#_4fHC?|2fAurD$;aa z!EQXvb@_Y#Big*4{{Z47`pxUuSw>}d;|u=)>aEQm_I%YfDZbIJ>b_bxK2ShU<{#R< zLqqVFgZ>*x*Ad(+T(5JJ{xkvR8b8BbbHtORn!tN2e!o%pHG5`(@T{ZHZ~Eauxtfv1(a5P1GrrrZ2DL}5RO^(MOKaY8ZtnzZhGOW_|4AG6v<5n>%c zWBm;PU|Z;a5`HPM|zlzq%_*21pHrKpUJcFF&vH1g9_7}Q){F+6uP(}w_=l%s$Qg%3a;P{8) zl3M!Y+FLg}PSb(;C}Ptt)$L`;r(&u|zoj9EyG4j3;Ix6<~~i z4+PgR`t{WA?ut%&WBe!%W2w2ev9xtJGHyPCtQ~7fw``PA%Gv(LvmC{VO27rJ?@-Mjm5xm(YMUJbqmArnN+{A;*>QC<7$(8Pfv zLpvV*DZ(96=!5>D4}K^PZzIAN;TMav+leo{C3?28Av;8>t-OE0jdSvNqvCIewH7`v z(@o8SU>Q)x1_yisYw1aBtv7GFxHFXL*ZNhvJIF0TOGpc={{Wu#nC{OH)BZQ;H!{U; zmhEpNVNaQ#r z-ld^JF1#10yzZnHg}5J^HE2g6^!%D-g`h8Z-hZ}F^rr7vh-*82gn%>c^)>R}{4QO4 z!S;y;xuzKiz-Qbz_rM0btrOywnd2CiOMAf_n8P4b$L1&wL)q?iNTH04LhMKW$Q;)< zbK+|YcK-lFw=HB%Rg54 zsUx>Y8w<%Ew6Fr%55V=JQlWE_4@v->#>56EgW9XJmcqul$68M|O`$h&+M;xF2GNpe z0?J5Z;qpZxoEOYPKU#})aG*&WajP)MJhA0RkF5YSd6KDOFh43si4QWi&^oB*og|jC z6-nnK9aTs8RhU-h;aurL5@J@`BwVr z47QCnyLaV==z|=7MzY^h@V=P4tn+m;^j6RK&;xAr+3v8`7Uos;C;Uxrf5I|Re$lGj z{h2)g2l-bUCyuqtwrH)uwutw@Cb3#8y-MqS)U6@wNDktE5cnfPke@BCrRWF_GJlmr zKaZ|%p~a1`wNt{L3H*&_S$IcNx|LW)7B0CsHR!e;3({Zz0UJA9f zKWLFRkH`FLN%e0Gcx5+8%L|^MXFtleF7;b`RLgzurFm`Vg=6sz>)#kyXSpLEmS`6` z4PWAfmn>q?)Xc#4AL6x)v-tbOxGoHE{{VDtAK_k&;r{>zSm?v;3ksL@uHZO<6uH{J zg#+hDhQ;vHTGR&FwN`TAqV^yDs^fJZ zh!&757-KWI>A~alpj_{vzaN6UIvnk{UCYl5Pd}YpT^CHV{q!*+IOCo_t$C|>yI0i^ z4Kgw=7?4zZ`;a|rqtbjYsocbM9~92fq+@wb4+H(v?L~v0M^SgG>ADTHnuX(q2$@fF zjDcPgqIi}$wX6RC5#GdJY1!5>gMhoYDB`+Hts3XX*Ufcy=HE)RJ0g#%eW!-cUO}#g zYi|u{HVTUfVHO8|Ycp7!h`aG0h;B&p97N;*pf4ZFx;Q)$Z_3}zka;Ba{S8x37HpFi zw%;J=KmBzJU+WsN-L$M~PCzOsG&(5s9S21|VU#%?uut+e4E`(AZPdl5Ktm4v{{UL% zA5VmmZsjWf0K<>}09{LN5+Gx>gUmnPZ~naiUvCj>7m5r~;Ch0!N?0{Z_T8vYu@6Cj zKar^+n)o{j2#k7hP)l)Yt}+e8zJrPYxgL$DTc{H`n73h5?1J2Ew6+PJ>~sApoKJaj z#g#mm*VKw+u@Aj8zG?Iy{c6z6(idJ&H#1>>x&f*SaF-0vZEc;s*#7{H5G3*p#R)j~ z{{R}7ZOF>agdT$ifD_KX-JSkYf!G6zX7zR+U^5ffwJ`Y#*&}v4bgR~~OwIBp#m6Rq z9C0d$%wZIC%~KW;LoeDIT&U|;rHGNaFV)Dye89wgV*Um z2?>~jH(^JpsZ7z6w6J4Y?{OsAL&iGdt8NgsLg4$*W@^plqGvpw)X^w(C2&agtf@=8 zXLjt0BYT*mVdatUL7}8#Yl&1b`3GE7zhv^-Nw;kZIL|eeZzaS#q**pA_0A1fn)t{_ zGWnSH#Q`42Wv!1m^d-avt7-7Kv_Bz&4xVVs!ZxBK|lTiJ(LUAnNLjM2=6ajrF zwhHMf=hCUZuM7&Y!wHZNsH%?EGBBAFb7!2@#RDQ&A|?6?08@FXUi`MnjBXV}W6Ex%6{{ccis{ge`nA@{JB)vY0CV@6ri)|>?`dWJ?i;V+ zQAMchI*fZXeK3N*#>_wVYUxg|;Y}!$4Y!>la2ST<{xzcyiM8vv!)bbQzz=fDbNCTJ z9L1l8d|9c=X4Ni!%NXhaQ~Zr;Cxf&tEyeDod**tK5`UdfHk0B_Q|Hv~L{XkffWP}K zF|=O~X{;`F3!gYI@Dggw%NKf&hV25Sjj)?Mj9b3&r9R`2Gft(_( z=AkLLzL2;l*A>#(cxv}iE3z>JB=Ao^%9dXecxHQu)(DEm4<{zQR>tbm?gVQV1pwd- z&<0+g;cY)mQ1Slp@yi;%^G6@bsybqzlO9;ec?Im)hx>=}*?SX4s8 zG`>R<>?%eL;zaa0;bN9NMv`r#OhF%Bx zHOgupEWDJF8i5Wu7|Hzwa4)P}YPWx4v{sRr{m=mZVzW99zUCOOH_t0?U^{2}8sn~S zA-0I5gK5vH{i7DrFA#@%vM{{SlKZN437wnyzcl>TckBsOvSP+u|S_V%~B zstBy1G86nq{{Yon)}Ib;!;5+Lobsg(QC}Japo@*e)%j{oj^nXZ6n?l>lnbs_J^E7Wza2*3@yIPtvjH zv(sz|I+Vig+wTMa0M<13xV*f%XnfBi5HYr?%VA@~MojZ}9V;+0E;Z|M8Mg5Kx6C-* zoZ$X7%gY3gP0xvLKn=iA{{Ysm`8+d!Fk;xYj!r>dO=h=;Gz~G#`mBcGl=0MmDwnv< zI>qg+Wp>f5%gHCo3EhwUdacRfZGTk)O=9HR!_XkwIQ%QAz40EM1-e@4FsYEAlwkh= zTEm_#dsdUmxnmM_;3?zqqDZqP^j{8WOR~*Gmq)u2YYyl8S6N1i46eh@IsSFlMW@-= zWo{VUF#3a1PcuUn+f^8or>$vVID2mnT4~T3b)n~%IU}d?tl92tA9$m|Z{{UoHJ*a8MIF=)8$UiH3SER{n zYK#7lmnq3(Sob!PUXu3`Wmw}Lm5G_Ym}c$mP8`jF^Kc?9<}PT zX$@<3`y<>4;hUUR4c(Q>P4cgq8xxQ?6^llxo?QBL^TZvvU`AH5A4^$Ss5mLwy?0a6 z6-0hP+qevh<@Gy3X=sKu+Qjl|P0u6LtnL9MuF=!~0IylG+eH}IqbH~1>t2m{r-DPV z-f_sTT*gGLi2iPr8Ws8Du#0H?u!TTu^DI}IX z>cq&v44jVQw(NB4i;In!0YTvZ0Fzw=UKC$6JkR%!`R_rYz!>E?SRyChmK_M(NK1wd z-!<$P)|x(<3VBF8z%qF?#@_gwNscyKRV^<=fNBsJDdDBgSpikNl} zTK@o8yt#{dzm|g>S1UE>Y@hXn16Bs*-m_~A1+9jEOxGWEsN78Z{^B0pY8g`U_A>k` zRYMGT?Ge26izY=I(D)9Zbxug&T z!9ys|%Edt=kUeTx7De1#=RE~}czi1OseRyWO4`-V`v;U65aYQ3o}GZN(M>Y)-(RwW zQ?fhZo-rssfZ+cCTHvosTg0wwm0KK~bCXdr$X6;oD@pCJH)D*`INN|L&nTwQ%&GzC zYAEAS`9HXtkSRFsD&l~U?hXMxYW~Lv2<$6386_BAd8=`} zi}EvZ(9>W+hHNo3-12y<5)7S-(08aBJ-Fv2)PY)9*Y3Y1t2$)ZLt~|Dyk(bnaamJ| zOY`@8&_g3_?f?Vvs}U{~h8g-)Ou%7RwMvAr`ct@w-3~fpqY4>n+wC~#kyT~k!wxFQ zWHTzMB}X+;fO0tIuCXqC$6Bi<(AnwhK!gNG!8y%oTM0JjcglNKXu;%k6{QOgm0yz7 z4H7uO`FZuGuEhtrYLKru?s%&1p&xHt)mTMYSId)b>T=+Yy=rIJ%kzEi)e?+9%yCo$ zWkV1ToQjaCU>KecN=6yTClvN}AP-6aiG~*haCoXNo>wo6EPESr42;v_Mr`jpR~_oe8+wY7VOf_F9164s zUKD-KMH?KkJFqI$*6RjJbgD(RK04-@3(r2)T0&gmPXebeka6CrjPK*6045i2KYF5) zITdp^RIW-vhSmgAr44Ga$vTS35DTgb?N*#9=0;83bf}^im2qG$^bIvJ+cKp%s z52Y|MVTR(InJfpb09ryM89Y*zi(x-Dqo>=;AnS=5B`!08(4R`|q(T_;Uzz^^@Jzpni>!D%#J>)& zrt>c}y+T`v6#oDXxQ^a12OXO|PkQ}0ok-1k67F%bjv9? z0}on{&kA>*O>SBEPgc6ZpOZZQ0G?~2wD2v^AHO4?^Xp$0eL=?g%e2Z{86AaGUGuSM z&Pd}m=>Gulh}zrWNHXKD5B~sOv}3Wbw?K;@J-8p^KptHNlY1!NDt!f8wa_M#U!8WL zHRy6pYZGmds{S>Zb*xz1sl$d}Y6`hR+rzeyu`b(~9t~?G5L+%fobgb+cBvude#KG#oilfAfA;Qswv-%!1bt%syPTSDV*d+YpGWb1}x zc9Ft>Pd#bIA;}~WPA_h|KyGLPF)WNQ2O_M+zZhfIpbSgpdSlX>(g^sF^ckQFiyUJ+ z*N?`kO(m-5WO+4Q>Jg9K#D+#bnW~;%yD#q{g9?3i{{UJ5Y1CFI+%!aEps1|xCb)>m z*aQ2ut!bcYSEYuhGTX=Bq5f5=4uj#1HFGW44146z2O)cN7CuPHe!yn3p6=mrpJrud z{A^P3;!j^s{C1(rz?HW>PTx+nwj{=& zW7nVND%58Za5jVK{{YsnDzxzri8UrsV;=4Pxc;KOb3wG##A^Dc2j%@MXh)k?Whq$M zg4wuv8vu6or%1)}r>AO?WR;sLI2}2t;u1(oH(K)*Eo8SZ%0n z;qr($$!^uEVH^y8HL^L1uNt8Fe&DL^Pz(Xqv~F^ii6dRIDB7*p<msDarfC%N%390Bl*oCfve4W7O8|m8prm$xdsT zk60GSV@w_^XHU77owQP$W4@Te96_q{I!*kwG|Wq^KFO`qTxCXkqiW zO8gqgxwwWoSOfD{O{sq35#)F3Ylv8km%H42rh>~7`NcN>0DRwYkrF(6L)dU5rrV zo}|_{?=G&=)-Rcxt$IF{q?=?9DByMXtnO`Mt;UlKdTEugrH2*flj*MN zHjRV`p5)d28%ni~Wz;7=WP^cI&u-p%ko@LK)6(D}{E{%O&S(QfypxOpwE^fq&MLIu zyNcsfxgjmB5tx(Hv+TgUfN#sqbGKe$qb{F7D@t;h%*L3xIB9UQbp+ zK4IVMQrXc;n{4vWi{BOR{9~-kXQvZwq}s8EX9P;gkPpm?a6zv=@Xmv)>vt;+qzpp! zD~t^Nc;dYe!T$gXqPMad$B8cj#K19A#yWmA)@#2Mejofgu}ggvE#&8eg3HeXs{%UL z45WKBsPc)V{4#qO&E5VC$M{Z1^{nkfz`hu_GirB?Jmu)5xA@nX>mMBTO>#h*ZK;J1 zQb;%-_sFj-)_hNUsYuAI!H-f1=CeHo6SVOruV)*L08w6NsOVZ2xaNIc z)ld6DnNR3NLkHU(i?Jjg^c#5r^D=Yz&}@~CUS9)vMIDX2B}b`d&+64`%fk9{s7U5J zSEp0|0JB$TX=`c+op`u7=uJ$5=Jm>H_D5>}0C&9t=0_kjIiZtvz2Q^`I4l1E*Ql>= zH8@>EOdSVx09UnW9}B!q;xHQGF>eF+J4qj?HR_sAz+VVyuoJ9Z`OZ3nxqtS01t_To7<(t`IBUqPT6r{Q5 zMbO9{6^nn0&@Oa&u9fhs#oEj}>tfSZk;yieBX4eV z{OW`jF+`iKZAL%5Px#iIv&gak0HjV758(h(xtB8?bkB7cm2%5(yRv~;Eo0>|f&^&~ zuJ7quZ#}C^z9zZ)5)Ma9X2$S4qi;C>1x^3){;zBL<_rNuwYN>8FK5pBf?NeIB z6d0r%^UiBZ8##_vDMV}A7^X>3&meCtqYx|pbw)rEV%ExJVOsBNWdIZ1&F8V;40HNb z7u5_ZMwx7$e@jIbqCpw)t1Yw&NtsmB16t_Kc!trv<8fQ zvSyY2vM2)Nx`myx2<^a=cNhYiA5*)DR?6I++-HyLS$ywZL_nWa< z7dGA#(qvayk6#Lc>S#cBD7X41V7(f1NbUnz?KXNnd`Wd*mngM&pmlx2>)`GjAG45*y-r zADCnFr`q^GNw85qvcaVOEa&=G%WIwu(;!%E)J-Q~Gf1*ElKNExPqz?8J#qa-YucX^ zNTM{_5S*9F^!ir;s(8}%i!HkSofrGOlaFfQu6$48ZAIGF-QR3urvo_ry=Vj8PlD~P zCHqdTbGfse4gvg)Ync2Oq1gx5T`l9!1Lh?E0N*w9d@bVLQN^@ZjCTJ32*DhFmC$Kl z3$^WG{@>zxjkT0VIeZ-B&?%q~RMmbgcvC_iUANA_ZjEr*W6nQ@y#vAazYsisXC9(7 zuk7tA=;dx1(XxjJA#xj`^sWcNz6bCE>hZ~=sdu&c<&n4J3)g5ocCS?NM~-|!t+)Im z{uQ`3wy~#@@)ZXle7L~?^!KiVnCCos;(r1BDwyfZC-%0xBH?2@muWc}&KY`&;d~&T zFYzv-+U~Xcn|W6;peumAK>2#`YpK!x8fboOx~8$4yZr8FZ1wfP;=K;u8+%)QfCL%9 zBRm1=+JTT-=uGO@5)8}O5!#+DSQZRMSD>i%Uma;03_B!k@?#x8`qkxkK0DMki;)M1 ztxGd^KmMu!_KSTo+@nitHj8v;?3S78Hs>Fuboy7qO$N*UCK}btT}p>>CnKN1 zs=e2bwasXoPYqj>5EwYXANcUBOV11V!^E-d)bB;TzjRQfeqf3K?;pk94)C_7+}L65_>4Fhi&qgr7V47-1b?&tNZb85DdACcL| zspx+pR;?C$?2BbC!?5G|&<3o!y|$YYLv6JVFnU!O(^A%cTR51md0~NCHkwVO4d!c~ zDD0sB08w2X*0*tGX0Yf%ZK55|C-tC5JwJdhq}wK`b|QsFO5kMvM>MeOIzNY^Hu@Ys zT!VuqSpJ5wFJ{zr351vTtsp-^{Hi$9PDLpa?{nOr@vAf`-|Cvar*iUcF06W!{VJ!~ zZ;AQN!Qa2@S~qg6Xc0*N0D$vVrJhHKZ6kNB08?+XN5}=-b)twm9qIc*soY1s zCB2>1(_+>lbKZayO3xrtGNazEi)CgEkF(dQty@hJV7QU6!?kMK=rT)|n3Mzi-RJ`b z8*rpXhs`W`IIFU0(@P*0$&{c8FC z&asI7t@s{*)(qYx)80=e(h}^w4toBS0lO3y+jbSnG}$fZSkD0$-xZG6TBXXVL=b!A z8gaJV>eu&vXZt-rm1sMUH+pOYB(7ck1y3E`sd2@WAyct9{ONWw?h-BF0AAgQ{{Yz-KgyUtv(iw|qfGtIaa`rbyQAAT$Qt5R>x};Z zTFaNl*RUV-J7od7WRLKmtxrc0UraM?5Q{$G)E8E^_KF)-yvRJ21NrtxOEa>P8l z0qg+(01BkiOD%|%coTfWCOuKrwBNdN#;>}vH#O3`fEVfG#?r1$*TBv zsHLLM%!ZmXRQEb0Q*iCEGZt# z&sCM1V=rp6d41$W79W_Cjw+K}nLl<@VeV)GxJaX7Bpa8x^{J=3g9?zY4`WfJP)md^ zPI}{!QZAP~;Ng6@m-vrb1#%}x02Xc5aty0EJ=R`14cLHw`W|f&tLr zALokU;3{&75tQeV{{ZW)HPH2qRf1cml)d_A^q`9(3%Mu0%W4w&&fNgO{#09N^0rN^ zWHW!BwdlHMgX6ODOBDW71dkm8eNd` z?O_9NbIoYm!z5|tuPgPdii8f>txTQ36=?e@9+fa4$GCER>ZHwQZVcCFYL4WZ<|px% zlLU;g$+(YA-{C<=RtvD0%rX_go_GKJ5rV&C}FO0xi?`NP{I`d1ehg0)RSzR=3szr5sPw(R@^YJ<(z z?!<^cfN}hd0m@gq_?)c|mt$&Kk50eTRzx>mG1s!fHW4xDz{m2g<9CJhybDxN7lL^| z<5{;}G!YX9mImKmztVwRr4N8E=0QF6=FIYA!2X7|Y;7rtXTA8`iY2iFyCCHo{x2AOOi9;Abh&VVb$rfZCe51ICO z2MRC=#UI%kO`C_*W&2c}fF0^-3rxAxZvJt}3&--RO>(ibHH3eQAMv2jyd4fjy{e%8 z6Is``uJ-|?yW8p)ili?mxN^7BVSNW5%9CxopE3xHjt)AS0GcaXL}q1EBl?p?%3jVE zB*bbxD$F)llVms$FMOQSUfMX1&o`Nh0L76lWBDY^@(N${_E97-h`{bmUuhi4w%Q$} z@sm&cE%pN3Oal4}28?F2mUmM%$p@)bt(cNKWC2qx>S_j#+6jhVamRX-?J<%TGn&vw zmzgxmjP0=pr914_>;$>U_o^|pn{Y5W=~g3<=WM*GJ*WY9BnrhBj>d>?WR*-zH*vw~ zQBI#Td4KBbI^yJvMv6yl&<4m@yuaT`u;YPQc#l1E&lMbHaIDl%S(7V(Ib_cR(Kqj&&0;2*-NO*NcnGB)PNO6I^@w*LT0otjTU zoK^c}n%VyVcW=AgpYfnbxVI7oKWDe#^ke@3*QjM{xkfIf2_Jk6{{SkpcX4FM7gD?y z{)z^Fm1U*wk1LCPJ_eooWD-A}1q62XCI0|-x_@p!tAkCsWzCuhM|_Zfompr#ovRJC zzmcB#RwAu0hUJiXnx*a$d2TUiwFp7OK&lUOp-JC*KKs3 z7tyVjqTW875V@QF(p5^8rD zU*f>e@~zn5@lDbhCU3Du-^22nYWRNEKi=whrH6bE@SrYIwu`~qV*?C+e8a9c16>4q zt^MH^`aO=*{quo=_|{7ROhL20YJMEj+)Hh3=dk`RK{aK3XRlnT{>icZ((p+jAHW&{ z<@>!4#n(`n=Dk?sZlDGJm7N!c{4u0NCf6?f_wG6W0NG7gc)Vk-*_E18Y>oUQXFt}m zbnl0&8?)*obANcZ{{UrL1jjj;A-TW{(zQ>Ek^wCs58l+E^x-nS-Mu4q-osbfVdgXeJfu^_-^+F zZ}q1O4^o7j=j&dNr_X7l=*L&pR6wD3W3Cq&9V^AP{{Rzf-YvXzfxgM7M8qm%EWi>& z=iF9?7rw`_wyR-fZT1^hTS(J^-}%=csrZXY(oiHx=Cd5L1C0JcxHDsSCOpZEgRdgA z*G#vRDoUG)>&<3rE$_rjovRhBWmBgo{{XF6?W$|Kn~`lOgb~RVw%Qh%5M~3B=~G!* zBuSEXi28iOk~eqzvEWm@Wgg!5uBfV{{W44uRX1_Lvw{5_0C>v+Hx@k z_Mcz!C<7Aa%|fu*jC92=o8k+-24#>jF=ysc{uLZLq?(MLMYMdLmDg!L8%W#FzJy5a z{3d`p{WrxHI;2Rz6)o+G>yYI`NAp(&ab(G`#|VW7-2$&Jy#}0tByXF!#b{=9uZ`#C z^6dh{Ce=TIu5M7O z0hO3%l5jAQu|T2Oe8!@2-y^!NdlI1kVD2B)~vwVg!++z%}z>stC=ho)&LLRML+m_jkr717&IaV%{ew0jBZ)B4s;){6{| zA5oWc9^HSH0ASoMnYmkT;ycv~jaKg322D8tk-8I)>s!~B+GJ=F$#TQJ7R>_y#yl0{ z6`7&u3#jY2(zUhZ<}7#GIjuusr`tvLjYD&{Z@tZQ_j-PrJmTcXx&1lCHd}R(Q5i&P zy(j~U8tt+_m2YGeo&y~J09w1HX}9{N$(BiWCro0xLu01foVxFCt}48@&l;Gm@fwe8 z&;&Q097x-0%%GmNO*D%*n5E3VX5N4SOnE0}5;-nSXU%gn$Z$x0ZHoBo^9yuH-a?a5~on(#>-b-n&IHoIJugBzWC-ZSFX%ySU+!*KAG!U(UMQ z%_0ki+@$5}j@C3*vyF^19qrL^S%J+>VKXARIg_vz$KJy7Pxg5coU!gWt=qf55b0=> zG8rKp9AiJqvtjXdwblAVJU(9D?Y-n?O#hj70=#-XGjAF4P&@~z2Q*937+?KDS zZFGGrRI_Wxo;5-F);IR1gQlZfSp4ptHlFn^CflASd;_W8A$iZ0?m(w6hjhIrEKhgm zy7s^Vwmea+YqPOnL>B)5fv+!;_!+#QOvSqOrOFmGwJ#89R+$#D`HsANzy7MlxbZdh z&8dzsB3y8Ke@bSdVfJQ55s1X2(y(r$SX0WCPYsG@#zfcU-}m!0%-mxpvwmc6Eh0E4 zt#p53v?I^Ak0;YL9F}qx&Ia6PIq5-}g*A%41g=Ou7LrR3m6xYjhfiU~+a z_!L|Wx3+X#O~|TyZP*cym{ivn(@a|j<*cIajk_5ptuP;PakJ%KD-z=Vz^en0TPHtLQ%R=? z&^J?En%Ku0l6Vz^cPw!^QOzrXhGEFgaaC1zoK?1V2j(>tlPDiAHAW5Gi=n}$g$&<& z6wn$*!0T4+Z6s-PBJn_qi5K2M{8jHC1HLL<_z%QC+1iA;((eF{K-`54$O!-`Jq39` z*LCrPnk%sTOeP}D$pRKUmSZY?W-sw|`pqG_kF`SI|8Sh!wcKcam1Le*!{OjVs zfnOIcd?|XK8rBJ$Po0QXBn_L0U+(7>_mt4XcW({dxeS*I9ZK`}haLSZimWZHK|5&9 zc*bMGR z%&1j`1_CT<`EPy&GF4yU81<>qwh-9sO^^-6`<~UH1aH_5l_H(T=I>EPO3UnO!3BsT z@Sq7|8N&Kf$q$&jW8l?wW<#`fHG7~NYFHGEU;?M_3eA!p3m%oVI&L`Wfz4*R@wI!? zWZ0z)agD`~T2Pw?-0@AB3NYn zN02|IR&X1NyN&sf^c7Z3s@qeX&}J}@{VajjO|{7no;U$fSY;T#*#)D$m>81?|^ux zFxaH^#Q;R49)p^9maaD*F-!-4-Qu6~0DBBj1vCr^-S>M{X=3D+<27m91Cz+@RD(O5 zwE$DecE?Oq?JB44fXVi#&=h8o`2h5$F(u5~c7s8jiw*>fwT>}aGr;k_RAg48XPz=C z2`%!D^`W7NrIozSqtc@}l<&?fUTa2)e8I@?Sq{ygka0i=Lrivqj8qL9t7EkuVd$M| zMq{@G{cA%ORB$`c26^I2VBak=ruj)U-I^DO5JR_s{hRyfe>XvZaqhqSe7;)Fw*P#b^oU>MCyboG1J!;X3 zbJCN_UrLjn$N$v(zUN$nPHX}cH*x;}>a0uu02yhpF6WT5IPL!c>aQVPQLh(l>`Bi` z!J28No#P9X2Nm(>(A}P$apQYwGvwt@K*v1(mCZ@wYw291b8vg}{uRcwEx0N!Ks7K` zKPC?y=nJz-;!C+3&UwopT=7(#Uv_QT_p72DTb-ls^{UJE<`|Eh&}(!tl}Z9h4ct?s zXk#BZ>rNJzPBt1-W3z@~yWW7h6=h$UqT;HuG>wP+D)*AB9@OObrB#j}-W3ePwI)$j zE$1z?{n1v9gv!Cd-R)DliK6pVgvC-9a$BF3w`ba!&RlroixNz@&uXb8s2`|YbONH1 z@>v)&DP|o7UboS1wG}8p4W4ZH;#Ulx}F%GIQ+|r_9^H%s;?e{ zrz;7h4I=e9G!DiZI}OXUyLyVX3_6$|WN?)p;-voogtJ1^i7SVG!m+hq9!Vr0=;20v zXc4lIT+GDWNwf~YRcE@=teCaK`GtCb4S9Up=A$z+Z_e*Z=cke0;7PluU-Oy`xeslV z;vSh~0$AAwW6+%O`HI24_<^iV@>_tRy_Ej|F}#lh3V4$3gf2oxdYml- z$y$W!$ zJlV{jd1b=Yn`j7($VLlOEbSU(EXNgeDGEU33fAW(*!U1DWcI7%lHEkKxMD#IMq(vLaLPXeBiAo*95NJMZVqn14>WN%LOd&@eZK5XW@twtBjzXW_O6%1_KSCLtcRYb zHO`nGboockUH<@wY?jX4JAV-CKpOJF6jJO=H>s-bzDO+>ezjqlK_m==-m5ICTgoGs z;(#y1a+1J95DJcKg}Rldx{&VNif}7)!~^UWU`3F|xodWbA@c&d2wWE;AQyNJ`?PR*mQT9)C;#?c_Cf)Z6%sH-a$STlY!Tnx)AN0LxL zEzdRF+wQhdjK4~!XBda~kuL_NxVc_jKg@ep&tNW#p){P1MNJu4)uoi}09IA9qal!< zhnmaObpY(Pv2`Y(2Ht9$_wC^q*0G?tNkbTpd94jX-MplXCPQO2Udu}RH_RU@{ip)f zoHIz<$>O@H7wp!)YMyaa?Ja`FON?OkrcBotWTO87t4=5bCScEoW-QfJ;4b)&=40Be zT#blWa@Aa1oi-yb+{)cEKpJ!1!KCTnH~ROkH_E%!Zg&HkispH4=JRe&So9U#_*+he z0h&qxpF{B6R%!N$zW1+s>f*IA$(H-L=~@dC$brE7yb4(*2*G6?2U^VNF>WkNIAl0e zPPfyMH#;v%(+wQ13LZ05^({dym7!i*fCs%1KvWC?*WS1tOH!8hZz9|7jVoi$~d|(QeXa&4&Bex*&O%Zv~dV$RVX3077 z@fQTs7UhvoKX_u2Sp1YFPkw1EOPGYR9>2=9VRed4v5bLHqcTJz zUJwpx*6a%i;~e9?S&4VfWRMgYYTb`>#7zGHDQ=Zg%F*qlX(n9!xim?1XJh3Y;8uW3 z6oU*D<$=X?T59i=BmNcdT;+|r@MUkj-=%bZAlLMd2Y7w;ONQVnNY}ZLsUUC-CN;U@ zUmiX#TzDeUyffi=TI*BPBV}gFua*cZd2q|rSLc3*;GZ1$kHin+H~rHW+)2j-u_W+D ze=7Rc<5sY{)ULJdQ87KkHq~x$2`mmk^)=^yCit7BX!mVl5E846(nt?LdvXs-c1MNDzNC0 z?@|0@h5Yih=i1MXW!2>$Yynxngm*uHu4x{EGswD-GTW}(cIk%bDPtCPk>Q&%9{#lq z78?GsI>luJJZ;CY{J^hW(EbbPu!uDu6<>K>{J&qs8lkx!K@qvR%r+1gc07NRUW=i8 zDDf_>2cLSv6>fuqe;{ku4~o1I;VAyWp<0P0P8G7pC-Kd5_d5RojC?^TmfQ;{hejAb zp%f9!$!z`!cy~<;b+2kWG08*6{(?<(_Ime%d^QcXn~An?FdvinsjoD+)1iBVCbfFk zQhIU+=~`B;_AmJHw+R{VpYfoRp}qKz;|uck-X64Dc#j*Huks*Q7?wJX?6O?=r&7zY z`-%oX@zYnXb%|}I-Ek-Zy8&4@8oi|NvMYZvkMS`gfgKICriZ2hC9EdmL(q~|wQePBvUPBhU<0b7>N(=O3Lp(IZmQ z$PeL571g^Y5)&yt;5%;bSs&dZDPfGP&SWl{{V%LrP}(hfhRWLgH67rsrbWryfLAI7~EJ`?D=6lZs3h`BS(ffqg4Wc@ zDgGXL$4utC8*c~R&l240*D0slt}~Dr^Uv3%T)Oy^qQf(2-wkxnI^#P;q>wn^95Bak zT3Zi?y7!4L&Z*Tz~>lEr16^d-wgOl(@MHo?QPc5%G7z1IV9jOB;@-F;XWYv z?(fEP$))Jh2(%k^+S2s%HuW7ccr~HUC55CH7eCp48;{A+;5(X9PGlp~cRY&j(oH_q z0!pD_LNL63eDhv+YvQL{D6~xy12nLYEjDKWj^`uNkvuiyJyvfsP(Nl0aB|D|{#BqI zj0MmXPX%;aHy?M>#qmo-V{S9r;toT1ghZfAfYK$r_ z?Ee5GShn6D@g}ZWwcGErTOLSVx&HviO>A1}-U;x^o4|h4D)(*w0M>vxr12k&HF?Zd z7Azwt0kXLLK&wCSfnDBB=lF|JIBraPdVVTvUhCo|#Nb=#+Id6JFg$*%Q2AQUr!uys zC_yLi@PC#l19l(ySN)BK91gy)j#WLi|$Dqwy@<;J}>+ROG?=>$Act+kUomdyVxWSGbF(Yv6 zkPoG1W>mHC{E^uWOHq(R7hrk*Mz`Sc6|Ier*>vxjTdQ>bV!6FT#c!N;FOt-SWl;K#A-3B_=nrRn^LbPQUxyYaj@Fa0^tCCOFtvq)VAyf=oumYbnns%P* z(l?yr_<5;cTECd0SX&4|{v-bY*Psclv>Sp0+%QGQd{vv6beICA%-I8|1N?!aF4ULw6@M0i$nsr-D~bfS+)a2|F~H z{IlGXnx}c}l-T)m{8VyM58wTlqlnInVU2Ze2rN)FdY2R@i$GF;XrY zo|vmK%>)=S^`gXblw+`+KX~baexKt**vQ#-l!7~P{xyBB8bi49r=hCS;y`fSDvK*c zY7flp0UfFi8Jp}J4m1Fam`u?s&fkx z-rXt-h%O#BVlqVlR&W$=2CZ4JExqzU?O7qg8(D}xf~5Ocw)A5_9R<~{k*QlvXQD9H!CeL$Cg zX#2l=(-mM_+(q-Z?$6eMK0xr7?F+AbKD(E~pBpr(EpOS5$@pX|z|JC8$K5sb{*&}PC2h~N{Cdio2&AG9~aPZCI)c84F?E?EI9FPV{y1IwcK zKC}q+c%sybx&|v=-@|u$#lPDpz8*{b+gBfV^!2Cz z0Au)1M;~jRLhPME&-Blw24*tq)83(v!&W61rv5+nYObCY)@PBfb(^rNIos*~0DO^J z(s=&X5Mt8d1sA#F`K@`*qpoUK_m3c)fhX_)2>w(7-^896(gBuPgsuJD8p_l>e>JlU zeIg$&KFn}`rE<2O9M`6qWR5by{l#~7o&k|!-+M34{Xhqb4GuczS@8~}JjrfMsr|(O ze<4n`hUWFWsF9t|P)Yv)3iV4b3|QF2sTj)-;x*A)*v6SEpdVTW=6N=q;QRZwCU^Tj zI)TsiuFl86`aBLKnaqd3`OS5xA%;f4$*KNn2btyw)Oyy3Bb&KX`!>eNFO>%#xv8W3 zG7PL_6W*y^_=85VDsN{C`Q!OlJ$vJgDl}%($DjBRKb1haS=y`z9&R}ARBmo;?a=v? zi2kSi4SB4Z-->mRsi&`z5$Favr+>m9u3Uopl)?~u?qXQZZ& z;k`C6^OY>UNhkbjyxu9$>==EK1c#n5M%$eFXZgO#5U4rSr87(bBmFUfyp>caN%HM0c2@w7j z6a|QFyf>!CpvdNF4_stclUv#8jHWApko5%Ss*QTqD8yQHK4T8#fttd;xxc@ZOLZWF zAH%`^RhX=Fw_47ja-LLDt*i%vI42*4VM`8^ZsX=RF5OQevDQ>4Zq}W;4!_o}4L?)= z09sH&hv?s>0xlcLEy0e~B?7A4U&SmSPT7=pT=Q1#^!r%X%${Q-_1XdEtR(9eO|8Dy zZsvnS78`4slgzh|XV$O9Vq+VxZUE0=&1y$!ctClM*xRtAHa5at&Ua7-Nlh&!K3LvQ z^Q&;%Tx|^oBLwy0thuv|_>XSi;uT&dGQM{bGshGGX<^=^8FIt#9+e7nhbI+{+5?nMqKhs0VR&mPAf*vRWXDd^VX_N%rxFsyz^LhQXjpb2g!ZQfc8W2vm`gm!R10Y_3zSh%>6RGbLZ_chMlvdrK~ zF_n)&&`<`kzOuDfdzZ%1z#Qa`e!SPE_&E8tQ)`#-`7t0RH-B^t=M~NPFT$4hP5r5; zNBfwGIDb*kuccM-r;F@$OQECNO|r_^{LThLI^=Eb#WOiO=!{PhYA3|{=i4tO*=cSH z#Dm$g8|#Y93#FO1Lz{!?(0+A2t*mzo<=R>qSo9>|en%Ct4}-PILc5U?cLN9d(gGWG zyNG4t5WqXy7{~H8i*rAT zwE$(3=gEwBP?d!wnqhJF*;SF?9{{Xj&(Yo?ee$uuR6Pj$6EfOw&G@GUZ;R43m*0_JSkw`x|lhO zr~#^_&%~&0n{JI~<{pKCz#oBH^1Ua)`i!%f%5RYU_Rjdw>1!CKt4q$x#V{>aV;j*m9-1SDw2+e91f%2f;Tz85qO&8UcY6V<+OppJ>c>t%1S#eo?f(GQs^7<->0IT`wKI}o2Lr#a=|CNPw>HozGB(vc`qw*u;uVAu0v98ptowOx zuaqi6(jQKh*J$1XlK2ao^W`c29>3OrIM^iAb#@A<#fkOf`B!_R{61+2y49rtdW9eU zy7Vh;GfmRtSZ(777pXOss`!$^!ZwXqvF-kGKo>1Ey*E!k=+SK>_>W3U-BQ}w3Esb2 z^4rfCTu!ZT2ob68kWF%?JMBe`aBkV;%gCmC|@) z!B+PBZuJH-NO=l+e>&~&^%yMz$FxSP$3s9I5%BJ`mZ)Wvg*_L8kJhzxy$4T-iS?_1 zK>i+o#;!kzt<{J}3~|8!03x`1-9lYPcJm2hr-U4TN&xj4HLnh7i{G+B)%^o`)r~kj0Id8)X5c_K+tW<{{U>< zHPoZ8Z{=ICT-aJevrDxA4uqfatRePgV(2;bYMxz9Fo>TqtYo^0qQ%UT%En9CcLUK^ z9DY@kJ^jt58q5XHbI0?oxiqWE;}gOJMZ5Q_Px-M$7U+M3bD99=;)-cX z&vg6A=rDh!N^G?mzjO(0VhyMUtx)^*rbYIQXCfc1!f&LX<>gw9nO|_JHCydYr z1IHtiIz z6j2D+H&*qlbN=>V0-RJ*S-)7$7uKf2xfqTsSjZ!D9>TJu4pp5;9ji+X%q8&NxXnm3 z=|UJ-Sz>*?47Vmp6z!vNKnIvGi+F;Sg+7 z%>Ql(!A?a@g?2MF-C2m za-j75g=PimKj9hD_X$UtA^Mu&{7!UTMSPXh)x-6WaZgF^Z{}u2*c4+Yk^0t6#j^Qk z31#JvVTydWDKo;nRp6~M`a=bblG`6uEsXwk=2Lhp;vS0xw>nJ1?Gv^}arm10{{9d)pN{wxD(IN8VJm;Qia+Z9{Z}A51)-<&7HkM4FZD|>YU!WDa{{RVAi6lua zhSZRZU<3XY?K;GI1h(W~T8o0+0o*ySCBE=Blc`A3X;B?M=c^s#KtI;2+IaIzvTC_)of25sc47DRas z=qogCb!0_3Zs&^bpzzcdYHn}N81&6$Y8w8HVG%_@Sain~NrB2iqfIo~nYN5|s&~KH z)+GIP=7$)HSD+ks5>^n65_Z=1JI<<6VRWmXYNNfA<_C%{1|QhrgXHqNR#A$0nVvC$ zo|V`IfHQ>52~aIVPVf0~g7bciOdbEieP~n(L#tw}KOZ z3)N8&$#(f_t_E~=Q0?1{W4&7ui1D73OLGe4SE%n<4Rq}x+4EF^r7g^8K0%yTYia?( zQoU)36~wGmuU_<~)gu^{vT1=uoDjkW+Q+c}0PAyKW&Y1U7x5jxfqX?i8+xn~IL~09 z90GgS$E?wC5ouyphD5lHiZo0eNa_gW8hhwvHProt)hr%2TauU$lb*R9s~F+9uQ>P# z@fO#{J{esXQo zaQ!L_D)g;KPcRf5ky&y_lfmRsVn`gg%Oyl6B}$RWs|1B79V)OJiQh59#qnm z2d6aPsG#raDT>`n@l-(`aBzBxMLBLc$)u5AcJ88(N(dV`!Jr52A@Q8ztuF&_daU0v z)RAu=KVijM0RnAqden|rXC{?~_4lZD1K*&g02KP-pSR>79Ojem@k0!+9cTh1$UAC4 z$iatkRipkP-`1K?j1>H60tpgNGv(w8u2_(9+OFKIILe*7desuZE;>*IIKlO$z#}KE zCJ8>2G2Fs9$6oXq$d%Lu;B69e=_CDXgikd}Y1cQwBtqlhj+;Dmx)sb-= zYQ!f_^{R5fF&HANlu~j>2ACY)2JNZdhb0KdCbTBC3g>59q|zXLuhy%nix`fQ5WVRo zMqGe+HC@2p`@W{EC}cZW=9wm0#&9~+fpN_}qD7Fmtu=^R0G2SMjmDnsleBOJSKaAS z0!BA?pb4>(6dVIV!nW1t6wTQf?kW6nj=kstznIw|jw;X!z-&C#c>(Aaq}n4uR)8p9 z#6HbFc{>RoQD4w6>?`pAc=z^q@ceK7yTh@^q`xPhv%wY)2pyPrHTV?i1Jo*BpHf$GcDZHNMq?W=k znVf}hO0IR6h5V?L6~;0uo6jZ7;os&I0kq#?iWN?*djV0r=#T=603D5FaFQuGBzkPvn>084*%8*m>esx2eROE!0Yl@v1Bd7)>JC>5b6i1b@!@}W?1-h))EGAS9x z5pz~P%XcZ-KpxeLbK=`gxwT$v7URS>%rJ)=yXTq%knNroxa}&i#k2H(5AUR|Hdr%2jxp}VYx|1~1&A>Sv))(7hhwSkHFsPtchiUMxp|7MX%EkkJwe$vyZf)#?zg9gz3INfa zKt>~sbgT`My~>8*8rzrmgRTW0LyHHsPoOw3mCgDhv*_PS*F!n9AJjrb-M_Zaq5IUZEn}#LlMyhG+ujv#5unHJoOc!2765MC_-_?No68N+gNU9;+b%Yfm{w7 zsjABR2yxX-Xd`msWPk&nYVCx<;bS1{(z%(Un&c6jZah}jn*@R{B=uSV-Sdx>K>2Z4 zmlq{u5uhXPP>wD&>PA+GIT|Iw;=eLI4vs&I6ZM)8b1BXqZs2f0I(k}O{b+#G)ZuU zQ2gGt8pNtM%EzTvH%o85`M?!611|1J?4xb&L*t7MF2F6Uve z9tV2lZl)7rIM3FxItXpz^X4(ePd!?++GuRo%Y(^GZ_&>s_ z_IS7Xa>xifzVeaCe;LR+Et*uSW>BdVj zAK_Wf(X)h>;pUUD9CP_%x(gjX`J*OWLW|U~QgK0>k#R4k$CUyLa0eU%{VNAhgk51S zo$en!haaVMsC0{X{ORN~9>XM6gRg@Ut(B-n9B#^==T&nnvlmX%C5SA>Aq-30lbW@6 zb*J0rNv88#`=d3TKiYK}8E&q24?sV_)khXOd|prAX8t07`t)4ZWM&A7K!0+2ik71mPQe}@$Deyf*A0Vksx&gMg8TUi)+aRTGJZlpH1cRYs?DEw-X zxtdA0Gi=XN1#3YxA}z1;k6aO31=*Exq}#_EOFMm`k8EP9+d+RLf5f)O1$}?|_0_|u z6+5H1EC)mWMQ+1?t4kgdA1Hd{P**cKdwn}xn6KJX%00#bqUOfl7ZKfDmM8c?Khn2u z5l8PYF9MU)WB&lJSeF{-gEYWedA!*a{{Xf91p&;;=GMX}*u@cYeK%Icf!7)ZT|V37 z9=QIsf}aqyqDa&246b?(NAnbe#{MOrDQjWnFVug91RdqJlX-O@TicDh`DMm2`5K1r zNbt3b6L8;XVb_vz`5Nly&+o5ng0 zml3zq?f2)|vs8z~EnZ+P?5vNVCjU7Tw>2{JQmmiqNsm*l*Ot+EO%S9V{j2a2K z<5w{F+V){Q^P5PUpc_qP&*3dja%H=?Hw@jyd*qg|!cJ2np#K0x8CO6(GeBJMXuLKf z1~YD5hp8QFO4Gu6jl@NvhZsJi`d796k|z0)Fi&h6hSn)y3}Yp7dUH&TP6FG(&^#gw zvRIB-VE+J(B6vVH=+Z69KIl0g*1a)ebYUXLyqev&(k>==?k7T7n#LNPYRx7{f`9FOs@MZ1f^nmZevR_kNnG=QK zvHFSwQ@YW<8%cb>YMMc6r>^WCKkus8)PLbuctQaBrQo=^i>fGp{g*Z3C&fNB@tTM% zk(MLJ0Y@K@t5)9%Eu@+|&2r-e^5EqE03$$ZUDv)oYnR?`m*5*Evqj-$;hg<9t#O)P z!~Xyhc+&lKUl?4mGyUzsbNM3*^|>3to*G!-v9(#XMp`|7kty?1{IO*$Z+{0s_1 zH1rP)Xg&(JVW!*cVlwjeCyX3tK9zGz*Q2`Cg3B%fovH}?tJIT^Ox7emACpkLx3#~$ z=66swu1-nhaqaI}zZGZGd=&++g8VZOx!1KN0o)!VM+Hf2o=l=jgt5Rrs?y!dER+z%XaGZZi0G{sO z!#Z5Ctnzt}-9|_9t<}^n=CoAMqVgBlvPt)h1^9blW<)1$TiG%5i$iBR32x$KQ0OwUu-rSFtEGhS=Ne7b3u6b_VXabppf%b_G;tyV? zr${{J^H-KVJ7TNc6A)m4l4_bY!H;2lXQ-eJNF@6|n6qOiq2{zLib$K>@!Zx5NocAg za9M|5wPj`!uEZM=KJ@@wGR1G^ImXg>tkEUS)8g4a@u^lQpZB|XUYwq4mx{bY7lt(Z zYbX@Utm@1nvxITA<>4DW4i8X9C<0w?RbLEQuGJH2S42k~Wc1y@W7KeK7eVml)#car zj<|gLx$?x44m;zHKPuYr&%^CYO>?Mtl3{hKT@BJU04Q6MI5^|ly&A(uw6y>XyLyvT zVr*c+rU=LGBi`MQrENi?-rV73{o41gq8XvI1OyG5l-%#Z&NI+dl4O6vH*BF)H+-7b zSS|F_0xnNuQyD*neqwr5iDsww_b74%nD)L=h$CpKf zR>R0a&@L;NxW2u;%(BQ>w?b*y)0FkQ&lUK7!Se0rk=SOrnf@U#^FOkz_72A*`q!Od zq3Cxv`Sq;`Bwd(g!_`>bK@;6;J|WeMJ>|iTPemC1mCaA3+~udcxG(53Ypjmg%ZGLW zYDp5#Glm<5GVG3LO}BJ~nNtndCZyjxmT7T;>58>?s@rebZ}j4*#T?fmnMTk(Xed=! z7@s%g9@V2A{BSNJ=g?9miyfc?&w9NLq;bSpDQN+q1de$nA&J@#TD-RL51HF=?NG;U zG@$Pr7PRBD4Ih`+(u17O^R_7faoVLph%&=0-GylViz*bL0Cgs-NQo2gBw>0`1xdelwMpq})R>F9HQodl1 zG4lKLz@Q7?+E&r0?+(oRRU@cvm-jLmRl8!fBkPu#e+> zALm8Dffn*+326t}kac7K0N1E5MU-D9<XP9!YaNPD-Xv%BuEN*DI>pHktzP*MuRdAF^9Haa@xG&d zn{7JN$R5}~%vL+;-Xql~3eN0L(;v)J9hu+Fu6Sol2Gsz#l0G(_*!=6pJa^#FhkiZ= zU1LTNzIc*1aNqdv*1a;rz#5^DEyIRhr~d%gn(eK;En{J{n1eF<^#1@nP%RPg?dQV3 zh+Y}DEAZoAnc?SUo5s8+U>-tyR&B3{zBqV7MZEEEhMr3}#vVkLCnwyjW75Awg1RPS zP@#GNI#i2scB%KWeJIpi%dzp+h4G8w{-l9?TYn~$bApW&r2b(=eHr0BOW~%cZnJo9 z`YC}K+;@V12IjT(FAI2IS&hH8beOJpaCpb+FgIXUZJCu^S%Z1lN2?+*CFTWJ@hUQ<8n%xjRIe~wm* z+zRO3pTH$2Z)RXSt0~}D~epg_I_u)-gv_H^%g5g3}^emgZ(Qx zG;b5@lLa>nQ2K%Y0M@Pw-{KdHG=%b#!@g^$VIqI=G^gV)#D~DO@Ud1sKYbtn01-fP zp2KDE`qC0))+H~uwg}C1P{rY07B4Q|B`xo`*M=Vwd|vSiZI?&;Iu1$S8UB@e&dz}={lSW zy=(ob7%TuP_Z)v(1Z=&gv#DY?j{x_`q=&+>TFbuXd=BHE=|GzLGmFc;xc2`53X!jD zly8KaiGLCN=mPq|pu@$yEi|8x^{seruB{{7h_FU|as6wN`(~)Xm_oom166J>43Yl; zrm>Wc%1r=vt*_~kqc!Bk+pqxt07~bj)@|L$x3}xaVtQ6IG2dR5j?xf|*#7|f>rzcO zPqrWNGM{@9_eUSffGf{^bwA5A#qM(Q$Vw?T!%{ z=ntpoNVDMe$q<=+|UEk>OuR*Y=Kif;>!>& zpFe8OceZi_V=6if{{Z!>^G9(cK~Vy6$20)uhGL<%Y{fE9ED+4#0a1hGCT``+dJ3r} zz+?NU_YZP2KoiS8Fwm(!;~1*aPjbtfpWVhjnW(4L?O+=&?iL_Fgf4%TWL)b%Y+o-; zwKpJiVURys0J0j&;^Sm_m4WM%S3Id=Iou#Zc+L%FT1Db1h(JEa89bANTTpmgO}Uf{ z+vb*LKXd{=l>lU4-dfwTiQL?~94Zbwdt}$6cpJm-F>Pa6w-)i9B8|EH06;;%zI|(Z zMDV7G;h4^)BL47>6|@N0YM(4)k6!ray=r81UM;(})@S<_ zwcpuoU^sRF;fU>AaMZjdq->5j#ofY;1M_tia?`__dqiTqV<|kA0E+B%zYA$rC?>YI z3R|7bbKBg~8N$B1;|)%1XqKYY4@}_y0O(bI+rvI5y8>NXP-P_Y03Xu55(`Uokjo^z zj-X@uRMOsCg&+_Re->y1l83^)@&s$9CrM5 zUbVkz;CuDJyCO5`jGxan)mV5o%H6!i0#@}jST1>NmwKhp*$BjI&=3B-EvAQmdi$lf zEACJ9uWh%}w98}ipg8H;rMaHQ)eN&pBVR$y77LzhYv8GfIXiRfgZ*mi{5`ZXESEE5 z9)te?uUfZWFVgLf6}MyX{*{w)@h?w^gb{B1PyYZDK|b-*TKHc~vD+ezyOcVLnf&p1}&@WpZ>LVyCGQwgbe!9ES6iCSd}aDcB^`IoVPAoafnd# z^*kEOxSdNG0NTnvUvrL?i{ft-w}&((Mt!%p+#>e@l=E5{yP1A0@dci#ufwCoAU4(* zcE?XJ5;4cMSJbs3HLz5ZY-_>y1B`QCWp1|CQyZDwnOo;#d$H!AxWAtH%0Mu<>HN)R zT1P{9;sl5+RwHmGs!MTsdU6zv+!~WZ@V))>tH`@!?rYef&~&>PB3pnCJJ2)9ZM-3< zTy2+bz}++d0PC*zPVjB8^8V5kgypl3@ve&h0AI4RP>^AW>5SJEsrZWOcVihUF+d&Y zlSFQ^Rn%A(kIIkK&;@Nr zUcbGNkuz;S!aLPCv`g(mL}+6xzq$Va_1CA`cvDEzq4O>uGA%=Y;!QhF+Z<`ajtKt% z^-u;*o8UByokmc{uleS;-c1ichsw&R{40UF@r1gYHM|>!P5>GI01D4f4(htRz{Z7f z)SUkSS^(+w4;Ta|>LS##{Y%f1I=D@~-CB!S;5r?$jj`5!bD0t=^fYA&$vI zXZ-h|4obtq+Z=iAv>w0bHPbD=nWrd(AZ9;Wqj7ro9H{d1)Z|w;sogwEp<8r^rUd|W zdWNK{42=m9zwnV*b~>~%kR%_!ldE?ARf#o@t#=x-uGKwH995WfXe{INuO|%NfM@wu zV0sE2JixDf`o@)KFTwSm>uz68-V_fHjtm3`A5=Nz>hn8j-AFXU^{v)3D^l7?g z6;p!C)A>^ae%Ygoal4nyb@l%M>r@vy&8$kAN}pbj!O5WKGxiWxH*~OKqfU)BM*>_E@_0AJUdcG<#RY z76Xn}md*h4b#(yfK zJN(!|fM^3D(+YAq6<9L1eJfwfk2yI$)f;K?$lhWrA7MZka>E+7dm5=E1wLRh57xT4 z^x0&PA&i0a6>W5A!OYxktia(siL;eXwX18R-(2MRWGMCGx|#1ZTM`V1F1@P*Q}LW( z{J0bVdSm|p)j$>(MX|K~?b{92pEk2^YRAfmI3BgnU1}GXgn4meKJ}PklHjnBii!;j zcb*}-x|GHbmYsmbbJuffm&!yeVjT%Mt+&&o@|VkOkxF+lbh&LNUf`C6KMTl|feQ4>gz^^};~x&yOjH=Ze59Ybh%r48y)n zbhj3+@w|>U6Z}I1`Boamr$S2HGcjIrb3hno1$%;ua-*jeQujn#f&0etA3c4mc3n?Q zfs4WiJx?`-eXB=x`|t|JILYr<(9q8Q#J6=Q2cF1yY}Xq+u-MG)bf3LbfEPUeHP$0U zX68UqxyL!EF0?7GgZ-5PDdf4^{yDBut07W|k|#CD6bCx<5^@Xd3Y&DE;Pu)O<-BX$NqkgjXQJ|6LhhfErFu3e*2 zHlLJ`J<6K&&jx6|7S-YN=bOo%1^I!`Us??hI)GixB-Z+De>?SVwJn!{b&XD9^UeE) z`^?w?SD;_`pTpWWn+BLX%aU+gE$LoY;tv;Ux`PX7r`Z5dNB|D>0jqPP_-n&=XobGg zN8Wx$DyF~VsSFEa;m9@t#{LiUt{{h*K2XkEsTt?{f_Z@kE48}Mle7bmYQnms}%@`zoDun3r42=FFyBn*UNF#M(s#l<{6H?dE ze&*gjPg7O}Td{741g(N=3VX|VBMY8AYbyT$P@3eG#z^$6V`qPIyHyFT0G{(*c_i|o zA0Y2ocb5`8gCvn#ad>X-Kn$z256-Vgp;|WwF ziY3~Z;;2t}k&VRT6}8csMk`BYeU34jF5pXl^+V-7%}~13USIh3>M6!aZz1xfI3kOn zGcImlcGNXU%`AgyCv|FzIN|x&?k1_ol153789gZh0>Pdgx$jLT2u8@pTh^qG(n)gC zKGJ9qLl??^W)uNlN$xi6kAQp9{eWOeE9W(E#UzW7@+hj#pfG2A|u_DnMYBaa6hMd zi7TU-$Ccds?V)(*cxD(QrB;zKl{^t$WWQzA?4Z5zfFkHA$1oEV$;h8EsJcKraAQOUN8XCIAvD^a#d3owMjF zIWr=dvCn!4W?+nz0CSqN3$h_b;}rP7L5}N0tDG_IKsHRSPdK2lCvG#ENP#gD2&F~^ zNE{l>Lou|C-RnAJF_LkBYej+j)k(j2r4L%r49}Gt3(Z8tAvpZ%&y=gvtwvQB{bxf^ z&=nkwxgBaX>z;tq-@j!YDnGxEO0zNSKm~gd#aG$~1CdV28TO^XBONFKicMOFh|jKS zqplbz=~feR@mc|EqGfnBTx1iTy(w9U0CY6b_l{@)J!&)N5wkeWIFp?96vFvA=x70~ zn?}*zqukM)FzZtR#_D8?xM1|42#l&*VHHwXww#WX@SqR}C)T04mPBQYjDy~Q86ny- zc{NnI3|V+Rs&~QTj8Y73Jap+=a+uhxRH_o^4Vu$N4FU}0;%DZN)9Ls5lZJc?@;v|)1EiR@+k=E?LdSNw~{K(cK|`+ zp->M|P6Vb$Y5IX-s=T;30)PkL(;3M0Bh-%tlK|)!nmdv zGNEZ)l6@+$MvRe;v>gXob>jme5!*lpE19{}?{B6h$wlr3Q;l}WOZ=qO*K`PXwlmyN z1tOuw-Na+wjhjZ*89lkA4uObAEsoVX*R?_hD|X_k zY7#!;%^}I-0)aGll6a;YauO^Mc;o*7)mU1GiKLe*fU^#m#c?JlKqOz753OB=S=cc` z2U2;UhRatPrTodZL$m8x6T)1XBx3&nkN*H(x*3sM49ozm*`~BcBbWRrGFzD}k>G7i zQ@pu0{Hsz=dkWwpVxs=g{n=2tqUTv=*23Fyd#N^_pk|`fZ|&{Z{U7H&I@S%;^T>A( zlnS8|JIGo?l@&KYU6)q5oNRIx1wjszscKS)?GdFC9tr3v*0xJ~be53kF2D{w>*&u4 z_$@SxG?w9qm;gBXinu`KsZfiQpbT{DS57(G(vsE| z*_nqv)jWkx5f-G#fg*Bu1>jbcF?pEZ$*3)2kiVDM*GN;yg9-sYv;l{6x-=`d7_8MC zZZ&rD?XXq3BB+M@K~;;VdH}TyOnz{^D%-_@<`KxJLK#Otb!x+qz>iu0f-q!4LCaBw zOb4l=Qme;WR~cY>&;)54lezxywQXA{NQiH{RN+@3p5B!_q-^<)(?A)w@|eK##sRK& z=~YjdI-2P(NEXG2&2y}a_y;oY3p^#&0JP3=%o3=veOa z4+~LPE-k;hNT^Curiq&IK^_e=vMp8h+whi zfFaTg+1fNR`sTV*xLGX9IIK{oATY?Sy+UCYl(0lOCbTenl=T;j?2+u}rDMmrn3wrR zaZi)?mhq@LV0ov;3lt16Lr^1kOtaqJWSs{})+8qHEPUN5BH0`ZA?aC@-854cPMv51 z8N|EGIposD8ccwB6r0v>-m&GXYb5g}`Hs*lKrF>s!|932b^` zRTCcR9x^!{=mH3`ukvtv){Ix!pUZQ_XOXqAr=Inbe{~!#BSZ7%fE}vO=jtL5awxDS z3xcFzRvfcRmy0py7_BpTzC|jTW*MLj(QPJVk;c;9D#n#+qTno}J9(e0Cozs&sh|lWQGyqY`c}MOxlRUIg+UAn83fewuGHR7J*Wblrbi{1U?{B1iMB#r zdwSNC@`Qw{x6V#YdC!P-NhVWm0otdAB7ickHCMZltt0;cR+-78OtLS!SqI75lFrCS z2wtq*lTu%538z^Y)9(&*T<1ZlEQ_&WUz91SZFP0D8zWqi)YmBnu^jNO4(D#Z)Ug&x zvz(GTPzLnw_p-F7O?#Ss{G5m^45?TKMN&vm7;wtTV?6<0N<5WxP25zvCVv4y0=gdmM?JK0R;a5g$6Ahdtd45LfIYI=z0FN6q=>R?!t3eaTdhuh7u5Cqs>B*MgY@^=D+MdnzIvc5-TXwoxKVGX zX~Z7HRz$YGE!W4I?9hz;(Scpj@dtslXqH5jGmh9}{VEB5DcBSVrA6i+agXM-3g!-( z@V@f#gxZbM1}E+n&*~bxJ3ofnHKdrD+%x**{{W41l6*|pU_N!dz5(tz$L6(7J|=j& z;zkfgB*$IbNA#dBdc)|tC8f8K6aqK(&U5+J-L{8icWRp$40Zz*^46j8OT=wFi7JJV zZ~!^S>0M8O7vfKdwP>2-akg$iZ!7{o98fdgt~A?4w-71X!1d;x6!6BMWs^9^2c>C4 z;oJDQxQr|J&MQf@DMVrJ_Tcm(x>rHU+qum~yeV#Vx#ew||bb{kkNSfnRm>_P$Z}g(!bEvZL`Ib=EQ>v==tLmCPqqxe2 zA6oN)s7UMO>C9wy>A<9a58vttTK4Dc>VEJa{bNk64zp14t%jPyEj~4nw*wrX-gTV{Zx@i~Eq$1B?&;wM}iTOB3zWY(>kr zeB=3w13_({SNlKNw7X9#H{cwB{OYs#V6qn0Z?->OxXAqtYFt6$Jwz|tSL~4Ila)C9 zt2a@T!n#74Z|{ECzl8yzSXk+)Zc|ORGB$eT@%h%gIzF%=NhFY4#f(^F0-z6LzSIZ|d4*IB zzPyUkv+%xwrzhG7FDG)_k2KS$-2waO3pok%y+y{%s-FB-O5Mh;0r`(g(?%KG4h?1loX-vfukw!A>sB7-;DaJ!qiLSITXof`F0b@ssmCzQe|8WbJnAh z{K(%b9mBn3p>`j-Qs8y1drdm^$aDcgpa_vJCCg4isi+&sS(R5TeJiJ%N&yiGEbY|R z)t;53+2Tuw81I?@;(o(4>~_QD0CEpp*F$CDHEokmAz<9F70^wqS}PT_gUtY79+WN2 z^TrJ14mbjUEnHjZx?QZgyoYVRpBqT)>JSoodg8nX!0mnUC*lR~#Cw}fnr5D@Z)xa6 zZ@mc|c5h1E_~WWeY2n>B!&+m1rTB(aw|pK}DOG_y@xdOo>%J1uBJhucbk7gPCPa4W zyb;dep-li!ExTN?kdY8`k_WwCwYH5vc0O`@)O&V}M!9a?sgb6nWXs4Q0<$wNPYh6E zNu&s?{4|i>Y4bSyJ-Ku1%{5a?Sp>R)G85~ZewB6g8J&b$Od(Kr{{Z#SW<;^v%t=)8 z7uT&K+FQhTTubJh`_pcvM922Uz(wn{5Adu@&lhOATw83SGZWDBL1`T$i5Y)$7~AT9 z`t@DoQZcB_@~=QY`qk%`zB0bMw`L>CL(;jY)b(4q_HWt`db=AaT=lEZ5?bkSAFxEb zf$Lnw*N(34zE@s72NlCLtc|zNn7_SUiWSNs9FFu@u0qY_&HeKo?o|)))l}2gH{Udb zlh6v+MOfs_hlc4%ERe(dxdf!F+OR7$@@LDvAmGDmS+hzs%$h#-6tOTVT#R8UW9^eM(?<4WQL$ zwY!=>ownzS=?o2k7cEYGJ+_8!zLWujXQGHoJK*}(*|#oyxPV_;lgVKoPYgR#7kWvK zjA#IFIu!^2AaPQ~=I0TRM|{yEODFE+`@Q(ZS%@qV?Tlv~T7UrTP8i@+f7;Q;_#9)U zQgJohrYJvp?0DNoqo<~s3boS#D|Apfpyw?eW_hJ5nJPN*Saa$vG>sgsgj$MgmlnUd z7$l6>A+M|2&2AU|TLGNV2WtiEq-5GAQF@+vtj$+kODM;g1Mic*IQ~`ZIt8DGY&3Xo z8bxO#E!Uc4o+i?+34&Wi@-u+M{{Z!<1Ho-I?M1FuQodXy^)=o90K#Q<7(-}+K%V=K_E_sCDTlK5f^_j>8qLX{=sLfomDr z?~0d8@HN!xe%68pJmipZ`qr$TA5AX;?)+eM!jJKw3hm~!Y;IX&-|O12=Z{YZ=atBXi<=w)* zvvI#8KTp=X>kkF!7Dr^M=Q$nt$Lm}Zd`#7d@{Bv>Vd^;jD;i%Cc!v3-6TWr-r;ktGC)UOVbcP!a(Elt8n;N!rF1&eExF|NjsLE zgP6j*@z$w!pJwp&vj)yQ%qjk2sm-DI(^yoJd!3~A!V2zx;V9B{=*7O35OLFvzo@Qm zZChNpxi|@ObL2s_M^@ebG{ESa#d^%YGzuY&yNn;^D>ma&X@=YT!cU;%`3lXE zvZhPf_&kNdKgy}Z(7c=NFSIsUW(vkca%KhW*Bll)Ep0N1K_a$Gm=Sz-{6T!Z}T>*^CL zm~1Wf4#zpG0v$%;FZ8K)=h#pM2=tJQWxSsw&=2sZ#v)lWX$h0-Q^#d)hXsp%H9VJ2 zgJfd>bf60FZK=zUTVl637~}G&Q%ZvJ?PD} zZ=p8)P;e{kHZuz!4_d4x$i(4-z#C_Za*rqB*ZCKIZ`;ybMm+t^7#CYD_Y*g z@rO&waf{NAsvBUkg}DTJqtqZU0k}+&R=I{^`osOZJUGLLt*Eg|uCcLB(Jt-QB@i^m`)N{w?3oitqG44(mFI z7drcx;{MJj<3*E?f=t$+vD0-=`oO7P45m&5k|0NNM$`Q#;l&*Q~y z>z*T9Yl(Er*~N{V0D!CW7g6pqYmATL4~A`G`!<&mk%wcPll3BiH7)GCW#S2hw;N#t zuI;BEm)5%NKf+ef+$(EWA8LNd(0*Y1SDD>-r^Fh}Lf=ZaDe7`F`eK;}gZxvf?R&jI z!Vmnjz{&h`S^?{tr-^i(B2#UYw-NPY^AEzj=U4cXA>AE{2~c!n#(xY|i*JUyeYsZD z?mXf@gyeth#9^JU#dw9xv z+e9hPeY&LXfWp1 z-_Osf{{ZV(H8+lR>zs>a7V6c{8&L#gmH>Jm{{USGtG9!b{(b1VT%`AUuCY4)_UWrPZj;u*Fpt+9>u+Vj#XKYrs+hZq}B!7*1&X4f+ z$4x15cs$uL+~@fk?v34!ogPzapzr=gad-YOjy5Z6^Agz4G!b*6`wg65F#;tWjbQ6u zBD1pwIA6_^uoc4UTBP^xUPs71O<^k;8*C%ZeDT1lxVcYB@b%=nwxY4LnMg;SA?vkN zjE*bIJVCF`;}06$u90fjKV&A}GEM;6-FX7LTiYr87vQ_AnGgDYs!S=Kqs>oFdy48j z5un+4XF`hR?ZKYmL%U+?DH(#8;r&cy~e2?eQEcaz63@ z0PEIPui~3~KwS@YN@bUa^?TAF5$#jek3ZJC7`zjvX^@HUWenZ_0M2Lwjo<6AQ8+I5l(TU-o(7eC=#zNzCI$0FLy@5g>W!hkzlX!H*b7HM{wG2XKE zA01nm*)4eV?Oa8@o~Nl!B%AlU{eS&+(ZS(MNU=5h@PCA7{AdG~n*RV&)u$1_uEDyT z;<^hT30~Zwmg%;E>(BMBxo)iNB3P^=13l0G0A8_fwV9S)8|589pbHinc8#M*?II5_ z4*8_K@g$O{x6{VVo=6poEyVhixP>#H;;G}(uAl{`JAYaLWyF)TVO~N><+wFkJ8PK` zwX*K~as26xIf>XW%tzL*+0UrT-daVmPeaG`pbYbCc3FPYAw@k#YTM1G!a|huO7tKa z(>g7>%jas>8B#O1AK^`tQqwGAF=>#8X6SkTv;i51QPfem7V!GfzvRV%i>g;5Be5jYELjM5us-~fF9*+>y(oZ__kPja&VdLmd$9x_6SgmWdQeLb5Y11;QXJw z9XR5pnWCdI;AHjSVyiQ|pD2CP*QIFeNe0YqDeqN_q?}E>oMg58`Rcx{vxu|-}h$}0bbX`QpToBpfV}jtZYdo zfNx6YZv0EBYI3wz%2j(B$89H2xRgnECkN7iI!!~x32xq1k_jC8fBLJCyS&#m5?^49 zR_fTpYQQHA@BaYnsNBf;QZhYjFgYXPtJ~A&%;fu3W2M_$x0K&_S6*(VwjgfE9ji9! z+WK)Ii*LOEQ5K404BTR%xP~EU%&U?+*1WdDScE5!dZv)a4pD~T^`Ow^A(lyo$cAyp zaaG$%y=lD3$=Evz-jHCbDpNMW4*k%c98JBGH3#%w${706#a8pcei%1mx%uW z4?&9Bm7=#S_cCC&K~$uV?P$$yYxACrNUXr+TK48uF$ls&M_T0Xo*7^4<;pLo2*=fRvaM7KczrzZ7pJE(k#r5N6P1q{R)6Q>fgf}gy+h%fJYpiS+IDh=J5W7 zY{4dz&Xzu^GmQQf-@#?92%h&?x%(_w>A~ahu0rbXMzwh*)0EvgrYu+biKt9h1;kRLU{Hxe6tUNQ}$zqa5 z5h{)w1pfeyd7p|tB&)QxS|BCJ#y}%Kr3U3Gd=24i8Nt1Aaz+6JxA@l)s%zdE&@Ng# zNH)tEI|38^b6l>iXRY2me{P@24goue=k=~OSQf#gk&}CJ0ncB{HJO6k+0?b`txD!c zn$)mxa2mWa$4ezCf*VK>}I-sGvS_>4N7fKMqG24;(Py`m<9J1?jYkHV9P+?OaX8NH1A*;adh%XLpIhQm15l8sco3cdsdOL zE`NO3_p0AzhBLKB=Jl-r!ISMw-zwmG(tVvs{rTPPTM{hpe6?MwI+}@~gdOhL#b{<@ zJOMe5JP}pi+TumtTWR#IDQ7##gl^4HV|ZMn4zvNC4BMt?X6n5S6UQ`%2r*Z#EiKb) zll#HxQX!T|u%u?H;A047RvVh8V;Y~8a%#|p)yS0m-KsW>pvdZaiY^5vkjOTi0ab)> z#nrbOyXEd}%zp}kU5a*v!J^%b+Uh$n zMPupx?@G?3FYhCVSj%3gE*ac_M>)k+nFx@sIqO{o<)o3_@DAPCsv3o`U)~dj>0GBu zD8Q$jntV*8ka(!A)qy*^8l3G{Be3g1EY6ge& z8M5AnrYbYdLdfazCn|ZM1q_+zlR$D?Jtzt`d(%Hk&dm=A{O(x#AOFHVX zMp?IKiq~S&DPHxK;neJ5KouN}fCV{~i5RJ#ACqw$)B%YY#c9lAa=AuBxO0PA7E`l> z6LVSD0!H~%;8pt*8Xybv6Iv8nl0LnvfrOSlt6EU5JqW4~l6?T63X%p?A$c`L2H?vl z-mMuOLg7tOcnCYx^`HtFA+{bssxAzy*cioW`Awb4%|jsI_A~*SW|4=KM@ouBWWxcR zb*Tt^<0>d}=O-P_)B<89pImqZL zP57X;iJgcUUX>dm+q#^bj%myT366JGwLnjCJBaP!AfD$Ht8d|bb5#dwZB*~Ye0lW-b4rW|clo_Js3J#|iY8c| zool_Y@D;VV4SM;LsRaK3_3KF+MAOSjQRcH2jR+OcNUucmTI%>Zd>+GdBRpWYxi>zXdL%`(}uW`i9tE1z_h>P)j>ccqTj zI8N0Bk6H}Lt~J}+mhx@l!#5!2vYBpfl&tJkiNVGzT$ff1pb|UMG?3#CLb&Ikpq)%a z(XEm~u1ud_{{UTEI&wx7!N%^n$N1F$0Bb}9L_EedMBiPz5a(k1P-0x#$fXyL!n2E8 z!rNtRpH58^tCS9p&w8O66=K-N{->=6L85P>jSrN6N~3wG+{l3u^PfRcOquVTdeFr- z0_O&ULpUt1;LLa*=hmLVl;wW!;r=w)O98+5dQ@)jvl;nEH7$z8JE=mh=H~{f#dHrr z)YEQfl0aiY^rpuXDg~3N>sj-RZQc4t-bfpX^r*y=$|JS5QqszBF_IYuXQ=Na98C;-~m-8Wk|>-y;^ayJbBHwPMpemL0GQw*&mPpoSCC~pQya~Zh#2CnqB17v&QGNP zLlQ}nPvue&Lv3CNsno1#xqkB=^)zvZ-1+N36GS${xw$n`ZPt6+}f;p7p=9QO(_ zxR5_e^l1n=T=nZ-fAI7ymZbCp`~`Xq!YanhI=4^CvX;f88d)*-IR}cdrN+`+?Huz| z#BH}Hsphrx%tB1(hOCM@)^&t!?geK!X=DKhTC%RLf4t5`S@J&1nVas`hJ|_Kiq_jF zmo>{6jM90G*vYM(MqfN&b;nA@+m}@bkVODa(fMVAbBdNw?`q6XN+w6#2|QwwSr3*F zcdZN_<{Gg_9-Zq}&5}t6e4dquc`uM!H5uZUK$cnLGO@u^z@SH^Tr_re;F3C5p50xw z#n4Rrgw>5w=Hh2Dvtt!X*KYA6au=-tZtfdEUrsAh&5}64m~v{ZoDsP)xZ!GhpvZyK zpy@yx(Oe|VBZy(Unr_XKI6RzZHO*Px%q~Fa7}nj*+;D^Qa>JSc&yH=3?A(sk$m-Jt zc6AwH(z+OKVgyVf zToXANCyr|#_fJ``wljQ$bf69c!xvIT3&Sxyo&m2-wScsHhb@i`Vo9W1#d59(%AS?i z>9fG`g+D120anP7aNcJ@!LEid%uBZ_IINhX0_DIQ6J1nR`BaSao@+y#pti{(Iz~2} zW~&%l)dES*D|#zmDn}{T(urU);JD8<2SDop$f#6p-OY76b&PY!xqP)^!xIKT2TJ3< zGFHZGWf@4m>&Z=@i zJCK9NV_yR&guFK_KW6(eK>q;p(=C(uW~S0diM(4i_lj-pOw(S<*_DXkle~-{t#+Dk zh3@U$E<9B-t9FbGXX}dd>K^SF^2G5SSK+sYt#@7N_j5yXdBX2upU$$hzYKgx`#^6F z-8I0@HnBiI@$+9`>7F0bk$%x38+Pdi#7N8l^zboh7Uy;2g|mZB^WbN5jG z91&Qze+M+E%Fp627_6}amxZI+KA8_im|XIm0sK2I=DU^TbI={cSEyNQqfNH*G^;>= z+8}>XS<`Ai2)r@64L(sauSWghAE`CZTzpW_Vci~@4B+$}u{{ZMFvb4X7*HK!!{{Uop#rQ@qjy-Tzxkvbi;%m#9 z;mC#~_eKHzcF-fy*TVh`(-`@2<%e<}w8!=|aER^W!XHq7t$7u#*NJrp^5+C+p}?-1 z)*lk5?xy7jP6YsTS671C;606~k%!W5zrj~Vt zW#4bGpbt6!0EKzuy>jiPzST@C-9S^HY=c+y--Gula7L%|r}x7Se+|{sNv~hTLR!cN zpd+8q)_vx;;%s3NoFAYc&VV`#Z-X8lgo!7aN$Zc8{{ZaOxohE{329P|^CEUXD}Rl7 z!oR-@vpXroA1=gG<7gZj`1s$KkH@U5FG+4y_T zg?eU2AI&QVRsEv;PRtX-S}NG8i~?LA=9T6$Uf*gm1+caubM5{W&`aShPgu54e{#U% zrhllQ3OBzSzAkG20O;u^^4)^RllbkdrSRv({{R$RdAH_Bqmz<%Cm(>tcXr+mxzV9B z+fGtd?a%c!vt#1V5owUTaHx`g#kv~kGaI0M7SSzY6KfLvrQegB@%c4&%cXcD!wMs@ zwEIN8uv?1qIkle_U0#dLPT<8Foa|5sABA*Qo;vXRT_gtFEy(K5*a!0!H$t*ItG#Pb zylCLlV=x2PjNpDXZr4M35pHkhGPhE_DPg(O#80SPT}F`w$pF=jDtm2AG~OOQbCH(G z!2N2B3$R->t__NLVR+AP*0k;fV;^ahNHO)%Kuqs@=0G9RS8ZS^&Lq{{RTKjs)}E8^$Mv!wi14Zqvm#lCgus7H1@K z`5b@WRZ82#+E$)p@}u6#+>$@7br!cVh1jdN=rceZy!uazb@>^5L8*B#pW#$qpYR&9 z4uRplImAkaLW4WlxaaV$p6=D|fSfp0QQomq;?g!SC(Qn|0F!Gr;y<%OrZq#iBOSX` zcb*`$@TP&Pc!u$J8+cemN$B{>)wN`pqHPQFWS{3=Q~N>O82mG*cv99)vTC;}$8sNX z4wMee;=T%abNgOhbK)kk7W=JQ>R%|fdO26f=iks*(jX);Dvy_EPwP~CJEmLc{uj|S zs3Y?J$!8R7eOXadpVGFmZpn#PbpkoKFD_@1np9$krbTGm7gpR?YPYRwua>|^Zx}#3 z)_v`)uAuMEJ9MbH5l;kmQY_M8)%s$VTdSLyRy$aVk6PBW7E-{7b1SE8aa(qlQkg>t z{G~mp<+vRB*trY#iB5epPcgKAEI{#HXZAQ|GBXkS*3F)iZy56?e=t)>4jRu))GrS0 zrB~F}+|?g!Z6Dke({+7Du7txx3`1Ki9v5+PPY@vR7^`FF(=Nv?c$@aBwTA}umB-bWy9m4<&>`eyoDVQ}APLo<(*_UT_H_;bbf z>H9?MP)~_jZQT$b`tQN7eYo*G$J!)VP)0{i{cA%*u#U?9>BG1XM~=A_THxq5CBD^k zC6Ip!uPD_ujb`<>wCq4VhCh{My|vtmWZX+1r2^$=pkMgn!qfM5HsQVVn&bTY3WHJsFNE-jQ;hvFQr1(vP&+~qsu)FL3wrdfr$Djs65-@5Zc>7 z?M&TlYRhaQJhm2o^v=_$kT6F@V&5V+d$l8pQa66{?UmcU*dC7iPGf? zvu$b!Ta}hL)xUUn`cm+X!fqX^CRif`$u|SFQEf^o2uOMk_@LO=^IL(9pwqzxhia>4 zs>;$i-hDb$&37AM0p;!O*Y%(UcsD-wklw4%?p1sEMoR=(6HbuiekC#g98wT_me z2UgT4^3l5S{uBYRf2`X^_yEr*_f&D8!mR0i$#rdSm&}2cA#i*{qa(u1%;qA^!mN z)q5+uU$uRf=bLfUtup&j)itS%lYQSoiq1$xOjM2E=j%bxdo`Y?;N2S3&kd@U93Q-M z`c_Tf#BmdmqS=Vl{{R+0#8;dmCfqvpKU&eF@ehVrw`+BTcQ;d;XMMEN#iBSx1qy?rxvtRX4PP1G$?c(C7M8T6609 zox?{8d5${)U5a=I#F~!PkO*UbxgwQ?bZ`%HQN)q98=~-QP62;#-#l!}Mh4T#uTQb~ zd7}7n1>Uzfkaq3-iLFQRmVu%b8dO3+JDlZ?#=N+UL)Fj(zY= zQO|aCciuDc4~T9&j}JxUT6FUc(lPWRs()hXcE7*W?oI96azG>x(~7k$6TE2cFOd@t z5l3Ijsa;=3qFV2_w%$qVPdWT)3zXW18~M{3Oak3Hbs7D6tC47nu>SyTUUcO8{)W8n z4;5?L+}~ld2hHvm917gE@Q%50C)#f2A$zkC$Kjd>W3rQ0@RpTtn9xYc&=7KK6})GE zcgC3qmcQrLv#ulX#-27xe%Ern0MA;gFYhi?rLDT!Mmo0y{O zRZ}jLXY$FLmL9wc#}ZpZ88=gz2|oRQ3Ys%D<1g5)$c=x9@%-uB3BK1N7M9Wh0>9Jx z)px(LmAtl)%P_0L$)y;)onzb7aZ@Dv4w$U=P#Nd^deLwyTE}s9E-m6Qj^&O&om_n; zGW+gs08!OI8T~2>4~aPv+_ed;K#~1QJQ7+Z@}km{4(1nDtA- zv%l_;^c8WXwM&iapDP?xS9b(1#BOuYdQb$&iU~=Za3kh4)oXkhEz@ys^+6cH#>yQ0AG@5trbvXf3;MfQ_5_ONj*5EFk3cTCPD^t(xZw-+pr9NwKoE+Npj?~ zOSe6$=q4e$M#=3}C5j|a?;+exEVD)BfQNh4CIq79VBdEDp0zVh<#4W8lhUfiBT2A0 z+qmMi(#4tiK3b0bXag>3_7JEE_Nac%HO#@3eLG^cSn1aC;#b{{ryXej0ECXx*Zo3+ zj+vkdEo?Otm;g#awZ7Ug7u4deeTv4~J=5F*M^G!Ay72}5=kCPbW`BeLKU&I`4MyqI zLjjDAtVsT}0oTcUWeE)ei5JxHD?d>2j8I4A#^G_*SFh<4l7IT8uj9qv9J*@ zW0gEnZ=-5Ae?GH(ZPPrc1Cjp#0idQznk9@RTxxf_h#fF`{uLYQx@*EbzVH}co%#_$ zp%s^eqL$!Ae<+v}(MCU!uHM(e9vjlLb1X^_e|t5X9QImlJM_Xg4zo8;$eQN0Jy%b= z1m0eYhVG*PQxh)h-Ym39MW%-i@Snt>^NQvrpT>S5Wl1g#ow4A7w0}Csy7ASfo(wuo zzWEowTH$YeW8$q%-7Xu+wmp;pMIocn{{Z1#_;%Ery;kqeJxDnp)}|VtfwWc4xDM;k zVZWXYc=T|!(A_1$c0GyBXu+mT{{S>-4m)xFG#a?8T=dz#C&zCO{7bDjvF;lmp<2wk z@&2`W2H4{emhbYD{Hq$@!!llZY`KW{;D3#Gx@UsI58lbUk7}!#v&`kW*0nj6Zf18< zeL(#x>^>6z07?=<421K}Kb~vbZS)H}V!PBi{{TMqwH>XbE6x_Ei=H$*DRjzEp;CI) z=sY2FX9+CbdU0N#Hl?P(2zfen{{T3yX8Xmq>IjWS(a@8h=~<0VOy(u<@Kh4r4CA1t z3maQ8yKv{68j9~+n)Qn_1s;{oO@4&nf?K9fN(-^QKBTIfZIh2$!G=|)mTljxS(W4TiB0P5F{<*4`n$3-|44e;YzEXLNy%)jOI$Nxgv6?~L{{Z^yyL+2U zWDLPZ(OzSH;|#c4R0R5y{{YsmUsBcX?mu~RDFe}H(FW(L-*}f#Sj%~V52s4tuRKsC z-yNtbd$vt+O{v(st1}kI)}kisQjwQWjLJG3Qv!RfMpql;lgth4R2FIV3x&0{UBq<@ z#dX?W!|S{CM!!B%XC!g`4R>+dcwfSCgJz+w7w;ZP{b&P`(>w{N++0T2(fLsKCBMMe zq}pko8SvW)QZ+{Y@g)BMTH-ZN8_9ASC>w7)bpC?5tv=HGSiOpCmMojG$>a4Du4Yj9 z&*G$)#a4^{1d=oP`ZB4?*++EG42Y(b9{7$k})*>RicsA8lA2$q&p#l0Q5N@){B80T4mdU&nCnj%{6VUZ69+nl%K6n{gW%E zFRlmE{{Yl#1-{WV^R;s$uhdqT6^oJFUu-ei+UyO{i67RaT|Vm}uVv1Dl}7KyvdZd~ za1=q_qmJt4{fT$TqTyp-HWthk5J>*DpxUg)AeQlMJqfIYj^5k@w+Fd3O8)>-wzucZ zA2%C$%@+$AAK8$~TH{lbj=28-^;H<}G*}A@Rr|c|=DCK}FRqEVw}_D30xNS$@NT0o z`c34k3@ypY2l~-)v9UIyKeO&`0|!_TxyPUfJuAh&9aw8#E5FqIO*kSMW_TmqMm7u( zMn1lk)_hXdw9g9o3jWthlXKh?Zqf|rEQhD%>so#Wn(i+IX09Ox)9SWjCWlQ!DeIBP^R8a*=2(i{Pbu8I z>>X-a1K57UFm`Dq;P({Av)<~7$nU_cPYZaNbp`U}j|`)!;=5@z7#TL>W8>@m>UluN zmcm`itU@JdC8nPm@08?$-mva3UReWeE)@2rT)oZmZH;`f(Qn9%GCx zO)SJn0u1-6msgUM!vL|LasCtmVT2ML#~&{lHJ5iXETMCdy*AV^PYIO3#JFys{ z$f}K?Yd#^EOLHNP+Z=)K_zD2#$nds+s@L!K%dW$oPvKa)j=SPbOo;RyF|AN=9N>(7 z2(MnU@V14c!VFObkblcZ=lPoF{6XW5BS*|u4ffli)Gq*kN}B<}!SL%^)}j(?_x}Jd zUAzJL16?hzhcu54L*>V{pVZ_E^PN-TSBkXV?Y!{?#=#i*S8pGkYQf-ZFyc#a zBZ+&Fy1i23-g~8cNn^sELG-Ub*EKkFb$e@P^Q0Nv2RQsFItugY2GPRAR{(*WV!5qz zRMIUr?2t)1@Kj>CElm9R)Ff&LZ7+?!7{&pU0GIpZ~$9gEy)`kYL+5{=pE zpVOsyU&K2Dqs%p{2HG}&7pLRax*cOwSZ&r(@&;~BfBMzR-Dujcjbnz&*~p2o3!Vq_ zpwQ#)Ja0YhF{QJ7%9{xvrC?rN%`hVBQ@w_9?_1s^@B?^Jp?RefAZ6dQ0gu$zr1*Ej z{vDbaZ|{&Wc=D$wuWp931Lld1%=7tnwyh}x6`^6^e-i3jDl zMzx6$^TuluTe}3Ym^8zT<$8Zw4G#{}JO;4HCDvcg1F-M<*L4&cZLk6hWrVLzzvEeY zuZ%3T__1sANIDE3>s*D#t>R5m5@1XTI(^an#Rg|zsA`xk6CI!qy{pe}^@c7)3JD&R zl340W5NdY-FK{~48L)y}Td8t8&<8&x`jzC2Htni+I&`x-nPmY-UTdxq&vY0i_f zlGfyszq@MJXv}#a^HgQGc~g6wVvB``x08=BjIpe_=3sWH!1b&4zFd-dE`J(={xXl{ zZQJN+mS=f(m7Int?Xbv4s5z}^$!ud%DWmq!Q~ia0 zey%dAd+}Kx1Uzcd1GnsRT}|GW7oB4+#@WFyjFV=l39Dzfe;xP^{6J=qX6WJov^Ec-m1A=fz_xp z6%JE4=8X3p>D*%ij^303Scb{S#UX9OXzx?(&O=ltBNVNbXI_q)K&7b+ia>8nKyP7S>pt5J*x7blgl0I2~%p}MnUUG zD<;JU3gZ~S^r>J0G6xu^v{=PGhCQ=dlv!L$89BifPv!)UwDMa3DdL;3r{C{D6y=O( zgNkHqpdIF|6b#wNdZTc=aucp-0*9E(GX?2LRIwiQGRK3H-lHwG@HH>S~*_~yPzHdMUA7@F_%-lDpH9ScKYra#4rSsuZN)5t;LL|0CPMb-m#IdO+ zLO80@-8(ka;Cfa}o?w%6WM+diplR)pF|xGEc{MbUx`tk$jwxg)qpr|sTi}?_AW#NZkkOpC-l5%9 zPUG_)i`>*VdWm`1#<}*c=fGYIzSeam)UVTQ3&;nbPeV}(Zd(~tnu5DJ4~G5>Ny}@u z@RNh`20c0uabDGVD@ain zgW8}h(qORSn=^-D&QD=iV~k)HIIT$N~yHBPOX=H(H>+epbY0VTXFOLM;viUlOmjsm2?D+cA&)oBO*5k zf+}Q;1svf=TB1wH{GYo~U)`H{l?!7u0W%bmeUbB8*3prLCl!UK;7RA_C`EN}?QMi~ zHE6U!e4xP56T$xg3gES}V$+y{Lhk;R=yzBV$-AfrAC-CLxQ_Z+M*}b7<^ai5?)p z@W-jDGr+FmCHw8v)|B@Vqiy@d^r~>Iiz$?!z1KaeN;NE@hR)rjYz?CW-nlEcGTpPM zUf8Smw=KVK@cUK063HZx+)lhFtpGOPOT+@=@Njv-s3M6x!Xg|FYj07yOQ}4#_*LSs z={kI3CXvU?cr*c@X$al8a%-iwQ-I8Q6$IANLIWjVvS*cnMB=&*a%kc}T1Gu;)KSE- zmvNesL?ebA)S}i&Q_D_R&;r^(hEs7f1%^MFy#lDouZn&xYZqS>JWqF~hYO`?uF)XI zLu@2xpgj+*dcW-j@kzcK=~lW!F6*nz5}@PcVC&au9ldMdIX*9Vg6><0H24XUMq`o2 z0sJco%IBengtuqY`Yw~<%__|;=aE(f8$@_N<5YDWQ{hjBm9+wbNtdE-kaPIg&hTlz zGx0QHOS^(1Jd?Et@-?Xs!F!Agi<^TeJf5HYRdKV_JsR)!fzmBOT^~*INc*Im{{S_v z7gPBE0OPBdGHCLPU_ZL3f0(U1KZn|DD7MIHI%5X9n@@*2HMC$~N9+L4U(S~?S{@Is zc-P`5izG;OT|urRm#V6$$K_de-V43CZI>}Wlt)tM^TuoHTTc#Y_9#RU<%cV}g^D>& z+0bnrF~uh#b0mD<7sI*EAh!YI&U*g<_3P0zUjr?w{`;55`R`tp_6X4Lw_J*`Wi|;% z7&OJsbCLL7ML`_c^80_B)`UJ1(d>fE(S~N}&;I~kyH-V(70EaqDMn0SsK{QN&}MS4 zWo(Io@|EeuP&VRh4tEaq+RgShP_hxcjzv~5Sizh~2`8lhb4z18fga*&wdRCo`^4tE z54S-QoxgN@V>QX@-Y&JV1+D-DbX?|u85WHNv^kMME6#bWEB$gC0Kzb*jB+cT)x276 z6t$`o=6ZkntCfpN)wLnLn5KGU5AdMSW}~g&UPwez6(5Ex9xIe-ytG!9W7`$qY5o~34>fk4P28vb;XoB)T{_}b^5HW~y-COwqjliD3tNwVwQ3`a`{9Tp zw;)Ykdvcbxt8eIY%~`Y18WJYdCi5A(pd5cX%nvTtJ`{X6j?I%t^L+9?P#R88;>NIi zJ*9kn@Kl~(fumcCLN{!GBbD^|>*^H## z27om*owH8+j|%09&p>$owc_3)yPw408fng~&$y}!xdD(iJ($&Lt|T$} zsNr*5zNvo}L3s<2{3D98talBm*pvcEcDNjXF(HbsMP_V~QUw zPkyz7JZ&}Lj%i6%-Oz{hW=3iQ)l|4f;hB@GR z`cjU=a5@`ye=(RYBhUHkQ-KS)^3KCq?KxyF!;{jXmMf$4mf#HFRTgY{mTSba65_Mw zzVkAWugW{p#T;_Rj*FJ)YQxxhYn5%gz32k8H&TeosO0fax3S(#lJpg)h!QnjxoVXd zh0Zt~r~-|}tT92k7Y3^=0zh{*zy)gFTnOz*hz;2HtXQq3xn+`LvpuK+a)L0sK4l$9 zrAc8-wh88>Z}eE&B>C}K(A;lqZN_L7u4_W-T}e9yO(cj3+H;QLvBaZu24n4tNiIkS z<=aS}Ls3IXhEa{RGDxJAW(AF6{jTm}kz4LL>(C0<77^Pg+HU3x>yBxVw<}$-j19}X zKH{Q*#Di_Uw(>gGkeg4Hf6=2evG2&KW6?E6jIfn$k-b1P8yV`eu0_ER1JE2FbHjN$M6MV{HqxFhSTQ$#If>se-X=nF+di>YPXV>f*&n@ zqM31_Ss51VSh@SW?EwD(O0{XF_@7sZBtWQ;^4RHJ=9%!~%TA2k>eKo78DMfhtpIWM zI;u*^Y2mv9#GDuBANcUDn)AZE~gp7;9;OqMM^-*Jo_9Ov`RcvskUjeApf z5Hm{TlY{TtzK!zZUzY%uALk;QZWRgg*OGppl~u!-`Qq!t{v@*k2q9umUX@PQ!(J_( zQhc(b-)(&`_VYI48A<3*DAFHLrm(l4|!^e1&zgG%sZG6QoXUO#j5jQ+K|1-6*L zuAOD&#=Qw+{b`ijE*}~#stGK#>;b@R{{Z!>yq-L~2+t$}B^>fc_*Xxu-bxt6LhVDq z6~<~em$#A|Yixx92UaRoPv@%}lx`~cd@mkqjQZ(?=77N@RC?{en@ zfu5hGb&F?iv5A;`{{XM$Qpe^?x652}fz$s0txCvz<-H19Ukj@Xc)rtk-CL$VI)_ly z@3m6Ts9gj@{{SqHD!3*j${uODhG`9wL&=(!Df2|e{W0$u^T)v+HVmROZ zd8iCJmCW8Qy=O_jdsUA*ZJPAIvNLe>ilM+eF>$@tdn zgHgE(h()|7t}#gr&K!dfRUHY%HeEu~B^mt2?gmHlqToyYk7sEgnR73k$EJ9tN!~Tv z0`NYc*0JH1XM+vYcLp>O@Hb6y58JrElUb2Tqj7V-cOtLGyo6T5-?f zJxHvUPkr)N7L4uuB%FS%D!|hGXRNVFWcxf#)SZVP z*1J}o^7CwZJ*LI(#Ew5Yqj#iT=XR@p6-Qtf`cMWGeiPAj!m?{uZFeGd9RC1H=ONC}^{LmxnnjYVy56DYMx6O%V?T(iuy}99T8fEouRN%jt3@RqDTU+Kpm<(h}PVOW!l61`cts^&MGefXi=e61k36(T?U`wOB-^mqm}Q5 ztvsYD_L&?+53m0Kssp=SvffTuo`d{~tD17Qdqv-j^yo9?fabXUOT{-jf-sEi z6~I83CSNWUGBK{hOYp9zcsJaiB~50-l*G8y-bC2$RZn_bdwoXZ0>?7vwR&}*g*4be z`%mvjdg@@g&@^=k0*K8p<~*hk1bBky4JwFt*I}l39@9-_Yu58$som18YF;!5N?Iq= z{NlL#oqJKbZSy$;@Ss<@>P>y5>9K{28T1*hX8Xnpj$^my(!B0zz$N9AIjpDDl_c2+ zE$%b^6c3f1o}uC$LgakSw0aC;u;#lC1CmMa%|&hD-w|rV%~*;d?#8=)AL0C#_>)kd zc>FD^l^r zjglDQ9%Fj+r(yFLcK-kltf9l}4hpYj{{Z#Yx@!I(@RA#Q2$y5`$^N;oKGl3r_P}J8 zQdsmrKfqT%ZQ<=-SSI3a%WQgQwMdTR#9t8>OMfQOb0O)Be>_(a40`Ua-eGPV)DQ8k zb<#XJphxEF68Vykum1pEpnnv@bUwqSN3;P~c9BLqSJK)~gcdm3<5n9J_y?yyjeOVe3s#oT;+MorG#Mi5=0zU3kp+D(cX6xV zp=le-M{b;Pn$QimxUx#p?@eS1H%Ty%#aaCcr)8GW%Nxj#w$g3#Vmw)mO zwZI;vW~SgI7FTy`zU-7k*yH+C!qY{ya7?CIKe_W7*R;_t8GPMJ<7R(@idhbYr2^#n zvUcFna3!~%`ezGkY!yeiKhmzt42rw&uCTq-4xg2BcYY|YZLc^}fGZ4%DZY?y97yyluOwQJw?WP*F~QVlv#zHR-;Q}0w& zi5fjJ$pcA`r!@%G-dx9HX~^hv$MUA9_8bl7Nhg@g^{Vsu&J;dHj9WnCGzE(oJQ0CM{33cTo<7&A-T9C0pXpr9*NQc(yu}D$ozE3jblI<0%)OZ4_Mj|uviRP^ zPX^COfDoJm&QInm5M215Uzf>|n%WjQAnob+)w=s)A3k$yiXqt>td7JE^X9L&ET4bFCrkxaO45NE`o&`Ss z=SQ`V{UNjLwVic&scL`dwozrRhio-%*>^_j95 zu^qy_)TH+5UGdTM%XJ=c^B8s?{c6^=Xc0o&LJ$vLwU{1pZ=h?ptQs{Iupe9#`qqm0 zOGUQ265NAxKdHzS-b#xx8El_Ul>DCDhNz+OSMpuc5L|o^%qnHN#i;}7pO+s%Ygal$3H7l(0Cf)l$=nYdgFz_aPA6fux z>Pa%M30YG_`^!o9Piob>n%+2kwQ%J}YQ>h~c~llVBT=4lKo0Wb5-v|sQcXN+!Z?Ob zF~w1Rv+a0Pvve5EY1!x+w5#SeBL|*9Gy#__(Y7N!O+hux7YA&yv$6Chw(hO8T_J?J z#l~3l13iBVOHFn=<}0OJWmBVP{AdF**G|X83v^lu<~@966}4)ADu1Lrn7v?*KRG7`?v@C z)qnU%uOyO4blAXA)wuq(NZ5FXR{7^9SeW%V82qa+3yVD#$l~%-J9Wkn_?n>>wDGe= zrCE%6=LWj%Kf`vmqs^G_Y;rJh`PBC}J{;4(d6ii`27khXLx}#**EM05l*b-%{57X% z;V5j>wZSqL>z-+K4;|S-m9vM;^gND#5nNQ>H}M6-G*Ly3-5Z0C(ttfiJ54gm)%?U= zq-UN#m2n!UjkL`^+3oCpdAbGU57xL={@T`MDFl;@h6R9 z25mCj{{X22&7AvnuL0Cr8=th@MJJf*K?9GqYIDBR;8zcJWY3ev1<0-N;2mMY5ukK zY&su@G|TfYm1ZK786~%8KZ&fZUG1cIo^}8#oF94x&UogX@ViB|mPz%k)3W5E_8+Zn z$EI3YK+kUC-X-L5{{Ysf>YgCAx3^}tUGffuoPLB?hWLZT`i7@^me$J3Hh^)Ae=5w> z>wI$-pMBxmk$4GBj8_Nvuy)taIxmP~wbG=tnYT0&WCPCtSFXXNYx=uJm&{Tsn|m8EbtxDJ zCaK(=b5RQ#L*z${U|`p2aC|wYOlQ-Va)XX{Rt^5QHOMPxZgR)2Xak&=!s!qCMdZ7m z(AG4<#@Sg^VXI>9&i-`YcR!RnRRy$y5t%=D{{W2uV9RlJARlI4J!*`WCVZQg>-DaY z{P{@<7)Zrp+^Zlhjz1az$D8aiW+WdtteK<$>+=&o}II7$X=jR7CQO?FBb5_|`a0+rNw1BJa#&cT%SdpKb zy;qP3!wuCt#@Wm8Y6g#UVDb-I0M2$|zPYH>mO~LaEmxfalBzhWz^G!4+r0pD*Au>z zaFXLAa38I2>LA_QLw19P87J_~V{6f@)=s_CBz_sKO$KJX(0s6WG-C(wTF?vzQcm3Q zP*1f;+gGNIV$ZK?%nQzY&}Kum%k5^)XyIFEY~rjmYaq^WMMR3KPQjDvXaW%J8&Tz~ zi^YO#sgy5JgMd-v?i|1y0W{9{?YLyEFDPo zQ<3`D>u14#7~A;&0O6LMJi~4FpAVBL&PgbXmOKvTw5YkFq;SnymG4mQ!|>j;-au6C z*w)6SZqblRhV5D8sM?t2dRGxdazqFPcwtm>$oV~MTWE}KlY`h*7gdq*jAyB!26<(M z@OkY{OuF(aR~^Coyb3|`@IJHv!MpB`2;kJan0(4O9cmCa$;V2%odEtG^uWQC%H`OO zI@TnN?BKTnxUQb~w&qyJTILy187pf+Sk_M&VNv3u7*)UH#H0Wx~_q>=E15l;~?1KOP?){g{qpt67@;*2vK zH$h3Yh{@?pnpFW~924GvCIh$d(-})+CpBdUlL=GFZgWtK1sUdm8b;C2AXPG>e(s{Q zPTUfB9qN%P+1tRN3No?YPi$2ijD`%gdVUVh^;oV!27o9M?UE_+?U3yvmDv-4#WjDt z4k$ATA_M(hRv__LbA>tTYO5~MgUtXh1L;orK&U~X7dgdUA3nyoW5pvZXiqQ-(d zAi*7dY63wyW15S2{yqrnO?lgA$b_#<)d1&R%vDBE)p<#eph7Ti~IoC8&)c2W0hSjMGrepMYRw6a4QfX&af0!qXY?T`ZR^B%&N%LR(;*+wu(fC6`z411yiv{^&JCD;MzPYi}V9_ig zh#V4tHa$QBv-~6BOJ4|Ssv}LaNT54={{WFv-&~h>40*-?{+Evx7+g`YS2)}2c=9QZWVc}&|Bp&!<^B|zA}mCW!1S#q`94!X z4S4*spISvBM@m=R!=9B5!!%LujB{0?ry+@a?6dRSX0sMGp6OZFA!_X6ONoQI_N7Ro z86Emn0V&*!8a4TSsCQXd91uXOmP^+hj-1qzMkK)61~{M!@u9{~N_oSbt3zfyDEqZ) z7{=`Osn9tH*vDxQnqKC)JL$i)<}!hSoDZdGYqvzFl)VRP$gqv(WY{nTNtxGL!5nt* zs2#Z#w-cx#anq-@Qwf;Rzf~QoXt-^})uPcf;7FMD&+@JZ#9^bfk{tCSyYLH)4!oM= zyj5tQVUkunj33gN&qVO#81VIq4oO8n_~@&v5P8`o>55Ma{Mr?hFF_jr0O%sFN`%~e zhp4Q2njp#|Z3B$f^bl^1Sq?ZA&#~Ie9y*%oU;zf-P%1#5f0QxnS=yYV$_fW3n$o#d zLh^kB1ZV>+O#w>l0s$j-|(%Ac$C{aNJc^8x#xB=$18L-uJRPPj41hWlRyUoFA>$q1}FcL~$K9!ZJBx(b<-uA5w9_BTr!wh6$M{3x&zw@Tp2Gdyz zo0oPlgS}}%3}CE^xjwWA*pN0d4oRu4ZCT&<-3Mxx(%8rWC-ALi1ONcV09lu7s6`k6 zRy3hY{p?n>@+3Cfo6@l125CV(37`wm6A)<>WwBJ`V>sT&C(^fJuvC1LoYpp@ZzaF) zAQ|VHhHV{&!eNFMiGK5Ss@5wl#Qy+g9F}gCT04lt?Qgu@Yo_qNpT6>2n~@`VoqCMchb#`^){BLaZq`N?`(3y_E1vNL$!`+K z8|GTvaIheZa(ma7>)MOl-y31~QnxWH$$4|AOeB6)J5%8E{L{Y*wJx5xMj&!(OQ|iq zuPt-D*E!HW0dF&T-9lD;w;p`bB!4IsT34G*wrg8HV79>)bDteq8f(WGcY`8_rNh8g^ zBxu^Vjr?tM;*SzG`y||!@f;1Qyt4Gc@9A8l&EZWZGOZwm6M~>;pQx{tqw#md+Jd}R5qUiDa1ZlZ^T)EcwoJ(&EPY253y&fo;!%%4GyN))6M{#% z{5`YrM!%>F{Z{>AjRxYFLR<1R^csDMQ_EqM+k(Jnn)p{u)b(qEe>80y>f|t~;O{8u7 z0D^xZKpmc=;=MM=Huv*o9+k(<0kVeU z%x0P2*NT~JZp!YMh){H?lFL$?07vC#p{-@mgDSP`#qrp2S{&sFAk*Sp%Eou?*0j@4 z)-P3B)-e(u{2%9A7OP`!Jd1S&{{T9>G}5pUtLz7`tj>cv!^3t6!L?#$BeqW!&|=EP zNVbdw?Tl9@lC`ArDxKx~)yQ4dLUIA?lbQhDZB)pfR7s3=BB1l6BO$7sep6*Sd)1J! z06ez9pa~;zBod#QgB zbpx8I3{u4ak%l+bn1V>Vf|A{_S(VIQV+oX8?b_hv`~80*T;GVaO%KFG8~Bxg<0B*W z$UV(=R#tN~erS&_cs;994LC9LCczoxfAzl_t1@}f^Md>|@otTBbuR+k7?InE*aqN# z*Ft+@y$eL~1klSChvH1ds7QWhIKe;g9tSn-*7|b!(aUf0s-8z`ui_sA=>8*#+VKgS z8B#I`KHrUWt%-6)iysdQ*w#p0KvCP0Yk7P~V;fo84OJjXujJ8PJ ztJB}GuV3&_h`c}J0p>+?W|h#pMS=>Rxa~~HmGtc*&dT}VkLU6vA%EJ&b6+uj&2K%& zjr?Zr<6vymB&nRfaI4?E^ma>^mCQ+Wh|jF;^^4I0uTymr=UDl0PtQMCPb0pS;+BkyfIN z%C0lBZAHygOYl!{_Zem-SD>qF1P>>eM)&llMJ2toJC%Sv^I6GuOpNf1dzyn&X5at- z2Wib^TtjXeNm)T=6<%rHcL>Cj?MO%;>p{TiC<2^Ut#6Yb%ahW&2=3Z!5IU`5c`?f_ z;oG%s*~A&Mj5aZf0L;~NNOheO_eQ>7G7Ge1Ba!!%j>LM`&R+~XPCN(WYtM&XByG0E zirDu)S&$-h1oQ{JePExvW4^q%;+MnCE5-J(>u{-$TGO!h@}S9Jo0(9If!DoUU4ZsD ztfROHU>l<+A-`HyjDpHf3tk!Uzv6@3li?p0N%jp!2HKmyiEm-2*>EDmev*rOdk&I%c zS(RpO=PQohwM0lWwMlY0&rj=6OK=3cSb|9CIR3PA0ikm>!5g5$CwhcTL_4`By=6-z z=r+d@a(l6+s$Q6iUfc+j_T&0ifI8;tF^s;@dv&N+d&Ue%WXbwfi+Hri-~ARdaWL=B zKT%o>W#TE>K#W_&eM;0=*O?U3(qoZw!rc$!R-=zjfy3H^b2s8EVRY{g>FMWdSAJu! zC3*gpjeFyb8r1C4E&6mk=k*lqX5@`D(skSC4ETZ{_krSzy(hx<4ZBge-08^}CnxZ( zVf7yp>%m?XD;ep|G5OZ+nc%DU{q^$?o03i{gjJKp@LG`;k7=<70m=PvYMbfW=C)Sm zX<9{d(;R-4>{eP1j}@|_LLKqVZ`nl@F!@o#wSKv!a~^Zb^uLBsOrqlX!h_Dy{{ZW* z=GVh|C6?A$LM&ZR{{X72>YBZdksBFg0l&MPe@gPLYvK#uk!fKL#Xot;&+`JuC?U1{p?d030+nMG( zWMpIWrDHo2{{U$Ci&4V@RGu<6)D!q)TA1#=yz=92ySD!TLt7ei_@@0zTiS@#x;fj& z@~iLR%NtT>@iqS9c_;z?YH3(jIWePXHUOf(+h#w)0Uxbx>6acMj}d8_YNGTTis%0T z9u==`d!l39v{H}atC^B8m^D1C^1eD1C!Rb z;JeeL%y#d;j@h6JP^9WUX#B!^)`GOfM&{ekN9e{fpSkI z@PD0HisIQ9WD$-1%|j`jm@_#leJBFZg;&7HK1Bp^V55^H41E zTrTo30qeI^{9+0IXTIq6cWf$hDLhxirTlZy8s11z@NNG>G;-wW?OC6j9v z`3HQT>sHjo3|pQ+pnBFN#m9*CSd4K-EhEPn+nUK5Er0|2YV6A(=ss`#mVh?yJV~cT zfo=`NgR4$ur0g| z(B(L;M&HB`t8B2g*v-P{Ki0Klu<;h6`|hMDhxkSh6ai{^U}gtazRupG9e*mLFN(CA zBlc}KPd6?)Hck)eTl#l}^kjTqE6*q5Kdoxq%cSUpl#L)Bq~y>CEd<^$*SWU>))w^J z(zT=bc?&O}s@}A$c_Sax8d-c~h!tW#X;bJi{VN{hR@JYr0$9SsJ(!G82VG^Pcw0ms zZMCnMrac~ zJon5rtqR-svVG79&QBf109m*Ae|e}#Ce-D9@}mumw4?jh~dp0%^(Lu#qLLWSXY^!2YUzxbhWw(@^wpf1M%oN@Y9e-Fpv z-x5x;$j8VmH?iCL3JlLzb8RmuL2qyW099F7zCex0Kj+e=veK5$A|3JvdPC)$?K#JK z3<={%U`8v>LEuuOM#FOsgz;6xftbWtC?Dt6xxHV+)|z(c<8aKs=g`)LD7JK07qD2a z?lOPRrD5K9#>OC2ADs37064ERzVR&gF|luyw@m*4`m36ennW&Gvo!}wf;!Dp#4y}$ z8Y+u5(k^ zXxf&kAvWX1!ZO@MfE)Ah^AMGGo_p{{ZXN-9yCsUWpWm3ac{o+sE{()MpoO z@aEydwbcGt{w3@DtGTk$d^4cL3^A#dM=WxA`d6FYc>eO~Ndss-2Or^Fq?h;i(v*SO zDqd+}}RPodn*;t4;>DX5RfAIqHLR2=;eKGzN+YblcUniNWw$a#{+=9cx+5}HE z+`{Tr=%*s24i*!uYcp@RL-TcRD}LX>6FKv5Zh##~$3M=T-ZPf%9dyex2wsPbe=5zj zn_1OlBTywH{{VoB0O^wF!+IQLBa7`*jycGzS+&m*YUA~hnsOQ zXKut+fY)rJPqSLbyq`({wnu=WxPL|5KcxV2P2%gvoudS_VY&}b!nd@|PR{aZ#Eez9ecozY zT_;f01|YQiG)>T)6Z+RvrT9-x(?Ge@97yVYG5o36%=r)Dde5NzdhtYd_N_8%Z7$Z& z1AMAE&TH%wq2ArG`)r~p&u{W;LhD=7bolpav8zkmfsB4N!(I5Y_f?d`5)#?MsN+A4 zSxwyRqqfj=(jG<)BK=KNx$%rP+o7^tvFVPr&RTd+TD_mmzi+b!{vJP}uEIS(LGb8T zl|0GE)X+)HDAzT@cB>&izu{UIUJ{DYyzNTke4d1GD*exm6O@858@2^=;yqVdF8emC zcQgUfPk*Io@tGoEO5b_LY~#97NLJI+=>xTu0O)G7fqJz29`|y zC>hMInQd<1OxyjiYS?&U<|vB+_*UT2qltqu?gP22GhEu(pisFU!hkS$TuQsldsnwg zjda;&K4h5y*2H>?-DM$!o^e_cSl-M^zsa|pPzEyTw$^Fqm%$yW@yw-s$QN@TO6sBT z^^|~3baKnuwIjE;Pu<(Z2<@884fKL3X1futF}tqA=~@||qY@-`@3zW4gSi~gCX!h`XTcq+S)-9=JI+Aq zRUEIIg&8%N5wJy>j@+@Us9H4K@_@a@25N+!X~?%yt=!fmszu0M<)mIuGy&5+^`f{D zN9G)LJ*tGVUR;91F(7Hu5`i1SnDx`i~ex%R^w1a3ZFU~zj6tmph zMF__p!m`^@n11Eo%+EkDD)pU?r#UZgWXL=nPzu_A}k{5hr{ z_?TRIuAG6-U&6X5?R-hBC-0bAK;1yW;-{0tUKG;eS+xP?I`T^s&*7Q{=yK`eIo-@U zJ&7@N1pff_#YXy9iZw&qsLkfO^T|KZ)d~DrXQ%%Fqv z(jgPbdb!B{V!ZoR)%-`SPEsZyuSFQ34`9BR!yX;9VJioe`e*uA9Y4g2e;`}wuo2rQ zpXXfWo8irB`~#@&8TH5b*G*~QRSb846nE)B7&7WwzN86hwv*^T`t^zb00`vLx1Bf6 z#P$CGCcTO+3re+BiTeF$4`*iL7$YBA0P_1U3CTORoTWhMdj9}g*^k2s4gkT&U-O#l z=em$N5%e`&dBuFm8>eaj!-CG%$9I;vcJvi2?>p`Jv$wIU+fi7~*yrA;-AgI?*M$@s z6{gq|e5VcRS?#DBcFYHH{{TL;m$x?7>*m}z10C`!h}HaOr|IypfGn~OK;8cU)-;$M zB>If*%+4^Usr0UIQrEPdDNmbm<`d66;Qm$TtKtoJS}Y)poyYDBe>_&9@Kxrjs~zSo zH*$ZA`5J&QbsvZmTn3KEEtUkR&lG^V1j~rYkT!3h&|d)F_YVC`^LV5}@Pru8&6W--aINd~x~mM7>UW z`t`2QThbO|8M~7>##fwU^R8a|#abSNw%*DiBc}vzHJPE*64p?3MMUVUjw^<~@ok-* z+skk_gV8~*e&+MVo+W34Plcj}U*gK~`GHm-_-8V0ZBqR2>OmPEy^R2II;V~GTa7|b zvp@tb(R!cdTn*lb;$3#?NzQg3;bJ%y@AD^yG?i#A!p(CZ@nL{9$lPms-lHSh*jgBo zhBsvffA66{96Ub{G@Dyrv}+RuEHX~wK>cf*zq_&1u2SE^_QLW-7~T#!{6VikJ_MTT z=)Sdde6l%=a6d6p!Fi#0TFyu`TW>z#oOd|=noqZCG7=o}q<@8a=80<+otKqq4q1jl{{Z!h!_};3 znZVQ=W+0($ua%ZMkHQ_yK9SEc-zZ@FEpO@n|&Ox z?Ty?3-K(6?^P86v5M?2qlzZVe8#!kt9fQSx*tJWnVg08`+O?5 z2dJz&nOlJCfNQXl0`0Yz1P-RLE+c_lnSOskRtGCByJLJ`HBpj3l(E1y(9Es#c_V82 zRt>>K`CF-=wqnYqdHce$q=c|8cnw=p$QR`u4QAYY>#z(1-hvEC0!1bVHCA^%V0Ij0 ztlZ%lLY>5Qs8Z`?8h|-lW7~WD#V%FxraEYUS2lij8g&^m3Mt=2MW>y z+N5OMGtkr|ow)Bn8M=f^F63PD5A~>gAt{M&?Qk#w{(`prxpox_31NX=bh2IO+Q5ht zna&U5YgDcysJM;NcHPLTn-)XKt*4FltIfxHs1UJsi9P8IqGD7(FIq-$8(|fBZQ1^3 zR=qlSJ{xqu|@=Ho>dfNFiJd8D2=yK;V#Zn)xn3cq!F+tGYI%`aZp; zYjHNoEhmmm!_YQrmt!i6L-qGowVFGpiHA-zT=cP+pXSAM8V;!!io7kS_=?*MCP>wY z$oYx}J#p(;_b@lwWF2dsQL)Vut7Y+?hMgiPK&#fLWJ04Is=U##P6t|{ScHrq0Q}U| zI8qNa3b@;W)Kd|NJ5M>FE?DF?PZ{Y`M8q5ckyMW2PCC_~*P&=7-QWG-*G0*8- z?a#|GWE>jluh8Xoj!5RY`SOaQLC7=;az4_vz1h2{m<5sStRg`n{8er*y zde8%uWN}g$$&YuXH5Ut<(&2*j;MYN+NdvPpXPT{ZB9VnSJ?eLIaxwVUb1n&0=N)JP ztX-oZaz#p&G5gAJ#>SB-X_J5|S32v~Kh;YkMqfGS-^yZpd=R&<4$Hc&8X^r+Fu6!HyHx^k_I zP(w16S$J_$C@aozDUXCX>zcBqO5%YH9OskUYX5UNQ=s)h8DE8#B&#n(6QW9bIl%XKiw6Y^Te*p=xM)bioF9X zpa0VJZR>(M{VKaY!I8~2KQ<==s5NEdX+Z#O9<}l3(sLQ`$L36AD}YB+NhD<(j#jix zN~)tEcBN?2Faxmpx(W>pv1}v-fW=O~cWD7Y9V*JWKu_?F^$dkT^9kHfr2t30nK0c) zrBs?^i8mjajZZAQhF2K=D$kZ%QG(~EK|mRj+)m)RCpA)OfQ%30tA=%8&9?)vs;r^O zl#I|cOXox(0GzQLip(+=apnvTm1wX)Kse7#)_jVu8NtRm$e^&gk%9S71YlNJc8~9M z?^Dfjgxb9KHJ%x!$$n~Eu-Xysm7B^%$vkGFky;nP=z7!G2=m81YMsogi|4y>=}IO{ zt2NEc*8<)Z<*=$fNh1~YcftPv11^Q9onHL|-A4H1g(|2wXB4Yj0L&AUo$Q`TEqf4ti%Ju%tN?Mh}#)e5pIT#holjbu!a7jE= zms3eQZ;`(WY$#kFI@h9kL_Sa;%r=X}(Ta$DVsu?X9tn1ps`+^I7vSA8&6Q zWH(+bLe3^>H!%5XWw(!k+O&}s002?Uz+eNg=}_g}_MVk#O7^G678`M>0m~T*G1`@f zJt|cUdeo-`jL-#MM_PvWA`CCytL~WvyNbwXEX29wR)&Tmvwhz5@dKVudYmBhw|1*4 z469(F1}HTAOP}7y#6Z2@Ae}Gm1#_g~tZ0T*{Vl4e{*fN33dVMQuJm4JTJ*vIzFLe&` zFp4qF13Etkmyg5nhv4-61#I9J=2BOKO-4|8#vC5d+7hibKNZd|N@WM`nP zl!@OFuS(pDbP=pdaq4Ihe$kn8^{dQP(~h-LA;+$2UE&}~pa|}n65OPRIq6Yp><+VXF40av-%>SBH~~PzHVd(%ITQ!EMcq3i8M#^XHOB8FxKv zqwx*+WLqWqO>>c_&bv-A)_^yy)J8GD%}@#!?1=zi$E{crY>b5Dp7iS^j$7g99QtN} zA9Nv=<5DuHdQ_jd&cFatYf#!-{h)$IT+?r~(Qd6cJS_lB>m9TrC~=pn;k=01SmljL zrbPEFWw;-^?M>8L*&Ad;7Bm4`CG%e=oK}ULa&N*MQd%M^Y*IH7TUJ*2TrlQ6GPn(1tz4#=^LZmxrzp{nY(J`K<{FBD%8v1#x~=OenQY!1Gj zmH4ai7spTW3&+>qEx94gvq>Bv^ZUOsop3^cF`o7IZ|$q`1!b{=;l_b`vP9c8+JVLg zn2ZibKY_2#%S(7+g;ftDjGE%BD=Qx68lT!`{{Wn`zSRL#dS;q$VYgQZpg*yy6KXcP zeYD+H&AdmG8tv!niuWsNJOSZk7ReY%ReBA_C*Oln9fZ#X(tZO&>Wt{XQr|K&{>dVC1$TDBw z{gOZKDuREdYK&aYwtYv!9v;o5pO*Egwn`gpMhhi+~?@;d$^v0?DZpJ)z>iTunT1$#lik{Mp*4coAnE$ zEB75gm2>xhZIQR!OaeDW7|-ZxSmPF;KF!Q~nheeOwHV++x=cKttbh9TL6Y+2i(Xt6 z_WuC&RS~OMD;VaPLw|P$q+5w)%UWBPUrhf1jR0Pa;k1*?h7j%9i9go0mV3E|>EsGK zD8**OVKu_$L$H5$iqp2Yh6O%h&(}ZFfGVAg#Dv`4s#JpLukRmXntZn*4kH{MDx9w@ z#2F3%;(#y4H1O(^ugU67Y(=P9TLQLG0z20_fJhb{yN|7CL29sqN!{x}7iGJi^|*f} zSG8S|^#mdoaLrUgM4&R9XR)R;#}?+0W6;nAgpsY!m=`%5nt|^wWgCYo4;4@C@a;Go zi0@8ogDR@U*XckOgN1!`L8x3?-Kl!)t9G#f(S>1WOKpbmQ9$(jCG%((W=bkN&PFjEvk zR8{+UZS1oZv^{HP(PSBB@7kEIig4*W*-hJJ2olrsdk{qy>AD@;Aj+5ndRQ1$Cj zK_oWOf%2b}e>$+Q6msBlPf!MGI1D!b0P+0$an9fW099?pt?95p2A>IcbA|)fwYctO z+$8sbwBa7e=KI+M4X2Ld(!6iSe+=~>3lI28{2=~K%nTioK>3%c7$&{0?^VCN-SR9d zyydV+6-FIXPl*fNOXs@rj&W95&U`cR?}xl=WcFHu2sOC>0Cw@QIq0Kuowyl2tH3-Z zsHcX%Y0Y~{!H4@o85Mc^*|-EB(zrkvc!>OdVU2f4b~%r>gUA~_YQ9hrs`xb6qA6x)E=1-@K# ztJe1?Z|+WZ^%RCxjs#JG!SysWODupD+$!{?SZ;OOnq(oBb`P1H@F)VS+bR*XZEV(+ zvKZJqbgK^xk&h}=>D+o$ao{h_!1eZ^2`)CWm+Wg7H*F}5TXLS>m45!_J6JLocw@mm zs+=x^ZP`1wbOL}p>&M;zUl3zhhY;$v>-(kv=L0MU2OUVSHSnLrZCk@$Adkb|F;*Wx zmX6X<;2iKxBaHat#O*qfV?-Xhi?s50@vyWf1 zk~X;$tg+)N6FDD+R=2x-Pb~ylU``KD=Uy6o2YcaNOZ!j2k{gKElN)sXNv&-&#{MYP zH4~@npYbY;92ZcB`3l&~_BPVQU_PUL<&tnPGx~~-8>>4R{EImL(C4E9dHm_N_TCJN zBX}=cP?Pw947~dRP1H5PV+?a?Fo?!D$;m%~pbe(d{7I?d_KRqH6SUP?G~W*C4kXs@ zKG8RzB!44Zh1RjG>qTLb@SVr*ApZdMR<);r^^3+|-H?a)&NKR&0Jm}DLu}$74_SPp z_>ZUKP)(?Kn^-6?Q2zk31$rKh;E%9?w}eZ_BOLz#I_$0OZ7lYrFogH1xz6Oz8ny5Z z-k??QoV1L2&;I~e*LkJr?#7+tlyLrE@nTvf4um zc~F46dkRSHfR}un;Cj@JyCs!!Pg-m$OW=KJ6UvrBrJH{RdI{~)X>W) zP4TY)_n?!2@gISp)@~kTn*{#=p60ozeihv*2`uW7H-10Hy=qJCHUa*ZI>z1ln#8^F z?}ltQL~b{g>5bpuY3OXE%*$_tx^#AeHoM=GlfnLmwAbM-g(EA6JCu46pVqkfek{VW zl+z(HG3ccA{MMp6r;R*NHd$MnZQb`F4NS&IBZ7GR4QX22{5$aae(}Zaz&ZZ_mV&4P9}(F_ z2!q2mJAmUakbm*vQeJ6(G}rA@?J|o<&s+uIeicIZ;ytz=*Fdt_AU`S2f0(S<^&cE- zYN%Mm2;_~YAIg9>A@FyGG{U!9-S66FLC7Gl@+Pw{d}*L*G6d0W1CiVll7H`$R4o1< z>erWB?;p)p`_6dB>s^{?x(9<{H+QlLWb3qN`euMR+f8G~zAcb_g59lc`h44Q`hi>P z;axjLkL~_A)IL-H04(v>@l#oM9~Go3V$&2LKXd>Ne=%GQ^7x;`jMCi=$mcxckJf=6 zi>Q1@ip>RwgDi0t0W!8f_I_*5uQe&JCpQ|s!I7ApsQ3B`ipNY_M{n(GoSuLI{uQfb zJ(!nurKVSQ-Ncdn=ouB2yG(ZJHlKg^oBsf>TdSaJQUz<9ks6M}AJU&Q>d%31h>(3M zOKVm?>*r$L{{a1J0EhcCPPTF`WHUFZ%~*-_*uUf29mmrKr!m?qo$2Nu%BE7GFaT7b z31NAp88C!VQU;AC%QgqM6(64h#7KOR+OsBid~MADYanOrJd@U|&n%KC48#&SB7ivC%UxQ{p2pT=A``TpDUGT4k4s46jw2(l zxURhgtRyq8PIH{nT)eKijdydAKpd=IGu2{p+Qd6ovV6bNqi>12UAQZIY|#>U##{Lc z=oZ>rhW+KKcRe%Ow5_yzNRv8%P2};O)Ex&UWAPh7x?{Q8-yL^u{;ONI{xtCOjI6}q zU>qOttFLX~v{8a*HQDJpysKvg{Rc+^> zCqJ!eUrFJu4i!3$=<^Rz&-AVe*WrzynyWqQ7L$^y2n+Q2yH_>h9VbQ7Zxc?^rZ?As zkjioh>O1k*-l3e#@6*T8EB%{AgxmwroR9qoR?PPvB-EkvW|eIr$4`{km{|BX#P>lQ zLH1;mtCFU>Vc-<9fq%3$W^8g(9e*QMNk-=P!g^5>YBQUu`{Q@?s4e_r`jp>g@b$lx zItMxawW7Wn(UrDZS~RSAB$7X!Y1nvH1fT7?Q= z;lSsE{xkvB>Do?UY2Gi?X2q<^rk}CtWZk#- zzG3{ubN605@g|_mnrUd$Jpo_qKpug8;CS|V+OD7h9dVE7Yk<_>!MYhBT^Zd^KpX!6 zuT$>YsA#A8IaFDUPV0Q|*B z-X`(Ruof$C++^b*A^u=jUVq^R@a#YqQzG@@xvFf^irryH{w)6h^{bw`hg{W5 zwAWiA?f@UpGy&{4y61+xG^-r0p;w>)ll^Oo)qW~NEM_ex62$SiXZ$PAM}zHdSV?to z#X;$Uf30;^dVP(YVmo-Y-v*}G_0Y!aZ+38SJ#<0+utLDoR8;Sq;`Ov z@&TV=R~ll`h@o$r)4c$3Hhv$KK~y^vJ3u|he!SM?J|VF1G8EF`7do`#3cQ`U7|(IR ztREYAj(rZzG|LZ~{`2KfG4ki-2dAj2z76nhskB_O`Pzli%#Lw|&m?v2L8FQzKiU^} z(rVhfn~S-!SQDM3{MZ0-?Oh&`;hkq+yHgZIN7FoD1O653x=+LXKFp;0fb*s6?d#ar zcL)}cI$K5|1F*(_&S)@lJpTYm_;;r1(xt|xqFGa*=lUA-XxSlwVMxqsI%EF;*IdQ! zy=kYbwaev?PEYt(5r5-Lx#4*27nbOHe=$Lyyn2=PpImrBtaQA*Gw2cef zw&fnV=kpcjcQ+T)Mdn^hf_rh#X*CK)Q9yw*;jZ*m)ry|}K^}#>R zy$4V5Mv10GvPwMnL6FBFenO?xyhUauEL^!xpmF+F52<*v`Iw|XBxktm{HP_icXt}K zm8$t`fK#<{H~uF@46sGJJR^ z_lLAqD-ZyV+?wXE{Cx1_Sqv|?{{UQ99bw^}R{h1)>y$lDALCs$zlE$V{{VS)F5o+K z{zie=)orKT!kPf~NA*1B=3X%HuqYaUrU{KNUyzL}?Z zlUW6q5ZWK&$o^GYlyiea(X`?Yp)qG(-2VVdx;0A+5Jij|Ll3?G0P7X8H-l{LBr;x1 zX7AJg0IyP9TxqEq#RNfPj9~iFpcuH;bvUqOA}8&~^r}nYy*?Q>Udm)WNanQV)@Q(q z%0Hk7KhmhrrfPRCC%RJ}?)-m^P!@l+bnQ7jjWQ91_0RZLWS6>*rrRNpV;+QJue#`Z zY-%o~^JP7NKhlAz>Jz%hrot9J#EgGB0E_++&X*e1#>o8+bNU+5k5RC(0^7s(zGR2^ zjz|85PqWcTZ?x+KZR!C(;Yo4gTOBaGT6(Ev?m7N+0N2p<-ADZ+S(nLx{{RTb^fh8H z>>U^cfdPN-9G~Z0t;dLUzYu{85SGE}1}k32z*?o~TZ`EO4!ced^`Ho@{ANszZDgz+Z=H^d2MCd+lXak^^ z#F~x6g|v?ax*k8mvtGtoou<|<0+#KZ{{Sk^kHk8)>J+kv$%uauIsTObSiw6Pbvca8 zIl#yi0jy{6^@&ul&BVRo$$UlVu za<6F$NY_*T{hP7kv}`_f^6eoJXSn9KQ%x42JcKCvMQ6Vj!5uV+6dBUb$CTTL2SG6*jr?s%XsHe3BMSSqIMeQHs8BQP)> zi|JbF;nalzop4P~u<5XmEd0znb3rCbTD<3bOh>mA_tGJ747~kn+?(Vh%Rw5Cr4nvJ z45x|!ks99FQ6r0RA6j!wD-!tf)YVyTQ2lg+JH6Ux{BR0qvvCvt!lu= zRr8mEO>*mf6vQu=ymmROGKr^+e50@q+3Q)EoicUa@4CJS{kr}g$*TAw%i_m}5W%l_ zLh3t{GIGsr0C@^vkT4jAC)&QqNtV)edzayA9c*a+BGNSt66kr>`iwGLu;-+UwDk5h zwat>T&U_Z}q#qN075Hby7PkUcZ9d*Bmhbk3iCSEY3>>#iSE0)+Hsm`WyleAE_ImLp z_w4cUyIB36yi9z(AH-J^Uum+Fz%$IS#DERwkcSz1{Up>h+xxk{(G&%bjFb8CLn26} zbE`(#ia(K?x#qd~%z^O{6X*}m;X#F8GvIIT-*<&ggX#G1#0(a-+?UZjJR zi%Qibh|7Z#`jRUBwXT_N6}5}PNB2fZ{VSxCMc1$7A8nLIho~EAl6Xf(fqdKc5;*DC z`cMXI_>WG7ypIoQ{{U%}a2t{T0HF%K4Zn=_A-?JU%#GLx&IK0w_Kl+>C9FG~eMj@G z`;QfCT9OfMACR8BAL&4i)zECM*ZwCLrheoc59De$@h*j>CzGeBZM<*^{Y`QaczXL+ zlg^#l-`9%jtUM)eZkW7pF?}(L26OjXzP+qUe1s_zOp|Dm*j!agOIF`Byipc=FD{N?4ygx?`aJR0pBaS?JnjnjMN0Z*!CS);6)@Jr778 zOfq@0^uXiwuQAnpQLO7x`5}Z6vE^6)0IVx2-%7d+5-W2fH*^00*PuN|YrZVj^*Ih( z$%VK8Rwag+HT}}Z9_D81$3Np|BVIlVW) zmN3SXT^z_c!OlOOb@AJ2w(#tZHOT(}K9x#q!d=K>eE_OHY}-g-*Xx=L?rF5@7ih;E z5A%x2y||V(RR;^#Gz24-7!)*KZd8rllpC21Hu=NnHF6tL?qnk*)yS;T24rE8&`~7j zB_)_B6aiXDikt-GRV%mHJrwn^B>dvit^2C#+Mh;c^2OwW7GVK3*|iv zQ1J$zrl}IYJ(rsEZF}M*Z5drX4)M@%f2CKk@UE+`PA9t}IJ;*V{&nd(e}pvcBniB& z%)i8Qip*z++d<+V6l6NK8`J@c?ks*C=~lMtH4^S)-GBTjOUDF@HKkNOz@746HRhN zvZqpW$^0`~H^)@h=M0DJ@Hap}>G)PP&7O^=%D!uP(l1pTxj%(wXi2E}ru*#V==R%D zh7_s(gjN-ni>}`0_g$ExHzPRd_*V3~zNdDA4KmjrfS#Y7X3gR4S5sZuwdnzWg9DGs zfH}QGP4K;i!p>ODBAoG`{{U4@sp>kt(nBVZXc83}2jw5mx&_emXd=W&W|4U3AZDdD zS2NqU+GJa3K-v&shihFxa)wTtr)xj~?|(OMfjksL4HQ?!f1yM`8|g1xE0;eoob(*4WR@jL;(^ z8&`EJvUM|n+n+RbsM-`*J4AChZh5-JRN#GExDvSZo z=~@=D1k%;mWQ8BfvD#<2$tM}ChE|o&z%t$;`D+8pNBZ>^e%JXm+ie#`D`4w+yUPUp9JQ@qJNG=el!hk4+0#moKsmhU@RC{)?$9j~K0W=)q{Lg^L zj+m*3%lAi0iE>XJMLF2xp40(U#_r{$IX$Ww01KY=I+kPd^c5(;7%QA}KotWO7+OGE zX$?m39E?(7kJ7pg3XdB|+gF9Cysw|-;;pjFW%(T;DU3GNvMi%Vhs~40bCKstwj_;Un<=C zP)U7ZLlN7_6^pTpzD7afx=4^O-s*bRG^v>-$FCFxjw@J}O9obne)Cku>CLLi(9|9x zndFi%i^8`w_+vK~SjG-(OYAOF737eyKBk+!>fw$cNG;Nn%ZK~b=owi5)AiMbBg;g0 zH9;-mi5fKJk6hMyyp~oC3hh+uRAspPMBB0zd)LRGNfc?%J4~Sf0|Tv7j(CxR$(AR* zRFdf-4UxQKj8!=2mQ%uPUs??fYm1dtDq9L_tU7`$Z4Nl~tm&skV6Ha`f=NWAh4~b9 zpbZJ9jyTIX$ZtxdWQt}4^jgbfyCaeXLaxNHkAv!J&>9ak9$^T19jYe0+6slv?)6BZ z&RFt2D3WLs8;?qx6qxCo%nHXf8B~l7#~G;F^aF^%1GQ6Fz)i)i;=aM+okZKg3 z91t_Obo8oI+&qA}A1d^$m$|rcunmCzb{zYtOPr~wr~$Cz_gB#~l>H&Iaes567mR$bNUMarCk+JGUwzA-Li zIL}((WR^+p9~_#cbMvkM?rP8$EUegOSv%I`3xU&vO^Hmo2r{F+ zYTMhWQJ#XB5<t|$vQJZ1^ep&m<&D8P+HqYq)GH!@zgpwGF>tKYTmJwWG0k@pe878(hq#fM zYaSS^y#eC3tS1I?zLlP;8f8K-O+E;vx4Z~CF{B4#StC;2@y&6%i4sU;g|fZtq;*mN zcFuS;&Rl)&v(uB2GdoM$z6labRkp71-dXZx!~!px^-7ngDNlhe|-fDEOHz&wh_ zi8mJKGWF{3NAWV zV-eYb=~O0e%hsQ!6eA98xo=9a*peX8^Pft!X0j;x$wGZ-0tON++2=j0Meb&~MYDCvj;5}NA)Y9iq~k}w3?YvMH^1T7#vpzsl4~IXF2Dk0CYNK$h*B_4&|+%5_qP|!M+pLJXLXq zT`JaBR3{sq5VEdtahzkNbGl8mhD5iA<=ioZ-_cBl49^P$>(ohHsT?lpF7lp zfyREdtet|CIhpz6;vW$BpW-Kp@4P`3xnJ#T$u1EA4X{Y%g6_ZvZgHFn?)2}4y7k(` z`kII%Bj)52`DVJ!9{h*Kfn(%0IL-}ii#=}q`I^=5lB24D*YdAEdb^)R4I^Z8QTPYJ znmVuB=39a~ji>q(T^+xRZM5uJcyCM}Ai!+n`HFY;UV(4>#74P(#FI~kYv4q7unT;j zym_dw^(;!>E7kz}Wyjg#Jn*V&vsmc*aT!B-bJuqxnz?g#r&^q9S3YBR133LFHa&5K z+canaQ`L??triuHh>o>+fRX){AMbE$Qr&b56!Wz^&$LWB3=#aRlerqb_9DBv^5X6k z1N^Hwf3vNaMP~_?Me6KGsxdm*{6ie~COsa+k=T>|BB8kZZ0Y`&IEc6K@PCl35v`kc z+Te8j;^1s>^ERR;jW(JE|+U&p{YmVn4k1{2X%aOMG3>wCtP?03xaKTr;DU$e$ zM}{I(1-%Yv14vsrWy_X?1AsEhn4-n2lT8&@im013rrDzAM00BU(sSB zNv_u(lmXSlrf3>Wfi0mDGk*~*f1OP-6(ylft6buEt3s5Yvd#$|$RqjHfp*uRFPZ>u z^`V)f=t*97k6tQ7^FkHnmZ9>agbnZ0>;5%#Ttyzl-IZ?C0T-8*2b22Mi0w`@K5%+f zsIC)s%XHjN6>+WPlx>sc9q0jU(%uzkh=SPWm}Zbe=EgdoO0{XH+r&viOCB+r>0^Zi zVh}hTXakdr&A2MNGyd15EZTgNr<3OLJ*%ubOUoer@0NzI4L44Ngm0LS;>`eX5a@CV ze4`(jGxw{fv+&y%E&i=>^{%EbA~f>t#%fPGWWsGDJ@G&h+Gw^gvXVEj^{X!e!zN)$ z3QmV`T#s708arUHD!#pG^MH|?hWU2&t46__X?*?^_|vkC)%Xn2BX2u#>T1q$@Y#sK z2tN~7cfgE1;2R#CRymu`ZIQ8&y{g<0+$s|>2r4xrQ*>RVgKe?5`++ihXmJLkPVTf2yfSC~cEit|gK6YAG3 zxuo**&@EJs?rC?KU7gQ*E(d9-YL*tPvP?|J+NyuTOApMJv4joW*9iA4ueRgnQPQPN zj6Ccd3ev{BriJdOs!VYk;2Mexy+S1+jU;Thc;C)D3a}!C$N_!6)L1!3SWNNxlM(YV z$ohlDYJ5P`*TvrsZ}h1T@4T00A4tt*N3tnGtK@^6R-?-MC675-)T4b52C}<1JX`j9 z@in#QhGy{XlV$oPu5*L#peO# zlW`>c-G}L4Us!oJ5yN%6_jf8C2<7yUC&N8E= zSa{)NS(!j#L7mJQNtwZZi_le31HHy2Oe)twBclz0IqRCGB)f*vdFeq!mhi_57e(Ek z)JZcIV;gO5)aU~h*xX~iPb_f+4Ij)+0A^bTdAH1WHEli2j0ypPRHB6yjHil=?Mfv% z=~;nvDlq-(=j%}$7A_tym-MLv0-?XH4SuKhYP+%NKoJ{f4Yot{6=pcn77{v>j-2AG zM3+8anSm1aEzL!7CZ2#T%lXWIg+Z*&g1ye6aPnpa-nhm&r`cL+GpCs`SYz*;P`aL_ zu-fUGcF^1do_|_!@Q%5CADgXQ`4EnFoOJvvcCICI1&>Izm;EZ|&m;H;0;XYeP%$rloy=N0gqY z6!}oLHSc_BY`^IGJ-CSn0E7M_xJ%sve-ch4xLxJXBv-N9cq>h@fmT81x73g2UACX5 zSn1Fxwumbqul1+O9LV`4{{Uy5eoK$-9}Q~_XDaisqL6>@rmK>8Z{nYaE}@TJiFI2< z<%;ZH2m86Nu2^4|`Cnl47&T#l zTJ|kF$Nmh}5pHa+*9W4I!2Y0CtN4FN)D(;B6mcNr=l=k&T;1QnPluPM&XUBd^&4b= z==82;<#W)i@ARv<{?L=C4c{WHY=Uo@7)hT&{{Ysn1;6+nE+$yCEm`!~#~^&te>SZ9 z{{Rp8_rma-OAiwXm3#R}KU114M=A7Bjs+fDaJ1&NM>}CVNBQ-ykR|w$@f%2&$hdU8 zEBttje<4yg#BYh-ApP7@rLvFV#Ao_ZVC6orn%ynAxR4xNSr~LbF#dHyPx8CeCj#O?xt!GK`4@|d@?D{o>vp4Yu zCkOEr#IBp92F=9HJC9AkR)S4>sk2UmMxb+?XY~{S%d77h>T+UvzRzs@tEq3N+eRmiHy?Tc$FoQ+8Najb!sKvI{{UW;+v+-y zWM?V|umkk1$RsxoQIpHf6EqO!IVCIy@QMJTw}nH|;?Uw&w0Lp%7I$}dcXuc*f#ObacXxLP z#ogWA;l1a({{v%iLbCUoYtCmjGmH~w&Lv2i6$Eg0@gP>)7H#VMNUOK>i>G#!kVZCNRJ~PEaQpc+m1#HZ^@{&3Fo2eH%2E^{>)z zI^H}}?AC8v%0+o*d$qRsoib}fGz9gbDtdp8CMUAuW9xLd9Clk#(DctRPRD9-=;()N zzyDdIrRy`J4sgsukC6<<3Et6y(s{G|wMmY~=t<8e8*=tFo72t1Ty76Nz{;#r`CJPA z4_cBo?7YuDoqG0UP!PZyMH{rT+Sg_Sp!*)WS1_|Lv|oS{SdZ)t%J2PJ-jcDL$XhSI z+ou{)rBA~;?HseR52A9~P!8~|gKm!cRyP9>Q?qo}a6wjPwd1*$#SD+&f$<%J{Oxs2 z`#ZT5btrkRt-v@zDbOA}+QX~Z8SDp=lX~(7@4(_O~F04EDeBrf`tg0 zZP?|a`u!OhC&LPrHY!Tf1efyaB)(cB+gia8^!N(>AiNXHqrQg zkc$&avqcTV-o9IfEDkotvZTw_s2*{m1I8#>g01)6?M7_$*upk|X)(X4?V;S`g@7UVdQtFW-fb}l(}&*x znHVQpFlE(}WI{dXWD}iFy{uJQh*TU1?H>!x<@_uU+b$0C5y-nZFxY!J1iyLA*Y0d0 zSfDqkjo`-iyFcOIQs3E{YuVprgxcIg?8n+-czYD##Ns@oJB5KY#c~NneTk3UoY_yf zD4aNwd_w;a$02&@DYL10lXLbQum$dg=f zA%Kr(aeMzcl`Y)Q?hx2ZcZT(MQ&7jjJyuItFUCU|H-M+gc;j!weq_&KIp-wwseSVl zFee&jJG#r__ykZh0b+|9qY1_rida=&Sd;E>vO2*d>sD|jlyh#5c&)^hx}{xEYx&ce zZ9p_S1^bkh0PS3H>o_v)0=a0(N&P-e3qz$<$$Xi@r^loNB$hJ#*9Ju!f3OzUYV;MYwDV2jBYB0M9KdE z4sL0M#fDb|`Ae*2_%)(#W-DGL=!*%?;+zgX}5k|DVHU^%=u_^YvT;KtY&2_{GM1jjrJc%_tRd)_+I{M{vjCB6qt(T!k4y;d_%VPmuyS2&a?%*NsO0uQpW zxrj!RO(|ZNsx{f7+)*&s|y8UzvH7J*nx0B+!9iAE^gYVrVx$7c_Wmd#A z34W_4qerOzLoMs_THPH9?_}}};s)Y(Kq)7?_EWRwfV|;{to_Opv{F0xoTp-k%-i)t zESM4|*85yUiL5aSV!T*obzU5LzpkZ#k4EV$d9JHl!2=(Xm>6%8vnlxQRqDUHIt1oG zfVUIu|B6-HXt}jcF1bNm(-UyMQ*w<0{e0XAMPqE`-2)&lqpHL_Nx!V zt2b{X_&Ap-&$4DJWP608+CRbM-G{2Rnt+Bdnh?gm~*PhqWuKc%^an9;k|aoh;+M)o$IE3&ks0ZucLmHB?t!;Bec&m@JQb{(RH$%+{9GPcf18spNcj zJ54rkl%|E{lD^;5hpVm9<nW%rhZf7@}9mA_|(u9r+UkZcovwB}AM%42F;D*7hK zHv@+pmXh`+rd41TltiZ-{B4nBm8F*glA-;f^oOstz^UTmy$YEc_Eq-MSI{%ts?PIZ}c zw6$R%VpN56jue4*Yg|ON64Uv%hK9D^FND*={H3}mGBVGHn`jM^k6z;)pJu5H3QSx0 z%b7?iCFnNFr!Z7l-wITm)}={rjP$aY<#{xj;gaR#tw00qEx#oMd}13D?WqVwSa2T) z?KZ`WwYDT5fz{pnYU(aaF(P;FXZ+=?j%5gg%&kFSoq)ZaHMdE+#@n#ZyQH?a@BNKGe{h!ahDQ_D?(D@ zee<^f>6(%Fu8s2An(vm}ZeJCz>P5t#HbI5+23<}G8v5$jKAr?fCje*3iivaiwO+HO zhI#DXR-%1W$f7+4J=Bj&yH2Mpdo@^RW?i`UHD@XW1&A;;7kOZA5K6jjXB_`;uUW-FJGOWb%Fb13Bj|En(!k)X zW$=hRB~JnDxOH7P^kA57`BK$Rn1R<;D@w$f1U4mIkjbH#?HEJ;5zY~#{M%M_#!E_B zB!5}BQ=p(G3+0b&SZrbFLsTRm1hZ82tQxOL2^_Gl78>dZJ9pIL-5+Ze9l>wcDl}Yv zCoeRU%xoG%XZdl-Zz&_UcExWkqKV1%D76j0{lPwAMNBnwW=xsmlNBboEiB2KzM;Uy zLXzk{Xm-Mxyb!KUs^WF6XX$^9?d~45&V+VNnCVAg4Pj*G|EZQb_%&4B`7ZZJ!5o0a z2?i}PuTp8x-Rk+4dw><@P@kgg>@OA-3w;DyTTEN#3s>Va{a<3d31-C7|K#@{@Qi=P@=_pTe!!wya0ICzcN6QbXQ+Qd^Ly@yPbcx}KA}AqaHH%h zXX5@o&0ao8^>KK%+u$;8OD8kKO7UABh$48uEDXeVEE1dE?&V0ut*(p?WnfqiKSl^n z)w9u74(_j90eiCG|-tTsuK<>bE&}vC9q0i|i#E($5J~mc~iwEP%KDMSU+Rpmr<_1^9p){0*gl{EAAFB=yW{k2eqe1-E z_y<_jBjv3zTJDU)NDK{ukK8M0LbNS)o@kd$P$$;q338ojtb{(Qcz0<7-k*EQ`}$akV6lVWTZl&Ln_q-t{YSR`U|Z+V8KNd_ws!}S znvciQFt0gQ-Qyiu9uyr?z2RVFofIQQY!Ba4ZFQ~*oKr#FFrjc^(?NbfsM7Spub7EG zKUd}uF>F(HBX=+*RCK`Ijy!A>DM%XB9ojyQUnmLwBl3{9#mnpDWmKQz15Q3xkNE!R zu{Q@tmP5lXV!{j*)tGH+osisKl68}uWiFmRhFsdZLf|d5D&YNdidI`sd+GFJAL&xp zh=aN%1Wn(KcD0`z$))x`hIU|;muQQ4z31<^${6I$GAQ0Uxdu&iM^s~ZB9ADSkg5xf zbP_>nybEwtI(VqM-H{D$Az+w!O2Z)@)z)~#Q20WSqGzCOP(@$v;Gd2;J*D%te5&Gz zpz7}cIIWt^vN08$fdy%UhlY;Vr9894@p{Ape6)-X+=C!xYJ??Gq3IGXcr0@+g6oAm z#NI%=&<3axkyw5dUW&jaRYga<#IhT8b_bDXOd`GsI+jyM51{A5v5W}sawNrfyy24*jQBY=i+e=I#sn?x(5 zj)H$u0*a_@8dg&^f?kx3IH>x3%~7S;paP3$Q8;%Nvzvv`DCLp5Ah|%u!96p*!q^ip zh0iS)VdIziGpZ=*cY!(ZXK)fXSrS&kekd%=xS_z~v=U2PzD2n-@r=BcvA|R&;M!B; zR&0I!7h)%IkPQ{Leavxw$WP5dtrJ4NhxIEs+gjWj`}w4x1yv|_Jk?^&@7F;AM|=L7 z*DMAwS2|gXs+_N_rNcU-nGN+~5r`~*Z?;-aXWHFAq0Mx>Fe1s#{S$df*AR{9VPPjzvi|C>9Fo{`AbF&>9_m0iWOn_O=EbxY+bg%$d`I37Sy?Dceef{?Yr zS}Q-st5WSG1&b7ERY74wGF8eq`Uf=J36kXH{dP0OUk0n(%rM+3PT3FpnM9za%<9Z! zm2`#r)2VE2jXajF$=MSUo*NRv0c#y9ClC zUM4pQi_s6IEjlVI8-rF2^_a-M%n~46GoTdd!e_w|ch50B1N3KdYT6%hpre)MPj%=S zzh&K81!XWvdRtD2AIuye01Y7+!_uFlrIE+S_cMyywU&hNwqwv}>b$^j>GwZB{D^Y> zHFSmmAT$D+ycYkpCCz9L?u);P!*6z4Qic=(b@j*7P4f|-0{BA(3mtK8( zJb#?KT<;B)!ApVa2~AhsO?N8(h?8aEj1u!(76i%f>ue#iE@Udt1n?rdow-(`z?In^ zHfrFl5Mbe&8gUi>83>>TO>q?=2e%c*(LNsJ?-F?d1lFGV66na`v?T3uq7X~n335j~ zF05pZdh9`vfMB4sB-tP%h7NE{_>csFNNvsK(4UKVPS(hDB zvbXWf1=aT&J5rt9N|19DdfdJ^T%(~Xyd^G@Br+@kBlEdd-oJxybz6uH(1v<${e9W8 z)?zB(?usbrBXR7o3nYB{_x>I$J5c^+bjnOma1^BdV7rH6s?AAtEr}=E_v;Dz?cz^yI1Vpsjb9cEU9t9((e^zm#&~1>FU#&r zx;=^S&(nDlfe7%-h4IL-R{T$roC9-SYZ?MfBdyAqQW z#uqzPe7rb&uaz6M(SHV+iJS+SlX9a`^D}o!tTKYi0BiA$wQO@3`72;uoLpgMu3hso z3gA9Xo6#7f?zyixOffRX`_x3$Ac@On4&74GDQyKC2*=sYl2aL&#Fcg0-k3sx#N{1~+}O z0UXAoTtuhRpEj6o?kd8QItCNCu*^PgsAQPWg$O(Er;ZC+KCrgbVJUn6h^;=RE=rb- zK=5L?Myt$rNa$?B-Hiash2PDx$8PvL7pJkt?YT*A%8bHBz(}nW=FP|W_WuY)mBDD1>D8>h0;E< z8rfH;q4Ggz`kDIpL69s;2iU=!FLjaqge$vpU;UJnpdq8 z`>1_*#BsRONv&DoJx|g^4(*$_+Cx1?`nrF3G~ptrp*8t>wGV2}*)-hnL!uT(f_wE^ z?XN(>vfY19bhq*Yi|O(aKAL5x^=LevcA3L*jtx!Q`nn&}fHbGy|Dxp~E#EZ!5aa`C z&&xXTPxASRU0UxfjIK~2Y;#XuDU-Gs7Fuyuv8wv57KzZm&!ITdc6pX`)7|k$R*e&r z*CIE=!e2In2&9565H4g_HcD)s0^Z3}@#WC{SZCq^DQ0KAf4ru71^y?X*HzF}+Fk5x z=;?q2+u#KYZ3eejxt$-{>p&-e{reiu*>ccUTmGypPP$&m31)qp+h==HyJt2wd&Fcu zk;MDoh`>i$Esd+)GMHC$+`E%O+^{g=Ue>qS2ZD=xO1`d-kZ!h#1kL31J-n#a(r_H7 zcf9-u>L2Hy+V}0=AgfwC!MPbTWt6llxWm%KVPUPmus7CB{hH7}E3{uRV*ikVg`DnJ zbou(s3AOA%XU3L8anU1qxKJgEA)m_OEJT>`&3%O{t_P_N=BsD9m*U@Z3{{!um?fCF@G>0=}oicq81Nzf)`Qo=a zjKpx#INu#nTO>8yf$6VOGbiAIp)G*riFcMdv@@ z)WUzc*^~&MOjeG)uP5s4Ft8alJ>CcqU={qzXZn{*AN@$)=C|?W8k(R`eq}Edqt1x8i}1v$?5#9yeWRGR%A+KE>SHU-XWJE8x|5|ItjZj+pEr?ZGnvo2 zSxL0UYo4C3dAIM!EH=^a%xqc6_Zzy~w@^Qi{XL`oBVzH&r&aMU8HiP&qx@J_+ss`b z);i?FyY}zRLC2uyqu-I8-Enu3J?reccu(Wb}nI3Tm=Sfk8NmmrB=jnQf7!dx(wrHYmz32kh=vnx zjT@agSDGS#?jOKNSzNcbfOQyMs1d2rzYo5|=LX$H=!qF{{U#|?Ouv+F6noX}Ng)cX zrqtDXQM)Zj9MQQu$Z#`Fu(IV{Z7t`9NVQyN6*e}f6#s%IK1|SQ9BMDytb#BHW#_7? zc@oSwivzC zSdVrHwty1zJ}8!`?;&tjlrCK*{lwfID=wAGcwye6TiytZV_@CbAtg<$<2orcMJ}S? zdajVNO0(fLcg7O%%Sqm9DI>3JYTxOLp+Mpm-Xi8FiA!y_ICLm-s;YKIR2Ax6#%O74 zA0~$aUu*ZX)zF=#60IGstI8?MYvz`*I3e~a#lsDOCr=Xa8-sU#DTxJXVGLMdtRUKn zcQNY?>AI;jUkXrl-z=FTcX}tVE1pJGRtb&wM-GXcA*I!SWf)1$P9)YhI=<}6_jW2P zH8eeiY)i71T1-$`%o&XDf7&z2bn=I2E%V0z`2AulI#KT_e(`A4^3Xzu!*HobdF8*8 zRXxDZ`pVYV8$}x0z1w9!r*W_awnzn1oo#-N`D)yeN)_?EeL}l` z%LbuszvE$1p5G7DSIkhypjlPuvB+eOgZm1mGb|l*wvU8LNX;-CtQ^WAY{z67BP`JS zp~u<&Nk5^FA0~!8eMTL7K#`ypGrG7*q17O22s2M#ki@NrPrbcSKTuLllBZtp(`2x-d8T?-cFq2~F zCoI-kdJft%(8AJ#Lu^%|Jit20hd1mOpLP^q>o$Ls09$5mcRmyB_1G}1U*12#^;cE# z#Y1^$8%!5~IiP~U$aUBi_&Sc!iTNzZe7I4>ict60UkW-aF&}JnPJUY+fBR7%*U43K z&>6Zc4QT{dIxlAbsB2Pl5=L4wf1`%>`glOXm1&l*MRTG>p;Mc^jPTZk4m=(7_b+97>QNm7Cw++ zl9`ru*4~Y8?QyKo_3a#VmBGCnO^n~?F5#1T0*CMOdW~b|_+%@skrjrF6{kZF??2Vi z^L?qZ`je)_f(2GH{9r$UR6W^?D$sw!9N~Rio452)tU5I`stM?AZW$6(RB^>iCP6Z2 z{-mpS5r zJjzosSP&nT%TLMPd4Z{uw}5Nd5=>6J?a#BvklXHqFuiqecKE#T zXGy&MomQd1?JJZT5SN{^gHNMxS8qcmMC*&;S>b)S#iVlL!KQG&W6w*E&9VB$QFCdp zWVO3#rT)3;8>zlirkMd=U8l1m>o3&LD1pM$tP=?i+?$Y}%Jvyf7X)Hnz^pt)Cg*!B zk!<;OG^Y?`Yad<1@C|%ll2t*T<0lhZ{`?vDmLz~SzCCcSM|UarknN%o&Y;vTL)>|x zUQdjXZ_0O4E&V`&72nhPRE2M`&7qjlpBA+Is@h=Pz#(~8Ttd$TH-FErE&s3Dje0G;*ga;5& z8>8IItskM9*P=AQiXl`1oE_!XlxA~F%=}>a5quk-gEY`ohK-#mQQ$Yfyq45^6zmmw z+Dq5F%1uB#XlN_!K`Q#iV05-unu|0ey+fqKmhuM)$^PQ4V3FHlgP<;Byd!mO^n}x2 zYQ`6lUrgrYCBjUv42NW_fr0J)yDa&uz`&IFbuIbxG@J=e^OO=1>U5dwEwCrmEARiS zXQlo}wo1o{d6i_#I=_3qf??RI%81uneGs-^FMqLi7hLw@<0q#u z4Y-h?^-_(}&IuJjXwQ_nmWfV&2V7weyQWOxc(8^IqHs5_$df>AVi zIZ9oy1x|1MnVf|%tn{&(sCA*GpXZ!<{sTQwwQ{@4lRT}+*4RZdFR`EslIjK9J6`4Y zCPRo?F=b;_(j?!eL=EMyi^fLr*kYKrd}lMgUMit$6N-JvuTfS!Q`}9VxG8J=Wfm=q z-dLtxJkn*A9w(vyASQi?b-ef!KFtnhWXQuUP@ag*z73j*Zl9aID7*}SSz;x&%s-yl z;5xw?8Jbt9p)ky}z&OxjoHNu~DZVp33fO@(E_7*Hpu{;)C|^@xw0Piym%D=PA>$y{`d_`q{b|>12f1<4wuU{#&-$NeV*~B# zhk-St_A0MqO;)$g^mmG}Cby>KF*PQE)^aD=&m-ZxL;&J8yS7?;piAW!qjg5>HFa~? zcoa(Z9i|t-Izt<_al%TSU5Bv!XGC&HDf<9?a+o_JuLxcTAyJIhyVjq<$E2A`_iz3CSm0k%8ppSyL3Z`4Sc zLs?tW@@5#fYPqX*a416+@wkkTS=fQwVeU)%)w%yrHsu@{2ey^% zALTiNw@zNL*V01cQ5T*EF^45`TT#O&Mz5F?hjoM#YRVJwU43+I5Ae{nM#7=y(EwAl zi>0yilog8gfcv5loA@X=;H#hN*ppiCMWXK?a)$ZkwHp#O_LBvDG%8EQM#-R(y^vb6dmMBm6tQ%RuX*pIX1xmrF`Q42iAr@QPmFH1r#u@ zsWG>iPU34vVN;_-?f~_+Xmv(Qug~ww`lRwWtE*xJXx9-vKPdH;0GtccJxhf5}xJNOq zQlOOo=d*!U>bwl&^ z7KmC&##$nLbj$Qc>w1~OisetGE%U5aD!S|nIlfc@V-~b<0`(Obtky3wZMVTn5Z3d1GVWed@7frC$S?S{(1I0-~bi!!qD`;&G={M1yAn#by0haAZYR`PBf`yGM&ac=KGBD_S*+)R$Fu2702M5 zvC=-aN*YxI@I>5=h8^Toi7JbA_k40cFK4Q1*#GYm$-3x6D4}z_609lDLxoQ{u1^F1 z(|;f+MH0l{aRQZ&J$u#v19Fs~v`rQ8wPWmkZxnq`!L?^q>D=(H1c@IWC)2~_K*gc* z0)N#~JX={aTcNa5)2Fd%v!x(zv{j z-;TX@GyT%aF|FgvJ+)N$fGF0S8p)ee1Ctdn>jK)zGt^B6HbS#Z4&>L#f%*=Q& zuLqpb$_aHur!}7+OlOF_#e4VR%BO}t&>DyByq4aGRVr$n2^O+y_*93~I?77aa>gw6 zmz>DS7e$;6wae|dbYbW&=Hy5B7f|(f5N!2|8 z?>90XyEAz95q+y>98@(Xbku^`N|$x13k92mJ^Nj*-P_6p%RCG5iS~qZPVus6;J_G^ zl+2vK(Akh67G*KccYLRvXyczK$Ov1;DWa=vPJg*}*An>_)#czoM|-m?-)MXQd592K z1w|rqF9sn*{wy9cHJrOEXIa+E3$=X9d_}ZqTd?0WO9HmQ*&V8PS5<#`o)_)gWp<)1A<4B4cMYsqt)W>y~#Z7G2STlayU5&~t{;+r&Z&IkP-naI@D10mmGe zXQPwcwoxeU0gL6h?fjZ@&$#`Px(BY^L}=qE}ThrZdY)3l-Qj;d;_>YWKT(T|#k*`UWkw(;2Z93H>n|3D;-NHL%6gZ0sk zm_3U7Oe^OjaMKYuei7{H<~y70I=-a8q$pg&hqJ4@gb0Y*wu`aqfBKloLFSXa@*Y|d zJZIf@JkVO1{HoO%2F(O-xtGdof7}d@$U5j3^+vz=#=i@Ou@qpvT7_$zuiVY)5>A3n z;%yyS(VZJIp=3}nlg`NfGkTr1ku_0(8!$^I=vu^T*5PZ{_2&!)o719jL60z9>0dT&EAcr zd-5YJ;gY0H@TIR{)`bX|ZHRTeRonm9P{gWAfT#ZQQRq+37fJROJ`?&QNbfiJ5{)2^wovfb((6fd`g z?HCdX0-J5Td%&KzK5w5q^o3z)y(?)S|8aoMHR0^R*v?}&=U9ll$xC%4f@0$Q<{r3B z;_tc2e-$-DcHDy9a%1licidrcIBRypsJ(1zBM=O8!#+H3dtYTf4UQB1DG{Z!b5G=~ zwNQmpm4o^|jJFG(KwO^fBB>Q^y+-N#?I#tx`8ZnDCo9J$Y`)#@NLP(_40%IPrMz0d zzl(9-$pDiH!gf@-+{r$LWF~DmR`$Zh*KuhNgDj^_$j? zur;c4G!Qkb2$f)9wk;B=%>E6&E@3>&7W<+*9?Ex41o)jt>guQO4j3a2$KQ9;V|NY} zyIYnqFod{>U@cOAS>ey1`gi7BSB%>KZJ@jehZqimSVw}ETPJRa-)Z3!RFa;eeihy_oZ72aL~TTd9t%)PB^ z#d_@&I#O1qy@c7jT;zti?NCLOnC8sGeWT^$Q`LJMu>8S=LBZSVSK_39u$*Wa9yd>? zvGW<;wssSGdof2GTQ3UmuoYG;5ZjO6Okq{Knre@%WH1`ihg}|%HYaKeieHy+={O`R zo+rkz4By9Gf&7o!&l17Zlpp&;;=-}8Mp4?TG5Npo2=6BCe-=Man5I1%XJ+50crzqb z1Zabq-%Fse4`_UnMPc=7_nI&OT?t|Na?+()){_hm7a<>-FWWjN8#e>fXJUA<(9FVE zXJ{6d8GV>Y{!{HmrP?8q!xK>tp}HnzIRsbb2-ZZ}n)#bKDX)SHq3%Z%p{Zydtb!;1 zNy$uF5wYPeNr)?_`KS%G8O2RYS*5wJ*C+Ea7?(kqV&~BIrrMBo3WEU`kQ!gpBoiEN z;OJ>=($VHs^sj&k;EMAf$YbtMHgbi`7?0kXLrXkPK5vvSf5HylMn&mp!2l@RdpOmt zd}&TS4Im(jaaydeASH(}A+{7f(F~(t?k5l%fwP9VV#P3OBm{V?YnN^6jMK!fnPlIO z=!)DlEz98&HNYqLqJyxebTN-cf&*vTtlKqq;k}(THT$qu?$I2!e^^1X zm;WfXIO@72pF!FEUQiuNpc*2gCe2T23p2`oF0;fl5EtTE6lM8T(eezI8pFUw4Zh_3 znvM})ve92;$;m1EzM%Rh>fi@mo9T zm7O7#oBEnFpw=!VqJwgwT(pvRd^uA+8eO05tn%(CG{*Qu4qy4pVR)v>(=t1aUFw%< z0ufX$f{7_Kd})~|0!5`xJfgrcoLb^`3dR*RG-j^8x1 z&{u3pPK;>pSyU(INquVIc?*J63k5T6zQiR?w*1G|DnOD0FJ*#v-G}OpM8W@+yYo zu^n%+@1S4`K!~$vJFv~&!io}y7qNHo+^-Fw)7-*znLpSyX37WVwOBLg_}`HoP)svi zH}p$B1+eU=`P33r(ZMTrX&Bx@4bge+Y)(xS*5EWcsV`vaaP&FkE(EAw-H+?6OPJ~e zXR2Fl*SB*KCxsPjF*I=yqSLw1$;K|_B50VTmn|cUY8lp+MyEZOFv<0!t(Wxl;+D3> zic*8pVI)AqWceoFOugnNaDR*|1dT(Kh49W0IkYeFQx5Fltt5>N`ZPVhiVenEOCdS)hLNUh5P4 z3O)E18{M%>9SG$cybW@VQc3DTVW}C6{roY(JP8uufJS;0qp6!D%yD%Z-zdX_bEdO_ z`+KXvK{|S$iv%17s)VlWqL+R~A@2Aw^MPyXh&*#-)+%c5cHW4g&~ukY+R>3ki>Bxe zIRa=_#xk=vsB?Gs6|KsiE1mrERzlM3QFgl0Y%oFBut)!rM1ICXoLH`(iUzQI=3tqntNCaG{|A6PcNX=*)o*j zHP=d!H2n3Fnt9Jr2wC?64%KSTdjF~s7fKu&q<|_fl?)o|GB8v|KIGb(<$sw?3g<5U zwC4R2nV6sEyM3a8*9Y?i6jM<3p|vp~v& zP1-f1_b8K5J5Z!prvrL1UUfa;(<67~6UNn|%>vqf94`#C+3Z2>mePhS>Nh(QWvsuDolQh>g5iYej={W+t7IeZ9<4`~bBUP~`ewMbi-={nVHGCvr zD_rXtvCf__&!yY~B6w8@^ z66WLPfw~;=ow>IfnT;UX5?GN@9qbtJA8aH3MEWfFn#+)6}MgUI? z*}R${hooOn)M-RwlH%{La1u;2Zs&^hea{0@t#D1TLo93g4F5dv*>zHIi#&YKcmH@^ zybM(ML#z0=Sp|}(oO~J~OO!50%lgRw1bD0oglqunTXev1+Buz0>z!BUt4G?J{I^4c^l%*;lh4PbrG$YI#{K3RKW8lgx)4i@{DPo$p8S z9nUghfh&LUHUSj z&I}%Ec3E}(Hn!_HNF9p1>QvHuLHE;1DuSqmadNd#vzDl>b8z$nR&U;kv$?^kj;Q#y zw36*Lm`d|EeP`QjRfc$zI1Y<_=DWqG0;TdX{1sMG<2ipo_c(LSNLG~*`BEgrt_IPS zsEnu&w^QEyAGBHT#GSfs(upDPytmKq zymD6M@OmU{XC2SD;$}=>pk+CaJLp1cUR2Q#KmKWfL-zjz{rt%Xy|n69GFR+>YkdKILZr2eY!b=Qb2Gb|9fK6jz-mt`LT>F7@502w zF=cngqZq5I+Arf81`E=lNn}G~UQI9a^e)oA{HgyyoQ>wXCvZ#jijLWNWod;iiWJ7Y z9^`CLb#}kK-@4>yiW(D{Kk0q0Fp1q?S9Vacwj<(CF_u_s?gTLm)Y~$x?8P2rMCDM! zbAg<-vqeNwqte}%jT24VV&_?w5Y?vX|CK|}G;TFX`)9k4o-1niM7Fawvjf1Ha0dY+ zuk?Y2pLFFDpOEnv8lr_VvYfR4R`iAAX*^c4C*n2@->PK}plmXIwxEvDo)?&~y22PN1tTyv9ry_Ztr+ldqJ~SP1S8wusi97z#?v?Y_F8 zi|FlVyd~# zn|G&Ll4x+kh=41|IAFLN>#!TSi|>hKFx>?`?%To`8V_`P*s~WVyp#1mJ9}4tbtJ5A zKs)1j3m$IX7K(DPP?*Z|^>V-z+y-|2oeRa=?|eyh4I4Q5dw|e8874Y!KN=w|1+Tzl zZDx;B*r3?&`R#XhnfU+01l+nmhjBs{HkLn;e&}nB1uNz#0#OnMy6j^2r-jNpFCUyJ zdyCgk*C%MZ>fh$>)+wXYQ0N>(4s(Ehgge17uk1puv^i~USLYT?e|mLA|KcaKK8#?$ zVeTn+LH%O(K7qy^Su=nNAaPCS7$5EDQQF`if*-OL!O?c;OkDi^W!mn6SDPd}og<$| z1p(#XRHqxp)gli=L$t9`GH&#>T3?Hw59xC@_HHE4U}f5d6MCN*@i!vuJK9u?M@ zgwH;M&p5$iTTwlu#95Yfg(sUi#%E(HS4@;86Vw9crGuwHGOu-9EGg>6d_{Fi~?r2XkIaj%v>NkJU@#JGL{e zAZ|P#dH)KudTny*??tp9Sz9sYidlMx%zeY$w%xnBw!@J&E;j~OA6bXZLY~m~U#EQ> zca(}pIIvH+1sPaH=KP?i?`{uIa74IzkHJ@y7FDg=ukcI&N`d!VkDb?t%D`1oh85O* z`z6;duP4dNXSSj1AE9i~qQ!lbaaZujHWbKc%uIRFMo0@qCdg{pXFFibjwyMb9o{6BbwZs zPO**isob^04$27rRU~rSgw2((gb(6x{=EQEx6}1opst85Vs3=txU1(t(iMc7rNOy= z%AtqysHeWLwamJm-f`7N?msHe{{V!dYm%^dUckubk2Q}Ulh6lWX$_r<<4>?y6T6nr z=xLYw#*<>EO;1o%^i%}@04m0V!d^1get!_&eU9D6Kmkwwf@zE4pNGC3kk71N3%4Cq zZy%;j09HOXvT|+wJEt}E$7ymv{{Y8@Sc^sYhvKCF08f>4*oW}p4oBBC_V|yc#2VAW zIzagc`oKy50MM4Pmj3|a2Z}fCk*yF@slvpf@|2@4z-Ey4c)zJ+sE-ww3R8NalAXMeUvJAx6{@-^02`0G#8qx%kl zXf5Ce{cdtk<}*MZp=D(roQG2J1ip334Z;D&4`Ii>a{8smiTqw2@a>!*A-KoNN7sTWB2wylC;TJd4SXpZoBOXm zZj7!Z{)EtpW zy-2|y`!zC;Ce?l<_`h8J-Hdx9ZZYzVeqdHruZDbGuQ*xca)+*Vpq5bN)3Q#-*m|TT%y7qo)V_DcEkI;PxK{^$BK4ZyY2*^*sLoCa+Y|{vT=jU<(`W z^&Y>ibWN|=P6J7JBPaNApXpHCYE}hQ{iG4?{{ZTu$jQyJXtaGM%!gFN4|7^_0gcMI zQ`3Q2mdzZQ4=)@04o~S@x>tm?4N+D!i1W~#e^WuS zrx={&-OJv}VqcX3>)h7fm7;2TtB5V(U>o?Fy^BHc2A8DA=U%X$Uru=c0LQDh*&0Tv z5D_RGVuLp9d9IuA+6aQ3K<@*dGuQL3;@3;CwAuC zAJErvZ>4y1M?P)g$oJ3q&=xok3+OlgA=aT2MpDw%!%Ey>>?4efXYj1({5$^u3opml z`lh3irD%n$;Y@Lu+#WH5-@a?oej)h6)52Z_mitM-d*=H*AZPDLhX)uZx3zh8k>e<| zT>>Z|apznwn=@mUW&pJ_GuhVTMeyypiqI+)7z6xHD~8oPc+BktUnjW#0QFay$$8>$ z5#52N#8NpAEPH-px~p#iwUlDxSiciV{mg%Xq%xJpw#7jzK@DcJu2_3Ew9iEidiw$b@*?T_%FrfOSwH%qYE_pCg0_8I?DPH5;ihZdyUp1BxN= zwyCHeKJ~n!-8yuw**s04X>eyxj7a04UEkDKKR&hMEoF(cjH0&~9=cTr$1p%(Vz++==~J%zQY7rKSVoLBfr{{RXAb80sB%CKp$ zhGEWg>Cktl!KCUM?c&2T6*8P0bA>&Bon_o=furA~TYTNmw|=$L>9^PZ6!2!N;>}n7 zKAmLyI6mu?>Fz4giz@ijS<&=+YhMFt(iB_|Jg#!z!odA&H7|7}v|CLc&_iwj8DrPB zd9F{whS@FO#JaH(>Na*LO1gosPsEg=oj1LXZBA{C^QO0Aj0J#6(sxd8NL* zR-{&!lCEWM_y_{8GwJqY2;VaGARL;{lIK&qZ!W?zhr1k70@OAfm63KS^{FJ1%FAxo z$@T=(?R+(<-DB;yM<<*NS49Vgtl%HL!yj5XfWwaJ_V49^HUs=-uUhE$G9A;%WFxm~ z=omu`Vk>y_xA>~mHrLl6Zg7$M4zzOtnwoSY<())p^{F8cMoQX)E3bT2*VB+lJlQ?4T>DzvMf=PkJ^R%uwIp;5pE)&G z0@015Bgd{WP;eVlo5pin#YtO@)=9F!oj^yyFrx0M?F_YJ%J`%{hGox0{V4fX3>dDP~( zlgSQw{t?gXR$D{W?wB$G5_{nP05d=rF148_W=@Jf3eIcBx=$iFjHA$hjcMCxme!xW z)aMR;zxu|tKeqJ96kBPKmwuW50PC7yWLfxsQoF%q7SVU)6IbN^#n4aQ`%S>;InVW? zYi)N@8+Qn!JwU;!?JaaK4iB_l$>!W1*ffBG8T>)6{HmtX*}XB+t~H*6;pN>Y?`{u% zNzdU_FLnJ_Q*SR#kIIDcp8o)?KTFUr3wgKWa~_4U{S8(6BAU}vD&k#tTARy>yqjWp z91bg`(!4kJX4^N-p5%Y^>!r7~OIY%7G3);T*REGy@rA99Z1lzRuFvIK@};bVuJlJ^ zEVi0WxM^Ktje6$*n&7oBA4TSyeL4dxo&y8Gt|(jUI_1&(OPrI)>?^<0yd?w>sJR(` zsps-F1pFrfsp>lQ`yI2DE!jY+bpHSc>X-5PmrUO`cduf!((P@J%7EkXtCP=bZky!+ zK=r4}9?;o88nx7DQ|~6LLUDB^?Un`BnkGu`P$$jOV$NFznS^k45+=-!WK2Agh>ZY08diCOl@W!o>Ry-Js(&OsfJEbBZ5O zw~2SnC{QZ~{{Y0=Ww>Uyea%2wn=+{f<^%)Ys82j_F6m^#ezm||`0S9v73b^!0M@P| z<5|AcXCsDr}9nVeFJXaJa%7J{qzSyoiQt?iqC@UL?RQ5d7c0L~0wKA;) zMl?UhNd8%_^2@+hF>I4lV{tI&sRQ}YT8vi5klMkjU)^tnHOz;nVO`ayfi(-nS#?=N zJHLcr*Q%@#SwsX-tZ2P3YMsupZ)+c!IQk6#0EGd~*vHbm8KUUmOAJ4~?#8+SHMR^& zI(`HBR}+2XsL(WWFCW4OKhn9AtZLfZc@|d8bH;cd%ureA_u9p-nHlp=Gxf*lE6p{Z z8r}@WrSZGC$MPbzq3}kk#bniPg2s7e;1T&%;CvyY$>qSFZ0q0V>-x|KoZIOhC)TAV z?V32BoSmk-D?bV7S~Ndv)gOGLq31u6*1KvRA=aDh+I7F#pl{G+C6;r%mCjNJHw z;wD_B)%xLwTtY29JcBF zSmX7qNiAm7W*2(oybs|Ve=5uivg?prx7hqYYx8v9k^O5XO#<^!KWWwOh{^kz2lW-a zw{gc7-9A4p2N}TrwAEnea{}x+=ZXN#irUK6@nLR5p0X3u^AzW_CAZv2(;s1gKPs_v zdXWJ0zSSKR08ist6YBRe4VKaDQ~X>S0JSlmHOi43W4{%FJ=_v}%D!W#ev~|SH*JLm zQaYa0=d@d4o3{!(fM^32Ys;ITl%Fkq0L=@fEzi#;Jig?dRj1c2Hu+j@xt2l3b6Iyk z+LFiSU(PM9$2bDB0bavLvSTd2FdY7esS-rK^E$jifZsdY1WwiF& z<+Mc0{nJ_+94QYh#LC`gIrONmE^RFVF2XW<4u6$&m;M{P+%9fz7TPZAFnFw{gFv-l zVM9EN{6vvl=Ru7WciN1J9-9f1JeNEQ=vPJ2bXXei#5ZC|2;JqV@9D*0YPzPSG4h~3 zRDO$!=1s4Z8e5rhxaS9&4s&Z#@mI3 zGmdg(NENm;jWPqWH2{xn z&wUI?O>0)YX<5F zS3X(Z{UTftVq#Qw033n(*QF8|A1G&U%0CR%4Hrm@M$)5-fAy0n za(m|kiq%F@7U)M#)uUi%Fi-tdYwE$A{vNmlv6$7N7c#I0uC@?ZGD!sgA$VmPU5#Pw?&U_J_m$8sj^g%8dU2hB4K{;?@YCAHr<}h%y(j{% za!zTWWA7d+SpotOec{%kX*kdDiU5pf995X{oSH~*S0Hd{`#_)pu%jL71D*vu<0mx9 zBv|vFrhpkTD?(KDCbLu&Y#z0Hd3gEiDimBWC%tJBku+(+AbiHF$fZ{=)YZNCBNYYA ziMK7l?e(n+DU-IMX$j*r()m1&w9~-kb)X1jMC+clC9;6|2AawldFfXzBTj_zK{p)d zc_4~~muT8XML*_w3Xi%CB&q=zJt!hftf6`yl>~)%Vm^btSzt=_q)3&}t8qaD2?{yS zTCx)yfxxAS6-E=KJ&xhDbgHp8BHE=#8KxMr*xjh@}UjIM$5G3n1~1na5~bfH&f0jBu}5^JRX$vKD5L}S=$YqS1qY$?G28rT}9C# z4W|OR>%0ft$0XIDFn3A6%st4ex}~({$lJ%u+&Dr100OOSZ+;fK&j;ww;tw8pTR}zM zZ?!8}cAxg8P=B3VRoN}r{kHf&@Lx!8guV%D+erSzU4NwU+U`{kC7nSL8xF;d7=ks?bK8eiSA1T7*SSkC9}0YY^R~dJ!_iOHS3v_rI-<} za6Rb(dg@4Qn+@|wPeEEf6VR{zBY4M7@a?*kw%)BV{{W_8fN|Tg^{!^d6^UNr;O>(g zk}>#K-ygHLgQ3!N5BN(jBl7PrK@qVz`4}k!gX_(2N*vO;jY;w=p6939Y2FslZFGG# zRbsM%V;uD=F`j$Zp599>#L`bIZeo8=O6zsUepOEdjMpo()K|A1kDHTi-IUTMkZzNO z6=F0BeX7z%TZZXQR2+aRiY1CY<92wf(RpgzbBd^&vE{E*TQJ%rAxY%-tXsGi?a^fU zj~S}5II{i5M5qURlJU?4?Yj)Jf>;8}T58C^{Ns+b0o^+j+qF*;G_xv^!q5jrU_9b7Fukj8IOANm zT7uCOC>X~TVnC>%j?@6z<`Kp)Ijo}FpOJ<&Gdi<%$rRFqcI#^YN1xd8O4cgT!Y*Z61xn~kwHd)E)C zLf&|6<%de|6mJB#O6Bh%Q*fkE23#`E5N5hN2?UXBZcSte2II{-(PfHOB=n#T*2)EW zHjZ&y>k3+^ZiLo8f<%&%-z{w39n$UU1!i;(Qj)Ic?OD?8`LWPd$a3dt=xaXiPc51? z??4op6+VAji9z!>)W?LBJQlt>Oa0)Q3Wrczn50jcu_vjnfo+&LP=t^xrL^$$7UgDT1gE`kJQnDlYDe=L zzEd7^&tTI@x(@lSiY-1BZLFi_twn}c{{T>#e@e3kp3*ooN+WUBuaG&0!EJ34V{SmJ zG22{7b}z~eNZ(?PQMt_QdH@RZT}7N141t;;o}7&0wK2OWMF>d3CJT=BSwD9%G90yN zOxCuJ(@Qo<=La>J4x(?R^6c$=!rX2-6bQQVG?)=C=03G%OFOlMd7EPm@0zVGuCZ#3 zEbJgv`WmBis%W;b2Gnmn#%{nG2WDG|tSo+e$r?`Mf-2e9Wu10u5a14t*ZJ2CKZ|tO zzFRm%tNr4{e@c)35}Uh%0uL%IebIyb#Rlh3diR$j_t#<yq)5Y(5PmgbhT@6_0H#gFi6R67aZ|-| zrt8ZeaW9kHJY6AZ$j06GGmWY-o`6)Ev+7vyE@X$wjfv-_YwvZo#x}Ox15?~u!)cbwDy>9xRa62(L}Meynx0FZlDdAVos!PCajULkCz#& z^m$nT$WpxXQpI;01Tg#$BXx`7Zz*|=fU0g9g5$5g*RxQp!Yj+xt95i3Rq_GPf%Pu@KL06OR` zbd6F^-|I8^QIW!pqxn}snUxKi+Yc`G;K)y5lUGsi=OW)qgOU74kLOn(Q1I@LC_Z1G zAnTpfl6ad_)H0e4wm&cGC^^N0L)0XE>bC+lAmm_wLrw8bwu52t_r*wu&MBr{vEjQ! zObZ@{UzD$ z!@D@Nh1nO{95(>qVSRlo-Y@(ks%rzv)h>+ovVHjWfG~JHFnVXbdB^ODr+t^;{j=W@ z1H8`IIs1%>&uaGFPsO@smaT1We8(pP{NT`8@+ZWf*)Y$0{{RV(!#zj)KUKE<@QAM9 z%%z(dX$a>6v-}DBM_TCDBf){{OX)cHnplBB5HfDun#d)Lu-n&*h`qi?gW?4C1$ z^7?kJ8&vp1509;9u<-@D#%>OL!^s}wYY$&qoq+UxFXCpGtXs%@E&_l!IV7BZ6~t<~ z#m=iSmf?%C@qkGFmGj20@VDYGz+GK0^dS1qgClMv6kI7F^k#F=SJD3f3%)V<3s;C) zUPQLKp&v9&xMbiDyc7e?Qe-%WiQyejSS>uTn4!l7je38FyaS`@%jRlCPa))W0DiUT zLB81txPu;3cg_VpRW=o81TSvX84+2>6fyZ$skDz#n!Mt5alDRwvHfeFy769>24gR{ zj<^I@A9>>qPD$A`%VQuvbmV_pmPF{&tR{x#LLB4E(s+^xYm&+`?9Cx(1W ztDH*gp^rJo_}5IHCbqX@ZJ}B2Q^s<6{KZN3ZxCv$zIOXGew#qn@?NNv&$v49k0Z(Z)~R7|-cZ+x?A6cmqo9 z$t+3!bOGHT6Y08m5LjCIpmaX}0F`9ic%#IZ#gJT!SaJ72TE^ddB9R#K&~?Za8yje3 z5;kT%#t5JUXzbcu_cAr?uiKD6O1l-T;c*N;Q2b3gE6L@3ws!tmJ<0z78qiHLS->}w z4rMB@j z^BDjgI)0U61=C@QT&^7SJc`XpT!v+DGbfhmQ#7opmt4>WkiQKI!y4@)AB`i$8)clF zk=nB3nlM90%X(IXmsr@LF`lM_8E!_642=c>LNVjk-Ap1m}h~3xmttCx!P>*!vTdC+i zUX%f!cV~4vnROfAB~S2ypXF7cvC|miOogSmU*bK_<65@1nq)HUxh*_{w5bHf_<0}7s_L4)n5Dkib@rKu@P#8k zm1f&tYWGkU(6sZo_auK>0P13v;Q)h6wpdkqG28sjWNKQ?hMaS)-x=Hfd7vZpKx*x` z!|xGl5euzvQu``N$xy0K^QkfL{{X;}2_%$V-1jUWKc+Ju{sQp3Z@QE1a}Q19`DU|!;bYu5HhvP*%6c&){{UtcHNS*BIifF_eLG&< zpS#p^`I_xC-4j^8j5W2g+eg`sKd8+BdCXdOjl5b|YFF)N5$lCh{IOj=gYa)ow^zN@ zNA`r7;Fc@LuLirjZ8J*JC-ZeV4eh`j#-WBkE-J3GsCci$kpBQ>>1s5qF~NV8n2*Pr z0LwG@XTvl7nS$B{9IEBBT=uu)U1Df{&EV*E%KRA!3_$uYt^F_Ig^jrLE@Uz|<)mOq zKdpCmdVZCo#$MS%N!^L<_|ON>5%@R78rMlG%rD>(6mQlD4XPTJSvAmo1K@VuLG4`a=Hz#u^=fWtL!F zKe`+L0Ew;(RrsW;zws}R&0)~;Kc#r6-gYglW_h2rcY0UDy+>9>mgN1JTd2T4$kVvF zNVN|hYPWHRyOf~xTz`dgP%f$B8TVL|{^=F%+Hb@C4!~@c4Z|;TO?Ni%+SkHUZKdN6VPcGCln3z*F?X&j7`>Q9}#nEA)^pzKL4&pwLQd+9=2z)63*-n#8K;hp8=>2ZA~#2r_R{)WA} z-p5YTquClNV0zXDsp5Mp6*0zg#I_=zsdv#$WiJ z>gid*D7}V%`qY*_7uN3-JW+n^^(2q+u7=Oy{M*F(gqvdrk^cbdG!mV+JpL(~pm^k@d?FUY#fWBOV@!WmHym`qwM0d{2rv+B;bGf!v-yl>puLENTA$ z4Q->0+-etNFUe3pz}CprJT2k$`#LCTBOG8F@Qp*qI`#WBaFd2O7$5y=xubYP#JcNd zf8D22=Wq2i3df{spAw^v9nnGnUIrV}@bxw3@#;P%@rJi;6^u>fG^!*#ACo-w9`)YY z_zy(V3bwCz=IrE*5%1X7ZKLbjY}e0Wp~4sJ@nuNvRN(a#6nPiKdnfTXjI>XOwo{0s z(=F2SQa*3Eb{;?a_2@c2jo}Xn*%+QNJlWlzdH!|c{vEOL2CeZYT-A1Yla`VOlZ-0) znZUsn>$ZLsOIH)>w;4q_Z2tg3$)L=aQt?#xYxYeV&_$jB{{SMgVDQ$tbUf?1alfu{ zTUUN0@aCVs9Xkrk(BY5su6cZAt?DtnHqaSYvB)3NfGz(3!Z~AROJ7Zryz!oYT8eKI z>Dp{XZ6Vyl>;49dFAQp$pYQca$}4nC1O01eEfd2UI~nJ2(hl6vQ#p0kHQx|Hn@IeW z>B0X15mQ)rBI4+@`n#MjJpTaojdT-up3(v3SjF-WazCYWcUsP&s7>X^l3Sp_{QXx_dR?~2&q9Ct^=|IU=5QNP zn+SVifG9_4p+e$MH-0*fYWm$?OZ&Y#+i2{=AJ(b)nq9eAt<%n7{`F{&?aQRwYQ92y z#lHqJOj6#}J-Q zhq+QZ3h4BWUs9iZmavH7L@qiL^5EmWeDmR($-G13&2v}2CDsX@6FI;E!P~_EdlUyt z(&0;cIEB=aj27wAqPW#HE5-?rCLlU+XlIiKJ0;n;<0lm8^s~Fom*;cpMFxcgjUt>o z11lfGwN~2h>BpAdSo9p!##?K1iRKlRr^^Dz~5yNTc*kt0$|B+?9~6)Pr9QrbB-sOiv} zsV=8=FeQ!`wE$^tgpl`dxmTd3%X?)WJfG7hxpOIFv}M?y)v;-(>QgRah$!`9KdnMw zOt<$FH|~zicQs+}?&JbDpL-s_QoV+iZUgEv=1)cc0P9t&U!NyTwfnsZIR15Hv}YYV zP`E!L{NLUrRL8^Cu&O zb-b{#lgiWWjLv!*vn*aA)Faz*i)fEQ#Zb1^yy90+xAODTuRoZp5@=f1tbfxBBxl@z zh@cGS)AWl1KG}Jf?gmftt7Bicf(C<4wKF$B$NVc&)4?_t&AFR#UjG2(*6p^DXKVY! zP#^ixs2ruWmb<78^0`9Y00OnN{{RQZlX=&VzC-Jp=%l!c-GQ1#UORzUT91tMojpSC z-!6JCf2M0hm)aM-(CJpj*39o5Z54y4c)v}tLV^6rdoD=+mB4F0BGvU@`1D^cGt}f0 zkHl65rK5T48lia)IX<*0+enufb&;j5_=i^1$yGi=p1_>r@~b))i!IsQ#Gg~iHKSwU zd)t|O>!Y&)?f#R)V<-Ga!#Cl`@0M}lpAlx|T6!j>ny^aX~06vudAUx*Z zz!E1HH-G`?zx{f@4}fh02lES$#D7}rZg1@E<1I67Q`?%(UlG~?`>gFAzy7Mi$4hL# zYvKJW%}}f$Fz!xkU1deU3)Aad)V?Rv;g1Iy>;8DIc5ffqs4>M3<_E7o;ZH*rq)+PCM%R2d{{RZ7_OR2gM5_&tjKW7L$KRTJf^qoQ=zLl}jixjCF@V|KlarkN zO=_7^X*-?^9gm1LQ-~mLd*w&sWK^ z)=@Dm{$L*U27K?Kmu2wxK!XiAGLh_m#<~dfeH%*~?coXa{{ZXP6?@|qGh!c0kItc&!#c(KdD@-k(dY&-`5Ft`W1Wje@V<_G>$!#1!v6pl z&5z2J{7Yf6 z&bO*4y4UXfl|R5X z$sd(x2#H7WasL3bPz6{Zjs)8bVH9;Itv75%_bTKM;^->9)z!7LWpgyc?+${nPNjRQ zJ4Ky{Iz})JW(Pwp^^|ydrQXA$FF(q&Wxks5l|Ud>^y^jabaM=Xd#MB}IUwMg&(*b! zHbyp9YGh-oV6& zywzq6e&>#GdRD~J+SuhEoc0xqbA3Ch7Gui?zgi6rt?V@G2nU&PurT(?u69$P&n_-A zbC1AQBw#ab5%jXUTIj$>L@jkz-N@ff8 zXxF&KRKya~Ja>QY$uAa&mtky*o)r-`Buti_bY7?8SY2;)`Wf) zlHdV$*pK_P0l-{bz+cL@22f5E4xgP_gG1JCV$MF!jo;e6N*xlyz$|e>205uNMWPMY zas)s)1FZmg^{<3tvm35o&Uf!ymiAV*F_9c&uPkZOYF4i+EuLfv#!Y8m-X9^JS#giy z9V;*+zP~{JP;s!=F#3|lCXy7v85^r3P}Obsgo!fk-np6XE?Eq5=jT5#27oMI>M1ea z@^5k2S2uNaJcJeDPinn2nkoXnBloC)gyocHXrSF}VMqzw81q!(v@F6`Z2MNkvF|1J z6K6tFvrq@(a&GP z&!4on0B|dlxP=KV7~5TK_6mn*!S9;p^$#q>8Zn&kaY1J@aK_=%8^tS^?*tD%6)k z(WbeVbo8psBW5FSC%phcI!z$NTvSXIMhN-4)Ww|uQfRmlunc2y$a#4;d zWPG+U&%H3h?&X}|4%L$QhaROTk)uB-&%H1xX54wrSY}LP(x5Ub4WM#sQ55eMCHa)| z#boLek0Cx^^=unIO4yRq&Td;D{<^2Ac}r_53}b2jRi!_OiF_yOx57D6>)}R)JDtG9 zfS;sGTUXDy3}A843gEr~T|D0i^vE1=2OijoE4{x`C0(50QkLhMz9Tj~0I_2Pb*oPp z+w#*4MSy-Y-mD~eA3s`)jID4&!R4n6)XQkfpxijA=h{ds^r%kYF+dUD7xM52097b$ z$&1WW^AXam&g~%E)MJ{is8DZ1f;hznZIBqHjSH{~?^*jfAo5LHxGgcm6Sugk?g1NA z;~gtQF%?t-4rzo1UCMe?ptjtR$m>ZW23^g?08c3jJ|`KnIpd-B3D4N%MIprC5|O`@IcTD$b-HXac?!NmZz2 zZM`Y}Q>IDiX=FgkFnO&aQX@>`8LG3fm4O59)Y%F%)`CG`2d;P4>E602txV*8zEMRL+h9Nc*Q;}J^8Bh49(d-mn(3T`3%n2Frfyd!eoGHd zDs#LKDHAS78R=gheJ?UI=UJELCm&Nn%V3ePl0oJk)m7lRc^}RsA3;q`HZ~q(oMWl) zKyxA&oDaVN?Es+xt`T3bB3 zhU3%TvJLgryM?;!?UPv#X*{!H>O#uAkw6%cCB@W_D{gF@*GUbHwVl7(FFyBGAIhzx zzn`u3|+xoI=} zCbMNGM_5<6pbc#{AQa43lhU+zV4U=(!U6#h;0i~;;B!C=<}f_c1_b7s{EQkD3}8?M zhXGAPlTvgTH6PQh03#9Cp{jT4WVIuy6+c$TO3l?IWQa!}A*cf`*+Y>Jao)NsYj~jt zA2T&z*)A7;er}b}*+hJ^B!@nf0jUZT7#p!oZP?`G3Pp8QE1s0B!IT9U1HAx1%NT9L zsj4!E-WxwD>sH=CPTW;_V`m+DPzAV@^c)JCZ#f5wg5Arm7x;SA=rZ`}Kn+kEgHHql zPa#*OGp9JH0gfMX#8ZswUL zSCLtob&SC&1g$$Bw234s7io>_@D|KO5>ai zS2uXuZV3mqbWElCo-thY{7btO0bD;{TCr-I+vYuLheNj+z^x5BL+0QO#(+CLDkoFB z7y`E>3eC9FbkH8tk+rGjCf&~%pa}9oETe%~_Yw(7eZMtr+y+RP`qwsPV$2(*05AqU z>Tw)p(WL26q=jD{RGPMn=MbZuR9M>R>1_*26?3&#pLa7lc`NeZ<27d12+|N&k_Bg8 znN?&eMn^PQE{=0kyiYM=PLc6g*9=%DIVPdIXL(6sl1*24^6(hsibWc**tD#y=cn?m z3#lPU#9=@qrB~CWW{tDSsji|?8%q9^0T-0A#u_%qb5){+?rst_85!$IrpW9VHw)=q z4x18;%ZvfifF>}Qil| zMws^ZkDjCeb#A zosWdF$W4Ilwsh;W?<3)&VR2+NPFBPo8h-k=e#F1Li*henbxtC%uUX`_uV(KcK z30r7B)oG-*3af0UVt5DMn3p~p(-b!|$?uw2^=qq#{{V??w#4i@e>z|>t~EIiljR6; z#_VRUTIe=Wvt8;pCEpps@liy#2(31yF2mepRz|1dEiT1MTClj3_Q{}jXH<3TC>&eq zwmFxxXFtx8ODl`N^sQ>-K?&%%>G@Zej}>YW$jxej3F(oa=UG!~+Rf~RuV*Z$wlF_R zLOn|RQ}CXV6Fjs1rN=?db5i_JngrRWS!|D>IsX6};$#sB*`$oKcB)1uljf0doq(*l z&D0HTL&e(Wsg#~lsQrPgZ=O;avcY|Ms}Wd4aU-6+s>>mYCTKkV(pkM}!Im}N6LCCqST_30BarcB zae-5>_J!H=V;f`ir~>oc%BOxf6g=wSkaO)(3u}oss{#jl*|*XlhBG9s$>$USMh`fR z>fYF`n|n!`GR|_wn{E~i`C}!z16>8MkzvTjM_SvLOPQS0*sMjSlbJhJ+dc=H>+|*% zZg3t#uA8?SxYkK7(tseR%)qVZ9=^5VzqKBX6L>?y{w1+pxB6b841z(`Kn&RWWLLh+ z1Ti3U#@=!Hn)APpHqZY63QF@(ah%Sef8V!1)}^yU(0nndHQ$1CJxQ26w>I%KjmIp} zf_hfKggFwPMR0!%ET>cbpTvq%Z8}SaH74Dm29=$RBC<26*a7BmIuJ@1b;Qs(hyJI3s-d>w-PoopZ z>s#yLpAYD<3AI_nIqie}4OExK7M4oTX)&s(=yU%7)}RZpcza%Q-)fv&MtSUN!!CiN zL%Qx$bus54W18g6{=2S76uD$QF^qp9T{e~Ar;)tfR!pJjKgpn*qMV*KcW<*;T5Su^ z(pu@7{<$!od0A6EIR5||^$Q&nL(_n0AoC?|=O9+(Mm+S`4;UN|)|JdIau$9Gu>oG; z{MY{POxI6ur7flfoMHeyIjuzsi-ldh^#-J7kl?Z7G=*{EPqc!PE($MP^{+Shz{?lH z9}~R%X4+&2)R)kATF{8riBxq)2%VdLG@4<})bdQD_E}R$VlHDa@ar{vaTJA5k ztuIH}2$6Sf9R)JW#o|G=P!Z|Yvo3DacaXsC_5T3%S2cCxeHz*}z{4MEk0~q%LuSE}pY+?g&xO6!<+&X@AtOv-yW%&2-*=DxUCX>V(Ttm!O zK2&Xi&;>h*;8$hvO-w7^+^QydW!gCW2sHyYgmi}{c59oC`Q3tl zI`N$!<2QhHsCVkuZ)H1=^=-U?_<>#iiLYs1Ac^Ae(k>MFGC(*cG&cK-k(iw7|Z z>1xg9T~EOsIH?e7sBbHAvEPReLnz-zkW?l%+aa09m!oJ4f`c=k~Gal9$VcxThi1G)=KU%b5 zG7TrdSf!cV1!s=pW%g z6t~F4N9*a$Xj$nu4JPN1Dj!i$CG$?(bo+0kmj3`6g^EPwwOh=8um|-N0jj4()1Bd# zZPFiO`EgN2e|bJ&(%{;?*pbudYaz9}7#qsbY|YVc`DjTPKaEs-ZxiZ3NqulFA$gNcTXjofW-0n z5m}l~!%I-hE~rfNo~odM`R2V=%fs?%Pz1Bn*3mmTaDSd?1IMO|;unb{NN#6np*?=* zf2J#P$Kkbwf~@+b*PYyg2|4@?dVS2g4VALCv#5N*f!i1-@cC*uJW~{eE{&xLc{^oh zKb{y+1X@OmzA+z%w8EaUxAXa{PF)dWlgie0At4{YsyOz@sqU`)LvsK(w~Gq5@T!mL zRIQ`8f>4gWV|8aIAJ&62e@tCJO>rfKkn>xB%zBSrYFp7Jq{QkIY(vpO82rU>n)k$u zO)f@*Pf1DP0grQBmDZy@!{J!DJRW%dR2p*kJKaOY7ZQSO-CN7= zTt)t&HTxMZS^I_%tzc8)(hH34Xz zDQ{^#!-(u5W|6qhB-f+pUki0RkheOE`AXcL{C)GiJb2&3eTa}3m*)4KHGJ+8gbN+LH@PN-+VxmVOwPK*QO8u0IInQO(R;@ zr7eQxk6tUfu=r}>7F}j9c$V_~2uW!RbW#5R?9(IA^_@YKTR_3z z_>MRg>k;XG7t$miN{#W4ymQTGU-;@BJ~ockK?}x5{{X6kT|UVMoAB-Yg%=5p}S>i2l@A}A=W-6>USTyg^DQSjDLl4f5tS?qwwafeU{Z{F-F|&U;eS64wg+r!X6rr%e9SXxdQ+V#<5q#8pg9AiqQ-}_5goT zMA3Ll!_kRU2_|0OG0FT%tQ)T$-H5hn*5Wp903ZIU0O?o3cI;a7T%T)aARaq=8quzFU4g6Dea^a?zPP!Na z);a+2{{V#EH`Xrnom%?Y43ga5N_gAU;P(~l)}9>kSBPa179afALfMsE~Y z*p|1_ArYeRNyz?UxuYJjs^u9;-O-yL%C1}JT2-R7nw;5@dZ_;Z>rex3b<3?mf&xMH z6qfoe)#G`W2g@Gyc{K>mAkytOfzgdeJ)Qjj0KLADTMt2lK{h2iewS&HcOY;(VxnD2 zP<*{I+h`pa5&deK&!X5r`onPk*{6SKYPT{4w6-zF+o$!QENH`TdwU`N)0bj<;-kE{ z@ZOrDG>qIxI|6A_M7p|c>Ng@a>Q=8RcxOmlfF+c4awE1Dwb^cTV)F!Rr{ULwiUY>lX z>s2mw9d}wnEz|7r`tey1>Xva46@{mqPe;v3aF_QPlK$h!LHqz``A`DGq*z(zZBFmc zan9Ty=}@+`RG74DO{zMv{{ZXMQN5&W1Th(L)s9767FV;rBjPsa9Vh}jguJ_D$?go)b)3iDf@iEm(&e}SFY-|dWFV`sYy8~i)|zAQPgZaX1uHRXo?MQ z!#dz3BU@^-ah`UKoKR`@PgVOuq`qB^xnMtwI3KMteJ@+Tk$l$j(Y-K#m3lZ9P=4>O+<3QJJpp)Uf^9`f*hJ+dDY- z z{{ZV%`+Yl9zs#XZqjxj`Uguty4HOXV9=WPW_m_&YmM#Yszx|V?*~`07oXCH;p}(bS z!7D6gJtEAcU*2Q>HB1h2-^2I!QSWvZ=sDbQYTD_#ZL)!LDY$djxALt^sF+4Sv~GY0 zs*DfiSmRo-wtp*6wlc8(EayL^M<^S1(-%)CO14!i{73%)uU4doWF_@0p&mOA{(VE^O(xR8jvWVQc;AbQHRr5E9H53Ba z2-NoCy4!6lN7LalM-uK{q?*Ol{AZ=h`8^A{uR#Nc-KR;Vu?AGy_AaceLKT)N-$BjdY)^jweX@0Wi~IXfBNXWgrnv* z_u>WQ%2Q3Z^1s_88s-~U*0mFZDGi=+UVxq#w+yE{@zh|}<-U&uSOPtwsV4Uxhn8At zT7~O@a9%(<1IP8Qvrq7NE*ju@Yw5xMwde~B5aSpGcdEBq&6TR{E*XctS1)oL*F!qX z!q(8Yogmxk*ZgZ$Y^-8!(4Z~rTvgAAuDt&M-Tl+rqnpHl;1RTs^XWy9IJSBQIQfPT zs2|}`$iY*u&0c^1011TfuE^6T)YdJ>iFGTNEF{`L&$T{l8T&SRdhG+ul!RY;qjRq5 z@VDzu|uk}CN z+N(_6ILGxBt8d`{01#cqrsEOkr%&i>*)5XZ-8Ngs6}z6ak9BVze8LyrmZnDuZ}9%y zLceafFDKCd0F7?i_&-I0J|Pmg?~*^Q7d|GjwcMcm!|Pm?$BK0ex%Sy9+njO#0P3Sa zJrB&%^u!S|q*(3#MP*In9VXIVTR8MJ%tfGT`kDJp(-c$dS0V7$iDxjAP?R_v;O-yR zi-Gb7?Q1kmsQ4eo_Q|*VH(Ruk*m8CTX2xskL4D#qUr*C-G_?K2?X*)8NIW{{9V_SW z+S2PzgTNO50Ai1FMSBrIIORin*S`1`_g>U~8+dfurw>Qs??9K zPIpf~*$Ms-0iX+MqP!WOTfM>jKcysEmW5%Tu_=|0@pDvPOtVAg-b(ip9;2Lom1@}{ zhvkAGfc44$02-zP zV!=V~YN3irBo2y5JPg)geB=9IcrqPN!TKMMG*CaZJU4p-hwc_2@(!oedRNe%57wsD zJRhKHQ$Lv3Ha6_-?qX8ihdDKm@l!&5U*TtnY+XaL+ejoZzt|W>G@Cxo=oz{ z>hUJs-ASr%duwf&c6pMweuB5|?QXTHMELtXvK~i#R$crymj*j+EM?I0Po*PuvB+Iq znS-O{PIv;dLg0YPRl8=p9YyqgEkj&orys*yjPc#-vx&}PkMiPyjA@uRIXLVqHuC0Y z`G?53?^g9I>s>Wc8$aI7(4M?jV`FHlC{6g^@zB<bpsqj~Tt-KQoL2x(9erXS> z=y)Xe6|{ZT=1XN?3;13y3+RzrTKuJyGm<%Dk8*t~dE*Z*_9ecx)M|1h(-L_d2hy;n zhs$D1e6<#LyCmjsVhtb*_*DsEA%TW&6WV*{GYzmyoHbN6FXe<7MF{6;ePPtjl5@&5qg*;quUB^8JMLrV24mMYs>dYbZ& z+0|ZOg;x543saFu7R1T=-l>Q@IF_mE^a2tWg^T zbrm5e8(*AKqHg(dS{aacIO$2bK?r_ou?JLJxPn;k`1WsCui4Kh3u7o|+mg>XdxMETfp+Nk8W%tc*)lplJnj8FlBqaAZiP;p&3{J$qCx-zfsDx!N!)tC9D+Pz8LBgl3q* zxB7~CeZy%Or$!F$dQb%M$Azd}yu5Mst3ZN>`@*xGn=j^cpbU*#@5@pXkky56IxLDu zHD>r1KQA=h4#P4@EZrBNt3X}2Z!*eR<>Si)*Y3ycJK&?>?|@oNj)7#?ANxd~Q8ZD2 zdY;NF@S4WL_r!iD(R?LhxqWK-8$}!s^{x~8*YwxmJpwNY_#;8^%tH&MSix<9{{T#* zR6nS$$VS?jIbGSEl@(9V6nWyhLzw^2!#ah6v1H|&zAB^Yf>zra;4c})B+X)_L~Xd9 z-j!ZS5-g-k_qv++^XYj|vKi)(G98}v7=}l4=E;%mOAL&2&jYjkH{6pM$TdN4SjVvm+-NM`d73rbjB}jTXT4NXbJvQ(l4&G~vd5vQ z;%94c9Wz0pyKgs~rb2KtfnE2)&jrEp2jT^Wmnv_zw{@CwIQ`nX?-|JKYscifdl(*4 zasAQnUwVGZ{uYZ%@O{sUZkIQ@qhU!MBV|V)u6-+dal1Jy)NzfG^wi&F)9qo>ELUZ{ zl8BIdC;(O@vJ;xUd$l4gdbjg6gCvYsiuK};0$S?Do9A9fHA`X>w{1uXBa=f6bUCEi zLlzul0fAeVaFmCRGgK|qu>kh1v|unjDFD({00Z%=7gL5(odrp9;xb%TEVm6TnFEgW z0PBmTL#CM~CfV`T%(uS3ns`j7@F#{u(1B#K1iU=QesXV3- zs+~vJ+Xv$=Bq&JBP_=NRa?DY$_RlCmY@r|4cc4Y zHlEFry#;qLIgOMk>TBlfonqro@hlh0e{~@M{&nwV{KQF3He7k=~N@0lVX$ns|xbnjD|oyQ(XnrEgZQcn$EqEL_2Xn9Ms>s z1R%~wS~Ry7*CC5%BAn4PDf0OSnt@|s#!Ucv-j#72(H8>%RFbY+c{mlFqAqMQ-A!sT zypef#GYa@XQgxR2;Rdv6~FtkyMYE$eW9ecAx&VYgWu5e>QPTQ>1B#v_lNy=j67%%vh3_pJzH`AlH)I?w?T5`41usiPqf zpg3Gq6Gi1O?$0BwQi*}O8Q>FxKpQGSPCK5JYU0`j3U^@Rr&_5XjJK7X3fP9x7A2S- zo%+)Pj8?G0^D^a{tler5>AHRHp>{&WYi{IwoN-fqo>|}KuO#^8u0MzTFBP0;EquT* z9d?ysf0bAt58Yi2W5l|R{G|T?q+L9UP6q|DIjxxtgbZ*y^I6Feou28}$xfO6Riy0< zk?jPtU>pqe70WG;LIdKNW911hc=fGVV3EisFseJ8RU2!2!k|S52l$RZtzC-N;yjD# z@I5&Gl|Wy`gi>$0V)*O@RJ_&UGb?HE9m~_2ykyaBgb6RF-Um=K{VMUZzHlSGkOWS>Kcz!0&xiE#8dNed;~eoo z7HuZeW@8SYY35_25=Zl@-Xpr!bi_$vZ!R|D0|ynMYp+|VSF?#?4ZtV=0IyUvOZ&Oi z;+?$3?ZBXGbAX!S>gCz)B_x`x#sy&%e6j9MD889s-~+w7Rt&qDx3T2ZwsfR*CLM|x z{*`6rw~jCl3kt%sx{^4^bHe)7S#@;W+f?B9u68>YCcZ3491QR(vfR6RGy8%V*?=Iiv zA1L&#OMeZt5RX{ZqXwIeG@C7sMp`U9$2YR$(P=#Xzf!>P+%}8{o z9#zY?$ipJ8fTl*;`$bc=xw!Iia{FLG#%iIy)7Ac0GIP_KzF`{RY?L%<=3=1{Y8Nu^ z$CnbGa7ANFHRQ6hLHm@)6JmR_4LhVd}V?Wu6Sob1MfT&Oun3uY70f}99Zcd z3DC5+1>}m-6(D4ELBOpzuCH%16_ufb(6{x?HsaPi?}Wh5_lff%LA9&%;_QQj48p?{lYI z?(6s(;I%Ip_=i$+Yof7?HwU5pYWA7nU1LzU`$nrP25+IyHh%gpyxb~ zP4G4R_&TJ`xO5oL^{+(IyengFzrK$oeQTf=xtti!$i9NKS^5aUBiDgI6fHEEtr!bf z_9(5*t$?}Y{VP4(N7szhmh(m%b3Q*B49ya}DiU`OK~5I(q>S#_TxPK**DUQHGD)~+ z1lA_4<5+FDvp#9)a%cm*hGai9XK@{Kike+Y2tks06+r3Dc&xrA*RG2#vf?)Bf+~1) z9b;OE$#W@$4xs-4`s%bbXUC+haok?v?#2Q3@Wr+shH^m`29C{jy z6rpEx*YD=>b6HqvR*@L3VS*@*(tsVSkF8#dz_F#cmsPvi?g1cYkHl5zHQy8Kuy3=q z^0CM)M^DD6U1@SOi$91jFu-uQAJUnrRy6S5lPLv!`4gcz=B&-BYI=&KcDAAzj~V$- z{{UX8&#Y+H<7J|Gk|zVNG>fTgk}sJvExbpkPLv$wsQfd$nRQ#Tv2`GS^{UX+JSnBH z{?ChhCsUJ>Yn__%*5@m6C!Wjb2+!qN<|(I8EbYW#_auK>0O{|%Pp;n~k4=lng!O-v z2mb(CpdKHF(3366C6CSTO6EM~ zCZXW(hx($jHkK}CllZqtr_-PySDi`lH&TXXx$wTRCY-IDMpamTWwTz|o>i=SVZZ?K z&MHZ6<#^eV{JeDk03wTrIrEOCq<+vI5S}@<{{U{e2{ti}*dm!+$BF6x0JIl?F650bZ;htzs#Zh% z&{w2c{6g?Pt0F^Xt48fN-T7bo;=%lBjr<;uQ;;! z(cw#(6f`s2gVmTh{{Y!*thV@@@Z2ZcE-&{L=WfX}pH3F0#(bvjtP`06?C09HVbb1K zV=IW1b+0j-_JiJqDs$r9PT+`a z?fi}1@;|7c3-?x9v!QE?fo~UeTrnS&L1Ag5K`tbXuH-+*$gLeYR2|pk&h6BH`l|iO z@gYwq!`6Z&J;_pk@#+B4TWLfhXq)V|-^6%4R#4Ua8D`DCMLvebHX~)1Y35xhCVZr zxuDIQygFxsJU1FibBoJ}$K4yoPvM%Osr+2Mg+`s>%@yI6Pn0^~@&5nPtU$g0urNpW*2qa_kQ$Y3Tj~_l8_?P2#CU_=*bP{DS ze+-JA!{85yEaZFN5Z}fi11ER?09mT#{{Y1=iCXJ4S`4DuPX&s`*dL0D;HLO};|~8BH32`5v6xNa-S{6XW} zy_M+^kHgvo7>?E*$JFQiYRrBg(&3y+wxf5{n$MIu;&`34rl+V%W3{(t z9gj-u?EW6!Tx@Me_i5CO{{Z#t*&znbEUF0m0gwK*R=Ct4Mgn*Fhd2lS0Igaa?sqaQ zJT0Q>v4!&Y_Q@ywYkC;0pk0w+6*)a?iq(8kXtM-~cVp}R6~=15Ba(7qcPkHkb^cTf zbJMjy6WCft!Z|W}4l`U$-;EmG40zt}+<*G3&St)jY$RDKdSw3q^@VL|UK7{#w*n{( zasL2)i2nc@4LMRN-}sW^Ld47SH$}(zRx(;@`nwgjftVh^{{W49U7y1ZCrpf8>XL_* zc|YW4mgmNP7|}BYnv&_pMt`WFl`9-(k?^}vyD`nFx7pBg%fUGO>%X?p{3YS2{L%!3 zbk6R-hHHYa^!!Apmvef-~2={se?*U#{hr& z#d9}WzOAU7T)73gz`_2N*=gSnp@n|YsmbM$&fI^4R=a9G7to1F@X|&;_FMk|uR%6A zTOS7M_pUCTe5ifM&-1SLN${SXqZ2-(Cz~nhxSS8dxh-4byimCozjb)_{Y80htK;oQ zTbPAYlhYXg016H4`X52x_{T=kQKJ$7M*x6vUSq8MQf5z2}Ae zEQ~mNj-`&{Kv_SC##lU6txM)HWQ6xSK>aITFAeEhYJIy|k!Nwv8>i`57d}60)_81` zob<+V`C_P@E5#b}iFWOb_asnro40;Eu(Tddk!}zUFf;xY$=_@G#r&aT4fB3q%DX!c z25Ht12i4~V`t3OWhOW!1X&Qg-wAg@eQ=jWV9CfdQb*)&5CzPaZ$tR!dUEP*};ms9L zU%#Cy^&}DfYXW^@_VQE^9OJ0R6;5jzr)Ig-AIl!x&<9a_;<#hEShR@vj{u)+`_(OC zEl*PTW8(|^f?F0>K~&?Qgw_N%HdfaNEtk!Ix_$ZMt#@a0C8*4E%gW?{{TnRZT#2B`MBfruPgW)7LvXN^KV?V zmQy@T4tUtAE7J#xA_c8HKWpqu+J@lRs={ zui=`C9Vf*1G4ItbL~x#}6dpec(Xk#C(T|yOeAzo^Bbp4%qkpR35BQT?d2990^A#n( zhP8|IGHTNp&~*e4=xST<8C*zAIz6yl^f?FlilGc%C%-~bcYyqz;mn7pm$P3g^Bj_&SYOi=l1dJ~W9Kv+o#4L9@sUnWu(eb zU0)rb_1u4@Lk;ES%Xu0-zVd&I)AO!^KMCJmsGC{4-Twegz#M+G0gFA(kqPpY`J{ge zf-2-T`o^Rct>gPFU5Ur_u9m||(scGdTp`=k^ILvsnRY+!)N}%XIg2e0YgpQ8+{(wT zU9pN78JSlsYe`n#CT1uQ@ncVn$p)n)R+k;H zWSGd#Pd=IHL2=om?)l=x@*)fd$n>hF2^Z#;V4wkjFqm8 zT8`6AoBd>sw4UVVf(%!K}*l`6Vu1zfhbL{m=gZRZVRqJN&CVZoL?v@u~w74GQ|@ z{Mb_&>dn*jtxJ6eO|os;z1Nyg@F+O_D&5`GM4Nf;$Uof!`ijao2%tq}ADI59{{XK@ z4u;x2E-3?PmV1cqN&d9mOuMi;g~*0J$iMw+r*C1dT&C1-Cp~xuwk`ZAZUB4veCI!h z^`H)IH5)j1vbHk6_p|;rG_v@L{4KhLfg8{%?0DG4I0QJ|F-1xV|I;$78LvIlL zf2C)pkF4s0&Y6tGkFc!yiRHQJm;N=;wDK0-V9lO7mjng52>t*VeUW`&InRfF6UtX9R`mRH>w5>Pdi&A_K}$xb&fjI4ra@P5|4@H0~dJ6{U#O zu!=FfEA(tFlyx9x5=MhW+-GhNGeyGSIC_^jKp*&0b|Xq`ey4p5D!rZH8f+U!2i z+4QOGw4F;)VI8b~S|8#jyDNVJBBGnCjm_VW{=E${+>$*0c5nh(Ci7P`{SRN%just= zdh#pTEc87d$^qpJviHp;#8J_zF4h}R^;|QT5V3+2Ma58=~OPfNo^9H zhdX;$oX?F>IsG*6zz5;Qs*ijYBS_;oUL(tuX}Bdf}+h z3Zm=AdfbI=qZaTtQ}UYGu<*^bxoNdI{Kw}%I&E)1m&< zzGjinDnI(hqz|3{0BUPn8?OlIwl-1jmg7){IKck%ZXN62yd`(7N8oJ}O7i@v;j)4@ zZU#2Q2lTHT_`{~htoXCSz82BY%{7hGH}*EaT}HtG`{ z$;tg|9kn^{BxQsd7rE(B0daeEK1IXs+t^ezH$dA{MYN9`x5Pa`( z&<+IvXk1E#i9&L00n|ms#23bcP zR0_xP*5*uGrs8{^1$5Kt_Vz<`(d7D?#+v@x6PSQMOw=$gribT17?937ilM68K?Ebs zZ!L#RR8s0UOb6MHz-UH-NW)&AHM<%>QZmDJqH4cvUC_0Rv2Dj(p%wFI?A;}l+HZ-h z)NN}`TIgVO3cElbm3>b4Kj>3N(dHLMj~Mmu`B%z+vqUkY{6JX_#a(vkG2dt_R%m@F z8HyG~*_y8vsFjSnzVCBa<@4M}2AdY;92PaJ7lkgTVAC;0>cW^D)z#Ik8zV(CKYUZ5 zu+()K0|>mdKDFQ5=vsY{1{k-PellHUr%Cs2}X2B3<%Fsh|noXj$^iLMwt>OlIBqguVKw|S311W zx0hzTdYaFYXpBtvE?xVn;7|mYz91fBN2jL$0QSvc8|gB9;#u4BsM=39U9qOo?M-N~ z`1fkKv3^%uLYR{2l-G)Cg>FGmXEOPC(Ot*hZW@3?x#CPYY^fUnUiB#@DGJlGy zs=t`x+vNcANb6R7#!;C@S3N4M+KM9moF)l8VD+E{ip~tY&9&yw%1P;1x`guij*%g2 ziB8=1A4+xH3fPkRPa+|}=daThmvO7R;?l$e8XS3_pm%$`+8 zZ9@IPKY2$^Ju53v)*-Z*h{3tIBd@(@iwl{P?fS%_RgUFB>FLD)Ub?=#)|Ca4`Bv+} zKHr6A-*}qeM~m#%Q7n?5ln^`qH3Zk@`M{hA1PUNgY1f-5VF$vo?)*%IZ5812nv-Csi_(pu>8Z;=TE z^V^Q~nYqbJr+LY?T&j`Z*YL$r^Q-h>^hwW7^)@A|oSu{6eLKK*XG_t>*$Bf){q6@` z=hBPmt<#wlyo^5%wYJ(*PaEG{$%Z_R0RB~hJ=_uj8A9xw15{DZDzlbixC6Ch%>XaG z+X(%uqnFQ}iNHWQRwd*}uBz?xdQb;BDyqm1RRqQr7cT^cbw! zucTbAGRCVLo1g*5HO^>j%Quvz*|2LaOX!DFlT_q0&myaIs?QR_>}WZ{Te%&;LC3ve zYI2ipDSzTp2jyDRsre)v=dEJu0K7}P?z4egQuv22g#Azbo$Upu!95z)zVxN0Ka6Q! zf%Z`xoE-C?*06pNq;PyE@bHXa{hf3F0DjWCd3bU_?nP@o&o`?pu^AxusxC12tCADf z9Exlf?J611K}yDLkYcLO5+r5c<>v$3o`STcTm>L;RBseXAD5qck(44<+GXvI1w`}l zwDlsVW91Fa-;7mrwcn>&0I%he{)}cr2c_ytX$N10#PEZVYs7dM#S}%kr9QLZ{ zrH=RML7@vE?Mb&EN|caXmFA;wnBeh15wfWVH3=a{N}R74^{7JdayYGHv6%>PNjT|K z?gd78HB|^gX{FiQ(yR$t6^Aqo5w&|$bCJbM6nF)Tb3g=eynT3HcS z?)R#(Hz>+-G2WsI04&vI(`ep#H3KI8pPf-8LAwD;+3Gsfk-{_dqCvEQKoE8L`_t7~ zl(FqjF_JhnBE}Um$E^TUVogGN1wAU`#hjJxRhTTS+GRrtqRYTL^#`n0Y*Wz!-C^fs~G1>S^F{nqkkZvHFFD*|$?GyM{?(sMk`Ro4x1nTfB zXkQAo4;J3Q660RIXN`#Yyp@hTbLd+qwSI%iji$R}vBx5@E1r~@UrK{&e|n9n{p#2c z|Iy*0iBxXfNyjwAkwTH2f!8#X-o+m&)Q;7h!QMW&2EIJ{bgVYxQ7BKB)4gZ3)7+s2 zj^9e0Tf!G4<&6(IC&-JF?Lk&Ee2E-vRmD0x9gG=|Ca=pUmYa{r4P||?8bFc0;wUw- zd?l185}coEg7WeR;~rArbf~0^vu^x&s+V$kP!hllP)VoZjRJoec*9Qc?YPR#DsTF3 z8SX3fqfOIo{5zs)x;?V_X=QB`MRS~#P`i&k@n0JL$$knG-Q0NQ`3TrrD35R8V0bn5 zjpMA6v!15CDloFS;o>TDNTGi?o-hYm$#8mA$6OM73aZ3EHQ95Fs8sH!fX9PR9@)0Yc{>s4-L^1#IaX5Bjm+apylKqqPIQ^-8W-u%-T zBB_vdpbCYV+saO)^Ie6UF-HJE*_@RImqe7 zXh$51gZs4wt+*p6@vR9;s1d2ipav)odE%O z3}>w_#bN162q*(~;sWsR2j;Fr zQgSWX3B%^S1>+xP7ZsFgS6`QC^VUdsU`c=l3NY`>Med>&@ z=Qvrq8qD0npHOEkkL zR^5^r2p@d&RqTo-j4nIkk%P%L;m%D>$+;|w&k0=Nh^*9wqxnZ($KJIiZ!8jeQ!S%1 zA25ywHANR8Q{{$`?qORN&6g3D`3E?x*x_PJ09(C2J;WSvO>U9SbOKdLS10dr#e8Y| zLHLEW{{R%)=(dswlTQ1@^f+f)`wdY(&nnB*A^E*Hugy;%-CNxF<56g4^AR3J=RA=k z8qQ}$6gGRS3szFdZd({Do++_v_nuRWXjMG{!Np|T>PFmoV*n1B#%mJqTRRWg`yZQ- zE1BqzNkr>ok6hFoG?y5R_Tv@2ntWFH`(t(Qit`J7dgbtpsj2cQ_!Qnu(kc&s4_RM4K3EQb8iusb{O;myxBD2*q*s`hCo8HO8#sCFp%>+*-$ltkq#-=4|IY z^Gf9?1^vmoo$i9;1A$nHF=qkBcOENROSIJy<$!rexd2rdAw_%+po+xQklNgx%&YQ` zPW5`(Uzj)JN-r7%<;NG8NaGb?SB}AB zZN+x6tuRDU9JU2R98WpjJBU3&q`I2Y85Ss5+!8x+Ko%pO!)Y)fX+6a?VZM}S0aW)q zQrg8LE?|$zC%NXKo>yJZd2}2v@CxSvl0CJ*`sUv2*i)pumg+1b2vgRwq5ECzkNuq( zYS- zOjd-@_)o&FF4kW*KsX0K<6IOMJ}dFG$dZyFbK7tK09w17FNQJiNOeg_^BV*FgFqdB z!~XykYCae==zVu&xjhgia^IW#L5&Hk$qh+{d!p&j$xYsY*$;@LDG2d0ByyJxx{V=(KNTxY*=L3<<{kvR@%S3?be?xc^9gwg%Q5$@7%k(P zFP(9d&`?2sO;5yH)SK=nV%@M5571Xtp?EguP?2tRS1f?^{{Zz>tqRjjRYhNrpYLSX zeKxPB+M?S)>ImyV8#X#tm!!n2Z5SiJ6{@$xK2ib~=qrtbUbiHMkxH+itoyGR+gq{n z)ZllnfITi2jTuYi4@!pP$eGJQg_G92wqG1v4W<#fPkz7BpgNAPse-m@QbzoLrA+{c zL3h56TOO${uMLz%CYz8uR!{sTb{6qwN6vb6t}4sH_qR-D)+H#%vFTkrei!iNsYkiE z8<)3gEEXERH5am*NMbApL;nEl6_GBT;%!EK(C%2=`V3b~FNkz)EE8dA<`MGlX7KRo9=X|?e*)eSDQ;=3MU!k*A+F+op*CIYjt&i$7n?!`0Y?=8jYr(;ExLG zUL?7=H&e%M>VpIiFs~lf#QY)DUr6x0*HYPwi|gx`xdfg-bzU-m!kO_aU7BmXJK?UC zYFl$hEb?y7MoKc^j1SJYj+uVZ+u1=E+2XeW0UYEnuh$jO2XQ8^s9&L$@=qWyMZiDG zxx1T4<&eBrXOtQbJ&2xbWxVN%+(@nL= zJ<0z78rWN1M^olJQ4hZd1S=C;{V1wYFg7`L4VicdM-~ za1}xU>5eNl8K)7D206$TBFYIOQ=E>K&~uh1no+Mpk{#Yd=&%pMR9> z1~{)p{{VzjNwbT~ywp+#?l$N78mQ5DV#9e^yyM$~Gy2mtiNH0qXrfJppVFsN;1o!5 z#C06kU16)(td7?9ppRDL`PNi1$kGq(f!PzK%pvR2#oY%~4dwZ-{* zmE68`R^aaH*&o)oZC6c6w%OaY)TfbT@GJ)2);&GC@#J^PopRYXkvRH4ubj z1xWt@3Us<}gd7;{bXB;J^?a}y{HnrP+G*3`5%%eieB=3=*OuQ?bPt8IgRdN)(9j18 z-w*W7O7zdDSjPpj^g++-n&>RNIpNzJTj@G#ll|h{56si=JXfIU8A8pd+@}FRU_UT1 zRUy>8apFZEVzV~3&)+I=KM)N7bW5aJN0X@ealk#R&$WB60NUL&wnV+k^hFW?Pu9Cd z@GyW2jcZj7-ArYFs5MJa);tyA)Dk7C%_4O_FvL3 zSD@SII*gI|n)K-tW0k--{{X&g&)4DxwXMnI=+>=o6MftfkJUw6w(wtyJV*QeQt-tH zKQJJ4{0N{9rtiew81UjUTgWahm-t3U^u==N@dw2^tCX>}@?ty&;PLp1-G2{wAH$31 zO)|WwIV86~sjRD?in>jN0@q2h^T$APK>kz!$aK#YYx4PbQk6mLf&7hGy7+V9yEHc% zyN7lhhTZ)Qb94Md*EKWtYZUt4HYBOvSR zO5}4NC(Ge4je4eMhTz@8++n<>>-B2CZJ>Ng@a4CiE|9ZGdX;#|{RywJBA7!O+oJ9D z$*C6m%9sdAJAM5sMCuOT)f4@NbDCFQ#g7$a{hqAJkV(7>-k$cJo)ZJ5ps#rX$!&LIRKJR!ET{ z`4F~GJQ`qzD5fG=O0#yy{{UX8Tq~{*r*ENZG z;tO|wntg=!BsoexVa9yQt^a0C{-oGkMrqVRo{q0{Lx$&XE-a@ z`HJiG--Q>ZF#3hSME)Q^{$Z=CwDA7`fqXvRef+C4DD`2_)0$)?k0nc8cUfdGTV^r* zUoCak9}FkCRk^*J%O|ME{{UXMFTNvbwqcV=w#;kO1oQc=a#tQA@t24&_O{I&ZPStd z0)s^sc9Gb4FT$huMVX4TwLMxIedis z$Bh2~BUf)eC+Rj&{g*(AV++OrC;5utbsre`pI9#&-T6@-g8)z~Ut`)Jy6|^~Bl7nL zX#W6<=IivV9Z%xaPNggpD!gM50xcn=wi$w62fZkx2bc@$JxvFh*;$3c5X;{M< zJbl_9W;+c307F0*E<9C_^nDr=>5=~c*Q#x$>zcCp*Kg#fp$q*gwA%fK zmo97~41=d%>J4Sz_>WxF@_A_KV3xN3ISJ^{%qlK=9_77oB>-M*}CX^fUp&J@&WaH(;vDtat-~ zT2}r51g!d#?oO-^{{XJ7-T1oFJCCyH_WMHj>HO-fw_YLEl*gYfKj1V0r*AigbWSXj z&XeDDRl4zo{n<9QF>Uq6Kdoj*r)idMWxktpdJO*nN^0ugH*I*kk%qhVZ6`^IU;F!uRHYGc4a* zz9Ky))60PMW+VF7N<23hLoTgw2?Or`0Q##L{9mfw$>nKQrBL)de^F2!D_Pa$FRV@E zMmu1CN&wl5SkW|+E$yJ+AmkoSarLf)!*l9BBL3C1olI~|Ybpif_^X;ov@HxI$OO_U zz$Z1(=$2>0bJ5rNkX}Z0_1m~i*Gm7>tOT{o) zP4;~{4eAa7&u%?MeEA)n_k%xZJ!eI}xF6a2+!9`($5)zflnftA`U*d>LZ9f+2Y>dn z%>ZRA-YC|ed^v(ILyjucx;4F&e`(fk1=Eg-xdb1=lHy%XCc}u`~g8#`@oBHgE{fVo4|Us`n=1cg^hiQT!?@)OuyayMEOtmIv^zD#^9Cw{CD3 z+~m+JloccL^9)?}B<8N#S<29vXD1_~)F%4YCfjbUJN6vby|$CD>QM&=?D4nL`p_$o zKiJ@p%#`7(w0g8+Rr@4+^Xpv@@aC0nqwTU89CgNPQUh&fpXe6ADDHpy^a|!=dRDEe zsFHUPLVIzVww@i(qj1-lnnmb2{*`d8&D&<_{!YPosbYdC2=W(k_00itb-9Mn2(2R! zt~fnSA#=G)9Q|pMz>k)d_T!q2Tw5p1-@Gf+(v`$qNcW%gf0)#dVO)RN#TPgU1Bd(>GeQmk}&rY$Wn~SHPdNf5XjV;YW!relmDIH<~X!PN1kl z;Ws?evu`XhfC0kS+8+r1D|lz(mx1hc{{RhJ`LY<4PYGkWUt(_LsP5gWhb681oiMb& znMt;f&d*GoVAZ721d1lrCs>_-gbbh3w60{ih#4;~1*C2B1OOZlPAeK~>s6Ij&J#R? z_>M>8S(0u=C88*b&d^Jr;wKc_w_^xf+13>ufE89PJ6+WmaepaCP6cV%crG_PwFWb1 zw&d{v=n z>e0NrS$~8Af2CINo}QC>G5S$XVll8-TX+no!UJf$Ifog zyC0!i=Y_Y7JWC;x;#Rg?{n8g0{4q}P=xJ$n(DeOJ#d=1NadiIxKVUQcD}>biX{qYj zw$QDJPVN5y>#a>I;nl28E_GR2;r#}2`Wo~LYg=79AeL}|qp<5!YwknkPjkoZycenJ zrDoJ6KfL?hIQ)%w_8tq-bf|+gVn<$#Yg+Tf78XFQ-|pMnC;C?jsCd&;k{Lg-ty*PY z;y547Rr{mV?ZjGTlttJoFTQ`qvFGu2fo4QzLSNVu{VT<9FT7K%5^vR!eLi35R`j0? z>KDv5L`SJO{{Z5vHz@Q)a{mB$^nF9(G)loNATlp@&Oey0X8!=<4y|^6#ihfw-;CrR z=~pd$0dgcCX^Xcj1xje3gGfZLv^TF z>G2o4late}arfRdwuUq14xI`A0QFV55oUL1Y%7v@9dlS$diIZQjPuGqUrg7J-gu)@ z)UI~WR82-co-L<}1;3UjXR3VGTL^RGmpAgLOt#;O48`AX1)lq!b9nMGfskKiN*;@jzpD?dpYtA)K6|=Dj+nu@r{{ZTy zQR{{Xf1NkXh`xO@Kqjc?lcF8*L- z)Fkp%x#yqcXc3jD_>%Hw3SV;$n8j26%<%@Jv_h;FUv8hRclOra70}l*kF-v`&g}kG zb$mrWrr&1LAm`V({Od3|?JMEjih^xo<8m(~bpExi_U{VlV5OpYvW@`xy8g8H@Xh_x zdD^|-mZOrm{{RC|{?PEIkNcZQyxE7jNwBjDWBT<{-WD#pz;&9PwQFpXyxVe^^3E({{RZ~{U`&Vk5cgFnjF|B`9~e=Ep;Cd zYLYO8e1&d|antduHlJd*!q{8ye^O6BooF3DP`LT-m`0s({{ZTs3`No5ExS~@^JF{} z0RI3=orF;03kxrt@T@uhb*ltAU90a==FB?hBDCSWyDmk%L37aY{b&OzG_7H={h>IG zI{*f8_*JnUm8RRxdUGCgq4!@OfzZCD^Owggwbhz<#sW47D zg~66~FcZ!h{{V;z<9sWp+-dq1rkFuz zjX)uPya36rt+d4%mg)Sw55}__WLKKZP>~I+dx+?2m;6jGPF+b;*R@=R=ShLb*+<%3 zeQEMfsZLAn7SW%jXd;QQx3nK$=(<#CJ6Bv*}^C-9MctUUEN`SG?4g z7`EU?A5JiTod833_SYb@h|u=O_*0=4>Ia({IQ}AQIrS+n5JjiQxc>lttIVZi2U57n z9N-V|psSjXeP_Ju3|--Jh|-5Px|80QKuWb$h8w%_~TKItl{j zi`_zw(Xca<-Poy zV5t`*p0vi+?d9HL1mJMp1#z0Dr1DJag{36(j+K`@vr7k;Gi*W8SA+P_VsC1i(0CcK4v8)8&=Bir8PpcD2IeCal8#{W6%+R>{nw`+VrQ7@cs+5+J z$ii7BCmiuew^s3y9?{3}ifzTjlMspoV0NGi_ZRWPJiWWzcUqwGTwLHN+P(OzGFzxp zz;4eydQ~5^`Cx<4&;`V`F#OT{#Exo()Pg1|+_QG2dGDPL&J*9S>rlfQMn%ob6QAWk z6wS5F@+fuMosB~+#Cm$UKnWeQ)~>YI7jt6NZBBsuel*LAI|x^Nz|SXR+w`CeCB3|z zTkT`Y2a(#cbq#h6G_ToH&$vItc@?*)Sxb2r+AbvWp-w`Mwa&JgJ^KXGM%d3Ai040z zbOFuk7v}H%BUF=gjmn~)2jy9jUTPA?@LEJ;h4|cg{&mz#;ma*4WVybd&!4W`W8SHY zYyDtuLLs$L!i*lDm#uSwg0tFbtRRGaqU8So7bBWUh2_L;d#b;bsnL3zeigHIZ)2wI zHp#lMC^&UR{s_j2`3gpbkzhe*XZKbQ4cuVFZ?z(UScFjCA{0BPNbgH432xp)-JJZ zJgA2N^r)nTbeM>^0pxB)beE~6X)vu6U%X^2h=146)NQC9XgTM`Bw$3{8jO9 zjqIPppA7VtwOKw%FH3?3c*s{#>O1zXUqbzzp|;e2xBPXh9ZKQ8cZ{yk9P^B%nCyE{ zE1oB-_`l+h$7|E2_+He(r9<*>1sCNR>%VE}MQ?aB;D&|ad+~9rxz)9kjBebk85lix zFg&e&A9XmivTYB;HtTN;nHd9|a1TF)Porqj=}M#hWbcM%KBqasqnOW_=O@xl#B!zQ z3;_cjtB|=*A`h`zef1UB>Uyikdpt^V;~>@rmAc6@OwE}I>*+zM!r$pyq|KXy<;Ce- z^}|@&6AT}{lf8HTBfM!3*zFs8bSAm+r&;NCf_G0cc_;&qxQ5}A%md5MYUhYp*`&A| zm~^hAR%^Libe|%gfL0C0A+{xyyPlK`$K3K3asX3RCPY#SQ~v;d>{yMy)m)YYqIW!X4B=CkGFD+d3_LCMkTng!9C5GT>E;llPkH(Wga8F?AHb|+wjIaS~R^??! z-gzCWvl6F+%|R9^%W8lFkfc^c>};@-MQ&XAVm-`xtUH++Y(vx<4b1C?&ALW|E^3Nt z^GT>_mh8C_-NK}Qyx6U)D;8Uw(w~$qb^aBzg7d~&G%xcHw!*-B2?cFS;xK;+`gh^| zK0O=3`bDrCQDKZ@)8zovb7h^~e(5BN)47zsn33ZOyaDNo%i61Nf_cSk&pDJI%wdH+ zYTdD#6fwUdsumpuXu`Qc&m*k|Ic{j9FsqynI#)Y6UD+Jsw67)d?cWEbbFoOwySf3? z(y;l6LM9hnE3Y<*QM|BW?z00`3bhrB-z$XFLkD-yqIv7dgmYm7$qVOcBjNw>ULu zuI{wWnLfgR8UP@H#%bvYEtct000GCPJ&J+N05PG@-RBh$ht0`37_0HJsN=muIBbVT z$EctT@J92RfbArM#%Z?`Z*8i(ed;pa^Z{1pH(7HL;*hc6zfszxB0}4<#X&I7K9m5m z$gB4|imY-7IqOac&e&1Ynzpv%Zs|K30Io-u3;zIk)_$Mi`|lZer$X>Xo(Y>=xrWqZ zs4}>ZKlt~pY1}Z!74^sL6X0lkS@Ev(#X5`zTW=5AF@?F>vxy_vdX7NJ=xd^qyE2<; zXnw(bH}IT31@H%lydiFZKeBZDduGRXiX}!rQbud1mB?HJ&0ngQ5skkuQ(cEMGj|_K zUG3>o>~8dIHCGFt|I+iqB2$2w#ZsD8l0vF+j@3MeYUP`4Wwf!O4nE*LYva$UNU%{O z1!im$RsPWhvu#1V`qfvKNu@G2J-(F_C=N+HnhO@;n&WwM!R#w1%Ze~|@YSs{lt9I> zJt`3eyB{%_0g3>I0CFER-|YFdtNVQ_F1Io)f0@NqpHPl1%L10idiB5A-^0@Qx5ue* zBJPU8gpHnqYp1`Vt!b;s!nCae^iRN=9lwQq6{cv`$>o^fkAFGKY*0^Aj(}s@wPaFX zn!R^2dAkPya0O9k?_RRl`S-a-;4<(kp9kd?V&TD%b5JXF7^WdeC@TG=L?L6wYLWtF z5&r;swZ_LCWhdi3YmCU~}t9On{=QWtDOM6fR#fAU_im4+U<$8Kmj0_wO zl?Winpbkl(4ZSu5U>-q=)@3J!7!>Es@%* z%;8uA-hd%~Pq3=eu~2bNmGRQ4vyp&LCr_BpS{+lox%(v{xuqfnS!q_YETkG z8p!wupL*5IXrpgY+N=2s3XktpGCxo`K9xW^R&sYYKGi+7zTza8w@O8ifse+nk`Mq- zUX%eg@V|6YFj7u?)GF?H9jV0Qlh%MCZWWpPbgbjXN#i`$lK|j@RSaX(fj|&4s{j}4 zTJ{q&uEsxhvKlgnHFnrEE*Sp+6##DS0OWI;UJu=<)AyO%Mt0*JYn;%SDc}luO}#0o z#~jqaFDA zA!1dO@N=3=hICEG0NY_;n*?G2Nmac(lg$> zKT* zQ}?R%%t25TIW--cwD&6-91%bsiDrOXMy<%esSnCW@Q+%p8eAeQC~@AjBDa>|!#7Hs z6Jt7JvGQ9W)$1TsZf3|~`c+Lz08U5TUJ0vOW(zAXF(?4l6m@pi{{Xw)(;}$dDyBqZ zn!P;D92=wH0gA+X!ogP@lU)ZnljF^PKMwc{RMjR03|7)$p1BBd*!oxHHLc@nS2r4* zq@k7CZhP-Pg?;V&TzJCY!ygT-boG;D+JwsvIpj1_9(X>L`O9nKIA@7$);;ot10y_f z^cBrFsq0aXQ@@_#%H9T+X|cF)dE&BDQP7qapUv|K>bN66op47-*0pj&A1x1K{{ZW) zn@H6IRIab$ww zlepXm@~ZbbjQX3e*zL&o$;av_CB)Q+!&=4R`$W=&h@N_XO4dt#6Gy?B{?jL?I2D&? z;oleB#@=PXNMHCy4;9wgcn$h2sj^b+IZt^ZpeMnI^rd z$>%EhMTZ%#-s4d4=7@y=^DuFac&>i)#&-U8bojnNJwL{QXk32@U0lWvp>Rt#B}e}N zuC`#%Gz&CP(T(7G{{Z#t&EoL}uc_U%P&P5h=~m&>^*gygc_H53hZG3z-W@j7F-8ic zaJ5KD36Xr11RnnYB3uPA4EyVfhL7Ay7!D&nZc7f8CXh={Q!YQccymg4n93VL8 zNg1wwJG)u#f8uK+5Z${E%C?TcY8|mUhyj^_=ml)5YWF36&lrI_lY&KK!+$55V9{aR z2i-sZy3mVB@m1QJjYa&Z{RZBjhAMz$@Yq|){{Ry!gDdB@;ryxM{o=%0O}CjNbpHS* ztwCYo%{dL$p*VR5J8<9QN@()*XXyG&9FHJLP#Wk5+rxbGsv_{qif%q=xG5LoT2sWpz)Z0+hQ%bUI zTG@g4%HY_9{btvDf$*ff&<@!#e>d-bbU zT52XPu0c@WcbxS4R=EDpjllyUxEb}JgB&{CuEqV>C%+Y_vKuJ397sn_)hgMWsa0UN zAd}k_)gJ(AI;$f|IffuP7zh6VW}rtoZLTsQX2@pf0ika0E}wKr!dC1~f1P@Eo#3wy zX>ot0%p`Hi;~&V=pTxc#(q!3bZ|2IpW1N0?pbjp}!yY5O!B`00+>k#?>SFkFsfa@A zHwzd&us@-#A>yrDP+VDA7=h^7&-AI2OVqDp^K~239(w=ZBu_9yqg$UW@thjB4wvCwJ$&n{k2*ouJF!uZ6u>3fqS=j${9OM4TAP((%vyhn zHG&dxSzP=pOtfWDx-Fbt*U+8HK_NRSszV2@+Pi_TgwZ4@I^QV-|%lsgd zMZ(7Q-l5^Ub@Hs?5|Psc@@lBnwTZ`$FQB$u-f;_8f;IP3MGlaTP0&Znq&hg0!vux}T| z{I)pzg_Mf#9t+#%5>GHu*Bo&~h?bUi_LeQ>Lka)@_NY`Z10|&+Bv5Ec{hw(9`MdYv z^G*9ivHtcm^5>>1b8Y7!Qa0o7RI)9-vZPzHp2C1D$9UISid?1!aoC#8mIsPbvMCwl zS3|v0JP7lOuJ*$6Ga(;2pv;arZQ~0JkBp4>tDzqmwvRE9ka+&JQruez+AD#VP6t}o z(zM(A*#tUb?^D?S0QKks6}Or|8dty-Dy%U!?fC<#8UFwZ?bG3=qUf?~Hz^kW+JozO0LV$e8)eLu7jNOXy&+(1W31T>73U`Vc^|=RE!u9DmPNt{{RtMcYhSD zEZwcNT`gTl0n20gis3bXh#n@?8Ldo$*&CcD)B56oJw*67!umzJ&Eh+yMqZ=`$LMO8 z{3QPX4RnXw;rlOy(osLg1m`Qh^*0?kzC`_vm1k#!BfykTn>bHSurYfa(OLvq>g-mBf} zkh=tzH*BZ)ax?l>sI2@`twz7uP<@^iJ#wUq0O(`9y|;vviETD_Je++io4fHAhO!sA zxofFUR8Y&$;hKHNggmfk@g@G=Y6h}MGt0K}To zd3pt(kr?A~Do_4AGg{W(4ZS69JW;4^2lxj+`Uw@nPw`j9T9jfx4_OF-?T}CE1xsn* z?;UuwEyswQ+NtCg*ndS~Kpu%Fi989Rv9q>Mv^tC*mH9tYT;2Zw#9d2KR@1yOXv$Aa z6(jW&$h<4z4+~5s*Y3o{IXpK%_sKL#@l(V4NO-(EW4QFG(xZ`k%(BMAbD2;W_TfE1%_?d4Ooin; zLiVd{ixfdu?;6O1Ew@JO=-b)5RhVGBkOp3z>ta2R8lAY?-l|V`ECj4$hVNHkA^y(u z9A$!@r<$_x>2~Nge9k)Jvn9M@#J9@dTB>iJC(LRaKD8n?R^A2w07(0wdYY*=t)xN= z%u63i%ilbujPmVP{t;OhCrpp;OUm{4tql!#@lvyGvV@jj%k`*NThz$~j@`$tbJOdQ zqKK?x#(SE_z1HROcFVzEPyV$4dXd(GU|h|@b>MSczlmb-j;(4_Q?rh7AnWr3`d60C zsLG>!XDWMEI?pRlw%v@5-G>0H~8!Pou|_${C9-X9I7$sp?+J7Km;x7=79N^0=>=yk+}5=(Ar9XW{;$Y-L8=6e(|*bJd&Ls`3wX_0;e-yR3mV z;%#T-6SR+Bfcw_yGp?p2#3x>DUE?UBNY;1KbH+v8TJpt2cr%ZE`AT=B`rzctZ82ZQ`K0hZtk$-{T+)Vx=# z-r{?i{IzZfAK(QmlWyqrKkR>p{u>CFP9~Xqjl_OgH5Q}s7RuTNwb9_(N8E4zu@&XE zhUVn9BWazw9)`M`9|3B&5(TY@~q zYla80#d~~y2Joed2h?tS$%jw82k2?Hn$DY}L@cyugp$9f{{UQ2Lh?NS07>vRqkhWm zZXi$Z6aN6$uDV|Y_GBEtvi1T zOjOCLwok5j{S9A^%fp&FeWi$zhd=@AKpea3eksqocI3#8hrjM(rscNWQ*=` zoRR%2n6%J!ZAwo%LH2l?oSYx)S}|!pAJNOps9g!M&fFjAKoH&Qw|cuNv?rd!6=n@C z;&Gd~L_iLC&+@7-;%~OgJbN4vaHajQRQ&)j$)Sd&3$SG1{d6cdO1NK7%9rnuz$G)k%X!wj}!J{6${>0EBwN-Y+*>y379ncdzoOf3~#C zMEfq8Z@K#(f2{ykO+Q!Fj{B*MK=$MMRiEsA7f)d;KRb5+@Od$lsnCy<@{{{Sk2 zJFPz3kM+;%%>Zi+Zsk|V((S_M_>cbpUbF5by^x=_+5REG@uL7>x-`#*Bg@wL-Fn^s!A-lQqqC{SWnyvutSaZWJ9^Lu zp{=x`fsIQLc_*b@lKMCZEg&bR&?}-}3tTgnzqttrJroXoxUD!etuh?4+vJXflljnQ zbMZ&0>PQmG0)e`|Ye;xb!ZugbCo?eWIT)^mOCtX0?D|k6h%fIxW@^j|wwAD2@oxwT z*q&2J9FiEzGM0f&;_e>jxn{+7d2k#-vBy=TBetG z7XxH@RL(Qh)$yae%pKbb2YLXaFYV(YAyXqBI`L95yqD$9#XYe^qR&ro0`vM+S+!^p z9z`3zlmTSeF^>g^KDnu)irO4x?#FuN4yCGHu@NrF{Z1;}Xw8Hw(z)xmB7inz*Pw!O ziINwvsP45^yF0=dPB?DAr83({xr_Ib5db}o8n4A3p95|xZe~4)6amh_*B2KC+-{h+ zQ};z`uAa~~FI+_va52gKD(&>Q45Q7FY{BE8C-kf-bsa9)`BuTNu1^D!2518Pt69Nv z(bz(6B=si%etE4U_OiQgu7$L1*a4CFio}LL73yPbQHy9#QZRp0TlPKyNf~FqxoKOt zKmB4T70mrZ{t>-XNV@RV%wKMT{x-Lma;oa;0}S)qHTjQyrFi4^FZiD?iL@tW_;apY zX5ugr{GT>W zExsGuM4RttGRpq|dmw}Q8uT0eQ%usL{p6u>*aM&CUU8{-_U1_%-$qlvvo=4dqRD(h z=D)(McY1b@qv+6p6KM4$)qPLJng*R2StkIF-1GWZjo!(wUr25>8>W*#!Zz{wR#~-4 z329I+JxMj6w2Jsqe$MXlXK{V;S4+3ag4yIh!-If-F<26K%UsqEnF6hXw_$>7nVQ-L zaOa$K0Dp+Bn=cLO+JffQGKZ@YIHk=tYNJgT^hvBQ^$#ylb8$F5PZjIXTfq!LZO|r1 zBdu~e2Y{?J=@#;H=UjKkAJ)6Tj=5GC1N5iLb4~vMDO@3C0|OsUDM6ee1COOz+BgFv z9qHIWe8~pY9az(`&+ioka>z3081fE6{Y$ z0qM3VCcl@@ax;UF2jpqlvqc2AJi!jBtWEobX$yBa0=KlU0Nzh5+JDv=mk~2)~sw3bdqNsg-0)QPHBCT4I{%^9*U>z@ee!u#FPDNM&ju$P>|qf zw|etkPsY`i2*m92P&b!;>WKZyST_37M>R{kTl)Vy11X#+G%`@!6kTn3@y zOTAYR##!9<0Dp~jHvSOPY{`96Qz#tze*a5^8gKvwC3v07}zvnl_KQ%vUewS zF>@K|tZFw{w$NMH8^TUfkbH&(scKe_<^VAW^wMbKX>MzzZJY=S>pg=~C7 zs}C~zHs00^BF0T~S8uwcqMp4nF^=`Z*xW;^>QZ=%S7J#dTgRS@ zoQ|H=YWCvi#afA)<@VV^e{~ogao;u4!j`b8Xrc-u9ZApQ=~CE;{{Xfx9DktNd2865 ze_GCxDQ@KRbty7WMFOUuS7w!d)N;L)3WiA~ot8yUDLr#iYF&!vI}j4t0s-9fS(iG) zOwAN%XMf03XPVMA-EiCS+N!n0*FU?kj9V}FyVihKo9!SOZl)I4{t<&&{{XrQO`K+O zdb!V9)jDmWx0^O+m~|xM^r_nV&KUfQnFMLwas5SR1xssrz*d%GbNnO!0IgahPf14Y zp?yiJ5$dW}%F!U?{{R{P0PE5*ot;}yn>qdvC>6)t&1Y;(ag%W4_&~)+Z)>SceBFZ9 zKhCYJmhj{3vEjeH)|P2!pD8;AQ`@Bhb3Synia^Z9=0WOkD@jbOfmDbxIu2^GEKx2Z zIRNzQSL3qOZ_f3LVs{BswY(P3xH-(-2JblZxFB9w9?;~CvS zRw>w6>GtKsNEG_@tA27uKX!L0>MNPP)->x^B1!W3!Bx#-$>Pc5e=g473V(>7@u&+O zh1~M8`GGv89T=MCZ?#xrAj>}YKf<-kUTQjypj+*i8A1FjO@|6qQ2{5T8Z2FpHTc!y zQETw~R+3^?c_We(2mPdahv43nG!KVbY(b2#dW$;&+j4_mWBWthNq%&%4M!%~wF}sl zhx;s9PxG&T&@9J>JUwTomh&DcB8_{yZwRIsLeEF?IYVJsJmUf zyW=|--36-Wy2rNZaZ7^H{fbkZC|idncJ78@Bs?6aivepS6{W&nG=k zLHg1)oJxVO*pd$bAMm7tNiO3507FkLJCn%A<5HQls}=p>H#Z%JGyxL*s_6>bsDdDV z_k31m)y#I$v~UkO^T9r~ZujjMJ7l{i8*|VvC-khjyg{XD`(e{!Gf$omL;BDJUty6U zZAVv=_e;o6{{U5I-fOLPk;9@JR`EPtdGc+!D1vnUA_zCx}o5Z@Fli;gJ^z9Z!jo*eNB>p6d=K&?P(mXwD{+hr_ zqp9aV&b-p=Rk_zBk_cEOvK|g`$K_i#T4nyPA=LF@x)vB;L-|(d(Jf-OGqu2m-Y=Q( zIsyLx>YxsK*G-iYG#J2Ny~Sbcy2Y)Otp=Vq+z=Nd9e)#8{wDZ?q1v&sw3E)kQ?u>k=MEbWp#`5#Yu^W8^Kn)c>xGS}vYIWfD| zx~*r#cUR7A^y9h(8%txT#ba1lEGlK1Fo!#iPxw#;XVd(IUuRU30vO|O9jl*R9`61LFJ_Yuo$4{xvokq}bf$1G=R(uV)}hs28!Ksi zr7GKhTI(a#y(gBF~a4SS;Ti7@x^sV zO*r#6V~Wa_)mRx^kCKB!hSZF3%O)2hxVbJSecn*wy6s7pSsX^$$gW;EW^Khr6=(vH z8>8GuTBRaC1e{{E_IY3@Q(5w(lFf|J22_$`An{o;MowIG6|V89Y{|(zs)UyBG=en# zDhROq6_EYm@}7dUZy|Mn2*=G@HE#UjpDW_E8bMdfQA<+it&{0iuA zrbT0cmNm~y6te;!p{ZoEDtDUj?SvhIty@`${`t#xtLf$2Dux?JdZ%?inJ_l}DH{gl zS7eodxQDHXjXsfA}`eXD#Tj@iCn;>Z=umpQ>X&jPjeB#=zPT!K1QAIxO{bO(c59y{EY zD4WdWbgczFKp3R*ys#fUw_0drRAV8+(h-k;xyeqTdR1k(jvH`*e8;s~xoFN>9z|p^ z9Zw_HubG*PHPcAEa6su*ZQ}DBKU|(g3>S@uc56n)0#|$dfqDu#m=<=bsYP4?)}t*G z#71#N!#2V(fNBI#0LkOhpbY7wAnhGbN_=+VKny-(S0s!{AZ0lMoE1>uoSFbdiDFEz z%++0$$Il_>(yspilZvZyq{uN^a)DnzE(cmgg}ITs)rOBFBBFMErEy0n4CX|C z8nIFrw|cV|?*=+zfGt2tD;VHbmzJn7Dx6V)gXvbc=71t~>b{j0ao?J-7d(!0Q8J95 zTF}ggAahB#1B!bByfEO>?o`7t`Dg+n-!Bykfx9QYEZ0yDBV5%fXAHSsDy#;Sg=0;? z^Hd(@R^U_tq;%xeGBZXv=8FKtlP-M0N<%vky#-Z1VdQgHl8P0Pfymrbw6Wohfw$r;GUCnBtdU==K-!`>7TnQgw=6!!rC0M7)GOr6IYNw4VQ#=_f6)9tj&G!emT8bcb6%8C_7;01Tn zjggxy1CdO1C#6Y@QCghLqxN?9qwMYPQV?=z!%#v0)AF0CqH<8=k=nDQKtquW$afCHl`UFUCje)q z1r%kS&p2;=(K>j#2#fui_NP1C>w%Y{Jz z`Y0d$YVDyNZh82rSysN=X;dX3l>QzmJQgMcaktvP8J0oc?@xm>ex z&02W#CgIkc@$o>$xj@0>^ z<@s$iqi~2;~#|pM>CgT2*9dM8?1n+-I}oI&)b@O zakOX^`Dy^3GF5pPr5PhFPK<6pH{nigtC8QeUBHOs^cbbic<)Lx#(K~S`JZmV%4FNLae+{1PK{(0bVLkDY8Hu3eq3|c0q~054tf(yMf5-Q*ap) zZA^|0N^njOUs{v^-qeONPTtp&QKtRgF@@2!thk}IsYZ#o5;PD2iBHsecYfwvrS#YLbrfIXy#h0OqJ-7lL7 z+S%L9Rnw*#b%5}Ce;|NQJL21ZnFs#jP37M?h#S8=aXFii8+E-$@y6G zTGvt*e>8Fds{-t9rK3eZFg3S)%O#*kIbmGHPxGrUQfor_9yr6f``pk2tjes)F~B*g z@7_5sH>t*ImXf}FttNOC9;1_XV^;ZbKoEH;6wJYQZtq<^x*sJ=4qC7Td*Q-;>gg>> z7HS``>p&SdiXw5a?#Ei=@9k!iQ#2r-TI*-w!ZGXKqmSiw4sf`rX3^N<(jWQg2sL1% zrWuA*S3@Pde>8`k)t@L5ua%5qkw#3@?_6UTtvwbXWis&CtSh9F0@x!J)c9f$@pZ!< zv;olzi3Mw3@N1#FOwnt**u!vwt+3- z2^jegddskiIb+PY1QIJ=;4DTc^TDe?TWlL?BQ1~yMP;ZCW8N{y98;#ciZ9&B#^5VT z&eQ!{ALAnxse(U0ziw|8SViKm4tO?X-l+svQUTlsmOOFz*UTC`m)8!FczaDMHe~K^ z*XGAs`UCcq)qFE$@kQ=+8-=>Rw^F+pAC@5_@$%=PCcHlD;;;lkqv`%@Fxik!Kk?0M5l;nvhyBM;@TwRDUu#ucGx0BTki;IiL<3r&Ii^E-wvRJl<4Rs<5x#>QCrJ0C+u> zw2s1Z+ezb|=DW`hcu&M0EY;)Ft$tXunPoUCtL>BNUcaJvGf&lTmJ4_TqVQbg0pE-f zUW=)Cn@8{_m;HxlBCL`OI}WF|GtE_n&UwDMqh0C#9)AjWdd#r|#`7y-UQ?r*5D639SjPdv zKWLeMgm3HkPzL4C#57WE^s5lth6XYHMN?7ZEqH8S+(LWsarxr1V(|`^!GEzWN=n|D z{-Um2$>RN0e4Aini1jCJ09%W~i*CkEV(njVP%)po=Gq_(ppEbr<%m7S1BlU^21pb3h$w*R?x_DW=(ZU+rX{=T%z9>frsSQoIW1r~~{f zA!qR|*Y4g=vm^ZtXxnL8U4nUZl+iD z8K7yw-3-Syb~xjR?N#7bU{*+VNw$5L8&6+RT1jAuE^npe4tvslx=7a%9hg5{)H6c! zfg^%R?R4cu#!C!eb70Ijrq@wsvic^zxYG`$;9o>$j(x%b`O zv6YnL<<1YO=xck#`mMi+^|^IBf8FWUE9Ba)a;z7HZh7QaKL`3%$IRq_G3;p$=DeO? znpnQ#dy1QX&Klp2IVP(EY^)TpB}Ona{xxBViE^Yae!2cs6apz;LnFV+I-ZophzAa& z$Qb@rtEPB&RMuHq-3vxfEz-I<^nE)+jb_!ZN0kZXR2-4@6`&Z9MSFNWsG=o@PkQR? zyalV@LM|>?TgTr$zgjN-ENNP7DP!S{I29v_SmcBBBDft##hxwKWD(rm`7p8MU~~Ca zW@oG1Sa>(X77Q<@TbXf_jOMsoZy&{DIb8xU42KzFIIcYD_fkwIfmwjzi9h33?d+`L zxe{N>v5!yx0962JYWnW6eKz}>qVLyY;0mX2W2s*{%*nNvyR}O$rEO}(bbDX5O6TvB z+uJl;L9A+V=K6oL#oTQO-u4Hb91%FEGH2JSyGPckxA%BaGpGpAcqOjI3)s4%GWbQbtQE8qZfEh0HJNCxv zyL%jFP}5zR+xwew`qhYFD{5u6h(;HZ$NvDYKor*NQz^4dwifUMfLj?O*P2(-<7Qd) zNzA15Ok?>~JDqj_cHZ5WE5Jlk{uOIaz1Q`uN2S@~AaUj}U+antxtYBU+;(UNpBT11 z3zL)jil=p}S(x`o&2uh#C?oX(wV%P7aEWKut}xwQbJy}UQsc*71Mt8WdOSXK!+w2numj3``w)brASJ!TJPhHQARd&VGO738-)WC-`GUQ)l73Z?wptb%sa&geWpN zl=ye!y?#cy)aDV!PEK|ckIYwRr}!Vj+B{!r)@Du74xcwC=nZf(>faH(S8#3%n4@#@ zs_YmarEl1LJ2w&;yiag$JMA0+_=7>c(W`gyBS+F$TX=5E?K1QjCj;|ZQj)&DNF78)XRLy^%IRn+M_i>O`@AOs`s&{$M*gfm6vKR#L-{YDF2! zo?3-d`c<`_-rhW(WHnxC%eK`WX%;d3OM~k`2rlK7Ne2L$b4HZtnwKAz~Y{-QD zT~@ohtxhGUfskk#EiM*3~~Icrn2~RWornRT5;wN;Tit`8qu161n3}s>13Hb zbN>L>pfo(j3k_>l8>8Pko`7&Gu(9}ie{%?X%a0~JWXFy{`h!cUd{nTskIB((2b$iQ z82rU~{;A@x6Y3|VBcedOrs4aL@R>684ctkS#*;$2*py@%|OKg-om9=&KZK3cN3_|4#l`%a5~ zZY(0_$sSMK_iPhgcZU8n=vuwn>Aoe8?3d1V66BtJNdOA^(#OD_5%8odEcc9MBMp+o zepxl-e-yqS_!GvqM%zz?Qti4`_q&^t@Q1BPU ztuj09Ui@3?^AJAFcLvTqKm)0&N<9rF7LQz;#u{dwmD26TPJUo{{YGku)qGj4vn{dN z5#u;t%Yz`WBLPE?S3EM7?kSM_2(QP&kb9NrFdt< zv9y;gC7T=!lR+mlCI0}4wX6#yD80E_f-eVOUbmaAN)-Md(AK2>I7?+Q+ef!Qcl?oD z@zymRMS`lc7CiL-0P9e69et*m;hh>RylZgl>$nb(Z}@_ znRO(DmDH|&cK#I~;XoR34-M#Xd2#;$q|TpO&X>d*=Ah;~Hv1en_9ykMnJ(VjAKA9! zJ>35Q_36KBd7Wgqa9g^J{{TTi7GkqhV?ETS<I@1|Ti2Xb z(V|H%7V1MV9lB5i4Kz}m2|Vc!rxj&vW|@ZXka`jgY{hM-Y0>UN20L{%R(r{ANRGk+ z&Uzl7&VxBI(pp6lDv`W;^rx-GtUx0WgWHOJ@J`B66{aCokbG_McY+l5%o z)T_sO49<8-HPni_MY)uZ;^;qG(T7FVZY2KziL8Rv7x+dFfA5;=E&l+tBS8#dZ7t75 z7$&SGq!5!l3+DIC+y z$s^_@?N4Ejwf1~|Tb3a}KDnKbjB-G8R5-rE7x%N%SIxc>E0Dm$LY zvFV9yw-Gm*kIJy_2*@>zW{st7ysdoK`zrikv+?JKW$*^C6Iu9|!in~Kn4cuDg;5N- z+6OF1z$d3)PorAS@9iHy+$ZmU^{R<_I~pxK5hCSxp7j#lPTQIYw#0urxePX`kYo}S z?b4u^QHmDCghqp~f$o^Dn1`~*{Cp)Sl6>L$^4CG z%X4KTu+**^Ry{xje=0Nr5gmjtj&5Y{)C${KZ^T|&Dq2U_^*^m)!#(`jxA6V8)g4`k z=kpbM$HCf;pvGNh*h)uf>yNn;^E2h!>0cB#sTZP;`zx{RA$D`Op!dT%56S<__-CoajofADopbXr)uOcJ|O6E zG4f+FvFZ1*{HU=$_e6DCmxlB$b4Iw)HET4uvb&7L@sYt+U8ko!jMwF-#h-wG5D(BMieOGzd|JO#=CTX&@F^1*p>(SRw18J)K*CK zIrprb6d+*J=0=fH>UnR${{Y)Fz~2-!TT5GnZ70MbM0Yl_Z){AVRlt8OR|StzUgs{e ztlqBJ4#=fk@r)Hd_40?rpV?EvJ~5fK&kVWH{6Y7G>Aizsmcfk36YmgnjMtFqzZ^a! ze$U#RUJv-e5x&x(8zH(~iV6nWtbCZp2G(} zk*KxC+K%TJEyIK>f=+lMv@CQDTTvJhlt%s|kMR}iw!R+Gbk$W<5=gzyf5x>Phn6s) z4!}}WjNMD@ahhj?^y?rV)6cIkn|ad-YWnOIs`;yJxXC;3#eQ%K99!-&T4oxjS~1-_5sU10sDSqx$S0F8?D`V3Z_dJl&*VfKwy>|IDdhX=3F z8WSqZsfcy|01$YM1bS=@5M$I4{c&2hz6X~g<5<5q9I_BUm^FE|y-xK!j|}PMB0O*4 z5Bzvkka$A&XZudIctPq{kLD`IRefW_`dq@(OSSW790tyRn5(G=iS=~(&)MN`WgJ$S z)Vw{Qua|DCB!lWt=Zc{E=C`WGQqI&uhoce?AB_M`z8=!7Q_a_B^U3F)G5-L3)4$;* z(X7|V(QW+VyaCAlNUX7>LRnu{yz?8nfBLIJE2u4h(R8a~?bzp!)}@NYIa6NOGG{+z zg!KbyKjTCiUWcXs0LQ`mOuhIc^yajiPt^4V-+L&9eE?tPIjLIQT8)!5o8)Fqr=WP`cQXaWnPx5>1G?e!-WZaW*R zy|(hq4tn5!T+^Y_b=!vDJmT6R)Bq0@l54s?f{hKi`$f;G$mW3^8G}sFtbFOegPwUL z*Pm;;#m2T3Wq%^o4tDoHjbmz(>bmFpUHslueN}x2)K+XsZe=k>#^Hw~@-fG~F(@4s zwd_isU7TBp<0pYlF!`=!)Gly;x-*Pcd5Y?Bv75;rgZyZU$srIO4N~%g34A zde(wk$l#)U;PoegN+7ng0JCmyK|l>daXfpBdk6PN6$4oq^EAXDJqJ@-P=9M`2gY8K1FYh7Wt1#gL(CA{{ULT)o*oOT?<`Yc`N8K{VJG6Tr#FHRjws+0cOo;YEref zvw~bk42(G}N&dAvJKafw*2l0URerysjf?LZ4G-dS*4IO7$ae|ol- z4}T&509Vje#M2PY*le77*DK@QQrkrE+sSaMJjuG^zUCyn7qb@N9dxw+u=rnwpu;LqXn5;txcKBG5!V_7_U}n%C719jHbn) z45>s$T&rg%rBS=NNSv$XarCX5=%9)ZJ^ui4-vs8lU$lQ}TpMdEa>R@YIiLyF@->aF z92Xq{>HMo2T~o}MMGQoo^ym7D>?820w}f13bKw)6pkRJr);QHIp6#skOCu|&`}sY8 z9w-8fTIzB;Npc0eSnH5ZK8B%<>|vEuD3$$AMQ_jHd)J8HYL{M0u*pN$>73UwA=EAy z+2}T=S5f!R9DXzbp>=nuMo*Mh))2jL3CHuUN^Mp+!~L2wcPDqQ#?Qgivwf$;HwIT; zc4PF&;<>#`#9Ahrmlhg9Q+6^uyr1Wa09z<;FYTU2ltB}pnMlFM)YetrsiWA*_Inuo z`+@R?9CQ4smiE`$tZ~V$>T7EY4pRf4%DSk(;SkX6imcvbfMs#Hi+)rA&s%s~Rn>EU ze{r!7@Nv`d#Z|w!(7Y=Fb;S2feq3b#0F83KFZi+Kz}7Z4#ueyXf=}uzgYeIYbqQuS zR@!S^t2f^y;($FFEcM?S;!CVUY=^g8ewEeR*l9i)wkGI>LB{jf@~(PaPsTIb@3*%R z2Iv6-t1pEm)?v?x?~Aj1!3IX(ZYTp2RPlwLqR(fi+_X!byND*aH`VkFB}?8j-b@a5 zg2Vb6)n5$gI&PrtbDy)v&IoRQD%jMf(Df@*7lrJ@Tw@u*0Ds?qTIV_r7XJXo{wcY& zRIs%ciHx8ux&3P+O7QQ*9~{l(c#}}_Z2th~m~`ZQ0Tq|4`~uc>*@msF_?4~6K+QOr%w%R|+C8qzSb)e+?C`?9zn*14@$ z#~vTOy?s8*R*c)B!}U?0>s*$f@FU^euu1m)J@+$XB3Uz!z|_-z%%26DK3%-NVLd$A z20!uYu4ULc4)(`Y@Yd9|hVCLyIS2e|zNO+V1|^g&;uqVr0D9M&N&7K;GEmV%)1;aC zM)^($<}1zhpV{xhR`Rq~H`3e64&1Pi^Z30S%dojubJ*ex`It=`!g_-1$Lm|sO(HC6 zj=o!T+Q@&ceBU4J@1`A*j}b`9e)sOk{{Y$R27iEh+*i*Am*OXi-9GCS>Hh$a)o4Cn zGw6R83-^*Z?A0*57T&+(Rcv6MD`6PH&n!ki#=c;`_$}jKv@CX>Cz3)sl7J7@>PY-4 z@$_AA}`ewM*w>*8FcMP^Ut&RYA{{W)aV0{9@NYHP`Bd4WuT9YG0@uTkb#dzfZ02zE+ z1=svebVi7G867|Gnv(D1Ev>|0TU+@}{7QfQngHIqU9#dNBh;Fy8xY$u@|xyT;x3zf z`J3c8=Y#(M#ME!&T`E2zQvU$w=}P8@M>w}v4OtW2AS6aP?@+<1#i_Ak!Aa;lR-|@_ zF^oAqX@P;{i>W^L1!zNHu%Xc=MzW+ zw$Dn>zj&gE#NAD4hETp^js|0LI?cUQi<&nDy;e++g#`6;k9EWzR|g%#?z18+ug^cN~r? zk^(`r@+tcR4@yM<;EpJe@r4yYF|iOMIrgfhn>#?M8*?1DBvZIyg!|M15(Zr7r96|g z@x?KE?LBD#XP07*XaXdQEL?t77{=nmhOI}piWS2*&UvZ{Ze?~L;YT^32CUJ=D#%xR z9y3+0rg%)!hWYV~ds4y!yC3dnA6nV)UxwerelXE|G=#Ozxql6)9)ec`K9y08*)7=p zEB^q3e|#g=EUfN6E^ASU6H&J|wy`kznF)$fFgfUZWk!0}>4ffkcC3#G=obDJ@V=Ab zt3U)gU948ijP#8H=aNrvQ(Mv%1Cg5UjBJdhc8W2~*yL2JAZ{^JDvWfb+5zBDWy;W- zSJI8E=}Scf*#Fe>sPyM>T2q$jF;V@Qh88ZX*EOymX!&>on!!ol2VPBldG$!66in)4 zBPDv&iE9vT%%wo9LC85@mWL&ffs)38jGLG|!~2u9JJLaFstIy7p4F!fqmh|Ao|M~& zm0$N`fTuJQbI`s6=r5~$K(?9Ja@xqJAMU!E{TOseGYI6T74rA&zn}!s^$!rpyKYUx z1PA+}RM*niR}AMr#Cn?a=&dez_?cc-D^7Qu3anIg0;OUHBB2KiGtO&!oFjxJo_keo z>&o}7BE@54(y@R$_hTT@a38ZhvriE!Mq8n!P(j^}Dndrwb?q^8%b6b6YlOBW=mRHG?T2ZUVX}2@#>|l?Ii-y2lk>L&YiPns9ie1X~GR zz|}csCyaEfGt5`_aq@fB9;cqP0S>_Dp7mbpK??207Ou&N#{QVDe&S<1g@+0#0^~OV zNPekX3eo44z_~R1(OklwM6m9_`$m z=728bkGaJ?Ks`oky617psXWr00YDCsimx0~V^N*QifQC-YKXq_7BP|QRd6S5?AUJI z=#Em3cJ-lmV`&`Hq+we<=(rbSl($jMOtNF|E(KBrk+a&T60@9QqzkCP4Aa9iaw?{I z!Ksvyflz2!O!uj}b*k}@c+WKO$DyPIhmN%Ep@&LfVcw?ma=7V06eW$3{f#x3JOPnX zF(tCcG>mqRxS#~#M$mfI%TL^$*s2bsQ=`fCpbnY~fiNqKfmoNGU6s$<7v%u_!krD& zunZumt`qGsI!Vs+)_^n(#CK7x#9a+kln{4y$6CtLq&BQ{`HyZ5Zb=yjZ>X(NnF>vk zJfV#BuBtn@rL^+#^K`CV;4opc$rWnN*zkGgtPOMxmD|7-(rXH2(^5#!D!kV_6U6@j zAU`m!iOH74`wUP9K8tjMHVf;`Pj?@gbi@t-tgR$P9n_IXa37k{y`RV=uQ}jQ1eR=y z*pDQGTeHcs05R0pH>aZIrY*@e(XL1e$AjxY8CS#43hFQxt3fiK-NivA9by{J+6b9LKL<6Y&eBPi844>tIFv$?F~H9YS8Wm7b~>@fD$p4B<|my9Gx!dPacN`^m9sd9}J5{e7OqSmcyhD8qS(Ym~N^|@|Jc`uC zZhlVq#vcUho;ue2L3e+?;ND7~FkpW5XP+GSKf@n6htJqf(xCJC16+QE@N-qyuWvOC zPHmFjOw(hI1042YUaf2Jr^1?aQKjs@XozlNK^*7(<6Lvx_vw5H;@{(BQ_fDEXNCUh zC;tG6rI*M4Cf5}{#SwrWIt+g*?=Cd&hgJn-XGSa7ZmA*h_k(o3-`VzFa}JA=2kI*` zq~mRL4;t%u`(v<-^f^)eYp}BTRjE2F&prcn2mb)9YAL=kTt>l-me~IQg+b0g@!I9J zZ-_dsy(ai3G3TNI)A7Xu(DmDYhh7}h;$OGStizL^U(T()=ZAEUmei;qV>R<+>8jm^ z^KRXlj(UIf>JRM8$UbR{FhA$kfVu7${xP%D!$~7=%V!*q>0HI<#j8d_mho<4a0&ka z_G`}CkQC1&{v#SXLf`re5ljeWrVVD&0B~LH>2>`d^2%*saW@26BJTN&tsIxYq9+PkPwg zGHb1Z_Vx(_LD2C_Yhx)pA;fXi=2)!9laNoXXl8Q0A+oyEB{$ByB=oKVc`l-rzjRrL z2ZCpMcXB<=-9&c){(TP~$k5$2~%V?fKn8xh(s}@>Lsi-;~ zgsJF7dXAgn0=S<-61$uUwq}$ttxVgsSI2fyTwlG>jw%RfJYdsGcDSrZOHksdvROIBt0MZXVh0VE^RE`5eQIEB$}gr;!QrOIx z&>8^i&9nu}EAG#&S_U{roaI$lu|0oU^9lTO6mYkYhju>i{{W~~O`!2Ni*6Fe&^{&T z2XD_6na+A_-X+u7%8~;w-5#g#u9L(574avD-^^%!%V7Mpt+$cvD))u{6X>50V2i}w zI=)+`LAfoD%kvIEEUw;_FO2>*>G!scr0F?{Ng-8v3I_mgD_Q{;i?s>#9X=lqcs2aT zUzTb4$vDC4E6QKN5?nKCnyvAf`Jh)0<+43Klz@vMgNwx@SHLuY5@$DAqoO=HOxi)R>@%reT~TFPtf zUhVd1a1c6V{{Z#toai-f^u1eJx%)<;a$=1=Fh7y3`0czoWhqO^nr8=&PxPl;=$<0D zacgkq6+KDE^s8}re?`&}OpW%5Pu}Fv1QT*`Uc0mf@~()!Siwl=#6 z;2P+l&~$A(6G@3A@6_{4AdH>Xu?74wKp88g>l%XYoS4vh;-78d_>u8);f-%aEY7

iVQ&EEEsmd^dJXe<7r^#n+1YRJJu*i>hG-_|oOo-&ULn?{GPDNXDY2J0>0Xx6 zcpJf%<|*I%LhuX)JAlvErEq%RjkW!DK^B*rYjqe@0eXFSu1@CTPk}|owIL3Jwn-=O ztxYU<7oIrOE~Qqpgj*``5Obf>xtVM=OB?QEb2j0Gq3=8(-Obj>SD-1oOZ-Z8?3HP0UsTwh#$pGwod(qlZf z?W6S-aTCK@eq!?t-O&5T4bSUVA-~n8R*uFIYXRW4Mt@q&%%FeaB)i;~%q-zOSLHl? zMMrB6krbO{V|2^WPI~=oKWU(;yGeieK!X9P1lUMl|bY{{WVm zL&wvtbOEv%ZDRreileI&&*fRtYx-Pdp(f&U!Ny1Os#kVi574Cxu4;yPSEvfuKljP1 z3-Jd)hTz-yUrY0ydcNWZ>L>$h8$EYXCT%{;?6IDXcAw{3l6X$u-XFDihg2S4QlK3F z0OO{zR`cQpyaGocv4Q&FDZr{@;r+JuxbY66XHnmkAI^X*$>Xm9=!fjO6_48|CmXWk zpTtw|d}ZT3THEZpW|%CNP61Mc--RaxfZ2k-^9XUpcCGe-rJM1bPLlPa||W z#y>GZ9LRJ(4|V-nQsY>>ZSCq;`Vm_2_*=r>6e8zPxL1^V?*4?=F1p{3{7MWqmaPaK zTuY-W68%*gjTMQyFCx1PIW#{+@|NoA#PFEjJcJ!u$_$sz@7 zdlkp40Z@xulue2YX1cia`1S#Ay?UCuu%r#KzHfSD9NnFw;};wcO4_uvwRJ7G7^o&t z9h51{bTuWMs*2gyn=8ckDB)flDJjV!I(kN&lET4#f`{Y0c`AC|BDM+g4^W~4qu zTGf1idwSqT-bx-i{{Z!?1z%Ux8*~873C2hN0A9UkPWVl07~iW&=eMBk`5Nw^u+p?x z76<~u7mj)Uw8}hFPVhH~E{B|B5h*+~V4uh}cJ_Y{Ew`ukgyKf@$NvCjT3V;X4J%H6 zCO_ZF*bIUEtIqXbA75P-NK?z*(C0tXKOK-X0s%U@AIeAIzHN?mi=0K$3Y) zm(Bnm{;KhNtE-#F^QDoVQhV?#R@X_tyk&~g+i*QwB7paey^jl8^&#*o9z>Nnba1ZsZz&tyo#u6po7AdiJ(k>@c0A;~=O5^A%u4;f)-zc|_$0%%^ZU ztULbz70grYnj9u0CjgKBxS+8{pDd_m@deM77gE3e$*AAOz8caLL!`y_hCBoF4u2Y< z7lb@fs>-tJ@|a^IJnjC5yGsuO_*%q^jYAWqv=Z@gDwrN+?NV{B)j_xsgI84cKbhv zbfYh$?jOm8UmhCpwu*ky;weMUzwdGQ4AZ6Yo|$Fx_;%mSkZ=h90PBhk%&BzW9(aWB zzCmjndXyL+fvYXy4G&F(Nv-Na<=2rO(}DPdRjw~SA$W;|6XGaargn7wD=O>3cCpGE zTD>D@ET9wmgFqU09xu=|uk>3BVJSQU0ps%(C61xuEn+8oTtf?YY;^rADfQ0_>2Qd2 zTW>m1$0fP^^HzkuCDvgv#08W@a1IY2r2sZfKEqEYeOmYJ51vy5e=4G)<-B3TJXhWpf+JG(C zMUPsN-~JLC-V#5v!h7&)c=Raz!q<~C5_@O*Py{b|V-&trYG!`jY8fw9MQ801Q;NOJ^@@;rl&3w_G2zxcb*a9QPha?qXO}bSINm zypY)ufl@SZKmxk}Pp37TWR>CIS~<}vNJQ4)W6&;?yC*8XMNDchdr zw!%XbaVAWBpF@h~ZgrT_17~R=p5wV*1!cagcrAoy_e?V;?1{|-cuY~>^>o-5MKgIX>N8lxLDr8e;*-ZKEgV=sl}s&AEAz`WUxTNpRj|rFU>}Gy00#w$kopAX!^w zk5_N!&1l<6r`uVpX$USn%sRJBspxsAWxLjP7r2;OMmm54aZ+MiIs^%i?OULyxKWSf zX<(B{vE2@t4)#CB-9K99;=i?ow6P;yF#aQ-~9-(mjRIf0DPXG_tkXvejL(m0DGVuj_r~CYQ^u0Gz~64v&P|w?7#l1 zHR=XbJ{i<*e|vXuBX2+l^fj$-qiEV(W?R+_4^r8#3s>>=+nt(96$igl`ijMlFA;0U zbl|d{xxoD?=m)FZ__xDaOc=MBLk`$un&34*iP!UPi%hl1Za0&U<|)zqIlZ_F%n?`f zKhCeiqE8!ZmjsJ= z))np0{{S&qQ(bF%la{)GPgsPBsCF1#7x zjY`UL{(jGG8@c?XWiBDzNT$Cv5;eJE(w6%OrzRm!@Vdq&TNJZ<|M+-O>)o;dgw zsy>OVB!+ai1A1=BW0cOInAv0utUx3jsOGhGjeTOwHcRG7{o-&j$ghm`-`RJ=+V-a2 zA@C;u01sWrzc-h;l(9RrhirGQFI2JpqP`6(Pkg`I+B8kNO`b}&&gXzzI29_T_cV@P4nTKqZk{*(4bSuy{Q>ALm|M@ay)Z_)&QzdVaZN z`UU%eyUyPGnDrwGz^|sG@z;cP3w5}&)RJ_NVHgGj+qGDw&Dc#7!P-8J5T0no#nJ02 zBz~NV+P~JU^xJ&1?2L8CKhnJN@5DNc^EIZNzIs1GgnxxWZ{a;}RbslNqTVO$Fi+!# zsq`Y<%lE!Mv_wB-1>3Oe{VNXM`@}vWa*@Ev6Mq*U;47(%L-5yyBL?M!ul?dk{W5C6 z*YykL7TzAW2*2N8Kdm03vRfGOcq|A^nw7zXcfhHk)VwdC{{W*|KyIb(-1Yo(T4O=f z=awmWu>%UPM05> zjsWBe!I?FkaPGaBTSR|^b4d-o?5ncY-^-8G;H)Gh|$(MErzP?N+E!IjdY-;U=$)KoTFT27lyzV`n6AO5{wI$gb}9&~|${s1xh z=9@Dza8-HQWCo>j!YN*^*&&UEj#pGtGu$oc{omKySIx z>V6@b^~#1T9(YmyHH#ZhcFa|Lv>gep9BKM|f4p#5bjYe-+H%U+wTQBwhyMVrSr(CR z`!VHE^GX~JncxbK&eN<32-}!{2pwt}ZIWOf?n1}9aw*oPH9H`-#y^anpPdB@CEd-$ zLP%lq)O94*bl5Gn>Q6Y1b`SowU7pr^hHpA;%bwhRm0}w|vyV50&m7PNXh1=j;SmAP zJerUFCheF;#F6ca*@iWfAg<#|x<;vSATckNo~D2?8X4q_M0u z@6x*KFAt()&;8?ft;p8a&@?bFmfpM?(1Vn=@cyeh54BI_q3QtswYP7f*xHpJf8YNA z*H=x?p)wKMkyWRj;m$}9$L>L(3$o4>1z;jU-~RyBRm|$cZMZG|)_=yZ?lpTGY@}z; zlkydnKB<3sAD8~3KU!B8DZh1nZ)l`mT=0K{b^R-zZB}UmCYce8e|^9D^`8l|3|udr zBKPV1>rUNT?aN#+5s%;$%jG%yrMbO-^!eIWQ}q5-EVjZZL&Tvy&o#3liY(;>V0XrA z7V7K*N{>4|2TGe4Vi@n509DTVp>u!omd5X3YH#exrTzANz1^!tG}uv;1H9v$Qn0LY z@yl~_lN?@H#RpAqnc1?VliIoot;7JAU^(fIX%;Cbi)2f*9x{2WEW`4U01-w#>Fcy9 z2j)K2ZK6nsf*4{ulVwX9k@euBW8Q zYHi{XCemAZRlpoC6+Pd^o69Iso%!;{8%82UtcjVvT^i z)p9 z2hN)AvHM2rw}Z^l(ll1cQ6xCUO=GTp(swhioo5_2BcV8f`1;q-cRFqMsOVd%vP8D zBiH(aeWO)iM_dp&{Eb_h`$+KZxKcAA`>MI;`OpKS(r?-&yScanZzmvsLsfMT5NWoh zW4C`X`;6dc@~l>yQ`dJ(IX2dL&erStR=tjyX{NyUY=p+EoaZ0oKpge9g!rm=tW6?;yo)toh>b3`B(d(=kq!As=A+vZZ%0)Owvb|8}Bi}82mt`vGB#EjB;FR zOdK~Q$j|bwbD*Q3S1M1)P3m&^XhGb0!5R`8)> z3%NaNmZV$DNZy!40{&sV?)!QpusokasCT;o8rELai#>0hRdJfbW88;^>mKb&8=~z15B!R^I!&|EolE;#4` zsoL^g;g84UT(17i{h7O>{HeNhoC}uhOt5wP}!~$&W%h z{&koYuO@~gM;Ye0xil>%Vp!UtVtp%0^40C+`55ug8pNJU=-Dc0dnOFW4 z(60f8Yji{ExzF>iCH@-NlP8yOQ$KWI{{W43?|E=pa$-x+LS@prDmn2!W_!nd)Af_ zMWJzQq2nG{8{VI}bGF>^D-v=2Z9jfG4 z*6j?kM1Ja!O$LW|@NdGmUMu*ordy~j1(6a->GH7kKK1%tenqr#*~h?z0{%l4^GEEV z;mFg&`k#!YTwFcGkSibV?2WDO72VS*#&PLLCt1-tI ziwpOSRJ@Yj&LboJ>~TSXnW$bZv|9%yyH_qZ1}uX+sA-ycjMDWTs#w?znh0cMHvx_T zr{$N0=QO7>bgP!O@|go|-9U>L*2DoMhZw1f4D`u0V+U^@y(%;F923%jE3qf#&QQ`S z#Si+Su+c1lHo?-7f`!~WPy)#@^6)toMWovw$T_LRZ0osBMMUbGee0kKi71rey4A?g zbo8qB$UMSZwOu=Lkw6i!BNYpr{qBONJBZ!bRdNXg&;>h&U~~L6NADBg6@As1b5&h7 zw@excxnIi+NTpkOOnhN+R-+l^hH3ogXcb8X%8wfC`GyTJ1tZW@@)dPC?NxF>6+#jE z?Ot(6I2Z<vO>;P39cd4hz z`Gr%;s3DI%t1uCKnBtMo%U^&00Kqp%>_qXw648)zoT|JC!tLCRyF zS|Y%eqCS-@(F~BB9OtbC6e*PO7pbq0KA=Zc908nDlqhA~cr{(*ic}1ZR3^Xj!B8+q zdJPS0tJ`~ZP%?XG(z$&`@@y)`-|JXL54%)Pe5ZGt^LkaC0>WK?#kwAw5IarmF2mJB zfPX_*6>~H6-{EG0JT>5*Ix`-|xweL5?qrQg{cEcrWY(?22<+@E;9RY}tWojXVgXrA z-n}R*Bj@JtCRUM2#yO=C;EH(!kSV2^K`qWI%*bvZ<=Ohycn2I)-cunYjyqJ5?Ks`k zPy)mbGTrINjN+a^&M7hh#Q-AIQZ9PbxdSw<$TR_#>NB;Px>&ZXDTCU%qEdUsx5w7H z5P%J%w-f;}BxfAee788Ma(ZKdP)Q)jRPWY+E0sHocWP0wLCMMWp{3-g99Dh9;|dNJ zy#PAu><`_j4i8$(`y)u(v$cIHvP$A`7o!^2cEQ?vPz08Q#hBw9RwqM=~e_`uuT9!=)h;! zwMiRoU%R)|RO26&CcsGpsGtb<62V79NatxQ{8cVHk;tYP)xK z=UMxB`Ks(EV*I?C%+Q$pyi{z=D3VN{dSjADGy!rw!9yCDHgI!PLo)$Z)63%~fGzNF zL8iJE=Aljx2Bt!B)_@_#P6ZB`H6bBSCzDJdHyNM^pPT_vf>(i7Hj&iOFk2$C<~Q{k z&M+4}Xg6M2!5wG{uKxf^j_ND`r7 z0M@ZIyRWm|wUGy8r}@w;9*-PpcLM?Uha>W+E#Q%1B}UfWPPK0(muEp&szBUkG;E-NxoT`vI*z)uT0VJpwu+xF*ZpVBhtL{#P)6W19Hoj1D|T=d?l;TW2kaZ zmmtPJDqwmnL;W&LcC81**vP7bY?pp)eH_-3m5L%U%>X*x(Fl!48LiiH2P@BN=Dfuh zNrm}an(3ftaHdbXC<2zJ5HLh!KKQJH$jyK{R-Nj*+-+m>VzJo##bV^tGidB+KnC;Y zbjM1&9MEstMgXk40@KRSzY-|TXe32pbGLIIDHKf5#d5Md0|9xgg`BK`81U7zE3K}W zF$1lJmnK z1hsq1Sj$~pi4-X7hKYys73$o|WNqC1*!+4|f_~B3t<+u%w9-@n_Y*1SxGN_WsZreg zyZ+z!ldswD(^SC%ftCH=N=pv~c<00cCX(%$Kme)0@9af;hLx*b!<%b(_GEP8x?5DZ zxL@8J%=};l3A2=w!NL2>u@5o@*sMH({if zlwd4Kzs8Pae}9%EyP2{}K` zfgd~Ro)__czax3z!4sam9FM`P(>y!y%Ev<=ZM@CZ#(FTuKT}?;A5XW8M{635+-IIY zGgYL&v(uELO}bKe+x|@ebN6~|%mhOaM%{&6v4cp{mlC$-J zde?|mHmq;CkJtPt1J*8en+T&|lI`uqaX0$Kv2CUEj&uJ2>aHT*>r&MiLumnKJ8wD~Os{_yFKpj=SpQqbeEH*H#ai@O&0Igq@EgIMen_;go)VytT zX(HNNsAUHjALCV_ZxL&g0J%gxIUEWA?k{{(r)g{Uc+Z(9dgN|=V|?--C~u7a0C$>m z_&VC$HO8ZI8Jn&)61g1U5&Wyrwa*xQH}Dpmz8}*wtKT3c-{(WW zq0T|>GshGGouzmOPl70=^1{Taz2ste&pk6xYJNCA8I$`bz^JzuaxXHRVROgvf-B8+ zFNyd1owwMxm||mt9zUoVthjYOOHe*emu_Mh!^lYfv;niK>3YVr>#BIeQ7&1xHa=Vo z{{XXr-lAL21n4MI!Y@AHa$7IS@7E)!taGDZ&51R8g0L^IKcKCgM7bdS#d zf30(X*!AsmR+OfnY+_$tKdlEsxVa?jHw7`t$o~Ke)rVBRX^a*yh~huRinA7zJ@b~- zScN{60hOm|ULUZN?JfKAIu2`fHSI*)?X<8FsNqdcwpwPMcEU?A>}va80ye`I4n3#? zC|K({%*^+%vmbW=aZY~^Y48uRjrvl8KBjA0aU z-lDpi7~*p%C5NS7&AbQ}N5Jr2{PwvA}*r$sGx%yOGG?o_G`_mf?!zWK*Jz*7eID z2iQsAj|V^6b(^fM?Z-hFAgk@&k;4Jfwe=tE3rLQE;CvgV8!lwv;B;UM1L@e-28ZDN z7s3}3YaS@nPQu<~h^liV{q4C2HPB{dcvs8 zth_CyZ)M>ekPjZal#0yEwH2R??!v_kUt)>6$VfOJO1llWgLDA%c!N{>RmkO!&G}$t zR}pqTE%@325piv7ct7g8f51Sins>sl59x}Nc$WLlkv?Wp2+8~n07-fAg4rcDJ`1sD z>?9cL?g*%$(!L{j+Cnu8mbJEiK^r(9L5kJ?0EG9!9vUxap;!qdPBIzKKIDT~nx~As zQQ}kxuE@T*HP7i^3w3Q&8Qq#yW65*>0N1Zq@bAN&D@f+{*fgV|$;b1cS4WhO8hF#hJK@vd zFvi^+ZRhl>_FoTtL90X`Tf1})at8GS7W#^vZPO()ERRZVbiqNSsEG!`z zZcAdIn(G0O4aD`T@yx-pIvN9*=#o)1E?)!IvY{e<@kTa^OL^3SzO^KB3sfvWj;vQE zg5+AS+4kg<$*LC@5&7qy2Q?J0g=XklvBbYQQ_me}9n04@YDPi%yH$H;XxzwoQ|nQU zg@IM%RV_nN^2v*Gf$2c`PK9q`Z=5eH)~HE)B=T)7gdV(NxGSF$3jk4uexwiST)h4( zlHwL2#2}uz{{ZVyUngVNC)I5&$UrwR>T_5cmx=742VoB<;a*xbJzo91jU8G*+!o^> zsIJFI_+hBtD7n<9@&k;wApU^R9G%QN?-t2$jF!1(^cbxB3l9-%GbHg_8B_bjfJJ*` zIxmGhGZOu`4o7jjHB(affu?Er8g;mIU%Spfr3Xcko22|HnpFPK@dTkrwu6lkLuPoHOPpxa2ig^z_ZC_8yyDcN(qK1m@_Fbg)Ucc78AvC=UMTI3u2bkOv zIW!gSo)xC}S6;YHzh=U}-E+76YtpoThLEZw>K6gXIb{Hhenz%+KNZ{Bj4nL2JZC@Q zTz049E18aMn`~@x+x#dCGuQ02oeN2fNoW@;InQ6$HHE2o{{TtTflGD{;Nxk}{{RzS zKQ5sT_<*3td%{uhP?th(KPZ#PJ2+5_v<)`qR55uUc<4W+(hqhfxe>!F7IBtJaRV4AET$630 z*?<(_9QDW4Pz15*y4I-eCZi_N>Tyceej3uzh1J)YBK1%|!lD{SiS?vrxR}DHouh4Q zTX-)?vw%sfHuwG_bDz-ADx!)wnd1$1Legd^Pk)oA>0K$+ z{41m*e`liZPWW%@pGxMhymfzZ6Gd)Jp}tT610SUUWNcdaH$u~766#kukaFF6*1hMA zJUOF7<>}xV6mh{k{#EBT-W~B4w)?PEADz#N>7np8o2J5UHEZ>7yp+NIhJl$E-Z{L~ zPRn*GTc!v909vR=pm>i~Z?w;pPwz2apNXwW{7s|jDW@-pbgec_cyiawl#FiAU%{%x9}cveU*33= zQ2Rr-IO&hb)1=irGvTHd`fLJy-53-7L7<52W|;g{;znlFrTaCx>N2PD#cV<0&ke1K zw$&J3#@rDmf2C4=TU*r>u9*jy8*)y6#8qgt3yD-qdw1oq>bR+9sQ8=XcfyTN!X7WO z_?hr+MZLwb3nWo}*Bgw7{bL_))#<+oziF=&d_|Ew1>*Z*q-!d|7>+}4AZ^Z7NAYI9 zjfV3^vz4Mq49>i84?m#vub93!d<570S8(1u@M%jOM$uYNED@K%XXsn4B<;DhqMpaq zN5K{_N9OpJ?C%{w&*)V0Dp>qS;jas)m!VplsaRuvS$>>2KGpGG!Vit}4M9E~d{>pF zzqJF%xNhtSQ5g}b>(4o_wLo(m4`Xg1^8g@%8-wUiu+3eLdsxl9)%;=NMc*8P!X-Q~ zDsn5DHghD{)h~_9xyAtC{vx_t#FRSu(wPA2illzEddd(uruk32dLon$&_D>xsy`nX&%J{Wz^=l0=lWi-I^O6?^TLux;1_GjK7_GyzK9#x`#* zH8ErOj(@Fc$6;?9ZI(ePJ&zS?D}7FUeU=Ve_>MoVYFT(mt`X+dZUPbfAb*7bW4gg@ zo{BvOH9f4CH*K=o+=I|FR>YPTHY^q;^F1^F0N1TgI4z(oLbsp;`cQM2!^1O5;$1>~ zulI3X9i_Fsl6iKpga`PIM{3?=V+64kbwMDPI3JxWisOzM@gryOsSrYgatssRsmXU~ zj79TEykn(A*AjVKm2gKG7&QbJp_5{z1*xm4+SrhtvD&%aLr{|DUosXEbAg^} zkQ;{X2xTHD@;zIMWct0brrBQy9T)s-lejlU*96_M>Z`!6g2O|*yF)$7t&C&)*lf}R zCOty>9r9S8E;jxnip<8Pt6ZW)8u7{J_($i8?&Go0-~nS+xtM)Gtq3HZWn_$t6khxv z)_^f>yfLZ(UiHPKf8D?&{vxNE&rPukkwNFV@00y1Ek{_e)6bOhokmXIcz^Y(mA<3m zEkyqSpxgNow{k(p<3Jmd-Cjc)rNawkUfoFkwc%eJz7cq5t5k);Oog8O{&ZGkETDNu7xx$BTpjYbqSBJ_|qyar=jq_?C0@=#XcF= zoAz}0wCcLHn!Z+y~e>Ywi)@8+(ZZ+-CrHC!fgI%wHY;5_mJ> zIzGFm{^P`2YVL+rEJ@kCjsqypTRE>e_#OL2>Ta*_i^caZ2DM`52yW!TEwO}1r9$^T z^Hw*mr`@whpy+TGxMhI{Jm;UnyywIp6YZmq$(qT5{P@}T1{{UE5A9wKz2w2Bw31ic#=k%Z~b~Zj6(sa$T2!@WgUp2UQGUV6{Ksd1 zAZXw>aqe2BqZjQ5K3UfKgC{wr1(nLPXX^+&X=(@b~%nGP0}?@Wy1t9L)@D58xINC z>EUI-cO6Ntnle&9Ek+b}993(rLej=EZlwx6IjgbFDfTReL_jzPu>Sz{Qb{5}qD!N- zee+xvt>f(`!!gsH)};Pv$!R01)`<(@Q1`RTDpN zLHbvoOX5viTLnowN&Bh~AEkGiPs50WqUTwdu{`;B{-D==6`qTsL|PO`Q}Z=Cn)|Cn zk08^05v%HovP|aQBkDOng?IXYgLIubFmAwncRdf`nq5=IHr9t0(fQ1Oh;S><^$!)? z-O08PT%X|sKdnWsJz4Bi-P_q)mQ+CXgL6Myj@#>E*U`K0WlIQ~YtSTv6kYak`u zhSmev;NX6Bzh$EMXG3o|vopx5wXzx^&BF<3A3`quavR zdz5sL4}2<<(>3)c{3P0SvUxf^xpUjEKZ&f}N;}^aTD88V0<2w?z#|`(JBKoRqsn|O z@tfdYu0`F}uw}gJ%<;}YLbd3h@VERms$$2%^QFw)6rIcZFcpTs3VZ>yKA~=s$_{pg zBmV$FHIJ%%3-C6vI^5~%bh%ffp>z6fr*ke;dK&1urTI6S)zFOy%O*xYO4rllv~S(% zG5LW<-|hO>f@(hjFJd6+-X^%XW#C3v1M@9fHXa1{*P`2bIyR*m#-o7C5&mYEGweQ3 zGw46CUX?%EGYI4KIR2GIZY-?i+hG@+-n{j%o3CtsI%#evyPiAe?HKZge<53%Z;L)U z+r%181~rIuK4c^MQ|1x$HA z9g;}E{#CVat$a~<$++T<+x=%K5zaixAf147M6}D zxw$X|?e~x6nl1-hZQ^_FcjUK-z%$c|>ms#2TK%B`2dO=4E-Q;W8*rLh2iwN-aB7T_ z-(ENuGT~d$QZqW)ZgjgiztSY!y_cHiWbsLkZ}^v5d1Ih#=Rci2ts#j+XMx<+ON~m- z22c~vet--CKo=ys)^!eVCc-yW9Dgc-H2AHX%xrDybCPNci_7`r*dY+1@4>2(MGq|Q z(qpe`0I_kZFCi0n9Tyc%)_K5^Swt)S-n97~$%RL>rcKcc+A=m&ZO?O3 zua}*nce2*B8WZGAsLWZvyZ->{tvGEWh~nIB&(^Fij#@hnR`v3rK%=KMyAOw?0Zq)? z&!H8xL4@s?^zGJ|9(R*4uF>mLaJdrMrKrND2dSq$z>RjV&eU8>94ndR85PZ3_=y#Y zT1CB&8KUI!-00P>T0P%#KKaIKgqM0;S!ty*FzwB9;_p|VB2%?bxD^yhZ3Nq=`N{2? zNt#&HxYp;G7<9;dzxMe*&aq?{Qa=4cY=Kwjx|edSXJmezYc}dgNf~^%=}zM#5-dQQ zVaY#wm{R6O8;(cPp*Irm+Yj#;a5(8oi+?MBq@9XAsiM&N9@^bX$iQywDh9ljBMD}u zGJf}8=T{Adh+xm3$2Fv|yT%HU97FhyKa~g(LI@q#&%bXo9W%%BtBIExjy1sOfBkh* zY3xz<#UZ$ndkTU@zPUKNA}B{VrJ%GX7xAGYVqE8dDs_938gQZo^)y?XOLQ+~4*3sr z{syxymY!n@8tzOzxveJZf|bEO)?#k z{{Vd8k@?cTk!NbZXw>e>ex!Q-RYe#lTKhDnJvIh;2OIiUR-5!)va}%cGe3>Giz)?kaNify?|fq zI+SZ`quYI!G*AOKJOPU5ygg&#?+07F*GJ8H0XaG3*0}LUiFME2XqKK#LyhMHgY~Sy zf^7x}LtJZDA@j=t$3I0in|0$24@*anNr)LETmm!K@y%o2cyjvoX&YR*EdGOvWrm-m zXsY;t%*64}dH`X#@h^!YStZIs{Z9h}@T$`2`gMaDWt7g!KJHIi=zhho>ceylAhjRE zfHPPM%fgzbsLOP6 za(K=^p{}`XEc`EO*AvJUljdxW^!-QT1*~7_niK_y`9lo<08v;LUJ%v1MRspByoj5U z2pvBIKp8*qlWRUHc`WpcU)<*&Va9(9iqNz0gG04-7H5+?h_6OL;lB%6tWgiTa52`n zU1wOk)L2KQp+M&wvs~aVv#3~TRu5wG29i_q#=PRN?Yuv$_>we|@&3(h23L&d^{$6b z@TjwRwF|{F+#YgA1M|&g_>;!>RKqOyxN`|tqhe>&W^(RE#VSGm;OfcJ<(<6HnZW0zXzH4*R!|xB83&ZT7v8*MSn);npstpmx=i3> zxc8t9KM;7P);P-9ubXi%LFw;YrH+i!IljCluI1!rrqlGv6~5ar4$a9Y{PeAdop@CQ zA6m@kDl;(s(+o0q6#)AoVue8;#A;jl8_NwEmL&2;aaz{0BPQ0&Y$SZy>p&QOAl4LK z$zg0x!ZGx$Ju^#5Lm*tr$Ajrt>}(R|>`8XqG0(kq_V%z^%Ok_efzpGZ&xYFO$}tAr zx$0^Y3bQj2$Q^5-isf1v7GZ)qcdmYN%^7I4N^5I*A|>M7o-8HwwoWAryLhYTyw{*6wsS`K5P!%O*qGalKdLz0tUorKsd!yEM2kJHDckT2LtA6jy41Lgmj<)BOpDA>rY>p zVxNO2KBAh@V0@>V3AllePSnSYvgHm9J~kh9_#&pt9Fx!r0_6i1&L5Li?i6DKlU65r zPbtW#Q5b=f)~dvnm*r|?q!YzVSLUcBbyLMq5x5MewL%kc`KjB9KGeww$TR>EjAE5c zcp<5HH6GkIJtzUP6_o;X6-0&~EnJX*q@JR)%dY;$=(+Z-Rf$K;MhT+E0~{f- zinQujf@lLZl0z;O98-L@P+7)3D@$yRD8~R)w>vztT=UwFU^)3VGI?v&jX<_PFpZDn zQ-$4d0@Qb=?e47ft0>I3x|Hc_3NKRfou~l!Vk$a;_0Q~C@P&RLd`vzx)gUjU_)Le5 z`U86$k-SUP5(4fggWElM{iy>372tofSHhS+5qv4q{5*NTyj8xvBoIZ!(Wdo3GY^!F zykK$ASH7C`;0o5Sth z(0Wx{txjgy8jq29Bi6b&{5Kz)=Uhpi;AWC#)1Zz=+8vjty?lA~2Rj;F>IGKbCP=~L znzbg2bkYZB+JmiWjal9mTPTcM4?c&#aqm;f_Ly|`)HPNS+pj$JBOb zz^=o=VwMZms81`N5a1e?cg8BPksGCGNWg@!1B#JT105+?0fSG^IqN_U8OJnZIQFKN zq}(U~W1c8tRZcq4K5hjoqX0{AC<2|Oxsp*JKQTPlNaJYDW7)wcndT?lt!H9E&uRdQ zQpP+EDyckRb*o2bmRXM?vmQkXSegK2-zpMKVccCxTW3*MZYNO~aC4f>Sj@~^oKOTY zmM$B=YUnNPWR^Y7aBDW&5%-Qx(_KJ2qFyn@078){2eGJ}zTkjWfTXs4DZXbUbu#c9gSr{(KF0_Px})oabi0;@AA?ae9@de8*r$uyvnNFDlALnPpF z>r?H@g1j04kdA?=7M6) zTU`C7-{w!^9@XfY9O8K5k$&%|rEFwq>d<|%#^T$lbvXR1%I#wQ&ng&lnd|Ld%X=1G zWKoWv&b+V1up3LTIxM&&9`(>>c6uz$aS5NG9V>cwEf{6zj%%9m)QWWB3vq#3##cf> z=qLijGMME7#zE;_DoSIIZgHNK&5)AB9a}G&=F-KH%Nu8bj%$%1{jHE30CP~yqp>tIOt-AcbH^sSTRGX#quy5f7Je zt-Dk9W_~(SD3eq!@CetBT5J+5P%gpssP3+r!jsO*rcXJ$&bJsPYI~Ip)b69$r!m6ObS^%L4 zc8%mgf*bU&mHz;1dCF=28=g1X#%Pxwyh&eFTfCTf+xYnW#w+0u+f&8xXqxterZDp( zia6%Sp$#Cd3x?;N`C4tPX>ogWurqZhApZb5=5;S0=~`iNX+N4*jl(?tHS>$peq2b4c}KZR>tM)wP>l%;+WGvm3j;HIzd*6rt5nEfNa_UZIbsV71+}EVRr0JSMrN7z2^Vl9L4G#zK*TYA= zb-31ug`fBiGx{3#Z5P7Y28aUb_Q1>Cn;uz;Up<$KmNB;m?ypL1y8t(I)mXbr99M?9t_xDp1 zXBiIt0sjE&&XwdX0ragHz>)KDlI1v@6lg;PmVn4vw zrWEkzhac}GP{=WlL0opJa}sw`m6^Mz1B`hN{eYod7TT)6U9BX0@eiO1vVS{a?K?}?HYXSkHO zC$&SSYPb58%B7&$6peyNJu5=P;pU&Dp_fva+&JV69<|?T7W#YGuyWiSPHs26!0$Mz(A`ci|rf2VV|ao4cdYj_>POa(I67 z@?W%TmwOYg(U1L<*0rbnBX)xZAlo_|H2`w@pN#$?c>3tZ(i>PYfgTj`&#?8UX&w)| zf^&DQFv9RMN4KFqmD04WbvPPiMIvL#Bm8SZEdN7wZK#?Ode5$^ca9=!;g%y^Yh7_K) zWnqy>W#?~d=K^O&eWi{KUbT`KW(r6-szF5HnN9%rsPP0}G&p9U4xTw7fU$rLz*ahH z4RLejx@};3^sLw&#D;P~koGlcBTqG+@$lV1&lCZ6@sdCRU{8Ezn46;jq2sn{ptyh% zAvpJ_C%Bc>M0req6$PVd9_f_sVYJmIy0;RD<8978D?Pr^f?3&v4_d!vr!=mQ7$6S0 zpk+y!WPPiZZ1Y+>OCSZfTD|sLY&$Y+DbKc}hWdM*(=S%(3k^HCuRX|~d$u*@V zjKw#|e5Lora{mDElwDnIhe)(OXZMZ>{YERP(modW&&CP;p{`t;YahH-LbgW-s*rk6 z28M~CN3W~3tl3zO8-i=1(>y12YcoXT!EGn{*$CvXam{qr^LTf_dLUgamzhR7k+_cB z=Dhb%*7eP90JhAXML~eS{<9)=rM@8qeyZ~cIjSoH2Pf9n~A^E zE)UO~k%QNzQ2x!1d!_!(fv5ifXtoFHYhkS7(-Y0Too#{R7~FoD6aeWp-D>725VD1u}5Z6e98n;b}3j(ve1;u&0mAR%V5U7J5>HJFH`&QI4}E={$YbxpDIKBJnq2Z}x&_)=kMrm4G^_`diV z`jBd!&&3ZF_?qGEJUeW*FvZ5rWRty8s}#)BmEr=gEI zk>ai&<<=!#YtgE{G(*39HU%M)_laZQ09NAnzUo&{@i9GfFc z`{hF#s94za1Xi3fT(afc99DdDGtITW>YQiZug4<%@ydBC!Kxra)`$yj-688qj<0x^TTDY=C$^^}VE6%6!f0V^6;M}R)XZq7yTGX#2HxNM0j@>_< z1#+FW<;*c3^_!G-;<@M6tEoRc(}~(4Z3U#+!4>|Ts6mtt}c$q5Tu#L>gcS#6>EztHO!!~9S%Rnwyiu9 zCx_#bY3w<@UrVt860v{WPc{EHt*sO zi|tvh^yG|f;Zx=R01ET%YsJ44xB0Tjpvl!n&Ob_@QtjCKhD*;5cw*GYVgjo6>VK_p zTCc>Lo0wV~XV^O)2lHC_{@+RQj=dnL-aPH9W|02jyOE;lCPRczcPoLn(;in72%R z73nYW_Ra{yC5c_5<~y^`(-dkN9+PX}-6KYbJ=zIn9Zw^g(s``yqSzcF9&wNBUL`Na z?H^ONm`cVHIr)L){#9J~ipyAn8REI!DL4zzPzS7Ec&^_M1-Rb8aC815xQ$0%nbf@G zs*Z{=TQ;5!)-_9GEy)n^ka#)#nzwDdC820hhSX;B=V6ct(6@YbbkcgO>i4klgUB+J%6oVy7A?Xm`$#m1`3X&x9M2cQuw39+stYEmN_kz;7~7k z?G2xUbQw!di#v|lVftdTr|1Mlw|HC{{SLu zL40qZX%QQJE+Ai^JoWsj9gKLiFBkZVMwa~fQU3tIKcTD9cwa!!R9x$qUuYwetQ(KW z)=a)2@s7IY4IBu=bt4D)fkm&w%elkP;tQc8vB?~8KRN=#uY7T)M&{c>u*e*51;41Q z$$#N2*Y=j&u^s>$dVWH>rJKW^7q;>(SI&_2>;C}Pu6q9f;vLpRHqimM{Q6K?Wjqya zY^gS}a;vwJy-EC!wO+XK4~Db|(mMz;PaJ0_^R6wS*1StGlHEyX>&VCSuB%M=ZqY_& z)n~x;$4|sH0ASsC?)y=c$7H4`$EH8Rph$J?ax%=VoZ}}0{41wzL&CljQw_9c;&aoM zKhm>h@wbTeP|)diVj$cB$MqBd`%eej!M0syP!RR&{{XU|YSC?b!Cn_qmN9v^1Ex2h z<_%=W;Qs&<>gbZ{w*oYNtMc*r8q$kT@VAGFYqB!VDvH`=EZJn7U7fYzFJ8e$yiJ-}+M}@iYho zT4MaGz#smxKm>jg)U_E6*1axJ^S3M0>ZYG0-V)HrirNj*FY#r+`t<~s`i`L)xV@Lj zPNV#-W~4CStP%a8hki%%por{i$>MA4gXLL8wie)jo+}xwE@YF=y|~(Q!ms}TTBDBE z`eMy9`6|2x#%oGDX{}I{jLF7J5(Oq|h^?ASSuqSg`?FHrTz#-ATn*gwjw)zj^Hryr zwx}M|$C}JCi*db&Tx8Y-9u@Jg;T4~YG*f?}Y3nwx0{M~59iuC?SdKSfoyu6^$sZQHBk_CTg{(F~<=3<%TWv}?3Es2E8Z51!l}O%CBEFswT*)H<*xUR+ zUX`oR=aj5+arkW*`C7ftJ=I6}R-g8ElcmF(2=}t|Vtf8Iu9lX_yZH_~p7cnuh>Ez$ zJ#$%^7|~6rNV%2%R_(|1tNvm}n;`%*bv^33&1oC`;>tft%(}grck=Cj5A%uuzcKS0 zYYn*X)|uwR5LQ&*xA37YH5ZS013sp$t)x(>YvwYs{t-c$Nw4Rff<^naJ%=@ZI~%eN z(|~)PDj79fTQRXA2ywarC7JtmTcQ-T6R=$4@`bytpST?;ca5}J;Vs3 z^&}tuy*)G!4{5};{J&|HI**uh_*TW}z7XeFzWY39oq%WgRz#Y{k!GQExP19Pyh-Qt zsz7N(^D=>@TZ?#!;fWmnbz!ZoE!nPho09(k><*u$VQklRa2bh;GI|VPS4(T*TPtY% z`}qrj$<9R}IjOux^1qRzz_B9#0Lx6|{zOs_4{EyGiLT|{AFm(CVy)_)FYtzr-)D(; z$T}$8Kc#aQ9xm|?rrR`oauL4i1Ymx20pCO6oif7RWxbFt-hRKWL386T3+d6e`M?p3 z1svz}t{8Yf#F~f_Y8QS{ldu5e^{vf2;ii=d0`_w|A5o5fI;{upoc5{lCg%Noy(%Ld zKyfEu(2B)}M%Mg7t9^Srg(m>u56}@_;cKI4nsR>X5tRNTp4Bwhwx$j9VmOnYIO+LO zVCG#9InulXc!hk~N`utnJa;(AuNV0B`#$Iz^^g1{eji^W#CBi3Spg@_2psI%SSUO2 zYuPm~A79)**)#xRNZSR-2RQ4&70#@;(_MY8>Qf}AsUTK-_BK)KcwfPv+E-E1m3|$3 zO1Jwyr3vz_ZWxc84Y90j5iy*p`Lkb6YI=sDtHh<>Y=3wvp4jV=Up0JQ_)QOvk@ZN4 zhgOJgjIZ(SB(6wppyj^*O7$Ma_o4r^Bmh^DV>^466=3`Wzng>Emdesay&~Hd91E zeo%62K&$y%OJMygH1A@3vGWR`*H06bxi}wM%EC3loE?#lM_QKRKu|3I04c0gp89E3 zETb}dV-?p~_*YoI!``5UPq?ZBo?DpE6~`XA6+Bk=cg>4P%b&yg*P+_@S4y;C&llPx z9mzlAT}+pnZImESwlxEw&-A6rK6A`%d>N=*W9_o}D0+Ya{XwqFOz_T;rhKaqk&p3` zPxY+bL&f@RIf})%vi(Q%6~O8qGS#mnF>dmcwlIICT1dspa(W)iHm9apuEuc?92{r* z3gtCF8EF>p<=e@>Z>E2(c|0~(+N_}=4Lq{+JON$qli($b15r6Y+#bJBYH!$lzszFl zJ~P#?B@t<3a6QH|Q&@O=#Tv|peL(CD(>Nr4wdyw7cAcTynPY)d9ZBc;)@G&Sdn+;) zHVwO{`2v@y^jjjPo$&KRvtd4{KGPxS4nQBRZ%M3anj~fjFsUE#{{WF*VRhpzcT<(E z?9_mID&zU$p@+jBA=Xd&Y~D&A$NJDOQ>N5@A;jtw-#FN)!l{TD;G$NOCW0PMnxpw!%! z(^9^Tq`sV6LOCih*dK*+kE(c6Np0}|0HsX5{$cu6$h7PG_KfA z?lIDyEOhulX`IaCwtLn9gh6}0U_osVwMgKyj7fpi{{Z#s?6%B6`&58#>;`|8T7e`X zq(UH%-vrf3uI->=(5bkPP-a-SwY3ZTn6Q7oaz8^%nhS9IZYJHHz>n!!cQ<;C++Y(YD(}XJhTf10qC1?{Hi$< z$cVM<;x!+_JN{Lib*Lgxwo&iTbI0?eKsTV47_zpABggR)f2~oUQ3~I`xihf-5Gy&> zONH~VpJJZF{{XE`j_%e8LRiEZ{{X%J0PCYbER_PTnxmRD({J-HRW z-eux#mQAC$z^eXC7KAat?M~oTkIvhRNX5FI{ZHyC@mR$onWl3qd+3=tub=36o(sQPcZt@%>+uju2?Uy ztZR=FM8nC`<6_gm1Cs1)wKHsK3Ve^S33IsseH_q(fMdP9MuI# zEx}u4^BKF7Qp9JFZIQMC*j9Hmv6n1UOFrxAiDG&Rx(ZujI7cVFMRZ|@=Epv!vl{V9 z`7-V34Hqc9ShMb#_Yv4sZ>hqpM1&`%detwp%_27Mkhe+`N=VAe<8u$jl3-bFLRr^j z3Dfwhq*`-bKKbRxsOehpMZA-@VtSMPDo~nbrZ-9Ex$H73lhl@oL}?b-VHhCteQMN( z-6IlC{EnUf0F^;3SCbA{TSR(ff@!wVT3Zq#Up7o~$E7mKpugUHn|pFk_lf?7n{{ln zk23OY<2)c3#aEY8wutSPOdny=sDEf($V^&v2QATw{{R|7G+6Qd(c=dU~{aR0e5%PDk^i!D7eup1G?+ zA=9nI5%kF*tIQyO`1J1RrF2e43yr#)d;T2*nQ(L#RI&Fj=T6EqB&2>g!4rwu~ z+b^8{rm07+UKS$O*Jl2QHJBN;UK6>w2IEz@*}I%IXl8vg)le(fH7};Z>{Q*m^7-kV>ss6zI4`(4Bk-)9 zXT~vTF}=J$=@&1+?~3vJmDP3GkDkntvD`;WM?n{eyj6YTi@&o%3dEs14$^w@0W7jphmitt_!+fLeiU7-+9jGHr74)oIqG5H&;SA_M9z&4d z=hmxgH+G3SL>QqxMRPLP_>Y4wR1TdfvcY+|Ugzc`slcEOYnjnwEQg+znKW>D1@bqH zn#|0?MqK56D<=Ex-e%+k0h$1|(rr+q7&VV}@xlYhcN5x{;^d%6*M{g$D<r~{3tYDsM{lto>1~XI~NO6L93%yB1^EZE)Mn_+7YWZ{FPl6=z z$BR(PN?Ga7tnGkuRDwq&b~X2Lv`bhm?PL3pMk61ET0H9YItyzG2KzxdJuyzcmN!ut z>O0h*^3RUdhkDFp%Qw=Q#d9)gnrX_Py1Z3#;h$>om0|EYbu`z@C|qL{5;0XqPpwJ@ z21NlgflmYFB7m_XoO4K9JvgY}DU5U@G$RSJvGoHq0N_jDibYl}@``Xri{>xD^`vW! zs!HM2EHEmZj2ZS0 z0IQQ0QUD!lHicO-cr*b{OoiapRwWbZ=-D^N74tjCTRbWBuSJ_BBdeuS+ zf0*WgBVJnsQyM1S$4ayS{vNc$^0phHpaoSxxE*PZqoqb0lS4a`n!5pBR67RVz3Qiy zNNjRNX*^|l^{Cq_eqI6VO2B21c9MHirLw>88?9g5y$Bep^1mYk@D)}9yGDug1Cv@d z7Q#{Hw^32sTFES+$e$&2Vib-&vGGxGD;9MCZNL=VZ##kJrz*vF6U8w{JPhWGfW!{O z?dG!X{&A$H=qn5J2$A^USk3-(GNovtS3V;L3ouk2IsdT)qd5vBN* zuG^pNj}FVa*_)$X#__rU0|WAodJ$hQcxy+z@sEo1uLtQMwdSXB92n!}4&gT(4hF%5I{3l?l9@-fG(CeSxPvxq}{FBtLt#(p|;yov&M8`Y|Svqk^818GJ zfy%h2(M4zhQ4@j1OHpKWsbsP)eJJPBq{>m0tn5ku*W_*BoC1@4tI%^yHr5fJkvFoO z^XpG(Cy@iQZBv3XRBtaWblXX_JGR78DPn8m&!{cWtLgd`gqpSZSmA^g0QVyYj=gKZ z@4QK`d|%Yfg}Sw_l8>~OAmww8pD$xiyBfd74Om*)lWU_|Hs?GN+jH!vkZav^O%lgI zv5!x%O`;$HJe=c>{mwH!sglEXP9|mjCSBx-oFU#e#PKRP^TN&oc<`abmg(ji1<$4c+XQ*bK110JC`Q2 zI41(V6nK&#lw*u$tE@_=o^w{)^``NRcdbYx01tYQ#xa_3LQX*9q$eLJpb8J1;YS^+ zIFoFv=6wE@dte0Z;L?DAa5)_2 zbg8%%0~HWLfUm7cC;06;JiK=d4 zn+SMn8!-Yil4~q5PnhwFnm65pozxags>Op2wPD!5-m2w~LB&d-mB=-l*%I~}v5R1F zQX~xd9Tat@mtcByqs}~z$Ec{~4M)b->RB7+$LrRs*v#X(JJMq~DSpO#eh?_Isb zO*BlQcLx;HGHB$qsi6#r-zX!cZrve~aEAa2$coT;+zb>osXLvR2L`t@F>UXBtDhy$ zdh`nnMesKB=k=LX`qmjX-HOxII9+buw5 zvPfjXiD>86?lt&v$A(470=j%Wl5voZN2R|^b`%a9<096!QBKo238r*B&Pd;PHdRpLz(_JF#F zPu=9j56awi6Fx?9?NuXcM@8Y^186=Sg=8>?bn3^E{Oi!-)wJlXN7>&v?a2KxUl~|@ zSn(C+P25akUZ^7$T*n8pS;uLm0DwW*OIELYg%e=6M3EYaQWFBI)3l4=bOihmlW z6d4}*sQBGvfQ>BShoJ5Fit_9K037NQ7mneWblIV*4FI%&pH19>(@9s8+_*nu1{Lf%+R&G@eZ(`Xo?IbIIu8ZYQDUv*LxE{_m%A{{ZWt4vxv>kOq;lymBgOY$Aq1Chs&iV_CNBh%oPk9kEvD zzk=QZQ}>R;<>wRuEYmSyLU5c4kjn#rjKNzR)?9a&4vJ(@GeZQ)cI)310eK{j33oBb z9P?03s9Z}anlF@e;;Zk9ak01y*R56xWt78e;79bJ3npoTmUqtTmK(4mz+90`8f=O~ zyKcv|XhEe*fxpIp(>^ykVy( zYin74(IM;y^`H)oV}k5?aHzuZipiA2W?d(5DO-%5YZ}Vq#BaFT$Vbdh-$T%v`a?oK9PlQO_TLgnziVzn07(M? z_6C4FpW(lSHLXWhH(KEPKAjKVIb4z$9DKZvE71I5@l0s%{{RTbhHcb&V6O6b7|QL0FSj zzP-GQW~+J(WbfLesqgo5Rb$m{#A|P+ST(~Qgq9dT@F81EdGN==+he$s&z3Q@$IsXC zCaCHk7VL=-cy7UETwz=`IqlVG8FTv=#u~J14aX-JBR7jK{KxCN=Hu{IpbcF|;(djkw01rg zuoC29r38`(Z@ep(x<3+pMfUWMpTx3RLHYVgCTL8tQDUE$kyPSV9Vu zo^p7g4=d2V8C%@Ml3vNPe<6AQ02=jOC&IdJi5HPkQ^)1+ zQb*RSL!Hzs7(Abp4h>tffR!>az#XacJTAcpLEfNpR~|{=QF9xbWnvBURBbE@eo!-6 z-ea?6`Ks*1$->}Nl1p$yN*s)}O>9azEI6oQ8|3Gpshj<02NVDpBWe7_IA2Pb`AkZd z+wWCYbWw%oqGDzw0YDa42_XvGf$vi?`Ed}9g57gja!dAjKnDy@0-&2ySc)v8&6TZ{vRip3L&o9{^R5LxDp=`CZ2UE*h~0WfTPN}= zYl-m>#2*ss4ZiKkApO{eKo=PNa4Vc`GUHK{`EnVgbLsy8*Q7U19>c8sPq>;=x>M{!$m75L^ITQ$ zjrDCrJW|P$!qia%cXb+!a5uaJdPQoQn{{V^is?eo&db(bCZ^D+xI8QIrC#U}as=2AYC9U4!r^l5%WsmeLUObk% zuD5byf;PEn4_@D&9<}ItH^Tiv$C<0lEfKi@4E~_fF45{^>YB{j!nAHxgYZ-gexjMD z_&N0`L{ZorXOo})xUWfDZwB~R9&>rDJN(?Ar!@|t@eb0~GBmH4u)tqW%v4yDnzi^Z zqZxkFsxVN0ho9yexo;GBBg58l8(kvf$ZYaPGkD(Uo( z2k5$dK5nsaBr11c=da*supSd(;eUy;x_@GLq2-AN1ZFfC{7q)+9wYJp0EaG>JX37a zM2+)GN)XCDlp6X&R`KtKd^o;Vj{udx=NTW*K9$MMuWPwaOon!l2*lR4hUy4bvyhaFF4+M;Jl|Vb1_kAlx)O=A4 zSJ7PgmRATHB!iX4?&m!XY-MD0TBpQ2Z8@6HNq{n*1FI4JGhA)nxvp#NyznPR^Bhv5*^45&7;r<%cvM5BRTIk*{_6{?4c7##0|mDXY*gg0yJ=0MbX9 zE^tm5ilLQmJX5LaL&?#tj2njxxIfHPmR=s#@5b$F^^9a^W(WAx_g**1TVD;^Wjbf4 z^A(=fJ}T9ewaE~xdX>-gpbdC5?+Ixyy5xtIeRI#_QeJq?MlCd3Q|Jii`HI8-$|}O{$iEI$V)z(;=NyKx|_;{`u*CuZQ*SK82l-P2^1O8sb5L&7df>k%WOvt?QHgsnXc$ za(uR`AWq}~nyU|-!T!Ox^4skaDj@z5TAF>GrJf_Vw#&Z-h`_B&Z5XB`xMr45b6p3P zv4CFyV*|OO!sjvLxtVcn{RgFNX|W(J=cst(J6Iltd-bfFm5omL!IDhilf_bfO68Nu zXWPy=9jTdJpPFB^KZG@}*_-1mA0GS*BWb!$t9Yw?v4BK~W@+R`4ZMI=I)xSbSKyBw zX}=LX5v6#$M4ZmLtP#j#AHdFmnMplyk=RyejQk4^#E%GG_)}fB6I$Fv$fi$LLZg63 zX0Oh#+4shGU$aNYJx|~_jAZ`+i7u@xHlLnAX=X^G+qZGRPRdNv7_HUOG&*NNl+RnMDkpwOx zL&g9Z{OZd1FIc`RWZa-~OC0C*r~=DteiG8;7S^$w*X&rZ{&bRfi(J3BOIOT^+`*{4F8W804IV1V4T1YbQUct(SQZ+;S8SGtD-L<~+|%_U18yv-Kzj*Y` zQ(ZB{ft|e4-ASzWzwL=i3{8(TaRQ=2KFZl$t%)s6ANfbX@( zZ}KU#Upqi?*WdpD)mWA=Cg5|`Kp=JJgW9+sh@TETJ@G$DlTFs++j18XO1pz0!2sn* zJZCl63x>{FvVYH@t!phaP`^c*(>qzQ$m2Ci;d>vQ_cy;0{{Us}TG{5iZCAq6Oe1(m zMcSnO@WXp>sb6IHGve=rJ|NgdaiGncIZ>PvE7~qT7-<^4l$L%dD|HO3 zjf@TykVo*fd;{@E;5U!{4rF_8Q#LV4K<6kd+&tJBeggzrf{{RT*j~DwB#8$&=tL`fy7zLMXYNL{W zD*CHa@kX6Jn_X!W2}2C20Q14e^rvGhOR>~j!K7*MW)KG6naTcQuyrpLTH5~ZIYaL1 zI%D*&A)8ydxhL%?(z_fkIR0FAtCl(zv3WAcEy+T81cCi?-j&0Y=rykvmx*G4?PloR zzm;-}admZo15Y6xI{yG#^xJQTmJcdj>O{;oYW5}f`fjTYv7&!OrQ>RNV_Zc&^@7oZ*MjMThyy?)Q8!@gGO&riULf)5DJ zvy0CXU9LK^dj25Rl)9dQX4^D7a&89zfOz~*T33An-C2T~7m2l?9{8JBo2z9H>DI4D z;U5m^QJ=Nld9w~nVX}V!c&$Tc;$2}p^>4GMu2kpnH2ZxQMAFr!)#Mj5^~XQZ&@!#2 ztqf<&(k#5pa37JMz>3uxb=BAJb$Pt3@&M-_m1N1{8D`C z3=Ga?KimTqb_;z@b@L&GZQ(u7%xWjqp_BJ|ZLgX~@g9Tos97&=Kja~BV~q4rKf;4D zMz_)JTgS$>FNl`nO{h7?O4|@wS+c4o_5+@3+f0Q3l=s2uP zzYy8m0+ws$NIeJm)+B&4nI>a9epOv0anlK(PE9+SD3VR9YFCZ0k0D21gw#!K7Y!qs zS^JuEU0K_sE_bmV&2o>dT+4D&G$mKC=7wuyxEteyM-dV6*R5l`vBM@`F5S-}s3PCa zH-WHq=A|}syP`__$5W0f1U58+CMS{cSfgwAlk)$ovO)uKfLaL(17rErpy_TV< zsG3|ry|aqWku>{4#^zHquRsSMrDvmSwS{c}{7{{UClzjXqebRBpU>^l}GhQ{0vwm+WZ)Es`5 zQf+Chq*%1uaLnB~8U00Q>6$uRv9U;u(v!@La0PZcW{IVEWSgx)zSVR(1qTE1$)*jM zx>|sO_rw4va1Z|gSXFIb;w-^h!$-0JpOiY0&*m$tyR^FT5Nn-75Lu2@K?nRR&$V4s zPOx)hqo!Ryi$CHh8IK_G9OFrddPA>jkB_w! z^!uawQ&Yh*%XQ~p&E_idbL;pT0M-84@Wq?}+hzB0-m`CfP|Ou;YF$Sa#;JRQ5ymCP;E6kB+1+R^;&N?|0Poc{ogK3!{6 znh_PHzSixJ{{U5IH->e6THz$To6FtTGy!(*eH%@1_KZB<{FD6a7yc6MR_8ES+Y&*> z8^CM9i`eL&K&1UfCxvNMnZ>}&&`@DZj>a27P zKTg{qggn4YW?l}|i>^{cLj!umz3g%M@Hynp)UfH;S~)%Dz4*`vi1 zb2+quX1n(tz_veP3AwMgta{{RY+*fND*m*hJnq<)K65N&D?_MJbXtoChn`p_V zw*yu?F*NIWJ8ximX1jxLXSF4oO{9)7Tq1t(fVonC&#h|{8Y-;v6OP%WbR9g`5W^7i z+a&NYSgkv=hdsL*q_V^TXB$*~)0&PuxD-42p}nXA?5EB7fX00)6pY5DnZ8cAHBRRJ z?d|^181ulca!p3+;4?`eRUWkfZ3a#5#N-}^s!1Vi$k^EnxPAiv=_fVe^#TFR!=~Zs6^@z|5hQN^fPzJ@#>&UGm zFbX{@n!CKVnolT6`OzkUc+q_KMDFJRS1o;F6sTs}SAtCdZ9MvYyRLqBb5Toq1lc$k z9AdfBki&@#oA%ZkuzQIgdB%EB2Ck(wu=%#&1KPR!i}rqtCHMXM!0X7)J-Z& zhKvOmpbSZsrN{uOQAnDbrV!oLLFc)wr!N0Ylx zvTf29AO>VAN^(bITENb7vObjfE8%E7HQ?mDoilZ*%9jPX1S>|Q4t;T6t#I4i(Kng) zcp}H{;zd;+fD8dpg(Y*IdsArgYCEx#IF2^Su6kD5cb>JaIA$L=7_7F0xjVQOCM7c? zIRuPU$dWU1c&Oc2Kb8j`wPXnwwE!-_SP`Bn<~^BL#gY{4fLFv-BiDXgUOry_tM0SkI@Lq+DE zya7(ySGF@##=Lq^1Uplw98?YRoUi3lJPwB;fu$?3ZakXM2!8hs)}eB!rE!x}PUMZ_ z1KzWYb4?%!3km>@w|y&0#@(dDGVm%}Jt|$^WP^e0TTlfVKrxB{t&pv?1^}dHF4$31 z$!-)GcYYND$(7)KHJA!RE;2GI1tH`TDcT2Gvb%6_azL!`L5<{o2518}Q@Y;9CHtbG zg+;Zbmoj5LN7k)~?H@0Vz}Hdmx4=4w#xIFFXMl9HV{5%8ymcUKw^3+Nhmhcu+} z?DWfc?V((ggpES4CnWGY*3EjUSs9VA1k=F4rh%G$N0*eeoG|Ip0T^yoCZN7OY*e2YtDBn1yh zJUB)mb;EtutsfNXTA#$Neh&(1GB?o@Z3+T&XWdMjO0K{jO z00Mc>99P7jSYv4V6{d$^ntq)Y$dF@>q|~u#@&hE2Ha7E$>t8nZ{EoGOGDr?HlKrT# z8Avxz5=rwk(<%?4Bv`tX_$Nb;_!WKs01Tc^ zn{68LvNgx$ir$w)hQ7kxzZg@4S;$Ci)cIHEJkt&U^{+{6c_0*%lTO$hfmRhZu4*q$)OM$E5Gnhl;-m-x#&c2gyE)A}a33~kxE2~Pi_KG# zWsH2vb547OEAsQ6l}2lWjBUxP0rJjv`D!>l>WaH|?cSB7m6vGaG=V}4Ip9`igmT=o za!1{!jZQR9S1nF*gq@=x)_;|WH!9~e0d4P{*Bt{?C0FzBOqv;YElv=^pdXt(XaY-R zQ6VFo4h3wIJf%Gd9M(0GDRyk(hicftU;y9&%>XCN4o3sMHb~3m(EPrYE^&~4P(5k^ zyFB!u3dATlVT0D4y;GJIB!o!df%j@R3{NY;=qLg3v7OpB7~?sq*;yBXRQX2Sr=FEy z8AA=+uX>~=PaL6e$C7(hlQ?nH6-F?n$;JgtcLhFQCa8jCA&%35%_x1K;d4Mm+6y0; zRG>cP0C7-Q*i1!9_4TBdJQW}ebf?Y|KcAr$Oxy-LROdMBNMw>l`?9IQstI7@=3Jb0 z#cZzFV%&aWdYXzGr-YIdAkYSDG?6fsbAjtxkzK=Zgvu~#w!=JzNq8CHRKa5Nal-ph z1(9O&MoM%&Dv)-xa*NP?>fE);bUkXF*b-rKDA%Vng(or!``7ikwlNV z2h6{XR`a~EkDu?HA`RtBh|GSj60=4g(D!>Eo*rs>{3&f zUX|0Pp%%NNmyd=6pUSw4SWlkI(;Q~ETO88d=qD;I9g~yZpwm)lZ9^{r^G{$F-Qr_{ zMNOozp47+pT0SX~Ew%H{aL`;gPDW|g<-Es7>7FZ^@fuxNN|%vv2U^k5@BaX_Vn;k2 z;MQkBv9n~jZg+O6!o=)Do}H^A^ho!Bt78>)m@2CdNuUkbSOrptWtU^u#j+N#bYz6O?&)i0@PL+~& zMP3(yKms&tCdlibzm48^aa(uZU9@6I`t+`9=2;KQKaZLKx1yYmb<5nJW+0NIM4dm;=g0G<#Tgv@sJr`2j~c|%)gAEOYS-K9fpSiS;H`xD3HXbsOVlgo!tDQ~(`=YTtY72RoH z4KH=Mh5f_%agU~dEZ0((9u?AomfAl$Rp@#CqOr9P80yz&$+65TI}X3fgCnPd!kP}4 z;zwY{F1gS6)HhxwvC~`1vyE7uhm8KU#3sJxEpQ9dvxm!U!!#TBsXd{BgwBXa)LB8x3#~2g=b#F(VCC%K~ zX6T~3&kNtpvZ_ z)w*}8UuCw47oGPIGJQ=cxLdaU+5;Hxnsk;Ay>4BwgS7xvd&r(Jkir+x)G`?g0*4sn zig}Y{`xSR1REE&JZ0v9kKqvz_?%}o`Yqy&q?NwloON)=Rx6ULy1K3r+u)>X(O}lx? z?^h#^IG=mqD;x>{f?12r_GJ63-x#5uM_~wzoPM>dANFK&IF?lecJEZB*7U@3EMhXq zyn0XrZS?7-kQqRVKIgq}Lvi8V75@N#C=zw#9R8Kb-bt*_7ZD8e~(;#Wxk6wfI6-GU8#Wz;|L1AeTFlwr)*5%&_jPt*)9F{D)6z9rFd#wv zP0#hJvui0C@={|dAHt&)0iGnxUUiF-Wl*e*)$&yKs60wcK~Ca3Bcs;73k)!Ej(lKTU%R=PIG0WDFQV+F^rsj+#Zzw0Qg0GCE)l~^=(Am6T&VSj{b~j0r%e) zHJhz9qS394JmWlP821%JK+t@9;`Door)ZG2GD`IJ>01`R60{vD{EY)i`&7^J<8vrH zWB8QR68MM5{v^5kJQ06qTN8k&QHc8F3WGzde*k!EN4G=byWnI8cJG*z{{VcNp>yL8 zhnfb&@a3=CZWR6HG5`;_VOA{u8r|JWlIwSkb-SDu#y=*nL({w;qv=WI3q8R7;z=~@ z4x#4FuY5r9LbSFUZDQ^BNyp=gOMi#@_0}#mdHle~p#Xm)UegYjV;Y6DgvJl1Ye-v6 zfmAjWcB1DSn>c+p!jRfTu}u)zqpoYJwy}uBEm9DndSb7OLo4lf%Ka+ZLXb)Oo=>Tw z;^t*YAVoVPhk?O0Wo^Lwy=luQ-XESSGkB|zpz}q;nULP8-hwfcjzwtNI9Q50VD_x# zmy*SJ^{q>InUl=jf$v4d%*IU0Ff;g659T@AI0l_Q)h9o^%`u-U0**yVBh_}U&ZeHM zBL^IxO06ZsqTzbeWS$tI63*LwXaevI! z#ftgHLTwOG*J0apW|Xb#=QRkQTT)K@4ynhzL{wy?Q(v6Cdgiij0?{vrY39CfCVagEQZZszd6 zht@>ZE|%tH$=Wl)uP}$=Mu(+bTuW&Yd4VAV57|x-WaKG{vzqRL}K4fgCuYW$-w+YD;*m4C}}?obsb6m)v2hr zUVz|dAA?tWY2gnJX{+R3D43o;VnP0O<#&EQ*DhjbS&V2q5I@4XDRu2)@_#V9&fdUt zMT1_)yi2cmU&B`oZ5T*^83V8Q*BPn&O1-+57H4cqeomj^TyCA=FA?jn=0|K|Fa6@V z#dK6|tuHS5eho5dsst*BJg{y}BO{ z_$R}R3r4RfOC0`&yr)y~74E7;uQLIjia(uIvC%axMpE!XWDn5fe^XUqaHxm4%AV#RAV{(MN_x%7Na3sy zemVREyNg2AWP6Va8Fz9b`2jm|yAI?8Ut0YQOejpT`+!zOVl%Yy+XugDX^O`u;Exu3Bk}%|ZK!Ell3&h16GQ}xR!yTSe(!UN?zImT zTWJxC9VXQ08&?M;b?=UxSLf%(FWEy^@E)Q601E@*1;*JTkVz$?jBNmyCo;*7!?k)B z!VlW6-s1k-z z3&Z+Khr78K4UShVIs7UuPS?aYv8a30}|N__}8{3`F8bcj5>L_2!bc_g`J4I>E;t|$V$b}`2;9lY1~ z094ZX$h%{VMh{-}8%B|o$HDdMTM_B%ypi8HG*~&#cHYW)zG?nZQX=7+8z`D$zT8)H7LOde zOOG_KQ_xoBrMlZ8j?^r9>T#N6xf~1{7NInLY{Sb9&MQ(6527e9nL+ig$(JAN8-6;} zWEnnKju3V=m594CqtlsCEPG;M&<<*7G~PwCOduE^aK2BQV$1SJDaP=5vl4M{{XCL0_@%*bOu)c z07xV5+)i5>%&;$Mbr%=+Jl589cOklsuwB&<1QA9#;n>tAJRGI(1- zgJjeB^Y=g-@fjHuSZg!*mfBq_P1Agf8Pvxk7VJh37zd>**`sJ5HvYz+7p{Icd^`Tk zk`;>k!z=b1iCMDF@T_2hrBnm+cF6ayrgb}A3q*7Mt#&4m@KHe@hXndpX{lU6=Xi$i>~Rjg{{WR(m&RI!{{Z?nho=bm0DD1% zzQA*j@Tze5GgZ{wTk0D~muzE5Vh@3Hl7`~*}IMB2mb&<6}zVVIMLZecWPaSBy*qr3cLL?PSfsq zOW2;jtzCzq<2IfP*ELIk+L7}d^(}#qUq9vi*O?x_kX{!$$?KXB&@2 z89%Nog1zz7^0OwJ7Qy}EbNUfVulnn(CE0*&K^fi5LxL^6+_DOn+z3@n=8M zxn?(aa-X(H^OM(%3cit`S+<>NNrG}ki*ud?9oOs*%e^2g%01x6{3+_LcVVR zk6-@)RbhRzbfuBLYK4~SSuhaD$G7=4383{he$dkHaNCi4AO8SVSCZ_Z^9Ra3D{o8i zCZ&5Hn>2#iPi_zLHQQNu2T6(4T)CNtV~{_cY0D`X`%YcYB}+@Y$?<0yk&oJxfvX+pJsCJmH95NcHYTa(a)8?)3sAxBx;yRvmccbit{#zXEud zQDrxZEh9afYkT%J-dcDE!&*@fb^FN=-rbNh`qg{Jsm3S39~!@Acld{?FNu5;r-`qj z`MiL9wPTiVyjTqU!n~J7__y(w_J6#O!k-a*IBc|cz*RCv;~XjGG;{Y*_pjD#j}rKM z!!h}GsG>f~p!EajeJjsAMJ|u=JqC@aXyWw=<9iTPa=k|1TDy6d?L33vx5U4M{{Rv6 zvHt)FHPmgW#-XQygYQ#-Px{3jH)6dLR`E<)W65m*-y~-k=eB*T^W(;UvImJg8GU!- zPlgw}FCCg+Bq$8Lm+JBmdRAw{PuiWl392`TzBNZ6o(A%b)-py4uPYL_aB7U)KbKSP z3!ASNc$Hq-#4nHwr%4tX({gIod}6=RJ?smrMAerFhyXE_?%Ww{SQZ zewhcM!vX3mpqE3}bu}N_w`#HHB|uTeGt?T6Qz4PuXgV}x+aQwQcftPv3bL=SYf3z! zJR6dtlFoEb&fRXe$NT+3g`8vq6WqGkEdzzESk;6 z^aGH1{zo-hKNV<}P>8g6y#1XAKg^2f?tCxi$}fCFs5FItfaHJZG`pfnysa9@IRl0z zhyI0B28G_Wuj^41j0hoq!)dJhdp$PDf2K@kleqb-a^FR}pBEa;;w2xzpdbAPwAMWm zDFRyCdD4G-<{zP~z{s|F<{@<0b}#pj{{UXC{{UweVs#08)963?)x4^u3tYH@A=q>L zs+_uooFrT6(eB;+W`HeOM2MKTghrU^$NXxQ)yyO0d3O~(h6Po-mf^Ockg)#h)HYgO z<;L?k5yzgVujxP&{{U))U7svK{xwx>Zm!%-ZJ9~+q*= zo-qZvEe*Jce|YoyPy}Xea`_0A1*Auv*#@G9-%GV^)492j_c;|t{{T?7kP$4#Rv*GL zDhPhta}UU#T7P)p&<54)*8vEFY!ME<4;9ZP<-Bi*P~6Md^c1d^aj;3{GBE5jgH~f* zMphBQ7>X{(iVVg~H5tHb*@e7+-2*4|scn+R2hFr5R~;DfS7Or(OTOUeZ+c6;Le2rQ z1HF@|6adFdyV*dW5wD=FHnFm`i_MoA`qn&hY8R0oC-*D;LD>@v9h`a1obp&{o8eSlOX_skQ<9IM4E`DX85{+jN_Kz;`@bk{=I3z;rE;O*N?oO-9MFd07K?vfQd~yg}g8Og)<*cn4r$&u~}Q&L=q^##VbgN z4(0%TD=OytNn0iSr1}$8B)TR%M4O22d(bm%PFn&XPrXTbcV!Gf-%1Ct{{ZV(Bxky~ z7?NFzKZI6o#1cFCu%T_e$)$1F>EBpaPxzF@<&N&({d(uFURme=085diC)0uYRSS#h z(`;{@qo@?=^+=Oy#4vH&lT=cPq8MADFyTFO)~flUH8Qy;HIQzuZU+gHd(##fq+rhZ z$7)tZq+XX(5-t?u=qn)0bm#X=TM25WJmU@RRv@&BB`jN$_|&y=nHJi2+DVe-%X?OZ zt(seIk~J94DpzwG`8KPQ+>=q8b`O`FFz%wQutcu$=jJ%5VwQPJ`74ARWYd}lcEm~e zlf^+b&8?`|$IXB4jMUs$EIP=FO!98@0;3WvXtI^t?rNkn-CfDH7zz{qd()pw2*zDr zU6GE1{{YoW;<+nb+K1gK^9k+9q-VOgJL65Uo(E1pIEDUbO^4r(155I0yd#)+r&Y()3Yxndbo^{J5xexUC_Hul15VxcLO}T<*Q`0t?`5bjduM zW#GTAJu)b`n`YLjtEH3w0Al!Ub0hH50yypbS*YV}Kf>0A^I4EdJMu>v{WD%(-X^_s z_DvEE&E7-7KbWn1PYqq_Y`6OK-!J!DkJMC%ZRd%#J$`n#vqCMifB_%YxAeaVTf|oG z?BtF}Cm+hDdz~*twA*8bf8kI`{*_fA*8E8t$10d1Cnblc=~@~SYyK_KG{hD-mZR z=i%_0x(RP)JNon=(AJ5y({0oZyNY+_uuYb?d%9#hf7#-uxA5iF%7&fJ?&ClGdH`+D zimmPL1WI-&_B6-wbIRLbLhI@{t;l>OVQ#`}n863Gb5};2q{i8gWMkhn0l-gj;w!Dj z)e5QZS#wdt;p^MNKeT2$k5T^s>NVJ2YWiND-b+p&9)h{cpBh@mHrc`^k@y_{0En!> z)*cSgp#Zad*ylARtN2q&QYDlj2h{%ng?ZKN9wXJJFD$0rAD{#tKT3i>07!p(HN!bP z^Plmc4u`}a60Km}VWPlp7;qeP{#C)4{9)oZ6G-flj)(vi>9!gborEZ2jdy{`HE`Sr zWCH{N*ZksuI7=@Cqy$`QYy)@BO?9@~b%nZbfd|XnaYVA4xyf#VsNLQbCN&@`_8d?J zxvtQSrM^&WHuB;T$zg+7*SBG#3Zof4eQS=?r@5MO8mRydp0okfUF!C>tF>Pw`c`Zg zMpiC*6P|0GYdeCRCo9i2Tnq8@ZX^!X&IUJ)HR&Zru!xb8YtAiQ_u-gl0=-LD(jvOC zHw>S>AoE^9crJ9yoXn&tUrK9mI%|0X%30hM9jUXuxy+9JPZh-5>Ojiwz_#Pl{EF+L z(kH%+MY5I;&oqvLwcPifQ4z_sD6Uy`8fIcyiciJ zp-nnHh4?3}Ko(y|v$tGr;W!-s0QKsemzs5f5u%4Z$4bO~GsL$;3i}iArhj8Kyzz_a zx0dQLkLySY?ltJQkFv%TgV0t+r>V(v82K_)vsN`3H0ue12=Griu6pZOLdH1a${zFq z43{^V5$8$Dnw4PLL_enGX6!WZ{V`!>Q@)XQns@v|L zkOF~JSX1pKve()Wxy{TOI*H@2yrJfqx5=LAVV0a^dKhG8QjPtbaSpD4a2Vu}x zOj5DuRFiCm95T6oQY$pE4toJtys{UL=QR!k9%{}4iB^%YGDR@j64>urdx-nEsM**Y z^`H#dqbY@8IH)jObHa+fGjD93O=p!dF;+Mf0AoLOfdZp3ZUnijA|Rk-@G2Kpk+OJE zKov?B;EaW(@?>cDV*pjb8jgddT|`!hspx3|mu&z)J~NuS@kRjbR;LIf0Z>rGb|W2W zfdOS@`HvMUvMgnBk?B$SW-?DxOm_pPCY_APCHWMRFb_(myFuL4`Q7BfZi0kWbvPI` zU^$oN9Oj(Tg;J`y%{!1e994Nv)ZHIApaW;gmhaNDt}>q@9D`a$Wh=3VZnd83q3}7+ zdH|%`v5u4hfzvfB09ev6A$Xt$9n5&|O(-DwE(9ZU3=zd4fG^GbK9r2aa%sWasW|qe z1!*8VvmY6(E7o}&S=*^RjGEq-cIP9dP+8UqzSS-QASC`20g*gXT1J-Y3r#T!iU(G1 zg1=+`0Aw$L(R?-VTs|q*P&bG**o2PQ!Hx+QHxY2m56ru>f!7%0pM-y84}`LOUHF+N zi}l5C><uINC`(eSQA`Y!y`$DvT#MHgvYc~G?gpSy^Pc=yY0KTj3do$#eJHweU?VF+rk>^qIsB&%D*aP0a1`gBCJXGx>E=wSEzYUaEo~x zbHxt0;C7)45syku$G=JhG-3H2MIj@-Ceo*J_onY-@{vFa_+ClPFuvdb`?Uv@LC86$ zfO=<&39!wBw*XWUC_QTL7^<%sCmysEQfFnde-!Z9@ z72T3)J&5Lj;AA%x0bsy|dgP9VtNoM#lG)F#F(oLa$>X&}=ZA0`g=zqOsERp=Q<5uH z-AU<#=qnmHnoEp^+7$48Yf~wm$BxtiAjS@U@1-CZ1TO#z8-H91`1k&IMwGi}kvfmn2;$oZ89 zNfZGbvoxqiGEGu^DylKSCafUZ|Kd0bQgbGDsUuRSD;Q^&6F>zA`|YQ@vibv+^y~i*Db^pbOUbK2RKPIOeW1 zMR2S!wT)r1XqY7wxjQX<5I zG7&*VtFqA+X5l+iEzo`7d1{7h)tNlGNE>;oX>uH?R>Fz^vvC_mCO-c9hA4WLJAH*q z_NI}xuTOfBVe><6Y&8HNg^`4~C(@>A%lxX?VMspJ5e3HN6<_xcIVqKPtj!G+zjZ<8 zuI;=Ef!s(7zXbNE8D1vm=E$g>n2=kbr5(h{w7dJQD)YJm+^;>?DINlxlLU{)o-jCK8Cov5^PC=KjAgdS>C*n{`lc*0_jRz{h||? z%}JrT=ZRT!_q}O`TH#-HctcL*CQxdCN zfgc9Evrf4%%ZZKvHR={}qr$HV$zm$YG%P@db&shgyGw8t$Q*z(Tm)AjUdP5Td9Lch zRFHAh_n-)MdzCOU_pVmk%$ng=P5~IL{Y{YXPU5iaS)`n88QVdF+~_QzQK~@>cJ$}h zkzbF$ACp+Q`03&wu?@LrgE;NxHGacbN*4MVAE0mQEAk)X-n(&Y@xR12)}5K(c02j4 zN=K!KI88gi!H1cy-2%PWAK-Icj2fSS{5KGS&e+c~`?w#jYnZaIc7WgNmxFY_!N(Or zXVR_aD{m3GliPJ*dZ_IG0O4Y4H_x|BwAh%yIUnI!v%TJ>nQvGmgXvXm=kX=`2yN~D z&k^BH0mW|G_%`jGMf~PT3CaHeB7vBe{zbVs%<_9?uSa>PHsrU9X<^>Gn{N(i_DPok zAKx`@XVaog$B&nx9q2MV{X9FW>MX5r?5D8f71>#M9wm)h^obk!Q|GebhkR3+LM&?vJ~ml*r!I29(Br+to3DPuC9?;7hS zxcfc1j_zR!p4bL}I8W@$tBJNxJ_zf#{{XFBMV5xB0JV>C9a*Vu?qGBx(l0O%;^+F* z*3;f?BH~Svj>8q9nRm-*$ysOi*Z>u$6_wPHZ?-_HJDSK#sP_W`Wd8tol7F2g-l=ya ziwTltTWA=42UQ9QCba6`8mPwXn&N^h)5WKm%b%9lyL%=x4^R0U?2HxLI z_KiizLFz~JpbJpnv4l>eDo-oTY@3U#$OIPXR37xK-W{+{AlwBj+mlr#@j|ME((N|| z{xWg==mPxOe2}OP-!UC91wrOp+JCQ`<#E@%3LvLdcYjstPI)llsa%=64SL$^D`5j%%D;dHt;3>thgXlzlnYqTt_l3BIlOtLTd9jd)7#vFNAne8 z4Hw3~Cfjwq$7eVDynY-SgI;EA-uQdMx@EY#*7cDgQIi(d9OKy4?+$9osz@ySC#7!( zk2RPt(EP%vzrxP~_-%i+ykV(kRa}dFKg@kHGDSjuG1}W%oh!k%UQ+$U$6@MAuUgQ+ z_K&jNXm-NuTOnO>gj2?G{>U}v{wQw~_~z;jKS)yrvz1gpMIugSt8l%e-}JU<86BHShIw_WGfa*kU88sfC%Qh>kk9!-a6LrJX7K) za~<2W!dv^hizvW2=xfpRe}}q0j@!r*zd%k#KO_AsoDUba@b8a2O&Gh>u1a~H$-pDp zy#qz~SeCH|ynnPzdHH}9>(;im)^X(l`hFE@?p%x>6Vns{$k_NRORx(lRgP8eGBNpA zRc~o+4(*H2_qoaZ#X`e#WDaWh1=D|Aam{F9c3MCI1XS$uHv*~*j8wasO$J5y9k6%t zib3ACNDaH!JbsnJ-s|@BE5&r)SdFpYpVFO*QEcniQMGO9 z56sKjh;HVV2YDM}t$C>NExo*(EaD_%mgkzGsd%RLYd z{{SMmi_aD6H?k8VkrDR)0P9zEVerx`sS@*1mk_Qv1C!s^+Pf_~!1_Gbh#`b|ae=`n zp5DIoMhAx3%cyE{ycTg6Bj``Pb($x`UlnUoJ>1ZFaH-}(SNUeXlsX@VJTq$^p|7x4 zmx!(Tv-oS` zo9tXc2ap^4<$3(gNvg5vci$7VyLDlv{{W=!=%5wH{ySVYx8sTRSje3Hl#z@Koc=hj zhfMfMdu=;h>emXH9HN2!8oHZb4)`NUC;LbJA=kOx$K-1w{nO{8r)xLpUdji#EOC*? z^EKD$KMs6La;W!;BHz_XQ^)6CrFG*C8%aJ+mk2@Yll^NV>*6)XndIB4l(5D|-akru z8r->O@V`v*&}tHH+tdO62D-Qt!@eDeC6p)?e~6#yUPXQ4?S5r8@n$t{{2%FD{I?fQ zJgb@f&i?@CiZlzJ#i{uA81lA=A0Ow^yzf=;fw zhdVh3^fk9Gzv0~}e7!ypF~&e7{DA{d0V>fZr?y_rLog|E8)Vd%jet< zxZT(FtlQrZUF#G1RuVFM0fYLAVt8Lvk+;t%K-`c(&+`-kYf0I~Ubt3uZ!Gn8+CRdl`)7r`Jni;~yxXPk^Hi_m&l7l|g_eVF_INYv&-MZv!nVrKET(DL zcj@zE{43|LjvoTF--$Xjx~7Y6EIdJLnPXtbEXo;&-e3pJ)$~u3aWek^qsO!_uUgZ# z(+R=2Y!>4b?g!^zz+c)EU-*0DNPZH0U!F-~oy0cs$ha}cSzu8np?id9nqw`B5j*RZXlsg&K1wjk0Xhv%G@W7zRl zq?*Re3@4c&>^ZK!PY*Oqe$?J%t<+Ye%bekDTJuuKg4@Yo?-5$@ zX$-jE`{wrIy4HpmGq82$mL=K?Aq0OaE=|#k91|!5XkERlLE})P%=u0_ijl-h24xIS zYE&^RZrQirtrrWS;5U_s7a;W}tL}99WPE|>Da4zXD2G11xT_yx03Gt=0n;76wFYGm zwILx89MrN$eB*FTFXd9fd8XOqs&0Q=)k}{MVM{XktJ|DV1EbTC0h;OlcI}V;y*@kp zdkpRY0O-VL^sZU;Ys=QcAD6PI8T{#uqUv`Tl39F+pQ|^_N8l=KRgK+4#4EQ8F5unq zf%#W6_N`9xVz$U++sfkrezkd9!+JmNrFOlzUf?hWqMK9J^=w+`mg3bgz$XNc&a}Vb4wmK*wD_A+*`7+{ANmQd zYUjrqjrx6_#xrgQ-P_OS#bvjLJV)XwR$G^ORQBjUoh$Y#%k49|x4igs;lwWlpJ|zS z$qsoRT-Q5u@ds7bCpJ1HKV*&0(0Dl?h#0PyNBC^ETV&KE$Q;}34Z&kshHH;Uo6Z-OYpK6aovEne@g{6WzCL1%s8%UdS9T}s+Z za^#f+$fZEqM?4=|{F?oiH7$GK$L&?)e}`J1`YxTVyyDIt2zPt5RAIsDsyp-*(zXfGV3d~4%9QHoffA~xe{fOGlP%_qQ~DAi^Y>my_m za#)^!^eXp@Jts%epz~viVMOXlB>uI^YTiE6tyssWp}CND86U1IV+-HmE@>VM&~#i& zZEmkB{{S0j`qqu+sbK-y(x_$qKT7fqL&RF%s`-{f3@4;(jz1BK&5q4wId&kPr1h+v z(k)VNR?kDe@#Jv7lVu;6eMbZNS1o_yEq7APQ#ghb&!lFJdKSiiLr&M&u4KL=2Kr+DP*+6v-g&%yIcox6`S|)*@#1<&Tcp&?DZ<_op6a;!m=XTZwhz-B>r0*Zd8yT1I>)D&K|!X&cj=dPp&%X9pk>&UnD|t%*J^_`ky1s$2Y2 zwR^ohE)41fdpX8-#HV&JX)`GwPM_>+P6Hd6f4h=1Q^j$r-Qi+EZ*F>YBv&KhABf%p z@pMYQ5V~2W9Z-f0KkuPkW#qEWC)vY!tU99LexjsFlQ-C{TQ^yrLFt@TX>}Q9mkOfY zM^5IWNN)k#AQtKGgIUewLv@>UH&c2JC@9^5QsjnkTz`1vQX4yX8Kt|NY&{fp{VDMO z0BFqveW8V{XV@C7BhxKg%#97)ob{kS@Di`4nI**MRycDY0z#{{6zl%jY|cBu4F{qTf1@nYDSg|d@f64 zu>Sz-P-a(1Zth8v;!l^*R@4^ukwP6nhurg7;$2qoEEZAyo-^Fmg};Y#q3`7LvD>He zrE3CZd9SQc?SvbdPkunDE$wxCw9KvLMg7nLt*dx#t&|IBvPWu`Yq>GDTtvRuHA$Cq z5wx2KWDOwSp1G|>Xi-Aj#-q^CA&PeoZiUaOKjTnc&u?Ns(q;f3;UE2KcM+u-47qpY zbpoJ~8JjV%MgIV5uoqg8WZ1#M{v%mZO*GP(FDBf7x61%VZM1fFt z70te+(Z}|Cb|8*THU^sdG7DoKlxP+Kp{J%KGiES zLf9k&j`WHu#cOwZ37Ph(_6D_}u(F61PnpNmR0}hCc!+LqYK}N0IeUqGpxuXB0G2|q zoumZzsH1Sih?gMuKmB@llN?MLM?c;?lSy7+rtYojO1`l zQF|NN5nAFgxOE{FfNF-(KGe8;bGDytCv1a3eR?^PmB~lQ+?sJ}%JPmUyGeH0& zu{BoaYt;EJt^&o}4o~So1oqKF1lQL)6Z@clg;H%=70h~Ft4!X#Kb=>GT{Cue8JHe2 z7*_mxhNRK$va|}mq>2Ekx5O9XHDlx_puwus>DG4t0KC*L{K7dZa(|UwZ97!EZS&3L zgWHejYALk+62U>#WciP|{{R{QialdZjEMBhZ#9VPf@q)?pbGP9{wCI&{Q(8EIpASiioX_v zX>JYHu`rpy$qmOpKx;AeooaOQ^w`7$zHn<2O$KSV+-kEDPbVM!YS0dz@5GvIzwR`v zVYqNGN&a;Bt~JZ0Np2iQ4@LQUS1S z)Xy4;<_bM?`f*&Qv#;qM7O^D=c5VR~)$=#kY+JGl(uM>F5R7{N>mUtN)euBHrE8+dCMY`p@%y&8C@-^Dc zd7=1rFDgJ6j0ESe>s(%;;!R^%Z?fr8`B6FB^5FjfF` zdMPqbFp^=(A2;---D?wSAlqqB><56{{{UQ8R*B))mHyRzx!nEkf56tBv*HaqK~=Ry z{ov?7$TR`Z&Edl$8=ZDw#Be)*BUu-oA<=Y*gcfn`b>NYc`qgXJzwt>Xd5mlS04&sh zQN?I!z6pxXFed@G{o;H6wV|QTKaDjB7zi!G2ID+`g+iK#is#9;Y$^1v{CIxaITkgG z3;uoUU>j>M-A9G>pbsIFOz|D-sh)N~PEA;w!s&2A&w5LH59*DC^f}D zjkIk>RZTpXkxc+W4~4Y*c~0-%W2vr|&qdPh;{DWn8M+>7DJBxA^0;X_j%ws=ZP9%0 zQEM z3I71~)xWYRf;gDxJk(b)pp_x$fpSQo2oXU$f#6d|knQs(O;{@lU9i+4)-K&DZUsqn zxF+1W+FPRfS3LF-Tg~Oohui!@w&lMC!ULA?ilWlFW^g`J)}+vn%SjIiJu02ewW!?? zAxY|SR;QcEk9r;tUf<5JF79n%h{+|#B=iIN&;usZV~_+B;8uLPC7r@3kpt{F$*lL+ z?b=@|G8iwZtZSbd`4XFG$D4!34lzI-6y6@wEfh@@X}Nm#{S9Jjy2KU;i3_VL@Kty} zpsYfJ;&!+aOtrt`L`2hKfK+3v>gO;_@hvn{JTUik4|a}n|*ry1X3R* zA0)BBsfM|y+DOY`7IXYr{{RtLH+~`2E~YWsoG(r>pVojVN2BS=<+TZml=aRkyqeyf z4akbg6o~tsz*VWdE8-nctGEen#1{{V^fT^xBvBm<`{pXppqr{n!3xbkj-H%xQ>6dD>5XrTa` zP`Wu@*#7|Q)JA(KN0$a9`sTQk;~x%PN`JNQe7M2quk;m#sr*gwHjOWrr@6ZB3h(~_ z3IOkKZ(YfaBFg&%RJP45I0t9c3iAt(k5&L|hS8LIoS*%cu+PRFHu6*EE2etz-_d9T z)Aa-@N1rzQb{tkyyz&i@A;+zG<=@2L55_?V@)Q2|^;*rB;+p3c@UVl_gZ}`;&}Moi z>P|?B$jRi^UiW;#w=2+^tVZZpAr~d#8hr%&#RNv+L;lKEr0P5$n zAmT3F>XeZ?5R7>p>nhLUFN7|}@3r}1`T`h#Feys1dsdE1(>Gg)MfTlkG)T&&V2PZiQj5j}X# zV_aLv8*X?s8W^0S5;?5tcfLRwtyxpb$Q*-JnMy`kMonf06QNU_b4qixgTXa$#?Cj9 z%~ZJg2p+xbKq~IpBIdOGFX1gu;#Z69G&?BE#KbJ6NC8zy+<7Ch6++?@aw5`fNqfu3 zSjGo;JAbWyhkPvfcV+O)!M5?ZS@lc8CYEeqjp(4D!)emI#kaiIo;D8 zYChPcD~vxWz%F<- zN_Gw~e@Xy*NH;b)szs*1ql1Rw!QUQU@NP;#WFKQXTN&sdz zDaQoRsk5H+RyNTByPtLDd7GJt9A0lHLHn`tm8th{IVP*fp-yN55}z(wqI-zrTn@D9OO?X%O=lZ<3HiIw1V&booBOpD zhljPF9Qcb(@JELu^RM+eQ2@vQ24J})kTH@vnzc01T5V5t8S9dLv0tg5vB$uJ;Jpm| zNAWa6`)^r~Hu?VmmUgnNaxX$gSd8=pel@i?b1*)L_!;o8PWV6Y?@sWgn*RW#>`8AQ zlfK}htcR9vGPoEu>?HQ4)Ro_BD-gzk-kn7hgcTU;Qc`1_&;SN0gw&M_8XkyDV;u2K z3+qT*Em96^G6wz>eibI#Hql@||I+Ozc+(7x_*E%9$^P#mx&_dtlmQ^esH@icLc(?q z7rtxY&#mVJb5KaEMh6vas2vSMyPS2d^UfP?q>q@>WCJ)AAUVlejmX$=IiL*rCSfMdl{yke zb5z~55Fyo4< zLms0QWKX!`98$>p2637ItFWlZIn6Pxcl_+w_N%H9mnW@Ok%&Cd1y3M50#5_ANYEqj zPTW$ul~4yFox=?DIO{+Wh=|Ay&{UwEpdJlW%!ww{`HOMQUs=RpM(LM49MA-bxsdKS zrup#2mSd6z0Hr`&;2pT)n9xTSH(;FgpaqHi(YTCM!a*O(4&zl>oba3)l_3hD!QhTZ zy;aGvGfeEcJo{B-l(YQ9XccT2Qw7Ki-xbVWUKW{_7Q&7yN;Rdpb$yVWjMbPJmLv_r zxyx0!XWS1JyELC?h;hjsMF43MButaGtH;O9o|TnoX1I{6oQlWH4c{jv5 zR;|1yLAFKCMRUt>BoZ_*kaJqL*Awv44!!6DHsV2Jf3TdX?OPE7VmFeo2zpm9tx4zI zan*e*YQTAxLOX>dV}U>wSswk_q6C0=HPG429YhkS45Jl;VR&sfCO08C#cECE$s)WN zS3PI~7e@2gDb5aQ@S?PVx9xFPWVB>aCUc&(P@<_0y>pHz18&w*szV&$^{gF!#w*}T zt{>K|yygbo)E?D-8)0!DnokF{2GQ8_JDon`PabTmn4YRZD2(}o?!N%nr`_8}IyJ4p z%69gzIMuYtEEucv5&Ncshd|9F#LE13r@?m7%0rFOgVa_=$w~)PkOnbUE&f=FlgZ+M zI>_aYKv`QJl{&v51I==&{=>v%N@jx9ll%&j6+auDpC58)!Q4)nCxUOp6 zNY%@*#%o^2V60p>9`%`_c3m`u+>Mq4r7{axnK3%_>sFR>&AHnP*wg&TpP`@(JFPKR zUp6*5Bc*azk>3YoF_JU#n)L4`DHtg@J&k4Ft;7T=P|KVOyO7bzXd3kPcLu{&1y`yu zuT*JP=Gj$-RE&(*19=s;s~6esBHJSLVb?WtL)A=dx@F^h%krVCOv$SqBU|}!uu;@i z8$^ysp4rDejc7_F1*6UdRalTdSBjG}8cPXn<=&NU!R5GV7@k+4tMagE0(NdI8fKGB zyIrT{bImc6Gz<=9IALCoqp*s?F8o&`C8ydG%u$lu*H5LFTNQ|X^(L&dVl`EnrhYTh zyInsCZjJ_U0X4}-7Vw^D7&X`F`+u|KUj4rc0LZ)C^344MWQxqwt~ShBMmKR+=8(8- zcH*i*8iwPzIH1AqbT+~_x{fU1xd2z>XYB{2-pTQ&R<)1sOCem3?wMOP`oC*4N2yvL z;oJw~kzbr2w1NK2_}zOnG3U*h>CAx%6@J2taRgU)l;xf8TkdGZ06VK;W+ez^S$qj#WBU9BzC=sZO0Ed31KIhLP zukxz0Ucf$ED2wB!2_Me1tuz}rR7l9vf!~o@v3-^i<$>jTW10ZPwHnpn+W!E!jMcR8 zy`xGV?{&j_5(Qp+=whF0A-HzzIIS}_r8FwA;siZU1keMAhwUK>>gjC=9FC@%ZuE;W znoGHwRD@r{M{_Qv1V%-nW)`n#}3E5$9muh-(R%5)Icb9D!n0~+GR?|<> zG{+5jaBds2fJJN#V)`htq*(~@(U_0xKo7FfHC;u)z9QZ++ltwa!@_za8@tvMNSy%B zKb3Q~^UHLmZBqC5zug$e=}a?08knQD^EV&7PACHG{x*B7u(~Fi5m%!VpXMsP#G1~b zI9uz#DkkKrfyd=iMHJ4voqV|cx&BpfL1`A*BSOvoeP{xcN2A&hA&lHO_ae2E?HYtT zV+(5<`f_U?Yuk98x5%nBfVOh{{X{!3E6pb_RD}ftA9!Wr5)RDDPswcFLQzX#c2qyq>Y+) z5Q0AF!O!JclK86gR07*YvE&MmANWyJO;6#nfDFEa0pbK{QS{9iW`{U=y z)F|9DQQrJZxZ0LF7MjT^;1a|7ik;uVejh_6?80Xq7i(swvhjOgf1~(gO8NUaBcFem zPzEdL{y6bB?=@#I#n@#J@*{ID zLgS}SK9m9IDRh^3kEY%M>^;5e$bq>T#Z!jTD`Z98_jsw6>6>sIsNiC=Imc~O$#&p& zs^V3ZzEQxc(id_`%^=+x{Gxy~k&|{!OeO>52O_eTM>ylHUD!5(ji=UtH57g{PX-*rlIROLt;fa64B4toX`p%$EC93bu_o zIgdem?LN#aT)qJ6Yn;?Pb*0+|5Rgx9yw{6rJ|>#;dQCChJ8%c`u5;~I7btwLM_@Vr zl{y-#O>TNdrQ^vR5OOfuQ$8a?rxeziE_+&B#i$6D(ZA!0PCJ3bt)LcrhF5nIB)Z(eVjuF% za!>1Cq@UROJV9bbgmfHYu{9qQt+Yl|ZQhu!f(@%(1H&3hC~I(79it~bJ$a}vJWr)) z@Vcw6-m0THA6oF8SH~Kq<>N;NQZ+a@!RI7oWK>#iiK+P0R*J^d?sqw9IK*Qkk_rC+ zYJfc}Pw`F1jWuP`Y$0g^e8g}SN2%klHPz}qKhu65TFnAC+BIebBwsK9j^&RXt20%& zxzTJFz@H6c2I~M{-<)*=4gi0^@N1aT{ub$QP4>-x{q8RuhLD~HdyWn$1I%xHU*caA z-pf9_BTqc1G2jeG{n5vzXju45#F~qFp?9(VBaWTB*R(y)gR~_nZwfSv-;-RvtMLwS zhCM0}s5s9o>AvY7uMmhPv{ZtiZd;YECtrts=_c1EBVUO_@z~1~^*De8u$pmOSw%^k$ zUSal+w@HZ{xL$bw0PEJ|dSkT?c=Ze_ExvIu>WwJVU6nNiE3$@_y+4m5ug^ zrU%WCoE}gA0IIzgO!#l8UBk)C?6mI)>(?kGw}>bwl1l#oTJP`tPvI>o$JwG?!;B5pfZq|dIhfmM_Qhjv zHv|46t3h3pC&S=y+MU=?y+#M~2CbbhzKVY7H+@5oFx%ln*r(W975^t?vQSfmJp;F zknZm8kdC3doA>PV2lj`V9nXEQwXStJ5Rh2Wl1s_4pJ!)EMerO86>PnM2^q zS;+9r5@3^7bOOi>M4(-wMb-H;xJD_z!7yN5wkT=0Wh1D;am;CNw*PJNhI@)8Gjs$F zgCe%Y5#3y|(8}?XNVzMGvsc&P0Xj$_bGJR;OV6Og2lGFWZob{8K7myu%eHigl(%Uq zcqUy)-p)9GMXG*d2|z->W2TX;veC9Uy+>GJ+i;BnRSF4iv65yU*>pBcw2J}$pklh# zk|V78hFFI?S3?f=S1B8RgU>zQTsE}R*LyEs;7}*+H`4d3{m6w7B?ricmeu2rNSg(@KmVG7 zmt1cw2kG{=u^t1k2CBomq3*Q%$<=E$E1dJ5Z?15; z!YS<&ADe%~^>*%Rv2p?W7Ht_U?ho**9a}GqEU(?ye2e3p~3ihgwDxHe1_pJEoJ-2~4v7~F+{-#DdxRJlPZSnCX283g+vj%;vlEmV z;VC51DFNpQyE4bib$-+1wC3tbuYc@Dhe<4Ot=A=z*(c7F9M<_u zp@9fahmxTtj$Ko4SNc*vHa)m`m$zdtiOksNGGT=apXsQ0)MVd2GTXBfYc&5*qDTL4L81!a9JlN-IlYrlN3s73w+o0HQ{`fHHoR2tMv>+@OG! z488D`>|DCXJFxqqjLB1w@F?FFJFT`CEdlJs57jjgzE*brH#cVoR53!{4(g5%+Sz3S zZ&FR9@_iy43roEYpZ`%Cmc7e#3lF{>?fWz`Aginbgnx+G5OtOpLu~PhOo_9768?d6 zY%q+7tX+lzYM}m;mQm7icWjrhT+L)8jF=N52A?n#IEl7OS#ph(s`RE^q8fC#Ogu<8Q$aGIba}J>!DyPmV*-)P}s6lJTUi|6Oy-YPe#zR z%)tr?E>D_1?PATf|0=kA&_!@{P9K4P$NpGtwk{oQQLRGm|HWG>RT#MgZ^8>e`(~~^ z#Wmj$it^D1{h1EJBk#=D^1en1K{xd`6swKuT&jRiwDTRT)RCuk@-8&lxV5h+i^zo! z4t?ui+Mcy4DiV^DWXZRgH(Zt9Jp@RnnAa+f6`b<~q}r4>x7XE*@5$i9myr1XbRI4F zncsoqbszplWR=Mr-K_je!%QRii=Rv8%k*obFN+Ati^&D~fZykP57{!El`(0`d|qss zS7!vLoRlYr@`wLGN;N_Gb+MJJFKuR`_rti4ThG3h9rTxz-R0-FI^;~O$mm@va7@#Z z%#8aa`=sR(BkIYkuM9Pp!gcEevqI90J?qQ;Uk3TH>CVOVxq;;{snUaRLmFH>{X2!g z097NNw;?j#*773Z3aD;;kr3PM>m{QjJ`vTb2nSE6w1@E%oL-$N7 z8E0fFqKPgPzkc`ZHs$9|ALoc`F^@aRPL10gLyPn zuOiBdMl-LM2Elobt zHmUKD#(jUr!cL-i7#xryqM-QKDVC*Ay$i%_K*L&aEVUc>{lqyQd{U zA1x&J=2j<}4E9X`%bm0M;~UBa9yNYL$5_wHq<89 zTBRSfOV<8oX*7M5;5U69yhb-nv)G!%IAAaSSMVYJ63G6l*@VuEP>8ldPp9L&+4)|1 z7P;>IsV~JNSTLppcLSi@@9DDUbLs=Ovq(QX#-P8(KjQ8QRP`BnKb=6Vyy%PY$>+2d zQZ@r>2JhmrR^#|rf`Bwb=3H8zA=#`c#13OsVJD{Y{DRvsc*P{A@nR#=ZT{LVy4#Kr z7Q+bsjaz_T6)MCbUyHnNxbI=qOI>e3L?7WRMJB)S%<>-QDx?*B=#PC-Cr?*Ek?M2= z$?Y;PS82|`tKEj08?@+?Y5qMJv}eDe(5fE{W-*H~cnCXp_czxEvXf%mIO|{9n*w{c zo)s8?&an9B18siR*xhbkf9kfi&QMYCLnaHNro%QE@xdQlbBGn@{|jOAICHG|QaO@4 z@@=vR@`(I;M{)TO1ue9iB1AcKH_K|ZAfIRn`E7vJs@{SnJSgjc!u@mFrY*B_+jCX)^gis*1z|v zSjkhF;v8(Q!aUP$YjPJOy$|efxTR(R;3Vp)lab#$UVMYEH%y%?uB^iUft=CDdXLy2 z=RVm8WM44a_q-QL=jzjKn?7e#&Mq^u75l&KI}b96X?55!02YuqzHbJ{erM4O?aOkx z%kjQ>(-eA=Z2yaWqz#AF8E6X3BH}Eu-bZgzaBt%%aUeqQ$nPxWx0Tq6bGxWrG1)z9G&{Q zt}o-L^kp(=LeSq0W{Ca}{rvR>YnE(spo7%sm0#zi$?Cg7*A5~QX><3nk(cD1S-_3N zw-MiuD@_0$DRNUPi@Gr1u~4J!FE&&1QN>#4kQvZUnJYM9d#ExhpWlOMHS zE%g(3MqAzFBgHY}^k=RI5>~I<0Ry$J<1Rf!C*WnR#cd5G2<75Uzm+s}SwGm-Xyd~U zB6v;(p0>6*Q9(+9{durnGmcr1o6c*jqO<3N05DiRR_$J;J%MMJLRk__Ap8E>?3cDsU^czN_PMKE4n~VHrD>e ziS%V3l%xrV_B+qf=6(90r-gh=Q9GYzmylJhRaP4elQ5FRjpFM(G(N6zag}7wCW#x| zYP@WV;!2s}({Y8XrpHQ}rR<+3Pn!JnUPg8mkZ|+7u{J36)|{Q{YG&D$-uZ6K_yIG$ z{fyFY{w`sFoJ}|fTc0{i1m$iNbyK_b|5N^wXoGY-l{uIS7~FxEj7wIjPmYalxg+#Ro02Cr z5$1b(s!iD#M8Rpuvu7^~9G5jdt@qj&oOHpTj)Ok`+s*p)O-c}G`-*L&ZE+ZM_AFLd zTRGHZY0dZJK+;g!D;#*7Vwgkd73Q zo*PP5U8V${Vs+pDP5)x~4t%m^Z${?Yq1UKM98f4t7gDJ6*Qeo{;CdK5H3v1@w%J8@ ziC~|)lz$DeafqyEj-3Q#?1em(tD|MRn)I6o@h>-%x42rY@_j@>$TkkU@jbX9x87WqCI;s4H@3`9(e!x6aCy>`<#dNmXgbpvQZ;GtLV)xWxNSNA;Z;d=W!} zvQ2E*n!Uav7j9jpMH3L}U>R_cATh8jJ+T%y`^xZc{r8_oHhXTbi}48=f>&mMsA`at z-f2Ef^{fGXF$mvdu5P+0+^cwV&+A{kJ3!n-hs?g<(^lBQC_w98)a1`@G>KPsw8oGt40Pc#94`uSLohJtG8_$}o1pNtd*+REIq~g!HnR5;e#%{bC zGfVg8ki{!T$c&DnC9k*iXL#6x9bFDZ2~@4_wCsg`AOU^qI?Iz$T-mgjLfx?V2k!-= z819JuL_62y2C;7LKAi_^*>jO;pA60kWp3G@83+YC**yaA=2UfaU+TQyE?kr>3chZL4|o7-~T{tk>1a_DkgO6ee+1Js0WbAzl!Pm zQTOyS_t-VgAIuFOQ>P#CHht&dU^W%U7h?s#Xx*Q9TK!5!@OA@{k0e#*PAfqc`e=(- zxVtcIItJNQWn)YD)l7~nI~5uG*Rr;)e6>8&r@0*bw`m@e(;do=Q_GE0_p2^)dUgFh zbHuR-Q+pZ0vZ=BfK)B>Dufc`~eG$;oa2ldz5m6QWIO&%0r97%sxTk3uV|rDC_g+=- z)StbJd-zCigyQPEV7k-QZAI5w=FvK@N?aaUQFE+%Uqa8x-wrI#yNdXeapRLnDl$EO zST!_Vh|xI0bk39$&_^X5Of4PnMJQY6c6k1lnw>~_y&V1YCtIwHN{Jr{?Tko#<30ck z<#G+mly(bz>Sxu*PmACZ&nXHUokd4#7(D!wswslN1KkYW^=EF-kpI;w#hX`|2WpWO zjW|lU;UEp*$W}m9Ux*B~n;m|b8d7K+HYLUn&BA9l&6#DY*oL1y zVWj^D5{jyN4c%s5a&eef}Y! zXdE%vdgEgU=kW;j%&Gq{T6pC_6S)FP0eQ$9gLNKHX{i^m1oS*rKCn3;j@8<`iLj-< z`h7qU^yH+=0T~`$mkm8n)D7CUyNF|$%qX=Uu)_S-^ronS8M@3YM;#$FX8OQgHYUDDs#X z1kj`0^9mPTOP}}HZ^2u-*GKry#VPi|l*d4;AJEzvS~rxB?wi;r++0?{#ccXfXQd*1 zE<~?J8fp8F)gsC71uLphi=522Yw$6WWkW}3rjq!HTOT%Xs zbTCShG>b0LoY=^I%MamXGeWmS>08k$-+%5~uxO3mARI>eOQR5BNfv4 zh>MeU%wmfbx0{DS^t@#h{O;#7H7BnY#($t4ec-wK;7dx4onxFc=mL0*y@%#@RcjC)a~PGohs@}?sE*2 z9FvgAD(iBWU8dMSoIX+CJY)1W`p`v$Chhh=+>5=08n3=c&Kqh5zfG;!9eFyynAgox z*mqlA&mJoM?O;3;K8rWLD6(hw$TiCS;fFs22wWAT&*co7`78>> zp#-p8F+*7|#Aw&7VqKU`wB>|z6U;&gP+9f;$2L#_+luw{!%iR1DMCi!Dzn5HJVK(J zKqUufg3r^!u>OeiuCU7{eGjASI31Yep=OTeUUpBf)c-N8p@&r9&kz z?({agHltL&%w6V!J#%IDcm;FkxWDC+l4mI{zW_G2=1hp~+sY2l? z?n|ko*y+=yi2rZ@v!L5e38$|vt=!g0;2`s3dhH+lsquG`M2nNNmaE1YQ%n@i2`ggs z%V42t0|D$8)9e{+jSjbov@DrNGmT^l-rS4!5feq2i38M4YBe2PV3T8II`V~YJCH(| zeHfQFHP4P~V55oSIx`(_aE#&I7oIpoJ(CY=?CXUV`ZvX5pr5IOGl5i=S%irEr)sY$ zBM8(Wtsh#LGU)6}Xjgpcy6t0{;;zuU^c-InTL z!%^k1>h3=-k$9^OP51Nx92@{Gq>62l$fwBz-9f8qy0m50(xM5PO! z1nBdy;JO3r2Sy)+ejyT(L?t3XaJE-V(P_PB*#!}4owc7 zG*$uu&kQtqu-?C)ip8=z52fr2=!7}>0yCH^AUp?q)|WP)LWhM?W)v=jx-8TRX?V9f zdAPEr9Z5O`xq4Ko2r5vD#E>5)$`zC8h7%qniZwK7g{lJ3*l5((+8H%P5u3RMGZM>^ zT%vxW&4$bA8)u5*s7i9g|2O-Dv#k!`%a2uL?N@3b$9h!kgi9DZY6KZgV!3(`oJVNV zfnR#&-5bcgR`^c!X7fuQ<3&=$dQt@O=`vT9O+32Uxz}4t<5Lh^9-^LzkjT+0{M8N7 zH+9V#=S;q)Td@OJBAl)d@FY1lbAP<*{i%iil?c}Mn-4qG|9jTjPnX8cWoMD8tc@7% z<@pMm!yxomJ$_5sA8KRvuST;_WTvQ;CErJ0?Q~P|Ed?RC)RW)Q)HzapQx1Ld!0ty zI>*7AGR^^eoNuryIhP?d(dWzMLd76{+fKs|aNk{hJPb~=2dD1J1ag;gS3t1mh2XJ< z&4eZM9b7|APUn56yrjY?**d_*Sgf}mCmG7g{wPzXbxdd+;Yl{HcQI6K?ucm(in5~i zBK)~O)56M$?$G3ZTj@VS086%^oDf)qp!lUu|2YC3ipII9G~nIK9eBDV8<75BWV&(` z-ELw&HHTze6u{X)r}wPxI=_AZ8F>A%(&J#S$+O~p$ul8K;qHpH2M+GC#|oYuqjY=Z zjCm-t9ijvif(tp>G+9nLh}OeN8i|qc@9J2{O*r_sL-OX5uqfA+-_^JgQwx!4L^nf< z>#bL-bwne~;^o4SD_Q>oxjDD?`u~K3c{my#s#i;X#0(JxehTbcd^4c(p34v zJz(f51smO`93jh7K`5!gnB@;I9yT9!{6iU}DVB4Qqk5^3GX zn6Qs7E)+g1$)&FptLi%9Vps7awp$5dg=73e0Zl1>H8)~jsO+cwij|eDtICYla#u?2 zLGO}@U`JfV5J<{-eb0_29p1I!%%ul|8|US_vaADG;pRov|XIgbac^lBQ}fd zo4OU2(1+bn00`>0tRQ|_d0 zSRvB}yJ<7(ikP_;R!Qt-hR}{L(Uwu6$FbC%hh&D~!9YM*B&w2^;D-)z4mG3MjOwmV z5`|*%A6b6!$#Rb%J0#{ua(OiFYC_1|kX^gl1F znd$oaawqh5&3l1#5Sv-@b8{p_QFhgpZZymeSB~oQ38to0nxF5be#UjAOiBAj6M&Eg z{lfw&us?tL+RDB(3(Go1t+5z+LV-GQDAJGYDXwSqTZ&mR^^`JTS^VY#DO#?}u~t&) zThM35(52v5f6kgrY{g(|od|s7$o&!$$8_8NCrJh|x!Q-v@?D>UFOKZDPIDFEcwD7b z;kmKJnYwTxIA96B)--Fosh~fif4kgFK9X(WVPe~w$NbSqA5g%j#;Poem}-T1^1lfD zUs%$*tr`)+R!jl+AUipDA1{u&NkvaYIb8prfVo7m|-4OoUz>(7a>T-+t|rW7r`mM%84E?#jV z8;s_F0kNUyh~LUgXQ9rgi&RQ@k;MX6EspxGE~WQswHmvr9?I96vZ( z!!S2l$+mvMyMez6jf~B-v6mk?2^z{-ghB{515^zH!rO2Q{!QFtI@IWYv)Fs9gNp%} zwwWh`zx9xUNGwSFjY~g=zsOc7?5j2{h1cvnX_t)`LzcVmGElw>%e&}g#z*-I7WF`B z7w*V=n%{y084q&aUA)HR@16QS;y1_u;N7p`ujIB`3{+A_eB={tQAUvqu}noN$jbsr z$`4wslhL>1k{M_nde0!wmood1e>uA)HUb7okNAto#BqbUyZXZCeNcR*HPT88&nFXL z-L$i)m1r=$zrmgmuO@v}c0Z*9fmHpIS_lBn@|>z;Ml}Mb^4swd+(^rUG|x=GeqDGz zZMQ9|ExN5Kdt`Wye^k?zCVa78VX5h&h{lTJ+=#oi7sg<;dnZo0M*SWh{?|-%ClmhG ze%SuySv`5^O?sTM-#y8VsMNOXAjzxEREO}3=rpu0R&X;snD*1C^+@A&3B|jz=^BuB z(ia4=%Gv&wxY%cb7wWgMsr;)K`EA%3GzoHlX-8u!5T7Av++lSQA3lT5%AK{TxYo@f zyRm1>Zj$6PPmrtV%P=Rzxaok|Yj1pYi=5yUn<{jwpYsCK%4xiGkgIKCcuXK~Uj%p+ zg*l(5C(ge^Qpqvh+TFJqe}}Ux&JPp7A8I<=`eJWDWilX{8Fb5KlNapue$noAgeG})-SE#o{& zTrolX{05wh%W1yxtxV0G(l~wNCwa=;t_J|TP15em{^2jofeXGSZf;+ACa>s=4d3!p zMr3np1GWXxX=9R_XyWji(B%ggV>^etw9XBU%8xJCa9LuVz(wBvn!o=%fcxI)HFz%S zzU07w6bvpem&%#eoZEBhF7~)fyX+=|kftSTy`tWC^w?T`q3mvI!rO5l`|t}J*}teR z6|3g@H`x1nAe9ghd{$>f%t>4?=*D1)|EQuii%(etTKP3rycyl zTkrw-qr0Ijedo4K%z_A`&QiIpk?=-7;I<0&x& zdhC(~dOzasx7_#33)*%Ui_+R>{RbMVVhubpq^IeMrSAmq7}&>Otm0yp5ARB0Cw>Gx8!Eqc?0;e3`)XhK6;}`}loPGApZ1U_H0?oko?!B4#%r#Z4<0 zlj{KFXSnZq1B!>ulkWG`b;m8RcC_t3X>+@QBkLD2Z9{kLMJYXB4&bN#hd0+y5L9sD z#R1h*T{kV@V?_n4Z#x;qei5R>m^OzmGgJPm^&;QKD4T%4R2Az+c%5Z%&--z}U^97} zhhkUh*{B_p<+@b0vJ0rDrXpAiRq2X8jwZJx;4U1WpiNVc)Uz$Tef?h$g z9~MmOUl0e@18ONR*5k6yb;br8f$J@ntQbadUvUY3MZE8PHLhw1&0l70o}t-Dm%Fc{x8`zKb3R(GcfPf-A=GuyO>^}Rq~K>gF5sTWaQlg#gz+e@q6OR@ zo&N*M`d%g(QU=v{Z=W>N+hp4!>g>Q1px3k9F-^EcjO6V#RXkaO{HJQrLX074bpyz{ zv1>?4SCs#y8!Dd#(6*4DA4LX1M+m+B<|3h6t#ErspZqGt76~U0EaBw{g-9*8jDsp^ z)w>^?p~TN?Myi35g?+3l-lvBT3mO6yjsw8<|K6J{oIF+;J+<8}t+VMPwM*kJ4Q5Xu z$KLGO={!cczv+8e9>J@mup6YpEK`LN)pc0J3c4>Bcd32z}G%(v8gZz=vq_bN@qv{@tKOW(GuGl}`$ zJm|ax$(%&-*xVi{UI&6~;mLTt{oS-=Z&62GNMBZ*CY3r>49Ba9BSbkQq~if95-rVt_|L zs!ZjUeAFOu=PtDP77_z=g1&- z>4HXlcVA6MD(K+U-fm=zCV_WfZ{CJxefi^8W-EmtgHvhZu2ElCFUd+r@`_Y`p_H)4 zi6MI!XDt(#AgfcrKj4g98oJY;+DPokM~|Bwd=lm(Yc56|TqfMF^~|D@%OR~bxT8_U z#tngv3^MsFu-AylTG1SM6=Y-);osjS}jnPuQDAa)GsB2#gcReyNt_bJ~sM6js@Aq?D>r58B7@I z<0rDtI04?x|H|ub=yhA(!E-VC5Yk0PH^YXZwXfW?d1Jx;7e3_Nh}OSLgeh3@)4+cq zj9U!*8%0CdAelfvQ9l7Jj-R_q!c5)e43!x&{#9%j+v8VlVvvD^H(Q#q|8%K=1NkcG z_Jx`4?Cfa`^89tnj&+g}g!rh1`9h25#2+saGMOHylf!vKm7CYBdoaBg_9L6f(l43 ziKmH-T9K$8c*|h$iAak+LpZT}$rrq6Piwva=Q$|_Az`ND0k`175T;|kt=vQb9<9>}ll;J+|5$*>F$y|l3oKz_{liYnqFIuzJ zG(_ChEN#rD@q5gnv%YXpYiyQ#czgbR+*O?yKFsS$hS>1;aJeumZ>rM|t$dJkf`^)0 z9cgDxqY^kJ<_sIJvuv#$-x)Gl{=oyALmTqs<~+7MLUL zVSai0h*0){i8NFli`|_QlYyki%y~^NJWE|F|jaUn7&0L7P^p0*Ie= zy?GK36%7U0Sys|Q7b<&o zF~Nhq0T+rzcAvMvQEh}Qg;_v|WX2i%11TZkv$~PbFl(E=?x46)X6|3}X56ay4(5k% zrR#2x(m}%jZ^XQtsu`p<_H9LN-$cm<)(u8_!g6aEuZ1yjw%jhVsZnZ4zdy;}1d_&L zy&Fa1F7|HBjPlXuSAhV%6RGU2Qz51bYs}ILTYB~C9iCL)mY=`vzI|_fi0FE?Y5w~V zK&N_M#3xh}2Ts=7y^rT2C1yv^b`)R$kdgb|#eK)egJv_vf)N9NzYe#&&O5`<_SS}! zytjqG%3}wybQo~mjm-N7Y#rnA+ii;=tZlp~dPc+#=w-3nxO~o<;{<^V-H0rD4Wte= zHpW=HVI>9|l}AtktdW*lt@G_@8ImQs`O`VrE4%(hc;7l(0_VVV-|86+=G5Y!gAL3! zaQ>G>d@n-}o}J`}%tNBPe>z=V64A4`h2z>x|HzDreK{L>;hz;d#FkvaiB(@~F3v(t z$P-Ph$iUI1^w$;b+I>%c&CA8KHsjo#WQrsXXwJUSDYX4Z4SoC1u0DQmRmBGl-}jx! zrhDQ5MCzo22-TnII`@yK_eTLKUZy zt^~Raz6mkyHip(^bBMWAtUbc6oRPX;(5+;leO=O9$9`LU0E+n&GsvR-M3 zRLw>XU=rLeq1)5&Hm@!{l~k@?30m9*4tgD~?eH=vv$=H&BJKV^=OM?T4yS@aww-HT zZz=f8Cw7{tBb;0z<-9<%R3O*PvwAz37GR2ue(no-()hG|*ib>N)y%25Lim;vdH1S! z5<-(6aifBGjcd+K$eWh_o_t*h7{ozMZd5AJU#KXbr6z%Y{66?x-K2Rf{q0@V-hdGG zp2ulSkk-QXy>SJc-D2lgOD@iU8uQ?l(Vr1c8w=&)to5z7^)ZvwZbI|-QL9R5$;73I zwpi+%`jKB&SWT#xrVwmnO9op1Bo8T{1u56o$DO-y8Jfh!3_fXa8Xh*B*O{LwD>-SL z&GvZ*saod`z%QQVFu+?|70d$UZG~*sZPK*lCoQ3;*Se-?**cpd@W4O#+cNaxgBG8& zIl5>4{Zhf|N0f~E=Z5&989SkRL-@;=SdbW}XW3)Va5Uc_D7GjsZd7vC9J6$6kykh% zn(&3`d(qKT2(rUD()Sk>5P2aacz_hV|10Ro%Nq23!EF7LT%C>zfYLGA*XqMplW*~0 z(ecMco?|t*TmA}E#*zdGB)&~ke>~BqZshx&zsw?E(qCjJR+l_4#fYOVxKod^f2dR5 z9}n0cP!0g5wjhK+=+&@)Mgs;?0)JtiQkR*l%)qnap>`)I&n(I|xnsBSdOjFbodRwh z(uq&9m*Z8D%4c+Va)Ma7`vz;F(6|lZYk3M zP?}LDd#vKB2R;~V+~?HVVX_6<16?aV&nWJw`cEm9w$!ufcGjiW}6 zUE~?Bod5TQa9u$);3(93K>^9~31~V{i}YM>MZLGltG}>)k@}{v+cXOFg66VQoZ8Q4 z8)M&B2ufk_jB5#xD(GWYM~!{&o4dr8;Izywp&DG3)B$I=+CySQ6oq}$>B%Q9^#NW(v54qjU{tse{ScavF%zK7w0z!6?&{z2_XV>kCiDI+Em5 zW!5O9`%u;40ULpx0V2g{FP?u1nELarpHYwsz}6|*?ciZ(-Ni&yVrkMUp0Jn0WuEYC zQUKXVMgGVVcqjf)6EVhD+Kp4v&Z4gIxB5%Jw}N{MSq9kw>s0{xk#(}NJ#vP+71-!d z)R5s?zSZH=5x?(G`-%cPsSb<<(?+eWSF*ABaqL>zJ>NbZcpBxglS&CGkGZ(`*8XBG5nOEEmm} z*kp6#{qnM*G4XMoZlx(d%S=u1;QL=Lhf$B>Tl&Z4oM64$R%Re7*F(b(+u8oxPj5Cdq#;TT^C6y$Dk@AF)4I@D>I9~ix>tH;Q|;p+fl{JDbbX4dCNIUl`cmdK z?h(Ho`$Zz3Uwl7mYRVyFmuJ=VDYNpF|HJ+Ma><&ZxF9la7-pflY>D_sbL~S>Ji2D~ z*vcjIWBq}Gl5V1N^XHcb4zM+AG%AI{&#&>HgZ(mfvzf zn=FR-RjI$i&YU@yThPgS-L(|&!VIo*oPD%T&YJ)_g40YO5x2X}ejGSU*>3j3+Q7JkEsG8)2`Aqs3!R#&IxH zatT9pP+5{6*)awxVyUI4O|H((KH0-ELAz9TCVgoBL*b)um(XYL4|Ke%#b>=;h@7F!ga4j_cvW;bbin(eB5(u^ZkDd4;%fBRVu@~iAz(nbKF!B3( z_4bW(vU%Lb$TNRpWKQqUF`gm7^_#!vpS0e}WWNH{U$}?yMkA4ITu>%FB5(YJ+vE6! zWT|R%l7u6@{0uU6BEA6(aJC6L&p;P%2BkZ>-oN&ygn2>6`(%a${2?Hqm@E-~J}~ z03QB%U3^}A^;D_%0H5@&-m2~R;|jJvcP_;>v2Sb$&|uZ0h6hhL=wJ8P{p$=7NpS9p zUExvomq$fwHFe2{uG`|@xdM!U~){^eZPKFO#bc) z;i2wUkb*^N9-K=Ym{WD+K%@N2WIatXQ^-dW@2JU4euD4(^z9%S(54w{jFj(ah7Xr zmrcFo;rqqi`F4EdL^knjnyk!NvO=$5Lrn-#Oh^*Jubb`8uh5ga|3FBV4a*2Y*ekuZ z(c~ZEPSCJDJ`MMa{r0p_0x-qL0Z3N-bQ`ZW_f|-7*NaW3s&bbwuW%Q)%D#9WH~WE6 znk4b&Ko;-J;_8tr=^3ajohadUt^GOPKWFbdD4UaSL?t#-hfC5x&2GZbKSFLhub^(62I zsrAZNd?!*xCK)XEJlNC+yv9^o3?)UR$k-XT@-!L>mBA#YkVb+DOm7fSu3qndZk-S) zYFL!tC}n{-Q`z!i(?t}Q{A`oNIA7u#W5&_?AcjoYJ9LYk2L{6^3Z#!C*fwaFJ=VSF z=(ko9v7O!hmD}Pee2nd-Ck;|%*=~ScUK6emHp;MfT zC|ZWU@z@tdX%e(0M{o5%4!kIgz0MbyqlcnMCi{x9fZjcB)B^A{m4h zhB1}j!6NK(+f9l2;$*AlwY!nKV5&*OL&V|FtM=Um2{;dbHt4BJivpOcwQSL<99rA#*KO$Nw}Zv!>vju9y=JaocU?# z9uS(|7!0)goy53I%|uD|AHs#1kC8F<_)eI&s)Da74246+9#h5Y0ygB0TyAo{FMWDB zp3kpq-q&2sdv1xF|JDC8vY0rpti((xn<@Q$is*<>*7?=*4~Z+utSKde^q5uRV-kGp zE)M9hkZ-wNQ6d4)D7Uy>XUwuyJGDg5d4o|11vJuHAA41hc1jh+>4v{YzaUN#MZrjy;XT!E9lGCuEJ5(QrgmS4mfu z2LazJK`f#A?Y{;F8aaU7h|@an8g6hQFM#i5c&MB>RRMvp^lPx^CJMSqwJhr>{J&TM z4cB-JY2l+Dfr9GWo3fe=4?Oi&kva?r;RPYuaVm?(6?17Ymh)~_(4qcO@IB}rG4ps+ z1H?f#M-aVB6?<42fsQG7SASsC{--saHy8OTWt1(Oe8uL#Dc zXTKU9H=1*3ixy6*oaw0vXfO%Z@9UUP^m6g>m6vlN5K=+#j2=%<+2>w6Q1!A(-GRp) z);*ljmjMZ~8^ka*Tq4DfNrE)zAo$U29MW<;VH#%F<)f>me>a}#8M&Oo*dkD7yciDuOU0E`$jI{NHV3j{aK&Tt%HOD4 zIK*Fzs2^VMvV2iV&Q1*kkKY}`QXJ>t?6*$E_cny?O4K$PyC;P|Xe;2*HgQw-l$F`?`VGRck=r;~6u-~?iVpI0mS>?fPWYy^R=>o$ zy8}PB=vMZiwtSc=uNpS^t_gLV!%ryv3@7YVl$cIS69q#H%95BKf@WVy>0oa{i^zm- z5U%y;fy<8rSL+zMCf0r7599_tHOFKgZHpG0a!}E=+VK4&of3rmD*Uv#SkbQ76VjK!<`oAF-X8a{QBRd)$O;@e z9toZCxZ4{I!qLhXBLi-P5UYgT9)1@k2=TOg5+L8m1Nr&XGj+i$1tC0gDx-{HwY~7SXq+39Y!a`&gqx z$>GQHHP1JNd{2C}y@;6cyy8Z@$I&<+u!}@H(+rrv# zb{$=dWB&jiT8@7dc<;pNBvEF?8=+97WAYV;4cCNp=@D&*+GRXo5^{5`gp zn^;(57*?PPcK#5G6*pS$wZ2o!0J#4E&`m@Av!UsZZS+JpQ@0sy!}-@?;qQVMckC}U z%a)E8=OknKHG006;GY8cepQy`<8vQCOY`{?Q()&u&k@@AyTo&OFyaIqN6Krk)4mkz z7ib>kcd_~p{hGZqQuwLhpAXG6dVP>Cylz%+>b2!sr^hW;_FQR+wlI2}XZ00AcRf>1 z_)DZ&EK=$>!ZMug!TyG?Ug|y-(5DbbGU0|ZhyMWU*UY+~iu^;ZW>=hrZ(;p0S$1Vq z7rd9vZ$b@DgZGbhzwxGgw7bq#0)tt?9JAz=s5d8u@g|!t-yrI0EBmNe?f~I> z3W_rnPGDode^dTV65HIfEOu+ZcR+DSS42>=%F1~~&3zH@e?-%?I}Kan{{V}XS4h$z zk!@A8gCZ)*tTvqI9;!wwmhczCT~EbYrKP?3@+}an+;k+UBXI0+N1(0WjJomof#NMA z;D3fJ40;BEEHd0GkTj)a8`5vOGfG-(UF8e|Vgc-o1{`z!xtf{jO0RxI6$e$EOCpO3O^r^hhJq>>yYK2&z$g5HVVC%^Cjy zT)!?3Ija%Q*!W{gw24d>;hleqy9mUV(5fgKPhnZt8iaP>6kv)+QfnIT#nv#5jQiLM z%*^c8c+_OK%zD*nZ=<*Qrow~V*NE!AI+(kyt78VaJD(Nb-K(s?$k^bH-=$T>$a`+5 z;;VZ>EU3ZC^#1@juN>7pV3WBT(Ya42jtP0Q$uOvC(P15%9N%luHtcc z?QM)UZlDeb8T~k~1J(8YLsM1U?3>Ou4)pyu!S!6*c!S3mF3Ps2 zI2?1I=qt?U8m_q}=ZU7?bN+H`*YwW=>G~oY{{RwCzC{@W{{Yn0w?4h1TG|n$s1Dp@ z1IOo@2X)Z%Ef?YDsWN@0^Y;+-B;fx5TIffI{4u2A?j`$9Pax!enXJ8A#agMh^6jVF z&JP2h(z&e>f2{y_ z*MAZ0Ev=bt({pwolu(nV3w)FgQKnov(f-2l< zH$hZ#;|Kg|+0;BCr46wlozu{_U#1OGkHK=PeW%2?{{VZEia+?1Q!U?ww0xa9GdzQi zOZEJzTm(KQ)pZbH(rq^G;5Vn{Dna4RO71=S7)8JU*e*Ax4 zY1h6VFsPGNx-MIs0saPyfk`d=A*D@)Q++7)EGu|xdZe)%eJb5;*ByAyKN`eYw2K5$ z6h3pm9FjksOfGdhk-RUJZaBcjFf}c0wF%;TjcV+yWMiN|%Be&&i%Cq8ui6hld0MI( z%r4uxLFa|$r8B-j(;x%=qJPGKH`7wpt|LEXi|px)0!p9hSPc^Wv^D*~c0EAP^s4s~ z-){?bbCqr|qmRmv%?ep4FD2GBO&af&V5P#wJ;ZIpoR#Cmg!e^J1!WE zo-s{Z8D#lUatY>uDv0e$mnvr_ta$?DBtZm8`I_I;^l6t4grUwcT?{q~kGfRLjw#sB zoa7?XB5kqqK=rLCbi1O!L;|4nuE1H_D~VVF58u$w@j?eNeB3NrZPtiLTiWe zS3H6NH8(U-LflC#q%4enZrwkXR7;7~jiSa$#|Qra*IFODSjEh08$5zeKSNma>Xz|2 zYwMMbv%toGl`E7%EZ4|(z5pF@fl|D1G<&CimBnD*YBu*pzq8SiMp-^f1Pyp z9tzRzLL0l%$I$-(`&7*gi)}*6=2-0Hkk954rvn3@QTW&AAME)R$Ao`wZytDiPIic2 zTHMIWK;*sTc;oP|)*Uw6!PZw%K^R#sSdF0W$vNr`eq~yjv>*5=Mdr0}ACVN+jph!! zl-`d|rEDK%pQ9H32E4zPN%aW`2e%*6y4yWJ!yXue7c#1|cO>S#{{UL}gL$gTQ%enK zgza6RHh)1`)?W_w-D+WRsNE5~=PW<_Dt0)mdM*C|#9a>3HjdOAl7oN=1Nm1R-Z}9u zvPjac1WGz!=lP21H2(mF+Fh|3G_49hEV)to16@6b!wYtcexmK1@&-nKBVMx82#MT6?e`VWUih;@vQ`sag7Ni0 z4u48wa+CN`YfkX~m0<$K1Ow$B{{Yn1yavuPK!hpv;=I&+QPY^Pu(UG;?pTlJDuih!G2@G&;I~gk93x%_dSi21AyO3qjRa)>B{n6OtIi(j=##hF}z3OE7I|_jEcvg z!N=)KYv5b0W>2+VmQZ=g{{ZV6T-MnNH2(mY?eG34>G6{WnFCKL;4#P_ky_z34Qs^u zv$U5|m5lUI0LSDjtR5V;(;@Pe#~nY(u72$u-^+vr3*XkVb8PC2VzxQUdqrcqMc&!! zde+JS7ic_sQ^m8ad!{%(pXAih#JJs%2d5&lxqRJ-1-h5WY<+rC3wa}A?}9xk(%jpj z#Aj*zPxBQ>U$*8T6N(JmX4rJ{j($!mw0fM81|N7YPxFesrTAZ5)|1bPHpF|sU*}zg zpMh;*P&FBhjofq;a!9o#&n}MUNv{Gz36^dY0q_OAR~ z_;*eF|DW#8EHe?n_PE@HK9w;boU7!`=QqxMfE(f$-!*-Fy* zhWG6*-0jr{0w5@@z1zj^bM)02wfH7^@n%>Mvpv`|!Z zU~^8$ZOQI?1h)`J33+4~>;-byek`!FkP^cHb?5vIdHtGrhs11Rvj#O!yh#H;ooYwm z$RUr-@g>MbL(qTqnwOy#T}t|=#7nuQ@-%pv*VjMdD;sx=HGU$uZOzW?t#=mM&x5=_ z8pUP)kmu1`Kdx%m{3P1my5DEetoB9xPDtbMBB|=4At`izY;4vEOguA`eU1^_ z;PF%1#}r__ov!vD#z_7~opU9>4XRx6*+>5XV@-{g7HuBUkVK~L;C>v{$nLd!qlltg zILA}L;;~aujR87EuigGGzs|F+JlorVC!Z{TfDBZbv!j;dO1ErI=JH(gfJQ1Ks!u-X z?NC62x#ZP2ttUnD%7}pAl6k3x?S-Gq7&j6xA1@rxNeo(amx}U8Nn(1QDWBQ)*3Jdw zqX)1DHF{>by+HFgiZT2>Nc^d7?Bi^kRWlU+GoR}~7LnwYRvk9qYA^A(KhCOLM-sV` z{@}?X^o%YC=~7(>NJ-Q#1QCv)bDzqv6Ig*9L8Mw4nDk@De>wo_Ehe~@FfFabN`Huv z{c47xC6$r?08f|9lh9}Ril8j@>)_IAv;C40(MHq!s*rsi!N`n#u0hnD!h=G}Y8sW$ zDWh8mWA5y8pU$bvWTO{4<=JK*zy=5ADbh9Opt}}96o1_q{*<;_bD=MB$}jhg07NyI zm;E0`vnTzd+wmf!dtFlS54BvC2l!VUR+Z+fr&}mo2{HU5IsEG^-fDM%3kXfTN4`h( zpbNIP7M6K4;D5ADINw>?{IM~ZpFlvY_OMwW7w*!xTmgalRrn!vh^!IderNTd1Z&Mw zQHbO66~Buh(*=|)-ekc*{t|0PcGJRa{um=sG5;sXIw><|Y2<#&P&pXs>S&D->a|#^3(EQ)u;Djr*N!CEzD->>IWM?ByN?V}Kn?>9fr zvl?ct(%k^2XZZ_s9lt7TUD{hlLj3Md2d!XC(nv^_LpI+1IjCA|t(eG&4&)5ev9Bqm zd#YVLD+wY9^Nw(PRune2P)gHB51%RLe@bZ)5L!d#6U|QdL&{x=v=2d=cMFKtmiI)- zdCBzaSrgmZZF^LUaz9cytwn}gfxSsw_Qon@v~eIs0OWP1GYZE=)8Rm?3HiG2%}f6P z2&RJ9C7vIXzgp=f2@b^rBz3_RI;%byCc*DO9NKs%Wd) z92-*{^9Wq_`A_l{>44ovyCG2wXV;p~ab}VRo=-MT>M|(TxE?QWZR2<^&E1uX@@uPYV$R&O zS~MHmrs99bs4cgMbwa}F%7fbjr2s)ChMlBDZSCK1PMzzMlSWNOR+P5p>MPRX@V=LB z5>ou2`L|-AlUUI7c}W0B=djQCPzN^$h8A>4$UmiaRz3{VEh7`$jm1VzO>;LMG`XHb z9hI5Ga0ox*De!38*0O}&PGSeP2l&tjQ*k$kwD^l}P)BY}bARxbTSOT&_&2%f*B{EQ z+4vsL89d9k5-98bb6rZs;oUYcz#^3QGz{Zn)O=&Bf+M$BQ`D6|&{Rp`Ept(F*VhDl z06(FwrsKvMR47bx?j!hDBl=f6KaTEXR(pGL2Hk}r365bxo_Z0V0J0wbvQrcP(O5p`1;l? zylC&cpgeyuS(iRM)Qgvn07qfR_*Zn^60~^2nEv48=l=k&R;~O$VFY9dgqiM7{{UWq z_fH^wW5oK1l1qQxmgfU+^%X!_c#`G($*x(0aAU&%07~}6(yX8d5&%zbYn!{*^bIcW zV3hgE_m>8Mx<@f<;NoMBNy7;2e-X>Z^aq!JVmK#e+_h|+a1Fr-E7AZXKMq` zy?ait<0vh3JO2O?$P7?f!tP1*MJ{_+%by9gtG^KVn_ThBE+d`fjw7Gp3>k5Pf4%+M zp&wazcj4}dplLSNReE%B32(}7fDg3Hv^Zx3m4GWquemOSOE9XCR>wv;@K z8|z(sQKVs68!PG3iwls@veLfT`*F4vuB1km@dQKiuNbVGZEDs93IJbP&cE>rKI{y7 zVxY+BVwh)xoK;K6V7VJ*T#;ODwz0Uj=G%^c&lMa#D1l~Yk@qO${P9{E8<&0()30L~ z%CYP?t~&n!z;~#p$RlVxXRUYkn&dYjULqB7-mbQ%YY^QefCKo@2a%5p_<}4Imp_32 z02-kug!N|JC!8+tVP2;`uWP^MkOei3KB1;g7?AZsiVrD`Gn>KF%<< zu_$j-T>Zwa3=UDqIQ}Z;FZ@BMNps{_ay><62c%0oS-{gV0Q!SoAf$Caa*>z{E;0y$5>W zFZC^3SCh$zVRPFUs4V<59M>jIMnXNg#Q=1T;yas#b7_+otzw01_wz4g!u!^Y@@cwk zK2@0WiRuMpUfD^hd45v)D0=g1Ob>F0gkN?7Z=WHQb*ovxl^vFXiNy|}%&gpD

;!iKO}#90<$wEn%$&~eZG9--~1|%+pLiJ zR&j45t7jk1szqlJC2!>=$5Ye!RcV~5*A5``s#76-3txiJ!Dn37YsO3IpSH_ku@tpFsKd=eOd zI;~~2#!^Wq*i^I0=8>^>f!?#O7_Z(q9<&*Z4Ypi$9qT@4CUU61FSSi`EKx=dLaFL& z7JL1J7X5u{*b_1Yb|>Zf)?L=43IeP?Vbc_UX5L+X`bmoJsUFf5z<-&AKp7I;Niu^V zKEMi56YTRF{S}s5t99DB25DRX{IG_h2K}Gk4nm! zvnKaD2WkMWWGo6GI29b2jWBs*QkhkAfw&&^n)8Q!u6FIBMubxzl$LB_v*ehhJCd1m zaSAhh`?{LNhD}q%I;FmWr9@@9x^;~Zarej>$-t^nxe}FzLusgZqg01O(xYi+or2*x z#z-0M>+4^kp9=mSX&(%9Sf|=2)NbHIGi@UbRY?Hki~>7))enVV3-sTGdP~bZJN2ua zmzQ~L1_LX}V0jthyLso8n7f>lT?!|eTCLuMcayxA4J#g|vWo|EnzJq$c^M|C1Y$~{ z&MTlnuV0*Ip+r?V zEyGl=AU`VbeP{x-xD#P{Q`A*!iGE)!996Z949LdDPB;AdpwE#T=<7ui_Ko%;i zfW0brZHhK^?^(AF@{n_ZKnWq=8w$(VPI7n^afu^ib5yRRjtB~qwU0qS60XETK*^}l zSnhV@8iv$7@B~4I9M#!WK?seGTdpVqw$qICq!G8?>S|1uUU(IKEmD7N-6`Z8=BetB_K>L< z;d;=(tt7jcA`GXkLcz)T8=ln?EbgTgaynM-pQJfOo_4?;tDMYBTX6~r7-mD#uElIs zeEGkK@GAI@GUJX1dXi7x52XN6A&yU_S7bQcc@=5oDmH;tnTaAX-m2r~E2@@|Dvqa` zn)TM+G8gXwT2Mr6;CqR1Na!n^xw!ju+okyyq(y6oSz$?L?eAW}`#5|Sy!grEIJK+D z%sw0N_0)1o%%rT+#OTHW^C26Nj!!#s4h}#(Ps6{5n$N}$8(R1~KvFGZJFlk50w`6L zBy18l5x8IuNh9$6tMD&_G=BhiS5EMrhY*h1!W54qAiFAsXE`U9BPW{fqPm0B>aA^U z?5(1-wLugxs6Sr9Utl-6}Qr z6xKOlDnuVIOjH??Qs)$%X~25ZG#f<}P)|{CXu+pr>qb7b6o3EK*uJ=cxK$gmRGLpN zFEJCRdZ8`zGwqE(b_ZHe_ZKmFNWU&C;cR_%hNO%bi5LQT{3)g3ea0u8G5)FI_@Rs2};X1KM z#?s|KS6cl5n3R>3y-)M6T8_t$h}_A!z*C;2Rxg~9e(id_S=8obEC*iIiDw&4bfELL zx(*{^7+p^1=QSPFyFYfl4O*Fkk6~2=erpZpfGb28-~rdYUn-D*qn0!%TXj1|X^5r9 z^FR>D+nYX=G#4AfzWJ5O;y3|B=^3BahOl@)*-im!8pAOp=;2RX$@G65$W z&hR=`TPK;H;Wea5JPNHKCP1h&ny@OZs0wg$)mBz`MmfiN*b*cPLv=M&GfYna3IM=a z)E(W zilAef?BXaRObx`2v;=l6dEry%thp{h4ZQs-%O9BTBNdY>D9Am{1qix>s~wyH-hpsc zyw-26JykaOc*r8E{h0tGwE!fS(8$FmkB-%CZ{t|}s8pz7Q3w(>+*cq9lw8~3Bv?Mi zfHP%xLAg#dQNq$6o;JgJ*3ny86fMWg+}35psT<xzmSIVL&D z0Q%OBov245{`Cgxy*ols$sYtz1!%N*)x%2MRjDjLh#kr+oVmTdb^XZZodxCk?MdX@ zp4?CdqC;j}uuMAC(MXC+Wk=yrG)zeOvRkPbt6pltyJ8!gxilQ**zPT1jhLs+*wt@5 zv}J%L`%_Q)N61$v+NXg1lm&is*opwgo(Zmo={{BlwJq%+v$bX<1Js(ca}rFuLED3x z&63c_84I1X0n6XtPa;baHdLM~tni+hA}87yovb;hX<8+#v1z$bYexS7QC%@jy`DDo zpy)C6s8$>O>f604&5-*tf5jrW+OI^^fA zNFHS%vtfHsD;?&U;`Mk=k9(ER0gp<(Z+LALt;Qr)JU3BXCB)F*z#t%He~5LfdT*U$ zZc;}sr=M#c%Ow~^rX~SIjN#czq$NI}FfVuVZO((H* z{{V=O$UQ9Fix>odCQ*MX>@4jeY2uPeHyz86O>>%h$#HQdmAV{T7Keg5sl{~hX_46{ z+Ap7J0CCCf?N~G3M^!$hrs=;WxcaJ)Y4-OwI*APgI|21L{&m47rDn4gi43ymbV`(;}7-{yCrzG5b%0{4A*O zfAKZT-h5-%wt)Cj-51$0SJ@MjOHO z&0P^#lx7hXCV=HeDl>U&0=FKur)>Fg7zB#51(YhHOlRrVr?@t@i|2nAV0zF|c+KRf zC$RLao16XPdz||bS*@teb2iA-u=EwsXx!+lC4AKb$aYSGd( z?Q36oA?F~AAzq&(tI_cX)LD3+(t(Mi6rOoHKvy${c@m!I2h0W09u(1^^_L@ zujR_Y^DqF>$QNaQi60W6_($;K=Ulf<`lhA+i)x^ZgCZS`{6OHZt$7#1Ek97vblE&l zs=hTHX-&-1WMuilT!Dgn`&XEJRPnBx8FzN8{PG zo0o|sVPkK^N(ML>$0TPMsS)owpNK7?x!PY6V|Fv!@~$^o@vtf_;vc+TdUpJ)$jH?1 zWG31pwYcBcitIE`1ZtP0lo{RpN792r7x4}3qiZqwj!NgXXG?XdPazQ@a>pGr#d{W) z@SMhmeNtWOdSk9XI_<3N{5#>8Jj|*T9Zx^bfIJUM_;af3(=5z}D0A~M1NmmXw@>gt zhdefl*K6jSa!9H-{{Ry7_(Y#)UBjTxKadsWdZ&(V^-F;hK6e}eoPL;~4|2NkzMr7N zW7Fde*li#EZ))@HOUGBYfxgZ>uTl?Rz>4B5bUk-hxbp4e+NYA)9qZGy{{R6lof_V1 zl6kvEO8R|pXakFD&2v{O2If}iIKccXx$y6TE^ZU;I+JZt*!2E&sG8P+rN{e>NaL{2 z{{UXN&k^{`QPfeb?VIfJ56}5f2ckWugQJr(GBZcmXZltJ-^2?=4Hc@iC#FV!s@IUH zx|n&hOk~GiO*Gm)+=2v6`~4^brq%pK_QY`0`I#LKf1WD=E^e-sU{FV(7&-iFw9&pB zT~1Pahw@PN#d?;VVc}m5#J_3*rCy9P{DGhkH}KcPtz%Wp_bKHd?!+D|)O7EMx*nHr z_M6AU4y5P$Rt~B067pT}=?mqcJ9lIpkD(QrY})3w0?x&lPgfC726|}l1hxB*@YSMk7fAz&yv|kqZ ziHvijpbLrNO)A1q zH(0#OuWTRaY3IbA9@4*cq`+=v9me7O#W_3=Z5(NJ;v4O<4oda@Mx_4N@K%IOcB#5i z{6lfi;mrU~KBwayW+DBZ7unQw1g{^;mfyhEM2$nm7oK~bSuw!;jbllzc#l#AG^INm zqjCLdk?41?`|W=7YX1NbJZJKt4wf$wct=8%#iGHwMdOX%)Kc8*o+j5-meD+@y?$Pm zj<;SEvOyJ=TOjevSGJ} z%p<2-%Me;Bm%X_2Wd80C^s5%$Oo`>iZa_U4&^rr0r>Nb-ve0=7-9|fBJeKb%{{T$5 zGOGUo02R74;LZEVzF$F4`yISrEODHk=QIU~t)>NW1-Mon4r*}>mr{SGKG?@)t1;P3 zyeZq7yp|9{0ckjswE{COw7Yh=BGx^@f4pkbS!FKE zcL?l!zt(|V<|5KjSwch;Kg3Tp(Z#0E2*7M9^a8e1Pqr+e43K{If2C+OtL{-5E`FFF zomGrnj%jp7bGw|Lr=@JiWeuQA5OFgoX>4;H#2#MwLpez(#1gow`vT!c$YTt zlHcBAP+VV#fip>;VbXvun@c-%4RYb!_8osZifi@?1*AB~cC3geYlkvGn^k`C_53Js zP6;QI(ts=6Y7)X*aPwq6x?;1^=HhvL%ai4=V87#6%ywxbTwF`FdSe9CQYs)fG2kit zyQ`cBBzF_%WMD=QUiDL(dyrsXJ&DE#1M|)*yqc7=F-vqay79Goe=6D0{4wHve~H`d zP75!y0)c%8f=n52+!Q%kLD|vj{8&8GO8ujTsE#V&w zAi35qzS8P>-Mje$Yn9bLCFzz@{hz}6e&BfX3ER)ng*`fj+xSelz8-k1RPvi!yDJCx zMh72JT4%!^0r1c7Zszlyc)={({uPK5#r`Y0{rs$<`XC?x54gp4`Y*!;3I*$LVs{ao z{{ZaNTlqrf0(iE@$_Kab)snVx_>7u@q+olI zShpTI@MVK}mhKssqNqInm3DnWPUoA+p?HT=Qz6QXV2mzBL2K~GT)vYxkZq5qasfZB zbUK&DXy9;`7D0hMbN(w_{NE6~YpG5i(%i-yr`_rQ0DRChx6wWo-062Ib8voD04nvs z1RVY2Uj_IEL*w7u$HXmiyX|y4DI#)n(mS;sc=fNnG%LRwwWZFftjbNbye%TfgdGNP zk(&5(_D=BC--v!B{89LrRPB92`qfDE62~SoF-&XVcRxh_*Wisc86zrHaP<21#)8|JiJA6jg zt^gKx+ZX-0PEJ&ejL)V<+ZrnKZ_=l zl#M;p%dd4!LRin8a?PLNAN^{=OBTK*V~Loz*1gI<3TSc5=9MJ+5`V_D?KHbM7?@+g zKU4hZ=4_v9*z$WH2j9zXs~GafaykCB-q`p(Eum9z-geQFa0m6SzB#R}S71z$>s+3< ztX{|(C6Qr_`fZ}g3)(Ta+NO`;)h!B#W7uc>E19_QmanKdF%Kplm;irKT;YWzko?|e zJD#7;iJdK%X5e$!f<;EFa=CA+G^S}MK4j7tWA9K-?HZMk?Z;Ek^s08|`%sxJ^t*D* zI3#raYrWI{9(nAy8rJamS!Fxv6V*np|>B&G$J6@!(?><)0BgCnk;X%fvn=iX1hy ztf6o)P9r1^lq6{vCVW5p3Fz}%e$;;&by9rz7Vhx`nBWt1r*3QYGgQ@d`&phzX7a%u zf$yHR`EUOK1pT?z{6S^o-xg^}`|V>{yfREcBP>zK8@{#ov_1{{Q_VMuue`mka-e- z63#mv{eGuDm6v(qFBNflP8I94DL@TGCxH%YHPi7RFRojS=%t@fPa-%IxmIQ z*5gsSH!^qo!}%IuPiLxlBSj`l8)Gwp@}Hmj(?^LsY2pph=+=VT+;=5;{OeHaT67lT z9V*x}4upgKMNMkHBEFAl0^J*@-K_w~PY>SRKiWJ^e}x};037~Qpm=JJx!^r3GtzqUE_S)Mmu8q$jQpO-A!u$Maf4=ehnS zBy;qxc7L`_C=HvL4>%nKY+G79cI4_42$!xp{{Sig&b-xRc+5=1%z7#c&9Kt%%NcyV zxj8JvR)cCbHiV5L-_4i%-2VVtX`fcQKy?`w7|%h*e@Xz^Xzgw7{{YjjH;+NV{V5=O zsgyREXdzzC#Bx6xiq&-J!23LAX}wNy`qZ~q7b>CeZUwYMqKqHqKoqVZP0jtIA(8zQ zahj43wDg4*-VAcx>bcY-d@hS>W|jK6C-cFjT_*No(s+vF3E2l9`V9iGlIps4o^~r6 zsZa2X;+_4itm+YLwvX(P_a`6Lp_=DSvrU?8JLFylfBN-NEcH!H7QC0rL)kzy1&gQq z3eytmR|a{&>CZovO=GLx&U~voaTU2ed;YamEOhNPH@OT)R$wib$b#&Um3eXW+CYR%=L zyO3~8WDnMWDOzii&c-b&$gu3^r|VYa(=YV|AKJGi6#oDMkMOO9-zeJ>`Csgckriza z{i(nwr>y{D+iCU|Oa6}#BzIy-t!9E-gbs)1^fe@RO4(a$e>flF{{Z#X_;icQf+d}{ zDd!XcnkTiiK^*vLJqB}5iLY)L{hAUNv20gBntheC?g_eI&aFv3&z4p=c7L>SieTBx z4F=-wT;56YuR&cUzL{fagJ2FvVO3gdOK?8ZF?T+n{c4B%M&XG~Is&SHjQ;@j=^3+d z$26R@f+QU}RU4gCNV7xdxt+&s8p40IC}+L6�*Yju#z0&m3uW?nud)F%aOpz@IP zCaQUc?TOT8FSqdiRaviOmBUEl7}u!lQMcLILAPDZd-~Pb+m#HATExxvD1&>Ff2~=U zP?PNYS%%+1SEzVzksM1iwzM8*uW($iQU3tyrCol~%l#8Vw)5pZ@_+VWS^*SV75(w^^;!I={{Xl@ z`qeXEczeU=%dv=DP3iL$|PPho@lf-6FA_(Xg!9%dp-h4*a!nV?2| zQTT^la#Q^dCg+S3QkxA6M;ou@`$fp){qO0;W=-Oc5Np4<(BKxaALA@JA3_CQ()=Xm zVSTR2yq-wxe;?{{U&!BnNk{YDe(}wY1(&k8kIm*f{=TfHC9Iyh*4&bqTP)!~g^NR;lpT zho;0NnKw3i?myC-G@d5C1S}>3-Eo6ZLE-6_GHO>DQT*rwdM$57)8h*d$~}Sq01C>x z@jdL)F|dn#XTKT!MLIi=4ryZ&H<-uMai+GoU61xsj}AzBsuiJ4;_LKkk~(PYL+1QExL+lgmAG!2U*o9f|PA zhU`xHh(Nxi{{W3ppI7kBn*@eXcKaI7wD@%5LihJ=ApZbA?N+S51=1vCfq@D;^Zx+F zQumEHO0)RWOSgx74dxNpXZ$L^{47X~vl#7L%=9Gx0EKj|;Ee{-)k;Uo^O8^a)V9|4 z7zm0u;~D<|>(TEEl=BAomwF#+!g1-J{zL8D_43#l*nQl7we5Zk@WOaQ!J1v1 zFq9D6#w1cs;>7?x{YPr?TNSkN*X>TTSfHB6!?wqFf8QkjPZh2c=WHL2%%zgh5krCV9Z{%f^ht zPynj(X;ManZq0UY5!}le-ZNO&_wd=|NrL{BMyf|6b898JR$?$|hUM*`!*icgQEIx~ zvM-r+E&%8Tb6kX1I?lH@m8L+KFe2tZTTp@V1qul0;Zh)SS?Bop>0C=4G2Z|snV{8w@{A*6%!~QI~UAY+d zBm8U8?=|~NSzONQcJ??m%iehI-A4Ol`N!ZW0+e1A)*EU~Cf4o_KgOtPUJ1I6K_}Y+ zDeH`Xja8e*m%zQjUzGMA{;KDf#2Tiu?G!+TKEM8|0O(`T>}(fx%-(DIf^qp(Tb)MA zDLjjG1ml7QBKUUx@t60%FLU0s{{XSH{Wdj6ZS!Z6YcM!nLMz*e{z0@ircF2d0i#XN z%!i(EE33ZL^m_+Hi}#Zrqmx;a!K`Zy=ER;%BlwMGbR6iCOIO=D>Ci0})>?+8a9qSh zU5T!y8#^09KGyzYj-=Lo=ZTHEXzXJwqq*RIlmS{_4yB~=F_a=6PbW1~Qr4|4NVbK8 zvYZSG&%A9;{#CkZe6frX&~j>`u8CwGcXK?0C66Nn3ee{ns9Y@Cd+HL)|@rim+cob#u-V^$V!3-y=Vu0;XM}HOty-BH8DFV^9y?ZHPK#ZiEyI#T)ZSMen1aT z_zh;Rr>Wd5k=g$0KHWd9R*+etAKG_EemPtp=|CHjYua^;enydP&N#($dXc)+i1VfL zk%n1mqgOC1#izg+XM>JETFICVzHXr|SLQlwgkak8tcx^%=)QR^%X#4o`Z{yP2Z_A|Mk^z*L!}R3)2_O3RhkX7(GG z-kotY{Uzt#u`~gYB$e55oPkZ9w*1eWj@416c5p`&(gH}L z7YBXIaJ&VnWe_7`6&pu-sN53euxb~amGYATdy`BHf5`u%i)^oOP($;75p| z7$9O~syVPt_F&nGf#}Oi~ zI4p6VNbg^H{2lmf55qk;TwSjHX8Izx4(dKl+ett&Mgd&pfBN6>*Wo{hz8dL2YL+#* z)@NmTW+j0Ds^tRiEBA(TitZ$yM{>@2?Okw%B?%=90t+;6*QW(>quElVGWxG~|tR^K6%k!SJMI315rC*!1O48xTZaruM zwZyw-1x5kwR)aGTG1ihhU$iiNyk@mo5(FoLMF3|z1^E}RdZh3&xMk;cULjeD2k&>O z;)#zPaX=ZX5oILsw2}l7P;xs|t!|R18;ld`x z7!&{?5r7lrz^dwo?obcj=~Aq3EXQZw0<|H4K)Z;`p0x~yELPFmbNpU|nzGi?Ne7uC z{DAbSfIC!U0-mx+iou2x-mFA0ss$0oKmwJe8;W%mP>>%eaZGQKLj&_MrkK+%OjIFm z4P*=xka0@JcES#awOE4PrI;ujib5?}TT0n1xE-rn-DH%QiRtTCSzNWQ@D92F^2gQ`PE+xXgb%Ad`EBK{{Rdpn|XHXg@FJfGpZLm zh`<}F4MJ`AR+@F1G}m|2BoQhCOGzQZuhiG;7wpyW4$I+oiyw&fby<8#s=^v}=l4k< zMlk*6QbR6F41ZJAN;ljOLHHr?Z$kJp;S|tx!RFpvm74P4=Q2!DRfx%KE>|D}#d|#! z9e1~60^rkt#Q@UL6ahsPRe)1kolR#~sZUyH1F5XMjL71Q;4$k~fTS1z zVw^oIL{dX>-kf?0X*d)q-9bZu;*GTGLUBM0qKYU3|JIJ`{>4j}*bhag^10 zro_epr^lyg_D2^@x!c^;x7GC97FaDK-aTvKkFY3>Hu838Cv&t6=aEgf)8I%XQzszQ z^XnHEo6$Z%comYCM8?fL-@GTLXalqOZ+{k>k{hl5OHc9UxyjMbumrYPnDqd43dML_$rR>A_H=Az1OBRweQ0-23ZUTL0Q z7}ciRlZs3$4mz5UDN2VMldUJ&_h9D+tp&i#b)|L-g4A7snL6$Hdi&ENh^fvqR~j~P zxOA%#Z9%jSXuAT0_UFkijkT+lA$-D;u2}UZyD8MjtPfGrxb000bF7DgYh!6_XH67K zID8xm=%Ty`fdcW^)+8Vo{qI9so>*ic3=YPCj>BiT+aM{E?NKGkm5Q?Rds02QOfvFn z4Wcu==QI>(Iyw)OWcmt;17NcQ^fb2j@tovvJDRz*j%tlJgOY2uJY#1C!8yC1!bK948**E zW3ZqMgq@@NxvBpEv@ZzRwBzYo@mWN&?E|G+xWZ!zKp7VIpDB(-!S%&dYe{uEe7O3L z;^MSr((Wg3IxMHPDrpyK^TyJ$@?Z}2cHVeg9j%e?QGaJ#%0gVe0jr6o zrMcL-B7>Zs*gH1pyH<-}zt6=jw$woykF7^^8Q5$&pa$}SO#Ldfv&O(M=zCBGlG>Jw%}kaxuWuBKZbw3T)oVNGjjr?Z z?Wm>HKG3CY8z24+By}ThD&U4_u{3G8dWxC6xs&&+%TNX^GKYPP zKnAUdVSbB>vUHf-0T9OOW7yr=kW=O!^Z^8xHk%5zHyX*0NrqW4tGEikbt|a=51ONj z?czI_V2?@whJOx%yMkbfd>RYf0wp_k^cA$4)J~x@)2&}$F_c`wK@}XxS3JV<#`4PK z!WV*bn$Zn3kQH&B!xh_kD{{xp8Dmw>oUwes;58h`E^)Sxbz;U|N~y`N@h+DB$!37$ zuOwAlYbf>`c`$wH$)vTQ^Q@Ts+!5M@?k&!fOuH8mhCF#g2k@=CSruYw3v$hXD~ZwB z73P7?9Fl8X$VdtO#?4xNOj+%^0-5xbQ}YseC+S@ukqyR=sOiU%BoZ$^>x%Qg4eI+A z8$j81I3l~ZnA^*-er1#8KaFbk96mIDL_=e9r+BAa(#ixj_tQT-@Lv_Zd^EXb7Z-AX zv9BYiN}u9)hV>~vC2J5_xQQg0@CSUkKDA3u_+=!;CDq(yw$hmyJbh~;+JVblYx;ZK zEP6Gjb{<#~LH#SP(lkF5>ntSGkXx(uW&q>!uSvD==7ZtrK?tE#bCZ+&>aE|z4HnQX zw0SYFb>g!%Gobimd3eh{uY6}{&Iki&{S9^&noov&IE5WRbsfp(ypvw|ji_8Vlch*v zhw1%Dt}f?L)GuW7uP$0g{Xa?o`X2Yjx^|HPo+J{SWGE;6E6a7iA8UG#`bDgU-X`N< z#($M?u^FUe<{y;$(zlh$pyZC!?i{6i+v%^e_l{&^_*H1&P@+6xO={a|GD_W8^`vQImx9!}DyMMR)bq_FSw|6L5@Q`rdc2~|cQXuw)84aWmrS-$*9rkW1qE}Sb8n^JT->WC z?$_K_q?#|5O0yDAUMrxNT#J5Th!swRVyNDDi!hw14&4O?rZvTy#TLTc4wah}Wf-%c zz0#dL)7)lB4$)Np)}JI&a(`OP%+wm6*w=2|-;OFn;sZ2ZTycaa-!-MAcuQE<+%3Fh zL{B8*y{AX`Tcc@UJ@E5n#z-WO>p+hXv9Q;5i3D0|GZWl_kLO;Oru;0wofWm~gBU%R zllmI=OM7^&Q6sd7MvL5Fezk5{;(>!r-?nOK1@RMk}HIEkU9@~z-Q0j3H}M{8upT&De*#n z?@-?|2FLM$!0>(R+_ayCz8ulz^MiSVBx9AvIsiM>?PuaWmXQ^%lcj}d?V?mr0R!b2 z;A7BNoN9hK)inuKppaXk>IO1%^%NQ&>l|7(kc51Qo%etGs}oT8g`?S%4U_qV41A*l z`B#F=b*O3ze77@X@@u2fyalW3yJeY-FuyoI{<;9#*1jd)-hSrK_bbrwD~^3nU)HDc zEuv||ah?TxZkO=4P1Ay2-MEk^BoIgSuAXgYK+w=((Kd8d8UB<3 zna(SUE$pt7K=+=(w+gsWA(2m)_hm2>PXQuc~HOJ>By`r8x2=fM0th^U7Z^GG#QxBLcas2B* z_^-m+G_7r>Td$a-jO2oUBV3ilz9ZHYE}~_$6Pn`pb0O0 zQ?Gb}Gaag!<2(#wAIhb&@T9U^3AH(ybICvbaBCiah)7kf^lM$`91u_S6`C!)VXuKS z$H}(p$B*TaKpm4_X<9^LJv~Is4?LgiOkWggT7Sk{1JUiZ zt9=(vw6fFV!BkaD6WDu-xfI?j*U-fRu}(?lc>M89x$#$rH0zW7nQiCFq=ishu6@N_ zhF=``l5Nn({hMr81f8e!IG_ZJ!?wD5nRV;ntU9JM{{WzxvOHJe?LIZO(k%_d$DtYi zqMvWzZ4*nM?OOfmyO8o!0te{SYCbRUzJlv-;mti~o3YDeAH*5}wQT+}*LMq4HmZN! zKhG60@MVNa_MZ@3my~irAK+^h_3s{QY7*8qg&W;?ABYtJ@Y_79+Rfp42P9+qgFqXr z;_nXVVXbuQQtrRRH-AuSs(6dV+Vd6D)TCbFf37N$-su`VrEHK%FHU!VTG9J%y?&}; zgj=EN*;)V-!@7;>^EIonh3YUrp{sFO_(MuQeY|Gob?x&H=UK+iF!{fnv-iON01CGQ z2syGsM`C~a^Z~AQ-Esa%t(Mk4#~{{pk=xxdeM*0{KlesQ@~cJzbB4T>pFjW~%9F^7 zFZlM4=k+6ZS{~4^z!LXp-fX?j|da5BU|Ou}>-8aq^MaVwoS28y1jnJ%K0s zPy}IZVNdipJjed={{ZXMalG#T06Oha=~_|9*9XbAgh<|kwcydUA_Q~CIiIau0e~bt^~?*?M<1jJMaEq`YU^oY2bXOi>pjxj3o0qKU5h#2d?7uHbkC zRyEF{HN>F(&cpnQVp^eGUCtu}=V%%IYSp5}6v6GSva8jY;C{76VfJf=gh=GRdm4-T zJypTElVTpnnq6mJvW7sWUopEXf?bZkZ_kr2*4k$XKH^Dt!<<*>9Gd`_{SfnE05K@X|L+b z_IR9yem1BC{{SlI1J#>a@VA8`cwv!A9I-k70PFf!l53w8b*tH4(?OHTfzCKkN$uQK z+dqd|#jp2QNS(#;) z6FGiKVxzC)?_Ry7{4&!cWxdvjK3LAdkO$%#scN4UbW13FoeLAV<2WFGqP)9M@gIqN zOp=$J!3KWn?dSBTr%=`Cv^~35@!y3!I9Afr<|r|>0sdqkO7g99;$FXbx-B&QirtTG zq>=enPKV)*PW%}px5EDbd59$Y^{-LVyeA!!Ae4EGd-6ZW(vD})R)lqDl1JgM5_pZ0 z?%`Q2+pDt=oAAwaI%mUFTZ5CeM^Z*}`5O0FEhB~{4BsmD6=o$!#?>4im8TDCAbU5heRFN6f5JVa>7E|7JFPLfy;A=`s_vDf)l)s92(LjBO+Q`c&xyfr2n8{z82Ztv*u%u!Q9KV;JjAV}a9d zDe}%D`CEb9*C(oYp2JMsWNpW={{SMNDAal#C|6`IhoxrT>Xw>(WY02!dt)`^dXJ4K zyK=ENml@+9&6TN2oMq2{{WF(ea@{V%!Te; zjPxCUrEXgIBVE5`jk64W&O!dQ*y(=_ENtCpznASUdvZUm7Umt|v^>X58jhyV4V*=Y z<2}DnE4$IY9o@_X+MJ&$F$Vx?rI= zt(`OBqAY@aZbLBZjz>R%t8!~%5?^TL?|vX_I^#WthZAAA;1A|SXz4!=^()esej=R3 z8RuZ+pQ#4DcFxC5(;y3L3dF0^zJC*3-oN7uTLsw~d5$`Oas4YEUgh&YvR>1CGob0C z5ZjJA7SHvomwMf$sSwQJK;QxY0M@S|)P5k{Tu0@`0%w4LkLQZWx6!;&uS~BBZH`ak zBoIGZt$Gv6@9#6W*SvLSY}kXAPMtZgIJ@zFy{_FRnWe(S%6U9uyV2m?4?>A=HOrGE z$;ll5077c?pAa;wNW85Y(+ma!0CW7PvwM|vv`05%@Z(?AW*^(qs>Ym!7&#uDYo7Sy z;H^JK_zmM2Jl&;iu3wG@MY~~hn(9OzF!4KYl?+fgA%0{%dUPPxr^P>qbL&3_wNC`; z#QmpHws`Z93rO)Y^<&{H>}uL1tfdVQsw8*cTBrn?NdcRMF_R_wA!X($GS^3E=*OP&1T164rG<@@jW00(xx+`BdsVFxRFH$!z@~)ch z<)DF=QM%p_1ONx}tQhsxj2JX)Ov&Ae!1U=m7r!3X0oIx(rof@|C{xvCs3Z0G@9YODGZ9TLcHAk`ME) zZt`pU*^o%)L)-y@`c|Fd=+tp?G8VLWK)HLoSXZN#B;QNh^zJyq)N?UZ{%nA*ys7yW@Hl`V)b@u@e63* z__#mLtAArbV#@ckwbP!!9>0OBR~nonG2hN*b?BgV{HnFQ`oiUGY{JIeh9qPUp`Z;& z{?e(4VHVMz_n|$WxUhBx`@S;n7O8R}TISM*}G5XcHAh6R_URT;j z)_^Vl0BPzHrYz7~#(3kCQQPTnEW%5vOR(gI%8%z+kn8hY$YQX!^Hd+ccom^=w=)3O zQ(zJPt$)U<#aLzI+geY#&hh=wKdnpltxj8VEnpV0xA7lJOH*!u6;CT2&p*zsGtGAU zVg;snP70_epRHGc^%=4D z3t)-Uap3;7M2i)S#SE8{d4FCi#CI{mcG;+(j&bW&V$vS!PxSUIM^VszmA`Esou{wa z?T`mOhJT#^Vx^|1dblbr!+Kz!(yrV1cGA>&_fBMS+~@gL#OCCv-s0T{uP5}ZNi|Do zAIgF=a@{vJK>cVkH=<}=e7I9~-ky~O#vwjs?Z8plNB;m?vZPDl4Y0ze0-|j~>?!hq0QAjL7i)9=sBOn{{uILsv+kNw#C9B0 zv7(L0HoWd$?aYnW1B#YMV!|cFQI54nX{X#$*kiXG)n$t0k{t8iqypmd*=JbMOW^WJ zt5IL?4HQsdk$`JLEiD-kgv$;|G?x;^X5ku9pFlG}86RMhS1!%-_ZX|OS(x^`$0d7a zrdGU|<`oEstDaBgOnBgdzkeZ?PNTH|JV>lIsNas2du+;~?g)f?RRM6ZN4=OtqwzIO zuD;spwt&b7RyksmO6w@S;OP~PPlMG8NKX(iJyT}isR*%0b5Kczt(?vY{S9H<&7|pYhx@3>* zR-y3ytVit{)z6tB=N&QmPy!~o0^-+8x6h|I&*mwH$5+%O^R+32F|Y8Pboz>W>To22 z-$#T@M+3G$IPI_lOe+>Fo zjJm$Fe}&U6ff4Hg23Ka2kW*FYMF!m9Fp zw_mv4r;@z~=xQhNCV`^^Z=^;fka301e_YiYPY>%_-Xzv%Ef@EH{Z+cqcxS@^NFq@v z`jc7#iqGQBcx_Mgdv^Z-bf4&Hv3PGu(xw+$%XyA_lHbtPx7D?sZebpphBzDexa0Gw z&xfG2xLciKV>0{k{HOw3&k@2SSoBy)BaWx~ill8d&0Kle?3^RlIic38!U)5wV>O{u^^Nv6LbOEshz82DL!Eh#@)Nar9sowtpRn!%iOt&z^ zM+a~}p~Yd|{{Ug=j20CV&b_ih%|f>xCf0(boJQUu{8?Y?KpIkLRyL4*uV1(h2UX|) z0A)2CUMA3OR7Ij&`HXnaAb;b+rL*vzkbgf?b9X0jMhEC?e;OW-5p+=odViBZ9QXEz zi!S#^YY0f>Jbm6OIlLcnbUgi9>6$~=1E>A+X_tQz^ow}eH05ilSAa(E>MIBPSH~VB zfAj{F(1rH zrFj#~&mT))6$kr0?dxFsE-JO%hP7Y>@XTdCnHB4@B)11-;;M}`UQZ@$1o!Jjoo5DgDD>DY~fH|VYa>VT| z{v~NQQ-qz&K>FnW07~gCyhY);o6P%SkEk`_ZQ;PA`S$++Des!glf(LZv5y;ZMT3?n z)RuaUjq(w1BDl^yJJ%iJZA@v_ch^$!6_heeN3O*tyce(Gou>^~#2z>C{?X;%YL`*OJppxW56{xR*todM zobihJul8H;`0&5Mn<)!!d-)C99AM^H<36?TD?asSbN8}p*_^&6TP*T|sK1S5-s;I{ zi~-!sS-0A%S|{$Gmaj9^HH*8M-qrwIy*mvftH1FiYil8myrwx$>~%~2zO zOC-BU>MPBp@dlxELnCfx^s09@cN&^`S59}H*`UeAodn)8hGmWvlNjtXT&}6DUR}sw zx7^Hoj8^8K;mt11k)%!Xf3#^X?zFu+;lTqvw*LV7t1=EAEgxB)Q!67dKDe#;yeX(i zQcHjqGwKCc9woS3qzRQh3B@w&QP$^;L~K|d!xR8dqv=*nhrxeOn-s{kjXO_&EFcZ- znt}}>kNQpY;dA^aKjT%dW$^u(%czmR8US(e1?#&TU{n)?3n)m3c>!{)o-(9pxT>g`#Hz;pbOJ!+uSa( zIgTi>Hjel_^sW=eUM29yhjgi8<@g&FYOK>n5JvfIdR833MJ>WcjkSq(?de%h9I7`l#_n@kF7TpnVS(DR zXTOXoS6$@vK9r7uizG|@S#NsJy15(JDcn6eRe5fF#oH3*t28)Pc|KhAqQFJ=sL-D> zvnP2cZR6z?Fi7y*4hOAgODe~fW-Mp|t;^wdAjv&VV_bdUM>*|R?j&iDjomv|Xd!vQ zpb9evaBwkHTlahclUJv8R_7!)YRq6&_K%bv^Z@pdZ7g^Lu4Uz)w^2)Fb$=ud$#-#US?AEdFBfVIZi&Cp`F8=^fMN^YfjBaZ< zLau)C>p&Em&h*Fx{{SK{dR3arA+dg9DJ8fwC>Ia%nx!q|Fy`Lb12?SzD@!!&;Rlwh z+|@-}W!%%sWXDlbP7jy5S#TQ}1Mocl6=%ZU8@TbFu@;Hp@Xi~VW!tzQ;B+N(){>3L zl&oZE`fj`9ZED{@@a4YYEUKibQGi%3er#uwIIp~Z7W_HWJ{Ma_EMGpaa}z~0%-Pzm z2IXEz#}&8WuL9_w4zz{0uvMP=;xXq;K~~98xq6%oj@73ua>&^ut#(EhJo(MZg~iKH zFSS=7o^jr;0JsZ|MM!}hf$D2hh^Z279E|6hwiu!L1~X5RB?p>>{DOcYnMuP6XOLy& z)r>QI-KoX)k+y&&S>uHSNO{FoJm->6aZK3EC6rIY6;ngC-KbuQV@rAA|8hhM~1(u`LJsH6iQcw;mHSj4hmFs8`}i9;bc ztJ`;SykeYDv$T!F9Vi1e5^28Rz^HGh7Njgs`@v7Uz81_@Azajw%1cPyO+5~UGTFXgY6sjo&U;m)wYa<`f@~Eu zkg^rF>UtAJfQL_xa#*nWeQSQw+A#Z$Ulg{sep0HQL9I+ILu%nidWMK)dGWk91{0{P z+2s2}dI8#^y}D53N1U3i9D^ze>p+O+M~vD3c2(L&D_PD7EHWzG5J@WU*-arf zGQ&(s5IH|SE2XrsirZr_%bHtAqPI*x-u0`ciC|FiibEonDB~N6`^K;*xQc06QM0nN z?k<@lWnY&PhLdMgkrvv$c|3G5J=t71Guxl4j>W zD5M5e-Na}-vczML#<{ISR*Oxwk>|@2Fr(DfokHZv5WBgP3{L<620gkO`g8VY{hp-w zfvH8~?-@a#586KKXj}eU%DYHED{k05$2GJe%m=0Z$e#e_h8X@Wc;XNAtISKLKymU! z;yDs*t79jS6pozN=v_w?Q9%;J3WP)eDuI9i=m4oJ)QnOB%0kGLOBQrxiu71!yM$W`F*GZD$3IGJxb1I`Fy*Ca(#nl zzew~=R9tv&%5pcOMx#FaMSgc&-ZagamjWItcM7RnbtyoZ(_L|Wb_pNKt1 zSe8hY*kd&%v#3qIK@p2ok<`XVKxqM5HTg~sd8g#J0N|RA1{;aT9+cogZ1kW4Lxjh3RTGX+2CZ^er!`!z z4(Ax41OR6=5DRcRQ=f5F+4)in1xH$hG%AKnhHpyG-g=&u6l|haU~nh`PoYqZT$Q2}9xbIum`ld$2>O0pA*nz_1Bi5yk z=1X!)AC-+34s*0JyxH0|pIXm!oJbg*!lSdkMP1T&si(fTI7rVeMT4A}lqtDSBBM8r zfI{RBwVNZVOt8rOJzBXj+aQg8W7>-cF={)2?aJ-VTk{Ha&f2ALO2m=?0ID*{B<`a- zMKc3Yog`q$1z4B@gCBU-T(ZL!*rPu=sUo{**hewvwE$>EfHp{R?^o7TDik+LshAvP zk51IpcrrqL(LuC!G?H6%4YP+Lt9_?xGA|5jv~xi#Y>lz(YC`ZresQ^l1rR--oe|&j zG3{3Et>d>vLN=dTv27%7#oK}DS(jJwtc6e(`cMSZN>zvhbytnIWC2fs{NhTk39Vau zR4RA%_Mi@K^<)eZHu+ClsRJ}}bCABGy2-T0b;9wQt2L6wn;9^DXacBk*ky7@y%8)h zKJYTeqgzXaZOY#*Ndu^pGyVin2KA-8OgzaOXgvj7j>~T5R>2)BDRm(L3coc-`nhau z7|&Y9Tad`-u~RFV)P_9`W6q`|WCx15Hl=YRZIkCwRb^o)8&?~uL|w4dWN@*#0S6eV z=MnWEA*==s9D(^8YVuqwf#zkJfGq3I}68Y2`p2L24qqmB{ltR)naqMpteLUn$|%RD^rdqv-00($(%uJ$Op9S&I{yHO ztb5%^S*e!xU8CQhb9>@FT45QDu1g$}02Ez`MIP&@ z`0CoiBI^*Bc*35a(!94(@&2tWj3Zn#@S#rZ52h*hUk`jos6lZbIU(S`;rIF-XcZYmq;z_ng7FJLBXifn9E5FnJ3rB0VeOl|zamijl z{VS!^ej#c4RAxIgS!He)1dLakU--+!8m+@`xWsG!04%`%w2V($x3E_gKL~6Of!sqlg-sztR?4sD$@&XWplkM%Ax2XI=hA|+pjI#m3 z&#iD8kBYTTRn@L0@?-YvKpx#?r1)n@hE7*-9OrRA%DJsa#pr>f)05;*pX7@28Ly4N zRk4wpLBS_H*3O&ZzYyw5S7F+FoKOayt>XetC>_Ag8*9czh%U0o1}rdMOfK!2Tj z{fEQNFHVVWwW)#bM?HT7QcdD*14hJJU6{C#a1SH-&<7c(_zzpwCPi`N0x)+Ff30`c zeira|hHy2xg~X$b4c&hOT>ZwO;=O8Z$fn(WK40gGsQw!AnQpafzH^eGWd2~#2UUCH z3n*Mep<9fn+`vEkFs^3mPZ#R(w6|{2tDa9B55Uu-@h^w8;9=8a=04|kfAQ+)Z@f>f zYE1B2Aqn_U2T^OJ_+v+mO{&aikn@rV=kus;d}*dzkNA~BrAPVhE0MSGcD1aPd!lxF z@%}Z}*?3>Wz8_yRRhTn+4d2p$F$LbW;)z;Vj#YRFHjn9DCYRuYasz64gfBdw@T)K4 z-8Rs)It7z9;eg{m)KySCS*+tH%Zs^e3IN`O=o$sV34(tg>sXqfiS`Nh<iT*Wsqg2$}DQNRV4?R{vUqUXobE-`wHgNfHtSoXk!7Uw`l@^X01S9lg4kLm-0~gUve^gm&17Hrr^R~X2yGC>1D&|w<3CYT z#NHm#NtWz+(y7Q8Jx9`!{6(nWf-GTGk33@or_@$pWS<5*kowKw4BbH=;A=`L{4e3a zR@FS|fcwL7u6}DN?j4_1x+vYTf`3ZY)8R;%C5@neS0}IFO#od@Z^U}UeqE$qL`~d~ zPx7e;hV79&{aW+Se!Bqvpwq4+ym7W^b}9Z910SU|651pJ6fEPZC;A!yV;wpSi#R@G z+|`wPiJ<=gNS6Tr01EL@tU^{EcRB5fvdbJfMf*uQ{zH z7zB<7xu!Mb0eKt9`p^ZK78r&tAXH}lBSDLE2D)%D=s)`PSt7i=3i;U=VOQ5rwpoXs z+mrI3%&j!>2V4!odIQY^%%3dGN4H8E>rJ(g zx6Gf3{OZ(GY4)p!7$p8R%RKTNn~6e>$_Mooa@GSe-m#Jg@e(om)gUyd)C{amx7{7; z541`K_jc#nqGz@ZvRMEpum-Lz&CEbYZvY^F8RzshKtuKssK|xM3O_2h_FF4l`IGKZ z&=3B#U|#C>(7Pn}K5XZrAnEP$)nPuNc^8#qXne_dJ@N0&0Cg+1{(E!*SG#}p>b>5( zVG?<7Cz#`cqavcyd<%Z?iFHfXwL{q8{{SYggMWbhH2@OGC7Zitk3UXm1DLhcJ4XJ_~hZ2K!H>qj7~q8u65z@j=BrnJ2Y+E zs{pAEG;&zr~)Kdx(x*1jug@Wx=#N14YYWPj|m_3Fi^L{FjoC%3gx zKD8&B;BteH)HP~qH$E8fyhF=mj#TKNmM8Qz<5zwz@m{P#%X5eiMFDgARv^*d<;}#7 zeq+cr&g8G4?I*e3>i+;0^$F0!rrLRU`FH29<}1&npH$T6R@B4!Y;s0$KSC>B8yI0> z^Y~#uH$*)e*yg6qAEyU+Cj)SFc zXr36h(c%q}B#+dd)w3ihk(lEc&r&m5rDL8|FQIA(S)ov;3O|HXqw;@w}0i@lB7~JN6X5S3m_|M`Wiheih%x<7JQ`u=!IKXRPHDyN&!5RMm zX?IuJPOR+Gv*7j>k>QOJ+rhpQ)BHK6Y%8YQBs+&0WI&|%>x#?Od}E~O>Hh!|33s?1 z6cf*<1KzUK-delZ>R#z!O~rYxYf$l2Hp)zjBLk;D(zrX*ZISzcn zKm+i|q>@DYHuaI~m;V3~Gzdei4d%Lz*&oulE02hp{;RsrNVj08fN(3K(tZ+YHbHJR zNpmUcoqtf(*_-bUczt}NRfBH>sVDK~wA^czZK>v3Pl3Eeu1GF*$yya3HaI`ly*A6k zS{8zWXqR-VGF<2UYoEUOkphyj#!O>^-1GU0^36xa_gakXxVLDT#z zYD9y8!$12lsh3RgezgcXwa|tsIVa@KKMYe5ehmk}ein~(?z7H0$t-#LWQxwX@lLy~ zpRjmt%)=1iNs-h31S-v*f#9tb{Mqh|_Y2fE;gec%__BFV*|a-7xZpPcW9VoDF+LvL zT!VMwE8YnCfdl^lWi&;1;Qs&&F@nKO#MtLK{M%O$~`$FlT3pB~fXqt7Hy1fgG z`HM3~*i+<g+Dv-V*h$^{#9kQq zi}2gVGBjQhzK>VE>c|Tz2mS?tT^-a{^4t{%?8?8w27i&ShQ1*F!x7uO{w?@L;s@~l zt-H*Q(NvTzmS7C8FRsvd?0sv4(7$OGKjrfq@vj^BRr^5r2jlcIKZmt1u+0x! zS%WN?0Zx8pP)E!Kdkj{VHgmi-r_YdbNF0pxqQG4`jns-`(rodbjggPmsa#s#JSFuz zoDtR~1Nn-uF64{ln&2W2-~eazr;Em!F{Z#v9?9nq9w6-V*Mq~XAJ+EQ6 z1#agqPw;{LMReC%EYhH#RGcafa0mESH2S`krze$RYv#X9{{Z^yFe_TisJm>_?F>F= z@iEB#Yf0>W%18FC_TqUdz#pYx%cyG?;CavXX!F1rClp)h_G=+GQkmTMU`0Cxjc@Hs zOGAx5+b!7V`WjEPYd5Y0t+89s4xfc(T`FGoM&UCpk6Ge@@ee5fCE41TrI+eIb3LOWP82Y!O9T*_CCLgXj=AP?p! zuv{&zw4FG9=qk6SGy2r8bR-}~0x$QCWSjS!FzImQcXmI})j1)8IXul$;IRJUO>e=4YF)GkKbC`Gz|d5&}W)fUujqZ@R)ZhySl{lr?qo4!- z0IgG?>|3~&Ym7bg+d$+fAK_G9MDqZR3!hU}CDv_Y0y}i`TiZ0qZ*DG_%71pf0HVdD zYpx>(NgOEeS<+2syDAKfeJP?DCS&IkMP9bFiauiQ^3G zj-vqo04e|`u<-VrqD!~?Or3zp{#BuEdv`Q@G|N#8XMjon02<4*)bwavi%7ir2XmUa zB%UR|z_m}ZMtusO=Rg)E(QVJ~^_#WNQk_3gYaMl+Ith##O|P3E<90~?Vy&MH*~K8c z*6z%#I;qG0%U0i8(=8cb(XD*P>D2!KGAIK&Ju}3*(IVmeh)*R(I(~I&G|vxcOeDG+ zoOSD*{=nZb8R8fBi;)8ruDh zlwutc*vT(U`hIl#eFIX~7+q@f?1{Rj7x{uJ6R+tOKQ5UL_FkXQztXX8Z#+k?xy_(Iv6&D0xw zzfwP3*5CGqi=dMh?anv~GJjra0ZU2nMZ0Xf)#fs>>Ki}M*4@Ujp!ir6w_WmfLA(C| zuU!1s9wPAwF=^5H7XJX=;Qs(TR)(A4{XaYT|pniY>!2K(&)AUOV7`)d&pmXzf ztc_R4Hkx=bX^JP1e7?i(V6^sjo!+&`7Gyzjd@Z0bERq^vBW0TUm30m7ti)@d! zGuJfDO6EN}*{-E+i5m6%>%w)P6W(~5=v!GGum;&p%r3 zY^{UDr4GQnVwP)ASp2^_^b`ojmuzReeX4mPw7DF`-#!~elH%myBN@s5n6E0=J|SP; zv9Zus{dJ$>J$8L&Z?oHFZIglTQ)qe*mo##W6+D`gL!Pm-@h$O@p5&n?o&{K! zP1fw2%xjirUf31xR(2Ngk+6O0O-987iA;G>)}rz&obbyZ6YH95mbg(oVD!ip>{?aY zYPJ#GfCllLb;WV|=9Llu08@lcj1FrDOVw|5+kG_|p78@Wi(_ zaccLex;Jd9zVMXG2kw;sR0s3p>tC7Qwg#c8e`y2yd+9sQC0}Zg+!iWbQ7lF{$ zc9Gy+OT?Ey+FG1~7z1!UMn4MF&1rKDjn1)jkm-Bfd$9)<=-wUh#5#JJZpWD~sjooO z^xYRhvPhx{8mi>CB%jv2^Tb{>wX~Je$ZjX0>7UTkD&9v^dvj-F9_bt>9E$S&PsR5p zc_PyeN%>TsE0UgFbHsNIhAY3GdSmN~?7ThUIBZd+xh6*({|_k4{mZ?0@}K8X9*twi-ePX+ryO zD=9T{RhlUL-%NjvH9S9aeIcJwkN|-}e!jMSaf;o#mrT;EmL364xc>m_S2!HZR@%m{ z`-^!IFMcyu4u_{&=IZ8iDPE+L{xz2`i7sbzZ>2bIcJsa$-csQ&=< z8UVL{;vFvD0}YI2^T$J27Z;cJFoA0URvis=?Wy=r!`5C~!X}t{ZXe@Z;qh(l{F^kJ zHdXDMe^EdXTljxjy-za!%{?D~*2`>>|@evS)6YDnR{eA!DjtF}&2D%2xgk20tphCx}u* z%-ojd=S{Pbe4n0C_5QU|Yn@*BhPVCFdiANd zX*SBOZ6BJ$zdzQfPjRT;qelpHR9V-MJ^ z{{RD26YRE3I?Xq8&MEhk-rlAfK@20e8K5l8?R)z-!@4~8dYs#t(1OHg1+(etUm9qZ zwq7pyt|ZXT%S|+SvXjU%th{yg&3lK(VG?)(O9-StYH-d8&j3bo`ik*S*ylmJyVLwj z;!RFmGF?1K4tXJ?Z|hq<#C=tIn-(|JBri5{5DannQVHgqi0#l@#p{gmTQ?tP`+iD} zQ#mK4WJ!4+n9C0=cm}8iREQGKhR5Mp_ftI5kmm@!Ff&$zOBynlz&_QVE1+C;AFV@d z3X;k~5fXLoYaGQX`J`-*O4FEtrcC^!v8)MiZY9ii(dM!NZYC>)M(4gOF7i~2f({Am zR)4cESv<*GU^PhD+eMak^GyXua+#7@-vM$xdsE&h;`ydvcXp;rcDqbg>#-{Vu2meP zp1nz+*wUWs$z7J~v}dhm%{hI`%dzWKTJjj>;kSEqth?Fn$t<5LngA{(D%gG$cC6`V zcKK9oQ{JJL@>K>lJIU$kSl5?8Mf>L1-Gu;Jc0x`LrgM13ho$osIE=ZsOMs}08zP?(I5RGyvH7uMdrJbTw5;H_r)yn zSl9zQNM(@!012v*PkVTz+r_dm{6insfGx>lk++?w%skS10iV{f=hUrX^B&*kVrtdq zpRspbPxBHu<2>_`kEMGD!(W7#J}Q>eQN4|!(u1f6kDuv|yfN_WNg7Xu?R>dd?s*HjIlu?5aniad zZJ$cEgGIIZEp5~+Y5)TR10?n6DjS%?Atm_-y>GGQ)T-s8Do9#K-sdOQqh??U>S|d3 z0C>MABvi0lw5~(&Dz0O4j7s<}-RgLixBJ!EBJ%SZ@+pfR)&Y688e909Kv@hrYhvBhsx4b(S#M!J^@E zN0VagM(O(0utX%`*FN;vESq669{g5{h@!|GdeXSAJ!Fb8fzCVnR2NrbIEDbrQysxO zm!PcKYKsrE!k6T6>7&g`y|s?M}Fv5>G5Pc8+Tr zM_FW5Mad_v05Mm0VmsBiRRabik}6NKvV70LsM;|bi8GKpRM-m+Wp&Qr4CL zqKYW61r$+5z$z9sAv|WQvB|94C64*KbfhHq6y$7*eltugHZ*+n(?-N z^pl>{F^F<z{DRlZO9&B38XPx2$XCAp&l<6VSiG^2VWo;e z`Rx_cNt{@PrO&Qm-6fHajEs-Uvf|v51nM}gFDLB4jF1jb=UL~5$3xb;<0He6`Qi+_ zhiZcZjB{6WgsRS;#nOTb@-D%ZJep`%#^&HurA7}N)GQf}8h{_qQP5O!^VguKa-bY> zRpiO}jQ|0pRXFCNL}qQ>#W^G_Jq1XoJoTUjKYJs+K+NEs$8}EagU1xsK;UDjpbBC} zPoEj2W@#JE>Frl8Ra!B$bgbyz)wYqv07~deWk<>@DoEAa*BwP_oy@EO=e1@=7&{Vj zXf=Vz%)nkSBN%QgKs-r?&UbJ{XW!x-KakmP4nzbdml~!i?>e^e+=47w#ha;M!aR{DFMsRaL5w+Zq zVKKYZ)xxOphF_J9W}7M2Tq)cSTG%#%FgLk59Vj-A!{E1s6l3>?rD@3m5+v*GSy7{- zc^V zrd*DFD+)Q;K6QP=(x%Hxl1?+)fHqqB40(*_ADuw=(7J?Pz4KWnHdDEI`ckqw;mY8e z0Fqmz$pCH@UE<#!`0y9roQEybH2LC}3V!JHpbWN5a(bG(4u0Y0k~J*(VZf`bV@4Up zV=c&JCfyY8$6BIW4~96$O4jpKxZEj0= zg|x*39!GIevqlcXz!U*~(@+7iAjvh-Dy_s{xd5=PMHO2F9x+nKG_aAi%7N0In9hZR z$MUexwMfeg#JR`PuzuTczysI5YIvqIzn6`m_oB=RZf#+fQMZBZRc)Y_8JU})?^+iq zkfO&C%Q5RwuI6tq93J$9L-wH=D<>fLsmoi+prPHxQoqxtmJ*ij-mu|=QLvC5*xOMlWa@=B+ z^o^&fONKZ-fCiS{QFk`cgQ;4Z<0nU*kFJ4tE14o6XH)0 z#pht81D;Bc(6xG`w_Xm=0ch1rr))oO&bggq;=ubeE|`TGco@L_3eae6X}=A0{Wd={ zRgps;a(e!ZYW@EJi~Kp^i$a!%mE)uT06ZG-E1wj2v&54WWp_cwK40(^(&?WLwVi4) zHROIweZj_m^dUgYm!B0cbq(-oi=D?A0Ys+{2In>- zjOQcutb5;xQ9w&sz#sdqpZ>LQ+Q*DML8{KS?Jm&W2*3h@kAK#+tuw>cCPj4$r+_i( z^sh6w_>OP2D@fspI=sj+ou{9|yjM{Bb>--^o%c0B}FG4~m;!_>19f2TpR|XO0GVhE6uf<3FuhndiK@3lS{wph5xk=CLnh()AzO zXT=s*@^Ajcj#!b1INXz*W1o8W2sK{~XqNu~YFlqINuMW@F~B+eXgSUcOz>ZbH93|` zXwDz291rGe&~5$}=+T9jS-SGyxB#EzYJ|Qv)-`!vEjm9YA;88zsI2I;t#0sve{y1t zj(OUDk)RItU2njC6-e#0`*paLIA+W8e;TKE;+;cXjHZ!o_GKSKpXFS%&*6PAd1Zdl za6b7U{{ULaxbZ~a@$05UV%^8fKph#-@2=IGQoHxsKp)7}TisK`S~kHPd!~$Fw>@hv z-$3y;s}Z-bvA(l0Yn!#N#I0ApYH&r`p|Rtbgm6uNeet7~E8x^_+8pklfN zy3n+BM6ppchqg^aajt4wq@oB{%N~jc^~C^NUj*pZks0nJ86830{xzQZ#9CfcN`N{J z2|Rx>S8eodk{LB}RU6m;0I@ZGO;bbC0fNHZ+{k@P59dG_Lg&Rgv|dy|!xJ8#FZ9J( zhfC97O}fR#=g%w8^d`3;wAOVf)>+(H+qXpI^ik}0=W zmv0)a{l}H-fI0lDCAAA>lXMXoK;t~~KpkziqVfx;vrKJ?m#=@p}1^GfJ_2EioQtEmfON#wDzf|Jew``J9jEbJjnBm3e|2u zvVDFgjwu}>hkF;mIj1q0#tf_%o`V$~wvjqrdGgK~LC;K9#8&pNBgXO$PZf}i>w7p+ z{N^5GA6nE#ox+qGSK6lk07bJnQ|6yRSK!k1El@0wkF&+^KpD)iT1mcRxRIKMJD6@q z`aEW781w@IyUQ;R={Bcz;~SYh>f*hvsl~h^KcJuvPR~NtFBg2}Y{y~2HK%LgizJiI zyp^s<=nh41ndG<|fx`AQ-1%c0OCH4LfF`yU*2E=^vZ3$m`qqm)k`I*ZQP-h0n;qPs z`D%rU>yAI2OC6oW;hoQwAFo=>3rQ`qKhK%T=y??|x_Qr(R}0t*uLPEng0TGO)RI4) zRJqhVlZexE`*T1VVK%W=`A5A%x0d$u7AOwh^_Go!K4iEXRQ~{;)QfE-nP^bA(;|R0 zuJzlwu@$^r4uo{7GTdHVMhuJ;9uKu#x3!uBy5+p3^u|p|GTI@`Y34ELNyP%OoeV28 zgj8u!M^ns?{b16fb1d_VA# z`F4-G;kt}B{{UX85NE==)}?Zh>6Tk!J;@)|x1{h+qahONH-ZuAf&C40x4#he``?$t zQTb7hGuJiyOH=ttk=M-~svy z)YJYLhmhQAhssEzr=WYs zsYT)659#QKuFq0W^{BN^7Wi*PQ66&xtf^sgBH#qrj@>|~vwg}ET@{*|j`@Y7F^ z531a?%O0u$AJ((F>}PK5=qLEf^AGe}UGXnYf2J#r)jVh7j}bFPWhsFVMFBsV8LvRK z@SlgY^+vR|#ygfZye#b?1MKmL+Kon(5#YDF7NFLPF0&yoxL|*iTGrOU!m-3YQI4Pf zy7jxwJ}cB8X~SUjt5zBnq$m!}fx2dnUorbcdBui}sLX$JAIf{=8tJtE014d8`?V(d zM?ryJgqCY=M$?hlRl)n#8-_7WMI#qgnD$yOmt;1_4(2`UU_}~?1sENLPD(2h+?uWn z1!AJQERJU;#$cAo{HkoO-bfWqWNeMYpK5HkcJRm=c>*t`ElTAqItK*5C@Vj9SRfo$ zRsR5sbf_c>@&|-^WL6dLjiCK<-o6>uy%<;11fJnm(`hm@T9jab*4gc=yGJ&NG`xWc$P9BN_H1*1D}b;jV+AD4$uoGph1I+y-;(Po-dA zd{WhC%2}X+bI%~-^sha?*0p_lLo~&wF`hs;AIg==w2z?V@o$6lc*@!`s8Rd@zrwh? z&x%T8kk|nK0Np1e^dh|bNbqLAucw=BZRIX`W+V9=SESi|D6)fWx}=--@^Qc)lT`D! zuyVz2dA6zJO?$*3+dRi+e(Yl(t}8=B_wD^TBmV%|s5NjR@*U{-9K}`i|E43f7+sw99ojI_1d-qa|=h@@ltht@u+yU$f};zH5#L z-skXOYWMsjF-iWD;(bHRBlvNQenzNWc$Y@f6v5%UL2)AS=4A2t=BWm~L9hH%t?r5_ zKFx02ZaYptk*czIYeUobU29kSo4SzLKar~c0NVa1*1vZr`Z_;SHva%B&21k~wQ|?8 zeXd34=E(k32Axg2Zx!j5%53~QY34BC9Fd>Jg+)5*+N4c3r!SC$qKqHqQE4rx%Ogjm zX}fpvzc|44`Kzyk!V$w6msz~tIN+->;yo_Q&jXC)j(^})a%+80QvU!*zPS4ofAh?Mc>3f}26P?}(KPV4 zdYt}oUPw9oy86|-ZAGPjvuPHgA}zEwMsj)nAyvN7p<5vq>}Qa7!RzVy){lmz)HMxG zN#jD>o2AJDPISqBJO_{&mNB=2Eh^BM&aCjHsh^yz5&u~ zJO|)y6T@0ns>Zffkt1h6F4)5N&Q1XDUP~;u{{R<0H&1vMc8B30$rFrWt|6DxgPbw- zuYLP9jk1@$lg@S|V18WV+Ou=$Tvxbd%O%b8A352Oo|xnGtA|coc)Z7dAu-hTtC8GX zk@kHq+ok+`TG^N*!l)hzVC z5NXe(>-MWXgvo|i^y%B0=3Z?}RCSX_w(=If`!m6Rw3mh^x+Yb$k5LmuyKr^}WP&!&3de$TL|x3B8b3+=rjl*U zchs|`ovbWp!UpuJx<;p@c-KR=*Ze)HMLwN+is%p>-!kVII3uX*Q$CGzY|3KcI1E7_ z$eNoOnCQ~nJAIlj-SiCK{dz{zNO2^N(mCunAEkCnADk5!WkBsnL@@l$;ehC?)|g!8 z5Qy*vbNT)K4@a{mHHAv{VTkKPSbR##@NDp4oUp#Ok7;x!yl4^ zp*W^bG0H*V7nVUbr#Wyr$8XZQNK)3uAqAv+{V|Gy_Tt*zf6`_%KlfMv0If`ddx>Hp z5L?E11mK_6fVn-@#mb-($>b^Q05w88yK8wswU5q~yVO2izVdEm^J$N&+1j_1t`{8u zz1E>-LEc@i8O$)d_V6yJljTRqkq&&urYZm;#Hi zKelzw8{2($3+7_ ztrj$~(NBA)S^#b*#(Q#qm1m7w)s8LDpF{ru>#VCS8qyM2=2u>sCbv~2SpHxK){6y- zQbTnz?uhLtt|={axEY9;w9Gl`YhDu=2VgRj#~cdKx3-rh)QG;k)mUW1h|Ubi}WY)r57??AKj^7KMKr)$=uQeHw-@kSHo&kL`KnV z53gDPxYn~Yd!>_Vz^e+YCm8^7QD0DesOc_Wl&Lo>6nIUipWqPJ{F{0Mxuss*khj zuzi^%;5W*6{A%sqUyw#)W- zkMN9tO3%Ku@V12*d&d&WIsPtxEY@4iuj{O1iy|}Ij-OiDvhXBI1KrABJwfO7pbRJR zjrGK4(?o#A4*=)N zasL3bPzJTXhpe=yjMpwBW#{JS-=O+dW#+r5r|xVsaUtWO6=Dwx-(Sb(>vFP_&N4Cj z8n*K2UKx)GwWMET{P~~^D739-UQ!-kA}>LY=xc5b13}QC{{T;I$GbM}zpZoEdfut4 z%(mJx6wg-U`hiihHkM+xqTTop(*#71-wBx^8v*DWvVL%vT9Z%(4u9mXg$}TPj<00LjOxLAo)^8}u z`4k_{xsI7=j>gIu%s@L~I||&4B48=3YjUx$h>X^>FBb|&Ij)qto@}LZ?~=_hkaZ%w z_s4hAM3LGS`_<@C%A!!e=e2oPj^b%GIFPp(&-13o6B5TuncgXzh=(O>w1Vc_PKew; z8+pZZx-HC*#vqvQV%P?+-`WYm3fUV^6(>Q~Son)hyIsoLO=uhUaKmo&HRP6BeDT*IVXze@2aABoe(k_56(ie=`eA@PFD7H4R=?VtLvAO=;ZTcy~rZk!=hI z9>3PHZ@fW&eLGocw00LajwajGpYRoCe->F!Z~p)i=yy8y2OrEe6pa_5BrPQP{TrswQ_Tj&kRG&-JY(cuXZ#F^O)~(yet?Kf9qUvw5LcdObDqE>^ zRFo@Ez0hn3}7u1}k&O@cdh{#CI({nXL<7IAqfe~Pe0 zv`H&9)0aK?HKBudBaZeMWHDLCypA*f0PCoxwYj)|GVWmEgppQ zvjR)&`2<^LY?Isn0M%GP6pgtHyZEX}Nh`Voyr1H%yOxR5Z1QIwl**3fNv=_HkguA< zxU8F>EFm{7hHlj9XK2YW00Q?ln{lW?GHuvoaY3;WWe>JB7(M#cE1gc-9niaOar`wC zJohdYzCgW&Rl0`K1>8m?J^RoFX{4U+F(slE3)ei>E3K;j`sD9#L&aXX)NYChQGB&L zWcRFAwzfv|WtVdfcJ!bJz0yw~+3n)kgT8ALNaKc2-xJr0veQi~6ooc}$6B&9_-!Kl zP4ncQi;4iudzXs>+o!ELqJJpQaVP`d6^Avz&bU_1JvU??r1hyK zO@yg9V@L}mXD0;oG{!zfPN4Lx_je}<*c9_4V<)9SBj*_Wr~)nve8-h*N(!mcQcG<6af31ow<%P$*Q5*Fr?=_=yQhJ2R^h6ao&It z(>&uWXh<+VUZSKU=Jcl=sOyRVkA%VRPAJSn0mTm+I1-M6u7U~$9Vh~^CuY-7{f*=u zc&k%K=3oKHsla870p5TrrMA7x*L(=1hGO{<$)cEa1 zy6jW9in<4uqC-Fqo*2~NwpCAB=Pz!aDayccn%KOQn?_|B$7<#5ZKt`Fq@RrR6ai{G z8A=yn!5Jp4#~f;ks4zR#n}U%-ux{p~iXSj}lAWq305V(13P14H6p}>c-}n}^XNo6~ zq))d!TDuR2KMXY=iXJD6!`e9_+5#lIxX8jr2v$2u1&__rw2W>AZ-*Zab+3&6Cy&E= zD?P4_Y6ITffq)fVRn%muEr#O<-xd1d;BN%zUk|)DY2lv_z#+D_RR;u;>=Y?;l1@%J zruY}Y`X9sZ4cho?L5N3hZliJMF8BeQr3;Q|QHp&q3Mitq z0HTU(QeZFXQG=66%mqTuTki2tOC)Cg73)k01wJ*}zVr@FW=N_9O0?dTR)&K6(vy)* zr){7G2Q;+ZwCbb*MHEoLOmmuAO!JCbkQtLkO)lCt&@E5@(eieT$siFQoSfj+x?0># zfw$Y5-HSzrB{NI&Po7O^tP&WQ4iwkHpJ+*>X{l)gnE)(#sbjcB4G1g^uL6$q~+dOQ^30n(j!RH&?=d zGsQOBQ@gU(?eE~9Yo-q#na}jCsl9AtRbD6Sw6pn}S&r{8kIJaefOif!tgi^(4P(Ok zcBT&P&_oIKI{_xNE>y_*72Ol(>MIk51wkDt2qgPd2*NNEsWoCk6M@#WFi5P&Z)$b{ z`G}!`Wy^7jVzI%`Zqy73js8Q)s_wjOJt-9VY|MD7{%d5K0AXF3_M$i0#yZp6rgPSq zgXZ1ZfG$WBoOd+%mjIK}pjh5Xx2N4Td&*@Uas>cUxSBK@M)r$~_i#(I-o28OowKsm-mScn+oGWv?ocWE5P-746S6<9&(KnO5b zB;=YhyGU*+p-K`I@li+)bDaB7bC5Z5SPlnDY;!fgKY4r9$ENIiQp7X30l@1(2yrP6 zyaU>%jezUW@ldjrASWV}dymF|D_z8>{{SaLOpVkGGjUgyB9wf`pITqBz@YKZtpH_B z3vLp?aY_B4RQYmAjlJt$IDD{2W79Q8STyr5%(MZgWv$#nwlaLko26}wn`XmCK6BQ& z*rAR-VPBQMN{U&$uKXVK0o=rkv>48PO<3C#e6ny)LtKuXs!3`JINpt24YlQzfx7H_EHHwM5p& zGFeU!r2r|6qhUq}?^UFfG^culj`a7q5P%5$X}(&_`;oCg7M5pd@_=m>nKWWhPQs_w zuOW^Mf=e|_C5m7H;CG-5$YUS{jP&bHl0vLoZZTG#-C<)i4Y(fE^DGm>BW@qP05&-m zMG1_PPeK!na7aJt`S!p)QhEQ!E^o?N+4Hu0&>D zoO4&BouPcUCafE&oDjVaT+%h>IjHYMf9S4AKD`Ax<_$Yiw`(0qeCSwmGm7b2+QMYa z*bj=!)U-)sRBKGg7-qEQGv<_fpD+0L;Qj8EJL`TBZ!*|}n25n0TY}6<{+hX42uKl2MZo2N}sZ`@*j0d@DO@ ze579K!ScRk&j50NLtP$;;N5Fk4=5f$J;)X9S|5fqKMj|H@ z>t1c*Ux|%0Ee4+^{P)4*^rJ!AN75Hs?VNjx$b}Q21P{{{=bGolOAB=|S~g`JhDYiJ zeBp0DiM&|C8&J-tjr=d`#d-#j@M~AvCe-gXBX!6J`87z&dbf^zL3_Eaw@bVcvwcz9y&-j`E`I6JYo+s4pP{$D&;lA(q z*P-a&2`y~AsdbsNEAmtW{SA5^rSV5avqpfIH_p z4~CK$B8^aw;`y`sii1$`or1v6Z-;O=9W(k@hu`1a-%PUHx0>zHVy@Zgx}DPjZyyKN zfI6G+8|qguG*QMAJ%JU%wyigx`_((&)0*z={2SySwCdLaH9x{}{VP&w{1u@>C5N8Q`fIvro9j0MxlK#h&4S%6lJ$d zR|Iy*DtgzCO1eIuW>H+b1kQc&^{-#}Kdv?Ylj18_R0WF4b_b53SK6qfE zJ|Osl0c=P99#R%TgI4v2CH;mr)E>y zzLjkn7KQ@S1&F98IpokHyLh7cWH9NryHUToNAssaqIiQ;{{Tvmd1a3Pur;r3tLYjd zEKtY2*S;_hcs$LT;3LusK|$?_kx&FPc< zD%5tj_fi*v5o;f*{{ZXN81)?{+=bGu+kf}4-`1hKZCg=d*OvwharB@K$@JYa&H*-| zKiXKF?HT@*pW15p{>ie#fq>c1{)JeOUTGE#s1V&Z(Ek8R*G*ehxJHjmfIz;dAJ%{! zJ(jbm6^~K45W<}B7y4Co{{Vz~%5Ba~)T`euR3?qpw`&(gi*^_v%97qqI@~w*R4p{# z`Tn#4uP(KHBL&i}{FEcF{{XJC(!%=ce>YRU2&0k*{{ULAK^D7w8D}C0&#pM9TIn_x z*JtexZV2tq^q>k4Eu1nGvxMAZt8ytk-9}c&D4l@k71hmdRxP%wu!cSPq_MDZ5e@^n zJx3G)kqw2QQ*nAsukLYEl=D?U{oF&gGg^~dTmJy5cOah2&0n?Bt}f&IHIzp`-ZTN5 z00}fDdlmk5^QY|{q}%D&I#-Xhq$_==+(yzc?x^KGde?Pt z;H!HpwUYXCD=$&V&wpC^pZ00-vS`}&qwr%|Z!7HX?QNcZP{|tO1HL_L?900-!!{)O zldcD+tyGCAC7ziG+YCWRsphUIW+7Jr2eoDi6L!D}6+YP>G82JV+zF@hzV>qGih)^o z7{JLRtw^@Ws2W}v_Nk1JK&u#BGY+|`GZigelnHQ=`;q*rQfMjAbo`SC1+J(d1OXat5)}X$-Hqt9y%&^8k zgmO>iP{pljcWe!fo6jm94oDxZ0CZ86w#(XEiHPc0YKIK~I~*H3%lKMi030hJdgmdX49pblzF#GI7VBWtNWd8-joY z^-2EBo|pvx05Mq?KNI4ziLHD)rfy-z{NVngxs=j8Y2xV?Tbq`K2~SKf^WuOy>%C*b zIw&wS;(3?Zi6{A1LwLi)8nkB9L$en7;5J83p%vG7d*OD8rN+P7W6Y5M02WUt^EK$H zVWjCut!)z9#J_oo&VM=#&j-^yA>$oR{6+_Uhb<{13N0D6V4pQhPHiEA3hGs|}V zbj?S^8Wx%Y-d(QY*k?b;*N2I`TjJyk<{Lf zZyr*G1JbJG^CWp~kHf3UqK;ic=$}+7Kc4FDbnObmN?o>a;P-A#br2FeXX`^?wg4Ha z7qw+PNXdYp1K*_!Z35urpI&P7M$%v((v@HUZ9Qnz#nm#}-ZI&7@^#ge_3+ngI64t|N9*oQ}UYl&*63}v%kLOCATL&5R!OcPA4~aTgfjligiZ!>| zn}5;b875XEa;oi9*93H;#d|}an?%q)9_i=AUNE`^Q#&F6jK2gZ+n+P#~23(^X9C;7uEUecVEzqV&8CN-Xm;#UAsUYCNj2wJ9}%za;*SyBy4$Jp4@DbC>&0}d;lB&` zX4lQsE`PlwdP8}=8n%2>KIffVHlehX-lwJ_nujcu&KmNpM8ddgPq`0M#u+#kz(*$D&#Yf#|~+$Iyz;)8n*} zMZKgCeR186NB;m?wjaYf_1Y0~!p<}7q=EU?g`9)g&v!4K;tSHi{{YJ|$MUTkXuQQX z`W=%=jyGhkKRzpdZ#+SM-{_Hx8(xI)#8nHc9Wu#{&Y^eqr(SSD8T_jP{{U0fFUXEtvzFsx zfC2nPT(r^T@_=N)9Fk6dodYdP;%k}H$kU+_DgGnR=xYtF?{8)D{N|juZh%$!B-5;> z3lKBNdZ@_#MQ9mrojFlq8U8K_{HrrEq0^zZHujTCmvR73zcJ$;{V`ep02aJgXYlXg z<;Iz(wl%G8Hnz2leeXVK*eiDf1Y@2nw($O!rAOv?hI#zhEYy=DWB^cZEIH^a=Sz8{ z_^b?cI?0WssK4Y!CZPj=@ zeMdFUZcnIRM;R}1apeX65Hf#C#Tu0Nj-yVoGkP-|e>!sy4ryP0Keb#AxFn3#i1kfb z$dcP_v`3%-bo^)ny~c^+eNDXWPT*NWIsvtYKMrXj8b+GlOh4&U{{VZD&*MYKCGEhH z_H#Bn5B{}Unn*2IWC|10)_^KI>z5>>ID!wL%~?x0U_+cr-AOqWSY5hD<}5py_svn2 z?j>E)%6?<_MLRP2nPz*`Sp;#e;yVn~es-dMXt4xm*96tXia4WGkMA(#;;locIFEVx zhf|U$vkqoKZytVQCz)KwkNy<+KjO!Q?)*998zFUXaEzmtQmo3$kW_>GN4<71h*o0C z3BbnCJJ&&LYjbnCSPON>2fb8owJJ|T@uSDz0KPN+$-3>YjXn?EO{i%QKKFnK-!N`2 z$W~U6+ zAf98t-ecT)5$Ru_e;+?$O*6zkGH;1q0=Ee)@_nNE#5qAEq1sa-NMsv1#uY#V(wduQ zX(ze*2y_YL0q2}Nc>9Vm`sS>~rfIgAF+qm<=D#DnEBkKvm*5|cWB6b3PfB^TNZnCc z+$@&RZ&-wbWNc*$s!7Xczg9di;~gX74~Oi0Rp7aW#-FIdvqd4wV6;Pco5f0a^}*6vw0-cDGKp>h2xN4T@oA`D^*Pxp># z+>TNI0BE_BjUEq`e~r#RN~0~U+=I-&xyyfa4l5RK69x?NFPcvPbgC~c{o)xUkfM%u zfA#8HEkw|s>e9)u!!6Wvo@yB{t|m|y_iEgeT+7@?Z1^Z$+oylhi;Ib6PnIJY{`P;R zBSekR@LJ^0Ao;~}cbAcF+hT#7_s96vc`fec+vc%#`eLMtHigKEJ+uD+>!wh}Z9;IV zBbD~zrW!4#;UuZ%G4GR4j%Z+f%-P3bTCmG;cnP(OV)~!{y+)?0)+V=x-r6!^O{2Xm zS7`6$pf8TysYjD;xS08m=mj;d(`h3RDeQ1h=~iS|`#sdTXn>7JQ^idfw15EWWq#!J ztcBLn6XZb)Tod&l&a5@Azpag@ZInQBouuRNpaSDliWz*AaK6jQsV(nr17g+_HhY|m z8o-jv!@3-$ceI0BKwuO=L1(+$=~xgmYCM=E70s z!5d94s^+hs4e9paPvV=s-SBch^beY~ggPb8_Rk$o^uq;!hOoaw$T#@t)riTg}y_Ge3TyeukSJ=Z3TyN7-TCdK_fZK8blg zZuQy7Ui|Ps0BK^>d@Z6WlHV5+eH;4F1%}o&y>ytgczlTaF~=W=2CBD(Ent7Oc#l&r zo=SjJeukq>f5e)~v^EfV5g+2pkLgt7@HF?Y=W0_HVsdlH{&f8Sxc(sUzLdLkbl)iB z_`j}2X3MU4r&J~@7{W&VKIixf-%T^a+B7?NC}Gs|{wA@f@vfb1CzEF%o40|C{{V#^ zpjC^)y0r2vx9!R6-}={0YoqBpKr-CzWAC5oSzp>7BGw`Q07rw#L)`7Fc76&{>vycq zWF2<%{{XU@ECq-0PMU8+gYXOKkjkn1|t@!4et#BKrkf2|-Z>7EUS7#inYa`I<9=lUAZeRoRH)W@a(&D>!B06LB@ z4r+I&8lBlx^cenPw3YldqDFqu=vqJbi8RT%fYbPcTOYeVRBiO>TQ)uvv$i7Q_=!$A z-Jj`P_M`CvEEu#)QzM_^IRJi@%foHr9}vi2QI(Q1cmsexA}Kd*i&44g8i$QMHK1;S z#eC^|qGW!ixm%wU_=ChDt+ey@Sf9`?nYk+Q3&K>%X*1NbYV1+hXz!7^N z@@d{iZ6tYxhk|D>=jt*U81u=`^{%4dM6iW`3D3~iPa{WYcU(`j4_d^$@rQ+d^qAtjk<9~DS$gUE{O8a!pE%TY5JApiB^{$G?!_h4wFdGxO<@rA|2+M7iyVRqyX&XIIZcFCiR8A-{{t!u}qeEW|Au&t(7 zCNO^KtIawrVY>?Ex#*fw-$LXm$jxL-#h-idihnwWOW0opvN2U;o<6Db6VMz}ObD;F zfd#y%$&NT;fBjX?_-9Ae{8f7^E?~2Ztb_tc9fu;a^&3q~#5$CEeYeg_0>N>BGlFaB zjT*q%X|}ciVWEvfW7G_G^{Yh8tDxw5c8hGVTPEhmENfy*Rezoa$E_DL!3i;_+{3Ob zCVg_k)+Ut6)2R2WIgG1>xrS1wI|)4YuQKr!%-8yqc2>u6Q_ys-n^o~W#-yudrYUD* zhHQ*}wPR1w>@*NBZ@znp7jfY6R#~N`X|uy>o_m3}3_+}oYsE2JGTB&y(h@lp9mb=p zYR=JVQI&~^8}c~(>T7);NAUDAUTU%|vyq&fk`LiP85%~3bE(R@uC0tF3NPv_^S}1$ ziU@CfJ*{b=m$B5~FO1_V@(^q9_1Eeq%@|W#};9HANg>S3KL6#Yo zMtpZwc0ANg*o>Bz4U_$lLyuNZt6@T%FsJlh*fYi#ZunBh^LMS5kQh2}GTqg#CBZ)H63U4{#( zM(X!p@rrD=Mo5_RCrpoQ{cEGP(R5!5K$ll7=Ufrc=dZuzP+s`2POyP(G?m_B`9K-R z>sd{sYI@tH_Ny)<#&(W4>)L{ht$W0GdaS==(}w3f3~&eI_||=whZjyi+8XS+C^APU z{Pe8}^^GS+nXGhpO!qCvf97*gE}N+8R{~9C_Cz__fBM+{)WMj~BKb1zB%V5Ez zKu=|F{{US8K)P+?!1o%=pCbPN4Hs+GT>6tzq*d?s8A_rhT0zy7Q)! zem{g!d#PH$Jfs^4tiX-$uAVKjHpTw$2C^lR4E&?kW&}zC2K4J$(qCJuG>-W9Gys>EUQ7XF z8DZSjdke=chvA#K=~!1foO4W(S;zKNQxpl41YQR^WTj!TIyaK z)T~GE2(@RG-oC*mb{{Tw5kok?~Fz^2W>#8%QylDPuB>GmV zX_DB9)WaG3r><+5X@qRvLhdd6M~r@S0ZLoxrBemE>{aRBv*wcBV*db0JLLD`lTg%c zH2(me=3g>a>;+^!)$XAgmeMVVz5f9Hb)nE*nrCRjyn+~ek6Pz0^=Og&i&fq`8k+9i zTr9Wpg&6eD@~oe>qBvbX9pQR6{{XIl5$&Zvy}FajSv~&%rBqw1TRqEeJjVY3KDC>9 z1?9wzKBqRwl>Y#pm6JZF9kLX#PdUA60N7`l*v&WYk-PM&I)<&J>F^&Z{OP?bBHGJa z)!aSye6Q{d0s2+RtaME(e=_ZMk=T-dNQbNVMH1qd0a>oqwf6 zajslmN>fUVM-uctwVw`wbE>hQP?H1uzQ3&iL8xoXk!z!_<{!ibC8m?8Y9vpqIaTz} zAEjK9=StA=1X1mfaqIm}bC+7yr+Fhq3xr<7{E7hEmK`ffek2dh$*yPL~oL8s}k{hHPvl~5eu z4gksL^R9?Q;;CNB$jb1Sg}f*5*GC#phhkZ77nx@ut4QPwwpf$=Jvvjbb##>rT!5|m z57VtfD{Kl=mg!XEu#)cQ%$#8q=QW|_xi;>~a!q@FyI>n5J#$xLvmpQn<`t;1jrfb0 z#S+L>zFw7~BoRRzC}d{CQWr#3@{U`+YAdP!>SHFVi4JmlngChlUUx1@?^Ut5eCMZ1 zvoS_dzwxTme(_ZkfIH9wGD+v9SAFE=2hCRFRRexHR;8`8G8saG4FFTMwP<54)Sk6= z8+jxrXA9n~!xq;qCkScgZMlvR2s8l$Mv;xA=A(@jcpL*t0|wsRso)uY_a90Cjz|6& zy86(Oe8G?7Q!IX3v6BE+HTI+e6pDZoQ@&Ui5jIV7(n&4ko@AVX+L}bSvX+-k#Y?(C6%|}ZaAO_%nH(A9w}Pc41lRSM^RSbg`)Z7 z9QXF7x`tv?r>y{1mkIu^nt@6Cq?1ylN@NcwYQKdIz~X=-3Kl)Pa7|Syf>mnEmfT6r zNfo=0SkMJj4&Z~u0bF(D3c2LC86D^-&bvV7fGHUK!U6A9kv*3CFEv-D(V^A}-|yw3=jNu?J4Ls9qH*f&j%nU^36z z3gwRv+NF!-AOn&qWQ>xbJDSvj#x=<&fH^dCfte;FB4-=uo=1|^q-FBd)Y8cVoF^+8 zt9}pg&xn32__iMg_*3Orh?4GZF&rVnJAByAH*g0huT0|O8-U*fcn`$C75qsbhI}_0 zMQ(sK&Cv_CDDoAX3`XO~AOoLlWY_CA!!L&#AHxp|+jw_IT(YVgiH_{eC_t?t3|kwB z&d_i(N5fBtIv>M74a1;l$(G^nCOOQq?F#RLPB#&p1A$(LU9g3KD58qo0*WZ00*WZ4 z0Ze0zQ;EQ+7?Z_j*of)ljAkH#)s>MT>oN{|sw0c1fq@HU) z*+CKV$p8VL#(*%M(Tqy?&l#v<(<78SvtfY96}a;V$H+m!=~y=xQVwDmlXvM@$E574d)U$>MozbvvI8Up8aDmwKN^J3t*eb+5JV zm&s)QFIw~?vEWpTi!+pUeuuRw``g^))9y%S1$aSCBf8ed6GHARyG24s1cOopYysHR z5;vCk#&bZ5^X^lct<#cf#I9KF#X@-J-hdmtACz-VX%9iitvw?WpOdXdRF~K}J?H_J z+N_1Vt(YUywIjJKO0_{0aKyP)&%FUv{^92|0aH+nFVCK}MOSf9zr|XYw&mj5=Ok2i z&>;Y~Y5=j9%A(!XafpZt?q1YOqtw>Sbi1f zaOPF{I)Z;n^tkaZQHW64Q}nI^?M9ia$!-SaZl9fW9RpdNPCY8+v#3A3{oomgR*;2!h=GNZrV?N8z?f%w%(XA!Z> zWk|(Yj(8*+PfYA*U+l;bGUWtMOvEiBSPrdC$#`qpHFy*j7i5~RA#r5ILKl_9+h$_48%y}{c2)BB=s}_ zUr*O=?3?WK{P7Cv?KOC>I7~)+16*{lWVDIFsUP5MIV^`Pg=9I5Fa@e3(C8&+=>9IROfg-YSJsG%7JGQ1j@Cdu0`QP9mKXVT77zd&#AI}xiXnzkiZCRnXxkDANpvHckYuI$}hyEGRadUAl^4`0+K9!NseBQQN z-my7?+R>$vk0&c$siAxtyVMMGYL_2n00XlF{A<-NJX7J_3m#NqdBGqYe=6cNkBRm( zT$Q(S>Z6Qg57lc!YaW}V_&37796>aIOXZGS89%k=5qd5G{zk1zd^e*cq8Pl%M^3-}dH~=w{{Ro_I;&Tt z?XQ4V&Ly8zxE%4fAK+`9xbcRzV-VU~d2y4*2>$>IiT?n!HF+YJQINu^*yH?Y1E;!Q z4QTQ0iqOpK(Y|iAQ9MTSFdQXFay7DL+^{zkJODkxug+f`KyW{U)8j0|TVm0}BhUsq!*DJpr~*vIQ#+z{wG zR3uJ3`6KLdE1lH5M>eC2OGOs(4^RI9RWmb@)g)UO{Fz^KHv=Dtuc7_`D_#6J@s->w zn~P7h5zkffQzE{7yV51Nog@IXK!RA0LQQ=^@Cr*kH^M$G(y|Pf9(xab#Df)O9|n9I zyq)|*;}l_qn)>C~dL7AMOu-AyX>W%i0*vRieDCmbA2-FGHicIqH7l+^?V?xF?QYYo zVo5|Q7y_fxfIyl~j*KpErVWmR<`mB$$ti6%9joh+{cBk#(CkrTwus(O+mnyhl4aI) z2HNFp;r81>ftBUL+5Xm?pdA%Pe^oT=YugxQ{{V?SnRy5C5=MXTs<7IAg{C>Ux}VQ) z?(#B!3eA0L`gdf}?f%T2Hyj`5KpUoAW_zK01|6&HD9AKKh#hKulPvsE~gOb_RAE0ynkA@_NyoFHCwD_ z_(1;v3Zea(s+qsi7(%~QHE3DsQIY01nD6&><;0jP#{(5Y?_`n$RmmMqR6_DhB8_mPt!8F)fJr<^TLX@9 zRJBAGR_9HJD(s{N{0&>Ti^y=UG2bNBfU!J{aW5r04w<07W8i;|KM%ZF;C~Wn-x<6q z8M^+(WNV~ds>LHOD>uw}=r{{sZG0;6mX+~e!B)O5(4`W2=%U~fL5^LD%!Dvfakz2@ z4rw*#O;XZLK1Cix=uy|#aKW#E?BB#6vzNr@*6rms{u|bAPoD`;%ZGi&P2Vy5sf=-s zzL?QFjQt-r?F6m6@Tzm)6ig4ho@*;a*X+D+rNyuKa&vQT{d%cWg*fB`-_o|e&20oB zZ0GCR~YU^8C$$BmKXel$%T#oH{4@{Z=T(A>J8vPI>@ol9f+8pLf+OS3N5 zw?1sG`~h+Ns=&60fm$|g$G$kL)@^HI43fkm$MKw>TJerf36-J|gkPyf)jW$fP&~ZT|oPS`d6S)HOMTn(Uk&cQX(EDw(SMO4DtbQ^Qu~ zeVlJ3f%U-^=bDFzHSZK$eV$3q-2KHMe!Nfzve?>qKf#5}^7+Tm2mb);(%*bxu#OWJ zk!&RjG0sLmFcriasyD zx@hcR2&bU=f2geOS4r`|izijQx+tfdafSSduX(q$vbBhdL<4VgRb-Kwxfx?mQ<=}P z=2{=Zy*kl+%~k%^sLM zNrTCk`EgB>SI7w5nzStwX=dQl&U503LNBB$YX#ZbhWo-Oq=5a^&p(i$CX~p^@FNtDeWykOz9}Z2ld1YfZLUHFxuhjNtC%^~YbW zWMAuW$0F#S1+)h7hSMoLMyG>-`2>zA16u3*JHpn>adM`8LB{Cg9P)neBO|ECN{hn3 z4kqyysGdIfg%6oJ@nveq3mOlZ80{cuk~&q*6Z;dv*8c!*x|{8~z`>Q<<@vLc1~NM4 zrqn(pUFxis_Av~}jyv`K_9_bZ&t#fQYgAu4MMTHS0IxsSJawgMnTX6LW7`Zd_~N-4 zJU^^!4lXq-vu+MBF`Rz1_%v?^=+CoJf3;k7#vB9u>Db98WzXV&5qPp+vuO~RP@D$f zkF9Il_&C`@Zv0WHDM8f${{RD9@M^lgqy>kEY{j%mz&%ITCkCvK4e6FKo6i+p`R>P% zK>#1X)fQvN;%y60+iT&wU$nkH_dnE9%cS`GUdgz)TN`KOC{02`C6W~v--+Y})C<7mgnymgM@b;LSbeKf) zjt(~resuZ@aBw(%aVl_U?RT7vUKwhq@C#r9NkKp)_10{;M4@dm2CTyORm zTyoqu_*W*@P{%Od9{ykN9Ik&{RhD-H#eN^sh_}(L%;VK}0iXC4Vd^^8tErFli3OxY z@VpX7;ZX}#i($KAX%Xb8`H$&QHm9WTF==RSq&yttWAmU2mbzPB$XYl{WByt(#cDJf zW}co_r*bkm+A@EYJlJZN@$J8qS=;tef=}gCBC^tS`3!b(8_7pjB=PysGRzmAa^py| z*q`&!jz2?MK1H$wpH{luPw)@^wM1^ESP0c;5FqG)ZpZ!eSh8wyTu36)t&G3z=O501 zI_1-{IRB`sYRumkF{M~INXRawF$vv+mEeBJ%+1w1}~-iJWO%1 zamYMpHPp(w2g5H3-1vYe@0vV<#O`?*e5gA0G|XGE#e8AbZf*3-4}`uCKk+oyRbrjE z9#xxz6q2^?56~Unl%5{=f1&sr!}hvfrKp>~AxH4-1mFXV6Tu@j=l%|~)~>Fv{8O#O zE$;PcWA`=9&CJas8!H>1@Q_=sEwo#F5x{fP^{TRc zqH~=}?8?pjDmWjNQJU@uNEYA|=m+@JU-34XOIxp$r@6*xDBfFhYY~x3!i(Ly{#BE4 zarTJ^luYHjjDbzI(w&KW$(rUv*klUSg4yDap%%_9qPxjMiEEp)S4~Q+k2o~ zvho=E)%62l%i#KvS1mNz<`}bwaXgkM6ai8TE4z|a+X25Se3mxpD2ScKdV&7{)~=op z4t$&Mrza<%=~}B5j-I)F7cynnKBTk=hF zDzo55J9^bk=5-Oo46Hl!qTzDd&24WA#cYFjPfE4{NSaB=80U^nWU{vW-#3ATRvq=_)yd7&zEo$bsQ&;8 z!ZV1sM`oE{?>GMdUb8hx+{XB+@VDXr0LFh0HkIQYCOg!LTgjQ(!HktFyW}cPGn{7? z`A0qP#P8T!$I^eoBXuSJ0K?0xgDu68Sin1*1gp4_)Rc^IoP8_xp6P*A7qSKo{3f~0 ze&0p$HlHqmtlJCg8Pvw`oD8W15s`z?_Nr4mB9*Mkeir;{@aM+Q4qNz(!*UBdf{N1H zGZuBoRv?@V<90s^>q?}T5>I<6m&@+m4m~l7{F?Z?@LN^=ojhG_@i*Yzyt3P%^Bz3$ z3Ec7+*vMNW2nS003-)^braTw>K-hm{PRC90b&`2kR&p0&&Vn^&MhdHf?Zs@Gk%$_X|5q}p3ygq@!GSdxVyT_u`3wk9V=p8E?qsAB_OsrJu0)MtYGK&uh#>Li&&xQ zXKbk!*s|^1R@z%cpgiss6m&I0*5^`{L`b3p#|_r3$ERDVHxg!d9Fk4}qy-C`%XuXc z>A=s9GBc0XsZVREoHWx2l=V;sYis*NNAhGsndk;j=~O0}?qxRmWvP|VCEJhZOqP|0 zX_g5brHo*Y?=k+Bp?#@owu)7y4&U8T{uP$mMblyRYp*RksQ&=#Q__D9*fz@ue$z1Z z&-JS@78lg@VgCRU$ULae@sbbeS0eEBj-KCX)$V-xI_>0tDytpGiFGLo#=l~Rrx+&` zml|H3r?|MjxcfxDgCzcjfG4=|CA0&{(d~D!;Cp^zpnV%y)nO9qcLv!XouePlpB}S+ zI5yfns>Xx(jtTumSh%s7qg#z)?~(jFc>O2>ovp8jygG3le`vTpe)dn}&1yw+tZJXT z)1Wr6pW@25^T)MShWkjdQf*Vse&2ig)uf-qdYC_CBGwO6u$)i?W5X5@$@Z@jT>0d4 zjAQ=*K|flx{{RUst)d%E0@rp1GsqvPtogK^F46wetXvu7{73$S$E_?{+@$@FK(h^= z0~R0qH2_Ywekj%uokHwEY~4@IdLJq`1-bOTU{{)HkQ5(7(vm zbXFLvh$^9sSyh*HJ#so1xUYvg_)E*UwddaEETzX@V(9i}w=ZsPo5NXhv zeH#RRl^eH-^~k)i-)2|#2D%v~@aCEdxK$&d88w+Fh$oU=x;z_+;2-}0T|ZDNX`c_^ zj!!>alkE-e7=I&O14ZE-1QtluHulRCS))ktCak;e?mVAW!2X7;E`y?J(V4Y5HVQRK35fSO82xHX<$i~67K@|laet(;ha8q{{{W41x|feEH1{xRXx9w9 z009H}R#mrx^;_0A8vKQ~at25AHQ8zY8q#dX?xOjJu7Adv2_AVbiF{MyOk2efwO0CP z`Bkeg1?E*cix+(4lm7tguThd+KE#KW#9K#i{@B&QFtP z@bg)7$kUPsGdR_CDOdYNpXTd~0s0!veL4tccv?LA5>NQosoUwZL$~C~^*mIIqcrn0 zlP)pRmaJ-UTO-UO(&yMBxA{eE+i2ceZjruj_y)Z>G_;Fu&>M<*u!TX$B$}lJCsg7r zw2M@I{aE_ux)`+Rz%SJMR>W2|`#$CmtxO_V{^$AqDy`Vb&Ga$ku!$KNN6przjz&Mb zQI-d#YUNN8{d-nSXJfH$S-7dO29yz$TyR*`u2glxifl`i%M26JqhJRNdR46q`AODw zm9~M5cd6Voi`SZ^1I5bj=~kX|<$)K>D@&Pj0Rw0QjCHO@T=2v?&0FKbMdS?~WLE#&=3U1GoTd3l_DYaWmILys3QQTJt zsQf|G?XFpO?*qP1_*3N$W3JIWKcwifw5ppNj5D0``qMQJ5ZPMB<|iJ2^u=&Z;%^gp zi}yNgUQ`G8jt)OCD$T!z^!t3>c!KE5Am?vS&>FKdHMOl$@!lOiH<6$C&N2E?9*rCy zzt!%x_hsbs^s85%EGnkUL$%o&@sa-k*REb$LFNmcZep3|Z(rq5Z)9yQzhk8zvS|@{ z&iv%$f9OK3LmOX~zSfup{_k85z}5}L;g@RYknSy1-VvsFdJ@MNC3DyQ1S=B9!;;+r+QQ zv#JGq`FyC)I9zo6C=E+@THcwbqv^UWzUddC2c6%D&3MnozXxlcG5A;F2i7j}6gG3r zknI`D#MtF;rbqW_UrVl{bo&PTGB48uDFWg7m3%5VV57)vX?`6 zA3grWe-Lf#J`-K&7l-XPntjZoFf)*;8eku#eKByl_loXPX=66_>^V6Z$6spv`u&!C zUuEE5j(#=xWqlbbGu>QTDGkdRmM}O3cJ;5&+sL(@LJ4i}v1XDC;A4T%b^ibw>o8qN zQ&Q3NHv0vjT{Avq>;vI7d{-P20 zuvZxTD*>7lYTh64h&J{pFE0q?mmuf$^s2E(;x7}T+-eQ>TT{~*Cm#JhYJ<(7=tE>s ziDqBC{DM!nTCI1hYn~%zw$szewZ|>;l0TIIb?_ex_)$#qNTzT)a#)|kHOAiSz98`> z!;2I#T9e7Z2ld5ft%i-I$Rxdx+}wNaAIi1cRlAxmF3AKaIuZxy~_2kAw|r99DyY@_mFLG{n( zC;~>O%92R#L^eDnI(w6Kl&C`UaN>+t4`e`PM{i&KSSU!=+b`R9ijK6gfRXtiX;} zFEge4d8E`!8z3aMSF-z6ON)n;yXVV8>CIP5rGvKOdK1L}EytLrD85+!_j<{g?>HlS zdew{Dv5kI+-VtKE%?V1L0_JuMP zJlDp*wO56%(oHYLmITHv?iH{)jk}w-(u#YX64?7Ot;t~}?ZA}@Bmw#i)@{Yq^X4c> zhA7w$anih};rGNjJX_$6I&BKwjm@k{4DyrwaiHEvBd$$%7aCr#s9FcVxG{+aPfmyE zN2P5uoQG5K1%yOL6MeGb4nACu9m%XajcWe>18ZdgMeF`^TDOsCx-l}|P4=0y(DW6| zU29jD&e2#zBL|}oPsX%52qdb zbe-})!n2!L(RAykwn&4rcjkaH7Q;~05l*1nK|QfkTz_SFej@DQq+j9Yu{9k+^H-Fm zu47Pm$4Zf`tSnU;{r5X{&VQ9a8J9jP)io3`>5&+~@1Op)L#JqRPG0{2SZ0u)Q~vO04QcfaH%MLfiSr)Zn&$4cZ9`N2+(Dwx zrZM`}m@FYk)W2S*HF{lJPO^i`jxfjTKp8fAA&>XhA3GlBn$Wnv(R8h^bsz@0Z9~M* ze~m8C7^P!?2h2%40r}Uqd@}u+wQm(Hej)Mo;j^>fmA7Qwy>J+Ejxn6{BCavHjY^!S znD|dX@rT7dd9;59T0EA;@h!&WRaM=zk{qt$Gtqgkygn8DAksb=z|!8u_U&1e`LnUW zT;S~sk};8<)#y52k)n84N{dF&Emqpv6;&H^^KBRe+WctRtEzuBLrqoWD>G)P8cJ~Z-w;QVD7BVNzA;nyVCt%FyYOhMOjD{Noj|O9& z^s>terD(pb1(%SK-?VGAIITi^rQP#NxBeDInzg)J2Zc?r^me zPq}_ylu!j`ok3+I7^*Tqn0GG}=^2S6a=x_C6yqGw0s#DARp>!pag6n-l;DoQRiK5V z`E!#%3f!CnkxV0Ul|{u^js;aBL6)TCBWI-mXS8@YIU=VGfwTf+zrtc|>QuSs|r$MCfT$8IBn9^rs*(PD5wg zip&cOXp#Ky$sMY_)yy`~ywc>L=m%P}e>t~>WDFZWhAT_q=YTvz@rzj+E{B*cB5-c* zS#q%;U>g}K8L+^G2PU+P9JT`=z}^e-H^t3*KMwe2FDlh#{{T$68%o6)Djl%J7?2nc z2Y!|M!|>nXw}*Zh_-^0B+5{nXDw(A@-7JAXXE`Suh|UKBu6PH)J|6gU;p=}7czWDL z9BRH}^O+ndR&$b0TOBij&~PiZuSOB&0HTU3a0)1*fC?z0fC@TMQL|LGA&%KRPz5Ly z>d$fn00DtWNzExZre`!T6dY55%`^6z4_%rPZ=GNBb3P6~DTB!}4=Arxf8>a%a zC_8M*jeWd{Z}vd}F2R@h{3QW85?RA+w*-zfG+*FYUcP-tOD(%!?=D zc_a0&%BiH&VuZ~Y9%N%GI`X|M^i$yOxgUr;4PiZ-gETO&o8JXOitUR$>`V_*ZPFk^ zz*?=tuF=Li3V)tXL!LcqK)LykL(_`inDT5ynNfzSt@pFitg?{&8d9pu&sxySl+G~* zIn6)H0Xo#H9$0})Wg~+?>{pJ?NTlD$1XE zf0c9_7|ZhK864G*vKGNn&T5o51=kxe7rCu?qy+(U*P)>2Gi5G;l#FqT(zLjSdtI|H zDZr>_*({+z2O|}tY?UpPpa70&1D?4509m><`9~P2VP|WF;|fh_PXj632j1(7SYwQ^ zbsuzMfG#je5RQOVWendYdK!*LWIr(D+N5U6hF<;X0)H%y8<9}?+Q5z~%P?R=js*Zi7)Id!W|?&ZNTHPQI~s>4?_;6j zo##798M;sfL1mJxgDg7LY3&J{bblco#ck&$RB@k5m6diffkCu(GBoW*>c(P|<<$Du zO$Fo^PqhXK^{h0vk(+ZSF~({cgU9os!zsYU265c}~~$1BLbVlGg06aj5_bGUBBG$S_|#%ck3 zC_gl01Kd@e;{c9^xy->G<0Sye9Zg(;;gm3Q^B%^aSXi!NKQZe^_I<{D);J@kC<49K zl!|=S8O>wiZRf@}16#6clBoMTN1Rm|1Tsd5aOFNO9KQgzcmH9Q5G|_ zibo9ON?3foC<5XTPtWqO?N*jX>FZR|VUf61kmgf_Ay2&kT=P!V0eW?+;uVy$#(H%W z*84;#!cUlbic5CF7A@9*A(L=Y2smE#6jI=a2NZt* zMRb|_uD$9s-WLSq8mP^nM{K!X}6*;G(EZHg=l6|kQGp^_l-j&mzw~D z@V#oxa(Oak#_WpQw4T~S<>Ql4V(w#GYEHP0T#WHrYjBt>NY{{Z!>%jZ1L z#dh8%wS&#lE`?`q!Z7zYMKIiSwyK4km4h>Bmpft)sa!u)3GQ-WiAYXYCS4#s*0KwT1rx3HGC@X5T`#C>Z>? zzytGI%^FvS^h7dhl8Lj`Fmw7Evlou-ERkZ+?D5!kIQ&IqbS7Sx!@BMCe`?omLLBfo z{*({wuMeWi>@Fui!^o_gyI&M|k7SaPi@UKMKOt8%?*TWT=j!usP7$Yao~NETLxSvwz_AFXTyuFnZz1+0C6#bzAG zI+{bYP5q@Hif8n}Kcz!$YXyR`*~D&TW7noDP8f95o#fOX&BvxiO>cX2?9u5K;UQn+ zKmB@S6@{(aBYm$C1{^Qrn)Hu^UuLn?wP?ZK(?cSG^$IJ`Zx&e(n|&zGZ~*iJHPZM3 z>KjiJ+Cvb?ygpWa%K=td@@K;tr?&XN@e@Tx*voTwFdz2OYw3G`ux2@K9Jx`*_sx9$ zs@s3UE&EvO8gAb#YVb_VJ>GtQm3z!TXNq|vE1isS`I-c6!K+(|v0-h3-^Ne)(RX1r z>-m>ASWoVOpXFKR+f%sQREUuD=~ZE#-pv{-tjQ;*KhlE(UMRHdY%Q`G<@f1P&tt0G zxEFVc>ZF%$?yy=yW<5CIPzINgZ6-^S#PuV+J?-GPP$42S z-_+HsFAZz={I=UjkA4kwR-P5otYb1>%-1rG+<~9K(zqN_Nqcc8mu+lhBc^Mii$d3# zR9#{ue!il*)tp5RA&4L!ba$vt%(E#oIos+?Yx5Ag|r)U z(yOF##)aAUmhI3}qDdpfqxWaFIjIAnOL?#*xj0knih-`65^Mu-_0B4r%W*to&11*Y z`BS8|jG`88-%*MHu{F!E3krqfwkjxW=X`UG$F6EMo*Q-~4EqlCT5VU$h{&U19Wy{3 zL^f8oY_B}q+tQnLduaw5)mJ0Gdf~p=H0!;coSxp5s*!xLyzU`W-MP&GUzYYaK4$Db zGf4y8>JkKCe6TaqXsr2sw3HZ7+#L1jD`~FK!h-R>%%itj49Y^yq<7yhmJskUo+^)u z{4=Kb<3qXdmk~0DZVH@W5ycWArrGEWCBAMZExqCjS6* z{{SpdXnZZBUwHTSXYmx0Nox9sgdXP(`;=vOkU;y*_f%KiT35tv2glk?mZ#uV7j1Td z+jc>Pih@OLH~(!5HdWRXwFmgUNT2_Vji}0gU)I3e_+7oeU zYV6Y>+kqO8PTk?MKowu&1MPM2&xtid&k_7pX!MqxY1i_8?UZ4TdUsVFO??rj{3eRYmr(H~;kq*QR~R|=A-%mS zfX%!3ixuDQd@*X+Zsb1i#F;L*(&O?X1Ll4+`4y#bHRAYt;LQaM)~@1tBj+5CB* zFdvx)ykAlA6!-HyL>c6e@z4JNSXHYZ4tSd3Jh+rY8*|PHs53S-&xl?q*IDgSb+v_$ z2%%e#_p8k2ve$KMwOBXIV{g20MS8}c@ahpDn)**M$6yHkL9b5JG*!TSC zFP$D&qI@`cBU_zE@3%PV{cF=Se+}unX#K^g4u6O@{{ULHiD;sSlgGVEpl!ko)ILy?K4${1 z#~Mbs2Z{iWB#^fQX+6NJMhQ`~=5G4cS@j4khWX?HJ^uju)x_(+5wyEV%33d;@VSDiuz8j`*%}>s_$2W(GxaoZ~g*cb+}eHCV(pW6KT3&@z9OL#B8ST-T&7(lklb zf;m5^q-*T@o7%U;BC;`wb|+5f{{UsK5=k|m6Wr{zM{-Y5fInPUu<3saG{|OIFRl!T zzrug|%xlp+tsleI*-(%}ju`c;*P!pv@eLp0Mx`?(`mM%Ox^PeE)$2As7}B(e)+;+< zz~rCuYYO|~CY1qrpt)HX^d0{IJXf0D{6p0)t_o@DNhcX!{~`i00$MrYM&6SEF*Nb21z>s{{ZT)0zU}&yIya#-HoC7-o$?)U3Q)D*F%NUZBFCP zb?cmgpTVf+?1#(UoJ9J+iabcct>s{hct8d*`c}=4!tFx#L3OHKgwG`~I(`f*)ZXV# z(;)I}fJo!&K0sPW-G^_?RT4|3_;*Fp(Jk#@Uod^<>PaA&@{`%KN(AdDJ{>&2II;td`X8R@tX2joQnUW>z5_iSeI z1=7bFoR!C4$kH4C00w9iG`7ellyQT&^Z3>iXqwKWnRPpoiPYmC(9vrThwMiY{h~zU zCo}Nibr=a!ELKTL`M&C%>MyB1~BqBoPC{{S%ld{&k1jn&8>Z<%dl9T%zn zD{28IhmWUuv?;WlB8q2fr^~5Wd#7KE0oc{ni(jVBGf6DS3mpz6@@}LY? zhWAo`GU=LTJ@5ehg=$;rlG{VN;!$p+=t=yl_uBP4#Mx;Q*}@0jI5miEG}V|%e{gPO z&k8c5HB1TC^Giu~+abJ@u)`1M#Z4;fH(zl@lwO%qYE{3y2w>9f7T5loHV^Zxsc&qf zEheXYW|exV82(j^fKy|mTdGl@3R*Sp zN*t^7Q^;=luP6Aq;m;I))4vtt@YvLikHdclT!|-98lOJ$+1XiC{E`pdNJj*Y{?+wI zhkP-j_;X3N(sWC49j&?qP)Y0n&&*F?DLr&EQR>H=lQVweGR!-kl;5%$8-3I8e}r-R z*1JNEcC+orI8ps-i_a8N;l@DdqOde2hfj%Q6Q~i0`Y-H2(lb0uVcz z=CAcAcIH<%4torNRjEqm>6Xsi6nTEq{e@7QQM_2r!XZP{b*^vwLiyZB60N!)#}ayh)ewjDjR!y z%dOy_F9WA@S#y_TYV%i$)FQzAp8aZ@>UWn!Byf_RxZ;)_JU{}fVcV%EHKM5vvJ*S) z^%NSMz3qj>ue$C`4!~5Fnrv41ZK1KxCbVanuA~uLLAiS~9w{ZTMP1iY<-fY1$=4f>PwQFSn~okKzqxNN&etE^+ zpUtRTc~PI>01^6DME)*$nV`|E_mlTr@%j-|Rv#AXiqPE5QCs*xQTmKhx*scNOD)HR z{5=^}Jo25%f%$&sSjw7s*_`HH=!cq2)+{pIo*WQ^S~cTs{rk*ivd#61cK_E@pFkop7u z70KQB^H;fH4Yj#Y-T2SyDs<{+W_n~ACYz=xbc7-=8RY)}I%V#=q1cQW2H{>^C69_V zSi@b&-dl1qK>k&BF9)EAJ?oZZ(w{O$iautQ{{Y0)hEFEe4>`MY{{Yski;aK9I=n>1 z356ToYi`rS777EHz-8`hr-~$v7BDiS+NHKND5K1y@ZPC)i7sa^o})kDYoL$9&_fbz zho0pB0Q&2^R4Ws09D7rvC{z39rr$td6tUu;DK~wHJg~ntG>mX6MsN?Ytno8> zp}&VTa)zbfEuBjd%Jk-_q>iU9Gg`lBjWWl-y=TdAjUi$%wKg>!EU$pTVSCh5+zujM zJ?kRpTu9li!QI^d0GwAXed36tg@R(6 z*ReRQOK*mnjF%>RtC9F%{{UK^X>>IAQCe>h%IsZF%H0Jmmx@d>Y>|)nR{H!knL&TG z;k$4@#;Bi$GDzpmzRrI30RI3Qzj%v5^(-%pEmlmKH#cwdigm}0ZPGpGBRxp}0QFQO zz`h)?bq_a~!>Kv{02J0HDHH^e_HJV7>2%wOIVP z%N1kE99LS}u7_zGM{fWv(C0OsCx|W$x07jY%NznIxcN-K_(QcD$kDY6vl3?wj(GeH zZrf;n3-IdiKqs8_W4P8D!K%&s-Ad#~89#SuKgiY6+GVl@f-@_g3v-Gt9HzvY?3XtF zPL&W$b#wm!*;WL$u*k+uLVrEa@DKjATYWzEShvpN2tI0hSzkj>&7TU~vwgiv1FrNZ(2E;oRRES^*{2Pd!qWAUI0*E1~uXc2vS&|vp7@3iR-*SU~FhqqE`V-|L>=TD1tfc@s7M7J;IH_STx!~ywKHy1YW z8-4837UU4M(1Z?S+>W-dg)&^KFw}Bj8iAF({!19%Za?%TkHKO zEl0Ss++9js+a}li>z47xfeyLgJz+J6Epr?an{?-b5rAwDt}ttAU0QE5$+UzMC*3)w zNv6UX#;qprHF+QYqe*CJd|mrHd`iFYZ;0pcJ=MPWuGy3V*uxU24@1`#_8s-5#q7p? zPWZL9wEm6_tav-m5Py(GE%d zD;oF3))rD2w6bJjzyxvn)>L{%yQ<35>hqY9xd-L`lr&mKh=5*!At&V^bNuK6v$n0R z$Qnt^0lN%y`Bix|Yds_z+u3~2ZgW-jFBD66Dy5WS6^npL1fRmQC--ub+2j{5tOq{tNrdj zmOrg!Ni*CLCCM)BR-ukz87g)u?OI#0<~cS~l1sNxByHQe)VB8VqhyTL-JmW>6mL zOkqV4oU!Xr$6VAKIWNWyYFSzRm6@bDBe|=ddW@_?B+vyF zw-B}mKU$fRQH`nAty)^oDc-|@>ssbDM^X-PKou?Y=3uhT$JUkNRc+bG6>j$IG-`*p zVOcFajCK)$=|B@1RoiIbQ&tCdIXx+2w~+k6V0+S=q=Yi5%>YL%iwf>1lUbAM7>uMR z1l4Psqb3OGDv5Vy-O_*=aXj*mEshOkl`)gJWL4QD#J{{bHJvn#G`m-UKozBTl;9tb zRFOpTt{3i(^yqDT$qKV!Ye`gFk1cvo24s;Sh{g_a=~W}OmQnkmirWYYIpJEF8u>C9 z)LZ6xdOLR5yN(DLs~9XtudPdv2PZ8+5iA={=Qyf&44bx~Cl#T-NqLpN z?`k;i03NgfnG|84IK^3!)kX(Cl$bn(93J%~FfKCvXaYEtx!l60&pZqPQz60H4N9R$ z%EyC174iYdpvJGr7&R%kJBtsyPeeGN1_a2!;EIqTJol^7!n+A42C5wSn?Rrke9`i> z(=PFrJk#6(fKDo+kjxbDGuEFl4=no|(=|MH{$SpNJXEsVDk7h}z46|xhS&muv>t-8 z0JgSBu<~+!DK!hIpoen~odBq2y%A(>+(6GI$fF{d1}VEm7YmMNrgCX^ znou!Qb|y3&Q@09f>rEpfmB|-5qKZ&6OK=nrDM8I3Qfg2DszXR_4JAp^n~d{JumYV$ z6ad0GrjeSE(kSmh4H1FgH0^`ZokdlU2nH#vpwjN7DTvz>u^ zX08isP*-Ozy=p01SXM?x`}~tsVe{oB zeS#eFCHFl)EkKCyYCT*!Qzob6NY$OU*SO1ULQ zK5v$_JTs_jIwrMktU)Hh6sXO?bPa~~J(?*+l>sSp6MaVxldZhPL zD`rEKUX{6#+s4I*ARPCo0t~ zHC)&jb)XFOkQHy9VSLIn6pL*&|`)miMcc?oml2 z+NU>vFOp*zGyy@O-v;FvCz2~RIHe()Fm?`2Yh7GM6zpyQ=~HR9FiCD!MgaOy25fM7 z(ULeP)~Gh=sP~cbj#_{<*3}tu8yKv~Vv!$U@7}E} zfkLC6OQYAv$$aHKQ?N2Wgv0)O+|5TCfM*Cobo6(j>UGo3O2C7 z%?~6q$A&l}iFDaO``IU)Ral`w*&ye=265aGPeOMnr1CN{8x^FxG8do~Za86YmFPAw zp`PZ-Uok;-_pX-HSGAQ&5wY5{?iExK*c=L|kfCkk?=L|>8uR(*=A33T(x=nUm6eR{ zQ|nm|d35RIvB;~Cx}X702gJv}L=DCATl0CUGmzLMu^mia|zL2ltTZq7SY&m?I6TQ1UQ0d66+-MT-TLsaHO36s=zs|6Vj zRk);co)~0M1w$3A@$MffszS}7ZQ-&7Yorl6GV~{I9ovNv%A18iZI*CaBeagx5k76bz2lQYeM%WuI^+pq>x0+!loN^yyB_XGr}1tdlJ&htvDjtYZ} zQW0L_cwXOY{{XBN0=s!(m*(0k@ z50b#Ljwk}P{9`^_uqm2~d#ye+3ej>06`OFE4Jlikj8qb+kYlbp&;`WRRbK)yBdU_? zmd|nJt6)}Kk*OX}nSyDr;lz*!GG&jY0BgypSj`61kVwkd+G`8Me+`qwR%w5xTz!sw zebLaL#MMZ&#){x7b8DWJpli+A(nAKnZ_za#DO)N>yq*@+D|8rD^6MMvOT? z&n$m%0CD*m$NOfraH1%J!584hs)!=Cxy0<#KU2XKm~xwuzL98IZI{j?joj8v&ZBn> zm?z0r`Wlu?hE@v#h=J#xYbIT{HwVx8$Ect=OEX+Rkzz?a)?=U2x=#jbMLbQU$Risf zoeod?!nswmEjW%eCm8B0qqMP~Pq>DC{#i#-Fg}K~1IzyaX{$f@Mt^9X1I7$?rR)&G zPj8-gIj>AZaWu(sYCcC$cM;b-b?xobx22^WU_!hJ2;GIo;_$HM&-iGcB>0dfCoyoXJKon#wEIMEDl4Q8og!VEn8S( z_T%j8JDT6K@GXNWk6F4m9$!@%6d4?{+}qtsO^UVKdVq0V4Tp!dYvm7fi*@wsYq+(y zvb0~b>2ZsA$Kq<0Qgg*RjRPs>AYG*BO|%yql#GIM4D#Z znrXU*;fp3p{b&LiwF|kw)*K-8rzO-e;7m#W=oHq4q&Y#jj?~rCCFbVr;eWY66D`qV zOB^BS1zcNaeq>xmd(|etu(Tlpaz_-#)>x{cJTc;cHKMdpChhq_&{XRx1!c$|TIOYy znosqG5BEno6=8+L!GJ_--#x_uXkThRTx%V^9P}rqD?DFMBZ$c?7n6!uEG-^IhBotM z>wryKc;tbaD}uI)++_1W2qKp2{btzWUY*S^`UsbELT3y00<$i4-7?LV&fEPuKyk)E ztq9@qHm09vv$gv)PyAmg{&WGPF5&w*X^Pv#y*MPAsXno5IZHceTHyMOkLD|5PVfW5 zf=ya+Cvq{5m{KWuzyLgksdLsFY zwpJZL1b;(ZzM=68RMgb2jRA~jkMc!LrTjV5>{MLqH$HPOEINLG)VF>-@Nb5LL1Soc zB^(7AAJEVSO}B&mPp^|cwRF#IDBM5;IrQL+S5s@F_%Fhil0$iLAq}0`3~~?N1ZSG_ z4R_*Bseb`W2Ky@R$=U{a&mWa@J|FO}i2Qr0u(T~KD8ZzfLOAJ=0VA=X4im_YMvz9vGazC^;!U6uNaDQvz<(J2CE9q#@8P$^x!UGkE%pfjRSc;9 zSZ|PHkbP_I{bK7)@Gg+P0q|O-{{V@#6~vMZffn(wzsw4pHaN{u@UOy+55sopE~5ax z)oxFlaXS-|?Ty?9AOOOHE^~*o)2{W2_i3tjALBg#09x*}-v&&C9Y$hDw;$HMFk3^X zM6tqxA?PXoTy6n9Ppt$wwqsc78g-}KK+HOmTbAH3#0nH14OVMCr{!#Bu3L^V(AKvw zxG*v{4;5su%dm4yWfAR z=dWsMm8BSC)3ru`Nc?=G-lvY)lHd{FspI@;5j0Vjbz(RbtdKx}$&Z-#s*NIoaCc+B z6`y;q*lDn|w-W#d@c#h%s3ykGCHFZ22YQR`P#|VvHjm=3E7X1>+wNg)ADrEQC;Tgr zy1Vh0iBH+Ap=(&%z6Bh`@}9$a;w>uNIg;c#UZ7|EE6wk`cO0{{R?f@WanJtBYF!)Q zMz>LIdY+fyeH%vtXN_J@;w{Ji%xL9fS4?I(?x7ywn zf(PpEP@l^+cQ2Eynb7NB6mP(2tcQ@T&~Sf}*BuNVC-GFdjbxb^=LFz>xUX%}ejNCB zLx^17f2GR3Sdswz0~*uRJXfZ8dfy{v&Vg5sp7=DZ-r>z2ho5Nw01KybzuPBZAHb*j zgI(>kULWwPZGlw^@Jnty*PLqq02FTZ0&VOdDvi*B59&p8P-)&Q@e`Rg5fJAmAL1$U zq(;3DQ`NkCYZQRM*yA`o{{R9j%ykcmvt0R*TY_eg;9!6CtD@2V6ho{7CZRhls(xXE z{TjNfm^>Ze1Q1!7E&n$wuMkIVaN~HFL7r_`k+7CHAJq&eA*>;lh!Raxv>y;L`jnqek)P7>FS@>T?(v^Whbs_D}KU(PQt?o9IK(-JO*Mph>=Mzf0mA=uf z-1$+C*cm^SY1yuo8S?boCYjGhB!T%FZOzAq^vOtKZ*Gt9fI$4}Bd=N`{M}xEA|&8Pf&T!q(!;1}u&pMBSdhl|ZI;aP9>kGbg2wR0 z<=slQvG*Jw{{Yt&EwG7r((Qo98;R@r)^GN{oof-1 zLA#&O5-O@(Yx=_FN7*19F@r!FmyH|*wzqq+J18IFSwGqkO2ITsLnb;g$o_SoC5Dk> zFPo{(Zsk3W;m_e$Q&YWo+B+LzZk>;R)~SJCP_)-CQ#y^%h92rLf0s3zZ5ElQh8l7k zyN^@257x92!dYK^^}&!Hs(AiYb#FASE;SJ@#y*)fjDW-^TexB-QEw3$;|8x~V zOO6L!&Hfd5>l&5DTGroU9mMtRMGSf=lWUP2C+O{ILm?xOA zjIRLJcQocX+dm021(Q>h*3fZ?rH4e}sSasT%I) zXc(f1NB58a0A7oV?6&eD$-q#(%}|o!9oUF8kJ$7TljlPT23+09I^%&;NqHkD%tg9( z6clQ2k+Jrs*uH|IjKoW{V`*Obu2OAw+Ba0UU$n69c&z)o>-(g5-S$S`!av5RnAt?# zn^RK$RQEf56-V_ISM9fPBYllBzuqVM8s|;Lrkbm?e(?I7(;EKjNAn;B2XjX=G~`CK zx2hM-zhdlrX8=}2`ocV(Rl4WX6&*pR#f~Fr*nDg~>p)`$Xjrp)3ernx zB0|j{oX5XGQOkdA0u_~&Jrr_j5L9n6<}v5Lk~`zC=~iO5wT?eAA>EJTb5h$c+W}i> zHk15q&*@dKZ7g6J)NZ`SAHcZ-^sNA*+Pp?{83tfGFBNdv+})`##x0kwSnkbHx7Dsg z7&L7^2cTpB0N1C|M3Q~^@@Ju1ajwJVP@PemB#@T(eLp(V)>=~jhD zP3_0?s&S6Tnu!B3Y8tR9KO&ZH7-+(TisaF}d;6^u>B?l4%-$8%&ca+M}Me`1|6&2za0N z8TjXC;>|JIPlwv&;-v8cKXC-N8=sHf$lGH~-~q*c#dvGQ-Wc)6h4kMScoCOUv%ZOC zNdRTRWZlZR4ZtIU1#4w3Q4Lr{U3UKfh*!ypx|52}xzqH0J-6z2MtKiAKs|p7>IRRl z>Z|5oOf6z>-~b*zqNASE!um4#Q-1b-yyl^zE@A2S_Y?l_MX=ZpR%ZVI8r8YewFx8h zb&JrE_EiJn|ROh5()lP$~L6XbZtF;({}!0UgZA(_3E1I`VG1jwTpXt zfJgMI4dK?066+Tn9!NR=02-?|he(F)?`}NvwON|E&k6L=-gHYr>RN1bNJ)@gA;mrrY^ZH@GMDt1$RiQ@&98 zw1vs+as3Tu;wu_5_@BdiDyg&m^A3tL{c8s6;s=N?cO53!A`a|%{#ChY;VnAeP3*hz z^%b(ZO`Ky37D4o)-Gy|IESlrRnx(mx;^6$<0)hSlr?c=)-QB;Lsmgih2mb)9YuBOE z)5;s83I|HMwvjQ+pLBNOmn$ckbT}O=!gdzLb|8Fxf5y6$(QOs?c|d!Ne~oO%1W}S= z9DCGxk#cZ93Tg|f4orqiSRDe9fW0aovnW7hVaGv=wYv&S^s4Q98gK^VSIUg}*p0~G zXEb1p1>&3MvyPa}Tnf1y)c`C_fODME1Q{o#Ba#k#Qw!u|b3lofFnXL*8bX6;6-q{$ zL$!WURf|j;leh{1xLC8~^rstyiZWc}`cOGg!fmPI~C^_Kfy!PY8mzStj510>341Ymb%VVtSOhZ4C zt=FYa!?Sy{(De@)X?C9@N*wxg{uRyN{7kX?IELCbGM+XGc#RW8;0-K z{A!F>ws6P_L%`^AY4b618nXD4T-0L;X&ZiH{3|fU;s*!Jki=WAaa&R9ce0Nz);}*j z>V%p$t$QZe_^UXv7LSbDFT8AdOT*rCAqH zc{xASRf!A^%WCY zcy`E%H5ts(j(OdT)me3W`|_vp(lN6n`!%AMK0Vwh-xd-b^F-xc;@6 z8QO-KcR5znu7butgaCh)XGW@*3l5iVWpVsOoPM>_Md8~!Qn$LT=6jVnKgy-M*JO43 zE`w{idT;6c=mGL++KkqLwR@Gfgnt0qf0birNz=iW1p7>bpy&G4R?%mio6iv4>>ZQ; z0M$eqt+lxOCYJ$}c5LGxod93+JVSpA7sb3S)9&=Fc%;&FvPH{z*A3IJU&5O9x~=1v zzq;}w9EIchR3)uL?2awWI1Eo(4Ghm3Xcqo6@UEkx>c}IszJ^GY_65+cdV|0<`NjJs zc+dV7m&Xqi{0!El32k|CGguSRnWv5v#~J6J;;+VPu{*4x>0>Bgg?9`VQ5lJ#-t@AFKM1ksrx?4Zf9_e}_LJ{{VWjeiwM6 z!{T?sodd>NdxnwYIsIQ)TnX0fE!=hPZVtSyY>{{S0sKU#*@MZUa-N7Nr`ukerlwE$n$b?XPV`!qkj zll!ZY&*4~>*4owNdznSFC%M5tt!PDQ_7px$VROJeO;)BoDOdQLngH9locU!45d-*|%mNrt z$hm*(RHvLc023sqraDnFN#&2VFhpNU3?Ag3WO5LncwZ+Ue44u!GKX>yUplS+}p^{e8qq5rP>z=^%m@>M%e0)k{%L8%?)KC2=*tJq~}NsC5Z-jb>pO zCOD5#!T$gX%DvKbeG+7!Qn(T`e-F+5C;_(~DAcdqMWx0SQ@0f2s z_--3(NTig8Nd|sgjtI!^-jw8tgt{Dk#8TGjVY%OzqHd{OawtloxFGvKaHx0MGIi3h1Qs z-)an6_EJ~V1Nu~nrvNalURiiW0kfZ_dS`^b8SDN%)RRxpAR;h-c`0Bpzux(nXRm7e zC&6C@d_Ul6)#7_N5TI94(-0p;rmhcf(GeHY?c6WLlgDlyGz@$8O3%7-3J}`@Mq# zsWgk`9GZ>pKvu{&rXjZzI2#AyRO8wX=j+;`^P?Gj=Ac6J&AS{>1-Ye+wj?2O&MPWc z^B*uTCya{HmdId&4qKB`K^3$rb__A^T;NiJN?pEX$@!0J(GBG;)55PnDTYTsd2mOq zIZ#Q%ahd>uqWea1{8gh8+gd@oRsG=YPS_!j<@sCIsWfdP0_UXwUyf&JGY>=7q4PGO z$m`yLD=LJIaw)TIRsH_}$WM9zhhsU)^Y2cQOE?&BIeN{z)VzqyHsd7stYv~n%(o14 z=|CEjU(Fs3PM z?+O5Vfi!!M9CfCxyRi8ip46F@xC06YO1lUoj>i-M5?alG(mh!ugRpXaYDEmJcQ!%o zLE3UUVt^x2j=iXEX~%)ZF!4YL++YrA$`?2$fH>!^E(czitvNuEh6Zs_mKfrLCmi!Y zNe>`qj!+2KZyvPbt~gqmN}rXE2&s@9^UflEGv`uk7}?A#;0-X(xGB8mLH8xz))23PAM?C`9^6^l+gkX2&D|WK~Y86 z5KRzZTezym0rv^UYeNN(9qQz8MiHjE93>zjv$o1_mA1zp>sh+SsSG%{ake$6ue?DJ z1~gF`Crpf!^cC-)1Ak}R-ydB?<1ZgX@aWL6YkN{h@BZtnF;)aA3`P%H>VyF0ehd5) z);=-ZMdB@CzQy4)N=Os{-lmd|r4#_8 zttkSOW3>cvKoOpm7(C*fdece8Lu9l#98-rTq8~Bhr%**SB!^;_icIH$R9Li8MF130 zML#3~MHE$R0Ywy40An;0iYXhVQvlp3+$lEEwxn90|JCw#l3)XnK&D3hO;8LT^9R4^+z z!BL#n*PN3gg#IC%&;@A_fN(1@qRVu}Y^tB)=9usX=03Cmi?OnJBAg=*rB4;1EvqQp zaaGxVT=bv}&n<)C^jf+$$?jHw7DKnwtxPS-pWX979$~AruAZQuivsaJV%K6C-o-lhU)$mdi!kiq?&Mv=1Q% z*V=e%eT;XI`pl zT)smk^z$b$u*bbB*i1fYTNv+J?`R@ZwTC^aV4Wn&umyT^MZ=K9W>ooO`Lop3rPF-H zStD=>rruk8__rN7s_|aWYw~o@S}q)ghOwI5<;Lvy6vnc+`|&9(Y2#6pkk9i2*1CN@ z?$&TjWMm319ETdw&urnYQ0A^hdh)gmdqC-3jPb*8yCqO_-nsd#UfNuuZw8q|3q$3S z#~!s((pH7{^-R+)t>u13N3~Lh;KqEJcni%0GpPGboAbK_^%$&)qas{I$Te+*Qd{|u zoN?Z>?eb0OIdx4$YcN7K9lZh}RY!OPu(B=v7Y|5 z&Osj`!4+yo1qR_zNP$lVoAYCnngD^~gyod{#;VI1frFl%@mk5{5w!3{M?7*4RE9%9 z87n+xvV(zIhT1EjH=eZ&mQl(B#CEr(XGqtUPFca*KpH<}HtCC1&0)=TJad?@7Xb7% zr(vzc%))XMd)2FpXfL8N0vpiK1}Zv8#bM#xw0NEEiw?OLfG50@c0 zpbB>Sg1IQ;Y0pa2ScS+8gZfozt&px!a7TK|7dO`ODkt5b4Tecze2_`?rx^Df%ZAN4 zZ{wN(P6M6}Y0I`n{nG$N07CYt$j2B9R7_!p{{XrLX++JG}> zR%ISh`G-tZxHTK=aIKTLRdz;;4nFAXT@{bmr(Bl|Nc*OMEy1WusUR0AjlJr%#4xV* zi$5=FwdX+wRxz|zT+_^wV;ENNKp3;h7-74L*S3@u1349utH&V=CO;}$E12VC405Nf z0BPK#7YzvD4Cb?!Qn-fj84#3VgIySeOE;Gjf)7F}Yu!31;4&~9mVh%Mg3@_B)*E-6 z^`wnFnVqfV$X>ypvh*1@r0; zG_#pwal3(<_gS?2K_e=$LVMJ@&QGN?q7@I5ZU&3t+mQ1@Ze&x9r*fVu z^Z2_`zXSU&FS5kFMnONQucD{$zlE>wh5hA{$vX5Qn0{apUOnP(1Zpd;Pjd*{r+`^D z_8B~NqHLjpuE=mLlM1~F%~z5;dmE7-kXg_19OL=a&S#bP zG5y%&jwm$ z$dQnC`4HpN)b_6j{gyR*TPsal!MCmw_QvKy0rXvpMh+|Ly(0eCPSyk$A1IiFB=^Y! z8Lx@HDqBCoFWMU0ThmpSOz{v?DFXpodC5I@c2U}_Z&ZD~EzA7UMB8Hrx207R1 z=jtmbPP`hGicM}YY|0Az=e=KLDx-4{FAW@kLNAa3R{bNi|hqleBJ4m7dF-? z@=P|dJZ7Hy%v`KzCA$g$ZN`#;1kxT?ur%1DhTS)CtKOmee5NTg@+tM^up&w4cX@tv zUYX*6IwaJs!;+-4jzH;}r+27bf2@{V20wIjik{Zi31Bx3{fF|lU*YI<_zv99Ab+zK697wcfr`TDV6mW z+YAgHoNx&k&+&A{S@G|Pbo)aG!~XyR$+6~Ov$}TRq5Ir>^{lN&$D01PB)$yr=k6^n z*rfAu^JC>;0bKL-t$i0p)AX3L6o0*AlH})eRaqR|%$ve~4zcj8L@Rmsa~;!4z~r&} z!;*XT{{ZV(Xt+cFdfCQe!G{$?Z&547?oTf*IHlHq{b5 zI~E(4kTHsv%itAmf`<_x-y`4wQ?&6c0gz`j0iXNXKxg}+tZr2pP7i8{%#vkLV0v|@ zplG5l!!6iT9gFbEI6J1~0aae+Mtmp%b69$gu{Eq)x9lVQ_OCwGJYjgK{!SeJU(8d` z(~+LU+T1o^EbIUsc|YM?uCeh8O0;h#6yG84r2hbgc%(ME?}_B|VP>6)`=fwAQC_3r z&xO%Jw(ncGz&z~7PsBA%`wc}c&T@YiYufF>v(q6eAC1}1^Tl*JU&EWNO_uA#HyKg< zKmN-K^reqL(c|B3wk41FxjFpnpVdAn=z3z6g?`a5KsizQ;MCvwjTbLNqSAahpy~LI z-rNE`a%*n$U$M~FZ1XH=I|0w~HS^u~#XId)THe9~3(3)e1pcD2tb8xxZxY-YB#oRm zR$>M}4AG%nuk9YSs{B(4xir<@y_oU**1X?T@y4&JIZ38C>;NCnZFYJ`!Z_pFb!)t; z^Ry11k*`a$(R?eS!UDw@Dg0-5^{1$<9*54BIuD7wOD1fsSS~*M5PzO4&~#sd@|62V zu{g;&BOl4@e{u!sTyvVcP0GHSs)c8br`We~9hp@Zz;?z8`4- zWkH(0TSWdNyWHw>bCLXwF}zi-_>27?L$mVZ>A2(hkSj*xz&ebU%X_bC0^SkHQ;tXc z1m?CgHSM*J3~8G*?HUtzDBxpo1M$UnVpC_Pwx_9ufzSH5vz-1QSC(IRk3#VMx@i6j zK_%1ROEAeJkM_Y8o>RmctdaSxu|OM~kaB*M0qKXtZE<0?Z}deUc&|DAGhDdV^s70( z(WgcxnDx&DpTt%hT0v&4bz6@#{{VDye@c$tYm0;{q}nha-v0pg&<3s6r?2YGo7n_V ze{^7wKMYhB@1%%{#DaM3^1Uc{@_Cp{v3aWLi)a(r2hbCL*}=3 zI0N;d1k+%RV?Wt83b^RUAJ(0D zJ-i(Ec0c1l8e>pd$CYaUi3j|&IsUbcc_pOmZRC}%9CQi@ADvmfZ93fNRJj2E0CWTW zDvTQ4xPL1`v@-g)Kh#w)E!gPOq<(F@0t|O%&-1A!z0fp=^K~gc(?9nV9>0Y|_FAT- zyY+eeh|lnhf9$l#W7F(p5NWV^(|2-D^{iwCh1RvbL>V-@VQm|58Hms8RPHp$uqD@S z%&vNXG5o6KUSa-$3Ou7mCl`FIX`h{0g;bJCmH_`O>F{?ch-@dd^Q_as4U3+B$udf4CVwiVyRuZE<&~ zx!g<$-kh2M(zvkG^uy;aA3gJvRp!+iTnk7`G2$v`>&?*kabnh^r@hV)&3U2qV za5=GSHOxcLloEf36@K2(K$!q;>;-k7*)c*4l0HwRI@(J(fe^0t9jl;MGNI7*4NaCc zLkuL1@1CQ+I#%AHt2Uo*bT1A@Ww}AHzH#NAn~v<{)@Hk|>qkzS*GvmzI76~btB`Sz zx<{>iGTt)yiST2^7kbx07AwHXW7G`iy=tp$UCsBKwRyM0kBdG9_>pQ2j-ZiTC{kfy!NyfjQmfFK^%R=P z_oc2~K;h1M{V`dY>w7dZBP8c^ap12RCyJipXycFlD&sz&3dXp-fmh0saHG18wUBP) zxjsdrkQDO9osBt7rN6dEA{h9`3~H6mt!#jOqH`;bilVuz*zOFNxSK1S063-d?X5mg zyN~BeTN`q-R!u_n)Ud)v-8km5CAzoCdE3lA$u&uS+i@xK7t2z4IqmeTjio4Ep@fXx zO=fLmX5C!C!)=nBcmDt;h@iQ+j}uLWUWfu$c(G5OFk zAz&hj8W{IJdiMOP``QGEJgSdOt<%m^g zS1^@|A=kO8V)iSew@--AG5#jtRaTF}S~P#@GMkx)@QwX{42mPx^?gTd8XdQl8U7=V z2mA<72C=lem=@Kp7ATXdfIp=}7OCOwKXU2T#^z!5>rGDzExLWHT)ykoasCFZY5KmM z13jLJY39hhZsZTvrJ0nKyi2ak65)lNnd-R&s#;jUx zUgzxa_EER_j%uN^@K%uGW`8ne>5b%{!c&#=P+4_c9qZ z%dsL3sz3V1mh;3~z4C~(8&a|KE=U;s2&`oA-l2Ox+I6eEMmm9y=xL3c7I*p%_Y2`F3gcNPSMzRbtn4JsAC;OSSXn9A~C~Jk`{=@gA}Al@_qc*lj{${Ij_KCWaf;s#RTmIje;WSH96ra3E8UFyjg<#xS=sII8m$yEAv9~G# z=k=`>@jdivha(C=<%`(C8y z0|k_I`ebA4Um^b4zq6Kw@ms;iQPLq0Yg$e&VVw!cD3UPFSy!t9YiK(Ztn_Es8mQMb z^KEfwK5Qpdky&`ku*lCt(-l(F!jVTi3)wdgxjbj}uZDkOkJ?Yf+QfH11U@24F16hb zBL#%46%3I=BZUxzK)DUZNy!~aJfFSf(6#MB{LA+i$U6)l>lTu(VxWzP%X4;VJXH2ILGEI zF&zEBgvIoN?^}H1oFD$Nt+kiK`V>dYP{*(tth=o{#d?~By_7*4e-0Oq#A2$)rg(Eh zJM~MiGC|u7{WC;%GnV5ob^UKvoI#{1Nc~Pft!&zOVrzw4je2~6{6GH9SN`9gXvAI_ zv)n(w{{Za@jdU$*R?BObI}~$;3NiT+R%XpcyYR+`8#(~Rdkw_aUDu0sO-B&uwyhGL zHyj-P28ki?wu=~y;ip5_<~gV?d`+p`vcaHP0x|c&U+X~0An>NIsZAZ;yK%KwoNzz% z8tIHa8q;Gk7er<6^K)El=oU}L;cVJ{{YZUYFT&|!*}{nGJ72V0F44UO>bR; zSh@Q>q^wa6Hi6cy*;?N1SS;-Xd%ujFpXFYOZQ=bNO?}qT1wVoQwXbJD!l{{Z5)fowL}A-QqsoPR3Mw)n9Wt+s79ZtmfaKbWPU z`6bx(Qyg4BLFg*R%z^TX@;k4IGe7R^^y0pSm{mD^YvRe%7VrrD_%w4PKV>e*v&|fh z9tX?$R8f~@*bd|L72$GfJ}bXqE-ngj*+o%tuD}Bu=IiJv=SHgx`=0**aU^hjk{zsS zyuNCIx4nF$bF1q!Y9`5KX_zrQcRefL{5K8!dSokimXjff^x#rWGHO$B-04ViK7NL! zjbRIbK5tq_`Cw;$DhRG4AOJY^txi&DNM3`Ql0DCYe=0@*l21xlf|kfUiU5*SJ2F2i zfkwpLjGseRUEQ&c-%smQrn!kCD;o{}0Ig@rh000uH}LJx<4uxiVaR@%u2S#BR`zPf z<@W9GTpa!()it}L7M&Y9bjTz6fl%yk8fT$uJ|wq+glYS}-2VXjtB=$?TY1bDU%hAJ z9DjvLYv4^n>BRc9rU;KX>VKVg`fiV+=t<^813ys2QOx5b>WrQt)9p{$ zw5woP^nd>VT~)@SjP%nrtx>n?E@DH+QT{b)^vxekK^?*KAJ+z;QLo?TbX|x~Ions4 zNz?6$&8l4auHV2xKgy8ogl%rt)mGa|jFxV-V%{$kUjyYRjx*HpR$|oj`*|^^+T?-M zfAz&T&G8nYF6fxW2YXUrkNXZ|{nB)Tn%pR+=4B|USypU$n@L8|IX zS_s9O522{r#THO7wb1PR?!k{4{7onJPl+|RFR9P=C_lP3pXG`GisAH~AiYa_K;l|w@pK7^o{Qm&;>Nzj9-Effz7S{f}e_T|y z1&J&)4GIxHu`k-^JnhH$X0zK?)^*TrbX$M2z&bI({&=dd29Kl2vffH>C;spM0IG|v zUr@dIV2kW_4(7SQy_!6be) zA&M9j#yU4rX%bj%_PlSpPQ#EW0VcI!^4$|Fdi13Y9|AGQOb%*iy_Rr9z$o_Ssz-4J zx!W4%Oy`=LfawlbV)2^cej)e<&*C42HGdD@Mw7=aq@bbX{K!|1Mh*$Zb~iUm<+jXu zjB|o|RS0h*u}5`~%`AfqqqQ8x#n}AM{ffRJU3@w5-nH-##TOZkY#h+B@UxUzh&?wnxJ66Zl)idSAy+4SbMWO&ZLrjH?HEjGX-4 zIQzfKzW(?b@e4utzwp0K@dk}3d#gAjg5)+y^OiMc0J`{qNI*Vt23n3F7Bd@ ze#oXLZn@^Dwt*GutSeh0-#}%Am zAU0G9x;s`D6(R8SM=>hz6_|OKCX;p(H zIQ1w00IyVL6J5)?c>>10K>q;iR%!nLgx6V*GRU^Du+HC?HO^0M4VfbD;I!SsmDN3e{*Dl(i~u(I({_-das9c{HB!= znqHabui`3<owy{Q z@v9JcTEk1X`&O+m9B^3U`4dr7+?L~Kb2fh2543eZgpux@%NAa09eolT>d81 zb%C=;fJCyMydEkGzX)7R@XK>92UpH9pU$1Bc$-VGLl%g*+r~!hexkho=UMS4wJ(!2 z+hPYfTy&rg-d6ChhKoyf;z^KXeeCD?R}rZELh(kho&d!6={`oWk#ETtcP?-7BG>my9^v}||+dUQZyHB)g7iy*Y zuF;HEHm~D-8qrKzGWqjA9l#%jdCb>W`i04KbLV#e@%d0_dH2Tu00!AlasL1b4}ee$ zn^LcM2OGBTW?&ePZk3DRFNj*lh+zK7)nzR;u-J^>!?Xp)1~cBhDH3+N5zQXO2V;M_ zcscwli}8oU6w<72d}pJ`A@Y>U%b&e~Up%#M8DB$`9*1RUWSzFI^~MKJVe4Of_(S$=(cpQ*Ycz46luB+mSPN%51 zAxPQ~{{X;Rz0%GLO$O0)%@){O!x#&@B$JPG%|US^kD6E9Thvy{osTwk8_^E5o*Nr6 zr&&U~mB;*oIAtK4DIBBpGs7HL8k7KIH7n9A|mWXUjV6&TvgEkfN&0SUV(#X#Lv+GpLC92(US#Sl0dYnpuxwBR;h z66#5dTsG8yN&url1=*1xS%FQzPRZlmQ0O)YNBj zJPws)wrC1m@x=f^w3N;|)akr@!=+hdR6q-6s-4Y*QPO}DdKo%=)ouu-EtlgatXb*X zpU#x=S|SwlG6n#yTa0`#EFhD~G`S2&VOCWEXFo znodqCPL#sD=71V_6a$)5%{Le{5XlM00+X*=N)Ht+m2t1dHCKOH04{l{zyM%SmB4Bs z9jX0jrjyN3#KETlidrZDqKaub;8OwAQAIm|QAHHk1r$-zjetg@0P{^Wt5PA@qZDF{ zQW^i&^GF=5n<7t^ubT#N&nVmJQaHC67RLwHnC|i;Mi(tkVy&_z- zwA+*dtTDEuhE;_GYK8OOqMaGvf8AxR0FveI8F4f4+~S#T&_bk0ywb-X%4U(g#XNlt zJ~VcWvo~HbKn+xsxsx~prada;H!d6IJJ61XpbaEyanq#=spXki;0{hG0?4?I+U;%^ zfTRJBVtuRbkA|TkAEh)pNXtAYD9gGg}b5^T$e>)>$AU zGH%bx7M$aZXRj3w&V#pF490huL=tFr^N8hRqd8QIA-px#uV zkyVy8Bof?E2PNVwf3?}2gF(qq9PQPnggXXth)B)CA&XB6c2h4h!ppJ^CAPnj*B2=k)sb*})tJC_ES)-v z0O#j{)r@1Bg4X2POS&<;JwE{u^1t45~7E(~;r0#L+iBNUIlD zGyR`24CAlTf*H=MU0dxR^3OG}N$%>PT;T1a3oVcJlu1 zvZJRxYU5wPvUwMf9y`}B1rs_%b68Rj zEy}p(+O<`Nl!galM__6dn$l+9Imtb!0MP4ys%Ou8`JQq#<1W7c=+|J)|d9v$RlD7eMKP< zrlA!703)W^2d!yEY$h9|Jo{B!>jZStFD4sP1&AA8gTpG0z?9shzBWU~qrC zKo%y7NaK>!;FI3CyY{-a3bv&Ai(T!##kQfhf5{-MTiX>|qT92c)B%a6YE!cLSA>@} z+`w2{fjHm0?$K+>!-I2G|?Eok4u;U+qHRbxJ!p%=gUp~U)&bK{AFh}NV>I>%b zkTfH7XQ?&K>Nk-%NZ}lJ^rz}=3f4YqgTboP32*1x2k_#$fu-rOs>CpH(2-t`sOfNB zg28;YK8CodwCk&Rjk}%T^d^zn?UAJw%yBA+#(f1yZZ9rXx+Hzi6`KfP!X9(&TQI{M zOXbS@bJm@SRXoZz(Zv*-qg=4+#;?q7XNPUOZ0D_0GQk94& zio0WZCAk3P#c*)ScpUoBnBwfupMPhMh*4`^9e)gJZL?6)2b5Qwvc{^p#yxA?uI0K^ z%Y31_4)yY<#yt-2;IEIY{werTH);3IKeVC7M%QxkmEE}KXzB%hU7>h`M)5y}^zRes zGkvDk_9T$G1$Mi}7^WMXjE2JwH0Ux?|g6t{gKl{Hga^gmEXF z@`Cur(e?V)VAn2Lgf{l3Rz1o0`c#3^UdGYH5+n{7a!)~A{If%Bpi3zv4DA^Q`Be7W zCbOspH;!Z7^D6wf$8Po5>7Ea=wS^w-#H4cP(0+6Q=T{oN^~?EsL`8Bso_YL5Ygu?h z#M;WMU)*er{Kp`4uCG?{e}p_Q4%D#r;9bI3fm!yC+;@mACRC9f^84N{vM4JRADT`qb~30 zYK6zdD@#%KO&$Y*#(5w55UhJY0bgEA=jt+SC$=;FYq7HMew$)L$%%2;{{Z^v70wFp zQ}HK=U-xR>QS`_73Yy=*e`o?-Ny!KJdC%x;)tzmv)GPog^rVU*D+VJiL6e!w>D~*` zql_xXzpwb$XJ@8qwlM;bWUqW5@u^ijv63;Gn1+!8jsUGrXEtiVI=p#M6CJt#016|N z6?Q;Z9sdBxstLDd4l+B|)`Q{c{6T!MgXLMn^GhcHW74&;mpe6lF`-GXJdbqdD@e{= zy>ZFw?OeyiKNOu!)4_fh8!c_fS*7EgWeDfr9qU8I{x!CDZvgl_e756k&N=l)A29y4 zk)>&tnp^?T&2a0NJd6{`=xR$^>N8BzE%ePgIAH*lP#BJ-fB>Jyx+_=$TZu9Abf{EF zQ*Z%6rA3l&zWY@wY%*}`jOLZ@VkyA+yVOy_Gle~R8jj;+3;-F=Q&I)^UNzdy-km+@ z3Pfwuy<>bG7_ho9bX4+r_tp?rt3>RQ|yOnY|%NblG3&3R6@<2_#U z_ZEwk&!uYV-wbs-`+<9|UKMWR1N>{cjt>R+RTs>}vJRw^pU7sU-6P5DJUinb5Zpv2 zjHCznzEO|EBE54;_+6q}4?A1A`$%3&wny@6<+ZPi@mWl5^jN&$H~@cvTJz(q_`k)v zhSZ6njrxuU_*P|VdzJqHjJze`hz+)yqbfd7r1SZT@@-e*uBWJ$irOzA^j<+HxA$wJ z(EbhF>Jl5RT4NX9QbcUV&)-rGV|s(;reEcOzj`GeD`Oh_^ZT{#vMy< zJfD{s`f*;BVeo-u0NqdJu;h#%=xfv`)wJC)T&V~n=K~=B03%#ZtMOk*h7z{Gyzj=- z{y3pqsZFo2beeC2JT>9y)>Mal%gJ+`e_FqJ<8KdX5pKD;8UE=1mukA9Pr}28y?oYC4mQ8S5jlkpe zBB|MUU&g*Ob1m8%D`xjrAE6b~opZsS3=M0iT8U&FWEMZqHI#f;<6jcH*yz^g+85}@ zAJht36>i4Gm%~jLLvKICdYHMv$pjJniKMysfn}sg_8$yc`I~-FS0H|DD;m?mcGhff zJWqS(IOM78{{W63txc(Tzd_O=^0W&vH(+-VbM#7R8zn~8_XjJF zQ(bO{;f)P$3~`UP+yRn#Tz1bV9+l7ddrR?8i|yM{*JK(_l@Q}_Qdkask3wp$q2v8F z%1JyS@ZuwI;9}UwprAl9Dq#dpsx zyD^FYepFG&_9abT(mX$}-R4FHCH^@MGT(u&o*frJ(_0#xzHFrAE*l5_`L2PS?v*NO zkbh@rR@>RnE>7?L3b&x}-lwQ2T}p4WfPc;~Yi2vk=ZwRk>7v~~zD{`c8>$&&u}J*= zcI(WLe+cWJ!hj!XqW(@k@w#>7mq)S9}sK$m=I`| z-c%#_xas)SJL^FUd791HW<9Wf_F4eGy7rM~hCMpe%OK%ck~#Vst#?0)Z{p5G5jSit zWTp1T3!_^MkK;Z606H(4N853&Ux?SdYP~-y0Ff+odq4R7{{T(6ZpR}Pw6f|@#-bQj z))UZz4;9Tpt9cRx(XC8@zvZJ7{F;{FUr8yKR=e1(&N#>ERKVA`)U?}n54_w?I)RZ@ zC)D+8m`~Y|TOsaopUl==I*qciipJN?lb~*t=CIT?2?AfaRXr4TtYicb!>2_tZB9dQ z$Fa!%Ri>AB^S6^>Y30N^F(aqrR})FFvI@r^FRl$a^@w6)3}?+|;3yp{FfxvZHRQYR zXD)M)od@PCOg*NUo=h=_i03^?rYu^AndeOYQXYyq;;u()7SlG|lhE>WKoz0Cx}A%{ zgb*?q`hGO^w~}n!UOAACi_`g3>XI}0ZIw@@ZCcx|&o13bAKvTD0=b`Ur>!8MYFR-3cJYlHMPj*GwkhI*DRdY#Cm8kx17Ui?TU0Q zb13r^2;=-Jt=-sI$^vCRf~<~V%MP1t*o`+i6(c(++?a_#tXP`$S9u;<=f5VcBmA4( znMpnRRzO#t`JMJE8Jo5^r8;fM0!5HpGYpV9H1D>N#k!5;_7$Ba;Iwl!%z$n@&>EMe zZ8u3f=N@gr9Fl6C;%S=oyW3qtuCBOX-j$C%^}Y7zw^Hq#ZajZF%ebB-kUX!smyM>g zI$^oNRP4f^KgMvUR z4<@P%=y6iq_FHf4X<%E6Nj$}M1!U*u1Y{oFb6M9ncxFps$4vJ%@dPXJW8iU-^&2nk ze-7H8-8T5ppcv;LJ0F!#AAql{eir!W!`~Kk1l6=@0!bTeo-%%QaH`C>V5EV&?*Wf< zTHL|L$58}Ac|f?%0LZ|r4`%T{nu)bnt!d6$*_tSzC6}Wfl^j8C3458h@%I#C^{m;c z94#9YBzfLPBNb)s?#hP^_j1;LbCG*_q%?giS%7>RXggxw-B4hd+%hn!k$mGvz@Lw}HF-r;q1A8dthCm|ru* z7rUe!a)NaHsfifA(73gI|aRweZD` zbJ6pU(TCEdnUz~f@mGkHwy{6h?N3O?)5p|c(#31xKMX!4CTo$?aAJS0UXw-f4y1hT zV(eQ*-F{Lr^&gE^p7X*!A6!76X}cZ1bDzhNO@W(t;%!@4CJh?Uz?}!|lM-u>5^DS>?jdidO5e59Y%Offz5JWZ!vr4TxIHSB#n!i|PEyVQ zgV!MOLTGTL@yn^pmQ#?VpI>SX55_OrW5RwS{g}UKJul;@gD!s0V?F#WaS#Bcur%*9 zk+U&vx!KMaJZ8URJPG4}_*`EO^lutya)@m;OL*pNeAs4;GcO<>3wl=}@xQ>n75J&} z_f+sqmg{xq!zR!{`CX!P9OQG)89A@b-`H!%J}UTW@rz#lmpntL8+|DrYl|Ccg6|oX zE!7e5PBx)Gdb;BDu`OL+vHG%XG@U7n>en7?XYP#u07}1U;uu{T(?GE*-I$&a{q!ql zUkvG1A*YxE7m{1I>s;QY<6SRLRkhRO^Vo0#6QAW!a+ijSt!j(2RJ_=ul7UC_6`3ZT z;Y}sa_JfCE>Rb8~S<&l0DAyu&jSZwt#(2-`Plv*Bu~{!9Gs-zR&-AE{#mjLn{B;}v zTIdktux@{-sG_v-POPHh?q*2eu-lK)yBjSM);Pq82pf9!KhC$K0z5QeZ64yR$()^^ zg)JdLB#KO@sV6zEhBza$L50O#xV*Q41IWOBBDoz;#$Fz`jnK{KOgbRQIsAovp1jlA>6jehaoq7<87GbPsoj#@KFW>LI5k3eHT_r@y1ODH^r+@G_D8Q@c$-7g z!TVLt`3GUo@~&dz;zCOqj>gru9s?3_{Huwx@YRx!nl_csbI0?p$4=0#)-B#v+;P|c z0IyMYQi?_$*NZ$ucD`ILVF$0>{-UxW(c`**KI|E!Zn-t+5%_%>&UjPmYf{@tTVy^+ z89nN3%{iBIjJLB8E@HL{quQgM+2nB=L|1>MdR@J=B$8%bpYZ5*aT3M6TB!{3;MNu9xeOVJ1`B?*S2N`=f#k=@`c)Y(7B&nx^{!J? z@hz+o?2b&ZOLdZCRl7?%FV}_#}%J3qNaB`uZYsdGbxm3)4g!%uIu{zrX4CK z!Qi(TADFJUO!#qY45@joIi6mmbC1y1V?MW_cy`-nRv1TR4WG~&PUgxf99EU^=&@U^ zYUE7klAvSt2D_VUjUPr|v&I%BU*b8hKGb|$b+5_g_;wOh9B%&r_2Q}z4Ykwx-Xx!= z@biz*)LEKX)$tFG;+9XcX+X~=agZ=SQC$3f9@e$8E;VU|tVh#nIQ$q>B=IJVr#IMq zITxJZ<2?2JL96Mcc$35|E-zTyMUI0Mv?|GLIK$z84#(5&Hv^2F+5WXq-)p+W$~5$A zdwzib0Q$hK1E+X%K+Lx?39biBWo8=>awR|Syv9DgdG`&Yu=9*fGd#`XH=KaOdP z&x1|Z^+>i{V%|3N+JBZQ$HRIxk@GL7^NM=s`Wno-@h6D&iABDb0W0f~{uMMH3A?!l z>sh(k+^#eIXahpyUeYXM`!<&rUAkjG*0Y{(5^4ZL1U^`9{{Ssp7d{Zs23z-&Mb9Cs zg~yGq^&6#qD&Hsu2P68>0Vjo8B=a>X{$t6`KcTBgJT0TzG?PiZw@$y(x%<5%#QNlh zO;&HSMBIV$^!zH?>0TDnVIORl&1E0$b^Is+!^JWAW*r{iaXktD0PBjQEM6|XUoqqm z$NuW{saM6e`|F+>{{V#mPXu~CjV3K4`&Gkt$pC(NsV8!r zfmJSxc_6~uN2wG60cerV6d+zHRO6NTM_l);5Mw-ce@((01#&bXqxxZ**lp^hA{w}o3 zNv|$q$`6?T02@|}7O~@M#vR93C;C;QIw^65>)Nve8~Z+K+x;?a?dUU#dkC!Y3?DH) zPo)>Sg}MTc`$~51e;UV{=HMuv-aV1GQb;+V49^$%9zTfQ57m4hsGlYq+j$ZuZbz8Q zwS7Ht*1s%&XMY^{qxNq2^{V_O@iaz#GUDn;Vguz2USy41ATj8^wfdskly7pfHQ6#J zA#t8ZImxewzij^ihL`%SjhDp@IW}Kgm14m2fF4cUoOSlDsxq^)5?4(hb!vAFI694_ z!EL1HvHn%e3yZ12c$04L{@n*qudj!x1Bic&-Bea-0C{J$sUgoh85|MGyedOS2@sS4HnYgQF*FdmXZ33 zbKeU!^7NZeF-iOR{{RtFNol3&?viTv2hJT={{Y#kF8opF1hnw%dolb?$Um5%3Js*| z8j~m6rx2m%Zy6t!DVG->8t~ix?M>CsPvZXo>(YN>>X-K(ZliIzo3OwFiR?5@A$-gE zL$Lbi^sAQOW&Z$a>-xK&u*5B*J;pzgtE=IgZzN5uNtQiW@%jT;SAH~_M>cv48BxaW zhxHXt`y0kO=vLH;`#Jvrclu(pV02g7?}W4)UoP7cFzN>Gzg}yc{{V#3Q`Dh0x;3BK z)c*h;K_~wD6|-;Pj}BRpCE;I}mM1^Z({8+NqUi9oww)K4vG5A<{VD*#J`L5iL>F4b z{$_eEagWH>glpm74@2Zg!bcsBai7+>%}d34-o0>FafTK49X_I}SZHl~BQeXP9D;xP z=725g{xg;tnRLWvLOpx_Rmd28L#$3d)UM&VP(uFzTJ;+b4aaM_W&k6hoLWg!AtNPpXJSPTK@pVJx!;O z*gzqS@wZnWl`m!Xf0IwbsuCjjUo>lx-g5P!~8WEgnTIiyzG0TY`V3Xr-KbWBKzq zj~P zt+ZVm!=4h;Mw{V_RfqwC-Ou7`Mvo(OhdswR#%p-fYjc8i@3D!X=$;<%eS+!U9I{JD zkOd#aZ~*FCC%3O!y3;hQS&n|SB&o$yQ?;>M*ye4ql7Pc@K*eEPBEDHU_Z6!=W=8ps z%6n7|114O60If_+i%mUbn7KR-^*OWzv$Kth+NTc4HruZDdee(caTpf^4BXHMK8n+B z5%d(X+J{yMK5ts-E+CH32-5%_wN$dl_YNonH8kKbT<>B(Dywp-U_@*@!rq;##FvsQ z7K87f)|+joTwTA~B|AMqpbBOS>xJB_@}7dEw$g9q++{mc(z^?Lcx^z-WKtQ3EwFsF z0h?*1{gpv}O)JX#_RG#H?2-u?NjSw(nc`^)K|lullYzx7)BfvV`@Xdw@RL{?mZBqH zDSr2@09(7dNFvB;<*qduWo@H@RHc?;#fxMbNSRqk$20&+rIZ3{8D)6Ngc$;?$iYyP z!K~Dg&Ua7)w&jaS#(P$E!(%Dhw1lNWCzDys46IrDiU7{zt_xzO+M9CS%}*>v7jWQH z7T#xF&(P2Xc;GU*Z@87I98gS$0R1@!f#DjB%r6agDaf=hKZ5yw+jfCOOj zO)y7=ITa~b1cd?ln~EG9l6q7!lOPBN~kv?-#G}7dN2&`^jF$micJa9Wy@kU-P

$?MXWMU zHa#m|e8z+x0@im6nGL|;aw&_sMp*Mqy1a%c9^-y^z!l8RtzEsdh*#z#XeNt=&FhUu zD1nU+C#_NQcL4F81z^Dq#EZUu{Y_kZt7}NNJA8tX1*Qt`x>nk!uf15&JUQb(i8}gt zTfz3F5N$Kdl-h~AYdPFTakv}~Yk%Qi!><#3Vb&Qm*82{P1e+(iWd{LB+ya(Uk`Er7 zX1`B758xjT{6Ep6(liTYh$tRpoR*QW0cIqgPBVeUbAJnh z{{Tq4a6=r0+@NHDyO%ZYJPK(z6#)+Q*`itiuk)Nzss-kS8!4>#tiYJEfssty4Kwd_ z>FG`hk9w=N1D2O)G~m2apK721#VO*W>rQXG#Q-;bC>f{+UTVVhpa)S%PARP1Py$g% zI#Qk}A%=U?KrCq#W~KubDO@Z70ZT;{dlm%Zqo+4oK}ZJUs&Y^$^IPxts#}s>q>Y67_NGX3 z_$P3!qp%XscrBO6jXccvsA0ba3eEz9#~!rO9zsGd-RsDx#-0f;G=#5EDu8se7EG*# z@Olb2O>+=bQi{EM(_(duVFv{I)w0Zr2qO*YKolMai4~oJC$%~m5;s}lTuOuxeZ?`i zw4XYXi^p1)5`_-leW(%o3GjEtt>WJeM{RY3b7+`2BREh8Z>@Snt+m3M_)p-Uk4J_) zM)tQLM{7C|!H;sw&U*H*yyc23m?P9I+s%#Fe*>}PR?$34(B+YrI}|t-O`L&}O>8-1(4xRD`T9flINg}v2t2T$ z(CTi?cW4LQ$gT$V&L6c1!0*<(6u3zv`My>)%6Ntws1Yu0`uf*Fp^9T=nWN{91y{JY zWyVc1E7@3vnD56^T2eAi5GXUggPi3jjRTkENbV`{Ty9(zEw`m<&uB*laD5GDJZ3O( zHZt@S0dhBI{{US0UrINWZPA^=ve(RGnGQ4Bl_hvS=2%b%MQ$x8z>xWFYRsB^8;dW^ z?^sb>##l(-m0gbJM+Kte+LevD%8rs-%b3XkbTw)_+n8BdzHIwdxGv&Tw&^k|#I0(~ z3J?dSGK7-<0PTsf*XF6MFU%xGBAgyGRlK&2U85UYy;8e3D&b<}4yJ%QsUT9qXdf-< zPCAiUZwdnF0-eeqP5`K;f_ znRC0jpk+gRJbp^K2%p0Wn zeqUiqsQX+Wy1gk9Pc2$mjtSsYwpXaplp`R}GLZ_yfr33LV3@?;DZ#A;w2-q)7a;bi z+R%Ki>QvAGm+u?pn}BnJUB;iSTHL^@K*+Bzy@Ej~k}^t;wSLT-;mS z0~~`n6__-ud4N>ms}kPzl0h8DHK`TcY(Q7R6ak-qqTIkU5Do2FiM<=kkae-%qN3cO&p8zfriCm zTy{D+En%OLwlnM2tIunB0{NEn835`#;;^l?8=FT9Kg^!qmDk046~sVA!88MkGho!R zL^mse+?ug-X$8qy;BBmU7^?TS@yrO$7fHM+h_H;p4;lb*v?gV~`P+T=PJ3k=)x{*?}hGBxL6m*l9D^ z+@h`mNJV4Kd2hL6myC=7S@2uSZ$H{mNl<@E1C;8fw|M1clay|ls#00RGa?d=>&ea2|yB1@QN;ypoQ4Fj;Ue$|pZn8?x5`Y%5tnPfh$lZNw zVkUkVaxqNC#$yL(0glX8%sM<5Q06AfXF z#(7!8{DZHpd!X?26T>31gPw8Txtrez&u;@uVs^i!VB%{U*EmS_va@Xaz0Fs>)?iqW zD{m-swMJ`Uyd|yO5G0>&dX6g9r-ke+rb~w)f%2T5^p4oh=RK`xi}7c{x{rjMnB=*M z&@s>PAy6_19qZ#yh1%Y+@N35J@HfY|K2DltXR^2$A(^CDkyt1=`9VCjet_Eei$U=J z0G{6~GD4W3^EW83uG0mWW zs)idjuPgw~eTif6=HF|J+n}*O%ohhfzNgZH4pUL_?xU(o(CL{9+%He$MK;?>@rJ6N zQ2=H^nZ9;Kae_|JG4$fP3z_^8;QN5ke){4rH!l2>^vSHNzla_s*26)fK+weF0fy3l z@!>!g$ALUIrZP#dT?rfbh7VuPv`>kAFQ7;EeKG-b{{X@i5s$|Px!pIwdbXhEZDvL# z&PujFm^J8@UJ}vt)B*@bNac=ysi2#jJ=cqTMSj3p>Fo-hjl4JXsjd7wtm;HuYfthX zMlqk~U9s5=o>Wd44{DrBy>q~zo?{lvL$J4Po=}jEW)lnO2j>J_!+?P>- zQ-x6<&B<>{3^|)E4>KFo@l%M^lXD(wxI0uT)ZSqUiVVn^R2-2{S2-u3sLLFJdQ)T| zschg-B7Zr^+F<*0SV#g=TIxT;`V4*?(^k<3nReXGDb88X-aPx({3m3CfAMwt)#a8U^FM!D zrFC~_5%XkRFR0BULgdRN@s*754;?Bm-s}hn^fiNh;>#NZHul7qVV%5>)YlJl<4fs_ zeVYn9=Nx{NUdD&_UT)EWkp>O-%5L)JBbZFKc9f^mU@YCR*sI@YjK;`N#k{QTI@^RIEV z@a}=2Mu}$_mDj7bf2lr|1^)nwH0w{2f0G;z4F-l+hyEMsT5N{q{{R;Zyo`+gfY*98 zEi%D&LZ}8ij-Q2ihNf42cf_fN+0G=dE<_8hD;jG!Yn~ZhXcokJl6d?3$Ow z4JO?l$Ul_IdiwsA<@eq?*L*{A)|wn-Cr#sM{&k`}8R4xc3$GE*B$at(8@c}gzG~gS zi*4*~ZUw9-{n98hZpIvXTk02)+WF?Bdz^KzUXxDn z*TelWFYoQe#rZ+9A(OfP0J=Jkqpfn!eWd(1hD{?#KiYmJyiy(cP?;F-xp-x)e-Bz~ z*Ro4_sDAe5XEGUE_;bhrbl}soFm17#wwN{bq3O=s5iaQ9ZHX(uBmV%eT+7&5TFbifX1Z?R zUX`Z;u^^gXLz=_7zljd} z$v3}c2l|SQZ|`LovbP8i@nO!Ngz(1&~32CO-LLJm89ddI(8M57Knu@5kL2C*0}>CkzAbSIC}pcYrtrrZ0EEl={;_=T0*lD84F{m>ML#?E?I~$5{vp*Np7}q zN3sP6*mFrN-dD)1B2(8LYg?J~47Ag%t&pt5O8)?zYR2Is&AO_A+ofW{@)-!TgUl_} z+lrc7BHZ3g5l>-A%H!s{h~=c0aUa4dBDK4p=Kw181oKUTYkPMw+QJwPta^U647!b* zTm_O{&HdH?0P9tzUClIt2=nL2Wbc8%tl4h=0C;vVjR#KkpFX2H%3@qa85#AgH ziUrA@>7ybB7U)hhSXVBKlPNCi#zE^-PkTMaQ3k|4`sTDO^vihAOCoQR88s&ADH$JW zCmuo&aZQHATo#gIeok@FS43?Qm>E~ePPxzY6w@`ZR=2f7HtzjDodp^H1aw|%?W{KNKxRe8e~G!E3ip9^tt#tEy|)I|<~EJ@bHf6> zeg?le{w91N@yEd1_xPdklImNwvXtCUWEDcRYnd2tm7A{6zjr^=^k?mmJGYmchU_tp zYHMgN=aByZY2pia`AQHQDr&9=ivG@@w10+vK6qiZDJDx#5Lh1~^G+L!tD>oP&c)+% z5x~Yr2e9|K8&JGVS;Q@2{v(i2{ypBl1Ni;>J!}39@zt;G5%3DcMXPBFZZ#W4a1!?3 zGG~=o%;iwXKme-O(Z2z{FCW?`!C%`~J2acy8Cu@*$q9cdNYzV%+fcR(az`1eV%YUb zrSR5|D4$cAuV?I_FvSb2c!yX<8Vnz1wax}`PCpvA=J;>JtYWi?uPzw!dF%MoW|PIb z%PcWKEUgdm0BQS;cH5g6&p*h}bT1ERg>E&g z-#SjAPVRprQ!j}v-AL0c1gbbz2mD0@$6~DZTF$Ba%bSC4hp_^hv3PGtJFX@3<{X@c zH1F)65NoBSzMt%N9pU5qxBGR{^&d8WsG!vvQFxyI^DyXEAQ8uyNWlCE zr%BYU^BH5%&vA=IMtw7X$z8-Ewde?vm(*6)j-5#ITQdE0_NMKly5 zYW^G3AMBbPnVv=CaNUpAo-KS)tOhd5En#oq8+v_e7x8YLrw_7dcDtRp1mu4)PWuOl zwcV#ul*19{0|$@86ah3=9vIOBO{mN+Zdae;&*UpI=f&68GKhRVYvqoCjz5tVu@8jw zoj5hs^qyuq=db8#>EeqxztHqsLn{sg9FOKGGda_wc$Zj^9cu8ZpWzC){VSxlgTvYc zTV-JH+>(EnH5{66i8Z17+*>bvVyhh^LeYM0O5@L$)1T%j0?hjLq|CAD7QSnr;_3Pk zPK(3(=A`CJ+mExOb_>l3;+SDTnpKt*djA0R#b^k;Nv}q&D+_qKoPUu(nOXFW2T4!f z{PT~mG!1J~Kj_*$sn~n*{c3R*howjj^}wEC*n^+vifsDz-O82Gpz@S-JbzjMV(6NU z**6-k#^3gM|zUD*pg<9R9Sy;mt=?kL?P)%8VatgU>t9UmZnI(4sy4Eea$E)L3_@{{RIO@NTcC_}9Z99=t0d zwQV%R9Dx)DR*qRN9!!!CMaD5-u=ZXW(rg=u{MTNL#QvPumi&GAai@Gj_-m`^H!ukv zTX_Un$lBgpfJO+ zt!?4`F2`$ILIVz@^Iw_YuqVW6J|64(_rOmXPvyx4%=6g>0FbNY!XrBr^ayz^pXvHZ zsrb&q+E<3w13BrCa0P12YA<@m-E0C)jkAE5=L7s}df&tLQ6DpzD^7De#wVG7VhamrZF-$dD=z zTIytlBXSgERFQ2`IL2x6`53ya$hWa;U^2C=u&c$>1XYHXBpJ?qsfjB#=0U}2V?KL~ z*b*E!CZmfAaNRxXIUZ4h`~%vgxO7AeIODZtVe*VOGo9)H3OZIiw-GlIE*yGvH5|8z z2zg|3r1T_LHGQu_gLBEq{{TLfFGHdbcP?K~5}eB*QR)8x>aJ?{QnrPZS+@5-!Uj!e z+QF=NrunU`7ZG=m{{Z#zUZdfE1KMa|r?~z7$?DD9>CH-a*y(bNPDjJu4Y<}X7gg4j z#|m;3@K5Dl%V}kA3i&osh+|(){{WptByb9Wy9bWgs*_&aB!uo5QCry~f^wAJg{zrj zgp>`I^#1_$S2w8N#|ZuFsdM5@UtN)+(%>-${v-YzRTS{`jf?%a z#CM-)Zo5uKKO<76v43z>X;%JRLx9Bp0F6SLL_>Y%t0|W}?H<2{NwBhO?=)uLLA1nO z184k2L2uzZtwR&*w__;t4po4U|VTc#5Z6+`zpB(i>TipH&K_%-`j)yr~#4R z_-$^Yte;5`opXe?v{Z@kDSUMWjLIXN(O008v)$JTV*Q=U

YJ~d6g{IwkdUSc)#s+__12QL%#Tv;7V=zM9akjUtd@Z5qh?jb`z%n-^5J}JA zY9_kzMzBm)IJbqm5>)>Hg=azGn4r1cug~W+llz9-gXFK#}~6LiQ^$K#3su)ZGf z&V>^_>-o%mb5Pv)mIOt#(Co~I7z7-DF;|zvc2??db;IXugZA*D$Je|&~#QWs7dDR=O=K_uw z^(<8X0EJe)v(q3?J6gH(+X%VBT(_b@rK8wxBsnV$n}SfPb9;RDCviH%Y5%8$sl!{{X6* zZnUdq@-(||Gd)=3e>#w9_C@#3O~k*ASY(kG0R&2V4k$DhJL|dCE$3kjL#QA9YK~U6 zGyedgsTk@>>-ZXcQQ49eqsyMGDyl^slb!Fe6yks-mg?Q${oyh?{nc8gvdF{t{{SFv znLQ|b$b^j)U;-+kl_Mu{&(?q?-)V21pD{gq)fsO7Vv>E+RW7Exk}}rCQ1?A*v^Eo5 z5p{7VKAkf_4x0Wz{#B%YXQ?L@7n0Ku*Pl5(s&~fliSl#JIjMj=m8$)(!rfu(P~{71LpQJqMaXzdr0K36;s$k#h|^36Z`Lz&av5Rh`KFbg0O>(mMt3hjmnmwVoll#Pw zCi${2puL8@hV>)Hs=^*xRzvVODANxdui_E&l-4 ztn1Gb_kys5Ob_{{Si1303H9e@jPvr4>tpp2iXt{YbPfv-!MEbW3u z-7r^=z>2e>_zA6@q`Fe8-yTSL5OKG5Ys>Xdh}x#4>~xE7B|pA#{Y6hW&qAL| z(KOpt7jg*5{w_g3fUa8q0OB5lp}(E8Q&REW@VMt9)Gr_R(wh3F&26;nWw6tu5kRAb{{TGH6U^mC z8)>e%(mdH#Gc^4#NbuYO$3?SSSd;;UB=q{`iKS;IM&_R*24Uu$)mhK*j+M}rj%i7~ z%0E2vZ9#$Qnuc=dLL+iIoK%KIiT1)d?@74~Oml{&NlB%0$9Ew5R6EL%xNQ|E6HY;i zd0w@nX<+7E^NrZ%fH2*so=+y-H)px6O(#fpoQwRjj)J$A6pg&%p+~h=xYT2Vn3!gO z7D(*vWF|BSMP=OTR?)uk^P0!Mxt?Rc1eWhh2AjGa^S3S9fHH3GE-vm1L=Gv|x_#Zu zo>@`{eru+))3)y2jlHVSUnrGNo9RFqR@zix=c_GiDk_EtjkPRMg+gED?^M!KGSVHu z&;#U>F&+Tt-m}cAensc$QO_>v7-I@Y6;|MLs@xiz&JGM+2&{=e*K&6nZ2@jM0`Dqw>rmRGU9$++<@Km7qn7UT?9mJ_b6w`0 zr$=nNBj+7!H!A^=27{0sKU(N4?XB#2LB0J=TG_@i#Y-QSgtkWmrDO#wr!x_^jkLwF znp87L-dYZZtjTd?i{?wgHOT7zGK$_dvx$7s?NA2GUfNotH=GowQfrc*#j#Fgf-+(<4su=4QzD^R7BR@jJb zC)8FLpHS6xD_;-zcHOSEE2dSBB*!H2$vgqmIi#Wm%}-gk)9k`F6CHb;eKDNZwfq_V zo%Mf+O$UkmZ*Ka2gv_!*7Jhq#$RqBuykV4|n;8}Bp9H^VtL-ZK9~XR0G0k}ySuN}o zaSV!8mR6A)=5C{51##D$SK7*yA&1!ia;~grr;_0`qCB0dXO$@c78N!z-o$+EiTX~ zClyu!X$Z|XJm!XDjwk_+*y5Bw7^V<XwTr(kuZq$4x{)*h6hX+Xs-Re&g> zigo~^iYb7dI@AX&a5_@E7U6iODA+mcS-o@?ePr&ehk4J<$emvU{4b~P5D`VOBEoUoCPLCpYjYc8tyD}IEo zUp)IBmHLJ7AI7#?_l027E@uyRn_~-}aj{qVn*75$%=hY6-7^{IBkNwT@RMG<@OO#r zHMv-Y5-#N@jk}bdK7y_+;;#### z%Hq=TWym~Je#vkFX=~Ef&eh3c0Icb3VP<6mk6HlpHVRm-NF&yT0Z#)zO6+cQ#5|}B z2c=hsPJ=tjmBj;RGHwq=`F^!DGrYgMJ!_zsOKCDyM%sleBKxR*Y6N9B%OZj}?^3n8 z%-fZ=gVwbMmQZt&TeV1RpUTfdy{I%INRH5>rZ_aWmWg$0ut~}Fs~Z{>=ar_r5&`Ht zPzMKnpiOGq?E#Q4IIMs!Jkc-uw_c;SIY2O@sJ0?tk}qRRE|Qnh=3X}UuQs>1Wtd7yLMx+R5ZpwdC(H#<$+evp z<|OlN&kI!a>*ex(&2<_70D7#qiiF@>$h!k@b6ZxLJQq=wf0YU?O)a+r7&H>{T0H13yxFpuB za*0OqgY8)c7}%ZQ5@W;JYHjIoyau0gMxa>xenNGmD9^$CU4a5@u?<473aKvI8lw_}3nd28jG7vN9 zF+oNxw6_76+%8RCj^!PSH_B=9*)&PIGrJwDJyUZKI5YuxM-x8OIAh$_lAkL9#z(Dl z@XX5PHst!&+)|kn2OM>v3uemNc>K~beX6TKv5-OBJBpZ0(WngBPf8wpb_KDtPzGhy zoOe-@xQzA{hLO*w+^%!9o=C2U%jY)(iq4t0%e9k%>p&O&*66$AJM-Apn5B+Ujlo;c z(>=#y$xo&y2wgo4?|NlsDpDg9M&T2yOM-cpqxzX z80{jn;^{R5Yn`ZQ_x-F^z_pWkTU0Cj11+A2nvW?v0u`c(AEbGDO zDjGG8!?uE+Vc;I5R*Dm`R@Ckt&2u)gT(!uJ)cHj8uS&Mlt(M435XNcPQd$+Gj2Hrs zz22+zVxxmd&*d-yurpTOqjUuaKDDBe7b@hA#Ac_4^u*#h22j%+af8;8B6&u{8DUx! zZ$)trI~xRwC3u-m^NPnrD*juXHCnrhPb6$P0CPc~DMm(tb!+h#KOEg=VUcR1}?`5nor ztE1@qPXXK7+(|Php3Bf4zUPYVG^k;=h{J1$kn%* zvBVOi^5v8TEs&sKwsDRt=|kn5s(sqFtZ}wP@)VG&{MqkKc^XfZ&mOd`2u9qeAkfio zAoUd_ka=hu1Cvvwx`L;z4uK@8Qv`h6&}KQ~S6!g(G^ch%XMnv8ArcUF3?9_j)>5Cp zA26T^$1De>JdX6m;MIUL_|OFzT0ooj?o;VdM-|+$lvU2|mAfoa#|N55PhnZjJ9)8( zY-gYp8W*jtr$vGtyY5}KuY7f`zgh7%mGG0puX{23M!Be|SWtD#u1EKW1$`;@@ag^> z@a*0y)?3T+@?u`QzEH!adW!jzRPiJDr(QlGyf|2!_aOfO2n3b%?A5O3cIMFZ4+v=5 z&Gp^Sj66$)yVRMb0f;9Oe8U@0zyAPQyL*j7#@L0PPb_Dt=DZhK_=T#RLl%6+?~XC~ zRx_@%tVEZ7TS(d940rsfI+ZIU+4YYeY0&=wqu9pt?dnEA{Y7zFuZ`xO4YB^|`z{Cd zsI)%<_@i3GPYT;WI={*OHR!r$!(ApL{{RybE*Nw?kK}7RveZ&MYTA2?=L)d2^PYrb z0=*wZ@CK)-AfEJ?L-!y3V_uyNr-r;OZe)ZkY&qw4e^P4$S@@%-SlhU>#L^MK&;I~g zi<art{{W8Hm1-CMHt~(h zt)e!^Jq7^B*NgI<DJVSHk z#Ch66pVT+KZ(aDCO7Q45UK-QHml@%KKh#kMk>g((6m4EnXKU1qCr{FYK^43!;mH+k zV_EJOsU^RzM{3kd?-lr~7P@?5&e(VPe~|*V;Ir^ogTRXC7jr1dCpgd0X0o+Uh;qq= z(Cz%Zbm#v7iWC8>Y4G<;v5U{wE)Bt6TXz6{MxQT?G%YFzkHfG6vGJaN_H5Uj&tOpA;1K&8$rF9+|@V=F~ z^^2pv&J;2;zCakmWPTJ9>R8Y4gcECbp){LeVWnCh-cE3L;E$9B!5IfRuAjv|F7n`$ zM9_+Yqsx+Bp;UqnGv7Vy$^23A3irhGOQLvhHhLAgWNA?2&c_(RRbU7p*EOc;n?Pvg zEDy>_2k`=*Ig^8K?CtcOOGWV3^J5vhy^!VQY=h5UI#jn>)~TrjG~ejx++bkVRC-!~ z9i$Mb>D2z6Yew2hE(h4`;A@6GAEqegxm>J@-qg*xq*j=YnK%`qE;Pl77VKr0q7454 zI?!Dj=m2#~p$dO@9OLk(z0ZfNHl~>m+Aat2ayk5I8kQ`h)wMLmq+-h7pkg^S1>TdT z*q=97z4N5>8OP~SN}ApJW@i?$`(V~o@1p6)Y}>CV>yMabfHhNHv?w6aZTB9TBm8PB zgLgD$T~g!8i?{gadY`C)y?Jv}gKI17y@Jt)nAK zgxtUPjz{ySHLkCz#3jDC7O)PgG5qNUp*+WBov4N}`2PSplv|tD#O`zb-juEee95NS zs{N77t`E5VOXSloO`fd+6ALCAj+TJo&E)VBS=PJp4sa}!x zb@Er#)p#`YjzcBW8Q62*6}T;opDc$1)K%#8#4(WuWpB!WGLhsfmHA^Hn5*$c3m-AQ zW7uHU{kMhWL=s-fl|1YKe@fAg3wQ?0Sb6o&N~;RyELvUM>Rv?=FK+d*Yo}Yp=`*hO z9=$&*eAg)(Vre(G_i$>nU0u5Ff?R~s{-rG zkp!~kKe{_sX^^9HPGps>++9joo~l2@S2mMeL4#_W4snum{OQ+Pp7(TsWqn0fCTWyB z$7t*aIjwGJplQi5V5N@f4+rT~nr9)3rz5$kLI8n+6UX`DpKe?4%D*S4N|y93BOo-_ zGLfDuSlY!9Sk;d5GwDx(1Io^kXB>}8e2Btb?7(BNtjZa(IQE9*sm*A|HN&GZ0GXi*HR!ZDt>%|^PMmks3GDVdKOv5ElHdqUXr37q=$AEh(xR@ShzZs7)a3OfEZ z39`FbT1)$Z1Z~Gp@TyC9qFWud5u3||7{ClU{AdE@xxc)9`g}fGkK!k{<5AAGcC6BC z7k+j+L;>sn00F6<&t27Ux0fGai~FmBarjiLW1{GB`H@BT`?1p`f%#AcEk6GMP`ur5 zp;+t(qZ7yLQniE@d#`*?b|iG?XQ#KzQy=(AwUdct{?E1pf;PAKRt?nN81U!(eM$D) z*FCokpP`?r?BVfQJ}!7(PqTPl z>R|Vhe5^3iJd#J{lFiC5-o<_C9=YN@R29)|{>2_~lEC!izom6|ejkIzeiPJuFXO~p z=q}Na#&{&M72{#gLtP1xXVYU7!X7=)JXPVVJ!eBzy1Tf6Bp?Iwmq1QQ0Ayyh3_df} zcE@`E0AjWya3gDEbJ!f$=U2dwh)4Ex_{*;RAk^S#biHQwMY9ZWVUk%DBj_Bm1WqzV zev;g1ej(KXy4AHGvf7?OK&Rv*BcT-K8p--#^H4TPdw-w`i80 z9<%um8;M>&F83)Kbz1O5VQ8a;Et+C%v|HL1Ona9idCf8RoxYvG7)+Cd-4&{<^a{vWW#wwD2(PMj7W%u-3Hc&7Y$8hx>V z9yb!C{4Rz)#DmmfK>ZDLcG?DoqQ&N3 zI)@z?pYWg#VYO+G?(}OPEWaF|@fB_l5BQq>lxkD#g!NIk`Wn!`@pgw~KhYn2oiMrQ z^sZukTgDokzvz+qFiF$y^!$0CTOB~qygQ_ZH%ugT=L}ANE^8`Z8AgltT_)JEQ-Dqf z=tUZDfsoDi{bqA>G2|&ceuldHO&-c7^HMN@dr$`-ZwH9=;tlkkQ2yux`c~b)gzX?I zq%@Kat<80AAc1_=D<8SVayqAuG<_wRH+k}U4F3Q+sT0g}ZEXZ$VYgAad!9{A5-dY3 ze(&Bt{Vww;r#wqf-kAcZGp7R`Y#a+>@ z%f%4z4ML;mK9usiAP&doHCbeBz~JCfbQ_k%st=l9UX?gV;{+oBD>{4Cbi{pYmeh5~ zY=bn8S+UZgvv|PhF0W&aiFr1t?tj9$i{BF3DlkKqJazv7>sOuXek?ONirsw2ZUT@0 z099z{z6;c~@80Td_IOV?#_!jP&CR`zwG|(T%hffxuC5nPwGA|mcvT%frxn&{KM!v; z8CLJa4pA4882h& zoBsgTYbRXs>{>S3?}-Q6btw(J zN1)^SW7ez9CW+zoDQ_9MyKVp(9R4}Gcv=fK`&PAcxyL(kf$P}Sc|3ay z2ei_lB%T8TKd7n$Mc1{hmpYV%AO|?$@%S15*`LLFZkHP+h*?;02S3zSHs28Vj}y&{ zYiIP^{J5uHuZFZ`3;>cv?eiXLg5G$8Tm8xKfu_UahHtKBIN^SpNXK@}J~r16(JCyfmI_HtA2X{{ZXNKln&Btz5JkO{dCw zF)RH=RE<10qk`xCE^*l8P&`YjPE0y&r;v@&fm8hG0j=RZUf_u}i{CC2)lNA4jX`m# zcymP}%SnjcPBuaTHjpoYc;#KN-t8&MCd6u}8BA&`BKeF3|3FYTKS&k?IVXR9!l+&OH z4^ve|vN7{@8BC0Sgj0f~Um_8K)CylNZJ%^RqoFmJ5+ZF4_ISi;>zvaWp(D*;W^g)m zs()-nU5pHj571MlxMqt0h{v@6K5NUAi0n}aJ?ernmA9iASPpA3rhUaCecaT^BgK-L z&*ed(WwlmQKmr3Fn&0 z*7YqHNQ~}(K6B9*AZPHdf9-xH)vflS`xFPb!Q=6u4!={n(zMdEYSV>f97X{r^sZI> zQK@PVf9%zl3>pTQ%-7R3?Z6o-K^go-R{r1BucY$yi*acJ_TcC9pb0K) zT}xf~g7CX9R3jhA(`_|-X*b2BTkHe)hd<0#7NI?a0p`_YGfsN1AbypX7Q3ll0cW9D z{hbd4=Q;f71EiZqn@|mRs^6HD9tPj=HCj&)X<9k^HlGjLrUUQfkI;iuQ$mc7J6yWy z)j&LcMy4Jm@V1BhohAWsFLot?{Xw7swOy!tI|)&~&h1oD^cjoxqK~89}OytnN0htbB?4DtuJ4@lTQP>&4Ts zzOv1{0rT@JZHy~mWA(4N??;66JFAOTh?(I`ox8sd`0ZbrAG8O-UlaIS#HsN=z|b^H zyX_N&+Bx3R9ByKG0CumYe`ZgJ`Y**j7{jkkvs8gXO0SW)DySqL2YT-Kqs($!l=a)s z6YCeUmD7{#_L1;HV4v2lY2FmnHF*;0w@A!#N#n25x{J%d32BJ&TQa9Tw;q1A#%g~M zHApdSra`$!N8oThv0RUHW45~Ry^ft9oqFjRPRGCNT=n0L^eqiMyI8#0NB4Jsg?Y91 zqpfPQ8MRx3vA>5MDw-Ki(rZct|}xD5RRSF3r~6DOA; z!p1RU2fbF6fu9*rbc~1WTOxC(V3`w^GC#_d=AaM$eFKPg5TR_BnQoXQ} zMJxAKt;HIr-sIH54tU^D1QOf1OhwQNP-2DZFav1ceZf*)@7V2s_=at)ReJUomG7wJ(9GU{e za$JOuU>u&NskEViE7aA-i7-ZUgHRL^9CgJ65bW~C`8Wf$HFX3T2sWHjOiazmcNrHSHcY4mrhI8`y2@ngEY>I2>Y(lffM+Lg$W{rVZKj z0)P$MzFLf_`>D-JLa+sRsnK?kfj|r{5lF=fLxAAp6(+#k5zRYl{lG9ND#SlA8K;a6 zwCM=8L-2Bm&FOOkZQ|l%a5iEHknD-3iDbFUPb&Pzwa!-0-WK5S6u$jRD>pJ^PfDlK_ zPh3|_;$JUras^X+Gc-*$c7fc~0iS5A8u@IWFReaF?d_c;X!59YRWG$0Ju=+MEWnPO z0(q}V_(||<#Qy*o*y?vKbZ-s9*!xBi+ToXJF{)M}?1r`AgdeRa6{rOigyNGXvjG4k)A5QaG0tcKXrhXwfGDDhpb99YClmk^j!#OiS)A=p&YE{h z*c~d$s8NAYxVIVs^rv&_PNJGa4wO+vPz4lGQJ@7BQAiK}(emk@Bn9^ZG1I+J8kNWe zVTW&{RWo;M4q>ug-lXUH)u)?KnjNAorGOd8>0b@Z&$F=@jI){UBpL1~ZC=^{QXWX} zRsO*YV|CHV>^c2vXwuddVyFpj`J&fD-{{Um%Nc*nbg&nj10N1TT!n&6hOluQGT39c^dT9)neb1vo27_2VB$)BNr z1U@IErXLC4&P?h8!@HqTg$vO4KEBoUbd$UrW*k@I9+|9NX*!jzy`@T4TPe~&f8Aij zcl58?q%eB%Bz#maC2USUWbiZmn*v1^jE)IjjC$B&P1Ot z3VkYy!r|Fu8%U`YcAOq-RC&Zt!1+yAW|c+|xLlGk$?xTZ@ z_N#7#Zsk1sS12TzjyYUa`+L@m=24tb2C#PiA%JSDZntv7p{bJMJC#0P2BKx&HZkUa z9xk^PBbvBoNu%4GFs!rk5ISO{O!DKc1zfme-5E@MY6%b7@Cg#LsFnv*X12*(1lo*&nBa5Spfx21eo^#@7&{Wp!KY)m{G7t5_(r;(1(bL zm#0d}@*^*XT-J(Rz~QwE86!_QhI80gKP)Wx?0sv}@2%udnm?I4ipDxrH%;a{Z61}O zw01c=NQ^E60!i;%uckck?@&!hmW>Yb{Hk=Whef}M7h~fdhJuegmfhhyPXT*XeXjCh zRN}p2_AN5&D5yNf?^%oC$ry$W!fEQ#(L+ z!g5Eo0D5GT#vvBcat1NjENlX0UbG<8uI!axC60NZ4ww5LCd`lWvl`G(?R$HDvCKTN&>E{_uiD?l zR%5aHb5<^r;i4Wyn~+ciHobYA!>Dt|2C6l^jLOhNz&mu!XvHnNC;C|&es!CFq|Fr3 z&1AuqzG@5}XXq{wWM14W6skH~SQkN)Pp7naqP_VhT+jq`7aY0ZsZ<%8hjVmdVJgAl;HNQX{}+ny9;Q3Q}wFXnk<%U_L)I%V?c8=PfPJ!mp4M* z;lB4A^{$6d)6#gc8h}qcSC~j`npKh(^5j$RUEYi0cw!>gQ~(TPeFUw_@#&My&w3d?np73Lw4k!ak8)lX~%668j!qRtbhm~JS+?q>S;u2dp zETXWjuVjwlgr^8-0vnU%5Rl|C>sM`Vna`7Sps#b@pt+JMCCDK2#YXMbW95wiZuu6C z3#GGsr`EZvjWyB#0CGX~G~kyIHuiier~Rk<=yCPyKno0cQ})4wp4EC-Ae4a`hQOjJ z&D3Nt3+>*iUE1A37UB$$e}@zR*#x#y4ZLTiN%q}NG9`2JtyNt^bgGwemB+1W39Y8d zM$UN0N&wP>T1lc)ycg(2U5;kQ&bSTJ6~+q$l4dYI7gQOO#_354#=QPuS8)PJ;E z5(lMMu)LN$E%KGmdH}Y!C62;59D@{?%jWU);Ym0co`hc^W*79`&Tc z)@3R&&0+}BHr&gBQ$-VkWs8-d##@#nwJ|Yl{VM0$nTEi)BBP2(?!b#XS!%7s5<@mo ziw^V>STo5Sfl19+of_b)1Ja_2qm{tu!mWa=;y#T)7Buq=WUa!C){M_5+1YK$!R=Tw z?hI5Om1^4L;gHV!BOUQSm$)`ScqUCMID zwNqHvJdU+8E2+m?0J!XusA8d9cdJ&{5k{LNT&eF^vP!B*eARo2Sb!owEdXg;qRVr> z%jRC-)m!@%dtW%N8=(~yhM@M+l2dWbb}4abduZ%%t?57>VQ!|{;7OCP*8Eb(A>?El zv3aJA<-yA1AXa1rNinZeKnXRBQ^*(|m1xM;QE-LFanw}t1y% zvGX^?AA|lC@vf%6B+?~1PPqezY1LV`s3nS(+^RV}eY0K9gzoP&*dfyOiM;a~gjp~L zAY+m5*Qu`RODIJ07j3x}#@yM*14$yEGjDnicqzrbe!%Z;8@*v`{rAb7L$2g+EYb!3$!;?|F z9oWYwzH1^o)k4UlkZ5@um-9N*fuLL|+lsJ{8UV$!?N~UK$0zZwPg>UG(!Y;5ptVfZ z@h^(yuuMY33V9#o8tDEQtN5z@^&8$SY*5PXco{;c2N>*gUInE=bK}1e!=l43*1VBp z&s=U`4mu3;>t3Vrel!F83ewNooM2o}3f1$-l#%T9*NSdFZS z!=8C0@NBR=8 zwn_0*K(R!!Ym+alDz-oL8sPQ6h_l{Yd0GlH{{XeX{Rpc%FT!|I?{1?YL)0K0e;w89 z_IgK#d@~Bj&@2qS&Q5t#{=nJm!W(o@cxY#+I3k?-0RMH z1NqeYua4|3oSRtzBhYdDtBlmVZ+SUOh!nDp-oK>)dr8$at2&^wyRHU)fY((g{3Tc6MXYOMZr#aJaro3R z=sp^;kX-ARe`=f@kMaPLR{IEXo3O}K! zX7P2?G1I&?Xd{cDIL{xAQ(Y$R=lv^Oxhmh?=Rc(YUTtH;`XiXMv@*A2&-JEHF1N0_ zyl3pt;o)%Wtq5}KYOS1t!up#TDVXzW?N(s*0Op%d((Lm0vm2K7 z$mj5_D^%1kSIg4i^4GH;{>rqhw96ZCw(v$Lm%9>cq9XNU^4y4G_rahJVLT-s@iw<9 zll_sA{HvjiMQv^^G^;>>au|{S0JBzmYx-85A&DF9QvU#-TFt%HuJ1o|e{v5#ynYm} z1^KPkFW>7oBXH+pbNs5T+U&6pFGPeQs76^tB3vPlG11RjybOX0K?t}lU^I| zW)NFOeqf`L2UX8(j{T{vOlJ9aFnllJZCl0D{{U-hH(_jGbLTby`=@bF;XM!DsQh)} zTaOk@o(k~JZS+f05_xlvH)+~p0N{n&o@xFw@wmLXkKvEQ=sd)?A}fNVU`7v?$@BH< zIn7CF;Re#}#G0+gk;Xi=8NkK}+$x*4h=jSdeOVBiwSS4??NP`O+=K%f{xAtq> z#aOLi7O9SU91q5(iswwTL;aO)=Q#VPBxm!eE?(yH7Q5A_7LkF|gOAFwH5|4+9QrO;Vt_7PTxqdf5vyI9WnbY?aruKx{{V!B=RQV*Y5Ts0L;nETRTy;73+NLp zfE&pVJr4)#S`%t|jnN5V7un%%cX9lPpa#ips$Trp_dZBG^aOsDC9$@%8z5h_N_w|H z%97hdn&E`kZd{(E@mB6$$4mKDgE8ze{Odp%i+O(|Be_&R!-||~c6M$AgLH@Z+niJ4 zzPg$%mXL)X-X^L${K0OU%#id0iU7YX@W2O@JofY)Q<@z{@dL99Sp7PhSa-&tD(%nW zYGRU{G@JwLNuVgTrk?=IgFKzH#aK&nV-liydF@>#jkuaGGwl1Bcn7!ZSL4vp=HIAE zka-BT4H!MnTF?i7E0#Whe_GaqM7enjGKdg*^)=huL2YXuEn*P`?s1>isNG-M`Iy0y zPME8)H!4`^mUgY1gXZV(t4}R zw1Vcd>b9~I9i(k@C*%cHl`fy=y_iOa_yEcMD#Ihi#_`bV zV^&$!%dWl$_G}njV{!ig168Oq0pH1Hd%sV2m*H+-E&2QK6KT@|P%2-Za2{lp7UxfFT^5(`2}`GO)MFZ1kyG z$Q`+pema5Dn&}A0h=p}I{3rrgE%g@VaSC_WY`hk>6?{q$*%WKX~Au)~;K++kCn$ zub$2PZIS%y#P(M=K!0sri)jAPmjd<-mu~yINxwhY#4TmxCh}emR&g%GB{p~{l^$}o0B9r?)vfxg6A~ z;eQiqFX!rPer}(4`d3Vz7tyrX7F*U2Ams9Yr8RO}OJkFdTGVGIEfU|!R{k@C`Wn%; z@UFe7k23N?=hvs`4La|~S|y3uYZsW&^aF7HNUX^`W8$9@FOj6eEkWR)l=1l0D|HWh z(CzH}H=}5O={k&|Pq;N^{{Y7xAJXAvv;P1{a6aOK2j`0O`)>$dUx3=h(U+cpe}S&| zPw=*vY>GU*viBta0F4*E#%)KdIC*?e;|~!@SYc;g>(KD=Ng~Hi-sl*G6Ki56M^{=S@vED)TNv?+7&00lb`Ed#h-+%&<2r9 zFzwIy(lz%{=CWFNpTy1PUd~kyAxHlJTDmJQ0_+i)2=~Z2{&nhcSi@wBB2A!Fxf0>J z{*>%tDz@1irKg3h?Sj1Ha2-F+E1*c(Kmk5M#aMaOQ)6-IP&_cZKD<)0t?4Hv`@gu3^JO8Ji^w35aTW>jsbk~^PT`BU}| z@iXcAR<-cr>Hh$Iqufe^JxeE+joAMHI{gOOz9xei4y8#xhl>2O@Hl^l-?k2~rb(5x z)}(e&Ix|gl7bCA>RRd(N29MNNK%}>?YLYzTo^olD$g1OT!C)!7j&O&c{Lpw#PL|Vrlz`VZMcHX(zu@y_|+2J!vk&fz(3Zwdnh%}5t1zx zoey$FLw%0O(>HH?S+aInGDl#ezvWr6cz0Rxb;3CY7>Voc`d6c99s`2GR$HOxOnGeZ zKbfxnJ5)%5?Fbjsn#Yy(E>lp^YI2$0E5LI?srt z*`>zG88|J0kJhwc@U51aAKUy*a3zze10(+cK{ZzE$1+O4VDRiaLUHDQ`&B@d&09|k z=voLDn%v6wAA6jS>rm@{JcZS4yfqiv-=W9Kqw^KU+(fS@ovvMZ?#DZNe=60};*#k< z;#Uum5bATE(2ARzDA>=M+V1^L$B1q)2T0eS{RXGEQV?5cHk(2J0G5aR58+)1i$Kux zb*fx>k{*6+{(`dZd~I=j{{Uj}y{M4qZt_6KZsL)#G#(mBrSrAxynnJWjD8=DNPI!z z{U1b%(W@s2>x)Pq$Mz`CZke%0a&?W4K@`eYI7TPOYzj|p3tZNkSQk5WlLucZcN zXph9+B*R`e*kSIx9FM~lsTHS&{63qc0p(x3{PJs>8qbP#$;^6WJ7aDG9DgDOYw3Oq z5tqI3JpOJuAn}j;=j&1gH$E@aZ=70aacxt^?mwuj(Rfng?nJoN?l>PaDd+hbTmJwQ z=~`5OX3`-N1?W^C>OHFrSon*?$9un(Zrqc>a^B6Zk9gLtWV}YQaR7$ zwH*3~iFKsdiY+7T20xu=#|E9HlO_D0XrH*`^FSA6@g2p?X4}Ko^V*zT+apJ_VD3!-P`8eGhn*U8>VLwlv}bScqy!E~#wxqs zg-?+09nVaDRm@&^g4fSBuu0~>qJ!7+pbnNx_#oj(PkdJ^f2$Ud{h7BB*C!vLsTWJv zwKfJc`#dM9Vl!5kM$@#`^JPD4xF5nZL7|RswF}hpqJf*!1l8+p6H{@U$wVsO!_?J_ zpB3NZ?9o7$ey4(eTD_$iSxwZ~a(|7uAEf|Qiqgv0$0HLewbOHsJ@W5qBfxsbXy+X?OW zK>X>qFqIy4^s8$C9XLPAfn2O38}o46n>;VAYe#J)4fc|&YaTL58PDOG<_C+Q5p_5M3wK*E+Q2opu z0O>#&;_AasBuD${8=>z|xBMiUldNiX+n(HHRg1f=3q(8OQE@u(I)Pbjb>hu;sMKbV3i-uc^cC8NhCPr03k$}sL^!N3z%>Mw2KMnjv@NdS0 z#(p1=jXvUi{{Sdaw{z~=a$B;V)%u+dm315dNw;UHAoKWQxX&5FMYz^5WZ1 z@&5q84~VU)%@fC?$8uxdO6`?5Q32KdLr>EbOG@nmhenjjk}_yw1c zGmPL6D@kjr1EeV$9nx`*pZ=<<`jj^3h5-5sO%qM=CykqCfv2~Z{rrGGTK4|{3VzQM z+~V)Vw;oR zHS3ldZkwb)uxYmGZi+Y~B>tkDnt=qW;|8;&)ET7_?aFt}Y^kJiImzzLnH^@wnbX#y zd#IyLur5gNRg8szBY0~;x>E%!8H_C!R7gzr7$Zy z5<-KLXiHgkups5DT39WS)S>x>HhYGIZX*-{R@%W4a^s(RdGg`Q1CvpU_L*3bj8;@v z5;VnjmNWsX^L&MXtOl8zcGK6bUYgqSW(c1sJ!)UDK>~$yyFF+F8Y@ZXJ763N(T`3@ zm;E#EcCFYWNYE@PocE|roU_aO-h-f^3NYKnAI})uRvbuvY;ju8X%ujQ802-TflC5N z#wY_jpW+y+k;Y_Q!FZ%Fh9#spRrRc^-Fi3>#Rd*KngG=Zhzm1d4_e05wTSH(m?pQ3mXL$D zrYJ7vaDiY1f%T@cplr7z8Ro0K)XyUP3CCaF76kKgu6;fCxbu>btFo5LUWT) z$rCyazO`j+{$R>JQO!=Op!A@d6rzD67(Dvcu!<=#5PYJmk_i~&HDPxsE#K0Bu|jW^ zipDaArNSmQ44P{(Y>~mH6!@_?>#^HqU^!3oI&t!G~9*B7d>CQ%9NS#dziGj8fT zde%T+O-1~@vJBEd;h%FJ8nat@W+#QK7Hr;eRT)u08pR{~ZjNCDqXp#~OlIyKtk9nKh%}&kcB^;&!&$ zH-#b+^ZVH{6<|z&T<#z?GxvI))%q9kli(+YJ{h9wQsYtABwR^!!GIasNK`Dqaskg@ zrFBLY1Lx0!KeGMh?3TVM_@IhnTs%5)9Q6#0?vLr5sUKSV+S=CI%Gx_yNW@UWfe{yg zs-pk_>?+3sq9(c`tOU6g8#iG{LG4N-?@R<#Cz5JW(t<#!ixbe$)qs?cDiZlP0+#>| zX@O2@JAnRA6a^-vQQn3)?@R{NY|PvWcR8gBdeX2ARs5<@Ge9)qOa#CkX>PB= zbDjkxQtDSsCjh6XOjlE3pxMVFnHPHl$EWkIkU?&-FxauDu4~|~eZMO>%Rdg>Y7#lP zd=9)Ru+afqbp`Zr~bW%FW1N)9eWc=jS>9 z04A(9qhXd}cHnofCB5-{k{>F`Hj~wjbJv=^?d*a%pBV4bx45i&wxh3Fd7f7Bz{tgO z(s+rIBlc~)9;dB&=(^f^W%_3{*qoN=PH4DT-MH6gna;w>YZuR!cVQ_kPau;_lg%%H zpdVUeF3-F&PkO+vQ#$U};K{fgfl|e9EQ_=*2(5cG-p6>Wj;y&crg2>cWjU=CZGIJ_*vqJ)z{3^uE5yTv_1PhbuXwG;%&&O7T*$g_maoBD8KT(1j6lhpDO$ zVy7hWj+JLAo%UEkJG#{evIWT}0=5m5<%c*GQfOw28C;qGs9{(D+26fL80`deQTePK zhy1Aofeuef09oG$a}FsZCyl-PQce;~G;NXTR_)Xi^K~8QCgUFARXFSEQ8R}>HwLGY z)JQns=dD(j-c$@nN}WRGpgusujMAeq&pF4fR)S@95kKA)DZo5+qf(1~Mr7oARe5d0 zFle|mg^MQB)YM4L4;4T|Gz>sjI5l2dIDYbs9`$}#4uG#MM4Uhv4r@gtShJOx3`|20 zl=iIqn>4uQ50QtZbxx~1WeCBpZuTiOyhs$fn$WV1wxVq15nU!q{{R(ruy~nDY)}ZU zK};Hs9g~Asq|z1<8(N&_tpIdaH#V2Cs>}ecYFjHNEgG(U>UWA*<0Y3Nd(|vp33I`q z47oITBn4TB0Q9NPg>L@NXSDf;rEDZ1#L{PXpsUu}oy0aJA^ZN60p^oOsM^SUv?|JZ zHK}Lf8>p1SbUe(~q_9Ux==uiJ`e7WzTvH z9_4v8t4WH*cW=2HsV1~vN7C=&S#-i9Jr6aFe|WdkW6BYZ)ie;x96?e*M_wo<*WG$Rsv9MBgqn@ZEQhTmv* zNDl+0W!za_hx;o-pD(|tspqx1(^*Ib7#`TIi(eBcWrE^7BMcUxrMbyNAhfv?#0Lii z3hLnT1YT-9!0a7+Qr!4{+0m}Fxi=Q)ZF2VucWs5Zjg?91LAmJ@URY`|iDPk)a58zU zJy%JF^*A3gjO14uVv2M!2^umweQG;>V^y+pyS&v0zB*6_m-Y?v4>}2$0oygXXLt@E zykD4bGg8@WYb1M$?LF&SQDc7w0Rlii^#Enb1-l*4oG?DLhTcfudp19nM3yrWQCpCD z(J;A<8aE}!r2tCeE1V|sc69=lU~r0qBerWZ?FJW77{?sdl)q+DV_nCleJBEMJmn;9 zBDH_DV})@veL4|Xk;s$%b6bRb{my zST7CNim0>P+MVR&cc2aHUC{#M5ai^aYL4_pc_QTCDd5%n3%0tpGCWu~#!u3-^8uKQ z^1VMg0CuhFoi19<49dl^Q$!Vsj#b8bREdN>QmDmqnj3mYi6g!Z4c8u-t5@Dc z@ddyj^dh*Mn{-z)kCfDrU)9lL8WBtsZI_>VyZ~g}zc8$|4kPD`^{oqM zjyQ-`$*zM!RnFx(#c3U?1J*IPDssa$G*>`IT=Gw90Izj$70%=(Xo#fAybYvwsqQ2a z!OC^-RG~&O{JG+QFNl~%B-_WeTD2Zrq49-oD)P(VFud8aE1oE|G9?aT%O)|7Iz zkpM{MfHJ2GI+r;a>s-y%vcTmKMidW2=NVm2ZbF7 zt2Y+6783?ZGAh=KB$3<*Tkf@Xvgoi#f;pPhzR?TISz?|#|OSC-yOVV<6j+kg3H0$b&-oiuqeew2xn4PB$1wn z*A)K%4g5USnnjmaAz?)YW578h-!y@DWsO_nR;Q_t+&0+(!tEV%_*XX3__xG&P}^-Y zHgZo+59MB|{{RTCg{HetwPK&I2RQlwPo*vQiS4wL8oGy&j42rh)1E!6Gp^=-negjP z(J_6kD%@Pka#uLVE3?oO$+l1y_ds*>3@_mjL5y!z9>-5el)|25K zOHomAsz2GHPDXK)`qqY~{{V=-Ax$jeJuwQ%-}2LfKb2rwSa_$!Prm0qP(SM%AIl=T z`%~eaHcht!?sO+O%{BEcQ&^D4rGS>BjE%q6fGgYhCr{GU+-no8fOFh`BUe{cv(MQy zOFitoEA$`u^+R$rJt8!@*5@eoJ8 zBmPYgSDjc@zC2aEjfA3H>V8ooQ)kBIApSe$phsF8U1T-`xQh>CDVD0-Fd5CQ_42nIE5RYl@-RJrRi(3+Cx02 z@}LVgS&772bOI?mvF9J1M}2>7Zst4rjm-VP+|T)MQt& zghrmDAJ%{`#u5b|YzqqGuTm-*wOdFDlTSvvlySYXF;8tO#@9Dm%-&?!$U*-A)-^h7 zJCR`0t@ldpfVs!>6al%R>0UGOB8J`|f$^Rc@t;HOOYuMA6|aD_i(iLc8)J2^YD%i% zbC~0h6ln>;T!tMpT_=bRZPJ45|BiKAUrQK;ddPSw%i+h=nHN>TXB%i(1 z)9y7bH%(R-@*BBF8wN)w=m@TMNcBsWmVI9L?8x~6K+b(W?M)ccEF$x)V=~Ra-1+O@ zuN8@*ryilK-pBrd582>7IurWUS?sJtW=&e;vmd;?{{ZZ@D=xo(ZHeU&sptS4ej=?~ zXf}4?Ww>88+wV3=AC&-8kHis1t83x=Ex6-(@BaXOQ=Y?J)Z|g9TzPPgN&r8lYfm_w;yBF!SsHDfiUwy6i_T9NsZWS4WWctCr)A(W@CV_F zq%^C2yRMzCB^>%zovfllAdWE_kMr7q5!X|_hjsM+Oegp-394~v(6eIRJSzVH5jC+Q zTR|@QWchssS&9doX3i#H-OdF7W+F6dKpDqOaawRB8+TkOE!Y8?)3(rES!C2@!jIv` zYpS&wuU#fmZD; z7TVM(h+7VxrkX%$TwdG77)cl}xBmdDvj(9g%&Bi5{0gUv#?@FDkj*1^JW@~PTcb;; z%jKf>6=@M+lR(dgy_a|&zz6tM>t|bWm?84lu|NHK=498cp+E61fXSY&PCuPsUuqYZ zZ;QFk!_Lvi>sI7%%6B*V?wM|c-ra9M+)<8y3gwT8FD2Z%axJ_~(4I|VBn+xetXp%` zlm0aamZ7&@NrUbG0M@MT9Hx%ziJ6vHGBN6E#33O=<~A`^lJz5vys?!70QaiNy6-+< z`A0l;rE^|XNpUvg@{FxRvPnQwo@#$0HB2Dm-jxGx9ln)9B70*N4nC%?D2_PP@JQyQ zlG^fe0sY!_ENWDNBjHfVj^~O1WKL&rRS(U_wOEw2C?jUso;~VF?&G%0&mh3)paWU5 zrS_(GSi^u%-aq|%0Mxa&fd2Ag2=z4SFKv;;R?2P|9^6z5q1jtPXVxz=zqUIKRBbNyq6=mTePD`LAR*cPFq1 z`cg>`h;{M0^ou(&*lj$0M>SFyd^MuEnP&S$%h3G8ngF=Ew!f)DMwf0aZBu}92|t}$ zx6&-2gx+|9;IxOGr~d%0R7SPpJz2yWO}K_0?slK&Rc6p(wUFIw_xtBO?7`3eI&nZ2 zC-J?tuxmdJS^o8S^E3SzdsJ4sSBZ7t_Zr2?iU;Qa59odCJ^V`qKj_*OpPbzbXCJEy zxgUqM-DW>CQ@;Bm9z;L`$J7x(6{TMV_<6$1`}xN}caDEwO3_~sYkJPxZ3fI+#6~w{ zAJBk%)l|3ekA)b?aN_Rh_92Epok{-y2}ZfC{^v%t@}cR!ApZa`C<93NY4?ddMSbQD z>TtOHjbL7Qn?%wkHo66;pD5t4&+{OP)0e_G7k0t?L3gzE>CQjkCbRz6p=fF3XfcbK zj|3h0Kc5v$2rX@VO|D8r#jT-}k_HbShAXAE@aBV|4?g|Gt~%#G%b!Z8YcGhk5)x1J zL?f;NIQ=TzaCmo1m(0{IeEEk{^I-lQ)G#!o@fFR^ZG1axmG$fg{0gi#hHj!W_>S-2 zU^vI%rm8NxsLG8NlV&4~pOv`j`2G|(hhVsguDnfgvB}+xz)tM{w-QYV%0n~B1n1pS~!+j0^kw+b@w!$CGft41R7+2 zZ@ON1$N>F$&2YaPZePY91pGr|b!c8$ttJ9LPu(^}J3$;im*8DG!BK_|dXN7AS+1#cs3L8)U%Ou9^IYbs zgZ-?7{KY#XH_XpokilUV`K1Vea!qksuf%;K z%l#h7P27i$GBI9go*32jo1nU!hF{b98t-(!0gFJVU|=~p{{Z#Va_oz=I-J$-i@Zy! z109e0C_Tmr{Y5g$aLa2nfI!^s5Hh<8T|5?anGKeaUl6;W!;T z!4}qJwBNoh-x&V2)am+cHaQS3G41~V)~(h7S9USBsT=3c)sJ`MM=C}<(tS%ic1BuO z2XN_*Y6ZE9Gnn}&z71vxW|l+doRB(kkLOPyfOF5|TA8L_Y0Sq8a@7MYsKB|}M{Lwd zA+{cFHv?1e-l5x}?Lb_JD?4sAG9%!OWDfNj{G@Ea2iB~XArB=*269(JKwO0!8j+`D zkqP70qw>o-N;y&1r9~GKGaiGb1sXB9X%W$|Hw^pN=11*qYbS&M0BFC5o-MH%7gyF$ z$a-+sF2^L~cCXUNfkx+m2>mPJ58K+x7&MOtc%L7=v(~K+eU!UZMBbLNaqf@1;$_q< zZ0^+m0Ih;I{MR%nluV->3g>(mcKVlrGz~>R<+X*m{NhtvlU>Igf;kQjD@&O2Yhre~ zJI?$7rx-Ox=Tx<~k9(8XrE|Ksi7hQRMyD)0{{Z@{gBRM@h+U(zh=eB@JwIAp#)^^E zUU=Rp9pQ_k54>y7VmjZ6H3p8&7@}6e$eNfaxwWD^c!exETGu} z2;yEp&S^NaRMJ}>aijb=(=9gK>jUi<2b>T#LPbHIvS(?jYdU6^14|^_j=&IWi2mO34~b^`E{y?( z-M;jXj-QS_YU62oK7|+CHED&!s566+&)`jDf5LUB>Sye_CBDeXz+sL*@1gD}=IG6% z8!b+T4+`nF2yVPVbS7ozoQ!@)+OaP@b2CZ(nc<64P<*?=10VO$`c?(iy}WXn^?Rnd zpRU1?&-@4RtM=A9-m{3UP+D6bp*Z|`^r&yKN-L?0b75`g{jU~I{X2Rtyx1M$ad>U94A3253hi+`?NdD3Hz+3WuR0Vm$F?|gp=L8bUo+s=@U zySfig;vY(@Y2dq!QU2TFn}W!B5sYwtsD88=okpeN_)(hAM7Hx-4XRg;e-T;sei-o& zh)_?iUU^p8$%JD+i3EDpnDu=#LydIp0zL9{s-uq+YmQPg_B(d#j2!-0tqCqP9T9PF5t`$sa)0{u43FYX zUp`nC*7)S`c>HllWY$_YhP*Vw;`xM^C#w*0PwPm0MXKtI*7__SOhoeM9X^B#%$@u- zqvA{1zR_?#pl9&S2LAwD*7nDy!S+jG&isy_LsSNXXnJH3{{U!siu2BI?tp)xs%zqp zEd7tewmVm#Z2tg=sx#@jU5g8iQseD1uOWFK%Zi#S{YvYND%e2}_l`6A&;%EDI*r-$ z{6TrPKD#*M{`shq=T5c&X!hP@oi~zyk*VjhiR2A?DVjmsr}C$Ok$lPoNzf$96e2N*SX<0sx8q?kVzWN~g=UZO6Gd#Q<8A+NONQ^JFx{y$K62 zVHq7UT*c<3T1JX5-p>351Nzl#eGA1`vH4zKl9|qOrhqR^uOtyX^GZXHUTcv4*w?lD zvkimpA2|)JdHj9adq9kW6$GU)Ur)_-fh&4B%YbT{VI;=A}pn{!=nEH z`lth?pH!MxXETJ}IRI8Hw*V<9!4I!mriMuonWOU1cg<6kEmAG{F5aAq0CTibNxgG% zDd1;}R_t~+A|*HXSW+|PsOkAvKW%Myd2t?B?6I#qiC$|@QP*^BH4m9Ny18Bg4m0^s z1=#%eVIG?v#Rr!-{F(=CagR=N_9KH&cV>sJ{jz2a{WAF)}+Ea5)DoPAA69)qH3 zv3a`0-fW|jl6gOc05bQ*mrmbh&@D_#{07KB%vEpf7rIe#;ydFao_1sZ0EsoMm%5Gm zh%`HKZ*0672^~Fo6^VCgrD^khqfoi~Wd5Av^q>h%#b8})*LTj=`g}NEoDgyO)pMaN*8Xm@Ir7t!yPxGi$};$(Tb34{9kTt% z{w_26)Q3R3)U$c6P30tfk-+2dHCE@v+CGICx6mQp$AaAd08v=>i{dX5Trs@e6f$@D zK>lKa%?sUYK+$0>ryytOq-Q@|9M*ljej@QZE4|j(nB#5$;a%+|HbofoUko|v{ zrrLOVTgF?C6g#0K3 zWrf4zpwIIet|L*@^^I0XNZ7?24ub}#()=K0M7f=}v-UlIod$&3kB-)V`2|_3ulr4( z<|~!H)I3S8pieVs2e4j08uYk4C23Ru-B_lB+AV>`*@sNMYq0D1MV zfN$?zWxJHFIR}sEYpjOHO7Qd>Zrn8Ta5yLYYl@S`TF;2(Yke}<$^KOA#c_2X6h{=z6{LB<#^NztoyNJVO)E5yvNq392jyOv@o8-=QNwM$ z2XnaR>sI6VRpWme%^9(?7W!(C8dAt`51=d!Y08Y9M0uWtb$@+1Xl5e^p!WLLbsnXv z%P_OkELus&1dI&l+}F^45BLq??+?T$)MqzS3}kYkAExT{RI<}_umzl81sEKETCZk~ z3F03^;=dIB%-$gQ(WNbqj3r$wPji!uJB2HbHn`^ud)H;~Z}vI(Kk#DeO-D;I>USYF zyUJuxPE?b(%whaKmGr!mO(Pca@=ZYVNC%cz4Be`^5z6b&xqjYg?NGyK7=Z@>E-A83 za9UHG`qohwiUo5cpT`DOUIXAg_OMvPMpa4||WjV+L+*X2E-LM6t<381O zY#>J}P7XQEQ71ggyMJ^Jao(v#rd`c1Ewpv!y8_T>YGCacs-of%Ce|E^0H8GKU`z(z zRpw}|zzjDrtviY5RBfXOd)F{$f!w2$lodX2=u^^6{s&_SmtIXwkkdvzEncpaz%oRTROl?wdL>08#e zk=dZ$pu15dJK21`AKJCWxDbypW&6+u9F}w4OXb1Fd)1MpMQx9?KbYQzuCC=cUyzRU z>10-5_Xm!~fFBIDw#Z2s_Qhk|To!ZWuH5wEs_GZ^w!pJW6n3s@{7(uYSXeur^a0X| znh?z^kH)huwfjp{IU$?1a95hl@&_m83~Mq--dUq7&PPfO4U7K(6JA}pjRqqb}1@8V?Yg#+874#GQ*03N!3{H?deRC zd0j?E0IF_A{{XwoPz8s$UBA0Hs$tY46*(uGnIL8%o9@+xwTUwL%FqThR^^<$py9cz zYaOs}nMhGq%(1%=xByZ(1Qa5GBa(bB#Njd4n+u!}dBsL!3VCcTR+9ED#w6gL^Z}+3 zf7TovQyO5$6_T#Qo=sX;U71cX)_@*RXF1I$PD#Z=B*5pIiMjchU{GdE)0W{y1(j1I z)fSnTgyxzV~#oE~lxf%Eqg{SK7Y6 zTF;7IM_bgR@Xv*9+W!DjxL_3!?do>qvte)v8Rx!hNXFnpcc|G}!qKW9JFw1je_HiF zhF=1FUGXwFwOh=}XkHJ}A<;ZPYPPnpfB+dJoMR-C zNjz6Wx|>C607hvrD9EF5pb0n>!u^FIQruE(#Q-$0ZYcrV+MY*YPDICARsaj0O*oZW zMs1?2=W(Zd0Wgy%0)jJ4RmUcspGsE&z#4Y%S{FE^J!ybr(wCs8Q(Ax-jMC#2XA}>b zfDrRf1ByTgT74@3ndcOTlZtgF0IIkEq<2&qG%@3jwOqu`a`c~&5IeM|1Eo(KJY~An zk;JLbdYYvG(26P4QB|M?6j53LQe;z0b`+Ht>;t=Io7R_-F+llvqykd&+Mh)L6j4Q2 za0)3hD9EM)o@t;^10i4pn!eEL?Gkr)6d0G`#U z{fl!4-RbL9Wz+9Op|QCSr4|B&w!r|D^Xw^`U;qY8AA0D2vaW#>Fc>3&Q!RzOE4uR= zk3m@#9gGM=H~P5pD%>`A^Ee2*RQ0QGeGRO;B3vqtDy%*son$E>{nK`>*^)Hv^cyIj z%({>T<6=lVG zPs3jl>OT(rM4G*n#v>>ZOb0@_$sdpNtz#pH5euuIt%7&9VvX}Jr7PV;%eb6-S3jWZ zHeN2!Ew!ySQ6z4OxQ?NUfAlWG7U_V?^0vEZ78vtd6EOV^6+tP!lzz*Pe6-R5V%%})e zpbL*`hcckUdesK=VkEH0?^YK2SV376Aor<$(G-K^`Iz>oU{>=Z^7oFWqYRQE8@a1( z4%4}p41Fs;cp5j{oaePz1{64L*{h2203G?q@YYgD8S#-?5lE|qVY-6REQ=MwnW7t5 zb`^zjBf1!-h>+dQbkV9g&A(pt4fDor{J8*eL5{vx1kf{%((SEMc`f8&^K=!^M`r1@ zSCL#>Lh;PfDdkTU*4k>!6$FX2;(#`m3vjI)072`T$kcQQ{Uo$G_oXE3UA%_`bQCncX%nk#V*y~)Lt>I-t^I1&Whfzl} z3z-v*r+jC3)2&bDJMCzs$EdDWS#Kbh?8pf{GHN?Z$>F&lXvqVLwIn;8qDaj*@4$4& zQ(V5I1Yz0jvcMjd*2QdZquz~yjsUEbf@^Z?BKP8`W>g+pMixiO{c5|wzGE^Um8#Qe zvU#Q9ZLZwl)oZBUD27JX2a`Y%c}_tK+NKD|xEvm}PC4X_fzDL*tvxpC*j*^N;SB(1 zTwSv-l$<^8-ab2u_9nlPQW$K*ef=cvsFsaVE%wQUieC2hzKK?0_OT8?q$ zUMjOU9M?rIp(V5|CIV#bj%$^<78jCv(e8<}&sqy5xX>C>&1^?J_2RMN)2FtaCCX<$ z+)~XY^evldivieH{-5Fo^1!{f;PJT71UDKiWjyP4+3o&KW3{BPA2l*t{QK73&bbQ9 z{)y1lNp&eE9$bmmfGb6*+(HOHIR2Gx*Ia@KnXY*zvQD0E%WQ9(wK~sFib8B|&dEvO z&<3Mx+BMiKJX=bR9Cxh9(U9-9eaOc?m1|P)cA;qxop1Zp13fF4TiLDAt@h{FJw*U_ z7RpR6M<=#wSnXt$aDT?I>~5ou3^(6yahlMI{z$g5;2!;G0@|Y&@*Q*U=~GOwL66Pj5WWU#<<5_BYJyy30m+~ZqW0IZ ze2Q|tYBI3xDf340}0NPd*7Y6*SL1 z2PUesg^0PpE5%EvN9L zM8IVV!Ksu*&C4rVk4l{rSW_c*mWxioR68U5X@`eHJ zRCY)*ae`{>Y!${cj+K0f%H)oe0f<%5e)Mo^XyTKkXCT$)WOUl>3Z90mqBW$O)b11* z@)qr{o+c2^G7ko&ztU~47tM!**0U!+XqYr$f@;)q+$?@u@?34%KcM zW7MJ|RSC~i+M8`FNW~`TeQMl#YLG*nndD-F5{Oo_!mIg+4O$LM`HS)??Nz0)dv@Lq zMP2g{AXnrbC;>#QS8rU?RaqDsKpi`ctBm#}N!NO)HgT$Q+K<2bvgQis&>cJ-C(2;B)I+Ha8$A+2lV# zS<<*g$P`61V25$|&;_fp9CKktGgW0)2tT@OQ_Z!P0G#fo%MQX3Mpl3@iad@n+O_S& zs0iGjT4Ki>PESKxc54wsCUVD&Pz774Vk#NV2=7@^6aWa$;A>k`Z{6~}c*SH}`9?(v z#yB9*0^7DHRXhy!uFYm4LEVggwZ`fyEx?j4d99l{q`QRJ}SoxXuVHYLnQa zjjFp!ezX!{wTisnWN+o}tt%Ox58c1c2XjjClgjiRYB+$Doy&pgKo;?8xiP5R=A8CY z9sXZK3aUJuY0-V`tQSub-7Hom*&rBRolCt#<`#PRr6XY zpHZCNI(5SBC zZaK|Wn#)_%7)z?Kg4ufVIsAotG#Y+|B)eKItSbF^E_&K{v-Ws9!7P> zz0Wv(cS6%pTG+w%rf&Ho`PNOm`tGYcTf-58B5}KekJ7yW_#W3xwt0aQG!d2n0y1lz zvxCJq(Mc*r_q^TsPe8&$SGexl)H z_045k-pzLZ0J&2feKL6cD(~2BdV$s#CwL>s+YF2$UNOv;6^=S7>c_#b_*21>uLu&y)V zpTnD91$buO-6HaCrbT(lJC5g3ymfA@E6^^rO*Y!!?6Lm!)cxFJ+Z_J@g-ds4nniM> z0>i`N>Sdo$k)~#AC#FH#4y#VCaLdC6I;lUP>V)69%{#1Ewef zc%ZVeLluNOJxg;$G2rhcx4&w;6jxfG?(HEUe|XnRY2nLwqX$rJ<$2n8{!{_SNWN^U zic1sPx@hzbM8u@1w~UUx>uNJ?Zo}-6i1zd+pXXAYPD$I!Z}f)t=qLg^Ee}kxA=y0n zM|P|4dk;r&0`}`eTir^7?XnAay*iq$5@~A1Y*TxW;wJ<3s=1#jFu%Bv?6!j=`{t@i zx>wtIF(2%$RlL=b+CrDt3aRM7{c6B(5?jY6-8nZO?;rlX7Y9>(}|xE0F1K{6(qUC+-kh zNBP!6%HRoQb2B%u6`gG}NiHtmcfDSmtm6@bwR_QW`B5#zfU?BS5CNQ3c;|t40rNNT z(_w&3pEzVE1Gno}76>6wQ3gj8i!%-F-s20N3F(TT?2cSH>H1W{2yNY&-9gkkm7$rS*J~<)ry;sO-slJCQAwt2 z6XCD!1TlMa{Hi!_F3I~Qg=_Y8Z{p5z{{VeaKARz6`n~92I*fnuCaT~;HQs}z5F!Td z>$e0{@Lc$tU0*M6*lqiCJXVFWLu|Wrn@=&@_{qoqg;3t;*Y``mRJ!tqUAbI-V2UmV zYiW8lq{Z(pP16pe47H^d-l=c}o|hNdpzQn}KN_R`vElt8JiB%CCQi7?&*RN!onv0t zCE2FKS(w*LTW z@df9Y-Ecwc_!=yATNpuuK(YDyZY2KzQ9zn0%WdL)b$s1T{>vAq%l$D_t)%eAfhbo0 z07|&eY>t0gy{hTDyzFlEtDi0(`Q|qN07F@J_gWo+&6Hkby@|*<{EZ}8(9M71EpT~y zc>5i;I-RGAp2tPdY*DUtyMcEg>JH)jt1(-|db)&ZKFe%-06(2ui^JMJmcMAbpUh*) z2R!~psTq>b;wwO&Pls&sM;r5ucJ4hYoIW4%Hoqv7P`D_)K^Py)9;UXV@dB9E*G#eV z6m;w})4dXDUMbcjSuUp*aer_Cc>Kq$ARsz7h5SDzbvFA=&#*jJot~+GehhjQw%C`C zF|aT`hO>6~Z$TtT{{U>dJweWYT#B+aZFg7;4v%m4SdRsXU*vH>54iB!muue?-S1yc zNB)9qCLL2pu$`^+3vV%-ft|p9ZJL@-3f^4Zne}Uu%AA%xKSPeyV)w;<7Vy=uw}gGB z;dlyxvQO8aN_Otazma<1M%HzAR@7wj<8R>@{$mwA)t`qvEWc>IxDNjS-N7gHHO8lj zyl1b!+4QJB#T=smoveBKf$LZF&xO;;arV7(V?3^R6W6b>Y*ByZK-cp!S$-r>I5z$s zvLh!O$^MK!mCamuV_NY|)OVWPU)eq$&?7e&OtB(&Y@h0D%{4!Y z)}C`|{uG4j5`%!;fDhude~2yor=aOx8q;)C9!dz}jYlol_2#jBZLjGQcvn`nw3TLf zZKY}nM8_!{)vZvtrJOTM>s+?N*ajCtoH9<*4- z_IGFI5A0d0UFx3~ynW#fHt!abO?7(gpm6Uh3}Y4gb7A1SOIf#FH=f}2BOH$XYx4g9 z_E@lo!2bZYuZ^@TW)N9iTisz#OpB!e{M^^-cZmFL;olF)$u$0K#OGq?fJyIzRQ9=~ z{wp0Mc9F%EfCUZI`hKRcwXYOtULQiYQ;#qYyU#zBd493u9~5f{(P%N0w{9|Vl0Ox! zZ5P24+}t(ZqWO{eB;@1rr_KDL<^E%TQTU^%-GLT|W3YB&dj4X$`D}bg;%NhFj>kX4 z#s}m@dL@s9ZD1@1fGey3>3< zwr#o<4i92E{Y`I3cD4ZNP>Ea4pXFR7@5K8glNwdOnU3U<{KYPFMMiSydrZb=RX{Mml|*7|alL@&kU_7WF1{xC zqIm=`K!}H<0txPr5EiA(>5dXi`bJBOGR9|MnCn@l{{TmsiY35T z9Xi*{mxocE#m&{jwmCfTYd%8qsQWQvDc}V>(&rSg+`F^t)qk7heab(bSo35l*ZB(b zj{)c!ww%p8x%RA`qz#f1 z2l8Kma0V7f=OHb)VGwA`qd*^ZqiKkUxc10w2R=+g)U^5az3AIM_xa2pD#a3hW7i! zI_$0elLMICkDHGF09xRGWgQ|P5PSphrRJi>L|bSAss8|G74&NQ>J+rHw^-rCaUkjV zd(qI<`>gXV2jR*}>36KmWS6N-e^6`EqtmRdZTz@YLW${IwyEQ7H%*km05Zxu{M`PY z)q>YPCh-!1lWl0nIr&fj0AIaP2W6@FlS|Vf-88$T9TyqRaWc!|4-`rbx*KaV^#1_s zRO?~k?Hdn%KGATz{?& zZ$Lk;4MSxpYICt$SlUnLYtwzI=R7FSU)H-jEjL@$kH`hBnH+GW;-#Cz9vJZY3+u@| z%a!MIZs+wik#*v&Z(ByQ@cp@sPs_g`57bgNHzv36&xVKEuh>a2_0Dton&&V4Wvy#@ zv(YVz#CQw{9DX9J>HZ7zF4pVB5*KvjsW=~@uCM!Q&rXg{DMCjd3IYEB5kSs+O89+q zs4%|P?hnjzR|ENjT{YIR;lBx{#KD#^&}W~}*Bag=@dmvsTj`02{Z0q-#ag!T&5f`6 zXNayrlkXA#0PLTw09TX78pnyJHriFYEKk7ckJJjD-{I}7PyMChS$C1n!;lC4@@i!9 zM#nZj8@BTR;Yh$A`0)Bs{g{Ln*RXB5!<2C{5Nfv1BOrj zy<}Q=YX1OKo9*5wx&kA~OyGVyYRYOBc4}Og4){|+A;jaSB%8K2&)?2D`ZZO$(eCaL-*~3?XzS%;fIr|g0jf3M4e739(k-h0mS5WwiUdvz0_6uXwVM)ia9Mo2NmAous@YRlZ$Cz{f0JD84ytTNv#M;Ht zcK#F`ejhCWM+7^(Q~hqKf0@ zD%rS`*Px&cTYD`s(MqWErT!=ADyuw_IU-CiV7NG{qDiDyOPAV%sKqKeMwqu4_cQ@$ zEbWwxY~9tmngsfNm@!BU@}8!$9jA6Bj^aD?0z2{}Kd5L#YpK*=0_N_w8Zm0yEL(`|6~ht759=BopofiATYVY7(I zkK;KNy<_27euVD`}@dOOL1(i+y*hG4nM`fDr!x2mb)7fI5f1@b`y6 zTOcKz3;;9F<5`!UDb_BKL2RPU8CO+xt1psNt z$j(G6WMRuQVyek@@_yu;sPySn7P{7M3IopE{{V$gr)qZA z68U;{r<%*aV&D8#Fgg*X>$>fsn*LE}t;ZXBejL^++4xJt(uSHtb8@}#{{a1QS1(^y zydP@RrdxP>AliSIHHezGhwNO>ZvmQanaS(?r~_tOjb~Af<$x`vqYe)pKb>V;+;~$; zjLCa(_N%2i3(qE?dG*b8w*=a_=m_KbRvx2m;hzplnue;y?s3N5$DhNBKy6K|_=jDE z;j}|seOAOSU&IddbMg;aT7Cj%xlVx;N9^Guxh#50nqqx^MVG z^#1@4!nd~)49C>+N&QV@zm2wBG+IFNm!?4L`HBirNb9UL4JX6aYjvt9O`MG6{{UL% zul#f_u6&Ix35;>j56Bv=Wv2L>#bQXRnn6YL($r)3LjbmdJR_i7<0o_J@`{uKCKM~mIYa7hDC)ANqqU+kEEZSwWTx~sg1NAkD zZ~H%Z)5p4(_Lqt-&5eqml>k=v{uUK{t(^YZM|OGt0EoO_toW-_`z?w4J)(aXujaL@ zrg$1_gh|9E?oxAr0I#TgG4M;k-VKQ&1l~-8BXM#60JAlETvFRw!eY0!MC=cz>05HX zhI7P3`FBeAOX7R$h|RQ1r^MfRj@SPH*{i$J{{Uyd4A|ctQ^XpB-%5HS?u-xn<*V4{ zy1DZ976ngg%T`5fNH{-_^EI-j`kb=FH?e-s$3oMB#bsonW8gPaTA$m72>gK_e;UDg zT#U!Uk4mnqa_YsDE2XC30#wEN&bIegUh5!w@BpD^_M^ z`Lgcaw*$38ET)=IF`pH2?okH(@$XDq)R8hc%>V!`xdKMrnzC+@F|`5uRwdI!cn`?t zsr{(OhUba^)}K(9&iM|}S@%~`JN@dTCDY1x#)P#^Z>QhieDCsuKn+XSVjfn0VtZ3w zZLPUSHLYvm?;=g^+z!IEg@vLMA|NFC&<7^*UtEP_ot1XmLQTSHKPu=SJ5>{?AS; z&&%ym%581%XKYXes_7GEG|PI>_kaS-Fhz5khls7<8*P-i^{!IuSi78Vkn9u=$8&eB zS=z_GVgnw6xUEOTvfQZ%n^g2Q&dq$X9nPjk6;@H_kU`sy)CGvHUR$Qj&PWwjNTQ4Y zom#KFMN^Zwj+IVGWK15Q^`I;`CA3iqC4ZSlaam2PvpMqPBWb`jq?STcxN7& z0(SC|F(?7WQl4kpC5^M~P;F@#GjhYN03M4#5J@c3oHaFLJ=c*}(MEmhUAQ2gXacNA zSaNCJT9QEPQ%fR4!N)a0r)}9BW`HhXWBc45)lOMtX6J>al2nZhlQvCcMR6_MyH}Ce z(`<_xo75-@Gxe&oO32|O`HAc*^}d^XcPNT6w0AYrSZJ2Ib9vJ@ognOLTMHb;mYJyD z%D!UxQHt#??d^2JHvG-rn)-su%#1bx&d&YANnjtwSww^Wg`KJ}=E2 z*C=#f55(cx;DF{_5PY>w>i+;TobSd5zi-eV0em#@m&1z>vG{V+%6CvDnTr>400fdr z#z@Ww72U@iHn5}+C`ix+RU7~ZKq*UZuGpl2Qc3AZ2@94vrZkw~3WRQK=9vu>`GL3; z%&~4MV~i-zQ&NTQXdQqrtvZTp8V7OIr01$k}$)GMcW34o?sP|{30QRZ5LXvva zeDyT*#UK?T6;~&koG276E=5=iO~-Ra;Zc{*6u^5n4k@`5%o1}`C>>}404A4cr*xu# z4wO+yPAPz-;+jvTH?1yIRBi&`ia9jg=9~s8pbnI$+Jl~y3KhUwD5jI?S9@*(=M>U& zKm_%t(!IbyF+mxi9MDcF0GR`&1Cz}F151oiX24n~qJR?uj0##Rv;n(mK&7Ij0*WZA z+yaUyssN&jC-DLvRCaTQMA%1%;F&!QDqi?675CODT7k{fsc*qcK58kO=TuXZ<(VwL% zX?OC;9v6k6O!qH=9~o~x8ThW>M!ugKRs4g@1OtX*20+0*1_gemZno7dEw!CA`Igs_ ztcpPB7z6!l@j`tf#V3a1?Si_ImgkID+#dlxKIs}rgTPv&1d4sB1g=RNu&6M0{{TAZ zi#)2dx})pj7#+S|52>gmjg^)}=RIpmYow7pwp^A98^#2 zYH%0~H9|+t(~8#O1283HJo?m%Mspi*I#pMJd38B&N@7e@6=d2w8lW^Jkep=x6?t~7 zKrsZhU`M<*^lbWrR?Ln@4+4NLvPOPZ=RK;F_AbA?w{4(Q*67T4=Q!vxK3uXp zFVBNl{>|s~`AMpFcJf0W@G={k*GZ5v=jA4VGTTm;6S_9Sj%s*yOSAzuZd~Bj^RgB4 zz|B-Pu^3JVG_E@m$Ee2PLN?bYn%IxZkPny=de;p+5=M7KdK$X~@&F0@)LblUY8osT zZg8PU=OVe=pALititYoP*F|lp5(v2IT>{?PO#loAI%1fQGma@xX4*ms9V?*>vPP>$CBy_EcFeTHxr^tRiD?Z}eVc1VSax1T7jG;_&YB}s6k^sreW4!=n>6)$X zp1V>0T=cH89}q!wf$k&uhjCm$iS4A>Cw?+&XybKa3uRBG0(%~bbFA1&Y^yX|l=rAC zMvnIj~(J5O_(4uf3ydsT}bRNIAD+c;AU%a$E#+&<0{5fkTdct40%VB8Hdd_M-OdOkfh&?Id-oX{X)1K6SH(KGXpv z&8!aFfGP(}Rdk7*{JA*w6&v5)zyxzcypFv;!mY=uL3jjAo=G0x{b~Tok{h_E4w)IN z6UA^?8B^vQhppRmkIl=z^z^OS8pq2K$eaBL?LZhhXNaz?-C&)IN6_Z4-{`iQq-O5O z4>LUCsVo+gUImgoDBxA;G|Q_pWz!_ie}}dx1CGAarnVu9?KK#fqJ)#7?_FK=l0C6o zxc0J+zy7M_F&oOVIpIg${{Z#S1xu;I6&-U{lU0%un@&_#{jH6jryuVZ7^b&|qJj1o z+#8^v4Dan|=R0=fw|cV`+gi8)pQT!x!-ga;4;yNwrI`)pNC_jcpbmxxw_s(L<+2(Fm;}umch3kuS$oH(9%R8+)aL%Nrcs-~BRJW4nEhA$+1v)scZCEn47o}T+%V438HFQ}t=vki_GyzE7 zBM^)Z?BcGhVWN}BZ<`#|3y3_ig*nf0QCl>yIYM^^;Lro(^KINbY;wIvYTdTFB>w*Z zY0@tti+c4HK&-H?_+KmNXeL`5O>gr8hj1M$PCKN90h@#CT&=#Q;ngJhGh6b! zQYb@%kwJ*FOm0u^&mOf-VCcB(^rt}?M{INzH`);iSqBsV%X^@zsQ&%K z8UX0SBPl0}rhiO zfKFpL%~?i1$44p9)|@j+iM6>N^&3Q0i=2{s)ng>Nz~Fn(29&A3BH(44wN+RrgKVl! z7m_K1P&TX(F74gxN(-@ggddgrd(Z`Wr84})bsZ}lph>buGg}}!F$H<=Ni+*G<%Tmr z8FwzN7RRWx>(grHGTnMq7k|1t92^d7p1)>U5>Ui0bAdn}r3KufaHk;msIF!S9^~Yn zrm-~bLK}-GJW4vkHk27Hkpk zK_=kZSS)AfYO>bmW)rXh! z4b^f>#J@gh8ByA-wWL=u0T9?|105h7$r&QF?PO#-@)&mpt9_PRFiUe#ti=c;l|4mh zXl>4xWlP`}H9{o4Nl0IsGsQkPR>3?9xQ<8|Bdsd|ojTn_cORG!O4LUCMW99-nYbgT z6v^dN@{vf=h~wU;oMNY!$ewrH=I%Trq~2VImLDz0$JX0-%*nx0cdU!mm5ad~sKr<2Qw_o>orXeAzC5}w4@V|U>TThdzvRCL8; zYF-w+(`^izYYAWbr~d%2ShK1%4Edi?y~4&sF%L{sR<{-w&cX3C%k}=1lWn2vQkS~E zm&*&ujDPj2n`(Ae5|M8KX?yZPtlBzMjnA~}TBOo7hwdX@gOBT3(Lrx%GkdlyrOMZ zeeyp<#~-1thx<~()f8F8ZgE)BG`IIATb0?KfMk(KEP98-T_(!r=qkR*teCk{4hGG= z`gQG^`9o6iZmIE`_Jr0i;rTR=1Whf3QJi6>x0@nBcs%-7zxdl1y8T)gZ(dGo$sXMsF))R_4GaI+{>3&KauR4Cv5$y zUBGj-YHMiLGv-4W+z&(PQu%7`c5{=CD?$w}>P$I4P(LnDr6S6=3}#Zy;BDZFv!__i zG=c5mG7hoGwwi`~D`{{RZ4mp50yn0{Et zbN>L>s@HDI`-@ofo~?=!^4Cv*8@aN7x(xtcXf31K(*ryEaZ7Q2Ea3q_wg>Sw%iQbt zS8RUA7)aNltSN3|l2a|)ndKc9prCd-DZE5ud_Wp@JxSnJboaNH2Yu9@Oh>Zy{VOf+ zCL<9jjZa}z-0cPB?^API63*6dFYYqO)c*kW>Is=snHUr3Kl;@gBh2^$D& zyMx+`g@Oi9o1(}k-j!mxx|FFqRQ@%fmT|@Moc${7I}`4&K7dseRJPOMh%&d{^{uOD zA%!*}1fN=BTgfv9$CvJZ!mj;^5N=B5%dXwTL<%h+Jr4$e5u%zT&Y>}n{gH$GstDxC+oszYN&YtD`P9j$T0nfu zmutC?)PE}1jB0bBNE6A3ci{g3IsmO6pMP+hZ>HF-{5^k_J{vo0GGny2^W`7Kll^K* zr_eOazNdC(kaht707`*;V!m0AL$fZ&qZ5zkS^+QicZe^T$mCnXJCZX--wo-f{U!X_ zk6xpn!!?rj{wLP5`lZmdwI6#MN&PCKFNHK@XA^ydsVtkx>cW)jlgnpKk@3XabbFc&eZPrXOg%d z%o;8Qx46)>7=^8@UVX~-3%j4p8kRBQZCoso$M!p8-{mLzRXBB>I>IFW&WFsO-y`|e z-QFYDNLl6)z<3EOLPCZWgWd8t(O|XJ4osS=lbJN-B zx=Q(%vu-|s9Ov+>kn38_^h;}{T6t;OLP6u`YDi_Pj||VK19h$4?T@a~IQ_?F(+rJ%NHU9t*&F1QtMlk$^3OF5mW7f4Ho5P+K ziGJ2{>(G3}{{UL&^&cN=TC+93hOB(BcoJ>|bFtc>e4ZHIb|xOeqh(DS$Ka#(BM-h*vbw` z&-l;>o5!bkm&NX6y_m&p{TB(x@-^Ogd*RlTrVl>l1-lEAS5MHaY-94GMPfP*^j=*F zv{t*GD;I+`9}>=Pd__CXPiz1`L+@UV;r{>x==vmqEnrnAkWNoOj%%pYwJk44wqt)H z+paP`zlLke^)HDpE-d^tY}3rg@8^&Fd41^R>e)Q)o~v_trsF{< z#)*G(E}3lMm?^;lxjiw`yju6eo+a^R^4)7!doz#`ReBGh73e-3@a=|$V|OYpB)5&u z^Pa;#^rIqqFS+@<;Y|zsNA~6M6n4^WG1$&Zu6ZWxWd4=<6=C2Q(&kz3zj^Z~*sCZBMJ-M-eiZk778a3y)%AliVEefjIwv~c%JpTu&Ox^=aJ zDny%h@y1W{HKpfRjEo)Uw<5B2j}d7aX5)8q7YE$eo!R@3@+-hKABvtK)KRVU`#-Sbq=bh4mCBaawFYVRElHWA z=%9arrOgmjA69({ed7-dY3$2;KHa{VKgny5zxb)9Mi^T~NG*BINp1o9HNpD}2i*%>K2BeR-x@29i)R+~nu2SH9JSlN6bNX*w?) z)LMUrHBT1bAXv;$r}w&lIuaqtMH#6r)~PgbKsR}Z3Kys2Ucuo10EeQ+?R8yHe9AJZ z@A=nB;m-ot=obk)x7s8@!6O(yOxI@DD6=re_dUJqbrXW6M9G?4ZG|IVdk;#ly_Af0 zsUeP8ixRtid;b7hTZwG!m0Dx-55l!LcQ3%Ebpg}m>zWzhv|`2k^gq(LjYr2;>V^wc z-tEA~bNs6!*G$$tLc(|5Zy6m$6%)u ztF6oSi=*=~IRJh}v$ek;Mi}Y-9*i`-Fgg85pnRsxUK6q1=j#_H=#EN`27d!mOX95; zLySRV2G2kV{B9~Ct z{6fKPq4FYb`BTCCyJDfZ)3jX~5`ALl&zt+7H($d(l#^;2_lY0L(<1vVx#-*;57!i* z*}6W4%PylQ+b(*5bJzTe0AgzT=A=^BMz!)_&)y_-{CVyw#M%vww4Z9%uFcDyb`1Vs zFXLJ^mm2=An=D}#R>RW-{Dd7D zvD5wpK9v-j40e(m-w|Aw$<7Gl{{S67T9kN$#5%!fbUR~j5aV&jPoq;V^xInl_RW6i z%^(@u)BgZL;(#SO)LvKFbSpws^l*6p0LO)Av`{LGt!{jt>*@FkttPjt>aiPb3d}=o z(8_U-$kkQTZ7mLU8;`V1eKJ1|C<95nODg{WqWEst8RL08f8*bUW?$Rd61Scty7MIe z0G?wb{{TU%6Fu-HZP3FL9=QJi8k*Y1$_Ez@`}zG_Kg*>Av|qKy^`a3y0bpWPe`(=PQP48q=g zK%YQ=42r{=G~Y5?Do^&>`Q8A5*XHIXgN(>O3@Pe40WsC23J zFWQ*7_uy8XSC-mziW~_D>?i`9dS;<^pk28|JmG6b-%ha7Ek zFeE2Gk2RNXq-uAu33V&e5;xul{{XE(6V0ypLrIXsZT_8co;YF6L3OJ5pH@PahwRWE zzyrtQQpIneX}gV-V(MYWPI~?{A=Ddn)$0p;bnU^d0H<%^_##7dsZP?c{v2TbeAVym zYsgSTV`t^UIx`S|on%~ipG~x4u_&0gOjZ@p*7alOEx|}n@L+L38(Op$?Tf8W_j`YF zM^DJr7V!{UZ?I@-zIOgBV;_kX%!@w?X^79MT!|;^{73m3qaTaD%F;!pSr$|GUq9nO z9X-yKJQ%$3J@_#&-~oa8DXNnAufqC74GolDWT1Sf<{A75HNd`=;y)GKf5gT{^7D|b zjz3!Mw2ujCx=pE*SRQy&?mv;K=VIhJ%a0oP&tC>DD$JxKfK`W2#0u#2-veH1Hlp`k zo665sAQSn6T@?O1@aB(c{hg%3O5+?8jQvQiF6YEr{;~uSe(v0!0^t7uN|KJo+S@|Y zt=I2yPX5PVn!EFQ*r`Ck8|OM1LS_y?qNv(jhk*)XGZ^0MB2-ysuLDtz~eF z9+t*E+zbMLn$&i>H;jB+ZVjEI+?MFhRR`;ec5JsKj=xd(gB7F=rf6%^_>Fm%qp51z ztNE9%Wi8kc2j!aeZ5!Y>h%VMSucZ4XIbb%Q)HQoHi|~(1(}F$vn}R!z2mXarsWxRS zOi}Wcj*zpWn|REUj-U_zy?Ta&;T>XSSq-)n^d}sCwe*}C2ZwB2n>$rmeR6aCYf+}R zj4A{PjtI~H09v|L1bOqsx3S{dPs1%jc4MhbBaOMp=a0_2tuNu1gKT2NnYo_$gOO2?J5R}6%nB5Dhci*Xm<01P)M%BaVG+! z2_vsTk4o0a$fm5QNfggH-H1_|xUoj8S^oekmOmu9AZ--DqY#+3Tc@R3DmM9SqaL*c z(kxPa{tYDeaio2E&;-Ge2Gm^C!tq0GWx=j$=Tbi^LDsAP0BA@F4a-mmQFDAEiJZQ~ z70kY^Xu!CBzO@9f-|CF8C?OA1TQK-8(WA`rjQUnrV>!paj^XheZUUIL_tQRN2XD1^ z7M>rnvLOHuTDvXcZIDN_deL?V9dDpdfh4Wh*0o~Mt@i^X76Y|zG;Ze^{OH)r@}JVR z5mZ}RNB*iHG2W$8V)@1h^rwNiV4jsCh~!)aITQg{hLN{t8SPDE!s4!ZU|6V<2VPkS6OzAq}0*C(-O>j z(ALfmCpfIYr{zmLgJNWwpX}z<$DA^KD&4%2K-ept-3?swquu7rLu0i7X2-T>D~+q| zRo=}}%d2LzUPxJqkL48(Sd0O?Gyz&N$Ou)*J?Q%}C|! z3jSF`xx3TA1as1r-G1rhieO+DbpRLub5IwNPaOJF+=dva{LQP#%>Y%NH#m@vYK+B* z=YnfyDCLm)ikWoq(gu`pCD15lnZaQM2L^Ce_Nh`RX*`ixbiW@jz zN|s5YNspE{nn$@WkUt|p6pU=Zl{g;s#VWZE&%H8P_AtOFwkoSTWRuc>BzljnQ9Ph_GtuQDGP#IXvusIq;x+0IjFNUHg!AuEh^v5oxp!i^|#P8vP-tZafLZl`E$c?GArnBhd;8-oviS9gW^2nQMtfzWsD?kkl!<- z{KODOKJGhL*Y@daV{aXungog!2#CA|P%sDJE3OpZP(1$t;kUwX2K+A4QpdwqikA+G zE-qNJJgtGbiFRV4h|bV(E74usps2}~M!@+6OXY#o*6COT``u{@mFZI|`cQc5ObA*s zPDMzu0l_rw-KjDt6~}D=anhJtoz|e0PB17KyN+{GWD(6mibql)KN?ViYcY2xB(O5UEiJ%{4NI}TYDy@u2TCZSs@;GnqL{}6iU13a z-Dy`RlT1{>%T%-gQAHH&0Ywy5fKf#h08vF0tOx(q;f#+9eB*=Ol(L*{=XGQ*qYS7- zjmKK&ZoEeE$VIy47rlHL_J?>-9PVWptgDSq&fE}O5-ZLn*DqPi$ooOW>9#Q=Ou@DcoK|d_$X&^1qhRkq5ksQKoXAGpbv~7PH`44E z7S0`oa+eyt#muc5sUVKkLIun1Z0;SX1Fe%>c9Y9c6b?zOySv$DJDN?))B#lCwVruO zN%Add{f|$z0!g3Sirs7mT8S=L4CCIk29+!AV8b2HwM`}FpBE55&__8Hl-iTCVKP65 znqX3q|DTO~V#&JLkt6e;^V2z;jj9Wm-F@uN@IF0}1gH7igzL_+|5j(?qg zi+m6G!)N2oKl>W{5no%VP`sS&3JwSu>Uvg*o-Jy6p7g?8=lj(87z7AMJ?Y7CtAQs0 zY3?GsR+=M~9c!TT+ObtY11fWxhF2woZn^iV7b-qpMLkH)8>yg0V+5dn>!IeDlDHdO zb62?o(yGtpkTb!c1r4|74aoGXvEC~Uk^mdlvWmDFkM54O5e3HnMk@LNwr6Gew`ba; zmTxlyZawOpKQiG?NUL$MA1ief#*pCzav|I|0a?=8fVqrg+O#8P-o$VRYIOGz6M@!( z%w=+1MJG{Q#;r7dZq)#umDgUvB(`ZI;jxP0;<&sv$I<15gL%RpR`P5|#(mhG7LZrlK@ z%?e^anE8v9^r)n@bosM{Bad3#+L9)B1*DP@Bw+!`#|D5oS5mA11+&oAh~;FHF4+s( zx02R9fgA5uT=s18;YS_l0(kC``A?S>uNBYQP{%Tc9=+?GlGkbw4mQ+jG{~SSAex(% za`n!EYj6mOwl8|+F7(T*35YA0doZrL-ua`#N-_^qTEN9Ro{qkiqMJc`o?? zRyoEK818%5Q+uMpK3XBO9M>&1oVKl;9259f%4v$-%GXw_as*?ib6A&_*BWCLOvs0! zu8|J!m!YYH9C>mkKBl$xD>)~+GD3j`Q%gxupE%)< zK~zMxDm0NuG7c(uq>eM?%lA!Oi%1SU$2bF;boQ+l(7+IS8VfF407^l%zG(*G8c4>_ zI#VA-Wm3~P4cHphww_3oZESH>t{v_J7i^By0gl>yk&WSlW1z^Y;^yki<~G=SiqbJm ziGbvew8-I7-@jeipb25|BYAr#i*r=)-|2dr3wf8xKSNdE((UD$Kx{DQ2hy&e3dePI zyd9$)f1J<)-9rtL8zlum`FX0RP`$PRq8JQ0tc_2@x`n*V6f-E~8g+x;$Fe(>CLz?~ zfH$o5Ql(|QQa5xw)z#GiVsS}MP??0fc*?J(0CsDveXidZ zF>V>{Shspztn4O-gMRSf6TqVH?DDetWMrPS0j~zQS=c(|F<7!{8JWC=I}fc(BFP#BjWQ2Y zQ6wn&4mNwx2A-9vBv%3D86Qg3*EO4YVg11A*EP%=NZ@5E+t=6{l3hI9A2ANkV?Y+I zB($C)E>q?mD^@E@RfMwvwAKn)NC0PTyK7D>lGuuGxma0{Q%3^t5e%sHu7Iz~3b$UO zsw`1PNmao0r>mZ-;QLW#1ea=35E*fvn5wbFg#aIUs^sq^%B!4Wt1=i_U4CY&X5?2E zlE!kQa*nl@*vMm_rEfzd(v~v!?M+w*MorZKQ&^nFvS%2pzhjPDeX@)L&PQ5=5X7p2 zF~>EfY(NKd0szGTWZPX&Vq9C~py&;4+UiMkjrN1Iip`z&%oKDz>5hn4ZR6C?2TdQA z$&_H(rFf1xToL(KDkQkElsNg<(zfmOXl@8u4%6O%A0>=Z{O!S}q*B}bu?^YoYi(kN z;ylLq$6-)3ZwcQS&$R$o`%^+TNO?5Y0sdjuu1OHMK+Z9m&Lhd;MsePPWwBvnbpU}^ z$udW?Jo;9AcW0|F1JbNU(aL{xaL2U!Mil1CgBftm&;oxx;3F7T)1X{_(PE(UlyGRz1N8HpaY)lGD%N$S@56 zYRLpQ2vvtTu18SQ_o;ZgDaCd1?hIS86_6mA+DKFQjR1M=wZ+DhenV$t^{(zKt@~z- z<2?wduJnkejiI>z09XggYn0ROpG~>@EzWjljL-+5$1|L}jlk9MaR^R0Ca_jkoP3@7 z3b7nqsAGaCF|#%d@{PN5gHy7h;z8E3o$f8q&GQb_^tqB&t#nQ}SjvzW9zr=@P& z>jgHuah{;o7U3Y^{KBBwHtpx;phtBj^cOL5d2ZD~qCz<0x%HAj10lhyiE|$heTU@a}lRy&olY6v&&u9-@P z!35T;v~t4R7Y4YMy=d^EbMIRA`k9RgW1P?h{e~>2GJ2YG#*1!c#&X>%irq6YcIax% zH)z;LA1-r>Ry0kb6Q)By&Y&nfn#-F<)3>yZ2xsY<=x*juF#-%JJk(!jXCy{GQ_#|~ zH0Ng#H-t3FV3b1{iOq8>;H$U}{r+g|E7ttEl&E2XeX6z1wA?&izX2)?2uM$S^s0il3qD&3zA~=wI0SHNKN8Y+E~M?bI(%k#^_&ijPqE zYvFx!#Wubvyg@DHkOn9DvV}=u(BR;bdGB4JvYp;Ro%zY#ShQ~Ht0as_Vz#tJ5+5)UB-FF?_l0&o#>> z{oTMINwGiAy;X)ZELi2=)c*kb=;k(1xzc}YUR|dK*QFy{8V6&mZXl7#1B#%^nGX{D=dNl$v#$>Ba@BU-IV21UgG&`B z-m&dg`I!1t*7h-+d7$Kb)UmGnk-dVd)#QR{rrQw6J?I#~iGsax>sD=`cN6j)-4AS@D zftmuu;&_>Sy(v7|Pgg(vdc3e0;s;W@!ya~yzoihR%S3V(2)%QYQ?K?tzn3V@#EN@l zP%9Sn_h|uJ3qs0x+~3cde38R$cj{LkF#Z8m-&NG_Ro2~>$|dy!n#y<5tRwU8RNhS9 zsaxLbI-F%KV*4BefZQMO zs9Q_3jl*iXhnb$(C;1u*C>QX(q@HQa(kDVUb63|^)$bz%NwoVqe+v>h{OMCx(5(;I ztZnyp-_B3qYUn!6(gw4S$c+8m5KrW20;_mtTd=b0xBC$N<;VC{hyMVC7fMBr+Slz8 zukrlcntZw;A!gR@cLB~n{YI$$t4FncmTBidY-jlz0G@4M#5al{)8JcJPXOc-kD;vT zd@c?r)GoKV<-z{|>mDmw-hFQU_S(WAL)G}m{0&*xpXGfCMz3qKIr`c&3F25f^xoqTq zmCIas<6PEc5op$aSUm|K@%W6?R{j_9E~h(5s)7bG4;cJ`s#fR@{Y|Y)#l9EOn8T*S z=F8h|;g8H$A91Ppn_jvW*2nD7&(|AIABYv`dUu1gZ77S2<{R;okblOK`^Nqf(ip>N zpJ=#2z);`M6{=6|88*6Vb2?|kf8TkNf?RcXKmB_2C}6Sh&8GXA7Bn6I0R3FolVAA9 z#~vqhZKT8Y2s6xs4aedIKT7z1XOv!eig&vt^PGYD8jfYqEc%@$vGGzUe|4c+wcNvi z*~0#!xmh$n8+g)Hz1QaZJ*#vzorqw(f@Sntz4!)Q=itUT_6V-6dh4Rc!Oh^#a)CAyFX zeuEVu?~-26Dj}5s0RI4=THrNnpi?RLk6Njz_{uASUKh^pFnIoznQNu%THA?jquPh~ zvN8J9-sf7=a;)wM-0jz*=91sT`rfF(S)oNg#6~O9G@k@n+2U(Jtts;gsjulh`j-9CmlMK)11jk(B zt6gh)ZIneNm^`12Z)28Il#Qru_mISlFHY5;b*pGvL3^2-5_cezTr~b9)oxGObg0WS z@H>Axg44n`_m?7VYF(<_vL1htpqRluSvBvE9{JwiOhV+I2nV0cRS0}PuWM2poB2Gr z{{Xvz{V`sP{g0#RaPGB@RO6}t0QJ{1cjH|5(g> zV3EmV>-o}aUM14>v<-1680-ysyqfol{6bB(mW^d@{{X~raz7DO=kSJ^V(X}Qp6JZu zounKS^jbN)1-i)5m&aO$y*Jr(J7b08%qJhrQpMo;E{W7UM{;sbcJhCbr`zhz=q)@q zX}MJ6c{u+7(1)Ojjy^Il(di?%Mde^nbrRzQ;nBQwMY_`Tq zoO8)NtHk~SeTTvS00*=W55!FOjTCGb2k*2>I-2$d)BIoJWAAE^{Nxv>)P9o?Ky?Lr(Arb{*`Ll9UDqJtk2qKUY&aW zJXL`Vuy~`ze?8Ox0B732s8h#kvuS0aXiCwH-OtlJ^{ogZ*R{dEX+@-8-2`;~DK2Kv z^cKu4ZZ2`pUcaqXz>3lz5o!(@PuXorz{nZfS8fJ@qDUo|{UYb_lf%mjrLnH>9q0q;MM{@n`3jBQLd$Kgy$cv7XxZ<5o=n^e`V4l`!%`m#!u%_ zLuaRH@+<0do4b|gXF;E+;+pYa%A!f65yRJD!8HI7D9R?lyze~zlw1p1hNr6Dfd!}* zcH@JC)K*ojM#fCqskoK9o&c(|U99qXLozTtb`_z@Du!T~9S1caSej!f+jM-%y$3;6 z72F|Q;10s8HPmUC)a@s)b5&nc5%CIr-b)$`%~{{WU?M@#cQjZoSGv{ih8wh`EMs2*41KtgxP6_`IC(K_p}I%`#0`wQ(Wxw2Ob2`^{O`x}}ASGvCeT$ayFU{J5-}+l^aR zw?~ZyqIXe)S+=$|5EhpnZ0p-6ukxVK)Nc`M8j6^-c>c`?LdOS+r21Bu9DaTM$)0~s zdj1s+!)g*|%yA4pfDh?dlWKZ=8H&yyGGWx@f%?-Gk<~?afA)VS!XS|^@e(-t=CQRa zogOGj)UNk3^6CNS@~jE}0JZf3KG8SX;r{5`{KaQqYW^Sa*a6q=GvheP=B);VgT^9r5fBLAo4fzmT_&4l3u5}Wi6PFqP z0PELTX{&f&Nd48jhYUFfBxby>=1phBE|IE9mg*NA*H_{H0EasD&6%HrK#MttK+_)Talk+Rv0p^R;a?70 z?fX0)YmTJk*F$Hr)BZi}(Mae=AJVl{A5)d$S@PO=590p-j2MVrbm*V4D90a|uDeD3 znY6gA{LdC@KWexqBmh^R_zTy*O!sduogqB-sK)Sjbz@s932t-C5Z=clrF=c`j)NR= zY1(>76Zo8;>TA3EV?zqs+Cs3#zud)FNY`)#b@ru@Lb>Dv{(b93O%m!zj(eGc`7v@2 zTCMxk{{VRXC~2Yx8@M$xU2IG!+-lW~uHNNjSs3SlbJCqHss%40&VA~%w<9M5=FL@U zWMhSFlSoCyirqeE6;4e;+#fDA$*Q+6DBxv{QA<-H-x`qgtOkS3@5o*$f_Dl)r$b|S z{Wu==d33f_%!is_V6c&nROW%^bSi6nSt=ivru#SpB#P$)m6q0N7&Zx{YbhjPj;9sX zM9Ld(1v*iA!sW9`sx+U42N$aNj27C#^vDGfex`?Hz?p4UAb0yELXCu1LYD zMH!L7b0nrh{AQYAkVrro_pPX7PF(TpRHn#w8OC~5fl1+Wf-$0?z%M^L?}0<@{WDh6>x zeo~UII@PcBvoT&2Q_&*?=YoA}Fe%9U4%OgNu36M_LF-ySWm%kHbg7;lrvPo@fHS9& z3oH?@KD6U*;O%dicdEh%4$?kwJJoOP5~QHucQgTX+GK@~zgkXb$hkPcIEb{FlZ^MLu!KhCx~D-v8EY}$^PZJj zOqVCOYO=%337+_=8s`;CN5^y~z0RyYa z^9qffS+<}j9+c}FN4&To76a22)7xk!1Zy&2xPIoaFEtq(z7U_7;Q$QR3f2^CCstrR`i%z#P z+zt-|9Gug99pNt${6^JVOYp_Fnh@eyivzIfBZ`M}Vx^ggIW+9%nxKJo?wc zpLk#|hVE{gV-170d94_HISdQ9ux-D4kN&+`ZxbL^2_{MD$NvCYvPQ9SAt>h{&~uw! zb-Wv5RSk}qsyEuJh>9*h4l6OExsVo8Rao_>L#GYpr#lr#e)Iv2B$qRTwnE3=r-x3| zB!ujJnH-N=+J!7p_8|^bXNsu$!z-0+XBZfu2ia-yK^`Xg7qJ~|=kyvHC_Bd{P3e!yu*$CZ|dz!rlm2YTN+`jzu zt=7O~TiDNZO9d^oR*ZUjMsYjz8R^bzN9_uP`6>!0UTYfW^(G`h-@GRn#V{|=av{f* z17nI}YErC(u)<@ER$8q42nqr2YSb1^_$+t_kZ1sw>gMhKPL&jPHxD>z2^{lU3w3E~ z{#abM@~Hm+wKCXIymmAhjgr+Om+y70Jp;trw}N~@Wv^*XpR&yyu7dzNs|G4b2N}jQ zkAAo#1l!$RN@UK=){V8SAxP8)O7t1Ve=2B+$C+6DVfbb7C&Hf;^q8j8cEf!gxOw0t zQ9w+^2(Fy@;aqDS(;+C^7e zhgg~xJY$N2({PxvZrx2oWu$b?1Z@cZ^(07R8&6Zxv)<{z3J>E_+g%;_erXJ}(Z50} z%D0vTVDM?1<8#Yk)U6tfHgol$2JRWaZfU#QcLI}v^8hJ$2S24|0%2S48dDr!-OV7{ zY0HmV3gs$EV$weYYE>{UESq#~xjidj%16q))J8PU81mE!mE*rM<)ryYr7I1}GUp)C zBvI$)915zjc`RKI1ClA+F3el~F6s#uTVc3W7QC7k{rr1aS6?0R1eY8hl?0X+_w3$b z<*L&OBaWWoPtL=yrBV$8%1iUy?7f`stEP$Mm( zbZngD^uW_C7t%>Zag9*p-!COBq18jkxyg;X>Xa1MB_vEX4SS=MdbXEf=& zI3Q1!V~{)020gx&c98B%jo<9l^NHdCJdNZGlf_n!-&ca@C~cv-bge0yU5}X)a34-+ z11WU`MZ>6Gc@=nG>65My;ICS#I!iu&(QmX4!n5MjY%UeU$>p)24dHWYtMfn0P5VR= zkjU8!R4u$O=HnCZ0<5ox({YU^#wY_t@9o)kmchkROZ!-fCAZZJoeoIk1zT|TthsH3 zZey7aCs*DYjwgKZJ7@m@)l$bax%M z&XTwwaqV1s%+K<>=cPJbNu*GE6WW0= z+NHD4T+jr*aSgG#`UXR^`x_vqq+p~R?_)zW6i!Xp7awfhl_Ad zB5j%MYMRGAjK$r4_j+o<^?784(_!oDRO7!{aE_eR-|CL&$Kg$GGPTS`CG!kQlH@F@)K&T9oa7ZFZ#k+hZWYbc ze=82StxZ2uj%>jo$>?)H4TkxjYP*J0#a)hQM4408ohFZMuv|cXZ08kHNLnCw@tO#G zn>blN)t;lRQCpdONO&|+@Ia{gDA ze>xW882OZDvqj6QfO^u#>RS)c&<5~Gu2dMDD5QH&E9O5i9+jG55&Y=c9+f4wp*t~) zX99pO#-XDuc;=(dK^ez5ry0^t9EJ9!kt1{s8}mRG;g@84OJ=Rc7<}#gHO>&==Le4U zcwW2^5XxPRR;HIVrj=X~yBMoUeJob~O7eYcj}i$OyqOGpRjBTsJaR}BYG|x=BT$eG zADN9W+E!nb;avBu6uehav~nuRJMhdfMM;^YVU9i&u_CWXR`}p0x&sqUl!GDEk-Y z_pFET@O+|SM|}SP`s-dBiKAeuahkNZXyl0(IO~u9099t=aj6`%o)VfgFCRO*@m%fB zo2pwA3a;_%fnK`@l15{5k3&$n#JkF5R61uwYS{7{TUWu7;4o!4$4b`%C(96cuHx>+ zWj<(8imq$}K!0*^oYe9fdsK0T=GZAlZOl4xO&3xRyYj7d*7{zZA`sDqZ(5FD3hgD( zUlFFVE`W0Q7=`13mKYY-=#?=oVG3I>V=%QW#ChqdzryYAR)IO#lbZe3z>I<@(jJq z-cmpC=SqTkwUz z$)H!(ZZ`4CjQ;>i&bPRN5#?#H6B#@={{XdI%vaXYlO3|P^uwJl);3qiRkVo~bm^E)3 zYiwe(h*?5<=V>_l)wAGPbbf}SpT&9xlz}wJgpN4=Bl?k8siJCnutmR}oHtcC1N5%m+rwTL(XCc{ z$5I!PdHzCxInV8n5O{?)Sx4ooa7P?|f}L&f<|y0k`pwB%I-K%9My-pl9%)e_u<+zY zX`6sXKp&W{e&0;-KZvd~s=w}g510B-2TMM$;m-`gyG~JaJ07EVU)H&~JYC|APj$Vt zCNVcdft-FKy3IGh_SWc25L9~{=j)p4q@PC8EP=X_At*UL@%quJndO$A71i|?D}O6& z@5sRYMRoQb53$l?Gfn%**Qg`^0J5%cSNN1IuCR_G7rE0dA@Y2uIG>Q^Ew zNjjqKI3I>6AG~_BJ|Xbtk{WoOeB5!2{{T@~mwr0ebv8D-HNM^d0P@o#`4Lrge+6jv z@re``fA4(X$eQ#E8!Jn6RfKiv_5AA5EiR{=f5IcI>Qbzl#p6%7Wt3oJ^2K&qCxtW( z84GRSEB^p{JXcR7cF~>E93K5~{Ogw0JX7J_1T#xFnEwFWP*3Ytzq~`g**Zg~lB7aJ zC`TB<%{Kb#*Gsn(U&s*@bwB-T@tgkuh&t}3;dCo=6g@K7{IJ+910!dy`9&L%dPux_86a;UB+YAbv}cpVM)#L(;UH8x;{l z_t&O>!nQo9!*E zCz|2)uZq4O(iMe+8`+NmM?v};@x5m6#vV7AqOaL4TlhvZkH8A=yeZ%aG`m>knM9A@ zIsX6}PG8C#zsz9E;(r?WzC-pn{>dAAsTln$V@ddVEU)&BR!=d{P*3(+g<)Vtl67;}&>HaX+Y3^-(Y_Wz;ms_BeP-n?8yF`Nqpo?c zqV!nP?M-n10Cg8TiS);%d^_=v#4qtf7#Ht>lpw8Cy2@VL%DQCv;8h5S|GxrV2CnBjgvr!9JIKb3k8jo^JNMg8r-^Q7)has24Li}zBo#4Yx{ zt;x0oVH@-${{Z!cZ(Dplwnkg+Mq=f8ApZdMjdWVpxus~ zmQ?GU=RcXN3#sdxoQn>h^4nwYHaH)MtIKWSoeTXxUb*vb4?Xeu3d}9oZ~P@%rPZ(5 z^ot^@$7;DFAE>AkM7MABzZF~wUpc|Z1OE9npMB%`bv0{04Z*e{#{7REMOL)%*u03| zc!GR}Il<$Pz|a=%Uevr}9C*|GJ8Wbi?NX$H{{W8+cB;1i7V#FT9GahtE)Bi1@*@}^ z{Yw36_0Ng)oel)B(QL%h0mA}D53eBmRx=L}>%Y9#Zv=L)&cFu)-v{2N<0HG)^i3ue zgTu-ux^@9T&U$cpA4>UW_Rx|`j|F&6*8WYBU1~PjkJPYmdRNq++Fl>ir;fu)fLurj z8-Y9?G1OPb-?gQ-t>T}F{{RcTIE(w4wF^Syp#K0`z?z0`z9Z@%4NIkXYrz@;x3>)< zS=)dzMqA4q_w=pXD7D`Zm%8%}oOr-IHZ$$TLH6AX!}b>1MVfuKdoZY~GC4tvW`vW) zULf36f3x8O2Ot_?_GQDOcz;JNb*x-{zUQww1MmYiYTH=6)Q{Qp8y_uOfY}(w(1BT2 zwpu2OChLg}{mJ@|(z^?1*EK~SVNbAHbS?6q)2#%^#<}p^XstJiFH1M~0RI5uO+{;R zkd=eOwmHY~p8o*%)oRaeqG^otYBT+|W$B!c&{J1e*6*VGK8I`ebjQlfS0Al11(Qmi zbu#O>UQ&)qf&T!+)nB%0wuo0qgwDr+-9Pjyp>w819D?V>ciY>mBIo}AWvLTgmDB8= z9<#!9Sr7FMRt49$)@~Qf)UQ6v4^XFRLP9-SB3u7`Y)&*N21g|o1q#8-mh zzvr5a5Pd#cV_!syZM3U@vjfMNc{u!OTnjT#sonhgwa?ig{@}sm@TmUOh`7FZHI^1Ng03$;g9ZuE{4NAo3dBM#U!xqx_@M^z9E=bhCI%jOcNGRf#VR#f*)9LXsG z7oraJPJMD6gtUSHIt2xZ{HVAZPZyW+%_xMPc8;}P<57kn6afNd>{cE6G zjTcT}s~_5>^yyLE>US3eESR)_{{R5z`BMW*6w>soaJN!!Z|<)r^QzZ3cNYp;#YMD0 zeeMZ0&HbTXR$Cad2k{ffB_tx^k@BDI=i*ne>rKJg&u^QaxIEfdSP zU$tBl^aJzatKB7@of)56ywCd>{{RZ+WbsY(%q{dd0!GK>ZvOzS1RWI1eHwkIUAbFm zWBvh-e-*4@<6B6{O*R7Zo)D6G{{X&)Qn}GS)O`N{5?*D8J34>pCXi|!A<-?BJgzsB z{xk==S~hy#r@mcg=gNru*!g(&;;Eah63#&dji{Pd{xVNr#8q3lqsg09pL>7LHU9wX z8l<|MvM$?8e=0TTbD!r<%vVPA+ukzw*B(-z;2pmz$z4c0eUnRoi4Pm|pU0Z#?{4hl zkV|;YG^3(`f2Bzs?}#s=X!H#zhCjqe{-TQ-T;9CdX$gD#fg|@7$KC6K6eCKv#I5{Y ze?wgsneey88p&IYVN68!I6uhOs%bw8Ec9eq*5fmM5BSxnNauB;csw?qAl4w=dg3(q zz{lV#9^w2oqFo6tBRY-3e*oMteM>tm zeUip7iG@W@033fxsVRYG@`>CHYN;5!Ph;i_KiSUu{@_WdYhloGaDylEYVS19g8mWF z_K6`k4yUO-e+-)TE%x@T%@HVldBsC4@ksfIgPy0F)lxD!=Wa( zLR=VGWWo;IidVii>Plzztow~xX%R;JeJg%Q_A%#WrLektPCATW8Xv#7f!-sYGu z9Y2dTL|om5dv#L;e<>YFsDj78bccc7u*K4E-L#zgRi^tz&JiO#^ai7y2-O#Gmno5o zgvh8%_V=jb(66v0VYC{uG)Y~8vlY*+9Ow!ysHBVr+$~g*o<=N#b}OfYMuHpz$g54K zK)*C&iU8qQPUD6ADobrMRgwJ0ZHZm17Iv|>n9IoRPLfFFZ=CEwKpe03MdLU3m$|9N zk+YRN_pXP}wS$CWb4VRn_}mcdH|^+6yV_1au{%{yET0+khxcUf$dr)Y++UM^3C+DY+oxm zgKsg(5s^xW#D#k3OtUyRTnf*dWNE%a1yNRG4a9NcH0w}ol2$n8`v-ZoEb} zRy^9olAY1~wUT0tpO&TB<)-{(Py{y@x9-JrkyREeg29~ddsVfUCpgHcrkRs#5Hr|N z17&4{<&&YPR^lcg07&{&Gf30EU3v7Y32C{5GX)-$0Li5%_fZU0Hi63x?m)$CvtBVEA?gd=gsQ9u=#Fk= za!qW!Iof?HwAXS-`(yjLtk&~nknZehpfqkTkRrzqPW4tt^G7EJq7aYoa(Y$BQ6eFw z`Lk992DifpBNX)c3EDAI-MsTSh;-|kR^@T&#Q;SkW%KPql0Nr(c|q5$Hf^B%ha`0s zm<0a-APT3R^;sMff^upmcL0LBPi)nA*u>sp@791d{KvrZ4&A+J8u%n`%_c~!2D*7A zb&T;$0m6{SiU5**O5#P@je*{?+BZKle-&8}?_t?{)Kf50RJKUyC;_GwR42EsD!QzH zG28D|T6Rzus+x(}*p2+H0BNk@qbi4XJJm4jA!TEM>r~4+f{XI0s6^n(APtj18Xsx3 zw*?)CwNW>g?pteyBc)1oIj>~F%I+O&pws*rZmSuUij4f;^?bl`K`t*CEHUxxT@8kW z(qX1-0n{4o<*=~Q;2u)~!|sZU?eR>Ra21DKRNM;j+oib0vJNV|%E}2R1oo=aTwKgq zq4{H8^%x+4UAHl!;6*-Ah8*NkxD>$SH0O3BX55O1#HzcCb4UvKUBvzBm0Y0UV~Uf> z4xVD1`ADr2tWqebavPkbBh7gjqbs`F#aZd0y+3 z@<%*Yu%VLTXA#DOsbl(A(q9Yz0B3&^_@-smJaAgWPAVB;!m*HLNFOT#yk{o9tN3H^ zcf;Qf?9$-Iw>qn+-#O15461^}a7SLX>rW#$%g|QJAakA=@UMqF5vGkN!nJ!#u>%}u~}Ueu!lnp}`6xF@AZ2*kO-r-i`g zoB$NYanN}qKc(t0Ywy5fKv;Ac8*O( z(i6hd<3POiCZhMz0N^{GwCX6PfGDDhpb99WfIt7&`T4a6zL3c|B;&SfA#U@4g*?SQ zJ*!Snu-Fg@4I_0us)9sdAwpE2%vpyxGb)fpo4*#XA@Rz%kqGKOY+05OVx*e-5m4EY_hD)_ax zwv%MPKOBkx=T=D<0Z_4SxUFQ<9X30hhV|`RK7EuUF~x(7b5Y#g?~PY(aX<_jWwI!D zmps*jJ(L-mHqHhIHHbvg$lF2NQZ188%8aB60JA2f$L?{Ou0GWuFT3!oV%jLcIs3GR z`Z1Fncp`uxj?(7gad6udo_ldtyv-`i6peQ}bZ*s7ONrzK9Oav!65h&U|wNcy) zhU7Z#00qxVWUDmN0;gy})~0{6EGqATj<_`x*YY{?p-h9`wgKN{vyL(54a|C+(vfEf zQ<29ZMN{82@8$K#r552ZvbI~kC?dp?UNO!98R#kDXT2)f+ES+%Huj1F;k}JIJJ7_i zT<4*yL10@OSerL)TYt57-U{)p$AGo?H4Amzk+5R9z&IfD*RZY@Uoujz?edDAWr{>n zgqHWMk({ZfkJn!Tc>e&y{{RwnNOe6XKrUg0KGO*elzal*kTc76uA)!9^YkLWDt;FH zQ1J)Djd^F&B;N$AqIh2zWi8GQIO$)go(Az=iSaW-8jhL!yO6)Vgq)RN0XR4r>)Z6~ zrMcqPhbu(WTEakN1R9uSVjD-@?N6J{)8+Cm5R@GaNT`fAM%mrktr&6@!C4fni?p7G zsy&;y&4F0tY6vR#@&c47gXWOJ7Ls6Uv462kVLe&$f^y z)Q5NO*M+W{)9wH|cCJ3nB6bSgAnRRBHxM9L<7|bX4GCgai~-b|hA7@PC;?zIug_ymr%7tD)>`MIDA%H@YVW~N3}!k)ghU3o!)j8Z6OB>Gg?3&#hiYG^H0yw*;= zDnyh5Lv%D)w8@5gEj;5HVNOu858WDFy}Fu`2%r64(!5jxBseFW)t3wq;AB%GkId+C ziVX-_*b>=X>Fflrdk+VpQ?GwoWY2Muu? zQ?Wyh_~6zI@Z3ak7~BVOU7h}gaUN!b3itc+NRL8jq=OVOD#y8aEeA(@#S$S5^ zLtUnuI+)DUk-Dy;*j^!!AkKT!F03KiWr4P^9V=plZBZiKE3V}{3WEOn+sG1I@<`-X zG)p?OEz0f(rYfY9f+S72rDA!_Yi&v(=&}IY`ukT+4c?vymm3Q5t5%T8#z0C6*R?Mk zxlEk&re?Q2NXHe-eq?S2-&(@InHE68JYILt3(0*)(e+Fa*>Zj+bwA;z&-%C$(qIrWnyxWH|@50By!@pumn}fI3ytadIKv zSXLj{Z(>Dtm(0& z(Xc?QCGW*-S?W54vJ`1Z9fkz}bhGK&V?UHfmif(5TT-)_RE>kZQa93016*=*)|)n` z3?t+PpQUq}8nVQhPS=LV^L&%Ws1keTd5KOG{D9$?8L<->k?Yy-H zwIoaefM%;Qgpb=jC<5Ts8Xy)xTO4Mu#~`^LVo8j1il8BiOL33ARm3vKmW1sz0oBHg zV-9(#8CFFhhEMXYcGp^#1PL;I)5)#HyS9}Kk$3As5=2REB7c}<8oU}g0Sa(^>Y;E( zGmlDArI-=ggCJ{SGVPuz%8wxmqO3c(MGesRrGj{)CPt^1kG>}I+e8X;f5nC2X8FpZyw+z*pwD{XHt6}Ro z5ZR~7+t~D{$16-pW3;b&0Bp8tAU;C81)BHUqSTy5<@6*R99$sg`6Mi_ecuEH}F z+HZ9OBDg(9!aIj0K1a_Os`i?d=9e&r`H4Z$&!- zo~W~&WNqw4XcCiWobBmA9LvbUES!VuO^Q;OBaz;^0}L*pNCEb$7g}_YjN6O@)KCIN zEHh_e+I!WswwE8fY>uX|yq8wm7v`(5U0hoor@vYNyhD?>8-41;Q4{yhX^VK0CRk*O zn8^_VqBH?0l1Q76nQGEp$BeMpO=OmxPER7ES-jRL7m@2p5z38oZ4;dNxhI|}sT7g0 z=O9%ynn=5INN%n-WRI4r=58kZ5}`YIBfe_Z_$GfP7xAucIYXVm;GWerzM(a|#yyz_ zy&%xgxU?xD+C@-iWPG^%D^(mxmTt5>aX$yG1JKM#*l-0~7tEZ$IHC0NtGNzqHsUGM z{bHS`(t$I2EBK`wMt*8>Xrq0Oa8G*X3IJ8tjlHX08?C`ih%xCvj-4(40CpY+%Z`Sa z*OLMwzfAuCv^v#9l^J&1H(sFAB)Kr3E!XtT2SIXC6wDSAg%v7W2-`9)RQIfNDikcd z8oO(DCWI`5IO8=oD&ork`9KE0VI<5RHV6kwtkFqpCns?=ZIVe2$g)W3Qf!GAY^Of8 zM3khsct-A->?+(hXz_v%BehhLIHe@UagSQ5JWiNk*aCr@Ep{=qj?75xaN)0QJ@j{6E!i`wRo-b|S=ADDg~sc^hm(ou@vow+-tos z+D_!$$J4Jhg?Zt>3*F~+w(@_7G2)M8Z|#mA=i(S`*7{YeNXLN0@%oC$hTp~-tRZ}^*JS(SLC!MQKsz)Sq z{V7*k@V<=BxON z#Jb#`R+9jYTll_Hf%wy7_g=4wHvbJ58^ z$Qt#{wh^Ri(E#1>c%obTYdHRPRa4WS{=F6sW1Z6cFQ?i<1d$Eiy>t53ymoqQExXDr zM@8fc;q}iPSy++-d50MRf5!&6>AZ8V>Jk3{#I`eU7#y*~AN>ZJLTvWyyX#vBeA~GM zQG>wXR~vuv63#KRO@*hEJ$qLR4wtTLVJDs1P%wQ3cKR=dji@bn0<&a}^>>jxu{k^a zL&TckA%TiE>ONSPKHSmEeaFnY8TMK%Fh?4Q zf-iHL*V`4D%si9piinnD=3HVmPTBsI%WA(6v`rn%NdEw6m4AQ&DCI{tGm|?R9imm1 zd`738#AJSz!)xCW^lc-2T6-J2o`V5^2kVOSPZIc}#lA9Nmg(eK9s(&+Nc!p)St-G=QdQ=+9}>^ekAc^f(XvVbN2zRzef0T9f(WI$MfcHs(<>%yG`=~K&)5L{jSUIsX91YX;j#);vxY zc;qN0`^1c5yWJzHgI(U6q3GI52<>4E7r(#aYbR6jww+}gi^2?Rz*RWs z@~=OORPis0?jGAlPqW#cOOi8>#}$FMGCea|@eQtyrbcxIdkW$v@rJjr$St%$Lb>FS zFe)g#DWvJ~o1JFh+(-^i?1B0dS1tTP6+X-1%P_@G3j@dMC>7A@JOLfVsdwUAlQ{nA z$OG~=zdTq_k*ppwn z3Z0Z-WAdik>yzEK-8Lc+AHD7P)K@lIYCM-ZmC-ER{XZ(ji>SAn-k)lp*}6Pi*!-n| z{{R}N{fTugn_TM`W(bGyj;HYzhp6jNMG>~pV#&|n{{ZV6+OgBk{k&6amw8kfDgOZK zq;#WO!WUXS&be=->Gt7|1j&=?25@WSFNmLQ@sI6mX{BAuve!em-VQo>cLZ_y*V}## zwzjsLQPs5Af+eIbLuZVx8|z;Q{1da2#$O%0dE>2KVDZ{tUD_eXWuJE#=e+?JcF(aR zzSDHevmTdhW|5SFNj-lW)rQ+t)Jrz0IJLIH+&DkVtF7|KFWL0FV1L@rf5xic=~EJC z*6!6~Zb}bN!m8z1)`L^<{*+8wG$!hDaC67=t1oZjEoc5dBoO!wbPm6bLwP;Kv8cbe*az?~Is8R3JH$|?+6{yI#Qy+|S1`+saj3~3 zm{?lH>D1JA@>)iApfkiuR0eWoQ!@@mG6(XiHy$8i8I|z~8~`~#%BJ9T^Xh+Q z$+`=~hmYnr+7Ok}^>Wf2AFgOYy{SkYZ;TKP8i5q|8Pm+ku1&-g{OEewBX>sKCh zol0Q!{3->^j&3b)T-9zxo{s_Y%W`=BqPpETz}JvU*V^UCg-;}4ALUvWej|yZYi|$R z`B~?4WBS%cp{VB~^5EUfdL{@Tn5U?7#MATis0%KeADtjSf1D3)YAd}#3#im(0Aubi ze`AWrS?*R4CX4K`Hza2{{Hi3DR+J`}VZGb<*#7{HUn>rH_cmj@nrO?x5Vweb5hJB% z&wXeZMF2N4w;9P5WqdWO+^^a%iFO}$F^)&46{~Hc_?F;{cGIpu^X#@`s<>$@D0+BI!n(oVg2F$G?$(LmsejV`%>~#(O3K{ zPDv5%VsU!5t)*yxHPzUiy7^;0e+<_@CyTs6t;QkH?M<9LHy-~0n6FCHJ{)*kNq;VO zYq$RM<6_MsNby-qfkLU`i0piOS=ji!}j-`rV(9Eg`@#N{6D2XWG`yRMWyJmLUvoG2k~Q?u>|%uSagUF zrBh35`G(k#uoWX|SA?mZf{J{oPEzhzmsFB(^@9p}cm6`F3;3dc-gEwbl=joN9jwCx zr8Z3{`DM8{t*nT<5p_(tF|Gwe{iAXL$3syin27FtpTe)lYijA9gwp3mMmtRMwq5a6 z?k^ew3T8$%tk!$jq$`|LV$!aplRHNg`MiM1SG&8xm=#gbaZNV&OvHsC3hUs~Ws~HQ za6Ndf1k(JR`D{4q4IJJ;dBR!T9qjFbdsdCLghD*FOIK?8b-bHiLzAA>Wh1tYw#K6a z)~A^P$=c`=T<{kI*0e4BG>IWu&P8<*&cROA!qXYDyNRQj0Sp>#geM4tH2(mzM2)!s z{Hh}?N;2(_^Yo}Cz4Bw-7tQ{Dm5>(M)i@@Y?lF_nux8X+UzvESX5!**6}YVp4u)&E zQ3gmPbgbsoS+Z1p1!trn5j4z69jSIrGnrzGfmxZ8Jn}N<1UI!tq)NDE%_7=f%-B@g zJ%7oqxGW=qcTFbY>HbXsVZW3(9GaaHM*t9hqPKHyv6e`KV>YalH9nD^$3pgI_?JeJ5A^{34~^YY+l z(zv^y6~g4KLxIqG*FQd|tFsde1V`=H6uF0E(VAOmTXeDoteG|YVJiZ|3+-Ga>vc4H zrIm{ciWr!w-OuAlv!VIMEGR=URx!2+(Nq6HD7WVc#Ltu|t3 zVX)8zBz1KAoDTJBHF+22AxB)AsWsBaff&tZ++5yVKG=o_N&wfE;s{W39FvYJoY(0Z zua=zWy=OIr&Q+9*j%rrkioR$J)BuuPUC45+wNF~D@+k^WJ!;!On;rt-_NH3fFw0H% zhe`m60+W$aq!M0n6nFsgYGW7;xC)qDNp8Cn19xg@3KH9S5)@&%yHpGqwn)Z1R*KBW zFCgS}s3egkU{A_wz^Y2G%)^?6WDLZBDqDaM`F+h~wA&`ij0K<#3FQjEHUKr3aWGH2 zoz#NZ9<>bj z3nJ}IZS|;S04L2^mlGJ*dw`N-K1#W@qzr*A-R=!n~)FX<~xv;1>Xj0Ffn; zoQw^W_h+AMaU3>k-JXSgBLGjzd9KdaM76ezNc^<`anGb)U_wsq-B?z=hLZ#g8ROjJ z_>FXaVp^jMf&gxq>rqW{5~AR4KGXo{m_!LcGw5kkQ<@h$)H?cBEy0q1^+yJ#EO3Z} zb9bN$nt;2%yhbBpH&aP?scQg8m@{|9Skz32s}d29Ac(4U zHIH?X9`+bhRwTTND4tmXJ4JJ%_UBf)irNUyWpIdtoR&Bg0V2F<{;QvV{{UTS>6$LJ z;%oS{tpeEHT*^mqpaMW7l0e5b?w$$#oVAT&NOeyaOf0QW%pd?UVZk3VzZnPr0Ikx# zz3}&jbZ-gS3q2CqVgLY0$s_;=Qc3OWRHDG}F9Ckezh+3U{B3jR$iFbP1BGr5ccb&% zSJSpOR(e&cS?RGXFvb7@e=hXh(!1r3(NhP&z^&kt0o_htlS%s1c|B=yR%RPOqjo89 zY9eR?ML6Z?d6zg|wN<2M;L``o%}QWdGQBr*b*Q6no95|Kvnr8}m3IPCOLIZN>r9PK zGEG{JJo4O9u>=bS@~<`(EEx&l(*Rdz2Y3&lHWJ?cdYzgmzOv4r~6gV0lm%>ZJH0BsbE;d;{^OmMuK zjZ~kRy45=%B;UAVlps9Ps2wTYxTFGsj+9aXiVFcw;4L(tN{yrkg{4J3O-;aY&w6%7 zDK^ozmDmR3PNwak1M5#v9Y{ucQQo4Ekxt-ENw%1-2r@5=D_Nb+kxAAtTOM3V~ z6DT|S*TJ87HZ3fY!e<6BI@GIor&&ZJw2a6*w|v%lxOXg(=jP)cm2N8+Sc4IQ4|Cpw zoO5c^KHZ7{#}%C;$#XVeh8$#7$!()Z)!D}t8%~j?;4?rCipAPSFDb(G6=z_9Lo($0 zny$}tE(}YvH1lgVRjwZi-hdKaT1XVfZ-RT%15ffy@Atb@thOAOz}ye#Q9a2r2vKqu zwE$WISI&BUY8Q?e++d8PiTJ3 zRiypke@blkF#-|<`@Kz6cLAwkJcnZqqw7;6L1z9-kC+a%N<$;C+NPvMS0~Nq6|f2Y zpa5l6!?ECsA!4ps#!GtC?EqN!TgRSht!X8%lr zC<#6L(=#Avx{5&Va95zOM)-B(uMqe{UyoVPt~NAyGb05dlX8|EgUQEQ^GPOF%(5St z_Nc9Iq%xx|sAmvY7b6=r<3BELG-ZRr6({=fkbx5#>Jy`HF zfTON{l;W;=a)XOKQ!|{a51YL+X=Vg)Yii;YjW>h3Gtq@)%Wh8DVIYI=TAby1S7YVZ z6&R9MaJ#a;l_{JdKWSgP(zDxpy3KBKxyhgkdcCwqe6cr{;8&fl=bJLIah|5S&k$-b zs=18ho(*u1ERw3E0FLH>H(8M|R~S4RziZ_c-_r*bk!@@CnH6)w*HIRqg#fNG%`hz% zel{LERfUa))|01kQ2AjgWjCB#SVPT@zWJ5OwSliy$wsXz&XN>)BwXPIu3DDM#>ikqVmJwDajP{SKYOT zPV@l$0%<(F^GmdXcA7V`jAJH%95<)k`D(|Ujq>in6p1K5D~<+J?B1{$0CQ(t|>CDco0fML0_yG0=L|LKTMH*go}OTO4v|0_0H% zR|T*tIW6(~rTe0x2=IW)bBeZ?8}L|R{pbT4>e~SNdR0_`)NWIbE1+`>ry0w46wz$w zJ5R|%U}B?`J7lP)v9#1;@}Q?z3}Drpk{;SQ_zae zTcVNq6X$yIUW6{)5XQi`HBRqJv(zE^0FAqv+U$diM{aY-s&|mApfo@O-ns*!%Wh8G zx{mazVH1W7HjzcxavZnWl1;Im$C}s?LlXd)2Nj~)JWGc2foAPdC7UMhF^=`Q3vvWV znoY703GGjYC5Gz^+4ii-;AWT1T#~+(YT8KOcbW;4)X;2oqBs&KnnRp)s3MxyPmwT5 zu0PIc3!}(zdsTP3`!lE;gAZB&@1wYl4%~uPt}Ug$poc6G&3XD=UAmGm0q;V~s3ZA+ zoO@6QX*P(~*w}X(jU2}QSvjnGZBp}K^NFhx-YkpeY{S%YqONNKfZ*~^rB4;HiM-(a zdRAN)3S-@lMMZI}NFhHaT8>l~HKo^C+wAHwgNmm-jNmILeznS-LTI1OBZK(X#h;9A zSNC@ib>ls1$uunE3o$s|n$wak=u;pQSWn_jIDe|ZACLG|n01Q@Q*dBE6aEwc$+Y6f zV=mx3)??{%w4q|;dRJ7p)`Bg|F4Ad(4pr3SJ?H}gbQx|wS8pgSM0_oGJZ@rORXSH& zxduGXyGrwqD6NiAkJh=(4>Y?swivXUEQ8*k1+DVOl0S6b_1MiKxF2dzWIZw}qT0^H zglvw&fH2t4wN(z(TGX_jTy2p_Rqsz4Y{7?~F7?jAP zC*Gu3Z6f7ZFZY_-q>i!IjABQnAtGKd(|tIXv4jm72Dc^B#y!X6w#Hq01?u& zghP9Xj~T8dHQVSWQ8E%bWLHmXdlaf1F;d-)21VfQ=Bml^ioGSAMNF&I)C)8+A1-z2 z(9`9&c$H;VB@b!|LER3P` ztAc1rRF9nYqI+QZ$Qd=UWtg5R6zpu&QrnV#Q}Xw$_#!YlVa6+<)2=P#a!`PT8K2CKO!|rd)0HCP=WgNJpqAb_(7K!x&{HLty7_UBkaWdVORt-3 znOtv^^H_VF;n-EUW!)yi zojcPqbX58F*Q{risZ<%r`G%*lCZKu+rcaWW`PCaN2R&AGFi{GtC!GwEPkbBlt zGr+$q9DC9Wq8Nw{@2vsK&2+hv7F8cQjxF{6-H?pnX+&VOq$$R43Wy4cXc&vh*+Jg^q>s5!=mp&pK6^6l$9fq(xnUm zU^{oFnPWqP#%KXmJifr1#JMsHfU*n%c&*HWa;G5D$cZUmF)&9tpv;ETYqr2}N3C8< znIpon;cBBnAKs0y!6RxhQG3*P7E-71@z~TBx`>H@ZxY-+VI_X5$@dZ?$ic zfj@NcYf0=(7zZZ@7xUpKQdD!1KkIiN%1W_h>2PfA;lySgEk zraOclTH%53RaQcuC?L=~77q7CEHd?C2;51B;8bwPxdfhS%goUd$LAiD8<5Qfy!lCo zm;vcn(`hzso$vspU}LRxaXQGkUIFHt9lLJJ9QsspqWR`>)@?S7N7${hqqqM6uB}hv zh;AGu&6!5@&-e=2Xv{8fbGy=-V2*#4mnZwgRoNMHzU2m%!s!D#d48R02`#3IBldnl z=tW$))8kmcjqq2sQi@l$eXPWm=m->Yqfcuhkb&5QyK=ed!K^Fq2k4rNyXUxUp4|Tc zjdpFQHUdu&Ve3#ewWOpxe0uf&01BQ^=Vv2t@asc~!zM`lf5x@s@Q$AlA212&jQ;>y z=@2r+3jY98NWi-O^cr5yA?>6^rs&00V+;gpc;ceFvAX@?T#OTpcdH8|aS*Yw6==_P z_*6eFUm>5hk|XdRAP9{{UDkX!=xkkSH;gW7@Zih}Z`wBB)2=%VGp~00$lGZVRhB zoJcUiyVFoIm1~*e?n#`a0GtdSD23;>N88CgYf?dJ5X@=@{`F7FT;rf_rnluexyL4< zxjeT}r1#Bpx0=1Jy~mX#s;BU+E4@F>ZzxUWsP?QYuZPw;vCG}EN;}}z4D5?XEqmil zI87`z%w?4uZ$sDet9QOAi^4t&)VyD*os9%?G6UU$7ggwb;;dPGAGWf)Yss$+z#M_M z9rMWzT#t_a58rt1?$XCo)O?K+)tt_+f40{{R{I zj{gASW~*vseN4JrxhwKO%p_cNJ@ebHd)L!CPs6vlk?yrAi-tS)?Z@&tuTs;rI}Ha< zx6-t;wi|T_pbmfx4s)K>(Itp@6h_!1sWmDR>P)NjM=4>X+33VWZ4g0@PdWZ|(0P`u zK1KtMdevLc59)UfzR-b@$>O<cfw6cnX!$YIl|&+@N5{?qX%itf+Y5XW!RdGxN%!{LUbs7{)Xi66~9e6hg%!LFZE zv({|v#g>a`5f^{~Q~c@j$T{M1w%!iYtZ{d%P3BBKZhBU%{v?v-A*J|w9gaRy;Qs(Z zD7Wyow|wG#WMBcD0zah}*82UTwZ4a^Z`?2#kUyOqgZ7ajO(h`z07%znF1=VDKlB=< zCyH&YT*Kk}BH8HKKh#la;9nE!Tcy?{G3T9xgZ!(YZ5LG1p%&Urkar^+jz6s&f$bt< zMW*X|$QK&S-c%=@ynjk^UFdo=g0IyS@1NhTd-8QK{!T$g}(61krHctm@ znrI8AS$UFoV!$8Plcvpmya;~PuWIgDKhfay%Krc=!=7CmOPon`=HlR=x^f5UTPMSQ zJk-yVbGFhiP*nc_DwKRby0VD4fL_o2?bzm_(_;4UF|ICky+sx~b@DCo!TC*R+v(aZ ztcLGWxNDi$_;~|Ag>-j*67hzps|=u8#J=jrlH1|lqiOTR`<;0%a6he2vXK3}PEvc# zTK@FIq$k;60|%kc=UG~US!waHyOYnjJP-~K>0N{P1H^ij_>$sZDlY6c^Z8b{{3`nh zq%*z9XHnA~O&-QU?V@=_rLL{2FjfBmM}r+m-Ji_YqsOG^dL5)!I)nMrI{nd+`U6&O zejhc=>Q?kyLbBPr@23IzFCWbc75$7CATyep1IBJ!$(H1S`Qs zoP3@l)bEr-;n;k*x^FoCwNGu0tb%P;b9s6F)g%o585QeS9uw0gR)~CuIKq-D_Ko3< z4@g3*YCOVoyyTjG!ISlhs6tTSN9pzr094;AxS|X(h&8TK-|w@&K<^yzt(Y zb1=D?JjGsc2^D_YEiT3#mNx2(-<B-zXNO5=F7Y+Mdx-~8j8*iu*YBg+ zu$yQ{0{|0V%jcjw{IyU%pW#vq_5&acgX}2wA@#Gvn@ZPXlVzogOCbI>BCWTD{9`*Q zlx_#88%94`_B6VstE(ePHrK@cUep60Nb%bC2<-Y2OSaR%gDP zJ9^-Mje4|;a!%HhX%$sj@W8nT(ydTNFA*b`9ut`$Hj&NcsPq+_o(9n4nPrtX$U2j_ z^YkYb->s^u<(QT<<82UK>I)jLV-kI#&IH?-eHC?j4?DXg{`BuYQ zG+DsTYAEevEG3z;eLX2Cp*eY&ZDPBFLd7=o(=_iQNr)`jJ-9W~qFR??aHFv_<(AGi z+E@&Cr({L^&Q4t-;%3_Ku}4#iRM6o0gM8TUT@=%-vJ)9BgQZoQRJFEHgyGw-dUh4e zIXpFP6udGW$FVf{d_QieJlyBG6{7m&NJiz!?NlyxyMm+1PnnNOdWFeGjHDD-Ay2JX z8V;U+*7JeuS>J5bZUU<*KxxL(@$xsHnwX1G>Dp$WH=731}<5wCaAx_Ewz=5vzl!0+g z^6sT=w+6a2Xvb_+ZxluMo@fIdY)cHTFtuU}a>HtzeQQHzGEs015T`h1;(#hXnxqpW z15ph+0e}ZJt3Q%}Wvel-;fRyL#YZQZnDc7{0AO-yp#)96d(~IfkOJZ{Soa#8#N4Ud zPmzJtqvPfsC0Cw#*6FRZ4dmZKG|_17)x{BmoJzblHJ)MV;g54wN_0|G69Y- zPpxEa8$fpq#*%m(;3AxRQUcuCyyp>s6dy`}-pH+$erav=x$X`TNFJuQE%Y&sl0HoU zU_HdM@i61sof4T>VkyV1b@6z9)&>$v`Sz_6Ad3jG1r!0q$EHf7e1MSMt41v@GB+>F zjYC!Q!u6e9Wy-QMb`K8^v^rtZCyR}r4bgnQudQb*itp&TgcQX(oToc}vqtql(=5U^sttF+bIN5`@ znyVxE%33qP?LZV>HHJkeE$vzn$fhDQ$6akotI!GE$ z2|4^KZJ9r`ahU4v7>dfSo;8SM2gl0A$Fsc$x z?4ehHXae&{2g-*vP~t|(s-i}PiDn0ml~~N#J1L+o&pM_TJoc(H-X;M1-%6(=`K_Gh zmMD}Q_p1TFX_{7GdJ3=RDk&d)8g0XEknKFyeo=DFPG|!Bl14~l^5eBsno{5tJXI%? z%{=EKpm{Kx5Ksm4BQPKlnyuylcCqW}R7`h3?~Sp?O0#FBYIiBTsXMwF%nH{VRlLP+ zMG?g;;C-Gw?$y~?crct?Up_snse?<3$C#rS>}UheZ2U2OGlrZ52b@=17M5Ycl^Yab zn%9zVD~HBSX329ak`6W>N&rDLHtKecMOK>irB9ULRV#rh8<1oUw9=uY3DV;D{|&S?dVlghJ!g&jey z8CKnwV+;X69JKme*Cpq-5v3wEmPr|+pM7h-4`%_Th`LYI3 z4+rH?#12JLR|DkV1^gQEzmEhL@Z}!9NSUC*VtHhDkhOL*A*E)rm4#7o@fH`kYhRas-|tff1s?H@6*g!5MEjSVDW#`2H@m z$CM5itye5qI)YlnCFZNDI28#LK7{Tmv5y#R)R58U=Rb+ zpMW{07TPmWG=!WApeJVw)}Ur~JaI}8_cbv3RPF>x7k1{Q=}VAlXs`)^OGQM|Vyi>~ zyX_TU=aArZqyd|jsn?E`m?eq1E0T3%dlaD;2L(1rM-fYGj1lf+Y9xlEkex4R+2P(na9(vX_HO%hRIw5_fPoK5nO8qbX_Z<1C;^jQvkcqu#}vi6mT3Hvo4x(&$*_3j!@tNmH4OJr zLc8ExgT(+qkX$d#AOTG=pmdka0}6VRQpqIJ+ngK{X;4n^`7Ur5y#O`jRU5I5wAkg} zmdF&VYt@^cDS=f<$^57R!vK=UtwDf{8Aj@q6komb6WXL>EP$#Y80LT#oEY-_A4)Cd zLNLpg9cnPJF%5A0m=1%bG)sb31mybF#g^h)GhDM}4%HoMh*9SkmG|@ONLp7?N!mJK zRI$ql+7UVFn$*m(C;Gg^n9WFz>YIoM)KZms7#-n3?Nvz%><2mHHE0P#DF=*-Z<{N8 zhvi=0^ud+|4-^3)AwKt^^rlG9DCDyY`U-q$8o75IRI)dyKc3cSVM#6aH zRyLsXX{C*_`HLXukSn9Pj>E-TQfpcpnRD}J3<2-o9<|4}+TGF#jsQ3#ALE}&qnzhc zOP2S{dykcv=M-A$Odk>esyo+UES=c-E5I12zQxH_&TB9;V6%o93#h`5m3f>V_$HF# zHiQ#lhk;nu(43b0t?5eAJb7-0fI3LFx`JCi)gi+ijw_yq_=2bJde*bv zvtf~TiiQP^l71B=Ou@cmk}4>!Rz>-a7}Vu=jeuu8=>eoBiPRa0TCCRFzG%+idQ=}| zR!}!*9jWCmA{&(9MFxg-)Di|c7%Nc2eKdc&agZyZY1UK-!#?#+Z8|so;v5#HKAjUO+MD@bO1T|Xahn^XMpaFvQJY|MR-?-&e7hiE5cB^ zw&K+RML1R&6ahSq9PYbL2dxikhv$puJ?Y+5Si+8J%2^l%Gy#=!7R5g%GgVZw02lGD zfQ69lerc^?6s`a`6u`x4)F~J>nLGkeS_a!7>}#oeSV9hvblyZ&=ZmC{{ZW))tS0*J^uju)iclK zN4dUZ=|CLJV^M#;2_4O7Tiuv#*;z?!@mEt&g^^nw{}JJ*zrP7$uQhj5zhCOQsFmz&Z8pKpPNVdGZ8x$UQ1~zdy*c%&R}g;hbXnuILl&tN znDYk0D_YzntQa4c(zHlS&$MWxal7vxwXr0AWIkdZm6Ll43Bio~-qbbIMm9=zuX@mf zN-L-oZMj@8YR{ixe>U9lTDDSY_pun9f_oaFC4{!qlz@j;=qLghby?7DlkS68gU2y4 zN5^wjonwuJcL{=OMu^}%2Xguf0G(vFoyyD9Q>624Kx8>y!m#d4=tBkCMQYpKiTts0 zFjjyyQt4-i5%Rq}Fxo>6z;_i&NdxeUijFsUfdRVE1@q-M%OdVm>sS|>WGYP7Un6zL zYSdls3C<}ITyWgxfH@|KLuTbOS(8IGqZurijoquz=7lATV<^vR&wDH&+yEkgIm<0@ zs|A}sFI?A0X?{ zV^jxc%~U+6A36`hw%}xyjB*-DZPF(yr>`^tio2cjBH#f_9Lxw<#z&=Ux}Y0PR0|sL zqaO4C<&rEFWW!YxZz@UVM%zVQZJS9>O;$TdCpa_#MfFSDNr9B_PWTmJbz5tIN%={p z3wdN*0g!!ZCW;XdSNT{_V9h9tN|{FM?@VcAwmVpL?^y;X8%z#=I(pq)+c{gFhoS30 zj)varsZ(0^*Ur2<@N1425jh)M8@tw=QIzEybvusdYaQYwUpU-7YMty*-k{mTRu|eN z*|m=Xr57@&R$hIn2)Q1fzy=3#kF_-3P9?$*m3oTMx0}i#<={0sNiEfhjB;o$>my-LSy!6_Fyrg30%dJs5@no(%zWSl~yw2THMFb8Cb4&UW<0REl;~WEd*d z3~`|ZtphJlZw%~ZwVMF;sKnA+sKWNfYNy#{4dzDJ6r%FuX@W%@cc2Y>JNWm1r2L_~ z){)cgrXqNpIO|-*cQ&$O9*jFx=tPjYFrBmj+q(veV&E1BoO)F!xt=#rTR81oE2_CB zIZ!q_nxk+8vJm(KwE$SQ)FCHukfRFLj^Ikl81D_vd)Fy(2a^j(fIe!qt?k{Y-ybSF z8UXH+HEBs!+84E4-02SD+k;mYx{sJf=i1HMw&1*%U;__9nR-i0dxM|4-nptTZt2D{ z7tqzjxk(rXJ26^|3h-lWPzNsa5&o}%o^w+&ETk091#8a+Ny^qxjiG&!y3 z^W}!&ir36ikmDg-bQR6c*bI)jIjuW;#EBDgVSOkn<$|Ue0|0i9N+c#iSx(=ns4g{B zc|4exuX?Q|%H$-+jP{@|Y{fnhD}34FuCJCC8TpMF4gVDF`4r%y8*L; zD%4V@z*LSZ2ewwqrgA+gqfZhHu1gL`6ah2bGBWhqPc?AdM>Jn927PNF!9MMZKRRQf zjxtEWUrGS9_OO&Ox!%v(ur53~cM80beA(!gW9>^OJh$5GRt^2rj4{qT)@Em#>ed&l zATmT%k5gB4Ic{w(mNzHLJwdNT-yHFUxJ>)i2eY=0aU^^S08%3JJmxt=&{D{J{f!7X zUe!xhg@Z=$x#OHwXxe50w_u*M0kHF`f@F{8txYRPmg*L`xELS7iseLCGq(}~E3?q` zhq6O!w{|^h(P-y&R=Tm2!zL}K>jM}HGMI)Mwa$-#xSC}8+{V;VdO|e zX`T&9I-Mh3ScuzZ0|8vbm(J52tVU10X$>ac(mj&p&VKhbpq7>j0~N;Z{LmVeA=W3g zKq8Qw_Nj)kdZe|%J5NfjG*HCkM888@HmkbWJ-`P&jR0niR_TYH@Mx}Eh#1dn-@YVPv)e44rFbA;ym5KId za$oMLjybI)x|K#Z1yDNIGX>KXwx-R8)}vGuF=uMFsZT)sQjBgTupnR*&51>1|ak~L*=ryNw)X>lZCQ}cReq_MFV zN{)&b9ZqXn{_1NbSd$Df(==EL1s$W>z~`=dil(scVkJW3@}x~+NMUp^yQyxqB=SR8 z5P9fnSa)X5pKEJ6Gf10EeK|E^S&{|9414viRy(Q8Ai*;$AEBnC_h=8B^KS1-#zwuw zyCYf2;J13W_UkBO5<7gxxhHAoa*l=7Imb$g18xjS+Br92>$jKP2 zp#-x&_z>XxR;pVxDg&tm^*)pVVr!^Fh3D|5`MdCA87H+_i|ooW!*Tbk=`?VtkN|P? zpbY7Z%&L(g4bau-Y~)}bLN@_{im7*~5b>25403UbhU3H##J$en^XWhuaa%|a%rFP} z^{L(rVBq7_RwN!IwwU2poOGr>sdUPGh)5q=0Np7O``?{0RvdQEOx6?K%_^urAz{d> zujZ842_xxH%STofdy%)+oMp9)0C8NpLwPU@F(N;uT3ZjB<|dHMM%8U#%BpTXjboiw z4>ZdzN$e@+1&C}sW|5A@-Gm~2JLXzix09tgf9Ao5B ziU7c4ad8NGs{p0?2yEtGq4pL zb6b#5kWXsP`#+h3I~@8{i5yTj%DFW*0{KFSSn@q7kvy{xk#H%(;o2~OgH_Xdx!T1| z76R774XQ(B17!t{VeJd{z%OMLVN-PGHvql(T* zxS~uzyPVNrH6@vshzY6mI3GlJY7N{`5STM;V}^se#ktYX3v1roiTiius6FR`U* z5o3oYi>h7 z%w1G~?Kr0qc6WGQ; zFO%(FYVono=@|Fsq8oFC7&HOeU3jujH2slFW1%&JcdP1GjyE|>)^21|oD6!@iq2Og z@+!0|LKAGx#io$C_omNn8vx*KYMiqn&#fokZO(rRGz|(48Au9gsLaHJ_p3+CWFfJd zQEIK3bB3xYr{&0bBbsYQ;kPUP6>KpitcId4k&L%WNU3f_LBYxEP@=y4C+AbiEMbGF zJ55t**q@Z(8ZH)P*N8F0bMH?OTPHn8?NsHtXyV7+_pDQR=W*ThcB0{CYTR9Jkf{UZ zs_S!Wk``Q^;}wv6`P&=*V^K>KP)6I|FV_O48cSnFdC{`4l4=H&#Dg#MRvZ_1QkF>g zQ&)b?JK>w=KGkL=p(DyNsUx7{4P5=z{l45O-zTL2YfXI&N(mdcbgYT4 z<&b%fb|^ezv&`m5_rJ@Ig0m))d9qymzLjRND#3nka}XHmGABjAzbA2tvg)~{z3cE zupacT20q+M0&;ySXlyQSWZD#{C$)BZc7taFhIaED^)=QloJ0Lk2p7E<1Cg`PY@rF~ zXCsm^Tk8xn1&i(h&?xOuN>N>aVUg0alI8r?F|ZW?ZcQTEp;WGKnMkN0MqO^!AQ$fp;%@0I&9y z5fo(@Z%T>?1FaMCas#~!RbYw52Ae$PG`@X!}J^ru+5 zCnqY=sOWKpVh#vDTGB9VS4YU66!?AP&xscZniOU$0O4erw&7IcEw!0Rz--`G*Zv3n zoctZ(W{Ue*bF1ISf*9^a2ZO?f$8PoS*3iXgY?iiB2qBDNRCEASw;(ms%0S)Bv4|l- z6iNU9dJ2JJK;JMY>r*kwrqMWs&nCQ@)K zp@tQRe50C^X$|u6RuVG9o+{84cDtMkyBr$_%~B68I*v(>IHm-<(FO-5sYuN!q%Nz^ zT4qb~IG_g(TOy@Z=bCcFs=4n^+C~Rj31cyiY2&R($QV*jz|UHD>;sJl08?;HC>ZNcP#NWdb5aEY zjEV~iE`R{VEi^GS;l&<+6jK?%sLY3;rUa#crgb@{C}MJIL&sW++yx^7tCG&!M@p1s zk3A|y9qC%&H4rHGsVJhf0tQ}rsgz(-SY*@s3UL6UifcA0^#Mr&nUU6@&g0KolrDPk zY8$u?$s(0aC>f;y3P}L8QISSPP#^!&`MK^Qx0J%MmIJw6b12q6pa`TBT(6VA3OOdJh+&CLPxCSR zxUChp1hHue-P(yW8i5kz`kDZSA3c$ghSEFKSWw%G6NvfGo!G$a50p9;T&z+fL(z$2g=C zN4UhlFQr1zj2}6_0Zz;c(J}&KQN3HGT-`KI7XS)D7U;jx$0Mh$3k$Xcrx^CDiZ7T< zEyTbv!1SZ+(w8L;1z1}m%m_OwMTg7ae8=fpncU8n5{wnHeN9UmsZvvc+cj!H%11yw z=vdQf{w6(zQVW$-u6CT3rz=P#*}D~X3uzuqY$HAEVRYD&{ddewFSo}(HV}8M=(a(F0`14GIj*jG^7sR-M=>K!gi7kT^H}mvPHHLVTXYek{`t7# zl`oQ5*_S?GI3RYWq(SEdpwC^$wON^`Z#34>ta3%Twlh~`#mqq#GaI4E{{ZV(k9fo4 zCYj*pmO1W(v#Jt_gVbjk$UVha_+{}URPj}elibDr9NJr`mTBk`$xh)Ez|sKr^R)qFotu3AUV$O#{;Ra&M0N`SIS|@$zV-t zXj;~-;O#{02gnxSyr6Tk5t0&JE@Qdr&nJ=Q2mMn)7dkzZrC|9K-#e zbbO1{Trw~?Cxys6Kp7^zo$MlL`Ce#h$2&(mBP0CXRQ9Ru-DUY<0S!p{en~N|an`C4 zy9BIhh8YZtB!hRoLv19DU*bfJ-P8kU*+~>UlB|(64XacI*6dO~Z??@z(Ml-;xrze2es3lZDa(7fPBNBo( z_p1=zTtdN6?y3Pxa-$TvaNCa<^rQy-cM|n~keaa-;}tQ<^C|CKo6R|Yy^?Co63mPg zf^$Kk)usplHwLAU?IR7vQjT~Q49IZ9ps2jhe~Hv!W$!vgYh0jNv2@E%PG zF^rJ;IqqlxXux1l^WPODS29M-BpDR-Qa)gLG~9x5H%b7wmr-p8I48AP5+*PXYaOGA zwgn(!20bVPX@J?g^EDBgNZ2xb%UN;W$O(zg6jipCHz1Cb0izty5KM$_G&(3;2i^^5 z;1lVZu^GVcfj|;T1YTFn2enaXV>}Uq+O+;w8(5G#R1&}!l{>%UO+4|O=>}Wy0-{2O-hrLUA>KE2XuUnqNgs+ z$r$#a3;hOHnj<1Z&lsxF&mw*Ax@y2K22}8S&;;f@wsZdg*Q==(#5pxsMBghD)}1r6 zsa)c-G#wO?wAgL{tFI(ZcCUKFwu5}7cWyPTpfM`Ekw6vXiZa2Mf;}q4F%zBn$)yVM za_hnGNIr9tatEbm1luk1iAZJ?v&|DHl!vEkt1Do9%1Hfcl!2rlFW#UHSlT3nk;ye& zkjhYu3aFFqi^`C4DtKfCaNQ^aHd_VBkP^qzswK7DE#^i_8Fv=0io;T~)R!AJJ~=c=Zw=BFW#n}=n+}R$k&I7-Gy$^EZ8=xp&uWh9DEzSM za>KP@JhxVHx)GHpsH(}V6ku3n3IOP%y_aa-GCEV$?VbMs(hw2sD;`Zs+E~?wL1R}} z%!n(17#aYH;fbybMZ$U-jKU<7*j4t0q#{m)j@3eSlRG;vCV&GZXv(g@A4+7vGj0R{ z*ov(BeZ|-lKsR93Ng7zEK_VT1;}ij-9MYeahHBrQVj@5~RSTKCnL&ww_BAwD6Fg0n z9Qx1&=W=1 zZa%e{9n^ECCiz_Vr^*&J4I5-us7%+3SsQ}5!w&VZj<MTlYBr?nxwEtFA|9<%{rW{Ol)k#bK{QORy`wjO=y+t2}um`W83MmaPA zlN{5)Db92LprJfF)@pIURisM+1=HNH=DOa!yor?N(IA zaHoSn6PVF}E5%fMNkig3b5>i!}se6>>=FI01jva0v$_nRGk3#tvO=Ci;Gz? z?OC_FT(LePUD>LeCWHlLBiA{_0CZN`q=8Iw4dl}Oy|c6~Nv>i^T~LUA@a`&0EB6XR zuH*X92UfG~81?T{2IDLF);iu>w0M>F=dr1lLW#N&@=yl!CH8J()|bqZHTe%(p&i!v zfIJGcCx@b(ng?>#z2vZ~8HVs`&zP5EKXS6f%5pbVn2{U;cu;5ygtmwn7*EVO%~_4* zRcTqb?4);L^1;gEoYa59$h>YHC<~f4?Q3@lX89yssGudDqR1fr?MExeBr_;7uBZiEJ<9NVbAlcdKhWP8(|D2BzA9|2R z%0L||MqNVrB|BBnWjuBI)-v2IGOTW;PpPY)ZIm73=Z_tz15`&5#sDPL3}&~^2JH5# zR?Zi6%A}6K)tIj*xg-D-)uPbll2;8QCKX018+(OVin%1Q;;uxpB9twH+?uT-q?u4~ z%g+^Q5Zk%02b8~eh9j*oZ%H?C&tX(yZGdx=S5!qYFTZX$=ADVV89$dJ0y3@Msd*k_ zm5b)jT-J)pin-drbqibV6beZyLENAvCr!8EcGq&VqWnUpcVi5I0(mfjFf!c>~vnUtt2*0U}o zLfJu+-he05t$_XJH~IlrOdA|IQyxubTHUq0f^XqoqNlyoTJ@C2#A2-$jcbe8j3OX# z6mwNkw#Vl;-8F$CHN#+MXsJhp;8MTxHU;+^M8Z{>@!V8NyA_T zYRHm#jQ(6{#B>3*8ACqF2OX;0ygxi;u*aaRzwH7UP$=^rnRJp_4?cD$%%BT#-55bA z<#ESKmR68Ko%t=!YYHiR*|6CdsmpnXX$JzW7|U|(S1l*Woxp!8Q9MZHqi?(G>q}v4 zJkCwJ?Hvg;liRFvkR$|yT9Qc=cXy6t3&Hi`wQaPti2b5pn4e0|hU($Zl80*g;;tiH zi9~z1FQA|a<%ndebGo9A*Gz&_CEVkIow=u6t;dj76PE{{rE)j=OqWtDiSoaC0NtMZ zOuc_19v9SBGfCx0(Zn)48jd|Y+o%I2j~r8;)?@PyqJT6azK6=$D{?6s^3kFx{6nx6 zi?Tw+0L3~6+T?9H^sK4qY1M5n4)-kkGLA{jmgFqH-9_fE|=M)5IrCXXQ z$mN#?DCi#%6lfbPH?R1TNngEo?ZcvgwZ+f&o$s7QX9QsvI@ywf*NhYQH zDEV2AN1>n%dsefCHEBpzZrP{Y-HD1UBWkaDiq6*FO~z5*in=0=Rl)$=&}LD%xt28o zJQh5CYMgfs0}w_*?OPDW8Ob9!=~_YyN!NtLgRe9Jjcck&88IqgpGvbSy__GLY4)qj zX{SV`*nsO)?e!>@cMLak-heZOz3gm$Z0FXrVzZUoA;|=EtH%C08!-&v_p3JdqmaN3 z+|UMO*2m>R%MSGj(s#-lU_Ed_tr@N$S5U|1C#4T?sJ}mc1prt6$$_#^1SgIGt5H}q zXc60ms08xh`C~n)2cBZ{B$IA9pbM?0K*SOC%{T}mUzZz)^Qw_NnErN{W$r&fE zY8hyWvS&{TkX)M)m~aU_9p&>CP>U%m4W&Zc%C z?LoC$(w1#P$xa!8KD9vV@NO#-ay@AQemDvJvbs1I z_2QNxj*Zr>N)#Qx!hI-;BBO!w&;(8bjDgpRSfSk8zY1Ap5vvSVWxVbj;Lrxk+hFs+ zs7l6*oYhA&&fj>|c4sT)Imz~=a;(coYaEl2QJx=z_*FGm4YfK76?c{{*kMJ&%%0-z zMaI+kRa1QJ@;Jb&AV#aZsjPe3h>@^IG|4ad%OMIsI+-0xm6Nq|vEGg0LJ{vzl4;}I z>S-dSxqfN*Wd{l>lHJCMy_@9~oQXB&UT44^s&Qs6L5Dj4s5T*=SQ54&CDeOVFLG`j ze5D|cxUGwAJ{w59j0R`#S0J~yv>8wV_n-{Lv1u30U_qsV!a42$kY#?gYX0ORm5Y{d zO3aBbcJ2chriqrt%ZROP?D@NQ$RpdqtbN6Z>Sx~x=GgM^MQz}*S=8%;gD;i6gg5gIdiw80~3!PR%Oj+dj6-4TyHS*Ui-nE>lte$54$a_)<0&+(! zTG+^0?k*=?qk?11xvuC;vcV~gxi-B$-7ywDZJt>!iYi?&A)toMu1*9DIs>>D4%MIrUeQ3BB})2z z9^T431>ArSYJ%e8GtBrNnWbb2bh> zQAiD2neCvHd|z~WR&=_h#GFPp#A-6WVq!t`6+Cv!uzAA(cAyGl%$zv~r$b9^9>*-} z)MFKQF|JZE!RChCzcC{;00>6#*ufp@cL^99SLQvc1a@<|+XJ;U<6f+Ztp`%2**l+n+F1$o!u&c ze(ZHM8~oiV+d$;fs*a|R5h@eKOca5NetjuMO#m(k9MtMT80kz{^UKu03}8@86C*yf zZuO&J9Oi&P;hzzOIoWnb@8i3w4e4{r2q zXi9O=Q!*ElY90CFoCavP3S?u#(g@CSd8t)E6uk5mARtgF;(<$!b3hA47^arTTG8kO zsxsN&QwtM72enIJJPyX36bfKD>r!M=Kp|RO06CzZIHpt32a-Bc0Y=(s$ly}HP#?gf zaHy3DIVPWgI#pZ++$jmoGz?PI08$0X=ADk_l%Glf2g*67GkQ|>pe0wJ5c0>GlptDp z08?oI2FT)ox#g+KFe%hn01Q#miYr?HQAHI%6j4#LRJ$MsY;Y<*`>7NbY?_o-TY!LK zmjLyoJawa*Kuh$d{M0Qvv;n(K8%;Wj0RPkZpex-)wXz50QbTMbjH5p9O1RUzLABG% zBl%Qcxr7IH-5xlvgFe-!Id(+5U|sFrkjBgNG1xlbQd->kv;N_HwIZaM@g^td)`1jf zyoYc>8Ii|MD$kc8UCZ(UGHFfJag5o-3v?vaLbA9rO(wwH5GVmbhy#Yn6(W-&oPeQu z=Bubk*lYxa{v%O2X$faMcAyIcEW9&i2VqsEXn+xj6eW?NYwt;|p&}ia> z$(tEFNbN&Of;;W&Q+YsgpLp?04U3>>WAh%lr*kV1#==&>7|l$!#xPK}a(dOINEJg4 zqMTKk!m;DpkiaTHK_s#Er+MCC`GyZ_xQKTIiE>Z1T8~MQruoJJrUqnzSLO}RrA(2@ zAPiRk_pPC)TgS_C%S|kU<;Hz6TU>&V*gLocQ{uLc)%?t4k;ZD-+{>|fCZK0f*l~bDn&dcGlx}j^>Hd8y!agVbWP}#* z&xH`(T!tZ}1g_o+oB}#$6~g$p;$FM)6J1{n_)s!hyKKi9#_hQ|QP_@#y|3Z#!L2*P zF%4r_h+f~7&&){LaytgW{A&IaGt537d>GU`L>t8ZG?c4JmQ-vKdLQ9F=DwG+mcvW5 zgG$q)2_3ow7~`f#dcQN7m?Qj~01CaTut?&Nkh}sLzxAk;t_GEz$t24m3d0}@)l0^c zbT>mGv5MqGrKU0uo6uIuOXf%BIKzEwLn|X%Dd*CzMcsoHkw_qpxd$WludIF${?HJM zn0z_oXA8LevYg}&2k@^y{d)NlAtaf=&IWT(Ut7J(Y*ib8?^-Lff^oY)VBPHIwu<*k zb(-FF46MDu86Car2I@WFvTiaWoM4Y;Qnl#R%9iU5?pz!+45Xrwq{imHxV zlf^v<3`yrTR|8R3<=m~2QA)mO+Uvzf=aRc)=shXoVYdy|i-BB5$`0Owq)n$IAB{Nt z(UBR&Mpj71U!kJlMXwM}kHa^nr_nw~4vbs?9ZQ&a%*{-H%? z+ua0LL(p?eYb>&sa4@y9nq=6~K@_9Q>5ff30U1-0J5(#R2bm*sc&kf3#wI>ZXanL| z0VH!6{{THIL-QTj-7Whf2YhO%o$B4S*gqTGo&>PFde_cB?YFpWW@;C-yi7g zaoiD8`S&QHH|`6?Z%bPj4`asopR|WY^L+tfI7*ejn@n?52Yve zBvL>OFNQVA#jRZeUg9zquBNh%0R*Of=mPxOW7-fK3_G0FXNV}wSpd|ld21)i^Ab&I zMGc$n`N5{Q6WGKO$r%i}P&(F>S0oU}C0ngtyR@~GY>0tT#d4OB803sLI&oW&I5oSs zn+s&GYEyMF9%8pn)lS)ecGG!yVtP?6$%-;%Toc-WIy-Gf0UA5LPI(oq#tBtri0xBc z6jNHs7T$!Kx%Qj8NR%#KFmpg1e2_dXw|?(Rvu4iD3lEfZ6_IDF+TLI>*xvQg+sOo@ z3c!)+KoYcS;EkXkTF!O24g`3R4_<3Y@S_jgy+my8OlD{g9+Ut*y4=UMMA+W7M8IN+ zmNvl@@3h~WyhM?2el1hZFI%3 zFn>B8C6oq3Rj}#E%Hn`1-Pp}$e9K>%eJQeCN+Js|KZR^ZEQAnG%j;E3w(s1=rC2&dkMKSc?IRNcFF+dy1J6r^e9mG_OzEC^5n&DbqM#5haee0z1FW`v%oq+&y zDwHu_PDyS(MF4YGT3pQhe8?!-bCKm7ZS7rDi0kq&z{gt8HtvKN&OtpW13D=#V+6=I zdkU~_qHq-c?n<#Gu>g>y8qIhNrA|3sq|>nMU$tIxWaRcWXU;Lnk3t6lrTIF zhti^%rbhGPVD386V6oU8RUs;F7Ycadv}cyp;~q~W@+*;Bg};Gfaj=TKj~q+3Hp?v* z3mq&{1dOW;lj~BYm8|1@cxOGUolC2yU5BCXOkGFpvf?)9xT3*hQsIOTQ)a5l~PMD zrDs}6G(!a7``1x*8!LH=cPn+OMmt-F%c)OV0Bjdz67Ko!ikdm$kz~GNc&`oA{U6V(GO>nK}Lg4f@ZVg89i5VPF2Xwb7AOko) z^gJ$%B?o|WipGNdM0@U(9CX2{W!5a)36q|}fG*6>b3d3027My5##+=`#>w(oHJvm{{UKmJ-^GI9mrS}>5)*RhBgeX^LMDNZVly(Q<3GC z86ee&V~$ndyB(+lP~1dzyAzN(BB=?37G)rg=BQkWE#qZFkyLFiBPc|Tv4=r;D}ExP-spqBVtU11?$Cfv&f?2RF9FG*O{fafr&Wcv0)!6 zm#*_b3@Ir?=xWR@zA|yZt58D=Wu-VP{4~i5xeEg9Q`WYya~9%_RTZHd$)?3`B-b8Q z$L`Qot2r7r^1|gn>rI|`M5oL-%@z(}m(3NhD`vZhUZS#XZEs~$JK$%vY+F2Wxnf4r zIvQlGipLG|nk*c~E5KxSX$~>a)9zSIB8o@MYAV)Yk<4W77^X0_fCK&STB9-6*9&ba z@}n{wa4J}*l36_4nD9?wO0wI=JjmY-iiqk88)?N_17O}XaWpY53wNyVE;6J@a_7BP zI)IKqWWicx#-VJ(u&;{8gf&z2fxu&J`F^%K`Y6efWsZIvkg{{aNQ>dT`#pRas zCC@|16q4Or-4e0zJ5)c}^4$e_HlSb5i-`QC5yZa4&;%03p)iY=9mPnBqBY#3AXTOL zRW=N^IW$PcRQbmq!hkBBIquiYDYqRdt)p!r-Ece9pV|%bq$oiLtvp{&&6y76J*Wbs z5fJjC&mHL&D~T6-lgDb)m13SP%ktu>tbiT{K%fU=;bCB>tv1>VsZo`<=hm!-90I%= zbm}eeRmf)OC;_b%#6%6-dvRC4dl3fM=jG<9$7M9*&bX5RdJ4I3U?5{4Li@ew6FK7s zr!>zZlBE7sVhc;Htt6772uP}b(&PbtqFCR3;ymr4|=o&QeaBID*Dss)9lhQ zDybp8=mMeEE^)VLTv7J>>6d&F?*f`_;BZh4zJ{hd6Z23Q6>!3-fBXDVB~tDhThcaAalNPw7s3lIp6F04lt) zwh9HwGy!aCS9^A=VSklZn^C`szDYsNP!~xPc}%1lj%if33X$nYEx>cjbaLiHxYRMp zaPD44&MC7Js2NWuwMHdn&e8LIDy#*fy}CuPT<5O5b*yvQ_=#F6H&97(AdVbZQ2MylPlU!CHWYc`&$82Nh)7!~(36 zk%Q8iaVDD&Dl)^~g2o~gBss`xuQj}ZF$;{;GTtJM!@X1&a$vr2zVrcVHQD!o^rBUX zBgkR8vLwB6oE^aW3WP-0L~JKikp)kkaz0H`9ZNo+)T0~nwVR?|vWUCjKNxUj9G zg4uCeVm*TdVAPN0l=-_-xDYb=ga~5f^G%XD&=5!ASB3D04;q8TRGRcm8JJ+va4H7! z`8^L>g`|i#BCJOH<0Bi7TFRPGa$BhFMZmo3k_^8hs6QE0;}o$=Cjk&v1R!g(DDSbBr3v z8jZ=zM}Q4EZttYZi7`;kqp`L;n`Rz#yti!B4S#IAytUowTN!6K&QJ!iS)8=^3&4Nv7#8~~o z&T7U0Ic~H8LJLTd0FdPS){{M~Kq9sYsJ_V|Z#7N_T4TVkAY2efdH}S^y+$$3MX`aw z;-Y6OCc!T&>s4D(O~yGnVOES~xpb(JSy<=Vt46+FcaSR@<5q?;es7p|tdH$AmoL!M zBoJ?jkIG5z5=rZwvMWGbDK9zc)pw@PSj?Z@!+r`%5( zu4EuBXUlgG1IXn1)q!ezhE7!SdsQ%6T)Q?gRm{Zv(jIAHj!TyjS|c+zdSELy;umSa z?@jWV^O1pFL>dk2DvO*b^cB5nqT9y&jz_I$%wH=x4Ld}8mtQmxp0&E#O}sC(DLAg4 zR*nS6108W$*BX*SH$pd$Q%5jzvc-j{RN4;Q_N#Ak3@wE}I@dayyUySu?e(JYgk^U* z%`1m1A9Z^?tlnAUy=J(Q?Maa1994*?fmr#iw4Q>RR%sQAjyn-W!KsBJ6e9XT$DVkf`U8qXo0*)xS zaSC5~rNik1?4x0tVWm?EQLGNv;+JF3*b0=rvY# zh~`sN^?h2~$yJ5FdEeeTAEiAXU&>+m*QU#UL~%NZfEld1+oAfkM9v*N_bE9e?*Qe&lb=2mf-m~z#Tt{ zUcQIXGz}}m)~jizLL)>SM_Sr5B92F1_0z~@&SL3W4w0f-$7iQoh#^jhGyKj?Y!_AO z)6$WcFzd}l=g5a2J{v2a1zu6ccdHcmkb(w7BOq-Pr3|4!|36;+V<-+)Xa;N{Htg$t>rF4|OlHSEv~nu079Qb<12_hv2uStKOazQ7Rrx>|sVIqK#YzS! zr|lI;27paC3{vM5!gEG|KALlyVQh3X+>_pmfc*MXK!4LX{4 z0HTU1fKf$5B!E(E1d>b)3WXf8z^GaG5-NBQBJS@{z?kvHChjpo(wZ=O5k+vytfS?}TCcfY zKnW)`ros)lVS`afwy`LDV0%&mj>ZkQvF>P<2s=r|O(gL-UnvU%PLub56V!AR0Rl%H zYnJ5pqGv}@<*&`&tVL@)?XgpnTF_`LBP%H&_ss=zvkD^7VVq?83bdA&GBK7gR33Tn zT}_UeZyJ?zyw&L7`#O@N3OZF>&c+3vcJ9xq5noc9- zzGgKg5}zl3$beOOWMLsegHg*QfPzNRROC|Myv_ii2Tv()-Sj4?sSl9As}D}}=2s^; z&U#gW@`1Eq)`SI^JDHE&6zOBO2YCds{Hd|XfUzf)>r7junMfd97u%tjX(?ZtT)kNzoXz8pr=^#1_g-Zpqs(-|IzxS>Ym*zEjO<6RfS zdTi1M2|9wRq?67#=sm0Df3x_P;?B5=^0V0^jFHd`^Xb^t{{Rg5M_l-csGV!XCC!n2 z+jtqv1Jn`Nn);_l(=BuzHa$B+wp)0V44m#H{y&9u6jSi8h4fznX^Cm4L;KbMJLKe& z04I`ris*d#WylS|^sMu>w|R}0_u{1cQbMSRn~C6>S23|W#VnjB%eSeeXzfxX=bl%g z6p~))3aAHuSE8GpUN?DG{$iD$a6prv|X?=NrM8WSY9gto z!v%osMP2a!0F1TY30=dicy?n9=-6&E!8tq}^~E`_XN`Q9O~V+^tx<>tcGx+`N}?Pt zeev***IBj%a6rs7bP_dbJ1uDNNpJbTurH zV{_D$5k4v6BTm zQ(k3t-5+mSyqXQXftlFvK9!9%gW9+clA^639p}go&C;A$qYa0xSKbfH+N=aq$fgB> z6XZE+vL^r?!yr^JoON$%bAT`j;M9RUGL}1s1KzB+AB|iNRBzd?@n|wo(CSZCIy6N4e~w@ zY7$G6BL-uI?@_C|@J4p@sUo>wyDH!w^*~$Q8+@)u(xvj%a$_f&&tq=n7{+t!Q$kuW zRD9X>Gy!ThXwF9!dKdEnW5(K`k_K(1cKvHYILfBgA+tahRwb7*R#nEBlkZtM2Bndt zhXfJ z2?woOKzSgTESnf^$2GNT@W=~~z3Er=FAp-$=h|>bYRZx)fQaQ?ht{-H16acl#GOd* zP3m)ugW9v>c>p^}E9q9^n{nHUu3#pP6C;TifSqd0+JZwCRd+Q~TcwI~88{f`sm&}> zvD?CmXb2kOONl>u@-0kRK-n3ppa)VjkSVC~KpbZbdQ(7Z##tlDqs`qau;FTo%H>s= zvMP9_f?&xR0M%FxLzzwxQ>G4)VVA8}g8Dmk+79NTZAHle2qK}NDwt#{LCz{OZkq;8 zTZ&cbD}CHI1!&&sBVDH> z-n5obNAEac)}S&tESqtTl-7;*?mYU?1m0+4wR_WAHh;QmylF2`D&&5Y0R&dLY)#G$ zSGGzOW|t1MZqx#IPvxd2ZAI`E+YJV?Jg%>M8K}V@jSd zanE|G9n8|c*?V=VX1kU&9!CSc08KB3>|xp?UOu%1x+8Un@Hz^FYBH7ixg)(&mtB(G zfkT>WaXpLaXL)QhEPpLniQtj`=1A+BfyvjqO^=8iTuSQGy%!Hak~Qv*!}TSLoTCi{%jAC-n4ZMFYL$~Jo$&MV#RfF z1DKD@O#pS4y1=?mChU;jwY6<_@Q~3-ybjgHMRyd%VPq=b-W8z|#~i+7b9|$%0D3f6 zOFTzxV|F>LsU#5%w^8lSLtOk?l&LaolM3DIYU1uWqw@Xg#(Ev(i`2JrEk&(g0MC;K(Z zm0wd`QL~Cg^C4iufH7A7+sp~dwO?o6n^bQ1tlPM)5%D7JbKaze-e_a?@Wey)*u^43AylX-!ij)lBH+l$Vb+ZwiNYve?Hp*7Q-CD^hfrlr#r^}`YNRk%b4{8jI!8%An zJMA@TcS1I9BpQzBA&U}6u#WW{R_w~9PT}uB7m{*VZWsf-SZ**t$TgCyC}tS>YSdS@ z?2L?dmE#lu*)7KNBAhi^hV8J2oR3vY)XZQ7JF`n3p!@z| zfn4&V60D0;km^QGNuUm%c_Nk&Gq-no&XN?jaLC!>v(3+z6id>OUOmGFkAdqz7ZJ+> z81<@h!z53L#|ESkZ6S;9K9z789SS(()~@B;%~x3gw{_t6togL)?Z`1V2DY7Jh!Wg; z)Jp<68)XjGNeMTPyjtB7}(>r zl!EJmwGq-1X-tte6rPlmq(Rqff%K%`GzV~Ffj|}SwAtb(%TmfdwUrEVJ~uYdhrM=o zy1H&un0@bB(Vs}Rxdv$Slh{xPE`$ilExR?NYj36m5=jUyJCJGzvoNy`n|oAcmmC}q zL;nElpbce=O50Bho-t5dY4-{b*_^QzN(;wF!V!U5HX5Qe!v<}pfe>11Q`^7UuOZw= zQfh0c?5;s*1{sZOUqq8bzaKI0SQpw|;fPIYcVn={0A4P zx3Qwu<50I;F)XL3IR2Hr3)x;F1Z{r&8UUwndm$cP>;qcSYBuozk}+p)J%wV=rrbot z!r-G-Qxvhr!>JSj)%nWbak-<*iH6~t<}Av_+pY-=YkDbSP)tv}A6fv=xAKu)w)E*r zjJz@VYMfUQ;Q51Nb~T|2q>5xDel!7-t;z+VU*c|+&%?SEg!LR26=TI0J6=0j_}aP6 zWLn+%V+ZGKR)&W`CERM;kZ^j_mgRc@#PqB;x-)_mHe;!(PS-`$LfFk{bDa~0J71Oj~Z_DyUNEu>Jm2gPr zu%7HZ%-hKwsE+bXIDSWJ0Mloc@>lMyTC$AKpEHF)o@)hfoQ;Y2)x?@tjKqtB>p&XU zFh!MkSZA(tRPHYJvZQ>t?^zj>I}S;y#6~afxaNAq8P@ZVjFr0zjvmGR! zLAlQzyHvL@VL${>0{;MM!T?g({3^NBU|r24d55s7a$75qFbfV&DtK+8XBin7pbL@A z%!9lZ9ddovHu=$A!eP{z>Ga}ndV$J;(7|0p&%?!fJdzWWf^YF zg_!SC?N<@nU=#x0)n$#)k30ZAl~v}JIB*D3-T0sexdq5&DnY=jw&`pOdFhZVF4-p} z$us2!e5LM*b#{KK{RJ{NrBwdfpiJhFt5;i)KBuR;oqh!Efk$~SW|Bs z$2UfIHwcU_X&B|`hS805j2xXhQb0gjT9l5_jVK|V(o)h$H;ACWckiFOu3bAj*Uq{3 zocsCSpU=4<71A&jt|t<-bGEY*`H{o-fKX$&$22&I>je+aV*Ox+?67~j!&lALJF$cZ z&+!yj{!vR18#U2yqa9Tlkh&Ief17sNF!L`cyCL5_su9KWzWlFTa`_z41DTb~YZW+L8*#xHK9IXwi1VA@44faB)?7Q-L1(TYPcB<| zZ6gt@uB%fsE(6$bQI<{EV*dWi9Q1`_VOhB=`(gr~KQ8-K&=<>*NXr>P!d9bGWhIJy z+b*8N#EWIL3O4+FY`vis0N7DIB?R+AOqp=_DlmkAJTBuAtJpyXYTftHBsC)%Ni z!z4{kHRdb~up}1>pm@}q(e;5+L|e$xwQ7P30*?!e&&0jAM{*>XfZOYP%zn~t#Z$!! z*0^IkyxX@kOFydTYkq;oEb1d7FiEm~WK1C;H5r0-8JrDgf?MzTPjqGQD-$Q;oSt!` zYu4MxiapD`+PSfkDZlKS>irN#tY?BRq`z`ydk#?KwKxb&yiXk)QtO=*S2Z_6WEkr4 z!xI~~G;XW=GNPtC9u3)NJ*#5bBjC-X$yW{HSs|f7KKg<`3ml@l5`2s^*x#-?l-e;D zD2t%PJ9+UIRv;waEoWV_oUzDDlyxuapbE`2sQElwF~M+w;+UJ+amSWxw2=71Od;Vs zc7RS=jeQQ13_jplTX=jy^iq4X`QLdPA6gqPY7b4;*tx1{wrp(!WAc{SO}IPy-PzE` zh$MWm`@3?qq}SRM&#&3oUJ+W}T&wA5I_L!H%2VQeI_NCP;ZLUXBg53VW*(~63JAzH zwn2aU&%%YX8a+#`%Fh>avsAa;tZI_nM2Pnv-dW9)XRfx84a4KM*G6iOaM{Y*n}eWM zw#+wHf`(Ch4jfSilXv;$gcb5pT>*2aCgNO-0b-3kE$pcu!pejTKGSQ@Hl~M1@l{2w zNNxS-W=Tvg_~H|osKhe#ED}nZvmgSdvuF|6F*eWHeVnhM^AJe|g9;XP7C!<~D}NQn z0&LQ%7{S5tp%ipImX$4jd83gUYmjW=Hh zJk)=*ZEb6QJJyd- zq5vhhy)#GUD52}PhM3K751E1sNsWkIJgVYOnjx7`83x`XE09SsGz$ID09pN26Hvb! z;Gky@z$iQzNKw@>$o3XWEdju=;%sqj;1pnF@G)%n`C<_}hYyxBW@9DzVEbbR`{pbE z?l>PfESC-q4gUx||2+fbdN){RHut(3IAoD|CbHJm7j zSs%E$Lnn@>mesC~&?77z8#)J~J{%MRQ=_@qph^!eaa$Px{maY( zdM`#|RUJ97oCT5-26zZHs)pQ_8S9T!kVgnZu@UpIuP;0dQ^`XZjef7r!1&1Gr{K22 zgRGF^0{oVQ2I@i82f0H6vLQ%iG_{wjN0SXDVlnSy!f1&vXmmd=wH>1v`+g@8R<|~n zE}|#JaHBMG-Ne9DE-VY##ypUOA2L(1)% z3+7+Bog4D38vsm$D2ra&!xeiC39Iy=B;0`&o&Y~>^0PxdIypDwCJtOXWxMdE+;#@! z%hT(e;Vo4W@m&Qegkz!jV><)IZDE6C0T{+pW-=8U0P(hS3)k>p0e8{(@?vbvQ{5q{ zQZB~X=oB3QWqzd#PNHuTVV)b{`?N(`r~zztj6@m#8#PtvN%nT{RWhXf0+iweS_wx?C)m+g3E@8jFF0>8f_nz zA~ke-#mHt0byg?2ZQS4(+erqOYLq89|1CT;I$$;AvII=(G1Yw8p&JM_UM`e4Ssi|D z5gwmbzB^JM)p<{>J+0+O3o0RQsl9y24X6;xieDk1Fh#Z0B&;hVBNq$5XV8*bDXXo6 z%3R8lt_o|*-piVXc$TbIjOglxc4S{D3gv7!)Ag&BTQ!nmF5`sGMJt<4=Yr3`tpSqy z-;6}+%iFCC-EB;bk`s zziyxD;*V$0zw^r7%$=u3TaU^Vc$S&s9@QgzA0LN1i{sb?g^D-tCv|Bh`L4-^!i?$Y z<%)?*s!F5O-a(|$Y%&av%$C>ShW#2O-fFr+m4w*UnaR#ZiSV}GhkZ~HH}HWUKh-Ej zMd7_E!#nKSh)+Vo?XFW;irVRd;D6w0su>Xb$^@;HT!YNwH(>?JS03rO>GFC^!nf4~ zWen~i&!0P86+_KFRP4MI57+vg$L>5ME2W*Tktz6f@cvDx8?f_|Vtc~m%F6W**Lhjy zgI(hsd&)w{cobC!JWh$-MLun@&HqP4{_>s7sHlTi_TzGy2{iWRp0 zZQTo_?-kA7BCG6SFszR8^g!Rj>J$9xo&oxSsJ~kvA9mu_k4&d6N%-v(Vf27y4bEg@ z66TvCJ6Yk~1y}DKgYVq{-d|x5>|47uDBkziJ;o~{h!ox}E2P6A3}W2Nl?N!@i?%P7 zS}khXS6qiwu_c?HU+U%HgRtI74Ze(XyX;-#iIbA|jK)S;X4|zO5~12nhN&17xfTo`l{aM)wg7e<9P}~qn7AZQ5d%(*W;f&5ymLYq7K{UkD}2O&5rj0F z)T%4%)h#o$Q(M=-mFkIZ^c&Q^L7N~HAX zP|X!k(V`zyNyy_EhR1ko7bV`ij*W<>i0UPJ{$x)slBxk_scs_j06T*I8Q9ut@_Du0ry5N|>DD#HQ#9j*oIx%OmH z@~yr@M>{^rtANl&mIUJ^7ujoza-!od>WAzEIlRU$PE!w&9WixF^rh2mb{T^FAd39F zpZ9(zh&^q#iGRtVC&80i!eE#z4PJ%3s)lS-!<+@|=2BoHJ-{wN8ipe$6^uuWLserJ!ZgL| zyccR%-WYWvp*!o&b;3CoUN2QloO4RY6l)mLZi`fvHfrb^rQSbV{WBx%U+4GBjM);IZqomqOH*N*o#cK> zh+l4^LW_Utadd^SRUZd>T*mDCskSiNc*c*zaEKRAvX}K+ zdw44spWmFX=LDewrrpFM(_!+hZ$ip9)ZVLZpqrNtT1ze6gLvSOAW*w_`{(xc1G(dv ze^U+fw#y`G(zmj^^V#>IaS4y_CuZ)%fa|o|@3H+sOoL{CfoFdt|8(u&ti$;_vn5ki z)u%{8PndSDKIeq6yHEn(i@~hP($KaH8Xig;D}v$Bm(A9!Kj|rsEmA|US<>q#LT9ka zRj)ve!JrJ-N9S;|Bx1f&>Mf-cS>^@f;`mBpAy*KuhB=}LfMU# zS^M~wg#DZ-5=!K{{%rrDDm2ak7Ob|_QK6Y!&!zN#b?&>9%8kP zw1wx5^eUQ?XNq3)68qMtQaugJm@U>)wAhlaHX3DmJa94m%VJXm{-mHnpQZPsB96TF zaf`TkZDM=A*Mq_ouvV*bFH2HAglSO8YgUo)=m1pb3i8)fx8njI8t*nG?%bzd44_oI zD$Pb#ubKBzmR&+3MR-TRV#2DDbQa_JcZ$4HUd~AY(~DgsA`sxSsgf%;b}?iG7Qkir zH4Aw1!E~kU(SvYofUhX?2g{?9N7Bg+_Q#@GcXciG?nNY5VM(6K!#{n~Pv0~NmDoDh zYuIX(t_~V&5L)cI*g-JtmUg@jtYh7Gu=laD^<_?}RO5|kJ$I7?6rH7Oxpxzh%J+TSV1Z?v(cn` zx@HS(sWY*7P8BpcNW}}8xwLqXg+?KwmJ~h*a@w<;=RjWzQQb`T zMP3Eq)&iqiJ8t(Wd#jzWvsSQErr-88(KaYK#$dP#D`%KsH)S5k*N0#{3fxkIe_uZ+ zzmq`>@r?BE3-1$(h8l+@%O8=V=*A8zi*YO3c#r-$LvQLbv=$PdXMml;Owp3Mm*h!_ zSzau$+DNA1RzRS^q^*`l)Jv)nE6EiOfoEgDLj%+=ynV?Dcx`&^yDluW`gg;qAT^{~ z2NI>Id3|hQ09K$)ZKGZE>;=jWd1OEtRswr=KWh932quBgOScwDTDE8FT`U38YY^?U z=O$0fB?N*5_DC7au(u&s@1qGru&YPQhu@pAucHZ!2iVmasZ>HZRLvBFOa3rigvSeILdJnd5fYqS)YQzc5(<~fXNBTRL1PiT2{oHNQ#!CbOdF>$8YZ1M8O%7(?-K;*RG} zSXh*Go6zB;bx`KP)I$+cGF_cCq`LG{=Z!&%xkNvH1JkkKx|MYHo}Qh-xKn3RV_^%B zxFYy&InY}|Pr+Q`4{EZPi$U08oDe~=-}ZN)M?$K^10eJX$rgLY`Fg{*q(^y_zi!rr zBh)1EnLvsZnhB*AKoJuA;!O{LZGb(VS+&aW8Vt##97zVrAEuLxv+-& zWt^ORwMj>Z5z+ZAI*^wm?alZ+e!`lr~0 zvZgvtB9tuzv}=Z*A5aGk^}%*2OzqylpXVul(5$~()e6y6?~$3o3X5fbVntI{b zTf-;bGG(5Rr>`eo^!C?RZbq%2aOwYAy!IgL}jAZc(#$x`v^2& zDdH?vxVy3aV;Nqh!W72Kx>`%g*)9QoqBCL112oxXxP{=bWjemgL7c&>vLkX#)*_A= zM)z~Uy6CnsoXR(s7-K=z7>0dbCv3iF%4(I415b7^S_|@AUqMP3`iAdDB@b#L0Ls^} zGtNePXqnPlc;}``;Y7M-6nEK{3P6WZ!jG+GLW#Kt?(WWDJuxBjb`Is&xG95Y89iI; z;rkWr!ws@VoiZCBPnnucB$t0Qm85k9(begV7w&SZ_NQcacEk>hiEx8Tr3*VVCcM@~ z;QCdX#Ag_PmShLLgvN(MH5~oehDgRjXRr>PJGwT)r&A3D&YEN^LHoMmH;Lb+V+!E8IfbDpTcK96AJ_p9=4zvTWTQy|AMIB#=Csu*U6+?(DM_qc>R`O3@9y}Epg~wF2NsX4rq`?I7 z?@#r0aZ^3@vddYxCJyp?C{*|@p}R0_gPKeZHBE5r+Sw~%3ptUVYA`!g2>nqttDphj zmd3a0OI{GlPr90UWndD~(4@%!$E)p~aE<4_!X31!CCt7UgwE&B$A(DVRkAxiAdlQA zP53oEtS#$%YsJR9P*Lho>xP#k$-kAzhJi}+UIpQ4Hm zY^sT`DCawQWvRO_rj^5Jz^!&u69oF!+nV)G=__VzKj)k3>-P zJ#&_xUM2kd80&j$D%vb+ zvc?xa;6r(3ukC3i?%q~#)v;OUZZNHs;Q04k%!+?PYT*aQkjTr$)(pj5{h;t4s5v*H zu52p_8AH`imx6>LppIHE>k-tAtLK^~TBTIXh=YB{l! zChM90*Ofy4+NTj!90e#PThm6jc?WZ=z+jVN<>C&Z^n5v2nq&pQ2>J%%kj@Pp2am-% zmTf4WFmhL@Mq|AZXY1Qf4a2X=LQtzpDUDQ|CxzESPWAQ3hZIaEU9>{e#=a&0+%eKG zon`yGlQ`M^r3I2C95}2nEMCa*?LF!)fOdVc&HpE{wT(J!V{+Zglr_IIbZH}aRQ(0? znv9W?`$~`E*!%3cSMC(}s~T^=XLaBwu$AG*oWYWpvTy)dtl_)Cmw!yVe~0zjP+xrh z;NH+e6o8)nMH@F0#Nh(zyJ=VLZ~jsJKClU{b82{GYC)2ojm~TyxOyyo-yr^Nx%Cr2 zwln`P?{$@52OuKu=w`nwZ3uVJB;&8X)I&{x?vR&GMl*(Q50=n~!h=O+E*;zI+M>sE zX^mXoBwb{uY@V~;tGHaokG*|0_(1vj6Ogfw)Tug{YhTu26RnxvhSKEKMAG5}N+)Kj z75UBPeztAbteqnpyWs919|^COzJg11KhLy_Hdc<(5P1UXW}ew%{1XRAeNnrIi>NaX zm60Lh%1_w0LK6Y+2qA;KPAPyYMfq*!+ETNZa6q!5w@s^^shAUvIDtg)p-CzQT_l5H z9_rde=*(<*`--amy>MN#WiE!GZ#*q;6a2v;po zNr4iBheEcIeAQa4eOqunLGBdF>th4z6P_AeF28_c04tHf=52*T9!w?=0L42th@~Al z*3cwjgn>GT%Ru0d+a(TZI)noinn4(SUh}gOPs3%VA_a4FxsTs{nD6y#$Yx7)&e2GY zzl9`dTB%JkMtv&_i~84|Ni*E2f{uUm0j?m0Q%zO3N7q#-fa!3)*Np%MczIEoI}LYe zFB8^qXfd+Fal9`b$jem4SuADZZlFpsU=B5U%OFTu5N!|*h3wFkqPbzb++GVTy8Ag+ zDU|w0=mo-z!P&GXylPM#Eu6#vgw0inV2P#9TVZFH{h6Wp!t;A4FO?7<4}?;l3KdWd zlH^2ka0O|4iH?@h+VISyosCSc=qU6nXoc4%i@t7ol#X;IMk04b2NtEiNh*$J?6QNTjmssf^7*1$6GM-mq^rIT2 zjB7R->8+%dG^?-DYp9`7P*WX_S0_!EhyF7#;(Z+)&D)dA-()%6LcJSm?2vPP z^;gGqLvKRb87W}ZUAL_9fSAq6&+$@7mob#YoIpdZAQ(0IRbF3||NfkfqLa*2n+UPl zFKSw?b;8)qxKGw%j5E{LVeUJEe@G>Z4-pBqHNI-32I5!P?cRJWOnUWl-LJ1g^?SqW zGkqOc$hk$U1|ib>0|-HW~}%eQK2L#{%<*m|R! zs5|Ec`&a+{^6ahEp5(w!aRhtG>6pGZG9FpB`ZMoyDB69JdM@8uo~?zEb2+z&6bW3j zAsPuhD6Y|Wz1xylgSd!;*H%}OCw#)}o1MP4r+Sif>CVs4P|s35fYIyP(Q>N|HTsyh zDQhOa6DP@}yYy%yM3M+I>ZiD^YBL!4A#;v?#d^atL*>OB*kvKY* zptysRacYf8d(rE%HTAs!p=ZqkZt$XbSW;uO%jYfzt_4(a#7LiUebB`8^Kq-Yiq8!! z-X+`UDvLFtiXoQv(~I0rR^MXSXu6fNnO*3o!;Zi~x$4ArHz%!rb|lw>?=y2DKb0${ zsCca$eT6e7oryiJ+CL5cESS-Fsn=ny#g2+zDJu-+0Wl>zjJkkFyEywSdR$Pe{Y0%J z#N$Ic0FmHN{#W^F8-<^aE$(B_1~=Y{DvtTm+Wvc!xHOb2HP%KD3NoKtZQ{$By1hA6 z$cVf-7&u>H3rpCZm9?Y3v!~*sr9*?(sw?IX$|C$6Sr+&g|9m@FJ=kMe+KmpO(Q1Q{ z)-wjw<@d{rU7AJ;KK;f2`}yMneiX@;MhTrt$*nSui%+ZwacV+ZWpVGiWhwo;o@w>EOQ)qDmL}pQ>AhLCq8-n zh55aHlU)TGCy5?wcM>B`XRc`6MjhU3(yorZa{lE$$vP8mZ2vVZ_=V<)e;C7!WBTDM zJ1A4;9YQnG>b4qV_Go&)#UpXf1PjT5JgKU``45ei5A9J)HZ_Mj_T*v3fiA+%oJ;dl>k)-k^ug1-EA_9bX+~s9Lf=9D( z6kwJ|*WaMa#=}-ib^Im|oK!$HlwV$Uq<7%9SzLeUHWJ)EzoKj|(s6EaIZ1d#_Xb?% zH~CRa{{i*|cx-NfP7axqGq4(-p@R}KyGABhK5}l(&2icz&kk3v0oIF+8FigoXwvsGYcMm^xukqHX9jW#AkP8 zQDYgQDkfjm@(iLgypNS$D1GbCPYm2{+-u5~6tyUzSVUQ@Pf-f=p?ehG7-OBFXjA$% zS=+PWRu?s{oX8$&D%miXH`{`9Ng1G4dYsMdJKs50(=LIleup@{4=C|q zIyM^JgQ$C@a{_$jh&;_F2_K^?M{BhT1>H^L?X&gQjD#Ae?8YAReszJ0!-BQQYk^GF z(Q3JRx%XkluDe*HIQ-IiEgW3u^w}26DPgYTEJ>%MRm>Y&K}Iig0!AuooSK4Bl%8WE zLJ@HDKsI-%k&tXV%&pNv@i76~acCj9O6i9_T>k99I8(9$8$WODCgbU$PP&M~G~`s- zCM?`<+|w*Lbz;n>5XSp? zW|n(WsOJ)l4uM4GDU)1D*>ose?m@N(*6a6jZlzbVqQty`b52nb8P9mC$-mV^Ne2}Z z9%n0Bz_ zd%nz}3B~thLvrrA!$v(qAa=_gCcl*r9Ie@9=mck^NT#d4Tx&~dA9ZVvEi_^D27ox$~Vx4-yFgC zpn4-dx1vRKe(AwAi{#VuWz7kB{k+cY(xw)92B}`kCgfm!mxG#F;B4+_c5;NEBbZ|J zDrt$ayYt>&>6;<9JTz zED>G>giClJ>&ou6!jvBGiHF*?v4J@UYaGbfO=X@vUjAq?Hfa>H>bvY63aC9I-8pBi zo{e=K)o*n#&tAc^{gD)wI3(?Uum{nH(v`0}CNb{UXvtW%QLxocI7MlTY!YV?knv#* zu>8veD20h6Pe`FU>UUC;D=MJwf^rZ`j%O(ym0tYq>SQ9qhsRJRu$bY8!dI`Bt5oql z{XU19GSSZS*M%=TUW1v?tB_Q9QP_tT&WRvOp!kGD?dR~An?V;``t>+G@6b*JFF7OO zTww_}0aGV>;V#6~A;r~+LIaNcyYbf0TV;a_)*(f7$P{SR&&)KKCY6%*Eg8(toT8%AuntHZODe;&Z zYtI9GH_0OI54o)(Km0^{1pgc~^Es>(;L-y< zWncuO(;094oT)TznXZ5@4N zwpHhbtF(AmyANgowXa*%zarw94v&2q{-U*{Oq35l8jaL@YM4^vzP*i-F|MS_#Y|kj z6KfA_C!;E;yYWIpcC1w2w)XbjRnI1;#UAH%bM7a6Zg|zID>FxSwQun6cQLMm$qS)h zpG``M_C=D{@MAQH@i6N`2GyL;*k1(~6URZ60baXBw-s)ceaXn%Q>(GHBr+}qb!zg# zNY-w2KO1+qIW-j$Am^5D5j9xyO!$N^v$ZqK?RBt7>5^vGWK+|F(g8Xc(_Q#tTxQ=_ zk~yk)A;2{5yT@rW3mCiW>#4gbiynZrX5vZjm4J8dDaAOH8_3$`0*D!AoZlD4uaOj3 z>2wvh)>UH&CYoP3DEh-eJiE(`W_06;28~<2kv)UR8kP#FMHLhsP>oqx!PPLMsJa(p zd%mHlC#c0$oj>GI>r0kdhUHkr2_PeCi1u@7+}=2cWf(aZ`F682Ku=sj6^};ho8G;5 zHTI8j$`G8zjz_oR-HuTzXSy{_YfFM(XgRSfv&qJE)?Ec^IT>RYLk|9CWsRI<>`Tii zGmqNHYkEMZAJ+QNsD1-OLygIu04cAO;bPU>LxFx31}Et5A4BwlEJoNnU8lDw6IgoI zR*8>qjO{dzMuNX~{V|2qxH>2^^|Zm=U8UQ+%mb`Hkb0i+FhkeT!b(TA8gtEmCOc{K z3v>bKL2FHUg$A5c#Zp zj#&|pcl*q(R&e{ZiySzh2b}9P&V-DBD{)k=MDs_)%EGne8i<&gx)*S7%>~qiun)Rn zSh>#2YMB+x3tp1U`nJRoe309kPP*_GvUmNTJ};bS3pH}vhb6(V-xXE%YmgR%%}UDy;qy2O63n z0C^aGGNGTOq@7}lDz6}jtNF^ys5$&ot!&x=9pK<~=vZe@d;EjFo={O-Q~5krpPBuX z$=k>lrIF>p>2lty#sosB7iYubmGxLv4Bryhe*lzao^y%2Ao>>?y)HAO+%^B6Io1vH zKQ^#Z60OWaw9mG9x7OgOsL14o*)9ezIS&oJB}4Oi6KOX7A2?c&SkwHnkn@jiF0Bw| z*Eq8KucKD=@_Avv+t(Y{?XDw#5m4rL#5wPOem2L5T&a>MvQMo|p$rs{3n0j9cY)d2 zO7&4qw3UT%{Y*WZZUuy9wl%21=|$h)*7>U2Udsofk+^<{jicrvaKaT1V`4UewSu#$ zUs4g81g6nBH!IA*NVbws-9Y*_xMV8Sx%x9tl1TVQtJliZirEhf*t^w5B+s;ai2uoW z?+Z;w6G`rT*`AFj!x&NJiF(dGCfrhUF68bD`8Xs$pAO(#<12BRl@fL@+Ra;(aj1CE$Z-17q$=&m(ekLswxV(*mFiaZvA+DC2Yr)VZL9;EyV`nzLAn8<`a7Bi} zP>+6xD-Zc1pVem#e=@{C*J=|bb4prGjkAAK3VW=HQ5Bd^$x6?V-AkFv^S|bzpc>+n zwHY%jbrA!y8b{tY9mrKHg;vmN1C935)_n&U+!~ukdVF;N=6NTn>a)x40ic@r{%^JNo#rRHh1%Wl+wP|^?M&)?O*YQ1L2^>1bOUM$2yuw2^gMb-?} ze%u|Tt7u7}98+5mL}#J&qsd%3+hhX)#RS!f!xJOMx0T@|V86%7UcbD0&O&mM4Rz~x z7j^L4^0#3U%d($Y54cizLvphc4dD_(M3*0f%9Z@WDz~=u1mv@p2DjYJ)ZM1#pXO$9 zTKpIh$rTqR`q#7c_NzLdR%bn%GK zLe-|Go*1Vuzrcy6XbAMHnWN+=+>P162c4=S@2g@m_CVYF(JbRpDrm#hn( zhw@X4Zp~ol(nZwFb$)~HE7@4(Fy3KD+!V zLV=_83K!G;AE@0Iw_KVZDW5O8(V0cg#ZLE#A+H|JRl3d$ukY%X`o7>@(j+*DuJk%< zyz*!R{8g_nlZ9Ml4A@Y|I(~WgsQK$Z0EH9a2}HKiBfk>n`pGiPpN!34f3_l7A$JBK9zlHJd3J zzMzp6>>e~h7OARw0<(1y-;)rqmIShK7@*OSsj%vMF^<4!^(cb<-DBgRrEaGf;0mE_ z>!-<3K<{G+4ut_?hJvn06?4>#doH6p7P=CS4bO2qpsPENrrd>-cYf?N>Ebd!IWkofS*Q+s1Cl_Srv|E z10yLg5eGXXLNrJW_*~9UM+CT7{QU13Z*6+yeMnUY4YNNw+%J)<`1E_I^!c=$qZQmmS_9CDLTs5IhV7@{BEPjz}sT% z$U$zda-JWPg4n*n=vT+O_vPcvHfM1#+}e!A1N#h5PmysR00oTXz$ zH=@;kd9DD^JPb%>rPEbFP^6~`)x3(Kt&GkXJ=B(OiN}+=t?=P8!7e?LDhBEfVY@Bk z-ZdO+=sB#U;`3u*3FsNG>gh*nnNp%7+QyOpEp5{~DLuAcGstz#3CoaAU+uS$382EZ z9`maB>mHn6aQ{*ZeR_IS%vWIdr6X&C*Nk^Aw_6m9?~e{CP??U4$V_tvCIVs;>v<7H z3%b51t0{;gKHY#;^=#MS$)q%M-;uN8jM$@3NYa50YF`@4U39oS5*FnIv7s&SGl>af zWJtl2Lhpj2eDhVeABa|R33X&JlK?%B23Az&uYGV0mwJpjFRl0;T;YI@qsmDJsRupI zs%F;r0bhJ&fF>`R9jzEXCSB*{$-K3c8>e0CN77%w4OO~h?!L;4R~@eY1Nbp-5;KYTK!%wvU-E>T|K9SeWWCUfNx*j4Q{U<2$c)UouTHWI1?FCcZ5QOB zMlSTCm!tHuM2DZWHLQF~R(pbe;>t373KpD!hbD&nLCv1o51di7Hi)Pn^|;Gy;q-O# zdz38QN{w4UMy5{yu|?SKb1UveJh&;22)A*v^)MHO@_C z!JXObC8SV!PnFarY=T@ii5I+5{l3^#FP^hAAxs#((Rk1!9A$NBHE}K5C!fW*Qo8*D64`s0c%bkcxtYz}k})y$#e7Rm0ZKCeyzcq1LCvXI-8u+E^9H4E z5Ed)^?K5!FrhS%4{hEd!f|`$ab$$~dYBdaGFuHP|aVl_RBjl7``eb5V>W|ST z`-@Y-tplTk_T0iMJ1Kv}<&Xq-A=N+Ln%VXB;&Y2%ICRO)!^=C~gBzSs2OLB*4l6l-#m zrBD!^-Mz2OjvQ9V+8@Wo$yg9jOnx?f{D@e!r1UxvXgPZ0E7R9t8_21n&?GZ1cs{7U_=(_AJ$Q9Mm5J}$%S+L@ znfShb9u-W&Jwq-)==U)#wT*N!)N>{teSD_lzME=hz-3U}Kb95L)H}o%!*S(T20br6 zGW1BpeQTD=Ff`Q>MB5EElds{XLVh-XckcT+xRF1=>?~ zIeW%G&uLC->t~{@+bOl5b5gqN8y0QeUg=xH7WM{aY_wa{>dX++nKZ~t7&*UC((qBu z>g@c`?20AjC0C`mB(agTk)FpTlXNS~baeW!v1Xc)=Az2( zI&oR;xm#U!s-V!93Y7oF)O%V-kL`wYG3BH;@xEb+AMf5K%SB7^qAhqo`2>a55@UDP zh^K(R_$21^qxOaN-hfeVs+-*0Xs&ooH^|+`)flvY6mfV;%7qZ8BT0Lg1H-KR=A?cM z)AE>=_!m`Qye8zfZ1Z-s7+;uAarJ${!fj3mFxfPZ2k}@kDe9)5bZzV-0XhTxF$`ZY zj6HIPSUB}(WQiSUhd*|H+I$HPURyI%03a*Gwbw{{?dw_AI(sqaku_}T#_u#6I9Pq& zNL6Etlt$0b5?v+{XBE@WthJps`QO#7iQHg!p7wS5z=K!Jrf7GWZ-DiCq(K5gLv^oS z$!B3$3HnU<@-AnwvlM+oiq?5%FbW>+KW_=Jb$*$K9+H)&KO1?ez2IhVB7@v6?7cj+ z&0AO=XI^mV`ivayO{vs2toqA94%oHqR18BVK7cRT+Ve+Q|X>bC3D)zC7FM;J8lS$`#d;4Hbe zZ+OK;MtuxSpRz?d>9`I}U@tNX$c$S?F=3y!^p5if zWiuN8a#ra>TpK>c5c~Csn;f zp;IWi5@l17Oi;D&kFln+RD_{Un0WN=^AWgV)!#B9Y~VJMmz^IiQ|R(X)evc&oUo-j z(vRg@GcdWuKmNO5&zlwbHR^gJH!5bX)DbY~NYx(1eR(<^+MoDmdy)LoSEB|2cb7iR z4Y@_(arMlM>PfHC-B6AEv{+M)bxGP;>0Z@QAdQ()E3?kDv=$6St2Hj;&$yb?9MyW6 zl7r|?6IpV#4ce#Y@;;bcG<>nXcuL}n>7Kb|aC;p{;CTcsCNWxfHFmOVf6csLUb|}& z^mZTTBh~%|yeql8tfj)2XII=m@QVogWQo41m>{LQ{R^q`Ugv|#9CHND>6#>{#ls%q z8;^(=^;fgKXrihpOWc8K=L^X~&}}cuIGe9!M2~x6yz_KBrl$i7@1Tct zeUKj>55*}S1ZWX@^TxPIG4W~$m_uBjHsLg{IbMfKRF={g$797d=>WLr#A>3n2KGjz zO`H~5|0WHb;OyR^6v7x|7*a@3rsfBx@}}o<+!zaS&3obR$KNpeidtKdc!x0WfsU<) zJiJ&q@0gnY+|&-vJ^!wCDCu~=f^PneMF>&yCyE{$3y^JRm1G6qiYIt(hjkd9{K-`I zJX@GEw_bshCHP7_!T^iki$#P9^)!b%8;8$5mjr%N)%Yk2Eb;15nS@ld>WK&{oGMJ| z|2^&6x|%#Rn())!0lVE&l|D!Nt&tke$-S-*gevETKk4*0tYqX|jv) z8;@Q%vvI!&u0Xlw=WxQH%X;vk44rIh=eKF|M!lIUj=Q(TcxTqMwGK)18sw0b&^!k$ zmknO+oV%=jB>!8_&)A3hIpv_Ds3NcYk5tlG=|a6bVt^3~XkkbVA=OYQeGF@IQwZhh zcT(R_7-*6DC`4bAk!ymcOk8qjZ_lmY$aqD?D2Rf~RHKBQ8@ri)MtjgOuI9DN*qK72 zJDtFPfRKiUJ5)S31LTuutuL<+SY;}Ns^;!(P&9`;{O!r51{to84uEvhdB>yhakd4a zSuq+8JXX(ccrXW_E%-DFv--9Gt@D&K#)(pSAvQYOMz6ADEIS4@J_}h4t|Ia z`!6?eYap{Z3(q-}$%EoBMbgVk+$`QK*6AI9`Hgt*y4!O`}eblR1!2&qpEn9So=1D_f28tDmZ z7rD@(oA`{YeURLe1WBrzSC+~EA3tmQRd%Ox90*k&W21hv7*NN7yn&?m)VLzn;6Ug@ z6;(wDr3ck@OTC@425!8p199j+QuN+R%#*$8soF2ev`~lRtmL&=@H&2xRJ~RYenSVZ zs;Xb!@Eku&Q+xK+9V~t=agjTF>J&*A=9? zWKk&+00+3FT}C^6Cj_@cQO|dn_elGV09k8W2<`CrZPik17(A6&M$$XhWODCvSm8Y= zlI}@l^3}dY98dSO*>^zvu6VIuumcASkr`j4_ zr1s5g-9)c5?7>C^* z%}okeEMX*Ek=C~|F_TJJ_W2)lcQq-|(73_HbRKQ6j74s64ND{q3_f(s2c=SAWI?A$ zkF+*Grpu!VWZd!*o|UO$(MavN!)MZ~YI4D8<(VJvbg2U}9S(bm{F3`42ZrPPYkqA8 z!rg*-`-mMs$*h;xq>dn#(Gm}O%UxH@mkdsO^`H&*w6}$b&-1FU3S=0DK{03ijGxq32Y;;Un#`VL#ic(_ z{s5Z%<&G(g0cwjV9Et#Y zTrec3@l+e7VSw18XH)}kCZZDVQr$5?3PDA~H(F^#5td_5X5N6F)mCE7z&siNZY2XC z{IuMXNzWejCz?SBy~j09LZ^V(pa*htK|IxGX6UVeDrk?EhbJ{!P4WU`2Q&cOlE*Dd zT@a3QQbVR(?GEq3?N1hpPT#zJ>ocIwm>CX6N}8%I+Z@Oc=DJq09zw3}2U^4`L2(-V zqrCtz*<&I%!Yxk?~JNvt!&4q zX}0*4x{3hgAk$`ORy9$M;|abpbA3T<)k7s;P=g0h7Tzlc^UN0NOcyIaRefcl_4m|g(jI! zgdRHAZlRl1152^UV#i~#UgKzdiuV08;OBz$w@D75E4uKWgz^;kYNCAw~fDvbQzw7RmM~g|rB< z#JmMi1u3~y-M1yHbxje>%$*;@S|5i%T^`It-`>eT%+~JaIcGfo0G~>t*B4AOF^UHL zpE2auLP-;HS(-M$ZfZ3Uug!{X++#eNcmt*?1SgmW0+ow(9ckr2;A1p_cLG7=Py|^R z&w8B|+`KKKPHb#Oa1a+Vb5?mD@ zFBzyj*%b>n&5EHl#GO!X`c#p}H0n2!t3U|yJnR{Gr=)Xk%k-;D3}^uZnsy01@I5F2 zRW_2qWYxr0C`_FVHWyvEH6ado2Lga12&y<0VK?!Cicq0fE@|rM-41b9fO+V1#Y9*D z26Iu#CgFkBpi+1&dQ$>dlz>!ps?PWW(xq>oCNr9et!9*g+JF&EZZZL>qJ>!Fn$m^{ z;u}r|Dmf-i+f-nBikkq@3~AKR3ZN&Trk2U$rAU#UvUI8fthWUGu`WsPP{(NQH%|Wm zg=vLVOQmp{N(14vW_~MOgZPVpcP+oXaULteeNlEUX;>H9x2-fIiLe9{3jIQ7T>)}xlg;z zJc4Ws;+z2Q)~?_IMFi~}^GaK_CkBgv(=x9LDDygTOaVYO2$97|799Ij z48(JqMl!xB;afb?U{;YG_)ZC>x3ns9$1PU;v(ptO(g!?H0s(=FP)IcJM@n1@0FAov zDZ?h51}Q@d07^le(}~X_lRV(i0vwamG~vfuLf~*JJ*-bBimQO8PH>}&LV*0u%|FY) z;+o8=anzbF1F?b4F_}jz$)@DLUIjcL2BZcJ?bm@$Dgmb!1Bz}5=|BsTI23Xy1W-w! z18~PQ)0XHd%Dv4<0Tk>56?4g{Fe%hkSO)E-0~EAXrCfq4I9@5EA6ij}{`sg)((b~F&fr)8b!vEUeT7wdc;>0eaC!(ZnH98%Fj0HTU3 zKnf_LfIt7x^XG)h##!HHed&Ruiy=n!>}m_CVwr*`?^yIFrA4yv#AA`Rn zQJa`8V;KGBN6HUsc(?mNR=aY}ds2O#-UU4gQ$Q5Sxww$L3$Ou8_6C#ZEu3}Ftx5f% zFV2cK=b)&T3yIJNW3=@&0XXuakFyo(4Mw*{Qdby!a7SvF>`}smmixTskF`MzCD3HI z6ahxwJGth@p&@Ad3ekZrB4;^XI%cbRmoo(sE&<@xnDj*;w2!&E;(!@(sKst~L^qS^ z(yQ7^`--Wn~Ft8%Kf$Yr(!b{8n!d*bfPKR0Wc71oAH}xQ0T5E5;98 zcdb&^z;K@$e0_5b@BAYk9FY0apDBW1?q(%=;BlXN>V6D-4NV*;jQntL7;la*S36vN z)+e#;T#v%fhc5%i;@=RrnRzB9i65K;wZ}u(@UNjR^;_G;j@D_va|s(j=NQV5$C}gV+u!aHkWam9TWRYPmN9~( zoc${>GNX#>?MW(v8`-6~s*4kT{8_Yx;af(>sSzm1JwMRfG0)s~sWH78$Ycn$B;hg~($?H(VZjyYY?LF#0H1#Lt6zS*21H2y9ggZ93~wxbtOPL^^|1mB7Do;s=r=ixH;Vi*;@ecd(cA@f8-UJtcj`Us zLo(&u2Z@m6`_)#3<~yXq;-!;xa`E>Mtz3B7pz{#!phqz!xq@RV_VmqMgHg6++a#MD zA9}D8c_W~#+ly6Z+Z<;ny=VtQB=b;i`Gz>GYr7)MULFUfSGKx)GGmu5?OPB?k|y*$ zXag8P=V&W}I+~|+kAjRoLtPHkR?B{M1kfy>IvNDk&TCD()U>s=YiV3S)Sa)8b#r$;^8HQ46B@QO$Q^3 zO#OfGU&K!ad`N+0@V2OpbB)bz%Id)JmCGuEMn!cqv&KwUs0sBI_@ikaqhY8nr{UYz zv$;c%$a&-I?_WxIGxm`2evpt@c*^1RIFyAlF;yU74$JLXGzaJm_LkFRnDV2gXFb1` zxVI%ubN&tS{{V)(VPzEBW%Om8S14PMNE~tode?A}2~~k1d4Vt=<0=a(uDhUy}+BSut4l?6NmI6dz zs2wrVt6A!o7PA{^Pa~#!S8#U~9$?L6U1@O6-f0+W09$=d-f%_1+Q+6VQVCKqk@G38 z4*O1)Ci5-Z7^Sh-JK7}50bW$RFDm)KGXpT z3cQ+$&^Qc6D(l4?<7nhmO>Q%mJWvENt}~YURYu-ef^$}81wQ9Wh;47X)_@wzfwvU& zW()H2MH_Y9^lrs!6<2?m&+Mk9MiIUK5ZsWCj z3^K(pe42caqmB+gl>m4&@m|?Ej#Mft&9ety4iCM11h!VQW*MRnp7q1(-VVA_XVaf> z{_SbZ24rqfU>y49tG%ks9iYZfUs}&euHlib?;m^_)NIWTM1LqX zc*q7b#%T;l`@O#p|k!&^sOr^ zva)jDDI8D*N7M`i#VF1VSc>6pm6`>{!B+0!w=5j5-mKWst@kt^#oB-y70kq8hg06I z_qu$QQMrJ)#w)oO1PD7 z;fyQ#R(;w*b@Fgeayw85KNhifHNTT|#J{aMZ!ZWT7dv~@&81x{g^fW^TH3bIeBg5? z%+O|F{{U%8u=$+hty{9!BVXd$!=+uD!tWB9H{@1g=#n8U<35xD+ga<@lSk%E6o7f= zt;Q^_oZMK+v4P22^9gjjy}*Pjxz2N15lJv%ZdB*n{{XE(9*=NZc+3*6;N5#yJ$I$v z+rl48a&i0|R!G!tEE!cY2m4va>st`(cEb-b3dhr$49ZdKx7Pb@^;n95-nHYuTjdW7 zfrq6f&DEv+ep>+hy?WO@DVoL-UZOeJb1CTigQ@oS%C0+bhef zInZ4$_4Tf#Tw2^On;F{1fFwz#f@8J4uxnN=M`-fqPsCPik*lbATLARMM{r#gAc*c$ z*VceGW+vf-M7iU&GzSUg82(dLZ7+?aURaNDCzDs;)h*q&Tts8R;QG)7Muy%pslvCV zM{vy;*%>8GO?xCWO~A%F8e|D0DK22pf+BrB56AsL?6LYQ&boQ)>=}vfkF_ z9LW>pW`HkQl8SAlUzi;6=~mj`%mvirJu8@s_V&)?+*~G5j2hI7R|j*%yGA&m3zNw4 zN4KfznxLGnWahL|Q1OXh=E$ZczuHjk`9%OCECm9g!8EUKs{6W%Np02`)QW%!i{TrA zKobPnoKhsCJ5Ly=o%rN)Q7m~R6U_iwj%6%V9GXXtHr#q8YeTk;%Jlwzx+A(bTP$IgiMM0rak;#qisCF|-GBuTk$<`dz)% z+$x#a0LiUP4GUX#k6{QM(}9Z7crIQ+5~kAKYfDYGiU`1xKz-^P#)W4y3ygYD1j}NO zs_h>?eA3A*a7Bjsf$S?5SC-|~R#HIef!3_7H!cV6_NeY?16EB&bbvBTv@bze^Il!u zF84nzN-SO5E_eo>*b*2}f_()5WQAcSc>s4cELbj7oM*YG+;3LIqiWL#j_LrJ3+QM9 zSCq30cyPzL6>03*RYIH-)~ecCrJI&k+|_1Su4WvP0W<-fbdp=h3O?hWmALT4kjF8? zxg6D4ZQ$SKPTw%;nj{~-D&I1vN``G6hr@QVPA&H4w4PT3D}-K^l@q}!X(BjvIO3|@ z{jF1cjr+XPD3R|SB_RCDYVEDVd1vJ6Yn-+*Jh^8Zb6ZmC7ReUKh&yT-480}vPTop@ zJ#Z>=Eu(|Xax>eS;iS}KTao3{rPb8T5whOYTt{GD86hnQ!+O>|?c>gZ-RJwAYZ>R% zZVRQhVp1wK($-jZGk){duI1SlZ7`WV&1Op_ z#DqsAgtIny85LgFNW8na1qLD~HQN|fV@qfw`G*;;4GcK6>xl{=Jikv$>1?#ST`c*! zgxP+e0a}(iC}v&GS%+@bx%McYVIIKSdYV@i&T>scYrI9KLR20Bq)!U!vfPH$33PtA z>MOFgo(P+6)j=OlDoed%$dEm|WshE;){BMCX}l$;Sw>B?WMi&#{c6-2S(Gex@r4yF z)~h7rGmbkNg|0lf!+E=N*i;Z*lT5sYc7h1>teGq)Uz^Jr`qQJkmQ#-~kUi081aksT`6Hlm2N16(S=~_0^PQ&MH0ysEk3K5nL{JmfZ1?-bK@BOaKb3+~aUCy`a1)1crQrz>RVzojuw^MZ0{0@t2{kaJbu zLi~;?n=!zk4sk#ZTw@}lX#s7k%|YinvoC52bY<#j0TLi(EX|*4MpDjm`BPbnxZ~zD z`AngJMW6;?qMUTa0z}#JoRB%Gg|v=Tmc}}Yoo(R^dBLCz+{rOQk@TretZc2gVU1jS zgx`qzQ(1%jzr)HdYZLwrZ~n&2d#9Lb~c;N(X`d4k{FSpjAZ)I1}u77yYG>(gP`@T zIEA&mfW|hTT7hH-p17dJ_O<=z$^~X-OLckXpCU7mIn8FN^JMGCN`^-kueAnGN|~aX z<{#WH#-Iy`mbS0v$oXt>P@-R4F<9FQdQw^G6C?ST$8hwm8I=)-kapm7pb6lyia3Ol zVWk~UYJ%$GBpW}KQ@Fi#+X|jLky-Q0xyc;+PysBja5irs9x+tpSYj%QFx@)R2|DCs zJXG+AmQC^u?AP#?(UD0%382GT`La`<=f7TM9eSU0u*VmpD_*3Bj01UEE1(>+IPCVx=o-zD8 ziuUxcOy3={?Ez6oVOdg6%nEW^J9hN1%@omYuVb7AF5B&wJ-LzdFM$qk69X8c1 zg7oT7>zdJ%QdM$5&#xXX{T66y)-0?fGkSn@HnO}KqoxaRgt7% zaaPtRcF8yuXa?nn1LmnCg{8(u1x%r0IUJgmrre{-88pC-I6{&M=~GK5mN6eDk~Jh9 z-Ri)NB3zDhKo#RjN!=mNYE_75p7h{yaJ2sXoKOOdy#S>nJt)Htl!kyF6<2}H23@Ba zq|YQVsPcm}0Veiio`R8|98@Hez%+-0>SzJQi8R(^PkIN<*QGrp0QAV93gTIq;d)h= z<90inimIH@tuH0*#fXaNA?ic<8(dH|Dw%|>56DTTP_ifAH$ zAHUR65=f@*$67%gk{t9D0UI-sid9DHYELPHVy5!&C;^D1^FYbq3XmbjdQd@8#Q-XX z&jy}PJ#cC~p1tXe?cRVSJRT``dewD&)S%~z0A0s4?Y@+N;+zg>04D;Q$>yDod8OP3 z27nk8b?Z+opmnJH#3q2Cp8X0X&a(X&&V{MbDa5n3WXtU zyPKsvD{k7IDs=(5k%l*=&Ks=DNBVJ?@7BHcc@*mC;}FCW5M9lK4Tw#AqWKrjpLs?NY8>WYmg*c@zLDZKu&iXaPkOPyt00(!)6K=~@8lDm~9e z=cRBz|IzZ~k_4E=Zy9sfIj6{FW(D$ryH=sNw6}<*ynbw*cM72)mg$tvzF9r1^YiW8 zNX#}??j(`0Kbc8+N%xAou72oX|E)AD-31*{VMR&BQhzB zZc*xLPz;LLz?~3Oh;^C%w z0UXc<*q#_8SCP3^?Ny}JCU5xm9a|NRZ5*!y`Mej-Gg+Q5)@}S3;Tw%&?ZZwG`AhG# zoc@*4wKF;2iT?l+rtqeev06UMseuG{!3269;=X$D4~Fi%PpUVFwI7}{F_4pvyf?Ko z!5$aZzBl-^-fC=DPDb4922?KLoD8pKufD9l9(Z5DdQ^5AX!}5oMsgTr-~+*9=~rbR zP(0cT8>^2Z9*T+-aoV?R^f;DATZYNbMRsCaUnr9pLcb`g4K1l6MO~*Am>F)dM=r)0 zRqQGF+)p1Tr8!_*iCSWCqxGY7(Xfs12WkMFRZ4~3h3{14WobgFz+cv%Cz!}qGuE0S zY!B4X1D;X5c17wbtt@N_PW@?;6;;dq+RB?#w}n|^Imyi{isk3r5u5mhWs8(>bHjJ4 z^6CztF#Y2=;B>`SiYW>i7+|+rR~5|FIv!PAdQ4^ zkZMUNSm|GAiRGN_Eyxuw_HDLz50s@#adxrD9ZpmGqNv>JcTC$LivhUitpTR51-ch3 z7ZsCre;9w=4DRVw1XnJ_r8xDe?QElxaU*cC_02FUg}9aR&QG;khfHxV@81f48obk6 z!danR-;G1QcRPV2KC}U#Vzq@iXLYyQP15C zh3+v_tTic~UoB$Fcg=51>ni^MtHow!Q#=op)J*KELbu{6;K#oNVB@7v62`gn2OgE7 z9OijJw2}cW>r^FKEyh!TdsW#oBs+fVcBGX~!N(r-6pFCji4T`2deYvAI5}F!cm#@C zJ`FWyCiiZM6o^dR@sP z?72IuN_FQ4oYgNO0TdkOa7pYgMfR5=wv`S+9^CU^LHHx~l<{AK3{mS1_RC$nTs}K%$I1mlpdPgjB53_w@E^rL0sKvZBck8!y=7g{6ktOTJwWyP*P}EyHf~U_ zn;&D-p4dK>_@Zr+DSZ24VVH8Rq=E?KbT#hY2mPcxZ{UcM+gFTh7O{=1xq>qE?hu}X z)|V)(ewqEL+4zrXYI#6cp0(m%4Zc747sv6#XC^f3_8@E}pF9DL+edTX-o5+mh{}^k zC}fai5${<_ER!%`uo&r5G-|-*YSgegp>-W9ib*5>6@V3j$fT7g2CqcfQj9T5qd6=v zXfGxSR0ImElVVKt0OG6#&t8>B21O?rG$Tv14mweAv3_Vlk0Tsbzm8t3k`IGwT>1LYDdT!8qb3hJ_ z-abM64OtWKJn$-*7&%jllpx#aDcn{xqs9qhD96frWY%_AAqsj@q^>YrVAWh!FSJ-d z38+FG!&QBG01H;+bP_4#Qm%b@2?$n=^`5mj( z^*tKi^4OI?8oa+&&~EL&e{UXHdkQWD{(j%#&gukFOMu1Po3TS3@G^GME@@qa~DEPnL1Fu6xis5X3~0GnL@gc#x5hPE_zJ#4>~)Ss1CI zQ54R4sTrUwAi8iso1E3;Slb0#B-J~JW11pYh8)#9d7jwqm2;ky1&eo4O(PAQ0BYP3 zk_O|*s&d>(xCG>SRKix_*lowH0b^m~x$^L;F^bCGVj@DBt5$lttcE+D0O)H{7PPqx zq>r1WQg$Vr_|^ix(3mH^Y1?YT*n&V}^vy#>wN)D=!Rz&`SuH+wc%KAzHL(Y1`kZLW z7v>G?N_92CAO%k5xXC5ILJtj&^!Xm@MNl~-k|+bI7Z6=GBVec0)n&1UOM=fJwY4crKP&_EOc*foWUF+2Waz^G1;h*a-8jdO9`T}n_wI9{aIvfbS)sb=8z z#QD zzA!lHR3jqdXzmBhyO-9nUe+w;Gx!r-dPQcRyOqMPspI<9Dcea8<$24GP=EUL8XT%y zTqL4x*aM&yr}o*v3o7r&LyEg3F!^I-o3qf-_G#Hb`{~;TgPg>DlDRv%^sP~2Ya{?8 z;mAH5fP1+>tSWiOQE=N!;GGq8z;$S-Y;s(JLQ(xt5E1CUsHSCvO5wV=!7Z}TB; z)`^G)X%YBVjd`V$^M<#7E6U^`I=yh)d?77b{T7 zZ5ys3<23l@4GNjloK=O1RaRW^dr(OVTVBBd5~(TbDPX>6$OG>BR>Is%!sqvAwP)QW ztVBv<;Po^BvrJ{d?deR8Mjbe#Y;x^rKmwzCW=zPfkw6zx;TRCyu%;c~c&`GpQ5-8i zG0zpR1=MdCh5FD0XKadB`PEOd3@|-v^w5;Vksb|0xydd~09Lnv2KkOE=AmumnC?2Q zLJ_1pfdZ^G!#ap&8J;vAWD7XeVn*%#~ z*2Ea2Q}ck2?&h_3!{w<#&w9l%7X9O<&`n&0m5##L^q>tgi??v+imb;cLfUg zm+=(qq>(^qs!Mi2;iQg$7FqsK5rC`Kk_iSKxfK<~v@(w|a0#ftnf7*eEwc{NZ)aMKwPcBtnE zyb7?kf`{O7B_;Kr0 zbp*s9G@LIWPzND%b!{%7S7Cm~>st^aBwI-G^Uzi$q&uc*R0D&YR>8Op_tb(rPz8Bl zB2T^7y;hPHW4XCePn1EHjQczod33Fc#^LA}u|H$wT^Nsd(X6>>XwRwr)N9Vzz08-@@?7nT>PtJeWz zPbrvl=|Ei=S2ousRe0Mx^v!Bpytcy=422a#Wv#yFRwerNs;{ZKFjalqx_~JR(et33 zwaYfry^SQyl161#$RnD?Xd;v}igNARtUQoM2!>C*2O~8MhE^A8XD0M)1I{SA)!z0$ zFCQosK`bMYw;#LjO_n1GD5EM)IHV#dT?1_+ucd4tMvo013GYc~XKxr1$TH)xtyeO* z4C7>Dy#RAkTPT@V9OtcXY4KXZ=XwE;;x&afp$fBkU%qVdNY1l5w#Up~?^UYP8Te*qEdUzp}<8bDHI#{5xu#nBF z&QEeGuBGC8NOq=_xKMIUb0X8kdZfO6&US8Loyuv2f5}AEf|r(0Fd|DKh2ljG6hjBA z8o6;P0J8FX0ZsdT@wf7KZ8QNoS%_E5&N1mx+o==p1Ci@c#Wl=p{*lf*)8W+>PWDaM z??4tLGRHTV8*84JrCYn#avoAa>J4U3sZViqm{5v36IN%rwkfzb?+0)iuv~+N6xJqH^GNxq14O`%p^$;cQ&lCnnC(JG zTyar_l*fi7j@YT8fW{2hKPnDJYVKXeJ*&GY2Y0PoFvk>Qeis#*w?UgA{Mq8HTno8X zOpCO3#TN^LN}gzO_f*xnCXV7=_UpBP$*QqhzBe(z^sQ(t%pkgQO)-^=86)SD(yMKl zbzZfyEyzP6kDJn}NgSbY&G=9SMo_8_K5DpBFV;7^`Hw9O%e|=^NVt^V}SClU70Z7pZw-#{Z^c6I=^E_FVyt*x5LcoGsZ9_JW!{W75AD+?k=~g3* z#G8gQ=mlBB5y#3ZcxC5cP2Tk^Y@m!zNgPzHo@(WeG3aW`LR6m0dsA6_n9Dln(x8H} zmPYwT&}z6ai5M2isO}p1@M2Gp_cbM*rXMqX<4p|_G&6ExPn7qiiako>_eFM~?_0)8 zdw8~k_*E9WkRRQRqL7M)!DIdFHcI-^tlLM*ML4rLD*5J^s~F>@08i$Y9JgAja^Qyw za6s!-=3=hKGnK_tcWE)a@rnS6SSo^}EYzUq=3$b)l!FL(I0wB!B*|`CX)(7Q37`u? z7nE*ch3iN{s4F4DpQT~0qjh^Pkz@>qKXh|lZkh1!#=aw9vBGU&&Ue1w@umkob2Ko3 z3H(W_uupM$CeSjYfq+eY1)%%`(XAbB_1mVqf9_zY{TSD;*!X+Gx;!ejR>>aT{{S)m zX14ZBo1ZM`KMFiY;+IRA+}J{UkQ*cLBE64D_!Z%6Wl1j`?P<+xno0K~C)}FNebX^%0Y6HN z0)AEL?OSNJ5n@e7Qy~E2lg!`qvu-rhglCac`2Zj)DFFf7jMT73{I~Gb(b_Rnxw`bL z9!kZ9EkF?}oYRC{;PtBVPqDUv#Wk)7`=^Qkz7zwKQOP)nWOu3!A#h1-R0YwSZgW5r zo6^ilG{=?Xz|JZrMFgBu1Cj!aRM-i?ZpP2M#w1`6=An{rO0Sg!=dCJjCxbTblX~X`uuT>LO0Ppw ztVbU(sJEV@lTycRJcE3Xw0czmAiy|9=A{j{uUfMlXsR~#sRT--lg$8CSmbsj@C{mw zq)D|#O(7)X9jM!$ooE5vx!}{5CM0g@LhOw5)~6FjSDsA(0d|wdC?PfC=eS#<&?Y04#VMoYb5Jz%;CVDXZ6-0Cw&^YE|H5 zRBqWERAYADv;kl+G^F5UR46bqXjW|TKoS$`b4@F|gVK%(&S@HCQHA8t1NctdQ(3Y; zQB50|eBJ6~#xXz)3Ny_+0DcsWB7=j?M8vTmPy?PqKJ7PiFw0V;L>idw2Lga0Nb)jj zU@^d_6WCO2MJoXOW|+>a!KjPpflUfr^GpY{o`)3GN0aX!DrJOqeoall6?Op?6$S+a z(wz3D@lVhIoN_6@c;t#}N(L$!E{bDn^{IF21-xK!O)@AQd8%9Ilb(Rn#AEomrEn%U z3EQnf_Jh&5raPoV3yjq)G_9B5RNtr;B)R7ZDyc>%dm50HUzJ8_!E!Qc0D)mHanMzb zs)HSA<&X}&Xh_L9Zi1fR2(0Img%v7=Q-$kM%GmiwN@9{m?@BfTNhRc_a7{PKC|F01MKlSYuJoCY}HsEj%I5HJ}TEIHv*J(tRnw&;n;aD5zbw zoO)F3a5Ggtc^f8`fNz=Gy;_1Z_nWN|Td!6XXk({(y8sN+sHU9N0O}~BfC?!I0;4Uv zr2s3)6nmOtMnT@klS&gUxc00~f5bX}hwZ%Uw*p4bmYvx8bTs88mDy2?ld?J*E9W^p zbE-=1D&z+xfco=H{{V#7R`oT-^|+mXR+<0O;${0aif;%qIILrRCETTwJf5D_1*+ZZ zF}K=yAo0a?R#2s^Wl9Ws`q$^@+qo2D)8~*Ys(jt*Wzt$lFEZiJLE5fd>JUIN7tJB; z4@$_NTev4=EtjCq=A%HCOY?xet1#R}4orVB?Nm_TT{rK^W+$a;+iC2Be5;Zu8J{K0 z?}mtNC#_VMPLg5fTt57s7P_R029zvA1PZzK2$8oj?LZt#Sw`7SpEX)-Fx$o+Nb(!K zb~i7Y@ZwR?xWqiit0<3Q#04R6`^Rp0`R@IiKf7+w#cE*PwyNk1&&F^ zaqCjw-dp(NVA$bx)WX(z9;>j-w)*DN$0fSdwo7JB&CJrMw^59BHIm7*h=GyG#{#;K zA{3G3BO$n`T2!!aHUv=_>-D4}wXK}{eCw4FmFf*xH&LN2j3rWg+02CYliM`Mw3V1N zpX!YOIxE<~bd2QHMuzVKWaoLu(yk_!iHC^oR_mHWI>)&sY=rcrBBI%tA2SknRKie) z<{)CDmf+q;l|4FB7Q*6H$ZP}NtpO>#StP=af}#*fc&rK9M`2f^hT7UK&cL$sQ9bb8 zh@&j+&*4l5!DhCRZjtgy=|$G5ZXaw)OJf)rsg?=u3X7%@gU--%T2NbPI(+5s9B#&T z@=XA9X3JOAhnZ%KQ;o+XgVwrhJqpWBjjy~&;70^yu-O?Sp489yNc_3pNMi|a7%T^_ zKMzXz3*(o?>;C`|ulyrAP!O+~wntNvak)zJ1#3puy;8V?BC4NmlV*K;QvaHoUo?OeaXpN95&exLoltsys#cOvBQ2vRy4 z`bo{y(4=D%V?s?RmF3R^if zkQEk7(QsQHS_F94&q-?}cW^6)=eRVo$GdW=AXdg4g(Djf#Pwc=s!Ci14a(JwN{(X(a5Wpo#~}2e zq)~gMM-ign8m!0*m(K2UQtaWGhD!9Nayem+^bBjnhxdbqrwf)K;)Y$xjCAI!!pQBj z7~9F93qntmEOKdZvT_bF)}zdLB0s%K%#o>P9MA(Miz&&#tlurcz&RCqIU~Alj&_Vw zCsm3-6Yc>)5=AD$f=w}&(s;;WgZ%1A7!}-uKGhD$=8K*WwH7imB-2?N%(sxHIT$tS zz76=>@k_xA3>F%z-PuG`8)sPYwNF6BN$JNXyxhg*cg;s4hZ}kxv;q1t;NRNc!kV3= zR{kcpYa7NmU<)wlKf4}3TKXQx#9BtBWd^CGT&&jj0ATVkTd@QK$I`zP9s(pAv(mKm zonKk--P&L26SOX*5PJR7$6VGjf@IkJsQ%H0EzIv%Z7<-QaC-XJ=2wNkY7Y|V>>=?r zl4=lb!F9qg$sF*9wS8UTAB+AD@zt`Xm8lC`hF|qejltu9N`c<8si^7YnaIUwHp=#kx<8ay`S`{1j_we z^q>nU(Y^sYOGucYR-~FaPt2I9 zBj9cWD^+65Y2k)OK62!qrn0BfE!^Q(C~KvbG?yp2?@+~P`*SRQMjBp zKUy#m&N-k4d0|F3b5Qx4Nj*rW%efA5)|Gi3IjT&Si-~$pH!eu4h}(*c@YRVV6A``^ z>DsC_?Zh&9cONgMQ72?zR$dd4Qy7>g-%94KwN0S6nVfpo%HR2zW6;nAl^9ZAgHo-m zMMGc~YJsE@3@HYh&d4&HVt_0NoD6O%DF`ZfZPdh^xCs46dXb+Q2dw~06pXFUO0Z#$ zPnnb))eu0#6PlOIWaTr80LIk(J#Txs>_ywizjL3JmfuUGp)I63Lorge_s zWq=@dt!@W}i5?~*NXj32Qt24o$*)?~ygz4uY(gkmJwJl2i0%^3L!&w2~FbV}$THi%QEfaIH$t){%X z0j2xhsU$CK{{ZPAkb8>Rgu@-VF>|-QK`g&$k7M)dc&kpt*sTIv%v5jrTeWPXw3+~%$mxQ^|@%}ZNcciXLmcx&&08x(a<>oA{wQ9+hZI0;pBe?$n_0-ndP7#;Q8LD5|(#Io1 z)B4b6VQik|+2)k(ZlnB~e0~=5ho5eDA4<@RPPj*ZHb0lOY-z^nP9jaHJK}&WX?hFD zJgLUta%*Ny3t5kgYk*^3f~JONVe_#7QFW{RknIEHJF0+*U2#o}>g)M(^UF4@Q;r*_2L_1N5dx zG;x;l+j<^zUOyPsbjk8&-3U3Zs^7&5acwLGcYn)H)B)Fkw-RlSp{kd?Z<;O}Si6xDaMd{qrt)WQc z+71Aq3gXgBVdpdD4*&`qB<)_KlUEvDtWWn^A5YogQd?C)F+_+i?%Ad+!D%(8rfv(e*;!^#c^O6ufDjAaMT8nQ2K zQR7(SKp0R1t!`4|b7O8Qd9B3gb{rE})<#8Vgp6%G*FZsZ%5lX2b7J1^83=XUzO|(U zOED^q$Q;#)Jm{2fT;{97`z2;vDw+V10TibcqqWr$~9o^I;WO8z(^HS`9 zuxJwiiU67X(-tlMU@Ei=GLs~{w_#2U$Z(879jaECw0}1T)_@~r-I91c=_4`5cA-0s zD;1SS22D0;76>({pw0mEJ1Dl+|^JOSxf?Pt4Uk2>Hn z;Bj4ZHk)wdc;>L3K%dwD#?=G$rpLXde8-evJfrp(*SohG?wAx3o?K`YbIT1 zcgbit?rWQqTGb|%t;Z1#wVBX$DHWVMn*o$`#a6t$N0dhz1psn=DuN`29m6A!TFST! zBy2pw?ni0>-nPGm5=V|tGDYa3qKf4tEj`F7>}!_OA!}(~NXAOq7_h56$u6jL2*{2~! zuINAp@%%e^Fe`-Q*CvMJ(md zasL47s*;^cSDk<+I88nu2f^ogl1j&SbN>MApaw;&B$9a+5$_~pJoTs-<(hfls|{1lH^M=lD+w^(!$Q#-4##>)q0+_yFQy6 zv6Wxt^sL0N^I5qlzNUaLx~gOB=Q-<&uPR6rF2M8Bt0la!sS!3nH9FfnfYUM9JtzVe zjBGEQdRAgAk0D&~SK8U`r7IS8tz9}|#;epZpbAQ|#D`+o^iqx>u znl>g-K{Nr%n|(;G9A#=qt=c5x1lMQwLWJ(=S##N2mfQ|Kg#dF`5xBtzB+~_~n-t@A zYk1p0!(?X%H8Yb8VNrM#0fH@=c`A6M7UjNU&(gZPacyz{lwrGyzXheVXECS%^)vy; zMPM8d!;{jbT_#B!ZW}ZdS;t;+i?wf&4XQdD19=k%E!hfHB3p1v|JDyagCTFtU|CA{n^P{sM4XAZvw3u zOLF2ONH=c5?kJSo+mPAju;jUw<}t*$3*MxVHr0||zLd#El(!{0Pn$JOt`=?_l0{NC zn~9BAij7i5Z@YkNGjdm#4V3Lq085D*lR<#sF(3+%ya9i9+nc5+0gfOeBw@PK;)+Kg z=Yh{Pb_*+sfN>WUsc)lQNPO2j5Ksmr`;j*(-HMvlN!({=$?IJY+3cb`jricwJ6nVD zF2$yamc|>wb1^twtLsrEqX`sD)v)Ya?l%Ug-9%Z`jDuEUOjgnaV>09~N~n|cXolSP z#a|ZjG(jXghkBgJ9@UB=fWFli0KGix~Mg|ZND7z}`gEG$BhEK4l*1~sx^q1Qh ztw>%d4&3Al&z@|%JcNZ6B$r$+HpYHYRk+{D=~=_pWt5`_<$tvTbQHj8H)b^h^JxL&7SHwl&dgY`+tpQOLP?hiZ+y=OpoLZdyS95 zT_{Ai9w3~{FH)cp{Ed1hnWA`qM2RA@g<}iTIVbhaYwXx_Bj(K~!M-c;2~(!q{hbf| zv~oX@YV_>`;I5x-H`@GDaBrKhl(|v=0FJeL8(qfgRwMl>jVzJI0+EC5n%z@I4ns8k zH$%}P5$QU5K#Sib{{ZM!tNp1QiGWWZ=e2Xw$s;b(+%xQa5?Wvgg4%+DoD>9Py}iLJo0JH z3`KXp4NyA}Zb~$0zfF_nz#?`0{ zhXF?-r1I4L?rFOvCkV6vi=J>P=+MUBHzfL0@mnz@6UeKpZwhm_E$cuOgmOwT7{E0w zRsoLbJ5~Mb8srLy%Ir3v#%KYdBY@y?XlsBD7=9G3127I6q>dmCUz0!)`R&#U#P$o0MZUQH15G_ zWQ!ydQZ_Tdpad4oa9HtEEOE!kph#J81}H0zr>y`hHtrUfayZ6mc<7@PV9)@onv`K` zGoI9&jQ~lzjwywYLr8r`N^d040+CJ`JRT{dIj0exC;^R-X`=+xo>LReH*O68IDv{3 zW|VL_rso|f0%3r7r8}F7i#%qUS+mC!0We^+h4a#@6l2XG$TR^sWSXqf5^%K=qe$MO zr!a-*GyrWm=A>LH$)ORkigwRh00AeF(v$(5(U84rCYPQl0#;&ps9Ax+(4n2Z1x_MB zbJm@JV!{CpQ-C^(Y3JIbc>v*Q0Wn}IGa%`ju1P&kC>ZTb2^w5<6wSN&G*TAFNQL{5OGDojbq0I^Ge-;{$B&FMv=3f#*h+20g<=K$DpecKk$K1 z2WssVS(ua07^kohuwr@bRsaQX1qcZ|jOMJWuSz!okwB5ztQVZifr~*7OAPSjNZ#1CuQe+;q>;rmJmWHPEs{!QVjPXpOfFF@d zOiVhGwSkb`7p4YD#U3K@96B<6mch2| z;4kUML9ZIES2t&|?9is7yv?Q4G+5L|K=}qb9@M{J(R~NxYsA}E@f3_?5VjwlgS{vA zpNPNbi+)15^gDTc&;Qfo?xh=68)X15Ls`;IU#n#%}e{+UQnMxGuSV^`}0kX=IyK)ld$7YnN{rS;QVV*989n z5ugr<^y_3ML>R|P&ihO;zQ-dZ^fkunJ}kJMHrt^G`_+a0r!aMEh6RZ0Kpu*>c6MH5 zj#RMZX0qnjVRUAJ!E$qo^Q}zFck=XUF%Rumo+(W+QjBSj8KpJsLJ?ycV`kL}z zjsE};hlF%_d^e+f`km}VNgz1#(ZeamK^e&7p4IBQ?x$_wZw+c1)y#^Lq--KmGIO^e z{+03n0K=~g>K_%nS9!1MY|U)5v#~s67Y%{;dmLi4i7nXcJ_r0VHmaU0zZ~d`jhNUpS7y*Wf;%t=~trDAk!=$)6ndK-9i980L3xxV}yAz@~8awsgrH$QAuN! zK@)s~9AciS$7+x?=emiH%*P{z0=fH%L3F4ZX$0yPJXsD^}pOjv?-O zJZJT-fWVS#xj0j}FGE&s?1>wvCvoPrnW2C)$&J31mp-B=1tVN9tpIB8wzi8LeAPm0 z=ut9G{PY!4NGG{egk&l2?N*)(8z_QpY1cY_xV)QLd1?S`@#=OU`-|b?Zh$Vo2NC8 zYi4ez^DbrH>UkY&TISCF>UH}!$bopzty9)+^uGgme*0Y4WFBHh-dgj^?In5x=}jxJ zJoDoR#0@LKS`+E^FXn0&O3{K3P0GOWf;d0Qyldc}!i&!p-pk{k5sxm-31}6$4<=Q? z$RL4^IThyC3#j~2@yNKHH`AqcO*)joHWY2g%Urdz4%Y^0j_1z;wi#{+0It$&f>P{Q#4^05 zX`7SSQ1s_JQGI_B!ewF94r`kuE7t7lfp{43FLhEY$ zDLCC*88fJzO0HM$3ZQ0ggRgqkmM`6TvbI3zM|#F|DtGohsgOq_r5~x9eL|eK*d33Y?IQa5`YOkr~)~nLl%40O{@1x=B>#f zWCRW>oTa0~L-T!T0v3i@0c8V<&Ud&_Pz}Pg{MH8mADgv2K`C9#F+dp6xmL>nK@^L< zBv-SX#VT?(MQXRK-YD@4N9|kcKPh&UO^aaAEN>* z>2Cyn)qXkARV@5V{{Rye7+v5-hXd3qVzZns9IX8)j_2lIl+)HzAtb2)de_gM8U3St z8?DQ44e&Pe&5SDoPdzYIabE8nje7{a(_hVkQIYHV*E=TGG#WoM7&PE!h!NF&D!gkm zU=fO(%*cGUzc9l6$COqN2LIBEo8B=DA`hLQrt-$uz3bXc&A-J zLX>63uWLFfnL@Xz ztLz*7V&RmIqJa#JmO@mXovHiTIbKJlL|Er3)`e}2yBVMhi8^t;aD9zv+B{PuMq4~% z2C++*Cmd(indQ$J-49&niVX@LAnRW!mh1fYsK8WX{<y6+|2o+$5Wmn-);pPxHY+Nev~cVe1RhV&o3Bs*x5u37+1|DhR>nHBwl<(wm7NH%=?fHC<}%S;WNQGxuwvu$k^6-y@y| zLe*R>j-&epZtcgJCe|GWDy^P@EtJP=mM73vAvCJ0L0|{HY-!i#5X~Xoo|&g%T-HcQ z!riXmwL?(Q^y|gl8VJv*s`nR{61MdDMI;yaB`yX@qQP??PVnxfX*Q?bFSjQu+Sxr*f{v#3jh^i#IE^G>k7EHM9(xZ7^L%KpS=qoS#D%F^f zPVThHW_vZ-M)BT*Gh!KHj4_b?Drt4AD@#(WMn`JkZ#C%DfTL;mtecDYE@TW>JHINc zf#}hAhSEjKKGV{%wF~=c<;%=)J7Tz50||hEhC21DHx~C%pqKB588loCi&!MPfu@KY zD{);#g@lh87yz2)v~6U=8pX35@^M`{UzNI38wFPNH6UEH)7ClFCE8e;+nG#3;h8r_ z>MJ7lO@$@|XF1JH7PPZCx1B}}28J~D@ybftlaOlMa7_$*Bca}1tCWDd0h2<3-w@nf2=eN%|R_?L30EkGTmzNx3`Fdrp`}mDOoDq=NHvIV6fCLDXs3}VEzowLEX?C? zBg?p)Vzp7Y$E8A4pWT8n>rqPsM&BvUXe6ER9|dwMVk30Lxxp1jAdoxK2YBBKGnxRj zZpj{0shp3!S}0>{Z<#^J?^tuYlBE2-s5b>ZQgXhO0NcGf%4PEk42r}$Q$Zn~(Xbl2 zsLt=YK3r1eB#Ge%l;?^7=i$`up*~H-WQ07ht)J}(C5+5C2A>1Osj}fR8@*W;b}epF zJT7Ze-o`DB%zk6YcxOH9X=WquAC{@Mh>sp3d_QARh~|brB%SgO^=1XxW_g!qN{GV4 z3mR^yL$F=P?=MkHZ+pFunUtUkcaRn!y6wd}(pLncHgQ`si)*L?vBL^&ww-RFnNC~M zfFs%&Ji-Ry)|z~$PDff&gcelbj`X4(p_2c=lK zjf6qe^XWhtk%1UEk2o9($GNzO&qc1H+Fi@g0x4%zKqm>3v;m7`&uuV{Q?qjQ ztJf_ok?jq%f!3t*;kZL9kDPR@udH|J3oXJAV~Q<6 zMOhX0?&>Ps@y#gDoB|pE$=z`pVdKbCnrzb8TrOTR7!P{ViV5y6Jh;dqM>RRIW_I_^kWlkZ|M!jk`4;~Gcph__-_wF`NW9k~Pp8U8#{)raFI#HF=5*z^%tPuUOOV?KJoT+YINqr@h;TA|7AVVzVE}ZMnA1=+jvt#(=L3NA?y5H{{W3xzn=bnS?~o>w%6`0rC7Y6M@-NL z{l<@N3=8&D1fINA71E5T&noT5L0S=ODAI!CgVa@fjYo5zDDglP6H6j8ufP>zD_9{r znMnj=6&Op)qqw*zJ5*15I3ad`6N&(_9C9ZUmdSpn^qtqZ#|gmGx#pvDagEth0L>Ob0kL*|yIhbJTR8 z4aA+Li*9*gS<4#Xk&iW0JBI@}t0MsUrNGf!TzPGXfFs(m=DC{Tgi$HSuQcXqAyEo0S-O)z z7GCM)QxdM--AzWUQFaC&<3PU6sfu~oO;%D^UJ)9 zU<%56>xgnKlQH^=gYA<{Mgb?i0BM=Z0L(UnPmHXsl^aK`GT8m71$fTnt-tKc_X;DA zYMKDXD!zK{Jg-tJ#l)7ef?7b#MgZ$w6`zJCmT+WzXYT?(`t{K-gmle<~8XP*;^`MKwNjMSuX71&d;5Pr2u2tcxE63xAJZy zwQ96lL<4DzARnz}+-fsSaEp&ht|MQ+cG;i}BdtJ-(W zR!oyTtGJQ@JwM5+1>?R^JV@KmPW=9L)9D`%d_}F4n(Td+-1L4kkEUsi!J6tjbrA_U zZn&)f06P9$t(*-zH=rl_SG;Mz40H`OgqL!CrN^mZ{Y`oem8O@cAT|&x5z`s}0PEK3 znU^v1O^3tp7wfSpl0UM=*PWl^U7nxtRuwBX=14_6rNRAK@@sCgcI0%aRyA%~fE&1zmEctP^93LZ4hKqe zZUYnmf<31_MM=C4Dm~0N#}yj_Ps>0P7Xyx>lgtN#xTrRsoho6BVt^m~sRUz)um(Li%qyW+u z#{-&GVmkDo2LLmJPrxRl%M-;oXT1POFgc_oG05VhatBIgK|YiLKJG9n0W{nNIHwoE zz@P=d?@{Cql!c2L7Xb4>3zlpOQ^f`Nz!?-N+tz>-9P!$Q+6Ofo%Z>n}ZuS`G)_@zi zn}ii2TbAZS$f?y;dQ&90RPW6IJSa}56&uP2-KxdQ@=p|~7@7c5<-Y#_6!bt&K;ooS z9mY*c7XuwA0as`kS_^v83}*(K&ZDgW2230dX{{p;7p+5(dQyTzPy&xNhz-)L0Hcvn z8P$I1sPiP;^b`SL%Bk;A8-{K`#W`aO$r&{99#1p@5c6a?2a23Wv}Tl*j9_t4mwuf^ z062hY2~{{zN!PCwi~n)m5a<2TBUDG?Jd9tyTq(QAh}0 zT96iY!W;_BM2Z3fij@?y^rs|ye)-KzeMJB?DC&5kdAyav4ow@e$?a74Jd)%Olu!iF zbMwj6)sp?ergRy`DHVLqoC*M6FqXpePgsuNTct>`s&F}{=Od1lpbrFN0-U2Acof70 zb51!l0H>Nt2VQA-&!qqv^x}Yba8DH`6pT}TR2=g_4&+mT9qKPPcMC~|A9{c!XB`2g z#(Gp>b5o}sYL=iVT=SY?I5hTPDj+u+pa2V+um%Pw00B!?UuIxd#zj9kq$u^u0Qb|f8jKi+e}pp<*^Csb{;AkxVt^>l`vN>lK+kUV)9F4O z{?h*dNW3Lu2RnUhCqZSJVw12T=l^U!2Wggk<&G+agOhT9kz6)-C41^h51a%cP#nlHDjc*o)I0>R&d_M`e_Gg*toF1>9~t zn4{P~m1bs6pJ$N=o_Stznt^55$H`3Rps75l%K&8ghiVPakT#&sd)1&E5<)jfcKaHw z6pI{<{9_q3$)u8O86?I#el)=r=TuLalaJP@3Fp=&h9XDZUVSU#FN?k^zwy_K>-&l#xU zl4f$HvJ_T5N?{pD#z4s&^HE$}%`)}oq%KQskYE#1END(68ShTST+0a3KOZ&+dLxQ5 z`=%fu?Nd!0?I~3GSK6A!2u9``$mcbp3z6Nf#NBSW?}1c2i9C-oQ?#B(wP_oPr{y9&U^7!T$JIL zj+v^m{o)Tw0HrD@+zIE}tCHSP+xNXH;fxcOI0uZ?c>+Y>MtB|QIn4OR$Ha^Co@qoX zk{JQ{dexbb$U~03DVtd^7-JLxMoEKbZ)%=0B|r}VRe8WN%hr^fi@?&#rte`(Aja$|$1oJ%Zc_@C<;3Cj+m_mG$R^J~eze@z$9G{{U#m zZKyaKq1yap1NVxkJevHJ^JA0bQI*A27V#v);@OOHFCc^8){6?q?ffmJynF1fgq?H2 z9X_>bcO!hmj@9`S;m?bnKk(#;mfE9D0*(>Y2<^s7=cRoY;a}SN?#kvnFBs_UBrkw2 z5>du6{3{tgwKgWl-1&bydk>WNt4{2jRZVbS8~C;0PZo=H(zOILN`ZtjWO93Dg7aR6 z_LE%3C%0udJg!DXArz;YM*&#m4@zg39GEdS8@_5eWho;ogO%%way)LKkmEJZ1t}Th zl!9}QN|hK$NGr&xB#UcrkCX38#fjgHH2^v_k_HmQ#GgvP9m~$c%pEHoBb{BP-S`@@ z4bIZLhDUm63s(Xu7>5|FyPY}#56HhYZLmp3^ce@zs!tT2TNvA)O6W)qP-#!p1bWlWrM!_dM7VC) z%?5@}v*6DT>oKxRZ{)g1fp;9E%iO&D)zVpLQ(L)jJLO@T^?7vLT~an=0b9N+oS#FuwqdmIK~!jR z^1(a-GPYEZ z4HqWI9S)B&s8)T|U}#rtq(Z<)>ze7xM;-=08c^)(w0xtz7b3`wT|ybvu7*@r#2RL?0A_`AzoFx$ zdL*zxs4mhnRxCFh}cJ7+CYm zojU5x2bqvbz%_aeO7bX0xlb?-I#*=wmwzL1AoZ!OtRop|m*@2q1&&o(22g?`gjPiM z`iYcD$r<9k7GnxAjUxnA0Uw&mrFN|XIR=+eapi9$3RO3x2YtY=O73IR?Z)i<*`w@9 zA5K7^(C0qicePq)$@IldZ>Y#y3Z$Oct?5z)Ote9>O|gR1P3Ee7-qZnB?^ACjW0eZE zM!S+fwAsGb^sS4#7%rSXFniQu#9QG)&_}jXPqVTA z0Rv?kjL{_*VQfCCq1G;8q-PB*c~#853Jf8Y6}DsZQrP(ijkc2FrRqsJlRsd8;<}_O3u*ynSkbXO;#$&zn7}oc8b;FafP*DI=YOEIleg7|1TaH@yI0 z1)3(rY)YOnnwCYowp<0kHKHw8Px6jQsji^8Wd&CZ4|6~jbl3gvFGdj8Lnf64fb8R226KSNEePpX-9IeBKf$$6sck&AtF1J_pJM!J@@7^ zKr{iZHJoG_pkM*(Q`^SECNG9l*w!>~+(iQ}{MCphn4w4M>p&4pY^ugc+XVKg;87?( zdSeEr-?@m}owYho8pg;^&FMf4c7z~Ahml#~JohT3sPwIfA)4h{MI(-at3zp-8MYj+ zS^#8l+`%Sbi6EsFvi1 z9Y8hD&*AHrw??{`8+!NtRLh&~R_jo^nkVwmvD=UhSNmn}OPR2soSp?DhPH_Y!ef|j z>4Ta}Z6f*re6hTqGnz(un1gAS&vRGc*OI__H?pdcS(%Y0lHiuQlgr0im?9<;BjzZo z8mEc$#zt6VF749**E=1~wQ+7%2%Bl|#Q<&3b8~NU?yfE4Ba_yuE#<7r^Sq{a=rNH} zX}$`%)k4jy%43NC00%igh_6c0^j{C@QLGlW#diMy6B2)&0C}U^ys@K20|tJbYoN36 zmaBHDB+unX-!x6`FE z=HLO1zjm<}f8G{AdGw$S$?a9cO&7}Iu`XnkVM)jxd8@+i-FR*Z>r|uy;zkzygFp>B zjKVPz^d0Kuz1H}FiLk@2X;(@jGTGzOk+j(3jLW-e9jF3VB0@JF2U>$-BW5++1uQuL z`J^g#%|FgafRTQ6K9m79rLUPIIpaO5EA1_d3^u{-R#Q@qKoPEURA-sUX*Xp0W`H7s zNo?GqCQ!9Bw}~+rO@p|sad#se0g+bYksJ_TZ2(C7UQn=uoOP-iiMfoS40!F!w*`KB0r<=QH7;-lcS`3JxkqHIHPinqm=;3f{H|3L@ zjysBxZ{v$9&$*2T)FEKv^0aqg-y~jY84|Bo3p!AOZIV>)NJYBV!?6K<0q5 zDMu{3iw<*Ft)<>bVYeOX6`C0MUj6D4HxgLkX(nQ5$f+6Mo!O*@KpT6Ho3?8)oe4APu-6!*N235t2AGy$&C#{y-tx$R67 z+Y#nFerB=^=4CR2yB#Y#FLk?kz+bHZZ#CRX`=W41ZfTKTM<#s6#yu-Jbj#_HO}s^y zx#y)%7l*GlmKn!kR*OZayje1_RRcH;f~1quy6ro|5IjorDKehft;jSbL!T=I`qbQ; zo^c(np>o(o`Fk3)o*dL~c%DLvI5p`hrkKtZFg>eLH1LD>MElWjxxiTXRw#dV(v}s` z*k~}RD-1&&&2}+cFO);DR{B*}x{A%VD+BLE!sc+$Y>?$!lh=yYNMg5*ck&m#VBPBf z05&7}Ppxy;n$_StOoIcp7Ym(Sx}*_1AK?eDHIJz4W6SdwuRwXOPwhT&W7u<3MQirI zz0ev$D_m`1>L*XQEj875(|cZnR?I$dTH#XOuT{E)|)DGw~uOq>hCf( zer>(QWY0X(fFt>H-heOf2u@Badr5?af~Y%dn@HrAQ5a(0q*qlGHuf+TG6Nx?3yE-y zhBDh*u=K23rV$dMgEv~{^$kmG#bcA7;v%X+{h-m7wv5cD_>BN=tnjm$X2P<1)Duhg zvJpsB9mWMuXW?B^`bCys-9-GK^P2PxGs0GZm&{%9r&4oPqj0&z+Su=p%KO0cp7nOq zLDery3k!0PX5m!Na3Kfp0fK*+ zuRzee1EJ_K`O{|hW*9EOjC}w!%j=t$baG0MT2RbL-61{kRmz3T&E=a*faM`o+G@en z?e1|B@rvh-yFM||s^z>MTNd4nR@|iA)|FQy6e4Gn(x41lr-_JPny8Y-)m*V03dX#; zkU#FmL9G^_a43V0^^%5n41Ls<55Ei zb>Hh#rL<#~88iUzHRSbFP`KpOk*P-Fq{iZS=|B{UzBaE~l_8nRsN>eGC|KWj z-l{2pmXM58Ve!}fs=}f=ThG%BNbhxKyt=_ zC-aLPxZCeeByic!y-;g~BOR%Qx8Y+2jR0P06-MH6X{K2uT%g)0hTdmwuDn*1R(Lsc z#Q5)c3?TT*vP*H0ry|Gc2Qg8)DxSlbZH>!+dngDtC zG>qM-+nOVdi)S2A1CaKq2q%Hoq*(c<94lZ@14KVBT5`m={VAl5^Z_eKdL=V+9<>?grx>LQ#83mg&*5H_>@#&eDNzEP_o;%Caz-ct zyJ^G$PA$eM2*}8w1K*`68R?3`w)wZiw{ z)h4)Na5$;B8WKtqJo8jc<=f?^EE3G$F{{wqZEku|a27Cgxb&we$;jzeayIkD3U>^4 zssbg8yL71n?dia!$E725=dA!Z`kG;4!{y?T{{XecF{BZD&;vs4Idhs5N>tXpFoDf`CD8jmj~ zJh8fF}TS&S{b{UMa3= zna^HD24oNOum-LLR6wd}kwVY&Vyr46_U5j@L=?9Nikx9a&}l-J=AE|#6aW=L>b_V6 z3Q4B`LB${h^fdhX@@aslfyFBG$)=OX6z~a59w-5<*cBe~C{!eT=A`noz@P?~EI=Gm zlsV+)rt(#B>r1yh6F>}52Nbwsdeob6FewHWs=xtoIi)8Q&Br(#)QUT?r)z-Sf%!Ek z0Y(KcN-IQwD5AW_#y=1(v_*RzHGKQ92yAc@sL9CWf;v=AYAWog#mU(l{vq*xpP->h z8+_fD{N}t;?^n9i?qqmDZ#0~Y`u!^#>|P`BjNfZ5zBWHIoD5>UOGMCg-5T364f5b* zoc{pz>&B^B%=YP0j1~Hrx(9>Rm|kD=+$Z@p+{Tu+idrxuL0R%^F~bugoO{;^scVK? zc_CIHlh^!;gY^)^?4kgfNa^si0R zbbUKPgU$*Jpnc;**K<{((DT9JUl8M>{{Z8^<461=o+0#K{CE6o(NBmY&;J0c{AoYo zAdmc!{xv!WG>`w)@wwp^=(jN8!0S+5T=|7QZcnv!A7D#}HXNhbf>P~%j_0RqCYu0qlBTCYfawY-%&*M(i zHETONHrU13_Mi@bPto*!H59@OaxW}-IsEF~{blOApm=8UTe_2KqOe}MBm#Q_*9N{2lxlw( zJ|tUOu_nzVSq|J_Abew-c53c_XfGE0)opKDwX}eF?WQDnRt5hfNZP`(MbS zwGWeHoqz=${i`15R!L+rN0NuXy=Z1xjjipzNTc}|jn!7>`WtMN{o|g4u&6%Ed2n)m zME9u77PhhpCi#FLdVmQq)Ap=t93G%mMtiHJX(3&h`=>oB&>C%!4JXWccc@zM%ktT&+7CIP2&2<2 zhwm<27d)K$(zVnn6UQG^=tV2qEa{n;j`*s3tt}6i68WU_)_^l!>gkA6mfh1eBHLtx zJAAcu)=QQQ-?Y-olf}cP#ARFQpe3QU%!xWS;d3ZxC&m zk(x=NAwWp-$bcGX-tD;4A=11`(*RSg#$Tj7cELZffV-pwn$GH9s!`)G^QdqcnmrCc^TkrfbGN zI(YU!4)}IW3d8+<;3{x^LkijvyC(KNZ}ASHsC-rUnk?Hd8{BNi7zyTM+t$A5(R8gd z!a6msm8Zlr0szha&`>>3rF`G}Ja|jVOTQ9bkMxOSB?;q_QM(%YW>34B+XJZnb-iiw zzC;8qId?KK<*7#Pr7^*(uQX^e2;4;vG}12Oc2^(?If(}5ZMf@D2?Xv$LxJ9zA|tlr z^A+t*N0%fjjiP`h*cbPcHgGtiOSp(wtifp*bL~({$X5ZfXbe&JKs$14NP!|G(jVTo z-0@MrlN7#GO}o~UGnX5VH&jgm+qTcX#Pt=SEt8Vi^b62cSs~mq&6XU2R)kW?pDM52}v@;jD8FuYbUN=pL=BkoAF$WnVy;Z>Op`Beqf*(D- zDZw5l$m)96E1|rJD*%2{dChgC5>5?hjO z8zfb=ky~#*=7Tn_Qu6T`1Z4KAtfOu^8r8?ne=$)>0CD$s9)g05;#bPdt&`XarUJJE zpK7vgor#Ht)F}J zUMUPkR5Ho99@Un^a141A^qjBB*wvskc82G7YOFA)8?o(0yY7=bj8ZX-&Rw}DicJ9` z#|w1pny)INx$jpMcVI6DqMqN7+2=JNP-!!i3;57*6fSZ_SY+6Js=0|$LS#L9Pyz?p zz&IwOXO|$8fl}-YcwRkf0~-}Rg#cTML=U??>cp*SCKgJ_@}YvN5BZ_Ai?9*0bh~QUs_8J*`wVX zaB@z6O06xfmc}`40gR7A-{Vr^n5=&3Tj?_1+kLxDZ?xMIFykHhs!wes5`Ogvuf|^w zc<;vE47nG67Stq#*Z6p0+p_{YSJIvl{j+>wr9zh8H`AlkVqfFlBV*ID$BxyLrn(Bp z=p!P(sQf90)B%ym^{<~iH~U?DAlIW&tGj5Du^@>&*XjP`b@Ud6toVP$b_uBXXH$y$ z*}x!x%6Z2aU=De#xfuc?%M$H~;8TRo4kp8M&25WT^7qC!1?mN4G-cSS;ZJH-Xk&cX z9eDtZ)kcmP8!3QCJX4%3f4fy6`_^sI@=p955soWRHsIVG`DYpTr^rl1bNN;(TzPSa zIbTYe+fr#zmK%uangH4j6RzB6imf)46a49bSZ0L1M*jd>0#nt*nP?9DP*se!vAeg< zK4tW(X6#13T!h4X9@W@EG_k~f(zrueml{RA_Fteq1qBt7=2wkYLN<=#tO-}5xM5Ug zvU>=;pyO*+CzX2xe(6gJ0Nj?%uA~fup5}#yOAuHoBRr8&+D<|J=MG0o(Km{!M1ye0 zN&tawqn16T`8|zRFo@fHZL}WL=Y~6&%+RP-^fcJ#m3~$mg-)Wdt#xx4#9*+do9nrx z8%bYUm(Q77&+pZZ`l@OxRMB~0!gi~EyhRTT`&Lz0ZS)mIQp)t~3>zO>$hxsxIlS9>I6q(OK#qYTiX!=wU?&_>G+$?s z6+6+o);b|8xtntyaaQ8GDl+`2>MKAZyM`&UrEm>nm;^F}Q^D(9E6Z;zdx6{RYLAm1 z?DwG1qve)d1Jl;C=e9C75wO*;)~~pfJQ~QA=CqsU86LC&YTDPz;jqj{HK8d5NqlfI zRN}Z-Y@QhNQ@e?Bq;XTs26OG;0h(Ctl1Iy&ROT)Q%AFAR>r`fDUD`7dgODl{U{{nl z?_1z0z+u3uw|~2F<$S<(6akSP%#k=%7;g2}+D{$CU`Re{!j9P_26+YxbgPOyr2Wz9 zR)}T$*nk7d1lC-zk~3P1a-{%c%?x6Y(-DfSLj_Ta*Mb74cdb4fNVgZpbJDJ;D%)6a zC;|TfWr{`I!;@5JwUQ&XPC>1Z!)Hp2vg8xiv^mackf;*s{%)bIp}I~HnH3}s`Dzyqvpi~a-y0<9&a=Z8q*SNL%4HL#Sl_3 zb5{Ja;DbPNqJuCG<|^c#)nQR4Cua}oPI!_dk=CokB)6B&UP-DgmYWei(lAXqK_!P! zYT`6gfh?iN)wUKYGYl?0(|4WTz48Yky0>7 zJeqSNNHd;lg}nZE%nnJb0i6yI@M}_u{J)d~$*kGnlO@8{-OSDvsoU6+jnGgAd_q`x zc=Nx~uHytK2B$5B^T^xKP4PW1q3bZcqYy`2*2J2oz@laOM_Ny{A}`H?MOT_At~R+|4FE~~s|w;p$Y63R&-^78 zW$|#iKDCK8nFJKzRU54~)rRc+-RJ|UeO|)mCTNC7VOci!@k23nJ9F69I_Y~9OA{U` z(dn-{Z<(kAu7_N-Lc-wXTBDy@utaUImF--G#gGSSZNPM>MUiGw?YX;RfI0=%;g{x& zbUjU9n_Cx3iEehV>P=t^GC|yb0ah(E_|-{}6>j6ikt{`$B1o!6 z079&OwE3Y0b``+yKoLXY38rtAFb`u*ZDL?pIKcE2*sYQ|Gtp{kY~Yd3#~ANSV;^2m zEpdp4mj)SGleD8qAHZfC?vNOoi);%>D*uAB_NP-e16o zu-mUry{fGGjAsxmc>r>1tV~rw&r?=soRTmy2%rYTs~bQuQJMzQ zGJDhFYe*z5A<3W!|>0uliq zJgSq4IHii|W`M|kR`jZ|&AL(~I3#gFu=%C9g;YZLQBF&lB46H(#rxG+B`OK~!A%iM zxlFB$9@UF($gMozh}8!iuIfJJBGGQ-RQmksFdRw|^iE znxitKw(>%^rBi$BmVCJ8qcKS=f<^B@7Dl7wgBH@%sdF5ls;(M=3aP_#ORv<{`n=z(A6rvLd!!acFtt6H^KBq2gK6{eVU~`(WnwDZ6zcI;QT1(rwq5vPf zeJcddJS<2YRcRVor4Ia1Gh6L31>Kw;)hk>#mykNvC`M+%;~nbIK3F+DJ!));(4Wi) zw-l_>x^5gHtf?+p@;lV_b9}yA{#8P`Y(_%kI7)aiso}C|8tO2HKjNx$u{b;eXbX;( z?PDYt$F)Sy=77VL6IE+heM7X)`T6!sdF{{S`Y zxl`#^CccK=JT??&s=dj5vqpYg^q>o{+D9Bpr0r4bRZ>N_oth=e9!WI}*X;iQe1%ck zqJ}%Wq-L~?vd{+n7ttGboE$LiS+d{Hba5ZbDQ!GAt6b%rd1AKhyg4y%CS2pxPzN&Q z0L}}^`c_jLxFp-;mo9h!abBTk;q5I;MRAhr(z;7sHrXwUGJLDRIOc#niq}ikrj$JC z<*BZhPw?U_{$#&BcG25gt9|XLeR|fllG;FxB9iB}Xak*x!}doksyXT^z|nNzxmX5Q zy>C2{N>0?kC$%+UAhS3l9jF4FQnV5IaK;9G1zd{SS;px=A6n6dOLT)S27T(K)bQ=| zfxr|1iwto#Lj1#_snQvk?_<}sVx4BxApqsOR#R#hp^TgG4@v;*B)WzIB9LR=vo5u` zpbVD7EIZdTHO0i~nOmA$Yi5}VV}K|EX)msB)r_(c&tX*>cv1fVc_-5~9o*5vHb&eI zr`EZd=UE?i4j1380BPOoB~IIanT=u3E!56H02ZMV{`z2+P;Eif@m-yi8b+B2lKs5P zkM7V0E}LO9@&^0QFY`F0>iueWVkdf1FSU zO>=&ck+fvDb6MVemy;w)hm*(xvuys^sJb-7AU=bS*1EWFZ1lsK6c!)EIi?2frkwWi zZ)`?;4wVh%`ddQYV|?e{v4q;@xgnQLg_;r2^s8;)y+ZK>`h~{VKf{dEp&1d>JR`pr@15?aY{fZAE=~Qo!{jJhphlQ zEF5k>T9fXQI~sc0I6RzYrE6wZQpX_B1PY|`21QPhZc-3n)s4v*0CQ42=&BiL086vhwYMeJBEg*rxBh#a)Wl7@Hsr)T+OYD;>P!6ac4#$68F1YCX*DlS<4n z^6+Q^#|k?0Q7C4AN{q7(^xe`E^3Y2x@C`ZDPc;Y}a(Sb1A9&DEEM%PL6(Pd%c_O1S zZ5#~KL1}pd6aeCJ(uGE2>r)6b$*Ivu;0geQK*yy#LF>g?85I6H&;(l+G61F9gPc># zE=ENRcXXfxOasq)kZcW*Dja|*q@JU_09tqLQRP#TaZN&7sl_8MI&(k+N(jP=i=oLh zpneqK2YLWPLE%RJdD3uRsroPazdO6u3H_>YQR(2Qlv$>G*}AT3m==MT!!8;$Q3rh++vgN^x~a> zc=>u!oYC_hwD5wM5ba`do+@=!3yNWVya7=XSY?g?pa+*+;2cv~)N!6_vz24=o+`85 z#{tLQGy!r+0OigFP@eKUVm?}`%+uW*=L<@a#R_EdYcoNTFqv}46tK+{JSyPTQo-Nl z6>LSv&B34sv6APGm7x@Hz=Iyn$*XZjsmY)R zM2d^R#W_?GO*z|-Q$%QSlfkOc2C|YxNRX#i>q-st286{vkPK4QqytWHcJ-z^1O=Gj4oxy?qJlS? zSK5)T<|m*7sjr@VQ{#*O02$p&;hzZtE!B!mK5>!I;4mC>>sd~siZz5AH9ULqO5Pb8 z!~PsUYP**x?4toQk=$VOSe_mDf99lGhOqu)zs^wm^XpwFhkOsE=y1g@z-1s8koC?v z?t6;X)%D2j6eY3!?{24$%Dj2h=GC6P7;@}s$#VsiBF5T01soAvhOMkD07V;Rk5OFC zsjuoKwnD*F_5T1Ss_0q;?!SG#$ykRakNFkLd!1aVYFE8Fo~ADJ-;>3~x*0L}BOXS4PtOE|hp{om4bPXl8n{0fru_BHIdDg$; zfUyW;ZSLKxlGc1jb8z4*7Uv~JV?%4HYZsCEOSNB&ky*Fc(MPKubxYiz-WpHsOW*nE ze=76=;At>FdHR3$RKM_pN&f&nKTrP3i!!u7|JJtaYia@76sY9-)KY6UaYemON$prr z$9;I-bNt9S$E9>u+Ej7Omlq%u9S>^!?E8Y8Z>wsq8YChxIM1bCZ6?@T0eIWW^R}$d zs>5r&VSF#8aQd#lG}GeT5GVt%(}kt9qDWU@+zH7whw%%?(CB^{zqwLYMvdc-9;Ht` z4P#m9{ve(fznMrwouezrz#_gl_~+uSXH@YmuY>f~+VYi*jt^F4C!npP3z2gZ;n#1H!D_i?>5h~EOlgw26W+`FrS+(d^|WkMF45Yjme%s< z19*J3JrIBOsp)TJXr-n+P zCvJkFlHN&WQtz;PPy|xywl?Tuw1@YHw_#O*)h2!yYPj~TGbNRn@@-SjmAld_U9^E^ z;YU%$0A!08L-~>&%)Lfx;}K zPf?nK_ap8gIO3t6+T`V&l1Di9q_^`}1x3LA^#DfgBgwf>;ZTsEk{5f{ytavr(y+Z2Q4t*QVZyz z`BY?{l{y8>Hx4xWH@chnLC57^pPoL{C-IMu*2)a9Np}AL^k9LF4R5P?7heJdnG90bX9OCLd4%_i<@4{%j{xDx}`h{FWTr#bbi z_cxNJ1SkS~)IMpIhV##*Pa!rf?~HQ4l{k6$Cw4R1qhGv0T+m};<(T~{Nfo1tB`n`F zcBPIv6oa>e){p=OTd$=~^E04iJdQD1M3%u5<}D}TQn5%7$k;7ajErz3I3l3(jIY0T zKs<`jl3_fOwswFi+%P-&pdj7y3}U467?Hk1?0#UX`D5aFDTm;1W6t(J*Gx z5J@CqeQ6{_kP-(<$FtPZ;e4rFW3_0e`+0_bWp4FXF>b1znoFKsG z)`gI<0CAd*NQ;awJ86#zjy=wCpGpZGG-N9&>N(A2nApd-t^xI{pyM046y^x(xgRL) zKp5<;ki(qSR*&a9dY;v}Dkxl_!kVfrPu@}Z&<0*4kCHf}ar@+S?N?-smB;sas0%Ae zxTZiID$oL5Ho_1DKD7bf2JG(cYRG8iB(m*MRiuoS%y~KOObbxzaiprQIIS0DZLXk` zn&(jy?zq7m)|5NrUHQtf;-#Q2soV+9an#jWmOnK@{KVAg;hX!Q^`ZQ&$7#zBl^|4T z=8hu6j(+ViM&Z*QwR}ibl^pPDIbsdLIL!c2Sd~a4oYaJ1l><4c9v6gs-8)rqTLd>+ z0AogxVTtCRfXwGTDdrGBW;r!7FhD2)jcTB7UMj*!69Q43f1K1(MY*>IAk>bKh`=s) z3IMn^umyS=Y9+I|68811u=g1P9zds!`@eg^HJ}$^iqZ*NWF_SwQfkE7 zWvrZb2a!M=`0)@({JFu6NAU``4ya^M@iBBhwXoVgn;;vb1y{8&*jVk^5^NroH%0R^ zEiar+=1RwJrA=|IV1Og}YRR;RZseChvCAsVB_J_BGhDhyP_1BHR7n*AnL(bB9{cCnDX8Ke}uGb_Sa%n%ajBdLSDgOXx zrC9R3up^U#C<1A(rZOu+FhwcUZ`DcJxYT}RdrlW5ccfF0JhRVw&<9C%bv$`1vmI#? z{&>pdXB2t9oGy9ALn{!+zoh_aCa-cEl)yCw=BBp;V2>@{ri3%clDNR*6_q)b-MLSh zy3hdkB0Z&e$68^(m8DUPCw^*WD8n)jmWG`gOaL}7S^(5Wkc6EZ_kHSdaS50sKPRPO z+;5du3s=IoIH#(tBrU?6_B0ut6E@B=2==N+cfC%sxBkU9`I0n(oopbl!oax%RsgasfGf@z4e1pfd& z0mWJ}VDf7z(1*&L8k2b=<~TF~rm|y}JXF6a$Gv2ul~Ov2yAT;Rf#3)G6ga>Qb=|BRD`O=SPWp+k=$sWD_HlI z3yOOH21?a6)YD^~4np#2B)Hgwla`sJy&!^=M?s)a!xD9$O3D{LgtbDBTs@tyg{y;SnS zk)2NlqKasqGaQ4Od{P++L|g$t5g0yW?@Js~hQS#g)o1SX>sDeo9dSSui#%T|l0`3) zthsUq>ajcxC(fi*RQd^$c?%5Gywn&84iDopr&0+Vga1;dkR&OeVCMT zwCOb2ZX*(I!5rd%8*eV*zs%Y_4NUVqc_8mo-l(Jmv5byIXRQ6`ZeN=twPXE}C4e+s zNGgE4)NH5r#Q=31QL`M10AE_7_Au_<82klSk5*|=toY`iZ+M8C<7}`!=mD47M0csf zY;@+i$uz6zu_2K0+Paf7%_!Z@eJSlcO_&n29D8jE=%3GKn*apI$C<9rpwAiED zzc1KUV7`AdX~qv~qcx?dm1R;`)t0t`Nd(AqwtzH)#>z<`W3^;mwh3@>Dk;w9%wX|Q zPGp;CVYNj7HUiGBTRSS`YVsja*dFx&-jU!O3U8i64m0$i1d`d1lE-rURGM@*Q_RT; zB0N(XV{@3m;d<4(Tc)zy(UFE71qDT1Y{bEFv2fTN)Yg|fSfilBde&BDx|GPA6V|Lm zE)1eDz@C+xZsqJ3Q*4x&;^RF|am4@^H^MXx5^&vfRH0Ro_oo2$6@4uJ&lyXW450B* z{hBSNNgN`M)q~uCTPdYtBOvCi!EDe<4Bsdfl?~WSk|J-EbQNZOMTSB7o{)_T$f1+w zRlxPCN@9o-I2F&nr!<9?ScMf#wZ+d7zsuf$I%bhc+&a)?JV+aXSV{JnKn`*{Rmdj{ zJiOr5^0C;y(HV%4NyoiYSsfgyUX7xVwR%#^qTfJAvDPYRD1721m?m zV&6xFRRv z40_NPJf1l3FQ06AQTSGkzKf|%CII|+uTM)W3pd!KajPfGQ^(7i2|VEVTs(@G3Rs`g zx*LB6+L61=I{@w4x^|al0UY(ItxSpxtUgmf8Fv00(yi2Pgv;tqYGVX3FpAXzN8AeE z$d_SJwR_Z!XK5RbHx~4u44AF_p^$LBc@*4Xh>3Hab6Yo-Tr0EekESXTV~2}lmNWqr zR(9|%_dw3w%|kupYJSPEVY(i)viZBQBNEL}ENN|vn}fhT4FFmiXpTMek)Fb=!*gM4 z1`J`3dZ#_aH(8T@+zyq>+}}eS!Z=R+^~C^na%u&`8)eu#RutNX3pL!h$6;AU^6F*^ z50rz}vG4r393**nJxHJqj%|9~BH12fW74vaYC5iSCzgxY^`_bBklF!reBAb5N_GCA zlCs5ShaRJf0K6?0H4r8l{c7XGPw#dU670rQnc>YobP{*wRTe`mpb|2nI-Gx}wwCzgi zgx5d1i#fsXT6UTo8h8)8&XD)3vyDbp3AbwYGyydFwZ54F5fGRdz#P|@-|FvkGf2S5 zDPM@Ody0Bj+FC`nh9RC0_U1g8M z>C#YcrUd;s{&ndQ#@FXa`T{G@O*hIj2bQ ztVME-d2$F=YJ77vvSqSyKpIbYs9Xb_`g$0~)1~FBG zhd5=ziU6B3PQ{RLDpp(&&S|I`Tm<5uEK)8v9MA-@n2rLDM{`aw?riSK%_K3q=Vl43 z>14oWMhnFNXZ@Xn7GsY}zZUI)ADXO)p@laW-JaDZ_+tPOoX`Xa7?ZVmJu33sKF{7T zsAjtep!7YfK1;cq=Rb5%2C_wNr0z87E}@Kha2>|5#J*w4I2AXTh^!Vw<*P6~bevO|VYfN_4YsOfM#YBrLh&qydlJ=BvR3gl}rl3OF4oC6R<|eCL`YiMM6C zRe}e4P%+nv3b2ZZy{c6Jb5Zb3NHN=r0DjdxngapFF_;c2KAk86W^j6Srt{vT9`yWs z&;wbCJa8z<%{u_l#AJ4$1XJ3bk~&hVjL^fJ3II&w=A;jU?N8afds7Pb??4VLPik&G zd(pU1Pdv~BffkLWPaP@~G4#bFOjLVN1(i}y9Vy!|G7V6Bq6f;f(Q_wZKpI=HFeyIp zs-S{`7gfG%$eFlgKxoMRPG%z$L`NFCpW8$|$K1Y=L&)BqE^iURe`Nw;lA$0Xu_07@K_#Wc)Y z_;~fE7F^`jX|CeTaC@hr=z^x7Xq}fhqsoT zFEq%}*|#2*U`C*H=9h6%f-pU3untsJ_cR{9^u~U0I#YLmeN8YP^%z{9DdQyWH0{{v zC^HuVifCYcsZTPnz|KtoN!yBQ^`sp1rw%&M1F1p9B^7A^;m;<5 z!?iEe)3)SO0fBQ;1p<*qC=Ja3K8lZ}Nm>9^EkjVX(=A^1@%*@>878Z1I@OkiX4kjP zwFYo7PEIq9GhQJth?m7$vi+_Xc#!_?FmM3R2O|~FR;s48H>FL@*$vljyg}ppgKY$# zVbFoYbj*YFBOupbqUd@jhiw8`t^nZm$>XW(RWCK|Hr68qW0f2z{V`lNrQ&l4GfH$k1CgUXRN5TvDoWgB)0?PecMhpjnIR9Q#vpOJccO+}qT(xg{^;@t*bPTAkeUOf9WR zmPYG}xoGp=%l25h{*~Q$cfxRK^P9_)x<>W?0QJ@_TzVq|!`>B_QX*@xLdDqU<~8dY zb%ZuC9L^uMcM{->B}l{(AM7!2f6A~n>!$oy6$D}PfEnpwHYRqMQ)qP;4$b8Y|o@3 zf28Uyw*#JQ8shreNYym)jl5^txl1yh*;sG9eex*56%f9H7FLQrQ-M(3`KdE*Ip5A} zIdYB+e|e2)W?y-(?xZtkW@@WjM;PAZvmUvt(OKO}OUm9_j%sGNjG>jAJ%II~479j- zfDxt?)Y4eO%jeE=NZ@9sw-T^BquY+=sm`HX?|t6X0R)mk8n2e5FzHSr>g7+E*cAo< zbL64jS`n&n^FH0ZXab@}u!6E3>`w>MuYHNR_HnbNg@(D;;aI)J1k=)cdG9ch5mE3KZ=41 zQh960JkwF#)8rp9t5*Wj78`zM$4abLWsFMSDxc+D24zNp&gFjRnuVZ5beIl@IH_cn zvyyY3hLZ9tuOXyC&=XmipE>@~z9dy!O(rw*$P}{rADmXl!7V;bJ40)x81n|=Pqn+1&VR72)g1m6n{^~Hor&78HX@X|3@8Cwpp8;C-uXH2P_^j=%s}_65zQT` zD;N%Y6F^wZhe~pT%;0pXwp&}MLc5P@w{xhXpkVkv#485#R*A>%mo3=PRgE)q5c#o^ zJ63esoF+|*GwbbGH(IHT0PU9Rfmrk3OFX!?U4-&Y0b`-nH71A#5&#cc;_r1wmodN# zXSw3E1(}shw-30A&YZv-_eUjqiUPr>&po`V@*Ix!=+;-hd_O4%Jwok#nC|XOn8tsV zMi?PGzX}N*{CEv?&f$KmN1Yz4O)gIYaOmrT#q4s@@ z%zoSn_UW89WM*IaT)*ngd}PM^Msp?MX6*Q79M! zvwZoE)4LZ7jZ?~zOm@*UkM18mJ1U)>%l z8gxG+_3etvR3L9tfN4(g)Zowt-pFQ*ES;&Q+TDQix-V+UMwLNwc=W9sd!<;(Kr`<^ z3njI@sz%%&VntN5msYU44R5GTZb#h+$NXzbJIiIx(TNXJPfLf~Fn2F}&_Ptk3d|4Of3m|YD=3|0R^%`k1Rg~|)}dGA z8>{k5!`~c!F!*jLq0>A-{!B_0VQ8Tvk8*_9sOev|_r?u6MK{sMc@p(pMhX0*qEG|$ zVU|?F$&u&=YOBUc;NbV?{A=Vr2ln6a{MQQ?jI=pmX5h#lARnT~n)mMv{AKue<5L>x zcj|%qD`Xyfe99}I*#X@wdy6xk2SL`JQ~(u+9gS^8r&?XA$z^bodSTc4ny@r2UpOc> z`xX9%s?5~I5k?T63j@}qc3_H}3Z7ji@;L~Ra1B9mXK;l;Q;Jp)#u@Hui?}x9jw(|d zA=u!lKD5SyML7o|k(qDv%OE6LCd6IzUoHr?FNY#?PjO$3ocENt5s zrA~2r2(1jnjJP|9CZ3@T zm}Azjg;E2K^$(Vtw{e=Z1Vwh7V~UXqmI_ZwA1CD;8eoZ+1h#T%B4x2W&cle?6?QfT zHS-QmD=?ylCpqGncSb`3NUfsG(Wd zZ?TDP^-kXDWI(Uhn{g%p$4UUcw=t%Ea7VpB_b^UKO2)d92qO%`ITe7Hv$O4sfX9l> zwPIU44u zYML7foB$g&Dbpqm%W*&zt>%9$+$n8uP(it{qC_2=|m2iXZilLHQpbNWpd95!k3XpjQvxE}`+^RMjdPvB- zK;1wHVZ{4D`FmD@P`q>^s4T=j<_G2NOcyC6#z)GN&`<^54nZ9%s|QxjK2ui9uHC|` zdAm<5ngDQer-4b0@3@Wy1=+sp^G-=*L-WUxKn;@J@+FNj4LR;MMld#>^=U5(;A0@JA-t`6sSu0oymL5Dt6P@v%txB#N3Nx;(0!pGv0l zs>npDbLl`9x%=Q`dewR1l2!8uY8V*?BWz=uY*%1yN9mqu12vLJ8*_Z2spjf5`@b=+ zp6b>Mi*>@}9`()}WCf8Ep`fcWNbaNxvMAbWR=l*DK^@*R>rJ+dw&W-7^c70x$r;IE zgX=(9lHA%^PTL`TX0zJetp>xEUs|$@<@~CCVbYM?%)`r^ecqG>nG`eJTd;V??)%oK z&E@^CW?K_SC~ z&1SW^jf~NapwJd)QGIeISk?oL-E&q`Pl+M>z?SMOi;6~)V42(nXq`kM3V`RO0cLga zJ-wO;w&y&WZ2GKg7GgeMYT=rDrk`C>DEW^EG+hOZD1WqN;&$99cv=|S%v}0nv}Xh`Sez5> zQAlMAnJ~xD)f<`cNYbVVxtFb`f zw5Cp%6Osf?a{own~hRn<%u6C zZ%P2Z${c_u!+KQG+)klljr#ShS7;%1+w&3Dq5ENuLLwWR)X)b^BvOiBs`}HC?VW>$ z`?btYmoh>(K7N%9cLv!6c_qyNZ{FQc8~OR%o|T#tjEVr{O|8R^D?In7Eu66tyOCX|_Cu^dj$HMtOQy#hBhKqU9Gn_0 z%5PDW-teOmN-Lv&&M3p8yZj$9FTg@0G5c-tEsC((rcH@N=T{U zn%)LcFF4|~j-p}>9kSrJe@XzylGp6#Y@K~*Rx2A2IXwZXOs3(_o=?l(nB^GBQi?gD)h(rR2KJfND9J-J=>)KY0WLw#{U2_ z?sWpF?r6qTY~wuju5SMT#mQm-M?tv0zh{lS*%h(3{{XK+zI%v%)q40sKH&cV8UWR~ z)Z(|q(@YevKx>|x#LaWUrj9A~H;bY#b*=RC(t#N$ek5if~7B;kq z{@o$_SPKZPyOzB+}+u-nI(P9dkW9{M2@+( zh@c(KXGUOI_b}a>-bQI6D!(VC76Udr{Z>*&0L4u`oRse&&d=d4l1UmfWWEu!GB)Kv!dJ3)frc;IH zt0G)Xe6@X3L$(K{Jlkv;ro|G(e96X7r760aSxW8s1prAJ$r#6K zK{3u3oKpi!xZq}{wv4$vb3hm32`Cxiz3R$Awm=)4)@cSd$pn#Fm|}=?O#yg$amn(W zVwfhHLQyIOQP(`w(cHrk+SnPZ0#ro-yv|KWmIEqrRzBHk54~58;u9g~6abO4Ps6T2 ztqANx4DeL?)_Yv;;9*58OyWPiz@QCb94Wb#v5I3!9?Y@Gtc93{$vG6s?om@CfO}8| zyWR+tEI# zw$j%i$wyj3;NdEvJUTRpaWX|KpXaFq4;kl&>{RLi2 zaHMWEAcSt-Itl=)kVwZ3(yc>p2qa^rSqF|dp#rEp@@N6&bHL~+01MKX^6eNMYAD%< zEzW2H#&-4Ml(t74RAlpQ2N~@^4eEFtQ->7b4}R3UayXy_ z+v`V8Xu%Y6Ptt$_$0MF;>I{dPkFP;XoDy?D7C=p%_iV@`sXaQnE;Sy;gw()mDg zC<3-KPgNB50Cc8g9+UwhzZs^p;DPH>N41v+wEwO36ahZvjBNuIAIwf@0OuV|Syc)$d7uaY z!1beR^~G2iC(u*XhIl+s1z{Qc%~GfareXl*sWi*GYS0Cduzl(o*zlEHAw03DW|B1F zUy(o)zg)Xy`c+rBagaI+&z9#0Amr6?E4SX~H9D7}JeLy6NJD@+(?UiUaWvhsD9R4C zEH>vmrEU*uH4O^FLS)24HDWkjzWKqc1}Nh>LCK&Rk&N52np@VIS(}<}()|XR*)59futbL zGCeBi$e$=2_M|Pw0jSG&rUE{Dcc}UGr*Jx&LVJn@aKJS1G1`z2I`cq1g#mHdre~oU z6z`{gwB=x<9cUm?7y~5pP8eR4xj5&gF!MkUB#wJh1J5*YDF7~TI1~Wk!NosmGzist zb4$A%13(LmQsX@-QAzoUr{^6jKoc0H-GNF@X|w=QPXuC?fEop6-|CjO3Vg-|hdA{5 z)?Tl#EC|t9FnLD=`d0%i(w36q_Xj;ia@DSui0G$D$bI~g>i2S9ToPkW0Iq&LV%pN= z#`sv*(y86*#0M}o6n3sbq`JP42vod`c*S^=ZcO%R(@AQ2E#{};+lY+HHnHuKlU)6m zg{*ajmRYx?E_>#-JU`(Ku)5X;amuZB7xy-{kohquPJmM_yKHcFpAWQsDo?gp&Q?L| zo_|{OD-9$ylfBHjVmS7$15)t3OAm->_s;tQQR z;rIQYcGevU&M30*+iDkERe)IzTb|VhkKswK?#<5AhaWp0r##o7TWN`>sYEAn93M_= zGo;efd?ofWBerkHul25iPX*mw0P|dA`(%Gw=9#5P#Ii_6I#t+wO{zkID5S_8GNQUy zDa%uz>=&2eun)dV@=t%4{{XL5rTB7Gm;7zgBcV@T~N|@1M*60Ix^(@X1v*N$`>VNN*{{R|a z?VlC@0MAqZ0DQ0b)90tye6@R@|Io{d3#**OjlFv3rCVJ#9iDWK3n0PmjD0G~+{hyk zS*FD&8R`7#!$kXA3yZmYr3VCh{zkt$KH#MWul7*Qr^mY_Dd6`f*15kH>bjPb;me&u z{rtDV+BojKS8$Vfe@>ZTwNonw8;?C}k8;uY*ytKs`WzFF`B@xaRt^=XpP!~8eU z-^ITZ&Z~ciTW2#9^pG5O^{>1Q+Q+gx2#ZKQVh?WJ^Iiw=8^Fn;=uzu;ZRTET2p#eK zD8WwN4_w#KGZ~SKL&CCw^!MhfZ)7BMx665VG5*q%a38`CYRhrt%j8=p%6~yx*DGyj zC!KXCnIZJ7Nw15(_@cmW=8%e#+a^qs%aQ0sQAr?;%LL93%U3QC72(M(*a{LE<{}1& zFCAzCt4%b|`{S_>VM*mQY`iqnN8hYFG452k-w0K_oru1LB0 zP&f$Bc3YhzPXZpvVG3O6)RfJy^4Pr?}`AW_N0x3dv>813} znV$?e;-H>J`>`nt-1^W31dP0@<+g#zs}o6UZy1o}nT|lEjt?<`2LhHz;^kZB1DwzW zK`fHsD&U%uNaIWi57(NBoG~E|6m+P|rw5XInq|2Yq~Nhjc=q}=XPDh&X1Q)pVOIRd zlZem(>ru*)MhJGx9@G$1l1SVDi;QRZ4?(_SE~X1>y+`Hr~Q}Vy-8g0ENp}R1hvpX z@%DqJe{Ot9ZA1+1n{m(k`LDX&ZN0hV4KT2;z(#ypdI!;hn)aRa(Nj*CH`t1{wR-CEloZ zge2C2vDe*da6-5za~^`RWYpyV{JU$Bmr!9MkPMC5n=9Vlzb9z)pe$_OYMV~zM&Z$` zI!!^?e95wtYy?l=j)0| zCrGyW10Z&wELw)rNtC>j5xSW6_Lf|?&ffK2<5Hej%wTz5n5rO1%o?8aOZfGX=nGiA|u>}gw1m95Ou46*525?|7L zPzN|tSkKNrQA#|g1;{*Bvjd+lOb~n38@S9-KXFAs{Y19k4mlq1duAz0>74U4tiAnWGFTt#-%Y9k92&V z^;^h!9Fji@U@xB&U?}-bNCaq^i?6Ly^6*YZaaKe^HOij7XaR+HE;<^T8H8stWvaPH zEV=30tsziOc|Mgb0eR$E(}SFJ6vaY5W;h;|oHqw%A1zoHPmQnNrAQXlL4CuO9V*^3 zxg#0vRMoP9BKcU=wRThrc|GU?7c8HRNU4O}%hr(mxGp(0V3{OQo)Az3Mj?RRMKD5+ zH)8^)&&!NuXeC(ur-48aY#;^BaZDw0Gfoe<sEc$t)zl5BI{ZzTD}C5-f4nJF%@6vwW%MALT!@s9-Z=ETJGjJ_R~x?% z@ij(WF7gM+g_sWgEAdB3@yCxeIZ){u+}7$j1E~FTUeTcb)c*h#^px_iE(Pcu4Z<<{ z`E?wnAE>@Wk{!DWnuVa4HW_x}z68?0ZEq7;FdCJsrQ5XYJnD;`f3X960{QA+#O~#BNBRwg`R6r1%nu>3c%3~yq)7m(ZJi<95 zf=J|rnYYH=R7q?aPn)GZCMu+pNOzpL;7|m!sf~QJ9AknjC|%DJVt>2Rw3^{eKw~(l zWb)cSopIi@GcCh-j1)6fgK(hWipE=5-{uX1I#j-EAj5J;db9?ryGn3_>qxuT<;Hoc zf>IPRo@zNRVu|wVaZH(PY9coUM^nkG2^tiTxacb`8~C;40*hLd}$1 zXQ`*#LljI1!;?T2uHySrC{v8p%{NW70a9l9)~(!2YZ?_~$EGU0GbEh`4Ivxf+4joe zxNOwHERl*72C`teSlp>@ed>8+L6%dK?OG(PQboCZzLAZhnwv@5Mr$$e)DM($Do8HO z%gEYltcPOTBw>kA1y)!$$%V#gB+B6Rs6?(CII0krT71^$dvY7ntHiOn!HbS2j(7?A}L>)pCr%*fM6GM9+Z~%_QlL?jGtP-ndC`AyJQnq$0vp9KpMtX zSu(i5sf4MHMP$jeD96ggQ5cbvb7SSKxtTXKOBVUPDmRmR9o@Yuy13d&>zZ!mV~yFt z=8k3;H6kkUlEhUtb}|)Hz^D%3LdJL|qAKD*N6XC|%r0o$Nx1}LsHB1bgLI8d`A-0R z-nE`C+9Qb@BX%g}VRJ^|n2o8>8f+IY8z^sHYG~0eR}snx>P1BaD$PbH#0^*>B=jgkh))BDJi+nXdPkm;VtS5!f%z9N5BjlgB3GG2e z#)~U~Cf3hdiKD-T4)zW`X&f0mwH-T}a~U5fKH%>_6%2roLBn@7R_5|kB1X7ubu}Z# z@47TN0;tWW%m^_yT7WJ{Zjb{S?cGd@Ss;-7-+QR2i(JG|PInMHQb!>9i>c0f)=piC zxzNF=LW48y6)UL&INl%r!L>;NHsG0MO zRMv`)Fw8JJ)s~VZRuZrXy~P({a=c@7rFQi1S6vxM2kuQ}xFi-@hkuspXFEyiDm&ZeFcr69xK#|Z9P?YCa;1~4G4&>JOGmUC%Y#>% zB`YxArlOlu^EQ-(^V)zkqSbBwbSudE)r8b78ZgcB6YE%@Go9ir9^;y9cC+3)K^!K4 zIvE<$L>O>ewNOCcFh4Fk)_htPwHt&9u}SJ`{GJ=t1L34B52XN1yE@}=??jHV{M=yF zQRsK5Fpf?-@mlse6f%SMsXl(dio)!J5w0z{3UYk_ta-1bR@@_OdJNa5TKG!V83eMQ zl-84J`em`iY8}1ky93H>#r5-%6h&FRMQEm%tSq~3BiO%M^w?Gy2bm0O<~L3{R10Nu zdvMPy?LSH`!1KBE_lji!NzG_Sp~)}>qrqzJ=e3F^Q22KrN{;2^P&}*?*a6auusJ30 z)T+v5ljJp_CxP-MjgY5*gYE5awY#{yP{o*r$RAQbhWN7n^$Em13)dL^jPCjqtKpH5*;aM1kZ08=; zR_f+hln6(Baw{fHPe`-4B5D3|I2Dbl>q0Gy0pYpNwE%SD;ux68aKN$XD$G|cDr60y z_pd#d#0wc#ia#)p`RP@!JYOVe9f(HlgFqgnjc>H9kBs`}ur(cLLDHd;K{%3s;Zd6L z%a0IhH&+q`mlyDJp2WsY$NiG`?$uu>SmLc#L zrfW+SZXILo46g)uAY(Zc#**$}Rk+Vuq`pfCoBa%7^wKWc>wo=03%D-0;* z`sSVXm1ZoJr)WW4#X&S!3NLEO7?B4xJbqv*)3(u9r)gF^4)xAmTVBgDJ7l1uz;uG@ zB|Lu*Ow?mgRC3NiR;q7k#sJKAnuuG07;NMkNfOPHw=Db=~5-)s{-QjZy4AEO#B4bRu$k33Rp8PsxT?5Gmec?&F#O(es$LUB3#qy@(CFip$(V&ssjvHkIxvpfw}7aNdAY z4UZ;Rb?;Obbn?LJ)T`!5qi%9)z|xjzV<2wLLmcW@ws@#lPL^i{i9uGO)1(d)1c5*g zNBOrOnD(abmRWY=gW9&!OjwGte8lyuK2%YV$^dEr$&S`-ftYY=U$VxB6P)^1q-gGX z)t9zMBX=|bQ7jR{vHU9YTPlIZK9xFy4_-%Vlp$k~c%TNXN}yw!dvn0xRJ&IgW10e~ z&fX{i%YX+w)ce@rH%ftaj=ic<+37$M3=%ulh1jQ-synt2#-7YvGS(*@#^0}KiPxS5b=r7IMVmv6$dr@vUvB0SY2c3YSEjR0<|LKw*>;3=1P ziy9E4B>t6zWST+(1JCJKlFiAREE)= zvnK+ymd@ThFc~!BP6+E##;gF`C;&*3Hpm&xNWgB~4_bE3%Yjg+!P;m7LO~hsDS9pk zT8xxaj`X{Tc5-wWK@ON@+bmr*y?$uEJ(uDFz2RnYCypkngE;Y zNLfcLYO$Hy?u-gi5q?WzfGlLc`nqPrkC@bvsf~H3FC=780-|JaDUA+JNUJ|^9%-I& z>x|F>2(i@D@s1XuXN=XBXsM2854BdxX0Jr83r8Qg=#XzyUug%h@ ziV!FP#N_iz6rPnjL5{SbV~&&o5=Nt~Pr#!qjya@KcXB8JST;D|Qv(6UYH1&gbf|^^ z%>Y8jC#6WLF-i!>N^-HF24Jwj;-09(fN36dPNN31<-cs<1_c0LV;p}mHC3)+&&mlk zSS<5=#9&p}Ay~%eIjIavJ*sBrnUHwJ07{!z=BCLbAGuBd{{Rr;k=-L4Py`@Jo=pugi-F0c zEaY+Dy;qWWEk@}Zai9qurD2xhpe(SB?0Kx~omJ!?yBHOk-)Nb`G2*i{HYL7i$d7?p z@=kV=d1`q=s4>kq$ny?*3IJ>@lKt+rr5}?T?mcRtiYRastx6+jAh${Yva;k71t4l2%jMIc|CsT?5Prh&mO0X4Fa5%+)i8~RJ!(N4H$l>^B5p#s98>u`il56sJ?fLQD`TLh7bM+*%|u@(AX4((PANtc z-hjB9OK^C_2aY??TQs3ZS_u_K38^?<2YNWgG?De71s&;fF^XVUZk!60V=2kx&;p=l zIc}7@Mt)j$><+ZheJBA!`qJ@=XgKRgH#Zod2juh=NWSmILh9iV#G52|a;bdLqDLiEqAX6ibe`jh2} zNEi4;b2pmRwW^X1aljSl*00eXg(?m1Uy=NaX&sKxc{w%1-fGWr6ZucISJ%B|>e|i4 z+Wf?Y&k8%${UgJd`koqfFu~WJ_2stN>&BXalVNLns!ipN5c*fE=o$sSn-7}nx?iPO zv9hz!?Z8yt)mK#U9lS9!3k+)pX;pMl<}-D{t1JAulM z)L7|ShNlylhRAct{{SYLN;WFQ7Fn7>nPoNA=sp~cu0GQ+!*$wE6{}&TT4|PwGBDQoX%v4twYou`6NE`R!S4s!MXs9g6Q}{x46?sWrH? zadCe8pVEONpx7>#G8`iFlT~NEg2p0{9q#=Is!w-)s3Axb%Y^ZsztXN-T3K1cnNOI* zoSxsUW@}=CMSrM2&ZMt?nEfkCNOYYB+}z#}Tyvgt`c@vJ;}w8CwTR_-=l=lIYn-*x zbq#V=p7$kNoR9wiSg16yss8{AE)V(kKd<;v{{Raz5Bc^#ulQBZ_(Ci_Pv!pr*Q5Rr zn-5d@fA#4Vq5sip>OWzD@&N?=gPyfU)M_&pn(y~wPC(=ORrxIq$}Yo!8)qllrg0qZ z5u7+)!`i<)KH$l{y0`HDlP;}xxmdFMi2KATKdpQ#r~&aC<1UvSsoxFV!XYQ3sgP&# z&3#Mp+gnQ?2Cal6Z<^s(rbsckuO0oLd^zT7a(Iqt$yhfcKR#$2Br|O79P~Eog+yVU z&*552r``Oh>2Vyo3-ReWBy2s_k zAKn-QRW-6=o@LXPVtF3a0NEwCI1xvN^(LX+aWP@aDvonkvuJQF(d@TwBM1_K7z+Jb}eT$s#uUa0eU={{UJ5caUR@C>d__M9B&^6M1i1xo#wM z{ouhPlU3({TahoBmFh(RR1J`DHsteEC))QJUVwcn(47kw1B~^iv}-h(B#h8ah?-?y z2$_}7{K(D9<^S`wd?ywDi_4O=ElN1A*BLvN^F9k?wM zhWdQ9^rgfTUos`H2)%z=@lV;t!EZHfT-^Tvt4Q1r{C2*hYe=DU9lGIv{dKgu6BCU7 z&T}Anhah#WTT5t@mHAqksNAGkjhuYGmCio3E&@WNuc)BV>n<5#``dBfHOgul-Mj~O ze9u5Dn!CBxXLdIdke;To?rx!g1XJcWdJN4w&35MHv*qoMv8TIfTleQ6bQM~A`6XX2 zDE?mNsib48w@$U761CKFH^?wnh|_ZxcE&lV%UiLi zZ%VB--P5oTsgItuY+Fd5JFh)~G?P0KgyR$eSXyql4?BHLX?f8h0R~uis#}}*xir6N ziZn5#e>wgt0FvcPsD0oHqvpd7RGhKtPH3l)2P2M^Y7IUwGv^s2oSI-(0p^boqM5&cbHF>slF^bF*9$ITbB{n$~5W-THL~tu>sW?M3Q()W2m&-F(Nvtq462PMk$< zCX8-*I{Q|x8Pn$KYtO88cx>blWNdD=*F$i4c;6~|P(vMe6C(|rj^eCFND=vCAak0w zB#v0fQIa~k=<46Zh^9MlsTOOeq<06?Ij3=iQ>Gh}UHnqWJJ)}w5$ z0&~w=0F;nU8}ABRGzAoLXaUjPc_%1p^mj62e*}uneVcY| z=hmGa%fz81#swfYBf5%UOOKcekuFWg?%xWytWPv&E7FwQh5M_Ppbf3wSIj$FvQkcQsN=X!Zbuk>0gLF*pRN9=z3N zRNj2QxH?b?u_jNwJ;$|K<)Rr6f|Y#5TPI*wJ5ic zeba+e#~0b$H&!$OSnh{0gS#AaP+_5UlR3vVcH%EHE~BSffW*#Je+lbA7X|7_0FUod zHN>H@xMs6(Ae^EeDy-8icUy@jfHoROKaDI+v=##&)Ky*kpUU%0~~)~LlameLk+xmuq0QD*?=fF^iB zBVeR!M{+})dsT?uJ)yS%Dt|uPZ!OJ311aoXe(2rpPg^+(49BiidQ zOx&=*???_~`!Xrfi?-GW8*yCq)ufj4oq^(P@IgJR(;7Q=JEI<))n~PWNdx!qn$QeA z6UN>y(1t8^DPzz3EB!&QPtkv9e~Vf?epEX91?&t_ALfR*3(Y#z0OW4ZYODR1YzoM@ zQQtZL02&O>rhGm7Vf<9m8ybe)QW4#RYJWtpL(_k4{aWHcy1$27RR`}R$O!yAy7<9K znK2RAqrXb0G!7)pGHxP(KS}KW0Bm0bO%`vo`K@2SCBKw))@Z-9=fX{B1e)SYcF$Hu zANwVKUP92MB*_S3IL!?eu2*u6-EqjE57?U@A9w>?!)f}6lRN-J59S4R@I`NQfY{8E zr>S5M^RLAC?V)!DNY`jM2D%GvPgBxx))#VHW1vh?$Or6{dOWubVe%D?rg48AUpA@nluazJBC0$?I=f!NnA+U&#eV~8n6j%?p zWU^9ow5cAIUPJ@$bBg(&!~X!awV#@{{vy&90}q;2Y=QVJf7ZQcPW_?&3+genw;Gv( zMHyviX2AS*idF-^jxRAu$OF=z@PGh*Nc?M(wD`U7ds9+uwdIKCymAlbE3mNfH-c`H zeXg#TD&EW~9OYmT9gMg`N-S-`Ewp=AL=(e$f@0p~U9-kBO8O1-K)SBvKX)_%kLCjh zm9z{~P?C0mR$ot^A`Fq@t~4H8TgdHGVyIOHHxw3ZLPwJP{s+y z!}6Nbm|C3{Rad4>NF^meI2DNZYr6_5hV37Nnz5HcgnJm!|zl|0SQk}x> zlO*n}<Vvgm0XF1184LJ+KU67U|=Jl+xJ;T2_spgfV%RWdwu~4ksZ)1-@C?6rI zWpbG@%lEO~q@PWWMlx>3;o7qz^6n(cx6B11>g{e?E3>#`0~8iWnnZxHf^)carx~v; z)SP*ReQMRU*mP;3Y-g@`{&g}sNDPuTKUxlQlp6iX-4()>Uf$KGZF)}=9q8TtD? z8LiSyrrYNA6@qm^BPcPDMQK`UF~$qW84PIp)9zX3&c!FTXaQITMj>Q4o{3}5Dyaa{Vl%_A8`2T@s>kxgxIu2v!lCyJpw zaz%u=7$o%-qSvg9LLq#2ssgwGtkC?amr^}zuta8v zIbFFPl&fcMie5pL71XvQ^Yn)OWQu5GU_t3yaOwJ$$!V_G$CJiuvW{kERJV){I5?|A zPG<`x?Z_LOpr!|(&!%b!r^}ZhbnjL){U21hY>9&H^{-KrO46aXUnFE6y=xup?c#jf ze5dQ00Os4mXv93%1)seU_+Y4&e9Z3YTe6FWD*RYRFImyr5>S z%L2~{S4Y~mk#C4xdED%-qGGr0fJockw7jcyO|nX; zzLk2?OAB~N+_-A4Mg}dmmvQq1CHHqVp$?h$as&L>t(DYtTPRvxM&w(s@Q!(|PyQ3{ z4kg=Kz)Qbo_5CR19;Z;caFB0B!NzlnvuR`iX>W$%+Pu$J_>m@>>|=N3ev>hC($g6lEuMM>ycR!>KbG&L6u7m!!_Vp*R@ZYOQNVc@G3Ua%PtyY zA@n03){8Q46WH#&U#8kSBjLY4@T}>)Z=v}lMwoxc{42^voilvqCM0qGd8Hb7iGh+b z8nm+ybo4>vy9j_F7IEqhD=Sd(hM|2R`wz&+wkw^A);S$fQ<2w$TS)|@fUyCN^jU|x zQIGp#X+G6`IdPnY9V=dYnI#I_$Y3}X9FTb^T22S0QWrLj`@b|AT%)la*=cSPUaU9+ zHKHu$b=>ESRaCgNh~`EI)2%^$;$0>c^8Deu9XYKzOhMV>jpISdtS7NIn8_=)mOXAO zwjvRbDvbKQ!INZbfm(8bwwBhmtcE2yAI_a{>lQ8_InP1sS?fErYcp~etwwH*!C<2z zj!-m4p={qYfT^SHm^r7ctAa%cgoX$+)o zVwtH{*dySQz*IhJ?%n<0N>!dyFlACf?LZfC8hd87BEE_!zyq9CV+4`EdGe7;k*bhM z$TR_W?Tq6I&ow*DSuu=asSv2(fyGNBi~zI&f9(ikRX;KGrDcf~Sg7W*_mzB(XlY2= z+|UK-7$5`;(!!==@{IdcXr|tFlbV$zSYIo}09j~}4p_$$qs-&!Q8uO%l#g+zi_bU^=vIIp-zos708_*5 z=y)ToGAInLa&Wb!7M>+IKPnF9fij#+larHI6$aA8VzlA4iWJT_3Xvj;M#)?OK?ZUp ztUy)BtrXLPF5wxRrjGgow1J9p7)|DGMxHifHvE3Q@?{pod`je$2Er6)6RGp6pW85=cu8@(P;N;c#EaH#nm3gZK^M%PKr;grP7#0K%dRGDhk$(c>rdZGL)sHGP z_adAf6$!^QTnGdtV4i9~5l=iCfXwHhriW&3Xt)YaH=kaq~CJ#Z0l_V>za$mm2!jn8;zk;(!q&Q`d@?KLB9Q?yV5C?NB|sg$Q$ zrstdra3x2r09h`e^T4Rs2IMyt1|7K^4|;gUGoEMx>O$}aX?J!UnuS{j6!3Cr0N7aM zo}H*aFVIwSOB`U5d8!8RFvc(_15H@~$n8}mx{X!GfTH=8@dl#09AfUk;N%&5spcynnVP#;2Nhs zqZPQq4aR^j&m*W9s&Y*fDrKF+9>7){_wzn-+?uYCnYdy{Jm#}BE>EdVFfrQ=f~zH* z&I`*SCaq#PRE4Du#SRSsB1Hl&7;dBzEPb)VU5yspazF5ym6WxnLtz= z)sYa#%hII^i^}z&3WRMyUxP}9W?iT{)`WKAQW{gmS~5ifm0V%cBK3)gXm=%;WbmFETDD|h{5%Sa>4FE6Fq(vS1rtS6Sl(x=- zfF&m#X{`7jwFzcDPAKx+^b`Q?z@92aQ=TdD+lA!SfPho55GvH*Vx9mLxD`nNz%x&x ziqry%D~Z*7RRnW2g@?|{4(I+A!NDB$tmicqc3fiQ?2X&~YSPFu7Tq8nFwn z?8mR^TI01EGIr{{cEMvH3;nE!jN{30PS4fqv9b9&$YVO4s|P=>109=Jc_0p z?rUG`a>`xF;kpmF6&@aL!JT&vBg>zVsO z*$LpDIQ*(awKcDG_@s4%PG2$ejE>)(P&!S`*ZNMWKGhuKukxtYO)taH;?N1FBN^wf zG%Nj9G7wn8@?-tQ&3<-$!SUDa4dNEod}m?dYX$w)v4{{o zOO-YBzkzfl@Xv)TEG_N%c$QXf`LgMN;6LerU4^H)7;%k|d^YZQJD>PfkiX}Y=&sxBt zw_1(F$C0%jg}5)J9i!d z6(ra3!INtS=5GH0{c5irfS3!rnFu{eJXN7QcQOcV2gpB&&;>kS-mYfhPjikcNRrOl zPcrE5W#Coaj+yhDDmqqUG9A+*h9imqu@hTOxzKIN<29J&kd%@0&rw#4GqMN9z~}R; zUuU&KS-LMfeN6ynMqRR1a6M|gq1m?0Au4@1#Z4^pPEIh9jsOCnjyFUl{$OYUW0nYz z`DvD3hNAuS%kw_b>?&ydxZBKcl|@r|C6-LV9vACC0@|!?obRb0?18g4&5nRnEE~+n zLVAE|Pb8EiorBVV5=)t%3jhK-ul6G#&eJ1)m8%tts;OQ#S4jq$Ft^C-=|CJLki09k z;^X_ZZYwFKjUUU}o}KH^?X-1{11yRA!|PWgvxX?}KqPfE8mRX;IJC)S%R)}?OjY=_ zRz)JppM>bj+*ajD(G>^hpvZ580Kx3`&P1TrBU{x$Pg?L(<~ z*7gy^qhvUIk5C%D&Rte(lw^r^Amn~^^8WzG7rUQF`$WtiWSc^dOf_^wZ)39kpQVpW z&?dT>L6Yzp2hfGDRJzrsX(YIb$X-T28uA~8BI4J>wsJ?v@&Lv?mb$sk!!xGLF+Ahz zT@vVW#FFOaQC?ey<<4s+O=WUE&V`5_YH6%iTu(U)sr)qu+9HXzq-(Kg5nfqtr^J%* zo|RTLu|Qf+l=c-NmU$SlT&{ShojqB;(p!&8&$$?A+U0-D>hhmskaTs zaoh(=v|}w3NXKc%9q0ox4rlH!gMM@6bsn{!B=-_A8@c@|D_c3Foy#}N?b4VQ9`&w< z$dHWms4evSfcvspob&Bk(c41^&UZBu+_kEby!o7QNDAWCIL_iTj=8Ma8a?E(z#YX$ zb1cN|&JnuiqK4fg25E^P^cA6*3*Ejya=j{?)|XR9z4*;)Nh~AoN3x-L|j6Tr=LGb1#HGn%b5Vi>{i*w8~qw?Lz6x*wMvYGpCV z8)^H!tB3H1h~tqzvb7EieZ%@!QzE^iGK0ra?kF>8lw+hv47$?l^yEbqBn>}PtLvQf-+!Y-73%-Mj(uwJiz~UuC#4~= z+aBzYX@Q&-l#H5lr|}WcRiuM*6g@|J4lq%3Aw-sXTLYn6P)R|hp4V0^4Tl$aRWIb%xE$VWY> z0uyYqL$qK%YL(5BY*oN#CzDsV6m6|YrE+p;12gQ1oD|Dc7a~Zop-9baG@0mm6vlUM zWa&T@5oJNYvs3{N44L_>VK(i<507BQya~O~bC$ABm*$+T%3?b4-9Mlg1Ry!JS*gF{V(Xq%kn{j*JvZqp+GZb6a09Jk|C zb9OQ~` z+7V)UEs%>u*fW+q&TqJn~eQ67-G3K8U zX>t3uTrlnqKdo7XZlODV(8&nt^BT)rf>Z!8>rtITS78(bnl%d@J&pFE0rM>HC5vMd z_lf>yy#r17pX044s@m%^gc#0tpXMvcp?P9$x!PD{lU4+dp_#cStt$(Z_Bp;W_~PLt zNwp`Dk3+Rb@)btQX$sdpZA>{ipsc z$+kGmcJ1r?xBhY0SN{MFGvep5SZ{5XOP=xuRsR6TRxm5%;dLZ476*#a7m<>#?@Geu zKCRO~X+2KWeCypX+&cC$<3ITAb#~vi=9>x+wD?V#zw6fhvHlsSQ5%8Y8RmB$N zKG7_Mvv#eFkG{0e+Q-3HFud2gYulCn4esBr%Gt2}sy-Co7LM`XPaoc4BM;FHetTO@ z2wjn`7q8>%T3hU={{UPE%Syw$KSr&;XfK2&R1x@!FD#Bpj&J@qTFddP;U(S$uZW{& zC$w_^093EcCAE%O8(<8*s_MY;pm5m7VMUN#pQ)C9HSjj3%DQ&96~vAFC0&0~D7^7+ zg6yUHJ@%&+w4d&|{XnnE*>O9oOVxc2DsgoT2YVgZ?V2nXKUQruj|<(fj?-0*o$=X$ zKbWnr?C8v?8NG}L;2tqwlBJ=$Z#W>0z#B*>t#gh2s%{+x+oWN#Fh^g`phxVb&xOR% z7J}hjm(Y*#touziXk;I1WdV9~Uz3`4x3B551k-gH(Du$Nwoi%PJF$#HHEB0}6aN5- zr($`T`ijn9F_~2Jp48E0=c_WDk?F;LSx51w;u=hT&#btSeN_+s%Uv#!@z3H}mEP-E zb^v2&RQ~|tX%)`T(s65as0yiIJJS|9aK+RNbBg#r+xCs|<(vUc%Q};TorC`XWv+&Q z+9O|kWo3xTF&HOu5B-*a=V#evW1TWFo|wp_TUIHF5N+Uc0k6*w_+9@15Cz-G6rNH8 zkO@Qo0J7IZbNfno>H}{Ye)NDheb4?Tqm>Us?g_2%#aEH&coiSnCEP=d4^V63JFnU& z;tr_Fh^YdnJZ%2};%clvw0Dix~7b)8;{s{C1;1wC{{9S*1F9+yT)Gp#K2bX!dA1kEkcpQCOAB zO8vk6RYq30u((B731jQXua+nMtvpeB#yI>ivC9$pipn`3gmkk0)LQFKlZ_!^L?1Fd zfRp*hN3%i9eQ|rfhT%nG*XP6FJBJi=)|~=01pTGU6~5e6=Tm{iig)HZ@%d_A&X7oOu5L$aHcsbDvC0Jdp(qxNlEda=dp4 z$#R(VubQ<#+CxiQ#B-!EiAMv?Km2a0&-+KgafPwbn+wVP>Hh%ZbaF7~KAvrs>J@Q; z+|}6T^P<{F2eHAgm)G`)g_Sqx#JKDG)Bga*>rPMFM@WPNCY0NUVJZIr<8*Q`=RSyb z^3aJCW3i}KIAl{U2G0F!=Vkq+tR#>b^mZ_I{o(%r<8`4Q?IYoL!i_1RQ`h&5fA*am zj5*JG7gGb}SdwA`Cy()|Wz@}-TrT#IbC5CmSI>7}9CW*)*4loa{{TNZ^9cU{+I5Sj ze0p0=QLOcyJkMp1lnD-hKQ4|&9Ou#2nvL|5H=KY*dSF%KER2jx;5P>Xyd3;>(QKGH z>1-imkOYnY0LJO@e$w6_Ylc(d=Ku}~nTCJz9UP1~&sviDYZ-!hW>r1LYpKyAN$r~H zZNB;78t_oHLey9HZ(a6J?_J>>RkOD+N=yOwlW;u@o{a~-0EAgh()9GT z3xIJVxBkmXC&n)n!m5H5^NtSf>;C}6)q6H!&V4~0m6AdvxedGzyIJyuWiJ#(RCe!Q zGfDBY#^JFgymGhu$^QVvRkQJn#gfF06{?0EM&$nh;%N44InSe3#_&caSXtG*c&IL# z=@cqLs(ncZAFX`taq&OLSMZqD{cR#WKtwqI0LN+{IiINkM<0Nr*|6t6 zwbCu`Zg(WHZU=xz6}dQzODX1+_Z)vQUnki7MDb0HfwZu>^9k!ARnO`x3hPzXbwDmJ zwNfSPk%9VRmm?jIurF?{@4z<1Db|e%hahq+F%qsp@~uDQvt$;o#31xdlh@f017o!)s>#TN|*L z``nt)Saj$!y6EhGOwq`~$JBb4j{FU!84Q>E+t4eY*A>XG#y<(O1h%02ZduVj$g~}+;QGnEP1&^b3KZ~9nv$hi1+l#5sZ}PRq+x%74ZnxY? zY2+w8ayouh|~9O2C`P zJ}kVAK#(ba;=r#eZE)L9w%`q?pi%z-)~TfNBr-`FKkXgcTMr)#n#CBJ4F>$nknpPI4s<(->$X9GESijf& zDujL@(mcWo=1)u?@UJt1b9zg_-zYul(njV_+zdDOuqoLFr>nP$Zf)2Lag{va{{Z@` zozIUNA~R@w!QVgqYV#3!s@ols$&vIFuc^Qj{V4{0X=pn$zCJ#cxiI06r~d$|sJD%- z9#1R+x$j&gnw6kmxwM{`&-ha#nhU2G3_Y@c!i@sV?k4ecxUAOk1`J2OyfZz&AfBviKcv0X@RCOlPpYcNSweCD;HvYJ1T9D`CL zRtt!2fJg;iH(=pF2Q`HtF%O@bjZ4HtiIbYh=sPHx;~@z7UXV&Rv{vcJ>sb$VE5jKl zkyFKZu$Fk+maPtQdxxC{_Fk2v9nn~jXJKyjh?<0w%eGEMYe#hj&S9N4?CvN6>{GhG z`plZK_N#~e+(0p`z_#v($$kZBM0})HADsYAvh!|V<*RWlh`wUBPkPOJxw=f>EhB37 zR?+zcZ)Ttk*oryFM)aYsN)j=*70#vcX9X0ld)2-2Zp?={??4+7UIPCBF(eUMa7u({ zJu8_qso`*OQ!I|?HXf7#xi!pc_|6HXx1GykMi@2Bw38p0wrWsjR4fN3fI2IQe3#su ziilnz=m|BE9_C-1lHQeaJ8O=hU{D5}USo~XoEo_iJ6IA8WLw-_`JPXgw0hQnjzccd z%AT|VDv*7JNi4}20QICX6#+oaSW8%>#_^Fr5-i)$9oPb$lY&*SD%#q`Ai|7drj8Ax z<{yPL27SD@EJ#uEigQJDvTg^HTL{@6TwnuFiYIvkNyro+GE6s8GKOqt(yom)kw{~c zTHQ}irAnh5^{WFpbeKe8q~|{7o&B93MQjhow2mJN-zwD369HrBC<2srk;DS3ZYRBH z!D9lA(qNO?kV+Q^BZ{4N^DFQL09gqPAPEzW#8Sxn_#bz$s000@?jMv>{HYnfQNP}S zFkdoHlkTleXt*s7IQ2A(44K58GgCBNaloL0!a=n{A?er zH);TaEz7|CKHI2B$g02@bYo6JBn)X{J!1RsvV1<31=DFHqhw)2rr$9&UPR6G-bQMAjuofGCyraw$PRlrh{6ImG~1 z^Y;;fQW%~>FmYC`;*Hd>>M863o!OuW(%Lw{&sw#BqmC*CazM!9o)w!pZdZ(6v;naw4Yc&9$j`eA(w@qw+k4e#Y_`En2|U#UYaVID1|0KH zq$Pa6(XPmrAn)g`J@9DGQ5$Rn4FBLsEnvM&Pb}}>5J_P zKo^yJlZt`oQNZg^$jp9Hd8b1OCpe%7Bg%Q`Dpg&_CZyU&1FbiZc@zMOpdM;NCmTSa zQQ5ZC*^Vx}Py+(VBH_3d8AVR{6x)qL7?*>Z#e2gkI|g$=8iwW}oc5|R-#OwTRpNq4 zTjo1OX+;7>!i@XS1sKxeZd`F!qdd zQK`ukz!|}h5%Ot~tK%(FG?2shjw>F0P{`&xex9@eerZH}sl{i@dm7}qEl_!ke);6o zQamfvWvVV+iZa|>+&&QPT8(VP#F=F2R*6l!j}=dLSoOi8;bPhHAVLSsPkOEvX91HU ztj8Q`12W~Rb2()pKm<}5OJNu!1Cu}vK*32IW34dE&(8c2 zT2_{lPP@xtJt~dulG--#*$1eg307Z}7UvaVSQXDq)-btt0V9l&*w)3Y540J(_Miue z7#s?aL%)_iDdfhjg%tDz@@O+9U6HTKIi)#onYf_s1CG@jGj^*$KR6v}H)o;ArT|%b zVw&u+kCbH70^?j1QW#)jsH~-qMXPNPwOQ=}*AU z2WoZ!iwgB_YH|iKifLWEno`&uXs`zEHsch=V0-49<^xS9BO{t%G=h2@QLD{r=sv_|`NF zf2>RPdv#)f_VupwN${jrVP@38bDXH`E5w~iN#5tVPK;@K17!2`L2V$a1Ci)YL?nm8&C}6AdFW7sd$d+R3)Fw57<=bjaqE&b&YXUn5{lg zykrXVi~U+vd@BOP_2WOvs>k;IPDtRjOas)K?6m&?2Sp1c_h)>W{6C#e;#wSio{gw# z&*#brPPsMcT0W0yWe9l_bNb`|0Iyed4Np(fqbWOW+Bi{Odw=46M^@Wwq$rIT<2-** zDYHke$7QT)T7I3hOEBY|qrbIrQ|tP+vmv+B<1oNIIL%wL@Vo>IjZR}Mqm%9V8h!q^ zZD;<4q@dsZ@BaW@X31I!7M-N&tM=VZ^FA_jlUWyf&Y`O*veV)6;A6w_$o#79mxt%S zadW7!V0k&|im|F|dUk}O#^3Mbjs}>eaMK;R;Bj7!qxgQ$ zN4N8}HW>pXpZ>L1zwu6!qbJ$yQyyPXGyO$*mbIyC{wkefwQ?b2$m6HxDg<^~uZ}Y- zT4+Of92Wlo^@^pZXt#RX@3?%k_0B6xLGX>Xk8G3NH$6^&{br`syg-(WZS;l1`j7s& zsBAR*ChS%kABFA9+^{kZ-1Yryoz*-~b*MmXY*)%gINj}8R{CC{tGe7@Htolu$N1Nv z>AoMevbXatMnZhmL>^!LjUngGZfO3+lm2@(de`>Wf;iYX{{TLee{JYL-2VVSl?7b? z)7y^VTf|~K0me_gc{jzs5Z!5h7QMH&`BLsFBhRknY}cvVq<1k#BfeA+a68w^AGA-3 z;J(#t{3~H6&X~v^t+{bupG94yeY-fn+55uc_ffdjt|Q1-Wk7vHDX+Drh8;2l`%4cw zhaK^X@!y161pXfI>;rBjpAYYnqP;@y$j(j0?1V7kY0ch1jM?=ACUCoo^r}YNQN3?I z>O&g;0Cu$Q99qJn1<3k$s!Y>1WxJbTBkqpklO+*(cDCd&ZN+=ku3B6>90Ss;&36}; zvDwFxdgq$TlkE~6jCSUjjccT~fFqeVx#**zr2AFFL}EY_JP%r<0kp9y(`DseL8<=$ zdm@>i<##y)+JgC6Bw|FsnXq`ancFyRrmQmEyE`!WK#J4>93bgXu#)V~+1U!7a z&_Jmr#nh$dY(<=}d{m6Xegp0uGJnFUy}}4_3F80ou9UOT@MobCsF=*Bt`?0F82Yo+!V$ zE%tQsknlhKbZX1yJqGtwx3rHlxaY9NaXOcZfy{QJc6-+p?I|XE`A+k|6^nhS$7s8v z8{g1Vu+wK$bqm>5jFRkM%DD^uW;l-6+s$$K)oCQXzlaf-l+$6-p+{doudOnN+iJI0 z5WT!$tFf*Z;%<;`JUG)T`HVSodHxe!+?NnpP8Qb;!-J1n#PJj}>KYC3x8(V4l|1vX z){zs~GZ^(S3f#CvpCKx{TEi0(TOihp+uX_wvNqKnt0}ydIhW?)%<-~rz+qb7 zX10TLlJaVcT{$Es02OF1ReLxr(=ss1=%^W@qM%lu7R2HCC#`Tk&fVyh*rkpi~k zJk{J+D`Md7Ty4Shr<-Sd`KRR~wRT(-#L0o&)0WvJ%SOX*y%!6Zk=iODj1tv6Hi9+I z+-9^S@~wxNka5N;q}qgRgvK&R#wtWu3lUM~oPq02d-$UwI2RS1kV`6guGlA_sp2tO zkt6cd0M?a;<^K0tNSYf!WSO_Q=qVVr)yDYaJ4aDbwX>4$;{bHcXju%U?qAJC$F)v$ z_MdCW!~xQo73_BHjk))yTxtxll{f{uP-OQSZR3j>U~%6y5yiMNkK(LLxh|z3sNi+Q zSXmvS5wmrmlHhxAOssOvS(np8vj6Itwi9JkSP+3dC+43VR?c zfN_e>hV1X#FCO)HOA#4UlRyke5^VW{9`#h)x^7@Pbgco0A2VPM)WYCn2X$HlGhttw zA2FqlH^%tJNUNKYK*2{NwN_2Vwg7XQu4{mjg`5G6tSQLna8ft|lW*?`Z9JXUn5UP4DAtz1S98BfSKH5%gGOrYm?6aiV`UIblxnwCfuBC;1-|?Fv#F;&PQQd zaovV(`NJrtO=B!5C1JD^RZ#+;nDw9y;i(tK#sKs+WhIP9xUgnEmCL>nvJOQcxR)SB z!q5j<8DI5`HsXVEhRO`**0NUcI-)Qnj`gD$j43X_lh9BDf{BSPF_TT-6mERcz~Y$F zv^!55JJZ@VkOw_Ff$KmOo;R9e(2c9wpkpE7&PeT7C6p=7G1{YDvM?v8?LZZxxMi1Q zk>P!6QE>;%ALV}4G^9${1Lj`U16!nxhaWKOKnf&7jo&tV(v(Df>B^d_Z1P)cVNXFz z_DOOPA0~h;83x=a#U|%Gb;VSFF&Gx(9Yrsi0p5C01iv;;I@F6B#&WNM)l<(U_~28d zl(7MN&;`YlXei@%y*(Tr2;!-U7;@(Vr!s6nPbz2vM+#h=e5cZ#Byr_@tbvMR$q`)V z@TU2|9k|A5GbAu8jPB$NW8Q-M5JuzX#sQ`e^_Wxg)s5M357w9wG7Ko(Mmqg!aRP=1 z*V3HP5_g}J9%&ppCRB0StN{K0057dB0)m9*p;NGu2h7zYMDdX!In4k}5?ND&h{aot zo69J_C><*{OU5_}$Q)o)@J!-8rFr+D2F9*(0KpZ06u1fi!K#ZeEPH3QOeA1N8x>Xp z!vPQp+>U4=Na@I>4!&DFoVQ|XvNXh(QO8VG0WSlA)}E}vNLBg0Y9dH%;~A+H*@-=c z24kLCU2w;Wuy0I}`54;0%~fpued(-3~@Ps%#_RZ$Bu!QjvagnOL^_p=gtgy3r~r+?j79FV=c~sH8|qk<@Imkrv0?a zf7g7+wO~yh$vYSYQQE4@ZE?LEHVB}Tse6LVBlPRdNA}3maM`=ku%-JUSuu9B>t5#_9m;XVicZ+C~Uw!Qh@M6TeRlb#e=q&MStF`f(;gv5|Y^)#kgpol46o zkS`>2Kpmy6+>%H3$&+f1gC?u$H}K2@hbsP@n&R)Z*;d_ckQEDALsXVW4dvwhYkMO@ z(Jh)nfG^BXIj+t%`z4}E$-UfHlj(OaDQPE@%T(=K@2YNyfjQe5tPIZbGZW(4M-3zL z6meQ22Z0Zoc7^rlrE(eytkRuQNp^_2=i01lej}K_mjpsZko6P+rF51aV#wsNez>ak zkisqu%{CEw16-xm#niV7Av+r!k4n*w>fYUBONBBq`^JDf*zN6p&evf4=Yd!_Le6&-*&sw)@V-3~ATu&%b+JHLiOnC%*R&}eU zyE9JU;2wCdH`aBFt!Gp=Hva%5Ft!GLjw`24UR^%kEiTg^XpnM8uSx*vP)KL;?YNCN zW5qfvQEPDWM%fMYtaZPWOth6J8>W}OYZeW5`PnVjA_jSC0PPWHc4i6>r5Ex^vN+v9 zW850S)b+^p_|ai}vhviLWP)gA)Ndrp9#()g=Y$uINn9$0;QQ5>qPIjL3C+(Y8VxtwfjcTUxC1K2&y~4z}H+ZAD>F2GP!Y)!XU+0C+9!5N>0W?Ot%2nbmLA z#$ts>THUw0V|2@6+pxGSXalsdnmAdKQ@TOh0*l$akR^?QX7&}v#jZzVDYq%UbNp4S z4y$aWNvfvN+JH6eBe=c{(n6&a=RGP*@3AC^yA>Q9{I$s6YxfrtJQ_-sML0i7(Y1R^ zTYt1_6K-c-6m`vL2TvZH*MQs{BuY55ugp$A&lTqFeIz<^uq0%GRIjf$%WR>JWMDB`7(LHneNHR*+IMZI zKPdkIBD333dExsk5A&Df{NlOWyV$Mc7Rm~?%;(;y_+Dl@q%qFim(M?1&_|`TmzqtQ zN*@g;U-OF3{{V!OP>$gmDRPT~!~BY+;@=TGH_L4*0UD2&^R86tB~hL+%PvI#dg|*l zYD|+W9HHsQH6721Z(+GHS;z|xqmC<)@P*Ktd2J>j7hW^i;;{7+Y;NW(;aE03=mXNf zwskx8@+NSNpKfaE+<6jtd;Vq}v0h)NU4*}ic_rLEdt$najZPS+c~E?Zp)>)omv?4w zv%=@hCj{b)pSHkVJkC&OCb(-|V{P=ZN8g=dW7dH*o8g zYZA$_XgYh>DXrVCuL8?qa27$>;<&+cs%UotSxzz6-he$0SfxobI}?h%4!tx;s*F_= zsjM3x7~ASmY@Gs;#_Up0`|;&l;e+~62V1s1LL()-n~M%WtfjY?OTn5#10Dx8fex{C zrz62@0SvwJYev__R=T7@(@+5)`_uv6>Gx3HLFK!G)nUe#Yt@lbo8dE#0-?U$)zBBc8MYS#>*0nV7(Kvm6?9w##-_*iDHT^%Rk5T2qIe z0FNgmW}24XM5V2y%8o@aA-T5HG`zHN`Kp8fgno1-WJPv>X{{YshV@)ygfrw++=C2`wMDrt$XdQU0d2EyI9(FPsfHqPI zRy~n$gQhc9t#upwDA{&{>6}(%B<;Ch;dNZw<#wNw14EzaXyC)&+%t zhwjh@jg^u@igU`2YeY!M*d4plE&^r92fbDERL!*g-&z1ua*HW1$n>eq(6%$s)h0y_ z#BwPU?(bpp&<3t!Ad%2jN#bk?Q-D1wk;;Va-MAWAeAJI1@OxH=IQSpW!6R)Ni%c_<4K9t9`%T%h3}Xgr#hJ4lSG zU5?c2KpCRu>RGnR-z`qI-dz4^`LpX?7uoIpStE}>TAARD@TUN+0AsD$G7l*a9A>P? zJjxF4YWqfxL~&zy?N5hJo%oZW!xS$JU5;mZzVoxY;Jm#Vd0`EVSSXK<7@q<7T?oGT5lT!ys)CT=3mUp(*6>V*2 zAbf!4fGjQ4U~Wf zgQ{aEp0ojG3l)rSxH$uyQf-PtNK>>_FLI=ABZ1#F0KIacg`kFMf2)rOydO%jYzP@v zB>Gl-ce9bf{4r8_*RH!GOdnbVXuOFK20}CFDlt0sm!auZ(#B^2*|RA%tsadU{L{YU z=qLh+n4=wsgVKe#lpUlJYoLP8)-=dn#;1(9A1*1u;|sC6pIQLSX+s~Bbg5T+umhz}9j&`NG8~$+7)SCT=|B(& z=T-T6HDViA&SgDnGdmDppcIDS%OA_Z6ajok948qZ_NF=73oyW}rBWOmlUDNV04It7 z8g`I{UNPRJ4Yh{zx|&AS%{5h|=|B#77kBRXqzqW+9MTaII5MyVRBv?{J0kgs??4VK zBe)0d)8mo|iz(y^iJi|=jCH6!X`z7Qxr zSfp?gFn4lj0tjJPhQ~RnwhZnA1Ja@Mqrf@MM%O^}pb6W{Phe@g@V_TDSffbUW5KHm zHZBip03qL!7mU>JyBkeKA183@O7aZ!=|B^r_Iip}40bOfp=WsrR24Un_{kWc25;l0 zC=Dwd1B#s@Tw$tVjQqW-&=vMc_p_RO5xFIR%~?|%XXiMk$$Eq2gi``kL;PnH#+g*` za!qDSERr`ZjMT`Oz+ADQ3%+YH`A1rcW|6)@z^9~Teq-L0518)hKoG=(7;a5l3Ofu^ z4ZW${07;+&01SbekvBIzsy)N+8fkKV>EeJcVMokryWJ>Lv~y5OLN8pgs#ua^v~fTd z8vKFtb*gVPvz&IPn?1}69M$-gARG=oXac9%5!4wvik>TUQS52vLd~>PgCvB-030FW zlPt%Io6Fid)X2!AJ!k^3jGj+gm&#%};8cx2913c0aq}K10m~Yw9MrrHl>v;N{8QBI z9MA)dMUOP)jTG@zX1-K7Ue%c{r7=caV?8JXc1fa)mM4)}QtA>(lvU!hBe>oPl;qTF zcCqfl=RGScj>O9jPtTK9Rux}L&l6lfQ-Eo#ThxCt?Sd;fmzD4;*tcmAWMCfk zVm~G!f;sh|4ED5>j&e<3iqM4{h7Cm5sT_xI%xVcW3E1RtC<6PWK?1XKDlOLNc|6t{ zODwWwvISfOD`%|$XuZTkb{1l%0r4ts8wXz9g7q6aiivyQIj2JB>WW zb2;5NB=xOhsCS{t`9VX;2pF8 zi5@C-k0Y95Wk5A2oH~&}20+L(7F8W;2b8hF9MTAjkXwoXage#jDM~YNPAX!7akiso zRX8SqBJ$W|)0GqtdXsZE091(=b56iDLwZ!IfSj6sNI30AO;vz1NuNqgW}F7zw7?0? zB`L>h0M9f4qk)=&MBo15i99J!(_;*v+Sy;$nfqCbvSDjYB zNS=)xKUosq>sQ*VvdG)Zay@@RSG1oDUEYthUgaZRanzdZ?EEuhrT+Ag?mM6V09{9^ zc!DcP85HE6Fw_@XNm7S;!I4&$flE1j~i*8EF!9_~UT2mJb0ZIqW*KVR`CrFSw~X(JJy z3F-XmO&`Kn*Rv$oZIXKK!Tv_OJ7* zSE1D2U+Df3LvExz?mK^zTm|;KsOq!%EJ`DE#wwkLfvfAcKWvo-PbIkKy+=>*{k?^^ zn{$pk9MqSg$!Pu;m7Gm@ckb`o`PW@N&Xb|XxF8NXk6P#T{{Rz9Ua_4*BE1<5-kSad&?%$ZeC$jk;&}s=8Y28>b{UUAf>?@@g|Ydo9-$mWeEcySLzb z)v^$ea6oN?2Ru+w*%{{qNJjv3Ox&@)=1>auG_uPxFgE>9Uut3nREK1flI(Z`(yUE# zON4G*@C7mm9h?c&vmSV@nCuAw#|JqdN(*u`BZB7Wc_5TfaL0bo*TKW#B!;o+{)fuapM)M6`I?^zI0XdI~6mOC3_5_a9|*ZJ2cs`!+#I&Pf1yJ!CZ zuR(!}Y`APIcBZ>&HZp?}{KKwuK+-cHx4FAQ_fi!rTF|Anw0>mcaUJ=r`L89ul*1Hz z6W5xv2Ac8_=RQ}aIiRAW-`pL|1~%u9@@jaZ^WiN&F5N%KtJ5{AM$kr}GK^=fV{e&I zBqxK^;(#9|y``&wdXwI(vneGaA1jVP%|&vXfM+=?S8Z;@QSCAH>T_0(bLVSFPMPs3 zN_>ed+X?>wWVo-XH9KXMW4gCp&IsrIkSoBvd8Er_tXlYj0fcv6-ubV0@V)5NH2YFp zdbDaw4`mq@(=AZrqcTmc?ZIM4$~|$#QhRG6-brD-dX8(U)NY}-l0qD0WMFr%I1JYp zuW|uVT;eypm|;0MQBcWtg_&aH`qo=Ps9j8`-*Kyhh}??eG` z+08L;H4Bvr$K~oPYZ;vcvc!YtaN9>Bx$DW~xn)~rDhH=}&`V2ILoCGP^%YuBAtCKQ zBSnCPETtbc&u%~`tyPqa@gB@}tr(2g5`Oe$hpjqTW3^>z4)$);z|M&pXA2~RCu)@2 zq)+?i`2|(FyJsa~P`IkHHQFW*AoV7IG^M>%UAE(Dj{db)ONpdxlY&P|OKV1uWw>8j z)muH}61W4sXjzW1w2S~8^*mLhq?uGpCVi`RIHQdGtDmhTmn{hGwDc4iJ<3U>q;UCQ z^4yYWYYQY2s+Y7G}d|r6aIo zlRy=SVN@<*Bzd0oer007EjDB!0ySs`JTE1@q2rTj^{+|OH3YbUL16L@wZO8(hNxD3yKUxf=x}K)7NaV;{r9ut~-g;Gi3sjF(wr7hTYMrEaKK}qpvv7?U%^=3= z2pkA?Bpt`Fs62xo?;UCw9nsyCU>dOZ6Fg!vI(MMwDm1SK?=L^S{V5@uMH>mFc>K;7 zl_ILht~YJxJtzZBLN-~j$I_`tjFJ)u%Smk~lNn++IH@CNjmDKS^z_vufGwqdi#sHBcavys4|dD=ZF0_c)S7$N9SCao19Y>ef5n$C^g zasdPr)|ze(-J!9Q)~x}1%n^(z$tI+=xmA6Hbv)G+kSuv#b5dJ8L9r*_CaadfX{a7+ zFdS3_26EWIG@@o!Dh4W5Pd6ldxTFPl1yg8ThNi|=B_YT@f~^UI0~&M{4A7`h-Tf#6 zva7RT4!qDMD9n>_fyFt5h)D+n9Vw3yk|0}>C;_>RiQC?!f&lX=&H+4CGFUd%;11P# zISMGi&N(yy?Lv7B<_-Q}9RR9mt+)nUZRa&-FoyF0<+&!7Y|1}&KokK=St31nG=Lq1 z@C77mxGdg z&;&wR8L-FX%}VzY`GKP6ZvwMKjex7hI#iJ?%Oc~A-E%-1sWfbJH_Y_pzKpR%OtnLZ zqv1~GJ?fcYvKJqEfH#b*ZZ{5OeuAJ(hTkV7_pFq8Snlsvgv>xz=|C1lz_~c-S~*e! z5w|{-jU1_lPPpq%ic+t&&mE`&)UhE9-+MI3?NVW|o}DUP#3*3HZ*fd9$&)Jls%QXf z1ly0|^{9omz*G&*-mRk+kFE_m7eyyIIpZ_|Ou`5%{1Ht^RXNFO){SG4@WVdz;RtnQ zJbF+DRI318#lCLBoR-W$aJbD~TNu#ql;<4r$2k7|t=;q?0&EsHY>7=~KqUsdgNC(zG!gDEr;& z(Tr@{(P#piuII_`+MOBsk396NDvAKdK}aDUW>8ju1%hA>^sT=?B|m4(3F8#tcAedG zKowP+Cp-~Sw1gD{jP|BFko&tDRa}q>>p__3kcQ)-qt4iP8O`z@@e8m=z0#+0Z3X~%IX?1j`da zoF1m6l68JFoKOZVx_Yc?sNa9B6KURVBZsAG9nu_a#ws}-;$RoG06HkH?X83YOfNzO zBZ=ciFs@4Xt1(U`U>xB3QnX~q$aoY1%b2eO#hr_9In8f>Xw4D`QW3O_Wc90y3bGYb zliHdsQNoAgZ+doPGmiNQkgiH|inNnN&@0Q|s2Qs-1XjTLM{_?~f;fDYI~OGLMVJ_x zgUxUPTkZ*w$FFMCxfjDqjcnu0s0RFSag0^SOp`v;K(06$t$THNw;5yuG=zCAwU(kL zH1m=nxb?!%+<&kjo-%9jF74mCfs&`Pfe; zy4y#yxP}`9l!()Yr8<7te4?2_+*CGtd=ay#ZM(V}0J(n}UV~$7+aru~^{z@tE-r3T z-18b8q~BBr&mdn8!U zWcA&F#a)KU;bU<(?-{un=}ZaqyJpqrB7CGV@=5PqCA2U=WS&wL7lik&ZLja3ZHl2| ze@cRDi`)CCA{-+39Vi1!QFfkFEJG-Vkz5|Dti?6#cJL<7aBI+Stqqh9GB)p8^36go zIn2nr8#DpaYH~>wFv$yUj{`qi=3><4pHsHq_YuWvU6M37gJ*Vmu5BXO7?cioaB9pR z=cQ_Q*E8O*mx#*zq*hP%kg=6!-glt{S4%y*-D$SBag3AzR~xF?26O~%=x8kO^}R|x zV@bBY+DxExT+AAQSfWx7$;qyR!&Xmyq|ajq&nkn8!4|S4@>s+3k1qamN~g z9I81!^~+yr7wY6dq^fjb(wl3#C6SW>o27SJMzsmkO|9a9&Bkcw4NfZF=4c8D=D}W| z8tknvbUkG}jZOBPU=vsu9vp^Q8SPle&C`=pCxzNM5^43 zRSPqFrQ8;EDtlyA>r}earV+xWkD;xzsa%$0dukXh05$wgB#@BkyzotDNo}M#N%Ql! zJQ~nn?9EMCWM3fqb6Iy9QbOn;lsF$+0Jj8}7G$-O?FZ8o@9j(ZA~EVIl_!Bu32^{M ziE=**wFSdTc&6nB-%L;icwy2O6D(s6dJbz&EhVlaSytdF>*1e>yB$PLpW(#q!S5kB@;2=j1Tdxn3Gb1CN~NLo+~Ee&TC1>*ta%5=@oq~bzvWw zbGe_cIG_qiD_mtJ1h_u6VkYv=B0o6o$)~&;lOSm0>(`*In;$mO3#GQ^ex#ZJBi61} z7Bmw5?^0qmb+;rBxQ!_Y)Q{;2%n}Hj^BfYoKEzrYHhP6~4}6VgNL&Dq5!W z0!H`doVp>IFecbKaw=NWtjZo`UoymqkX3%XCOZhvD%J1mbb z!RRX7S~aQ@wTpYu2Q?&j5@f`ibK0g$SAl~~%bwNH#cvI>v1Z8hshuE@<&+u##6^*0 z@`uZwMKa>b`s4R0@`2T>X<>?KmLy(J99Ej??3q>SXak?M(R{e~JMuc#%odKQ8G3pe z)=OxjgK7DXdVmCv=Pi@a3IM3kGmVVgb*r(#4)j$8iKr3@BxZ1Nj)Jr;-e{F_nPEU0 zv1u@+yNCPd*0Y|@I8X%}$*Dfob9p`=G_@BRItXb!^sdgK67=(x8e3ZN;z& z85NZBc3$-#+TIozJkSS2Z*3eXWn44Ae@eF(E)MKt^{f`W3ktd%mg*_ZEV7V8Z2(XP z>qG;OD*(4sR!0E&ZJOnN)>GvGk}FCX{K&(uLXOk{u#)Wi=NYSDjhX5_Yn*v}#$Kui zt!VwQq+%2qJ1D{sEc@#8f9<{2LH&bD; zj@7jcVW#rO0VAlB?Qc5%caWcj)SOp07d`ByuZuoSwA!V?t|04Xd^2|GNh3}7elVy+riCNxGJbxnz6S~y?WD` z6JvR&k9q*figS`-CnB#i+{(O-r@cNVv`|b$Q@-140L-nDXaVUS)CG=BNKsP^Sb%FH zOZfmLLE64rQ}%zjX|m6CAOX5i2C1LRZf5;?q!=EQ0Pi?& z9#=u$rP(BhG9RT$5=4#91Kyc6z-dCq$Q{K1Opz*_<8=Z^L12R|SxomPQ=hs$D&%7y zHaVaP6Kfyd8oB1|TqiYALT4^t)%kdjVwR)DXui)FdZJt8fdvY?JJPf)qT z3{tQV$80mdImc?WryU0-oT|9_Pg-M0s(I~2fO#db0H(JcO;mO{jFQeXqpgUx6IVu-IMq}&1Klmm`wJM^FcpL|dTdQ@bE z`_!U%SNNy`#@;beG|LyrO=M4hBev8Vaa5Xl2RpKT>TU+ix`aS*NZVNwUvBwJlk}(x zTwH^kDD|n}u~$jQ1pqh9cO7<*N{!}y z+f;m=>i5_YNMk2X)iVTua03%S80&0#lyE9^L^#OFsa=eX@(r~-QEWS#oc5p!r4>k2 zUQJksO)N{wa4OQAjN+aWM>|gd&;yssgawb1Dci0kIFF@1J802zPcx`M9dNnQMBUYAIwZ(yJMG`9^70DP%e5Xt)k(8NT-vp)zX9 z+oFxflTJA5PAP!ckacRGa^pP>L4%C;rNIJ#BpD+otpSxsJ!z(N94|BlXYIu>7jb-! zgVvm}oM0ZbwnqmX|RW9lP25Hn&PG|wN<=jU#Qu6ZK zPq%BUw-LsjNw1%LRq+>F*028nvV0;uyG)qmp8%F8kK!3#4stoH=QR~}ZBCn;vONdI z-xBnH42QLg{U-Eq5p%)!;Ma?&@kfm=zT1B>5tEf%3<2rE6?;qYMZK$iw^lxN%N+WD zBV9G_xoxDxV@_E|0|yo4)U7EV-6}DL+m&?h2I(4HhVI~Ro7A8Fy=dw_AhyxsQEm5+ zUU>ZlaBr(#>gB$CXQJ``0=8^?BQ@wrFI&q4sq6h~l-$j}*R?HHb%xDKjPghS0A951 zd^d9`^K~G0o`4*m(z}g5%EL^HZM1oD-1VzdT*Yl4n>Qr)J*z=E4ASf^?3H7MHjp!u z*0g53vD3l0yO1k?pL*f-FBn@yzh<^RY>oICLF5!-UK~ZSl9F?Lo>m;CVc<=cd+Pc2*$AuT{kwzq+zg*|_tkk&FyhqBXm2dbT z=ZX!vbkN_u*0jwIz*|`;c06;}^{z_R&r{YeJp0BeZ`T9=0IWr7CY52QF}lB$6keJC z0PAM4wGSDs#BF7zMYwd`{{ZV1nLf?+EMMzdM~BqI2;DDkzx{gT~f-^#eXYs4CkuQNvrx0HW?fBL=aM?>(t+`^Yv3AE=p z?~l%rp_e6|qp#f=9#UMKk;XrzciL}-ZSCL>cEAzapYg3Jmrv5|_W(B_;CK9M&UIfC z-dtr>!gGKIDT`CO)b*Qv9sw1h{o(D+dHu$*tm{%0W3mP61_o*i4J!Lke>OwCk4)mb zsC2Vs2ooKxQd<7$jiq>a-C}#}2$z)}zpZrA-)R~QMp&cWFz73t)iu!sKWDU)GLE&( z+uYnwx=Vq*`vXW`rk(D$f2>cJ1qWfxR=2U9;zQ)F=k)&o_14arqTby%+9gek+*d}r zu9=`h%upE(0q8@d=$86aXH?aXDl!!ItX*ryvs|OwY0I}fX0SC65NcZ7&kSexHAdG@ z8@5V*Z)(hG75>SoKhAEBTc6MIqwHFb{QV#E_}5A-#s??${{RYKv5!;w{{V#p(Eru( zPmJTp@Ltq^o=N#%_yPX_3iGdlk;-naCEMRSy|R_5@#6Am^=o|~9oE7S+<$*BTmJwC zbg#1Ml3t&bY#93CYvCiL53oIQST5v|u8G2v(-e|HX$t1xe8guttK$0+m{Ch^=Q!z9 zzRM-^?r?UmZ%W9}tqa>)5g^Q^xD{4gT}tNTGoRg`x+`6x@JRu!IJd z<0ZPNt~*rmjP9##q_39A{AUKZn6GT?ShF_y4{m8Byme)k2!3ZiwMB9kW|PEvs{ws@ zLjM4C0sShH>2}r)zUoe=JesZsr+XoJSiz3N2BDiyxAQ@kUCr;G=|Q!uUu|N>9wX;( zPW4V%uQg$U1aS`M6v?Kuh=`($yDxE^RcRjn1HKT1|9G^VRkl%$^ z7{J4Ak{8ThTBswQVrGqV?b5gIe#>rm#y|_lHHkK&<+6hcc+CJJ*+V1_^PQ{@HJ5QM zx*sYR1drCIn&RT&e2D-V`@Z#^9*(jN?0#kDtsLezh+0i|Pir41<%cA9`?WX1{Y`B} z#)W!Hwo9l#fW>y!&{# z4%I^AReP`ue<&R)81%XB$NEVs0qt85Sz5y)fWIK%inS&NO0C`2Gn36M!*HZ9vH(3NWIbGz4(H>axZBFTm|Vkx}Q7tjZQUQMl(sEHH5nx zactw(nj|taGjJ;w;_ew@%zt~@s5JKsz$w}(SPg5Nn4;X-=~#ES(aRnb<2086w*K?x z2B=AHtMe~Ppfcgq?{r(z@JLrbO85T&4tR#w#P%x$j-u&D=fL&?zJ0j1^IXX1?$lOS zw;FxI-C8jX5ziDD*!pIC!r~WFcJ)5B7Vrq>vAh-H_&iAq*xvxRD8DH^`d0nspEbVb zesPn><3S`F<9SX_O+hLY$JT?K%$h==tZGlGs;avjZTxFx z?MDmsycBd1vKT>SzN- z=G$~i$F*h6Zy@cPg(dmL8NX(!7lM z!6T(Xz)pVmr7FiB+#i+wXbx6sz~M)j25M-7%`W4}tTNJD{K#?*S%Ub)yo~063xgYc(CawB_CwPfltkk;d5BGEW(+;7Jk<-*>$LVI*n*IQgmU%v%e{ z6#J!U%PJQpX_3`ADD!>_!m7@hn=hB{C$O9Ol4vGe5 zIE?2tAh;IiW43Fa6Uf9En{Sub-j+L+mQY=DiU8`rcPfHT-1N;1j0jfZvR2_YD;(qA zt~Bw;;O@_*09sgML%V{)k&810ObpWzhu+R{Php%g9OkM!fEW;wzXp;>LbwaUnv;4Q zDd5xC9k|Xxt$?g;NMPIkT4{?9^Nt5fu&R1DYDGqO+e<-cSKfT!ovG3T$Y$VD&Y&;> ze;Sq;{K7Y#w8_wjnIgd{@}BhdV(q&>jc6E$-RcEK&~dvM9+U`-sWWb-gi0O>@Q^E+ZC&MNK%M1)>?QvILLUD@f< zo{=#-9Bm`5O&UJ!tHKH{220tMB<|o-Ac9Gx*gjAzW#D3W4uYH_1a1ceQE)2%0A*c; zEuWIB$!yzp?I#`UqPLbY7RG$%wKF87tcM>Y0 z(^gNHW;XSr=Q+dp zQWSMHx|&39!=6PF*m+B~1Au9Pls;ZF!1bh8k@BiBR#w7!A8T|S>3+>|2|49x0;;^o zN|Q~HoPthj%f%o$j1!uiE24#HiDN;tb~BfTRvkrId0E?X@#|9DuFwwB8mp_I;DSNx zL5Ss?C*3@XvX?6Blfm??X^BaKLUIjSW-un!9G>(6r4*65+Q*u(2uI_QSTIOK@_P2G zt#mEU9OpCvu8^$K3^v?Tt|J7gR@?_#E#|X$$PJk)2Yrc-c{Bl|XDIW4LBOqGi#wk% zRvneapx_^v*07bMAg?)~2;?%xc0}C|O1W-H$eSM3LFMwxO8x3MW`=NN?mJSr8!G{2 zAYpS^7j~m?Dsscpv<%6#XMt26;Umt`%@+dIt-35Ex89=JWF?E7W2I&tP00C%G3i8l zlyf+Xe$r`ya#fJZHXM^lEH`HioPpTY=x%KyZh3K5CcA=Y$y0`)4EtR$nFZA5q@GDF zT)a{5HDVj65S`*4rsh-cobi^nHxE>Ep16JkcQo@0!F2TH$ZZ1F2@1CI4p zD~FW&ZL1RA?F$|@=dBhC5#Kg#*gJKuddEheQIuPNIqqv$S1ApyOLE+byW!_kADpuM z)L1N3yzqteR?Tk2G3|=xt-LdOp`n|R?Ov}Qqb#yE;hr&?p&J?c+G zETEJ@#bD~%HluNL@msD_sINx1yN7XP!jAQ&YHgR6!7bjdwgX3*n;8r2{>V04v}ef zYjuPKE;%N;a~W9|2PZXRc$#?pxX#uc#UMDl-8cJAXGrj}{{VWO4vRL?X1y`Vu9h1a z7zGJ}z5Q!NVGyV9#u)Y#faKut&CR{US5~tHF&yT)?L$XxNfzSa!yI!|+D0U*0tcmD zwG)`LDJnY(0OMxx;>jUsTL_)2UfaX3@*8!^e-&>{Y^f?3j&s(vqn7Fg@{vFf-heO{ zN0koyZV2mL1)ZJ4?MWDC+*FavBn`8UdejedBFGB-#QRVMOYIWoOU5?L3oo@V_AI0% zQ+&+bYoNDaBlDy?9Mz|}QmT;*k=}qgt6vYB~d2poH}NJF}}%e-?~ia-kUN-Xh2xRgVwq+XAF`Ti}>m>rpA*XW4w110hIRf zG!eSnkDIBj>uWnsFr1NBW3}=WE(X)k8nEz`VEEd!0Kpsyg2(_A^~8Zp$-NwinaJ4Wob0hrK&5T5L6Ms236jII&7R!r{9 zxg_BBr(0RPj3k(CLDI7WuF{H(O`MwOU?ulE96fUu{#*e-2b$lqxP{;M=NX_28`T3d z^)*sWjNA^jZgz|kv2rQ|89T8+3lj*}EOI?++8GG*Bl(A|F;sa)nB)%BN9L;KN!WW( z1D<7JnAZ>9r-o99H=YeaAV8d)AHtyvoO6&U155>VI|n1VrH(kG0OKZ-3E^ZY+FgsPCEkzJ#^K*fkyy%igi~_ZcZdt%)I}m=gJXZ+772tYSmonvLg|vy>Bx7s( z)c*ir^2jHts_iQ744JF(d9!0Ga68d(IIM3Jk?di1DX-T=kG-YUe9T)OQ8cG@AZ zna9lAeQJ4-aZf?k{oIgoO*o`TsGu_w&f z>sql#j7a<->MGi4utq}@nwcZ+N6YC^9m|%+Y>Fgs*5l=;n=mhk9h|DTagu97-pW8#P+*>>v;+#DGUSubHKT7EXLAm;0i60){6?+G>S{=A zBDH;_?=_<%0>M|WQ%*%zm;=&)6)dgzk)s%^o>in+DHtTuzB9CBVx!%-bUaW5ppe4@ z0-dmy85AU_xD0w!refqGt_Q6ESy)lPEs>6uGF$Y+4|zrxUQU^Ibg*rJKn6ZIC8^Zo11P__2yi;7s zF8-d?QY^BCZDtLEYulrV3-K{f`s^KKPEIbO9tmo(Cs`>RwINW&Kg4c4Vwx53Gv zEL)OwjCo7d8=0H*AfWj&&x%~HrDZE$lJAh8j-atXokckp0fp>=Ve}LVY3i!mP3~G zqTot3Nt$ho!0%SBC6;v9=K`t4YO^0SaMht45dci@$mvDE%y=D0+0fRCX<^~rF~Bum zd;1%Ikv?{+$*JDlovZRjDgeAzI58Ua9qQU!yq_^VRVc#ee1w{^mu{PsApp0}O6HB{lo+tuxF~br-q-m8%3!lcNNTe;bfvK9#-G~kd%>ZUQ$#CBylk}-Zog}9& zNENUIaHv?grj}vIpbG0_9BZFyo*1KyZ(gRNYk&b(>U}A(yD-V%PzB|9loPk#&g%{>0nvp~)CQxLW0H$DP z;PF?LJh;U?<7qu9rZ(CMI0k?t=Q+(xBRI+Cn5G5g+a{Rzc{@~mv;h18QVs@B6-3N| zunj&*+CjBf9`pfg&rI@hnuVtuzE1T}TFH^0&aEU0qa^g81qIJuhLl6k&C;H;XCoX? zRov&L07@AYU~!6#oB{W`RY|5O4ml#KrM=z38@N+I6U}gB8&{x9<%{?1ySZ~b- zC#6@GRRpl-G=Q|S#EY}NF|HIg7O00V1~@e4Nf2(vXfEa7E+O-`Q&TC8K+giR8Nw#^ z>r}qd&7Norog+^ep)!6^P=heRMU2=?~0})V#FSm zW644?XbXUp+!99wQlgym&%HfRX9z0FL`nJhpjR3ZKmZPEM1{8k{VG!$p~&W!APf_M zK_YBSII2BOJe(DUGnPPTaxy2U?hVXh+ zMi!HmR#TFz;qmCiZCZ1nEbW?G>b59Bob*cdbZrqM3+d`jucJMly zV`Dj>2OgfZ!mN1D6!hHPMg>cZ@jwkoqF!;$O_SHHL{A?tYI>;yCV(O&?x|8djFC3)YmC9R&a!QiTJPR04Gr*6GCzNECqy!DGb$7%lHoV*{FRmHIEhs)x1F_!T$g(;ap)?(BmBQikj9h55ns>(e5MZoSgEoRF}`51{LZg4wS9dmK1 z_?mn~-c_>wKgO+C=yJ(!F11(kqwWqmR(7G{HD(%bhgW{y3l5n2npXuAPTNZG{)VRS zP;Jt$JY?ta8LF55BGomN`!0~4Onn0!bo$gbdQ6^Rz17ap!;*jfbq1;8%`;6yZ>6Yr z#xOtqUez}@Q6{$0bp0tF`&J@pPdQ?EtPMxv0p2V$M8F&q{{ZV1gB7;F;=9F0%EV4O zbpBQ7I%k9Q%?eXJ!4E2o?mP-oY_4AC6{qOlAn`TWd-r989Jd(H<%;x3bnOenP#GTq zlyn&;x!(|Y-b+B%T3leBh4cRa)~-(09a~zQFi$o|>fB&{wUa37HGdmTGKg$fY)6mt z`PVn6X!rVz=2^+|*z!&@{&=qQN$`D*nwHdgk-K&kcTv@JO(H+D#6giqL7aaocJ4Cn zpJAlf+Xsn8Q<7V)VPANU+UBBIc)y`6?C>98j1$f1v!;G4%0-m)1q6O_6paHs0&gyhG7Z17p4|=*RO;wTgkym-ZT+D3$BB6*W&9OAEN{vCqeL2+^O9=m_Zsk}+zyKNrG#czkX zZWIpRr4}-5)cYm3{PUyiw*LV0&b*8M60Z;*cmDt{@T2|`uMmHK`G18-?0^5(`7`4s z$ka7>;zNnNz=zaewrk$J0j62n_zQgcM zlU(TV-a>?^j1lRbqP`RUU7ut2j>0>2g*=rVJL9OUp%K#&3?cUGTY7elaV&mq@9x#R zcQv6EoG?Ggxl!2nu48kXhf29~xW$$1OXX7hlp+*F}s_FJOSJC ztbgrvjy&2$=FOhG(O}f{8;=!gw^utIj4Rr?El*b{>}8vK`U=XA`&$11bKMMg9D#~- zc2;rz^6cfor(;VA4ykc)n<0oHKgG>hju+foc@9XZuWzAJkl28wdYY>&vs|B67T)vO$?_#pcTB-QsDFh zwFd5K7a;B5&<@pZaRtBbzzW^TtaqN$CT0zm{WDe~RDq-=Cx4Xkb5$;9vVuVza%XQO zRST^`SNS&QcSBjwT8U;YI4z$_0Kcf~cFIv zR_#{c(F4bp7-Q0{9Of%Ya`B**noOUTtX+6|ZDt{9G-Qlsy$4UzE#ZZJ(xWNPYSg-> zo2JJ1K42!FF};tOEiA7*BjO}Um6ii12OMI)k%r0}*%JC01d+1jFX3K)u4}Pt;90G( zbNn)5x_=7zjkKE+r0Q`1xWdUnfvz?(g=Rs>8@}TUjyNj!dWhIvi+>F%b-^_#+ zIRmM!u7-;L0NOWKTb+21(>0tHSmpB=?yZP)`-vo2twAH#wQnY$6`JDdLw6^Np%{?q z%{*pOcK&r~E#bCMWnjfm6x;n=M-xF3a5@oKX*1oY?{b4Ut3YZ?s>X~`Kb-bHmCxMC zaO_7_9GcKuNTLK2^5>}QQJ{FqAY>EzQzph&$oor!ky9VD#>M*NRk=i9GagT1D>;B< z1bn1WNbn1M{9>VzRj|p_cczEj+ecb=lQHBBin7?!NK$=jq^EL#MhK~8cL7(WL4)Tg z;|IMm8o5s4!r%^_>oKGxm&eOnuL1K;<>2%*-?QysEZ~mSX_=Ve48UfcEO9v5jAFG` zJ*S@3##K$s_&KHq8paol@I5FdLUXr)TEIbrD~>w@S??=JFUgP(7@!CVk(&%YUrK%- zZdG%h)uj!V^xS^+Xo&5Qarfv0m~A< z#mxGB`MI$>2>m}g_Wu9{_^J;OTAK|*K$ok+li%{M8@PbGW;4z?sxb*|Wm)anqm>T? zR)%tqRDA_^q)!};9|U$Hp}2{y;8cF2y=C}U#u4i1H2qESI`FOQ`BzVUVR9XO!M;AZ z{{Zz=v|!_No>_*|x0dx3A_rCq*~ccO@>1Sck+ZaPs!`5<&~}5dx{*?3CB%MWt0CG) zTCUt+6UAP*R7nHIyON-D6A_L{?LZMiW`T@}oL1Zu85~R79Oj^lXpe4kJt{5TS}}#7 z4JK%$m`c)aKi#BzSc?|}IqjOu%GlwibVeLX6Zpx$<# zO>BkAhUrns3QO}3l&uElKF3gBJPOWWP?v9;HPN&?^O4D{xnXEz85@+)1rP~k$3s#| z6-LxQH?2m(S99eYD5#ZQH{B`uXaQKb8%W>kYNWQR>sQ>SGEQ^Sn1d~s`Bt<7 zgw|~ujhy?{GsiM=YhBbce1zco)RH7KN3i31_n;1aoE$6t(bAOs!#xFPnpCiOEXClM!h@LsIB+r zL^#_(5?mw@LQ4#u!nwI)EdFNFs(mYecq~?a)Y)f_NcKhFtpH$|GMfPBr78wh{pW5f zZz4nYJ5*%J%P<5F=RgxFz$!-ulLYbFnB=04;GO!iq(~VibGO%%p7` zo|O^Yi=N_uB?uqpQ}a^i9CXDtFr$)s)Rq@Gu!*wp=A8K*wzFxzIK6tJJt1( zWL)Q^X>hq}c6Y#2)6%Y6;gIy)KRU@tcIA4Sk)(M3aJVDVfn3oCIouDmDESWd`Iz*@ zW&Z$Z8HUlp9ct89F`NhKR#Il%GRGhxe)oD+4qpUdR$!Gw4Ttirh^AIJ`^q~|NRvb` z002}fop*Gp$Xpi9F?!(h=x70s3Bm#L;-pJ>%KXECDf@tIW~T}}^FWzY+S{f`JD(g= zwH05M@tKT53iK zGIh-WRxuV_k=MOOfZ(Rw)`oX|+IWsKFh?{2oEK=%Z%S}?z>O)wwjW0lToJAapx)~%iH zI9%d@8TJz(1j&zKR+h;fHXINtuyQ}bu0b;G+l*#_8nzK9Dx->K&=~xqBCi91kaJMV zr1Cj50Zpx7xqsd$2Bcjo(U>4nx4m3a6$1gy1AgFR7zTqD?qb~OR*5DN2ene0MUHF- zI6bScFUBw#k9vaQCMXUExvdE~XV9(0cvFTQ>5+J18C1N7Z@I3QpDYp5twj+r?tZiZ z$i`+_GMaC)%i+ko^un)V&YpVo^ z$lZz+NX8Fd^Z~`ZdXu4q#kh|3S{r-VP?HN}^{+&URw7PvOITQpR|4Z?vQbs=YPS0mP&9lx6}lb~Mp>C2|u+(uC%98ngZ zrh(&-?BPHM?)&EBKJTyqkl1)DvjeaW~9E8UW{Yi^Ylo3Xd?3=CZVpv@EJi z5U=T4+NP0yMoRE|){dQ}&u?w#Nzinl4a-;DHbu_frmY5#aA^nL;<5R+UC?Ci>sBq; zK2N8u0BD#L{{X5v2BcegLCX>rtHX4Gm@)jSZ?!WF6O}Xpr)zmG!iotC#cejBa~h^o zE9fhe^IjvE&lPIU?r7x(;j*WtLqs%n6Y30w7{piBq#Ce{ZrQ=A6I?aJ?*l7}rmW|1 zVeJAmm>L4IVoD=-8eg!QZ;Bq9K)K6BL6b4D5C@`(-WKpn&@12H>5 z81G2zyLUOqJq2@C^4zE~7u+zP9Z0#3-au#hpBM@{3T4%u#p#Ts zrzG$PYUeGdy>;^l1&^uzRngdLEe*R9#EsH`BpPtEkQpQ;z0F$@kV7fR9V?cxo&fit4WzwiC5Oo$MXhAGiV%`aMtfHn zNR_rDWmC0kV6-Z|NImESs+wu;SOhqzroFm=M-vc3ag$VR;hI)szXS|cW~{QJqNA50 zfI4w0jzO>kk;yd^%mXV+jGil*d)u>Yh{prDrmftJS0I&Ma%cmuYrw%HNcdicrIPt3 zAr<*N8scv?JETTf_y@f^OuUb0mnX|1>p&fo#c#Je_c-lPBB31M6I{K{wH3U=7-KH} zwLPWW!9>?NJC8~L>!go1{{S(-6_D0XxIBD=Q_XbKA{7`1wLF$sOQFFO0a>A$-(rKs zSVZ#9*~SGd7X<>zBY~P$^RH+9((XY(6{b7o5k$ELx_DMQdsXxMRZB}56qnocEk5qn zW?)Im_pHFK+OYE*5%lRvZ+Zapk0-dTJ4-m-127y`gjzkLznk|-?LY;s(3&A2QU|?G z#apL(y83R!0Z+;WM9~nNka8#jv}nOdRVOFjiRO~pAf+-%Yfe2n_EJbVQCc<Lf|>sElt{>BJ)yq$Yit(~QXzC-eAz(jVz8TYG$ zPKiii_~xeIMAorC%!mStv1~zH1?gAT6xq||HCfpQ?&BB(y%z%4J2wN2RQA@zfspj1 ziZaTqMi#C}%8CJPqL2!($mB#gT3KxbUwyIW_eEBDf_%-usgmTfgCE_hj^xW@LKan0z-MnkS{AHiCw@Mal9LSl+-K6RtdT{^ zHbLN;*uoARK-?7{J$Y5>`S=&;`+@_JN_mwYD`j?cqPhKvRrWIOfO-qd4kmpK6XW#$(F#6kH9Pc>z%y3@@ps&*YRQG7I}wFuYrnxVVi4 z3w>t^^3d)lsT2XFZX0Ry4;5xOhnTMua5~l#YZlQq&%IDSyOLwJLJLp_RXptuUp#lL znRQLi`?0|4YaOS(kuf38Y0<<<0ggSW1E_-XG>Aw*!Rt>qu_~D(IZ@WI($;B0sm|Q- zTUPpVd7?H1jB+Re2Bg<1jQ$lm$gBWvzLjBg`($#lk}B+0w(+oHcVoQ(WHisX>>G2% zEx+5??I5!Bt)`OE7-V3cnX8{`wzfi1!^p#diU7%u+C-QaTndtMizlfy8JhA|EW>A@ z6=EnDznd`Uu%JvWp>r@{@_}0k3PcMr$!exmuvG9W z`2*5`CXPExa(v^>JlsOyc`3)eWVER}d4ymNnX4~6D;Nqu`cpt!0OYfF>s8ItGi?q} zwPj6rJcn#RpP zNg6-ioSyY^+8B2H@r;i20ZlI2N5}^Tu1OQJ=NPNP1Op&v6siwQ?fTFKYkP12-Og&r zf-_STCphU$%yE75KnhDJ!jEc2SyeFJwHsU}&y${Ntd~S*Bc%Xd{oXmqC$%x8juU`0 zp7o4x=VOG3v8ypdadLAn%f$d&n)V`~FD+G`?nePh&$V8QOt%Abw>2uqZif-BNbf)y zNgVSNfwT&^wnQMqRpo7@;B}@j3_&LXfFtrP)j?sCN6kItR<5CxhuLBwDMa9Z<<_E^qI6jpyvvOB?B-XJo;{asRJn0hd>U#>LK?s4P zUBr?Htx>p>11j8_ea-acKs^m+2Ug^dn0KTF$nF_1PbRfux)U!ws~s&~ZbwSiwX|5r zsh|iaN0fBpqFX08&jPkUVZw|GkSNGwKor*8DuoNpP2`0knDQ#XB(~HYYEcPe^PW4< z1z$B(fCf!T<*^%@udHwZ@{XP9S(JcJY5=SkYJxk|g_#CVdR8cdbyY6XHc8@uEC~kO zo=sPGZn?;(<0k^1ku!bn1pqNYBN(S8xqrRITH3LWM>QE|C)%pODxyR_QIcvxHvyVv z2sEPup7dA=)5%rA6vHB)l?7EQUyyjI0+6{Ts0lNU0i+F%Pc*{HqpdM_F~}TH1exzs zAOn+3jTmxjWr&`q6ac0`zUG_~N96D-RE=Zj88q$txS#|Is59Px7|^Im$>dbWrg~O@ z0YDVY;+z{Mpl11~0z%tQwN{qogNVj+OY00T4tke4Z$DaEtEsN|b!>>X+G z#z+PF&;*K@=B217o*P(m65FwbJd{SqWz76+t;ZoM#o}`knr(s!itJ6C53oe_lQ7@=w72 zD*e2?0=JshsSv-i^9+w0wWN%B3`R!cI0vPDC-DCO_S4XOQ#kO?j_l>q^>8*gJGSq@ z1Ol-E*FEdcsau@%;f8VC`p#`q7z;n%DbYt?Ojj{+F1fDWBo>ghy1o<~f(JctYpU?( zpP~4gAGYc98G|n5!8pO`*Xvyzm(b{z&XY*3B5F=mwOXtDrO<8?cMbgjN?V(tGO4@Ji z&kfq3)PVD&892#5rf9er`jw}NJXHQ#$ZhRZV-;+AMxtXMlVDqOIw^71Z?!M7QI4ah&jRpQb%&T+t&7SMe63;yI(SwS|!ja(Tz< zE34DI8!S5|nZ8lU&I$bubuhMz;hR#EI<)FCM}O;Hd#ZT8_fwti^w`W%9trFG#Y-&h zHBS)fJ{;4E*?=eLJ!{Qk)jUbBN(K(bKVBA;YrUNWAdoQq>KYZH!=SJJ?JzfzLoBZ$#BOVLe+~sE^FcqtRYkT-Rq{) zd@*kXD}AXp-u(2e&0EC@2{syH4tU-;pnL3W3ws?Q7F&k%WMARQ>sa^RBD=ZVs-ig0 zpdaB})UR^vuQU0MdYseb^JI}czJsnSF{f?B5tU|=R`WC4im`8M^Dq!bT>ADEt7W81 zbm7~CuS2lY;IxQs0YK!{SRC$hHohOZkv?EU8tbjn!$`IUR~x(LscSwgw6I?y$a#{U zK9%H}zOQk1#JMHAigz=y+-qJoNmcD^4#GGs{zY(bKrdaTxMJ_rH4s?D@a}PzJpTZm zYTdXYyogukJt}T$kr(!Rf6rggQT7M_0G_{~txxQ`{{TbzAMvC6F8=_~{zv?270u*- z|JV2{#MVM@AI)bO!244II^*|*SLt`dc@odT_ExC~jf6|d=RYPZ^CBzR^)HF~g~Z=K z`djTDzrD?U>!$e9*!X_Z&&oUEi2=v^BEA-10zTXAo|UO<8(C5}E?2HP3gop<8;w3W z8Jl|`;}zx_roDY|PuL>c8y{0xGTKjZ&BJ`n*P7%uFJ5@3QNNX^Z0vrSss=qy`2hzD zpIU-@h;3sWtLz*BimevCc*?$C%Z`H;rO+4t!EFv+_=RA5(k1qnYbaQTTed4L?eDb= zyXSKp^IA3gW#wqWeX}gs@(m0BE`c zNfO#G-bwQxN}hQTZI%VbM?ESlRD;QBZx{ljII1z~1&f$hG4{}0r=7=+qSIrgcN-T+LKzCbw~&;%(fOwZ*Fh&ZRmY$hT(4rxZEZnF7M zkCl5=4Lpr0Wbf91F1uP-;X{x2K&U^oB%cvm#kBR!S5;hX7-wz;Xu%H6thkS{CXgAz z+EGeca z^6l4qj{fypM3Z8Gc_;I$_S!L&?_;oaKj$>Ya`Q=faQmm`lG{ytgN9N9p0(Nk0A|Mw zqj>>(1DsL(@O>blgan}XdTQUp)-(2-4)PSXx6ro8CdQIs5Q(@;*Tj=?g-KtpTaq++1m}45|XgxyiL_IF4XDoq7&y0j=(50!bSOzcq3_BYbK=`MVm> zk}JJuQk}fGLCf|PLM<0jyqLzoj+qtHC9>Eq`EUvR>b&~Z#7f^}T(F=9oiZIUb2|lL z+On=?f_7Me--DV)l5IjZxVg!E^sU`5LKB6R*9w0+0NBxWXwnic1{p>&eJL)Yw!IH^ z2Tu8?OQc)lVSHk*>1hRl@?`=@o2mAu2POTP6pU^hIYkA+^ax8O>M^xzwz5h=8~I=Yw2*)#dJ_SjEI(@@fdJX1QZ=cHf0a zB$5DPjAB0Kx4JpXOJ^t`?%kTTB!8G-8ZLljMEl4DNybdc-lqoFT4{DY)h{nZNH0~zMV`!29(l;KItqep3R6fS1^COH9S8>fu zZWu-cSZ4lI_ZH?vkx9E4=};9ReZ_2$#BPvv=M|G9s~mxjX`&v*SNTY0<26C05=ca+ z80aga`zeuE<;cxQnp#6An z^siy?e~nk<()F1#?Z9TQHM+93K+{Xap1QOy}P{{T9- zOjk1Sy}X52k6QA74SY^bGU6*c$$^hJ&!_%7Uilr~nSUBh84R7Nao%hg=wLXjo9Gz6iSZ74Y&rh12RNOd647UssH*K7DGk#V5tY=CM&Cm~8nDSMEH;o$0A@j%zF$eU zv65B*5txFu4U|*cj2U8W&NIpZ1){3zJA{?Je{YQp1tS+r0nHRaaI;tT}tCQs>rdfLvvP^<6t-( zo|FKg8Ar{)HDcdjTn-IYMrj6I{KK^?x^SvQ;sF9~d6A6Jkx7Tq)*|uHU$JflUvOod+VU z34F|FsqI>(D}edac&7$s9P^ri8bO$sfIFU*I-SFwaoAOejQpc2I@4P$fM<_EPtRXU zhiPo>bl`MAax5`11dCgh^z`6?&Z1wF-CRf8Ab5OObsu;qO zdgiW1kF+aw6u^#4=eJA~&!t%iZuI{EH3nSus+ab2Wn_G9H4T}#jFpU^FSwuxWwmyQ zrtsM9Rl-djlfu}^=xX$qvWt!D_gkfBG*>2BA#=bK0nSgTL1>;-guAbCN7|v01fj@L z+On>o@@@*k41}IRsO8+)fnqVS??4?S8l9g104yd+J!@s2)j)jq=qt}H>~G3gcozl5LUm9y6Ng?Oxc#Qq=8c7#Z(f27@5F8EwaBde^eQ zj%=1-+bc2)8+Aq(gP&td6_S~@>Ei>wO=f0w7P8vih5@!Ro+)nUSfW;w=3scP9(B65 zx!QQa&1g@kOLVHGI7$HA{?p_yW~+ABuuMb~;{{U*ZbyYn&3cYU?)ueu8xKryu z9Xz9a+aS*!Nv#`M;0W=wcnSPfforL$P%bdT)K$j1vy@?2D*8|c<%~A-mT3C=Rcn+h zE&#y(?N+ukAkCwVhti8_=8ovK#!C8{fGsp$VuFlAR&=IQD9akxM=}m8|W=S*aJB{*454Nf)t)L4j-tjsVuD?13j_p$)&g4fkFN99)g2TQq8xC zqgfgw5hI~tR$|qS?5zW?z`Y6YS<(HOWeU;kR`u`sRjD*}NArCD0GYW}6d9M^5Xurx zGv1t37{o|%j`fQruA>xyyAl}mu7m9=injL=V3EO~3KD5oGcu6C#-_HDOt!#gkx{YM zsSP^rXpYH#Q_d>1cCspzm59dx&<9heXnHh~eWF=B$riMyv9p~vB8b#?70%f}@xsg> zaIKpgm>Ms$x!S|r&;@3)^4Lclo0L;-EsMvpIS2=-t$Ua))&U|PoYy-o#D-;t4o`Zk zfl@6#Pqc^(+kh^WE!qTn(J3X)?R6!a#c zI&|4-3EaKv^wUJZMmfbux{MM2?f3vxfnLhX_*F7bO0X>o+z7zVI*OLtP)Nxs$ux%i zK_f^xb3huBT7rsz;i-n&1yHA-TFsADLQBeVnrYNv#(L&}H+kL`1;eD zVwrd3ngHKjK*-`W`BZnQe8qR;psa|BvIz}O8IZ~mJJ1H~cMRXT=}Kn|Ni0(*secL-w2D%xD^_A!ii ztv@Y^Cz4Hc9Ogte&T>JN`ryEE#1%+sskV)dLFP5vcwO2s${rXV>$spuVD-p;S zBmtVNVV&}Gh4ifv0mlZXj@xki)CGz$Tj6%~rSbv!amcNBt-$DNRRBsC8K#EHF+@lK zQwP0jLvD%744(BP7-Qt|S=Tz8YH+6*t03A@5ja1UHdaI#7{y{Fvs~bURefq^j!73_ zY_F{VS~IWk<*55c7yYVzwU~)8d8WJ|xK$XS2+5jL>GYit<6pCE7U4==#d-I9_kYJ6Yfk&9i+>BHWGM|)ptlO)%07oArPzKvv zq5+o9dg7wFya83zW3^?%uIs?$`qh!A%{Mc)0O>#yi>cW_Q-EqRBzD2cHE?P1tYMk5 zYRpKALT9A_RgO125rI}x+BH8p$u%G=y8zNNbF^}30#sO{JCS(Xj~p>BdQj!88uUi5Nq^Q_rO|m65jr zz^GhFvn+F(s@F{vWJlJ4*uO2}qU{_JR37o=J6ETzWXUA6wi}aH)+tj8yb1!u;T*Rd z^HvWd3)Z29cMKN6sa@i=$t}2=0>jiwMhK@OlslYYRbzcC9H8Q>NiECZIl!PSYBk(r z?*MVyv+i|WyhOZ;r19<fGk0@|PsC z@H@j;&{UKoT?1;D8nJHB3ORf(J*YMS3sAu+aj;M2vvFj&-$DzV8F;@o7M z3If1BRT!i%o;y@#RR?PGnrS4AP!=4x3VmoUG6r!>6l_z;6a|GpGSWv8ZaY-i%F+T? zr398Rk&p*k3#dHRb~)ym_o}W1o%_0)I`L4h5K{S@xE*M?5)L|=h|A3{%-v5k^neZ< zy%z!>IOpYD)P-eWG4j>0p*jp^l;Z<=>r?~@Y@@#8R}vz$t#Co+kQ*Sgg_MinI3X7c6)l7pYfl=Jt+gL(pxp1gEnm|kyPt4fnxxH(}Hac6I zbRtRd)3Ey2pLnCSSxfr zbN+a*Hd1W#X~r@4Or0mgmv>=xTlO)^S0Q=$Fza2l|L*BX_AHwZz8((;We>zn;A-i|&?kY~>^Zxht zbNIXPuK0MP;Wvq8)Zk_V?97W83D@sCw`CoxuJHc=?P)K7wFq=SjQR^&%_0{xSWfz8C6=WAQj26KL>Y8DjDyzy}==XQ1_@ zONsY#>aNT7EiT_X{$1P;ZuFKuAB#<%OmEh0p<@-josT>imdgrG-iS(-4pN#a)84b3JAd%Q%03FXA z*V?Dl*)GMHG&>y**=D(rDPEuh$^0vu*8F2EFq=&&geu+ollh9|SZn&l`Ik`4jOQQ@ zgFeF^wccr72#sZm?(R=8CnR*o>qntWP0m8YN!0as-8uW*?&JA!UYDkLcGF9@Hn_tu(D5sfqzsYI_*V^c@es=-w)$LK-;l4^AH{2$TWv#9{r&vDY>s~D z{{ZV^fI6K^#Q&dT!afb?3)OHhry0op5K9U*5#AH;f| zwba;X3oOwqjp{n*iZ>~=wmI!LO1jo&M33cB)s1?Vli^)9!}p9gGWE?%YZb1FOG?2M zbON}~5qSDF-DhL-7U1Lm0M$w<#z7;gto?7qR+?-r z6bl=15vbqurpiD z3~`N!xzAiw&_)$D?jUES09S^=BiI~##PeHGc}xDScpb%5+0IEh?M!J*8-khu(4Wa& zp+-sSYZ~hA+Bn)dTW;QSRW3DzjWE10>s*D&mr#(t{3toV?@R*c#F4>t4X83~`?c9= z{w0F)*hQ%>3F}-^Y4FAbi~%E@RhNo4QpfLmcB=!iy3@4l*o#<56m=rG2ZG`@WDC6z z^{nXLNZ6R1f_U#*@k=UVO#Gv-)`Og>ZdN(BN(fWVD(%BtNPa~atvIE(xl#70z+X{S zZ)~kd5?jf&Pig?cl`|k%)MA(=A-0vl^{qzGub7D;B&i)~vT3@7qHbtQ5#F~>;8j#7 zaWu&wc5&sLFLPB*?8@Xk1bUjVm$Aq~V1ZR|6k9Iiyyp}EoWloR=AO#ZAC-PzTB$6; z-ZHUs>S&CvCPyJi{#F=jg48NYfJP5fSyNm*zr2%xI#f_yFm0@-2fb)PyCtlX&4hfO zz*V850tQDt%~nlj3uIp@GUJTV{{RUHb{f<)M#w>?)C&ekX{?T16lpnXLUn;aS4<1Ewma$nhI|@j@~9R#*0Z zzdExrfKRZi0$FY&2h8o>v*y&Tneey(cdYqzEm-bHd{!j>8NQMxjLcQ21EP~z)0Bep z4YB?1O>?)tKG6f1?SXB*`Tqb4=5PELs0g;(N@SW&2sr-$8h(ZFb6C72UrY9Q&p9~% z02L}+}uc=bG!U%7q!u? z?i9glp;zlcnd6b^-Za%2)%OVB=E&Ph-Uq)kB$v)ggU|WReG_x9TEV9gZkrqo41fBo zk8MG&fRcWx$rK3lo4*HI!ULfPZVw#SXW>r~+-SG4+fL-b001BV099Lg&EX~>b}t8v zS2}Fuy_0UvhlA3AG<_pss9Ngw{&WO04&Ieu!RH^|8u2X#_V+=#4$O9XV!fkE*R;)9 zFn&o$R( zo4_Wqyy@eU9=)o}HxjYiyB@R(JC`I=w|A{qz#}85tEsTZoaUG|l5jq>8ko}BnL%Ya zYN{?Iwm6$CgQawTWDKTcd}Fm|`B?@=10%Hn5MQjZ<<}hdt%zh-PFo=JT-4!l$>jP} zQC_vP0sJ%p)U*g&aOf$w5i5~}!5)=P+W!E}7=8t6BNj z9EWPJQ&S5lq&u0hj?@9p3wGb;1A$Lcgb&NvmKhsf8uKaE1( zYK$*66WdC$?p|@wRj67?p(Van9jF3GCy{tOW|-GbtYZTLqCn+NX^f1xk>s8?ju}k{>xroCWJwlK%kD zZGhou18aBM90`tBJPN+0WRqs^lyx~*>E3`hq;y%lxYs`QCejby z$Gv2vzFeDg$*Tz~ZVJccGzG3}7>Aeg4aC$UFcalCH6&9QvIzNoXpF|>l|P+mnVAmO z!Diy28B@G;>P=mBa^e;Hr>!~TjH!k*pK7atQ_n{~Cpha+NX(>Q^sN<#%N|%8eLd<4 zEsK%?$E`boPz}cAv@Vcwe= zb@@}4J!;P4r*1Qzv|I#^;fTZi;ohc-a9?WFF0nQ?@kZY)?q0OO(??cso8_mMP5#VccCP3cLRe} zBFm{&{OVM5yUSt7=|Lsbx|${jIb&KrVQ-y}HH#ZYWy92^4(yisdr$?rWqA+pI(kww z0rG$bJJd24A28@?OESg-a!mjc1>RYXaZ`PuD`y!Us-k+1wBV$Uam4^%SBgLki-Ss8 zPE`d{0Fj*Lr1KF^BMs?56UPb=T1hZ_3UD0*bLmh5Ht#$doF9-kY5=^k{_6@zAkwbpFYwVh!rQC>bqn7X`zAni5~Q&R4>ZiXaPRgF&ld= zUyk^+duuhaqY5_$>T0AdvQmMl1E!AlTmnC19)TsVmO?~9 z$4avWrPT3~PfGKvd%LqK20}5?w4&8D7|tV;j`RW7KAm%&gOTf18VT)WI01>QpZG|w z$k`ib9cwaOUhO9m5?k7UJ5`SP&=7+LtjBXbieg3itC+L#Oz~zXk2&O2bL%%ZA2Y7t zImKE7ySKTyxpc&12DLA3fQ+rS}>}i3cD4DH? z+7zi2=p%GdD*~u$j6NtyHZ1XOPg>ZY#hPS6ZTzsx)Bwp<=7>oTJ1Zu2x<+YbOl}-i z;o>WJ<0%9?Rk~A?TeiK3$8@1ejtu~L@blrgcQIy0JQ{V?z3WD0kPX=FT?CS$V!&=u z-m_u2xNEYK9K}EhrnInFw1?&+sN#^Qy&>Z}dt-{!g4sUS3Q6)mRjaz4t+lzrHr_ME z0CPJffR&jz>_u7r$dY@1Iu_hdYPAKzDr}$TQg}6fM@UpPxxhT)fHEM|KFtZVx`%N? zhEc~(wX7nrYhin42qXo;Jc4O8C}5V^2^e<4&)2O%1X2B*WB}bs917?(En7)8NV;-R z)~&yn2+R(7tQFKCNm3VF^UE6Bx?5ROHgEIewPt2rdw6eDG3vcdRa*cUqz5^yWWBku zLbEPZ^))majl7M%33jyrXvb%HWgudiEzpW}-R^W9NW-H0Ib0B}MWL{lIFe*4F ztpG+LiQCIY!6%XFPrB1hsuLIQRfpwSDw`O)KF})CU&C&8rdf|}O#ohuUTIe8DwBup zS|eV&l`!E>DuU`{LN{1LT`!T61{n0O zKfapc%VR+f@JHiR*HO6gcZTx)SG^!Tg5J$+;Y5)M+&LqW`czTC7DC#5xnh3qKgPIi zAI0}pWfJJ-EOb17D(at6gHwcFX?Tgr?tjLBH!p5m$yn~tbHHKRq_eTMzK?u28>ENU zux<4Om43^A{#g`DzC{RfIArV7q*xsz~0%d`&le?nL#oIl0MbI+3Jy8 zsfCyKr@dm%^VnRMg^up@0qHl3cV%#1F}Y7oy(zYOgcCDGbMm*na{70QW(=_1H_7i? z_ZE>|qTO1uo!*oIw{LAKD?DrrE$K}2;AbI$L;db+n75Zzv7K4|XbI_EJ=N})J)k!- zd1ujcKo7Z+Ae)4Qf$3NDTX(<2E7Kx#w|4MW4m`zO5(Yo zCXzBYw@#HJ-bpOM*@@fQn9^GhyYpwYL6HiUP;h9tT+(})B|cm$^O~u0vp53;FzRWR z_k<9s9vJtjOU|VEryIR#jD5AG;lharHK`SZ>`2{`JJ&mLt4(e4LlKdOdVQX^sFiHT zfYbr7){o}l+aPwUU?{*N0Q9bMT~=inBWntoXTF^kqZtN(H$L;=906A0xLA(E&%I{H z6~T2@IBK;d0YMTrAJTvpX}sC@5=>)?-}`;MO0bXs1Fdq)yrJ^coK(>1`i0r#;c?P{ zHZHYTo6NsjVrkVMZ+L&M}Grr*o{@t70@Q@6IVw zb1_-DIIEWWTxKoU89!RMu)}K!X$T+AfHNL@f>&qCqO2{=(vL8=E8eR~cM2}`2d@ID zn6LE}CN|ia`LjS4X4Tqx10&_S;8dU57q1cX58fE2!J_#jK0)`by+2P$9ENSgbf63v z7F0~_KQ~fors-gm6&W4zT^zbq)67H40(KQOu7d)xc>r-h7-(;9WKj}rM(QeQeCJaL z;3afZ7@;W?2o;BVs}wfutkQs7p2mPVNuZgRY($e+;L+!J!^q_^&MT*h?XAulFhyR9 z)L(qTfREVF2QdwbXKrwPYW|yH8kbgLNj1_(XKiirxX;#;5W?7rIi+wJYicda4Cgeh zZpFg`nw=&jfLD|0S`b^v;fTN#Tng6cskj9#S0abZZ{98m>6*1^9B=}~fi-4JxY>Z( zGAV$>h=a6%%T`sE099LQ?OC#2ylhe~3sgkUI|Xn~JBk3(xSm-f*sKm}D|;4vG>^MI zR;(;(6g!xjVoni*FCu_65;(1o18>r=#X9dEhOYF{v2P59#_vA(=@W0Cv>;`}fOK9Q%d4D%t;@!RiVeJ~!+5O}g@b~moQjo}RU|O&-heB?ZRQZFK+SC; zi*e=c+}@(8*uv7vGsZjDNMi}NEF0RDi{@no1mLRfVcM-2K5g>+ymY5|*7l5Lkc|3O z9Ya(SNf}R-O%@JjUy3!9;0%G*rjj*`WlziLSn+Bp04_N`)k<5txu1HBD^nodX%H_2 zR3iR0;d+XumTXhZEtWm1ShT|{XBeOhCr|}`R3@MoEE{&;nAVC}#}MO;QX5#qd8d}9 zgvi&-KfHG9Res7Pn+0?4TU$}kVKQn+;s~P$4OT$Ntx_n$`qhyXXqZgqm=!}3=QP85 zA|+8nEdW{bKvF-7pBO|>G5F15wDU_Z$efz6*4GRJO5cS5Ui(A=w;|)+kF=INuhOA{ z#h8LdMQIy&$KD+FpbXdZ8G&B4FO_!d*0cu5`2z&hs6jblKpC-HNHWrO9V*H~u5lt` z*0e}g#!e|2)Gh@8MH~y)I8jcKz-3e!0+}3zLBPl~k;thoTY*3pWOfPyjw%S<17(ji z=^dt%mAYQ~c0*&T$;SdP>dXdAiaUAW?< zjuXQ%>sZojmgty8$8PmSuWoKn?#aNQ4y-M_0J$LIsJ5nLC(2Hp&0!;4o?Pdim1Zg2 z1G#XbfGoB988E|bNh?Oj_lG&G;W1~*$Gp-ssLzXlW1tNdkz*JSjMOO8$lF2Up0<|q z4a#%HBU!qP#Mz(-?jpEI!)J`sE#`G^lwglqnc3`9bf3KTt4S<3F!`Z26F>+qq($E6 ztzK)}CXH53Sc=99vO7jw8dO0lRpZfefPKETw`!L;O_C;}Bye(0$L4o@{`Y>a%onqhKz z=|BQPgReC%6b>n>!1OfP3F<`vHJ=BLC}W-~Jm==4oRBC1S-{{7)J3IkF;XmGjGX3% zW6?%2Kn@A~M;WBx4mwn4c0tD#Dw4;hXaU0*&MCtgr+|7>2>_g$08(&iNdavD-!ZX%@BMMcsjjq0(Rr@49o$>gJ%5|d? zSW%RZWAT5FY`i}MM{GR%h8P&m0sM`8<*)d+Uhx1wX>;YCiNGJr-m)Wm%~nBc7H4*B zl5?Nw>t3DV{{R5IkolUC8S9L6{cFpqRn4BgDiMmiIFAqbcT&|*4Vh8gk%9cH+H|i9 z*lAW~X$pcDEZ+5ttoXCTeh#uW_RaRm*bu6{kLB%NdmNr1@v$Fik*)0<@QdmBip1+W z{{Rs9^(_MFz8Q>7D{;TJe-T-lZijiO&Gy}KywXNbpg(~X(rJ1|kKub$b9ow)y$Q~L znXVI1@g?q~bvo&)e7O$J0N{G_Sq{fab$u&Anc=XBLvy(G{ebM?>Hm~Bll0MC&F2n;1kN&tc0n$f4k)SD- zRw0*;`6oYLYUHjwRjps$d3N^eEM(v*!N||J_o_N)gY_L$toJRw*|NiqE7GIVwA}_F zb9m~4KBR;FD=<9U#y<%>6Y)OGLE>F0QgvUFc-etQ=bj3VroLR%ehd6e_(!OHx8Yu{ zZlK+qGR8<5&OdnV*+8$ewXYtPF~$C3qoDXQp@ z4LyIg7B?k+VCoNEJ!|C86nq)*ABr^x8dJ56<1q$Uw_p?g&hbpvF8)W-w>p-QVHvrC z>w5*j82KdG^yP7rI@?#wT0G=!3&1d09#Sezss{a6G>aXGpBm2Uo5W2B^$o4KRFLx6Be`qyBZ zW}9ja+c+l~@0vuIItPU&xQ*Y-^5Q)YKhC>yJU`)!Ws>L*Fb`6B_32!8v*OE%A{LrS z8$iJ$AK_d~uw2hFNq+4ndvyL(0oUsP01$6=2^!BxO@X)#$4|spDQ~6S-^ygw9LN`+ z$MD5%S!uy@c#DOPfr{EoH~CdQcayN~Sv$Rp<+kQMrk7~MC`^EQ4nM7S_Bwk{JW$4; zDC!4F=yZPz#Ib(=0IySu(7(U2(QU~GXhH8uMXktkzQnO?@khHq#B)(gX*0?Z@=J8Zb$Vxor;;UUm*pSB>q*C$)io0o+(z3&64IaH6}4fZ z-|7SeL(fy#SE1=X5z}CGySZMR;&Qi zR@3cft)z{WHFMS0BE z6U@cIEJ?{Va4c~Rhk{2vYeP@b?k)x)8?t%nL1#6(fA0RGjnjX3^%d$v!BXR`FZ>}= z`ql=A|IzsB*Ui(uAd4_|%ja*%AN0`I(_wEeERuaaOp>SybH#k$;@v&;?;F_a@JaGJ zAYypxhitoa#Ws4 z%Uq8z`&3O~XcS2!?DYn)Ox2?pwZ+UukID~9TWvKRRqh++9R*E)s9K~7w)ipwv|_T_ zd)uG&18WWmrXzV)*2gnWbI%GZ3TNsDJaDPgPZG8CInMq^N)!Qu|X;6W{rKlNesN8f5k9v2NE8*~Wb*{o4 zKTU}@TuJ5>>bS=>UTd33^B@@Az*=Br+UU|xBDv!{_5T1GxpN$LWSL)Xcpd75_t%p$ z#cDVmYLeK^E0cQUfyf!43)5;*1Qzgo&+S#?65Ikx?Z+9R{HteBiWvHeTbr5XjZ8!; z4{r3pj%ZO=dmN79p*KJ(#cv<5K9s>5yB|FD?@q$RenGi=ng%0DGPcRz8R{ym$s501 zW3cZ@BZ*`@5<66aEuStkA?Z*dzHIQPmk>B^p4A_baQ$-aTTxibct3m6x;uMhwvBgS zJ9eVLaZzdW&V-ZGj8({N5-*k0aTU_-w-SEr<2`Xyt_;FnI0vDpU@Nl-;t3LzHKoMS zAaV10n$IREGbF9KjWzDZLpJ~pD^!59AP}4Zl4=qHa(dQW`kvBTIZ^3Y7aHvHDQE`J zIIFPEg6C9@0CzAA+PV4lN!j;xR;+(HuCiq$pL(+jfWPTKbabM?42^P0UNKhEG`Eij zsiuiiHVbY(Tz95CaeDzg<~2<;-O7Cb_I`4I$_&J+H(&)C_}K9OpqL%yLRg4tvzLvuPH}=48vB)yi7l zk23^ePkPlBhJTs*o|VuCRcWtikwjy7GFa8Xx)jivS`adQYnG2pfe73)inlSy2@%== z^q>uBZ9G3C6!J2o+|0r|Bfg&&&dRArTzR<#OE=F-F)TvKsn8`{v{?rEl8!cIH6Oaq_pNXn$mB zcFd;ajQ0kuF*n@fTXn;4h7*SGPK(3QPCU!E*1NjIhm%A zlMhVw{{T3w!yLuRDsIJh&}i0?vq^U+HCp0(8-Lxyf=TPm7a-+-v2SNk%mRU0P-xb1 zCd-eQ^)&geW>J)GDyz?M@r(jXdeafAtz&MbQXmw5HO<`LS|ht#FDJGt@>*ZWr03`*8yV@E>SAkKwOfm61FW2pSyxtS?8K?Sv38q23HWsyE)SN2sITaJzM$!nqYP^=M8~JS50)RSeTeO|F zK5<%RY+yt_UiHYpSq4+6?^mtwq(XedKpirbIWZ1<)@Ae}PnI>ycd25%-amE#^))^> z0!Jj!1^`1IcXjECsc~!+hhDYOeVIy;j%t(J@N>X40fvJdvA`VEPD5^FJl3?9;0&nF zYd9v*cOG-nfGN3VTz_}HMjReFC#N-S!QH$JsN~SfvK{KU#~{_9DV!JFGPtGP{8`N? zV>skv6u)LJGN%W z6dY8{mhhy$=a2Rv~vW3pYXwZG`rkf1NpLmgvS^(064hhE7 zQ!&B-23Yr~lI>h=#yu)mkzeHpIrN|e7T^GPWKuTa^d0G{{z)XBwDE8W2;%_OfGlmX zw>AhgzF{qqz%&#D{DdC#WC8~i0bx|&9ObF;qc(iQkSZw7a5IX!y)Y;ODIJ0Z=qaX2 zTn;c6q;<$O6O*(c<1_%xqyoh9YEdybjGifsr+8fFicc(H9`qAp^E0$y2EY`JJ1GIW ziq4R@Bb;NkJMAi0E;2;{V_6&=U|^bf#!BZotmTk0j>OZE_BJ!tfU%*LB!xJ|N}&_? zhx4r8v}BwD2dzlbN#%}spe$dOP*?!mR4qFU1In7J6C^SodzzH6$VoUpwN?uk{L!>` zUv9L4#_gMahN!Z%Sam#Av6lh5`_z(KM`+uAdGx0%JdzhD0M#v?VZk^8rtgJ4C^^f_ z4&ZaeCd{xE8k3H^QtxHW08B!+1as+1(YDZiDjdk8BzLKjY>kKItpHYYil`%E;!c_C zR-0CXeJ0vj0ZSF*BWoLy}j1(yU@K^#hrlb(HQ+_oZBS5_QzKpeDj%jcJFhow&{NfU>R zA^V%^0tGFz_^b|Qc(skt+QXY(OE*2TrVkcDH*Fz6{X z#amlatJHB@mh6rdrR9jA4rr~x!H5vTrfZ9@^><2G5sK*AIZ^!7P)FfNkqOCZ@TAZO zG?6hFQMpB037El9M&8xXMFK(ct_U?y#Ur_V00$HS6fR|m$2w&|$jxR9uraPcHPI?5 zjdv5)k%$eoQ~(VCaq>VEu#-DSN(?ua>aA{0SY!iTq-hM(4gn&px}!?WaCY!01Dt~D z;p6fylX9N5No`?)xGee7RL+P*J@_Rlw$;pHPg3i3n3g%FM`c zgt0lU>PeWLk*?4?@lQaw+(0?w98qvMy*kR_iY)1sdf%SP&Lux4*#}C|mTT3-5yOCb zA4wYATgnuM)QFFA4<*CG?@&4Yl;)F_7&)UR53G2wI;WPx zEM-&uBOjGX5^KJ6|FpnWW$W+Ost830PcW z_Tk7qam@f}XqFcC(k$U}@5uJ9$=RFca1LvoNLtB)MgT$gYi29gMasvLJDgT#W!UXo z{cG{*%}M3jE2~Q{J=UYQH@Ad3FUl$Z0NI8)OqYE3`hK(lEZ6X-?k%G~T9!)&c-H1= zH*M!`Dzo^9L$U_lK$c_26@hzucQdGoN`~n`9k!n?mR~Zq(T;K|OPMXarW$H)=c%ln zI@00`QE_mEn2wpNF={pz(gPtXPgNPM4GHb^%V~v7URG(XdNo)4>TDF5u*Jpbc3{g~T8d z-n6S|6~wnv3=Z8YoHNF#2pr>#RY`Q)%~%GWQnBZt;(#=6HRvO86}a9PzglEAGU}{u z<{Kj(wR+D()9j*MslAl-HKQb<{!|-LdkO%`k4+)bhbpI~YosX}l#Vbmd8iD+F}Quo z&U^W?41B3H0jfw)7Z~k|SYVnG&c7(mY8a+pl$y^8BoQYD<5# zj#;{zwJpu6ugfUUaZqk)RICkw*w6%I%Ou4afyZ%EM`tXI8YTLgwPg~*4iC-WHFdQF zfp+nO=|B~mNR*Ky|r$h#56a@1l}Ds&Gwl_Y&MPmXXh} zsN<4p5EKU@fI3mA%M%rJ$Q5SZ{#ls1rrOK5isnUDkn!HNqqitBITQgsyP`Rkeov)M zCF6ojJOfQg1ni+y@mBu;v!;2D4%7mGDO<^S`{cN9kaQI+3e4P`4z+SPLpX^2(bUy} zXN<7>v;cy6)iWAy#a3s&mQ0Xi&uZx{WR5t(vIClqaL+JxAZ_VD8Odck1>QN&deAXC zCK%)n)ow<1QI37;r|&sZq#DsOWw9~@c*~9e9VsnVHgMB6-%4egOCeDQ4Y zOlM)VbgWtRRk*t-gDXHA_V$r&4JqQD-a^ViJPv}f<-a~!#G}1u`S%TUt^pZ1rhw}c zra*(GU<%gU2lKV^zw0qyHhMCNXTp7o-OwM2k$I)gwN?WXN>w;)!O zG5os-z!g85UOqTuN|VBi!+gWmfERjz6nCr9$jSf!3|4oZ8|T^$LbA;(ZC(MO4Q82F zCCx&YCzfHyYM}8nXZMfAN-##{IWz%#?c*3h^BN&}S&7e2T8$yj2^lqZFjpXRKnNgt zNg&`Fo-0U(K{+C!aXWvi`D)B)>M~m-^~GprN){--=o^JJ&QISI*kEUJTCAjdd454O z0T7l#xKXuf(HDQ2v&BlmlZ_1WoB#&j$4RPxEZ6(4UM4l+JG#E zC9%|0kGFpvDT=ZM`9Yf{TEm1`#r-hevGy=K}Bg?tt2D;iB=@?c#DmWTDOYBoi3XFg*Zl1q)?rg4sx z8W!ffncFBx^`}8;G5zBa%}`5+2vZn7wLB@38Ra7#1pry|e$MA~d&uun$2paE6bL&C za7TaMHa7ayGF?Rw8h+ZJYgcdz!IYbh+GYk52VS++5p}zb&5h0kBxZmW+i5wJdTwEe8rAgET?&~`PSgOgpkwmn_oYi~#+&bL zPPM-pz>(!Z4UUywSsb5{FnwqO8B$jZ7J5?0YNIUJ1XY*;Jh01D(L&NbAH4upiQj+9 zGAi!ZbI&z6jwt?B>rNq*WKaV{Ay^unMmjA*B^mjt{$hI21IvNb8g}Jss?#CwnrM-G z^FS820gfq>OVjyNFjq-+e0G~7a3VKGPp7f-I1(@vuytl-^6ZFk8Nh~z; z=G>vf9)NcAIjNMCRogBwa&||hUf)`2(RtT$1X0%}yjR5E6yg&#o|zy>*X1va=kOxD zmsasj_Oo=?I*q}WAabjY599?$r0AOOiX=W&xU{tgmu{qfBv+kN6VfNGOA3~G}tRZCUOea-5fJ@_#ewUU{te zyI%1n%jvor1hzbH7$+Z>y>K}-Qx$>;Jlf;>m!j}=EO zXud=*^6lW9enO?t{10Vl#{U3QJLe;F7S2DN8n=wBH0ec_o&z}Uy+5r{W{#WTyFD5f zlTZQFuHsK!-6}7fYFTO zq225`phgPmTE4d?>*+kW`}gD97_B>5EcEtkEj~XsMdLi@{{SA%H0t`lihpyb!Q?s&UW;+ySO?X2SkAkGFm{+{)}qkKQU)Qa8R$>qY_obqw`iUZWjp3Z*|N{{nP zzqetZt}D{C{{RR@r`tgsz(=%XpZ@?=Uu(Y)cq-F7gGr1IyyNq)IPo8iH7!L}7=TeX z-2)vCev}T^*z7gW7igXwgxlLUojDi*bB;d>^6R^;SH*Jv^phKX)a}pWD(;Wqx%C$N zUD@xP@$K(jl%q-TowqlV zjS+bwwTYSkb*KYKc#UtuccmE%Vj;Hv~uL(vz~aR z({#DK<}oh!Zu}4CYre4XeAixF_k5#v9>>_!i10|iXJ3RKBf6I6;>5>&)m3SW!A3Th(m%H7K%KbM`k$R9IizS5reLGa2HcTmbY4z=f(UlH{y%a@By zhYJ|t@-gkfS^)5ipN$?h(^af|O``ci4j7{${{YZeHLak0Nbvr(k1}IxB!{EtAJV;; zYgadsk$j>?lkZ>vf0c5Y?}B_C<6Cp5>R;%R^jA`IpP;Pv{BrnqiRSoSZ}iwsOvY%` z?H%#Stj!Oktn_K#5MB1GoZxk>)LlPK8|7b_KZw`N+7InR;py%6>o(1&UM~!dypO=_ ztvla}`Ui<5hATVl$1h$FAE2PFR(lq` ze@eF%o|im6cb~Zk;DCRnTClPjqBK@2S(AW9ar)3rms2Sf%y>K#z!lQz8b#&QWdO1xm4`jI(VepS5OHjVRhQ8{3Tb{{SMdM3-B^jP6djtGaH8ZsZCV zaW&r9Xm;9inPxd-+x(gabJ}i&EzE-AL^wXb{<`lVNGu{TsZ`iHnx}EA$7vSz<8J_0 zpK5xw&HIEBZA|_@%78mVtV{m@KOdzZ+Y6>@>sr=cAKu32P&ioV z1DlrfQI^#Sb9G*e!DYqKI3abdo zZ%WHiHSC9UhCg#wt>JpElCU2hjUI#I3Ywc%1{oVnsvqV;l9Yc zjyKkC%`p!E=-z$7vB{wi95 zmav%P!V*VvdWyKA3Jv3@HK3YQ(gKe72d;UgT`KE4VmtA`#ZVa+EON3ZBOL`mBc5}& z1P-;>TIkHDeZm03v_*_7muxcjpbk>gNS-`Q!-nl!0?yhD$+zaMubqHY#sy6PW*KgjyY_NUcXq2Rh@^41nT(&US|7Yozk%;j zM92XHoYba8R^(6s1_=Z3siO*ic_79IN{ew~3Jh~oG!DafpbD&2n3+0M=2a*bGmKPz zUPL#?eH)O8FXi5Hfj3lnN3k)uJ5de&f$XB%Te=QXdV>1tUTM%;`6 zuDvWHflI`=2DCZOOHb07Fl8SxJm$J#0gP_o?WrWfGNH~7rB=DThBVrZmR`7^=p=b# z3B2*^S<>G^+#%~(M^TZS<#IhLt9gX8?ET|?(dj|XS-8}s`-;JKcQuys$vNHkocF6y zX%{jdGUtHZYgJa--9&MKao)NN%oub_yNt_l_#TycGz)#e$i#tK%c(3tp&OLd32x+b zwje?t;;pbP!yc7xOEUb)QZ~5|P#}+IxvCI}ZnFYJN&fMzHPGUoHI18Vj;`8!^dMBrG&7+CuVQH_AZX!j^jTwdc|L6Rt;pcB zfb1#;JDQs2{UG@Sob=+d+ZD`9sLeEuo)mi4sqod@ z(k!wPxIFP%Qg~wBlRjoMTUDs7y zlSsix+6Q`9xMhrhdGA@*7f#3m40})o_C{yJaaC?&@>3{rnutv_g-<+nrcD&n92Yxi zGcj&o=f(?GCB?MN#Kt%^)Lm>s5jg{?s*M?V%Axt2r2rZxyM3cg7F@`m#D=}2O4qEl zKuWO59FF3=0ikH0YxVAGds~^b_w#L-}u0rWNAp3a-pf~L87peT6hQFwF4t9RvE zUyZN8+hiYSQKDB;lYlg}BY9Sh<0=$oU0EQ_pT(`zfzs(B~KYCXJOpJV@ zn8OSor?m&>`IO_*osGkhk}5}Hgtq$&+$(++Nn3Up9D3HVMQGUi_Ne57B!l-uKDD8r zDk4vu4Dbz0<;E1eow`$FDkAxMj?_gNU<;lPY6F!Ls+lk&!NoxF#sMzBHCaVS-0eB` zraXJHGeMC^$GLu9l`=^xVKc(ixDk#{0HqNJ8-eRU6FUY_+2nSn$-ZP9aw=s-+7R$h zdI}T=oSFb+L~Yu~G^;ZvQa&n3$SZ=lC%s&^NK_II;wS|kz|oZQ;||fX)K^SoCDIjcGICMskj5&Q{KT` zZHc~7TSs6yGq$3N)XvQ6e>&cV!^vl2Hv`2~mNt*~agM#}fTQ+d8e|`tX`sx@ zg-n*KvB4~_<+lntn$t#!SIb4(2SY#+*xH+PGPVm5`BYDE5T9Rak;BU%ghD?tfYm1 zb`DJdII^yJ)XjW0)h~GJ6IjXo8 zh;RZH-HHP;NuAlnMGV+1h%-vk&P?-WG&Y!J5wywYmoUum|XC4N%H^#o=rd)u;-F$ zz`#%rdF@sLC~v#enot=spk|;ZRr$ALo+`wWHyMgb|f`4WqF-vs}tbbY7;XT&74JX;)-%?uU^lClo7&z{b*hP*4eW zNt4N`3pA``h-GRCRyD&Bk}CbGt^gPTx{A!_BQmzmMp*DGLe&9P-rGk~YOTpI6C7)h zdK#%HoZAFbxaT+?lmXDkEv)lw19mv8lC7L6xctO$1#>o+a9ILf2+c`^!2U#JE>qrx4Juv4iCL$!+w&p z$1g$8(zIcC?oc#*`E&ujYKN64liIa*n=!rE6V|Y-o=GJMj(ux#NKutZJCAw*R5#ZX zAv;kMil1?K$3Wvx?4|?cMon+AMAeKE%RhG}ok7c`Y=|B{OQH<>$jVj7n!j#Bf^rg}!*m*T% z9G(UV^q>i|kO=5|R00DFiT9iyf~-c~VcCvHdUUadUnC!#bf5|0)YKLi2LrW2_tV}n zNX`&cQCKvQ?ti|$s!$`g$6{y##j1#bUa}fws@W1Z80}Fb544GM!Q!=yVEoC4ZlF*F zRJi{DS0m?WJu6<~YboO@1~MxW4bOY!+-iu4Qb!)Lb)Obj` zPy{hWHRuLhj@Yi6cDC^Ln}y~_8LD?j$Va<4SjVk%Q)&&X-k^}>0K(#cA<&uiO$vu7-P!8%u~uCKdBQ72i*hmkl=OUV^7s+R8OE zI0LUW&CjddTssXa0`A=y)thZEP`n@UICGCdfkBw-=B1CgH9RV;4ZS(_l9YTD}-(I=B{4iNXHxz=wU5%v_x=|C6Jyo81~ zA9#9I`ESj*5rjPSu3{^z#FcI@SCP?8Y^D0#Nw_A{>p&NVp(zBn$^}4m1NV0D)lH*e zx!wL!YMj>qZi#+T>p&Va-3B2G;0kNVrXb4r#bc$npMvD=6kJCjVH86Oy$t|#&`lCR z7>u#%YbJd{NejgZIVP6XogyhHr^bjF$bx_?TUyCwFRa zu!R_~`AMJv>KDx*@|%O!otw!+6es2DS8eU~k+pO0Th`V@#>xftm0?x&mS2)QsH>Ce zm-1XBVC^r`fII0D!X*)h`?X44LrsZE^FD7%=cl!}8(rUa;m}n{w4XSuH_M*%(K6WA zi&VFOmW{F+tS+WM*2TfB+ifN(Lc|V8J!^COIu&sXI8_y9CNaFfl$j8Lp4D4Zy4BfZ zf(6cd*Iq1aqQMWGcBZRaNg;is3(|l&%X=I1W<>0Fw`|qDH%#(he1wvE)`YJJVngz3 zRFhy1*}$L;KeNOTY+snvk>W4_#^G5bP@R~CO{-2><^KR!K_Z$0?9(nuCzINxjfjs6 z$UW;2B#hTW4D~e^Be&{47ZKr z&IU(Z)zceD30{>F$dQnw=B|0`!lLkK0EXDUS4LoR6A- zA=@XJkVpotGRVVf@+nRvAc28XiI*Z8(9B{-DMF`$dQ#fyfwJ>A%qe7Wg9_nIS9|n< zxqZ!!)B$0vm(0feinL?F0ee?FCalbNZOIi@ZEA2pTqraF)H8*^bB}sYwOXg%lXY>A zcRk_Q2|U#69GpT|9`pgxNv&I}e5U|bMcw4Lj0`}5PKwIh58fP_WYLvsYugkgc}RjwwCfUYrA8CjbUp`Z@H>GrcBB2c2S-p0xx zRlj(Bd8b%dUNREhKN{7x)8BFP4rl|MNG@V0?5ApCE))Tp0D>!4PGcC&T5D$7H#RBaU7ab$ zf0yPo0L4WMfHFl+RY2Q}=BfuMOLYd1HJQ#1Xad58k0E#zrN}t!Y6Bq1L)M!txKIaL z0GPHgbD9jGel=N9m}fm{!Y56fNylo6MW%AlAo0l^aDa#fKX@9<D zKw?JL7^ee+gH%ZwPg-)Q%`YU=`cMRU$ReCNVvvE!JYu713ZIvpiU6PLY6g=mReMt# zdyY;8N|EhNx#oZ(+Io|dQjjr{DBFX%kJ6{y7y;6N8G(%B6EN@pXd*zc^`^?CC_kQO^g@;$Ru_CRpLxF{cBMcv7eETw*dF%yy}>rr1HkwAwe=bmtq} zi~)c@G4EXb*IMt0Zv+;pf#AdvM-aHZBLH;#`qvox-m~JHfUJch&Hxzy00BUbr%~}-R%-To zL}vqx;Pw1Pb5?pC_lTr320PsKIL3a2k6QH44|ou1>Gs>#AG{q1&-JM_FB0g!9^DPQ zDVTAApYWhP254Rw(R?#)_RUSg$@iN$&mTg4E1dB^#OrC$*=Pfd?I)h!g?av|F0bQV zL7_s)6CQ&Y{V`sHqI^7qPPR`s=3&Vnmx zyeBb^r#RyuTANhYw2uv2v}(UPjt9TL2E4ZB>%<;3x?i)8F4sJPkN&j=);g~dd_{)N z33S~R8fo#g5uQ4aO3CowhjpJ2I^637lP4gyIQ%jzxbWwKH2oC~-QFH%`HMGi)|s#P zw%<-B7$gg{U=djQmX~9pOC1}+aEb3oRs(~R{wBQdTKI!;b>_pT60zq1dj56GYFGEV z%$S~5ksYy<{{ZT)r%muYvb=4u{KF;4g5+JvNh*FAuzrXqACxU(d02=76Q7xbe9AkHUfBNe6zL_+^V+olU^)=aAcw#VuMkmZY zMFKfnTU(3J$sSRKc3MY<5kyTX{pNmST@8+z4Vv(~-1V%jcf}T(Bu)_KX6UpTofOAR z(jx{|3KN|3{VRj<4~?v)PqWxZ=WpXDp!~&ormd}NTC{-NxkPjKK&MF>M;e&U=6Y&gDCb?#p4xEBZ1Nv7tFND4m_?lMp z;xWn5LcEKE^#o8=;nf%x(l3@33c5}dDDM(fIt7!^RF3PHQ$HtV6}{9 zL_S&fHS(W_WVo@vb1B+v$YaIR!t_@D?a zG<>J;2g*8Tox0N5S}1@4zV%XVQ&Ds%i}N*Sh{`FJX3L(m0iiwS^w|j7i{H7d_A^MJ zla>DIrB5~2D7go{TZYc!S6`Ii_MkLi!nHV!gpRFBlTEW{3qT05D#{W;xE{4|+N+Gje6XGU zYNT=m&QCt{+nc!HMTo!O=QIIzrN}8E$sG@^RP$4jza!qT?{#~7Fi^hs9Wh+R)~@#_ z%Uq(G2V^c&tt+xC9mgb9b|vIj#y0)h(5_Zyx0={e zqMMY2!O-;5hE!nqzU&_4hX5=XaX=Zp7gnb?4ukCyBT>0tw_W7m>47ZRgLkYs<`9Yn93u3j;+%) z?iUpSPOGi$4YzcI0uYWd(Q2>LGMyXo!<+{~a?JsU-$Qu-%rhqNacIq~Hdx5F6?IKILR(aHg z>x@@Vr|A*Is3aT8^OIU~YSy-UkSHgx6aeV0!3GHHpi2nL?G#C{vv}qXun}u&$>7&!^Ayfbi4yL)uHEAE@ z9cv~{N@A=AOB#0rznf67iFQOlDmgXGU275fpul?fte7k{8=;YwTx8bGzlI)2mP?6n zGr$yzQDz%z5=(Wl4)Nc;Tx~x3M^%V?hpF_gqRU0I)28!dUR$Xqr@Yi5jy4EK=a1=C zb2}I|{vNZnK77Y>ch5C?tc&m@f^v0;uurLxnmt`yEdF3 zTbWp_c0E?~Qrf+xy7YMi=E=-z7_j^evUp4g3`ZK^ZeBW5%_)`ZyR zKe6q@`L1$XwPrS*4V%dK7+~Eiqq$c^&#hrfzIic~JN@aVNrS#Pk%r%x)dsj?+gFl$ z*5lg<%Le4uYO5&jiRW=aFe5c@!^Z`T9nP1FOab2E;;<+@dgpJ>HL||vI z`tw|j!BO@nHBxfTgbVnJ49};n^=mCk1-Q37pW+zws`J`0Pc}C5N%R=6ovd~H%_s$r zl+RCIK9%d<81c21qXOH`-b{dZ$;WR>ivcy&sXNFUWId}DttE+adY+=Y*-|^8C4lb7 zddRu8B$qszKyyB3-@GzMYS52Uo=D0#+m7_xi)Dqf-CDC>D!VqF#(*`JeBcw-ttnlk zb~S|@n|?>@S}@MLPG|zjRp-{Lm1!lw28EHEJHBd>ZbUdCO#ne8SR`#Fsz@MW!=AmW z%E%@8vB9Yo3i6|oKowb9HY=WK(cUkcv9d@QqIlm8AUVxtgm8?`aNVc_SImkQ+~0JX zv%MJ)u6XpWVavH!KQ=m5p?LAiyN>T+KpVn25bnoXsVr*bEA%yKB@ztp>)N6wHgY#$ ziU5jBWC2PXX#wug!t$KpCVoN9GyNTCC2&i63{;x(Bw6l#$l6 zZfy)>j&sdbfX&)UGmbIZrGjnh11})cgiOd-igZPG?C5Gh2~tQ01k;EhdeF#R6;ao{ zLLJoX9MA)bh95Tqtfl}Xj8q39hH1(J;Yq=*0GO4|7n+gFAl=;6aS?^KgOk>+j0N1? zYFL}GW*;rn4l@0zP$VUmPOVfGL$?P69Mz{|Aqoc_Nvbd(G+^=%N{5sg#_Exo)2Ab) zDL*C?r+NT*lPU78HDlO!vE{o{RI>mSecBlq#u-n}r-}f3D<%(0bdq6)4<3}~UOsFW zsFf6*@_!HOKn}|?Zv!M$w(pn6QhjPf!va@D&thlk$PjQ%sdno2Duq z?hlqt032iUspddFYeZPH7{+QdX3GdU%No22OBc(=J!v6eak;QNQOtm)99S4-$)RGI zvQHsW4j)s6Ntgn-~iw@OfOdUo#j@3aBNrw`aex0hRby5PJYIG;~ zxd2cFm1vg*+Zpw#LV2G!7y_zdKlP2sQCA{&lLkH%R%EhLoA6tpr-qDWdm2`lzElos zsBN-f^GuUkKi#M~!Wx_G%HO5_w2H@M+r@8(eqbQ(568 zEJx*`r`Y=l$n8J@2ow)mMcxh&aaMMcq&n2Gpy5HrXfx#%QJARDezi1^IdZ`8wB$k? z=Q;EhYiTC{@##UKmG|Tzf=KI0Er^mon04t|?Xom%rcbR#mjlY@kw6)d$0QMm*nGaU ztso<6@s9Yd6Dm0L0;$O8?SL>S0tJx><#I(?SkoJn{N9yVEOGF9)6!TJ?rt;MvpLCb zW^)kR_l0D{)59;DyDjNgq_|d-Xy|%Wa-tyI#0qHv4c*MLC{|3fR!OqCjOJ83PdKgZ zt12vrI9kz$azHXC6<~63{_l2EgHQ6;g1K7j{HUaD+i(wRg{-130pm0Q$;mUu3cC^w zW7}!d8Jgs0uNCOG8Wps-F_E9GQyO&Epl28~0nS=j`LeW+lq>qyyfP$QLc4u^>f&2Y z(jCJI-ict2F^C6V=72Bh-bAxuiB{@sske(x@(gP)B=t4O!E6*6kl^>MvX_T@$01yv zf`C0T#@9`XOuXTlc@=)*YgwOT$T8ZyzB_x%bXkPE{c8MIk;#W_f|LQ(tX9c8Fmdfp znWEj5BPO|Kcep-ca0M;3+|4G#&N=3QJDXMy8Ajt3qX(9XL44-8=S%Lg3RO&X~ zN{GQM#|D5pNZK=%1bu2I^5e^v1w~_-Aqo{v7}aS*H!4U@hJZHlZ7>2d3m;0i8b=q* zMk|+!+(i50Jk*=#Amxrl0B=hhPX7SA;~m9Lwvj*#ra;7w^^Ik4HW=n7e`7$3Sy_}e zeW(LjmPr>dpS@M$gKHBjd5(DItJ=u$${}X~1xk+^PS|0C%>ZfJ*~a-KVD_ov0vQGl z<{p)lmon$&=sH#CjPWwdw{bn_0%fwC-7VaMJC7A|<`vu+v1iUe?M;$vhfuL8X2%tl z!%~I3*_R5vb3hhPns_vc~FVY%uLvNp#c7HgKS1nzGic6sn&}LF zUAt~3p||@rw&|z)-GygtHm{r=$E9Cb&HE!d;4fTI1ixTSLDE^937q~F*Q#ktZWcBh z5MbiDyQLQKlE(<5x$A3|4$6lr{U`%VRt>Bluv(L`4?$f8mWyj+ZyaTJNCzgZ=rG$_ zTD{Y*>7J}OGcylgPSgP%?2Yzu4XWXf9DnueCri<8V`rZ1Z*HMU>G@XhTZ?kDFU$u_ zRff2CK4hmGs52$Ed5Zv`ARg4)kjS}`Prc|W2DF;uGb~I%Uf#7NXzdsdgyYtL5({*a z7Fd|O6U|ESn`I(J;fH!fit53<_>SZ~MQMqbPzDBFvJu4qW!tQCv~d^CIjr4U)?0bY zqn>(WrE5N$acTSa8+P`qUTR$;qjf!~1By#Mj0Y$>+Lw$0$N?F?tjs;)|~ISPC=~|v}X#E{GksY=QVk)ZKCV*9RC2G^#l}c z!7<FaV zbdEuW8Shdiw_|U&EHZk~1>YiNUA?GS&HyJB4c505Y^D|Sax=iiX54ERk`VC5HUX1B z8`krfr7EViR^T??Gh9`b%=6A$?Xq%|mfov3odrBc7O zd$f#3GDyj$+SrJpCSKG4@9n9TwuH@6eMb2h&9gZ?3bzyx8Hp{;YNR%c%#JwiKp8u) zZ&WnEs5NCEm|`pz6?$Dx)c}nSaY`>4K|68{05NQ%lzDC{U$EOC2_Od)-!@lV#yM)Z z_R|x*xVRVvFw0MQZq@fN#%Kemc|d%XQuoMb_AB= z3lQ3(fFh0wc~PEf)NrzAcUqAxqz-o+pK6!v@~Fue2AU>Y4Jm9>IKx%tnKp%F1a_?9 zYvvLWs?U~26danf6G`6OC{c=3AmLDC8iLl%Cw;OS-%BVU#@EK$XbfhEzsjqEPo+x@ zyod<(t&?*RV;W$Q-j{!vLi98G|E$)~NslYlzV1mk>; zOE=x=QXRo@pVpxnUP%MilkG5}JI?}u5n-A@N#s?i?Mi^hoK-c|tWcH*r)tk0A^Z3p zCS*FxoULHxdM)q1&U6Ra?t$5`qU)J83IA`dex;44jAET#vyTzr`CY6QXtMU zIjE*9kUcuo>Mi^|Gh@$?NA1`8)}%fj zw2o0DF@J3T0QKl7;~`6w`THd<&2=$aTQ30uin1Cgu(6B--heTp(()J2 zPHRppYiNcQM(UKv%-o(S8Gz3e0Px#aVFL%!jDT~~J*pKR^#|T;=QII(pIQOMRV+d4 zL34@#vFA2&X{{h2?rc>~_&m}o=OBukfn>_0|}0Hs&JDx;b%1So|3(i)Xi1|$x?l_-JRlhUU}jQ|6!JAo8v+?L=9 zwhT$YaGe94z@N&sk^ox+Tn4;<8x>Fd?sKGkyx5dbb| zC6$ucu;lIbsUx?7C)`(YsY0_HvBf*eCAc{h5;>=j_*SFyC2rL@jUyZ`Xa_ZD2CC$I z$29Guu*D2W=}p|+QvzNWC%r@)oElP~jM99d;B}w}d71STfU!IpJL08K7n%S-4?{@E z2?wPP`%ee00ho;AngDvDj!i2PcoixkJeqmH;0|j*AysaSI`^mH6OqePFz!ev9@PZ% z!EOfj`Hf~f7CQ3B8SParwJU2tL14@~3g`7rV%P#De=P@GbNs7|msy_m{>`L8g>#QF zkMuRmI;m)lp-NIZi|-IB$0J-%w01x_tb21dv+^WHIGgV=IsSEu1e#^nzpWFj@1Q*p1cx9Ngmn7aL%Ka=b=uDM<3!Z4qHXyu(3N_L4o<#;yEAsr>5JiQ${O+pp~{WD^hG`Hy0KD^20>=Y{@j#|Bj&E^x@KiuErMIIyu&kTKdHIpgy8pl5lj_=ii-?AdKdE(QPx{Aw)VyZ}xotl|QN0EWfzup%A4&jf zX%-qFYs=ycr?_)g7%Z4&3kn zIsTQ0p?Es;Ta+~URnACi?7ThT9X~-|wrdaPO^o35AFVrH_=RDmTD)3%g6HK>ryTyZ zEi#v=bv^c)X!4P` z+&}$Q#Yv`1=83Kx$mgjwHy0~sL9KYE`@~Q3vqch~1yr@u?ch%}&+iX^@@ji~MB1^( z@+su!y>41*rt;xnwNtcpH6hBD;zzzvs}k-EIW^Mhx+t4zA1NJcqSACY?fAxUIn8v7 zYiDI{ZeQdhkxP_`HTFst+H_E|4ZGO>m3r~uvWVPFLJ0ZBYm(M{aciYoJeGsZnYgbi zxz=@^ef;Z(D;J=uxiO3Cb^70qWN$JpH{@Z)>f#|6H!RmTj(o=Fai~%xUJpIbKmB^L z&|P1|uv_uC;~@V4_30fAMmn*jotVe7%q`KYs?dBpb9BOavJ`aP(ziT4;P|33waad7 zayb708uUp;wwr8G*hd=n6c{>>?3AF;;IWKJ!#A!ttj$-%I(~wpdzp8!=%7~>;y)Tq zB!<&V;a7rd&aW<(XIXC?%KnEnm_iNfBc{CZ9p15VBipfxKA>W;<(64~`4~>Q#bul1 zWiY_FC(@l~qhDVi-4ZkJ{{YvZ>1jQN%XY6OBj+4rkMOJ7c9(T`a*Xkvp!6B8_eAhQ z#S+PM-!bO9X#W7SwB;%pS7`qLJ*Xp_rHOno6KSYj)PlnRRn30(212G#&5l6rTrRic z1LZUtY5DVw)yXa8!>;CH%-?%8pranF>Hh$?icOA4L&j^RZxBIo0;_4P>x6dkAYucTX7X)Ko4al?SX4^C@0u}gBsrQ$t4IK0J8vaey@xl6wj%`$(Z zuioqGDuvCLnh9oy<`>E7Nf?qj{^!k(mDRPfdFWBr=79+i1>FA7u+wb+jj5h#_LXSHkCTMKDHX56NL zIej-xpY1y&UKgcw@Yro8Rv<9#T5^kMS`;D?^Qw2RiiJM zV~P6!DVLX?cka>llQAjfHlZYq^Bqa4q=H6=DrOd*|54Z?0>l`!$ZA2$g^?E0xr|NNvHkw~ITt+$aN}j@H9P zPqa%Qc@IHZQuvx_vbF$5LAk!fCO^-mV%jF5d2Sv=Cnp@&Ll=YYBuM0D*`C#*O&Es$ z;zr*u%vb|cpRG(qg{)zrkQ@#(nh0v=9}k5!S>h8& z1Zsae--E*zR{JHHiN{)&PZC26XMDSlWv+ft5}z@MZQ1BQ$ewv?Dp((I`^z8b?dwK3J|KNb*P1v?5t!7o&K~8nmeN4zW%jbBV4&JAuH)x_I@4n zM)~E-e{@$#ZKYU69>jdStpRfttbSW4$6zZu_flKDZTS^_D=g0>k^vg;QR`h7IodQX?+mez zENxL(vs}p|jr@UHK3R6dw!nKDrE+12k1TFs)|0u5DmZyxk+4)xWfC`=BjolKYDc)c z8&e7BMM!Ne;s_*vF~?I{CP{}oyo?mac8--+=E~yXgAuU@r&{S+V57`M0D9F4Ot&qu zPbRH0S~;2EjwUKb{CBL|)(ikqw!0bZnMK8BaA)8JGZ90=1eIBooa=ERiCGQBlkW9PlV$P~;AxtNA`mizH_UsH^u+ zB&RVZ+;LP|-tv4Q9XQQdncZj}HfshJx2{Sawd*!l7TT0T;?2XWcCVY>$8zm&yuIr7 zov+_$?jwpqReBLhzAV76-1u*z7!MJAzr(T|mRGy!58kr&APhzL=PatCMYw(A){H4l-ky}k-qzs6Gmf<- zv#`WOV0Fz<5`rXyl>(tuaHaYIO_t-3h;Y65rJ87l3UVj{M8ha5FniLS;dc%@Qx@mV zU;^Ua-o6)TW=CYc0tBW3>Rpn`Fh7$X?wm3FE5Il;|KziH{ib)|)4 zE?1`N&_&dA-~;m>X?F!4)metgF^uEA8`vI427oPP3hzC7QmNVV0i0D}CRs-!& z3FHi#(9oG(4oCxW?MiL;o%!aWjiOmYj!r7^agnffsAz_asVx`G$Q;x&>9WW-CtBNL zcHoc3lg!2x8ZIN0lEzg`%G}h8YA~g%qi}_?-33SGt94vwkww78XaYmHt_iI4w3U1UvIp9ur2t))aL|@+GgTLIres~JdK#|I+e#%Y zk0QnMoPpYaEUF_C0MBz$x;TtugXvkw&vG`#n?U5#(aIk)vhkBZ7VyXbVZrT4!PE&6 zu!oFQNoAH(j)twm(cp<2py^r?%dxiL8GjmMNSpfftiy0nl8w@|F&wc85M{g6T$0L@ zoxt!aP|VAg6*0IW4v&q zsH+0<%Fa&K%8m_9=O|s>25Ob6sxk7$;72uSt<`}9;D0Irj^g1}7FgRZ4Lo16$C7?# z?NwgXDA*3-PX>@%`w9a!gr}e50*bhBB_q z&4v2V2I0JzD90z(ty@nju4WlNwSy$l-~?`KV%)pIzo`@frxdu$cQi{dkw83 znT9c2Gc;%zu;XdRy=Lj^$RwU)gkium0O%!X8yU~mwU*x1(6-);G;#-BslU5z`ru&8UWW)40(^{0M+YhW_8|Q}^hj?@y^o=nKvi1>AeK?#LbL32s1r>ifN@B$_C^q4PFL>T%Mw#k^~7R5&^3HO~FGFeuUW z>&-CC@Ap1HJ?H~^2!2LsK4IxjHu58hVfk}dqWg8bTcOMP`cjL_$fF9)y;guWo>=A$ zZ#W?Onu69VNMzinb9&Z&&FpUmP-a8MX_|YyW6P9=27o&lHA&NSXB$ryknJK!&chq~ z)dhm(7|RRcbHJ?|W^0EDHvxTU0-U#V?^uzEQP#F?Y?fyaEA1`XsU@nzcfi88ty?QH zT}I%5x$Qs}jj4saxK|_Ap0W7{3<1dRis^04CL=k<7mrHC)J$?B7@semK<0om4T+pS z-YRQ*NNtl2a(m{du{R3EcH`XBU7}eGmoqNW*CwvT*mso_h`<~J$TYUMvRZ?+^Ug7k z{=GD68Y5wR?5-*gwfKC#T490Eb47y3MG1}D%|A0g=}F{D?$5#h06$uxABl8pRS{$| z_9HZ1__IfiHzNZf>5S7ExofAzD+iJDk8YKwCbUVG2u44pc}(6lhRoz0%-oO-VBLH} z4L_J6C0l|)qm))X+H31GA&TLE3so+4ttKdnzqkNOuQT?_MJ; zjV!s2O{${=)()qwOKQGNsVwp?7aa3I9{&J);w>V^EwQ*VvtuHtPvb~ng?0_hP6zqL zeD`6b_=@~0GnEA7vF-WSb7A4jgqk~h`FG^-Xal}JJ-d)J7U_aUIIFs6h%ed&w{^&4 zlGR&D(Clqwakq01TGU-GWt~h>?NWMB1-H2>-zhu0({1f;uAh03;;$~3aD|=t2DEK0 z-CQg{oKOT%*{VA3=N)UI5vjmllnXXpr2XctC~e~dEy17x8_HGKnPXOBl2v@jFew2M zk&INV<(CH(0RrFcn8sHb?^-bIXZ`4Wflb7cLEP;sIkE{ z(<%{zP#9D$Sg!RMS1dpk1);wrqJ zDTX|RPn)%IUuCyd!V=O`A-7`rka7(GbuX*jN{r`?-72EpTr^uGYNVmtg**zGWZlDh z&;_*I7b-JXt!+Q%!-DXI#d zd(yC6&e~Hs9G_aXYNM7tYTSW9$>yo-`SQID79Go~$jo`Dr-t zgpD>YCbHPPue+)Apahca7u&RvRwJ2Nakp>1Dj5b4#kiWc4Ta3F^MI*96bx!kLt>E? zi6K5}-a2KtD^vTm!Xc(I|11PZmA<(=6BHFhYzL!4*cfB_@Cnax=ffV}mpXr)dMT5wY=n8y?W zGD$3?^MO(lag65_=0#nh7wbv}MmiBd3=%Sqc?PB5kUQp>u>wwiIu1u3lmL9)4-|?5 zmIJLTWC6FDRgIJuW7dEIGfPpd!JBHY9<=<7;(#0?{o<4PRnL%cKRT`p0s``CRfcwPL<3+>ywsraxYA@f;*o&Q9jibURf*%h zJVz+yjXEYHfI3yMGuD72NYzF~N;u#SDOUhfxb4kdfQfqZ#XoQ~+>F$yirlppC5-cO zF+$4A!j5W1L;&sNP)Y%vv{;b=eyngQ8P8+QMp@56fl6U^8Do#7Fdk&?DU3_=QY2~v zXQ=O0*@BOhZYR=!E&xaZkQL4iK>?JWcpmk2V&^30fEWoh(%Ilcr`K}cC9dPag1W3lIAO1d5#4DTnU4?oa5_IPkjZl?s76acdl0RTbgXGukNEC z#&KLOqpZgajkK9&^~V*xCC1xV+bm zKc#b59wOGS?hUtxlgNZ|yx{);=wDjo<^v5(BnVMgOul4DT z=D#u6Iov<`)h*VyVWhFK(jyX>xGZux`kIk-y+c|rX{D)KZkhZ&@m)@t;SE1ex7~IZ zErxR3P$QPo{5z?5jceaLt@ILGT=mvG)3@STwJQGCEUl5$A&>t1`}j~p$AG+zx3 z?b9Q-<|`XV_>!$GMf?&0S z&%R=0ldtpj9<|tB%i-??*@%@COOAT~0QKw4b#EBzI;QA!*!-_Ejz~YD6an5|_?JfT zoFX!!NtcCQdj9~CUR|yDi&*h3!p6jpGw!Iz{{ULIG#>z6YR;G1w7XY1AmIN1BVLbp zZQ_o%pUxXp9NTHlFoUM(;f zqbC3ie}!&no&mZLuA{3-w;wk=_4<8lw$k)H7sB>N?tDaJykE^ zq5>lOrO&6fewC4TzKGh^{AZ`=C@rA^Ne2o!{-U^9?r(KQ`&OcVbl-JH{{UMR4xQno zm517imRUQTaBJ24Kj841C4Jrs3c8rc-U~cN*u9bo~{Z zPScmooNxv>AI`j&Q@qqQyN^FqmunNkjzASk$4{0vlHyUhk8{B_(OX+a!A8PezO-DM z7A$Q_#ufzJJGEVo(&9(*)P^7D+PAFqd7dvX?hohsS5v3yaND41Q%~BR#`yPfGL85d2Gu6gJv#IO9G40F^z0&PS$d z`mUd(K-U)zJk{uc*O2PoFTd5p#~3lhdV5z2XVf)m{?&IOkh^{ryF0D22$KX6=~K*U z8hoZX%gm*Y?cH-)2#q2eYeD%|=9S@F{ZkT=<-pzR)^vXe>AHI(+e z%j<~uTrS0K?OvIu_-jhjZT#8WmF`LZ02+%~@ot-Cy3*W+WEJE(&x>xZgCn^}-;4^Q zokhv}$EIsOG19ce@@)?J2SPg6mTDT^_N-b-e-qj1D#6C%*jJm}_?uAFH@s39qi)m_6xrx{ z{{V`#{TT`gJlW41M?qd)CaJ0G60FmKClxGXJ^1&j%yCN-MBjM&)ZA7?cJhX0SkDK&X)KONUT}NX zcAuv-E_w3>bTHY-&R>NCwHFH^kfsR9z!h`L-^k|_;|Yuf2X<>p2ped~&TA716=S!b z9$0?7;;3!TwP!L8d}7E6f&1{~KtCOrczmhitu*Pn zqD}Wv*kc@Vxc>l!dUuBIR#j6O-c>L=`d3r&Q^B#`XlZ+9ht0RZ$n*h^^{*rFKZ;?| zt`^4jEyp`DeRD_I1LzGuLzeC}m@Y}{U8FiCv|vW7&#iCi^VrLyThC+xX_GCF!n1C! z($*7~#_shkf9%~Sd{56@Z_?8QD6c03xro7_!S-ibxksRar zMF4l#`ik!n`G9A=Rg+nU-V%(!w`%hxxV)A2+#KihsK|L3?_zdzG!TSUzCcj2~38kMnO3hp_-8#&A$l0Dz93B3#%Qgp1{@LBsn3D zDzMBlGUEfNG#VNZsZMjxb3?k5yz;e{F1N8k!4!t;Bg<2`&;{qXjwRer;Zz#%1M`E= zLsUsVVKU^F=qpAYHffb*9D&-CFhxdr8H}8P(~6B2>Sh8ULXTSNq0?3{8bgiUs?au( zE*Ay6VvC68qOrfYh=&_O^u=k%;iBmqvvJUgR(T`bP5}HUxEGgBv$c?U z3JbSdZS&j58ihYF>zd7%RM`+^!j}Fj!k+NmNX;qdwkd(A+KgfL517_H#Ii>2$aA}> z6zh9gE)eJB+t8m{vuy&wlX3GON&us4ZFh3JutJ`>tyt`=Eg>yF8JP5NPL9tKpL-pvLT8bBxGZyW~G*)EBRO@PeaVzX_FxCuyJ#)?2MI4wxHz3afLit4JR| zx|l+4gZPI{Btx_ci5T+N1io;#%gVO?rhm$MmST&O&8P)DZgH*dV7d1vsi zKpIuOrY+)&1$v)a*AqNw5MTlAKpZq)5^*9thX>RAn%1}Q)toaIlx_#N`8BxL@-qb- zk=~y!pb-N|KpwTA84^clW_H^|0Vj-{)hRa;7+`kdn|-Lpu1<06D;@PB*!wf?7{&c17Kam)rn)cLFFs$M(^!YK?D${;y1sk zt%PF~yLMEyU8`C#X~ScErSQ$(w1P*TVMVoCvl+*Bt|@}nkCnU6}Vh~NY=t6{ntic2>w<_;^g zF+j*bA26&*p?QIgIK=}pg}hO&WaYi8jPgH3Ja!eXwtGe&IrXR-D|nmBkbK=~*hVUc z!)_d&wN^_&RFxeoPUFqRiDGP=a0O-?cV-@7#Yv&evq*{Z z0v4i*Tu3(zXRUN@rCpFHVOj44PBDyDhGdalqOesTDeqbg$-qYE*0ChED7#$X9+;}x zo&p<^1xBJTGd5MADouEkG2TZ%pEt z7_LuIR%Es)*kR2<5;KyRpa{gW=PKB%A8GR!A+YOE%%>T7qzn;IAU7nAw?e+!f4SaxiLA5XFFfsy{1Z zvkvt!NcIC6%XP+Tg3KY~ivzX%~^do^z+q7pHBBn_lhV$FC1eAQ4htH0J zu0YMVDmL-bq{=I9Vt$m_NK$3a4`rYT;Xo(*-(Rg>+136^Z}&}y3S09`&4$Q=8UYnlybf5v~rkO z$WB44ZE&oCV&^?g05ROi*(VvRJ9em5@7|zQ%X7!AUyKHi%YHG^gE18eI6UXAG$bJT zeG1Uqnf9JNDXxJcBo0Sh)__VQAY}4;Q&tyZ3w~6PGX*$Yw`|knWR0;f`MQiy0tWd= z#V+s%6!K!+ed;y}#{gp$XtX>6M*ha95@2KM)}k^3K0(N&*wQ~-A6l5GjaV-=1OgA;hQ}wp zGjMFfAkKPJXbfX>HZ$6%2)nm~la43?0E)6Apd3J5|yE!*(K+I9yd+3c?(a0onk?SS6K8Cnu#pa}a4E9$E7U$vtV@1oKAS zgmc_gQcyNqxu?jF<`O#hs7zxyJxwqWA!a2wC#?$sat+5oc&jlZH%-ftujPEVz4y{bh3+4CA~7K@$im?yne#AIStoE&_)=~{ks zCRL8_O4N;Q(MVy}siM~2BFy;XJ?OX@K4UN}?T>1`6pkXv89udp>=7)DBOS_n3XwNSE}SCPoZGr*t=`?tsy{^vj{rPN3!EUU3aTb@j8UJGWcUN-WCbk8D# z8E#m!w2kocsln-24WbrhR2a=J@FI+_TAtmX&dZJ(f=TUk_!?g?7*^occB$d$(Vy)6 zEp|#Fw}l;sS&c~YK`Sc`-KYb`BaQdT3nm#WXHC5c9>+f~aa|6%V3AAq$QKKaYlfOK zcTA@WXalWFsGKq<-SwxNwGas5ZflXXxRD4<=W*h<;YKg_dGw$OVp&TPPU?W&Kbm40 z8+kRU6t8Yr?d{EA-LpkIO#s|nPzCQl%t9OHJ*p>3TVrm*`cw*%wWwe)%z3WMPtsv% zBl|%ukw6%bblO)Q^sJ!uzyi8Uoi5%OzjSvJa6PK5nqQX}m`Q!yU{D7+=RA$&rySIP zG;9M6!nzAhJ%p&@FO_=Li|cz=V9*cVbj1K-#~_dx%Hg|HgoG~HbAi&gQ%y)=-!S>w zq>j?kXwK{|-aw!Xqzg0~K;(3%Lhqf9xFfx5z?KA+SIZ9749{y9%)L=Zt*u%qw>aaqXqLDHk@qU}amEJeI_9n0HKyiCIv$h(&)ms5NcN1V zt6y)P5Q12V2kBZxEgoSON~-hHw`8`nxV2UoAaT-wIf(UBf>|(~g-JG`lUuwfg$wtt zn@h9O#!}=ADW}YItA=QyK)L8>1D&&+TR;&&Vn-&b&2VR2r#L+;v5Q92%y|bqb4;|* z1F>iT+AAQJJ8`d!K-E~o2!&^zq=gQLp_q(Ua~TVQaQzIS=p)~c^3*t6ai+* z?d@O^9tf_1bp>dX%Hev}WH!*t1iQKgtotdWF@!D3ouGSAL8X1FBRGx$hVM{Y-mxB3 z>))+sYLKjL9FcI@=BxnAwaDO#1ZXwTbL7IgUgnxvBl)9k%sW&z&g;12im!VxgXck) zJ*n7sFGTk)`BdCZ6I@=!@@)dLh3w55%?Ag#tv+sJS0@eLorhu=M)GAmW36h%F?3)K z<*T}Oou;cOx|^2jIi$Z^8+(Brrb>Mc77G+7a|#E*H2Yc5u#t`_(jq)XobXL%#;Wpp zOVApkja#io;@y;{1VfWnE__FAac+qR5{ku{qZ@;afmN2?)mzO6Y3o28GG1zzg%kjw zat%#wB&Sq1v&)7fIW@t)tvpWBZz445isSr4;@kISTPV(Zw|X=K=nX^rH%Lc&tG&^; z-o<&|sqqs^(@r#CWM<=e{{Zz@h<&S6yhrnAI46}g(&>6iEJ9hcv(mHyb&nlulZIuS zp_BWdar##T+QzeX#wl+kXupd%71~_EXB$ZJV1v+BOm^|QkdcfY^a0oC+oZ5at%)!7 zu7){ewx2HE-xjRglPslDDPG*Ef!ennTPsXx;TBex&tn(B1l3dL=5 zE>|+jc;~n4UDefuXJCi|#OF1)X`)@2w?_L(;1nkTcDTBb;+&Qe4HT1(ws^TG0j$J8Jl!%gFq9>D>8*A zBvb7sW*fHS6x(}wIXMpIrV+GEGBN8w7ekT@e-~057d0No^FnmQF=^^ct1^HWnzJ zwV`cuhA(pa^U|6Fum05X&f@%b6xPyc*%F$wyK#CIEaQLy*tfjLmoLj=mFr(<(4vI&{JVwHSs1|nIvVDBenqjYTcLm zrYuHi0qG1dNxQX3_Yp?f3yQAl(;q-RDdrE8oSM+*FF`xq0UG?OJJp%806^KrQ?>J= zjI43;Y0=^rK7Ug{7b1ahT=f+wjbD?&H3(-UD*f8Av|ti&XaQnG8OIr@yszF8PZaMo zFCFS&Jj^gSpa&$Y9Biy{nsQ$e!!7}+q(P2OMMl75E5<3HHB#(u0zN>i&?J&R^Uzl- z<_lxyXRU5o>T26Cay!+5rtwPqy9$ItQF%Eu%e#q7?oYUSQTyVHyS)HPFch&BOuEVr zGxV#X9Ija4deo`qM!&fkZ(0D%i+pTI2Pf90*>KI5ZYtjAX9b58q>@Pk6agCBjlA+| z#8&8sAahehfDOmfIH?Ivy$(810;-Nc>sHoAQG#<-q9K^>s{u~#oEiW^PfTMpio0>f zaZ<6s;+iB0l>;Qu1pZ$2=ZaN_Xu$1ItFggqwhM*!pacpr$LCTgRX9A*27d2KddKpX z6agD2&75#4z#?UU#%f?l$ReHqAa0-ty7NxKJk+P98Toyv0x*7FDZnRjP<_&I%{@-y z7p7_o^&j;#0istiW5V##U8;bKa$gdCM`zdeWt`k^*y%^=?S8aywH2 zowJ%?ll!8lSe?@~JTQUx#Q=_b`I&4~!act)T3@@;fF6hyd8g!l6%Ot*(wBem=QI;>OE0A> zK1Kk=L&;%|l=4@gIiNX&FNHZY&o~j9aS71#KoPGaiUn|va8#%m`qZkDHyOY+3r!qn zKYEd+k(VIwYe5&31V1szsadixqcv6tnTA`fSuPPsN&th&a@?M^IE@#m=~eeJJCACg z3_xHrngD;84;>9PgoBW3WRD}#s$E~&Y2!Bz1pqx&q`?^{zG>6VX$SiE0D;q*;&l%d zUQXsMB{qfNvBCaz%iUiKUov~yyy@IN=jFpJBH_6ihPBoYym~c(cP^5M7rq_N(vVP!A{dt_jp~ zJz8`l9nPw0^&MOprUKg0IVX&tT7k634^4K4*70JhO;~yP7mlu!y zpQn?B8B$36FniXjE`i|~3R;gobYI#-B%Lw0XGV<(pi^o(O4 z_~8{T{{V?$(MZz#KD%R4f`9$2)@=8h&brAcjI1)83}cVbR?UZn(#}(HdfSl(;yaoR ztYcW)-fOqQO+`G!9P&kW6I|(j9JFsOu_F$haa`uD<8`w}v(v3eBY;Q$09;o;qiLGH zy>>2VgzP_fngF$T;%#qHU$a`F!Q&$xD%P3cS?*u$HwS8wxwGqCPo1RrWj9{nxA3QP zSoeC)zv4^OwbP*cJ-PMAPsbDiV*6UOwt(pxLT{A@)^2bQ;wvJ{!bz$~x4MaEMdXf0 zKY^~U3mpf-5WVK7FgFe|!=Ar^K9%O$r;4?|5?%e5MueD2z}v=0uWwohYy2mrOReZW z6^KUx2Oq+q^Y!AmYskD)<7R`2${GbuapT@es3Vb>yFYO&|_rG0-sPEX&fEheV{SRMx2>7E^f?K1tw ze#5V*_pS=-QPezdJgn?YYI=S@LF-+=g?s?E{$1VI-CvlG%h3B(T&HfQoI$7fgT)%A zFJm$nJG%fo`&X%1Xm%bLw|lKcl?si=^#1?~UlI84O7QHT+1h++^C;&T80+5#yiZlS z*Zgg$h>IPP9-MT~z9_iW`ki*C@fJ(hcyv`hTJRWW)3+6uq-Yw)iLcgc>0fR^EPl1< z-Wc!>ou)#KB48-X`hVzEV_xyshja+dovSO(I0`dR$9rsFxA5kR;hSZ-oQ>n5J^uhx z>0IxKJ|o4Z+nY^0{bO_h{{Z$i<(js+sra5^*HW0EUVwC^u+l9il^Q?ZG2myD`qno# zNfBzgwxO*eo2Fo%ovUNRo)v>pB1n_TRqEcqt#_I)f#LT&8h z@-0tc_mAmZjlGn&Ao-svk6xyW*lS(H)OC$h#5ZzHGm@-$Oz~Fq%R8Yc5};VuuS&TE zu(umgF7#m-r~EBAHxttt0d!d9^?N2*IF7rj|QJ^ zrx|n9)`ix$ZKd0{n#!2%#aV-Gvi|^+9h#lw2+(kA&-_Ey}8QnZD65$v(9_#?N>OTn3CR|zm-BDS7gHNBbGns6+95h zG^-W7d!#?-*1Zcx@S9wfn^FDPU*YwoYn!~s2kocB_s7SWb1{8i|BPlVRpg~qFg zE65$IqqdF>E-a#mk$ay?;rvnKmgdh*Q0Jz9$fs)FA`|_Oe&8cQj5Y@j(CU1 znx?1>dS~vT9A>$xZKTv0r@fH0$DDdq8M6RXiN0=_6)r`_7S)&5=2N%Ke9A^neQJ|K zb#%ct7A@&rE`{M4^$7mcca`TW{&QZRqi7a-Vi_hGZ+w4^2FDem_$E0LDfIwK9^Rj= zdIT1lZkV_jjC%5GD^u}xwX?mwnDZHUJw`uD^ZiFtzrAu~$W!S-ElBRKJZEPJdwV$d z5#G4jwcERy1ddKK(y)kNGNY|Y3{p#lRi$w%eag2|TiwoC^55s_Rv@%off(JN^XpqN z>2Yk!fLQugyjF2QtK|-A3ozri5q|DPSP_`>gVrb6Q=QS8ccK{E@ zwUC8TmFKlCR&z>0Z)98sZlbjzUohY<-Lyly%Lk#YP#6J#F;<{+xppWdY{c`xt5Lw^ zw~heoR}5iQTc&EV%6GE2O47s<`7-|ievc+!@6-N&NX@dLxZ+x{H6Mdo{DF26vn{xzgVay|g@MC)piGZ_>nSD&SI zI=$WX>-f`X4sPz?vu$sf zlT^@dl&og}Rn`&trGV$9Q7gI20kbC}vKk|u{Gq_<)YLonVfn%4tQiTnIM}zbepD+<^&@ZQG1?rFGc39jR5~XK9$=5ye$& zo$eI~^81<%NY5u8wJdyK5zR7LBafin?@bpdV=kxW6``7mJIRg7-m~sxPzGBhaB989 z$#w;MRS)!wnE;7N2dxH!q;k$#2TInovU#>FLze1mUrq4)n8efY4{GUc;DX5+!hwN6 z8Mb;vD7&sXBi61Pt4mcWw-uLhs!2K@FR`r2uBDLzNCQ%4288;ON{kBaTFDm>J8e^s zOw~!Zo-v$u6=vGaokPw7sO)I454q19&q0tqYcT%+Xxz5=*J$aA-jaJo#4W*2l}+y$ zv3Q8sD6m|nwsXt!-9A)x0<6bxX>IeNEPd)3FJzkn0krogy-yXp-7t*&yGJ?iOhPr* z=Gh-4jxkAZX+6f{ayAjuHGQsa^ztojkTk40CaOs*%0b2)Pz98>jscVN73aM)>Y##% zoSv8!B3j&BL?x6J3s+ES@JI8Ux3vZHGcr4Qt`6&$E1rU{qFP#vyJd&gvn16bQtKL= z3dWxIal~B@S_7Gzx0muW2aN2Ee_F|&{#%y-4cO^fH!{s}jJDiyir3I#8;;Sq^f{n| zLeo#Yxpa+wP~Uj_S6df{tm6wF%$}sym5f{{bmVm+x)0n4%V4ji09CiMwzrGQj1GJB zr%N1As-#cPaYI}nUzBG(>ni5qZ6p$(pFOAoSzHFlZUqA3(rCqiJI-g2<-D$zuZ6n*axMzOSt*~bE^ z$0gmumn*e1)Nxm$w1yaR-!lW8RdD)+;}o}#VyX6^X*-GK+elU`leK@HCFCLj{)(I) zgB5q|hT9X|H_kg6b869n<)Vf?^Hm+mD5MP}d#(-{h62<|W4Frn?TUJ(+}UM)y~h;a z?Aw=o%k$^bwgIhsx8+616tSh`s9jToTFGZ+XBc_%jp`v4OjWqbz=9Rj3 zrxk?}yqp7yY^V(fRkiH85Itu8`jA1;D&oS^W_c8-A9Pc{vt^v_k;G^{X{nHN zC0-!H0CCe4e`nlEqIp36agsu{<6&yq>5Bp@j(*j0hfohCF^nnS~SR&3Um zu`Xf+wRWwi-A%QM;RPz`7U8_vIX#7G%mim%qH)jH>x}CXk^ri-BgUxJ__||N~YiZfyZhb{#MipJO@3_9Yg#M45~zz`1tqz*bQ6aC=j2(6&pl4L}uR$#D6> zUe$Enyo2T7uUf5h9>KkPcc{duBFi3>0lRB@vwX4)H?3ZdTWF-($8~Yc@&Fnx19z$I zt{Z;W`Lk5O-*Fs{?bual+B`Ea%1;$gT@N@!z<_F5WJtNs%TxuTWWZ8?8gf1tXG*3n z5MVLEYPQW9$L3Hbu1sHQoQ_RHv(4p+=Za^W<^oW0>rRSZsuvmRXfO|%6sY^7sjFeo zMyh$p&%Hq0fV*%3>rZAt2Xp+W0qRkH1v^(D&HxnfK=j^D4s%O z&lDM!9ByFC+N@zo%!BZ%+i*tCzLjm40CUN$0FBQ%9afyqFfx6>r?C^LjEoiUQ0>^? zFwS}!05A|2=Pgl%lzhw5r6+!O4hKqlzU9dt)o8RaUH0%Wd((#Ff`0aC$6+Lsie}S* zP~>-}GSbF2@yVq{L}Q+Jbrg}N{*8muhl#QqI3j=~2oQk0=AJi_a5_^~MORXJKhmT# zfaQBsvRKb8SY?+urBq_egTU=lt0+=O0)|n5>fL)(l0xz{kR5KokJ}b`Rx9;Yk=B1}eLQk%5)ZdX_*>%h=Ea4Y_fVgW8|-?LXe9k&aCPjy8^Q z-k1<9q?5d0_osAAls(`96DR&IztSrK6avhZp}2*4avz_hqWA1``9SMm{JEKko+Lcar=D?l-B;*v%Q6Kz_a&JhD=udQ5)+!s0FM{`#^g7LE;;Bi11!NH$- z86B!Z3(34k!K*Rb$VLZ2QWkU@NaRpsEy*E^EUHHsqGV|2AajAmPNr|O;Q-uf5bYSu zi}QCh5?{AzOeRTzIOr<;DxN9g7B88@EaTGbwUN`qcv&UjxlUhws;=Zku|7D_bUcC?^ZOR>zO$uPzOmIDJ931yCbNr&#}V@ z6Bz*RL9Babg4M;$ual03vvoVmi^&7QlAQ>k4wOxABN*dQK7*}B`fNUMnl;HBkyv)u zFKrme=e0<>jocC$BPE%I0CX4navM`{PG1@S06f<@W28-dOR|v?{{Wv_m}+ka?`3ku zxhwufY3X{!)UuS4J&Dc-AK^e1XVEPY#BnKCKU%E*5{J8WIXTUAjjO;8;sGh^P_^W@ zQ-@9viU8*?ZQ-*-NJjQvF;Uv-*H>(0c#b<}y31HBt!_TibjC({+@Di{qY+xijhvH; z0OE#~e6lX_g%x63Y2*MX;8#UzKGP|Zb}F8gc*SE7Cpm7yfH`Kfbcsuh3TxQOI1(tt zYu>te>{jn|lbwpa1z%k~E-h9#n`deO;RHWuh^@B_r;}4FwYmu83`T3VO&nUn%9!2` zX~p0u!sQ3aKpa>ORLB&C&jy~mkvFd@E3%9vv5nFG?C>hIwhH_0t=DjB0L`}5VsuMz zFvGa5nYE}i>s&+ko2^oVM_X8oj4)T$xm%^V)h-3JOSMq)YcMvQ=5$-e8aZ(%yi zYOL{%q;XmI77HGhk##tx>9d(2@*Hgm#QC3wwVvoc8<61$Enq{ib+xePEPo2@i~ zBInqFa*TF?NNgf4x!Z9g0 z&nQOww8`w}^TcQm%|H!;2qr7HgYTM(>Q%IDt^*O%tvc$}^!8IHQhBYvutRpKGcP#e zfHN(ng61u+@|LP$TGiYr+&db*J-3xN2LN`hyG=aIQ6*d<+lOnzokln{{w`J*c=`^Q+4M6AHgtz-X=Fk)U{nTD>OYO1PTr zAwmawY@QsmXK7^xnQ4sjfug{U(joiDI3lz!bR9+FM77FBMr+Y6v|=- zBDzl76?g+3t3W(L)590H6NQmUQPr!ZweXxPaCZO|c{#63Z7D77cUm0hwLZoeN-(?m zPfSn;8E>UoJf=1oRpSD*;n1|fHe#K^=!ZE(w1CPSA;g&e#!vH7)0WGdeEO5pW zHRFL=$z)^sq~(ulalJ@iaRY5mw~<^pk&e|A0FcB8VM}_V|F+-oiB)>5da-Q;=ca?qP}s|)sx~Y zS>Ots$&P3OSnR?O%y=A%xT^Co-ZF={u4;W@+yS!{cEiL=3J97o)B&>|mj|3S<#KcN ztIejvDg-0v4b)a(*X{T2G31Jb>v9)k8e@v90oX-j1S$%QrcAz zEE0fi!9QBzkxP8Tf$3TaHM|iku-@K+tPYATTH-)lovJ%jV_KM!vbG0m<(lSMW!)O> zPW5q65$8Y52SGp`EO$2rw?`&(R~l&od9ofyt#YX>;BSxQ6xsD7k0s9HYcM)!ZW85( zJ$)-z$x(q^WtOLJ3hY(+#cHMe*C*vT#Q=1Xgg{5iGI^@TGd!MTCjom_YMJC4bAUZ+ zYe|+l8ZpaI29%I1?B0H3R+2c?cH=mzWu#)KX8`r9QO^=L&&>czup_Z)2g)iZwNTkD zfO=JtC}D*d2AL`}m*~vW55m03v`iVg@t|oMx`1i?jvg))bR`o1BAHhNdGs5lO8KEY8j;#|8dV zP|AvA-r2$LTyOS^ytzo&kz2OYUrqwa9tXVvW^BhI$M;WO)iPat+hpK+)mZIj8(Fye z)ahm$K4&xtSDgtwhWb-hc{c!~inNy2>5zkyQl-3cHh%R005M)iCZ`YrFil)UM~^GT zOB_n8x<&$;12$_RFhwKf6?!c;J8~oogXvequw(_t%R_1qDJ>^c(yR&mlxW1KmK~}y zx+UEG`&Me+w(pd2OC<8#oKOYUxk9@!%|ILj@}9k^>1Gu{Cz`hns*|~h8+%X$2&`0Y z<27tWjANQ}ocydaL}TX84k!WTKMHcixHBHYmj%9TaZ;h+pz3G>SkV?dwGJU85QGic0Zc=eU_vV}O=OTa{NzOCHM0#U1 zHeCFoq}he!Py-P%ap_iLiAGCxG~K~|Q&34WuL;tCA0)BHcIPz4Uoq8(0QIQW1l}G_ zb5_OeBxa)AbCs%@ zXMcK~VcIz~6Jh>mI2|ezaFU`$a zNb}aH>KdJvnI8L>!*)^0H7-eRQdcbqi98Cgf2-JOF>kz`P$M2?^5x-_Mjf$!?7MXGM+ymYnqXToPTQ7 z?hN-bcE&%IWyPrK8oWZ=NVf?Ke;!7ET9K?Qw8S&&*B)ahRX_b|YtQ^m@hO*=ql zQ?2--aAsaY{{Z!r)?bMHdHtWdEgC^a$q0XhQGckb3?@73@*Ahv6$#+Q|x{-~-o>u6-+k@h8NH zZHwCIQREMoe>ex*BE0SGwT*F>RVH&O&UnB-_IJTKsw?PE*3wFY2$UcUX!b=t3pw9gJe#1$^10Y|UD z2hxDI@{~0D9XG0M(a(*H4_13X!_PQHlA~uu8Pf^@^*Bz_gYF;tF zSy@WNepSKazi-C9Pr`l%hSJbabOCTPjz{&Wxl7&L;QTM(mb^o#>X|Y(PDi(;dRtm) zS{<;uXoOx+$!}gN&bi_(A3}tt@X{jx0IMJVs_;J&>)OYQBvPTFwN3(pFh?|8ddqW9 z#NQRB)Fy2oM$Aar-u(0Q;8z6|ta6{UKI0>|C5g>+R$5iKi5f_EO2>nP>t3Oy_*mY_ z4aL-ZBZzW3b`_D)%N4oBSa@>k;3$bhh8^qK{5|2VH$&6b>hKRReSgN7`o@`~yIaB) z+A+f8B>r{gn&*l&J!)eKK1>RF3{o>`?vFs%JXkIN0OP=gQ^$JpOWCe3?iyRU3-07* zpDT33vrr+u=At+T>zAMu- zO)ARGOm0Ft_x}JUm4@Ygj14=&5?$;P9ku8OPqosZM4Jn@_|0Z&{wUJ?I|1_>%#{ZV z+}DL`9x&GYOEVJY-q}wJOd}T0N!Pq@4w_ol&<8%Eyq5O*{{T~w=bBP?e+^XoICU)S zS%*0_Zo^2qz0A;c99CykVv$rrV?{EzPJ+5^BS6%(m-$z0eVV$h3&BF*toQ!_!_F(v zC7Q!bh{F-ss5?@%g*o&_c8Q=al^Uz4X}`VxO;4`t_L@bzTu#8UbWz^8J!i&lku*>? zaB-jVE6p`qyQ{|+GP!Q}Jt^~8!6wd|Rq-~VtFGfXgWZJgDzj(aJ_7 ze1Y%%E3)wSg)VhOH#dZ&EOG(=0QJ;1Zla=OTH0OS$QIu|Yn+<&Z4be#6kc`k22ye} zThT?L_--K1!DQQ9KC9yWLhYIx5&{kZq*mv3eW~f1JW7t>vVREw0QFY~s(6lV;qWB3kbU{@spNnB$4n(tvK74#EsUhq#M^Q+L@rs zc+8O=Ijx&y5k^-W)E4WGdI3}UjpiJVC<6RvYVvtB;O7{|ew7+5lCR3V3cmy)e(=Yw z079{q+Ej4e>e59L^2g>qjUtbnmE;bUdOJPfG^Yg6Wokf#~#NL5|%Dg{<*RSXVA1sAspH;S)=>qZZ)0Du42 z(F%{BHv`_Gco?uSaqU`CT7?5G^`@+0a!~NSO@4NL!G~~Ww8`9{n%~k|Hrp(~Ie)x8 zs|x=B?DqhcV!mH*TFJQaEv}Poi+2J>>D{JT+yfYjJBDJYGR&0ze7pEXO?e z;<;@H#4@wTA4VN>+}ES{fv!A5pS1Iy_2k-ym2;uo8Bq%X&21N;&r*u@Zp&;Nop?1T z+1qwoq3v9Uhjo5N;2CA>UV!Qyw;}7=rJyJaBuDck>FHB6F{s{&liS*^M--)rnBjX; zJDA*s85I^PJCH>YeqFGlnf8S9Je3$D^`(~JjPaNKD=I+o63z)@&P5`d>}nS(Tb?SM zhkI`a7^?3wst;336K}xAC?J_pa9NIX)}wh9lWsFe9K44IXin6T%Nwz5^y@*VAv`Uy zcBmZHDR+5=Pa~}>-$Zhe4a|KiD51WYgU&FS;{t-p(l{^WpOtGiNdj()EV9>1`c$mu zMpK3yR2KS9`Mi)n8k+&np(+4zk7|`+Y2^Yw2XHf8#h-`JOhlkC^{c6*#cajWKfOhO z;;nRtxhx~dE5&yjPK|G68A()bVacmv2rSWA0MAod7aGdQ?-n*UN_GQI>rsx}i&y|< z9Z!1XZttDsc)ZRJYK~cMBz#8OLGM$?qlQiLFyHEFn4*HVKIqPVwL058{{XyikP5Wl zVYJ8$8``V3qO!ikLKh!}03@<4rqw~g>c+F@x|(JYsUy=By&beydt$m^6FKWoytvY| z`2>6^KAAP4Cp?f|NJs981HDiEn;36C>B6f201Zg~B9>Vm8&w+@kMqS+j>A&b+_LGf+%N>BOUvrl;spmhP0Co4etm=HI8w1l7 zg(jd-`BEG+dRAZB?pUx5h8?PCH0zn<^Vv#+-m2wXl1q|4MIh#)8{CA6Nhi3jp2xxW zHz8$}u!o$UE5FlpJ4gzwaDW%9bxlbjt$J>mqFY-=N+t>Gn%-C= z4}zeP(wxoZg3tGRiiXJ}0U~X^eJQeCTcT}d>DSt_uCBvLxf^QM1Ge= zmMtrJvYaUDY6;fXCni6b_7$LQu5MAh*}SwIZO2+jt?eLXbQxp8J*z+|z_QG&$~>Wu z&YYIXycwJ2?kdH^(nxl%++Hv$4=I_7$-o1>0&3)UdV)rnN8EY^0-FSKN*v5~?q0d4 zG(uFu43+LGNbF|5g^-^psppQ>p@EGU@@~M4?oNc)M{gX?#vGN;Mym0Bn%D%5HR+Jm6Hkgd1PB!P!xS$7(p!%h36g{W5E=TMLpBx9iHD($|X6}-dDIc#_7 zKmx4SDjx-j>rQPsP7C1=t#o5$unmyQj@8QD+_bVEp9`D;Ko@3}Eu&S8Zwua`msy-c z)P5amBu1VBfa9LkW-TCyztS+nwkQKVZ?}NHTQfKD8oBl(WuDiix&p($YFOcx=) z=(J};4A)!*z%^lPAVL0;dYXK*%(8u+-anZC01!0Qv%7DS;OCtED?=L(c8VOOzF&?7 zS6eH_Q!_3Hy=oY3Z3t+N=RHkYWVpLv<$Rp|@^O^IE22(ZDsD%&rRI&#hqGXBQxScn~%@)|NhVj!i+}d4R-^L}kkUo1<8j;+>tV(g@u$NH$BE`2MZJJjzjNQ5zVqiIV0Y-izI8j{LFjQ z0clwmpS_xBg&top3=Z{KW?};s&(f@YsK4%Uj8Fq*giiZF%CAvX+R-HWKIlEF;xSgr z_o*|K2_82dYh`M3$}yk9oKSAd9Et$FZ#T)f5W}u2 zMs$2*<9qO?m#ycLSsiP84IVA8Z=JZy< z;QCMj9D6tiBehQn$;0=m-)T+z0IB!mw zT;mw`rWuHw65IjOg4#yNk81J3rki$Axw$=Rxx7uFCp9E@Eg;D0-h(lxf-};UR59nR z1jI%O#XL(M;1Fb zFzx->`qNrH$_zwivsreJD3ThKNYUUo8R=3${Kq1#{h}sN z#9^ob#fKnuH7dvQa&d}8xLgyrgG$)QcRU`H0MmnoBad2lu8et3zHger*fpSRLpxAe3tws@m0oQ>{g6DAb zsl>pxLC$CbsfGIv4-|qk3T*@DJ?imk4tolEI4iggC^I32e7J#-SIl(yWzTp^pZkS#~eX zG7U(wFB$JZ7hw+3ZwIABj*k9cT+@u9V<-<=rkIVsQ<7){Xpbe(3VqmJyOnZrSuZ@H zw__wzWW2bP4ZIovyAn#dkgm`>RGXQ`dJ3iX`CKeO^y^a#j4)N_Gy!Qj8;4QSn1rz= zo*6*|oRdgV5R;M3QeZc5T!7qmtvfa*BBWpn%n_+=?Z_1>&f!Z2!g^D<8c*e96n(g& zDC3dIlYn|wLaP(zF*qlRw6{BPy!@(oqUJK(xpNy^?Z-IeRY_$sD9FYs=TK{m##fGl zo8`#lcE?&SNm&Z+8-_E|rABn05%3Kpq$Go<6(y+JT0$~U-J;-V-p&L5X8YOcPX%4UVaIxu1}B(eIVYUe)xF;zBMqElug|ANAl#!E8LXJCKvMGX zbH!L1MsmuWZ6d5kZ~!hbza1++EJ`-#7&QcjNJ(XGlmWK`ERi$G)K*ph0EibsP0>f@ zGm3;>$ug?82R$nnS`)rfFbM;W^Z|Cu$ClSK2(GQi&sxpmM0tF;z*qq9ULAF&Uo*7K z%#Oa5dq~wTzI!XT+^3A10QI;$Mu&7U0L;f3_Nx(izROL`u~iIv*NZ*grDb${rv2CS zq`$c@i-=n}>V4<~=zSYmk65_#HmHs+OMj7C_Z}_NBbY{|Sd+IRzH`xa%eze`>e3ko zWaw%wGg1af!?s)=ezmQF==u`wcw)Oo;iH?LYiVw*+AWD7F1-|Hye@rm>RXthcKKJO zE9x4A7iM^+{6EN|!E}3E&aPXY(0%9M)u>&8^Lq7V9uj-A}D%=+Ju5Iftusz$hQQExz&5g3LQ}Xki)vvdu&eV+KBm+SQro(xsMP#w$Z^v4O9ct48 zAbB16t_dWJNK=vkt1+09E~6k;g`MN;R*l*`p^e!t?Je@Nfu-c&ozGEP>o86<_xvuw^pTa%K6>YRQ9ZZ0TUhI^q>zy zyT4iP)kj4+IIZUKEv!ftPYN(=%-U6Y z)QT{yGlSN-Jw6u}#727cH2C0bWt%JMKplttB*aJ=P_ok`@e-WwO}VaVSDk|++L$6N zTdwbV0O~EZl=H(zNjT|OTf{9Qh?y{R)SBYfMvb-(zPPHFb4vA=H+Ao*zKSW#`5)11->)KTF#1j*zMdv6_&Ej>;`vK;#OSl z9Vi1_nI9XN;8Ev0k1ZtNRym$;EP!}51aB-zPDsrFbg&{3fj8wtZPtCz6y#RF)+^h4PX05!f zfU!4GT&SDNZO7&qtyOZ$tcR%SKo$`sQdAS3=C8#ZVFN!=S>{Jo01z0`B=;U!Mf~Uk zSIjC)rYa!p+_K=F^+MUC8(+oYEv_)lyY8Np;Nmfp^Hw>UDRLoytvzG}gb&hyH*N0PR`QWL z)`W3Q7$wLF>0JCy*6rq@$v@|%N>bu!L&(Q(`Rza(l1`Y$diqsiX!88YRZ9r@jAtIT zp#-wIOs>#q0oM9ryx4g+FzH*YZlhh6@%*4*8X-0?o$||q54~Tz)O3QLY`a@7W%u#Cy3%z5!=RawU`}Mq|U=^#{#V}gf`_P z@vc2}d%K1G)wv+mh`+U%ZcAbb^)vz0HR;cn5a4w+W-FC-=Yv_+dM39bmzC8)^u=hy zqey{T;^UFj4)o9$ATXBsxC5!D$ZXICGT>7_$p#5#;L#dFtPrMDRe_&(c9ALj6h>0r zaw;gr<-i%Y+FPeJ({GFnDgb*_z_3*=K_5y0=cCf~ydB7>ht~xE06Md6pieQ)%=tZr zG5u?$Q5QRp;ZYXB%zWa2D1T$D3;}J`dfQKi-!Hc$)tFn&W4Lsw9m9N?#w#!-f;iQ; zC>iv{SqFQ2dJ3x?p$6a9m8IC5lC%Qqxgc(*w;bmcp4Ub~Hj0yTO1Si>- zeDSbzN1c4&tDk4XeBG(# z`}C#A`^TEh0LHul%_$*qOcDc}QUjhb)_^Q9jlOVbz`)vb?NF~AV~Tchj8$9-x0M(I zg>X+b2I5c6Nr%Sa){B8)xFqeSZU>;C00C-51C}Q=Tmi!s!t^wrK`VfHsY9!;JX1`H zqnbcGKoT*N$ft=ROlGOH>{p&DFt0C8Xt);)z_}_gJ!&w_*<#tIExd>2JXNKG${6cb z1VA%%sn#byc=1nF_NjC0KoN-JPn#z+@an7ccc)_`2CBS%Y?$n{0ccIPq3cFi@rrb4 z56f0oHD02$Ga_BsrviErPkAGWe91^e9Z4d*>sR=vplR~8rGovo>3G_?9Q{h-p~)@H zQavbVZrb7eLGeex{uH?yZn3E(H!L%=3~}|qHRk%hx8pAqK+9}`!Voe>RGeeJF<&|O zv*5Rayist{__f|ksd(O{hCQ&YT(ZPlW2QKJ^*+6y#$VeJhtahdni&Q`KncP6^ImUx zuR#sWsSL*M=r#xnMi25e@XgP`pBj8K)Z0?{W3IKzKi#%uL51sp(z|*J^=}4#)jkvO zL@A?uXw&7<^+Y=sb&cc_A79-@K<`|#mG?U%M#t4Q+6RiYsMhJO#CGlcA1~`xWU%nZ zhGNd6AfD;EaNU34HOilg@c7?GOaA}^N*=-g0FRYp^$eib4}TV|eQ>cs7VERiIqg~7 z%+?U@bUNR}O-(~t>B_J|I0vcyaa>)zdf$mIS~+AQBi2Ue^sbjp@DPbkqpnV6@GEq=?S#-Vy~*Y%`#a*}EKCWWCw@+euS134i709wo^RoCWgc*#h8Fgkt} zTS3zA?q)Yv8AZ-d1N>{N)cirAcv{_pHtE=8j!u6=iVTcPF9a^~x`_rX@JCGbr{4IB zPSG)>=_E9fjimF8^zU4~{{V^gUlBm2*X2hzMBs9N3g7VGf(57=rn)fi&tJ!}6_^}b z>H4<0sWYH5?&O?|4)xsWx=n|NS!K9T?2F2b_53Q;=ZqnWaiREr5hShhnF0Jeimz$m zO5;bZ@hWxarN}CH-_U_@lE?(TmoZrfW5GPFIo*EX!wW6Hy32- zwh@@%Q-DG1+qkEAcfs10p>i*7W7`az^Nwq{(|ie}>2VwT@-~l~2Y^3Q>0IxLz9*O> z{>;!21sreeKQTczzQ8yl_>o+;mErAET$wI41=uy8fNvi(HZ=x&r}6x6?HY(#aNV^i3~CwGvJhUNO7o;~%YX{v+}GGPawf z;IHwx{*~rB?}>Gf5wVg&!83pt)9}Szv9^xF(PP`at~!qOlVed=)XuuHp70r%=1DzH zYoqZ00Eh1{581bTosXyIU3Q(}DJHi|+qEbZWqoSx=CNa-L*&{pX|dba@--uNTN*Yx zCY#}87nhR>4mvkl#MS;FG|KjxT9Lnv-{e;XJ;mOub|t)&v|!{4wKG8)GD5#O;9`I% zmw2ukcYV@7Q`h=b5!|3G(ynt&NG2HEH#>H&%S6y&xO8i{$pf5XfHGpUl675(Uw2P$ z$k%(}-w3_Bo9p-U0puy`UA>;0Wf}mBv<`#6>0H-|ylbau%l12FGTaU@JARZ9ZkMss z?Ie;$SbaTf&Na^++rcND_mT@$lLf9sz8v!H=yb3S(>Ps;t6#d z*>5jNAv(Z^gZgwcP)*LbHw(#Vmy1p zzovis)#JLSi6_+M*$~+o>OaV?Ui#u&=~_#sC79>E7SLbKaIo2~=JevZ&7%u$YO%Ko zllQ+G(a|(Z-DW`~iMAy?X1ZMiz_&9upQx}Kk3;_e)~`-mJ6$H<%87!;qqavhhV9Vg z^v?#_Tg&!~tUlg=^sOCVT!Pj=v&KRyjxks|&x;EqSz3J3XB&q>T(MVwo?=*@PI}U? zk|Ca3jZSuww;?JUn$Pslng*sakz0(gn3R=p>2~qIlzvVygL59LGzT)EDf?c+8DHrEqR#B$qss+OXz2VFS|} z;s?xjMe^s5r{zum0EK|x^UM7HRl)s+F~;g&u*d!Cv!mG~|Ip|qomorG!lzp0wNDX5 zw#<;WPqkp{o+bNq@cwBa~>3W>DXbJ^xK9%WuWb$lBlrhJ;A|-eytz-+|vV57`&sQJJxZ6B@q2SaAsWZ9)PXN^?X`F3W03Ow* z&kzM=INC9TSy?kN5#@a<7|~6U!{a#urH)LvTx5>5t!blN-;!ifkuULANok;4+b(5n z=8*1k@Y+sE3c20S6?t@tuD^7HX+3dWhuQ67Bg)_k46ACMV-N%PpxDBP!`8ODS$_EH zYi20GR^1TirA7A08Cae@%~ktTQEr~uyL>oYQb%95orhvdR8R9i` z%b!zR&Bm!U#K;PrgMcUlwwG74fGlyGlh&~AHJg`^$8RoF_BERgub2$3Li$s@yHpt? zbB^MJ8;C9SHwF1%PHFI3g`CYZ;9#2U@hZaT{`OriQBIqopsk5rKB;FZZ{z4c@@pwYub#eAh&!gcjB}p=!Kr0WCP;|zH?RXwKTVk zrKEyAyz$bxH`Dc-n7qRK$EP3TRxSK3sj{S#p+rAJ{b&J~I<&=#72x&9{{X77OHXkt zMQBR{)QoUz({zsnywZs$eTuyE(Ehd3u7_u3HZ6cboU!KyfIM0~8tuqZ8JO^Rt+eot zsTyun!up!^^_t$;nAR{`twSyH50XL4cJ!bQH%#!3-Ip^G>^hI~Yon4YaKB|pwv*nJ z>T*QeZTSPOW?gEE8_tiH9cwY0imZ{~462G_UkKs|gew!)x!>)Xwrwqye_E>Z%wGiL z4uh=%Hs#cr4m1A%0u_?_lA{Esk`1y2zgxO_NFDYD<*JRo2S;PZUl1us^fPjY3I_G7^2!5;kX=a_o?wSKGj|a z6*GAdvbD*{JONsP5L^XYU`QvWNG#`-iJXN4igdT}I*8zL)1cz1Pd(JCB8+8QgVKO3 znQbkOB2C45)mil^mNwhLem0J@k?8kr8%rSwgNmQaw6TcpZPKvd`c{H!=1rxvlQ=K+ z_pX9FXk${(jCmHw)*?TXSYl^l^+@!ZLBOiXu6 z{ohKz9id;Hj@c)UDir)|{qLA`NewC*dpJxhfknVDNRk?5Myv9Ug z(gD;~R9>u|lQgKG>;J(=rJpeZe~#vo5Cs;iHT9 ziQG^HR?==HlQ*r%KXg^{@LDG*0*;lP71p71DcasxZs(I)v1zfc9_~{4%Fma)bDmmxrXXfZPO5jHIp?>uL& zYWMa;;DdDDS?jmfw{7Nz*+{jI4gKR(rEof!?q#tkpL-IU}`qw=pnPFfIY=YcZ@M1kW$beJe!BvF5Ys=5%RN zJ*U>WY3vylk;%<^`^CH%VjDs0TR*+>$tqD14p_t>#2Oa9W#LIw53*NV;B{Q?-QCW8k(}Fh&%*@7; zXcuyz{A(ypx=aIw_pQSm2!yvLv!%C5PXl4~tpKkgjOM1azPz!JJQ5VeGsy~Y?VMDH zU_pV>fIT6oD4Cp_|0qO$t*6i?FXfN$#DY)62NhewWX!%ceYLPxxxKu zSPytHdCDbK!EaiISes`fk@!~|rugnCz_!#=Z)}hLu&&zL;?q$F#_j`EfJS)dH2_Nl)0W-;04(cC zZk|Q^zb#`*#xxG6jP$1qv%lmYg#c~_SqIC(9cmKo3x4!vTB;VAwz6@awP|Hm`6c9v z0F~oI9^~LvcC}zK{{S-7u`;vd@}sq1NmPyo4LgC3mc^K}t_Nz0SV&d`U{SkKFBNGCmCoV-#X%*bMC@{Qnw@N#PzuR|j+9&mtl@H~qdhlN z3=6*YG#FYxl|FHt)kS%dW-@Ry(A9xrIef_sNIx34=6#SzMcmtf<+T1SzJfSiL>m<8u|2B(Cu z+#ekDpa>pWfdHNbUWWKe1X7Bu@i9*^m=0>b*91559+hYf$ZjK!Uo4D+Rve>}75+iV zu4!bLO3#e9dTL$Ev6Yt_se#ld+1Yl)c^uQgiI+REx13idw-ZOqXF1}onWd1cDdV}I z4uM={ILi;bYItvVDQVkjJp}@>tP#P_aZlLFncdc^N2oxE z19DAT7b*Za2hdO!9k_#qI6k##uq9QERt&8sWEfhT0zw%N$w36ghU^ZM{o_3}@k@zm9UQS2qO!Q4qS$r~xPxg=EgmvWWc zzb%fUtHJx<^{R7@v;h=WT=|Q@9OTtB%G^A!&OK{(@)-@d3G(8xUQ*Gz$hayx&;<*- zQ+Qe9aHF`YN#WZ$(Ek7nuW?zeeKo9(BW&ib+uhs{BoDNj0LRp{>0r20pEP5PRvqS_ zGm??7$lQP{v$?tRBwsM#)1bC+>gwUndQbrN3d0^;A~uSdDkq-c|2-7591fvG&!#Z+QIIW=}m7)S1*QNJ9T#!Ws* z44Hnv=hlmbk*%X^!XRyB8;S4!MOl4A$&sTEus1mW03x`l?PQD@qCAS01Li_q0P9zt+S?sQHiZscbUap!mU0_k zCgE_)z#|k}%q(|yelWJ1=8*9Hy(?G#5d6Om-4%w_oBC@u2 zj4GYguvFv9##D9Us@mRLv}G-ZSw%$G>LWgRIn8DTrnd^YiSTJ*y|-3Ac=?yTW=p9w zgZ&wJrYo%Pwo!@z>TP7Unm;v2Z)&3@%xvuwe(WBGu%MDlc?v6F9+b&$h?i`iFcp{@ z7f?+O*%DpqbHy?Vnlc_S$j23kbv2Sk1-2}Gs<_sML&Ul5KpoV2q)dz)ZE`7*-LzKt z-?+DG;%?y7UNLtO`C6=6>Dru&9ORHIKsq(Qb=<0WH6^yGZ@fnT05Kiw8~Z-(fev;P zPPEcfaT7`NcH)3H+f-P|4guVFHCy{v%aNR5Dd=iM(cy?;*vXzpT4L$e?EI-d+|UKV ztuw=d_{Ba8wz!YvZPjHoI|(AmBr)sOr?a!Ov5RDFxD(f!0ARejvV^EP$mvzBwVRMs zZ6%4V_p(`(GB_fuNo@j1q%atu3!-_B8d0&0Jl!$?uk&W6Me~3=_#MqbsK9@BuLB_^kltw2upi-+m5qdRJj@ z7ukoFoM+OXV>C9leo;GIny%BMFl9N-09xLt#0;Eur^h^PmT{5kQLmTfGvsc?QfB~U z5Hmm;d5AD*s&ToFSYTE}5|VbFwRxlgNOr&!0eqP75~47%UAwx}Fgm#bc>}#X&OyT- zC<4T2VqL0u^{X+0;FK9^ir@F6AZ0~qL5O248yTPqmhR?Kk}q1bku20Q#r{MHLwK zBzhXRzV4q5^x@NSEm4j$L;;nyXYo)$W2iFt znVw7!YQB6maWY}1!1fdY&l^>6JkCC#Q<}!e0NaK=tFO24K35XWwR`bbWAJvD7{Frw z=72o>Ph}U&3*+m!Qm&xBW(MuQjd~#P){7jY&V)Gi=C>lV(qJMOpi}H~Kps9d6_N34 z6HMOKuV;U($l?{SbDvTG{#EO-&jp$P07SP{KD?Tk>X(x6eqZ-T{{UKmJl%BNa^>;% zQxNqe8oGQntUlB?3WW6OUBg}#AUWXmCW$44H=O4<>4QKVLGT=m+wSj($6S z8DO{#DIj|P0Q&2uYwK1a+x4jKCYn_S*kvdJTTc(^P>rH2h3ay7tynB{%QoJ~0{v?h z9_gdmAOH_qdM54|hH+W=D<;n{Ma4c|)2NYiddYSD+7$s&L(r1wT0 zh}?Inpg?0RdFQ=Ww*`R;+j4uSt+Hwt;_O#yVOhGU#(pry_iAY|5bw~@!oXB6ml zSc+}goF27cYepHlZYpxcPBJSFT}9?06ylr&uHkS^0Boelt&($AMZzy0wT%t5uKRI} zR)lsk5x;jz0Fcihe6IqfR+Yx!57w-tVZK1Sz3J$zhhqL!2t{m6!v~76oB$l=tw#*5 z+gNaFz_R3kGDT=Iv@L;vIjgbxj4&3ah5;JxVUlWe=zVBJ%V8q5&Kcj2O0o7t1c>+^ zltU2v%yLCoQWf%Q%tVh*jfUd5VN-cA3?|>krQW-KR>o<7j9{O}ngM)~j4x_(q??A` zX^kLWdIL^Lh+w4ks{-;Wf)9GOvLHJN=CdTY1Z)QendTV*0Cev_8w}B?;!O73ouE{vrk;yaxGfGLxsE-YjYNER{f_Mh5c|neI#Q+L7)sYfpXQd3tr~tXL1IobvVPq$~?8L2`AZKI`4luj3#0EJbt z^Bh#Da0%~BW5-HO++$6~=SYq*+EetiW(g@=ZJ-QR`4M=e{X| zc>eD0XadPN0~GV})lak$z~+;A$IfU1*va9kq=n@6s6^-^z#Pp&fGqi))p+%% z`Hanh$F){h-HZyD#>eIZ6ac*Rqn6G%sdj*HdeVjVr(i3L^r-|p$6B40Re2aR2LTT_ zG=NbMTq>?bN{XsZDh0S3PCANkc^wAs^;ZIRn5f1n17u|PsKin@!uF+(HZQff$E{Ek zp(m{=#XW}J1xm1&8K4TFo!O~V@A2NTHU9t-Xg(Q(?OL?^6ldiCl1R^{eJjTGkBqb5 zyW9A30FjP7=Q#D~3iDaYX>4l>Zd)GrcX?-Eo^8v71F1j#YV&P#;(e8zZgiFVLm|f* z9R4D{e$=(AtG8>L`C9fyIaOW<{ySTq9q^^)*czUr`-oWX5gzr<>Nl~xaQ66z>YDeB zJa;&RNw(ady1Q@(>0OqUplJRTvRNmKec9x(E!XokVr!dSG7%M$hMBku5BStNZjU_D zJ^r~TmlseE{{UFmBb(}OqLzsfNq?&NhU4ryWP2h!7vuaZptJDqf#E2Qsp3naD=$AV z{Wvwp>wZ3iOD(7PTWY*~5_%8JSC8G_U+Y)jY1Sq;JHLaF2mSJBH&AD;_=Cr~Zm}Y^ zi3v1#4sU_VZa~~K7?YU)3iIAyM;CbYPri0I*-o11*~+f z0Z`xJ*$xL@zWC3jBdH_e-Bb2c)%-i=YyJ+`q_CD8ym6wE9Qu6DM`2OupC7&}{42Km z2gE-P{{U&g7^t}ph*S7>o<=%>L4aLcX#N_sjaYe- zpxmkhbpz9pTuj=Zi2Px58b*dIP%+Kas6O!3E&tH1vb#EHo>T|uWow=3H0U!R&RMYgW zYsJhYm-kSU->L2GUXN#|XkH1^{Ml7m+~+4b&*xc|j(bD!t>w&LXunUEPELA`pGxVq z9d||WR+uA&1hbxiXFWe3O7op};y$N%Cb!cg+a54m^B$hnm81A#`^27A-Nsp&vU89A zx2*<|8>{$_#2z#+W`M;Ge&YUKgVwjaHSo&j?L^v(7~)(IxIV|68udFZA4l+|h@Nt& zRD8~R}N4 znc;zat9;;eApLl*eQh-jQ&7dgGEXt**d9B5Yu9vt0gFgc?w2dnkJr|KR$HETqxf(8 zR!}4b%CI|+Ps=sy);<-`{4%FhyaRAv`Rm6)Ry7S%MDX3Jxgl8wMmZ+DTf{ym)%-~_ zJcPw&r;eF5Ow(3%J|y^!aU{QE(zB7sKAnB5&G+5QboY9L?`P!a6q;t6G}lC1pq58C z1bSDkXkG-3SX^qScu}~IPsr9%G*;?yI!2vwt6l*LY>yp#e@gXDBSEn6`1@9%M2*@8;b(NYC9-{{ZT#S`#gHI=yqpPjv5NrpNOA z-Tl8&Tmr`|_drZOVsg#?O-QCYSi~_7qa*7?e`uSa`MMKOIK#POMN4&NX9Q=ZThlCO zy}1G*g+8^Trg(Zgu4hI#?_K_zV`pO-G7vV<1$!?JLJ@MIU%qN>Ls`>&F>1{&8d}Ej z4~s1<$CF~-V~^6jZvOJ`Qn@!bgtmGP)B)9NJ}%ZTfm=rMmQFG~E0zy>p&F0lVPVp{*4GyJNK+jU&OZhLxCY2j@86?kKzmJ zS+~)_Scen{S~2@91cvX5&cw>{J1g%IX|_@M(@FDoQJV8@TU(c0n`$vg z$8TEZ=kq3!Wu0;=(Y%V;0gf_FG=ed)aZFJaMi|99Td>cRT#C;U3#oTw2fbR37}-jm zqop%Zm@ehprD$6KgLpZp;kPf8tw?M^PFoZJk+6}nTcuxyA2jY?x+!C|jY@@Fj`gUK zDi19<6acXdVN;A$m{l8?@##_xx%;>@ZB{rv1t!d!5k~T?r)aBd0!i{WCYp#Dfd?4v zTCl;ueBhd!nK_S&1&sg)lUgv_%EuCY(NRYZa>{dxxf|ueu%u+kL?K2JrbPk1V~Sy5 zuYt`e`OmF%7+khC_U58@$4+W67*OKaY&$-Jgu>!4IT7`=Y zF}IqbW)zPxmo1$C0G=x2UP&P_#+$cs{&=oKypwc8jr}O!7x(HP?7PFym->(Kqx&xN z{(1hR{A-|R|Iza6K?*?3qxXZQIu(-O5`IJd>dKAF7>03-WY){7$B;P(JlE&v-Vg{P zl2%Bhq-9kMr>=M+og9+<&h3y!C<54(B|w32M_PE7V{XP% z(z2Ri8t+a9dQ*J=0GAjlPfXAToyMwL_ecV!I#)XSRJw~j#AhXX3Vd)}39zxV2k%`* zlcroBpF35LIiL;-(qV6P_FMSFkbd#)U0~ELqfM}o>f8@%=rw->!>U7^nB?rky>V}$ zUFdV9H$%*ge(QSB2TP}DNq0Y+GlIUJwbH|)+E}-mBMw`j^sZLU{wG7^whHz3u7)jA zK^co9c^S#6XbZF4ED@Fn6b_=ZCcTP8+(^LZ70=!37ZXX6`>=XebnCi3!#jgifpTqJ z641xNKc!{vnr1uX`4`rzeVSQc5ezq|?fO?k1(-;`c>8@x9e-K|WHUUCz$7n9hx z;Y_y~1y2IHIa&L)E`_9^ zYzE_+E6I$wx&35dhKjHBX4UEn&G#%Wv<2GvWb%3)A&wvQe0hISi)r5 z9znqAK(1uPr$u9IujK_+H56qGzcXQbdQ}PaiJe%#3QjRtmltTuu^5c=ngn$>Ge;L$ zLj5yXcY6L0*`wzjSaJO;i<^c&4W^>#p;5qpt95Pg?!O~d@%fTq~I@w<5_O8T0dTgPtRW!rAgP$|;ii4|ef zMo0Peq&2wLY2-Vl`;Fdx%)4>P{{RZN6v+`S3h)Lrs$o`B7uNXb3E{+)cmDkbTjUiUd}*w3_B7l2$RI z_cfy}y`{8hSNDwH#hR-op*8DmRKlL1bgK(ujUUhQmi;J>;APz2MzShEq>V{B6W7yV!Bsw*nk~3;92dL{&vspq5LCj~I*Ecqy zb8(&R`>=UEb4X&ox?e8X6a;ZV3w5u^#i2rW54%_r+}z9q6+8W_x6}MPWp09fK$nno zUwV?}IFuBLLX$uoy{4KNqfXqDz%|s|JbHR4A0qc7y;HY_dD)bVZSPP1&z9x9yN1MI z=brURipZ@!?6NBP3UGQJYUs7Qy|%zR3G3}w4Axq51acJr01ZO=qg=krE(z*thhh}d zY;4tDX5LqlY0s)FDTsDVj#!qN=~zr*M$2*bh=qYO@1ChiLuiUOU%7 z4~FUHZz2UKSa519i*K`(nrS!5o^wr<-CRkyk1ZCNDPDGs=klNhGRZSAMc|Gpo@fjf zKz9zl^yvQ3%B=fUN7JQ8CzcVK1G$eu=}j>*v&>n@#?{9ZpJs;LJoOux_7vo@cO&g@ z_V+i4*B8>^ zzq`_ln6sJGCbV0V?53gFpytcl(+qHHn>+M^n zMUOJNv5poomfkbKtQ)&RPT1FJHS7b}cEqMN`I@%w;%P1$Y093}3h1vY?gI>a)QsiCZze!e4Ln)943m#)>7=$xRsv@q zO3%2N2|GtlhO{#=+T5mhecG)&kw+NY%T>8W-NG|_bj3vkQO6$pgvYs{40rP`Id$z) z+s`$dd9X-Otxa)z6ihs|%GEIO+{v^q0iX{?@bAQAOMz>u66@17-ifr$LBrV02yVpJ zfWxOl8dPY>q(D74XBYUTc+zfKnG;8~y>~p@Omt>L#9H^%m<3qC; z9jLGm;~N3|Drgzh?dob3c)sxD`qYKX4a0@?r^>*%Cz2-QW|kbg?~~>RswLS9RE&<) zij2o9d8h+MMSu)9E1s1G=#lpz`ADc^TsO?vQP!OAy!@R9N&uE?VKi8PU^P&EDPm2` z-!QF+rA#W0z3OQ#<8!`K(DbXg9PCyqvF>Ar6iJxDv-X7*al3n4EOyJ!+|m!Uijf zuw?;2KaEm$0DbJ?5d6NPqeWb>W4VPR+>f~z6$a9zw|YQnBIP$^gHMfuxK(VmXIn^j z9sI3b1$@P198h5QHPZFih^6W4R#HNrC?f}@W;sFz;gWa&Qt=sG&5U-SMy!n>$V0&I zOC8Z+~ig`qhZ%MU1nIxS$K`GcHym!&Bh6XxnLQ4&>A*=Hf8X;A5>c zq3_;+FB!wm4`JShSe{I$%uj697nnq$e7(oktU}2U^D~w`D`@Nmxj`Hck-Fld4ZU*1 zlS~&5%o;&f;&|mu4p{W|q}dIXpDH$I1o~BGj#xl!^{o<$r`Do2j9Yf&$2c^EL?dP! zr03F}+eipkpIRB2NDb6fsOW?DqMd+aD3Brpz^Ba`q+q$ht7@????*$@qqu=3MZx5n zs{v9(0wXduPfE_)mN_^Tq-^9P1MYRrQAkS{02ToCrUhux`5^5bjZ0@KA>ecKj)swn zsu<+&$fdUmi@Y4UpbN;1skz7p(yK@ekF@k1>5n1Z$;(rsZR&T9y(j_e^5ecMQBFQ> zpb(FZuJW_U{A@YOtWqQ$V#CT=a*k%kEZ zv|zkf;hWmIsF)VY9t~YYLf?ClK?hL{#AR3#4l3*qZorU1HOfN-kDs3l^{E*qflP?p z&<9o#8bxIwVy(zrCg4L4TJz{{F42$8kb2g&zN0^sQBFYXngH4$5?CHbYJZh4-yQ3n zO-ex{AK_lLt!;em5LOuv(E3mXk>)oBpxZ1hyY!`7;uxx6?dwc?)VY%^Hktr-Jj1yB zxvS7yr0P%(m6Vqevy{&YYV3NHF^#dF^Z{sDZXQ~;C|x^Z;GB_CCEPEEL$$lrS+7~7 zB0fj008T9=RX76zoRIHeSahe_N#`pgw?33dx*0I%DrhEK63kVj!hi_vRikqd2OWFX zgoy)USL^Lim5Np&N6IKM8YM>0xTi)T$IiK=F(NMTae+)iP6G7rRd6dy8mVEXJPgeU#jrh+>E(NyHH0aOI z80VU+CWB|ZlwG6Rx}j`Ue|UHuGgZ8XY(6k5OXg=OH-|0f!#f27jylyle-9gbhjcz* zUV^(zi#>`YcKKVdqA<3~e4m>=O##f#LQfCs7RYWRP}{p!GwC{<=P<>GZnf#r-EJGC z1%md+TD;Rj>E;N8d7y*IWYBep_QuPW_NZ>OO;G?cL<^3U>IG(&K+zm8b5{&Ad5Re4 z>L>%mlS03h*=2)qZk;O<=fS%C6XpmAR^)Ok>AY=FND9gAR&B3>xOspebmFyB9nY6j zO4sZdG}h%C)~v%Gr*S6vqA#=93i`_HQLvWXJouJEc%+Kn#DzqKR6S^>JD)9?H4ph? z2_CqpE-mi$1qyA>;ndgG?`LIgk10VuoK+WiW_^hOA4*)rSosm4)M0-uqhPDhn(nj~ zchjYY`zO;PzK>fiCRj^d!nqvNTG}-IUQ;lZmn##yPzybyT zuKLeVumH&DI#p|jv$>o&h;5(`GYc)DWFUP%^=wnAc4gIdE?*Bg&_`46#0KIWmfmYV%nH$p+5o_+?jH03!^LrXGT_2O zFVd~s+qU5Dha~jkyQt8i`Ea78jsomh;9`I|a~!I z<8dCe>vf7h;RJ(P0m$3RWKLUl`bYHCAsvfNh%n`XgXA8R#Gy4 zZqxy$9iBjBKR2amLnLD=&AE+YINnk5gWj}?BgPCv3@8HmWL`<;qVwc`xwkjBHBzYPpf8DKH8OX`SJgVoD)_@0w(PQ$uu&XxG9f4zB1wbN+ za$BLP5wJGH#yeCt1(OV}{{S)CJ!)9tNZWI^Nvd8(qjGRt3s$4Dxht|`$Ec(Q_Peu* zl?OsOBC0*|#I5#lToasTtjA$%w_yaIT-Av5#dg~SU~$~g1{62<69bTPI&`M_moh0{ zuGQGVrX)*=6fP=sx3OD*cJn|SvfA9VL1m2AwT6~fE%J;E^fl7YJ-9*TuidJGGq@N0A{ojB^;b^Dz-xX(}PcnSqmH-nqXN~kJ7BD!tlIRG%n54n$TFKBc3S$ zK$#>b8LLs+6#1W%QOCAEwQJ8W^3wnTv-5PRqfO0_aZzsD+JgA`vM2)Zz&k& zrYk*M#&`9rBQAO3gan37qxXFcJsj{Fn-fG1(sC+0jmR=N6|!b6Sh8dwf!d*Y8yM|T zqmrXNO(fGt5D0$psYa66e)8K_IRdBLK@0{+thijW?u_s%@0+v}{8g>YOI)$v-lX${ zKPw(hXGJLoZ>>djl~Dajq=3|tlY1E{P8c4P_%KDBBVaNAqGSQf5s6oKV2 z7^& z!+B%1Hby(JdsG4Pdf=K+uOnf*Pz2FR!Ol4qW)K!oDHz_OZYQ*u!!hFnl z#X3b1ubXs4W4R;>`On3_v>u(MhKIvYeX?`FB<%qD;H`ND#YV-o0KjW*FA3@%C6Q!>1U8_8Sb%zcab4UV8`5+Oc;>%#l4j+Y`u=qJyhRH{ zVzywhs308HR=(!_4nKXGoOA~F6vQqZ+_dJd)Hn>`$e?EtvF{v2=z<}qGh zt?K&rw{acDsWB*r?gG4iSf)b(o_{Xea3J;T{OhyPyghAUA-dHh&VFoSk*s6na*=5| zhNgU^LxO$3KjmJJqv?7dh3tOQtW2*c>zsr1#!tOqUwEe9%#tl32x$0L$6v^MS2b(l z>)#N{XS|h*G2B7_01w84OJ8H7)jV}A;bidiVN{$JAN_IfSQgqQv#rV+=#Zr3u`A7Y zmUPa&!GFGNZZj-n085ct6Fq^IS|@OP+NsB~8uGByqfVY}cDxYCp6G?AN2+=$clZ zz9P|~k))2`v`Whm01uRwZ2Y;euy1}KMR9TcodRskXNpl>!_lDL& zlS95GWFTdS-Dmr?MDm}fdf$t5-4P5rNE0|4cJsmM-n@OTB-QWBYEIdcB|y#xK7f1I zn0zYuv)~VkHxadr!%o%C(Jh?2jvs=4W(m(V_4b*dX?lIJyS@NE-N2F4ARY+KPNk>Z z;q(uOH&d~?ykIT*r~nN5=bH2j&lBk$7q|N@sw?>`$>enH(E3*?;-4Iqg={pJ-601A z`uxM873A^hdX}YjOoMyKyg>PU_Rn8_J*X%ACqt&_@o8XOT!j*2 z9OI|dSDkpX;w&#DnqG+8q>tri?fQz~wSN=qekZ!w9EK}V{A6|fX>`8|yFMU7#kn~L zA6g1f>dLU&&3_|Z-@lyapzWV(=ycx>Uh1zJU1lgj=shda^j`?tTg0-{{XDj zZxQ&LO4A~1OB0C)0~DJpZHK}%FAc@zL_)Il^)=7xzB9VIQ*Eb$sC%08TkF@ppY0Q5 zxjYKEkW8O6q@Ck{D<;cO?pgDsNB;mwZ!$(a9=NMzH!$8edSaRQpJJ%UC&ZnzN+J>mjCgYVr zYeLe-6N#iG1JNrx-0FoZ>c__nk0Ug#wR@A^ndMwu-3vHlEgAkQ+p^PcHEV>oR4Wo5 zO?sx6p;~EZCnQMSg%-FuC89Y^Bf_vk1h*}~=sVYCX$`u+{PQc*(w%*EZ)qD`HZj!K zp6Wg>d-gC|Vi?zgeP~)4IJs(f*V@LLrG}bT-yrCsypvwn@3rX)%*H4|;RR(%^0bWZ z<$?9AN#&8;Mvb=>o2l5|G|{t|_W4na5!BQ$+s%0=krI-9dsV9o8;ge!!n=X{#=T=n z(V@42e|NNjL8+7B&keUV3rzj2<_u1r3aCx8yM;ai=6=@Wb2TD}|hsrus`?ABfC<4G;tAym%glK_5 zKYFuZAUiwp=~lAjTa+oS;0>LH8%}S&U z15n09n82$6Hl9ss6P%Qhv{QtOw2V|oo~D9uFgwI`(;0L)7qc^((*W?jU@&66>>#v7GIe?E3^LqglIyf%6iq9bh}%4 zq=}cz1by#H{QUdF&&7nZMZH&Qlb^<{9V+TTk)M~-71t%H1yL7zgPc}}+0|6H;(e$C znUBNKA};pB5mSF)!p@tB;6 zR#C-fzONn8E3*teYMRUTiI^zorxXExO?L8C5w=K9xUBo@m%iHasePR(*7h?jj>M6_ zj2u@(r)WEd*;ptX^NIlTck`{h$qYvX?j(OI$(vHSG5m)BHth4$rYqU?&-h0)T^4q} za3u;)emMMlitz0g;?q~vqPB)ZB1`-@_a9GM3>N2oq3QD9C!2VDgbR{Rf0cE1T6T$a zpXl?3*~ZcjC-JJy@T6ZN{igBl@%KhQ`t_H0@aI<0!p{u<0BMO28%95^W^@LtJ-wWd zZ(|?)o*FbLAi%@y%|*s@ZAaE~y9%M}D=FsOk-^+=#4(*h2B>D?tcu zv@2MQQa_n84!rSMcfKsPDj>F9?xU!yW5D+pYuDyIPq*M}dqwajmt^jDmv$WI{{XK* z?#>Bf)^#Jhl@H41x~(h1mvYLlcG%;dmFW#@Yi$5nq6f=f4N?Btx3kE&AShhW7h+iW zUrD!Z_dq#5)h?;1*y+%Hnl%7+Kjc>*f8&*PVW-EEykyq}bE{tJax7D2oSu~&$S%&- z{{X~GW~Hs$%nj6kkz7pr-Q=v#7GHPp3f{Buwe9%C@8raNYp~P&F=M5JIU(77Y1}T) zHPiGROINz{Cyc=v>}%09{{RnZ+JE}U#L{-nUTdfGfmGT@N^@N{30B`Hucb&_*-4U8 zkSt3QDCCOGyp{%Hi8j?=PW6Xztu$&~?Og2o zgNcGOmQZ=AUMtN)K(Gz5vE{2~9}Nb4$tD*Zng((g4|8!L@<}V4Vx<}-{JT~&_m8!8 zZnioZGXf+BgP&T=lf(}zZM7RS#RDX;@TiQLFC1sk)uC;mShzCaw`^8HZEEX@e&?_G zH5=*n)~Xue%Vc-W0BFm7ZRdey4nZ88{{Z!>gGYZm{POHp?SaK1)a-5H5!;NPQ&rV9 z9aM!w^5@!t7i3E-4V@;Py41$v>fj3)(_wB-+7`w;X|pNb_`w*fuwBUk@~tD>{-+uJ zXaY6TOiIstC&}0vtdiTNBC?Nb=abY`lLVJ;TJlVR{6GGxYF=sfGKk_BKG`{-YjNVv zLJZeUvmAlPH067HW#0Ubqu<)7Np*X2`G{@HU=#ioZFHILetkv$Rp%5ELoL(J0^5y+ zs#r9!0ZA`kc205EH9S*U!sNz2R2*l6R3*Ned6_Mbnp?l60B*^5X$cE&g#)NOR2Q0! zyiw&2_J7i-!{M8Y<;>6J=hC+9va&(r+s|xsS^(>9I>%3dCC&&PLCr+>R_Xi52p*WJC$qiOaMCDI z+L-oG>9FE<4C~G)1D(6Nyt$j?QlqAQYf{qAHN#!M&D>NibsWSvjPdDKt!?MjB_=PC zSG!OHo@;pDFp{ItRV%T1ae$dXJJ(4CjCNxZVpb;t~CB|it zdgiVqGRZQvyjW4x*HLe$#T(+}gUWdmzC&YirEv~>t*8=H&$UMs;1X2fJD#;rTTLXsQuG~79zv|9 z4Cfui7Xv{gksQkq+=stPjnU^{Hts>?uOL)`gm$GmXSu5We%O4wf1XJ?oNy@t42Cu# zp&J*})KL_3m0jn*7^&j70l(8*Dh6@yO&92{t8Wh(#Rf9max1fzmCR$lXjg^_H$=OM zq#{8hOQ0R)*Ahig;BNTG`*+FQ2IoDly1h^{HT%)&}`hF>ks@YON)`-TCt+lWGIP(*Y!w z#dmoN&tdOazD3OQ7m#gS^sR#&I&d#08M{_w(_d;cDqAkh_3cS|7_noP+SXECxgDx4 zLr_bF@~q>_H+t5#@U6tM7QBCx9Yt-!;oCSusvH5-_cf)$$CWmLsos+%!Ng?w}6I!-j5VEvJxxOHg&>o-8v?TfBeJUL7|hY)GC$9H_N{8?Plh&z(h=r=dc6MtQ@ow6#1Q=QcdY>8Zl{9AGN>}%mC9Y4 zySVZO5v#A8Lc1#0GA}LKtiz?su*Vw@dI&fa(j`)@Ao)#PYZ$HMRs*edx7MF7+<~^a z4NCZ`2rZX;k4gZocY7Qy`?d{=#R2Z*GBDaJV$VvE+2p$zIL<2aTF9xis8l`cphhy= z%2)*%6$Q}yD}0Vs{RLmWzlPC#xc+9YX|5!?xDrZoX#vyeK0nqpw-)jtmLbPK{>^%Z zo#WjS?NmC1Z6Pxj6^$6@Jf` zQ73b&a_AKla6Kwl#M^fQHuXNWxgYi(qJra1x>31*)sS=g(`T^q)GICl^#1_$*Er0_ zhs!}EM|MX_LpTxcW%<1-z(%)hec(k_mmE1>C;^^+^&VKmcNFYTjmqDJPLQLZ@|S6D zriX?^AZH|2U{fr9X- zd`HP1wOtE<2SZbag#j!GdH`WXf4^DtS{=cYkyh43$y2w5hrx7z}2*1hfhZbyM1^ToWHu z-RVJt+@}=Sc6mPV=}1;-2bm}4YSeI(^GLk*rDrnyj(T>WL?YwMU4&+$^Ik?fj>Mt1 z1CZS)SvS7IH!r0CJ~^T(`=%s!t5IB-)DiP%^s2@Zr1cNtP7 zT%OdC{LCC42Wo+bn&^>?0n>`PDz&&CU*7etqp%iT4tVE1DXoP}Ck#5`nzFNv=aMQp zWI%s--#{u%%^Of2Jjip7YSEclu>5x7vDWKh{lLviw+Iv&21)d$kkU0-Rz~@-qN)9y z%=<@f^$znSi{|i$oK~2f7C$l{n2rFV;wY?mkVhfl8oI>``DE}o#Uz_%TrV;nzSUhJ z&m`a{8TYEV6G<=1QClOXDqB+;#zOI$iZ~gvLHS4OX#MOsQoU(`E7-v!ZgKNe64=CZ z<*q8gW@2`lnm2NNF+doJU=w+MNv5T{l2;t9Z6Fgn`JJiAvA#roSG@pZBvT$r;Z~$* zxC%xRwEVV2Ipm(AfUcl%yFI7_6|D=fROoxswX;GACv|jD#tQty6tTkyY&giEOy=Pa z{5%0x{?#IYaeymbt>c;eh?g1fP|c)I3I6aMs356tc#_J#X(|P8PSMPPqHLUWti;pd z3%X&ptVEF$`>sHs3fK|0+;V! zd!kWug%uUV5=l3(s|dy+w2V*&jB~2C*WsSDCP-B>pM2IL#9{{KZ<}{Y)zhc8moEK9 z06?~_C@r11tl8w5UlAr)bv3@j&6un$wNF~Dbn$jClTnBTU>iLvDXlHuZ$3fz zW2FEjj93D8^q`q+Y{BA-r*AG)!wyYp#o|b0RwxJ~sIGk>M#BILH+q1>BogOt-(PwR zPSG{%Sx|2TkX5eT8pab zs0Q9E&15d;5WdiR3Yyiw<&=wnI+I0!^mwKdxtU~KcIKydw7ElXaQn-5^sflJ)UIuA z=2VfEJn=*xF1vvQYBQhWG*}N{xzZNci6WCL+NoQcroM#&;BM<&Bs%`3fJ~c|)|6Vr zvs}hvatfZbSPx?pgD{3bDk&X|q9hmxfm~!)_ftw`-@KkHKWjp&LbZ#bCdI3lhaRSFqcZ639q_K4)UMU3PRylYZ8*5Y-Kf9}_ligp6LHo=^d-$9DB zpV|o<6Oz5E&CT_VyrK{S`ca&fmvAb3Re#aNsU^|YQ?!w&roV$EohVo2C2 zts8GLIKZ8^#Fa&efRLD{dd2y(!Tm`Aa+S#*mFf35=@kTC$2Up4CAl1aR2`uR;sN zOPqR81%^A60n(Waa@5$joj1=X7-*;IU$ zGlxbr055vSxAR&4egUmi5-N~7 z4wM;^C{HM^d8ff2$&hM`B!`?Z?kxmCB)ySfiMo&XkVT{aoXJDn8SBK?O z=2nJ;vlU^q9%-v1M!QEMt6MY4Dafrw z0SAhaboXq7&1wQ$O4G9}OUS9yPPvyX?}9s3n`?7whi`hE&e%8{ngDEe$rN~Y%T;jd zBn%F5=}}%uCe;9LCYq}wuu!{b0?W!DJG)XKE;pz&@oO%48TYGkS>1!>fxFmH10Y4^ zvH=xlE3cb+{n1MHGsbZt!EZ{l7MflonRbCl1eX3MjAN*%$Uw@W{we@pm5Rosg54@fY~@AW_k~|eDE!4{V5D@dParCkA2xf?2O}HI z%ppk5Pjgyv+R9u7{vN&SWkr~8E2$kwsUx&#-*j9l>p&UbWRRXZ_N%c)Bx($wdaN^r zY;l23+*|IB4FEhwjseFs=0T98V-*Ny1m}V~RkQ+F!xQrk)BzZPk^^R*V#I)vz^PG{ zkIYELJj)9mr1hw{5+qBJv}ZMI$qYj%0M&7Dkd2^ZQ$Ms9`?P@4OJ6ewehBSW8I~0T zsPCG`Td5^*VojiRG|42McGxqD0NILYLvMU2rI!4o;XY7L1Xc`|mr{U3aJ?%^&e`2d zUG-jqfGtaRI~6YE^HN*f$Yg8{)f`sFZ}vz$R*kihfU?TmpGpA9l1s(7!hOcA8(Vh= zt^ujq-NWrIh3!&0lp||r6ahGhW1h7eZ;a(CMUpa`UB*RLYr9|yZUv|+%)15F<^!Wu z$DNsgB!gVRzltxI513VHb;oitxHJWs+AY98BOT36j#937bgm$3%#D%M)tGfTT;-bv zfU`S^B~`;WN^~>Cz?LHw!QbjqU>B2sJ5p(PqUI*r#A1N6JD0kFB?Vh>?@Mv3gde+J zmC6^|qX&~yNhm0zp)`{u);Bj(e)1*jQ=7>~Baq`gYNfr-#0Z_K^2j7RvBg!u(YBct z!*0$gZd@tz56!x=BA6ylD?$yD#z{F9N$O0t8Eq>EEB8UIEy44H)2&cQ_rIn(R-6i> zaU+iPsfg9dAc4}Zh|5G-hXR`vPFQRoEorY2l*bg%8Bil0RC`tEq9BHlaw=%;<44|4 z9dTNT98%zsfmQ@!Ci29HbL~{#V{o7fR_d1$61^6z zEJdGbtlK@&Om>_pt;Csey*p3@klJsPY2y`nBZej<)?41bGCR=~!+?GLXai);8juG{ zh2-A(UV^Bp-a+-NTTVFQfE;=0#W<$XlSrh2$e^=yBoJr;V=8;o%Z3M?xTr!BaJc5I ztV%{U=N)JQE$p>oHS;=}Z^g1KsOGeo3}kF_ygoUO#nQF zC`NKApo{^W(nk{!w4Q0~yALNc0M$}h=bE$#zyxi@K##DK)|?BwaniE_!#APp)~XWZ z@Nz0}2;ldlZVz10163IP{%S>xfOAIYAf#h8VPKHO&tCMd1OQ-q)bXOX3bloQ;%^S< z;g;^}bcxAO3I0O7&sO-=3~)PX7Nt~h8NI!TsdI|l(lq4Hagk$&Gd+QTXq+4xk**7}! z7oX>oT}8g1e|)P3o<2_B@Qs zK)pJDGAq&auL#=MAZ>0?tlW^m{{TZ*?zO!;M~SWUsJz7;!T$geS(@C)weXFGo{K%~ zzHIHu&mZTdXkBa8x^xK@sRh38`NeP^DDj=Gg|V9ULFTgXoSc3}yovR_Tg2sUw17tL zcMK2dL42*ArLTCl%GOf%vzw+T<&1I9*1Y!eeQ(6KTVhYKS{|iNc>O)9MeyaekgG1H z`=@W1gPy7PpIEp#nUQ@0Y_ zlN2QLo_PH$Y-##OhAlkl&)R1V(VZMfPhL z{Mk=a&tJy5xnb5diSr>W9N;L&0=nHB!ZS!q>U?1EKpFijrn#2K!*IL8b21N}9!+1x7cxmQvxYw`eZNZ7@OQ&2o7Oklp9oIv&5!77 z)1Uh%!KiLG?r^!|KmB^lxUEcG1L4x!#~t>nK)}w?k&kY*rK))IK=9?e+UTq$xQq}$ z&j%RBdGxOr@rT3@5bBb7R;+EU*{}e?Bz{7(yf@)%jY{QFd3gYKbB;27KN<}VzD-|M z*XEb|Lgk%q7h=W+I6l6$(fC8dKiII`TSo>UlpLtwWQ5x0(CueKpz?WS^bxE?NeH~@rQ&ihMlV+GAS7+%;b-}*y=qi$|3m4 z@#En$!KM6Ti0e8KaEU4iQ)*-ZpD9T{C^h%)hoa4UA-%X_k0wdM!tB8!`n|5 zXme=uvXqiG7+?-bUt{l2p5}K)oqQ+p55u2}I&$hB6Tew62Ur_$WhZV&%m;H`(`lt? z`W!7K`xxd!xG~+=9WY4mUza{9{gJ$F;5}+j6?`hy%zBJ%=PXJTW%6Hd?<6bO4wa$d zKieP0+Agf055H(jLt%3af+2UqatKem3}kjEtyPm1pHuIBcgI?_$db!VLa?{W9A^hV zfcLImH5LP{X5q0hA(tK8tE&kcsg~vwQMn&K?H6YIaUK45niFDXqLKc z0_x#+I&$FS(>!4Mnu0wJZ$a>rY6<4bzFblCQH+}JE@0Ah3o#^^QU~H|j@AAk*=eBL z>1TAf;~B^5E5&s!N5mc=z57Mum5iP-w;!mW+Q)a|9~|G@yINQRv9|<|{{T>~I%(LI z4#A(PCa>69Mxgn>cy~2)Tf`+N0h_g8*`@4Ox3v!+m{fD#q)4t_MMN9NsIH2~NxZni zqU0Xc+gRvg)+G+1M{`JyW^y(@7@GQ3Y!IKs4SEp%$?)BoY1vdL{A&|m@ph5n`vQ>3 zn~s1A@XcFW)OE=`+qp3xP_!B-wspQL@w@8Tg2yVk;k~QQ?O>K`hqz|k!?~%W+Onz+ zOZrz`r}%PdmofaRdeCgFj8O?d0BpPT0=u6N_)(43EWoc#pi>BsTM+Ej2 z=kwl6c_6yGIgs?C_9-Sh^HbF|IT+kN*oo*XI^ohdxEy-b$lT$#b?@}7Yx}sQaIg%h z{&kB@oe2vS(=gbl=k1!=({#D+WmxgKpR0OQdQO!s+bNbXGtk$wcz-}k2-nOT%hWiL zDOig}(T#*bVqci>O;+(Yh-1s#GBe94ONaE^xjzIrYYJE-t}XJ8R}>Oq9rGB=qlR~_$&8C zR*W+o9s^a)g-FL3=qoca%o`PO1zL(ecLCO$8WJ}Vijz2?z_|m6TP?{oW6xqp>}r}7 zIH}nDyF~&l!Z|rP#Vm+h4mt{nGtgAqSx)ZWlmT)X6pomu7hLmDgOiV1RYRYew2974 z0B&kRpaF^iU~mT%>=Rl6T>b2~O0<|?r9k|hl&VM=JtzXi$K^XJlL9bLG_o{`GMy@_ zhakIiKo6F49})GaBbC{{ZuA6Yea+IW`CJAfxxhTN^`-Kc){Uq8v~54#pb!7kTd5l2 zLmIw7?NKT*Mg)WJn&&><^RYZPsH*bnWn;_9v}d3d`T6&T^Ik<`o^nrC^!BcL`&gC3 zEIc9WS(07Nc-taRkoWcXr=2qHOc@t!BdPVE3Z7-$i{!?IQ2g9g`%6pdo6A)s6Wms; zA7z0F)S_=HD|pFc?iVxx;@=l_J6N>n^r#MRCr}EKN$x+Lbsq{m zH)G*F9v>2Tn-6&E9T4PtH@|US0ioPU;|~*mZ|bgNvyMW*p6VMQabEFts7vCxqSN$f zb8l>+10FMuJLA@a1-Z4Zd_lawy60{#B`?{53N# znXKG-U~)%4<6ZulW#PRcO}(HW?|j*y+``oK>mLz;_Ncs^54?LC<4%({h|IR1y^T-a z@1Mliq3XJ=j_*s_kj0w3xie3OP9k`B!hCTj)|Djb9Rh$sqNh&PFDe;k`oSnI}z) zj)xgPm3F#6g)D6)Tf2^1wtH7&1eRcpt_vW*>57Ko{D>uzeg-(k4P|3O3+1=AAZO*q zMk|%S)*(T*Mgu*n9Y<7RiqSAA2c>fBXLqW$Bg+%XGy$P=tY;FVoDKzM&2cT#<`-qp zpgh*SuY@k{HofAMf>A`K$&$G%>K_3v5>4wGu3BqBrn zT-Gp?Th%8rqY)DxrvM7Nx*e=fnWZnDyzxQ-TV8Q1TWRoSHT2D9xAu;t<9<>+@=hyq zIdsi5ZG>$n?;dI?_4ahxZ5HMA82yPlN*E&+LR=9J&`@WP2r**B%aQ;n!E1F{I_g7(l*4&Q0D{c)gWr=>xZU#CwYV>+{ zlM$Zu{KNQY9nMx*E$v)KZy9zz)u(R-`l0E!?R>T_A--s&=_jBG>S ztpH9;Hq&pB{$f4&sK2zBr|uUn4^dK`H_McLp|g%NnvzTXIs_uxJCTX?X;gIX4vHU6UrHwSAsPMs(*88z}-q1ZgO z^-xY~xsvMhQ;dm_P!j6p)zV2 zQSFM>YkfY-*enDvUj6Gj>h61;zh@+#rlk^_t{HP`@H?(Q%7JTlq|ozVteEY&fTYGE>(;#u0*-I;%h_e{l2RZ3d{{UtP@I!fk zRmeeA{{TpRu`g`U257g18CK!4-js$kVq`)S%iwW}wQ}+8G9XX~Pg=_j=71k3cclWd z9?nnA_l+a7vVg7bY2HtiLo;nt#wsbNi9S_K9@GVp=po!$ljX;ASE5x@j;?#vYga** zxo?vkW7e(5XLE4Aa2{ME)b*fZOkuN){MkNd}5V=r<_)6 z&o$J5{ly&Z6aivb<4F9=q6s`=o#rrr+u5i_ZmcP*dGirp6TvUAM93 zsxZ2_If(3UUihtqHa08eK4o?p?kc>tw^PIBsq%q5XVSDe%*kW4w@}v)^Ll!kyJ>dv zM~D;;ZaURfx6`e6OLE2J>^Z4k#9>Uf|Hxl9lfCFA_$bQMZHPU28twN0ve zv8$2kcIW}RlMX#er(9|_7HDD!SoXyLQcWl``SVM>ch40WzOmDRjv<%NZfhoaZ!YBd z2}tU7gG{ys=55krr!~6R3F5fbFXV5t90S&ehSuC>{QmHNpIWOHwRaqzMS=_w?NLnx zW=}fk;g2VpI*F1?croQ$L$vlaUOhhIXWw?*cBwwq3t(FkmM%~ISB^H%ZI zjkKR+)0fPZy#;Y?ed1kS;jQ8(C1c4Qt7lB`{8q>97YZX@%zB#ExYYE`IXA-FRXTNTY?=Y!_bwOs>zPr*Cna=qW=33L<~wg9{&K!v4xhUe<*1| zBzH7i#L&CeXFG+b$PYq4{Z-6O{jaDN6G@a6+r!~$9RZQ{W2yfDCbweItgYbdy{Nce z=aa*uPa)ceB>L6Z{5rPlzU=epE7PU0g#wVDH>j>-S=4Q;;%MgOhd?V!jU>(%_Qit- zSdWq`lhiI@gylfsa0PVNH=4Gu369VNPMl(yYvDJMb8tU<)`ZFBXOdi-iRO=HShC;0s+vHlCZm{Yze-rfb?>qiih%;b@yOFyvB5zF;p9D~i=RT1o`)pO?M`JM6MR41j!|^jHiK+m~lk-j`%y30#I1 zeIZa+GMc7A5f^?EV4ggwv!tIYQ1y55#%&|BP^D59_ z_aao9Zi4`H_o#$27BR2@`ijt7fEj{iw|0$X&6ytf>l^#j|ouH-#^ zE1_u6zs$K|(yL1w#(q)PwE$(=!{(Or4i!yK!6T6EIL}I$#kg)GX*Be zgSxJ?#BnDi^c2~kSmX25V4i}r=8>I#@66w&1T<@wjurD2w|feR$L2AXUKg;e;cUu) zq?taII?P`P?b5UnsTv_b6XhqpMh<1)x}%MEb|bIKoxt;^7Ecrv;(mX3M#IC_j++s-r4C~oHxoDcb*4h zR|dNu3O;O52K%Ebg#({zngm!*<~b*|W3IOrK>j1^S7W`lk;1cbde8;!#bg*!wAIb3 zFjudoP-aON5Vqht)Qu+5$;&rN0F}|p91eQba*wwi39FD?`DhkF&#g$#vO4YQKotQ?PBF!rrb z;{Zl^6(m3-7jai$F&fU`g^hqTL5f7d{u5mU60krUuWl+? zEu)!%kP<}}0|~8N)miwcQ3Os^`3+qfK$0+s@U>!XGTjI6`Q6Z(EC)XlqUF1Gsfzil z<;Zipq4cd7w8xtfc{oPE890 zk8JRm^1_f=m^R~kl6WBg6=F+~4Bkw`<$jG&G#62>(lV!lJt}`A%z&$nKHcym`eoJz~}6+aSX+$g7ZBff_vP z&|V~<+MTUiUL=L_Dot+%={#|EcGUpo>EDCs~JED8<1rz~#aaRl4k>)UG0qwLR`&LRm;;KAMKImv6ACJ2Bz~;C`3rSo=KnxE+Z1R z?!Hw@rf+uT3gv}rn}X^PE)RNzVu_!2+?DH1?lSZi4JDu2o2EJ%!}8e50-jB4Uf+=d zqHqTotcatLrwqIi%^@2}VB!#ShN-^5?4vJ&Dr<2e3+7dsvapuVek(9CU~pzJO202k zw;+jrNX|1&LCI`$>rYtsIA$0bpoUsoEumN+nDbT(ZpsskcBvx*w%$t2G ziX^v*VvVI`scey1OxedY$pncB3V1c6rduh43fV0{6tKYyH$mrQtK%dU|I4QIE{ZC(!H`HZf;1Zq?Sn~4n`^lnpBf_Q9v3(+9p8za%yC? zia*}C-R)HboA#8=YQu1VZE=z)0zLM`1=@4zPDtFi5T}=p^=3P(a(?CwN^TX-)#KiP z65y|r820N`S|^e`qVjrF*9<(d8WGQ0u9yB)WOXY*4f{JN5lBW)YN}#XemFFZcy51q z&9JRam1S88$n~HNOJW)vxcjGpR#o6eIT&-=t4Auu5Z%z!V&HkkU%mC93vUvVvNGc} zAIj4190jbKi{kQRoG9ok9_Lc>q{o@ZerN-|isIaL-{LPQ5_hptE!qLWLMMUVh`^Itz&=-w<6D@k#* zKcE%RTCK&i6q@9-PzScP%pdAQg5$kdis2V-;xk@JZF?L~wdCAuUJXVsGlwM52Y+*@ zMHHA(x}uX)bQwhe8skANKbhtdD@V?OIk<12pbnM`xh_z)3W~O+%77Q~tR&TKqlH!@ z)3rS{`)m=nX&&{M9a<^YC|_{&{_JwStVhg zN&xjq^_ZfA=a4gxdgmqaQ>ZH+HO|}ken7#cn4hg{MW@@udoiF1lUSbNbIP%)QcH$# z@eKN!(1zM4z$<}P#hh_3%5by+o{u{mF{it2TsCu7mN?LyQ#{ClCQ$IbUeQ(-NN_mGu{2RY4XX;FD_v0eeDYH`UX(xc?3+KD!Z z`x=82V%Qh^$2hBP9^~V#I>ywDyH=!D-!@43Ye>Xp3u}24{O17G^&PSD)u*?00Fm;J zm1fo@INw!a8O;yKRaZRLwx4COGQ&CTPmru`3}fXLr)MfWO!*&5peq|>Qe6k(R&3%x zxN-Amr6aSy&JG1J<`Hf3kIdC*##@@+Sx|5=Dg~WMDmzpydH@L_sz%{M612%Q=5P>g z;+6~53RJfuv80|!2h3^(P0fVKCanRi`iWUKt74^DCV2PB$UQ28Y3x8}IP|TBfmH_Q z--=*YRtcN~lU5=UNX0=QRk$O9FWxfnYIx;GbF>_G;(#GoSmSRbb*YvI4fAjfKgg9& znyvEp6)BCb2qWbJfG0#qz{fQFyFVQ&L_r#bJkzi_1Cu}vbv<#-A}B5MRH0b)6*5Mt z_xsQT)+A0xH8QXrv5Ic&@k`T>S^!3E!#e&2{y%sN!?4aR%U@i^q@-)TLonz!?I2cM$!^Px8`$>Mftj|BMP%zb)`j8d z8f{|jEzw4PU`hP}HSva}@$2Fzi`U5T?XUK9dHK0VIQs1si4TRYbypgXimzJYRyioc zAE-5yt1XezsGjkw{?NK1o?SP=)~$a!0tBaW0Dg{`HRm_JIq}}OjJnO(h9~|72r>Tv ze1Tl7w|YN^m8~?`zj}IObAG(jH1yYXV$D8MHs~+`{#DBjpHnv@lt>Q-Ra#)`LWh zJu}04R+YAUgZ7C}W1c@+>n-f{J!Vm7VIP+W@7MX)U#9q1Nz>z5?@sAY)c*iqYSEux z2*26-QUKjJJde+c=Qc{k3qJ(u8d3|*RzWPok_kP33Yok?wr{d&Fn~uJ_yhH>X8PzP z%=*>PLyYXsa(ec!KGb|usa_d0{RR+;oNvg_>s4~nJ6{xdhR;ll&#v8hv$qP1+w!j% z)I3S5>MGXSDPbG)&N%$)%z6|S&TsrnIg(Gj6rA(;Q(sYrcl$1b0bKA-GyKIDHA=+# zZ-MQ8&UH@`TzS$l&JK7V@Do~=*?En>hLd3(7_S)r0D)GHm*Aa3@C%Fi#Br0JdLPtQ zo~h!`4|qjCv-G&tu7JjQ#(!F(xltvDg~STlkBKJz^K;HIkD#h|o-=~M+fUG9IOtoT z{cD&@y>G@hO0vjWAaXz$A3@XBy%S3C=8vWBn(;PZWR@qN=Rk6!D@V{DQ%2M^SHXT% z9(nxhuM6R=0wuXBs^~sppS){`*L+_h%l0iS1&DB11O64y*y&n^wBqVeSOfe=kLOC` z(QI@&$HaTffMU}i+N^e|>U}FWPSN!%*B4jW0$xr|2lKANJ6{fI7Mt$db;68*Gr|3R zD|bf__J_gTOFVy59{%}WdK5BPk#sNZv(ahxBJ-hlZTEZw{M*BRn}i1z**bEoK_Pjy{?KK|LDcK&0jzwssJuHkLag_Ddgzpe#!x)+0FjKprf z>wL|O_pY16ehbsI8&Pp^ce&)VXa4}NSe_&C{jGs(9XdZUUV#4q`o#fnf&;!iQlX9w4gPo;A|6#fhNGvg118qdU*A>BqJpClAJTLbe6gW)x#ul z9q0}YJuA@cd?#xgtFnTsImLGH>2X-D+jxLwUzl-Rp1I>&Jr5)xAx9(Lv2lG&?rYu4 zVWn9ci3-CK1J{CU!Zpu{vtRj^I&4^rByK(b07~X{&1Y5doy^yl(irVyKO|$0l@6Px zh@cZppdt(b>yOH$>V!L)ZsO)cEy|XV_iyP|qjZ}Q#~vHlROpx5oQ&w7yHnU#t!Q2z zw1V0h+9F+sNFuRq?2Tt6m7-v1J{22Q_VIJSqWf2*+uGZ~2vooxl^d`hDEV>GYnkyU zi)=hMZM^>e?T5=4&H>~CNXX)vIgW!+*R1qgMtg|@alk$6!?nK~UFr_-+JX?8=CvE` zSHyCgo3=Yx@V%C;!5lhtAzuzn9OrU@CA3l$GIxHywV)Oi`{y|ASVYFjGvg-zgTD*e}^>n z48aC6Nv35d*w526xNX!sj3^ithvIJ@!KFrY?KF9lblf|BmCE?5#`h0))*3X3$De; zJxwx(>2`(^cUH2fE!QAZ(-Dj)#VYb~Kn#$oumhSGJHB3XK@82c2h3|q-qqv(09Z1| zy*9v0XiGTUyjF^~!-ebXK=T*m3y>;O4$yImhU`NnEOWS?X#<8Cp>{SmQ0SdwtmC+c zAqSJzt-=+L%~8PsDY*5kO0ljK^{ZquXyGh(XOBv|jydWoyBNj_@rsfrcWe>GAr?|X z$+n~mz!XM`nLe~`$pj8)ImzQf4(gpyhWgV%$iU*I0D*%*p2gK&iSqZPQIm$Hft$MU zDt&;B#(-N95s$h#6>c=(XPOlWKPjs)f(CP2rDFj%AG$crAv=CiQ%F^D$0niqdgiX= zv{ztDQ-bl$KYEi+VUfj2MMe(C3r<)h$2DPLJ#)63Ey#zDy+9F1AIw$8O+Tj?qs;#R zmYvN*=PLrh{L}$1O&Myf_J;Kozi4k!K~_Ki)bmz(r(=aHyR~1o(~GKorGnu1tFpSI zF2Xid8>yb-5uzM+BELUA@Yz?fw^Fv`7f(u~Carln`!%}YzZu0(XQ!+HNpf(9x$9HQ zb7^FD#4?}WpbB>S746)mGlTp_wG&3Lv5?1f;ic?<$*lQ2LLox1N%KGBT;dIDQ@P%` zWY1m&0D2@IA%{!1md+IO3Fjb=rnteXUESQt5ONoxAOnoopxAspxiF;nGUT>0D{{|4 zx6?5Pk`%TB9;DV_c{Q%&l^WhMssIG`BxbyC;`fSf^^~^ohMJ|G=5;`dc_fBYo;q`0 z`SBA|)BH21vp}I4RGvA`0Y3f3c~8L~4gUbbVd4w#9BR=IE&^5%eM2jT9FA*3WbAqu zg8mmrW8v#7JyzKHkF=BxjC{TM^{-pC(=>k$+XyVxU}4uB{=Zs=^ThG#uF$F6(fJB5av?_;^)BzT&GCtOg&PUz@)AOv8J@5mpSuJ#WOxt&*3 zO@sXUS5ETjmI$!eD&>8@#(+3oFTvAIEOP3sF(2^y{#D*uY4M2!Fu#_aG0rhrmwMD` zjy`dLjyhLAF0(W5Smg47&PTW9Kpk$UYaN`w>k-wvS1mS=rWJXh1sw89=CTF+vLD>b zxc+saWv5MdCMIH$KUV2M5+M5*i7g>5rpe~QMo3}L>s1el^>ns2H@2rIx&Hw5SD;GT zK9^t;TcNpn5tEv&X{$r1H<4)$?ZfX8{{Yski#R_IT-mh5Uok`{n)CtE=o;_I`NtS(8jUiYmqRN#UD%ze~olY;q4nufxPz< zPJ=n`{LOL_=(^>LD%s3flYqY{tgG996WOavbat`m1~d9l2TebTVu?+yvf%*12ZNu= zvE$OUePzU}86((^l|xO{?)3Qn)2dlB^W2e|=#Rx%z(}m@{FNLNpZ>KVC${ixzH5E9 zO@kfr{xxweY&5u8VvNi0>-yG8_@>tWZPQL8Q`7rJb=cuiVEe_7%(&Fw=;d-y7 z0y+EN5yv&F+v(Ar!+=I;PY-I>*05bXpeg&=BQ@UMK82>l8&8Qn@_GF$pVoCnni#&z z!k(*|24yvsg^PmNlmX9L&y!h-Bz3YmK9#v=qFrCxvV)xn*O9_I7297 zz~E3joosSgX**27GafQ?T-LGT%VNUT*?|D^RDboWHrK=2&xvmkUxRHQY~$?o{&IF6{Bv6)!?uuYc^f$E*NW|)#N!rY zY5~*Ms7a?rKzZBd9jO5|q5}|u%@3E3q*YssV4NIdtzT*9h9MokF^b1`56Y6%z<9li z6cO4-xzFAwoKYpx1D9_xo3P^*mHv?fu|d0crCPOw#5fq?xg z1E$CbHx5!U)X)Q7Yy%Ko%=`mHT6N1E*H}~?2{mW!u|N7Inwi_xs?4^Ha{!L^UnmY} z11eb}jg~l9%^>s@E61we49zc<5dI!IQkL=;%d<{C?*9P)09{Pbh*Zfe*>l*?1$i16 zO2urxV}XqGO)(Mk%HdR;9{8st+&qFiG4pjMtX)_ylmzE%ckh!x6k2Fec3F=z2b0pY zt*p1e*Ej8jAB|O6lGqf20C>kHmE(CMGF?mM#zzB#Kmt!?3z=;oGMr~6?T8f5c zD!JfQ$i|nZD?6R?o(4xst#Pg0Nr)`dc6;zEL!6iFR@TZM=LOf+sm-p(lNE~PhZz{_ z_|7vb?;Q&vxf0{Pw3^OJi=^HtH04R~v*nYL;+%^ZpgRXQf=~E{0M`exka2 zF9}-dF{I}V*ylg~x_!pEV__40kcX6Zqo|nsZ3@dylsv=@qoE)DdPzK2rs;nyQG$J| zgSyr=ZCYl@D4jpg6>CiJv)lsQk`75UG7Hy!C)Rah@mV2_J2rFuD>@Ah=H-m{(ld_Y zy2v!N(=FTWG6mi1{{ZW*e(%OhXdcSZLmr!`Kw3IIy{eolfsE%lHHCHJJ4+nf*~jKc zc+VgT=QV4cR{Ik(Z3m_+LrKu#nHEcv^EFZeyIyKn$P(e0BJ=~Htr$EtdpdolLFI$c zl0TJtCYhz%S|HsY%h*<&s`EC$pd$YOpGtQFjj-_A$|Lg|cHaF5^RAWjIAf6vKyLp4 zX9lI7Y5xE|v~v#T2C3ppokHYW={YKR&mZAQXW<*k zWHaiog?@JRuS~PiwEZ!5M-W1Pi~O3@hRpw<1_U>zIipM8sq1syv#HCbs=B*1j zyub%Qk$t=JSCQ(P z)$XlvBoX|PRojb;tx86@f0z@{)R5Q!HNv-NT$i|+>J0wwt1UEF-mOZSX^GPR0W^bisD&s6pb6A@Wo=G^`yjFa;Jes*E znTAyHRMy(&cHm^xnevgj3WI9psuZ4BCKAIbjmJDy{{ZZ(w(G?|`z-+5D`c8iGCI8r z;$E$$y2UejiRwWA01Ebf58}3seX`#Cd3(4&=WTr5C55sgfV}$Df7!9ASC4~C53~wd z-tC^oU}Jum$N1HWH0dHxQ|9&q{43*od;L#LarP^d8SXg6dVhxgD(d=pTTMy##D9+* z{(_T%tXb@H+J<6zL+Q`uZ7jp=lbU1E*O6+{QJJ|f|8P;US z01CsAnjAln-BYzF3=cUbx9=>bgzse94{D@spCE0(Gyy|&fPBhLPO>Rd-0@Z%O&Z`P zO;bdbnS_c{HAn?J<#Z%v2YR;4wC_>K=~aYNDB7oiS3_YPcO)aHoOPS3JZwE7GEl>P2!n3F|?T z*6heuE4ZGRs(>+*o>X=As*qiA&v;vBpZWuG}cvc z066rZ3l{em5kKzVD0<@997taJ?>9ckp(p zW7QESB0;r4u037J+|AEgdl?xsH&f1ir~}b0^; z$ZC=}ik4`cg1k@%s=dIKJfH#WDyg;$wFwMYn&GWA3%HM!oR;FYjMBr2Rm(Se49=$3 z);Xpn{#*`~HN~W8>{pC)T%E43apxIWecI?@)*`sboNW$qKn-}>VTiMjTF|zOa&0e` z$25&KvJJ5w4OI+~l2H83?^kdpN!r*kE0Wx1q-PBneEiK+Qf6$#$0Mn!fCe^jaI{lLvT5wOPL-*6yqFH zz_PCORmt_L#u-*ZAB@lin67360B6veov)>g4a>OITYF;{EO!pn`PhaF5Zu%OI?HP> z%u`^`IrXa{Ec~W*P!#ZSRAi0gRaIOzGI8rrWn2|(pgfPQ0BDPQCPL`A0ClP}*_qTV zOnPxhUEm=B&f&0%}7l|9^r3M)4xbfmzNd%*JSgMc`y z?n7>8`LS7#Bf~Ig##HsKt5`v`mUGT(0Jmuzepi?=k4l<*Wt1zCwDrYOwSnaevnn%M zvMka?c zVh0AF6sc_pY;M57&2N~k;IL(o-s3f`pc0Yh zE=D=443Vo3lzg>|q~FSI-dAjra0P3|(!VUYG=ynIB0djc+M~K=E})Dks-!w|y9KHe zTX*jta5b13P$48A;qkVFnh>T8~OPn1gXed`^hlb{=M)_^;BE}?v)pU$4QkjE%8Nrdzj#I5nS zQsD3_B`$7mSk=hF=B*2PUmL(sD=;W6uth4pseiMrn0b>aIqA)6+uIV^ z2RJ;|pV*?4mOn}W=Mzq}U;?I1YFX*_#Ii`ZJ*wEXNLv7m)wQ*dm6NET381xx82r2s z#+FNVjf9E@D%Q}T7wy`VP3DcD8UW38$PB-G>035Xq;ZFDnUA$T7?7TNinB6>Pms_8 zx0K`t;+M&UxW+M6QA>gd$*CfRh&gOxfHZzo9CRL)QhDSmR31B3nB!u*Nyw+gVi~Y` z%>ZS<`8YhcrD(x#9E24gHEBnu!vWm9nztB8&gEK$Z5@t&YiW`8mB4D(wY3=vRDEjX zj8%Q09KLQq;xX2W5GNvMI6Z%a&jvQX1Ut2CQk0Ar;gpCAG{>f zB)VqvBrXmBt2VMWH>u&PH90vWfyG>eNYS#ye(9hKGTb|mna({ZjwcVfbN&?QVNCCo z;GWfRGKVUs0<9R!at91gKQ$+AoQj?1ZWnLkN|x^<0uBMDNfIe%7#teehS)@#s_m76 zC=wCKt8yqWw;WZVDnT5w94ABGwIR~v-U&Q=)tKfMs-Pz3qFq)@41v4Sm(W7$4tRULEF`7WaFmNca5gtuSq!GzHG?B?|yOT<1XnVu`Ry^>>=CkiG;=C;lGC3eU-#|$B87%MTQXc$p<}E zt9V`M9uTx!Z9Xv4^;60J03S-L_Dy@lv!s_f^8WVV02uu%2PV#>qq0Wsp|99jN3%}C zvmO*<`ikeFu-7%|mTTwo;RiYP{3~u9Cqc3sCd~H;a0tog^RBwe#{T@QYaZCxaDA!~ zJgny}G}~P)yQ6)f`*uIAZ&_(xCD!FfiZ3P;*kF(8UA~>+?ITG~v|gxb2k|jD{VGX3 zUnG;8O))Y$0=UQOD$`^4i&}SuG+iVI)T9#1eqy9!AC+6w{A7ktqiImRw}Y+2+>eyXP6mB`VN7;93+Tm+BUSM%{{UwP zq8tgYVmeR#s_481&#)HXBYq&$V<~AB69!@$M-t2J-(X*DCih}_3>GDJ{{I><7f5Lsf0AyhW}bG~9V= z{dgba?@W$Xby}vqr)UTJKS>^Ifx!m@KT<246L_b^Xd-y=3Z73N{c7lkhOMlvqqx2K zq+U)>_!CtwJa^<M&au3M0Gy70GhD=)&F$sG z=~^(#gZG9%sH&QOhBa+j{{XbSNd9VPD4Yy_N8Y;M?Vk&HI^Eg?Q+JGP$^QWB&{~Qp z>0Sf561DELagcc{&}Z->wlyyj=>8705yW>&M+&*le_HZC5`03}JVhE?TgBxj?mhni zO1GtWCtlYiNhDkVH)X&5bQDRc_@BhSCYxfjLk~@hj)#v*>%1Z0Gjk(c-^4i_Gje(V z0QJ{JrfE7?gRNTYSCDzbsmJ5%T$a1>V&Y)-9v_Fv2aV?(f!qQOM=}G|C4UZhN-wlr zNTH({Ds!F(wtXwd{Aux${`eg~!|-_#^z#l5MmDGy%qGI!3LjxK)j#i2dd#{{XBj(vw26(ruPm zTmYk%HJjou9cVrrhs%U{l7aG|{{Zz@iRvCB)%-~-TwlMHZcob?KjDhYVtyob-Y4N{12jX$OD8xtJee+UI$0PI~@TjU0PPDt=zo(An7|8f1PVl?7IFz^ zVbyV8u3DGGT_ZqQEubH0oD6VVIXrT9pG?=0-fF|dS51AXTL(m9RZ9#J=mrO^XV1!7 z_r4?MzlDFdW&Z$(p@-q$#F)RZwWYd5<9fK@ z4a=N@J&kzh#oyV>z<(G#KXVgVt*)%m7PfF(<&cIe(ZKu1y?gI-df~BN0vTNcPhxk zEb&%{@q5Fzej)J1!ufKlyRJ@Dl~O?r2R|_U>*yODBHv7mLW7L_!?|jU1(}bbXpvdl zMzW^h22a+uWS4X8w>xq2fm5)aR#@T~L%|-kPJ7!88X2xHh|FB#i<$B^P}M);U8hZX zdgL9X40_kkH!wx0-L>t*?j-Olq1SwAbFWD%s3~rw;2t=xZHuHrNC?@S^WLQHggI5q zn1(2E5c&^#qFcya^BhQffBLDn7Yv~q0hexZ>H1e?;m-%puS~MspO>p2Z_c^R4n-bY z)>vW~^#1@juKU9N2AbyN-ChFzfQs*-@Xnp013k*GmV+vP$u-VvKM`#0txdL;zGRuk zM{m-rVs|_HtxH4jUYf(@^8n~8z&uUk4M)YZBEunq-A*=x*17AK)V0f@J=}$ps2}9k zoE8ffB#3mOuu8+Mbg>X-k+<#@aV>ydsxoTa0(lNAQElT;K^boJBn|c@v5ZF_BcAnb zNL+w8H9{w7+>HFSWq|}S;5SO5OB(_Cw{@p%Il^*jzD$KcQOB)Yf-Zcu>U+=xv0G$^ z>01h_kfG9ctF#Q0^5i*anGqsbJg+Xg+DrV?=0-d0r{U1CTH)5*ZF;^UWa=2OB{mo`WE{7^og)Rtg6dI?SxO>?k?QQOFnNBP3Oz zcVWFdR(wD^XV$MK6Xg^M>{yOvVn7(Hs0*$@#w$D!56j-H#W{!&!*HM$#)3$(kY5~9 z%E6c9@6Bel-LsMp9<@oX)n5qwS3#dCx4bdNc@)nwFPqG4RwHUb7@~}yTBIjg2@c%W zZbhh@X6h}+X!%Eau9vb0EDy_BQcR}`oYiZI!n&#){{XW~nU9d#mr|ZWV*`&`fID!- ziE7Jht&75BnuO{v0`NB)Ihm&+y3)?)AmbHQNu-REo)4j}c1>pC!B8=pfZe-*2LyW2 z%)^k~H))^#y&r2&U)Hj|*5C8UessTVZ~5duI)dzv|JA^>(SuF8>OirMy#;8!_Kl`4 zAyFaiTs{7=f2qo`TY?nvkFVic`d5TCEl`6qd1)UwJ?r!H?+7n%q}1jia-{v$6+9jr z)UP8&l;KAtde@=ZXjVE>=gSW-b6XeJ7S=YYc@7wn(ttSKE5R1w&CSB#4%OXTLtz|= z6ft>V3TC@WO?^An=i4k)l9S>tt+Gx72rz%GT zdqeeOUY}#4Xj&z_QeA;GtAI`_TdxyCr=gC*01IG)-heSQ?+aV$(};Bj5;JmhU3B`E zou$GfwICls(!8Sc#W(X#&o|Bo1EplPp{QJvu|&m>PV@oVYF;3=GBe#{cVKIheRbK0 zjxs^%im?}kwOvJ4=Jfe!y>nM%v(q%m@pB-SG3h`UaoK9xmB5t7O1Dl$X+@#S9N}&x z!Y@_H{{R}A?^~Yb#kP`xBODXo6&KjX|nP;xr)K+Hj^>biug$r(tSzC~(V zK=Di@xsw?BRd&_YpX}CXe6jaH{{ZzLQDX(^NY*(qh$Zl;gOw@st49ZdjkU)?0|EE_|xtRL*XKI@5N4bN{{ zh8;5Vc)GiD6i2mQU0Y1BZzk6=vhqpwpbXglALy4dmbf_FbAS&Ytx&x9O{dCnWqak8 zJ;DC~8rZn;Y?1?Q9DJYR6`O9FzMy|}3jYALkN&*_Ia}X_kl7LTO_Z6?a-tRN^K?@$MV>V6CH)wT2x z+FTi=ler6l`I^w5!ao`9e6Vd*qa6yEzs9|a^TsnvA&nzYGxE2m=~CKQc(=rJGX1Pu z+vAgfe=3_H9((eEcRx*uz}BO7+{laEUJ zv&DJ_nc+VL4MO(d%QOq-lgQ2&@$|2e{uN4NM_ z;r_X(X_4zXlNlaQ;@}Uhc2QdCx=fLYitmqukZVI+@%r0ajW2&&t}?y4w-T2R-rrBDJi%A*EQdz1)S| zbIxnDvy#ZbGn2Wn z2dAX~Lp9sN1d+Df{{RRTp4x*?oTyJyW>()P zLMr;$-0cfLD%=CWsU&?W1S=WLql^H0&<0vTb0mk$8$C@u-pbrsQW~NsOEqnYn!>yC9v6!_{B2;IK7j6jnEJNwO?T@v9puquW`j? zdG@gn-2U=bIL9Ki0_;q|c0!u~>Uca;$+n9!m)zs9s^Kp#7cz~A49BH4@FJYI%4RLmyG^`O*z8Bw_Z`=1JCo zGUdPfK?!LYQh6q(x6v*yB=auV`A7WrtqZIF0J2BrTL8`I2lcFWpHjb&LKMWU)aHOU zm9)J884LW)$FJ#J)cTF)qa#INSuKwxus^7+n{N%9IX=^<0Cx@xAL&ruYj9d--4Gp} z3ZMS90A?N<)7>LQK0V+N**9V*2$a&W`1 ztyRFpX)pC9+ZgiVZs!#t(sa!_FFtt#NIGLV{VLK=EHohO!rXF1D=1Ba5(!FZOK+?3hUhe3QJDmRjB5J+=0F5*o z0Cqu%z6)0SD|xP?1E~I#?nIG;W8s}QO|spqIF0)AlUTR@F}BkSEuLm{;c__sM!C!R zb&nEH=Ls2HE<<_LN z(>F*~AYI3L_3@%v+ozKXnKyS8W*s|DwZp&3x38@i1IulEKdD|_D-nf5!dIi|`cxLt z87~tO4%MV?^qUkn2_RM-GuF7ROT?`#%&@NZe)PcUp5+y?*JI2j<+wJ7|TVyb%#WBJydkAdyt zRk*)zGn|D2yT*@C%SQ161_ncHPymQfn$Fy zMP=&xowk*1C3pGBOU5W8^6mcfo+#GivEJOz1aanh1{c2{(ztzZ#`bo|*0yKo z_RVp3_m|g5WM?W5Z~p*QV?%1J1k5r?>suPww{@%P8jGt>DODWevf;FQ>B}=?p1r@F zZ>F0o$J7NsooLzGLurki?doU|mmRXge6?Ozu4>SXBIFDj(0#JXWQb?lsa+Z61t45{ z=71a>8L|KsnR#kcGFzX$*0iCGQaz3Lk6KA_94t>KwKFrElIAN{Eg#LebL?t^+8G(; zRSM2C^{dgw9%H-`PjAFlu(p+cd<=om`ewHSks4bxh9bB?GJgvBZ{tccYEfH8H~?ey zudS}{4D%(Gxxp=lKHV$k?;hEvqvGVYhxdjus7L$=iqf2{?qeixcq2p>ei*iCPQc2n zLF1AtzNie+nBXLUE8BEmhsNhfwOgq?wF;*nMIQB~ci_7_J*#I3kf`LG{{W2+THGS6 zkC~TEc{2*584q(-W$@+80l_WoE9fNf@P{(BunarZN3;9c!jtGJb1=~HOMeVpqGoOZ z^r^*)+a0L93ia`3l7g^NNRR%Xz6AX6eaTpZ!4pwoqX-bYqQ|nrm7x&sM zi7H&2CqYx*N&()Z0<$JD%%KUS9IW)+Gvd~zYsRRC=H0m3PCt^@eP{72!xw&AqnMxm zdEt-rub6($8bBjC#S>|bxJ--lde8^kP--@sj6&+%f``)?6+hV;>*k5~4_*!{<0}n! z#5yYf0HMrL4^hGXV!J&f;_kDhFpg#3hp9Lp$W++YEc#RID+=Y?e(HsyXgWq)Jr7#p z^uLQ5CZr>dSMsHAulQG{TI&{9dkiE$9e>EB$XU$E=6Q#ItWi1Kje5XPtXN(5qibZJ&7&rpC{{Zb2jD|+eDn`{F zKmv?zpgB&Q-l&MKGTkbRu$LKZeJcb=%yOqB@M_|-swqR%b3vJ|WK*#hoYj{p3EBop z{HqNv{IdRG0t-9Zge)^hUwdZpTquRF7tuMo+CW=E_E2Ef*kltyDlcbtHDE7H1NXA1Y`A0y|?PlzgctAB8gJIU;g{EEkTI z*F_v`k1<@y&{F-KM0>~tp0oMu_ot;;FcnOLf!JbzH(|Uupt>XJUgL&*|19^`e@T2vlK>PC_EP7Ta z_O9ko;~;WJwND1JtuQdfkw6_D+0<^IgX>YrZ!C=-2g}^kWz}JL_B!%=Rl7^be6bmC zo3#K}xqx}Z?ch}t!Uszo61v_9<`rnrVtg6BZ|EkEhuHHHN-I}Rc@8cY8TBc>k53?JemNU32)*kPSCyUT03td1;YHIt6G5s zAG{oOt5e=dbb>h7Y6<|2^C>eq+Kbw=;f(4R7$0y7m`VbheB?J;-qT@@D8Y?7cc2L@ zEE3flZw9B5Cw2;*D)Evfi>_SNZS5G#3;{q8U$@vSU9P0WXeCZQbiB zdox?QWmCN>7-Ius;1NykGL&$Aom42`8r-(JR&^46(^+iU>GY#?cKB9eb4W)+a!_!f zH>FpOG?Fr}kViSDTHMB@WrMG!X-T$J9zq34lAAT&gw@Vw`eRhB)>V0NBg!As+&*#9@r)SIIpp2yJC> zS;hxyklL2ZKLJM+0b!6#3g@p%qd%2wJhoi3bgHKA<`NkP$|}6q65mL?e9J%@8#W*Z zo!_M-U@V&(?wX_J-!UU_z^k%J5RH7n^Yow%XfDJV3^#$&w=FeGX}@=I@_}5GVS)!W zP1a0#nZswb0Cv}wuucq+oP$|22DO9klGR&JySr37`C8}%u+I?l{#?)pIU7Z@bBwp8 zX0$r4^Kk+YwcNd}h)@FL`qU(Vc7cWTpbj|QYQ9$DrmopvPb%%W7y`Er=Os2BwGY{2 z0IIJiy#QAGU1AET zxiya@iL}c<-t?%Un>_5}wE%Sy1S_<+-t9x_!dTl2jP$JdB;KQM1Xh$WTSSi8+6JCVUKFx zlFr?;GV{8sG(thZ#@>_x3`~gGJ*z>yxiCi+K`r;G!*l6Ykw_mm8)yJn(Q~+NC#7v$ zS|pJT<6|133T|;A917BT#sSAP0Lk=`CNSJoKiG|oZ{n@RGvf`&sl5IOC#3*m9R#7t zJQ`o@IRFG4*3g}@GsqPpT`+ylMjNF7bC0A+y>arI(}zx*8x^yUTGe}pZ;^l?)R087 zHqv&FS^&&TIUoc{Am`Gg$#Npe0C%pE*2>aX+RczETbm1LV`CpfKp1c#MPP&RrD$bB zt&`1Oj1Ys44Ix(~fG7gGoUjJ8w-5(76;e2x%-Z9vUI?XvuOL=nOB@Dl9Pw8ofg%~} ziiS7Xq*ax1w>Y2$3IlH(gHcF#HyjF2-i}8@+N6#amzg-l0!)_O2UZnm#ySoKLmW&S zJ*q?JKN%Zn8D=?RRoT?ks=-%soSLuYg&cJ><%&h))_^W7#3}cui8m$54kcIA-t?L~&!6GlGx7(SGO*p}Q*)iq!)=FEo` zX;jDxsLm;&5JzJXId7PXupwC65%8z2NEgXm6UpYC68VT-#c3VJiJ}9e41-AOT2)TQ zmKA0j{{Vy_^k}g^K=<@5O4^GwBHIE+hjS1J`v{xz&6> zpevnH@ghElIsGf(&2Qr;#ZMZtznlG&V8?_-LUHcc2C#KaLe9<+Hmz`GoQ(ef5zpW& zmUxBG>xLP<&$E0*@rT1Y8Z6cc_UT*hfW=4ZE5Uq4`$>4N;z?|6;7d5!epOaRKl%-L zPuX=35~Oz#pR-%10Pu7CtG4j}0EBcu4%;1bQn>T3&}42W1MmdbG^;aztD~BIOUHgG zxie~$v=)+e$x?qMuCC78!+smLSz8iF-+75){Ogz1J|V|>B#}m&wx5#&1CBqtP1F1( zuK1Q!yS#5A-TDj+^Z1JAZclS~(~2~_MdO*T)h%@1B3^_40M}J??*M9^BS>`}X5($S zIodJP-v+%N-%jw~gCmXZ%F5_7hU!S?r#_X;Y8vLX;%EC7iEZRt$Z$^tW7nX^T2?6P zWw-F(glzuRZmYfp!ml|e@y%jdU-*l~+umrt&um6PuA@lsmY=7^)_alrj4fzD{UPLrX)*O#ud+#&f+4RsOOYuf(SwvWoR2b0Gm^sb7_ zz*=^l{*`qpcPEhD20t3py73fN-eB;!A&K7SKK zaXVY-c6nT3TpWKoqiLYsYg0AmvoDuyIp_ZXtyOi89(aGlamiz$L-w167!JJw{6%Or zce$c8YuotE-n%HafPW8iKMJXR;~g8rmj3`_@WelByKWCS1OECI;yR~^HC7mS(j~xA?Uk&h)GwxqZ7h%s zo|piNy=n0CQJO(_e<(#hq-6W>YkXYzf5Ni}llS*H$0XxFk)V8pI)8xmE8w>pyoNaX zjQ;@jjb6XG&^#{_!)~HUM{p1S0A9Ec5O~*I)TC=`SwTQCw118&4Fkej#P(xjWumn69jpUIsiJFrKadwmBqrzc7!SGlU|E+p=jP0v`ed*L&(3w-2VVN z$-37k*AS+jzFK1)KdHqBNxcctbQ>Wl0j3=XT>g2iZA)444zUvbk}(V|#us7Z>%~>K z(acD%sLQl==fB`NUq)8tNs#(EJq(yn$wurUps=wdMM!#XI|}max*`Ht|2o8$9Fkth*fwO?Go} zIWj(e@#p%A%njXN;x@mlyG3F?$!`1s)RFj##L@g6sO$IXaKV9NmSfNI`q!`M9uU*) z;Syg!2^{B+2mSS0J}B|ehkPBU{hrK^v^c`5p=KH9mTv?m*2VC zbI*Us&<8A*x&HtP_kAD3RvJVC?&dXDL7m2+@h8L`FF|&<)Aq|K7}`4zt}Dm2Eo;P{C0QM% z*>3$2antKS?04QL@%^=lFzK!4Ipc8c`g_-v>UUSy^QG0)hTzH1JqP*CPac}Ak;IGU z$Vks$>t2JWcq&V#Q!(~*0e4z zyg%W~J+nHYUR%`HlX!#1^53_Yq^U6;2NWhX7u5F)jeEo18jMG37jq7MO?iH|@dH)W zrFbnA$8FQF{*}YSW#+0}-%3oUs6D@0(fc_sxtuIX(;aBJry?laMR9X5XZf7|I-8Z?+z4KcU>2{Wp0l+GF_Wf&}@h6O}G&C?NS!W}RbRW*1#(d4}c8hUoroo$r z5knZ~HQ+us_=$CQG@5RO#BO%vcNNX+8veK983J5f`A~KPr_!j~+eH^KpbVeHd(^qy z>4XO9T05DRYqsgnezn(u0;!NTJigtlk~)K1Ka}cUxHY4vXmhdl96)yrt&*SFHBr28L^KN9}{XD=WA&weG7;upc|w@o-oXOh@#!6A%< ze)Zo23P1gI^(XB4`(yZ5;%ArPA0C0>{{RzOpD3X&{$|~(Un>|tAAcmss$| zpoyhw5s9N?f&H9-YvaF;Ke6A1J}BKMiF_WzO4gu^G*d3}7>&$0E~7bN+wi5$ z+|hf-*WMxVE|sH3ky|&PCCDCIjP1h%f`2OTZA$+DRDD(MZ$X(GI0x&Hc&~%}G4V^r zzW{aN;J=G7$$e!D`73n6Kta7w97eC60X=K&?F+^FKaBKszt9{{9ILo8=O8fM(1Fkq zLtTwFGPSGmb83iydCYdcYz5@nPQPtu^SYi@I%AMhGI!mZE`w*+VZ0M}ljsB2m`ge)Eu3-*AdV1N3n zh1C3cVWP+7+Wzw6p~q_S3+uf@T)dM|x+EiC^&su`Wl~n=9L*BM+k(wp))NSdCw;jE>Mco)| z^HLMDDuWB@NMlkF5Zn(Ym0dF4U_A7wOzIBanWRElzyN_&&PzqhSej?~#ul$hY-Dk_ zfR!?CDxeH|)b{X}B$mLeNhgLA|=I zBBGYzcO8crpe)Jbz+zjVsAs%HMpYb|#G3ODwNF}xTb+bEw-g1LZ6^;V$7~Z#GMHG% zc>=P{#Bv`vH%g9c_`-Q;cW&=NqOq;^gk&;wH9|?(A)+~B*0Dp(N!tASRM7_HuRgTR z3vt~%E~@eA>dbJst^G5?cYC9hx5&qw`d49N;e9R(jNFkb2Iy!5giAeJ z`x+^(5Uh6&3X_hQ9`*B|#BB!e#2zox^qYCS?aaHCdjjMh_4QZ9FA_^0m~HLx3|7hN zIKVaY*TQ?NTfKJsUcEkXja_3WC!DJelmYcOhCDZ;cwfV|u~@3xy26U>_qr(ctW9rT zvWiSXJjoQ~HzKhwFEt%*4=y(@gZOwK$W}~xOv^6YzuhbF!-J3IKooBEo14;7Jntv3 zTDfa)dv!7;$MFumD{6o2tsn^#0OOPET-4h1^0AI6_XGD%Xal0S(lq-<0%jYJClsSu z()9SrMFft70bHADnw{&UvdM%8r+?>K>uYJJ%931V_WIBS$57REahQ~>9{g5))up15 zEQfQiYIX04XWngWVc^wRG~Gt+43ZtB_Mit#s~b#7W~+h0!0TD}8m;!E!6A=p`*T}1 z{vCojfV-F}Jmc1{G}cxG{hlqva7_SaS?JSEAD?hGZSH+*LMv@6PGLOCuRCxFCaXX8 zzNsqO!aSH;lbmLQqgmKWUjF0Ebm*fsm~R@Z(4X# z);05W2HX?)M|uF|C)6)Bc!jbnM<4fvYQf=8F4+w7WIulO(ob_`VuCb`M-^sY_=|X0 zVELm#z@QBXbd4`hPqets!R~6E$Bnf6C{K`?W$ZuwRnD}!uAw)R6h=7Pu4{Ww@OGYO zjjt1NJd@A(&<7=P;#vGdD9lY5Q`h{8+0r~GbE{36WY~wk2l$HbF5=O&q!1znEI6$5 zs>cPife)AR@N+;KaQIh6($!&^#H=|d{CPE@XRGO&O1fLdTPFjlAIiK@wY%5*LZN4Q z-)?YEUrOtA-7@}rR+${emhtX<^U{zU7wr-81(!qq$caz-TKQlD&@f@xR}b)a!g~CA zK#tNTjNA?7+Z-zZ4|?W2Z9Dj<#&%jQxbx)mmkKa?NssGaY503Y)U7nDdt1pCEr=9_ z7&rk&DeQpd?EDdBWdN4?e>PU?Fn^)0irzgzBU@Vq5J0^N$MqG`ELM;yXqV0-xj*Ao zr?!^s6J5WP80ZK809vyFkm+%S^RM5{Vf-UCY3~{+wpv55b~zQ9{i6g6D6JAS4=kHhpPH?NwT$_e@g5Hip0pg~ zW;SpLUA@n#r;!wA&2i>9=sHtMNaxIy?av@%sQf9UU0$b`Zy%I%>&YLD2SEGj6%#Ya z0*{yv>BUD4!7*YK&wfTfokZ4lmHjJ^AUtJw^1Zgj=N?7C-%Z zyY>=6n^0}VI*x<%sTTI$AY;;C&hO$4$Lc5on6Yc1-)Ng_cNqS)Xs(?Sq&8|AZpR$v zqZ&oT@wLvOHNtpHE3UR{T4gXICiC!gg^A7Ii?o4f52 z;{yPSuO;50e5|g;RlO?xzL9GTLTQd$zH>ksW_?>$l(adFCtyY@+&WdHf9aaR%N_y$ z0QFSIUV;E^?2{}`II1U2z116S%)3DB2TB05bE?A;5ZQGfDC>{bvi|_$XLC8;HiO3) zt%TC;Y%PRrL3QN6daW;rU}5%aWh~gn3-yi*YCGjP-pYE;U^Ceyf z`0^_~^u0#$z>&&Edi1SylS|S^mZ~I~Mhl$gfH5S~^(|89jw229y49VrKOga5xLYDZ5*yfar)OYs`%2(Nw&mpbHMFWa4*}~+t|ou$H<=b zhp%|v3k6eY51QwWxc-%viLB}(M!TEIM(jYwD$b4I;WXZ3v0>SdPv=Fz;qUdo6L_BM zJ9a`pfPeahbUHVNA5;Q6nD8UyvHt+|*QGV5hx{WTyT7g!Lc(sPLUpi-nIp(EL4re#>!pxG$l`E7EQJD`gQ`XU5!c zE2vl+J*yep8V-ZKRcJ-?mvU4u>H5{CB82v^K!8L*UqPCk%w9(f0)fdj$LqczgF|nd z=3+SJysq!X`mU_f!2bZchtzldDT0aV8qbOJjXENbx17VSGuFJXTJh$$s!X=lq{Rs6 z1~XZzu+No6`jR@<-k)TOyRpx$BUJ;PW$_LCKuqMJ>62P^+E9f7VZK4vt!&L3f~bcT zYsxrMDuiRpZYGb*E4MW?RzfI(DFsbw{hCH`xQ&2vX=IY$c#RLsj%!0Qf|DLo86K5x zI3rZ!g?`mRu0$6KiZ>@hYP-zhf89P59)^LJCwOh-5kwB-Rnv2VtiWcfOLX&2V{y}= z{{SMQnn4N~fzBupT{JMAn~%AyxvnvhxQ|TKs;zhg(XW^fVe48+;mfT_)pmJook5_? z$b$AHi*qLVI~tzW!&cN*OSt}3CukMd+W1i|tswIVaY`$rxM@!l@)d!9545t6H|dXK0Q|1-lROE6jCo z5nNpChTXQ8IKUtMYJr_zpmg<89E={|*PZJ+oxB;2+zbx%*&w~R8zwB@N=q*V>YA0v zER2wPnyzBG4qD>!dzi?FD#N96mlis;{K~gG*jLfIe}YA@4{5gFym*4P zDCQrtK52)+kQl_bCviQh(&(19u>_7VLw7apx3Fn2t2Bq^>;-wAp)4%zk!o{G z?ZGX_*0XMdGJ+R5=qS4EE>js}iZDjeny)s;L$K`wwOxB@<$bu?1yqvVhE#T|<~htq z7Y<72<*LbPB#v+}wXQ8nqc-du^ro2rQV(9jkQo)hyq`hU4=UC-x1ip)p7po{i0Z zbwc-$%Zp6Jdk}G5g|CZzS)|4!Tkp&eemu${nCOc@8Pyy8MELXK+ zeWb@Kd0eULDsv*Ew7A`laX~ja6RJcp6pM!=BBDvKq|L^9Ru=ZVaO7hhDP_t4uepio zS|^}f+DT@>3Nk9plF2L}l-fmQ+q~O054&10O3N8ur{1dJazQ-EszUC^YOQn>VaW2> z_7!0+4=c0iX_yj{vUT^O;c|pmY>ZHz2YQ|7U_8y=A))Q#Q?Pu))Kzw}kitS_jMLP5 zmX`H!9Gs2k(lrhLQ`eviJfC&U3WaFAO4NGS1x#4)HEz}b>6>vvf)dpLO zVTlu{>rG9g@BF9MmBn*I?9rBI3!L?)rIIno`=gpzW(+vsbgPWY0SVOciY^x*NF!8b zQIC3s@~h7^Fk%ifO$?a;uLSc+5>%E(Wf368>bGqSF>O^mw_3Ex695T1B3eaoVdEb!IEmHK8&2RZ8yJ-k^aP0`1hE1p;L`Wr{)y1D^F_+C_oJa7%O* zKGak!$<+3$?E8^1+2yE)JinIbkx;`q8$tkI6*!VWaO39hKpHBGw4S6?{5*R&1o~BUlq7s|O(yo* z3h_V=caTTqr&4&RWQ{zqfbN|0pGt|Ci1$Wvd!I_D<-O)3iS{-zngA@IX)YxQOB{1u z2AORnD&BD9)jcZ8OEw_3UHCQ8I9o-={my6tq~S7sMOPApQ=X%}I!9(CkGxMxr!z7i zm~agMJjv#;CxB|yFo5jpdvGe5WOI_cbJCBrO9#xS@SqLtFiMd~E?ckN6s<6|lXQ*q zH$hoze#pC-b0Mm1W@)_pru*Fm2RYK)PGz|xvsKA0_MepXtP56`IR^mM$fP1~-Z3Y& z0BFkrXhvHE9+h0*tSgAPBdtai-SQ6Onj1{ZWseQofGsuLv&IH^G?HG;vuQmB1tM8C z<%AvuTU|Iz`$K%I)_^NnJ|$UX83|ozkx!}_SYs}mG#W^HYv0p~1nYbddp>&fu zIp(L9IQ+fYpb4(7{PX48ckfs2;)2>WGM}9HHI4SWXqRdZPkN&*%&#U`?j5KDta*IJ zDjPZJMkd+i#@{t%!Eq8s7~?f0+LA<2jv9bEiz`)%Ez^+9)u!t^!?xXUzSYCStu&I2 z;~;jV{{V!_c;+!%$AAtf1Gci2<0U8USh}{a8xv`6-!ZIMyhnF5`(%s_^?5YKx|8i~ z@}Bens1`LCA2vBSrhf65Tb`LS7-Fn3-JH@L;+R2KWxMyT#Q!}Xyp9h5US zIH=VgJfnh3bfh4-5yc>TX22DvXW~n1b@H6^SvS#1{n0=gQp9H2Dqs;&s)-zt+pcN$vyFjSNyilF z_Th|YiU6H14Z-q90x?c;E)E7(uwuIqw*x0NsRpKn%DCgwfF%~8mv|iX#W5^=reHd- ztEW+qX$n4C%6(cQ+0Rat0X$YMAIwfcsRf)*mSN2$yrx{Uw;hF9Sphg4Py_^#pGt;10~!{5)p&I! ziT4~3Ye4FdGIN7K6ohfV$jgj(HB#!#k_00rw3>LIoOGr&&OTViC<866BsdS$Q7hmq zaj#Cbr2$u)5_6iGYj}wHMhyT}gtJ4ExW!2d`I2F9GwVnonTE{mTC)wQM%-8(w9pmB zt;CWxzg zl#@Jn#WqW33_^6E1!Vt0aPlCtpH_|1Y#5O3Soj$GQ*DbY=jyBl^FuBDPqw?t6ql4u!I z$trSNH8>maLCz{wMCy7|z(qL&6aa;rg%u!)zdD{c!+iB>Eu@e|09TD<3&(1+7?c9U zVx`ZZ#W>2}cRU(Ni83TdnaIcr1z)rUU4tBeD!ghiSz9$`Gmn^z3Z#ZZDzuj#sl+qCj5j6OxKfS7pLgB>d!FTO>JG~=aTwnFk0 zo8>))S}~U8q2!;Hg=oVu1IvtHR7-90jx$;jTR2>ST9Poz=#94<>ph-)?{?ju-D_TJ zSgnDU{e)5DJeu>}d*aW-zY8lZ_4*l9eZUz103d2^K1Oy3vYbCb>?*<2X1c(QwwCt) z0PEMvH~#>&a!qwDhlR9Lc*7wb+iHxH&I%9Ksm<|I$NJr|Y29t)Zg7DJUs1w}&DDvz zp)>5+R>MfP52@ZHD;VcIe=75>U*lJTG|1&hBo`MEec!#$<}2e3TrK07HS5QAZ@PK6u;W z?~OcBxL@iHwypdK6n`YIIF8d$*JV>^jM0zcCy&dD^i3zjdUly__Ki+eXY?SC>sdL; zor;Y#dG3**PvTPMG%X6Qcd@}g%ROtfx3JOtA8vy2l}q(gl5zMG=~^RK)UPD|%JAG+ zJFr;basL1Ut$R-eTA3SA@jb!wQ}{{9mzwrl466Z9)T__U=8ap3tp)QR3NJ-Uss1 z;QZ{te!cPPXf!%ad&f4`L_wz@c1{!yMt>^K(!4j~Zy3w=iP*&poVP$R^vJJL(|j4A zcrMvSsQ&yOaF6 ztZV-O6>1lEhR;WcHbxb&Fg}?TBt96tmO*i%_fIc)L|1y#75mo#bsaX8b^k|bqCFI z-F-i;aK0q*{P!4ZKitIqM_wz=CcVGExF*p{A?n>|I#J$ukHwdFvFx~&k|X>Idw!MY zZF}d*_FXnIa(Nx=u+jV{HSA_)lNmpF;Qs(KT@u`AUKA!vmKPI`;Zcv}n$X(UIjs}H zmp4})b-?mtBP`ARIj*bwV@B}QOoex}NAGjb^Q>)K#Tti*)InySXHn1&O;QQ@pi~IN47BZt4{W%9I?A@Ru>{puNV{HLDB zANR?q4~SCE+*#>}O9OyTMt?AB{+*@kI;5;6%z^khz{m2g;?u(VR*xKJ{nW|SdwxXF zT2?rVeLG**3}R@`-udbJV!Z~(L9y`ltKQzrw`j>Hui=wi=Ck8FOA>7K+z_9{Kl=6N zH=2g8;@Mi+D$94-6bGw86edshu=(R73 z8qTt0wu&PfAC+;AfAP^-npcG8*RBoLtQg1FJ^uih^{+~c!?t>DuiCCc#pR5F*#4%t ztzX3Q#6`ZCdY?`|Q9#auRkZNTD6p^*uR+}Z06$8~)ck3!YXvOy(dEX!E=E77u4>mn z)HO-I(|0kE*!|oNKQFC&Plh}X1%zpJcEmB{hR^jh0p?n7hHte}X1|P;&I!*``PZuW zbHMiY1MPZ;5va)TkI2@Zt>V20!w@$mjvpq)=> z*1jR=-Wx+>rLUVeL)ZD@ykA=QldNm=eT9@k0O|o8{y3_Z{udWfCDD+TW1cbf>zcmW zQ1jF5%t!E@xxt_{IqMxPncC)mm>!ttHQi~N1@zDsi3~6wQP=gZn#)Co1d3VLZr-5( z0Q#!-rQ;1FMUP^EB!m80kN&WrlSabNO3`fAdx8+gxh#60=Ug_u@e2A`j6NM)DfvtF z{*}(YuX*A*J@LIm??X?ODvagrv$(Ad!mMhS4EU=caR8rYI6HS$DT=RQ5`{!(0Fy{n5or8=5I5mz0U8Id|<{eTRdjl|0;T4cnUA z(=;;DEzSDvMde4Y>0SM*Bx~j(CCZi3iG1wL% z-m-Pi7isz>lfC)Fjum_V06OqpcgLERv<dLrK~MsYKB=R zAHsTmmE%%KB;761$j4s)0M4md-gyY^B5!s$GBrUww-3+X2cnMkgF7QlBE_}*a!6y7 zVd7a{KpYE;P(7QbDFP;H9rwuwD;0&gq(=|kJ7o> zZyN)$+ZbmS=2di;ptgk_PgP4iT?nymycTW!%~~i2#Ng3Vk(0WZ_5B!yYQ)Bwi;f89-Ly68vbzv*ij&3uDZIIt8hePLUy~hjdS^e4er$YQ{h7RH@Ylp=;>W@yc!SA{n@Gx# z=v&MrmUE7Pbgx$UQ~OMKYsRHKE8=*+ur<3i^4Vl2P3*W#kC9iFKDD-uT@ffW?tMR| z{hJb9&J2@hIQONM?q}gwZsWkK9v!#y5w5`!K-{VI&1y>z?=qulu4$H#+jwP;G4_MT zI#z@Zq837al@46tWI4q!s^=cHh|3B_ah^phF;&iUngB74#OE~7Fx!gcPy;p@FvN7L z_RNakJw7CMQplWDh@lSrb)X9)bcbT}t8qj@+NU|Cf-r!A)oQ>&!7a@OWQRL;4%BYW z0Tkw9tB^k$j2|#zXd#N(`^J$Ko3|9urb2RXqOC$17^&nM1W2p3cAk{$0*z~05vhViYCE5dg8E2 z$X4%bq8YL!#<;sv<~2gVC}- z#VvBhI=Y(qr2ALrVeKBF98EJG*p{{RZvK^VE7S^oeCR;BMp z{2^MGy?QtHw4dDn06&!<+R}e>{Qgu6nE%(F-@}@05{U@STWupu`M0hCsHfDe;fS(6 zNUT|P@?hLf1%7sY;k^c(rdvo14VOOjlIqKCF@wnj4y~HwlT@DJztI%$^{bXP7kZ?` z89cmw;%EbE=fw_;3@3312eP>{#{(^>)Z_r@(xR=)cVffHup`b9NdjO?Y2(2+<58506SIIpt0DRd_-;I zBmV%eT&>04v46b4yMXR+4R!6JTIs|!)S^M?dj9}Az`oZZf^QfYLEvb3l-y9^9=s%Ga>x^{FsV?6bs3kw~soa}{xDeF>6soY$y z+i3lP;8l2FgKwK~rHSfIHMQt%o5;3{<@E&r0EGZq8gq~&zJ0Da=bEnCy{(BXxMI9u zcd9JfrlBy6K2&a`_7z}g){vDhM1_9}0HH3gscK-`*{=tZMh6s;Xp=r3<+d+=bNy>f zT%-lQ%7Fmyiq89b%_GJbu|0bA{Hri7#Zv5Vmk;&mk?4-jt*`D820CQcUDds;FqvO6 z+#WJb0ASf!2qD?0!Io?cpT@MjM`-#tf$t`sP?O3SupjPLmXQ_Q>da)=r#Q&Pd3VO0 zQS^TePZ5{Q1~N~-%EFV?f#Kf;wB* z&3woEHCUTp59%HwxX5d%*;EnyED@{e2*iv`@kRjalS2a4$Z{HMX#`*oyVsh`gj~gk zNWA8gsm?L@Rh-1lyZvz-5HdNbB)DiB=W!C?ao3N+pbGL?iC@gRY!H6nt6O7-4-g4~ zQ5n9|pC&!qx;0&b&KFGHJ~2QP{Nxe^U}h|N9jke5H$ol0Or8L!1;(FeAdb!r>_&6m ziLG@D_w%Q73`#nG^{4^T-CAjcZvEt~z+6+3=TX$6Xx7|Y#(#^Bl?AKm)`#~|ndApM ziSJU~++STsy`}O{j)R}pfHRukPO+19)ZSxtBL=BTw@gdH7m$t4?B^rtQk$zAS6A8R zPwkqHPq*9_c^~CG?ZIseCYt;dF%MpD|4t{J4F(CXa^lQ6rN3mtlndf z-gX@ItyH|8_CW^G5Ff?=0M?)k>2&)$L=AH0Ss%4miS-0mHqjD?q0TW^^+vOTRa?2Y zmE;fq099q(>vwJz-pVi&rg$}=6^)qR_Ki|+l=HWz@~toJh@nKc(_+p$Z~^@3Ei_3d zQ6-MjloTBJ?Bw0M$So*|F7cPn~*9Q8E7jJu6%LCquGDn&wasQJj(b z8qT`$4c+RCdr^|d9kEke_*vuzd)MK+AO8Sd07ZGNK`HX|*f#~^aOwKhNc6kw^4Axn z#GT2-YEN~hcy=Qcab^0h4tf1+9&J}#)=(5rE+fG>9Vi2!fi#N<(Tso`eeOv=tzb>7 zOMP(G)(CeKw|5;s8na>G_PJ%6_EI71liT&Fr@qp(dy^HC<)awg>p&D^@Z^z?Gg6xc zzt3v1E$*3Oixr;PWQgq{{ZT)hSS3q%&KHi&-_Gx`sf3cn(tTE zW;XVVZ-UMkJvQ5EG^vfff*eekJB~EYF;(5h)HjyMdqKoxOT2G<4M22luNALo_~RH#dTUA zg(hgq*kH!oZa@CIE(bK4ZnNSXeXabMy+{85Sl4Z%_)aS_5_n5T{qtQ7y|t%@*M6Zg zvadaH{LOM+CHRvp=q(_tpVp_O}xETH%`+^=PXI$ zyUQO5vbJ{nqA>$J^#1_sRlOs^8m7B+WYihFp~z$Y99O7l{tK|vBrXtf z)b}(2$Y?$ZxVp{$sQzTH$Q)O7VWU{-;0V-thpsu#<6EXRjx!V_fOsG06;W+21fn?l z4q3a8)`Ky#T-#dVww5D|4%G8JHqk7E;7RHIYYSP`tTf2nd8!ENeQU_|9~@n{n%3NI zM*FSlT3odj&tcX4Nu_BJd5t2L{_c6ND%U)9J>9Ftr#9XF$6E5K;Jwr&X>O!u&rF)u zveG1uEyQu@>s51Q8ySCRzPx64a_)bMx2$wuv!cm&F8$p_Y1(Pi#DZOzPfqnU#L))~ zK4LpkD5|0?m4Yy;J*r_Q+-(>YB!#BO+1CTTERldhgURhc5c8if{uL;Y?ie)#mPQ-; z3W_O^NL{|@t;`E=0hD~tg&dm8oJLsfZk%STU22mDc$I&2d(+@a4i4SHx>kl|X{KnH zM-z1&PyYa_x%nRV&jvR04tgzm6{m(Jz6@9t2c>sfFM>4fIwZTgJD=XB6#to^e>W%_y^c#tZMqyHmK4P9!y{;?ZtSX#E%!-+W2~C zF3u#K4iJB|q*lnx`HxPLPZ4;UM!^f`Gi2xc`LCvA@fE}xV(C_dro`Gv_5!@4;fI5@ z4QWoOxVN_RJK&y3Zn^ZYr1Z}P*u--n3<%|qIsJVrTbc5nW1;Amnw-HVQ#tixkLz9a zr-AKam+e>0%5*{N`PZacS?Ttt{Sh`dLVEG}(#Y0P#O|$@{vvb!HIFg6Rypl6LbtM; z?IUR4$2EUY^7Qp6r_3+VEm50Lw~G#2AR6cO9ZX(K1*s*+`SheSWBY6Dqsv%;W9$C_ z>aIUk*O*K}JN<|M0IIGfmZzvlVpyAb<2BS;cnK`xS?*hWkI7ol(D6ICbq!AI{T&YJ zItsNPf;G9OSg#O7Jx~7tuD!zA%F{@^TbY7@gMo_XJVoLN?x#OykOF_tr2?_a+xRn0 z)AtE+BOa&xn#R;^?Jb+jwm44bign+J%v+LUjB%gxE1HT+-AY+Jr9NBt{{SL^Ss2pX zw6`x1Vq*u7O6PBsZVB^YPF^KD0T<2)q_1kmNgGMgbCWcGF!qW(5%ng+CNW*3U=}kIF#^&lP(Ikc>a8zd%l{^wL zVHoS$i-nFRNFuixexs#l$X-qm^If^nt}Y09h8CFmZM~o+hFi6CSj&|jcJ_A?lj}~B z-D89#oSN(=wUd(?V>L=mG3Ek5I#FQdI7uSh*+51qlUh6ANI3PbxLWygHhDElWRb?% z6X`|HdmOuIQJD6|-!b}C87=t{GJ?y+b|+4eW8M!wm0jRO!3bH&_M+iqfw{cZbaCd` z+`J?n)z)}-<1fSw8sa7w=6HeojH$@~0KRJ@#b4<5imWj5XQgra9lOnR85brokUi_R z9|ow;USsWF4}Q{C*9furipa&c_>|{Al2@Z?KN9={;$6e-ivu6wV8j0aWv_-FJDg_X zEvxmc#e`SY?#<=Cb9qo6Hv; zUKCfKXxcg8eQ~0ewA`0iTU6W{LM=qnCbGWmXFwf_3EtqfzOnP50GvBYDKeY zfMbOfr#6}+4Jr%)?0?3ghCY5*+}?m1Ec<}i?4yP<&iOT*;o>Gi(AL?F8X~NIYRSE^ zyTA-^hO#p=#mtSIE>CP#(CT9iy9d23v~j?@P-N5QgY60v?&Fh++|YDa5WDP5lT#a+ zZGYWvf~u{&Q8^Ke4_bs=JGn2&i=}2}ODZ(2^RYnQf}ay5pupsMntwPcx>#`N_py%ehV{R2{C_9-^NA0K0PI zk=m6Cuu?{Q)XwTg#lSu2xLjmxu6H+1^?S*Umnn=lN~p0ci}U_sqzF}lo{LaG=R>rp z>r%kTBiaWv*%dISGpd{Q^?;a`BJaRIu2Z2%B+p{Z6CrViqtVFK_deZ`E zqr-g1ceP(QI8Xo;on~F5-zWmEq=AVb;~umDVJ#AJe83156Y20FW3+M7qWeoGKs%|& zd5ibQYd1kanKizcBO8V{9)_Zp#z>FP&U=cz36)WIFeB2Z6K+$vNe7AuFq+z8Rioua zT$0XhnFpxpSDO)mv+mW4dGfo6;C7%6ZV1aOz{*BC)`gvlDw#I&KJ96h3|XQZb5jdx z5l3M_5u{#H?*}exB$*m>Bk;A*q)5>-^(*}9mynFSsRYmlQQah&k2MY4n})_1BDF=N zgyJxHrb(pFDw6yWKo}-V+1_roNb*O&X|2GMmr=UbjRlHLr9{3ERDcW1QyPxCvP<0vcj`@g?iSc zmoYMhiZG;8Ev==va-n)q0%`V!d)VYWBAWCESdu?21{BvQw$~6!6;o-&X&L7+;l>CQ z0k;B18w@z4m+U+DOP)Il$%f&gIdi!{s|_@F3AirO1pr-!80E_WgdHjw;RxZnDd|<= znm`I8V>Muj8Pzgd6aiaN2=NG&a!Bi0$zu?RWS#Za3ud{*c*ZLxdk-pe63N8?VXd6< zN#(J^_BEj$zmSIqBz3D_W|9CmAD7moK>cx$Xac+vN)BA&I?zxD1CZ3uET6tOsHJd> zFlYk*0NE`95=I-XM7DO!qD1RdC%7$vo=;l6Z2thcAaoP}@oKvpjEccJT$0X8jkr7t z-jeBpZHQyuodwi`oC4GVQY&fV8yl@zRxux&<|3>~DJLXyXt%kvj!n{hz)%Bx?1Idg z2A&!jQ);Hx9qAHNa^=e5dkVG%uxpb4R|V!NAw zdR6}bvWHJ7@I6IRh3*0k*#UiOc;uVrY>`%go)lyz6d4QNoT|*&1FbEfb_TT)2OKvP zz^NUierL^=HKzxc8QSZ?s>lHORD8tsspGYlNq4^hPz9rJ1AO~%J7S+0LD!0L*tk(p zyAClx51p0c+6FOFz{_!jVTNByVxVNnI0mg-Mv=?35tCGro0no!naZ`w+9IXI8 zA=92}#Bw+!HzJ_`40}_9VEa%7py$%2iGe>j;;Zdrf(2UI7a0@*dxF0uMuhI`iflxv z?O=vL31Le(KL;*oO8c0>9W!cU;kMe6)J7Fe9Fb99~X`wQ%6oItV4z1AC z*G+4ufhEPtqIW)(jVFx!F9t-nf?d6E5A+m=XVDs|Bb-GNWPK}HH0?rArwjo&KA5i> z)c*izzX9k1NFcRorc;dk!}=QWpAml3pAbAi=S}cky4r5&=VKB70DYxTI_y%XCVj>B zdm91f%POEB#N!{#))ukj{{ReW3L56=Bm?`PlloV{>^>svZkHZ7){V-2{eVWGf8Q9S zyYViKrN-9q11y8(02cnB)ca<-8mv2K)|$ud1EbqU<3)hwR~e9ybN>JWTJb%5_K5L* z){9G>Eeo9Q+OLnzee32OPhPpXmEwua(ldOi{zX~vw}LgF65bn~UQ+~L-Twe2S1hWw zdN9L9YRg_J@t=!)Tc~;Z#_s#{lO)T-PJ6c%n#$ zk!>JVUK^+QR|_Vwb*tTrT_Fnrz&ZZ4+G$<{o@ryb)};jr$sK+B8k>Q|#`=edt_Zhs z`02qP&lTQj{tmXVv-?K2%6c4Qk@$+}E-!pFq)ys)nHYPR_)w(v{6#+B!#CRWp!kAs zv%<$JtGAKwf++!;KDI6$G|dq*tHwq@tzOc6Eqyi1-)nam3(*D#@~zK5!`>VZ1)1E@ zjAN6}*Plw@4ymf@8k0q0rdPN)QIW^yJ?I0n)O=NAqEEKM5%LYC*Rl5{Yl~}t5%}KY zF+lSnI1+FN=f!$Xf$)~*Sr+%i@_BI|oTqPI$KJgH@5VYdg>Kqzj1?9Ufq{X?u0iym z%;0<<;B7O*ay7?@ViG%YgyduJ2Df!T6x-U~EE+llBaf3AC+cesOC4**+LF!of*|T} z2l$U#*BT{s1uH)f>zeiJU1}%Fg}LXr{0(-Z&q~n{EF?*GN6H5y z^`_~kTJcmDZ}Hit`#b0-<&1M{yx-4C1g{{Rx)VV|9Y{{XE)H@Vzg zYZKpXj>&NxoM-<4*I0LhL(tu>^_llb4np(&D~i>;V|#NUve5qkacZLhy?;9MtNBt} zfx1&P{rclH2Px`Ww~w#&2KzRUKF4c}1{iJMop2Y|utfVvX=i??tus#3wH-#`7CeO= zPZ$-|Cx>iw*<`xZ=2@E@DgOZLQx01kg@=bPbwXx&3dY?t{{YrC)Em7!!>E?Xo^*&l zYyz*pPd2X4A2P4w7qOj6*VzJyN`B$v~QG-U+ zHL1nz{KaGImhL|a+hww`0@}hb?!U#8*YT+)k5|?qSZ!kq12z=!IIWu>3pJde-nyhm zsXYGxBUV|Z8J}B{Z$JwmT%YQ+DN9ZaAW_n(`%;(}RE)JpOg(H$EcOyhkI<;HaCT zj@7H6{55NdM3;kmj(%)oKljyobEk&9A8IDmrd`pGxzzrd^sHMpJmbS(4<);lTxzou z5$9nYe_HietvoZ~sBqG%05|}0KP=aj_=n>!+TGyr-LIDxHi>^ujK1~ff*ogHx$|a} z%<_8Rb@t+<(Jtq)c#q)$e82v#tzpr?+ zNYEhrJ)~QjHOAqdzm<7zrQ&PtO9^5Kz`KNb;%DW9W!&+vRk;$}TE}ehIs%t+H?KGK9wW5cV zj1mt|%o+xEF=?6)h9LWHvmpK7E7v6ZV!YGFe-dxC+jg_iKXDSA5^>1?0D%KuWvpv@ zmb-EOl_8aZ;YUi-vA2#GLr%Fpma`p-*47tSHu=1A@;T_S+@vG{tw)PNtaW4V78s>h>4aDAc;okoM z?SJ~}M78qDD|D@-^3x97mFOq|me!Cv6$^!4g09*ac}SG+Q_eb8m5!Y?=?x0(X6k*b z(R8m4*;`wPc7j`$Z+f$x%dy63nqK*bo|$9Qrvvk@?@!Y#p_zQ>yvYwjGBNm!*7R`M zY2+zg%tdjYC-J?Wg9%G?65Jk()A@r;glqVdU$M~{WxoS%GN5)9<2t{^3;WxjC&RE9 z)bJSf{4y(*)%9&tU7PKf?edO_IRo-FS|T9Y$OE~hbEnv`Ztk@!**EHQ`Q)BgimGRZ zCuQ4_jtBV_V|2lf+7|%yt<4+4w;IfgIU8gAKgNc{)sd5;*o*f#Nx@P4HR6}|`i7+DeL{010hM0E@~1f@DAICwJI@pR zM7z{WSZI;$kD-wN0QJRq{PtmkPb0LmG353BL{_RwB7~gnKBBSayO9&jjOBp@4z!M*`!yc&i0+PV2fd&rYX(CuDg0+d{4xczs<`d*1`wSIQT z%B%kX>aP{l{84qR61OrD89#U0j$M@UBwJS-BSu$suMu zovE*&zn%>iGk|@b_&i>|=&AATJ!%|H~7qYz@%kXp5`}D_rSIeKYAMCZ^ zj~Z#O;?D-C)Ai_=a?Ce!z%yW}a6a)B^f(I1v1?As?TU+8x@V_qwL1%upPIh~{{U$H zPvQ2oeiQsyg`>E(Zz3y#MjR^$gB^-TI472`(c1>o^=�S5A;g4C))K#QKU

<5X%1mW>R;tt0)0rr+{j0qoL_cGGhTpN(5YywhgLz zH5erH=}?CfHd(MmD(zr-z+Px2vgA7zfqsIlODLNqI8j*!Msh-Qt5Fv6_JPd=l6k16 zr29-@b*NP{)pJ$lfwPb}t$BrDYnKJSbF|d3NMpC&Kshy=DmK%DwA64)P#9d~iaEoO z*=<2tb_^?4O!tl(XwH3VA`FksNgPUB=imyib525uS7t8ESo&6s9!^qJn!UPgAK4l!J`YFS^+Z@6*wuTs!1;7|IqXn&wofnrH4W7OK0F_u< zphp9N-k-BX`%{>(@J5>m4=R}m{{TL<(%Wg)_M-@aao(t0c!~>GX#BuP?avj@-uU7a zi0vEc+9;oSo`AE#Y=yr0{A&+T*6pGj<=+^ zZtqs@^h+hYjwxjrUi1N+buCuzP%PsL?s&=VxL1IDbkublWwh|==Hlpvaxu{4V!oZ% zd`YJ1_i8P`9!i2w)0+7YQIk^miQ}p6loD;6g&lZTpbv5QU*SzFM)2*HrE?x`$PC2w z+kk7X)HR2aSuQOPl%a8)cgU=(ODm&m6}+kCc_;zk3ea0SJ6mBi&A%)ds3w3pb{dwX z-eR%bI_DUz%RLYxnQxzrR)^aK(y~B-6!fM^V6MBbB_&jL{{Z#S1uMJ#I?VvJLoAE+ zs!+v$c>ZMk#(4nttHE@8P}0HkG49!{=hbADcE$4G_Mi*0#cOCsoV|N>HA3@PxL5=> z$+stg-h_n9Cz*36AE-5E2aX5Y7kD4Wb3hbc*7EWt7gG5_#&SDV*xc>xuDuZz7d9Gr6`~6;Kj>!u%f1gUXZQ$Kz^@LMC#P6T~ z09^o5)VxJ{>*d-wXOQ3l*ZEazPYi3Clcn6qa8EVrdPjxytr&)2C7aapMRX}ENTnkA zReG9M1Cg@urkSV3=ii*L_04bDY1R>sKGq&s@J&xGwXA`B_AcE>^{YN~@kR}rfUDSn zOaR%l{PRd72d!5RV{YpOnDeAPU#2RY+N3LkD|v)<#Z&u1+|w>C)Q$&pKoj3c;kQdJ z@;eXywNsAr*91E92Y*^*Gfg9ZqoH!$N#eC2v9g5u_b=v>IZ!c=#(*hU;@~@gSo7`1 zE95VZTE?Y+u7AQh(tMJ9iUAoQvkX_-kWDEPc~OX?DnLHm3jF!;d?=VO^q)$UQ+SI{sDD+yf}`WOIUe!2bXW-mP6_K*lT5Hlnq5vox3H-i>rlLWynaMp zoEoncg_I1^-anns3JDbeO80MZh%|WqNctcD09{y%Mvah9sm;0DoxL!B3VTM=>|0gx z<6fgVs1MlfocZ$aEP4#&PzA+gw__fg7?HcTPv=Z_@_%`#$+Y9{)gLbIOjjePz8B!MB7tGk8vIU0R44ZK{V`JQ*E1iuW!<nhR>Zgece%2Iv5{dL@! zbe%Cy{kzXrCz|GNwa2@-@@)A7iU7KFn>eA}aB|q|RX?<}{W9DA6bF|-=dBRvnx*9V zoBdmNIR5||*IgS;(lI6A=kcuo=6|#`-ChRTyA+-l{wuU+_t2qtSy9X!xD zJRDXc=(@%739fLePBF%RO6>IA0u3%8@+Q|KoX`g_r%}F7-yA1##wzuXhEiLBA^DMc zBmA1(x!3ef9zC*=hU=X1`B$B59}q6}3!`D7N3t%3x@Yqg0o&>twvnL3%ETb-f6i-z zz44{Z;+S+aCp~2C{HrqGNWImI$8fC8>)O2oNASEhkpfp@fzE&ZbOGlpqH5ZPZ*_SY zfbGUVLtWmF;cHfnZh#T0@&|KWGHM!Tog16y0woy$jO5o7to%r~+2v_4=3a}~e=1uQ zW2C)!w(v=9q_>s_e)Z=wX}%!VZkqo9P$U_80geTA`fr51 zwT*V~Y~_ssW0sQFUGWvt!*E;52dN^xPeSl4aYi0y3ZQUJbXHnvh0)<%=mt+D8q{W< z^J*yB5}x1wx=52I*Fn?m-^>{-hp%eZmfAIDof|k6i+SR07fYR>zL%BsHNfj15>3Rd zX{Dx6@EgDKt3Y~>_Qi&io6G5xMuVW_{#E2YBKV~}^peM;S$U&4S3lv3H1QnfRd4dLFzpy zkqwkzYP*xlgZQ$4!o0J@-x00!{nokyfu6Ge0Q&1PxerJ)MGDDrc_PCUT;!f>$9z@s zHD`CR(YVJ2>&!JBS6|nsDD$!2bDZ&txdx8WBT83$k&O4Qg49we%Pr;8E!E_vOn(XQ z_*JyDxVVx$MdhP)HE!QdCSs91boQd)XbGM7DlQFDm0^K*zSbwLSC&@5HqG-MqO(Tw#K_^8)d6_jpa;qu zMP!@f4Bl|b0;YG^Ga$w*M@!IkO=sqUBeb3<1DCkGxw<=IBokL{^o>&KK#3W%-?e)l zjo=7vW<#oQTeWtR>H2+|ExoJ*9-!9T=Q-s1FT>lig5vWFo_PNN_1B?kUKX*nZN++Y zCc0}nU^4`9OTzP$s0r#Tx>k? z&0_01%r+LeL(fdrCvXybhP4Vdh9LUWZ?#x0qVpM*2^@o7SE+cqS36-+9P~J@cIx8t z=r5nTd7q+=Kc!zH4pXMpd~VV2k8pesmlevN5^7qU=)PeC_(wI+>3$2my{rGfKNdQS zyRE_4gQ)xX{Hw|+i1E>7IDNQiZR0Huf1Qpy|J{BAelfd+cis2@lb+S-arY$FFgL0$xW$T zYIh>zVUg37L7(uf?r3aldgqixdV23g>y9gkZBlvPE0NDm{{YIn9Xr9A{;?_4CSNWl zY;EI;?&9z!ouZ()E$7@Z>FHB+2bgL49;d3y=3IP{bsT_yrFA-IgzYrOlHzvUdW;_b z0G(~!-dk7(4B32RZci1%-gtrIh0gu2o`=)&rU!1XBuVy+tZVskTz0GDDU9YA{&61} z?OaB!sp}e?@!RRk=Bo81;@7peaI5}(Yd-O0HRQ)NaddQc(A=N_{rQCLhMat4_&l0a(EKs;(o>O1Wx$!;?fUtGK0s}sj_g;q z>Dp9DquQw-IE_dCIxDTp&`9L!ax+>_bl563j`dVqh?|toE4FI~RoVtByJ?|D;Cc71 zVVoS6j?Md}z(42KsI`K|a$BGC?_KZM!m~uDb}EZ$YR^-gaIq8t;!4<2j zj#s8dRQoJa?vx$4=|C9-C~;GXqvD`vHibcdJgQ3eaRG3t1zGaV(ng#`{&j!i?lU7<%cEBUC(irgO6 zdC&os;DN{7<$#=(Yoq>?F_^Cu)$go(L>cc(k$K@0iNCNkd6X;aM& z_iITk~_Cuxi#l&&eR90Y8drGtB|~&)eB#_ z%$)@QYN1?tNW7l)N9;l=jFLA7s>P{D91v<#ER%9idH}cOLh-N*&%IQSNQPcq^{q9Q z6#E(d6E|8a=x{q_i{93KLhDdpcAgba7_fuVyQ&B zIB}fRi>5~3A>dYxy{5%y9YEr%$8mVhL#{UWpv0=WKv_ye*eAV5aSV{3FD171HJ}X3 zD!cMqy*^m}+vYgX3hY1}#vw9pzUqGC39#ww7xc#y*~{m)wK?XII} zRD;7)<sCZlKk$H*8Zq?4*S^bth%)5c0 z3FFsN2L0gN4Mx{#EQVCh9T>+%~y!W6C^6eCYIk{H! ztFZ+|$Q^1a7{&>F5-9oQJI6yn7QhTSJ!+g*?yTE@+fzp#%9$ZEg3=dis?IXe<-cNeZS&E&GG7V0w ztU(+fN&ua1CT7^3`iizBxVL4=+=ihbZ3AxB^{08++Zg1E0KS*9v$8J=YIMI_a8QoD zMP!vGOpXml=C=K%a%cmkhGb>=af3~Jk14Q&b!EmS7}_~KYVO}KjPZ&9yA8l+49kFO z=_Q6UST{>Dvb0=^n%-%_8B$nK2HKyO1DR2Z2=9XONN`7^@+V-5KY#B#?$s zv5lnlsxu-8?fb&S)TBN@B!N>$Zz7GOoYcY@3vw_8096t@Hp0X$SXCn#=M`b&ZU7xA z>l|c!!>@V(fVn3Daf)}C6yT0&`#^1@kx%lscIJVRtn4{nGg5ixOl;(e64?%SwkQ!K zK#2JUffJ!G@*0p5r(x+(s>nWN6z6vXB=cFF1^uR%uN4FmNaLp!aUwDwy|)#Z2E|T# z)TqztQ^#x-dgiVqDp!gCsIfK+H9jbekJEu#@!Ck}RTrQ0>q}{*-Kk?Y1L_3;Q((gw zsnR(m9M;4Z3i15x5Du(J{{RtG?(aN5rM7Q%NTXiou0JAZ0e~WLQ!He1tJb)i-;AFO z^w)U)*4K`ocVfwp{Q|f>Pxg}V-GpVV;V&);2-~?I_r(QrOR@AdzMmz+D_wYdC+a@P7Di{aQ!+Z9GZkWcwF#rVI*_g85hrHM1K-~a%} z<|_|sYwQm5P}O6#gZ?HrjP7~pK>aI@zwwOMEG#q_OS$UVKv-q3$ zOWHpF0HLo%v`rJkv3WM3V=?v4bNY&pXmqMb^XqR2YMSJt?^j}qIboCi2(H@R{>#G~ zVzajjs=U5(Pv%W!>Ygl-(8mG7KN;j#pWMl*YOUp4FPoFp)_R>T$lTWaU3YzPF^$3k zFbDqts8)87qTg!M29h%zT}z+;09dYr!`=a&<%HUY9CQY~a@S6SNz=+)6-d;28h0~o zoF9jL2d8Owqfxm&X(u@C`Wo-GjY7*xvulBf*BpPG8sRlR71_e?6}QY(aCxpNZ9Gxp zX%Xd9Etqbc0guvT$n>o@LGTr-!*n-X z<2^7*{e3DFve!IabM~~1!DFAj!Q=Ej>u%4(T5gRh-*}Qic{3c~41Xi_rt4lVH#xA- z6vqkeM0(SFOJ zTl~r}asL3;H~GzQmp&x2uvU*ui*Y;_{{Z#ZA$ffBmy+UAvA6Jc zGy&7=o;A054v*o8fd}tP)A`pIsLOF|4aMK@s7^*1i?K zzjmJT=gEZ+ENeq`1C)D>Lj9E>jFJv82TJNRzYO_c+}{wbjz((z{{VRu$%^lM>jXUxQ4AM={!bn87wRFvJ_%2}A? z1JHgPS6gA>YdDoA)IMUojPY8x`j(ld>Fpd#nNLom^~DB-1k&uRqc=Cw10ScS>T4eJ z#nv{kwWgN{CAv8O0QFZXe{*}QxKkk@oCO1q(-p02;lrjzx0;(_7oE7Q%?h^gYr5OA z5&7VLwbN<(MxUl3I-~r{+nzrvf&5G^z_IZ15bMEn)Abd*q!S)qH88=xO#_XHv*86l8Kg170Dlc%xVGHS44- zL_>h1pXLQiqIg44)-P4%Lde{m-K*LxJQbqoF^j9V1=MG$!2Gj79xtGHCsS*WK4dP^ z9$1cp^RHuq!$|OrpPzKY%x+2l0PAMCe-r#ww$hXAo*IZtGVokvf!nyR8MwOfcZ~16 z`?(7#KXhXs)7G$V=8;FL_=Do4l1C+`kftzykJt3CD2~@#@fFyTK=%dCPIHcaxb?3= z(YymJWo5kJjtZatvsZT|&YR)lmf)m8N1;FCNY=(CkMPRQ+R86IaU&h%p56U@t7}oZ z@W+LtMw1fGzM1Xx2hzA76!_x)?3gs8v3eF5{zO&|k)mDd!Ea|$><(Cw{{Ywbpe$1{HeNLg>kLO3@2oLOB{6kYtZz603>^E=8tNVyPS0V4Q*>4De%XJ z;~H{}_XnMexDV2T%-tiwwwiHSo&4N)JONhq?-XeMAFy|~P||c5J^uhI^Id1g*O%7M z1*#Mez+X?&xsyQ4m zXxrFb-rN{%ke_^4b!p(s#1YH5KOBq>KUxf~jyFw9tI5Q2!p>8n^{+_Nd>c4FX_-WZ zPDE$7>s_{$rfHges)bSJcgUo^@jjiVD@g7J&fnxvU`u18{gxmkU8DP;3bQrMj+%yR zsg@L8px~PEuMm7$xVQ}lgAongxF5}H%O<(jwb{$+S1f&0a6e2|oWu4xNqLEz?{{=HI`YGo0rb$Mmfs1Xik6A=?MNExm=s+Z073Xw6Gz@r8+A zXbfLxje2!GYW|t0Pj-r_8D=Mpab1p);I%ff&nji)HS9W1hhw$c$e;xsDn%*so@?R% z00PAV9Ya!YFrVP*UY}=g90;-7jghG7&-l@Cg6;{}smUFyi`6`RrD)Mf4WIf&%W<%A z{VL2YIUS_aq-ta`1PjMFuO;z!#Cf1k?A;vVRy$e!y{m)OJVmQ&7Y1vIJe8C92SHrI zCS-1R$WC_}=jS@1hPJG^9FWI#CDr2@r;y~6+L~_Kd5pOQSGFr8O)POrqo~Qr>-?)@ z!@6DeqXB6F9%ExZ)r_Rs*U8F?=^fsuIEoLOcVS+a;g12{PNI9*_Nw+j{bOB^hkPMz zrNXi(-y?u``hK;qtN6OhK!;!=S@Dg6p%cp4r5&BFhiV(;jHu^1{{RZ}uM&9K?%-`f!7piO5+TF~THx02#`BZeQSkcgxQOWOGH*kzCxL(L)m40I6depZ1dfcFS z*I^wiLe9=0O~m}?rD{8??E@Jc04f?fm5Nc?Z2?trj`e;h$U<|K^rwJI^VC#;m5&31 zP$A0udsK+UrA8g970K&T4bgnmTn&}F41Ble-~4OLzBhaZ(7rMFCS5XAQ+pZ~fyg-z zvD9FeU+-6RBnG;DD)sGx!cGC^pF2+I!btpS(LdpLe#U+$g8u+lic9|h2TgDiWXxei zMS(BI_8%%^k6yj2^=IMl#D50-T+t%&2ZJvX#a8Qer{BiWuq2FcQn>|4JqhSVemi_f_*d~)_A2;?C&W*NdA;zQ@);xmMllJH z$>lJR$k+=Q8?m2J)VFG!YAZd=C3JqVNRFg1$xYZGj8%enE+ZMmc^AOX+5^J>0JJZJ zZMD50Wwxsq?(Xdl?1=)YX30btC9%`Bdu{cN#0wilfFJ-Ip7qN(IJ+^YeT<}bIY!{r zh`bY?DwuRKZTqAVR!0sOcRrPv$wP7tTM{nZ1Cvx{Mu`05hUryO=QGC|j)$7iRyvDz z${dbr!m_X7RU?>eYF|1m2J7oV4HowY@IUQXgMOXYwH zhU-w=T}C1VaasQW+7PkMaf%7Cs){3VlbW*k5yo&_0bK0*k}Q9@9G>Q@Be9Ig$98BH zj-9m_6>_8&thUwXXV@?WbJEF-%bLxW?tEpB6dG9Fy3`rpVz%n4u6KOL2B}&pIhsN? z(^*TgkR8T>a++y-Bu-W~&U>1h&%!i;@~88vcKUqs;fiqG>quzxE37+ny1EH6nrD!& zlnL*O=(IZv+u6e^;RmgBnrDR|x7uzFTd(0=L@_~c@>@lL>seUA$kesAwz7pB^5V4q z(j?={u!RATxDeq85{%oVmT&Jk1G-CyUk{>Y_2imK$ zZ6P0$I@d)7hO2nwS|L%>n%UF*3v|+Xm#@L+6zpc^jwA&g1#M~G9Mm;Ze4-XSBIy$j1-;8O~<}L{{RZD@G{;FJHz)H<=w9P+sQJldhK8i zYm@lDufDym+xTkC2Z%_l*zR`_f1P~;;TO|%of5&Nj|mJ>fW5L5b))Q={iCG+08GD9 z_fdHY%aNMMlE%i}T1&?BNNj;lzSp&FV6s>zl$`-Sm5{bq4&}85-GPh>%+PJdw_<LWsziZ1Y&?G%Q`esh2_cTH2(nf>2i#_RC;%< zM7Km%+;@@paY9O}o?8&7y#Q2OYk11N$KGCorF-LT5o=rk$L`}bT1S#r#6x{L%En1$ z-#5w!B+vwg{K)G22{@?)SGPxNfQsCc?OIzP!Hra7xv5rIV?v~79Sr~?X!hhQt7mEI zD?m(;#^|RF>z->eE6GV~dvo%h^`RD@7<8WIQVBeY%nWVQ+v^x~Za z_OY;7R0cf_LwkH88I*-N{u9=Vh0p>cW>d=n*R4k4METkB4?rprd}P7$gd-dhbCFcy zV$Sk~E&;}A8OL%re%h+VL!s z0E7+}tk_2_%==L`Ewo?wObhwOC+!5 z#}GLlxXpYS;GHt-#NV_Ww${>;mbV4Qf7zUWjeUvnJjtZ^cK1@axxtNF1KfgfUn>63 zG0CWWQ@hn|z}_Nx9#3;DZHnopv}Q9uKrb}1=WW!6FoU4!STV%}GHtaP+CF3d0PC&Y zLy!%`{{SKF)B2jiTZq`3Z8&Wp{Lk(9))L%sB$C?d=qa8+pmrx1{Hapn&dnVy)Xe_? z#DD#D1-_amnoEnx2|#gFfPSI;RF;}`E;p|&TT zN#!GTC~p;$kv5CLn4#aKYy?-1mGWN=@yR~SuMtWk0XY>Mkh&|i}k$IrnPl@!TU z?$k)PB}RPIK6adX%vdx=pW|ZPt1@76!ln9T!YnzVp9CGARATUShlr25F6g37Yc?$T zO%sSmI))IrBN?^BEVcw%0rOKayrL2YALO=^GF1Zpre}9fbN0^023@0$5Hk5C6MFj} z97@#?O?%#$kUMYTA1;`L=Y78o)hZInxN^hg=|e`xEHe)S=?)MDY3rC_M6Uny9z7r^ z(K2Y`m_LY7Nkj#q#}@fbUBtZg@;t&6tb*V=$Tc=zse7FMHWFM&Cq=1g@pF^#j!*r7 zFUDSGxO#cz$G^rUV#-gJ=r~UOa2^CPn@n=Lnq66O7d*1JLJWPxwo%sLT@)hEq`~W| zGo!(?q6RGs&=K4{{sFjTBbw{(hVV6)7UYaArzG%lfo1Wm!|`5Q_c9-M@Ic?8`Y}mk zwwdG$yyAO%hiA2Cw?HTy{(+<3bGF~zNrNJ)gb^IB9JK8Lpzq^DFG~iB?2{%LuntlN zKoC!^vH+vHW{VPaF(F_KbvtYe=+UnjV}%;OQBQ(WJkCpYFtM!aWN`A4dB-sVR%IZE z`uKII3nV3;*Jpl%nblPrCjZ{VCz%Ex)#dy!zxy$|@dq}rU;c2f5v#w1RQ-rE&O$&Z z-7m-&jAf$J?y|3EGx6)-(3_9hv{|XZcxOd)F$)%!TiTtB`@04k3DgjN&hx?1Dd48oiK0fl(=D8feb|5eC zteJY!#XrZTWMioJj~oRcMjo8npr3R1D&5gMKrntHsOnx3RMzO`HIC?U^tzU6Yw3L; znL!0!D7+BwreWR83=@VFklWOzpX|pJJheDQ9MH4W`I6_a>M9gO`zH#BBrV|$TeLb~ zPDXIdbP&$&{e)C{F#0{2Wd$XOgXafmsG?q1V0a&QWX_{nnZ$cCXx7x9t}Wy9YV2yW zyoT7o#dX=3*Q{n*Er^}fW(^J^gxi<7UP8iEWr7bJnIUlF*;&p*hC3LUTW~t(*7H!Ee?%u6{}S&1Hx8#O$WL8r*|Bup`|tnmE=eU!smAv`$x>+8O~Q z&)bW-WiWkdX5m*nqcX79Q&M8}JKJ;jl3Z#V>sEn?`*DVh*5*3hmiVi%=UD}~o8V&f zw-mn2Wi&soOW@t_#WiS^`(*}_&nCV(kGn%c7QL1232;Ga!TLLSC)&%om5l#{ zI_UNXKS&=vDcgSozXtXy+mU*?eT3>Cs9W)_f`#3>Yk>8r0dmH2;4O{%%mY56yj;(E zN0K${Hq^~VvHQCV9r*ezD|v4!a*-5Ex?9G!$;PD%YO)|M9?zRB4vFeZBU+g zsCD+vLJdvrm(~tfp&@ZhZdzg7>Hr$BH60zTK97NH$Jy;@?#$TQeo45KakV+ijL97t zYM|PZavFx8r#7LvG`!dl}#W&%wXpV5y%mxOCd+$C950%P6nA<;cO;l>7-5_ znrunsEyOM#rmc{ApNNmSdRv`4saP8krTEg9%U7moO|J2^UCp@?jgaF=saSp{FQW}! zOg8W{y2XRk`+4ZBGN&k-t;5lL-F9=T3^#pz*?c1!(RI(ey2QhgfhB4agbnTV7~Z(E_`?)pP)B=QEpJr2c=fow_eH`IGnwkJ)LOSir=zcLv= z-rlMf!e<2iCEE0g*lJ<nme%(WC~@A2jmzpR#mDyT96{uZGMpwyUV}H< zia$O%gozT^^&wOcQS)hTqv!?}hRf8?)LrYShzzAHn4$T@G5=#$1f)HmWC}p zXq~s)sD`T)BAEf1@a9B^VQ-ky{PK3RllI(NfpAgCB49E@a9DU`ai;*HzJi&SlBWO|6Af#L>fCM#rt3!eeG*{rV<*`YKvU{UJ%h&20$czxIyT9 z@OsEcvWv+Iiu8aN)ji-WPx!oR##Jm&B76Gezd5^j$S$p>99vqmGR&CwZBMh4s@8RJ zbX?GPZ?Sx5Itt!=B#=8AHc;6|Z@Y-tcOlM>n~JbsPM}bqnjyofh0Jmn94ZPgpTapi zca{(wDSIv$q|OzwooJGvW_C4hZ2?wD8E+eR$g%q0Um!=zwkaUd3V35v}IlGW6Qq(S8Yp5j{a{06X_5IYHb$_cmap$)|VB=A-eDovVKvL z5G5>Q@?uqlIm0=lT#60mJ2K1JOrOvK;!}j&!jALxm($C1^{xk+%-M!Hf0Ca`NL`kH zGH=A1LnW_U`W+rzKRz5?!}9N{pYG5Mm^!wJPCjz;d5+Ru{TwWiO@izwl#!B5k z@kO((sI^Y%C|s>k)jVZZS(nsXX&9hq{P55e`hjCOpg9|`#ZK$d_txclJ*zP*oF;zf z!1CW!8z$Bnyyk}eGvu^ZwkbsYp;!VQlOy5ao)==koiy%2aJ6J`U>KVGJegmt`MHFw zt(^lm#kLX60wH&VU!`i$E-j|zcSx`FJG)&a=|g?#MLfYspULHOV?>Q!BPc&*R8BNe z_6LhO0;Dd8ExcO)1FGl+E`8cCp<44>+ z-VUg;VEao!;7117EVOglay=>;sGoF1R@6V@H?dKK7|;-=V7n2c(1dKo{OAev%tV&K z9i!eqQ}3_cDzWLB%dgjwuEdE;CocXYZU7V+xo9GdNz@G0vn!a9Xj6GjQ`tucIdxI3 z@El5|SIymNP-{rNGiUi7o{&LoCmP8zw%9rgk@>7yXH3`WLzeZmjqYDO?jR9#)QLr0 ztcl-JMDgHbse9JJMcAoNX_@QXu49gPnF-cKPX4T45wN{?U%Gj2AcRHa?)GY zJ4xVgb_8R&jqov~W)vX(Ia>n#EXTD9*QWI)QnmXlsZR!({@B|I+azINtD}A_j3=W- zjlkBFKcpWj(GL>?gBZ;bGT+A9#f;yF9BIaM++W4fiY=Y#q3vxkQ0~sqHcOw0R}PNgG;ff+j54H5&Py=N;e#>BDI zxF(->F=ac6@s%8+U5h_o7Za+7|BSP&tw`8(E8mg%?y=?gLC8&5J1ukS;0x6|M-R)N zqS@qSooF_+-WyxL|9y1NcQuY5Y&la+`f+`^sJ;@Jfgo}7!1dF6;7Qwq3o*OAaH|!m zlz+~BPV@EWlT{Hx3_bF_FBjdtdb>ZduvF{+Qn+Kz?j&e9O}^Rc!BAJq+?2*t*MFht zy_AiAlf(r&&P1uy@9=q8k|*WV6PnI;=98C$G4^6pk}6=*j}C=@xAiQ!-Jks-ukba( z9k2Nv@Rlf%rWpZ;2$-*_g@?+)8OOa79*EKcm?c^|@KpXrG@hAHT?WgJUJHqneQn&A zyf;Kw&v;c&U99fQ`>XY5%?JAwpAoKBly;rzRfOx~WbD$AY<;?)@0iwdLIP20N~M#8 zv=U$q2583sPsT+`B35pC#w@;wV!8!w^wsMxkCFE@FI@;<)e4uIvCl&VO!Coe>quk$ z{>eD40IdV4LFtA}4t66jp4k;uj!FF@MR-i9Nd!tKh`kGP9=`vd!45!P-qeA*mfbf~ZXy+d``xk1Lum$1)%dv!KYepH`q9S8Eepz8mlK9HeUoqsg3a z7a;li@b$@&6_ox^lo7Ya9|8Mb;_iu55A8`nLP7$LjlMaR?)5Kc97D2f=e+OQY)E<( zX$o&NKetYd?Y@P!V@T=F2=e_JH6fIN`yao;KsdSjPeJKnrbY;QjCYZvAFgfB;EtAO z+~05CeZnLZimwKwZt%w^-acRb-86)Bc__yn3_{$V=>nNJFUil*n?TGtJ;g`}pMn6e zB1w;M2{VEtqT1CX@jV8n$aDvtRmPNz1B}sW@Yshww5$p+x{yFt8%J0>?HNY6{BVyy zHH0U0EK&F)BHcbzjblnKz_gm`aY;hg9(S(s_ZPsBi2{Z%^%?pG@^J?`&zSyP7_#D7 zYIaOIIh}qfUgQ~DXC#ur!{|n1%7N?ui@T6N`czta*}BkSOT4agJQLqOI(PE)H9d+| zHah-r^!u*e)*QJRiEU>^H^CqO0|ef5VW{l%m|kBOTQ7pbx$u|8oSn+~#CQ)PMBlzj zc=Yc>Y93QhB@hohc>fIidtUI$hjDnNetL%fiCyDcb{}`;@eGYBEcSE@g@`9LfB19s zm>@!$8+Lg=GDqEZMY94&GU5#5<(gZ!w0h5AvL)R-xKxV>x+u^<3Uy(UbicS8E!Zm? zZ-^U>_MC$l{q=N>kFY4|MK8qJ1SRE#JP?{wv_l z{3zIgrD*R*f3Tpk0F&TZ+QPW^aECKOcmmQRmkSCrXZ;gU`Z`-NM-T+wDXe+s&JK4~ ze8;(tZMTW{P5o#YGl;VW^~ZAQZ$kSM>F*+ zYM%xj*U+yMvI*I5;!2;W=LD6@j~`^p%;VoKgoF)FG?`$;`9yb1T~EWnrO0CDF?yzH zXyJ;aGSi?4Fi$u#0do(k74Za%%iapnF0GVeIrY4M>yXw66I-df#%uuHhju_sbCiqL z`ofY|Etf(kz!vlrq-TYJ(8r4Vj!L?-A?Z0um*Dp{hK`0Im9QGk147BW)6}vYw6-M1hl(MJny2l+Rt#Pj4J~~%&W+~%2T+cM))7x;V#$2r{@0$h zph=1l-HC*JF%9arA2}Sa3aVLJowL}6*k_W@A3^jeJo+yR(@DeA!WN1ee1MKeRdtRT z$|y!RF>?b4G*;G?Jvyn*n!d23(_OIvqhbE;EG-oF4Mis%b`l4SWyUFILIPp@SQyPr zH5KpbAjOUzhu)(>@BL|0{Y8QzJ&)6~CQ|uhoc=;F*3pm+jpfAfq!u)n$A9CH8#r^%E`2j>>h8>DkkR`VuI%6U+OeY zx!rkCel)bsUvNY1pC^R70krp*IJLUQ2 zNi;$3Jv+9HyT^ElWS+k4y7Mig1ac(`41f54c6_V9Ri++2f7}Ew$>1@AXO`8s#2@=KnKTA$M>BzFP&T+ zckRMR{YYdGK+0=&4;y$UNZw`=mN1PAs&&w3`MvI*)&HDfc(Kd(zQ_+E(18HAyQ*=*!NhUot0lAV4!!6ETz!a0?e5b$<+0>po+0u4U8GgH(v zR$Q|%@=f?rAL*ucUQw$gN;XW*ilXfJsrY79hBjTMLbrv!k4NNW8YPa$%_L}NoX%GV<2?rVCA>a`34hYE0Gym#=MJL)A!d5xI8!Qg zY9JwIgx~Pm4;4*{s1(LKeY^N8^I?6$bjnhYh2Re;!mB?w-Y_bVmg}-jg3+Wjt6>uJ9U_w${@nMSm}GvWniMt`6wBTZ z)}S)o%v%U%-=|OZ{aDeGMgE?V7mX0KzD%PAgPtzuH|iE&u|P%EDQ~`V%lb{JTJn&( zxKXY{jjoT=w=LuI`P)2qLZBS=g)VCIHoA-tZBL1qZBc{!R)f$Qyc1vMD5HYN6~O?& z3(qNJ`!L8)8(&H$_;kI41P8ba#-MRTC!VD@93BolsE9zd>*Js_!Tb}t;CeTBt@)pL zd5sS((t18RgO`%JUh>ei8=wO41osmqOiWvvQ#ME0M;#!P0InP_@8bYh1`R{AIKdI> z5cIClHZm5uj+|x9IAEi>XrWK?Hr~Xenq7Ca-Zn(t%*G%Ua_-cRsJk#_8&)j!9==qG z)F}z5xmP~0uPidG={6zqzF+vfO+l({f%SyNJ`Pf-T)D>IS&j>Lxxo4Xe)ePj@>0&P zWcr)i^|>a>mYH0=9tfpy?eTo#S$M$psZiOOh8iV}AbEFM2CIB0f8uCeoF^tjC7{<4 zYucqEhq}w{ap0YtspwenXhPcNd<_h)t!4#5o90Eqx@#=yI(7eBCwA_`&`QkPLQW#Q z8(#Y6JCh_Xvk6d0A4rpCH6?6*;uq5!s_TCI0B&uG9T}VS8NpW@Z>dIQH>5m$yes}Sdymqp(YeMVOQD!QJBk1Oi;;yNcw zRcx8=)%x!$y|zF507N@?w}}*(ze@|Qz7xukDknufJ%!QP*uF`=13A4Zh?!2v z*gCc`hudBtw~8Guy^p*bRlpJA=G}iU`fl@P17E1z|*u%W`D-TO4XujprOYe zT}AxQR`R73XiEkQ*)#9r&jO`G!%ym(sdU#hwRFw!5z%`sg9ifwxcz1-SwRi&&vm;bM@|Kr0{Tr? z1_m@zB?h7Tu}YfkyHJq_R1~%MnSTq%64@lw2+58}h64aoG?VJhV$jNR`N+v`0~-MI zz^LI zpX#7SOY#S4#D!Q-8MDF|oTbOx#8@%dN|pV`=W8-DZo2+r9X0)Bf2Fh{xc`y!1`i*?Nm&G|FEz8kIpj=8LvNTapLg zhvkOWnr2D@>@d=MeEF57)iV}B9R!o4w0@_&m1d5_-FVCrrvl?l#RO?`Xo(#%QKH6> z{#?#d8NEb3i>W}~d2^@OC0i0^tkChU!-fHC>;!Hcc)juRV~OL|K{6E&czQgewb(I+ zubEcBY}mFJBJtCYnW#wcp+8wm#SzJG38MYJA)<;yj78x*G81 zW}CUMphl$O@;<{j(kL!rHrL8xzuA@T8-kr>j9KC@YBYa=`3e-$33=`T5#*q~qh&~V zGhKQsQm1ljSL`2u5xUzdo9};d7$s)*RMiWqrcH0t*j55Xp9U=tYGC4rC1^I|4hxwV zISHS8?+5?4M(GS6wAis_Q3AJ}ywzsHgSr+E0&$PhGaY3&MQ=EqKt`eLriT4`W#&nF z4={t2x0X?X{+q5NYs#>}_BU)fwh*4EMt3m8;+VZr2s)foX@u`s)kxiX?#lmzYv3aLan6u646o#I z^yj^&W;X2S6)e9~I1)r^V@(s)IkJ5N(w-vvz|MeF+sNu>d!)sfE zv~9nCC+HBlPdf*@7E7d$RvZ;Fo>O zvaoAr^tF?%Uyi0Ct1VqcC%vr*-7~QG-cftVCPE+(#d5iPl5BB-}A?I!#> z_OvznFYCA>d1&=(aQ5b!#aJ=5L2v?0kcE? zXkT@o`6F%3a8+J7CmDF8cgPPduk_pCp~-_GCt9!DV%~E#?laOY~>AlAA$Qff>(^_}wfM4vhD;?i$rVLjhOUxsqdA#HID!1G z>67?eO%djAS?Z{AIE2A15%MoDA~L(?%-Lha9EqScTlX5|*Bt9=+dCgg9TZodR4LM{ z?!Rd6$S~5b_K|Hm!)H6nVk(LfJ??hrrlJ;i<&ay0AZynlk#F)bay(6=E0qH?G6Of&_|YED4w85#%v=Fk9}y@NHN?B0Orz=i&Wenfi{nG2ppnJG0-3z~iqvYwHV_%5DKASLxk1 zIJV~?H6*8PityAnv01bLd(bvRRN%_ruFs}c!`$ELXwc1Ws{>d5Orzyf2bmui z-{g%g6bzOvAI392;26SBKH2vfiM zSOgjQPA#rTNC-Ud+=V{k;;ND?4)UtS$s_%gQukkIU-7H|++fo2{hs1W*iC&SpQWQ; zJr&#uR6NmJ>kg)pW4dnj&y^+{ckMQ=3u*4Tu02)6FA#LyFxAXy8t{ys%8+8uG=Y|6 z+ZX#9L3O=QjN;fSzemTWq?NnJ$1Osq^O8^ zk{1B(w{Q0mWZGfsqzl={e%MfkCw&2NYKJG_HvUAD&2FpHPrE~1pxD&b(NnX<-RaMz zRwB!rUQkjjfYVK&=#0_+=g+x4t&Tlk;| zxYfpO@Yyt8f1P4u1Q>D1{HZra8q7<|)3wZZqdJ6p7R74z!YX|G9ls6+mt$VX!pECf z&Vf*ay5Xez0;A)pM$q>+ZUG5|`^-MmI?c_~DS8K%9+F`ko zDKP(rcJt#cNjU}-N-#p8j`qn&=be^6#oun(ftGF=kaIr3!SUi!61?VKTtNe)&$rFu zaHKETZh-%$X=vkZ@nB2e*YojtA3!v$T*BihJz_lrL~tY=!L&Cd7D69574|W6hR`%` zC(#~*)YFj-SBMUOFwAh)gv?0yKxunfbp2k`NDtx-$9ilq(|0dFIC~oSLpy!6gyIE8iETlm$YfcgG7le>`sARK~I_IOlRxMoV^|*JA_B_^DbUwLfC7e zR|_>1B_6qzJHJ=HVUECWUggay$sE_|Eibm~=>u@4D>1W?qAAu@xq6hgq zn2Sj~@5$u{6r^Pxw_&j6oU64{2ZM?fXn9v@64AOA&1aAKEA( zvFLk0x034=V*ET~{61~B8{*m_I3j9S_$uDFi)k$OA% zrw3o8G~&nUVI!@CZ_eXJY6`Rq=DhYEXoG-)(}3`pC*eyGZu29+K79V|@E;)e6KbKMZe% z2zM}mmmzIYjc$hg{ptXc1W*Q1SvllSt&S)kXAqC}B-R};Q84P)upe`Nk(T*66@Bxp z$-osC4mDlJ>LYpHd0r?5AG(5l7CYME>sEnhb;M=kI7{F@vG>E@5OYt8l{BX-0vJx9 zvroke40Cc9SW-qfC7oS!)RZ&lGwN4(bt@HT;nx_}JzG(P+BDs1?$L%2>vVE^n$9`h zQNrOQDDc`xc3F|SkGfw*5*_zUjtjj`i&nWpr`naW60OemO=c_HskGzG>WcC zLr>)=Zb$Z& zRig7}@0_iB{Wr9az1}zRg)25I!dQY==E^m5%?2`el5!5!GLg<1Y4;Us zoz~v3hL*W6pFVK+=dvljU?i;$C0*9tzjbK9W;lBPS^REfAq50R3<~6Dh%ZSuJj_1j z>ffz9AVJM4^D1!BqP&i*|)G0VXJ_CuF6kqIJ+v`nP)jL+v;-g$T9eH zkn(H7ND`g0^ha%o21SCT&#|a&fot$E*OZ@0LtuX`Jxwrr!Dj58MZh>DEV+LXSjLUI z9nlw5?)xWow-cq6RW0z#SV`S$Jpxea*~+MXGqPHhYZ(t<8P4YY!ijb(8$%*xGT9S@ zK@}RGcs{){G;zOxTrsJB`=pd6S(^o{#~LBEj%E=F)^IIQY6#xf*IH1;m3Sg7a!Py8 zuXfFmYE)9vM+IC+vBth*VzR{(jDr47v`}dO<&OmMWH(<3-sXD3^qh(l)B17rW*wXC z1iu^BmuL^aIorLMdPzGxJba2iC`M7AxG2MtT8Jjw_E6KxmPEXgMO}#|R z!{T{9^CM$rcZcjKW@{d(C@@-bB250OPdA}PAirIx&lL3d-PHbgI*+-A-5TcmEm3P# zw`=}@j7`$t0c6y`5Z@B-iK`^}KydaJJ5JG3J?>1w^w6~J1d!G5)Whl<*y<}Bg&Unb z0w%%kQTmODye!2;7YT3p(@WmpuWZw>m)uPzADZ%xw0Zb-(q{u2$$>Qb(T-vyazJ{j zaNh2}F$S{gxU25|XU8B;6qmb||An9wSk6$Y8%+)Zj40MV_&sJ`J=rj=fm}=cCg&4Z z`fhX?u$Cwe)*&(>aruIv7wM&98~oRd)xnEOvs)Bkv*~SfnOf0z=9CQQy!;;=Ov2mf zHR(fkp4+j)Cpz;b%K(nqE3gyMb)NUKx6&ng5caVs$1Hmb#9dHfGe`cSX-=8Y^>e7z zO{k85ga5w^qp53pn5Xd=zM)vz0$pV6PpwxR8&$cVjq<1mLF0O1rw{1w*+VCPbofG_ zuH!0~%TgDDjezzFsyvD)m_k_{6q+5l(H{criYpU_d}9XlH^$HgZ@jiE6bg@PYca?# zN*OjQF~c`-nKW&>YI~3_Prtu1G&DW7@6-{$Ry)!1Uj{v^Vw(E+X8Md=(P-1Hs*reP z!`!U93D^;=YG=;OIvUBfRlp7QKd$K_Pj6{x-mY4;T&_ck`vsOtdc#yFoJ5FFj2zwvO^Cq@#rl=-OC#Wv2giFY z_^_nWjMAv0AnAUTkR68iTNgA3`wLzt1>>W((=fy_>#>ht)F6Z0B=K5@@JDwYgUP$1o5 zZ8C&UKi|^~W{$?eRE;I>JA(3ykFyEeq-%yDUP@VyAnzx-{2A5j2e6l-utGU&*X)Ok z)D>etHXZZwjM0`@YM_Iwm@0-WC9Mqq7lYv6FQU!U{tfJl>FJWIMtJu*`A;N zVHC;{9tv-j;bOGuclJm#FmvuU)@7jGq1u)Z@QzTG#2$eKgVNp%O1Kp+ggV7lwJQ(E=l=cW6F0~Nm6RL^W%Zo)^TBmfpDt9a_yq*JWe^L>)y)$?CeU(%D` z;a~cPA&MP|-l4(;N?qg4f(zAA_e2{t!#_R}+#poFRK;LuvbVhToD* z77bI7RkF%`>j$c@s8KjbJ%qTiDePy{2B!E4(up6J{kR|JT>Kyzz5tp2*x*;&~?k_f-T z(T&v1K;&(i^2}*p%mzjcT~)mZGgke(>(_0=*Hb?~Qw-y=DpSN%Ow1w|NPe z7&8TY#=EFJx32OF^?SaB_n%LcTvXCkAA*!2@B)3;!gI6C*}crH#rFWkSTg?oFrm-{ zXuzM>42S65=B|41(96=eOPVK}3QgR{(S`gf2mB8CQTr2;X89eM`MY==-sPa%-#asQ zsCHV<4-l;j=M#)+U0sPrW{0-)uFuo9YJ}%S68DyH70&nA=d1YL;C3rx0-=e&-PZdJ z)iCufIVv2lyBo}(EeBWqKgX|}dR!$6+v4pE+VJ?0uKM9z*}-GlVx`AXrw?AUgmUz` zDWhPR(`eLcZI+Y!vc2y7eHf7NfmBEACLCW6GO%NHyI78Q zR%He(U&TjENO`-~WaQoF%(y66u6+OJJm_&=tiF*-IQrqGl;3QiX4&^)izUpo13E3A zBt>Ylx+UybPBGXJQ+z4%mTmw`;ajTKd4rQS$G{xeI_WZ9_*GYf!nkEM?A_imV z859_s1ov3cop)ZrN&ZgyOBDTa;h!34+|oWw{%S`AeO45G;r7|Vuf(n8PdQhlm@kdD zsKq{5FZS|`1rBj2b1;u>fwI_{Gn=7Zpf~XsZ&!9&TTb|Z42@q5kI?(_W8ZL@3U`fp zss(WNPapeLU+rr8i|w*L0RrPRHO+6c71E%4S=e#+yz`R@_q@4r&&y!6uZw!sS#+Lx z_s?vH|1X`l#+Hb@M5(_Pc9H4~?=6nmHr>MO`f*mSlW9ng4tE2+K~K^Qx`t=y9bxh{hbV7 z2y!_uxOcYOdI!3!=GW=ukPhxK!xU--ZRy7B7jXu&4be6K2Un$XU_y_4#-&Jdf+MZ^ zA|~my0OuFtpxIWOR`9ld`sab}8I|*lLT%nQkr1!2Sp%@TJW5*Mrl|U^B)bR#$8)oZ zaXhLva*I-TM>2^~9dX&DxDG#vCt}LxhmeR_Eo*((TS!zKj`=)$4z=#tH&saJ=!P{gS6kP(g=01hufm*9=0|3S@AJ)ga0k8B#)V} z?}q^DHZwHmy9O0sec7W}M>dhj$>h_SF4KQ- zk+ydhZ=qz^^)A$)ZL8FdE9hIX?|6x5{10KfgQ3by&44?! zC&3rk8C@5~^S-dTXatdc|XmSwwJ^jEzikChQkzaVg0c^kdgn$)is@ZEhf(3hX zI?d^J6^{BzT>+uTEpvQh*~PmaH<2w4fCqLoG|a#ltK$C_@;)&t`t@-QKW1(7!|xu2 zA(1F9Ts^B$UNE}|A@yqX_AYT7dL`xko-FYQt=nN}pJYdtQA4UD0>xKz57$83UlTs3 zx}9vm?rQWdoBNvO{lX|L{VT=*o1bid2djZxiuUD!Kh?Ccc6Byq z)G!Ujp;hxN^p&AcRw+MTP1$l)$NUXh=Aqs*L+{mJ(R!LaN4|A@L3tS;ysZ&yuKVASXe3=Kiyml_MZzqD zfjU}DGLJ<`^?C*$7mSOljk)UqmpB{g@ zFd8Xek*-jaJ{eQ&W4Ll)qCful(mb;TSF!WhEtvhR!2?t5PJxsjp+ojiBwDZ zZ8LGmo6I=7i)u|E0kc0+&H!`cF?CnCj6>8eW@*5${I2@EuP>MQvcoIo!{4)on%i-$ z0H~17{QNvwJozTV;I?q`hmrf#OxnOg5(##>Y}?(u6CEszw$NHvY437Ox-!s6n->$( zkITEtNykrPq^Z_^F;1H6+!1o$%b4$vfTd4YiGfTZH>bcH>#5{jEd>XFJDzA=lN(6W zoc0Nm6occPtM3bM4Q4b=76>YIG+cH`@YunQZuWPMb>y`#M zg5S18=1=H1baT_mK(aSklaU(y*)dF0=o`I2i^o#_Aq&`@d*YwO-w6}jBEIV0mG96* z{FarVT!sm{$DsF@#Y$SK3@uy%UsXINJ!>ut7Y04a3-6a31t59UbU@fG#^TX;P`fL6b$vL3ZHN-x z8KP&UpVrsrJk_yM>S!;5L}t#9(&4l9+ipAcx##^%{+1|0=57b5)O~9k#mAZ|=HngR zsE}}JtCpZoHQD?WTT8~%YRk?I{)W4q@>TNuU)`oZ2N$dW#=zk}ID!u4*SM|8=GDI@ zol()>1|Pbh*FtIi3@as<r+qk9W5$Hh4C22Hr|!S>}hUIcyv4$U{(CMJLrO|QJeB6!zgK)V=lRo z-VKC9xXW*Jd}ayb;tr`!5Lb4Fdw8|#m~j>mF!!A)Co7N|pa1P1)W2++_ini;;>#OW z$99LE<`r#2d042JQS>E}{97_Xoa_S3;%6zM7vfs&=2yZRB47enoT%8T3`Kh!DTXQD z;MpcI%|_oo-$L9AB@%E%ufHB+BHfIe%1kaDsjz#T-I(QC*|J`L4HWLY8UXP(@2$z% z$FHztl3v9E11fgG!(>aRJzM-SX3^~eR?f-yp@Bq&+dA7R^03NT0P;g3L|7bwB-ZMm zjW<=i6sc3GmK&VY^ZZyEnA^Yin~28GQK!Kp(Ts76F3dgQ*vG28WI8WU7=T^?|t!?=g9^Ed$_Ya+5H7P2_@_M! zf&6tuWc)%_GX`HkV8RwrL|>ysJZiWXUuaj3P^_vb-GL5LsD^3IAK(!rXnojU=bpn1 z3g>X6ldWF@M4%8(S$V=)l7B|=p+YrebNTj0t0)W#lT7;$Vs4MgRQ%19G7L z-D^pf23fle-8Tcx@xVlVE1$N?kF>)!_FuTCM`t?e6YSBd=oUt#X5o$T3Q^k+tDgTC z=kZZRrpVK-9#>=xNe`J#mhMAq5ByAH-OH7)dVR%J{BBdXVnMb^#{ZmUObi-kJ&Ji% zPw-760mV-Jj*ofs_wNLwx3qO~AQjl>_eP(82nEZW8kg1vIhQnPpSjQ3NY1ohw9AwS z+?ZqNdQ7-_81DP>tj{Y58|5hjLulOITT58 zQAP$i@^VdBmKvT(7sxBhiP#g5Y)@}qXO z^|)PPSx8CU6ac3CObCTQBzI!CT<%Nc=%L8e>mNV(wN|xbPKGQ_)GIh#)+#j#pgvz5 zxB_fny;-7s1MASUWz^$bBJB`!k;QuuYZjaOp-8ierl0qde7DJwIiTkc$T9Exy&)R4 z6EXEQZGC)Fg3zAve@KmLphD8Rj|YutHU~_nYEP^tjs5wA5=8$Y{Q{+7TK}Y>YG1O< z*yYO@`Pxxg|C}mmKPE|NcYzSS|FOMc_UAt&d9v0v>d!qZh0+^&H+QC~E`=otXa7dI zVg3h_C4rtVi&S;8gC*>X13<~eJaz1fmgYmZ*(o++(Br-NZ^-_vM2CMwyo=WG7(D&f zk$yPkTO8NqTNq_yjv*VOL${OQ8PJW|-CPjHJD$U~RbaP)WkuzU35r}38U3z~j0lN^XPQzod%i=B`(|2z<7(+C(<3FGPr5 z{xCk48C#oN-?=FzKgc>~@n z10F^)Bnrn6_ODHG@_1oGCGwtuVtu4}=vu%U(!{5C9Z%hDsoM0+EKPgdGJ-!T7p#+_ z*#wU7^ZaH4(r}^+oC1yR&lwQGQim-b=M@`8m%E2YDI-FSD6=}LrJuUm<=3kHu1s@y zzizd~?2+z!MOuPj<-ZH*-99I%ie~Ad#_IXqjE4=8AS!8o8cL}1pNk2zIh(+ZM6U@V*2T5}}z|r*8f9K`e|BK?&nLCFC zv;16v0!V$qN;EF38=TTw8C~6aRgmrH~?U zxx-XD;d&>i;?cwKyu_a>p1|-5Psy7xo&Q!uhtI?9zSBlW4o!{%rZn0-$LWcaoBwv% zUN#)}RVu3AoTq&%Y2hlm3EBh4&v4jOI~qI>;6% z20A5KB&JLLL-G&Qsi8@4u=#Ix(v}9D7pqc-qvlrv|K*DVxvO@y(|(#3Y21}2+?MDr z`J)q^T4uc&TELc4fT0e{QxtklDYu!JziDfBzh7xC9@Sd$bQxtAe}K&Psia!n%=omx z04t1s^J|J3@1cO}efGe4AKRwEipoB(g&3;^d?8pO;T#;!UN+^(zTGb~YP{>+U7cXU z)2EuNE19LAUenCC-&S86P5b9528moyH8twO*lbnw@;5f`spis$wd17nexHpzS?kF5 zu5@!bMe!5A4V6C)WdEc+ziCcXEc;Sf*Qx}2^HW<5Y(eAFat^vEevcal(7jwC4JAwCfEqB#B@z&W1nL1$j0%U|gqSe0C;aM9grWGoA-EY5` z!Q`MSj?-y*r3e`g-&$6O9})^MezEGNi^x_N;`kn57p*J$Jrmbry__2swD5bJ{nVJq zg0Dj$Ay^ZartN#g^1DsS1Af&@n6GYoV$Od^IKYKmjN|U6x^NkMXg}YX?uhiHTE-zI zd?elA^--3sPH?$uliW2A`?ZP5$2?D?NX#mUoEHL5XSR0e%ZN(+u{-QQ8&b93g2i@v zMd_M@EG_fz%wvs%7wb0(xu>{GK)t5^5afir3d}h6?XQTg_TylDQ9gswWX7e}<4Yq& zS|#NEhjiJ>{u{9I4%M(adLF{6c?NRLnk%v*bw_DLcq?ky-gj%7WVz`1W(l#uZT$Ez zp@VL_CfssXjMcLOcG)%ljzRmW#=$B)yRb}@ zJ!<&c=*a&G2|aE@)XES2unJ`rDF;#^NyZ>*o>F}0=nyO7Vl+9SU6gKjL)L9Zzwpg>DqB;0Keu=|&*?6`v0`_=R zGcrSVZw=n(-ZPay?zfEan}7^ci)QQbo#U<#gIH3uAl@_A#&5L7Q*jE3i&Og34O4r2 zP>s-pEk>U07m~J8KNFGWWDg%~JS^Pomu#IfTWeEV3k{wfvPuan2QVrh8LuCVY2~?x zK9C+3L1+06lNIHbA^`{4$%I8|N5D1->3Xju3-{2()Ite3tR~m+*cz47!QycWO=ly@ zCV8{Z4*PFF-+*H2z4?Lm#`g-vNw@bq2vAGyk0BLTh8GHP9Ouzmf9ahGj&(g~ZG4X7 zAd%3EHZsJj$nMrQMG;=GpY6FF&)Rp98c;QqC@#rzrJRp@{Fw75jq5?F9S<0CpKxNz z2f3wt*JgTQCJiy2^ZA8**SrrcH~kl@8cKcDCiMKKN}(aw%vjQHj%lN%`IBg%=Sizt zcp*1gY!o8fMMwiU%-XnR|2Cu$tG9ORFH}iiY zS(j_>+mvM<{*@p0KJLWXJm@ij%GT{?9+HPAXbzaVE`P0cU&kA5>lPh|`F$lLihByA zZNJk=(Z66t;U5{xLppshZ_8!sj(4XWDX&$iodqT@rtu{{TD`XpUOi9ULTqYglbNYt zmZ=wt)o^K%^dWixv2Nlg8xd|}i$d^_5-jrWFn$a!%4`Ln!e(i|S|%n1K`&#ja%MR8 zglSl|N*MI2(UmG(eXMhYM?dERYOmid;x>a>;y=}Hy{|GTh57eZpz)0m^`B5P7FsR= zfW(XJzIYQvb|~T|rVh>KER)0!8E;T}3>Nr>I-urXlubc55mCoAlC zfaTAdQc9#QdHhEu?kWoO#H_@aDvmE@*kXF=5dX&#m6iBd$WNm>yP=FqwCkziYk_mE zUU3vyK+H`)t%OZhJrUI^895WdcYici|N;7X*h{I6qE3d{Io0U0zB%)HGVcwP|;l3J8*i2mD78-u#n%)_%XM zkdomgi)t=3R0e$g(VXknAP;mK_n6{I;?uazgfgJLbk|*kG-Uiah56ecm&L4FWqN(*4qf+lXX`Px#~q1pBS|1IoTR12&Y}0s9hNcM~pvW(XWzvJw)-1ekO5 zK3^8icm`1#WEe7Ap@#MxJ+p?Vo6PeY2(X1;B_aW)%&EgJET%SGAPTxBITAHxh$`0) z7U|DjVy7tryhL?(KesQHlC$JqLU~oi-w5011bkpx`|F-gtwDpf>43`YqIz2tC>@FH zaoRK`3SURittHCyRck6hKp=eXpXz9nWyJdpj{dPi@chh4*U$;ye>K}6WulbPbRJ6A zA3_LO7q|Q4m(zunp#!7?A*wA+Ubu6+v|ZU==Ixyou(WKiF}RNx9~;ApqQMz$K6})) z%8&Gy-u@oScc{s|n23H=qdFx)V&@foJ7PAGist1W@*fgdOUfr97qpFKellWfoF?Ag zO_f-q8M@W0Ff~?DVf%}Ot`xYfXG_^j@>01I_!GWRy78LoRr)Na(P4FZ%PBay8#1Cz zl&1bV)MTHpV!?1h5=J~ga8AV~dX$TN!5??skZQO)FO-y@X51N(ch4m;bsZsTjn!}! zSKQ|*=dKWi1M!VdE$RJw>{j+qB+_iV=fU0w2|TP@K`Uh2I)GEQT}cA-{^P_=oiU5? zaJzF3uiSq~zVcLZ1AbloF#MtOlWw)bBW&wM{(<+ewMMIAq+#nM!^QXf=e<;~?KJMY z2HZk}0<(wd7<7W&gq%B?{dDN_P2??YO9j8mcat&%>F>fpx>pqCvr7+9L~*f>O#VFi<)Xq&NI> z6~NllTKZ>uM{8J5QouzL0@y;%BbS#5Kbvv41to$?S}v^f9qI=mt(Lo-z#gh(u>SWk z4Vj9{xP9I(k6bRPx?T2e zBZnOKQ75DZa4_GorD>p3f$vEh$cstMB8muU&ooo;1Vt4{s35BAOf!6*Alrg5Y!qNO z{biB0TxHt~-&A;Z4$|iJ;0hkreeMe5g9t1L-;9JRF5033JM(T8b+??r${n*0AlR)V z%j~XJFmMuE10Pm({S?iGMc};^sb<>TA$9^NV^9>fK+~=rtckt~7SUS-f3V$Jb=*{e3VHQCgg zF{mznUeUi#a8KQ)e#XlYm?<=Lnk}SHEMEo zYwdJy!|g#DVkh)Zptla&jn6lKGc91kkP3-4@oKggk8<0WV#Zx1XBYdw~nd3vj($6^OgBwA!*AE(-qB&U1}9jTt5z)9-%OfR^dt7(cKZ zj52L24C9p{*Wjv;%5iVYVt3$hCZSF3r4vvSOn;>G-m|vKBN=?7cao z9JcL*NuC-DGq)rgg5tNQ{JCv5#o0pGhc&nSaw26;jtn+1uC+>h1ZI5a9v0sbKa=R4 zm~sYk1b#$V`!a|YK=Ub!Y=7niHs0#b{+i+2D(lWvm|_8|0*sXj-&bx#=n!jD_<;GB zHf3HH>FQB3Nf!Prnb0L&j^F!73(Sjb_D-zCO@qpRpTn zNtM|9)cXC)cvWfJtI9nKI%hxIToPB*?>VkBvEd1(WW+meGnka!b8hfq{S16$lgQgI z)w2D;Z9yKokj`xTKM(0Bm}?y@|I}#3wmgD272}|O$tElW)B$}ah{VCmsM8{tLyX&@ z2H!7G>CuU7UlOGy-?Hg9(m@l^tkzb%*xVVcq?l`)1SBv0YNLl)o7uIU@jmpK*hpF- zuON0ro6wy_hcaV6Yk8K}!AxruWGAFaE+_BC@RB=E$XU&hgX6P1_excq@~Z+J#b13+ zYpDb+l37Le@*^iYvJHU-ye?QeBSe zqK%kq<q zXHgAT(h&tk;So`a);N)EG*V?7J2@*n- zo!_B7@4`Y3L9NQlWY&}GdZi$d%e{YAmyQY~C#u^m@eHZqiJD!!?}l4jzNcS0>@2M} zS2t~ZdXmCo3^bfqp=5R$mkX!}*{`!rzvQxh$ZCLG6QxS!e0|LN$0%@K`$m}JgmK%b zh@vlR$ot)A|h(6R*c4Qo*;a0;$2O8!{*6UPFg>*wOy==Q6AXQ22Sd><< zK75(s0jj8{T<`b~X#~O=^hO@Uoy;~oE(}vUFirIqkFR>Y&C(9YtZ(#4A9GK8Z2xYv z=WVJJ%E|)-BweE%^g*90EtZGk70&Th>((VPy7FTV%DX%6q-0geL8#+31(T9+YTtHI z<}C)@!~|r#f53&<2{PO+YT@X_!Q=qMP30`=1q3wN&6PTuU!ozDkUnKKMPPF zC213i9^7YE+Qn3o_kPOdO$buby4V>U?KU(V+Dj;-1Dpyqye8=C&14&*Dqen);p|(` zD{uudB zD>g~0g2*%$5|wX3>PqE%<;~Bt3z0*jV{hBzKOu{0-1PMPhcpGUUc3!EFTQkcuLF6S zMgld#-^Rb&r5?=PnzB-J%(b$Ty!1M%n=&_T!KcZX6hTSQEPh^F7{fYJ`LEQ-9=tNZa<(I~(Y1`K=w7(P#hv8MG^71F}cW=(#5F ztm>R5PLf8Nq8xv`5i{BZh1+DS>jvEcNXY0)!aUJ)Rk2LYS1fn`7ow{8Tc%-#g~tI^ z0|B3*JigPN!4L%bFRaz#A}GW%j%U3SEa%nBo@)Lth&@>aGLxuZ78M#dH2-amec+`a=*qpw z=}_T{y=j80+^OzL1hMH2#S@K7o3z|af&?xd1?Jx-UG_mGXa4`f+kCus)J)yBZm0Xi zpuY`IHPKYq!##5g;vG#bz!yVN18ZCRx*BnrZja;sLI6f}A>5$A3{lhhfWb6hO z#64c>RfmrgaQPU#i28HCp^tF9450e|%>YYnYDxm9pk3t+gnMw`JL_i&t*p=gpbQ1? z+v1o9j8P5MpfV#DQ&aWh6 z)lINXgcMtA{K2>%&@Y@6h)17Mollv5h+s&jfTLeHIsnN&HG-$yn?5o;Mq{qjCwG7@ zgo+Yn$`OT5)lzH9e`812QB1sGS#F|1_-=wV>*+(aWCNs-ZQ)iVHTZ{Cj$oOy^CBRXs%G;9#JcLs35jXgPc;(zj!z@_%+MsSaW| zc+o={F&6grT#l3aGWH8fg$nf4v;oB7*t{@bHTbjFmM>P zPEUQ?FaM|q%S!KuW2E6O!38enW2w%|jykDZ+gcNBLfR93f!slNu3HU>7)tv4Uo-79 zpkD60AH?9}*8(6g#W?Bqj!8POV=c8qRE9Z6`N`!vjX0O_jmIV%)FMvOQnsxtevcZd z)S9aySt37dCsk^ zyNhN*uv*V<=N>Ot3AC~*x^B3KN21?;NZojUqcMxlV^OsRyHfIbfV-fm?^V))m3 zXaO$EjkmN2yDCuI)B0T4Lj=>JRGVLKgP_9gFao2D(6!AxWFsC zpx&Zv&A)9FOn+<7b*lN5H=@?L!=g?toM{Da$mr4c96Vw6h=J#(Kt_A24}tuE+m_wl za7^xpbNz2FB)ocs?3d%b$d($w%1Zb$MH*&GA{#z4+N=J-KG==>SdZ?!CiPz++P&cR zxbwESxk)EbJWEb+zWmxz^0`*?I&(88yJ6rnR z>_e;^-!^M?${x2cHn%|nANTIchT{iuN<8$aFvL_!+LPA$O(Ll)P^m`Z-H5VuD@#@J zUIbzU&f>s(nxgcYU*mSA!JhD#mr^DAFiG+iY|VE>hOUHOVhUAn?k z#c)rq12RyN?wY%~+xN(h< zQ=ON5Wysf@x$gd2AE)LLiUc;hC$L$%*Xv&y|8W8&{6Q0UnMQ$B2tR_dAJ@-hqs>WS z)e_h7gK7t-S|{uDU>Vsc^1QK>7xbA7j542~FH^G<(fCTCY-)Z7z{>ws)8DlIwu5&C zK{u6jFDy6&!(*0hv`)p>RAUQm5RC37!*52pGIzn-3Q zCctT!Mkt~eQI(}&K{oH&j56~35gPUPFY=Gqn0Sy{Ru&~ zWAL-`z?~MjemSVhDdXT#hm``QzmwLj^#>L6jWu1!L(DA|4nktO!N>mrNQ~fldxJR1 zUGV?X`Ze<{x|g;E_|RU;M6@rE;QX)X9JoOe_3DMOmfws-x{TLwnWD!p6(ICnjd+^K zYqkk^ExY-7?C>x7m~H(lsZ^RZk^2TNvcwL|nL;OUt=Txf665+j<9y6oa^BTvcG{wQ zqAP=G@9i+CSmV?<#fO7wR5M)o#678Y1!QUrruluh9>Y@zG!A+ku(k#1uh^PWfC+1( zbUEHS)v z3(Ax$^w%8`!iT&s@F-WZy&T-4t50;F{i?%8b=v>qR)Daf0^&&C*zzTlKlgi8XOZ9% zU&bi4&}LA)Gu)0a%UIHOZkG(8wgN-^jMl*lh)Jvp3+`*^T`l~gQcpKaHJ)mPQy*aC zQe)?*TG~?zLmTlJGH?gckcYJHWA;4aCHvPo(-a|+UU9zGLuzIC$R$A+$fXuGmhV~~ zv@s7Jbe=_fS_h#>oeRc2NV`lX8|Bq^a#Q|PTTV{qAJ%^Ft?mNan!wuahZ}g*^(hOX z?a&zTT>Bl&*KkpAFEO#-7_R%pb5c<<0hFKo)Gxu_s?g1CWOMe_0}&27qI~aR;R{i$ zqd%~5o@uq|jFEk!%t!X5@~C!2l)owmh$p3=v99w#ay&+JFCK>WM1m!bd~mm<+U{?0 zdV0k^Y#Y?+y4kydUVedctr)plQs@0t)(z@P9)q?hGK%L5+23BR9mffFonOJa3=a^p zJ0Pq#+3d)=24tZ>d=Mw&VtT;mHbA5&6`E#>yTYC%Zqf^U1pD)tn?Ijlb`CyGF73L) zCYplzoZ4l-SG1WPr~C}I4BttCm5{1L#voLL8>ZM}di!y>TPqub1skOzHQ6wm3~J%D@94M%sV+Z7w**$E4k5K7AT7Myv}~7l>iM|!^W7B&+$`!v zuvIXRetwMxJq%g$)>xA>S$;)=>A4KSxuq;)SHd#kIfc5a8dw7AYg7YMGF`~fr+Mv@ z=wJTT3%M_^5u5eLEj0*Fer;E+cgB5?bqm9}cObKBX;)*~Ky3e*=cw9rx~YjK{X5;q z-vgBsTK&ZX`dxR=$-kYeWj0T#xw?ZI#7J=X-oBMFzeT4{DHlg72pg0%FD74k0$|0T zLW7F{r@wSvj2wLyXLy4!@#ny4=0ohwpj`L-rSsL*hCfov?r^IV|j z>QylMiPk#kc7^W;OeId4HU|yp9p{a`cpJbN17+Z*;{;Unq{%lB)*5^}uX;98&Fttm z-424+1C|}>fQ_5$NvlEq?x`73$7(txJMAw_-P%e0bJr7g^=r!Ab%l;` zbZ_0N&@e&Nmj-j^;1Qv8N1TK&bTaA7koA?w*0xdlKC=cBJ#Iw7@BVrX`=A5=+GCP( zCu=XTrSa1Y)&7mQ;{=WC(UslXm|ftH{wvkG%NC-8c&(G1qXx?cly73cF_kQ=QR%qg z2;Cy1amK~q;Bw8$>l{q&-n-s-YjAH0J54Dt@T+B#TwG~6!}nKhXowM|V6*;$=y#J$ zba`=;hrvGEyex1%wW2(1zifO_&o zufPYiA?H0Y4_ ze9qK)Cp>VF?K2YGUQA!wF|)3}=e`pcVZS5tu`&&NSGJu`W^i~>>=oas&K;6<`Sxb) zS*JKpZVP~R>^#m082SQ4ZPh8w*m zHhqhoL48jx^w2@=S`tJ~mQ`dN;@g%rD2PNqJ6xOs5IM(yxbseJECa{i)7UXO1z+7? zndEkbN=(Hv0OgF#ALFI4`@=L|bw0ssPbWIH5@& z;%xesE{l~oqVzR+jdcnk8o(9eDz?WjjOY8&RGD5|mP5o$2rQrVjtjZlP32Ns0Uxhn z_O_(6AFLyki(2zGoaOZjTFE|Ckpx(`{Iw^oLj&elTvJzFrQZX8wU3^>;KAOnirsy1 z!VZeH?XK90lMYU@tRaSg1-{}j*HJvZ8$Hd^AFrK;I8X(Qp?_OMgzCj;)@@opOyhb+4b{>-f6>eh*R6}3!@PJUwQ8RqMnuF>8L{EkrNZsl=H{^ z)wiA`C?A&eDuXQ5KvX$1;ZFC}oH`dx(M4UUeA|lOW7y4W08jJO_0xxz?zLl(>VHT^ zGgWky{-dwFCM8S!?;!X4K-`z@^^8T_cc8*a>}Z**K2ILD#5$1|_K$2h3BtqG?4KeO)rWC&I+Qp-s-a`K>NC@)hW@v2-2G@mrTYd4du92^U4bCX+!#9m z)?tm1y1=`)QkN?!%T%2VCCS6^QV-U)A4^1%pZnZ>YE9sf~Y=<<;aX=yqS zi&$f|z)@xia_V?1P^e?3pD-8&5c_2@6LpF}LIaj?l%wO9%1%|O9fIF!wbcZjo5B^- z{^c)chTn3Wkn$S6si!cAg=25ZE#tyQh04Vy!^oes$Ly~JHkS-JP+9c*wXcq15}lR^ zOB2L1hR$zF5;F~SCGr}PSXkwOf{slZsJp$$wG?}L_9F2s4+wk6KFkCY>RDXoacdO5 z9959Wr!X-|y>y?0nnR z9{1))UCzG)Pr&rdmM{NpAY%n|o^M~E>GIFec(%EYC=!MHdY2+XbW6pj??9yywHruF zMSnr%HhcB5LRC)*bvwDh>BZPpbMhZq;6Y}?7&fXni#Y|9mVb{OtY`d+{)(z$ubMce zjqQ8&7=HyjP!-n5&qz?2t{V+`{vJlBc0lrYJXq)?eh&K&31o(2@5O_lzfWOGs#=ju zwPQu=Z}TtL!Jb3$`g_Cw==d9yxZHi^czIW?p7d8Kf%oY1QF9wFr8m>4LH%sQ8YzAZ zaVmwpDFjiOv*7>D#&W>m;V9+`OTPax3_>H*`1BQX=d$|KiAHO>NBw&Rl7pD|ce^4G zn*rX{VM{0@&FRKR zVMb8KfVnu;>*-gu+@<1E<+mK&Pqxd=2@49a4B^uwoo{l{UX;3(vW)tJ@Yp9nkm|g0 zXxOouwD+#}`RPS_ge9Q*jW$ahH-uH3@k;mWx47bfk(y7l{^(`!Ruvbqg|n>Fuk{U3 zN@ImrF^wP4b%&74?l~5BLCG#6*Yxj%1-qkd0%JI#myNMmy)~i{?wl7-#Ex+$b2geJD z)kPNbCu*dreFgT?OU!e1kGG8IgZ*?>9i}zqzkP=&AK+23fRbAl_IQYqhn-3*75QeE zKa<(F6aE6AOl(67fA&S_@TA|3`epiIcyIJm5G7Jx4zUOar8*1Ha_D(>QaasQjk z&_8lD*GpkQ!wzWE+AwQU=+_O!4AeM1(@*a4`&2+qrRuj34vu_Rv%)E@%XE~5Ks?FB zT*oai?tbCc7#+az$uDBD)^^MCVD zP%~5Ot%m$0e2B)+?W-V&o^tE-hvJDzUQYXw8aawn)Ur5P%q@Q93(Mo--m@rr=OLk+ z9mkZ>w@{BFz|MaaYugk~yk9e5f$HDp6eI&+3j(^^giQLNhA<*p-Zne74%ofAbRpX! zGU|KgcOpp(m2WM+>RPWa9U0WEjrkZdOXHC`sE>v@i=y!a07EV$$GI1qM;4}^Ehjm1 ztSE2Mm!~ee`8^og+1qR~Cf#-E6^&8I9N6JAA^3OThIg@1J;#1C z@;vF>pCjZa-%>Vm&HUq3&m^ZtM{i<&m6KSE6qYz_bP{6tJ{JBHcQE_S(?nuWuCg;h zl{!zi;DZebOiP#c1FsY3oSV>gFmp+Cj2lCWOW^&PValq!4btZ?!*b{g_0?wujf{kv zlfuNn!%>HC&QuroH{yO15F;GEI{aajTX(F9D7u##l*E;4t8a8A$gy@Hw-5_##K{Hi zJ@AgCi9r`<>bp0XjdWHN3$UU|eR~8y%M~1;qf@2o*))D4g#!}|Vc1Q%-WTuj^w~|6 z#9&XVaBgQpMs9dtvzOSVBx!^U|5lwZ_ieNb&N<5BMd|76^#f*%JMA@jR*h4Nam5vx zlOMJa!pe5vAX z;y^v;$6xlwiCd&2~vm^nFN7#uJ<;M$^8xwbhxkj?^k9MedxKo$7 z&4|hoNo(QVIfT5s9SWNjowYDsNGtcoO2@(WWD$NV7SM+eer6{RYuS;c!%=$Z+Wg{b zx6a&>b`*zVffUpZPftK^^z5^C8-Hp&&;u*C;4T$reX*dUdsxI^y${u#E9J6&zdV{_ z0i?^%IGnOM4pz7~N+WIV{)ePx90A#e@oaydPGJM;STQ|5D1S(P(Y@39q+YgGuX3^i z3}Ocdk@BbZ$>%N!A-($kxX4b?R0dhCg4Si+k@Lj)E!tUaVQ7D&H}ihnFP`h3x1MVp znbYt8?BD~3pUkwLigpXa-h3}?uG(s48q^s+e z>?6{Hl5{3%`CH$8Of-dF4N4r*L6BSpvA#nl8N9fAgTi*Mw_8n!`p%2D`M?vLCnl%) z5!W}Zyz3LYfXq6FbpIwO+E6cYyonUk`g_QHG#yn&0d^_Q>y=*2#aZ@t-%0V#%!#kZ zX7BxZiyG2yS*(+(Ql&7FC8PLvyuDlZ8+wl~Pg9GX-dmJy=>cpqOtpPTe=XWUXcBDS z_69j?D7Nto_rvRUh$9(gDAksMUr^XtwG$yqM{%IH0BCx9mL8R*_bm*#*KQU;Wy>R& zXo~nGqWMbVNP7)nH0iQGPu2{Xejj2^H)kO?zo8)E&?H^Ig42*RD=!ev|MTLeUouRb8Zm2?K4+{ zc?=hf{u!9+AK(;{EJ!zw-v=J8!s_J79>59QSr;m5CUcF^#ZWwoUXN9T7W7`3I(uLR->+uy@wM3Tn=m zpn`;TQDHf>eKG4?);Fu=dqaHa+~(V!A=*YSr&3$5HF*?W3Wf#1O1Si1ykC4MUX!)& zucC1q1kcb1lw-@6=&)nDlRs}=S0?i!S%i1GAF^i7m#Hu=@8|xxKURQXVaLGLe-JA( zt&`gbP57J*;zXslO5_t}7dI2RV=Ekxpn4OG+!t*-Fpe7>o@FBU38Pxnl-IESG&xCE zATiwc-gP~;H~L72N5bL6$ZNu#W{15U0Q*zjI?CS|>d{UpjFhjmJ|jWqllLLB>FT19zt!&cqK2H!L?VqJQTZju3OCJjoOG6dh%*Z2d6kH;?ZH`SAUTQ4Eb zl>1~c&q0G70=C~)5?Q{%wBQfApQqStY)McMkLofRf0mbe@P^)?qm+J}`8;0P(v&y1 zO`u~5miW2zHXFLOdtG3>hu=W>VwqxY@*h&)rB!l_c%{>+6M>qbTsGOqKTEEvU?>`PXU9tf=O z9Px#=ltfaGwhz6R%Z$bH5l2B-Vlw3qZuZUfU}5USWkkH+|22<>+P@}QP5y?akC4wp z+y}X(q&NSNTTpG8s#N;)J}N3iy=1RvL-!ZD*f@A5TFBg^hF)LR;qbCoE%pCt#gQ8HRCO3V1i`_$OBCI#K0 z4|>Yqwg~602ijBPG`rXeQc_Gq%I@W62oqih%l+n&I(S@^;d3!kqbTVVOqz3l)D}R; zEkX#?r%CbzWf|{cN7hha32v9gU4uhS--i(Bs>oe<$-aM~7?m=Ya@uZ{r10rex;NT9 zIl}{eKxy0 zwa(L#6uFhbadU=O6W{)&RM*aX5b}Hq?j2_$w8hS|u&U;V!smYh{B|X0)eu%QboT2zs^FmEVl;u2Eg{rW&@GCi zJ?wk2U8XYsmE~zx480dPpzriw_q-kFHT+vDc+#R9g6#_9DD*lJAG!Qc2T+VS_}avW zgnqt=O)adH{vH!68i~dkZ4Xk)t@41Qz3%qSueL>zP^`I8Sit`jg)MXa{P93hA;{Nb z@RKn8euJffQmNYe@2Qy>GnQvsUq8ysyf~s+Q zlw_j)$M(@uiK_%wX1rj0O2>TpGY|2o({F`84RKUbba`?9%F;1dcxynpKFXH1iEDVE zns$K-NZDpfJ{qY=h`oO+wt2u`<&Bc9g7)wFU*<6Th839-WpZL& zXQUY!G$Avm&`ryPRK<`9)0!0u$LotrABoJMF zD4FE)*>2j;?#{6SwlGLg&Qf;$q))lN6e^9ID@ z3DSWx{caw$Q~J|>JU8t~CX>j4tX5X?_pxvT`n&eKVzi#{u6U&x9iaFrq{1wAZ z@zYv;O##>{G(gB*9UWNm8Wm*dM}IM_Kn6jL)Ba=um4i?{P`Hy6|0)jV(MmvF=DmA2 z`OH53Wws-spjDJrhUb1`L<~D|RSdo$ZR-XDb@L@;mSferDyUb~UA#L*GiZ$xfEErb zOjj?Nf130`^?;C>;fVLf#*V+H02Nu*L1|%X;BnUZ$}e`8d|wy?ay*JM2`u8dSB%E$ z29V(c>J~%V$zBBKinJ-#?P$9DehdCKKM7apCxUZ9s3hftqJ7` z-c8U9H2Bh0@bfO$hwdYaIy@pQ!Q%;QzV^jgo~Juo5mPG2mTu`-#M zFsKorRu$mDj#rnmHYTgaFlJ~&*lY1a47yyfd;&3id~j#dK2Gy%2Cb&T3(KmlWsEc9 z(Y?LZ{J44nv>}d4w}36q*Ky^;Rid&dK{WN77aRX;$Q-n#Ik756LA=rp2R(Ck(rc-# z7J{kDP)(^Hr@&)aDPKBioj~m!dTLt4-W2=G;B*D@@gFFu^Fq9V8^1oxH?Kh5gXB)Y z_0uN>Bv$=9!!WMG1WNt6rUk=Pb78duUt53VPthdKM zuYb?DHOzz8SFPeyom!$l_<1bCv=my$yBm=3j)GA*gT04M%~dskabX^omV>?D62SfSorN}QEv`}j&D zh!M44yc~mPV7%!R8(utvp|92X)l=UTt8V@w6 z$sq&oxr9Pb&Zs}KYm9%{Bm#9@qoZe`9m}^ysmXR-w6bjqHT4t^W*z+twb_PBc%8;J zoQ|@A;9Gju+Q68Q=BHb#U0s!qxX0Y}si88Z>r>GlGxM+sA9%DlYjN$Y$Ele3I14ge zMdiLpl-QlxdFqN|+BX1i2kY?kvktMc#;mKx@L()$zaVHV?0vb8*=xkX>p1=&M`sz; zR@ZIe;4NAx4gm@jhvKfKxCARMrL6KR4(Zxy*K`ZJ#$vzN}Nf|4g<)I6id8xMEaeLcl$dk zlwrIbnB^of{2<0wg;>$j-$#8(hbf9RgO0VElVq>$Txv^T`d~wCl zZY6p5sbOQI^}dG?ZLvG4kL3BfxCl*p-stvqEViqQ=hG2}2dO9(Up6B7cFYa()kKts z!wv*ngAzklkp5C`q+R}SIqr7pL!YZX zr1F>-$DbFlcqE4^dJI(_Q0$#an6}s@uh!ZhNE{M_wtEBPk<~pEY!;UDzAffRZxWYo z{I%J^94vp?>m%=N>SCDRW*F_0^`wCK>CLK@rqdVW+HIVW+-Vs9dH4&@d=WSeDh?CR zN+!9cfMDEPfuhdu%3Tpui3fR5XOk#;dDcjkb@-=r_UtSQq-*I!Zh*OVDQNc(R% z5A1*oe&0K90!3w98UNV0AI@T5+UsrW7V^ulgX)Ds9|Z*=0#$$RRi4}{m!N+Z0)_}* z=mtTTh0?Q+y4L*uk_50G$2U4>Ad=9Er_aBq>`ATKVn1FGl6k%igZH-cO>NOjiury^ z$SYh!@%a8OakghlPPEakF;3;#`lziBjNl9!(1#W$;Pd?a4^RikBkP4wuCC$4vdvb5 z0Ch-2d7(Otc;?jN@)SBtc=-9OBtcQ+?>`jv?Oh^ALO-29s5ZrluFJ2V*(t#g($Nw% z|jm;BhT$jUu7 zfu#nD^H_1++j|P-alQzw^xnmzcxN)+mXs{?tCPlieRxYmi(@@MYPdA?Rj7w#V=l%mk)ZCEpvORboh-!LJmz}t`Wr7tjR>Vv5j4#;3 z?R5>fqA-~R4&=GnnNRT;&a?d2O3Eu=SH}pBC9FzU4GVF(6UWl%*k9s5>53b!o*r-y z5Tr9p%b>Ob*}I!kRlm1=O?fz6>mcpjMcyt@vtEF+gM(wiXz{4K z8y?i~`D=AwTA=VaB-=;)vXhjXyD$bjQm~Spr5h{BkRt2qUhGp-kj2u%3&&3Gz9y1& z#3)c)&if&Wsr0qy5w7RzZktX7>~)O;$G5|8Uy}|dyLJPu(I)&9F3w(^sUCWKmRa46 z^UXMMJC(_=Z39%FcGxa4i;c7uBtR&DVOH%I7RuvdOxz+MVp$E~Wq z`J*kJXuZ&k;0iAv%k(9QEke33JoRZOZKkzwmKlxJuJ7UWOL5HqoZ|1mUZoOAhQyFE z3&btu)cZ<30(+dh4xerCZw2$F9Ij)7lvzH(rCQNqP{!FCDa|5F z8nr!BwI{RlkeGK7Qx0DVc)s(CLs81huc209Aohr2XN<{_ko11Ss~6Z|!m$rmx+6I( z*31!s|EE~C+WLjs7sQ|zA^*l5;}6t3`A^7=iRuVbx`$xD7cv8qKBy#a4MG+@lB$2t z*+u)(+EnT#fB7PxvD;XbmBQ%ubev{{1lw_q#s zT!g*b1IlUF{)4V(_!F6PwPI82=HgrPi-ny4bPX&K_bq!+UmSgHOdnAWx6kc_j0rLU z6qjqq;3i!)h`UGRsaf*oU{c>klDsKpOL&$=I|Ny6j(K0_FwesNmDEm}bF?ss6CAK- z;rD1DXrl9aZ);iNt!hZIn#vr8M9K4`SyY>D1zT1_f-(``ricGk~(nrielSaTcw5uE3 z8_uSV-j&CXCzsXP?-m}05d-@-)tU15R^<~`x6kTo5%|g*-(HY1GvoVIvpM}f3XgpN zr(1?+umIGJ@$p9q3#8QYwTEmrqL`pjE~OZv&~8Uxw?)@DX7Y$R{s zulKU&|GuyvN_Tf8Ha@kONDg|Mg@f#!H*>Km=qA6IiBWJSIl!kbV^D%j=3_55Z}k5IG~6Ih z?xl?GgZ}{n;r3<6$OZS3`kb3D*Z6%q*yn{GW&Gej03OtBBh_&8D(b1%uPY!7RwHg+ zd{|&4A&Bye{4=!`g1+Uz;mLlhoODLa9ugU7nrnCr6&EY<`racJX?D(g2|COG>~Xkd z8}-SneZ2S2pb6p@p$#Hg>`$Sg2{f{qfAKqMzrm7%f|nF3?tdlMYdYEq?>i!il=(Il z0)j(R%0@E1D#jM^ottL@7{Dn565{SiGM;2RooV#_1s7#t(=-l&?CsT)dUTP>++D%1 zs`<JqrCS;;#uL} z!eze0tl@h8e+I{8l}TnggAqDorjrtR}MQG$@` zgRL1F3DH-n*+qQRPQ-Xf+#Ao&2!VEsw88wg{kIbp85Ej=BhW3ZIr}yo`de(f`UA_9*ORhwkMKD(Y${R0n7du8cM7GW&Z z<`zHg@=?Zy-|@p*>I8T)R!Tl@&j5$_rjFHMA~Pae%HQ1itQ4El)Vh{Qo0-pA7J`NE z%xCxWsw0$&tgY~G z=aWxR)cRBd`KkSAQ>j~cH8NQXP|5K)U)`NI@oO~@KrlcurEh3p*q>_`&HDl36Ls82 zDoSk0|5JbatQtJ(o=bj2IX0vs{fYg5$vJvxlQ-)TJ^^7AesyP(2NYe;?0p|@#`JnU zwbUy-l$~A=-0OB`Zvw6Q^i)_QPMFa%?vTVM_J~rQ8El(%`6+`7E9zda%hRXm;Hu;; z#n3>L9lZUplX9woMRKluxa@Z|$js5_FM>ACtpjuQlz(&I*nb5#CLm{S6D~xBp3Us&(Dcl0JQeb=3O;F_c3e&|ds`|ID{HDPHKdZH+0>cuHy|DB1ZuD?oh) z!u<$KmmW~JG3n4~A%k$)s{8ei7tLS^E{RJE^8NV9M=jL;^i31mkDAV+faBH3)BBA5 zCxz`y6_MDS^eguvv_Nm#>Gm2e1X-k?rVFC?J~nMrk9LE-=3+gN>phHby@Vo-`tBv* z8f8LW;KLge>O_^C(qf;0?2Sr$!S^ZJt@6|x&P$EOq8=e&YTu6-)U_M%?EBRIlS>?b z#)k+@97@31jR{0~vMP|s!s?4RGKZ5K?q^;JhBL7ccLNTCMUIc7{x(y_Rq{4;2w5?; zo|5&zTVuO$L&H@GUSQIYR)K>IsnD1CP4oA}F>faXRt>$7I)yre z@0gMz=(&h$S)KdjLK~d-Daqs++h;HQv1@I>+(rI#Y=g`YwqUGLqy@U@mA~GW`*@yO zSSFzkR_cV|mH)?Moq1E0bkTE_(t@K)i^!Ro@ z0I0F?{I|jVxj5~FTPi~|gHY(^4#|4fKj1-W_*KNGh2#ik@AM1kdyG;R&njZ{du<(soRK}p~;6n!HE*} zKOaUZ!UFQ0&14tN7LMlQy^F@Vz5+dBXa{59`CcPkYbc274EW3h3RaHrZj+NnmWQ-nNkKg+B}0h${7a7L z&r09L`#dCdufs6Y3r(}xx9pSjS1~VfVoo_EjW-zv3?CifTSB2Qi4Xs*)LPyyW32Eb zZ@7q-oq&1A=T+LQht~2)OhFGMqpM!?!`(n#vo(uAk(cD1$I^&u*q(R8AujhHyLn#2 zj&_=F>ten$`(&&OCim+God&9Qnjn&XiC@}^O?qk_$gGnB1$IL7p@6>?Mpc(}>6x~1 z!TI&Ya`Zc)r7fdoY;o)#sgw)?BRz#I^cwsz{pBs?HhuOwj1(uKr#~5g0csIi-@M&K z@eZ?1lJ)|)*(>TU+!r+kwnNbh2$T=qfxhxn3xidZ>RBGuhWlI8TFQUN-@Zc{kcqWP zNP(sc4c==u)eAY!*S5=SN8|7dwrac`heWuM?4~|;R#w(id}9eOh^oQJTp9=y;hepz z8V`b}8m8n6oo6L@GYH^1u{hEGJg{AH(AaSC%_*tExZ1&@$a}RMV^5BjM;ysee{z6l z-BGz+%3p3>@u|uiSz0hI@h1|2#*7U88#F47>H5`zIBuNu7 z`cgTOGyPl!B+VDv><*xz*3;Z^HcVpXcyW1;so;D{sHc$_GtZo0t?O};sAK~#8l*Wq z__OdO9e6mKNSpJfk{cGgSCqW|kt3?h2`jXvq7S6`f3dWM&4#_YRxC%bFbkjX-k*$5 zyo&#{uPSeS?9U3x|KYXat?FOb*w$S%hFcLaPCj)0NM!eCiXy%=kNo^LkEE0}yg`@% z_en5vNo>scAykC$$~2uT*U|3aYXnp&eEK~Lsi?YIn(id zq_kBko8e)(`yt%?aK2OjIZev?KH&YmmzPQ}^2GrGX}>++=_uR+_E)XDo`hKOf=? zKZ9r8%)%RQ^-#gfAueLoJQMpLLkC21NX%)9{n-r%Ub`+h_xV`HZnQObfd`hT%C#y&Ba<*o^vSUKY+XZcAyPqF6wVE>>!30bXzX?}~T%;;1c8;Ag^%1ENI`PlD5r`=`?CK%a zJvMxej^a!=25JYi0RTFg$lz3THB-} zyY*wC*1*+w3uZGwb}p=iezBDOdo{U8%FjlhKQxt%*&Rv(X9avilGzHI9t7C6)d+Jg zLovRJa4zV{6yGyF?g?br{c_Ait_!$nVbMLG;`ElmnfwFKpwvriN5y^c3<$x;(&FzFtY$`mxmpaY8y4S8_I{9xd=h)<* zSeiYzk;it>p}y2oMoux81MyQho!eH^NyA&>exo0b3C)XO?qni-X*ScvSa~@g~e=Q+-tcR$x zb=kALLV5VJUh~IuWywZRMdUI(1ru=CXU|EOFuzktlEM5a8}`lkjqqNDi836!f|zS9 zR~aha_;a8YgKOv8&b;_c`d3L`5(xlOwztdD;Vkqk(=)7l0JCC{xO&g&_5OSrJ%(|A zyBp(-TohjESN2#}l|w&sdpA&I0J#DRB4w>cmZ!@q7*@nWd6jaM zHZ(9I97tr0-iWvRZ_j7iY1u^<;Xm|?Vh3}IZf$#JGbhuWDZrF5vr9S$*8|qPj-^S{ zRAs^h$Pb*O&^%meF+#R>uwx94h?N10-4rev?Cxl@MA}a;T@O`gh$mKpJPI@blbpkJm0o`$(W?R5? ze*8s#;pYZVzt@<(KwoTPL;+Rg24$!t*In6bn7=|XK$Vlf?K_T_EceDuMedt-!rPfJSa_(C)X=18Bsyhf z8<|x*t4BF#Kq>szdmLqg_}~;qRm3Hl(?bHVt+x@iUMd43;2Hb-aCe**N_MGLc~M+^ zi1KuZ94u1SRB*_5XWGOoTxD8E?pxR7m7SwG4XlHA0#qBv3*VA4CM!7J}h8f zS9zbqvMuFu*61tLQLkTu8yldQEW7_c&$eYf?=m7DC$Xf;yrMPJmzI?oQ7*H}#QoLm z4@D)5-HAaiixlH)B2Tr3hK)`6UIC-6h((o)|8X5-jJf zd$-*CPiN2sG*?Dd!ELFYb2FmDR6^M;`no~7%Q(Q{_|ZSIPZth#DfKIBg`k$#A`=v- zovQb-n@W%-+{O@x?;|Xa8Al~|B250to1FBw|9UF9DifLM`n%%f*F^O|1^1NGORVQP z9DJ-e%~?6gV}61NjoBxG(!;9{sm~b|RHbw*BEdV!x)oT7Kw~s7!>-xaSg^St8PR_FXQdrA(6#GCuS? zT>mRu(lX_{3s;9=*IVEZD74PSF9`(gwLxAp1l>~}T~FZAH(JP`(x8k(pze>^{qY6T zP;cQTY!NgLi1HPu)mCfwjg@27umu#IdPGm7k_{=E;(+ ze}QR~Oh0>2=dAmG03ra~CF!*tN{q#2pZgL)U^1?!3e#1Ni&XD48m2#}mvZ^MBRP`! z2RZp89F*rJa`W0_bWQhV;rM>9gI0Z#b2H1E$36wL zWgm9FQDh>W*|xnt02j3V4qNj&wd;2t>T_ojF&UkHD!RU@=F>uOhJ`Xjo=K;R(76Qs zqR7VUXfxQ)owRII{Jtvx}>zL1N?v3&qN==7(tM{enH zMn`u`2NCc7IW;6Ak3bDU)+=1K$)NPGb4!kPUBjx>uDQ)#XT=GuJsvQ;_802@;B>?_ zkx3zi^suNgg*uvpOAU(KHA7>iC||iKq+6TeTsM;#K2huj_~b}2)hIPi+VNY5CoT_iDZ zqO!}fD8~H0*LMsry{lV9$5*jrcH5Kk+z>uoD$H-SBeDe6@esqcoe8aelh0V3JLqCp zXkj7I(*PIwtT~{(62@+w_bxzNL;RHPn>v;Y#)nmGol_cE+Sy=DaOYfnIe8bwv&{uv zBipz%oj)57qoQ$JDDYCG+E)`^#W|TIIcqj?Q|f92#Q8WOm4+Sow;;#Jh`awtP7bXa z@;J9Gy5D=wIuGQ=>%gIbq}7OaBINdJoU}wJhL994wf3ZOX&adKjaxLczS}MteuvS| zXZEq1KT)m8#{#e)U-8;`fJhgL?wNMhiX%e1xP`)@C#(NSOwSt}e>lld4pj`LSd2?O zS0qkQq~EAnYBM-wr(L5xvA0e75kR~tfpP&8gcA7dt9JZATKUiQGx@_cNPXatK*1pj zGeqQo7X#p$0s3)mFB}Ss5nNM&n>xs~{%Epml9n2*ICM9+dOPB@Mc1Jqu=iLR2Td`+ zh)U6XGTsRIg>t}mO!Kkc^moJu08L4=gzNwT%1_Rn6$Lg-(94La<`ylHniuMu={6cb z$w4RXyZ~a)d}D%w0jcwq26CRqRG(+5F!&vJ=}`X%cxPOXXQAJEdAi}e2l1udVqa<( zyI5A5A`&V2HR2@lzJAO{OsViNWSlK(m}dY9$E9QgE+M%0JY;HwN59zyV~2!?kPIU< zG&VT{uxlZ+zMw}|;U_mkNW-$l$)t#tdr`wY=Lf1VNg|RT7!^SQ+1j2E=plq+?DI0f z?6g@d{qj!8{VKYKaCrVjQR`$S@Kr^tRam=BxiLq5ul=S&)dJ%S?9>!^k&;vrc<1~O z-#v(A^i0cxHs&7{BHS~Be(-!;*?A0bKQyH6S=M*Z_1#~|cX7?Kx~fr&H=PPyK@>?p z7!2+M2+C?C5d^&|=#Y9jyU#K^`(;n%zr~EGBt)l{RD7MH6u4xzTj=ZEvwfzg=LWOB zGGx*4`XZt(O%!?qm=Mt=v6~lK41uF<(f~x9_qmB@SOA&v%BoRM_2`T}-C$OnF#0#j zl>Q;I-c+K9HPY1qo%D++=M+QF#&{H1S-&_1$`VVl5 zvQ2xh;%5!?6Zy{KWzp6B*=aZruk`Fsv3~>HM=;XLu|&EOSGSBIQs<&9O4@YgXVewg z-;y2Y(`3V|k3HBYa_CNgE(sBFUAq8cI1Km5u*WW5itQi%lRvvrV&UvUD`K^`Mx0b- zU$H1?01eS++4H^1Hi6`4x+*mB6%x;%M;_u|-KLuF<-O)N^PSC@5UnovWK%LHS2W5e z-@h($Bh~Kl!HoI2wnoSw=$aKn`?qZEekcuxlQ?-|BnuJ&Rcc7*;<8Bk>`F;f8ceXO zWs7VuwhK|p5rg^TyavpUrKuYNNZbE>Z=XGj1C7PRAAs{>uW1QB)+Lf(OZg%f#Mqkc zQfCbl|1}d=$DhaRknR~X?zTD0??Z#Y+IvES^c43G6e}yd)u|K%j*wAZ7wgBp=I*oH zA>DoJJ`Z$j4`-Heq9O8rOogj5hSs)3!G$(53FL&x;NDk#8uhslchw+HP1d;_^nPIR zMDtTXJH#+!PuM(qv^5ooI5yaNjw9^{_TEW7`v8(p$0=%zSRfO&VJai~GnToew@7LP zL=)@m&Fxz{?1`lI(Tr-L)j7rdyDP}XV3JPYHqrRmNxB2X^FZt+x!eM;I3t*BpXSfA z&$2zc#vE2U^B~s$3v0CcN*8Q?sJU{{&SXrXB#Eu9H5+|@XY_}>I9wrY!tJik!SXow z1!mMT&)9)UWj%O30NVZJgZI4iRi#{!Ry`N0Ij)BHLko7D@nI8plku7*FU`F!v~6zWMy2JAgK%r!FCb;Umi ztzQZZgUUucy>Icj)@?ta^o!i>=&|z)M#)*{I|5|lQ%fMq`?u@ui4dz^VA@ljd-Zw` zvW|p7m3JKkJh*${kg}&&HL_7Xe_v=VEd;m8P!t)H9x|l8io=6o_5s_&vn!zvPGSL{ z7a)Hnitp9@4p%VZ^BAD+b>O=uSBz=*QhJ&J-y)$v~A%G3rQ zfwD*fIT|SRFSLkC!F9gUOvS!5zW#KbWyi7sD!IO&g46i^MnF~rOv^LcE9QgkH;6BJ zdHYX0G?C>g4PJgz0Vaus)hR!Cyug~oOjJTYT|(jI;s|~1jv)K8wg_?V4c#)_NUIzx z3%g?CxRP3C9o5&gqX{>Ua09Mne=nVo-M>CL?6jJ36Kd}m#CEBXw|hLdg3H-N#zw@y zL8Hd7wA?p(LQViOoHmNwB@g^Y7$^1ovEZerLrP*eFgyqH>}HJXU94m@6hVp>xS~y_ z+L9ue&?&P`(rQl^VG?%W7c_X( z?@8;&Pj*bH<5@mF^Wv$VaBMB^&t@&#kD4yntvyR!E+n?8(n_%B9*v7@! z^HXT%o+ccbvgxK90Gw&?ifN7c<9qM??5e{M9(4KBRxW;4a;xiF_DokWG_7IOjT1kYkW^(P9!rUo8{ILIG**cr9QKLHF zvHOr6+n5-n35l!cbmO%8oM~6(2RlE0oOuKCwi`zrB7zlAE1y#h(jY~+?+z4@;k#{p zlU4i+g&3~f*F`O}balFk2m2DF6?@@$jvI?yuTo?az+Y92BuEL?Hj+=+LiZ!BQe76x zLAHBK%er$#sJbE&7-VQxS_r@;shITVoMxO#6GOx>L%Mj+bcc}Yg?vGY$PKD^@#zZO z-zwj5fa%!n6-af;m9OtqlC}fZ;9`s+%gj05Kn05Gm%;e;Da&P`*dt?g5|$#@`3tXu zOah|3RRjAsrZ`|>?pQDGfLtY0P8>txg6w-%e*Xbh|2Gv(Z|j^rpH`e}LR+406El0g zIz-;mVPARpq9!RpwAO73;{J9Oe}x!XFSHwRwJA~9F)UH~U*Ml1 z)KtyWshD9COBM21!ET0QD>U^`77mO&l;=Ss?fa^18X^J}Zdq6C2~t7$8Vmm{>rJ9*2+cto5T*A{LV!>>1dUdvqg> zvFX>Q8rtzT6TU74HN=(<;2N`6loHQTKkaZslT|JOp5l*xwQL~I-1hK?;6h*lnhlEy zkZUl~@I;;`3_q!aH26flei!y?nurcnpo%KiNPW76ncz^^! z2ONHupvWZZ9Q#vUYA>+^|^pJ$#6lGVx9A0y$aBydJ9xDXiuE(_IqHY`HJKKyc_GcGRM?6IiQjU;@h;F(v+fiQBZzFBkzEf zoT)lEDDhYufkw3q9S%8*IyiNMwY06%d)MKw;(6%O04-xjPe_dJk)!k-{ti*{pH9Wu z&lqlvG*rIjAtQHh_JQn`bu;hK<#4?&k)&M48V|G}CA}XcSM0HX z_t%scVVL;?RA+!6`rGy13B1b1e~x<3Bz)$eX^~9!Y>}w2qoNn@wSOCaah9gLtcWzG zj46#RZ&7#&QJq|#>ZI^;RW}ps^`!aU?;1n+^PcjQ2>}m!5};kQBNB6$d8ub+e39?u zg9}VVm`ZgRRkDnyTG4gUGVCA$BWU3h`^+Z0WWDSAp4{|s_N03O3`S2$*83|@PmlSf zZxC>#ut|~Y1Jv8Ju<{<>NA!>&^PEjCo~ZqV;VV#*lz%w{gHqR~Q zQ3PV$qBQF%cMQ+1UTfdDr6$-n>C63bjYq@%r2+3u9bA{VBwUECX#78~-p^>nF3J=} zbRLIK2ehp6!c|4aT{#*w$py8aey4a03Aj%){|&m6(^dIKlxop#6{K317BlL>f?`vj z+@wiVy(f@&Y1Df%{RTBIcV`YMyKu)TXcSyd5?=8MC<&$@=3$}8+_e}wV5^F7d}DE{@mWdNuKJ~YHb#`2P0uqt*BIn13bDTG{SWAcPvy$6Eq zCi%v%r2s2O7q4Lqy91~3hoB#EH5Y6QP8>g)&^Z?(X_(VP(w%q<0z9R-Y_Fkb(!5)Ndu72^5Ssamb` zGebR@VwKJ(F7pF<$ENHa* z#QfuR7VywG%CZWnAC}?tiK64WYF>q^Zmo(OLQJ@{9 zyjGDQ>sh0Y_A=u&zf0SH&>Y3eI1E6Ub2M>qd@rW7;=*Gxv2aa*x7;ut%2kM#b0e#R zuv(J!kFZ-F03K5g^gO1tv~Fp6#Ajla9$D`pP3wrq%Gnfb(Vc5#=BpNLejgdMbQ-hc zdwzo$9=e^rmA$xDa<2M)js4mL#@Bis2IMv02bDQ(A`F*u00$pw`{( z(*?M9{|O%z>VD!d`Xa%L58*LM4i7nZw~E_(F=lW_qbBGfIk*+IPss>omrCfH%(*E@ z?z&?2lh`ug7IwoVL#Z571bd&$l;@Xw3=u zJ`~rl=xYC5ewe)iq?%#hm`IYgPkm^t@av+crtSR)&$6XFkA`w>HNsa`7yDOE(H`}t zQw&K<8tqztoNTtn2|slv+m7g6{0Y}SssC87?6o2zH90kk6=s8+AofI1d~fae*32vh ze7}8NeXN1#&*0q5l*v7H{EO=xKdL8Jc_2xNpa!}6Bh3W{uzMJ2hudW}?hUr=NiWRq zS$i<;B8If25ZemeH2D^r$bZ{~v9-NZ2P4`%~t!&@Z$kNI>EG&vKya!m6;V$XqDUtPf(=+R?% z=4*5oi_oVd0)l&X?Kx1oJL$O6YR;@NZp%&dVzg}Y!?;HUlH#?t$-$p>9P(X=;l8s7 zNjmPXQ88iv`$7<*<`R5#fzQ1P+OtiVYggE!pbws2SXx5HZnHjE^N}w9!}{x?T-(pw z7Lb*-kC^ar6BUYl`c6OOQ8M4`>NARi(--Y&KA3^w~&eWua#HY;r7B{0Oa z#R@-kV}y_91{`!3iN*W?=Yx8+X(qb;o&@NCQUgVv`k0b7QJ|ynr3bdkA?@|cJls>) z-cC*g^OH&gIRec|-=22j*zoZ~5cImzy$wOqZz;Zkd-WdxMf|!t>qyignP|~E;mjeI z3sPe^JJSyIhc+$4ma`OQ<>d(u1<-gkesZA(fLwe5v}{Dht{)ES~uAh5EUdqoRE~ zE+<c zhwB`2e|fgCgThCBJopo7mSg#lc4I#THCdB)6U@o-MX0m%;1K*5n(jQC8YmbM@m;f7 zen8w~-;;RZdL7G;dKzuCz+Xnkdq(mJ9~06p-0xKr_#*i-zcdjIbGdkEUt;dkcPYqcUfc8KD#=Xw zFq)btEm>%A+crm7a}wpcXtB!Ne*A5ZDgM+GLuss#!Vmfy-F*&!R})oH&c3HGW7Z`J zWEXuI2Zvpsa&J#EB$V+#K&;EymWrZhah6}w%Cvwel>|1GwZ^Kj4)wOUwxc-GTIV@l z)npt~D9E^X@|d#15}Auua0`uRwf4a)vT^BF zq~2<`>dO(&)yX_DRO)5#7XLP{F)bkVX0+fix;-n-8UDWkf9a-FSUCMh$)nS|dzHE;2lB{f7dmi5l%dGT zv)&wrG}EKL5+wo-C(&m-pS{dYHTIrKoZydaHxo7c(lpwIPg0$8jAUe$4elaR&k&#M zDVuyR4-6X~D!ScBktfl4vPel5ns~-g9K7i1b;310-NG8HyXA2Bj${uZdk#GpHBb z1cCW1Bri)+6^=VFb6M#V5JD`7VC+pKURm@-iB30*P`*UkenL zd(|skB!{OukgCKukyS(3u1?JcM023*oQ<63G%LB&&FS`u-fBB-+3~I!YQG8=!FmYK z2=Pzj4)0lNrWA|=K1YL#BCyhQQp6KoGnQsHLz!?bx&y+X&l!7Xh{7KZ%Letu!i7LO zts-uqEArS?-HOL9-#lAv`YMK|u=J|BQvE_c-)Bn6t2tWAjT)JBmHE9u-v+!Z9muk? zm-J~Ut22I6k$>+sJyKnyjV$+TKC%|ukiNeM`E1|hlGwC<3uG`S2jBQamU~wrdPOp@Ti+s z@X2h=cRn(C)cJqJ>kM6@+3E?!avZF4jq=CHrPH_q8gea|a2WcJj@{-*OvaT$HChpl z;n#29<$y#tJOR-kDo=W0>5~|PI~f~j~m-Z zG!Xu`wPOA0vELjdbCY%Pe{Qj+y4HvYWOD7r$GENIc|CS5tatq;ykg(TO+%GhJRkF` zhdvP?98#Tc&oS32%p=bA<>yvI5+tpz$!qdxM3(GpopWTiFOM}3X&4eGG*yf)OkOWx zZ$ExU*^&g_!|@~eY2G4U5*|OF*f*$CclxkwzNIPYfR8uL+G*XXXP)Yw@g;~6<~-d& zLBM;ep4>O~da9kZ?{~LPDZa|P#_<;3S8m4|{iP*?SgsQeRNB;aHf?G$rwcUem?bm@ zAl6pjlBDO~a#klfJ7bH=chO`vS0AfiOsf-Sqb8rt?Ysb$^6%B!>iC`-|7qxnERT63TMDb|ULRs;ZMOs*Da9L0sI30&hmrKH zu8fqgjESEi#~}F0#$R~}I}Z=688fDe(hXJWQ(Ut${CFM=mb<=smk0O%M7xW(({Z67 z)MJ2Jj^*_Hmin
0nBQzF$QCk!@_8ZHOFU;b(3x=#(=Hg~FlR^9n@1fbLkb#`Cdt#f#Ka3^SAA-? zg7WfVqM{@nYu-5cYG{2Lsa2PGDDSSn3umf$o>o&%^o~LEIFykOf~*D?7VBQ6$4QBL zQ2=rZp}L-$@0Pprun2gShI@JCB>s4)s~e`p4fg9VQ*2C=nk7V9Od&LqKh9Sd7@e9l-Re)!-CA9B?9NO6P5>##39@q=c)K3(X#Sv= z_o-H1m;4u-MU!$dsk3s0Aw%la6Q@OCFGGa)I3#-J2D*Fo^~)u2#|e|?+2+b@xwjZ? zv-Pt|tmW`D3jcZV|FWNperD{Y><(qvgpX!QKO#T-_;-@T13f6o6nWH{H&BXJ_pexa z8?{5G@lPR*DWTRpc7T6Ogm87DdZ1MaiWu4^89jP=*WCWR<_QovHs(80d;L%R%P$E6 zfqIOBl11Z0#^d>V0VVn$nMKUbbe@&By6p5=t5NL$iAsip`J=xRrl87_Klmn zXF$~StO-0P{;^i{^WJb~^r60!^u}p&m~lF>5R1-j&4H~e4ahOP9#fXw+dqFki`|hw z#y+7nEW|}uXvl7^{;(0=?}+#0br1f&ZO{9i4D~&kGu~pHBPS4^Y`pEYgX^Q)SiGge zuDx3r3LM(*6q}zZDL9K0U=^@xnW}PB3-NtcJcpSPc^6gL$GG>oq_#e3uwFvoLdyGwN-gG-H)Y`ov3rU_QsxFC zK;?{2VQ05nW`dsL9+mYdyX+Xu%t*gRSn7`TE$+Su@=c*#oS+;mkc5J-)Qxyj#OCJUS+iN9pzLDAHjUQEf zTum%PE~YQHKw?@6y;5!QNR@4W(q^`hQdb=3*kY`8-r^WrIgQQt4e)VSy}AfPDP-T| zIXuL?&dnu_&P`;@lkQdjNub0rn#Md`kbWvU_L0u?%Ks=wIYS(l%RtmW`_nDYD!ngS zgpBzLO-OI~_A6tAYT{d9o5Mu0^8_QDR-$JgSSc8O;*-r(3l(2fWc<*+*RrRu+^L-+ z*;2|LF+8k*b*LLK;#oGHupGQGFMp`tmrTz^fOzzQ%amGY#MRJ+EuluobyUKp#nGWI z$mmFP%MOy4fx_-v@W;2q)X2bsBPcQMd(CU%XNJFx89HX|5&Wg+w3py2d-Va8M)C(7 zTxa8e!Y!RxYU->USkIB@O4Ge&Lisq`^Q?NE7@lMA7&~VCE?)oAhGlC@o9lj7%m#M8 ztJ9vG)q~Pr^@9GotvW{5_kM2ye8>D!HlvtJs%Ip}skzhiPip_7y6xpnw)9oV1LRf* z^7k#|0P^8wIJ%&t2=w3l^_%$=HU`>`@8sfp?IBy1wa!xEXJ4ck86^CF!9BSO@`^l; zJ8cNYuE)IM`;V`ircO>$&&T(jX*NUsunlQ#U1`zj>_OVCt#q%x{3``smUj3Xxr($e zFuxB5U`=;AJZHL@oeIOi%O$LiUJei zKEYH88&Q6U6&c3>sBmZ~XIj1!e9WlCJ5O$1TH|4*-UpVcko;WwKaS4Auc`NM<3j{g z8l_WOy1S82xuA~apI-STmw=PLFl%yPmv=mlsT2IK0aPY4~cEIqN^w z*|_oyDwAW7xv?PKgmp8(!XGK_&m#P%vHs_85+xS599tsMPFZ1diZ9u5qB?0tm<+-W z_Y^o+DAF8G9yGN2e_5V+Y|(x(2X1|PQ+73k)cHzzf+7+)93sp&%-)-5r0suq#QV(r z!m>N=9oM3a0dfAzOU-E3(d$)zrZnpBlS{vg8bsOA=S`)SRQYo?J0s0AZo>B8fex}% zXDnzpJC0m&B}ej7Z#6o8b+#SjaFqZ>kydfM({6l&5aoS|itjtTO5Nku3CxsKO zBJ(jV#^j7gU0RzjQ#Yqrhhaw?G;vvZ>Ehzz)C#5F$icBwY*6~0YVcYEtiuh&Beb+H z+kaa#-A<*eDg8QKlnU61IeN~(E=GlhhJ<1Kq=P`NJBx{-l9LOCkmkkyQhsKpi*2f= z@?Ql~RIwc$VUNG@H%27m3c81qhEdo!_I>onoI`5PU|7Rj+Xr{E4iMTgLId4?$@DO? z4c<{Bx}BM{)~7O)*fD^+&P2zrWdc5YkXQMI_2aEZRO;me&$+D8UmGbs1;*AZ#hWzQh$;13zV{@6A?E zYE4Z?g-exdc;s+&?EcTNQmW9}O%zY^w~xnuzxm!!rup`;m@hIV-WOsoL65$7vr)+2 zD@TIVFUEk_Q%Q#Rf&EfpLLIFw8(&*cQJ1>J&ws-5B}zE*%Wyd-9EoSDi~P|x{i&F; z|9teORCmNEtMUTk$Ab&&W@bKzNJm}gI@#j$9rwpDH#Fq@xeHqB z5HqKtx<)U-_aZ8&I8>sql0WUtHs?Pe%0Z8PYO<9uA4VA;o{BzpO5SBO{Bq8mhQoEf*R zUpHgrb2{EPiINL9$ljN;wq|RVtD;UBo}iwA=$#WsbO;tmNz8b6*=27tNv7GIo8dia zcjPF2=cC7eKa%l!JdoSe(tI=e6o2G4jX-qdIL_y(wL%0}X}*iYWJT@fL2=0lz<*VX zPhYW{^@BrKRmcO*_GDIo)fVea!$epDd<)ez=j%%Xs4(Gif&qX-e{@JRH#P?jieY-j zJ{fi2GwP>E4yJUr=uyXUNiJ3QTfsK5Y4*!-lbu>1Ai;K zpTgRA2q{qVQ4e%BQzV!F zA+t)5KtCo?`$ctMws|9Z$AE89;yk`z4-EVECwrri3phY~E)ci0s{F$rnZCTj^(WNJ!60-~XJAPWh;7Nk(Am7{>g0 z<95K39?gj&p9Qzb(Dy5d>Pw&J7>n?B5N@Z9mCeUkQp9jcooLcU4(@lDRlyb|onnkn z9Mv~r%^cQ$jkr{+OHj7xkRO0-BX2q3M*5xZ!KF&j+mdb|f2;ED_`7j56IwV%HFc3U zkWGg1x$`Rp51#s&3zCp3G2fo->gQiV-1+ru!i=`qxB~sVL>CW=ETqE0tN%$TGW#T2 zt4zM56kXzC#JstMNN)0Ju#EYM{qfk;+9 zMb+-UKh(dbE^^T`+}+Ff-G#@@^SCoj2Z29%Ub)BmXm&bV`ogBJV)CneB$Upbwto z65lVJg`JAN++A)pC7wYQe6!%(9z3}mgcy=sLSi3ISS1GnIBL&0B01{8QVAUIW44n+ z6x>$y{>5)T>unR|b+MlF$*fHikp${sI1f&XQY(kNZ5=RN_Ac34k7PI}+%O03%WS{) z*K8mVr&aYIKhBL&b?n7q2cf^zUE=5e^`e$#1$Li&6}(A}+K0;w*&% z0rcmuE@`zX8;5t!oJDeF*D~cJi5*V)jEL-Gh0)IhfB{D(YkNEq!l(Yz{U_&2fsHpu z4(=x8pPDZ?jERMXfhUS(ENuX8|1uSZ|8(%CT1|ZmTQqKm$n;fh*usk4Jo&yUpvIXw z?vO4%s2P5zOu@7Y%;^wh`?TSJ))c3nJDlRJQ5#_4JxFX2X+E`d{G0^6*LnAC&CZnZ z-0)pZyanlLu->s4wVkpOq}3MBeaHF&5>aj4l08sVvN+8h14eo%@2&YLJbmJLwd8a9 zREjEnZLiAzL*)DWGw$q5Ro_?z?TMVf%o8(FgUMQr5#Q@ocZG)0vteEjnJ?&>DFAu& zHO$Ilp4iYaEdST*LUE}vX@}DF!+nSHSF==Vf&DtO(|lvhA2QWN6gKOVKU>dQSlOF! zV3(^+0-~~NDI)9Xmp}NQvO>Ut*X7de9k0ymjB7{;=|w1K&{7}NI;AVrU5ag8@12EG zWrR>+LGNd-I_2-9jRli_8`105W~t50O%oGRV*kMyM0s7pOJJOS;N z@-WU#m`}8o=CYdM;#nHv#Hv#B({!A2+RL$fyih=U^u=&MKhd#n@od90?aX)EeZeA- zH708oVCA?lr-=KJJCZ#K_e3%2@;YAUk9;okEi>k(Zj}1A(jH;P2(*OQFXa5^&%_(h2KQbVG}Bdp-pOK`-%C2$riZ0)5~b zbR89~+F!5v1E%NQi*38SoJ?ouy(im}hs2ptMU1SZ@Tj?W#I`CWa#Bx{SDQ94F!jDQ zr*0E0V{L~3hI3vSGIyWxfG8p;3IfkcK+sa zQ{gXyGc1R!ZLp$Jq_MAj=a)@UWSAmdDr%?yhvIeUhQnL^yZFj}+J?HOgpW$gt$&@Q zxRl_?u>cc=ZGYLDh`R?5h}LQ&rZ|7raHHBI6IOvU=3>023BLbFu+vfC*+2(*!TOWp z`A4?2r6j`G1y}s1Rvv-h z4qLC9dR`Daq0)bAWNbgH?(3zgYt#e&$Cp&9pj2!vco^JL`z$>iFK(`?l16)$IFiElO|y=9 zl3U~H?%x`Zt>B1ko17~|%;isRT|m@FlRlr{Mb#GEDZ>VJJ7Bv6%A(ZBMlk62SaVvD z^v-fzj41M3naUq&SHI=5jCG3YcPD5VT|W&V4G4#cNv;DHrl}Jq%cT4I9A{Mz&jbYv zX_lIS)s{+VSJcCUBIL7>S{%TL9Se{w!n5f`0e<1k2Y_xrdwjzf1nNtDbv20vnsp$W4^mSg-DWzoW{Al zoW1w#mkyMGsI0sNF|Xdx+893umEwK2K^3^UIYdrw-~GHTw-shzA1;OS-yT}e;d@Sw7$%$l19g@(HK{~r8xww8>AEuSDz`*(iV8PfV~3BnNj2!J~u| z2%Y{+UGcHuX0Sx%v zORTuB*NZIKzudfWLhL`#1ESc0mQrF4Frb2g>4cm1Ib%w(?CyfZeH$93WQvbKeyLrv z+i+vVrT3EXpB+jO(`jI$slQLTv3H0}?C)}CfaZIx=TZ2?4QsSiNj0nQ z2d54KmBbX}i8J5ZYJ#^^kgmcFXjO|bBH&bL9UbXPV!q#?BdVUBIn>h)me!flG-@j_ zAPn<+enZpy>@$EQd96#?9mdbP__8^xshNG|$p)3>ao~mGSaBK=EC5jR(v}){+kc)l z_xv3>K~E7F3uZps%dqA_rP6nOHE}oRZ{APz;EJY)*&KrLzkoqvwKI>#pXD9@fp~LV zkgAsJcU65V1cox9WAL6z-wC4i)gHQFzs3nH1L+u4zota;-LhMdH zn>Rb2?A1&Uny6{kvx#QwmC5DV!kZ+lew}>=P*{H&XCUsqyAdJvZt)j(RT$Xjo6MV^ ztu)Yiln^HTO}WK}e@(fFbPf!EdsP_7vO?XL1!98d`3KkS=E)lVu=4kR*@_OHIut1s zm||TW!t_Kfa$ZU;DK{H!R%LMOVKqU^?R#8R{@m97tI|3TF!~;)QesL)Zn0sNia!8q z&oOo}Oczfehca!9efI6dWmS|owd@p~#Y9^v?dbw*$m`P_*4e9Wlx6r)VeC=BIq=)yjMMH2@0jFZ zvUnMvKN~)3zc*CqHTnB@<4f!gw^cd*&ZVs2a^_uEKD(LD9DT823)6qho=>%NU0?s1 zBv1Pu4g)@%y##;Q{0Dn{_T$V;MCUhz4!X*XLkWNiO4K8OsdEDi!IXF{`>N?DRu?a( zEYCb#X+z`5%L+;{W8p`U-Z4%ZJpLx9GIgsYg5hHSP^813wJGUeP{02r?8In zmjjJkCI`Ah*l!2x3n?BjN=%@L!_vZHl2ail$7dM2Yur?_HJsms55KdG96Z92{O!hx zy;oUOy~jy+13XaC!6j99O@I0A#km{<&He-FSMzmbeQrrm`oPgSt5*ciL65VYGh-2L z^t9hJ5mZI{4Q!-<%K^b>oErbSc9MTg>(jt@8SqvorsCOm!_P7&XD4Yh(`~-10V6}0 z_VOzuA~-31c7|02uE;N9B?Y(zvc7H( zInae$7`2>gyGdGk-{fvu$3WROQYVy8zPrm?eWe}=y{OvrrH|gpkl#P>XR(+zNsy<; zlDEXl2f%UhRj{w11CipVLtP|8Jm5^56A-qS4SRgF|zYZxb@nNZyt?O zFN*j##54TMr_&tf-v{WH$B+{Pz8!3mdzA;6M43<7;cku(rc8KDpkZyXx9NW%z0Xvd z`bI(i_TS*KJ%F+VsEK{vkLqKND5nG37 zf&NIKHI_8h7Y(+KtuKg{Uv4Xhv4hhsPXw3T#_m3V-fTnugFer<5Z ze|LuztD*xdM8RDmWy6&IuIL;UYR}M>5UN_25rIUfw}{)cL4`Z`4w~YeLDEyIwFtw@ zgO<~ggqQo#l0XfQU|BK?bzdz9if+Y!-8mF`n0bDp9Aj>f6}}4`RWSPR0wVx9RvOMC zM3Ig3fnW=((3t z;qraK`^>VmT&b*CuydIlrT2k0WLeH0&&UEkBRNqd-)mu^gu%Wt2Ww1JOdu#|p**Cs zn&vwh#r2M=oAz^sp-Z(^zp{(YB)C2DdWnlb|B zUhd_m%Wk--Y#GCNKCkiGaECRGZq9;*rM&;N7r&Q!Z6~ZMb#0JfD!)%@Dbym4t(SfF z&l+rHXf+7&Fkf=#v^mwzZDy~UNKMP8SLN;2+ay9EbErXPy`R$!aaYT37|M=%>2}kk zVU!;=&P{?!p()-pNgX1ZX(DUTQ2V?n*(DzSKmPwHL>IZiGXN}2H87L}Dhh3D>iP0> z#nGGrq)$nwCw^{H{a&2l{W6op(uS+%k8cd^>Xtz5zBpH86dolZ>@>lK&&^8N+nJq= zwU%GP#+OkFwo#t~-;B>bN%JM8(C0a|b#{Y)f|kUucrs{P~!hVSJ1Sw%U<&Nl6;D^k3jhnVv#YA1+lt z=q#tK0NTvS`9DSnWK?na91;(13D~MVm$AIPOM`_7mr`yyN8dnM(=6*h2VjO&cmgT- zq<7-Fa&&?M`r6m~tt-vnoRVw8L1EaFGzX1I#Jc+VpAEaa(1Ea?^rLZ1=R&uq0XI(( zwZ=+n-j{48E=>OuAf&|qXjm2D_Ntg@`@9c-f_uc1F3G;CpQc--dn#9O`lsp4xp3zs zH=Us5*E3Q;?^zkEJutakz36_mFEn)ZRKdvp)^v_aAiL%gm(AswwSB7N{Z~t`eN(QK zZPHV@o(r#Ok5i)c$S%tmcOhg(wc%NJNaYo#_PYZrACX$b)0l&a-4a78fb{rsNGv(2 zM_KM&XZ<{j%I1v`k5J+gytXwQWR!F42vYUgg+bWvjdbYagsv+@tb(_2@m3nruyh&V z*}!)aOC5HVi)&DcaXj#E->13P{V8qD>gTL1K*mtg9hbaC>qV)Hf32(|l?u(QBhuYZlrLRHZ}b?!CR zScv+r=~(`qY@fv2V8^eh|KjhKnR4?diilCe+ou{ktrdvc=IVyYv9dSb-s`2Ifs4er-5w>5(Ev9PjIKC+IZG@~}2CX6j~R(Lm_El#E%{<`T- z0_q3NAc;JfSOE5!$v`O7#k|cxqdHv>#~(b2J`v7%HW_}bE}_`Ne%mQ-+nmGD0dush znZA{C40_rwdq(psD)Xiu%%nVCE80vEOr7NY#-kIUIdT3rCnbL~a7pG-rriX$|Ka^i z5h}XLM()Y;oHksozrkPKa&sAzj_`UXJy9eyNr?1XBCKT2?^|jOADQMTYFw_FQ<0Bp z?zXDrfFK*+aL1rq3kZbtMqY!9f9Dw}mI+jl>^SyJ%-^Z<#J!ZQ_O3P26<|}x2x9G+ z37}$3w#Ggw6lpH80H z9Cys;E@BmnmukLZ9sf_qK~(yjIJ&^7Q(l|GV#k70y;#mY(FAgu=?lbF&g16N1hh96;5IZP+hp=l&uzl_FcI8EO3!xi3o;PE+f6&Ru0p~6W}*fwZo{pI#i+b zJGjbEHs{s-xx~oXF3DusNy6>3ft2CP-vY=px)jzB{4gDOgYvwa+murAQg#*pnG>6UV;}?$B z4&~6F!W97MxZuukcDbj^0VaenhK!f^R+v3!F5Igu!}T1VsL7R`_?h};?;ex2|7k|E zAK!FMb^KfB-c*n_(p_R`3>G9y)FivPF5B;zx!T-WLYX;*SwfNy2gYXVnGZxY(3W%Y zi~m$R6&KG&n2TLLdg{n^DL7DNPF@SQEGuHj;dG!bR$G`z7 ze;y@%2vn}=Lg{sIa_(S@su5K6#k~kP31#pENY^pi>zZ#QzAR=G#*xB^(UUdbwB=}0 z*nJAUiv_t61Dag70rFH^3%Xq8D{!)bnPRs=U2ddP-a43NrT7^?DalHB)b0UTh)JQrmT?}`f);8W>zEt^adIibhxXi<43{^OnjCR6? z{W19C*2j$kMiL^Hi2GD|l_H%yFxZ@N6r^V+=Q_=|0LMsSY8%+68gD6bocAu&R6B4h z*2yHx^6DQ@#a{eF>5-H+2tGv8-bMehC0bw1v=7ga=i)^YZndRFdO$n_X^DiALr^FJ zJlvGeP&!*4KiTNF9{T?Wq6XjO;`j+Q&KMmNG-rGu-Eaq{GoxaXXKNR>1J7r=KQ0ug zw@r@=ysZ_dj|XOCXk)PUbCKOe*7l|}Gf!MyALA&)&n}Tvb2|_Jfnplh@%{t-=|#rc z;D7)ZJ3<2^56DR4(=ZOShIg8iV3Yu?37?%+d+dFa-)moo$I&HO;uX)P?Uo0%@~s^Ai?ffEpQbZL~&6yWKlUKd}HUTboS zTj6T8$qsV7SkouB+5bSPfz-@a}VO4a9 z;rdf(+6eUy9n>X5Ye4%?wApcf*6xcxxu7_Rcx=S>rX7=E*?WcxWK`1jkG08 z_7zP_>>Vn5gKev3ne1#&WCMZU z@^@lMmuROeVPOEGgzlDkFdP;|~CFl+Q{82>O`{*gViF|+1{C*ix8sJk9rrbcW3vOikj z1Q$gyXn!3=P9FI4FEiT(zl`Bxn#9?rBk&9%R&*)}{kbjy!^bZ^*Ee}+F@)k?xQ6LU zVf&r3_$Iv~v(q&6C_Q;|@3-yFW8NyeLgT{nWBeA(wQ0-JK`v51ELaCcX8ILS!tGLJ zCK8)zyh?^8?&i#mHC{^Bgy#;{TYVYr9kpusWIjTlIe}j$^dg9T;Ia2&wpOm?H#7mP zC5Oq$+CyjqlCZ-X6ig$16JQuIw7)w}kR@iRo(}crYOtmLx03SV2AZHp&rr;@~FLic+(BByH(p7Z)lW<M*}!{w(uER<9A)>(G|Y>tQtUBD z2CYQ>E0ph!M>m3 zRAQ9+3xA0E8H_DH>qTu}Q~P2rnLQ3zBHU(utyfd}4^vc>pm`teCux%wc`?vJGpQD7&fb;P072?V8!JGTZ~eQ-$NVIXkt5Jp`EUQXUQh7=vUfz z{jRIj$VZ2(wo~PocEcyN)u5Kl7r9CO-pe<1cguXK1Y$Wvv-|Jk$vu_0?^}5USL3>M z#Q3)m)R7Xzq5WYII_PmGTp&n2%kcskdeQp*}sQ95hcoFN)y2(O(hK>??ziQWos1>2B+1A zQl!lrILO8s3%91l_M5Ee?~xYIfQ>%OtI9|w$2L*QED+h~EK(gq+ls!{<1|5D5#HVA z{Z3|@*m@^Qcr=!-9@b&$!Yu#`4_#|nJfZ&;)|OC*vjY1_@bAI`I}beDjKzSaKnH7G z$rAZRz?obBDdh9utk?{0qKh*TUAI?}{?rqH>EU=&?T0wQ!?`0c(+@s>98kF!JY36O z`jP@Yev`Zcjx{r=g+@Vk< zf^bzhae+5q*;_l+mYl&(0vK#wEx2nWgn<&lX!30wimp3MIDRPc;Zcjvvw+#Yh(0md z59)hU0wkyZ@&|Ia_95Q?fo{4gfCGv~z4TE1bVW!k?-%pm{6fRb`$mJRUD5qv77V-l zf^DKA`ohBMAxY*Fk$ITtrjadn+v%^k^qcDF0M1VnrEF@s66Z-05Hk#Qw`0;%$@-51 zZDyg3!j7NsZ|4bedsDcdDi+KeT3S-|(vResO2qVXp11{WOv&o>=Q;V?hI^n4fcfh{ zQ09KJqnj3Gg8%JZL}bor;j&tw&z@puYq_?aU^AP8L&3!#c%ly5u@r$Z_v(8`aaLWW zDzf$Ob{JLM2ILu<1E7?j+o`mbs-+!SUu)xEV(ETrhD{NW*3%&Icy%3UQ?Gn_p0mFN z@sSKz6)Ua3yin-WF@PO#e`cai{G&oCfOhFv#8V3xjC$!|SjnkQ@`lP~|kXuBMi zkELfn*O)B#S2p#5aZ=RS1?1w#yM84EhUDiwEb%|`m-bLX!Jr)XSxceiI=bQVnUzI- zg*Kf_dU#Y-+t1^NEU6-aE1_d;*`ikkxISst)XX<|ZXCV&o@^UF7PRqV~;+MFu8%&nEI!lAX#b=&BuFlrUZp+h~*61``F@^-G>DA{k1aH zElQC!RLa`5LuX==XBX*wS8)PNS1Mbq7~HX0ok)*%6`F6(Z>m?SzO1jUBaey)n5YeB zLi?i2lq*EPo+k)VN|J$w+GiVMb!E|VoYmaoQcBG8)Lo;Nf<+T{szl~>?2DJ-3d77K z!As?KR1CGv&UK|41r!=D6pH%ngIY!&=6u@`DsGQ3YAO4q*$y3lkp{4ZxAv2MFv##`B#3TYe=$g8fsU(wyrE0HP#LJPnr4wGZ zc*RH)|mA8z}xae*DMLQ~B8 zST+R_iKOBA1cCRX{+v|pjPC`)>-~b&TZmJ zcta2`<8(45K<0n2889rjc*!>Pyw?e|I?vP$SBn$PzE9%PsaSJ&{VS7wyv_e{B}y;s z9XD#yDmd_`^{AL#1(x~+5Da^#V_>P6zMnj)^MO&S|C*^0LwwQulk`8oWHnpV5PcNH z=PrvF9)j1;9|q`c`m<9cA?OzMq{U0`g+EiWlo7afQ@9z5>XOXOCn?bW(Fyw$uAQ9u zQWHZ`P*Y7`XPw5JP%u^JDP22st0xYoVGKWfR3{l%^%(%>wy(a+{|BP`mk4$rW1rT!z*K~kGNdGYTNEn!4>EN-P*dJ(vCISW78 z&s|OYnBS0}Pi85jcHfp%!?DG>wC~0{%)CB1IL^?Cw?i~cgfH!GL5{cY6@5^rh zG5fe||J8Q3Ma*<-sd}-aH3S=e9XSJ))v^~1@;RX%cw(h#L-$n=fO81fJt)_4$iqiF z06{My`Gmz!G!$Oq6-+v?BQ}l5-2H=&7tA$`>oNxlI^>1WvN3~X%^4tZ`(=4$LDh+> z4^{qFmTv^ZMG zyzQeS`tB0^9|%?z`0>mviXZBR$6erdiHC7$KgXvY1}_=w*89qq1;$Z0utDvA*_Kl# zO0IFT*gMV&oXWEw#>}%G(b?8}ACRix>#8*KVl;DtKi3$P_T*;g76OU&MzOWkP8ZCm z+G>rH9g?X2ajV`G!uz@XFtz+GUw;3~(LH9weEf7rmgf2Iy`l@c9~eO`)RVee2LTLo z7DNy3481$8bkwPGAWuCcOQu3#%{Y<3HT1d)JfoeaeMu9yx|h-&-F#U!DtD)C=|itl zvHHvV-aEw=5cq-nn8N%dzc&ryJ2~N9(Px9tY)}XI%rI6DT?KEV@9jD@zyTfz5%Jt` zKj9)J7YBmq(2EeaTv#i%I`qLmWkH0Vm5%#a65rUWsN6ezAdN~D($2zt_-gy?MUd#2 z-WFw5Og?>#3LTCx^s1Vp3$U*~DS6V&yi4Xpaef7QJV%)91)q(m3kYA^Vl5uD&^^qT zFM6A+Oi@;);{9+I@8&(0q7p6in{5Xq{sZ*G+w6%f8?W)Q$pOJE-@A86q!;RL9~#*uf9Jdiav@ zC!4rVR-bBXme4_nI~_{N9+8#HlACCff7vzLB^&nLzE0TQRwNJ;)FEGr{kZFNDsu;% zMh~oJvY@48%XxYaiMhn`yJV#^xtPqjVx5!1Eq?OgiKmxTTdldIermJpCdqO$2@@?p ze`1_vZ)Zc~ik_I-Vbyw{&;Rvsy-&fAeln5$79_Mhdh81&?$gL&Or6aBiA)Dkr5u74 zev0Xo^(U+i-N+m(wXdaLBRPhfQz#Z(V)`cQ{A6`#L3eAs!Y2V29K`ydKd0{Z{K3uT*nW;z?tM z+7U&S5>f|(-dt$Q<0B%M3b!0rq7M}D8*0zKKf5U^U1=OI5=<(|8$zZ`Nf*IIKGSMG z?oVK3x~JX>M$D7NAQhR4QMM0Q*`K5f^y`*r$wNv)S}C5fB`k;q9CP-*P_cb1sg|-U zZJ(~hc=-NvM?BVbJ{e(3+x4p8s0p#Mk*)LSgag0%?&u-hpYNNjz=N5}07D_@N}%Z3xz5NYf zYD<4)HeT}dWNEgLzNnNgJm{icx^-kozW|><9e(gr_u?C*WLXdJrr4%VulzT9gQN&q z;%u-h3D_QYOVsLu6vBs_)qafhY*+(=P@S)n9+<-cQQFG57vL=(R-aTAd6j9gVjGw!>~Ei}Fo3J<88_{O{`5+TJ&fP=6-_r2k&gZqe9^$+yIp--i4f0cKwr)c=?FYirTW4cmxKv)JtM7LA5=v1#UH4 znO|`Xfc_`tEBp8N3E0ZtUQ=*Z@9ITlO4Y*8j@8ECQY52R#o8{u5!+DK0ad(+;Vhxs zJZi&QH_JvhkM~}b;lKp3SddXDg-!1zmf$^q9?6A4nP<|4YTnIW^+yB&YDw`dM)H7_ z5{1?$)APEGv;Rp(mK)>rV*GN9%{$R?UDKPBwq)6kluqN%Aojk#HZ+&Jpby&^5FKJ? zqvp}ad8*mvXuS^ftrOMYu2Z#KX&o2B>PC{yaH8SP9U+oqt%Y8Km+f5+r}NfM)2SpR zf2Wq-qvo3f-6tfPQt(q_j2vCYexQ_1D=}xG;8G#RQ7KLIe3N+jO=!{bsy$JgYQ0ag z;s`xmDQWLc&SFJs0O?#KO%3rQdxG#cDamkCWMkPms#(n)|JjWG`EI2m$IKMhLDj^jxn!U<`?SmfKSu z3N}t$AQe-o9H6|K&fYcDPizV#JCpM>f8>5*n-8=BkYf+wgVhw&0Dg+tme3i&$b7raNw9`IeI_H7-=}A~A}o}k zK6o{?W;abrC7B-D0@(W_lE#UdmtDOd$c9_$;%t@L(B+SSOtNMCl$)%`p72lVEX-Z- znfo0MiwJM-K;FK)Yt5wa@M8CV}16=ir#7r0crXTZI z;{Mhr>2F2GmcPB%VI6f3#_pfCQY#EhHo)kg*FAsE`V{mUmmUa7wL#Br)5{51uTX8G zaK<$oBHP`Eea~+-Vt>ukdLJ(dD^&`lKf1I}qjNbZsD^9W!b?q+9U8nn!^E2Xz>{c? zk00H6?0C@3PGa6>4(aQBv6z|Mab?YGnxvcAx%89fa?Ab!NYMTP45Xrk<;JcQ+*73k zmMYbltA@5;sojC>pkY$#=`xO@Vwv%#50l$WO!sq`;^c<&X6{LRDx9L;gA$Dk%XhL$ zGm|Q%BLvKYMi|19!GAW*$BV+XX7_!}cQGb)VHumH1aG~{c@lj6B~m2nw@oBOefR*O zgdt%w$Lc5)-`=Dv8W<4cp* z5KSg$pU<3C?A`WdGW_}bVoX99Rb1}N;o66`*3U+7n=t`4K2m2|iM=0e9ZvlnI`%ux z%hg^~6IPNPY=JbyAHIFEr(Kt8o7-8XB}$&}=0}J)1+yJr9gIC%N}TuhQbW+gqXzPS zYdzDqJYS_BxFGo#;Y)lXMxqnMqqC@)ld~T2*tT8_$4IY;V-Vn$i=GpcD_d7wo@GNl ziNONoNuVQ6G3%0pJejf$>v)4kXJ#H7#|Jh$tqn7*=N2tT&&IE$&`gv}v*TMyFJ9PP? z(x*exqjH2Mj0dvX{c!!oZJsQ(9-^$LPOfnUM-t}a2AyzBad7-fMY3F*2=;Nom21B{ z3H=Ac-v|_0_)RuvP({IJKmV@hlKF|8?C4bsbh;r|=8=zSEbALp0SRrD9a6BV{)d89 zh-@}$PGE|QmMX+MC4+q~gt`+hMSRNPuFCjglDgqjzyVYDuCeM)4(+TpzWi(JgL2;B z>uLpH#Xg3o(3xx(CnY2aYZE2qg8=cr(C}Y=t&SnVIqz|Qp6s>bnF`~qx=mbE)h$64 z&z1=lIE4|h>zjsdvZaT5s{SNHRM!%@n;)vHB&Ixh+h?e^r6?eKt)(ld?<{_agD6=< zsb8BNVgWLh0AS)%oq5wK+4EomI6NF$5s8_#VyT9HuHS(xiz@JMkl3l*nP+Y>uWCRj z-8{rWrFhR%`bVhtNk=?D~KA1v$7ozREJ! zF{eed$K1GZsjIBK_0c%?=K-2071f=szyJH3qvKdG=YJqG{=+t}VD~ZcU+EvGaZNEU z3(}*h#Y@7SPG-hJ-XdB6o47}tbx1YCqWB4jk~l8V@Yd(Oy}W)wtd6=y3ovRd@?}Wr ztXJm?))5|{=rxaNI6K0`mv6?5dkTzYpQ@kkwHj2ozv53W_a0fL@xHp2Fb5=QLe(NI zv)8N{Iz*g2ddJf8C)L|>aq>i(xq>7ZPf;6Hl8s^tA3}_hlZPpG0(4-qoBmc_Mimhq z#Q`s{^hyp)2^uHq?6Vevb6j%3xUdG);VZN7+sX<)=y&rn$C69_15Iyx<>|c3#1Jl0 zVW=cTz5Fg`S_cQ~;F{I;CbC$C)<5T@V9R=y7@(ug-yEdpY7JKseuQTqP#(l4) zrpEI2tR_+NKM%Tvo}RVTDSnH*2X@2;X&=P3le?7Kn@Q_@IEQJquPzlh63}i?2 z4aGZ)KeM*Ze$S6VbMK8Wt76qV&q*#USTc$i`6BB1%mRwMLYVAU?SN3mef20SymRI2 zJQ^CDPef{}w6(hDJi={_Nxt!$_VqN26o%NlwA?avBc$H($K%-%cR50tJ5jDn`6!8e zXM5w>R(lbq-GzRF1m~r$5iZRX=2um>YLi!;L^6qJiUp(q{PlX0eS)pwY&^^Ml}ftv zs+xUX(6)uHZKvKJKnRRr_v0IldK?Vw zm2}0{Kc4B`4_`eU z2z;L4m=2rIGBzlO%O9zV}FV5-zW}>(gFO?bb29-PI}M3jQFybxQ2&ezmh&u z#0WxkY$Qhd<=cZ!4Z~S@oqHTC;jr@2<}tRii>)SITEgG$F#06L-Z?c;S!*g({KmlX zRQDCJk0+GsNw3@6=`So(?1dYC(xDvb#P_Yb0Ad^MMDgoc()IQc^EQKb z#k2z^Zh*!z9Z^drX5p9?^FTJ5V6-Hb7~Jr1!{^4uMc*LEM)6guM7o4o5}fLTOpN^o-R~t`<>2Y@ew)j98onLFj-&MEYqB^&pnAS zV@08>vT9Rij%`4$Ax_9^1}`d$X##(iY+b?3qNQG|SQ^Q{B0xSwrevRk+JUSMlHMLtD^Q@} zA;0~oy$|W?4fF9N@H)R#H6OgSAzS|xO;?QUo(|$zwZs3orL=HiWIpgGsLDXHnt=AXu75 zXr+&lpOPxMQB61Dgf#6EGkdKSnsw=#pI7nKg{7E^ z$YNfAFK^PhE1QjT#Zq}1dKN-@j9`9)*1ZeEzYZa>Rld~zX9GCF#(ue?;Cbzrhdf8) zX@1v#GbOKVkLWR8nWA`0Oz^BmS76RLW^O;mwJ!CIGfqPXn5(z$sPz@*x}Kw~>r*^- zac@RF2TDM78mGhvqH}8r*a5&i`^E7dToxQ(ISElHm5Yu#!t!#>9AH>7_O#ySvw0{n2o+g}2bi_tJ zX5EkJUX!BuFG;X>xSAr;Dd3!eT^0VXrsz@r{$TQx$XfDESI2sl`_FF(3mY6M7|-&c zlhO4JZpOvg1d661_37J>rEs_YFP7pdA=6>OZ{qdO*13H@!x#FzipECr*!;{#ujO9Z zqIfGu(NJ7nOeEMh9OQpm0P>AH!kX@_{*!V0g=5Px9V^i^{{RSRdR@1lJBE=umIQx~ zr9Z@8Jk#w5_GW~pdzU*wT!H$j6`gP4UlI6;4bHJKhBhB}0P*->_oy^9uDn}fk^PHA zMw)-RSakhIyP^`w|+<@bpHT=kzIUJczeMXMPY5z;~eLc_~+8R^IY-H zuc#|U56K#iI%gk%t1~<6T|dHJ4}{4Rt4;?~oM-i~JJx<7U*9CQR=a|e^0Ex)^s0Uw z@UE-kc}%mHhBf{pgOT*&y^}@oPK)8z6F6B6LnWI${uw@$0pof{g*A^6q-l~As!PUHdExeBoo}xD#2F5?7dHvQ^RxGgt01mhX~ zJ!k{awO@$Za!B^j50$vd$oBNE21xaNYH#?LmSG{l9Y;Tvb{-%2eHGmQ0BY8=94XFo zjQ8#It?f_6*18?X_J4-0#Qsp&SaZnZxS$NpGr$)5JPWAnQ-vxwGW6;6Ca=TeG?~ty zpxGWy(B$#Y8RS!9@SX0kW7j-IK4FyZG5QZrl#g26)%;W8tqK+UGk}n;6aYs(yBYw_ zkHc0eAiwb~*8RP)`1UmIYsES>ww~~5*mV1&Gg?W`I&G(p`Z?C4PR5ao9vbr#pIuWRDpnfbM>w5U%(nxsiYP0RllB8 zWC6hh`>7S_@2L2D!nR&SZHGa}2PYon8sq2IJVoOMTWvl)w&CzFMt6$W zMQaS&*TZ}7vd<9RcEiHHIR!`_S-1gs9SJ)W`WpM6Own7z z_UyMuY>uQbILB=CKGj;v-@x}@X}7tuS2L+u8|EYv++*r!CqtL`ZD-((Pe&Tn?c{fi z22M*U2d~}FwRK8eDE?Ii%>@jpQpb7fH`Mp902x%m+KW{t#sUup2jys4<__gmxp#V|k| z=NSjmv^6gq_-n(kwWgjGu2pa&P)9#fJ*&oiOYx5LS@7kox>Jd5uE3Cig<-gVw4nb0 z5U&)}H5oOFxRnt3_yFMcKR_sPFO>Bk82n4rH8pgaZH>@In8)Xe^9I%RiC{3Kn^pS~ zD_+;bvERC)0#tqCdi^WWG`$l;&_J71kQM$M?)f=nd%gHNbw;w1c z6wHrR@LSyYqhDP!O<(i~{%KzvZ3hHr8R%>1KNfhCNAMqoFK>xRtt}&Y7@j#*$+ud+aIXT5@ zXUbjF0JAdKQTl{`u~dw%@u107WjKZ>Ig|EDrz= z{fR*rSBdoxE>~}|w*oaB zeqy@~2jTt1sFGa*s@&m*e=Lze95vpn<3AQmmMu5#SpCjF`qk;47Wib)$M&sdwr%O3 z{{UTeQ^%rsGRd!GP;LOiuOR+h*O&N<#@gPo2bW}}6}#kd`HHQBUZ<&QUL?>wITKr3 z%8bf7a!!7@HRU>|iS=!MU6#P4XQ9vdiqFuzAA73F5SdJZLzX|}*S~0f2DH-ARH!(| zTws2*YQXXRAHi4pl)L6b^LOk0YuI#e0cpBa0i;dy_aJ}u>#Vx*2Z#JQ5RQ437!I9H zc}BJIQd@%{(jxgXaL2#?J4T3hx$8@LqG=YJubpC5>FZui;(v(uQcBkP2>Aya#xsw~ zyvkesUs;&Veg3SThXeXoSEP7)`uFA2;`S{?$mL6On@FY9W^0{FLeffj1pff_>(Dfx z4&7X|cIennwb^N(4ef1~Iq#Ufy>ZS3XzDt?nc$I&Q=bOm4=O?WoGOSW-fXgggj+w59O3<2VK#XOi z>ycgMkA@*kG{-KzfUdsE(%RgIz#Dsts~617-5bME>9`RAjC|Zyo~f*8`V<~*>wpJA z-}=`N;-4SbXzK96D4IdhRQ~|_>%#R7YV*W%wD+W}eU$$I`l&f6i;=Um@o&W$uY+1> zv20$Ov)A)l^Fsu;*pl)>T=Gfgi)}oaN~2>vE3VVDk2nQ$l4}Vz_Bvw(a<;mBjO`o_ zWEki>S7D@hTI%W6O@tsEvFlytlcCyah_VQG?;q!_cDiYjOdyCNuWCvKyGLW5)3jS_ zCP4~e+0?vAzLy5_TUuS#WhD*)&Rdd=uh zE1u^?t9ah#_BM}C=-d;U;{H+l+lKj%Tz~qix@=S`2Epx5x3;^zxL9oyd1KG{H4aSf zj1np|^2;HNaTjWm4L0U?@*s?{ZiBb$Udf~Q4ijy<@;s6h#7n$DrR8#MBh zJOSxmUv%2V`v;wwmAT~cL7D6RDEPRM7qIZWI6!uX!T$gX^7(ExZB6&x&$*cHJk^Um z1I~yvr9!CBH9R)(Te6Z!B8qdK^yG7oljbxq zEE_d*y@qpFOlxlv%%8zjqHBqt${kjsy0^O#?#~&fZyii%q|nj<6Q z%V%ldBRe)ZsnUJKmFd#8gxq!|tDm3W2R~{L5O_ygi@_fi z)u4 z_Xx1v$PUR=WaN#$tAm!Wku-l6d_w(|yiNU!;waw#0K@EYypTXlg~vxA?ON>jY8d=7 zKTs}g@1k4mvZkGfc=yk!2oo;ZICe$7EnZw}EHXYW~vyk|@{@^C#XJ>>Ho zC?732G*N@dBBBzua3ji|=B~oIcg>11k;W+yNpt?GOE+LDeKSD4*5zcg7*W)Z{{UTk zCx(0#Z=%K}x^4Fd?{4TnTGy23=Q*zp_%chTg8uO^7m%mFPES7d-|L#irjc$@NGzkL z=hKgBi^N_jv(b=R+OUzw1pfd^@SST|pHXR8=jJ^R^q|j`%T{P=ekgnCN)wO<20#5( z$y`Y#+y3;Hz`*|iIH+NXfB=pU=T{ub8wCIldd$-OjDPIugu7VbTDBpx7Ta_4DfFkw zdF98KU@_m0znxgLTkTyI9U?C>Q`NmITN=3*1gjR%yzb}^YSOgQbxlTnu)bH0hW_W$vM2Erj2bfKq{k-% z73Klj=(Not&r*4*<-U->ut2{#{v%U!MNJx7j<0a>NWO7)?TY2BZLXwaJ3d{HIsX9b ziqrB}%LT{}R+TouH~s$rK~imN2_=b0UP)XB{OX0ANgy*fJ5NvzTVWuKq>cuAb*TA(U!7N7Jc*YbQE~x#oGSb^?_^U~Q zVw4bmaT3OakC8@8AA0mxy&i6-HEYLMpJ}78R^tcOk~jjXc^H#drBsa_)8`4$de;}J z>y2*=fyf!{=~y;r1ms$}yYeUbq{15KH7^zEc5-<`F6Yv?T}#9_GaM+}#}&XEtLbhx zOma!$xvq74GtnpUoyFOf6;g!sIqmsZFDz5e4rML4=Li1))mYza63T7&atCUj7K$l6 zxg3N)&XvxE3mQ$f-W;o9RO%}v-L%`D<*}2-I@ZEz_t&hWO^nKna8LO)=pG&TcV`1sJiBZAX(>%By*c5$7oe(@FSIwyj(`*adra#xa19M?%G(sXNWumFH} zt_M}|Y9xMDkuFK()g|1;O}&olYrQ{ASDrQssxe-Fsrb!Ym9Y77T&2wSx{xMmcCV#n zT}Kk8#5rO7RGT(YNRsOM^7cT}Kg>>QBQS`GWNw{5&MB5QS2q)ZZiYjSPipUU&jCHo z$*=xZ&UVqtXC{t9#?MmMB-;)^&ji=5=^hu;G;4L1@jT16924tX_IA2cMX78dk{?M@?X8$0)(qTruO&DAxTE- z5=kqtmRT|uhbsc7+@5>MWFRlz^`;}qB%pO-Ju+)r!$Q= zbLL0~TFJYc=#Me}$-e&Uf1k#W?2GU2xB2{Q+I*;eX!4=;q+);n(C@WfQVSh2NNran z3={Yo_zU7q#P{ARMn=qLWe5KIHTNHgW<=8@TNK~8635#Hz9;c*qTFlo3sJmzp_~5u zHSl!zKGC0ZcwXO5(tIzbHM(z??5KYowC8(^>D}&lk8e+U#qgWnoes&GJ4BO6qo??4WQduVVY&g@wI+(f z)&Z7P3HOb0mp&}JVDa1Vr}&L?5>Ih?mYz~qxS$Ts`^8p}vGOwH3<5Z=8uwJV)VD@= z5>7#_ODz=M%Bo_-XSuHK*TXh&D!>#g55|Bzp2tOLW%C{~*x=WHqxgEv&*umZ&^b7+ z>fcVavX5*r27bKyS4Ni>@Z0QERT$6XS%HIXq}f_XCr^+O(zT03@PP|?TTdfBYMsQ^ z@!K`rvUKgh#c-Oxj;yV`$m98r-W!oj4(DBXVbP_ULOji+E^*Use4VP;1-ZD@5s00b zfY==~n&>6hbuDUVd#Q+skCA^2RqyO$cWf3@us2NNwm@ZgYsMO+%l(rqr^`W*f5@)Z z$4I)?r@%uiH%34Hs`K4TO@~apfvrXys3#voUd!N55Zhioy^LqexKaV*=qa4%S7G3- zA4-lZ+wcU@074w{X^DR`+`Op1TIA!fBl51(R7oCXX?e)U7_L(G0TZ-%$Dro3G%rN2 zaUYuPoK(=DYmMY!3dw}Y8U$9ysI53=N5TQ~P;-{?&CVa?95n zdecBto_6{g0I4uwS3Kv6ciChukU2G?mZiYk$GN4NHn$u$f7+l5#xW8iH!R(%+bogD z6~1ssPfBIAoYVZ|^)+xq}b3D;W$Ka?O$$bf~0+tNCDXYe^U>+Q2CFs#miJ zr4c{_fy*4w9ITllRNJ@j8fD0e2}H6u;C{6=~jS;lyB-3XZhEQ-)gUZ#H_nio^#D)LE+22PJC(VZY3?q z;0%6r8y=OY`0i_{+w8cBM_lv$E6wh;Ywb$oHq6q#agox!H%$0dcRAasNFYxer2~;?CG@-@V5<{{SMny-&pU_CS<5k-B|r&F?%#4Y@CG zA(gxHoPKqLqWi?Ne(83ydx|UxBy`svDxF-3+Y+}p8RS<5t803t7ptA7&lqPhARgVX$#WL=AZj<2+S5*rw+KAQuY>)o6diRDr z9i>>ZOEgU@CpkH-DfK-wPmEl+XHa+pfIm}Qt^WYTWiv5>0!F-XkNzf^C#q^1u8pUd zvGy$16iZxAQ=oMmI4i$P+f8iVP4zq>1B@mpBgZkI6Sa?rN(gG-hV~%$cf5xtA zJ|ogJ)DT4&mSp7i{*(dC_3T*jVIfEu=Rc?AKpanpeiz%= zxVqIQQzkM$&TGDgJts&EZOCndoP*Z9`&98tLoB8S&UhT;{{Sy~;;kj|2Z%0O-WUqU zA?44f=|CQ*t@!fZ$&^_rmm{Z4R}XQnc%Q_Vzh|7&umUEK}LMqv^$RmOcl(zLqZcEY_~K4&&y${YP0#b(v^ezy+4&` z!D*xEDkgLUj-7K=VZEPH{md#;cdtL8so%raw#>8YbL5VL{{XBF093!$=F~v8(^rGn zY2<#DLM;w?FfS(|dxq;*TUxQSl*gu93EUh4IOd{Kb)~J1vvu>6(ssFSSWL=TfQYDNUxGXSB|{n0Dr~GbzWZ>NlV zN{gTGfBNd{eYWy2w}%KvJb#5}Cab5%2{v(s1B%Uii_6z6TMLeupbIxf#@0VB*Owh? z5vkm)K!nKYx~f94LAbJSkQ|E9h);gFlL;8?C;@`R%A)4^{KNbzGt#Gm38liop&}f5 z9R4+<9BXYFstv?;sO7hwZL>@AMmq}73(;BWwu~C+Z*V(P8fk7DX#xm;gr4-}y@4YM z8tz~?70=z>-CSZjk+DJG0YDqS@hGuRw9dxjarb?yfz|G(jLjGkVAgaoO3<*4Nl<#4 zw;il$7nwWl6ag)vk(s5r`PupdT0vcbk+6x$yD=T0j0purxRp)v2B#I>^QM%%Q zG$p#Wwq|%&&TQbCTwTc?`CKZ2oC>bDHd=apnkDlj9Y;=UcFV(BroQn!YEfUW(t;Vu z#i%;nd3NxZm!Le?TVdh7Q&5#m>_ms4#{#`KOVfNm;r+`qD_o-Bj(XLlz0~zACWjZ6 zhwmQ$0Iglj>~r>>471bJT+QKl>C-L^8=0)un!`H2LPN+<9f$Vr3=ko1e0DjdTE7ra=_}&kK zz5++MwzS&?+`xbrYsm|J;JpJ3jGFp)_LBJAp9yqZT@y_~KC`QV7+yge)zgoayRTj= z&c9_}hn_65vei6k;s`~w+T^ct9kw%Vmt&EQ+q#3=u0PB(*!~dwJ+}B&@bgUYO@nSW zv7=1GjnesOj@Zj%J9=ij<&M@9<}7=qZry5ojZa9ik)c)JAp6@*a}WKce>Ahee29my zAPR{)yNJJgdj+fcmvRLspzqJpxr?jo`^WvjA~J9uqPV)US1~*J^YqEjU&694Z*^RS?^V?G7Z!Rou~6q| zeE$HAb+C9w3uwjOy(gQu<{Z+N;H8b!jez{vo9m1fJswz?c^_LduyuTwx7 zR{Cd%JVkJlY7doh+^EOpT_gB!LDG=@wskY2=N*4qgkNem%jMaERXQ*r59BL9`zd9( z`&P3)Q1HNi^{5$MFBRS1GwJ$8vf@5BjCA~JygE*ybt!#vUn1SlL(u+4t+u(QXp)$8 zc*6$cAoKc)=KMpc-0DU%ESr^js)3)#(G2tsa6DwaFus?eob6Q%5j5M7#0G0!EU~=E&SC@E)#oD&50>xt% zz*~c!Pv>1JgGZ<99wpNBSoT_|Rzr>a^ZHkmc!S59rR-wb-co^%c*j4b8ef3?N3Aq% zJY}O}o!>4$oqGMZ!>FCm%zs5R{a@k{XBOTahia(V=s)r5=40^wt>P<%xzwL*W3F+J(9#(;x8vb+ zAc@Gh;Z-3fKelHsse4!yk%dd7>P==wFT`zS+5#|-D5eY09O z`ks}c!}iP83gqB$GfLuS4w3NlOw&+Xs$m=EE%Rr$si}3}?2ie+w^BOoQSzsA_+q&a z68ubIHk$H=4Z74wD#( z2+2PwHGyZKU*FFk$Yp7I_5!=TBfvU!ToEpipt&?xB(+xPhM({q2gHWE=oQbM@&~IcPEH^UdG=@MuOcw z^XL3)OMyR#d|{;N*|W1Ab;0NW_1BNO&`FPni9!*ssTLb zoRiPH1Zz6T#P4@X0mn zd3%mQ>Us9BXVLr}r0L`wZIk$zj{g9TYM!}!rRg^d3!gE&0pIkX3~ejGR`zzLO~zMo z&$U;()HMAKe20)IQP_X=t0!IYoX!4;VokhEG0$J+UV8F1{DLG>>`zn9XajFk@twq| zMXC_Fz+!kmhAWwh?)v%IMutM?zXH1bE5Uk&dnKyJD{{WRTY%|h2RT4IE%a2`TLXG z^{%U4@g|3)B1LX8BmNPZ@qZI|$5hv4F;vwCXzA7*1U^W z@g}vcmzA64Z@LF+$Y>w^WU_gVI-Wnmw(NXAd3?z&vD$~JtpMjOY}yh;qs^X9aa%f9 zf^}VHTnP3=PbZ4?%>&{5Hj;h5_4nhS^MhTakVJ@0m&m??s^({(X&(*j>{Kk6b{yxQ z@vh?9*=+%6VHk^z!mpr(;ZTfx)5m}Ctt)b1f3lDtBc7C840CXo5$#36J-^7PPL}|| zxL>{7y>uR3o|YxLx*!JR4)y2Sw~lo6-xZ3Nm$7XB0EIh&(Y>{#F0#ro99;AN0PC)2 z#9lwNuwxaJCS#7HI2Gr5mx*;N@MF%!J$dW;3U+~^Y8r#fB(dNT#^J~FrUn+R;vHvG zY^#+G{3HJW)luob8MwS2XoS42&Q3qXSFGtC6SfY!;~r?>vFTm3I#1XR*kl_fKPmJUWajG;a>=YB;ZXv zU0CD*ah{yl&tDS$Ji!xxVt9Q_my&#-slXY?{w1K4cK-kq{wC=k3+-1y1AHW{_lS$Pe<5N|DG>gj|7Hfteg8IQ~Tg)~d@SlMx(5p;5SQrAdC1_8|!zQAZ(9WaF8*xApJ;StR6N-V5 zg$_u=brlWSx6>1J(r?|>N3Y>d(R3Yu#WRPsLYCvN)A6Q&r!X(%UKqtRi?&g=w0MEHla1>*=A6m1Ldzg0C zi3BMXvH+>j0ajYxX&F`iRXt5#OPe%(p-fHr)Eb7VWp4u(ZhuP9$cM?bj!_o<=9x9z z7Gy2~-Pbk3-*~Dh$!lfUM^?>onufP=sa$!@FP0Q_&jyvtKT7gVSH|}jb9okn3J+7Be=$^9 z>e6bkSqWyD)tyfVkL6qjuj41ZLvLvQT$$vL{{U5a!(83pT(DxmvE^%{(!3L>>L4@< z*67XOoc{ph)tQ-zaeXz!gwE{JbOWwye@gJ}{-OdX2oEIjpXXkcVc{JYMua{80M8tH7k|d0ADw!-Qt3*L3OL@HxRelB-#%?-^#O~(={DRPbS?rnK{o) zSFKq5F1&Y*wHb!hJBsns@IKYpT! zUX!R^czeMbX%Q6-jPcj`A4>AuuZTLPy>|Ax6a}MG^7kic<1v2*1LZVcq-x9E_I=`I+Y&3pS^XDaijQ1 zELPEj<#E6xr|0QhKC|O3PsDeBW78ri2LOzJQSVlm9)qcCdVhr>Cf*>sM^1S^m$iA8 zr{aBc#d8JHqw>&oQI2Z$w}th4#94JhN`tuPujp$30QQ!Z;kcSRF}^|EXRqt&R0e&& zgeNhr?y+~|<28_ zt=qkF(@Wxc0;-H{13%8ZpIh;(Udtld5re}20Q#}-S(RhbCDrU~t(s?SAm?Zue=737 z5O~7&@_#DPj1gl1E;;>}u>8e&Ro=C%-(55kNM-Xl z-~b2d?^_l=7uEGd5=`Pa$pPhEr%i(_vuay4)y}HIn1oQgP2Q#I3DW=(Vc6P_t zKjha%b*$+6DvL`9g~Nf!T=o1x^sI3&iM(Mm*;_~CTLaXb41PGSn@Q3%uM9%*-<6i> zyW~&>dtEPA@p^{5ovk1p6aYp(ppRPDBS7$-qern>*OL71C-BX3TKA8B&2IW`no2Pk z$mj>g-<&7M!|>0GX_;#;fvMV^efXX9`qAE*^yMew$vuQ|NdW-!~w&e8@C zs!)I;eQC*?v<22Fgla{eJCR4U516JYtH9Z#3%4W>uQ-_R5CFXLZI-FV_H63zi_4(yx~GH^Qj zRv(CbHSoLQL5EWD4U=3tAO|fXbSL|`tvQ9McJIbo73v#r2wx=aAkN{(Pxpm#_fuE1~_2Yj6U;H_}ZD--O_^lnuF$2Hlh#Zse-tz=S}_Ks-)Gg3 zZ74xGae>6VdBOQ;-i-lq5=@R@uY zV;fvA{7kNqWSUcgNg!?m4BTX9vOi{TfinvS_>7FNbaNX9Ge z3vE9~Q|7#-o2Ghk^!)g&O|4@F9U=u!G_LSD&poTBfwap@WtQLtX6P_UtZThqMsKia z@sOjd5rfaxr;AFxodLh&9D~pFu5p>S_PU0vC!GK(4?&J9OC1YL(;+ukga`Mj^^IL@ zVHSwtFgeF+^LzQ{)rgHIF01ZFXaiGL@f`0tgG(i`)rUb@ap{+rN%ooB%wl*oYST)% zZIPnwEO`~(+i37<$S1p$BB03`{{RXA#?kyIE&3hUjYqCIuIV2`@U@Wh@MIlw9fuTa#-p;(5swD5@L*fp4pDo1E2ktvh6%Q zf2g`iE?7T*^N(8XH17^t+7B}NZS1`F03XcLbuSe~VB!m861t2JZ`0a z&vsR1VV{^}{{T9|@mIuQY8KN$Q1b)J4hQNDdAqlWJX3w-nMp@KE;#^xp0(`W7x-T+ zP@vQYoTKLMKTv1`$}RL?68OgaUSDQF4npzA<%;%w3*m`Xj!DQ&09cX7Z+h#m?zEo@ z+Ic{vI2?|@%-4vG{d8^`bs02idvb0y zDNCN99(k=TKTNxDEv+K?T=00~^{+(GJ{`*YZm-iXA2{j#Yt?P7^!p26HsC4*`rv+4 zSWa)D=YAgWE4(J-Qf=(Kft(NLUCGugJUwaV%ty#LRranA#orR_tRp&pjtug*QZfLq zCR@Eq{y8PQa!iLIPauAkMBBOOn(xGIPgM-MfBG~>^Zr%Bm~OA;`$V!AKBlZ&X_6S0 zUZ*_|{{XJEt#r$qiAarpQPkFEsy)b|h9z~28GLhEHhNT-OzjB64C1%+KMzT9IC+Ku z<0ich&q#{SK(XTotuhWzN$}m{v~o-Wh3j6gq-hX91jwT&tv?9`xskAlo$JkfUGXy4 zOo6Sm*4;0)SRSQ)d1t0>dx=0}&}O_R#h(!G9!a#lCAo2e!~X!)TpiA*s_MHg?j}Dl z>6)Q%f)(7Yw|7%nN=C{6f;&|WBaQFN9OwGg*b-}$XN7X7fNHjv;n_6{r7;rfr#$!l zYufb90w`@(7F~?I;Ai?)7iUSvX_^o2qiImc#OD?1x<-=@?qb*g<2AKoZEa?lj0MLb zh^}v2@y&*m?H=%1dk+5qr7eg$a^prbZm|ibj?@4-x!F z*ELv$rke-Z;XD@OIQ&I$!LBD|GQRG4Z~p*QXd7o|+CE&4dj9~8Y1>)|q6ohz@9$ZO zBw`CwBQ$_yjt5HGx6>MU_FORA*R^P*Q6^Z5Y}10f7on`mGNm78%qjCHN}yqcj#HZ6 zSd6RF3Omz2#uskEzdh&!9ysCz1WLSPXvYbKt+*`W5)H~SwG8(>Fbnr+U}VP39Ei@x zBBogx6KscbRNh3Az;1xWQc!o|M#1eCTY z>z@4c--^lC{3GGt9_aJv-XykLi02HT{J^OyMt)o#`RiSi+VlI*;uT3yT72W2nrcs> z&nO?1{xR@J#E;o$#}as-!9H!@huTj#s0s$n<(UrR{{X_imHHw3Km2v@XUAU-Dbt*3 z`rW#PxwdV`=GuqlB|?*vjs<#_r)6!ZX-{P;tg%iCx*T#C9P&Bte>(ic_{aM_>t6{q zulQR301fUPAxX`|v8FPP8KwRaXAkcqAU@ee}nJmWwzL31LmK%nCsNGLP$vwW6 z&r+L-wK=QVl1&?USvEiO~ANjw+>NH&b3x+j7ha{7}9FLXGz3^jQUnf$g@Za zjC;{=E}3xUy0EAuxMw*dZ>=%O91bd!_co&uyXE`$sS$Q&00zJ+ed$6uA&3JVDqTB5 zyVY4%+c-Yo{d)9$H{re1iWcfpqv`(u*R45BoX!d;8bYEtyv99-O?pR%yeD}ysWto? zAsm2fzS6ukVWQiqKpsUsYW4Q8wvkDO3Yhk*O2;d0vc;p=*bT5M#3SlI`s7!g__N1? z7n0H<3m&9@h!w_opT*5OJ*J%BI~+4t5SEu0Aa7v)q|**h<{sDg7gNbAK2?tuas`cu zl19sVRPk6^EL&IQJ{*66Z|2#F2>9<_@$t8Hk^3vTtrXnE3{r?IIXGno{z{HVRxtu)9E{#fy}b+0(p zJb4UGVT62dZH*W2^1*Gc$&uWAw~ zx*kM--sAjeNWxOFfG%T2`H5rD16uYvUbCsn64o-Re~YK{uWQkK4Wnsjt#KdPC-v=J zs@mGa5FT2pj+p-d_120PIVDw`ABX%GXJc<1x4=zuInSrl=C4B$u!GA_m1-85V^Cum z$7;`-_0SV10lQYpCRe$o1)LxkcF7*J*yglMyzSH0ur9T$Xdz!cusdS78~*?kq|>lP z^8o3JfaE)`6WZxMAk*ZrxNy+Avbe$I720_NJt6kzz9_-*i{Yv=SjBQA zok1A?09f)qcam^Ij@9~{Z*DH-Ec_=uYbV8C57K;Z;Tzu$N<@uz8w1^xu6QG{rwQ`A zt&X)0Wy;KNguk@rm+_myc9(iIf*nRUm+dK%O1{M{l2t+Fy8i(BhexYPcX2FbrDkkp zz3cJrT`iKXB$~satIrXk@BalezEDEEYrL}rdjx!%PR%+DB(yr zQ0g10`qxEBsV;aK)AuE2TO$OYGtB&JpSx*Lvw4`Ug7cRB%w|&g#@g+CH{c2N2m4O7 z@^~azjR)b-XvEsT&c~8HE6}uCeK$q47M3xH z<6gCyt$4c2PW{9UmhLL8+~;$XW!P+NwCH?`W%7|fi$DE(z}9?K2A+Z_51ju1kgf|; z@ioo(aIb}4qdERn%bVqR{N24hYST|aDp%E;SK77SsWUypkVo+LthpT_1Lep)#bpUg z7Re`h;MTpI7dH-;a7X4l{#3ayv29qRcXJUykg;cD(z+cF!dF_kSuPvOPPp~1&r9$% zv>(5_U)~d%>ZG?@G#gG74lzT8jO8X<(sbJm9^A$w7{?~1yw|L4;|d!ipf$*9I=eC$ zl=I*G;<($%8ef|^9jRW#D7J3v8oOMx2;}|WP-~Poau~d!{9R2xC6-9tBSvOD0RFYo z=)M!Xy;L&*o4F^`^{a9kvN>ybCUOuDzHlqN(>x~}s2b-aj(M)$$4ArcArUxMbm-^* z0M}IYFA-__aCO_Xaf5J+CzH1ZgI;Z^lew2NORsR5=Khl6d|Iz6DM{@A#H)$2W z$Rlr?KU(66i6Y=A9>%^x8d}?UhRLl43rMV3 z`j)STiS{SkmXb|lrNO4!rXR{uew%9^;?nH_mg%-38O3z)YF74|eYDa=x>bc#vHDjD zsL!ct((J=3XNDkS6^&1bAZ72jnEA0OGJ}e{747Zh5?T?mMFa-NZ%Wp((yi><&A2;) zu19Way~d+$42?cP$s{gRVH=U^Dj2j|%dlpUlBc70tMX5$*@Gp*?s32sl{T|| zehfC~VFRFEhJhOK!Dnndp@6`A*``UZz+n+ugCwBgPB_gar-$yZ6V_BD4e5-&C@*hh&VSXyZJ8O5k-*9C^j;wDG;YdSba-i0(C3R-Y=~tIzeT*8Uvx zrdZ=bTf0yO17GSll9?}MVpQQ*jQ*9aVWC}J$(R=+L&-JT*=Y9KUFxin?_TYLTl$xY zbUh9FCr{{XL2>)PSbVZ+LxbYJgRnCsp*xz%6Gg-yB+ zLlcwvS0e?cqpM7AZVO0@(TT_DKplP8iuEhl*<&SCo*32-*{|;|#P=`eU~yX3S`_z< z^9`|%F?M`u>&Ydj9~5 zz*7_r$UG7M0P3k`hj`kA7VYLr;a8_W{;K2k?-$r<<&iTZV}shf-s@Y`?}DU`Fb^D4 zZL~{`LB7!7vVRdhDjOPQIkn5}PtIuxC{9&J7^6n;&F-}-8M2Xsl3u%gKf^mDSq>RJ z2Ws?NYZ%%kLGq%Gw8^>0+IUY-g9cJ0^7;W?RkoLDc07bYs6A^&OKWwJC5M261Xbvi zLmDt#7dfEMobk^V_*Ch)Njv<@DFJ=D*D+`((sdYbmn9)1Bz-}zZ}C)#slv9Pe8@48 z*w>IFrLDu*UZFewUTZ=RT(I#Rop(5!kK4tmme$^T)hVBWS|%ZQR*+ zjFqS}O+ZzI>&SikTl|GTuqhAt=PHlm==gITIunlO5Vom}+usgVZ|v|fc5^V~= z!aKjaRmL|F5QGMXiYSn;vOQsbcGzDj4`UUQsL_N~tM~|f$>9;O&sh9Vu!JZ$Z zB?lxaP5vk`*OdDeFOi15qTS#|`2!sk{(3>>!X6|X^lR@wV)PR^U^@ZW;Ka4D=wz@| zbMqU@kpE#lG}|%$IAJdJq%)Gy2wwCSQ(ox~m}zk@rx&q3)d6&F8%FiY&W3W`zx_kW z7T^t>1;^woyGZzrJGe9I z9{)BUwoMFw&U}5ZWDmw1&!Ks{Pj|8c#a%0GZjV0e$iDH8cBo7;?|TD1U?Lt+xK~HH>FN5?I8X zVNk|;Qza(nSH3E9gx+^bUIA9!f)tS1kC5y35o|gs9Dt`Oj9@qjS$Cp0wc~Ke4G2#C zTJD_mq^`kE4Y@3KNbeigDpR6z=^;O{H{c3GZXcDMUk*`O`_(#>Bdvt;meJ7ROju*om?GfIeEPqd0-O%+w^s z{!L=Mvts)|>hg^iCw^0?$}q983^IgoL<~gP+^7277f$SX&nHbJV=_w>GQ!;J`YnZ} z$hVoMJ05>TX}R=y(t9ZjQcyOQfAfl8ny%WDEdC$CLY8CE?TpSh)d?GB@|s!$cnIX} zejA-&ttInf6q}^y=o1e>Hub3XbUOVd)I(r_Zq{qgaVl@c62AO4>4~jYfPE%bz1f_x zFFK*n7&o2iVm%ea_nbVh;%J_|Q(WikN$6$Bc?LAJ*SbZa^%GqM4^=IK_EqTab}w+~ zH+loMYu675Udg@(LZk1F4^gE^dAB5S*>L1Zl}+56-(Gy0T!hXd2`Zqkl_8iuGr8=R zps#itESpB5^myUtBf{*yFa2Rt)f^$Fm1(zb%9BvAM$=;zMyzKe{=w)3ful9=TFn=? zdDst>89I?-I;0Zw-lR6jyW3c-G{ck8{L+C-IWFP;HlYXFGM{CN6YBaQKlA|WS(bep ziB`>VT6nmH`>7z|usNtyER8$9vM#1Im!y(RTZ0j3y9#BUJSXDrKDtDiS;>1#{px=( ztb?uJ^FC1(-3?7O=q6;@d&l3(Q~~+Pr1H*&5!#8@vC3Cddwdv{R||D}n)5+A=M|hD zYaKUpJ=nH3je-^$2m4Gyd0oq(CA8rwm__yzmKE~4g@qJC>U4P^hKcVDQN8~!xH@++ zl&#f^DsbWdH+Olri(_njVwqijE&e-b2Z04oq#9XpH2e2yTUb>#o$*v#1lbw8SMm2{ z?RCc9XB|)_ydULA|356Fmz*#t{w2%3i|&)h$2-xYuktAu7ppiP&9THo%AILSn?Z}O z{W{SYQ}QdM`Z0z!&q`i#mbn9EKT-~9fByBc^Yh3S?D3E`nF z`IRys5}4BEckkp;z5TPFkxT^8n=S!yVidtw?8F{C6lHgSF-@{VLs9#I@s&QHLF0rc zj`A^uyT6DF#qH6oIJy!sf`?}g-xTz|fdaWpHner{M}pb3O8YI-l5-!b^YA64r%sz1 zCivA?S0yYSynO@-_Gc%)Wz^<2%dXl0X2mLROBt0=6*u}A_Pqq4kHZtkXu2*2P#To} z*D-lbu3nBA@}GjfyeIkB#Pxk-{Tbo`oK3y8*Ld?FMrcHRdFG#{^%<@%;D(y8V%Lo0 zY+TxPWDOJL8@m1NU#dwhGAd()_}8oy5$EPWnxwsHUzjlZpqioe+TyJ=Pp?XcdUf;& z0{4p-<4mZ_%jWnAH`*v6(5By=sH8hyUy(#Y2B(_+Oe?>UBQHyF55=6LF@sbws--J9CR8 zj)aCHkK=PB{Q4h?`scG}se5-{Sh_LShDWu++{r)}cGQONVB-Ep?MWz_TF)`OiJ zqxUxRBaC6aWw5zZP_|{Lnu}%w-quB*k~~zOI(l$2zmFKt3S)Wzm7j3^wwi!vHcsFx zT}ntjEkV5>0DHHYbb1n0ur0RIz zniCuQf9UH1Wwr*%nn~-5Fs}tN745p`ZGU7`ieFnHNShw&N*vapANJ&@gO=ZF4d`Qo zM!yoJOQ5U?W5 z*KFt{Hx{6HFVi=kh+X}mDieAu#qqQJ)#jr>qmh}aVkdgrdBi9^f!}aKU}$-gXU=CK_1KD)yFyH**E_W4gLRDKZDL01;+r26^t~#>Vgi5%V%uQsV|chc$rX*x zv2hfu$>v8c)q{8gg?we8~~h=3pzMh9Olb$|otnL+0XF@yc7_hoW*PdW%dK zbX-oidT_-jfvLPwIxpJhxe`AJUox=Jwm?{2ir zPoaBWg;aug;Vz{Ftx1d0u}3*)e$nQQelDv*99gc+x$#bWAuN-ky0bNdoLMZ{nR$0H z-vvWBX%Dr(uHC|95o?-^om&;{M}eVj5$+V`cwr%|yI zpuB#!ap&A(_J&e(zT#K^CK7%{WTUe_&<#ZNT-iU$u>;ddxNFz!OcxBh?M~B*K!2A_cSt*E%=C8lr1ictlfn85G@t^+> zi*WDn;3~Bg)&-~tw>6pqFT4`*Q6pOD{UzXN@X7qG;3|c4n1m&2iZ}NQp~H3TYE=+t1ev&f z{b{2Ecx^+0`U?cvJn(Ljvq)>l2FnB(5v4`c{SS+(-#gg;^_wh2VkhVgIOdz5e0O*K zfXgaF^uCJTb+W;-Un;s=PgYo!#m##5loH!m?KrYHoyveP!Y22j&I!DKqa5$D;^d-2 z+j)z=F-~)alX>&&c==TO3waU3{$uQm=|hG-b11hb!Pl@td2l*r9#|_|Aq0Z))Y!XmAP)>roXQuL{l$lxHPfn*zKdslyHHKt!xU?DGd!d|k^qP^Q-R=rWVO>)! z#@(nX7TE)pJ(y&y||_RbkaxmFmQuphJ-+AY=S1 zI?y>OfbcZ`E!t1NzU^(xgbPDX)N9oUd09Q%y(AC**4-5PZ*x*C+kQynwW|d$@qZUC zuoCLdB5;5>cWr83Tlp*;xNeiZ1izRTkRLr`2p1Y~#bQC}GWB(AK+1RjKq=oma<70T zTLA0k@(Q(`M&aatYL%03jyWfw!5<7$3<{3nr~u{6B6BB&=EQ_S$@72ZG(uZGIap^Z z^J4x4uQqvb?jXgJts*6Jjp^pseun`MhSSUYmjPZb|Kc0kbvTSO_pK=T_2w6}k)v)$ z=l4W7HF89gS`D>Mm6CcGpkaV-`p)(9@Jw?6PI&iCNJ_W!&B1mR?Do1o{0^X|zY}+N z4v4})1%~rkdggY{@?1t{1Y9fK=yo!P&u~?(j;V4f#Z&XJ2vqMP=tkl6=P33ypL`Fb zcWJdqZZpk)3M{SYPO7&4;|qI*pWK|8cM`fnc(rnthA9Z(#zszsod zB$Xrh>if0jDC|08{DdafYlV=^ReVYMQXACQs$p@Jw$5+lTQfP?AAjSu9`-%wpyCSI zwaoPCzRY^NN_Cbyx2x5m2SnQXrfl#-4IfjD7Y-9&w3f7*V$+oEijaKX*|kwhNpzi> z$$gUWLJLxzpgIwT+vQsFxydt07 z6kWM4=$y_=PBRi0vTW#ol|?7)fgd%JsR$ILs~oIc&z9^x5F>c>m)|){t~a0Ap7nFe zXpb(!d8;|JXt95wt^oIxuz>A=4a8*tO8-#^aXDhF#Y@iOW@V)_QP0&hAv&k^@NJG@ z5>UfBvGP17`PB0-Kd8W6u&>s$`@D^frIo`oQA{6|=;C++oPU z#=yE+v4x-iJgH2j&smK!uGn_;Pgf`NIg^hxCP80|`RLN5+ndVkG1uZ@bASRGO66>L zed)swo%}6MRWO!8Mn9FBB|qWg8FUs+1Gwv1-u@4( znVXRWqZyvxKKs`zP@mgP*geE>hpow6V+7vQz_y?sQ`Gq7u08H3WBxe0Ysnlf(cuEx zohe%pMTq2NVYvqwH`AWy;)NGEkyX5&0WE8*0ReZr>Rv}YiTohxsz#t)@Vel8I z(0)xNZzh225k>y}7h4sFhgyQrfpJI8j`-z)cL3tb8QKCuzKO(T#s81`^zUEw`fe-Y1AP{7p6YL zduBZ^H3Ib$%b>{HLgY52sPVJ8N~8r3aK00=&@Nh+33R+$xrij;1G2b}#i4^IxK;u$ zT`ty}puRnq0YS>fzcTY4H3ggZrlkdj^vmYY(pGZoHpMuYx{+kQ*l`PbcvmT)k!e;E zdniy~{F62vNJh#noo{&GhI3oc54E+aCBLBXZ(7BIcQx}%{GvasV}!CgPT%J03>#Wh z8l*NgFL5X09ogE9+W;F=8?KMlq6Pj=1q)A~c zdjbr;8mZ0o7Z${pBTg;xI>ldo(3hP(XaS}H$nOKu0aO&#WAL3(n79#n|763L?7-x^ z@~{)U1T(gA$HeQxVnBFeVg>MQIJXi~!H}j<{yCC|Hh<-&jZ#;KoE3FMg1beIkOk+~ z{lURbrtb@Xj#buOkosP&TXaA|*@I)263y~^TsVpb2bpBl{<&_r_;pE1o7?UK#gunU z>e~8g{uo{u`dV!9SN@(n-D8(C#+){IUxn3GfriPKKNpPeZQ(!$fFM<#WxQ23J$uh2YT*j`cG0Zu@PWNm)hG&~hwd$1k z1<(UIvX5{@_LI0K(A813~%!o#c0gH5P zmkNTHn)18r^+5b!cn^nXy6;#B|w=IuId0V$CQk$FmV_3Dadey+PX@SGL< zde*nZDL^G+?H1B6VBg2k4iYTF@-%Y`_vQz~8iB)XSe>~|=MVZI6 zHh8kWI5W+b1Z(CNVZmjKj1)Vw{1W?Er{^YF+h$@w2t*W$b8g=dX=0#-G^&qz;30^((Tn!BB_bA zt2}#Sz&~>H3jQ6aqbWteTlNjkSpyvhb09s|w)JFPaDeVRI^lpULOAbvHs0Du%D3u~ zpyl8$Qk^_t*9ZYLE0{Xz6&6nDpMg8#V7{p4lYbeUbrYyKbu{2?`S6)(>7mfA@bw#_ zI2IhoQTQm|m_U$PDa4b3pLy{P{p4!ww0vG7s>&O&0y({gImq}8pylf(0ocE9cYW9L zaD`pKh7<_7ra&n=hBIG!cBjO(%_2UD+%v#{`F|YWXZ9AC74USex3=^!b4+^&#{X~_ z{Cw8}o5aNWBmz%!{plhan$fQ3{dgUlPGN&9SLJ3W9DVcCwpkPaM9=bHWC+u~zN~LX z*XLY69ON!!f`0)hWS{s$_ih-^We1c1iJZRk4V1Oo{ni&9HlDj>gjZ;_ycfb$D`giw zWD$vVb^umeXJOo@PvWU%wg|?;^nNhg3)uN&FZ}*zzrQDPD-n!xTZ0o_L3FgwOY|3wgOkNSmBf z*xq~LAX`qCdu60oV*e zeZi-!idIf~b@qjKIi_8*HBbikl|t6$#@!R|cE)3_+_ekoggV|4sZDrR26jzEvf7D5 zoZyp-(cKNte}1bWv{i3@OvuWt$v}JIlTQb3dv;DnT;lFEjB&@5J}G|>x$cGRfeEXt ziOT#^y%T4*$4WLGSqCQbPN>^^`eZW=CM7G|C)LOA__5pC=l`iR?eoQ-aQ9}5XoR88 z6$r3H1F&z5M;ywAV)M)vd!kUSGC#3A}Jv8R}nSuq(T@BZt! z=et;|4q{VI&2~#k!d=5?*YTB^P`Ni7ZhbmWgUGL}zMJpOs?)9d*&uhIErr&NNvQi@ z%N_jx!?MqfrhzjC`Ig?}biQOsu&R-7Igx%?ez@&f zR!Syi2JtY)kF5B~(aw&CJUSjhMg_en@*`2Qtf%*SiVXWV_}%COiEOCM^k<*hc~o6w z`lPIUxWf{s%7e_9bE!??l10eP25aOJKt?t6Hfom7wR`sUK}owp1qdFTS)`V1yp0*D zOwEtE_Jt=}RC$a*vb9%~5Fmyr8>(L55%O+2{3VE$36Cn5Kl?K8wo=~T?l#ZZ>D!gO zYKlYiwMl|X5v$~oCD-<`TNCG|=R@FZv11NR&BO=u%q-r7ylI951NHInYv{ImhcBJ% zgW*o|*e7q)hxZ?~%I+ww)UhzFN*nQlTK3VJ5&bH3bm-G6ky~X{mHOo1UmNa-^U4<0 z%{z-wB3jG$ROer~*qJzm zdyEoyN{25uV|%tfMNNH_6G3j7>F%Cdb~7Ya>*y^5^CO9$$He2?x4#dW(+fQ;lV8=! zkw5IcS?tqvs0*l1Ui;0cmu15U%sn?4*J=LWHu1P3|BbCE<+^nOIqH?+ruTWUUc)3j zu1hBVlDUl}pI=Oh2NvL(^$|X$+Q2lJXyKLOe`iQ5vLMZt4suhIN1r`J7H6{;ID0oE z?FQ^O9YAaP+Yo%M{n2vElfIJm^j=gsZJ~TlZVGICu0m!zJ;}I=39i0y#$Vgw#QJI5 zUpm3>Zm$`dQxrmFYoUOiOTL+vE%On-bRslvYzh}bgiS)d=OrS{4IE2=eyNQYE zHl(2S7mD7g=S=^bFG&G$llG7EU@ zxu1kRL>Sr4?N%MN%B=FzF1ZOe?uvdJFiurk87M&V|49`=Fv;FsUXru$n=@ zNuf-dyHWnbx^rN=)O`N>XQbYlFRCSwAck|UJc7xYFniG8=iAq=1I{`%s^3we8iB@d zMHM*D7(YHyd-;+4snr+QL}LD%_X&%9l@f*;{=**E{@1+zh)JgIyaOZtmwsm)bo>g0 zu?nW03}KfgoL^j$M5@d%{QPW+XFR{CsCwh1e+oQGRK!=o-Ri$(Bc=4zbfmz6;X$32 z%_<}$V?5D7LUf?ZKc}sXuE5T?CoU3NIDuN|dTocKtRGHj*R@LbE)O$j^uVKx6ZsbP z=FI23bk(ELazSC|q#T!my_B0kGxd+{6ZBAm<0HQkl@CcCJtt}~$9M>P6B=fi{|MLE zZooCAP_&eX^d^>YI9^=I4&vkLbE3E6^x0}o%f_o^Jw^S8+*9k1Al}dBPq~+9uaVAm z-rLt4$TT;QS>s@jWNrqC1@7Q;{7?YsgLdZX>Zyt?;@xoet>MVN?S+M6z7^mb2st09 zd=*ww64vVWs{VvOowQFCaC~Da;ce;WrE-g%@BFF7^b^wjwqwBjy78?V6PzcxG;E%@ zxDMgI6A97|UDCimHvA`w=xoV#6#^GY$5fiSz(yq&JkNh#GZRwY7Ph^&5Yhg_-&uu( z+vm;)-1c2M9Uq}NR4VrJlqf(9mr%qD-o{Z+EBlonu`EsX+A0QUyp@dYa;4rS7pQi9 zYU&oZ?sqIHCYj$r*XTUQcc1FbGp(c(r62fsIxSguE1QPT_%HZI1k88CPCwkv{ptgr z+Tcd*iHcce1x4tl0T_6@J9>ioxE2m1JoxJnf!WQoC4TTm3UQ+`R_artO+5{@EPR2nc&7B3+5Rr9;vj9I-kXL+Xf&*3E;-#baNpqCW@U z^LaB@Y$ii@A-{;Ck|R%BQEfv1`FC*Jze)A=F#UI-F#ZH-7fN#H{Ja*nXTfw7>vr@t z@1s^JfN~vh(J#Kq!Jzy`*oNIl@xw>_m8$^Yy10KtG)^dA;?NN89}Py9HuD*Jix8b` z5%+0gV}Vy&i{(xZ{F8LKTZa3=5Xido( z11EY$_wH*XAnS=OokhM)G#uuBuX33#fjgWV}~h4JE|N^quC#n<~2zi$5Fa-GUQWQ28gdmRv(>SLkhZu{_Oq9C^Vt?Zca zo3os{5Qzj$&{RBg3K=k?p6(oMot8TSSaIskV~j*~ZpogJPa(AS`8zK; zILhTdJ*>s||IK8k2Z1Skq?_-^_XWw=IYRl&*^`aDo_TNO%}dzK)EpgdSm=mETvoo( zon2QNb?^RB`3NutN~d-UNIk{?S#6}M|=7Y3+h8h`Ul3t zh5795YJ}9a!hv$Melff3M6_>WdH{V9!4sG7k{6|BR$_{p)8f7=*P|j2!FM8n zm=^>)COY_u?l6d2`WE>mE9S8)o;QhU7X&;B3OiV09QOo^K_{n zwKq@_62&;^yreU2Nz;`<9Sx0t5rnpGwap@3iB~BF|FVB8LH_CL@ec5XX!SItKez4+ zi1dzxCE9y-VI4&zKO_pxKJ`}*hcD?3xHe)k{@vcc*81>wSyKnzc6CdlXDOn_SC~T< zG-HqcbY~bPG}nHl2$1QQ?S?CDTO|b-?qWR&yiU`LY!utSGk*vUNs+f1UU-!lf11HiwRs+UmhpEJCu%du(sPVJ*XY^14t0^9#vw5_JO-i@TkBXM;4`NuvPw&b#`ef)J?7_uzku^zp z+S5JGX04-$609BOi?8tYXLRYVKo3$l%BbL^p3RZS{?{lT+lKKi0ngAR4cg;pgSf_=^jwIxBU%nB#w% zK$14m6l~LLugBSz;jV+*nA!HWz(0+sts{j!Yi24)#s6hxnNQ#>i~Gb7Pm)1no#xMx zAaQeL(}gylW}OJy^pd9Qm`$WQ)>eg=oQ5%+izJC`YPNJ&9(VE_)sX!8jQFA=YElak z-Nl=ro-fWjL)QvA?&9Qr_>Ugzvu?|)d&C_Bz3 z?;hS^|8JsY9c6jsH0R|J0SlNIH zib3;tdTwG}n}wAke=m+t4`(Q zzY=9oe^5T$bf9dI-YWVMNEOD{r|nGiwBj6M!u}-FVYUOKonaoRsXBrPoW=28|LWii z7yM^)n6Y)}dO@VQDfPh*A4uL@d3c4(a|WE&%`Z-q^g@@0|>8-!wQc_8@O;*50`s71e{*JQxR4HUop{BgWk4cM0+Eh3CzRN2D< zmak$Z!6_jeDfW*Pzv3AvQ2rI&Jz#sJndKpgLe{n@Ra2G}kuP#QHQR~`G=5TbwLU*R zKR-mcFFo!s==)E)RlFX>_d`Zy7&3YR`sChCmartz0&AIQ1yKE_GlKbc%AKE2U%1GM z1$)U3n8QHb3LeQ|OoQ+KKx_Y@hujl^#I?8)bpuZsQqZT|JEZ>FkCX{qJuVt+Su41cVDKVcY37F0$I!Dyk4;8H z0qt~+g~HV%8O(ik{+(9jhtU0eT{sf9{C%g1gRjkBa>OiQuEqY%X;`lk^x5N@(>n0R zJClFPlAU?VZ!dq3_;lJ5N96EUJkUiwxbrKV1>opJ9SkFe`Zh+OW=rWiNXI)zX%dE$ z_^6^n3Wti&#eGV4s-@5XylwOq}5Llk<$Hdw6Gzo7>ckifvv1JR*-!&LP9)NNgt1=Q2| zpZUSpoLyid%VqB>A?0MWV>Mo7Sh_Mg)5j{?@~M=Z!e+*9;Z1HNGu^d(RqT{)#y!Ncc6nDyet0Q|zkNgCgGoJvBuvZdSi4l9 zIe%RM$*CY1hxTP6_YvOm2jJKG7nVlKTX-or5<>DqzC07yDbiZMI#fhF93_~{GL&Lw zCN}-&p6xBy0>=2qkbs2el5|viV1_I6g8AoZ@3ba~^O6;fWIc7FO{Y%ov+e&zUm=Tp zW;#eJ9lH19$J}K?>i!-()62)ZT>9t>*f1hI!GYyhKb9<9YT^6=a{!Z{^iD6&OL13xnGKdTuukb!kIMV;uZSdyhVafx?E!C8@C2p7Q*MUFiq3N) zoxZ$qH|#&uQmhETjh`WRaIv^`U?bcfNPpfYv8FlEyy*NddWi8amURca2)&pq!4ESv-_5nJ@oCQ>!Lni*pGTAuP%LKwE8Ad%XewAKWkvq-Xu44(& z(!GR?*5!VZo+&tR%13XNC|vJcP!5ki+!{^DiUu`pozVsG0GPqXcq?=oO+EtlN%xqc z>ddTbQl81L%B+b#q3qVi)i4nRK4*(XCZid@QjEf9A9d^F&MIrCBE|K_>~hwDNe~Y zA4owaE|6bP>4y#TGsYx5=PfZSM)Nn=350K(I=M^l`Gz;$DEFrL`F=ZV=3gU6Q|wU>se8Vni4YbIuRblk<2LpGVI`YG%XUMa zE>Km3xO@`NZu$lKRFUaMhB4bs;b*fYSwL(F}gbuLn)ms`U|7J8d%kzYJgggnmVXhf3;A#BX`ZFYnSUU-7IE2a18?Qb&PyWI%ACQ zZr}ZIq_#_}Tx{_^y5}{|wiafqK`;m0Jb3GxI~$}nH@R^#giYQU*=C&XX9Rz|miF+k z;b!!?+mB^(FqQ}M+Fvd@nO;z95IjxzwXF##eixW?n(1N@JJVI(vqMn~fqQ<@87KHF za3KTdsR;@XU||v8JNso!%+<)|-Qbv3eYY5T5&QcYQ$OJ7bq%BC3Paf`cTu}KS8n6zIdv@RlAD7sb7}Ovf)NOrdzu(|4DvQUuE$gu3ovO`>-a_ zprdI15p6B9q6HXeSI*0y@e2FXdnwCb0|C8p!hTVWmPiV4B4hB4(VbC7aD=?~&u8g3 z+ohQ=WPb_d%jg3{YRT9?*78kOVZl83G0d^n>^Uv z_b4yFsn&U|a`n#L$x}4cyed-&leKY?N5nNVzo%NKkOwE*{sHDI-Q+Tr?Obwy1DWg*&}2<2r+_{$dnOi@LT8fj&#n7<=Dm{Lw?)yir>6xtQgRrD`b?I?P3S1eqq2&C z;-4Uo2a7j*`uy#=g`ix|heS{bJ3w}Q^rF&RODjI5AboA`GaOAN?Ip0?f(uoOA&--jUK!MfHJ;sJs_U=dB@5<7|2_#c{Md1P4Clo<Mon zDU#d2Z=G2iAfvFZNj5!Vra$JtSlvgh2@SmQO&rzkrt;w zfB4$G8>VP2fW8jeDI3SVe`vsOjOwJbgw-g*~oyP_>{Ae$(jT!G63Yb`)^C`g?nv{BAry4c*R-T^DSv5xMHGCy!nYM|_my z>kT4WLz3NTUq!-B9IWcObrO8U%T#3myBJMA-eE&gaJd_CwR;TH*65rC^hMZd7&7g& zIO6xjK-EI$h&3bF=l84+?h!a;Y+-JHerYplQI$P3cpT3SO;sXZvzCi*Qk&s^YdML4 zK1PK2SIIS=fIfLUrC955s7-MRKfy&i`2*FK-A~x<&m8)Q|C>81;#TNa`acrMv;G+B z^BddeO-(%B-+#kZRiUx{Vh4|rq;pn{Y9`)Bcz*Brz7VHU2k+t=9zn^KjoFOryham( z8lBuf0N6s6Yk!V=$ym#R`8%h1 zgl#gvF!ph=1L=^#B4V@Ulm0Uhij_9YkA*?PBD zJ9ROhda|t&VwylqQsiivIJFNVB|6OvmXbt!uAEkin+Kcgwa|E~Y=5D{b7$WR2gd<- zhA1*6zteqJ4fJ4@8ydIeK-rDhPkZY6n;O^OvaRY|Z63O<8Ro~+-X=*$x*&&`>PW^U zxnqFBZ&;kYdW3Hh7uVL&f*$ns2+4Y=8`@`MvuOy`t)athCJs229* zscI&yHCQvVE?nRj_vJo;+04JXwAlJmH?}uQ0SjuVNRZ5`rHqz=2sd}i=wARkGv6Kv z6<(?mdyz=zry!ISQnwYtewE7rWORr{M9!C`v9FK;XMC7!2XLFoft}MPJO3^Sz@C z1uAi$p`T)|wo)9qWAmZ1=-0>cC7!%$Aqq&TrwV)E$)eo=a0)SW-7wK#>OdDFFMRwj zy1-mNXrP%9_;$*+=`kCN{U6rvRuEZ?+I7M^mXkaZtrNWX^AU1!ib0&P!7$_|-%vEd zJC~HBU~n;=am|Er=h_e@vG$Gnl&ff6qg&ix=(9GQ6q4V3QWD)NgR@|=0M&ifxD*QK zRc&HVXgRKke{9^`x=9V%{~y-9a&2zUyiW8%n%0j;M(mYp=uIMzB)Icc?9rHhPk)FZ zPN-aLJ!t46i!TFTXz5s5KEjG94ar#bmw#$N_`NPAjRr>$u@nDcQ~nAFByB?v=i z_=9AMoK)Ep7F8qtrEoGrO4gY~R3k;Vy!D^T1Z)OQ6WYhG-GelFS~Pz)EK5q_*4LF| zh?qHZ9#)?w0|n4G_$R>*>mm7Msk2JaJ8qvP@R&DZ*ZIvYr?=c><%SVUIxJwxV%x*f z1y#>j@ zbpt6;8~=hkgw!|LcY#@aIkM0qIH`}NwqKg8g=MhSxF<&*2-cbZ3)Lj;0RL&)cMl$zx+K$ z`z=_Tx&L*QYL#?_s9c+P4V1Kfj|@E%#&bQVJENmEvz=6nG3g84nJ8-gB-j6`|E*19 z(M+pGiBo;P0O#p3i2n3mXPsAt%u;~q2-zC&P>?U|67Xd@iKe#K4@KAH&+!_Wv#uS#8 zgRk$JHqU>_8c#k@UV)0Pj1?c|PKI8j$KOh=rVvsd$mao9luT8?uUk(0w^kA_+l~Bs zqJCYYYWY2Fy)^N~=~xet1i5UoZTM`lOp+>zM?0$E5-Ezkc!gO{$XJ8<`$?`& z4@@mQIhA+H{K3TgbKXMANg$m92*FQVjA~`8zaW3xzeXy)EmyA2lOL;;p)JzKo1K&M z+*3*>oiNO(APN#~{c0YM!>EsQz%EK*u!OB9zdphAhZ?J4qt^+`*!Fv7n6X}La{Vjp z4N+|JJ-B1GCbu)O6l&&2RM#y2ZDti!B1Z)~z+{?MWBSFz!4=A{<5zT7`@y^+V5G^= z>G98maFp2L^IDM5^S1rVuf<@$kDEn5*o38QCPL>5Zc@JSvZX4H9q&*ve=WB1OFH^{ zW7ooAy8+t_X{@q4-s$4!&=jnT5^>oS9L9y?fCucL5F65l$#pWebLN#86d|Y44)V%i zEz9i9eT@-ZT5+5dlwYNi-k)b)21R(u&Z_McVyCcAT~x%Y-*ioI`@UDe^ug2fwmsae zt9!S5Zxj0uJxylk@9UFsUjC&+TR(_(?&rv)B%*37Tx<{3C(z4p50igUP4cb9hwP7c?FX{jnMT! z^I8fwKjKy4x=pTYezH^a#A4G6{=}*I!}dOB^H*u1Rk+zcu>5>7-?++quxcoSBzH2( zFZ30vJ_sLipU*`UCb-ORsd)H5e5fVJzMo13{Keas?>U%obwHt&1bQb2efXxVF)9o( zEd8-(*~*ttqmAK3tDLWU=JXC91-->-Xp$(A^^y;@*m3eLzJcyX?%UAiP-B(CD+B!# zytKz}213tTkb9QFIVo%RxFjn?!_qa>p#JG#l|CJ+8l^%UdO^U4V2K5tzXB;9_xo24 zE~*y-)5=B0j@zAMDu%xe5r_jr0|uMceWg`?QBYCe3 zO3WkXI$Xcm-<3E0#~jXt`92v$vCd?H=3FO$1no!-fD->z*-y$!6gi6bezOeocW{{& zB=tK}o`B8}$Xci_5M$GF9-ilsqsr|Y_)C}He1Ls;$@ zm2>yna>KeYjr8Ovb~H|SZspS|?ds!|$W{sZp%ikS&Cfbl)BKRW0N1ZB`oCKDGK(c~ z&dYG}CPi6@{G7*?$nzYNw>@)o*0uaQVuIjqkcYTpgad26-x0<_ys8u;{Tth)X3&oS zePwKwclR=|5zsh2G>>QtvC~0dnLo)t%BbnoC0n?e^4~uA}8ATl#X4q*D#L1;zoQJ8{pf{!5ZKnKM<`y z9fnp}$F6jrWJ`44@WTDxAxER!`b$qWSwL!Ufc6|_3I=3BrAew1^r5l4preJQL z{wB=gQ5;8$;rx>3c^AfuoC=06mIH9#iGC)*-LTKd5U{2&55vs6Q^u%)nwZ&Hu&1N<~fIUq3~>zo0BQVkSXQRfSZJQ@+1 zsaQ=gpZVU(G|VkZV=tIbK-3(Ug{nW4>69Lg=2u$S(_L)n?-=pBWT?TcE4?{8H+6T# z<^ex-@ZUtv9a9Z_rAu^Al)k&4DYa)H9YaguW^Zu++#8;`O&^>Nw0|Ki zTljr|6B7v?(#CGIpW}=ufAfuMNN1+)@&fK?bQ+T|&ocKxosRfCYIAPg5_Ngm-;ZuSb-1(b%?g;S!U*i4lN5U#&26#{#v1hrJWF5~@Umw^Vc_$6e2`TTB*1{{hoo05<|M5e%foFsQ|r$g$bZ{psJqgkC8 zIcaZzadYiP&|;u2TcDoPXSj}&_3^gH-oiJc^O3r}R(s;hbt)(a)tsY$s(-h6)2-Pv zLh6|Vlw#$U`j&Mr;Z8PJ5Pt!kT|AY*+4HmnJ@T9iL?6$-NMe>T6sn6yQY_v0thOux z#TclcU8Fl{fP_Djs{%CMriQ;<4Z-Dz@mSb+3=b0-Ma!Oa>1KVs+xN52{JW1%Z=pKO zesN-qZ~gn7CJtwX=E|KBGt9U5TCd5Bo;m0Uh9z};X!xvVe4X&sI{qV@Au3}vBAwZ1?Rj%Oa!BR(dK{tc zUbg5-&X=(sBF-j-Yk3ziLlDpQF)3OP@B_X>U5&7Q&1n?$MMuD}bY$DCZjx4AiC$kx zv)oQ7OUJA*qFQ|bdmb^VZ|soaH68gt41}@J-EG&%D6vod@Z#>|UO>26qRIJu@s8t|Gf2SQV;uiOO{R4=G|QXy9bl9QXD0Ru6ONPK$mwjL zhx8iR7+6RJBJ^eePN;~%i@2r3&pAZKyskCFF_~eRj}+Ywa<5vl|0y_>;r-ogWJEPM zPS-bJ-yK0j%YzSj4TUYf{pj{v5db~@q?9G0kNP^yypb&kW;GKs>-SoasON@{+Ud0ygzHdeZHbDub<}mvj1?U>P@86-adh;owo+5rc*8*Ip^-iDfv6UL#Z0YLgdGJk8Y(g19 zTyDgCQOFdTVPzA%+I8mrMp+q!PHM2TsMl{7X~sWFP+l{(^ZTA3D@S&sKbH zI0*^h?C|h!i&?dk{V9=(u>~X(8`Y~tNnjoL4VEEm7TPps*^+3ttTN;su!`!4?oQ~ zHeF!HmJxY396YkA*B)`$X5hz0uim;3`A9ZFlA(Obt>y`U>f+xD6P^#3d%evq36${d zNgu~Miz?kSWQQuV()Rcf9&Qz{;fJT6y;cBoZ^u2f(M(Q)cmhfnIW`vPHa-JfSQh}0 zXJ7b7U5YjWw0*0s>kUG7wh?bmsns{%k_JGNEPt|(H8W(JC*q!nWP9eIs+;xJg9N(B zXl0bo;X>C&#b*^b(*p27tw0xk1s8uedB);GQ64J@v?qs5j8F6Yz+aGK0qB)S?h!SI^K5WjNEP_Yu_XafRD3fv*hsmjp`PP@bLwz}8Cflm>8@xXB5-UzLIy!S~ z*+qbq{XMwE+aMfsz3<=lW(B10Uo7K+zPNbS0UD;K`UKH*`UV-!+hbPaeED1zdLad} zbTg9OM!sfdTFm;5^f`N&)4B~Fg$i8Agv!T#_eVy?FY#A&SeD?5n?v}&x!J7ouuz9u zW|g!ay zlQ`(QtCjXXKrl0j)BN<2;-HcL3q?A2Wk1dikB#lb=lbm3pKtIWndxVI0c%_dG)N_C zsSejOZh}$OwwdyaaC`XM?`x0HEI*vcRu+fGGek?|y;%J^Lq4iLqv?L|OZ4?ZepWu< z3)U{s@?*?!C}7BhUhatEt9cJhnzyAPZ{i(h!soSTh?DG}pUsrQBVM04)d@!O>mP#d zY|q5@?rf5XGMtE>aL38+3kre+R(KpeQYA__+(ZDo7z#dWej1##$^&J8{R{6TAHW43C!bLjr)RE5&efpP$Y*1m%BNW&?UbOH13{>{wPRLCg~>rAm9Z5d2?i9@>XG^%5sC#4T6(BI$~g`{ zhO}^^6h`EkzxJQ4GbB4R#io(A)0e%T(fUFy8o`MwOkc!e#QhacZ|_I*@}86z8NlLQ1tqYEQe3{rFLvnbsVBTNnl=~DYo*r_ z{!|CZdqpd>@?=DKpb1yq)FJu%Bja9DH@6U5Pnx^JcmA2e_M{s~ab1PbU|k_#H*y|v zm2*Q?5lDaf6ik7}8$m679CnMsKn|T%($3a*#!c@|{z>0VK~fl7Igd_QD0i;Oo+;y# z;WClO++9}ueq=QN*O9AOw7^pO!$!VKY6M5qaU*9|X1(~!qv(zQphmL}QCm^(_x|&& zN7LW3$$mB!f3p`q)CY9SxXr(fAF0a1F8HV1@79= zjKNTm%oR_wVxL9qcxoT1Nm#ZjvX*%Q;f ztJ7sjuLpGB+Qc=rx2)*JhrP|(98XW-^4~vrH~}Q|i5?&9#h|A4B6c9XmClbcMB5d2wh=dBGtfTg9vUMx24?&p1fx zk7Hb$t!_%gM*6NO@sob+d;nh}r|sgCC(-Znoft(aGI=%yoBt3|}=FGM%Sm89%_N{%YoFv=WU zqm4XD*Ez>($F6i0qm7<@&Tq+k@+wb!wquS^Y2Lm@%9NrB1-C;S8hlCyfobS)dQVe<>lX7}|TnbrrMV1=O=2y<1CBD8i9(os| zlBwUYu%kaAt(2m^%@E*e_;%%m!bI+5Pu1V_l|%f0+jsiaqt1LCW;VS+fRZRw_)$BW zCir9}J)bAhY;aQr(B;KcClp<2{0amt0l0%$PK4K?jZ!$hMTSu@B%s^(B9dA&6@7pyXRGm|}MVQ!MLQpqU^ zsMHg+C}3wV6N$-ShSB1Gy2I^nT;Ge_FzRi?zKOUpe)!FD3J*0Aou3VyFrwDC|J4Vo z-7mS55IX?9|Pz1!eu!JX)9`=dS=oY&&u7aEIprjp_@|RYM_eT7~}n zkt>mGKWl&Enua!%zqfCceJq#gl#~UuCM^KyREgc9F(Cljs!#~X-?4Ls&EufzVV=E4 zghoCQZvlr(j+$4Kz z;}7$>hu?3)jKhyxH_eHI2*9{KfV$TH=)BHDBI|EcSJQ^~(5k~X`SU*vTZ9j}H@SLY zp?hYRp)&o!roG+OJ!%_P0|m4{^73mu>zG=DAgK!fzmvI%eQKU0uQdardyG`nGqiA>az5<2e3D>ZZ(Sq*rG9tV zc(PeWwyTdH+aP#%1aJhsYh=%=v4hvkYM~NrUpR|Jcashsj91>)_k8varmw73V1Zvf z8kEXa7Mm(WvSY-FUp^WPEZlTGupx_ju`WhMF(+kVRgYKhVR3*nw2EJBpXXz*u*8>; z7HFY+V_a_eUSdk)hme5xkjp<;&g9tEF?}j}@>Bw7y%NZ$rh{{0O~f~@#)cow8*0bE z&2HGa>$jCvX(Aie5SY(V%N4h+MM(o~~o{h0#t)1k#yMlRBx`k8*8 zl$hvsx?vLOr%wdUMzlfeYBrvP>4!Q?VVaP!U(ScfIe0A-eOcNR+RD`hwpqeAE?*%g z0hFG&4T=_U$%+`-RO4K8CdE;Y(RD8PCO+;oc5m}dJHGnpm*x_45907_4M@yK&Z&q-8fzmu-l+cwc3sJygfcvD9xxnS1j zzwi7ZlEus`{>bO@w^STAveTUdW!o+r4@B>q*s7xD*wwu{WdFnHFIN33H-UK1n;28F zVhCw?(hXXu8&YwoxlGNqD&XUk2AjT9V-bFX^aHaA1gU! z)h7{?;Q=l^BUSoLf{FP*i~zupayYUY@u7X|FMmPQbfp)Q?sm!VrJhA`T(+d^;mO~e zFq7uQB`NhGaqbKA8G(|0fGp=&iSAcXrr55_W@&BvmA%@J^^IZbS-cAaPu-;WF#a<| zBxfdysPdG*<6x;LX*lsi$8OlIQEW}!-7iw5=N=JEVL&bG$I*`T>2sDvvsJBDF0S9{ zJ*W1RQ|tdQ-0uv+$DPnR1++3>2b(;EMlXQs6*S|g;@-7g+>Q-`8CQlJ$g4PfeNxID z`vq?~mF5!{#43d&pDc}an%n=x{~fuf6KE+{XS%x$=V#-=KID&L7g%-^|K3h4K3>U% z#LxvJh8*OmCK1I+1XOfqLJxNJ#yhcyW*xqs%zl=YXLGOkiyPHFkhB?<)N9RH-88N- zt&GbmB|DY$$`f=hG0B#X5u$3RNbQ-L>oC2E^nopKf^lYC_Mn~zum1r}YzH#UJ-$%4 z5mivzU}Q8BtSxx~K)&p=S*Q4o-&B`}#Qwt|o{HM%y^sy)){BgyUW>kI3Jy;*9-9hO z*!aY6Tp27+59AoPnEs-?u*v_m_f0TJ?V`(OYuduSmw6ni7@XTToN?k&O{#p52^KqY z$3H}p7*mTc{KUgf2Gm$3OxKSR8s>yX_boG;Cf9MTf% zF@VcK*^t;W8Ej#Hs}J`l5wjxvpB_)guWpMZ1F)$>qzK+VQ~O8{|mF zLXXgZ*w>rRHT8HxNY2SKn4{IRy{flsdRupKLbv0?TR7Z-ia}mNb)h1l_>TAP58O*x ztBfQ!p}Wq-*j&|#vvfvd!Sp9r$p!y-tIfEz;))O)GZ(|u6h7F>8<+_XTwCW@U&mW% zcWZ?o&%mHJ!p50U)BPn4{!Z~ZP+^R%x9b1E(QVzaZxun5uWBmWS#iKOJ8(>X6cCg%ccTbSQVnUV4;VWnv$dYO3m%3vOKFCrBIjDM)XFd6qhpb7EO!5yOX1D zMc?WWbwlR1^Aq0tJxP=8A1;Ni-7 zqv;DzT<-RFiN&AW{eg4%KP}(y!fnZ1-qeP7TJh~vQB`x|#HL5VuzARj50wJb(j z=$?SHY+EDB9fg0nFb>2vjOcF|Mgf`ilBa}&{VxAo!MOmHR8Y>;!rVDudg(`&XqpmQ zN>n39w4F`NNBtuYLLCeDW8f&+3Xbu6G%)xaTY3evZ`T9t7A!?UTAER;3~8+p?{-n+ zGK$TK3Vz&_yFg`WEFE~Eec?OG0aj3Pi^Rbl{7=`YD>w75S<2sCf7Aak3P`LEHM=Uq zuNqO6=OclL1Ib|*<6Ut|A;0pK`aN3kM9Jd5vs*7M^GQ z=YpLrP1HgM_*IlGRrcTA^KFiBPAxlBxB}N)(q)C34hW^fico3#sQ=UEjO+r#r!Qis zL%~Uqmx&4sK$bo{pa);%%K@QY_Pxf$ zPX>|x^7AsQ1?-q7tVg~S8l+4?`Ci@2u@3NGyd|71uG}KP+44*>uS#d@FYmq)i~8VC zS1w$Z$J3%`Ux>6_4|vo*wx#n`H}<#!NC+N9dqma$tf-FGI8FUyq*|Ou^JIFm2vc)w(XJ_uT<+KSxIivWf&ps=vkBK+YjWUb@_kM7dQr#fPn5b~+?dKaf|CsN^d_n2wB zylH`tLIBilKhCb6>SN=?q0xg-UHx{5>I3&TB+#~l1z>wO#6T`zVA98C4X?p^%U}2PSJYcDIIip7u=FAlrF?y?(#B>sukw~jvF z+s2AVrVl0r%H$tD&bCSb|CYN!JotnLV`tK8ia*cHnP#CEHVyPIeuEz#umjor!oG%t zRJ#~2;Cb}^%gf(vu$Ix!{5NFI__v&i(CLEF7BrIMQ~-JW{an1Nlf5oE89AWKMn)Hc z@oq&dKnr;sD;*!x{C1fTP0l1_+b;~qdHLxmzbMG=#_I%r-E~z#(fzgjKHc7*Olyf= z(~rUqwMewC+B#W7FGq;4@iJN~_TxaP1O+uG&I}M|bA}lG_(K51eT_^$72f!~vr7>p z>fe8)sOGy)r#*0|MqXEIJAQ2YhNiWL;9Km+S7ubQJ%+;7g9>(+tZDd4{fyB=3XDSr zGQaqEbJbz5p+b${fY#I>&8LS;c}Zp+PPJi2p@M4Y9j<)=P?r-2N=WbC2l&|`;vG~US629aFOmuzwIV3RAT5;6rLt#eVMoe&c zi1dvpEul1pZwN5>@0$2uN7l?gC3PX|lRgw%pR0@XYWd*9nnsf8ba=Z~I36fe;Ygm~ z)KtG2hYJ*ZJL;bnRg}MRhQ%kl5J{Fp4>BIC29)?Xh*@V&h6Aj=JyNQ;WZRS|V62oN z&xd{V94$#s(y5J{G{f>XvcXttn42^zosJEgbuB+0vYBJT;*q%(+RaHF*@WL%ZOMkP z--c>xZ8#1EDxE4Cp^ES2zGkrOCd90t>ge+Z(v~<7xn8EQsrTW$?6{+;!Mb#1aFBkO zLd~%;+C<(gPGvqQDcPpuLn=>HMsXVc?DqY~lFyI|fnPu+mR= zwwDWH43g_VeWabN8J1#DiVyrFlmp1Ra<3Y*%Zly)${sGPvRT!)J?2_kamH2zmVK|W z?x5pIh>6dIGuT}^+p#$4h)#&uvH}1VF08*zH{U!1!`Eho^;bwo&*7li{Z{rV{3ap2 z3#{9j!rfrfI9j`cmM|M)493S6|8L2#tgM7cmf7sDSm{KbeKi$ND4J=DK$yMI)4g4j&Palwj?B_}lotC-9IDJrZ7uR)YoSs)Uul#YYKq;d|iq??OeaKM$krx)1 z4V;>k|qW|(a^k^SH-JCR|K z*vXmd^QI{dV!^%o-J6-;UA7RLm=6(7Up=~4pxk|@jPW%ZWFmCF^=a-kSTko8B+-EC3Jb=#uchcJxXS-vgg z(QDh1^|UrMS7gqNT(m31!xs$mQ@V~qE0y%_KTUh>2Vwwo!)*YJwbv+}y)?(A{nG>N zCo!jYMhOnfq?a&HFIdjeDhR8+{edTZ-WAwJNB$ahfhK#;F-C|9koY+}VuaJJdlEmk z&p2Z!@6~I{Cvi|PIJ=Zu{qHR~$r`H|5UmG>h zrS;ux?lr^`iO{X{AbvR>Ob1JUiLfCXLMPL=v09E6+Fu!_oEDINrAFRv<-Cxw3SNov zy#l9|4=Z-32dB}ySl`Y7B<0J}e*;^sg^n(4u@J4MQAKTKRDWy0FO*n}t$lk1+e|CB zdD5oc3H*gKKlE;``N-Kye`;_zNQh4Wg9zuWD3R*bF~C`?k(FMkUF9xaA(BD^ZIlAv zfulEOd3IcsKv_au>jEyJc2d2}^A@u+*l zM3Opyw|vn!nz(##Lv;Kh9eX#EZl>8@8ap)~lTOFg>3=r@!^Q5u^Szv@q)c~XbjWPG zN8Ipk!Y)6pRY3eciZONmRlNKrB}$Vkx|k)_lg|ZNB*&L(2JJkSRUnn%|%C^Ei*IShX43nG2cFN z4fiZrcVgbX(m*}peKgatb&3}BB_fro`@1XHKq5648} z%#!3Oi08;SvEN?KwP70OIpg70#%g6AhCf}NRYNRcRJPvr9 zLQR-15!CeN#;Rc6Il~BAQ@@P^goktOZ9hP0%1ODI)+wGHZeV{b?%f9=5CIC^nx(a998y1|yaLs00ea1% zeI_Hnm7L-~{hy`$#U=Z}lAfgMu0JX;m4Wx#2;6J1;abg|10RaJk1pd>o48zbS)u*R zbWK=8jB3$(dt-AdF()S8N4Fk-S|DL};P+G9KX(1rFyGx1aFTE|W^t}&mj-bDD(%y@ z{niVG1$h4|uuu1D-O&@s1}>X36zofdABxGYt8lMBW00f22{s9eS`paKy*zsxSs*Ji ze?IIbG9S&v(U|t;s~h;?b@ROGX~k@0w0cZ)&eATr$2~QDtGMJ+|N4V2pIYV{(5FMC{~)t;^8yc%14Z@bU!{{ZOLlEfl|f zeh+ByGYa-}na}_1dHSJBtZnw5dCmEB9jfRkc$Euk>({v_;URjr>4aV20jVdD5o>+bs`_N1G7EOIgi1NlMVKq8~t>;%<7v7uq=&*Fw^m zrP0W|Dht)IOwGHY)f`uCHn>;nKMDwvf@wg^tHxmczq&mjUyg6JX(?*J1jhCxVZ0^~ zv`XE+{$)H3vgjzZzmiR{!gbTqV2zQ{K{}i7kUAs?7hsmfE1zh>D*CUYJ3mC;C(K+@ zq`mZ?iA3=EL)rRNJwtHwE%j8NJ4NZCYdnVoJAPG4W&AVtN zD9oHX&$Dj14xvI70a7d(ZL}M5+fD&oe`C*N)y-O`XD2Amy67+f+E=!tipmK?vH$pJ zSyczdw)=kk=v*VMeY4EU#Ix@Cqj+r(O{lpMZ3Xacp0e-OPGtQuyD=(W{{dXuT3SxF zzfB5Brd!_{$V-lHIL70zRWK|Zo0#HDj>=*Hah%V0T3rxN0twTvO<8_I_m9|3T_0?7 z&Ax0sWV6$i?%&x?)KH8#{_iWOIb>MblX$Ay9@v1Ev7XT?^9`L*t-XJ9_H?!r?wNkJ zOc|&figD#{=HiPa90eEp5g5*0NArWaST)Z)ROH)WSd|A1Os5--dEBP0-Soyu56}EA z1oxyjy1Qt>k_5h^TaFXWQYR*8J_yB;Jdr}j7h*N4 z5dKC>W^Wm@p`IIeEY`uHra;QwY7E4ep|51c>-NF}u&|62t}T=9pTUz?e{%imV6u(x zCN|v{6~M4C?)D;nVg9M{03*0S?CIW!<-O@CPUN82?=$D>8o;hB$m6MW!ttd*c(3sw zR88)daQ}wJ0@^Fh5JMQ3*|Fe>P{2B8X^zmXKQ)S~Fkm8LmHYahNbV=W#WDrj81Xe$ z;&p`0@=wXpbFp?ayCwEh&EG{DBY-#>f;@*WcR`6R246wyQ5)wb@{%A=WG?*fyf>R+ z{PRrQ`1GfUZ%W5EKkTruly8CxcRYjYOn$x{?4t_-v#P_;N>zUitH+bB!$Jar|2W2@ z0yUuUxsVVv`aLPY`+H=#@q6`V%1iNkW&QcT2SN-tXMxB-TQ@~)H)5Tb;Is;blj|-S zSuw(+wpX^6ug}1+&(}+A;{dKwYb=kf58HP{I5>alFV&kP>nE(J z5b^lvnnR8ckb?P_m1p6MGf^W9G}Fxr0&`xGf!{6ao&oD(f*B>uv1S>Z%pshl4oGIw zZTgDXGJ|=8W8xdb!D}}Ut<@-uBP;EboUaKV!)0f1rLd$%XRw>gy0e9wrdhB%&#=Z$aQ5u5Mw-P=t}Rdf;?Sj` z*e(_gedzsvt0&7}LG+|S_bw2+%6_(cL)Y)Yobz_&>EMWb^7?gPKMLoeS?&zxJk31a zqZ#3YWh6=hg!Zzqv#M@iqz#3p7%{Qfv7KW>X@YDgZMNd z>te;_G4>7Rq`&a6G=b1<6)-7o$J3x4r!Tuxy42$jyo*bpdfrBz@;vC?n>=jJrzVWJ z_jvg;hO@UseyXQt2u~i?C(_^(xO_d)y^-iK6!3`HVW2(98X7;U(-rCP1Y|4Ibep97 zxtB*4Mp&B^qgw0r7xzBVTFwUxF7!C7QAv6*#Mp)Nljqj0zbp+I#i3ms^-cd_(5ku8 z&e@$Fj4JOzb<9~tgGw#&e--dfFaRSH-riw(u3qbhmc|&bM+5gK(Hw;(&l*}8AlZJU z&d#ou?-WUSeMb@A(uS#?0pg@?5e@&-+|0}*)7Q>E>F>r}7#o6?-;LR(3X7WkbyI=d z%>;cSjEGo0zogRVyEd9AoC-85+-2>n);{CfwG=70+GAjDyf@fLs~dT8r}MsY$+1-~ zW8@w?J0IfSY{Y~Tv8qp5jcMM%YbdZQxfW8uJ6`hT1TgHD<>}7hQGxTJaLCIZ8G`e9 zVuC#%zN!~z>zBX+{anYPvr z8;m$Bbdz56(f>OR1C?PDf}O0_>T$Q)X83ib)F8`}?dZLctOE4_9&1XxfXtZ!Q+vT( z!))uX%&sl_+Bj6$-^akLo<#NVM$YQ7!`5XVCQM}&m-RG;1hy@>X;wSx=JP(yN?>~G~2OouZ-~8$>(vH z?F@)mFVNjap4pkT)5GNdn5*ZnPh{Rvo_(69I;nteD~!2$`)h3F3Nnh+xzDwzbUk8a zY^ERJ=KVirw67Z^sFS5OqAk0Lw>W)qrbNrg9_Jp1@$l--CF7}G)xu`c&L5FSvB05i z;oR{)j&(fduS`Cl85>mV!o_>JosYP6!KBY-~v`uTc`>ROAPzD0$HI9ObW- z##A?`8r=ZEAH?6Z*DO&Wz=Qm(n<$#< ziMw_wW;b%+!EyaB$6dvL00mMi*bzSjja0BaOyjipEyu{Q&iAnHHohddnQ!(%mkrR+ z>uLXoq1x&Zu=cYk0VeId_xY|ZxRNW!>{kWwnoHh;yi zwc}Vb4kDGy6&?%>EOQ?Za{M*0{pqKs)w>D)OB38$#p;FkfJ@%BJzRFuDr-n?N49K| z_hOz;eAe*A^SW;g2%`K_v)zD? z+1w|q|J=H;o3Fc?OkxS*_1DU`09avNZ`(x!uuI4V*+t&f+ z0PsDdY)0f{SJ5du&vy+!?+YBtRIp>RF(e;m)19a!rnND%d}zvq#@aaL`A(;N2@=7s zcV1q?y8GA?&_%-)#WldR{4Zg0Kgo1vU13~=V3PaGf#2Q72A+6Y)?>s3)1a zHAC*7{gm`~_)iZCPy2v{_nAe2McY(|u?PXTFHYO8F`wAf!Q?_+#w&2h1GlY;+Y5#k zploTTWJ|0;Sv+a@new)*hGo?A=*`yCQoi*_kvL<6n|Z!WeOeO&JL_8yztR-ue$K7k zs2VB{^y2ffT2r44E}M~Y)e&8h_toC-`;#m{luwqJR(*tEeNHRi>x~(P zgL-&mUM^o3x?9lcl=C3shqXpiehW~S{7QqX$kn{8RbuO=RC+0g&|vaA>#3(#dZ%gp z!+z{XK?Tf)hhn&)UmwJPsQB={JcQweo}uK_#(BC?o4Rp~+Q{CMzDhykemq|a3wC8p z9E$K!HrNj}ihOJ;YAI2?-rOI^FC0)bpa;#4bVL0|9S@+i+rB~BE8g=382~i>c;!&Ii^2D&NkvBumk)Q z`O~jn9z0rT=O)GYjgh=rV9jb4x(*5koj4I+3CN5lsJsTPvl6FO-sexWnFnJ9k1Y}1 ztmoO+)rxRl<>fs;yr%C6(O5KqMwWrsC?i%YzMCo?C6#u9p|nWy?aZoV96G2p+Igxx z(Bz&s@O>?c)!PiypWciWo0WeJcMys)78YGteNh zcTXvOc`GfcEiQjcY&1HqPteFCVarrGhp^nrE-jKFN4#vqT>K+9v4TG3rnYhcWkS5d z?P-s{+?QOjL$s#@X-M?A*5)WnbDK?oUg=bfCJ=_QD(8MXlh=gE``FHH$CR zaqGzc&1k3mot;mh`4I52)O>(7en`^hfG1ZOnWO8X+!Crl>o>tA?~hjub4*F8yw&Xw z4KR8Mg^6+wb2@S=SUQ*PS6RK}cVQ$R!?SVw()Q;jTRC;$`+>YK17cvoK_IYq!8&Ya zuAxVGp^t5`X?ddV0HW$68o`DNM1BlaYVuOIyLCEWf)8?8b9#&18dCI3`C%l~!OSb8 zwoP6UHvS-{kZ{ti;<7aFTOWvEyZ3_6bUr?Bonki2Xg4JDJokb(DV$hj=hT}0W>2aB z&fp8L1Trw6JYEaNu6~}|07UeVpNHBI-|h~Qz8FP)*yfMqS9v>>p+_oDf^LAD9(U`M z$K%(EN6k{d<;$|TTzf51*&R{DlhQJSqJF&E#c^1#2-E_7U$%Xh(5vAY>FF+0J>;H^ z0QLUJb6s|TZ*Hd^OT67$+Rc1YkhnlMrQ7`yjSQSzueG7gJX9D4rWW0uPl-$+pCbIj zz31|WocI(O3K=st`EgnlWq7i#ac~I@^O&tzOz`Aeq<9?`8{a?(R52Jd9jYt}JHI=T zRN^39b{R;fy^^+L-h`|G<+x?qPN{5Bb*VB>lt_d*fB%O;voMARm+x)&#S*yJnQs^R zqas#Xc+|g`>TGE&1C=;psAA{BH&3|HE$*ns7i0??$(l&1+#6!`iH}rN+zeWJ*@(7) zKeM~;-}5^pFIn%5vK)dz*N~xytssEv`g+Ub^xK?fFe1Zgnul_WgJQ8B1cgD~o~bcW zj?)7JTixrE>|EGkXId&KY1gu+=tg;>lc@@0DC{`BC<8}_wO6zP&%r-KnN#M)CFjcu z&534;eB(bgm64eYYWwK@GSc~ZGDxrr)L~Tmr+a3Fu?U+G`Hqso!rnF*>llH#GNc>O=)&p2GU?ZL;tbp2oSE z4XUo=cM@%*S|_Hx>;(=ND`OilHt6CUPZ`&N0%_96Q7~P>^k=TYo!$)#))Fk-Py8yp z+j)0J2Lc`Wwx?#Ry~%53W)1n26fKxJT^$qB|r* zSTM=0eBZ3;!N$|^lk?0?nWyT>vx`odES=DeZF*q+F?Z1-qk8gC6_ib(hP!bVBv*s) z94|E%%os5*2j30`oS$O5Zl?BkOa}U9Ui8G!ee)~Cx-sAL@L7qWfVi;#HQagaKUlug zdNmOIqAO@r>r^6|R4diaLsm;`)6!M!z%xf&O&EFOfX_o)hE|{<&z7J$xM;)efe5BN zYHtux#h;e4{_GyFp^Yb9Dlk4?EHKXpJc*TG&(>K>NqBcJGw4aZAc|OnW&gnhN>WT>kOK)Ci z=x6au^2KRB$#EzwGhO&aQIO>3esc-8cOjKtg!Fog_kE8~`iJ?&G6=e6;qmBE%eSe* zN!|WfQ(8F7x;kFqISHCEE4DK-BEjXS>NkDBcfczaOa-h>NQ4TTsX%1cd5J{_@^`G0WI|F zMXYO>8P(s*h6pJE%jJfx8gGWr$4$F)H8uAfHp0%xhTjC$^#qHF!@HW4bFqV%Pd}00 zPfyM5e%iFn63(i$h|P*-dke>&9CM!tb@8C_j=hH+1?~ow<=2gcIeD8yN*wkNF1}kc zPdSekYVoBJ@XdCBx936{Uh@fodgi>pEcn1m40+x-N1g*|g?AtRnvZyQ%cQR%mg!8* zSe4#`kc`MjB^xJi4-5QHBC4;kHxm8ea6(guD*;2@2E32q5?FqO!$WdOT z93({uD?pzerp>yd+eMJXHHw3(7U2}?^`Y3G6#bz_)|UKgj(hHnH;IuGB-~ZcB;M`Id|&i1 zR(v6b9io!386yaQ8~ysobN?vR%Oi7`%9~+)pwsI}WAWM~BdGq_m)_u?RFFWxXc5I+ zDKqV8N8`<*gegMm@)j$Nw?1_HaX+QYO-rR+V-sx(H*?3WGE0eWYIS2V1&<530>bgyzZgd%m@hr%BB#* zh9}am=j-UsEhrOKW?kuNjyINsJ^#l+HyB4_<#j)|`wzn}?g1D#As|JqF)^OBSd@Ce z|5nF7G*%%?o4WS4%=0(U{tBC_$wS_CAvR3a-Soc|PXv=_&Aml26N-JkMAcO{=mw8- zPT{d$;{1OE|1oaEAP)XfdHKXyZFpN7r?_N(AKY+EhlpC$qLX+-L~LpQSLmASMf!3D z*V{|-e`jK{g>PFwl;a86yUTs^xY9KZ2ec?jD5fMY?)C-DNhZ6a?B=KwcL^IR^kol- zspD-TV?=KgI{S1gXE@P3L!!rcHxW8N%XN~H5=~q3)owH^Y?79;8t#|3Ma!vdf_~m5 zUl6kq*~DaLiQGmlGLTeH*ZhZ3ZT=?e@cPRJV6D0!lu(%ffr}q6LjFkZX9kNU2dwdt z$@tkIoIAAWvTL5j<4!$dA;kuVfj115PQo%^z?$7(et{;aC^VjZXr&(UNemH0D^zG{ zQGVY{+}k}R>6_1aMA*&yPW0Z=EDe#h`+NO|fwVVPNrZOpwN0wgv}QVO2e%1=`wZrx zv?hB(_%l-}PtXUS`X3GUD4|56%XFi3cPL1tnIv-q*pep~1-2!AVy;! zT|W2!dBaOy+`HrYp6i^?(O6};sC)zUz>BPx#YFdMMly9YVnTn3A83sI@|@<*-JQ)0 zHobj5>cDYYQvqHxOtn8&>N$dz##mZYeB|}h&KwW_K++_0rSK(xsE!u7ltG;aD_Eb} ziY}hnie&&RsnHvod$d1zl+%LAy>$gLQ8|g`0M!rNuARPfa@E=OzUY?qLvIW=w*Pe) z7jA>Kp6Yf>C!b>~5?-h4g226pS8z?hgCXn2=8d0(CQaTvy4phWCVEys019!M0=?ogU&Q8B83p(tE1-foYTMVI{03vHF| zq^Ciov>^wP5Y@=8sTfrv3?_ZC1Hb=i-dK8EPgYb!Zi5XqD-kG%`N;-6MM#`m80R<3|n z_l$X3*u-i$GlLNfEF&nmaxvn~i*hPVbhy4a7v56wYPq@xT6gXcdA?b)fb#QZPZX5QDRc`e`~Nl z!?b`vwwyp>3%YCI?o%QcZ&6;%BK!KArtUnCzwKAkV4fGi&8ss7AJ$k4fmHxPb>499 z6>HTetD4G%p$|z_2Mm5RS%i*DvUq=C&&?QImDGgFlV8vTgJf;Zai*bnaMDI~4liN&qc%SWd>jzx$J?pf_Bk_bWp;L|s z9eH>%9f0r@1t^q@Dgss=J{*5L84ooLLg(14WT)e2s{Bm#Q7gYB0)GpK` zS{9dS!0+u~X(wLSQ=+rAOpN9$g6N+0nZkfUp|&z~Q_cUYHeK?!7+nA-fuVGkQU z!|{8+HohM7#{XS9zBsyAPj@Ek^oMH+nNP907S+>o?-+;Aub_k;e*(;6P9PE%SXE*} z5w*w57u&jj7HN*`3&duCY4BWIu2wH-NOtuF>-n01zbn@s>c(afR$xqeRt)ThDtn4+ zIh2_6&{Wg$Ed645{=1{-r^m0UzSywLQWx2^4P+^lyU61|w%J>}^R3Y#$rkf6)Fk~S zy?%OEsC0$M75g%;ec+#YRF))n<>5Yx7{0y#C1e~AA6sbFm=Lcrv!9nqP9O%%W1Q)+ZnTDnJDD{^ zKC0f3z!f_(yHus$1doYdoR0u&Y&K{0L58A}tVejaKs6ucm?1ss&WlrlcSnS2yh;n0 zp4DQ_+8pRX>w!^Vj^I(8czNM2&Vx+k3b;LAr5RG9Fw7TLL9QHzc z;liTjVm-Qmvf(~x1wx1=Sh#wyb;8$FzO3Rjyb312io-I`>0#~f(Po0Ib~_s~UYW4g z1F`F;L*uo4)%g&kl~;a3X9kA1+Ko|!?vb^r8Tx*{(r2tl@B3TjJGapq+c$TFE6PgZ znOp1mjw4F1JRbWZXYXvTnpVn#Z=NiMSm0iKKjOEhVN2j5h#C^p9)yD)a2MPM4vfNl z-?GVX){M$6AGybVq6{h8*Q3N9lf?EGs5r_4~+QfKHOC7MzPB6sA%)fi0!0jL3-hr}OKX6geI!9%`>brU&NBR(el{K@a zuEO*&SzYcF!{8aViF`{nzqlZfU7i3EMwM^tu>3vXnVH=fyvvKiJuj<8{gH80;w1tB zj$V;0a~4}9x032L{z>-sp+Ruy3QE$%Jlf(g4bC+UdlHoX{lE3XP}Q%A;=Z~9gH~X2 zeuSuYIE2Zv$&MNufKD!w9X z=HiX*+G#IBo;qOBI%`@U6q{C=o^CDD)M;#b)RFc&f)m)jMl9g|NwG^J ziYQ7tfY?u>0WZ9>EfuxFf6EMMzy?0SSuD4hsEggSb zYt(jd^P~6qy>(@6yyDot!HY;+R%w)ofLy_^Z6=bnnvc0nKjWitaE(S!{o`|xvG2VHbi@5y6TT=`W9 z-4@#7gOsEQA?iw-vS62y_qaI@I#d4F7WC%;^zdP|>G9EFFn^(Pta^0lGcN4$=TIT3IYFiuu zr=TD8u7b&mg0(CSP&Qa$`=#F8F4k<1*0JefxR3nAFD`tXG-HgPn{uCI?Hja)9F1EC zUbI*yD-n0&Ku!d2n!Y9g^;g%b2=@J#2&7G% zQF>i~nJ8ylp>ano)7br<^T)A$_~GG~_}lkVs5yHYrUVZnQOUNFG<|H2hK(iylEAiU zU$*BnW$~{jMvWPP9&TEIv?dK6BzyTuDc&$4%Uc|Wk~HE{d>tq}@H9*=*c$D%8NfgI z*unq2Hk$3It@BlrY2#$(AbTP%{n?qop5W{&|AMXnvKpCb5z4^Tx0G9r;t_Gfx9!53 zxY2#uQ9HgOlgM7dM5`|$VBTJ}bAFl{FZLe~FRtLSp>ZsBm>x0^Gxj-4v)x+P1M?I` z<;1ImopVk^fNog517BfNLr7Gm@*n`tGt-7l9!*r(5n zN^5*%RMW{V2Z>0Q&@BZYuUs$o*qdmK3;{xYZwVr*_fv&x`*-XHexegw&XpnFy5zzp zs)qyN@(+Oubrt?!0$xV?xEIq-M>{Wwe0Q}njd4N!kHW{^ZA9i$aywy56fBG~r2*JK z`ze><&cu%(^QTBKkQ?!cfBqw#<=SbpC##*B36#5;$MQlV0#a z>Z8r-$6^(T~@cELpo}YY2oeTB!9i-8&eHIp83Qp7?xH-LWt4i z)Jun^=Qo&0fk-7A!Av$QN2iE?pcgt9qINlj^U3u5c`Xix-352TvaWHbn<(Jzx+Ab? znerq*o<^r<{vO^_Q~hpJK4QjOylJwwtC$57|DfV_k%3cHWh#WnhTp*s9DV}n9dd*G zdffZEKi6x#I$O6r94{T&H0idq3V%|?Q4T*%LAp4i$3hbv9s1A8AR5zW3v`^U_DK_W zVW%oiy>8yV84pd+UMS;yn+ zl=w{@-9b3nt2`x|H76#((K2FDbjk1R_2pTzJ^eGx%Sfvo>crpQwQ{Wd`}eG$apDt& zF&u^DS@C4@DXj0aF@_+eCkCPn4|L*|hdB;$>x2;o?|V+6F38|l7P=KUq>2aPV#~Yx zzV}=;TSAQ$+TIaZv6&FP8&L-K|Bi_LblHq*1cy70{)Qnq94A35MD_z z?U0f>+}B2ok361<5ZRKj9Qlt2YcnQn`pLV;)~8WU%3j?c>v{);aA&jA=Myv!)eIKq z+DnKC8|7{%@v3-evQ9~)i}%H8PL%!e4^v7L8}sux^tQAftTWdA@47vy{Ew_vo0u$* z>2t~dfw+1g4*{|kuST>69zK&k`E{$DF1&q}kubfT0YW3;JiD5|da<1v*btl|#&ET3RVC$f35{M)MY++rXXEEv zvfmopB9KaxP%pWsUmYDXF^28}ufHr#2r4;>jc-3N9g~LfVE^q>rxFMH*n285Tl7VC zN^l=84#S;q``bVyqMW#_#Fui9c@Z(Q1}-fBI`%-emB<^4)V5BIR(=XT<2a*}5Jf>` z!+N-bB)~UkjxD{zdj~#RjAc$X=2`d~3QRNytZ^qY z^~}L7aq3_7+{(%ao@mJyWvpT@E z5$|2#2k$F?o_MI<6kFy(7a{k_q5IK>#9NK4z?T!vv{s~V^Vc$WIQ^O?O&ky5%&wp0 z9Hx&-U)8rv@)m5V9+)iy|F5hC7jPpI*z+_Oxr7S38H+v0B_j|G9hL}$wb0|4E?06t z_`OMs(uXVfw=y1qEd4q$Io=!X!oQZap8v_izA%mg_VRnP>}he0g00HL#u)yVB>IP+ z{x$Cj4TKaU8DL~wuso;6g7AGrid-F5>Uh1aTeq9&_`|+;p-=Ry`c1y!_jAzo>-5Ta zAeI`{=!uA8^6|~3s}*CeA>Flk(&jnUOeOl!l;wW(k6S{okdn@HwU4FXY_yoc(Yp{4mrXE zz&(nFUdA}Z;YqeWB%lD-b^X-O?M4<8AsQ5XkOFH=)_NrqUpF@?o-2;y#AEl$tR7+B zOIzF2xFqeL_>$&{1IlpyvoHM>tax`CY&Df^=O|Wx3_J^8#sSOwGGOsX*+A zjKzkttkIKlyt{W9mU0EFZwU1vrygG&CF=!tQ1;ndR)(_+FbnquU|i${A_4EV6Gs}q zE%B~ESWi})q3Xw4h@wZAaWPE6G7-^zs%Bm!)yF)4`aA^vlB3zsXto z*^*NU0zs#MfAD*G^M`&mnveb)Kc2ImmTQbP6Bld?!R->ndwzTyPBWjTM+0KmA130m zw`Iz+#jAXMj7yma{q^4vtVJ7@0Jea!T+Pi;^@zxO>Vq?wwmN$N+bgihv$w0trE z5bd5Q26B6gP^t|)6jQn<=Z>CW$n&swO*z{Un49S&_wb&}l;$P#an?6!7P+JuTkQQ`aL*g=JvpbIJHSY{ zAlB(g8n`zLEqZ)fe8{%WDCQ!WfJrInDxzcy?gsU@vrimTV)ng&C*k^c1&)WQggc1f zuvzG+YCj)ZPBw`Ab=1H{I^ZWha)8l3Ci+8@u*u`0D$Eqkh}@QByt3W+-g+z}lt44j z+JCdWJZ)aML#zFr*}~>e^;>$9e;{>Yho!j;z`1H`X-dXx4oI`BPe7heM%sQ~c@CRY zYZ8cj&`-NppzNRPTs3;GxEE%-udsb`cF*aiaO4ve`p94>(0Tc50E8)Nye?A@&Er=y z0mCQc;q#B4RK?LsT_GiPS50l0KsAeJwgCA?d&#`go!`bae!cj@n2I}~F3;1~Ki^Vt zX_oe`{Xm2*4R#_h;9jtLkxs=9<8O^G`_;Wm|)!`Wqm5t;eGm z+Halm5A;J^tthEAq3pfy)(fdSVZ<v8UyVKD_Y2i`}IF~U7? zpj+c=OH2VLluG9a5PnNF^~Zbi<5#%ZKZF)c(hxZ{r}R%Xo0=0XnU0T=O?=zFna*5n ztt>IXJ6tzg^xf)ZO0a`oxhlzQ*3Z`im1-Z&sEX~7>Jv*J^()u1m|{w(GM+aIZdZa` zJ>$_$UJTs%s*#Miu!*y>)@hkUvE)gJxFtO2Zm0@hwF5WW40f6kcrt=LneIxLm^!D|AXX_TVjE^1q zmjct4ixd-Ck!(|J?F_ig4?k0q!q4vC5Q#cG`?(gax6Fcmd%oMrAE6xPuK(?IJ!7U% z(RQQjm>G`AZLYSUk?Q1uFYH9o5%TGcWFMZcU6d}4!Wz>^HIKK_MxU(>408*7c&B8$ zoeG&u$6>sRYnHdjkzK}@7Swxa{6={u&jw6mW797M&p9%WM>RI3zJK2(Oj!K`Ju%}W znVr20a(A6z`Jd9B-fQ<9$td(?f2ePn(f7AFRdx0 zik=!9&s?4z@3s_!+YfJh{wfB+e#e51zWurJN-k&Xd$Vg}nPeJZ>oGlnZXzYR6KaTg zRpjkdZ_cznoeM1sU!h4+#^xhY*av7C=>Xt2klXq0AIReAIPd_kPsqy zQ3ZFVEF;T*X#Jkijb*k20q5-Iam%u@gWTpu+o2_Amu_6?HiUbp>XdS#*7GQ#9VuXG zN3f2tAtExgLA}_1a56}UN^)X*ksa-NP#(7DY)i{2+`RoK(>05P^W&(1(%+9#FkN90 zY=47=^tRyUH}V=}iM zoM*hD}K=s>(^_4Voj(v z74yN)+$5GA1}s07435$MU-(`mdF){wUTeqfw7zJaHjANpVTOy2RI{cDQH7WV-ErZ0SyQc{aT^mjr?gCEL0UsfDbx zbDyBPk0ZqUA;*kUXvvG&~?T>u&N(ij*e|loi{odX^|`9+eAY?o!5T z>HuIl)=9(egUVNDw$P`1GPO&Rn7goD=S+Ms%>*KgkRRg|tNk)T zHHgVs%UGUB4O+&^V5zKp*d#!fV9>Zm`TH?fyDeR{6vZ>a&_1>F1#6R8iCkFh{8S;= zFNTp^T6DCE?SSUD0wm~VellAYUqsjr0s*U0nOUC{JnDb;gisHkFp-$~TGq;BX8Cup z>xtFkV=KWZdA-O~0=#AQWIi(ckysWST@ne)jsGHB_%zAdMQBh~)wBw)-;XTnm3yl` zwtW`mmzeu;!J~&%Z{s|gYP<0hMz`}lJ#6}{?A6+;?A~b(o3{`FxUY1WRG(-)W=hXu z=5D6I(#X28S}A;-!({MdR?tLGSijl7VAeKT$nRoOnKd(6<3TeQb5V_Zn%R#lr?VFV9^--W?QRf zG@6ggHo~O{5Naua{_{5_MHJtZO@lmoc%`U%aHN*epNiafWJ_^3B~(66*GHy92q(2D z9L1+`)`S_hu-fb`IzRL`pgdhOi4Q8j)z+qifBXZ*>aMGJ6myqiivgpam)rL{Hs`{` zgN;g7NBNCIy$=IU8{FHp0*ODuSVO3Za=bFE4Ry6X*tDW0IQ6_fWRhS&B%B1tS+(CW zaU#QZj!q4Hq|i14!O8FOTuTTKm5o!Q1~VJ1Nzcg#)+xh-V?U87$%KKf_5RZ$NqZx! zuEnS9DXz~bkf0%V6iqKCdc58~Y>A*|DKvwie%ysdW``92X+Mg%!hhtmTe(_om_X_< zaO`!l2yf%qR_=Vxniiestd`Vls<8}y4K{CMvIbWtb4_JH`KF}5{^Y{})3rARLpuD`rZDdNbF^#N6uz>uKl*C;D z!A#v)PEB}8al!0q*22*rCy^wJv#|^`e#{B9_!KB0pRFC5OD3;P2#o9`RnB!8%f6mp zk2t%N^++U*%N$gWfE)2#(AuY|t3wGER-5YKKXG=FJ~L^7OPs=;!Fx zd#Q(;xYhJ`1YMO{H~iSMrv-|v;&cOUt6y(%jvOGZlkL3cdbseHHE1J8Qq_;?Pv^xF z{yr6^927rvV&!uYCxGcId8Fk(b*m)=S* zhp=S6o6&s)oTJ&prsyg>M`wAE{?%V7aV^hNF!|`_;5yMjU0Du7fNMX}64u!%`YD+f zZ$*QnoPFuEMB5XQk=Sa{!3?uFFWaDq?dCx2sg2*!6>Jw~D04W9nCGGI$>A3VBv3H#uJpxIL??xB;keCzpvwbK5^xV-`Ok3r^4n@Qs{c!!aq^*I z#|kQ>;zPKTyUa(DL#w@2i~ThMGEG$&$h8!@Z-ss~R81Kwc8MBCifpJ2!tBW``#uPx zuJ?87L>r$e$9-wx44M=-E~mqTjJPlC>dW?2Ay^U}$Lj#1__|_VH96fA9hG9@JJ48ihh<~A(tHRg`kpcF~plrspn zgnXxhlX+u%5SMHxGbOHwErYMsmB zP|IX2FJ0yQmU3>6(%V2+w?`87H1Shs+i7WdrQ)3Q=XASs{EEOhQjHsQUQf-~K;<^f zgoJNb6S4Q!<+=BqUnlz!C0frS(Un<=&*RtnD3!>Zt?0ptDNxTyUyw+ zX|~g}e1DhvUiDf@s`XOJO(-XBF5}C|oW@JPioSc9BpEIb{51^Mg0D~^AO3-^?*L`) zyWaHeKM>{=LE`jpDu4muokWdo&dPX)4henE^WrbHh}xBds+FN93*W1W*|@*P?(1Ih zA$Pkg&8P~&Gdc+Cr%*B>^2lDwibl2O43UE$Q8XXLqdnWlygzUwHhz$E0JM?PITVFe zo!!`6T>=$vjlXV)qGOH`psQ~eqZWi?eY^L3&)rzb$(v6RmZ4oZk8TDTd< zj;}*zsBPk1hHRrmfD76h%k@$A&#K&33tVpx!T)15OnAd_txVo(i?udDy$}bqOuiUk z=iq4{f-x~|Bjb}0m2 zdrhbBwsJSOsh}?T5}t4C+nmfV43#-Lp#)$XmDAR~oXwLItY6<;ZtH)y6qw9|`P{b1 z>P1bZhsJMUBb`$Wqu&qZzmxOW^sCU>Lh&1kbiSpW)U{CkYO~WkEo+ZIVe4F^BxI|^cstq1o9H8_PwXZY78@( z`|eZRpl?=SYWkU<$Y#<2Cv7TWT(-3=yk}XM*3@qL$u6S|+V;8=-+ai3r zWK}0L(O2wBvS3j?cCMn9VDevgw8pk!b*?+(lzt0ls4{}I9AnVZnq+O_|BgI5i3W9= z^Gi$o)AY*lnt{J-8&Iy|WKf&D+*ebi$o9o)EDGGy!m{uU^B7j^pyU`(n z{-{jj^YLRU&QQ7`65lQ0aI1LYBh%Fwv}Lw*3eLAGOD)*-tocp(QEedvXu2+n*h1R6 zT7FXN@@gd5(7lr{Bt{o28!y+tY2FRW3%3IMnObRPK5V5 z74L+#Z1+1345HZ{T!ySO_-kq#AB#A)G{HGmULB7V6gT}=XI+1zAEAm{ zvm?n-HK8$(9Iy-{u>RS6Rc~uEoRLVlzIL~+ojB_b)0#Rs_IR6!=zG<44{rDLi7%hU zxo=Ly0GbXqvAEKzgq{&E>kHKLi@TChZ?SBB{Z*yoDs2geVHxoo!?Z%~kGKWb!zNaX zVhOO%HQ?rG{|UgDCc)oL9kL#0of;G*N`>tJPB2~amO4U5TTMv)vChBEjR00^QPUBr zOf>G%e4lhez&yMWzBJ{sZSzRo-MsV*3Ens;eL=R zSAh^o3>m8I_Ol%g~b;oB^;s$H;QUVLxgCXgAWbNuv%e2#M7l}cxCBHk4fFv z4C%h-w>jrPfC=*{~stvb`rxhNQv&ux$^B1^vY&4ey@amqn&JJD4ck&XnC#0 z&SqX%Y90Z z`(L8^7IZEI8k|adiNyG?h*BG26j&AmPNu@Yr1>hq~n#-3wJa?I5;R%h<; zTtVsJ4ITY?$)L4qL8eHma|n=i+?(wwf8mu4`_CO47zDI6Ae9qo1_tlUJ~=7~Bng~P z4GlE9$#e*0rSM(Dt=f{@%2Ytwsa>?)YZ9&L_O&9y3;PQ8E6MGrhwBR&ZR?t;=_Z7l zANki}gqO9TYax)#dQHEi`V2$6j~`#p7TqHX&#SI|&@>)Tk!Nl^+E z>L}agKjS&({3Kd(1-#Bc6GU@=ke@djE8?SQdyPrKz1STMf;qKu{3ClAFxnaoJ2BsvayFZW>0)THw~4mzvP zS*Uq3fi73H{cT&;qabEdHEXN5Div25Des`YoU-`zTkDsD-Y}AY`+`|J8re(oqmnvx z9n0h9I-S^FSjxuc)aG+C!Fk4nK%YWXVFNzC%{LWXkuhQ`ubzcR9`6uJmQ1s+Y}f0- z-8w1UMPDA`uB7LHx03xRje!7o0zfWlrT%f=Bn7|k7BaGDS7Flnj>Xm@g!Pg z$Db4OyOcAwW-=`M0=Y-M?d|+ECHZ&hm(|qt|BR|EzokX5g6|V#Nn&4c3l=ZG+mAjf0HRZne9NZ-EdiYRf&RT$ z6ZNGQGAp-p0p?R>Ld+O?hpVvQU7fMBzmG-rCA~Wf4BH|ds*QH48d|2=2?;THZJAa> znOzTRRIRi%ORV4YAB?)s3ZW#uvOX@wJ9*th`SYG$zKl~L#66j2k+$|s=|UnRhgVZ2 z_C)R>&>(xHN9#yt7vN7I(>g##<6UVHk3Brd3U_eF!CAE;O&Wi;RU(Py2fW7Cr9Ay` z9IiB*7G(Y`GKCBfyo~vVx0|wYAkapBm19vA(SiLf3wHO!832~r@~* zaz}e;^V<+)w)veG?zzIm9bklOqkU(!U6EJ0z6WBmoaVtrVzaJ5+9px-gZs}Ty#BSU zyopjIgWjIB+Z&Dh#e(M@TNWb2oJt6uv7XeGsrha{R}4=6RpfDCXB)n_&;@4zPqVZK zmc{77kXHv*>oz^vV)ilo$DP;kY z>Sn$qc}IBKk~Y~NMPU_-65A7RRo{I)j_eKh*0e#{R6W;lXlD~#28Tqav{p=tYqH&# zwua*#*k=F9enpDq8vUnuZp-ayj?P>m)V*g?71X!vH0(^v6vSo1n=VaJDFVun_w6Yp zA(>E^65!m>p@^Ny2xy7~|EZcC8ZK1)dcFrv_Y|1g49)5y?#c$`L}1u_1=c;MyLf$g z!~gr<8235;?#62rH+Obs3oV$xF;J+V0RhIB=6@jF(R1_zG8D(_WuXk8`W%z z8h@a-oK*``%75g&k;`7NbW6CXm6w1*H62jp0Q_+YPOJfXb-ct9M3U*>Aeag8UW7zPyQVG z)jW1yD=aKMBZhW~844?QFUm7NBvbB*G6mK|O0pIiWw{ytkVc&rSZA=;)JPNT>mT8G z`qE^TB+ugdaqWNfSaK}Hu!1s28aaoR26sVO1!$B_N_g>|IiR_Wst63&_? z71GYwfJY@=-yGr~8vqNbjdsWFn z|9MR`Y4k6r-d&xWgYrB}K?qkIF5Bt8en#8z`(fimViNIz!GKO-+>>(bski4XruqYV za(018YC?vkA9pSiD^c9cnd)Ao;}y(4P|b#qtlaOw?q}W3zE6(?hH5JZy&K#l=SfFe zCO#gGB>(=e8HWRmnytzOtriRVA@dQ8h5^(*|b!buE3jLlJU5oqQu z`S`)1d^mpC!>;L=7CpPEqyrv*N&ki&Q-6 zTg)k8S`g4YjMlZhoCpdSV8~%`co5jqW9oboMbXq8?;RK?=3sDkIr}Qayw*dD?bAD~ z?2Z2~SjU6a-O3(uJG?**K7gj3oLutVU0+%Us}_qolCE`oXcZmny~+2oC6oHwa|(=Y zlpE7G=$w*8vjfcU+ZrN zexQ8W8j9G}xOR2$aJ{}x^G~@jpzf#@)#o^2|8=#S=5#i!PFuO5whh4lZcFI?OWv7h z+BGl?Ix2&PN=}vbJ&NirKP@+^i&~YUBKi=gC z16g{uBx$z4d!kW@EDK|WLeT?pV<*6l8xK6|HFbOFRwl^&?+!NO%#r4yZO@T5_{F}W zjNn>KGO)><&fZ$Y50(-~&97sa)+hCw*c{Xm7bW1?@~Kp}4>(QSZ~r(g%29E`-$1n3 z!IRqMmW)(2Ro@5jY)J5Xuh0vKv=I{Y{mhPVo)f#q?;%S=^6K#^A}NE0+j(Fy_=nJ1 z=hI_j;WG)2HwP@0OuLT_H=A$ut|D``M*4w0v}JNVGthcv8FPSwXc{W|@lNE)aE*2~ z9ngW?fHCPvp_O%4@B83|Chz)bCS;(*iZ-zvQ4zT@PhD;`@eB3WBO|rg{Z?v1sS}HD zo@9OvoZw;CvU=~NqelM$nzdJt+TmogL=k$#^C*BZEy@?Q9YkgCddsheWn!C+Vcg*# zgB8|KUy2_&MUUr3^@);wyOsaV&_+k$WEYV zRmqd!E&B$}f`ZFcBG>X(iG=Rl8;#x|chgQ6)l{M8g6xAeU?&p0E zqHxj<`ps^!JDF0#ifFi<3l;7LNkVmCZ}@GSZ$6I`m*vYKRam6mct7s1zE@yZCOE7q z4{^Ks?tm&b5k{#xJn&;@$_!;F9K3vIIp#55*)9PL!e`MW-aI@d@Up)5^Vjf)9K*V7 zch^Cg7d9+dKYiAK;&OCNQR{yP3UmG9tHl`l{F~=DuJP7isTf2-5rM&ncg1&?wJE-| z4^p|FK%@x*JvN^B*$I2CE&fada7NQ^HoffbnMt-5m$6CPA{$&ob|gxD z@>z#@~p9E^}zqsY}6L8CM*VEi-)&DemXO7NWntg%pdz4AVZ3;vd6p9m)xBVk(-{G z;XH5GyQH#7TDCB6WS2BX&zGolERUW>5k~!Kmj8TgSnYk#9{YURc?8Tcl7`$kRx*9x z=SgB+Guq0uGtI}{Q|V9VhGoY4gRL7n5^Hi6%c5)=v$kK_d z7ei*yStN5HM-lgEeDsdhK> z)i3FOXlU=Wdf80E^4|~l<@meZq>OFT!G%5&VFIyHg&8Yf0q+_uCSIVZ^OQpC(u>8M&Tpm*wv0$K#$e5pOT)2IuI1911!zC<3{+=IPsInp ziwzcyNnn#|SiSNOgrm1TQmqikLh@_(W?HFaC&kX+vh~E}`v*QhQsBiwwDj!lxtp~; z0rWa9zHaC-Y$AssiA{{LsK`A>>F8o><4Y5RSl~77i3+UCm-Sd;XKv<^u|p3qbQPCc zERi51&D9O$yOJIYx>5ET*%5mgX69{sviNRmJuxg@*cF`P=*_%xTB#wEdMhrqVaFHK zuzk)vog+F_*;u63BT^>QwJ0_*kV-6|9DlaR_dvOUqoS>wx%UqwK2dFqHFw(m zvYs)v^bQhtf?Hdm{IM4cRZz!xKCm^b)w23L{c{qLuZctSP^hhojk3gn=4A<4j z;u>T7t-8_GAL93X*1wD9-BA-e`E|@Q6-Tb2D^p(ScBTuL-+`x1zpU-}^(;1QW$^u; zq(LWmQp>a~viz!Sci;18Zf}~CA2`pmEM$e@t-R_LxyW-iOf=f>T)aT$D5HAyFY#hI zs~p{C$Nwl@Fvyixfu#ds!Nzn9Fe^zEcLVU~vxP?@G=*{M!fLb4CD7xtoRU8uu=~{= zdW5qiNM$GQpkK0O*m&Q>N%!C?ovs?fFDf!k%vcnp9Dw2 zW|>R_K;KT-{ClyR*NUF+#3lRXh^-A(q%Lr+O*!V#5&LIv= zitsdzN?mEg|2yp2q}j_V0hwT*^%GVC@TfcF_tm;T`_>N1|7YCJk@W)ZWP&*w_7Cql z&Hz2vzZ~3hys((%Y8k#EMPthPoCF8v??r9;ioD$Hb zh9xr}HS}Qh)7%kz5M{ispU(BNph#rrjG7wTUc{Yp>C;jw8u$~E76q5l!sSM|C*JD0 z{AlVsa94W}Mu17Ls5Pe!S**`*xqqw&NYBGbtS3xrjtYWaMAp4cNml|ix9MV`hZmFQ z=TF^DSa3Xi@$Ma@(??oojY!=k$Kn<=X^7~}*-y*)r<$D#cjHo3I2|8-dvtn}GFEkE zUpTV5+a(00`UEWkF4yc|Jqy}rh_ZO<6i;VkI3G|_XBN0zl4m+8@Yjt>guoM^XJ6U- z_NZjUQnA^9aC|conoP5ntjGylq;g3PVZ&|Qsr8OUIc)m8Y z8pG%dS96+onbh{I`>bJm(@lFWj(Ro6~U;AH_h712d>6(+?N_N>wP(1mhQKl2l z;c2z0bB2kgB=$OS-vsnu-M-pzo>7Aq_`NeeO;Qpywg2y*RA+#|r2tNR z5t|wHw+yO%>yVZpHQLn=0t~I@bKdd zWk*heIY{G|R)-VXDIlUqd5|~oRP^g8CkrwpFo$PT`xKkLT5IV7NUR=>&6Isr8{zzs z**$Gf5%Yf>odrXbUAu)rQfZX#5Kv0GQ|az5>F#b2=`QJRW{?;P z7w=CvBXReG6nG09_<(wKO)L0u0_D(9sM5eI*)Z9oh}+b#H~&?_PHIb=dBb&#kcT#S z2s|ozF`bIJKt)nTA&Zbo>JeVtaPc?HX?Q^DzrYHO*hMu%*P#u$CXBvtAv;v|VlQKL z6Wv2d!8@RSXXQD<5Gq4%WD%%~>_ZVLC|Bt9bIlmy%rp{UW(52{c>}S9aicy(W_y`N zNkL!-Q=&4%sRQ0PC9tHt8aGfJDtKhRfP1L`h5qIP>MD)k)%rbUS~xRj6md1G7`TKDr}c54cEnN_AS(!eI1; zy3N+vAu%<1-(=AvANJMy$pG|ATbb=Rs)Y-hPNWSC0NvFfEyMc1;?N(o#-2i6!XZEc zjslyDOjm}9Q{xI0OcTI&e)L5sLOG>TNJ{T=J)>aYJ5L_p8{qLjsv%lvcdxQ_8p=Xf z`PdCW4JM-Ht*Kc#ypx(V1sBFUvuy9!+k$C8&Mjot+I#lZg{=}iel0LAZ_^l&B@nWr z@U0Pk^gdg{mRdg9vEiWPvl>GfDyBClD~CaphpzlR5|wFtSBZ~s@+OQWUgSeji90cU z_-Vrs-u(AY_V=J`XG;s>t1B^7m6(sZrNXvxa?D@!wK29e6O2PfE`(39_WiYm>7b~lxRZ7nxYx6RoaHGVAi9pT_;jOLDXZJ+!q`hw9i zdgTwfD}<0Q1Viy^7lDy9U5)rq3Z{r}j7`R*xI0#OTZTkBU@mj~V+i#wv~}2>L>yd% z&OgtQQy6IgO5!E^%9t_3$Nh0mGg$`b*BD^of#%qF*2xL9W*cv+b4b%z9PKl2@J(zi z)b3{rq!Df=_y3gf=8SB}PLv@H4)hAR73+we3C3niPE?N>f2(%+T72DB0e78gXQOQ% zi=19tQY%dg`vhL;UVh)t&uhX!nA7f2!cH5=___?2#@9IsAwKpsoE%|}z_>!rCh)g;72Cn+nFtu2i}m$Z&RD6bZBRq>`bGfGt^ z^_}@qKP!k()M}%86`{(AEdzN5eo(WAQ0*s9Vj;m{<#6U<{kM$e5*T}}UNJzfb8D-vtD~0~K zH^(*G%}vds&R!H*6}gvwo)QcQ!s1(L3Nz2L-kgemPEjH$L^u*7FI#Ac0kN2UAc)Pl z&O3oV%dWgAO>JMCN1P$*F60r4lJGedDE|)*?#y->0{U)uWv`fDnEB%Wkd=S5Q9l?T z9>uvtGHRO*2RF!Gk2BxK98mZ|e_0aV7l^29+gRK%GXVPf#3x}ohoyT`g=uyDV}Sgm zML|xR+&Xrwh{~I0q2avv`G@U?vXngEsAhFaw!{W^z&c7CVZkQWO^Rzfx+f&f4*J*Y z_*Y`sp|mv+^TB0D=Z}HmyR=Jk_;Xb+wSTiVS7=$?60M}Kw#%pX)DdV_aLYw-m?6Jn zzN#O@9P2TF{#A?ODF)qvB7p8rO$WIEya0i3p@?ukPa4(`bx6XQooW6VPuULwT?pWP2U@^wq!3ZhneTO6dRP-?5X5-{v_1& z1Y=NM)6FCPW2n>f<)FMe0YS4JE2Wxz|8JOoRa8$~&R1?8^iga^q6vRSwqlo+rt4#! zVQ1#KT#1l$lrGsLw{!So-I$2FebkMX-TAA~BuT`&D(8Ji$Gr#5{n#xbOMPnIx0>Ty8n@jcTiP41_G(_rRlQOzn>wgw7Qq1{B z->sZPXQ)rs2rsf^Y2#R{vevwa6dzC@Zw)^7Olix1ZcUIM%*NaRF{Ug_J7HD9oIi=#}8gh5{*Wr)~|=;2)wNK)&Um%$n@&;-1FwPtA?>Bs5}8 zrAWNCD!Ol%D>ke^gyMG>)Sg=O^6yXI{T7m}$FrtXKBMb%-7iGX93AuRS~#yaQujaG z7ybvQZo3py5Y?xkp~Bo}N9&m4j%R~`X`qtCsJ>hlVyp3OPlESsdu^{SH{gs994>tU zx~pZ#)yBCg40okL=FD{mpnJ}^5VbQ_AjM} zQM%@u&Z}{GAfuK`x;%5jIFSss(0CxG0VdJAG+j%^O{@4Nm7AVe9O z>DFPkAg}GSBh9rxpoGgwdceg4xc60mpUMAXN9Mb)yb~seaiLoayxT;HN-2bsX~r0ydjDSDiBq3)a76~UmBLBK#>gF<*@!@uLgBLXT| ztT(yZn0EY*(8rlBrBh)h*1mWw-G}&pYN3|?#6!w)qVB6wV<`6>jKCLZeIA|}*pG#< zZa~x$>Ze%s9v$KZwR5@YhtzrVUzEY}sX6G1O_zTQSfJ0GrM zJr)pDIa!fM%`lwad}vS_yZL25(Q;02R~(g$_a1g^7>*fPdSH_-kdE3Wb4$||D7*Qh zu%koU7Pq2ca6v`#2WJW&(c>2E&7#TBRz-Hwl*tln#k^@|EpST6weOQ2^)^rQ5A0C` z$M6QpO|WUrBBI)r+W^`V3?y>^QIZzXXxrNCsBEE*0d~SEq@*6m@4DBmRO2|&dO%x0 ztu-8N7uUgdtkcv~uRp*9sz(e2e_2)vml)gRz^i_dt+dfg!GkGd7QIxFY?r&Q6sUX%C5F`ES zc+0HZS~C`_+o}|HUi@9Sh(%qpS*jsmZN z+dXff^lhqx6!ifR2g~24JAsq<{R&uRD9ikBVX^~ycHS$%GEatrH$EC*`dgk`r}Y*T zt>*~AS~Fv@O}?}U7phB_;jYI_y|7#+6A5>x&v+Y0_YEep0A-vS+76gJP-3rDv<^PLeEW?8A zP<8D|euJud>@jA8dPx~I-B@khQCC~?GE(@NJS4v!5_YDok1>6V_jkg?ah2hH90sEP zNYaFI|0*0uR4v(`blZv^-A25#S)?}?7X^M(TNC`NCDXYnM7E{MoLL^(D(^s3YcvZ{ zq2qL5?Q0B)L37L)R5>=3t9S_UmlU7D4SjAP81eMkh)rX+Kl!bsFu$i8SL5z+{(01~ zr;Ia1lrZr2s9LjL_Q8Fmc8JS^pZO=D1;N)U_SE5SaGZc>B#9+Pb^uu#yej?~L`sNjfA-Pd17iZu}=;G2gdVab}UM=#*4-PFn1qPgY} zV3-Fy4Tx?<*wyHS@3}Hq3aIQ$BIrxt+@Xe)&CLnzzbHflUp0cDN#l$}Jux1fuL4TV z?e3--gf}XNu|+S!&Fv{lRW*sYz=_iRAibLpi9jub>)e_og{l>MNvX}rRCia2;OUG8a4wMJf`hX8NWOI|-HBk>J)G5T=iHOZ!V5788eU zD)Lsjv|5U99iYvh9r#q0Gk2Twb*enJF}DSnpbIzczN710_1bIf!bEly(|ld|Gt3r0 zx$^=E!aGy-j8o zQxnZ-Xzg~ru}c&GcrgozP#pe#XZkji)3iI0qR%MbgLrz6`&1wG*lhrz$aLtzpK8v!Ccb8x7BX~B-3 zWavoU^G=Z)0OH`AbA%X3Y6Qzz{JG^V?Dl+W>ictYS{yH*yzjsUeF8|ccV*So>;>Lf zWfU{57&P68{BpkZ+5SkLFolMhP2>gaBvx{WsP|r1Fa+&EVt&?@^c%2dQThkRlhrbmx8ish94t(ug<5z|ZMfOR4S;dWa#7fQzek zQvgfa9ez`zs!sFZBi?t}i<71VB3Lp`t}M=atNQHC_*ZPGJV#9BE!Q8?@!ZJ3N_GVo zSz1dZ+eQN#*;&(%6K#noG`Wx=8)5pC0y)~1=1o%&JDQNMM)+uJ!a(eCV-SCi+&1OR zu1c9Ct;7ytH${oFtIbv_b0?@O$mzHO^y(tzu49H;X4c>BZ7x6~wDdtqvpspD(~qgWiH{e& zP1uk_8T?7y`jaua*Bg+z5I$Flld}7cy7@DRaoM_)diNp>?shCOQde(@-wDZFY5T`7R6EmEB_c8# z?Hi)=F5mK|G~W+N93@tJA!KK~YvUG3RzN!26iZ;6doy$)gSj-XtnpC4KEAx)s)u>M zblsrQRIzPB1jO_t5hJhg(rN2CA$67ifw|mhl_6YFp(<`a$FvwdD^^uu5oRyuT9JsA zSX8>%p-pjFx_q#lvk$E2mScoZ;e;UC)j2z}vy8bITz0o0BMd5Gzz(|I2s$~fHlyPm zfSZu1*6a9rwQU(P-b6)4@Cm-^&R#@8+>42~($$vU_%}Rs=I_agqlN2To#}TdR~yBh zfBGo=dhaY(fpoA*XWQ#eO-d28<12|R7tojOb*h^v<;kCcefoWIyQ-ybw#R$O+V{Wn zSiOs0IJIts`}gfsz_U2kq%O8FHMI7C-&KQ!%eF$Jkg-;;M8eU|tS3xP-ZwWj<8xU@ z%T)}#Y?bFtW!ha8wLRQO_rmaO@yc5c!=N9qxKo^;nIKC`xPILcCB1oK8Yj${=zn=A z&u`Ekuvc#MV)6o4uh7(Fly{=&yHk|N&aRwX*>xKWe1O~0lg%5$RrDA@mf^xb5S)|y z`0pN+BVC*D<3!8pxuqOAR6t_?-wF@rdjR|CT{%i|rmN7~iKG$i2u5X-ROLQX@K|<; zEB|od zsCD$j!Wj1_)`Y%77wM$Y>lk7H(jVMF(=6y@>qo2cgs)}_lZnA!IKZ?>(6pnYDor=q50L^6w+Z$^^O2yu32bBc?|U43^gcBq(crl+0tfH@9jx!q1BfH z!Jb!^~Y6Xs?>CA?B@QcT8? zIm6#^+7}?1jvWRpesq8rPyWHz!`x3ZZV{OTu&WAERwtb3;DeuMRD8=KU`RgZ(qQ*<~ddW*` z>~~tROMt6izagoIm?XLdJ#Mg!=26A|wWX40@#fDDHlB4CsoQ?4t9rvn>JJX?(H&r^ zuk0d;)t@_gn5d=;*K&D2#=m|5_iusF6tr3{kzlz8-ei0)7_P19eI#h_k@JdHkiK7? zp}bgOYFc;3bM>apgSo$E{}tTny2x}WxWtmVm>B2jRblSmXUhx7>A3-WyVc+vT@wlR z?hcQdl8JmcVG`uqn#7E_Rgn0RR6{uWPH9U9g^_RA@x^z$Wrs)BIL;4YYBPWkyg%8q zKchQMi>otNxV-Yq0ud9h^O zi8Yni=QFJ57AC5Hned7G+xtnND|HYUeQ*S&F5~+a*72vE@l#1F+fTcd`(0cy=R zZ`AFVj;AO)9Jt6){i`i5k~nhyt0q3kHGf|)He*?Pba4-K^-X{U`e=Mc^DXU@hCPDZ zMN=>69V0It#y9=34Q`zaj=3gP$hh3j=;N7LvJ$yOT{+q;z0ebuE?Udsed`#poMTI$ ziGScE#9J!D&lN!*@cq9`u!~J9jcExURvz&m)qHCfXV@&;6QYlodcXMG&4pStosPFaKJ#RuQX2#C!PotW~aOElhY}P`}GGdP6u z0yVo`5*MUN(&SQ)C^RqoA&SI0eoEVNr}we|1RERfU7G=8calDX?cgZAY4WS>bmofO z^d=f(OpPINa}D;3=&ak`)n*`9_(e=$7@WJZRikDis{N2MAARmdWVMjzfUaaX(-*$$ zCS&JZ5h_DVOwjiK;0W7>%U0_CDRLz6ziB{qy*`kjCK*^g&Lpvy(cEH)67dhlxr2P9 zPXq;!sa!)TMRuaf|ZUO+=2jODufyN|Mp&cVsE>m8=@7bo~^jNYVo zw6Bad$9=7mS_%*StUIKrf29 zcJA?jZcSv?GrxCxm}^jxkZ|*TxxJuJV7Z}x$N>9LcG}RJ85Cp<6ssB_FHxu{U-k4P zCr;KF+4$eb39@Zfc^C+Vt-?YGoCbH|ZM5*hA56RPRrI*_i>{?R;135okLG|T)vXOo zJy1(`N_-o+b6ySCRxah`eZ*}#v45#?lW7t%e*mKn{(`l;%ikfv`y)xdm!oQd9CKLT zxZ#D2X&FnOTJ~k$p8i4syDb`FYr-hUB?NHzwP9fO@OWMc=883ibtnO|P={QvFvjf7 zHr7(FbQ#qOr}psJ6^LYOZGOyom?=P?{6C)%2uPt~wF{Lgrn~6jN~twpKS6!Jq+kRG zOT3YqKK{&3E4BKS?9`D0%++J0U@<{W&5FIn0UCXPLo+Wecq42!{Q{c0dvnhK9cR-0 zP7*HQjjZh!%-b`>+GdR+?kpWQDa3!~cMAY))l@F4cOp1mqf*mUY~z&IflC0jHp$RW zZtnJ*eYJ>3(2f)0|KP+7jT{RM*4AFZw_{f$UTQ!tRcY3b&F8A$_7gQ(FE5T3~jUg603Ds$^qSG-y(nHl9pGFrlf@{MAO2e2mUMywbFqGQo>%JibRWuxcEiA+CzdA?N+Lt*{ zbNgY*qV7u~;xpR}J)rMHK-C47!VcfvsUtzVal3=>KGt{G=;>w?mD(5Ij(^+#VIdl3 z4;t_!XUw1W`{E8dx|H0kwjR}-{M|0{T3h+gSmCc!2n?F{ud&^6$3UP*j@=quXs(#= z!Yg7Vd!$G7(JQ@wnWxvD#WjImVAWPTCkebKlPnW^XEq*5i64?p-SleNb#Egp8WUr)S! zcO_DvTM1knPUa=qV+%1nU-?HANxl;n8{RSSls3tUSydeWl>LSBRv zktMEHvnq2Fw!^~KXP>Wi4N;)iRjo#0Tp$m(h#w}BFmJLh{yVad-TWRIkXtzO6gTqQ zqXf~45B=ySpD-842{>{T2O|$D(3x%yV_H*Ud78vtj^~-(M$rV^Ll)o?%gT&kdKiwF z9>Hl8Ibuvqa6{wPt{EDM=xDS(p)Zv}{n{B*43Q+6ldbI`W8TR_YAbn{H3ADS)){0> zvjV>HfUSW2bi%V~c|7+I&*~67Lf&=eHM8kpg&XmToPEt={9A|j_&$Vr7j*Z?KITQS zt0e>EZ4DoO|43*`bjVHy>@kW8Squz+2A+H$F)wEIyGBnlPa108*(`@L_aA#Z?IZwx z`lC#qUvBZ3;xk`xKkc?`29#DAK8(u$WlBu^axB|@OHq12j2RMQE@90!YdEF3RC z;)Ju6QT(0V%MN-F^Yz5ACq!ZKgUiiAuG{T8RyPqk!2%kugMOyV&8MuQm-MlYT{F8@ zMb6oO2@!5;eqIEI*!l6Xygu4f^svnwoDjr1}Ot1+bxwBZYgm1T8P+gu7D?XxiX4%)x#BU z;^yq^c%q^hV*H_D;OG6OZB^spoF=DstU0Jg$%FVF2-xl@zs~(|Kmbc^+8Vv#V$eu@ z$B)PMhTDz%7EnwKH!|Ihzi_v0uN;v9G<3g;l{jKs>mq{iGYFHmCe{`ODF(SzZO4uJ z<9D&A#bGNiNFJH=K@B-yen5j{canewEx)ak;MLWr`lZmmgSm)^A%6f3IpkoS;zBa9 zRFd3G$DF2u9^u+%4jAZ2Bx4>OqBcz(1F!qN11feHPi1JIS$5So;WutTV-o<9L2H)t zE@>@CyvzhJjNH}m&jDBqr*pglw%)1#EF{3i(VMy7!J2`672Tu>=%2UaC|h@V#lgPY z0*RDj2_1YC-%mw-a&1kDj&rF~B4`AZbV%T^#-Qca!YDJ$#<;eu9qC{mcp$8tX`nZ_ z%pKdNG*j>_77#3@G*Me>;MyONnEK3ry8_gA%OXtG)_C2^PM>KhPVamaS=*s`jOxoJ z^Xw0!pA&J1+madu6b;a^{m0(Sk3}dHWMv7_>UG)6X2U=#;`EJ^+ z_}SobEEGojpR)|9V&BIz*iULZ<7aELDI&V3dF>ED-k(1eWGu02Y(eGez0YXNE1-)t z-Nx(4e`ZMv`ty5jV=K{6sLCr{YaX_K)sR&CNTZK6NudjO#x+S?leF+;=c|Lo+>LV4 z?|s<-*kjA35Ow~*_6HGeo}l(yUE%x_Wkhp+(i^5hek&-n@!ii_8qQVLnTS6pzXu8R z`c?Mw?X(~&BNA(ca{3bwpK&!Vs^zrbzI^3dxCE z7k9~y0ZA|LDzLP6em8uzleaHc!*huh&*dKg8)-;PqT?k|^mk0z)_yICItc zHnU0J8eA!xes-2@$2w|fKoi1eHx8p_W;zLvGBe+w6Aq%i^ljn>>O+gZ7gz;+th<(b zulKN2pZ&_ntwemJ8~qypy>V@TBk`qH7gtA43CoLr{3ipk*uWL42rLT5;-^u0ByG!=Muonzyp5hi=!R&W}Z&^=9S4W-T#A|QgCZ>K3ujFS$bkm`^t6&%x>8JU%Rhf zMYd8ht2e9{SnhuF(Ey^DIoH90%i$Ag;8G^7g&GC=5-;F0JA5PROoMl>7@~=|Qa|0f z#7nMxs296{)Jp-|uE^^cmcZ^Q%b(*NVRwas$1ohR+-$5}3A&=~9GYJ1I|CMYq2;(d zwl`yF@`g<({iW?!vmS)TcR{=_Uf^EY3qM@}(Arq1SrmI;Ogv0fd#0}S62CLnwR}jO zZ3_;8B8^e@TDg8|OD}8qUAsTr`Gc#WXO-6*1HCWv=Q>zujOi_yoe{&cFMS34XP8ik zckoblN163F_v#}Ko8+%lCu7$%(Tnuz zD@DA~tmuT=m-74>44Knk=vx>5J8OS4O*|R-yhGQnQElm=-W2~8SrLf(HdVi^Yzx3L z=2FPCq4_HZF5*#A+v_R%OFE=^zd3~@z}TE7Do?qLGgMQBdO@=x;_e6~mK$Dqk{4qi z>M6LTNJ%gAfXiOz@~)Dh>&*aZC&({QDwx1rq+Gfr9 z=~-L2TD1}SU;+&^k*tvD-`8_hO>mlxsatrt-F5$OD@BGfBIf0NI&$P)CmvZT=p0~fUi}fG&HVGvoBDL_C!g1?jx8_ z3#?)FD#?eEr;`3a!m4oGSQ(v{3i5C4wBmX$Vk{$X9IDL?De`(S#D* z@AHG0N%QVc#t&(c=$Fj6du7PX8d>p&D1KLcx{mD(h*!Y412FU_0U-?dxwT`TfV57D zQ17cI#Or=%7yVU3>2aVCeo~whNnR$lNx<1xYSl{cn>o|A0&g8B3Dfn}b_C)`FpMmLCOcYI z*(N8`)c=0&1AZO*;Y}-`g1)|iE_Y8qw8;n%nzk8P6)w07z#~nWy?DP!6MU0zgl`Ws z>3_MceVsBg#BL@{n|#RJ6O_3mUv!vhC}^W#kpc#W;KhS8jPTH#vS%h)c0LE-=e=EZ zXE2?|Le4887KR8bJJhh4<02W~eiJu!?LK}9*#vs#5r4=EW6IP5Y&8kB$>7q z4d*4?73SV(NIvIKB)uK6JeW&(k9R;U5~BX|?l!<&#O>y#UU&IEg43P~(FKn~YFaat z#q6ifg9lVT)`7KjEzZSj@>mBjM#XQ2tbsTi$c;CDwixL3HMQ<`>PnjaBJW_N?Qv*x z;-DedOBQvd_O|GlBT{(AXPwiGO-n{<#di)`Lz2VHVf^9AYx+XQq1t2qB~|lC70X1d zWaRwQGzTq0=%QvvN$0T{8jiPK)XeP7f^Q<>_q3hNn<_H&13qWTsY-C_Ga04YV%d5aSl(!ZJ3~m6dWkn7?Cuu7}l401&|1sN4c*~j+_Qt5o_a?9>6zSow7Xeye~Gv zIKl*oea(Gt}5#eQ7j3C?S*(HQtpYf5;Pw84; zuPTr=Yc8%S*>n^hG!e|4n=J+b{WO^$q)^xKl(7bi=LvO1e%o)wx|C6xCF>FYu6N8| zV(`A7Eax}TGclki50*fw2`=4o$s87Fw4}tJkRB#m`K+S z3z|qjYIS_KMgQ%D3Z(1S*!xkhLN0t3Of1A~O+UpH72ui7G7S}lRgUQGXJEdYpU)n) zZ%3CA)rllufPddJu6Tfg0fl@nW~Om831U=WMofkSdYIscN-(OVR|aJlA+vtNp1hwW z9CVlZKbfT-YvrfnUBk>7Sd-qBa^E zo9dNCw?nE`(@&xIXwKzqcAoT48dVI;>y~<EhX_kZEw z$d@13I5(gd?)*Jf*G@C0sf5;Z{11+TCKE1Nxj9Lknxc0hACg_&seSOTe9|o`1|i&N zA;Z+k!69i$l5A3U3d{6DS2AH}E6@uD@<@`#7h$>>D4e=k@x}OT>Od=)EZ^#kmz`Xr z%uC-P$2a7_qAR_~`U4M^?#ediJ+Pzenb{^|_4joNOO+AclwIbzH-VAc7EwD*q`o&r zpnjpin!7jgzH+q4ek2C`l{Prhvx)Mqg8PR`=|TIzUaWRdKJDM(oATnA(4K*>>K_Q< z_~Wd|z}m_Nb-V}=zImLKf4;GMlIvxk;2~xw2h=n{{2B_1i^H7GRI9V!@QTowz6BG$?p*d;9dQ3Oc!*km zPcVjK5)b8)`ABc(Gx__bEsKnQd4esCG5OShr3k(;Qex~6@3`$iq%}eA28)-n5L^xJ zB{X`*!mIFSDW%k&9=Sbu!l>WpFW?SF8Mdg*R7|SV<%Cjrw}3VO(Y0qdoMm}GF{4wN#u%SbiJoVkxNV@XZuC0_x|En|QhYg&n!f1z)w$-;8n(Pg z)5{^gdx0ZCR5V- z#W{|GlAJlU&Ce{SA2OD@ zL;ppV^uzFG79^#-HG-pJP#}aGOXF<*apl5v8?)^~X$-B~`=83wo zRx>BZZ2Qc$6K2X1^RBBi5PrFn>9yev=_q>ZA%M=y9!&w|Jdf}Z;I@!L9A(Q`TgPl9 z->z1lk@arps2f}VI`T8tRS}UQG{1v?IR;PpA^#|aX(QFSHc-rlz8vpuJka0w4f*+R zMZO4BOLeJDdu!Syy+fUI4uT)Pt(l&zZLgt?`BqXV#z!=SQu5{BOe-CSy^WdPN-svH zm{qPSE8NdUJ7)ZG!2wE+d#*em)5g@GWjsmgNxXd@Sls8-WvHSEyOYeJc6`dApT>4` zgK{6)46rf3)k@s(iaI)@5k|E*9Je^)QQH_X^t>i?r^|A5cf@Fk+wwkf*2$6mvuGbO z!orG-21GtNpGW73eh6sRji2`4cE>HD=R2|eH{PYoU*JQk_&IxrBd%n)GD=RIr|Zx{ zTcXe2aE8Gv-!CvLz<=9XTpjImKi$@7P5B`dADr$Fh3K^5@3%>B#^EjNJHJpj?6Kvj z5r|&|B$iNjrO}!n4YcmHGzD?~`XzA)SWcl#)s)`!b_|65-uRGhz2TLSD1~xZurBFK zUE<;LWTfV2@9*gGZRbx~X+{r)){$^z<4>COIj)p+GH7_Wz~4Jd;}-4Sm;LIhY)|;P zg{XxcKW#HR9tdq1D3R?_kH;8!EpSdilM}JVNM_nL&>yH_>PmULDsTQ)fBCfck^~Oh zJ1V7JgRp##Zj9co87ewJG;judF(JnZ4~|N;QJ-k`BTVTR%98d`k?E4*ZmRfJvpASI zLBbkv==~`S8l4;Abrwqae=q#@3 zpNsP80pp*Z^1)N=gHint@!Z#{(&={cm0wMRo_<=Tx(2$3D!-Z)YU5y>L;Jkr1U(A4 zp&mN*!vGcCN-??c>)tOj%p4%pWo)~F&AIZ8a<-NUvvTB@~H_ICXFProF}b^ z&o%=Oykp`s-JAFSX%02aS(+WKmTBLU z*7!A9pUihd)+yyaYNwC5^FXH?ep;scm4RJ>+-3u=;YjK9`xIbDPxz)WV=au)lB21& zvzNcSLopR~`nh$6lZ2A0C)JB^5>S+bI9@~wNVLuP6IZV=eqlXeiL#w9cd`5r&bI4U zQy`|GsmWz@chu#$y-U6Hab7#wp0Vf0*XiXhN%Kpyd#yl=2Bh|X@WR>tLY0%zFEm(@ zZxl8@7$;&S9lu36j)p{qT3`#=<`#-istoV!}~*$V1z- zYUso5n2dEGOecu}Frk2gsw=rog4o;hrRyDV!R92+K(BO1+7GH$1`c~f6D9N88Yqst z>vlO!>+Ii!q-z4Z-N4)9(!$n#HpAmR+GPF45ZcDNUxRx$#j}N-b7j`WYr(5fSx$iD zHNluQ_CCdL3HCs z*|2pvHTK9omXGhPF#pn$Di`)fI)(g}QD}I~=Kc7kdDjEXnEjl>x3!!LpH+3qtPO8`gq(U7W0MGA>)OCPZ1gr!@EI20b7XYkbHXy zgk9E9T{(y}-+1#-tolsV{|~Ux%ofKn9~A*JKgiH^TZLKR!6n=IAQae|)T0XnZeK?Z-DN+0$ zQFe#o+S=!=KuX&xh~Pne6{FF{VRl| zD)(foj1?c#_L`EK_w3#Jf~?V?qB6L^MjG~5osFtW%`@;{1{JfwNzM~4 z@b*yKGFn^js5PZiqn)YSy?eU@1#ozH`xTTpQi((Z5D8zd7@(0uS-AQO7rd?-q613~WHKk$|J!c~@;Lwuay5>gl7gI-~AfN5oP= zX_|4{caAKGd+7@uxI>3`1KTDo?2s`+k+ng`UcAZ01AcIaU_7^m+F31`4Ivrn zI!n8oD=HG<1%Kv9W4!jlXYVukl|`JWQ%(_tENm8Y6E=s?*;{ah>F++y^cZYb2?UTd zDRTT4a!#gglGJ#1V6wqM-7IsFL<$mv&pkK*kWBvVlc;w)+=eobpPp3HNYXw}p}2e2 zEUpy9ts*-g4&H$IxG>aIIi#>hYHzt5CjZT{`xkEAB~JpxD&3>gf?2m_1U49%q<221 zoWe!y_{qTjZ5%;9ph;E#7Qo<=6<#9sxvj3M!5%UiX);Q1>p9lxGRfQvTTQZC^-)H8 zUh~m0m$qLSjbE;d%`K|n5EzoJIFC#1V1_hi*?ms+8_Vr2QM31^F-qSRd-G>Nklm2` zTOY;8qWq3;c;{(m!z*`vz&vCF-gy|Ts&p!(l`6iOm$Cz~w|@G>?Qu?5`CTA}L8u&o z_*`@DHXU2fJav)+7S(0GC8miWr>P8xY*@4e=tqq~LZ2-6M9QyuG~4Fl;beZKhIl!vmW+SKhV^llT|Z-hyPN3QsPy!Be$ zc=4D#Jn+%YoBLw;aooK_cHvvmuFeLSQit2dH0cPOz{Mf-y*!ZIQhN;FxK|G~OQ=^O5b z+;7J%p^9lGlTwGcdHE!AOrY>@Z?qcCYAXu>T1Ae!R&YFpuA$?e!yy$TVUC?^v6-ZZ zWU{t?hQr^=Va z|G{;wh{ytF(*}q*zGE5{z&!;4jYz{AhsbCL`%#+BiE%RfZD_VazRJtho$|boS&Xxn z{ep&8okS7i?$5(;kD`-Cy<8*u4;%W>#8YO7~utC)n640#mXviS)9c|-G|2rI#VgQ-1&E;wj2@!T+Ta>nLfSw zUjFSX^>-QJVo>@E5ZrXMW@mdHHfq3Fv6F3XvcwFNPR*_Fz$&V7KHD24&wqzxO>wsx z`!#o+D*liADe=@+(5M(%lcBJn!9({LewB>DfN=&a+K?As^~A|WZ#NJuLw-L15sbPQ0C z?(Pyn=@O9cW=vvqNjFGrbhFVga^&;g@Be&&!5!D{I_G>(W=Us?4SN|_gL^#z!97?` zcPfjIX4!=IXLT{4qd!pfjyZ!VKa_;7zaE;@^2eA#r=rYtP>q#~?|&KA8gN!*6SYX4 zQPo!FzD)l#!{d!jfWRPL)pV8o7Q~5+ka|&IDPdLBFd<{Znx`2G@AP%p_-3Md6@%b5 zfBAP;8ZG33xqbCWm-}eWGx|Z24#EiQuv9=hvCXPKluD(48luO$=W5N;IXw;?uhpX@ zZ358SlU^=Si=CApntp7&&OhRdwLvkL{E^mP(mWlE;MO+EU|tm4*Hmt@KZlS7e(Y*V zIrQh;X22Xmo*QqooCZUx$G}w}GQ|CI(%`nkKVXxAXLpshuk`%y#Cb~I&}gzW z>r}j}7NW8u5|3WX0EnhmFA5P<5{aPiQj{~jlGByaY}|Z%j(W)kWl;;5R}a) z5%@M^4qN(~OlhQP683*+qCuFaIycBHHdLT5S^WN>VD>VOu~+h`J%fUP93XCudgW2? zOPmY2aily43PV^PZ}Lg3OdZswgy47lhJ%tg&mL2^X(3U3!UCg_(wgfZJjmp)=6#}! z*2D>h9=&!M=ue?LE1AzMU&o4bFmA~)1Y89vJ;X*m`xP&kdDOu8BmLSwa$kyV5cGMo zBjDZXLt_*H7sgO;7YNosY^Q7yHk74PE^v z&ua+!LMWYB^6q5cGgt@T06nm%I3KgQcKP5lRgrmk7|q|u!km#EnJ{?p8()v!+KysJ z=i?Gt<{AJpivn8?N+3#D)DC%^w)ZmtM<3@_wI{ufc3XcnYqM-Xe0Bi5YIltodp3%< z6p1fm1(-NkwEvYPFQc*o-asX<(*7B5giX?g2$~J&-*dOk6^Slpx6RNPHdD)j;H7q* z^ry%l;VNp~-@n=b_}5|IADb&_Nd$JSbV^3^>-mq}4Sk_L$V#cUWjh_`W~QTLd0% zX+5N`f;Zf8ISG&wWy?{l(-JO8S-wLXY~p!;s8*}27LRq3Ef+qJ;EV9=AoN3Z6MnZ8 zp37(~%t~LD4!P~AlAi16<;I)GO#rAUF8RZ3smvojTNq^O&h@EWqBMIW3DYeP0sW6J zPXis{bvMad5!>fz{8OzLfqE$1sAu5{F^9Db1lgYVa`}U)^=p?QROoOTU~C&zHrE+1Gn!b!7=pB>HI&;sRjiZh-XCU(y;f5_wRA%+*FjxJ+_UpsfErlu_JPUgGp-1!){8C8Q!!lf`!~DEJ&$E{? z2CDS27W~LEX<#T-;wfnh>rleB?Jt#{`QZi)fQ|Wot;gnnUg@B9NMs+zB7Q0K{4m~e z{x4zn1^t`pr6Lr*RTkL!`%Mq#@LneLH9m&nV=&^Ic*c-$wtj78Kf_m{p>^M98DSh3 zHPN;!zdVM@)%cdRbJS+V?g*0u+rA4GzMR5bLH-ssFgE^DF@i$Yd! zMsth)!uM0&( z$g3N-2>QwqB!GpGKb6jY9+UO^eh{lOWT1`frAu8!BsppPGO*s%1-;9ECSyD>E4-vm z!Ab|E6mWM@bbjrPF?s$6hz3F}Oo}52V+}C;;VEWlnEBi9DHgswKf(LPnM$c!VU@~;!;c~-i|C+)}oVGK(2uPnTMk;I^^wGaJky00(NUm%|I zL$YPS{sWgfJWy3!WRJ)pIVEvtTt=%^;6%q(H{ zI9C~DoHeLGJ8X33mA+}24GD4gL*_p?)OW!y9z@k0e0{yP2y~$gF_xLYit30%A^b>G zkf7@OHZoM!c)1f5nOAH~{p&<})&^ksrknfL9B*j_*m|S^RbLeSSqs`Lg)Nd_C#8w~ zX9Vkxef$SwFX`PW8|qznvEVX!AOkAl6>xE|Zb(N`5Q%?KT2jqH%N<4M{157_yuhyp z<-X<{nM?1lI<%!!9um;jp><+$xV;i-EkC~U7hM420^DpaKTx*5)(`=VI>Q_k^Ltk! zw;w90nAtwfbhvi1qoatkzt+wCv699EUS4X?5CQbTRbG~*1I{&g1k^nVfREL8?xasN zAj%@b+vLs7&tm`(#?gtAjbc0dqJ6j`cX9vTyORcO~ai z#eoeswcMj_bjW-p?!cDsrcw?M-^qCrWItv=gy2$sAyxGzdn(#YJ-N>~P!w4X8yy}d zEq59%x>+@@ZueCcFMMsfQQR)jQk~?!+%B+TY!FrVVh!|l2V4-le7oLD`i>Uf32T?! z2)Q6)7jF6OHn{V^^=tNC4}zX{b1F-VCtT;moGHt%nd!|VE}EXQmzc0l*3|V#^uLn1 zz#QoqjJnqzz_ujhNakO<&pZhfUdQu1ZSu(z$n{6cMmm%^9KBS5p4XtrAS+MlQ2$ps z*inpqjj6d@FBJGj1RrpKy$lT6_1v~qZIBd1e({tRWg4=noEO9@;&Asz0tG*-j+6G1 zwpVIX8Ew+a!i6+Z?6!*b9?5iI~5u` zwZX{TbVl;b%WKeDrM?!+ntv@w<6E|Y?Jw%cW>a_q${poc;8ZB>HvI4!>mQ$#PBA*b z-tMEb)gv8)EWeotfIIyU!=(9~*W4oh3CZK1>X;9bAQbuj)DoqEY~U%z<-v(r*q4ng zqNiCM)?eOW6)>&`m18AM1(H=Az?p;OZYZVY#5iu?o;-nq>ybPNzjWMRbm#X6GS_`g z65&A!y?+v^!omh0r7yueBt37~dJbebKS$swydZh}X3tWqQRP&LP8c9-r`-Jl-TUXy zI0|bu3F1>eEoohris2dF4$lTY$}p_mE#LN^s$CH;+;SKLSTLRsG|WnAF?S?OO=#&X z-T1@GQ%w5JU+@K<)Y&C(`Mgx}z3=z9m5Bj9-YIz5yv=0`cy|DiDcp_6^pb*E;mOsJ zytig@^mkr+#_5lo(8dLq;(mk*F$R5`Cv!3G?jyl;JCDOvj_LOrVjai@d)1n6<%iNy zmC$7sBnHHJHPwud*ddtpmsYvB%HViY>}J~vJ6!qnvT>*P&q4O_`_G;utg7-B<1&$=3qw}Nc+3ZQH|JYN4KspINTanJe05yhW-@8uw)H> zrJt6*j^Gzu`Qw@$8Uh(NS+kzHm$XO@{qu{i{ws2C7{Y}j={sn$;}LrIu(o1HaxqlZ zQkdY;4&)Xxij3NM3wAUY2GQ`e{Z4jxph`%+lLtAk-(Q^k8KEF`P?DTv@vrTqwOfN$ z+fKY0DM@GHAPd(pDmE348`^M9o$+?Tbx9MKiwf|g7t&2^-1BUW1aRXO& z3eE&5NXj1%tZ+7I-(fa4ATFGoZmlp@d)>$?W2_=B#3@vuwQUpSAFE-@O=hDSC zOf1pdVQ5N*9hmZ_t{<`VzAZtNE$1H}p4Gy( z&!AUZ;D8^%RzA*HaQk^eye~vN%c%Ag(0kd=OIT|2_f!oRr`tK~tPkAE#d-*n-4dot zno$pFNo0R5p2nA9{67*=d>h$T1FGg?QUN{80c-d&&C{)Z(Zqi@)i`e954Pl=@`4xB zqevEc>-6H4_!EZoVF?=pP(`7NWdG+};BQNe#&p`4oRKqR+LSqrtBvd05yIXdadKR|La{0g($drF@U~C%o~(hO*Sfu*;zvai90N2Q6s2PmjI3?r$* zc<)(jkL^Ie8~YpTo8O;>j+@wK{ESvP8!Vt`v$AA^r*9(>>v?Bf(?TJH@|0pXtvls^ zcE0*WM8*Va&i{)%A7bvH9PL4w{9fJjQNhJ&1qS&KU+)U7kfrYptlx0tNp87t0IH{w zv-kY;jAQ3GY37CjM;Tb+@$z%Rc+#9D{ckwwrq;{7H18vdqMK>Yp+kp(6E7zRQ&x3; z(%evnHzJ8!R6LW)D84?vKTE@u+3(_)Nx*(=qYkt!CSWsn^6c+8B~HT3ubVi${VH78 zA}L4{@x#D7eZoTAR)*Jey4>_T-?)0R36T;~eN&6vzLTk~&#CdBCPs}HbNq{dl#i^=&-uz<+v=pzf zjHj&DOMR#^-p$ml`!jaP&v-X4GmBYJv9`1eb8_=(ut~(#0Xj_Q+CP+|BbAyGM5c(} zO2U+{;tL>S4989ze*H#~&zP5s3i5Yj`C81l-svUI@bP zZ(-j}UPVQ^gV*jei4JYv(?pH6ER%fcH)ib`S$WutV|6)$Fd`2OSfC1F^N)EC{y1+< z)G(gL5b?kFj=4XclXyw5S_zlql&qz} z0-KB8TD2YFa`!d~PudGsDQrw&-pMh*|O*hVYAzcdOW6r zb(m}%m#%s!*5murwmnBCMk<((I}XRFoUJ4S`XgX^hQV_Vh~MM+%GG zW^&tkJmobZg0DhUUvSfCHX{mC9OHiN89(ol`t!2PKRMp(=et+2h>E9CYS}jIP#1xT zzrLg}u4GC9Tvpg;d%jU_d#dzTe9$10b-rhSF4YJYTXB7uv_E&jMJpU{Y|dTEH%jd& zgZ)K+25Q{$=3ZS5V*d)eg)4}c9(w@#N1!3>lT3!Ka?afEAR^zuwDIylI8mCrhe1hl zkoMuIcYl;{zGd_?1?Fui$tQW50LsOAlcm!0Bh!TMfn0t*Qa%PF@BG$jyYkWA0a?w* zCFYz=Gtvk1hmPAZ1f);#UkLoFesA;Hsn{xfTW_;Ccip(g+O=HTexS&WID~tqUW!Wvfo6B%YuA`Q`-<`(73dAHf zCW-c2AB)J(2G(q}iO+$Sh%TT$XX-$PC`&HYgW#P3Ll={|x&Oa-ChTuZ3!yQLrJOkf z6<#*ZDopYG@wwr*`jOIFy$RIDz6n?A=yN9&R?p4jSZkYp%g?ZHak3fAXLJv9hg?@& zy?L}3S`29O4=BFK(|@ZbtjQeLG>QBeb>V+m@*$WHWu4S}U1aSlL!zvN*Zg{$J2T6Pm@o#$*@Nb7d`A&K7xS&cs z$c@E?m0_WJmy)i@d*2>7Q+2sL<2a7yr5>x++)B>P-NQ+oSuL zI~}FEbhRg-iK@+a@;eYdklxWs|6N7!3P!<@Tf}(4iabPMCS_7X|DAqrKtl$Wi&|il z(@wR=E1mhmL{r^1Zo!DrhQ5XIB$ zuzaQHYn_`Fzq3iOzhjcgg2LEG1^({*$y_8>nXmhx@*7$wYkD7mdsdgA9X)eQC-T+} zv>ZkV;f}|@g$W}dg#68BD}t+)+lxr`fSS``L5e|^`_1-)Pw?RRv41V5Kd^-3svS}U za5bL$*2w2+x1|g>#@03Y^UCPP#bjNjxU1YFGh52+X7)KAh@N4Ay)#LA^G^qZD%8f% zlj##c5nV)NDt0or$mz{1VrUw|J>Bx>wAAzHDBk>=gbKhy(K6Ej7U|`)&+)ge+^0<~ z`FU2uN=@(Z9oFtb`m^+RUm}05eT^Ez#-qwNnMgV`F6=8^EWlA3yqqN4mlz98w)`R8 zg}+ndMRUARoUAZidz9zkvW;K&2*hn%ow1as)Pd*V_-(pslr^hF2B zM(?T`+g!qs9|3Sa7hVHEzUldLRkVZ<0}k-VxpqsUgyX{-k8TTJAW=sU6z67Hy6fHf zj{oPp+jNVQ@&MyP4UdzGohopSPBIGu`xYXOw}tAz4Ep!PN-r;MJOB%(we2Z3^(qM` z%RX(h5yMWyt4ZKkT30aR0!bf>(nS2RA;9_{x6Aue4$sgHk*eueJjC3bKn)j!Uoh>$7H zZ}S5O?=#0zz_7s2*J@5j1Gt(JdDAT`qH-|dwr&m`LYADt0>g5Iec_`1}H zz~I_x^#{xT$cu**l?`CtO@57eWL0QOb_9K*`fNKfq(YcIYtvM13ltIf&BC&YhI+tF zuUhJjM<6A_;}7M87V^OKkn&bDzVcZ4cMcw~4Ul8Regq_O5*IIX;^CS-%9odtA8q2_ zA3)#5#TT_)ls*o0HF(lCMJ#QcL^1I@WEy{8?K}HP8o*c4A5-2Yy(z|KL*U zyk-AkyjbCOiN$zEy=OEcRh{YX&ZF*DVmEkrWtcJxv+NHFrUB1zIv8l2W`9yj_iAV^j%EM4f%M4EPX*=${7D->w-42`NnXX%Li`IZ=>HApeN z*Gb*c1=N6)VXI863dmwcFSfvh)`$j9jq(LC&r%*gJQaUopBkBS<2m7&G&@yy|Bxh8neYuA*Y|UeJB%wxoN$)sMrQjb?PM%SfI%$u zAOKe#{JrY=poSEyNi)e(r+yr@e7=e!fXiH4SeLvJ6Bd5|?p!{@93-gu9vpuo*fky)p6eiJ2-~cWabp?7!lE#9GMJ3vPhr@e;0o>d{l|~vrp`M$ z=`58`7;MV3WPY%{8&xwE@_6eoHz2uvRI6|Q6z*Il4aPdVbM~+ZlBKZ4HNopsZbjZ8Y<8MiQozApc zC;p#Y+sG9Dy=n;ci))mh(ub$Mwx}$w*bmT)!cHytn$h^@1QZP2vVGMgB4PREd{mz; zM{&6M$oj_M^1do}4tf_L^g6EP0mnT=;(T<)eeWtkGN+jX*5Z(He4I7^sxpdeSP%07axs@ z5oOwNF!G}<7PS73GWD6#7gBmTil|E8k;N(1)M2ay^Bpr;pRJ{U=}Czs76xf-caPDa zim_2LznZ~sk|YzA-2mG<4*GKZ-$JZnu9p9fRdb8LvthQSN(K*8wzBUoX53F}Nlke1=^$HPKK;|pn)o-~QT7-U7W%W-U&sqoHR zNh@V)D!C^;$sUNeZ1Y>)W?$k8x_F);-NVDl&Y3xalJ)Ub3#$P^rEe~5Rpe~Gb0*ZU zhONenAZJ=>J56dm%)oOE&-8!{r-MO(3~)=Z*V__iosh1X_f4f)rVL0vrUodVdKXpJ zsY+Q<+>8RRW>^CRcQ@0cs@3_;GBOXA^Z(AWiLJvcQ6feo zh79@oUjVSqU!QD-@YU7_(cVTF$91t^+`*m!qGkF5zW#W6fhD`~5r_UqL=sidC_-oc z>cPQz>rmn=evP7vG}jZPQ6@r>oS;4TG1bU(Z>4wa(KQg0v8~V4EDZt1sOAif3Ib zF7i4?w$H20?Ps$pb_1rc*x)v~Oq3a<_>!|%64K)%H}ILDW4B2(EO~YBfacru^Cxb( z19c0+JZgFg$CmjRKqGq5&Vt?NcaTnRaSX41ylb+_oueTs#P3Yg+_avny=z%bfBYu) zx-s-jXsX+UJrrbNox+)AAgeY3{U)X>H8`FcDR;=Fx!5;xS9*hq#3=~Vw(4e{T66|9-DRq~3Bc~Z;j^*22kbiZ)P z98_tA>iFpIz#9&zy1t$VLO*R!Dv_N*S1}VKa}_p%@j`*s`(P2=Q$Zu}<{9<+b&Y?( z`~dcE0TnHvK-6u)Y(*n!MKu(eihKVW%gjkhET^dUX8Bh4$?DlIZddxY^bcS(gf^TI zkJ&6(QBH-#0GgxeW!|^yS2`ZmpwE`Tcv2b8zJS!1(2c!wv^akz1=z7YgK67!+O$VF zKwm@D4yZoXL*;EY&_1%(7(m|2uGDlTq}V~*g&yGJm9zHO1~}mShoST%_}}0EOFvCd zQ_Mfaq%DG%C|VQ$KB-&GHw@Aej;L^uaLy&HB#^lM$WlP`6{9gyisD4i*_oRsyP@VK z7N$Yj9!Px7aVe)CA6~At0pX^}EBecu z7wYUR$70n1;~^iWXS{y-+1}FWlcLz$Y92R;`#Bn4V?kQl|6MSbS0SDriw)N}2iX|T zAp}i=k8m-AsvI;R8Tg|4 zpOnNirE~MrRk!;%ng+<(<66aUo3HHolpY)UhYfa61Zw?ypyNdPC5Uar(-VZi|lLdN`S_M5Zba1T9OjX zeqLWs$#(USqtl8D{ItmzC&M8j64Q2=!N1gpA4*PNs6-KJ(481(R?N3M{;Xp*rCzrGC3@C;}Ov|Ci)g6k#DhDysuH_)5_-NF6`mJH4@3?k zs6VW>%7oRs#?oLrUNE}r%lhzkt}5?orNlPeqtvd|IagOn^z-LhoKUGH^;7T>n#hBS zFc|e0;7k;4oM7%{>Y4?OP`P@911#IJYTxL^o|Qgl^|F;uZMV@|HGv`EHHF4Tx6}J4 z-pI>*n<9H-SVk$=O?tQ*0kcSAu+5^D8kxpqRJ91*wgN*1S!vvcaSi4~1yD6^><@XbU7Z549 zlx6k)b3DhaLzE3J#tUWObXgKHQNa8Pb30g+0nx$P+g(A_`k`E$*LRWsQ3!J_Xn@E2%%v8o?V?v#dWhJn z?01`2`k$?h&?c&lp0>XvAv*t85wFrq-ho*-@qQ?L@J%a0NiYg;{VNn8m*Ve!OzrOI z`YB};(0MsB$l^)OIMRSM=j9UPAE3?+`rbb!zC*`?S%95ZWdFgaJ8YGqX=swz&^?6o1C_^GhUXf|63^IJ<3a59 zncD?K5EU{&K=ArLfut9qfqXdxK&Vbl9uz?+!hw+Ip!F*=JjPUm>7yE}uD6E$$WF1X zu$!4TH3*=@+ChdXE9jy`<)))cLk9q#+&+HH{Aw1MqfQ3+cRLx-UwkUm_@HI{16r6s zIHjZa-RVkXe5Y9k@DtrSwWfIzr92P6GzU= z33;&Z(J^(sq{ni3e(EXoV>&^@9yxYDMYPshmS^W z?5K~(0*R!O!=TqmbUoeTF02^&e?aqr9<379@->f6pD|^0u5*D~bNP^&7SKhH677F> zsa`}GTF6F+1K79tL3MV`Yo8b7Y847`TF z!@9>}oG$ORQuL;d@PDtkh0YJ;ESCg z55v9uk!f6;SK(8-%Y@XO{{%PSkXmro2jMNkvkHn?WqS)f6S{?RQ%EXZirx^gzXT#b|CEk}HRS%BXwO2u}xxIg!4Nyd)xBA>_o zuM3~|RvX2XZ-7EG%v$9ro%blA`?6Zyx0L@c#)lcrAn727`4V`;T4XMr!LRc60}32H6Frd6-WznSy;XY*ZGEdm|tfY z|8Q3n7thjbEWNXC!b99$%-!ab0;j)$1fNd!s7u;T6oFOGNwRF|RixaB{B!e)7i`lU z>};qR47*=>n8es|v3@aNx{bd~jHb2Dp-Alqx)n4WLHT!ru*ak?47D4Pq zTAix+^Ip6fSXCC@y8RK&>ylU{Za5eSL_YJw=e*2m_WTuu0z?zV1{t@^?8?z+*Sax7 zjeTlbW&*f7AR>v9I(?k^TY_b zt$d8x7He>R3!TSVZjjZCmj$-4^aWXJ7QLYEol@CN`z`@)E0~ z5=q86=8eAMveGl}yKt!9EVP;1(&;Gm0>UyUW#z>hM^t%Zr)wNB(PoO`X=m;6o0K>E z;^rlN*xl(mm&aSYYWcz2hyM;pbFa)?bl8~bsXK(QX$4CJTht>Y$h8F)xbx{+yrp&Z zBO0^3zi8ouKczL(=RG8VK zkic}O$}Dc~(LN_-=T<(-O`44JmjC}2I+@&k!`Ub{Zt62^FJt8hXxzI)ernxIXR-T( zR_G~v%9lo)@!7#D2Hb5Td#)wLQBPA6qq$>#ONODBp;~A%v$B#v$;g$y)+(1^fw#(1 z0q_EV7U!z)5>tm}P)?T2(0?%6Gmbrk(+^7p7t=kYt(Qd@Sc&2G>^ZS6nL5R!%bI4tVN^Tv?d%Te@?O+tx~TjF1T zOM(dq-EM$lV0NdMz1|Qm#}9d4O2EH{86N25Ri*X{C?AP+#iPgFG5Tj`#)fj5;;sH{ zncPy#owhY6DXL3y7B(Uvo%lC%lX-D+R7KC;KaFE} z${))A@S1vsqt{2c32?(tGFzz1z4h>uU4l9U2NizrFj2gV1bkhHXT-sQAbC^ zT-juRgQ%nw%|PXHWcp=95q`fug)1505wxjqd(|*8NKI#XFjP~oj`njX?XI(jzm8Ty zfX;8pO!R$P^?tFBD#T1Ao~OVsDJ<4{eEh2iu0g4ZmOJ$PH>7f;s+)hAYf?6bn%+NO z1QCaP(tmXdUAd68gR_r`ufz)`jOh)+Jza2(8}y?PV-ne-=fe=bxpwm^bi8%soHvm7 zi487V4V7Hc>X%^r;gm^)|NJW*B~tu0`_=&ap#$vOdbqc%5$#Jofce1Xpn!HLHy`5_ zR;*(=xA_mFn#fzlGXeiie0LRvSm0N>2Uj~LmaKm=wC^4NUPd+5iW7w2|E)>A%n|K9 zgn9c4I1R|{2AAy_c`W+I3{Wvx{oyx;U_JG?uL|z%XTZ)QBrs3G?Nu1A{A@dMBldA%BA(pxSB|$ zgO}Aj%XSdpdWcbhb?v z8bW$xrooD0j9oi29vkQQ?a}a=F!-rIEFt2N!ER{PF%B`Y=9d6Lnx>vF`l^kuUOwvW z;>iA3}3{I|kZhgLtKo-)HiJvS94_KG`K1j&={GJRt2q_1>qG?v!lo&{@Wi z+~0-~(&6Q=8DsewfpD$mBp?RaSfKfA4U*+|S2(B`te%$rV!C=b?oAkqoD zg@+5N@Z}65 z&XETx@woNQ+jM!k{N2aav1CWE={V&-49v$%^C=k`(>2XpW>mn-n%l9T?VR&1|L6i8oUW#71k_l!KDH5O$64iupI3uXUwuY8}0Yl)Bin0s^1 zF}CvKi%Dz9cVQlNtBJQ&^Y9|OV3G!1ojlT@y_sVXV+0^)ko1o~YUhqeApN5BWRiCbf1;gFw zns8~5?B6e64K*d0qh96-DD>soUz`x2MeoEZ)&I~c!lk)Nb37TJDJ5k*C_M8 zXTnjdBcpGP^Opu`YF_HhUFHPu)$p3>SUHm z_RpMZeu1qnX`yFON-JdS*{7C_x!6WnQ+Ic0$|S?6poh50BXo zehs?}g~8nEA+!GYrAg{SZa*Y{oq4R*6i+QG4ZOu7o}+_HTB`CG zOJ#20L4d>}6ew{t{u^&bwtvwCtv{Xtb;%*QB7j|G~%D zJn~p-HqC1#cQ#H)S-i;BIA@8Ax|Y%YvV&3aj*xTa^_p>Gl8GG(_xI19=$&@OEnlai zfB?2-EtI}B*D4>-){?k)dh>}fN75i}pEhow-VL#wD~UhZ(%L#}?UNG^J2Ce5K1IlQ z$QPFOed|XgzS(@sRR*2Wlf#w+1$$nG+ur#03n(WMUph;_7UixCjO3qXNd2rzmA(V9 zgw<1QJIim+j(jK4m|aFv>l=N=$V(TV`TNvWu0ToAs~YnRGhPL3Yb;My?mYL(wr3oP zL5xvT_m5`4a%=UEP?jo9m%l3s*js;-_0w~D$tiW}BumNL*$sC*`q$i8&+X+0)bu0S zTzJJiq}IITWr4;yR4GKHq?*7A!D_*O13d30b@DW4+LymJcVq23bm!aT0^ZP(-rV5Q zdZ8#A6}vBOo_Cc&4yAr9XBku}2cTXvPEe%I>{UhaZ2KU8Si*GppC-iTBj@)repHyc zNB!0fan$GhZK(48wco`WVB5fo!I)|)DtZnJZCC#-s$hbCSa z-Y-@;Qh)x`WBdeq59>^?&k^|NJ~|r?>MW}iZaHIiLTG*~K25DJ+0tB2lLBHx@S1W3 zguu0WMXAGS6t6b-;N`g0vc2|@_Uaa=|L0ryKar21-mh>%fh>PFGy1KUS?|W8a8F|M z0;aQ~GP7*>Tp2z1v@tfDq(nCfz(B+Zm*%dtwqa$)w5sXk8C~>jo=T>At&pO9bPVnL z<*PLk^y-M;m}oM&`$9LwX!lDF|6xEw0y%-(|F`#E#g&g5)@{pD8|(F8MlTBgF6F<)C^tLXUm z3;`T$^Agj9zkwR;&`^jY308a38!O}1n8?C_5U8!=r}M1Q-sQjkWO9u=Y03J-n)BDs zx}K>rnG5<)#&lVc39N*~b48yE-<{JBEzQ!#tBVVcx=P>=&srr<`F-l*o7cB4&W!65 zRQcBnm#(txm2iSSOhvBmoCD=CggDzH%;AVs^rP2>d4v={Wx8!<>H)@vDBT06e)ZTM z)C4UQB#kE?$+mYgNwKlY0?RT^=g$MEs6h_un^ZCH=S3Rj@b0z_%sfgJy=aWAkUqlo z?EJ^h%voOeMFI@aWnc4NABngTGczXA!6DoZYqX`-BWx}yJNQWa_Ka(#FkVun&;EZL zods8vZQF$hQBYFpMrlduWp@*T7?jE|kyYu<(_xlC2);0IK zVxM~-JCz2+{uQyCQCm&j0m11(D|`i@5K3=T*cT-RYu>Ous1+o!bfoVcQ?w;*libwe z&9bu09qnI3G2BTv6m1TE=rP%aV;kx27)Q{?DgbgBwwKu?6OTa?!roz`G)cc2%uqhs z&{blwp%Fmn*zUeWzW*Q{%FSYTINTi8V+W3CMeba|On;H7yvAE-?}QzK=QVF8j_N=D zeC({-rpkYyj-BKxvt=DnRSS76gatY%M7tFiEsbEYOXb(qOO{coQaP50U&c5ofb^pjt{KieE zo=%3}Qz#M5dymSY)dl7Cg59oF-1#Tvv**U&1I;>OWZ#ok6fO@Vo;l!Y(BQ`2lZMUJ ztR(Rb`kyR*pFFU3dUrk!W~64Nis%`i$LOwPHX8J9PGrt@0!`x9Sv+@^g^)=;+pk2X zvg($C$zPOzxQZkl`B9!>6>X$ZBV5_HwUd|1W+TtXBc4W{f4_X3_u;r(_CK5Ip&zbC zux1enAPDmm}!c1P(kJ9vDrfq&wTSBGD?*ub) zxdDgTyzsaM5H#xkzy^$S7w2-HF=UJ-fMiGy3^WehnR~zfKGrV`_4KdMlQ6^bvp+@K zv~N+0Z;U2NE!lJjuWMWHDzn9oT-?&t(Y!A=ROvu&V`0lzy)j|^u){G#!*lG~Eic1y}XAh|v$9Paj)yCui%toNdz zHzq3H%4*D$n1Wt;n^Zej`3!r{3PL?v#fjDjfO=?CywluC1DkQFVRK5xs~*Sn-j)kX z4$E=(3b{+&mS*Ohr%1KE>iB)Z%Y~)%T=d*1ZLHaJL_zPX_FKSzxwVLxDLW14zJh|3(Smwx=Yg*}t?eERpzl zqFK5<^@E78u8*GkmI*vae<<|3Vanph6R%tnA>*2eyzQK{;Mfc zo_!Z6yg01n_BLQ0>kq%F;zOQn7*Xp<_{{R|ZO#oaDB@0uUsJ$3-i50v{5Eoi&pau! z?4IQCeMV$m@6Hl(aAm{|HB(;p{IK>?Dk{^bpP#Z!_1w&u09)#&*vFO9`6bUI6-z*r&kD zRt+<Y1fa05^#1UiNp5iXYg_V!OfMg~IcXn>&6j%fQv)HAOBp!D0l zTp#6PurKoDU*Dl&Fn&dLuHLUXS_j`fWXg_oQdC|-P$eZ}R$sI~nO1}!0*w0cd^dnw zFcsx7)x;B*-2HWI^vm_>)R?Q=;KU9`HwFK{UhhDyNg~!Ct8(e8J4ynS4uoXSHkFo+ zd6z~vH0N6>xT`*t=aOUbKZv{EG(8pa1)a5qT~|*24*q-RG)53&(O?>V|1rkqDe$>O zgzT)UT;ocKTkoFh_=9*hNW~paF3!eZ(zZ*xjS0X z#m)3@-8YEWpV*b=)Q_Jksb#!N>HfU^53LtPA6vwvv*oOWLXvn$G_~*;&tR zYcnNY^?q^FLmz4X{+VfzrmgiH8P7r61>m-Ab6Og0un|G)6zY-viN?SPEo}3`gQlyE zHK}?34dKvz1B1$6e=Yq=@`=D`&;)kMXFVPz6|;wv}{vz$}EG{3La&AC$PvOFf;HnzUj6q2QTp`L?Fn+i&e^Iv()q$aT^!smS#<)guquH;H9 z1KI;01wHvId1r*|9my<&!8>7DvcQ{N3#r&fD}`ytp!x?z8|>?+;+1U1$yK*g1^*~3 zl*BB$)^urHa8k4=z}S&9Z&LKbh!b!2R~zG=w4!(wf8DiQMeBD<9dUI?POVrghJ(LI zh#CR9gkZl}YEKbfA`Wi`bdjP*9ZTLN2Pe5cum#xXC-Fz1w)LU(cKGJ* zd$cTDu^tkVfgi-Z)Z!S?mtmMblFm!-xF0c$2@$53os=6AAp=+g_aljWAx_9BXvS)J=ORWWkE(@%3yUBn!CGCWzwg&a$$RF|)^xj89M`uykD7`@5kk zY-Z1tFE7pSXP+MhNs~GEn2mUs+K3PQ+_EebP(c}nC%duVdn|oD9|M-OdI8XjTA!Cd z#?eV`!}3Un~{lgusp2YKOi{^I-$x<<5=IEfef!>Sy-D3Oy*%56>9 zxRDMjLy;i1$-;SyPwS|S2pPZ($iesWU*ya*N46;pyOPKBZhTUIRA_k zcz3GNrE&7DUocVavh5Wy^n z<@CmK+3+A`Y6r(O$~#ltf!SeL!STLAiRZG%+Bbb&I>Tv$8|;Aw8j!a_4yUIRk91y| zNvrkD({P;&Ep&cn^tP|Xr+bYZvjJY$1W2dcU9Ye3kPKMLb2a{TQ0g}CD1PkxF8cB* zqQuo5gH}Uoa}U#GRbT%zPR~V|>rMbq0pdr_;{`Ui;Ecq>(d@?zqvc}0F{t@q88xVy z0Pv8C74;L5)~|ap$mB2LV6L=XGk^Bz$g)6E zrlKk0C;do6iYP^qGj+z&?IqDbX(B~aw1Pz5tRx#$V-cMDTECdVe(!JVrY03mFYi?N1|ABnQQFfo`MIf+>Kad7`v@Uq7=@R$T>CK<7P6f?q z7JvM3lOR_lUnHJ(xz zW3kwECOsmUkl@mx!0}K`pU~|`+wftqN5vl-kAxdFx_3`!sjg4$5b*8drIV#4d|GWtsZwY+7)O|FcHe0%TeLekg6nwATt*P3>GW7bnA( z-=XL(6gWVtSzcD5D~#nRvfgncZcSRj_W2f%5*hNY`j*I-m0$H*Q9CsUUOWBm-`t^x z?^z*-O+4{k8vI?3FYx;N;63}dX5WjMN=nj5Z8oNmX&B}oR^7uDXJyoy)-)7pdiGsE zpJ#>T{6}Wc;@tN(!_mTKzxMI%s3blKVoYXoEZ3(d!0a@-@|s+jv{ao8wyYo7klLhM1F^o``py!BuBU zNXNnZMih4`TIbk3-utXjTje;)p)8(&ch`%D3a^1i+CQefa7FT54!wkWK6T8ztarTv z7EM60oth@B&U?AXJVEHglt|iGfvew}GsU8xE|hFT3%4}Q`~!#k5y#xv@AuOs7{d-m z^8$gO^DxE`8)_FuoYBf)uN`rf;0u09DFleve)~)&nA4BU{m!E zZ|)RD=M~}r`EMfe)V>wr@{+VOYxsG_wTQs&z%;x8NW+!^V5R!0U$XrRhq_Z>zO|Xn_<$2 zwiKe)$8zNTA#_-l_^H+~1uJlU41KZgWYEmec?=j(8{GZ18;-s6c$?I)+-tkXQ5^6^9log+yQSJXP{0x!t-ZLlIP|newUF)jLwX?%!NjHF9>L9_+y@9z`ZcS z-+4ps@r3D3AKD`L-Lz&a*C#WCAJDDF38XU@?o7J{=6UQ1roo=T|E6o-g*R0*1x{rj z->lpy27e?~x`p+P$Ws|XnL zLa^1(N7IUO!{lmZilUXkag~&f=LF3go+}GF?=06CHt$U;_x;h?ZlS#e7g9@+nZT@( zBIorveYdT@=Brg@3iZ!VqCv{=WdJ~ar`1D2m(Dcs_e)u(oeBT#0nyT5xUvsXwLaZ7QoIR8rga3^U;ErfN3AH6{CI!w z#rZZX*A1P0&pFkbaakjIq(Al^0nVdJ5vCH4Uq>gg1B}@z!koHD`?u}yCE*X^=D#r* z_Me3hLo&3dVfD$fTjp3!ZU0^jVP%$Qm%43Pgosu2*jLfn!&=o{>jv~n+H<|^?~xX# z&Xz?fkPCf;T4#1BytBNs{GndaDQ63vJv`Nq*`AG*Gj-g+&+20RPIUq3mx->#R4t{q zyWI*FkSC`p-SwZsujralGWM28xOEQC6U z6Ou*g$WpfRtZb;aVoaCzRfA);fYuQz{$3MZsC{8C#(4TKI^rIQz09zmX;BM{A>XH<4A3`_DRN&n1O~$`rrngd++*+G;Y?$e zqlPSS$N;Wl>%^p6VSCN8OLMvO_ zL&VnNaHJvpq`)-G`I%{fEBhxL<5T>`C!(Vw_@P+!rtSA)8;jY^M;%{?&408dLHDlYl@jw0(f-FVpj$lifO2sm|J0LtUW#8S^~L3b zY3(^%&+nn;Lf90`FpXo&C6K2LTbsUiBP2XgI!WDph)C}fZS<{KDl`+CwZ?cyFdge8 zsG<=mXiMPn$B>SiTnk9+>IE%Gn*Vw;L;-voGfcTvwL0N+LdE-fU%sBPqw!c4AoCMU zEg{9a-xfYcOHS{FKCU1tFRQj*J+dPr1WFsw`e^9xoJTCf6XJIrYBlluIIV3lpWi5qN=1}`KmkJ~~ z0TjJ_9&mEP_rlsqXCoUe2lalj$q{{SQp@@R+JzbnCw`Sri8m4JAk*Nt+m5=C_zwhj zR$d^F6y02@DT-ESr4~v+OgMj2&mPDajk`sf<;I*1r)gY%6LBm&q7rA}s($>WQ(B0p z6BwNHi1^oN%66)=ZNKt(3oUc;7d#ep=RA+t!RpVBY4K%$s)5WsQGdrT$erQ#=$DC2 zy5)Nf#9kBM{lQA}HeFjrQ?%Dszx-+s%3QM@^>~7;+lOW2o&cDj12)V%hcto>u@B~Z z0d1X1Yr>Ll*>%$0n(e>X(5!I?5!Wbl)JE%3Lu|LAYjK7tj{-i#Q$DEcmt`x(*#^@N z!^4i-X=*Do&+XJbjL+l4|Lsnt^oTRU4J#$4MMmQr@$8Feal08O;@Vkk zj*Ny4+=ccM3Us)@DfB%$A7-;d(q-XB+tse=#m3!mJD9H;KJNf;RN42OMaC_AOpKW`O$n!qe-;9)EQk~ z$$_f8U!kD+eVg6&seoom!9Kxg6$mYCWH`NW1>V8^AA+^do!}3#`o}FLtE#*Rap< z^r=xb1gJ_}z%^J)dPND2>kBay{7+UI#HKf5o=%*UB=0Tnf$A4{eqRZ9S@B^0+ot zM!5QZMG05x?<3j-$GmEgwLh^;=EEKq+a*8LQ<}Vv!BMOyda4pg2w<9R5nfZ|R8|%^ z_ZdLtr`bH)3ADx?x{5(LY&zc0+I|DeUQaM=E%eZno~Unev^V+Uo%!NA`{^F52T2r| ztYm81jvz>Eo71)^jJKRc_5W17|DkygdLaS44mj2%GR#JvM(g;yhM&%puDi1>YN zHVYipbRhzXLCe&Z$x0r0NbMVJW-HbIj=9%%79y^%yk03|o3kzSDtc zMNi-3-LNO)W3?L zU6wwCMkl}3)lZ{Q3Vw>%bgjfC|0+wMwq4;63@~4rIDwAr>pHqObB*_z=MNOER@iEs zTIX5S#Re#eZL@110k1pk${+23WNDv9CrU4wK4u3p>0%Um!(4ouEzomm_c6w=x8B~z zGRMPU0bhUcH%#5~e(gbpB4io4OEcZXbCLn8z1!o(>_N@-lz6X=QYzxjqsIIi!&5Vc zR;uiV(TBVGgrw)@?t_C)FmAp@_njn8Nym@idLt9S1Iym*pu51J62Ix1#c+2@4@9+RUJddf9jO)mc*6iBv7Unwaw;BLDp_GY7m zYEx7~pOj!#bsjEd-`_vxM85bk^<0BL0Cb?rI13^ z#=zlY1JI7$b zjNrsS0y=lnrGvQTdmlCPK1DeW0{eAX#o)@K!r77H7DsU8rcm}67t*c><(UZ7Z_K@v zKbphIbn`*WBTsys+Kd6C=%nK9v!XgleS5j`wsonA8e;83#9rMgMt6KTw}Qd}uftnl zw9rp1q*}=yG@w9m{~yTg{6S07bUjK?A#BK>K6A?~I`f6NBDbg=QA8l%^I8gJDcS-2 zLF;N2r4DPB1U8CWb3XE#pPFFdE_5<1+5SLm0>EDjOMJy`*wQ83!$~ zud}72k4GWRGin~YtVBBZ@3}8(@D=PjFmzq3+5>avbg3<0uM*!Gb=(NbGk&!;x<%r?tg}W)z5$ZDP)^xkxdpGAUeI* zN-$hG%%W*>qNlVv;tq5vZ&SDJyeJ*jx&XCemYvfQOy6{;GK78MJ4VK%5i2^aI^@l zdV}0s{A|erGTR;CNQBD&ghXEA139PY>vTKL-|H}M`VM!>+=MH5YmE>l3si=?vcZkE zw-R=CDGf7K&K%41j6ouH%l`_21=G^a?>X_4a?Z^1I6M%BOtc7} zJ)BSS?aM5$qiz;C@4G?(vCNsf}r+3yKbj;<^U51mpID|WU|DbWK zWia8QzW7ClTzc8a=${s;f8}A*a}{hNkBVw;3H5HHp35F2S=4l3NRuiQb@@FSwbE4g zGtMHAj_!-}vE^Lc53^-f{d(3Gx>ly@?aOfaZ}i1Edw9mJ`kY>2;#2&T z;({S_vHA%R(|X@N?b_;hZ&z6;qE|2B2{Pr%4Br-p^nmeMPi3dLkYJ9#5^u>KV!SSy z^q5+e9zkj5iECL&)z-Psxp;jS34zhVWeY-->)zgcKQGDfcO5s$nFJFCIXhQyf)zA$ zv^Xe=Dz9&fp2W`oz(ZULYhb>&5)LSQ;AjYGZ#%wA43;=ca@6A?G@sygEEXw3YfOM) z#z)VcWqQEUQ$OCX2o5|!`x;qt+NWVe1+nbO+ZWxYk?9Y5ViU}DEL`$bKI@#B*>XlG zce>=PBXo@l{U}Z=bKKa!eWbSl_>AQOi1_83znnPVD(+%oql;PM4K&Qn>qAMg6FRG|B3FDz5KXOcHV}TZM4#BOwbAs*aAiwDRnZ}R zSs~u@A^@Y@OIF;G5!eI_lJ>MO)#YR4EsXAso8V_3HG=Twe;|CHubCFB^2obuSw&}ST1hQVT#JRa zJuen`;mpFrv(BC=o}QEiwtC{iLvO3$^#bZ%3d-&d(cwwrA%OZ}c$wqD!)?~qxVH)3 zO@B{j|4RsyE~nQzzuU&kq}A58ZUkK!DX3doldc-D#9?B0jN^p_4@$kl*1bQ}JEtqz z&`V$jJO%JisAQTEIpjs*PoA!>LQRH|J*pm-lrOpZm|1^_vAMg_XiVdQ0o5UbN43YQ zAQrd1UF~j{yTGQBfp3lSa!&1=Cv*PghTUCD+!jIVBkocaNNV{Ly6hDygY0G;J zC8=gTc^R9uP;9M0v@CpO=eABdgu#p>W4U$TeMefAdz!|=w_Jk1EF^@eMoYIzno1+V zH0$knUCVYh7(RTjCsN@D+Jp#BUZi8Cx(b|m=9l92NI#qe372nD=WvU2%8J~1l6RDz zEh;)~=-^igXcc&PcRIg$^!+zayhqx~lzbFzuQb8x%3~6yL6~rASea+_xAS!@QbTl5 zr8Z0QpOnMkAaj(VDur<0}iCLDbhSP+TduAIEI2OnR@Eoj-m<6*n~BP!6k> zx4j`Jvor1D_Vg?BEIp9B70BEQ$6i7$(0~D?B#bYDUNe~Ky$J_)U4&UArz-ayyVif@ z7d_UPY$;CdKzyVRPZ0m{>X4k1C4#x+{&aP=$px{>9*!y zAX29=sl^+ks!3bWvP2D3g2zgJI?dXNC5hw1kl9ze?`Y5+4ZF`tCVEu|Wga4 zWhT!NCa?-P8YmW|sm62Ur5D+Q;7FN%XVFPzkXDlwWi^G2j2V@8GNNC+W-i3$rInJ@ zl(*5N+hDc0@RjSFo?70aPZ!hlLkZ1+np+^iV^lsrpyE7&VvcF4toW@{-Vc3~(f7U* z9Z_d1wNxj?p^rOOse7vpY^QYPe-f%?-{UUS3VdRsq}P{bsiw0cvON&?J%CtxI&Ssq zgpJX)rDw?2qy@$yEq0XWegAIjL@V=4fCXh~H;}_7(yb5Kw(R}>LK0#yu2YI>kL6$_ zC>V9209IFD&*C78x-V9}rJ030O(#gFOsni1a}FiAv$K=Yay;q!pHTHuj zQe}Sb$a91jVmgI~w3YSo>`i_0q}&AxU*{I(d8L5t=@q1oanYDQ{*8B1R*K^WB+abR zM1>-0SA>7cc#1}mi`8=!@|U^G>EKC0hFXvIv4Xz>SG_Gk3&G3ile&qQt`ve7pGNK^ z5Co~JpJV}YCEI0|9Q@iI_6on=b=QLA+2oEaqEWw=X2S8MR^A%xM>lL#O3cwN`7*J7 zU+CJH%!_6hWYt#twj%9JRrp5l*Zy$xywbun9NyBJVEfk;S^C-SFN;asV|Og{Aq3i?*jB=~QBCcvZ)HuKFhyrInT!5ow&A=$tx8uJ z9ICjWmBPkHPdhqynScdP?vHU=s=fc>W^@OuUdd7mmsyzFqosg3qk)v*X2q$<1f3}n zQ!j%6bv0|A_m)(7DDz9w(9({Hd0f?Uschjl?Oj&BSIx?AJ-!*pod}klDNx4?x3h~$ zyu3TB&8TZ=5U)=0+j#=_Hn9jN|wL zkjZ;LSSg=6Sz6Hs7>BF0M@jWgg(*13cPN|{r6(p+g?<(!&^nCug+(7mCZ_S!U zE4ilL1XiVOX|Z`S&*GMQSEUw7lJ@Hq{Qwty)`+36@S5eHC(8epOb{+lnJuI#Jk&=v z`1W341~$?W^K3cXHa&jl+?gVww}@CeIivGC=n*qqKRT zmpPlsHZ77Za@9#erC7uEG5|_~6+*sEJAitnz2fz@YU1+aY7h0uMzTY}^+lb}YU`*y z5z#yC3}CbWK;#hcTanK;E3Xi-_qcL5H2M9;A6HNHG4HQX8jkhU z;_Pnz@s^t+9|95l=>EmTTC%@7E0VS)l=iyK5L556L6-6liTnUUs)c2(RS(cP!=vUN zg)p3`Pb9tlvI`fjwLiR}l|qGa5{%kQoLT(I?X1y{5!rvJKGutIB;%;SwTd~}Y!x_E zmvQI%)qts`pQyN{$8)^&{5fvOxd7o>^g;I5V%GF7uNH+JQ6w?~p+$K4c5c)iX`p;) z@zD84MG@w{SPk$U*=vqW(%!d>7Utrt9;8iOy<~SQvZm#%c*NVY%SQ9{tyXGJ)S(+N zvh?%v5wVEo56576sLvl~J?=2_;ZLvFXlklvgqxvnyC6eNAYQj~EV_IduWwHc)%?qZ zXViB+_pCStSs*=}kdGZ0k}Cc{X&#HC`$Jtl0dUWxcCH#DOL!`6OXr3vMnQ{4M=oOQ zi@1-naPK^Ai^QMvHgM=tvrzBW#v$Gm=IdjigDfhrJ%Xsq?kQj%c#Ans)IqQ@7Cqet z8&!wM&=NFf2?p|l-gZb*GDd?7JWpU7vIUs9vfJ#!!UE&0mek`gMYq?1Nn|M0^w~f? zt-%V6IYDTO=ZfNKma-HwMiVrHW8oxnHu3|wGo&n}Jxb;GXf&yi75{=9j+kiF*G49a z1T{nHJHVzguH=fp5L>|uO(WFuQ&(^2=U%C}R@fVyGdnX^pOPwrG=KeALtOHiAWw)4(F|oIK{gjZ;{Y-1J18-*$M<{2r>QC z1sBdJy5yPbPL9v9PD{vvx@mU*tTR~?Ph{D9vD7AZ%9o~{>rVr&B)r6OI58tp8^KixuL21CX3R}g%#Jt&yU6Shm!$pep9R1Yv-#0 zFie3%oWI={5{{Fi(Ws7xMw$PCs#AIdS3^aprrSOoawdiECJbUm+F`^+l2L5Vw5$0L z3N6fJi^P=m8uDn8X3Qdaog2mf2ZCjH9h|_z&c9h2L7F+frecB%-meb<8!k{Eqg( zD_Cb?r5!7SFwR7Lkgotj?94N=Z}+J-yddF2DYhXbWZK8@((h1NP;4zh-*u#Cd9ij$ z#_8orT@26E{_M8ciCcYgI)OB!Q+CDkHt(3we--?PCnDOUb?U##?FuF61}eK*xoLu4 zI#vQRZoW-}*=~{U38_K^tL>LkUnWCz?afGqqC`U_rnRwh21Rt?<0ihYU&NGAZV!do zw#EDHW=#eYo9*KO{YKV;B(NcMi-6Q$V6SjyTYX`xwD|Cj1O+bQeXdU}Khr)Q%lsv4 z*(-gY#ct%}4`z2}GBug^x4Ve35kf5|;5qe5YpVTj7Jq%jkr)8ypBR}Qdc-Q!Hb;fRhuP3>&vKMsjSo{KjN0_Y=uaLs_n6J)&Mj zx1)hGhXH%=dGD2{#S(fj3>7~{_*|A(;){Ug!;EHSg|04kjnqB;Daj@)w_aI**;opi z!`o903(l&nhb7ro+M%qSYEqpLyUdu>ob}ej$ZXYylrK{5(cNf!Tw`y57-2YVWa=8& zD=1>&7o56!k#5It^`$gaW}N%jR>5sgl`|fA>Q+d4_5NNX75?0^ERV|z5U4U|&1qtF z#9Qc-&|G^&Dcpis_x6Tc?of1`jskfWnzis6@$uCjV9Mh zp61!Yq#BeCdcbaTkb^Bbg)%TVG3|8fJN0Xz zCk?yEg4-s$q{rs4o4!a)*yv#!V}00Xm;%FobYbmg z-Sl-8v6}ViRoTr7aZu0Gi1^=&cRRJlPO-~}>A+Q`Nv--ZmdS3YtALgF0M$>1UI=^F z;PnGAl&7jw?Q;YSJ{gZg#~L_Xq_{$H!0MMG7bU2|CXMMpWLIbcTD)xG+>jCsm35ED z7XJ`t3c@A_+Te+jg%Gj|t}X-U*0lhA?o6D~&WiW(-JtX90E+h;>XM^K7 zsxM{HPw5r)5DcjBa3+@9gflceqkqZ-hlkH}AqPIm%9=Xnwe{$hgSvF6Djs%Ziec1% z8WDV?oAvjvFx28X{l!P#`{LJ5`P`E3{#K|FZ)T)})hmWg#0jzA1l{n%baF)JA}{JrRFG*KmV%hRZ?9bg z1~&_ZNTJ;&(bI4D9Qw|m76hkbf7ljigm8Fgo{QpXj#@7z2@+Q5LM6!v_B6$JoYhh* z==qUNZmx>S9qxsagd#xVp<@X|yz-0URM$i_K50o3K=?ba5H_j;)tV`?Kd9qVbk$s7mT)dM{s3(T)t3H?=+42N2I zllJy$KC^6DrLeuTJAnmIydC=UsqS8!EpvTeVK+@|Gz{c)BSIF3|1nO&I%3bXdW!4l zeULPzJKj3Pn=`F)djb0_VnRA->J<^Z8H;o5GXIUY#SD!8!c;_o<^ib(l0nKMTtDzQ zpsb&uUQyB3fz*^5b+?Bqx5?U~=(GlFB1~3J4iVY}%orNi z*dIK9e40$ea4pY&Sw_&Va(?)*i5#;lN~-ljQ#bWqyr3v^nS=8gk|xt44jq*IH;+r< z9GxBFQnfGOmszNnf|QZzoF3up^re$Yd-&(oE*_E{CeEyUm{8@PJR0Y3(C4}^ztQY3 zdtQ!rGvDU9J9xd4`Vz4v4xg=S?}8Q(o+LjE?N;8s3iy~jdGQ~JV|9=^(m9$@hI>R% z_V-YgvVe2Pu|D*8t`=VrNfdSjlY=>hEt+DF<6>fRU+3vj&I3QjNsF*ajl>>>pmU#dq@S+qHS2->CxQ zWr)bw9(78MExU>#FPshNKMMIW*RsB#_?~$q+L+IILeCZ^OzOql%Qxc^e%_u4e)CZ| z9}8_Gw#t(|+umracH(&r`qTK@a_6;MWir?IVvnGmjY~CC?(TA@krV4GR$XhYb{rvH zKs`;i%D0{Tj2^(5iT!W3QF!L}I+NwZm5LAIbrNWkkNh6L%ewE8Sg7E2Q=|j?{`FPK zX3dPf<>h*qbbHx{XB$vbi%$6%X^&ejHBErWz=Jx$3kC0mZ-wPna5|4<{ z!HH>qUwTngF@5cGELh2MIS->uFA<3E37~AZ&eSba;kpX4UOpk0JTv`lJomlHp&{|| zO_LHm&F;hZo9%$Z-P`SEWZ5^j$fW?dmI0^4*-M-~T=gCvudEs~Q-?h8Lx{cHBQD{% zSo6I*XQuPRY}MWa;jbrl8#~%wwRj~be>I(l$|&2Pn1y>*gveG8epD?p25jBB!-E;W zzbdca12jx{*vlt*2ZAmsWh#tkfP64pAtFq#I%C%|v`^xQz=$~IG6Id@uuMPtW|6)B8H(FTCz20sM|&{@v)*{Ig*_Rp z`!aIGBe@J9UO5`7mftgF+Lif}6$^i;z%-vVBX5}Cn^-*=;I4SEMym4$-F zB+jK;sfL)i;;SEv$o!;Q<>l_QV5YWG#@Mc8*~27P(^*r>7}Tm1gn|!9cUsv8hWr;o zh^f_MPUOhoe?Ze>ez5XH3p;W2f^f9Q(mZ&y+BJr7ZUN;Ns`VU}v=~s#UZy^K{rhI* zoH75=pIw7R^Y$Cn${-!He;D?G)vMl;jb#Yq_8mQ1Fmbue$Hpe7Jq$RsZvYhVX=UmMjle@7 zYSSakDYpzM{124Rx7IG~|G|)Y1Dp6zAcLz`L6ca}{~^QzKF=~hP?C6}tbC~Ha*Am~ zLG_7Tr~&)j6tE_V!P%U#NE4eSyRvR6WFwGIyk2BQ<&1B9{@ewISuy zrd2M5Np!gmkN?id$hDcY-IMne8_pa=Cr$-bc(tW=#Pe`DT* zH#HFM*yqQT1BcgDg{6GbXk2lY{yZ`~?>9kBkJcP`01@#H`?1{Bwng8rs*f7xM{ngv z9<2xA$ADw@u4kWB(!ETavqkB&^)xX!5A^Q@dJAUtRNURlOsq3R?R+6x;PBTyj}q@& zs0^cfuhaV@DS9dMy}!VLOZHDM#G_eDhMC#cE-D!6Et0mDjcLvPmkVvGZ-8FdUqI`# z_WhyUovUZ*64Nq&W3(k5b>FutZy z#=<^>-;jv8l9dF5d~e1&zQbam8LpXR`JH4HNMCaNbm&EjuBUm4I;xhl`^4z>p=kMl zQ5(8q?C^yofQu!~2+J$0tH4fgL7XN?ikKd%K6SNG{ZmMDfku^bxg_V^#(yAb--(aC zpK0Q)`vxecG+CyGsXs=vZ2DL(A%t~$8Bnm_UUVyrOq<$Uk*&QnvBsl0OyE5<5auT zc;l$H3;wX=N4Mv-CkBD!f1{JQwSg)My06MbejqOI9k(@lOqNFKe4y=IB;m9hU7sBs zAUp>*vKhDH2|7+gJAzx3$=T@qS}CMo0ho-G{5!im1^CFmqAx>dfmsSZ>mP48&Qj)^ ziWtdB%X98^EA=`CcXl$zYrakV99)2B7vpojB*!aGaysg<(7-RWTVU*?bC*|m=d2*$ z+H!Cy!IML_6=IH@Tk20C!Zi2v`ON*sFDrjZ$tU-Oha=O>@fOk{0`eeLz3bbM1^VGS z6i76)=IZN5efp%dUdM`Uk&N#O^WON~fgOE49naNz9p6>jqmw$)pXK4ld7wr-;>-}0 z6A5{)NZVKNZ9pX<6}3)^oaXhUeJG{CibRhCMQuca_g6Ix1%U|r0 zoE#sO-gr6Z3`L}QirucJD$Pvqe5l1sSUVN-5e`@cr))fK@2DM&+T|RPQg4y5l47h*vWr4tQ|K9AalixcDIy$YAt@`cPe=~R=dBt|Tl(t(iZ{_sylEmjFvR;I1e2b*Xj$oWiNxG^?A1ni@N&UAgJqd@xAac{q{-Ve(rXWZ3d*`N@ zEIOjBmD()rv-|*oj}h-TY2=N5uab`m9Cl69Y~Xdd~X^@@vr!h_g%-?$0nXzpzunjYKS#0`88-qkDz!7;IGT`;h z)_e1h&h8G|9wyDE-gCMQBqYNck0tn~#XkOr^mTfZXehW!jrV4MrY%w9BDS!~wKj#|9S>Ot<&7zH~ZM=^J4Xf);;&0QGda7 zjP3xQr7ZC8V%+nam$f9k;*;T_*f7=oU-?Vs(&Kf}H`vKAA8#d$b-EO103(uAcpShJ zeMbA0=q?u2=QAHPbDYIz5n(>9-+XxfA5t9VP%S*Up&G5V!?k%rDM5%%D)LynSArH^ zj|oe?;xwnw1hTDZ@%+ZtU`>*rR_nA`W&_UmQ|PwPsW!eWrD|A}yge=6*6UOC2tVyD zE2G?o`U9e!0g%$sbvu^Kl;@G4BXhH(qCF6n-fvUAAfcCb__}URi_XIh5HzPFN9Ev2 zUATh3iF#d6F-wu*%R|+M{(%H#xHRcPMl3FFAa7cKVjtOK z9IEg407~%aBIqr)TV5we^q##ZId(yE^IG5Y0|V;SJkrn2)6ine&tFtoP}bpOdGS&hq5CE}Tc$*c*hBA{|A}QhDE@FYLeJe+rZOl9RuHz2 zZ?mraJX3FYT$-(w3RUJ377xTkO1Kp_)oFfGU1p<`46fb|Hl~f)OotfB)mSu-(q>md zOeVPMq#9i>8Fu67wm-Xbg^Q>K6)N895*l@U0&0uLQ}%f=nM%G+cp=H&J+kD7M{Fbf z)l{Z-)r|T9XVYF3M}bNkP7My`17yXg30oh%2gIM*3hHO~|HvbKqBkuT%2}3g{>o%a z$`|B0%DOrRkW-frd{o;UQ+N}YXhd}f;tO9V2+4f0uyCDp@;S0>0mR}Ki)rO}96q={ z*@fsKD_Ek&A}sUF8xAZP7X$u~AwSCtIei(JW8_Nku5l-|vk^-~0R4S%zn;sA{>L9< zf|yNAaYG&z;zUYmdnfc0@lXEtP9x_VRB<&{d;>lwpL#hpOG|MBJ;sI0}C*AxZ& ze&PPAfO=V#-zz~~J6&PU&Ac#R$cO-BhF;lycqOKpSfAczWL9_`&o<=I<@ZOZj4P2V}6p!Aa)=>#R95KRgRby!pDM z%0BIKXHCgPAFjU8!ok?<>6uV=DxtBn-EIXGsP@?TyeQqF&?sl~%+;%h#k|9RcsQf- z&fi}2w|CE1rWU=eH}i`P3zv{csC@&9n*I^`$;@6;U=wgRwHVz@V3^*jO3vCJv(!(E z3EDeV6%bTFq6wvh5USpIkuU74M@Mes1Obz;9|SKFAN8{T-G^yi7|#y7H(~E^Nj)Ni zMdU+w+g`~|1K`SwoM}e9Pt#}B=M-A(sjpYncwfA$ixG^Q>Bc8(l9g zZR`Mlrgz}hki`7Ki#@*KsAx?5K=Ux|d?}~rG<9~Ym@gy;7G)@~#*1w}(?%=qczLw* z&sgGt9G>;NC<2Ws|B_f|oUw-t2b&;=p!7%`7`J2<<}>!bP=zYy$4n^=CbPirstsn{#3f*+ z!i{BpLiCo5*LKxtP0@Xp@R@>}KO6bWT_4D!K!W4zD+s={*i$9yOEojCQ87Cb_) z#$L%f2pcIL^G9@bx&9t*Y0R08AfaY`IE~fUGjCerO*nQZbrtOtzj|)|hiMB*8&06%VQJu6Ce>JE114IXmf<`^;3kz*?8TFpv_jGc17>&5}jZ4o`82L zrbHxB$b2_;UaH}KH&atTNGdO4ZM0O%QN*fQT)Lmo51#w@*>jP#CYmm@Jc|;%2K_T0 z=YzQ`v#@ZNmhs}Sk{nKbdcbD-B+iun^^=hYYNQ`&=mLGFtFc@x6F1G$(1GZbg>D$7 zWnGAICA0{#e@-yWoLj~>;RT4mOHAd+;zfr3@xCPOJPrmkLt8z6TJp}+qmJ8a^gXR) zz|q_Yk{t$f4)r=WDbuXibABW>Smv&=+N_J2HT$Wk z-qSS9iCxDR>(ZchuAu>#iK9QK7sMD=s^nPyvVaO#xu01OIz_{6;f!`Eng*~^UIpjK zn|8)7jU{CFGJ!o4r744;O)fNvqHT>iB72tjEMQFS*|OdVNQ6gE8vEGFwra$rw`FEe zU;1s9WT^4fXWFndJ6q?^*7tU6Q@2-Er_k4PtJO=DOj&HjP=OKfeg;|q)l3~Bh}Y@2 z%X5fNSg;rY|8=(0oCN%!xB=x}-b?#a+A;5{j3y`yFlIaQW2q9U5ex(=#Y&zV!20K7 z6TilDzo{!?8@e(6y7%acA_2c)9kDxUt-6oB(*ILn|2D=K_h!7G$bpLuojG4eUzv0> z%v|$frKa9;Qj$#uLNXE+a*Lw4e0Y9pJQ#%d_?R)MF;Dy;{2*1S|6S2(vkaHdW*5OKrp;#4W zZ~nbISX1(bVK=iL^?b&KCl|!00*bt?*X0_$Nby%+sjEX8dw;#2bZ2#p!TAzb)=Hu1 z_Bl+(1gRuZWSfexpE3KN|JgkDP61c)^KtBl`LX!r?gj<+Rb;~ea(FVZM{{z_Uv@$; zZS2D*>^?ghdXROm<7R*MI=gwtu%@mKeq_dxcvo{Nf3_KICb?B+yT$f8|9eS~vwp|B z3!deCDI%QlX^5}>R^lGxf}fOA0r)pgW^vGZThEnA^Sq_!m4FO_!008{R~#`h>%ZZn z6K)prdeV9P%Z|HTQk*n=J%2|`p#KWLTlg9SYN`%KR6f@tP{b&<8}8#btJlQtOzoWq z-mIRvCit^m_pHA|VZpGan`tw@4TqB!Zv}?JW}j0g|G-A335Gd#6_BVG;7J7qs!)|; zc+{XL9dR30zKLz`L`y7;DI*%2C(nsG}@kVy-3ZrRlI%p$%pcCl4Z)9~6 zR$kK)nIKp$2p?P~+lgyf2$K~qx)@79{iao9kNyqywNzhAhLb_+ldy(r9LJW7i==Ee zLYdGJF{D>^|F6yK5tP`)uPET2uEaSV8~6-{Z$@N@b+{HIVeU{m2{5{fp0M0Qeor$v zsOvX1H#xB&i%{-U?w`yMO1*mmGKa{FwgeqU)5W&XwEijl(#x8Jz@8tojLApBwN$(N zP%TI$kURO2{Jf~qp%w3r>APr_@1?EOxbkiUBi_5as>7qP;U}rzPl_dxtslE=zc|_( zDxrz?KZNEys^o#R-x9g{_@HA$YPnbDPNTEKWf?bl^~a_KmIPT_HB-;+NNoL6lShMh zu#J!-?&Iu2<7qz8O2^Lx?|YvSj{)wpUWVO^E!X3vrU6IG>LWNl;{`rWVW&|aknUIF zuXD1#Ou5mB_BM`$yTgfP`eU!T<7VS@9)3Ov~!4D*$Hs5Qx^Yl+^47TMgpAW;;YwqC_yn( zANXO{X9EQ^VM9A8z8Qz2SQJ!p6#3dwa>Adjt!?4dt%Q`yE0~+kGv4T|eJjE&GY9$~ z(&v06*JntmI@IoD&1Eo@eCr4BBU*pg-sB(e7p*1`8z{02U;G)cbXaCLxGQ#gcy4Gy z4Zo@S(`nP%myo3x5LhX@rA{c`lJ5JF9C-;4f`6ju4BUz`X05Es3bybg1U;L~_Z~ft z?^R54{qcZ~pjp^@_?(9q*>IR4K}ADBlRoDse8`*S8Z9a3MIb@(PDUyAKKNbm*{&wX z-AIB@P~rpSHERVRyyybI)3Nv8&d5rdJPKg`41Htg0d?%$G~z#fzIpmEv|E5d4itrc zr~+aIpXjHJhzmNE3!`g@e~Cy1rlBV~)UEopiK!B2HJQD5KxfKAE7j98QP1rtvHrTe zi496@`lbShuJ8>CYV5bbXLshxZL+_nC(pE?by~r|UyxMaXX`%R%$Qo_*?)&=hYZk} zddOS%z?T{yYo^3|4Roc$$9}l-=yGlKU0vLv*08UwZIr46!`Z5JR%eV(W1_(Y&gi?m zKb88=Ckfp5ixBHVeVbp&Onl+IP21HCNEYCGUEd#^H{Kp4gQJ7jg>yFt4sTz^YrDGX z3C1n#vemdHsOmSyl)w0cfT4#v%JPu3 zT8CjyH{H&nY2kB}@=wDRJpRP;0Dhl0#SxT8a<8CflEj-o#5tWltRhi-XPLdK{_tGb zL9* zg!RhwqRkES!%8p+DRz?Ln6jb{O>48!5z3a^=bDx)>0nKc6r0NTfBJbixhMhZvb+mu{*+niuS5ZKI5rEF*7jt4uibM;X-s6Q^cY z1H4gUxQ?Y?f-PMo1DSd4CmKtKsyoc8*tPPolG7|vrpn_BnMDD|WyUluSpIWjUuX-YS+Qg zgss}v`W@gc`@8y=nY4oayC+Kl4-H*N8&Ubcc+YYxA?_rxz!)l0*T(;lAT1tEmOQ1P zkJtRG`d;Awkc?s&hC`X3`X2Ri4t>zmi{-S4|7EwSIz3mxV5Ax{cI`Gz6kx92Q#?i1 z8KKlLqf1bx`y$bjZFwU*gO6JkhQ@`3K+S{4YNy?%6F+2JcGP&Z2~UmtQLBmOrFh$m z-W)CGYE2~jl5OHfJizx>0+LW%h6mhwe;E$MZ?TyRx+V!!h41B-{LuMW<(e3GQS6!n zOcV;7+0#9d2d07aTp@I}A?9;lA10%VMA8AJ^>+ffhX8AnoNWXI>Q%{3$`sCSDGxOH zI58ND?rH21(B>3hK^6cwd%#p5I+ma#x1Py{XK-QM96e~aX=l3;OrMlX%}jx3t3CU zK%p=M6fZBW?ZOaSc6mE7q533+H6UCeI!Q^vfoQep#YF-ZUCfE7-pAzp4`QcJbrWhp zA*NuKFZ07YWKW@;y?AR5n$X+|0(T#kH;2c@{6%4A4){$?_GqW8!0gn&bU@N3cB`G( z8o@?wux57^I+>h5H-%ogP>)s`tgcO9ehh>-E4H0I{TpW#d7I4n^KEls%b;}86rok# zeznJtmgYaQVW>d{L1@)s9A*;keW_-%)i>pUI~wLk5sdTk+#n^bCfi;y`;TkvyxKnn zqDD^BuZdkZId2Lt&~{I{kkqHn*b7JusR}k}my9c-k4R&RMKBQYc4!;_b~dNlhTl*v4^fCv$T zWX^F7OO_a?ko0HM<-itonlIXk{z<}d3pg5^NH?tSzX1@jD30BiLWb5{@ftvI3NQw@ zMim=52*bL&#E-KRwc6V!`bOer8n$QYVNC6byDw+5y1u#izP_wiS<%SENKX!!!a0J1 zvq)>-`AudN^5VDZ9~$oppWe;EDbATh@!f99{@NusM(p-ww~NFz`Rc6xxMFxj_^*y?27w!PBJx@`mPZI)|g+aeyhqO#&TDJn$tGNh%x4Y75iQ1 z^^LNY+LS?!2H5MY{DI{a1dC8rk-)-58IWLlO6Q{ao|+G_GBxJG^<`-;gP}k62OKNJ(`u^NdK(f)RGB zKELq?rj`sHtdG>~5@?uLxl-AS45-p9N^$<0GnJJeN)ii{(=0MUt9ZfRj8%QddK3s;)Cfu;jdZ zNj)(F@WSKgapZ)J2Vd`18{`C&#w$vk=5rmO?s3Lxq~3|Tn6{Mi#Ir!0)am#9P-5Ml zcJ;=wNT?%21Fdkzf$ub7lwN2*tEiGWpE#;^6`-e!eXUh81P6(4r-#0fP@7+tkx}Nv zw>4>x+yFOSV5I5xT1aZh&Sa=|2DV$7pvl|XhB1NZ1f-q2ace`)Tu(+>hv``1!TUus z%T26zOYRiBM?b!coq4v-Eo&M**n6Q?x`Wk!o>BC%+&Ra$@*j|TNYKq-WOI`8oeVVn z!}n9H4YFvQ%DZA>L5n!N-uf^z|@VOtSM=*q~Nt?IIBbevbvY74BPQ;xfuhY4ZY(1thT<~|0J`O}I z&`@fUR8gv6S9x>IMn5gOLN=d0{3XOc-MmcN2YAHS{L~&kJOxwlh+u?#^-UmU=P6q2 zgJT$FEYe*lZ}Hyq4BbO|axL4N&Lrrw>k&0s4OK=?!Sd@-K38se^Z!5 zQ+$}E@jw0!zYFrytCWGZ+%sFDawHvipV)}tF#{(besSpmB1lW`bFNWcz`MF*Q<*~v zYOjqnL-!?`xW!k`kc#Ox-r@s+qr%`JTwF!aLIW57AA2Nkd^FUOArfp$8m``w;7QH4 zVk2Od2u^T{z6$Bu@X^C7^^*^sR{`|Umrxa8#21;Zdtue~qV>rvqBS}o^Zo1VO!Yw# zk4W%3*_AcpFOmJrDs!z1Xav8q<*Ys9<&23b`2+~r7$Y=*P~NQuAhs83T#mRVKJdGf z3DOe5^M@QH@#sd#GP3t2sc948kB{(*6h|%Q-C>qWpY_CIFXf&`*ZNCj`XdEl{vF`p ziO(-wU~X6NX)p-5;!66W>|O#yr`(Jj$=rq{MGou9`EO3 zK>qeseOnzhK1k#?24izF?3x$LuJce3wfGhCgR?PBe4LsTLrm!^w9uKB;l9$6Wc2XS zzcfw%ek}uUPP3`PhdI}~$UtNTOfO@C0F1>wUgcYIi3JR>6#~z1a=1c+hbEv3uX4>f z+~a1C{XI;i$vtkP$MhJbP4jx_GqANH00IMZ4PR;+s=X4m7J?{$|FddzjO0#y_*!~E z>XT6$<&RH+{K5#tFZkyU>2UX2(}Wuqti|i5fS_fZ!gPfnzoU`B4QevQD;?vI36LDz z;b!Fhe5aSxuu%}Ae1Se4P(vrAH!ZyW-er^!nB*-V8Nh0I=$k)l$}ZGJ<8#N*23YrS zfy)S#HNqP13EcN7rKbT5_memceGBV!--icB6oGO5W%`;t_yX&>8k`a0=&?;Qw%iXX z9ynzg7uvvW(~~Y(Is(t_5))96V=3*rtY~t8d%81ZJXPdJ7wWH1slbc+eM0g8r&GA< zKO~uZOJbgav~c$GDPS{i>;oi7aMMDGjjQlpZBPU1C!Qo78eAfUdv{yAp_I72kZ$^K zfV=v)1N%ul;k^8aFf9PBv`}$~ee<-8im)>%n&Hr%Y){oRNBoDRGXFns;can6f{oJ~suHry#84+qpZ40I+RYb%5wrF@wfVp{ z8o(;a^$8iePBj2rOPE^9H?tY?)gh6a!OLo~j`=p#t*1g=j@|5*sJNE~j}D4^CHfdH z{?0YjVPI%8RX%?TT#_6tRB{w!=bzKo)38JViV&T?I|=s}28{hTf;5qeZwUkrS_B9j75|lC-c$ySuLvn0Mw20pF{4)9v z$-DE}9bn-!u3E-9T|xqc$iD}<=t3-XwMkVg>DV~I5Se%2D=HZRRv@E_6qY;nU! zVbp5=TMNtjSl2JrAc`nXl1+lJ%#am0)>UdDWa=P3;?J3chusHo5oh@I#z;7Wu^X^OH`4O{`O|zA2`1dxDYu;m|dt= z&?<8R6M!=ouQ)l@(HaKzI9jHwB?^SFm;y=7{2hQX-AY3oCkr8g!(mq;K>7f_* zRdCf(4dJVpCS)(5oF!A{CdV1G`Q-aLf#Z8w+$Vqt%Kpwx_9xo=xoq``GUKBbt0X&% z&Ls2YCBRNI;HSL3?adZwt=hPH5ucIWOMLbvZ)Z|@vCTaHpic&K^jl_1QQ(J5I(&rW zJimUl3r)}?^5TOYo<+)I3T> z%HD$dHjOV|4)?AGH*^#DS5KYz!`+l^$<2&#gXuO+*vh<$wL4SOMs#EJH`00yqcW{@ zo69yN9GvnN(CNiw2^$&#}?=;R4&QV!8;eN+>+zX4^MO!IlS$qFgNjt^GnAaES- zox0QF!nq`-OMoK?3^x*qX%TuT@-8+4Id-${9&^Y|x&y#E9+j?4uZgTd(#}i0# z{C2!bZTy+KQnkA~NfI<$)Inz_`|7$n8)3XPx~5ssSSQMW6EtZ$Q~xUKytjGgG{btLDkD-Mg^szks>B%$z44E#hNH^k!>~dax zZO|0qrE6Z(we01x_hP>^*uDf`VgaZZz|X;2HC8meR3>IVWol8KvoQDGW&TAc!knDi zBJJYTa{$~}qyiQt-)2eP2vm9_?y7&moVn@150gh5lr?oK^y(jsyD|0N$GorZ zfjidYA{*g(2&RO_0yf71w|{ux2&%L5^TVlNBc0paEjn`3nwsAg?B9?MAGa4;oiP0P zj73~akE{0uJkj=#m!`i#T{D0wNvL}u%|EKlPgV-Ni5a*ckk75MDel1wf%=*dOrGOK zRc{VqTx63x?(ikwYx_0#!^NqIaOr)N(FMs!H#M{L616#9O1nn3_N<@m_KHxRz=8@M zbrZ0a@Li1S=4{xCk!;9I;O)&Yf7FBI`iZp8y)(FxG?$?Y-v$IgXAE=o)o)fh@R^+9 zuWz@DSkb0>fk*27{o`QW?t~dzc=A6a{e}5~h8!;~Z9+WOKrd?+c=bmBn(h#&pMKIo z`}6xCaww>z99Yr(OH2d%X8USWi$EVgi3G?6^Yl+f-Zm>ubA^hs|Q?W|12hGcZI~IU~ zeJil&$Gs^k2c3;4-9#slQv?C5wLUTV3r4L3#h?(`;xcRn0Ix;_F>hPco+>IjLd z@^>S+o!l%BbAla0byK-76Mv(=;>KlxxO&>cJ~u72NtJq!45%V-|3lh5mZUAOMrcC6 zw^v0tgfO1(#|=eZDS|c`F5Fk0S3>Qxnvn2zjo0Jhw}$?p(=_N%-`Rc^2-Wb;XJkpT zQGza!Dd^`AT?qa|S>(7cJ&f8OFZn$RUB>a0HBO158 zI5^3?w9u_MOOz|Atnzc3Nx{@V%q%bHDM`tx#H$me3YpM7dNq3s6_jwfEKMhPr~Y2PKj!3k~ms`}ATktwhb|;q4%G zum#j*_qT{;^d~G8R5~bgCD@kowv`P4HCR9=wPWQE!RUc+?#1ekh`cXL4#WeoAN4Yh zX$2P$vRq4UC1a!yJ-_7D`!uX3RhsA9gg3n86S-j3hUZ*k-p`QWIUt>CN=)R$_8htP zgzbhX$E9IdpTcVt%;fbO8;3P#`u36Kip6k>r;17g-+|m>D>kZ@n2Gew`=nIFO89^R zQ%2h5XgM&3xgS8BNYgYwc%N^&?LYTG|LKeN_I zU*m;dEO+0IHhq&9Rlfps-lg@Y=yR*am2{$pD>BemFz=iFnuQUG^h4A4obV;Xatg0wp7|N z!O1Cy=fF{{#1R})-*RtU?42Hp>`Jum^Aydbt9yz>;mYMYF%+%gMWzL_WO&MB0j(!^C`vW(xu2XllQCJT?rBN z@aRh_W1ef+P=10=+{>7_4X0=pPM%G+U0Z~4PpDXQHR=UJM*=)M#7{i0>#-{LLzOyi zphVvyE1=*$eG9~uqUr~KeDgvG`s(5q!sATar62;0SB5O`R|BAnbD!DYF4n4B#=cL1 z8c~w)QSbO>*d-^@^?BSm@a3n)oA$%{^4L)-66!~|pXDVUab1l)BSGY~sM>aUjWrM= zFX2dbJRR3y?X|6ZA4MJ})86JU?|iL!e0Y=pJE?i$cwIPKx8;|uatqo9?ci0_C%3kA zA_pdDXP~_vsz6apRIEbO*_!G}$@ycv0|2y=cDH_k$OCh+9+cEW(_P2Sc@R0`JhIxzMI&+3;1Y z1YJTPX8EQ+MNXZ8lia@R!#B2Bj@(Eg4K5?yVd}ctgG(SmL;o~i zb?sYPxANfFw*AFJlkb&6- zoqZ^bS*^M9$$(T=f5}Bej|2bPIc3!}tcA)~=Ox5}rT`iqBf?AUNdfFl{vhnYaw%(+TEb!u+U_A8u zwqZ3+flpWEHBU`cx1C=6Gj{0`S+WbC$pt^#kBk+{1n1eB+?COPo4rVCUcu1|- zKC};mo}MtYIzQD?k)uWjemLW6f9p0RGmA_aNMPq7DCCdV&A~rovVQS*Cop5NaI*4H zf*fSm9&ZlFFoTB?Y-XB$xVyNWl;tg{Ud&ySxaflCdntF) z6}4uqocH>Z>;nx+3_qlHiP*A0lO)BMCU!@Stzy5{p3=_wxZW6oDa#TMHYS zCjdCY=D_O^CZcg4-Sm7zeYqLg%V6N}_n8|xWH2E6*{=HnBmDXqO=YER@MWX&bA{`= zmf$u%Y;bRtLQXTL17 zUq7mNUSxYlK7;{JJF(|`ptTHS=izdkp8?xwEV1Ed2QEe)*Jm<_XKCFy+9`4KRT6I5 zjxw3D6x*FUT!-JiN<`+K{R`;*{zeY0jI!gR`}ezwRF$Hq*m8^w?o4>x@lhnZW37mi zlQJ{#(>z0h7W_QEN<)eUEG8*v%H!r54FBP;{-CoL4{P9AhY1-v3*Aimj2%SsSShc} zIC2%e#go!ru`RYqOvqoTQX@6^?fBsTVJwD$HAa}2l0-#i{L-By7pG#DryTohL;WZ_ zT59V;UrpI%(>TgLYcGTt*gr2+e8*KddS76DsFP;?BR`ZFTlY`R5?Pv9m)z_^o(Zn{ zIzK4+84U+ht^s)pJ&lXnSGkKx@ zYCjw)NAWiQVf*zLb>tiNZstQni6p+*8J1+PNuLQaP5D;ahq{^c+f?kR){qIis#im= z9O|HzHY=h%%E(u`ez90zs8Kbkx``ZynKZu%X1Vi(h!3b*DZ5i7zHJ8QzB^VZ#<0Dq zSg_a)+HTIuc&eRA(^vJqgd8|yHjVO^YwH7mu+{&vPfBfxx2BHkM0;5 z+ILRT+)jUd=2;7t3{fL1`8T36wuvd17V$okv#=e0_6T;1$-sAw%!4J0a3u?~kQC5+ zqbPZ8eXq%M8lw;YqK%n?CIJQ(=Gi zP!f-H8dqUJ{6ln}VuV5$rs(5BbobZj@7@*Rj?T=~`z%nqFD$qA&FhA!>%~``4s-b# zcy-u~ z5>l<6N=OH7myy&r#gnCS(+^UEj58&NBDBrr1l*r$XnEsb`2Y37VP|_tOo_u7F{^U~74`Xh#=quhh)1MO;fI9`T53s$Ofnl2+E88-;F^aY8x z@|cy4k*{pLfQj{uh8}Nnn6+imy;IM@l_45$$!>)35YRN}j6~SFdu)J5j4{Y*I+ZqV z9IRfR!;?R~Ii94O$(^l-v`gO!OrM*tnm?vt)yhJK#|O`)A8I{G<_~D`=Ni(TKC;Ob zIKQ|W1BWaLN|-)z>l_nN9j^9FyY^Vktl8xvX4Dk!`z1BwIKe3iI@pr@{t;VC!2F#0 z7T!t0dty5jY!o1UlvI9S$UyjD;ll~^0Cpaet9{uWZX@u7x6{fgmK)WpAPGlzV`Dpg z>JR-ED@OfJg4xWH2Y7+I`qK)G6i(@$>P`zS4vf8&gW<2An0)Cc$M)&AwcMIz*@&5& z6wg2|l%Mv$0|i&A4TH}((z=>q6bk<#4YUN}c!3nAw`4vOt_BjN9Tzu0efZ^tHFZnk zSDY;p`$$R(W25q~VU@}VGN4Q@cd~V29N84WnU5>?s$K7y+kBaRPt96Q+d1cS6G2h+ zZzQHO7#5$+F-o}~!Mwn^z(?1r-Stvb+E>SxD(_g7ZtZ~ip5FEN7;MX=X_zb)G*cs* z#P_RD@0G+y?uP|Gy~c9aMNT#D^HT$;&(GQFMZbnsQ&u`y}QzObuOUl!{khXZmw)ZsGi%6BEm>yQs2f;raOlBT%euFdE(zj!Hw zZI z)9{A&=bNDfvvB-gU32%HK8+0V8fz0YEndJPjO8L zG~`{QckLg5*n8sIOcz2&QXh5xBfCMoGn!PqQBP3OOP#LY#VEETc&76UUmT^uJ+!A0 z_VTNLQ3I;7Ek+j2eR|~2wpD%4O4mCuca5b^Y8w*0aQR*c@OYY8I_?66i6MQk3g~zBN=nt*gogv}j3P`5B@1H4)#P1*0 zPUkMO|2!lJo&G-_`)_6O)HCCi&sA(fY|Q3yyOLKL+@bLmp}4C_Kg8CosAn3M6Nmbs z^WFkl6K(-;qQv`MJRiqq20yfV+xb3ep!Wl$$^?=$Di^V?RRSZ`iFW?M)JE;LXzmKV zZ#?D>eV62E4)b%9EWe@+ogd`eee{0%p$oh_tGgN*{3bo+ zNl{6M;l+SuAhF`r;TAQ7k#lHVRb0LTlY_H4{EE%`4c>F{kAhV-<0e}Cl?rkELxbk6 z1~9NjtB1T#Ap-K!!Z+GD8 z$9B^}5*Hn>(mS-c!szIZ%atujEjvad{d3x*6H|xxP-Ug)r>41LonK!7Oyck#XV|J; zqAVs#mnYqhUcr)=ugXmRRW%b;O;a`K*(d)44oNEevI{_^$bz8k&D4^8zfYh{OgGo~HLiXpFiH>nXFoZzQ=Eic_PI>nxOGZaLRxUzn56_V7wmE($ zf>l0Jtnh!i00CW+%EibQ=3mn|o#m)A(hFT|Mps)3bZfHoGtjvR}2(AZNK8?2Wpove4v%f%*9V$R9llK_xFi{K- z*7{Qb4%iD)d=*n9^qrih=Ge5vrQ5PP!hG(#{h1c7Kd%3y-j?+Mji}B&#giKNK3lDi z()|<`i-88-sG$%R?s?R$x3twi)o5d%Tsj_=Ym$Iu&dfepX38d>3ZDyr%W|A{ctOa6NsSU;@jY7+*R*bpKPTq z&UfAtw&{!y8d5Vf#)11ah=Z3!(}$Blk*&7-|B!}=y)XVl`o+43`#JExxyz^4YHk>e ziHlCB-_C}V?2ditEj>^}EuXFjg*q`9j#a(-iT=&k!XGl@j^)q$X{Mkq3`OH7Da{1i zrlWsMTy((OHADZ#6_s_Yf>fvO^26$oWc=Qu{)SqnaDhN%Q~LWAHLl9^kRkS`=F=<6 z$Cb^(Bl%6Qyd;qCU+hODG@BQE`2tgUyOL2B=ja=n<9>vyHFKs5;UYQ(G1+7XWQM;T z3|knha6zrN*y{+GbK)5i9d)pBjey>PWH92$w9`=wCF zn7~_N6S9xhYLz9t(Tx);Zbyf8ycj@T-vkxztueBy`X5DS84y+1MPU#WloF&{K#}f_ z5s~ih0YT~RMnFm$q+2?MhM^mVk>-dX{Xck8xz196|Y0 z7M9DSsLP!WS;4KD?%DL&Q!S4JiXaaB`ER?ZTI&PG~vtfLN@*mfffYoTu(H5d0b~_VNdN8vWM{>N?EO2ERY2{^r5}u z?fcP3>ZBd=j@;uz1c3vy&*hVp7+e^z3%~yO+J+R>vy%Hki+lJ;w2!*!V=Y~}URv@3 z!O;PWvGS?kY`*Z)3L1HXggN02o*Q#`AT9N42vY3T{nhW`4r59)pid4?`nGOEAs1)2 z8UuqO^`X)TCHBJ5^(FUQT$kQw{K+HTAlsUKDA4rCmG^=pAva=l*?7c z>VwES0MkyN#8r5?+5gmB+7lzuKC5?U+RhuI*#Kk^!yIl8%iu4KTRE!C$MI`NU!Ep+ zH9#$9Hv#Y}gUL3beBBpBgfFQ?CLBc*U_JNID-0%Dc*Ym$mqs)_-hKuCcD=_x4kaK$ z4HTcSvn3W|y|=3xhDvp1Fey(lfyGz7iQ-1b-SJhdBg?#ub$<(j+N64+lE{x4(wOGs zcyRHU(ULy*K%Hf(Kq!*Zyk~`)Xtw^4r6`($E4`WR$5Pr@JyrkfX`dny0sJiC0Y9H% zYONqU`>^6$twCOR!$&>y4>FP`5}%TheLgAQCAUXOXr9YT(#;D?N<5yH93Ew8HVt+b z6>Iu@xc!u^laA{M{t+)db$1=5zhTw0yw=y?sXJMG0^%E^xp(#I8__G5gPTu|e(&lZ zJg+4)>n;A2W&%~u#DhJCVsvAGn%0JsvAH$T@P}oL)7*Eh48IQ+v96G4ASYQdxlaZi zJ#fHVJM)6&mlf&Pb{H?p*6&HUI*Xx5wr+ZmxeQseNlonN-=@5-jpYlwABgyjPSmMNqZ`VOM}H*kVEEeY*RKih98PjQ*ycB|K=t5#tS> z89OUuP?ZFYF8F@PN_ERlkbeHzC$pCOC~J z@M`Y`6MJQ5QfgA{Lor}3Q)7@50Y-5}K*R^DwtLAtHNVMhS(+#78XG@+5nfaFmldGWGx@uh5QhA+cXmkBT`HID*}0N6|+R8PzX{~@e-e!u4L{b zSmd;X{CTV&^0CUq3hS%dkGU$Pj`lp-!Iq{-O!$QMnoV1wVt9=a_zvI-DjE`zzo>7c zf-`3uhPB=QmA{GjfPsNj3wG@P6$}swB|ejSc-v()S#X;h+cPgW^v^6QpxbOSU->uK z8tAq_wxlKoB0 znd>*ww5GaFWrdRa{te3c1Kvx+5%wbu9$Bv!?ZiVpjkDFIX}>H%VePij-{02gNjBeG z&}=FziLP{J_%N{t{Bj1#qx_3J6n0KMl1Qr4AMY+%rM+OZGzInQpe-2CfB7vI%NOlc z)on+8M(Y7aAw+F(v}NPRoF3c^^49(_T7_;6wnEWbd$W1$20!8cM#i=}SvN0GN@C$i z30OV(I36WMd*M@cZD-j@Ig}ogLG}y_0m9`^HRvdXWiK|Pv~B)Fv0BPHUevsTS)=UH zcTBlncN=qSARrok>KE!6{~A?3U~K9-h1>0{$i-D5b-qG9YVGR6?7ah@Kjyw>$L41w zNhHI%M$7q^YtUTm*!V`xC*bNrhj#MtvPeL`?dRYVVbn&x-FG2Qt3e`_0OQd(T>cSv z-zRAkMWZkxupbyxd0AZSpxr9ce5#an&h`YxUu60S_8Ix@m(!n3QvEq zQ@mcyJTND(&5V2LModjCpuxmw9enZbGv&>EB?B`myFngAferWD`}8f7oONI@32vRw zo4Rc3`yO)My3-V`F~C3G`k~$@(-jU(9aJ$a@UH#StadojEa9WT?cQhrQOs3j8--uI zKG=os8}fA2Y%ryRxFWgMNq)ZcNXP40&NFXMja!Nzqk&jrV3ipe*(6}R6ZqrFve1Hq z)xF~$g8seSZ%1(KqH^aPgtM<>V~vSLy5*8!^Bd7Yw;VZF!5irpId0au|CzcZ8B8{g zZx)vyp5kI57N8Hr8AeRW*lk&A-zI3(Q{!Sli3TML4qE=!F7dodtKFnQ@a=)APNNGW z@8YY!k#;j=TAYobI1;C8*Hv|S;Y2}RRyZ7q+32{{PW)+$ zh407s*Jr;xr7qmaxGiqS5om}jC^73SXz@qo4W0xETKCP= zQ+aG?=TjF3aQ$ZWEsx31Q8aD0k(lDG!qKI$aVG2vOp8^F@=izDY9l+X>!l`+V4uLu zvDZsYOb8%9*_viMiqLi>!l2&=TWo-+4SG4DlZa8dz|G5o)&DG&a#gZ*X1PHtdsRfw}#1lV?Hl9 z22BZHceIM$3_Cml?Y(_FCrHJ6uRh?VbxZ#QPjNiicElwT#*1pd+pnKlQwICA%7I4O z#kfeMPV>sp+S#vi$AR12HW}@we_ECD)FXc0LhW6hJ*F7Y@A50JNmQM16`}c5Mj*2y zN&`F3#S@x*#6dGO*CF_X7C!)bbHZ95E$|h({A&<|6yrL&)xjzA{XA7cmcZn}8%#=F zyh^muL3>uzP$}zr#H248*2 zH?IRFS0*jGvxs|z63zN`UHKB*N)ZHGQ3iu%6MRy9t07<0prGD-eshk6rOl!7D+C@8QoE@8V&*;06G%i7}V&#h)9htdMyMA`d+l8~X^f z5Uxg)4^Yec0|!W`nlAZ{9X-`&M|p!*#B~ySt4rLd928DBcof_V^GO-4Mm%*Q{aFs~ zhk#nZ)2}W3&w8dA<7JsXVWL>4-kEvg`XE?nSB}hECOBtUC){S0h~p}JYl`>wF)40S zOj+oPXlG(!NHkaZKNQPsNjSjOD7e*GABB{TQYHRV?pp)cw@i5rW}&}D^p4{U>tr`e zgpjv7ZpF7C!|5)cPydQ-&mIS>EXMt5_Q@5a*)}46P;Q+)Mtc)aM{BWu{+yq4uJp?H zdiUtPUd2XGX?Nteqn=JS7LIv{g~wY7>vM0Fs; zkskCfT{4}fE{INqF?yG=dI!U{JqA>akw!g>T@?@-(DI2^GgD#Swy;XiB9@!V5iyy% zAPtaVqfs+iZ$yS#9rX&0B7*U5hE1c7+&+vX&2G!GDVp3!50?QCA9Fmnq;Ykd`3}( zByMVr@RpyA_R0*~z&4r1(Z0^M2v;k`PozF7n1WaB;p)AL{Ag26_{jMw%jczpH}5j9 zi&|b9rxblct(L;pb)#sENkR*D5m$3BL28p^-@*#@WhIREVI{ekn^4s+1KfT}y3F+I zP4E%1A79l=#LZSG%Smv$?S00b#fIWD*IfHKPcj-`ehrc4rwkl1LWhTHbx~RJnDM6~ z=+S@gnk0KnFEGB;yw_1JF^T~RXRpjCq)~mQ&&$Px99}eU-)VZ3-3W)&Gc|JMc)M45 zFyKFLIgAxLB1qmDb~1dTl6qD4F=_NKgNYejsEoYuc=EMz>hF=Zbo-Yr_BTYs)=-^j zOa}pW5mnc@WSbtn$T+Ua+P+DVCXFP%M9M=+uX!u0QWtLe5HjyjSC|=CgLsmHA;x>w z_6CWKUL-5(R*~jV$a&|&-y@te+ggR`X^7;9yKuk5PmJBwmlojpQ{n25diu_~+s#j7 zJ3Oi^N4cjXvLlvtmUA0=~oZz9%!2rfb^JB4N)Tf2K{vQ?&2=NE5J_#;4zNd_LXo2sE$3 zygsBf6P>N8i$*cv#t$68$h)64hi+gw;7CwH(LpA-LZS~^Y4U~(^tp?afTxR&S1q$K zV4w}rFD?MBj&x6WHmlV1?-*!%=wA`G zjy1F_1CASUAEB>#Xac0v`;VYCiY$H4AMx_+63jBBkI1RE_v<1?bYmmQV&?*2uCWaz zx7vf#y&B#&wCH@qotkN7_OAv0q`eYIUpeA1yG7S9sn0d zzg^?&sZwJ!Y4#&UTAU#`m5X*%c2RV_ z^ryD*rUgNw*s@!w+yqWs7-`d?jz5%MFcw^H+@uQ?G3P{6&CMP z6P@;_WI1c&aa0*58gfK*yuZsxQKV@aAlxN;>^HY^F&$u|?@^+Ai%#DJ|5)u-MPne} z?>hHyC?_cfZ%@jpk=T1I!d|k?E|fk&8i;%Q+A!|w@TQk-pi*o5Ti0&vkocdsj*cIT zHw?NdK2P$*=x(B&4qjDBHIBO)W9dFYwf`tNdui^Xosv~52as5M#HES~y;Xuye;ZKQ z5!>gD#jw7AT3z6S*#5jFhWIjxz0T5>}{cWV1UxpD6{`aS2P)VVSfxEC7DD;uUo-GIS zjDylyWiv%gtYVV{XJ69odqjO8zmd^TkD z{QGmiS^(Gf?5DSf{_f=oI&y`+6?k-^KhiZ?tp+f*q`1V3Mr+RapAWX?EgetT-9x)h zuI?uaZ{KOp9*Zw;SfxtC9Ag6!IqQ6jSt7k1RM8ZkICx@rfU{%f{}9Xw=h1TmU4cLJ zq&VICu;K=k7V2oxd&XZTcRftXpUD{S?{%^OpG7YCwR9#a1XsgGQ}CrSSS7B zD8fWZ1iK!e8}@;{HAC~fc(%jqU1Ch8AI>X_bUI+))BjyqZ%6y*X@?e@`u5Rgw%$18 zv}eepY{_0qXbu&&gX3Nc-dlLtoKAo#@l%Ktm?~u51`ni=_xPpvd70qk#y&UY;(cj5 zlL>2MLxoN)-js=}ja|?p5|Peh(+579lhlF-xC)=4> zQ~-?VQa?4dDc7nHpbVg73=>83`M-f&FVUJEQ!#djrL!qRc6>8x|15$XV_6M((nKS# z@cJstOR4sK=uC_URXZrhdnrt5+*K7y@OCn9%s)UMr5_sG52niiGT|{P{;muAlU_k& znkGdBNVVSYT#+$?stTR%SNmiHaENNSWN7}0scf-iPPOrEs1O@czyo6loJj$*heVng z_{?tjT#h=29ys`uZr*9?V+390;AbuTLCuylAY-P#7!s#SRAWQ0E#p&v``?_j z4vqM$wb}OKUmu`M{Ege&qZ?UbceDuQ`wHi;ybx-F50u}WK^j^nHj*N8r{EA%|J4$q z1j_+smuc@Gv4yVq%gffvtgiKR{DK%UA_4kPnozKaTk9FlSp1UoE0-%6-^aYoMJ48C z*Bq?*h)UUR-}vC$-vyPX^Tjm5t^qh*d@ApTd2W8ksfg#W=wu^T3C!C#3UAFpbhsIT z2cWet&32N#&!46<5A-j1w=#bXc0GnyCJgn?CSRMb_f&K_2Lmg;5t`!WAum%E`}34@ zkvfbm+XWoM>l41_UL7voW#U@#{VX{!kB06hLgjQ9x(%2*f8Bef#l+$_Ng%tPH7g_K z5*GKob21H7#dYlqHq$3kdb7#mK8(z3&d<~a6uRj6zekues!emDzY!uOt-?Puj-A{c zo^tizR^d?R2~^0U`0}g3@1;|fC%tR{9ZSF47(K?L&5M%_nb3`-#vE?G6Js8|dF6^| z|LtsvL7~cWsnfRf`l_wiR%TvEgb5Ep-XmiW=bSG$>C?AW?lOYAgm+ZzRQ`NP$ z&74>etRQvhKIQL$?l`UwToWkX!xXpi{dR}U?F-w+vYry!XE29{ZdIl{mi`zC<<7(%;1}7 zciyvAq0ba!PR>x_Kb}y^_@_gEz6I-*_ouKB$gsLBZH)K}6gk01yh3(!f?pW>3;dk| ziDF0dBCj^57AM-vR7h_RhPr1X?W}+lx7RZNaxcY%)(~+^p0Rz;ye;RvZzuFbOk`hq zil?E?wxdbjIymGLbt2eB?>cT-i|O+YXR1V_#1eQ!sUW_xGY+A}JeWtTCGRn>PGa>h zM|1`ld$ose)GKbdDN$PevtIeJ`~>9Uq?e1vhdFqCid}ZgQFzK%JKEa!MXjy~MBfnS z7OtR}4?a?Bv@bW-3VK@#QE}|>>rzm6sWTbdh4L*g+(NGMuCs!Nj9a*#oWKTow+u$S z&fuCaxK02~`HIxm?#S$cSCGPUqbj2r=R*y|v_-Uz_h$UZoSTs7^NY&j5MPo~X}D9d z^vbupt!|oiU8f~IJ&cx)B(sc7&aZhNn7 zPN~a^ZX{pLs=-le(1F7l)L6hK=as0fX(16SD#R^4+c7JCpDX0@R820TBSr(bf3d1tDMScXuF~j_6Da+HD*m{;nzhkqSbQ z8n;CsVi>rHJJ1r|A>b>2Y9LkYS^U{@f)l$n(FV^r2}jA8Nw|cGj!%|D|jviIUnGoMG|9>cCk5pxQtCk8$4@NzQoW8KK#66ZSUk$c_ywbr9 zAgI8C6;pKU`d*7dW3HG#-*$gzA$nL)kW%v+q27i%xH5llT5dIIz|8xa^v&{^hF0Hg z%O}l4QEY7)wF!B8+4w;+)7O<_y%NNG@`9UmO&E6@+O&Y5^OHe zZ2aCf#C1*Q<(R&Co-On={L9u&rT9=Ez;mm&_Kf8>ZC1O(^&dlz}s7QbN2P<#y_c&CJ3j4 z&7R+CSqsI4phrBp8Req*)aIbwKR%IVo4WzXI0yg z=Ut>F2<|QPR!+<3QLOy;B0cQOB*CW{x-jnRkL?6QDi7p$HxAM5BrBCL7W?gJ5&4=a z*aFuD_0Oo8(gu9X#W_3W<#Og-?a&FZK~)0RARGzisl45IzCX%q_*E~4a$QttI&JUj z&w1v1pVYJ8=+MY@lj>243ZY6XfE^>M+Ep=+(#%O6tw(p`j&x{aW(Et~9z+NVs}^5> z#+Jv^Kdc`TprX8Tow(q>>#mq87qfXl=4maB;w7XC>Cx>4pl5_Ed&cfo&#R z;PG!6u)Wd1g`4Gru1^?;d!L(fwigd2UBKT87b+ZK48bDavFbKFYNtJHe>Kr;0DOQ0 zYs?ooQlA8uF)mL0M4k>e^2la)yKp6L_W<|yXIlN((M|x6dDov z>MFIHTgcp(Y~If-ONUN9V{|;)^Abh&9NiE#y##kN(?wbJJ4)hgF;fWL&-WrfmoUUi z_vvdNr}x4a%)X5kD*Q2I|MX%eJt#^_|F;9vX&5rSih81Ji$*?mphUqQewmA8J(sf(?cSI16PXm%m(H?`*pnH5}YQ3wOHch`2!$p-f#MvqJ}sI3z$yyp#-eC z@20if(jslC42mpyoAl@Z7{*^hd`yuajgPfFhiH2<;}uCH1bpwtBt9D=kBqdwmU#nw zPVT!xqgQfBL%-<0R1OYI@rD}esyA7`S2-$iFt{cPP~$!sQfeE(nE!p5(U~UAO<<&@ zWy6jbCJ`EGF6&U}j+gk^Zo7KA zc_7fj)HmiA48Nd&m>t|W#i83xR!BwIccT}iebY1DQDM#7(GmSWnqQ^ZDiJ(bgqpR{ zPNH(!m{!okais&N>U`2f9n|%d(VltHmiE>EYG2>@mnh5nZLhU@MeS90rHyEiGc^T*Cx{I0VoE7C1pb@8$5BC0z;ktu(wXa6IwJs%|lkBxQ z-Rsbu4e_LfkGUicK8~>cdS~tNaREizbLq3-W69fxj0bqHUzxhZ(X$kLhUHW|QN@RC z`;$nndJ~P_IVD%bfvvX_-2v>9fMY~HS zPoknx)HeUFI0&Aae9x&ml15ohJX+c_yv(}zl0^4+@fc1_9SH;O_jtGEDDXg+2Y5SfvFr+xEO)$xd=(w}X9dje|h9OZ`S% z=Tg&VW;Y^qy2@R{;C-R_AwgQuyo>5376oRuj0mCM1X2l)txJ`D=?R4hLpi*fkNEde zP_Esfw|{-3<3R^qx`=`7yz0{q0L*LY#PuZD)y!g;A$f}y2iVXnY?jy#59u21>IL zOG33uh3N^SY1mo5m@&v+rTK4~;N5s{BphE;I1;)D6x!?wf0(WHy+dqYRs6FpU4MGx zr|u+L-pH}8fBhsrt=|*J{-Vko-cT2-6pf#P>K(7t(jgVH6CY*mzgH&Poy-^Qs3(t~ ziuth7cI>BWxC)w+(6nD^&`@nA;YpUuu(5u{h)i<;9YMKDdqJ zPDcL|i=}H}DIXD#hgt-2^33=lQ%)@+>#N@0k|-hUEEcFg^~4(HiYEu;u*<~z>CGV?qiBj-54P{e zv-y+_)|zp6-TW2fWjkQ4_0Hn2+4#gp`|T&$=u4-)Ivdr) z2w#L5Vlu5@Um!g=&@<$(*oD#g7(htLVAH{Yo_!2zq@6lsy~I?j#N=_?DY2$z$d=*K zUpxK}P+ASGSSJ`O?I_}Ic%qAI9B17P+lW@t)oI-o4czdHMbw#ca z?df~f?aUAjp5Y2*TLvL+!@`{Ye#=+%DADrKO{6~V*K~}qBfH!OaNc=`%ZOg*8LQ_sJt z=j?;Je2;GYIzLm#lyRI z_dmZ|GLmv2NuXrf%k|d&Ms1Gru+o4MA%_jz20`i>(@C=3Oc?35&p1oUIy5O9yUlwC z$_5#CY_l(K6xQnRLLKGmuKcB|yMMrt)jdCA6r%&^#h(~mGnSo5Y2=eP9uy`rb{#UN z_(pA>IV8{w<{k^12CJAlo7%G!>xAM;_m%hL*|I8|H)dxfCGF*9#!Z`%HdZFz=(ud7 z;x&1b>>%_U{;1_uLaEs`?tC~|PSG(zJ%{>2aWrkX{>3@ow^P>#w>D;*V^Szzw zld%hC_Q185pF0qB3^?dE0;6(6fiE!lY?3z&nLABB^CffWA^p%6$YZAj6tF zy`rCxRcBj-n94WygkGwnrm>75o00cf$K?S`}5d; zGuK#!(Z|~6ww#Y6F62)m?MW3EbwP)?sP{T(WuA=(a!Gjyt8T5P)$I26C*Lg6pe+45pOdQ@MVwk!iZ(>g9@%HLHHO6frx3-q zI+-Kuo!lF87QXK(lKd{fs~cikjQ#14A)!?5;rBYJ*0YI(_zR757ty;-pb(M3`A1RU z)L{1~8DZ=GRlffaWuv8aSViSp8PO6R9#-Gp5(q8`ZM5C= zfdvyazP%~cg*p9)a)`(wyRz9|pb)UixBof)$NOkE`maRoMBw5~Y`|nwDIdkMv~w01@}1 za!g^O9*K!&#F!M58&iBycGJNGt#1mbE@2k@|7bzKIpgHr@-p;TTES_ovzQQd)$kyB z;%6ChyI5kSS>#CBNGeG8thMB(ti>br*glP&gVFK=j<(YJ>F-p1iTgn7ocC2OuKrYS ziUyO_z^s_Jj>-><0|kmszUjH9tTRDNvX zCr0zmE-nHISEf@fk8}rJD-N{%WHE-p>!~T$Z%vEt*qVIZ@t5y^-^c#5@z(9+TMrOknUT#Qh6ryWA#3*dmDd;-lZ)E>Rqx zT(L3Tgn)p{k&3W;_s+7=U8w&bRFNf$I2{$TowN^eeh@E#VL`Oj)3TA$MT3_O)pu#J z`hTokRtTF~QcOmj^a3eH8xt^dV|}Qv90prjsqKaXDQe#^*w}%#zEHJX{#~)jC`FSw z|E`LDj%A~pR3J!uJ@S3knq;a(fwv3P-^F-QUY;MCRB6Ap#51l@*jyj+*mTD-PL47b ztdzWtX58%H030W*B-vteP%&R^?+MRpCRhv9c`5vnnA5HoR%$4_gR;`lXO6$rkuUQ%$_4kU_ubjlia8~ZO&sH#ACW1t(C6W)Ju&C730aDJUhR6QIEn{ zPG13|04tRk4}P$E(}#3 zegr4#D3A`p8{eIp`^qb}*Z~5DhOXBlid|whs~|DD1_H2V zbDP?OxN1MJ|8x0WVSiF=*B73DEXa%MZea7toZ4$;4&JYmwBY_?*}Y`XN}cSOD2m>R zY7BsOyIw{}jcgvlPSa5!7-^jI_-1rh)D5EUiD{yXf9WLlS8~`kDpri@MLVSlWqz=R zJ@FgToy$N_Y$V(WnTdhFgqgY$Q~GE7?+a3zdXR}(HZe}T0HD-RZ%M|oie3D^6wXC?)?cY`Ly3UJ;oNb(6fS$;1{H-Gw%7T%v+$Flu)M%KjqC{iyhC@D3yuNShe=Np*%fOW=I`<^i;E7iP#8S(8q~pbyfZ-o_2uc@W1mA^CBWQ7+|<4HX-ww{i&a! zH{$@7HBl<@PK=rnu@hhUz_TQdxpiE2eo!02H7C;^rY#yE+!gI$Urb;;6h6KM^u4rD zY>lk>ugi|Ur^TJO<6TrR5nrgrD_v$t?4reP>w9=`G9Na?4kuFL!!F8_TeS21o0|jJ zx&E(iBcb*YK_OTG@k>lWlqgABGQX`pQ3d=i7|19r!Frfa$=#{7=QzIl$ORy%Oy%7%AO_Kk0vXEZgZRc3Z8yM+U(Us-KRIJ`uI^fiFRoq`J z4;yLmE!O|NbH6fo*g%m{$wGI0y>mp!1d{kn#s5IzdSMheKkin6wJdKFw4zJLH4!ja zq`#l?F3HMYRRr<1MZHuya>v2D95v-fp+ZTIv!n1DLZRT+UeI|GH5jR{u?npHBHPTF z&MrVxxk`9i)a=7>D1{a`^>3HJ$C7HQ$DCsTlQq^QN3&V6`vZ(?noLW z68wnVf}r&x5|kLj+a!9=*AfSXFn+$iInri7x%9M;p8mSJN^Nwy#2+vKW&QtYwD60e zIjK(eGS~iP>7VG4Pmjv9FDPhM%!+9?wH7$u-6o$Lo}{wrnk3ev-M!g&Mbf;vbtZYx zIF5fsdhuBPPW?8~fga0_nzJkugADzdw4!S=td|@k#BTUv!zOst*(qmu2FGRKW@7QM zE>4=%#02lO5!5Glb&43%_7}@_BUIu;`K-Qeq=9^rL$^eKa!dI_&L7IHh@h>}9@H3$< zyK(h+K%IbZ*Pya+z*Xsec9mJ)K&0cp?}6&hfcfE?} zmMX*2f=@QHhoW5TtJq%{l0V;I3b`!a%@`u=#;8uAy+#^Z%_QW1I;5JPU!XoW9P4xZ z;)T3f!~DY?^J){eY1mkECfUpH%&I+Vk>x3f&4qYMKX-V0yV*y+6>alhmn}aVej<-yFL{kr`}l~Rbd1oxp#*JeFOSh{(< z`A1sOwOz)li^`rAzB+2R;h{HxY3+RV?W5}HRlaQU`MZytoVYA~ZYrcU{){-U|Mb7e zesq!$txevY@PB_BvcCM$J#;x_DZdnD^I{P!P~odR%Rw!Bd3Nnag@FNdTeI4z6$^#p zvLUnWGCiF*$`F#pW6i(WM`Krn&1uD~+Pm-US7^`B25)#8`n>k101R$+@aegc)I?#d z`3fLB`q+LWb!s1$KUZrY(~Ji!R1!B9o5dLhvBb8yVbtsuYzz|h~XcX$jo3c=D5g@hs`$iriLMvp_ARG3@l9o5OEyd zuSo8o?iPd+VL;29HoJm(0g9I`Fltj$nEqreP8j{GvWPU*V_US@JcA$uXZK=foS$aU zs78T0k1}W3gS5C~j6w~8VMyYLPWFXQP~>D}pj)66LDHaud>O(6otw_L;a%GlYVc31 znzR8kN<3qI^B=9W&j#{G33&1|its2(?^(A$@qIBB+%vo$49U#WVtX$xCav-yENb3l*bvfreXcVt$(`_>7*OfqtY9Gu>b`Z zHW|;Z_a8Lubb3PHL?BVX)N*6Z+AYYnR3mHwoe_RVhC&yvt&BwDK1 zfRmLdR#7L#sFwkO9{OH}Xv%O|j^RfH(y$)N0smJ22Dbo`C)AAJGeHJ0ODI_5r6=vS zYRUx?|K)8*xU~M>-Fc14JvwK$ke|BG2>!m@b;Xwrt%dYHCBI{Zg}f-6Gc>aHU@?1B zWA3m898NDie)_(%Fp*jw{;|D3W{Se67CpSpLb)6COgUD{4M?PLvaPTIKMDpV`OWs! z5#+18wo^D;E>=C>wKN7V+@XTEX{#yz-){B(rq8B|(8kFVq!@-fDuAMbni|9dMx6C-C}*uB z$siRS=D*@eK;D3@i1Y}ocj~jQ-Mk@7vq2J(De+;yPc1&Nq07y-^y<3Ac7aRo?VdO5 zEV28ndv$__{Wj%RtQr`Z=gXhHZZ_@q{XFuVWbvX(;`AiMwF=k&e%^O}m5gKTf^Qav zjj%QU6C(RSsqMj58V`#Vf=UZ&cyGuR0R(@Oh6JljpZ}V&)z0E z=iZ+@;CJP>Q`)ne1Vj9T<7=M)&z71q>&k8|kQRTL`gQhRJqtN2nfdPa_ZgLi){LmC z$G;KY7{~Jcd-XXh0OvOBXjKB_MpHY*&bF`iP`{`f?@{r1m><9$rg6BgQMdH!4DKMe zRxew%IsTHsMM`w(9$PrSugWY*5Q3I@T@1br>%C`X;VOF1aOsYGH2|5_WKp} z1^nZ#%gB3Go+-ZnP>A)doOt<%$<+oX=KQ>>uxA>|+toch(2LFXZ%s?@%F+9lXt)(U zkVYI~zHB}lLca%tSbWc6RG;v7OB~oMv5CVc2bb{VFOAUFN09LAvA1u_WM0EAh>-UV zp{`@tW!*nWQgldO5bIJyCFYZ)X;`fEcl9R08S4-gAHv?WZK8hhR zmK$hPtvi^Ue+;iO7#Afn%jH;LSIPQxa5U$~bEE+A>{OYY zRG{Kk-45jz?7ok)9(RtJbj4wmj2z2kg0af&(m-7NKb#%t(s!?KktIgmJZlZJjfJ;; zeOCXcEqXBtWYLMye6?tqDSr9Kv6vxeXkUq}E=K8HA2n-B|`k1TF(-)dXh)6k9njQT3a;dEDRX4_y{TauFP!i=7AF<1^K zoy4Dgx-zbNy?d)Sx|wvW*hxBmO-!Y)4l7#!FzQ_L2KZf4Q?{25xXg8*q@sLc0|MmN zAC1pG_K-YK|MVSdRu-@TGGsNQ4hPb5Z{_FhMoAomgoJ=-Y&3}HxkL7%j3SBP67XaX z&+B`p^dU;GgACmme!le9PF&04QC|G`*LNR7a1X?3Bgr$yDoVAX`U^MjVe_PgiZsFS`vB1%WO@%i7B27583#ob1;0S--{KihN=SRfJ0WdM&R5Tjjb zsHU{!c2#-mW1`~Z+C`=K9=#~dzh_HL&3O%3mH|%tbGGT88@VM4Bsl^-S_g8Tit|!>9N>y@V=r13m-)9CRJyz)3 zUN;l~iQ6O+0Bf`5NnpLBxa6q0CEz2sw~56i-+{1naPF=3u&h(Nw6tG<{%!+^kS9}j zTUKsPu;Ujdz9pnUT8bY-p_=n!4~W77JW)&C=Be}!?OFAgOz=j&x?kKq)8>q@4G!+#k)sU8YM#BSII+pEN}>?p2%I`2 zY842nKjI=jQO#`I#FjX@(^AO6pSL95q2l}cJ2#tK=+P$JND{!MG;vDBk)BPVsA3pb z-9FjUzO_0_DC2a>d~VpS$$96Qw4AFWYe*R!yJIus>JUae%k@;Om8rsF66f{YV1Loy zc>jVw#{x42<4x}7747&-DvTa-_9WAk^cIISA=>+=m$nDgAH4>vC-S+s?AA>1`hFLh zt&bRkSv>qQJTs3q|3jfPn{6q{AHURVOLD$JF|)*|0(7|JF=iDAdG`@#J^v5!;Cl>MJ z8~KT&UL(UFn+LfU_c{_0;|AR&2MMAJQT@G_81_Dw-8T>V z7n9k5&f8`y39quZu@FduUa)lWbrO44_1_dN2n|WYIHH^ov&Gq5%$z&o>1P%LI6PAE zxzISnrnM^|;!pgfzk~727s7x650VVoe7r}n6nct!!9QG(eP=9&QaQx~l9@ei?Rb_! z_cB~=&ow;x%_M1$fdmV{DW8NOK3UeV-WIQ>W|KltSaw6wMh>-} zRby>;QS=S7Bj#9B6-i6;w6COKhNkJiUBP{%o)DE}GWWNT-4Z?<+O9lq1)6>m4AT#Xs)@7F7lsJ4gf>RxAV zQn`S~fYChK+*cB{S&4ra^;@_r&jS_C_3olRa;Hk$h=gWm!r#S0m&7!sTUBUzTnKkmJj@ESD_XqLsWzTa6-u zhqIT~#QukPsWg>|_>jUf)W(WFeQ?Q}=_zW@Z2IcaiEc>^T`>N<0wFq(T=dz2ixHE` z&^&hw&DtVyvafb=eVme^2F>&^hi;l**)`DH=`DT__STE`7R7G=IZrAU@rBkM2Gjl= zxc`02-1SH#7grH`ap&hjhK0IpEj`l{j}_kY4p_vALM^(OYd7)WJV@;WK`X{)-cGgN zzagg6Qo~n90`)uwrP+14@u!? z34YTJ9m@qRH%`!lY;BbZIT<4xlVjEbuMgt#(Q3-g-{<5zaB7?fI|Xvvh7NguA3ttE zsd3ghvanuD)NiF#%6!8#_QH54@?GMpsnzy5G?S4=4UehKtUW}l^*lEev_ZMwRewbE zOUIBCLo(yo1PlhL-^{i4vxo6!ZGA(zd$R-OH{u)~)%SjPx}KY>epVs)b0X==gdAim z#aM*`6$aoJ2B51Uve`Ay+WF}QsQI)VN&Lubfmz)R<`!eSgO1c-gSYHU_NEk)NQT*? zY{dQtxsNnUlWt45|Ned-+}}6236pE$JgkQzJ)?O|1hspAhYsBslz;a0PYKroR#6QR zjf`!_ee&CW<`=Y^y7;{Hd}@ZuZTV37nd`{ZcP$cZjzN z$8aBX{||VcW#5f@{nX~%$iJDB0($Xve(PahIh$;(y5UH%#Ca^GbpQ3d{Y#6YntX-r z3dfY&YZ`C{ToLcA9GdH{9s${@6*Y{>Yv^5z{j#%3r20ec>2?*|fUMdVx+SN{CPkmu`V*7AowPGG~ zT}_JHO*XIr4wO5qYHFgfpH86cK*!0-j?IP_a?P8nB>5m3taAuSbXHmJ2k*;U9e|!_ zZPdIgQ?>hoUrbRX9!7bkoXTWfZP)^_8!Ypg73a&P`b@QnW|wIwE$hivuBjf)`*VrX z@M@zH5!YMY4!_f?!-udg=bOy(*YS6RWXNGXkhVIZhAu+GLr`KessYPFJoKO6 zFD5E{9lL;{z^jyPF95aWo`ekpA!9JzlT0GeP4_F&3vzH)!H7NlODtLz^Y*kge*xDS z9+JhFq^LISGnY;x(Pm+6%RGt3D+H>e40b_B)Bch26{SI*Xq_@Q!`HoJ%^ib(okwF*&=QVx3Gp6jqL#32_delM_@kJW z_`@r2x7Pbj-qyJ?V;*#5r2@Zw69}^Mt4)3E39jn4_b_D|iAvjI*xq_G>|4i{AYvOm z?&jZjxi8&Pa@pJiC9B9wH9PXT6(Cq@dLQPgBXH7yZ9R2mar}|e>{FGr2r;Fa@=*kd zZG5i}N$tjmOLKZ*Jk%`RS{oYd#wk}<@5tuv38+I@@Ow5Io07Xg%`X3$8lvabOUObX z>WbCdMk%gys4}mh?zaUoTo%=h0j1+5e`}GJI283W25!JN;+NzMz#7o#9v^n6*G1&t z*9d_VvikM*$9+06q8#hCS-bXry;UdUdJLZ40~&O5rVPt@trvgWmNWdH-Zd?DfjQTE zGJTC@K}2iSHbWa&;5H{UAtqbDGQVkY+sz(OLCW*$iNXI??DW5Q+1_9(R|w7=vF#c7 zn~9~v=_`=oa~&nQyg^RG(!0eZxaQl7m131*CcGA`KhGgwXGp%r6uK-yZcRwMpvn47HiIwX zd9U_i{732{I}|2AYB-~wTROEyD6SOTaM+Y$Nyd;jgRh%-NLEFuxJro!zyb6;JyVP3 zl6MugN+8PClFHJBB98;$D2oAR8td2U>eGhv=iu76CaLjFyRjwD=X`nfh5Y zO_@M1_)3#ve(~vhnCaKV;RD0@oExmqY;Q+!frsZQ@%+C}JC@6A z9vH>m@Y;>T#TFeguTkq=%E}xP0#&|_9V2xK+n)t1yXvkrMytVeery2^a?|q`33bR- zV#&%jRGMmpC(Qe*?d_L}p$3*S_i!sE9rjfPdgh2%j;9_~#lAyKrbx?lN37NyH4TbM z@KF*bC^Z}0Ph!2&o&~LMwY~ZFSehUa=H=Rr5aO-ADe(B=S`QQfu|5xr9KSv>qyKZB z02&>o-j%RY7LUIeci@CMKTt9o(rc9IdcKaKC+VtQ2XY3-7GurwLtR9lqYFO3aFiK$ zESzel0^Pk^Y*)r!%*jcxYrd+q*+RCHhyb+M2C?uwEssgh?QQ2){=~43Qkjx^MpnJF zWmOLKm~nfgCZVHxLnw}3)jz6UU~}W68vajkEAdjuy!%$*e)~TpG^9J5?;Bj<(|5s= zoNoPGWVf*&Oabs|8MGQ{43jkQ36N0ro&a|CaiQ^&SO+AH<(ZY~tCu|7Qseaa<&*@KJ#X5}ISs_ITI^bf(5IOso3H%iDBHC;-qnX}#dP*;G@k2$NQ`ej%x1bB z4^242JCLtahw+#bqC%pgZgpqej_Q;Adh?(xbM0SlJ*)Z09`kSI?}-OZSc=OJM)-@p z|M~g=JHAWH48w-W zm?d{Oy`&;vB0|`^e5+7G5p=5-JbYy%k7wp=xW5mUVGz( zy@%MRNeorr3Im&w8%n+bF&_lp&Vi87Hb>f+jWB&~DaiOBNiL$rLyG6>_8C0AHskgm z5?(tgT9fLN>gh)uAbi5E{;q$g>{WAej&Fdwf&TeV9oOgJ!CegUW5e5sc1>S@w?pei zQ(8`W^8b*8t2!8ZZx{OVYcEhzfmZ_>a~e~7=j`r0>A1YK0SOIx9J`TG)9EAbTm`%} zFkH$f3G+48!|rvBuQnWdni4Q9DChG4!G;KM)}(SwEF z_2H*BRjAF=&>dCxnwS@R^H?zBibCM%Gb%A^ zYy9au?YE$Fm1D_~R~J^0$!z^aqk~$T->H|c{QOsyF2{6@Gj$e3zM8(u+xncH8~?4BMQ5y%slCC(lrxv1JD+Cu~dbrPE2 z6xxAkp2C8bzQyRHZa<9 zkZgp9h&0CuAzSd7?Q5L;oyC(6S5yPuaQE8JynnZU4a$%F(`7HT)RbEo21mB1Ccke( z*qav_NRu$C!pbEZELT;c#wgYYHDfLpTDaccwXP69zR&zVIN%Sa%N|(N1f=Z1lo=EQ z`VXlNc!yqB{(U-D>~!R5xdkeVshtCp%c(9PC+*d6;D7MHCb(eTB!dhQ2Ok1!W2Z?LafhYomA7?x`JhUlrFy=_C_ilscD2zMh{^Qc)C{5(d)yK2BGm`~nU*GWTWMd)VkX>8W!W0>MD8w>%-f#JL5X9D8>9pUc6lhj8qh!E?!_LUTRd)eiI9?X!Y=*7L2-~Y`t{ddDw zs@n;m&t0w6CmL2Kl~$URua0U?%#j*WW?cJd2aFV)5APo*QFh@YCvp9l=#kYJ|h+ooDpTXHcMb}?%=tfq6Q15I(UHKiw zrJ~&gwim)@^bNt~ga6>AkGr|b7`pg-Eg%X4$!1su3Q8Y+d}bZ}qwFI1IeqX{Gg{%O z;L@RJL4p~HG>u~vf0N2Gw2{U%>BOkN&8=#`p(n4`8cA!VmPVh+9)as(jZ&JXQ}=rV zZRlpqRaci(_kx^!(0GoW=k$32yQ#w(WoE70H%H#xfHCv>ldAoJXuu<=trBsRVO%-nvCadhTY$OR=w#dd5 zWraug3IYS~B=*?LA%vqe1j*K@>XNK}Z}_)(Gw^+cu;a_gUUhX$EK|eQzsQ%asI~oj z&c@uOf=maGsQqDI!+cM5B5~0D7k^nH$lml{^%S6V6es!k&1mQnw-9krIpXVEMqU0^ zVfJ|)p5aPdU4O`*MBSTro%b5<&6qn}|0zg#Ob@bj-I3``+Y1P(i$2(Fnthe4a=~-` zx_e=dJL@Q@a}58%A<;J_-w5Zf=%wtC5+ymovJNqlN{3A+Ar$AX@mnU6F^@!Ql2y*O zW7|x-Qy#Xi@^GE$y5@xIvCtb8b~-INYF02 z_pFhbbygK4yfx#pMQL|6I7Sf|%$>%YtGWBS42=;u)3K*Hd2_J%5fh$?)XwYte2Cj` zJ@FX}To0gWtTfXYw}Om~Vk$8KBmn-VHE87JXZ2g|%&ufS0EO;*gud2ZbE_I1?>yA4 zuS+K7Jwf@i`Jf}P8g(H!|JlV012PsZuN7VW>0@XsvhA;joD49_1xEVNYL?D7<2cOI zr7^Fq)IHV@qH5{=PZNUDPvkX5&}*?>Z4WkWRV=YA{0y4%2P z+2<5@#ZS(cLVMLd(huXeL8yOm2#ta2^)8?B6_{-tP-8@&PtU zy6_)qkx`sLwAyoQ;L#^~`5JHm1yw(ET_ZOIg`E#-IJ7>wr1~)~3L33r$j;5ED{y9;w@AQyk?&V4cq0Cu8ZmHb# zGTQ~W>Ra-aC z+lR1FF5O|fMgwViHgKg6ncp1#w!Acq89m8dB>c5OzgRW^piQ=fj@IU`$X!cjle|M6 zYaf!1%`w*AXA(3*ek)XDd8rhqI#Ilo2s4Fiuo$)88`;6|@gIx%8}WlHevk;{73-I*;Kw7g87 zOH5@iH$A~hxBT}nF{QJbVkDXGZZ}lVfve2fdKdG}@&5HYEjL=!Lm@&k=#HQhesT;C z(`B{4df&?1v%c!@`LPJhCleuzbMzJ*^*+(lNOO}qNe`Nka@sfvu;AFV!c~M;PXInP z#EVoHSJFI8YSXa)Huf58a4Wd)UTv%n2?e&P?G}$_i;!x|I_6!YN@2Q30Ll2cy{gi+ z-oi^Tk%@IkQas1BI9ugmTC`n_Y#VLXxp7*lpV&+_*BdlGRBCV7zR~A2ka5Us&X4m; zGz|j>t0er7Y*tOv1R@6nc@`mMyUm&xO@;F(vfY6XbUZcG& zqTy*k_ds5Ki?uQByK4nnxbn~X(%-xHlV5Z>4i>U^s(?7d&V)Li(*d-v^&k(B5rJnDo;UQBbzfO;X*<#P)U}1hz>#89HV^I38m*G33ajNF`K)gu)t> zhx{rHT*HM?H)*SV)uPV|<}?`*hUiqGsDQ#m*X3sE9EWq>;Y2(WONwVPpElgpxDtqt z3>7VY8j>u2iA!>$qTQN17Bvnp-Z!A1A;Nxkeb{NW4wn1Nh%|_&6(^;XNqGF_--ewy zaq*pd@ZzHPxagpZlnP|knK*(kb;;+5D!}r0yVg0L{8@XkLn%(;?N_Rt&L4=073Tk0 z%vl!1^cIGv)mx>p^;{2LRg(6%97!_WrP-{{K94h{{D<^|Cfj$TU0w5BvT4JdaVD2j zNL-HF>j_P3@`=y2a@6AeR;0+^6M(fG%JUOR@=w#fu#1%Yge#R;@@7h0bf)*zYxrCE z=r2J9YVaJtNjND*CBv$my_vC|r&J=;eY)PCOQC1pAYQ245jg7X6#16Edu^WW9!e)? z?zt`mhPmO8ybl|nBMd zLe6hJ`X5ponI;GwpG_{R3uF)Be)D<>$L+ViH-^i#Kr8(x**9hQuR;&NIyn4>c*{6t zVzY2T+3rE044oW^1SjUyFLIl|Yj})MFv_hKG>AwXwdIuuh3)JJr#Xo~!0~ddTs*(w zDJ3}=+iaPKQM2;UG1c%bl(Roth&+~dDD+z_5j`!JAw=WMiA)9b;ydC=X|uB94;BmejtkH1nG4a(Yx(@qsh9y?#S~pHZ+(p)aJ| z>rq4^l=SJRn54Q-`f}>4;KY6XznP)qpI+(_$#ltuLd!%os<35+8QxN?oNG1~toq+% z2ViD-R+gl-HQ3;76}-zv(I6!D<<|*+Vt$}6m8Q4TQ=eyzrOxxBqL|ZiIf9V=wG2V! zq2b)sz#4LF`o7`Juc(dV8SXw$bdegcrlM7b*%!m6vpAmzogR?7!1Tg=zGpJolkXMO zj6ruSziO{b#~zs;p6aR%vX%%k-`q!|8X`W3}n z?9bdpp28Ewt}jC8v!Wo*jM7&O6>CA09#G^Qw*QcbjQnHRL~C~sr<)>!s>`1~Bm6Y| zzBT@+XjzC7+r7Ak+8K4?-31C|UaT1AbB;ZU80NU@JQ1&91!C+=Ewuikt9kt%bC;Z) zY^NP-GdGsgUEki1%lgsyEY!}bkf1>|3NAh)dzMppUb>;(HQz1j5Z9x)8e3eL%xD!d z+~B`oB426)0vF|*N6n!sROcWEHIeOfTA#T;nc(<|w+e=axVr=^=8C+JAV0t>Ha##F znu8X8hnOka;lmie`Fs_W)S1W^pry6;`KmVZxG#b0B$=ffdzZUmSr`!OSTblD`EpKW zepSPZ_&nEekJv&Pr7{Ov2P=4?X2MU4yR>veS5k=u+n~i9&F|ncTSUu>dot1B>0d?>xl~Zcx5!sEfD8yXcyY8o78L&FltA3jeXcY zX(!*aO-#7P9Q68euDumIN`zVJ+4#B;H`c#O^nI480o3#Xauxr^O9@;C2RGmisL4By zchGH}?S@v5jDB{&Sf*@wDnrRVJMA@+WHxW^lC&%1^~cx(SI@dH6ZSU7$e^(b9;05~ zqZo5Q{dC)B6>HBnQo_abI|8{`x$y3k_0P!(R%-S1cA1FC=OL|KeK@+h=HE+Xw_(p~ zyn(zdZc?ugAZ_(&-igl5sW93wFv6~#cKw-PScKef=&j4re@N`J6wnwqb=<#y-cs1e zi@DBR@Dn@pccED?__4XV`N0oUnXdj;043yeScGgn{(Zl&Hu>iH6WfG97qRWbQm0y~ zAo{)2>t`=wE9tZMv-h3wboy&c^KPPqUn+<31cy1y$-_F<46ajNz(IChQ_FItB)4*&h~#q)lVapF3zLGOJ8IjL*mYmjR~4jhiev`>XyAiM}{*2 zYbv#pN7#cx`o1yg&zcpX*uLDyeVbO@pQlf%UYrdYgBYXU2ci#ASL(Q4x-ygNm|M_H zGT>zA8>(19#9u87r*kN&@;d(-z}Q!PJLYSTrEvCKXSl?y(dCx=(&^6@Jts-Ous96& z7}_zvdS(miYCD&YJ6WLAmHd*E%M4pLS_xkxnxcPHD|xX?A9)O@PnaJ_2cT8T6=oFn1NL?g zdAC(N$oOK}qUyWx(?cX)J|4X3u!eW%tDERm*xv+cO0mK^Wjw2lKdWqI3KG|XR=FJD za#T%-ydz;aqc2%^#n3#LE3Yx(mo!Wx5V>9p2!Xdw;5-S;xqFi87QryLLPFx7d^(zx z&S2r~45iOCYq39EMsd|IYaF%iB5`|hV?N2@eUa+7ZZ_Pj@)KF_dJV!X4An7xQU%tp zKsycb5%?8Y72sTweHyYb1vk^j zm+oEK8gOXmT)V-BaAd5D;qJQ_yh$LEzuIe2srCoRTJv>#XDMWT<<|IIbVqo6r4RoZ zTrw3v6^T4nExGHU6n~E1#&xH_?}#OHqblLDKY;7}6pQ2nVftZz%<$*|LJFr|2F?=sy#Xjgi<8#&0ut2AEZi#rYj zUw5^8&7FDobTfSC(fy2;Jy6J`V&{jbUjE#5dY@XZMIDORD(b7djh5Z^vw=`CEFdIc z@8+G=b&a5r`9LndgXEyzyv^}ojJ*`shOE120I(1BdOpJ{M*RF@)b*KfAA~H%9KEai?JRLYVedyS&tCE{Y3%;%F^V0ARLr7if@SJ_u1N|zCI8bFQ$Zw8d=Ci{})T7uL`NWh2{-(W5pZt*Uy zk6wKPkIXOwm=Vj@Enj@jqfKMz@R&6MPwD0Zn~U-A{I*{)zP{v+f(DBL*Gm`v zcTlsbcKpyrdwJHcR!D0ew>5RWFNDFvGb0nHLF4{Xpq{&+b7Vx%&Bk~iW~mw$jmVR9 zWmK)FSoBB-VJ{pR91MsRDw2o95fhS}=Z&QsmAO~o5PKW^fjRNq>Gs1f=W=x$HsT}u zAj`vgH`p4R%%@3c18*?@B8`97KrlQrjr|+%1i@nP$=D^8?w>nwFM-kWGgK=kV#65S z=cS=xeHE$ShDu8z?`;d?=98_e=K#nm^lxzg&nBjdxZG;g;ZpOw)<@h>q*nIYye&3d zplqgZUpVa(MZ~zH6z}8TJ6QxT1!_ouIY(5_G2$ECJLcj>zR06cOK>+|L(SXf+ycYl zHjWfO?$(h+!~-N#^0Oba2IAM2rFy3U?mg4@hE;r-))kHP;$h}fflhycRnS2t5V}tfC^o0=qgQSPZ+izclWkz5sOuasT zxn75JVx^$Z>(qcGqDpN&Sq)v?ytbCE=yQEwCKbZd+=*IHN=y`TDZ#7$Vbj;IVfwj7 zaoYgQFmhc}KOtD;;BkK3oKWI|rt{i7vEb8Z|NYe869ffH+YyIBATxEoTZKaF166Bh z;({N;TP)(96`(%BvqkST6d$N2WQy~=<+Vq=xn675z0A(8=^+F?9`~FpV&UYTW0U5q z(`CGg-A0=|@}_)C-Q_j2_O#~j@&hRuLy4Ub@2Z1jLq=bQFQ2$2obPquxoiG%st8>| z;#lYXi5Cg!R>z~P(zt+E28S07r$3GC9sYS&vQlkb4v?SE?zAgS^mV=Mq&VpMC&^dK zXOMsYT})2S`H8NpRn@$pEHSM)ZM8tR= zfcXme_9k-Nx+twz-o2GA86?mTINPLe_07Du|M*#CerZj23@GM%P4Mqbw1gyShL^(b zkvGu-enL75p5)sbnniVE!;@XYk!6;iiF88u{6*|5y(ihj-;B)qAY@C8-!HBSoxt{u zrHWU21Cf%ZRm!)%-PH7|c99gzjpg4>l;?$X!F$GvN2n}vSzOq917M65mT5d?62NpG zo@&ryPkfoOuLnB*nI`yU!d7k&CawPy7yUwy1Gy~uR3|VK)hnZQ_O~9p&d$YIhEyvH zLmlK;I*M2NSU=n0dzl0La63r7!*1S2s5R(9gT_ZEHFmu%xNPP_KNIA7gshtXP7~W) zc%z=DoGmLZW1XeiY;^j2ol$isy==$!3wowUKU-1Xzi973pnV2<^XoH&UJq-^ou0H^pyJH)yHMHZ04 zY=IYxB<;eP7UYRCzbk$Ti8s;HV}$o%iAZW7wZDvXs=X&G}$ z#gys?Jx9NL~GXddry;~PHIDjsLK89H4 z$pRY>-nNS4MSh%iEV|+F&MEKm4pG#9qslv07$o>=!dXA0BL;{s#8aM3G~Q0~4*wz- zSnUQ0E4DIg`*fr^c>|T|I)|Y7`nrk1T#W+*D_3p1Bh?sWF0m(7Gv;hNd6JJE8lml6 z_g6JECoh*8mY10}Ox2$n&+-_t(f40mwRb(@-^d-^Rt?v(d%T#8(P8_m1Db>?x$~2S zp-_QLN3`Rof!FlBcqU3$5?tLBDG#L!lxDdz*Ljs$dF?zS+l%Fvdpt&Jk!$|yy3P96 zyk&(?Pwj-YhHD0X>>>3{p(g)&B4C!sDie(SZ*Ed9#H`AzrZVzs3%i}pzp zS=cH>P8iDw7Anrbev7|)5Zz+2#bm0(FNKj^>CGPi4q0himeFdQTn}SHR(!oKYpu&O z%co~^P~4cOxzHT{)~gzV4=$xCO*U*Su39?Kf+qhm2}l_`@boyR?}oN+$G_8{Dqb{_ zc3^B)#Jx{*CWp#SRY9+TfUABt!A~*$foL@be{=BL+Id%(xqjs<>~=bVmq}imPk)%1 zw6~BOyuNpq&Y6~aE&0v_?`L2`Y+A(ei-D2aI!cyv!%4Kz1r%}rq)NS$VpFC+sP9ny zkiv-kFcx}ZlxBqdb} z4agbZO4@;{a+PFNd7yhsk+O(sGV=8>7wDC1)X#jMJ53!QB{ANO2@sg_a_td~k8lV; zxQVAzU7lX;u5_3jJ&=YFRbUSmO71j|C$lM^g=H7Wr4c5WkWUm_9R|?H8J&N0s)SJ= zCY)o$b=4PH+yAP>B?9Ohw z*k%0R@9q{reHOgm7`*w#etKvS)$QT(SVutWt-*ZvP2(Lw84R$QA~i^yWancNOdgA4VTn_Ak;RW>5TS4m(rGHpAPWoR4AZSfLEr%g>!>h{fSJAu8Z>J!g1xn1EhbuDya;%TV z3?EkJujNPyl7Huv)C|)#rppjqZwi?9HN`OeHvHfm@3VjP9};$P`6X1H(JB{&ohi~r z{l>^lhh6Y<_Jpg^ET(y$4G{PekHfr`bDdcRW^)LDSq)J+&@_C4$<9J8E;;pLpATh7 z#sTUdEobt^Do3t3*i|EFb} z6C6Tfqa0BC_s>6543wutJ?m-)u|Y-J-RYvJkN8?5eokzl=}-9uDbf>K((hk$>}1TD zoBX=1iQ-@lWJea&8OX4GjrQ@iFMM=}xS($ME=I#OX6DLk?WY)Y)Egy73e*P|mvyvU zQBfgJSc~fEJU3sid!L5P*CaVNGOp4eQ!3Se%}?n<%GHp0tT@bO7eD>y{g=^qGW9tn z1q7{U>EtCm_sYB2VpF3I1&PWUm`Hk)Nw9JvgOIm9!A7lLPYK7h)0n7L-9;sn`FBJV zCQ4+{!cq!`{6dF#8pROuHpMbl?~JQ_=8k7R3D$6nMfG&R^BUy8i;k|gh{65>IE)>Zcf@*K5dMpWY!M#ZqKq%i7-D(ET=`0e z`3Cx-_?|=~dUD#^cL|l6jVIf`c&>UN=jIQK95X<*i6RCY-&Zey%LwTKQx^`{jwfweDO#_zL>=v)^Ap5{FK{H(2^~Zk#PN?^YHtC9+6? z{j4Se9mTt2LJV}s>z-A;pwAk%Of!6smyl1T{|HnsrzSQBKtOHfDt9xZ0mH9Fn6~&0 zuvE%f;&fyUmZa~P+qOQ&Vn;omXfXGWr0dpRraJ}k;jzCWIJ2E=|Fqs|k`{N}?Uq4n znf$m~%r#&1a=ULNG|$mC!2I|g`gBS3>OVw3_@43SkNfw{Cq8hixP)BP3EK+Z!EwDa z*LnnWuM4k=gTt&H&M7``u%jWVIXEFKaLILyzu`WeQLik|!(!BKRgP-bNwWJ-AV2w0 z+=dBs&M`C2hyAT0IVZ0i+G@N4Q!?S?e*0=@?E=TI<57%$j|R_P{acdn&QejF+^1Zn zYbpH0ro`b-&#FBUpc=H|2+|C0mILQD!^Iya<&$LIsp}FYW)1dvC_OfDwL*mP~z+<5|1{SZr}DUv?b#a>ea3j7i@xu>66H?cU$h)P|3Nc@9zF$ zpnps!<1Rh`5f!cXr>Eb%VBy~EBj$nhkidkISLkSd)rAnY{VpVRReIL_T{ZXGS`bLn zh6MBxd2Ppk3D+jUwXszkp+%Vy@Cn991z+-LoZ@Cejl)DQX@^|MeQh*h7t#@+By*d+ zeDBN-9pGCD9;xO(BqtdZj0=w{BwVP>aQ|>0vGx$4t$iXO^0uHxi0Vx(dWIb_4FJJ( zkBe;lATY>0?B}sLKZ^7rT*)(%e4RGYlE#%2(4~~KajTI|b~Ic7r533ev9Y%cI$5d} zZ{mL?+?i=EZ%*^%&i`m6t`O^5HtOjCTso$6razu@l~e|Mp+Ln~Y$SNHhLL0F`5mT& z6n(6zfGxNlw}LKB^k;ve;ph|j)-BTJ1H7KrtiE>_gX~%W1g?w>!Ez0kz|2D#ovz2H zh`w7n35i+h}^uQu{?YDx3(Pld;S{K=o0Q0 zUK7DJ@Bfwm(7`Y4-imRXQqMjW35JIBlmh^+ttMJsT}YIiRJdK?J>*qI#tL=V%h7le;3u0pK_~J9ZPyqyqjF^qkQ7LN{kGL#2j-m zY3E=gtu~_{AGFiW!g`}Ec|{JE zroQp5h3mE?7I2!&iNK0&22x2le!snN7r8D!5&yTrtIRCRzyxewvFh4Y93gL+$(_Gir-BCK=&c zArPeg`ntL6p&nb*?vOl`26qpTL_>(T;%LU>%ABWiQ&(FiJ-f($uF_%Qq+b(`mq(YO zWghlV@5X2agiDk2nBBj9-d(>g`pp`!Aq@NmIzNLGS5gag7Y59o$DfS4q;t1*&^tNU ze?<)JJbV?qf$gp;Zpj`Re&3B&E{__ZAC~9zdT}3VXe=!ALlBZ0Hxs>DKA_>80k9GI z-;y@sj=&fX!9R6CQ5c$?VeVLZRnfSqJVWT$#TRm5W1`>O_AAqCnEncQ79zooBzqMi z?w4venV5*?-LD&B?d!KWa{fblX&v&mzX_lHFm!;XrK;rH5;0T#r?6E0fEoGXK5k&+ z#VGq6aj)~ee+ew~K;YeXEiA6{(?dvzuCyZ!7zubvt?SrBtNE|lh)hSE$1G9Uj~r^~ zSAaG%O+zuZk7YI`f9#I%K4chjadHm?q;@Tny|^XptJG#VnpjhR1auJxo`i(ka&LrC z(DOr-o6`e}2}2H(qaZkPFj}i1OomS3lF{2H?-;><@E;#YNp#SXRK#wGkxguM<)5kU zZT?|vGb$XP>9N%X2=L$X%7qLK-XNF166nKUOmy~oF_i$62%MFUBwvJY@^_g8lDAZy zC9PaMVuExFYkf;D<|RQ>uXJ`cb}ngT2uh)3mG}n3@(g9q;QXc;yQx$WS`6~;vKq&$ zV`gp_Ufh$CBFw90iUa#UhEIhv$gO$>zh{Vxn!i^066$&_lp$1 zSB1wHZ080fAM}Pz2|f-~oMtY$oo1{tK-XyUy?~Z&)~r<-FMOy&B{rc$@qd3wunl^A zo}Bnh%S;~avmN}K6GSR_cb4u^^+wlGL>RykuVSUt&sIWh9`8{^ww}S6@F#V5QEv}s z!b{*IckHgBj};-_OWV(Z4_i7vJbl8WH?46Re{uUD1Iv>zL(pBcQHsv>M9Q7cb66x= zo)+8p@cZlPaQKnizf~zOTo&0_-njVnHVLuYOF=!{JKzKB$__|K@To%;4-MW->aFSZ$t3B?GY!`1g5ZN3<`38)LdNQTR~&)OHDiZwyTbjRK0-eo zK4AH>vYvTBwVn>!r`@O-QQmJ!*ASkhP7p!(lEoKQ&sM6vh!*oM7RyX$nyNh()PqJn zX}(_tD`=G+MlH;>D;L`&HnaH1M4^Vx*>u1=H0=L^|!bnHav0N!j=LdS$c zkRMMmDVyYX&5N?Zmz23XvA=0Kth4=F`#1k%>&D`8+Be$8`YCq9UdRsK0PBccNPpvZ zP=7x-Tvg%d-W1MVKS~{~;^;*)FWC(aI8WUE@|k3FrL_YvL)tJu+I+#-yk9w92*-3F zB}J!G?;J1g{{V79jlSPlw2kj)`C}O)1D5pZUPE!I-^h`fiDNO|e!q=b)AS3yPD3p5 zmJBkWV*u4QOk>rZ4cCpWB8;0d7H8y)k^L)~w7=FhS)Sk$5cWKu*A?k{H^Y4n5HD`Y zmPY;@@IPAgcGGn2IsqcYpaJrMMUl{WCY|v2?UyTcewm5RPJjJ%>sDSD(kx|++YOQr zx-o%TI*zkzV`{V9Fx}ZtZ^FD=R`Ko4)!|D;EJw?pn5ASZ9>=ZfsiVT?W*&AhxX1Wc zok`=H$zqZOJ6CTf-|(+Cp7Q?nvALyu@@uHkd=;r`&ag6=Rr%g{13W^PtFJrlt?9+JXq)cZuhU=zEK$k%lgRu;iTU?hD=~q5Uhvyg}prOH+}pEJoA^ zf-(LT!)rSBt>Ov1yVfW(k}@&*3c-aTy%X#6i3`6#bCPhWyFU_3(w97b+ z7va6=AMrFFES>!a;Ksck(C8i*j3gUk5%ppZCcHDpKNa8aC5+Z59mdCib=0t ztAA@;eWqDC2rx1EP-c4{iasu0z2nJ#DWa-El`~k&u z8aILUtyHGie25QHIsRug?lv9-(QWNuTc`70FgGvEIpfgLaObh%I!}Y|^*KJvr^meq zEPwrGy?;jdd1RL`t>bxyATq7n@~=SCY@oF!8z_Wn+=G$%o@+vT{TD|&?k-gN@ZZo? zXf9^Ukil)I!l`S8ME(#5^{P__m73<|{Dk+x{#E9FBKWhTTFUmibY5wX?z#2)5ne5- z_~XT1B)TR*RswJUz~k^0orL1q^lkqDkNiF1#BI`f&N^++_*ag2hvFWyuS!Oq{zbF> zGyJPRP4I>7@kgBtt8zMjje5_9z8u@6%QgIeFQ!NM)ar=$Vt9_7;f+(oSK>n(Hh+)T z`B%2-KMLMPfa)h~QS}(>`89hDowlE*?Sjq@K#TKvWDWNaS8 z{{YoR(Yz@>r@Q#0;;xsXvsw6kKGk)D^I(9#P0B09wHfta6C>X0w?}^B;W!_M6;|6! zwvB^F!yap(g&J9K0SE^?=QWEu)DknSY%R*hLT+X5Yed*fB%gB$>sq$9pgtm8R`s$* ziM9S>)iyP{=yOn6v?L5*G3#9orHGH_>Q8!+?WLII1{7BIpQkfL^YNOi8MB{D7k%ZM zX*~s9k4~5>s-|;YJQ{3qWr^O^dMKVI;AO`_TbOfL%dykVv_o?I$E9z_0ERGM@1C`2 zMAr%r-Er2R_I5G^k+Yhc8S`9pc|Z?Aih|`?!76)otvNzlsX534rE+(-vK+FVt5#8+ zaFPUOL%4cXdsEeOhNWw#f8C(u_ogIePWLz?si^|fj0|-ZAdJ7wAIpk{KbUV<;B~3u zxI~SSMoBzXSgR8vmQv0(xbIL+bLHVr-aYA!E1(8`bJ$fQ``6nb+v!Du!8FToK#=X* z(E8R~<%{e*py^tYTY$O8Be|ek5(6*HmF2Lh?e$cHkv z8?|O!YpWR95Xm)|8f)TN&eR>MG!9bb?xPAQSj#gG-HmhN`e_N0ZB!Hud^~>N;tw1}uj&kTLx79hhTW50 z2gL6g-1xg*38Vb6F~$cN1&^=Rwfr&QjZ;%kDi6M>8JPF!pXX3(VnzF9_M;%OjLu0T zjN>H#0QKwF{2}nn7hOkPJGYFic*YN2p{sMlei^jTbhtj!qs#{`-njg0BgH;FlSkbS znJ8yrg!cUn1G(smng@j~<&xpi7=6%B&HSs*wI7Jn-7K+btHJJn{Z-^rU1}HeHTJ17 ze4P7zItssUDoBLDx!u4}5A`$>;&fxgdc>+sl5IUW{{Zz>CRwI$IH8_aR(~- zw}b2iR(O^1^AnTJaeCjxTX3&qr+)fu?IdtNm2h%+d&IsfzE82g$uA@vao^Ncjh*JN z@e=-9cC*o9^4~i{4C9}u_pWzN@VALPQ+69!W+3$F2j($ekKxaSQ0YEXYg3kNhTDQU zAMhjTUXOpR>3SSLXNV|d7yxsh)7pYr&*GNCzQdSmmhiVY(~@O7cM*4bpbbHW0Dp+1$LH;!)at>m%L zVhNr&IXL{N4UUre^gjqFkT;q@=abgB3$Ge@kH(iD+4@=)fjBtsKO9!(iSX|K0K_fl z>-Qd5&hO#L@7UL+$EIjL41jIG1b!zUOwvN;Y~*||;0UzKh14~L-6`n3KOPCMNYyo6 zJ4JvOkxtQ&qo3(sbE){=_fU}9X$hVG04N}yGx&SeO*_FFwx;WKs?Fts*}>|2`qiSf zIn8gzz9ZM}PMM}dNj$OMs$ z;FFSnTJsHO#rnpja4fWxB@1JqKHX{D%EzthTJMKEEoRe7Rw)SJ4CJ56ypn$s>;5dC z?D|wK98;Wc$mD)F^{$gk_*l2$H9r$w?#Ip$4CB5JHPy|o_;bRx!Z>z>j9>)M>z}0; z3mG~u!niGFO;2076NUM_v%m-NYT3W>#+%{q^jiqj1vmrr_w=tE@ejm{i=>j?+D|Sr zeo{vmKT%lv4v(w&l(f5vE68AY{$tjlqff>@GSxL%jF(JfLU;ol{zKlm{WrtDBk^+r zBQV>O_xS$+5Np@;ABON;ui7=acWmb!{{TWOq?^QE9`M9JWwZgdakPJvKp5T@@C}cI zLd_zr#OJF%K>c%DI@gb^bhrw_7FlEd0sjE%_pd6{yl1KSpHurLo`q2HwSW5HR+W## z8@VMHy0y?-bIFYV0EjdYm5z5=@h+$0sbhj&$(G_VjDITZv_FT|@NKx)WD6cMv~>JP zKGkquXc{XUO&-)sayU{l27axY($aLDcVCuSwXyblb{Grt{{TWgXf#Z_7Q10-6Y0Ji zv&#X?1OEWUQ!Knab*X=*YtB|MIA2f7r;}Ik_k+>mT)fIX5A(}cn(Dqj)isGtt*m6m z=Ln;}<}*yD>~?yGi2O6*J9#0tQ6!_+clED0o5mXVisbt)i)_US!T#^^6}hAQIiFuY zY}V%TlpK^CpIjcEwdz*-hljii57{jhI&uNz{{TNqvjc|Fei}H8UF$Ps^(pD!71Len z`YwY3u(m2>{uNxD{dhHlKDn=W!r`H@iK4e-*Z%;of$LjZSAjI^7Z+NSZ zwJfx)r|sI!#>khG#y$FqE(K?jd#M`JNr~)`#IJ9`Z*9 zP&YGnQP=y&(!B4+-xus=i~BFbW6!u_u^auP$8qmPu4dh~I*$=}{{Ttwf;E(2dBhMg z$prD-SB$ow;%^_^wfwU!dCE3WXDfaBFj);wN+eVyzZkUReX39BA7_>tlL z0ts{v53D*O0+ha)6ZRkR`UJCeIXZDMU7HjE23OOhA&3HG7wOwn*cj8!G zlFCE#dVaX|sI;96Qt_Utaj5DU!5JL%>0Zg<-wRn%qPozaSp=NaL@ z16rMvMxnwFym;sFHS0FE7Wz~!^SCObEO_bl6kpz0XtokeB@rlISHJSFpEb`HUig%~ zjiE7H1C09r04mJ22R3wGF8HM4Hqtygo3rwnG6p{}US|-xxVlNNSkE&K4?TYaS1q)a z09wFs#PZ&zy+6X<5{fofBYe_uSpNV{Ycl>4FAwM@UAK1$zi+SC>t3O!TiV)0*RtX? zh;{m7-`b1Gbk7difpFeh0i0x<*UkPj@y*_`B$m2!nC!tT?s-1drR+jYoyU&;DwU12 zPY<7&xM{sVO7PQdajHL?bCzA(nU8Z-(l5CZYuy}!fW6+>?nbD&6=4&8rR zhTAtuByye}@K6F7AqC9%A5YBJyJ_ATO&-=c3xcuWvEX`j!K;>bx^|Cfbplp6U|qy_ zG(8D6$068Qb@cT2t0lXgPmcZ~&J^f+3x|>ZLgS2Qj^o~|d_MSa zZbNGN<9URg$3MlMeQQI&pAYRVmP@OpGTjgxp2w|s-X-x)nc=M+Vgt;P1`4kjJt#3M zc#p((z8tapE}EfkSZz?hOjn2-tF2D_-|BL2lyVoh;aQDwsp|JK>esStX%EV$pcT_- z+I$9a8v`S^bNJ9`s(Cr zHZQ?$WK+419cWW=41rYT7onv=JOjxmCA-s=rANfPj@3_M7UqJwnDPkYtuXJD2-ltU z1U96%nI=m2t*ao3F)qI^YGO2OVf!RuiNQ4`!! z1lJ#6(Hq&fW6?@|M9}+|&*7crw&|U}e0mRWT>UG4 z9|XO&obMPfJC0W!Ys0<<{?=B$E0Wv8zCO1$`m`8{<|pqFwR3=gbDAluFMU91xr0l5(B}Qw}bvB0KAIxFqfzr5( zk|UEUytf&tE10b@l5h1RYG=0})~w)=BW5ipY}3-z7=vxup8o*kRDuf~KR3FZ!Bh?f zS(m>d49{U_B-c{yMecv4c_z2<2I}D?v(m`e4mWz&KjUv0U+Y&br|E>HlD0BC*C!2{ zTZLFh?*ioW-`=xw>~_NhG*kpTpa=M{jR?b1^T@e;V$*KcFx> z=N~|8GqohNIjFSztJ{TG#s_@Ypy(bNjsRX!ymvLXVWnFsr|6sZ*p(3q2OyBUV$%IUh>5sNULW@V(5;H%2n6>rnWUUbWES+`w)e0bUuX>NkEQ zymxs_aUKHt(ldm6m34hvQ}HgLCB@9d#u(u-$6mZ*r;5}RKpOyc$g5U%sceQEXW!e> zrYe9IQ;N*%B?}(G8ZS=uVi*c%JSZ8g{{XZS=@egkui;w$W>hbrpbGQK(c=S(feh_9 z+4owkFcK!$?rOvk6~gB&o(%wK#TmvMr9Wm)5|x-DZEj5}H_PckoS0yYu;Uc~EdKyG z=}nl)w>_!IPS8h649hAP0f$ z$(DVinyGOphia!J&~COG!S(>Zd%Yw|U5t)1j?~7G0ta(ftzf;m*$gr7EO-KekQr1m zha@g~0bK@@rQK@N1hxf$>_-*d_0XNOq39OmTLq24s<94M*yXg3 z1z2du?e`7l%tm&ef{V+wGZ|UHSpNWrBeipykBuJcSBe~k85zZJS6aY~y7F0p$@ZDbXyz$!Gg_)FZ z9jbtyDb=Riji#ZB8|_9+LWS7ZO8yPjzQKeaGjob$avYo72^=b^IW+K%DPu3l1#a7T zH(pR0;yt+OU1p!)cQN_8lkE-IP!~w@`EF7+5W|)yxU2CCw+hIG{dlioxA5kJXg){_ zzppjYSm?H~sA7Ny`qh~^Hh9gJfvjG*`#Sl1y?_06&|CNeRaV9PfwSCW{A<{j-Z)UK zcmP#*zer$bFZX!Cpw8z7XYlq2S!AAK`0M_2T`K7oHh7NNL1pic{=GI`dNfVaNCKWQ zT($oIiP19Fua-PIMJ z53VR3k4OH~c*&i(9kM_A)tPnTW>Mxy+ra2CkLg}}E}=Y=d2-3QMK)p{JUH4rP(ibQ z;!CN|oe|nUyUk}ubkCca&nL00h}4WG?cUs0_Mf5Z`t8EQX&F=<&mYXt17w{Heq?|J ztiY3BGR0{b+D|6EZqwnAw~=mjnM{x`@Qy31hA$21=oT2&Gx*Ru9%G_>IlI4_IVNI} zFU(l+$NlwQ#b>8zei(z#uw2Z;X>vQ)C9HVtL2Um3V>t?T`d69X_?uY2kIPw%apyRo zXRGTzB!bN_lL;n%-{e=EUf*ihGI^58nA^8u`d1M=zH=64+*kOigH?3ek++;*jidhn z)j=miGTY#)Ntqk+AEjVS%WpV=7`mRguH!-QX0NNq_L;!9fOC#B{Oi;-j{)em+h>+A z&O4v~09^shcz&Ix>KD@pZ6hUpNX2^2gYe!7VHX;##fknO@@vr6&I@M5F^psU_p0;w zhTas~s29rWb3u!dX3s#f(jq@$w^8bG)~r6IYh@1Uh#uaR!fL)clgrs@&!`p2`S)7M zGPI@`$5cJ&F6Uvdc(OKawj9XZX1VC?mgxlZRY7fMWtn6(e|r;HcJLJ5(pl#%t58G@A=F^B}iT#}$#PYtX>u0^sz`W@heeJeHbeyN#qNkne<~$xfzd}=>U19oU*ACUT@NKB`=E}r8zhcK%GUQ*Y~+PwlU}={=vEeXizrRf z`Wn@-(X_n^#}g5O)Yev|ufuN{Xhs74+;^apUscw=#b>avR>uqJUU3Za+)pLl%XyA| z={=~rx)%%f>+(o$f}zs%`;A6ri2+z#^FXiMr+27dT}$>IG9A*BhGAZh;Ew2~n$?&A*MO0pnf0%K{iM7G^ZYW@>|`LB>?Kn8 z=uA)6z61S(e0shS@pix9Sx)%&N*5jQ(Jvf##cxmHkf-pbeyVH!AcsY>g+c{{4hB2^ zRpDB$y{qfjQ`|w4>~<>g(z=;#^-maGEJ8CKsy-C)#ddaDE}h}`e>)9vw_sB*d3fBkiG?_GZ_zQGpN7#SU^9e2dHmu(~pyO42_{Wz;S7L9v4EVIUA zg}EO809rs+O(y49jy8iWGag;PrFu@8pjdcv)h~5s4Y{3|l|Shmr`FvbS;>^*CY z)qG2Pe8KJ{5}e>5pbmq?J}did;jJ?qK;u5Ym2>u%^WVzuoG-0MYiWC`G)VDmk2xpW zy1UEE9X=svW}|wJPrU@(wPZBiBGumEb2;gbrm!w&)OE|)(mbq7)O7xJ6@``6+_GNY zH_AFyp{Pw5Xl&v;&q6q$T*p9`+D?ZLohBOK)i`bSEq-P5Gaa}+J*vi!;k&Ds`+lpP zn9dDuUf&C3SS)zY6dAdf(g-v(47e_O0a$lho}+%v5@hG5D$Gz_-NqI}$9&a=k}EaB zCPMTzp@S}2X;EpxXTM-uu01Me)>3blFiHb~SdvXW*#=T}^#D}xgbEQs!9RrpY@UBI zNBNF-bRLw&uy7L%kbgR}ZwzrsxT$wMgZ}{5uANc7^x0x^j5O6(lUOnO; z65VRoLf+hw44GGN@S~WhK)-CzStyG+V^5ath~apu z9%c^d7bH}LW}TFU;F?!8Wr)~3e|KrAZS7>algmL`wpu03?24lR^)=WHB0V-AI#vsc zn-b(xv(oL6KsY3?O6nuLvD4!QVyYE;R|lwTu|mc>f0&WhxmUTK?U|=66nfQxwXEy! ze{}5&VkJLH;;tu};r{?|nCGor^4?&}8(}JRw(>3hQMr$Pm6@_D#0c6;a(dO2k>hg9 z%~jgq<;7lx(s{^ehDW6XCyMF%736g_p=$RNFiUvLGjyw3evsEBZ{ZiMcJN;5nkBaB zR0I4J8JQM3OqLfATwi>y%o_)=&2oPjbX#8*cyjW_5FETLjr7{X`qbCj?ar}#EUfrQ z_yBrUdFP$1=UDz`Xow$NR)CMi4})GJe}x~k?aqMB_IrIw@t|zyt6VCNUdvy!!DP4* z&5x9T>OkrU$gjr#0NTI8XTiS|G>?i_&AC!|nqUUpNG6g)-_TdXrv#*R}ibN|rmF8o(#_MvEH%yEuL?T#zr zFOQdy>bm?e#(c*PvUBN{74=2;gY^py9$j`*vyxp8rVCfa9x1qeQ^ienAKab95%=eL zuZBqb27Q6>hwU=>a?;*NJd{)$TesX5>0`o^-f9Unl9@1bj+_HWf~;ZC{3oaB*O}iH zx;q|vl@z+4izABUy`mkeF^|Top)uUjxJ0+Q*o9-qAaVTazM;4DtQyYsU<~q4fW$$%8cJ-MhXyH8vL097N&Zi;DmNEA= z=&G6~kc$B$a2>z>Rhe_*bqnO!#xi&fpXh5cxlHKvt2;YG3*Z&`vQIyiC;TOL))0M) z#Wy#u2&{9ZUusjEmu=1ta6kQZ(?j9g2xIeZ*D`(VWd8sv2{NLOS=P`;AjC)JCyuqv zYg!JWW(<+AcoA~kEq53GB!f=3`!%oueLITh$Yi)scLw#xuQf7_jT1VD)OAUlV3aB_JaJfBo-Bu( zEW6|*jPuQC#IkB}p|xBfI61114wn>%&0x|aaydOKBU3$2rE?IPHrS+lQDb4J+aI;v zIhJ)K?K%Gd8o52h*MLQ43NAX;YikG~pUt~$s2r1;3l(qfujeM+0tGx1in1-?wLW#r zeC^3RilX|2x3jbwY+HnU=b)=_X)?&->iPV`jDgrt1qroLBbfB~{$g>QQd?>7b09a2 zaHsC`TM}Gpw#RD>pKn^mV|RCOMUmJ&Xaf6QX_{o4V8D=mVzZ-{P`;UrB$(#lo;abj z$ZaMD@=fzN&02!*%|1o6K;U+$0(kWJ?Zz$~F;3L7-7r%Xn({l2wBnG&7EAA!KDC!~ ztfjCf(Zr~yr+NUn6`Qy+-W{dAYP8qzX=qZ!i6w5Qisv1*3+X=9a^)j#i|tlog; zTZ8*dE*}XSeK-|H?pteV7E5vGN;=iIg7$XZJMBg1Zyi4hjSM#Ke3T5`r~C&?&?FnS>(+y3hr2VQ+51=N@AL#&{p49(e>Uym=p|>sB9R zMTNlaz^vtyQIYn>f;bPTpbZDKMm}`ylsu79waMHgw2vw~oKj13V`CO)e=+|6yNYOi zUiL3G&evp3(C7SWtOPU4fk)dU5rTSi{VFf*Lf`26bOh&(+5Z3 zJ69ol<12e`VzrFQ{f|*V9n^PrR&AK$2ms(8O60Yl64~2MB}VgD{{RT>TzA{`ja8d@ z^3?RjOAVE+vu99YzqeCR1&h6U{`mg@qXQayb6G!Py0|`ep(YR>`R2B6wOB2)9fT^! z9Z&xNUb*Cg`%#ge?Df%b41F9)tFq?b3>NbPPssB!nW{{ZV#?w?M! zK2&k;IqjacUNqD-1LO=x4n4oE09Ut$-qtfU%Nbia?^8j2s9bMbSn(fY$Mvfb>6SJP z=3Tzz9sdCRR4<6_qE?2+E&1rw0V-%pF?XuU2W|Ej{&W^_WSC@6p zRzF_Vy*i$o{s&1bS*-L~77*%72|O4=VXJ8lB>>zd2+r@EBy z&(eT4%-Vg6Y*jme{OdinJBb*mQmEdYs@0`{X*|h3ZaP+?X)L75BEW8giU8++%w0@s zesR;*v~=AX>Q)BrimLkaTiujjRLN+& zSe~c<0In)4Zx8Ak&B>DMk@X+rUZEa^qUrFdyW5e^rDf`VE3nhz@^qjiZk&Jmsz9q{ z;2RjGj!Bpx9Y=5HTH21WqUdAFvry769DkEsEzYN}>VZ)dq8{s8mL3+hP$jr>^0z$y z0Q%?xh3|-U8@RUGuF&T^b*Jh2J^aotW*fJ4&2`IdX=;G7fEU)XuKY)3Wg9|9M^TQo zm=@PZfmFPoC>?*!Yd-T=(=_O|@5vo8{{ZT)F7Lz|jpXGaVj(`<)w@jz=! zN;Bp$tUN3M+a?JIrFK7M)2!nHMG8l5D~^L+v{!ZxbDq8FFK+I27g(VLq3_Fa9%^x*VKAf zzUj&E=i$sn?img2BZoV=AY*}&J5?DeU7lg!{{VswWn~_@;z>jTOgTp91LZ%$-&(}@ zgYnZq_-$_5Cxqi$i=A@EFvl zj`s2cBT9D=#AI{zsc6+BiJsTQ9}+cbb-jLLD@`G0;9+ularLiJ@ZW+X^LMO4f~eY9 zJUDnY9^-S3f8iGtW#iW9=%ZLQSP zbsa>i+eUT~$rvBjy(>cSg^iu4xYQs5ax%_;!!)vZ%ftEBNdEvD@!u4DLe+J&I(3e1p+DU}{;KlZi+Mcc zFuOd&{J@;&^`K{}c)Q|ep{#DVvp}ln0geyzuRV_0uC62dW0#Qh8UFwZ>~#MC3hNr$ zMwV(~2zg`8dtQm)>m4E}&Fo)kxKYW;{*(daS|5O~d_#ATOi;!?X5jPu>)Jdw@b|*{ z9_jA~pEfu=j%&8l(hn@mu?P`PIOigjbOHet=nx#Aihf-kj8gtxVf>_e7z{{Z#Z(7qnccz*b+C@tcMGcPB%6~s{C-UJs9+x+5{(LT+y(qK!ygsB5O?mzu=T+Xep_h71c$eN&=w9KT4OWw<*lo z>63=}Bg&fTptCT?`_<32bWv&Sh$4(-hkn&|D{v$NMBGPuWnAXs($Yh?F2Z_Ngcj`s zZ2QP7p_1LMNK0@7Q{vM01LwC+lo8H~aDv%bln;8dYi%n?V@1pQ*3Gt?3}`mDE!wss zwRqStTzk-D*_{o80t}on^sVBmV-bbgM-_J7-2ofUNvozMasm!TGbbYjt>ukI-@Hw2 zT0*d|%tJZuYErRnZ!@T@DeuZL8-7*qRz|GYdzcmWHwW6O&2aqZ)}QCPoG0U1w{l!rsITQF1u`qRV&#wTI||5qmV9y3tyB^T48c&0Xw>hgaF=YzJIO$c)u&DVCLiMV@Ye^(Augi|~Tr6rv z(c^4~0Cp8h>9@$FjjAdYyt7@ycg6&(@;x;Q}hA7wgstPI3ERq$6CFVVcdh|~R{5aISM?6=0n|U^< zd0siL@4{aXEv;iqy+nDB&xnE%}ZM07Z+C^(_yCXxE zVcxvg#vVPINWy3?5J+*K{{UTcI?sqNHOt8^B{+z17yOFiZfBZ#gcfU-94e1mb{&HL zN4wM!rzTs801Q9CcCTOXFM?c3FE3XNF||%G2iCK^9pN9ds^01-9_~ZH^sjBvcUcF8 zvPN=opOgv`GHl$kf&>vGuGLbbk6!1urFduUDdJ7K9C|Es2(9A*+ti#e$A3!oj}q(l z+Af0Hkx&ZsB}-#dY@-L%`t}v(_Dc7Y7;O{G zkn#&xU7+|P{{U4Ru5lVm&i3@K{&n!zgJF$RWYc44e}Bl+xLCx{{0lAWC-#~siFsgp zf9O@)-A&;C01Co`YWd614F3RuuRhegOMP~PS;|1p0)fZ!scd`~sd$0b;^emW87H^% z6o+$5Q23!O{Ju_?5my5MgZ&DM!<$a=HoqdX0z>@}D z{{SQDUNNiq+f>yrOcqXAF|+^|Kgd)z-X7OAG7ZWQ4JFAxq6af*B z4UkXru4-FdOT<%|A!6+9oSr|Ztx2@65BPd0^$khJ0NI) z-9@BnIvt9eb`dT!$tV116|8yAo#1J;n~3i-iB{T3>~A9}w-i*CjDR!ypmQuVO3EEOf68_;%ChiZbvF`KLVoro7u) z_>+68PcEI|>rXMF=;65iR+18E^y>{9!+sdI^R5VnG#T7-Nh9h{rEwb9#4oo_Z1kn` zS2zS<59M5rm*IaBYZ5M@;z0z=UR~mkiiSCkpP-*Grv=VNKLRVvo?U;$ z7i5-uhkj2?WBi&#o|~`yO}LYFt(pZx!61?SD}aYh)%;s}6HG^w`{d(~&+A@;;ZKE< zB7bOWS$79=q2mLOLVYXJf8i_8{3iiRDAY(eU^9|`DgfX-G4PJYOTj0IU(R&@0G52? z`PX-?c#lKyEGuKDL^8bs<6204l(oOpK?L;tohf( zzBjswolUK#du_%)L*BaRyf5Kz4Z-JXQZ3EV`HK)i&mDm^#p~WUngVU~*TiF>ACIW^ zplu!1t*?jtA8aSPm>FZ_5Hpkd`d6Fyui|c@t4J(tVlYG79FzY5j`3JJR)ykU8eW6S z+JlnpSNUXm*Rp9o67cVYp=+z@gG>kCky`pS8)bg%||#bNQO(pU1b?_Yzs?iRPj<)IA5}!mZf&M^L|UsOwT^o!fKx z_Qf*UM^U=G@fFkCcz>AO;g19PZg|%rX66H5><3m$dgFNZ1S#i(m!w)4Uh--Fni_T6V)()<%( zXML!}a*OTPJrAX0_=CjSeu-@)(x^p=PtBZqo}BtuhWLL$);=rvjqfidHu_vgsUU&} z{qxw>H)DHqY)Pp2tHqxa^)~SSik@5#%#!3BE_UO$t#=+D@K=XC0c-uMtUsG_gN@lB zu))t8y(?>3@jryV6Gi=tq{be3mzf57k)FKzSIpiZ@m9OzT|tKY+n2yWfrUJ0p!KX= zud$?QcRIfv{9uyxrP91S4%t+r5_*%7fsiYk@IQd{JFA7%FQYh=?#Vgp&tqG9M}twN zge+SMwn^)g!S9;(T`tytJ~YPI?Z*UQ1CLyNYcqE%Xou-qExwm)DOMf9Jl0;h;ypjY z_J(_c9&`S!M;!b0^sGM_d_>bUG@DPf9(CK24i5nI^sf_n?loJHKBJjhZbJHV?e(g- z;T!H;yw&gZsU^FdlN^UQ{{RX!*rIu(hB&u7oCT?(wz<4NXSQ7JYf+y=s=Q6 zn;#i1Si74_N-D_H@YjRjnauL2LcIVv{zkgL6!@z}@P3|!kxjrqcfWsX<~ T{FUZ zV_R8D9_{%0SI)YYtv0!GWV@B7ldsdQAwnGcmpo76O-IGI4ort;KH%w$)eS4d<59V{ ziX_}dH+25BXGPJkFIi!j(w{O#U3`Y@ZuGGJcQ$D@4@!37m7_^;wG@$vMl3l zU|?t4wP>PqHLcD602X+*_r&u@p?G1MQ7deB#yIJYMS2&*?}rxN8o3ubkuzMd3_A>* z5;L0Vd^O=)Js}}6!XewqZ_A#hw!B&5YhMrPjdgO%A0NBH$#14J=}4B#8o!7%&kNW~ zb29~z)a_pR_OF?5b?dE4@>{FXh}@EZ)3uwszY|@HtG6QEPE$SVrLCjiT%=L23((M1 zPKw6P=TLZ%DGJmNl4+h7)8K|BQ;oqJcD zJC?019JsmzbZ^_zt;=fBWUmT(Rl8Y$h1511Cl!z4Eq71w?Uc8=l>Een(Lg^l07zeK z; z>?@lFONZb0A{{H9a_D;$A;}X~2?V$#X1a)kUP6?7FzsA)QW)?M6v*3Ggr*McNyOGt2iDxKU!Y;K;_2+Yq& z0)y6Uogv85IR5~4s?8cpF6TVc&EQsL1HCt3n6#O|0<|%) z^C4U$e5&(SC5s9q$KD*%ZEmeFP;ghRGFf-I2y&;T0b-jYg3Zw}RHD4LwwGksNc~M$ z)pclWz=iNhuP@g1^u9xB5FxYFP-_%=72k=iBh``{DLljrlUcgYj`b!B6|6rjV<6_d ztz{5K%^3Om6Pl3{Mndm#fO{Ixn7&ifbk7{$$s#o8Be<@e{CO~tHwYu^UI5pvYbY_W z3O@0t8})Eyo@|LaQs*`HN70M%2E%Ji7!rMt_*ET8R)Er`T6-s`y*OzY#QP z;MBC>1b~3qBa@sS-n9Lpos4e^c(+XPovFOiu7%10mcS!#1JrxhcLjyXMv*>j4Cns< z)n67}_-9-Fo~PFJ>nY6oedWBd#RsPBGV}A3!d6%8&HGVZ>rbluKi9O<`i%2QEE5?9 z1Z-6lY}hl&tt8Wp;zf_Mb^ibn*y$F4T%FSn0*_x>`QOAEg!=8Z6m|B)^U$K?#b$SuCm)oisI=$ z$JJ(I6=~kxRNS!|uR_$Z6(qd^{whpC_G#s*Hsejv#`%Zcdh}W-AAPckbv8{@3q}Q?yu(k+Z=)D zD*d&b27Jf&M;Ga`K6`CkYj1PKx zCSM?Ys&h`9sU;VN^`Qfz?CsYS0ItE9k9rt|$QS|?)NGv*fQ;;fyfr&0eG zGs~1!+C^o>b>@Q}aHra|;wqpK$ZpgcatfBH$gJ&?)~DVI5WgrN=hm3PNBbkV70!9yi{L4wG0&?FgCB5z^^JOsg`K91p<+=OBe(wmT-7aGSxq_*Fl+`rlFA!!)&HS0PrfbI0Sqn`A6^Ek;I{{W42_V9U91-FA{PB;{d-Db}{ z)BFRg%${}Rf)aawlUkPF4&oC7a^=Ur{{XJNJjXnIOGxuPOO-e^p~~jQX?jMHrNQM# z67L_KO)T*^E~5blO2jvTr!3hlJNBSlSunAz!EQ+S|D@+Nm4hKr!(XRQrN&rd_VhGy+pdXI}%$uk%mTfKQj)~50XSA3Q4 zSdz8WiMjG)^)&8Qr=neW;y?^&OYW?g^{czYV5~v(IIdPGqrhb%mP?-@wuk4?R2Gr3 zbkoj4O4~^0vz9A}rv2I6eJZpu-(9hI(4Vbu>AoA+bu);f+InY-0^|{ixq0vpK~-lf z9#pwC>H25GYrU%1)ABlwKgPWR+rv5yq-zV?37@$?{<;F^%{J(693`@`X6y&}*Li8+ zjYmH3)jD`Dn}%)Q3igr7s^(-W_M?~VsdgR%Vm42A1cNT#0-p{ zE2Go=GjThtmmHt&p2EE<%G%dPhj36>^yE+nnCX8E^?S@4*?gsLNCac_HS3x;gS1T% z6{3l5B^^oi{OaYts`5rwL51z>P+V(JS`05O*c{MB&6%}H?V|EZh~xAh{;H`jh+?;m zNt35);5A)*Up@4(PQ22oZ2Sm>Ax-ne4yWOy9BqM)5)thN$ zZt8s18)N3RTH**=JQ0J^f!KUDu*H)p$R5<$GOgw)+6PW*JH0_9K13sP3g6NEHK}Ux z`Li97`p`R=W^27jt(*&%J?moIz?brnZ=}R^=$dbbtTeSj8W)@U)wspM{pi|z3Jkf9 zMlT0w@WhQQW%I{>@vX=#Ev!^6x&=|jDyFG@1S4dO6CF4LvR}knexGL2Zrta!1)VzD zMHIqpk&)LmJkOv}wNuAcK;(N#a z#lHl4R}FqHl}*j$g`K$qu^U&rdB{>mdQ)SMRMh6$r_Alpaao!x6P-$Vn9K;k-~&l* z75=q$mbUTa=a=-Zp2NZyIR5}j;k%L20l_Uk(z|Gq$HSI>amO87xvd4tLE--Z2HDw5 z_M6w=D*E)U*6&oZvqR<_Dvm47J$vx)1*Vs(^m+ zsjB#(&aVSADPDkaTqL(oGqa5mFt_n?j>LN(gmgl8tM2?5z z~G&N1-Td8Nwk zh^Ze~&3-Jb&*2Z+yG7OD#1`))L74vlwQvdkRjobR8(!)AOM9x>Xcp63+Mp7N4lB#G zOUu1l>@kqEgb}rIT1#hpt1=rUG7F*!bN<(UwcO}_9JA0jT-`_~om8>TMltx;J2p9; z7sDv3FZCu7BAnp=0Q&1+UGX)ItT9>Gkid5p$@q)Kg7x0gBrKu(cOR8=dUdS2oZ=`D zGw1IffL2C@ySvrCcJn^*JRbGCpm=|Ci@VXZ4n}KdOwe?FJ>KH_K+~YkI|}D@pAp~c zmusbIqsvw3!@U4&>e{U4@9cI9xmS;tpQmX*W)FF(a_5{=^f*R|8%?OVc~3bts3t^2)TCD0<`8ufY&ev|uxLtzl;h#=Cy^dZQL)TR@?=$%j$WuBDSX9#06z z{PA54o{DEdGp8M~{cBd@Z97AVO>>RPIH1itkZIl<7V0i1ZSC(>^S7HtM^*b##EIWMt zfUXZw*6uH5F$N)hD>6^C+-7^Wz#Ro-7DkH|h zkMI-_dM3T%tv=e&TG_ZVH}`q27JIwP{e{lePQ=zGp9?dzflH_y6I+%xvda;hZb>v2 zT(R7!<+#msnrx{k@|8D%RPAhDRS6*4JJ)5R>1zebEPpaJXl8sd`)GV4hs3`Ou5R?U z@@_3ZKhm>*;GO+fHWpR<3CF1`W&(mKrAownN@Q_O`|Kl9RL!59tMYqo>Y#Ll*`Qb+Fs zTWy%M-zwn$0Q&2Q@gIz$(;;@WP5%HfMLkY^Ym%4ZgZQ0)(4jC#G)2|3oR7-62{f@g z8>uBMPvy;X)cA!6w;QuTyjS8$7|63=F~}b;f5Mag5|0x90MCE@2mC4_XC?*{ieIuz z{mRJKl>gD|{9%5&mxZ+pK*BXKx~CZa8vN_9yE6FmPO`F7E8E?Jw;f26AJ)Fb@$${2 zcyXoF+`^8#*C(88Ij;x(o%9P$bK;%Wt$3TQZ1+l;9Y}OF@eo>{V9&54x7IZqI3zK7 zYU--Xj({yb4-P_;u)E6x+$U}dlrX8>c?yxJ?>V^oZY2uIzG+z;nj z&0KLe?zIHcU}OjtSA-|6b3?=$?b&FpQ>QzyI({{$YoS}9CsmZoA^s-yt?#tk+gtfj z;4l~f4!@mbS<2aImve?&zAf~-ScjNA_ZC$Ot9>K1lT z`F8Pde_8 zi1gi=mrU<1q1vmXYCR!YaCJe zcF2f`%LfWN!J|!s%KS^*Y``b z6U}A=VX=Iho7uLL>sH0=!PRY4c?;jxsa^|dqVp3zX+1kugj#IZHn^V=s*Hoz`A`LE z;hy5);#OxPAOI@VI$g!oK!2*|=Ei)ah+3n0Ni! z`uF;ASz}R-35;mIYiAkh&(zhwv+9$tpLP48pSnNBfEG)LEsF?;nI~~oU3D#1L{Q&m zQQY%ZqP2!6GDdQHir0eH=KaT)AC#l`&-hRVO}>$5ZcLYXmDK&?z^xRz)i34yK9vz@ z#|Io%`si>(0lARM;Qa^bT_VYE6hUEO76%}4{OAKZ4+YNgiLayqopZPQzm0C`kVB-w zw$9mFMd;03&BuzY^yiSw#gu%Y4D(#Y=ZQ5PM7Xm%Pz+#D2cYWO-L1A{zngTe*mkcx z)I3dhJ3Lxy%CsW+^kj#XMUOFe>$#V)GrkItYVG3 zaDSC6u8F2f1`D^fQI}A?)b0#+zq+F=C|O{tl=U?IU}xr{Z*N%_`^oijwP3K4uN`qD&nsE zcX@sqD+CI%a0&ka^-u?=z3!iH8}4;oy*qzOYB{k@1`iN z*mVAN=(<|Y zm1MbbwR)0s{c6hVmik-_@~CMKAXhDQ;@R~TYk0vzdVicy2XAqArr9r)vg2s!isr6- zS8WDljCq7`G5-MSt|H#YSiQR<=Kzj}kMOR~OYp_RLm;{X57VUpbGLfdrKn|)?c6v~ z-n4Yj4_)43YlS3{(Dts|Pw>{2Vxs3Eq+e0f^{Y2Jt(AcD9l!_E{{YoM6>Ri7YhT_? zA1XTZsV?s9)-piaK)}!c0IIp^{7Ws+*=~fAa1T%ESx={G*YAw^vN8LV0i!0o^0|uF zAg>&A{HnFmY7+>t73aW=!Q}bQ}|& zv~rT!=AIk)UweBRUEN3abO1BEas6x7?X;f<_?JmtWZWBJEhgRx8u#$oH?FmJNHv z+Oz62?g?<&IXE2qXWqRJNbp^PLN9eSXPM4GIlw;r*L7>A$7eXGi^ymxUV z&2wggD`oqno_{P>X7Skd+x>DqC6sxX2aI}tmFHTYkJ@XgEul^ZKw?1tV!ZNwTJm;w zmG}AiA-n$oDsGqIPY~bN>2^P=U#qNN$&p7Z6BR0^v*}~ zHP={p2UFCfR=<t{{YvZ4x?M~ zH;8;n#qK8ZU>$%RKA08H27v&L3%j0&{{YopZj0e9W5ja=xkC&re)d7*^si^pJ{)M8 zD=9y}kaT0m^{qpg@eL!wdf$i`2;eH6fK#(tZt(zLw;M$+ul%S<|qZamiAq+|YAC;@rN=AkV_rE->&rda6~s|}n% z=0C?>Bw=BQ&3l24-{e;}t9X}4@az&@UOr|W7njx=5CC9Jfw$kHWXmj!t9R zZndoz0QWQ8tYCfB=lm;yyZDV~rI(h{F**Jb{zZ6HqFaYAcQIx)2!TTEB<<^5?q=$Z zi=HC!mc8ODwgyuY6Za5|VyIi`vP-qwF5UXpwT71xshTz2pIYlJY)nyxY-H9(hdXDc zd9K0JAD{Tv?T(EQmAu5l`g8s@xoreUNyb>#h>BpvLWa+J&}D0D3wZumR|d5pgKKS= zU{u!dh{op})v`R^v>BAhR2Yk#)vJ4ars-*sz{X#Ya4SMPX=XcAP+@jS1-xY87lYhY z_-&A|J2SV|uG&NPP$QFrS`c7vCz`%fK4O>I<7_e}2&>*uDlyd5@+*V~92!<6LJE#W zY04bLVjzTNxj&^oTiC5*I|k+*>Z>?m&sxL0oDB1Y6&%EJ63?qN`HvetYcb?$h)n#4 zsjALi?Rdhctx}QY*w6#P?@vRjF(jKQl?*@~Dv|Re`GMx1Wdacw-es)G?j(TYZsu;4 zk(m|Dl5Qm%C%$T|P7D3-o4qz`i1GX0Nk79`p-|0`cqhFUIt`g+D~+QyB!!A@UNca6 zyGF%a@lB37Ol((>Pa=RFy9ww`RRD(Ee(|TvD78$1^LkZ5aJcgi%uN7j8JGZ#%No&w zZKn(}Yn@pZS)*cbL9J(z7G1f)UT6aR*AptSPn3F9ad`4XqlG=|5^YIdZGa3OGepvh zRNTKd>HyUHUAXx{JG<3cq$q^MH&s=>e+umEJTZTMyRA;-{6EHkIVZYE z$IhfNsUWt!)ERB<;$|#**QD8aBQK3p_>Tkpn)OXLM$)VzMvVfjLy~{}RO~CBU*Z1% zg>zkEO;bBMh41|9*&$sk!*)poXt62|dRH&4{6({~h3#yBXU@RbKjB^@ulSo&y^({? zST{HWkL6kr+3KDk_=6x>Akzt5y~qCms=U1F8jhtQ`&7TW>PH{pSQgKBG=UL(*ORE? zyWJDP*EboTQN%HSpL#YaBy;Oyaepe?+5!i1JrCtxso~!S!KTKy8#m1_@eh1^*Gs2p z78*sfk1!J;+7IRa)pd54ns$+Ex><7yF73zH@-#L`+bupjWEoJejGXcQHO}fjClX#R zlcr$ZG1|;K0DZ@`aK0({v0~EAZ(tbY6+_9-QRpc=8)-j=^gGWV>i+;c%)~~gwnpkK zW5{59Z}C}eA$&DwAWeyxni5WBQUr+Kk%97&*!os)#2sn8 zN3IzomzktHy7Dqf;QN}_&^$DnoQr7!?<*q z6OQ=xuTt>;0D?4)0@wR{#Bb(#Yq%indgF}xR*so(qWB`jO?9;-$4n4%2ex~P;5AKm zR`IT;G|e#ywRXt|9X}8|HD*z{;va~*j<+J|S`0-km*pM!{Do1|d>^Z7aI@VhWhWq< z3}^ALQ1Fj|w0{jC)b(iqldi*)*XVt!FBSYn)2z})(-3YSC>;l3-$yazlLj}(tI5EswKQ~m>DGFBk|lTF}z)&=pdLQ z7cLF~IRo>@J!>X=zZUE0PMR5DxH-ql6a)3a?@XH=^}IeD@chPN;zmwL`MZ8KiGAZO zXI*Bs(4i=q+7H+3SF~S;a_v9cQe-gu!210fy$TQP4-Huxc$j>gCu7)Ks<5&b5TQ}>zej% zuD^JUNh5>(N38-b_?zO@;%80Lw@Ea|0f5IHI%2Z4&jfhST-&K?PFCNm0#~QgBE2WW z{u9vj3vca9nAN9`pl&hxn#b{v#Y7C6UXO>8QMBys`KpKUjo8Oez>49JOdw#SOdq0Z4AX@2`K24(uWL^Ln{-V4)Q`US- z;%U;}1aPg;agKix>s_~meimL`gumC=qhpbr}G zhrx+rlxmvY!8!T7oN@W7HSBD3uMS!iiX@368S8>^^%?D4SBN}(_Kxvv~v=^2hmuom0gUwcU|0hdJlJ zzfoS1q4*-s7}HbnD;I7FkETAmYUZorh~u4f?+x0CHjHuq0M{PW6475l@a~7hxYXzt@rMbcgTWs7Bi6OGFBRyX z6w{5imREXz3XcB(ucZW=3E`_dTXnp+kTuZfEy%2mZ{iGkIxU5O8?nybGJhKKYp)pi zo5iy%9#++Vx&a*imFgZ7_-npc?zL(Bv)5q+{{SOE91QXJhsC$b;wDsX`2=_O_Z8`y zM}c(RBHb=EX9h#bCm?q8&!uhaJ}J^XDh-yG3fxQ6xF3dhS1^_yAo0|SXU(J|rZ9hy z6alGy<11YnCDU|BgR^i5{(${szKzRrM03OY0>Do@atx21? z{D==A;2-6Rk$20Isn$j}<-M+glge=-I*ixS$TU{_jEXj0K=z)9vbV zNk6T5UahWc{v?yik9ED2hvx%sNc{~lbn7T{d#qgj!@C3@>0Eb+JX@*jw#{kbSpNWa zAIsm5@#ceWLXN+$Y1$@q%@#b|55Fc)AD_K)T7H?T>z85BnHA0n9Ok>94*W4WH=5+8 zYnjI?Ffe}x^{;f$G%W+ecA`W;BvG6kn(Bd(f#H7!Y2Fyq#ns3SadLPkJap^%RS$?C z5%fO?=+ZPmysTd~PMp{{1`c19@~dUl(tc&|`t?p(~J@=5yi;}z~Y zK7nVZ$qFLj@q^cnezmipX)$RQV8I9{zv14uZmwdqvYSwqLZnNUYRtdzlgSN@wl40R z1ne=>^{*iKkMTAOWd6eNw>J~;@(ywNgI;&yUx=EvzZ}r%z{PK!pqz91R#t~?WopTB zBt`CBa&y-|jRuj0wPbp3p0~2JmxY>D(ll1Lh#5xK?0@}q1f*B+*M+6A1)d;7_Wr%=7slQ;kHh|EnPdl^0o>oy zrCRZ~kL`Rd39z;vb?YwN_8+BuyQpe1>lfx}7|A0xSpNW=RoIwCw{}~ZZnbNPFD@T~ zbA!j_U3Q70$#*P&XN;=<01@k-)}qn$OU+4?D*o(#8LynZ0T1j!>kzf)Y-j681!m1NfTOa74g91Qx8O4s<6@fOcSfpjY-9&?N^ z9OF42mF7MU@V)1XwPd@!Qe!6|eNKI=Ln9YJ@NT){d(*1wEKF|Q4nAD{2Xuf@6;uzD9CYI+B>Go9;?ERm-Ws%f?NRq+A1ync z;~1%I$+pbj7WmUo@ZG2qO}=*8Gz7euT%+@N+D;C{8eVPhSUdycX{86&l0%yrYJb3tTjLtDr)M+z&l@V16nw2ktQ zL)y7rKli$dNP{>v>{@kI>p!u2l_Nr0c zthTFfA>gB}ING(H3#VV2zGnEXteN~lC5_D6%5VTZFi6MsuYd6_ zv8VWZOE(Q5GwmrD=a(Rmd-_+#nwnkS>XTi{43keQ5PJ-q)>AtuMPBU{WR(O>6ayRj zpRHGo5}l;pdCg}~#C_BF*_=$7_3Pi)P(K_kD@*11n$$hTej z5Pa$fHKi4`!@usv+;daIFp-U+Ym^$d z+dvVv0O~5pxhoh*+bvQ_==NHyFxmOH4U#$vyAO;Y5j1Y3x#?a{Z!F$!*E@rDtLRKQ z5_9ie20VwT>Gv0t7P)rXjmQTTvM(olW{FrMHyOyUDz((E9lW+5BJe9*GXuTJA$i74 zE^sc|*Pk6#k~t%0AQQ!5$lhk+-ATwabBD4ubxmom z$(?@o?v;$vK#`f)WsfzTdosY7>doG>q@GD_0F2?f=9e|YlEwGbS$=7L>vqLvo4Z*g zI|;z;PSd|rl$7*Gat(Ek7`t^KhiDjF}nob{~?J*nW@Kf&J- zT&eqec@THTGx{3!zYTmp@b8CX-w+bX-J3ms6I~hCt>U)be=Y&&2UA&t#I}S8w}0tAUrqf4m=KCvU0e`c!wGCi$1iIXL-= z;D0Jb8@?#;zMHOFv^P-+mOx2fPhvX$HTggBm%tt(_*vs)*=(;zGWBWDYtg$yceaQ92IJXycCa!!L@VDcYr;cKe zNY*&jl~p%3R59RV0YddWfAy>0(@dK1ZAIH66QAlU=TD6vvp$|@J}2;1`O@!g37236 zgEHm81)m*z;+gPE_Jq8HQ-|Tt#8?2kx5P2r6OGvY*f>S?=aXHHDXYZI%a?QOoj=1? zw{WCa8H}$ao-k=_y z#en2tdv~Zeq7c+0CD~9 zCX0__QZA(tVvM|lilR%9SR4b!Dj^XE`p^c)nSgh4PeV*b1QO>SnX2gLYX;|F;F`xx zN#)$Q=x{&IC!Gl-Eyev|=Q?J>f@e;KWdNN)895kL<;>(TTNhlqAhsJ{2^ zGyeeBuT-$n^t~=3kU}`_PyYa3or!H8QKo!8xw_db(w&2YpZ@?|ciL}+w9PYP{rMNC z`OS1sJXkHiXkNI+Kb3R$-X*fr_jz&#+PU5SMHV@Y>1VgGh|I)p$3xgxmutQ(xx8ky zfw#xl*Db1elIv5RMUF$U`~LuiXTT8@NXPE?q-n@ceSb4~YcV`_tjP<`PB;{;zUo5Y z^v@M;723*}!N{P|M4Hmj#HGObm{D^gz`5v0826{oJN(ew9nv@HU50_+N4j`#^=Sx0 zwSt~=-?9F51f^q;(liZQ#8U`UF~(0UYu@x94cKTFs}yJ?n2(vyt!!FYSy)H1$`KNu za!LH^Vb+6&bzRExMnTSTPZNmKry`qhB`v&i2Wq8rAPMrE6WX*OvbS$GLml3fN~nll z!3ACmeRBM+CC|?%4~of1g?l z9p>A+W<$r;tKDiA<$R9Au&(Dw@ErHBte3ClwlWv|n(Zt;9O;r2X@+*5x&Hv`)|{qt zk>c8JhpTH+D%wKJ7JB~xlU~cB_!`d2HTz^9bpHU}KmNM(C~d8D_=FLFHjE5Yn*Pqx zKQ=}ihw#>}27JY9e-B%#2il;oKT5P^jyyy^3<~A-9~;|<*_jOM)>*GIC`qun7S3`TL zx^jH6(;OPelIAq+yq=u&rI14+kf)RB)}pi0wM&^ycG3L5#K)}$g-C8LX1eli)Gs|i zu9_VeRMh6%9DAKd(z|UF!qzsi`L`z}c|2meHkRJsGTSPk1BwS@jnX_0=_9tJc9Z-f zx|OxlbV$jA0RI4Z^{g#R#FE1sGM)LZ2LAw6xVV2dR=_{P4FGmG9xpL7M60;thBe0C z-_NKLZkvqpn#Ypt-CYP{86&Z-g2Tf4mZssG_fZd81Z91$RVxjj&U20{v+&1-+VXF- z>V)I_hpDdnLGZSPrNp-qjneeVt5+9#WKPKe!(;DOU`qu0eu|&FRX{o@tW8r}l4de4 z5l=x}#;1OwOdPYSxifFicjG`$utpN1UPWZL8fS%>hRp0&z&o5Y`J zpT8cJk)=U@;tQa#gA5Dzn9v2=o149FQ1UI5o%~>Q72fEcAJeo5o=e<3j52fDsamd| z;o-8_`I5E^G3!|Och`EQ%WQ54APUfI^hu|W#GVq=ELDGVZ@6du)FQtS{y6Eg>Hh#1 z^!uk9QLo{L=!Rw_{+0Wo;cXV;*TR~Fa`EPdWAxf9@tgM1v6DgZ&Xsi!$|bpt^XrzA zAIi3;{7;by=+D>vB27C>@ScM;s{*p=@HR(sP-OM58`rgY?yqK09-86MwS=by&PhQ}?V_h3vlVS z6Uk;Bezn=o_IflX3tVpqcVoHstld+^UUQobId&ppPAWJon)t5v+CBQ#Cqa{Mqv{&Y z>7Bf^&QH?27%jBjF5Akq8|QJ1`_ys0?d*xA=}~P__nN&6Lhy{5fA6n=mR9{MPE(e1 zIK3momwJT4dz^@Klb`;zdIa*?*jlZfk_;%pVV~<)FK?a@*06x9j8`Dx)U%(wXgQp@ zwk(^54fA}&(@yCaj)2uDiSs^wYVrpy=|G7iwGH@HmVrpxhngTPTL!i*t)5o>(qzyD z2q0B|lx2v)t;-EIQ2u1+YWvoYk!Pn{{ifhzQO+}7U#$3^`to;<(n7185Gz33^bKFd z*4kMX&^MUiVg{6=s-i zKYN<#L@`>8%G~uipq9#J)WVpCHAEkUKJ#0*)8R$W??C$3Gp=iolME~?kdkSoCCT2^ zpt((bTg1AJH1k<9m$I7RY zDRn)6Pw@S_+d?-?cmw>349%2}NAUHzxw^uU-=0ly8t242i^BHWVDixLTaHKLT#loy z-s_H1=o%%_O-l?su2u=OT6KU_UH<@dbre}!pk0x!5Aj!JW2dLt$|Pj7bghy(rplHYdd>(@ zg!ILBx@E1bMO*F#<0rjiOL1?bT8}s7WA}$j^SxWfbIk1(x5$gYIjTAR`5k}7j}_?p zXN7M|5j^52Q5fStD|%P+{{Z_#>)s*%0ECxI@myBTXvujV#VQU}WM=Ar!oO?uZ7v;G zQO2M=#gyk9`rz~U*T&zs&%+%YDnYU*QV+*Mwam;U=Dj%#s2`YmyKk<@I2laxs!WX%2fv)5n}_k td)L~MK-1)_ayZ3lRcc%|C<$W#4abUKIxp`ULu+xKl%Hj|^sYkB|Jg}LXm9`k literal 0 HcmV?d00001 diff --git a/quarto/limits/intermediate_value_theorem.qmd b/quarto/limits/intermediate_value_theorem.qmd index b6e51ca..5711ac1 100644 --- a/quarto/limits/intermediate_value_theorem.qmd +++ b/quarto/limits/intermediate_value_theorem.qmd @@ -17,14 +17,19 @@ using SymPy --- -Continuity for functions is a valued property which carries implications. In this section we discuss two: the intermediate value theorem and the extreme value theorem. These two theorems speak to some fundamental applications of calculus: finding zeros of a function and finding extrema of a function. +![Between points M and M lies an F](figures/ivt.jpg){width=40%} + +Continuity for functions is a valued property which carries implications. In this section we discuss two: the intermediate value theorem and the extreme value theorem. These two theorems speak to some fundamental applications of calculus: finding zeros of a function and finding extrema of a function. [L'Hospitals](https://ia801601.us.archive.org/26/items/infinimentpetits1716lhos00uoft/infinimentpetits1716lhos00uoft.pdf) figure 55, above, suggests why. ## Intermediate Value Theorem +::: {.callout-note icon=false} +## The intermediate value theorem -> The *intermediate value theorem*: If $f$ is continuous on $[a,b]$ with, say, $f(a) < f(b)$, then for any $y$ with $f(a) \leq y \leq f(b)$ there exists a $c$ in $[a,b]$ with $f(c) = y$. +If $f$ is continuous on $[a,b]$ with, say, $f(a) < f(b)$, then for any $y$ with $f(a) \leq y \leq f(b)$ there exists a $c$ in $[a,b]$ with $f(c) = y$. +::: ```{julia} @@ -98,7 +103,9 @@ sign_chart(f, -3, 3) The intermediate value theorem can find the sign of the function *between* adjacent zeros, but how are the zeros identified? Here, we use the Bolzano theorem to give an algorithm - the *bisection method* - to locate a value $c$ in $[a,b]$ with $f(c) = 0$ under the assumptions: + * $f$ is continuous on $[a,b]$ + * $f$ changes sign between $a$ and $b$. (In particular, when $f(a)$ and $f(b)$ have different signs.) ::: {.callout-note} @@ -375,11 +382,11 @@ For symbolic expressions, as below, then, as a convenience, an equation (formed ```{julia} @syms x -solve(cos(x) ~ x, (0, 2)) +find_zero(cos(x) ~ x, (0, 2)) ``` ::: -[![Intersection of two curves as illustrated by Canadian artist Kapwani Kiwanga.](figures/intersection-biennale.jpg)](https://www.gallery.ca/whats-on/touring-exhibitions-and-loans/around-the-world/canada-pavilion-at-the-venice-biennale/kapwani-kiwanga-trinket) +[![Intersection of two curves as illustrated by Canadian artist Kapwani Kiwanga.](figures/intersection-biennale.jpg)](https://www.gallery.ca/whats-on/touring-exhibitions-and-loans/around-the-world/canada-pavilion-at-the-venice-biennale/kapwani-kiwanga-trinket){width=40%} ##### Example: Inverse functions @@ -496,11 +503,12 @@ For the model without wind resistance, we can graph the function easily enough. plot(j, 0, 500) ``` -Well, we haven't even seen the peak yet. Better to do a little spade work first. This is a quadratic function, so we can use `roots` from `SymPy` to find the roots: +Well, we haven't even seen the peak yet. Better to do a little spade work first. This is a quadratic function, so we can use `solve` from `SymPy` to find the roots: ```{julia} -roots(j(x)) +@syms x +solve(j(x) ~ 0, x) ``` We see that $1250$ is the largest root. So we plot over this domain to visualize the flight: @@ -706,22 +714,25 @@ The Extreme Value Theorem is another consequence of continuity. To discuss the extreme value theorem, we define an *absolute maximum*. +::: {.callout-note icon=false} +## Absolute maximum, absolute minimum -> The absolute maximum of $f(x)$ over an interval $I$, when it exists, is the value $f(c)$, $c$ in $I$, where $f(x) \leq f(c)$ for any $x$ in $I$. -> -> Similarly, an *absolute minimum* of $f(x)$ over an interval $I$ can be defined, when it exists, by a value $f(c)$ where $c$ is in $I$ *and* $f(c) \leq f(x)$ for any $x$ in $I$. +The absolute maximum of $f(x)$ over an interval $I$, when it exists, is the value $f(c)$, $c$ in $I$, where $f(x) \leq f(c)$ for any $x$ in $I$. +Similarly, an *absolute minimum* of $f(x)$ over an interval $I$ can be defined, when it exists, by a value $f(c)$ where $c$ is in $I$ *and* $f(c) \leq f(x)$ for any $x$ in $I$. +::: Related but different is the concept of a relative of *local extrema*: +::: {.callout-note icon=false} +## Local maximum, local minimum -> A local maxima for $f$ is a value $f(c)$ where $c$ is in **some** *open* interval $I=(a,b)$, $I$ in the domain of $f$, and $f(c)$ is an absolute maxima for $f$ over $I$. Similarly, an local minima for $f$ is a value $f(c)$ where $c$ is in **some** *open* interval $I=(a,b)$, $I$ in the domain of $f$, and $f(x)$ is an absolute minima for $f$ over $I$. - +A local maxima for $f$ is a value $f(c)$ where $c$ is in **some** *open* interval $I=(a,b)$, $I$ in the domain of $f$, and $f(c)$ is an absolute maxima for $f$ over $I$. Similarly, an local minima for $f$ is a value $f(c)$ where $c$ is in **some** *open* interval $I=(a,b)$, $I$ in the domain of $f$, and $f(x)$ is an absolute minima for $f$ over $I$. The term *local extrema* is used to describe either a local maximum or local minimum. - +::: The key point, is the extrema are values in the *range* that are realized by some value in the *domain* (possibly more than one.) @@ -742,14 +753,16 @@ nothing ``` [![Elevation profile of the Hardrock 100 ultramarathon. Treating the elevation profile as a function, the absolute maximum is just about 14,000 feet and the absolute minimum about 7600 feet. These are of interest to the runner for different reasons. Also of interest would be each local maxima and local minima - the peaks and valleys of the graph - and the total elevation climbed - the latter so important/unforgettable its value makes it into the chart's title. -](limits/figures/hardrock-100.jpeg)](https://hardrock100.com) +](figures/hardrock-100.jpeg)](https://hardrock100.com){width=50%} The extreme value theorem discusses an assumption that ensures absolute maximum and absolute minimum values exist. +::: {.callout-note icon=false} +## The extreme value theorem -> The *extreme value theorem*: If $f(x)$ is continuous over a closed interval $[a,b]$ then $f$ has an absolute maximum and an absolute minimum over $[a,b]$. - +If $f(x)$ is continuous over a closed interval $[a,b]$ then $f$ has an absolute maximum and an absolute minimum over $[a,b]$. +::: (By continuous over $[a,b]$ we mean continuous on $(a,b)$ and right continuous at $a$ and left continuous at $b$.) @@ -1013,7 +1026,7 @@ nothing ``` ![Trajectories of potential cannonball fires with air-resistance included. (http://ej.iop.org/images/0143-0807/33/1/149/Full/ejp405251f1_online.jpg) -](figures/cannonball.jpg) +](figures/cannonball.jpg){width=50%} In 1638, according to Amir D. [Aczel](http://books.google.com/books?id=kvGt2OlUnQ4C&pg=PA28&lpg=PA28&dq=mersenne+cannon+ball+tests&source=bl&ots=wEUd7e0jFk&sig=LpFuPoUvODzJdaoug4CJsIGZZHw&hl=en&sa=X&ei=KUGcU6OAKJCfyASnioCoBA&ved=0CCEQ6AEwAA#v=onepage&q=mersenne%20cannon%20ball%20tests&f=false), an experiment was performed in the French Countryside. A monk, Marin Mersenne, launched a cannonball straight up into the air in an attempt to help Descartes prove facts about the rotation of the earth. Though the experiment was not successful, Mersenne later observed that the time for the cannonball to go up was greater than the time to come down. ["Vertical Projection in a Resisting Medium: Reflections on Observations of Mersenne".](http://www.maa.org/publications/periodicals/american-mathematical-monthly/american-mathematical-monthly-contents-junejuly-2014) diff --git a/quarto/limits/limits.qmd b/quarto/limits/limits.qmd index 577fb7c..ba2221b 100644 --- a/quarto/limits/limits.qmd +++ b/quarto/limits/limits.qmd @@ -181,9 +181,12 @@ Informally, if a limit exists it is the value that $f(x)$ gets close to as $x$ g The modern formulation is due to Weierstrass: +::: {.callout-note icon=false} +## The $\epsilon-\delta$ Definition of a limit of $f(x)$ -> The limit of $f(x)$ as $x$ approaches $c$ is $L$ if for every real $\epsilon > 0$, there exists a real $\delta > 0$ such that for all real $x$, $0 < \lvert x − c \rvert < \delta$ implies $\lvert f(x) − L \rvert < \epsilon$. The notation used is $\lim_{x \rightarrow c}f(x) = L$. +The limit of $f(x)$ as $x$ approaches $c$ is $L$ if for every real $\epsilon > 0$, there exists a real $\delta > 0$ such that for all real $x$, $0 < \lvert x − c \rvert < \delta$ implies $\lvert f(x) − L \rvert < \epsilon$. The notation used is $\lim_{x \rightarrow c}f(x) = L$. +::: We comment on this later. @@ -266,14 +269,14 @@ xs = [1/10^i for i in 1:5] This progression can be seen to be increasing. Cauchy, in his treatise, can see this through: - +$$ \begin{align*} (1 + \frac{1}{m})^n &= 1 + \frac{1}{1} + \frac{1}{1\cdot 2}(1 - \frac{1}{m}) + \\ & \frac{1}{1\cdot 2\cdot 3}(1 - \frac{1}{m})(1 - \frac{2}{m}) + \cdots \\ &+ \frac{1}{1 \cdot 2 \cdot \cdots \cdot m}(1 - \frac{1}{m}) \cdot \cdots \cdot (1 - \frac{m-1}{m}). \end{align*} - +$$ These values are clearly increasing as $m$ increases. Cauchy showed the value was bounded between $2$ and $3$ and had the approximate value above. Then he showed the restriction to integers was not necessary. Later we will use this definition for the exponential function: @@ -597,6 +600,7 @@ Hmm, the values in `ys` appear to be going to $0.5$, but then end up at $0$. Is ```{julia} +xs = [1/10^i for i in 1:8] y1s = [1 - cos(x) for x in xs] y2s = [x^2 for x in xs] [xs y1s y2s] @@ -722,7 +726,7 @@ For example, the limit at $0$ of $(1-\cos(x))/x^2$ is easily handled: limit((1 - cos(x)) / x^2, x => 0) ``` -The pair notation (`x => 0`) is used to indicate the variable and the value it is going to. A `dir` argument is used to indicate ``x \rightarrow c+`` (the default), ``x \rightarrow c-``, and ``x \rightarrow c``. +The pair notation (`x => 0`) is used to indicate the variable and the value it is going to. A `dir` argument is used to indicate $x \rightarrow c+$ (the default, or `dir="+"`), $x \rightarrow c-$ (`dir="-"`), and $x \rightarrow c$ (`dir="+-"`). ##### Example @@ -856,7 +860,7 @@ This accurately shows the limit does not exist mathematically, but `limit(ceil(x The `limit` function doesn't compute limits from the definition, rather it applies some known facts about functions within a set of rules. Some of these rules are the following. Suppose the individual limits of $f$ and $g$ always exist (and are finite) below. - +$$ \begin{align*} \lim_{x \rightarrow c} (a \cdot f(x) + b \cdot g(x)) &= a \cdot \lim_{x \rightarrow c} f(x) + b \cdot \lim_{x \rightarrow c} g(x) @@ -870,7 +874,7 @@ The `limit` function doesn't compute limits from the definition, rather it appli \frac{\lim_{x \rightarrow c} f(x)}{\lim_{x \rightarrow c} g(x)} &(\text{provided }\lim_{x \rightarrow c} g(x) \neq 0)\\ \end{align*} - +$$ These are verbally described as follows, when the individual limits exist and are finite then: @@ -920,7 +924,7 @@ $$ This is clearly related to the function $f(x) = \sin(x)/x$, which has a limit of $1$ as $x \rightarrow 0$. We see $g(x) = k f(kx)$ is the limit in question. As $kx \rightarrow 0$, though not taking a value of $0$ except when $x=0$, the limit above is $k \lim_{x \rightarrow 0} f(kx) = k \lim_{u \rightarrow 0} f(u) = k$. -Basically when taking a limit as $x$ goes to $0$ we can multiply $x$ by any constant and figure out the limit for that. (It is as though we "go to" $0$ faster or slower. but are still going to $0$. +Basically when taking a limit as $x$ goes to $0$ we can multiply $x$ by any constant and figure out the limit for that. (It is as though we "go to" $0$ faster or slower, but are still going to $0$.) Similarly, diff --git a/quarto/limits/limits_extensions.qmd b/quarto/limits/limits_extensions.qmd index 63e2b65..2c46b2b 100644 --- a/quarto/limits/limits_extensions.qmd +++ b/quarto/limits/limits_extensions.qmd @@ -22,6 +22,8 @@ nothing --- +![To infinity and beyond](figures/buzz-infinity.jpg){width=40%} + The limit of a function at $c$ need not exist for one of many different reasons. Some of these reasons can be handled with extensions to the concept of the limit, others are just problematic in terms of limits. This section covers examples of each. @@ -97,8 +99,11 @@ But unlike the previous example, this function *would* have a limit if the defin Let's loosen up the language in the definition of a limit to read: -> The limit of $f(x)$ as $x$ approaches $c$ is $L$ if for every neighborhood, $V$, of $L$ there is a neighborhood, $U$, of $c$ for which $f(x)$ is in $V$ for every $x$ in $U$, except possibly $x=c$. +::: {.callout-note icon=false} +The limit of $f(x)$ as $x$ approaches $c$ is $L$ if for every neighborhood, $V$, of $L$ there is a neighborhood, $U$, of $c$ for which $f(x)$ is in $V$ for every $x$ in $U$, except possibly $x=c$. + +::: The $\epsilon-\delta$ definition has $V = (L-\epsilon, L + \epsilon)$ and $U=(c-\delta, c+\delta)$. This is a rewriting of $L-\epsilon < f(x) < L + \epsilon$ as $|f(x) - L| < \epsilon$. @@ -106,12 +111,16 @@ The $\epsilon-\delta$ definition has $V = (L-\epsilon, L + \epsilon)$ and $U=(c- Now for the definition: +::: {.callout-note icon=false} +## The $\epsilon-\delta$ Definition of a right limit -> A function $f(x)$ has a limit on the right of $c$, written $\lim_{x \rightarrow c+}f(x) = L$ if for every $\epsilon > 0$, there exists a $\delta > 0$ such that whenever $0 < x - c < \delta$ it holds that $|f(x) - L| < \epsilon$. That is, $U$ is $(c, c+\delta)$ - - +A function $f(x)$ has a limit on the right of $c$, written $\lim_{x \rightarrow c+}f(x) = L$ if for every $\epsilon > 0$, there exists a $\delta > 0$ such that whenever $0 < x - c < \delta$ it holds that $|f(x) - L| < \epsilon$. That is, $U$ is $(c, c+\delta)$ Similarly, a limit on the left is defined where $U=(c-\delta, c)$. +::: + + + The `SymPy` function `limit` has a keyword argument `dir="+"` or `dir="-"` to request that a one-sided limit be formed. The default is `dir="+"`. Passing `dir="+-"` will compute both one side limits, and throw an error if the two are not equal, in agreement with no limit existing. @@ -354,7 +363,7 @@ limit(g(x), x=>0, dir="+") ## Limits of sequences -After all this, we still can't formalize the basic question asked in the introduction to limits: what is the area contained in a parabola. For that we developed a sequence of sums: $s_n = 1/2 \cdot((1/4)^0 + (1/4)^1 + (1/4)^2 + \cdots + (1/4)^n)$. This isn't a function of $x$, but rather depends only on non-negative integer values of $n$. However, the same idea as a limit at infinity can be used to define a limit. +After all this, we still can't formalize the basic question asked in the introduction to limits: what is the area contained in a parabola. For that we developed a sequence of sums: $s_n = 1/2 \cdot((1/4)^0 + (1/4)^1 + (1/4)^2 + \cdots + (1/4)^n)$. This isn't a function of real $x$, but rather depends only on non-negative integer values of $n$. However, the same idea as a limit at infinity can be used to define a limit. > Let $a_0,a_1, a_2, \dots, a_n, \dots$ be a sequence of values indexed by $n$. We have $\lim_{n \rightarrow \infty} a_n = L$ if for every $\epsilon > 0$ there exists an $M>0$ where if $n > M$ then $|a_n - L| < \epsilon$. diff --git a/quarto/precalc/calculator.qmd b/quarto/precalc/calculator.qmd index f6ed671..4780c3d 100644 --- a/quarto/precalc/calculator.qmd +++ b/quarto/precalc/calculator.qmd @@ -533,7 +533,7 @@ sqrt(11^2 + 12^2) ##### Example -A formula from statistics to compute the variance of a binomial random variable for parameters $p$ and $n$ is $\sqrt{n p (1-p)}$. Compute this value for $p=1/4$ and $n=10$. +A formula from statistics to compute the variance of a binomial random variable with parameters $p$ and $n$ is $\sqrt{n p (1-p)}$. Compute this value for $p=1/4$ and $n=10$. ```{julia} @@ -568,20 +568,54 @@ Not all computations on a calculator are valid. For example, the Google calculat In `Julia`, there is a richer set of error types. The value `0/0` will in fact not be an error, but rather a value `NaN`. This is a special floating point value indicating "not a number" and is the result for various operations. The output of $\sqrt{-1}$ (computed via `sqrt(-1)`) will indicate a domain error: +```{julia} +#| error: true +sqrt(-1) +``` + +Other calls may result in an overflow error: ```{julia} #| error: true factorial(1000) ``` -How `Julia` handles overflow is a study in tradeoffs. For integer operations that demand high performance, `Julia` does not check for overflow. So, for example, if we are not careful strange answers can be had. Consider the difference here between powers of 2: +How `Julia` handles overflow is a study in tradeoffs. For integer operations that demand high performance, `Julia` does not check for overflow. So, for example, if we are not careful strange answers can be had. Consider the difference here between these powers of 2: ```{julia} -2^62, 2^63 +2^62, 2^63, 2^64 ``` -On a machine with $64$-bit integers, the first of these two values is correct, the second, clearly wrong, as the answer given is negative. This is due to overflow. The cost of checking is considered too high, so no error is thrown. The user is expected to have a sense that they need to be careful when their values are quite large. (Or the user can use floating point numbers, which though not always exact, can represent much bigger values and are exact for a reasonably wide range of integer values.) +On a machine with $64$-bit integers, the first of these two values is correct, the third is clearly "wrong," and the second clearly "wrong," as the answer given is negative. + +Wrong is in quotes, as though they are mathematically incorrect, computationally they are correct. The last two are due to overflow. The cost of checking is considered too high, so no error is thrown and the values represent what happens at the machine level. + +The user is expected to have a sense that they need to be careful when their values are quite large. But the better recommendation is that the user use floating point numbers, which as easy as typing `2.0^63`. Though not always exact, floating point values can represent a much bigger range values and are exact for a reasonably wide range of integer values. + + +::: {.callout-note} +## Bit-level details + +We can see in the following, using using the smaller 8-bit type, what goes on internally with successive powers of `2`: the bit pattern is found by shifting the previous one over to the left, consistent with what happens at the bit level when multiplying by `2`: + +``` +[bitstring(Int8(2)^i) for i in 1:8] +``` + +The last line is similar to what happens to `2^64` which is also `0`, as seen. The second to last line requires some understanding of how integers are represented internally. Of the 8 bits, the last 7 represent which powers of `2` (`2^6`, `2^5`, ..., `2^1`, `2^0`) are included. The first `1` represents `-2^7`. So all zeros, as we see `2^8` is, means `0`, but `"10000000"` means `-2^7`. The largest *positive* number would be represented as `"01111111"` or ``2^6 + 2^5 + \cdots + 2^1 + 2^0 = 2^7 - 1``. These values can be seen using `typemin` and `typemax`: + +```{julia} +typemin(Int8), typemax(Int8) +``` +For 64-bit, these are: + +```{julia} +typemin(Int), typemax(Int) +``` + +And we see, `2^63` is also just `typemin(Int)`. +::: :::{.callout-warning} diff --git a/quarto/precalc/exp_log_functions.qmd b/quarto/precalc/exp_log_functions.qmd index c8d416e..d3e4694 100644 --- a/quarto/precalc/exp_log_functions.qmd +++ b/quarto/precalc/exp_log_functions.qmd @@ -8,7 +8,8 @@ This section uses the following add-on packages: ```{julia} using CalculusWithJulia -using Plots; plotly() +using Plots +plotly() ``` @@ -27,7 +28,7 @@ The family of exponential functions is defined by $f(x) = a^x, -\infty< x < \inf For a given $a$, defining $a^n$ for positive integers is straightforward, as it means multiplying $n$ copies of $a.$ From this, for *integer powers*, the key properties of exponents: $a^x \cdot a^y = a^{x+y}$, and $(a^x)^y = a^{x \cdot y}$ are immediate consequences. For example with $x=3$ and $y=2$: - +$$ \begin{align*} a^3 \cdot a^2 &= (a\cdot a \cdot a) \cdot (a \cdot a) \\ &= (a \cdot a \cdot a \cdot a \cdot a) \\ @@ -36,7 +37,7 @@ a^3 \cdot a^2 &= (a\cdot a \cdot a) \cdot (a \cdot a) \\ &= (a\cdot a \cdot a \cdot a\cdot a \cdot a) \\ &= a^6 = a^{3\cdot 2}. \end{align*} - +$$ For $a \neq 0$, $a^0$ is defined to be $1$. @@ -167,7 +168,7 @@ Later we will see an easy way to certify this statement. ##### The mathematical constant $e$ -Euler's number, $e$, may be defined several ways. One way is to define $e^x$ by the limit $(1+x/n)^n$. Then $e=e^1$. The value is an irrational number. This number turns up to be the natural base to use for many problems arising in Calculus. In `Julia` there are a few mathematical constants that get special treatment, so that when needed, extra precision is available. The value `e` is not immediately assigned to this value, rather `ℯ` is. This is typed `\euler[tab]`. The label `e` is thought too important for other uses to reserve the name for representing a single number. However, users can issue the command `using Base.MathConstants` and `e` will be available to represent this number. When the `CalculusWithJulia` package is loaded, the value `e` is defined to be the floating point number returned by `exp(1)`. This loses the feature of arbitrary precision, but has other advantages. +Euler's number, $e$, may be defined several ways. One way is to define $e^x$ by the limit as $n$ grows infinitely large of $(1+x/n)^n$. Then $e=e^1$. The value is an irrational number. This number turns up to be the natural base to use for many problems arising in calculus. In `Julia` there are a few mathematical constants that get special treatment, so that when needed, extra precision is available. The value `e` is not immediately assigned to this value, rather `ℯ` is. This is typed `\euler[tab]`. The label `e` is thought too important for other uses to reserve the name for representing a single number. However, users can issue the command `using Base.MathConstants` and `e` will be available to represent this number. When the `CalculusWithJulia` package is loaded, the value `e` is defined to be the floating point number returned by `exp(1)`. This loses the feature of arbitrary precision, but has other advantages. A [cute](https://www.mathsisfun.com/numbers/e-eulers-number.html) appearance of $e$ is in this problem: Let $a>0$. Cut $a$ into $n$ equal pieces and then multiply them. What $n$ will produce the largest value? Note that the formula is $(a/n)^n$ for a given $a$ and $n$. @@ -215,32 +216,32 @@ co2_1970 = [(1860, 293), (1870, 293), (1880, 294), (1890, 295), (1900, 297), co2_2021 = [(1960, 318), (1970, 325), (1980, 338), (1990, 358), (2000, 370), (2010, 390), (2020, 415)] -xs,ys = unzip(co2_1970) -plot(xs, ys, legend=false) +plot(co2_1970, legend=false) # vector of points interface +plot!(co2_2021) -𝒙s, 𝒚s = unzip(co2_2021) -plot!(𝒙s, 𝒚s) +exp_model(;r, x0, P0) = x -> P0 * exp(r * (x - x0)) r = 0.002 -x₀, P₀ = 1960, 313 -plot!(x -> P₀ * exp(r * (x - x₀)), 1950, 1990, linewidth=5, alpha=0.25) +x0, P0 = 1960, 313 +plot!(exp_model(; r, x0, P0), 1950, 1990, linewidth=5, alpha=0.25) -𝒓 = 0.005 -𝒙₀, 𝑷₀ = 2000, 370 -plot!(x -> 𝑷₀ * exp(𝒓 * (x - 𝒙₀)), 1960, 2020, linewidth=5, alpha=0.25) +r = 0.005 +x0, P0 = 2000, 370 + +plot!(exp_model(; r, x0, P0), 1960, 2020, linewidth=5, alpha=0.25) ``` -(The `unzip` function is from the `CalculusWithJulia` package and will be explained in a subsequent section.) We can see that the projections from the year $1970$ hold up fairly well. +We can see that the projections from the year $1970$ hold up fairly well. -On this plot we added two *exponential* models. at $1960$ we added a *roughly* $0.2$ percent per year growth (a rate mentioned in an accompanying caption) and at $2000$ a roughly $0.5$ percent per year growth. The former barely keeping up with the data. +On this plot we added two *exponential* models. at $1960$ we added a *roughly* $0.2$ percent per year growth (a rate mentioned in an accompanying caption) and at $2000$ a roughly $0.5$ percent per year growth. The former barely keeping up with the data. (To do so, we used a parameterized function making for easier code reuse.) The word **roughly** above could be made exact. Suppose we knew that between $1960$ and $1970$ the rate went from $313$ to $320$. If this followed an exponential model, then $r$ above would satisfy: $$ -P_{1970} = P_{1960} e^{r * (1970 - 1960)} +P_{1970} = P_{1960} e^{r \cdot (1970 - 1960)} $$ or on division $320/313 = e^{r\cdot 10}$. Solving for $r$ can be done – as explained next – and yields $0.002211\dots$. @@ -271,6 +272,7 @@ xs = range(-2, stop=2, length=100) ys = f.(xs) plot(xs, ys, color=:blue, label="2ˣ") # plot f plot!(ys, xs, color=:red, label="f⁻¹") # plot f^(-1) + xs = range(1/4, stop=4, length=100) plot!(xs, log2.(xs), color=:green, label="log₂") # plot log2 ``` @@ -306,10 +308,10 @@ The half-life of a radioactive material is the time it takes for half the materi The carbon $14$ isotope is a naturally occurring isotope on Earth, appearing in trace amounts. Unlike Carbon $12$ and $13$ it decays, in this case with a half life of $5730$ years (plus or minus $40$ years). In a [technique](https://en.wikipedia.org/wiki/Radiocarbon_dating) due to Libby, measuring the amount of Carbon 14 present in an organic item can indicate the time since death. The amount of Carbon $14$ at death is essentially that of the atmosphere, and this amount decays over time. So, for example, if roughly half the carbon $14$ remains, then the death occurred about $5730$ years ago. -A formula for the amount of carbon $14$ remaining $t$ years after death would be $P(t) = P_0 \cdot 2^{-t/5730}$. +A formula for the expected amount of carbon $14$ remaining $t$ years after death would be $P(t) = P_0 \cdot 2^{-t/5730}$. -If $1/10$ of the original carbon $14$ remains, how old is the item? This amounts to solving $2^{-t/5730} = 1/10$. We have: $-t/5730 = \log_2(1/10)$ or: +If $1/10$ of the original carbon $14$ remains, how old is the item? This amounts to solving $2^{-t/5730} = 1/10$. We have after applying the inverse function: $-t/5730 = \log_2(1/10)$, or: ```{julia} @@ -382,19 +384,16 @@ a^{(\log_b(x)/\log_b(b))} = (b^{\log_b(a)})^{(\log_b(x)/\log_b(a))} = b^{\log_b(a) \cdot \log_b(x)/\log_b(a) } = b^{\log_b(x)} = x. $$ -In short, we have these three properties of logarithmic functions: - - -If $a, b$ are positive bases; $u,v$ are positive numbers; and $x$ is any real number then: - +In short, we have these three properties of logarithmic functions when $a, b$ are positive bases; $u,v$ are positive numbers; and $x$ is any real number: +$$ \begin{align*} \log_a(uv) &= \log_a(u) + \log_a(v), \\ \log_a(u^x) &= x \log_a(u), \text{ and} \\ \log_a(u) &= \log_b(u)/\log_b(a). \end{align*} - +$$ ##### Example diff --git a/quarto/precalc/functions.qmd b/quarto/precalc/functions.qmd index df4bd96..de069b4 100644 --- a/quarto/precalc/functions.qmd +++ b/quarto/precalc/functions.qmd @@ -7,7 +7,8 @@ This section will use the following add-on packages: ```{julia} -using CalculusWithJulia, Plots +using CalculusWithJulia +using Plots plotly() ``` @@ -153,10 +154,14 @@ The definition of $s(x)$ above has two cases: $$ -s(x) = \begin{cases} -1 & s < 0\\ 1 & s > 0. \end{cases} +s(x) = +\begin{cases} +-1 & x < 0 \\ + 1 & x > 0. +\end{cases} $$ -We learn to read this as: when $s$ is less than $0$, then the answer is $-1$. If $s$ is greater than $0$ the answer is $1.$ Often - but not in this example - there is an "otherwise" case to catch those values of $x$ that are not explicitly mentioned. As there is no such "otherwise" case here, we can see that this function has no definition when $x=0$. This function is often called the "sign" function and is also defined by $\lvert x\rvert/x$. (`Julia`'s `sign` function actually defines `sign(0)` to be `0`.) +We learn to read this as: when $x$ is less than $0$, then the answer is $-1$. If $x$ is greater than $0$ the answer is $1.$ Often - but not in this example - there is an "otherwise" case to catch those values of $x$ that are not explicitly mentioned. As there is no such "otherwise" case here, we can see that this function has no definition when $x=0$. This function is often called the "sign" function and is also defined by $\lvert x\rvert/x$. (`Julia`'s `sign` function actually defines `sign(0)` to be `0`.) How do we create conditional statements in `Julia`? Programming languages generally have "if-then-else" constructs to handle conditional evaluation. In `Julia`, the following code will handle the above condition: @@ -333,8 +338,8 @@ We utilize this as follows. Suppose we wish to solve $f(x) = 0$ and we have two ```{julia} q(x) = x^2 - 2 -𝒂, 𝒃 = 1, 2 -𝒄 = secant_intersection(q, 𝒂, 𝒃) +a, b = 1, 2 +c = secant_intersection(q, a, b) ``` In our example, we see that in trying to find an answer to $f(x) = 0$ ( $\sqrt{2}\approx 1.414\dots$) our value found from the intersection point is a better guess than either $a=1$ or $b=2$: @@ -342,17 +347,17 @@ In our example, we see that in trying to find an answer to $f(x) = 0$ ( $\sqrt{2 ```{julia} #| echo: false -plot(q, 𝒂, 𝒃, linewidth=5, legend=false) -plot!(zero, 𝒂, 𝒃) -plot!([𝒂, 𝒃], q.([𝒂, 𝒃])) -scatter!([𝒄], [q(𝒄)]) +plot(q, a, b, linewidth=5, legend=false) +plot!(zero, a, b) +plot!([a, b], q.([a, b])) +scatter!([c], [q(c)]) ``` -Still, `q(𝒄)` is not really close to $0$: +Still, `q(c)` is not really close to $0$: ```{julia} -q(𝒄) +q(c) ``` *But* it is much closer than either $q(a)$ or $q(b)$, so it is an improvement. This suggests renaming $a$ and $b$ with the old $b$ and $c$ values and trying again we might do better still: @@ -360,9 +365,9 @@ q(𝒄) ```{julia} #| hold: true -𝒂, 𝒃 = 𝒃, 𝒄 -𝒄 = secant_intersection(q, 𝒂, 𝒃) -q(𝒄) +a, b = b, c +c = secant_intersection(q, a, b) +q(c) ``` Yes, now the function value at this new $c$ is even closer to $0$. Trying a few more times we see we just get closer and closer. Here we start again to see the progress @@ -370,10 +375,10 @@ Yes, now the function value at this new $c$ is even closer to $0$. Trying a few ```{julia} #| hold: true -𝒂,𝒃 = 1, 2 +a,b = 1, 2 for step in 1:6 - 𝒂, 𝒃 = 𝒃, secant_intersection(q, 𝒂, 𝒃) - current = (c=𝒃, qc=q(𝒃)) + a, b = b, secant_intersection(q, a, b) + current = (c=b, qc=q(b)) @show current end ``` @@ -486,7 +491,14 @@ During this call, values for `m` and `b` are found from how the function is call mxplusb(0; m=3, b=2) ``` -Keywords are used to mark the parameters whose values are to be changed from the default. Though one can use *positional arguments* for parameters - and there are good reasons to do so - using keyword arguments is a good practice if performance isn't paramount, as their usage is more explicit yet the defaults mean that a minimum amount of typing needs to be done. Keyword arguments are widely used with plotting commands, as there are numerous options to adjust, but typically only a handful adjusted per call. +Keywords are used to mark the parameters whose values are to be changed from the default. Though one can use *positional arguments* for parameters - and there are good reasons to do so - using keyword arguments is a good practice if performance isn't paramount, as their usage is more explicit yet the defaults mean that a minimum amount of typing needs to be done. + + +Keyword arguments are widely used with plotting commands, as there are numerous options to adjust, but typically only a handful adjusted per call. The `Plots` package whose commands we illustrate throughout these notes starting with the next section has this in its docs: `Plots.jl` follows two simple rules with data and attributes: + +* Positional arguments correspond to input data +* Keyword arguments correspond to attributes + ##### Example @@ -526,7 +538,14 @@ p = (g=9.8, v0=200, theta = 45*pi/180, k=1/2) trajectory(100, p) ``` -The style isn't so different from using keyword arguments, save the extra step of unpacking the parameters. The *big* advantage is consistency – the function is always called in an identical manner regardless of the number of parameters (or variables). +The style isn't so different from using keyword arguments, save the extra step of unpacking the parameters. Unpacking as above has shortcut syntax to extract selected fields by name: + +```{julia} +(; v0, theta) = p +v0, theta +``` + +The *big* advantage of bundling parameters into a container is consistency – the function is always called in an identical manner regardless of the number of parameters (or variables). ## Multiple dispatch @@ -568,7 +587,7 @@ methods(log, (Number,)) ##### Example -A common usage of multiple dispatch is, as is done with `log` above, to restrict the type of an argument and define a method for just this type. Types in `Julia` can be abstract or concrete. This distinction is important when construction *composite types* (which we are not doing here), but otherwise not so important. In the following example, we use the abstract types `Integer`, `Real`, and `Complex` to define methods for a function we call `twotox`: +A common usage of multiple dispatch is, as is done with `log` above, to restrict the type of an argument and define a method for just this type. Types in `Julia` can be abstract or concrete. This distinction is important when constructing *composite types* (which we are not doing here), but otherwise not so important. In the following example, we use the abstract types `Integer`, `Real`, and `Complex` to define methods for a function we call `twotox`: ```{julia} function twotox(x::Integer) @@ -706,7 +725,7 @@ When the `->` is seen a function is being created. :::{.callout-warning} ## Warning -Generic versus anonymous functions. Julia has two types of functions, generic ones, as defined by `f(x)=x^2` and anonymous ones, as defined by `x -> x^2`. One gotcha is that `Julia` does not like to use the same variable name for the two types. In general, Julia is a dynamic language, meaning variable names can be reused with different types of variables. But generic functions take more care, as when a new method is defined it gets added to a method table. So repurposing the name of a generic function for something else is not allowed. Similarly, repurposing an already defined variable name for a generic function is not allowed. This comes up when we use functions that return functions as we have different styles that can be used: When we defined `l = shift_right(f, c=3)` the value of `l` is assigned an anonymous function. This binding can be reused to define other variables. However, we could have defined the function `l` through `l(x) = shift_right(f, c=3)(x)`, being explicit about what happens to the variable `x`. This would add a method to the generic function `l`. Meaning, we get an error if we tried to assign a variable to `l`, such as an expression like `l=3`. We generally employ the latter style, even though it involves a bit more typing, as we tend to stick to methods of generic functions for consistency. +Generic versus anonymous functions. Julia has two types of functions, generic ones, as defined by `f(x)=x^2` and anonymous ones, as defined by `x -> x^2`. One gotcha is that `Julia` does not like to use the same variable name for the two types. In general, Julia is a dynamic language, meaning variable names can be reused with different types of variables. But generic functions take more care, as when a new method is defined it gets added to a method table. So repurposing the name of a generic function for something else is not allowed. Similarly, repurposing an already defined variable name for a generic function is not allowed. This comes up when we use functions that return functions as we have different styles that can be used: When we defined `l = shift_right(f, c=3)` the value of `l` is assigned an anonymous function. This binding can be reused to define other variables. However, we could have defined the function `l` through `l(x) = shift_right(f, c=3)(x)`, being explicit about what happens to the variable `x`. This would add a method to the generic function `l`. Meaning, we get an error if we tried to assign a variable to `l`, such as an expression like `l=3`. The latter style is inefficient, so is not preferred. ::: diff --git a/quarto/precalc/inversefunctions.qmd b/quarto/precalc/inversefunctions.qmd index b650c3c..9864556 100644 --- a/quarto/precalc/inversefunctions.qmd +++ b/quarto/precalc/inversefunctions.qmd @@ -40,10 +40,12 @@ plot(f, 0, 4, legend=false) plot!([2,2,0], [0,f(2),f(2)]) ``` -The graph of a function is a representation of points $(x,f(x))$, so to *find* $f(c)$ from the graph, we begin on the $x$ axis at $c$, move vertically to the graph (the point $(c, f(c))$), and then move horizontally to the $y$ axis, intersecting it at $f(c)$. The figure shows this for $c=2$, from which we can read that $f(c)$ is about $4$. This is how an $x$ is associated to a single $y$. +The graph of a function is a representation of points $(x,f(x))$, so to *find* $y = f(c)$ from the graph, we begin on the $x$ axis at $c$, move vertically to the graph (the point $(c, f(c))$), and then move horizontally to the $y$ axis, intersecting it at $y = f(c)$. The figure shows this for $c=2$, from which we can read that $f(c)$ is about $4$. This is how an $x$ is associated to a single $y$. -If we were to *reverse* the direction, starting at $f(c)$ on the $y$ axis and then moving horizontally to the graph, and then vertically to the $x$-axis we end up at a value $c$ with the correct $f(c)$. This operation will form a function **if** the initial movement horizontally is guaranteed to find *no more than one* value on the graph. That is, to have an inverse function, there can not be two $x$ values corresponding to a given $y$ value. This observation is often visualized through the "horizontal line test" - the graph of a function with an inverse function can only intersect a horizontal line at most in one place. +If we were to *reverse* the direction, starting at $y = f(c)$ on the $y$ axis and then moving horizontally to the graph, and then vertically to the $x$-axis we end up at a value $c$ with the correct $f(c)$. This allows solving for $x$ knowing $y$ in $y=f(x)$. + +The operation described will form a function **if** the initial movement horizontally is guaranteed to find *no more than one* value on the graph. That is, to have an inverse function, there can not be two $x$ values corresponding to a given $y$ value. This observation is often visualized through the "horizontal line test" - the graph of a function with an inverse function can only intersect a horizontal line at most in one place. More formally, a function is called *one-to-one* *if* for any two $a \neq b$, it must be that $f(a) \neq f(b)$. Many functions are one-to-one, many are not. Familiar one-to-one functions are linear functions ($f(x)=a \cdot x + b$ with $a\neq 0$), odd powers of $x$ ($f(x)=x^{2k+1}$), and functions of the form $f(x)=x^{1/n}$ for $x \geq 0$. In contrast, all *even* functions are *not* one-to-one, as $f(x) = f(-x)$ for any nonzero $x$ in the domain of $f$. @@ -70,13 +72,13 @@ However, typically we have a rule describing our function. What is the process t When we solve algebraically for $x$ in $y=9/5 \cdot x + 32$ we do the same thing as we do verbally: we subtract $32$ from each side, and then divide by $9/5$ to isolate $x$: - +$$ \begin{align*} y &= 9/5 \cdot x + 32\\ y - 32 &= 9/5 \cdot x\\ (y-32) / (9/5) &= x. \end{align*} - +$$ From this, we have the function $g(y) = (y-32) / (9/5)$ is the inverse function of $f(x) = 9/5\cdot x + 32$. @@ -102,7 +104,7 @@ Suppose a transformation of $x$ is given by $y = f(x) = (ax + b)/(cx+d)$. This f From the expression $y=f(x)$ we *algebraically* solve for $x$: - +$$ \begin{align*} y &= \frac{ax +b}{cx+d}\\ y \cdot (cx + d) &= ax + b\\ @@ -110,7 +112,7 @@ ycx - ax &= b - yd\\ (cy-a) \cdot x &= b - dy\\ x &= -\frac{dy - b}{cy-a}. \end{align*} - +$$ We see that to solve for $x$ we need to divide by $cy-a$, so this expression can not be zero. So, using $x$ as the dummy variable, we have @@ -128,14 +130,14 @@ The function $f(x) = (x-1)^5 + 2$ is strictly increasing and so will have an inv Again, we solve algebraically starting with $y=(x-1)^5 + 2$ and solving for $x$: - +$$ \begin{align*} y &= (x-1)^5 + 2\\ y - 2 &= (x-1)^5\\ (y-2)^{1/5} &= x - 1\\ (y-2)^{1/5} + 1 &= x. \end{align*} - +$$ We see that $f^{-1}(x) = 1 + (x - 2)^{1/5}$. The fact that the power $5$ is an odd power is important, as this ensures a unique (real) solution to the fifth root of a value, in the above $y-2$. @@ -171,14 +173,14 @@ The [inverse function theorem](https://en.wikipedia.org/wiki/Inverse_function_th Consider the function $f(x) = (1+x^2)^{-1}$. This bell-shaped function is even (symmetric about $0$), so can not possibly be one-to-one. However, if the domain is restricted to $[0,\infty)$ it is. The restricted function is strictly decreasing and its inverse is found, as follows: - +$$ \begin{align*} y &= \frac{1}{1 + x^2}\\ 1+x^2 &= \frac{1}{y}\\ x^2 &= \frac{1}{y} - 1\\ x &= \sqrt{(1-y)/y}, \quad 0 < y \leq 1. \end{align*} - +$$ Then $f^{-1}(x) = \sqrt{(1-x)/x}$ where $0 < x \leq 1$. The somewhat complicated restriction for the the domain coincides with the range of $f(x)$. We shall see next that this is no coincidence. @@ -268,9 +270,9 @@ We drew a line connecting $(1/2, f(1/2))$ to $(f(1/2),1/2)$. We can see that it One consequence of this symmetry, is that if $f$ is strictly increasing, then so is its inverse. - -!!!note In the above we used `cbrt(x)` and not `x^(1/3)`. The latter usage assumes that $x \geq 0$ as it isn't guaranteed that for all real exponents the answer will be a real number. The `cbrt` function knows there will always be a real answer and provides it. - +::: {.callout-note} +In the above we used `cbrt(x)` and not `x^(1/3)`. The latter usage assumes that $x \geq 0$ as it isn't guaranteed that for all real exponents the answer will be a real number. The `cbrt` function knows there will always be a real answer and provides it. +::: ### Lines diff --git a/quarto/precalc/julia_overview.qmd b/quarto/precalc/julia_overview.qmd index 8680e97..bac1c2d 100644 --- a/quarto/precalc/julia_overview.qmd +++ b/quarto/precalc/julia_overview.qmd @@ -32,7 +32,7 @@ The [https://mybinder.org/](https://mybinder.org/) service in particular allows * [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/jverzani/CalculusWithJuliaBinder.jl/sympy?labpath=blank-notebook.ipynb) (Image with SymPy, longer to load) -[Google colab](https://colab.research.google.com/) offers a free service with more computing power than `binder`, though setup is a bit more fussy. To use `colab`, you need to execute a command that downloads `Julia` and installs the `CalculusWithJulia` package and a plotting package. (Modify the `pkg"add ..."` command to add other desired packages): +[Google colab](https://colab.research.google.com/) offers a free service with more computing power than `binder`, though setup is a bit more fussy. To use `colab` along with these notes, you need to execute a command that downloads `Julia` and installs the `CalculusWithJulia` package and a plotting package. (Modify the `pkg"add ..."` command to add other desired packages; update the julia version as necessary): ``` # Installation cell @@ -50,6 +50,9 @@ julia -e 'using Pkg; Pkg.add(url="https://github.com/mth229/BinderPlots.jl")' echo 'Now change the runtime type' ``` + (The `BinderPlots` is a light-weight, barebones, plotting package that uses `PlotlyLight` to render graphics with commands mostly following those of the `Plots` package. Though suitable for most examples herein, the `Plots` package could instead be installed) + + After this executes (which can take quite some time, as in a few minutes) under the `Runtime` menu select `Change runtime type` and then select `Julia`. After that, in a cell execute these commands to load the two installed packages: @@ -63,11 +66,10 @@ As mentioned, other packages can be chosen for installation. - ## Interacting with `Julia` -At a basic level, `Julia` provides a means to read commands or instructions, evaluate those commands, and then print or return those commands. At a user level, there are many different ways to interact with the reading and printing. For example: +At a basic level, `Julia` provides an interactive means to read commands or instructions, evaluate those commands, and then print or return those commands. At a user level, there are many different ways to interact with the reading and printing. For example: * The REPL. The `Julia` terminal is the built-in means to interact with `Julia`. A `Julia` Terminal has a command prompt, after which commands are typed and then sent to be evaluated by the `enter` key. The terminal may look something like the following where `2+2` is evaluated: @@ -83,7 +85,7 @@ $ julia (_) | (_) (_) | _ _ _| |_ __ _ | Type "?" for help, "]?" for Pkg help. | | | | | | |/ _` | | - | | |_| | | | (_| | | Version 1.7.0 (2021-11-30) + | | |_| | | | (_| | | Version 1.11.1 (2024-10-16) _/ |\__'_|_|_|\__'_| | Official https://julialang.org/ release |__/ | @@ -104,8 +106,8 @@ The `Pluto` interface has some idiosyncrasies that need explanation: * Cells can only have one command within them. Multiple-command cells must be contained in a `begin` block or a `let` block. * By default, the cells are *reactive*. This means when a variable in one cell is changed, then any references to that variable are also updated – like a spreadsheet. This is fantastic for updating several computations at once. However it means variable names can not be repeated within a page. Pedagogically, it is convenient to use variable names and function names (e.g., `x` and `f`) repeatedly, but this is only possible *if* they are within a `let` block or a function body. - * To not repeat names, but to be able to reference a value from cell-to-cell, some Unicode variants are used within a page. Visually these look familiar, but typing the names requires some understanding of Unicode input. The primary usages is *bold italic* (e.g., `\bix[tab]` or `\bif[tab]`) or *bold face* (e.g. `\bfx[tab]` or `\bff[tab]`). - * The notebooks snapshot the packages they depend on, which is great for reproducibility, but may mean older versions are silently used. + * To not repeat names, but to be able to reference a value from cell-to-cell, some Unicode variants may be used within a page. Visually these look familiar, but typing the names requires some understanding of Unicode input. The primary usages is *bold italic* (e.g., `\bix[tab]` or `\bif[tab]`) or *bold face* (e.g. `\bfx[tab]` or `\bff[tab]`). + * The notebooks snapshot the packages they depend on, which is great for reproducibility, but may lead to older versions of the packages being silently used. ## Augmenting base `Julia` @@ -152,7 +154,7 @@ This command instructs `Julia` to look at its *general registry* for the `Calcul :::{.callout-note} ## Note -In a terminal setting, there is a package mode, entered by typing `]` as the leading character and exited by entering `` at a blank line. This mode allows direct access to `Pkg` with a simpler syntax. The command above would be just `add CalculusWithJulia`.) +In a terminal setting, there is a package mode, entered by typing `]` as the leading character and exited by entering `` at a blank line. This mode allows direct access to `Pkg` with a simpler syntax. The command above would be just `add CalculusWithJulia`. As well, when a package is not installed, calling `using SomePackage` will prompt the user if they wish to install the package in the current environment.) ::: @@ -167,11 +169,11 @@ For these notes, the following packages, among others, are used: ```{julia} #| eval: false -Pkg.add("CalculusWithJulia") # for some simplifying functions and a few packages (SpecialFunctions, ForwardDiff) -Pkg.add("Plots") # for basic plotting -Pkg.add("SymPy") # for symbolic math -Pkg.add("Roots") # for solving `f(x)=0` -Pkg.add("QuadGk") # for integration +Pkg.add("CalculusWithJulia") # for some convenience functions and a few packages (SpecialFunctions, ForwardDiff) +Pkg.add("Plots") # for basic plotting +Pkg.add("SymPy") # for symbolic math +Pkg.add("Roots") # for numerically solving `f(x)=0` and `f(x)=g(x)` +Pkg.add("QuadGk") # for 1-dimensional numeric integration Pkg.add("HQuadrature") # for higher-dimensional integration ``` @@ -236,7 +238,7 @@ Integer operations may silently overflow, producing odd answers, at first glance 2^64 ``` -(Though the output is predictable, if overflow is taken into consideration appropriately.) +(Though the output is predictable, knowing why requires understanding of how the hardware implements these operations.) When different types of numbers are mixed, `Julia` will usually promote the values to a common type before the operation: @@ -249,7 +251,10 @@ When different types of numbers are mixed, `Julia` will usually promote the valu `Julia` will first add `2` and `1//2` promoting `2` to rational before doing so. Then add the result, `5//2` to `0.5` by promoting `5//2` to the floating point number `2.5` before proceeding. -`Julia` uses a special type to store a handful of irrational constants such as `pi`. The special type allows these constants to be treated without round off, until they mix with other floating point numbers. There are some functions that require these be explicitly promoted to floating point. This can be done by calling `float`. +`Julia` uses a special type to store a handful of irrational constants such as `pi`. The special type allows these constants to be treated without round off, until they mix with other floating point numbers. An irrational value for `e` is not exported; the `CalculusWithJulia` exports a floating point value `e=exp(1)`. + + +There are some functions that require these be explicitly promoted to floating point. This can be done by calling `float`. The standard mathematical operations are implemented by `+`, `-`, `*`, `/`, `^`. Parentheses are used for grouping. @@ -275,6 +280,9 @@ Values will be promoted to a common type (or type `Any` if none exists). For exa (Vectors are used as a return type from some functions, as such, some familiarity is needed.) +Other common container types are variables of vectors (higher-dimensional arrarys, offset arrays, etc.) tuples (for heterogeneous, immutable, indexed values); named tuples (which add a name to each value in a tuple); and dictionaries (for associative relationships between a key and a value). + + Regular arithmetic sequences can be defined by either: @@ -325,7 +333,7 @@ u + a_really_long_name + a0 - b0 + α Within `Pluto`, names are idiosyncratic: within the global scope, only a single usage is possible per notebook; functions and variables can be freely renamed; structures can be redefined or renamed; ... -Outside of `Pluto`, names may be repurposed, even with values of different types (`Julia` is a dynamic language), save for (generic) function names, which have some special rules and can only be redefined as another function. Generic functions are central to `Julia`'s design. Generic functions use a method table to dispatch on, so once a name is assigned to a generic function, it can not be used as a variable name; the reverse is also true. +Outside of `Pluto`, names may be repurposed, even with values of different types (`Julia` is a dynamic language), save for (generic) function names, which have some special rules and can only be redefined as another method for the function. Generic functions are central to `Julia`'s design. Generic functions use a method table to dispatch on, so once a name is assigned to a generic function, it can not be used as a variable name; the reverse is also true. ## Functions @@ -362,7 +370,7 @@ log Besides `^`, there are `sqrt` and `cbrt` for powers. In addition basic functions for exponential and logarithmic functions: -```{verbatim} +``` sqrt, cbrt exp log # base e @@ -375,7 +383,7 @@ log10, log2, # also log(b, x) The `6` standard trig functions are implemented; their implementation for degree arguments; their inverse functions; and the hyperbolic analogs. -```{verbatim} +``` sin, cos, tan, csc, sec, cot asin, acos, atan, acsc, asec, acot sinh, cosh, tanh, csch, sech, coth @@ -385,7 +393,7 @@ asinh, acosh, atanh, acsch, asech, acoth If degrees are preferred, the following are defined to work with arguments in degrees: -```{verbatim} +``` sind, cosd, tand, cscd, secd, cotd ``` @@ -444,7 +452,7 @@ a = 4 f(3) # now 2 * 4 + 3 ``` -User-defined functions can have $0$, $1$ or more arguments: +User-defined functions can have $0$, $1$ or more positional arguments: ```{julia} @@ -454,7 +462,7 @@ area(w, h) = w*h Julia makes different *methods* for *generic* function names, so function definitions whose argument specification is different are for different uses, even if the name is the same. This is *polymorphism*. The practical use is that it means users need only remember a much smaller set of function names, as attempts are made to give common expectations to the same name. (That is, `+` should be used only for "add" ing objects, however defined.) -Functions can be defined with *keyword* arguments that may have defaults specified: +Functions can also be defined with *keyword* arguments that may have defaults specified: ```{julia} @@ -465,11 +473,13 @@ f(1, m=10) # uses m=10, b=0 -> 10 * 1 + 0 f(1, m=10, b=5) # uses m=10, b=5 -> 10 * 1 + 5 ``` +Keyword arguments are not considered for dispatch. + Longer functions can be defined using the `function` keyword, the last command executed is returned: ```{julia} -function 𝒇(x) +function f(x) y = x^2 z = y - 3 z @@ -534,7 +544,7 @@ sin.(xs) # gives back [sin(1), sin(2), sin(3), sin(4), sin(5)] For "infix" operators, the dot precedes the operator, as in this example instructing pointwise multiplication of each element in `xs`: -```{juila} +```{julia} xs .* xs ``` @@ -566,8 +576,9 @@ With `Plots` loaded, we can plot a function by passing the function object by na plot(sin, 0, 2pi) # plot a function - by name - over an interval [a,b] ``` -!!! note This is in the form of **the** basic pattern employed: `verb(function_object, arguments...)`. The verb in this example is `plot`, the object `sin`, the arguments `0, 2pi` to specify `[a,b]` domain to plot over. - +::: {.callout-note} +This is in the form of **the** basic pattern employed: `verb(function_object, arguments...)`. The verb in this example is `plot`, the object `sin`, the arguments `0, 2pi` to specify `[a,b]` domain to plot over. +::: Plotting more than one function over `[a,b]` is achieved through the `plot!` function, which modifies the existing plot (`plot` creates a new one) by adding a new layer: @@ -578,6 +589,8 @@ plot!(cos, 0, 2pi) plot!(zero, 0, 2pi) # add the line y=0 ``` +(There are alternatives to plot functions or other traces all at once.) + Individual points are added with `scatter` or `scatter!`: @@ -587,7 +600,7 @@ plot!(cos, 0, 2pi) scatter!([pi/4, pi+pi/4], [sin(pi/4), sin(pi + pi/4)]) ``` -(The extra argument `legend=false` suppresses the automatic legend drawing. There are many other useful arguments to adjust a graphic. For example, passing `markersize=10` to the `scatter!` command would draw the points larger than the default.) +(The extra argument `legend=false` suppresses the automatic legend drawing. There are many other useful keyword arguments to adjust attributes of a trace of a graphic. For example, passing `markersize=10` to the `scatter!` command would draw the points larger than the default.) Plotting an *anonymous* function is a bit more immediate than the two-step approach of defining a named function then calling `plot` with this as an argument: @@ -607,6 +620,20 @@ ys = [sin(2x) + sin(3x) + sin(4x) for x in xs] plot(xs, ys) ``` +There are different plotting interfaces. Though not shown, all of these `plot` commands produce a plot of `f`, though with minor differences: + +```{julia} +#| eval: false +xs = range(a, b, length=251) +ys = f.(xs) +plot(f, a, b) # recipe for a function +plot(xs, f) # alternate recipe +plot(xs, ys) # plot coordinates as two vectors +plot([(x,f(x)) for x in xs]) # plot a vector o points +``` + +The choice should depend on convenience. + ## Equations @@ -623,7 +650,7 @@ In `Julia` the equals sign is **only** for *assignment* and *mutation*. The *lef ## Symbolic math -Symbolic math is available through an add-on package `SymPy` (among others). Once loaded, symbolic variables are created with the macro `@syms`: +Symbolic math is available through an add-on package `SymPy` (among others). Once loaded, symbolic variables in `SymPy` are created with the macro `@syms`: ```{julia} diff --git a/quarto/precalc/numbers_types.qmd b/quarto/precalc/numbers_types.qmd index 49c54a8..3a2a5c3 100644 --- a/quarto/precalc/numbers_types.qmd +++ b/quarto/precalc/numbers_types.qmd @@ -62,8 +62,7 @@ Similarly, each type is printed slightly differently. The key distinction is between integers and floating points. While floating point values include integers, and so can be used exclusively on the calculator, the difference is that an integer is guaranteed to be an exact value, whereas a floating point value, while often an exact representation of a number is also often just an *approximate* value. This can be an advantage – floating point values can model a much wider range of numbers. - -Now in nearly all cases the differences are not noticeable. Take for instance this simple calculation involving mixed types. +In nearly all cases the differences are not noticeable. Take for instance this simple calculation involving mixed types. ```{julia} @@ -89,10 +88,10 @@ These values are *very* small numbers, but not exactly $0$, as they are mathemat --- -The only common issue is with powers. `Julia` tries to keep a predictable output from the input types (not their values). Here are the two main cases that arise where this can cause unexpected results: +The only common issue is with powers. We saw this previously when discussing a distinction between `2^64` and `2.0^64. `Julia` tries to keep a predictable output from the input types (not their values). Here are the two main cases that arise where this can cause unexpected results: - * integer bases and integer exponents can *easily* overflow. Not only `m^n` is always an integer, it is always an integer with a fixed storage size computed from the sizes of `m` and `n`. So the powers can quickly get too big. This can be especially noticeable on older $32$-bit machines, where too big is $2^{32} = 4,294,967,296$. On $64$-bit machines, this limit is present but much bigger. +* integer bases and integer exponents can *easily* overflow. Not only `m^n` is always an integer, it is always an integer with a fixed storage size computed from the sizes of `m` and `n`. So the powers can quickly get too big. This can be especially noticeable on older $32$-bit machines, where too big is $2^{32} = 4,294,967,296$. On $64$-bit machines, this limit is present but much bigger. Rather than give an error though, `Julia` gives seemingly arbitrary answers, as can be seen in this example on a $64$-bit machine: @@ -102,13 +101,13 @@ Rather than give an error though, `Julia` gives seemingly arbitrary answers, as 2^62, 2^63 ``` -(They aren't arbitrary, rather integer arithmetic is implemented as modular arithmetic.) +(They aren't arbitrary, as explained previosly.) -This could be worked around, as it is with some programming languages, but it isn't, as it would slow down this basic computation. So, it is up to the user to be aware of cases where their integer values can grow to big. The suggestion is to use floating point numbers in this domain, as they have more room, at the cost of sometimes being approximate values. +This could be worked around, as it is with some programming languages, but it isn't, as it would slow down this basic computation. So, it is up to the user to be aware of cases where their integer values can grow to big. The suggestion is to use floating point numbers in this domain, as they have more room, at the cost of sometimes being approximate values for fairly large values. - * the `sqrt` function will give a domain error for negative values: +* the `sqrt` function will give a domain error for negative values: ```{julia} @@ -161,11 +160,12 @@ Integers are often used casually, as they come about from parsing. As with a cal ### Floating point numbers -[Floating point](http://en.wikipedia.org/wiki/Floating_point) numbers are a computational model for the real numbers. For floating point numbers, $64$ bits are used by default for both $32$- and $64$-bit systems, though other storage sizes can be requested. This gives a large ranging - but still finite - set of real numbers that can be represented. However, there are infinitely many real numbers just between $0$ and $1$, so there is no chance that all can be represented exactly on the computer with a floating point value. Floating point then is *necessarily* an approximation for all but a subset of the real numbers. Floating point values can be viewed in normalized [scientific notation](http://en.wikipedia.org/wiki/Scientific_notation) as $a\cdot 2^b$ where $a$ is the *significand* and $b$ is the *exponent*. Save for special values, the significand $a$ is normalized to satisfy $1 \leq \lvert a\rvert < 2$, the exponent can be taken to be an integer, possibly negative. +[Floating point](http://en.wikipedia.org/wiki/Floating_point) numbers are a computational model for the real numbers. For floating point numbers, $64$ bits are used by default for both $32$- and $64$-bit systems, though other storage sizes can be requested. This gives a large range - but still finite - set of real numbers that can be represented. However, there are infinitely many real numbers just between $0$ and $1$, so there is no chance that all can be represented exactly on the computer with a floating point value. Floating point then is *necessarily* an approximation for all but a subset of the real numbers. Floating point values can be viewed in normalized [scientific notation](http://en.wikipedia.org/wiki/Scientific_notation) as $a\cdot 2^b$ where $a$ is the *significand* and $b$ is the *exponent*. Save for special values, the significand $a$ is normalized to satisfy $1 \leq \lvert a\rvert < 2$, the exponent can be taken to be an integer, possibly negative. As per IEEE Standard 754, the `Float64` type gives 52 bits to the precision (with an additional implied one), 11 bits to the exponent and the other bit is used to represent the sign. Positive, finite, floating point numbers have a range approximately between $10^{-308}$ and $10^{308}$, as 308 is about $\log_{10} 2^{1023}$. The numbers are not evenly spread out over this range, but, rather, are much more concentrated closer to $0$. +The use of 32-bit floating point values is common, as some widley used computer chips expect this. These values have a narrower range of possible values. :::{.callout-warning} ## More on floating point numbers @@ -205,8 +205,10 @@ The special coding `aeb` (or if the exponent is negative `ae-b`) is used to repr avogadro = 6.022e23 ``` -Here `e` is decidedly *not* the Euler number, rather syntax to separate the exponent from the mantissa. - +::: {.callout-note} +## Not `e` +Here `e` is decidedly *not* the Euler number, rather **syntax** to separate the exponent from the mantissa. +::: The first way of representing this number required using `10.0` and not `10` as the integer power will return an integer and even for 64-bit systems is only valid up to `10^18`. Using scientific notation avoids having to concentrate on such limitations. @@ -296,7 +298,7 @@ That is adding `1/10` and `2/10` is not exactly `3/10`, as expected mathematical 1/10 + (2/10 + 3/10) == (1/10 + 2/10) + 3/10 ``` - * For real numbers subtraction of similar-sized numbers is not exceptional, for example $1 - \cos(x)$ is positive if $0 < x < \pi/2$, say. This will not be the case for floating point values. If $x$ is close enough to $0$, then $\cos(x)$ and $1$ will be so close, that they will be represented by the same floating point value, `1.0`, so the difference will be zero: + * Mathematically, or real numbers, subtraction of similar-sized numbers is not exceptional, for example $1 - \cos(x)$ is positive if $0 < x < \pi/2$, say. This will not be the case for floating point values. If $x$ is close enough to $0$, then $\cos(x)$ and $1$ will be so close, that they will be represented by the same floating point value, `1.0`, so the difference will be zero: ```{julia} @@ -306,7 +308,7 @@ That is adding `1/10` and `2/10` is not exactly `3/10`, as expected mathematical ### Rational numbers -Rational numbers can be used when the exactness of the number is more important than the speed or wider range of values offered by floating point numbers. In `Julia` a rational number is comprised of a numerator and a denominator, each an integer of the same type, and reduced to lowest terms. The operations of addition, subtraction, multiplication, and division will keep their answers as rational numbers. As well, raising a rational number to a positive, integer value will produce a rational number. +Rational numbers can be used when the exactness of the number is more important than the speed or wider range of values offered by floating point numbers. In `Julia` a rational number is comprised of a numerator and a denominator, each an integer of the same type, and reduced to lowest terms. The operations of addition, subtraction, multiplication, and division will keep their answers as rational numbers. As well, raising a rational number to an integer value will produce a rational number. As mentioned, these are constructed using double slashes: @@ -643,5 +645,5 @@ Finding the value through division introduces a floating point deviation. Which #| echo: false as = [`1/10^21`, `1e-21`] explanation = "The scientific notation is correct. Due to integer overflow `10^21` is not the same number as `10.0^21`." -buttonq(as, 2; explanation=explanation) +buttonq(as, 2; explanation) ``` diff --git a/quarto/precalc/plotting.qmd b/quarto/precalc/plotting.qmd index a574087..8386bf3 100644 --- a/quarto/precalc/plotting.qmd +++ b/quarto/precalc/plotting.qmd @@ -30,7 +30,7 @@ A scalar, univariate function, such as $f(x) = 1 - x^2/2$, can be thought of in * It can be represented through a rule of what it does to $x$, as above. This is useful for computing numeric values. * it can be interpreted verbally, as in *square* $x$, take half then *subtract* from one. This can give clarity to what the function does. - * It can be thought of in terms of its properties: a polynomial, continuous, $U$-shaped, an approximation for $\cos(x)$ near $0$, $\dots$ + * It can be thought of in terms of its properties: a polynomial, continuous, upside down $U$-shaped, an approximation for $\cos(x)$ near $0$, $\dots$ * it can be visualized graphically. This is useful for seeing the qualitative behavior of a function. @@ -243,15 +243,15 @@ For instances where a *specific* set of $x$ values is desired to be used, the `r ```{julia} -𝒙s = range(0, 2pi, length=10) -𝒚s = sin.(𝒙s) +xs = range(0, 2pi, length=10) +ys = sin.(xs) ``` Finally, to plot the set of points and connect with lines, the $x$ and $y$ values are passed along as vectors: ```{julia} -plot(𝒙s, 𝒚s) +plot(xs, ys) ``` This plots the points as pairs and then connects them in order using straight lines. Basically, it creates a dot-to-dot graph. The above graph looks primitive, as it doesn't utilize enough points. @@ -490,7 +490,7 @@ For plotting points with `scatter`, or `scatter!` the markers can be adjusted vi * `scatter(..., marker=:square)`: change the marker (uses a symbol, not a string to specify) -Of course, zero, one, or more of these can be used on any given call to `plot`, `plot!`, `scatter` or `scatter!`. +Of course, zero, one, or more of these can be used on any given call to `plot`, `plot!`, `scatter`, or `scatter!`. #### Example: Bresenham's algorithm @@ -575,9 +575,9 @@ The most "famous" parametric graph is one that is likely already familiar, as it ```{julia} -𝒇(x) = cos(x); 𝒈(x) = sin(x) -𝒕s = range(0, 2pi, length=100) -plot(𝒇.(𝒕s), 𝒈.(𝒕s), aspect_ratio=:equal) # make equal axes +f(x) = cos(x); g(x) = sin(x) +ts = range(0, 2pi, length=100) +plot(f.(ts), g.(ts), aspect_ratio=:equal) # make equal axes ``` Any point $(a,b)$ on this graph is represented by $(\cos(t), \sin(t))$ for some value of $t$, and in fact multiple values of $t$, since $t + 2k\pi$ will produce the same $(a,b)$ value as $t$ will. @@ -599,8 +599,8 @@ DataFrame(θ=θs, x=cos.(θs), y=sin.(θs)) ```{julia} #| hold: true θs =[0, pi/6, pi/4, pi/3, pi/2, 2pi/3, 3pi/4, 5pi/6, pi] -plot(𝒇.(θs), 𝒈.(θs), legend=false, aspect_ratio=:equal) -scatter!(𝒇.(θs), 𝒈.(θs)) +plot(f.(θs), g.(θs), legend=false, aspect_ratio=:equal) +scatter!(f.(θs), g.(θs)) ``` --- @@ -610,7 +610,7 @@ As with the plot of a univariate function, there is a convenience interface for ```{julia} -plot(𝒇, 𝒈, 0, 2pi, aspect_ratio=:equal) +plot(f, g, 0, 2pi, aspect_ratio=:equal) ``` ##### Example @@ -876,6 +876,24 @@ answ = 2 radioq(choices, answ) ``` +###### Question + +The `plot` function can have its data specified through a vector of points. Such data can be generated through a comprehension. Does this command plot the given expression avoiding the need to define a function? + +```{julia} +#| eval: false +plot([(x, sin(x^2)-sin(x)) for x in range(-pi, pi, 100)]) +``` + +```{julia} +#| echo: false +explanation = """ +Yes, it does. Whether this is more convenient than say `plot(x -> sin(x^2) - sin(x), -pi, pi)` is a different question. +""" +buttonq(["Yes", "No"], 1; explanation) +``` + + ###### Question diff --git a/quarto/precalc/polynomial.qmd b/quarto/precalc/polynomial.qmd index 495841f..260a696 100644 --- a/quarto/precalc/polynomial.qmd +++ b/quarto/precalc/polynomial.qmd @@ -28,7 +28,7 @@ Polynomials are a particular class of expressions that are simple enough to have Here we discuss some vocabulary and basic facts related to polynomials and show how the add-on `SymPy` package can be used to model polynomial expressions within `SymPy`. `SymPy` provides a Computer Algebra System (CAS) for `Julia`. In this case, by leveraging a mature `Python` package [SymPy](https://www.sympy.org/). Later we will discuss the `Polynomials` package for polynomials. -For our purposes, a *monomial* is simply a non-negative integer power of $x$ (or some other indeterminate symbol) possibly multiplied by a scalar constant. For example, $5x^4$ is a monomial, as are constants, such as $-2=-2x^0$ and the symbol itself, as $x = x^1$. In general, one may consider restrictions on where the constants can come from, and consider more than one symbol, but we won't pursue this here, restricting ourselves to the case of a single variable and real coefficients. +For our purposes, a *monomial* is simply a non-negative integer power of $x$ (or some other indeterminate symbol) possibly multiplied by a scalar constant. For example, $5x^4$ is a monomial, as are constants, such as $-2$ (it being $-2x^0$) and the symbol $x$ itself (it begin $x^1$. In general, one may consider restrictions on where the constants can come from, and consider more than one symbol, but we won't pursue this here, restricting ourselves to the case of a single variable and real coefficients. A *polynomial* is a sum of monomials. After combining terms with same powers, a non-zero polynomial may be written uniquely as: @@ -158,7 +158,7 @@ The above shows that multiple symbols can be defined at once. The annotation `x: :::{.callout-note} ## Note -Macros in `Julia` are just transformations of the syntax into other syntax. The `@` indicates they behave differently than regular function calls. +Macros in `Julia` are just transformations of the syntax into other syntax. The leading `@` indicates they behave differently than regular function calls. ::: @@ -235,7 +235,7 @@ To illustrate, to do the task above for the polynomial $-16x^2 + 100$ we could h p(x => (x-1)^2) ``` -This "call" notation takes pairs (designated by `a=>b`) where the left-hand side is the variable to substitute for, and the right-hand side the new value. The value to substitute can depend on the variable, as illustrated; be a different variable; or be a numeric value, such as $2$: +This "call" notation takes pairs (designated by `a=>b`) where the left-hand side is the variable to substitute for, and the right-hand side the new value. (This mirrors a similar use with `replace`.) The value to substitute can depend on the variable, as illustrated; be a different variable; or be a numeric value, such as $2$: ```{julia} @@ -264,15 +264,15 @@ Suppose we have the polynomial $p = ax^2 + bx +c$. What would it look like if we ```{julia} @syms E F -p₂ = a*x^2 + b*x + c -p₂(x => x-E) + F +p = a*x^2 + b*x + c +p(x => x-E) + F ``` And expanded this becomes: ```{julia} -expand(p₂(x => x-E) + F) +expand(p(x => x-E) + F) ``` ### Conversion of symbolic numbers to Julia numbers @@ -287,7 +287,17 @@ p = -16x^2 + 100 y = p(2) ``` -The value, $36$ is still symbolic, but clearly an integer. If we are just looking at the output, we can easily translate from the symbolic value to an integer, as they print similarly. However the conversion to an integer, or another type of number, does not happen automatically. If a number is needed to pass along to another `Julia` function, it may need to be converted. In general, conversions between different types are handled through various methods of `convert`. However, with `SymPy`, the `N` function will attempt to do the conversion for you: +The value, $36$ is still symbolic, but clearly an integer. If we are just looking at the output, we can easily translate from the symbolic value to an integer, as they print similarly. However the conversion to an integer, or another type of number, does not happen automatically. If a number is needed to pass along to another `Julia` function, it may need to be converted. In general, conversions between different types are handled through various methods of `convert`. + +For real numbers, an easy to call conversion is available through the `float` method: + +```{julia} +float(y) +``` + + + +The use of the generic `float` method returns a floating point number. `SymPy` objects have their own internal types. To preserve these on conversion to a related `Julia` value, the `N` function from `SymPy` is useful: ```{julia} @@ -296,7 +306,7 @@ p = -16x^2 + 100 N(p(2)) ``` -Where `convert(T,x)` requires a specification of the type to convert `x` to, `N` attempts to match the data type used by SymPy to store the number. As such, the output type of `N` may vary (rational, a BigFloat, a float, etc.) For getting more digits of accuracy, a precision can be passed to `N`. The following command will take the symbolic value for $\pi$, `PI`, and produce about $60$ digits worth as a `BigFloat` value: +Where `convert(T, x)` requires a specification of the type to convert `x` to, `N` attempts to match the data type used by SymPy to store the number. As such, the output type of `N` may vary (rational, a BigFloat, a float, etc.) For getting more digits of accuracy, a precision can be passed to `N`. The following command will take the symbolic value for $\pi$, `PI`, and produce about $60$ digits worth as a `BigFloat` value: ```{julia} @@ -329,7 +339,7 @@ pp = lambdify(p) pp(2) ``` -The `lambdify` function uses the name of the similar `SymPy` function which is named after Pythons convention of calling anoynmous function "lambdas." The use above is straightforward. Only slightly more complicated is the use when there are multiple symbolic values. For example: +The `lambdify` function uses the name of the similar `SymPy` function which is named after Python's convention of calling anoynmous function "lambdas." The use above is straightforward. Only slightly more complicated is the use when there are multiple symbolic values. For example: ```{julia} @@ -366,7 +376,7 @@ This graph illustrates the key features of polynomial graphs: * there may be values for `x` where the graph crosses the $x$ axis (real roots of the polynomial); * there may be peaks and valleys (local maxima and local minima) - * except for constant polynomials, the ultimate behaviour for large values of $\lvert x\rvert$ is either both sides of the graph going to positive infinity, or negative infinity, or as in this graph one to the positive infinity and one to negative infinity. In particular, there is no *horizontal asymptote*. + * except for constant polynomials, the ultimate behaviour for large values of $|x|$ is either both sides of the graph going to positive infinity, or negative infinity, or as in this graph one to the positive infinity and one to negative infinity. In particular, there is no *horizontal asymptote*. To investigate this last point, let's consider the case of the monomial $x^n$. When $n$ is even, the following animation shows that larger values of $n$ have greater growth once outside of $[-1,1]$: @@ -390,7 +400,7 @@ plotly() ImageFile(imgfile, caption) ``` -Of course, this is expected, as, for example, $2^2 < 2^4 < 2^6 < \cdots$. The general shape of these terms is similar - $U$ shaped, and larger powers dominate the smaller powers as $\lvert x\rvert$ gets big. +Of course, this is expected, as, for example, $2^2 < 2^4 < 2^6 < \cdots$. The general shape of these terms is similar - $U$ shaped, and larger powers dominate the smaller powers as $|x|$ gets big. For odd powers of $n$, the graph of the monomial $x^n$ is no longer $U$ shaped, but rather constantly increasing. This graph of $x^5$ is typical: @@ -443,7 +453,7 @@ $$ x^5 \cdot (2 - \frac{1}{x^4} + \frac{1}{x^5}). $$ -For large $\lvert x\rvert$, the last two terms in the product on the right get close to $0$, so this expression is *basically* just $2x^5$ - the leading term. +For large $|x|$, the last two terms in the product on the right get close to $0$, so this expression is *basically* just $2x^5$ - the leading term. --- @@ -523,7 +533,7 @@ The `SymPy` function `expand` will perform these algebraic manipulations without expand((x-1)*(x-2)*(x-3)) ``` -Factoring a polynomial is several weeks worth of lessons, as there is no one-size-fits-all algorithm to follow. There are some tricks that are taught: for example factoring differences of perfect squares, completing the square, the rational root theorem, $\dots$. But in general the solution is not automated. The `SymPy` function `factor` will find all rational factors (terms like $(qx-p)$), but will leave terms that do not have rational factors alone. For example: +Factoring a polynomial is several weeks worth of lessons, as there is no one-size-fits-all algorithm available to teach to algebra students. There are some tricks that are taught: for example factoring differences of perfect squares, completing the square, the rational root theorem, $\dots$. But in general the solution is not automated without some more advanced techniques. The `SymPy` function `factor` will find all rational factors (terms like $(qx-p)$), but will leave terms that do not have rational factors alone. For example: ```{julia} @@ -563,7 +573,7 @@ However, *polynomial functions* are easily represented by `Julia`, for example, f(x) = -16x^2 + 100 ``` -The distinction is subtle, the expression is turned into a function just by adding the `f(x) =` preface. But to `Julia` there is a big distinction. The function form never does any computation until after a value of $x$ is passed to it. Whereas symbolic expressions can be manipulated quite freely before any numeric values are specified. +The distinction is subtle, the expression is turned into a function just by adding the "`f(x) =`" preface. But to `Julia` there is a big distinction. The function form never does any computation until after a value of $x$ is passed to it. Whereas symbolic expressions can be manipulated quite freely before any numeric values are specified. It is easy to create a symbolic expression from a function - just evaluate the function on a symbolic value: @@ -581,7 +591,7 @@ p = f(x) p(2) ``` -For many uses, the distinction is unnecessary to make, as the many functions will work with any callable expression. One such is `plot` – either `plot(f, a, b)` or `plot(f(x),a, b)` will produce the same plot using the `Plots` package. +For many uses, the distinction is unnecessary to make, as the many functions will work with any callable expression. For `Plots` there is a recipe – either `plot(f, a, b)` or `plot(f(x), a, b)` will produce the same plot using the `Plots` package. ## Questions diff --git a/quarto/precalc/polynomial_roots.qmd b/quarto/precalc/polynomial_roots.qmd index a04b6f8..8f5dd79 100644 --- a/quarto/precalc/polynomial_roots.qmd +++ b/quarto/precalc/polynomial_roots.qmd @@ -288,33 +288,35 @@ Finding roots with `SymPy` can also be done through its `solve` function, a func ```{julia} -solve(x^2 + 2x - 3) +solve(x^2 + 2x - 3 ~ 0, x) ``` -The answer is a vector of values that when substituted in for the free variable `x` produce $0.$ The call to `solve` does not have an equals sign. To solve a more complicated expression of the type $f(x) = g(x),$ one can solve $f(x) - g(x) = 0,$ use the `Eq` function, or use `f ~ g`. +The answer is a vector of values that when substituted in for the free variable `x` produce $0.$ + +We use the `~` notation to define an equation to pass to `solve`. This convention is not necessary here, as `SymPy` will assume an expression passed to solve is an equation set to `0`, but is pedagogically useful. Equations do not have an equals sign, which is reserved for assignment. To solve a more complicated expression of the type $f(x) = g(x),$ one can solve $f(x) - g(x) = 0,$ use the `Eq` function, or use `f ~ g`. -When the expression to solve has more than one free variable, the variable to solve for should be explicitly stated with a second argument. For example, here we show that `solve` is aware of the quadratic formula: +When the expression to solve has more than one free variable, the variable to solve for should be explicitly stated with a second argument. (The specification above is unnecessary.) For example, here we show that `solve` is aware of the quadratic formula: ```{julia} @syms a b::real c::positive -solve(a*x^2 + b*x + c, x) +solve(a*x^2 + b*x + c ~ 0, x) ``` The `solve` function will respect assumptions made when a variable is defined through `symbols` or `@syms`: ```{julia} -solve(a^2 + 1) # works, as a can be complex +solve(a^2 + 1 ~ 0, a) # works, as a can be complex ``` ```{julia} -solve(b^2 + 1) # fails, as b is assumed real +solve(b^2 + 1 ~ 0, b) # fails, as b is assumed real ``` ```{julia} -solve(c + 1) # fails, as c is assumed positive +solve(c + 1 ~ 0, c) # fails, as c is assumed positive ``` Previously, it was mentioned that `factor` only factors polynomials with integer coefficients over rational roots. However, `solve` can be used to factor. Here is an example: @@ -328,7 +330,7 @@ Nothing is found, as the roots are $\pm \sqrt{2}$, irrational numbers. ```{julia} -rts = solve(x^2 - 2) +rts = solve(x^2 - 2 ~ 0, x) prod(x-r for r in rts) ``` @@ -337,7 +339,7 @@ Solving cubics and quartics can be done exactly using radicals. For example, her ```{julia} @syms y # possibly complex -solve(y^4 - 2y - 1) +solve(y^4 - 2y - 1 ~ 0, y) ``` Third- and fourth-degree polynomials can be solved in general, with increasingly more complicated answers. The following finds one of the answers for a general third-degree polynomial: @@ -347,7 +349,7 @@ Third- and fourth-degree polynomials can be solved in general, with increasingly #| hold: true @syms a[0:3] p = sum(a*x^(i-1) for (i,a) in enumerate(a)) -rts = solve(p, x) +rts = solve(p ~ 0, x) rts[1] # there are three roots ``` @@ -355,7 +357,7 @@ Some fifth degree polynomials are solvable in terms of radicals, however, `solve ```{julia} -solve(x^5 - x + 1) +solve(x^5 - x + 1 ~ 0, x) ``` (Though there is no formula involving only radicals like the quadratic equation, there is a formula for the roots in terms of a function called the [Bring radical](http://en.wikipedia.org/wiki/Bring_radical).) @@ -399,7 +401,7 @@ The `solve` function can be used to get numeric approximations to the roots. It ```{julia} #| hold: true -rts = solve(x^5 - x + 1 ~ 0) +rts = solve(x^5 - x + 1 ~ 0, x) N.(rts) # note the `.(` to broadcast over all values in rts ``` @@ -411,25 +413,25 @@ Here we see another example: ```{julia} ex = x^7 -3x^6 + 2x^5 -1x^3 + 2x^2 + 1x^1 - 2 -solve(ex) +solve(ex ~ 0, x) ``` This finds two of the seven possible roots, the remainder of the real roots can be found numerically: ```{julia} -N.(solve(ex)) +N.(solve(ex ~ 0, x)) ``` ### The solveset function -SymPy is phasing in the `solveset` function to replace `solve`. The main reason being that `solve` has too many different output types (a vector, a dictionary, ...). The output of `solveset` is always a set. For tasks like this, which return a finite set, we use the `elements` function to access the individual answers. To illustrate: +SymPy is phasing in the `solveset` function to replace `solve`. The main reason being that `solve` has too many different output types (a vector, a dictionary, ...). The output of `solveset` is always a set. For tasks like this, which return a finite set, we use the `collect` function to access the individual answers. To illustrate: ```{julia} p = 8x^4 - 8x^2 + 1 -p_rts = solveset(p) +p_rts = solveset(p ~ 0, x) ``` The `p_rts` object, a `Set`, does not allow indexed access to its elements. For that `collect` will work to return a vector: @@ -443,7 +445,7 @@ To get the numeric approximation, we can broadcast: ```{julia} -N.(solveset(p)) +N.(solveset(p ~ 0, x)) ``` (There is no need to call `collect` -- though you can -- as broadcasting over a set falls back to broadcasting over the iteration of the set and in this case returns a vector.) @@ -497,7 +499,7 @@ in fact there are three, two are *very* close together: ```{julia} -N.(solve(h)) +N.(solve(h ~ 0, x)) ``` :::{.callout-note} @@ -545,7 +547,7 @@ For another example, if we looked at $f(x) = x^5 - 100x^4 + 4000x^3 - 80000x^2 + ```{julia} j = x^5 - 100x^4 + 4000x^3 - 80000x^2 + 799999x - 3199979 -N.(solve(j)) +N.(solve(j ~ 0, x)) ``` ### Cauchy's bound on the magnitude of the real roots. diff --git a/quarto/precalc/polynomials_package.qmd b/quarto/precalc/polynomials_package.qmd index 0d58b39..288bd31 100644 --- a/quarto/precalc/polynomials_package.qmd +++ b/quarto/precalc/polynomials_package.qmd @@ -93,7 +93,7 @@ This variable is a `Polynomial` object, so can be manipulated as a polynomial; w r = (x-2)^2 * (x-1) * (x+1) ``` -The product is expanded for storage by `Polynomials`, which may not be desirable for some uses. A new variable can produced by calling `variable()`; so we could have constructed `p` by: +The product is expanded for storage by `Polynomials`, which may not be desirable for some uses. A new variable can be produced by calling `variable()`; so we could have constructed `p` by: ```{julia} @@ -106,7 +106,7 @@ A polynomial in factored form, as `r` above is, can be constructed from its root ```{julia} -fromroots([2,2,1,-1]) +fromroots([2, 2, 1, -1]) ``` The `fromroots` function is basically the [factor theorem](https://en.wikipedia.org/wiki/Factor_theorem) which links the factored form of the polynomial with the roots of the polynomial: $(x-k)$ is a factor of $p$ if and only if $k$ is a root of $p$. By combining a factor of the type $(x-k)$ for each specified root, the polynomial can be constructed by multiplying its factors. For example, using `prod` and a generarator, we would have: @@ -115,7 +115,7 @@ The `fromroots` function is basically the [factor theorem](https://en.wikipedia. ```{julia} #| hold: true x = variable() -prod(x - k for k in [2,2,1,-1]) +prod(x - k for k in [2, 2, 1, -1]) ``` The `Polynomials` package has different ways to represent polynomials, and a factored form can also be used. For example, the `fromroots` function constructs polynomials from the specified roots and `FactoredPolynomial` leaves these in a factored form: @@ -156,11 +156,11 @@ Polynomial objects have a plot recipe defined – plotting from the `Plots` pack plot(r, legend=false) # suppress the legend ``` -The choice of domain is heuristically identified; and it can be manually adjusted, as with: +The choice of domain is heuristically identified; it can be manually adjusted, as with: ```{julia} -plot(r, 1.5, 2.5, legend=false) +plot(r, 1.5, 2.5; legend=false) ``` ## Roots @@ -205,6 +205,13 @@ p = (x-1)^5 Polynomials.Multroot.multroot(p) ``` +Converting to the `FactoredPolynomial` type also does this work: + +```{julia} +convert(FactoredPolynomial, p) +``` + + Floating point error can also prevent the finding of real roots. For example, this polynomial has $3$ real roots, but `roots` finds but $1$, as the two nearby ones are identified as complex: @@ -251,21 +258,22 @@ A line, $y=mx+b$ can be a linear polynomial or a constant depending on $m$, so w Knowing we can succeed, we approach the problem of $3$ points, say $(x_0, y_0)$, $(x_1,y_1)$, and $(x_2, y_2)$. There is a polynomial $p = a\cdot x^2 + b\cdot x + c$ with $p(x_i) = y_i$. This gives $3$ equations for the $3$ unknown values $a$, $b$, and $c$: - +$$ \begin{align*} a\cdot x_0^2 + b\cdot x_0 + c &= y_0\\ a\cdot x_1^2 + b\cdot x_1 + c &= y_1\\ a\cdot x_2^2 + b\cdot x_2 + c &= y_2\\ \end{align*} +$$ -Solving this with `SymPy` is tractable. A comprehension is used below to create the $3$ equations; the `zip` function is a simple means to iterate over $2$ or more iterables simultaneously: +Solving this with `SymPy` is tractable. A generator is used below to create the $3$ equations; the `zip` function is a simple means to iterate over $2$ or more iterables simultaneously: ```{julia} SymPy.@syms a b c xs[0:2] ys[0:2] -eqs = [a*xi^2 + b*xi + c ~ yi for (xi,yi) in zip(xs, ys)] -abc = SymPy.solve(eqs, [a,b,c]) +eqs = tuple((a*xi^2 + b*xi + c ~ yi for (xi,yi) in zip(xs, ys))...) +abc = SymPy.solve(eqs, (a,b,c)) ``` As can be seen, the terms do get quite unwieldy when treated symbolically. Numerically, the `fit` function from the `Polynomials` package will return the interpolating polynomial. To compare, @@ -294,8 +302,8 @@ A related problem, that will arise when finding iterative means to solve for zer ```{julia} #| hold: true SymPy.@syms a b c xs[0:2] ys[0:2] -eqs = [a*yi^2 + b*yi + c ~ xi for (xi, yi) in zip(xs,ys)] -abc = SymPy.solve(eqs, [a,b,c]) +eqs = tuple((a*yi^2 + b*yi + c ~ xi for (xi, yi) in zip(xs,ys))...) +abc = SymPy.solve(eqs, (a,b,c)) abc[c] ``` @@ -306,8 +314,8 @@ We can graphically see the result for the specific values of `xs` and `ys` as fo #| hold: true #| echo: false SymPy.@syms a b c xs[0:2] ys[0:2] -eqs = [a*yi^2 + b*yi + c ~ xi for (xi, yi) in zip(xs,ys)] -abc = SymPy.solve(eqs, [a,b,c]) +eqs = tuple((a*yi^2 + b*yi + c ~ xi for (xi, yi) in zip(xs,ys))...) +abc = SymPy.solve(eqs, (a,b,c)) abc[c] 𝒙s, 𝒚s = [1,2,3], [3,1,2] @@ -390,12 +398,13 @@ radioq(choices, answ, keep_order=true) Consider the polynomial $p(x) = a_1 x - a_3 x^3 + a_5 x^5$ where - +$$ \begin{align*} a_1 &= 4(\frac{3}{\pi} - \frac{9}{16}) \\ a_3 &= 2a_1 -\frac{5}{2}\\ a_5 &= a_1 - \frac{3}{2}. \end{align*} +$$ * Form the polynomial `p` by first computing the $a$s and forming `p=Polynomial([0,a1,0,-a3,0,a5])` @@ -546,12 +555,13 @@ This last answer is why $p$ is called an *interpolating* polynomial and this que The Chebyshev ($T$) polynomials are polynomials which use a different basis from the standard basis. Denote the basis elements $T_0$, $T_1$, ... where we have $T_0(x) = 1$, $T_1(x) = x$, and for bigger indices $T_{i+1}(x) = 2xT_i(x) - T_{i-1}(x)$. The first others are then: - +$$ \begin{align*} T_2(x) &= 2xT_1(x) - T_0(x) = 2x^2 - 1\\ T_3(x) &= 2xT_2(x) - T_1(x) = 2x(2x^2-1) - x = 4x^3 - 3x\\ T_4(x) &= 2xT_3(x) - T_2(x) = 2x(4x^3-3x) - (2x^2-1) = 8x^4 - 8x^2 + 1 \end{align*} +$$ With these definitions what is the polynomial associated to the coefficients $[0,1,2,3]$ with this basis? diff --git a/quarto/precalc/ranges.qmd b/quarto/precalc/ranges.qmd index 986cda6..0a30c38 100644 --- a/quarto/precalc/ranges.qmd +++ b/quarto/precalc/ranges.qmd @@ -66,7 +66,7 @@ Rather than express sequences by the $a_0$, $h$, and $n$, `Julia` uses the start 1:10 ``` -But wait, nothing different printed? This is because `1:10` is efficiently stored. Basically, a recipe to generate the next number from the previous number is created and `1:10` just stores the start and end point and that recipe is used to generate the set of all values. To expand the values, you have to ask for them to be `collect`ed (though this typically isn't needed in practice): +But wait, nothing different printed? This is because `1:10` is efficiently stored. Basically, a recipe to generate the next number from the previous number is created and `1:10` just stores the start and end points (the step size is implicit in how this is stored) and that recipe is used to generate the set of all values. To expand the values, you have to ask for them to be `collect`ed (though this typically isn't needed in practice, as values are usually *iterated* over): ```{julia} @@ -168,11 +168,13 @@ Now we concentrate on some more general styles to modify a sequence to produce a ### Filtering +The act of throwing out elements of a collection based on some condition is called *filtering*. + For example, another way to get the values between $0$ and $100$ that are multiples of $7$ is to start with all $101$ values and throw out those that don't match. To check if a number is divisible by $7$, we could use the `rem` function. It gives the remainder upon division. Multiples of `7` match `rem(m, 7) == 0`. Checking for divisibility by seven is unusual enough there is nothing built in for that, but checking for division by $2$ is common, and for that, there is a built-in function `iseven`. -The act of throwing out elements of a collection based on some condition is called *filtering*. The `filter` function does this in `Julia`; the basic syntax being `filter(predicate_function, collection)`. The "`predicate_function`" is one that returns either `true` or `false`, such as `iseven`. The output of `filter` consists of the new collection of values - those where the predicate returns `true`. +The `filter` function does this in `Julia`; the basic syntax being `filter(predicate_function, collection)`. The "`predicate_function`" is one that returns either `true` or `false`, such as `iseven`. The output of `filter` consists of the new collection of values - those where the predicate returns `true`. To see it used, lets start with the numbers between `0` and `25` (inclusive) and filter out those that are even: @@ -210,7 +212,7 @@ Let's return to the case of the set of even numbers between $0$ and $100$. We ha * The set of numbers $\{2k: k=0, \dots, 50\}$. -While `Julia` has a special type for dealing with sets, we will use a vector for such a set. (Unlike a set, vectors can have repeated values, but as vectors are more widely used, we demonstrate them.) Vectors are described more fully in a previous section, but as a reminder, vectors are constructed using square brackets: `[]` (a special syntax for [concatenation](http://docs.julialang.org/en/latest/manual/arrays/#concatenation)). Square brackets are used in different contexts within `Julia`, in this case we use them to create a *collection*. If we separate single values in our collection by commas (or semicolons), we will create a vector: +While `Julia` has a special type for dealing with sets, we will use a vector for such a set. (Unlike a set, vectors can have repeated values, but, as vectors are more widely used, we demonstrate them.) Vectors are described more fully in a previous section, but as a reminder, vectors are constructed using square brackets: `[]` (a special syntax for [concatenation](http://docs.julialang.org/en/latest/manual/arrays/#concatenation)). Square brackets are used in different contexts within `Julia`, in this case we use them to create a *collection*. If we separate single values in our collection by commas (or semicolons), we will create a vector: ```{julia} @@ -277,20 +279,24 @@ A typical pattern would be to generate a collection of numbers and then apply a sum([2^i for i in 1:10]) ``` -Conceptually this is easy to understand, but computationally it is a bit inefficient. The generator syntax allows this type of task to be done more efficiently. To use this syntax, we just need to drop the `[]`: +Conceptually this is easy to understand: one step generates the numbers, the other adds them up. Computationally it is a bit inefficient. The generator syntax allows this type of task to be done more efficiently. To use this syntax, we just need to drop the `[]`: ```{julia} sum(2^i for i in 1:10) ``` -(The difference being no intermediate object is created to store the collection of all values specified by the generator.) +The difference being no intermediate object is created to store the collection of all values specified by the generator. Not all functions allow generators as arguments, but most common reductions do. ### Filtering generated expressions -Both comprehensions and generators allow for filtering through the keyword `if`. The following shows *one* way to add the prime numbers in $[1,100]$: +Both comprehensions and generators allow for filtering through the keyword `if`. The basic pattern is + +`[expr for variable in collection if expr]` + +The following shows *one* way to add the prime numbers in $[1,100]$: ```{julia} @@ -299,6 +305,10 @@ sum(p for p in 1:100 if isprime(p)) The value on the other side of `if` should be an expression that evaluates to either `true` or `false` for a given `p` (like a predicate function, but here specified as an expression). The value returned by `isprime(p)` is such. +::: {.callout-note} +In these notes we primarily use functions rather than expressions for various actions. We will see creating a function is not much more difficult than specifying an expression, though there is additional notation necessary. Generators are one very useful means to use expressions, symbolic math will be seen as another. +::: + In this example, we use the fact that `rem(k, 7)` returns the remainder found from dividing `k` by `7`, and so is `0` when `k` is a multiple of `7`: @@ -323,7 +333,7 @@ This example of Stefan Karpinski's comes from a [blog](http://julialang.org/blog First, a simple question: using pennies, nickels, dimes, and quarters how many different ways can we generate one dollar? Clearly $100$ pennies, or $20$ nickels, or $10$ dimes, or $4$ quarters will do this, so the answer is at least four, but how much more than four? -Well, we can use a comprehension to enumerate the possibilities. This example illustrates how comprehensions and generators can involve one or more variable for the iteration. +Well, we can use a comprehension to enumerate the possibilities. This example illustrates how comprehensions and generators can involve one or more variable for the iteration. By judiciously choosing what is iterated over, the entire set can be described. First, we either have $0,1,2,3$, or $4$ quarters, or $0$, $25$ cents, $50$ cents, $75$ cents, or a dollar's worth. If we have, say, $1$ quarter, then we need to make up $75$ cents with the rest. If we had $3$ dimes, then we need to make up $45$ cents out of nickels and pennies, if we then had $6$ nickels, we know we must need $15$ pennies. @@ -333,22 +343,42 @@ The following expression shows how counting this can be done through enumeration ```{julia} -ways = [(q, d, n, p) for q = 0:25:100 for d = 0:10:(100 - q) for n = 0:5:(100 - q - d) for p = (100 - q - d - n)] +ways = [(q, d, n, p) + for q = 0:25:100 + for d = 0:10:(100 - q) + for n = 0:5:(100 - q - d) + for p = (100 - q - d - n)] length(ways) ``` -We see $242$ cases, each distinct. The first $3$ are: +There are $242$ distinct cases. The first three are: ```{julia} ways[1:3] ``` -The generating expression reads naturally. It introduces the use of multiple `for` statements, each subsequent one depending on the value of the previous (working left to right). Now suppose, we want to ensure that the amount in pennies is less than the amount in nickels, etc. We could use `filter` somehow to do this for our last answer, but using `if` allows for filtering while the events are generating. Here our condition is simply expressed: `q > d > n > p`: +The generating expression reads naturally. It introduces the use of multiple `for` statements, each subsequent one depending on the value of the previous (working left to right). + +The cashier might like to know the number of coins, not the dollar amount: + +```{julia} +[amt ./ [25, 10, 5, 1] for amt in ways[1:3]] +``` + +There are various ways to get integer values, and not floating point values. One way is to call `round`. Here though, we use the integer division operator, `div`, through its infix operator `÷`: + +```{julia} +[amt .÷ [25, 10, 5, 1] for amt in ways[1:3]] +``` + + +Now suppose, we want to ensure that the amount in pennies is less than the amount in nickels, etc. We could use `filter` somehow to do this for our last answer, but using `if` allows for filtering while the events are generating. Here our condition is simply expressed: `q > d > n > p`: ```{julia} -[(q, d, n, p) for q = 0:25:100 +[(q, d, n, p) + for q = 0:25:100 for d = 0:10:(100 - q) for n = 0:5:(100 - q - d) for p = (100 - q - d - n) @@ -523,6 +553,24 @@ radioq(choices, answ) ###### Question +An arithmetic sequence ($a_0$, $a_1 = a_0 + h$, $a_2=a_0 + 2h, \dots,$ $a_n=a_0 + n\cdot h$) is specified with a starting point ($a_0$), a step size ($h$), and a number of points $(n+1)$. This is not the case with the colon constructor which take a starting point, a step size, and a suggested last value. This is not the case a with the default for the `range` function, with signature `range(start, stop, length)`. However, the documentation for `range` shows that indeed the three values ($a_0$, $h$, and $n$) can be passed in. Which signature (from the docs) would allow this: + +```{julia} +#| echo: false +choices = [ + "`range(start, stop, length)`", + "`range(start, stop; length, step)`", + "`range(start; length, stop, step)`", + "`range(;start, length, stop, step)`"] +answer = 3 +explanation = """ +This is a somewhat vague question, but the use of `range(a0; length=n+1, step=h)` will produce the arithmetic sequence with this parameterization. +""" +buttonq(choices, answer; explanation) +``` + +###### Question + Create the sequence $10, 100, 1000, \dots, 1,000,000$ using a list comprehension. Which of these works? @@ -670,7 +718,7 @@ Let's see if `4137 8947 1175 5804` is a valid credit card number? First, we enter it as a value and immediately break the number into its digits: ```{julia} -x = 4137_8947_1175_5904 # _ in a number is ignored by parser +x = 4137_8947_1175_5804 # _ in a number is ignored by parser xs = digits(x) ``` @@ -688,7 +736,7 @@ for i in 1:2:length(xs) end ``` -Number greater than 9, have their digits added, then all the resulting numbers are added. This can be done with a generator: +Numbers greater than 9, have their digits added, then all the resulting numbers are added. This can be done with a generator: ```{julia} diff --git a/quarto/precalc/rational_functions.qmd b/quarto/precalc/rational_functions.qmd index 3244fb0..fe4a6fb 100644 --- a/quarto/precalc/rational_functions.qmd +++ b/quarto/precalc/rational_functions.qmd @@ -153,7 +153,7 @@ This decomposition breaks the rational expression into two pieces: $x-4$ and $40 plot(apart(h) - (x - 4), 10, 100) ``` -Similarly, a plot over $[-100, -10]$ would show decay towards $0$, though in that case from below. Combining these two facts then, it is now no surprise that the graph of the rational function $f(x)$ should approach a straight line, in this case $y=x-4$ as $x \rightarrow \pm \infty$. +Similarly, a plot over $[-100, -10]$ would show decay towards $0$, though in that case from below. Combining these two facts then, it is now no surprise that the graph of the rational function $f(x)$ should approach a straight line, in this case $y=x-4$, as $x \rightarrow \pm \infty$. We can easily do most of this analysis without needing a computer or algebra. First, we should know the four eventual shapes of a polynomial, that the graph of $y=mx$ is a line with slope $m$, the graph of $y = c$ is a constant line at height $c$, and the graph of $y=c/x^m$, $m > 0$ will decay towards $0$ as $x \rightarrow \pm\infty$. The latter should be clear, as $x^m$ gets big, so its reciprocal goes towards $0$. @@ -358,8 +358,8 @@ We can avoid the vertical asymptotes in our viewing window. For example we could ```{julia} -𝒇(x) = (x-1)^2 * (x-2) / ((x+3)*(x-3) ) -plot(𝒇, -2.9, 2.9) +f(x) = (x-1)^2 * (x-2) / ((x+3)*(x-3) ) +plot(f, -2.9, 2.9) ``` This backs off by $\delta = 0.1$. As we have that $3 - 2.9$ is $\delta$ and $1/\delta$ is 10, the $y$ axis won't get too large, and indeed it doesn't. @@ -373,7 +373,7 @@ We can also clip the `y` axis. The `plot` function can be passed an argument `yl ```{julia} #| hold: true -plot(𝒇, -5, 5, ylims=(-20, 20)) +plot(f, -5, 5, ylims=(-20, 20)) ``` This isn't ideal, as the large values are still computed, just the viewing window is clipped. This leaves the vertical asymptotes still effecting the graph. @@ -386,7 +386,7 @@ This was discussed in an earlier section where the `rangeclamp` function was int ```{julia} -plot(rangeclamp(𝒇, 30), -25, 25) # rangeclamp is in the CalculusWithJulia package +plot(rangeclamp(f, 30), -25, 25) # rangeclamp is in the CalculusWithJulia package ``` We can see the general shape of $3$ curves broken up by the vertical asymptotes. The two on the side heading off towards the line $x-4$ and the one in the middle. We still can't see the precise location of the zeros, but that wouldn't be the case with most graphs that show asymptotic behaviors. However, we can clearly tell where to "zoom in" were those of interest. @@ -464,28 +464,28 @@ In the following, we import some functions from the `Polynomials` package. We av import Polynomials: Polynomial, variable, lowest_terms, fromroots, coeffs ``` -The `Polynomials` package has support for rational functions. The `//` operator can be used to create rational expressions: +The `Polynomials` package has support for rational functions. The `//` operator can be used to create rational expressions from polynomial expressions: ```{julia} -𝒙 = variable() -𝒑 = (𝒙-1)*(𝒙-2)^2 -𝒒 = (𝒙-2)*(𝒙-3) -𝒑𝒒 = 𝒑 // 𝒒 +x = variable() +p = (x-1)*(x-2)^2 +q = (x-2)*(x-3) +pq = p // q ``` A rational expression is a formal object; a rational function the viewpoint that this object will be evaluated by substituting values for the indeterminate. Rational expressions made within `Polynomials` are evaluated just like functions: ```{julia} -𝒑𝒒(4) # p(4)/q(4) +pq(4) # p(4)/q(4) ``` The rational expressions are not in lowest terms unless requested through the `lowest_terms` method: ```{julia} -lowest_terms(𝒑𝒒) +lowest_terms(pq) ``` For polynomials as simple as these, this computation is not a problem, but there is the very real possibility that the lowest term computation may be incorrect. Unlike `SymPy` which factors symbolically, `lowest_terms` uses a numeric algorithm and does not, as would be done by hand or with `SymPy`, factor the polynomial and then cancel common factors. @@ -512,7 +512,7 @@ Similarly, we can divide a polynomial by the polynomial $1$, which in `Julia` is ```{julia} -pp = 𝒑 // one(𝒑) +pp = p // one(p) ``` And as with rational numbers, `p` is recovered by `numerator`: @@ -532,7 +532,7 @@ For the polynomial `pq` above, we have from observation that $1$ and $2$ will be ```{julia} -plot(𝒑𝒒) +plot(pq) ``` To better see the zeros, a plot over a narrower interval, say $[0,2.5]$, would be encouraged; to better see the slant asymptote, a plot over a wider interval, say $[-10,10]$, would be encouraged. @@ -608,8 +608,8 @@ We can verify this does what we want through example with the previously defined ```{julia} -𝐩 = Polynomial([1, 2, 3, 4, 5]) -𝐪 = mobius_transformation(𝐩, 4, 6) +p = Polynomial([1, 2, 3, 4, 5]) +q = mobius_transformation(p, 4, 6) ``` As contrasted with @@ -619,9 +619,9 @@ As contrasted with #| hold: true a, b = 4, 6 -pq = 𝐩 // one(𝐩) +pq = p // one(p) x = variable(pq) -d = Polynomials.degree(𝐩) +d = Polynomials.degree(p) numerator(lowest_terms( (x + 1)^d * pq((a*x + b)/(x + 1)))) ``` @@ -699,22 +699,22 @@ More challenging problems can be readily handled by this package. The following ```{julia} -𝒔 = Polynomial([0,1]) # also just variable(Polynomial{Int}) -𝒖 = -1 + 254*𝒔 - 16129*𝒔^2 + 𝒔^15 +s = Polynomial([0,1]) # also just variable(Polynomial{Int}) +u = -1 + 254*s - 16129*s^2 + s^15 ``` has three real roots, two of which are clustered very close to each other: ```{julia} -𝒔𝒕 = ANewDsc(coeffs(𝒖)) +st = ANewDsc(coeffs(u)) ``` and ```{julia} -refine_roots(𝒔𝒕) +refine_roots(st) ``` The SymPy package (`sympy.real_roots`) can accurately identify the three roots but it can take a **very** long time. The `Polynomials.roots` function from the `Polynomials` package identifies the cluster as complex valued. Though the implementation in `RealPolynomialRoots` doesn't handle such large polynomials, the authors of the algorithm have implementations that can quickly solve polynomials with degrees as high as $10,000$. diff --git a/quarto/precalc/transformations.qmd b/quarto/precalc/transformations.qmd index 20b0e67..333ff0a 100644 --- a/quarto/precalc/transformations.qmd +++ b/quarto/precalc/transformations.qmd @@ -54,7 +54,7 @@ ss = sin + sqrt ss(4) ``` -Doing this works, as Julia treats functions as first class objects, lending itself to [higher](https://en.wikipedia.org/wiki/Higher-order_programming) order programming. However, this definition in general is kind of limiting, as functions in mathematics and Julia can be much more varied than just the univariate functions we have defined addition for. We won't pursue this further. +Doing this works, as Julia treats functions as first class objects, lending itself to [higher](https://en.wikipedia.org/wiki/Higher-order_programming) order programming. However, this definition in general is kind of limiting, as functions in mathematics and Julia can be much more varied than just the univariate functions we have defined addition for. Further, users shouldn't be modifying base methods on types they don't control, as that can lead to really unexpected and undesirable behaviours. This is called *type piracy*. We won't pursue this possibility further. Rather we will define new function by what they do to their values, such as `h(x) = f(x) + g(x)`. ### Composition of functions @@ -95,7 +95,7 @@ plot!(gf, label="g∘f") :::{.callout-note} ## Note -Unlike how the basic arithmetic operations are treated, `Julia` defines the infix Unicode operator `\circ[tab]` to represent composition of functions, mirroring mathematical notation. This infix operations takes in two functions and returns an anonymous function. It can be useful and will mirror standard mathematical usage up to issues with precedence rules. +Unlike how the basic arithmetic operations are treated, `Julia` defines the infix Unicode operator `\circ[tab]` to represent composition of functions, mirroring mathematical notation. This infix operations takes in two functions and returns a composed function. It can be useful and will mirror standard mathematical usage up to issues with precedence rules. ::: @@ -109,15 +109,16 @@ $$ (f \circ g)(x) = (e^x - x)^2 + 2(e^x - x) - 1. $$ -It can be helpful to think of the argument to $f$ as a "box" that gets filled in by $g$: - +It can be helpful to think of the argument to $f$ as a "box" that gets filled in by $g(x)$: +$$ \begin{align*} g(x) &=e^x - x\\ f(\square) &= (\square)^2 + 2(\square) - 1\\ f(g(x)) &= (g(x))^2 + 2(g(x)) - 1 = (e^x - x)^2 + 2(e^x - x) - 1. \end{align*} +$$ Here we look at a few compositions: @@ -171,46 +172,46 @@ To illustrate, let's define a hat-shaped function as follows: ```{julia} -𝒇(x) = max(0, 1 - abs(x)) +f(x) = max(0, 1 - abs(x)) ``` A plot over the interval $[-2,2]$ is shown here: ```{julia} -plot(𝒇, -2,2) +plot(f, -2,2) ``` The same graph of $f$ and its image shifted up by $2$ units would be given by: ```{julia} -plot(𝒇, -2, 2, label="f") -plot!(up(𝒇, 2), label="up") +plot(f, -2, 2, label="f") +plot!(up(f, 2), label="up") ``` A graph of $f$ and its shift over by $2$ units would be given by: ```{julia} -plot(𝒇, -2, 4, label="f") -plot!(over(𝒇, 2), label="over") +plot(f, -2, 4, label="f") +plot!(over(f, 2), label="over") ``` A graph of $f$ and it being stretched by $2$ units would be given by: ```{julia} -plot(𝒇, -2, 2, label="f") -plot!(stretch(𝒇, 2), label="stretch") +plot(f, -2, 2, label="f") +plot!(stretch(f, 2), label="stretch") ``` Finally, a graph of $f$ and it being scaled by $2$ would be given by: ```{julia} -plot(𝒇, -2, 2, label="f") -plot!(scale(𝒇, 2), label="scale") +plot(f, -2, 2, label="f") +plot!(scale(f, 2), label="scale") ``` Scaling by $2$ shrinks the non-zero domain, scaling by $1/2$ would stretch it. If this is not intuitive, the definition `x-> f(x/c)` could have been used, which would have opposite behaviour for scaling. @@ -226,16 +227,16 @@ A shift right by $2$ and up by $1$ is achieved through ```{julia} -plot(𝒇, -2, 4, label="f") -plot!(up(over(𝒇,2), 1), label="over and up") +plot(f, -2, 4, label="f") +plot!(up(over(f,2), 1), label="over and up") ``` -Shifting and scaling can be confusing. Here we graph `scale(over(𝒇,2),1/3)`: +Shifting and scaling can be confusing. Here we graph `scale(over(f,2),1/3)`: ```{julia} -plot(𝒇, -1,9, label="f") -plot!(scale(over(𝒇,2), 1/3), label="over and scale") +plot(f, -1,9, label="f") +plot!(scale(over(f,2), 1/3), label="over and scale") ``` This graph is over by $6$ with a width of $3$ on each side of the center. Mathematically, we have $h(x) = f((1/3)\cdot x - 2)$ @@ -245,8 +246,8 @@ Compare this to the same operations in opposite order: ```{julia} -plot(𝒇, -1, 5, label="f") -plot!(over(scale(𝒇, 1/3), 2), label="scale and over") +plot(f, -1, 5, label="f") +plot!(over(scale(f, 1/3), 2), label="scale and over") ``` This graph first scales the symmetric graph, stretching from $-3$ to $3$, then shifts over right by $2$. The resulting function is $f((1/3)\cdot (x-2))$. @@ -265,9 +266,9 @@ We can view this as a composition of "scale" by $1/a$, then "over" by $b$, and ```{julia} #| hold: true a = 2; b = 5 -𝒉(x) = stretch(over(scale(𝒇, 1/a), b), 1/a)(x) -plot(𝒇, -1, 8, label="f") -plot!(𝒉, label="h") +h(x) = stretch(over(scale(f, 1/a), b), 1/a)(x) +plot(f, -1, 8, label="f") +plot!(h, label="h") ``` (This transformation keeps the same amount of area in the triangles, can you tell from the graph?) @@ -324,12 +325,6 @@ delta = (newyork(185) - datetime) * 60 This is off by a fair amount - almost $12$ minutes. Clearly a trigonometric model, based on the assumption of circular motion of the earth around the sun, is not accurate enough for precise work, but it does help one understand how summer days are longer than winter days and how the length of a day changes fastest at the spring and fall equinoxes. -##### Example: a growth model in fisheries - - -The von Bertalanffy growth [equation](https://en.wikipedia.org/wiki/Von_Bertalanffy_function) is $L(t) =L_\infty \cdot (1 - e^{k\cdot(t-t_0)})$. This family of functions can be viewed as a transformation of the exponential function $f(t)=e^t$. Part is a scaling and shifting (the $e^{k \cdot (t - t_0)}$) along with some shifting and stretching. The various parameters have physical importance which can be measured: $L_\infty$ is a carrying capacity for the species or organism, and $k$ is a rate of growth. These parameters may be estimated from data by finding the "closest" curve to a given data set. - - ##### Example: the pipeline operator @@ -348,6 +343,44 @@ pi/2 |> g |> f The output of the preceding expression is passed as the input to the next. This notation is especially convenient when the enclosing function is not the main focus. (Some programming languages have more developed [fluent interfaces](https://en.wikipedia.org/wiki/Fluent_interface) for chaining function calls. Julia has more powerful chaining macros provided in packages, such as `DataPipes.jl` or `Chain.jl`.) +##### Example: a growth model in fisheries + + +The von Bertalanffy growth [equation](https://en.wikipedia.org/wiki/Von_Bertalanffy_function) is $L(t) =L_\infty \cdot (1 - e^{k\cdot(t-t_0)})$. This family of functions can be viewed as a transformation of the exponential function $f(t)=e^t$. Part is a scaling and shifting (the $e^{k \cdot (t - t_0)}$) along with some shifting and stretching. The various parameters have physical importance which can be measured: $L_\infty$ is a carrying capacity for the species or organism, and $k$ is a rate of growth. These parameters may be estimated from data by finding the "closest" curve to a given data set. + +##### Example: Representing data visually. + +Suppose we have a data set like the following:^[Which comes from the "Palmer Penguins" data set] + +|flipper length | bill length | body mass | gender | species | +|---------------|-------------|-----------|--------|:--------| +| 38.8 | 18.3 | 3701 | male | Adelie | +| 48.8 | 18.4 | 3733 | male | Chinstrap | +| 47.5 | 15.0 | 5076 | male | Gentoo | + +We might want to plot on an $x-y$ axis flipper length versus bill length but also indicate body size with a large size marker for bigger sizes. + +We could do so by transforming a marker: scaling by size, then shifting it to an `x-y` position; then plotting. Something like this: + +```{julia} +flipper = [38.8, 48.8, 47.5] +bill = [18.3, 18.4, 15.0] +bodymass = [3701, 4733, 5076] + +shape = Shape(:star5) +p = plot(; legend=false) +for (x,y,sz) in zip(flipper, bill, bodymass) + sz = (sz - 2000) ÷ 1000 + + new_shape = Plots.translate(Plots.scale(shape, sz, sz), x, y); + + plot!(p, new_shape; fill=(:red, 0.25), stroke=(:black, 2)) +end +p +``` + +While some of the commands in this example are unfamiliar and won't be explained further, the use of `translate` and `scale` for shapes is very similar to how transformations for functions are being described (Though this `translate` function combines `up` and `over`; and this `scale` function allows different values depending on direction.) In the above, the function names are qualified, as they are not exported by the `Plots.jl` package. More variables from the data set could be encoded through colors, different shapes etc. allowing very data-rich graphics. + ### Operators @@ -392,14 +425,14 @@ To see that it works, we take a typical function ```{julia} -𝐟(k) = 1 + k^2 +f(k) = 1 + k^2 ``` and check: ```{julia} -D(𝐟)(3), 𝐟(3) - 𝐟(3-1) +D(f)(3), f(3) - f(3-1) ``` That the two are the same value is no coincidence. (Again, pause for a second to make sure you understand why `D(f)(3)` makes sense. If this is unclear, you could name the function `D(f)` and then call this with a value of `3`.) @@ -416,7 +449,7 @@ To check if this works as expected, compare these two values: ```{julia} -S(𝐟)(4), 𝐟(1) + 𝐟(2) + 𝐟(3) + 𝐟(4) +S(f)(4), f(1) + f(2) + f(3) + f(4) ``` So one function adds, the other subtracts. Addition and subtraction are somehow inverse to each other so should "cancel" out. This holds for these two operations as well, in the following sense: subtracting after adding leaves the function alone: @@ -424,7 +457,7 @@ So one function adds, the other subtracts. Addition and subtraction are somehow ```{julia} k = 10 # some arbitrary value k >= 1 -D(S(𝐟))(k), 𝐟(k) +D(S(f))(k), f(k) ``` Any positive integer value of `k` will give the same answer (up to overflow). This says the difference of the accumulation process is just the last value to accumulate. @@ -434,7 +467,7 @@ Adding after subtracting also leaves the function alone, save for a vestige of $ ```{julia} -S(D(𝐟))(15), 𝐟(15) - 𝐟(0) +S(D(f))(15), f(15) - f(0) ``` That is the accumulation of differences is just the difference of the end values. @@ -597,9 +630,11 @@ Consider this expression $$ -\left(f(1) - f(0)\right) + \left(f(2) - f(1)\right) + \cdots + \left(f(n) - f(n-1)\right) = --f(0) + f(1) - f(1) + f(2) - f(2) + \cdots + f(n-1) - f(n-1) + f(n) = -f(n) - f(0). +\begin{align*} +\left(f(1) - f(0)\right) &+ \left(f(2) - f(1)\right) + \cdots + \left(f(n) - f(n-1)\right) \\ +&= -f(0) + f(1) - f(1) + f(2) - f(2) + \cdots + f(n-1) - f(n-1) + f(n) \\ +&=f(n) - f(0). +\end{align*} $$ Referring to the definitions of `D` and `S` in the example on operators, which relationship does this support: diff --git a/quarto/precalc/trig_functions.qmd b/quarto/precalc/trig_functions.qmd index 3f5719a..6d49671 100644 --- a/quarto/precalc/trig_functions.qmd +++ b/quarto/precalc/trig_functions.qmd @@ -44,14 +44,16 @@ annotate!([(.75, .25, "θ"), (4.0, 1.25, "opposite"), (2, -.25, "adjacent"), (1. With these, the basic definitions for the primary trigonometric functions are - - +::: {.callout-note icon=false} +## Trigonometric definitions +$$ \begin{align*} \sin(\theta) &= \frac{\text{opposite}}{\text{hypotenuse}} &\quad(\text{the sine function})\\ \cos(\theta) &= \frac{\text{adjacent}}{\text{hypotenuse}} &\quad(\text{the cosine function})\\ -\tan(\theta) &= \frac{\text{opposite}}{\text{adjacent}}. &\quad(\text{the tangent function}) +\tan(\theta) &= \frac{\text{opposite}}{\text{adjacent}} &\quad(\text{the tangent function}) \end{align*} - +$$ +::: :::{.callout-note} ## Note @@ -122,11 +124,12 @@ Julia has the $6$ basic trigonometric functions defined through the functions `s Two right triangles - the one with equal, $\pi/4$, angles; and the one with angles $\pi/6$ and $\pi/3$ can have the ratio of their sides computed from basic geometry. In particular, this leads to the following values, which are usually committed to memory: - +$$ \begin{align*} \sin(0) &= 0, \quad \sin(\pi/6) = \frac{1}{2}, \quad \sin(\pi/4) = \frac{\sqrt{2}}{2}, \quad\sin(\pi/3) = \frac{\sqrt{3}}{2},\text{ and } \sin(\pi/2) = 1\\ \cos(0) &= 1, \quad \cos(\pi/6) = \frac{\sqrt{3}}{2}, \quad \cos(\pi/4) = \frac{\sqrt{2}}{2}, \quad\cos(\pi/3) = \frac{1}{2},\text{ and } \cos(\pi/2) = 0. \end{align*} +$$ Using the circle definition allows these basic values to inform us of values throughout the unit circle. @@ -144,10 +147,10 @@ The fact that $x^2 + y^2 = 1$ for the unit circle leads to the "Pythagorean iden $$ -\sin(\theta)^2 + \cos(\theta)^2 = 1. +\sin^2(\theta) + \cos^2(\theta) = 1. $$ -This basic fact can be manipulated many ways. For example, dividing through by $\cos(\theta)^2$ gives the related identity: $\tan(\theta)^2 + 1 = \sec(\theta)^2$. +This basic fact can be manipulated many ways. For example, dividing through by $\cos^2(\theta)$ gives the related identity: $\tan^2(\theta) + 1 = \sec^2(\theta)$. `Julia`'s functions can compute values for any angles, including these fundamental ones: @@ -157,8 +160,15 @@ This basic fact can be manipulated many ways. For example, dividing through by $ [cos(theta) for theta in [0, pi/6, pi/4, pi/3, pi/2]] ``` -These are floating point approximations, as can be seen clearly in the last value. Symbolic math can be used if exactness matters: +To compute $\sin^2(\theta)$, the power is applied to the value of $\sin(\theta)$ and not the `sin` function. (Think of $\sin^2(\theta)$ as $(sin(\theta))^2$: +```{julia} +theta = pi/8 +sin(theta)^2 +``` + + +These values are floating point approximations, as can be seen clearly in the computation of `sin(pi/2)`, which is mathematically $0$. Symbolic math can be usedby using `PI` for `pi` if exactness matters: ```{julia} cos.([0, PI/6, PI/4, PI/3, PI/2]) @@ -167,7 +177,7 @@ cos.([0, PI/6, PI/4, PI/3, PI/2]) The `sincos` function computes both `sin` and `cos` simultaneously, which can be more performant when both values are needed. -```{juila} +```{julia} sincos(pi/3) ``` @@ -266,11 +276,11 @@ $$ g(x) = a + b \sin((2\pi n)x) $$ -That is $g$ is shifted up by $a$ units, scaled vertically by $b$ units and has a period of $1/n$. We see a simple plot here where we can verify the transformation: +That is a graph of $g$ will be the sine curve shifted up by $a$ units, scaled vertically by $b$ units and has a period of $1/n$. We see a simple plot here where we can verify the transformation: ```{julia} -g(x; b=1,n=1) = b*sin(2pi*n*x) +g(x; b=1, n=1) = b*sin(2pi*n*x) g1(x) = 1 + g(x, b=2, n=3) plot(g1, 0, 1) ``` @@ -388,51 +398,181 @@ In `Julia`, the functions `sind`, `cosd`, `tand`, `cscd`, `secd`, and `cotd` are Consider the point on the unit circle $(x,y) = (\cos(\theta), \sin(\theta))$. In terms of $(x,y)$ (or $\theta$) is there a way to represent the angle found by rotating an additional $\theta$, that is what is $(\cos(2\theta), \sin(2\theta))$? -More generally, suppose we have two angles $\alpha$ and $\beta$, can we represent the values of $(\cos(\alpha + \beta), \sin(\alpha + \beta))$ using the values just involving $\beta$ and $\alpha$ separately? +More generally, suppose we have two angles $\alpha$ and $\beta$, can we represent the values of $(\cos(\alpha + \beta), \sin(\alpha + \beta))$ using the values just involving $\beta$ and $\alpha$ separately? The sum formulas express the sine and cosine of $\alpha + \beta$ in terms of the sines and cosines of $\alpha$ and $\beta$. We show variations on the basic decomposition of a right triangle using sine and cosine to illustrate the resulting formula. According to [Wikipedia](https://en.wikipedia.org/wiki/Trigonometric_functions#Identities) this geometric derivation has ideas that date to Ptolemy. -According to [Wikipedia](https://en.wikipedia.org/wiki/Trigonometric_functions#Identities) the following figure (from [mathalino.com](http://www.mathalino.com/reviewer/derivation-of-formulas/derivation-of-sum-and-difference-of-two-angles)) has ideas that date to Ptolemy: +Suppose both $\alpha$ and $\beta$ are positive with $\alpha + \beta \leq \pi/2$. Then using right triangle geometry we can associate the sine and cosine of $\alpha + \beta$ with distances in this figure: ```{julia} #| echo: false -# ImageFile(:precalc, "figures/summary-sum-and-difference-of-two-angles.jpg", "Relations between angles") -nothing + +using Plots, LaTeXStrings + +# two angles +α = pi/5 +β = pi/6 + +## points +A = (0,0) +B = (cos(α + β), 0) +C = (cos(α)*cos(β), 0) +D = (cos(α + β), sin(α)cos(β)) +E = (cos(α)*cos(β), sin(α)cos(β)) +F = (cos(α + β), sin(α + β)) + +color1 = :royalblue +color2 = :forestgreen +color3 = :brown3 +color4 = :mediumorchid2 +canvas() = plot(axis=([],false), legend=false, aspect_ratio=:equal) +p1 = canvas() +plot!(Shape([A,B,F]), fill=(color4, 0.15)) + +r = 0.10 +dae = sqrt(sum((A.-E).^2)) +daf = sqrt(sum((A.-F).^2)) +dbc = sqrt(sum((B.-C).^2)) +dce = sqrt(sum((C.-E).^2)) +def = sqrt(sum((E.-F).^2)) +dde = sqrt(sum((D.-E).^2)) +ddf = sqrt(sum((D.-F).^2)) +Δ = 0.0 + +alphabeta = (r*cos(α/2 + β/2), r*sin(α/2 + β/2), + text("α + β",:hcenter; rotation=pi/2)) +cosαβ = (B[1]/2, 0, text("cos(α + β)", :top)) +sinαβ = (B[1], F[2]/2, text("sin(α + β)")) + +txtpoints = ( + one = (F[1]/2, F[2]/2, "1",:right), + beta=(r*cos(α + β/2), r*sin(α + β/2), + text("β", :hcenter)), + alpha = (r*cos(α/2), r*sin(α/2), + text("α",:hcenter)), + alphaa = (F[1] + r*sin(α/2), F[2] - r*cos(α/2) , + text("α"),:hcenter), + cosβ = (dae/2*cos(α),dae/2*sin(α) + Δ, + text("cos(β)",:hcenter)), + sinβ = (B[1] + dbc/2 + Δ/2, D[2] + ddf/2 + Δ/2, + text("sin(β)",:bottom)), + cosαcosβ = (C[1]/2, 0 - Δ, text("cos(α)cos(β)", :top)), + sinαcosβ = (cos(α)*cos(β) - 0.1, dce/2 , + text("sin(α)cos(β)", :hcenter)), + cosαsinβ = (D[1] - Δ, D[2] + ddf/2 , + text("cos(α)sin(β)", :top)), + sinαsinβ = (D[1] + dde/2, D[2] + Δ , + text("sin(α)sin(β)", :top)), +) + +# Plot 1 +p1 = canvas() +plot!(Shape([A,B,F]), fill=(color4, 0.15)) +annotate!([txtpoints[:one], alphabeta, cosαβ, sinαβ]) +plot!([A,B,F,A]; line=(5,:red, 0.25)) + + +# Plot 2 +p2 = canvas() +plot!(Shape([A,E,F]), fill=(color1, 0.15)) +plot!([A,B,F,A]; line=(5,:red, 0.25)) +annotate!(map(s ->getindex(txtpoints,s), [:one, :cosβ, :sinβ, :beta])) + + +# Plot 3 +p3 = canvas() +plot!(Shape([A,E,F]), fill=(color1, 0.15)) +plot!(Shape([A,C,E]), fill=(color2, 0.15)) +annotate!(map(s ->getindex(txtpoints,s), [:alpha, :cosβ, :cosαcosβ, :sinαcosβ])) +plot!([A,B,F,A]; line=(5,:red, 0.25)) +annotate!([txtpoints[:beta]]) + +# Plot 4 +p4 = canvas() +plot!(Shape([A,E,D, F]), fill=(color1, 0.15)) +plot!(Shape([A,C,E]), fill=(color2, 0.15)) +plot!(Shape([D,E,F]), fill=(color3, 0.15)) +annotate!(map(s ->getindex(txtpoints,s), [:alphaa, :sinβ, :sinαsinβ, :cosαsinβ])) +plot!([A,B,F,A]; line=(5,:red, 0.25)) + +# Plot 5 +p5 = canvas() +plot!(Shape([A,E,D, F]), fill=(color1, 0.15)) +plot!(Shape([A,C,E]), fill=(color2, 0.15)) +plot!(Shape([D,E,F]), fill=(color3, 0.15)) +plot!(Shape([F,B]), fill=(:black, 0.35)) +annotate!(map(s ->getindex(txtpoints,s), collect(keys(txtpoints)))) + + +p1 ``` -![Relations between angles](figures/summary-sum-and-difference-of-two-angles.jpg) +Another right triangle with hypotenuse of length $1$ can be made by isolating the angle $\beta$, as below: -To read this, there are three triangles: the bigger (green with pink part) has hypotenuse $1$ (and adjacent and opposite sides that form the hypotenuses of the other two); the next biggest (yellow) hypotenuse $\cos(\beta)$, adjacent side (of angle $\alpha$) $\cos(\beta)\cdot \cos(\alpha)$, and opposite side $\cos(\beta)\cdot\sin(\alpha)$; and the smallest (pink) hypotenuse $\sin(\beta)$, adjacent side (of angle $\alpha$) $\sin(\beta)\cdot \cos(\alpha)$, and opposite side $\sin(\beta)\sin(\alpha)$. +```{julia} +#| echo: false +p2 +``` -This figure shows the following sum formula for sine and cosine: +We can make two more right triangles one with hypotenuse $\cos(\beta)$ and one with hypotenuse $\sin(\beta)$; each having an angle $\alpha$, the latter using some geometry, for which we can apply right-triangle trigonometry to find the length of their sides. +```{julia} +#| echo: false +plot(p3, p4) +``` +From the left figure and the initial triangle, by comparing the lengths along the $x$ direction, we can see the decomposition: +$$ +\cos(\alpha)\cos(\beta) = \cos(\alpha + \beta) + \sin(\alpha)\sin(\beta) +$$ + +Similarly, this relationship comes from considering the vertical lengths: + +$$ +\sin(\alpha+\beta) = \sin(\alpha)\cos(\beta) + \cos(\alpha)\sin(\beta) +$$ + +These lead to: + +::: {.callout-note icon=false} +## The *sum* formulas for sine and cosine + +$$ \begin{align*} -\sin(\alpha + \beta) &= \sin(\alpha)\cos(\beta) + \cos(\alpha)\sin(\beta), & (\overline{CE} + \overline{DF})\\ -\cos(\alpha + \beta) &= \cos(\alpha)\cos(\beta) - \sin(\alpha)\sin(\beta). & (\overline{AC} - \overline{DE}) +\sin(\alpha+\beta) &= \sin(\alpha)\cos(\beta) + \cos(\alpha)\sin(\beta) \\ +\cos(\alpha + \beta) &= \cos(\alpha)\cos(\beta) - \sin(\alpha)\sin(\beta) \end{align*} +$$ +::: +Taking $\alpha = \beta$ we immediately get -Using the fact that $\sin$ is an odd function and $\cos$ an even function, related formulas for the difference $\alpha - \beta$ can be derived. - - -Taking $\alpha = \beta$ we immediately get the "double-angle" formulas: - - - +::: {.callout-note icon=false} +## The "double-angle" formulas +$$ \begin{align*} \sin(2\alpha) &= 2\sin(\alpha)\cos(\alpha)\\ -\cos(2\alpha) &= \cos(\alpha)^2 - \sin(\alpha)^2. +\cos(2\alpha) &= \cos^2(\alpha) - \sin^2(\alpha). \end{align*} +$$ +::: + +The latter looks like the Pythagorean identify, but has a minus sign. In fact, the Pythagorean identify is often used to rewrite this, for example $\cos(2\alpha) = 2\cos^2(\alpha) - 1$ or $1 - 2\sin^2(\alpha)$. -The latter looks like the Pythagorean identify, but has a minus sign. In fact, the Pythagorean identify is often used to rewrite this, for example $\cos(2\alpha) = 2\cos(\alpha)^2 - 1$ or $1 - 2\sin(\alpha)^2$. - - -Applying the above with $\alpha = \beta/2$, we get that $\cos(\beta) = 2\cos(\beta/2)^2 -1$, which rearranged yields the "half-angle" formula: $\cos(\beta/2)^2 = (1 + \cos(\beta))/2$. +Applying the above with $\alpha = \beta/2$, we get that $\cos(\beta) = 2\cos^2(\beta/2) -1$. Similarly, using the Pythagorean identity a formula for sine can be done; when rearranged these yield the "half-angle" formulas: +::: {.callout-note icon=false} +## The "half-angle" formula +$$ +\begin{align*} +\sin^2(\frac{\beta}{2}) &= \frac{1 - \cos(\beta)}{2}\\ +\cos^2(\frac{\beta}{2}) &= \frac{1 + \cos(\beta)}{2} +\end{align*} +$$ +::: ##### Example @@ -440,18 +580,19 @@ Applying the above with $\alpha = \beta/2$, we get that $\cos(\beta) = 2\cos(\be Consider the expressions $\cos((n+1)\theta)$ and $\cos((n-1)\theta)$. These can be re-expressed as: - +$$ \begin{align*} \cos((n+1)\theta) &= \cos(n\theta + \theta) = \cos(n\theta) \cos(\theta) - \sin(n\theta)\sin(\theta), \text{ and}\\ \cos((n-1)\theta) &= \cos(n\theta - \theta) = \cos(n\theta) \cos(-\theta) - \sin(n\theta)\sin(-\theta). \end{align*} +$$ But $\cos(-\theta) = \cos(\theta)$, whereas $\sin(-\theta) = -\sin(\theta)$. Using this, we add the two formulas above to get: $$ -\cos((n+1)\theta) = 2\cos(n\theta) \cos(\theta) - \cos((n-1)\theta). +\cos((n+1)\theta) = 2 \cos(\theta) \cos(n\theta) - \cos((n-1)\theta). $$ That is the angle for a multiple of $n+1$ can be expressed in terms of the angle with a multiple of $n$ and $n-1$. This can be used recursively to find expressions for $\cos(n\theta)$ in terms of polynomials in $\cos(\theta)$. @@ -554,11 +695,11 @@ The approximation error is about $2.7$ percent. ##### Example -The AMS has an interesting column on [rainbows](http://www.ams.org/publicoutreach/feature-column/fcarc-rainbows) the start of which uses some formulas from the previous example. Click through to see a ray of light passing through a spherical drop of water, as analyzed by Descartes. The deflection of the ray occurs when the incident light hits the drop of water, then there is an *internal* deflection of the light, and finally when the light leaves, there is another deflection. The total deflection (in radians) is $D = (i-r) + (\pi - 2r) + (i-r) = \pi + 2i - 4r$. However, the incident angle $i$ and the refracted angle $r$ are related by Snell's law: $\sin(i) = n \sin(r)$. The value $n$ is the index of refraction and is $4/3$ for water. (It was $3/2$ for glass in the previous example.) This gives +The AMS has an interesting column on [rainbows](http://www.ams.org/publicoutreach/feature-column/fcarc-rainbows) the start of which uses some formulas from the previous example. Click through to see a ray of light passing through a spherical drop of water, as analyzed by Descartes. The deflection of the ray occurs when the incident light hits the drop of water, then there is an *internal* deflection of the light, and finally when the light leaves, there is another deflection. The total deflection (in radians) is $d = (i-r) + (\pi - 2r) + (i-r) = \pi + 2i - 4r$. However, the incident angle $i$ and the refracted angle $r$ are related by Snell's law: $\sin(i) = n \sin(r)$. The value $n$ is the index of refraction and is $4/3$ for water. (It was $3/2$ for glass in the previous example.) This gives $$ -D = \pi + 2i - 4 \arcsin(\frac{1}{n} \sin(i)). +d = \pi + 2i - 4 \arcsin(\frac{1}{n} \sin(i)). $$ Graphing this for incident angles between $0$ and $\pi/2$ we have: @@ -567,8 +708,8 @@ Graphing this for incident angles between $0$ and $\pi/2$ we have: ```{julia} #| hold: true n = 4/3 -D(i) = pi + 2i - 4 * asin(sin(i)/n) -plot(D, 0, pi/2) +d(i) = pi + 2i - 4 * asin(sin(i)/n) +plot(d, 0, pi/2) ``` Descartes was interested in the minimum value of this graph, as it relates to where the light concentrates. This is roughly at $1$ radian or about $57$ degrees: @@ -588,17 +729,17 @@ Consider again this equation derived with the sum-and-difference formula: $$ -\cos((n+1)\theta) = 2\cos(n\theta) \cos(\theta) - \cos((n-1)\theta). +\cos((n+1)\theta) = 2 \cos(\theta) \cos(n\theta) - \cos((n-1)\theta). $$ -Let $T_n(x) = \cos(n \arccos(x))$. Calling $\theta = \arccos(x)$ for $-1 \leq x \leq 1$ we get a relation between these functions: +Let $T_n(x) = \cos(n \arccos(x))$. Note $T_1(x) = \cos(x)$. By identifying $\theta$ with $\arccos(x)$ for $-1 \leq x \leq 1$, we get a relation between these functions: $$ T_{n+1}(x) = 2x T_n(x) - T_{n-1}(x). $$ -We can simplify a few: For example, when $n=0$ we see immediately that $T_0(x) = 1$, the constant function. Whereas with $n=1$ we get $T_1(x) = \cos(\arccos(x)) = x$. Things get more interesting as we get bigger $n$, for example using the equation above we get $T_2(x) = 2xT_1(x) - T_0(x) = 2x\cdot x - 1 = 2x^2 - 1$. Continuing, we'd get $T_3(x) = 2 x T_2(x) - T_1(x) = 2x(2x^2 - 1) - x = 4x^3 -3x$. +We can simplify a few of the above : For example, when $n=0$ we see immediately that $T_0(x) = 1$, the constant function. We used above that for $n=1$ we get $T_1(x) = \cos(\arccos(x)) = x$. Things get more interesting as we get bigger $n$, for example using the equation above we get $T_2(x) = 2xT_1(x) - T_0(x) = 2x\cdot x - 1 = 2x^2 - 1$. Continuing, we'd get $T_3(x) = 2 x T_2(x) - T_1(x) = 2x(2x^2 - 1) - x = 4x^3 -3x$. A few things become clear from the above two representations: @@ -621,7 +762,7 @@ plot!(abs ∘ q, -1,1, label="|q|") ## Hyperbolic trigonometric functions -Related to the trigonometric functions are the hyperbolic trigonometric functions. Instead of associating a point $(x,y)$ on the unit circle with an angle $\theta$, we associate a point $(x,y)$ on the unit *hyperbola* ($x^2 - y^2 = 1$). We define the hyperbolic sine ($\sinh$) and hyperbolic cosine ($\cosh$) through $(\cosh(\theta), \sinh(\theta)) = (x,y)$. +Related to the trigonometric functions are the hyperbolic trigonometric functions. Instead of associating a point $(x,y)$ on the unit circle with an angle $\theta,$ we associate a point $(x,y)$ on the unit *hyperbola* ($x^2 - y^2 = 1$). We define the hyperbolic sine ($\sinh$) and hyperbolic cosine ($\cosh$) through $(\cosh(\theta), \sinh(\theta)) = (x,y)$. ```{julia} @@ -671,11 +812,12 @@ end These values are more commonly expressed using the exponential function as: - +$$ \begin{align*} \sinh(x) &= \frac{e^x - e^{-x}}{2}\\ \cosh(x) &= \frac{e^x + e^{-x}}{2}. \end{align*} +$$ The hyperbolic tangent is then the ratio of $\sinh$ and $\cosh$. As well, three inverse hyperbolic functions can be defined. @@ -791,7 +933,7 @@ numericq(val) ###### Question -For any positive integer $n$ the equation $\cos(x) - nx = 0$ has a solution in $[0, \pi/2]$. Graphically estimate the value when $n=10$. +For any positive integer $n$ the equation $\cos(x) - nx = 0$ has a solution in $[0, \pi/2].$ Graphically estimate the value when $n=10.$ ```{julia} diff --git a/quarto/precalc/variables.qmd b/quarto/precalc/variables.qmd index a939c5e..2726bd7 100644 --- a/quarto/precalc/variables.qmd +++ b/quarto/precalc/variables.qmd @@ -28,7 +28,7 @@ nothing The Google calculator has a button `Ans` to refer to the answer to the previous evaluation. This is a form of memory. The last answer is stored in a specific place in memory for retrieval when `Ans` is used. In some calculators, more advanced memory features are possible. For some, it is possible to push values onto a stack of values for them to be referred to at a later time. This proves useful for complicated expressions, say, as the expression can be broken into smaller intermediate steps to be computed. These values can then be appropriately combined. This strategy is a good one, though the memory buttons can make its implementation a bit cumbersome. -With `Julia`, as with other programming languages, it is very easy to refer to past evaluations. This is done by *assignment* whereby a computed value stored in memory is associated with a name. The name can be used to look up the value later. Assignment does not change the value of the object being assigned, it only introduces a reference to it. +With `Julia`, as with other programming languages, it is very easy to refer to past evaluations. This is done by *assignment* whereby a computed value stored in memory is associated with a name (sometimes thought of as symbol or label). The name can be used to look up the value later. Assignment does not change the value of the object being assigned, it only introduces a reference to it. Assignment in `Julia` is handled by the equals sign and takes the general form `variable_name = value`. For example, here we assign values to the variables `x` and `y` @@ -49,7 +49,7 @@ x Just typing a variable name (without a trailing semicolon) causes the assigned value to be displayed. -Variable names can be reused, as here, where we redefine `x`: +Variable names can be reused (or reassigned), as here, where we redefine `x`: ```{julia} @@ -115,7 +115,7 @@ By defining a new variable `a` to represent a value that is repeated a few times A [grass swale](https://stormwater.pca.state.mn.us/index.php?title=Design_criteria_for_dry_swale_(grass_swale)) is a design to manage surface water flow resulting from a storm. Swales detain, filter, and infiltrate runoff limiting erosion in the process. -![Swale cross section](precalc/figures/swale.png) +![Swale cross section](figures/swale.png) There are a few mathematical formula that describe the characteristics of swale: @@ -155,7 +155,7 @@ n, S = 0.025, 2/90 A = (b + d/tan(theta)) * d P = b + 2d/sin(theta) R = A / P -Q = R^(2/3) * S^(1/2) * A / n +Q = R^(2/3) * S^(1/2) / n * A ``` @@ -198,7 +198,7 @@ This is completely unlike the mathematical equation $x = x^2$ which is typically ##### Example -Having `=` as assignment is usefully exploited when modeling sequences. For example, an application of Newton's method might end up with this expression: +Having `=` as assignment is usefully exploited when modeling sequences. For example, an application of Newton's method might end up with this mathematical expression: $$ @@ -208,7 +208,7 @@ $$ As a mathematical expression, for each $i$ this defines a new value for $x_{i+1}$ in terms of a known value $x_i$. This can be used to recursively generate a sequence, provided some starting point is known, such as $x_0 = 2$. -The above might be written instead with: +The above might be written instead using assignment with: ```{julia} @@ -220,11 +220,19 @@ x = x - (x^2 - 2) / (2x) Repeating this last line will generate new values of `x` based on the previous one - no need for subscripts. This is exactly what the mathematical notation indicates is to be done. +::: {.callout-note} +## Use of = + +The distinction between ``=`` versus `=` is important and one area where common math notation and common computer notation diverge. The mathematical ``=`` indicates *equality*, and is often used with equations and also for assignment. Later, when symbolic math is introduced, the `~` symbol will be used to indicate an equation, though this is by convention and not part of base `Julia`. The computer syntax use of `=` is for *assignment* and *re-assignment*. Equality is tested with `==` and `===`. + +::: ## Context -The binding of a value to a variable name happens within some context. For our simple illustrations, we are assigning values, as though they were typed at the command line. This stores the binding in the `Main` module. `Julia` looks for variables in this module when it encounters an expression and the value is substituted. Other uses, such as when variables are defined within a function, involve different contexts which may not be visible within the `Main` module. +The binding of a value to a variable name happens within some context. When a variable is assigned or referenced, the scope of the variable -- the region of code where it is accessible -- is taken into consideration. + +For our simple illustrations, we are assigning values, as though they were typed at the command line. This stores the binding in the `Main` module. `Julia` looks for variables in this module when it encounters an expression and the value is substituted. Other uses, such as when variables are defined within a function, involve different contexts which may not be visible within the `Main` module. :::{.callout-note} @@ -235,14 +243,16 @@ The `varinfo` function will list the variables currently defined in the main wor :::{.callout-warning} ## Warning -**Shooting oneselves in the foot.** `Julia` allows us to locally redefine variables that are built in, such as the value for `pi` or the function object assigned to `sin`. For example, this is a perfectly valid command `sin=3`. However, it will overwrite the typical value of `sin` so that `sin(3)` will be an error. At the terminal, the binding to `sin` occurs in the `Main` module. This shadows that value of `sin` bound in the `Base` module. Even if redefined in `Main`, the value in base can be used by fully qualifying the name, as in `Base.sin(pi)`. This uses the notation `module_name.variable_name` to look up a binding in a module. +**Shooting oneselves in the foot.** `Julia` allows us to locally redefine variables that are built in, such as the value for `pi` or the function object assigned to `sin`. This is called shadowing. For example, this is a perfectly valid command `sin=3`. However, it will overwrite the typical value of `sin` so that `sin(3)` will be an error. At the terminal, the binding to `sin` occurs in the `Main` module. This shadows that value of `sin` bound in the `Base` module. Even if redefined in `Main`, the value in base can be used by fully qualifying the name, as in `Base.sin(pi)`. This uses the notation `module_name.variable_name` to look up a binding in a module. ::: ## Variable names -`Julia` has a very wide set of possible [names](https://docs.julialang.org/en/stable/manual/variables/#Allowed-Variable-Names-1) for variables. Variables are case sensitive and their names can include many [Unicode](http://en.wikipedia.org/wiki/List_of_Unicode_characters) characters. Names must begin with a letter or an appropriate Unicode value (but not a number). There are some reserved words, such as `try` or `else` which can not be assigned to. However, many built-in names can be locally overwritten. Conventionally, variable names are lower case. For compound names, it is not unusual to see them squished together, joined with underscores, or written in camelCase. +`Julia` has a very wide set of possible [names](https://docs.julialang.org/en/stable/manual/variables/#Allowed-Variable-Names-1) for variables. Variables are case sensitive and their names can include many [Unicode](http://en.wikipedia.org/wiki/List_of_Unicode_characters) characters. Names must begin with a letter or an appropriate Unicode value (but not a number). There are some reserved words, such as `try` or `else` which can not be assigned to. However, many built-in names can be locally overwritten (shadowed). + +Conventionally, variable names are lower case. For compound names, it is not unusual to see them squished together, joined with underscores, or written in camelCase. ```{julia} @@ -272,18 +282,20 @@ For example, we could have defined `theta` (`\theta[tab]`) and `v0` (`v\_0[tab]` θ = 45; v₀ = 200 ``` -:::{.callout-note} -## Unicode -These notes can be presented as HTML files *or* as `Pluto` notebooks. They often use Unicode alternatives to avoid the `Pluto` requirement of a single use of assigning to a variable name in a notebook without placing the assignment in a `let` block or a function body. - -::: - :::{.callout-note} ## Emojis There is even support for tab-completion of [emojis](https://github.com/JuliaLang/julia/blob/master/stdlib/REPL/src/emoji_symbols.jl) such as `\:snowman:[tab]` or `\:koala:[tab]` ::: + +:::{.callout-note} +## Unicode +These notes often use Unicode alternatives for some variable. Originally this was to avoid a requirement of `Pluto` of a single use of assigning to a variable name in a notebook without placing the assignment in a `let` block or a function body. Now, they are just for clarity through distinction. + +::: + + ##### Example @@ -322,7 +334,7 @@ a, b = 1, 2 a, b = b, a ``` -#### Example, finding the slope +### Example, finding the slope Find the slope of the line connecting the points $(1,2)$ and $(4,6)$. We begin by defining the values and then applying the slope formula: @@ -337,6 +349,7 @@ m = (y1 - y0) / (x1 - x0) Of course, this could be computed directly with `(6-2) / (4-1)`, but by using familiar names for the values we can be certain we apply the formula properly. + ## Questions diff --git a/quarto/precalc/vectors.qmd b/quarto/precalc/vectors.qmd index cd4e2c1..bef358b 100644 --- a/quarto/precalc/vectors.qmd +++ b/quarto/precalc/vectors.qmd @@ -87,12 +87,13 @@ For the motion in the above figure, the object's $x$ and $y$ values change accor It is common to work with *both* formulas at once. Mathematically, when graphing, we naturally pair off two values using Cartesian coordinates (e.g., $(x,y)$). Another means of combining related values is to use a *vector*. The notation for a vector varies, but to distinguish them from a point we will use $\langle x,~ y\rangle$. With this notation, we can use it to represent the position, the velocity, and the acceleration at time $t$ through: - +$$ \begin{align*} \vec{x} &= \langle x_0 + v_{0x}t,~ -(1/2) g t^2 + v_{0y}t + y_0 \rangle,\\ \vec{v} &= \langle v_{0x},~ -gt + v_{0y} \rangle, \text{ and }\\ \vec{a} &= \langle 0,~ -g \rangle. \end{align*} +$$ @@ -358,7 +359,13 @@ fibs = [1, 1, 2, 3, 5, 8, 13] Later we will discuss different ways to modify the values of a vector to create new ones, similar to how scalar multiplication does. -As mentioned, vectors in `Julia` are comprised of elements of a similar type, but the type is not limited to numeric values. For example, a vector of strings might be useful for text processing, a vector of Boolean values can naturally arise, some applications are even naturally represented in terms of vectors of vectors (such as happens when plotting a collection points). Look at the output of these two vectors: +As mentioned, vectors in `Julia` are comprised of elements of a similar type, but the type is not limited to numeric values. Some examples:, +* a vector of strings might be useful for text processing, For example, the `WordTokenizers.jl` package takes text and produces tokens from the words. +* a vector of Boolean values can naturally arise and is widely used within Julia's `DataFrames.jl` package. +* some applications are even naturally represented in terms of vectors of vectors (such as happens when plotting a collection points). + + +Look at the output of these two vectors, in particular how the underlying type of the components is described on printing. ```{julia} @@ -369,6 +376,8 @@ As mentioned, vectors in `Julia` are comprised of elements of a similar type, [true, false, true] # vector of Bool values ``` + + Finally, we mention that if `Julia` has values of different types it will promote them to a common type if possible. Here we combine three types of numbers, and see that each is promoted to `Float64`: @@ -441,7 +450,7 @@ vs[2] = 10 vs ``` -The assignment `vs[2]` is different than the initial assignment `vs=[1,2]` in that, `vs[2]=10` **modifies** the container that `vs` points to, whereas `v=[1,2]` **replaces** the binding for `vs`. The indexed assignment is then more memory efficient when vectors are large. This point is also of interest when passing vectors to functions, as a function may modify components of the vector passed to it, though can't replace the container itself. +The assignment `vs[2]` is different than the initial assignment `vs=[1,2]` in that, `vs[2]=10` **modifies** the container that `vs` points to, whereas `vs=[1,2]` **replaces** any binding for `vs`. The indexed assignment is more memory efficient when vectors are large. This point is also of interest when passing vectors to functions, as a function may modify components of the vector passed to it, though can't replace the container itself. ## Some useful functions for working with vectors. @@ -520,7 +529,7 @@ append!(v1, [6,8,7]) These two functions modify or mutate the values stored within the vector `𝒗` that passed as an argument. In the `push!` example above, the value `5` is added to the vector of $4$ elements. In `Julia`, a convention is to name mutating functions with a trailing exclamation mark. (Again, these do not mutate the binding of `𝒗` to the container, but do mutate the contents of the container.) There are functions with mutating and non-mutating definitions, an example is `sort` and `sort!`. -If only a mutating function is available, like `push!`, and this is not desired a copy of the vector can be made. It is not enough to copy by assignment, as with `w = 𝒗`. As both `w` and `𝒗` will be bound to the same memory location. Rather, you call `copy` to make a new container with copied contents, as in `w = copy(𝒗)`. +If only a mutating function is available, like `push!`, and this is not desired a copy of the vector can be made. It is not enough to copy by assignment, as with `w = 𝒗`. As both `w` and `𝒗` will be bound to the same memory location. Rather, you call `copy` (or sometimes `deepcopy`) to make a new container with copied contents, as in `w = copy(𝒗)`. Creating new vectors of a given size is common for programming, though not much use will be made here. There are many different functions to do so: `ones` to make a vector of ones, `zeros` to make a vector of zeros, `trues` and `falses` to make Boolean vectors of a given size, and `similar` to make a similar-sized vector (with no particular values assigned). @@ -610,7 +619,7 @@ This shows many of the manipulations that can be made with vectors. Rather than :::{.callout-note} ## Note -The `map` function is very much related to broadcasting and similarly named functions are found in many different programming languages. (The "dot" broadcast is mostly limited to `Julia` and mirrors on a similar usage of a dot in `MATLAB`.) For those familiar with other programming languages, using `map` may seem more natural. Its syntax is `map(f, xs)`. +The `map` function is very much related to broadcasting and similarly named functions are found in many different programming languages. (The "dot" broadcast is mostly limited to `Julia` and mirrors a similar usage of a dot in `MATLAB`.) For those familiar with other programming languages, using `map` may seem more natural. Its syntax is `map(f, xs)`. ::: @@ -631,18 +640,18 @@ Comprehension notation is similar. The above could be created in `Julia` with: ```{julia} -𝒙s = [1,2,3,4,5] -[x^3 for x in 𝒙s] +xs = [1,2,3,4,5] +[x^3 for x in xs] ``` Something similar can be done more succinctly: ```{julia} -𝒙s .^ 3 +xs .^ 3 ``` -However, comprehensions have a value when more complicated expressions are desired as they work with an expression of `𝒙s`, and not a pre-defined or user-defined function. +However, comprehensions have a value when more complicated expressions are desired as they work with an expression of `xs`, and not a pre-defined or user-defined function. Another typical example of set notation might include a condition, such as, the numbers divisible by $7$ between $1$ and $100$. Set notation might be: @@ -680,21 +689,21 @@ The first task is to create the data. We will soon see more convenient ways to g ```{julia} a, b, n = -1, 1, 7 d = (b-a) // (n-1) -𝐱s = [a, a+d, a+2d, a+3d, a+4d, a+5d, a+6d] # 7 points +xs = [a, a+d, a+2d, a+3d, a+4d, a+5d, a+6d] # 7 points ``` To get the corresponding $y$ values, we can use a compression (or define a function and broadcast): ```{julia} -𝐲s = [x^2 for x in 𝐱s] +ys = [x^2 for x in xs] ``` Vectors can be compared together by combining them into a separate container, as follows: ```{julia} -[𝐱s 𝐲s] +[xs ys] ``` (If there is a space between objects they are horizontally combined. In our construction of vectors using `[]` we used a comma for vertical combination. More generally we should use a `;` for vertical concatenation.) @@ -711,8 +720,41 @@ The style generally employed here is to use plural variable names for a collecti ## Other container types +We end this section with some general comments that are for those interested in a bit more, but in general aren't needed to understand most all of what follows later. -Vectors in `Julia` are a container, one of many different types. Another useful type for programming purposes are *tuples*. If a vector is formed by placing comma-separated values within a `[]` pair (e.g., `[1,2,3]`), a tuple is formed by placing comma-separated values within a `()` pair. A tuple of length $1$ uses a convention of a trailing comma to distinguish it from a parenthesized expression (e.g. `(1,)` is a tuple, `(1)` is just the value `1`). +Vectors in `Julia` are a container for values. Vectors are +one of many different types of containers. The `Julia` manual uses the word "collection" to refer to a container of values that has properties like a vector. +Here we briefly review some alternate container types that are common in Julia and find use in these notes. + +First, here are some of the properties of a *vector*: + +* Vectors are *homogeneous*. That is, the container holding the vectors all have a common type. This type might be an abstract type, but for high performance, concrete types (like 64-bit floating point or 64-bit integers) are more typical. + +* Vectors are $1$-dimensional. + +* Vectors are ordered and *indexable* by their order. In Julia, the default indexing for vectors is $1$-based (starting) with one, with numeric access to the first, second, third, ..., last entries. + +* Vectors are *mutable*. That is, their elements may be changed; the container may be grown or shrunk + +* Vectors are *iterable*. That is, their values can be accessed one-by-one in various manners. + +These properties may not all be desirable for one reason or the other and `Julia` has developed a large number of alternative container types of which we describe a few here. + +### Arrays + +Vectors are $1$-dimensional, but there are desires for other dimensions. Vectors are a implemented as a special case of a more general array type. Arrays are of dimension $N$ for various non-negative values of $N$. A common, and somewhat familiar, mathematical use of a $2$-dimensional array is a matrix. + +Arrays can have their entries accessed by dimension and within that dimension their components. By default these are $1$-based, but other offsets are possible through the `OffetArrays.jl` package. A matrix can refer to its values either by row and column indices or, as a matrix has linear indexing by a single index. + +For large collections of data with many entries being $0$ a sparse array is beneficial for less memory intensive storage. These are implemented in the `SparseArrays.jl` package. + +There are numerous array types available. `Julia` has a number of *generic* methods for working with different arrays. An example would be `eachindex`, which provides an iterator interface to the underlying array access by index in an efficient manner. + +### Tuples + +Tuples are fixed-length containers where there is no expectation or enforcement of their having a common type. Tuples just combine values together in an *immutable* container. Like vectors they can be accessed by index (also $1$-based). Unlike vectors, the containers are *immutable* - elements can not be changed and the length of the container may not change. This has benefits for performance purposes. (For fixed length, mutable containers that have the benefits of tuples and vectors, the `StaticArrays.jl` package is available). + +While a vector is formed by placing comma-separated values within a `[]` pair (e.g., `[1,2,3]`), a tuple is formed by placing comma-separated values within a `()` pair. A tuple of length $1$ uses a convention of a trailing comma to distinguish it from a parenthesized expression (e.g. `(1,)` is a tuple, `(1)` is just the value `1`). :::{.callout-note} ## Well, actually... @@ -721,10 +763,7 @@ Technically, the tuple is formed just by the use of commas, which separate diffe ::: -Tuples are used in programming, as they don't typically require allocated memory to be used so they can be faster. Internal usages are for function arguments and function return types. Unlike vectors, tuples can be heterogeneous collections. (When commas are used to combine more than one output into a cell, a tuple is being used.) (Also, a big technical distinction is that tuples are also different from vectors and other containers in that tuple types are *covariant* in their parameters, not *invariant*.) - - -Unlike vectors, tuples can have names which can be used for referencing a value, similar to indexing but possibly more convenient. Named tuples are similar to *dictionaries* which are used to associate a key (like a name) with a value. +There are *named tuples* where each component has an associated name. Like a tuple these can be indexed by number and unlike regular tuples also by name. For example, here a named tuple is constructed, and then its elements referenced: @@ -732,9 +771,76 @@ For example, here a named tuple is constructed, and then its elements referenced ```{julia} nt = (one=1, two="two", three=:three) # heterogeneous values (Int, String, Symbol) -nt.one, nt[2], nt[end] # named tuples have name or index access +nt.one, nt[2], nt[end] # named tuples have name or index access ``` + +::: {.callout-note} +## Named tuple and destructuring + +A *named* tuple is a container that allows access by index *or* by name. They are easily constructed. For example: + +```{julia} +nt = (x0 = 1, x1 = 4, y0 = 2, y1 = 6) +``` + +The values in a named tuple can be accessed using the "dot" notation: + +```{julia} +nt.x1 +``` + +Alternatively, the index notation -- using a *symbol* for the name -- can be used: + +```{julia} +nt[:x1] +``` + +Named tuples are employed to pass parameters to functions. To find the slope, we could do: + +```{julia} +(nt.y1 - nt.y0) / (nt.x1 - nt.x0) +``` + + +However, more commonly used is destructuring, where named variables are extracted by name when the left hand side matches the right hand side: + +```{julia} +(;x0, x1) = nt # only extract what is desired +x1 - x0 +``` + +(This works for named tuples and other iterable containers in `Julia`. It also works the other way, if `x0` and `x1` are defined then `(;x0, x1)` creates a named tuple with those values.) + +::: + + +### Associative arrays + +Named tuples associate a name (in this case a symbol) to a value. More generally an associative array associates to each key a value, where the keys and values may be of different types. + +The `pair` notation, `key => value`, is used to make one association. A *dictionary* is used to have a container of associations. For example, this constructs a simple dictionary associating a spelled out name with a numeric value: + +```{julia} +d = Dict("one" => 1, "two" => 2, "three" => 3) +``` + +The print out shows the keys are of type `String`, the values of type `Int64`, in this case. There are a number of different means to construct dictionaries. + + +The values in a dictionary can be accessed by name: + + +```{julia} +d["two"] +``` + +Named tuples are associative arrays where the keys are restricted to symbols. There are other types of associative arrays, specialized cases of the `AbstractDict` type with performance benefits for specific use cases. In these notes, dictionaries appear as output in some function calls. + +Unlike vectors and tuples, named tuples and dictionaries are not currently supported by broadcasting. This causes no loss in usefulness, as the values can easily be iterated over, but the convenience of the dot notation is lost. + + + ## Questions @@ -881,6 +987,7 @@ From [transum.org](http://www.transum.org/Maths/Exam/Online_Exercise.asp?Topic=V ```{julia} #| hold: true #| echo: false +let p = plot(xlim=(0,10), ylim=(0,5), legend=false, framestyle=:none) for j in (-3):10 plot!(p, [j, j + 5], [0, 5*sqrt(3)], color=:blue, alpha=0.5) @@ -906,7 +1013,8 @@ annotate!(p, [(2, 3/2*sqrt(3) -delta, L"a"), ]) -p + p +end ``` The figure shows $5$ vectors. From 490f3813b1371930950e56ebf8cc9ed1c5d8a136 Mon Sep 17 00:00:00 2001 From: jverzani Date: Thu, 31 Oct 2024 14:25:49 -0400 Subject: [PATCH 2/3] fix typo --- quarto/precalc/numbers_types.qmd | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/quarto/precalc/numbers_types.qmd b/quarto/precalc/numbers_types.qmd index 3a2a5c3..4f517da 100644 --- a/quarto/precalc/numbers_types.qmd +++ b/quarto/precalc/numbers_types.qmd @@ -101,7 +101,7 @@ Rather than give an error though, `Julia` gives seemingly arbitrary answers, as 2^62, 2^63 ``` -(They aren't arbitrary, as explained previosly.) +(They aren't arbitrary, as explained previously.) This could be worked around, as it is with some programming languages, but it isn't, as it would slow down this basic computation. So, it is up to the user to be aware of cases where their integer values can grow to big. The suggestion is to use floating point numbers in this domain, as they have more room, at the cost of sometimes being approximate values for fairly large values. From b1bafe190c808ec92b6546553433030a2469c0de Mon Sep 17 00:00:00 2001 From: jverzani Date: Thu, 31 Oct 2024 14:26:45 -0400 Subject: [PATCH 3/3] fix typo --- quarto/precalc/vectors.qmd | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/quarto/precalc/vectors.qmd b/quarto/precalc/vectors.qmd index bef358b..58f3ff7 100644 --- a/quarto/precalc/vectors.qmd +++ b/quarto/precalc/vectors.qmd @@ -744,7 +744,7 @@ These properties may not all be desirable for one reason or the other and `Juli Vectors are $1$-dimensional, but there are desires for other dimensions. Vectors are a implemented as a special case of a more general array type. Arrays are of dimension $N$ for various non-negative values of $N$. A common, and somewhat familiar, mathematical use of a $2$-dimensional array is a matrix. -Arrays can have their entries accessed by dimension and within that dimension their components. By default these are $1$-based, but other offsets are possible through the `OffetArrays.jl` package. A matrix can refer to its values either by row and column indices or, as a matrix has linear indexing by a single index. +Arrays can have their entries accessed by dimension and within that dimension their components. By default these are $1$-based, but other offsets are possible through the `OffsetArrays.jl` package. A matrix can refer to its values either by row and column indices or, as a matrix has linear indexing by a single index. For large collections of data with many entries being $0$ a sparse array is beneficial for less memory intensive storage. These are implemented in the `SparseArrays.jl` package.