From 8ea69d23575fba1300b663cd90f65e3de5325f7c Mon Sep 17 00:00:00 2001
From: Isabel Slingerland <i.c.slingerland-1@student.tudelft.nl>
Date: Thu, 21 Nov 2024 11:17:23 +0100
Subject: [PATCH 01/10] Upload New File
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+# GA 2.2 Report: M is for Modelling
+
+*[CEGM1000 MUDE](http://mude.citg.tudelft.nl/): Week 2.2. Due: November 22, 2024.*
+
+***Maximum score: 10 points. Every time a (1) is indicated in the solution below this is the start of (a part of) an answer that is worth 1 point***
+
+## Task 1: Run the analysis and inspect code and results to answer the following questions ##
+
+Show your work using either LaTeX equations, like this:
+
+$$
+\phi_i^{n+1} = \dots
+$$
+
+or by including an image with your (clearly written) handwriting.
+
+
+**Question 1: Derivation**
+
+Follow the steps from strong form to discretized form to derive the expression $\mathbf{M}=\int_\Omega\mathbf{N}^T\mathbf{N}\,\mathrm{d}\Omega$ in the term $\mathbf{M}\dot{\mathbf{u}}$. You will only be assessed on how you deal with the term that contains the time derivative. The other terms exactly following the recipe outlined for the [Poisson equation in 2D](https://mude.citg.tudelft.nl/2024/book/fem/poisson2d.html) in the book.
+
+
+
+
+**solution**
+
+Time dependent 2D Poisson equation:
+
+$$
+\frac{\partial u}{\partial t} = \nu \left(\frac{\partial^{2} u}{{\partial x}^{2}} + \frac{\partial^{2} u}{{\partial y}^{2}}\right) + q
+$$
+
+$$
+\frac{\partial u}{\partial t} = \nu \nabla^{2} u + q
+$$
+
+1. integrate and introduce weight functions
+
+$$
+\int_{\Omega} w \frac{\partial u}{\partial t} d\Omega = \int_{\Omega} w \nu \nabla^2 u d\Omega + \int_{\Omega} wq d\Omega
+$$
+
+2. Integration by parts: changing the second derivative, changing sign and introducing boundary condition
+
+$$
+\int_{\Omega} w \frac{\partial u}{\partial t} d\Omega = - \int_{\Omega} \nu \nabla w \cdot \nabla u d\Omega + \int_{\Gamma} w \mu \nabla u \cdot \bar{n} d\Gamma + \int_{\Omega} w q d\Omega
+$$
+
+3. substitute boundary condition (w= 0 on $\Gamma_D$ and $\mu \nabla u \cdot \mathbf{n}$ on $\Gamma_N$):
+
+$$\int_{\Omega} w \frac{\partial u}{\partial t} d\Omega + \int_{\Omega} \nu \nabla w \cdot \nabla u d\Omega = \int_{\Gamma N} w h d\Gamma_N + \int_{\Omega} w q d\Omega$$
+
+4. discretization:
+
+$$
+u^h = N\mathbf{u}
+$$
+$$w^h = N\mathbf{w}$$
+
+
+$$\nabla u^h = B\mathbf{u}$$
+$$\nabla w^h = B\mathbf{w}$$
+
+5. Substitute and take $\mathbf{u,w}$ out of the integral as they don't depend on x and y
+
+$$
+\mathbf{w^T} \int_{\Omega} N^T N d\Omega \frac{\partial u}{\partial t} + \mathbf{w^T} \int_{\Omega} \nu B^T B d\Omega \mathbf{u} = \mathbf{w^T} \int_{\Gamma N} N^T h d\Gamma_N + w^T \int_{\Omega} N^T q d\Omega
+$$
+
+6. "Devide" by $w^T$
+
+$$ \int_{\Omega} N^T N d\Omega \frac{\partial u}{\partial t}+ \int_{\Omega} \nu B^T B d\Omega \mathbf{u} = \int_{\Gamma N} N^T h d\Gamma_N + \int_{\Omega} N^T q d\Omega
+$$
+
+
+7. write as a system of equations:
+
+$$
+M \frac{\partial u}{\partial t} + \mathbf{K u} = \mathbf{q}$$
+
+$$ \mathbf{M \dot{u}} + \mathbf{K u}Â =Â \mathbf{q}$$
+
+
+**Question 2: Problem definition**
+
+Investigate the code and results to find out which problem is being solved.
+
+- Give a mathematical description of the problem in terms of governing equation and boundary conditions. Be as specific as possible, indicating the values that are used as input to the calculation.
+
+- In the final visualization contour lines are visible, connecting points that have the same temperature. As the solution evolves, these contour lines remain approximately perpendicular to the boundary. Which boundary condition does this observation relate to?
+
+**solution**
+
+1. Governing equations and boundary conditions:
+
+
+The governing equation is:
+
+$$
+\frac{\partial u}{\partial t} = \nu \Delta u + q,
+$$
+
+The input values are:
+
+- $\nu = 1$,
+- $q = 15$,
+- $T_{\text{initial}} = 30$,
+- $\Delta t = 0.005$,
+- $n_t = 500$.
+
+Boundary conditions:
+
+Dirichlet boundary conditions: $u=10$ on the bottom left edge
+Homogeneous Neumann boundary conditions: $\nabla u\cdot\mathbf{n}=0$.
+
+Mathematical Description
+$$
+\frac{\partial u}{\partial t} = \Delta u + 15, \quad \in \Omega,
+$$
+
+$$
+u(x, y, t) = 10, \quad \text{on } \Gamma_D,
+$$
+
+$$
+\nabla u \cdot \mathbf{n} = 0, \quad \text{on } \Gamma_N,
+$$
+
+$$
+u(x, y, 0) = 30, \quad \in \Omega.
+$$
+
+2. Which boundary condition does this observation relate to?
+
+- The neumman boundary
+
+**Question 3: Integration scheme**
+
+- In the `get_element_M` function, how many integration points are used and where in the triangles are they positioned?
+
+- In the `get_element_K` a simpler implementation is used. What is the essential difference between $\mathbf{K}_e$ and $\mathbf{M}_e$ that is the reason why this simpler implementation is valid for $\mathbf{K}_e$? (The subscript $_e$ is used to indicate the contribution to the matrix from a single element, or the *element matrix*).
+
+
+
+
+**solution**
+
+1.
+- 3 integration points
+- location At the midpoints of the triangle nodes
+in the code:
+integration_locations = [(n1 + n2) / 2, (n2 + n3) / 2, (n3 + n1) / 2]
+
+2.
+
+$$ \mathbf{M} = \int_{\Omega} \mathbf{N}^T \mathbf{N} \,d \Omega$$
+
+$$ \mathbf{K} = \int_{\Omega} \mathbf{B}^T \nu \mathbf{B} \,d \Omega$$
+
+
+The shape functions $N_i$ for a triangular element are linear functions:
+
+$$
+N_i = a_i + b_i x + c_i y, \quad i \in [1, 3],
+$$
+
+where $a_i, b_i, c_i$ are constants determined by the geometry of the triangle. The shape functions $N_i$ vary linearly across the element because they depend on $x$ and $y$.
+
+
+Taking the derivative of $N_i$ with respect to $x$ and $y$ gives:
+
+$$
+\frac{\partial N_i}{\partial x} = b_i, \quad \frac{\partial N_i}{\partial y} = c_i.
+$$
+
+The derivatives $b_i$ and $c_i$ are constants because $N_i$ is linear, and the derivative removes the dependence on $x$ and $y$.
+
+
+The $\mathbf{B}$-matrix contains the derivatives of the shape functions:
+
+$$
+\mathbf{B} =
+\begin{pmatrix}
+\frac{\partial N_1}{\partial x} & \frac{\partial N_2}{\partial x} & \frac{\partial N_3}{\partial x} \\
+\frac{\partial N_1}{\partial y} & \frac{\partial N_2}{\partial y} & \frac{\partial N_3}{\partial y}
+\end{pmatrix}.
+$$
+
+Substituting the constant derivatives:
+
+$$
+\mathbf{B} =
+\begin{pmatrix}
+b_1 & b_2 & b_3 \\
+c_1 & c_2 & c_3
+\end{pmatrix}.
+$$
+
+
+
+
+The values $b_i$ and $c_i$ are constants determined by the geometry of the triangle. Therefore, the $\mathbf{B}$-matrix is constant within a single element and does not vary with $x$ or $y$. This simplifies the computation of the stiffness matrix $\mathbf{K}_e$ because $\mathbf{B}^T \nu \mathbf{B}$ remains constant and only needs to be multiplied by the area of the triangle.
+
+
+**Question 4: Shape functions**
+
+Investigate the shape functions for the element with index 10 in the mesh. Use the `get_shape_functions_T3` function defined in the notebook to find expressions for the shape functions in that element and check that they satisfy the shape function properties.
+
+- What are the coordinates of the nodes of element 10?
+
+- What are the shape functions of the element?
+
+- Assert that the shape functions satisfy the partition of unity property:
+
+$$
+\sum_i N_i(\mathbf{x}) = 1
+$$
+
+- Assert for one of the shape functions that it satisfies the Kronecker delta property
+
+$$
+N_i(\mathbf{x}_j) = \begin{cases}
+ 1, & i = j \\
+ 0, & i\neq j
+\end{cases}
+$$
+
+**solution**
+1.
+To find indices of the three nodes use connectivity[10]
+use the indices to get the coordinates from the nodes:
+
+Node indices of element 10: [132 256 257]
+Coordinates of the nodes of element 10: [[0.20846317 0.9231442 0. ]
+ [0.17655435 0.9593241 0. ]
+ [0.15351043 0.91631447 0. ]]
+
+ 2. shape functions
+
+ The get_shape_functions_T3 outputs the cooefcietns for each shape function in the form:
+
+ $$
+ N_i = a_i +b_i x+ c_iy
+ $$
+ These coeffients are stored in an array coeffs
+ Thes coeffients define the shape functions
+
+ Shape function N_1(x, y) = 6.57856187723133 + 19.49565546710987 * x + -10.44548414598946 * y
+Shape function N_2(x, y) = -22.349512454627504 + -3.0958196475143356 * x + 24.909301124585856 * y
+Shape function N_3(x, y) = 16.770950577396174 + -16.399835819595534 * x + -14.463816978596396 * y
+
+
+
+3. The partition of unity property for the shape functions is defined as:
+
+$$
+\sum_{i=1}^3 N_i(\mathbf{x}) = 1
+$$
+
+
+
+ Shape Functions:
+ - Each shape function is of the form:
+ $$
+ N_i(x, y) = a_i + b_i x + c_i y, \quad i \in [1, 3],
+ $$
+ where $a_i, b_i, c_i$ are the coefficients computed using the `get_shape_functions_T3` function.
+
+ Choose a Point Inside the Element:
+ - Select a test point $\mathbf{x} = (x, y)$ inside the element.
+
+Evaluate the Shape Functions at the Test Point:
+ - For each shape function $N_i$, compute its value at the test point:
+ $$
+N_i(\mathbf{x}) = a_i + b_i x + c_i y.
+$$
+
+ **Compute the Sum of Shape Functions**:
+ - Add the values of all shape functions at the test point:
+ $$\text{Sum} = \sum_{i=1}^3 N_i(\mathbf{x}).$$
+
+ **Assert the Partition of Unity**:
+ - Check if the sum equals $1$:
+$$
+\text{Assert: } \sum_{i=1}^3 N_i(\mathbf{x}) = 1.
+$$
+
+
+## General Comments on the Assignment [optional]
+
+_Use this space to let us know if you encountered any issues completing this assignment (but please keep it short!). For example, if you encountered an error that could not be fixed in yout Python code, or perhaps there was a problem submitting something via GitLab. You can also let us know if the instructions were unclear. You can delete this section if you don't use it._
+
+**End of file.**
+
+<span style="font-size: 75%">
+© Copyright 2024 <a rel="MUDE" href="http://mude.citg.tudelft.nl/">MUDE</a>, TU Delft. This work is licensed under a <a rel="license" href="http://creativecommons.org/licenses/by/4.0/">CC BY 4.0 License</a>.
\ No newline at end of file
--
GitLab
From 7d6bd7ff2ee34b3908bc163aae3e3a8120f58b99 Mon Sep 17 00:00:00 2001
From: Frans van der Meer <f.p.vandermeer@tudelft.nl>
Date: Thu, 21 Nov 2024 20:15:34 +0100
Subject: [PATCH 02/10] Copy Isabel's version
---
content/GA_2_2/Report_solution.md | 280 ++++++++++++++++++++++++++----
1 file changed, 246 insertions(+), 34 deletions(-)
diff --git a/content/GA_2_2/Report_solution.md b/content/GA_2_2/Report_solution.md
index efd5ad03..05dbffab 100644
--- a/content/GA_2_2/Report_solution.md
+++ b/content/GA_2_2/Report_solution.md
@@ -14,66 +14,278 @@ $$
or by including an image with your (clearly written) handwriting.
-### 1. Boundary conditions
+**Question 1: Derivation**
-*1a. What boundary conditions are actively enforced? On which part of the boundary are they enforced?*
+Follow the steps from strong form to discretized form to derive the expression $\mathbf{M}=\int_\Omega\mathbf{N}^T\mathbf{N}\,\mathrm{d}\Omega$ in the term $\mathbf{M}\dot{\mathbf{u}}$. You will only be assessed on how you deal with the term that contains the time derivative. The other terms exactly following the recipe outlined for the [Poisson equation in 2D](https://mude.citg.tudelft.nl/2024/book/fem/poisson2d.html) in the book.
-***(1)*** Dirichlet boundary conditions: $u=10$ on the bottom left edge
-*1b. On the remainder of the boundary, nothing is done in the implementation to enforce any boundary conditions. Give a mathematical expression for the boundary condition that is naturally applied. Also describe an observation about the obtained solution that confirms that this boundary condition is indeed satisfied.*
-***(1)*** Homogeneous Neumann boundary conditions: $\nabla u\cdot\mathbf{n}=0$.
-***(1)*** It can be observed that the gradient of the solution in perpendicular to the boundary is equal to zero. This is best observed from the 2D visualization, where iso-lines separating the different colours are normal to the boundary.
+**solution**
+
+Time dependent 2D Poisson equation:
+
+$$
+\frac{\partial u}{\partial t} = \nu \left(\frac{\partial^{2} u}{{\partial x}^{2}} + \frac{\partial^{2} u}{{\partial y}^{2}}\right) + q
+$$
+
+$$
+\frac{\partial u}{\partial t} = \nu \nabla^{2} u + q
+$$
+
+1. integrate and introduce weight functions
+
+$$
+\int_{\Omega} w \frac{\partial u}{\partial t} d\Omega = \int_{\Omega} w \nu \nabla^2 u d\Omega + \int_{\Omega} wq d\Omega
+$$
+
+2. Integration by parts: changing the second derivative, changing sign and introducing boundary condition
+
+$$
+\int_{\Omega} w \frac{\partial u}{\partial t} d\Omega = - \int_{\Omega} \nu \nabla w \cdot \nabla u d\Omega + \int_{\Gamma} w \mu \nabla u \cdot \bar{n} d\Gamma + \int_{\Omega} w q d\Omega
+$$
+
+3. substitute boundary condition (w= 0 on $\Gamma_D$ and $\mu \nabla u \cdot \mathbf{n}$ on $\Gamma_N$):
+
+$$\int_{\Omega} w \frac{\partial u}{\partial t} d\Omega + \int_{\Omega} \nu \nabla w \cdot \nabla u d\Omega = \int_{\Gamma N} w h d\Gamma_N + \int_{\Omega} w q d\Omega$$
+
+4. discretization:
+
+$$
+u^h = N\mathbf{u}
+$$
+$$w^h = N\mathbf{w}$$
+
+
+$$\nabla u^h = B\mathbf{u}$$
+$$\nabla w^h = B\mathbf{w}$$
+
+5. Substitute and take $\mathbf{u,w}$ out of the integral as they don't depend on x and y
+
+$$
+\mathbf{w^T} \int_{\Omega} N^T N d\Omega \frac{\partial u}{\partial t} + \mathbf{w^T} \int_{\Omega} \nu B^T B d\Omega \mathbf{u} = \mathbf{w^T} \int_{\Gamma N} N^T h d\Gamma_N + w^T \int_{\Omega} N^T q d\Omega
+$$
+
+6. "Devide" by $w^T$
+
+$$ \int_{\Omega} N^T N d\Omega \frac{\partial u}{\partial t}+ \int_{\Omega} \nu B^T B d\Omega \mathbf{u} = \int_{\Gamma N} N^T h d\Gamma_N + \int_{\Omega} N^T q d\Omega
+$$
+
+
+7. write as a system of equations:
+
+$$
+M \frac{\partial u}{\partial t} + \mathbf{K u} = \mathbf{q}$$
+
+$$ \mathbf{M \dot{u}} + \mathbf{K u}Â =Â \mathbf{q}$$
+
+
+**Question 2: Problem definition**
+
+Investigate the code and results to find out which problem is being solved.
+
+- Give a mathematical description of the problem in terms of governing equation and boundary conditions. Be as specific as possible, indicating the values that are used as input to the calculation.
+
+- In the final visualization contour lines are visible, connecting points that have the same temperature. As the solution evolves, these contour lines remain approximately perpendicular to the boundary. Which boundary condition does this observation relate to?
+
+**solution**
+
+1. Governing equations and boundary conditions:
+
+
+The governing equation is:
+
+$$
+\frac{\partial u}{\partial t} = \nu \Delta u + q,
+$$
+
+The input values are:
+
+- $\nu = 1$,
+- $q = 15$,
+- $T_{\text{initial}} = 30$,
+- $\Delta t = 0.005$,
+- $n_t = 500$.
+
+Boundary conditions:
+
+Dirichlet boundary conditions: $u=10$ on the bottom left edge
+Homogeneous Neumann boundary conditions: $\nabla u\cdot\mathbf{n}=0$.
+
+Mathematical Description
+$$
+\frac{\partial u}{\partial t} = \Delta u + 15, \quad \in \Omega,
+$$
+
+$$
+u(x, y, t) = 10, \quad \text{on } \Gamma_D,
+$$
+
+$$
+\nabla u \cdot \mathbf{n} = 0, \quad \text{on } \Gamma_N,
+$$
+
+$$
+u(x, y, 0) = 30, \quad \in \Omega.
+$$
+
+2. Which boundary condition does this observation relate to?
+
+- The neumman boundary
+
+**Question 3: Integration scheme**
+
+- In the `get_element_M` function, how many integration points are used and where in the triangles are they positioned?
+
+- In the `get_element_K` a simpler implementation is used. What is the essential difference between $\mathbf{K}_e$ and $\mathbf{M}_e$ that is the reason why this simpler implementation is valid for $\mathbf{K}_e$? (The subscript $_e$ is used to indicate the contribution to the matrix from a single element, or the *element matrix*).
-### 2. Integration scheme
-*2a. Which integration schemes are used to compute the element contributions to the $\mathbf{K}$ and $\mathbf{M}$ matrices? Comment on the locations and weights of the integration points.*
-***(1)*** For the $\mathbf{M}$-matrix: 3-points at the middle of the edges of the triangle, each with weight $A/3$ where $A$ is the element area
-***(1)*** For the $\mathbf{K}$-matrix there is no location because $\mathbf{K}$ does not depend on position, there is a single integration point with weight $A$ (or the integrand is just multiplied with $A$)
-
-*2b. Which changes would you make to the code to evaluate the $\mathbf{M}$-matrix with a single integration point at the center of gravity of each element (give your answer by indicating where you would replace existing code and typing out the new lines of code)*
+**solution**
-***(1)***
+1.
+- 3 integration points
+- location At the midpoints of the triangle nodes
+in the code:
+integration_locations = [(n1 + n2) / 2, (n2 + n3) / 2, (n3 + n1) / 2]
-In the function `get_element_M`, change the lines that define `integration_locations` and `integration_weights`:
+2.
+
+$$ \mathbf{M} = \int_{\Omega} \mathbf{N}^T \mathbf{N} \,d \Omega$$
+
+$$ \mathbf{K} = \int_{\Omega} \mathbf{B}^T \nu \mathbf{B} \,d \Omega$$
+
+
+The shape functions $N_i$ for a triangular element are linear functions:
+
+$$
+N_i = a_i + b_i x + c_i y, \quad i \in [1, 3],
+$$
- `integration_locations = [(n1+n2+n3)/3]`
-
- `integration_weights = [element_area]`
+where $a_i, b_i, c_i$ are constants determined by the geometry of the triangle. The shape functions $N_i$ vary linearly across the element because they depend on $x$ and $y$.
+
+
+Taking the derivative of $N_i$ with respect to $x$ and $y$ gives:
+
+$$
+\frac{\partial N_i}{\partial x} = b_i, \quad \frac{\partial N_i}{\partial y} = c_i.
+$$
+
+The derivatives $b_i$ and $c_i$ are constants because $N_i$ is linear, and the derivative removes the dependence on $x$ and $y$.
+
+
+The $\mathbf{B}$-matrix contains the derivatives of the shape functions:
+
+$$
+\mathbf{B} =
+\begin{pmatrix}
+\frac{\partial N_1}{\partial x} & \frac{\partial N_2}{\partial x} & \frac{\partial N_3}{\partial x} \\
+\frac{\partial N_1}{\partial y} & \frac{\partial N_2}{\partial y} & \frac{\partial N_3}{\partial y}
+\end{pmatrix}.
+$$
+
+Substituting the constant derivatives:
+
+$$
+\mathbf{B} =
+\begin{pmatrix}
+b_1 & b_2 & b_3 \\
+c_1 & c_2 & c_3
+\end{pmatrix}.
+$$
-### 3. Time step size dependence
-*3a. Try increasing the step size $\Delta t$. What is the reason this code does not suffer from instability for large time steps?*
-***(1)***
-The time-integration scheme is Euler backward.
-*3b. Try decreasing the time step to very small numbers. If you make the time step small enough, some unphysical behavior can be observed in the solution, at least for initial time steps. What is the source of this behavior?*
+The values $b_i$ and $c_i$ are constants determined by the geometry of the triangle. Therefore, the $\mathbf{B}$-matrix is constant within a single element and does not vary with $x$ or $y$. This simplifies the computation of the stiffness matrix $\mathbf{K}_e$ because $\mathbf{B}^T \nu \mathbf{B}$ remains constant and only needs to be multiplied by the area of the triangle.
-***(1)***
-For very small $t$, the solution initially has local high gradients. The mesh is not fine enough to resolve this accurately. With small $\Delta t$ the first time steps are in this domain.
-### 4. $\mathbf{B}$-matrix
+**Question 4: Shape functions**
-*4a Shape functions in the triangular element each have the form $N_i=a_ix+b_iy+c_i$ with $i\in[1,3]$. For every $i$, the coefficients $a_i, b_i, c_i$ are computed in the code to form the B-matrix. Why does the $\mathbf{B}$-matrix inside the element not depend on $x$ and $y$?*
+Investigate the shape functions for the element with index 10 in the mesh. Use the `get_shape_functions_T3` function defined in the notebook to find expressions for the shape functions in that element and check that they satisfy the shape function properties.
+
+- What are the coordinates of the nodes of element 10?
+
+- What are the shape functions of the element?
+
+- Assert that the shape functions satisfy the partition of unity property:
-***(1)***
-The $\mathbf{B}$-matrix contains derivatives with respect to $x$ and $y$. Because there are only linear terms in $N_i$, these derivatives are not a function of $x$.
+$$
+\sum_i N_i(\mathbf{x}) = 1
+$$
-*4b Give an expression for the $\mathbf{B}$-matrix in terms of these nine coefficients ($a_1, a_2, a_3, b_1, b_2, b_3, c_1, c_2, c_3$).*
+- Assert for one of the shape functions that it satisfies the Kronecker delta property
-***(1)***
$$
-\mathbf{B} = \left[\begin{matrix}
-a_1 & a_2 & a_3 \\
-b_1 & b_2 & b_3
-\end{matrix}\right]
+N_i(\mathbf{x}_j) = \begin{cases}
+ 1, & i = j \\
+ 0, & i\neq j
+\end{cases}
$$
+**solution**
+1.
+To find indices of the three nodes use connectivity[10]
+use the indices to get the coordinates from the nodes:
+
+Node indices of element 10: [132 256 257]
+Coordinates of the nodes of element 10: [[0.20846317 0.9231442 0. ]
+ [0.17655435 0.9593241 0. ]
+ [0.15351043 0.91631447 0. ]]
+
+ 2. shape functions
+
+ The get_shape_functions_T3 outputs the cooefcietns for each shape function in the form:
+
+ $$
+ N_i = a_i +b_i x+ c_iy
+ $$
+ These coeffients are stored in an array coeffs
+ Thes coeffients define the shape functions
+
+ Shape function N_1(x, y) = 6.57856187723133 + 19.49565546710987 * x + -10.44548414598946 * y
+Shape function N_2(x, y) = -22.349512454627504 + -3.0958196475143356 * x + 24.909301124585856 * y
+Shape function N_3(x, y) = 16.770950577396174 + -16.399835819595534 * x + -14.463816978596396 * y
+
+
+
+3. The partition of unity property for the shape functions is defined as:
+
+$$
+\sum_{i=1}^3 N_i(\mathbf{x}) = 1
+$$
+
+
+
+ Shape Functions:
+ - Each shape function is of the form:
+ $$
+ N_i(x, y) = a_i + b_i x + c_i y, \quad i \in [1, 3],
+ $$
+ where $a_i, b_i, c_i$ are the coefficients computed using the `get_shape_functions_T3` function.
+
+ Choose a Point Inside the Element:
+ - Select a test point $\mathbf{x} = (x, y)$ inside the element.
+
+Evaluate the Shape Functions at the Test Point:
+ - For each shape function $N_i$, compute its value at the test point:
+ $$
+N_i(\mathbf{x}) = a_i + b_i x + c_i y.
+$$
+
+ **Compute the Sum of Shape Functions**:
+ - Add the values of all shape functions at the test point:
+ $$\text{Sum} = \sum_{i=1}^3 N_i(\mathbf{x}).$$
+
+ **Assert the Partition of Unity**:
+ - Check if the sum equals $1$:
+$$
+\text{Assert: } \sum_{i=1}^3 N_i(\mathbf{x}) = 1.
+$$
+
+
## General Comments on the Assignment [optional]
_Use this space to let us know if you encountered any issues completing this assignment (but please keep it short!). For example, if you encountered an error that could not be fixed in yout Python code, or perhaps there was a problem submitting something via GitLab. You can also let us know if the instructions were unclear. You can delete this section if you don't use it._
--
GitLab
From 26a4cf5717eae2dfca6703b7bddbc274317bfa46 Mon Sep 17 00:00:00 2001
From: Frans van der Meer <f.p.vandermeer@tudelft.nl>
Date: Thu, 21 Nov 2024 20:16:06 +0100
Subject: [PATCH 03/10] Clean up derivation
---
content/GA_2_2/Report_solution.md | 28 ++++++++++++++--------------
1 file changed, 14 insertions(+), 14 deletions(-)
diff --git a/content/GA_2_2/Report_solution.md b/content/GA_2_2/Report_solution.md
index 05dbffab..0a618365 100644
--- a/content/GA_2_2/Report_solution.md
+++ b/content/GA_2_2/Report_solution.md
@@ -34,49 +34,49 @@ $$
\frac{\partial u}{\partial t} = \nu \nabla^{2} u + q
$$
-1. integrate and introduce weight functions
+1. Integrate and introduce weight functions
$$
\int_{\Omega} w \frac{\partial u}{\partial t} d\Omega = \int_{\Omega} w \nu \nabla^2 u d\Omega + \int_{\Omega} wq d\Omega
$$
-2. Integration by parts: changing the second derivative, changing sign and introducing boundary condition
+2. Integration by parts: changing the second derivative, changing sign and introducing boundary condition (not necessary for the term with time-derivative)
$$
\int_{\Omega} w \frac{\partial u}{\partial t} d\Omega = - \int_{\Omega} \nu \nabla w \cdot \nabla u d\Omega + \int_{\Gamma} w \mu \nabla u \cdot \bar{n} d\Gamma + \int_{\Omega} w q d\Omega
$$
-3. substitute boundary condition (w= 0 on $\Gamma_D$ and $\mu \nabla u \cdot \mathbf{n}$ on $\Gamma_N$):
+3. Substitute boundary condition (w= 0 on $\Gamma_D$ and $\mu \nabla u \cdot \mathbf{n}$ on $\Gamma_N$) (not necessary for the term with time-derivative):
$$\int_{\Omega} w \frac{\partial u}{\partial t} d\Omega + \int_{\Omega} \nu \nabla w \cdot \nabla u d\Omega = \int_{\Gamma N} w h d\Gamma_N + \int_{\Omega} w q d\Omega$$
-4. discretization:
+4. Discretization:
$$
-u^h = N\mathbf{u}
+u^h = \mathbf{N}\mathbf{u}
$$
-$$w^h = N\mathbf{w}$$
+$$w^h = \mathbf{N}\mathbf{w}$$
-$$\nabla u^h = B\mathbf{u}$$
-$$\nabla w^h = B\mathbf{w}$$
+$$\nabla u^h = \mathbf{B}\mathbf{u}$$
+$$\nabla w^h = \mathbf{B}\mathbf{w}$$
-5. Substitute and take $\mathbf{u,w}$ out of the integral as they don't depend on x and y
+5. Substitute and take $\mathbf{u,w}$ out of the integral as they don't depend on $x$ and $y$
$$
-\mathbf{w^T} \int_{\Omega} N^T N d\Omega \frac{\partial u}{\partial t} + \mathbf{w^T} \int_{\Omega} \nu B^T B d\Omega \mathbf{u} = \mathbf{w^T} \int_{\Gamma N} N^T h d\Gamma_N + w^T \int_{\Omega} N^T q d\Omega
+\mathbf{w^T} \int_{\Omega} N^T N d\Omega \frac{\partial \mathbf{u}}{\partial t} + \mathbf{w^T} \int_{\Omega} \nu B^T B d\Omega \mathbf{u} = \mathbf{w^T} \int_{\Gamma N} N^T h d\Gamma_N + w^T \int_{\Omega} N^T q d\Omega
$$
-6. "Devide" by $w^T$
+6. Eliminate $w^T$
-$$ \int_{\Omega} N^T N d\Omega \frac{\partial u}{\partial t}+ \int_{\Omega} \nu B^T B d\Omega \mathbf{u} = \int_{\Gamma N} N^T h d\Gamma_N + \int_{\Omega} N^T q d\Omega
+$$ \int_{\Omega} N^T N d\Omega \frac{\partial \mathbf{u}}{\partial t}+ \int_{\Omega} \nu B^T B d\Omega \mathbf{u} = \int_{\Gamma N} N^T h d\Gamma_N + \int_{\Omega} N^T q d\Omega
$$
7. write as a system of equations:
$$
-M \frac{\partial u}{\partial t} + \mathbf{K u} = \mathbf{q}$$
+\mathbf{M} \frac{\partial \mathbf{u}}{\partial t} + \mathbf{K u} = \mathbf{q}$$
$$ \mathbf{M \dot{u}} + \mathbf{K u}Â =Â \mathbf{q}$$
@@ -293,4 +293,4 @@ _Use this space to let us know if you encountered any issues completing this ass
**End of file.**
<span style="font-size: 75%">
-© Copyright 2024 <a rel="MUDE" href="http://mude.citg.tudelft.nl/">MUDE</a>, TU Delft. This work is licensed under a <a rel="license" href="http://creativecommons.org/licenses/by/4.0/">CC BY 4.0 License</a>.
\ No newline at end of file
+© Copyright 2024 <a rel="MUDE" href="http://mude.citg.tudelft.nl/">MUDE</a>, TU Delft. This work is licensed under a <a rel="license" href="http://creativecommons.org/licenses/by/4.0/">CC BY 4.0 License</a>.
--
GitLab
From e7abaaf914290548f7a38821bc30137a3a34f33e Mon Sep 17 00:00:00 2001
From: Frans van der Meer <f.p.vandermeer@tudelft.nl>
Date: Thu, 21 Nov 2024 20:24:12 +0100
Subject: [PATCH 04/10] More tweaks to solution
---
content/GA_2_2/Report_solution.md | 54 ++++++-------------------------
1 file changed, 10 insertions(+), 44 deletions(-)
diff --git a/content/GA_2_2/Report_solution.md b/content/GA_2_2/Report_solution.md
index 0a618365..ea47a8bc 100644
--- a/content/GA_2_2/Report_solution.md
+++ b/content/GA_2_2/Report_solution.md
@@ -104,35 +104,27 @@ The input values are:
- $\nu = 1$,
- $q = 15$,
-- $T_{\text{initial}} = 30$,
-- $\Delta t = 0.005$,
-- $n_t = 500$.
Boundary conditions:
-Dirichlet boundary conditions: $u=10$ on the bottom left edge
-Homogeneous Neumann boundary conditions: $\nabla u\cdot\mathbf{n}=0$.
-
-Mathematical Description
-$$
-\frac{\partial u}{\partial t} = \Delta u + 15, \quad \in \Omega,
-$$
-
+Dirichlet boundary conditions: $u=10$ on the bottom right edge
$$
u(x, y, t) = 10, \quad \text{on } \Gamma_D,
$$
+Homogeneous Neumann boundary conditions on remainder of the bondary
$$
\nabla u \cdot \mathbf{n} = 0, \quad \text{on } \Gamma_N,
$$
+Initial conditions:
$$
u(x, y, 0) = 30, \quad \in \Omega.
$$
2. Which boundary condition does this observation relate to?
-- The neumman boundary
+- The homogeneous Neumman boundary condition
**Question 3: Integration scheme**
@@ -147,7 +139,7 @@ $$
1.
- 3 integration points
-- location At the midpoints of the triangle nodes
+- location at the midpoints of the triangle edges
in the code:
integration_locations = [(n1 + n2) / 2, (n2 + n3) / 2, (n3 + n1) / 2]
@@ -158,8 +150,6 @@ $$ \mathbf{M} = \int_{\Omega} \mathbf{N}^T \mathbf{N} \,d \Omega$$
$$ \mathbf{K} = \int_{\Omega} \mathbf{B}^T \nu \mathbf{B} \,d \Omega$$
-The shape functions $N_i$ for a triangular element are linear functions:
-
$$
N_i = a_i + b_i x + c_i y, \quad i \in [1, 3],
$$
@@ -175,35 +165,10 @@ $$
The derivatives $b_i$ and $c_i$ are constants because $N_i$ is linear, and the derivative removes the dependence on $x$ and $y$.
-
-The $\mathbf{B}$-matrix contains the derivatives of the shape functions:
-
-$$
-\mathbf{B} =
-\begin{pmatrix}
-\frac{\partial N_1}{\partial x} & \frac{\partial N_2}{\partial x} & \frac{\partial N_3}{\partial x} \\
-\frac{\partial N_1}{\partial y} & \frac{\partial N_2}{\partial y} & \frac{\partial N_3}{\partial y}
-\end{pmatrix}.
-$$
-
-Substituting the constant derivatives:
-
-$$
-\mathbf{B} =
-\begin{pmatrix}
-b_1 & b_2 & b_3 \\
-c_1 & c_2 & c_3
-\end{pmatrix}.
-$$
-
-
-
-
-The values $b_i$ and $c_i$ are constants determined by the geometry of the triangle. Therefore, the $\mathbf{B}$-matrix is constant within a single element and does not vary with $x$ or $y$. This simplifies the computation of the stiffness matrix $\mathbf{K}_e$ because $\mathbf{B}^T \nu \mathbf{B}$ remains constant and only needs to be multiplied by the area of the triangle.
+The $\mathbf{B}$-matrix is therefore constant within a single element and does not vary with $x$ or $y$. This simplifies the computation of the stiffness matrix $\mathbf{K}_e$ because $\mathbf{B}^T \nu \mathbf{B}$ remains constant and only needs to be multiplied by the area of the triangle.
**Question 4: Shape functions**
-
Investigate the shape functions for the element with index 10 in the mesh. Use the `get_shape_functions_T3` function defined in the notebook to find expressions for the shape functions in that element and check that they satisfy the shape function properties.
- What are the coordinates of the nodes of element 10?
@@ -231,11 +196,12 @@ To find indices of the three nodes use connectivity[10]
use the indices to get the coordinates from the nodes:
Node indices of element 10: [132 256 257]
-Coordinates of the nodes of element 10: [[0.20846317 0.9231442 0. ]
+Coordinates of the nodes of element 10:
+[[0.20846317 0.9231442 0. ]
[0.17655435 0.9593241 0. ]
[0.15351043 0.91631447 0. ]]
- 2. shape functions
+2. shape functions
The get_shape_functions_T3 outputs the cooefcietns for each shape function in the form:
@@ -245,7 +211,7 @@ Coordinates of the nodes of element 10: [[0.20846317 0.9231442 0. ]
These coeffients are stored in an array coeffs
Thes coeffients define the shape functions
- Shape function N_1(x, y) = 6.57856187723133 + 19.49565546710987 * x + -10.44548414598946 * y
+Shape function N_1(x, y) = 6.57856187723133 + 19.49565546710987 * x + -10.44548414598946 * y
Shape function N_2(x, y) = -22.349512454627504 + -3.0958196475143356 * x + 24.909301124585856 * y
Shape function N_3(x, y) = 16.770950577396174 + -16.399835819595534 * x + -14.463816978596396 * y
--
GitLab
From 8f6f1a373eaa5463f7db445ac42d032a3a3019db Mon Sep 17 00:00:00 2001
From: Frans van der Meer <f.p.vandermeer@tudelft.nl>
Date: Thu, 21 Nov 2024 20:33:52 +0100
Subject: [PATCH 05/10] Add some mathbfs
---
content/GA_2_2/Report_solution.md | 8 ++++----
1 file changed, 4 insertions(+), 4 deletions(-)
diff --git a/content/GA_2_2/Report_solution.md b/content/GA_2_2/Report_solution.md
index ea47a8bc..79aed4c8 100644
--- a/content/GA_2_2/Report_solution.md
+++ b/content/GA_2_2/Report_solution.md
@@ -64,12 +64,12 @@ $$\nabla w^h = \mathbf{B}\mathbf{w}$$
5. Substitute and take $\mathbf{u,w}$ out of the integral as they don't depend on $x$ and $y$
$$
-\mathbf{w^T} \int_{\Omega} N^T N d\Omega \frac{\partial \mathbf{u}}{\partial t} + \mathbf{w^T} \int_{\Omega} \nu B^T B d\Omega \mathbf{u} = \mathbf{w^T} \int_{\Gamma N} N^T h d\Gamma_N + w^T \int_{\Omega} N^T q d\Omega
+\mathbf{w^T} \int_{\Omega} \mathbf{N}^T \mathbf{N} d\Omega \frac{\partial \mathbf{u}}{\partial t} + \mathbf{w^T} \int_{\Omega} \nu \mathbf{B}^T \mathbf{B} d\Omega \mathbf{u} = \mathbf{w^T} \int_{\Gamma \mathbf{N}} \mathbf{N}^T h d\Gamma_\mathbf{N} + \mathbf{w}^T \int_{\Omega} \mathbf{N}^T q d\Omega
$$
-6. Eliminate $w^T$
+6. Eliminate $\mathbf{w}^T$
-$$ \int_{\Omega} N^T N d\Omega \frac{\partial \mathbf{u}}{\partial t}+ \int_{\Omega} \nu B^T B d\Omega \mathbf{u} = \int_{\Gamma N} N^T h d\Gamma_N + \int_{\Omega} N^T q d\Omega
+$$ \int_{\Omega} \mathbf{N}^T \mathbf{N} d\Omega \frac{\partial \mathbf{u}}{\partial t}+ \int_{\Omega} \nu \mathbf{B}^T \mathbf{B} d\Omega \mathbf{u} = \int_{\Gamma \mathbf{N}} \mathbf{N}^T h d\Gamma_\mathbf{N} + \int_{\Omega} \mathbf{N}^T q d\Omega
$$
@@ -165,7 +165,7 @@ $$
The derivatives $b_i$ and $c_i$ are constants because $N_i$ is linear, and the derivative removes the dependence on $x$ and $y$.
-The $\mathbf{B}$-matrix is therefore constant within a single element and does not vary with $x$ or $y$. This simplifies the computation of the stiffness matrix $\mathbf{K}_e$ because $\mathbf{B}^T \nu \mathbf{B}$ remains constant and only needs to be multiplied by the area of the triangle.
+The $\mathbf{B}$-matrix is therefore constant within a single element and does not vary with $x$ or $y$. This simplifies the computation of the stiffness matrix $\mathbf{K}$ because $\mathbf{B}^T \nu \mathbf{B}$ remains constant and only needs to be multiplied by the area of the triangle.
**Question 4: Shape functions**
--
GitLab
From e59f647903fb841da6692ffb114699c0a1e8580f Mon Sep 17 00:00:00 2001
From: Isabel Slingerland <I.C.Slingerland-1@student.tudelft.nl>
Date: Thu, 21 Nov 2024 22:18:28 +0100
Subject: [PATCH 06/10] Cleaned Solutions
---
content/GA_2_2/Report_draft_solution.md | 296 ------------------------
content/GA_2_2/Report_solution.md | 116 +++++++---
content/GA_2_2/the_big_M.ipynb | 121 +++++++++-
3 files changed, 195 insertions(+), 338 deletions(-)
delete mode 100644 content/GA_2_2/Report_draft_solution.md
diff --git a/content/GA_2_2/Report_draft_solution.md b/content/GA_2_2/Report_draft_solution.md
deleted file mode 100644
index 05dbffab..00000000
--- a/content/GA_2_2/Report_draft_solution.md
+++ /dev/null
@@ -1,296 +0,0 @@
-# GA 2.2 Report: M is for Modelling
-
-*[CEGM1000 MUDE](http://mude.citg.tudelft.nl/): Week 2.2. Due: November 22, 2024.*
-
-***Maximum score: 10 points. Every time a (1) is indicated in the solution below this is the start of (a part of) an answer that is worth 1 point***
-
-## Task 1: Run the analysis and inspect code and results to answer the following questions ##
-
-Show your work using either LaTeX equations, like this:
-
-$$
-\phi_i^{n+1} = \dots
-$$
-
-or by including an image with your (clearly written) handwriting.
-
-
-**Question 1: Derivation**
-
-Follow the steps from strong form to discretized form to derive the expression $\mathbf{M}=\int_\Omega\mathbf{N}^T\mathbf{N}\,\mathrm{d}\Omega$ in the term $\mathbf{M}\dot{\mathbf{u}}$. You will only be assessed on how you deal with the term that contains the time derivative. The other terms exactly following the recipe outlined for the [Poisson equation in 2D](https://mude.citg.tudelft.nl/2024/book/fem/poisson2d.html) in the book.
-
-
-
-
-**solution**
-
-Time dependent 2D Poisson equation:
-
-$$
-\frac{\partial u}{\partial t} = \nu \left(\frac{\partial^{2} u}{{\partial x}^{2}} + \frac{\partial^{2} u}{{\partial y}^{2}}\right) + q
-$$
-
-$$
-\frac{\partial u}{\partial t} = \nu \nabla^{2} u + q
-$$
-
-1. integrate and introduce weight functions
-
-$$
-\int_{\Omega} w \frac{\partial u}{\partial t} d\Omega = \int_{\Omega} w \nu \nabla^2 u d\Omega + \int_{\Omega} wq d\Omega
-$$
-
-2. Integration by parts: changing the second derivative, changing sign and introducing boundary condition
-
-$$
-\int_{\Omega} w \frac{\partial u}{\partial t} d\Omega = - \int_{\Omega} \nu \nabla w \cdot \nabla u d\Omega + \int_{\Gamma} w \mu \nabla u \cdot \bar{n} d\Gamma + \int_{\Omega} w q d\Omega
-$$
-
-3. substitute boundary condition (w= 0 on $\Gamma_D$ and $\mu \nabla u \cdot \mathbf{n}$ on $\Gamma_N$):
-
-$$\int_{\Omega} w \frac{\partial u}{\partial t} d\Omega + \int_{\Omega} \nu \nabla w \cdot \nabla u d\Omega = \int_{\Gamma N} w h d\Gamma_N + \int_{\Omega} w q d\Omega$$
-
-4. discretization:
-
-$$
-u^h = N\mathbf{u}
-$$
-$$w^h = N\mathbf{w}$$
-
-
-$$\nabla u^h = B\mathbf{u}$$
-$$\nabla w^h = B\mathbf{w}$$
-
-5. Substitute and take $\mathbf{u,w}$ out of the integral as they don't depend on x and y
-
-$$
-\mathbf{w^T} \int_{\Omega} N^T N d\Omega \frac{\partial u}{\partial t} + \mathbf{w^T} \int_{\Omega} \nu B^T B d\Omega \mathbf{u} = \mathbf{w^T} \int_{\Gamma N} N^T h d\Gamma_N + w^T \int_{\Omega} N^T q d\Omega
-$$
-
-6. "Devide" by $w^T$
-
-$$ \int_{\Omega} N^T N d\Omega \frac{\partial u}{\partial t}+ \int_{\Omega} \nu B^T B d\Omega \mathbf{u} = \int_{\Gamma N} N^T h d\Gamma_N + \int_{\Omega} N^T q d\Omega
-$$
-
-
-7. write as a system of equations:
-
-$$
-M \frac{\partial u}{\partial t} + \mathbf{K u} = \mathbf{q}$$
-
-$$ \mathbf{M \dot{u}} + \mathbf{K u}Â =Â \mathbf{q}$$
-
-
-**Question 2: Problem definition**
-
-Investigate the code and results to find out which problem is being solved.
-
-- Give a mathematical description of the problem in terms of governing equation and boundary conditions. Be as specific as possible, indicating the values that are used as input to the calculation.
-
-- In the final visualization contour lines are visible, connecting points that have the same temperature. As the solution evolves, these contour lines remain approximately perpendicular to the boundary. Which boundary condition does this observation relate to?
-
-**solution**
-
-1. Governing equations and boundary conditions:
-
-
-The governing equation is:
-
-$$
-\frac{\partial u}{\partial t} = \nu \Delta u + q,
-$$
-
-The input values are:
-
-- $\nu = 1$,
-- $q = 15$,
-- $T_{\text{initial}} = 30$,
-- $\Delta t = 0.005$,
-- $n_t = 500$.
-
-Boundary conditions:
-
-Dirichlet boundary conditions: $u=10$ on the bottom left edge
-Homogeneous Neumann boundary conditions: $\nabla u\cdot\mathbf{n}=0$.
-
-Mathematical Description
-$$
-\frac{\partial u}{\partial t} = \Delta u + 15, \quad \in \Omega,
-$$
-
-$$
-u(x, y, t) = 10, \quad \text{on } \Gamma_D,
-$$
-
-$$
-\nabla u \cdot \mathbf{n} = 0, \quad \text{on } \Gamma_N,
-$$
-
-$$
-u(x, y, 0) = 30, \quad \in \Omega.
-$$
-
-2. Which boundary condition does this observation relate to?
-
-- The neumman boundary
-
-**Question 3: Integration scheme**
-
-- In the `get_element_M` function, how many integration points are used and where in the triangles are they positioned?
-
-- In the `get_element_K` a simpler implementation is used. What is the essential difference between $\mathbf{K}_e$ and $\mathbf{M}_e$ that is the reason why this simpler implementation is valid for $\mathbf{K}_e$? (The subscript $_e$ is used to indicate the contribution to the matrix from a single element, or the *element matrix*).
-
-
-
-
-**solution**
-
-1.
-- 3 integration points
-- location At the midpoints of the triangle nodes
-in the code:
-integration_locations = [(n1 + n2) / 2, (n2 + n3) / 2, (n3 + n1) / 2]
-
-2.
-
-$$ \mathbf{M} = \int_{\Omega} \mathbf{N}^T \mathbf{N} \,d \Omega$$
-
-$$ \mathbf{K} = \int_{\Omega} \mathbf{B}^T \nu \mathbf{B} \,d \Omega$$
-
-
-The shape functions $N_i$ for a triangular element are linear functions:
-
-$$
-N_i = a_i + b_i x + c_i y, \quad i \in [1, 3],
-$$
-
-where $a_i, b_i, c_i$ are constants determined by the geometry of the triangle. The shape functions $N_i$ vary linearly across the element because they depend on $x$ and $y$.
-
-
-Taking the derivative of $N_i$ with respect to $x$ and $y$ gives:
-
-$$
-\frac{\partial N_i}{\partial x} = b_i, \quad \frac{\partial N_i}{\partial y} = c_i.
-$$
-
-The derivatives $b_i$ and $c_i$ are constants because $N_i$ is linear, and the derivative removes the dependence on $x$ and $y$.
-
-
-The $\mathbf{B}$-matrix contains the derivatives of the shape functions:
-
-$$
-\mathbf{B} =
-\begin{pmatrix}
-\frac{\partial N_1}{\partial x} & \frac{\partial N_2}{\partial x} & \frac{\partial N_3}{\partial x} \\
-\frac{\partial N_1}{\partial y} & \frac{\partial N_2}{\partial y} & \frac{\partial N_3}{\partial y}
-\end{pmatrix}.
-$$
-
-Substituting the constant derivatives:
-
-$$
-\mathbf{B} =
-\begin{pmatrix}
-b_1 & b_2 & b_3 \\
-c_1 & c_2 & c_3
-\end{pmatrix}.
-$$
-
-
-
-
-The values $b_i$ and $c_i$ are constants determined by the geometry of the triangle. Therefore, the $\mathbf{B}$-matrix is constant within a single element and does not vary with $x$ or $y$. This simplifies the computation of the stiffness matrix $\mathbf{K}_e$ because $\mathbf{B}^T \nu \mathbf{B}$ remains constant and only needs to be multiplied by the area of the triangle.
-
-
-**Question 4: Shape functions**
-
-Investigate the shape functions for the element with index 10 in the mesh. Use the `get_shape_functions_T3` function defined in the notebook to find expressions for the shape functions in that element and check that they satisfy the shape function properties.
-
-- What are the coordinates of the nodes of element 10?
-
-- What are the shape functions of the element?
-
-- Assert that the shape functions satisfy the partition of unity property:
-
-$$
-\sum_i N_i(\mathbf{x}) = 1
-$$
-
-- Assert for one of the shape functions that it satisfies the Kronecker delta property
-
-$$
-N_i(\mathbf{x}_j) = \begin{cases}
- 1, & i = j \\
- 0, & i\neq j
-\end{cases}
-$$
-
-**solution**
-1.
-To find indices of the three nodes use connectivity[10]
-use the indices to get the coordinates from the nodes:
-
-Node indices of element 10: [132 256 257]
-Coordinates of the nodes of element 10: [[0.20846317 0.9231442 0. ]
- [0.17655435 0.9593241 0. ]
- [0.15351043 0.91631447 0. ]]
-
- 2. shape functions
-
- The get_shape_functions_T3 outputs the cooefcietns for each shape function in the form:
-
- $$
- N_i = a_i +b_i x+ c_iy
- $$
- These coeffients are stored in an array coeffs
- Thes coeffients define the shape functions
-
- Shape function N_1(x, y) = 6.57856187723133 + 19.49565546710987 * x + -10.44548414598946 * y
-Shape function N_2(x, y) = -22.349512454627504 + -3.0958196475143356 * x + 24.909301124585856 * y
-Shape function N_3(x, y) = 16.770950577396174 + -16.399835819595534 * x + -14.463816978596396 * y
-
-
-
-3. The partition of unity property for the shape functions is defined as:
-
-$$
-\sum_{i=1}^3 N_i(\mathbf{x}) = 1
-$$
-
-
-
- Shape Functions:
- - Each shape function is of the form:
- $$
- N_i(x, y) = a_i + b_i x + c_i y, \quad i \in [1, 3],
- $$
- where $a_i, b_i, c_i$ are the coefficients computed using the `get_shape_functions_T3` function.
-
- Choose a Point Inside the Element:
- - Select a test point $\mathbf{x} = (x, y)$ inside the element.
-
-Evaluate the Shape Functions at the Test Point:
- - For each shape function $N_i$, compute its value at the test point:
- $$
-N_i(\mathbf{x}) = a_i + b_i x + c_i y.
-$$
-
- **Compute the Sum of Shape Functions**:
- - Add the values of all shape functions at the test point:
- $$\text{Sum} = \sum_{i=1}^3 N_i(\mathbf{x}).$$
-
- **Assert the Partition of Unity**:
- - Check if the sum equals $1$:
-$$
-\text{Assert: } \sum_{i=1}^3 N_i(\mathbf{x}) = 1.
-$$
-
-
-## General Comments on the Assignment [optional]
-
-_Use this space to let us know if you encountered any issues completing this assignment (but please keep it short!). For example, if you encountered an error that could not be fixed in yout Python code, or perhaps there was a problem submitting something via GitLab. You can also let us know if the instructions were unclear. You can delete this section if you don't use it._
-
-**End of file.**
-
-<span style="font-size: 75%">
-© Copyright 2024 <a rel="MUDE" href="http://mude.citg.tudelft.nl/">MUDE</a>, TU Delft. This work is licensed under a <a rel="license" href="http://creativecommons.org/licenses/by/4.0/">CC BY 4.0 License</a>.
\ No newline at end of file
diff --git a/content/GA_2_2/Report_solution.md b/content/GA_2_2/Report_solution.md
index 79aed4c8..484b6c1c 100644
--- a/content/GA_2_2/Report_solution.md
+++ b/content/GA_2_2/Report_solution.md
@@ -171,17 +171,17 @@ The $\mathbf{B}$-matrix is therefore constant within a single element and does n
**Question 4: Shape functions**
Investigate the shape functions for the element with index 10 in the mesh. Use the `get_shape_functions_T3` function defined in the notebook to find expressions for the shape functions in that element and check that they satisfy the shape function properties.
-- What are the coordinates of the nodes of element 10?
+1. What are the coordinates of the nodes of element 10?
-- What are the shape functions of the element?
+2. What are the shape functions of the element?
-- Assert that the shape functions satisfy the partition of unity property:
+3. Assert that the shape functions satisfy the partition of unity property:
$$
\sum_i N_i(\mathbf{x}) = 1
$$
-- Assert for one of the shape functions that it satisfies the Kronecker delta property
+4. Assert for one of the shape functions that it satisfies the Kronecker delta property
$$
N_i(\mathbf{x}_j) = \begin{cases}
@@ -191,41 +191,53 @@ N_i(\mathbf{x}_j) = \begin{cases}
$$
**solution**
-1.
-To find indices of the three nodes use connectivity[10]
-use the indices to get the coordinates from the nodes:
-Node indices of element 10: [132 256 257]
+*1. Find coordinates of element 10*
+
+- `nodes, connectivity = readGmsh('bigM.msh')`
+
+`nodes` is an array of the coordinates of the nodes.
+
+`connectivity` is an array of the nodes belonging to each element.
+
+
+Node indices of element 10: [ 55, 56, 265]
+
Coordinates of the nodes of element 10:
-[[0.20846317 0.9231442 0. ]
- [0.17655435 0.9593241 0. ]
- [0.15351043 0.91631447 0. ]]
+| $N_i$ | x | y | z |
+|------------|--------------|--------------|--------------|
+| 1 | 0.1 | 1.0 | 0.0 |
+| 2 | 0.05 | 1.0 | 0.0 |
+| 3 | 0.07628505 | 0.94825032 | 0.0 |
-2. shape functions
+*2. shape functions*
- The get_shape_functions_T3 outputs the cooefcietns for each shape function in the form:
+ The `get_shape_functions_T3` outputs the coefficients for each shape function in the form:
$$
N_i = a_i +b_i x+ c_iy
$$
- These coeffients are stored in an array coeffs
- Thes coeffients define the shape functions
-Shape function N_1(x, y) = 6.57856187723133 + 19.49565546710987 * x + -10.44548414598946 * y
-Shape function N_2(x, y) = -22.349512454627504 + -3.0958196475143356 * x + 24.909301124585856 * y
-Shape function N_3(x, y) = 16.770950577396174 + -16.399835819595534 * x + -14.463816978596396 * y
+ These coeffients are stored in an 3x3 mtrix coeffs
+ These coeffients define the shape functions
+
+For the 3 nodes of element 10 we get the following coeffients:
+| Node | $a_i$ | $b_i$ | $c_i$ |
+|------------|--------------|--------------|--------------|
+| 1 | -11.15853885 | 20.0 | 10.15853885 |
+| 2 | -7.16525352 | -20.0 | 9.16525352 |
+| 3 | 19.32379237 | 0.0 | -19.32379237 |
-3. The partition of unity property for the shape functions is defined as:
+
+
+*3. Assert that the shape functions satisfy the partition of unity property*:
$$
\sum_{i=1}^3 N_i(\mathbf{x}) = 1
$$
-
-
- Shape Functions:
- Each shape function is of the form:
$$
N_i(x, y) = a_i + b_i x + c_i y, \quad i \in [1, 3],
@@ -233,25 +245,69 @@ $$
where $a_i, b_i, c_i$ are the coefficients computed using the `get_shape_functions_T3` function.
Choose a Point Inside the Element:
- - Select a test point $\mathbf{x} = (x, y)$ inside the element.
+ - for example centroid $\frac{N_1 +N_2+N_3}{3}$
-Evaluate the Shape Functions at the Test Point:
- - For each shape function $N_i$, compute its value at the test point:
- $$
-N_i(\mathbf{x}) = a_i + b_i x + c_i y.
-$$
+Evaluate the Shape Functions at the this Point.
+ - For each shape function $N_i$, compute its value at the test point
- **Compute the Sum of Shape Functions**:
+ Compute the Sum of Shape Functions:
- Add the values of all shape functions at the test point:
$$\text{Sum} = \sum_{i=1}^3 N_i(\mathbf{x}).$$
- **Assert the Partition of Unity**:
+` sum(coeff[0] + coeff[1] * centroid[0] + coeff[2] * centroid[1] for coeff in coeffs)`
+
+
+ Assert the Partition of Unity:
- Check if the sum equals $1$:
$$
\text{Assert: } \sum_{i=1}^3 N_i(\mathbf{x}) = 1.
$$
+```python
+# Get the coordinates of the nodes for element 10
+element_nodes = nodes[connectivity[9]]
+
+# Compute the shape function coefficients for element 10
+coeffs = get_shape_functions_T3(element_nodes[0], element_nodes[1], element_nodes[2])
+
+# Compute the centroid of the element
+centroid = element_nodes.mean(axis=0)
+
+# Evaluate the sum of the shape functions at the centroid
+partition_of_unity = sum(
+ coeff[0] + coeff[1] * centroid[0] + coeff[2] * centroid[1] for coeff in coeffs
+)
+
+# Print the result
+print(f"Sum of shape functions at the centroid: {partition_of_unity}")
+assert abs(partition_of_unity-1)< 1e-5,, "Partition of unity property not satisfied!"
+```
+
+*4. Assert for one of the shape functions that it satisfies the Kronecker delta property*
+
+For each shape function $N_i(x, y,z)$, calculate its value at the coordinates of each node $(x_j, y_j, z_j)$ then check if the shapefuction = 1
+
+```python
+# Extract coordinates of the nodes for element 10
+element_coords = nodes[connectivity[9]]
+
+# Compute shape function coefficients for element 10
+coeffs = get_shape_functions_T3(element_coords[0], element_coords[1], element_coords[2])
+
+# Verify Kronecker delta property
+for i in range(3):
+ for j in range(3):
+ x, y, z = element_coords[j]
+ N_i_at_xj = coeffs[i][0] + coeffs[i][1] * x + coefffs[i][2] * y
+ expected = 1.0 if i == j else 0.0
+ print(f"N_{i+1}(x_{j+1}) = {N_i_at_xj}, Expected = {expected}")
+ assert np.isclose(N_i_at_xj, expected), f"Kronecker delta property failed for N_{i+1} at node {j+1}"
+
+```
+
+
+
## General Comments on the Assignment [optional]
_Use this space to let us know if you encountered any issues completing this assignment (but please keep it short!). For example, if you encountered an error that could not be fixed in yout Python code, or perhaps there was a problem submitting something via GitLab. You can also let us know if the instructions were unclear. You can delete this section if you don't use it._
diff --git a/content/GA_2_2/the_big_M.ipynb b/content/GA_2_2/the_big_M.ipynb
index 98459874..3eeaf89d 100644
--- a/content/GA_2_2/the_big_M.ipynb
+++ b/content/GA_2_2/the_big_M.ipynb
@@ -124,12 +124,23 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 1,
"id": "homeless-remove",
"metadata": {
"tags": []
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
@@ -170,7 +181,7 @@
" plt.axis('off')\n",
"\n",
"nodes, connectivity = readGmsh('bigM.msh')\n",
- "plotMesh(nodes, connectivity)"
+ "plotMesh(nodes, connectivity)\n"
]
},
{
@@ -183,7 +194,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 2,
"id": "f9b1e627-e9cc-40ee-9386-477a87d9dcf7",
"metadata": {
"tags": []
@@ -309,7 +320,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 3,
"id": "bb2b843c-5679-478f-8891-a73826414710",
"metadata": {
"tags": []
@@ -393,12 +404,38 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 4,
"id": "a9fb125f-5929-40a1-96c7-9d74ad63502d",
"metadata": {
"tags": []
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "468227765c824739a51ff4788e32466d",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "image/png": 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11GqEBCBBLAPl3n6LKfZfSATw7t27OH36NLZu3YqDBw8uWAioCGA1AbOcKeDFYBgGuru70d3dDdM0MTk5iR07dmhBODo6ilQqlRCEqVRqRfexVhS1VTQShED1sXUkCAkFY03WAC7hvT03N4c/+qM/wne+8x289NJLFc+r2mCiPSABSBAtppq332K+TOsJsTAMce7cOdy5cwdHjhxZ9Jdpo9RzO8IY00IPkB6EypT6xo0bOHPmDLLZbEIQLrcH4XILwHJqCUJVWqCeJ0FIKFpVAzgzM5N4PJVK1fzB9clPfhIf+tCH8IEPfKCqAHzttdewceNG9PT04Pnnn8eXvvSllk48IhYHCUCCaCGcc3iet+ioX5xaKeC5uTkMDw/DMAwMDg4im80uet2NDJ/bIQLYCMuy0N/fj/7+fgCA7/vag/DKlSs4ffo0Ojo6Eh6Eygex1Tws0VxNEKpyA9/3ce/ePWSzWfT19VV0GRPEYtixY0fi/7/whS/g+PHjFcv98Ic/xDvvvIO33nqr6npefPFF/N7v/R527dqFK1eu4C//8i/xG7/xG3j77bdXPIJPSEgAEkQLUClf1eXbjL9bPE2r1nHr1i2cOXMGO3fuxP79+5cc2aknANslBbxYbNvGhg0bsGHDBgDSlFp1GF+4cAHFYjFhSq1Sy83QbudJ1QcqHjx4gL6+PnR2dlaNEMa7jIm1SatsYG7cuIGuri79eDWxduPGDXzqU5/Cq6++WnNG+O///u/rfx85cgTPPPMMdu3ahX/5l3/BRz7ykSXvJ7F0SAASRJMsxNtvMcRFWhiGOHv2LMbGxvDud79bi5xWrLvWc6sdx3GwadMmbNq0CYD0IFQRwrNnz8LzvIQHYVdX16IF9UqngBeLmimtIp/xCKEShIZhVDSVtOvxEIunVSngrq6uhACsxttvv42xsTE8/fTT+rEwDPHTn/4U3/jGN+C6bsWPri1btmDXrl24cOHCkveRaA4SgASxRBbj7bcYjFjtzalTp+A4Dn7lV36l5i/rxRAXgNX2td0iW61AeRBu2bIFQoiEKfXNmzfBOa8wpV5Mw047Un594xFCdY2rCcLyGsJ2PT6ivXj/+9+PU6dOJR770z/9Uxw8eBCf/exnq0bcx8fHcePGDWzZsmWldpMogwQgQSyB+Dg3oHIUWCt46623sHv3buzbt6/lxfzVBOBqTQEvBsYYstksstkstm3bBiEE5ufntSC8evUqGGMJU+pcLldxrtr9PKkyhGrE5xirZYFS/WqtsXUkCFcXzGhumgdbxFdOZ2cnjhw5kngsl8uhv78fR44cwdzcHI4fP47f/d3fxZYtW3D16lV87nOfw8DAAH7nd35nyftINAcJQIJYJGEYolAo6JtkK8VZEAQYGRkBADz++OMtt0xYjV3AywljDB0dHejo6MCOHTvAOcfc3BwmJycxPj6OS5cuwTTNCg/C1ZACXmwUs5Yg9DwPQHXbmXY9fqK9RsGZpolTp07h+9//PqamprBlyxb8+q//Ov7+7/++6shKYmUgAUgQC0TV5Lmui5/85Cf49V//9ZZ2l05PT2N4eFibHCvbk1ZSLwW8HiKAjTAMQ9c87dq1C5xzzMzMYHJyEvfu3cP58+fhOA66u7sBAK7rPnRT6mrUiwA2opogVH+u65IgJBbEa6+9pv+dyWTwr//6rw9vZ4iqkAAkiAUQ9/ZrZKWylHVfv34d58+fx969e7Fnzx68+uqryzL6ay3YwKwkhmGgp6cHPT092LNnD8IwxPT0NO7fvw8AePPNN5FOpxMRwnaYbrCYCGAj4uUNpmlWCMJ4yti2bS0Im22GIprEMORfM68n1jQkAAmiAeXefurG1gqB5vs+Tp06hZmZGTzzzDM66rdc0bj10AW8nJimib6+PmQyGdy6dQu/+qu/qjuMr127hpGREeRyuYQH4XKbUlejmQhgI+oJwmKxqJchQfhwabYuma7V2ocEIEHUoJ63n2EYTQvAqakpDA0NobOzE4ODg4nI0XKmY+Prjm+DUsALR6XQLcvCwMAABgYGAEgPQiUIL126hHw+n/Ag7OnpadqDcCG0MgLYiIUKQmVLQ4JwZWiVDQyxdiEBSBBVaDTOrda0joWu+8qVK7h06RL279+PXbt2Va3HW44UsFp3rXnAJAAXTjXx4jgONm7cqMdbua6rO4zPnTsHz/PQ1dWVMKVejkjdckYAG1FLEHLOtSCcnp5GOp1Gd3c3CUKCeEiQACSIMlTUr944t6UKNM/zcPLkSczPz+M973kPenp6qi7XjMBsRK1IH918F85Cr00qlcLmzZuxefNmHRFTgvD27dsIgkB7EPb19aGjo6Mlwq2Wz+PDoJogvHXrFnp7e5FOp1EsFnVpBUUIW0c7dQET7QkJQIKIKPf2q3cDWkoKeGJiAsPDw+jp6cHg4GDd2rDlTscKITA+Po58Po/+/n6k02lKAS+CpQgsxpg2pd66dSuEEMjn81oQXr9+HUIInSru7e1FR0fHkkTQSqaAF4v68aTEnooQhmGou+zjNYTxOcbtekxtCWuyCWQxRoDEqoQEIEGgNBVBibpGN5vFCEAhBC5duoQrV67gwIED2LFjR8Mb2XKmgAHgypUruHfvHrLZLM6fP490Oq07XPv6+h5K48Jqo1kxwhhDLpdDLpfD9u3bIYTQHoSTk5O4cuWK7kJWKeNsNrug7T7MFPBCUNF1oPRZU/8fF4RBEOjny2sISRASRHOQACTWNfFxbvVSvuUsVAAWi0WcPHkSxWIRR48ebThTU7Fc0bhisQjOOaampvDss8/CcRwIITA1NYVz587h/v37uHnzpm5c6OvrQ3d394o0LqwmlqtDu7OzE52dndi5cyc455idncXk5CTu37+PixcvwrKsClPqarRzBBBICsByagnCIAjg+35CEMbnGLez4H0oNJkCBqWA1zwkAIl1S6NGj3osRAA+ePAAJ0+exMDAAJ566qlFmUYvRw2g2h/GGI4cOYJcLgff93Unay6Xw+bNm9HX14fJyUlMTEzg7Nmz8H0/Uae2mFm5a5WVqLEzDAPd3d3o7u7G7t27EYahNqW+c+cORkdHkUqlEoIwlUrp9007C6J6ArAcEoRLgzEDrIk0bjOvJVYHJACJdYmK+oVhuKRi83oROs45Ll68iGvXruHQoUPYtm3bktbfqhRwPAV96NAhXLhwoebNUQhR0bhQKBQwMTGh69QAJETHQtOSa42VPub4SDpAjg2cnp7G5OQkbty4gTNnziCXy+kpJUEQIJVKreg+LpQwDJccVW4kCIHqU0rWuyAkiHJIABLrinht0WJSvuXUigAWCgUMDw8jCAIcO3YMHR0dS9rPVqWAPc/D8PAwCoWCTkFfvHhxwaPgGGPIZrPIZrO6Tm12dhYTExM6LWnbto4OqijUWqcdmmUsy0J/fz/6+/sBSFPxqakpjI+PAwB+/vOfJzwIleVKO7CYCGAjaglC3/fheZ5+ft0JQoM1l8alFPCapz2+DQhiBWgm5VtONQE4NjaGU6dOYdOmTTh06FBTdXOtSAFPTk5iaGhIdx2rm38zNjCMMT0rV6Ulq0WhlCDs6elpG9HRStrJZkVh2zY2bNiAnp4e3L59G8eOHdMp4/Pnz6NYLFYIwodV29lKAVhONUGoIv4qQlguCFWX8VqCjKCJRqy9b2aCqMJCvP0WQ1wAcs4xOjqKmzdv4vDhw9i6dWvT+9tMClgIgatXr+LixYt49NFHsXPnzsTx1osuLlZ0qtFofX192LdvH3zf112sFy9eRKFQQGdnp44OLpfx8UrTjgJQod43qVQKmzZtwqZNmwDI6LSaUnLmzBkEQaBNqVVt50pdm+UUgOWo+kBFXBBWixDGu4wJYi1DApBY08S9/crHuTWDEoD5fB5DQ0MAgMHBQeRyuabXrda/lAhgfLZwPaPphaaAF4tt24lJGMViUdcPKuPjnp4eLQiX6nPXDrTrfqtrWL5/yoNwy5YturZTifWbN2+Cc56wnFmua6ME2MOcVNJIEKp9S6VSq1YQkhE00QgSgMSahXOOIAhakvIthzGG6elpXLx4EVu3bsXBgwdbekNbihibnp7G0NAQOjo6KmYL11p3eWSw1aTTaWzdulUbH8/Pz+sOY+VzpwRHX19fTVuTdqMdagBroSxg6l3PeG3ntm3bEtdGeRAyxpal2Uedu3axFqolCN98800cOHAAPT09MAwDr732GgzDwIc//OGHuLeLgLHmzJxXmeAlFg8JQGLNEf9FryJdrRQ3yo6jWCziXe96l06xtZLFpICFELhx4wZGR0exd+9e7N27t+HNv966lgvGGDo6OtDR0YEdO3Zon7uJiQncvXsX58+fRyqV0tFB1e3ajrRzCngpJtDVrs3c3BwmJibw4MGDCg/Cnp4eZDKZJU8pAdrXpkYJQs45HMfR//7nf/5ndHV1rRoBSBFAohEkAIk1hZqmEASBHm/Wyhv13Nyc7vLdvn37sog/YOEp4CAIMDIygomJCTz99NPo6+tr+Jp6TSArGdmK+9zt2bNH25pMTEzg2rVrGBkZQSqVgmEYGB8fR09PT9tEjdpZALbCBNowDN3so9apGkru3r2L0dFROI6TiN4utPs7HpFvZ8Iw1M0hpmkin89jy5YtD3u3CKJlkAAk1gwq6nf58mWEYYjDhw+3dP23bt3CmTNnsHPnTgRBsKxiZCFibG5uDidOnEAqlcLg4OCCb8DtIgDLKbc18TwPFy9exNTUFEZHR+G6boUh9cMUEe0qAJdjDJwaSdfT04M9e/Ykur9v3bqFs2fPIpvNJiKEtUoQ4uMW2xWVRYh/xufn51tW47siGE3OAm5zgU40DwlAYtVT7u1nmqa2e2gFQRDg7NmzGBsbw7vf/W5s2LAB586dW9ZZvY1SwEqM7tq1C4888siibvgPW+gtFMdx0NnZiTAMceTIkapNC/EatVwut2Kiop3P30pEJ+Pd34D8jKgO46tXr2Jubg4dHR0JQajsgFrVib+cqChluQBcqq/nw6DZ7Ec7Xx+iNZAAJFY11bz9VM1OK5idncXQ0BAcx8Gv/MqvIJ1OA5Bfjmqby0EtkRaGIc6ePYt79+5pMdqqdbezMKzWtKBq1MbHx3Hp0iVdo6ZqCNW1Wg7Wegp4sahxggMDAwBk9FYJwrgdkDIKb9dzp6iWpl5tApAgGkECkFi1cM7heV5FRGEhc3obIYTAzZs3ce7cOezevRv79u1L3AxasY16VKsBzOfzOHHiBAzDwODg4JI7ZlejACyHMYbOzk50dnZi165d4JwnUpLnzp1DJpNJGFLbtt3yfWhHliMFvFgcx6mwA5qcnMTU1BTu3LmDMAzxzjvv6AhhV1fXQ9/nOGEYJuxgAPn5W1UpYNZkCphmAa95SAASqw6V8lVdvuXppGbFWRAEOH36NCYnJ/HUU0/pmrQ4rZjUUY/yFPDdu3dx+vRpbNu2DQcOHGj6ZrlahN5CidvJ7N27F0EQ6HTxpUuXkM/nKwypm6nhbOfz9zAigI1Ip9PYsmULtmzZgvHxcZw7dw6bN2/Wgl35QyqPyI6OjocqCMtnFSubnNUUAaQuYKIRJACJVcVCvP1M01xyenZ6ehrDw8PIZDJ1GytWKgKopozcunULR44cwebNm5te91qIADbCsixs2LBBp8hd19WG1GfPnoXv+xUNJYsRTe2cAm6HCGA9hBCwLCvhD5nP57Vgv379OoQQD62+E6gUgIBsuurs7FyxfSCI5YYEILEqWIy331LEmRAC165dw4ULF7Bv3z7s2bOn7g1nuQUgYwy+7+MXv/gFwjDEsWPHWpZ+qnVca0kAlpNKpXQEKi44JiYmcP36dQCoMKRu5JfYrgKwHSOAccqngDDGkMvlkMvlsH37dl3fqa7P5cuXExHe3t7eJXsQLpRqAjCfz6+qCCCY0aQRdPv+iCBaAwlAou2Jj3MDGne3LbYJxPM8nD59GjMzM3jmmWcWZEC83AKwWCziwYMH2Lp1Kw4dOtRSy5l6EcD1QLngiJsej42N4cKFC3AcJ2FIvVCLnXag3SOAjcbAxes7d+7cmTAMv3fvHi5cuADbthOCsNUNP7VSwKuqBtBg8q+Z1xNrGhKARFujon7VirJrYRjGglPAk5OTGB4eRmdnZ93xaeUsZlLHYhBC4OLFi7h//z56e3tx5MiRlm+jXqRvrUYA6xE3Pd69e7f2uJuYmMCNGzdw5swZ5HI5LQh7enooAtgEi50DXG4YribxqPnS586dQzqdTgjChX6Oa1EuAAuFAjjnlAIm1hQkAIm2pNzbbzG+YQuJzgkhcOXKFVy6dAn79+/Hrl27FnXTXI4mENd1MTw8DNd1sW3btmW7ia+HGsBmKPe4831f16dduHABxWIR6XQaQghMTU21XQfraogANhPRNk0zMSpQTZBR9YMjIyPI5XIJD8LFdoCXC8D5+XkAWFUpYMYMsCbSuM28llgdkAAk2o5q3n6LEUONUsCu6+LUqVOYn5/Hs88+i+7u7kXvY6tTwBMTExgeHkZvby+eeuopXLlyBcVisWXrj0MCcHHYtp2wNCkUCrhy5QomJiZw6tQpcM7R09Oj6wdXumGhnHaOTgJSXLVSoJZPkPF9X3sQXr58GfPz89qDUHWAK1PqWlSbAmIYxpKtlx4KlAImGkACkGgrann7LYZ6KeDx8XGcPHkSvb29GBwcXLI3XKsEYDwSeeDAAezYsUOnupdLjFEKuDkymQy6urrg+z6eeOIJzM/P6w7jK1eu6IYFlTJeadGw1lLAi8W27YoOcBXBVSMFu7q6Eh6E5RHJ8lGPqv6vnc9rOcwwwJo4z828llgdkAAk2oJG3n6LoZo4E0Lg0qVLuHLlSkJoLZVWCEDP83Dq1CnMzc1VRCKXOxpHEcDmiHeid3R0oKOjQzcszMzMYGJiAnfu3MHo6KiuT1OG1M3Wpy1k39o9BbyS+5dKpbB582ZtoRQfKXj79m0EQaAtgXp7e9HZ2VkRAZybm1t1ApAgGkECkHjoNJvyLUeJM3WTLhaLOHnyJFzXxdGjR9HV1dX0PjcrAKenp3HixAl0dXVVjUQuV5OJWjcJwOap9h41DEMbGgPJGblXrlzRZsLxhpJWdngDFAFsRCaTQSaT0R6EcUF448YNcM5hWRay2SxmZ2eRy+VaPgXk+PHj+OIXv5h4bNOmTbh79y4A+Z34xS9+Ed/+9rcxOTmJo0eP4pvf/CYOHz688I0wJv+WShu/h4jW0L4/E4l1QRiGcF0XQRDo1GezNy91Q+Wc4/79+3jjjTeQTqdx7Nixlog/YOkCTfkN/uIXv8CuXbvw5JNPVk1DL6cYU+e3UCjg9u3bmJ+fJ+G3SBZ6vtSM3P379+Po0aN473vfi507d8L3fZw7dw4//elP8c477+Dq1auYnp5uWVlBu0cAWy16l4qaMb1t2zYcOXIE733ve/H000/DcRy4rouf/exn2L17N15++WUYhoGzZ8+27LNy+PBh3LlzR/+dOnVKP/fVr34VX/va1/CNb3wDb731FjZv3owXXngBs7OzC9+AweQouCX/Lf17+Mtf/jIYY/j0pz+tHxNC4Pjx49i6dSsymQze9773YWRkZMnbIJqHIoDEQ6Hc268Vwk+hbn7nz5/HzZs38dhjj2Hbtm0tWXd8G4u9EcRHzD399NO6y7RV618ojDHMz8/jzTffRCqVwsWLF2HbNmzbhmma8Dxv2dOUq52lNlo4jqPTkfHokzKkjk/A6OvrQzabXfR22j0CGIZh276/VEo/nU6jp6cHTz/9NP7u7/4Of/d3f4eLFy/imWeeQVdXF37jN34DL730Evbu3bvkbVmWVXWyjxACX//61/H5z38eH/nIRwAAr7zyCjZt2oQf/OAH+PjHP77kba4Eb731Fr797W/jiSeeSDyuRO33vvc9PProo3jppZfwwgsvYHR0lOx1HhIkAIkVR3n7qWhHI2PnxeK6LgDgwYMHOHbs2LJYNyw2BTw7O4sTJ040HDGnWE6fwdnZWczOzuKxxx7Dhg0bdN2aSlH+7Gc/02nKvr6+pufmrkVa0Wmrok8qAqWuzeTkJB48eIBLly7BsiydLu7r61uQIfVqiAC28/4BJRsY27bx/PPP48KFC5icnMQ///M/4+c//zn+7d/+renvlQsXLmDr1q1IpVI4evQoXn75ZezduxdXrlzB3bt38cEPflAvm0ql8Pzzz+ONN95YuAB8CCngubk5/NEf/RG+853v4KWXXtKPr3ZRu1YhAUisGPFxbs10+dZjbGxMp1Le/e53L5tv12IE4M2bN3H27Fns3r0bjzzyyIKOeTkigL7v4+TJk5ifn8fWrVuxbds2FAp55GdmYEBg6+ZNmM/nsWPHTkxFRsjxubn9/f3o7e1FR0dHW0eYVopWnwPGmDak3rVrlzY8npiYwK1bt3D27Flks9nEhJJqdiYkAJun3KpGdQGnUin82q/9Gn7t136tqfUfPXoU3//+9/Hoo4/i3r17eOmllzA4OIiRkRFdB7hp06bEazZt2oRr164teBut6gKemZlJPJ5KpWr+EPnkJz+JD33oQ/jABz6QEIAtE7VESyEBSKwIqtHj5MmT2LNnT8s76jjnGB0dxa1bt3D48GGcPn16WUVKeaNJNcIwxJkzZzA2NoYnn3wSAwMDC15/q2sAVQQyl8thy5YtsG0bbrGA2ckJCCFg2Q4cy4TT1Ym56UmkbRu7dmzHvr174UVGyBMTE9rmREUHFxqVWmusRM1kueFx3N/u0qVLKBQK2t9ORWrV+7KdI7arRQDGxXWrx8C9+OKL+t+PP/44jh07hn379uGVV17Bc889B6DyB8bD8nfcsWNH4v+/8IUv4Pjx4xXL/fCHP8Q777yDt956q+K5VolaorWQACSWnfg4t/HxcWzbtq2lkbl8Po+hoSEAwLFjx5DL5XDmzJkFj4NbCuoGVutLeX5+HidOnIBlWfiVX/mVRc8qbWUK+Pbt2xgZGcGePXuwb98+nD17Fo5lYmr8gV4m8D1wIWBExxL4PgLfV3uD3u4uDPT3wbJszM3PY3JyUkel4mPSent721p8tIqHcTMu97crFou6e3VkZETbmQRBgM7OzrY1hF4tArA8AricU0ByuRwef/xxXLhwAb/9278NQIqmLVu26GXGxsYqBFRdmCH/lkr02hs3biSa56r94Ltx4wY+9alP4dVXX637XdcuopaQkAAklo1q49xM02ypMLtz5w5GRkawbds2HDhwQH9pN5oG0izqS6vazezu3bs4ffo0tm/fjkcffXRJN7tWpIA55zh37hzu3LmDd7/73VG9X4iOTBq2VSnShBCJuh+mrlcQwPdcuIV8tG8mNvb3YdvWLQAz9Nzc8+fPw3VddHd36+hgZ2fnmv2Cf9jHlU6nsWXLFmzZsgVCCOTzed1McufOHYyNjVUYUj/sfQbaqwu4FuURwLm5ubpNW83iui7Onj2LX/3VX8WePXuwefNm/PjHP8aTTz4JQHqGvv766/jKV76y8JWyJieBRO8VVZZQj7fffhtjY2N4+umn9WNhGOKnP/0pvvGNb2B0dBRAC0Qt0VJIABLLQi1vv1YJszAMce7cOdy9exePP/54xZdIq0e1lROPACqU4Lp9+3bVfVoMzaaAi8UiTpw4ASEEjh07hmw2C9/zMDczDcYAPwiQyWbBQw4IAc5DGIwhCEKk0vIXfhgECKJzaDIDHGF0nCHcYgFusQAAcCwbO7Ztxb69e1B0PV23dv36dQDQYvBhTMVYLtotcsEYQy6XQy6Xw/T0NDo7O9HT04OJiQncu3cP58+fRyqVSnQYP6xO3NUYASwUCi2NAP7FX/wFPvzhD2Pnzp0YGxvDSy+9hJmZGXzsYx/T9ikvv/wy9u/fj/379+Pll19GNpvFRz/60ZbtQyt5//vfn7CxAYA//dM/xcGDB/HZz34We/fubY2oJVoKCUCi5aiJHtUaPVoRAZybm8PQ0BAsy8Lg4GBVUbFSAlBto1AoYGhoCEIIDA4OIpvNNrX+ZlLA4+PjGB4exoYNG/DYY4/BNE3k5+cwPTkBRKLStiwEnpd4nRBAyOW1CSN7ntIO1d4e5yEC34fnFsEYQ2c2g76ePbDsA8gXChVTMeKCsNFM1nalnX0T1eeuu7sb3d3d2LNnD8Iw1PWD169fx5kzZ9DR0aEFYU9Pz4pdi1bPAm41KnNRPgmk2c90nJs3b+IP//AP8eDBA2zYsAHPPfcc3nzzTezatQsA8JnPfAaFQgGf+MQntBH0q6++uii7FMYMsCZSwIt5bWdnJ44cOZJ4LJfLob+/Xz++2kTtemB1fvsSbUnc26/WOLdmBeCtW7dw5swZ7Ny5E/v37695I2l1qrmceApYdR5v3rwZBw8ebEl6aykpYCEErl69iosXL+LgwYPYvn07AGB6Yhz5+Tm9nGkYCIIQViwNbFoWhO8j5TgIgwCmZUMIDq7PYfI6GoYJwzTBeQgehgi4FJOGacL3XPietOJhhoENfb3YunkzmGlieno60cTQ1dWVSBe3szCI024RwDjVuoBN00R/fz/6+/sByOjL1NRUInWvroWaj7tc16LdI4Dqh1f5LOBWRgB/+MMf1n2eMYbjx49XbbZYMEaTKeBmXluFVohaorWQACRaAuccQRA0HOe2VGEWBAHOnDmD+/fv63q2eix3BFB5F16+fBm3b9/G4cOHsXXr1paufzECMAgCnDp1CtPT03qucBgEmBy/D78s0qcmrhimCR6GsGwbge8nrlcYyAYQy7YRBgG44DBMU59XHobgvPF1FJwn0sVpJ4XtW7di965dCDnX3cU3b94E51ynJ/v6+to+XdyuAnAhRtCO42Djxo3YuHEjACQMqdW16Onp0YKwlV377S4A1fdTXADm8/llbQJZFlrUBLJUXnvtteTqWiFqiZZCApBoiri3n4qK1LtRGIaxaAE4OzuLoaEhpFKpBXfULrcALBaLEEIsm9n0YlLAc3NzOHHiBNLpNAYHB+E4DorFAvKz0r/LLqv1KhSL4JwjZaZ1obdly9FXvu+ho0P9IhcQQopAHvWHCMEh6u1XmWZlzIBpmYAAgjCA57mwBEdhXo606sik0LtnN6xHH0U+EiFjY2O4cOECUqmUrlPzfb/qyLyHRbtHABe7b+Xzcefm5rQgVIbU8frBxXa1x2n3JpD4j1hFq21gCKIdIAFILJnyRo+FTPRYTARQCIGbN2/i3Llz2sJkoTe25UwBqxo7xhieeOKJZZs0spAI4J07d3D69Gns2rUL+/fvB2MMczPTmJ2egpNKVUT/AMAyDISQtXvgHKEQEELANBjMVAqBX0rnMsbgez4sy0YQ+HodjLHoeUM2kUTpYgEB07LAmKGjhIGfFIzx4/I9T+8jMwz093Zj86aNME0LM7OzuHbtGmZnZ/H//t//Q2dnZ2I6ycOMIrWz2XKz+8YYQ2dnJzo7O7Fz505wznXqvryWU4nCxYjz1RABNKP3PiDP5/z8/OpLVT6ESSDE6oIEILEk4t5+i5nosVBh5vs+RkZGMDk5iaeeekrXLi2U5YgACiFw+fJlXL58GQcPHsSFCxeWLQrUKAUcN75+17vehY0bN4JzjqnxByhGdi2e68JJpeBFo/FKr5XrVY0eLLp+8cieZTtaCEY7lFiHECLRKGKaJkzLBiCjTwKi5v4LXuPxqPieF/LgYYi+gY3I5/OwbRuPPvooJiYmMDExgZGREYRhqFOUS52Z2yztGgFs9SxgwzAShtRBEOj6wStXruD06dMVhtS1InzKPL2dBWC1COVy+wAuC4Yh/5p5PbGmIQFILIpq3n6LudmYpgnf9+suMz09jaGhIeRyuQXNza1GqwWg53l6jJqqsbt8+fKypZnrpYBd18XQ0BB839fG177vY/LBWEX3rue6sJ2UbsqwbRue58GI1fcIzsEMA0IARc9FNp1Oij+5VNV9sWwbnPNI1IcyUhi7vspLEJDCk4dB4rhktJDpusIw9tr4PqRSqYTn3fz8PCYmJjA+Po5Lly7Btu1E/eByW5y0cxfwcgssy7IwMDCgJ9u4rqsNqeOjA9X1iHtBqmvfzgIwCIIKAbgqawAJogEkAIkFU8vbbzGYpolisVhz/deuXcOFCxewb98+7NmzZ8mRjFamgKempjA0NITu7m4MDg7qdNdy1hnWSgFPTk5iaGgI/f39eOaZZ2CaJgr5eUxPjNcUJb7nRnWATHbtCiAIfHTkOmRNnwAgBELGwcBkR7AWdZJ4dFA1gwRBkBB7ACojhZxrL0H9WtMEgxSEYVD7x0C19LXcBENHRwc6Ojqwc+dOhGGozajjFifxdHGra87auQaw1RHARqRSKWzevBmbN2+GEAKFyPpHWc4A0NFaJaLaWQCWRwA556uzBvAhN4EQ7Q8JQGJBcM7hed6Son5xagkzz/Nw+vRpzMzM4JlnntHppqXSCnGmBOn58+exf/9+7N69O3HcyykAy1PAcXH86KOPYufOnQCAmalJ+J7bMCLFIvEHMFnrZ9g6KlhaBkinnISo0/V8QsA05T7xMIzZwyQRovJ8mJYNxqBfJzuPHS3+lKAUAHgQ6nWU718tTNPUYg+Q7yXVwBCPSPX396O3txcdHR1NC6R2FoAPM8XKGEM2m0U2m8X27dshhMDs7CwmJiZw//59XLhwAQAwOjqqawjbbZZ0eQQwn89DCLH6agDbzAaGaD9IABJ1USlf1eXbjPgDqncBT05OYnh4GF1dXbqLtVmW0m0cx/d9nD59GtPT03jPe95TVZC2cl5vtXWLqDkjDEOcPn0ak5OTWhyHYYip8fu6vi+e5i3Hdhx4see4AARPGt0qS5jqCPAggGnJZZhhlL0Pon2NPAFV568Qss6wWpQv/li5oCyljZf2PnMcB5s2bcKmTZsSI9JUzZphGFow9vX1tZ0AaZaVjgDWgzGmR4nt3r0bc3NzeOutt5BKpXDjxg2cOXMGuVxO1xi2gzl4eQQwn5c1tZQCJtYaJACJmizU228xxCOAQghcuXIFly5dwv79+7Fr166W3bhM04RXI4XYiJmZGQwNDSGbzdYVpK2Y11sLFcGZm5vD8PAwHMfR9ZCe62Jy/H5CNPmeG/n5BdD1eozBsqyKVKrBAM6MhGg0DCnuhBCwbBuMsUi8lU0EgUzrhlWEr2nZYJB+MXKssEwny3Ukz5MQAqZtJ2r+1H7EDaaNJt8P8RFpO3bsSHS03rp1C2fPnkUul0t0tC4kXUwRwKVjmib27duHffv2ydrVqH5QmYOrbu/e3t6H0u1dPgVkfn4elmWtvh8KjDWZAm7P9zfROkgAEhUs1ttvMSgB6LouTp06lWiqaCVLSc8u1nZmuVPAAPDzn/8cO3bs0FNP5mdnMTM1UfU1ge/r+j25DqOyRk/vO4PvuboDmAsuU7CcVxV9gIzmVUQKI5EZhqGO6pmWXRH1k1FDU0c2wyCQoUjI9wSLBCjnSYNps8VpqHhH6969e7UAiU/E6O7uTkwnqfYeaHcB2K77Vj4GzrbthCF1sVjU1+P27dsIgiBhSN2K9P1C9rHaGLh2FtVVIRsYogEkAIkE8XFuwMK8/RaDisy98cYb6O3tTTRVtJLFijM1aeTBgwcLtp1ZLgHIOcelS5cAAIcOHcK2bdsgONf1fk4qBYhYTI0BLPofAcAwLQgmI3WG4UTLRbYskSEz5xyWaSbS+iEAPwiQUia/AtrfL3HMYQjTtMAMhsD3K0RmGPgyosiTTSTxqKGqLbQMB4D8wVFtskizEcBGlAuQfD6vBYhqYIjPLo5PJ2lXkdVOKeByGnkAptPpim5vFSFU6fu4IfVyTIupJgAp/UusRUgAEhoV9VsuqwYhBO7evYtisYjDhw9j+/bty3ajWkwN4NzcHIaGhmDbNgYHBxc85WA5BKDruhgeHoYb1fZt2LABQeBj8sF9BL5ft9YPkPV+ruuCMQbLtuFX2LnIyjrTMKL0bCijcYxFTSCp6lHD6IcAYwZsx4nqE2Vkr9pkEMM0EoJOpXaF4InUcnm0UDWEAMozLljRQIRqYNi2bRs457qBodwAuVgstq0oaOcU8GJMoOPd3ip9r67HvXv3cP78eaRSKS0Ge3t7W1I/XC4A8/n86usABsgHkGgICUCiaW+/hVAsFnHy5EkUCgVYloUdO3a0dP3lmKa5IHF2+/ZtjIyMYOfOnTrNulBaLQCnpqZw4sQJ9Pb24t3vfjf+7d/+DW6xgPmZmURnrO04VS1S7FQKfiQchRDwPa+qYBSQQjMhc6NaRs4FjCppV5Va9j03VtdXwjAMnU4GpNkzM0wYBtPRvWoRvvK3WbwhxLJs+ELAth7OCDjDMNDd3Y3u7m7s2bMHQRDoaNT8/DxmZmYwPj6eSBe3g/Bq9wjgUi15yq9HGIbakPratWsYGRlBR0eHFoQ9PT1L2lYYholGlPn5+YdiNN40lAImGkACcJ2j5n7euHEDe/bsWRbxd//+fZw6dQoDAwM4cOAAfvGLX7R0/dVoFAHknOPs2bO4e/eunqSxWFrVBSyEwI0bNzA6OqqbYYQQ2LRhAHPTUxXL+54H07JkhIzzqA7P1uIvuWzSCNqIajDTNQrai66LbKYkDU3LllG7WFQwDIKK0XCcc4Bz3QHMOYdpWQh8T9b4RWn+Cn/BWBON6v5VNYJB4MM0DKSd9pgBbFkWNmzYgA0bNqBYLKKzsxOpVAoTExO4efMmOOcJM+pMJrPiokGdz3YQotUorwFsBtM00d/fr8s1lP3P5OQkRkdHdT1n3JB6IdsuF4CrNgVMPoBEA0gArmOUt1+xWMSlS5ewb9++lq//woULuH79Oh577DFs27YN+XweYdRtupw3x3oRwHw+j6GhIQDAsWPHkM1ml7SNVnQBh2GIkZERjI+P4+mnn0ZfX580Np4Yx4Z+6Wun0rPq34AUUqZhQhgGDMYQ8hBGWbRDvYqHIexUCjzkAAQYgEDd5Mr2P5tJy/q+qDGkllFzWBbNkx3A0mBazf5Vrw3DECgT4zIlbGjxqmoNgyrXzGkTARhHCAHbtrF161Zs3bq1qt9dKpVK1A8uR61rOeo9367RquWcAxy3/wGQMKSOC3T1l8vlqp6ncpG6alPABNEAEoDrmDAMwTmHHY3zaqUoKxQKGB4eRhAEOHbsmP4FXRoLtvRU0EKolZ4dGxvDyZMnsXXrVhw8eLCpm1GzKeB8Po8TJ07AsiwcO3YM6XQavudhavyBtFBR50eIUsOHUC0d0DV8hmXV8fCL9jWqv1Oi0DLNCvEHAJ7vI2NZenumZcnX6PeFrP0TQoCZaoZwWFUoKkuZ8ppCwzBkjWD0/lPnsdQpDG04LYSAHUU72ymqVf5ZKfe7i6cn4/Ny49NJluN42j0CuJLXMZPJYNu2bbKJKsp0TE5O6vGBlmUl6gdV7e+aaQJhTdYAUgRwzUMCcB3DGINhGDrdUZ76WCr37t3D6dOnsXnzZhw8eDDxZar+Xf4l22rKxVk8GnnkyBFs2bKl5dtYDEqIbtu2DQcOHIBhGMjPz2F6ckILs7n5PDpy1aOTjpPS5s6+5yXq/+KolKxKAUvRwlB9tq98P4RBII9NKr2q29eTPJihxShjBmRHr5D1fkJEUceSJ6Ca+Rs/b8w0gSidXe4vyIWA53nwPRepdOs7PpdKox9L5elJ13W1GfXIyAjCMNT2Jn19fS2rMVMCcD1GAOvBGENnZyc6Ozuxc+fOCj/Ic+fOIZPJoLe3t2JU5XKOgfvyl7+Mz33uc/jUpz6Fr3/96wDkNfziF7+Ib3/725icnMTRo0fxzW9+E4cPH17cyqkGkGgACcB1jLJ4UUIsCIKmBCDnHKOjo7h16xYOHz5cVWTFI4DLSdxwulgsYnh4GL7vJ6KRzbKUaSNCCFy8eBFXr17VQlQIgemJceTn5xLLduSyYIYZddlGN/aoTs4ra+zw3cgIOgi0aFONG/EInBII+XwB2WxGP1YousikUzIyiFKEtvz4LMsG5yGCqLvYMA3wwK9qDA3GYFomDGFC2dBUu+7ltxnlCyg4hwj8qDPZaysBCCxOZKVSqQp7k4mJCR2Nsm07UT+41G7W9ZwCXgzlfpDxBh/XdXH27Fm8+eabeO211+D7/rLYzbz11lv49re/jSeeeCLx+Fe/+lV87Wtfw/e+9z08+uijeOmll/DCCy9gdHR09Y2jI9oaEoDrGHWTMKLRXs2MTpufn8fw8DAAYHBwsGZdnYo6NrOthaCicw8ePMDJkyexYcMGPPbYYy2NOhqGAb+G0XI1PM/DyZMnkc/n8dxzz6GzsxNhEGBy/H7Vrl4gPrKNgRlM1snV2Gbg+zBMEwwMhmnWtYvJZjNRikfAMk1kM9VroTzfh23ZMEwDBjMSjR+ArPMzTQthWOoKViI1DAL4nldhHs2Y3D/1/uMh1zWEYRgkagbVMrXOz8OimdrPuL3Jzp07Zc3n9DQmJib0eLSOjo5Eunih71uKAC6NeIPP/fv3sX//fpw/fx737t3Df/zHf2B2dhaXL1/GBz7wAbz//e/HM88809Q5npubwx/90R/hO9/5Dl566SX9uBACX//61/H5z38eH/nIRwAAr7zyCjZt2oQf/OAH+PjHP77wjVATCNEAEoAEAPkFGNSYANGIO3fuYGRkJJHOrEe1yFKrYYwhDEOcOHEChw4dwvbt25dlGwuNZE5PT+PEiRPo7u7G4OAgLMtCsVBAfm4GDAy2o7pyS8JiZmZGpgaj2jggGqFWfn5F8n8MqyQC48sICATRdBcwhkwmpbtyDcMEFxzFYlGmu4Rs9GDMwFw+DwgpFC3bhm2ZYMzQ1jRqByzLhkDUwRtPv4dhohZQdfkalgUDDJyHsAyGkHMtDAWijuEg0GPp2kk8tLJe1jRNLfaAUjfrxMQEzp49C9/30d3djf7+/obTMJQFTDsLwOUs/WgFYRgik8ngve99L9773vfiP//n/4wtW7bgwIED+MlPfoLvf//7GBkZaWobn/zkJ/GhD30IH/jABxIC8MqVK7h79y4++MEP6sdSqRSef/55vPHGG4sUgJQCJupDApAAsDRRFoYhzp49i3v37uGJJ55YsJXKcgtAz/MwMjICIcSyjJlTLLQL+ObNmzh79iz27duHPXv2gDGGuZlpzE5P6WhZtaheJp2G4BzMsuC5si6pnhG0aVoAY7oWMF4nWFpG3nzzhSIsUz4XN2NOp1Ixk2bZDWxbJgzTAo9F+ZT4E0KACwHTlhM9GFRXr5Ap3Gg5fb2j0XE8DMGDAEomhmEIAVQdQxcEIdLZDHzPK00paQOWS2TFu1mFEMjn87p+UE3DUIKxr68vMaO2nU2ggeWv/W0F5SK1UChg586d+OQnP4lPfvKTTYv/H/7wh3jnnXfw1ltvVTx39+5dANCdzIpNmzbh2rVrS94mQVSDBOA6Jv4lZprmoiKAanqGZVkYHBxcVI3McqaAJycnMTQ0hK6uLgBY1u69Rk0gSiCPjY3p8XKcc0yNP0CxkAcgo1wB51XFmuf7cMpMn33PlTenKCqmsB2nFN1Tr/fcaBqIr+vsjMgeJ+71FwZ+ha+fZTu6zg8AeBhUdPQKIeB6nhSN3JP7W8XqRHb9WvLbRggtGuMIISr2AZBWNAAQeB5802obAbhS83YZY8jlcsjlcnoaxszMDCYmJnTzQjab1Z2sViTa2xXlOtCuSNNyXrcLuJnze+PGDXzqU5/Cq6++WnfiUPk2lvR+o0kgRANIABIAZAp4oaLs1q1bOHPmzJKmZwDLEwEUQuDq1au4ePEi9u/fj23btuEnP/nJsqac6gnAQqGAEydOgDGGY8eOIZPJwPd9TD4Yqxrl8somfFi2IxsrqkQY1blT0cB6UUE1q9e2bS0Sq60zCHwww0AhX0A2l02Iv/i6lEgzTBMQQDpVuik5to18oYBs2Y8BZph6fZZt6+Mv1QLKWkTBOQzLisQqk/WFhgFEb6+gjeoAm/V/XCqGYaCnpwc9PT3Yu3evfE9F6eLz58/rEYJXr17V5sftJAjbKY1fDfV5Lh8F16rmi7fffhtjY2N4+umn9WNhGOKnP/0pvvGNb2B0dBSAjATGm+jGxsYqooKNEIxBNHHtm3ktsTogAUgAWJgoC4IAZ86cwYMHD/Dud78bGzZsWLZtLQbf93Hq1CnMzMzgPe95D3p6evQXeRiGyxZxqCUA79+/j5MnT2LLli3aa7CQn8fU+DgAERk7M1liE6vXEkLAclJSAAkBz/ORyaRh245cNqrjkwvL19pOCkLIqRtxhBDwXA8CAo7jwIrWoerrgiCQ5yUuZBhDEAYQXMSaNFisFIhpbz8IgDMBg5nRXGBpGZPNZGBE0WTfD+DYVsIjMPB9PUpO1wKalhQFjMFQGxNSLLquK6NGlmw04WGl4fXDYKUigI2wbRsbN27U5RdjY2M4d+4cZmdncf36dQBImFEvRzfrYmj3GkD1vRTfRzUKrhW8//3vx6lTpxKP/emf/ikOHjyIz372s9i7dy82b96MH//4x3jyyScByJKW119/HV/5yldasg8EoSABSABo3AQyMzOD4eFhpFIpDA4O1k1fNGKhc3oXwvT0NIaGhtDR0YHBwUFtn6FG2i2n3Uy5ABRC4PLly7h8+bKefCKEwMzkBDzXBTMYBBeRsbOoCMTJekApaB0nhZQjBVq16J7jpHRdoEyxVtYRWpaphZxah0o1W6ayl4mWjdK7HblcVA5QpdM4sgwK/ACmZYPXeL8YhgnHMbWlEOccQRAg8AMEYQAwBseyo2slwMMAPEQ0Ok5u17QshH4A0zB004tMZ3tIme1hB9MOArAc27ZhWRYef/xxcM71dJI7d+5gdHQU6XQ6IQhb4fu5GNo9AqimgMR/lM3Pz7csAtjZ2YkjR44kHsvlcujv79ePf/rTn8bLL7+M/fv3Y//+/Xj55ZeRzWbx0Y9+dHEbY6zJLuD2e38TrYUE4DqmvAawWlQuPqd2z5492LdvX9M3vlZEAOP7tXfvXuzdu7div5qd1NEIxphOBfq+j5MnT2Jubg5Hjx5FV1eXnAYxfh+eWzJhrpWutRwHoR9oAeR5LrgQKP/6Zkwad8frBVXdkpNKwXVdXe+nUr68rC7QiCxaVISvXDwGQSlKpzCjxg31WBj4FTWBjMkJH6V0b6mO0DJNWKYJw8jK7mIA+UIeKccpzf+NvSfCIND74AcB0uk0At+PGkEevgB8WCngRsSbQAzDQHd3N7q7u7Fnzx4EQaCnk1y6dAmFQgFdXV1aEC50Vm4ztHIW8HJQrUkln8+v6CSQz3zmMygUCvjEJz6hjaBfffXVxYtQsoEhGkACcJ2jREy1CKDv+xgZGcHk5KRuYmgFzQrAIAgwMjKCiYmJuvu13H6DSmDOzMzgxIkTOgpp2zY818Xk+P2E/52IonlxuxSgdmevMmW2bAecS6uWMAzgV6nPAwDPdVGMDJ3tsuaRODwMUSgW0dnZGU3mqIzkhUGg/f2qjXMDoprA6DnLsqWHX+w9FPhe4rVKECqBms1kZDNLGCLwg2g8nIwQmbYFQwB+GEpLmmi99bwNV5J2SQGXo2xgqmFZFgYGBjAwMABAGqSr7uL4rFwlCDOZTMuPcTVEAMsF4Pz8/LIKwNdeey3x/4wxHD9+HMePH29qvVQDSDSCBCABoFKUqdRqLpfD4OBgwmqi1dtaDHNzczhx4oRORdfbr1ammqthGAZc18XPf/7zRBRyfnYGM1OTVV+jBDczZDSQycG3cFKpqMZPITA/Nw/bsSEEL6VTQwYW3UDj84HV+czlsjBYY3saLWCiWkI1HE42jDgAk/WGpmVDiMhiBtBjO+R8YFW36EBwEatDTI6aMy0bzJDHaal6zKieUXX/plJC/gCxSq/L5+eRTqUAU67Tsi3tDVhe8/gwaEcBuBgbmHQ6ja1bt2Lr1q0QQuh08f3793HhwgWkUqlEurgVtbSrTQCGYYh8Pr9so+AI4mHy8L9FibbANE24rgshBK5du4YLFy4kfOtayVIjc7dv38bIyAh27dqFRx55pOGNZDlTwJxzXL9+Ha7r4umnn8aGDRsgOMfM9KSczeukoMafqRFo0hdPIAwD2KYD3/dgRDNyfbcyWuc4tpRRQug0sm070fSRpMBT6eXA98ChuoSrRwEN00Ium0Xgy85fA4ac3QsZJRKCwzRMcCHAQ18aCxtm1UihaVkIPA+maSEIw4oOY8M0Zd0jlzWO5XWDlmWXOo4ZS0QMs9msjqC6nov5/Dwcx0Hx/hh6evuaqkNtlnZNAdeLANaDMYauri50dXVh9+7dsnwhShdfuXIFp0+fRmdnZ2I6yVKE3GoTgPPz8wCwOkewUQqYaAAJwHVOPAXs+z5OnDiBmZkZPPPMM+jt7V2WbS7WczBuOL2Y7uPlSgEXi0WcOHEiatZwsGHDBgSBj8kH93WXq2EYNVOw8ZQvFwLc87TpcjzV6noeHNtJHIPve7qxQ6VFhRBRvV9ye0qIqm0Z0USReIOH4BwiEqElA2g70bkrhIAoSwVLG5hSGjsMA10DqPY34esn5LbidYFmue+fkJNKDMMAjyKTygon5ThIRQ0+s/N5/Me5/9D+d319fejp6VnR7tJ2TQG3ygjaNE309/fr8grXdXW6eGRkBGEYoqenR5//bDa7oPOxGgRgfP/yeenXuZI1gC2DJoEQDSABSACQX/Dj4+MYGBhIdNMuByrauBDy+TxOnDgBwzAWbTi9HCng8fFxDA8PY+PGjdi6dSuGh4dRLOQxNT5emnoRBAghBZdl2/A9T9+YpTCsPHYlpCzHQRjIKETIOWSkz0A84sfDUE6IKBSRy2UrhGMcP/IXDKPonBLeQRDCsi252iiFzAwT0zPT6Kpxs5Pi1gbnYaK2USEERxhKYSe34QNRqliljHkYynrByDZGpoRlylhFSwUXME11E5bWNE4qpY+hu7MT733ve7X/3blz5+D7fkKQ5HK5ZRVo7SoAlxoBbEQqlcKWLVuwZcsW3Rk7MTGB8fFxXLp0CbZtJ+oHa31/rAYbmHhn9Py8jDov5/chQTwsSACuc5R1ydWrV5FOp/Hkk08u+41tocLs7t27OH369IJnDJfTyhSwEAJXrlzBpUuXcPDgQezYsQPT09Po7+3B5IP7VV/Dozm7lm3rjlsZrTOjFGJc9Mj0cLQUgPjM38p0owDQ1dUJwzAbNkbI2bAqzavm9prJdK0QYAZgNEj7MBZFViMBV2sZXSwYFTYK/V/5eggZeVTVh2EQQgg1C1h1AdswDQbTcWLm0YY0i2bQ/nfl49IuX74M27YT49KWwwuyHQXgSoyCY4yho6MDHR0d2LlzJ8IwxPT0NCYmJnDjxg2cOXMGHR0diXSxEn2roQs4vn9zc3MLjm62HTQJhGgACcB1zsmTJzE5OYkDBw7g1q1bK/JF16gJhHOO0dFR3Lp1C0eOHMHmzZuXtJ1WpYCDIMCpU6cwPT2tZwtzHsLNz6OvpxtmZGTMDAapi7icdRs1LBiOA891ZXeraUY1fJUkUsOc1xytFgQhUtHM3hBRajYIKgUZk3N5Vf2gGslWPomEGQYYZHSuI5eN6vZ4RZ1bPAXMomhm+fmNe/lV6x5OrKPMfsay7Kj5BGBCWs2EXEgRaJpghoEwCBB4LgI/LZdH5bi0uCC5evUqRkZGEnYnXV1dTYuQdq0BfBiRSdM09bkFpHGxis6ePXsWvu+ju7sb/f39MtLcxmKqWg3gam0AWeku4G9961v41re+hatXrwIADh8+jL/6q7/Ciy++CAD4kz/5E7zyyiuJ1xw9ehRvvvnmkveRaA4SgOucvXv3IpVKYXp6elktU+LUE4CFQgHDw8MIwxDHjh1r6su3FSng2dlZnDhxAtlsVqfGfc/D3Ow0AHnDCMMAtU5dfMav8usrt30xLZmKLY/kObaNkPNYJBAIOYdlS3sWReD70ksP0KlZy7LAhUjO8+UcTIhEvZ9l2XL6h0immBlj2gYGYDCtpFgTXLaaKEEnRSQrs4FJ+gmWC0KVDlZ1gJyHietl2Q78YgG+GyCbzSKMvdb3PKQz1aczxAXJI488ouvXxsfHcevWLQghKuxOFst6SwEvBsdxsGnTJmzatKkiOgsA77zzTiI620qHgWapJgA7Ojoe+jldDWzfvh1//dd/jUceeQQA8Morr+C3fuu3cOLECRw+fBgA8Ju/+Zv47ne/q19DqfWHCwnAdY4yLG40CaSV1BKAaoTapk2bcOjQoaZrhZpNAd+5cwenT5/G7t278cgjj4Axhvz8HKYnJ+S6wxCO48AwzcgmRcjoXiSm7Jj4i+N7rlyeIUrheqiW5gUA0zAQhCFEJBxNAzXnAzPDgGnZNesMAejxazOzc+jv7y/58kUis5AvIJPNwojud6ZtyyRtZNciAFnTFzVpAAKW7UBApq8NsyyyJqSQA2MQPIRhWXL/o0hpEPjRNhgEBKxItPMwlD6ChgHTcSJhK4UoY0bVGsRalNevzc7OYnx8HHfv3sX58+eRyWQSdicLfd+1oyhopyYLoZp6GNDf24OBvj68NTWFQ4cOYWZmBrdu3cK5c+d0M09vb++izv9yUD46spVj4FacFe4C/vCHP5z4/y996Uv41re+hTfffFMLwFQqteSMDtF6SAASAFo/n7ce5alDIQQuXryIq1ev6hFqy7GdhRJPQb/rXe/SdWbTE+PIz8/JZaLavsD3Zbo3th3LdmCaBrgQMTsYQNX8ATKCZppWNK1JVv6VEwYBuBDw/UA2NaBm2Z1cJwDDYHrmr3qs2otMw4AQvPR8tEw6nYLgIUJE0z9iEzmqITuGpQ1MyMPK1ChjUc2fnGIsqghyXTLIo//GhJUcY+fDcUrpXiFkan0pfoBxuxM1HWNychLj4+M4f/48XNfVzST9/f01m0koBVy53TCUk2zkn5ecJGPbCH0fjx3YDxMCmzYMYPu2bQBj2m5Gnf/u7u7EdJKVPJ4wDBP2QnNzc6uzAxiAYAZEEwJQvXZmZibxeCqVahi1DcMQ//AP/4D5+XkcO3ZMP/7aa69h48aN6OnpwfPPP48vfelLeo41sfKQAFznqC9Xy7IQRt2lK9EEooSZ67oYHh6G67p47rnnWuq3tZQUcLFYxPDwMIIgwODgoEw9BgEmx+9X2LrIOj8BwyidL+XFF/ii5oQPALo7WL2m2nKGYcAtFpFJp8HDQFqvMFY1+sWUn2C0TieV0rV/5ZiWhVyu5ANYzeMvnq5V1izl245buigbGDNmA2MYRiItzZgcOxdfh64ZjIRiGJSeMwwTfuDDC0Nk7Vx0XuNpYLdpQ2jLsrBhwwbp4ygECoUCxsfHtf+dZVmJdKVKWbVrCnglmkAARNNb5PUQXCAIvJo/EoCS8GeMgYcBivkAxbz02Es7Dnbt2I5H9u2D63laEF6/fh0AEtHZpaTrF3tc8QgkmUADO3bsSPz/F77whZpTSk6dOoVjx46hWCyio6MD//RP/4THHnsMAPDiiy/i937v97Br1y5cuXIFf/mXf4nf+I3fwNtvv91WZQDrCRKABAAkuvSWe0C8EmYTExMYHh5Gb28vnnrqqZZvd7EpYLU//f39OHz4MEzTRLFQwNT4/aoRH8458oU8OnI56eOHZB2f77mRcXNJOKrmiXIhUy4ChRBwPQ+ZWDRC1uYZFbV0lmWBc5F4zHPdiuYQVddX4QMIrtcphJz+Ud68oc6jHv1mV/oOKhsYy5LTS3hZI4nqdjZMC4KHuqkjerKKibQBFjJkUzHvQNMCM4xorJ6HdLZ1N2fGGLLZLLLZLHbs2AHOeUKMnDlzRpshq+7tdmM5agA55zqqF/g+gsBPRHIt25azpaMmJ5XCT6yjTiTe9zyEYRj9YBHo6siiv68XlmVjPqofvHPnDkZHR5FOpxOCsNXfGbVqAFclLfIBvHHjBrq6uvTD9cTagQMHMDQ0hKmpKfzjP/4jPvaxj+H111/HY489ht///d/Xyx05cgTPPPMMdu3ahX/5l3/BRz7ykaXvJ7FkSAASAEoCMAiCZReAhmHA9328/fbbOHDgAHbs2LEs0ZSFpoDj00/i+zM3M41Cfl5blzDDAGNGZKsi9QqfnY187wS4dC9GvJ7P96XJs6rNUqPMyvE9V0cFpXWMI8egVewrR+BzLSxtx0nUHcZRzSHSfoaDMSNpvIy4RYwUfg8ePEB/f7+s25NbLNs+Kke/qfR2aaVgMACmolEscR9iTNlTlJ5X6XHTtCJfwiCqH2OJCSFhGMCAKUV0UL2bulUYhpHobo2bIXPO8c4776C3txf9/f1LbiZpNc1GAIUQCAJfp3IRTbEpF/tJonIDzhFEwlB1nCc9I0ufDcYMmJYpP0NhkCijYEEAr1gEIAX/xoE+bNu6RfpURt3dly5dQqFQSHR3d3Z2Nh39LBeAc3NzqzYCKNBkChjytapkYiE4jqObQJ555hm89dZb+Ju/+Rv8f//f/1ex7JYtW7Br1y5cuHBhyftINAcJwHWOEl7KpHi56wA9z8O5c+fAOcexY8fQ3d29bNsyTRNejWkciiAIcPr0aUxOTuI973kPenp6ZORn/AGKBTkFQEfcqkQTTdOKbF+UabOEMWkLIwUWg+04svHBENC3l+h+yJiMsszNzSEIgmjMlolCIQ/OBTo6Km9AQgikUmlwIeA4jtR/UXNGuRSUN1oh95FFN+ogkIJUCAgR6uPs7uoEIGre8OXoN1+L4fLUsWmXRrtVqx2U6f9SpDEsE3FyIoqsGTRME74f6EYRIxKHcbEQBL62g1lu4s0k9+7dw6FDh5DP53Hv3j2cP38e6XRai8Genp5l/yFVjcUIQBGdS19F9ny/4nrEo82mJRuCyoW3MkCPIzve5fvAMEwYpox6z+cL6OzoAOchAr96dN4wzcSEmTAfoBhN5LBtB9u3bcXePbvhB6G2m7l58yY45xXd3Yv9YVluVL2abWDaYRKIEKKm6f/4+Dhu3LiBLVu2NL0dYmmQACQ0y90IMj09jRMnTuiUynLP12yUAp6bm8PQ0BAcx8Hg4CBSqRR838fkg7EKO5Nqc3UdR0boeBjKKF9YaoIQgiPSVbAcB16xWLWOLrG/zEBHdLMJfA+WaQImqtbyWbYD1yvCrlPrBwDpbA49vX14MHZXH4cAA2PJfZDRwUB3NxumCQYk3g9mzEOwlDoupWfLU9NhEMAwTAjI1G+5IAwDv6aNjFpWlVfyIJAehtG5Zkw2sfieu2ICsJzOzk5s3LgRu3fv1s0kExMTuHDhAorFova+6+vrWzErkXqTNqTYi1K5gY/Q90vj+4KgYUpbiUNVb8q5AA+DRN2mQvo2mgBE1NHtR76UpqwDFbyOkXhtASvT0B4K0X50ZNLo3bcXtu3o+s379+/jwoULSKVSiXTxQszAgyCoqAHctGlTw9cRwOc+9zm8+OKL2LFjB2ZnZ/HDH/4Qr732Gn70ox9hbm4Ox48fx+/+7u9iy5YtuHr1Kj73uc9hYGAAv/M7v/Owd33dQgKQ0Cx2Ru9CEULg+vXrOH/+PB555BFs374dP/nJT5Z9KkA9AaimjOzYsQP79++HYRgo5OcxPTFe9Uboe17C06+8ySIMApimBS54oj4qLhxVGrjkryfhQnYJq05XtS4/iFKg8WOKhJkSXb5bWWeo6OzuQUdXt34dfF/vix8EyGSyCAJfNt4aDCIs7bf2E7QdBIEfRYfVPpcim5yHMiUcch3Vk5TOoQEDsCwtAuOI2Dg4mQI2IosZwLIceL6LlONETRdyvaXuX4bA84GH5NIRF3TxZhIACe+7q1evJrwJ641KaxYVAZQm5KVUru97lR3YkTWPnBAT+VEylvBbrLWNkiG4CdMyZTNU9H7gYSh/OFT5oZNynESEGGAVUcdqEcXEbke1hkKUBGE+ihgP9PVi6+bNMEwT0zMzupnn9OnTun5TTSep9t1TLQK4umsAm7GBWdwPlnv37uGP//iPcefOHXR3d+OJJ57Aj370I7zwwgsoFAo4deoUvv/972NqagpbtmzBr//6r+Pv//7vlz0QQNSGBOA6p/wm1uoIYDzF+vTTT6Ovr0+LsnLPrVZTLaLJOceFCxdw48YNPWVECIHZmWm4hTxMy0pYtggu9A3J81w4qRSEEFWjbmHUqcuiTtdq3b1SBEJ3w/pBIM9BmehUYisIQxkJhBRjYeCDly2r6wxDrmv9evoHkI7VpJlGMirkRPWGRbcoNy1EdCPnSKcz0ag4eTM2DLPsXqBG2Mn/k4IjrGgwUVi2jcDzqk4GMQwTXIRRxK/0HIvqJQ3GEIYhUuk0wKTPoYw6yfPDIxPrlezIXUjzh2om2b59OzjnunatvJmknhhZzP4osdeZzcBxbEzev6efVz86OEvaFUlLndKx6OgsY7Aiwa7XYZpyTGB0mgUX4DyE4CECTxqH86jLuzxyHN/P+FWq3J6s/ayYVMOk4AOT643XGqrjAOSPFreQhxsr3di2ZTN279qFkHMdoR0ZGUEYhonZ0WrcG00CSb5+Mfzt3/5tzecymQz+9V//dcn7QiwPJAAJTatTwGqKRiaT0SlWIGqoiL5sl5PyCKCynPE8D8899xw6OjoQhiGmxu/D8zw5laJu9COaUwYWRa3kMWazuWS9F4s6YXmol1OiUs3FLRSKCAIfHR2d0iOvismfEX2Bm6Yl6+HqzPxVUTHDtNHT26+3q9elRWRpv9OpFLKRSCxPz/IwhOt5cPQcY1QdORdPAQexlG7V58u6hxmT5s/aMDj2vjBNE0HURRxG0cXQdyOBLvRoOPVaewUnCijRtFDRaRiGNjnet28fPM/T0UElRuK1a/WMh1XdnurI5VH9aRgGEJwjky41DqkfGYl6PNPUtb7y/COxvGxyih6I/qHeG3L2S+39ElHDCKCidFJEhmGDrEIsoij3T6aIjahcgnOOIFi8obuKfhbm56J0cQq9e3bDevRRFGPTYS5dugTbttHb2xtN9ikdZysjgI1GpQkh8MUvfhHf/va3MTk5iaNHj+Kb3/ymNlEmiFZDApDQtHIayM2bN3H27NnEFI04rRjT1oh4U8vk5CSGhoYSljOe62Jy/H6poUB11dZoHHEcR6eApR2LhXRKGif7XvLmWO53F6dQLMKyLHR1dtW8Ocr0qmzcMNJmFIkztHGzFpQxLMtGT/9A1WiSaZpwnBT8IIBbLCCdSiWuSRjVPqnzxQwDqTJRpWf8RuPbrFjDR3wZ04y6nk2zyvNe1PwhbUPi50i9H1Sa2LId+J4Lx7Fj4jTqOBUAg/SUa3cBWI7jONi8ebOOPs/NzWFiYgJjY2O4cOFCwuqku7sbEEkblnjULt5IY5gmCoUCbNuGwRgMZlQVbUIgmlwTNVxE65TXIunDGPKoJjPyoKzq9ada4uPb4BwBV0Jfdvx6ng8/8JHJZBMRZRVpj9vH8DAEDDMSpc3/WFRRez0X2zTR19ONTRs3wDAtPR0GAH75y1/inXfewdWrV2X0uUUedY1GpX31q1/F1772NXzve9/Do48+ipdeegkvvPACRkdHl5YmXeFJIMTqgwTgOid+E2tFDWAYhjhz5gzGxsbw5JNPYmBgoOpyKzF5RG3j2rVrOH/+PPbv349du3aBMYb52RnMTE1WvMb3vKqp2/KaP9mA4MHz/QqhBFRv9OAAAs/X3n5hGNQ0gRbR5AzTlGPdlH8gr3F9cp1d6OzuqSlKDMMo1S86DkLOYZuWTvsKIcCFiI4nJdN/eooHEPAwqiULAOTBmIEU57AsCwYzpAlMFN3kPIRhWtFQDx1OKqUPhXydYAyMC2gLGSWswKL0o4xQBUEQTWdgYAaTo+ciUSTH77nIYOXTdK1IOzPG0NnZic7OTuzcsQOuW8Tc7Cw8z0XoFTE7GcCL7HyURU6ceJqWh6F+L6q6Ssu2dWROaIGl5kXbpeYM267w7zNMQ9cHqs+qaSmbnthyzAAXNT7LjGm7FxZFe8tr/spRwpXH6hNV44kaZdgMLGrGCn1fr6u7swsdHR24ceMGBgcHUSgUcOLECZw8eRL/5b/8F/z3//7f8cEPfhAvvvjikiNy9UalPfbYY/j617+Oz3/+89oT75VXXsGmTZvwgx/8AB//+McXvT0BhmTSffGvJ9Y2JAAJTbM1gPPz8xgaGoJpmviVX/mVxEilclZCAKrJDpcvX8YzzzyD3t5eCM4xNTGOQjSFoBoy6lRq+LCd2p226oZrp1Lwo2Us24oVyRuwLBuuW4TBmG70UFSrmZMeamZ0c5a/wgXn4KhM1TLG0N3Xj0wdQ2QhBG7dvoNcuiRUzahuj0eRS9OU0ZZC0dXdzdBRIcCArBt0bBtgBgQPIYRMJeei+im97lg9XynlKwUiU4IyVM+Xm1rbSaPqSJgyxhD4AQChI4jq/MpaxZWrA2yFAbQSMvFUruBcniPBkdIpfCbPOQAIDtfzpK2QZUf2QcmpKvPz81GjRSkdb9lyPnRYpQkk2pmS1UuUWpeGz5VCK96lraKG5efdMC1dfqEitHJzDKlodna8tjb5WrPqZyLeeIKoLAIM1RtWGINpyOhX6RBlJ7oSwurzxBhDZ08fTNuGVyjIfUyl8KEPfQj/6T/9Jxw+fBj/7b/9N8zOzuLHP/4xrly5gm9+85uV21wk5aPSrly5grt37+KDH/ygXiaVSuH555/HG2+8sSQBSBCNIAFI6GLwZkSZ6qrdvn07Hn300YZF7cstAOfn5xN+g+l0GkHgY256GkEQwE6lEr9v4xEoAYALHjV8yMhKyTOv+s3fd11dX2UwI1G353tuRTev3i7nCfFoRzfvarWI5SLQNE30Dmysm/4MggDDw8PwPQ+57VtL64qutxzFFuiuzZRjA4LrTsvK/YhMnSMz7I5cDgJAGHkMemXTS4KoQUV2fJuy6zR241cWMPL8yvOu6hQ5FxDCh22aUbewLFFQ5tVKaPqeG1nKrEwaeCkpYCn2fARhgND3KsoMDNNKeCoqzz2Bkn8jEHXRhhwFtwi3KDuknZQDK/LOq2Yeruvr1A+LqI6z/L1sWJY8pihFzAWPmjpU9DYyrowivQzRFBA1PShK1Upj59rnQonG8m54QFnANPheiKKIjMkfV/INGaWQOY9FKOuvhzEDXb19+v2mak/j17VQKOCxxx7Ds88+iz/7sz+rv18LoNaotDfeeAMAKixnNm3ahGvXri1pW62aBUysXUgAEpqlpIA55zh37hxu376Nxx9/fMGeWctpOj02NoaTJ09iw4YNePDgAdLpNIqFPKbGxyEEl2nXOt55QKnhwTTMunV6QSA7f63I0kIV0Rum9NWbzxdg2xayuRwMqKYHoNRJK3TdHDMYfM+X2VLGwKMbmY4ARTcmxhhSmQx6evt1c0c15ufn8c477yCTyeDJJ5/ExP17sGwbjBkoFPJyG2VCRHVAxjst4+nBeHSPMSncYDDAkvul0op+ECAIA5hRraRlWZF5dGxSiijND1G2MiUfxegcqaW1NYyl04qA0ELF87wVE4CKWgKQ8xC+50eduZV1ewD09a4m9NV54jzU0c1E441pIJ3uRJDORE0yIebzBYABKdvWDUmCJ7fJOQcXAqZhgEWi2oy6fTnn4EGAeEyumlF3HCUO458D0zQB04re25Uj4RQimvYSjwBLA+ha25PXXPo/iqj7u9QcUq/mturajEj8xTwkq9lStdoGptaoNL1fZe+ppiLbVANINIAEIKGxLAuFQmHByxcKBQwNDUEIgcHBwbrdi+UsRwRQCIELFy7g2rVrOHLkCDo6OnD//n3MTk9hbmZaL1dt9m6c+HPSzqV6Y4iKogEywhNPG3PItGkuK7tsgzoTSWwnBc5V96GKsMh4i1WlWSadyaKrp7fujeHBgwcYHh7Gtm3bcODAAb0ddUxmjQitVUVQhkEIwzL1c0qoydm/HAihG0Isy4YwDZimA0AKMj+IrDs8F67nIeU4SfuhmAgoTwkLAQRBCNMIgDCKfvoy2qqiPZZtN/SuayUJ65Qo4qWitoHvS+EW1U8akWApP7YwDHSAyrJscCFgOQ54IOveVAMFgESkrHyWtBT0gGWVLH8834frytenUinYtqXHEKromIGo0SKKxJlRM0jZgVY9ftO2gciyhcdqA8MgqCrC1D4Xiy6EEMhk0joVG09Vx6N/Mo1csnfhNUYoKko/Thr/gDUME129fRWelOUWMGEYolgsttQGptaotM9+9rMAZCYlPhljbGyMjKiJZYMEILGkFPDY2BhOnTqFzZs34+DBgzWnD9Si1QLQ8zwMDw+jWCzi2LFj6OjowNzsLHZs25IQf4pqIlBFusqFoe95Nc2WAYALwLJMLf7kgxwwzZo3UbU9IYTenhHVX9Xrju7u7UO2o3ZHYHyu8WOPPYZt27bp58Ig0DVjIjLONePzWhnTaXGZWovdfH2emNqha/Wi9ShBEgSllG7JsLlEOpWC5/kwDFa1Li3w5Wi3MAzBDAYghOnY0vIlsW8MhqHEt48Ay+8HqOr2vGIBO7ZuwczkuE5dCwjdoKPOEw9D2YUbiSwRsw/Stikhj+r/BHjUQKPOnzoWIWQ0Tm0jfs7CwK9IH9u2jZTjgAsh6yaj+rc4auKLSqcqzCgNHASB9rXkYahLAsIgWLTYFpzLpiOr9GNJ70dk6GzZtkw1R2K+URq5GmEQVNSQlmOYJrp6+6t+X1WbAwws78QiNSptz5492Lx5M3784x/jySefBCC/015//XV85StfWdq6V9gHkFh9kAAkNAuxgeGc4+LFi7h27RoOHz6MrVu31l2+Fq20gVEj5rq7u3Hs2DFYlgXf8zA/M42uOukb3ytN0agXEQSk2XLcww6QKVDXc+HYdkXkQ0d/wCvrBhmDHRkxx1Ej2AzDTBT3y/WZ6B0YgJOq3VjDOcfIyAgePHig5xon1hHr6lQRIRVpUuPVpqenkMtma9xEI0ESe51Ku1ar+ZTduiJaRujXS+ErxUvIOfKFIjjnsCxTNjcYHKZtyWhYlP409Po4BATCSCiq/bSdFALPg90iy46S315pdJrafx6G6Onukuch0TUrGxPix6xS54xF9ZBR6leJoPgxMKjULdciT1moSN8+Q0fGpBiVEeOSbZ+BQmTxo0yXbduq9HjkHG6xWF0ExZaz7JLQDnwvYb5c7XXV3rf1MC0LDFJsWrZV+oHFWFSLJ7vLRcgXvN5qXpR6e6aFrt6+mmUT1UygAbQsBVxvVBpjDJ/+9Kfx8ssvY//+/di/fz9efvllZLNZfPSjH13S9qgGkGgECUBC0ygqVywWtZGyirIt17YWyo0bN3Du3Dk88sgj2L17NxhjyM/PoTA/DwEB1/PkUPhaK2BSPMjaQAeqyUFFdQRX3YPSfFeJQNtJIfC9Un1eFXhkBB2/GdmOgyAIanoNqoaTeE2T7Tjo7d9QEU2L47ouTpw4ASGEbnopR42DKx070+lT5cuXi9L4qkhfJDotpZBVnaJhZEhcrVZMpYRlqrZKBCq60WYyGdhW6bV+EMD3XAhuwY9mzKrIkYo4AmpsWanLWEZ0nSULQC32oro9VYMYN76Op2Lz+QJ6oq5y1cHLQznCTwgBZggt7OIR0jAMwDiLUreyzlNG8GQqWb1f1LWWzSORP6JtRpHF5HlkjGmxXU2Ih1HjjKrxtZ1U4npJo2UZcbUtO/qhwHU0Ngh83eCkIsLViP/AqEXIOVKplIwk1vqxWdXqJRKFhmxS4XXqC+NpZYVpWejq7a/bnFZNAKbT6aTJexPUG5UGAJ/5zGdQKBTwiU98QhtBv/rqq0uPQDK26HFuFa8n1jQkAInSpIc6EcDx8XEMDw+jv78fTz/9dNNfis0KQOU3eP/+fTz11FPo7++HEALTE+PIz8vUjWXbsoauxnZk1E9alFiWDT/ylasFYwyGweCkZA2TZduYn89LT8AgQDadgZNypH1KVFgvTYpTMp1mGDWFXxw1MxgAZmbn8Oihx+qmNqenp/HOO++gv78fhw8frpmONw3Z9WuaJubn52FbVqI2MR6pFEIkooAyosVKN9bYOQ0DPyEC4zdflVqOR7ri4rY0AcSQndeOo8WibclGhbn5eRiGiZRja+EUBkFJZEaCeaH+cILzSOj5ukGDC14ztalm1gqUat06OnLRDwIbQgk0s9QwpEbjhaEU1pZhRn58UT2k2td4c0eU2laRzvLjqejajaKBQeQTGG8YYozJVHJ8fJsATNtJTKhRYs5xlDASic+LikRKgarq80pR6viytb47VPq4WCzCqtpZjoofCJWIRN2kQkVUy0VhXLxato3Onr6GzgTVUsDZMoujZqg3Kg2Q1+z48eM4fvx4S7ZHEI0gAUhoqokyIQQuX76My5cv4+DBg9i+fXtLvhCbEYD5fB5DQ0NgjGFwcBDpdBphEGBy/H5CYCkvMyvyLItTnvINAj+apxtWdmxa0tIl8DzpBxjzT3Ns+RFSfoDlNzfGmO5eDSLrluiZxH/KYWBgpo07Y1dw4LHa5/v27dsYGRlJREBrYVoWDDU7t9oCUV2aXkc0o1UKWRX9jI/skjdUHhv3VZl+Y1GkS9m7yC7gqtNKIOsRmWnqDmERzYu2LJlmn5ubAxhDyrbBIZtWjKhTO/B95Lq6E+cgPidXi73oeOQhljqPVbpVNigIGJaca6v87FR9JjMMzM7OoaenWy5nmDBMI5H6VduxbFs20USROlX3qCKFhsH0DNwg8BP7Ez/PQkA3l1jRPOR4nVwYlQ8oASSEPHdqEogyUlY/RCAAEdV41mN2dhYduWRzV1wMlo98K5VJMFh2ab5vwHnVBiPFUr8LqotCNSZQfs47e3qiBpNG61o7c4ABSL9O6gIm6kACkNCUizLP83Dy5EnMz8/j2WeflWOpWoScTNE4GlbO/fv3cfLkSWzZsgUHDx6EYRhwiwVMjT+omppSY5wSqTWBqvV+0lvP0ik923EguIyEJaIxUedp/bnBcnqI73kxj7/6dYYKZhjo7R9AIeqarIYQAufPn8eNGzfw7ne/Gxs2bGi8XmaUzKqjqJasx4uaEHgYiRNTNmIEZX6EsX2JiwC5PhswGJiAtupAZOIiuLRzYcxAGHhaFCkjYMO0ImNp2VACJXYAcCH0POJUKgPbl19ZfhDAc134kbWOZVmwLBuFfB5mFBULfF9a1ESdr4KLKL0v7U94dKyqsUXd/A3DgGDyWBMdydH7S3Cuhb/q9hVCTk4pH33HwaJoHtciTEYUpfiT4/5K763y683DUE5UMQzpJWkYAIQ0wK7V2BGjVGdXupYsEYWTQg2iuil5d3d3XSuYUj0og2nLRhXLcRB4XsPPh97vRVq41FoHMwz5w0aormAbnQ265eNUE4AdHR0rZjDeamgSCNEIEoCEJp4CnpqawtDQELq7uzE4OAi7Tq3bUlhsBFAIgUuXLuHKlSuJ7ta5mRnMzUzJG3GZaS1jwMzMDDo6OsGYAcdJQzABJko1aOorLpb8hGmUxl3VSisWC4UK01iF7TgIw7BieoiqU6uXBrYsG70bNsCybBRdr6oA9H1fC/PnnntuwbWYhln+i15owWKYJizbRr5QRCZT3Y+NV5ncoDqng0B6GQZhENWkWRWjxdRZ1lMnLKukKct8AJkpbWd40UUQhkil01K4RRE2wzD1/oScI/ADCO7CdYvaj9BgJUNj0zTBLCm4AHnd1TxcldYt+R46seOXxxKGKs0r/R0dJxkN1ccZRU1lBFAKzriPYlx46XcdY7DUZIsg1KbX0oS8ZNKNaJ+Diq5dQ0dAgzCEFV1LXuP9WzZMLjFhQ+27nrRSRQNwIeBH0XXDMOA4DkzD0Cl01Z2t0rPlIrecasK1FswwYBpm0vxZ/RiJrcNJpdFRZzRiNdQPAsX8/PyirK0IYrVBApDQX5JKlF29ehUXLlxYUFpxqSxGAJYLns7OTnDOMT0xLiM7UadotVhZNpORxfWWCc8twnacupFH07IQeqVaQMM0YUUiIjmyzKqwhinZutRefz1LmVQmg56+AZ0eLU8HAklz52PHji1KmFerDbQdR/u3cc6RzZSaR5QliIyeJcWcZTtadChUGjg+tkulMFUEzozsPkTk61YtkmqappzGwkVkF2OBq2UDH6buNmUwTENei0i4yFQkh+sWpX+gacJxbAjO9flUIkKltVXkVxkziyjNK39QSGHAmIoAGvqcyOuUnPtsRo/J45DROiGqpVpj11VHS+WPF3X9hajeQR4nPhLPchxM3X+A3t6eutG3mmIrdt0YiyJ6ovS+Vt59RjTSrXIGtsT1XNhRurmUnmUoui5SKUc6ADT47MuO55IVjhJ6cYPyWjjpNDq6Fif+AFnDmMmU/BRbbQK90lAXMNEIEoCERt1srly5omfnLhcLtYGZmZnBiRMn0NHRoQWP73uYfHC/ZKVRllKMwzmHaVk6Gud7XlSPZVREuRhj0fSEZKrTC0vpyEKxiI5sTk45iLYXhKEcNbfAlJcfGSYHYanDtKOrGx1l9WtqnqriwYMHGBoawo4dO/Doo48u+ganIjO242Bubg6psmhkeSQmMXPYMKKpEUJanfBQCjnVMh0hhT2PhJ+yjYkMsyOD63iatDxClZwMAS08HCcV66QNYZhWQiAr3zz5vz4yZhqI7VsQhCgUC7AsG6lUqqLpIAwDmIZd6qYFSzSFWLaNIBbBkw0hdmwT0pYlEa0rs19RTRuqMUaNxgvDMNFAIYCyGjtTR+XUJVd1h/IcKqNtD7Zt6WPTAr7ssyE4T5yb0kVmMK1Sc4jvB1H0UsgmHR4sLClYtWpBIJ2SgpFHljZS6Avpo6lqJ7lAyEOdNl8sqUwGuc7uJf1orRYBXN01gGiyC7hle0K0KSQACQBSaA0NDQGQDvXLaX4KLCwCeOvWLZw5cwZ79+7F3r17wRhDIT+P6YnxRGREdZIaZvKGy5gBP/AqGg54NCe0vCZPzsWtYyLLGHKZTBSZsBLTDRgz9ExeAYBFEcnSaLPS6DdEHbZmFLXq6ulDpkqqqTRxo2Tu3Iz3omGasKMpHLyUe4W6Y6tJDALy+sSbPHgUwVMzd4Mq1042vBgwbSMy841tWyQ94izL1hYzhmEkGjmilQEAfM7BgxCptAHLsPX50OJSmR0DCR861bmrav4AoLOjA0EYwmCRwAkCuH6AlG0DylvQLnUzm6YyRVaj3Bgsy0TIOXzXhWkYUQRRWuHIEoqkvYqi1JjA5dnmXNbzld2gy6O+KuJlmqYUSZFICwO/quVKXPiUGy5LwSmbNZQljBSxka9gmRAFII2qlXekaUVTSLy62sC2G99WZHSTRWI3gBFLky+VdCaLbGfXkjMWtWoACWKtQgKQwP379/HLX/4Se/bswcWLFxc91WMp1BOAnHOcPXsWd+/exZNPPomBgQEIITAzOYH5udmarwHnWtSpaFWtNBUga/JKw+xt+J4bTWFQ0StpNzKfn4dt2zrNGI88WqYBL/KuWywMQM/ARjg19lHOg+U4ffp0TXPnxRC3oclovzzZ9auK6GWaLlXR5CEXjSKekfUKi6Z9KOICWkWulDiPixU11YOhZDYcdYlAD/6NjJgtwwC35GM6MhgbhQZARwMBOSdXjQ1THammZek6PCuKfKmZyIzJ6F/RdZHNZOB7nrRQUfYpLGZ2bQotkNLR+VNiLR5NVh2/YAyIhG08MqjG2CVq76J6xJBzQPDY3Ft5LOr1RjQlRYmxMAj0dZGrqjGfOBLwhmXCNFOyTpIZCzB+l1NA9LxgzsEMOfs68L3KKGJEvbFsQRjCLbrIZjN6f+N1ofJ8Lm4meTqbQ66za1GvKWetdQELGJAW6kt/PbG2IQFIoKenR3vpXbt2reFNoRXUEoDl84UzmQzCMMTM5AR8z9NpNwkrC6DI/0mlMjI9awDzM3lk0mkdnUu0e0Riw7Zt/aiawhDfs0xkqhyPzJTml0pLkoV2+CqcVBq9/QM1pxIAiHwJpR9ZLXPnxcCitGPFlJFolJgIAqQcB0JUZo6qTZMA59HYtiAp/hiTHasqtccAI+rsVXVc5SPggKgpw0JMYDvaTFqum0XXKtktrAyUK0fPKXEW6Lo/wzKjoKeAYRvRsUmbmaLnIQwCpBwbpgmdgox7HBpROtb3PNkwER1HyQpGRrQEk3WOhmnBsixdRxmdoIpjV/rXMKRoVF6HidQtSnYpSoyp8wQhvQUNpupHDXms0WciDOVUFR7I6Hfp88eijnBR83Nvmmai7k5ETSCyQcYBD/yK8otqQlR1eduMwcrVmMYR7YOqHV1IWUUm11F3POJCWXMCkNEoOKI+JAAJOI6D/v5+AK2f0VsL1RgQZ3x8HENDQ9i0aRMOHToE0zThuS4mx+9HN9HGwtR2UnDdghZkmXQKgKgpzmzH0fWBTipV0blbjWqNCzqaGAQ1rVsU2Y5OdDWwp1DmzoBMybeqC1tNaxCRyjONZC0kYywqHWIJUVd+TPFuTDPaN9UNq9KJqgNAiUcz6k5NNNPExuup68sMQ3qYCSHFeFRjyUNZL8d5GNmblNKsnHPdfGKYJqxI8JuRQK1oHog6XtW+WLaNlLCAaHRaEMh6t5BzhG5pbJo2Gg5CpDNZWQcZzfCNC2sjinLGvfr0NA0h9A8ZlWLVaeeKusHIB5ALKeBUl3RkC6MjjcyEaTEUZueQzmalQAxqf45LAjxu+B11AaNsEked93Ogzb+lwTSPCdQ4pmliPp/XkdNGxCPQ6hpW249sRycyudakaasJwPgsbYJYa5AAJBJCZCHzgFtBXGgKIXDlyhVcunQJhw4dwvbt2wEA87MzmJmaBAB4YWXNXhLpaaeeV5YrnutWF1qRAIg3QXiuTB17nhd1c1ZiWbX9/5T4MBirmcLq7u1HtkFdkTJ3Vin5VnZhm6YUbYV8HnbkhRcnDHlUkyfTfmpihOwGNap2Y8anfFhVarnUuYinQS3LlpMbBI8mYMhtqLF7lm1pUcRYqdNWCVgdKTJMMNOAERlOh5Fw4GEpdSnHxsmmDjMafadsftRkEeUNiKjpRNUlGoKDh3LmrzrGlOMgnU4lmllUw4UaHRe/ZowxGEqwhhzMkNFBVmHLA2ljlLgeIcCijmTOYUaPibIotTw3Jrq7unTjk/L/q9hGle5ySdn0F8uSTTsL+D5Qy5i2A8SMs4UQWmgvVPyVEwZqWotqJpL7nuvsQjrbugjdWqsBpC5gohEkAIkEKxUBVNvxfR+nTp3C7OysNpsWnGN6cgKF/HziNbV89NSNu9yE1/c8+H4A27YTWTcjSrFVE3Kypio591XCKor8qyE7HJk2w41vs3dgA5w6N8Fyc+fe3l5cvHixYURxMVi2A+F5uiPXjCJS6qZqmqrxIxJqkV2Kqukrrws0ynzpymu5AHlOZV2lanqQIosh6kg1rUoD5ShKaRqG/IvWV7IlgY66WaYBX9X6xfZHpVxValilo9W1iTdYlL/n1faUGDYtE1aZYCu6rhY1ccGv6hot25ERQJ4cM2cyMxExjFvlqM5N1cQSRlFPvX+MVXlvJkV4fH9UJFdEkVS1vXo1dqq+E1E02Iqde22zWW2SjSrsNM2EUBMATNvG1NQ0ursX36HLo+aUIAhQKBRlKpwLBDBg2k7LouNrTgCSETTRABKARALVHbgS2xFC4D/+4z+QzWZx7Ngxaa4b+Jh8cL9mlK3cR8+2nViXZiWOYyPkAqbyOrSqGRSX75uBkIclscmYnGHaQPwphBAIPE+nlG3HQe/ABm08XPW4Iq/DfD6PY8eOIZfLJSKkrcRzizpFyZgB8CrXm7GoiUOe50TEz7Z16jJ+Ly/3blOFbSrtW157aNkOQt8D515pvbzUAGKYpjYczpimtugxLRtCxGrqIpSoMS1LT4UIgzARMSylWJkWNkFUI6hqJMMgSDT6JLzxogh5GITyGgUBOBfwfA9hGMaajli0rxZMI2mszcuup2rQMG0LQjCYVtRNXs0HUMjRavFIvYx8Vv/MVvNk5GFkjK0aXURktxNNwFH1nclrZaPeRJA4pinTyDyKsKrtd3R0LPnHpRmJylQKYIaJyakpXLt2DSMjI+jq6kJfXx/6+vrQ1dXVcOZvLUrejpLVXwNIEUCiPiQAiYoU8EpEAO/fvw8A2LRpk/a0KxYKcqoHoFOP1RAQsJ1UVHslSo0U0fzY0n9lms9gDLbtgIsoCqJTdDKcEfgBwjCA46RgWWakW2SazHZSsW06pShHhO/7KBQK6OrqVgNIEk0Uuc5OdHbXr/eLmzs/99xzOqIRN8FtFepcqUif7FCVXaeqA5dHkbdyH0BD1ZtF65HdrgCPUq1VvdtY6YRYZeI7SNQeyvm00s8PMIRsADANA6bjRKO9ookdenqJJbcfdfWq2kNlMO2resDoR4LMMastyro9wzDlKLRoPzkv85NM+DWXxJTreUhl0rqGsTy9OV/II5fJVEQG45E4FlkXqf3mfqkGMi5uZVmBEfkvcm3XoqJ+1SJ6pSk1TDe98Mgyx4xmHMvO6gX+2FvAjxAWRUvj+6LGLy62q7cWnd3dSKXS6B8YAAC4rouJiQlMTEzg1KlTEEKgt7dXC8K4sXM9VA2pFYtc5/P5ZbfDIoiHCQlAIsFyp4A55xgdHcWtW7cAALt37wYAzE5PYX52pqEXH6AsRuS/G0UlDMOQBe8MMFjp5qRn1QophkxTGtHGo5+240TTIuxEOrecTDpdtTaxq6e3oTVFPXNn9e9WRgCr1TaapjwvRVd2wTqpFDIZMyFEqtWcyZpLH4wZejJIXLgkGj5i4qncQFk2jnAEqus2luIMubwmKceOfApjnnpcmSMzQJlUx3wXgVIzAWMMppMCBIcBOXs43kkbFyl6LrBQ4+9YVOOH5MQUgUR6PN4A1N3VVfE+LhaKpbnFtiMFWRVhVN51y8MQ5WdfRu+irmgR7X8kfut9hlV3cXw9pmUmu5Sr0OhHiLrW1bq71TUqum5dW6ZGdHX3VJRQpFIpbNmyBVu2bIEQArOzs5iYmMDdu3dx/vx5ZDIZLQZ7e3trWlzp9Hjs8zE3N7eqR8FRFzDRCBKABIBSxGs5m0CKxSKGhoYQhiGOHTuGn/3sZ/B9H/MzU3CLRQAyYhDvDC1H+fapm2u9xhDTtOB60rBXpY4XgjKVVrWGvudV7fytBTMM9PYPIJWuHX0QQuDq1au4ePFiTXNnxpLzcVuBigByzlF0PeRyuVK0MpuJxp5JkeD5PizTgmVVv2mWOoS5vl7xhgs5NYTpaJQaiSbNpG3wyD4mpgYBIJHONJg04FYmyOr6i9i1EAlxaYFHgb54raCclCHfJ9Xq4sojfSqKa4CBRRGzyusfic2yhpjSGDszOt9Rw0ns29Z1XVlTGTU2GFEDC6puJzoX0Xg6FdlWP06UDQ9Uk0Qdyn9gyWtXEt5qHF45tQSgyhg0+mwIIeSM4iV+v3T19MBx6jeRMMbQ1dWFrq4u7N69G0EQYHJyEhMTEzh//jxc10VPTw/6+vrQ398fvfdLNjlAaVyiEGLVRwCpBpBoBCX5iQTLFQGcmJjAG2+8gWw2i+eeew65XA7ZTAZz05Na/CkCv7pYc1IpPatV4XtuxY1BTbwIwwCWToXJEWyNCtBtJxUJiqQADXxfdqs2+FK0bBsDmzbXFX9hGOLUqVO4evUqnn322bqTPZQZdKsIQo58saijWHHrDiCyL4lSsemUTIlzzpEvFOD5vtZpVvn1UZ2ujIFF/nDMYDrqGvh+1M0Z2bZEdjHqepqWBcuydWrZsu3ofMvJEoHvQUSTQtSsXsuyYdm29PGzbZimJWsHGSBU/WQ0vxZI3twD30cYjSSzbAeCyWtnGIYUWIEvRU0khoOYTUvcj08duzKb1h6DhpxTHETrKY+uqXpQI/ILDKPIooBsGJIRRznn2Ir+rcyjgzKrobgAzucLda9/vdpXNYmFRUK7XEzGG3tUTV75vtRDLV+vvKMcxhi6e3obir9qWJaFDRs24MCBAzh27BiOHj2KDRs2YGpqCm+//Tb+/d//HWfOnMHdu3dRLBb1OEFFq2oAv/zlL+M973kPOjs7sXHjRvz2b/82RkdHE8sIIXD8+HFs3boVmUwG73vf+zAyMtL0tgmiHhQBJBKYpolimSBrhnik68CBA9ixYwcYY8jPz2Hvrh01006+7+kmDMYYLMuu6dHnea7uuDSjiR61bnSu58OpMqpKFcjXM3NW49uUeCknlcmgp2+gbhF6sVjEiRMnAGBB5s5GZKXRCubm5jA8NCTPe+Sxl3JSFc0tXHAYKN38DcNANqql8oMA+XwBhmkik06VaqaEAA8CqKspo7ilkWowSrN1y0Uti914jagWUIqsIHFDDqPGEGVDI6K0KwOL0pilpohEVDCKbPHIiLh8xJ2uDzRNaYot/FJEsuzUq/12PR/pTEZHLytq3HgpqimjgsllDIPJhpcYQgDFQkEaSBsmnJQDwKowWa5HNpvRncvlkbaF/rir1jiihCFTzUFNZAkWWhfIGENXT29LunwZY8hms8hms9i+fTs455iensb4+DiuX7+Oubk5MMZw6dIl+L6P3bt3Y35+viURwNdffx2f/OQn8Z73vAdBEODzn/88PvjBD+LMmTNaYH71q1/F1772NXzve9/Do48+ipdeegkvvPACRkdHl7wP1ARCNIIEIAEgmQJuVQQwCAKcPn0aU1NTeoyZEAKzU5MoFotwPQ+ZTDZReB1HCMBOpaEUge2kdLqypImEjlgxJicalBfRl6214hGVRl7IHFJZY2Xpjkm5LwKd3T3o6KpvcaHMnfv7+3H48OEFjdxrVQpY1Rru3LlTr9dkJZ84wzSRzxdgmgYcxylNuIhFUDnnsC0L3V2dsmuUc8zNzSPl2BU36bhoCcMACEupVy6ENDFGydNOpVArJ44I+IGPbDQRxjDMiu5SAYHA53pfOeeR6DOg3h88lM8LyJo+Hot8Kp+6uPmwYVp6SrJlOxCi5H/IIKOSvufBMEzASEbWyoWWOselWkFZk1gy044sSAAttJUXoRCl6KBl2wtKyqnaRuVlGN8+FvjZThhNR9Y7DCx6z7LoGDmqfZ4WgrQGKgnxiu1Hkb/FRAsXg2EY6O3tRW9vLwBgbGwMo6OjKBaL+PM//3MMDQ2ht7cX/+N//A/8wR/8Afbu3bvkbf3oRz9K/P93v/tdbNy4EW+//TZ+7dd+DUIIfP3rX8fnP/95fOQjHwEAvPLKK9i0aRN+8IMf4OMf//iStkspYKIRJPGJBK1KAc/NzeE//uM/4HkeBgcH0dPTgzAIMD52F4VCHmHgyxFrUf1YtT+DMfhuEQwy1et7LjxX/qn/lxFCaW3iex78yN9NpoFT4Fwkjsex7VInrCWnPix2jq+KTBmGvBlev3kbnd09dcXf7du38Ytf/AJ79uzB448/vuB5y3KO7tJTwEIIXLt2DSdOnMBjjz2G/fv3V41Q8jCEbcnUo+yMdaIRcaG2RYmLahUJ6shlYds2gjBEoeiCR5HFUk2YSo/K9YVBqNOe0Q4m96PsWA2DIeU4ev4tIJtz5I8VW+6vnpbBI6sYKWBUSjMMShY0qotYGUVLgSFT1pZla+EojYyZTlvriRsRKgKmhGRcqLAGNiRGZMFiRtZC9VLE8t+m9LKMzo/rupH4qjx/5edSdQmzaLKKacpUu0qfy39burFGEe82VgLS96UlUhD40WdKtsQbUW2fZauUvLUgK5ZqnbeAbEzp7u1bNvFXDcOQP3wOHz6M//N//g/+7u/+DsViEf/3//5fHDx4EPv378f//J//syXbmp6eBgD09fUBAK5cuYK7d+/igx/8oF4mlUrh+eefxxtvvNGSbRJENSgCSCRoRRPI3bt3cerUKezcuVMLDrdYwNT4g1LXZdSgYdUQQrbjwIuEmee6Nce0yU7UyoYRFc0xDAbAhBCyhlBARJEMS9YEIkpBQo3Vkq8viTk1bziKBzEGpkyUTRN2Ko2pkTM1z0W5ufOGDRsWdA4VzUQAOec4e/Ys7t27h2eeeQbd3d2y7s0wSj5vzMD8/Bwcx5H1kpCd1a7rIZVS49RUDVoUIStr2gAA27Zlh6YQcF0PfuDDNA3Y0Xi85DkxkqO+VPNBhcg0EISBHLuWSskZu8KIUqQGmGklDJblvho6mldatxp3J5LHE2teMMt87szYxJfkaDYLfhjIqHPMGFs2L8nXqOsV7yYOeTLSyczSFBZZ65jsCK6V9lVCpVAsYmZmBtlsDtlMOjHFRP1bvw/CsLSNBYxTLCc+Mi/w/bIfJSLqUq4OY1E6OgxQLBTR2dWpvQZls43QdYFq3V09vTWzAssFjwzBAfm5PnToEKanp/Fv//ZvKBaLeO211/DII480vR0hBP78z/8c733ve3HkyBEA8vsSkJZYcTZt2oRr164tfVtoMgVM8aE1DwlAAkBJ8DQTAeSc4/z587h58yaeeOIJ/YU2NzON2empxLJqtmeZrZ6+eZWLumoisFEdkRACfiAnMXRGdiyCc22hobav/7sInFQa3X198H0VCeIVUQ/f9zE8PIxCoaDNnRfLUgWg7/sYGhqC53l47rnnkE6n9XW1bQeMMfi+DyY4clWsLmynFH0pP8e26nQNQ2mTIkSi2cJxbIgomljt+vi+Lz0F1fqjFDEiv0a9bh5GPoCGFkSMsajLlksD6chfUKWSK8+VtIaR3caliB+EADMYGKSgDGMCTu63n4iKicicmocBmACymXQp7cuYbp6RTURclyEEvLo0iu+nTtGWdSfHyzKsaOKFas7gnGNqclJH6ZS3ZXwChyI+JURNY1lIuQNQ3Rh+MZM8ZApbps0zmXRFt7CcECPTzE4qhVyuI9FsslIEkX2OYn5+HtlsFqZporOzEx/+8Idbsp3/+l//K06ePImf/exnFc+Vn1chxKLOdTkrnQL+1re+hW9961u4evUqAODw4cP4q7/6K7z44otyfULgi1/8Ir797W9jcnISR48exTe/+U0cPnx4yftINAcJQCLBUiOArutieHgYnudpscM5x/TEOIqFfM1tCQEwU94sbceB7/sVNzCF58qOX89zo45Pnoi2WFGqK+QchUIelmnCidJIKs0rDYKjKSKpFPwajSX1yHV0orOnNyqKrz6tQ5k7q67npRayL6ULeH5+Hm+//TY6Ojrw7LPPQs3IBaKmEkiB7Xoe0um0nFRRFhkyGINpJaNihahTEpCXyLItIEged8LDT03fMC1Z5xZ1jCrxxzlHyAVsy5IzfsNQXxtAXivXdUu1aKgiPqKGBcM0YdqOvGXFGnXkcYd6fbXsSkoCMVqH+iHUQCgpHz0RdQ7Hl7ZsW+5flc9TNVGvmi9s20EqnYFlWbAdp+KY4+JPHq4VRekqu9xVl265qXj56Lhy1HWu9mNQzVBeqC1SNaRYle8LzjkgODq7uxdcGtFq4hFAoCQAWzmH+8/+7M/wv//3/8ZPf/pTPe8cADZv3gxARgK3bNmiHx8bG6uICrYz27dvx1//9V/rSOkrr7yC3/qt38KJEydw+PDhZWl0IZqDBCCRYCkRwMnJSQwNDaGvrw9PPfUULMuC7/uYnZ5EGIR6Bms5+fl5mKYFx1LiSCSEUjUZyCFgp1JAlIKT0ydk6tCPCSWniuCKj5ADAN91oxFXC7SyYAzdvX3I5krzQeOF7OoGcv/+fQwPD1c1d14si+0CHh8fx9DQELZv3479+/drEaQsLsIwxPj4BDqyGTm9Qghd02ha0sYk9IOo7q20D4ZpIm5swyJBFygREjUHlI97A0q+fqYlR53JDLS0PLENQKURAWn8bBpyw2oSCI9+HMgIo5pEYiWbJCJLl7hdizreUr1hcr/UMqrOEQjK0tuyu1jWz/FoprAN7vsoui6y2WyURo4J9Njry0fIiahbOL4bynLFth3YjqzJq/d+4Zxjemqq4jMaBAEEogaYWCQ63mGdXN6vKeJUhLHe+y7w/UV9V3DO4fuBHnEojb9VVNJEd2/fQxN/QPU5wK0aAyeEwJ/92Z/hn/7pn/Daa69hz549ief37NmDzZs348c//jGefPJJAIDneXj99dfxla98ZenbZazJLuDFfW+VR0m/9KUv4Vvf+hbefPNNPPbYY8vS6EI0BwlAAsDSUsBCCFy/fh3nz5/H/v37sWvXLjDGUMjPY3piXE/SqIVj2+DR+C1ZvyQaWl5YloUw8oEDKtOTtfbTSaWq1gqq6JFRNiGhHMM00du/oWISQVwALsTcebEsJgV8/fp1jI6O4tChQ9i2bZvuHlXiz3VdDA0NoburE0DSp7Dc+1A3KjgpsKgLW0a01I7JDl0TUnzMzs0jDENkMxlYjg3bssDAwEU0bSMSP4ZpIfDlfy1L1QeWjs/zPGTSqYp9g5AzYBkAZjuR+CxPTZb+nazbM2EY8seCGf3YiM/71a+v6B4vWbdonz8149cwqqZRDWaAi+Tj5bYqtp2CaVuwbUeL0IWgxF+tCL0UvAKmKUWoZdtAnSidqleM/8hYzNi2eu9LVdcZ/wGSSjkVUUcp/mpP6FgpygXg3Nxcwii6GT75yU/iBz/4Af7X//pf6Ozs1DV/3d3dyGQyYIzh05/+NF5++WXs378f+/fvx8svv4xsNouPfvSjS95uq1LAMzMzicdTqRRSqfq+jGEY4h/+4R8wPz+PY8eONWx0IQH4cCABSCRQKeBG9SdBEGBkZAQTExN45pln0NvbCyEEZiYnMD83C6B+8wYA+EEIyzQSqUIpAqvfWGzbLhnPqnqzOutXFItu/ahK1NigfAcrtuuk0DuwoepNSq03CAKMjo5ifHwczz77LLq7u+vu00JZSAqYc45z587hzp07iWaPuPibnZ3V1hY7d+7EXFlNphJJLErJhUEQNdEYUcNCWFXwMAC2ZSHTm5Xd22EIVs0XD4gaL6KayTAp0NT0kVwuqz0K5ZxaAceO1bCZln6tGYlM9Vz8fVOyWGFR9K7kPWeYFiw7OZcYSI5gK0XtZFNMfEycwRiMqJtcNUSo9ZS/zRgzYDsOLMdZtOCLwznH7NwcAFQ0SKg6Vj8SdLKDWOhOZzXjubQs9KxsIQR8P4Af+LAXWXunrGnkOY2mvUT1i7qusw6GaaK75+GLP2B5I4Df+ta3AADve9/7Eo9/97vfxZ/8yZ8AAD7zmc+gUCjgE5/4hK6Pe/XVV5tKjbZqFNyOHTsSj3/hC1/A8ePHq77m1KlTOHbsGIrFIjo6OvBP//RPeOyxx3Q3c6sbXYjmIAFIJFBfguU1MXHm5+dx4sQJ2LaNwcFBpFIphGGIqfH7FWLMc92qtXZ2KgUhimVGv4GeaVrRZVpDnHmuCy+KclRL+xqGiUymvtkyAN14Ur6vmVwO3b39NW/ayhx3aGgIhmEsyNx5MTRKAatmD9d18dxzzyET+eWp1zLGMDY2htOnT2PPnj3YvXs3/Mg4m0VRPB4Gia7cOLrZAoDlOBV2MEAytW6ZJkzTgoildRWu51U14eaRxYsRpZENw5BCq8rxFgsFOE4piieP04RhyuYGw5Rzfqs1YOi6wFgUKp6eFVHUTBtEV4mexY894RsYjX1jTHYQK9FnWc1bmQghMD09jSCUFjq1Gjj0JAvGovrYelE6uRxjgGkAzDRlWneRESMBWTqgOuoXSjuJP0AKQCc2p3h+fh4dHR11XrFwFhLBZ4zh+PHjNYXVw+TGjRvo6irNNK8X/Ttw4ACGhoYwNTWFf/zHf8THPvYxvP766/r5Vje6EM1BApAAUPpgquhCeVec4t69ezh16hS2b9+ORx99FIZhwHNdTI7fr3lj8l1Xmy2rG67vVo/KyTqrpAhsFOVTwq98uXpzgmsRrwvs7O5BrrOr7vJTU1MQQiCTyeBd73pXy29o9VLA8UaTo0ePJpo91Lm9evUqLl++jMOHD+tf304qjZ5+B77rwnUL8IrVJ5uU270EkQCPN+tYZXWVQKnmr1y027GZwn6Uereirtd4VC8u0FQkMJvLypt0ykHIZbqac66vfcBDGKist1PELVtKjyXrCJXYlml9lohSlvatMm0s6/cc2E6q5R2sQghMTU/Dj7YbRiK13P5GLRsEpekpCy3nME0TiATQYpo74suapgWodP8CttfVRuIPgL7+ilZGAB8WQjAI0UQEMHqtmq+8EBzH0U0gzzzzDN566y38zd/8DT772c8CWP2NLmsNEoBEAhXRKr9xCCFw4cIFXLt2DY8//rjuXMvPzSE/NwvDMGAaRpRoin3p6H8KXT+nJjX4QZSyKrNPCYNAp6Idp3GKV+FF4k2vPxJ/vh8glU7pY9MdpbK6LaZzhP5F2juwEakGkbxbt27hzJkzMAwD+/btW5YbWq0U8MTEBE6cOIFt27bh0UcfTUx/UK85e/YsxsfH8cwzz1R8gRuGgVQmg1Qmo2vUPLcIt1go1avVqHMLoutjMAaOUm2giGoFheDgUURVe+FFtXOMsajTVQq38mhiucAyDQNmykmkGSFCmLFoja4zi4RfteYLoNT0IbhsfJGRT32i9bHG7V3MaCJIEDXKMMOA7weYnZ/Hnj17l9WyREX+/DJBFgSBLIeIPa5Gv8WbqFRas5YIrNbpG/czrLdf8fMcX4fdoLvYjCJ/RhuJPyDqbI5dy1ZGAB8eRpNefs37AAoh4LrusjW6EM1BApBIoLzE4jcFz/MwPDyMYrGIY8eOoaOjA4JzTE9OoJDPy2aPKunZ+DotW87yjUdRjLLpCgCT3mzRjdaJUstmZGILyP+4ngsecqRSTjSNo1TfxEMe3fRLwsK2rQX7nlm2jZ7+DXWNaIUQGB0dxc2bN/Hkk0/i1KlTS/LqWwjVUsA3b97E2bNncfDgQWzfvr2i3s/zPJw8eRJBEODZZ59tmJJmUf2j7TjIdXaBhyFctwjfdXU0T4jSdIh4etUwzKqdv3r/mRFFMaH/2+hMxU2ogajbmydTyvFaQJnOLokOddMJuYAdNaSYUZpYRF3P5cTNjmMrAuchbMdBNpOBYzswbRs3btxAoeguv/ibmdHlDeX4kdjzfVm7Vx7BUihhU944or0Tq7xvA9+vawdVrzzED4KqzT2AjOb2DQxEn9n2Yi1GAFeaz33uc3jxxRexY8cOzM7O4oc//CFee+01/OhHP1q2RheiOUgAEhXEv/ynpqZk52h3N44dOxY952PywX19w/Q9F5Zly47PMqFlOykEvle1fq8SAQiWGM+mfP8S+2eagGlW3MzVeC3fc6M5qIsbo5bOZNHd1193jFU1c+dmx7XVI54CFkLg3LlzuH37Np566in09vZWiD9Vn9nZ2Yknn3xySVFJwzSRyeaQyeZkk4Dnwi0W4blFlN/UDbO6ALRsu9RAEVamg03T0oKsXHiZsVRxvlBEJorexpGj2gzdyKA85ZRhc1z0up6HlOMk9tO05Gg1Ha2KDosZsmnDtlOwHaeqyFsusR9f/8zsLLzY+RJCjsVT6WlliO2kUhDR9I9isSg9Ew0jUY8XxCLqQH0/xFqvUSxkQodKQ5uGoX9I+kEAzw/aUvwBazMCuNJG0Pfu3cMf//Ef486dO+ju7sYTTzyBH/3oR3jhhRcALE+jC9EcJAAJAMniXOX+f+PGDZw7dw6PPPIIdu/eDcYYioU8psbHK+xa5I2U6To8KQBERQ1eGAQ1a/OUVUv8OS9qWKhnJwNAT1BQN3Q9EmuBwqyjqxsdXd11C5Ln5ubwzjvvIJfLJcydl1MAqnUHQYDh4WHk83kcPXoU2Wy2otljfHwcJ0+exI4dO7Bv376WFFczxuCk0nBSUlCFQQC3WIDnFuG5rpzZHEUBVaQ3CIIKgVF+fsIwSHgsq/mxniebCbiQXd+ZDBAGIfzAB+ciMke2YUU/AJS9Cwyjpn1JLtdR8f6J1xk66Qxsx0GHXV3wlbOchetCCMzN5REEIUxTfoYE57KphleeR9suibT4vrPoBxCLrVfZHfm+v6Bbe7kIrDYVpN5x+AFHGMp1PBgfR09P74Je+zCoFgEcGBh4iHvUPCstAP/2b/+27vPt3OiyXiEBSFRgmiauXLmCubk5PPXUU+jv74cQArPTU5ibma5cPpqtqm6KqVQaXAiZ3bUq67p839NF+dKjL40wCGrbxXhytmy1Ll+gdodwGM0Y9Vy3ZlSPMYae/gGkM5Xj0OLUM3de7gig67p48803kUqlcPToUX0jjtc03rhxA+fPn8ehQ4da4j9YC9OykO3oRLZDznT1XBee5yIMfHiuWzPS28hbLgwChJATZdKpNOyUI4UWAMsyYVnJyJGKNLthAMsszTaWowSRiAwnosSGAcuy4fkBJqenMTY2Bt/30dvbi4GBAfT19SGTSXoklrOcAnB2Lo98wYVpGDCM6pM4FoKqCVXYcf9MpjqAY39lrxdyJfJzHNX3qtRvxbHH/z+KjsopLxxcABcuXkKxWEQ+XwBjDP39/Q3P8UpTzQZmtUcACaIRJACJBPl8HvPz80ilUhgcHEQ6nQbnHDPTkwg9X6achJCF9JHdRkXhfpVuSRXhUQ0K6r+eVzm+qhzGgFQ0Y7WcainiOIHvo1AsVp13a1oWegc2wLadKq+ULMTceSnj2haK7/u4f/8+tm3bhgMHDuiGB8aYFp6jo6O4e/euTguvFCzWSCL31YNXLMItFqtGbMtHy+nHTRPFogtAyOkkkFEvPeLNMCs6jUuU1Zkpvz7VAKL/LadsKO++DsPAwMaNeOSRRzA/P4/x8XHcu3cP58+fRzabRX9/P/r7+9Hd3V31x8NyCMC5+QLyBfleDjlHyKNUOUOdyFv9dLTyztRdxLEZwwtJZduW9Ev0I3/HxWCZJvr7+7F161b88pe/RCaTwf3793HhwgWk02l9jnt6eh56R3C5AMzn86teAK50BJBYfZAAJADIG9r9+/dx8uRJOI6DnTt36joqwzDQ1d0Lt1iAWyigWCxUdG8qTLP6JIEwCBAyBtu2I0PgEIC8EdlOStZvRWKy+pxUnhR7jMGyrLriT5HLZhNNAwDgpNPo7a9fkB6GIUZGRhqaOy92XNtCuXnzJiYmJjAwMIBDhw5V1PsFQYCTJ0+iWCzi2WefRbaKyF1JbFuaHccbSbyodlCma5n2BjYtG4bBEPgBwjCEXeYPqM6n8tpjzIBlW4lZ0YZpVnyBBUGIufl5cCGQyebQPzCgz4s6f8ouBZDv+0wmgx07dmDXrl3wfR+Tk5MYHx/HyMgIwjBEX1+fFiup6AdQq8kXXMzNFyoeD0OOEIBl2gB4lYhg9Zu0Fn5lqXhZL9nYHkaJISUc7WpNMnUwDAPdZcJu48aN2LhxI4IgwOTkJCYmJjA6OgrP89DT06PPsZqOsZIspxH0w4IEINEIEoAEABlpOn36NA4dOoT79+9XRLQMw0g0BniuC7eQR7FYqPBbi6fcLNsBM0rzVuMpQsO0kE5Vrwcsui5M00Q2m9Webp7nwnac0k18ETckHpZqD3OdXejs7ql7kykWizhx4gQANDR3bnUKWAiB8+fP4+bNm+jv70dnZ2eF+CsUCjhx4gTS6TTe8573JOw/2oHKRhIPnluEYZjw3KJsDqnzesGTIksIrt87tu0g5NENO/oB4aRSsJ0ULNtGoVDAgwcP8ODBA1y8dAmO42BgYECneFXEVv3FxZBhGBgYGMDGjRtl2cPsLMbHx3H79m2Mjo6io6MDhmFI/8IWpYKLroeZ2fm6y6iZy7ZlQ4gQYRhNLIkto7wzzWgWdy2k4LZrLlOt+SOMZjcv5GgNw6iI6qn3rlr/hg0bsGHDBgghkM/n/3/2zjs+jvrM/+/Zrt6rZclyL3KRJbng0EIwGBtLhgAJRw0h8KNcCLkEckmABBIChHJHMC0JJAfhfFg2EJIATsA2YBKwmq1iSbYly6qrVV9JW2d+f8gz3lVdSavKvF8vJXi0s/Od1e7OZ57yeWhpaen7ex0/jtFoVMRgxCSMiZMkaUBns9VqVZsTVGY9qgBUAfoiBueffz4ajYbW1tZhIwSCIGA0mTCaTITSl2a19fZg6+2BM3N3RXdfQ8ZIzRtDYTrjGegpGHV6fd+0hzMXEnnkVf/LkuCxVRKgo72doKBgBAHCIqMJHOHOvr29nYKCAqKjo1mxYsWwXcHgXwEoR/WsVivr16+nurqarq4ubDYbJpMJQRCUzuz4+HjFjHs609dIYlR8IN0uF52dHbS1tBAUOHi0RxxiJrRGo0Gj1WIMCERvNAyavpcjenPnzsXtdtPW1obFYuHYsWM4HA4iIyMVQShH9GQx2D86GBQURHBwMKmpqTgcDlpbWzl16hSdnZ188sknXtHBsYhwh8NJe4fV58c7XWeFoCi6lRS33BTjqyB1Op0DIoGyNcxg6WZRFAd4Dw6GIAh9kb9+zTSeArD/44OCgggKCiI5OVn5e7W0tFBRUYHdbveKDgYGBvo9Oii/BrIAlCSJ7u7uKY+ojxd/GUGrzF5UAaiioD1zERlNtx/0CbNgfV8Xreh2Y7P1Yuvtwe0ePJ0rIw3jHyfT11naZ+EhX3xGqvvrT2BAAJIoEhIegcEw/BBz2dx50aJFpKSk+HSx8ZcA7O3tJT8/H4PBwIYNG9BqtcTExHDy5Ek+/fRTgoODMZlMWCwWFi9eTHJy8riPORV0dHZSVHSE5ORkYhIScTocfTYzNttZq5Yz7xtBo8FgMKI3GjGcifCNBq1Wq4i9JUuW0N3djcVioampifLycgIDA5Xfh4eHAyj+eINFB2NjY+nu7sbpdJKQkIDFYqGmpoaysjJCQ0MVoRIcHDzie8fpdNE2jPgTzoxqO9uo4W2wrtH21ThqNDokBOwOF3qd7sxIM0mp85N/+i9HMcg+I3xG+syLI0QBZfE3mFXMcN6Bnnj+vQAlOtja2srJkyfR6/Ve0UFfbGlGQv7s9q8BnOkRQDUFrDISqgBUGYBOp8Pu4/SN/mi0WgKDggkMCu4z5LXZlFRxf49ASZIUj7b+6A0GkPoaC/qniF2DGPkOh81uJzAkbFjxJ5s719XVkZ6ePioLCH8IwLa2NgoKCoiLi2Pp0qWKAJGjVXa7nbKyMiwWCxqNhqqqKrq6uoiJiSEyMtIvF8LJoKGhgdLSUpYuXcqcOXMAMJoCMJr6Gklczr5UMYJmTIJvOARBIDg4mODg4L6ZyE4nra2tWCwWjh496vV6R0dHYzAYlKYbz5Sx60ydanBwMCEhISxYsAC73U5LSwstLS2cOnUK7ZkGiKioqEH/Pi63SFePTbnpksBDrPU9RpI40+Oh/IcXBr0Oh9OFXqfF6XRhMPSVKThdnu9FAU/J5tn1KwgCel1ftLWvq3z4188tin1RwkGEoiz+hoqCDhUBHInAwEACAwOVaG57ezstLS2cOHGC3t5ewsLClNc5KChoTNFBuaN+thlBqwJQZSRmxlVDZVKQuwN1Oh3d3cPXJPn6fKaAAEwBAYTRZxht6+3F1turpIadTifGMxdanV6PRqMd0ThadLt98gYECAgKprq2ntTgoWdZepo7b9iwYdRf/MPN6/WF+vp6SkpKWLx4MXPnzh0w1s3tdnPs2DGsVisbN24kICCA9vZ2LBYLlZWV9Pb2KsIlJiZm2llsQJ+4qaqq4tSpU6xZs4aoqKhBH6fTG9AN05XtT/R6PXFxccTFxSn1fhaLRYkCh4SEEBMTQ3R0NKGhoUiSRFNTE42NjSxatMhr7rJOpyM+Pp7ExEREUVSEysmTJykpKfFKY5oCAmjp6MblEjHoNbhco7d60Z8Rf9CXFtZptTgcjmGjbJIkR/3OzNjWa5VJI4KgQafT9nVfu91DisGh3uWhYWHDpsDHKgA98RTV0Bcxl6ODVVVV6PV6JSU/mpuiwaKT3d3dMz4CqKIyEqoAVBmAr0PkR4ve0FeoHxIWjsvppL6+jl6bHZMpAINBf8YLbnTRveEIDY8kKCRk2Aidp7mzPOlktIw1AijPV66pqSE9PZ2oqKgBzR42m43CwkK0Wi3r1q07k96DyMhIIiMjWbx4sZLWbG5upqKigqCgIEUMhoUNb249GfSfSzwdL6yCIChD7+fPn4/D4VAaSWpqahAEgcDAQDo7O1m+fDnx8fFe0cH+qeLw8HDCw8NZtGiRIlRkQTgnZQGBQX03JA6niOFMQ4avfyU54ueJyy2eEXgigjCy0NLrNF5NIJIkKc+p0WjRajWIonsQA2/3gChgWFiY8r4cCn8IwP4EBASQlJREUlKSl+iuqqqipKTE55R8/w5gh8OBy+VSbWDUCOCsRxWAKgOYKAEo43a7KT0jCJxOJ6kLFqLTaka0mPHE5WEm3R+NRkN4VAzGM527Q52PbO6cnJzMokWLxiyUxiIAXS4XR48epauri/Xr1xMUFDRA/HV2dlJYWEhUVBTLli0b8gIqF9HLNiatra00NzdTWFgIoKQ0x9qoMB7kpha73e7TXOLpgsFgIDExkcTERNxuN+Xl5dTX12MymSgtLaWurk4R2UFBQV5isH8jifxcSUlJtHf20G3zbqRwON1IooRWM/L7T6fVKo0g/ekzwR7Z5kWr1Qxb7+dpIq0945voVc/r8TkJDQtTmnuGe74+G6CJa1bSaDTKTRH0RQdbW1u9UvKe0UHPz0F/AWi19tVlzgoBOJ4mEFUAznpUAaiiIAug4QbBjxfZvkSj0bBx40YOHTqEKIoEhIR4W8zIjSTDrEOr1Q0QgDq9nojoWK9IXn+B5ou582gYrQCUXwOtVsv69euV7kv5uQRBoKmpiZKSEubPn+9zMwoMTGt2dHTQ3NxMVVUVxcXFhIeHK2nNia5xkq10jEYjWVlZM6ZO0RM5Stvc3Mz69esJCQlRInrNzc2cPHnSZ5sZm8M1QPzJCBotdqcDQRKHjKZpNRrcIzVOCQIut4hepx00tSwIAvjQfCXjdouK5YxOq0PQ9PlP6rRaAoOCMI4g/uBsk8VkdqsHBAQwZ84c5syZgyiKdHR0KGJQTu/L0UGXyzVAAMoRX39w8OBBnnjiCfLy8mhoaGDv3r3k5OQov5ckiZ/97Ge89NJLyozc5557jhUrVvjl+CoqQzHzvpFVJpyJigC2trZSWFhIbGwsy5cv77P08BgYD/0sZsIjPCxmegc2g/SrATQFBBIeGdU37soDT4Emmzu3trYOa+48Gvqfw3DIFjMxMTEsW7ZMafaQn0eulauqqiItLY3Y2Ngxr0sQhAGpSDlVXFlZSUBAgBLFCg8P9+sFuqurS7HSWbp06bS3qhkMURQpLi6ms7OTdevWKbWVnqlHT5uZ8vJy7Ha7MlYuOjoak8mEJEnY7A66eoa3UOmztJFwOh0DIrV91kZnG0RGwukSMeh1XqliAdBqJNzu0dar9jVISGdSy1qdAZPJ4HM0d7Au28lEo9EQERGhTMnxbNg5ffq0Ep1sbGwkICBAaQDx13u2u7ub1atXc/PNN3PllVcO+P3jjz/OU089xauvvsrixYt55JFHuPjiiykvLx9XuYSIgDiOKN549lWZGagCUGUAo7WBGQlJkjh16hSVlZUsXbqUuXPnKr/zjH4NxmAWM/beXuy2XmWKiNNhJyQsnODQwcWcLGjliJQgCGzcuNGn6IUvaDSaYY13ZRoaGiguLmbRokUkJycPaPYQRZHS0lJaW1vJzMwkNHToxpWx4OmP53K5BnTARkVFeXXAjpWWlhaOHDlCSkoKqampU16DOBZcLhdFRUW4XC6v2sv+eNqWyKbGnvWYAQEBxMTEYgqJxDcbZQGt3ohOdzZNK57x5hsp1dofh9OtdAoLSOh0Q32uBTRaDRpBc2aJApIEoiQhitKZmxSUectBAUYCA3xP5csCcLq8D4xGo5LeF0WREydOYLFYOHXqFNdee61y0/Svf/2LdevWjVu4btmyhS1btgz6O0mSeOaZZ/jxj3/MFVdcAcAf/vAH4uLi+NOf/sRtt9025uOqNYAqI6EKQBUFzxSwvyKAnuPUMjMzB8yqHU30bDCLGYfdRnBoKKaAodM1Go2Gnp4ePvvsM5/NnUfDSF3AkiRx/PhxpQM2Ojpa8ZqTxZ/D4aCoqAhRFFm/fr3fxOlQ6HQ6ZTSXJEl0dnYqDQ+lpaWEhYV51bj5evGuq6vj2LFjLF++nISEhAk9h4nC4XCQn5+PXq8nIyPD59S1p6lxSkoKLpeLlpZWehy+ztDwWINLRH+m2cJgMKDxQYSIZ4yg+47U5yHodIl9Y/bOTFbR6frM1M8KvL7mkb6s8MhlDEaDnpDg0XWZu91u5X0+3dBoNBiNRkJCQkhLS+Ojjz7i5Zdf5n/+53/YunUrgiCwefNmfvGLXzB//ny/H7+qqorGxkY2b96sbDMajZx//vkcOnRoXAJQRWUkVAGoMgA5YjbeUVf96/0GSxlptdoxddB6WsyMRE9PD62trSxZsmRU9XS+MlwNoNvt5ujRo3R0dAzZ7GG1WiksLCQ0NJQVK1ZMeqpMEATCwsIICwtjwYIF2Gw2pQNWrnGT6waHGs0lSRInTpzg9OnTpKenK8X4M42enh7y8/MJCwsb942CVqtFZwzGpO27wXG73DhdTpxOJy5XX+OBXq9Hr9f3+QECePgAOt0SWq0etygieMysluibmy2e8Q3sE3sCgqDxdgw88x8a+iJ7LpfvncaDodNpiQgbvdfeRHQA+xNZoAIkJyezfv16/vGPf1BYWMjnn3/Oe++9N2Gd642NjQDExcV5bY+Li+PUqVPjem51EojKSKgCUGUA8pxTX937B6OlpYWioiLi4uKG7WD1d7rZE1EUqaiooK2tjejoaObNmzchxxlKANpsNvLz89FqtWzYsGHQZg85BZucnMz8+fOnRZTEZDINqHFrbm6mrKwMp9NJZGSkIgiNRqOSum5rayMrK2vGdk92dnZSUFCgjNgb79+i3eqko1dEJ/SZKPeN7zD0jbDzCPC6RHAN8v4x6DU4nCL6M/O1vZcji77h16DT9T1H3/PpcY9ifrYnGo1AZNjI000GYyYIQM8or1wDqNVq2bhxIxs3bpzwNfR/Xf0xZ7rvZmA8KWCV2Y4qAFUU5C8cWfT1t0fwheHq/QZjrBHAkXA6nRQWFmK32xUhM1EMJgA7OjrIz88nOjqa5cuXD2j2AKipqaGysnJap0v717hZrVbFLLmsrIzg4GCcTicajYasrKwZY/PSn9bWVoqKikhNTfVLlNjmcNPS2dekJGo1CII0bJmAJ5Ik4XT0An1lDU63hFH2ChzFshx2G27RqLzfHE4Ro06PyzU6ESgIEBkWjFY7NhE3EwSg5/fcZE4BiY+PB/oigZ7fAWazeUBUUEXF30zfT6XKlCFHp0YbmZPTnVVVVWRlZY0o/mBiOo6tViufffYZGo2GDRs2YDKZJlUANjY28vnnnzNv3jzFykEURWXclGyMXFVVRUZGxrQVf/0RBIGQkBBSU1NZt24d69atw263I4oidrudzz//nNLSUpqbmyf09fY3TU1NFBYWsmTJEubNmzdu8SeKEk2tNuXfLreERuP7jZRRr8Fg9K5ptZ+J4vnaBawRBIymwAHCy+4SlekfvhIeGtxXRzhGxpNJmAwGE4CTFcVOTU0lPj6effv2KdscDgcHDhzgnHPOGddzyyng8fyozG7UCKDKAARBGLUw86XebzBG0wTiC4OZO/tjVu9wyB28kiRx8uRJTp48yerVq4mJiRlQ7+d0Ojl69KhijDwdx7b5gpwujY2NZcmSJQAD7FA85+pO1/M8ffo0lZWVrFy5kpiYGL88p7ndjrOf1YrD5VsUz2TQYnMM/nkQ0dLb3Ulw8MjRKUnoE6KDodEZ6e3t9ulvEhocgMk4PvPwmRgB9KcAtFqtHD9+XPl3VVUVhYWFREZGkpyczD333MMvf/lLFi1axKJFi/jlL39JYGAg11577biOq3YBq4yEKgBVFDwjH6OpzWtpaaGwsJD4+Phh6/0Gw18RQNk/78SJE6SlpXlF1SYqzSwjC8wjR47Q1tamzBPuL/56enooLCwkICBgxhojQ5/IPnr06ACTatlYd/HixfT09NDc3ExTUxPl5eUEBQUpdYPTYTyd3LRSW1vL2rVrCQ8P98vzdnY7sfYO/rmxO0UCDPohI3DGYcSfTEBQKKLoHPIzJtE3LcTlHvr9LggChoBgNBpxSJEIEBhgJChw/Cl9zyaL6chEp4APHz7MhRdeqPz73nvvBeDGG2/k1Vdf5Yc//CG9vb3ccccdihH0Bx98MO7GE7UJRGUkZuYVSGXC8cUKxrPeb9myZSQlJY36ONozQ+zHg9vtpri4mLa2tkHNnf0dZRzs+PL0gA0bNmAwGAY0e7S1tVFUVERCQoJfGgymCjliJs/DHQxPO5R58+bhdDqVyRmyD6NsMRMVFTXpQlgURY4dO6ZYE/kr2uNwijR32Id9TK9jcBE4XOSvP5KgR68f3HvS6bCDwTfR5hI16LUM+tmwdnXS3NihiPrx1HbOxAigP7t+L7jggmHrPwVB4KGHHuKhhx7y2zFVVHxBFYAqgzJSZM7T3y8rK2vMEZTxRufkTls59TyYf95ERgA7OzspLy9HEAQyMzOBsxfUvi5Ngfr6esrKyliyZMmYRPJ0QPYyrKurIz09fYCf43Do9Xri4+OJj49XxnJZLBZOnDjB0aNHiYiIUKKD/hq/NRRynWpPT49fm1YkSaKxzeZTjV6fCOwzaAbfIn/9sTlEnLZeLxskrUZA76P4g75ooVMEnSAgeixcp9UQHxtJa2tfPWtFRQWBgYGKGAwLCxuVoJuJAnCm1OUOh4Qvzo7D768yu1EFoMqgDJcC9qz3O+ecc8ZlWjyeFLDnWDV5tNxgTFQNYFNTE0eOHCE+Pp7W1lYEQfAyvZXnyNbW1s5obzxZ7Hd2dpKVlTWu9JjnWK5FixYNmJwRGBioRAdHKzRGQu4MB8jKyhowbm08WDocit2KL/Q6JEx6LRoB7KMUfzI6Y5AyMcSg12F3jv55JAncggYNIhJ91iMhwSb0Op1iaO10OmltbaWlpYXi4mIkSSIyMlIRhCNNjZnuTSD91zeZXcATiZoCVhkJVQCqKHimJYdKAY+n3m8wxioAa2trKSsrY/HixSQnJw+bUvV3Ctiz3nDlypUYDAbMZjOtra2Eh4crHdTFxcV0d3ezbt26GXtBkUWTJEnDjkQbK4GBgSQnJ5OcnHxmckYLFouFI0eOIIqi0kQSHR09LsEmjwEMCAhg5cqVfhUk3b0uOroHr+uTpL7InEYjKBFhhL6LqygAiOh0GqUxpJ8bHPIUYBm32013dzd6vQ6TKQBR6ouwukSpz0xajuRJUp8PnCSBdOaZhviIiBIIWi2C6CY8NBCtRhgQxY6JiSEuLg5Jkujq6qKlpUWxAgoJCVHGCIaEhAz4LE73CKDL5fJ6P/T09MzYz6uKymhQBaCKF3Lkqr8w80e932CMVgCKokh5eTn19fWsXbuWqKgon47hrwigKIoUFxfT2trK+vXrCQ4OVjpei4qK0Gg0REZG0tHRgdFoZN26dX6NNE0mPT09FBQUEBwcTFpa2oRHcXQ6HXFxcYrQ6OzspLm5mVOnTlFSUkJYWJiSKh7NeLru7m7y8/OJjIz0y02LJw6Xm1ZrXwSuT3oJiFKfqHKLEm6pz+h5YC5OwqDri9AIonuYdFv/32jQm/rq02xO+moB3QKiW47WD/OaSMqo375JIqKIKJ6tVQ3USRgNejQaDZIkKU1M8o/8uKCgIIKDg0lNTcXhcNDS0qLcGAqCoEQGIyMj0ev1014ADhYBnKlm5p6oXcAqI6EKQJVB0el0SgpYbrJobW0dV73fYIwmOudp7rxx40af68X8lQK22+0UFBQgSZJXs4dOp2PlypVIkkRdXR0VFRUIgoDdbqe4uJiYmBhiYmImfL6vP+no6KCgoGDKmlY8x9MtXLhQGU/X3NzMiRMnMBqNXuPphhIY7e3tFBYWkpSUxIIFC/x+HvWt4BY1OFzy+8u3yqkAg0Cvo++xAWMweYa+SSE2J0j0pZNdrpE/R5L8P4IGjVaDRtt3CRCdPVSfPE5ZSS8RERFK1DUwMNBLDHoamst2UXFxcSQkJCCKIp2dnbS0tHDq1ClKS0sJDQ0F+ubb+mO6hb+Rz21WCkA1BawyAqoAVBkUOTInW5dotdpx1/sNd5yRsFqt5OfnExQUpIxV8xV/CMCuri7y8vIIDw8nLS0NGNjsYTabqaysZOHChcydO1exQqmvr+fYsWOEhoYqYnA0EazJxmw2U1xczMKFC0lOTp7q5QADx9O1trbS3NxMSUkJLpeLqKgoRRDKaWrZrmaizqOjR6SjV0IQNAToJVxu38SfVgC78+xje50SQUYdDofvxutGg5Yeh+fxxv5e0mkF5sbHsiglTqnJtFgsHD9+HKPRqIjBiIgIJUMgC0LPz65GoyE0NJTw8HBlprQsBjs7Ozl06JASHYyIiJgWNkjSmXnKsgCUJElNAat8aZj6T6DKtEL+gtfpdHR0dPDZZ5+RkJDA0qVLJySN44sANJvNHDlyxMvc2d/HGOn48piw+fPnKykxz2aPkydPUl1d7WUoHBwc7JUqa25uprm5mZMnT2IwGBQxOFwEa7Kpqanh+PHjpKWlERsbO9XLGRStVqu8dvJ4uubmZk6fPq1EnYxGI83NzaxYsWJCOjpFUaKu9ex0Dqdbi1ZwMYytnoJBfzb6J9Nth0C9FqcPUbyB4g9sTgmDxrub11diw01oNH2fKc+aTFloWywWysrKcDgcXnOgTSaTIgLl6KCcNRAEAb1eT0JCAp2dnRgMBiIiImhpaeHEiRP09vYSHh6uCMLAwMApuSGSvxc8I4BWq9WvNjBThZoCVhkJVQCqDECuv2ppaWHFihUTal0ynDgbztx5NMg1TaNNQUmSRHV1NcePH2flypXExcUNMHd2u92UlpbS3t5OVlbWkBcOg8HAnDlzmDNnjlcEq7i4GFEUvSJYU1EzKEkSFRUVNDQ0kJGRMcBLcboij6cLCQlh/vz52Gw2ysvLaW5uRhAEKisraW9vJzo6msjISL/VMTZ2iHg23TrdoNXrkETXsKlc4yDiT8bmEtBrhGHNmQcTfzI6nVaxlvGViGADAcbBLwP9hXZ3dzfNzc00NDRw7NgxgoKClOig/H7xrBmUP9culwuTyUR4eDiRkZFK97dcOyjfEEVHRxMVFUV4ePikdQ17+nXKzJYUsFyLOp79VWY3qgBU8cLtdisTLcLCwibct26oBo2RzJ1Hg/zlPho7ClEUKSkpwWKxsG7dOkJCQgaIP7vdTlFREQDr1q3zOT3e/8IqNztUV1dTUlKi1GDFxMRMuC8enH2trVYr69atm5RjTgRyo1J7ezvr1q0jODiYtrY2mpubOXbs2KARrLFgc0hYOgdeHW1OCDbqcAwzQcc9zFVVlEAStMDg+xuGEX8Adldfu6+v9zhGvYaIEN+6ugVB8Ipoy+beFouFoqIiJElSOoHlNLwkSTQ3N9PS0kJ8fLxXdNBoNDJnzhzmzp2L2+2mra2NlpYWjh07htPpJCIiQokOTuQYQbn+T74xlIXubBCAagRQZSRUAajiRWFhIQ6Hg4ULF2I2myf8eHIE0DM654u582iPAQMNX4fC4XBQUFCA2+1mw4YNGI3GAZM9urq6KCwsJDw8nOXLl485YtG/2aG3t1dJFVdWVhIYGKiIxYkYoeZwOJTuzaysLL/bvEwWsmDv6OggKytLEbGyiFiyZAnd3d1YLBYlghUcHKyIwdDQUJ9eW0mSqG0dumvXaodgkxbHIJ58gQZhWAEH4HCBRvR+n0r0Rf6GihzKuEUINAx+7P4IAsRFBIz5/eRp7i3fxFgsFq80vMlkwmw2K+UE8ud8sNpBeW60PEawpaVFqakdjwn1SPT/TrDZbIiiOCsEoIrKSKgCUMWL5cuXo9frMZvNEzo+TUb+8pWjc21tbRQUFBAbGzusufNo8IwAjoTVaiUvL4/Q0FBWrlyppHnhbLOHnLpNTk5m/vz5fhVlAQEBA3zx5BFqGo3Ga4TaeNNk3d3dFBQUEBoayooVK6a1We9wuFwujhw5gsPhICsra9AbBs8I1rx58xT7kubmZmpqarxe28jIyCEbFNq6JbqHn/ZGt00g0CjgdJ0VbHotIwo4GVFjxKBx4xb7vPyM+pHFn4xb9O29GB1mQq/zj5DyvIlZsGABdrudkydPUltbi0ajoby8nJaWFiUNL0cHh7KZkRt+5M+AbEJdUlKC2+32MqEe781h/znF3d3dALNCAE52F/Cjjz7Knj17OHbsGAEBAZxzzjk89thjLFmyRHnMTTfdxB/+8Aev/davX88///nPMa9TZeyoAlDFi8DAQMXaZKhJIP7EMzrX0NDgs7nzaJCF20gCsLm5maKiIlJSUliwYIESqRAEQakjPHXqFCdOnBh2Fq6/8PTFE0WR9vZ2ZWKG7D04VosZ2R4lMTFxTI010wU5WqvT6cjMzPS5s9RgMJCQkKDYl7S3t2OxWKisrKS3t1eJSMXExCgpSJdbor5t5JsICbA7teg1LuTGYI1GQPKxSxjA5tYSoBcRBIFep+/72V0SJp0Gl3vodQaZdIQGTlydaVtbG/X19axZs4aoqCjltZVH/4WHhyup4qCgoGFtZmRhHhsbqzT8WCwW6uvrKS8vJygoSEk9+xrF9UT+rpOxWq1oNJoJTTtPFpKET6MJh9t/NBw4cIA777yTrKwsXC4XP/7xj9m8eTOlpaVeXdWXXnopr7zyivLvmZp1mA2oAlBlUMbbOesr8t13eXk5ZrPZZ3Pn0TJSs4lsci13jfav9xNFkWPHjtHc3DwlTRJymiwyMpLFixcPKMgPCQlRxGBwcPCwF8KmpiZKSkpYtGgRc+fOncSz8C+9vb3k5+cTEhJCWlramKPFg722/cfTxcTEoAlKwi36JpxcIui0OhBdmIwCtkEieJIEOg0IGgFbby8ul7sv8qTR4hZBPDPCQ6txDVs7ONj5MIQA1GkFYsL9M/94MOSbuNWrVxMdHQ3g9dr29vYqNjOyn+NobGaCgoIICgpSOuvl6KBciytHBqOionxqpuofAZQtYGbqDdFU8t5773n9+5VXXiE2Npa8vDzOO+88ZbvRaJzwm2cV31AFoIoX8hffUKPg/I3T2TdCq62tbVTmzqNlKC9AURQpLS3FbDaTlZVFWFjYAPHndDqVFOP69evH3DzgL/oX5DscDkWwVFVVDWkxIwvdkydPetnVzES6urrIz88nLi6OJUuW+PWCLYsMzzm45lYrboduVGbNvQ4IMvSNZzPqNX1F+VKfNnOLfSJRGR+sDUajhZ5+E+X6rAF1mPSg04g4nO4R19DrlNAxuCV1bLgJrWZixE1dXR3l5eWsXr16yJu4gIAA5s6dqzR/DGYzIwvCgICAYW1mtFotsbGxA+oQa2pqBoyoG+qmqH8NoNVqnTUCUERAHEcjh7xvZ2en13aj0ehTxqGjowNgwAz0/fv3ExsbS3h4OOeffz6/+MUvpq3l1GxHFYAqg6LVanG5XBPq3i+bOwuCQFpa2oR2nw4mAOUGCKfTyYYNGzCZTAPEX3d3N4WFhQQFBZGVlTUtzGv7YzAYSExMJDExcYBJstvtVixm5I7YzMxMZULDTKS1tZWioiLmzZvHvHnzJvRirdfriY2Npd0dhW3wcb9An7jWawW0Wg0g4HIL2FzglPpSx740ZngdVyvh6Qvdd2wNOs0Z02nX0J6DkgR6g26AJUz4MJYv46W2tpaKigrWrFkz4II/FIPZzFgsFpqamigvLycwMFARg/L0ocFsZqDv8x0SEuJVhyjbzNTU1KDVar1G1Mmf48GmgMwWE2h/1QD2zxI8+OCDPPTQQyPsK3Hvvffyla98RTHOB9iyZQtXXXUVKSkpVFVV8dOf/pSvfvWr5OXlzahJSbOF6Xc1U5kWyIPlJ0oAyubOKSkp1NbWTvgdd/+Rc7L4DA4OJj093ev3sviThcacOXNmTJ3cYBYzZrOZsrIy3G43YWFhtLW1odPpZqTdS1NTE8XFxSxdupQ5c+ZMyjGbOyUv8SdJfU0dggAOpwuHU0QUDNjd3ilHAYkeR9+ouFBT39xgXzHoBVz2gQrPJUKXTUBAT4ABNLhxDpLudbr71im/ZY16DZE+Wr6MltOnT1NZWUl6ejoRERFjeo7+TTpy5NVisXD06FHFK1P2CpTrxoaKDup0OuLj40lMTEQURTo6OmhpaaGqqkqZKx0dHY3NZhvQBDLREcCdO3fyxBNP0NDQwIoVK3jmmWc499xzJ+x44+X06dNeN4y+CLW77rqLI0eO8Mknn3htv+aaa5T/TktLIzMzk5SUFP7yl79wxRVX+G/RKj6hCkAVLzxTwNDXYenPIt3BzJ0bGxsnPN3s6TdosVgoLCwkOTmZhQsXDuhChL6IRnl5+aQKDX8jCAImk4nW1lZCQ0NZsmSJ0kgyGRYz/kYWGqtWrZq09LXdKWHpEjHq+yJ7TreA3QV2h/xa6UE7+CA2wdWNW9fXTdpp0xAaAHbHyClcGN4vEPrSuz0OAC0GnRaDTsLpEfFzuiUCzkwWEQSIHYfly3DU1NRw4sQJ1q5d69cZ4Xq9XmmA6m8zU1JSQmhoqBIdDA0NVZpHhooOhoWFERERoVgtydHB1tZWpVO5tLSUzs7OCY0A7tq1i3vuuYedO3eyadMmXnzxRbZs2UJpaanfxxX6qwkkNDR0VBmDu+++m3feeYeDBw+O6CObkJBASkoKlZWVY1+oyphRBaDKoMhCyJ/CzNPcef369cqXymQ0nMgp4FOnTlFRUcHy5cuVlGn/sW6VlZXU19eTnp7uczprOmK1WikoKCA8PJwVK1YoabK5c+d6WczIPoD+tJjxJ/KovZqaGr8LjZE41aLFah+Loa6EpPOuFe3s1RCgc+IWBWX02mBoNRL2YdLN/XG4wOES0Ah6Ag0giq4zFjJ9x4gONWLwk+WLJ9XV1VRVVbF27doJbYrqbzMj17zK9X4ajWZAdFBuJJGzGJ7RQblkIikpifLycux2O11dXdx///1YLBaioqJ49tlnueyyy1iwYIFfz+Wpp57illtu4dvf/jYAzzzzDO+//z7PP/88jz76qF+PNdlG0JIkcffdd7N37172799PamrqiPu0tLRw+vTpCRnXqDIyqgBUGRS5yNpfVjCyubNWqx1g7jwZAlAQBGpqarBarWRmZhIeHq5cIGTx53K5OHr0KD09PTN6IgacrZObO3cuCxYsGBD96W8x09HRMajFzHgmZvgDSZIoKyvDYrGQlZU1qf5s3XaobdMSHijgdI1s/+JJiAm6bAO/XntdRkRbGwGBQQhDiECTfmTD6MEQpT4jatARoAdREgk26QgN8n/qt6qqilOnTpGRkTHp9aSeNa/ye9disVBVVUVxcfGQNjODmVC73W6CgoJYtWoVZWVlPPLII7z//vu88847fP/732fBggXk5+f7xRbG4XCQl5fH/fff77V98+bNHDp0aNzPP9Xceeed/OlPf+Ltt98mJCSExsZGAMLCwggICMBqtfLQQw9x5ZVXkpCQQHV1Nf/5n/9JdHQ0O3bsmOLVfzlRBaCKF55CwV+dwCOZO/evz/M3TqeT7u5uNBrNkM0evb29FBYWYjAYWLdu3ZTM4/UXDQ0NlJaW+py+1mg0REREEBERocxpHavFjD+RI8bd3d2sW7du0oVolUWLhEBbj5boIHHYJhBvpGEfqzFF4HZ1o9HpB40EiuPK24FBr8EtabA7BeZE+X+g64kTJzh9+jQZGRlDzr6eLPq/d/vbzMgzhmUTap1OpwhCu91OR0cHiYmJOBwONBoNGo2GVatW8dprr9HV1cXnn3/uN09Ai8WC2+0mLi7Oa3tcXJwilvzJZM8Cfv755wG44IILvLa/8sor3HTTTWi1Wo4ePcof//hH2tvbSUhI4MILL2TXrl1T/j76sqIKQJUh8Udkrra2dkRz54mMAHZ3d5OXl4cgCCQnJw861q29vZ2ioiJiY2NZsmSJX0dNTSaSJFFdXU11dbWXD9toEARBsUGRJ2bIFjPV1dXo9fpBLWb8jdPppLCwEEmSyMrKmnRBbrVDU+fZc2vv1RFkcPo0aSPYCFb78I9zaYIIMYg4nC6vz4QkOrE5tD4P9JUk0OsENIIGl6ih1wG9rr59EyMkDDr/iXVJkjhx4gR1dXVkZmZOy2kZ/W1m2trasFgsSqpXnrMdHh5OaWkpwcHByk2SKIr87W9/U+qfQ0JCuOiii/y+xv7fgRPmtDDOLmBGua80wo1LQEAA77///tjXo+J3VAGoMiTjmQYiiiLl5eXU19ePaO48UQKwpaWFwsJCkpKS6Onp8ZoyIAuXxsZGSktLWbhwIXPnzp32jRBDIRtVWywWMjMz/XZH3d9iRraSKSkpweVyKXWD0dHRfhNpNpuNgoICTCYTq1atmpJ6xKpmLZ6tHS5RQESHJLlGeI9IOHx8K3fZNISYdF7efgathGuE2iudAFptX5Sv1yFgsw18vE4rkRju2zp8QZIkjh8/Tn19PRkZGdNS/PVHq9Uq0T9Jkujp6fGymdFqtZhMJvbt28dXv/pVHnzwQSwWC6+99tqErCc6OhqtVjsg2mc2mwdEBf3BZE8CUZl5qAJQxQvPi9tYhZnD4aCoqAi73e6TubNnh66/qKmpoby8nGXLljFnzhyKi4upq6tDkiRiY2MJDAykqqqKmpoaVq1aNaZo2XRBnoVrt9snNFXqeUFdunQpXV1dNDc3c+rUKUpKSggPD1eig2Otn+zu7iY/P5/IyEiWLVs2JdFYq03A3DXwuF02DdFBGmzDjGbzJfrX/zlDTCgiUG/Q43J4P8btcuKw29BoDQjaAHp9+NqeEwFaP710kiRRUVFBU1MTmZmZM9InT45sG41GmpqaiIiIICkpiX/+85/cdddd2Gw2BEHgpz/9KcuXL5+QNRgMBjIyMti3b59Xzdu+ffvIzs6ekGOqqAyHKgBVhmQsEcCuri4KCgoIDg5mw4YNPhkn+zMC6Bl5zMjIICIiArfbzYIFCwgLC1OmZchCd+nSpRMyem6ysNlsFBYWotfryczMnLRUqSAIij3EggULlNqr8VjMdHR0UFBQwJw5c1i4cOGURWNPWryjf5609GgJN7kY3NdZGmL78Mgi0OV2YXP0HVmv0wAa7C4Bh6QHQxC+3iKZ9BJxfurLkCSJ8vJyxUB8JjdGud1uCgoK0Gq1rFmzBq1WS3Z2NkVFRezZs4ctW7bw9ttv85Of/ISvfe1rA0ab+YN7772X66+/nszMTDZu3MhLL71ETU0Nt99+u9+P5a9JICqzF1UAqgxAtkMZrTDzNHcezQVcq9UqI+HGg9PppKioCJvNxsaNG72aPQwGA3PmzCE6OpqCggJEUSQ4OJiKigoqKiqIiYkhNjaWyMjIaWWBMhyyzctURstkPGuv+lvMAIoY9JzC4InFYuHIkSMsXLjQ735oo6HLJtDcNfT7VpIEbC4tOsE1wCYjyAjdo4j+nX1OCbtTg1FvwC1K9Dqgxzn2i+/cSJ9LCEdcl2dZgb+aIaYCt9ut2B3J4k+SJB577DF+//vf8+GHH7Jy5UoAmpubKS8vn5B1XHPNNbS0tPDzn/+choYG0tLS+Otf/0pKSorfj6WmgFVGQhWAKkPiqw2M7NMmz5gd7aBvrVaLzWYb6zKBviHueXl5BAQEsH79ei/xKjd7dHV1UVhYSEREhNKNLNtImM1mpVDcs67NnybY/qSlpUUR26mpqdOqdnEoi5nKykpsNtsAixm5a3nFihVTPiS+f+3fYPQ6NUQGaXE4vWNygwzkGBKdFrQaAadbg9WuweqAQINEgN416AxfX3Hb2qkqP471zOs71oidJEmUlpbS1tY2K8RfUVERoiiSnp6uiL+nn36a5557jn/84x+K+IOzNysTxR133MEdd9wxYc+vouIrqgBUGRJfbGDcbjdHjx6lvb3dy9x5NIzXBqa1tZWCggISExNZsmSJl9eXHBUzm80UFxeTmprqNT/W00Zi8eLFWK1WmpubqampobS0lPDwcGJjY4mJiZk2F8H6+nrKyspYtmwZiYmJU72cYen/+nZ3d3tZzBgMBhwOB0uWLJmQQvjR0Nkr0Gz1LYra2q0lKkhUDJsDDRI9jqGFo0aQ0Os0uEUNPQ4NXf0ihaEmN502LRI6dDjHHMJbNMdIb2cMFouFioqKAfN0fYkSS5JESUkJHR0dZGZmTqkP5HgRRZEjR47gcrlYu3atYgPzm9/8hieffJIPPviANWvWTPUyJwR/zQJWmb2oAlBlAJ4p4OFSs729vUpNTX9z59EwnhpA2WZm6dKlJCUlKaOgPCd7nDp1ipMnT7JixYphRYYgCISEhBASEsL8+fPp7e2lublZMUgOCgpSxGBISMikR908J2LM1CklssVMSkoKx44do6GhgfDwcCorK6murp4Ui5mhqLKMLvXfadMRoHMiSgI2mx00nkJJtmDRYHPKgm/o94t45mLb69AQHazF7hx9U1REkERMuAnCk0lOTsblctHa2kpzc7MyT1cWg0N1bYuiSElJCV1dXWRmZo75Mz0dkMWfw+HwEn8vv/wyjz76KH/729/Iysqa6mVOGJPtA6gy81AFoMqQ6HQ6ent7B/3dSObOo2EsAlAuTq+rq2Pt2rVERkYOMHcWRZGysjJaWlrIzMwcdXQyICCA5OS+i6nT6VSaHE6dOqX44cXGxvocWRkP8rm0trZO+kQMfyOKIqWlpUrUOCgoaFiLGXm810TS2Stg8TH6J+N0CwTotQguKy4hAL1GQqfV4nBpsNqFAVG+oQg2iFjtZ4/d1qMl2OhG9MFzUEZAYm6/+wGdTkdsbCyxsbHKPF3Pru2wsDAlFS9PzCguLsZqtZKRkTHjxd/Ro0ex2WxkZGSg1+uRJIk//OEPPPDAA7z77rts3LhxqpepojKlqAJQZUiGEmZy1G3JkiV+8c4brQ2My+WiqKiInp4eNmzYQEBAwADx53A4lNSPP6xR9Ho9CQkJJCQkKGLFbDYrkRU5chUVFeVT5/NocDqdHDlyBKfTSVZW1oxOycmWNQ6Hg6ysLEVkjGQxI4uVmJiYCbEhOdk8+sYfjSDR3tmLRnSgDQil2zm2m4D+9w5uUUAj6BDx/aYoJhQChtHInvN0Fy5ciM1mU25oTpw4ofwdZOPtmS7+iouL6enp8RJ/r7/+Ovfddx/vvPMO55133lQvc8JRm0BURkIVgCoDkAVdfwEomw03NDSMaO48GkYTAezp6SE/Px+j0cj69eu96hRl8dfd3U1BQQEhISFK0bc/6W8wKzc5HD9+nOLiYqXJISYmZtwXUtkU2Wg0kpmZ6XdxOZk4HA6lZGC4c+lvMWOz2ZRU/PHjx8dkMTMcHb0CLd2+iTe9VkKngR6HQFu3Fi16NNpQgqSx+VgG6EU6bQOP3dajISrIjcMHFyaNIJEUMbrjmkwmkpKSSEpKwul0kp+fT29vLxqNhkOHDhEVFTXtG6EGQ25ekWd+GwwGJEnizTff5N577yU3N5cLL7xwqpc5KUgIAzrVR7u/yuxm5l5NVCYcTx/A0Zo7jwZfBWBbWxv5+fkkJCSwZMkSZaYn9IkGQRCU7tikpKRJ8ZITBIHw8HDCw8NZtGgR3d3dmM1m6uvrOXbsGKGhoUrd4GgjV7KnohwVm6kj6qCvXjQ/P5/g4GBWrlw5qnMxmUzDWsx4porHIpCHjf5JEiY9SIDVpqGjx+OxAoQFGmnp1hChFbGNYWiOQQe9g5bZCthdOpCcI76HE8JBP8ZvcrmJC2DTpk3odDqlEaq2tpbS0lJCQ0OV13gyZ0GPFln8yc0rsnB96623uPPOO9m1axeXXHLJFK9SRWX6oApAlSGRhVlXVxf5+fmEhIT4bO48luMMR11dHaWlpUrauX+zB8Dp06epqKiY0u7YoKAgUlNTSU1NxW63Dxq5io2NJTQ0dNgLqeyL179reSYiC1l51vJ4zsXTYkaSJNrb272irxEREUp00JdUeXuPQGu/6J9WI2HQ9tX4dfRo6egdfL06jUR7b58gbO7SEhnswun2XdgadRKdQzw3gNWuITpYg32YySN6rURCuM+H9EL2xnO73axdu1ZpCvFshLLb7VgsFiwWC9XV1eh0OiUyOJ08MyVJoqysTLGtkSPv7777Lt/5znd47bXX2LZt2xSvcnIRGWcTiN9WojJdUQWgypDodDrsdjv/+te/Rm3uPBqGs4GRx1CdPn2a9PR0oqKiBm32qKiooLGxkbVr1xIRMcp82ARhNBqVNJscuTKbzeTn56PRaLzMpz0jYrW1tZSXl7N8+XISEhKm8AzGT1tbG4WFhRPiVygIwqAWM42NjZSXlxMcHKyIwaG6tuXOX4NWRKsR6HVoaLNqfEp/hQWIWKx9X6GiJCCKo4vQBuhF7K7hBVRHr45AvUPpEu7PWEe+yVMxJElSOmQHw2g0MmfOHObMmYMoikqjjuyZ2d/TcSqQDatbW1u9bGvee+89br75Zl555RWv0WtfFtQaQJWRUAWgygBk+5SGhgacTidr1qyZUINeOQIoSZLXRVpuGLBarWzYsIHAwMAB4k9+jM1mY926ddN2VFV/c2T5QlpaWurV8drV1aV0Nk8XITtWZO/FxYsXk5SUNOHHky1m5s2bh8PhGNC1Lb/GsuBusfZN7nC4BDp6RjlCT5K8OnehzxswPsxFrw9TPPQaadDav/443QI6kxaHa2A8xqSXiB3DyDeXy0VBQQGCIJCenu5zRF+j0RAVFUVUVBSSJNHd3Y3FYlE8HYODg5XXeKQIt7+QbxDlaSWy+Pvwww+54YYbePHFF7nqqqsmfB3TEVUAqoyEKgBVBiA757e1tQFM+HQGOY3kKQDlmjG9Xs/69evR6/UDmj1kH0KTyURWVtakzcEdL54X0iVLltDV1UVTUxPHjh3D5XIRFhaG1WolICBgxnb81tbWUlFRQVpaGrGxsZN+fIPBQGJiIomJiYiiqPjhyYI7KiqK0/YVCAYD9lGkbWUigkRauwd+fVptGrQacUQj5yCTRHuP76bT4YEirn5B8rlRo/eLdrlc5Ofne83DHQuCIBAcHExwcDDz5s3zskmSI9yegnsimpckSaKyspKmpiavaSUHDx7km9/8Js8++yz/9m//NqPLJ1RUJhJVAKoMoLa2FrvdTmZmJp9++qkScZso5IuQ2+1Go9EoHoNxcXEsXboUSZJwuVxKo4cgCLS3t1NYWEh8fDyLFy+esQ0SgiAQEBBAR0cHgYGBLFmyhI6ODiWNGRISoqSKg4KCpv3FrL9Z9XSIYspixNNi5nRDOw2WIAxYCQ4NQdCM7nUdqtbPatcQHyYO0dhxZj2CRJfN9+NJCLhFHXC2yyTEJBE5SjccudtXr9ezevVqv9bvedokiaJIe3s7FouF48eP09PTQ2RkpCII/TFRR5IkTpw4QUNDA5mZmUrk/7PPPuPqq6/miSee4Kabbpr2n5eJRJSEIUsHfN1fZXajCkCVAaSkpChf5HBWmE0UngJQNgJevHixV7OHIAjKGuTZsfJjZjJyFDMwMFCxrAkPDyclJUVJY5rNZqqqqjAajUpHcXh4+LS7uMm1WM3NzdPWrFq2mOlpjgQ0OAhFTw8ufC8dCDGJdPYOLZ5arFpCAty4hzByDg0Qae8Z7dQRDdFBAnZXX15u7igdmJxOJ3l5eRiNRlatWjWhzRsajYbIyEgiIyNZvHgxPT09XhN15Gao6OhowsLCxvTdcvLkSerq6sjMzFS667/44guuvPJKfvGLX3DbbbdNu8/HZKOmgFVGQhWAKgOQxZb8BepyuSY0vSpH9eQ7+jVr1hAdHT2g3k++6z99+jRr1qzxmw/hVNHR0UFhYSFxcXGDdsd6pjHdbrdif1JUVATgZT491d2YbrdbmSKRlZU1beYmD4ZbhPK6s199bT0BRIRKuHycvKEbQa843QI6Td9x+iMg0W0f281Ul12HQesgIghCRlEZ4HA4yM/Px2QysWrVqkmPlgcGBpKSkkJKSgpOp1NJx8vvYzk6GxUV5dP3TFVVFadPn/YSfwUFBeTk5PDTn/6Uu+6660sv/lRUfEEVgCpDIgjCuOb0+orsNWg2m9mwYYMyGsxT/MkCo6ura9pGl0aDPJ91wYIFJCcnj3jB0mq1ylgvURTp6OjAbDZTUVGB3W4nKiqK2NjYKTHudTqdFBUVIYoiWVlZ0944+GST1qtRw+ES0EhuYGQRrRectHWPLFKaO7VEh7pwuLzFVlig77V//bG7BEJMWpIjff88OhwO8vLyCAwMHLX/4kSg1+u9bHw6OjqwWCxUVVVRXFxMeHi4kioezDezurqaU6dOkZGRoXwHHD16lO3bt/PDH/6Qe++9VxV/Z1AjgCojoQpAlQF4foF6mkFPBDabjfz8fACWL19OYGCgcjxZ/NlsNgoLC9Fqtaxbt27aC4yROH36NJWVlaxYsYK4uLhR76/RaAbYn5jNZmpqaigtLSU8PFypG5zoSJzdbleiSxMxdWUiKK0d+LXX0KZlboybHufw6xfc3UjCyHWNEgKuAXWCEjYfOoT7oxUkdFpwukAUBUw+vv3tdjt5eXkEBweTlpY25eKvP54m6gsXLqS3t9drPJ3JZFLEYHh4OKdPn6aqqoqMjAxCQkIAKC0tZdu2bdx9993cf//9qvjzQJLG5wOoCsDZjyoAVYZlIiOA7e3tFBQUEBMTg9PpVCJ9cDYt3NnZSWFhIVFRUSxbtmzaXcRGg9y1WF9fz9q1awkPDx/3c3p2Y86fP18Zm2Y2m6msrCQoKEipGxzKC2+sdHd3k5+fT0REBMuXL58Rf5vmTgFz5+DrbG5zExgIgmZwEagRJERdOL6O6G3r1hIf5qT3zIzgsACJjt6RXyNPwddl09BtP7ue1ck2n45ts9nIy8sjLCxsxvxtAgIClIkvcsmDxWLh6NGjuFwuJEkiNTVVuUEsLy9n27Zt3HrrrTz44IMTKv4OHjzIE088QV5eHg0NDezdu5ecnJxh9zlw4AD33nsvJSUlJCYm8sMf/pDbb799wtaoojJaVAGoMiwTJQAbGhooLi5m0aJFJCcnc+jQIZqamjAajUpqp6mpiZKSEubPn09KSsqMvrt3u92UlJTQ2dlJVlbWqMfC+Yrn2DRPaw7ZC0+uG4yIiBiXKOjo6KCgoIA5c+ZMysg9fzFY9E/G5jIQqXVglwYXgOGBEi3W0b1mnb1a9No+WxjnEB8jnUZCK4DTDZ29Gnocgx8/OsRNVPDI8xlsNhuHDx9WhPlM+dt44lnyIEfM4+Pjqa+vZ/369cybN4+uri42b97Mww8/POHn2N3dzerVq7n55pu58sorR3x8VVUVl112GbfeeiuvvfYan376KXfccQcxMTE+7e8PJElAGkcn73j2VZkZqAJQZQATmQKWJInjx49TXV3N6tWriYmJwe12s3DhQmpra/nnP/9JYGAgBoOBjo4O0tLSxpQmnU44HA5lbu1kprD7W3O0trYq5syiKHo1kYzGp62lpYWioiIWLFhASkrKBJ6Bf7E54UTT8Cnepg49sREijn7pW0mS6HWM/oLY49AQYewhwKSj29FXO+ir4OvPkviRP4e9vb3k5eURGRnJsmXLZqT486Suro7KykovS6E///nP3H///TgcDnJzczlw4ADbtm3jwQcfnDDPyS1btrBlyxafH//CCy+QnJzMM888A8CyZcs4fPgwv/71rydRAKo1gCrDowpAlWHxZwRQHjzf0dHBhg0bCA4OVpo95Fofh8NBUVERHR0dAFRUVNDe3k5sbOy0tD4ZiZ6eHgoKCpQ6rKmqkfP0wpOL7+Vaq+LiYmWkV0xMjDJHdTBkC56ZOKauvF43pDWLjFsUcDkl6BfoiwiUaBuldYtMe4+Grq4WRE0gLiEIpzj6G4AAg8jcqOE/hz09PeTl5RETEzPumcvTgYaGBsrLy1mzZo0i/mpra/n2t7/NJZdcws6dO3E4HOzfv5933313Wk0B+uyzz9i8ebPXtksuuYTf/e53OJ3OGWNarzK7UQWgyqDItiv+igDabDZl/NT69esxGAwDOn1l8SeKIps2bUKv1ytRq6KiIgRBGHJ+7nRENqtOTExk0aJF0+aC7Fl8v2jRImWGbn19PceOHSM0NFSpG/RMVZ86dYoTJ07MSAseSYLSWt8EXHOnhuQYN90eDSGjCYboNRIGrYjTJdHRI6ATjASZYul26kf3RB4sinMxnFd1d3c3eXl5xMXFsXjx4mnzXhsrjY2NlJWVsXr1aiIjI4E+Qbh161YuvPBCnnvuOTQaDSaTiUsvvZRLL710ilfsTWNj44DMRVxcHC6XC4vFMik3T+I4m0DGs6/KzEAVgCrD4o8IYEdHB/n5+URFRbFixQqAAWPdrFYrhYWFhIaGsmLFCiVSJkel5OkCZrOZsrIyZX5ubGzsqFOYk4Fcv7hw4UKSk5OnejnD4jlD1263K6a9x48fV0x75e0ZGRmEhYVN9ZJHTY1Fg9WH2bsyzR0aQoIk3JJAoGF442atIGHUuXG7obNHoLlXg2cIMSrIPabuX8/nXxg39E1Yd3c3hw8fJiEhYVrdaIyVpqYmSktLWbVqlXKj0dTUxLZt21i/fj0vv/zyjOg27/93kM7kVCfr76OmgFVGYnpdNVWmHeMVgI2NjYrf3bx58xBFUfkilCN4cqff3LlzWbBgwaBfkJ7TBZYsWUJnZ6dXClP2wYuJiZny9IocKZuqObjjwWg0kpSURFJSEi6XSxGCNpsNvV5PXV0dTqdzRkRgPSkZpvljMHodApHBbtySFpMeuu1nf6cRJEw6EVGU6OoVsHQLSEN4CAYaRZo6BLQCRISLiNLoX7OUaDemId7SVquVvLw85syZM+RnZyYh16iuWrWK6OhooO/74fLLL2fVqlW8+uqrM0L8xcfH09jY6LXNbDaj0+kmLXquCkCVkVAFoMqgeKaAnc5hBpsOgTwT9uTJk6xatYrY2NgBKV+AmpoaKisrR1VTJggCYWFhhIWFsXDhQqxWK83NzZw+fZrS0lIiIiIUMWgyjWJkwjiRJIny8nKamppmbKTME0EQaGxsRKfT8ZWvfEUZ6VVWVobT6VTqNqOjo6dcdA9He49AXevohVd9q4bkWDcdPVoC9W4kUaLbdkbw+Sjkgg0iHVYtLgkC9SJWx+jXoe+twGIJJiIiwkv8dHV1kZeXx9y5c5k/f/6MF3+yOfrKlSuJiYkBoLW1le3bt7No0SJee+21aRfpH4qNGzfy5z//2WvbBx98QGZm5rT+rKh8uZgZnyaVKUOr1WKz+eY9JiNP7Whra2P9+vWEhITgdruRJEkRf6IoUl5ejtlsJiMjY1yeeLIPXmpqKr29vTQ3N9PU1ER5efmQ9Wz+Rm5w6e7uZt26ddN6FJovyJ3LGo1GuWgFBAQQFRXFkiVL6Orqorm5merqakpKSqZMdPtCWa0OGL04Cja6sfW6MXdpcIujF24GrURTx9n93GMopQ0PsBOkt1FWdhqn00lUVJTSqHP06FGSk5OZP3/+6J94mtHS0sLRo0e9ouYdHR3k5OSQlJTE//7v/06pcLJarRw/flz5d1VVFYWFhURGRpKcnMyPfvQj6urq+OMf/wjA7bffzm9+8xvuvfdebr31Vj777DN+97vf8cYbb0zamtUaQJWRUAWgyrBotdpRNYHIkyGg7y5Yr9cPiPw5nU6OHj2K3W73u1gKCAggOTmZ5ORkHA6HYop8/PhxgoKCiImJIS4ujuDgYL9FTBwOBwUFBWg0GtatWzfj7/B7e3spKCggKCho0M5lQRAIDQ0lNDSUBQsW0Nvbi9lsVkR3SEiI0qwTFBQ0pZEppxvK60ch3iSRsACRTqvIqVYIChAwBkiMRUBGBLmpbTn72rV0CQQEigiC7+tJmwvJUUtZsmSJEumurq6mu7sbk8mERqOhu7ubwMDAGRsBbG1tpaioiGXLlimNE11dXezYsYOoqCh27949bGf6ZHD48GEuvPBC5d/33nsvADfeeCOvvvoqDQ0N1NTUKL9PTU3lr3/9K9/73vd47rnnSExM5L//+78nzQIG1BSwysgIkqT+mVUG4nK5cLvd1NbW0tDQQFZW1oj7dHZ2KpMhVqxYoUT64Oxkj56eHgoLCwkICGDlypWTltKRu+/MZjMWiwW9Xq8YzY7HXqa7u5uCggLCwsJYsWLFjKqLGwyr1Up+fj4xMTEsXbp01K+Lw+FQXueWlhaMRqMiBqfCxif/uJO8U6EjPk4jiIQa3TS3S3T29K0xMVKktkXD/ESB9t7RvU8FJLTCQO/AubHSiOPmZAINItvX2ry6f+XpOcnJyRiNRpqbm2ltbcVkMinp+PDw8BnzPmxra6OgoIClS5eSmJgI9H2mrrjiCvR6/bSzd5kJdHZ2EhYWxn+91UFA0Mjv/aHo7e7kuzlhdHR0EBo69udRmb6oEUCVYfHVBqapqYkjR44wf/58UlNTEUVREX/yxaitrY2ioiISEhIm3apCp9MRHx9PfHw8brfbL/Yy8vnMtGkYQ9HW1kZhYaGSVhzL+RgMBhITE0lMTFTGeTU3N1NUVATgZT490cX8bW1tHD0VMuxj9BqRQL2bhhaJ5hYBz0if/Uznrts18vSN/sSEitS1DHwfaUbhA7Mo3jWo+FuwYIHSWZ6UlOT1Oh85cgRJksZs8j2ZyOezZMkSRfz19PRw9dVXIwgC77zzjir+xoEo9v2MZ//R8Oijj7Jnzx6OHTtGQEAA55xzDo899hhLlixRHiNJEj/72c946aWXlBKh5557TnGHUJlcpuc3g8q0YaQuYEmSqKqq4sSJE6xcuZK4uDhF/Hk2e9TX11NWVsaSJUtISkqarOUPilarHdReprS0FLfbrdjLREdHDylSGhsbKSkpmRbn4w/k7svFixf77Xw8x3lJkqS8zhUVFdjtdqVzOzo62u/TUSwWC/8qqsXBxkF/b9K50Wvc1DVDo9tb+AFEhkg0d/Zta+4AY8DoUrfW3sG3t1tB50M2U6uRWBh79sartbWVwsLCQf8+/V9nT5Pvo0ePKibf0dHR06Y2VR4luHjxYubMmQP0eYV+85vfxGaz8f777ysjIVXGxmSngA8cOMCdd95JVlYWLpeLH//4x2zevJnS0lKl/vrxxx/nqaee4tVXX2Xx4sU88sgjXHzxxUrpiMrkoqaAVQbF7XbjcrlobW3l6NGjnH/++QMeI4oixcXFtLS0sHbtWkJDQwfU+8mj32pra718vaYjkiTR2dmJ2WzGbDZjs9kG2MtIkkR1dTVVVVVeVhUzmdraWioqKibNtkaSJLq7uzGbzTQ3N9PV1UV4eLgiyscb9WlqaqK4uJjekAto6PIWEUEGN5LbTZ0FxGFmncrpX5mUeA1ddt8illHBbhrbhhaLidFgdw8vJhfEuli/wAGcHb23ZMkSRSz5ity53dzcTHt7u1IHGxMTQ2ho6JRErWVfUM9Ipt1u57rrrsNsNvPBBx8okz9URo+cAn4qd/wp4HuvHHsKuLm5mdjYWA4cOMB5552HJEkkJiZyzz33cN999wF9f/e4uDgee+wxbrvttjGvVWVsqBFAlWEZKgVst9spKChAkiQ2btw46GQPl8tFcXGx0hk7kV24/sDTXmbRokVK0X1NTQ2lpaWEh4cr4iUzM3PG18XI0dtTp055zVqdaARBUDq358+fj81mU5p1KisrFZESGxtLSEjIqESKPM1k0bJ0Pjh29v0WanJh6xWpaRwY7etPgFGioc37MVpBhCG8/vozkm2mQSuOKAAXx/dZL1ksFo4cOeJVIzcaAgMDSUlJISUlBafTicViobm5mfz8fLRarWLlExkZOSn+el1dXeTn5zN//nxF/DmdTm666Sbq6ur4xz/+oYo/P+GvCGBnZ6fXdqPR6FNTjjzOU57kUlVVRWNjo9eIPKPRyPnnn8+hQ4dUATgFqAJQZVgGSwHL/mPh4eGkpaWh0WgGTPaw2WwUFhai0+lmbGesp72M1WrlyJEj9Pb2Iooix44dmxR7mYnC07MwMzNzStMvJpOJuXPnMnfuXC+RcvjwYfR6vRKxioiIGLY+s6amhuPHj7NmzRpOtvWlQ8NNLtqtElX1Iws/magQiZpm7+N0WCWfvi3DAkSaO4cXd929DKslY0PdRARJii/esmXL/DI6TK/Xk5CQQEJCAqIo0tbWRnNzM8eOHcPhcCizomNiYvyekoez3xvz5s0jJSUF6GvOuuWWWzhx4gQfffTRtM4QzDRExmkDc+b/586d67X9wQcf5KGHHhp2X0mSuPfee/nKV75CWloagGKMPdiIvFOnTo19oSpjRhWAKsOi1Wq9avrkxonU1FTmz5+PKIqK+JM7fTs6OigsLFQ6SWdKR+JQ2O12iouLMRqNZGVlIUnSpNjLTBRy6r6rq2vaeRb2Fylys05xcTGiKA46/s8zkpmRkUFQUCi1leDodXGi1XfhB31TPiydAx/f0iWQECNidw3/XtZrR7aMaekSiIkUcQ3hLbgk3oXZbFZ88fpfMP2BRqMhKipK8XWUo921tbWUlZURGhqqCG9/WPnIE0uSk5NJTU0F+spMbr/9dkpLS/nwww8V82eV6cXp06e9sh2+RP/uuusujhw5wieffDLgd4ONyJvu35mzFVUAqgyK/IGUL7Iul4u6ujqOHz9OWloa8fHxgzZ7yDNw5fqemf7BtlqtFBQUEBERwfLlyxUxO2fOHObMmeNlL/PFF1/4zV5monC5XBQVFeFyucjKypqQSI+/0Gg0SlTKsz5Tbm6QTZG7urowm81KJLPouJsms50u2+i94+IjJWotgwuzQL17WAEYaBBpah/57y1KAgE6ka5BpoIEGUX0znqOlhSzcuXKSanJFASBkJAQQkJClJS8HIU9efKkYuUTExMzJouZ7u5ur4kl0Cf+7r77bg4fPsxHH31EfHz8RJzalxpJkhhPib+8r+z56St3330377zzDgcPHvRqWJL/xo2NjV4RbbPZPCE3OSojowpAlWGR64JKS0tpa2tj3bp1QzZ7VFVVUV1d7TXKaSYjG9QOZ4syEfYyE4Vct2kwGMjIyJi29iCD0b8+U24iOXHiBA6Hg5CQECwWCxqNhi9KdRyrFlmcqqXDNsoZwPahBZzNPvzFNMQo0dHt29/YMcR0xfjANkpK+mbhTtVnyGQyKfOgB7OYkdPEUVFRI5Z29PT0kJeXR2JioiL+RFHk3nvv5eDBg+zfv3/UjS0qvjHZXcCSJHH33Xezd+9e9u/fr0R6ZVJTU4mPj2ffvn2kp6cDfb6hBw4c4LHHHhv7QlXGzMy5AqhMCfIc4K6uriGbPdxuN6WlpbS3t5OVlTUr2vkbGhooLS1l6dKlPl+g/GEvM1H09PSQn59PeHi4VyRzphIQEEBXVxc6nY709HQ6Ozv75hRX1FBSlYkoaThd10NsXBA2l2+vdUyoRFPH0AKwqR0iwkTcg8wB1mslzIOkjoeiuUMgLFRE4uxzaQSRrvrDrFm9etp0lw9lMXPy5EmKi4uJiIhQ3vP9Swl6e3vJy8sjPj5e8ckURZH77ruPDz74gI8++khpBFHxP9I4fQClUe5755138qc//Ym3336bkJAQpeYvLCyMgIAABEHgnnvu4Ze//CWLFi1i0aJF/PKXvyQwMJBrr7127AtVGTOqDYzKoEiSRGtrK3l5edhsNjIzM4mIiBhQ7yfPjAVYvXr1lI9sGi+e9WT+sq3xxV5mIuns7KSgoICEhAQWLVo07dLSo8XtdnPkyBHsdjtr1671SmN/lGfnrY/PXrnCA3sICI8BHzz8EiIHN2/2JDVBGDSqGBfq8hr75gspcRJWx9l9AlynOG+5ZsY0QgxnMaPX68nLyyMmJoYlS5Yo4u8nP/kJu3fv5qOPPmLRokUTvsadO3fyxBNP0NDQwIoVK3jmmWc499xzh3z866+/zuOPP05lZSVhYWFceuml/PrXv54xfxM4awPzq/9txxQ4dqcCW08n938j3GcbmKG+V1555RVuuukm4KwR9IsvvuhlBC03iqhMLqoAVBmUzs5OPv74Y1JSUqirq2P58uWKPYMs/rq6uigsLFSiSpMd1fI3oihSVlZGS0sL6enpExbJtFqtihi0Wq1EREQoYtBkMvn1WLKH3Pz585k3b55fn3sqcLlcFBYWIkkSa9asGSCen/iTjVqz91dacqwDp374C3iQUaLbPrw3IMC8OIlOh3fdpICETiPRM0z6eDDmRov0uM+KyU3zGklJmJnWQp7d2xaLBbfbTVBQEAkJCUojyc9//nP+8Ic/sH//fpYuXTrha9q1axfXX389O3fuZNOmTbz44ov89re/pbS0dNDI4yeffML555/P008/zeWXX05dXR233347ixYtYu/evRO+Xn8hC8BH3xi/APzRN30XgCozDzUFrDIowcHBpKenExkZSVNTEw0NDRgMBqXLVbaoSElJGfPYsOmEy+VSokrr1q3zuxDzxNMDr7e3l+bmZhobGykvLyc0NFRJuY3XEFmeVrJs2bIxechNNxwOBwUFBej1elavXj3ghqPeIg4QfwA1ZgMrFjpo7R264SUiRKLLNnKU0NIBhn5N09EhIvWto0+pt3YJmM78iaMCbTNW/MHZ7u3IyEg6OzsJDAwkMDCQnTt38rvf/Y7ly5dTWVnJu+++OyniD+Cpp57illtu4dvf/jYAzzzzDO+//z7PP/88jz766IDH//Of/2TevHn8+7//O9BXs3bbbbfx+OOPT8p6/Y0ojdMGRg0NzXpmdiGQyoSh0WiIjIzE7XazePFi3G43n3/+OYcOHSIvL48jR46wbNkyFixYMOPFn81m44svvgAgKytrQsVffwICAkhOTiYrK4vzzjuPxMRE2traOHToEJ999hknTpygq6tr1N18snn16tWrZ4X4s9vtHD58GJPJxJo1awaNNn9RNrQDc+UpO8HGwX8vSG7qW0Zwbz6D1SYMeJ4eu0+7DqDbLiA5uwBYMXdmf4ag728k+4Omp6ezdOlSfvWrX3HHHXfQ2dlJamoqF110EZs2beL555+f0LU4HA7y8vK8TIcBNm/ezKFDhwbd55xzzqG2tpa//vWvSJJEU1MTu3fvZuvWrRO6VhWVqUKNAKoMyj//+U8OHz7M1q1blY6/np4ePv/8c2w2GwDHjx+nq6uL2NhYwsLCZqQQ7OrqoqCggOjo6Cn3LDQYDEr3ZX97GYPBoHgNDvday6P36urqyMjIICwsbJLPwv/IzQTDNbCIosThsoETa2QcTmht6SUoNBBnP/+9+Cioa/G9DlPnMRUkMshNU/vY3zMBBj1ag8icCN8E6HTF4XCQn59PSEgIK1asUJwBdu7cyauvvsr7779PVlYWDQ0N/OUvf6Gnp2dC1yOnoQczHZabE/pzzjnn8Prrr3PNNddgs9lwuVxs376dZ599dkLXOlFMdhewysxDFYAqg9LW1sYf/vAHvve973HOOedw6aWX8uabbxIREcH//d//YTAYFMuTgoICr27BiIiIGSEGW1paOHLkCPPmzWPevHnTas1D2csUFhYOaS8j1zC2traSlZU1IyeU9MdqtZKfn09sbKzSTDAYx06JdI6gKVo6JMKCbTjxTq332Ecn4Lp6JCV3Mt6LZI9DR0ayi2n01hs1TqeTvLw8goKCvMTfSy+9xKOPPsrf/vY3srKyAEhISFBSspPBaEyHS0tL+fd//3ceeOABLrnkEhoaGvjBD37A7bffzu9+97vJWK5fkUQJaRx53PHsqzIzUAWgyqBs2bKFSy+9lFOnTvHCCy/w8MMPExUVRWBgIL/73e/Izs4mKSmJmJgYli1bRltbG01NTRw5ckQRKHFxcSOO75oq6urqOHbsGMuXL/fLmK2JxBd7mejoaBoaGrDb7ZOexp4oOjs7yc/PJykpacRSg+HSv56crHOzYoGNVlvf6xMTJo46gtfcAXHRbkwGAXPH6PYVcCM5ewkwatEJ4OyRmB8zumkl0wlZ/AUGBipjISVJ4tVXX+XBBx/k3XffZePGjZO+LtlqqX+0bzjT4UcffZRNmzbxgx/8AIBVq1YRFBTEueeeyyOPPDLtvydUVEaLKgBVhkQQBKqrq3n55Ze54447uPvuu3n77bfJzc3lP//zP1m7di05OTlkZ2czb948oqKiWLp0qSJQiouLkSRJiVZFRUVNuRiUJIkTJ05w+vRppcllJiHXZkZGRrJkyRI6OztpbGyktLQUURSJioqitbV1UuxlJpK2tjYKCwtJTU0dsXu51y5x9ITvKdSyk04Wz9fSYdOj1YxFeAm4elpxuvXAwBS7XiOi17rRIiK6RZxOkR6bSFuHk267lj6x12dVs2ahBqN+Zn4NO51O8vPzMRqNrFy5UhF/r7/+Ovfffz/vvPMO55133pSsTTY737dvHzt27FC279u3j+zs7EH36enpGWCOLteazkSzDLUJRGUkVBsYlWGR73xvueUWZZskSTQ2NvLWW2+Rm5vLgQMHSEtLIzs7m5ycHMVrTjaObWpqwmw243K5vMTgZNvGiKKoTDRJT08nODh4Uo8/EdhsNvLz8wkICGDBggVK3eBE28tMJBaLhSNHjrB48WKvUVJDceioi13/GGK0xhAEBUBqciCWLg3SMNE3ARGNQN+PRlL+OyLIgd0pYLPZsPXacYtaXKKeHrsOu9N3UfntrTqWzZt+EfKRcLlc5Ofno9PpWLNmjSL+3nzzTe666y5yc3O55JJLpnSNsg3MCy+8wMaNG3nppZd4+eWXKSkpISUlhR/96EfU1dXxxz/+EYBXX32VW2+9lf/+7/9WUsD33HMPGo2Gf/3rX1N6LqNBtoF56A9t47aBeejGCNUGZhajCkCVcSFJEi0tLbz99tvs3r2bDz/8kMWLF7N9+3Z27NjBsmXLFDEomyE3NTXhcDi8JmNM9Fgyp9OpzMBNT0+f8YbVcLY+Ljo6WnmdZXp7exWvQfkL3F/2MhNJU1MTxcXFo0rNP/N/dqrqRze2wKSXmBcvYenU4HZLiCK4RXC7JdwiuNx9/x7q2zElxk1D1/hEdUgAPHCTHs2YopBTh9vtJj8/H41G49WRvXfvXm677TZ27do1bTpnd+7cyeOPP05DQwNpaWk8/fTTSlTypptuorq6mv379yuPf/bZZ3nhhReoqqoiPDycr371qzz22GMzalydKgBVfEUVgCp+Q5Ik2tvbeeedd9izZw8ffPABycnJZGdns2PHDq80kdVqVSKDvb29REVFERcXR3R0tN9Tl729vRQUFBAQEMDKlStn1AzcoWhvb6egoGDYOcUyDodDEYOtra0EBQUpYlD2dZwO1NfXc+zYsVHNkm5uF3nk1dH5sEQEi3S0dJMQZ+L0KKd3ACRGSlRU9ZI6P4yO7lHvrnD+ag3bvzKz3otut5uCggIA0tPTFfH37rvvcvPNN/P666+Tk5MzhStUkQXgA6+0jlsA/vzmSFUAzmJm1rePyrRGEAQiIiK48cYbufHGG+ns7OTdd99lz549XHzxxcTGxipicO3atSxcuJCFCxcqkzGqq6spKSnxGpPmOeZrLMhj0OQu0qmuQfQHsgn3okWLmDt37oiP97SX8ZzYINvLyGJwKq18ampqOH78OGvWrBlVXaavzR8yieEujlf1YHdIxMWO/t5Xr5WwtPYJztBAiY7usb9emUtn1nvR7XYrU1jWrl2riL/33nuPb33rW7z66quq+JtGqDYwKiOhCkCVCSM0NJRrr72Wa6+9lu7ubv72t7+Rm5vLtm3biIiIYPv27WRnZ7N+/Xrmz5/P/Pnz6enpoampidraWsrKyoiIiCAuLo6YmJhRp21loTR//nxSUlKmTaRrPMjdy2lpaUN2Mw6HPLEhISFhSHuZyezelmcv19TUjNq3UJIkvij1VQBKzAlzUFxu89h/lIsF4iPclJ04k24W3Yz1KzTEaKX25HHsXX01sdPdskcURY4cOYLb7fYSfx9++CE33HADL774Il//+teneJUqnqgCUGUk1BSwyqTT29vLBx98QG5uLu+++y4mk4nt27eTk5PDOeeco6Ro5Tq2pqYmOjs7CQ8PV6JVIzU1nD59msrKSpYvX058fPxknNaEIkkS1dXVVFdXs3r1ar93L3vay5jNZtxut2I9I1tq+BtJkqisrKShoYGMjIxRN+VUnnbzm1zHiI8z6UVM2Kiq9W4UWbLARGOH7+UG0aESp+t6cZ/RfylzDHS5AobfaQguWy+xJL6Z5uZmWltbMZlMStR7upmqy+LPbrezdu1apUTj4MGDXHXVVTz77LPceOON02rNX2bkFPBPfjf+FPAjt6gp4NmMKgBVphSHw8Hf//53cnNzeeeddxAEgW3btrFjxw7OO+885WJjs9lobm6mqamJ9vZ2pakhLi6OgICzF2HPSRirV68mIiJiqk7Nb0iSRHl5OU1NTaxdu5aQkJAJP57csGM2m7HZbF5peX/UaEqSRFlZGS0tLWRkZIypMeX1Dxx8PkIEMDJYpL2lm5b2gU0ii1JNmLt8PReJUIOD+uazx9PrIDwmTBGEvqIR+po/QgL7BJPL5aKlpYXm5j5BqNFoFPEdGRk56d3ynoiiyNGjR+nt7SUjI0P52x86dIgrrriCJ554gu985zuq+JtGyALwP3/bMm4B+MtvR6kCcBajCkCVaYPT6eTAgQPs3r2bt956C6fTydatW8nJyeHCCy9UUsD9mxqCg4OVBpKqqio6OztJT0+f9mk1XxBFkeLiYjo7O8nIyPASu5OBJEl0d3crr7envUxsbOyYuqnlc7Jaraxdu3ZMFjV2p8RPX7JhH8b9JTHCReWJbhxDPGZhipHmbt9qTJNj3JQeH9hssnRJGOZ2n57i7D7JArdePrjw9IzENjc343Q6FfE9EQ1SwyH/nbq7u8nIyFDqcb/44guys7N55JFHuPPOO1XxN82QBeCPXhq/kG9QAwAANZdJREFUAHz0O6oAnM2oAlBlWuJ2u/n444/Jzc1l7969WK1WtmzZQk5ODl/72tcUIeR0OmlubqahoYHW1lY0Gg1z584lMTGRoKCgGX1xcrlcXtY1422I8QfjtZdxu91e6cSxntMXZS5ee39wZScgkRDmoKTCNujvZVLnGmjtHVnAhgRItLbasDsGflWmrwzhlHl0tZLXbdaSvmjkqJ7cLS+LQVl8y16aE+ntKEkSxcXFdHV1kZmZqfydCgoK2LZtGz/96U/53ve+N6M/X7MVVQCq+IoqAFWmPW63m3/+85+KGLRYLFxyySXk5OSwefNmampqeOSRR7j33ntJSEjAYrFgsVgICAhQxElISMiMuljZ7XYKCgrQ6/WsXr16WlrXjNZexuVyKV2ka9asGVc067lcOxWnB+Zeh6r3G4zkRAMdjpEFYGyIk5NDPN+KxQE0dPguYk0GeOhmPXrd6N+Lvb29NDc3YzabaW9vJzg4WEnL+9POR5IkSktL6ejoICMjQ4nyHj16lMsuu4wf/OAH3HfffTPq8/RlQhaA979kwRQwDgHY28mvvhOtCsBZjCoAVWYUoiiSl5fH7t272bt3LzU1NRgMBjZt2sTLL7+sNEe43W4sFgtNTU1YLBbF7iQuLo7Q0NBpffHq6ekhPz+fsLAwVqxYMSOsazztZTxfb9lexul0egna8dS1tXWJ/Oz39gFdisPV+w1GUryeLtfwUbSkaJFjJ4aOJEaEiAiBvteZrl+u4eoLxy/mHQ6H1+ttNBqVusHw8PAxv2fk2sy2tjYyMzMV8VdaWsqWLVu46667eOCBB6b15+fLjiwA73vBgnEcAtDe28ljt6sCcDYz/cIKKirDoNFoyMrKIisriw0bNvBv//ZvnHPOOdTU1LBw4UIuuugitm/fzrZt2xTB53a7aWlpwWw2K+OrZHESHh4+rS5msm9hfHw8ixcvnlZrG47h7GWgT1gEBQWxatWqcTc1fFHmHiD+Rqr3GwzXCDrRqJeobxzeZLqtSyAxXMLm8O3vlLnEP2LeYDCQmJhIYmKi1+t95MgRAEUMjmbkoiRJHDt2jNbWVi/xV15ezrZt2/jOd76jij8VlVmEKgBVZiR/+9vfuP7663n99dfZsWOHErnYvXs3zz//PHfffTfnn38+OTk5bNu2TambEkWR1tZWmpqaKCoqQhAERSiOJ3LiD1pbWykqKiI1NXVG+xZqtVpFgPT09CiG0zabjY8//njc9jKe5s9Kvd+x4ev9BsPtlhhmDDAxIW6OWUZKkAhEhgjUt4x8vKhQSE3w/9/U8/WW52+bzWYqKiqw2+1ERUUpvx+q5lKSJCoqKrBYLGRmZir1hcePH2fbtm1cd911PPzwwzP2PfllRJIkxpPgU5ODsx81BawyI7HZbBw7dow1a9YM+J1sBbN792727NlDYWEhmzZtIicnh+3btxMXF4cgCIiiSFtbm1LHJkmSEhmMjIycVDHY2NhISUkJy5YtIzExcdKOO5HIs4rlKSzAuO1lqhtEnt7VF5UbTb3fYESFa3HpBm9ciQuXOFnT65MZ7poVwdRYRhaym7M0XLJu8u655Q5uuW6wq6uLsLAw5fWWm3ZkP8bGxkYyMzOV7dXV1Vx66aXk5OTwzDPPzIhSBJWzKeD/2Nk87hTwr++IUVPAsxhVAKrMamQD5dzcXPbs2cPnn3/Ohg0byM7OJjs7mzlz5iAIgjLHWDaelo2QY2NjR5VGGwvyGLTRzMCd7nR2dpKfn09SUhILFiwYEDkaq73M//3DwadH3aOu9xuMsBAtGAcKQK1Gwig4MLf6NmVk8XwTlu6Rm0n+8zo9UWFTF0GTvTRl8+mgoCBiYmKw2Wy0tLSQlZWliL/a2louueQSLrnkEnbu3Dlp4m/nzp088cQTNDQ0sGLFCp555hnOPffcIR9vt9v5+c9/zmuvvUZjYyNJSUn8+Mc/5lvf+takrHc6ogpAFV9RBaDKlwZJkqitrWXPnj3s2bOHTz/9lIyMDHJycsjOzlbSrrIRclNTE2azGYfDQXR0tOI16C8xKEkSJ06coLa2ljVr1hAeHu6X551q2traKCwsJDU1lXnz5vm0jy/2Mi6XxE9fthEeOPp6v8EIChDQBQ2cPjKU599QhAZr0AUNb86dmiBw1xWT5+E3Ek6nk5aWFk6ePEl3dzcGg4H6+npMJhPp6elkZ2dz3nnn8dJLL02aEfWuXbu4/vrr2blzJ5s2beLFF1/kt7/9LaWlpSQnJw+6T3Z2Nk1NTTzyyCMsXLgQs9mMy+XinHPOmZQ1T0dkAfj935jHLQCfvCtWFYCzGFUAqnwpkSSJxsZG9u7dS25uLgcPHmTlypVkZ2eTk5PDwoULFTHY1dWlRAZtNhvR0dFKGm2s9iyiKFJWVkZrayvp6emjHoM2XbFYLBw5coTFixeTlJQ0puew2+1K2tLTXqbJGsvHeW5KKkdf7zcYRoOAKdT7dQ8Plmhs7MXl64jhM6TOD6Oje+jfX3WBlg0rpm6ix2CcPHmSmpoa1q5di8Ph4LnnnuO3v/0tPT09xMfH86tf/YrLLrtswifPyKxfv561a9fy/PPPK9uWLVtGTk4Ojz766IDHv/fee3zjG9/g5MmTfh+NOJORBeC9z45fAD51tyoAZzOqAFT50iNJEhaLhbfffpvc3Fw+/PBDlixZoswnXrZsmSIGu7u7lchgT08PkZGRxMXFjWpEmtvt5ujRo/T09Ix5EsZ0pKmpieLiYlasWOG3+cuyvYzZbKao3E5xdQxN7SYkafypVK0WgiO8xU1UoINTDa5RP9fqtFBONw++Jp22z/svwDh9GijkudIZGRmKwLNYLFx22WUkJyezevVq3nnnHY4fP873vvc9fvWrX03oehwOB4GBgbz55pvs2LFD2f7d736XwsJCDhw4MGCfO+64g4qKCjIzM/mf//kfgoKC2L59Ow8//PCkT8yZTsgC8J7/ahq3AHzmu3GqAJzFqF3AKl96BEEgJiaGb3/729xyyy20t7fzzjvvkJuby5NPPklKSgrZ2dns2LGDtLQ0FixYwIIFC5QatpqaGkpLS4mMjFTSlkN1WzqdTsUaJSsra1JHe00kdXV1lJeXs2rVKr/WMXray6Sl9dn5VNdYyC+zc8ocSkNrIKI4NmHldvc1Act3wHOjRcpOjF78ASC6GerrdEWqZlqJv1OnTlFVVeUl/lpbW9m+fTuLFi3i//7v/9Dr9Tz66KNUVlbS0dEx4WuyWCy43W7i4uK8tsfFxdHY2DjoPidPnuSTTz7BZDIpBvF33HEHra2t/P73v5/wNauozHRUAaii4oEgCERERHDjjTdy44030tnZybvvvktubi4XXXQR8fHxSpp47dq1pKamkpqaSm9vL01NTdTX13Ps2DHCw8OVyKAc4bPZbOTn5xMYGMjKlSsnrbZqopGbWNasWTOhqTitVqsI7My1fTNza2rN5Jf0UtUYRH1rCE7X6ISWRtsnBAONEqfqfK/7609Hp5Ohvk6z/OT95w9Onz7NyZMnWbt2rRLVaW9vJzs7m6SkJHbt2uV1U7Jo0aJJXd9gzUJDWc+IooggCLz++uuEhYUB8NRTT/H1r3+d55577ksdBQTVBkZlZFQBqKIyDKGhoVx77bVce+21WK1W/va3v5Gbm8u2bduIiIhQ0sTr1q1j3rx5zJs3D5vNhtlsprGxkfLycsLCwggPD6ehoYHo6GiWLl06Kyw1JEni5MmTnD59moyMDOUiPBloNBoiIyOJjIxk9cq+pp26ejMFpVaO15moawnD5hj5NdZq+gRgWIAbs3nsF7z6Jgeh0QGI/ZqSQwJgSfL0iP7V1tZy/Phx0tPTlb9VZ2cnV1xxBdHR0ezevXvK5k3LzVX9o31ms3lAVFAmISGBOXPmeL3vli1bpjR7TbZ4nW5IYt/PePZXmd3M/KuQyrDs3LmT1NRUTCYTGRkZfPzxx8M+/sCBA2RkZGAymZg/fz4vvPDCJK10+hMcHMxVV13F//7v/9LU1MR//dd/0dHRwde//nWWLl3K97//fQ4ePIhOpyM5OZmsrCzOPfdcQkJCOHXqFHa7na6uLmpqaujp6Znq0xkXsnFwbW0tmZmZkyr++iMIAmFhYSxftohrr1jD9781lx9cb2P7OY0smdNCkGnojg6dFhIiJSpPOca1BocTogbplUhfrEGjmXoBWFdXR0VFBenp6Uq3udVq5etf/zqBgYG89dZbU1qLajAYyMjIYN++fV7b9+3bN2RH76ZNm6ivr8dqtSrbKioq0Gg0Y25AUlH5MqFGAGcxu3bt4p577vGyVdiyZcuQtgpVVVVcdtll3Hrrrbz22mt8+umn3HHHHcTExHDllVdOwRlMXwICAsjJySEnJwebzcY//vEP9uzZw3XXXYdWq2Xbtm3s2LGDpqYmHn74Yd5++21SUlJobm6mqamJ48ePExwcrKQ0Z1IXsDx1pb933HRAEASCg4NZtDCYRQs5k5o3c7TcQmmVhlpLOB3dZ1OcBh20tI499etJoFGk/z111tKpv8eur6+nvLzcy2qop6eHq6++Gq1WyzvvvDMt0qX33nsv119/PZmZmWzcuJGXXnqJmpoabr/9dgB+9KMfUVdXxx//+EcArr32Wh5++GFuvvlmfvazn2GxWPjBD37At771rWlxPlONKEmI40jjjmdflZmB2gU8ixmtrcJ9993HO++8Q1lZmbLt9ttvp6ioiM8++2xS1jzTcTqdHDhwgN27d/PGG2/Q29vL1q1bueGGG7jgggsUg2On06lYnbS0tBAQEKCMpAsODp62I7dEUaS4uBir1TrjOphle5nSylaOVkrUtYQTEWnkZJ1/ajHTlgRS335WXCZECfzHN6a2yaexsZHS0lJWr15NVFQU0FeLes0119Dd3c177703rTo8d+7cyeOPP05DQwNpaWk8/fTTnHfeeQDcdNNNVFdXs3//fuXxx44d4+677+bTTz8lKiqKq6++mkceeeRLLQDlLuA7f10/7i7g5/4jUe0CnsWoEcBZisPhIC8vj/vvv99r++bNmzl06NCg+3z22Wds3rzZa9sll1zC7373O5xO56zpWJ1I9Ho9F110EXl5eQA8+uijVFVVcffdd2O1WrnsssvIycnhoosuIjExkcTERFwul2J18vnnn2M0GomLiyM2NpbQ0NBpIwbdbjdHjhzBbreTmZk5ZfViY8VoNJKUlERSUhIXfqXPXqayykK40c1pSyiWziCk4YYDj4Cl1QGas5+RzClu/mhqaqK0tJRVq1Yp4s9ut3PdddfR0dHBBx98MO0u7HfccQd33HHHoL979dVXB2xbunTpgLSxioqKb0x9fkJlQhiLrUJjY+Ogj5cFiopvfPrppzz99NPs37+f73//+/zmN7/h1KlT/OUvfyEuLo777ruPefPmceONN7Jnzx7sdjvx8fGsWrWKCy64gMWLF2Oz2cjLy+OTTz6hvLyc9vb2Ke3Kc7lc5Ofn43K5yMjImHHirz+yvUzG6lRWzmvj2q91cNt2CxuW1JMYaUWjGf1r3WRxYTyj/zQCrF08dV+vZrOZ4uJiVq5cSXR0NNAXdb7ppptoaGjgvffemzWTZ1QGRxSlcf+MhoMHD3L55ZeTmJiIIAi89dZbXr+/6aabEATB62fDhg1+PGOV0aJGAGc5o7FVGOrxg21XGZqvfOUrlJWVERERoWzTarVs2rSJTZs28eSTT3L48GF2797Nz372M2677TYuvvhisrOz2bJli1IXKIoiLS0tmM1mCgoKvGxQIiIiJu1v4nA4KCgoQK/Xs3r16lljX2O1WsnLy/OaV5y1VqStrY3aOgv5Zb1Um4NpaAvB6RpZzEkSRIVCfQssnisQGjQ1n5nm5maOHj3qNVva5XJxyy23cPLkST788EN1csaXAEnq+xnP/qOhu7ub1atXc/PNNw9ZM37ppZfyyiuvKP+e6TeSMx1VAM5SxmKrEB8fP+jjdTqdkkJS8Q1P8dcfjUbDunXrWLduHb/61a8oKioiNzeXJ554gv/3//4fX/va19i+fTtbt24lOjqamJgYli1bRltbG01NTRw5ckQxr46LiyMiImLCbGVk78KgoCBWrlw5K+xrALq6usjLy2Pu3LnMnz9fEdMajYaoqCiioqJY5WEvU3ismxP1AdS1hmN3Dv0a6AQ3oCVzipo/LBYLR48eJS0tjdjYWKAvdX/77bdTWlrKRx995FejbhUVmS1btrBly5ZhH2M0Gv02JUhl/KgCcJbiaavgOVpp3759ZGdnD7rPxo0b+fOf/+y17YMPPiAzM1Ot/5sgNBoN6enppKen8/DDD1NaWsru3bt57rnnuOuuu7jgggvIyclh27ZtijCRxaDZbKakpAS3261EBqOiovwm0np6esjPzyciIoJly5bNGvHX2dlJfn4+ycnJzJ8/f8jHyfYyYWFhLFvaNwawsdFM4bEuKk4bqG8Lp9vm/RXa2+vCZNCSljr5r1VLSwtHjhxh+fLlyk2e2+3m7rvv5vDhw+zfv3/Imz+V2YckSUijTOP23x/6Pi+eGI1GpZlttOzfv5/Y2FjCw8M5//zz+cUvfqHcqKhMPmoX8Cxm165dXH/99bzwwguKrcLLL79MSUkJKSkpA2wVqqqqSEtL47bbbuPWW2/ls88+4/bbb+eNN95QbWAmGUmSqKysZPfu3ezZs4eioiK+8pWvkJOTw+WXX05cXJwyn7ijo0OZT+xyuYiOjiYuLo6oqKgxp2utViv5+fnExcWxePHiWVMC0NHRQX5+PqmpqcybN2/Mz6PYy1R0UFatpb41go4ePaHBGr6SFcZVF07uvXVrayuFhYUsXbqUxMREoK9j+5577uGjjz7io48+GtT6SWX2IXcBf+fR0xhMY2/ycdg6eelHcwdsf/DBB3nooYeG3VcQBPbu3UtOTo6ybdeuXQQHB5OSkkJVVRU//elPcblc5OXljVlQqowPVQDOckZrq3DgwAG+973vUVJSQmJiIvfdd5/iw6UyNUiSRFVVFbm5uezdu5fPP/+cjRs3kp2dzfbt25kzZ44iBjs7OzGbzTQ1NWG324mJiSE2Npbo6Gh0Ot9EiRwh658enenI4m/+/PmkpKT47XnP2su0UXISFie7WDo/VPF3nOjXr729nfz8fJYsWcKcOXOAPvH3wx/+kL/85S/s37+f1NTUCV2DyvRBFoC3/qJm3ALw5R8nc/r0aa9ucV8igIMJwP40NDSQkpLC//7v/3LFFVeMeZ0qY0cVgCoqMwhJkjh9+jR79uxh7969fPrpp2RmZpKdnU12djYpKSmKGLRarUpksLe3l6ioKGJjY4mJiRkypd/W1kZhYaHfRdJU097eTkFBAQsWLJjQSJjT6VQsfSwWC0ajUUnPh4WF+V0Myue1aNEiZfqFKIr85Cc/Yffu3Xz00Udf+pFoXzb8LQDH4gPoiwCEvlnT3/72t7nvvvvGvE6VsaPWAKqozCAEQSA5OZl77rmH7373uzQ0NLB371727NnDAw88wKpVqxQxuHDhQkJCQli4cCFWqxWz2UxNTQ2lpaVERkYSFxdHTEyM0olnsVg4cuQIixcvnlWjtNra2igoKJiU85LtZRISEnC73V5d3BqNxquLe7w1lR0dHRQUFLBw4ULlvCRJ4uGHH2bXrl2q+PuSI4njrAEcx76+0NLSwunTp0lISJjQ46gMjRoBVFGZBUiShMVi4a233iI3N5cPP/yQpUuXkp2dTU5ODkuXLlWiTz09PUqauKuri4iICAICAqivryctLW1WdenJtXGe6dGpQBT77GXk6S9ut1tJz4+lVrOzs5O8vDyvSK0kSfzqV7/ixRdf5MMPPyQtLW0iTkVlmiNHAL/181PjjgD+/oEUnyOAVquV48ePA5Cens5TTz3FhRdeSGRkJJGRkTz00ENceeWVJCQkUF1dzX/+539SU1NDWVkZISGDDNJWmXBmR1ufyoxk586dpKamYjKZyMjI4OOPPx7ysXv27OHiiy8mJiaG0NBQNm7cyPvvvz+Jq53eyLYwt956K3/7299obGzk3nvvpbCwkE2bNpGZmcnPf/5zjh49islkYt68eaxfv55Nmzah1Wqpq6tT0ss1NTXYbLapPqVx09LSojRGTKX4g7P2MkuXLuXcc89l7dq1GI1GKioq2L9/P0VFRTQ0NOB0Okd8rq6uLqWRxVP8Pf300+zcuZN9+/ap4k9l0jl8+LDiaAB9s53T09N54IEH0Gq1HD16lOzsbBYvXsyNN97I4sWL+eyzz1TxN4WoEUCVKUHuUN65cyebNm3ixRdf5Le//S2lpaWD1mjdc889JCYmcuGFFxIeHs4rr7zCr3/9a/71r38pXzgqg9PR0cG7777Lnj17eO+990hISFAig3/5y1/4+9//zltvvUVgYCDNzc00NTXR3t5OaGioMp94ps1Wlc2Qly1bNq1TTJLUZy9jNpsxm81YrVYiIyOV6GD/Ynur1crhw4e9LGwkSeI3v/kNjz32mGLbpPLlRY4A3vxQ9bgjgK88NE+dBTyLUQWgypSwfv161q5dy/PPP69sW7ZsGTk5OTz66KM+PceKFSu45ppreOCBByZqmbMOq9XKX//6V3Jzc/nzn/+MIAhcffXVXH/99WRlZSmpSIfDoYiS1tZWgoODlfnEQUFBU3wWw2M2mxUz5Jnme9fb26u87vKFV64blCSJw4cPK5NLoE/8vfTSS/zsZz/jvffem9TRWjt37uSJJ56goaGBFStW8Mwzz3DuueeOuN+nn37K+eefT1paGoWFhRO/0C8ZsgC86cGqcQvAV3+WqgrAWYzaBKIy6TgcDvLy8rj//vu9tm/evJlDhw759ByiKNLV1aWOtBolwcHBXHXVVXz22WeEhYXxox/9iC+++IIrr7ySoKAgLr/8cnJycti4cSNJSUkkJSXhdDqVyOCJEycICgpSIoNBQUHTyiamqalJmYE7Ew1mAwICSElJISUlRbGXMZvNSm1VWFgYERERiKKIIAi8+uqrPPjgg/zlL3+ZVPG3a9cu7rnnHq8I/pYtW4aM4Mt0dHRwww03cNFFF9HU1DRp61VRURmIKgBVJh2LxYLb7R4QnYmLixswim4onnzySbq7u7n66qsnYomzmtdee423336bTz/9VEkj2mw2/vGPf5Cbm8u//du/odPp2LZtGzt27OArX/kKiYmJJCYm4nK5FFFSXV2NyWRSIoMhISFTKgYbGxspKSlh1apVs2LcmdFoJCkpiaioKL744gtCQkLQaDT86Ec/4sMPPyQ9PZ0PP/yQd99916fImz956qmnuOWWW/j2t78NwDPPPMP777/P888/P2wE/7bbbuPaa69Fq9Xy1ltvTdJqv5yIIojj6OQVRT8uRmVaojaBqEwZ/cWCJEk+CYg33niDhx56iF27ds3IKM9Uc+211/Kvf/3LawyayWRi69at/P73v6ehoYH/+Z//QavV8q1vfYsFCxZwxx138MEHHyCKIgkJCaxevZoLLriAhQsX0tPTw+HDh/n000+pqKigvb2dya4saWhooLS0lNWrV88K8SfT29vL4cOHiYuLY82aNaxevZonnniCq666iqNHj6LVarnuuuu44447+Mc//jEpa5Ij+Js3b/baPlIE/5VXXuHEiRM8+OCDE71EFc6Mghvnj8rsRhWAKpNOdHQ0Wq12QLTPbDaPWLO1a9cubrnlFv7v//6Pr33taxO5zFmLVqsdViTp9XouvvhiXnzxRerq6ti9ezdBQUHceeedzJs3j1tvvZV3330Xp9NJXFwcq1at4vzzz2fx4sU4HA4KCgr4+OOPOXbsGG1tbRN+Iamvr6esrIzVq1cTHR09oceaTGw2G3l5eURHR3uN4/v73//Ob3/7W3bu3Elrayt//OMfEQSBl156aVLWNZYIfmVlJffffz+vv/66zxNpVFRUJhb1k6gy6RgMBjIyMti3bx87duxQtu/bt4/s7Owh93vjjTf41re+xRtvvMHWrVsnY6lfenQ6HRdccAEXXHAB//3f/81nn31Gbm4uP/zhD2ltbeXSSy8lOzubzZs3K80KoijS2tqK2WymqKgIQRD8aoDsSW1tLRUVFaxZs2ZW1YPK4i8yMtLLw/Hdd9/ltttu4/XXX1c+A1/72tem5GbI1wi+2+3m2muv5Wc/+xmLFy+erOV96ZnuRtAqU4/aBawyJcg2MC+88AIbN27kpZde4uWXX6akpISUlBR+9KMfUVdXxx//+EegT/zdcMMN/Nd//ZfX3MiAgADCwsKm6jS+tIiiyBdffKHMJ66vr2fz5s1kZ2ezZcsWxdtLFEXa29uVkXSSJBETE0NcXByRkZHjEoOnT5+msrKS9PR0IiIi/HVqU47dbicvL4+wsDCWL1+uiKr33nuPG264gVdeeYWrrrpqytbncDgIDAzkzTff9LqB++53v0thYSEHDhzwenx7ezsRERFeZteiKCJJElqtlg8++ICvfvWrk7b+2Y7cBfxv9x/HYBq7x57D1sXrv1qodgHPYlQBqDJl7Ny5k8cff5yGhgbS0tJ4+umnOe+88wC46aabqK6uZv/+/QBccMEFAy4sADfeeCOvvvrqJK5apT+iKFJUVMTu3bvZs2cP1dXVXHTRRWRnZ7N161ZlBq4kSbS3tytTSMYzDaOmpoYTJ06Qnp5OeHj4xJ3cJONwODh8+DAhISGkpaUp4u/DDz/kG9/4Bi+99BLf/OY3p7zzev369WRkZLBz505l2/Lly8nOzh7QBCKKIqWlpV7bdu7cyYcffsju3btJTU2d9tZCMwlZAH7z/koMxnEIQHsXb/xqkSoAZzGqAFRRUfEbkiRRUlLC7t272bt3L8eOHeOCCy4gJyeHbdu2ERkZqYjBzs5OJTLocDiIjo4mLi5OqREdilOnTnHy5EnWrl07q6K/cnNFUFAQaWlpSnT04MGDXHXVVTz77LPceOONUy7+YPQR/P489NBDvPXWW6oP4ASgCkAVX1FrAFVUVPyGIAikpaWRlpbGgw8+SEVFBbm5ufzud7/j3//93zn33HPJycnh8ssvJzY2lrCwMBYtWkRXV5fid1dcXEx0dDSxsbHExMR4NQ1UVVVx6tQpMjIyZtVFyel0kp+fT2BgoJf4O3ToEFdffTVPPvnktBF/ANdccw0tLS38/Oc/VyL4f/3rX5XRdA0NDdTU1EzxKr/cqDWAKiOhRgBVVFQmHEmSqKqqIjc3lz179nD48GE2btxIdnY227dvJzExUYkMdnd3K5HB7u5uoqKiiIuLo7u7m7q6OjIyMmbV/FBZ/BkMBlavXq2Iv88//5ycnBweeeQR7rzzzmkj/lSmN3IE8JoflI87ArjriSVqBHAWo9rAqKgMws6dO0lNTcVkMpGRkcHHH3/s036ffvopOp2ONWvWTOwCZxiCIDB//nx+8IMfcOjQIU6cOMEVV1zB22+/zbJly/ja177Gf/3Xf1FTU0NQUBALFixg48aNbNy4kbCwMCorK6muriYwMJCOjg4cDsdUn5JfcLlcFBQUoNfrvcRffn4+O3bs4MEHH1TFn4qKyoSgCkAVlX7IY65+/OMfU1BQwLnnnsuWLVtGTGl5jrlSGRpBEEhOTuaee+7hwIED1NTUcN1117Fv3z5WrVrFeeedx5NPPsnx48cxmUz85je/obi4mPT0dGJjY6mvr+fgwYMcPnyYmpoabDbbVJ/SmHC73RQUFKDVar3E35EjR8jOzub+++/nnnvuUcWfypiQRAlxHD9qCnj2o6aAVVT6sX79etauXcvzzz+vbFu2bBk5OTnDjrn6xje+waJFi5QxV2qB++iQJAmLxcLevXvJzc3lww8/JDU1FYvFwvPPP8+2bdsUMWSz2ZRuYjlFJY+kCwgImOIzGRlZ/AGkp6crTS+lpaVs2bKFu+++m5/+9Keq+FMZNXIK+KrvlaEfRwrYae/izaeXqSngWYwaAVRR8UAdczV1CIJATEwM3/nOd/jb3/7GLbfcQktLC+vXr+fGG28kKyuLhx9+mOLiYgwGA8nJyWRlZXHuueeSmJiIxWLh008/5V//+hdVVVX09PRM9SkNitvtprCwEEmSvMRfeXk527Zt4zvf+Y4q/lRUVCYctQtYRcWD8Yy5+vjjj9UxV37iP/7jP3jvvfc4fPgwqampdHR08Oc//5k9e/Zw4YUXkpiYSE5ODtnZ2axZs4akpCSSkpJwOBw0NzdjNps5ceIEQUFBSmQwODh4qk9L8Ux0u92sXbtWEX/Hjx9n27ZtXH/99Tz88MOq+FMZN+Od56smB2c/6tVKRWUQ1DFXU8tll13Gd7/7XcVWJCwsjOuuu47rrrsOq9XKX//6V3Jzc9myZQvR0dFs376dnJwcsrKymDNnDnPmzMHpdGKxWGhqaqKqqoqAgABiY2OJi4sjODh40kWWLP6cTidr165Vbhaqq6vZtm0bV155JY899phfR+WpfHmRRBFJFMe1v8rsRhWAKioeyCbE/aN9ZrN5QFQQoKuri8OHD1NQUMBdd90FnB1zpdPp1DFXY2S42bbBwcFcffXVXH311fT09PD++++Tm5vLFVdcQXBwMJdffjk5OTls3LiRhIQEEhIScLlcWCwWzGYzX3zxBQaDQYkMhoaGTrgYFEWRo0ePYrfbycjIQK/XA33j7LZu3cpll13GM888o4o/FRWVSUMVgCoqHhgMBjIyMti3b5/XnNN9+/aRnZ094PGhoaEcPXrUa1v/MVcqE0dgYCA7duxgx44d2Gw2/v73v7Nnzx6++c1votfrufzyy9mxYwebNm0iPj6e+Ph43G43LS0tNDU1kZ+fj06nUyKD8tg6fyKKIsXFxfT09JCZmamIv4aGBrZu3cpXv/pVnnvuOVX8qfgVuZt3PPurzG5UAaii0o97772X66+/nszMTGXMVU1NDbfffjuA15grjUZDWlqa1/6xsbGYTKYB21UmFpPJxLZt29i2bRtOp5OPPvqI3Nxcbr75ZtxuN9u2bSMnJ4cLLriA2NhYYmNjEUWRlpYWzGYzhYWFCIKgRAbDw8PHLcrk0XhWq9VL/DU1NbF161bOOeccXnrppVHNQVZR8QW1BlBlJFQBqKLSD3XM1cxHr9ezefNmNm/ezHPPPcfHH3/M7t27ufPOO+np6WHr1q1s376dr33ta8TExBATE4MoirS1tdHU1MTRo0eRJEkRipGRkaMWg7L46+rqIiMjA4PBAPQ1Gl1++eWsWbOG3//+96r4U5kQ1FFwKiOh+gCqqKh8aXC73Rw6dIjc3Fz27t1Le3s7l156KdnZ2WzevJnAwECgT7y1tbVhNpsxm8243W5iYmKIi4sjKipqRDEoSRJlZWW0tbWRmZmJ0WgEoLW1la1bt7JgwQJ27dqlRARVVPyF7AOY/f+Kxu0D+Pbzq1UfwFmMKgBVVFS+lIiiyBdffMHu3bvZu3cvjY2NXHzxxeTk5HDppZcq84YlSaKjo0OZT+x0OomJiSE2NlZpGvJEkiSOHTtGS0sLmZmZmEwmANrb27n88stJTEwkNzdXiQiqqPgTWQBuv61w3ALwnRfXqAJwFqNWHauoqHwp0Wg0rF+/nieeeIKKigoOHjzIsmXL+NWvfsW8efO45ppr+NOf/kRHRwdhYWEsWbKEr3zlK4qoq6ysZP/+/RQVFdHY2IjL5UKSJMrLy7FYLGRkZCjir7OzkyuuuIKYmBjefPPNSRV/o5lrvWfPHi6++GJiYmIIDQ1l48aNvP/++5O2VhX/ISIiSuP4QbWBme2oAlBFZQYymos6gN1u58c//jEpKSkYjUYWLFjA73//+0la7fRHo9Gwdu1afvnLX1JaWsoXX3xBRkYG//3f/01qaipXXnklf/zjH2ltbSUkJIRFixaxadMm1q1bR3BwMCdPnuTAgQN8+umnNDY2smbNGmUkndVq5etf/zpBQUHs3btXEYWTwWjnWh88eJCLL76Yv/71r+Tl5XHhhRdy+eWXK2PrVFRUZg9qClhFZYaxa9curr/+enbu3MmmTZt48cUX+e1vf0tpaSnJycmD7pOdnU1TUxOPPPIICxcuxGw243K5OOeccyZ59TMLSZKoqKggNzeX3Nxcjhw5wnnnnUd2djaXX345sbGxCIKAKIp88sknuFwuTCYTp0+f5sUXX2TLli18+OGHAPzlL3+Z9GkkY51r7cmKFSu45ppreOCBByZqmSp+RE4Bb701H71h7O83p8PKX15eq6aAZzGqAFRRmWGM9qL+3nvv8Y1vfIOTJ08SGRk5mUudVUiSxMmTJ8nNzWXPnj3k5eWxceNGsrOzKSkp4e9//zuff/45oaGh1NbW8sILL7B3715OnTrFueeeyze+8Q127NhBfHz8pKzX4XAQGBjIm2++6eVp+d3vfpfCwkIOHDgw4nOIosi8efP44Q9/qBidq0xvZAF42S154xaAf/1dhioAZzFqClhFZQbhcDjIy8tj8+bNXts3b97MoUOHBt3nnXfeITMzk8cff5w5c+awePFi/uM//oPe3t7JWPKsQRAEFixYwA9/+EM+++wzTpw4wY4dO3j22Wd54403mD9/Pq+++io1NTXExMRw7NgxYmJiKCoqYseOHfzpT38iKSmJI0eOTMp6xzLXuj9PPvkk3d3dXH311ROxRBUVlSlE9QFUUZlBjOWifvLkST755BNMJhN79+7FYrFwxx130NraqtYBjhFBEEhOTsbhcNDd3c27775LWVkZe/bs4Sc/+QkhISHExsby2WefERkZycqVK7nnnntoaGgYdKTgRK/Vk6HmWvfnjTfe4KGHHuLtt98mNjZ2opanMkGoRtAqI6EKQBWVGchoLuqiKCIIAq+//jphYWEAPPXUU3z961/nueeeU5oVVEZHZWUlTz/9NPv27WPNmjVcdNFF3HnnnTQ3N3Pffffx/e9/f0DKPSEhYdLWN9q51p7s2rWLW265hTfffHPYucwq0xdRFBHFsXfyjmdflZmBmgJWUZlBjOWinpCQwJw5cxTxB301g5IkUVtbO6Hrnc0sWrSI48ePs2bNGmWbIAjExsbyyiuvTPkoQM+51p7s27dv2OafN954g5tuuok//elPbN26daKXqaKiMkWoAlBFZQYxlov6pk2bqK+vx2q1KtsqKirQaDQkJSVN6HpnO5Pd1Tta7r33Xn7729/y+9//nrKyMr73ve8NmGt9ww03KI9/4403uOGGG3jyySfZsGEDjY2NNDY20tHRMVWnoDJG5FFw4/kZDQcPHlSMzgVB4K233vJejyTx0EMPkZiYSEBAABdccAElJSV+PGOV0aIKQBWVGcZoL+rXXnstUVFR3HzzzZSWlnLw4EF+8IMf8K1vfUtN/85yrrnmGp555hl+/vOfs2bNGg4ePDjsXOsXX3wRl8vFnXfeSUJCgvLz3e9+d6pOQWWMSJI47p/R0N3dzerVq/nNb34z6O8ff/xxnnrqKX7zm9/wxRdfEB8fz8UXX0xXV5c/TldlDKg2MCoqM5CdO3fy+OOP09DQQFpaGk8//TTnnXceADfddBPV1dXs379fefyxY8e4++67+fTTT4mKiuLqq6/mkUceUQWgisosQ7aB+dq/HRq3DczfXz9nTDYwgiCwd+9ecnJygL7oX2JiIvfccw/33Xcf0GdOHxcXx2OPPcZtt9025nWqjB1VAKqoqKioqMwS/C0AT58+7SUAjUYjRqNx2H37C8CTJ0+yYMEC8vPzSU9PVx6XnZ1NeHg4f/jDH8a8TpWxo6aAVVRUVFRUZhvjrf87UwM4d+5cwsLClB9fJ8h4IjetjceTUsX/qDYwKioqKioqswxREhFHWcfXf39g0AjgWBmrJ6XKxKAKQBUVFRUVFZVBCQ0NHfcoOHn8YWNjo5cXpi+elCoTh5oCVlFR8Ts7d+4kNTUVk8lERkYGH3/88bCPf/3111m9ejWBgYEkJCRw880309LSMkmrVVGZfUy2DcxwpKamEh8f72Vf5XA4OHDgwLCelCoTiyoAVVRU/MquXbu45557+PGPf0xBQQHnnnsuW7Zs8bIb8eSTTz7hhhtu4JZbbqGkpIQ333yTL774gm9/+9uTvHIVldmDJIlI4jh+Rpk+tlqtFBYWUlhYCEBVVRWFhYXU1NQgCAL33HMPv/zlL9m7dy/FxcXcdNNNBAYGcu21107A2av4gtoFrKKi4lfWr1/P2rVref7555Vty5YtIycnZ9AC8l//+tc8//zznDhxQtn27LPP8vjjj3P69OlJWbOKymxB7gK+4Kr96PRj7wJ2Oa3sf/MCn21g9u/fz4UXXjhg+4033sirr76KJEn87Gc/48UXX6StrY3169fz3HPPTfnEnC8zagRQRUXFbzgcDvLy8ti8ebPX9s2bN3Po0KFB9znnnHOora3lr3/9K5Ik0dTUxO7du9UxZCoq42CyU8AXXHABkiQN+Hn11VeBvgaQhx56iIaGBmw2GwcOHFDF3xSjCkAVFRW/YbFYcLvdo7J7OOecc3j99de55pprMBgMxMfHEx4ezrPPPjsZS1ZRmZVM9iQQlZmHKgBVVFT8zmjsHkpLS/n3f/93HnjgAfLy8njvvfeoqqpSRtupqKioqPgf1QZGRUXFb0T///buJiTKdo0D+NVryUCboDcQF0mtpRZGMEhEbTp1iIrgtMpsIYmLYOxDZhtBRLvowz4UiSDaFBRHDg0HNJDZVNjCZpcVxLSoVdkiPXEWneSI9jY6lh/37wdunrlnvJ+N/Lkfr//8+WfU1NRMO+37q7qHc+fORXNzc5w6dSoiIjZt2hSrV6+Obdu2xdmzZ6fURgCV+fo14msVk7xfHQAue04AgXlTW1sbTU1NU+oeIiIKhcIP6x4+f/4cf/wx9U9RTU1NRHw7OQRmr6oJ4P/9sLwJgMC86uzsjJs3b0Zvb2+USqXI5XLx5s2byUe6+Xw+WlpaJtfv3bs37t27F1evXo2XL1/G0NBQHD9+PLZu3Rr19fULdRu/3Wy7EwcHB6OpqSkymUxs3Lgxuru7f9NOWQoWUw8gi5NHwMC8OnToUHz48CHOnDkT5XI5Ghsbo7+/PxoaGiIiolwuT+kEbG1tjY8fP8alS5fixIkTsWbNmti5c2ecP39+oW7ht/venXjlypVobm6Oa9euxe7du+PFixexfv36aetHR0djz5490dbWFrdv346hoaHo6OiIdevWxcGDBxfgDoClRg8gwAKbbXdiV1dXPHjwIEql0uS19vb2eP78eRSLxd+yZxan7z2A2b//K1auWj3nz5kYH4viP/9WcQ8gS49HwAALaC7dicVicdr6Xbt2xZMnT2J8fPyX7ZWlwyNgfkYABFhAc+lOfPfu3YzrJyYm4v37979sr8Dy4X8AARaB2XQn/mj9TNdJ08SXj1VN8v5nYmwed8NiJAACSXr8+HFcuHAhnj59GuVyOe7fvx/79+//y/cMDg5GZ2dnjIyMRH19fZw+fbrqwuq5dCfW1dXNuH7lypWxdu3aqvbD0vb923Se/PsfVX9WXV1d1NbWzsOuWIwEQCBJY2NjsXnz5jh69GhFk7O/avL2/7sTDxw4MHm9UCjEvn37ZnxPNpuNhw8fTrn26NGj2LJlS6xatWrOe2Hpy2QyMTo6Gl++fKn6s2prayOTyczDrliMTAEDyVuxYsVPTwB/5eTt3bt34/Dhw9Hd3R3ZbDauX78eN27ciJGRkWhoaIh8Ph9v376NW7duRcS3MNrY2BjHjh2Ltra2KBaL0d7eHnfu3FEDA1TECSBABX40edvT0xPj4+NVnbzNtjtxw4YN0d/fH7lcLi5fvhz19fVx8eJF4Q+omAAIUIGfTd5W+53FHR0d0dHRMeNrfX19065t3749nj17VtXvBNKlBgagQiZvgeVCAASogMlbYDkRAAEqkM1mo1AoTLlm8hZYqgRAIEmfPn2K4eHhGB4ejohvk7XDw8OTwxb5fD5aWlom17e3t8fr16+js7MzSqVS9Pb2Rk9PT5w8eXIhtg9QFTUwQJIGBgZix44d064fOXIk+vr6orW1NV69ehUDAwOTrw0ODkYul5ssgu7q6qq6CBpgIQiAAACJ8QgYACAxAiAAQGIEQACAxAiAAACJEQABABIjAAIAJEYABABIjAAIAJAYARAAIDECIABAYgRAAIDECIAAAIkRAAEAEiMAAgAkRgAEAEiMAAgAkBgBEAAgMQIgAEBiBEAAgMQIgAAAiREAAQASIwACACRGAAQASIwACACQGAEQACAxAiAAQGIEQACAxAiAAACJEQABABIjAAIAJEYABABIjAAIAJAYARAAIDECIABAYgRAAIDECIAAAIkRAAEAEiMAAgAkRgAEAEiMAAgAkBgBEAAgMQIgAEBi/gtoDrhqfyrSFQAAAABJRU5ErkJggg==",
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+ " <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
+ " Figure\n",
+ " </div>\n",
+ " <img 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' width=640.0/>\n",
+ " </div>\n",
+ " "
+ ],
+ "text/plain": [
+ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"# first option: plot a single time step in a plot that can be rotated manually\n",
"\n",
@@ -438,12 +475,42 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 5,
"id": "2e132608-a2ef-444b-a3fa-dce8a9460a65",
"metadata": {
"tags": []
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "b50517cfa98b4b7aba469e1221f08311",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "interactive(children=(Play(value=0, description='step', max=499), Output()), _dom_classes=('widget-interact',)…"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "c11e80821005445d888b4399ad4d1401",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(Play(value=0, description='step', max=499), IntSlider(value=0, max=499)))"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"# second option: make an animation to see the evolution\n",
"\n",
@@ -490,12 +557,42 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 6,
"id": "2d2c0447-8fca-44df-8ba2-be5b51b7e70e",
"metadata": {
"tags": []
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "82dd3405933c4f4e9cbfc82dc1f2f944",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "interactive(children=(Play(value=0, description='step', max=499), Output()), _dom_classes=('widget-interact',)…"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "13f1bc6dace44d278c11413f8ec5c64d",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(Play(value=0, description='step', max=499), IntSlider(value=0, max=499)))"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"# third option: 2-dimensional representation\n",
"\n",
@@ -583,7 +680,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.12.3"
+ "version": "3.11.4"
},
"latex_envs": {
"LaTeX_envs_menu_present": true,
--
GitLab
From 5d5ec7dbe32ff17f2799b4e6fd6847cf6c688420 Mon Sep 17 00:00:00 2001
From: Robert Lanzafame <R.C.Lanzafame@tudelft.nl>
Date: Fri, 22 Nov 2024 05:17:12 +0100
Subject: [PATCH 07/10] env file - just in case
---
content/GA_2_2/environment.yml | 11 +++++++++++
1 file changed, 11 insertions(+)
create mode 100644 content/GA_2_2/environment.yml
diff --git a/content/GA_2_2/environment.yml b/content/GA_2_2/environment.yml
new file mode 100644
index 00000000..765e2f0a
--- /dev/null
+++ b/content/GA_2_2/environment.yml
@@ -0,0 +1,11 @@
+name: mude-week-2-2
+dependencies:
+ - python=3.12
+ - numpy
+ - scipy
+ - pandas
+ - matplotlib
+ - jupyter
+ - ipykernel
+ - ipympl
+ - pip
\ No newline at end of file
--
GitLab
From f2845dba5cbefe92aee58849f0504c7b79c122a6 Mon Sep 17 00:00:00 2001
From: Robert Lanzafame <R.C.Lanzafame@tudelft.nl>
Date: Fri, 22 Nov 2024 05:17:37 +0100
Subject: [PATCH 08/10] remove 3x cell magic
---
content/GA_2_2/the_big_M.ipynb | 135 ++++-----------------------------
1 file changed, 15 insertions(+), 120 deletions(-)
diff --git a/content/GA_2_2/the_big_M.ipynb b/content/GA_2_2/the_big_M.ipynb
index 948eca5c..f8540be2 100644
--- a/content/GA_2_2/the_big_M.ipynb
+++ b/content/GA_2_2/the_big_M.ipynb
@@ -124,23 +124,12 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": null,
"id": "homeless-remove",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "data": {
- "image/png": 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u1BON9vZ2GBgYYHl5WWPYQiKRYGdnB5ubm9ja2sLW1hZVhQQoJgmnpKRgb2/vtasGmJyBtwNTWvgWiYyMhI+PD3Jzc3FwcPDa48lkMpSWlkIgECAnJwd2dnZwdXXVuonRcaamphSUxjIyMlBaWqrVvhKJBLu7u7S6CMbGxkhOTtYoNSwUCmFgYKDS+Lh+/ToGBgYY/QGGzw3yPAF1egKOjo4QiURqe4TIkfcIOJl0GBYWprGkTxUNDQ2wsLBAaGgoWCyWRplifX192NrawsfHB2FhYYiLi0NycjL1X1JSEpX4vLq6Ci6Xi7W1tVOdG8PbhTEG3jKurq7IyckBj8d7LaW96elpFBQU4M6dO7h69SqAI2v86tWrGBkZ0alVKV0zJCMjIwQEBNDGGU9SVVVFhSzosLGxwdWrV9W2bK6trdUop5qVlYWSkhKN58PA8D5QUlKi1n0vJz4+HtXV1Wq3GRkZgaOjo0ohsZMKoNpQWVkJNzc3Sk/g8uXLGBoa0mkMOnp6euDj4wN7e3s8fvwYnZ2dp5qgMLxdGGPgHaCvr4/s7GxsbGzorMVPCEFFRQWWlpbw8OFDygW3s7NDNfrIyMgAl8vVesz+/n7atqd+fn5YXFzEzs6Oyn339/fBYrE0Zvu7u7vj3LlzSlKqAHB4eAgWi6VRpIjpX8DweUFVngAdLBYLoaGhKmf3u7u7mJycpIx+OpydnbG1taW154zL5SIwMFChQsHNzQ3z8/Na7a+K5eVlbGxsICAgAMDRZ0tJScHOzo7OxgrD24UxBt4hERERuHTpEp48eaJQP6yKxcVF5OXl4fr160rqhJOTk9SNbWBggCtXrmjtOpybm6MVCQF+VcusiurqarVegeMEBgaCEILnz58rLNelycq5c+dgZmbG9C9geG8ZHx+HhYWFTn0HvL29MT8/j8PDQ4XlhBCUlpaqLT+Wk5ycjMrKSrXbyHUFbty4ATc3N63PTxskEgnq6uponwcRERFwdXVFSUmJTmqLDG8Pxhh4xzg5OeHRo0eorq5W60qrq6vD+Pg4Hj16RKtGuLy8DCcnJ+rvixcvYmlpSe2sHqAPERyHxWIhNjYW9fX1Sus2NzdhYWGhkx7B9evXsbCwQHU4E4vFkMlkOmUbM/kDDO8r2uQJqCIlJQXl5eUKy+Ryw9qIE+nr6+P8+fOYnp6mXS+VSvHkyRMkJiaqbI0O0KsgakNJSYmS2NBxvLy8cOfOHXz22WfY398/1TEY3hyMMfAeoKenh6ysLAiFQiUJ3/X1dTx9+hSXLl1SW4VA91JPSUnR2Kq0u7sbYWFhardxdnaGvr6+UovS+vp6rVsUHycuLg6dnZ3Y2trSmCsglUqxtLSE7u5uVFRUgM/nU6WT2noTGBjeFnFxcTA0NASfzwePx0NnZyfW1ta0esHKy4FfvHgB4KjCx8nJSSdVwdDQUErS/DgikQifffYZ7t27R4UT6bhw4cKpvG4tLS0ICwvTqCVgaWmJx48fg8fj6dzymOHNwpQWvgV0KY1ZX19HVVUV2Gw2XFxcsL+/j/j4eI1learajc7Pz2NyclKlIVFWVqaVCxIAcnNzcf/+fbDZbMzNzWFhYeFUMyDgyHj5+7//e8zOziItLQ0SiYR2Oz09PTg6OsLV1RV2dnbUDKmmpoaKcTL6AwzvA7W1tZT6XlxcHAgh2NjYwNTUFG1GvVyC3MvLC1ZWVtTygoICxMfHo7GxERkZGTqfx/LyMsbHx6kW5vv7+ygqKsKjR4+0ah7G5/N1ahQ2PT2Nubk5rVqmH6e2tha2trYKfVXoYEoL3w6M6NB7hp2dHW7fvo1z586huLhYq2xkgF4gBDiqXnjx4gWWlpaUYpgymUzrHugAkJ6ejvLycmRkZKCzsxPZ2dlqt9/e3sbMzAwWFxeVZkaEEExPT0MmkyE2NlbjQ+o4YrEYAoEAfn5+2N7exsTEBPOgYHinjI+Pw9zcHBcvXsTY2BhEIhEMDQ1hZ2ensgJAJpNhZWUFIyMjVKMieXmftbU1ysvLUV1dDTs7Ozg4OMDe3l4rFT8nJyd0d3dDKBTi8PAQfD4fH3/8sVahBl2eB8CRjkhXV9epJIzv3r2LgYEBnXKGGN4cjGfgLaCtZSsSiVBRUQFbW1vs7e3B29sb/f39SE1N1djlS5VnQI5crOT4zd7W1oYLFy4odCzTxNDQEF68eAE/Pz+4urpienoay8vL1Prjl5OVlRU8PT3h5OSk9CDa399HY2MjAgICsLCwgJs3b2p9Dnw+H7GxsVQFQ1FREZKTk5n+BQzvBKFQCD6fTxnHBwcHqK2tPVXnP0IInj59Cn19fWoisLGxgbW1NayuruLg4AAsFkuhYdjJR7iZmRlsbGxQUFCAK1euIDs7W6eXvKZnyXGePHmCBw8enKqPiZzFxUW0tLQgOzubtvqC8Qy8HRjPwHsAIQQtLS3Y2tqiep3z+Xz4+vrC29sb5eXlcHFxURnbPzw81JiAJ++BfvwmX19fV6pKUIVYLKbi/Pfv38fPf/5z7O7uwtPTE0FBQVrNOo5TXV2N1NRU6Ovr4+XLl0oJkKqQJw0ef/FnZmYiPz8fjx8/1ukcGBjOAg6HozAzNjY2hr6+Pvb29pQ6jGpCbtgaGxujrq4OiYmJcHJy0urekCMQCLC6uorGxkZcvnwZW1tbtIJgqnBxccHc3JzGaoPq6mrcuXPntQwB4KhCKC0tDU+fPkVaWppCyITh7cEkEL5jxsfHUVxcjIsXLyI9PR2GhoYK69lsNjIyMmBtbY28vDzaEkRt+ghYW1vDzs4Ok5OTAI7KgDTVQM/NzYHH44HH46G+vh4BAQGIj49HZWUlTE1NERAQAGdnZ50NgZWVFdja2lIPkTt37qC+vl6rJCu6UkZGf4DhXVFbW4vY2FileykuLk6tyBYdXC4X0dHRsLa2hrGxMQ4PDzUqAtJhZmaGubk5/PKXv0ROTg56e3tRXV2tdZWANuJDz58/h62trU5GijpMTEzw8ccfo6GhgXpGMbxdGGPgHbG1tYXCwkIcHBwgOztbqdUvm82GVCql/vbx8UFOTg7q6urQ2dmpsO3s7KxKnYDjREREoLe3FxKJBG1tbUpegcPDQzQ1NaG8vBzl5eXY2NhAcnIyUlJSkJCQABsbG7S2tuLmzZvIyclBeXn5qcr7WlpacOvWLYVlqampSmVVJ9ne3oapqSntTMTZ2Rnm5uaM/gDDW0OeJ0CnJ8Bms2FjY6O1FC+fz0doaKhCyV9MTAwaGxt1Pi+xWIyNjQ04OTmBxWLh7t27CA8PR1FREcbGxjTuz2az1RoO8jwdVc2PTguLxUJmZiaWl5fR3t5+pmMzaIYxBt4yUqkUfD4f3d3dyM7OxpUrV2i3MzU1VXrRstlspKenw9bWFnl5edjb26PG1NZVl56ejtLSUmxvb8Pa2hpTU1PUy7+pqQnBwcFITU1FamoqgoKClGKNctcni8XCo0ePUFRUpLISgI6JiQn4+PgojWthYQE3NzclQaLj1NfX486dOyrXR0REYHBwkNEfYHjjCIVCDA0Nqa2miY6ORlNTk8axamtr4e/vr9TK2MrKCtvb2zrX/dM1ObOyskJOTg5EIhEKCwu1EjmjgxCC8vLyUzVD05bIyEjY2NigrKyMESh6izA5A2+Rrq4uzM3NISEhQWMnL1NTU+zv79PGHH18fODl5QU+nw8HBweVyUESiQRbW1vY2NjA5uYmtre3IZPJ8Pz5c/zFX/wFiouL4eXlhZSUFK0SjCQSiYLRwWazcf/+feTl5Sl1UlPF4OCgyiqE4OBgcDgceHh4KCVMrqyswN7eXuMxmPwBhrfByTwBOlgsFtzd3TE7Owt3d3fabZqbm+Hm5qay4+CNGzfQ3t6udW7P2toaLCwsVOYQXblyBYGBgaisrIS5uTmio6Npt7O1tcX6+rpSJURZWRlSU1N1rjrQlYsXL8Le3h5PnjxBUFAQ0wL5LcBUE7wFamtr8eTJE3zzm9+Eh4eHVvuMjY3ByMhIY1vS4eFhREZGIjc3FwAUsozZbDasra1ha2sLGxsbWFpags1mo7KyEmw2G+7u7vD19dX6czQ1NSEoKEgpwWdvbw88Hg8PHjxQ+5Do6emBra2t2s8klUpRUFCAR48eKSwvKirCvXv3tHoILS0tYWRkhNEfYHgj1NbWIjAwUGu54eLiYlplvvb2dpiZmeHy5ctq99e24REAFBYWal09sLy8jObmZoSHhysZKyKRCI2NjQr5OT09PTAxMaH6DrxpRCIRJicnce/ePfzt3/7tG/VGMDCegbeCu7s7bt26hbGxMbi7u2t1o5qammJ3d1ftNqurqxgaGkJubi5iY2O1qkEmhODg4ACZmZmoqqqCiYmJ1hrlOzs7tJm+5ubmuHv3LrhcLjIzM1Ued3p6WmOckc1mIzIyEk1NTdSsZWZmRuvvDTjKH5idnWX0BxjOHHV5Aqrw9/fH8+fPFV6ivb29MDQ01GgIAEBQUBAGBgZom4kdZ3R0FH5+flrfJ05OTrh//z46OjrQ29uLlJQUKoHZ0NAQYrGY2nZ5eRnr6+tISEjQamxtIIRgdXUVL1++VGjhLD9/Q0NDODo64gtf+AL8/PzO7LgM9DDGwFvi1q1bcHBwQEFBAcLDwzV6CExNTRXq908yPT2NwcFBPH78GIeHh2hoaEBiYqLG8+ju7sa1a9cAAAkJCeByuTA2NtaoNSCVStW66O3s7BAWFkYbrwR0ky52c3PDy5cvMT8/D1dXV/T09GgUOAKOZhIzMzOYmZmBRCLB//gf/wOtra2M/gDDmSAUCvHo0SN897vfRUNDA3x9fXHu3DmNL19/f38UFxdTxsDw8DBEIhGuX7+u1XG9vLzA4XDUGgOEEAwPD+P+/fvaf6D/IiIiAiKRCHw+H+fOnUN4eLjCeolEgtraWnz88cc6jy0UCjE9PY1Xr14pVUawWCw4OjrC39+ftt+KvJfCRx999MbDEgxMmOCtcFI0o729Hevr60hOTlb5ghUKhejs7KSVER4aGsLq6qpCMh2Xy9VKupTD4SjM3uVdzFJSUtTWRLe2tsLPz0+jTvrk5CTm5uYQGxtLLROLxeDz+TpLqz59+hRBQUEghFA91+XtXJeWlpS2NzAwgIeHBzw8PCAUCtHa2ort7W2lkAMDw2nIzc2FiYkJEhMTIZVKMTExgYWFBYVtCCGwt7eHr6+vwgtudnYWKysrsLS0xMrKis7SvSMjIzAwMFAZ1mtqaoKfn59SVZKuTE9Po7OzE7GxsRgdHUVoaCgqKiqQlpZG63mUyWRYXFzEy5cvaZMSTUxM4OnpCTc3N63aOR8nNzcXGRkZVFtlxsv3ZmE8A++A69evY29vD4WFhbh69apCT3E5xsbGtFnx7e3t0NPTU8qq9/X1xYsXL3Dx4kWVx6UTEmGxWHjw4AGePHmCnJwclYk6GxsbWjVM8fHxwcHBAdrb26mZT2VlpU7uxc3NTYyPj8PAwACBgYHg8XiYnZ0FcBSS8PHxQXBwsNrZQmlpKbKysrCysoK6ujq1VQgMDJqoq6tDTEwMbGxsUFNTQ1Xb0M3W19fX8fz5c6VKgN/4jd/AT3/601PN3gMDA8HhcGiNAbFYjM3Nzdc2BADA09MTHh4eaGxsxOrqKn7wgx/g3r17ePHiBRYWFhRykuT/d3FxwdWrV3UWWFJHWVkZ7ty5w3j13iKMMfCOMDc3x4MHD9Dd3Q0Oh4O0tDQFy5nuRVdTUwMXFxfaBB5/f39wuVy1xkBPTw9tTJ/FYuHhw4fIzc3F48ePlSx4XXsYXLp0CT09Pejv74eXlxeMjIyUZhUCgQATExNYXFxU2t/a2hq+vr5wcHDAkydP4OLiojFeehy57oKenh6VPzA5OUlrdDEwaGJiYkIpT0Cd6qednZ2SvPbs7Cy+8Y1vQCgUorS0FHp6erh+/brKvgV0uLi4UKGz46gKzZ2Gvb099PT0QCAQYG9vD3/+53+OO3fuwNvbG5cvX9ZZYOw0NDY2IjAwUG2bZYazhzEG3jFhYWEIDAxESUkJAgMD4e/vr7QNIQRcLhchISEqS5SAo4QbeYOUkwiFQrUJhvr6+sjOzkZ+fj4ePXqk8PLv6uqi8gy0JTQ0FM3NzXjw4AG+9rWvKbVSNjMzw4ULF2i1DOQ8e/YMjx8/RmlpKby8vGBhYaHVseUaDnIiIiJQXFwMFxcXZqbBoBNyPYHj1QDx8fGUnLY2zM/PY3h4GP/7f/9v8Hg8pKamQiqVoqOjAxsbG2CxWIiIiNCYt3Pt2jVwOBwFY0BTKaE6CCGYmprC2NgYNeM3NzdHaGgozM3NUVpairKyMoSHh7+10r7e3l5YW1trVFRlOHsYY+A9wMTEBDk5Oejv70dRURHS09OpLn5SqRR5eXlITEzU6KaXi5zQdQCrr6/X2BnMxMQESUlJKC4uVniZrq6uatWqWCaTYXBwEPPz82CxWJT70t/fX2OJ5En29vYoLYa0tDTKa6GJ/v5+Wi9CRkYGbckiA4M6uFyukltfbmxr0xNkcXERfX19Sm3C2Ww25T2QyWTo6OhAW1sbWCwWwsPDVbr8bWxsFEJ2jY2NWiXXAkcNlHp7exUy9728vJCUlKQ045dXEty5cwdNTU1KEuBvgomJCezv7yupkzK8HRhj4D0iODgY/v7+KC0tha+vL4RCIRXL12ZGS6daCBzNAMRiMa3H4CTW1ta4efMm1blMXX6pVCpFf38/lpeXQQiBnp4erly5guDgYABHBkhtbS3q6upgbm6uU3fEhoYGyvXJYrFw584d1NbWqtUOIIRgcnISOTk5SuvYbDZiYmI0jsHAIKe2thYxMTG0iW/x8fGoqqpSeskfZ3l5GV1dXQqJs/JcoOP3s56eHiUqJJPJ0NXVRUmOh4WFKYQnoqKiqBJeTaWECwsLGBoaomTNjYyMcPXqVa2aFtXV1eHu3bswMTHBwcGBxu1fl+XlZUxMTCA5OfmNH4uBHsYYeM8wMjJCdnY2uFwusrOz0dfXp5Nr28PDQ6lxEV0fAnU4OzvD398f9fX1sLS0xNWrVwEclRj19/djZWUFwNFDLCgoSKV2wN7eHiwsLJCRkYG8vDykpaVpVF4Ejh6IMplMQe3Q0dERpqammJ6eVull0FS+yOgPMGiLJj0BQ0NDsFgsld6BtbU1tLa2KokNyRUFVV2nenp6lBdOJpOhu7sbXV1dAI4Mg3PnzsHU1BQCgUChlFAikWBgYEChHPncuXO4e/euzl0FCSEQCoWUCqiHh4fa++51EQgEaGpq0qjoyPBmYYyB94z9/X1UVlbC09MTPB4PVlZWKC0tBQCEh4dr7BJ25coVcLlcBWNgdXVVKaFJE15eXhAIBEhNTcVPfvIT9PX1gc1mIyQkRGUr5eMcf0jKKxY+++wzPHr0iAqBqKK5uZm29OrGjRvIz8+Hq6ur0hgikQh7e3saQykREREoKiqCq6srkz/AQIs8T0CT+12Vd2BjYwMNDQ20VQNymXFt0NPTo2r+CSHo6elBd3c3JBIJUlNT8aUvfQk8Hg/AUc6POsNcF07ef1euXEFpaekbMQYkEglKSkrw0UcfnfnYDLrBGAPvEU1NTdjb20NGRgbYbDYqKirg6ekJT09PEELQ2dmJrq4uGBkZISoqSmVCIJvNpvoIaNPeWA4hBKOjo5ienqbGSUhIgJWVlc5xvJaWFkRGRlJ/6+npURULH3/8sdqsZHX91zMyMsDlcpVCAZWVlVpnVDP9CxjUoU3fAeDIO6Cnp6dg+G5tbaGmpkbt/oQQEEJ0qtBhsVgIDg7G7u4udnd30djYiJ/85CdvRBp4Y2NDqcpBT08PUqlUZ60Adcg1Tu7fv/9WqhQY1MMYA+8BU1NT6OnpQXR0tMrEIXnGMXA0c2lqasLh4SGcnZ0RFham8GCRJxLeuXMHg4ODKiWCgaNM54GBAerh5Ofnh5SUFABHbn4jIyPY29vrHGvf399XCgkYGhoiKysL+fn5ePjwIe3DUJNWgpGREYKCgtDZ2UnNmjY2NmBubq5VTgRwZOTExsYiPz+fcU0yKCCX9tb2pRcXF0dVFuzu7qKiokKpGuckFy9exPj4uNrr/DgTExN4/vw59PX1ERUVhfn5eYyPj2NkZAQuLi60EuGnpaenhwoLHicqKgotLS20IminhcPhICkpiWlC9J7AGAPvkIODA1RUVMDNzU0nIRITExNKxGdpaYlq9RkcHAx3d3dYWFhgb29PISNfzubmJrq6uqi2wy4uLrTZxMDRgyEsLAzm5uYwMjKikgo1oa6MUVMfg7GxMY1KhRcuXEBlZSXVVa2hoYG2EYyc/f19jIyMYG1tTUE05cc//jFCQkKY/AEGAEd5Aj/5yU9gaWlJu15PTw9OTk44f/48bGxswGKxKAN0Y2MDlZWVePz4scYZv6+vL8rLy9UaA/v7+2hsbIRYLMaFCxcU7onx8XFkZGTAx8cHn332Ga02yGl59eoVbajB0tISOzs7Z3IM4Cg5U9tkRoa3A2MMvCOePXuGzc1NpKWlqUzw0UYp2tnZGenp6SCEYGBgAAMDA9DX14e1tTV++ctf4gtf+AIaGxuxt7cH4KhaIDY2VqtZtEAgoFTFPD09YWRkhOLiYmRlZal94LW0tKgNK9jb2yMkJATV1dUKJUtbW1taz3ISEhKQm5uLsLAweHt7U6WM4+PjlFqhHBMTEwQGBipoJUxNTeGHP/whBgcHmfwBBipP4N///d+xtrZG+0KUSqVYWVnB5OQkNjY2qOUCgQB2dnbg8XiYnJyEt7f3qdzehBD09vZiYWEBJiYmuHv3rtJ9KhaLqXwZFouF7OxsFBUVnYmH68WLF2q7mDo6OmJ5eVlj3pImOjs74eTkpFYzheHtwxgDb5nZ2Vl0dXXh5s2bCjH110UeUwwODoZYLMbPfvYzfOUrX4Gnpydu3ryptWDPcU4aI+fOnUNMTAzy8vLw4MEDlQ+8g4MDjS9Xd3d3CIVCPHv2jPoempubtRJyIYRgbm4ObDYbvr6+4PF4WFxchL6+Pnx9fZGUlKRxdjY8PIz09HQEBAQw+QMMVJ4Am81GX18frTHAZrNx7tw5nDt3jlomFouRl5eH4uJixMfHY2pqClVVVQpNeSwtLXHlyhUFj4O8IsDMzIyqPACAq1evqk0CPN7NEzgydG/evHkmJbOjo6NqQ4rh4eEoKyt7rVbCo6OjkMlkuHTp0qnHYHgzMMbAW0IkEoHD4cDZ2Zm2Dp6O03Tqkkql4PP5uHnzJkpKSrC2tkbVGeuCKgliW1tbpKam4smTJ3j06JGSV0MgEFAlSZrw8/NDb28vent7KSXCkwbG/v4+hoeHsba2BuBX34mbmxuuX7+OoqIiHBwcaPRWHEcikVBuVXn+AKM/8OFSW1urkCegbSmdXBDs4cOH2N/fR3NzM27fvq00u97e3sbQ0BC2t7epZYeHh/jiF7+IL37xi7Czs0NaWppW3gS5AXEcV1dXrK2tadXmWBWLi4sa2zLL7y9dkx/lzM/PY25u7q0IGDGcAsLwxqmpqSEZGRnk8PBQp/34fL5O209PT5Pc3Fyyt7dH7S+TyQiHwyGTk5M6jTU8PEymp6dVrj84OCD/+Z//SQ4ODhSWV1ZWKi3TRHNzM/nxj39MBgcHSUVFBeHxeKS8vJyUl5eT+vp6srq6Srsfh8MhMpmMbG5uks8++4yIxWKtjldXV0d2dnYUlrW3t5Px8XGdzpvh88+LFy9Ie3u70vKSkhK1+8lkMvLkyROyv7+v9T7Hqa+vJ3/+539ONjY2tN5nbm6OdHV1qVxfVVVFFhYWtB7vOCUlJUQmk2ncbnl5mbS1tek8/vb2NiksLDzNqZHx8XHm3nwLMPUcbwF3d3d87WtfA4fDUYpnnwWEEFRWVmJhYQEPHz6kZg7kvyz4jIwMLCwsUOIl2jAzM6M2pmdkZITHjx8jPz+fykcAtJNoJYRgZmYGFRUV4PF42NnZwVe+8hXMzMzg7t27SE5ORkpKClJSUhAbG0urXEiOJQJaW1sjOzsbubm5WtVwy8WQjhMREYHBwUFaBUeGX0/keQJ0UtvW1tbY3NxUuW9hYSFSUlIUwmGXL1/G4OCgxuOOjY3BzMwMf/mXfwk+n09J/2qip6dHbQghPj4ezc3NOisGbm9vw9LSUqvZvqOjI1ZXV3UaXyQSoaysTG2SL8O7hzEG3hJubm548OABlpaWUFJScmYSnysrK8jNzcW1a9cUhIXIiXh/VFQUTE1NUVlZqfXYmh4O+vr6+Pjjj1FWVoaNjQ3s7u7StjFdXFxEVVUVeDweeDwe+Hw+BAIB4uPjkZKSgrCwMLS3t8PQ0BBzc3NanVt/fz9CQkKov42MjPDRRx+hrKyMCinQsbCwoBDzPU5mZiY4HI5Wx2f4/MPhcFTGyKOiotDc3Ey7jsvlIjY2VqnqwNvbG1NTU2qPubW1hYmJCVy7dg0sFgs5OTkoLCzUeK5yw17TPSlPKDx5/6ujsbFRp5JBKysrhf4G6iD/pSXw4MGDU4UWGN4eTM7AWyYiIgJisRgVFRWwtramVdo7DlETn2tqaoJYLKZNfjsuJyonMDAQtra2yMvLQ05OzpmUI+np6eHRo0coKSnB9vY2kpKSUFdXh4ODA+qBdO7cOdy+fVul8mBXVxdSUlLAYrFQWVkJFosFDw8Ptcd99eqVgjEgP5eHDx+irKwMly5doo35dnd3q0yAYvIHPhxO5gmcRE9PD/r6+kpdQCsqKhAaGqqyz4azszOWlpZo4+8ymQx8Pl/hfjUyMsKdO3fA5/PV6vK3tbXh+vXrGj+Xvr4+kpOTtU70Ozg4gIGBgU7VD5GRkeDz+Wr7Msg52XiN4f2F8Qy8AwwMDJCeno4LFy6goKBA5WzCyMgIIpFIafnOzg5yc3Ph7e2t8qVFl2gE/KoU8enTpyrrhtfW1nTqs/7q1Svo6+vjt3/7t9HS0oIbN24gJSUFqampSE1NxdWrV9U+DI4bPImJiXj+/DlevXqlcntVbZrlpKWlYWpqCsPDwwrL5UmR6mYozs7OMDc3x8TEhMptGD7faOo7IEfeHEtOfX09Ll68qNBC+CTh4eFUk6GTlJSUIDMzU+n6c3R0hIeHh9ow3traGhwcHNSerxwbGxv4+fmhra1N47byhkS6wGazFaolVFFZWYkbN26o1G1geL9gjIF3iLOzM+7fv4+NjQ0UFRUpxbvNzc0V4vHA0cy2paUFDx8+VPtQUmUMAEflSB9//DFqa2tpcxj6+vqUZt0nkfdQKC0txdbWFtLT08Hj8WBiYqLWTX8SutyE5ORkDA0NYX5+nnafpqYmjR6VO3fuYH9/H+3t7dSytrY2rco5IyIiUF5ejpmZGS0+AcPnienpaRQUFFCdNdVhbGwMkUgEQgiePXsGZ2dnjdLeLBaL6kx4nObmZoSGhqqstAkICMDBwQHtxGB7e1tnlUFfX18QQtQatVKpFFKpVGvlzuMEBwejr69P5frW1lZ4eHjAxcVF57EZ3g1MmOA9ICwsDCEhIaioqICpqSliY2PBYrFgZmaGvb092NnZ4fDwEKWlpQgODtaqUZBAIFBrkbNYLNy7dw8NDQ3Y2NhQePmrandMCEFXVxeWl5dhamqK27dvU9uJRCIYGBggLi4OPB4PhBCtREWGhoZotQVSUlJQXl4OFoul9EChkzqmIzw8HCMjI6ipqUFcXBzW19eVGhnt7u5ieHgYm5ubCjM2kUiE4uJifPWrX9V4HIbPDzweD/r6+nj27BkODw9VbsdisWBvbw9PT09873vfQ2pqKvz9/bU6hjzUJHf7j4+Pw8DAQGPoKyoqCiUlJbC1tVV4+be0tGjdd+M4N2/eBJfLhb29PaytrZXWNzQ0IDY2VudxgaOk6JN5O3KGhoZgaGgIPz+/U43N8G5gjIH3BDabjdTUVKyurqKwsBBBQUEwNzfHzs4ORkZGMD4+jqysLK3bkQoEApWJcseJjY3F4OCg2jj5/Pw8ent7wWKxcO3aNaonwHFGR0eph2VKSgr4fD4IIRofgIDqRMXU1FSUlpaCxWJRn2V1dVVrdylwlCdhbm6Ov/mbv4G1tTVlYMixsLCgcimOI5PJEBoairq6Oty5c0fr4zG8v9TV1SE7OxsdHR0af1OZTIb19XU8f/4c3/jGNxAcHIyFhQUAR/kEPj4+8PLyoo21GxoaQiwWgxCCnZ0djI6OapTYlpOZmakkMSyTyU6d35Oenk5pghwfgxBCW1WjCyYmJtjf31fwdszMzGBtbU1tK3GG9xMW0SXtlOFUyF11umjg9/f3o7m5GXV1dfiLv/gLXLlyRadj1tXVITIyUusmIPPz82hvb0daWhrlhpc3Q3J1dUVISIjaWDufz1dS/quoqIC/v79Kg2BkZATGxsbw9vZWe25cLhcRERFwcnJCaWkp0tLSVJ6LTCbD1NQUJiYmFOKa2dnZ+P3f/338n//zf7QyksrLy5GamoqOjg7Y2dnBx8dH4z4M7y8TExPY3NxEeHg4Zmdnsb6+TtuQ5ySFhYUICwvDxsYGtb1UKsXk5CSmpqaoDoTAr2SvHR0dsbGxgeHhYbx69Qoff/yxTpn0BwcH4HK5ePjwIYaHh2FiYqLxHlGHUChEWVmZgmRxW1sbvLy8XktaWCQSKXhANjY20NzcrFbF8DSc5vnJoDuMZ+A9RSKRwMLCAiYmJlhYWMClS5d0yvg9PDzUKRbo6uqKpKQkODk54Tvf+Q4AICYmRmtjgq7qISkpCZWVlSCE0Gb2T01NaZWRnJGRAQ6Hgxs3bigcZ21tDcPDwxAKhQq6A15eXoiPj6dmQh0dHZR3ZXx8HMPDw4iLi1NrUMjXRUREoLi4GC4uLkz/gs8pcj0BeZ27u7s7+vr6NBoDz58/p4zZ/v5+ans2m42LFy8qNRoSCoUYGRlBT08PCCFITU1FQUEBKioqABxdm+bm5rC2toa1tTVsbGxgYmKidB0aGxsjKioKVVVVODw8fC35X+DISImMjKTCZcBRSfKNGzdea1xDQ0Oq4dnBwQGqqqrw6NGj1xqT4d3BGAPvGUtLS2hpaUFoaCg+/vhjuLm5ITw8HCUlJTh//rxCsx1N6DIbGR8fx9DQEL797W/D29sbbm5uZ9JaNDExEVVVVSCEKCRf6eqQioyMhKenJ7785S9TlQl2dna4du2a2vyBnZ0dbGxsICIiAi9evEBMTAzW19eRl5eHmJgY2ozysbExhfhwRkYGCgoKmAfd5xQul6vUFdTJyUlt0x1CCJ4/f05Jh/v5+SmEwugwMTFBWFgYVVtfVFSEO3fuUPF/QggEAgE2NzexsbGBly9fYn9/X8GQPX785uZm/OhHP0Jubi6Ao/CE3IiQGxTahg1dXFywurqKgYEBsFgsXL58Wav9NHHx4kWMjo6ip6dHY+tmhvcbxhh4T5BrD9jY2FAPLplMRnkIsrOzMT09TbktNcXitb0pp6en0dvbC19fX2RnZ6OiogJJSUno6elR6ip42uMlJCSguroahBDK3dnd3a02EVIkEqGjowM7OztgsViws7PDZ599Bmtra+jp6antingcPp+Phw8fKiyzs7PDo0eP0NjYiOHhYdy9e1fh/KenpxVqvtlsNmJiYpj8gc8hdXV1iImJUYq5R0REqGyjDRwl1x2Pe/v5+YHD4WhMIpTJZMjNzUVycjLMzMxQV1eHxMREAL/yDJibm+P8+fNqx5FKpdjY2MB//Md/UMmDEokE29vb2NzcxNTUFLa2tiCVSpXuvZOGtryc1tLSEj09PRgaGsLXv/51TExMQCKRQCKRQCwW0/5bG6M9LS1NoQST4fMJYwy8B3R2dmJhYQFJSUkwNjamluvp6SncjJ6envD09ERXVxd6enqQkJBAq/inDQsLC+jo6IC7uzuys7OV1oeGhmJ1dRVPnz5FRkaG2uZD6+vrGvuSx8fHo6amBoQQ+Pj4YHl5WcHLQQjB6OgopqenARxpMYSHhytkVZeXlyM6Ohqzs7PIy8tDZmamWu/Fs2fPcPPmTephaWBgoKBREBMTg7W1NeTl5SE2NlZhlnjyAevs7IzZ2VlMTk4y+QOfEyYmJlTqCbBYLKXrQc7+/j6EQqFSUqmmBkZSqRS5ubnIyMig7kttpYZPUlRUhOzsbCwtLaG/vx/BwcHQ19eHnZ2dThogcmQyGZXM2Nvbi/39fRgZGcHExAT6+vrQ19eHgYGBwr/ZbLZWoUkulwt/f3/U1dVRYQMTExOEhoYyGgOfIxhj4B2ysLCA1tZWlRn6AL07/dq1awgNDUVVVRVYLBbi4+O1zidYXV1Fc3MzXFxcNGqFOzg44MGDBygtLcWlS5dUJvAMDw+r1UyXExcXh9raWkilUujp6WFtbQ3d3d1UV0V/f3+kpKSo3F/+gnZ3d8e5c+fA5XIREhJCm1y1ubkJgUCgMAMLCgrCwMCAghFib2+PR48eoaGhAcPDw2pn/kz+wOeHk3kCdNy+fRsNDQ1ISEhQWF5VVUUbpw8ODgaHw6E1BsRiMXJzc5GTk6Nwbejr60MsFuukwFdXV4cbN27AxMQEXl5eKCkp0UoXQR16enqYnJzEtWvX8OjRI9TU1Ghd4aCOnZ0dWFhYwNHRUeF7FAqF6OnpoYTNWCwWLl26pNEjwvDuYIyBd4BYLAafz4ednZ1SLFNb9PT0kJSUhN3dXXA4HJw/f16t231rawv19fWwt7fHvXv3tA4jsNlsZGVloaOjA/X19bQlQ/v7+1p7KFxcXHD58mV85StfgZ2dHeLi4rSKey4sLCjM8AwMDJCTk4P29nZMT08rlUVWVVUphQccHBzQ3d1NO35sbCxWV1fx1a9+FYeHhzA3N4eVlRWsrKxgaWkJS0tLsNlsJn/gcwJdnsBJTExMlHqEzMzMwNXVVWUpn5OTk5LcsEgkQl5eHh48eKDkqbp58yba2toQHR2t1XkPDw/DysoKbm5u1LKAgACMjIwgMDBQqzHoGBsbg0gkop4Rnp6eGB4exqVLl049JqDcI0SOiYmJQihPJpNhZGQEQ0ND1DL5s+AsZNEZXh/GGHjLtLe3Y3l5GUlJSWeSoGdhYYF79+5R+QTXrl1TEPvZ29tDTU0NLC0tkZWVdeoEn4iICCwsLCA3NxdZWVkK564prjg5OYnR0VEAR7N/DoeDCxcuoL+/H0FBQVoZA4ODg1Qm9HGuX7+O5eVlPH36FOnp6TAzM0NjYyOio6NpP6u6c93f30dcXBwMDQ0RGhqK7e1t7OzsYGlpCTs7O1SpYnNzMxYWFvC//tf/0njeDG+fTz75BEtLS7C0tMTVq1fVls8FBwejt7eXqhTo7u6mkgbpiIiIAIfDQVZWFoCjGXBhYSEeP35Mex1bWlpid3dXq/NeWVnB3NycksDQxYsXUVJScmpjYGFhATMzM1TuAgBcuXIFJSUl8PLyUhsC1IRAINBKq0BPTw+XL19WSFycn59HdXU1dV+ZmZkhLCxMK0ExhrOHMQbeEnNzc+jv70dERIRWDUd05WQ+gUAgAJfLhbGxMdLT08/E+nZxcUFOTg44HA5CQ0NVxk4BYHZ2FgMDAwAAHx8fhRLCiYkJXLhwAZ6enigvL4enpyeCgoLUHlsqlao0GpycnPDw4UOUlpbCxsYGEolEKy2B44yMjGB5eRlZWVkoKyuDmZkZzMzMaOVU9/f34erqSn0OhveH8fFxxMTEYGVlBYmJiejt7aW8QTY2NggPD1e4juRKelevXkV7ezttO+PjsFgs2NjYYHNzEwYGBuBwOPjoo4/U3l9yLQJ1hrhYLEZdXR1t0zHgqMb+xYsXSuWMmtjZ2UFbWxutgZOeno6ioiIF/YG3iaurq4Kk+u7uLrq6uihZdjabrfG5wHB2ML0J3gKzs7P45JNPkJqaqnPMTNeZfFhYGExNTfGbv/mbYLPZiIuLO1M3nL6+PnJycrCwsIDm5mbIZDIqX2FpaQmlpaVUv4K0tDSkp6cjICBAYQz57FxfXx+ZmZkwMDBAUVERbVMmbdnf3webzcZv/dZvYWdnBy9evKDdzs7ODuvr6wrLurq6sLu7S+ULODs7Y3FxkXb/trY2REREICIiAoODg0oa9AzvDnmegPyFzmKxEBYWRjXM8vPzQ21tLcrLy8Hj8ah22Y6Ojpifn8fS0pKCe14V0dHRKC0tRVlZmUZDAPhVroo6CgsLaRN55Vy6dAnPnz/XeG7HEYvFKC0tVTkum81GREQEnj17ptO4xzlLzToLCwvExsYiJSUFKSkpuHv3LqampvDFL36RtocKw9nCeAbeAu7u7vjkk09QV1cHQ0NDtYI3r8Pw8DBGR0dx9+5d8Pl8REZGoqSkBO7u7lr1M9CFyMhIvHr1Cl/4whdw+fJliMViODs7q1UHVEVAQAB8fHxQVlYGf39/JeNBnYDS/Pw8uru7YW5ujuTkZPzzP/8zkpKS8Pz5c5SUlMDV1VUhYTA4OBgtLS1UjkFDQwNsbW0VFB5DQ0NRXl6uJIhECMHi4iIl1pKZmYn8/HyVszmGtwuHw6FmuSEhIUrxbFtbW8pVTgjBwMAABgcHQQjBjRs3UFRUhIqKCoUXnKpr+f/+3/+L7373u1hfX9coj33+/HkMDAyoTAKsrKzEnTt3NIqEeXp6YmpqSmOzJACU1sGDBw/U3o/u7u4YHx/HysoKHB0dNY57nK2tLZ0bKGmLXGdhf38f//Iv/6K1ngLD6WG+4beEvr4+UlNTsbW1heLiYnh6emolh6oN6+vrqK+vR2BgoELS1Gn0CXQ5Zk9PD+zt7eHh4UG90LWB7uFkaGiI7OxsDAwMoKSkBGlpadQDgE4tbmBgADMzM3BxcVGoFZc/yAMCAhAQEID5+XmUlJTA0tISsbGxCm2h+Xw+Ll68qFSNoOrhebKxC5vNpprS6NoGluFsqa2tRWxsLDVLd3NzU5ncBhz9xsHBwXByckJzczO+/OUvw8HBQWv9ih/84AdISkpCa2srnj17hqioKLUlf6quqd7eXri6umr1Ig4ODqbi/JooLi5GWlqaViqkcXFxePr0qc6iQf39/TqJoGnLyMgIRkdHERsbCzs7O6ad+FuCMQbeMtbW1sjOzsbLly9pE/5Oos4NJ5VKqU6HOTk5Km/kk/kE8fHxp25QsrKygmfPnsHOzo6q809OTkZnZycmJyeRkJCg8YGi7jMFBQXB19eXKqe6cOEC1tfXcf36dchkMjQ2NmJnZwdXrlzRqjRKHpfc3t5GWVkZ2Gw2Dg8PUVhYiFu3bqlMLvP19VWI0UqlUmxvbyvVnsv1B5j8gXfH+Pg4rZ4Ai8VSCGMdRyaToaKiAmZmZnjw4AHMzc1hYWGBzs5OlWW+J2GxWIiMjKRmsRsbG4iJiaHV3HB1dcWrV68UwoTz8/PY2trSScjK1dUVc3NzasMZVVVVuH79uk41/klJSaioqFAQ29KEtt1DtWVtbQ0NDQ0IDAxUm8TJ8GZgjIF3hLe3N7y9vdHZ2Ynu7m6dBYTkQkUJCQlaZwPL9QnkGbwJCQla5xPIRYocHR0VqhLk/w8PD8fGxgZyc3ORkJCg9NLUBRMTE9y/fx/d3d0oLS2FUChEeXk5ZDIZoqOj1bomVRkiVlZWyMjIwPb2NqytrfHpp59ibW1NpTFw8eJFlJWVUcZATU2NSjXGiIgIFBUVwdXVldEfeMvI8wTo4uIRERFob2/HzZs3FZY/f/4cIyMjSEpKgrm5OaRSKZWs1t3djb6+PpUeBQBKBgaLxUJ0dDQIIWhsbMTW1hZu376tcJ0GBQWhvLycMgaEQiHa2tp0Li2+du0aSkpKVBoDra2tcHd3p018VYe1tTXs7e3fiVErV1+1tLRUO6lheLMwxsA7Jjw8HGFhYZRcb0JCgloBobm5OXR0dCAsLEzrGcxx9PT0kJiYiL29PXC5XLi6uqodZ3Z2Fj09PTh37pxGkSJbW1s8evQIVVVVVOY2Hdre7E5OTnjx4gW+8IUvYHh4+LXqrIGjGvLu7m5UVlYiNjYWc3Nz4HK5YLFYuH79Om3slxACkUgEsVisdhbE5A+8G47nCZzE3t4e7e3t1N/7+/tUaOj4S/j4jD0sLAxtbW1qa/Dn5uZoE4FZLBZiY2Mhk8nQ0NBAJaVaWFgo9R0oKSlR0sHQFkdHR9q+CkNDQzAwMICfn9+pxr127RoKCgrg4eGhk0jS6/Ds2TOsra2dWak1w+lhjIH3gJMvaBcXF6UX6cHBASoqKuDs7HwmLjRzc3Pcu3cPr169QlFREUJCQhRikVNTUxgYGICbm5taI4BOBz0xMRGTk5MoKChARkaGUtxSXZiAEILu7m4sLi7C1dUVH3/8MWxtbSESiVBYWIjU1FQFyWZtaW9vh0gkQk5ODkZGRrC0tER5ZwghaG9vR1tbG0xMTBAdHQ0jIyNcvXoVvb29WFhYUKjRpoPJH3j7nMwToEOuANjZ2YnNzU1kZWUpbT81NaXgPbhx4waamppUlvJNTk4iMjJS5TH19PRw584dyGQy1NXVQSAQ4O7du7C0tMT29jaam5uRnJx86iqfGzduKGgdAEeG7traGq0omC5kZGSAy+VqfMasr6+/lvdvYmIC/f39iIyMVPtdMrw9GGPgPcLc3BxZWVnUCzo4OJhyPe7u7iok1Z0V58+fx/nz59HT04O+vj709fVBKBTC09NT4WGjKz4+Pjh//jxKS0sRFBSk0fUoEolQX1+Pw8NDhIaGKiUmhYSE4NKlS+DxeDh37pzW8s2EEHC5XAQEBMDX1xcAcO7cOYyNjVG5GiwWi6oQEAqFaGxsxOHhIZydnTExMQE7OzsYGhpif38fi4uLWFhYgEAgAIvFUjre//k//wd5eXlM/4I3zMTEBP74j/8Y3/ve9wAod/yTL9ve3oaXlxc6OjpUvnQODw+VDMzo6GjU1tbCwMBAKWHv8PBQq1msnp4e4uLiIJVKUVdXh93dXXzve9/D7/zO78Da2lqXj6uAXOtgfX0ddnZ22NjYwMDAwJnICxsaGuLy5cvo6elRKzE+MDBwqhbI29vbqKmpgY+Pz6nVVxneDIwx8B4if0Hn5+fj4cOHGBsbQ0xMzBs9pre3N16+fIkf/ehHKCsrUxszPY46l7+hoSFycnLQ2dmJiooKJCYmUh3U5KysrKCtrQ2GhoaIjY1VirlLJBJqBmVgYIDMzExMTU0hNzcX8fHxamcnu7u7KC0tRVpamkIylbW1Nba2tmj3MTExoTTW5+bmEB4ejn/4h3+AVCqFiYkJXFxccPXqVdr8jrW1NfzDP/wDBgcHmf4FbxB5nkBBQQEEAoFa3f7q6mqUlZWhs7MTGRkZtCE4Vdfw3bt3UVFRAQMDA630B1SxsLCAw8NDAMB3v/td3Lp1C5OTk9Rx5cYLIQRWVlZwdnaGs7Oz2lyg6OhocDgcJCUloaqq6kzlsS9evAgej4ft7W2V+TkHBwc6Xd9SqRRVVVXQ19dHdnY2kxfwHsIYA+8h+/v7qKiowIULF8Dj8bCwsICxsTEkJCScykWuDplMhqqqKrDZbNy/fx8WFhZwdXVFbm4uUlJSTl11cJzjyYUxMTEwNDTE4OAgpqen4eDggIyMDJUPh93dXaWsaC8vL3h6eqK2thaEEAXdBvn/JyYmMDw8jMePHyu9ALR5EB0cHKCxsRHFxcUwNTXFxYsXNZZltra2Ij09HTKZjOlf8AaR9x1gs9koLCxEUFAQ7W8qlUqxv7+P4OBg+Pj44OnTp0hJSdFpVp6UlITS0lIYGBhQMXptqmX6+voo4So3NzekpqaiqakJi4uL6Orqos3aJ4Rgd3cXS0tLCkp8J40G+bLBwUHU19fjk08+OfOXa3JyMnJzc88kB6arqwtzc3NISEhgpIbfYxhj4D2CEIKmpiYIBAJkZmaCzWajoqICt2/fhlgsRnV1NfT19REXF6d1l0J1DAwMYHJyUqnU0N3dHW5ubuDz+XB0dDyTWmJbW1vk5OTg/v376O/vR319vVZuzZ2dHdoSKRaLhbi4OGxsbCA/Px/Xrl2Dm5sb9PX10dLSQjVYOg1bW1vg8/l4/PgxqqurkZCQAD6fDzabrXKGKBaLwWazwWKxwGazERMTg7q6Op3Kxhg0U1dXh5iYGMpbFBUVhebmZtpGQMe/f3Nzc3z00UcoLy+Hl5eXTsmoctne2NhY2Nra0ua8HB4eorW1lXqBh4SEKGljbG9vw9nZGS4uLrRZ+ywWi2qKpUl2WCaTYXZ2Fm1tbaisrARw5Im7du3amQgBsVgs3L59+7Wu4dnZWXR1dSEsLOyN6BEwnC2MMfCeMDU1hZ6eHkRHR9MKkBgYGCAlJQW7u7vgcrlwdHRUKpnSFnk9b1BQkEqpUj09PaSmpmJychL5+flIS0ujdQtqI0cqnw0ZGBjgr/7qr7C9vY2uri4YGRlpLIHa2dlRGwqwtbXFw4cP0dnZifLycgwODuJP//RPtRJmoUNeQvn48WOF2VZycjLKysqgp6dHe86NjY0KgkRy/YHJyUkmf+CMmJiYUNITcHR0RGtrKyQSiUI+jUwmw/7+voKRy2KxkJaWhp6eHlRXVyM+Pp7qG6CJe/fuIT8/H3fv3qUy7dfW1tDZ2QmZTAZjY2PcuHFD5cz3uMJfaGgoCgoK4OXldeokwuXlZQQEBCA9PR1jY2O4ffs2Dg4O0N3dTbUNfl3jwMnJCRMTE0r6CMvLy2pFkgQCAaqqquDq6sroBXyOYIyBd4xQKASfz4e7u7tWCTUWFhbIysrC0tISioqK4Ovrq9AJTB1SqRR8Ph/m5uZa1/P6+PjA09MTZWVl8PDw0LqvOiEEHR0dWF1dhbOzM9LT08FisdDX1wdfX1/ExMSgpaUFvb29ajOrd3Z21DZEkn+u7e1tbG9vQywWY2hoCA4ODjrpNgBHL5uXL1+qrJ5IS0sDl8sFm81WKuuiE2CJiIhAcXExkz9wBsjzBOh+m4SEBFRXVyu43lW12waOXsZLS0t4+vQpoqOj1SoHEkIgEAiwubkJX19f+Pn54ctf/jIODw9hb2+PxMRErV7oHR0dCvLWKSkp4PF4SE9P17gvHS0tLVRJ5eTkJGZnZ+Hu7q6goHgWxsGtW7eQm5sLV1dXyhs5NDSEqKgopW0JIaipqYFYLEZGRgbTmvhzBmMMvENaWlqwtbWFjIwMnasEnJ2dkZ2djRcvXqCoqAhhYWFqlQy7u7vx6tUrJCYmqkxMUjVDYrPZyMzMxOjoKIqKiiiZU7pObLu7u2hqaoJUKsX169eVOjQKBALqJX3r1i3s7++Dw+HAx8eHtkPZ3t6eytmWVCpFfX099vf3cefOHYSEhGB6ehohISGor6+HQCBAZGSkRu144ChksrOzo1RCePI7ycjIQFFREaKjo2Fvbw8AVCtmOjIyMpj8gTNAnidAh6mpKVgsFgQCAczMzCCTybC3t6dWgc/Z2Rm3bt2Cq6sr/vZv/xYbGxsKVQjH/21mZgZbW1s4OTlRyaQpKSlax+mPj3X8nM+dO3cqz1FLS4tCZURUVBT1wj7+AjY2Nj4T4yAtLQ1lZWVUWE8kEilVU/T392NychJ37959rUoJhncHYwy8A2ZmZtDV1YXIyEidW+2e5OLFi7h48SK6u7vR3d2N27dvK8ihLi4u4tmzZwgNDdXYrEgkEqnVMvf394e3tzfVUMjd3Z0yLEZHRyk3bmJiokrjRiAQKBgjpqamyM7OxtjYGPLz85GQkKD0cDqZHyGv397f38ft27cpV7BEIoFYLIa+vj7lAm5tbUVrayuuXLmiMnQgr2agm+3Qce/ePRQUFODu3buwtbXF7OysSo8Jkz/w+pzME6AjPj4epaWlyMrKUuohIWdnZwednZ1UZr+TkxOKiopwcHBAVbqoQyKRwNLSElFRUSgpKdEowiVHlcRxWFgY8vPz4enpqfUsWiAQYHt7WylUJdcHUHdOpzUOzMzM4OnpSSvEJH++BAUFMSGBzzmMMfAWOTw8BJ/Ph4uLy5nX2IaFhSE0NBQNDQ3Y29vD4eEhuFwubG1ttT6WUCjU6M4+3lDohz/8IaRSKba2tuDn56eVy1Mmk9E++Pz8/HDx4kVUVVVRZYYnH86qjAA5BgYGkEgk1N9y7XgAVAMkb29vXLlyBYaGhhCJRGhqaoKrqyv8/f1pz5fuBcFisXD//n3k5+cjJCREIX4qk8mwtraGxcVFrKysQCqVAgB+9KMfwdzc/FSqkR8yHR0d+MEPfoCvfOUrAEA1xrK3t1f4bdhsNuzs7LC8vIydnR1YWVnh8PAQnZ2d1MvOwsICt27doipyDg8Psba2hujoaCpRVB0NDQ2IiYmBubk5QkJC0NjYqFXJ78rKCtVW+SQpKSng8/lKHTJVUVFRQfvCNzExgb+/P3p7e7VugKbKONje3gYAGBkZUcbBlStXwOFwqKZe8meZvb09oxfwawJjDLwlWltb8fz5c6Smpr4xqU95BnBLSws1e9FFGEQbY0COSCSiXnZeXl4as5+1Qa5euLa2hsLCQkr05LiS2+3bt1W6fw0MDCAWi2nXBQUFISgoCC9fvgSHw8Hq6iqGh4eRlpYGFxcX7O3tQSKRUP9JpVJIJBK0tbXB0dER29vbODg4oM4TOHq5XLx4EcXFxeDz+QCOvBj29vY4d+4cLl26RHlIDg8PMTc3h8uXLzP5A1oiFAoxPz+PL33pS0hOTgYhBGtra5idnUV3d7fS9oQQODs749NPP0V5ebnCy4wO+cvcxMQE1tbWGnX59/f3qRCXp6cn1tfX1coWA0cVBOrCFWZmZnBycsLLly+VumeeZGhoCAEBASorifz9/VFeXg5vb+9TJQ1qMg6MjY3xySefwMrKClKp9I0+yxjePowx8BaYnZ1FU1MTvva1r73Rm2dubg7t7e2IiIgAn89HVFQUysrKqPa9mtyg2hgDS0tLaGlpQVhYGP7oj/4IMpkMEokEBQUFVOOX10U+2+js7ERycjKePn2K5ORkjV3Y5NKz6vD29oapqSm+9a1v4Wc/+xnOnz+PV69eQV9fH/r6+mCz2dS/9fX1QQiBi4sLAgIClDQeBgYG0N/fj7GxMbVljKOjo/Dz84Ovry/Tv0AH5H0H5IYWi8WCg4ODyhyQvr4+fPzxx7C2tkZqaqrG8Y8L54SHh6OwsBDu7u60obLnz58raf6HhYWhsrISdnZ2Sh0T5bS0tCApKUnteVy7do0KF6h60UulUrx48UKjKz4lJQVPnz5VqoY5DceNA0IIGhoa8Od//uf4/ve/j2vXrjGGwK8Zr1+szqARd3d3fP3rX4dMJkNRURFevXp1puMfHh6Cw+Fgfn4e9+/fp8qAzMzMkJmZiaCgIBQXFys0baFDnTEgFotRWlqKyclJ3L9/H56enlSiVUBAALKzs9HU1ISWlpbX/jwymQy1tbVYXFzEp59+CnNzczx79oxyuatCT09PY98DPp+P8fFxfP/730dbWxtVKnjr1i1cv34d165dQ0hICC5fvgx/f3+kpqZCX19fyRA4ODjA1NQUgoKCEBkZiYaGBpXHHRsbg7+/v0L/Agb1HO874O/vj+fPn6vdvru7G1KpFF/84hcRHByM8vJytdvPzMwoiUjJ4+50jI+P03q/EhMT0djYSHmNTiLviKgJebhAFXw+HykpKRrHketv1NTUaNxWG+TtmblcLgIDA8Hj8fAnf/InmJycBIfDofIvGD7/MMbAWyQwMBDZ2dlUWeDGxsZrj9na2orKykokJycrZe7LsbW1RXZ2Ntzc3FBcXIzBwUHa7YRCIa3CYUdHB8rLyxEfH6/gRjyeda2np4eUlBR4eXkhPz8fS0tLOn8WuRFQWlqKsLAwZGZmws7ODqmpqYiOjgaXy0VTU5PaF76q2dDLly9RUFCAmzdvIjo6GoaGhhCLxcjMzMTm5iYaGxtp97t06RKGh4eVlpeVlVFxXldXVxgZGWFycpL2uMcTF52dnWFubo6JiQm138WHzPj4uIKegI+PD16+fKly+46ODrDZbCpB1tXVVaNBMDAwoFQBYmBggNDQUCWjWZXwlZycnBwUFBQoXZeDg4O4cuWKyv2OY2ZmBgcHB0xNTSmtm5ubg62trdbhJQcHB1hYWKj9zjQh74nC5XLh7++PzMxMhdyYW7duISUlBVVVVWhsbNRKq4Hh/YYxBt4B4eHhuHfvHgYGBsDhcCjVMl2YmZmh2o3SdQakw9XVFffu3YOJiQmKioqUXkgn9cbn5+dRUFAAZ2dnZGVlKRkKdI16XFxc8ODBA4yPj4PP50MmkyntcxK5EcDlcikjgC6j+d69e/Dz80NRURH6+vpoP+PJ85FIJOBwONjc3MSDBw+ocQ0NDalZTUREBDw9PZGfn6+QgCg/7snfp6enB8HBwQoVEzdu3MDAwACEQqHCtoODg0ovnYiICAwODipty/ArPQFVCXcnefbsGUxMTJR6acgNgrKyMqV9pFKpSne8l5cX9vb2sLq6Si1ramqiVTiUo6+vj/T0dJSUlCgsn5mZ0aiRcZzw8HB0d3cr3TNtbW06C4xdv34dvb29GsNmJ5HJZKivrweXy8Xly5eRmZlJldCKRCKF0ICBgQHS09MREBCAoqIijI6O6nQshvcLxhh4R8iT/VJTU9HY2Agej6f0IqLj4OAAJSUlWF1dxf379zUq+NFx4cIFZGdnY39/H0VFRZifnwfwqzCBSCQCh8PB7Ows7t+/r1K/gM4YkBMdHY1bt26hqKgIY2NjtNvIEwPlnoCsrCyNiU+Ojo7IycmBpaUlioqKaGfjcoaGhsDhcJCYmKhUVnkyv8Dd3R3p6enIz89XeBEAigbG3t4eFhYWaBPNMjMzweFwqL/n5+dV/j4nt2U4gsPhIDMzU2m5l5eX0ky3qakJNjY2Kmffrq6uCAkJUTIInj17puDhOklcXBzV94IQorIC5jhWVlYIDg6mPExCoVCrzoYnSU5OVggXyCsYTkNGRobW15hMJkNNTQ1KS0sREhKCzMxMJeXPvr4+2gZmDg4OyMnJgVQqRUFBwZl4PBnePkwC4TtGX18fycnJEAqF4PF4MDc3x+3bt2ln0M3Nzdje3j6zVsbyDPv29nZ0dHTg4OAAnZ2dWFlZQVJSksaHmTpjADjKtr9//z4GBgZQXFxMZYTLZx+7u7uIjY09lUiJt7c3vL290d/fj8LCQty6dQtOTk5gsVgQCoUoLy9HQECAyoQruu/X2NgYH330ESoqKnDu3DlaISEej6eylIrNZuPOnTuU1G1XV5fKxMLj+QN3797V4ZP/+nI8T+AkgYGBKCsrozLu6+vr4eLiorGKxdXVFYBiWGd7e1vjNSdXCLS2ttZ6Vu7l5YW1tTWMjIxgbm6OVutAE+bm5rC3t8f09DRsbW1xcHCgVvpXHYaGhggODlapcwAceUlqa2shFArVVuoAwMbGhlqPzaVLlxAYGIiGhgbs7++r1RtheP9gfqn3BBMTE2RkZGBzc5OSsJXnALx8+RK9vb2IiopSksE9C65fv465uTmcP38e//RP/4Tf+73f0ypTWJMxICcoKIhKPvroo4/w2WefISYm5kyUyoKDgxEUFISWlha0traiqqoKYrEY9+7dO7UcalJSEgYGBlBRUYGkpCSwWCzIZDJ0dnYiIiJCbZMoR0dH2Nraorm5mXKvyrUHFhYWsLKyQrmBWSwWvvOd78DNze1MSjM/z7x48QLf+ta38Gd/9mcwNDTE5cuXVV7r1dXV8PLy0lq577hBcP36dbXywwAog1UoFOJP//RP8R//8R949eoV1X5bT0+P+vfx//T09GBtbY3Kykp0dnYiICAABgYGCtUp+vr6MDAwoMagIyIiAvn5+QDw2jX8Fy5cQGVlJdbX1xU+t0QiQU1NDUQiEe7cuXMmVUDArzyeQqEQZWVlcHJy0qm8meHdwRgD7xk2NjbIzs7G3NwcfvnLX+I3fuM30N3d/caEPUQiEdWdkM/nIzY2FuXl5XB2dlaZkChHW2MAAHp7eyGRSPCtb30LEokEq6urZyZbymKx4OHhgcXFRfB4PDx48OC1uzoGBQXh3LlzePLkCQICAtDf34/NzU2l70Re+z4zM4O1tTVqeUpKCn7+859jb2+PKolzcXHBlStXFIwUsViM4eFhnD9//oPVHxAKhRgeHsY3v/lNpKSk4PDwECMjI+jp6aG2YbFY2N/fxz//8z8jKSlJp1g8cJTL8urVKzg4OKC8vBwVFRUqt2WxWFS4KjIykjIm5GEDubFw/O/jy83NzbG5uYmdnR0F7Qq5QqZcx0IdTU1NKCoqUhLWOn6/mZubw87ODnZ2drC1tVU5C09ISKDKDeVGgFgsRlxcnEpp8pPomiBoYmKCrKwszM/Po7CwECEhIRp1FBjeLYwx8J6yvLwMS0tL/PCHP6RKEeUiPGdFR0cHFhcXkZycDCMjI1RUVMDY2BhZWVl49eoVCgoKEB4efqqcATnPnz/H2NgYwsLCEB4eTs22BwYGUFhYiJiYGGoGfRrkHdJcXFzw8OFDWFhY4MqVKygoKMDVq1dfq2Ogg4MDHjx4gLy8PHzhC19AeXk5bfmXXBUvLCyMmu2VlZVhf38f169fV2n0TE1NwcPDA4GBgR+0/oBcT6CiogKEEBgZGSmp6MlkMvzsZz/DX//1X8PDw4NKViOEwNDQEF5eXtR1ure3h6GhIWxubgL4VUjIyMgIn3zyCfz8/DS+mKRSKRYWFvD9738fHR0dGtUJ5WxsbMDFxQXf+c53YGJicqoX4MzMDExNTREXF6dSo4AQgr29Payvr+PVq1fo7+9Xa2AQQuDv74+/+7u/w927d3U2PGdnZ5VKMbVB3rmwt7cXRUVFSu3SGd4jCMMbZ3x8nIyPj2u17fb2NsnLyyOTk5OEEEL4fD4hhJCZmRlSXFxMWltbiUwm0ziOfD865ufnSX5+PpmZmdG4T3t7OykuLiZCoVBp3cLCAunv76c9xuzsLCksLCQjIyMqjyGTyUhDQwPhcDjk4OBAp88hk8lIdXU14fF4RCKR0G7f3d1NCgsLac9d3dhydnd3CZfLJVwulzx8+JB0dHSo3V7Ozs4OaWhoIDKZjDx58oTs7u7SbsfhcKh/Ly4ukpqaGq3G/3WipqaGLC4uEkIImZqaIkNDQ7Tb9fT0kIGBAcLj8ZTWHRwckNHRUcLhcIihoSFpbGwkGxsbStvl5eURmUxGCgsLNZ4Xj8cje3t7hJCj62RnZ0erz/P06VPq/iwqKtJqn+MIBAKSn59PCCFkenqa9Pb26jwGHcXFxaSkpIRMTU2dan8+n0+kUulrnYNUKiUVFRU6j6XL85Ph9DCegfeI5uZmCAQC3L9/Xyme6O7uDnd3dywuLoLD4cDOzg63bt3SSWVMLBaDz+fDzs5O67BDREQEJBIJKioqYGFhgejoaOqY8lj6cTY2NtDQ0AA3NzdkZ2erHZvFYiEmJgYikQhVVVUwNTVVmTx5nP7+frx8+RJ3795VW30QGhqKoKAg8Pl82NraKnR6U8fCwgI6Ozthbm6OlJQUsNlsGBgYwMLCAqWlpUhLS1N7jp2dnYiMjASLxcLDhw/x5MkT5OTkKJRmSiQSBbeus7MzZmdnNUri/jpxUk/A09MT5eXlSvK+U1NT2NvbQ3R0NFX5chwjIyP4+flhYGAABQUFiIqKUvp9WltbcePGDbBYLFy7dk1tUt36+jqMjIyobpkJCQkoKSnReD3LM//lx5ZXQGjrHSCEoKSkhOpw6eHhgf7+ftoMfl0oLi7GzZs34eTkhLy8PLi7u+scRiOEvHboTU9PD4mJidjb20NJSQk8PDzO3NvJcHqY0sL3gJWVFeTl5cHb25tKWFPFuXPnkJWVBX9/f3A4HNTV1Sm9kOno6upCeXk5EhIStH4pytHX10daWhr8/f1RWFhI6RMcDxMIhUJwOBwMDg7i3r17Kh+0hCasYGhoiLS0NISEhKC4uBi9vb20+y4sLKCwsBBmZmbIzs7WSn9dXgMu1xGYm5tTue3w8DCl5JiZmYm4uDiF+L6/vz9u3bqFJ0+eqNWGODg4oF78enp6ePz4MQoKChRKGelq1z8k/QFt9QQ2NzcxNDSkts4fOJL9vXHjBi5duqRU7y4QCLC5uQk3NzcAwPnz5zE/P6/SrV5fX4/bt29Tf+vp6cHT01NtGevq6iqkUqmCLHFwcDAGBgbUnvdxysvLkZycrHDNOTo6Ynl5WesxTlJUVITIyEgqGfNk6aK20N23p8Xc3BzZ2dmwsbFBQUHBmSuyMpwOxhh4hxBCUF1djefPn+Phw4c6aQbY29sjKysLV69eRWlpKaqrq2kfbsvLyygoKICdnR2tcJAuODo64v79+9jb20NhYSEEAgEkEgn4fD4aGhqQmpqqVQ8EVciTJ62trVFUVITp6WkAv9JWmJmZQU5OjtqZs6qHllwMaW5uDhwOh3oxE0LQ0tICDocDIyMjZGZmIjw8XOVnsLGxwaNHj8Dj8TAzM6PV52Kz2Xj06BFyc3Op30ggENBmcH8o+gOq9AQsLCywu7sL4FeerOPdME1NTSEQCBT2WVxchEQiwfnz5+Hp6UldN3LkeSrHiY+Pp5XslasGnvz9r169qlboSlWLajp9BDq6urrg7e2t0H4cOKr00SQjruqcCgsLERUVpVCaaGFhATs7O6XvSB17e3uUl+Qs8fLywv3797GwsIDi4uJTia8xnCHvKj7xIUEX85qZmSF5eXm0sc3jaIpry9nd3SUcDofw+XwiEolIaWkpKS0tJY2NjVqfp7bHIuQo/veFL3yBWFpaqoyJ00EX81VFV1cXAUA+/fRTIhaLz2z8g4MDUlBQQAwNDUlJSQlZXV3VuA/dd9PQ0EDa29sVli0sLJCenh7aMYRCIfn0009VxoIlEglZXFwk5eXl5Ktf/arGc/q88rWvfY0MDAzQrjs4OCBVVVVEJpORX/7yl+Tw8FBh/crKCuns7KT+lkql5OnTpwrblJeXU/8eGBggz58/pz1WRUWFwrUrlUpJQUGByvOen58nLS0tSstramrIysqKyv005Q68evWK1NXVqVxfXl5ORCKR2jGOI5PJSH5+vtrr+unTp1rH7RsaGnS6x0+DWCwmZWVlpLq6WikniskZeDswnoG3jFQqRVlZGRYXF/HgwQOlmcBpMTc3R0ZGBmJjY/HJJ58gPT0dt27d0uhePQ0TExMoKSnBn/zJn6CsrAxVVVW0LWVfh97eXszMzOCXv/wlXFxcUF5efmYzh56eHrDZbPzN3/wNRCLRqWOhMTExsLKyApfLpTwS/f39CA4Opt1eX18fbm5u8PT0xNLSEvh8vsJ/tbW1WFpaQmBgIGxtbdW6pT+vTExMwNjYGAcHB+DxeNR/ra2tlGqfSCRCaWkpkpOTlWS2HRwcFEo4j4sJHYcQAolEgvHxcfj7+9OeS3x8PKqrq6m/q6ur1VYNuLi4YG1tDSKRiFq2tLQEfX19lZ0UgSOBLFXegYODA7S2tiqEJU4SGxuL+vp6leuPQ/7LI3D79m21VTrJyclqyyuPo8qLdZbo6+sjNTUVoaGhKCwsVNk/heHNwSQQvkXGxsYwNDSE5OTkN+J2k8lkqKqqQnR0NOrr69Ha2gqJRKJTPbE6dnZ2UFNTA29vb2RnZ2N2dhaGhoaIiorC9PQ0CgsLcfXqVYXGPLoyPT2Nnp4ehISEICcnBxUVFbh9+zZVHy2VSpGQkHCq9qnPnz/H6Ogobty4gZs3b4LP5yMpKYnKu4iLi9M5xOHn5wdHR0d89tlnuHfvHmQyGWVcbG1tobe3l+pox2azceXKFfzsZz+DoaGhSuXBqqoqfP3rXwefz4eLi8uvjf6APE/g93//9yEQCBS68G1ubqKtrQ0HBwdIS0vDv/3bv2l8AQ0ODsLb21vpXrpw4QImJiYwOjqqtpWxvGPlq1evYGFhATabrbHsLSkpCRUVFcjIyKCa+cgT/lQh7xp6MpGQEIKioiI8fPhQ7f6mpqYquyKeHK+goAB3795VkhI+iaWlJWxtbWm7N75LbGxscP/+fYyNjSE/P/+NTGYYVPAu3RIfCp2dneQv//IvSV9fn877auu6n5ubI0+fPiV7e3tkbm6OcsOKxWLC5/NJSUmJxvIoVceSlwRVVVUpuBYnJibIixcvFLaVl/NtbW3RjqXKjb+5uUkKCgpIV1eX2nMSCoWEy+UqnYu68RcWFmjLHI9vu7m5SfLy8lS6IzX9DhKJhPz0pz8ljo6OpLy8nJSXl5OWlhayv7+vdC7d3d2ks7OTjI6O0o7F5XKpMU+6wD/PPH36lCoDLSsrU1ovk8kIh8MhP/nJT8jOzg7h8/mEy+WSlpYWhfJRHo9HlX3SIZPJyI9//GOtS0ELCgpIQUGBViW7hBy5zZeWlkhlZSVZX1/Xap/+/n4yMTGhsIzH42kVoiLkKKyorsxQJpOR3NxcjWHHk+Tm5qoNF0ilUp1Ce2eJTCYjjY2N5Bvf+AZpbW19J+fwIcF4Bt4CLBYLRkZGWFpawqVLl85cr7uhoQF6enrUDEU+0wGO3G9JSUmQSqWor6/H3t6eyn4AhCb5rq+vD9PT04iLi1OaNYnFYqWExNDQUISEhKC2thYikUijPrlYLEZlZSWMjY2RnZ2tcWZubGyM9PR07OzsgMvlqi2xFAgEqK6uhqOjo8ayMGtrazx48IASR0lJSdEq2ZIQgq6uLiwtLcHf3x+/8zu/A0dHR6XGSHL6+vqQlJQEPT09cDgcuLi4KHyvx1ses9lsxMTEqExO+zxRW1uLmJgYlRLREokEBQUFSEhIQGdnJywsLKikv42NDVRWVkIqlcLJyQmEEJSVleHhw4c4PDzE3Nwc5ubmFKowvvKVr4DP52vlCv/P//xPrK+vw9TUVOE6kt8P8qoZebmhnZ0dvv71r+N3f/d3Nc7A5ci9A3IRrN7eXri5uWktuOXu7q6yURAhBHl5eUhMTNRZ1VPu6TjupTnO2NiYyjDLm0IsFqO7u5sSjWpubqZNNmU4Wxhj4C1gZWWFBw8ewMXFBTweD6amprhz585r1+3u7u6ivLwcMTExOHfuHLV8b29PKYbJZrMRFxcHmUyGxsZGbG1tISoqSuXDaGFhAW1tbQgJCcG9e/dotzlZKy9HT08P8fHx2N/fR1lZGRwcHJTKGQkhaGpqwvb2NhISEnSucrC0tERWVhZWVlZQXFxM1SyzWCxIpVIqFpyenq7yBURnQFy9ehWXL18Gn8+Hk5OTytK37e1tNDc3gxBCqSsCRwaIqakp+Hw+kpOTlfY7HkbIyMjAkydP8NFHH1HnMjw8jIyMDGp7uf7A5OTka6kpvksmJiYU9ASAo6z2nZ0dWFpaYm9vDxwOh9JikHeUlIeCbG1tqZfV4uIibt68ie985zuorKyEkZERXF1dER4eToXC2traUFdXBycnJwQEBKg9N6lUCoFAAD09Pdrf6zgikQh7e3vY3d1FV1cXYmNjlcpAra2t4efnR5sL5O3tjcnJSZiammJjYwNxcXGav7xjODo6YmVlRaE6gBCC3NxcJCcna1VqexJN4YLp6WmN38vrIpPJMDQ0RGlIGBgYIDQ0lOrx8Rd/8RevpVLKoB2MMfAWMTU1RUZGBjWrtbGxURDx0YW+vj7Mz8/j4cOHSkbF7u6uynirnp4ebt++DUIImpubsba2hps3b1IP6sPDQ1RUVFBtSdVx/IFNh6mpKbKysrC4uIjCwkJKTGZwcBATExOIjo5+7ZtcPuufmZlBcXExvvWtb+Gv//qvER8ff+q8DAMDA2RkZGBmZgZ5eXlUchchBH19fZibm4OlpaVSTbicgIAAODg44OnTp8jOzqaS4MRisYLxxGKxqO54qampkEgktONFRESgqKjoc5k/IBQKMTg4qOSZiYiIQFNTEy5fvoyWlhZ89NFH1HVsamoKoVBIe22Njo5idHQU4+PjtC8pqVSKpaUl3Lt3DyUlJRqNAR6Ph5SUFKysrKCnp0etCI6hoSFsbW3x7NkztLe3o66uTukctra2MDY2Rs1q5bDZbHh7e6OzsxMsFutU0tPXr18Hl8ulZsmvawgcH1cuRkT3LDptqbA6Xr58idHRUarJ0+XLl5W6hM7OzoIQ8l7lNPw6wxgD7wD5rHZ9fR0lJSVwdnbWurOXRCJBaWkp/Pz8aLOogaMXujbth6Ojo0EIQVtbG9ra2vB3f/d3kEqlSElJ0SpBT5MxIOfcuXPIyclBdXU1UlJS0NTUpNFtryvGxsaQSCS4ceMGpFIptre3XztJ08PDA+7u7qiqqkJycjI4HA5CQkKUdPPpsLe3R05ODoqKinD79m04OjpSXQ+PY21tTSnNbW5u0iZMEUJw69Yt/O7v/i4+++yz1/pMb5uPP/4YX/va19De3g42mw19fX3q/7/4xS/whS98QUkN08TEBPv7+0rtdJuamuDq6ooLFy5gbGyM9ng1NTWIj48HcGSUjYyMIDAwkHbb2dlZODg4wMTEBB4eHujt7dWoiDcyMgJ3d3eYm5tTVRHHvVrW1ta0Db4kEgkGBwfx8ccfIy8vjxL+kXc7lFeZqDP2WCwWDAwMKKPy6dOnSE1NVdt2WFuSkpLA5/NVhgtel5WVFfT29lI6G97e3khJSVFpaIjFYrS3t+Phw4eUyBnDm4UxBt4hdnZ2uHfvHhYXF1FcXAx3d3e1D6Pp6Wl0dXUhPT39tcSDjsNiseDk5IT5+Xk4OjpCLBbj8PDwTI0BkUiEiooK2NnZoby8HCwWC8XFxbR5CLoik8lQWVkJMzMzPHjwgIo1t7a2oqOjA/Hx8acuixKLxaipqYFMJsMvfvELHB4eauw2dxwDAwM8evSIaqS0ublJ6z6+dOkSeDwenj17Bn19fezt7SltY29vj6tXr36u8gfq6uoQFRWFq1evQiqVUt365B389PT0IBaLQQhReCmYmJgoud9bW1thZ2dHtXo2NTXF/v6+QpXM/v4+1TUQAC5evIiSkhJaY4AQgo6ODjx48IBapkmmWCgUYnx8HFlZWQCOSkvr6+tVNhM6zuLiIqanpzEzM4Pt7W1cuXKFWieVSjE3N4f29nalqgFCCOzs7ODj4wNbW1uqzHB9fR1paWln1vTH0tISNjY2CuGC9fV1rXMiTrK7u4uOjg6qDNPBwQHx8fFatxXncDjU98zwdmCMgfeAc+fO4d69e5Sr+8KFC7h8+TK1nhCCmpoamJubKzy8VKGtW29/fx8VFRXw8PDAgwcPYG5ujoSEBFRXV4MQgoSEBLU370m3Nx3Pnj3D+vo6kpKSYGhoCD6fj1u3bkEmk1H91BMSEpTqybXhxYsXGBwcRGJiotJD8ebNm5BKpQrliNombsr3E4lEiIuLg4mJCaVi19HRgZGRESQnJ2ud85GQkIDKykp8+ctfxv/7f/+PNkltdXUV//RP/4SvfvWrtKGTtbU1REdHg81mfy7yB+R5Ar/zO7+D7u5upTr61tZWfO9736NmuDk5OdQ1YGpqip2dHWrbrq4umJqaKrzUb968iebmZsoLAByVZB5XKwRUewdOSg4DgJubG7q6ulQaA6WlpQqhM7kmgiYGBgawsbGB7OxsEEIwPDysYAyw2Wx4eHjQusMJIdjY2MDLly/R2dkJmUyGtLQ05Obmorm5GRYWFvD19YWjo+Nru/Nv3LihEC7o6+tDVFSUVvseHh6iq6sLOzs7IITAwsICt27dOtWk5dmzZwgLCzvVM4Hh9DDGwHuE/IEwPj6O4uJiBAYGYnNzE7m5uYiLi9M6vk5XFXByfVNTE3Z3d5GRkaHwkmSz2UhKSsLe3h64XK7aEIY6z8DLly/R29uLyMhI2l4Ienp6SEhIwMHBASoqKmBqaoq7d+9q9UA7PDwEj8ej5ExVwWazkZiYiP39fZSXl8PW1lZtcyeZTIba2lrs7+8jLi6ONswQEREBgUCAoqIiBAUFwdfXV+25kv+SnDY0NMQ//uM/qkzGKi0txdLSEp4+fYqPP/5YydBob29Hamoq5VV5n/MH5HoC8sTT7e1tpWtldXUVN2/eBADcv38fBQUFiI+Ph729PUxMTCg9/r6+PrBYLCUhJ2NjYxweHlJ/Ly0twc7OTsl4pfMObG5uQiqV0t5P169fR1tbm9I1/+zZM1y/fl1p/KtXr6K3t1dl6Ki+vh42NjaU4aHrC5vFYsHOzg52dnaQSqV48uQJ6urqEBgYCEdHR+zs7GBiYoLq53H83re2tsbFixdhZ2en9fHk1QXJyckQiUQqw41SqRT9/f1YWloCi8WCoaEhrl279lq5CwAwNzcHiUQCT0/P1xqHQXcYY+A9xNfXF76+vviXf/kX/Pf//t+pB8pZIH9JR0dHK2Qln0xeMzc3x7179zA3N4fCwkJcuXJF6cUnlUqVHo4CgQBVVVVwd3fXqjOisbExMjIysLW1Rb3k6GKucrq6urCwsIC0tDSthYdMTU2RmZlJVR5cuHBBYWZGCEF9fT12d3dx+/ZtjTFYMzMz3L9/H729vSgpKUFaWhqt12FmZgYdHR2Ii4uDra0txsfHMTo6qlSqJX+A6+vr4969eygoKFAQoiGEKLjSMzIyUFBQoFHs5l3B5XIVfvvExERUVVVRAkB9fX0KL3cDAwM8fvwYfD4f3t7ecHNzowyKw8NDldcDm82mKlqePXumMg8lMDAQw8PDVAJrTU2Nymvz3LlzaG9vV/i+V1ZWcHBwAHd3d6Xt3dzcaI0BQgiKi4sRFhZGu5+uiMVi5Obm4v79+zA0NKTKAS0tLVWGFjc3NzE+Po7Ozk6lc7O3t4evr69SKaKlpSWsra2V+m4QQjA+Po7x8XEqzyE4OPhMuw6KxWI8e/bsvb2uf91hjIH3kK2tLVRVVSEhIQF8Ph8hISGoqKiAVCqFr6+vxrpfutmHUCgEn89X+ZJWJTnq5uYGNzc3DAwMoLCwELGxsQozDfmxyH81axGLxcjIyNA6NijH2toa2dnZmJ+fR2FhIfz8/BRa2W5ubqKmpgZhYWG4du2aTmPLkVcejI+Po6ioCGtra2hsbMTm5qZK7QV1XL16FQEBAeByufDz86Nmn1KpFDweDw4ODgovdV9fX5SWlir9fsdnomZmZoiJiaGy3AEovWzeZ/2Buro6JT0BExMTsNls7O3twdzcHLOzs0r18vLKivb2dqyurqKvrw+hoaG4deuWymPJm/jY2dnBz89P5azb19cXJSUluHTpErq6uhAWFqZ2hh4ZGYnW1lZERkZS17W67H97e3usrq5S5bxCoRDFxcVIT08/k5j+4eEh8vPz8fDhQ8p1rk2nUhsbG9rSWEII1tbWMDIygu3tbWq5/DtxcnJCRUUFDA0NwePxKMPI19eX8k69CZg8gXcLYwy8Z7S0tEAgEFC5Ac+fP4eVlRU1qxofH0dpaSlYLBYiIyO18hg0NTVhZ2dHKSRwHPmDWhVBQUG4cuUKGhsbsbOzo5A0NTIygtHRUdy5c+e1PRiurq7IycnB6OgoCgsLsba2htraWhBCcP/+/TN5EMk9HBcvXsRPf/pTPHr06NQZ2XKxpKGhIRQVFWF8fBx7e3tISUmhlYA2MjJSykBfX1+nXObA0cP44sWLaG5uRlRUFBYWFpRmYO+j/gCdnoCc+Ph4cLlcBAYG0oZWtre3qZdTW1sbvv3tb4PH46GiogIsFgvnzp2Du7u7ghvaxsYGW1tbWF5e1lgGGxgYiJ6eHiwsLGg0Jh0dHfHs2TMQQlTqRRznxo0bKCsrQ3p6OpaWltDc3IxHjx6pNIjZbDatV40OoVCIwsJCPH78WOHelXdvPE3FDIvFgoODA20/BUII5ubm8P3vfx9sNhvDw8NnLpJGR2trK0JDQzVWQTG8ORhj4D1hY2MDNTU1iIyMhKurK4CjGcHJJBp5CEEqlaK1tRWbm5uwtLTErVu3lG7aly9foqenB9HR0VQ/c1VoMgaAo4dIbGwsRCIRKisr8eMf/xgCgQABAQEaH8a64u/vDxMTE3h6euJf//VfkZiYeCaGgEgkAo/Hg7u7O3g8HhITE1FbWwuxWKxTkuFJ3NzcMDw8jG9+85vgcDgqx4mOjkZTUxPVEGdzc5PWI+Hj44Pd3V20tbVRuQEikQhzc3N49eoVlW3/pS99CS0tLe88f0AoFOLRo0f47ne/S5XNAUfGkq2tLWxsbGBqagoul4vo6GiFbYAjYa6AgABYW1tDIBCAw+FQL2G5dsDIyIhCYiFwJCr105/+VCulweTkZHC5XIVtDQwMYGFhAUtLS+r/ZmZmiI6Oxr/9278hJCREYxxc7jYfHBykGpCpQ95mWZMRJxAIUFJSgo8++kjJcKBLoDwLVldX8ezZMzx58gQ2NjbIzc3Fw4cPT9ULRFvm5+chEoleq6cJw+vDGAPvAY2NjRCLxXjw4IHCC0+d5c9ms6lM352dHVRVVUEikcDHx4dyU54/f16r6gPgyBjQNrbJZrOpeC2LxYJYLNZqP22RSCTg8XhwdHQEn89HYmIiurq60NXVhWvXrlHGkq709fVhZmYGKSkpMDQ0RG1tLSQSiUa1RE3nWlVVBUNDQzx69AhWVla4c+cOVZIYFxen4AU4mfj27NkzlbXdhoaGuHr1Kn784x9DLBbD0NAQrq6uuHbtGnVdHB4egsvlvvM4K5fLxV/91V8hNjZW4fMeHBxgc3MTGxsbmJiYwF/91V9hcnJSpbKjPLYvkUgwNTUFLy8vsNlsuLq6Kv3u29vbePr0KRwdHdV2/QOOKk8KCgrg4eGhkC8iEomwu7uLnZ0drK2tYWpqCgKBAGKxGL/3e79HeScAxeQ8uUSxnN7eXnz7299GXV2dxu/K29sbdXV1ao2BnZ0dlJWVKYgxHefkdXQWDA8PY25uDo8fP0ZLSwscHR3x8OFD5OXl4d69e2fS7OwkEokELS0t7/z6ZQDTqOhtoKof98rKCnn69ClZXFyk3W92dpYMDQ3pdKy8vDwCgNTV1WndeIUQQurr64lQKNS4XW9vLyksLCS7u7tU857x8XFSUFBAZmdnNe6vqenJ4OAgKSgooBr8VFVVEbFYTK3v6OggxcXFZG5ujnZ/uoZCOzs7JD8/n4yNjSksb29vV2o0s7i4SAoKCsjz5881jtvW1kaKi4uJQCCg/XwikYjweDzC5XIVtnn+/DnV4InD4SiMKRKJSHV1NSkpKSEvXrwgJSUlCg1+jjM+Pk5GRkbI4uIiqa2tVVr/tqitrSWLi4vk8PCQtgERIYQIBAJSUlJCOjo6yKtXr2i3kclkJD8/n/pbVSMiOU+ePCEymYyUlJSo3U4qlVLjFhcXq91WTklJCVlcXCR1dXVabV9QUEAkEgkpKysjbW1tGrdXdx9sbGyQp0+farx/eTyewr3xOtTV1ZHu7m7q78rKSuqak0ql5MmTJ2Rzc/NMjnWcgoICjc8dVc9PhrPl9cTxGU4F+a+kpKGhITx8+JA2xgqo9wycRCKRoKioCJcuXQKfz8eVK1fA4XDQ0NCgsdQQOJrBqYvXraysID8/H+bm5sjOzlYIKVy4cAE5OTlYWlpCUVERdnd3tTrn4+zv76OwsBB6enrIycmh3N6GhoYKtdzh4eHIysrCwsICiouLMTc3p3bclpYWtLS0IDs7mxKskWNubq4k8OPs7IycnBxIpVIUFhZiZWUFwK8y14Gj8EthYSFcXV2RlZWlcsZkYGCA5ORkJCcno6WlBRwOB7u7u/D398fY2JhC45nl5WVwOBxUVVXhxo0byMzMhEAgQHBwMNLT01FaWqo0/ujoKAICAuDs7AwzM7N3otR2PE9AHtKiq70vKytDWloawsPD0dXVRTtWfX29QkLk8e+cbtvY2FiwWCyEhoaiu7tb5TlWVlYiMTERwFHuS39/v9rPNDY2Bg8PDzg7O2N7e1tjsp5cqIjNZiM1NRUuLi7Iz8/H+vq6yn1U3ZOrq6uoq6vDw4cPNYbFIiIi0NHRoXYbTUilUhQUFMDHx0chL+V4ToO8CVpdXR2WlpZe63jHkfc+OSsBNYbXgwkTvGWWl5fR1NSE2NhY2gSe4wgEAq1qhOUlbOnp6TAxMcHs7Czs7OyQlZWFzc1NcLlcWFpaIiYmRq1QDt3DRyKRgM/nw9LSUmMCX3h4OMLCwlBTUwOJRKJ1DL6trQ3r6+vIyspSio0aGhrShiHCw8OpF0t3dzfCwsLg5uZGrZd/z5GRkXBxcaE9roWFhUrD5dKlSwgMDERLSwva2tpgbm6OpaUldHR0wMvLS2WOBN33o6+vj4SEBKpzpEAgwMHBAV6+fAmJRIK+vj44OjoiIyNDYf/jWfe+vr4YGBig9NtPvkzk/QtcXV3fWv4AXd+BuLg41NTUKIQ+Ttbou7u7KzXGEQqFEAqFCop3UVFRaG5uVgoBLCwsQE9PjzKi3dzc0NPTQ9spcmlpCWZmZlRWv5eXF0pKSpR0C+RIJBIMDQ1RFTe3b99GQ0ODyqoNmUyGubk5BaGi8+fPw83NDfX19ZDJZFrrZywuLqK9vV3r/BtbW1ulHgi6sL29jfLycrUGrRwWi4Xs7GzweDwEBAS8tg7AwsICDg4O4O3t/VrjMJwh79Yx8WEwPj5OXrx4QaqqqkhDQ4PW+zU0NCi4l+moqakhLS0tCsvoXJCbm5ukuLiY1NTU0PYvp3ODd3Z2kqKiIsplr80+cgQCASkuLibNzc0qz21lZYXk5uaqDS90dXWRlZUVletPnutPf/pTUlFRodX3vLGxQdrb2zVud3h4SBwdHUlmZqba3u+EENLY2Ej29vbUbiOVSsl3vvMdAoA0NTWpPLfGxkaFZaWlpWRnZ4cQQkh/fz+ZmZlRWC+RSMiTJ080fZwz48mTJ7Thi9LSUiISiQghR79xVVWV0jZFRUUKfxcXF9O6vE+GUWQyGe1nHB4epkIvx8nLy1NaNj09TXp6epSWy4938novLi5W+btXVFRQvwkd6+vrJDc3l0xPTyss5/F4CmGAV69eaQyL0FFWVqZTOFDOxMQEKSkpUbmvunu7trZWKYymC2KxWKfrlAkTvB2YMMFbYHZ2Ft/85jdx9epVxMTEaL3f/v6+ylnezs4Onjx5gkuXLikkvMlkMtpZiLW1NbKysnDt2jWUlpZSMr10LCwsoLCwEA4ODrh3796pZpryjoU+Pj4oLCzE8+fPqXWEEFRWVmJwcBAPHjzA+fPnVY6jyjNwkmvXriEsLAy///u/j8XFRQUvgSrMzMxo+wAcp7e3F6WlpSgrK8N3vvMdFBcXo6+vT+X27u7uePXqlcr1m5ubKCwsxG/91m+Bx+PBxsYGpaWlqKurU3CJt7S0KNXYp6amgsfjATi6pk4mfMob3vzhH/6h2s90FvzhH/4hHBwcaN3dd+/epcpBa2pqaFv1enl5YXJyEsCR6pyzszOtF8nFxQULCwvU38f1F44TGBiocI0BR98hXTKoh4cHZmdnlZaPj4/Dzc1N6Xq/c+cO6uvrlbbf39+HVCpVqyVga2uLhw8fYmlpCaWlpdQ9d+7cOSwuLgI48uwNDQ0pSSlrw6VLlzA8PKzTPm1tbVheXkZmZqZKjwXd7yrnzp072Nzc1BhuUQWXy2X0BN5DmDDBW8Dd3R2//du/jdbWVhgYGCAmJkbrFyzdzdrb24vFxUU8fvxYaf3e3p7amnlLS0tkZmZid3cX5eXlMDY2xt27dwH8qqGQvOPeWSCPwY+MjKCgoABdXV3Y3d1FfHy8VpoEBgYGGvXf5caFhYUFampqEBUVhdHRUZSUlODixYsq29iqMzSWl5fR3NyM4OBg5OTkYGpqCiKRCDk5OZiYmEBBQQFu3LihlOHu4uKCxsZGWpXB+vp6SKVSKtwyOjqKS5cu4dKlSxAIBKiuroZEIkFQUBAIIUohHXlpZ21tLVgsFg4PD9HX14eNjQ3q4e3t7Q0HBwdMTEzgwoULar+30zI+Pg5PT084Ozujvr5ewYixtLREUFAQRCIRVQlCdw0HBwejuLgYPj4+6OjoUHm9hYaGorS0FC4uLhgfH4eTk5PK69ve3h4rKytwdHTE3t4ednZ2VIaI5HkG8tCCVCrFwMAArSCXpaUl9vb2lLQB6HohqOL69evY399HSUkJ/P39cfHiRbS3t0MoFOLly5catQxU4eHhgbKyMoVeJqoghKC0tBQBAQGvfW3cvHkTPT09aG9vV6sYepL29nZcuXKFyRN4D2GMgbfExYsXceHCBYhEIjQ2NuLg4ACenp5qb+KTD1GJRAIul4uAgABKhOgkW1tbWumDW1hYICMjA3t7eygvL0dmZiaKi4upsruzxtfXFxMTE/jXf/1X3LhxA3t7e1oZA5o8A/Pz82hpaUFiYiKsra3R2dmJ3d1dBAUFISgoCC9evACHw8H58+e1aj0sFovB5/NhY2Oj8GIwMjKi8gsuXLiACxcuoK2tDZ2dnUhMTKRirgYGBkpJb69evUJ7eztu376tsr+EmZkZ9UL4gz/4AxwcHCj9DvIXfkpKCh48eAAjIyNcvXpVIa9kZGQEv/3bv43e3t43kj8glwn+4z/+Y1RXVyu9xLa2ttDb24uxsTF8/etfR3l5ObVOX18fzs7OcHV1hbW1NXx9ffH06VOVZYYAqH73IpFI5ctazs2bN8HlcpGZmYnKykqqNwId58+fV8gz0NS+V+4dkHs5FhcX4eDgoJPSpqmpKXJycjA0NITy8nJMTExQDcFeB23yEeTlxikpKVopbWozZmhoKEZGRtDQ0IDY2FiN2y8uLmJ/f18n44Hh7cEYA28ZQ0NDSihkamoKpaWlYLPZiI6OViv6MzMzg87OTo3ti7e2trRuaCQfVyKR4Ec/+hEIIejv71fZte209Pb2YnZ2FsnJyfj5z3+OpKQkdHd3o7u7GwEBAfDz81O5r4GBgVI7W+BXDYBMTEwUapQtLS2xu7tLvSAvXryIixcvYnZ2FhwOBw4ODrhx4wbtw661tRWrq6tISkpSqqyQ964/zo0bNyCVSlFZWQl9fX3ExcUpzOalUin4fD7s7Oy01nsYGxvDH/zBH+DVq1e0rXEHBwdRXV2NtbU1bG5uKonBTE9PIzU1FefPn0d+fr5aGd3TwOFw8ODBA5WZ/tbW1oiKisLS0hJKSkoUjAWxWIylpSW8ePECm5ubODw8xEcffQQ+n4+xsTEAivLWhBCYmJjAzMwMsbGxKCwsVNsci8ViwcTEBO3t7QgMDNTYVVLestjW1hbOzs5qk+gsLCyosACbzUZra6vW3jOpVIqpqSlMTU1RYYLDw0P8f//f/4eysjJUVFQgPDz81O2CXVxcMDc3pzI0Jm+PrE4V8STqwgTHCQwMxMuXL6munqqQSqVobGw88+uR4exgjIF3iJeXF7y8vCCRSNDU1ASBQABXV1eEhIQovKxqampgamqq1Qtle3tbKxfg3NwcOjs7ERgYiOzsbEp2dXZ2FoWFhQgNDX3tjOGtrS1UV1cjJCREKUYYFhaGsLAwjIyMoLi4GB4eHrQzdzrPwOLiIpqamhAfH6/0ALW0tMTq6qrSOO7u7nB3d6dK+KysrKj8jenpaXR1deHmzZsKssDHMTIyohV5YbPZSElJwfb2NkpKSqjvbHR0FCMjI0hKStK6PHRvbw9jY2PIzMyEnZ2dQukhcGQ8bmxsIC4uDnw+n+owZ21trdRlj81mUyEFeRjodamtrUVsbCz1QvH29qaVQ66srERSUhJWV1cVGgQZGBjg/PnzVI5IQUEBampqcPXqVZVeooODAzQ2NsLY2Bhzc3MYGRmhjBD5C+u4AXFwcIDExETw+XylZjtmZmYKSoMODg7o6OjAzMyMVveWPBfCxcVFqSUycBRmGx8fV8oZ0dPTg5eXF+7cuUPlReTn52Nqagqbm5u4cuUKOjs7qcoAR0dHhIaGat0iOzg4GDwej9YY6O3txdbWllZNw06Lt7c3jI2NUVJSojIPgcPhIDMz842dA8PrwxgD7wH6+vpU6dLc3BzKysrAYrEwPz+PJ0+e4O7duwodBtUhEAjUuoa3t7dRV1cHFxcX2i5v8pdmd3c3ent7ERcXp7NuP/kvHYXj8XFVBAYGIjAwENPT0yguLoajoyNu3rxJ7XM8Z0CekCZX+6PDwsKCSkyjw8nJCVlZWdja2kJhYSEePnyItrY2jS8DeU8BVVhZWSE7Oxt9fX1ITk7GL37xC/zmb/6m2jGPfy/yeK78c3l4eCgYAysrK3j+/LlCeIjFYlEGXF5enlJ8Xt6/4CzyB8bHx5X6DgQGBoLL5SoYA3Nzc7C0tKT+43A4Cg2n5LS3tyM0NBQeHh7g8XhIS0ujPS4hBEKhED/+8Y/BZrM1eq1KSkpQVFSkpIRICMH+/j52dnaws7ODqakp7Ozs4M/+7M9w/fp1mJubK6kKyv82MjKitPwFAgE6OjoQFBQEHo+n8H0bGhrC19cXSUlJaq/5zs5OhIWFwdPTE/39/bh69aqCEbq8vIzKykrIZDLo6ekhNDRU7f1/8rzlVFZWwsXF5VTNrHSV/nZxcUF0dDTy8vLw4MEDBUOms7MTly9ffueS2QzqYYyB9wx5l8AXL14gPT0dXC4X/f39uHXrltZyoHQ3skgkQlVVFYyNjZGZmUmbnHacsLAwXL16lZLsTUhI0MrFKJ9lq4uP0+Hp6QlPT09q5m5hYYHbt29TnoHl5WU0NDTg7t27asc1MzODQCDQeLylpSWw2Wz88pe/xPLyMqqrq3Hnzh2Vn1FfX19l9QVw5AKvrKyEkZERysvLcfnyZZSWlsLAwEDpxXQc8l8d4aqrqxEfH6/wu/j5+WF0dBRubm5oaGhQ6IB4HHd3d5w/fx7/7b/9N5ibmyv9tn/0R3+E+vr6U8vJ7u/v40tf+hKqqqqU1unp6VEvLUIIWltbFc7T0tISOzs7Cgbl2toadnd3qdixTCZTaBl8HHkdvL6+PjgcjpJw1HEmJiZw/vx5XL58GVVVVQoGBovFgpmZGczMzHDu3DkAR+JR//7v/46lpSXcvn1b5W90cHCAtbU1LCwsgMfjoaOjA5WVlbS6BpoQCoVYWlqijJpr166ho6NDIW/CyclJoS9DT08PJdRkY2OD8PBwpcoLS0tLbG9vw8rKCmKxGIWFhbh9+7bGniRnia2tLdLS0vDkyROqn8Hy8jJ2dnbOPPTI8AZ4KwWMHzi61sl2dHSQlpYWqtb34OCA1NbWktLSUlJdXa1WvvNkfbBMJiO1tbWEy+WSg4MDrfc7zt7eHikqKlKqyT++j0gkouRm1aHuOMfZ2toiJSUlpLi4mPzP//k/tZaF1XQMiURCOBwO6e/vJ4T8SvdgZ2eHlJSUkKqqKpU15XT6DXTf7/HjHxwckMrKSsLhcMjU1JTCvh0dHWRtbY2MjIyorHvPy8sjn376qdI5lZeXK9SId3Z2kq6uLlq53fz8/NfSH3jy5An5+c9/TjgcDuFyuWRra4tat7GxQWklVFRUKEnWSiQSUlpaSv0tk8nIZ599pnDuc3NzpKurS+m4XV1dCvfNs2fPyNLSEu05SqVSBU0BHo+n9j6RSqUkNzeXEHJ07WojUyyTyUhRURGZm5sj1dXVGreno6CgQElPoaioSGutgLW1NcLn80lpaSkpKyujZLlFIhGpqKggq6ur5LPPPiOHh4enOj852t6ndBweHpJPP/2U7O3tnYnuBaMz8HZgPAPvGRUVFXB3d0dAQADVIMXIyIhy9QmFQjQ3N+Pw8BBmZmaIjIxUmf3f3d2NV69eITY29rVaC5uZmeHevXt49eoVCgsLERISoqAcJm8AlJycfGYtSK2srJCUlIRf/OIXqK+vR0JCAubn50/dpAj4ldciNTVVaZZsYWFBlVyWlpbCzMwMd+7cURu37erqwqtXr3D79m2V36+RkRGVLT44OAgulwsrKytERUXB2dkZ4+PjWF1dRUZGBoAj/Yj+/n7Ku/Htb38bf/mXf4ne3l6EhoZSs2dnZ2csLy/D2dkZbW1tMDY2RkhICGQymcL3NDg4iODgYJibm58qf0CeJ9DT04PU1FTIZDI0NTVRuSmBgYHY3NzE/Pw8TE1NlTLV2Wy2wsxfnpty3Avg6uqqpCC4t7eHpaUlhWU3btxQ2fP+ZAJbXFwcKisrVYYfjusVGBgYwNXVVUkV8SSNjY3UvbS1taVQmqgNw8PD8Pf3V5rVR0ZGorW1VasGWXZ2dtTnlMlkGBgYQF9fH1gsFr761a/ihz/8IW3J8dvE0NAQycnJsLCwQGtr6zs7DwbdYIyB9wS5RnhsbKxa156JiQlVjbC3t4f6+nqIxWJYWFggMjIShBBMTExgcHAQoaGhWj+s/n/23ju6rfw8838A9l7F3ptYxC6JFJsokmLvlDSadZzYjpP4xBuXOGvvSWL/zsaJ4zhZexPHJdn12I7LSGIBQRIE2HvvTRR7772AAAEC9/cHfa8BopKqM4PPOTozRLno9/t+3/I8hBrdw2Tz18DAAEpKSrCzs4Pi4mIEBwe/chGR1dVVtLW14TOf+QwcHByQlpaGgYEB9Pf3w8rKSqqvQNVrIX6nQ2Bubq6yN4AMCg4PDxUGBZOTkxgbG0N4eDhu3ryp9msKDAxEYGAg9vf3UVlZCT6fj4cPH6KiooISEzIxMUFISAglZEOj0ZCSkoKVlRWq7BAfHw8/Pz90dHRgdnYWJiYmlBPfrVu3wGQyqWBgdnaW+mwu2z8g2SdgYGAAHo8HAwMDaoxsamoK5eXl6Orqwvj4OL7+9a/LPc6dO3fQ0dEBa2tr2Nrayh1tu1hO4HA4Mt365LTAycmJVDC3tLQEMzMzKfEfHR0daGlpgc/ny6T/5+bmYGNjIzW9c/PmTcrVUB5isRgHBwdU0BcQEIC2tja5DZTyODs7w+TkpNw+HRsbG7S3tysslSiCTqcjJCQEN27cAIvFQmJiIk5PT9He3o6oqKi3EhCcnp6ipqYGhoaGqKysxLVr16jGWkUS0BreEd5mWuKTgqo018HBAfGb3/xGJq15mVTdwcEBUVpaSgAgqqqqLv0cVbkJSiISiQg2m00AIMrKyi6VkqyqqlIp6dvf30/U1dVRf190wtva2iLKy8uJiooKqZQ1ieRrWVtbI54+farQcU3V6z44OCCYTCZRW1tLfPDBB0RRURExPDys9D7qfG5zc3PEs2fPiLi4OLkpckXH4vP5RFVVFcFkMok7d+4QY2NjMvdpbW0lNjc3iefPn8s4NZaUlCiUl5bk5OSEKCkpof4+OjqSkXgWi8VEa2sr8eUvf5mwtrYmOBwOwWazpf61trYSKysrxNOnT6WOdxHS8Y8gCKKjo0NGvpdEIBDIlB2ePn2q1m0J4vy7q+j2q6urMvLZJDU1NXJlhysqKoitrS2595GEyWQqLVvs7OxcSqqcZHJykigqKiJ4PB4lcbyxsUEwGAy13BMVcdkygUgkImprawkWi0WdDySPMTc3R5SWlko5I6qLpkzwZtBkBt4yCwsLGBgYwPvvv/9Skfzm5iZEIhEqKipgbGwMJpOJ+/fvv1TToTz6+vqwuLiI+/fvg8PhID4+HtXV1ZSSoapxKENDQ/B4PLnjdgRBgMPhwMXFRSqdbWNjQynLAedKc5mZmRCLxWhtbcXBwQHc3Nyo3TH5WpqamgDgpbzSTU1NkZmZiWfPnuFzn/scmpqa1FJ7U4RYLAabzaa84slRNwaDgaysLJXGTmTZoaysDJaWllhYWMDCwgJoNBrMzMwQGhqKqKgolJWVAYBMxiY7O1st/QFST4BE0uGRIAhK0jYqKgrJycn4whe+gNPTU5ndH9m5/9577+EXv/gFlQExNDREYGAgNRpK6hbs7+/j8PBQZlSSREdHBwRBUPP+9fX1cuWOydtqaWlRGQ3gvDygSLDL3t4efX19MtmEs7Mz8Hg8ubLD6enpePr0KfLy8hSWyGZnZ+Ho6KhUH4Q0HSKbMVUhEolQWVkJR0dHamzQ3Nwch4eHsLGxQW5uLtbW1lBaWgonJ6dLZbAuS1dXF9bW1pCQkKBw8ohsEF5cXKQyV6/zOWm4PJpg4C0yMDCAw8NDpUpp6lBfXw9jY2Pk5+eDw+EgKioKIpEINTU10NLSkhHDuYhIJFJ5AlpaWkJPT49M6UFPTw+ZmZk4ODhAWVkZbG1tFc7qA+eLytHRkUwwwOfzwWAwcP/+fZlpgZCQENTX11M2tCR0Op3SCiAFnHR1dbG5uYlnz54hLi5OoT20JISS9Ozs7Cz6+/uRmZkJDoeDgIAAMJlM2NnZKVywFDEzM0ONHkq+fh8fH7i4uIDBYCAyMlKpVwOXy0VZWRkyMjJgZWWFGzduUGn3/f19dHR0gM/n46tf/SpycnJkxuuA8yBpa2sL//2//3e5j/HDH/4QL168oJQs9fX1qS5+8sQfGRlJfc40Gg2+vr4oLS2Fr6+v1KJoamoKKysrtLe34+DggOqS53K5GB0dxd7eHvW8tra2KJlbZdy9exdNTU0ICgoCjUZT6uyZmJiIqqoqZGZmYm5uDteuXVMq7pWamkopcpKQkx7yoNFoePDgAZ49eyY3oCcIAv39/WrpGMTHx6OxsVFlXwf5nUxLS5P6Hjk5OWF5eZn63Ozt7aleH2VaHhdR53wAnKtdTkxMICIiQm1VQXJ0eXl5GUwmE/b29koVKDW8OTTBwFuirq4ONjY2asl4KoLH46GsrAxxcXHUuBR5MtLS0kJqaiqOjo5QVlYGR0dHheM9JycnCoVxuFwuampq4ODgoFRxzczMjNqNMBgMeHt7y91BS+4wSVZWVtDe3o6HDx/K3Rlra2sr9LUnIQWcmpub8Yd/+IcoKyvD0dGRymDAxMQEx8fHMrs+kUgENpsNOzs76kROEASsrKykdl0uLi5SPvDyIHdxDg4OUuIvkkGIvr4+Hj58iNbWVszNzck1tJqfn8fAwADee+890Ol0REZGSkkCm5ub4969eyAIAt/73vcAQK4qHJ/Ph4ODg9z+gampKURERMDFxYU6Lo/Hw+TkJL74xS/iRz/6kcLgNSMjAxUVFTJ1cdJ7QFKa2MjISGYBqaioQEpKCrq7u2VUJ2k0GnR0dKjF5OjoCA0NDSoXWR0dHejo6IDL5aKnp0dllkhbWxsODg6Yn5+Hm5sbTk9PIRaLlc7Ia2trIzMzE0wmU+a9qa6ulgliFWFmZibXA4FELBaDw+Hg2rVrcl+3nZ0d5XchCdnrMz8/DyaTCQ8PDyqLJo+LPRkXIQXL/Pz85PZAqAM5Qr26uorS0lLY2toqVAbV8GbQBANvGLFYjJKSEty5c+elOuPJJkFSGlYRJiYmyM3NpZQFg4KCZBaAo6Mjmd0SQRCor6+HQCBAVlaW2jKm9vb2yMvLw+TkJBgMBkJDQ6WUDE1MTCi3NuC87HB4eKhwhl5deDweKioqEB4eTqnzvXjxAuXl5dDT08Pdu3flpnEtLS2xu7srFQxMTU1heHgYaWlpCk+K5K5rYWFBafAzOTmJ0dFRpKWlySwo8nZgMTExWFlZwbNnz6gJA+B8QT09PZU6+SrSPmhoaEBCQgIODw/R09MjFQT29vYiPDwczs7OYDAYUv4FpO9AXl4exsfHMTExgevXr8PAwADW1tb48MMPcXR0JFWy2draojI5Ojo68PX1xejoKPVeDA4OUqUDUrhJXrq8tbUVvr6+oNPpCgNkgUCAxcVFtLa24l//9V9haGioUhCLIAicnZ3B2NgYIyMjODs7U1mKIZsJ3dzcUFdXpzArIImpqSnCw8PR0NBATf6sra1RqofqkpiYiPr6ehm/goWFBXR3d1Nd+vJQpYVBpuqnp6dRWloKHx8fuUqKXC5XbvZkf38fDQ0NcHR0vHIQcBEHBwfk5uZS8tXXrl17a82Pn3Q0wcAbhMvlorS0FLm5uWpL1MqDLAtc5gdJ7qiGhoYoQRKyXnt8fCz14x8aGsLs7CwSEhLUMj2SB+kJ0N/fj/7+fsTFxcHa2prKDBAEATabDTc3N7UmHsj7yTtJjY6OYmZmBvn5+dDS0sLU1BQAwNfXF76+vpSk7enpKby9vaW8ECwtLbG6ugpXV1ecnZ2hsrISzs7Oasu3urq6wtXVFVNTUygtLaU08U9PT8HhcODq6qowoyIWi+UGWWQduLy8nPKO8PLykuvhYGZmRonNAOc1+rOzM1haWsLS0hIjIyNSC/Dy8jJVq73YPyDZJ+Dn5wcmk0k9ZmdnJ/WePHnyBA8ePIC2tjYGBwcRHx9PPR8/Pz9qodHR0cHs7Cz1+iMjI9HZ2Sl1e+B8/NHQ0JAy8pqbm4O7u7vMa9XV1aUC2e985ztYX19XqodPMjc3h6985Svg8/kyLoskWlpacHBwgKurK4yNjREdHY3a2lpoaWmpbdzl7OyM/f199Pf3IywsDG1tbWp7UpAYGRmBz+dTHgxkH425uflLB8wkpNHW5OQkmEwm/Pz8pMScLv7OJCcEcnNzX8tCbWdnh9zcXGxublL9MDExMZqg4A2iCQbeECsrKxgaGsL777+vtub4RXg8HphMJuLj49WqhcsjODgYQUFBaGpqwvHxMZKTk3F8fAxnZ2esra2ho6MDQUFBryzyDwsLQ2hoKFpbWyld/Z2dHTx58gTJyclK672ShIeHo6enR2ohOTs7A4vFgpeXl9LRRn19fWqnNTk5ifLycujq6iIuLg4WFhYYHR2lvATS09OvZK/q7e0Nb29vjI2N4f3338cXvvAF/O3f/q3SYymrzWppaeH27dvIy8vDL37xC4VWvJGRkairq6MWxdraWqlUdVpaGsrLy5GXl4euri6p+qykfwEAKd8B4HxxW1xcxPb2tlStOTc3F6WlpXjw4AHOzs5kjIMyMjLAYrFgYmIiVf82MjLCycmJ1G0XFhaws7NDfa5+fn5gs9lygwHgPIU9MjKCvLw8Kl2tTN1OLBajt7cX//Iv/wIWi6VQH//s7Ayrq6sYHBykylhpaWkoLi5GVVWVlA+C5P9raWnB2NgYxsbGMDIygp2dHQYGBvDzn/9cocaBKpKSklBbW4vAwEC0t7dTjpyvGjJgJ/1BAgMD4enpiePjY9jZ2UEsFqOhoYHye3gdbqYXsbGxQU5ODra3t8FkMmFhYQEHBwdNUPAG0AQDb4DFxUX80z/9E771rW/h5OREaQOTIqampjA2NoaHDx9eyjZVHjQaDfHx8Tg9PUV1dTUqKysRFxendBf7so8XGxsLkUiEH//4x/jSl76EiooKLC4uQl9fX60sycWFZHZ2FgMDA8jIyLjU4k2eAE9PT9Hc3Awul4v3338fXV1dL/3aDw4O8OLFC/z7v/87zMzMwOFwEBwcrHBhU5QZIGvD5ubm6OrqgpeXF7hcLsrLyymHSzJVLNlPMT4+TqXaSbS1teHl5YWJiQmsra1RdfqzszPKSe+73/0udHV18ZWvfAUGBgZwcXGBk5MTwsLCwGAwQBCE1Hujr6+P27dvo6WlRea5Hx4eYmpqChMTEygsLER3d7fU9TQajeqY39/fx+DgoFQgp+ykTxAEysrKqLq/k5MTent7lQYDpLgQuWjv7+/LXVi1tbWp7Blwnq0g3TaVZR+EQiG4XC64XC6Oj4+xuLiIk5MTfO5zn6McSa+ykKWnp+ODDz7AZz/72Uvf97KQ/iAjIyNgMpk4Pj7Gzs4Ourq6cO/evUt7k7wKrK2tkZubi93dXXz2s5/Fl7/85Zf219CgHE0w8AZwcXHBj370I9jY2EjtPIDzWmNwcLDSBbGurg6mpqYvPXVwEV1dXRgZGaG3txfR0dGv9Ud/cnKCqqoq3L17F1/72tdw584dCAQC9Pf3y3gJ6OnpwcvLC05OTnK7s6uqqmBlZfVSTmx6enqIiIhARUUFvvnNb2J+fh6Hh4eIjo5WePJWJnJUW1sLGo2G/Px8LC8v4/DwEAEBARgcHERpaancoEDeGNlFt8O5uTlsbW3h+vXrcHZ2xtnZGVpbW3F0dARnZ2eEhITA1NQU+/v7eP78ucx7wufzIRaL4evri//3//4fOBwOgPOsgIeHBxITE3F0dAQ9PT2kpqbi5OQEi4uLaGpqwtnZGfLz8/HjH/+YUsOUpLy8HCwWCz/5yU+oy0xMTODt7Y2MjAykpaWBxWIBAOLi4mBmZoawsDD09/dTRj+PHz+WOa6hoSG4XK7Mb6K6ulrGvyE8PFyhEuDs7KyUuFB8fDzKy8tVCmSdnJxgbm4O2dnZlBKiokycjo4OzM3NpQKMmZkZcLlcNDQ0SFk4q8vu7i6+9rWv4ebNm2AwGEhJSbmyr8RlCAwMhEgkQlhYGH7wgx/gi1/8osr+itfJyckJ6uvr8ed//udUkKbh9aEJBt4gpqamiImJkbqMlDWV3PWam5sjODgYJycnePr06WsxHBkdHcXk5CTi4+PxD//wD0hMTMTk5CSKi4sRFxeHa9euvbLHam1txeHhIbKzs6GlpUWlQR89eiT3JMvn8zE9PY3nz59LpWS///3vY3Z2Fn/wB3/w0mlTSX0HDoeDtLQ07OzsULu5e/fuyTT8aWlpUbVcEnLxTkhIoJ6TpaUl5ufnAZyPRYaEhMgNCiTLBDweD2w2G97e3lK7cGtrawwPD1O1e21tbSqlvri4iPLycgDAF77wBfzpn/4ptdiT6Ovr4/r162AwGODxeDKOep2dnYiIiMDw8DDEYjEMDQ2pXovJyUn09vZiZWVF7u746OgIaWlpuHnzpsw4aF9fH1JTUxEUFASRSETpQfj4+GBjYwNFRUV4+PCh3AArIiICHR0dUiWG0dFR2NnZyTyOs7OzjJQxcB5o9fX1SdXZ6XQ6rKyssL29rdTsisViUZ9BTEwMSkpK1M4atbe3486dO1Rzo7JAQhHkKGNgYCD8/f1RXV0NY2NjxMbGXuo4l2F0dBTT09OUHXJ8fDzKysoQHByslsLiq6a/vx+rq6vIy8vD3NzcG3/8TyRvVOLoE8plFbR2dnYIBoNBACAqKysvpfCnSjlsfX2dKC4uJl68eEFdVl1dTZydnREEca7o1tTUpJayoKrHWlxcJAoLC4nV1VWZ+62srFAGN+ry4Ycfyj3eZZ/XwMAA0djYSP1dWVkpdf3p6SlRVVVFMBgMqcfq6+sjNjc3CYI4NzYqLi4mRkdHZY4vFosVKhsODAwQDAaDmJ2dJXZ2doju7m6is7OTKC8vlzGwUXUsgjhXfiOVJ+vr6xXerrKyktjZ2SGYTCZ1mVAopAx6dnd3pdT3eDwepRhYXV1NHB8fSx2vt7eXmJ6eJgji3MjoorrexfeUpKuriwBAFBYWElwuV+HzlVSd3N3dlVGhlGRhYUFG2a68vFzmORPE782GFNHe3i6jfjgxMaFSdZIgztUqL77uoqIilfeTpLm5mVhZWZH5Dq+vrxNFRUUKlRlJWlpaiKOjI7Uf78WLFwSDwSAmJyepyyQfu6enR8YUS12uYnZ0cnJCFBYWSj0fjQLhm+FqnWwaXiva2toQCARgs9m4d+8eGhoaUF5ejr29vSsfk8/no6ysDNPT08jPz5fqTJfcndFoNMTFxSE5ORlVVVVoaWlRy7dAEqFQiPLycqyuruLBgweUBoIkDg4O4PF42N3dVeuYPT09iIyMxIMHDzA6Oornz59f6jmR1NXVUY1zJNeuXcPm5ib1t66uLpKTk5GTk4OlpSUwmUwMDw/D0tISOzs7qK+vR0dHB3Jzc2VmuoHz91BRSSEkJAS5ubk4ODjAP/3TP+GP/uiPYG9vj8zMTLkpWWX15rm5OZSUlCApKQkcDgdmZmZobm6Wud3s7Czc3d1haWmJwMBASplRcgbewsJC6vtVXl5OjTbeu3cPjY2N1HU8Hg+rq6vUjrGgoAAlJSVKvydnZ2fgcDg4Pj4Gm81GdnY2urq6wGKx0NbWBrFYLHMfgiCo/gnSVEgeLi4uWFxcpP6enp6Gvb293NIbjUaDvb09VldXZa7b3t4Gl8uV8Sfw8fHB5OSkyt9BVVWVTFng1q1bMn0Titjd3aU0IC5ia2uLgoICqtteIBDIPYaTkxNWVlZUPtbMzAxKS0shFouRm5sLb29vube7efMmoqOjUVRUJDUS/DoYHBxETU0N8vLyFD4fDa8PTTDwjnFycgIWi0WlN/X19ZGSkoLMzEyMjo6ivLwcs7Ozcu8r72RFEAQaGhpQW1uLtLQ0REdHq/U89PT0kJWVBR8fH5SUlGBiYkKt+/X396OyshLJyckqVcnIcoEqBAIBVldXKb2C+/fv4+TkBO3t7Wo9J+A8bVxUVITr16/LCK4EBgZiZGRE5j40Gg23b99GTk4OjI2N8etf/xp+fn4IDg5GcnLyladCxGIxNjY2cO/ePXzxi1/E4OAgOjo61A66SEnjra0tPHjwgFr0wsLC4OzsDCaTKXUsUi8AOBdnMjMzQ319PQwMDKRKIWRA0NbWhsjISCo4If9LNipKOv6R12dlZYHBYAA4DzwlNR06OzvBYrFw9+5dJCQkgEajQVdXF/fu3UNGRgb8/PzA4XBQUVFBBXnkZ1JRUYGsrCyVTXihoaEYGBiASCTC4OCg0nHViIgImQWaIAjU1dUplDZOSEhAQ0ODwmN2d3fj5s2bMs/TxcUF6+vrChdvSZQpHZLcunULqampqKqqkhtkODg4KA0GFhYWUFpaCi6Xi9zcXPj5+al8Xqampnj48CGmpqaoQPJVwufzUVxcDAMDA6qUqOHNowkG3iFOT09RWloq14KU7MjPysqiJGn7+vpk7i/ZWT82NgYGg4GgoCBkZmbKjIBJomghInckQqEQJSUlCnfy29vbKCoqgrm5OXJyctSyMqbRaIiJiUFra6vS28nbGd68eRM2NjaoqKhQuYhyuVw8efIEaWlpcHJykrleT09P5claV1cXoaGh+M1vfoO2tjZUVVVBKBQqvY88Xrx4AQaDgTt37iA1NRWenp7Izs6Gp6cnysvLUVVVhdPTU4X3X1xcRHFxMWJiYuTKuLq7uyM+Ph4ffvghdRxCQumQy+VifX0dn/70p8Hn88HhcMBms9HX14fg4GAUFxdDJBLJSCKTUrkjIyPw9/eXyWKYmJggIiICdXV1GB4eRlBQEGZmZlBSUgJnZ2fk5ORIBR6Sn5mlpSXS09ORmZkJPT09VFRUYGhoCN/+9rfh5uam1rSJq6srFhcXlXoPSOLi4oKFhQXq75qaGty/f19h0GFhYQE+ny+jjAicv6dbW1sKp0ZSU1Nlejku0tLSovZcva6uLrKysmBnZ4fi4mKsr69LXSfve7mysoLS0lLs7OwgNzcXQUFBKh/nInFxcbh+/TqePXuGg4ODS99fHsPDw6iqqkJOTo5cHQ0Nbw5NA+E7glAopARgyB2nohMDaYW7vLyMsrIyGBsb4+7du5S4zMbGBlpbWxEQEKBW45M6J6AbN24gICAAjY2N4PF4VHpZLBajuroaenp6KCgouPQYlYODA8bGxrC7u0uJIEmyuLgIOzs7uTPOXl5esLCwwNOnT1FQUCA32FlZWUFnZyceP3585Z38/Pw8JiYmkJGRQe2KeTweqqurIRaLkZCQoHLB4nK54HA4uH79ulTHP/l+2djYIDs7G3w+Hw0NDTg9PUVUVBTVyEn8borCzMxMpfiMmZkZHj16RDWDamlpYWBgAMvLyzA0NERiYiJ+8Ytf4N69e9SivrW1hba2NvzJn/wJ2Gy2zOJlY2OD8fFxbG1tIS8vD6enp1Q5hHwNdnZ22NvbwwcffIDY2Fi4u7vL/f7p6enJBK4kbm5uWFlZwd7eHoqKivAHf/AHaqenKyoq0NHRgX/5l3+BmZkZAgICFE7IhIWFUXr98/PzMDMzk/v9kyQ5ORkVFRUyUz1sNlvp70xXVxf29vZYWFiQa5GsrDygDHIUsrW1Ff39/UhJSZHZVW9ubqK9vZ1S+ntZ7Ozs8PDhQ2qiR9lYpzJOT0/BYrHg5+f3yu3PNVwNTTDwDiASifDs2TOF2vyKIPW9j46OwOFwMDo6iqmpKXzmM59Bfn7+KxfqoNFouHfvHng8HiorK/HNb34T3/rWt3D//v2XGktMSkpCYWGhXN347u5upSpuVlZWyM/PR1FREdLS0qSmDEZGRrC5uflSI4gzMzOYm5uT6aY3MDBARkYGzs7O0NDQgJOTE8TExMgVUWppacHR0RFyc3NVpkD19fWRmpoKgiDQ0dGB9vZ2lJSU4OjoCMnJyWorQmpra+O9996jRjC/+c1vSgkHkaY2ZOnF0tIS29vbGB8fB51Ol1KkE4vF2N7eRnFxMUJDQ2Fvbw+CIKh/AKj/39/fxw9+8AMkJCRgdXUVtra2Mj0jpqamODw8lAoGVlZW0N/fDzqdjpiYGAwNDWFnZwd1dXVqLRYEQeDw8BCZmZlITU3F3t4eRkZGcHR0JHUbe3t7+Pr6Ql9fH15eXnjx4gVGR0fVUgrU1taGnZ0dlpeXqQxTf38/QkJCVAaat27dQnFxsdxgoLa29qXUBWNiYnBycoLy8nJ4eHgAOA8wmpubKRGfV3kuoNFoSE1NxczMDIqKipCZmXkprQ9yciErK0tptlLDm0UTDLxlxGIxtbOVt/uVTPEqwsTEBF5eXhgfH4epqSn4fP6ln8dlmgT5fD4EAgHCwsJAo9Gwubn5UsGAZLlAcvSytbVVrXEqXV1dPH78GOXl5VQ/QFNTE0xNTRXWgC9ibW2Nra0tqZFKUqhHso5rbm6Ovb09WFhYADhfIO7fvw+CICiVRdK4aGlpCd3d3YiOjr70eBmNRkNUVBTa2towODiIvLw8TE1NqW37enh4CDabjX/9139FSEgIurq6YGlpSWUw3Nzc0NXVBTc3NxAEgcLCQhQUFEBfXx8sFksqGKDT6ZiamsIvf/lLGflhSc7OzlBYWIitrS1MT08jIiICAwMDGBgYAEEQuH79Ory8vGBiYoKjoyNYWlpSmgmOjo7IzMykvuv7+/uwtLREZGQkOjo6lDphAr9P8x8fH1OqhBf7YwiCwPr6Ojo6OqgSSlpaGkpKStDf3w8fHx+VgmCRkZEoLi6Gk5MTeDwelpeXFaoaXiQmJgYtLS1S3+nLlAeUQUoFd3V1Uc6LVwkCLnMe8PT0hKurK6UCKq+ZVhKhUIiKigr4+Pi8cs0UDS+PJhh4ixAEgWfPnslYzZIYGhoqdRQEzoOJyspKODk54Qtf+AIGBwcREBCAkpIS+Pj4KHUnI1H3hCESiVBdXQ1dXV0UFBTAxMQEKSkplN+B5Kz9ZblYLuByuTg8PFRbX4FGoyEpKQkffPAB/uIv/gJ9fX1q2bWSkNKv5Gz78+fPpWRySUJCQtDZ2UmZ0Ug+PnmS7+joQGpqKv7rv/4Ln/70p5U+rqKTr1AoBJPJxK1bt/C9730PKSkplBWttbW1UnGkvr4+bGxs4NGjR6iuroa/vz/VpGdtbY2IiAgYGBhQCyKTyURqaqqM3TF5/IWFBRAEAVdXV+jo6CiUAC4pKUFeXh709fXR1dUFGo0m5ej44sULsFgsjIyMoLu7G5///OcRExMjE0iOjY1RBjrOzs4YGxuT8l+4yPb2tpT4T29vr9xmPnKSgMxU1NfX49mzZ1TQcFEQDDgPhNzc3ODu7k7tYslmRVKYSF1sbW3R399PuQJetTwgj42NDXR2dsLS0hIsFgtnZ2cYGxuTa56ljMPDw0v5kWhrayMnJwejo6NgMpnIzMyUm/0aHx/H+Pg4MjMz34issYbLowkG3hLkbiw9PV3hYk+a0Ci6fmlpCZ2dnUhLS4OxsTFEIhFOTk5gYWGBgoICTE5OoqioCLGxsSoXVVU7gt7eXiwtLSE5OVnm+ZB+B6TLYXJy8pU6giXLBdXV1XJPtCKRCIuLi5iZmZExnDEwMEBAQAC+9a1v4fT0FGw2m7pOT08PgYGBCsWU9PX1qcVxeHgYx8fHcrMSBgYGSjMvHR0d2N7eRllZGTw9PdWyjL3I8vIyOjo6kJOTA11dXbx48QLA761ot7a2wGQyYWJigvj4eOq9FggEKC8vR1BQENVNTxAElcLOyMjA/Pw8CgsLKa+G6upq3Lp1SyqII0WSQkNDIRAI0NPTQ6XRHRwc0NPTI/OcSXVJMqCQpyLo6+sLd3d3HBwcwN3dHYmJiXIbTWdmZqQ++5SUFEqkSB6NjY1SpSDSEElZNqG7uxt2dna4d+8eWCwWMjMzKSdGSc7OzqQUGYHz9zQ9PR3/5//8HwwNDcHW1hY2NjZqLXLJyckoKytDXl7eS5cHgPNzQH9/P2xtbZGdnQ0ajYaqqiqkp6dT00cZGRlq98tIOlJehhs3bsDT0xMMBgPh4eFUM+XZ2RkqKirg4eHxWqTONbw6NMHAW6K0tBRJSUlK0+tkMHBx50COQRkYGEidTLS0tKQWdR8fH3h7e6O1tRVdXV1ISUmRe/JVlhkgG/DCw8OVpqhpNBoSExNxcnKCiooK2NnZqRwtlHeMmJgYfPDBB3Bzc0NnZycODw+lbqOlpQVXV1fExcXJPfmWlpbi61//Otra2qQmEPh8PkZGRtDb20tdpqOjg8DAQKlAaWBgAEKhEFFRUZd67gsLC+jt7UVkZCTu3LmDqqoqSvOdnOl2cnJSmebv6OiAUChUukhcu3YNubm5ODw8RGVlJbS1tfH8+XOcnJwgOztbaR3Wzc0Nrq6uqKmpQUZGBjo7O2WstB0dHalggMlkyqR0AwMDMTQ0RFkT9/b2wsXFRep9jI6ORkNDg1SvhUgkknJJLCwsxOPHj6W+fxsbGzKLETni2dXVJfOdIs2XJI9hZ2eHzs5OhSU2cnxR0r5X0W21tbXh4eFB1eKB86Dr5z//OeVYubGxgcnJSZXTJZaWlrCzs4OzszN+9rOfIS0t7crlgZmZGYyOjlKTGvK4ceMG3N3dUVxcjOjoaLUyEJubm9TnelkMDAzw4MEDdHV1YXJyEi9evACXy72y+ZeGN4smGHgLlJeXIzo6WmX3spmZmUwn9e7uLmpqapCQkKCWZDCZvhYIBFQ3emxsrMqTEJ/PR1VVFWxsbC7VgGdoaIicnBwsLy+jpKTk0nKmDg4O6OzshJOTE8LDwy+VspyenoaXlxeMjIxwdnaG09NTKvjR19eXSW2fnp5idHQU/f39AICsrCx8+9vfxvvvv6+yV4O8nsfjgcPhKLU99vT0hKenJ5aXl1FaWirXs/3s7AxMJhNhYWEyI2qKsjakvDWbzcZf/dVfUelyVdBoNOjr6+Mb3/gGJW5FXn7t2jUEBQWBRqOhsbERd+7ckTmmh4cHmEwmgoODMTs7i9PTU5kg5+KIG5kJy8/Pp5pkk5OTUVlZKeXu19XVRYkdSeLq6ornz5/j6OiIMmni8XjY3NyUG3SSPSgXszuLi4tYW1uT6iW5c+cOOjo61A4A2Ww2PvWpT6GyshKWlpawtrZWWS8Xi8XY3d3FxsYGFhYW0N3djT/+4z9W6/EkGR8fx+TkJDw9PeUGAWdnZ1JZOSMjIzx8+BDNzc2YmZlR2YNzfHz8UvbqZ2dn4PP5mJ2dxde+9jUIhUKN4+BHBE0w8IZhs9kICwtTKxVHNlqRdHR04Pj4GI8ePbr0D4ycTd7c3ERJSQlu3LghNdcr2RXe0tKCw8NDpKenX7nbl5x0GBgYQElJCRITE9Ve2P/jP/4DRUVFlwoEgPMuZXIXe//+fVRXVyu1kdXT06PS6VwuF7/97W9hamoKHo8nZcxDEAQsLCxw48YNGBsbw8PDA7Ozs1haWgKXy0VWVpZaUyDke0KqyJmZmUFHRwdzc3Po7e1Fdna2WvoMACjHSWNjY+Tl5aG+vh7Nzc2IiopSWRKqra2Fq6srsrOz4eXlJTUBsbm5iebmZrS1teGnP/0pfvvb32JsbAz6+vpwcXGBo6MjdHV1cf36dXR1dWFjY0Nh3dzJyQlLS0twdnZGaWkp0tLSpLQGrKys4Onpie7ubty+fRs8Hg/6+voKv9spKSkoKSmhShYcDkdu4ACcN4Tu7OxIBXW7u7sYGBiQWUStrKzUVsIcHx+Hp6cndHR0kJCQgPr6epVCQcB574G1tTWsra3x/Plz/PSnP1Xr8UiGhoYwPz8PX19fpdMVq6urcjMAcXFxWFlZwdOnT5GZmal0wb9K0+HQ0BBWVlagpaWF6OhoCIVCrKysyM0saXg30QQDb5Da2lr4+/vLpGUVoaWlRfUBVFRUICIiQu5o0mUgd/qjo6MoLi7GvXv3qB//5OQkRkZGEBsbe6W6oTxCQ0MRHByM+vp6CIVCSp9AGTQaDdHR0TLTBcqYm5ujxuSA8xKAnp4eDg8P1Zp04HA4ePDgAdhsNjw8PGSU2ciFhMvl4vT0FJ/61KcwNzd3JUMnctxrf38f8fHxMDExwQ9+8AOFfRaSJ2eyRMTn85GSkgJdXV2MjY3By8sLzs7OKC8vR1hYmMLvGIvFwo0bN+Dq6gqBQIDm5mapxczGxgbBwcHg8/m4c+cOleY/OTnB0tISWlpaIBQKIRaLkZGRgcrKSnA4HNDpdDg4OMDV1ZXauQcHB4PFYmF0dBR37tyRG9z5+vqitbUVc3NzePHihdLpDzqdjps3b6KrqwtmZmbw8vJSGoSRQkn37t0Dn89HTU2N3PFV4DwguDhNcpGzszOMj49TtW8TExPweDycnZ2pPRLc2tqqtPnzIj09PVhdXUVQUJBaI5bLy8sKmwYdHR3x4MEDsFgseHp6qsxmqGJxcRHDw8Og0WgIDg5GSEgIdZ1AIICtrS1u3bpFTXpoeLfRBANvCPKkdJnFnCAIDAwMQCAQoKCg4JXKdJIiQg0NDfjud7+L999/H+Hh4S81k68IOp2OpKQkcLlc/PKXv8Tw8LBSj3jg99MFkmN8yhgaGpLZgSQkJKCsrEzlzqS/vx/BwcGg0+m4f/8+VU+XxNLSkkqxcjgc9Pb2orOzU2oc7jKIRCI0NDSgqKgIExMTcHFxQX19PUQiEYDzvoCQkBBoa2uDTqdDJBKhv78fKysruHfvntTCury8TJ1ss7KywGazIRKJpGxfCYIAg8FAVFQUNeYoT63u9PQUdXV1ePToETo7OymHP0NDQ1y/fp3KJpWVlaGtrQ0ODg5wc3ODSCTC6uoqhoaGKEtqgiCQlZWFH/3oR9R7dNEHw8DAAIaGhvjVr36F1dVVtTTpm5qasLCwgO9973tKyznm5uY4PDyEUChEcXGxTH+CJJGRkZT0sSIqKytl1A0TExNRV1en8vsMXE5ciMPhYHFxEenp6ZcS9jk6OlIa/GppaSE7O5uSek5PT7+UGNfh4SHa29splcqMjAyl339HR0ecnJygra1NbSl0DW8HTTDwBnjx4gW+973vwdnZGdPT05e6769+9Sv827/922upu52enoLL5cLe3h56enqXNiS6DARBoLu7G66urmqPUiUlJSntIidZXFyUkc8Ffp+aVdYhfXFWXFdXF/r6+gozCmdnZxAKhfD19cW1a9fw7NkzPHjw4FKB2vb2Nmpra5GdnQ1DQ0NMTEzAxsZGKmuyubmJuro6iEQi/PM//zNevHiB3NxcuQuD5MQAcD47X11djbOzM9BoNKpen5SUpLRPhSAIKg1Po9EQGRlJddpLMjAwAG9vb/j5+YHJZMLNzQ1aWlrUtAPJ1NQUGhoaIBQK5e4MxWIx+Hw+Tk5OYGZmhpWVFbW/52dnZxgYGJAZBSRfL/n/QqEQurq64HK5Sj8j8nEVBRdTU1NwdnaWaYQzNDTE2dkZBAKBymmCuro6tcSNgPOSiLGxMfr6+mBlZfXKG/ACAwPh7u5OTRvJMxMjEQqFaG9vB5fLhampKe7fv6/0vVxYWJAKRL29vcHlcjE4OCiVPdDwjvEqrA81KGdqaoqoqKggGhoaLnW/k5MToqGhgTg4OCBKSkqI7u5ulfdRxzZUKBQSHA6HqKysJAQCAVFXV0cIBAJiYmKCKCwsJPb29tR6fupalC4vLxOFhYWU/e9lrE3VsTpWZkkrFospK155FBcXy1gHk7bA8qiqqpKy3j05OSF+/etfEycnJ1K3U/QaBwYGiKqqKilL2JGREWJ2dlbu7U9PT4knT54Qv/3tbxXayCqyOK6rqyN+8IMfEL/97W8V2trW1dURfD6fIAiCYDKZMp99eXm51OPu7OxIvbaOjg5ibW1N5rhcLpf6XMrLy5XaYQ8PDxPDw8NES0sL9R1RxOTkJNHX10eUl5cTIpFI6W0JgiAaGhqI73znOwSDwSDa29uVWvFubm4S7e3tMpefnZ0ptSLm8XgKLZtJWlpaiJWVFZXPl4R8jwUCAVFRUUHU1dWpZSOszO5aEY2NjdRvjHxcsVhM9PX1ERUVFQSHw7mULbIiy+OWlhYpa2J10VgYvxk0RkVviOvXr8PJyQn19fVq32d+fh7u7u4wNTVFXl4ebG1tUVJScunsAglBEGhsbERlZSViY2ORlpYGHR0diMVi0Gg0+Pj4oKCgAD09PaitrX3pTAHprrewsIAHDx5cqb5OWh0rsm9eWVlRmmmg0WhwdXWVMqUhGRkZgZ+fn0y9l06nw8bGRsoABjhP7Z+ensLQ0JC6zMDAAI8fP0ZZWRl2dnYUPg+CIMBisaCjo4Pk5GSp3eeNGzcUWjIzmUzk5+cjLS0NlZWVCo8vj5s3b+KrX/0qDAwM0Nraira2NiqFTxIaGor+/n40NzcjKChIRjQqIiICXV1d1GuQtD2+eL0k5eXlVLZFmTvl4eEhFhYWEBgYiOjoaLS1tSl8PWdnZxgeHkZYWBiioqJUulbOzs7CwMAA8fHxiI2NhZubG5hMpkJL4WvXrmF7e1vmclUWyuSuXZH+xMuIC+no6CAjIwOhoaEoLS3F4ODgpY+hirt378LNzQ2FhYUYHR0Fi8UCm82GnZ0dMjIyqCyFuhAKsisxMTGYnZ2Vax+t4e2jCQbeIF5eXnBzc1PLthc4FxSRdNlzcXFBfn4+Tk5OwGAwlC4+F+nu7gaTyURQUBCVniaR/PHSaDTcv38f4eHhKC4uvnLgMT09DQaDgZiYmEvP7F9E2WLS09Mj171PkrCwMAwMDEhdJhAIMD09rdDClRw3k6ShoYFSKJRES0sLjx49Qnt7O+bn5wFIjwMeHh7iyZMniI6OvlTTVlNTE6Kioih1PU9PTxmnSkVMT0+jsbERExMTCAgIQGpqKgIDA9Hf3w8Oh0P9m5+fR319PUxMTKQaMEmuXbuGra0tAOfNh+np6TJ1fzMzM+zv71OXkaOvZOlCX18fdDpdxvGPDJDI/gxSIVCRMZFkycLS0lJhgAicL8yDg4OIiIjA7du30d3dDXt7e+Tm5sLR0RFMJlPue2llZSX1u5qbm4ONjY3U70UeSUlJqKurk3udMmtkdbGwsEBeXh5MTExQUlKCpaWllzoeydraGjgcDkZGRnBycoK///u/R0hICNLT068UvIhEIqU9CCkpKejq6pL6vmh4N9AEA28YDw8PeHl5qbQ0Bc531vJqc0FBQcjNzaUUxpRZ3o6OjoLBYFCuZfJqxsSFmjNwfvJ58OABjo6OwGAw1PY7EAqFKCsrw9HRESVZ/LJIThdIsr6+rrZcsa+vL8bHx6m/L863y8PT0xMzMzMAzk9yPB5P4UgWjUZDVlYW5ubmMDo6StWux8fH0dTUhMePHyuVavb29sbU1BT19/T0NPT19aWmAnx9fXF0dCTlV7+zsyNjjtTe3o7t7W1kZ2dLHdfU1BSxsbFITU2l/gkEAvzt3/4tNjY2UFVVhaqqKnA4HLS0tGBjYwMEQcDS0hKNjY1wc3OT20cRFxeH5uZmAOejd1ZWVjJZIHkBnTzb4IiICLk799HRUXh5eUmNXjo7O2NxcVHu+ymZmdDS0oJYLKauc3R0RE5ODmxsbMBkMqUCRVK9EDj/XfT19anVwKejowNtbW2cnJxIXX7Z6QFVeHp6Ij8/H+vr62AwGFKjx+qwvLxM2VZXVlZibW0N9+/fR1paGjVi+eLFC4yNjV3p+anTF5Cbmws2m30lDxUNrw9NMPAWcHNzQ0BAwKXTvpLQaDTcvXsXKSkpqK2tRX19vdRudHZ2FgwGA7q6usjLy5PKMFxEUVoPOE8jZ2Vloba2VmanfBGyQzklJeVSvgDqIK9c0NnZicjISLXu7+vrS8n6krPiqhq+goKCMDw8DOD30yCqIMfY+vr6wOFwwOPxkJWVpXIx8PHxweTkJIDzMb6RkRG5Yjrx8fFob2+nAsCJiQnKVEgsFqO0tBR2dnbU+6Lscbe2trC9vU35WaSkpCAlJQWpqakIDQ3F6uoqqqursbS0hHv37lELSUtLC1ZXV6nvG51Op6yzp6ampPwISLS1tWFgYEApSk5OTlKCPRdxdnaWKuvw+XxMT0/LZFVCQkIwNDQkc38yoyJZ/rGwsJDJJJDqfZaWlmAymRgeHgadTqccGC+WRFRBThaQvErvgYvcunULOTk56OzsBIfDgUgkgkAgkNEFmZ+fB5vNpv7t7u4iOTkZaWlpSE9PR1hYGKVcSp4HEhMTwefzlZZsFLGxsaHSlItGo+Hhw4coLi6mpmc0vH000wRvCWdnZ9DpdJSXlysdZ1KFrq4uMjIysLe3h9LSUjx79gxcLhceHh7Iy8t7Jc9VW1sbmZmZWF5eRmFhIWJiYqS6j09OTsBms+Hv7//KHlMektMFW1tbsLa2vtSOKywsDN3d3VhaWlJ7hDIoKAiDg4M4OTmRqZseHx9jeXkZKysrMiN6f/M3f4PPfe5zePjwITgcDgiCgLW1Nby9vVWaOZWVlSmdoMjNzUVJSQnee+89yljm6OiI+i7Jy8ZcDPi4XC4aGxvx8OFDKl0vOQlgbGyM0NBQEASBJ0+eoKysDMnJyaDT6Tg6OsLc3BxGRkaogEAoFMLOzg7V1dWYmZmBq6urTC9GQkICysvLkZycjLGxMYXflbCwMJSWllJjuCwWS+GMvY6OjlQn//z8PHR1dWV0FiIiIlBTU4PU1FSZY5CywrOzsygtLYWpqSkYDAbs7e0v5capra0NQ0NDahLlMtMDV4EcheVyuSgvLwePx4OpqSmlKEn8zlwqNTVV5e/kotRzeHg4ZmZm5JaGXgXa2tqU9fhVRNQ0vHo0wcBbxNHREVpaWmAymWoJiiiCIAi8ePEC2traWFpaglgsfmlxInk4OTnh4cOHaG1tRX9/P2g0Grq7u7G1tYXc3NxXqoMgD8lywfb2ttL3jMvlYmtrC1tbW9jb26MWrdTUVDAYDCmFQVWkpqbi6dOnMqUdIyMjODs7IzY2VibLUFFRQZkj2dragiAI7OzsYHx8HAcHBwCk+wpsbW3h7OyMf/3Xf8V/+2//Tel7qaOjg/j4eNTU1AA416kfGRnB48eP5dZrPTw8MDc3R+nrk9LHjx8/BqB8rI7NZiMtLQ1isRjt7e2IiYmBiYkJgoKCEBQURN2upqYGP//5z3H37l0ZYx8SOp2Ozc1NfP/738c3vvENha8POE+HT09P4/DwEEFBQQpFfe7evYumpibcv38fp6en6O3tlbsAkwJeyvDw8IChoSGePXuGL3/5y1RfBfneGBsbw8bGBjY2NjA3N5e7gN27dw/l5eWwsrJ6peUBZRgZGeHu3bv40pe+hJCQEPzlX/7lpR93e3tbJsvm6ekJc3NzPHv2DAUFBSqFlS4rZWxgYID79+9LlXQ0vD00wcBbxs7ODnfu3KHsXyVPzKrY29tDW1sbCIJAREQEpSOfkpKCuro6aGlpIT4+/pWfkGJiYjA6OorAwEC1au+vEgcHB1RWVqKlpUXp7LWRkRGuXbsGDw8PWFhYgE6nQyAQ4OnTpzAwMFBLJIbkV7/6FUxMTOTuKuVBTmckJSXhyZMnePjwIbS0tCg52osQBIGNjQ2UlJTgq1/9Knx9fWWuJyE/SzLw+9u//VsUFRUpFVa6fv06paxI/E5zoKCgQCpwCA4OxvDwsJRJzejoKJycnKhMhiLJ3rm5OZiamiI4OBgDAwOIiIiAl5eXzO1EIhF++ctf4le/+hXCw8NlNAHI12pmZgYHBwfU1tbCzs5ObtmBRNJFUpXAFNnoKJmZIX4npUuWPWxtbREREYHq6mo4OztLfRZkgDk1NSUVYF58/kVFRYiPj1dbPfNlGRkZwdLSEv7rv/4LpaWlKn01LrKzs6NQf8LKygq5ubmUw6oyifDu7m6lTpHysLS0RGho6CtpstTwcmiCgXcAGxsb3L17F8XFxSgoKACNRsPOzo7ChWNgYAArKyswNzdXqCCWlJSE7e1tFBUVITIyUq4oz1Ugd6EeHh5gs9lwcXEBg8FAWlraG3Mm++M//mOYmpqqvTiTNDQ0IDs7G93d3djY2FCr+XB8fBwRERE4PDzE1NSUWgp5AwMD1AKWnZ1NWdYqgkajQSAQwN/fH5WVlUhISFDpCSEUClFZWQkXFxccHh5SqWEbGxsEBQVJ3V9yYWAwGMjIyJDxQHB2dpZyIjw4OMDCwoJUoOfi4oKFhQWprJNQKERfXx+1G5c3ZkgyOTmJ4OBg/Nu//RtiY2OlfApICILA0dERVldX8fnPfx4//elPpTIykgGElZUVHBwc4Ovri5/85CfIzMxU+r5FRkaitrYWcXFx6OzsBI/Hk5HSJQgCpaWlyMvLQ2lpqVQwYGRkBCMjI7lTF5IcHh6+tDWxOhAEgaqqKjg4OFDKiPfu3UNjY6PcqRdFdHR0yCgrSqKnp0eNz4aEhCjMOvL5fLmfqSqcnZ3B5XLR0dFx6WBCw6tDEwy8I1hZWSExMRFFRUV48OABZmdnpXZXx8fHaG5uhkgkQmhoqMLdkrGxMbhcLoyNjWFtbY2HDx+is7MTQ0NDSEtLu3Iqn7RM9fDwoHZfq6ur8Pf3h4+PDzgcDuzs7FRa9L4KSKvjy3gXEAQBgUAAfX19xMXFUe+zKqanp6mejpKSEri6uqpsPFxfX6cMkAwNDREQEICenh6FXemHh4fo7+9Hbm4uuFwumpubVe6ShoaG4Obmhh/84Afw8fGhJgo2NzfR2NhIpej19PSo70pVVRXu3LmjsA6upaVFud5VVlZSZQSSkJAQlJWVSS0GFyV8LS0t5U447O/vY3Z2FhkZGRAIBKirq5M7u0+j0WBqaoqWlhbs7e2hpaVFbtBHEAR2d3exuroKDoeDr3/96/Dw8MDz58/lZhuA88zEw4cPwWKxcOfOHbkLV2NjI+Lj4wEAAQEBGBsbu9Q4aEtLC2JiYl57eeD4+Jjqv5B8r83NzXF8fAyRSKTWb12yCVQZNBoNOTk5aGxsxP7+vlyb45fRJfH19UV/fz+Gh4elyk8a3iCvUsFIg3wuo6C1v79PPHnyhGCz2YRYLCZGRkYIJpNJ1NfXyyjlyWNsbIxYWFiQuZzL5RLFxcXE2NiYzHXKFAGnpqYIBoNBDA8Pq7zf7OwsUVhYSOzv7yt9jpdRIFRGdXU1sbOzo9ZtW1tbie3tbervlZUVorW1Vel9jo+PiZqaGurv09NTpUp0JBUVFTKX1dTUEOvr6zKXC4VCGXXB8vJypccfHh6m1ChFIhHBYrEU3pbH4xHt7e1EYGAg8alPfYpgs9kEh8MhxsfHCYFAIHXb/f19oqmpiaisrFSoQslmsynFwr6+PmJiYkLqepFIJPP8RSIR8eGHH0q9xrKyMoUKgl1dXdRxWSwWcXZ2pvD1dXV1Ef39/Sq/U2KxmPjwww+JiooKhWqIAoGAKCsrk7pMkRKlPHZ2dojq6mq1b68MZa/nxYsXRGlpqcL37/j4mKiqqlLrcTo6OoiNjY1LPbeBgQGisbFR6rKlpSViYGDgUseRR3NzMzE9PS11mUaB8M2gGS18xzAzM0NcXBzS0tLw7NkzGBoaIjs7G/fu3VPLGe2iaAqJoaEh8vPzKf35iwIwF5mengaTyQSfz0dubi4CAwNVPra7uzsKCgrQ3d2NlpYWlbd/WZSJEV3k4m7VwcEBh4eHSue0m5ubcffuXepvXV1dBAcHo7e3V+F91tfX5Y5WJSUloaGhQaqJjSAIFBcXIz8/X2onSabj5TExMYGDgwMqy0COwilCX18fRkZG+MUvfoHHjx8jNTUV9+/fh76+Ppqbm6UEiNrb2/EXf/EXMDExUTjxEB8fj6amJuzv72NjY4MaaySRHM0jKSsrkxmvjImJkTu6trCwgNPTU+q4ZAZIHq2trTAyMlJrjLWiogLJycmIiYlRqEAoz10vKChI7viiPGpra9WyM34Z6uvrcXR0hJycHIW7eSMjIwiFQqX6IyRbW1uXdiglSwVMJpP6nEdGRl7Jjj42NhbT09My6p8aXj+aYOAdQSAQoL6+HhUVFZicnERpaSlMTEykBGbUwcLCQqk3e0BAAHJyclBXV0eJq0gyPT2NsrIy8Pl85OTkKLRDVbQAkQqG3t7eKCoqwsbGxqWe/2WQLBcoY3R0VG6qNyUlBdXV1Qrvd3Z2JlOD9vLywtbWlkIFtYGBAYWLE9k/QMJms5GYmChTv5fUN5Bkfn4eKysrMqURBwcHhd+T+fl57O7uUqUC4ncCU25ubkhMTJQSIIqJiYGnpyc2NzfBZrMpcRryX39/P4RCIfh8PqqqqhT2bEhKFLe3tyM4OFimy9zCwkLmPTw5OUFfXx/lDgmcCyXJC9jq6+thY2OjVgq/qakJgYGBsLS0hJmZGaV1IMnR0RF0dHRk+l7c3d0pVUllvO7yAJ/Px9OnT+Hv769WKe7+/fsKFRFJlDUOqsLNzQ13797Fhx9+CIFAIFe47KqkpKSgvb1d7uek4fWhCQbeImKxGB0dHaioqEBjYyMiIiKQmZmJu3fvwsrKCnFxcbh+/TqKi4sxNzen1jHl2dJeREtLC5mZmbC3t8ezZ8+wvb1NZQJOT0+RnZ2tMAggUXUisbOzw4MHDzAxMYHq6urX5ohIihEpC4BmZ2fh6ekpczmdTkdgYKDcnd/g4KDcuihwPmqoaDRRLBYrPClK9g+0t7fDx8dHbpMo8Pv6Pcna2hrGx8flNoaFhITI1azf3d3F8PAwVQO/desWenp65D4e8TutgeLiYmhrayMtLQ2pqalIS0uj/t/R0RHDw8P4//6//w8sFotSK2xra5MS9LGxscHW1hbm5uZAo9Hg7u4u9zEDAgIwOjpKPT6TyZQ7DWBnZyclUUxORlzMSshjYGAAFhYWKpv+lHWzk/4Ninid4kLA+bQGi8VCQUGBSkEfEl1dXWhpacl4UUjS2dn5Ug175ubmePjwIX7+859T5xFJpceXIS8vDywWS63shoZXg6aB8A1DEAQ1CkSj0RARESHTbAX8Xp42NDQUBQUF6Ovrw/DwMFJSUl5Z1z7ZCObm5oZf//rX+NSnPqX2fdfW1pTanpLExcVhf38fxcXFCA8PV7gwvAxJSUkoLCzEo0ePZK5bXl6WEaCRxMfHBwwGA/7+/lJZgKWlJYWyqjQaDffu3ZNZQNSxsfX09ERKSgoCAgLw53/+5wqDh9jYWLS2tiI+Ph47Ozvo7u5WqKsgbzd6enqK6upqvPfee9Rltra2CoMBMsVNo9FgZGSE4+NjKZElGo0GW1tbGBgY4Lvf/S54PB5SUlJAo9FweHiI58+fS+30CwsL8b//9/9GUVGRwlE3Dw8PlJWV4caNG5S4jbz3Ijw8nPIlKCsrw82bN2UWXnnB5szMDLhcrkwmhfQ/IL+/6+vruHbtmsIgzsXFRWpCRN5797qmB1pbW0Gn09UWyZIkKSkJlZWVckXNCIJQGriqgiAIdHZ2YmdnBy4uLhAKhZifn0d/f7/SgMDMzAx2dnaws7NTOnlAqhQ+e/YMN2/efGVZBw2K0QQDb4i5uTlKDveiYIs8bGxspDTTw8PDERwcjKqqKlhYWLy0+c/29jaam5vh6uqKiooK2NvbX2q0Z2NjQ2YeXhHm5uZ48OABenp6MDY29spTqcqmC/r7+1UKmqSnp6OyspJabA8ODlQqz9nY2MDAwACLi4uUd/tFFTdJSE0IOp2On//851hZWYGOjo5U1kRPTw8hISGwtLSEiYkJjo6OcHR0hPr6epWTD6RIj5eXF8RiMYqLi+Uqu+nq6uL09FSqNHFRGvju3buoqqqSqx9RU1ODvLw8bG1toaOjA1FRUTA1NZUSrDk7O6N2ifPz85QhkOSCbWJiAi8vL9jb24PJZMLf31/hDDv5Gp49e4aEhASF2RRJNjc3MTExIXdkjvwdkcFAR0eHUn0C4Dyr0t3dLWOK9brKA0KhEIWFhYiIiKC+X5dFS0sLxsbGMtoKwLkmgKLvqjLm5uao3/Dt27dx584dasRRVfmCIAgcHh5ifX0d3d3dUn1LkiOjwLmOho2NDaKiovCb3/xGbqCv4dWiCQbeAIuLi/jxj3+MDz74ABYWFmrdR97JRVtbGxkZGVhbW0NxcTFu3bp16RPF8fExamtrYWlpiby8PPD5fOzv7yMsLAzj4+Oor69Xa0ZZXj1dFT4+PpiYmMDAwMArFypycHDA2NgYdnd3qfLF4eGhWkZJenp6cHJywszMDDw9PdHa2qqWhkFUVBSePXtGKUkeHR3JBBEvXrzA1NSUjCbE2NgYIiMjKVVA4PdOe2TKvb6+Hl/5ylfQ3NysUkjG19cXFRUV8PLyAoPBQHZ2ttyGUzLjQGY0eDwenj9/LrUYkvc7OzuTOsbw8DACAgJAp9Nha2uLzs5OmedF/E5058GDB6itraXEhS5yeHiImZkZtLe34ytf+QrYbDZmZmZkFgXg/Lfw05/+FNHR0YiIiJAbDEg+xsnJCRobGxUuIJJNl9PT0/D09FS5mDs4OKCnp0fq9b7O8kBjYyOio6MxOjqKlZUV3Lp1S60G4ovEx8ejrKxMJqu0ubmpdjBwfHyMlpYWiEQiuLm5Uc6RJOoGQqTDpZmZGa5fv670tkKhEFtbW5ifn8fPfvYzBAcHq6XxoeHqaIKBN4CLiwu+973vobe3F8bGxi8trGFvb0917Q8MDCA1NVWmCe0iQqEQ1dXV0NHRQVZWFjWDLFk39PPzg4GBASorK5WKkFwWgiCorv9PfepTMo52r4qL5YLm5malPvSShIeHo6ioCO7u7grdIuWRmZmJiooKqZOtWCxGa2srDg4O4OPjozBNexF9fX1qh727u4ujoyOEhoZie3sbo6OjchXvbGxs4OHhATMzM8pcJyoqSqH/vIGBgdSOrLy8XG4KOj4+Ho2NjVR3vEgkwtTUlNRtydtIGjhVVFRQ0wrkblreomNqagoLCwvcuHEDo6Oj0NLSUphpOjo6Ao1GQ3JyMnp7ezE4OKiwXCYSicBgMGQ0Ei5Cp9MhEokwMjKitp/GnTt3pH4vr7M8cP/+fUolc3d3F/X19VQPiZ+fn9rlNhqNBmtra2xublJTA+o0DorFYnR2dmJ3dxfGxsZISkq6dPD/MpCeE6urq6isrLxSIKThcmje4TcE2WW/tLSEZ8+eITU19VImKPK4ffs2hEIhOBwOrK2t5QYZYrEY9fX14PP5SEpKkjmB8ng8Ka92Nzc3GBgYyB15uwovXrzA6OgokpKSVBr0vCyS5YKIiAjQ6fRLiSzdv38f//AP/4A//dM/Vfs+hoaG8PT0BIPBgIuLC1gsFgiCQExMzJVf79LSEgYHBymTI39/f4UiLxsbG3j+/DkODw/x7//+7xCLxfja176G0dFR+Pj4wMXFReYzJIWBRkdHERMTI/c9MjIywsnJCbUTljc9YGZmhuPjYyqD0NTUhBs3blA9MLa2tgrH+NbW1vD8+XMq6CwuLsb169flft9qa2upYOvmzZtS5bLo6Gip2xYXFyMvL0/l5x4eHo6f/exnMqOEyrCxsUFHRwcIgqBKUm/Ce8DS0pJyTyR+50NCOp7q6enh9u3bSjNgUVFRUs2ZyhQHZ2ZmMD4+DjqdrrCf6U1Ayqw/ePAA09PTb+U5fNLQBANvGGdnZzg5OaGqqgqWlpYyNciLqEoPkzv95eVlFBcXS+3COjo6sLGxgXv37smtxypq9LG1taV09R89eiT3xKrqJHh8fIzq6mp4e3u/Vue2i5DlAgaDQaUzz87OsLW1hc3NTWxtbUl16V98Hd/61rfg6+srN1Ajd+byXnt+fj7+5//8n/ibv/kbhbtySch0+MVjvXjxAisrK1Q2IS4uTqEiIY1Go5qxxsbG8A//8A/Y2NhAamoqhEIhpqamUFVVJfW8jY2N4e/vjydPniA0NFRpijsyMhKdnZ1wd3eHiYmJXBOapKQk1NXVUeY9F3es5ubmUqUb4Hyn29nZKbUjJ2V0L9pEz8/Pw8XFRaqBTEdHB5mZmVhbW0NJSQlVq66srER8fLxUcAucN3ZubGxgbW1Naurkz/7sz8DhcCjraOA8Y2Bqakqls83MzGBgYEB9TjExMSgrK4OhoeFrmx5QBo1Gg5+fH/z8/ACcl5a6u7txfHwM4HzyIiQkROr9otFocHJywtLSEpycnGTGAA8PD9HW1gaxWAwPDw+ZMsCbRCQSobS0FGFhYa+l2ViDYjTBwFuARqMhNTUV8/PzKCwsRFpamtwFxN7eHuvr62p17Ts5OcHJyQmdnZ34wz/8Q/zHf/wHIiMjlZYklM3Em5mZIS8vD0+ePMGDBw9kyhCKRgUJgkBTUxMlVvQ2uoCTkpIQFRVFBUBaWlq4du0abGxsZKYGJFlbW6MCqMsYGfX29qKiogLOzs7o7OwEn8+Hvb09wsLCFAZNrq6uWFxclJL27evrg0AgkFr4yR26MhYWFrC5uYl79+6hsrISYrEYOjo68Pf3h7+/v9RtDw8PMTAwgC9+8YuUloAkRkZGcHJygoODA2xsbNDV1YWVlRUqoBOJRDg4OMDu7i52d3exv7+Pv/3bv8Xjx4/xl3/5lzLPLTo6Gmw2m+oROT4+Rk1NjUw939LSEnw+H1wuVyro6O/vR35+vtzXbW9vj/z8fDQ0NCA1NRX//u//Ljdw1dXVha2tLby8vGBhYQEajYampib8+te/xr1796QmQEQiEQ4PD3FwcIDNzU1MTU3JvP//+I//iI6ODrnP6U1DymuTrK+vo7q6mjLLCg4OhoODA27evAkGg4HV1VXcvn0bIpEIHR0d2N/fh6mpKe7fv//WU/Gbm5uor69HTk7OlTwONLwcmmDgLeLm5gYXFxew2WzY2trKdON6eXmhr69PrWDg5OSEso0tLS2FgYGByvtJaujLQ19fH++99x4KCwuRmZmpshlvZmYGg4ODuHv3rlod368LGo2GoqIizM3NXco5rqenB1lZWWhpacH29rZar2FjYwN7e3vIyMiQ6rVYXV2lSgY3b96U+Sy8vb3R0NBABQMtLS0wMzOT+3mQjZfymq52d3cxODhIpdHJ3byiaRNTU1NsbGxgenoax8fHMuWH4+NjrKysoK2tDQKBAP/4j/8Ia2trKljV0tKCubk5LC0t4e3tTfUq+Pv7U2ZJdnZ2CA0NBY1Gk1IkFAgEYDKZeP/99+UGScnJyVKmTr29vQq/n0tLSxgZGQFBENDS0sLf/d3fITMzUy3r7tPTUxwdHaGgoACNjY1UCp58fRYWFgobfVtbW1FSUvJGygNXwc7OjirniMViDA8PUxoUKysrePr0Kf7gD/4AdDodd+7cUbuh+XUzMDCAra0tlb0eGl4fmmDgLUOn05GRkYGZmRkUFRUhPT2dSnOqsyucnJzExMQEDA0NpZp8mEymSplWdU5o2traePz4MUpKShAbGwsbGxuZrACPx0NVVRVcXV2vNA/9OnB0dMTz589lUtSKEAgE0NbWBo1GQ2xsrEIBHElEIhEaGhrknsAcHBzg4OAAgiDQ19eHvr4+GBgYIDY2Frq6utDW1qakidlsNnx8fOQKIwHnFsTl5eUywQCfz5fZZVtaWkoJAF2kvr4esbGxsLe3R3l5uUwwYGxsjOvXr+P69es4OjrCN7/5TVhZWcHU1FTpKKmzszPljLm2tkYFBteuXUNYWBi6u7sxNTWFx48fK8wWaWlpwdXVFbOzs3Bzc8PS0hIVIBMEgcHBQUp8yMnJCWlpaaDRaCgtLcVf//Vfg8ViqRUMVFdXIyUlBbq6uuDz+Wpb/r5ucaFXDZ1OR0hICEJCQrC1tYWtrS0UFxfjj/7oj155JuCqwRFBEKisrISbm5tUUKbhzaMJBt4RPD094ebmhsrKSjg5OSldyM/OztDc3Izj42N4e3vL7VYPCQlBf3+/QqGUxcVFtW2NaTQaCgoKUFFRgcDAQJibm1M19ba2Nuzv7yMzM/OtpxkvokyM6CJNTU2UUh+NRqMkfpUJFjGZTKkpAjMzM5mZbhqNRi1oPB4PTU1NOD09hYuLC6UHEBUVpTKLY2hoKJVCF4vFKCkpUVtLADj3NTA1NaUey9TUFAcHBwrn+6uqqpCfnw86nY6amhqYmpqqtRDa29tTj7G5uYm2tjbk5+eDwWBQErlmZmawsbGBjY0NjIyMqNcQFhaG4uJiTE9PIzY2Fo2NjeByuaDRaAgJCZH5XSwsLFCjneSkhLIU8/b2NkxMTKjSwM2bN9Hb26vQUVKS1zk98LoQiUSoqqqCoaEh/vAP/xB2dnaIi4tDZWUlzM3NERsb+0qyHFdRGD06OkJFRQXS0tJee3OxBjV4dZ5HGhRxWdetiYkJoqioiODxeASbzaYuX1tbI5hMJsFisYijoyOVx2EwGAqvq6iokHKRU5fa2lqitLSUaGxsJAoLC4m1tbVLH+NVuRaqw/LyMtHS0qLydhfd6ghC+fvX0dEh464mEAjUdoubn58nAFAOlTMzM0o/D6FQKOVOWFhYSBwfH8u97cnJCVFbWyt12dHREcFkMqUuOzs7k+uwSBDnjoQXX19RUZHc753kd/QiU1NTRElJCVFbW0scHBwQBHHuILi3t0dMTEwQra2tBIfDof5VVVUR3/ve9wgARE1NjcrvuaSLpEAgICorK5Xevri4WOZ9vvi+yKOlpYVYWVlRebtXxav4jQwODhIlJSVS3xPJ425ubhLFxcXE4ODgSz+Wsu+APF68eEEwmUy1zkEa18I3w7u1ldMA4LxG7OHhARaLhYmJCZibm2NzcxO2trYy7m/KIDXVFWUHrrIj8PX1haurK77xjW/g7//+79/Z2imJOuWC4eFhuV4MHh4elBCRJMvLyzg9PZW5XEdHR2pSQRnDw8NobW2Fvb093NzcMDk5KdXMZ2BggJCQEGrHpK2tjbOzMxAEAQ6Hg7i4OLnd/eR9+Xw+9TdBEKioqJDJkGhpaUEsFsukyXk8HlZXV2W+N2RD6aNHj9TKAtXX18PY2Bh5eXk4OztDdXU10tPTQaPRYG5uDnNzcxl/gYODAxwdHaGsrAxxcXFK5Z17e3ul+mx0dHQgFAoVpv0nJyfh7e0tcx3Zaa8oU/ZRKw9sb2+jsbERwcHBSjUUrl27hvz8fMzMzKCkpARhYWEqPRxeBfX19TA1NVWpDKrhzaIRfH5HIQgCBgYG+Na3voXR0VEYGhpSTVnq4urqiqWlJZnL1VXmk2R4eBhlZWVYW1tDRUUFvvrVr6KkpEQtR7e3DTn+poj5+Xm5Y0zy3AOFQiHa29ulrI0lIcVslNHU1ISAgABERUXhxYsXoNPp8PX1pUyB0tLSEBERgfHxcSmLYTqdjn/6p3+Cj4+PSttZsgQAABwOBykpKXJr9bdv35bxK+BwOHIVGEmNfNJvQBE8Ho9y2CNHZyV7JJTdr7KyEvn5+SodJcViMZaWlmR6BG7fvq1Q22B0dFSuFXdYWJiU9PdFlJkYvUuIRCKw2WyMjo6ioKBAbcU+T09P5OfnY3d3FwwGQ6nplyLUOS+dnp7i6dOn8PPzU8t5UcObRZMZeMc4Pj5GQ0MDtLS0EB8fj+rqauqH09jYCIFAACcnJwQHB6v1A5SXHejq6lK4mEkiFovR3NyMw8NDBAYGUpE8KXJUUFCA3t5eDA8PIy0t7Y0qlF0GGo2G6Ohoud4Fu7u7Sjuq/f39MTY2RlnlqmosJJ0BJbX6JRkcHISZmZmUDLE8DAwMZMZCy8vL8Xd/93cICQnB1NQUgPMF2t3dHR4eHlJjdVFRUaipqYGDgwNcXFwUvsaLwkAjIyPw8/NTuPPX09PD/fv3KeOgi0xNTWFsbAwPHjyQGfPz8/PD8+fPZcYdgfMgq6SkBI8fPwaNRoOuri7MzMyklPMkqampkSsYZGdnJzcY6OzsVPiZAOfv98nJiYxGQWtrK6Kjo9/5DNjQ0BBmZ2eRnJysMGOkirCwMISGhqKpqQlHR0eUkuSrYHFxEd3d3cjPz39nzxOfdDTBwDvC+vo6urq6YGxsjPT0dOpEamFhgb29PTg6OlLdtktLS2CxWADOFx9bW1uFx3VxcZEJBlS5652cnKChoQEEQSA2NlZhgxlw3oB1enqKyspKuLi4qJxgeFvI8y4AzhsglfkkXL9+HQwGAwEBAWhpacHt27eVvndWVlbo6uqSe93c3BwODw+l5sK1tbUhFApVniD7+/vh5OQEJpOJ2NhY6iQtEokwNzeHuro6KREpLS0tVFVVISUlRaXPgrW1Nba2tmBmZoaZmRmVUxRWVlbw9/dHc3Oz1Gupra2FmZmZwvt7eXmhvLxcJhgQi8V49uwZHj58KBVAxMTEoKSkRGZC5fDwEHQ6XaG4k6Ojo1TaXyQSYWNjQ2kwEB8fj9raWin56o9CeWBnZweNjY0ICgpSW1ZZGTQaDfHx8RAKhaipqYGuri4SEhJU6oUoyxR1dnZCKBS+UfExDZdHEwy8ZaampjA+Pg4bGxtkZ2fL7EAkgwEScoyLIAj09PSgp6dHamztImFhYVRAcHZ2plCqdXV1Fb29vTA0NERKSora0wF6enrIycmhxiMTExPfmfllSZKSklBUVER1hItEImoWXhlkh7u9vf2VHeR2dnYwNjYms5smMwnKXCiHhoYgFotx8+ZN8Pl8tLa2Up4BWlpa8PLygpeXl9R9BAIBvvSlL+H69euoqqqiLicIAvb29vD29qZ2wZGRkWCxWBCJRGp7Unh4eODw8BBdXV0QiUR48uQJEhISVJYvSM158ntK/M7YKCcnR+a7S6PRKO8CyZ6Ouro6hXbOwLnUcFlZGRUM1NTUUO+XsudF9mSQv8G6urp3dgETi8WoqqqCvr7+K5ENv4iOjg7S09NxeHiIsrIyODg4qFRLvYhIJAKTyURwcLDCsVkN7w6aYOAt0dfXh5WVFXh5eSltpLGwsMDc3Jzc60gbUeD3u3mhUAhnZ2cEBQVRJwjJ7EBPT4/Mj3pkZATz8/Owt7e/VIPiRTw9PeHh4YG6ujrQaDQkJCS8U+nVi+WClpYWxMbGyr0tQRCYmpqidNG/8pWv4Kc//Sn6+vqUKgsC52JSc3NzVB8Cn89HbW2t3BFHCwsL7O/vKzzW6Ogo+Hw+JTOtr68v1RyoiIqKCvT396O2tlZKTZH4nZ9Bb2+vlGHR+++/j7/+67++dFr4f/yP/4GJiQl0dHSoNR4WFxeHlpYWqgZfVlaGxMREhbv869evo6SkBAEBAaDRaJQGgaoATk9PD3w+H0KhEHQ6Xa3UeVRUFGXL/C6XB4aHhzE9PY3k5GS1pK9fBlNTU+Tm5mJ5eRkMBgP+/v5yxa8uvk/b29uoqalBTk6OTOlFw7uJJhh4g4jFYrS0tODg4ABhYWFK1f9IDA0NVQoPkbcjT/qLi4tUGeH27duwsbFBWFgY+vr6qDS5pLNeQECAXK0CeSjLLADnJ4WkpCTs7u5SHcrvksa4ZLng8PCQKoGcnp6iv78f+/v7VMrT29ubShv/53/+J9LS0ihBHYIgYGZmhsjISJkMip+fH9hsNuWAqEgPQBWkAdHFrAGZLVKUfWlra0NYWBgMDAxgYmKCw8NDShdC0s+ARCwW4z//8z9hYGBwKRlm4HxWXEtLC/b29mhpaYFQKKSuMzU1RVBQkNSCZWhoSAUhVVVVuHXrlkozHEnfgsHBQYXyxJLEx8ejoaEBfD5f7a51KysrbG9vv7PlAdK9MCgoSK334FVCyp0/f/4cDAYDkZGRCrUxhoaGsL6+TvV/aPhooAkG3gD7+/uoq6uDv78/4uLilNbgLyLP310VLi4ucHFxkSkjbG9vg0ajUfr1V3HWW11dVeskaWlpiYKCAvT19WFkZASpqalKa+1vkqSkJHzlK1+Bp6enlPtbaGio3PHD+fl5auRKUlCH/FzPzs6gp6eHqKgoGBoaSp0AGQwGsrOzlZZcyJq9pLXzxMQEdnZ25GYuIiMjUV1dLdeeeXZ2FnQ6nXq+sbGxYLPZSs1nqqqqkJWVhYWFBZmUvDKampoQFxeHjY0NHB0dyXTc7+/vY2BgAFwul7pMX18f+vr6+M1vfoPIyEi1vksWFhbg8XhobGxUmqoWiUTgcrngcrk4Pj7G//pf/wuf+cxnMDg4SJWDaDSazD/JywmCwLe//W18//vfV+s9eBOQJQE9PT0UFBS81QWW9Lvo6OhAV1cXkpKSqGCPIAiw2Wy4uLhcOqjU8PbRBANvCIFAADMzs5e2Lb4MkmWE5eVlfPrTn8bZ2RmWl5ev3NG7sLBwqSbB8PBwBAYGgsPhwMnJSaHmwZuERqPhvffeA5/PR0JCgsrbT0xMyO1cNzc3p056PB4PHR0d4PF4oNPpEAgEKCkpQVRUlMpUbnh4OGpqaqhGv+npaaytrVGKiBfR0tKSO6bH5XIxNDQk1UimpaUFgiAgFovlptZXVlZgZmYGY2NjBAQEgMlkwsvLS2W54ODgAKenp5SKIIPBkNEMIBXuJOHz+Xj27Bn+6I/+CBwOh5qKULXAcblcZGRkgMPhYGxsTO5tyHKAsbExDA0NERgYCA8PD8qpj3wfyP+X/Edevre3h4cPH74zO1qyJHD//v1LjwO/Tu7cuQORSIS6ujqIRCIcHR3hyZMnSE1NfSf7hTSowRuRNvqEQypobWxsEEVFRcTz588vdf/LqntJsrq6SpSWlhLNzc1EQ0MDsbKyQvz2t78l9vf3r3Q8VQpvypiZmSEKCwuJH/7wh1c+xqukurqa2NnZUXm7y77/AoGA+JM/+RPC3d2dqKysJCorK4mBgQFCIBAovA+pLjg7OyujHiiPwcFBYmFhgfpbLBYTv/nNbwiRSCRz2729PaKxsVHucQoLC6X+FgqFUqp+iigsLJRSj5ueniaGhoZU3u/k5IQoLS0l2Gw2wefzVd6eIM5f229/+1uirKxMbdVMFotFHB4eEuXl5WrdniAIYmdnh6iurlb79q+TH/7wh0RhYSHx4sWLV3ZMkUiktkKmugiFQqK0tJQAQPT397/SY5NoFAjfDBrRoTeIjY0NCgoKIBaLUVRUhO3t7df2WPPz82AymVhcXER2djZiY2NxenoKBwcHPH78GK2trRgZGXltjy+Po6Ojt2JprIikpCTU1ta+0mOurKyAwWDgG9/4BoqLiykRIVtbWzQ1NYHNZlP/ent7cXp6St13YWEB09PTagncXBREYrPZSE1Nlfv+mpubUwJEkpBpfkm0tbURHByM/v5+hY/d398vI4Dl6emJmZkZlc+7oqICmZmZVB+AOpCvLTw8XKk4EMnU1BTs7OxgYmJCeTqogzpTB28KGo0GHR0drK6uSo2MvgwikUhpv89lODs7Q1VVFTgcDpKSksBms2FgYIDi4mKpxlQNHx3enTPzJ4iAgAAUFBRgdHQU5eXlUk1X8rhMynJiYgJMJhP7+/vIyclBREQEdX/id70HNBoNGRkZlGMYcYmehKukT5eWlsBgMGBsbIz8/Hy1ldFeN5LTBYoQCoVqj1g2NTVhZmYGjx49AkEQUmlde3t7JCUlSakMuri4oK2tDWw2GzU1NVQJZWJiAgKBQOVzJz+LgYEBuLm5KXVn9PX1xfj4OPW3ZJr/Il5eXlhfX8fx8bHMdaenp1haWpI7Knb79m2FGgsA0NHRgdu3b0NLSwt6eno4PT1V+d3r7++Hu7s7LCws4ODgQLkWKkIoFGJ4eJh6L2NjY9HS0qL0PgCoyZJ3pTzg5eWFnJwchIWFoby8HLW1tSoVHFXxKoIBoVBIKWLGxsYiMzOTmtTw9fVFTk4OamtrlQaTGt5NND0DbwlS3OP09BRsNhuWlpYy6niXYXh4GHNzc/Dx8VE6gy1JUFAQXFxc8PTpU6Smpr5y57CjoyPU1tbCycnplQiivA5UeRcMDw8jKChI6TGOj4/BYrEQGxtLNcQdHx9LdezLw8bGBgkJCejv70deXh4SExORkJCApaUltLW1yQQENBoNjo6O8PDwgIGBAQICAqjMhqodrY+PD8rKyuDn5wfgfBeszG46NTUVJSUlMnP2bDZboUiTo6Mjuru75XoDbG1tgcvlSskHk9LB5NjkRdbW1rC/vy/VZ3JRp+AiZOZB8vaqgu13dXoAOHd3zMnJwdHREVgsFgwMDJCQkHClRf1lggGBQID6+nqIRCIkJCTIOEOSn7e2tjaysrIwNTWFoqIipKWlXVkRUcObRRMMvGX09PSQnZ2N9fV1FBcX48aNG3LneBXR09OD1dVVBAYGqgwC5O16zM3N8d5774HD4cDR0VHlwqcOIpEI1dXV0NbWRk5OzjtVGpCHMqvjzc1NpSOgIyMjWFhYwMOHD6Ve59HRkYwQkDzq6upga2uLuLg4sFgs0Gg0uLm5yTWMEYvFWF1dRXd3N/h8Png8HvLy8qjMgru7O9zc3BRmMiwsLLC7u4v5+XmVPhd0Oh23b9+WkvGdmpqCm5ub0ubTuLg4NDc3S8ldEwSB+vp6mfdXkXQwcL74tLa2ylgGx8TEoLW1VW7j59DQEPz8/GSsm/38/DA+Pk4FQhepqalRy+b6bWJiYoLs7GwcHx+jsrISurq6SExMvJRt+FWCAYFAgNraWhAEgcTERLV1KLy9veHh4QEOhwMbGxu1LKI1vF00wcA7gp2dHQoKCjAyMoLi4mLcu3dPYdqXIAi0trZiZ2cHt27dUvuHpiglS6PRkJaWhtHRUVRUVCAjI0PuQiEWi1WmUTs6OrC5uYn79+9/ZMRGlHkXKEIkEoHFYsHLy0vu2J48nXtJxGIxGAwG7ty5Q+1IIyIi0NXVJeNJQEKn06l577OzMzx9+hQsFouSi52fn0dDQwOVTiY/b2tra1y/fh3R0dFgMBjQ1tZWa6rDxcUFExMT2Nvbg5mZGYaHh5VmE4DzWf39/X2phaempgbJyclyvzuurq5So5skpaWlcrNJkjoFknC5XCwuLsrVyyBlkOUFA+9aeUAVxsbGyMrKwsnJCdhsNrS1tZGUlKTWdNBlgoHT01PU1taCRqMhMTFRJsBSBy0tLWRkZGB2dhaFhYVITU19pyYiNEijCQbeMQIDA3Hjxg00NDSAx+MhJSWFOqmLxWI0Njbi6OgI0dHRsLa2Vvu48lK3F7lx4wZcXFzw5MkTpKSkyAQj6+vrCoVGJiYmMDY2hsjISIWL2buMonKBvPdsaWkJXV1dyMjIkEmXkhAEoTAjcnx8jLKyMuTm5koFDNbW1ujs7FT5XEkt/wcPHlBmUklJSXJliYFzNbiRkREcHR3hwYMHKCkpkZIoBs4zVNbW1rC2toaVlRW1uJASzqamppQ3hioSExNRX1+P+/fvY2ZmBhYWFgrHzYKDg1FWViYVDNTX1yMuLk7hAkdmOCQ/p8rKSqWBCtmjILmovcvlAVUYGhoiKysLPB4P1dXVlNiXMi0PdYIBPp+Puro60Ol03L9//5Vog3h4eMDNzQ1VVVWwsLBQ6hGh4e2hCQbeQUgpXx6PBxaLhaamJtBoNJyeniI+Pv5KWgWK3N8uYmpqisePH6Oqqgp2dnYICQmhrpufn6fc+0i2trbQ2toKb2/vN66K9qpJSkrCs2fP8N577wEA9vb2ZPooGhsboaure2XN+uXlZfT09ODx48dygwVVNXHid1r+2dnZ1MKmqnubXOTb2trw/PlzLC4uyojC8Pl87OzsYGNjA2NjYzg7O6Oum52dxbe+9S2UlZVRgSnZ0GdnZyezaBsbG0MgEIDL5WJgYEDle2VsbIzj42MYGxvj+fPnsLCwUNpvERkZiaqqKkp0qb29HREREUrLUWT5QlIv4qNQHlCFgYEBMjIyqJ28snS+smCAx+Ohrq4O2trarywIkIROpyMtLQ0LCwsoLCxEcnLypcTXNLx+NMHAOwydToeuri4YDAYCAwORnJx8ZdGihYUFtWrYwHkwkpqaiufPn6O8vBwZGRmg0+ky8r1VVVUwNzdHbm7uRybNqgwajSblWTA4OEhlOQ4PD8FmsxEfH6/UJVIZw8PD2N7eVtpMqawmDpxr+SckJEgJGXl4eGBmZkapGczCwgIIgoCfnx+mp6dlFgZ9fX04OjpKGWKRHB0dobCwkAogCILA/v4+VldXMTk5KdOgR6PRIBKJYGxsjPb2dmxtbcHa2lrhdyQuLg5VVVW4c+cOFhYW5CorSkKn06lxu52dHXC5XJUGUvr6+lJjnB+18oAq9PT0kJ6eDoFAQAkBJSYmSmWu5AUDJycnqKurg46ODlJSUl67vbCrqytcXFxQXV0NY2NjREdHv9bH06A+mmDgHYSM0rW0tJCQkICf/OQnSE1NRVtbGwYGBpCWlnbpRqDd3d1LK4P5+/vD2dkZT58+pVLEBEFQJYy0tLSPnTe5ZLng9PQU+vr6GBwcxOrq6pX8BUgaGxthbm6uUvHQyMhIoRdFdXU1wsPDZcpDAQEBKC8vVxgMnJ6eoqenh9qhx8fHo6mpSS31RdKwh8fjYWRkBIGBgaDRaFTq/2KmiGRwcBD/8i//AldXVywtLWFgYEDuvDyNRoONjQ1WVlZQWVmJT33qUyqfE3DeBzA1NYX+/n61d/fu7u6YnZ2Fubn5R7Y8oApdXV2kpaVBKBSirq4OQqEQCQkJMDIykgoGuFwu6uvroaenh7S0tEs1Ir4sNBoNKSkpWF5eRmFhIRITE5WOxWp4M2iCgXeI4+NjNDQ0QFdXVypKJxeg6OhonJycoKysDJ6enpfu/L/KQmZiYoLHjx+juroaf/VXfwUej4f4+PiPteQoWS4wNDSknNrUtfa9CEEQYDKZCAsLU9v+2NTUVMpcCACam5spaV15KCsvlJaWStXTTUxMcHR0pLKP5OjoCMfHx1SfSFlZGQIDA1U+/6OjI6ysrOALX/gCOjo6lI49isVibG1toaioCK6urlL+DMqg0WjIyckBh8PB4uIiTExMYGJiojQ4DQgIQEVFBbhc7ke+PKAKHR0dpKam4uzsDPX19eDz+fDw8MDp6SnKysqgr6//xoOAizg5OeHBgweoq6uDnp6eQgdRDW8GTTDwDrC/v4+mpiYYGRkhPT1d6a7f0NAQeXl5mJiYQFFR0UuVDtTh8PAQra2tEIlEiIiIgFgsVjm3/VGHRqMhNjYWjo6OYDAYmJ+fB5fLhZOTE6ytrdUeleTxeCgtLUVmZualuqijoqJQW1tLeRX09PTAwsJCaZmHrIlfXHjr6upw9+5dmZN+dHQ02tralE5PVFdXS5U0bG1tsb6+rlI/gc1mU/r+XC5XadBBp9MxNTWF//t//y/GxsbUNriZnJzEpz/9aXh4eOD4+JgySzo7O5Oamrn4uP/rf/0vMJnMj015QBXa2tpITk7G9vY24uPjoaOjg66urnfGNIxsfFxbW8OzZ8+QkJBwqcZoDa8OTTDwFtne3kZbWxvMzMyQlZV1qXn869evw9vbGzU1NdDT08Pdu3df2QmOIAj09/djdXUVJiYmSElJAY1Gg66uLpKTk9Ha2oru7u43UmN8Wzg4OFBpeXNzc2xtbWF5eRkDAwMKRzSNjY3h6OgIBwcHbGxsgMVi4dGjR5cu6Whra1PjgaRktKodubyRuxcvXsDc3Fzu4m1tbY2dnR2FxxsaGkJgYKDUd/L27dsoLy9Xagnc1NQkVYu/desWent7FY6/Tk1NQVdXF66urgoNiC7C5XLx/PlzfOc738HU1JTa0yu7u7v4zne+87EsDyhiZWUFvb29sLCwwI9+9CMEBASAxWJdKbOoiMsomCrC3t4eDx8+RENDA+h0ukKTLg2vD00w8BZYX19HZ2cnrK2tkZ2dfeVFnE6nIyUlBdvb2yguLsbNmzflitWoy/7+Ptra2iAWixEWFiYltjM1NQVPT09q10wqJ9rY2HxsR4UkxYhsbW1VNg6S6fHGxkZ85jOfQXFxMaUQeHG3ShAEtLS0YGFhASsrK1haWsLU1JT6Ltja2lIyuuqmTyUbCQ8PDzE1NSV37p7k5s2b6O3txc2bN6UuFwqFmJubQ25urtTlNBoN+vr64PP5crvVV1ZWQKfTpcZPHRwc0NvbK/fxDw8P8eLFC+o52tnZYW1tTeH4KnD+PpaXl+PRo0eg0+lqjWKS1NbWyogYfVyZnJzE+Pg4HBwcKDEyDocDa2tr5OXlYXJyEsXFxUhMTHxp5dGzs7NXUm4gp6g2NzdRWFiIuLi4Kzfrarg8mmDgDbK0tIT+/n7Y2toiJyfnle3kra2t8eDBA/T09GBoaAjp6elq79gJgkBvby/W19dhbm6O1NRUuTvZmZkZqTlzUjlxZWUFxcXFCAsLg7u7+yt5Pe8K5HSBumJEJiYm8PX1xcTEBPh8PkpLSxWK7QDnJ9H9/X3s7u5ifHwcBwcHVEp9a2sLn/70p8Fms8HhcKCtrQ03Nze4uroq/GzJRkIPDw+wWCw8fvxY6fN1dHREX1+fzOVsNlthR398fDzq6upkrheLxWhra5Nbi3d3d5eZdhCLxTLPMSQkBBwOR2kwUF1djfv371MZCwMDA5UCT8D59EBMTMzHvjwwMDCAxcVFlbLkPj4+8Pb2Rl1dHYBzbYirvjcX9RteFhsbGzx8+BBNTU0YHR2Fi4vLx/5zexfQBANvgMXFRXz44Yf4whe+oLZvwFW4desWTk9PUVlZCScnJ2pnf3R0JDWKBpynTNvb20EQhFoqhopEdBwdHVFQUIC+vj4MDg4iOTn5Y6VF7uDggLGxMYXeBReZmZmBi4sL9PT0kJSUhOrqaoV1cG1tbUoDQBKxWIynldmLdgAAUupJREFUT5+ioaEBwcHBsLCwgEAgwPz8PJqamigNADLbQKfT4eDgAA8PD+jo6KCsrAxpaWlqnUADAgIwOjqKGzduADjXFHB0dFR4ctfV1YVQKJTpA2CxWAo9CwIDA6mmV5KysjJkZWVJHYNOpytNOY+OjsLe3h5WVlbUZTExMWhqalIqiPRRFhdSB4Ig0NbWhp2dHYSGhiI0NFSt+5H1+r29PZSUlCAwMBA+Pj6XfvxXHQyQ3L17Fzs7O/izP/sz/Pmf/7nao9EaroYmGHgDuLi4ID4+HktLS/Dz87uUTC9BEJeqyenp6SEnJwezs7MoKipCQkICVldX4erqCoIg0NXVha2tLVhaWiI9PV3tPgVVC0t4eDhCQkJQU1MDXV1d3Lt372MTzSvzLpCEIAgpkR0rKyvY29tLLbbqQNblDQ0NwWQykZubC11dXfj4+Mg9WZOeBX19fSgrKwODwcAHH3wAOp0OX19fpTsrT09PMJlM3LhxAwRBoK+vT2UqPSoqCu3t7dSM+PPnz+Hq6qo0CDQ3N8fe3h4sLCzQ0dGBwMBAmQAVOA+QhEKhTPZjb28Pi4uLMlMdenp6Kh0eP67lgbOzM2rMNzo6WipIugwWFhYoKCjA8PAwGAwGUlJSLnWOeh3BwM7ODjo7OyEWi/H5z39e7UkcDVdHEwy8ISIiIuDm5kYtlgkJCWotllwuV+5JUxUeHh5wd3dHQ0MDvv3tb+PLX/4yhoaGcPv27UvX+NUNSLS0tJCamoq9vT0wGAz4+vrC39//0s/9XUPdckFdXZ1MN39QUBAqKyvh6Oio1jhmX18ffH19qYXV0dERy8vLCkcKgd97FoyNjeEv//IvkZmZibS0NIhEIrx48QIcDoe6rY6ODgIDA6VqsZ6enpiamsL8/LyUQp8irK2t0dHRAeB8YmJqakplxismJgYsFgsBAQEgCEKhJgLpZCgpRiMWi8HhcBSWPZT1GnwcywM8Hg/19fUAzss2ryoTFxQUhICAAFRVVcHMzExtQaBXFQwIhUK0trbi+PgYVlZWSEtLA51Ox/T09EsfW4NqNMHAG0RbWxtpaWnUYunt7a2yS5xUb7ssPB4Pra2tEAgEMDExAUEQcg111GFpaelSkbmFhQXy8/MxPj6O4uJixMfHX3nX8q6gqlywvb0NLS0tuc1YaWlpePLkCd577z2lmZjNzU3s7u5KNW7eunULDAZDaTBAahncunULjo6OmJycBHAenAUEBEgJAwkEAoyMjEj5zRsYGKC7uxu3b99Wu5nM29sbk5OTGBoaUilDLRKJsLu7i/r6eszPz+Mv/uIvFN7WwsIC+/v7UpeRtsSKFvTw8HBUVFTINEt+3MoDe3t7aGlpgb6+PpKTk1/LJI+WlhbS09OxtraG4uJi3L59G87OzkrvQ4pzXZXh4WEsLi5CW1sbMTExV9r8aHh5NMHAW4BcLCcnJ1FUVITY2FiFXbNbW1tKZWYlEYvF6OjowN7eHvT19REbGwsdHR3Q6XSEh4ejrKxM6ViYIiYmJnDv3r1L38/Pzw++vr5oamrCyckJUlJSruyn/i6grFzQ2Nio0CiHRqMhKysLFRUVCt9/sViM+vp6ubtfsilRnrW1WCymtN7JzIO9vT1WV1flLoK6uroylswrKyu4d+8eCgsLqSzCxYWXzAyRlxMEgYyMDPz4xz9GTU2N1Gu9mEXS1taGhYUFQkJCoK+vj4qKCujp6SEmJkau0ZPkY/f29uL69etKdRrIx7zYx/BxKQ9Ijgde7LN4Xdjb26OgoABdXV0YHBxEamqqwuDj9PT00j4DGxsb6OnpAXDeU3LVjYqGV4cmGHiLkB29bW1t6OrqQkpKiky6jayzKmN0dBTz8/Og0+mIjIyU2rm2tbUhMjISFhYWuHXrFrXLugwikejKo0M0Gg3x8fE4OTlBRUWFXO37jwqKygXd3d24deuW0pO0sbExfH195Y7yAb9vqJOHn58fGAyGTDBwenqKoqIi5OXlSdV4g4ODUV1drdaOeH19Hd3d3eDz+WhpaVGqFiiJQCDAt7/9bfj5+SEuLk6t+xwcHCAmJga6urrg8/loa2sDj8eDoaEhdTlwrky3tLQEHR0dHB4eyn2/LhIcHIzh4WEEBwcD+HiUByYnJ/HixQup8cCrwuPxrrR7j4iIkNuULIm6ZYLT01O0tLSAz+fD1tZWoVW6hreDJhh4y5ALjEAgoGp1kqItirr4V1ZWMDAwAOC8I1zRAr+/vy+1YwwNDVU6Ova6MDQ0RHx8PP7rv/4Ls7OzaivNvWtcLBfw+XxsbGzg9u3bKu/r4+ODhoYGmfp2b28v/P39ldZ+w8LC0NfXJzUhQs7bX9yxSRr5KGNhYQFjY2OUyqCkkY8qSHnq58+fY3BwUMrdUhFCoZBa8PX19ZGYmAjgXIa7sbERAoEAZmZmuHPnDthsNng8ntqywa6urhgZGUFwcPDHojzA4XDg4uKCL3/5y5cSI1PE2trald8PyabkwsJC3Lt3T6p0qUh3Avi9gNn6+jp0dXUVZoM0vH00wcA7gq6uLrKysrC5uYmSkhLcuHFDZid4eHiItrY2iEQiODg4qIysT05OZH6kjo6OEIvFqKqqemML8s7ODlpbW2FmZoYvfvGLUmnljyKS5QIOh6NwpE4e9+7dw9OnT1FQUABtbW1sbGxgf39f5e7X1dUV/f39CAsLw/b2NpqamvD+++8r/fyVyQBPTExgaWlJqjtfS0tLbif/RXZ3d2FsbAxdXV2EhISgqakJc3NzKnUmlCk3kqOB+/v7qKmpQXZ2NkpLSymhHGdnZ9jY2Ch9vVpaWjg7O/tYlAdSU1MRHR2N0tLSV9KIu7a29tKKg2RTclNTE/h8PpKTk0Gn0+VmBsjNCo1GQ2hoqNyMgoZ3C00w8I5hY2ODgoICjI6OoqSkhDIv4nK5MDU1xf3799VO2be2tuLu3bsylzs7O0MkEqGmpkZl9/jGxgZsbGyu9Fo2NjbQ0dEBKyurl1JafNcgszk///nPERYWdulGrtzcXJSWliIvLw8NDQ0qxYFIYmNj8dvf/hZmZmbU+KIi/P39MT4+LncRGRkZwcHBgUxJIDIyEl1dXSoFlpqamqTUCe/evYvy8nKYmpq+dKOoqakpDg4OUF1djeDgYFy7dg07OztYXFzE4OCg3IBCW1sbDg4OCAkJwXe/+1187nOf+1h814yNjZGfn4/nz5+jpKQEycnJV26uOzo6upQ/hiLIst/R0REVqIjFYmhpaYHH46GlpQVCoVCtzYqGdwtNMPCOEhAQgPX1dRQUFFA7ycs23wkEAoW1PDc3N6ppTZmV7djY2KU9x5eXl9Hb2/vKlRbfJRwcHNDZ2Ql9fX2sr68rve3F5jvgfHetra2NkpISVFVVKb2t5GV///d/j3/+539Gf38/QkNDFb63bm5uqKyslAkGyKYteQu+ubk5Dg4OlL6WmZkZeHh4yDxuZmYmnj17htzcXIXfOVXfA6FQiGfPniEvLw8GBgZgsVjIzMyUK8x08X6rq6vo6enB8vLyR7o8IA9/f3/4+vqiuroahoaGavdovE5MTEyQn5+P0dFRpKamoqSkBKamprh79+5rESDS8PrRBAPvIENDQ5ibm0NCQgI4HA5iYmLAZDLh7u6utrqYOiOJHh4eEIvFaGxsVGgMoiyguMj8/DyGhobg6Ogoo2v/ceSnP/0pioqKrlRuefHiBT744AO4ubmp/ZkCwPe//32kpaVhZWUFLBYLwHmTlzrWv62trTA1NVWZLlZWXlA0Skij0VBQUIBnz57h8ePHcuvcyrQq+Hw+ioqK8OjRI6qvQN6EgDx0dHTg6uqK7u5u/OQnP1F6248qdDodqamp2NjYQHFxMW7duvXWhHhIca3V1VXQ6XT87Gc/A5fLRWZm5sfWuOyTwMt3pmh4ZaytrYHBYMDY2Bi5ubmUNbGRkRHy8/NhamqKoqIibGxsqDwWOTeuCi8vLzg4OKC5ufnKz3tqagpMJhP7+/vIyclRq/v74wCNRkN0dDRaW1svdT+xWIyxsTF89rOfhUAgUNut7+DggBrhcnR0RGZmJjIyMjA9PY3y8nI0NTVRbofA79X8gHNBpGvXrqkMBAIDAzE6Oir3up6eHqWfrba2NrKzs8FgMNR6PSTHx8coLi7G48ePpax1w8PDpfQQlNHa2oro6OiPZRZKEltbWxQUFGBtbQ1lZWVv1E58fHwcLBYLLBYLtra2yMzMRHp6Ouzs7PDo0SM8e/aMksrW8NFDkxl4B+Dz+aiursa1a9ek/OMv4unpCU9PT7S0tKCnp0ephbCiKQR5+Pj4QCQSoa2t7VIlgfHxcUxOTsLT0/O1ei68y5DTBeqMgJJUV1dTDXMRERFoaWnB1NQUvL29ld5vdHRURqSKRqNRFr4HBweoqqqCSCRCQEAA5Uq4t7cHf39/tRwtXVxcUFlZKfM4YrEYy8vLKj0sjI2NcefOHbn9KPIW6r29PVRXV+P999+X+b46ODioFQx8HKYHLgs58sdiseDi4oKwsLDX8jjz8/MYGRkBjUaDr6+vTLMsme3R1dXFgwcP8PTpUzx+/PgjrSfySUWTGXiLEASBpqYm1NfXIy0tTW1f9tjYWCQlJaGyshLd3d0y109PT6stVETi5+dH6caT7O3tyRUTGR4eBpPJBJ1OR05OzqV09z+OJCUlUVbFqtjc3IS+vr5UM1dsbCwWFhawuLio9L6Hh4dUtkgeZmZmSE9PR1ZWFng8HhoaGhAVFYXr16+/lLU1ANTX11OjgKpwcHCAk5OTzHfzYplgY2MDDQ0NlB2xPPT19XFycqL08erq6tR+bh8n9PT0kJubCzMzMxQWFmJnZ+eVHHd9fR0VFRWoqKjA8fExMjMzkZmZKdcoaHZ2ljrX6OnpUT1OkhkqDR8NNMHAW2J8fBwMBgMBAQGXshwm0dfXR05ODuzs7FBcXIzl5WXquhcvXsDPz+/Sz8nf3x/Gxsbo6uoCcN51LplW7u/vB5PJhJGREXJycuQq4n0SuUy5oLm5We6ER1JSEkZHR5U2I6qbAheLxVhbW4Oenh6Ki4uxsLCAiooKdHd3q+UxQfohkPB4PAgEAqWByEX8/PxAEARevHgh9/qlpSX09PQgPz9f6euKi4tT+r5+UsoDyvD09MSDBw8wNDSE6urqSxmbkezt7aGyshIsFgvLy8vIyMhAZmYmbty4ofS9vZjR0tfXR15eHp4+faqW1oWGdwdNmeANs729jebmZvj5+anUdFcHFxcXuLi4oLOzE319fUhNTX2pE2NgYCCGhobQ29uLk5MTGBkZoaurC+vr6wgNDX1t6ciPOuqUC1QpFaanp4PBYODu3btq2SXLo6urC6urq0hISICZmRmqqqqoaZGNjQ1UVlZCLBYjJCREoeZ8UFAQ2Gw25YdQU1Mj4xaoDhEREaipqYGZmRns7e2p1z0zM4OZmRm1lDB1dXUVuhJ+EssDiqDRaEhISMD+/j6Ki4sRFBREOVwqUgjkcrloa2uDUCiEubn5leTC5ZUjDQwMkJubi6dPn6r049Dw7qAJBt4QQqEQLBYLxsbGyMvLe+U7mcjISAgEAgQHB+Nzn/vcleWDgfNGsLGxMXz5y19GaWkpbt26hYiIiFf4bD+eJCUloaioSK7gzenpKdbX11U2debm5qKwsBDp6elSM+Wqdnvj4+MYHx/H7du3FX5WpAQsQRAYGhrC0NAQdHV1ERsbK6UKJ+kvsLm5CUtLyyt/n+7fv4/i4mKkpKSAIAiMj49jY2OD6plQBzc3N7miRnV1dSr1Fj5pmJubU1mCkpISpKamYnNzk1K8PD09lZKBjo+Pl2rafFUYGhoiKyuL6iH4JGduPipogoE3wOLiIr773e+irKzspdy9lLG2toaWlhZUVlZiZWVFpXCMIgiCwNnZGQ4PD/HZz34WYrEYR0dHr/jZfjyRLBdcfP/ZbLZaSoU0Gg0PHz7EkydPkJeXR31fFhYW5Nb9V1ZW0N3dDV9fX7mZJnlBBI1GQ0hICEJCQnB6eorW1lbweDzY2dkhPDwcNBqNEv9pa2t76THRvLw8PHnyBPPz8zA1NVU4xqqIGzduoLy8XCoY0JQHlBMcHIyAgABwOBwMDAwgNDQUMzMz0NXVRXR0tJSXxVXh8/lKx46NjY2RmZlJZQg0n9W7jSYYeAO4uLjg29/+NjgcDmxsbHDnzp1X9sMgCAK1tbXQ19endNwV1WnVgUajoaqqCrdu3YKRkRGSk5Px/PlzlJaWIiQk5KUb0T7uyCsXTE9Pw9XVVe2+EBqNhkePHuHp06d4+PAhdHR0MDU1JeUceXBwgIaGBtjb2yudQAGU6wbo6elRzXdra2uorKwEQRAICgrCL3/5SyQmJkrdVywW4/j4GAcHB9S/4+NjuWJJ5GMD5wp4f/M3fwM2mw02mw1XV1dcv35d7bQ0jUaDSCSClpaWpjygJlpaWjA0NMQHH3yAr3/963jw4IFaehTqMjQ0RBlDKcLExATp6ekoLCzEw4cPNQHBO4wmGHhDWFlZISIiAhsbGygtLYWTk5PKMS1VrKysoK2tDUlJSVI15qv+4AiCAJPJxJ07d2Bra0vNv/v7+8Pf3x8DAwMYHBxERESElNGOBmkkywUEQWBwcPDS6WwtLS08ePAAhYWFePz4MeUcKRAIUFNTA319fWRnZ6usx5Kqgubm5iof097enioj/PCHP8SXv/xlVFZWUs2EZFBhYmICMzMzmJubw9XVFcbGxiq/c6WlpWhoaEBwcDDMzc2xtLSEuro6qsmMHF1zcXGRe6zo6Gi0t7cjNjZWUx5Qg87OTqyvryM+Ph6/+tWvEBISQjWQJiQkvJJFeXd3Vy35aVNTU6SkpKCoqAgPHjzQBATvKJpg4A1ja2uLvLw8LC8vg8FgwN3dXS3HN0kIgkBNTQ0MDQ3VdnVT55hFRUVITExU2LwWGhqK0NBQdHZ2orOzE3FxcS+tRf9xRLJcwOfz1bYFvoiuri7VQ2BiYoK6ujrweDzcv39fbVVIGxsbbG5uqhUMCAQCNDQ04PT0FCkpKaiurgaPx0N2dvaVnj/J/Pw8XFxcEBoaCiaTidzcXKrxlUQkEmFiYgIcDoe6TFdXF8HBwbC2toaFhQX29/c15QEVDA8PY2ZmBhEREYiMjARw3tDH4/GQkJCA7e1tFBYWIjo6+qXtxC8ztWBmZoakpCQUFxejoKBA8/m9g2iCgbeEk5MTnJycMDc3h9LSUnh7eyMgIEDl/ZaXl9HR0YGkpCSFXet0Op1KqaqDWCzGs2fPkJ6eLjM+Ji/FHBkZCYIg0Nrait3dXdy7d+9SY2efBBwcHMBms1FfX//SM9fHx8d4/Pgxnj17hqSkpEtpv9va2mJgYIDqLJfH3t4eWlpaoKuri/j4eOjr64PFYiEtLQ1TU1NS1slXYWBggCplXLt2DRsbG7C1tZW6jZaWFpWBIjk9PcXw8DDlp1BcXIyYmJgr98N8nJmZmcHw8DACAwNlykZkMAAA1tbWePToEVpbWzE6Oork5OQ3tjBbWFjg3r17YDAYr2SSSsOrRRMMvGXc3d3h7u6OyclJlJaWws/PT+78PkEQqK6uhomJiUp7Vm9vb0xNTcHX11fl45+dnVEGMxebikxMTHB0dCR3oafRaIiNjaXMjng8HpKSkjRe5RJ87nOfg4mJyUtZRRMEgQ8//BANDQ3w8/PD+Pg49vf3AQB2dnYICQlRWiowMjICl8uVe938/DyGh4dhbm6OzMxMqeOQI2PXr19HbW0tNjc3r+ReOTk5KRWIREVFUY6NqtDT05MqpR0dHX3krYlfNevr6+jo6ICnp6fC91QyGCCJiYnBwcEBioqKcOvWrUv3Al3VzdTKygpxcXEoLS39RPiXfJTQDIC+I/j4+CA3NxdnZ2coLS3F7Owsdd3i4iKKiooQGRmJqKgolcdyc3PD/Py8ytsJBALKEVFed7GtrS02NzeVHoNOpyMpKQlpaWloampCZWXlG9VLf5chrY4v610gCZvNRlpaGu7evYuOjg5ERUUhPT0d6enpsLe3R1VVFSorK1FVVYXt7W21jjkwMAAmk4mDgwNkZ2cjLi5OKhCYmJiQWsCTkpKunOF4/vy5VMaLRqPB2dkZS0tLlzpOS0sLYmJiNOnl33FwcIDS0lLMzc0hLy9PqeeEvr4++Hy+zOVmZmZ4+PAhNjc3UVFRcanPd3h4WKXPhSKsra0RFRUFJpN5pftreD1oMgPvGAEBAQgICKDmhP/6r/8av/jFLy61I1LnhMnj8cBgMPDo0SOFXe62trYYGhqSK0N6EW1tbaSmpoLP56Oqqgp6enpISEj4xGuUk9MFu7u7lxYSGhoagouLC1UOcnR0xNLSEiUWZG9vTzVynp2doa+vj5IAtra2Rnh4OLS0tEAQBMRiMZqbm3F4eIjg4GClTolTU1MygkDZ2dkoLy+/1G5ueHhYrlT1zZs3UVpaqlD06CKa6YHfw+fzUVtbC0NDQ7UaSAH5mQFJbt++jZOTE5SWliIwMFBpSYlEKBS+lD6BjY0NIiIiUF5ejqysrCsfR8OrQ5MZeEcxNzeHSCRCYmIiNjc3MTg4+MqOfXR0hNLSUrz33ntKx92MjIxwfHx8qWPr6+sjMzMTd+7cAYvFQmNj45XkUT9OXMa7gGRnZwfr6+tSi+mtW7fQ29sr9/ba2tqIiIigsgZubm6oqakBi8XC5z//ebBYLISEhCA7Oxuurq4KH1csFssNJg0NDREQECDXC0MRMzMzCgNJDw8PzMzMqHWc2traKzdhflwQiUSorq5GQ0MDUlJSkJCQoLayn6pgADj/fAsKCqig4E1k9+zs7HDz5k3KilvD20UTDLxjiMViVFZWYm1tDQ8fPkR2djays7NhYWGBsrIyNDQ0vFRD2t7eHthstlrOYi+TkjU2NkZ2djaCg4NRVlaG9vb2T2xQcNlygVgsRk1NjVyVPh8fH0xMTKg8ho2NDVJTUwEAhYWF0NfXV2uioKOjQ6Fhlre3N46Pj7G2tqbyOL29vUrtjoOCgjA8PKzyOJ/08gBpZsZisRAdHY20tLRL+5gok3S+SEhICNLS0lBRUYGRkRG5t7lMc7Iq7O3tERISAjab/UqOp+HqaIKBd4j5+XkUFxcjNjaWGgsicXV1RXZ2NsLDw8Fms8FisRQ2hgGApaWljIvZ5uYmGhoa3qj4h4WFBXJycuDp6YnS0lL09fW9kcd913BwcACPx8Pu7q7K25aVlSErK0vuZxQQEIDnz5+r9ZjV1dW4ceMG7ty5Ay8vL7WyE3t7e0rLGQkJCWhublbqW08QhFQ5QxFkQ6QiPunlgZ6eHpSWluLGjRvIzs6GkZHRlY5z2d+6np4e8vLyoKWlheLiYpl+g6saoSnC0dERN27ckBor1fDm0QQD7wBisRgsFgsbGxt4+PChlL3tRUxNTZGZmYmUlBR0dnairKwMq6urMre7ceMGRkdHqb9XV1fR1dWl0iXuIq9qN29ra4usrCx0dXV9YncB6pQLuru7cePGDaUn/pCQEAwMDCg9Tn19PTw9PamSgLu7Ozw8PFBXV6fwPicnJ2rJ1Obk5KCsrEzh9e3t7YiOjlZ5HF9fX6VqmZ/k8gCHw0FfXx+ysrLempaHv78/cnJyUF1djf7+furyxcVFtfs91MXZ2Rl+fn6oqqp6pcfVoD6aYOAtMzc3h+LiYsTFxV3KDEhbWxuJiYnIysrC6uoqmEymVFrP0NCQqhMuLCxgeHj4rTbqDA4Oory8HJ/97GeRlpb21p7H20RVuWBlZQU8Hk9lw6a7uzvm5+cVBmrNzc1wdHSkfOZJPDw84Obmhvr6ern3k+epIA99fX2EhISgs7NT5jqCILC1taX22FlwcLDcfphPenkgNTUVn/nMZ8Bisd5qNk1bWxvZ2dkwNTVFUVER1UP0Oj4XUqK6pqbmlR9bg2o0wcBbgswGbG1tqcwGKINGo+HmzZvIycmBkZERysrK0NzcTMm8Tk9PY2pqiqofX+X4L8P+/j6KiopgZGSEvLy8T7wOgaJygVAoRHt7O+7evavWcaKiotDe3i5zeUdHBywtLeVqVQCAp6cnXFxc0NDQIHOdQCBQu0Pcw8MDAoGAkiomaWxsvJQRkYeHB+bm5qQu+6SXB0j09fWRk5MDS0tLFBcXqxzzfZ14eXkhPz8fTCYTX/rSl9Da2oqVlRXqPPOqcHNzg6enp9IMlobXg2a08C0wOzuLvr4+pKWlSdnUviweHh7w8PDA/v4+WCwWHj16BCaTeSm72FcFQRDUD1ojPypNUlISCgsLpaSkS0tLkZOTo/YxbG1t0dHRAbFYTHWV9/b2wtDQUO44nyReXl4gCEJq4V5dXb2030RcXBwKCwuRm5sLHR0diEQiHB0dqdWoKMnt27fR3d1N2TvX1tZqxIUkcHd3h5ubG1pbW9HX14fk5OQ3PrJLGmM5OTnh3/7t3xAcHIyFhQWMjY3JzVCZmZnB3d0dNjY2l/7te3h4gCAINDQ0SJlzaXi9aIKBNwg5KWBra/taT3aGhoY4OzvDN7/5TRAEgfLyciQkJFy5AemyTE9PY2hoCAkJCQolkz/JSJYLYmJi0NzcjDt37lx6bjshIQENDQ1ITEykUu2qXORIvL29qU71u3fvor+/Xy2L5Yvk5OSAyWTiwYMHqKuroxwQL4OjoyNlokO+J5rgURpS8fPk5ATl5eXw8PC4sujPZTg+PkZ9fT01HUSn08Fms2FiYoIbN24oDDz39/cxPz+PoaEhmWCBIAhYW1vD3d0dlpaWcj9rT09PiMViNDU1vbSHggb10AQDb4iZmRkMDAwgPT39UovyZRv4hoeHMTc3h4yMDBgaGiIlJQUikQgNDQ04OTnB3bt3YWZmpvbx9PX1wePx1Erv8/l8cDgcuLm5oaCg4FLP+5MGKUbU29sLPT09ODk5XfoYpqam4PF4GBgYwOnpqcwEiip8fHxAEARaWlqU2hwrQ1dXF7du3UJDQwMEAsGVA86YmBiUlZXB0NDwE18eUIahoSFyc3MxNTWFoqIiJCQkXFrMSh14PB5ljZ6RkSGViTA3N5ey6JaHubm5QgM2giCws7ODubk59Pb+/+3dWUzba3o/8O8PsxjCGuAAJ2xhSwJmTQg7Yd8SwNjg5KYzvajU08tqNBeVphetWqk66pl2Lno1I02nqv5KANtsCethCWFNAiQQOA6QsAYIIWE1m5f/RWQ3hM0bts/h+UhHmmP/fu/7ojO2n9+7PM+zQ99xDMPAw8MDly9fhkKhQGdnJ1JSUgzyd5HjUTBgBDMzM/iv//ov/PnPfz6zp/Pt7W3U19erdwB/icViISsrS52Fbm1tDUlJSXBzczu1XVXVu5MS1QCfS6Z++PABd+7cgaUl/d9KE1lZWfjNb36D3NxcnXdRy+Vy/PM//zO+++47ndvo6OiAk5OTXhnl/vjHP+JXv/qVXrvBnzx5gu+//17n+8+T4OBgBAUFoa2tDTKZDFlZWRonITrJ7u4uWlpawGKxkJ+ff+RnOSYmBk+ePNFpFgj4/GPv5uZ27PePUqnE0tISRkdHsbq6in/4h3/An/70J40yoRLd0be2Efj6+uKHH35Qp6VNTEzUeLe1Jk9rAwMDmJ+fR1FR0YEPL4vFgkwmU79mYWGBtLQ0KJVKdHV1YWVlBTdv3jxxrdjDwwMTExPHBgOLi4vo6uo6UDKVaIZhGPz+97/Xux1t9hocRZ9CSubWxnnCMAwyMjKwsbGB6upqXLly5UDVR23s7++jpaUFSqUS2dnZJwaGNjY2Gicx0gXDMPD09IRCocDs7CwePXpEVVGNgIIBI2EYBqmpqVAqleju7kZXVxfi4+O13rT1pa2tLdTX1yMqKgoxMTGH3lcdL/z6pIJqzRr4fK69v78fUVFRR/7gu7i44NOnT4del8vlaGhogJOTEy0JEGJCDg4OKCkpwdjYGIRCIbKzszX+8ZTL5WhpacHe3p5ZVR3t6OgAwzAQCASYmJgw9XDOBQoGjIxhGCQlJUGpVKKvrw99fX24ceOG1mvG/f39WF5eBo/HO3Z60M7ODlKp9MRji6od3IODgxgaGkJYWNiB6TiGYQ6t6Q0PD6uPK2qSpIYQcvauXbuGq1evoqWlBRYWFsjIyFDPLH79GVYoFGhra8PW1hYyMzO1Xr60trbGzs4O2Gy2wcYPfD610NDQgNTUVL0elIj2KBgwEYZh1NPqT58+xbNnzxAdHX3o6fzrD/H6+joaGxsRGxur/iE/jioY0ER0dDSio6MxMjKC6upqBAcHH5pyXF9fR3NzMzgcDng8nkbtEkKMh2EYZGdn49OnTxCLxeBwOAeqEKpOkKytrSE9PV3n6feYmBgMDg4eW8dCF8+fP8f79+8hEAjoNIkJUDBgBmJjYxEbG4uBgQEMDg4iIiICAQEBh67r7u7G+vo6SktLNfqw2NnZYW1tTauxqI4LvX79GtXV1fD391ef+d3f39c6nTEhxPhcXFzA4/Hw8uVLiEQi9amRlZUV3Lp1S+8jvy4uLlhdXTXIWHd3d1FXV4fIyEhcv37dIG0S7VEwYEZiYmIQExODly9foqqqCmFhYWAYBh8/fkRzczOSkpK0Wk6ws7PTqMLcUUJCQhASEoL29nYUFBSgq6uLEoAQ8jMTEREBhmEQERGBP//5zygtLTVYojNDPBRIJBKMjo6iqKhI62qMxLAoHbEZioiIAJfLxd7eHvLy8lBVVQWBQKD1vgJtlgm+JpPJUFtbiwsXLqiTjAiFQq1nGgghprGysgKRSAQrKyvU19fjr/7qr9DX14fq6mqDpDZmGEbndMQKhQJ1dXXY3t5GSUkJBQJmgGYGzNTi4iJGR0fxl7/8BVevXkVtbS3y8vK0OgtuY2NzqPyoJl6+fIk3b94gLy8PbDYbjY2NCA8PB4fDQUtLCxQKBbKzsw1yrpkQYlhyuRxNTU2wtbVFSUkJGIbB1NQUWCwWMjMzoVQq0dvbi97eXoSFhR0qaKWp0NBQjI6Onpr++mvz8/Po6upCQUGBQdOxE/1QMGBmlEolmpubYWtri7KyMjQ2NuLmzZvY29tDY2MjPDw8Tt04qKLtNN7m5iYaGxvB4XDA5XIPjEnVXnZ2NjY2NlBVVYXAwECN098SQs7ewMAAZmZmkJOTc+ikjyrLJMMw6o1/IyMjqKmpga+v77EZA4/j4+ODkZERrYKBtrY2WFlZHajLQcwDBQNm5O3bt3j+/Dmys7MPpQy2trZGYWEhZmZmIBQKkZiYqNHRG03TGT958gSbm5soKSk58MS/sbFxKHp3cHAAj8fD+Pg4hEIhUlJSNE6iRAgxvIWFBfT09CA6OvrInCO2trbY2dk5lEdAtWF4enoaNTU1cHFxOZPaEKurq2hqasKtW7fg4eFh0LaJYVAwYAZkMhkaGhrg6emJ0tLSE6/19fWFr68vurq6MDAwgNzcXL3S/y4sLKCrqwtJSUlHBhcLCwvH5opXpUR98uQJ+vv7kZubS2t/hBiRasbQ1dX1xOO+zs7OWF1dPTapkJ+fH/z8/LCysoLa2lqw2Wykp6cb5PP89OlTrKysoKysjE4imTEKBkxsdHQUEokEeXl5WmX/SkpKwvb2Nurq6uDn54fo6Ogjrzvuw6dQKNDU1AR7e/sTA5B3794hLi7u2PdV1dR2dnbUFRkpLTEhZ6+7uxsrKyvIzc09dS+RKhg4bTbR1dUVRUVFkEqlaG5uhkKhQFpa2rFr+97e3pidnYWPj8+h91RHBqOiohAbG6v5H0ZMgoIBE9nZ2UF9fT1CQkJQUlKiUxu2trbgcrmYmJhAZWUl0tPT4erqeup9EokEIyMjyM3NPXUDz+7urkZBCpvNRnFxMebm5iAUChEbGwtfX1+N/xZCiGampqYwMDCA+Ph4JCYmanSPs7Mz3r17p3EfdnZ2KCgogFwuR3t7OzY3N5GQkHBoOTAsLAxNTU2HgoGxsTFIJBIUFxdT4bKfCfqvZAKqwkKFhYUG+aAEBQUhMDAQHR0d2NnZQU5OzpE7/VUBSGBg4JnVE/D29oa3tzeePn2qXsYwl3znhPycSaVS9Q+vthlAHRwcsL6+rnWfX59A6OnpAYfDUZ9AsLCwOLAvSaFQ4OHDh/D19T2wCZmYPwoGjGh9fR1NTU3HbvLRB8MwSEtLw8bGBsRiMa5evYqwsDD1+0+fPsXi4iLu3LljlHX92NhYREdHo6mpCRcuXEBqaiqtFxKiA6VSifb2duzs7KCwsBAsFkvrNr7+0dbW1ycQqqur4efnd+AEwuzsLHp6enD79u0zK9VOzg4FA0bS1dUFT0/PEwsLGYKDgwP4fL66gtmHDx9QWVmJGzdu6LRup88XiKWlJQoKCvDhwweIRCJwOBxcuXJF5/YIOW8kEglevXqFW7duabQEaAyqEwhTU1Oorq7GTz/9hK2tLXh5edGRwZ8xyhpjBDMzM+ju7kZAQIDREvX4+/vDysoK3333HZKTk+Hv72+Ufo/i5uYGPp+Pvb09iEQiTE9Pm2wshPwcTE1NQSQSqeuBGCIQMPTMnL+/P65fv46PHz/ihx9+wOXLlw3aPjEuCgaMwNfXF7/97W+xs7MDsViM5eXlM+trf38f9fX1aG9vR05ODurr69HT04NPnz7p1J4hv0BcXV0hk8mwtbVlsDYJ+SWSSqVQKBSwsbEx9VCOJJfL8fDhQ8zNzeF3v/sd/v3f/x0TExN4/PixqYdGdETBgBGFh4eDy+VCIpGgpqYG29vbBmtboVCgpaUFjY2NSE9PR35+PiQSiTqbYFNTk9Y/wvosEXzdTlNTE96+fQuBQHCoNDIh5KDQ0FCUlpZia2sLIpHIrALo4eFh1NTUICMjA/Hx8bCxscHu7i5SU1MRFBSE8vJybGxsmHqYREu0Z8DIGIZBcnIyZDIZWlpa1Lt1dV0+UJUm/fTp06H65PPz8+p0wWVlZbh//z5KS0s1rm+wurqqd6nT6elpPH369MisioSQk0VFRSE8PBxNTU1gs9lIS0sz2UZcVbrysLCwA8ehrayssL+/DwD49ttvUVpaivr6ely6dEnrFMfEdCgYMBFLS0vk5eVhY2MDtbW18PT0PDG5z1H6+vqwsLCAlJSUU9cULSwsUFZWhoqKCty9e1ejHcnv3r07NvvgaRQKBRoaGuDm5nZqVkVCyPFYLBby8/OxsrICoVCIyMhIBAcHG3UMjx8/hlQqPZSuHDi8lGhhYYHbt2/jp59+glgsNtgRanK2aJnAxBwcHFBcXAxvb2+IxWJIJJJT73nx4gWqqqrg7e0NLper8eYiKysrlJSUoKKiQqMlgIWFBZ3yiE9MTEAsFiM1NVXjokqEkJO5urqitLQUUqnUaEsHc3NzqKioQEhICPLy8rSawbx69SoKCgpQXV2NN2/enOEoiSFQMGAmLl26hJKSEshkMojFYiwuLh66RiKRQCwWw97eHlwuF5cuXTq2vcXFxSN/yG1tbZGfnw+xWHzqmGQymVY5CWQyGWpra7G+vg4+n0/lSQk5A5GRkSguLkZnZyfa2toMtrfnS3K5HHV1dZidnUVZWRk8PT1PvP64MdjY2IDP5+PDhw9obGw8k7ESw6C5GzMTFhaGsLAwdHd3o6+vD3K5HFNTUxgaGtIqdfHLly+Rnp5+5HtOTk5ITk5GXV0d7ty5c2wb2qxNjo2NYWxsDPn5+ZRxkJAzxmKxkJeXh5WVFYhEIkRERBhs6WB4eBjj4+PIy8s7VAZZVzdv3sTHjx9RXl6OzMxMuLm5GaRdYjg0M2CmEhMTkZSUBD6fj9raWnC5XK124Z/2VP/NN98gIiICzc3Neo1zb28P1dXVkMlk4PF4FAgQYkSurq7g8/nqpYPNzU2d29rc3IRQKISlpSV4PJ5WgYAmDw4XL16EQCDA0NAQenp6dB4nORs0M2CG5HI5GhsbYWNjg/r6enA4HJSXl6OgoMCgU+++vr7Y3d1FZ2cnUlJStL5/eHgYk5OTKCgo0PiEAiHE8CIjI9WnDmxsbI48dcBms7GzswM2m33o/s7OTmxubh65QdCQGIZBVlYWpqenUVFRgTt37tADhJmgmQEz09/fj9raWqSlpSEzMxMMw8Db2xulpaXo6OjA0NDQqW3s7u5q/OMcHBwMFxcXPH36VOMx7uzsQCQSwcrKClwulwIBQsyAhYUF8vLyEBERAZFIhPHx8QPvq8oYf2l+fh6VlZUIDg5Gfn6+0TKk+vn5gcfjoampCa9evTJKn+RkFAyYienpaQiFQnh6eoLL5R6aolMd17G1tYVYLFaf6z3K4OAgoqOjNe6bw+GAYRi8fPny1GsHBgbQ3NyMoqIiXL16VeM+CCHGoVo62N7ePrB08GUwoNogODU1hdLS0lM3CJ4FFouF4uJiKBQK1NTUQKFQGH0M5P/QMoGJbW1tqcuSalJW+MqVK7h8+TJqa2vB4XAQEhJy6JqPHz9qncv8xo0b6OrqwuvXrxESEgKFQnHgKWFrawsNDQ2IjIw0eMVFQojhRUREgMPhoLm5GdbW1oiOjsbCwgJGRkbw+vVrg24Q1Ed4eDgCAgJQWVmJhIQE+Pj4mHpI5xLNDJiIUqlEc3MzHj9+jKKiIty4cUPje62trcHj8bC5uYmHDx8eiqh1zVCWlJSE2dlZTE9PY3l5Ge7u7gA+L110dHSgpKQEQUFBOrVNCDE+CwsL5ObmIiIiAlVVVUhPT4eFhYXWGwTP2oULFyAQCDA9PY22tjZTD+dcomDABF6+fAmxWIzY2Fjk5+frVJ8cAGJiYpCamorKykrMz88D0L+eQGZmJl69eoXBwUFcuHABFRUV8PDwQEFBgdHWEwkhhqNUKvHy5Ut4eXnhd7/7HSYnJyGXy009rCMlJycjNDQU9+/fx9ramqmHc67QMoERLS4u4smTJ4iIiACPxzNImw4ODhAIBHjy5Alev34Nf39/jUqJyuVyrK+vY319HWtra1hfX1dnNFOdYf7hhx/w93//9ybLhU4I0c/r168xMjKCtLQ0XLx4EQCQkpICsVhskrTGmvDw8MDdu3fR0NAAd3d3ODs7m3pI5wIFA0awurqKhoYGpKWlnVme/uTkZLx//x7BwcG4f/8+pqamAHxeMlDNFnz5v1ksFhwdHeHo6Ag3NzcEBgbCzs4ODMNgfHwcP/zwA5KTk1FTU4OAgACEh4efybgJIYa3ubmJpqYmBAUFHXrwsLOzQ2lpKQYGBlBbW4uCggKdZyfPCsMwyM/Px/j4OP7yl7+guLjY1EP6xaNgwIiUSiWUSuWZPGlLpVK0t7fjD3/4A7Kzs3UuDLK0tIQ3b95AIBBgdXUVxcXFmJiYQFVVFfz9/akKGSFmTKlUoq2tDfv7++ByuScu7cXExODq1atmO0uwv7+PiYkJ9UMKOVsUDBiBs7Mz7t27BwcHB4hEInA4HFy5csVg7b969Qpv3rwBn8/H+Pg45ubm4O/vr3U7W1tb6OzsRGlpKWQyGcbGxsDhcBAUFISgoCBMTU2hqqoKPj4+uH79usHGTwjR3+vXrzE8PIz09HT1ksBpzHGWQC6Xo7W1Fbu7u8jMzDS7IOWXinaEGZGHhwf4fD729vYgEonw6dMnvdpTKBSora2FQqFAYWEhWCwW/P391UsE2pDL5aiurlZPKVpaWh7aZOTv7w8ul4tvvvkG1dXV6O/v12v8hBD9bWxsQCQSYXd3F3w+X+NA4EsxMTHIzMxEVVUVJiYmzmCUp1MoFPjxxx/x6NEjJCYmUnZCI6OZARMIDw8Hh8NBW1sbtre3kZubq/W0/rt37/DkyZNDKYrZbDZ2d3e1akupVKKyshI8Hk+jEwM+Pj7w8fHB/Pw8qqqq4OHhgfj4eJrKI8SItFkS0ISdnR34fL7RZwmUSiUeP36M1dVVpKWlwcnJ6cz7JIdRMGAiDMMgIyMDUqkUdXV18PLyQlxcnEb3dnZ2QqlUQiAQGGQsjx49QlZW1pE5y09y6dIlXLp0CYuLi6iuroabmxuSkpIoKCDkjEkkEoyMjGi1JKAp1V6CqqoqREZGnlluEaVSie7ubiwvLyM1NdXgfwfRDi0TmJidnR24XC4uXboEoVCIt2/fHnvt1tYWHjx4gICAAKSmph57nTa5Bh4/fozQ0FCtMxZ+SZVC+cqVK6ipqcHjx4+pbjkhZ0C1JLC3t6fzkoAmVLME6+vrqK2tNXhegv7+flRXVyM4OBhcLpcCATNAMwNmwtvbG97e3nj+/DkGBweRnZ0NBwcH9fuvXr3C5OQkSktLDTZ1NzQ0BCcnJ43yEmjC3d0dxcXF+PjxI6qrq+Hk5IRbt25RsiJC9KRUKtHa2gqZTGaQJQFNaTpLoGnwPzAwgJmZGcTGxuLmzZuGHCrREwUDZub69euIjo5Gc3MzGIaBXC5HbW0t/P39UVRUZLB+3rx5g42NDZ1KF5/m4sWL4HK5WF1dRW1tLezt7dVpUAkh2jnLJQFNGGIvgarceXR0NNU2MVP07WyGVPnEnZ2dcfv2bVy8eFGrpD9OTk6HSpV+6cOHDxgbGzs1EHB0dNQrJaizszOKi4sRGxuLuro6NDc3m20aVELMzcbGBoRC4ZkvCWhKdeJALBYfOnFw3D6hsbExVFVVwdbWFlwuF35+fsYYKtEBBQNmaGVlBSKRCPb29mhoaICXlxfEYjEWFhY0uj8wMBBv3rw58r3t7W20traioKDg1HZ8fHwwNzen1diP4ujoiKKiIiQkJOBPf/oTHj16pHebhPySPXr0CP/7v/+LkpISs8r+qcpLsLa2duJeAlWiMoZhwOVyqcDZzwAFA2Zkf38fDx8+xMjICEpKShAaGgoACAgIQElJCaamplBTU4OdnZ0T23F3d8f79+8Pva5QKCAWi8Hn8zXa8e/p6alxAKKJ4eFhXLlyRaNAhJDzrKCgAHFxcaiqqlLXDDEn169fP3KWQJWYbGdnB1wuF1evXjXhKIk2aM+Amejp6cHy8jJycnKOPeKXkJCA/f19NDU1wcHBASkpKUf+qB/3Qy8UClFcXKzxep+VlRVkMpnmf8Qx9vf3UVNTg5iYGFy+fBmNjY16t0nIL11MTAwiIyPR1NQENpuNtLQ0szq2q5oleP78Of7u7/4OP/zwgzoxGfn5oWDAxCYnJ/HixQvEx8cjISHh1OutrKxw+/ZtLC8vo6qqCqGhoRqlNq6vr0dqaiouXLhgiGFrbHZ2Fn19fSgsLISNjY1R+ybk547FYiE/Px8rKysQi8UIDQ01q6ftt2/fYm5uDgUFBdje3jarJQ2iHVomMJH19XWIxWJsbGyAx+Ph22+/1ep+d3d3lJSUQCaTQSwWH0pt/OVRn66uLgQFBcHDw8MgY9dUV1cXpqenUVpaSoEAIXpwdXUFj8eDTCaDUCjUa2OvIUgkElRXV2N9fR3FxcW4c+cOeDweHjx4oHUGVGIeaGbAyORyOVpaWsBisVBcXKz3cbuwsDCEhoaivb0dOzs7yMnJObAMMDw8DDabbdRiH3t7e6ipqcHNmzfh6+trtH4J+aXjcDgICwtDS0sLlEolsrKyjHpkd3h4GG/evEFISMihssJsNht3795FeXk5iouLjT4LSfRDwYARPX/+HLOzs8jKyjpQT0BfDMMgPT0d29vbePjwIby8vGBpaYk3b97gw4cPSE9PN1hfp5mamsLz589RXFwMKysro/VLyHnBMAyys7Oxvr6OqqoqBAcHn/n0/MDAAGZnZ8HhcA4FAaoxAZ8LnN27dw/l5eXIzc2Fi4vLmY6LGA4tExjBzMwM/u3f/g2urq7gcrkGDQS+ZGtri6KiInh6euKPf/wj/uZv/saogUBHRwcWFhbA5/MpECDkjDk6OoLH48Ha2hpCoRArKysGbV+pVKK3txfV1dXq7KKBgYHHXqtiYWGBu3fvoq2tDYuLiwYdEzk7NDNgBL6+vkhPT8fLly/h5eV1puvn29vbGBgYwK9//WtsbGygtrYWVlZWSE1NhZ2dndbtOTg4YH19HY6Ojsdes7Ozg5qaGiQlJeHSpUv6DJ8QoqUrV64gJCQEHR0dkEqlyM3N1StluVKpRGdnJz59+oT4+HjEx8dr3QbDMODxeHj48CE4HA4lG/oZoGDASOLi4uDn54empiY4OTkhOTnZoO2rypnu7Ozg9u3bkMvl6O7uRnp6Ovb29tDZ2QmpVAp/f3+tphS9vb0xNzenznnwtYmJCQwPD4PH42ldhpkQYhgMwyAtLQ1SqRS1tbXw8fHB9evXtWpDoVCgvb0dm5ubSE5O1irj4XFHHm/fvo2Wlhbs7u4iJCREq/EQ46JvbyNSHQtcWlqCUChEVFTUsdNu2hgeHsb4+DjS09PVa3SWlpbqXb3W1tbIzMwE8HlNv7a2FiwWCykpKQeKIR3l22+/RUdHx5HBQGtrK+zt7VFSUqL330AI0Z+qCurbt28hFAqRmJgILy+vE++RyWRobW3F7u4ubt26deIsoC6ysrLw+PFj7O3tgcPhGLRtYjgUDJiAh4cH+Hw+hoaGIBaLkZ2drdM+gsXFRXR1dSE8PBw8Hu/Q+0dF6/7+/vD394dMJkNnZyc2Nzdx6dIlREdHH3n9UYmHVE8faWlpRj+uSAg53eXLl3H58mV0d3fj2bNnyM3NhbW19YG1/d3dXbS2tkKhUCA9PV2nZURNpaamor+/H8+fP9d6xoIYBwUDJhQVFYWIiAg0NzfDysoK6enpGmUY293dRWNjI1xdXcHn83Xq29LSUr25cG5uDnV1dbCwsEBycjKcnJyOvU8ikeCnn35CWVkZVSEkxMwlJiaqvy/c3d0BfA7mW1tbYWlpiYyMDIPsYdKkhPHNmzfx4sUL9PT0aJRgjRgXBQMmpqpQ+OnTJ4jFYly9evXY9XmlUonHjx9jY2MD+fn5Btux7+3tDW9vb8jlcnR1dWFtbQ0eHh6IjY1VBydKpRLNzc1wdXU98mgRIcQ82djYoLCwELOzs0hISIBQKERRUZFJ9vhERkZibGwM7e3tSEtLM3r/5HgUDJgJFxcX8Hg8jI6OQigUIiMj48AZ3dHRUfz0009ITU2Fm5vbmYyBxWIhNTUVALCwsIC6ujowDIP5+Xk8ePAAWVlZZ9Y3IeTsTE5OYmhoCEKhEAqFAp8+fVLPFBiCNjUTrl27BhsbGzQ2NiI3N9dgYyD6oXleMxMaGgoej4fBwUE0NDTg/fv3EAqF6qM6xvox9vLywp07d+Dg4IDvvvsO9vb2Jq+nTgjRjkKhwKNHj7C6ugo+n68uLtTb24uZmRmD9aFtAaWAgABwOBzU1NQYZAxEfxQMmCGGYZCSkoK1tTX86le/QnBwMK5du2bUMUxOTkIkEuHatWtoaGhAWloahEIhpqamjDoOQohupqamIBaLcevWLfWmPdWPdmFhIcbHx/H69Wu9+9na2tJpA/SlS5eQmJiIyspKjfYckLNFwYAZ6u3tRX19PYqLi9HQ0AA2m43KyspDxYjOglQqRVVVFdbX18Hn8/HNN98AAOzt7VFWVoalpSU8evQICoXizMdCCNGeQqFAfX093r9/Dz6ff2yNgMzMTCwvL+PFixd69XdaUrKTuLm5IScnB/fv34dcLtdrHEQ/tGfAjLx9+xYDAwOHsn6FhIQgODgYra2tkMvlGhcn0SbaViqV6OjowPb2NgoLC4/NYBYXF4f19XUIhULExcVRISJCzMjMzAz6+/uRm5t7ag4RAEhKSsLAwAD6+voQFxenU5/r6+sa9XUcR0dHcLlcPHjwAKWlpbC2tta5LaI7mhkwA5ubm+oyxHw+/8iUvgzDIDMzE/Hx8aiqqsLo6KjB+h8fH4dYLAaHw0F+fv6pqUwdHR1RVlaG+fl5NDQ00BQfISamVCrR2NiId+/eobS09Ngf56M+qzExMXBwcEB7e7tOfW9sbOidqMjW1hZlZWWorKyEVCrVqy2iGwoGTEipVKKlpQVdXV0oLi5GTEzMqfeoipMolUoIhUKsr68fe+1pm3o2NzchEomwvb2t0+bEhIQEJCQkoKKiAnNzc1rdSwgxjLm5OVRWVupcRwD4vHHZz88PDQ0NWt+r78yAipWVFe7du4eamhqsra3p3R7RDi0TmIgqhXBGRgacnZ21vj8sLAzXrl1Dc3OzOnmIpjt6VXUM9vf3weVy9Uoe5OTkBIFAgO7uboyOjiI7O1vrncWEEO2pcn+o9vNo4qTP5uXLl8FmsyEWi8HlcjX+HMtkMoPlLFBVPBSJREhNTTXo8UdyMpoZMDLVUUEbGxvweDydAgEVVcKi6OhoiEQijI+PH3j/qClBiUQCkUiEqKgo5ObmGiyLYGJiImJjY1FRUYF3794ZpE1CyNHevXuHiooKxMbGIjEx0WDtenl5IT09HQ8ePNB4Q5+hg3+GYcDn89Hb20szjkZEwYCR7O/vo66uDhKJBDwez6AVvC5evAg+nw+pVAqRSIStrS31e6qAYGNjAyKRCPv7++Dz+WeSM8DFxQUCgQCTk5Nobm6mvQSEGJhqaXFychICgeBAYjJDcXZ2RlFRER48eIC9vT2Dt6+pwsJCjI6OYnJy0mRjOE9omcAIZmZm8B//8R+orKw0SB7w40RGRoLD4aCxsREXLlwAm83Gzs4Ourq6oFQq9V4S0FRKSgpWVlZQUVGB1NRUeHp6nnmfhPzSLS4u4vHjx8jMzISrq6vW9yuVSo0DdDs7O/WGvsLCQp3yCBhCVFQUfv3rX+O3v/0tgoKCTDKG84KCASPw9fXFb37zG9TV1SE2NvZMj+OxWCwUFBTg/fv3iI2NRWFhIf7lX/5Fr+UIXbi6ukIgEKCjowOvXr3Sak8DIeT/KJVKdWEhgUCgczu7u7tgs9kaX29lZYW7d++q06MfF4AYegZwenoaw8PDYBgG7u7u+MMf/kBF0YyAggEj8fb2RlpaGvr7+zE4OIjc3FytPpiaUigUePLkCVZXV/GP//iPCAkJwcjICJKTkw3elyZu3bqF5eVlVFRUIC0tTZ3EiBByuvfv36O9vR3p6el6b6bb3NzUete/hYUFSktLUVtbi5iYGHh7e+s1hqMolUqMjY3h7du3AAA/Pz/cvn1b/fAwMTFh8D7JYRQMGNnNmzexv7+PxsZGODk5ISUlxSDt7u3toa2tDXt7e0hOToaLiwsaGhqQmpqK2dlZVFRUoKioSKdlCn0jf3d3dwgEArS1tRk0PwIhv2Sqc//6zAZ8aWNjQ6fpfoZhUFRUhObmZuzs7Byartdlxk+hUGBgYABLS0sAPhcvun37ttbtEMOhYMAErKyscOfOHSwtLUEoFCI6OhoBAQE6tbW+vo6Ojg5YWVkhLS3tyNkGHx8feHl5oaamBpGRkQgMDNT3T9BJXFwc/t//+38YGRmhamWEnKC+vh5hYWHIyckxWJubm5s67TVQyc7ORmdnJ7a3txEeHq71/TKZDL29vVhbWwPDMIiJicGNGzd0Hg8xLAoGTMjDwwN8Ph+Dg4MQi8XIyck5No/41969e4dnz57B0dERt2/fPnVNzdLSEjweD/39/ZienkZGRobG49R3rV8mk6GlpQUMw+Cv//qv8eOPP+rVHiG/dPn5+cjNzcXQ0BBevHgBDw8P3Lx5U6/P4sbGBvz8/PQaV0pKCp49e4anT58iNjb21Ou3t7fR09OD7e1tsFgsxMfHG33/EtEMBQNmIDo6GhEREWhqagKbzUZaWtqxH3qJRAKJRAIvLy8UFRUd2+bW1hZsbW0PvX7z5k0sLS3hwYMHuHPnjsbBhy6USiU6OzuxtraGzMxM2NnZnVlfhPwSRUVFISoqCouLi6itrYW1tfWxM4Cn2dzcNMjn/caNG3j16hUeP36M1NTUQ++vra2ht7cXMpkMbDYbiYmJR34XEfNCwYCZYLFYyM/Px8rKCsRiMcLCwnDlyhUAn39Unz17hoWFBVy5cuXEIEBldHQUYWFhR77n4eGBsrIy1NXVISgoCKGhoQb9WwDg+fPnmJmZQWpqql5Tk4QQwNPTE0VFRdjd3UV7ezt2d3dx48YNfPvttxq3oVQqT607oqmwsDBMTk6isbERALC0tITnz59DqVTC0dERGRkZsLKyMkhfxDgoGDAzrq6u4PF4GB4eRmVlJf7nf/5H/cHXZFpOZWVl5cTrLSwsUFRUhKGhIdTX1yMvL88gR/8kEglGR0cRExOjrqFOCDEMGxsb5Obmqh8Qnj17Bm9vb43qmhjSx48fMT09jenpafzt3/4tnj59iry8PDoC+DNGwYAZU220CQsL0+oJQBtRUVHw8/PD/fv3kZ+fr/N63rt379DX14eQkBCUlJQYdpCEkAMYhlEH+7Ozs6ipqYGtrS3S0tIM/kQul8vx6tUrzM/Pq1+7ePEikpKSYGVlhVevXmF6epoCgZ85CgbMzMrKCtrb2xEeHo7IyEgUFRVhfHwcy8vLOlckO42Liwvu3buHhoYGeHl5ISoqSuN719bW0NbWBi8vLwoCCDEBHx8f+Pj4YHt7Gy0tLdjf30dCQsKhvASaHhFeWVnB0NCQOhUxi8VCWFgYIiIiDl27traGlJQU2Nvbo7m5GdnZ2fr/QcQkKBgwE3K5HI2NjbCzswOPxwPDMGhoaMD169fh7u6O8fFx1NXVHUjGYUgMwyA/Px+jo6Oorq5GYWHhiZH+7u4umpubYWtri6KiInoqIMTEbG1tkZ+fD6VSid7eXvT09ODy5csnHgOUy+UYGRk5UFzM1dUVycnJp+Yk2dvbU89C+Pr6QiaTobW1VauTSsR8UDBgBgYGBjA9PY3c3NwDO+6VSqX6hz84OBju7u64f/8+uFzuibtzl5aWdM70p6prXl5ejvT0dHh4eBx4X6FQoKWlBTKZDDk5ObC2ttapH0LI2WAYBgkJCQCAN2/eoKamBvb29pDL5fjw4QOGhoawv78P4P+e+iMjI7Xup6ur60Bm04CAAMhksmNPGRDzRsGACS0tLeHJkyeIjo7WaAOQs7MzBAIBxGIxEhIScOnSpSOvGx0dVX8Z6OLChQu4d+8efvzxR0xPTwP4HJh0d3fjw4cPyMjI0DqtKSHE+AICAhAQEICZmRkEBASof6gNEcRLpdJDRxVDQkIgl8vR3d1t0NLK5OzR3K4JqMoZj4+Pg8/na5V9kMViobS0FBKJBENDQ0deo21BkuNkZmbC2toaeXl5EIlECAwMRHFxMQUChPyMfPr0Cf39/djc3MTHjx8NEghsb28f+x1z7do1ODg4oL+/X+9+iPHQzICR9ff3Y2FhQe9CRRkZGRgeHkZLSwuysrIMMrYvdw2rlifs7e3xxz/+Efv7+1RkiJCfmdXVVfz444/g8/nqKoCzs7Pw8fHRq92vlwi+Fh4ejoGBAQwMDBj92CPRDQUDRjI3N4cXL14gNjYWN2/ePPX6ra2tU7OFhYeHw93dHeXl5eDxeLC01O4/57t37zAyMgKFQgHgc+6B0NDQA7uG3759CycnJwQEBKC8vBwCgYA2CxLyM7C6uorm5maUlpaqg/u4uDgIhUK9gwFNZh9jYmLw9OlTvHz58siTCMS8UDBgBDMzM/jP//xP/Ou//it8fX01uufNmzcaLR94enqiuLgYlZWVyMnJgZOT05E/1lKpFIODg9jY2Dhwb0ZGxolBxMjICAoLCwEARUVFePDgAe7evUsBASFmbG1tDU1NTSgrKzt0+igpKQlPnjzRuay5NtUPY2Nj0dPTg9HR0TPJdEoMh4IBI/D19cXvf/97WFlZoa6uDgAQHx8PNze3Y++Zn58/Np3w12xsbHD37l3U19dDJpMhNDQUY2NjmJqaUn8R2NraIioqCk5OThqPe2tr68DpBjs7OxQXF1NAQIgZW19fR0NDAwQCwZHHkD09PTEwMACpVKpTvZDu7m6tjg8mJCSgs7MTr1+/RkhIiNb9EeOgYMCI/Pz84OfnB4VCgb6+PvT29sLe3h7JyclHPp1r8mO7v78PiUSCubk5WFhYoLi4GN9//z3Kysr0TjHc0dFxqIQqBQSEmK+NjQ3U19cfGwio5Obmora2FlwuV+s+ZDKZ1lkOU1JS0NbWBktLS53LtZOzRcGACVhYWKiP/m1sbKC5uRkymQxBQUG4du0agKOzha2trWF4eBibm5vq16ysrHD16lWEhYVhfn4eXV1d2NnZgaWlpV6BgFKphFwuPzJIsbOzA5fLxYMHDyAQCAxW/IQQoruNjQ08fPgQd+/ePfWzz2KxEBgYCIlEoi6IpomPHz/CxcVFp/Glp6ejpaUFLBZL71LKxPAoGDAxBwcH5OfnAwAmJiZQV1cHhmHw7NkzWFpaQi6Xq691dHREZGTksUf7ent7UVpaCgAQiURwdnbWeG3vqLZOSn9sa2urDgju3r1LAQEhJrS5ualxIKASHh4OoVCIkJAQje/p6+s7NFuojaysLDQ0NMDS0vLYPCnENGiO14wEBQXhzp07sLW1xbNnz5Ceno68vDz1P4mJiccGAh0dHQeyfpWUlKCmpuZAMKGNDx8+HMpt/jVbW1uUlJTgwYMHOvdDCNHP5uYm6urqTl0aOEpWVhZaWlo0vl6hUOgd+Ofl5WFwcBBLS0t6tUMMi4IBM9PW1gZvb2/80z/9ExYWFjS6Z319HTs7OwfyADAMAx6PB5FIpPUYpqenNT71YGtrCx6PRwEBISawtbWF2tpanY/8Ojk5gcVi4ePHj6deq0+a86/duXMHPT09WFlZMUh7RH8UDJiR1tZW+Pj4ICQkBDExMcdmGPxaU1PTkVN3bDYbt27dQkNDg1bjePnypVa5ytlsNgUEhBiZVCpFTU2N3ht509PT0dbWdup1z549w40bN3Tu52vFxcVoa2vD6uqqwdokuqNgwEy0tLTAz88PQUFB6tesra2xu7t74n2Dg4OIjIw8dnrwm2++weXLl9HX16fROKRS6YlFkI5DAQEhxiOVSlFVVWWQEz0MwyAqKgqDg4MaXWsoDMOAz+ejsbHxQP4TYhoUDJiB5uZmBAYGIjAw8MDrt27dQkdHx7H37e/vY3p6GsHBwSe2r9otLJFITh1LR0cHbt26pcGoD/syIJDJZDq1QQg52fb2NqqqqnDv3j2DHe0NDAzE9PT0sZ/b2dlZeHt7G6SvLzEMA4FAgLq6OkilUoO3TzRHwYCJNTY2IiQkBJcvXz70HpvNPnFm4NGjR+qTCKeJi4vD27dvT9y0o1QqdTpD/CU2mw0+n4/y8nIKCAgxsO3tbYjF4jPJ8ZGXl4fGxsYj3zvLlMIMw+Du3buoqqo6dSaUnB0KBkyooaEB165dO/HM7XHTd5OTk/D29oaNjY3G/eXl5aGjowPb29tHvt/X14e4uDiN2zuOjY0NBQSEGNjOzo46EDiLo7xsNhuurq6Ym5s78n1DLhF8zcLCAgKBAEKhEPv7+2fWDzkeBQMm8ujRI3A4nFN37fv4+Bz6cCqVSgwMDOD69eta98vn8yEWi9XFib60vLxssN3CFBAQYjg7OzsQCoVnntMjPj7+0P6iiYmJQ0uYZ8HS0hKlpaUoLy+nfUcmQMGACdTV1SEyMlLjNTg3NzcsLy+r/72lpQXZ2dk69c1isVBUVITq6uoDr8/MzOhdyexrqoDgwYMHFO0ToqPd3V2IRCKjJfdKTExEV1eX+t8lEgmuXr165v0CnzdNq74zjnpgIWeHggEjq62txfXr17XKvvVltP7hwwdYWlrC2dlZ5zHY29sjNjYWra2t6tdevHiBqKgonds8jo2NDcrKylBeXk4BASFa2t3dhVAohEAg0LpEua68vLywurpqsg19bDYbXC4X5eXlR6ZlJ2eDggEjqq6uRmxsLLy8vLS6j2EYsFgsyGQytLW1IS0tTe+xeHt745tvvsHAwAC2t7dPrU2uD2tra5SVlaGiooICAkI0tLe3h8rKSqMGAip5eXloamoyWelhOzs73L59GxUVFRQQGAkFA0ZSVVWFhIQEeHp66nR/SkoKvv/+e8TFxRlsIw+Hw4FUKsV///d/63ycUFPW1tYoLS2lgIAQDezt7aGiosIkgQDweTkxICAATU1NR550MgYHBwfk5ORALBabpP/zhgoVGYGlpSXs7e01SupxkuXlZYyNjWFsbMxAI/vsp59+0igDmSE4OjpSUSNCTsFiseDk5HRgKc8UZmZmjj1uaCxOTk4mCYjOG0ZJczCEEELIuUbLBIQQQsg5R8EAIYQQcs5RMEAIIYSccxQMEEIIIeccBQOEEELIOUfBACGEEHLOUTBACCGEnHMUDBBCCCHnHAUDhBBCyDlHwQAhhBByzlEwQAghhJxzFAwQQggh5xwFA4QQQsg5R8EAIYQQcs5RMEAIIYSccxQMEEIIIeccBQOEEELIOUfBACGEEHLOUTBACCGEnHMUDBBCCCHnHAUDhBBCyDlHwQAhhBByzlEwQAghhJxzFAwQQggh5xwFA4QQQsg59/8Bff3Wu5j0jAgAAAAASUVORK5CYII=",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
@@ -194,7 +183,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": null,
"id": "f9b1e627-e9cc-40ee-9386-477a87d9dcf7",
"metadata": {
"tags": []
@@ -320,7 +309,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": null,
"id": "bb2b843c-5679-478f-8891-a73826414710",
"metadata": {
"tags": []
@@ -404,42 +393,16 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": null,
"id": "a9fb125f-5929-40a1-96c7-9d74ad63502d",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "468227765c824739a51ff4788e32466d",
- "version_major": 2,
- "version_minor": 0
- },
- "image/png": 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",
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0888UTFc7/5m7+J7373u/r/15J11GqEBCBBLAPl3n6LKfZfSATw7t27OH36NLZu3YqDBw8uWAioCGA1AbOcKeDFYBgGuru70d3dDdM0MTk5iR07dmhBODo6ilQqlRCEqVRqRfexVhS1VTQShED1sXUkCAkFY03WAC7hvT03N4c/+qM/wne+8x289NJLFc+r2mCiPSABSBAtppq332K+TOsJsTAMce7cOdy5cwdHjhxZ9Jdpo9RzO8IY00IPkB6EypT6xo0bOHPmDLLZbEIQLrcH4XILwHJqCUJVWqCeJ0FIKFpVAzgzM5N4PJVK1fzB9clPfhIf+tCH8IEPfKCqAHzttdewceNG9PT04Pnnn8eXvvSllk48IhYHCUCCaCGcc3iet+ioX5xaKeC5uTkMDw/DMAwMDg4im80uet2NDJ/bIQLYCMuy0N/fj/7+fgCA7/vag/DKlSs4ffo0Ojo6Eh6Eygex1Tws0VxNEKpyA9/3ce/ePWSzWfT19VV0GRPEYtixY0fi/7/whS/g+PHjFcv98Ic/xDvvvIO33nqr6npefPFF/N7v/R527dqFK1eu4C//8i/xG7/xG3j77bdXPIJPSEgAEkQLUClf1eXbjL9bPE2r1nHr1i2cOXMGO3fuxP79+5cc2aknANslBbxYbNvGhg0bsGHDBgDSlFp1GF+4cAHFYjFhSq1Sy83QbudJ1QcqHjx4gL6+PnR2dlaNEMa7jIm1SatsYG7cuIGuri79eDWxduPGDXzqU5/Cq6++WnNG+O///u/rfx85cgTPPPMMdu3ahX/5l3/BRz7ykSXvJ7F0SAASRJMsxNtvMcRFWhiGOHv2LMbGxvDud79bi5xWrLvWc6sdx3GwadMmbNq0CYD0IFQRwrNnz8LzvIQHYVdX16IF9UqngBeLmimtIp/xCKEShIZhVDSVtOvxEIunVSngrq6uhACsxttvv42xsTE8/fTT+rEwDPHTn/4U3/jGN+C6bsWPri1btmDXrl24cOHCkveRaA4SgASxRBbj7bcYjFjtzalTp+A4Dn7lV36l5i/rxRAXgNX2td0iW61AeRBu2bIFQoiEKfXNmzfBOa8wpV5Mw047Un594xFCdY2rCcLyGsJ2PT6ivXj/+9+PU6dOJR770z/9Uxw8eBCf/exnq0bcx8fHcePGDWzZsmWldpMogwQgQSyB+Dg3oHIUWCt46623sHv3buzbt6/lxfzVBOBqTQEvBsYYstksstkstm3bBiEE5ufntSC8evUqGGMJU+pcLldxrtr9PKkyhGrE5xirZYFS/WqtsXUkCFcXzGhumgdbxFdOZ2cnjhw5kngsl8uhv78fR44cwdzcHI4fP47f/d3fxZYtW3D16lV87nOfw8DAAH7nd35nyftINAcJQIJYJGEYolAo6JtkK8VZEAQYGRkBADz++OMtt0xYjV3AywljDB0dHejo6MCOHTvAOcfc3BwmJycxPj6OS5cuwTTNCg/C1ZACXmwUs5Yg9DwPQHXbmXY9fqK9RsGZpolTp07h+9//PqamprBlyxb8+q//Ov7+7/++6shKYmUgAUgQC0TV5Lmui5/85Cf49V//9ZZ2l05PT2N4eFibHCvbk1ZSLwW8HiKAjTAMQ9c87dq1C5xzzMzMYHJyEvfu3cP58+fhOA66u7sBAK7rPnRT6mrUiwA2opogVH+u65IgJBbEa6+9pv+dyWTwr//6rw9vZ4iqkAAkiAUQ9/ZrZKWylHVfv34d58+fx969e7Fnzx68+uqryzL6ay3YwKwkhmGgp6cHPT092LNnD8IwxPT0NO7fvw8AePPNN5FOpxMRwnaYbrCYCGAj4uUNpmlWCMJ4yti2bS0Im22GIprEMORfM68n1jQkAAmiAeXefurG1gqB5vs+Tp06hZmZGTzzzDM66rdc0bj10AW8nJimib6+PmQyGdy6dQu/+qu/qjuMr127hpGREeRyuYQH4XKbUlejmQhgI+oJwmKxqJchQfhwabYuma7V2ocEIEHUoJ63n2EYTQvAqakpDA0NobOzE4ODg4nI0XKmY+Prjm+DUsALR6XQLcvCwMAABgYGAEgPQiUIL126hHw+n/Ag7OnpadqDcCG0MgLYiIUKQmVLQ4JwZWiVDQyxdiEBSBBVaDTOrda0joWu+8qVK7h06RL279+PXbt2Va3HW44UsFp3rXnAJAAXTjXx4jgONm7cqMdbua6rO4zPnTsHz/PQ1dWVMKVejkjdckYAG1FLEHLOtSCcnp5GOp1Gd3c3CUKCeEiQACSIMlTUr944t6UKNM/zcPLkSczPz+M973kPenp6qi7XjMBsRK1IH918F85Cr00qlcLmzZuxefNmHRFTgvD27dsIgkB7EPb19aGjo6Mlwq2Wz+PDoJogvHXrFnp7e5FOp1EsFnVpBUUIW0c7dQET7QkJQIKIKPf2q3cDWkoKeGJiAsPDw+jp6cHg4GDd2rDlTscKITA+Po58Po/+/n6k02lKAS+CpQgsxpg2pd66dSuEEMjn81oQXr9+HUIInSru7e1FR0fHkkTQSqaAF4v68aTEnooQhmGou+zjNYTxOcbtekxtCWuyCWQxRoDEqoQEIEGgNBVBibpGN5vFCEAhBC5duoQrV67gwIED2LFjR8Mb2XKmgAHgypUruHfvHrLZLM6fP490Oq07XPv6+h5K48Jqo1kxwhhDLpdDLpfD9u3bIYTQHoSTk5O4cuWK7kJWKeNsNrug7T7MFPBCUNF1oPRZU/8fF4RBEOjny2sISRASRHOQACTWNfFxbvVSvuUsVAAWi0WcPHkSxWIRR48ebThTU7Fc0bhisQjOOaampvDss8/CcRwIITA1NYVz587h/v37uHnzpm5c6OvrQ3d394o0LqwmlqtDu7OzE52dndi5cyc455idncXk5CTu37+PixcvwrKsClPqarRzBBBICsByagnCIAjg+35CEMbnGLez4H0oNJkCBqWA1zwkAIl1S6NGj3osRAA+ePAAJ0+exMDAAJ566qlFmUYvRw2g2h/GGI4cOYJcLgff93Unay6Xw+bNm9HX14fJyUlMTEzg7Nmz8H0/Uae2mFm5a5WVqLEzDAPd3d3o7u7G7t27EYahNqW+c+cORkdHkUqlEoIwlUrp9007C6J6ArAcEoRLgzEDrIk0bjOvJVYHJACJdYmK+oVhuKRi83oROs45Ll68iGvXruHQoUPYtm3bktbfqhRwPAV96NAhXLhwoebNUQhR0bhQKBQwMTGh69QAJETHQtOSa42VPub4SDpAjg2cnp7G5OQkbty4gTNnziCXy+kpJUEQIJVKreg+LpQwDJccVW4kCIHqU0rWuyAkiHJIABLrinht0WJSvuXUigAWCgUMDw8jCAIcO3YMHR0dS9rPVqWAPc/D8PAwCoWCTkFfvHhxwaPgGGPIZrPIZrO6Tm12dhYTExM6LWnbto4OqijUWqcdmmUsy0J/fz/6+/sBSFPxqakpjI+PAwB+/vOfJzwIleVKO7CYCGAjaglC3/fheZ5+ft0JQoM1l8alFPCapz2+DQhiBWgm5VtONQE4NjaGU6dOYdOmTTh06FBTdXOtSAFPTk5iaGhIdx2rm38zNjCMMT0rV6Ulq0WhlCDs6elpG9HRStrJZkVh2zY2bNiAnp4e3L59G8eOHdMp4/Pnz6NYLFYIwodV29lKAVhONUGoIv4qQlguCFWX8VqCjKCJRqy9b2aCqMJCvP0WQ1wAcs4xOjqKmzdv4vDhw9i6dWvT+9tMClgIgatXr+LixYt49NFHsXPnzsTx1osuLlZ0qtFofX192LdvH3zf112sFy9eRKFQQGdnp44OLpfx8UrTjgJQod43qVQKmzZtwqZNmwDI6LSaUnLmzBkEQaBNqVVt50pdm+UUgOWo+kBFXBBWixDGu4wJYi1DApBY08S9/crHuTWDEoD5fB5DQ0MAgMHBQeRyuabXrda/lAhgfLZwPaPphaaAF4tt24lJGMViUdcPKuPjnp4eLQiX6nPXDrTrfqtrWL5/yoNwy5YturZTifWbN2+Cc56wnFmua6ME2MOcVNJIEKp9S6VSq1YQkhE00QgSgMSahXOOIAhakvIthzGG6elpXLx4EVu3bsXBgwdbekNbihibnp7G0NAQOjo6KmYL11p3eWSw1aTTaWzdulUbH8/Pz+sOY+VzpwRHX19fTVuTdqMdagBroSxg6l3PeG3ntm3bEtdGeRAyxpal2Uedu3axFqolCN98800cOHAAPT09MAwDr732GgzDwIc//OGHuLeLgLHmzJxXmeAlFg8JQGLNEf9FryJdrRQ3yo6jWCziXe96l06xtZLFpICFELhx4wZGR0exd+9e7N27t+HNv966lgvGGDo6OtDR0YEdO3Zon7uJiQncvXsX58+fRyqV0tFB1e3ajrRzCngpJtDVrs3c3BwmJibw4MGDCg/Cnp4eZDKZJU8pAdrXpkYJQs45HMfR//7nf/5ndHV1rRoBSBFAohEkAIk1hZqmEASBHm/Wyhv13Nyc7vLdvn37sog/YOEp4CAIMDIygomJCTz99NPo6+tr+Jp6TSArGdmK+9zt2bNH25pMTEzg2rVrGBkZQSqVgmEYGB8fR09PT9tEjdpZALbCBNowDN3so9apGkru3r2L0dFROI6TiN4utPs7HpFvZ8Iw1M0hpmkin89jy5YtD3u3CKJlkAAk1gwq6nf58mWEYYjDhw+3dP23bt3CmTNnsHPnTgRBsKxiZCFibG5uDidOnEAqlcLg4OCCb8DtIgDLKbc18TwPFy9exNTUFEZHR+G6boUh9cMUEe0qAJdjDJwaSdfT04M9e/Ykur9v3bqFs2fPIpvNJiKEtUoQ4uMW2xWVRYh/xufn51tW47siGE3OAm5zgU40DwlAYtVT7u1nmqa2e2gFQRDg7NmzGBsbw7vf/W5s2LAB586dW9ZZvY1SwEqM7tq1C4888siibvgPW+gtFMdx0NnZiTAMceTIkapNC/EatVwut2Kiop3P30pEJ+Pd34D8jKgO46tXr2Jubg4dHR0JQajsgFrVib+cqChluQBcqq/nw6DZ7Ec7Xx+iNZAAJFY11bz9VM1OK5idncXQ0BAcx8Gv/MqvIJ1OA5Bfjmqby0EtkRaGIc6ePYt79+5pMdqqdbezMKzWtKBq1MbHx3Hp0iVdo6ZqCNW1Wg7Wegp4sahxggMDAwBk9FYJwrgdkDIKb9dzp6iWpl5tApAgGkECkFi1cM7heV5FRGEhc3obIYTAzZs3ce7cOezevRv79u1L3AxasY16VKsBzOfzOHHiBAzDwODg4JI7ZlejACyHMYbOzk50dnZi165d4JwnUpLnzp1DJpNJGFLbtt3yfWhHliMFvFgcx6mwA5qcnMTU1BTu3LmDMAzxzjvv6AhhV1fXQ9/nOGEYJuxgAPn5W1UpYNZkCphmAa95SAASqw6V8lVdvuXppGbFWRAEOH36NCYnJ/HUU0/pmrQ4rZjUUY/yFPDdu3dx+vRpbNu2DQcOHGj6ZrlahN5CidvJ7N27F0EQ6HTxpUuXkM/nKwypm6nhbOfz9zAigI1Ip9PYsmULtmzZgvHxcZw7dw6bN2/Wgl35QyqPyI6OjocqCMtnFSubnNUUAaQuYKIRJACJVcVCvP1M01xyenZ6ehrDw8PIZDJ1GytWKgKopozcunULR44cwebNm5te91qIADbCsixs2LBBp8hd19WG1GfPnoXv+xUNJYsRTe2cAm6HCGA9hBCwLCvhD5nP57Vgv379OoQQD62+E6gUgIBsuurs7FyxfSCI5YYEILEqWIy331LEmRAC165dw4ULF7Bv3z7s2bOn7g1nuQUgYwy+7+MXv/gFwjDEsWPHWpZ+qnVca0kAlpNKpXQEKi44JiYmcP36dQCoMKRu5JfYrgKwHSOAccqngDDGkMvlkMvlsH37dl3fqa7P5cuXExHe3t7eJXsQLpRqAjCfz6+qCCCY0aQRdPv+iCBaAwlAou2Jj3MDGne3LbYJxPM8nD59GjMzM3jmmWcWZEC83AKwWCziwYMH2Lp1Kw4dOtRSy5l6EcD1QLngiJsej42N4cKFC3AcJ2FIvVCLnXag3SOAjcbAxes7d+7cmTAMv3fvHi5cuADbthOCsNUNP7VSwKuqBtBg8q+Z1xNrGhKARFujon7VirJrYRjGglPAk5OTGB4eRmdnZ93xaeUsZlLHYhBC4OLFi7h//z56e3tx5MiRlm+jXqRvrUYA6xE3Pd69e7f2uJuYmMCNGzdw5swZ5HI5LQh7enooAtgEi50DXG4YribxqPnS586dQzqdTgjChX6Oa1EuAAuFAjjnlAIm1hQkAIm2pNzbbzG+YQuJzgkhcOXKFVy6dAn79+/Hrl27FnXTXI4mENd1MTw8DNd1sW3btmW7ia+HGsBmKPe4831f16dduHABxWIR6XQaQghMTU21XQfraogANhPRNk0zMSpQTZBR9YMjIyPI5XIJD8LFdoCXC8D5+XkAWFUpYMYMsCbSuM28llgdkAAk2o5q3n6LEUONUsCu6+LUqVOYn5/Hs88+i+7u7kXvY6tTwBMTExgeHkZvby+eeuopXLlyBcVisWXrj0MCcHHYtp2wNCkUCrhy5QomJiZw6tQpcM7R09Oj6wdXumGhnHaOTgJSXLVSoJZPkPF9X3sQXr58GfPz89qDUHWAK1PqWlSbAmIYxpKtlx4KlAImGkACkGgrann7LYZ6KeDx8XGcPHkSvb29GBwcXLI3XKsEYDwSeeDAAezYsUOnupdLjFEKuDkymQy6urrg+z6eeOIJzM/P6w7jK1eu6IYFlTJeadGw1lLAi8W27YoOcBXBVSMFu7q6Eh6E5RHJ8lGPqv6vnc9rOcwwwJo4z828llgdkAAk2oJG3n6LoZo4E0Lg0qVLuHLlSkJoLZVWCEDP83Dq1CnMzc1VRCKXOxpHEcDmiHeid3R0oKOjQzcszMzMYGJiAnfu3MHo6KiuT1OG1M3Wpy1k39o9BbyS+5dKpbB582ZtoRQfKXj79m0EQaAtgXp7e9HZ2VkRAZybm1t1ApAgGkECkHjoNJvyLUeJM3WTLhaLOHnyJFzXxdGjR9HV1dX0PjcrAKenp3HixAl0dXVVjUQuV5OJWjcJwOap9h41DEMbGgPJGblXrlzRZsLxhpJWdngDFAFsRCaTQSaT0R6EcUF448YNcM5hWRay2SxmZ2eRy+VaPgXk+PHj+OIXv5h4bNOmTbh79y4A+Z34xS9+Ed/+9rcxOTmJo0eP4pvf/CYOHz688I0wJv+WShu/h4jW0L4/E4l1QRiGcF0XQRDo1GezNy91Q+Wc4/79+3jjjTeQTqdx7Nixlog/YOkCTfkN/uIXv8CuXbvw5JNPVk1DL6cYU+e3UCjg9u3bmJ+fJ+G3SBZ6vtSM3P379+Po0aN473vfi507d8L3fZw7dw4//elP8c477+Dq1auYnp5uWVlBu0cAWy16l4qaMb1t2zYcOXIE733ve/H000/DcRy4rouf/exn2L17N15++WUYhoGzZ8+27LNy+PBh3LlzR/+dOnVKP/fVr34VX/va1/CNb3wDb731FjZv3owXXngBs7OzC9+AweQouCX/Lf17+Mtf/jIYY/j0pz+tHxNC4Pjx49i6dSsymQze9773YWRkZMnbIJqHIoDEQ6Hc268Vwk+hbn7nz5/HzZs38dhjj2Hbtm0tWXd8G4u9EcRHzD399NO6y7RV618ojDHMz8/jzTffRCqVwsWLF2HbNmzbhmma8Dxv2dOUq52lNlo4jqPTkfHokzKkjk/A6OvrQzabXfR22j0CGIZh276/VEo/nU6jp6cHTz/9NP7u7/4Of/d3f4eLFy/imWeeQVdXF37jN34DL730Evbu3bvkbVmWVXWyjxACX//61/H5z38eH/nIRwAAr7zyCjZt2oQf/OAH+PjHP77kba4Eb731Fr797W/jiSeeSDyuRO33vvc9PProo3jppZfwwgsvYHR0lOx1HhIkAIkVR3n7qWhHI2PnxeK6LgDgwYMHOHbs2LJYNyw2BTw7O4sTJ040HDGnWE6fwdnZWczOzuKxxx7Dhg0bdN2aSlH+7Gc/02nKvr6+pufmrkVa0Wmrok8qAqWuzeTkJB48eIBLly7BsiydLu7r61uQIfVqiAC28/4BJRsY27bx/PPP48KFC5icnMQ///M/4+c//zn+7d/+renvlQsXLmDr1q1IpVI4evQoXn75ZezduxdXrlzB3bt38cEPflAvm0ql8Pzzz+ONN95YuAB8CCngubk5/NEf/RG+853v4KWXXtKPr3ZRu1YhAUisGPFxbs10+dZjbGxMp1Le/e53L5tv12IE4M2bN3H27Fns3r0bjzzyyIKOeTkigL7v4+TJk5ifn8fWrVuxbds2FAp55GdmYEBg6+ZNmM/nsWPHTkxFRsjxubn9/f3o7e1FR0dHW0eYVopWnwPGmDak3rVrlzY8npiYwK1bt3D27Flks9nEhJJqdiYkAJun3KpGdQGnUin82q/9Gn7t136tqfUfPXoU3//+9/Hoo4/i3r17eOmllzA4OIiRkRFdB7hp06bEazZt2oRr164teBut6gKemZlJPJ5KpWr+EPnkJz+JD33oQ/jABz6QEIAtE7VESyEBSKwIqtHj5MmT2LNnT8s76jjnGB0dxa1bt3D48GGcPn16WUVKeaNJNcIwxJkzZzA2NoYnn3wSAwMDC15/q2sAVQQyl8thy5YtsG0bbrGA2ckJCCFg2Q4cy4TT1Ym56UmkbRu7dmzHvr174UVGyBMTE9rmREUHFxqVWmusRM1kueFx3N/u0qVLKBQK2t9ORWrV+7KdI7arRQDGxXWrx8C9+OKL+t+PP/44jh07hn379uGVV17Bc889B6DyB8bD8nfcsWNH4v+/8IUv4Pjx4xXL/fCHP8Q777yDt956q+K5VolaorWQACSWnfg4t/HxcWzbtq2lkbl8Po+hoSEAwLFjx5DL5XDmzJkFj4NbCuoGVutLeX5+HidOnIBlWfiVX/mVRc8qbWUK+Pbt2xgZGcGePXuwb98+nD17Fo5lYmr8gV4m8D1wIWBExxL4PgLfV3uD3u4uDPT3wbJszM3PY3JyUkel4mPSent721p8tIqHcTMu97crFou6e3VkZETbmQRBgM7OzrY1hF4tArA8AricU0ByuRwef/xxXLhwAb/9278NQIqmLVu26GXGxsYqBFRdmCH/lkr02hs3biSa56r94Ltx4wY+9alP4dVXX637XdcuopaQkAAklo1q49xM02ypMLtz5w5GRkawbds2HDhwQH9pN5oG0izqS6vazezu3bs4ffo0tm/fjkcffXRJN7tWpIA55zh37hzu3LmDd7/73VG9X4iOTBq2VSnShBCJuh+mrlcQwPdcuIV8tG8mNvb3YdvWLQAz9Nzc8+fPw3VddHd36+hgZ2fnmv2Cf9jHlU6nsWXLFmzZsgVCCOTzed1McufOHYyNjVUYUj/sfQbaqwu4FuURwLm5ubpNW83iui7Onj2LX/3VX8WePXuwefNm/PjHP8aTTz4JQHqGvv766/jKV76y8JWyJieBRO8VVZZQj7fffhtjY2N4+umn9WNhGOKnP/0pvvGNb2B0dBRAC0Qt0VJIABLLQi1vv1YJszAMce7cOdy9exePP/54xZdIq0e1lROPACqU4Lp9+3bVfVoMzaaAi8UiTpw4ASEEjh07hmw2C9/zMDczDcYAPwiQyWbBQw4IAc5DGIwhCEKk0vIXfhgECKJzaDIDHGF0nCHcYgFusQAAcCwbO7Ztxb69e1B0PV23dv36dQDQYvBhTMVYLtotcsEYQy6XQy6Xw/T0NDo7O9HT04OJiQncu3cP58+fRyqVSnQYP6xO3NUYASwUCi2NAP7FX/wFPvzhD2Pnzp0YGxvDSy+9hJmZGXzsYx/T9ikvv/wy9u/fj/379+Pll19GNpvFRz/60ZbtQyt5//vfn7CxAYA//dM/xcGDB/HZz34We/fubY2oJVoKCUCi5aiJHtUaPVoRAZybm8PQ0BAsy8Lg4GBVUbFSAlBto1AoYGhoCEIIDA4OIpvNNrX+ZlLA4+PjGB4exoYNG/DYY4/BNE3k5+cwPTkBRKLStiwEnpd4nRBAyOW1CSN7ntIO1d4e5yEC34fnFsEYQ2c2g76ePbDsA8gXChVTMeKCsNFM1nalnX0T1eeuu7sb3d3d2LNnD8Iw1PWD169fx5kzZ9DR0aEFYU9Pz4pdi1bPAm41KnNRPgmk2c90nJs3b+IP//AP8eDBA2zYsAHPPfcc3nzzTezatQsA8JnPfAaFQgGf+MQntBH0q6++uii7FMYMsCZSwIt5bWdnJ44cOZJ4LJfLob+/Xz++2kTtemB1fvsSbUnc26/WOLdmBeCtW7dw5swZ7Ny5E/v37695I2l1qrmceApYdR5v3rwZBw8ebEl6aykpYCEErl69iosXL+LgwYPYvn07AGB6Yhz5+Tm9nGkYCIIQViwNbFoWhO8j5TgIgwCmZUMIDq7PYfI6GoYJwzTBeQgehgi4FJOGacL3XPietOJhhoENfb3YunkzmGlieno60cTQ1dWVSBe3szCI024RwDjVuoBN00R/fz/6+/sByOjL1NRUInWvroWaj7tc16LdI4Dqh1f5LOBWRgB/+MMf1n2eMYbjx49XbbZYMEaTKeBmXluFVohaorWQACRaAuccQRA0HOe2VGEWBAHOnDmD+/fv63q2eix3BFB5F16+fBm3b9/G4cOHsXXr1paufzECMAgCnDp1CtPT03qucBgEmBy/D78s0qcmrhimCR6GsGwbge8nrlcYyAYQy7YRBgG44DBMU59XHobgvPF1FJwn0sVpJ4XtW7di965dCDnX3cU3b94E51ynJ/v6+to+XdyuAnAhRtCO42Djxo3YuHEjACQMqdW16Onp0YKwlV377S4A1fdTXADm8/llbQJZFlrUBLJUXnvtteTqWiFqiZZCApBoiri3n4qK1LtRGIaxaAE4OzuLoaEhpFKpBXfULrcALBaLEEIsm9n0YlLAc3NzOHHiBNLpNAYHB+E4DorFAvKz0r/LLqv1KhSL4JwjZaZ1obdly9FXvu+ho0P9IhcQQopAHvWHCMEh6u1XmWZlzIBpmYAAgjCA57mwBEdhXo606sik0LtnN6xHH0U+EiFjY2O4cOECUqmUrlPzfb/qyLyHRbtHABe7b+Xzcefm5rQgVIbU8frBxXa1x2n3JpD4j1hFq21gCKIdIAFILJnyRo+FTPRYTARQCIGbN2/i3Llz2sJkoTe25UwBqxo7xhieeOKJZZs0spAI4J07d3D69Gns2rUL+/fvB2MMczPTmJ2egpNKVUT/AMAyDISQtXvgHKEQEELANBjMVAqBX0rnMsbgez4sy0YQ+HodjLHoeUM2kUTpYgEB07LAmKGjhIGfFIzx4/I9T+8jMwz093Zj86aNME0LM7OzuHbtGmZnZ/H//t//Q2dnZ2I6ycOMIrWz2XKz+8YYQ2dnJzo7O7Fz505wznXqvryWU4nCxYjz1RABNKP3PiDP5/z8/OpLVT6ESSDE6oIEILEk4t5+i5nosVBh5vs+RkZGMDk5iaeeekrXLi2U5YgACiFw+fJlXL58GQcPHsSFCxeWLQrUKAUcN75+17vehY0bN4JzjqnxByhGdi2e68JJpeBFo/FKr5XrVY0eLLp+8cieZTtaCEY7lFiHECLRKGKaJkzLBiCjTwKi5v4LXuPxqPieF/LgYYi+gY3I5/OwbRuPPvooJiYmMDExgZGREYRhqFOUS52Z2yztGgFs9SxgwzAShtRBEOj6wStXruD06dMVhtS1InzKPL2dBWC1COVy+wAuC4Yh/5p5PbGmIQFILIpq3n6LudmYpgnf9+suMz09jaGhIeRyuQXNza1GqwWg53l6jJqqsbt8+fKypZnrpYBd18XQ0BB839fG177vY/LBWEX3rue6sJ2UbsqwbRue58GI1fcIzsEMA0IARc9FNp1Oij+5VNV9sWwbnPNI1IcyUhi7vspLEJDCk4dB4rhktJDpusIw9tr4PqRSqYTn3fz8PCYmJjA+Po5Lly7Btu1E/eByW5y0cxfwcgssy7IwMDCgJ9u4rqsNqeOjA9X1iHtBqmvfzgIwCIIKAbgqawAJogEkAIkFU8vbbzGYpolisVhz/deuXcOFCxewb98+7NmzZ8mRjFamgKempjA0NITu7m4MDg7qdNdy1hnWSgFPTk5iaGgI/f39eOaZZ2CaJgr5eUxPjNcUJb7nRnWATHbtCiAIfHTkOmRNnwAgBELGwcBkR7AWdZJ4dFA1gwRBkBB7ACojhZxrL0H9WtMEgxSEYVD7x0C19LXcBENHRwc6Ojqwc+dOhGGozajjFifxdHGra87auQaw1RHARqRSKWzevBmbN2+GEAKFyPpHWc4A0NFaJaLaWQCWRwA556uzBvAhN4EQ7Q8JQGJBcM7hed6Son5xagkzz/Nw+vRpzMzM4JlnntHppqXSCnGmBOn58+exf/9+7N69O3HcyykAy1PAcXH86KOPYufOnQCAmalJ+J7bMCLFIvEHMFnrZ9g6KlhaBkinnISo0/V8QsA05T7xMIzZwyQRovJ8mJYNxqBfJzuPHS3+lKAUAHgQ6nWU718tTNPUYg+Q7yXVwBCPSPX396O3txcdHR1NC6R2FoAPM8XKGEM2m0U2m8X27dshhMDs7CwmJiZw//59XLhwAQAwOjqqawjbbZZ0eQQwn89DCLH6agDbzAaGaD9IABJ1USlf1eXbjPgDqncBT05OYnh4GF1dXbqLtVmW0m0cx/d9nD59GtPT03jPe95TVZC2cl5vtXWLqDkjDEOcPn0ak5OTWhyHYYip8fu6vi+e5i3Hdhx4see4AARPGt0qS5jqCPAggGnJZZhhlL0Pon2NPAFV568Qss6wWpQv/li5oCyljZf2PnMcB5s2bcKmTZsSI9JUzZphGFow9vX1tZ0AaZaVjgDWgzGmR4nt3r0bc3NzeOutt5BKpXDjxg2cOXMGuVxO1xi2gzl4eQQwn5c1tZQCJtYaJACJmizU228xxCOAQghcuXIFly5dwv79+7Fr166W3bhM04RXI4XYiJmZGQwNDSGbzdYVpK2Y11sLFcGZm5vD8PAwHMfR9ZCe62Jy/H5CNPmeG/n5BdD1eozBsqyKVKrBAM6MhGg0DCnuhBCwbBuMsUi8lU0EgUzrhlWEr2nZYJB+MXKssEwny3Ukz5MQAqZtJ2r+1H7EDaaNJt8P8RFpO3bsSHS03rp1C2fPnkUul0t0tC4kXUwRwKVjmib27duHffv2ydrVqH5QmYOrbu/e3t6H0u1dPgVkfn4elmWtvh8KjDWZAm7P9zfROkgAEhUs1ttvMSgB6LouTp06lWiqaCVLSc8u1nZmuVPAAPDzn/8cO3bs0FNP5mdnMTM1UfU1ge/r+j25DqOyRk/vO4PvuboDmAsuU7CcVxV9gIzmVUQKI5EZhqGO6pmWXRH1k1FDU0c2wyCQoUjI9wSLBCjnSYNps8VpqHhH6969e7UAiU/E6O7uTkwnqfYeaHcB2K77Vj4GzrbthCF1sVjU1+P27dsIgiBhSN2K9P1C9rHaGLh2FtVVIRsYogEkAIkE8XFuwMK8/RaDisy98cYb6O3tTTRVtJLFijM1aeTBgwcLtp1ZLgHIOcelS5cAAIcOHcK2bdsgONf1fk4qBYhYTI0BLPofAcAwLQgmI3WG4UTLRbYskSEz5xyWaSbS+iEAPwiQUia/AtrfL3HMYQjTtMAMhsD3K0RmGPgyosiTTSTxqKGqLbQMB4D8wVFtskizEcBGlAuQfD6vBYhqYIjPLo5PJ2lXkdVOKeByGnkAptPpim5vFSFU6fu4IfVyTIupJgAp/UusRUgAEhoV9VsuqwYhBO7evYtisYjDhw9j+/bty3ajWkwN4NzcHIaGhmDbNgYHBxc85WA5BKDruhgeHoYb1fZt2LABQeBj8sF9BL5ft9YPkPV+ruuCMQbLtuFX2LnIyjrTMKL0bCijcYxFTSCp6lHD6IcAYwZsx4nqE2Vkr9pkEMM0EoJOpXaF4InUcnm0UDWEAMozLljRQIRqYNi2bRs457qBodwAuVgstq0oaOcU8GJMoOPd3ip9r67HvXv3cP78eaRSKS0Ge3t7W1I/XC4A8/n86usABsgHkGgICUCiaW+/hVAsFnHy5EkUCgVYloUdO3a0dP3lmKa5IHF2+/ZtjIyMYOfOnTrNulBaLQCnpqZw4sQJ9Pb24t3vfjf+7d/+DW6xgPmZmURnrO04VS1S7FQKfiQchRDwPa+qYBSQQjMhc6NaRs4FjCppV5Va9j03VtdXwjAMnU4GpNkzM0wYBtPRvWoRvvK3WbwhxLJs+ELAth7OCDjDMNDd3Y3u7m7s2bMHQRDoaNT8/DxmZmYwPj6eSBe3g/Bq9wjgUi15yq9HGIbakPratWsYGRlBR0eHFoQ9PT1L2lYYholGlPn5+YdiNN40lAImGkACcJ2j5n7euHEDe/bsWRbxd//+fZw6dQoDAwM4cOAAfvGLX7R0/dVoFAHknOPs2bO4e/eunqSxWFrVBSyEwI0bNzA6OqqbYYQQ2LRhAHPTUxXL+54H07JkhIzzqA7P1uIvuWzSCNqIajDTNQrai66LbKYkDU3LllG7WFQwDIKK0XCcc4Bz3QHMOYdpWQh8T9b4RWn+Cn/BWBON6v5VNYJB4MM0DKSd9pgBbFkWNmzYgA0bNqBYLKKzsxOpVAoTExO4efMmOOcJM+pMJrPiokGdz3YQotUorwFsBtM00d/fr8s1lP3P5OQkRkdHdT1n3JB6IdsuF4CrNgVMPoBEA0gArmOUt1+xWMSlS5ewb9++lq//woULuH79Oh577DFs27YN+XweYdRtupw3x3oRwHw+j6GhIQDAsWPHkM1ml7SNVnQBh2GIkZERjI+P4+mnn0ZfX580Np4Yx4Z+6Wun0rPq34AUUqZhQhgGDMYQ8hBGWbRDvYqHIexUCjzkAAQYgEDd5Mr2P5tJy/q+qDGkllFzWBbNkx3A0mBazf5Vrw3DECgT4zIlbGjxqmoNgyrXzGkTARhHCAHbtrF161Zs3bq1qt9dKpVK1A8uR61rOeo9367RquWcAxy3/wGQMKSOC3T1l8vlqp6ncpG6alPABNEAEoDrmDAMwTmHHY3zaqUoKxQKGB4eRhAEOHbsmP4FXRoLtvRU0EKolZ4dGxvDyZMnsXXrVhw8eLCpm1GzKeB8Po8TJ07AsiwcO3YM6XQavudhavyBtFBR50eIUsOHUC0d0DV8hmXV8fCL9jWqv1Oi0DLNCvEHAJ7vI2NZenumZcnX6PeFrP0TQoCZaoZwWFUoKkuZ8ppCwzBkjWD0/lPnsdQpDG04LYSAHUU72ymqVf5ZKfe7i6cn4/Ny49NJluN42j0CuJLXMZPJYNu2bbKJKsp0TE5O6vGBlmUl6gdV7e+aaQJhTdYAUgRwzUMCcB3DGINhGDrdUZ76WCr37t3D6dOnsXnzZhw8eDDxZar+Xf4l22rKxVk8GnnkyBFs2bKl5dtYDEqIbtu2DQcOHIBhGMjPz2F6ckILs7n5PDpy1aOTjpPS5s6+5yXq/+KolKxKAUvRwlB9tq98P4RBII9NKr2q29eTPJihxShjBmRHr5D1fkJEUceSJ6Ca+Rs/b8w0gSidXe4vyIWA53nwPRepdOs7PpdKox9L5elJ13W1GfXIyAjCMNT2Jn19fS2rMVMCcD1GAOvBGENnZyc6Ozuxc+fOCj/Ic+fOIZPJoLe3t2JU5XKOgfvyl7+Mz33uc/jUpz6Fr3/96wDkNfziF7+Ib3/725icnMTRo0fxzW9+E4cPH17cyqkGkGgACcB1jLJ4UUIsCIKmBCDnHKOjo7h16xYOHz5cVWTFI4DLSdxwulgsYnh4GL7vJ6KRzbKUaSNCCFy8eBFXr17VQlQIgemJceTn5xLLduSyYIYZddlGN/aoTs4ra+zw3cgIOgi0aFONG/EInBII+XwB2WxGP1YousikUzIyiFKEtvz4LMsG5yGCqLvYMA3wwK9qDA3GYFomDGFC2dBUu+7ltxnlCyg4hwj8qDPZaysBCCxOZKVSqQp7k4mJCR2Nsm07UT+41G7W9ZwCXgzlfpDxBh/XdXH27Fm8+eabeO211+D7/rLYzbz11lv49re/jSeeeCLx+Fe/+lV87Wtfw/e+9z08+uijeOmll/DCCy9gdHR09Y2jI9oaEoDrGHWTMKLRXs2MTpufn8fw8DAAYHBwsGZdnYo6NrOthaCicw8ePMDJkyexYcMGPPbYYy2NOhqGAb+G0XI1PM/DyZMnkc/n8dxzz6GzsxNhEGBy/H7Vrl4gPrKNgRlM1snV2Gbg+zBMEwwMhmnWtYvJZjNRikfAMk1kM9VroTzfh23ZMEwDBjMSjR+ArPMzTQthWOoKViI1DAL4nldhHs2Y3D/1/uMh1zWEYRgkagbVMrXOz8OimdrPuL3Jzp07Zc3n9DQmJib0eLSOjo5Eunih71uKAC6NeIPP/fv3sX//fpw/fx737t3Df/zHf2B2dhaXL1/GBz7wAbz//e/HM88809Q5npubwx/90R/hO9/5Dl566SX9uBACX//61/H5z38eH/nIRwAAr7zyCjZt2oQf/OAH+PjHP77wjVATCNEAEoAEAPkFGNSYANGIO3fuYGRkJJHOrEe1yFKrYYwhDEOcOHEChw4dwvbt25dlGwuNZE5PT+PEiRPo7u7G4OAgLMtCsVBAfm4GDAy2o7pyS8JiZmZGpgaj2jggGqFWfn5F8n8MqyQC48sICATRdBcwhkwmpbtyDcMEFxzFYlGmu4Rs9GDMwFw+DwgpFC3bhm2ZYMzQ1jRqByzLhkDUwRtPv4dhohZQdfkalgUDDJyHsAyGkHMtDAWijuEg0GPp2kk8tLJe1jRNLfaAUjfrxMQEzp49C9/30d3djf7+/obTMJQFTDsLwOUs/WgFYRgik8ngve99L9773vfiP//n/4wtW7bgwIED+MlPfoLvf//7GBkZaWobn/zkJ/GhD30IH/jABxIC8MqVK7h79y4++MEP6sdSqRSef/55vPHGG4sUgJQCJupDApAAsDRRFoYhzp49i3v37uGJJ55YsJXKcgtAz/MwMjICIcSyjJlTLLQL+ObNmzh79iz27duHPXv2gDGGuZlpzE5P6WhZtaheJp2G4BzMsuC5si6pnhG0aVoAY7oWMF4nWFpG3nzzhSIsUz4XN2NOp1Ixk2bZDWxbJgzTAo9F+ZT4E0KACwHTlhM9GFRXr5Ap3Gg5fb2j0XE8DMGDAEomhmEIAVQdQxcEIdLZDHzPK00paQOWS2TFu1mFEMjn87p+UE3DUIKxr68vMaO2nU2ggeWv/W0F5SK1UChg586d+OQnP4lPfvKTTYv/H/7wh3jnnXfw1ltvVTx39+5dANCdzIpNmzbh2rVrS94mQVSDBOA6Jv4lZprmoiKAanqGZVkYHBxcVI3McqaAJycnMTQ0hK6uLgBY1u69Rk0gSiCPjY3p8XKcc0yNP0CxkAcgo1wB51XFmuf7cMpMn33PlTenKCqmsB2nFN1Tr/fcaBqIr+vsjMgeJ+71FwZ+ha+fZTu6zg8AeBhUdPQKIeB6nhSN3JP7W8XqRHb9WvLbRggtGuMIISr2AZBWNAAQeB5802obAbhS83YZY8jlcsjlcnoaxszMDCYmJnTzQjab1Z2sViTa2xXlOtCuSNNyXrcLuJnze+PGDXzqU5/Cq6++WnfiUPk2lvR+o0kgRANIABIAZAp4oaLs1q1bOHPmzJKmZwDLEwEUQuDq1au4ePEi9u/fj23btuEnP/nJsqac6gnAQqGAEydOgDGGY8eOIZPJwPd9TD4Yqxrl8somfFi2IxsrqkQY1blT0cB6UUE1q9e2bS0Sq60zCHwww0AhX0A2l02Iv/i6lEgzTBMQQDpVuik5to18oYBs2Y8BZph6fZZt6+Mv1QLKWkTBOQzLisQqk/WFhgFEb6+gjeoAm/V/XCqGYaCnpwc9PT3Yu3evfE9F6eLz58/rEYJXr17V5sftJAjbKY1fDfV5Lh8F16rmi7fffhtjY2N4+umn9WNhGOKnP/0pvvGNb2B0dBSAjATGm+jGxsYqooKNEIxBNHHtm3ktsTogAUgAWJgoC4IAZ86cwYMHD/Dud78bGzZsWLZtLQbf93Hq1CnMzMzgPe95D3p6evQXeRiGyxZxqCUA79+/j5MnT2LLli3aa7CQn8fU+DgAERk7M1liE6vXEkLAclJSAAkBz/ORyaRh245cNqrjkwvL19pOCkLIqRtxhBDwXA8CAo7jwIrWoerrgiCQ5yUuZBhDEAYQXMSaNFisFIhpbz8IgDMBg5nRXGBpGZPNZGBE0WTfD+DYVsIjMPB9PUpO1wKalhQFjMFQGxNSLLquK6NGlmw04WGl4fXDYKUigI2wbRsbN27U5RdjY2M4d+4cZmdncf36dQBImFEvRzfrYmj3GkD1vRTfRzUKrhW8//3vx6lTpxKP/emf/ikOHjyIz372s9i7dy82b96MH//4x3jyyScByJKW119/HV/5yldasg8EoSABSABo3AQyMzOD4eFhpFIpDA4O1k1fNGKhc3oXwvT0NIaGhtDR0YHBwUFtn6FG2i2n3Uy5ABRC4PLly7h8+bKefCKEwMzkBDzXBTMYBBeRsbOoCMTJekApaB0nhZQjBVq16J7jpHRdoEyxVtYRWpaphZxah0o1W6ayl4mWjdK7HblcVA5QpdM4sgwK/ACmZYPXeL8YhgnHMbWlEOccQRAg8AMEYQAwBseyo2slwMMAPEQ0Ok5u17QshH4A0zB004tMZ3tIme1hB9MOArAc27ZhWRYef/xxcM71dJI7d+5gdHQU6XQ6IQhb4fu5GNo9AqimgMR/lM3Pz7csAtjZ2YkjR44kHsvlcujv79ePf/rTn8bLL7+M/fv3Y//+/Xj55ZeRzWbx0Y9+dHEbY6zJLuD2e38TrYUE4DqmvAawWlQuPqd2z5492LdvX9M3vlZEAOP7tXfvXuzdu7div5qd1NEIxphOBfq+j5MnT2Jubg5Hjx5FV1eXnAYxfh+eWzJhrpWutRwHoR9oAeR5LrgQKP/6Zkwad8frBVXdkpNKwXVdXe+nUr68rC7QiCxaVISvXDwGQSlKpzCjxg31WBj4FTWBjMkJH6V0b6mO0DJNWKYJw8jK7mIA+UIeKccpzf+NvSfCIND74AcB0uk0At+PGkEevgB8WCngRsSbQAzDQHd3N7q7u7Fnzx4EQaCnk1y6dAmFQgFdXV1aEC50Vm4ztHIW8HJQrUkln8+v6CSQz3zmMygUCvjEJz6hjaBfffXVxYtQsoEhGkACcJ2jREy1CKDv+xgZGcHk5KRuYmgFzQrAIAgwMjKCiYmJuvu13H6DSmDOzMzgxIkTOgpp2zY818Xk+P2E/52IonlxuxSgdmevMmW2bAecS6uWMAzgV6nPAwDPdVGMDJ3tsuaRODwMUSgW0dnZGU3mqIzkhUGg/f2qjXMDoprA6DnLsqWHX+w9FPhe4rVKECqBms1kZDNLGCLwg2g8nIwQmbYFQwB+GEpLmmi99bwNV5J2SQGXo2xgqmFZFgYGBjAwMABAGqSr7uL4rFwlCDOZTMuPcTVEAMsF4Pz8/LIKwNdeey3x/4wxHD9+HMePH29qvVQDSDSCBCABoFKUqdRqLpfD4OBgwmqi1dtaDHNzczhx4oRORdfbr1ammqthGAZc18XPf/7zRBRyfnYGM1OTVV+jBDczZDSQycG3cFKpqMZPITA/Nw/bsSEEL6VTQwYW3UDj84HV+czlsjBYY3saLWCiWkI1HE42jDgAk/WGpmVDiMhiBtBjO+R8YFW36EBwEatDTI6aMy0bzJDHaal6zKieUXX/plJC/gCxSq/L5+eRTqUAU67Tsi3tDVhe8/gwaEcBuBgbmHQ6ja1bt2Lr1q0QQuh08f3793HhwgWkUqlEurgVtbSrTQCGYYh8Pr9so+AI4mHy8L9FibbANE24rgshBK5du4YLFy4kfOtayVIjc7dv38bIyAh27dqFRx55pOGNZDlTwJxzXL9+Ha7r4umnn8aGDRsgOMfM9KSczeukoMafqRFo0hdPIAwD2KYD3/dgRDNyfbcyWuc4tpRRQug0sm070fSRpMBT6eXA98ChuoSrRwEN00Ium0Xgy85fA4ac3QsZJRKCwzRMcCHAQ18aCxtm1UihaVkIPA+maSEIw4oOY8M0Zd0jlzWO5XWDlmWXOo4ZS0QMs9msjqC6nov5/Dwcx0Hx/hh6evuaqkNtlnZNAdeLANaDMYauri50dXVh9+7dsnwhShdfuXIFp0+fRmdnZ2I6yVKE3GoTgPPz8wCwOkewUQqYaAAJwHVOPAXs+z5OnDiBmZkZPPPMM+jt7V2WbS7WczBuOL2Y7uPlSgEXi0WcOHEiatZwsGHDBgSBj8kH93WXq2EYNVOw8ZQvFwLc87TpcjzV6noeHNtJHIPve7qxQ6VFhRBRvV9ye0qIqm0Z0USReIOH4BwiEqElA2g70bkrhIAoSwVLG5hSGjsMA10DqPY34esn5LbidYFmue+fkJNKDMMAjyKTygon5ThIRQ0+s/N5/Me5/9D+d319fejp6VnR7tJ2TQG3ygjaNE309/fr8grXdXW6eGRkBGEYoqenR5//bDa7oPOxGgRgfP/yeenXuZI1gC2DJoEQDSABSACQX/Dj4+MYGBhIdNMuByrauBDy+TxOnDgBwzAWbTi9HCng8fFxDA8PY+PGjdi6dSuGh4dRLOQxNT5emnoRBAghBZdl2/A9T9+YpTCsPHYlpCzHQRjIKETIOWSkz0A84sfDUE6IKBSRy2UrhGMcP/IXDKPonBLeQRDCsi252iiFzAwT0zPT6Kpxs5Pi1gbnYaK2USEERxhKYSe34QNRqliljHkYynrByDZGpoRlylhFSwUXME11E5bWNE4qpY+hu7MT733ve7X/3blz5+D7fkKQ5HK5ZRVo7SoAlxoBbEQqlcKWLVuwZcsW3Rk7MTGB8fFxXLp0CbZtJ+oHa31/rAYbmHhn9Py8jDov5/chQTwsSACuc5R1ydWrV5FOp/Hkk08u+41tocLs7t27OH369IJnDJfTyhSwEAJXrlzBpUuXcPDgQezYsQPT09Po7+3B5IP7VV/Dozm7lm3rjlsZrTOjFGJc9Mj0cLQUgPjM38p0owDQ1dUJwzAbNkbI2bAqzavm9prJdK0QYAZgNEj7MBZFViMBV2sZXSwYFTYK/V/5eggZeVTVh2EQQgg1C1h1AdswDQbTcWLm0YY0i2bQ/nfl49IuX74M27YT49KWwwuyHQXgSoyCY4yho6MDHR0d2LlzJ8IwxPT0NCYmJnDjxg2cOXMGHR0diXSxEn2roQs4vn9zc3MLjm62HTQJhGgACcB1zsmTJzE5OYkDBw7g1q1bK/JF16gJhHOO0dFR3Lp1C0eOHMHmzZuXtJ1WpYCDIMCpU6cwPT2tZwtzHsLNz6OvpxtmZGTMDAapi7icdRs1LBiOA891ZXeraUY1fJUkUsOc1xytFgQhUtHM3hBRajYIKgUZk3N5Vf2gGslWPomEGQYYZHSuI5eN6vZ4RZ1bPAXMomhm+fmNe/lV6x5OrKPMfsay7Kj5BGBCWs2EXEgRaJpghoEwCBB4LgI/LZdH5bi0uCC5evUqRkZGEnYnXV1dTYuQdq0BfBiRSdM09bkFpHGxis6ePXsWvu+ju7sb/f39MtLcxmKqWg3gam0AWeku4G9961v41re+hatXrwIADh8+jL/6q7/Ciy++CAD4kz/5E7zyyiuJ1xw9ehRvvvnmkveRaA4SgOucvXv3IpVKYXp6elktU+LUE4CFQgHDw8MIwxDHjh1r6su3FSng2dlZnDhxAtlsVqfGfc/D3Ow0AHnDCMMAtU5dfMav8usrt30xLZmKLY/kObaNkPNYJBAIOYdlS3sWReD70ksP0KlZy7LAhUjO8+UcTIhEvZ9l2XL6h0immBlj2gYGYDCtpFgTXLaaKEEnRSQrs4FJ+gmWC0KVDlZ1gJyHietl2Q78YgG+GyCbzSKMvdb3PKQz1aczxAXJI488ouvXxsfHcevWLQghKuxOFst6SwEvBsdxsGnTJmzatKkiOgsA77zzTiI620qHgWapJgA7Ojoe+jldDWzfvh1//dd/jUceeQQA8Morr+C3fuu3cOLECRw+fBgA8Ju/+Zv47ne/q19DqfWHCwnAdY4yLG40CaSV1BKAaoTapk2bcOjQoaZrhZpNAd+5cwenT5/G7t278cgjj4Axhvz8HKYnJ+S6wxCO48AwzcgmRcjoXiSm7Jj4i+N7rlyeIUrheqiW5gUA0zAQhCFEJBxNAzXnAzPDgGnZNesMAejxazOzc+jv7y/58kUis5AvIJPNwojud6ZtyyRtZNciAFnTFzVpAAKW7UBApq8NsyyyJqSQA2MQPIRhWXL/o0hpEPjRNhgEBKxItPMwlD6ChgHTcSJhK4UoY0bVGsRalNevzc7OYnx8HHfv3sX58+eRyWQSdicLfd+1oyhopyYLoZp6GNDf24OBvj68NTWFQ4cOYWZmBrdu3cK5c+d0M09vb++izv9yUD46spVj4FacFe4C/vCHP5z4/y996Uv41re+hTfffFMLwFQqteSMDtF6SAASAFo/n7ce5alDIQQuXryIq1ev6hFqy7GdhRJPQb/rXe/SdWbTE+PIz8/JZaLavsD3Zbo3th3LdmCaBrgQMTsYQNX8ATKCZppWNK1JVv6VEwYBuBDw/UA2NaBm2Z1cJwDDYHrmr3qs2otMw4AQvPR8tEw6nYLgIUJE0z9iEzmqITuGpQ1MyMPK1ChjUc2fnGIsqghyXTLIo//GhJUcY+fDcUrpXiFkan0pfoBxuxM1HWNychLj4+M4f/48XNfVzST9/f01m0koBVy53TCUk2zkn5ecJGPbCH0fjx3YDxMCmzYMYPu2bQBj2m5Gnf/u7u7EdJKVPJ4wDBP2QnNzc6uzAxiAYAZEEwJQvXZmZibxeCqVahi1DcMQ//AP/4D5+XkcO3ZMP/7aa69h48aN6OnpwfPPP48vfelLeo41sfKQAFznqC9Xy7IQRt2lK9EEooSZ67oYHh6G67p47rnnWuq3tZQUcLFYxPDwMIIgwODgoEw9BgEmx+9X2LrIOj8BwyidL+XFF/ii5oQPALo7WL2m2nKGYcAtFpFJp8HDQFqvMFY1+sWUn2C0TieV0rV/5ZiWhVyu5ANYzeMvnq5V1izl245buigbGDNmA2MYRiItzZgcOxdfh64ZjIRiGJSeMwwTfuDDC0Nk7Vx0XuNpYLdpQ2jLsrBhwwbp4ygECoUCxsfHtf+dZVmJdKVKWbVrCnglmkAARNNb5PUQXCAIvJo/EoCS8GeMgYcBivkAxbz02Es7Dnbt2I5H9u2D63laEF6/fh0AEtHZpaTrF3tc8QgkmUADO3bsSPz/F77whZpTSk6dOoVjx46hWCyio6MD//RP/4THHnsMAPDiiy/i937v97Br1y5cuXIFf/mXf4nf+I3fwNtvv91WZQDrCRKABAAkuvSWe0C8EmYTExMYHh5Gb28vnnrqqZZvd7EpYLU//f39OHz4MEzTRLFQwNT4/aoRH8458oU8OnI56eOHZB2f77mRcXNJOKrmiXIhUy4ChRBwPQ+ZWDRC1uYZFbV0lmWBc5F4zHPdiuYQVddX4QMIrtcphJz+Ud68oc6jHv1mV/oOKhsYy5LTS3hZI4nqdjZMC4KHuqkjerKKibQBFjJkUzHvQNMCM4xorJ6HdLZ1N2fGGLLZLLLZLHbs2AHOeUKMnDlzRpshq+7tdmM5agA55zqqF/g+gsBPRHIt25azpaMmJ5XCT6yjTiTe9zyEYRj9YBHo6siiv68XlmVjPqofvHPnDkZHR5FOpxOCsNXfGbVqAFclLfIBvHHjBrq6uvTD9cTagQMHMDQ0hKmpKfzjP/4jPvaxj+H111/HY489ht///d/Xyx05cgTPPPMMdu3ahX/5l3/BRz7ykaXvJ7FkSAASAEoCMAiCZReAhmHA9328/fbbOHDgAHbs2LEs0ZSFpoDj00/i+zM3M41Cfl5blzDDAGNGZKsi9QqfnY187wS4dC9GvJ7P96XJs6rNUqPMyvE9V0cFpXWMI8egVewrR+BzLSxtx0nUHcZRzSHSfoaDMSNpvIy4RYwUfg8ePEB/f7+s25NbLNs+Kke/qfR2aaVgMACmolEscR9iTNlTlJ5X6XHTtCJfwiCqH2OJCSFhGMCAKUV0UL2bulUYhpHobo2bIXPO8c4776C3txf9/f1LbiZpNc1GAIUQCAJfp3IRTbEpF/tJonIDzhFEwlB1nCc9I0ufDcYMmJYpP0NhkCijYEEAr1gEIAX/xoE+bNu6RfpURt3dly5dQqFQSHR3d3Z2Nh39LBeAc3NzqzYCKNBkChjytapkYiE4jqObQJ555hm89dZb+Ju/+Rv8f//f/1ex7JYtW7Br1y5cuHBhyftINAcJwHWOEl7KpHi56wA9z8O5c+fAOcexY8fQ3d29bNsyTRNejWkciiAIcPr0aUxOTuI973kPenp6ZORn/AGKBTkFQEfcqkQTTdOKbF+UabOEMWkLIwUWg+04svHBENC3l+h+yJiMsszNzSEIgmjMlolCIQ/OBTo6Km9AQgikUmlwIeA4jtR/UXNGuRSUN1oh95FFN+ogkIJUCAgR6uPs7uoEIGre8OXoN1+L4fLUsWmXRrtVqx2U6f9SpDEsE3FyIoqsGTRME74f6EYRIxKHcbEQBL62g1lu4s0k9+7dw6FDh5DP53Hv3j2cP38e6XRai8Genp5l/yFVjcUIQBGdS19F9ny/4nrEo82mJRuCyoW3MkCPIzve5fvAMEwYpox6z+cL6OzoAOchAr96dN4wzcSEmTAfoBhN5LBtB9u3bcXePbvhB6G2m7l58yY45xXd3Yv9YVluVL2abWDaYRKIEKKm6f/4+Dhu3LiBLVu2NL0dYmmQACQ0y90IMj09jRMnTuiUynLP12yUAp6bm8PQ0BAcx8Hg4CBSqRR838fkg7EKO5Nqc3UdR0boeBjKKF9YaoIQgiPSVbAcB16xWLWOLrG/zEBHdLMJfA+WaQImqtbyWbYD1yvCrlPrBwDpbA49vX14MHZXH4cAA2PJfZDRwUB3NxumCQYk3g9mzEOwlDoupWfLU9NhEMAwTAjI1G+5IAwDv6aNjFpWlVfyIJAehtG5Zkw2sfieu2ICsJzOzk5s3LgRu3fv1s0kExMTuHDhAorFova+6+vrWzErkXqTNqTYi1K5gY/Q90vj+4KgYUpbiUNVb8q5AA+DRN2mQvo2mgBE1NHtR76UpqwDFbyOkXhtASvT0B4K0X50ZNLo3bcXtu3o+s379+/jwoULSKVSiXTxQszAgyCoqAHctGlTw9cRwOc+9zm8+OKL2LFjB2ZnZ/HDH/4Qr732Gn70ox9hbm4Ox48fx+/+7u9iy5YtuHr1Kj73uc9hYGAAv/M7v/Owd33dQgKQ0Cx2Ru9CEULg+vXrOH/+PB555BFs374dP/nJT5Z9KkA9AaimjOzYsQP79++HYRgo5OcxPTFe9Uboe17C06+8ySIMApimBS54oj4qLhxVGrjkryfhQnYJq05XtS4/iFKg8WOKhJkSXb5bWWeo6OzuQUdXt34dfF/vix8EyGSyCAJfNt4aDCIs7bf2E7QdBIEfRYfVPpcim5yHMiUcch3Vk5TOoQEDsCwtAuOI2Dg4mQI2IosZwLIceL6LlONETRdyvaXuX4bA84GH5NIRF3TxZhIACe+7q1evJrwJ641KaxYVAZQm5KVUru97lR3YkTWPnBAT+VEylvBbrLWNkiG4CdMyZTNU9H7gYSh/OFT5oZNynESEGGAVUcdqEcXEbke1hkKUBGE+ihgP9PVi6+bNMEwT0zMzupnn9OnTun5TTSep9t1TLQK4umsAm7GBWdwPlnv37uGP//iPcefOHXR3d+OJJ57Aj370I7zwwgsoFAo4deoUvv/972NqagpbtmzBr//6r+Pv//7vlz0QQNSGBOA6p/wm1uoIYDzF+vTTT6Ovr0+LsnLPrVZTLaLJOceFCxdw48YNPWVECIHZmWm4hTxMy0pYtggu9A3J81w4qRSEEFWjbmHUqcuiTtdq3b1SBEJ3w/pBIM9BmehUYisIQxkJhBRjYeCDly2r6wxDrmv9evoHkI7VpJlGMirkRPWGRbcoNy1EdCPnSKcz0ag4eTM2DLPsXqBG2Mn/k4IjrGgwUVi2jcDzqk4GMQwTXIRRxK/0HIvqJQ3GEIYhUuk0wKTPoYw6yfPDIxPrlezIXUjzh2om2b59OzjnunatvJmknhhZzP4osdeZzcBxbEzev6efVz86OEvaFUlLndKx6OgsY7Aiwa7XYZpyTGB0mgUX4DyE4CECTxqH86jLuzxyHN/P+FWq3J6s/ayYVMOk4AOT643XGqrjAOSPFreQhxsr3di2ZTN279qFkHMdoR0ZGUEYhonZ0WrcG00CSb5+Mfzt3/5tzecymQz+9V//dcn7QiwPJAAJTatTwGqKRiaT0SlWIGqoiL5sl5PyCKCynPE8D8899xw6OjoQhiGmxu/D8zw5laJu9COaUwYWRa3kMWazuWS9F4s6YXmol1OiUs3FLRSKCAIfHR2d0iOvismfEX2Bm6Yl6+HqzPxVUTHDtNHT26+3q9elRWRpv9OpFLKRSCxPz/IwhOt5cPQcY1QdORdPAQexlG7V58u6hxmT5s/aMDj2vjBNE0HURRxG0cXQdyOBLvRoOPVaewUnCijRtFDRaRiGNjnet28fPM/T0UElRuK1a/WMh1XdnurI5VH9aRgGEJwjky41DqkfGYl6PNPUtb7y/COxvGxyih6I/qHeG3L2S+39ElHDCKCidFJEhmGDrEIsoij3T6aIjahcgnOOIFi8obuKfhbm56J0cQq9e3bDevRRFGPTYS5dugTbttHb2xtN9ikdZysjgI1GpQkh8MUvfhHf/va3MTk5iaNHj+Kb3/ymNlEmiFZDApDQtHIayM2bN3H27NnEFI04rRjT1oh4U8vk5CSGhoYSljOe62Jy/H6poUB11dZoHHEcR6eApR2LhXRKGif7XvLmWO53F6dQLMKyLHR1dtW8Ocr0qmzcMNJmFIkztHGzFpQxLMtGT/9A1WiSaZpwnBT8IIBbLCCdSiWuSRjVPqnzxQwDqTJRpWf8RuPbrFjDR3wZ04y6nk2zyvNe1PwhbUPi50i9H1Sa2LId+J4Lx7Fj4jTqOBUAg/SUa3cBWI7jONi8ebOOPs/NzWFiYgJjY2O4cOFCwuqku7sbEEkblnjULt5IY5gmCoUCbNuGwRgMZlQVbUIgmlwTNVxE65TXIunDGPKoJjPyoKzq9ada4uPb4BwBV0Jfdvx6ng8/8JHJZBMRZRVpj9vH8DAEDDMSpc3/WFRRez0X2zTR19ONTRs3wDAtPR0GAH75y1/inXfewdWrV2X0uUUedY1GpX31q1/F1772NXzve9/Do48+ipdeegkvvPACRkdHl5YmXeFJIMTqgwTgOid+E2tFDWAYhjhz5gzGxsbw5JNPYmBgoOpyKzF5RG3j2rVrOH/+PPbv349du3aBMYb52RnMTE1WvMb3vKqp2/KaP9mA4MHz/QqhBFRv9OAAAs/X3n5hGNQ0gRbR5AzTlGPdlH8gr3F9cp1d6OzuqSlKDMMo1S86DkLOYZuWTvsKIcCFiI4nJdN/eooHEPAwqiULAOTBmIEU57AsCwYzpAlMFN3kPIRhWtFQDx1OKqUPhXydYAyMC2gLGSWswKL0o4xQBUEQTWdgYAaTo+ciUSTH77nIYOXTdK1IOzPG0NnZic7OTuzcsQOuW8Tc7Cw8z0XoFTE7GcCL7HyURU6ceJqWh6F+L6q6Ssu2dWROaIGl5kXbpeYM267w7zNMQ9cHqs+qaSmbnthyzAAXNT7LjGm7FxZFe8tr/spRwpXH6hNV44kaZdgMLGrGCn1fr6u7swsdHR24ceMGBgcHUSgUcOLECZw8eRL/5b/8F/z3//7f8cEPfhAvvvjikiNy9UalPfbYY/j617+Oz3/+89oT75VXXsGmTZvwgx/8AB//+McXvT0BhmTSffGvJ9Y2JAAJTbM1gPPz8xgaGoJpmviVX/mVxEilclZCAKrJDpcvX8YzzzyD3t5eCM4xNTGOQjSFoBoy6lRq+LCd2p226oZrp1Lwo2Us24oVyRuwLBuuW4TBmG70UFSrmZMeamZ0c5a/wgXn4KhM1TLG0N3Xj0wdQ2QhBG7dvoNcuiRUzahuj0eRS9OU0ZZC0dXdzdBRIcCArBt0bBtgBgQPIYRMJeei+im97lg9XynlKwUiU4IyVM+Xm1rbSaPqSJgyxhD4AQChI4jq/MpaxZWrA2yFAbQSMvFUruBcniPBkdIpfCbPOQAIDtfzpK2QZUf2QcmpKvPz81GjRSkdb9lyPnRYpQkk2pmS1UuUWpeGz5VCK96lraKG5efdMC1dfqEitHJzDKlodna8tjb5WrPqZyLeeIKoLAIM1RtWGINpyOhX6RBlJ7oSwurzxBhDZ08fTNuGVyjIfUyl8KEPfQj/6T/9Jxw+fBj/7b/9N8zOzuLHP/4xrly5gm9+85uV21wk5aPSrly5grt37+KDH/ygXiaVSuH555/HG2+8sSQBSBCNIAFI6GLwZkSZ6qrdvn07Hn300YZF7cstAOfn5xN+g+l0GkHgY256GkEQwE6lEr9v4xEoAYALHjV8yMhKyTOv+s3fd11dX2UwI1G353tuRTev3i7nCfFoRzfvarWI5SLQNE30Dmysm/4MggDDw8PwPQ+57VtL64qutxzFFuiuzZRjA4LrTsvK/YhMnSMz7I5cDgJAGHkMemXTS4KoQUV2fJuy6zR241cWMPL8yvOu6hQ5FxDCh22aUbewLFFQ5tVKaPqeG1nKrEwaeCkpYCn2fARhgND3KsoMDNNKeCoqzz2Bkn8jEHXRhhwFtwi3KDuknZQDK/LOq2Yeruvr1A+LqI6z/L1sWJY8pihFzAWPmjpU9DYyrowivQzRFBA1PShK1Upj59rnQonG8m54QFnANPheiKKIjMkfV/INGaWQOY9FKOuvhzEDXb19+v2mak/j17VQKOCxxx7Ds88+iz/7sz+rv18LoNaotDfeeAMAKixnNm3ahGvXri1pW62aBUysXUgAEpqlpIA55zh37hxu376Nxx9/fMGeWctpOj02NoaTJ09iw4YNePDgAdLpNIqFPKbGxyEEl2nXOt55QKnhwTTMunV6QSA7f63I0kIV0Rum9NWbzxdg2xayuRwMqKYHoNRJK3TdHDMYfM+X2VLGwKMbmY4ARTcmxhhSmQx6evt1c0c15ufn8c477yCTyeDJJ5/ExP17sGwbjBkoFPJyG2VCRHVAxjst4+nBeHSPMSncYDDAkvul0op+ECAIA5hRraRlWZF5dGxSiijND1G2MiUfxegcqaW1NYyl04qA0ELF87wVE4CKWgKQ8xC+50eduZV1ewD09a4m9NV54jzU0c1E441pIJ3uRJDORE0yIebzBYABKdvWDUmCJ7fJOQcXAqZhgEWi2oy6fTnn4EGAeEyumlF3HCUO458D0zQB04re25Uj4RQimvYSjwBLA+ha25PXXPo/iqj7u9QcUq/mturajEj8xTwkq9lStdoGptaoNL1fZe+ppiLbVANINIAEIKGxLAuFQmHByxcKBQwNDUEIgcHBwbrdi+UsRwRQCIELFy7g2rVrOHLkCDo6OnD//n3MTk9hbmZaL1dt9m6c+HPSzqV6Y4iKogEywhNPG3PItGkuK7tsgzoTSWwnBc5V96GKsMh4i1WlWSadyaKrp7fujeHBgwcYHh7Gtm3bcODAAb0ddUxmjQitVUVQhkEIwzL1c0qoydm/HAihG0Isy4YwDZimA0AKMj+IrDs8F67nIeU4SfuhmAgoTwkLAQRBCNMIgDCKfvoy2qqiPZZtN/SuayUJ65Qo4qWitoHvS+EW1U8akWApP7YwDHSAyrJscCFgOQ54IOveVAMFgESkrHyWtBT0gGWVLH8834frytenUinYtqXHEKromIGo0SKKxJlRM0jZgVY9ftO2gciyhcdqA8MgqCrC1D4Xiy6EEMhk0joVG09Vx6N/Mo1csnfhNUYoKko/Thr/gDUME129fRWelOUWMGEYolgsttQGptaotM9+9rMAZCYlPhljbGyMjKiJZYMEILGkFPDY2BhOnTqFzZs34+DBgzWnD9Si1QLQ8zwMDw+jWCzi2LFj6OjowNzsLHZs25IQf4pqIlBFusqFoe95Nc2WAYALwLJMLf7kgxwwzZo3UbU9IYTenhHVX9Xrju7u7UO2o3ZHYHyu8WOPPYZt27bp58Ig0DVjIjLONePzWhnTaXGZWovdfH2emNqha/Wi9ShBEgSllG7JsLlEOpWC5/kwDFa1Li3w5Wi3MAzBDAYghOnY0vIlsW8MhqHEt48Ay+8HqOr2vGIBO7ZuwczkuE5dCwjdoKPOEw9D2YUbiSwRsw/Stikhj+r/BHjUQKPOnzoWIWQ0Tm0jfs7CwK9IH9u2jZTjgAsh6yaj+rc4auKLSqcqzCgNHASB9rXkYahLAsIgWLTYFpzLpiOr9GNJ70dk6GzZtkw1R2K+URq5GmEQVNSQlmOYJrp6+6t+X1WbAwws78QiNSptz5492Lx5M3784x/jySefBCC/015//XV85StfWdq6V9gHkFh9kAAkNAuxgeGc4+LFi7h27RoOHz6MrVu31l2+Fq20gVEj5rq7u3Hs2DFYlgXf8zA/M42uOukb3ytN0agXEQSk2XLcww6QKVDXc+HYdkXkQ0d/wCvrBhmDHRkxx1Ej2AzDTBT3y/WZ6B0YgJOq3VjDOcfIyAgePHig5xon1hHr6lQRIRVpUuPVpqenkMtma9xEI0ESe51Ku1ar+ZTduiJaRujXS+ErxUvIOfKFIjjnsCxTNjcYHKZtyWhYlP409Po4BATCSCiq/bSdFALPg90iy46S315pdJrafx6G6Onukuch0TUrGxPix6xS54xF9ZBR6leJoPgxMKjULdciT1moSN8+Q0fGpBiVEeOSbZ+BQmTxo0yXbduq9HjkHG6xWF0ExZaz7JLQDnwvYb5c7XXV3rf1MC0LDFJsWrZV+oHFWFSLJ7vLRcgXvN5qXpR6e6aFrt6+mmUT1UygAbQsBVxvVBpjDJ/+9Kfx8ssvY//+/di/fz9efvllZLNZfPSjH13S9qgGkGgECUBC0ygqVywWtZGyirIt17YWyo0bN3Du3Dk88sgj2L17NxhjyM/PoTA/DwEB1/PkUPhaK2BSPMjaQAeqyUFFdQRX3YPSfFeJQNtJIfC9Un1eFXhkBB2/GdmOgyAIanoNqoaTeE2T7Tjo7d9QEU2L47ouTpw4ASGEbnopR42DKx070+lT5cuXi9L4qkhfJDotpZBVnaJhZEhcrVZMpYRlqrZKBCq60WYyGdhW6bV+EMD3XAhuwY9mzKrIkYo4AmpsWanLWEZ0nSULQC32oro9VYMYN76Op2Lz+QJ6oq5y1cHLQznCTwgBZggt7OIR0jAMwDiLUreyzlNG8GQqWb1f1LWWzSORP6JtRpHF5HlkjGmxXU2Ih1HjjKrxtZ1U4npJo2UZcbUtO/qhwHU0Ngh83eCkIsLViP/AqEXIOVKplIwk1vqxWdXqJRKFhmxS4XXqC+NpZYVpWejq7a/bnFZNAKbT6aTJexPUG5UGAJ/5zGdQKBTwiU98QhtBv/rqq0uPQDK26HFuFa8n1jQkAInSpIc6EcDx8XEMDw+jv78fTz/9dNNfis0KQOU3eP/+fTz11FPo7++HEALTE+PIz8vUjWXbsoauxnZk1E9alFiWDT/ylasFYwyGweCkZA2TZduYn89LT8AgQDadgZNypH1KVFgvTYpTMp1mGDWFXxw1MxgAZmbn8Oihx+qmNqenp/HOO++gv78fhw8frpmONw3Z9WuaJubn52FbVqI2MR6pFEIkooAyosVKN9bYOQ0DPyEC4zdflVqOR7ri4rY0AcSQndeOo8WibclGhbn5eRiGiZRja+EUBkFJZEaCeaH+cILzSOj5ukGDC14ztalm1gqUat06OnLRDwIbQgk0s9QwpEbjhaEU1pZhRn58UT2k2td4c0eU2laRzvLjqejajaKBQeQTGG8YYozJVHJ8fJsATNtJTKhRYs5xlDASic+LikRKgarq80pR6viytb47VPq4WCzCqtpZjoofCJWIRN2kQkVUy0VhXLxato3Onr6GzgTVUsDZMoujZqg3Kg2Q1+z48eM4fvx4S7ZHEI0gAUhoqokyIQQuX76My5cv4+DBg9i+fXtLvhCbEYD5fB5DQ0NgjGFwcBDpdBphEGBy/H5CYCkvMyvyLItTnvINAj+apxtWdmxa0tIl8DzpBxjzT3Ns+RFSfoDlNzfGmO5eDSLrluiZxH/KYWBgpo07Y1dw4LHa5/v27dsYGRlJREBrYVoWDDU7t9oCUV2aXkc0o1UKWRX9jI/skjdUHhv3VZl+Y1GkS9m7yC7gqtNKIOsRmWnqDmERzYu2LJlmn5ubAxhDyrbBIZtWjKhTO/B95Lq6E+cgPidXi73oeOQhljqPVbpVNigIGJaca6v87FR9JjMMzM7OoaenWy5nmDBMI5H6VduxbFs20USROlX3qCKFhsH0DNwg8BP7Ez/PQkA3l1jRPOR4nVwYlQ8oASSEPHdqEogyUlY/RCAAEdV41mN2dhYduWRzV1wMlo98K5VJMFh2ab5vwHnVBiPFUr8LqotCNSZQfs47e3qiBpNG61o7c4ABSL9O6gIm6kACkNCUizLP83Dy5EnMz8/j2WeflWOpWoScTNE4GlbO/fv3cfLkSWzZsgUHDx6EYRhwiwVMjT+omppSY5wSqTWBqvV+0lvP0ik923EguIyEJaIxUedp/bnBcnqI73kxj7/6dYYKZhjo7R9AIeqarIYQAufPn8eNGzfw7ne/Gxs2bGi8XmaUzKqjqJasx4uaEHgYiRNTNmIEZX6EsX2JiwC5PhswGJiAtupAZOIiuLRzYcxAGHhaFCkjYMO0ImNp2VACJXYAcCH0POJUKgPbl19ZfhDAc134kbWOZVmwLBuFfB5mFBULfF9a1ESdr4KLKL0v7U94dKyqsUXd/A3DgGDyWBMdydH7S3Cuhb/q9hVCTk4pH33HwaJoHtciTEYUpfiT4/5K763y683DUE5UMQzpJWkYAIQ0wK7V2BGjVGdXupYsEYWTQg2iuil5d3d3XSuYUj0og2nLRhXLcRB4XsPPh97vRVq41FoHMwz5w0aormAbnQ265eNUE4AdHR0rZjDeamgSCNEIEoCEJp4CnpqawtDQELq7uzE4OAi7Tq3bUlhsBFAIgUuXLuHKlSuJ7ta5mRnMzUzJG3GZaS1jwMzMDDo6OsGYAcdJQzABJko1aOorLpb8hGmUxl3VSisWC4UK01iF7TgIw7BieoiqU6uXBrYsG70bNsCybBRdr6oA9H1fC/PnnntuwbWYhln+i15owWKYJizbRr5QRCZT3Y+NV5ncoDqng0B6GQZhENWkWRWjxdRZ1lMnLKukKct8AJkpbWd40UUQhkil01K4RRE2wzD1/oScI/ADCO7CdYvaj9BgJUNj0zTBLCm4AHnd1TxcldYt+R46seOXxxKGKs0r/R0dJxkN1ccZRU1lBFAKzriPYlx46XcdY7DUZIsg1KbX0oS8ZNKNaJ+Diq5dQ0dAgzCEFV1LXuP9WzZMLjFhQ+27nrRSRQNwIeBH0XXDMOA4DkzD0Cl01Z2t0rPlIrecasK1FswwYBpm0vxZ/RiJrcNJpdFRZzRiNdQPAsX8/PyirK0IYrVBApDQX5JKlF29ehUXLlxYUFpxqSxGAJYLns7OTnDOMT0xLiM7UadotVhZNpORxfWWCc8twnacupFH07IQeqVaQMM0YUUiIjmyzKqwhinZutRefz1LmVQmg56+AZ0eLU8HAklz52PHji1KmFerDbQdR/u3cc6RzZSaR5QliIyeJcWcZTtadChUGjg+tkulMFUEzozsPkTk61YtkmqappzGwkVkF2OBq2UDH6buNmUwTENei0i4yFQkh+sWpX+gacJxbAjO9flUIkKltVXkVxkziyjNK39QSGHAmIoAGvqcyOuUnPtsRo/J45DROiGqpVpj11VHS+WPF3X9hajeQR4nPhLPchxM3X+A3t6eutG3mmIrdt0YiyJ6ovS+Vt59RjTSrXIGtsT1XNhRurmUnmUoui5SKUc6ADT47MuO55IVjhJ6cYPyWjjpNDq6Fif+AFnDmMmU/BRbbQK90lAXMNEIEoCERt1srly5omfnLhcLtYGZmZnBiRMn0NHRoQWP73uYfHC/ZKVRllKMwzmHaVk6Gud7XlSPZVREuRhj0fSEZKrTC0vpyEKxiI5sTk45iLYXhKEcNbfAlJcfGSYHYanDtKOrGx1l9WtqnqriwYMHGBoawo4dO/Doo48u+ganIjO242Bubg6psmhkeSQmMXPYMKKpEUJanfBQCjnVMh0hhT2PhJ+yjYkMsyOD63iatDxClZwMAS08HCcV66QNYZhWQiAr3zz5vz4yZhqI7VsQhCgUC7AsG6lUqqLpIAwDmIZd6qYFSzSFWLaNIBbBkw0hdmwT0pYlEa0rs19RTRuqMUaNxgvDMNFAIYCyGjtTR+XUJVd1h/IcKqNtD7Zt6WPTAr7ssyE4T5yb0kVmMK1Sc4jvB1H0UsgmHR4sLClYtWpBIJ2SgpFHljZS6Avpo6lqJ7lAyEOdNl8sqUwGuc7uJf1orRYBXN01gGiyC7hle0K0KSQACQBSaA0NDQGQDvXLaX4KLCwCeOvWLZw5cwZ79+7F3r17wRhDIT+P6YnxRGREdZIaZvKGy5gBP/AqGg54NCe0vCZPzsWtYyLLGHKZTBSZsBLTDRgz9ExeAYBFEcnSaLPS6DdEHbZmFLXq6ulDpkqqqTRxo2Tu3Iz3omGasKMpHLyUe4W6Y6tJDALy+sSbPHgUwVMzd4Mq1042vBgwbSMy841tWyQ94izL1hYzhmEkGjmilQEAfM7BgxCptAHLsPX50OJSmR0DCR861bmrav4AoLOjA0EYwmCRwAkCuH6AlG0DylvQLnUzm6YyRVaj3Bgsy0TIOXzXhWkYUQRRWuHIEoqkvYqi1JjA5dnmXNbzld2gy6O+KuJlmqYUSZFICwO/quVKXPiUGy5LwSmbNZQljBSxka9gmRAFII2qlXekaUVTSLy62sC2G99WZHSTRWI3gBFLky+VdCaLbGfXkjMWtWoACWKtQgKQwP379/HLX/4Se/bswcWLFxc91WMp1BOAnHOcPXsWd+/exZNPPomBgQEIITAzOYH5udmarwHnWtSpaFWtNBUga/JKw+xt+J4bTWFQ0StpNzKfn4dt2zrNGI88WqYBL/KuWywMQM/ARjg19lHOg+U4ffp0TXPnxRC3oclovzzZ9auK6GWaLlXR5CEXjSKekfUKi6Z9KOICWkWulDiPixU11YOhZDYcdYlAD/6NjJgtwwC35GM6MhgbhQZARwMBOSdXjQ1THammZek6PCuKfKmZyIzJ6F/RdZHNZOB7nrRQUfYpLGZ2bQotkNLR+VNiLR5NVh2/YAyIhG08MqjG2CVq76J6xJBzQPDY3Ft5LOr1RjQlRYmxMAj0dZGrqjGfOBLwhmXCNFOyTpIZCzB+l1NA9LxgzsEMOfs68L3KKGJEvbFsQRjCLbrIZjN6f+N1ofJ8Lm4meTqbQ66za1GvKWetdQELGJAW6kt/PbG2IQFIoKenR3vpXbt2reFNoRXUEoDl84UzmQzCMMTM5AR8z9NpNwkrC6DI/0mlMjI9awDzM3lk0mkdnUu0e0Riw7Zt/aiawhDfs0xkqhyPzJTml0pLkoV2+CqcVBq9/QM1pxIAiHwJpR9ZLXPnxcCitGPFlJFolJgIAqQcB0JUZo6qTZMA59HYtiAp/hiTHasqtccAI+rsVXVc5SPggKgpw0JMYDvaTFqum0XXKtktrAyUK0fPKXEW6Lo/wzKjoKeAYRvRsUmbmaLnIQwCpBwbpgmdgox7HBpROtb3PNkwER1HyQpGRrQEk3WOhmnBsixdRxmdoIpjV/rXMKRoVF6HidQtSnYpSoyp8wQhvQUNpupHDXms0WciDOVUFR7I6Hfp88eijnBR83Nvmmai7k5ETSCyQcYBD/yK8otqQlR1eduMwcrVmMYR7YOqHV1IWUUm11F3POJCWXMCkNEoOKI+JAAJOI6D/v5+AK2f0VsL1RgQZ3x8HENDQ9i0aRMOHToE0zThuS4mx+9HN9HGwtR2UnDdghZkmXQKgKgpzmzH0fWBTipV0blbjWqNCzqaGAQ1rVsU2Y5OdDWwp1DmzoBMybeqC1tNaxCRyjONZC0kYywqHWIJUVd+TPFuTDPaN9UNq9KJqgNAiUcz6k5NNNPExuup68sMQ3qYCSHFeFRjyUNZL8d5GNmblNKsnHPdfGKYJqxI8JuRQK1oHog6XtW+WLaNlLCAaHRaEMh6t5BzhG5pbJo2Gg5CpDNZWQcZzfCNC2sjinLGvfr0NA0h9A8ZlWLVaeeKusHIB5ALKeBUl3RkC6MjjcyEaTEUZueQzmalQAxqf45LAjxu+B11AaNsEked93Ogzb+lwTSPCdQ4pmliPp/XkdNGxCPQ6hpW249sRycyudakaasJwPgsbYJYa5AAJBJCZCHzgFtBXGgKIXDlyhVcunQJhw4dwvbt2wEA87MzmJmaBAB4YWXNXhLpaaeeV5YrnutWF1qRAIg3QXiuTB17nhd1c1ZiWbX9/5T4MBirmcLq7u1HtkFdkTJ3Vin5VnZhm6YUbYV8HnbkhRcnDHlUkyfTfmpihOwGNap2Y8anfFhVarnUuYinQS3LlpMbBI8mYMhtqLF7lm1pUcRYqdNWCVgdKTJMMNOAERlOh5Fw4GEpdSnHxsmmDjMafadsftRkEeUNiKjpRNUlGoKDh3LmrzrGlOMgnU4lmllUw4UaHRe/ZowxGEqwhhzMkNFBVmHLA2ljlLgeIcCijmTOYUaPibIotTw3Jrq7unTjk/L/q9hGle5ySdn0F8uSTTsL+D5Qy5i2A8SMs4UQWmgvVPyVEwZqWotqJpL7nuvsQjrbugjdWqsBpC5gohEkAIkEKxUBVNvxfR+nTp3C7OysNpsWnGN6cgKF/HziNbV89NSNu9yE1/c8+H4A27YTWTcjSrFVE3Kypio591XCKor8qyE7HJk2w41vs3dgA5w6N8Fyc+fe3l5cvHixYURxMVi2A+F5uiPXjCJS6qZqmqrxIxJqkV2Kqukrrws0ynzpymu5AHlOZV2lanqQIosh6kg1rUoD5ShKaRqG/IvWV7IlgY66WaYBX9X6xfZHpVxValilo9W1iTdYlL/n1faUGDYtE1aZYCu6rhY1ccGv6hot25ERQJ4cM2cyMxExjFvlqM5N1cQSRlFPvX+MVXlvJkV4fH9UJFdEkVS1vXo1dqq+E1E02Iqde22zWW2SjSrsNM2EUBMATNvG1NQ0ursX36HLo+aUIAhQKBRlKpwLBDBg2k7LouNrTgCSETTRABKARALVHbgS2xFC4D/+4z+QzWZx7Ngxaa4b+Jh8cL9mlK3cR8+2nViXZiWOYyPkAqbyOrSqGRSX75uBkIclscmYnGHaQPwphBAIPE+nlG3HQe/ABm08XPW4Iq/DfD6PY8eOIZfLJSKkrcRzizpFyZgB8CrXm7GoiUOe50TEz7Z16jJ+Ly/3blOFbSrtW157aNkOQt8D515pvbzUAGKYpjYczpimtugxLRtCxGrqIpSoMS1LT4UIgzARMSylWJkWNkFUI6hqJMMgSDT6JLzxogh5GITyGgUBOBfwfA9hGMaajli0rxZMI2mszcuup2rQMG0LQjCYVtRNXs0HUMjRavFIvYx8Vv/MVvNk5GFkjK0aXURktxNNwFH1nclrZaPeRJA4pinTyDyKsKrtd3R0LPnHpRmJylQKYIaJyakpXLt2DSMjI+jq6kJfXx/6+vrQ1dXVcOZvLUrejpLVXwNIEUCiPiQAiYoU8EpEAO/fvw8A2LRpk/a0KxYKcqoHoFOP1RAQsJ1UVHslSo0U0fzY0n9lms9gDLbtgIsoCqJTdDKcEfgBwjCA46RgWWakW2SazHZSsW06pShHhO/7KBQK6OrqVgNIEk0Uuc5OdHbXr/eLmzs/99xzOqIRN8FtFepcqUif7FCVXaeqA5dHkbdyH0BD1ZtF65HdrgCPUq1VvdtY6YRYZeI7SNQeyvm00s8PMIRsADANA6bjRKO9ookdenqJJbcfdfWq2kNlMO2resDoR4LMMastyro9wzDlKLRoPzkv85NM+DWXxJTreUhl0rqGsTy9OV/II5fJVEQG45E4FlkXqf3mfqkGMi5uZVmBEfkvcm3XoqJ+1SJ6pSk1TDe98Mgyx4xmHMvO6gX+2FvAjxAWRUvj+6LGLy62q7cWnd3dSKXS6B8YAAC4rouJiQlMTEzg1KlTEEKgt7dXC8K4sXM9VA2pFYtc5/P5ZbfDIoiHCQlAIsFyp4A55xgdHcWtW7cAALt37wYAzE5PYX52pqEXH6AsRuS/G0UlDMOQBe8MMFjp5qRn1QophkxTGtHGo5+240TTIuxEOrecTDpdtTaxq6e3oTVFPXNn9e9WRgCr1TaapjwvRVd2wTqpFDIZMyFEqtWcyZpLH4wZejJIXLgkGj5i4qncQFk2jnAEqus2luIMubwmKceOfApjnnpcmSMzQJlUx3wXgVIzAWMMppMCBIcBOXs43kkbFyl6LrBQ4+9YVOOH5MQUgUR6PN4A1N3VVfE+LhaKpbnFtiMFWRVhVN51y8MQ5WdfRu+irmgR7X8kfut9hlV3cXw9pmUmu5Sr0OhHiLrW1bq71TUqum5dW6ZGdHX3VJRQpFIpbNmyBVu2bIEQArOzs5iYmMDdu3dx/vx5ZDIZLQZ7e3trWlzp9Hjs8zE3N7eqR8FRFzDRCBKABIBSxGs5m0CKxSKGhoYQhiGOHTuGn/3sZ/B9H/MzU3CLRQAyYhDvDC1H+fapm2u9xhDTtOB60rBXpY4XgjKVVrWGvudV7fytBTMM9PYPIJWuHX0QQuDq1au4ePFiTXNnxpLzcVuBigByzlF0PeRyuVK0MpuJxp5JkeD5PizTgmVVv2mWOoS5vl7xhgs5NYTpaJQaiSbNpG3wyD4mpgYBIJHONJg04FYmyOr6i9i1EAlxaYFHgb54raCclCHfJ9Xq4sojfSqKa4CBRRGzyusfic2yhpjSGDszOt9Rw0ns29Z1XVlTGTU2GFEDC6puJzoX0Xg6FdlWP06UDQ9Uk0Qdyn9gyWtXEt5qHF45tQSgyhg0+mwIIeSM4iV+v3T19MBx6jeRMMbQ1dWFrq4u7N69G0EQYHJyEhMTEzh//jxc10VPTw/6+vrQ398fvfdLNjlAaVyiEGLVRwCpBpBoBCX5iQTLFQGcmJjAG2+8gWw2i+eeew65XA7ZTAZz05Na/CkCv7pYc1IpPatV4XtuxY1BTbwIwwCWToXJEWyNCtBtJxUJiqQADXxfdqs2+FK0bBsDmzbXFX9hGOLUqVO4evUqnn322bqTPZQZdKsIQo58saijWHHrDiCyL4lSsemUTIlzzpEvFOD5vtZpVvn1UZ2ujIFF/nDMYDrqGvh+1M0Z2bZEdjHqepqWBcuydWrZsu3ofMvJEoHvQUSTQtSsXsuyYdm29PGzbZimJWsHGSBU/WQ0vxZI3twD30cYjSSzbAeCyWtnGIYUWIEvRU0khoOYTUvcj08duzKb1h6DhpxTHETrKY+uqXpQI/ILDKPIooBsGJIRRznn2Ir+rcyjgzKrobgAzucLda9/vdpXNYmFRUK7XEzGG3tUTV75vtRDLV+vvKMcxhi6e3obir9qWJaFDRs24MCBAzh27BiOHj2KDRs2YGpqCm+//Tb+/d//HWfOnMHdu3dRLBb1OEFFq2oAv/zlL+M973kPOjs7sXHjRvz2b/82RkdHE8sIIXD8+HFs3boVmUwG73vf+zAyMtL0tgmiHhQBJBKYpolimSBrhnik68CBA9ixYwcYY8jPz2Hvrh01006+7+kmDMYYLMuu6dHnea7uuDSjiR61bnSu58OpMqpKFcjXM3NW49uUeCknlcmgp2+gbhF6sVjEiRMnAGBB5s5GZKXRCubm5jA8NCTPe+Sxl3JSFc0tXHAYKN38DcNANqql8oMA+XwBhmkik06VaqaEAA8CqKspo7ilkWowSrN1y0Uti914jagWUIqsIHFDDqPGEGVDI6K0KwOL0pilpohEVDCKbPHIiLh8xJ2uDzRNaYot/FJEsuzUq/12PR/pTEZHLytq3HgpqimjgsllDIPJhpcYQgDFQkEaSBsmnJQDwKowWa5HNpvRncvlkbaF/rir1jiihCFTzUFNZAkWWhfIGENXT29LunwZY8hms8hms9i+fTs455iensb4+DiuX7+Oubk5MMZw6dIl+L6P3bt3Y35+viURwNdffx2f/OQn8Z73vAdBEODzn/88PvjBD+LMmTNaYH71q1/F1772NXzve9/Do48+ipdeegkvvPACRkdHl7wP1ARCNIIEIAEgmQJuVQQwCAKcPn0aU1NTeoyZEAKzU5MoFotwPQ+ZTDZReB1HCMBOpaEUge2kdLqypImEjlgxJicalBfRl6214hGVRl7IHFJZY2Xpjkm5LwKd3T3o6KpvcaHMnfv7+3H48OEFjdxrVQpY1Rru3LlTr9dkJZ84wzSRzxdgmgYcxylNuIhFUDnnsC0L3V2dsmuUc8zNzSPl2BU36bhoCcMACEupVy6ENDFGydNOpVArJ44I+IGPbDQRxjDMiu5SAYHA53pfOeeR6DOg3h88lM8LyJo+Hot8Kp+6uPmwYVp6SrJlOxCi5H/IIKOSvufBMEzASEbWyoWWOselWkFZk1gy044sSAAttJUXoRCl6KBl2wtKyqnaRuVlGN8+FvjZThhNR9Y7DCx6z7LoGDmqfZ4WgrQGKgnxiu1Hkb/FRAsXg2EY6O3tRW9vLwBgbGwMo6OjKBaL+PM//3MMDQ2ht7cX/+N//A/8wR/8Afbu3bvkbf3oRz9K/P93v/tdbNy4EW+//TZ+7dd+DUIIfP3rX8fnP/95fOQjHwEAvPLKK9i0aRN+8IMf4OMf//iStkspYKIRJPGJBK1KAc/NzeE//uM/4HkeBgcH0dPTgzAIMD52F4VCHmHgyxFrUf1YtT+DMfhuEQwy1et7LjxX/qn/lxFCaW3iex78yN9NpoFT4Fwkjsex7VInrCWnPix2jq+KTBmGvBlev3kbnd09dcXf7du38Ytf/AJ79uzB448/vuB5y3KO7tJTwEIIXLt2DSdOnMBjjz2G/fv3V41Q8jCEbcnUo+yMdaIRcaG2RYmLahUJ6shlYds2gjBEoeiCR5HFUk2YSo/K9YVBqNOe0Q4m96PsWA2DIeU4ev4tIJtz5I8VW+6vnpbBI6sYKWBUSjMMShY0qotYGUVLgSFT1pZla+EojYyZTlvriRsRKgKmhGRcqLAGNiRGZMFiRtZC9VLE8t+m9LKMzo/rupH4qjx/5edSdQmzaLKKacpUu0qfy39burFGEe82VgLS96UlUhD40WdKtsQbUW2fZauUvLUgK5ZqnbeAbEzp7u1bNvFXDcOQP3wOHz6M//N//g/+7u/+DsViEf/3//5fHDx4EPv378f//J//syXbmp6eBgD09fUBAK5cuYK7d+/igx/8oF4mlUrh+eefxxtvvNGSbRJENSgCSCRoRRPI3bt3cerUKezcuVMLDrdYwNT4g1LXZdSgYdUQQrbjwIuEmee6Nce0yU7UyoYRFc0xDAbAhBCyhlBARJEMS9YEIkpBQo3Vkq8viTk1bziKBzEGpkyUTRN2Ko2pkTM1z0W5ufOGDRsWdA4VzUQAOec4e/Ys7t27h2eeeQbd3d2y7s0wSj5vzMD8/Bwcx5H1kpCd1a7rIZVS49RUDVoUIStr2gAA27Zlh6YQcF0PfuDDNA3Y0Xi85DkxkqO+VPNBhcg0EISBHLuWSskZu8KIUqQGmGklDJblvho6mldatxp3J5LHE2teMMt87szYxJfkaDYLfhjIqHPMGFs2L8nXqOsV7yYOeTLSyczSFBZZ65jsCK6V9lVCpVAsYmZmBtlsDtlMOjHFRP1bvw/CsLSNBYxTLCc+Mi/w/bIfJSLqUq4OY1E6OgxQLBTR2dWpvQZls43QdYFq3V09vTWzAssFjwzBAfm5PnToEKanp/Fv//ZvKBaLeO211/DII480vR0hBP78z/8c733ve3HkyBEA8vsSkJZYcTZt2oRr164tfVtoMgVM8aE1DwlAAkBJ8DQTAeSc4/z587h58yaeeOIJ/YU2NzON2empxLJqtmeZrZ6+eZWLumoisFEdkRACfiAnMXRGdiyCc22hobav/7sInFQa3X198H0VCeIVUQ/f9zE8PIxCoaDNnRfLUgWg7/sYGhqC53l47rnnkE6n9XW1bQeMMfi+DyY4clWsLmynFH0pP8e26nQNQ2mTIkSi2cJxbIgomljt+vi+Lz0F1fqjFDEiv0a9bh5GPoCGFkSMsajLlksD6chfUKWSK8+VtIaR3caliB+EADMYGKSgDGMCTu63n4iKicicmocBmACymXQp7cuYbp6RTURclyEEvLo0iu+nTtGWdSfHyzKsaOKFas7gnGNqclJH6ZS3ZXwChyI+JURNY1lIuQNQ3Rh+MZM8ZApbps0zmXRFt7CcECPTzE4qhVyuI9FsslIEkX2OYn5+HtlsFqZporOzEx/+8Idbsp3/+l//K06ePImf/exnFc+Vn1chxKLOdTkrnQL+1re+hW9961u4evUqAODw4cP4q7/6K7z44otyfULgi1/8Ir797W9jcnISR48exTe/+U0cPnx4yftINAcJQCLBUiOArutieHgYnudpscM5x/TEOIqFfM1tCQEwU94sbceB7/sVNzCF58qOX89zo45Pnoi2WFGqK+QchUIelmnCidJIKs0rDYKjKSKpFPwajSX1yHV0orOnNyqKrz6tQ5k7q67npRayL6ULeH5+Hm+//TY6Ojrw7LPPQs3IBaKmEkiB7Xoe0um0nFRRFhkyGINpJaNihahTEpCXyLItIEged8LDT03fMC1Z5xZ1jCrxxzlHyAVsy5IzfsNQXxtAXivXdUu1aKgiPqKGBcM0YdqOvGXFGnXkcYd6fbXsSkoCMVqH+iHUQCgpHz0RdQ7Hl7ZsW+5flc9TNVGvmi9s20EqnYFlWbAdp+KY4+JPHq4VRekqu9xVl265qXj56Lhy1HWu9mNQzVBeqC1SNaRYle8LzjkgODq7uxdcGtFq4hFAoCQAWzmH+8/+7M/wv//3/8ZPf/pTPe8cADZv3gxARgK3bNmiHx8bG6uICrYz27dvx1//9V/rSOkrr7yC3/qt38KJEydw+PDhZWl0IZqDBCCRYCkRwMnJSQwNDaGvrw9PPfUULMuC7/uYnZ5EGIR6Bms5+fl5mKYFx1LiSCSEUjUZyCFgp1JAlIKT0ydk6tCPCSWniuCKj5ADAN91oxFXC7SyYAzdvX3I5krzQeOF7OoGcv/+fQwPD1c1d14si+0CHh8fx9DQELZv3479+/drEaQsLsIwxPj4BDqyGTm9Qghd02ha0sYk9IOo7q20D4ZpIm5swyJBFygREjUHlI97A0q+fqYlR53JDLS0PLENQKURAWn8bBpyw2oSCI9+HMgIo5pEYiWbJCJLl7hdizreUr1hcr/UMqrOEQjK0tuyu1jWz/FoprAN7vsoui6y2WyURo4J9Njry0fIiahbOL4bynLFth3YjqzJq/d+4Zxjemqq4jMaBAEEogaYWCQ63mGdXN6vKeJUhLHe+y7w/UV9V3DO4fuBHnEojb9VVNJEd2/fQxN/QPU5wK0aAyeEwJ/92Z/hn/7pn/Daa69hz549ief37NmDzZs348c//jGefPJJAIDneXj99dfxla98ZenbZazJLuDFfW+VR0m/9KUv4Vvf+hbefPNNPPbYY8vS6EI0BwlAAsDSUsBCCFy/fh3nz5/H/v37sWvXLjDGUMjPY3piXE/SqIVj2+DR+C1ZvyQaWl5YloUw8oEDKtOTtfbTSaWq1gqq6JFRNiGhHMM00du/oWISQVwALsTcebEsJgV8/fp1jI6O4tChQ9i2bZvuHlXiz3VdDA0NoburE0DSp7Dc+1A3KjgpsKgLW0a01I7JDl0TUnzMzs0jDENkMxlYjg3bssDAwEU0bSMSP4ZpIfDlfy1L1QeWjs/zPGTSqYp9g5AzYBkAZjuR+CxPTZb+nazbM2EY8seCGf3YiM/71a+v6B4vWbdonz8149cwqqZRDWaAi+Tj5bYqtp2CaVuwbUeL0IWgxF+tCL0UvAKmKUWoZdtAnSidqleM/8hYzNi2eu9LVdcZ/wGSSjkVUUcp/mpP6FgpygXg3Nxcwii6GT75yU/iBz/4Af7X//pf6Ozs1DV/3d3dyGQyYIzh05/+NF5++WXs378f+/fvx8svv4xsNouPfvSjS95uq1LAMzMzicdTqRRSqfq+jGEY4h/+4R8wPz+PY8eONWx0IQH4cCABSCRQKeBG9SdBEGBkZAQTExN45pln0NvbCyEEZiYnMD83C6B+8wYA+EEIyzQSqUIpAqvfWGzbLhnPqnqzOutXFItu/ahK1NigfAcrtuuk0DuwoepNSq03CAKMjo5ifHwczz77LLq7u+vu00JZSAqYc45z587hzp07iWaPuPibnZ3V1hY7d+7EXFlNphJJLErJhUEQNdEYUcNCWFXwMAC2ZSHTm5Xd22EIVs0XD4gaL6KayTAp0NT0kVwuqz0K5ZxaAceO1bCZln6tGYlM9Vz8fVOyWGFR9K7kPWeYFiw7OZcYSI5gK0XtZFNMfEycwRiMqJtcNUSo9ZS/zRgzYDsOLMdZtOCLwznH7NwcAFQ0SKg6Vj8SdLKDWOhOZzXjubQs9KxsIQR8P4Af+LAXWXunrGnkOY2mvUT1i7qusw6GaaK75+GLP2B5I4Df+ta3AADve9/7Eo9/97vfxZ/8yZ8AAD7zmc+gUCjgE5/4hK6Pe/XVV5tKjbZqFNyOHTsSj3/hC1/A8ePHq77m1KlTOHbsGIrFIjo6OvBP//RPeOyxx3Q3c6sbXYjmIAFIJFBfguU1MXHm5+dx4sQJ2LaNwcFBpFIphGGIqfH7FWLMc92qtXZ2KgUhimVGv4GeaVrRZVpDnHmuCy+KclRL+xqGiUymvtkyAN14Ur6vmVwO3b39NW/ayhx3aGgIhmEsyNx5MTRKAatmD9d18dxzzyET+eWp1zLGMDY2htOnT2PPnj3YvXs3/Mg4m0VRPB4Gia7cOLrZAoDlOBV2MEAytW6ZJkzTgoildRWu51U14eaRxYsRpZENw5BCq8rxFgsFOE4piieP04RhyuYGw5Rzfqs1YOi6wFgUKp6eFVHUTBtEV4mexY894RsYjX1jTHYQK9FnWc1bmQghMD09jSCUFjq1Gjj0JAvGovrYelE6uRxjgGkAzDRlWneRESMBWTqgOuoXSjuJP0AKQCc2p3h+fh4dHR11XrFwFhLBZ4zh+PHjNYXVw+TGjRvo6irNNK8X/Ttw4ACGhoYwNTWFf/zHf8THPvYxvP766/r5Vje6EM1BApAAUPpgquhCeVec4t69ezh16hS2b9+ORx99FIZhwHNdTI7fr3lj8l1Xmy2rG67vVo/KyTqrpAhsFOVTwq98uXpzgmsRrwvs7O5BrrOr7vJTU1MQQiCTyeBd73pXy29o9VLA8UaTo0ePJpo91Lm9evUqLl++jMOHD+tf304qjZ5+B77rwnUL8IrVJ5uU270EkQCPN+tYZXWVQKnmr1y027GZwn6Uereirtd4VC8u0FQkMJvLypt0ykHIZbqac66vfcBDGKist1PELVtKjyXrCJXYlml9lohSlvatMm0s6/cc2E6q5R2sQghMTU/Dj7YbRiK13P5GLRsEpekpCy3nME0TiATQYpo74suapgWodP8CttfVRuIPgL7+ilZGAB8WQjAI0UQEMHqtmq+8EBzH0U0gzzzzDN566y38zd/8DT772c8CWP2NLmsNEoBEAhXRKr9xCCFw4cIFXLt2DY8//rjuXMvPzSE/NwvDMGAaRpRoin3p6H8KXT+nJjX4QZSyKrNPCYNAp6Idp3GKV+FF4k2vPxJ/vh8glU7pY9MdpbK6LaZzhP5F2juwEakGkbxbt27hzJkzMAwD+/btW5YbWq0U8MTEBE6cOIFt27bh0UcfTUx/UK85e/YsxsfH8cwzz1R8gRuGgVQmg1Qmo2vUPLcIt1go1avVqHMLoutjMAaOUm2giGoFheDgUURVe+FFtXOMsajTVQq38mhiucAyDQNmykmkGSFCmLFoja4zi4RfteYLoNT0IbhsfJGRT32i9bHG7V3MaCJIEDXKMMOA7weYnZ/Hnj17l9WyREX+/DJBFgSBLIeIPa5Gv8WbqFRas5YIrNbpG/czrLdf8fMcX4fdoLvYjCJ/RhuJPyDqbI5dy1ZGAB8eRpNefs37AAoh4LrusjW6EM1BApBIoLzE4jcFz/MwPDyMYrGIY8eOoaOjA4JzTE9OoJDPy2aPKunZ+DotW87yjUdRjLLpCgCT3mzRjdaJUstmZGILyP+4ngsecqRSTjSNo1TfxEMe3fRLwsK2rQX7nlm2jZ7+DXWNaIUQGB0dxc2bN/Hkk0/i1KlTS/LqWwjVUsA3b97E2bNncfDgQWzfvr2i3s/zPJw8eRJBEODZZ59tmJJmUf2j7TjIdXaBhyFctwjfdXU0T4jSdIh4etUwzKqdv3r/mRFFMaH/2+hMxU2ogajbmydTyvFaQJnOLokOddMJuYAdNaSYUZpYRF3P5cTNjmMrAuchbMdBNpOBYzswbRs3btxAoeguv/ibmdHlDeX4kdjzfVm7Vx7BUihhU944or0Tq7xvA9+vawdVrzzED4KqzT2AjOb2DQxEn9n2Yi1GAFeaz33uc3jxxRexY8cOzM7O4oc//CFee+01/OhHP1q2RheiOUgAEhXEv/ynpqZk52h3N44dOxY952PywX19w/Q9F5Zly47PMqFlOykEvle1fq8SAQiWGM+mfP8S+2eagGlW3MzVeC3fc6M5qIsbo5bOZNHd1193jFU1c+dmx7XVI54CFkLg3LlzuH37Np566in09vZWiD9Vn9nZ2Yknn3xySVFJwzSRyeaQyeZkk4Dnwi0W4blFlN/UDbO6ALRsu9RAEVamg03T0oKsXHiZsVRxvlBEJorexpGj2gzdyKA85ZRhc1z0up6HlOMk9tO05Gg1Ha2KDosZsmnDtlOwHaeqyFsusR9f/8zsLLzY+RJCjsVT6WlliO2kUhDR9I9isSg9Ew0jUY8XxCLqQH0/xFqvUSxkQodKQ5uGoX9I+kEAzw/aUvwBazMCuNJG0Pfu3cMf//Ef486dO+ju7sYTTzyBH/3oR3jhhRcALE+jC9EcJAAJAMniXOX+f+PGDZw7dw6PPPIIdu/eDcYYioU8psbHK+xa5I2U6To8KQBERQ1eGAQ1a/OUVUv8OS9qWKhnJwNAT1BQN3Q9EmuBwqyjqxsdXd11C5Ln5ubwzjvvIJfLJcydl1MAqnUHQYDh4WHk83kcPXoU2Wy2otljfHwcJ0+exI4dO7Bv376WFFczxuCk0nBSUlCFQQC3WIDnFuG5rpzZHEUBVaQ3CIIKgVF+fsIwSHgsq/mxniebCbiQXd+ZDBAGIfzAB+ciMke2YUU/AJS9Cwyjpn1JLtdR8f6J1xk66Qxsx0GHXV3wlbOchetCCMzN5REEIUxTfoYE57KphleeR9suibT4vrPoBxCLrVfZHfm+v6Bbe7kIrDYVpN5x+AFHGMp1PBgfR09P74Je+zCoFgEcGBh4iHvUPCstAP/2b/+27vPt3OiyXiEBSFRgmiauXLmCubk5PPXUU+jv74cQArPTU5ibma5cPpqtqm6KqVQaXAiZ3bUq67p839NF+dKjL40wCGrbxXhytmy1Ll+gdodwGM0Y9Vy3ZlSPMYae/gGkM5Xj0OLUM3de7gig67p48803kUqlcPToUX0jjtc03rhxA+fPn8ehQ4da4j9YC9OykO3oRLZDznT1XBee5yIMfHiuWzPS28hbLgwChJATZdKpNOyUI4UWAMsyYVnJyJGKNLthAMsszTaWowSRiAwnosSGAcuy4fkBJqenMTY2Bt/30dvbi4GBAfT19SGTSXoklrOcAnB2Lo98wYVpGDCM6pM4FoKqCVXYcf9MpjqAY39lrxdyJfJzHNX3qtRvxbHH/z+KjsopLxxcABcuXkKxWEQ+XwBjDP39/Q3P8UpTzQZmtUcACaIRJACJBPl8HvPz80ilUhgcHEQ6nQbnHDPTkwg9X6achJCF9JHdRkXhfpVuSRXhUQ0K6r+eVzm+qhzGgFQ0Y7WcainiOIHvo1AsVp13a1oWegc2wLadKq+ULMTceSnj2haK7/u4f/8+tm3bhgMHDuiGB8aYFp6jo6O4e/euTguvFCzWSCL31YNXLMItFqtGbMtHy+nHTRPFogtAyOkkkFEvPeLNMCs6jUuU1Zkpvz7VAKL/LadsKO++DsPAwMaNeOSRRzA/P4/x8XHcu3cP58+fRzabRX9/P/r7+9Hd3V31x8NyCMC5+QLyBfleDjlHyKNUOUOdyFv9dLTyztRdxLEZwwtJZduW9Ev0I3/HxWCZJvr7+7F161b88pe/RCaTwf3793HhwgWk02l9jnt6eh56R3C5AMzn86teAK50BJBYfZAAJADIG9r9+/dx8uRJOI6DnTt36joqwzDQ1d0Lt1iAWyigWCxUdG8qTLP6JIEwCBAyBtu2I0PgEIC8EdlOStZvRWKy+pxUnhR7jMGyrLriT5HLZhNNAwDgpNPo7a9fkB6GIUZGRhqaOy92XNtCuXnzJiYmJjAwMIBDhw5V1PsFQYCTJ0+iWCzi2WefRbaKyF1JbFuaHccbSbyodlCma5n2BjYtG4bBEPgBwjCEXeYPqM6n8tpjzIBlW4lZ0YZpVnyBBUGIufl5cCGQyebQPzCgz4s6f8ouBZDv+0wmgx07dmDXrl3wfR+Tk5MYHx/HyMgIwjBEX1+fFiup6AdQq8kXXMzNFyoeD0OOEIBl2gB4lYhg9Zu0Fn5lqXhZL9nYHkaJISUc7WpNMnUwDAPdZcJu48aN2LhxI4IgwOTkJCYmJjA6OgrP89DT06PPsZqOsZIspxH0w4IEINEIEoAEABlpOn36NA4dOoT79+9XRLQMw0g0BniuC7eQR7FYqPBbi6fcLNsBM0rzVuMpQsO0kE5Vrwcsui5M00Q2m9Webp7nwnac0k18ETckHpZqD3OdXejs7ql7kykWizhx4gQANDR3bnUKWAiB8+fP4+bNm+jv70dnZ2eF+CsUCjhx4gTS6TTe8573JOw/2oHKRhIPnluEYZjw3KJsDqnzesGTIksIrt87tu0g5NENO/oB4aRSsJ0ULNtGoVDAgwcP8ODBA1y8dAmO42BgYECneFXEVv3FxZBhGBgYGMDGjRtl2cPsLMbHx3H79m2Mjo6io6MDhmFI/8IWpYKLroeZ2fm6y6iZy7ZlQ4gQYRhNLIkto7wzzWgWdy2k4LZrLlOt+SOMZjcv5GgNw6iI6qn3rlr/hg0bsGHDBgghkM/n/3/2zjs+jvrM/+/Zrt6rZclyL3KRJbng0EIwGBtLhgAJRw0h8KNcCLkEckmABBIChHJHMC0JJAfhfFg2EJIATsA2YBKwmq1iSbYly6qrVV9JW2d+f8gz3lVdSavKvF8vJXi0s/Od1e7OZ57yeWhpaen7ex0/jtFoVMRgxCSMiZMkaUBns9VqVZsTVGY9qgBUAfoiBueffz4ajYbW1tZhIwSCIGA0mTCaTITSl2a19fZg6+2BM3N3RXdfQ8ZIzRtDYTrjGegpGHV6fd+0hzMXEnnkVf/LkuCxVRKgo72doKBgBAHCIqMJHOHOvr29nYKCAqKjo1mxYsWwXcHgXwEoR/WsVivr16+nurqarq4ubDYbJpMJQRCUzuz4+HjFjHs609dIYlR8IN0uF52dHbS1tBAUOHi0RxxiJrRGo0Gj1WIMCERvNAyavpcjenPnzsXtdtPW1obFYuHYsWM4HA4iIyMVQShH9GQx2D86GBQURHBwMKmpqTgcDlpbWzl16hSdnZ188sknXtHBsYhwh8NJe4fV58c7XWeFoCi6lRS33BTjqyB1Op0DIoGyNcxg6WZRFAd4Dw6GIAh9kb9+zTSeArD/44OCgggKCiI5OVn5e7W0tFBRUYHdbveKDgYGBvo9Oii/BrIAlCSJ7u7uKY+ojxd/GUGrzF5UAaiioD1zERlNtx/0CbNgfV8Xreh2Y7P1Yuvtwe0ePJ0rIw3jHyfT11naZ+EhX3xGqvvrT2BAAJIoEhIegcEw/BBz2dx50aJFpKSk+HSx8ZcA7O3tJT8/H4PBwIYNG9BqtcTExHDy5Ek+/fRTgoODMZlMWCwWFi9eTHJy8riPORV0dHZSVHSE5ORkYhIScTocfTYzNttZq5Yz7xtBo8FgMKI3GjGcifCNBq1Wq4i9JUuW0N3djcVioampifLycgIDA5Xfh4eHAyj+eINFB2NjY+nu7sbpdJKQkIDFYqGmpoaysjJCQ0MVoRIcHDzie8fpdNE2jPgTzoxqO9uo4W2wrtH21ThqNDokBOwOF3qd7sxIM0mp85N/+i9HMcg+I3xG+syLI0QBZfE3mFXMcN6Bnnj+vQAlOtja2srJkyfR6/Ve0UFfbGlGQv7s9q8BnOkRQDUFrDISqgBUGYBOp8Pu4/SN/mi0WgKDggkMCu4z5LXZlFRxf49ASZIUj7b+6A0GkPoaC/qniF2DGPkOh81uJzAkbFjxJ5s719XVkZ6ePioLCH8IwLa2NgoKCoiLi2Pp0qWKAJGjVXa7nbKyMiwWCxqNhqqqKrq6uoiJiSEyMtIvF8LJoKGhgdLSUpYuXcqcOXMAMJoCMJr6Gklczr5UMYJmTIJvOARBIDg4mODg4L6ZyE4nra2tWCwWjh496vV6R0dHYzAYlKYbz5Sx60ydanBwMCEhISxYsAC73U5LSwstLS2cOnUK7ZkGiKioqEH/Pi63SFePTbnpksBDrPU9RpI40+Oh/IcXBr0Oh9OFXqfF6XRhMPSVKThdnu9FAU/J5tn1KwgCel1ftLWvq3z4188tin1RwkGEoiz+hoqCDhUBHInAwEACAwOVaG57ezstLS2cOHGC3t5ewsLClNc5KChoTNFBuaN+thlBqwJQZSRmxlVDZVKQuwN1Oh3d3cPXJPn6fKaAAEwBAYTRZxht6+3F1turpIadTifGMxdanV6PRqMd0ThadLt98gYECAgKprq2ntTgoWdZepo7b9iwYdRf/MPN6/WF+vp6SkpKWLx4MXPnzh0w1s3tdnPs2DGsVisbN24kICCA9vZ2LBYLlZWV9Pb2KsIlJiZm2llsQJ+4qaqq4tSpU6xZs4aoqKhBH6fTG9AN05XtT/R6PXFxccTFxSn1fhaLRYkCh4SEEBMTQ3R0NKGhoUiSRFNTE42NjSxatMhr7rJOpyM+Pp7ExEREUVSEysmTJykpKfFKY5oCAmjp6MblEjHoNbhco7d60Z8Rf9CXFtZptTgcjmGjbJIkR/3OzNjWa5VJI4KgQafT9nVfu91DisGh3uWhYWHDpsDHKgA98RTV0Bcxl6ODVVVV6PV6JSU/mpuiwaKT3d3dMz4CqKIyEqoAVBmAr0PkR4ve0FeoHxIWjsvppL6+jl6bHZMpAINBf8YLbnTRveEIDY8kKCRk2Aidp7mzPOlktIw1AijPV66pqSE9PZ2oqKgBzR42m43CwkK0Wi3r1q07k96DyMhIIiMjWbx4sZLWbG5upqKigqCgIEUMhoUNb249GfSfSzwdL6yCIChD7+fPn4/D4VAaSWpqahAEgcDAQDo7O1m+fDnx8fFe0cH+qeLw8HDCw8NZtGiRIlRkQTgnZQGBQX03JA6niOFMQ4avfyU54ueJyy2eEXgigjCy0NLrNF5NIJIkKc+p0WjRajWIonsQA2/3gChgWFiY8r4cCn8IwP4EBASQlJREUlKSl+iuqqqipKTE55R8/w5gh8OBy+VSbWDUCOCsRxWAKgOYKAEo43a7KT0jCJxOJ6kLFqLTaka0mPHE5WEm3R+NRkN4VAzGM527Q52PbO6cnJzMokWLxiyUxiIAXS4XR48epauri/Xr1xMUFDRA/HV2dlJYWEhUVBTLli0b8gIqF9HLNiatra00NzdTWFgIoKQ0x9qoMB7kpha73e7TXOLpgsFgIDExkcTERNxuN+Xl5dTX12MymSgtLaWurk4R2UFBQV5isH8jifxcSUlJtHf20G3zbqRwON1IooRWM/L7T6fVKo0g/ekzwR7Z5kWr1Qxb7+dpIq0945voVc/r8TkJDQtTmnuGe74+G6CJa1bSaDTKTRH0RQdbW1u9UvKe0UHPz0F/AWi19tVlzgoBOJ4mEFUAznpUAaiiIAug4QbBjxfZvkSj0bBx40YOHTqEKIoEhIR4W8zIjSTDrEOr1Q0QgDq9nojoWK9IXn+B5ou582gYrQCUXwOtVsv69euV7kv5uQRBoKmpiZKSEubPn+9zMwoMTGt2dHTQ3NxMVVUVxcXFhIeHK2nNia5xkq10jEYjWVlZM6ZO0RM5Stvc3Mz69esJCQlRInrNzc2cPHnSZ5sZm8M1QPzJCBotdqcDQRKHjKZpNRrcIzVOCQIut4hepx00tSwIAvjQfCXjdouK5YxOq0PQ9PlP6rRaAoOCMI4g/uBsk8VkdqsHBAQwZ84c5syZgyiKdHR0KGJQTu/L0UGXyzVAAMoRX39w8OBBnnjiCfLy8mhoaGDv3r3k5OQov5ckiZ/97Ge89NJLyozc5557jhUrVvjl+CoqQzHzvpFVJpyJigC2trZSWFhIbGwsy5cv77P08BgYD/0sZsIjPCxmegc2g/SrATQFBBIeGdU37soDT4Emmzu3trYOa+48Gvqfw3DIFjMxMTEsW7ZMafaQn0eulauqqiItLY3Y2Ngxr0sQhAGpSDlVXFlZSUBAgBLFCg8P9+sFuqurS7HSWbp06bS3qhkMURQpLi6ms7OTdevWKbWVnqlHT5uZ8vJy7Ha7MlYuOjoak8mEJEnY7A66eoa3UOmztJFwOh0DIrV91kZnG0RGwukSMeh1XqliAdBqJNzu0dar9jVISGdSy1qdAZPJ4HM0d7Au28lEo9EQERGhTMnxbNg5ffq0Ep1sbGwkICBAaQDx13u2u7ub1atXc/PNN3PllVcO+P3jjz/OU089xauvvsrixYt55JFHuPjiiykvLx9XuYSIgDiOKN549lWZGagCUGUAo7WBGQlJkjh16hSVlZUsXbqUuXPnKr/zjH4NxmAWM/beXuy2XmWKiNNhJyQsnODQwcWcLGjliJQgCGzcuNGn6IUvaDSaYY13ZRoaGiguLmbRokUkJycPaPYQRZHS0lJaW1vJzMwkNHToxpWx4OmP53K5BnTARkVFeXXAjpWWlhaOHDlCSkoKqampU16DOBZcLhdFRUW4XC6v2sv+eNqWyKbGnvWYAQEBxMTEYgqJxDcbZQGt3ohOdzZNK57x5hsp1dofh9OtdAoLSOh0Q32uBTRaDRpBc2aJApIEoiQhitKZmxSUectBAUYCA3xP5csCcLq8D4xGo5LeF0WREydOYLFYOHXqFNdee61y0/Svf/2LdevWjVu4btmyhS1btgz6O0mSeOaZZ/jxj3/MFVdcAcAf/vAH4uLi+NOf/sRtt9025uOqNYAqI6EKQBUFzxSwvyKAnuPUMjMzB8yqHU30bDCLGYfdRnBoKKaAodM1Go2Gnp4ePvvsM5/NnUfDSF3AkiRx/PhxpQM2Ojpa8ZqTxZ/D4aCoqAhRFFm/fr3fxOlQ6HQ6ZTSXJEl0dnYqDQ+lpaWEhYV51bj5evGuq6vj2LFjLF++nISEhAk9h4nC4XCQn5+PXq8nIyPD59S1p6lxSkoKLpeLlpZWehy+ztDwWINLRH+m2cJgMKDxQYSIZ4yg+47U5yHodIl9Y/bOTFbR6frM1M8KvL7mkb6s8MhlDEaDnpDg0XWZu91u5X0+3dBoNBiNRkJCQkhLS+Ojjz7i5Zdf5n/+53/YunUrgiCwefNmfvGLXzB//ny/H7+qqorGxkY2b96sbDMajZx//vkcOnRoXAJQRWUkVAGoMgA5YjbeUVf96/0GSxlptdoxddB6WsyMRE9PD62trSxZsmRU9XS+MlwNoNvt5ujRo3R0dAzZ7GG1WiksLCQ0NJQVK1ZMeqpMEATCwsIICwtjwYIF2Gw2pQNWrnGT6waHGs0lSRInTpzg9OnTpKenK8X4M42enh7y8/MJCwsb942CVqtFZwzGpO27wXG73DhdTpxOJy5XX+OBXq9Hr9f3+QECePgAOt0SWq0etygieMysluibmy2e8Q3sE3sCgqDxdgw88x8a+iJ7LpfvncaDodNpiQgbvdfeRHQA+xNZoAIkJyezfv16/vGPf1BYWMjnn3/Oe++9N2Gd642NjQDExcV5bY+Li+PUqVPjem51EojKSKgCUGUA8pxTX937B6OlpYWioiLi4uKG7WD1d7rZE1EUqaiooK2tjejoaObNmzchxxlKANpsNvLz89FqtWzYsGHQZg85BZucnMz8+fOnRZTEZDINqHFrbm6mrKwMp9NJZGSkIgiNRqOSum5rayMrK2vGdk92dnZSUFCgjNgb79+i3eqko1dEJ/SZKPeN7zD0jbDzCPC6RHAN8v4x6DU4nCL6M/O1vZcji77h16DT9T1H3/PpcY9ifrYnGo1AZNjI000GYyYIQM8or1wDqNVq2bhxIxs3bpzwNfR/Xf0xZ7rvZmA8KWCV2Y4qAFUU5C8cWfT1t0fwheHq/QZjrBHAkXA6nRQWFmK32xUhM1EMJgA7OjrIz88nOjqa5cuXD2j2AKipqaGysnJap0v717hZrVbFLLmsrIzg4GCcTicajYasrKwZY/PSn9bWVoqKikhNTfVLlNjmcNPS2dekJGo1CII0bJmAJ5Ik4XT0An1lDU63hFH2ChzFshx2G27RqLzfHE4Ro06PyzU6ESgIEBkWjFY7NhE3EwSg5/fcZE4BiY+PB/oigZ7fAWazeUBUUEXF30zfT6XKlCFHp0YbmZPTnVVVVWRlZY0o/mBiOo6tViufffYZGo2GDRs2YDKZJlUANjY28vnnnzNv3jzFykEURWXclGyMXFVVRUZGxrQVf/0RBIGQkBBSU1NZt24d69atw263I4oidrudzz//nNLSUpqbmyf09fY3TU1NFBYWsmTJEubNmzdu8SeKEk2tNuXfLreERuP7jZRRr8Fg9K5ptZ+J4vnaBawRBIymwAHCy+4SlekfvhIeGtxXRzhGxpNJmAwGE4CTFcVOTU0lPj6effv2KdscDgcHDhzgnHPOGddzyyng8fyozG7UCKDKAARBGLUw86XebzBG0wTiC4OZO/tjVu9wyB28kiRx8uRJTp48yerVq4mJiRlQ7+d0Ojl69KhijDwdx7b5gpwujY2NZcmSJQAD7FA85+pO1/M8ffo0lZWVrFy5kpiYGL88p7ndjrOf1YrD5VsUz2TQYnMM/nkQ0dLb3Ulw8MjRKUnoE6KDodEZ6e3t9ulvEhocgMk4PvPwmRgB9KcAtFqtHD9+XPl3VVUVhYWFREZGkpyczD333MMvf/lLFi1axKJFi/jlL39JYGAg11577biOq3YBq4yEKgBVFDwjH6OpzWtpaaGwsJD4+Phh6/0Gw18RQNk/78SJE6SlpXlF1SYqzSwjC8wjR47Q1tamzBPuL/56enooLCwkICBgxhojQ5/IPnr06ACTatlYd/HixfT09NDc3ExTUxPl5eUEBQUpdYPTYTyd3LRSW1vL2rVrCQ8P98vzdnY7sfYO/rmxO0UCDPohI3DGYcSfTEBQKKLoHPIzJtE3LcTlHvr9LggChoBgNBpxSJEIEBhgJChw/Cl9zyaL6chEp4APHz7MhRdeqPz73nvvBeDGG2/k1Vdf5Yc//CG9vb3ccccdihH0Bx98MO7GE7UJRGUkZuYVSGXC8cUKxrPeb9myZSQlJY36ONozQ+zHg9vtpri4mLa2tkHNnf0dZRzs+PL0gA0bNmAwGAY0e7S1tVFUVERCQoJfGgymCjliJs/DHQxPO5R58+bhdDqVyRmyD6NsMRMVFTXpQlgURY4dO6ZYE/kr2uNwijR32Id9TK9jcBE4XOSvP5KgR68f3HvS6bCDwTfR5hI16LUM+tmwdnXS3NihiPrx1HbOxAigP7t+L7jggmHrPwVB4KGHHuKhhx7y2zFVVHxBFYAqgzJSZM7T3y8rK2vMEZTxRufkTls59TyYf95ERgA7OzspLy9HEAQyMzOBsxfUvi5Ngfr6esrKyliyZMmYRPJ0QPYyrKurIz09fYCf43Do9Xri4+OJj49XxnJZLBZOnDjB0aNHiYiIUKKD/hq/NRRynWpPT49fm1YkSaKxzeZTjV6fCOwzaAbfIn/9sTlEnLZeLxskrUZA76P4g75ooVMEnSAgeixcp9UQHxtJa2tfPWtFRQWBgYGKGAwLCxuVoJuJAnCm1OUOh4Qvzo7D768yu1EFoMqgDJcC9qz3O+ecc8ZlWjyeFLDnWDV5tNxgTFQNYFNTE0eOHCE+Pp7W1lYEQfAyvZXnyNbW1s5obzxZ7Hd2dpKVlTWu9JjnWK5FixYNmJwRGBioRAdHKzRGQu4MB8jKyhowbm08WDocit2KL/Q6JEx6LRoB7KMUfzI6Y5AyMcSg12F3jv55JAncggYNIhJ91iMhwSb0Op1iaO10OmltbaWlpYXi4mIkSSIyMlIRhCNNjZnuTSD91zeZXcATiZoCVhkJVQCqKHimJYdKAY+n3m8wxioAa2trKSsrY/HixSQnJw+bUvV3Ctiz3nDlypUYDAbMZjOtra2Eh4crHdTFxcV0d3ezbt26GXtBkUWTJEnDjkQbK4GBgSQnJ5OcnHxmckYLFouFI0eOIIqi0kQSHR09LsEmjwEMCAhg5cqVfhUk3b0uOroHr+uTpL7InEYjKBFhhL6LqygAiOh0GqUxpJ8bHPIUYBm32013dzd6vQ6TKQBR6ouwukSpz0xajuRJUp8PnCSBdOaZhviIiBIIWi2C6CY8NBCtRhgQxY6JiSEuLg5Jkujq6qKlpUWxAgoJCVHGCIaEhAz4LE73CKDL5fJ6P/T09MzYz6uKymhQBaCKF3Lkqr8w80e932CMVgCKokh5eTn19fWsXbuWqKgon47hrwigKIoUFxfT2trK+vXrCQ4OVjpei4qK0Gg0REZG0tHRgdFoZN26dX6NNE0mPT09FBQUEBwcTFpa2oRHcXQ6HXFxcYrQ6OzspLm5mVOnTlFSUkJYWJiSKh7NeLru7m7y8/OJjIz0y02LJw6Xm1ZrXwSuT3oJiFKfqHKLEm6pz+h5YC5OwqDri9AIonuYdFv/32jQm/rq02xO+moB3QKiW47WD/OaSMqo375JIqKIKJ6tVQ3USRgNejQaDZIkKU1M8o/8uKCgIIKDg0lNTcXhcNDS0qLcGAqCoEQGIyMj0ev1014ADhYBnKlm5p6oXcAqI6EKQJVB0el0SgpYbrJobW0dV73fYIwmOudp7rxx40af68X8lQK22+0UFBQgSZJXs4dOp2PlypVIkkRdXR0VFRUIgoDdbqe4uJiYmBhiYmImfL6vP+no6KCgoGDKmlY8x9MtXLhQGU/X3NzMiRMnMBqNXuPphhIY7e3tFBYWkpSUxIIFC/x+HvWt4BY1OFzy+8u3yqkAg0Cvo++xAWMweYa+SSE2J0j0pZNdrpE/R5L8P4IGjVaDRtt3CRCdPVSfPE5ZSS8RERFK1DUwMNBLDHoamst2UXFxcSQkJCCKIp2dnbS0tHDq1ClKS0sJDQ0F+ubb+mO6hb+Rz21WCkA1BawyAqoAVBkUOTInW5dotdpx1/sNd5yRsFqt5OfnExQUpIxV8xV/CMCuri7y8vIIDw8nLS0NGNjsYTabqaysZOHChcydO1exQqmvr+fYsWOEhoYqYnA0EazJxmw2U1xczMKFC0lOTp7q5QADx9O1trbS3NxMSUkJLpeLqKgoRRDKaWrZrmaizqOjR6SjV0IQNAToJVxu38SfVgC78+xje50SQUYdDofvxutGg5Yeh+fxxv5e0mkF5sbHsiglTqnJtFgsHD9+HKPRqIjBiIgIJUMgC0LPz65GoyE0NJTw8HBlprQsBjs7Ozl06JASHYyIiJgWNkjSmXnKsgCUJElNAat8aZj6T6DKtEL+gtfpdHR0dPDZZ5+RkJDA0qVLJySN44sANJvNHDlyxMvc2d/HGOn48piw+fPnKykxz2aPkydPUl1d7WUoHBwc7JUqa25uprm5mZMnT2IwGBQxOFwEa7Kpqanh+PHjpKWlERsbO9XLGRStVqu8dvJ4uubmZk6fPq1EnYxGI83NzaxYsWJCOjpFUaKu9ex0Dqdbi1ZwMYytnoJBfzb6J9Nth0C9FqcPUbyB4g9sTgmDxrub11diw01oNH2fKc+aTFloWywWysrKcDgcXnOgTSaTIgLl6KCcNRAEAb1eT0JCAp2dnRgMBiIiImhpaeHEiRP09vYSHh6uCMLAwMApuSGSvxc8I4BWq9WvNjBThZoCVhkJVQCqDECuv2ppaWHFihUTal0ynDgbztx5NMg1TaNNQUmSRHV1NcePH2flypXExcUNMHd2u92UlpbS3t5OVlbWkBcOg8HAnDlzmDNnjlcEq7i4GFEUvSJYU1EzKEkSFRUVNDQ0kJGRMcBLcboij6cLCQlh/vz52Gw2ysvLaW5uRhAEKisraW9vJzo6msjISL/VMTZ2iHg23TrdoNXrkETXsKlc4yDiT8bmEtBrhGHNmQcTfzI6nVaxlvGViGADAcbBLwP9hXZ3dzfNzc00NDRw7NgxgoKClOig/H7xrBmUP9culwuTyUR4eDiRkZFK97dcOyjfEEVHRxMVFUV4ePikdQ17+nXKzJYUsFyLOp79VWY3qgBU8cLtdisTLcLCwibct26oBo2RzJ1Hg/zlPho7ClEUKSkpwWKxsG7dOkJCQgaIP7vdTlFREQDr1q3zOT3e/8IqNztUV1dTUlKi1GDFxMRMuC8enH2trVYr69atm5RjTgRyo1J7ezvr1q0jODiYtrY2mpubOXbs2KARrLFgc0hYOgdeHW1OCDbqcAwzQcc9zFVVlEAStMDg+xuGEX8Adldfu6+v9zhGvYaIEN+6ugVB8Ipoy+beFouFoqIiJElSOoHlNLwkSTQ3N9PS0kJ8fLxXdNBoNDJnzhzmzp2L2+2mra2NlpYWjh07htPpJCIiQokOTuQYQbn+T74xlIXubBCAagRQZSRUAajiRWFhIQ6Hg4ULF2I2myf8eHIE0DM654u582iPAQMNX4fC4XBQUFCA2+1mw4YNGI3GAZM9urq6KCwsJDw8nOXLl485YtG/2aG3t1dJFVdWVhIYGKiIxYkYoeZwOJTuzaysLL/bvEwWsmDv6OggKytLEbGyiFiyZAnd3d1YLBYlghUcHKyIwdDQUJ9eW0mSqG0dumvXaodgkxbHIJ58gQZhWAEH4HCBRvR+n0r0Rf6GihzKuEUINAx+7P4IAsRFBIz5/eRp7i3fxFgsFq80vMlkwmw2K+UE8ud8sNpBeW60PEawpaVFqakdjwn1SPT/TrDZbIiiOCsEoIrKSKgCUMWL5cuXo9frMZvNEzo+TUb+8pWjc21tbRQUFBAbGzusufNo8IwAjoTVaiUvL4/Q0FBWrlyppHnhbLOHnLpNTk5m/vz5fhVlAQEBA3zx5BFqGo3Ga4TaeNNk3d3dFBQUEBoayooVK6a1We9wuFwujhw5gsPhICsra9AbBs8I1rx58xT7kubmZmpqarxe28jIyCEbFNq6JbqHn/ZGt00g0CjgdJ0VbHotIwo4GVFjxKBx4xb7vPyM+pHFn4xb9O29GB1mQq/zj5DyvIlZsGABdrudkydPUltbi0ajoby8nJaWFiUNL0cHh7KZkRt+5M+AbEJdUlKC2+32MqEe781h/znF3d3dALNCAE52F/Cjjz7Knj17OHbsGAEBAZxzzjk89thjLFmyRHnMTTfdxB/+8Aev/davX88///nPMa9TZeyoAlDFi8DAQMXaZKhJIP7EMzrX0NDgs7nzaJCF20gCsLm5maKiIlJSUliwYIESqRAEQakjPHXqFCdOnBh2Fq6/8PTFE0WR9vZ2ZWKG7D04VosZ2R4lMTFxTI010wU5WqvT6cjMzPS5s9RgMJCQkKDYl7S3t2OxWKisrKS3t1eJSMXExCgpSJdbor5t5JsICbA7teg1LuTGYI1GQPKxSxjA5tYSoBcRBIFep+/72V0SJp0Gl3vodQaZdIQGTlydaVtbG/X19axZs4aoqCjltZVH/4WHhyup4qCgoGFtZmRhHhsbqzT8WCwW6uvrKS8vJygoSEk9+xrF9UT+rpOxWq1oNJoJTTtPFpKET6MJh9t/NBw4cIA777yTrKwsXC4XP/7xj9m8eTOlpaVeXdWXXnopr7zyivLvmZp1mA2oAlBlUMbbOesr8t13eXk5ZrPZZ3Pn0TJSs4lsci13jfav9xNFkWPHjtHc3DwlTRJymiwyMpLFixcPKMgPCQlRxGBwcPCwF8KmpiZKSkpYtGgRc+fOncSz8C+9vb3k5+cTEhJCWlramKPFg722/cfTxcTEoAlKwi36JpxcIui0OhBdmIwCtkEieJIEOg0IGgFbby8ul7sv8qTR4hZBPDPCQ6txDVs7ONj5MIQA1GkFYsL9M/94MOSbuNWrVxMdHQ3g9dr29vYqNjOyn+NobGaCgoIICgpSOuvl6KBciytHBqOionxqpuofAZQtYGbqDdFU8t5773n9+5VXXiE2Npa8vDzOO+88ZbvRaJzwm2cV31AFoIoX8hffUKPg/I3T2TdCq62tbVTmzqNlKC9AURQpLS3FbDaTlZVFWFjYAPHndDqVFOP69evH3DzgL/oX5DscDkWwVFVVDWkxIwvdkydPetnVzES6urrIz88nLi6OJUuW+PWCLYsMzzm45lYrboduVGbNvQ4IMvSNZzPqNX1F+VKfNnOLfSJRGR+sDUajhZ5+E+X6rAF1mPSg04g4nO4R19DrlNAxuCV1bLgJrWZixE1dXR3l5eWsXr16yJu4gIAA5s6dqzR/DGYzIwvCgICAYW1mtFotsbGxA+oQa2pqBoyoG+qmqH8NoNVqnTUCUERAHEcjh7xvZ2en13aj0ehTxqGjowNgwAz0/fv3ExsbS3h4OOeffz6/+MUvpq3l1GxHFYAqg6LVanG5XBPq3i+bOwuCQFpa2oR2nw4mAOUGCKfTyYYNGzCZTAPEX3d3N4WFhQQFBZGVlTUtzGv7YzAYSExMJDExcYBJstvtVixm5I7YzMxMZULDTKS1tZWioiLmzZvHvHnzJvRirdfriY2Npd0dhW3wcb9An7jWawW0Wg0g4HIL2FzglPpSx740ZngdVyvh6Qvdd2wNOs0Z02nX0J6DkgR6g26AJUz4MJYv46W2tpaKigrWrFkz4II/FIPZzFgsFpqamigvLycwMFARg/L0ocFsZqDv8x0SEuJVhyjbzNTU1KDVar1G1Mmf48GmgMwWE2h/1QD2zxI8+OCDPPTQQyPsK3Hvvffyla98RTHOB9iyZQtXXXUVKSkpVFVV8dOf/pSvfvWr5OXlzahJSbOF6Xc1U5kWyIPlJ0oAyubOKSkp1NbWTvgdd/+Rc7L4DA4OJj093ev3sviThcacOXNmTJ3cYBYzZrOZsrIy3G43YWFhtLW1odPpZqTdS1NTE8XFxSxdupQ5c+ZMyjGbOyUv8SdJfU0dggAOpwuHU0QUDNjd3ilHAYkeR9+ouFBT39xgXzHoBVz2gQrPJUKXTUBAT4ABNLhxDpLudbr71im/ZY16DZE+Wr6MltOnT1NZWUl6ejoRERFjeo7+TTpy5NVisXD06FHFK1P2CpTrxoaKDup0OuLj40lMTEQURTo6OmhpaaGqqkqZKx0dHY3NZhvQBDLREcCdO3fyxBNP0NDQwIoVK3jmmWc499xzJ+x44+X06dNeN4y+CLW77rqLI0eO8Mknn3htv+aaa5T/TktLIzMzk5SUFP7yl79wxRVX+G/RKj6hCkAVLzxTwNDXYenPIt3BzJ0bGxsnPN3s6TdosVgoLCwkOTmZhQsXDuhChL6IRnl5+aQKDX8jCAImk4nW1lZCQ0NZsmSJ0kgyGRYz/kYWGqtWrZq09LXdKWHpEjHq+yJ7TreA3QV2h/xa6UE7+CA2wdWNW9fXTdpp0xAaAHbHyClcGN4vEPrSuz0OAC0GnRaDTsLpEfFzuiUCzkwWEQSIHYfly3DU1NRw4sQJ1q5d69cZ4Xq9XmmA6m8zU1JSQmhoqBIdDA0NVZpHhooOhoWFERERoVgtydHB1tZWpVO5tLSUzs7OCY0A7tq1i3vuuYedO3eyadMmXnzxRbZs2UJpaanfxxX6qwkkNDR0VBmDu+++m3feeYeDBw+O6CObkJBASkoKlZWVY1+oyphRBaDKoMhCyJ/CzNPcef369cqXymQ0nMgp4FOnTlFRUcHy5cuVlGn/sW6VlZXU19eTnp7uczprOmK1WikoKCA8PJwVK1YoabK5c+d6WczIPoD+tJjxJ/KovZqaGr8LjZE41aLFah+Loa6EpPOuFe3s1RCgc+IWBWX02mBoNRL2YdLN/XG4wOES0Ah6Ag0giq4zFjJ9x4gONWLwk+WLJ9XV1VRVVbF27doJbYrqbzMj17zK9X4ajWZAdFBuJJGzGJ7RQblkIikpifLycux2O11dXdx///1YLBaioqJ49tlnueyyy1iwYIFfz+Wpp57illtu4dvf/jYAzzzzDO+//z7PP/88jz76qF+PNdlG0JIkcffdd7N37172799PamrqiPu0tLRw+vTpCRnXqDIyqgBUGRS5yNpfVjCyubNWqx1g7jwZAlAQBGpqarBarWRmZhIeHq5cIGTx53K5OHr0KD09PTN6IgacrZObO3cuCxYsGBD96W8x09HRMajFzHgmZvgDSZIoKyvDYrGQlZU1qf5s3XaobdMSHijgdI1s/+JJiAm6bAO/XntdRkRbGwGBQQhDiECTfmTD6MEQpT4jatARoAdREgk26QgN8n/qt6qqilOnTpGRkTHp9aSeNa/ye9disVBVVUVxcfGQNjODmVC73W6CgoJYtWoVZWVlPPLII7z//vu88847fP/732fBggXk5+f7xRbG4XCQl5fH/fff77V98+bNHDp0aNzPP9Xceeed/OlPf+Ltt98mJCSExsZGAMLCwggICMBqtfLQQw9x5ZVXkpCQQHV1Nf/5n/9JdHQ0O3bsmOLVfzlRBaCKF55CwV+dwCOZO/evz/M3TqeT7u5uNBrNkM0evb29FBYWYjAYWLdu3ZTM4/UXDQ0NlJaW+py+1mg0REREEBERocxpHavFjD+RI8bd3d2sW7du0oVolUWLhEBbj5boIHHYJhBvpGEfqzFF4HZ1o9HpB40EiuPK24FBr8EtabA7BeZE+X+g64kTJzh9+jQZGRlDzr6eLPq/d/vbzMgzhmUTap1OpwhCu91OR0cHiYmJOBwONBoNGo2GVatW8dprr9HV1cXnn3/uN09Ai8WC2+0mLi7Oa3tcXJwilvzJZM8Cfv755wG44IILvLa/8sor3HTTTWi1Wo4ePcof//hH2tvbSUhI4MILL2TXrl1T/j76sqIKQJUh8Udkrra2dkRz54mMAHZ3d5OXl4cgCCQnJw861q29vZ2ioiJiY2NZsmSJX0dNTSaSJFFdXU11dbWXD9toEARBsUGRJ2bIFjPV1dXo9fpBLWb8jdPppLCwEEmSyMrKmnRBbrVDU+fZc2vv1RFkcPo0aSPYCFb78I9zaYIIMYg4nC6vz4QkOrE5tD4P9JUk0OsENIIGl6ih1wG9rr59EyMkDDr/iXVJkjhx4gR1dXVkZmZOy2kZ/W1m2trasFgsSqpXnrMdHh5OaWkpwcHByk2SKIr87W9/U+qfQ0JCuOiii/y+xv7fgRPmtDDOLmBGua80wo1LQEAA77///tjXo+J3VAGoMiTjmQYiiiLl5eXU19ePaO48UQKwpaWFwsJCkpKS6Onp8ZoyIAuXxsZGSktLWbhwIXPnzp32jRBDIRtVWywWMjMz/XZH3d9iRraSKSkpweVyKXWD0dHRfhNpNpuNgoICTCYTq1atmpJ6xKpmLZ6tHS5RQESHJLlGeI9IOHx8K3fZNISYdF7efgathGuE2iudAFptX5Sv1yFgsw18vE4rkRju2zp8QZIkjh8/Tn19PRkZGdNS/PVHq9Uq0T9Jkujp6fGymdFqtZhMJvbt28dXv/pVHnzwQSwWC6+99tqErCc6OhqtVjsg2mc2mwdEBf3BZE8CUZl5qAJQxQvPi9tYhZnD4aCoqAi73e6TubNnh66/qKmpoby8nGXLljFnzhyKi4upq6tDkiRiY2MJDAykqqqKmpoaVq1aNaZo2XRBnoVrt9snNFXqeUFdunQpXV1dNDc3c+rUKUpKSggPD1eig2Otn+zu7iY/P5/IyEiWLVs2JdFYq03A3DXwuF02DdFBGmzDjGbzJfrX/zlDTCgiUG/Q43J4P8btcuKw29BoDQjaAHp9+NqeEwFaP710kiRRUVFBU1MTmZmZM9InT45sG41GmpqaiIiIICkpiX/+85/cdddd2Gw2BEHgpz/9KcuXL5+QNRgMBjIyMti3b59Xzdu+ffvIzs6ekGOqqAyHKgBVhmQsEcCuri4KCgoIDg5mw4YNPhkn+zMC6Bl5zMjIICIiArfbzYIFCwgLC1OmZchCd+nSpRMyem6ysNlsFBYWotfryczMnLRUqSAIij3EggULlNqr8VjMdHR0UFBQwJw5c1i4cOGURWNPWryjf5609GgJN7kY3NdZGmL78Mgi0OV2YXP0HVmv0wAa7C4Bh6QHQxC+3iKZ9BJxfurLkCSJ8vJyxUB8JjdGud1uCgoK0Gq1rFmzBq1WS3Z2NkVFRezZs4ctW7bw9ttv85Of/ISvfe1rA0ab+YN7772X66+/nszMTDZu3MhLL71ETU0Nt99+u9+P5a9JICqzF1UAqgxAtkMZrTDzNHcezQVcq9UqI+HGg9PppKioCJvNxsaNG72aPQwGA3PmzCE6OpqCggJEUSQ4OJiKigoqKiqIiYkhNjaWyMjIaWWBMhyyzctURstkPGuv+lvMAIoY9JzC4InFYuHIkSMsXLjQ735oo6HLJtDcNfT7VpIEbC4tOsE1wCYjyAjdo4j+nX1OCbtTg1FvwC1K9Dqgxzn2i+/cSJ9LCEdcl2dZgb+aIaYCt9ut2B3J4k+SJB577DF+//vf8+GHH7Jy5UoAmpubKS8vn5B1XHPNNbS0tPDzn/+choYG0tLS+Otf/0pKSorfj6WmgFVGQhWAKkPiqw2M7NMmz5gd7aBvrVaLzWYb6zKBviHueXl5BAQEsH79ei/xKjd7dHV1UVhYSEREhNKNLNtImM1mpVDcs67NnybY/qSlpUUR26mpqdOqdnEoi5nKykpsNtsAixm5a3nFihVTPiS+f+3fYPQ6NUQGaXE4vWNygwzkGBKdFrQaAadbg9WuweqAQINEgN416AxfX3Hb2qkqP471zOs71oidJEmUlpbS1tY2K8RfUVERoiiSnp6uiL+nn36a5557jn/84x+K+IOzNysTxR133MEdd9wxYc+vouIrqgBUGRJfbGDcbjdHjx6lvb3dy9x5NIzXBqa1tZWCggISExNZsmSJl9eXHBUzm80UFxeTmprqNT/W00Zi8eLFWK1WmpubqampobS0lPDwcGJjY4mJiZk2F8H6+nrKyspYtmwZiYmJU72cYen/+nZ3d3tZzBgMBhwOB0uWLJmQQvjR0Nkr0Gz1LYra2q0lKkhUDJsDDRI9jqGFo0aQ0Os0uEUNPQ4NXf0ihaEmN502LRI6dDjHHMJbNMdIb2cMFouFioqKAfN0fYkSS5JESUkJHR0dZGZmTqkP5HgRRZEjR47gcrlYu3atYgPzm9/8hieffJIPPviANWvWTPUyJwR/zQJWmb2oAlBlAJ4p4OFSs729vUpNTX9z59EwnhpA2WZm6dKlJCUlKaOgPCd7nDp1ipMnT7JixYphRYYgCISEhBASEsL8+fPp7e2lublZMUgOCgpSxGBISMikR908J2LM1CklssVMSkoKx44do6GhgfDwcCorK6murp4Ui5mhqLKMLvXfadMRoHMiSgI2mx00nkJJtmDRYHPKgm/o94t45mLb69AQHazF7hx9U1REkERMuAnCk0lOTsblctHa2kpzc7MyT1cWg0N1bYuiSElJCV1dXWRmZo75Mz0dkMWfw+HwEn8vv/wyjz76KH/729/Iysqa6mVOGJPtA6gy81AFoMqQ6HQ6ent7B/3dSObOo2EsAlAuTq+rq2Pt2rVERkYOMHcWRZGysjJaWlrIzMwcdXQyICCA5OS+i6nT6VSaHE6dOqX44cXGxvocWRkP8rm0trZO+kQMfyOKIqWlpUrUOCgoaFiLGXm810TS2Stg8TH6J+N0CwTotQguKy4hAL1GQqfV4nBpsNqFAVG+oQg2iFjtZ4/d1qMl2OhG9MFzUEZAYm6/+wGdTkdsbCyxsbHKPF3Pru2wsDAlFS9PzCguLsZqtZKRkTHjxd/Ro0ex2WxkZGSg1+uRJIk//OEPPPDAA7z77rts3LhxqpepojKlqAJQZUiGEmZy1G3JkiV+8c4brQ2My+WiqKiInp4eNmzYQEBAwADx53A4lNSPP6xR9Ho9CQkJJCQkKGLFbDYrkRU5chUVFeVT5/NocDqdHDlyBKfTSVZW1oxOycmWNQ6Hg6ysLEVkjGQxI4uVmJiYCbEhOdk8+sYfjSDR3tmLRnSgDQil2zm2m4D+9w5uUUAj6BDx/aYoJhQChtHInvN0Fy5ciM1mU25oTpw4ofwdZOPtmS7+iouL6enp8RJ/r7/+Ovfddx/vvPMO55133lQvc8JRm0BURkIVgCoDkAVdfwEomw03NDSMaO48GkYTAezp6SE/Px+j0cj69eu96hRl8dfd3U1BQQEhISFK0bc/6W8wKzc5HD9+nOLiYqXJISYmZtwXUtkU2Wg0kpmZ6XdxOZk4HA6lZGC4c+lvMWOz2ZRU/PHjx8dkMTMcHb0CLd2+iTe9VkKngR6HQFu3Fi16NNpQgqSx+VgG6EU6bQOP3dajISrIjcMHFyaNIJEUMbrjmkwmkpKSSEpKwul0kp+fT29vLxqNhkOHDhEVFTXtG6EGQ25ekWd+GwwGJEnizTff5N577yU3N5cLL7xwqpc5KUgIAzrVR7u/yuxm5l5NVCYcTx/A0Zo7jwZfBWBbWxv5+fkkJCSwZMkSZaYn9IkGQRCU7tikpKRJ8ZITBIHw8HDCw8NZtGgR3d3dmM1m6uvrOXbsGKGhoUrd4GgjV7KnohwVm6kj6qCvXjQ/P5/g4GBWrlw5qnMxmUzDWsx4porHIpCHjf5JEiY9SIDVpqGjx+OxAoQFGmnp1hChFbGNYWiOQQe9g5bZCthdOpCcI76HE8JBP8ZvcrmJC2DTpk3odDqlEaq2tpbS0lJCQ0OV13gyZ0GPFln8yc0rsnB96623uPPOO9m1axeXXHLJFK9SRWX6oApAlSGRhVlXVxf5+fmEhIT4bO48luMMR11dHaWlpUrauX+zB8Dp06epqKiY0u7YoKAgUlNTSU1NxW63Dxq5io2NJTQ0dNgLqeyL179reSYiC1l51vJ4zsXTYkaSJNrb272irxEREUp00JdUeXuPQGu/6J9WI2HQ9tX4dfRo6egdfL06jUR7b58gbO7SEhnswun2XdgadRKdQzw3gNWuITpYg32YySN6rURCuM+H9EL2xnO73axdu1ZpCvFshLLb7VgsFiwWC9XV1eh0OiUyOJ08MyVJoqysTLGtkSPv7777Lt/5znd47bXX2LZt2xSvcnIRGWcTiN9WojJdUQWgypDodDrsdjv/+te/Rm3uPBqGs4GRx1CdPn2a9PR0oqKiBm32qKiooLGxkbVr1xIRMcp82ARhNBqVNJscuTKbzeTn56PRaLzMpz0jYrW1tZSXl7N8+XISEhKm8AzGT1tbG4WFhRPiVygIwqAWM42NjZSXlxMcHKyIwaG6tuXOX4NWRKsR6HVoaLNqfEp/hQWIWKx9X6GiJCCKo4vQBuhF7K7hBVRHr45AvUPpEu7PWEe+yVMxJElSOmQHw2g0MmfOHObMmYMoikqjjuyZ2d/TcSqQDatbW1u9bGvee+89br75Zl555RWv0WtfFtQaQJWRUAWgygBk+5SGhgacTidr1qyZUINeOQIoSZLXRVpuGLBarWzYsIHAwMAB4k9+jM1mY926ddN2VFV/c2T5QlpaWurV8drV1aV0Nk8XITtWZO/FxYsXk5SUNOHHky1m5s2bh8PhGNC1Lb/GsuBusfZN7nC4BDp6RjlCT5K8OnehzxswPsxFrw9TPPQaadDav/443QI6kxaHa2A8xqSXiB3DyDeXy0VBQQGCIJCenu5zRF+j0RAVFUVUVBSSJNHd3Y3FYlE8HYODg5XXeKQIt7+QbxDlaSWy+Pvwww+54YYbePHFF7nqqqsmfB3TEVUAqoyEKgBVBiA757e1tQFM+HQGOY3kKQDlmjG9Xs/69evR6/UDmj1kH0KTyURWVtakzcEdL54X0iVLltDV1UVTUxPHjh3D5XIRFhaG1WolICBgxnb81tbWUlFRQVpaGrGxsZN+fIPBQGJiIomJiYiiqPjhyYI7KiqK0/YVCAYD9lGkbWUigkRauwd+fVptGrQacUQj5yCTRHuP76bT4YEirn5B8rlRo/eLdrlc5Ofne83DHQuCIBAcHExwcDDz5s3zskmSI9yegnsimpckSaKyspKmpiavaSUHDx7km9/8Js8++yz/9m//NqPLJ1RUJhJVAKoMoLa2FrvdTmZmJp9++qkScZso5IuQ2+1Go9EoHoNxcXEsXboUSZJwuVxKo4cgCLS3t1NYWEh8fDyLFy+esQ0SgiAQEBBAR0cHgYGBLFmyhI6ODiWNGRISoqSKg4KCpv3FrL9Z9XSIYspixNNi5nRDOw2WIAxYCQ4NQdCM7nUdqtbPatcQHyYO0dhxZj2CRJfN9+NJCLhFHXC2yyTEJBE5SjccudtXr9ezevVqv9bvedokiaJIe3s7FouF48eP09PTQ2RkpCII/TFRR5IkTpw4QUNDA5mZmUrk/7PPPuPqq6/miSee4Kabbpr2n5eJRJSEIUsHfN1fZXajCkCVAaSkpChf5HBWmE0UngJQNgJevHixV7OHIAjKGuTZsfJjZjJyFDMwMFCxrAkPDyclJUVJY5rNZqqqqjAajUpHcXh4+LS7uMm1WM3NzdPWrFq2mOlpjgQ0OAhFTw8ufC8dCDGJdPYOLZ5arFpCAty4hzByDg0Qae8Z7dQRDdFBAnZXX15u7igdmJxOJ3l5eRiNRlatWjWhzRsajYbIyEgiIyNZvHgxPT09XhN15Gao6OhowsLCxvTdcvLkSerq6sjMzFS667/44guuvPJKfvGLX3DbbbdNu8/HZKOmgFVGQhWAKgOQxZb8BepyuSY0vSpH9eQ7+jVr1hAdHT2g3k++6z99+jRr1qzxmw/hVNHR0UFhYSFxcXGDdsd6pjHdbrdif1JUVATgZT491d2YbrdbmSKRlZU1beYmD4ZbhPK6s199bT0BRIRKuHycvKEbQa843QI6Td9x+iMg0W0f281Ul12HQesgIghCRlEZ4HA4yM/Px2QysWrVqkmPlgcGBpKSkkJKSgpOp1NJx8vvYzk6GxUV5dP3TFVVFadPn/YSfwUFBeTk5PDTn/6Uu+6660sv/lRUfEEVgCpDIgjCuOb0+orsNWg2m9mwYYMyGsxT/MkCo6ura9pGl0aDPJ91wYIFJCcnj3jB0mq1ylgvURTp6OjAbDZTUVGB3W4nKiqK2NjYKTHudTqdFBUVIYoiWVlZ0944+GST1qtRw+ES0EhuYGQRrRectHWPLFKaO7VEh7pwuLzFVlig77V//bG7BEJMWpIjff88OhwO8vLyCAwMHLX/4kSg1+u9bHw6OjqwWCxUVVVRXFxMeHi4kioezDezurqaU6dOkZGRoXwHHD16lO3bt/PDH/6Qe++9VxV/Z1AjgCojoQpAlQF4foF6mkFPBDabjfz8fACWL19OYGCgcjxZ/NlsNgoLC9Fqtaxbt27aC4yROH36NJWVlaxYsYK4uLhR76/RaAbYn5jNZmpqaigtLSU8PFypG5zoSJzdbleiSxMxdWUiKK0d+LXX0KZlboybHufw6xfc3UjCyHWNEgKuAXWCEjYfOoT7oxUkdFpwukAUBUw+vv3tdjt5eXkEBweTlpY25eKvP54m6gsXLqS3t9drPJ3JZFLEYHh4OKdPn6aqqoqMjAxCQkIAKC0tZdu2bdx9993cf//9qvjzQJLG5wOoCsDZjyoAVYZlIiOA7e3tFBQUEBMTg9PpVCJ9cDYt3NnZSWFhIVFRUSxbtmzaXcRGg9y1WF9fz9q1awkPDx/3c3p2Y86fP18Zm2Y2m6msrCQoKEipGxzKC2+sdHd3k5+fT0REBMuXL58Rf5vmTgFz5+DrbG5zExgIgmZwEagRJERdOL6O6G3r1hIf5qT3zIzgsACJjt6RXyNPwddl09BtP7ue1ck2n45ts9nIy8sjLCxsxvxtAgIClIkvcsmDxWLh6NGjuFwuJEkiNTVVuUEsLy9n27Zt3HrrrTz44IMTKv4OHjzIE088QV5eHg0NDezdu5ecnJxh9zlw4AD33nsvJSUlJCYm8sMf/pDbb799wtaoojJaVAGoMiwTJQAbGhooLi5m0aJFJCcnc+jQIZqamjAajUpqp6mpiZKSEubPn09KSsqMvrt3u92UlJTQ2dlJVlbWqMfC+Yrn2DRPaw7ZC0+uG4yIiBiXKOjo6KCgoIA5c+ZMysg9fzFY9E/G5jIQqXVglwYXgOGBEi3W0b1mnb1a9No+WxjnEB8jnUZCK4DTDZ29Gnocgx8/OsRNVPDI8xlsNhuHDx9WhPlM+dt44lnyIEfM4+Pjqa+vZ/369cybN4+uri42b97Mww8/POHn2N3dzerVq7n55pu58sorR3x8VVUVl112GbfeeiuvvfYan376KXfccQcxMTE+7e8PJElAGkcn73j2VZkZqAJQZQATmQKWJInjx49TXV3N6tWriYmJwe12s3DhQmpra/nnP/9JYGAgBoOBjo4O0tLSxpQmnU44HA5lbu1kprD7W3O0trYq5syiKHo1kYzGp62lpYWioiIWLFhASkrKBJ6Bf7E54UTT8Cnepg49sREijn7pW0mS6HWM/oLY49AQYewhwKSj29FXO+ir4OvPkviRP4e9vb3k5eURGRnJsmXLZqT486Suro7KykovS6E///nP3H///TgcDnJzczlw4ADbtm3jwQcfnDDPyS1btrBlyxafH//CCy+QnJzMM888A8CyZcs4fPgwv/71rydRAKo1gCrDowpAlWHxZwRQHjzf0dHBhg0bCA4OVpo95Fofh8NBUVERHR0dAFRUVNDe3k5sbOy0tD4ZiZ6eHgoKCpQ6rKmqkfP0wpOL7+Vaq+LiYmWkV0xMjDJHdTBkC56ZOKauvF43pDWLjFsUcDkl6BfoiwiUaBuldYtMe4+Grq4WRE0gLiEIpzj6G4AAg8jcqOE/hz09PeTl5RETEzPumcvTgYaGBsrLy1mzZo0i/mpra/n2t7/NJZdcws6dO3E4HOzfv5933313Wk0B+uyzz9i8ebPXtksuuYTf/e53OJ3OGWNarzK7UQWgyqDItiv+igDabDZl/NT69esxGAwDOn1l8SeKIps2bUKv1ytRq6KiIgRBGHJ+7nRENqtOTExk0aJF0+aC7Fl8v2jRImWGbn19PceOHSM0NFSpG/RMVZ86dYoTJ07MSAseSYLSWt8EXHOnhuQYN90eDSGjCYboNRIGrYjTJdHRI6ATjASZYul26kf3RB4sinMxnFd1d3c3eXl5xMXFsXjx4mnzXhsrjY2NlJWVsXr1aiIjI4E+Qbh161YuvPBCnnvuOTQaDSaTiUsvvZRLL710ilfsTWNj44DMRVxcHC6XC4vFMik3T+I4m0DGs6/KzEAVgCrD4o8IYEdHB/n5+URFRbFixQqAAWPdrFYrhYWFhIaGsmLFCiVSJkel5OkCZrOZsrIyZX5ubGzsqFOYk4Fcv7hw4UKSk5OnejnD4jlD1263K6a9x48fV0x75e0ZGRmEhYVN9ZJHTY1Fg9WH2bsyzR0aQoIk3JJAoGF442atIGHUuXG7obNHoLlXg2cIMSrIPabuX8/nXxg39E1Yd3c3hw8fJiEhYVrdaIyVpqYmSktLWbVqlXKj0dTUxLZt21i/fj0vv/zyjOg27/93kM7kVCfr76OmgFVGYnpdNVWmHeMVgI2NjYrf3bx58xBFUfkilCN4cqff3LlzWbBgwaBfkJ7TBZYsWUJnZ6dXClP2wYuJiZny9IocKZuqObjjwWg0kpSURFJSEi6XSxGCNpsNvV5PXV0dTqdzRkRgPSkZpvljMHodApHBbtySFpMeuu1nf6cRJEw6EVGU6OoVsHQLSEN4CAYaRZo6BLQCRISLiNLoX7OUaDemId7SVquVvLw85syZM+RnZyYh16iuWrWK6OhooO/74fLLL2fVqlW8+uqrM0L8xcfH09jY6LXNbDaj0+kmLXquCkCVkVAFoMqgeKaAnc5hBpsOgTwT9uTJk6xatYrY2NgBKV+AmpoaKisrR1VTJggCYWFhhIWFsXDhQqxWK83NzZw+fZrS0lIiIiIUMWgyjWJkwjiRJIny8nKamppmbKTME0EQaGxsRKfT8ZWvfEUZ6VVWVobT6VTqNqOjo6dcdA9He49AXevohVd9q4bkWDcdPVoC9W4kUaLbdkbw+Sjkgg0iHVYtLgkC9SJWx+jXoe+twGIJJiIiwkv8dHV1kZeXx9y5c5k/f/6MF3+yOfrKlSuJiYkBoLW1le3bt7No0SJee+21aRfpH4qNGzfy5z//2WvbBx98QGZm5rT+rKh8uZgZnyaVKUOr1WKz+eY9JiNP7Whra2P9+vWEhITgdruRJEkRf6IoUl5ejtlsJiMjY1yeeLIPXmpqKr29vTQ3N9PU1ER5efmQ9Wz+Rm5w6e7uZt26ddN6FJovyJ3LGo1GuWgFBAQQFRXFkiVL6Orqorm5merqakpKSqZMdPtCWa0OGL04Cja6sfW6MXdpcIujF24GrURTx9n93GMopQ0PsBOkt1FWdhqn00lUVJTSqHP06FGSk5OZP3/+6J94mtHS0sLRo0e9ouYdHR3k5OSQlJTE//7v/06pcLJarRw/flz5d1VVFYWFhURGRpKcnMyPfvQj6urq+OMf/wjA7bffzm9+8xvuvfdebr31Vj777DN+97vf8cYbb0zamtUaQJWRUAWgyrBotdpRNYHIkyGg7y5Yr9cPiPw5nU6OHj2K3W73u1gKCAggOTmZ5ORkHA6HYop8/PhxgoKCiImJIS4ujuDgYL9FTBwOBwUFBWg0GtatWzfj7/B7e3spKCggKCho0M5lQRAIDQ0lNDSUBQsW0Nvbi9lsVkR3SEiI0qwTFBQ0pZEppxvK60ch3iSRsACRTqvIqVYIChAwBkiMRUBGBLmpbTn72rV0CQQEigiC7+tJmwvJUUtZsmSJEumurq6mu7sbk8mERqOhu7ubwMDAGRsBbG1tpaioiGXLlimNE11dXezYsYOoqCh27949bGf6ZHD48GEuvPBC5d/33nsvADfeeCOvvvoqDQ0N1NTUKL9PTU3lr3/9K9/73vd47rnnSExM5L//+78nzQIG1BSwysgIkqT+mVUG4nK5cLvd1NbW0tDQQFZW1oj7dHZ2KpMhVqxYoUT64Oxkj56eHgoLCwkICGDlypWTltKRu+/MZjMWiwW9Xq8YzY7HXqa7u5uCggLCwsJYsWLFjKqLGwyr1Up+fj4xMTEsXbp01K+Lw+FQXueWlhaMRqMiBqfCxif/uJO8U6EjPk4jiIQa3TS3S3T29K0xMVKktkXD/ESB9t7RvU8FJLTCQO/AubHSiOPmZAINItvX2ry6f+XpOcnJyRiNRpqbm2ltbcVkMinp+PDw8BnzPmxra6OgoIClS5eSmJgI9H2mrrjiCvR6/bSzd5kJdHZ2EhYWxn+91UFA0Mjv/aHo7e7kuzlhdHR0EBo69udRmb6oEUCVYfHVBqapqYkjR44wf/58UlNTEUVREX/yxaitrY2ioiISEhIm3apCp9MRHx9PfHw8brfbL/Yy8vnMtGkYQ9HW1kZhYaGSVhzL+RgMBhITE0lMTFTGeTU3N1NUVATgZT490cX8bW1tHD0VMuxj9BqRQL2bhhaJ5hYBz0if/Uznrts18vSN/sSEitS1DHwfaUbhA7Mo3jWo+FuwYIHSWZ6UlOT1Oh85cgRJksZs8j2ZyOezZMkSRfz19PRw9dVXIwgC77zzjir+xoEo9v2MZ//R8Oijj7Jnzx6OHTtGQEAA55xzDo899hhLlixRHiNJEj/72c946aWXlBKh5557TnGHUJlcpuc3g8q0YaQuYEmSqKqq4sSJE6xcuZK4uDhF/Hk2e9TX11NWVsaSJUtISkqarOUPilarHdReprS0FLfbrdjLREdHDylSGhsbKSkpmRbn4w/k7svFixf77Xw8x3lJkqS8zhUVFdjtdqVzOzo62u/TUSwWC/8qqsXBxkF/b9K50Wvc1DVDo9tb+AFEhkg0d/Zta+4AY8DoUrfW3sG3t1tB50M2U6uRWBh79sartbWVwsLCQf8+/V9nT5Pvo0ePKibf0dHR06Y2VR4luHjxYubMmQP0eYV+85vfxGaz8f777ysjIVXGxmSngA8cOMCdd95JVlYWLpeLH//4x2zevJnS0lKl/vrxxx/nqaee4tVXX2Xx4sU88sgjXHzxxUrpiMrkoqaAVQbF7XbjcrlobW3l6NGjnH/++QMeI4oixcXFtLS0sHbtWkJDQwfU+8mj32pra718vaYjkiTR2dmJ2WzGbDZjs9kG2MtIkkR1dTVVVVVeVhUzmdraWioqKibNtkaSJLq7uzGbzTQ3N9PV1UV4eLgiyscb9WlqaqK4uJjekAto6PIWEUEGN5LbTZ0FxGFmncrpX5mUeA1ddt8illHBbhrbhhaLidFgdw8vJhfEuli/wAGcHb23ZMkSRSz5ity53dzcTHt7u1IHGxMTQ2ho6JRErWVfUM9Ipt1u57rrrsNsNvPBBx8okz9URo+cAn4qd/wp4HuvHHsKuLm5mdjYWA4cOMB5552HJEkkJiZyzz33cN999wF9f/e4uDgee+wxbrvttjGvVWVsqBFAlWEZKgVst9spKChAkiQ2btw46GQPl8tFcXGx0hk7kV24/sDTXmbRokVK0X1NTQ2lpaWEh4cr4iUzM3PG18XI0dtTp055zVqdaARBUDq358+fj81mU5p1KisrFZESGxtLSEjIqESKPM1k0bJ0Pjh29v0WanJh6xWpaRwY7etPgFGioc37MVpBhCG8/vozkm2mQSuOKAAXx/dZL1ksFo4cOeJVIzcaAgMDSUlJISUlBafTicViobm5mfz8fLRarWLlExkZOSn+el1dXeTn5zN//nxF/DmdTm666Sbq6ur4xz/+oYo/P+GvCGBnZ6fXdqPR6FNTjjzOU57kUlVVRWNjo9eIPKPRyPnnn8+hQ4dUATgFqAJQZVgGSwHL/mPh4eGkpaWh0WgGTPaw2WwUFhai0+lmbGesp72M1WrlyJEj9Pb2Iooix44dmxR7mYnC07MwMzNzStMvJpOJuXPnMnfuXC+RcvjwYfR6vRKxioiIGLY+s6amhuPHj7NmzRpOtvWlQ8NNLtqtElX1Iws/magQiZpm7+N0WCWfvi3DAkSaO4cXd929DKslY0PdRARJii/esmXL/DI6TK/Xk5CQQEJCAqIo0tbWRnNzM8eOHcPhcCizomNiYvyekoez3xvz5s0jJSUF6GvOuuWWWzhx4gQfffTRtM4QzDRExmkDc+b/586d67X9wQcf5KGHHhp2X0mSuPfee/nKV75CWloagGKMPdiIvFOnTo19oSpjRhWAKsOi1Wq9avrkxonU1FTmz5+PKIqK+JM7fTs6OigsLFQ6SWdKR+JQ2O12iouLMRqNZGVlIUnSpNjLTBRy6r6rq2vaeRb2Fylys05xcTGiKA46/s8zkpmRkUFQUCi1leDodXGi1XfhB31TPiydAx/f0iWQECNidw3/XtZrR7aMaekSiIkUcQ3hLbgk3oXZbFZ88fpfMP2BRqMhKipK8XWUo921tbWUlZURGhqqCG9/WPnIE0uSk5NJTU0F+spMbr/9dkpLS/nwww8V82eV6cXp06e9sh2+RP/uuusujhw5wieffDLgd4ONyJvu35mzFVUAqgyK/IGUL7Iul4u6ujqOHz9OWloa8fHxgzZ7yDNw5fqemf7BtlqtFBQUEBERwfLlyxUxO2fOHObMmeNlL/PFF1/4zV5monC5XBQVFeFyucjKypqQSI+/0Gg0SlTKsz5Tbm6QTZG7urowm81KJLPouJsms50u2+i94+IjJWotgwuzQL17WAEYaBBpah/57y1KAgE6ka5BpoIEGUX0znqOlhSzcuXKSanJFASBkJAQQkJClJS8HIU9efKkYuUTExMzJouZ7u5ur4kl0Cf+7r77bg4fPsxHH31EfHz8RJzalxpJkhhPib+8r+z56St3330377zzDgcPHvRqWJL/xo2NjV4RbbPZPCE3OSojowpAlWGR64JKS0tpa2tj3bp1QzZ7VFVVUV1d7TXKaSYjG9QOZ4syEfYyE4Vct2kwGMjIyJi29iCD0b8+U24iOXHiBA6Hg5CQECwWCxqNhi9KdRyrFlmcqqXDNsoZwPahBZzNPvzFNMQo0dHt29/YMcR0xfjANkpK+mbhTtVnyGQyKfOgB7OYkdPEUVFRI5Z29PT0kJeXR2JioiL+RFHk3nvv5eDBg+zfv3/UjS0qvjHZXcCSJHH33Xezd+9e9u/fr0R6ZVJTU4mPj2ffvn2kp6cDfb6hBw4c4LHHHhv7QlXGzMy5AqhMCfIc4K6uriGbPdxuN6WlpbS3t5OVlTUr2vkbGhooLS1l6dKlPl+g/GEvM1H09PSQn59PeHi4VyRzphIQEEBXVxc6nY709HQ6Ozv75hRX1FBSlYkoaThd10NsXBA2l2+vdUyoRFPH0AKwqR0iwkTcg8wB1mslzIOkjoeiuUMgLFRE4uxzaQSRrvrDrFm9etp0lw9lMXPy5EmKi4uJiIhQ3vP9Swl6e3vJy8sjPj5e8ckURZH77ruPDz74gI8++khpBFHxP9I4fQClUe5755138qc//Ym3336bkJAQpeYvLCyMgIAABEHgnnvu4Ze//CWLFi1i0aJF/PKXvyQwMJBrr7127AtVGTOqDYzKoEiSRGtrK3l5edhsNjIzM4mIiBhQ7yfPjAVYvXr1lI9sGi+e9WT+sq3xxV5mIuns7KSgoICEhAQWLVo07dLSo8XtdnPkyBHsdjtr1671SmN/lGfnrY/PXrnCA3sICI8BHzz8EiIHN2/2JDVBGDSqGBfq8hr75gspcRJWx9l9AlynOG+5ZsY0QgxnMaPX68nLyyMmJoYlS5Yo4u8nP/kJu3fv5qOPPmLRokUTvsadO3fyxBNP0NDQwIoVK3jmmWc499xzh3z866+/zuOPP05lZSVhYWFceuml/PrXv54xfxM4awPzq/9txxQ4dqcCW08n938j3GcbmKG+V1555RVuuukm4KwR9IsvvuhlBC03iqhMLqoAVBmUzs5OPv74Y1JSUqirq2P58uWKPYMs/rq6uigsLFSiSpMd1fI3oihSVlZGS0sL6enpExbJtFqtihi0Wq1EREQoYtBkMvn1WLKH3Pz585k3b55fn3sqcLlcFBYWIkkSa9asGSCen/iTjVqz91dacqwDp374C3iQUaLbPrw3IMC8OIlOh3fdpICETiPRM0z6eDDmRov0uM+KyU3zGklJmJnWQp7d2xaLBbfbTVBQEAkJCUojyc9//nP+8Ic/sH//fpYuXTrha9q1axfXX389O3fuZNOmTbz44ov89re/pbS0dNDI4yeffML555/P008/zeWXX05dXR233347ixYtYu/evRO+Xn8hC8BH3xi/APzRN30XgCozDzUFrDIowcHBpKenExkZSVNTEw0NDRgMBqXLVbaoSElJGfPYsOmEy+VSokrr1q3zuxDzxNMDr7e3l+bmZhobGykvLyc0NFRJuY3XEFmeVrJs2bIxechNNxwOBwUFBej1elavXj3ghqPeIg4QfwA1ZgMrFjpo7R264SUiRKLLNnKU0NIBhn5N09EhIvWto0+pt3YJmM78iaMCbTNW/MHZ7u3IyEg6OzsJDAwkMDCQnTt38rvf/Y7ly5dTWVnJu+++OyniD+Cpp57illtu4dvf/jYAzzzzDO+//z7PP/88jz766IDH//Of/2TevHn8+7//O9BXs3bbbbfx+OOPT8p6/Y0ojdMGRg0NzXpmdiGQyoSh0WiIjIzE7XazePFi3G43n3/+OYcOHSIvL48jR46wbNkyFixYMOPFn81m44svvgAgKytrQsVffwICAkhOTiYrK4vzzjuPxMRE2traOHToEJ999hknTpygq6tr1N18snn16tWrZ4X4s9vtHD58GJPJxJo1awaNNn9RNrQDc+UpO8HGwX8vSG7qW0Zwbz6D1SYMeJ4eu0+7DqDbLiA5uwBYMXdmf4ag728k+4Omp6ezdOlSfvWrX3HHHXfQ2dlJamoqF110EZs2beL555+f0LU4HA7y8vK8TIcBNm/ezKFDhwbd55xzzqG2tpa//vWvSJJEU1MTu3fvZuvWrRO6VhWVqUKNAKoMyj//+U8OHz7M1q1blY6/np4ePv/8c2w2GwDHjx+nq6uL2NhYwsLCZqQQ7OrqoqCggOjo6Cn3LDQYDEr3ZX97GYPBoHgNDvday6P36urqyMjIICwsbJLPwv/IzQTDNbCIosThsoETa2QcTmht6SUoNBBnP/+9+Cioa/G9DlPnMRUkMshNU/vY3zMBBj1ag8icCN8E6HTF4XCQn59PSEgIK1asUJwBdu7cyauvvsr7779PVlYWDQ0N/OUvf6Gnp2dC1yOnoQczHZabE/pzzjnn8Prrr3PNNddgs9lwuVxs376dZ599dkLXOlFMdhewysxDFYAqg9LW1sYf/vAHvve973HOOedw6aWX8uabbxIREcH//d//YTAYFMuTgoICr27BiIiIGSEGW1paOHLkCPPmzWPevHnTas1D2csUFhYOaS8j1zC2traSlZU1IyeU9MdqtZKfn09sbKzSTDAYx06JdI6gKVo6JMKCbTjxTq332Ecn4Lp6JCV3Mt6LZI9DR0ayi2n01hs1TqeTvLw8goKCvMTfSy+9xKOPPsrf/vY3srKyAEhISFBSspPBaEyHS0tL+fd//3ceeOABLrnkEhoaGvjBD37A7bffzu9+97vJWK5fkUQJaRx53PHsqzIzUAWgyqBs2bKFSy+9lFOnTvHCCy/w8MMPExUVRWBgIL/73e/Izs4mKSmJmJgYli1bRltbG01NTRw5ckQRKHFxcSOO75oq6urqOHbsGMuXL/fLmK2JxBd7mejoaBoaGrDb7ZOexp4oOjs7yc/PJykpacRSg+HSv56crHOzYoGNVlvf6xMTJo46gtfcAXHRbkwGAXPH6PYVcCM5ewkwatEJ4OyRmB8zumkl0wlZ/AUGBipjISVJ4tVXX+XBBx/k3XffZePGjZO+LtlqqX+0bzjT4UcffZRNmzbxgx/8AIBVq1YRFBTEueeeyyOPPDLtvydUVEaLKgBVhkQQBKqrq3n55Ze54447uPvuu3n77bfJzc3lP//zP1m7di05OTlkZ2czb948oqKiWLp0qSJQiouLkSRJiVZFRUVNuRiUJIkTJ05w+vRppcllJiHXZkZGRrJkyRI6OztpbGyktLQUURSJioqitbV1UuxlJpK2tjYKCwtJTU0dsXu51y5x9ITvKdSyk04Wz9fSYdOj1YxFeAm4elpxuvXAwBS7XiOi17rRIiK6RZxOkR6bSFuHk267lj6x12dVs2ahBqN+Zn4NO51O8vPzMRqNrFy5UhF/r7/+Ovfffz/vvPMO55133pSsTTY737dvHzt27FC279u3j+zs7EH36enpGWCOLteazkSzDLUJRGUkVBsYlWGR73xvueUWZZskSTQ2NvLWW2+Rm5vLgQMHSEtLIzs7m5ycHMVrTjaObWpqwmw243K5vMTgZNvGiKKoTDRJT08nODh4Uo8/EdhsNvLz8wkICGDBggVK3eBE28tMJBaLhSNHjrB48WKvUVJDceioi13/GGK0xhAEBUBqciCWLg3SMNE3ARGNQN+PRlL+OyLIgd0pYLPZsPXacYtaXKKeHrsOu9N3UfntrTqWzZt+EfKRcLlc5Ofno9PpWLNmjSL+3nzzTe666y5yc3O55JJLpnSNsg3MCy+8wMaNG3nppZd4+eWXKSkpISUlhR/96EfU1dXxxz/+EYBXX32VW2+9lf/+7/9WUsD33HMPGo2Gf/3rX1N6LqNBtoF56A9t47aBeejGCNUGZhajCkCVcSFJEi0tLbz99tvs3r2bDz/8kMWLF7N9+3Z27NjBsmXLFDEomyE3NTXhcDi8JmNM9Fgyp9OpzMBNT0+f8YbVcLY+Ljo6WnmdZXp7exWvQfkL3F/2MhNJU1MTxcXFo0rNP/N/dqrqRze2wKSXmBcvYenU4HZLiCK4RXC7JdwiuNx9/x7q2zElxk1D1/hEdUgAPHCTHs2YopBTh9vtJj8/H41G49WRvXfvXm677TZ27do1bTpnd+7cyeOPP05DQwNpaWk8/fTTSlTypptuorq6mv379yuPf/bZZ3nhhReoqqoiPDycr371qzz22GMzalydKgBVfEUVgCp+Q5Ik2tvbeeedd9izZw8ffPABycnJZGdns2PHDq80kdVqVSKDvb29REVFERcXR3R0tN9Tl729vRQUFBAQEMDKlStn1AzcoWhvb6egoGDYOcUyDodDEYOtra0EBQUpYlD2dZwO1NfXc+zYsVHNkm5uF3nk1dH5sEQEi3S0dJMQZ+L0KKd3ACRGSlRU9ZI6P4yO7lHvrnD+ag3bvzKz3otut5uCggIA0tPTFfH37rvvcvPNN/P666+Tk5MzhStUkQXgA6+0jlsA/vzmSFUAzmJm1rePyrRGEAQiIiK48cYbufHGG+ns7OTdd99lz549XHzxxcTGxipicO3atSxcuJCFCxcqkzGqq6spKSnxGpPmOeZrLMhj0OQu0qmuQfQHsgn3okWLmDt37oiP97SX8ZzYINvLyGJwKq18ampqOH78OGvWrBlVXaavzR8yieEujlf1YHdIxMWO/t5Xr5WwtPYJztBAiY7usb9emUtn1nvR7XYrU1jWrl2riL/33nuPb33rW7z66quq+JtGqDYwKiOhCkCVCSM0NJRrr72Wa6+9lu7ubv72t7+Rm5vLtm3biIiIYPv27WRnZ7N+/Xrmz5/P/Pnz6enpoampidraWsrKyoiIiCAuLo6YmJhRp21loTR//nxSUlKmTaRrPMjdy2lpaUN2Mw6HPLEhISFhSHuZyezelmcv19TUjNq3UJIkvij1VQBKzAlzUFxu89h/lIsF4iPclJ04k24W3Yz1KzTEaKX25HHsXX01sdPdskcURY4cOYLb7fYSfx9++CE33HADL774Il//+teneJUqnqgCUGUk1BSwyqTT29vLBx98QG5uLu+++y4mk4nt27eTk5PDOeeco6Ro5Tq2pqYmOjs7CQ8PV6JVIzU1nD59msrKSpYvX058fPxknNaEIkkS1dXVVFdXs3r1ar93L3vay5jNZtxut2I9I1tq+BtJkqisrKShoYGMjIxRN+VUnnbzm1zHiI8z6UVM2Kiq9W4UWbLARGOH7+UG0aESp+t6cZ/RfylzDHS5AobfaQguWy+xJL6Z5uZmWltbMZlMStR7upmqy+LPbrezdu1apUTj4MGDXHXVVTz77LPceOON02rNX2bkFPBPfjf+FPAjt6gp4NmMKgBVphSHw8Hf//53cnNzeeeddxAEgW3btrFjxw7OO+885WJjs9lobm6mqamJ9vZ2pakhLi6OgICzF2HPSRirV68mIiJiqk7Nb0iSRHl5OU1NTaxdu5aQkJAJP57csGM2m7HZbF5peX/UaEqSRFlZGS0tLWRkZIypMeX1Dxx8PkIEMDJYpL2lm5b2gU0ii1JNmLt8PReJUIOD+uazx9PrIDwmTBGEvqIR+po/QgL7BJPL5aKlpYXm5j5BqNFoFPEdGRk56d3ynoiiyNGjR+nt7SUjI0P52x86dIgrrriCJ554gu985zuq+JtGyALwP3/bMm4B+MtvR6kCcBajCkCVaYPT6eTAgQPs3r2bt956C6fTydatW8nJyeHCCy9UUsD9mxqCg4OVBpKqqio6OztJT0+f9mk1XxBFkeLiYjo7O8nIyPASu5OBJEl0d3crr7envUxsbOyYuqnlc7Jaraxdu3ZMFjV2p8RPX7JhH8b9JTHCReWJbhxDPGZhipHmbt9qTJNj3JQeH9hssnRJGOZ2n57i7D7JArdePrjw9IzENjc343Q6FfE9EQ1SwyH/nbq7u8nIyFDqcb/44guys7N55JFHuPPOO1XxN82QBeCPXhq/kG9QAwAANZdJREFUAHz0O6oAnM2oAlBlWuJ2u/n444/Jzc1l7969WK1WtmzZQk5ODl/72tcUIeR0OmlubqahoYHW1lY0Gg1z584lMTGRoKCgGX1xcrlcXtY1422I8QfjtZdxu91e6cSxntMXZS5ee39wZScgkRDmoKTCNujvZVLnGmjtHVnAhgRItLbasDsGflWmrwzhlHl0tZLXbdaSvmjkqJ7cLS+LQVl8y16aE+ntKEkSxcXFdHV1kZmZqfydCgoK2LZtGz/96U/53ve+N6M/X7MVVQCq+IoqAFWmPW63m3/+85+KGLRYLFxyySXk5OSwefNmampqeOSRR7j33ntJSEjAYrFgsVgICAhQxElISMiMuljZ7XYKCgrQ6/WsXr16WlrXjNZexuVyKV2ka9asGVc067lcOxWnB+Zeh6r3G4zkRAMdjpEFYGyIk5NDPN+KxQE0dPguYk0GeOhmPXrd6N+Lvb29NDc3YzabaW9vJzg4WEnL+9POR5IkSktL6ejoICMjQ4nyHj16lMsuu4wf/OAH3HfffTPq8/RlQhaA979kwRQwDgHY28mvvhOtCsBZjCoAVWYUoiiSl5fH7t272bt3LzU1NRgMBjZt2sTLL7+sNEe43W4sFgtNTU1YLBbF7iQuLo7Q0NBpffHq6ekhPz+fsLAwVqxYMSOsazztZTxfb9lexul0egna8dS1tXWJ/Oz39gFdisPV+w1GUryeLtfwUbSkaJFjJ4aOJEaEiAiBvteZrl+u4eoLxy/mHQ6H1+ttNBqVusHw8PAxv2fk2sy2tjYyMzMV8VdaWsqWLVu46667eOCBB6b15+fLjiwA73vBgnEcAtDe28ljt6sCcDYz/cIKKirDoNFoyMrKIisriw0bNvBv//ZvnHPOOdTU1LBw4UIuuugitm/fzrZt2xTB53a7aWlpwWw2K+OrZHESHh4+rS5msm9hfHw8ixcvnlZrG47h7GWgT1gEBQWxatWqcTc1fFHmHiD+Rqr3GwzXCDrRqJeobxzeZLqtSyAxXMLm8O3vlLnEP2LeYDCQmJhIYmKi1+t95MgRAEUMjmbkoiRJHDt2jNbWVi/xV15ezrZt2/jOd76jij8VlVmEKgBVZiR/+9vfuP7663n99dfZsWOHErnYvXs3zz//PHfffTfnn38+OTk5bNu2TambEkWR1tZWmpqaKCoqQhAERSiOJ3LiD1pbWykqKiI1NXVG+xZqtVpFgPT09CiG0zabjY8//njc9jKe5s9Kvd+x4ev9BsPtlhhmDDAxIW6OWUZKkAhEhgjUt4x8vKhQSE3w/9/U8/WW52+bzWYqKiqw2+1ERUUpvx+q5lKSJCoqKrBYLGRmZir1hcePH2fbtm1cd911PPzwwzP2PfllRJIkxpPgU5ODsx81BawyI7HZbBw7dow1a9YM+J1sBbN792727NlDYWEhmzZtIicnh+3btxMXF4cgCIiiSFtbm1LHJkmSEhmMjIycVDHY2NhISUkJy5YtIzExcdKOO5HIs4rlKSzAuO1lqhtEnt7VF5UbTb3fYESFa3HpBm9ciQuXOFnT65MZ7poVwdRYRhaym7M0XLJu8u655Q5uuW6wq6uLsLAw5fWWm3ZkP8bGxkYyMzOV7dXV1Vx66aXk5OTwzDPPzIhSBJWzKeD/2Nk87hTwr++IUVPAsxhVAKrMamQD5dzcXPbs2cPnn3/Ohg0byM7OJjs7mzlz5iAIgjLHWDaelo2QY2NjR5VGGwvyGLTRzMCd7nR2dpKfn09SUhILFiwYEDkaq73M//3DwadH3aOu9xuMsBAtGAcKQK1Gwig4MLf6NmVk8XwTlu6Rm0n+8zo9UWFTF0GTvTRl8+mgoCBiYmKw2Wy0tLSQlZWliL/a2louueQSLrnkEnbu3Dlp4m/nzp088cQTNDQ0sGLFCp555hnOPffcIR9vt9v5+c9/zmuvvUZjYyNJSUn8+Mc/5lvf+takrHc6ogpAFV9RBaDKlwZJkqitrWXPnj3s2bOHTz/9lIyMDHJycsjOzlbSrrIRclNTE2azGYfDQXR0tOI16C8xKEkSJ06coLa2ljVr1hAeHu6X551q2traKCwsJDU1lXnz5vm0jy/2Mi6XxE9fthEeOPp6v8EIChDQBQ2cPjKU599QhAZr0AUNb86dmiBw1xWT5+E3Ek6nk5aWFk6ePEl3dzcGg4H6+npMJhPp6elkZ2dz3nnn8dJLL02aEfWuXbu4/vrr2blzJ5s2beLFF1/kt7/9LaWlpSQnJw+6T3Z2Nk1NTTzyyCMsXLgQs9mMy+XinHPOmZQ1T0dkAfj935jHLQCfvCtWFYCzGFUAqnwpkSSJxsZG9u7dS25uLgcPHmTlypVkZ2eTk5PDwoULFTHY1dWlRAZtNhvR0dFKGm2s9iyiKFJWVkZrayvp6emjHoM2XbFYLBw5coTFixeTlJQ0puew2+1K2tLTXqbJGsvHeW5KKkdf7zcYRoOAKdT7dQ8Plmhs7MXl64jhM6TOD6Oje+jfX3WBlg0rpm6ix2CcPHmSmpoa1q5di8Ph4LnnnuO3v/0tPT09xMfH86tf/YrLLrtswifPyKxfv561a9fy/PPPK9uWLVtGTk4Ojz766IDHv/fee3zjG9/g5MmTfh+NOJORBeC9z45fAD51tyoAZzOqAFT50iNJEhaLhbfffpvc3Fw+/PBDlixZoswnXrZsmSIGu7u7lchgT08PkZGRxMXFjWpEmtvt5ujRo/T09Ix5EsZ0pKmpieLiYlasWOG3+cuyvYzZbKao3E5xdQxN7SYkafypVK0WgiO8xU1UoINTDa5RP9fqtFBONw++Jp22z/svwDh9GijkudIZGRmKwLNYLFx22WUkJyezevVq3nnnHY4fP873vvc9fvWrX03oehwOB4GBgbz55pvs2LFD2f7d736XwsJCDhw4MGCfO+64g4qKCjIzM/mf//kfgoKC2L59Ow8//PCkT8yZTsgC8J7/ahq3AHzmu3GqAJzFqF3AKl96BEEgJiaGb3/729xyyy20t7fzzjvvkJuby5NPPklKSgrZ2dns2LGDtLQ0FixYwIIFC5QatpqaGkpLS4mMjFTSlkN1WzqdTsUaJSsra1JHe00kdXV1lJeXs2rVKr/WMXray6Sl9dn5VNdYyC+zc8ocSkNrIKI4NmHldvc1Act3wHOjRcpOjF78ASC6GerrdEWqZlqJv1OnTlFVVeUl/lpbW9m+fTuLFi3i//7v/9Dr9Tz66KNUVlbS0dEx4WuyWCy43W7i4uK8tsfFxdHY2DjoPidPnuSTTz7BZDIpBvF33HEHra2t/P73v5/wNauozHRUAaii4oEgCERERHDjjTdy44030tnZybvvvktubi4XXXQR8fHxSpp47dq1pKamkpqaSm9vL01NTdTX13Ps2DHCw8OVyKAc4bPZbOTn5xMYGMjKlSsnrbZqopGbWNasWTOhqTitVqsI7My1fTNza2rN5Jf0UtUYRH1rCE7X6ISWRtsnBAONEqfqfK/7609Hp5Ohvk6z/OT95w9Onz7NyZMnWbt2rRLVaW9vJzs7m6SkJHbt2uV1U7Jo0aJJXd9gzUJDWc+IooggCLz++uuEhYUB8NRTT/H1r3+d55577ksdBQTVBkZlZFQBqKIyDKGhoVx77bVce+21WK1W/va3v5Gbm8u2bduIiIhQ0sTr1q1j3rx5zJs3D5vNhtlsprGxkfLycsLCwggPD6ehoYHo6GiWLl06Kyw1JEni5MmTnD59moyMDOUiPBloNBoiIyOJjIxk9cq+pp26ejMFpVaO15moawnD5hj5NdZq+gRgWIAbs3nsF7z6Jgeh0QGI/ZqSQwJgSfL0iP7V1tZy/Phx0tPTlb9VZ2cnV1xxBdHR0ezevXvK5k3LzVX9o31ms3lAVFAmISGBOXPmeL3vli1bpjR7TbZ4nW5IYt/PePZXmd3M/KuQyrDs3LmT1NRUTCYTGRkZfPzxx8M+/sCBA2RkZGAymZg/fz4vvPDCJK10+hMcHMxVV13F//7v/9LU1MR//dd/0dHRwde//nWWLl3K97//fQ4ePIhOpyM5OZmsrCzOPfdcQkJCOHXqFHa7na6uLmpqaujp6Znq0xkXsnFwbW0tmZmZkyr++iMIAmFhYSxftohrr1jD9781lx9cb2P7OY0smdNCkGnojg6dFhIiJSpPOca1BocTogbplUhfrEGjmXoBWFdXR0VFBenp6Uq3udVq5etf/zqBgYG89dZbU1qLajAYyMjIYN++fV7b9+3bN2RH76ZNm6ivr8dqtSrbKioq0Gg0Y25AUlH5MqFGAGcxu3bt4p577vGyVdiyZcuQtgpVVVVcdtll3Hrrrbz22mt8+umn3HHHHcTExHDllVdOwRlMXwICAsjJySEnJwebzcY//vEP9uzZw3XXXYdWq2Xbtm3s2LGDpqYmHn74Yd5++21SUlJobm6mqamJ48ePExwcrKQ0Z1IXsDx1pb933HRAEASCg4NZtDCYRQs5k5o3c7TcQmmVhlpLOB3dZ1OcBh20tI499etJoFGk/z111tKpv8eur6+nvLzcy2qop6eHq6++Gq1WyzvvvDMt0qX33nsv119/PZmZmWzcuJGXXnqJmpoabr/9dgB+9KMfUVdXxx//+EcArr32Wh5++GFuvvlmfvazn2GxWPjBD37At771rWlxPlONKEmI40jjjmdflZmB2gU8ixmtrcJ9993HO++8Q1lZmbLt9ttvp6ioiM8++2xS1jzTcTqdHDhwgN27d/PGG2/Q29vL1q1bueGGG7jgggsUg2On06lYnbS0tBAQEKCMpAsODp62I7dEUaS4uBir1TrjOphle5nSylaOVkrUtYQTEWnkZJ1/ajHTlgRS335WXCZECfzHN6a2yaexsZHS0lJWr15NVFQU0FeLes0119Dd3c177703rTo8d+7cyeOPP05DQwNpaWk8/fTTnHfeeQDcdNNNVFdXs3//fuXxx44d4+677+bTTz8lKiqKq6++mkceeeRLLQDlLuA7f10/7i7g5/4jUe0CnsWoEcBZisPhIC8vj/vvv99r++bNmzl06NCg+3z22Wds3rzZa9sll1zC7373O5xO56zpWJ1I9Ho9F110EXl5eQA8+uijVFVVcffdd2O1WrnsssvIycnhoosuIjExkcTERFwul2J18vnnn2M0GomLiyM2NpbQ0NBpIwbdbjdHjhzBbreTmZk5ZfViY8VoNJKUlERSUhIXfqXPXqayykK40c1pSyiWziCk4YYDj4Cl1QGas5+RzClu/mhqaqK0tJRVq1Yp4s9ut3PdddfR0dHBBx98MO0u7HfccQd33HHHoL979dVXB2xbunTpgLSxioqKb0x9fkJlQhiLrUJjY+Ogj5cFiopvfPrppzz99NPs37+f73//+/zmN7/h1KlT/OUvfyEuLo777ruPefPmceONN7Jnzx7sdjvx8fGsWrWKCy64gMWLF2Oz2cjLy+OTTz6hvLyc9vb2Ke3Kc7lc5Ofn43K5yMjImHHirz+yvUzG6lRWzmvj2q91cNt2CxuW1JMYaUWjGf1r3WRxYTyj/zQCrF08dV+vZrOZ4uJiVq5cSXR0NNAXdb7ppptoaGjgvffemzWTZ1QGRxSlcf+MhoMHD3L55ZeTmJiIIAi89dZbXr+/6aabEATB62fDhg1+PGOV0aJGAGc5o7FVGOrxg21XGZqvfOUrlJWVERERoWzTarVs2rSJTZs28eSTT3L48GF2797Nz372M2677TYuvvhisrOz2bJli1IXKIoiLS0tmM1mCgoKvGxQIiIiJu1v4nA4KCgoQK/Xs3r16lljX2O1WsnLy/OaV5y1VqStrY3aOgv5Zb1Um4NpaAvB6RpZzEkSRIVCfQssnisQGjQ1n5nm5maOHj3qNVva5XJxyy23cPLkST788EN1csaXAEnq+xnP/qOhu7ub1atXc/PNNw9ZM37ppZfyyiuvKP+e6TeSMx1VAM5SxmKrEB8fP+jjdTqdkkJS8Q1P8dcfjUbDunXrWLduHb/61a8oKioiNzeXJ554gv/3//4fX/va19i+fTtbt24lOjqamJgYli1bRltbG01NTRw5ckQxr46LiyMiImLCbGVk78KgoCBWrlw5K+xrALq6usjLy2Pu3LnMnz9fEdMajYaoqCiioqJY5WEvU3ismxP1AdS1hmN3Dv0a6AQ3oCVzipo/LBYLR48eJS0tjdjYWKAvdX/77bdTWlrKRx995FejbhUVmS1btrBly5ZhH2M0Gv02JUhl/KgCcJbiaavgOVpp3759ZGdnD7rPxo0b+fOf/+y17YMPPiAzM1Ot/5sgNBoN6enppKen8/DDD1NaWsru3bt57rnnuOuuu7jgggvIyclh27ZtijCRxaDZbKakpAS3261EBqOiovwm0np6esjPzyciIoJly5bNGvHX2dlJfn4+ycnJzJ8/f8jHyfYyYWFhLFvaNwawsdFM4bEuKk4bqG8Lp9vm/RXa2+vCZNCSljr5r1VLSwtHjhxh+fLlyk2e2+3m7rvv5vDhw+zfv3/Imz+V2YckSUijTOP23x/6Pi+eGI1GpZlttOzfv5/Y2FjCw8M5//zz+cUvfqHcqKhMPmoX8Cxm165dXH/99bzwwguKrcLLL79MSUkJKSkpA2wVqqqqSEtL47bbbuPWW2/ls88+4/bbb+eNN95QbWAmGUmSqKysZPfu3ezZs4eioiK+8pWvkJOTw+WXX05cXJwyn7ijo0OZT+xyuYiOjiYuLo6oqKgxp2utViv5+fnExcWxePHiWVMC0NHRQX5+PqmpqcybN2/Mz6PYy1R0UFatpb41go4ePaHBGr6SFcZVF07uvXVrayuFhYUsXbqUxMREoK9j+5577uGjjz7io48+GtT6SWX2IXcBf+fR0xhMY2/ycdg6eelHcwdsf/DBB3nooYeG3VcQBPbu3UtOTo6ybdeuXQQHB5OSkkJVVRU//elPcblc5OXljVlQqowPVQDOckZrq3DgwAG+973vUVJSQmJiIvfdd5/iw6UyNUiSRFVVFbm5uezdu5fPP/+cjRs3kp2dzfbt25kzZ44iBjs7OzGbzTQ1NWG324mJiSE2Npbo6Gh0Ot9EiRwh658enenI4m/+/PmkpKT47XnP2su0UXISFie7WDo/VPF3nOjXr729nfz8fJYsWcKcOXOAPvH3wx/+kL/85S/s37+f1NTUCV2DyvRBFoC3/qJm3ALw5R8nc/r0aa9ucV8igIMJwP40NDSQkpLC//7v/3LFFVeMeZ0qY0cVgCoqMwhJkjh9+jR79uxh7969fPrpp2RmZpKdnU12djYpKSmKGLRarUpksLe3l6ioKGJjY4mJiRkypd/W1kZhYaHfRdJU097eTkFBAQsWLJjQSJjT6VQsfSwWC0ajUUnPh4WF+V0Myue1aNEiZfqFKIr85Cc/Yffu3Xz00Udf+pFoXzb8LQDH4gPoiwCEvlnT3/72t7nvvvvGvE6VsaPWAKqozCAEQSA5OZl77rmH7373uzQ0NLB371727NnDAw88wKpVqxQxuHDhQkJCQli4cCFWqxWz2UxNTQ2lpaVERkYSFxdHTEyM0olnsVg4cuQIixcvnlWjtNra2igoKJiU85LtZRISEnC73V5d3BqNxquLe7w1lR0dHRQUFLBw4ULlvCRJ4uGHH2bXrl2q+PuSI4njrAEcx76+0NLSwunTp0lISJjQ46gMjRoBVFGZBUiShMVi4a233iI3N5cPP/yQpUuXkp2dTU5ODkuXLlWiTz09PUqauKuri4iICAICAqivryctLW1WdenJtXGe6dGpQBT77GXk6S9ut1tJz4+lVrOzs5O8vDyvSK0kSfzqV7/ixRdf5MMPPyQtLW0iTkVlmiNHAL/181PjjgD+/oEUnyOAVquV48ePA5Cens5TTz3FhRdeSGRkJJGRkTz00ENceeWVJCQkUF1dzX/+539SU1NDWVkZISGDDNJWmXBmR1ufyoxk586dpKamYjKZyMjI4OOPPx7ysXv27OHiiy8mJiaG0NBQNm7cyPvvvz+Jq53eyLYwt956K3/7299obGzk3nvvpbCwkE2bNpGZmcnPf/5zjh49islkYt68eaxfv55Nmzah1Wqpq6tT0ss1NTXYbLapPqVx09LSojRGTKX4g7P2MkuXLuXcc89l7dq1GI1GKioq2L9/P0VFRTQ0NOB0Okd8rq6uLqWRxVP8Pf300+zcuZN9+/ap4k9l0jl8+LDiaAB9s53T09N54IEH0Gq1HD16lOzsbBYvXsyNN97I4sWL+eyzz1TxN4WoEUCVKUHuUN65cyebNm3ixRdf5Le//S2lpaWD1mjdc889JCYmcuGFFxIeHs4rr7zCr3/9a/71r38pXzgqg9PR0cG7777Lnj17eO+990hISFAig3/5y1/4+9//zltvvUVgYCDNzc00NTXR3t5OaGioMp94ps1Wlc2Qly1bNq1TTJLUZy9jNpsxm81YrVYiIyOV6GD/Ynur1crhw4e9LGwkSeI3v/kNjz32mGLbpPLlRY4A3vxQ9bgjgK88NE+dBTyLUQWgypSwfv161q5dy/PPP69sW7ZsGTk5OTz66KM+PceKFSu45ppreOCBByZqmbMOq9XKX//6V3Jzc/nzn/+MIAhcffXVXH/99WRlZSmpSIfDoYiS1tZWgoODlfnEQUFBU3wWw2M2mxUz5Jnme9fb26u87vKFV64blCSJw4cPK5NLoE/8vfTSS/zsZz/jvffem9TRWjt37uSJJ56goaGBFStW8Mwzz3DuueeOuN+nn37K+eefT1paGoWFhRO/0C8ZsgC86cGqcQvAV3+WqgrAWYzaBKIy6TgcDvLy8rj//vu9tm/evJlDhw759ByiKNLV1aWOtBolwcHBXHXVVXz22WeEhYXxox/9iC+++IIrr7ySoKAgLr/8cnJycti4cSNJSUkkJSXhdDqVyOCJEycICgpSIoNBQUHTyiamqalJmYE7Ew1mAwICSElJISUlRbGXMZvNSm1VWFgYERERiKKIIAi8+uqrPPjgg/zlL3+ZVPG3a9cu7rnnHq8I/pYtW4aM4Mt0dHRwww03cNFFF9HU1DRp61VRURmIKgBVJh2LxYLb7R4QnYmLixswim4onnzySbq7u7n66qsnYomzmtdee423336bTz/9VEkj2mw2/vGPf5Cbm8u//du/odPp2LZtGzt27OArX/kKiYmJJCYm4nK5FFFSXV2NyWRSIoMhISFTKgYbGxspKSlh1apVs2LcmdFoJCkpiaioKL744gtCQkLQaDT86Ec/4sMPPyQ9PZ0PP/yQd99916fImz956qmnuOWWW/j2t78NwDPPPMP777/P888/P2wE/7bbbuPaa69Fq9Xy1ltvTdJqv5yIIojj6OQVRT8uRmVaojaBqEwZ/cWCJEk+CYg33niDhx56iF27ds3IKM9Uc+211/Kvf/3LawyayWRi69at/P73v6ehoYH/+Z//QavV8q1vfYsFCxZwxx138MEHHyCKIgkJCaxevZoLLriAhQsX0tPTw+HDh/n000+pqKigvb2dya4saWhooLS0lNWrV88K8SfT29vL4cOHiYuLY82aNaxevZonnniCq666iqNHj6LVarnuuuu44447+Mc//jEpa5Ij+Js3b/baPlIE/5VXXuHEiRM8+OCDE71EFc6Mghvnj8rsRhWAKpNOdHQ0Wq12QLTPbDaPWLO1a9cubrnlFv7v//6Pr33taxO5zFmLVqsdViTp9XouvvhiXnzxRerq6ti9ezdBQUHceeedzJs3j1tvvZV3330Xp9NJXFwcq1at4vzzz2fx4sU4HA4KCgr4+OOPOXbsGG1tbRN+Iamvr6esrIzVq1cTHR09oceaTGw2G3l5eURHR3uN4/v73//Ob3/7W3bu3Elrayt//OMfEQSBl156aVLWNZYIfmVlJffffz+vv/66zxNpVFRUJhb1k6gy6RgMBjIyMti3bx87duxQtu/bt4/s7Owh93vjjTf41re+xRtvvMHWrVsnY6lfenQ6HRdccAEXXHAB//3f/81nn31Gbm4uP/zhD2ltbeXSSy8lOzubzZs3K80KoijS2tqK2WymqKgIQRD8aoDsSW1tLRUVFaxZs2ZW1YPK4i8yMtLLw/Hdd9/ltttu4/XXX1c+A1/72tem5GbI1wi+2+3m2muv5Wc/+xmLFy+erOV96ZnuRtAqU4/aBawyJcg2MC+88AIbN27kpZde4uWXX6akpISUlBR+9KMfUVdXxx//+EegT/zdcMMN/Nd//ZfX3MiAgADCwsKm6jS+tIiiyBdffKHMJ66vr2fz5s1kZ2ezZcsWxdtLFEXa29uVkXSSJBETE0NcXByRkZHjEoOnT5+msrKS9PR0IiIi/HVqU47dbicvL4+wsDCWL1+uiKr33nuPG264gVdeeYWrrrpqytbncDgIDAzkzTff9LqB++53v0thYSEHDhzwenx7ezsRERFeZteiKCJJElqtlg8++ICvfvWrk7b+2Y7cBfxv9x/HYBq7x57D1sXrv1qodgHPYlQBqDJl7Ny5k8cff5yGhgbS0tJ4+umnOe+88wC46aabqK6uZv/+/QBccMEFAy4sADfeeCOvvvrqJK5apT+iKFJUVMTu3bvZs2cP1dXVXHTRRWRnZ7N161ZlBq4kSbS3tytTSMYzDaOmpoYTJ06Qnp5OeHj4xJ3cJONwODh8+DAhISGkpaUp4u/DDz/kG9/4Bi+99BLf/OY3p7zzev369WRkZLBz505l2/Lly8nOzh7QBCKKIqWlpV7bdu7cyYcffsju3btJTU2d9tZCMwlZAH7z/koMxnEIQHsXb/xqkSoAZzGqAFRRUfEbkiRRUlLC7t272bt3L8eOHeOCCy4gJyeHbdu2ERkZqYjBzs5OJTLocDiIjo4mLi5OqREdilOnTnHy5EnWrl07q6K/cnNFUFAQaWlpSnT04MGDXHXVVTz77LPceOONUy7+YPQR/P489NBDvPXWW6oP4ASgCkAVX1FrAFVUVPyGIAikpaWRlpbGgw8+SEVFBbm5ufzud7/j3//93zn33HPJycnh8ssvJzY2lrCwMBYtWkRXV5fid1dcXEx0dDSxsbHExMR4NQ1UVVVx6tQpMjIyZtVFyel0kp+fT2BgoJf4O3ToEFdffTVPPvnktBF/ANdccw0tLS38/Oc/VyL4f/3rX5XRdA0NDdTU1EzxKr/cqDWAKiOhRgBVVFQmHEmSqKqqIjc3lz179nD48GE2btxIdnY227dvJzExUYkMdnd3K5HB7u5uoqKiiIuLo7u7m7q6OjIyMmbV/FBZ/BkMBlavXq2Iv88//5ycnBweeeQR7rzzzmkj/lSmN3IE8JoflI87ArjriSVqBHAWo9rAqKgMws6dO0lNTcVkMpGRkcHHH3/s036ffvopOp2ONWvWTOwCZxiCIDB//nx+8IMfcOjQIU6cOMEVV1zB22+/zbJly/ja177Gf/3Xf1FTU0NQUBALFixg48aNbNy4kbCwMCorK6muriYwMJCOjg4cDsdUn5JfcLlcFBQUoNfrvcRffn4+O3bs4MEHH1TFn4qKyoSgCkAVlX7IY65+/OMfU1BQwLnnnsuWLVtGTGl5jrlSGRpBEEhOTuaee+7hwIED1NTUcN1117Fv3z5WrVrFeeedx5NPPsnx48cxmUz85je/obi4mPT0dGJjY6mvr+fgwYMcPnyYmpoabDbbVJ/SmHC73RQUFKDVar3E35EjR8jOzub+++/nnnvuUcWfypiQRAlxHD9qCnj2o6aAVVT6sX79etauXcvzzz+vbFu2bBk5OTnDjrn6xje+waJFi5QxV2qB++iQJAmLxcLevXvJzc3lww8/JDU1FYvFwvPPP8+2bdsUMWSz2ZRuYjlFJY+kCwgImOIzGRlZ/AGkp6crTS+lpaVs2bKFu+++m5/+9Keq+FMZNXIK+KrvlaEfRwrYae/izaeXqSngWYwaAVRR8UAdczV1CIJATEwM3/nOd/jb3/7GLbfcQktLC+vXr+fGG28kKyuLhx9+mOLiYgwGA8nJyWRlZXHuueeSmJiIxWLh008/5V//+hdVVVX09PRM9SkNitvtprCwEEmSvMRfeXk527Zt4zvf+Y4q/lRUVCYctQtYRcWD8Yy5+vjjj9UxV37iP/7jP3jvvfc4fPgwqampdHR08Oc//5k9e/Zw4YUXkpiYSE5ODtnZ2axZs4akpCSSkpJwOBw0NzdjNps5ceIEQUFBSmQwODh4qk9L8Ux0u92sXbtWEX/Hjx9n27ZtXH/99Tz88MOq+FMZN+Od56smB2c/6tVKRWUQ1DFXU8tll13Gd7/7XcVWJCwsjOuuu47rrrsOq9XKX//6V3Jzc9myZQvR0dFs376dnJwcsrKymDNnDnPmzMHpdGKxWGhqaqKqqoqAgABiY2OJi4sjODh40kWWLP6cTidr165Vbhaqq6vZtm0bV155JY899phfR+WpfHmRRBFJFMe1v8rsRhWAKioeyCbE/aN9ZrN5QFQQoKuri8OHD1NQUMBdd90FnB1zpdPp1DFXY2S42bbBwcFcffXVXH311fT09PD++++Tm5vLFVdcQXBwMJdffjk5OTls3LiRhIQEEhIScLlcWCwWzGYzX3zxBQaDQYkMhoaGTrgYFEWRo0ePYrfbycjIQK/XA33j7LZu3cpll13GM888o4o/FRWVSUMVgCoqHhgMBjIyMti3b5/XnNN9+/aRnZ094PGhoaEcPXrUa1v/MVcqE0dgYCA7duxgx44d2Gw2/v73v7Nnzx6++c1votfrufzyy9mxYwebNm0iPj6e+Ph43G43LS0tNDU1kZ+fj06nUyKD8tg6fyKKIsXFxfT09JCZmamIv4aGBrZu3cpXv/pVnnvuOVX8qfgVuZt3PPurzG5UAaii0o97772X66+/nszMTGXMVU1NDbfffjuA15grjUZDWlqa1/6xsbGYTKYB21UmFpPJxLZt29i2bRtOp5OPPvqI3Nxcbr75ZtxuN9u2bSMnJ4cLLriA2NhYYmNjEUWRlpYWzGYzhYWFCIKgRAbDw8PHLcrk0XhWq9VL/DU1NbF161bOOeccXnrppVHNQVZR8QW1BlBlJFQBqKLSD3XM1cxHr9ezefNmNm/ezHPPPcfHH3/M7t27ufPOO+np6WHr1q1s376dr33ta8TExBATE4MoirS1tdHU1MTRo0eRJEkRipGRkaMWg7L46+rqIiMjA4PBAPQ1Gl1++eWsWbOG3//+96r4U5kQ1FFwKiOh+gCqqKh8aXC73Rw6dIjc3Fz27t1Le3s7l156KdnZ2WzevJnAwECgT7y1tbVhNpsxm8243W5iYmKIi4sjKipqRDEoSRJlZWW0tbWRmZmJ0WgEoLW1la1bt7JgwQJ27dqlRARVVPyF7AOY/f+Kxu0D+Pbzq1UfwFmMKgBVVFS+lIiiyBdffMHu3bvZu3cvjY2NXHzxxeTk5HDppZcq84YlSaKjo0OZT+x0OomJiSE2NlZpGvJEkiSOHTtGS0sLmZmZmEwmANrb27n88stJTEwkNzdXiQiqqPgTWQBuv61w3ALwnRfXqAJwFqNWHauoqHwp0Wg0rF+/nieeeIKKigoOHjzIsmXL+NWvfsW8efO45ppr+NOf/kRHRwdhYWEsWbKEr3zlK4qoq6ysZP/+/RQVFdHY2IjL5UKSJMrLy7FYLGRkZCjir7OzkyuuuIKYmBjefPPNSRV/o5lrvWfPHi6++GJiYmIIDQ1l48aNvP/++5O2VhX/ISIiSuP4QbWBme2oAlBFZQYymos6gN1u58c//jEpKSkYjUYWLFjA73//+0la7fRHo9Gwdu1afvnLX1JaWsoXX3xBRkYG//3f/01qaipXXnklf/zjH2ltbSUkJIRFixaxadMm1q1bR3BwMCdPnuTAgQN8+umnNDY2smbNGmUkndVq5etf/zpBQUHs3btXEYWTwWjnWh88eJCLL76Yv/71r+Tl5XHhhRdy+eWXK2PrVFRUZg9qClhFZYaxa9curr/+enbu3MmmTZt48cUX+e1vf0tpaSnJycmD7pOdnU1TUxOPPPIICxcuxGw243K5OOeccyZ59TMLSZKoqKggNzeX3Nxcjhw5wnnnnUd2djaXX345sbGxCIKAKIp88sknuFwuTCYTp0+f5sUXX2TLli18+OGHAPzlL3+Z9GkkY51r7cmKFSu45ppreOCBByZqmSp+RE4Bb701H71h7O83p8PKX15eq6aAZzGqAFRRmWGM9qL+3nvv8Y1vfIOTJ08SGRk5mUudVUiSxMmTJ8nNzWXPnj3k5eWxceNGsrOzKSkp4e9//zuff/45oaGh1NbW8sILL7B3715OnTrFueeeyze+8Q127NhBfHz8pKzX4XAQGBjIm2++6eVp+d3vfpfCwkIOHDgw4nOIosi8efP44Q9/qBidq0xvZAF42S154xaAf/1dhioAZzFqClhFZQbhcDjIy8tj8+bNXts3b97MoUOHBt3nnXfeITMzk8cff5w5c+awePFi/uM//oPe3t7JWPKsQRAEFixYwA9/+EM+++wzTpw4wY4dO3j22Wd54403mD9/Pq+++io1NTXExMRw7NgxYmJiKCoqYseOHfzpT38iKSmJI0eOTMp6xzLXuj9PPvkk3d3dXH311ROxRBUVlSlE9QFUUZlBjOWifvLkST755BNMJhN79+7FYrFwxx130NraqtYBjhFBEEhOTsbhcNDd3c27775LWVkZe/bs4Sc/+QkhISHExsby2WefERkZycqVK7nnnntoaGgYdKTgRK/Vk6HmWvfnjTfe4KGHHuLtt98mNjZ2opanMkGoRtAqI6EKQBWVGchoLuqiKCIIAq+//jphYWEAPPXUU3z961/nueeeU5oVVEZHZWUlTz/9NPv27WPNmjVcdNFF3HnnnTQ3N3Pffffx/e9/f0DKPSEhYdLWN9q51p7s2rWLW265hTfffHPYucwq0xdRFBHFsXfyjmdflZmBmgJWUZlBjOWinpCQwJw5cxTxB301g5IkUVtbO6Hrnc0sWrSI48ePs2bNGmWbIAjExsbyyiuvTPkoQM+51p7s27dv2OafN954g5tuuok//elPbN26daKXqaKiMkWoAlBFZQYxlov6pk2bqK+vx2q1KtsqKirQaDQkJSVN6HpnO5Pd1Tta7r33Xn7729/y+9//nrKyMr73ve8NmGt9ww03KI9/4403uOGGG3jyySfZsGEDjY2NNDY20tHRMVWnoDJG5FFw4/kZDQcPHlSMzgVB4K233vJejyTx0EMPkZiYSEBAABdccAElJSV+PGOV0aIKQBWVGcZoL+rXXnstUVFR3HzzzZSWlnLw4EF+8IMf8K1vfUtN/85yrrnmGp555hl+/vOfs2bNGg4ePDjsXOsXX3wRl8vFnXfeSUJCgvLz3e9+d6pOQWWMSJI47p/R0N3dzerVq/nNb34z6O8ff/xxnnrqKX7zm9/wxRdfEB8fz8UXX0xXV5c/TldlDKg2MCoqM5CdO3fy+OOP09DQQFpaGk8//TTnnXceADfddBPV1dXs379fefyxY8e4++67+fTTT4mKiuLqq6/mkUceUQWgisosQ7aB+dq/HRq3DczfXz9nTDYwgiCwd+9ecnJygL7oX2JiIvfccw/33Xcf0GdOHxcXx2OPPcZtt9025nWqjB1VAKqoqKioqMwS/C0AT58+7SUAjUYjRqNx2H37C8CTJ0+yYMEC8vPzSU9PVx6XnZ1NeHg4f/jDH8a8TpWxo6aAVVRUVFRUZhvjrf87UwM4d+5cwsLClB9fJ8h4IjetjceTUsX/qDYwKioqKioqswxREhFHWcfXf39g0AjgWBmrJ6XKxKAKQBUVFRUVFZVBCQ0NHfcoOHn8YWNjo5cXpi+elCoTh5oCVlFR8Ts7d+4kNTUVk8lERkYGH3/88bCPf/3111m9ejWBgYEkJCRw880309LSMkmrVVGZfUy2DcxwpKamEh8f72Vf5XA4OHDgwLCelCoTiyoAVVRU/MquXbu45557+PGPf0xBQQHnnnsuW7Zs8bIb8eSTTz7hhhtu4JZbbqGkpIQ333yTL774gm9/+9uTvHIVldmDJIlI4jh+Rpk+tlqtFBYWUlhYCEBVVRWFhYXU1NQgCAL33HMPv/zlL9m7dy/FxcXcdNNNBAYGcu21107A2av4gtoFrKKi4lfWr1/P2rVref7555Vty5YtIycnZ9AC8l//+tc8//zznDhxQtn27LPP8vjjj3P69OlJWbOKymxB7gK+4Kr96PRj7wJ2Oa3sf/MCn21g9u/fz4UXXjhg+4033sirr76KJEn87Gc/48UXX6StrY3169fz3HPPTfnEnC8zagRQRUXFbzgcDvLy8ti8ebPX9s2bN3Po0KFB9znnnHOora3lr3/9K5Ik0dTUxO7du9UxZCoq42CyU8AXXHABkiQN+Hn11VeBvgaQhx56iIaGBmw2GwcOHFDF3xSjCkAVFRW/YbFYcLvdo7J7OOecc3j99de55pprMBgMxMfHEx4ezrPPPjsZS1ZRmZVM9iQQlZmHKgBVVFT8zmjsHkpLS/n3f/93HnjgAfLy8njvvfeoqqpSRtupqKioqPgf1QZGRUXFb0T///buJiTKdo0D+NVryUCboDcQF0mtpRZGMEhEbTp1iIrgtMpsIYmLYOxDZhtBRLvowz4UiSDaFBRHDg0HNJDZVNjCZpcVxLSoVdkiPXEWneSI9jY6lh/37wdunrlnvJ+N/Lkfr//8+WfU1NRMO+37q7qHc+fORXNzc5w6dSoiIjZt2hSrV6+Obdu2xdmzZ6fURgCV+fo14msVk7xfHQAue04AgXlTW1sbTU1NU+oeIiIKhcIP6x4+f/4cf/wx9U9RTU1NRHw7OQRmr6oJ4P/9sLwJgMC86uzsjJs3b0Zvb2+USqXI5XLx5s2byUe6+Xw+WlpaJtfv3bs37t27F1evXo2XL1/G0NBQHD9+PLZu3Rr19fULdRu/3Wy7EwcHB6OpqSkymUxs3Lgxuru7f9NOWQoWUw8gi5NHwMC8OnToUHz48CHOnDkT5XI5Ghsbo7+/PxoaGiIiolwuT+kEbG1tjY8fP8alS5fixIkTsWbNmti5c2ecP39+oW7ht/venXjlypVobm6Oa9euxe7du+PFixexfv36aetHR0djz5490dbWFrdv346hoaHo6OiIdevWxcGDBxfgDoClRg8gwAKbbXdiV1dXPHjwIEql0uS19vb2eP78eRSLxd+yZxan7z2A2b//K1auWj3nz5kYH4viP/9WcQ8gS49HwAALaC7dicVicdr6Xbt2xZMnT2J8fPyX7ZWlwyNgfkYABFhAc+lOfPfu3YzrJyYm4v37979sr8Dy4X8AARaB2XQn/mj9TNdJ08SXj1VN8v5nYmwed8NiJAACSXr8+HFcuHAhnj59GuVyOe7fvx/79+//y/cMDg5GZ2dnjIyMRH19fZw+fbrqwuq5dCfW1dXNuH7lypWxdu3aqvbD0vb923Se/PsfVX9WXV1d1NbWzsOuWIwEQCBJY2NjsXnz5jh69GhFk7O/avL2/7sTDxw4MHm9UCjEvn37ZnxPNpuNhw8fTrn26NGj2LJlS6xatWrOe2Hpy2QyMTo6Gl++fKn6s2prayOTyczDrliMTAEDyVuxYsVPTwB/5eTt3bt34/Dhw9Hd3R3ZbDauX78eN27ciJGRkWhoaIh8Ph9v376NW7duRcS3MNrY2BjHjh2Ltra2KBaL0d7eHnfu3FEDA1TECSBABX40edvT0xPj4+NVnbzNtjtxw4YN0d/fH7lcLi5fvhz19fVx8eJF4Q+omAAIUIGfTd5W+53FHR0d0dHRMeNrfX19065t3749nj17VtXvBNKlBgagQiZvgeVCAASogMlbYDkRAAEqkM1mo1AoTLlm8hZYqgRAIEmfPn2K4eHhGB4ejohvk7XDw8OTwxb5fD5aWlom17e3t8fr16+js7MzSqVS9Pb2Rk9PT5w8eXIhtg9QFTUwQJIGBgZix44d064fOXIk+vr6orW1NV69ehUDAwOTrw0ODkYul5ssgu7q6qq6CBpgIQiAAACJ8QgYACAxAiAAQGIEQACAxAiAAACJEQABABIjAAIAJEYABABIjAAIAJAYARAAIDECIABAYgRAAIDECIAAAIkRAAEAEiMAAgAkRgAEAEiMAAgAkBgBEAAgMQIgAEBiBEAAgMQIgAAAiREAAQASIwACACRGAAQASIwACACQGAEQACAxAiAAQGIEQACAxAiAAACJEQABABIjAAIAJEYABABIjAAIAJAYARAAIDECIABAYgRAAIDECIAAAIkRAAEAEiMAAgAkRgAEAEiMAAgAkBgBEAAgMQIgAEBi/gtoDrhqfyrSFQAAAABJRU5ErkJggg==' width=640.0/>\n",
- " </div>\n",
- " "
- ],
- "text/plain": [
- "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"# first option: plot a single time step in a plot that can be rotated manually\n",
"\n",
- "%matplotlib widget\n",
+ "# %matplotlib widget\n",
"from ipywidgets import interact, fixed, widgets\n",
"from matplotlib import colors\n",
"from matplotlib import cm\n",
@@ -475,46 +438,16 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": null,
"id": "2e132608-a2ef-444b-a3fa-dce8a9460a65",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "b50517cfa98b4b7aba469e1221f08311",
- "version_major": 2,
- "version_minor": 0
- },
- "text/plain": [
- "interactive(children=(Play(value=0, description='step', max=499), Output()), _dom_classes=('widget-interact',)…"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "c11e80821005445d888b4399ad4d1401",
- "version_major": 2,
- "version_minor": 0
- },
- "text/plain": [
- "HBox(children=(Play(value=0, description='step', max=499), IntSlider(value=0, max=499)))"
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"# second option: make an animation to see the evolution\n",
"\n",
- "%matplotlib inline\n",
+ "# %matplotlib inline\n",
"\n",
"from ipywidgets import interact, fixed, widgets\n",
"from matplotlib import colors\n",
@@ -557,46 +490,16 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": null,
"id": "2d2c0447-8fca-44df-8ba2-be5b51b7e70e",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "82dd3405933c4f4e9cbfc82dc1f2f944",
- "version_major": 2,
- "version_minor": 0
- },
- "text/plain": [
- "interactive(children=(Play(value=0, description='step', max=499), Output()), _dom_classes=('widget-interact',)…"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "13f1bc6dace44d278c11413f8ec5c64d",
- "version_major": 2,
- "version_minor": 0
- },
- "text/plain": [
- "HBox(children=(Play(value=0, description='step', max=499), IntSlider(value=0, max=499)))"
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"# third option: 2-dimensional representation\n",
"\n",
- "%matplotlib inline\n",
+ "# %matplotlib inline\n",
"\n",
"def plot_result(nodes, conn, results, step):\n",
" fig = plt.figure()\n",
@@ -654,19 +557,11 @@
"<span style=\"font-size: 75%\">\n",
"© Copyright 2024 <a rel=\"MUDE\" href=\"http://mude.citg.tudelft.nl/\">MUDE</a> TU Delft. This work is licensed under a <a rel=\"license\" href=\"http://creativecommons.org/licenses/by/4.0/\">CC BY 4.0 License</a>."
]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "694bc791",
- "metadata": {},
- "outputs": [],
- "source": []
}
],
"metadata": {
"kernelspec": {
- "display_name": "mude-base",
+ "display_name": "mude-week-2-2",
"language": "python",
"name": "python3"
},
@@ -680,7 +575,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.12.5"
+ "version": "3.12.7"
},
"latex_envs": {
"LaTeX_envs_menu_present": true,
--
GitLab
From f32ef7625c27a0e9c5b036b2435101e02f38f620 Mon Sep 17 00:00:00 2001
From: Robert Lanzafame <R.C.Lanzafame@tudelft.nl>
Date: Fri, 22 Nov 2024 05:25:52 +0100
Subject: [PATCH 09/10] readme: task overview
---
content/GA_2_2/README.md | 5 ++---
1 file changed, 2 insertions(+), 3 deletions(-)
diff --git a/content/GA_2_2/README.md b/content/GA_2_2/README.md
index 600cceb6..ef2ae48e 100644
--- a/content/GA_2_2/README.md
+++ b/content/GA_2_2/README.md
@@ -25,12 +25,11 @@ To run the code for this assignment **add a new Python package** to your `mude-b
conda activate mude-base
conda install ipympl
```
-Remember to install before running your notebook. If you did not do this, you may have to restart the kernel in your notebook.
+Remember to install _before_ running your notebook. If you did not do this, you may have to restart the kernel in your notebook.
## Task Overview
-...
-
+You may be able to divide work on the last two questions once the derivation and determination of boundary conditions is complete. Note that the first question in particular is essential exam practice and every group member should be able to complete it individually.
**End of file.**
--
GitLab
From b1075807c761d20bde25ce09ab0e6ee41592c09c Mon Sep 17 00:00:00 2001
From: Robert Lanzafame <R.C.Lanzafame@tudelft.nl>
Date: Fri, 22 Nov 2024 05:28:02 +0100
Subject: [PATCH 10/10] readme: cell magic note
---
content/GA_2_2/README.md | 2 ++
1 file changed, 2 insertions(+)
diff --git a/content/GA_2_2/README.md b/content/GA_2_2/README.md
index ef2ae48e..c6721630 100644
--- a/content/GA_2_2/README.md
+++ b/content/GA_2_2/README.md
@@ -27,6 +27,8 @@ conda install ipympl
```
Remember to install _before_ running your notebook. If you did not do this, you may have to restart the kernel in your notebook.
+There are occasionally issues with the visualizations in VS Code. If you cannot see the animations, try uncommenting the cell magic lines (those beggining with `%matplotlib ...`). You can start a text search by using `CTRL+F`.
+
## Task Overview
You may be able to divide work on the last two questions once the derivation and determination of boundary conditions is complete. Note that the first question in particular is essential exam practice and every group member should be able to complete it individually.
--
GitLab