{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Foundations of Computational Economics #38\n", "\n", "by Fedor Iskhakov, ANU\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "## Dynamic programming with continuous choice\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "\n", "\n", "[https://youtu.be/pAEm9cZd92Y](https://youtu.be/pAEm9cZd92Y)\n", "\n", "Description: Optimization in Python. Consumption-savings model with continuous choice." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Goal: take continuous choice seriously and deal with it without discretization\n", "\n", "- no discretization of choice variables \n", "- need to employ numerical optimizer to find optimal continuous choice in Bellman equation \n", "- optimization problem has to be solved for all points in the state space \n", "\n", "\n", "Implement the continuous version of Bellman operator for the stochastic consumption-savings model" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Consumption-savings problem (Deaton model)\n", "\n", "$$\n", "V(M)=\\max_{0 \\le c \\le M}\\big\\{u(c)+\\beta \\mathbb{E}_{y} V\\big(\\underset{=M'}{\\underbrace{R(M-c)+\\tilde{y}}}\\big)\\big\\}\n", "$$\n", "\n", "- discrete time, infinite horizon \n", "- one continuous choice of consumption $ 0 \\le c \\le M $ \n", "- state space: consumable resources in the beginning of the period $ M $, discretized \n", "- income $ \\tilde{y} $, follows log-normal distribution with $ \\mu = 0 $ and $ \\sigma $ " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "$$\n", "V(M)=\\max_{0 \\le c \\le M}\\big\\{u(c)+\\beta \\mathbb{E}_{y} V\\big(\\underset{=M'}{\\underbrace{R(M-c)+\\tilde{y}}}\\big)\\big\\}\n", "$$\n", "\n", "- preferences are given by time separable utility $ u(c) = \\log(c) $ \n", "- discount factor $ \\beta $ \n", "- gross return on savings $ R $, fixed " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Continuous (non-discretized) Bellman equation\n", "\n", "Have to compute\n", "\n", "$$\n", "\\max_{0 \\le c \\le M}\\big\\{u(c)+\\beta \\mathbb{E}_{y} V\\big(R(M-c)+\\tilde{y}\\big)\\big\\} = \\max_{0 \\le c \\le M} G(M,c)\n", "$$\n", "\n", "using numerical optimization algorithm\n", "\n", "- constrained optimization (bounds on $ c $) \n", "- have to interpolate value function $ V(\\cdot) $ for every evaluation of objective $ G(c) $ \n", "- have to solve this optimization problem for **all possible values** $ M $ " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Numerical optimization in Python\n", "\n", "Optimization can be approached\n", "\n", "1. **directly**, or through the lenses of analytic \n", "1. **first order conditions**, assuming the objective function is differentiable \n", "\n", "\n", "- FOC approach is equation solving, see video 13, 22, 23 \n", "- here focus on optimization itself \n", "\n", "\n", "The two approaches are equivalent in terms of computational complexity, end even numerically" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Newton method as optimizer\n", "\n", "$$\n", "\\max_{x \\in \\mathbb{R}} f(x) = -x^4 + 2.5x^2 + x + 2\n", "$$\n", "\n", "Solve the first order condition:\n", "\n", "$$\n", "\\begin{eqnarray}\n", "f'(x)=-4x^3 + 5x +1 &=& 0 \\\\\n", "-4x(x^2-1) + x+1 &=& 0 \\\\\n", "(x+1)(-4x^2+4x+1) &=& 0 \\\\\n", "\\big(x+1\\big)\\big(x-\\frac{1}{2}-\\frac{1}{\\sqrt{2}}\\big)\\big(x-\\frac{1}{2}+\\frac{1}{\\sqrt{2}}\\big) &=& 0\n", "\\end{eqnarray}\n", "$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Taylor series expansion of the equation\n", "\n", "Let $ x' $ be an approximate solution of the equation $ g(x)=f'(x)=0 $\n", "\n", "$$\n", "g(x') = g(x) + g'(x)(x'-x) + \\dots = 0\n", "$$\n", "\n", "$$\n", "x' = x - g(x)/g'(x)\n", "$$\n", "\n", "Newton step towards $ x' $ from an approximate solution $ x_i $ at iteration $ i $ is then\n", "\n", "$$\n", "x_{i+1} = x_i - g(x_i)/g'(x_i) = x_i - f'(x_i)/f''(x_i)\n", "$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Or use repeated quadratic approximations\n", "\n", "Given approximate solution $ x_i $ at iteration $ i $, approximate function $ f(x) $ using first three terms of Taylor series\n", "\n", "$$\n", "\\hat{f}(x) = f(x_i) + f'(x_i) (x-x_i) + \\tfrac{1}{2} f''(x_i) (x-x_i)^2\n", "$$\n", "\n", "The maximum/minimum of this quadratic approximation is given by\n", "\n", "$$\n", "{\\hat{f}}'(x) = f'(x_i) + f''(x_i) (x-x_i) = 0\n", "$$\n", "\n", "Leading to the Newton step\n", "\n", "$$\n", "x = x_{i+1} = x_i - f'(x_i)/f''(x_i)\n", "$$" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "def newton(fun,grad,x0,tol=1e-6,maxiter=100,callback=None):\n", " '''Newton method for solving equation f(x)=0\n", " with given tolerance and number of iterations.\n", " Callback function is invoked at each iteration if given.\n", " '''\n", " for i in range(maxiter):\n", " x1 = x0 - fun(x0)/grad(x0)\n", " err = abs(x1-x0)\n", " if callback != None: callback(err=err,x0=x0,x1=x1,iter=i)\n", " if err" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Converged in 5 iterations\n" ] } ], "source": [ "newton(f,g,x0=-1.3,callback=plot_step) # 0.9, 0.42\n", "print('Converged in %d iterations'%plot_step.iter)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Multidimensional case\n", "\n", "$$\n", "\\max_{x_1,\\dots,x_n} F(x_1,\\dots,x_n)\n", "$$\n", "\n", "- the Newton optimization method would work with multivariate function $ F(x_1,\\dots,x_n) $, *gradient* vector $ \\nabla F(x_1,\\dots,x_n) $\n", " composed of partial derivatives, and a *Hessian* matrix $ \\nabla^2 F(x_1,\\dots,x_n) $ composed of second order partial derivatives of $ F(x_1,\\dots,x_n) $ \n", "- the FOC solver Newton method would work with vector-valued multivariate function $ G(x_1,\\dots,x_n)=\\nabla F(x_1,\\dots,x_n) $,\n", " and a *Jacobian* matrix of first order partial derivatives of all of the outputs of the function $ G(x_1,\\dots,x_n) $ with respect to all arguments " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Newton step in multidimensional case\n", "\n", "$$\n", "x_{i+1} = x_i - \\frac{F'(x_i)}{F''(x_i)} = x_i - \\big( \\nabla^2 F(x_i) \\big)^{-1} \\nabla F(x_i)\n", "$$\n", "\n", "- requires *inverting* the Hessian/Jacobian matrix \n", "- when analytic Hessian/Jacobian is not available, numerical differentiation can be used (yet slow and imprecise) " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Quasi-Newton methods\n", "\n", "**SciPy.optimize**\n", "\n", "Main idea: replace Jacobian/Hessian with approximation. For example,\n", "when costly to compute, and/or unavailable in analytic form.\n", "\n", "- DFP (Davidon–Fletcher–Powell) \n", "- BFGS (Broyden–Fletcher–Goldfarb–Shanno) \n", "- SR1 (Symmetric rank-one) \n", "- BHHH (Berndt–Hall–Hall–Hausman) $ \\leftarrow $ for statistical application and estimation! " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Broader view on the optimization methods\n", "\n", "1. Line search methods \n", " - Newton and Quasi-Newton \n", " - Gradient descent \n", "1. Trust region methods \n", " - Approximation of function in question in a ball around the current point " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "1. Derivative free algorithms \n", " - Nelder-Mead (simplex) \n", " - Pattern search \n", "1. Global solution algorithms \n", " - Simulation based \n", " - Genetic algorithms \n", "1. **Poly-algorithms** Combinations of other algorithms " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Global convergence of Newton method\n", "\n", "Newton step: $ x_{i+1} = x_i + s_i $ where $ s_i $ is the *direction* of the step\n", "\n", "$$\n", "s_i = - \\frac{f'(x_i)}{f''(x_i)} = - \\big( \\nabla^2 f(x_i) \\big)^{-1} \\nabla f(x_i)\n", "$$\n", "\n", "Newton method becomes globally convergent with a subproblem of choosing step size $ \\tau $, such that\n", "\n", "$$\n", "x_{i+1} = x_i + \\tau s_i\n", "$$\n", "\n", "**Globally convergent to local optimum**: converges from any starting value, but is not guaranteed to find global optimum" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Gradient descent\n", "\n", "$$\n", "x_{i+1} = x_i - \\tau \\nabla f(x_i)\n", "$$\n", "\n", "- $ \\nabla f(x_i) $ is direction of the fastest change in the function\n", " value \n", "- As a greedy algorithm, can be much slower that Newton. \n", "- Finding optimal step size $ \\tau $ is a separate one-dimensional optimization sub-problem " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Derivative-free methods\n", "\n", "**Methods of last resort!**\n", "\n", "- Grid search (`brute` in SciPy) \n", "- Nelder-Mead (“simplex”) \n", "- Pattern search (generalization of grid search) \n", "- Model specific (POUNDerS for min sum of squares) " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Nelder-Mead\n", "\n", "1. Initialize a simplex \n", "1. Update simplex based on function values \n", " - Increase size of the simplex \n", " - Reduce size of the simplex \n", " - Reflect (flip) the simplex \n", "1. Iterate until convergence " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Nelder-Mead\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Trade-off with derivative free methods\n", "\n", "Only local convergence. Anybody talking about global convergence with\n", "derivative free methods is\n", "\n", "- either assumes something about the problem (for example, concavity), \n", "- or is prepared to wait forever \n", "\n", "\n", "“An algorithm converges to the global minimum for any continuous\n", "$ f $ if and only if the sequence of points visited by the algorithm\n", "is dense in $ \\Omega $.” Torn & Zilinskas book “Global Optimization”" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Global and simulation-based methods\n", "\n", "Coincide with derivative-free methods $ \\Rightarrow $ see above!\n", "\n", "- Simulated annealing (`basinhopping, dual_annealing` in SciPy.optimize) \n", "- Particle swarms \n", "- Evolutionary algorithms \n", "\n", "\n", "Better idea: Multi-start + poly-algorithms" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Constrained optimization\n", "\n", "Optimization in presence of constraints on the variables of the problem.\n", "\n", "**SciPy.optimize**\n", "\n", "- Constrained optimization by linear approximation (COBYLA) \n", "- Sequential Least SQuares Programming (SLSQP) \n", "- Trust region with constraints " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Solving for optimal consumption level in cake eating problem\n", "\n", "\n", "\n", " \n", "- Simple version of consumption-savings problem \n", "- No returns on savings $ R=1 $ \n", "- No income $ y=0 $ \n", "- What is not eaten in period $ t $ is left for the future $ M_{t+1}=M_t-c_t $ " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Bellman equation\n", "\n", "$$\n", "V(M_{t})=\\max_{0 \\le c_{t} \\le M_t}\\big\\{u(c_{t})+\\beta V(\\underset{=M_{t}-c_{t}}{\\underbrace{M_{t+1}}})\\big\\}\n", "$$\n", "\n", "Attack the optimization problem directly and run the optimizer to solve\n", "\n", "$$\n", "\\max_{0 \\le c \\le M} \\big\\{u(c)+\\beta V_{i-1}(M-c) \\big \\}\n", "$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Thoughts on appropriate method\n", "\n", "- For Newton we would need first and second derivatives of $ V_{i-1} $, which is\n", " itself only approximated on a grid, so no go.. \n", "- The problem is bounded, so constrained optimization method is needed \n", "- **Bisections** should be considered \n", "- Other derivative free methods? \n", "- Quasi-Newton method with bounds? " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Bounded optimization in Python\n", "\n", "*Bounded optimization* is a kind of *constrained optimization* with simple\n", "bounds on the variables\n", "(like Robust Newton algorithm in video 25)\n", "\n", "Will use **scipy.optimize.minimize_scalar(method=’bounded’)** which uses the\n", "Brent method to find a local minimum." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy import interpolate\n", "from scipy.optimize import minimize_scalar\n", "%matplotlib inline\n", "\n", "class cake_continuous():\n", " '''Implementation of the cake eating problem with continuous choices.'''\n", "\n", " def __init__(self,beta=.9, Wbar=10, ngrid=50, maxiter_bellman=100,tol_bellman=1e-8):\n", " self.beta = beta # Discount factor\n", " self.Wbar = Wbar # Upper bound on cake size\n", " self.ngrid = ngrid # Number of grid points for the size of cake\n", " self.epsilon = np.finfo(float).eps # smallest positive float number\n", " self.grid_state = np.linspace(self.epsilon,Wbar,ngrid) # grid for state space\n", " self.maxiter_bellman = maxiter_bellman # maximum iterations in Bellman solver\n", " self.tol_bellman = tol_bellman # tolerance in Bellman solver\n", "\n", " def bellman(self,V0):\n", " #Bellman operator, V0 is one-dim vector of values on grid\n", "\n", " def maximand(c,M,interf):\n", " '''Maximand of the Bellman equation'''\n", " Vnext = interf(M-c) # next period value at the size of cake in the next period\n", " V1 = np.log(c) + self.beta*Vnext\n", " return -V1 # negative because of minimization\n", "\n", " def findC(M,maximand,interf):\n", " '''Solves for optimal consumption for given cake size M and value function VF'''\n", " opt = {'maxiter':self.maxiter_bellman, 'xatol':self.tol_bellman}\n", " res = minimize_scalar(maximand,args=(M,interf),method='Bounded',bounds=[self.epsilon,M],options=opt)\n", " if res.success:\n", " return res.x # if converged successfully\n", " else:\n", " return M/2 # return some visibly wrong value\n", "\n", " # interpolation function for the current approximation of the vaulue function\n", " interfunc = interpolate.interp1d(self.grid_state,V0,kind='slinear',fill_value=\"extrapolate\")\n", " # allocate space for the policy function\n", " c1=np.empty(self.ngrid,dtype='float')\n", " c1[0] = self.grid_state[0]/2 # skip the zero/eps point\n", " # loop over state space\n", " for i in range(1,self.ngrid):\n", " # find optimal consumption level for each point in the state space\n", " c1[i] = findC(self.grid_state[i],maximand,interfunc)\n", " # compute the value function corresponding to the computed policy\n", " V1 = - maximand(c1,self.grid_state,interfunc) # don't forget the negation!\n", " return V1, c1\n", "\n", " def solve(self, maxiter=1000, tol=1e-4, callback=None):\n", " '''Solves the model using successive approximations'''\n", " V0=np.log(self.grid_state) # on first iteration assume consuming everything\n", " for iter in range(maxiter):\n", " V1,c1=self.bellman(V0)\n", " if callback: callback(iter,self.grid_state,V1,c1) # callback for making plots\n", " if np.all(abs(V1-V0) < tol):\n", " break\n", " V0=V1\n", " else: # when i went up to maxiter\n", " print('No convergence: maximum number of iterations achieved!')\n", " return V1,c1\n", "\n", " def solve_plot(self, maxiter=1000, tol=1e-4):\n", " '''Illustrate solution'''\n", " fig1, (ax1,ax2) = plt.subplots(1,2,figsize=(14,8))\n", " ax1.grid(b=True, which='both', color='0.65', linestyle='-')\n", " ax2.grid(b=True, which='both', color='0.65', linestyle='-')\n", " ax1.set_title('Value function convergence with VFI')\n", " ax2.set_title('Policy function convergence with VFI')\n", " ax1.set_xlabel('Cake size, W')\n", " ax2.set_xlabel('Cake size, W')\n", " ax1.set_ylabel('Value function')\n", " ax2.set_ylabel('Policy function')\n", " print('Iterations:',end=' ')\n", " def callback(iter,grid,v,c):\n", " print(iter,end=' ') # print iteration number\n", " ax1.plot(grid[1:],v[1:],color='k',alpha=0.25)\n", " ax2.plot(grid,c,color='k',alpha=0.25)\n", " V,c = self.solve(maxiter=maxiter,tol=tol,callback=callback)\n", " # add solutions\n", " ax1.plot(self.grid_state[1:],V[1:],color='r',linewidth=2.5)\n", " ax2.plot(self.grid_state,c,color='r',linewidth=2.5)\n", " plt.show()\n", " return V,c" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iterations: 0 1 2 3" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4 5 6 7 8 9 10 11 12 13 14 15 16 17" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 18 19 20 21 " ] }, { "name": "stdout", "output_type": "stream", "text": [ "22 23 24 25 26 27 28 29 30 31 32 33 34 35 36" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 37 38 39 " ] }, { "name": "stdout", "output_type": "stream", "text": [ "40 41 42 43 44 45 46 47 48 49 50 51 52" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 53 54 55 56 57 58" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 59 60 61 62 63 64 65 66 67 68 69 70" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 71 72 73 74 75 76" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 77 78 79 80 81 82 83 84 85 86 87" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 88 89 90 91 92 93 " ] }, { "name": "stdout", "output_type": "stream", "text": [ "94 95 96 97 98 99 100 101 102 103 104 105 " ] }, { "name": "stdout", "output_type": "stream", "text": [ "106 107 108 109 110 111 112" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 113 114 115 116 117 118 119 120 121 122 123 124 125 " ] }, { "name": "stdout", "output_type": "stream", "text": [ 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08F3nIgPwZ9Dc4j4ELaarNmJ7TBdYFL2OkVKuQbuAeqBZhVS+F8BPCSHy0Cbrn+zR1D+HdhNIQ5tQ61aL9g3sA9ACNfehPXn5J+j/3PoFaHEce9CEW9/CREr5W9D8az8OzV+csu4Bmg/6jwsto84Pm3z970Dz7d0B8ClosS5/1O++lT7koT29eT80c/hdaHEwgBYX9JfQAka/AuCF9mv98hvQrCd/IqU8UF7/JWi/52fav98XoYmHbn28Be3C/QloN4c8tPil6jDtGfhX0M6dz0Dze/5/oMWx5QF8PbRsbjvQxuZfQnPTNOtjEdr43FIu+F+A5vZgdGcjSCgeCiFe6LO/ZnwM2tPR35RSVo/7MMMwJ86w1+dvgRYPeQfaNe4H6A0pZRmaJWMZwH8esD/fBe2+dgjgOgYTJqZ9klLegXaNv9++T3W4vkkpX4Fm2fq/oSWpeT+0FOYDT4i73SvbbX0DNI+EA2hxXd/a7lu//Aa0h6/qvKDZ7u8TAFbbbX8YQDcBCGhJh7ban/9jaA/zqiO0Z+zLBWgxUFvQYl4hpfwUtPvSJ4SWBe8laGPRjc9Be6BMoujPoVkQuz24A46fixyLlFJCu08tgr0ZThTKGsIwzBlBaAUSMwAuSilXT7s/DMMwDwIhxE8AuCSl/ObT7gvTG6HF035QSvnO0+4Lc3ZgSxHDnAGEEO9vuyh6oKXk/gq0rDgMwzCve4RWe+07oLkgMQ8ZQohpIcTXCK1u3mVo7oKfOu1+MWcLFkUMczb4ADRXlB1oqac/KNlMzDDMGUBoxV83AXxaStnL1Yk5PRzQyjbkoRUs/V1o7nwM88Bg9zmGYRiGYRiGYc40bCliGIZhGIZhGOZMw6KIYRiGYRiGYZgzjVkxq0eOaDQql5aWTrsbI5HP5+Hz+Y7/4BmFx+d4eIyOh8eoN6OOz1/91V8dSCljY+zS64ZR71N87vIYADwGZ/34AR6Dk7xPvS5E0dLSEv7yL//ytLsxEs899xyeeeaZ0+7GQwuPz/HwGB0Pj1FvRh0fIcT6GLvzumLU+xSfuzwGAI/BWT9+gMfgJO9T7D7HMAzDMAzDMMyZhkURwzAMwzAMwzBnGhZFDMMwDMMwDMOcaVgUMQzDMAzDMAxzpmFRxDAMwzAMwzDMmYZFEcMwDMMwDMMwZxoWRQzDMAzDMAzDnGlYFDEMwzAMwzAMc6ZhUcQwDMMwDMMwzJmGRRHDMAzDMAzDMGcaFkUMwzAMwzAMw5xpWBQxDMMwDMMwDHOmYVHEMAzDMAzDMMyZhkURwzAMwzAMwzBnGhZFDMMwDMMwDMOcaVgUMQzDMAzDMAxzprGddgcYhmGY00VKiVarhWazedpdYRiGYRhTms0mGo3GibXPoohhGOYhpdVq6Uuz2ez4a/Zas9nUbxq1Wg2NRgP1eh31er1jnbbptUajgVarhVdeeQXve9/7TvuwGYZhGOYIW1tbuHPnDt7znvfA4XCMvX0WRQzDMEOgipDj1tXXaCFxUqvVUKvVUK/XUa1W0Wg09L/1el3/PgkXtQ3ja/Q5i0XzjBZC6H9p3YiUUn9vb2/vwQwewzAMwwxAo9HA5uYmvF7viQgigEURwzCvU8zESC6Xw97eXoeFRBUf9Nf4uvEz9F3jd9S/xvVmswkppb6QELFYLLpoMVtX/9psNlitVlgsFlgsFkxMTBx5XxVEtKj7U9+zWq0dfZBSPvgfimEYhmGOYWtrC41GA/F4/MT2waKIYZgHhuoORovq0kUCgywnZuKF1s22VWFCcTL0FwBu376N9fV1036QIOj1l8SFxWKB1Wo9sthsNjidTlitVjidTtjtdjgcDkxMTMBms+miRRU+UsoOIUOvkUih91SXOfosfd4MtU+0GLdVEcSiiGEYhnkYqdfr2NzcRCwWQ7VaPbH9sChimDOMmXtXt9fM4lN6iROz14wxMSRW+oEEgmo9ATpdw0gg2Gy2jvdJZHi9XsRiMV2ckFAg64sQAjabDXa7vWNxOByw2WxwOBw93dDUxXjstBwnPFqtVk8xY1w3jiG1T1Ysdd+VSqVnX/b39/v+PRiGYRjmQbC1tYVms4mlpSVsbW2d2H5YFDHMQ4qaEawf0ZJIJHDv3r2u76uxKxSEb3Tv6rXQBJpEiZl7l2pFoYm72+3uEB9GMaMuhJngMbqAGSFB00tAOJ1OfO3Xfm3HGBvXzYRMtVpFsVjUx6sXQgjY7XZ9v3a7HS6Xq0PkqH1TLTQkqFQXPlVgUqyR+tv1goSf2hf6PcyWTCbTsz2GYRiGeZDU63VsbW1hcnISHo/nRPfFoohhRoQmsf0sZgH33T5jtAAc973bt2/DarV2WCsA6K5hqpgxLuT25XA44HA4YLfbj2w7HA7dtctsUV3VyLJkXI7DOIHvNnm32Wz62NNfKaWpdapWq6FUKqHRaCCZTGJlZeVYa41xXyRquvWJYnPUfhgzvpGlxtjHcfeF3qNzRhVV3fpCr6+trR37GzEMwzDMg2JzcxPNZhOLi4snvi8WRcyZQbW8DLIc951+XcDU2JZuwsUoMNR1ssSQtcXhcOjrFosFsVgM58+f7xo/or5utE4Ane5W6t9SqaRvHzeBt1qtHZN1NZam20J9oXE2c9FT+9BPX4wWEofDAbfbjVAohIWFha5CgsSNcQxU4UB9Mb7fDbJgqW55quXoOPFHcVfdxE25XDZ9vdf4qPtV+xOJRHr+vgzDMAzzoKjVatje3kY8Hj9xKxHAooh5xFBjNbrFtHRbH7QwZbdAervdbipojELGLJCfJt1m9BIy/YibdDqN8+fPH5mwV6tVFAqFvgWFcbJOwua4ybsQwlTUqJYJs7ikXn1RRRZZr0hYGCf2av8sFotpX5xOJywWi+4OZyZuBhET5Ipm1g9ap9/JKG7UdRI2Zu/3Et3G8fF4PKZ9MK6rLolqavCJiYmu+2IYhmGYB8nm5iZardYDsRIBLIqYU0CNmehX2Lz88svweDzHumCpwoVcjWjdKHCoLyRYKG6Gto2TZZrU9xJXaqA+uZ0ZRYbZXwBHjr2boOg2gb9//z6i0ai+3Uvc9OqLEKJj/xSHROtGq00/k3eLxdKxX4/H03PSTn8pcYJx8k7rJCaM2eq6ia3t7W2srq4eERPHjY1RTFCfjGNDliQ1dksdo17jY7Qk+f3+Y8WNMfOcOk60f3KTM+tTvV7v+P5JBrAyDMMwTL+oViK32/1A9smiiBka4wSsX5HTr+sTTfycTie8Xi+mpqaOWCzUySFZkXpNntW+9JrEU7C8Kii8Xm9PMaFab2g/xklzpVJBPp8/8vqwlht1/6lUCm95y1s6xA2hprmmfdZqNRSLRdOJfbexIXGjul0ZJ+9mfTObvFO8D+2XLFpm/TFO3tXfidzjjJYbs74UCgU8/fTTpmmszYSXasEx9qubyFHPHUrHTf3rJrq6WRDVc/o40UXr3VCFusfj6YgVo35ls9mu32cYhmGYB8XGxgaklA/MSgSwKGIUVHcjs4mg8bVh4ijMBI1xgmh0farX6/B4PHA6najX68jn80f60s16o05Qu7k7dRM3KmYip1wuI5fLmU5Ou4kcq9XakcjA5/N19K+b5abbb6Xut1gsYnd317Q/vUSOOjkm9yt1oqyuj2vy3ksYq/s19sfYL6P1xqxPtO9isYhsNouNjY2BhZf6+5A47tavXn0C0NGnXqKrl8VLHSc6rwOBQNffrdt5pI5VL0HFMAzDMA+KarWKnZ0dxONxuFyuB7bfh1YUCSGeBfBLAKwAPiyl/LlT7tIjh9lEvpfY6UdYOByOIxN5mpyqIsdm6zy1zCbxNFE165OxL5ubm7h3716HG5bdbkcgEOg6CaR+9TM25XK566S0l+Wkl8gxm6B2K7RJKbNp30a3sOPGBwB2d3exvb3dsV81xsSsP71inABtslypVFAqlY64YY0yee8mKI6bvBv7VSgUUC6XUalUUKlUjqQcN/Zpe3sba2trR4RXNzFxnPAy0mq1OvpTrVb1depft3FS3S5dLlfXc5vW++0ToKU0pf6oi/qalBL379/vu02GYRiGOQlOw0oEPKSiSAhhBfBvAbwHwBaA/y6E+D0p5e3T7dnpYXRV60fs9LJWGCeqxompOvnqJiyoX/l8HsVi0dSC04+lQt2X2+02nQTmcjk89dRTPfti7FelUkEqldL7p/apl8ihfZLbXq8JczeR041Wq4VSqYRisaj/LRaLKJfLfY9Pt/6USiU8/fTTA/WHoFihcrl85K/xPFLd1cY9eVehzGqVSuXI30ql0tEvi8WipxA3E160XigU8M53vnPoPjWbzQ6RYxQ/tVqt4/NCCDidTkxMTCAUCnWkODf2b9BzSR0no8AxbhvPd7VfgUAATqcTTqeTi7cyDMMwp0q1WsXu7i6mpqYeqJUIeEhFEYC3AFiRUt4HACHEJwB8AMCZEkWtVgs7OzvY2tpCpVLp+jnjJJViPMyETj/WgeMol8tIp9NIpVLIZDIdbnSqO1YvSwVt99sXp9PZUxCVy2Xk83l9oWxr1Cdyvxu3yOkGWQxI9JAAUkWGEAIulwterxfxeFzPrGZ0xeqX48aSRIaZ+FEtTxaLBS6XCx6PB9FoFG63Gy6XCxMTEyNN3o1IKVGtVrsKH6M7F53fPp8Pk5OTmJiYgMvlgsvlgsPh6EvoHCfSKKlFN+Fj7BOJsYmJCUQiEUxMTHQs/farG81m81jBY7QaUrp2slxGo1Fd9ExMTOjnmVm//H7/0H1lGIZhmFFZX18/FSsR8PCKolkAm8r2FoC3nlJfHjitVgu7u7vY2NhAtVpFMBjE1NTUULEC46DRaCCdTutCiATaxMQEYrEYwuGw7jY2quDqB0pWoC5GATQ5OQmfzwefzwePx3NiYySl7BA/quXHKH7cbjdisRg8Hg88Hg9cLtfYBAZBYsxM+KgTeiGELiqmp6f1/rlcLjidzrGNV7PZ7BA7RuGjWnvUPvl8Pl2I0d9BBGI3KCatm/AxCgyr1aqLCb/ff0T0jPL/12q1TAWP+ppZ3B4JHo/Hg3A4fETwDCPEVIHKMAzDMKdBpVLB7u4upqenT6VExMMqiszu6B0+PEKI7wbw3QAQj8fx3HPPPYh+nRjZbBaf/vSnkUqlkEwmUa/XdQtCtVrF3t7eA+sLuXgVCgXk83l9gm+1WuH1euH1euHz+VCtVpHNZrG2tnZifSG3rmQyifv376NcLusTRRIb6jIxMYFyuYyDg4Ox9oMmjcY4EYrFINTJKU2cnU4nKpUK0un02PpC2ePIZatareLw8BA3b97s+CzFOqlZ0Gi7Uqkgk8mM3Bc1mx31hdaNk3oSGeRGRgtZL0bpk1k6alpoO5/P4/bt1wzOakyY6tpG6zabDaVSaaj+UJyYOibHJSoxpnM3c2WtVqvI5/MDj41xLNQxInfbarX6wN0VGIZhGAbQrERCiFOxEgEPryjaAjCvbM8B2FE/IKX8EIAPAcCTTz4pn3nmmQfXuzHTarXwiU98AsFgEC6XC9euXcPS0hJCodAD60OpVEIqlUI6nUYmk4HL5UI0GoXP50M4HEYoFILf7z9RqxRN9tSlXq/D5/NhY2MD7373u3XrD1mAxm1poVgko9tbqVTS4y8AzUpGFh+PxwO32w232z1WS1m3OJ9KpdLxBIXqMb3wwgt4z3veo1t8xtUfsobRvo3WHjVehWJVVCuPuj4ua0+pVDoyNuVy+UjsjN1u7xCnX/ziF/Hss8/qr43aHxKmRisYJe5QBYbVau3oi7rQa8Oez6rVyWwxK8yqCndann/+eTzK11KGYRjm0aRcLiORSGBmZgZOp/NU+vCwiqL/DuCiEGIZwDaADwL4u6fbpfHTarWQSCSwsbGBra0tXLlyBVeuXHkgYqher+vucOl0GtVqFQDgcrkQj8cRDocRDAbHMok1o5sAArSJNcWzkAAql8t48sknx7Z/eiquuryRAFIn1hMTE3C73QiFQh0CaFzihwRHoVA4MtE3i/Nxu92IRqMd7m4OhwMAcHBwgKWlpZH60k0QqmNitVr1mKNIJNIhfCYmJsYinMntzkwUqhYW1TUxHA4fmeQbf6d79+51FLjtd0y6uQAa3e1IEIbD4SOC0G63Dz0erVara3IHWldRE8Q3RaEAACAASURBVCkEg8Ej49JNgPl8vqH7yDAMwzDDQlaihYWFU+vDQymKpJQNIcQ/BvActJTc/0FKeeuUuzU2pJRIJBJYX19HpVKB3+/HuXPn8KY3venE9tlqtZDNZnUhVCgUAGhWhlAohFAopE8qxw25LakLZekSQsDtdiMSiegCyOv1HpmwjWIRajQayOVyRwSQOqGlGI2ZmZkO8TNOUagKILOEEMBrImxqaqrD4jPOOB8AeprtXmNiFITUn1Em9yqq4DAKQuMk3+l0wu12Y3JyUrfKkeAYdVwouYKZtcfoHmmxWHSRQ2JDFT/DnqdqQoVulh4VY1Y7M9Ez6LjQODAMwzDMg6RcLmNvbw+zs7OnZiUCHlJRBABSyv8K4L+edj/GiVEM+Xw+XLp0CeFw+ERS4RaLxQ6XuFarBSEEAoEAlpeXEQqF4PP5xjrZ7kcAUWIGcoEbd3KGRqOBbDaLTCaDdDqtC0AAel2a6elpfaLv8XjGbhE7TgBZLBY9ZoxitNxu99jdAWu12pEkEEZri3FMxi0Iqe6SKnrIFU+1QNlsNrjdbgSDwQ5B6HK5RjpHKJ6mXC4jlUphdXW1Q/x0y3Ln9/uPWHuGzSZnrF9kXIx9oKQTxqx2qqvdoP1QXezMMv41Gg2uU8QwDMM8cNbW1k7dSgQ8xKLo9YSUEnt7e1hfX0e5XIbP58PFixcRiUTGup9ardbhEkdixO12Y2ZmBqFQCMFgcOxxL/v7+0in08jn8x1P+MnKoFqATiI7nSqCMpkMCoUCpJSwWCzw+/1YWlpCMBjU04OPm2EE0Lgz4tXrdRQKBWxvb3eIH3WyTSnS4/F4h/gZx5j06+7WjxvgMJB7mZm1RxVfm5ubur+yy+VCLBY7Yu0ZVgyqhW5p37RutMCoqbyj0ejYUnlTIWIz4dPN6qVm1ksmk0MdO8MwDMMMAyXTmpubG2keMA5YFJ0gRjHk9Xrx+OOPj00MNZvNDpe4YrEIQJv8kjtcKBQauymy1Wrh4OAAe3t7SKVSkFLq7kQnLYCA145btQSpImhxcRHBYBB+v/9EEjGcpgBqNBpHYn6oMO29e/cQiURgs9ng8XgQi8V0S5jH4xn5YmOc9Pfj7haPxzuEz6jubpQZ0VgA11hkluKeyDWT9p3L5fD0008P3Qc1dbVR/BhTjFMCjEAgoBehU+s9DWtxIuuSmfgxxjhR1sFAINCR3ryb1UvNzMcwDMMwJ83a2hosFsupW4kAFkUngpQSyWQS6+vrKJVK8Hq9eOyxxwYK8O7WbqFQ0GsGZbNZtFotWCwWBAIBPUHCSdTlkVIil8shkUhgf38fjUYDTqcT8/PzuuXhpGg2m8jn87h//z4ymQzy+TyklBBCwO/3Y2FhAcFgEIFAYKwi6DQFULPZPBLzUywWO8SH1WrV3RE9Hg8ODg7w1V/91WMRwY1GA4VCQV/y+TxKpdKRSb/q7kbCZ1R3N+C14zeKH1V4GOs/qcKrmwDs1+3MLPOfWYY7El9er7ejD6NY4MjVTxU8tG4Un2R5UxMqqEkvBvkdKIU4wzAMwzwIisUikskkFhYWTsSTZ1BYFI0RKSX29/extrbWIYYikchIE+VkMomDgwOk02ndHcrj8WB2dhahUAiBQODErDKUInFvbw+VSgVWqxWxWAzxeBzBYPBEUnQ3m03kcjk9FooEUSwW6xBBfr//RLLAPWgBVKlUkMvlUCgUdPGjultZLBZdfKhpwI0T/Nu3bw8liCqVSocAKhQKHft3OBzwer26xYUE0DguYI1Go6v4ISgWjcafrF+jFr8lVzMzdzdj5j9KOkFZ5dRCt4PSbDZ7WnuMacWNCRWM1p5BMCaVUJdqtYqVlZWBj4dhGIZhhmFtbQ1WqxXz8/PHf/gBwKJoDBjFkMfjwfXr1xGNRkeaNDcaDdy5cwcHBwdwOBwIh8O6S9xJ+l3W63Ukk0ns7e0hl8tBCIFQKITl5WVEo9GxCzASQRQTlMvldEuQz+fD/Pw89vf38dRTT4217s5pCKBWq4VCoYBcLodsNotcLqc//afJv9/v70gE4XK5xrJvKaVelFdd1Lgj2v/MzIxeqHcc55paW0gVP6rlg8QfHb8qfoY9/kaj0SF4NjY28MILL5im9lazypHFa9jMf6qrobpQ/SIVsjZRKm+y8gyb0Y7EXrfaSSoOhwMulwuhUAgul+uBFolmGIZhzi6FQgH7+/tYXFx8KKxEAIuikZBS4uDgAGtraygWi2MTQwCQz+dx69YtVKtVXLhwAXNzc2PqtTmtVgupVAqJRAKHh4eQUsLj8eD8+fOYnJwca1xSq9U6YgmizHgkgsgdjkTQ3bt3hxZEtVpN38+DjgGq1+u6AMpms/qxAtBdnvx+PwKBwFizzzWbzSPiR63BZLFY9FpQ6nGPKjrJ7cxY50idjJPbH1m+SPwMG29EIpdii1TLj1EEFItFWK1WPbU3iZFhhReJLqP4MboakvigTHKj1i8iFzuzRRV7wGu1k9SaUt3cHO/cuTNwXxiGYRhmUNbW1mCz2R4aKxHAomgojGLI7Xbj2rVriMViY5lM7+zsYGVlBXa7HW984xvh9/vH0GtzKE4omUyi0WjA4XBgbm5OFwnjgESQagkiEeT1enU3QL/fP7Y00IVCAYeHhzg8PEQulwNw8gKIJuckgHK5HEqlEgDogm9mZgaBQAB+v39sQrNWq6FQKCCZTOL27dt6IVjCZrPB5/NhdnZWt/643e6RjrtarZqKH9XqZLVa4fF49JgnEj+j1FyiFOOqq6Gx4K7D4ehIsKCKn2q1ihs3bgy0T0quYCZ8VNGlxjhFIhHdzXCY9OZqGnGzRXXvU61clEVOFT79Cu16vc51igZECLEGIA+gCaAhpRxfhWmGYZjXKYVCQS84P+6SKKPw8PTkEYHEUKFQGLsYajabePXVV7G3t4dwOIyrV6+eiEmRimTt7e2hXC7DYrHocUKhUGjkY2m1Wsjn87olyEwEkSVoXP8MzWYTmUxGF0LkluX3+7G8vIxwOAyv1zvWGChKAEECKJfL6aLAbrfD7/djamoKgUAAPp9vZCsQuWSR2x9ZgGhivru7i1wuB6/Xi8nJSV0AjVKQV3X361bniLLdRaPRI+JnWJrNZofoIRGkii6qrzQ7O9uRYnxYa5eaVty4mNVTCofDHcJnUGuTWrzW6OZmjC0iwWV076O4pn7PLTpGs/Tp9Xqd6xQNx7ullAen3QmGYZhHBbISnbQX1KCwKOoTVQy5XC5cvXoVk5OTY5tkVyoVvPDCCygWi1heXsbCwsJYJ/CNRkOPE8pmswCAUCiExcVFxGKxkYtjqpYgyooHAF6vV6+RNE4RBGhjRiKIitNarVaEw2FEIhGEw+Gxxl5Vq1VdAGWzWT0VOAC97g5Zgdxu90j7arVauhhQF7IQqIVwSfyUSiW87W1vG3qfUkoUi0Xk83nkcjnk83kUi0X9GNU6RyR83G73SGOsur6p4qdcLuufIYsTiS6v1ztSzSly8TMuRisJJVdQs+sNc7xqAV1jrI+xbpAaW2QUPv1eDyhtt1kCCbPU6VSvyeVynUgRaYZhGIYh8vk8Dg4OsLy8/FBZiQAWRcdyeHiItbU15PN5uFwuXLlyBfF4fKyCJZlMYmVlBdFoFDdu3EAoFBpLu1LKjjihVqsFt9uNc+fOIR6Pj+y+Va/Xsbu7i62tLd1aQSKILEHjtHSR+CIhRHWZXC4XZmZmEIlExpaWm9KfqwkRaNJM9ZAWFhbg9/vh9/tHOk5yL1QtQGpMitVqhdfrxdTUlC6APB7PkeMcRNiSGFEFUKFQ0MUsudzNz8/D7/fD5/ONfL4c5/pG1hDVxXHYWCNVGKjLSy+91HEcFN8UCAT05A5k9Rn0PKpWq0fcCYvFYodVzZjC2yh8+kV16TPGURnFlt1u1wspG90JjecM1ykaGAngM0IICeBXpJQfOu0OMQzDPMysra3Bbrdjdnb2tLtyBBZFXXgQYqjVamFlZQU7OzuYmJjAk08+OZY4k3w+r8cJ1et12O12zMzMIB6Pw+fzjdx+uVzG1tYWEokEms0mwuEwpqenEQwGx+7u12g0kEqlsLGxgc9//vOo1+sQQiAQCOD8+fN67MY49mNMiEBWGafTiUAggLm5OQQCgZHd8Mi9kIrPknsh8Fr6a0qAQO5vo553lUpFTzRBAowm6yS6ZmZmdAHkcrmG3hfVGFLFjzHLnZnrm5nQOw5jRj1VHKjCgIrJhkIhXLx4URc/g/6/kRgxEz9qnA9Z1SYnJztcCge1MlGhWKO7W6VSOVIvye12w+fzdSSR6DeeiX6zfD4/UP8YfI2UckcIMQngj4QQd6SUf0pvCiG+G8B3A0A8Hsdzzz039I6y2exI3389wGPAY3DWjx94tMegWCxiZWUF09PTKBQKQ7VxksfPoshAKpXC2toacrkcJiYmcPnyZUxNTY29Hk+lUsGtW7eQz+cxPz+PSqUykiCqVCp6nFCpVILFYkE0GtULuo6j/9lsFpubmzg4OIAQAvF4HPPz82Mv3FoqlXRrUDabhZQS+Xy+wy1uVJOrMSECWZ0o7oligQKBwMhClfpPMVZm7oWUhW4c7n61Wk0XQCSCSJDQ8U1OTsLn8+mufqNmfevl+kauhSR8vF7vUOK5n4x6LpcLHo9HL6RKC1lEEolEX0+n1JTaaixVqVTqED8k7qampjrEzyDHN0i9JBI60Wi0I214P+dNt4QRqlvdxsZG3/1mACnlTvtvUgjxKQBvAfCnyvsfAvAhAHjyySflM888M/S+nnvuOYzy/dcDPAY8Bmf9+IFHewy+/OUvIx6P421ve9vQYRsnefwsito8KDEEaFaol19+GQDw2GOPIRqNDlU0sdFoYH9/H3t7e8hkMgCAQCCAy5cvIxaLjcVXk2owbW1tIZfLwW63Y3FxEbOzs2OL12m1Wshms7oQokm11+vFwsICIpEIKpUKrl69OvQxqG5w2WxWFwk2mw1+vx+Tk5N6QoRR01KTCFJjrGhy6/F4MD09rcdYjWpZazQauvhZW1vDF77whY64EY/Hg0gkogugYawxgDZxJxGiWoC6ub6R+BnWykUZ9dRFzahnt9v1pB2jZNQjYWeWSU+1xJClSa2fNEgB21ar1SFCVAGkWtDM6iWphWL7OT4qiGtMGmFM3kAJI0KhkC4eKd6QOR4hhAeARUqZb69/PYCfOuVuMQzDPJRks1mkUimcP39+7PUux8WZF0XZbBb37t3TxdClS5cwNTU1tnoxKlJKrK6uYmNjA16vF9evXx/YTUlKiXQ6jUQigYODA7RaLbhcLiwvLyMej4+UaUyl0WggkUhga2sLlUoFLpcLly5dQjweH8vJXKvVkEqlcHh4iFQqhWazCYvFglAohPn5eb2IJTHMZDeTyWB/fx/7+/v6xJPqtagJEUYVvhR/pIogck1zu92YmppCMBgc2b2QLCWqFUgVCpVKRRd2tAzzW1HCBcqop6YWB16zjlCB11GyvqmFdNVFTXU9MTEBn8+nxxl5vd6h3N5KpRIymYxeZJmsWqpQoOQKJBTo2Pp9wGC0nqkJFszc+SiuiIRPv8VajcVhVQFkliackjeo1jOzc3Fc148zQhzAp9rXDxuAj0sp//B0u8QwDPNwsra2BofDgZmZmdPuSlfOvCiq1WqoVqsnKoZoP7dv30Ymk8HMzAwuXLgw0L4KhYIeJ1Sr1WC32zE9PY14PD7WOkaVSgXb29vY3d1Fo9FAIBDAhQsXEIlExlKQlqxBFLvgdDoRj8cRiUQQDAZHzoKXzWaRTCZxcHCAWq0Gq9WKSCSCWCw2tpgnEg0kgjKZTIcImpyc1EXQsNY0ElqqAFIzwTmdTl0okACqVqu4du3awPuiArPqQpYtNbU41XUa9pgozbbR/U3NqEd1jUj8eL3egSyerVZLFyWq1YcSV6yvr+sPD8iKpoqfQc6/arV6JGmE0cKkuvPRPswSHHSDrD5Gi49RzFEyBbU2k9vtPlZkGcVVIpHo+/jPOlLK+wAGK3rFMAxzBqEY6gsXLjy0ViKARRGi0SgikciJiSFAOxlu376NZrOJq1evIh6P9/3darWKl156Cfl8HkIIRCIRTE1NIRwOj7XP+Xwem5ubekreWCyG+fn5kRIzNJtNpNNp3RpkrB0UiURGLhBLQogsQkYhFA6Hx/IPSCIonU53uN9ROmMSQcPGH5VKJT0LnFkmOL/fr7vBjZIJjiwmam0ltcAspdwmS9qwCRfI3U7NqKdaS2w2G7xeL6anpzvc3wY5p8l1sNs+yBWNxI/H40E6ncY73vGOgc6Jer1+xPJjzCrndDrh8XgQCoUGrplE1iWzGklG1zq1OKwqfo4T+6r7nioWjeKK3HAZhmEYZlw8ClYigEURhBAnEjcEaJOdjY0NrK2tweVy4caNGwMlJahWq3jxxRdRr9dx8eJFTE5Ojj3F9eHhIba2tpDJZGC1WjE3N4fZ2dmh3WgeRO0gihFKJpO6ELJYLIhEIpicnByLECJXK0qOQJPTiYkJ3aoVCoWGFieNRgPpdBqpVArpdFpP902Z4GZnZ3UBNEomODWrXjcrEImgYdzt1IKy6qLGNU1MTIxcUFaNnSIRpCZ0oH2oFhkzkdVLqBgLxtKiuqORmKO4KVr6sWY1Gg3dlc5o+TFLoR2NRjtShPdTHLZerx8RVsVisaMGE4lFtQAtjZmxjhHDMAzDjALNoy5evHiiBohxcOZF0UlRr9dx584dHB4eYnJyEpcvXx5owlmpVHDz5k3U63W84Q1vGKuLXLPZxN7eHjY3N1EulzExMYELFy5gampqqOQMxWIRe3t7J1o7yGgRqlaruhCKxWKIRCIjCaFyuaz/42YyGX0i7HQ6EQ6HEQqFEAwGhxaLlHwhlUohlUohn89DSgmbzYZgMIiFhQUEAoGRYpzUWCASQWZWIL/fj0AgMLDY6regbDAY7HB/G1TIk5VJFUFGAeTz+XSXPp/PN9A+yGpiFD+qcKCseeFwuCNrXr9Z3qh9NTmFKjhorIzip5/4pW5Z5IrFYodlyWKxwO126+6PJH561WBSxRnDMAzDjMra2hqcTiemp6dPuyvHwqLoBMjlcrh9+zZqtRouXbo0sLmwUqngxRdfRKPRGKsgqtVq2N7exs7ODur1Onw+H65du4ZYLDbURLxUKmFtbQ3JZBJCCASDQUxPT+tPn8cBWYRefvllPT4iHA7rNYqGFULlcrkjJogmrA6HQxdAlP1rWCqVSoc1iNytqPBrOByG3+8fWgSRFYhE0K1bt3TRNg4rUK1W09OWZ7NZFAqFgQvKHke9Xu+w/uTz+Q5xQgKI3OwGEUBkxVJThr/yyiuYmJjocLEj4TA9Pa0LoH6z5hkL0lKWPDUrn8fjQTAY7HCr66d9io8yih9jWnCbzQaPx3NEXPXah+pOp8Zfvfrqq3j22Wf7Gl+GYRiG6UUqlUI2m8WlS5ceeisRwKJo7Gxvb2NlZQVOpxNvfOMbB47JUQXRjRs3xlJstVgsYnNzE8lkEq1WC9FoFPPz8wgEAkO1V61Wsba2hkQiAYvFgsXFRczNzY3NtS+Xy+kWoUqloj/xvnr1KiKRyFDWrEql0iGCaOLtcDh0ARQMBkcSc81mU3e5S6VSupXG6XQiFoshFAohFAoNNU5kfVBFkNEKFAwGceXKlaGsQMBrtZsogx5ZZywWC/x+vx5jNmyqbRJAqghSBZDL5YLP58PMzIy+n37Hito2Wn+MSQ+cTicWFhZ0gdLLaqJCIsKYllx1raPCu2Rd8nq9fbVvlkzBzK2OXN4oLTgtvaxXVJTVKH4qlUqHMKT4pGGvCQzDMAxjZG1tDRMTE5iamjrtrvQFi6Ix0Ww28corryCZTCISieDq1asDT97HLYhSqRS2traQSqVgtVoxPT2Nubm5oa0ftVoNGxsb2NnZAQDMzs5iYWFhLPWK8vm8HiNUqVQghEA4HNYTMpTL5YESVADaRDmZTCKRSOjZ7ux2O4LBIObn5/W0y8NC7mpkCaKirBaLBcFgEDMzM3rg/aAYrUD5fF63NKlWIL/fD7/fD6vVisPDw74vPJTdTrUE0QTfbrcjEAhgZmYGgUAAXq93aAuQKoKMAsjv9+sCyOfz9f3/0mw2OwrTGsVVr5ThmUwGy8vLPdtXs8rRX8peB2giUc2S129BWrIqGcWP0a3uuAK03cbEmHHPLJbI7XbrMVFm7nTb29s9j4FhGIZh+uHw8BC5XA6XL19+JKxEAIuisVAsFnHr1i2Uy2WcO3cO8/PzAz9Fr9VqYxFErVYLyWQSm5ubKBaLcDgcWF5exszMzNCWnEajgc3NTWxtbaHVamFqagqLi4sj1zTJ5/PY399HMpnsEEJLS0uIRqNDWYSklEilUkgkEjg8PESr1YLX68X58+d1t75REmvUarUOlzgSEh6PB7OzswiHw0PFUKkZ4cysQJOTk7oAGkbItVotvW1ayAVrYmJCLyY7TFxTrVY74gKnTvRJAFGh1UEEEMUxqQKI4tao7z6fT09M4fF4+j7PyYpiFEBqXA5lr4tGox3Wn17j00/tJYpZIrc6NaFCr7YpWYNR/KjjrcYSqcVmu7VNIrNYLOLg4KCvsWMYhmGYXjxqViKARdHIJBIJvPrqq7DZbLhx4waCweDAbZTLZdy7dw+hUGhoQVSv17Gzs4Pt7W3UajV4PB5cuXIFk5OTQyv0ZrOJ7e1tbGxsoNFoYHJyEktLSyNZVwqFgm4RKpfLEEIgFAphaWkJkUhkaOFmVsdpZmZGj3kZFhITlCChUCgA0KwpoVBIT8IwaBa6VquFbDarZ+ojV7VuVqBBodpD5A5HiR0AdKTdHjSNOAkgVQSpE3JywSLrzyB1hkhMdEtNTmMTi8X09vu1UlKGvL29Pdy6dUsXFITVau2oJ0QWoOP6blZ7Se2zsfYSCaDjxpyyyKnCx+iuRxYrVVj1iociganWVKJseMTe3l5f48kwDMMw3aB6lJcvXz6xDM8nAYuiIWm1Wrh79y52d3cRDAZx7dq1odzIyuUyXnzxRbRaLTzxxBMDT+BLpRK2traQSCTQarUQDod117BhabVa2N3dxfr6Omq1GiKRCJaXl4cWF4VCQbcIqUJoYWEB0Wh0aCFUq9V097hCoQAhBKLRqF7Hadh/xFKppFuDMpkMms0mhBAIBAJYXl7WJ7jDWANTqZRet6nZbMJisSAUCmF+fn6kmKZqtYp0Oo1XX30V2WxWt6YIIeDz+fQYMr/fP1CiAkpNnslkkMvljgggyjQ3qACiPpMAyuVyKBQKuoug1WrtsAD5/f6+LJNkSTEmPyCrGJ0rZH0jAdRPjJTRrY6SKhCUrpvc9vqpvVSr1Y6In1KpZGpVUtNnezweOJ3OruJHFVKq+DHGERnTi6vudgzDMAwzDKurq3C5XI+UlQhgUTQU5XIZt27dQqFQwOLiIpaWloaagKuC6Ny5cwOJjkwmg62tLRwcHMBisSAej2Nubm6o+BVCSolEIoH19XVUKhUEg0Fcv359qODrYrGoW4RKpZKenW5UIdRqtXB4eIhEIoFUKgUpJXw+30h1nLrVDKJ/aEqQMIzFplAo6NagXC4HQEu8EI/H9XpHw9QGInc7WiqVCjY2NjA7O4tAIIDJyUldBPVrKTSKIGN9pmAwqIufQbPZqTFGJIRo4i+E0OsY+f1++Hy+vlz4Wq0WCoWCHnuVy+U6JvWUlW1qakoXP6VSCW9961v7Ggej9cfoVjdI7SVKM24UP2qbNptNL8yq1g7q1q6a+tvYrlkSBbKCdUsw0Ww2uU4RwzAMMxIHBwcoFAq4cuXKI2UlAlgUDcz+/j5eeeUVCCHw+OOPIxKJDNWOKohu3LiB559//tjvSCmxv7+Pzc1N5PN52O12LC4uYnZ2dqRkB9Tu2toaSqUSfD4fLl++PLC1qVgs6lnjisWiLoTm5uYQjUZH6mOpVMLdu3eRTCZRr9fhcDgwPz+vP+UeBLVmUDqdRi6Xg5QSVqtVt2CFQqGhElJQBjoSQjTJ9Pv9etKIQS1uNPlXRRBNph0OBwKBAObm5pBOp/HUU08NdBEqFotdRRCJtkHrMzWbTV2skBBSXbTI6qG62PUj3Mi1Tm2XJv9Op1OPoSE3NbM+G4Uc9VVd1Kx15KIWjUY7Uo/3soiRRYnc/4xJJqg4KyVSOM6lzphaXBU/xux6JKrU9N/GsTWKKVrK5TLu379/zK/AMAzDMOZIKbG6ugq32z1wcqyHARZFfSKlxL1797C1tQW/349r164NnWjAKIiOmyQ3Gg3s7u5ia2sL1WoVbrcbly5dQjweH6lgKaD5fa6uruouRY899hii0Wjf35dSYmdnBzs7O7rLVjAYxKVLl0YWQtVqFXt7e9jb28Pdu3cRiUR097hQKDTQ5L9arepxQeOuGVSpVHS3uHQ6jVarBavVinA4jEgkgnA4PNA4NJtN5HI5PTV2LpfTJ78ulwvRaFRPiqAKt1u3bh3b/24iyOl0DiWC1IKxZAVSLRWqWBkky1yj0dDbo4X6Sq518/PzumWpn7goctdbX1/XxYoq1ux2O7xer54Qgtzfuo0piRVVAOXz+Q7rDyU8oDY9Hk/Xc4GKshrFjzG1OKXmpsyGana9bu2R2DOzJLndbr0YbjKZPHYcGYZhGMaMg4MDFItFXL169ZGzEgEsivqiWq3i9u3byGazmJ2dxfnz54dOXlAqlfDiiy9CSoknnnjiWCtHqVTCl770JdTrdV1sjBIvQ2QyGayuriKbzcLlcuHq1auYnJwcqN1MJoO7d++iWCzC7/fj4sWLiMViIwmhVquFg4MDJBIJpNNpSCl1S8jb3/72gWJWqK2dnR1kMhkA46sZlM/ndWsQJV9wuVyYmZlBJBIZKANds9lEOp3WRRAVSSW3MkqNHQgEBh7bcYogSoSgusEZEyH4fD5Eo1FdrPTTX2MNplwu15FhjqwflHjC4/Ecm/2tgz4yIAAAIABJREFUm/vb6uoqYrGYHk+jFp/tJayoTdX6o8ZAUUKFSCSiW7+8Xm/Xhxaq+FEFkFqU1el0wu12Y2ZmpkP8mP0P1Go1fdzURW2PMun1siTdvn276xgwDMMwTDeklFhbW4Pb7cbk5ORpd2coWBQdQyqVwssvv4xWq4Vr166N9EMPKojq9Tq+8pWvQAiBN7/5zWMp5JrP57G6uopUKgWn04lLly5henp6IDFUqVRw79497O/vY2JiYmDrkhnZbBZ7e3tIJpNoNBp6kc2pqSm4XC4kk8m+BVG5XMbOzg4SiQTq9TpcLhfOnTunTwaHgeKOSAjV63U9+cL58+f1OJB+qdfrODw8xMHBAVKplF7fiCxXFA80aFrycYugYrHYIdjURAhkVSELUL/uhjSBV61LNHknYRWLxXQR1GsM1PgqEiy93N9SqRTe8Y539LSwqmnAyfpjbJMSFKgudWYi2NgWiRUaR+C1ukoU+0SL2XGTFVEVPsZ4J7vdrrenZrxT2yOBS6Ke2nr11Vfx3ve+t+vYMAzDMIwZFDpx7dq1R9JKBLAo6oqUEuvr61hbW4PH48H169dHSkVNgghAX4JISonbt2+jWq2OpZBrsVjE6uoqDg4OYLfbcf78eczOzg5k8Wq1Wtjc3MT6+joAYHl5GfPz80NbzSqVCvb29pBIJFAul2G1WhGLxRCPxxEMBgf6p5JS6lahdDqtZ6KbmZkZuC2CJo2Hh4fIZDKQUsJut3e4xQ2abe3g4AAHBwd6e06nE9PT07pL3KBjqYqgW7du6daOYd3hyuWyLoLS6bQ+2aYnPySAjrPWEL2SIZAlbGpqShdAxwkrcqsjt8JcLtdR1JYy1nVzf/N4PB2CqNFodFh+8vl8h3sZZZRTayx1q/ejCiDVomRsi7Le0WJmraS2VMFiLMZKacSphhItRuscJbkwtqemDSfL2ShZKxmGYZizCVmJqLTFowqLIhPq9Tpu376NdDqNqakpXLx4caTYHVUQ3bhxoy9rxd27d5FOp3HlypWhsr8R5XIZa2tr2Nvbg9VqxdLSEubm5ga2QBweHmJlZQXlchmxWAznz58fKqaq2Wxif38fe3t7SKfTALQYpMXFRcRisYHHuVKpYHd3F7u7u6jVanA6nVheXsbU1NTAtYOklB21gyjdssfjwfz8vO7CNYjAKpVKODg4wP7+PvL5PABNYFAWvkHFbi9LECXICAaDA1ltSACpmfecTqdeg2mQOkyVSqVDAKnudRRfNDs7C7/f39O9jCiXyx0CiFwVAXRkrDPGV3U71nw+j42NDV20qDFFDodDd/8jAdTtHCexpxasLRaLHQKI4p5UMWWELDZGtzezuB+KzSLxY0wjTkIqlUp1CCA1vTdZpWZnZzuEFInxzc3NnmPIMAzDMEaSySRKpRKuX7/+yFqJABZFR8hms7h9+zbq9TouX76M6enpkdorFou4efMmAM1C1I+1aXt7Gzs7O7r72DBUq1Wsr69jd3cXQgjMz89jYWFh4BiaUqmElZUVpFIpuN1u3LhxY+CnySQ2EokE9vf30Ww24XK5sLS0hKmpqYHFlZQSqVQKOzs7elruSCSCmZmZgeOt6vV6R+2gRqMBi8WCYDCI2dlZRCKRgfuXy+V0ixAJK7/fj3PnziEajQ5kcewlgsLhsG4JcrlcyOVyx56vjUYD2WxWF0EUu2Oz2RAMBvUaV/30kVy51IQINAG3WCy61YasQMcJq1ar1WEFUrPs2Ww2+P1+LC0t6cVhewl7SoCgJkGoVqu4f/8+otFoR0wRxQB1i38iAWR0pyPRQgka5ufndUua2TlTq9WOiJ9ucT+q9ccsfXalUsHh4WGHC51ah4jcBtWisUYrEsU1bW1t6QLq1VdfxbPPPtvzd2IYhmEYgqxEXq935FCK04ZFkcLm5ibu37+PiYkJvOlNbxq6WCkxjCBKp9NYWVnRC6YOSr1ex8bGBra3tyGlxPT0NBYXFwe2mjSbTayvr2NzcxNWqxUXLlzA7OzsQIKjXC7r7nGVSgVWqxWTk5OYmpoayvpVrVaRSCSws7ODarUKh8OBhYUFTE9PDyRcisWibg3KZrMAtCfosVgMkUhk4JpEUkpkMhldCFWrVT0d+ezsLKLRaN/jr4qgbDariwwzEdQPrVYLuVxOF0GUxtpisSAQCCAejyMUCh1bjLafZAiUwa+fZAjAa9ngSASpKbbV5AqBQKBnFrh6vd7RhhpjQ1YWKjJ7eHiIp556qqugajabHS5wRnc6ctFTU4qbnXtUl0hNH67WACKLjWr5Mbr2Aa+5C6pFY41CyuVy6S4LJIBUFz/VgqSmHTfWXfJ4PCNZpRmGYZizx97eHsrlMh577LFH2koEsCgCoE087ty5g4ODA8RiMVy+fHlg9zIjxWIRL774IoQQfQuiUqmEW7duwe12Dxyo1mg0sLW1hc3NTTSbTUxNTWFxcXGoWjvJZBL37t1DtVrF1NQUzp0713fWs0ajgf39fSQSCV1whEIhLC8vIxqNDlWoNJ1OY21tDV/84hchpUQoFMKFCxcQjUb7GiNqg4QQuYj5fD4sLS3ptYMGGW/KGLe/v4/Dw0PdwhQOh/WkDv2cQ81mE6lUCvv7+8hkMh0iKBQKDSyCpJQoFAq6CMpms2i1WhBCwOfz6TWY+inqSmnMqS2j1YaSIfh8vmMtkNQv1QpEIoESTMzPz+sJJnq1R4kVqB2yxqlJFcj6YxQat2/f1n8XtUZRLwGktmcmgCguSRVSqluey+XSrVvd0nKrtYNUAaQKKYpJUovRGo+PaiRR8TyjKx4liSAXQWrHZrPpcZQMwzAM0w9kJaJ75aPOmRdFhUIBt27dQqVSwYULFzA3NzdymySILBYLbty40ZcgajQaeqa5xx9/vG/x0Gq1sL29jY2NDdTrdcRiMSwtLQ2VZa1QKGBlZQWZTAY+nw/Xr1+H3+8/9ntkKSH3uFarBbfbjXPnziEejw9spQK0J+0UK0QxF3Nzc5iZmelbIFAb29vbqFarenHWxcVFhMPhgftlljHOZrMhGo0iGo32bWFShdDh4SGazaaewGFQEQRoIoGE4/PPP68nHvB4PHqiiWAweKxIo8Kz6XQaqVRKFxsOh0NP2uD3+/s6n+v1eocVSK215HQ6dfETCAR6CtJehWvtdjsCgQCmp6f1droJPRJA+/v7ePnll1EoFDrEghpPRBYgs/OD2jFakoiJiQn4fL6edZlIbBqTKBhjiILBYIf4UftD1p9kMtkhpMysP6oAIguSmshhf39fF4crKyvH/rYMwzAMA0D3BLp48eJpd2UsnHlRRFXhn3jiibG4jhQKBdy8eRMWiwVPPPFEX5NbKSU2Njbg9XrxxBNP9OUK1mq1kEgksL6+jmq1inA4jOXl5aGy1NXrdaytrWFnZwc2mw2XL1/G1NRUX5aTfD6PO3fuoFgswmazYWpqSs8mNgyZTAY7Ozs4ODhAq9VCMBjE8vIyyuUyzp8/31cbxWIR29vbSCQSaLVaCIVCuHjxIsLh8MDZ3Y7LGNdvZrtuQigejyMWiw2UIa9arXYkRyBrQrlc1sVZKBQ61rqnWpVSqZQuXCimanp6GuFwuK9MiUbrDVlKyEJFtZaOiy1qNBp6G2aFa6kGFLnUmdFLuOzs7ODcuXN62m9KgmDWJzWWyMySRMkt4vG4LoCMFq5KpaK7LZLLoSpcnE6nHvtDAsgYQ0TWn729vY6is9QPNQudmiKcxFitVuuwHpl9nyxQj2ptCYZhGObB0mq1sL6+Dr/fj0gkctrdGQtnXhRNTk4iEomMlF2OGEYQAcDKygry+TwuX758rDCTUiKZTGJ1dRWVSgWBQABXr15FMBgcuL9SSuzu7mJ1dRWNRgMzMzNYXl7uy+2r1WphdXUVW1tbcDgcuHr1KmKx2FDpuRuNhh4rVCqVYLPZMDMzo8dbADi2XUq+sLW1hXQ6DYvFgng8rqdSHgTKGHdwcIBcLgdAi3GZn59HLBbrW3iOSwg1Go0OEUQTfLvdjmAwqIugarWKK1eu9GyrWq3qIkh1iaO00+Fw+NjU4MelxVatNz6fr2dblK2ORBBll+u3cK0qyKhWkWq5cTqdepY6n8+HQqGAt7/97abtGGOJ1HTadrtddxkkAWSW+prEJbVB7pB0PLFYTI8fIrc1gqw3e3t7Pa0/1A4JIMpCpxatVQVQP9+n4x+mmDHDMAxz9iAr0aVLl067K2PjzIsiAKcqiLa3t7G9vY1YLHZsprmDgwOsrq6iWCzC6/Xi8ccfH1qd53I53L17F/l8HsFgEBcuXOhbPGQyGbzyyisol8uYnp7G+fPnh4rByuVy2NnZQTKZRKvVgt/vx5UrVwZKzd1sNpFIJLC9vY1SqaSn5J6ZmRlogpfP57G/v9+RMc7n8w2cMW4cQqjVanVkiKPJudVq1QVHKBTqK5lBs9lENpvVRRAlR3A4HAiHw3ra7V5WpXq93lHAVU2wQIKDrEC9znuaeKuucGTlomNbXl7WkzWYnQNSSl2QGd3pHA4H/H5/Rz0l43HZ7XZdPBgFEFmk1HTaPp/P1LpF46oKIDWOiKw/9H1jcddqtaqLQLPscWT9IRFltP5QHJOx+KqxaC3Fy9Fis9n0JBCqeCILGKfkZhiGYY6DrESBQADhcPi0uzM2WBSNgWEFkZppTi3KaPa5+/fvI5/Pw+124/r1630nGTBSq9Vw//59JBIJOJ1OXLt2rW+XmWazifv372N7exsTExNDpeduNpvY29vDzs4OCoUCrFYrpqamMDMzM5BFp1KpYHt7G7u7u2g0GvD7/bh27Rqi0Whf1qpxZowbhxDK5/NIpVK68KDkCH6/H4uLiwiFQsdaXei4KNOYmmiBss1NTU0dK6hIeKRSKaRSKT0rnJpgoZ+02M1ms0PAqBYliiuipVt/KHsejUsul9Mzr7lcLr3obbc6RVQHiITLysoK3G633obVatVTh5OQMrZD40FLLpfrcKNT44io/pI6LuVyWa9TRWKExoG+38v6Q+nF1fpD6vVCrT2kFq0FXktNnk6nsbm5eSR5A7kA0r6plhbDMAzDdGN3d7cv75RHDRZFI5LP53Hz5k3YbDbcuHGjb0GkZpq7evUqdnZ2TD+XTqdx8+ZNTExM4MqVK4jH40OJISkltra2sLa2BiklFhYWsLi42LdFJpVK4dVXX0WlUsHc3ByWl5cHsrAVCgXs7Oxgb28PzWYTXq8Xly5dQjweH6idTCaDra0tHB4eAgBisRjm5ub6imGijHEHBwc4PDxEvV7XM8YtLy8jEon0bV0ahxCiQPlkMqlbGciNLRQKIRAI9DU2tVoNqVQKGxsb+MIXvqC7bNFEuZ+2yPWLFrK+kCgjq0evY6rVah1xRWqKbY/Ho1uUAoFA17g5qqOkCilqg+JegsFgV3e6SqWiCxcSISRASFCqSRDU1NUAjliRjAVoKSNdNzc6SjBBSz6f18eSMr9NTk6aWn8oHXgmk9HFU6FQ0AWcEAIulwt+v19/iED1ldTECfTAwfhdNTU5LRaLpcNqtLu72/X3ZRiGYZhWq4WNjQ0EAoGBH4w/7LAoGgFVEPWbIAHQJn4vvfSSnmmu29P2er2OO3fuwO12481vfvPQbn7pdBp3795FqVRCJPL/s/cmPa7k+bXY4TzPQ5JJMufp5h3yVrWkVqtl2MBbCLBlGw/wwlvZwNs8wAa8sKH908Lwxh/D/giytZXcaHVLrbo35ySZTM7zTMYcXmT//hVBBpnM6qqu7qo4QOJmJWNmZFYcnuEXw9HR0asa3PL5PBqNBrxeL7788suNSxRkWUar1UKtVsN4PGY5H/pEfVMoioJer4df/epXmEwmcDgcyOVyyGQyG6k5/X6fDXqVZfkbNcbR+fyuRIjjOEaEJpMJU6d2d3c3JmWKouha4sjONh6PWb4oEomsvTakftDQWlIIqAWPvjapxqYvInZUsb2zs8Ma5lbd40SkSAnSZorIwkZEanEb2ppvWl9LQHw+n64Ewev1Yj6f4+joiG2D53kdiRqPx4xEUQEBqUjBYFD3O05FDK1Wi21j0UJHbXaLs5tocKqWwGjtc3a7HT6fD6lUSleeYLVadfY3Kl/QKlfa4gTtumS5m0wmqNfrS5Y/h8PByJ8JEyZMmDBhBJoV+ebNm+/7UL51mKToG+KbEiJVVXF5eYn5fP7iere3txBF8VUV3VpwHId8Po92uw2Px/PqDFK73cb9/T1EUcTu7i52d3c3sqbRw16z2YQkSfD5fDg+PsbW1tarskeCIKBWq6FWq6FcLuPo6GhjdUlVVbTbbTw9PWEymcDpdCKVSr2qMQ74doiQIAhot9totVpsdlMwGMTx8TESicRGM6C0LXGLlritrS1Eo1FwHLf2jxQpSvQlSRKz6O3v7yMaja6sx16X5aFyBSpFWFeNzXEcIzCDwYA9lNtsNgSDQezt7SEcDiMQCCy9x9pjoG0QgSErHRGgxQwP8HVBRKlUYiRmsQiB8khUPU7Xgmx4jUZDpyAtNtER4dcePw2p1bbHGZUfJJNJnX2Orhdlh+i4F+1v2rlDtC6tRwqQtvSB9hkIBBhx8vl8UBTFVIpMmDBhwsRKyLKMp6cnNurjhwaTFH0DfFNCBDw3zfX7/Reb5qiW+jUFCASSNp+enmCxWLC/v49cLrdxM5wgCLi/v0e73Ybf78eHDx9ePAZFUdBut1Gr1TAcDmG1WpFIJNiD8mswHo9RrVbRbDahqipisRgODg7wp3/6py+uS8UL5XIZHMfB6/Xi7OwMyWRy4/P/NoiQJEnodDpotVro9/tQVRU+nw8HBwdIJpMv3jOCIOha4rSWuO3tbdYSpyUOi8ekqipGoxFTg0iFcTqdiMfjTA1ap+L0ej22vjbLs0k1trYZjkgMPdDb7XYdkTKy5imKskSC6Bi8Xi+SySSz0i2qYlRWobXBzedzFAoFVpxBQ2xpqKr2/qBz19rgtAoSqVi0Pu2f6sBrtRpbVzukdlV1tqIorDmuUqksZY+M7G8+nw8Oh4PZ/YbDIarVquF6lEmjvJEgCMxeWCqVMJ1O2f/sTJgwYcKECSPUajUIgoC3b99+34fyncAkRa/EaDTCV1999Y0IUa1WQ7VaRS6XQzqdXrncdDrFw8MDotEoMpnMq46v0+ng4eEBHMchmUzi8PDwVUNKG40GHh4eoCgKDg4OkMvl1hIAmrFUqVQgiiI8Hg8ODw+RSqVe1f6mqio6nQ4qlQqGwyFsNhu2t7eRyWTg9XpXZq4IoiiyJj9RFBEKhXB0dIRYLPZ7myOkKAq63S5arRa63S4URYHb7cbOzg7LkaxbV9sSRwTG4XAgEomwlriX3ksaDErbITUoFArh4OCAqUFGIDtat9tFt9tlljqXy4VkMsmI2Cpla52apC1WCIfDOhVGew0ojzQYDHSlCmQlW5Un0s5JGo/HumGoWhWn0+ngL//yL3VEkAohaN3RaMSKDCwWC8tDLSpIpB71+31dhon26/F4mOpFBQxWq5XZ2MbjMer1OmuPW2ye0ypHdO9QbTjZLxcb57SKUyAQgNvtZkUTk8kEjUZjaV9+vx/pdBp+vx+DwWDt/WXChAkTJn6coA/OKKf8Q4RJil4BIkQOhwMXFxevIkSU6yHVYxUURcH19TVsNhvOzs42tnnNZjM8PDyg1+vB5/Ph48ePr5I2OY7D3d0der0eQqEQTk9PX6yhns/nuLm5wXA4RCwWQzabfZU1DXhWVOr1OqrVKjiOg9vtxuHhIdLp9EZWO47jUKlUUK/XIcsyYrEYdnZ2NvqF/TaIkKqq6Pf7aLVa6HQ6kCQJTqcT6XQaW1tba7NT1IDXbDbRbrchy7KOwEQikZV2NgIRiW63i9vbW0aaXC4XEokEI1OrrqUkSej3+0wNIkWKLHVU6bxu30YkZpNmOCKC2vXpAZ8e1IlELRLs+XyOwWDAslV03NSQF4vFGBnREqirqyvwPM/a4Gig6mKTXCaTYUSG1DhRFFl1++J8JqrxphxVMBhkGR0iiuVyGePxeKk5zu/3M7JKw1u1+R9SjrSZI4fDwfJORIAcDgcjTcPhEJVKxXCdXC5nuB9Sl02YMGHChIlF0IfO+/v73/ehfGcwSdGG0BKijx8/vkp9mc/nuqa5dQ+5hUIBk8kE79+/3yhrIkkSSqUSKpUKbDYbjo6OkMlkNiYmNMA1n88DAI6Pj7G9vf3i+o1GA/f397BYLK+q9SbMZjNUq1U0Gg3IssxmJW2q7EwmE5TLZbRaLQDA1tYWcrncWjUG+PYGqlJGpN1uQxAEVt6wtbX14jZoQGez2QTP87Db7Ugmkyzv9FJeiuM4nRpEZMrhcODw8BDRaHTtdZjNZkwNGg6HrG47Go0iFoutLFjYpBmOSIzRvSvLMqvXHgwGGI/HrHqcHvBp/UUSpyVBg8GAWdKcTifzNpMCpQXP82wI72g0wuXlJfswQ0tkFgkUqWaNRoOpQDS/itSjRCLBCBCpR/P5HKPRCI+Pj0u5o1XNcdr8D5U2GNVma5Ujao0bj8dsfpmWbGmH1lLOiEjdZDJBu93WlSzQPn6on/6ZMGHChIlvDlmWUS6XEY1GX1WU9ccGkxRtgNFohH/7t3+D0+l8NSGSJAmfPn2CxWLBu3fv1qof3W4XlUoF2Wx2o0KEZrOJfD4PQRCQTqexv7+/EZEizOdz3N7eYjAYIBKJ4PT09EX1S5Ik3N3dodVqIRwO4+zs7FWKWa/XQ6VSQa/Xg9VqRTKZRDabfdXg2KenJ/R6PdhsNmSzWWSz2Reb1jqdzu9MhIjMtFotcBwHq9WKWCzGig7WZZYEQWBEiFrnotEoDg8PX5ytpLXWdbtd9nDudrvZviORCDiOQy6XM1x/MBgwNYgehn0+H3K5HGKxGILBoOE10NrpRqMRgM2a4YDne2WRBKmqytbPZrMr16dCBvqiB/51JEiWZaY4kQpE5IKIVyQSwdnZGRs0q22DI6JH65NqRUNhU6mUrkSBbHfdbhfFYlFX3KDNHVFmivI/i3ODtKULXq+XLU8EiHJKZLdbLE3weDwIBAKMbDmdTpYZGo/HbOo4QVuyQAoez/NL849MmDBhwoQJACwi8UNWiQCTFL2I4XCIr7766hsRIlVVcXV1hfl8/uIMI1EUcXt7y8L46zCZTHB/f4/hcIhgMIj3798jEAi86rgqlQqKxSKsVitOT0/XZpwIg8EA19fXEARho7wRgQa2VioVzGYzOJ1O7O3tYXt7eyMSRzazX//61xiPx3A6nTg4OMD29vZakqkoChqNBp6ensBx3DciQhzHMSI0nU5hsVgQiUSYteyl4aWdTgfNZpOVLQQCARwdHSGZTK499/l8ztSgwWAAWZZhtVoRDodZ0cI6eyPP84wEkZpktVoRiUSQy+UQjUYNyayWQHW7XfaQTM1woVAIwWDQUM0iJYmIDKkk1HCXy+VYJmhx/VUkyOFwIBwOs3W1ChipfoukC3gmCnSs2jxPp9NBIpFgCssieaJczvb2NluXrhOpQK1Wa8l25/V62SdoVL9NpHA0GjHrHNkLtaULiwUIRICoOZFIk1FpgsPhwHw+Z9Xk1WpVpzJp1Sn6+0OznBqNxpJaZMKECRMmTGghSRLK5TKzpf+QYZKiNfhdCBEA5PN59Ho9nJ6ers33qKqKcrmMYDCIi4uLlaqBKIooFouo1WpwOBzfaJjrdDrFzc0NxuMx4vE4jo+PXzwvRVHw+PiIp6cneDwefPnllxv9YnAcxyq1JUlCIBDAmzdvkEgkNmqCI1JTLpdRKpWwt7eHk5MTpFKpF5UVqvHmeZ7VX0ej0Y2ulSAIbJYQqSOhUAjHx8dIJpNrCySMckJUtrC1tbWSyBAZITWIHlY9Hg9SqRSi0ehaa52qqphOpygWi+h2u6yowe12s/UjkYjhdRNFkZEgapmjobY0P8mIwImiuESCAP2conA4bEiieJ7XkSA633UkiK4R5YjIvkekazHPQ9dlPp+z9/Lu7g5ut3upDEFLZqxWK7P6NZtNRmyInFB9uHZ/drsds9kMo9EIlUoFo9FIZ7cje6F2aCypRuPxmCmI60iTzWZj69CwXm2lOLXTUcECnTvNJTKyy1G9vaqq4Hn+G89CM2HChAkTP0xUKhVIkoS9vb3v+1C+c5ikaAWIELlcLlxcXLyaENVqNWaFe0mFqVarGI/HODo6MsyCUO6nWCxCkiRks1ns7e29auYP1XSXSiXY7faNc0Cz2QzX19cYj8dIp9M4Ojp68cGJQt6dTgcAEI/HmVVqE0iSxJrkBEFAIBDA7u4u/uzP/mwtqZFlmZEhQRCYvW+TicuSJLFZQoPBAKqqwu/3b1yhvZgTstlsSCaT2NraQigUWnncg8EAjUaDEShSg7LZLKLR6IvqorYk4eHhgVVlHxwcIBaLrcwWTadTXa4IeH5Q3traQiwWMyRQ2kGrg8GADY2leUk0YygYDC6tu4oE2e12hMNhZDIZRoK0s4HIftfv99l8JiIZRsqTKIo6+9xiGYLdbl8iT0QeRqMR6vU6hsMhOzfgWQWi60r5ISJNo9EI1WpVtx+Hw6Gz2/n9fmbPIzVH2xqnHbZKM5ZsNhsjTO12G4VCQVez7fP5EI1GdQSIqrkrlYqhXU4734vUoqenJ91xaK18JkyYMGHixw1BEFCpVNgHdD90mKTIAIPBAJ8+fYLL5cLHjx9fldOh9e/v71lmZB0mkwkKhQKb2bIIWZbxm9/8BuPxGOFwGMfHxy+WCSxiPB7j5uYG0+kUW1tbODo62qguu1ar4eHhATabDe/evUM8Hl+5LM0pqlQqGI/HsNvtyGazyGQyG2eOeJ5HpVJBrVaDLMuIRqNMbeh0OiuJBZEo8rxGIhGcn5+/2L5HFdrNZhO9Xg+KosDj8WxUoQ18rSg1Go1X5YTIkkf2JSJQZOtbp4JpyQwpJQ6Hg6k6P//5zw3JMuWSut0uOp0Oe2gOBAKkTPVbAAAgAElEQVTY29tbKYvT8M9Op8OUIFJKaE5QIBAwJFBaEkSqyUskaDqdMhJEtkHg6/lMlCWicySVi5YnsqWt0iYC5PF4MJ1OkcvldGRmkTgFg0FdiYKRCqQlTVRoEAwGWV04tfI9PT0tESYqlSACROdNljYjm522MEFRFEynU1Y2YkSA0uk0U4C0A2CNiBi9d6IobjzLy4QJEyZM/HAhSRIqlQoqlQpkWf5RqESASYqW8LsSImqa83g8OD8/f1HZuLq6YgTCCMViEePxGG/evMHW1tarjkVRFBSLRVQqFTidTrx//36jAgdBEHB7e4tut4toNIqzs7O116FaraJUKkEQBHi9XpycnOg+lX4J0+kU5XIZzWYTAJBMJllt8DrQbCKSdmOxGHZ3d1+swe73+2g2m+h0OpBlGU6nE9vb2+zBdh1kWUa320Wj0XhVTojyRbQeAEQiEezt7SEej6+8VlQeQGoQPQD7/X7s7OwwMmOxWPD09KQjRKIo6oavSpLEckW07qICSva/TqejyxSR+kQkaPG+XkeCQqEQ0uk0GzyqXXc2mzFCMxgMmFLh8XhYk5+2zY6uB61DRI3IVjqd1pUhaAfIlstlXW05AMMWOW2NNhEnOi4iTXSvBAIBXStfpVLRZY2I0FB5gqIoTAGiQataAkRExe/3w+VyMQI0Ho9RKpUM80JaAsTzPFOAaLtaAqRV1MhWp63sNmHChAkTP15oyZAkSUgkEtjd3d24DOuPHSYp0uB3JUTUNAcA79+/f9Hels/nMZvNcHFxgV/+8pdLr9Mn05lM5tWEaDAY4Pb2FvP5HOl0GoeHhxvZ7Xq9Hm5ubiBJ0ov13pIk4fb2Fu12W2dV2zTjRJ+kd7td2Gw2ZDIZZLPZF5UlURRRLpdRrVYhyzLi8Th2d3fXSrvD4ZDlfERRZDXYpHa8NKB2OBzqbG4ulwu5XA6pVGpt4QFZstrtNiRJgtvtxt7eHlKp1Mrz5DiOqUGDwQCKosBmsyESiWB3dxfRaHSlnZPqtqmGWlVVOJ1OJBIJZotbJGCSJDHy1O12GXmKRqNMRVp8YBZFUUeCSDmx2WyMnBiRII7jGKHRzhdyuVyIxWIIh8O6IbU0C6lWq+lyRGTZWyRqVDtNCs14PNapQA6HA/v7+4zQ2O12Zp2r1WrMOqctUIjH47rShel0iuFwyJbXNs4Fg0FGzL1eL1u2Xq/j9vZ2SalJp9MIBAJwOp2sZY7UuUUCFAqFdHOTaCgrNSpqt6v9UIJmES0SIL/fr1N/eZ7XtdqZMGHChIkfB37sZIhgkqLfYjAY4KuvvoLH48HFxcWrCdFrmuYAoNPpoFarYWdnxzDzoqoq+1T7NRWIsiyjUCigWq3C7Xbj4uJio0yNoijI5/OoVqvw+Xy4uLhYax+bTCa4vLwEx3E4PDw0rII2gqqq6Ha77KHV4XBgb28PmUzmxU+qBUFAuVxm9rpkMomdnZ21v7S9Xo+pbVarFfF4HMlk8sUKbcA4J5RIJNg8nlVEiud5Zo+bzWYbrTccDtHpdNDr9RjB8Hg82N7eZnkWo+MlwtbtdnFzc8PIhJGStHiMRJ5I8XI4HIjH44jH40vkSZIknUKjJUGhUIipOov7EgRBR4IWq7UjkQjC4TD7fSErWavVYjkimsNEFdc0TdtqtbLhs41GQ6dQGdnnvF4vs6FqVaBFUkPDfwOBAMs1jUYjZm0jYuN2u9mxUI6KbHP5fJ5dI8pAUaOdw+HQ1Wy3Wi0dGaHCBJ/PB7vdzjJPqwiQ1gJHBKjRaLDjtNvtSwRIEATdsF2bzQaPx2OqRSZMmDDxI4JJhvQwSRGAfr+PT58+fWNCBHzdNHdycvJiloXnedze3rI8hxGenp4wnU5fnG2kRa/Xw93dHTiOQzabxf7+/kYWtslkguvra0ynU2SzWRwcHKwlDPV6Hff392yQ7SYFCoqioNlsolwuYzabwe124/j4WGfpWQWe51GtVvGLX/wCqqoimUxid3d3rULT7/fx+PiI4XAIt9uN09NTJJPJF/dFOaFms4nxeMwquA8PDxGLxVauryiKzh6nqipCodDa/QqCgEajwZrBLBYLU1lisdhKYr1K2XE6nTg+PkYsFjNUoabTKcsHjcdjAM/EK5vNMjVkkdDQ8nRORBxWkSCtgtTv95eyREatcvP5nClBWgud1+tFKpVixMlutzPlqFQqod/vsxpuUqi2trYYCbLZbKzggFSdz58/s+vq8Xh0Ndperxfz+RzD4RCtVgv39/e6jFIgEEAmk2EqExVP9Ho9PD4+MmKjtdiRekmV2UYEKBKJ6BQgKkwgeyfwbK2jsgT6e6BVgBYJkNYmS1Y5UsysViu8Xi/7n56qqqwKXNtQZ8KECRMmfphYJEPxeBx7e3s/WjJE+NGTom+DENXrddY0Z1SWoIWqqri+voaiKHjz5o0h+ZjNZiiVSkgkEmvLDQiiKCKfz6PRaMDr9eLLL7/caOKwdl6R3W7Hhw8fEI1GVy4vyzLu7u7QbDZZmcFLnyxLksSuD8/z8Pv9OD8/RyKReNFmx3Ecnp6eUK/X0e128fOf/xw7OztrVbjhcIhisYjBYACXy7VxhTfNE+r1eq+aJ0Th+GazCUmS4HK5sLOzoxuMqYWqquj1euycVFVFOBzG7u4uEonEStI1n8+ZsjMcDnXKTiwWQzQaxXw+RyaT0e2LFChtzXcwGFzZTjefz9mgW6oj93g8bMjrYqmCdjZRv9/XlTGsyhLRIFsiQaQekYWOSJDL5WLKUb1eZ8tTAx1Z1WhuD/BMPsgKtzh/iAoU3r17x5QmUnYKhcJSIQKVn5BtjogNlYkQEfF4PEwx8nq9bD5Rr9dDqVRiy9EsI60CtIoAkQWOCBApS81mU6fuBAIBxGIxdm2JABGxtFqt8Hg8rNBCURRIkqSzCDocDlitVrjdbnNWkQkTJkz8gEHFVOVy2SRDBvjRkyLg2Wr0/v37b2QdGQwGuLu726hpDgDK5TIGgwHOzs4MlQ5VVXF3dwer1Yrj4+MXt9dut3F/fw9RFLG7u4vd3d2NGqR4nsfNzQ36/T7i8ThOT0/Xnv9sNsPl5SWm0yn29vawu7u7ltRQjSPNKIpEIhvXY8/nc5RKJTSbTVgsFqTTaZydneH09HTlOqPRCI+Pj+j1enA6nTg6OsL29vbKa0GEgXJGRGhyuRy2trbWWgfpob7RaGA6nTJbHhEAo+syn8/RaDTQaDTA8zycTufaTBLZtogIkeLi8/kYQVlUdoDnh+d+v8+IEDWKkUpjVK4wmUzQbrfR6XSY5SsQCGB/fx/xeHxpYGq/32cEhZQayvjs7++zWm46NkmSdA1xtA+aSUQWUu1wURo62+/3dcpROp1mpMlms2E6nTKlhiq7gWdrWygUYtY2qsWme/7x8dGwEIEa5ACw8oR6va6z5WkVI6fTydQlGk68uBy9v0SAKJcG6AkQ/f4ZESBSiowI0OKsItqfqqqQZRmz2YydJ9WSU403qUT0urbJzoQJEyZM/DBgkqHN8KMnRZFIZKMHdSO8pmkOeH5wLxaLSCaTSKVShstQNuL09HStQiEIAu7v79FutxEIBPDhw4eNb+52u427uzsoioLT09MX5yg1m01G1F7KKM1mM9Ykp6oqEokEcrncRv320+kUT09PaLVasFgsyGQyyOVycLlcKBaLhutMJhM2sNThcODw8BDb29srFZfZbMZyQhzHsbwP2cFWvYeKojCFh9SkYDCIk5MTJJPJlTXYnU6HqRxU2U0Wt8V9UT6GbHGiKDJLHWWLjNQnQRDQ7XZRLBbxj//4j1AUBXa7HbFYDPF4HNFoVHc9tAoS1XNbLBaEQiEcHR0hHo/r7Hfz+Rztdhu9Xg+j0Uin1BCh0c4mWhyyqrW4hUIhpFIpnXpE510ul9Hv95mi5XQ62dBZKl/geR79fh93d3c6wkSV3USCHA4HU42enp5YIcLT0xMjNFSI4Pf7WdlCp9NBPp/Xtc3RMZNKRs10zWZTZ5mj5Wj2EWWAyuUyAH273KIC1Gq1dPY2ssBpiSUpVQSv1wuPxwOv1wtVVaEoCmazmU5Jstvt8Hg87HVRFHXEx2q1wmazQVEUKIpiVnKbMGHCxA8IRmTopWKqHzN+9KTom0KSJHz+/Bmqqm7UNCfLMq6vr5mlywiCICCfz7NcySo0Gg08PDxAURQcHBwgl8tt1PgmyzIeHh5Qr9cRCATw5s2btbkcRVHw8PCAWq2GUCiE8/PzlfYaevjsdDqwWq1IpVLI5XIvFk4Az8SmVCqh3W7DZrMhm80il8utJYXT6RTFYhGdTgd2ux37+/vIZrOGZEiWZabSaHNCZCFblzOi0Hqz2YQoii8qPHRs9XodjUaDNc7t7+8jlUoZVmBriZN27hDZ4ozurdlsxtQgelDmOI6Rp0WCpygKU5A6nQ5TkKjRLh6P65TC6XSKdruNdrvNlB2ar0NWMbpuqqpiMpkwZUc7ZNWIOFEu6PHx0TAXRPvw+XysgrtcLqPX6zElZpEw2Ww2DAYD1thoVIgQDAYxGAzw05/+lJUnlEqlJSscFVuQFW48HqPf76NUKjHCod0mDT2lfS8SJZpZpVWAtASIBrESIZFlmQ2fJXg8HkaAaJnZbMauB2XKnE4ns8mJoqhrsLNarbBYLIwEaYmSqqqwWCxMMTJhwoQJE3+8WCRDsVgMe3t7Jhl6ASYp+gagXNBsNsOHDx82evC/v78Hx3H4+PHjSgJ1f3/P1BsjcByHu7s79Ho9FuJfR2q0GI1GuL6+xnw+x87ODvb29tZ+Kjyfz3F1dYXxeIydnR3s7+8bEi9JknBzc8PIye7uLjKZzEbZLJq9ol03m82+aON7fHxEq9WC3W7H3t4estnsSqWmVquhVCpBFEX4/f6NckKiKDJ73GQygdVqRSwWQyqVQjQaXXkdaJDraDR60VI3n88ZcRIEAS6Xa2XhAQCmPBCpoYdhv9/PZh3xPI+joyPdMfV6PUaeZFmG3W5HNBpFIpFYUpDI2tVut5las0o9ovlCZImjh3xSbLQWN8oFVavVF3NBFouFnef9/T3LT5EFkOxzPp8P4/EYvV4PV1dXrKp70d4WDAYhyzKGwyEj7v/0T/8EQG9xC4VCcLlczApXrVaZvY6a7Gh+kNVqBcdxLIu0SJRImSGiRMoibWeRAFHbHsHtdsPtdrO/K6QAaUsf3G43I0GqqkKSJJ0CRO8r/SvLMlODtIoQvQ92ux2CIJiV3CZMmDDxR4zFYfYmGXodTFL0DVAoFNDtdnFycrKR9Y4elvf29lY2tQ2HQ7hcLhwcHCyRLFVVUa/Xkc/nAQDHx8fY3t7eSB1SVRVPT094fHxk85deasfrdDq4ubkBALx7925l2cNsNsPnz58xn89xcHCATCazUdvdcDhEqVRCr9d7kdgQeJ7H9fU1Wq0WrFYrdnZ2kMvlDAmUqqpoNpt4fHwEx3GIRCJsNs0qUAFCo9FAp9NhZQvHx8dIJpMriRplTign4vP5cHR0pMuIaPdBqlCv12N2uu3tbUOypVV3ut0uBEFgdrpMJmPYMkdWuna7zciH0+nE1tYW4vE4wuEweyAmGx3lichGR/mjeDzOyCM15RGpIQXC7XYjkUgwEkTLcxzHarXX5YLsdjvLEFUqFfT7fUawFiu4qd6bmue0y5Ea5ff72Wwgsn3Svh0OB5xOJw4ODpjCQ1a4h4cHRiq084bImkbWtVqtxtQUssIRMSGiREOItU199H6SAkfbcLlc8Hg87H2UZRkcx2EwGAB4JkAul4sdu6IokGWZESRS2KxWK2vno2VICaL7SpsrkmWZ2TMBsNldmw5cNmHChAkTfziQZZm1yZlk6JvDJEWvRL1eR7lcRiaTebFpDvha3aGHLCMQsycrnBaKouDTp0/o9/uIRCI4PT19cbipdt/X19cYDodIJpM4OTlZSzxUVUWhUEC5XEYgEMDbt29X7qvb7eL6+hoWiwUXFxcvEi3guZSCHmgdDgcODg6wvb299pg4jkOpVMLt7S3C4TCy2Sx2dnZWkpRut4tCoYDpdIpAIIDT09O1xHU6nTJ7nCAIcDgcyGQyTBUwgiiKrEqb5hAlk0mk02lD4sVxHOr1Our1OlOF9vb2kE6nl+x0oiiyTFGv14Msy7DZbIjFYuxr8XpxHId2u42Hhwe2PbfbjUwms6Q8qaqKfr/PiJAgCMxGtziolarQiWABz8SCLGuRSITdHzTHiAoS1uWCaNlCoaBb1uVyMYIViURgtVoxGAyYakTqmHa5cDiM+XyOfr/P5lEZWeECgQBraRwMBnh6emKkyul0IhQKIZvNsiGqo9EIrVZLZ08LBAI6iyYRHFJXHA4HgsEgwuEwKzkYjUbo9/vsdZ/Px+5HIlJ0bencbDYbK7dYVICsViusViscDgcjP1oiRO8zWejIKkeEmgbckt1uPp8z5UgURaZ6mTBhwoSJP3zIssxsciYZ+t1hkqJXgJrmIpGIzqa0CmSzA7C2iKFQKECSJJyeni4tQ5aj4+NjXd3yS2g2m7i/vwcAvHnzhn1avQo8z+Py8hKj0QiZTAaHh4cr7XVPT08oFArw+/149+7diySNqomHwyGcTueLZQh0PKVSCfV6HRaLBfF4HH/+53++0vZGVqbhcAiPx4O3b98iHo+vtbrV63WWMSJ7nFEBAvA1majX60xJWjeHiIbU1mq1F1UhSZJYCx7ZxVwul6G6Q5hMJsxKRzXYiqIwK52W0FFJRLvdZgUONpuN2ei0uSqe51GpVNixAM+WONquttp5NBqxLNS6XBA16ZFCtrhsNptltjPKJl1eXi5Z58iWZ7fb2fnc3d1BkqQlK5zH42FWuHq9jru7O6iqytr/aIYQ2caIKC3mgZLJJDvf8XjMBgcDz8STLIIWi4XNRCKyRSoQXQN6nRQbp9MJu93OCJCiKOA4jr1OJQh2u50dA5EgIkB0HxF5pvdQW9CgqiqcTicEQWDqkCzLEARB93Na3oQJEyZM/GHDiAxReZCJbw6TFG0IjuNY09zbt283sq4RETg/P19JHMiSE4/Hl5i9IAh4fHxELBbbmBBJkoS7uzu0Wi2EQiG8efNmI9JCs5POz8+RTCYNl5NlGTc3N2i320gmkzg9PV1LbLrdLkqlEkajEVwuF46Pj5FOp9dmmaghjGxK6XQau7u7mM/nhoRI2z5HJRbpdNowk9Pv95k9TlEUZnVblzHiOI6VNHAcB4fDgWw2i1QqZVjbvUoVSqVSS+/DeDxGtVpFq9Vix7Ozs8NIjfYciFgQEdJmfg4PD1mmiIYBy7KsI0KUJ4rFYixPRO8Dx3Go1Wq62UR+vx/7+/tIJBLMQjadTpnFbV0uyGq1ssxRsVhEv99nD/FkdaOhqWSJo9IFejj3+/3MOhcIBFg25/Ly0lAx8nq9zOJWKBSWFJ5cLge/349ms4lkMslsbot5IHpPKQ9UKpV0td1UmkDXje4l4NkaqP0f0nw+ZyqQzWaD0+lkBIlIEpEwUoC0rXTaDBAAndpnsVhgtVpZnTaRJrJLyrKsI0ez2QwOhwM2mw0cx8FqtTI1i3JfkiSxfZkwYcKEiT88yLKMVquFX/ziFxBFEdFoFHt7eyYZ+pZgkqINIEkSPn36BFVV8e7duxeb5oCvczOpVGolyVAUBbe3t3C73YZKTqFQgKIoG6lSwLOSdXNzA57nsb+/j52dnbXkTVVVPD4+olQqwefz4e3btyuLGziOw+fPnzGdTnF4eLhk89Nus9PpoFQqYTKZwO12bzRAVRRFPD09oVqtQlVVpFIp7O7uriR0HMehWCyi2WzCbrevzDSpqoparYanpyfwPA+Hw4F0Os0qlo2gKAq63S5TNgCwOVSxWGzpPBZVIQCIxWJIp9NLyhP9QavVahiPx7DZbEilUtje3l6y61G1NREhskBFIpGlzA9tmxSnXq8HRVHgcDiQTCaRSCR0ihPVbLfbbYzHYwDP2ZyDgwMkEglWFjAej/Hw8IB2u81yREa5IFEUGens9/vM8uXxeLC1tWVoibu7u2PNdmSzI6udKIro9XpsrhdZvKhsIRwOsyKJUqmkm30UDAZZOyApPNRgVyqV2Byqra0tdp48z2MwGLA8EBE4um+p7a3VaukyRVSiQWUI9P5TBkhLsrRFCTabjWWBtISECNPi7y0dA1nf6P4gq+N8PmfK0Ww2g91uh8Ph0FnvJEmC3W5nVjlqm6PvtQTMhAkTJkz84UCrDNXrdVxcXJhk6DuASYpewGLT3CZtb5Ik4fr6Gm63e+0A1lKpxLb7z//8z7rXxuMxGo0GdnZ2Xmy3UxQFj4+PeHp6gsfjwRdffPHiL4ogCLi+vka/30cqlcLx8fFK1aff7+Pq6orVj0ej0aVlVFVFu91mD6gejwdnZ2fY2tpaS8xEUWThQEVRkEwmsbe3t/KcBUFAqVRCrVaDxWLBzs4OdnZ2DIkqzZyZz+cIh8M4OjoyJDUEyhc1Gg2IorhW5QG+VoXIkuVyubC7u4t0Or20/Gw2Q61WYzXdPp8Px8fH2Nra0h27VuHp9XqQJElndVus6BZFEZ1OB+12G5eXl/B6vXC5XEin00gkEgiFQjq1gIgQWe6CwSBTmuiaj0Yj1Go1tFot8DwPq9WKaDSK/f19lgsi+9zT0xOzzwHPtrNIJKIbyLpoiSOCQ3N9KJvU7/fR6/VQKBR0BIwsh06nE8PhkA1rlWVZtx2v1wtBEDAajdBoNAzVonK5jMPDQ0wmE/R6vaVyBbpeVItdr9fZNvx+PyKRCHt9Op2y60gkiN4bnucZUSMbHBEYSZKYTY3OgQiKNgekLUIguFwucBzHVDo6fu3PaR9EvOhaEvmiWnQiYETCZFlmBQ2bKOEmTJgwYeK7xaJNLhqN4ujoCB8+fPi+D+0HCZMUvYDXNs0BwN3dHXiexxdffLGSaNCg0q2trSWSoaoq7u/v4XQ6V5YzEGazGa6vrzEej5FOp3F0dPRig9RgMMDV1RUkScLZ2dnKQbIAUKlUkM/n4fV68e7dO0Oy0u12kc/nMZvN4PP5cH5+jkQisfbBSpIkRoYkSWJkaBXplGUZxWKRkSey1RnNTRqNRsjn8xgOh/B6vXj//j1isdjK7bbbbdTrdQyHQ5ZfIiXEyIZHKlK32wWAlQNZSTWr1WpseGsikcD29raumEJRFLRaLbTbbfT7faYAJBIJxONxprAQeJ5nRIgyKm63G/F4HF9++SWrtgbWE6FEIsHIGxGhdrvN7FXaWU52u50VC/R6PQyHQ2aJCwaDjDBRoQG1xPV6PWYRo7puss6RsnJ3d8dyRkSqaBlqpru/v2dKi8fjQSqVYk2OZEGl1ykPtLW1BZvNpiM4tVoN+XweDocD4XCY3ReSJOlKEWw2GwKBAHudtqG127lcLrjdbiiKoiNBREaMyhC07yMRIFVV2TUickI5IFEUl1Qdl8ulywfRPmheEilZRICIDNE2tF+L6pCpFJkwYcLE9w9ZlpnLZdEmRx/Wmfj2YZKiNWg0Gq9qmqN1Wq0Wq/01gqqquL29hd1uN7TGtVotjEYjnJ2drSU49XodDw8PsFqtePv2LRKJxNpjU1UV5XIZxWIRHo8HHz58WNmwpigK7u7u0Gg0EI/H8ebNG8NjodIFst+tKjcg0Kce1P4Vj8exv79vmM+h46jVari5uYHX60UymcT+/r4hOZvP5ygWi2i1WnA6nSvzRQBY8L/VakGWZXi9XhweHmJra8swX8TzPMsK8TzPCKuRKkTL1mo1CILAhrem02ndtjmOQ7VaZcqU2+3G9vY24vG4TuGhZYncUO7H6/ViZ2cHiUQCfr8fw+EQwWDQcPAqzRtKJBKMSFKmiYgQlUFQqYLdbsd4PMbT0xNarRZTJbxeL5vZRPax4XDILHFa9YQIDn2g0Ov1UK/XGSkHoMsk2Ww29Pt9tFotNrdLW8jgdrsxn8/ZdrSvU16N8kBPT0+MxHg8HkSjUcTjcWSzWVZ6oG2O8/v9LPNDJEnbZOfxeBgJ4TiOXQ8qQqAsD32RmkPrECg3pSVAVKdNOSCLxYLpdMrUJyMbnMViYZZKWZbZ9aR/iRwR+aHXiBxRE51WLTLnFJkwYcLE9wdVVVGpVHRkaHd3d+U4FxPfLkxStALD4RC3t7cbN80Bzw/l9/f3bM7LKtRqNYxGI7x582apWlqWZRQKBQQCgZWNcaIo4vb2Fp1OB5FIBGdnZ4aKyeI6Nzc36Ha7L9Zz8zyPz58/YzweY29vD7u7u4YzdIg0JZNJnJ2drc0MLX7q8VJt5OKsIY/Hg5/85CeGy4uiiFKphGq1CqvVir29PeRyuSUSR0NZ6/U6ptMpbDYbEokE0um04R8cml1EWSFVVdeqQoPBANVqFd1uly2byWR0bXNU+EDLkTKVyWSWas2NVJ7FAgTCZDJBo9HAL3/5S2YbC4fDOD4+Rjwe1xEhapdbRYSm0ynK5TJarRbLqkQiEezu7iIajcLlcjGVp1arYTAYMNUoFAphf38f0WgUXq8Xw+EQ/X4f5XKZETSXy4V4PI5oNIpAIMCsbFdXV8zq5fP5WJMcXbNyuawjZtvb23C73ZBlmZU6aPM+1ApI1dfdbhedTgeVSgUul0unqFEDHZEDao0Dnu91qq4GwAoLaN4PkRAtCdJa0LREh2xtWusb/ZyI1Xw+Z+vP53M2P8jIBkdlCdr9L1rj6LhpPWr0UxRFR6AkSTJJkQkTJkx8j6CZlDQmwyRDv1+YpMgAVCrwmqY5RVFwdXUFi8WCN2/erFyH4zgUCgVEo1FD0lMqlcDz/Mr99no93NzcQJIkHB0dIZPJvHh8o9GIPXC+VO09HA5xeXkJWZZXDm4VRRGXl5cYDAbY29tjjWdGIKWH6o43aUrpdDooFou6WUM8zy8RIkVRUK1WUSqVIMsyUqkU9vb2lgjidDpFqVRiTWGBQAAnJydIJpOGxNBIFdrZ2TFUhWhmEdm3HA4Hcrkc0vfGUe0AACAASURBVOm0Ts2SJAmNRgPVapU16e3u7mJ7e1t3vJPJhBEhIjdGuR/gmeDQsvP5HK1WCx8/fkQ2m9WVMGhb7ogI0R9cIkKz2QyVSoXN5qEhrtSGZ7FYWJan1+vpMj9a1YjjOEZQtAUJ2vwQkc1qtYrRaLRkm3O5XJhOp2wZUoMikQi734kwaklUOp1meZzpdIpms6lrhguHwwiHw4jH44wkAc+ZH4/Hg0AgwEiGlphQaQERDFJ6tHY47ZBUymEB0NngaCaUdj4Sz/M6exy1BGqruYkA0fe0XW05wiL5MVpW20antc0RUdIqR2amyIQJEyZ+v5AkCcViEeFwGBcXF9/34fwoYZKiBciy/OqmOQB4fHzEeDzG27dv16o2NDvo5ORk6bX5fI5KpYKtra0l0qAoCgqFAiqVCnw+31rrmxbVapUN9aS8ySrQPBe3242LiwtDS9t8PsenT5/Acdza+UeKoqDRaDCSFw6H8fbt27WfetBAz9FoBK/Xu9ISSKUOhUIBHMexZrjF4xVFEcViEfV6HTabDel0Gul02vC6rVKFjo6ODC2Bi3XaoVAIe3t7SCQSOsVsOp2iWq2y+udgMLi0nLYSm5SZUCjEhq9q76fRaMSIEBEcIi/T6ZT9IdUqQlq1Z08zoHU+nzP7HClRZFOLx+Ow2Wzodru4vb1lbXZEXojA2O129Pt9Zp0zKkjweDysUpuUQgCsnjsUCjG1p1QqMQWF1CKXywVZltn9QTOOIpEIkskkVFXFZDJBvV5nD/R+vx+xWIypJbPZDJ1OB4PBAP1+Hx6Ph/2OSZKkK0Ww2+2sTIIa3+geoVIEUsa07W1EUogEkfojiiIcDgfsdrtO7aGf0zJ0LFoCRNvUFjEsEiBSmug1AMyWR1+kJpGtj9YlokbWPaNyBxMmTJgw8d2jVCpBFMWN3Ukmvn2YpEgDVVVxdXX1qqY54Lmd7enpCdvb22tzPa1WC91uF0dHR4ZtZvl8HhaLBQcHB7qfT6dTXF1dYTqdvjhYlSBJEm5vb9FutxGLxXB2drZk1SMoioKHhwfUajVEo1Gcn58bksHhcIjPnz8DAC4uLlZazogMcRyHUCiEs7OztSUVk8kEhUIBvV4PLpcLp6enSKVShg9ng8EA+Xwe4/EYfr8fFxcXS9teVJAymQx2d3cNz99IFTJSeoDN67SpYKFarWIwGMBqtSKZTCKTyehI6WAwQKVSYYoFtbbFYjGm8tB8okUiRHa2eDzOzksURRQKhSUiRGoPVTRT7o0a47R5I4fDgV6vh4eHBzbfyOVysXtba3e7vr42VHrC4TAEQUCv10OxWGT7cTgcrHbb6XRiPB4zoqQlOtlslmVq6JyBr9Ug7cDVTqcD4NkuR6qmoiiYTCa6RjyPx4NQKASv1wun08lIIFnWiHguWsi0ZIf+XSwtcDgcukIEyvzQTCAiUVTBrVVsiFyRckPr03loyxC0+9QOWdX+t3Yd7c8pL0TEjkibzWbDfD7XfW8qRSZMmDDx+wV9KL7qg1sTvx+YpEgDGgJ6fHy8cdMcZXUoqL9uufv7ewQCAUP72ng8RqfTwcHBgU4Z4DgO//Iv/wKbzYYPHz4Y1mEvYjKZ4PLyEhzH4eDgALlcbuVDjiAIrCp5Z2cH+/v7hss2m03c3NzA4/Hg/fv3S4RBVVW0Wi08Pj5iPp8zi9q649UWI9jtdhweHiKTyRgSPrI0djoduFyulXXf2hruWCyGw8PDJXJLGZVarcbyP5QdM6rs3rROWxAEVrDA8zzcbjcODg6QTqcZcSFiValUMJ1O4XA4sLOzo7PRqaqK4XDIiBDZsRYtb8Dze022t7u7O6biaIkQz/NoNpuswAN4Vmmogc7lcjHLW6fTgSRJcDgc2NraQjKZhN/vR7fbRbVa1Q1YDQaDbBArbaPX6yGfzzPiQM10wWCQtdJpK7dpSKvb7YYkSex1rWUukUgwtafRaLDXgsEgs7yR7RAAIznUDCeKIiNIVFvtdruZWkPHAkBXjw2ArU/5HSJBgiAwQmNEgohk0IBVwNgGRxY8I1JkVIagJVXa1+neIhWIjpvshDzPsyY++l6SJEbkRFGEoiisuMGECRMmTPz+kM/nYbVasb+//30fyo8aJin6LRqNBlN71mVuFnF7ewtRFPH+/fu1TXH0oHh6empY81yr1ZDL5ZDNZnWvPT4+QlVVfPnllysHmWpRr9dxf38Pu92Oi4uLpfC+FuPxGJ8/f4Yoijg/PzccMquqXw94jUQiePv27ZKKRMrCbDaD3+9fmUUiCIKAx8dH1Ot1WK1W7O7uIpfLGapTtOzd3R2i0SgODg6QzWaXiMtkMkE+n0e/34fX6zUkkDzPo9FooF6vg+O4tarQqjptCv9rMRqNmJWObHdECOm9JotcvV6HKIrw+/04OztDMplkD9yDwYARIbI10TlTLTada7vd1hUhkO3tL/7iL9hDe6vVQqvVwnA4BPBMQGg4q9vtxnA4xNPTE9rtNkRRhN1uRzweRzKZRCgUYsSRslhOpxOxWAzRaBShUEhXqa0tUaB5Sg6HA6PRCN1ul93HpCiFQiFYrVZMp9OlZjvKBhFJIjXI6/WyimxRFNnMI5vNxhQgKjAgEkSFCB6PhxEGnucZoSASpCUkWvJCmSCe59n6oigyJW8TEqS1tWntbdp/tbOCtE111GRHy5AtjrZPPyfiRKSJlDfKpQFg7xGRJO2yZL+bTqemUmTChAkTv0eQ62F/f9+w/dbE7w8mKcKzLYw+ZV83bHUR9MB4dHS0Vu7s9/tsEKvRcrVaDRzHLdniKCxOVcTrIMsy7u/v0Wg0EIlE8ObNm7W/XM1mE7e3t3A6nfjyyy8Nj0tRFNzc3KDVaiGdTuPk5GTpYalWq+H+/p6VUqyr5JYkCeVymc0a2t7exu7uruFxyrLMaikVRUEsFsNPf/rTpWW1BMtut+P4+Bjb29u6Y5hMJnh8fNSpQoeHh4aqkFGd9sHBAVKplG7fNFuoWq1iPB7Dbrez6natMkWNdPRgT5XQRKxEUUS5XGbqktVqRSwWWxrUSo1wVMBARCiXyzHbG2WI2u02a1Lz+Xy6tjoicFoFiohQJBLBaDRCq9VildkOhwPpdBrJZBIOhwP9fp+phoslCsFgEDzPs7lCRA5IDfJ6vTq1SFunTYR8Op2yqm3att/vh8Vi0alBbreb/VwQBJ1Vzm63s98XnufZgz+RT+29IUkSU3wIRiSIlD5SaebzOZtHZESCFuf9LGZ8FlUeOl96TxaJj5Ys0TETceR5nln46BgWM01EqEgRom1o/9Vmq0yYMGHCxHcPVVXx8PAAt9u9trXYxO8HP3pSRLYsl8uF8/PzjT8hnU6neHh4YLXLqyDLMu7u7uDxeAxb2qgMIBAILKkrxWIRNpsNOzs7a49lNpvh8vIS0+kUeysqtAmqqqJQKKBcLrPyA6OsjSAI+Pz5M0ajEQ4PDw1/WYvFIkqlEmKxGM7Pz1cqZZTxoZD9ullDVMVdLBbB8zzi8TgODg6YsrO4zcfHRyiKgkwmg729PZ3apC1asNvta1WhxTrtWCzGigIW5wVpZwv5fD6cnJywQaF0bM1mE9VqFZPJhDXSUYU08Hz/VCoV1pBGZRGxWIxtZxUR0rbLSZKETqfDiIzP54PH48HOzg6SySR8Ph8j16QskQJF+yO15u7uDoIgsKryZDIJt9uNdruN29tbpjp4PB423NZut7MZRVSCYLfbWbbIarWyljwarkqNdVRIMBgMWK7K4/GwunMqV5BlGVarFV6vl1V0z2YzptKQXY4UD2pus1qtjKTQ+yzLMlPh6GdkMSQiIggCu9eIBJFFbpUSpCVBWkVHa8Oj4gbKKWltcbS9xRptssFpFUf6fjKZsP3PZjO2LhEtURQZ4aGfk0WO/pssdPTvZDJhx2PChAkTJr5bNBoNTCYTnJ+fv5gVN/Hd40dPiqhp7P379yuLCBahKAqur69hs9lwdna2lkhRxubjx4+GN3yxWIQsy0vDYelBc39/f+1xtVot3N7ewmq1vpg5EkURV1dX6Pf7yGQyODo6Mjz26XSKT58+QRAEwwY4VX0ePttoNFYqSLRco9HA4+MjeJ5nVrBVqhrlUabTKYLBIM7Pzw3LHF7KDZEdka6tEWGi62FUp60lL7S9TWYL8TyParXKLHI+nw+np6e6eTndbheVSgX9fh9WqxWpVAqZTIY151G5gLYaOxQKLRGhbreLVqvF7l+3241EIoE/+ZM/gd/vZxXdVNCxWM7A8zxarRaKxSIjSrFYDMlkEoFAgFneKIMUCoVwfHyMQCAAjuOYbY4IAjXJeTweSJLELJWkgFA2CHjOklEbH53f1tYWVFXFfD5napDL5YLP52OkhMoRKL9jt9tZJkhLgrSWNSIC2jlRVDixSIIob0OV30YkiDI6iyTIqBVOS3JI0dIWLKyrxKb90j613xPZoXuOSBhtk1QfrSJExEf7ReUQgiCw77XXxYQJEyZMfHeQZRnFYhHBYNAwvmDi948fPSna3t7WzXTZBIVCAZPJBO/fv1+7HtUip9Npw2wP1Qhvb2/rJtbTPpxO51LGiKAoCvL5PKrVKkKhEM7Pz9dWgU+nU3z+/Bk8z+P09BTpdNpwORqiabVa8cUXXyxVeMuyjMvLS/R6PeytmVHUbrdRLBYxm80QDAbx5s2blfkmbfuc2+1emW+aTCZ4eHjAYDCAz+czbJ4bDAZ4eHjAZDJh5QmLVd2j0Qi1Wu3FOu1NZwsNh0NUKhVmkYvFYshms+x8ZVlGtVpFtVrFbDaDy+XSFTAIgoBSqYRWq8XsS4uKkCzLOiKkKApcLhey2SwSiQSCwSDa7Tb6/T5ub291zXLHx8dIJBLM8vev//qvS0QpHA5jMBigXq/j6uoKqqqyDFIwGMRoNEKz2cTDwwMjFlTqQNY2UqKAr9Ukh8PB6rZJDXK5XDo1aDgcYjAYwGKxwOfzMTWI53lGylwuFzweD/u5dgiplgSRCqIlQVSFTeSB3kuynhEJcjgcOhJECpWW7JACRPvXtsIREQGgI0GLs4S0w1W1KpC2lY6GtlKTHvC1agRgyQZHX0YqEP2cfiYIgo4I0fdUHmGSIhMmTJj47lEqlSAIAt69e/d9H4qJ3+JHT4oAvIoQ0Sf92WyWhb6NQGqKw+FY2Ur38PAAu92O/f19FAoF3T6GwyFOTk4MLWkcx+Hy8hLj8Ri5XA4HBwdr1ap2u42bmxvYbDZ8/Phx5eBUygf5fD68f/9+iWQJgoBPnz5hMpmsJFaUFxmPx/D5fGtLF3ieR7FYRKPRgN1ux9HREba3t5cUNUEQUC6X8atf/QoOhwMnJydIp9O6c+Z5Hvl8Hq1WC263e0nhWlWnrVVpCJvMFiKCUalUMJlMYLfbkc1mkclkmMpEVrt6vQ5JkhAIBHB+fo5EIsEqpwuFArPQhcNhRmCcTicURUG320W73Wb12E6nk2V8qNGt3W4jn8/j+voagUCANcslk0lYLBa0221mhQS+JkqxWIyRmbu7O9bKlsvldLY6ujcDgQB2d3fh9XohCAL6/T7u7++ZGhQOh9ncqtlshlarxR76KXcEgKlBRK68Xi8jSNPplG3P6XTC6/UyBQcAK0fQEgsiH0ROjOYBEQki8kAkyGazMTJCOR0iT1oQWVg1C4juU+0Q1kUbHREaIl40qJXneUbABEFgxIoIsva4iQhpSZGRCkTkh4gPkR5BENj+KG/lVRT8GYCfAfgLAMrlJfDxo+HvrAkTJkyY+N3BcdzKuZQmvj+YpOgVEAQBt7e38Pl8S7OEFkEPy0ZtbQBYGP7k5ET3OmV+6JP2RXS7XVxfXwPAiy1v2ua4YDC4crCsNme0Kh80n8/x1Vdfged5vHv3bokQjsdjFItFNmtoVWU28HXhQrlcBgDkcjns7u4uXSdFUVCpVFAqldDv9w2XUxQF5XKZzbrZ29tDLpfT5XuosIHqtBczQHQNNpktxPM8arUaarXaykzRonKUSCSQzWbZH75er4dKpYJer8csdNlsFl6vF4qioN/vo9VqodPpQJZlXT02DTptt9t4fHzUFSqkUin89Kc/hcPhQKfTwc3NDXtd2zxHFd3FYlFXphCPxyFJEprNJivD8Hq92Nvbg8vlYiRJmy1KpVJwuVyQJAnD4RCPj48Anj9oCIfDsNvtOjUIeJ43FA6HmepD7XhOp1NXo03qqdVqZbY1IhdEImigrNYmR+ekrZwmEqRVcMiORvek9l+jdjitykPbode0JGixEMFisbAabFVVwXEc7HY7JEnCeDxmxQi0DdquUSmCVv0xUoKMVCBSxMhqeIhn8vOz3369B6D9bR/9wz/AZZKijWCxWGwAfgWgqqrqX3/fx2PChIk/DtCHjS89S5r4/cIkRRtCVVXc3NxAkiRcXFysDcTR/J14PG44zJWsb36/f4n4NJtNTKfTpdIHVVVRLBbx9PTEFAejogKCJEm4vr5Gt9tFKpXCycmJ4THLsozr62t0Oh1ks1kcHh4uEZnRaIRPnz4BwJLSpKoq7u/vUavV4HA4Vqo9tGy9XkexWGSFCwcHB4bNeqR+cByHeDyO09PTJcWt0+ng4eEBHMchkUjg8PBQty1SMmazGWKxGHZ2dpYySpvMFgKeiQ61tqmqyjJFZN+jgohKpcLa6LT5JEVRUK/X2Xwip9OJ/f19bG9vs1a3p6cnNifIbrcjmUwimUwiHA5DURR0Oh18/vyZ5Yi0hQoejweFQgH5fJ7Z69xuN3udju83v/kNe0Cn1jlSky4vLyFJEpxOJxtIS7OBOI5jahBZGzmOQ6fTYQ/xwWCQ3c8cx6Hb7bKGOb/fz0jfdDrFdDrVqUFUE02EhYgQkQytckNqEJEmul5awkONcdq5Plp72yIJWhx+Sl9aUkQES3s8dHy0TyJrdL20xQ5EJrWWOMoQaYmPNhe0mAfSWuC0KhARHiJBpAi5ZBl/Aj0JWj1eGrgD4BwMYH5uuTH+ZwDXgHnJTJgwsRmGwyFarRb7wNHEHw6+F1JksVj+DwD/NQABQB7A36iqOvjta38L4H8EIAP4n1RV/fvv4xgXUa1W0ev1cHJysmS3WsTd3R2sVuvKeu9yuQyO4/Dx40cdAVEUBY+PjwgEAjoyxfM8rq6uMBwOsb29jaOjo7WkbDab4fPnz5jP5zg+Pl7ZjsfzPD59+oTpdLpyuW63i6urKzgcDnz48EFXaKAoCq6urhihMiozIFA72Ww2QzgcxuHh4VJeCXhWnB4eHjAcDnW5oWq1qju/h4cH9Ho9w2yR1kpHw2YXla1NZgsZ1W5ns1lsb28zQiqKIur1OqrV6rMVyevVKUdUGU4V39r5RMBzUUa5XMZ0OmVzghKJBDufXq/HSKs2R0RDVbVkqlQqMSJGFdqtVguXl5estIFa51wuFzqdDu7u7hhJov3SjKNKpcJyR2SLGwwGKJVKzPpGapCqqhiNRqjX6wCeG+aCwSCzhJEaZLfb4XQ6mZ2NiA3VWxPhIBJiZKUkAuJ0OjGfzxmJIDvc4uwg4GvFh0gF/be25Y1IEBEfIkqAvhmOiBAtQ8SLwHEce+9pOcr60DbpNVKDtKqQtgRhMQ/EcZyOGGl/JvA8dvE1+fkLABdY/Ud+imeJY+vf/3uc/c3fAH/+5yj+y7/gr/7qr1asYUILi8WSBfBfAfg7AP/L93w4JkyY+CMAVXC7XC6zgvsPEN+XUvT/AvhbVVUli8XyvwP4WwD/m8ViOQfw3wN4C2AbwD9YLJYTVVXlNdv6zkFFAPF4fKklbhGNRgP9fh8nJyeGnwDwPI9SqYREIrFUPEDzirQDXkVRxK9//WvIsow3b96wh9NVIHudxWJZO7x1Mpng06dPkCTJ0A4HPA+Cvbu7g9/vXyqVkGUZnz9/Rr/fx9HR0cpCiPF4jHw+j8FgAK/Xu9LyJwgCCoUCGo3GytyQJEkolUqoVCqw2Ww4OjpCJpPRheorlQobFLq3t4ednZ2lHNBLs4UEQWAWOUEQlogO8HXuqNFoQFEURCIRHalarNym8oVIJAJRFFGpVFCpVJaIksViQb/fx93dHdrtNrPPUY4oEAhgPB6jXq/rhq6S6vaTn/yEKWjaDNHJyQkCgQB6vR5KpRIrWojFYqwsg7JnqqqyNjngWXErlUoAnnNFqVSKqTK9Xo+pI4FAANFoFKqqYjqd6mx2Pp+PkQP6Oc0U0hYFAGD5Hq0tjn7udDrZ+qRqaYkRKUZGShD9nLapLVAAoNuXlpxpCZM2+0MkiWYLaS1wpABRdoj2qy1kMKrEpqzPogpEyo+2KMEmSfgJ9CqQcX3KMwoArkIh/PXf/R3ws5/B9+ED/vMVH2KY2Aj/J4D/FcDypzsmTJgwYYBWq4XxeIyzs7OVY0xMfH/4Xv6PqKrq/6P5z18A+O9++/1/C+D/UlWVB1C0WCwPAP4MwP/3ez5EBlmWcXV1BbvdjtPT07XLCoKAh4cHhEKhle1u+XweAJasYLIso1QqsUYvAj04f/nlly+G8Z6enlAoFOD3+/Hu3buVA187nQ6ur69ht9vxxRdfGFZkPz4+4vHxEdFoFG/fvtX98oqiiK+++gqTyWQlUeM4DoVCAa1WC06n05DkAMuZoJ2dHezs7CzlrHq9Hn75y19CEASk02kcHBzo7G2DwQD39/eYTqeIxWI4OjrSqTlPT09rZwsBy+qRlshoj0ObB9ra2kI2m2XqYb/fR7lcNswLzedzNmBXlmVEo1HkcjlEIhEMh0M8PDwsER2yz9Gsoaurq6Whq8FgEL1eD+12G7/4xS90GaJIJILxeIxms4m7uzsAXxct2O12Vp0tyzLcbjey2SxsNhvG4zHK5TLbFpUk0HBV4LkRjuyIlI8hu5zL5WLNc9RIZ7FYWJW21h6mJbVUfEDbtNlsuvwOER/aJq1PpGcxC6RVfoiQaDNFWrscraNtlhNFkak+i9Y4bWaJjpnIEqk4RASNMkHa5jfK/Wjtb2SJI2K0rSg6FegLAKsqYjgA/wzA9+/+Hb78j/8R+NnPcJBKwXSvfzuwWCx/DaClquqvLRbLf7Fmuf8A4D8AwNbWFv7+77+58WE4HP5O6/8QYF4D8xr8MZ+/LMusgEs7c+61+GO+Bt8Gvsvz/0P4mPB/APB///b7DJ5JEqHy2599b8jn85jNZri4uHhxjhHNZdEqPVqQj3R3d3eJsLTbbXi9Xl3oThRFVKtVVrm8CvSL1mq1kEwmcXp6uvITiHK5jHw+j0AgYFgprqoq7u7uUK/XkUqlls6F53n827/9GziOM1SYSM0hu9vu7i52dnYMj4eazSgTdHBwsJSTGo1GeHh4QLlcxunpKd6/f79UfKBtndNa5WhOUj6fhyzLhrOFFEVBu91GtVrFaDRi6lEmk2HHIssyywvNZrOlPJCiKGg0GswGt/j6aDTC5eUlK17QEql2u41f//rXrBGPZgVFo1FWiEC5KLK/HRwcIBqNsvvp6uqKZXJyuRwSiQSbU1QsFlkRw/7+PrxeL4bDIasCJfLldrsxn89ZU57L5UIymYTVasVoNEKj0YDFYoHf70csFmP76/V6AL6uzAbA1CDK/pC9joiAtsaa/qXcDdniaF4OZYO0M3yIMNP2tCUM1ASnJUEA2PqLig0tS4SIjoOWs9vtTFWj/VksFmb7W7S/afexaH9bLD9YzAJp/9siSfgCehVondHiCcBXfj/++j/9J+BnP4P740f8Z69o1TTxavwcwH9jsVj+SwBuAP8/e28e22ien3d+eN+iJIq6qfusKh3V052kZ+2MZ3ow456Jr8ROAiTGIrtZb7yJDdixYxgDBAgQB0EAGwtkASMTBMgf2UWySRzs/jdYx3aMJHZ3V1eVbomiSFE8xEO87/PdPzS/X708VD2JZzzTXe8DEC3x5SWKqubD5/v9PCM6ne5fKYry19UXUhTlm8A3Ad5++23lTzKa+K1vfeuNH23UngPtOfg0//zX19fY7XaePn06tIPxO9Wn+Tn4buh7+fN/z0yRTqf7XWB6yKFvKIry/3z7Mt8A2sD/Ka425PJDSzO+m5/APSRB05qcnOzZGRimYrFIKBRiampKfoqtlpgjbbVaVKtV+ak93L+xEgWn6vtJJBIkk0k2NjaIRqND71fsrNRqNWZmZmg0GpLq1n//onzU7Xbj8/nkm3ShTqfDzc0NxWKRqakpOeon1Gg0CAaDdDodlpaWePbsmTwm8NECYz0+Pi6fC/XPCvc7QfF4nEqlgs1mY3Z2lkaj0fMzimLVbDYrd1fS6bQs9hS0uGQyiaIoeL1eJicn5WOq1WrSxDidTubm5iQCU9x+JpMhm83SarWwWq14PB7GxsaoVCpcXV3RbDbJZDISh22325mYmMDtdlMqlTg+PpbHxW2IschiscgHH3xAOp2mUqlIwyNQ1x9//DHpdJpms4nVamViYkJ2BT1//px8Pi/HxJxOJ6Ojo4yMjHB3d8cHH3xAoVCQI2ajo6O43W5GRkb4vd/7PXlMPG8Oh4N6vc4f/dEfyZTD5XJht9tptVo8e/bsfhzLYMDlcsnxMAEDsFqtmEwmWa4qEhMBMhCmRpgdNflPnNTIbJHSCAMjjok0SNyGekRNjNKpryN2e8R56p0g9f2rj9VqNV6+fNkzGqfeIep/HOpUSd1PJO67H5QgTurdJfHciPE39XFhnKaBH+KVCfoc9++0h6kBPAeym5vM/fRPk9/epjExgQn4FkAuB7//+w9c+/V60z+B/E6lKMqvcz/2zbeTol/pN0SaNGnSJCTem3m93j+RIdL0vdX3zBQpivLl1x3X6XT/I/AXgPeUV22BUXo/EJ0H4g/c/nftE7hhajQaPHv2jNXVVZ4+ffpasEGn0+HDDz9kaWmJz33uc0Mve3t7+2Ax6eXlJWdnZ/zsz/5sz8jXBx98wNtvv83jx4+H3m8ul+P09JSxsTEePXrE+Pj40Mu1221OT0+xWq188YtfZHl5SbazEQAAIABJREFUeSDJarVaHB0dYbfbh0IXyuUyh4eHeDwednd3e9KabDaL3+/HZrOxu7vLysrK0JE8dS/R1NQUy8vLcj9FSOwFhcNhXC6XxHD/7u/+rvxkQIzKWa1W9vb2ekblOp0O19fXRKNRSaQTo1/wqlA3lUrhdDp56623JEVOPI5isUg0GiWdTjMyMsI777zD/Py8/IesWq0SjUZJJBI4HA729/flGJxIjaLRqKS/zc/PMzMzQ7fblSWudrud7e1tFhYWGBsbI5VKkUwmyefzuFwutre35fhcq9UimUySSqVoNBpMTk4yMTHB1NQURqORVCpFKpXi6uqKz3/+8xKY0Gq1SKVSEnKwu7vL2NgYiqKQyWQolUrodDpGR0ex2Wy0Wi25I2SxWHA4HBKgIDqSzGazNAHCwBsMBmmO1Ghq9e+1v8xUFJOqDYgYixP/HAjCnHq8Tp3uqE/id69Oi0QvkPoyR0dHLC8vSyMn7kNcp38MTm1iRHLVT4JTj8H1X0fsAgkYQqPRgHabPXqBCEsDfy2vFAdeWK38yK//Oo4vfxnLW2/x7gOjsX9SvemfQGrSpEnT90LBYBBFUR7srdT0g6HvF33uR4FfA76gKEpVdej/Bf4vnU73W9yDFtaBD/+0H5+iKJydndHtdtne3n6tIQIIhUI0Gg0eP3489LLtdptgMIjb7R4wRLVajXg8zvj4eM/oWDQapd1us7i4OPQ+o9EoV1dXkq72EJ67Xq9zdHREtVp9sHC1Xq9zcHAgO4j6QQiFQoGjoyNZ/qqGEqRSKc7OzrDb7ezu7g41Zp1OR3YFPbQ3BMj9lmq1yvj4OGtrawMAhKurK5LJJFardeCx3t3dcXl5SaPRYHZ2luXlZZlwpNNpotEoxWIRg8EwMCKnKIokrokxuv4y1lwuRzQaJZPJDOwTicQuFovRarV6ilrr9TpXV1cSyjAxMYHP58PhcBCLxfD7/RLosLS0JIELqVSKg4ODAXKc3W4nk8nI50oAE3w+H+vr66TTac7OzlAUBbvdzuLiIgaDQSafAqQwOzsre5FyuRxGo1GOaVarVbkXJX7+RqMh0yOj0ShHB8W+jHocTvxXmBhBq2s0GvJ8sS8kzIR6p0e8btRAhH76m/oy4nGoEySx6yOMmNjtqVar8vrlclkmQWoctroLSKQ9wuiox+D6u4FE2it6lur1OsZ2m/8B+BL3M1fvAK9e1b1qAS+Bxltv8UO/+qvw7rvMLiww+985e67pey9FUf4A+IPv88PQpEnTD6jEXu/CwsKDu96afjD0/dop+j8AC/D/fftT4D9WFOVvKYpyotPp/m/glPuxur/9/SDPRSIR8vk8W1tbPW/Kh0mkCnNzcw/u/YTDYVqtFmtrawPHQqGQfIMtpN4l6k9cut0ufr+fRCLBxMQEW1tbD2KwRb+QoigPkuhKpRJHR0d0u1329vYGYt1MJsPJyYlMZdREvdvbWy4uLhgdHWVnZ+fBvaGrqysajcaDe0O1Wo2rqyvu7u6GIrSFqfnggw9QFGVgT6ler3N5eUkmk8HpdPL48WP5uyiVSvj9fkqlEjabjfX1dZmwiOdajdQWl5menpa7KiL5KZfLmM1mlpaWmJ2dlSQ08fsQlDmfzydH6E5PT0mn0/J3LIplo9Eoh4eHctRwYWEBu90uCXD95LjR0VFyuRyxWEwmP6Ojo8zPz2M2m8lkMsTjcc7OzjCbzczNzcnC1Wg0KtOfqakp9Ho9pVKJeDyOTqdjZGREGrtcLodOp8NqtcrxOjHGJ5DXagMBSNMhRt7UEumPulS1f1+oH2+tTnz6U5/+viD1OBv0orMFalyYHNEVJGh1akKcMFXqPSBhitTwA7UBEl/X6/UeM9RuNHgbeO/bp8/z8ChcEnhuNvNnf+mXGP/61zF97nO88wn/5mjSpEmTpk+PAoEAZrNZEl01/eDq+0WfG3QHr479Bve9D98Xid2gycnJnrGrYep2u1xcXGCxWB5sJRajVjMzMwO9PKVSSYIXxBtPeDglajQanJycUCwWWVpaYnFx8UF6SSqV4vz8HIvFws7OzlBzl81mOTk5wWQyDSRAcF8ke35+jtPpZHd3twc0EYvFuLy8HEqng1eAhGKxiNPpZHt7e8CUiR2mSCSCTqdjZWWF+fn5nrStUCjg9/uJx+Ps7u6yvr4uTVW325UIbp1Ox+rqKvPz8zItCIVCxGIxTCaTTG3E86UegRuG1BbY7FgsRrPZxOFwsLm5KU2FeFx3d3c9lDmbzUY2m+Xly5fk83mMRqMcoWu329zc3JBMJgGYnJzE5/PRarUksU5NjhP7RwK2IIAJKysrOBwOCoUCNzc3shdnZGSEtbU1Go2GHLUTu0wmk4larSZ3sAQwodPpUCwWZQeSw+HoIcYJUIIaZS1G5WBw70YYyf4+ITVGW70vpEZlCzOjToeE8VKPwqlH9ISpEY9DXZhqMBjk/Yrzms0mpVJpYBROJEKNRqMnEVIbIbXxEV+L0zbwZe5N0I8AwybGu8ABkN3a4r1vfAPefZeplRXe11IgTZo0afpMSoywb25uPvgBtqYfHGm/IZU6nQ5nZ2dYLBY2NjY+8fKCNvZQSgL3nxAYDAaWl5cHjoVCIUwmEz6fT8IIHkqJCoUCJycndDqdB7t+hMLhMKFQCLfbzZMnT4ZS8xKJBBcXFzgcDnZ2dgY6lYTpGR0d5cmTJz1/zIJgNzExwaNHj3pMjIAxJJNJzGYzW1tbTE1NDZg3dYI0NTXFyspKz2PoH5VbWlpid3dXHs/n8/j9fqrVKl6vl7W1NXn9TCbD5eUl9Xqd2dlZVlZW5OP/JKR2v1kaHx9nfn5e9u+k02kikQilUgmTySRTI7Hbc3JyQqVSwWKxsLa2xszMDOVyucdAzc7OMj8/T6VSwe/3UywWMZvN+Hw+JicnaTabJJNJwuGwTHhE+iRMkhj7GhsbY25ujm63y8uXLwkEAvJ8r9cru4QEUU7gxUulEuVyGaPRKE1mrVaTRkr0B6mx2eIkYAIirVGPxQlimxqtLcAM6lG2fkiCuixVPSKnhhuod4jEecL81Go1Sa9TF6aKvymRHFWrVbkjNYwMJwyPOhkSSZAYiWs2m8x2OnydexP0Je5nfYfpDIhvbfHeP/pH6H/kR3iqwu1r0qRJk6bPrrrdrqxJ+aQP2TX9YEgzRSqJN9L7+/uf6Oir1SrhcJjJycmhxaeApJutrq4OoK9zuZw8pr6vYSmRKFEVI2ziDXy/RHKVTCaZmppic3Nz6I6T6DMaGxvj8ePHAz+rMFXDTI/oL5qcnGR7e1uanU6nI/uG4GEUd7lcJhAIkM/ncTqdPHr0qGdkT1Dyrq+v6Xa78nbEyFir1ZL7Of0I7kajIbt+HA6HxF52u13i8fiDSG24N1mRSGTovpDYiYpGo9TrdWw2m+w5UhRF3rYoYt3e3sbr9ZLL5Tg8PKRQKEgDNTMzQy6Xk3te4racTiepVIrDw8MeVPbExIQELYjeIJfLxfLyMnq9nlwuJxc4dTqdNEji9WUwGHC73eh0Omq1mjSDNpsNi8VCo9GQyGlRfKre2YFXpLdXPJThY3GNRqOnRFU91qbX6+VtCrOiRmH3QxTUY3HimDBJIhESEAYBjBC3q+4KUmOyu90upVIJi8XSg8YWSGyRBqnNkDBC7k6HL/FqJO6hj0xiwEuPh6//1m/Be++xPTfH9gOX1aRJkyZNn12J9wx7e3v/3Z1Emv50pZmibyuVSpFIJFhaWvpEXKKiKFxcXKDX64fuCcH9G7urqyvsdvsAyQ3uSSQWi6XnWLvdHkiJyuUyFxcXkjD3UFdSq9Xi+PiYQqHA8vLyUECDwILHYjEmJyfZ2trqMTyKonB1dUU0Gh3aURQMBrm5uRk4lslk8Pv9koy2srIysEwosOPxeByj0Ti0zLVQKHB5eUm5XB4ALSiKwu3trewcUpsuYUxCoRDdbpfl5WV8Pp8cc7u4uKBarUqqm9frlW/Shdkol8s9yY/ZbJapVzwep91u43a7WVtbw+PxSLBCPB6n0+kwNjbG1tYWo6OjpFIpPv74YyqVClarlbW1NSYnJ0mlUjx//pxGoyENodFoJBKJ4Pf70ev1eDwe+fjS6TSnp6eyWNXn82GxWCiVStzc3Mjzp6enMRqNHB8fE4vF5J6Q0+mk1WqRy+UkdMHpdNJut6lUKsD9npDJZJImoR+WIEbT9Hp9z/diLE4YKvG9SIP6x+LUxarqREhNpBNmTFxO7A6Jx6XeA1JT4kSipaa/9Y/GiRRIjM6pTVC73aZWq0kD1Gg0MLXb/DCvTNBTYBhuJQf8kcXC137zN+G995jb3GRO+5+fJk2aNL3RajabhMNhJiYm5ISGph98aaaI+0V9v9/PyMjIg7Q3tW5vbykUCmxtbQ0kQEKxWIxqtcru7u5AWpNOpymVSgOmZFhKdHNzg8FgGJroCFWrVY6Ojmg0GkOR33Bv0k5PT7m7u8Pn87GysjKAwr64uCCRSDA/P8/q6moPClmYqdnZWdbX1+UxQZ9zOBwDqY+47u3tLaFQiHa7Lalw6p+l2WwSDAZJJBJYLBYeP36M1+uVx0W6ZLVaGR0dZWNjQ5olMZpWLBblXpDNZqPdbnN1dUUsFpN7VSJREvtCIt2x2+09+0KVSkWOAAKSFjcyMkKlUpFpHIDX68Xn82G324nH41xcXNBoNHA4HGxvbzM2NkY8Huejjz6i1WrJx68oCuFwmFKphNlsZnV1FafTKalyIi2amprC6XTKfaBGo4HRaGRiYkLu6iQSCZmqTExMoCgK+XxeYrQFWltdqGoymQbKVAUsQRgOQYwThDuDwTAwFtf/vXh++7uD1LtC6u/V+0HC9IgUSPQlicsJ89NPh+vHY6v/K8bexFhcPp+nUqn0oLKbzSbdZpN36IUjDPvLrgF/pNez80u/hPev/BXG3nqLrz0wOqtJkyZNmt5MiQ9pNQT3p0tvvCkS+G2AR48efWLEKdKDsbGxB2dERYrg8XgGENWKohAKhXA4HD3EOTGipU6JarUa6XSa+fn5Bw1RPp/n+PgYnU43lB4HvSnS2toa8/PzPcfVhqk/ZVIUBb/fz+3tLfPz8z3JmAAxuN3uoXtV6uRndHSU9fX1ntE/dcLT6XRYWFiQ+GjxnIjOoWazydbWlnzOO50O4XCYSCSC0Whke3tbPp/q5Gp+fp7l5WW5dyL2hdTpjugoyuVyEnhgMBjk7o/NZiOfz3N4eCiPzc3NSSiE6B5qt9uMjo6yubmJ3W4nGo3i9/ulWfH5fNRqNYLBoCyuFQYzFotRqVRkWiR6htLptKTEjY+PMzk5Sbvd5u7uTqYzwggp3y60NRgM2O12WbZaLpcxGAyS9CZGyUQiBMjzBBFOEOJECWy9XpdjceI1BcikTr0fJAyM+nvx+MSIm3okTpipRqPRMxanHodTI7XVRDj1+Jv4Xoy99RPiRCGtoijU63We8MoEfQEYxo7sAM8A10/+JI9+4Rewff7zfElDqmrSpEmTpgdULpfle6aH6lI0/WDqjTdF0WiUQqHAo0ePviN+/OXlJd1u97Ughtd9QnB7e0u1WuXJkyc9BiydTstOGSFBZes3MUICliBKU4c9/nq9zuHhIfV6fWiK1G63OT4+Jp/PD5S2KorC+fk5yWSSxcXFHljE6wxRo9Hg6uqKVCqF1WodSH6g1zCNjY2xvr7eQ7/r7xza3NyUhkiUxdbrdWZmZlhZWcFkMtFsNgkEAqRSKRwOh0RzVyoVQqGQBB0I6pvD4aDb7ZJKpeQIndlsZmVlhZmZGYxGoxxhE4mO2EUSJDl195AY54tEIjJJmpqaYm5ujmKxyNnZGfV6HafTydbWFu12m0gkIs9bW1tDp9NJUITYH/L5fLJwVew8jY6OYjAYqNfrpNNpOeLmcrkkYU2n00mMtjANQE8CKEbUxEkYC5FCKYrSU8yqJsyJ60MvFW7YfpB6lE49KieuLwyR2FMSI3P1er2nO0gkQGoqnHr/p/88YZgajQa+bpcf45URevWRRK9OgdSTJ/zIP/yHGL7wBf7sEJS9Jk2aNGnSNEyBQECO42v6dOmNN0UzMzMYDIahI2f9SqfT3N3dDe3aESqVStze3sqRKrVE8uF2u3voceKT/7ffflumRM1mk0QiwfT09AAZTqRNNzc3D8IS4P7TiqOjIzqdDru7uwNI7FarxeHhIeVyuSdpgfs3s2dnZ6TT6YH0KJFIcH5+ztjYGE+ePJGGqNvtStiCoigsLS3JXh6hTxqVe6hzKBQK9Zgeu93O/v6+/JkSiQSBQKBnpwjuoRHhcBi9Xs/i4iJzc3OYzWZpSKLRqBx329raYnJyEkVRSCQS0rDY7XY2NjaYnp6mUqlweXkpjYjoHhImSRivubk5pqenyWazHB0d0Ww2cbvdrKysyLRRnDc7O0u1WpWJmdVqZXZ2VvYJRSIR4L6zSOwE5fN5ut0uVquVkZEROp0O9XpdUvHEzyhSFmFs1BS4YeNxwuioiXHQC1tQJ0Ei5VGbIjVJTpDghPkSNDv1eSKVEkmQGOtTJ0HCFD1keoZ9Pdrp8BXuDdCXgYeGGCLA8eQk7//mb8KXvsSj2VkePXBZTZo0adKk6SHd3d3JD5k1BPenT2/8b8xoNDI7+xBQ95Xa7TaXl5c4nU75hnuYREnXsN0k0Xnz+PHjnvNFuab6OtFoFEVRBu6r0+lwfn5OOp0e2O9RK5fLcXx8jNFo5OnTpwPEukajwcHBwf0Y0ZMnPQS9brfLyckJmUxmYNzuIUMkdmFqtRper5fV1dWe5OqTRuVe1zkkUpIPP/yQbrfL0tISCwsLMlnw+/3kcjncbrccXSuVSlxcXFAul5mcnGRtbQ2z2Uy9XicQCHB7eytH6DY3NxkfH6fVanFzc0MsFqPVasneH4/HQz6f5+joiFwuh9FoxOfzMTc3J7HaopNoaWkJr9dLMpnk5cuXtNttxsfHmZmZkZdtt9uMjY3h8/koFosEg0EMBgNerxez2UytVuP29pZut4vdbpemMZ/PUygUMBqNOJ1OuSckeopMJhNGo1HuCQmTI8yISHeMRqM0S4IcJ/p8zGazTIQEjEIYpH6Mtvr7YaAENTZbnUKpgQnC/Ag8thiTU4+/CRBCvxmq1+vU63WJEje3WhKO8GVgf/DPE4As8MdWK1/7NiHOt76OT4MjaNKkSZOmP4HUgK3v5H2lph88vfGm6DtVMBik1Wqxs7Pz4N5RMpl8sKRLvOH2eDw9ez/tdptoNCpTAHGeoNCpE6lms8nR0RGlUonV1dUHzZmAH9jtdnZ3dweSpmq1ysHBAZ1OZ2APqdPpcHx8TC6XY2Njo+cPW22IdnZ2ZPogRuzsdjt7e3sDpJVisYjf739wVO51nUPVapWLiwui0SiPHj2SkAVFUbi5ueH6+hq9Xi9pdoqiEAwGiUQimEwm2elUKpUkrhteFacKiIHf7+8ZhRNghXQ6zfPnz+X4nBitE1jtcrksO4kEVOHjjz+m2+3i9XqZnp4mn89zfn4ud4tGR0fJZrNcXV1hNBp7xgKbzSYmkwmPx4NOp6NSqZBOp9Hr9TgcDmw2G41Gg2KxiE6nw2KxyPE4YSDEKJw6jQEkJU7sIqmpbsK0iNRIGCN1T5B4ffSPyIl0R7xG1ZQ6kTSpzZAa8CAesyhOfQiRrTZBajM02enw14Gf4r40dRgcoco9HGH/V34Fv8/Huz//8xocQZMmTZo0fVcVi8Wo1Wrs7u5qCO5PqTRT9B0on88Tj8fx+Xy4XK6hl+l0OgSDQVwu11AAw83NDe12m5WVlZ7zBXFOPboWi8VkmiJUqVQ4Ojqi1Wq9trxVFKsOK12F+/G+w8NDdDod+/v7PQWx7Xabo6MjisViD9QA7nehLi4uGB8f58mTJ9IQnZ2dkUqlWFpaYnFxsecfglarRTAY5Pb2FovFMrDT9LrOoW63SzgclvS9+fl59vf35c8gUqCJiQnW19exWCzk83kuLi6o1WrMzMywuroqH2MymZS3Mz8/j8VioVgscnJyIk2HGIWzWq3c3t5yfn5OrVaTdDqv1yux2urzXS4X0WiUq6srAKanp/F6vdzd3XFycoKiKExOTuJyubi7u5PzxjMzM3Q6HVKpFIqiMDY2JlOcu7s7FEXB4XDgdrtpt9uUSiXgPs0RXTti9Ewgs4Ge8Th1n5C4jDA/4phIhdT4bJHqqEtThakSr/f+hKi/P0gNThCJkfivejdITYlTmyCRAIl0qFarUavVWOl2+SnujdC7Q/4G2sBHwOhf+kts/52/g/3dd3nv2ya7+K1vgWaINGnSpEnTd1GtVotwOMz4+PgAYEvTp0eaKfoEdbtd/H4/NpvttUtzNzc3Eond/wlBo9EgFosxPT3dM8YmUiKv19uDNY5Go4yPj0vDks1mOTk5wWg0sr+/P9SYqTuGvF4v29vbAyhwMQJmMpnY3d3tSWvU+0WPHj3q2fN5yBCdn5+TSqVYWVnpMXACwx0MBul0Ovh8PpaWluSoXP/x/qJXdXI0NTXF6uoqlUqlh0ZnMpnkPlK73cbv9xOPx2XB7djYGHd3d/j9flqtFouLi3K/KZvNcnZ2JkfeFhYW5KieKGIV43Orq6u43W5ub2/58MMPaTabuFwuHj9+jMViIRKJyM6qubk5PB4PyWSSo6MjdDod09PT2O12UqkUyWQSs9nM3Nyc3BnT6XSyXLVQKNDpdLBYLIyMjKAoCuVymW63i8lkwmq1yjEzYYTUvz9xTCRHIplRQxMEilsYnf69IGGE1AmRGHUTJ/G9endIbYCgt0BVvSMkkiphgMSIXKPRGEiDhCmq12rsgTRCO0P+/mLAxdYWX/on/wTjn//zvPsJXWOaNGnSpEnTd0vX19d0Oh0Nwf0pl2aKPkHhcJhqtcre3t4AclqoXq8TiUSYmpoaisS+vr4GGDBV6l6iaDQK3I+otVotaTLq9TpHR0c4HA52dnYGRuHg/s2sMCj9HUNCmUyGk5MTaRrUt9NqtTg4OJBUPPV+UTwex+/3Dxgi0dWzvLzcY4iKxSKXl5eUSqWhGG51r1B/55A6ObLZbD2jeKVSiWfPnvWkQEajkWw2K7uBBH5bIMZTqRROp1MaQFHUWq1W5cjbzMyMhCSIPaPx8XEWFhYkVvv8/FzuAW1vbwP3JljsFy0uLkrjdHBwIHHeNpuNRCIhzdr8/DyNRkMitsfGxmSnkE6nw+l0otPpqFarFAoF9Ho9FotFpjAiiRG7PurxOPH7Vo/HCXJbp9ORKY/4un8kThgkMebWvyPUarUwGAxy7K2/SFVNjFPjsYXpEeNxIiUSJqh/R6jRaFCpVGg1Gnwe+IvATwKvuIev5AeK773H27/xG8y98w5z+mH1qpo0adKkSdP3TpVKhXg8zuzs7MD+tqZPlzRT9BqVy2Vubm6Ynp5+bSPx1dUVOp1uYDQO7v9YEokEc3NzPeABdUokEiFFUYhEIoyMjEiqmjBLDxkiNVL7oT0jgc8WBsFkMsljauDCzs5Oz88pDJHH4+Hx48cymbi8vCSRSMiROegdlTObzQOjcuqUx2g0DoznJRIJrq6uaLfbLCwssLS0hF6vl0YpGAzi8/kkca7VasmxOLvdzltvvcXIyAipVIrLy0va7bY0bKlUisPDQ5rNJk6nk+3tbSYnJ6lWq1xeXkp8ttgzElhtsWMkClqbzSahUIhisSgLV+12O7FYjHA4LFMnk8nE7e0tsVgMu90u+4mi0SgGg4Hx8XE6nY7sPLLb7XS73aF7QrVaDUCOvvVjsE0mkxyPU5epCoCCMCoCo62GJoiESOwPid+j2hSpd4vUeGxhmNRFquo0qB+WoE6ERBIkfj7xvdJo8B73adBPAMN4kB8Dkz/3c/h+8RfZePQItLltTZo0adL0fdTV1RUGg0FDcH8GpJmiByRKS41G42vj0FwuJ7HVw0xLKBSSOGi11CmRUCqVol6vs76+DtwbntvbWyYnJ4fedqPR4PDwkGq1OoDUVt9PIBAYoMXBfQp1cHBAs9kcQHbHYjEuLy+HGqJ4PC6Ni3jcwoj0j8rBPco8EAjIzqHl5WVpzNT0uJGRETY3N+UnLerbnZqa4p133kGv15NOp7m8vJRjcYuLi7Tbbbkf5HK52NrawmQycXJywt3dHSMjI2xtbTE+Pk6hUOD4+JhMJtNTxCow3alUCrjfDZqfn6dcLnNxcUGlUsFqtbKxsYHZbCYSiVAoFGQfgV6vJx6PU6/XcTgc+Hw+KpWKLJj1eDy0223ZNSTw2pVKBYPBgM1mk+WjwsiogQndbhdAmsX+8Ti1WVEjsoW5EQZHfZtAj8FRp0X9yY/YE1KP0IljalKcejRO7CyJcTj1eFyj0cDcbPI17o3Q1xgsUO0A/0WnY+fv/33G/sbf4HNDqI6aNGnSpEnT90PZbJZsNsvq6mrPB86aPp3STNEDisViFItFHj169OALXVEUAoEAVqt1aEJTLBa5u7vrMQHwcEp0c3ODw+GQS3pinGtYeWulUuHw8JB2u83u7u7QJOv6+prr62smJiZ49OhRzw5KrVbj4OCAdrvN3t4eIyOv3o4KQ9R/vUAgQCwWw+fzyVQslUpxeno6YGjg4c4heNVpJDqEBD1O9NaI67lcLjY3N6nX63J36O7uDpfLxe7uLk6nk2QySSAQoNPpsLKygs/nk8ZJzPjOzc2RzWZ5/vw5xWJRGpm5uTmZGAmTND8/z+zsrOwYEiZna2sLvV5PJBKhVCphsVhYWVmRuPFGo8HIyAher1f2C5lMJiYmJmi1WvL2nU4nrVaLcrksUdqtVotqtYrBYOhBYbdaLfn8q3uDjEajNC+1Wk1+L/DcwvCIsTk1FKG/a6i/O0g9Eler1XpMmZoYpzZAYrxv2Gicej+oVqsx2m7zM9wboS8D/ZXDDeA/mUx85bd/G8OP/zh/vq/4V5MmTZo0afp+S7wHtNlsPcX3mj690kwL28bFAAAgAElEQVTRENXrdUKhEB6P57WlrvF4nEql0pOkqBUMBjGbzQOmZlhKVCwWsVqtbG9vyzGpaDTK6OjoAFghn89zfHyMXq/n6dOnPQQ5ePWHKuAOm5ubPTtG1WqVly9foigKe3t7PbcvkqV+QyQgDmJnCe5Lys7OzhgdHWVnZ+c76hwCKBQK+P1+KpUKXq+X9fV1zGYziqIQi8UIBoMArK2tMTc3h06n6+kpEsZHIMozmYxMgoxGI6enp6TTaXleo9Hg2bNnVKtVrFYr6+vrTE1NycRIpD3Ly8tMTU2RSqV48eIFzWZTwhbE3lG1WsVms7G6ukqn0yESidBqtRgdHZX47UgkgtlslgCNu7s72S3UbDYpl8vo9XqJxRbGR22GxPNoMpkkvECn00liXKvVwmQyyeTGZDIN9P4IMEL/eJw4T02EE6ZHGB0xLieMmdgLUsMSxGMXo3DC9KjH5IQZmm23+WvcG6EfAvq384rAfx4Z4Wv//J9jef99vvIA5VGTJk2aNGn6QVA8Hpe72MPeA2r69EkzRUPk9/sB5BjbMLVaLUKhEGNjYz2kNqFMJiNbjdWjZMNSIrhPXBYWFqQJS6fTNBoNNjY2em43nU5zdnaG1Wpld3e3Z08J6OkNEomO2hCVy2UODg4kklud7DxkiEKhEJFIhLm5OdbW1oD7yPj09BSXy9VjiF7XOdRutwkGgxI8oEZwVyoVLi4uKBaLjI+Ps7GxgdVqpV6vy56i7e1tWc6aSCQIBAJ0u11pntTp0MrKCrOzs/L+7HY729vbeL1e0uk0L168kONw6+vreDwebm9vefbsmYQqbG1tUa/Xubq6ol6v43Q6WV9fp9FoEA6HZTGry+Uil8sRDoexWCzSDKXTaUwmEy6XS5ohdTIk0NVqkwL09AQJ8yN2i8TzLIyPgCaooQjDxuf6d4QAmToJY9VoNORl1WQ4NTFOJEJqYpzaAMnxuFqNbV4R4z435G8oBbxYWOCrv/3bjLz3Hl8bMiKqSZMmTZo0/aCp3W5zfX3N6OjogxUpmj590kxRn5LJJNlslrW1tQHDoZbALwqToJaiKIRCIWw2GzMzMz3HhqVE+XyearWKz+eTBiYSiWC323t492Ksze128+TJk4Gxvm63y8nJCZlMhuXl5YE9plKpJOloe3t7PUhu0W/k9Xp7sOLX19eEw2FmZ2flzyqSKlEOK6AAwWBwaOcQ3Ju+QCBAq9Xq2Tvqdrvc3NxIUIHYjRJJWSgUAmBubo79/X2azSaHh4dks1ncbvdAOiT2iVqtFh9//DG1Wg2fzyeBCx9++KEch9ve3mZkZIRYLCZTKK/Xy9zcHKVSifPzc5kWLS4uUq1WJUbc4/HgdDrJZDKEw2GsViter5d6vS7N0MjICPV6nVKphNFolGZIXagqjIpOp5PPo+gXglfmx2g0yhFCo9EoDY+aJCd6fwRJTj02py5OVSdJIoUScIZhnUFiDE4YOfFfNTShVqtRr9V4h3ti3E8BvXb+XiEg+vbb/PBv/RaTn/88X9U6gzRp0qRJ06dM19fXtFqtoe8BNX16pZkilVqtFoFAgJGRkdfOh34SfjGVSsm+H3Wk+lBKdHNzg9FolAYqn89TKpXY2NiQSUIwGCQSiQzdDxK3LSh0GxsbzM7O9hwvFAocHh5iMpnY39/vMXwPGaJwOMz19TXT09Osr6+j0+koFoscHR3JpMpoNJJKpfD7/UM7h+r1On6/n2w227MHJB7TxcWF7CNaW1vDZDJRrVa5uLigUCjI1Kharcp0CO5TvNnZWdlFJNKhubk5QqEQ0WgUm83G06dPqdVqfPjhh7RaLdxuN+vr61itViKRCOfn5wBMTU0xMzNDLpfj5OSEVqvF2NgYKysrlEolLi8vURQFr9eL1Wolk8mQyWSw2+2SZNdvhsTuktlsloZE/N7UZgjue32MRmNPoaq6U8hoNMq0R5iafnqcSJbEGJy6R0ikUupxOXVCpC5UFWan2WxSrVaHjsWJU7te5wvcm6CfBIb91RwBxp/+aba/8Q2W9/ZY1ohxmjRp0qTpU6pqtUosFmNmZmZgfUHTp1uaKVJJIKH7d3D6FQgEMBqNQ/GL3W6XUCiE0+kcGKsblhKVy2Wy2SwTExPyDbMoJxU0OTEONzs7K82JWiI9qVQqAyhsuCfkHR8fY7FYBjqKbm5uCAaDTE5Oyn0mcX4oFGJqako+H+VymcPDQ8xmM3t7e5jNZjnOJxIakT4JvLjYK1LvB/WP0e3u7jI+Po6iKITDYcLhMAaDQaZG9XqdYDCIxWJhdHSUzc1NjEYjZ2dnpFIped+dToePP/6YarUqiXJXV1fc3d3hdrtZWVlBr9dzc3NDOp1Gr9czOzvL1NQU6XSaw8NDOp0OExMTeL1e8vk8FxcXwL1pslgspFIpUqmUNEOVSoVUKoXZbMbtdlOtVnvMkDAhQsKsCDUaDWl4RPGqXq+XOzzi+RL0t2HlqsIgCaOjpsmp4QnqYtWHRuIExa5arUrjU6lU5Ghco9FA32jwFe4Tob8ADOvu/q/A2q/+KpM/93PsaJ+kadKkSZOmz4iCwSB6vZ7l5WENepo+zdJM0beVzWZJJBIsLi6+tnwrnU6Ty+VYX18fSqUTSObd3d0e8/K6lMhgMMiZ1Fqtxt3dHYuLixgMBnK5HMlkksXFxaF/gPV6ncPDQ9kzpB63g1elraIM1Ww299z3MEMUjUbl+VtbW7JQVD16Z7FY5F7RyMiIHKODe2iE3++nXC4zMTHB+vq6NGJ3d3dcXl7SbDZl2arBYKBUKnFxcUG5XJbwBZPJJMEL1WpVEupEOiS6iObn5wmHwxJwsLe3R7vd5vnz55I+53Q6CYfDZLNZWbjq8XhIJpMSOjE5OYnH4yGTyXB+fo5Op2N6ehqTySRx6Q6Hg6mpKUqlEqlUCovFgtvtplarSWCD2gyJpE+MsAmJZEiYFbPZLEfYBEkOXu0XCSOkRmmrx+YENEGcxH30dwypcdkiFRKnWq3WQ4mr1WpUKhUqlQq2ZpMf5z4R+lHg1eDlvVrAHxoMvPdP/yn8xE/w+b6kUpMmTZo0afq0K5fLcXd3x8rKSs/7KU2fDWmmiPvxI7/fj91uH9jDUavb7XJ1dYXD4RgYTxO3Ew6HGR0dHTAnw1KiWq1GOp3G5/NxeXkpL6fX6+X4XiwWw2QyDX1cwqh0Oh329vZwu909x9PpNKenp0NLW8PhMKFQaMAQxWIxAoEAXq9Xni/w3Tqdjr29PaxWK4VCgZOTExwOhwQttNttQqEQsVgMi8XCkydPpNlrNptcXl6STqdxOBwSz93tduVooMlk4vHjx3i9Xmq1Gqenp+TzecbGxtjY2MDr9Q6kQ4qi8Pz5cyqVCjMzMywuLhIKhUgmk7hcLlZXV4nH41xdXWE2m1lZWWF0dJR4PM6LFy8AZDmvwIsbDAZmZmYwGo0kk0kajQYulwu3202pVCKZTEozVK1WKRQKmM3mATMkXhPDxuQESttsNkvDIvDZIuERZkgYqv5SVXESqZDoPFKjtDudTg8uWyRDYjxOPQqnNkK1Wo1qpcK7isLPAT8D2PpefxXgP9lsfO2b38T09a/z3msKjjVp0qRJk6ZPsxRF4erqCqvVOrQqRdOnX5op4n5hrl6vs7+//1qsYiQSoV6vs7e3N3S8TuCZ+8teX5cS6XQ65ufnZRmpKGsVb5YzmQwLCwsDj6tUKnF4eCgpcv1zrclkkvPzc0ZGRtjZ2ZGL+/DKEE1NTckkCO5TLnU/kSjrPDg4oNvtsr+/j91up1wuc3R0hNlslntF6oLWubk5lpeX5X3e3t5ydXVFt9tleXmZhYUFdDpdz07R9PQ0a2trGAwGCVjQ6XRsbm4yMzPDxcUFH330Ea1Wi+XlZXw+nxzPM5lM7OzsoNfrJUp7aWkJl8vF6empvM7Y2BiRSERG33Nzc4yMjJBIJDg9PcVoNEp0eDKZpNls4na7GRsbo1AokEwmsVqtA2bIYrHI/Ry9Xt8z0qY2QwaDAUVRqNVqEqctEiFhloTJAXr2hoahtPt3h8Tej0Bpq6EJ/YWqjUZDjsiJ0bhyuUytVsPRaPA3gf8FeNT3Gs8CH0xO8v4/+2c4vvIVvmbvz4w0adKkSZOmz54SiQTlcvnBGhZNn3698aaoVCoRjUaZnZ1ldHT0wcs1Gg1ubm7wer1Di1KbzSaRSASv1zvQKzQsJWo0GiSTSaanp2UEG4/H6Xa7sgg2FosBDKRS+Xyeo6MjTCYTe3t72Gy9n+Hf3t5ycXEx0B8Erwpd+w3R7e0tfr8fj8cjDVGz2eTg4IBWqyXx3bVajcPDQzlGZzKZOD8/J5FIDBS01mo1Li4uyOfzjI6OsrGxgd1up9PpEAwGicViWK1W9vb2GBsb6wEseDweNjY20Ov1nJ2dcX19zcrKihxLfPHiBaVSiampKZaXl4lEIsRiMex2O3t7e6RSKY6OjnA4HKytrZFIJAiFQnJ0zuFwEI/H5f7WwsICiqKQSCRk79D4+Dj5fJ5CoYDdbmd0dJRyuUy9XsdisUgzBMgxuf6dIbUZqtfrcjROmBvRUSQACepS1f5USCRFjUYDvV5PrVaTxlUkQsViUaZN/dhsYZhEIlStVqlWq/fpULnMDwM/B/w0oIZjN4H/ODLC+//23zL+xS/yvtbarUmTJk2a3iCJSRi32z20hkXTZ0NvvCmq1WrYbDZWVlZee7lgMIiiKAMpkFA4HJZJiFoPpUTRaBRFUaQB6na7xGIxxsfHcTgcdDodbm9vmZiY6AEj3N3dcXp6is1mY3d3t+cYvMJ2j4+PDxSKCUPUX+iaSCS4uLhgfHxcfgLSarU4ODig0Wiwu7uLy+WSqZGiKJJgd3l5SSKRYGFhgeXlZWkORIqj1+vZ3NxkenoanU5HNpvF7/dTr9flTpFerycSiRAKhdDr9WxtbTE9PS13h1qtFlNTU7z11lvEYjFCoRAGg4HHjx9jsVg4ODigVqsxPz/PxMQEFxcXEsVtNps5Pz/HYDCwvLyM1WolFovJTqHFxUU6nQ7xeFz2E1ksFnK5HPl8XpqhSqVCtVrFYrFIPLY6GRJmSPz8rVZLIsebzWYPgQ7uzZIAJwADo3DDQApiRE4YI5EYCepcrVajVCr19Ag1m02ZBPWboWq1ykizyf/KfSq02fea9gOuv/t3mfl7f4/3X1NirEmTJk2aNH2WdXNzQ7PZZGdn5/v9UDR9D/XGm6LJyUm8Xu9raXNidGpxcXFod1GtViMejzMzM9PT/QPDU6J2u008Hsfr9cqUJ5/PY7PZ5JxqKpWi3W73zK0K8yIKU/tBDwKcMAzb/ZAhEmN2Y2Nj0kS1220ODw+p1Wrs7OzgdrulSRKpkd1uJxwOE4vFmJ+fl6ZyGDBBGIKrqysSiQR2u52nT5/idrt7SlsnJiYkhvzs7IxkMin3oQqFAgcHBxQKBbxer9wVOj09lVS9fD7PwcEBFouF7e1tkskkkUiEsbExPB6PjL6tVitLS0u0Wi2i0SidTofx8XEsFguZTIZcLofD4cBms1Eul6lWq1itVvR6fc+YnPhdCrqcOvkRyZDJZJLJECBTHmGG1AZIr9cP9AgJaEK/CRLJkHpPqFqtks/npUHq3xUS43HVSoUvcm+E/iKgXhVtAP9xdJSv/Yf/wMYXvgAaPluTJk2aNL3BqtfrRKNRpqenByaBNH229MabIuC1hkhRFAKBABaLhYWFhaGXEdjpfhjCQylRLBaj0+n03F46nWZtbU0CGqLRKE6nU8ITotEogUBAmhdDX+mlMD394ASAUChEOBxmZmZGmg64N17n5+eMjo5KQ9TpdDg6OqJcLvPkyRPGxsakSRJUPZfLRTwel3tJq6urdDodrq+v5TiaGrKQTqflztTi4iKLi4vodDpubm64vr7GYDBIlHgmk+Hi4oJWq8XS0hI+n49EIoHf72d8fJzt7W0cDgfHx8eUy2Wmp6eZnZ3l8vKSUqnE9PQ0brebQCAge5OKxSKBQAC73c7y8rIchVQUBY/Hg9FoJJPJkM1mcTgcOBwOSqUSlUoFq9XakwyJ9EdthsT3er2+JxlSp0fCLKnR2uJ6/Z1DIjES0AYxoqfuElKT5kQqVCwWpRkTY3Fib6hareJuNPjb3Juhfkj2GTD+a7/G1K/8Cl/T2rk1adKkSZMm4L6uRafTaQjuN0CaKfoEJRIJSqUS29vbA0YE7nuGkskkCwsLA6Nsw1KiTqdDNBrF4/FIo5TL5ajX63KULp/PU6lU2NraAl4ZHkGE61/wCwaD3NzcDKRA8LAhEv1CAsQg3uwfHx9TLBbZ3t7G4/HI84RJGh0dJZ1Oy/2jra0tisUiZ2dn1Ot1ZmdnWVlZwWg09hDnROLjdDqpVCqcn59TKpVkmqTX6+VukiDamUwmjo6OyOfzOBwO3n77bWnkBKmu0Wjw8uVLDAYDm5ubEt7gcrmYmJggEonIMcVWq8X19TUAExMTGI1G7u7uaLVauFwunE4nxWLxHkFts0kzBEjDKIAHgEx4dDpdjxnqdDrUajXgPuERpgjoMUMCkS1MkEiHxDicMET9qdAwgpwwRcIAqQlyX+Z+V+gnAHW2WAd+f2KC93/nd9j+oR/SUiFNmjRp0qRJpUKhQDqdZmlpaeA9nqbPnjRT9BqpF+tEkWq/gsEgRqNxIEV6KCUSi/zqywsctShdFWnL5OQk5XJ56NgbvEqxYrEYc3NzrK2t9RwXZqm/9DWTyXB6eorL5ZL9QoqicHJyQi6XY2tri8nJSXlePp/n0aNHeDwecrkcZ2dnuN1uHj16JCl4ZrOZ/f19CatIJBIEAgG63S4rKyvS8F1fXxMOhzEajRK/nclk8Pv9NJtNmSQlk0kCgQAAm5ub0niJ8bnFxUWurq7I5XJ4PB6mp6e5urqS9Dvxu3O5XNjtdqLRKDqdTpqhdDpNu91mZGREmqFOpyPHGYWpEajxfjMkkh9hcETPUK1W6zFLw8bkhIES5wkKncFgoNFoSLOk3hcSpkhAE4QREuNx1WqVXC5Ht9ulUqngabX4ReBvAv3bcifA5De+gfeXf5n3x4dVr2rSpEmTJk1vttSTQuI9jKbPtjRT9BqFw+HXLtbl83my2Syrq6s9yGsYnhIJAIHb7ZZjcZVKhWw2i8fjQa/XSwy3z+dDr9cTj8fR6/UDhkdRFPx+P7e3t/h8vgEAxEOGKJvNcnJyMmCIzs7OyGQyrK+vMz093XPexsYGk5OTlEoljo+PsdlsPHnyhEajIdHcT58+lRhxv99PNpvF7XazubkpMd7n5+eUy2UmJyflY1KnQ0+ePMFsNnN8fEw2m2VsbIzNzU0ymYyER2xvbwPIwtX19XUajYYsqF1ZWSEWi9FoNJiamqJarZJMJuWY3N3dHZ1OB7fbjV6vp1AooCgKNptNdgfBq2RIjLCJ51yYIUCWrnY6HarVKkAPTQ4eToaE2RHjc+JrsTckjJB6PE6YILE/pO4UqtVq1CoVvsJ9KvRj9P5x14A/mJri/d/5HR6/+66WCmnSpEmTJk2vUTKZfO2kkKbPnjRT9ICq1SrRaJSZmZkHF+uCwSAWi0UWrQo9lBIlk0nq9Trr6+vyPFHW6vF4gHssNyDTjmQyydTUVI/pUhSF8/NzCX/on3O9uroiEokwNzfXc1/ZbJbj42McDofsF1IUhYuLC1KpFKurq/Jnuby8JJVKsbKywuzsLNVqlcPDQ0wmE7u7uyiKwuHhIYAsho3FYgSDQQDW19eZnZ1FURRCoRA3Nzc9u0bZbJaLi4uedCidTku63fr6Oh6PRxosu93O/v4+4XCYdDqN2+3G5/NxfX0td4uMRqP8nUxPT5NKpdDpdBKt3el0GB0dlR1JwgwJU6PT6XqSIfXzLZIfuB+JM5lMPWNy6p0hdSIkdoTUpkckQ8J0if4gddmqIMf1J0NyLE5lirytFn+L+1Sov+L3EJj7B/8Azy/+Iu+/BjmvSZMmTZo0abpXp9OR0yaTGn31jZFmih7Q1dUVer3+wcW6dDpNsVhkc3NzYMfnoZTo5uYGh8MhDVCz2ZRdRbVaTaKhBYZbABnUPUXdbpezszPS6TQrKysDY3sPGaJcLsfx8TF2u10aIoBAIEAikZBQA7g3e/F4nIWFBRYWFmg0Gj0GyGAw8PLlS0mig/vkplAoMD4+zsbGBlarlVKpxPn5OZVKhampKZl2XVxccHt7K9Mhi8XC6ekpd3d3uN1uuaf07NkzFEVhY2ODu7s7Dg8PZRGrXq/n9PQUg8HAysoK6XSaUqmEx+NBURR5+wID7nQ6MZvN5PN5FEWRfUn9ZkiMu4nnWm2GRMGquJzochLXBXrMjUiG1Bjt/lJVdRokzFg/SluYIfW+UL1a5X3uU6GvA+rPsCrAf56b46v//t+z+2f+jJYKadKkSZMmTf8NikQiNBoN2duo6c2QZoqGKJvNkslkWF1dlcWqaon0w263Mz093XPsoZQok8lQrVbl+BfcU+i63S7z8/OEQqEBDHc8HsflcsmkqtvtcnJyQiaTYW1trQfXDfcGJxqNMj8/z9raK75YPp+XY2+icBWQBao+n4+lpSXg/h8CMXa3srJCq9WSZkR0Ex0eHlKpVCQM4fnz53S7Xdkv1O12CQaDRCIRzGYzOzs7eDyennRoYWGBpaUlMpkMh4eHdDodVldXmZqaknCGkZERNjY2iMfjBINBFhcX2dzcJBqNyl0il8tFOBxGp9MxNzfH3d0dzWaTsbExyuUy7XYbm81GpVKRAAVFUahUKg+aof4xuUaj8VozJE7qolXxvSDFifPr9XpPsaoAJYjzRTKk7hQSX1cqFaZbLf434H8G+iecXwAr//gf4/75n+er3y7Q1aRJkyZNmjR95xKE2snJSbnqoOnNkGaK+tTtdgkEAthstoGxOKFEIkG1WuXJkycDnyAMS4ngvkPIZrPJGLbb7RKPx/F4PLLbSI3h7ifQdTodjo+PyeVybGxs9KRH8LAhKhQKHB0dyS4fYYjC4bA0P2If6fb2lqurK7nzI+5T9BU5nU7Ozs7I5/Nsb2/jcrl48eIF3W6Xp0+f4nA4KBaLnJ+fU61WmZmZkbct0iHRUWSz2Tg/PyeVSuFyudja2qJer/Ps2TNarRYrKyu43W5OTk6o1Wp4vV58Ph9nZ2coisLS0hKlUonr62vcbrdM1qxWK263m1wuh8lkwmw2U6vVsFgs6HQ6mQwJkyN6gOBhMyQMjdj5EmNywvSoEd3qnaFms9kDTVDDEtRJkEiAWq1WDzhBdAs1azW+zn0q9KP0pkJl4L8sLvLVf/fvSN3d8fRHf/T1L3BNmjRp0qRJ04MSawCif1HTmyPNFPUpFotRrVbZ2dkZGIuDezNzfX3NyMiI7OEREinRxMRET0qUz+cpFos9SGxBoRMja+VyGYvFwubmJnCfEhmNRrxeL+12m6OjI4nK7ifhXV5eyhJVtSEqFoscHh5isVjY39+XqVckEiEUCjE9PS1H7FKpFBcXF4yPj0sjdnp6SqFQ4PHjx4yNjREIBOTukdfr5eDgQHYX2Ww2ObpnsVjY3d1lfHycXC7H+fl5TzokRvnEKNzs7KwsdnU6nezs7HB3d8fLly+xWCw8efKEy8tLzs/PGRkZYXJykpubG9rtNnNzc+TzeQqFAqOjo9TrdVmEK8yHKF1VmyHR/QOvN0OCCler1XrG5Pp3htRJkZogJ8bk2u32AEK7Wq3KkzBIIhGqVCrMtdv8AvA/Af32/CPgnW9+E+df/at8Vey8fetbr3tpa9KkSZMmTZpeo2KxKPe1rVbr9/vhaPpTlmaKVGo2m4TDYcbHx+XeT7+i0SiNRqNnDE59rN1uy1E0oXA4jNlslqN2iqIQjUZxuVwSYX13d8f09DRTU1M0m03S6TRzc3Po9XpevHhBqVTi0aNHeL3entsWhqifQKdGZe/t7UlDFI/Hubq6wuv1SsR3NpuVmO3Hjx9LKpwgz3m9Xm5ubmQSNT8/Lw3To0eP0Ov1fPTRR9RqNTl2p9Pp8Pv9xONxmQ7Z7Xb8fr80P7u7u7TbbT7++GMajQaLi4t4vV4uLi5kEevExASXl5fk83l8Ph+dTodAIIDD4cDr9XJ7e4vBYJC4cJ1Oh81mo1arodPpZKojKHvCHInfQz9AQfQ11et1aYaEQVLvC/Wf+klywgyJlEgNS1BDEiqVCqVSSZ7XrFb5Me5Toa8AalteBD5cW+PL/+bf8M5bb31nL2pNmjRp0qRJ03ekQCCA2Wwe2NfW9GZIM0UqhUIhOp1OT9qiVrvd5ubmhvHxcWlm1MeGpUSlUolcLsfKyopMIrLZbM9+Ub1ep1gsMjMzg16v5/b2FkVRmJ2dJZPJUCwW2dra6jFEiqJweXlJPB4fMETlcpmDgwOMRiN7e3uycCyRSMjS1e3tbUlhE0Q6UeIaCARIJpMyxUkkEgSDQSYnJ1ldXeXq6op0Os3a2hoOh4MXL17I+xobGyOXy3FxcSELaZeXlykUCnz00UeSNifIcdFoFJvNxv7+PqVSiefPn2MwGNje3qZcLstdKPFcVKtVaRxjsRgulwudTkcmk8Fms9Fut6lWqwM7QJ1Op8cMtVqtHjPUnwwJqEI/IEGN1xakODVIQV2w2k+QE+S4SqVCtVqlVCrJ03yrxS9znwr1bqnBHwN/7l/8C0b+8l/my6rXliZNmjRp0qTpu6NUKiUBWhqC+82UZoq+rVKpJDt/xI5Pv8TI1rA504dSopubG4xGY88OkBgxE/tFAsMtENa3t7eMjY1ht9u5urrCYrH0jMypDdHCwkLP46lUKtIQCTAC3NPyLi4uGBsb4/Hjx+j1esrlMkdHR1itVvb29jAajT2J0OLiooQjjI2NsbW1RTQalce9Xq80MU+fPsVoNMp0yGaz8fTpU5xOJ4FAoCcx0ul0PH/+nGq1ytzcHHNzc1xeXkp4wvz8PIFAgEqlwszMDGazmT/8wz+UtD6z1s0AACAASURBVL1EIkG73cbj8VAsFmm32zgcDlmcqgYgGAwG6vU6RqMRg8EwdExOJENGo1FSANVmSHyvHpETyZC6XFWcL/aD1HtDYkyuXC5TqVQoFouUSiXmmk3+d+Cv0ZsKFYBnW1u896//NX9ub+87fBVr0qRJkyZNmv5bJQBRTqdzAKCl6c2RZoq+rUAggMlkGgAkCDUaDaLRKFNTUz1JEDycElWrVdLpNAsLCxKBXSqVyOfzrK6uotPp6Ha73N7eMjIygtVqJZPJUK/XWV1dlUWui4uLPSmHKG0dZohevnyJXq9nb29PGqJMJsPp6SkjIyM8efIEvV5PtVrtSZNMJhO3t7cEg0GmpqZYXV2lWCxycnKCw+Hg8ePH3N3dydG7paUlXr58Sbvd5unTp1SrVZkOzc/Ps7y8TLlc5tmzZ9RqNUm4i0Qicpxwb2+PZrPJ8+fPJXq70+lwdHSE0WhkfX2ddDrN7e2tBFAIYIXT6SSTyWA2m7FarVQqFfR6vUyBFEVBr9dTq9UwmUyyd0in01Gv1zGZTCiKIr8WBkhtfvox22p4gtgdEsZIgBTEiJwgyAkzJEbkRDLkrtf5Te7H5NR8w/8KfP5f/kvcP/MzvPeAOdekSZMmTZo0ffcUiUSo1+vs7+9rCO43WJop4j4yLRQKbG5u9pSkqnV9fY2iKEN7ix5KiSKRCHq9vgedHY1GMRgMzMzMAPeFrq1WS0IbYrEYZrOZiYkJwuEwgLys2hD1l7YKk6PT6djf38dmswH3/UQnJycSYCCSE3HZ3d1dLBYLd3d3+P1+xsfH2dzcpF6vc3R0JMtay+Uy5+fnskfo5OREYrnT6TThcFimQy6Xi1AoRCQSkecZjUZevnxJqVRiamqKpaUlgsGgLGJdWlr6/9l78+jI17S+7/PWvqhKpSpVaWu19tbe3ffeGWaAgcAAMwOxx4ntgOPEgdgOx0uwT3KMwdiYGBxwOHZ8QoIdc+xjgx0TbA+G2BguMBiPL74zw9xeJLW21q6qUi2qfV/f/CG9b1f1fhdd9e3+fc6pU6q3Sqq3f/VTq576Ps/3y+HhIdlslv7+fnw+H/v7+0gpGR0dZWVlhUQigd/vp1KpkE6ncbvdugDpbH9T7XLNZlMXgA6Ho6sYUrNCquDpdJDrVIRUa1ynrbZykesMWn3YUa6zVa5YLFIsFikUCljLZX4U+IuAu+Nc+Q2Ph8/93u/xDcvL7+bUNTAwMDAwMHgf1Ot1jo6O9HsPg1eXV74oarVa7O7u4vF4niiZlstlYrEYw8PDj7iRPEklqtVq+nuUyUGtViORSDAyMqKLr0gkQk9Pj1YW0um0Lq5OTk7w+/04HA6klGxtbRGLxR4piCqVCnfu3AHoKojUvJDT6dSBrfV6XecC3bx5E5fLRTabZX19HY/Hw+LiIs1mk7t37wJw48YNGo0Ga2trOBwOlpaW2NnZIZ1OMzs7S6VS4fDwUDvZlUolvva1r+nWuImJCU5OTtjf38dsNrO4uIjZbOb27dvaettms3Hv3j2klExNTVEoFNjZ2cHr9eL1enWIbX9/P+l0GpPJRE9PD8ViEZPJpNvi2u22ts1WBY/ZbNZtbepYWa1WqtVqlzLUqTB1KkWqKFLtcOq+zkJImSh0hquqVjlVDLVLJX4A+GGgr+P8+R2LhU9/+ct87o033tP5a2BgYGBgYPDe2d/fp91ud81mG7xYqPdmjUaDUql0Yc/zyhdFkUjkmanF+/v7mEymx7bWPUklCofDANpyWz0XoJWjbDZLsVhkdnaWVCrFyckJQgiGhoZIp9PUajVmZma6CqLx8fGu51IFkZRSFzlw1qa3urqq29SsVivNZpOVlRWq1So3btzQhYWaK1peXkZK2RXWajKZdEve9evXOTk50a17NpuNtbU1AoEAMzMzHB0dcXR0pJ/T6XSytram1Z+pqSmOj4+JRqO43W4WFhaIRqMkEgl6e3sZHBzk4OCAer3O8PAw5XKZcDhMb28vNpuN09NTXSAWi0VtptBqtZBSAmg1qFQqYbPZKBaL2Gw2qtUqTqdTKzydhglKXVJF0cNOckolUlbeDwevds4NKTc5dV0pFPjTwI8CnclSXxGCT3zxi3z6W7/1XZytBgYGBgYGBh8E7Xab/f19PU+uPlA2uFg6C5yHL09bV+/zdnZ2kFJeSJvjK18UjYyM4HQ6n5hanM/nSSaTjI+Pa8VH8SSVqNFoEI1GCYVCWllqtVpEo1H6+/v1WiQSwWq1MjAwoGeLAoEAdrud+/fvY7PZCAQCTyyIVBtcu93mxo0buN1nDVmlUomVlRVttmCz2fSsjmp56+3tpVKp6MfduHEDs9nc9Rin09k1N5TL5bQLXTAY5M6dO7jdbsbGxrh9+zbFYpHBwUGmp6dJJpOsra0hhGBubg6Xy8XKyoqeL/L5fGxsbGg3ularxdbWFk6nk6tXrxKNRmm1WgSDQXK5HJVKBY/HQ6lU6jJTaLVa+viqX5hKpaLniYQQ1Go13TKnXp/Htct1KkOdLXKd4auPU4ZUyKoyUSgUChTyef4Y8BNA52dPa8DSr/wKn/j858HoWzYwMDAwMPjQKZfLbGxsnBkenXe1GLx7nlbgPK3IeRImkwmr1aovbre767bVauX09PTC/j2vfFFkNpsfyf7pZG9vD6vV2qX4KJ6kEql2r06f+5OTE5rNpv451WqV09NTRkdHMZlM5HI5nE4nIyMj1Go1UqkUo6OjFAoFYrGYDj5V1Go1XbDcvHlTF2WVSkXPCyk77na7zb1798jn8ywsLOD3+6nX69y9e1crTDabjY2NDTKZDHNzc/h8vq4CqdlssrW1hc/nY2Jigjt37mCxWJienmZ1dRUhBMvLy3g8HjY2NkilUvT19XHt2jVisRhbW1s61DWdTrO6uorL5WJ2dpZwOEyxWGRgYAApJYeHh7jdbhwOB8lkErvdjs1mo1AodGUGdZopWCwWrRIpO211XavVtNmClJJ6vQ6gfzE754VUAaRa5lTgamdB9PDckGqRKxaL5HM5vlNK/leg0zNuH5j4hV9g6Y//cTCsPg0MDAwMDC6FWCzG/fv3MZlMLC0t6Zlug0dpNBrEYjH9QfHjCp0n8XCB09PTg9VqxWKxPFLoqMvzWKGrKJaL4JUvip5GOp0mm80yMzPzyAv1JJWo1WoRiUQIBAJauVFhrb29vXi9XqDbhhvOHOImJibw+XwcHR0hpWRoaIijoyPMZnNX615nQaTa4OCs0OpspXM6nUgp2djY0DNAwWBQzwypFjmXy8XOzg6JRILJyUkGBwe7CiSHw8GtW7dwOBzMzc2xtrZGs9lkeXmZ7e1tAF577TUKhQK///u/r7OefD4f6+vrOoh1cHCQ+/fvUyqVGBkZwW63s729jdlsZnx8nHg8TqVSob+/n3K5TCqV0vNWnQWPlBIppTY6UFbanW1zShVSDnFwJpWr1+5hi231C/9w3lCnm9zjglfz+bxWiT7ZbPJTwKc6zpMYIH/kR5j4638dzvOiDAwMDAwMDD5cms0m29vbJBIJfD4f8/PzOsfR4FHUvHm9Xn9igdN5ebjY+ShmPRlF0ROQUrK3t4fD4dDub508SSU6OTmh0Wh0qUSnp6faZhvQrXKqlU61XakCSeUU2Ww2EokEwWBQn1xK4anX69y4cQOPxwOcvfm/e/euNlBQBdn29jbJZJKpqSmGhoZ0G125XOb69et4PB6Oj4919tDVq1fZ29vT4a1+v59bt25hMplYXl7WRc3i4iKHh4dUKhUWFhbY398nkUjg9XqZnZ0lk8noDKPFxUWtYFmtVubm5kgkEkQiEfr6+nC73dqmOxQKcXp6islkwuPxUCgUtJmCUnDU/I/JZNLOceoYqGOk7ldW21JK2u1218yQlFIXTco8oTN4VRVFnTlDD5so5PN5FhoNfhL4ro7zIAccfs/3cP0f/kMwAlcNDAwMDAwujVwux8bGBrVajcnJSUZHRw3r7SegOnaUq/D169cfiaJ5WTGKoieQSCQoFovMz8/rsE/Fk1SidrvN8fExPp+va0ZJWVMriVbZcI+MjABnqpHJZGJwcJBMJqMLqGQySavV0kVZvV7nzp071Go1rl+/rlWnRqPRVSipPe3u7mr77tHRUaSUrK+vk8vlWFhYoK+vj3g8zu7uLqFQiKmpKaLRKEdHRwwPD3PlyhXu3LmjFaVwOEwqlWJmZoZ0Ok0mk2F6epqDgwPK5TITExOEQiG2t7d1EOvY2Bi7u7vkcjmCwSB+v5/d3V1arZZuDwyHw/T19dFut0kkErhcLtrtNoVCAZvNpl3f1GCdaocrl8tYLBbK5bI2U1DOckoJ6jRWUKqQUoY654dUEfRwm5xqlVOFa2cxdLVe5/8E/uuOc6MC/P4nP8k3/9qvcd3v/4DPSgMDAwMDA4PnRUrJ0dERBwcH2O12XnvtNf3eyeBR6vU66+vrZLNZBgYGuHbt2kdS8XmvGEXRY2i32xwcHNDT00MoFHrk/iepRIlEglqtxuzsrF7L5/Pk83lmZmb0pxKRSAS3243P56PZbBKPx/H5fFitVqLRKFarlUAgwN27d3G5XPT29urCp1qtcv36dV10qVY4ta5+2Y+Ojjg+PtYDhMrBLpVKce3aNUKhEOl0ms3NTXw+H3Nzc6RSKe7fv08gEGB6epp79+5RLBZZXFwkl8sRiUS4cuUKUkqi0Sijo6NkMhmtOtXrdd555x2klMzOziKE0NbeMzMzFItFtra28Hg8BAIBwuEwUkoGBgbIZDI0m028Xi/FYhEppW6Xe7jtzWw2Uy6Xu6472+UedpFT0i88mB/qDFxVXytV6OG5oS4DhUIBf7XKzwB/ige/QE3gdyYn+cyXvsQ3nxe7BgYGBgYGBpdDtVplY2ODXC7HwMAAMzMzT8yiNDgbGdnY2KDdbjM3N/fEmJqXGePseAwnJydUKhWuX7/+iLz6JJVIfRrR09ODv0MhOD4+xmKx6JMrl8tpG244U41arZY2P1AGC9VqlVwux+TkpC6IKpUKy8vLOlys1WqxsrKizRDUejQaZW9vj4GBAaanp4EzwwjlYDc8PEyhUODevXu43W6WlpYoFos6q2hhYYHd3V2tCsGZBWJ/fz+9vb3cu3ePYDBIu93Ws1DRaFQHsSrrbXV7ZGSE/f19KpUKw8PDNBoNXXQ6HA7i8Th2ux2Xy0U+n8dqtWoFR6lDnaGsqmVOtcTBmVomhNCtc8pQQd1WKDVIFUwPW2urgkjNDHVmDTnKZf4G8ANAp3Hnb/T18bmvfpXPnB9rAwMDAwMDg8sjmUyytbWFlJL5+XkGBgYue0svLFJK9vf3OTo60nEpagTjVcMoih6i1WpxeHiIz+frKm4UT1KJTk9PKZfLLCws6LVOhzklP4bDYSwWi1agotEoHo9Hh70qgwWVWTQwMMDKygrlcpmlpSX6+s6iP9vtNqurqxQKBRYXF/Ve4/E429vbBAIB5ubmEEJwfHysVaPx8XFtxW21WrXCs7q6it1uZ2lpiWg0SiQSYXR0FK/Xy507d/B4PIyOjrKysoLH46G3t5ednR0GBwdJJBKUy2UmJydxu92sra3RaDSYmJig3W6zsbGB3W7XQa61Wo1QKESpVOL09BSv16tb1FS7nJodUnM/JpOJcrmM3W6nWCzqWSxlsqAKJKX8qItqhVP3q3XlKqeuy+XyI1lDqk1OlMv8T8APAp3G7b9ts/HtX/kKn7t58wM7/wwMDAwMDAzeG61Wi52dHU5OTvSHvEb+0JOp1Wp6rGJoaIjp6elXql3uYYyi6CGOj4+p1+ssLS09ct+TVCI4a1dzOp1d9t4qwFXNDtVqta4iKZfLUSqVmJ2dJZlMEo1G8fl8OBwOYrEYfr9fqxTz8/O68Gm32zoUdX5+Xs8qpVIp3Q63uLiIEIJYLKZnhqanp6nX66ysrABw/fp1AFZXV/XtXC7H7u4uwWCQ4eFhbt++jdVq5dq1a6ytrWGxWLhy5Qqbm5v09fXpgmJxcZFMJsPe3h5ut5uZmRmOj4/J5/OEQiFsNpvu6R0YGCCRSGAymejt7SWfz2tnk4fVIVUcKZe5zjkiZZvdmTf0sBe+UoI6TRYqlUrX3JAyUSiXy7oYKhQK1ItFvh/4a0DnZ0y/ZzLxjb/7u3z7N33T+z7fDAwMDAwMDN4/quOlXC7rGJOHZ8INHqDeM7bbbRYWFh47LvKqYRRFHTQaDY6Pj+nv73/sIN6TVKJMJkOhUODatWu63a7ZbHJyckIoFNKWj5FIBHhgwx2JRLRqpNSPyclJ0uk09XqdoaEhYrEYVqtVn6zKLEFZbCtJOJvNcu/ePXp6elheXsZkMnF6esrW1hZ+v5+5uTmtLilDBrvdro0bbt68SaPRYGNjA6/Xy8zMjA6GXVpaYnt7m2azyezsLNvb27hcLhwOBycnJ4yMjLC3t0e5XObKlSu4XC42NzcRQjAxMUEqlSKRSBAIBGi1WsRiMdxuN1JKcrkcdru9yzEOzgpIi8VCo9HAbDZ3qTzKiU6ZLqji6XHOcUoNUhbeambo4eDVcrn8wF47n+e/Bf4G0PlK3wVu/Nqv8Y3f+Z1G8KqBgYGBgcELQjgcZm9vT4fRq64ag0dpt9vs7e0RDofp6elhcXHRUNPOMYqiDg4PD2m320xOTj5y37NUIpvN1jWUdnJyoh3W4IENdyAQwOFwUK/XSSaTjIyMYDabSaVSDA0N0d/fz/r6OjabDa/Xy/r6OsPDw7qVbHNzk9PTU6anp7UrXaFQYHV1VVsnms1m7S/v8XhYXFwEYG1tjWKxyNLSEh6PR99eXFzEarVy69Yt3UK3ubmpW/aOjo70HNT+/j5CCILBIAcHB/T392vVZ2FhgWQySTgcxufz6cwlIQTDw8Ocnp7SbDbp6+sjn8/Tbrex2+3aSlupQ61WS6tBdrtd23JXq1V93Wq1gAfGCZ2mCkoFqtfrWglSRZUyUOi01VbzQ7lslj94Hry62PH67gDT//yfc+N7vgeMT50MDF46hBDfwNlnIPpvopTyFy5tQwYGBs9FvV7XJlJqbMBqtV72tl5YqtUq9+7do1AoMDIywtTUlKGmdfDMokgIEQT+Bx79g/EnL25bHz7VapVoNMrg4CAul+uR+5+kEhUKBTKZTNeJpcJafT6fLqASiQSNRoMrV64A6Pmh4eFh6vU6+XyewcFBms0mqVSKK1eukEwmabfbutja3t7W+UHq55RKpa75IKvVSrFYZG1tDYfDoVWjzc1NHcYaCAS6nOh6e3u5desWcNZCd3BwoJWobDbL6ekpU1NTxONxarUa4+Pj7O/v4/V6KZfLSCkZGxtjZ2dHZzSVy2UODg7wer04HA6i0SgOh4Oenh4ymQxWqxUhBNVqVRd8yixBqT7KXc5kMulg1U4Dhodnhzrb5ZSdtiqK1GM684ZUq1wul+M/a7f5SeCTHa9tFDD/+I8z/cM/DMZ/sgYGLyVCiH8KTAF3gNb5sgSMosjA4AVGOeg2m01mZmb0qILB41HmEwCLi4td4x4GZzyPUvSrwH8EfpsHfzBeOvb39wEeKXrg2SqRxWLpCnhV1tzXrl3Ta+FwWNtwK0trn8+Hy+Xi6OhIGyzE43H99cbGBj09PfT09OjBwbGxMcbGxoCzQm5lZQUhhG6HUyYKZrNZF0m7u7vE43EmJycZHBzk8PBQ/6zBwUHu3r1LrVbjxo0bnJ6eEo1GdfisMmioVCpkMhnGx8c5Pj7GbrdjMpmoVCr09fXplrqrV6/quayhoSHy+TyJRILe3l5qtRr5fB6n06mzhB4ugqrVqm6bs1gs1Ov1LmtupQh1tsspdUgpRMpaW7XGFQoFfV+nm1yhUOBGs8lPAp/peE3TQPz7vo/5n/1ZeEyBbGBg8FLxMWBBSikveyMGBgbPpt1us7+/z/HxMW63mxs3bryybmnPQ7vdZnd3l0gkgtfrZWFhAYfDcdnbeiF5nqLIJaX8oQvfySVSLBaJx+OMjo7q+Z9OnqQSlctlkskkY2NjXd734XAYl8uljRGUDbcqktLptA5ohbNWu56eHlwuF2tra/T29iKlpFAoMD09zf7+PuFwmCtXrjAxMQGcScZ3796l1Wrx2muv4XQ6tYmClJKbN2/icDi6nOeuXr1KLBZjf3+fgYEBxsfHtevI4uIi9Xpdmyz4fD5WV1fx+/04HA52d3cZGRkhmUwipcTr9epiJ51OEwwGsdls7Ozs4HK59DyUyWTC7/eTyWQwmUy6cFOoAkcVWDabjWKxiN1up1Qq6XUVvtrpLqeKomq1qq9VMaQUIZUTVavVdMtcPp9nol7n54A/2vF6loCVT3+ar//CF/Cf25sbGBi89KwBg8DJZW/EwMDg6VSrVW7fvk2hUGB4eJjp6Wmj/esplMtl1tfXKRaLjI6OMjk5+UjUjMEDnqco+rdCiO+SUv67C9/NJbG/v4/FYtHqSCfPUolMJpNuZYMzw4OHTReUDbcyRYhGo9hsNvr7+8lms1QqFfx+P7lcjnK5zOzsLLFYDCEEHo+H27dvMzg4qDOHVGCrMkxwu900m01WVlb0msvlIh6P6yJnenqadDrN1tYWfX19zM7Osre3RzKZZGpqSpsueL1exsbGuHPnDi6Xi4GBATY3NwkEArrYGBoa0lbihUJBFzrJZJJgMEiz2dT3SylJp9M4HA5duJhMJq30mEwmWq2WdpzrnBtSjnFqbkgZKKiC6OHZIVX4KIUon8+Ty+XI5/N6bihYrfK3gO8DlOlkHfgPs7N8x+/+Ll//CoaVGRi84vQD60KIrwI1tSil/PzlbcnAwOBhYrGYzkxcWlrSzrsGj0dFtJhMJpaXlwkEApe9pRee5ymK/iLwI0KIOqBSMKWU8lF7to8g2WyWVCrF5OTkY4fznqQS1Wo14vE4w8PDXd93fHyM1WrVc0DKhvvKlSu6PSyVSjE2NoYQgmg0isViobe3l1gshtlsJhgM8tWvfpVAIEA6nUYIoc0fVGCrCnL1er3aoluFuHq9XjKZjLbnnp+fp1gs6rDWxcVFTk5OtIIUDAa5desWNpuN2dlZ1tbWMJlMTE5Osr6+jtvtxuFwEIlEtALkcrn0PJBSe65cuUIikaDZbBIIBMjlcrTbbVwul84S6jRTMJvNVCoVrFYrpVIJm81GtVrV10KIrna5zjY5FbyqLqoYUoGrSiHKZDKk02m89To/Cfw5QGmBbeA3g0E+95Wv8B3nCpyBgcErx/9y2RswMDB4Ms1mk+3tbRKJBE6nk4997GOP7eoxOKMzq6m3t5eFhQXjeD0nzyyKpJSeD2Mjl0Wz2cTj8Tx2QO9pKtHx8TGAdpeDM5kylUp1eeNHo1HgQVZRNBrVbmyNRoPT01OGh4f17E0oFCKXy1Gv1xkYGGB3d5e+vj5sNpsufgqFAgsLC/T19WmL7mw2y8LCAn6/n0KhwNraGm63m6WlJR3OarFYWF5eJpfLsbOzQyAQYHx8nDt37tBut1leXmZ7e5tarcbCwgL379/XRdr+/j79/f2k02ndKqjssVutFr29vYTDYRwOB16vl1QqhdVq1S5yykxBqUJAV0FktVqpVCpd7nKqKHrS7JDKGepslysUCuRyOX1JnZ7yA8DfBDpP5DedTj771a/yucfkURkYGLw6SCn/gxBiAPj4+dJXpZSJy9yTgYHBGblcjo2NDWq1GhMTE1SrVeMN/lMolUqsr69TKpUYGxtjfHzcaJd7FzxXI6YQ4vNCiL99fvkDF72pD5P+/n7eeOONxyb4PkklajQanJycMDAw0DWsFg6HMZlMOoeo3W4TjUa1DXenLbfdbicWi9FutxkaGiKbzdJqtRgcHNTZREpZGhwcRErJxsYGmUyG2dlZ7Rqyvb3N6ekpMzMzhEIhKpUKq6urWK1WlpeXkVKysrJCu93m+vXr1Ot11tfX6enpYX5+XgedLS4uEg6HyeVyXLt2TZslXL16lcPDQ22U0Gw2sdvtlMtlbDabdoVLp9P4zudwstksLpdLt7w97C7XaDR0cVSv1/UxVevKVEG1xqmC6OGZIaUKKWUok8mQyWRIpVIkk0lqp6f8C+D/4EFB9CWzGd5+m8+Wy2AURAYGrzxCiO8Gvgr8V8B3A18RQvzRp3+XgYHBRSKl5PDwkDt37gDw2muv6Q4bg8dzcnLCO++8Q6PR4MaNG0xMTBjH613yPJbcf4uzT9D+n/OlvyiE+JSU8ocvdGeXzNNUokgk0pVBBGdv6mOxGAMDA9hsNuCBDbdSiZLJJI1GQxdNStp0u91kMhmmp6dxuVykUimGh4dJJBKYzWb8fj9bW1skk0mmp6d1a97e3h4nJyeMj48zMjLSZbSgnOfu3r1LtVrV+UV3797VBdPu7q626c7n89ruO5PJkMvlmJqa4ujoCLvdjtlsJpfL4ff79YxQtVoFzvKFvF4v+XweIQROp1OrQ53tdcpi2263azOFTlMFIYRWgtQxVQVRs9nUwasqa6harWonuVKpRC6XI5vNkk6nmapU+AKg/P8OgPHf+A2++TOfMYJXDQwMOvmrwMeVOnQeQ/HbwL+61F0ZGLyi1Go1NjY2yGazDAwMMDMz02VmZdBNq9XSkS19fX3Mz8/r96EG747nOcu+C7gppWwDCCF+HrgNvNRF0ZNUolarpYulTgvIaDSq52o6f4bb7dbJytFoFKfTSV9fH9lslnK5zNzcnFY9hoaGSCQStNttgsEgKysrBINBDg8PicVijI+P659/fHzM0dERw8PDjI+P02q1WF1dpVarcfPmTZxOp3aWW1hYoKenh1u3btFut7l58yaxWEzbcptMJu1IB2fDeVevXiUej9NutwkEApycnNDX10cmk9EzP6oNrtNqu9lsUi6XMZvNOjAVzj71qVarWK1WyuWybqtT7nIqjFWpUSqQVRVJSiFSwatKLVLW2tlsVitFf6zZ5B8Aykz7i3Y73xaNwrkboIGBgUEHpofaTqzG6gAAIABJREFU5VI8ZxeFgYHBB4vK0pFSMjc3pz8ENng8al68Wq0yMTHB1atXDXXoffC8pbePs/gWgN4L2ssLw9NUomg0SrPZ7HKqa7fbRCIR/H6/LpQetuFWSsbU1BRCCE5OTrBYLLroEUIwMDDA6uoqPT091Go1Wq0WHo+H+/fv6+IHzhxYlKvczMwM7Xabe/fuUSwWWVpawuv1srOzo53l+vv7tTnDjRs3KBaL7O3tEQqF8Pv93L17l97eXvx+PxsbG4RCIV2ojYyMEA6H8Xq9FAoFzGYzzWZTF0T1eh2bzYbNZqNWq2lFqNVq0Ww2MZlM1Ov1Lpc5VQCpbCLVLqeKKKUMdc4QNRoNSqUS5XKZarWqg1fz+bwuiMrZLD8D/Fn1ugDv/KE/xLf98i+DYdlpYGDweH5DCPEm8Ivnt78HeKbbqhDCAXyJM+8WC/CvpJQ/dmG7NDB4iWm1Wuzu7mrn2oWFBZxO52Vv64UmEomwu7uL1Wrlxo0beoTB4L3zPEXRTwG3hRD/HhDANwN/5UJ3dck8SSVqt9uEw2F8Ph9e7wPzvXg8Tr1e72qni0QiXTbckUgEk8nE4OAgjUaDZDLJ0NAQJpOJWCyG1+ul0WjobKJYLKZb1IQQei+pVErbas/PzwOwtbVFOp1mdnaWQCDA8fGxzjUaHR3VMvT8/Dwmk4nNzU16e3u1yYLdbmdsbIy1tTW8Xi82m41wOMzw8DAnJyc4nc5HCh5AB6wWCgWEEJhMJt0CBzw2e6hYLGKz2SiXywC6AFLzRUodajQaeqZItcopW23VMqfa5bLZLIFikd/kwaR0Egj+1m/x8W//9g/25DAwMHipkFL+oBDijwDfyNnfuJ+TUv7r5/jWGvBpKWVRCGEF3hJC/LqU8ssXuV8Dg5eNYrGo55uvXr3aZVZl8CitVot79+6RTCYJBALMzc091j3Z4N3zPO5zvyiE+F3O3m8K4IeklLGL3thl8TSVKB6PU6vVmJ2d7VoPh8P09PToNrlarUYymdQ23K1Wi3g8TigUwmq1Eg6HtcFCKpWiXq/j9/t1NpHP52N3d5fR0VESiYR2n8vlcty7d4+enh6WlpYwmUzs7u7qWSDVfqdUpKmpKfb39/X9Xq+XW7duYbfbmZubY21tjXa7zfz8PJubm9hsNoLBILu7u/T39+vAVYvFoouaSqWizRKEEFQqFZxOJ+12G0C7xj08R9TpLqcKISGEzh5SuUWd6lDnDFGlUiGXy2nFTSlE6XSaT9fr/DNAOfB/2WTik4eH0NHKaGBgYPAkpJRfAL7wLr9HAsXzm9bzi/yAt2Zg8FITDofZ29vDYrFw48YN/T7K4PHk83m2t7dxu91MTU1x5coVo13uA+SJRZEQYk5KuSmEeP18KXx+PSyEGJZS3rr47X34PEklklJydHRET08P/o7ZlHQ6TalUYm5uTq9Fo1GklNpgIR6P02q1ugwWvF4vPT09HBwcYLPZ6OnpIR6PEwgEyGQySClxOp26T7RYLLK6uorD4dCmCeFwWGcNjY2Nkc1mtQo0Pz9PLBbj8PCQoaEhRkZGuHXrFlJKlpaWuH//vnad29vbo9lsMj09zf379+nt7dW21729vWQyGVwulzZP6GyDs1qt5PN5+vr6tIKkZodUe5xar9frWCwWKpUKQNfckApkVQqRyh5S1+VyGSmlDmTNZrNkUil+DPhrPBgA+OLiIt926xYYQ4YGBgZPQQjxlpTyU0KIAt3FjOA5s/iEEGbgHWAa+Fkp5VcuZrcGBi8XjUaDzc1NUqmUoXY8J8fHx+zt7QFnbnydHUsGHwxPU4r+Z+D7gb/zmPsk8OkL2dEl8jSV6PT0lEqlwuLiYtd6OBzGZrMRCoWABzbc/f392q47EonQ09OD1+vVasfs7Cz1ep1UKsXo6CiRSASn08ng4CAHBwd4PB49w9PT08Pdu3cxm83aVS6RSLCzs0MwGGR6eppSqcTa2hoOh4OlpSWy2Szb29v4/X6mp6dZXV3VM0XRaJR0Os21a9eIx+MUCgWuXbvG/v4+drsdu91OIpGgv7+f09NT7SbXeZzUJxOlUgmHw6ELnnq9rrOHOtvlVHirmpVSylBnUdTZLteZP6Ta5SqVinbGs+bz/DrwmfM9FYH63/t7fNuf/bMYGBgYPAsp5afOr99zFp+UsgXcFEL4gH8thFiSUq6p+4UQ38/Z31EGBgZ488033/N+c7nc+/r+lwHjGLwcx6BQKHB8fEyr1WJoaIharaYzHZ/Fy/Dvf7c0m02Oj4/J5/P09vYyMDDA22+/fdnbujQu8hx4YlEkpfz+8y+/U0pZ7bzvfMD0peNJKhHA0dERTqeT/v5+vVYqlUin00xMTOj+14dtuDuLIDhTicxmM6FQiEgkgpSSwcFB0uk0w8PDev5mamqKw8ND/H6/bnN77bXXcDgcZDIZNjY28Pl8zM/Paytuk8nE9evXqdVq3Lt3D7fbzeLiIvfv39czRcVikUgkwujoqG7zGx8fJxqN0mq1CIVChMNh+vr6SKfT2kBBKUQqsLVardJut/V8kMfj6VKK1GPUjFGj0cBkMnW5y6lCSBVGqlWuVqs9Mj9UKBRoNpuk02lu1mr8S0BNcK0DC+vrcD5jZWBgYPC8CCH+qZTyTzxr7WlIKbPnbeafA9Y61n8O+DmAj33sY/Kzn/3se97nm2++yfv5/pcB4xh89I9BqVTinXfeYWxsjPn5+Uc+gH4WH/V//7sll8uxvr6Ox+NhamqKkZGRV+4YPMxF/vufZ5LtPz3n2keap6lEmUyGQqHwiNXh8fExZrNZt8XBmSr0sA23xWIhFArRbDZJJBIMDAxgNpuJxWL09vZitVopFAoMDAyQTCYRQmCxWGg2m1plmZubw+12UywWWVtbw+VysbS0RLvdZnV1lWazyfXr1xFCsLq6isViYXl5mXA4rO28LRaLnhdyu90cHh4yODioC5CRkREikQher5dSqYTJZNJtcu12m1arpa20VdhtqVQCzhQylVtUr9e1BTegCyhVED1uZki53ZVKJQqFQper3OnpKblcjngsxp+u1fgSDwqi3+jrY6FQMAoiAwOD90qX/C+EsABvPOubhBDBc4UIIYQT+HZg80J2aGDwEiClZGtrC7PZzI0bN951QfQqoUY27ty5g8lk4rXXXtMfthtcHE8sioQQg0KINwCnEOI1IcTr55dv4UEEzEvD01Siw8ND7Ha7dpKDszf+8XicwcFB3Qeby+UoFAr6xFUuc6oIUrk/Q0ND5HI5yuVyVzbRwMCAnitSKo1qRwsEAlQqFVZWVrBYLFy/fh2TycS9e/colUosLi7icDhYWVmh2WyyvLxMNpvV+UP9/f2sr6/T09PD8PAw29vb+Hw+rFYryWRSO83Z7Xat4lit1i47bSGEDl9VBY3FYqHdblOpVHTbnJobUo5yzWZTF0OqRa5Wq2lXuc42OVUMKROF09NTkskkrXyefyYl/xdgA+rA8V/+y3wulQLjP1YDA4N3iRDir5zPE10XQuTPLwUgDvzqc/yIIeDfCyFWgN8HfktK+W8vcMsGBh9pIpEI+Xye6elpI1z0Kajun729PYLBIG+88QYez3vu8jV4FzxtpuizwPcBVzibK1ISSR74kYvd1ofL01Qi9SZ9amqqyyJStb51hrU+bMN9cnJCu93WSpLy3/d4PGxubmI2mwkGg9y5cwen06nbyAKBAPfv39dF0tDQEI1Gg5WVFdrtNq+//jp2u52NjQ0ymQxzc3P09fWxsrJCuVzm+vXrtFottra28Pl8TExMcPv2bSwWC9PT06ytrWG32wkGg9y/f59QKEQ2m9XmDplMBrfbTalUwmw202g0kFLqQqlYLGI2mzGbzVQqFZrNJl6vl1qthpRSzwrB2S+3MlRotVpdttuqKFKBrJ2FUadSdLVc5gvAwvlxPgZG336b0U9+8sLOCQMDg5cbKeVPAT8lhPgpKeW7jpmQUq4Ar33wOzMwePmoVqvs7+8TCAS6PmA26KZSqXD79m2azSazs7MMDQ1d9pZeKZ42U/TzwM8LIf7IuV3pS8uzZoksFktXi1yr1dJmCipc7GEbbikl0WgUn8+H2+0mn89TKpW4du0arVaLZDJJKBTSQaR9fX3E43GtvCg763a7TSAQYHV1lVqtxo0bN3C5XOzt7Wmr7cHBQTY3N3WB5HA4uHXrFg6Hg7m5Oe7du6fVo+3tbaSUjI2Nsb29jdfrpdlsUi6XCQQCnJ6edhVErVZLzwrB2S9sp1KkTBdUu5zVaqVarersoUaj0eUsp1SiTqVItc6p+SFVDKXTaf5ws8k/AlSp+rtWK98SiUAweIFnhIGBwSvEV4UQvVLKHMB5S9y3SCl/5ZL3ZWDw0rC1tQWgA+0NHkVKycbGBu12mzfeeAO3233ZW3rhOD09ZXd3l0ajcSFuhc8zU/SG6psGEEL0CSH+5ge+k0viaSpRqVTi9PRUFzqKeDxOo9HoCmtVNtyqeEqn01Sr1S4bbrPZzMDAAIlEQruuqGwij8fD6ekpoVCIZDKpHd8cDgfhcJhiscjCwgK9vb1Eo1GOjo4YHh5mbGyMw8NDYrEYY2NjBAIBVlZWAFhaWmJ3d5dCocD8/DzHx8eUy2Wmp6fZ29vDZrPhdrtJp9P09/eTSqW09bbJZNLFjFKLlFJULpd1QKvKJFI220oJUqrQwwGsaoZIzQ8pi+10Ok06nSaZTJJIJMgkEvydZpNf4kFB9NanP823VCpGQWRgYPBB8mOqIIIz0wTgxy5xPwYGLxWxWIxMJsPU1BR2u/2yt/PCcnR0RD6f59q1a0ZB9BhqtRpbW1taNLgInqco+s7zPxIASCkzwHddyG4ugWg0+kSVSBkpdA63SSk5Pj7G4/HQ29sLPLDhDgQCWjmKRqPYbDb6+/u1wUIoFMJsNnNycoLL5cLj8egZonK5TKvVwufzkc1m8fv9ZDIZnE4n6XSayclJbZF9//59AoEAMzMzxONxPTc0NjbG2toatVqNpaUlYrEYyWSS6elpstksqVSKyclJIpGIdpo7OTmhr6+PTCajs4WklNpYQYWvKvWrWDzLKjSZTDpTSM0NtVotqtWqVoQezh3qLIYeDmHNZDIkk0mSySSuTIb/APyF82OeAt75iZ/gU1/8IlzQL4KBgcEry+P+Dj4z2NzAwODZ1Ot1dnZ28Pl8RivYUygUChwcHBAKhXTEi8EDlElHq9VidHS0a5zlg+R5fqpZCKFL+3OXnZem1L9y5QpLS0uPqETValXP83RKdKlUikql0qUSKRtuNV9UrVZJpVIMDQ1hMpm0MjQ8PEy5XCafzzM0NEQ6naZerzM4OEg2m8XpdFKr1QC085v6emhoiHw+r80SFhYWdFhrX18fs7OzbG1tkcvlmJubo1KpaDVJBb2OjIyQz+cpFAqMjo4SDofxeDzaJc5kMlGv17X9thCCarWq2+Xq9To2m62r+FEXVRR1BrF2KkOdZgqdc0PKXS6ZTBKPx/m6QoHbwNefH9uvCUFgf5/Tj3/8gs4AAwODV5yvCSH+dyHElBBiUgjxdzkLZDUwMHifbG9v0263uXbtWpd7r8ED2u02m5ub2Gw2ZmZmLns7LySRSIR0Os309LTOAL0Inqco+mfAF4UQf0oI8SeB3wJ+/sJ29CFjMpm6socUx8fHAF3FD5zNHzkcDoIdLVyRSASXy6VtuE9OThBC6E9FotEoPT09eDwefZ8yUbBarbjdbm3JHY/H8Xq95PN5XC4XpVKJQCBAo9FgdXUVu93O8vIy1WqVe/fu4XK5WFxc5OjoSM8Y2Ww2tra26OvrIxgM6hBXi8Wi556i0ShWqxWTyUS1WsXhcFCtVrUVuJoHMpvNFItFhBBaNVJqkpo3UkVRZwiryhtS7nJqZqhYLJLL5bRypQuiWIwfrNf5TUAd2d+cnORjlQo8RsUzMDAw+ID4Ac4MLX8J+JdAFfjzl7ojA4OXgGQyyenpKePj47hcL51p8QfG3t6ezrO8iDmZjzqlUom9vT0CgUDXfP9F8MwWASnlTwshVoFv48yB7ieklC91nHCj0eDk5ISBgYGu/ldlAjA1NaU/8VDKixoebLfbnJycEAgEcDgcFAoFisUiMzMzSCl1u5zJZOL09JTh4WGSySQAPT09HBwcMDo6yvHxMX6/n3Q6jc/n03NC169fB2B1dRWTycTy8jKnp6ccHBwwODhIMBjk1q1bOJ1OJiYmWFlZweVy0d/fz/b2NqFQiFwuR6vVoq+vj9PTU12EKWMF1T4HZ8YKDoeDSqWiFSXlRNdut3WrnPpFVhlESil6nO22CmNNp9Nks1nM+Tz/BvjPz49zGcj/9E/zmR/8wYt8mQ0MDAyQUpaAH77sfRgYvEw0Gg3u37+Px+N55MNlgwdkMhndyeP3+y97Oy8c7Xab9fV1LBYLs7OzF/58z9U3LaX8deDXL3gvLwzhcJh2u83Vq1e71tWMUWdfbDgc7rLhPj09pV6vdxksmEwmBgYGSKVS1Ov1rmyiwcFBNjY2tEOdcnJTmEwmotEotVqNmzdvYrPZuHPnDo1Gg5s3b1KtVrust+/cuYMQgvn5eTY2NhBCMD4+zsbGBr29vUgpu1Spnp4eCoWCVoiazSYmk0m38VksForFIu12G4vFQq1W63KSU2YKFotF5xIpY4V6va6ttjsLonw+rwuihUqFfwWMn/97t4FrKyu4lpcv6uU1MDAw0AghrgF/ibP/hvTfRCnlpy9rTwYGH3WUQ5gKlTd4lGazyebmJi6Xi8nJycvezguJUtGWl5c/lGyrZxZFQog/DPxvQIgzpUgAUkrpveC9XQqtVotIJEJ/f3+X3NtpuW2xWLrWRkZGtBNGNBrF6XTS19dHq9UiHo8TCoWwWCycnJxgs9nw+/3cvn2bnp4epJSUSiV8Ph/xeBy/3082m8Xj8VAoFLDZbFpW9Xg8rK2tUSwWWVpawmw2c/fuXZxOJwsLC6yvr1Or1bh+/Tp7e3tUq1Xm5ubY2dnBZrPh8XgIh8NdDndK/VGtcCaTiUqlgsVioV6vU6lU9EBbpVLpyhlSJgv1el1biauCqHOWqFMdyuVyZ3bbqRR/qt3mZ3gwoPabPT18JhIB70t5ahkYGLyY/Evg/wb+IdB6xmMNDAyeQTqd1o64D89rGzzg/v371Ot1Xn/99QtzU/so06miBQKBD+U5n2em6KeBz0spe6WUXiml52UtiOCBG93Y2FjXejgcBuhyolM23GqtVCqRzWYZHh5GCNFlsFCr1Uin0wwODmqzhcHBQeLxOCaTCavVSq1Ww+12UywWsdvtNBoNPcsTCoW4f/8+qVSKmZkZvF4vq6urCCF0EZTNZpmdnT2ztD63vzw+PqbZbDI0NEQ4HMbn85HL5bSbnMoZUte1Wg2r1UqlUqHRaGC323WOkbLa7swdUs5yqhgql8u6EOp0lstkMqRSKRKJBMVkkn/UbvMPOCuImsDK934vn8nnjYLIwMDgw6Yppfz7UsqvSinfUZfL3pSBwUeRVqvF9vY2LpfrkfdRBg9Q5lJjY2N4PJ7L3s4LR6PR0Cra1NTUh/a8z1MUxaWUGxe+kxeAdrvN8fExfX19XSdps9nk5OSEYDCoXS86Z4c6bbhNJhODg4P6ttvtxuv1Eo/HkVIyNDREPB5HCEEwGNQzRmqmp91ua/c3s9lMvV4nEAgQiUSIRqNcvXqVwcFBHea6vLxMIpEgFosxPj5Oo9HQj8vlchQKBa5evcrR0RFut1sXNMpRzmq10mw2gbOT0GKxaAtuk8lEsVik0WgA6Fkj9TM6g1hVi1ypVNItcg/nD8XjcfqzWb4MfO/5sY0Cli99iev/5J+AIbEbGBh8+PwbIcSfE0IMCSH86nLZmzIw+CiiulRmZ2cvzDb5o069Xmd7exuPx2MUjk9ge3uber3OwsLCh3oePc9M0deEEL8E/ApQU4tSyl++sF1dEvF4nHq9zvz8fNd6LBaj2Wxqy204q/Lr9bpea7VaxGIxgsEgVqtVt4wpe8WTkxN8Ph8Oh4NYLIbf79cFRzAYJJfL6QBVZXxgs9moVCoIIdjb2yMUCjE+Ps7m5ib5fJ7FxUVqtZq+T7XX9ff3a6VqdHSUWCyG2WzG4XCQSqXo7e0ll8ths9mo1+uPGCuo563X65hMJp1Z1DlH1NkmpzKWlKKklDB1SafTZDIZ/mCzyT8Ges+P4X+0WPim42M4LyINDAwMLgH1GU2ns4sEjCZ/A4N3QS6XIxKJcOXKFZ3jaPAom5ubtFot5ufnjXmrx3ByckIymWRqaupDb798nvLLy5kh2GeAP3h++QMfxJMLIf6SEEIKIfrPbwshxM8IIXaEECtCiNc/iOd5HqSUHB0d4fF4tLW2Wg+Hw/T29uLtaO0Kh8NdNtzxeJxWq6Vb6ZRqNDAwQDabpVKpMDg4SCaT0dlEypIbzooqp9NJpVLBarXqnCDlWNfb28vc3BwHBwckEgkmJyex2+3aQGF0dJT19XXcbjf9/f0cHh4SCoUoFArUajX8fn9XwWW1WqnX63qOSNlqK2MFpVQ1m01d/DyuKFLqkDJSUNlDSiFKJBJkkkl+qtnkl3lQEL31qU/xTZWKURAZGBhcKlLKicdcjILIwOBd0G632drawuFwMDExcdnbeWGJRqOk02mmpqYMm/LHUKlUdNhvpxDxYfE8ltz//UU8sRBiFPgO4Khj+TuBmfPLJ4C/f3594SSTSSqVCouLi13rp6enVKtVpqen9Zqy4e4M2VJZRF6vl1arRSKRIBgMYrFYtFITDAbZ2trCarXS29vLxsYGQ0NDJJNJrFYrjUYDk8lEq9XSTm+qpW5mZoZ4PM7R0RFDQ0OEQiFu3bqFzWbj2rVrrK6uYjabGR8fZ319Ha/Xi8lk0jNOJycnuN1uSqUSJpNJW2oLIR4xVlB7UQGtncGsao5IWXQrq+1Go6FnibLZrDZUcBcK/ArwzefHKQv4fvVX+dTnP3/xL6qBgYHBMxBC/HePW5dS/sKHvRcDg48qBwcHlMtlbty4YZgGPIFKpcLu7i5+v//C83Y+ikgptWvyZaloz+M+9485ayXoQkr5J9/nc/9d4C8Dv9qx9oeAX5BnntRfFkL4hBBDUsqT9/lcz+To6Ejn+XRyfHyM0+nscr6IRCJYLBY9O5TP5ykWizqrKJlM0mw2GR4eptlskkwmGRgYQErJ6ekpQ0NDpFIp2u02/f39rK6u0tvbSzKZxOfzkc1mcTgclMtlhBA4nU4ajQbb29v09fUxOTnJnTt3aLfbLC8v697LxcVFtre3sVqt+P1+Dg4OGBgYIJlMYrPZdCGkCi9loW21WimXy0gpsdlslMtlrSKp1rnOgki1zHXOD1ksFiqVCplMhmw2Szab5euqVX4JUFrQbeC1nR34EIfmDAwMDJ7Bxzu+dnCWyXcLMIoiA4PnoFgscnx8zODgYFenjcEDOt/wz87OGm1zj+Hw8JB8Ps/CwkJXRuiHyfPMFP3bjq8dwH/J2Xz8e0YI8XkgIqW8+9CJMQIcd9wOn689UhQJIb4f+H6AgYEB3nzzvefJFgoF9vb2GB0dJZPJ6PVSqcTOzg4jIyNks1ngbEBuc3OT/v5+SqUScFZQ5fN5yuUyq6ur3L9/n3a7Ta1WI5VKEQ6HmZ6e5mtf+xrhcJiZmRmi0SitVotoNEo4HKanp4e33npLz/s4HA5tl+3z+XjrrbewWq1MTU3x9ttvUygUmJiYYGNjg0wmw+joKCsrK9RqNQYHB3nrrbdwu93cvXtXGysoRUgZJ3RmEqlWuVqt1mWo0Gw2qdfr+j7VSletVikWi5RKJUqlElJKqtWqDqv9QeAneXCCfcHnw/vzP8+bOzuws/OuX6NcLve+XuNXAeMYPRvjGD2dV/H4SCl/oPO2EKIX+KeXtB0Dg48UUko2NzexWq1dHTUG3aj3iZf5hv9FJpfLcXh4yODgIKFQ6NL28Tztc1/ovC2E+EXgt5/1fUKI3+aBSNDJXwV+hLMZpUe+7XFbeMK+fg74OYCPfexj8rOf/eyztvRE7ty5w8jICJ/4xCe6XC7u3btHKBTi67/+67UcfHBwgMfj4ROf+IRWcN5++22GhoaYmZmhVCpht9uZnp7mypUr3Lp1i5mZGT7+8Y/rr5eXl/nyl7/MxMQEmUyG6elpVlZW+IZv+AY8Ho8OS1WW2QAOh4PXX3+dcDiM2+3m2rVrNBoN9vf3mZiYoFQqkUgkmJqa4ujoiOnpaex2O7lcDp/PRyaTwW63P1L0KMe5UqmkjRXUHJFSh5TpQmcIqwqaVUYNjUaDUqmEuVjkXwP/xfkxrADpH/9x/siP/uh7fn0A3nzzTd7Pa/wqYByjZ2Mco6djHB/gbIZ25pmPMjAw4Pj4mGKxyOLios5wNOimUChwcHBAKBS61Df8LyrNZpONjQ393vkyeS9n8Axw9VkPklJ+++PWhRDLwASgVKIrwC0hxNdxpgyNdjz8Cu9TlXoWKktnenq6qyCqVCokk0muXr2qC6J2u000Gu2y4Y7FYrTbbd0f2mmwUCqVyOfzTE9Pa0e2qakp4vE4cKYA7e/vMzY2Ri6Xo7e3l3Q6jcvl6pr9UXNDSnW6cuUKVquV7e1tBgYGALqc5qSU9Pb2EovF6Ovre6QggjP7bSklZrOZQqGgs5Kq1SrVarXLdlsVSZ0zRMVikVwuRy6XI5vNUi6Xma3V+AKgTuldYOrWLUZee+0iX0IDAwOD94wQ4t/w4MM3E7AA/IvL25GBwUeDcrnMwcEBwWCQYDB42dt5IWm322xsbOj3cQaPsrOzQ61W4+bNm5deWD/PTFGBbrUmBvzQe31CKeUqoEtlIcQB8DEp5akQ4v8D/kchxP/LmcFC7qLniarVKk6nk6Ghoa71cDiMEKIrrFXZcKs1KSXRaBSfz4fb7abVahGPx7Ut99HREUIIBgYGOD4+1l/fvn1bh6gCWCwW7fYmpUQIgRA3LufNAAAgAElEQVRCz/+ok2RnZ4dAIEAoFOLOnTt4vV78fj8bGxuEQiGt5AwPDxOJRB5xmlMFUbVa1UYOtVpNW3NXKhWazSZSSm3BreaIlONcpVKhVCppy3EVzPq9nLliOM+P1W+5XHxHJAI+30W+fAYGBgbvCSGEXUpZA/52x3ITOJRShi9pWwYGHwmklGxtbWEymbpMpwy62dvb0wYUl/2G/0WkM2fzRbBxf+IrJIT4Rinl7wFBKWX1Q9rPvwO+C9jhrIXhQpzvOgmFQgSDwa6ht2azSSwWY2BgoKv3MxKJdNlwZzIZKpWKtp9UBgtDQ0O0221isRj9/f1YLBbi8Th+v1+rLWNjYxwfHz9SuKjZHxXg2m63cblcbGxs4Ha7mZqa4u7du9hsNsbHx7l37x5erxebzUY4HGZ4eJhYLIbT6aRarepWOdWO12g0sFqtlEolhBD661arBaALoocDWpVC1GmukE6nyabT/H3gz5wfoxZw97u/m+/4xV8EI7jNwMDgxeVt4HXgT0sp/8Rlb8bA4KNENBoll8sxNzeHzWa77O28kGQyGcLhMCMjI4YBxWOo1Wpsb2/j9XpfmBDbp5WtPwO8Afwnzv5wXAhSyvGOryXw5y/quZ7Ewy4gygSh0yNdBZHOzMzox0ejUWw2m3asOzk5wel04vP5SCaTNBoNhoaGyGQy1Go1pqenicfjmEwmHA4HpVKJiYkJDg8Pcbvd5HI53G53l/GBxWIhmUzi8XhYWFhgY2ODZrPJ0tISm5ubWCwWgsEgu7u7BINB0uk0ZrMZs9lMtVrVLXFCCG2sUCqVsNlsuthRypRShzqVIdU2p4wVOrOIMpkMP8SDgigODPzO7/D6t37rh/CqGRgYGLwvbEKI7wW+QQjxhx++82UMKDcw+CCoVqvs7e3h9/u1C69BN81mk83NTVwuF5OTRuzZwyg3PinlCxVi+7SiqHFux31FCPEzD98ppfwLF7ety6PdbhOJROjr6+tK0o1EIpjNZv0fQLVaJZVKcfXqVV1o5HI5ps7tpmOxGHa7nb6+PjY2NrBarfT19bG9vU1/fz/pdBohBCaTSecFqfY2VaCYTCYqlQpOp5Nr166xv79PoVBgcXGR/f19Go0GU1NT7O7u4vV6dSHj9XrJZrM6DLbTgls50Sl1yGq1ajc5pQ51Wm+rwkm1zaniMJPJ8HX1Oj9xfny2gWuRCBje+wYGBh8N/gzw3wA+zkLJO5H8/+y9eXCjW3re9zvYCYDgApLgvjabvd3uvtK1RxmPZmoky9qscayyEkmO7Si25SVRWU7sxNEfKaficjwqWxUttmTHKtuJnYxHll2VpKwZa6uxpMiO7Znuvvc2mxu4L9h34MMHfDj5gzzngrx97+250+SHZp9fFYsE2CRfHIBNPHjf93nAiCKD4Tmsr68DmB2ZD2FjYwPbtvmmb/omk9v0HA4ODigWi6ysrOgd/V7gw0TRHwR+P/BtwH+4mnLcJ5PJ0Gw2WVlZ0dfZtk06nWZqako/uI+Pj5FS6l2k4+NjhBCMj4/TbDbJ5/PMzs7iOI7OJioWi7RaLRKJBOvr6wwPD1MoFAiFQti2TSgU0iJGZQoBBAIBSqUSmUyGpaUlstmsNnDY3d0lEAgQDAbJZDLE43FyuZwWRIB2sZNSagGnbocKXu3eIVLiqjuTSO0QqVDWULXKFwAvYAE3Hz0ygshgMLwySCl/G/htIcS/l1L+otv1GAyvAqlUinw+z/LyMqFQyO1yepJMJkMqlWJ+fp7+/n63y+k5qtUqyWSS0dHR9+3zu80HiiIpZRb4ghBiVUr5+AprcpX9/f1ze0NwOiYnpdQGC51Oh+PjY+LxOKFQiE6nc85gYXd3Fykl4+PjpNNpOp0O4+PjWsCobKCZmRm2tra0U50adVOjc2rPSNU1MTGBlJJUKsXc3BypVArHcRgbG+Pg4OB9TnOADmhV43StVut9Aa1KNClRdDGktV6v6z2iQqFAIZfj/+E0QAog/RM/weyDB1d5NxkMBsNLwQgig+HFsG2bzc1NBgYGtOOu4Ty9uCfTSziOw9OnT3vWje8jN+FfJ0FUKBSoVqvMzMzo+cbn2XBns9lzLnTd+0NSSk5OThgcHKSvr4+TkxMikQihUIhcLsfY2BjpdBqv16vND7pnKdWom8fjoV6vEwgEyOfzDA4OMjQ0RDKZZGxsjEajQaVSOec0p2y8lUGDGpfzer3U63UAnUnUbrf1z1UhrRcDWhuNxrk9onw+T7FY5C8D331W76/EYsz+tb92NXeQwWAwGAwGV9jY2MBxHFZWVnpmB6TXWFtbw3Ecbt26Zc7oOSg3vlu3buH3+90u530Ye7AuDg4O8Pv9OvsH3m/DDaedo1AopLtJ3QYLpVKJRqPBxMSEziYaHx8nk8kgpWRsbIxMJsPo6Ci5XI5IJEK1WtXGCx6PRzvGAdRqNaLRKOPj46ytrdHf3084HCadTmunuWAwqEWNz+fTGUTKWKHRaBAIBHAcR/8Mr9erO0LdI3PqrV6v6z0iNTZXLpd5q9lESaAN4Lv398H84hsMBoPBcG3JZrNkMhnm5uYIh8Nul9OTHB0dkc/nWVpaMmf0HHK5HIeHh0xPT/esG58RRWfU63VyuRxTU1PnQlwv2nDXajWKxSKTk5MIIajX6xSLRSYmJhBCcHx8jM/nY2RkhJOTE51NpDpGzWaTdrvNwMCADmytVCq6cwSn7UXlZ69ss3d2dvD5fIyPj7Ozs8PIyAjlchkpJaFQiHq9TjAYxLIsbd6gRueU7bYayWu323p8Tgki9V5ZhjcaDcrlMpVKhWKxSLFYxF8u839yOnPZBJa/+lWIxa74njIYDIaXhxDil4UQ3yuEMH8PDYbn0G63WV9fJxqNMjs763Y5PUm9Xmdra4vh4eFzL6IbTrFtm7W1NSKRSE+78X3kHwEhREII8YtCiF85u3xHCPEnL7+0q+Xg4ACPx3Puwayc1qamps7ZcHs8nucaLLTbbTKZDGNjY3g8Hp1N1G63dccolUrpsFRAO86poFY11qa6O0IICoUCtm2zsLBAMpkkGo0ipaRWqzE4OEixWCQcDmuThk6no3eFhBDUajV8Ph9SynO7ROqte4dIiaJuc4VisUghl+MfATNnZ5P6K38F3nzzyu4fg8FguCR+HvhhYEMI8TeEELfcLshg6CW2trZotVpmbO4DkFLy7NkzhBDnTLoM77G2tka73ebOnTvnGg+9xotU9g+BLwNqq24d+PHLKsgNWq2WDmvtnnG8aMPtOM45Q4XugNZAIKBNFbqziZQQEkIwPDxMPp/Xe0UDAwOUy+Vz2URqdE6JGTjdM5qbm2NnZwev10t/fz+5XO59TnNCCDqdDu12W5s1qEBYJXgUarzuYiaRGplTu0S5XI5CocBflJLvPfvaX+nvZ/av//Uru38MBoPhspBS/pqU8o9ymse3A/yqEOL/FUL8iBCi94beDYYrpFAocHx8zMzMjHFS+wD29vYol8vcvHmTYDDodjk9x9HREblcjsXFRSKRiNvlfCgvIopGpJRfBDoAUso24FxqVVfM4eEhnU6HmZkZfZ2y4Z6YmND21el0mna7rV1XstmsNliA065RJBKhv7+fk5MT/H4/w8PDpFIpBgcHKZfLdDodotGo3hVSXRw1OtfpdPRlIQTNZpNwOKx3myYmJjg+PmZoaIhSqYTP58O2baSU2lhB2W6rHKRarUan09EjekoIqT0kZb9dr9exLEtnLqk9om9qNvmfz85lC7NHZDAYrhdCiDjwnwN/Cvga8NOciqRfdbEsg8FVHMdhbW2NcDjM/Py82+X0JJVKhZ2dHRKJBGNjY26X03PU63U2NzdfmbHCFxFFtbM/GBJACPEtQOlSq7pCVFhrPB4/txinbLi7bScPDw+JRqMMDAwApyJIGS4oQ4KJiQna7TbZbJaxsTGq1SqWZemOUTgcpl6v666Oen9xdE51rIQQumszPT3NwcGB7ixd/Dr13rIsgsEgrVaLRqOhO1DKVe6iy1z3HlGlUtFvhUIBX7nMF3hvj2jp3/97OLv9BoPB8KojhPjnwG8BYeD7pJSfk1L+UynljwHRD/9qg+H6sr29jWVZrKys9PTIk1t0Oh1WV1cJBAIsLy+7XU7Poc7H6/W+Mm58Hxbeqvivgf8LWBJC/A4wCvyRS63qCkmlUrRaLaanp/V1yoZ7eHhYC6VyuUy1WtW+6o1Gg0KhwMLCgjZYUKYK3dlER0dHeL1eotEoxWKRhYUF3ekpFotEo1Gq1areBVJCSeUVCSF04Kuy8vb5fJTLZcLhsO40qW6RcqBT39Pv99NoNLQYUjtEqkNk27YWRGqPSNlv53M5/gWg1ipP/vJfZu6bv/mK7yGDwWC4VH5OSvkbz/uElPKtqy7GYOgFyuUyBwcHTE1N6ReCDedR9tIPHjzQ5liG99jZ2aFSqXDv3j0CgYDb5bwQL5JT9FXgM8AngT8D3JVSPrnswq6KgYEB5ufnz9kDqhyibqGkxI2y6+42WFDhrSMjI/j9fu00F4lEztlvA9ohThkjKAMEeG90To3CWZZFu92mv7+fSqWCbdvEYjFKpRKRSIRaraZ3h5TbHKDzjTqdjnadU7tKF0Na1cjcxYDWYrHIX5CSz53d/i+Fw8x9/vNXcI8YDAbDlXJbCDGoLgghhoQQf97NggwGN+l0OqytrREMBllYWHC7nJ6kUChwcHDQ0/bSblIsFtnb22NiYoKRkRG3y3lhXsR97o9z6szzzZzOWP/Q2XXXgufNyh4cHNDX16cf6K1Wi3Q6TSKR0Hs5JycnxONxgsEguVxO7xZ1ZxNls1na7TaJRIJUKqXtt1XAqhp58/l8+rJlWXp0TomjWq1GvV5ndHSUbDZLJBKhXq9rQaTCXlUHKBAI6NE41fJWHSLVHVLhrM1mU4/nddtvP7AslARKAt91eGj2iAwGw3XkT0spi+qClLIA/GkX6zEYXGV3d5darcbKyorpgDyHdrvNs2fPCIfDPW0v7RbtdpvV1VX6+vq4ceOG2+V8XbzIkOjv6Xr7VuCvgm4gXDtUt2R6elrPP56cnNDpdPSSWC6X06YHcNo1CgaDDA0NncsmSqVSBINBfD4ftVpNu84pF7pYLEa1Wj2XUaQ6RD6fT+8bNZtN4vE42WxWO8lJKXEc59weksfj0TtIgBZNyljhoihSpgrdY3PlchnP2R6RH7CBxX/372Bw8OJRGQwGw3XAI7qG3YUQXuDVmPUwGF4y1WqVvb09EokEw8PDbpfTk2xsbGDbNrdv3za7Vs9hfX1dn48yKntV+MiXAM6WTTVCiAHgf7+0ilzm4ODg3JiclJKjoyMGBga0laASQcPDwzSbTfL5PHNzcwA6mwggn88zMzNDOp1GCIHP56PVahEOh3XHR3WDAP3LJaWk0WjorKFoNEqhUNCip91ua4MFj8eDZVkEAgHq9TrtdlsLp0ajcW5cTgmii3tEtVpNj83lsll+GZg/O4/NH/1R7rxlxuoNBsO15cvAF4UQv8CpodCfBb7kbkkGw9UjpWRtbQ2fz/fKvcJ/VaTTaVKpFAsLC8ai/DmkUinS6TQLCwvEYjG3y/m6+TgStw5cS5sNZcM9Pj6uW8aFQoFGo6Fd6CzLIp/PMzExgRCCk5MTAMbHx89lE6XTaaSU57pDhUJBCyM17ub3+2m1WudG57p3jKSUVKtVpJSEQiHdRVJ7Qup7VKtVhBB4vV5qtRqWZekdIiWMVBZRd0CrcprL5/MUCgV+TEr+47Pz+FJfH3d+4Reu/H4wGAyGK+S/A34D+HPAfwn8OvDfulqRweACBwcHVCoVlpeXz2U2Gk5pNpusr68Ti8WYnZ396C94zbAsi42NDQYGBl7Z8/nITpEQ4v/mzI6bUxF1B/jiZRblFsfHx0gpz3mpHx0d4ff7GR0d1f9GCMHExARSSu0k19fXx/b2Nj6fj3g8zte+9jX6+/v1+NrCwgIbGxt6L0gZJgSDwXM5Q92ip9PpYNs2fr+fcDhMtVo997luYwUlmBqNhv5enU7nubtEqjuk9oiUscI9y+Inz273NmaPyGAwXH+klB3g58/eDIbXkkajwfb2NiMjIyZv5wNYW1uj0+m8MvbSV4mUktXVVQBu3779yp7Pi2zQ/c2uj9vArpTy4JLqcQ2VV9Rtw91sNsnlcszMzODxeLQIGh4eJhgMUiwWsSyLhYUFnU00MTGh835u3LhBKpXSM5WO4+j8IJUdpN6EEAgh9J5Q93V+v59yuay/VhkrqG6Q6hRJKbU9txJCzWZTj89d7BKpPaJSqYQol/kip4P0LWDh3/wbMI4qBoPhmiKE+KKU8j8RQrzNey/8aaSU910oy2C4ctTYnMfjMXk7H8Dh4SH5fJ6bN2+ey7Q0nLK3t0epVOL27duEQiG3y/nYvMhO0VeuohC3UTbcF7tE3QGuzzNY8Pl8jI6OajMGFdIqhGBkZISdnR3dHVKucEq4BAIBbNvWo3Tqejh1vFPdoEqlwujo6DmnOZVj5DiOdqJzHIdGo6Fd6NTYXLPZPBfSWqvVqNVqlEolisUiuWyWXwKU8ea7f/yP8/ATn7jK4zcYDIar5i+cvf+DrlZhMLjM8fExxWKRlZUVgsGg2+X0HPV6na2tLYaHh/XzQcN7VCoVdnZ2GBsb0/v4ryofKIqEEBWe8+oZIAAppXz1Nqg+BGXDrUwSVFcoHo9r1Xt0dEQwGCQej9Nut8lkMkxMTODxeHQ2UTQa5Z133mF4eJhKpUK73SYej7O6uqp3jWKxGPl8nnA4rEfn4LQzdTGItdVqEY1GsW1bd47Uv6vX63Q6HZ191Gg06HQ654wVlCiq1+vvE0SFQoFCocCfl5LvPzuHL4dCfOc//Icu3AMGg8FwdUgpj8/e77pdi8HgFs1mk62tLYaGhvQLvob3kFLy7NkzvF4vKysrbpfTcziOw9OnTwkEAty8edPtcr5hPlAUSSlfG1sNZcN948YNPQepOkcXDRbm5uYQQpBOp3VnSGUTLS0tUSwWaTabLC0tkUqlCAQCegfI7/drC21Au8upy0rQKJe57pwiFX6lco3UfhGcWmgqS2/HcZ67R6REkxqZU3lEdxoN/tbZOewC32n2iAwGw2vAc174E2eXr+ULfwbD81hfX0dKeS2e0F4Gu7u7lMtl7t69a7poz2Fzc5NGo8HDhw+vRabVC98CIcQYoAcFpZR7l1KRCxweHuL1ehkfHz93XSgU0p0j5TLXPToXjUbp7+8nmUzqbKJkMonP52NgYIDV1VWmp6dJp9P09fXRaDTw+/3Ytq0NFrxeL5Zl6Z0lKSW2beu9Isdxzu0fwelCZDAYpNFo6PG7blOFi25zjUYDy7J0SGupVKJUKkG5zD/lvT2iud/9XTC5BAaD4TXgdXrhz2B4Hul0mlwux40bN+jr63O7nJ6jUqmwu7tLIpHQZluG98hmsxwfHzM7O8vgNcmy/EhLbiHE54QQG5wakn0F2AF+5ZLrujKeZ8Ndr9cpFotMTk7qjo0yWAiFQtq1TTnQqWwir9dLJpNhdHSUXC6HlJKhoSGKxSLxeJxcLkcsFqNSqeDz+bRDnBqV8/v957pIaq/Itm192XEcHQbb6XR0QKtlWe8zWOi24K7VarojpvaI/j6wdHYOb//QD8G3fIs7d4LBYDC4iBDigRDivzp7MwYLhmtPq9ViY2ODWCx2bpfacIrjOKyurhIIBIz5xHOwbZu1tTX6+/uZn593u5yXxovkFP1PwLcA61LKBeDbgd+51KquEGWQcNFgQQihO0f5fJ5ms6lH6U5OTvB4PIyNjZ3LJspmsziOQyKRIJVKEQ6Hqdfr2hXOcZz3jc4pOp0OzWZTX1adIeVGp8RQp9OhVqvpPCPVLWq32+fG5bq7RMp+u1qtUiwWKRQK/Fkp+YGzn/WvgkG+6R//40s+aYPBYOg9hBB/AfgnwNjZ2z8RQvzYh3+VwfBqs7GxQbvdZmVl5ZW1T75Mkskk9XqdW7duXYuxsJeJ2rNyHIfbt2/j8XycyNPe5EXu6ZaUMieE8AghPFLK3xRCfP7SK7sipqeniUaj2mLRcRxOTk4YHR0lEAgApyIpEAgQj8fpdDqkUilGRkbw+/2cnJzobKJ33nmHUChEMBikVCqxsLBAOp0mGo1SrVa1+1woFKLZbOrRuW7LbtUNglOh1Ol09GhdvV5HCEEgENBiSP2bi7tE3R2i7pG5QqHArUaDnzq7/XvAHzg8hGv0oDYYDIavgz8JfEJKWQM4+/v2u8DPulqVwXBJ5HI50uk08/PzRCIRt8vpOQqFAoeHh0xPTzNkoknex3W2J3+RZ8JFIUQU+NecvoL205zmFV0LPB6P3huC0xnbdrutO0fNZpN8Ps/4+DhCCLLZLK1Wi/HxcZ1NlEgkaLVaFAoFEokEmUwGgFgsRrlcJh6Pk8/nicViVKtVvSOkzBHa7bZW2up6NTrnOA6WZdFutwkEArpT1N11UntEqkukjBWeF9Iqz/KIgpzeibO/8zsQj1/ZeRsMBkOPIQCn67Jzdp3BcO1ot9usr68TiUSYnZ11u5yeo91u8+zZM8LhMIuLi26X03PUajWSySTxePxa2pO/iCj6Q0AD+IvAl4At4Psusyg3OTo6IhKJMDAwAJwaKkgptcHCyckJoVCIoaGhcw506XQaKaUenRsYGKBcLgMghKDT6ZxzmetGjcepjpHaM1KdH6/XixBCd4fUv7NtW+cSqdE51SXqHplTHaJcNsv/Ctw4+7mPfuAH4JOfvOQTNRgMhp7mHwD/VgjxV4UQfxX4N8AvuluSwXA5JJNJbNtmZWXlWo09vSzW19exbfvajYW9DDqdDqurq/h8vmtrT/6B97gQ4ueEEJ+UUtaklI6Usi2l/EdSyp+RUuaussirolwuU6lUtPqVUnJycsLQ0BB9fX3allt1jVQ2UX9/PycnJ8RiMd3JuSiOQqEQjUZDu9ApgwRl5OA4Ds1mUwsidZ3H46Fer2NZFkIIvF7vOTHUHdBqWZbOJOo2V1B7RH9aSv7Ts9v664EAb33hC+4dtsFgMPQAUsqfAn4EyAMF4EeklP+Lu1UZDC+fYrHI0dER09PTxGLGcf4i6XRajxX29xtzyotsb29TrVZZWVnR6yXXjQ+TwRvA3xJC7AghPi+EeHhVRbnF0dERXq9XJ/IWCgUsyzpnsACcyyYaHx+nWq2eE0JCCPr6+qjX6wwPD1MoFOjv76darepXHtQukJRSd37U6JwyV+h0OtquWwhBu92m0Wjoz3Vbb6uxuUajQb1e1yNzqkt0s9FA/ZU/AL7d7BEZDIbXGCFESAjx40KInwN+D/B3pJQ/LaX8mtu1GQwvG8dxWFtbo6+v71q5hb0sms0m6+vrxGIxM1b4HAqFAvv7+0xNTRG/xisXH/is+OyPw38EfIbTV9D+gRBiVQjxPwghrl3KV6vVIp1Ok0gktNPI0dERfr+feDx+rmsUCoU4OTnR2URKCI2OjpJOp4nH4xQKBT0u1x3Qqj5W71V3qFssKWc627YRQpyz2u4erbsY0qr2iJQoKhaL5PN5Omd7RCFO94imf+u34CwM1mAwGF5T/hHwFvA28N3A33S3HIPh8tjZ2aHRaLCysqJfiDW8x9raGlJKbt++bdz4LtBqtV6bPauPbBVIKXellJ+XUr4J/DDwh4HVS6/silHW3KorZNs2uVyOiYkJPB4PxWIRy7Lel03k9/tJpVLE43FqtRrNZpOxsTHS6bTuEoXDYWq1mrbo7h6dU6JHdX+UWGq1Wng8HprNphY/Qggcxzknkrq7RN3GCiqPqJDP83cBpWK/9of/MHzqU66ds8FgMPQId6SU/5mU8u8CfwT4tNsFGQyXQaVS4eDggMnJyWsTsvkyUW5qS0tLJsT2Oag9qzt37vSEoG63L8/r7SMtuYUQfuC7gB/kNKPoK8D/eGkVuYCUkqOjIwYGBohGo8D7DRaOj4/x+XyMjIzobKIbN25QKBSwbZvx8XFSqRRerxe/36/H7pLJpBZJ6nsr8QNoEwW1RySl1ALIsiwA7TRnWdb7xFB3h6jRaGhBlM/nKZVK/Einww+f3c7f8Pv5tn/2z672cA0Gg6E3aakPpJRt8+qw4TrSbDZ5+vQpgUDg2r/K//XSaDQ4ODjg+PiY4eHha+mm1p13+UFvH/V5KSWLi4v6OexV0el09ORTt3nY6uoq3/M933MpHb0PFEVCiO8Afgj4XuD/A74A/KjKcrhOFItFGo2GnrOVUnJ8fMzg4CB9fX3aelt1jbqziZ49e4bP52NwcJDV1VVGR0fJZDI6Wwg4Nzrn9Xp1DlGz2cTj8WiL7larRavVQkqpP6cMFpRA6t4jUoYL6k0ZRahMosVajZ85u42HwLcdHJg9IoPBYDjlgRCifPaxAPrOLgtASinNJrrhlabZbPLo0SNs2+b+/fsmhPSMarXK3t4emUxGr0H0qmB8nqgplUqcnJx8qJDpFjzquegH4fV68fl8+i0QCBAOh/Xlvr4+vWt/WbRaLS16lAiq1Wq6do/HQyQSYWRkhPHx8XNrKS+TD/sN+Qng/wD+kpQy/9J/cg9xeHiI3+9ndHQUeM9gQf2SpFIpOp0OExMT5wRSp9Mhm80yPj5OoVDAcRzGxsZYXV1lZGSEXC5HNBqlUqkQiUSo1Wr4fD4titROUfdlKaUerVNCSHWWVH6RelOOc6pDVKvVtNNcq1jki0Afp6EbU1/5CoyNXfXRGgwGQ08ipXR/DsRguCQsy+LRo0e0220ePHhg3OY4fW63t7dHoVDA5/MxMzPD1NQUwWDQ7dKAUwGUTqc5PDzUaxXPGxXb2dlhrOv53EVREwwGiUQi5677sLer7JJLKc+teqg327b1vwkEAkSjUYaHh4lGo0QiEcLhsK5zZ2fn0uzSP1AUSSk/eyk/scdoNpvkcjlmZmb0IR8fH+P3+xk5MyM4Pj4mGo0SjUY5Pj7W2buFKYQAACAASURBVETZbFZ/vLe3RzAY1B2fWCymjRtSqZS2d1TiRjnKwel4XLeBApyqZlWfx+PRir/bbU6ZKlx0m8vncvwD4NbZbfwPn/scv/fTZlzeYDAYDIbrTqPR4PHjx1oQvc720lJKMpkM+/v7VCoVPUY4OTnZU52zfD5PMpmkWq0SiUQYHBzUouWi6CkUCnziE59wRdR8PbTb7XOdH/VeZXUKIYhEIgwNDenn2NFoFL/f71rNvfOIcIlUKnVud8i2bbLZLNPT03g8Hn2HLi8vA5zLJtra2qKvr4++vj5yuRzT09Ok02l8Pp9W98pModPp6NE5FcTq8/m0EFOCR4mqdrut3ebUqJwyWVBjc8qCW43N5fN5isUif6LT4Y+d3b7f9Pn47L/4F1d+rgaDwWAwGK6Wer3O48eP6XQ6PHz48Mr3QHqFTqfDyckJ+/v7OiNyZWWFRCLRU6GslUqFZDJJoVAgFApx584dRkdHP1TohMPhnjKEkFJiWdb7xt/UtBOA3+8nGo0yNTVFJBIhGo0SDod76r4AI4qYmZnRu0NwKnouGix4PB4SiQT1ep1SqcTS0hKWZVEsFllYWCCTySClZGRkhCdPnjA2NkY2myUWi1EqlYhEIlSr1XOjcyqUFTj34L/YNeq25e50OnpkrjucVdlvl0ol5ms1fvbsex0DnzV7RAaDwWAwXHvq9TqPHj1CSsmDBw9eS0HUbrc5PDzUI2ixWIzFxUVGRkZ6qqNiWRbb29ukUin8fj83btxgcnKy50TCRRzHeZ/xQa1WO7cG0tfXRywWY3JyUo+/9cqI4kfx2osiIYSete02WAiHw3Q6HVKpFCMjI/h8Pvb39/VS3vHxMQCJRILV1VUikYjeD+rv7+f4+Jjx8XFOTk7Off/u5TCPx6PnRuG9jCLVHVLdImXRrUbnLuYRlctlvUf0S0CY0z2iid/4Dbjk5TiDwWAwGAzuUqvVePToEUIIHj58SCQScbukK6XZbHJwcMDR0RGO4zA8PMzs7GzPWZC3Wi12d3c5PDxECMHc3BwzMzM9NcrXjWVZpFIpLYAajYb+nM/nIxqNMj4+rkffIpFIzwu7D6M37wWXuOhCl81mabfbOptIhbcGAgFSqRQDAwMAp05vi4uk02mCwSDNZlMLH5Ut1O06Z1mWngO96CyinOc6nY7eI1Ijc+12m0ajoZfUKpWKFkSFQoG/D9w+uy2/+x3fwac++1qshRkMBoPB8NpSrVZ5/PgxHo+HBw8eEA6H3S7pyqjVauzv75NKpQAYGxtjZmam57pkjuNweHjI3t4ejuMwPj7O/Px8z3ZQGo0Gu7u7esWkr69PCyA1/hYKhdwu86VjRFEXKotIudAdHx8TCoUYHBykWCzSbDZZWlqiUqlQr9dZWVnRv4jDw8Nsb28zPT1NJpPRX6Pc5/x+v3bXEEJQr9f1vpG6TrnLqXE51R1SY3OtVkt3iZSxQrFYpFgs8kfbbf7E2e34is/HZ37lV678/AwGg8FgMFwdlUqFx48f4/V6efjwYU/tmlwmpVKJvb09crkcXq+Xqakppqene+6JunpBfWdnh2azycjICAsLCz3byavX6+zu7pJOpxFCMDU1xczMTM+It1arRalUurTvb0TRGa1Wi0wmw9TUlM4HKhQKzM/PI4TQ2UQjIyNsbW3h8XgYHR3lq1/9KgMDA1QqFaSUhMNh9vf3GRwcpFAo6AdSt9c6oEfiVHdIjc7BaRtYWXPbto3H49G7RMq7vVqt6g7RXK3G3zm7HSfAZ/b3oQdShw0Gg8FgMFwO5XKZJ0+e4PP5ePjwYc8JgpeNlJJSqcTXvvY1SqUSfr+f+fl5pqamXHUs+yByuRzJZJJarUYsFuPOnTt6wqjXqFar7O7ukslk8Hq9TE9PMzMzQyAQcLs04HTCSgXt7u7uYtv2pdRmRNEZFw0WTk5OABgfH6fdbpPJZBgfHwcgnU4Tj8f1KNvNmzdJpVL09fXRaDR010eNzik3OpU95Pf7abfbdDodPSbXPToH6E6RsuRuNBo6k6hcLusOUatU4ouc7hF1gPFf+zU4q9NgMBgMBsP1o1Qq8eTJEwKBAA8ePLjWgqjT6ZBOp9nf32dnZ4fZ2VmWl5cZHx/H24MvAJfLZba2tiiVSvT19XH37l09gdRrVCoVdnd3yWazeL1e5ubmmJ6e7hmRWavV2NvbI51OA6fjkcvLy5cm1owoOuP4+JiBgQEikYhudw4PDxMKhc5lE+XzeVqtFuPj47q9GIvFWF9fZ35+Xu8dFQoF+vv7KZfLBAIBLYCEENRqNYQQeL1ePR6nOkfd5gtKGEkpaTQaNBoNvUdUKpUoFov8AnD37Db8zmc/y7d++7e7eYwGg8FgMBgukWKxyNtvv00wGOTBgwc9M9r0snEch6OjIw4ODmg2m0SjUWZnZ/nEJz7RU05yinq9zvb2NplMhkAgwM2bN5mYmOjJWsvlMru7u+RyOXw+H/Pz80xPT/eM4UOxWGR/f/+545F7e3uX9nN749a7TLFYpF6vc+vWLX3ZsiwWFxeB065ROBwmFovx7rvv4vf7GRoaYm1tjXg8TrFYBCAUCmFZFvF4nHw+r2d7leucEkFqZ0gZKQDnOklqlE6FtALaXEF1iQqFAj/YavFfnN2Gf+318ulf/dUrPDWDwWAwGAxXSaVS4cmTJ/T19fHgwYOeGW96mdi2rW212+02g4ODrKysMDw8TC6X6zmRYds2Ozs7OsJlfn6emZmZnuxiFYtFdnd3KRQK+P1+FhYWmJqa6gkxJKUkm82yv79PuVzW9U1OTl5Z58r9U+gBnmew4Pf7GRkZ0dlEi4uLtNttcrkck5OTlEolbNsmkUiwt7dHf38/1WoVj8eD4zh4PB5arRY+n08LIeU6pwwXVPdIXVaudapD1G63tROdMldQY3MztRo/f1Z/Cvi02SMyGAyGK0MIMQP8b8A4p9PLf09K+dPuVmW4zuTzeXZ2dpibm7uWgqjRaLC/v8/JyQmdTofR0VFmZmZ0rEmv4TgO+/v77O/v0+l0mJycZG5urifvl0KhwO7uLsVikUAgwNLSEpOTkz0h3J4XtHvz5k3Gx8ev3N77tRdFymBhYmJCd3Ky2SwTExN4PB5SqZTOJkqn03Q6HRKJBIeHh/h8PsLhMJVKhcXFRQ4ODhgeHiafzxONRimXywSDQT0CB+idI2XH3el0AM6ZLDiOozOJlEBSI3OFQoFmscgXgQinf4kT/+pfwdkulMFgMBiuhDbw30gpvyqE6Af+gxDiV6WUT90uzHD9yOVyvPvuuwSDQR4+fNgzOx8vg0qlwt7eHtlsFiEE4+PjTE9P96y1uJSSo6MjvfA/OjrK4uJiTzr/5XI5dnd39fPRXgqJbbfbejzStm36+/u5e/euq0G7r70oSqVSdDodbbCghM/FbKJgMEgqlSIcDhMOh8lkMoyNjZHJZAAIBALYtk0oFCKbzWq7RdUN8ng8eozOtm0cx9FCSX2s9ouUFbdynLNtm0qlQqFQoFgs8neAN87q/+1Pf5pPf8d3XPWxGQwGw2uNlPIYOD77uCKEWAWmACOKDC+VTCbD06dPiUajLC0tXRtBlM/n2d/fp1Ao4PP5mJmZYXp6uic7LYpMJkMymaTRaDA4OMi9e/d6rpMlpdRiqFKpEAqFXOu8PI9eDtp97UVRIpHQqbxwOjrX399PNBo97cqcZRM1Gg09RpfL5XAch0Qiwfr6OoODg5RKJbxeL+12W4/O+f1+bZ5gWRaBQEDvDnWHtjqOg+M47xNEaqfIsiyklBSLRX6g1eJPndX+2x4Pn/71X3fv8AwGg8GAEGIeeBP4t+5WYrhupNNpVldX6e/v5/79+/z6Nfibn8lk2N3dpVqt6lGuiYmJnthr+SCKxSLJZJJyuUwkEuGNN94gHo+7XdY51E6OOtu+vj5WVlYYHx/viT2sVyFot3cfgVeE3+/XVtuVSoVqtcry8jLAuWwi5XahhFAwGMTj8VCv15mcnGR3d1cbLPT391MqlQgGg3pETghBo9HA6/Vqq24lhJSxQqvV0kJJCSJlxW1ZFlO1Gn/3rO408Kn9fejh/0QMBoPhuiOEiAK/DPy4lLJ84XM/CvwonP7t+PKXv/yxf06pVPqGvv468LqdQaFQYH9/n3A4zMLCAplM5pU+g1arxcHBAeVymVAoxMjICENDQ1QqFZ4+fbEG61XffsuyOD4+1ov/iURCr0m4xcUzUC+ap9NpLMsiFAoxNjbG4OAgxWKRJ0+euFYrnGYgZTIZyuUyXq+X4eFhRkZGsCzrYznJXeZjwDyj7uLk5ASPx0MikTiXTaR2i4aGhvB4POTzeaanp8lkMgghtJlCMBjEtm2tertd52zbRkqJZVm02239M1VOEaAd59rt9rluUb1ex+84/BKg9PTYl74Ek5NXfEIGg8FgUAgh/JwKon8ipfznFz8vpfx7wN8DeOutt+R3fud3fuyf9eUvf5lv5OuvA6/TGZycnPDs2TNu3brFG2+8oRfiX9UzSKVSbGxsEIvFWFhYYHp6+mN1L67q9jebTXZ2djg5OSEejzM7O8vU1FRPGBOoM5BSkkql2N3dJRQKsbS0xNzcHKOjo653htQI397eHsFgUO+JvQwnuct8DBhRdEan0yGVSjE6OorP5zuXTVQqlWg0GszNzZHJZJBSMjY2xjvvvMPw8LCeh221WloA+f1+bNs+F9iqDBc6nY5+r8bplNuc4zh6j0h1iBzH4W8D989q/conP8lnXsH/FA0Gg+G6IE6fdfwisCql/Cm36zFcH46OjlhfX2doaIh79+71xBPxj4tt26yvr5PNZonFYty6datnDRTgdPl/b2+Pg4MDAKamppibm+upPa5Op8PR0RF7e3tYlkV/fz/37t0jHo+7LobUc+n9/X3q9bp2kkskEq/E49iIojMymQztdluP0nVnE62vr+PxeBgdHeXJkydEIhEcx6HZbLKwsMDGxgajo6Pkcjn6+/spFov09fXp7hCg7biVMFJmC+pzQgjdIWq321iWRbPZpNls8oPAnzmr83c8Hj7zla+4cEIGg8Fg6OL3AX8MeFsI8ejsup+QUv5LF2syvOIcHh6ysbHB8PAw9+7d64nF+I9LOp1mY2MDx3FYWlr62N2hq0AJjd3dXVqtFolEgoWFBUKhkNulaTqdDsfHxzx79oy+vj5isRjLy8s9sdv0PCe5O3fu9ETX6uvBiKIzTk5OCIVCDA4OnjNV6HQ6pNNpRkdHsW1bX59Op7XqdRyHQCCgO0WAttpWrnOdTodms6lFkjJb6O4uqVwiZcXdaDRY4mz2AsgCv2931+wRGQwGg8tIKX8beHX+2ht6noODAzY3N4nH49y9e/eVFUS2bbOxsUEmk+n57pCUknQ6zfb2NpZlMTQ0xNLSUk8t/zuOw9HREfv7+9i2TTAY5MGDBwwNDbld2nOd5GZmZnqito+DeXbNaaemUCiwsLCAEIKTkxOdTZTL5Wi32zqnCGBkZISvfe1rjIyMkMvltB23CmYNBAI0m03tOqdG5+BUTStzBXVdo9EAONclajQaNJtN/hLQf1bnyL/8lzA9fdXHYzAYDAaD4RLZ29sjmUwyOjrK7du3X1lBlMlkWF9fx3EcFhcXmZmZ6dlOQbVaZWNjg1KpRDQa7RmhoVDdl/39fVqtFkNDQ9y5c4dms+l6na+Ck9zHwYgiTm24AcbHx5+bTRQIBBgaGmJzc1N3klqtFvF4nGfPnpFIJMhkMvT391MoFAiHw9i2rbtFzWbz3Ohcu93W5gpq70gJom5L7qZl8b1nNX4J+K7v/m4XTsdgMBgMBsNlsbu7y/b2NmNjY9y+fbtnRcSH0Wq12NjYIJ1O09/fz61bt3ReY6/RarXY3t7m6OgIv9/fU7bVcCqGDg4OODg4oN1uMzw8zPz8fE/kIZVKJfb29sjlcng8HiYnJ5mZmempMcNvhNdeFCkRNDw8TDAYPJdN1Gq1yOVyTE9PU61WqdfrzMzMkEql8Pv92lJb5Q+pV3aUkYIakVNdIfULp0bouoWREkvKitu2bW51Osyc1fnpz3/+ys/GYDAYDAbD5bGzs8POzg6JRIJbt271zBPzr4dsNsv6+jqtVouFhQVmZ2d78nZIKTk+PmZ7e5t2u8309DTz8/M9k4/U6XQ4ODhgb2+PdrvNyMgIc3Nz9Pf3f/QXXyLKSW5/f59SqYTf72d+fp6pqameMqB4GfTGI8FFlAi6ceMGcD6b6Pj4GCkliURC23UPDw+zublJIpEgm80SDAZpNBp6dC4YDOrROdUhUqJHmSuoXCJ13UVB1Gw2qdfrfE9XneHv/353DshgMBgMBsNLJ5lMsre3x/j4OCsrKz0pJD6M7u5QNBrl/v37PTs+VS6X2djYoFKpMDg4yPLycs90stReUzKZpNlsMjIywvz8vOtnKaUkk8mws7NDvV4nFAqxvLzM+Pi4a05yKtrmsnjtRVGn0yEWixGPx5+bTRSNRolEIqTTaYaHhymVSjiOw9DQEE+fPmVycpJUKkUsFiOfzxOJRLShgjJSuLhTpKy31Thds9nUl5vNprbkVsNy68DNM9FmMBgMBoPh1WZra4v9/X0mJydZXl5+5QRRd3dofn6eubm5nrwNtm2TTCY5OTkhGAxy584dxsbG3C5LUywW2draolKp0N/fz+3btxkcHHS7LPL5PMlkkmq1SjQa7QknuXw+z/b2Npubm/q59cvmtRdFIyMjjIyMAKfhYiqbqF6vUy6XWVpaolAoYNu27hgFg0EtaPx+v84aAnQHSF1WxgoXlyaV2YL6vHKeU8Io0GzyqbN/u7W8zM0rOxGDwWAwGAyXxcbGBoeHh0xNTbG8vOx2OV8X7XabjY0N/aJxr3aHpJQcHh6ys7OD4zjMzs4yNzfXM1k59Xqdra0tcrkcoVCI27dvMzY25rqwrFQqJJNJCoVCz9RVKpXY3t6mWCwSCoWYnJy8tJHH114UddOdTbS9va0d6JLJJD6fj1gsxtOnT5meniaTydDX10e9XtedIDU65/V69QgdoA0UuoWQGqNTY3NKWKlO0e8HlAb+7p/9WdfOxGAwGAwGwzeOlJKNjQ2Ojo6Ynp7WY/uvCrlcjrW1Nd0dmp2d7UmXvEKhwObmJrVajeHhYW7cuNEzluC2bbOzs8Px8TFer5fFxUWmp6ddP8d6vc729jaZTAa/38/y8jITExOu1lWtVtne3tYuz6qmUql0aSLNiKIzurOJpJSkUimGhobwer1kMhnGxsbI5XJIKRkaGuLg4IDp6WmOjo4YGhoim82+b3QO0DtFcNpFUmKo0+loMeQ4Du12W89KNhoNvU9UB8Kf+Yw7h2IwGAwGg+EbRkrJ+vo6x8fHzM7Osri46HZJL0y73WZzc5OTkxMikQhvvPGG68v/z6PZbLK5uUkmkyEUCnHv3j09CeQ2juNoE4VOp8Pk5CTz8/OuGxU0m012dnb03vz8/DwzMzOudtQajQbb29uk02l8Ph+Li4tMTU1dSU1GFJ3RnU1UKpWwLIuFhQVyuRyO45BIJNjZ2SEcDtNoNJBS4vV6cRxHfw9lwQ2n4axqGczr9epOkZRS7w/B6S+KEkcqo8hqNPQ+0W8C33tNrA4NBoPBYHjdkFLy7NkzUqkUc3NzLCwsuF3SC5PP51lbW8O2bebm5pibm3O9q3GRTqfD/v4+e3t7SClZWFhgZmamJ+pUL7Jvb29rE4XFxUXXO1ftdpu9vT0ODg6QUjI1NcXs7CyBQMC1mi4KtLm5OWZmZq7UHdCIIt6z5VbZRDs7O3i9XkZGRnj69CnBYJBQKESxWGR+fp50Ok0kEqFWq+ng1lAohGVZenQOToWRbdu0Wi0tnlSXCE7bqOrzShQ1m03eAKbOavven/s5F07EYDAYDAbDN4qUktXVVdLpNAsLC8zNzbld0gvRbrfZ2tri+PiYSCTCvXv3erI7lMvl2NzcpNFoMDo6ytLSUs9k5hQKBba2tqhWqz1jotDpdDg8PGR3d5d2u00ikWBhYcHVM2u1Wuzt7XF4eIiUksnJSebm5lwRaEYUcer+obKJHMchnU4zOjpKp9Mhn88zMzNDJpMBYGBggJ2dHWZnZzk4OCAej5PJZIhEIjqTyHEcPB7PuZnHi6GtasxOdY1arRa2bWNZFuciWk1gq8FgMBgMrxxSSp4+fUomk2FxcZHZ2Vm3S3ohurtDs7OzzM/P90TXpZtGo8Hm5ia5XI5wOMyDBw8YGhpyuywAarUayWRSmyj0gnObevF/Z2eHZrPJ8PAwi4uLrppkqJDa/f19Op0OiUSC+fl5VwWaEUWczybKZrM4jsP4+DjpdFrnFD179oz+/n6q1SpwOhLXPS6ndoiklHg8HizLwuPx4PV69XicGp+zLEuP1ylBpAwXuveJVoHbr9DcscFgMBgMhtNX5J8+fUo2m+XGjRtMT0+7XdJH0t0dCofDvPnmm8RiMbfLOofjOGxvb7O/v48QgqWlJaampnpCtF00UeiV2rLZLMlkknq9TiwWc71jpbpVe3t7tFotRkdHWVhYcH2kEIwoel82kbLcHhgYIJlMEolEEEJQqVS4ceMGqVSK/v5+KpUKgUCAZrNJKBSi0WhoASSE0OGtamxOCKFzi5RoUpfVCJ1lWYRbLT55Vtvu7dvcdu9oDAaDwWAwfJ10Oh3effddcrkcy8vLTE1NffQXuUyhUGBtbY1ms9mz3aFMJsPa2hrhcJhEIsHi4iLBYNDtst5nojA1NcXc3JzrJgrFYpFkMkm5XCYcDrtuPCGl5Pj4mN3dXd2tWlhY6KmxzNdeFGUyGZ1NZNs2hUKBmZkZLMuiXC6zuLhIOp0GIBqNsrm5ydzcHPv7+3p0LhqNapFzMZNIjdMp+21A7xypDpESRs1mk+/gvTvlu37mZ67yKAwGg8FgMHwDqJG5XC7HzZs3mZycdLukD8VxHLa2tjg6OurZ7lCtVmNzc5NCoYDP5+PNN99kYGDA7bLeZ6IwOjrK4uIifX19rtZVrVZJJpPk83mCwSArKyuMj4+7Nr4npSSdTrOzs0Oj0eiJbtUH8dqLooGBAebn54nFYtqFQ43OASQSCR49esTQ0BClUgl4b3ROPcBUWKvjOAghdNdIdY663eZs20ZKqUfqlNmCcp5To3NVIPqt33rVx2EwGAwGg+Fjsre3p0fmel0QFYtFnj17hmVZzMzMsLCw0FPdoXa7ze7uLgcHB3i9XpaXl7EsqycEUbeJQiwW486dO67XZVkW29vbpFIpfD5fT4zv5XI5kskktVqNaDTKG2+8QTwed62ej+K1F0XhcJj5+XngdLeov7+fcDhMKpVicHBQ7/koY4XBwUFKpRLBYBDLsvTonMfj0Z0gJYy694wALYxarZYenWu1WjSbzVOThXqd7zqr6zc9Hr6vB9rCBoPBYDAYPppCocDOzg5jY2M9vUPkOA7JZJLDw0P6+vp6pvOiUB2YZDKJbdtMTEywuLiI3+/nnXfecbW2Wq3G1tYW+XxemyiMjY25WpNt2+zu7nJ0dIQQgtnZWWZnZ6/Uyvoi3aN7fX19PWE28SK89qJIUavVqFarLC8vU6lUqNfrzMzMkEqlEEIQDoep1WosLi6yvb3N6Ogo6XSa/v5+barQPTonhNDBrN0jdOrNsizdJWo2mzSbTR4AE2f1fN/f/tuunYXBYDAYDIYXp9ls8vTpU8LhMCsrK26X84EUi0XW1tZoNBpMT0+zsLDgalDnRarVKhsbG5RKJWKxWM8Exdq2zfb2NicnJz1jouA4Dvv7+9q9bWJigrm5OVf3rCqVCslkkkKh0BOje18vRhSdocJbx8bG2N3dxePxMDIywvb2NvF4nHw+/75xOUALITU6Z1kWPp9Pd4Mcx9HiSI3ROY6jO0VKELVaLWPFbTAYDAbDK4YyVuh0Oty9e7enRIZCubYdHBz0ZHeo1Wqxvb3N0dERfr+fW7dukUgkXH8yfVF49IKJQqfT4eDggN3d3Z5xb6vVauzs7JDJZPD7/T0hGj8ORhTx3hLY8PAwPp+PdDpNPB6nWq1i2zZjY2Nsb28zNDREsVjUQa19fX3nRufUmFy9Xte/yN1CSnWLuh3nms0mlmXRbDb1PtG7wN1XJODNYDAYDIbXmc3NTcrlMnfv3u0JW+GLlMtlVldXaTQaTE1Nsbi42DPCTTmSbW9v0263mZ6eZn5+3tXRL1VXd65PL5goqOeqa2tr9PX1MTQ0xOLioqudNMuy2NnZIZVK4fF4mJ+fZ3p62vX77+Pyalb9klHhrTdu3KBQKGDbNolEgnQ6jdfrJRAI0Gg0mJycJJlMMjY2pq25G42GNlno/k9GGSyobCIlmpQY6nacsyyLQSn5lrOvTX3zN3PXnaMwGAwGg8HwgpycnHB0dMTMzAyjo6Nul/M+yuUyjx49IhAI8PDhw55y/CqXy2xsbFCpVBgcHGR5eZlIJOJ2WT1popDP50kmk1SrVbxeL/fv32d4eNi1ei7uMU1PTzM7O+u6Dfk3ihFFvBfeGo/HWVtbw+fzMTg4yLNnzxgZGSGXyz13dE4FtTqOg8fjodFo4Pf79eicsuFWl5UVd7cNt23bWJbFHwCUpPq2n/xJF07BYDAYDAbDi1KtVllfX2dwcJDFHgxabzQavP322wSDQd58800CgYDbJQGnT6iTyaTOhewFswLoTROFcrlMMpmkWCxqwwLLslwTRO12m729PQ4PD3tmj+ll8tqLIsdxyGazJBIJpJRks1nGxsYoFou0223GxsZYX1/Xe0V9fX3U63U9Ouf1enVHSAihR+c8Hg9SSv3WarX0ztHFbKJms6n3iSpA/6c+5eaRGAwGg8Fg+BDa7Tbvvvsufr+fO3fuuL77chHbtnny5AkA9+/f7xlBVKvVePToEe12m9nZWebm5lwf5etFE4V6vU4ymSSbzRIIBFheXmZiYgKPx+PKY81xHA4PD9nb26PdbpNI1cXxNAAAIABJREFUJJifn3c9k+ll89qLokwmg+M4JBIJstms/lgt+3k8Hp3wvLm5SSKR4OTkhFgspkfn2u02Pp8P27aBUxeabre5druNEIJms6kvq7G5RqOBVa9rUfSbXi+f65H/vAwGg8FgMJxHSsnq6iqWZfHw4cOeERwKx3F4++23aTabPHz4sGeeuFqWxZMnTxBC8NZbb/XEqFypVOLJkyc9Y6LgOA6bm5ucnJzg8XhYWFhgenraNeEopeTo6Ijd3V1s2yYej7OwsEA0GnWtnkajcWnf/7UXRdFolJmZGQYGBtjb2yMYDBKNRslms0xMTJDJZHRYa/foHLxnu909OqeyipT4UZeVgGq1Wjq0tdVqYVkWbwKqQfu5n//5Kz4Bg8FgMBgML8re3h65XI7l5WXXd00uIqXk6dOnVKtV7t27RywWc7sk4LQb8/jxYxzH4c033+wJQVSpVHj77bcJBALcv3/fdfGoxGypVOoJgaYeS5lMhsHBQe7evevq413Vs7W1RbPZvJSRPSOKolGi0Si2bZPP55mZmSGXy9HpdBgdHeXdd98lHo+Ty+V0VpF67/f7aTabWiwpJzqVWaRG52zb1h0nx3G0Bbcanfue7oKMFbfBYDAYDD1Jd0Dr1NSU2+W8j/X1dXK5HDdv3iQej7tdDnBqt/348WNs2+bBgwc9IYiq1SqPHz/G5/Px8OFD13diOp0O77zzDqVSidu3b7u+y6S6oZlMhqWlJWZmZlyvRwm0RCJxaffXq2UgfolkMhmklCQSCVKpFKFQSOcKDQ4OUiwWGRgYoFwu4/f7ddaQcp1TAkjtDCl7bsdxALR46naesywLy7L06NwTgB5OwTYYDAaD4XWl1wNad3Z2OD4+Zm5ujsnJSbfLAU6fAz158oRGo8Ebb7zRE52rWq3G48eP8Xq9PSWICoUCt27d6glB9OzZM9LpdM8Iom6Bdpkuj0YUnZFKpYhGowQCAQqFAmNjY2QyGXw+nxY23aNzKpvI4/FgWda5mWK1S9RqtfR74JzJgtopirVafOLs6wqf+AQGg8FgMBh6i14PaD0+PmZnZ4fx8XEWFhbcLgc4PbO3336barXK3bt3e8IOvNFo8PjxY4QQPHjwgFAo5Go96nGVz+d1YK2bSClZW1sjlUqxuLjYE4JICbSrqMeIIk5/ScrlMolEQneMRkZGyGaz+n0kEqFarRIOh6lWq/h8Pt0dUt/D5/MhhKDT6ehOkuoaKVtu5Thn2zaNRoM/wHt3wmc+/3nXzsBgMBgMBsPzUQGtt27d6rmA1nw+z/r6OsPDwz3TwZJS8u6771IsFrl161ZPjPJZlsWjR4+QUvLgwQPX70c1EqbGHcfHx12vZ21tjZOTExYWFpidnXW9nmfPnmmBdhX1uCaKhBA/JoRYE0K8K4T4ya7r/3shxObZ577zKmpJpVIAOpQ1Eolg2zbtdpuBgQFKpZIenQsGg7pzpDpFKpPIsiz9OXWdMly4uEtkWda5faISwCc/eRU312AwGAwGwwvSywGtlUqFd999l0gkwt27d3vCGlyNO6kn+253P+B09FEZPfTCXpMSRNlsluXlZdfHHaWUrK+vc3Jywvz8PHNzc67XozpWVynQXDFaEEJ8FvhDwH0pZVMIMXZ2/R3gB4G7wCTwa0KIm1JK5zLrSaVSDA4OIqWkVCqxsLBAOp0+5yan/qNReURKENm2fc6O23EcbcetukQqpFVZcasukd1o8F1nNfy6EHz/K54EbDAYDAbDdaKXA1oty+Ltt9/G7/dz//79nhnp29jY0ONObj/Zh/ec75TRg1t20oruHZkbN270hGHHxsaG3kebn593tZbujtVVCzS3OkV/DvgbUsomgJQyfXb9HwK+IKVsSim3gU3g915mIeVymUajQSKRIJ0+LUO5zY2OjpLJZIhGo1QqFe06FwgEtLuc2hny+/36srLi7nQ62LZ97vruwNZvBkbO6rj54z9+mTfTYDAYDAbD10EvB7S2Wi2dr9NL4azJZJKjoyNmZ2ddH7+C95zvms0m9+/fd93o4aKJwXQPmGttbGzo+8ztfbSLHaurFmhuiaKbwLcKIf6tEOIrQojfc3b9FLDf9e8Ozq67NGq1Gl6vl9HRUdLpNLFYjHq9juM4xGIxyuWyfh8MBs/lEKm0Y9UBEkLo/zSVMx2g3ea6necajcY5K+7sW29d5s00GAwGg8HwgnQHtN65c6dnRAe8l2djWRZvvPGG67sxir29Pfb+f/beLEayLTvP+2Oe5zkyI+ehhsysus3b5GW3wCabZDdJCZBJ+kGECViCoBYMAqKgJwKGQEAAH6Q3AYQEsmnC8IsNPRgGBcG+gGGbslpss9t0V92sIech5nmOM5/jh6y1+0RWVmXlrYqMuJX7AxKVlRVxzt4RJwvnj3+tf52fI5vNzoSrpqoqnjx5AkEQsLW1NfWZUpdLwqYdYgBc9MoVi0Xkcrmpv2eGYUzdsZpY+ZzFYvnfAVzVNfbfvjpvBMBnAL4O4N9ZLJYVAFd9DGO84fjfA/A9AEilUvj888+/9Fo1TcN/+A//AXt7e8hms/jRj36E0WiEfD6PcrnMnCO/34/hcAgALEwBAJs/RL1DVC6nKAqGwyFkWcZgMECv10O320Wz2cRwOGRR3P8fgJrd/l57+Njpdrv89bkG/hpdD3+N3g5/fTicC2Z1QCuJtV6vN/VhmmaKxSKOj4+RSqWwvr4+7eWwKPDhcIjt7W1EIpGprodu+GelZwe4EESFQgHz8/NYXV2d9nJmwrGamCgyDONX3vRvFovlvwHwPxsX0W1/bbFYdFxUkhUAmKXzPIDSG47/pwD+FAA+/fRT47vffb9MhpOTE4TDYXz961/Hj3/8Y2SzWXS7XWaZU+mbzWaDJEnQdR2SJAG4EEiCILCyOApU6HQ6UBQF7XYbvV4Pdrud/TxuGKwucPQLv4BQKIT33cPHzOeff85fn2vgr9H18Nfo7fDXh8OZ7QGtpVIJbrcb6+vrMxP6UK1WcXBwgHg8jnv37k29zJAEUb/fx8OHDxGNRqe6HuBCgJRKpZno2QGAo6MjFAoFzM3NYW1tbdrLGRNE03SsplU+978A+DYAWCyWDQBOAA0AfwHg71ksFpfFYlkGsA7gr29jQbVaDeFwGL1eD7quIxAIoN/vs9I5t9sNVVVhsVjG5haRI0RQRDcJKEqko14iQRAgiiLMtx3f/KM/uo0tcjgcDofDeQuiKM7sgNbz83M0Gg3kcrmZEWuNRgMvX75EOByeib4rGoTa6/Vw//59xOPx6580YcwlatPu2QEu+r7y+Tzm5uZmwtWbpRK+aYmiPwewYrFYdgH8TwD+a+OCZwD+HYDnAP43AL836eQ54PWwBbfbzVwgwjAMljZntVpZCh1w8akEDWql2UTAxX+uwE97iih5ThRF1k/UBoDPPpv0FjkcDofD4byFWR7QWq1WcXx8PFMpeO12G8+fP0cgEMD29jbrs54W9P61221sbm4imUxOdT3ATx2ZWSlROzk5YX1fs+AQzVoJ31SuYMMwZMMwftcwjC3DML5mGMb/Yfq3PzIMY9UwjE3DMP7X21hPrVaD1WpFKBRCu91GMplkoQv9fp8NbnU4HNB1HcCF0LFYLLDZbGyIK6XOUQy3xWJhQohCFkRRhCwIzCn6S6cTsE8lGZ3D4XA4HM4rDg8P0e/3Z25Aa7vdZm5MLpebuhsDXHyYvLu7C4/Hg+3t7akLyFkbhApcCBByZGZBgJyenuLs7AyZTAbr6+tTv47MgnEWXh9gisNbZwXDMFCr1RCLxdBut2EYBvx+PwaDwVjpnKIozCEi10gQBBiGAYvFwoSRYRhQFIUJI5pbpCgKK537WQBU4fpf/MmfTHP7HA6Hw+HceWhA68LCwsz06gAXc5J2d3fh9XqxtbU1dTcGuEjtffr0KZxOJx49egTHlGcsUvhEo9HA2traTMxGIgEyK47M2dkZTk9PkU6nsbGxMXVBZC7hm4XXh5j+b9eU6XQ6kGWZuUNerxeCIIw95nLpHIkfcoLIHQIuSunINSIxpCgKc4wkSWKpcwCAX/s1cDgcDofDmQ7mAa2z0PNB0HBWu92OnZ0d2GegqkQQBDx58gQ2mw2PHj2aelQ5xVzTsNhZmPtjFiCz4Micn5/j5OQEqVQKm5ubU1/P8fExK+GbhZ4mM3deFCmKAq/XC7/fj06nw8RRKBRCr9djg1udTufY3CG73Q6r1cpcIhriqmna2ADXy7OJzP1E/y8AzIDFy+FwOBzOXWRWB7SqqoqnT59C0zTs7OzA5XJNe0mQJAlPnjyBYRh49OgR3G73tJc0FnM9C8Ni8/n8TAmQfD7PotJnIRnQ3NM0a4II4KIIyWQSP/uzP4tmswkA8Pl8GA6HYwNbqX9I13UWsDAajQCA/ZwcIl3XIcsyG95Kg13JKYoqCn7m1bm173xnSrvmcDgcDuduM6sDWnVdZ8NZt7a24PP5pr0kKIqCJ0+eQFVV7OzszETPFcVcLywszETMdaFQwNHREZLJ5EwIkFlbz6z1NF3FnRdFRK1WY8NZzW8Ulc5RTxH9jErnyD2ikjoSTeaABUmSIIoiJEmCuVjuZ//wD29zixwOh8PhcF5BA1rX1tZmZggqCbVut4t79+4hHA5Pe0lQVRVPnjyBKIrY3t5GIBCY9pJwfHzMmvRnIY2vWCzi8PAQiUQC9+/fn/oN/6yt5/T0FKenp8hkMjPR0/QmuCjCRd1ur9cbK53rdrsscMHpdLKYbSqdI8g9ovI5wzBYnLe5fE6SJIxGI9ZP1ASAn/u5290oh8PhcDgctNttnJyczNyA1qOjI9Trdayurs5EpLSmafjiiy8wHA6xtbU1E+Lx7OxspmKlS6USG147CyWYxWJxptYzayEPb4OLIly4RADg9XoxGo3GSucuhysAF42GNpsNVquVhSmQYyRJEhvqSqKIXCLFNLT1L10uYIZmIHA4HA6HcxegAa0+n2+mBrQWCgXmfuRyuWkvh8396fV6ePDgAaLR6PVPmjD1eh0nJycsxGDaVCoV7O/vIxaLzYQAmTWBNmshD9fBRRHA3KF+v//aG3ZV6RxwIYw0TWOPJ6fIYrGwfzOXzUmShJ8HQEb4b33/+7e1PQ6Hw+FwOJjdAa21Wo2VO83CEEsq42u1WtjY2JiJmPJisYhSqYRkMjkTN9jVahUvX75ENBrFw4cPpx6XXi6XxwTatNdzfn4+UyEP78KdF0XD4RCDwYCVzoXDYXQ6HZY6RzOKgAsXyJzHTzOIKFSBeonIKSKhJEkSBEEYj+L+7nfB4XA4HA7n9qABrffv35+JsADgYjTIy5cvEQqFZqL/AwD29/dRr9extraGTCYz7eWgXC7j4OBgZl6jWq2Gly9fIhKJzMT8qEqlgr29vZkRaJR6NyshD+/KnRdFrVYLFosFbrcbgiCMDWyVZRkAWIACDWx1OBwsdY7itqmXyGKxQBRFqKo65hIJgsCiuP8aAGagVpjD4XA4nLuCeUBrPB6f9nIAXHwwu7u7C7fbPRM318CFcCyXy1haWpqJuT/VapXd8C8sLEz9Brter+PFixcIhUIz8Z6RYzUrAs2cejcLAvYmTH8S2JTJ5XKIxWKoVCps5hBhtVqhqupYT5FhGGPDXWlWkdkpouGt1E8kiiKSqorHr55j+9t/+5Z3yeFwOBzO3WUWB7RKkoSnT5/CarViZ2dnrBJlWpyenrK+plmIua7X62M3/OVyearraTQaeP78OYLBILa3t6defmkWRNvb2zMhiGYp9e6mTP8jiRnA6/WiVqshGo2+VjonyzIrh6PUOcMwWHkczSgyp8/Jsswiuel7cxT3z/zzfz6djXI4HA6Hc8eYxQGtNJyV5v7MwiDUQqHAUsJmoa/JLEBmwQFpNpt49uwZAoHATAgiKuGbFcfKHAM+K79nN4WLIgC9Xg+iKCIQCKDX68Hj8bBSOABjs4fMw900TYMsy2xIK5XS0d9JEJn7ieoA8Omnt75HDofD4XDuGrM4oJXCHkajEba2tuD3+6e9JFQqFXZDOwshBq1WC8+fP4ff758JAdJqtfDs2TP4/X7s7OyMjWaZBlTCNyuOlTkG/KvoEBFcFOFCbVOJHGEunQPAwhQEQXhtiKvZLdJ1nTlEgiBc9BeJIn711XH/o8fDo7g5HA6Hw7kFZm1Aq2EY2NvbQ7vdxr179xCJRKa9JNTrddazMws3tJ1OB7u7u/B6vTMhQNrt9kytp9vtMgdtZ2dn6oKIYsBnJfXuffjqrvwDYRgG6vU6otEoWq0WAoEAK50jt0hRFHbRUaCCWQTRl9ktMpfOfQMA/Vf823/2Z1PbK4fD4XA4d4VZHNB6cnKCarWKlZUVpFKpaS+HOTLBYHAmUsu63S6++OILeDwePHr0aOp9ViTQZmU9jUYDZ2dnM1PCZ44Bn4Xr5335aq/+A9Dr9SBJ0pgYEkWRhS5QgIIsy+yXwewOqarKyuhIGF0unaPUOR0AvvOdaW2Vw+FwOJw7wSwOaC0Wizg/P0c2m8XCwsK0l4Nut4vd3V34fL6ZuMHu9/v44osv4HQ6Z0KAkEBzuVwzsR7qafJ4PDPhWJXL5ZmKAf8QfPV38J5QxDaVzlksFpYmZy6To7I4m83GUuh0XWdJcyScZFlmqXOX+4n+HwCYkRhQDofD4XA+RmZxQGuj0WA9F+vr69NeDgaDAb744gu43e6ZuMEeDAZ48uQJ7HY7Hj9+PPXer16vh6dPn8Llcs3Eesw9TSsrK1N/v8xzkWYh5OFD8XHs4j1Ip9P4+Z//eTSbzbGgBVEUYbVaoSgKe7M1TYMoiqxcjpwkAOzn5BpRT1FG07Dz6lze3/7tKe2Sw+FwOJy7wawNaDX3gMxCz85oNGIC5NGjR1O/4R8Oh3jy5AlsNhseP34Ml8s11fX0+308ffqUOVbTfn1ardZYT9O0RX6lUpmpuUgfko9nJ++BLMvo9/tMDNEFp+s6ADDXiNwkEj8UwS0IAiwWC+spUhSFRXKbo7gf/cEf3PbWOBwOh8O5M8zagNbRaITd3V24XK6ZKFETRRFPnjyBxWLBzs7O1AWIIAhsPY8ePZp6NPllx2rar4855GEWSvhmbVDsh+bj2s2XpF6vA3i9dI5EEMVsU5kdhSxQTLfVaoUoiswhooGtoiiyfqIqAHzta1PZH4fD4XA4HzuzNqBVlmU8ffqUCZBp39DKsownT55A0zTs7OxM3UUTRRE/+clPYBgGHj16NPX1kGM1K4Ko0+nMVOgEzUUKh8PY2tqausCfBFwU4eKNptI5n8+H0WgEq9XKxBEl0ImiCOCnPUZUWidJEgCw5DlJkiBJElRBwK+8OscP/H7gI1PUHA6Hw+HMArM2oFXTNDx9+hSKomB7exsej2eq61FVFU+ePIEsy9jZ2Zn6bCRJkphAe/ToEXw+31TXMxwO8ZOf/ARWq3UmHKtZFEQvXrxAKBSaCcdzUtz5u3RRFNHv9+Hz+VgZHADWM2QYxlgct6qqYyELsiwDuPgFN0dyC4KAvwUg8Oo8v/X9709hdxwOh8PhfNzM2oBWwzDw7NkzDIdDPHz4EIFA4PonTRASaIIgYGtrC8FgcKrrIcdKlmU8evRo6gKNeqyohG/aAvZy6t20r+dZGxQ7SaYbXzEDUOkcAFY6Z7PZxgIUbDYbbDYbFEUZ6yUyx29TwAINbJVlmaXOaQBsPIqbw+FwOJwPTrFYRLPZxPr6+kwMaD08PESr1cLm5iai0ehU10ICrd/v4+HDh1MfFitJEp4+fQpJkrCzszN1wdhsNrG3twcAePz48VRL+ERRRKlUQrFYnGrqnaIo6PV66Pf76PV6qNVq8Pv9WF9fhyiKryUwm02ESfxMURT0+30MBgMMBgP86Ec/wne+852JuMF3XhRls1n4fD4cHh7C5/NhMBjAbrczUUT9QtRfRKiqOpZAdzlkwTyf6IcAvjnl/xg5HA6Hw/nY0HUd5+fniEQiMzGgtd/vo1gsYm5uDplMZtrLwfHxMRNo0w6eIEdGVVVsb29PVcDKsoyDgwPU63X4fD48ePBgKoLIMAw0m02USiW0Wi1YLBbEYjGsr6/fiiDSNA2DwWBMBImiCE3T0Ol0MBwOYbVakclk8OMf//i9z0e9+xaLhbWn0J/0Pd1DD4dDDIdDNjuUnu9wOKBp2kRiye+8KLLZbHC5XBiNRsxSJoVqfhMURRkrnaOwBVmWmVtE/USiKCKrqnj46hy5f/yPp7Q7DofD4XA+XqrVKmRZxv3796e9FAAXLpHD4ZiJoIdqtYp8Pj8TAo1KwqxWKz755JOplcwZhoFyuYzj42Pouo7l5WXkcrlbT1GTJAnlchnlchmSJMHpdGJpaQmZTGZiAQ+GYWA4HDIB1O/3MRwO2Yf+brcbNpsNVqsVo9EI4XAYCwsLSKVScDqd14qZd/nZZXdH13UMBgN0u130ej10u10oigK73Y5oNIrFxUVYrVbIsozRaARd19FsNl8zKj4Ud14UARcldBaLBbquv1Y6Z7fbx+YUkRtEgkjXdeYSUcCCKIr4u6bjL3zve1PYFYfD4XA4Hy+GYSCfz8Pv90+9LAy4aEbvdrvY3Nyc+nDNwWCAvb09hMNhrK2tTXUtjUYDz58/Zz0y0woxGA6H2N/fR7fbRSQSwfr6+q26Q4ZhoNPpoFQqodFowDAMto5YLPbBy8EEQWDuD4kgGjXjcDgQCAQQi8Xg9/shCAIajQZ6vR6sViuWl5eRzWY/uJsnyzJ6vR4TQOY1eTweRCIRZlCMRiPU63XIsgyr1YpYLIZkMonRaDSx4AkuinAhirxeL4bDIex2OxRFAXBROicIAgCwi5VcJFVVmYNk/iJRRKVzZQCZx4+nsCsOh8PhcD5eWq0WRqPRTLhEmqbh6OgIgUAA6XR6qmtRFAW7u7szkcRXKpVwcHCAQCCA7e3tqaSo6bqOs7MznJ+fw2634969e7f6HimKwuZnCYIAh8OB+fl5ZLPZDxbqQPM2zSLIfC8bCASQzWYRDAYRCATg8XgwGo1QKpWwt7cHVVXh9XqxtraGVCr1Qd4nwzAwGo3GXCDzPXUgEMDc3ByCwSBCoRBEUUS9Xsf5+TkbdxONRpFMJhGLxVjAwySDHu68KKKaxWAwODac1TynyOwOUfkccOEkUROYuXROF0X88qvj/+dgEL/No7g5HA7no8Jisfw5gL8DoGYYxta013MXyefzcLlcSCaT014Ku5GbtggxDAPPnz+HLMv45JNPpppcdnp6itPTU8RiMTx48GAqqWXtdhv7+/sQBAHpdBqrq6u3Jsy63S5KpRLq9Tp0XUcoFMLS0hISicR7letRv49ZANHIGIvFAq/Xi3g8jkAggGAwCJ/PN5as3Gg0sLe3h06nA4vFgkQigWw2i3A4/F771TRtzAXq9XpQVRXAhTMVCoWQyWQQCoUQCARgtVrR7/dRq9VwdHTEeoei0ShWVlYQi8Vu3XG986Ko1WoBAIveVhQFFosFoijC4XAwMQSAlcoZhsFmE5l7igRBgCAI+AUAlLj/23/2Z1PYFYfD4XAmzH8P4I8B/A9TXsedpN/vo9PpYHV1deoziQRBQD6fRyqVmnr63dHREdrtNu7duze1ZDfDMLC/v49yuYx0Oo3Nzc1bf48URcHh4SGq1Sqb9XMbJZaqqqJaraJUKrHqo0wmw0K9bsrlPqBer4dnz56xsj+3241gMMgcF7/ff6X4FAQBpVIJlUoFiqLA4/FgZWUF6XT6SwtnURTHBNBgMGBmgs/nQyKRQCgUQigUGnPEBoMBTk9PUa/X2SicaDSKpaUlxOPxtwohURTR6XS+1HrfhTsviubn5xEMBvGTn/wEdrudiR6LxYLRaMSaxKh/CLgQQhaLhc0mIpeIyucoilsFYP/VX53a3jgcDoczGQzD+I8Wi2Vp2uu4q+TzedjtdmSz2WkvBUdHR7BYLFhZWZnqOqrVKgqFAubn56dWwqdpGl68eIFGo4HFxcWpBE5UKhUcHR1BVVUsLi6yZv1J0u/3USqVUKvVoGkaAoEANjc3kUwmb+SQaZqGZrP51j6gZDKJ7e1tBAKBtwoawzDQaDRQKpXQbrdhsVgQj8eZK3QToWoYxmuBCGQO2Gw2BINBLCwsIBQKIRgMviZshsMharUa6vU6u7eORCJYWFhAPB5/q3s3GAzQaDTQaDQwGAxwfn4ORVEm4vjdeVFErhCpW5pTRG+2JEnQNG0sL50EET2eRNFoNIIkSayf6D8D+IX3tCM5HA6Hw+H8FEEQUK/Xkcvlpj5Ist1uo9FoYHl5eWKpYe9Cv99nwQqrq6tTWQP1MnW7Xayvr996RPpoNML+/j46nQ5CoRA2Nja+lDvzrmiahlqthlKphH6/D6vVilQqhWw2e2OXTpIkFItFlMtlKIryxj4gACiXy4jFYm88liiKLNlOlmW43W4sLy8jnU7f6BqVZRm1Wo0FMJA4c7vdzAEid+oqgTUajVCr1VCr1ZgQCofDmJ+fRyKReKOoMQwD3W6XCSEqDQyFQlhdXUWv1+NBC5OkXq+z0jkKV3A6nawWUtd1JoiAiwsFuLiIzVHcsixjXlFw79Vxl3/v96axHQ6Hw+HMABaL5XsAvgcAqVQKn3/++Zc+Vrfbfa/nfwzQa0DDWnu9Hg4ODqa2HioTMwwDgiDg5cuXEz/nVdeBqqo4ODiAYRhYX19HtVqd+DouI8syTk5OIMsycrkcJEnC7u7uBz/PVfvXdZ25EBaLBZlMBqIoolarffDzAxeio9lsot1uQ9M0uN1uxGIxRCIRCIKA09PTdz7WcDhEvV5Hr9cDAASDQcTjcfh8PgiCcOUernoNDMNAr9dDs9lEv99nQQaxWAyBQADdbvedrk/qC2q326wczuPxwO/3w+v1wuv1QpIkdLtd5PP5154vSRI6nQ46nQ4TM36/H+FwGMFgEKIoolKpXHlempdEvUhWqxV+vx/BYBCCr/uQAAAgAElEQVTBYBCSJKFWq0EUxYn9X3jnRZGmaWi1WnA4HGwgq8VigSAIsNlssFgs0DSNxXQrisJ6isxzimjY1G+Zjp37R/9oOpvicDgcztQxDONPAfwpAHz66afGd7/73S99rM8//xzv8/yPgc8//xzf/va38cMf/hDf+MY3cO/eveufNEGKxSLcbje2trZubTDq5evAMAw8efIEgUAAn3zyyVT6iIbDIZ4+fYpIJIKtra33bth/G5f33+12sbe3B4/Hg69//etYW1ubSLgEBRQUi0UW6U0BBTftIyMRVywWWVBIJpPB3NzcO8WVm18D87wjt9uNXC6HTCaDdDr9ztHnhmGg1WqhWq2i0WjA6/ViaWkJqVQKqVTq2thycm5rtRoGgwGCwSC2t7eRTCaRSCTe+H4oioJms4lGo4FWqwWv14tsNotYLIZ4PI5oNPqaEyzLMv7iL/5iYv8X3nlR1Gw2x1LlzJHcNNUXAPt3iuM2DAOyLENRFIiiyJLnqJ+oCGBuZ2c6m+JwOBwO5yOkVCpB0zTkcrmprkNRFJycnCASidyaILqKo6MjdDod3L9/fyqCqNPpYHd3FzabDZ988slEy9XMKIqC4+NjJgZ2dnYQjUY/+HkEQWCiwxxQkMlkblzCJcsySqUSSqUSZFmG1+vFxsYGUqnUjcpAScSUSiU2yDQajd543lG320W1WkW9Xmc9Oul0+p0CQyg+u1arod/vA7hwudbW1pBIJN5YpieKIiuL63a7MAwDLpcLmUwG8Xj8yl6nfr+PVqvF3OGTkxOoqjqRZLo7L4qcTifi8TiazSasVitLnaMSOSqdI7eIyugohpu+RFEEJAnffnXcv45G8ZtTTsThcDgczmSwWCz/I4BfBBC3WCwFAH9oGMZ/N91Vfdzouo5isYhoNHprN99v4uTkBJqmTXUwaqVSYcEKqVTq1s9fr9fx4sULuN1uPHr06NZ6qqrVKo6OjqAoCnK5HJaWlj5ob5lhGGg2myiVSmi1WrBYLIjFYshms4hEIjdO0uv3+ygUCqjVajAMA7FYDPPz8zdOw5NlGZVKBS9fvoTb7YbT6WTO0LvOOxqNRqhWq6hWqxBFEVarFfF4HKlUCpFI5K2BFJIkMSFE5X6BQACrq6tIJBJvdKYuByUAF+l0FLJwWcxrmoZ2u41ms4lWq8V6+IPBIJaWltButyfWS3jnRVE4HIYsy2g0GswJEkWROUYUw03CSJIkGIbBRBJFcUuShG8BIJPxN7///Wlui8PhcDgTxDCM35n2Gu4a7XYbHo8HCwsLU13HYDBAqVTC/Pz81MRZv9/H/v7+1IIVisUiDg4OEAqFsLW1dSuzfwRBwPHxMVwuFwKBAHZ2duD3+z/Y8c2laJIkweVyYWlpCZlM5saCzzAM1Ot1FAoF9Ho92Gw2zM3NYW5u7kYDWw3DQKfTQalUQqPRYM7KgwcPEI/H3ylVj3pxqtUqBoMBS36jmUlvExgkhOr1OrrdLoCLHqGVlRUkEokr93JdUEI8Hn/teYIgMBHU6XSg6zpsNhui0ShisRii0Sgrw3vx4sXEIt7vvCgCLj7t0DSNXVyaprESOYLEESXPkUNEjpEgCCx1TgHg+JVfuf2NcDgcDofzEULxwpubmxPtWXkXDg4O4HA4sLS0NJXzy7KM3d1dOJ1OPHz48NZnAB0fH+P8/BzxeBwPHjyYeNy1YRjI5/M4PT3FaDTC+vo6stnsB9v3hyhFIxRFQblcRrFYhCRJ8Hg8WFtbQzqdvlG5l6IoqFQqKJVKEAQBDocD8/PzyGQykCTp2oHFqqqi0WigWq2i3W4DuHB11tbWkEwm39p3RSVul4XQ8vIyksnklUKI3J1Go4Fms8mCyyKRCBYXFxGLxcbOScKp2Wyi2WxiNBoBALxeL+bm5hCNRhEKhdi1NRgMUKlU0Gq18OLFC/zar/3aRK77Oy+KdF1Hq9WC1WqFoiiw2+2sdI4cIvPQVorvNkdxi6I41k/0nwD8UjA4tT1xOBwOh/Mx0Ww2IYri1HuJarUaut0uNjY2JtLTcB2GYeD58+dQFAVf+9rXbsWhMZ97b28PlUoF2WwW6+vrExdkvV4P+/v7GAwGiMfj2NjY+CBR3ySyz87OMBgM4HA4blyKZmY4HKJQKKBarULXdUQiEWxsbCAajb7za0SuUKVSQb1eh67rCIVCzNG5TnzS/Wy1WmX98h6PB0tLS0gmk28NTKAeIXMSHgmhRCJx5XMvByVQX/6bghLo8ZTcR0ZDOBxmAQv02iuKwo7barXYfbnf70c0GmVO0ofmzouiVqs1NofIMAw4HA6WMkfpcvS9xWIZ6yeSJAmSJGFJ07Dx6pgb/+SfTHVPHA6Hw+F8TOTzeTidTiQSiamtQdM0HB0dwe/3I5PJTGUNpVIJbrcb9+/f/6ClY9ehaRqePXuGVquF5eVlLC4uTvR8qqri5OSEJbRRwl+xWHyv4xqGgWq1ivPzc4xGI3g8HmxubiKVSt3Y8aLeo0KhgE6nA6vVinQ6jbm5uRuVVVJMdaVSYe0bmUwG2Wz22uOQ40KBCaqqwuFwIJPJIJVKIfiWD+gpNa5er7OwhEAg8NbSOEEQmBtEQQlutxvZbBbxeByhUGhMBA4GAyaESGzR7zHFmNtsNhYpTm4QrcfhcCASiSAajSIajcJut6NQKPCeoklhtVrh8/lY85csyyyW2wxZgaIoQlXVseQ5URTxX5oeO8ejuDkcDofD+SD0ej10u13E4/FbLxUzk8/nIUkSHjx4MJV1VCoVNBoNfOtb37rVYAVFUfD06VMMBgNsbm5OXBDW63UcHh5CkiTMz89jeXn5vW+CdV1HuVxGPp+HKIrw+/148OABEonEjd9LVVVZiZwoinC5XDdOpKOI73K5zMrbIpEIVlZW3qlXaDgcssAESZJgs9nGAhPetKfRaMSEEN33BoPBt4Yl9Pt91h80HA4BXDg2i4uLiMfjY+L8TSEJgUAAS0tLiMVibNgr9Tq1Wq0x5ygYDGJ5eRnRaBR+vx+j0Qjtdht7e3vodDo4PDyEpmncKZoE0WgUw+EQe3t77CI0zx8CwPqNJEmCxWKBqqpQVZUJInM/UR5A7uHD6WyGw+FwOJyPjHw+D7vdPpHI5XdFFEWcn58jmUzeeC7Nh4DKyOiT/NtCEAQ8ffoUkiRha2sLsVhsYueSJAn7+/toNpvw+/3Y2tp675hxTdNQKpWQz+chyzKCwSDrF7opo9EIxWIRlUoFmqaNBQe8q7Dq9/uoVCqoVqtQVRVutxtLS0vvNFdIkiRUq1Xs7e3B5XKxwAQSUm8SCTQgtl6vM1ETCoXeGJ+t6zo6nQ4rjaN7X3qOucwNuLhGKDL7bSEJuq6j2+3i+PgYrVaLrcXlciGRSCAajSISiTBhVSgU0G63Wemc1+tFOp3GwsICD1qYJI1Gg03PpZ4ic9+QrutM7ZpjuKl8zipJ+KVXx/pxMokcj+LmcDgcDue9oRKfxcVFdhM1DY6OjgBgKklvsizj2bNncDqdE70hvEy/38cXX3wBwzDw+PHjt5ZivQ+GYaBYLOLk5ATAxWs8Pz//XvtUFAXFYhHFYhGKoiASieD+/fs3jsE2DIPdoFP/eTKZxNzc3DsLNkVRUK1WUS6XMRwOYbVakUgkkE6nr5zLY0ZVVdTrdVSrVXQ6HQAXFU7r6+tvHYw6GAyYEKIQg3A4jPX1dcTj8deEkKqqrMyt2WwyJyYSiWB5eRmxWIy5YNT7dFVIAvUGUUjCaDRibhAJJqvVilAohHQ6jWg0CrfbjU6ng3a7jdPTU/Z7TqVzkUgEXq8XgiCg0+mgVqtNLNzjzosiWZZZugbFBtpsNiaMyBkCLlS6pmlQFIX1EkmShF8EQPr+N//kT25/ExwOh8PhfITk83lYrVbMzc1hf39/KmvodDqo1+tYXl6+tVk8hK7rePbsGQtW+MEPfnAr522329jd3YXD4cDOzs5bm/TfB4oW7/f7iEaj2NjYuNYxeRuyLKNQKKBYLELTNMRiMSwuLt5Y0GmahkqlgmKxiNFoBKfTiaWlJWSz2bcmtxE0YJVKHg3DQDAYxMbGBpLJ5FtDOnRdR7PZRLVaZQEGXq8XS0tLSKVSkCTpyrCJfr/PhJAgCCzEYH5+HvF4/LV1XzVI1el0IplMIh6Pj80tojQ8Cj54U0iCqqqsxK3VarH7ahJM0WgUwWAQw+EQ7XYb+/v76PV6MAwDVqsV4XAY6XQaPp8PiqKg2+3i/PwcgiAAuBBKDoeDD2+dFI1GA5qmMaUuyzILXgB+mkBHwQuSJLGeIlEUMRqNWOmcDMD5y788nY1wOBwOh/MRQTdiqVTqnW5EJ4FhGDg4OIDb7Z5K8t3R0RG63S4ePHhwa8EK1WoVL1++hM/nw/b29kSEoKZpOD09RaFQgMPhwIMHD66NmX4boigin8+jXC5D13Ukk0ksLCzc+DUTRRHFYhHlchmqqiIQCOD+/fvvlP4GXJTYUWiCLMssSptu9N8EOVK1Wo1VLzmdTmSzWaRSqStdKcMwxoSQKIqspI4Go5p7nAzDGBukSo6Mz+dDLpdjg1QtFgt7LJXFXQ5JoOADq9XKXKlWq8XEFblMCwsLLC2u3W6jVCrh+fPnzGwIBALI5XIIBAJjYQu0NrvdjlAoxOLRqZ9/UsmPd14URSIRxONx1Ot1dsFT6RwNb6VIbkVR2ABX9mWK4v6/Afzye9a/cjgcDofDuRgQquv6VGO4S6UShsMhHj58OPF5PJehZv5cLvdeguEm5PN5HB0dIRwOY2trayI3n81mEwcHBxBFEdlsFisrK1/6PKPRCOfn56hWqwCAdDqNXC53Y2er0+mgUCig0WjAYrEgkUhgfn7+nRwmTdNQq9VQqVTQ7XZhsVgQjUaRyWSYcLgKEgG1Wg21Wo3d7FNgwlWldYZhYDgc4vDwEPV6nfX7RKNRFmRgFkIkRqg/iFKUr+oPotlGFJJAvTyXQxJUVUWr1cL+/v5Yz4/f70cul2Mlcd1uF+12G2dnZ6wFxe12I5lMIhgMwmKxMMcon88ztygUCrEUO1VV2Twj4MIpop9zp2gCeDweOBwOjEYjWK1WWK1WJoQAMHFkGAYTRtRPJIoiVnUdVGF8/5/9s+lthMPhcDicjwRN01AsFhGLxSZWunUdiqLg5OQEkUjk1qPAe70eDg4OWCP9pDEMA0dHRygUCkgmk7h3794HF4H9fh9HR0fodDrw+Xz45JNPvnRoxWAwwPn5Oer1OiwWC7LZLHK53I1K7zRNQ7VaRbFYxHA4hMPhwOLiIrLZ7Du5Y91uF+VyGfV6HZqmwev1YmVlBel0+q3OZr/fZ0JIkiRYrVbEYjGkUqkrRRTFbpMjdHh4yOYAraysIBaLjQkE8zwgGjtDwQf0PBJOw+EQ5+fnYy4PhZrQl8PhQK/XQ6PRYKWOwIVAoccEg0EIgoB2u43Dw0OWbGe32xGJRBAKhWCz2SBJEtrtNsrlMmtRCQaDSKVSsFgs0DQNvV6PJfLZ7Xa4XC7m+MmyDEEQeE/RpKBhVxaLBaIoMjFEc4vo75IkMdvOPLT175mOlf2H/3AKO+BwOBwO5+OiWq1CUZSpukSnp6fQNA1ra2u3el4KVnC5XLcS/63rOl6+fIlarYb5+Xmsrq5+0HMKgoDj42PU63U4HA6sr68jk8l8qRvb4XCIL774As1mEzabDblcDvPz8zcqrxwOhyiVSixFzu/3v/OsIkqAK5fLEAQBNpsNyWQSmUzmra4SBQ7UajWMRiPm7rwpOY7CDOr1OnN4SDwtLi7im9/85thzaH5Qo9FgPToulwupVArxeBzhcBhWqxWaprGQBHPPD7k8sVgMwWAQkiQxN6jT6bwWl02BFSRw9vb2WIgCPcZut7Meo+PjYzbuxu/3sw8ZdF1Hv99nvf12ux1OpxM+n4/NBx0OhzAMg5XlWa1W1uLyobnzoqjT6TBbD/hp6dzlPiISSeQSCYIAURRZP9EpgKX796exBQ6Hw+FwPhoMw0A+n0cgEEA4HJ7KGgaDAUql0jsN0PyQULCCqqr42te+9s5zb74sqqri2bNnaLfbWFlZwcLCwgc7tizLODs7Q6lUgtVqxeLiInK53Jcqe2q32zg/P8fh4SFSqRSWlpYwPz//zseiuUDFYhHdbpclwM3NzV1bIkfBBzRTyDAMhMNhLC4uIpFIvDEKWxRFJoTIOaHgg0Qi8dp7S6VuJG4URYHNZkMsFmN9PDabDYVCAVarlbk3jUaDJcD5/X7WT0TzgARBQKlUGkuAo56fxcVFNhSVeppevnzJgg3cbjc7t9vtRr/fZ+Vu1Bfk9/tZAAWVBJ6fn0PTNAAXPUsUp0+9SuQ22Ww2OBwOVsInyzJGoxEzJEgAUWkd3X9zUTQhSACR+qT5RObEOYvFAkVRmEskiuLFsCxJwrdeHefJ3ByWeBQ3h8PhcDjvRaPRgCAIeDjFmX+Hh4ew2+1YWlq69fNSsMKkxZgsy3j69CmGwyHu37//wQbCapqGfD6PfD4PXdeRyWSwtLT0pcIyms0mzs7O0Ov1WPDAZ5999s6DO0VRRLlcRrlchizLcLvdWF1dRTqdvlZwDgYDNlNIURS4XC4sLCwgnU6PzekxI8sy6vU6arUacz+CweAbZwJpmoZWq4V6vT4WhR2Px5FIJBCJRNheNU1Do9FAPp/HX/3VX7H+IEqAi8fjcLvdbM7Q0dERms0mEzherxdzc3Os3G00GqHVauHFixdjAQnhcJhFjlO529HREXOVXC4XOxfw00GyiqIAuGhLoZ4gXdcxGo3QaDQAXIggKokDLkr9RFFkAWfmeaE2mw2CIDCHCbgQSRaLhc8pmhSJRAK5XA7Pnj1j9Y2UvKEoClPZFLBApXOSJOHbAOjy/rv/9t9OcxscDofD4XwU5PN5uN1uxOPxqZy/Xq+j0+lgY2Nj4k6NmXK5jFKphIWFhYkHK4xGIzx9+hSKomB7e/uDDMY1DAPlchmnp6eQZRmJRALLy8s37gkzDAP1eh3n5+cYDAZwu93Y2NhAOp1Gv9+/VhBRkluxWESr1QIARKNRzM3NIRKJvPWGWlEUFprQ7/dhtVoRj8eRTqff+FwKKKBZQoZhwOfzYXl5Gclk8jUBRTOBKLFN13U4HI4ro7BlWUatVmPlbjQANRwOIxaLsX4iURTHBqhqmsYirufn51mvEpW7PX/+nIkYKp0LhUKsf6lSqeDw8BDARUlbOBxGIpGAxWJhQomqrFwuF3w+H3ttSGwBYPM/yUVSVRWSJLFzkxNE997keNH76HA4WJUWQeJsEtx5UWQYBprNJkuzIOeIYrrpxScHiVStaEqdkwC4vv3tqe2Bw+FwOJyPgW63i16vh/X19VsbUmpG0zQcHR3B7/cjk8nc2nl7vR729/cRjUaxvLw88XN98cUXAIDHjx+/8xDSt1Gv13F8fAxBEBAKhbC1tXXj2UCGYaBareL8/Byj0Qherxf37t1jTfjXQRHupVIJgiCwYbeZTOatAQwkomimkK7r8Pv9WF9fRzKZvFIYa5qGZrPJBpPqug6Px8ME7WWXT5ZlVupGJXgulwuZTAaJRII5KwCYs9JsNpnbRI+Nx+MQBAH3799Ht9vF2dkZWq0Wi7B2u91sKGowGGTlbru7u+wxTqcT0WiUuVCj0ei1BLhgMIi5ubmxBDhyexwOB9xuN3N7JElig2UtFgsTQtSOQm0n9O+6rsNut0PTtDERRM819/dTzDiNx9F1nbW0TII7L4q63S57U8zR28DFm2G1WsdmE5FLJJjmE/0lgO/cYs0xh8PhcDgfI/l8Hg6HA+l0emrnF0URjx8/vjVRJkkSdnd34Xa7Jx6s0Gw28fz5czidTuzs7LyxDOxdoSb6Xq/H5hrFYrEbHUPXdZTLZfba+/1+PHz4EPF4/J1ei16vh2KxiHq9Dl3XEQqFsLy8jHg8/tbghNFohGq1ikqlAkmSYLfbkclkkMlkrpxvRD0/NEtI0zRW0kcx02ZoOGq9XmfixuPxXDkTiMIPzOVuFIVN/UGyLKPVauH8/Bw/+MEPxgaoptNpxGIxNjS2WCzi2bNnLPwgFAqxVDxFUdBut3FwcMD6fgKBABOfFH5AQueqBDjqCSIRZe79oVYT85gbu93OxBG5TfTekvDRdZ25RqqqjlVs0bHpPnxS3HlRRClyANgbRD1EJIjMlh89fl3XsfTqGI/+4A+ms3gOh8PhcD4S6BPyxcXFd+4Z+ZCIoojz83Mkk8lbC3igYAVN0/Do0aOJDaUEgEqlgr29Pfj9fmxvb7/XQNzhcIjj42M0m024XC5sbm4inU7fSNBR7HqhUIAsywiFQlhfX38nUUWzgYrFIgaDAWw2GzKZzLXBGFQeV61W0ev12LDT1dXVK0UUCZZarYZ6vQ5VVeFwOJBKpZBMJsccHuDiGqbEOBIOfr8fS0tLSCQSbG20DiqLU1V1rNwtHo/D6XSy4ax7e3vseKPRCIlEgs0N6vV6aLVaKBQKTDB4vV5ks1l4vV4WfpDP55lj4/F4WEkdzT6qVCoALvp+KAEOAEuAA8BEFokYEjAULU7Y7XYIggBVVWGz2ZjJQCFm9B7SzzRNY31FZnFlPgcJOLOT9KG586IolUphcXFxbMIuvTGUPkfKlErnJEliLhEApP7+35/K2jkcDofD+VigVK25ubmpnP/4+BgAbmUuEHFwcIBer4eHDx9ONFjh7OwMJycniEajePjw4ZcWnZIk4eTkBNVqFTabDSsrK5ibm7vR8RRFYWJIVVVEIhE8ePDgnYSoKIo4ODhAtVqFqqrw+XzY2NhAKpV64xpo9EqlUkGz2YRhGPD7/VhdXUUqlbpSHJqHqsqyzMIPksnkWM8PcDF3iBwhqjwKBoNMaJEbNxqNkM/nx2KznU4nEziRSISt9fj4GK1WizklwWAQKysrCIfDaDabcDqdODs7Y0KJZgv5/X5YrVaMRiM0m00UCgUAFyVz5ExRr3y9Xgdw0dfjdDrZOhVFYQlvFPxAIogCycg4IKeIQhHMZW0kZmRZZseiWHCzOKLHme/BqVSO+omsVisTX4Ig8KCFSaFpGhsSRS8+KVKyADVNG+snEgSB9RMdAVjd2Jja+jkcDofD+aojyzIqlcq1gy8nBbkBS0tLNxoA+j6USiWUy2UW7TwJVFXF0dERyuUyUqkUNjc3v9R8IFVVcX5+zm6y5+fnsbCwcKMgCkEQUCgU2HygeDyOxcXFa3uaDMNgcdp7e3tsmG42m33r8Nder4dqtYparQZFUeB0OjE/P49UKnVleRylqNVqNeZsRKNRNlSVRJd5mGqj0WDlX5TaFo/H4XK5mMtULBbHyuIoNpucnsFgwMrier0egIu+nVgsNhaF3Wq1cHZ2hqOjI8TjcQSDQSwuLjLBQNcwcOH2+P1+FnIhyzKazSaACxHicDjYGlVVZe4LCRfaJ4U4kJNFCXUkrC5D5XFU/kbHIWFE4or+TuensTdUVmcYBqviou/peBQkMYkQlDsvilqtFlPaZMdRb9GbZhM5ZRm/8Or5LxYXscqjuDkcDofD+dIUi0Xouo75+flbP7dhGDg8PITb7b61YbHdbhcHBweIRqMTi/2u1Wo4PDyEoihYXFzE0tLSjT9h13UdxWIRZ2dnUFUVqVQKy8vLNxKO3W6XOSQWiwWpVAq5XO5aZ0ySJCYcKU47k8ngs88+e6NwFkUR1WoV1WoVo9Ho2vQ4Kner1WoYDoesnI56eaickRwcCksg94IeG4vF4HA4oCgKS4G7qiwuFovBarWycrd2u83cIOohCgaDY0NPSRy43W4kk0kkk0nMz8+j3++z2HMaihoOh5koITfKYrGweUDm8AMqWTOLZApeIAFCz9V1nYk/+jcSUSRsCDIVzEnOdD9NLhAJJVo7uU/m7yl0gdZJ5gTds0+COy+K7HY7bDYbq1U0v8lUMkeiiJyiXwZAv45/59/8m6mtncPhcDicrzqapqFUKiEej984vvlDUC6XMRgM3qus7CZIkoRnz55NLFhhNBrh4OAA7XYbgUAA29vbN06YoyS409NTiKKIaDSKlZWVKx2WNz2/Xq+jUCig1+vB4XBgcXERc3Nzb3UCKQmuVCqxUrdYLIZsNotoNIput/va8ykSu1KpsHCAcDiMXC6HRCLxWp+WIAisR4iGqlI/UyKRYMenuUA0Q4j6Y2KxGOLxOGKxGBMR5XIZzWbzyrK4cDiM4XCIZrOJ3d1ddk6n08nK5mw2G3OMzs7OmCMTiURYNL0oikzA5fN5eL1eNqBV0zQMBgPmvthsNthsNiZGqIyNSuAIKrUjKAGOHkuvA5W9mXt/6P2iPiUSXOaeIbq3VhSFCURz4IK5H4lCzegY9D3df9NXs9nkPUWTIhKJIBqNsunBFPtnjgE09xJJksRK50QA7l/8xSmunsPhcDicrzaVSgWKotyaS2NGVVWcnJywOSyTZpLBCrqu4+zsDPl8HlarFRsbG8hkMjcWXdTTMhgMEAgEsLm5iUgk8k7PVVUV5XIZxWIRoijC4/Fc2/MDvB6n7XA4kMvlkM1mr3SlSDxVq1WWOufxeLC8vIxUKvXac6iHplarjQmhy0NVVVVFtVplkdg0Q8g8TBW4cL9OTk7eWBbndDrZ+l6+fMmS4qg3yO12Q5ZltNtt7O/vszEw5hQ4TdPGorBdLhdcLhc8Hg98Ph8bbEpCx1z2RkNTySkCwMreRqMRc3GoJI4CGkhUAT/t7SEXyCywzM4POUW0R03TWPkhfU9lc+R6kcAhB4jutelP6uUnMWf+2WAwYGLrQ3PnRdFwOGQZ8/Qmm5PnqMdIluWLfiJTFPf/CeDXp/CpFofD4XA4HwOGYaBQKCAYDL61P2RSnJycQFVVrK2t3cr5KFhha2vrgwYrNJtNHBwcQBRFpFIprK6u3rg3q9/v4+joCJ1OBx6PBw8ePGADO69DFEUUi0WUSiVomoZwOIy1tTXEYrG3PsqFR+EAACAASURBVL/X66FUKqFWq7E4bUpqu6r3SRRFHB0doVqtQpZl2O12pNNppNPp1yKxrxJCwWDwNSEkyzLK5TLq9TqbIeR0OtlcoHA4DFVV0Wq18PLly9fK4nK5HCKRCBugure3x9LaXC4XEokEc+ooPpxEyOUUuMFgcGUKHPXVSJKE4XDIBsuaHZvhcMhEEPUDKYoyFn9NzyGhQuLCHHl9VS8QAObc0M9J6FBKM/2cHmMWQCR86H76sgi6PPqG3CT6kiQJFknCpqbhFwHIT58C3/zmtdflTbnzoojsThJF5qGtpGDZbCJBwH3DAH2W9Y1/8S+munYOh8PhcL7KNBoNCIJwq4lvxHA4RKlUQjabfeeysPehWCyyYAUqiXpfJEnC4eEh6vU6vF4vHj9+fOM4cUEQcHJyglqtBofDgfX1dWQymXcKZOj1eigUCizJjPpd3lauR3HapVIJ/X4fNpsN6XT6je+DLMuo1WosUjwcDiMWiyGVSrEeHfNe6vU66vU66z2hJLhEIsEcJEEQXkuC83g8mJ+fZyKGEtxOT0+vLIvzeDzodrtotVo4Ojpi94/hcBjJZBI2mw2SJKHdbqNcLgO4aNkIBALs9aGSOOBCsNBgVNq3IAhMZJjHxgDAYDBgaXK6rsPpdLJQBADsOeaSN3JzyGEy9/6YY6+paop6gmhv5t4fc7Ic/UkOkLlcj35GYojWaBZAJIxkWYYsSYhJEnYAPALYnxv4qWh5/ud/jhgXRR+eXC6Hs7MzHB4esgvpcukcvVmiKI5FcYd+53ems2gOh8PhcD4Czs/P4fF4PphIuAmHh4ew2WwTCzow0+12cXh4iFgs9kHORw7b6ekpDMPAysoK5ufnb5QsJ8syzs7OUCqVYLVasbi4iFwud21Jn2EYaDabyOfz6Ha7sNvtmJ+fx/z8PHNfrqLf76NcLqNWq7E47fX1daRSqdfOqes6Go0GqtUqWq0WDMNAIBDA3NwcvvGNb4wlj4miyHqE3iSEDMNAv99nvUrk5Pj9fiZSvV4vut0uarUaXrx48VpZXCQSYYnFx8fHrBeHAhAoza3X6+Hs7IyFCAQCAUSjUQAXrkmn02Hui91uZ44efQhP5WlmEWSxWFgQhCRJGI1GLAab+msoWIIEjbn3xxyBbQ4RI9FkFjpULWV2mWhttAcSUOb7ZBI6dDxqPSFBZP47CSCIIjY17TUBdN2kqtN//+/x4JrHfBnuvChSFAWDwYClY9AFIIrimHoVRRGiKLJ+ogMA67dkt3M4HA6H87HR6XTQ7/exsbExsbkjb4JKpdbX1ycS7WuGghU8Hg/u37//3nvtdrvY39/HcDhELBbD+vr6jdLgNE1DPp9nyWWZTAZLS0vXlttpmoZKpYJCoQBBEOB2u7G2toZMJvPGfiHq0aEwC6vVikQigUwmc6Wj1e12UalU2KBUl8uFXC6HVCoFn8+HRqMBh8MxFjrwJiGk6zo6nQ7Oz89ZYhw5OVQaZ7PZWLhBu91mZXGRSAS5XA5er5e1WdDrRWVzNGRWkiTWlw5cDE6lmUAUgECuy5sCEMz9PXR9kHAjUWS1WiEIAqtcopI1c++P2QWi/ZILRELJ/DhBEFjvD4mey70/5PhcFkCXg8gut5uM9QKJ4rXuz5vIA3gKwPvZZ/il3/99/Kd+H7/xD/7BNc/6ctx5UUTlcwDG7EEAY6VzoijCKUn4W6+ed7ixgfUprZnD4XA4nK86+XweDocD6XT6Vs+r6zqOjo7g8/mQzWYnfq7d3V1omobHjx+/V7CCoijI5/NwuVxwu93Y2tq6kcNmGAbK5TJOT08hyzLi8ThWVlauTfyTJIn1C6mqysIC4vH4lQKP5vhQn46u6/D7/W90hQRBYDHagiDAZrMhkUgglUqxiGngp6Vmf/M3f8Pu2wKBwJgQUlUVzWYTR0dHaLVabPhoNBpFPB5HJBKBJEloNpt4/vw5Ow6VxdH5KEac3CKPx8OS7DRNQ6/XQ6vVAgA284ccKUEQMBqNoOs6CzcwDy0ld4f2ZbfboaoqE41mYWQWKiSCFEXBaDQa6we63PtjLo+73O8DYOx7ElgkdKhPyOwEmUvfSECZHR/zn1ZJwoamjYmfHVzv/ogAdgHsOZ34r/7VvwJ2doCdHeRiMZgjWIaffw58wIASM3deFIVCIfj9fmbPmh0jswoWBAG/AoA+T/r1f/2vp7lsDofD4XC+slC/xtLS0pcaJvo+5PN5iKKIx48fT9yh2t/fR7/fx9bW1peOGzcMA5VKBcfHx2i321hYWMDi4uKN4sPr9TpOTk4wGo0QCoXw8OHDa4MtBoMB8vk8Gwgaj8eRy+VeCzQgJElCpVJBpVKBIAiw2+3IZDJIp9Ov9RipqoparYZqtYputwvgIg2YBtnS3kgI1et1Fspw//59rKysIJFIwOPxQBRFNJtNNBoNVprmdDpZz1EgEEC322ViiT74DgaDWFpagsfjYb0/e3t7Y25QMBhkg0prtRpzdMwBCLIsMzcIwNj1TK6LeXCpw+EYG1QKYCy0gMrV6L0n14cQRRH9fp89zhx7rSgK62WiMjhzBDaJG3Ps9VUBCOTykBC6HHqgKAokUURClrFtGGPiZxPAdVcmuT+ezz7Dt3//94FHj+BeX8endjs+vea5k+TOiyK73T6WOkd/0gVDLpEkSayfaATA+61vTXPZHA6Hw+F8ZaHY6Lm5uVs9ryRJOD8/Z67AJCkWi6hUKmwQ6JdhMBhgf38fvV4P4XAYGxsb7xxKQb0/Z2dn6Pf78Hq917pLhmGwUrFOpwObzYa5uTnMz8+/MRq72WyiXC6zD5fD4fCVCXI0ALVarbK4a6/Xi5WVFaRSKdaPJEkS6z0yO0IrKyvo9Xr4mZ/5GQwGAxadTclyXq8XuVwO8XicDUilvidKY4tGo0zUDYdDlMtl5sZ4vV5Eo1FW9tbr9Zg4ITcIABMKVI52ee7P5RQ4KvcjkSIIwlgAArk69Hqa463NLhDdn5ITRbHX5D7RMS/3/lxOeqPHmGcAkdAZCzwwfVlEEeuqOjH3Z1a486KIyucuZ6Wbv0ajESRTP9H/BeA3PJ4prprD4XA4nK8msiyjWq0inU5PvJ/nMkdHRzAMA6urqxM9T6fTYcEKi4uLN36+pmk4OTlBsViE3W7HvXv3kE6nUa1Wr32uYRio1Wo4Pz/HcDiE2+3G5uYm0un0G50xTdNQrVZRKBQwGo3gcrmwurqKTCZzZcnfaDRirpAsy3A6ncjlcshkMvCY7o9onlCtVkOj0YCqqnA4HK85SJIkoVAojAkhv9/PHCG3283cnh/+8Ies5yUUCmF1dRXhcBiyLLOyOPp3v9+P+fl5OBwOqKqKTqfDnC+73Q6/38+i0UejEZsJZLVaYbPZ4HK5xj4kJyeGRA+JHHM5HDk15gAEcnXMFUn0+tAH8sDrsdcEuU3AReJfo9Fg/e8kzkjwmB0fc6mbucfH3As0JoIkCYlXvT/mrxu5Pz/3c/j2P/2nM+P+3IQ7L4qCwSBryDNbi2wukSBAlmU81HXQ51m/8cd/PNU1czgcDofzVaVYLELX9Vsf1krJYouLizcKJrgp7xusUK/XcXh4CEmSkM1msbKy8k69SLquo1qt4vz8HIIgwOfz4f79+0gmk29cgyzLrF9IURQEAoE3zifSNA31eh3lchndbhcWiwWxWAyZTIY5LABYAhslwtE8oXg8jmQyiUgkwlLUKM6bSujMQsjpdKLVauH09BTNZpP1C/l8PiwuLsLr9WIwGKDZbOLk5IT18EQiESSTSQAXgoRmJ1ksFvh8PlY2SCKJsFqtsNvtzLmhvnJzmaLdbmfOFO3VbrePzeox9/aQ6CHX53LSGzlR5p/TB/L0PYkj+nm/32evx2UhZBY6l/9O97X0d4ck4d6r5Dfz13X+Kbk/L51O/O5XwP25CXdeFJHtSVN36Xuzqh6NRswlAgD8+q+/fiAOh8PhcDhvRdM0FItF1g9yWxiGgYODA7hcLiwsLEzsPDS8U9d1bG1t3ShYQRAEHBwcoNVqwe/34+HDh2/s3zGjaRrK5TLy+TwkSUIgEMDW1tZbB6cOh0PWL6TrOuLxOObn568sKbwcpe3xeLCysoJ0Oj2WWDcYDFCr1VCr1VhpVywWQzKZZPOEaMjrZSG0vLzMZvs0m00cHh6i3W6zHpx4PI5oNIpqtQqPx4N8Ps8isb1eL5LJJAss6Ha7zPFxOp3sOjMPOKW+IRIrJF4u9/mYY6+p78dms7H7RfN8S7p3ND+WXCFyc6hcjs5DgobeR/N9KLlNl4VPq9ViotJ8r2oOO6D4a1VVIYsi5mUZn+JC9Gy/+vNd8pM/BvfnJtx5UdRsNtHtdln9JqXNmTPWZVlm/UQvAdybwpA5DofD4XC+6pTLZaiqeusuEUVCP3jw4EYBBe+Kqqo4PDxEpVJhvTvvGqyg6zrOz89xfn4Oq9WK9fV1ZLPZax0mVVVRLBZRKBSgKArC4TA2NzfZTJyraLVaKBQKaLVasFqtyGQymJube22tiqKgVquNRWknk0mk0+kx4UQBBNVqlZWJRSIRLC8vIxaLwW63YzQasUGpFJ/t8/mwvLyMRCIB4GKI74sXL1jpnNvtRjabRSAQgKZpTGyenZ0hk8kgFAoxwUjpdRSC4HK52H7oHo6EixmzCCHsdvtYTxCJJxIusiyzJDlziRuJI3J+zGLIXB5H5W4U6EViiZwm+hmt+bLjI8syGzh7VfiBRxDwQNfHnJ8tAL63XknAEMAXAA69Xvzuv/yXwPY2sL2NXDT6lXd/bsKdF0XJZBI+n++12kxzFLdbkvCNV48/ffAA96a6Yg6Hw+FwvnrQwFHzDe1toKoqTk5OEA6HWVnVh6TRaGB/fx+KomBxcRGLi4vvnKjXarVwcHAAQRCQTCaxtrZ27bwgWZZRKBRQLBahaRpisRgWFhbemCZHZXWFQgHD4RBOpxPLy8vIZv//9u48OO60PPD49+1uqXVL1i1ZkiXZlmVZ9lwemBmuBAgzMBQzIROuzQEJIZUNCaS2KpXdrYLaVHFDCnaLhVCETVJJhdrNsWGzLE6WYzcHBDLXMp4Z+dKtllottdTn79fXu390v69/LcuWfMgtu59PlUqtVh9v/yz5p6ef532e/rI9XVprNjY2CIVCRCIRCoUCzc3NjI2N2UwMFMsDTUbIBDltbW0MDAzQ1dVFTU0N8XjczgcyGR1vK+9sNsva2hovvPCC/X5zc7Odl+Q4jg3goBgktbW12Y9YLEY0GgWKTRDMMTONCExGZmujBxO4weX5PyYwMsEKXG5r7W14YJoVeL82jRFMkGQCmKt1fTOBj8n8mADIO7jV3M/b+c1kgszgVpXLMZLL8SDlpW+7CWAuUMz+TL773Yw99RScOkXj6CgP+Xw8tIv7382qPihKJpPkcjk7wMrbaMHsKfopLh+oxz7/+UouVwghhLgjra6u4jgOR27z4POZmRlyudwtf95sNsv58+cJh8M0NTVx6tQpmpqadnVf13W5ePEi4XCYhoYG7rnnHg4cOHDN+5jSsx/84AcUCgW6uro4dOjQVZ8znU6ztLTE8vIy2WyWxsZGxsfH6e7uLgsWTCvtUCiE4zi2lXZfX5997Gw2y9LSEuFw2O7DMTOCuru7qa2tZXNzk5mZGSKRiC0Pa2tr4+DBg7S1tdk27M8991zZIFWznkQiwcLCgg08mpqa7DExs4U2NjaIRqP4/X7b2tqUl5n7AXbej3f/j3fekcniQHmWx3ud6eJmAixvdsi738eUwW0tffPOBvJ+NsGVyfCYgMjbBMEEQK7r0uo4tuTNfEwAwR1+xjYoBj8L7e285xOfKO79mZzkSFPTrkrnqlHVB0WZTIaNjQ18Pp+tx7QTeEuZIrODKAk0vva1lVyuEEIIcUean5+noaGBjo6dGvneOslkksXFxbI/8G+FcDjM+fPnyefzjIyMMDQ0tKuGClprFhcXmZ6eRmvNyMgIg4OD18wsmfKz5eVl1tbWeOSRRxgaGtq2PK9QKLC2tsbS0hLRaNQ2Qzh48GBZ0KW1JhKJsLy8bFtpm7I300rbdKQLh8P2Ng0NDQwPD9Pd3U1dXR3RaJTp6WnW1tZsy+n29nZGRkaor68nHo8TiUS4cOGCbUpw4MAB6uvr7ZDXmZkZoJjxqa+vt8+dSCTK9v+YQagmYHFd1x438zmZTNrbeFtaAzao2W72j9kPBNhyN3NfEyiZDI+ZW2RuYwaamoyRN+PjLX0zl9PptH3z3XvZtL0+CWVBUM8OP1M5YIpiAPSK97+fw08+CSdP0jY4yGv3eA7X3abqg6KWlhba29sJhUJlqU87nyidtkHRd30+3hrcKTYXQgghhNfGxgbxeJxjx47t+cBUrwsXLuD3+xkZGbklj+e6LufPnycSidDS0sKxY8dsS+edxGIxzp07RyKRoL29naNHj16z2UQikWBubo5wOIzP56O/v5/x8XHGx68s4k+n04RCIdsiu66ujpGREXp7e+18HSgGWKFQiJWVFTKZjG080dvbS319/bazhILBIAMDA/T09FBXV8f6+jrT09Osr6+Tz+cJBAJ0dHTQ3t6O3+9nY2OD2dlZ0uk0UNw/1NPTg9/vJ5vNsrGxwerqKlAsizPHz3Vd4vG4HUZqytsAGyQ5jkMymbT7wlKpVFkAtLWszewLMlVAJoPkDXZMcGQyNj6fz5arbS2DM9ssTODjDXbMG+rmcbY2QLBd4VyXftflfrAB0EmKjQ922u0WBp4HkqOjPPmRj8CpUwSOH+dEXR0ndriv2FnVB0VmCrI3uvcObD2lNX2l2771i1+s6FqFEEKIO9Hc3By1tbX09Oz0vvetE4lEiEajHDly5JbMQwqFQly8eJFCocDhw4cZGBjYVYCXzWa5dOkSoVCIYDDIiRMnbIOB7cRiMWZnZ1lbW8Pv9zM0NMTAwAC1tbVcunTJ3s4MTl1aWrIdybZrkb1TK22AaDTK7OzsFbOETEbIBEKmI5z5t2xpaaFQKBCNRjl37pwdZtrS0kJzczNKKZLJJMvLy8Dlttf19fW25MwEMt5ucEopEonEFft/XNclnU6Xtb82mR1v6ZsJekxw5G1uAJQ1M4DLDRBMwGMe13yYwKdQKNi21t6qoq3zfswWjBbH4YTWZcHPCXZufOACLwJnfb6yttfdPT0UzpzhyUcf3fHnTly/qg+K2tvbqaurs60SvT/M3tI5QFpxCyGEENcpmUyyvr7OyMjIrhsQ3KxCocDFixdpbGzk4MGDO9/hGhzHYWpqimg0aju87bad+PLyMhcvXrQd94aHh6/a/c4EJhsbG9TU1DAyMsLBgwevaOvtOA6hUIhQKGSzPcPDw/T19dmskAmYzNDUfD5PQ0MDhw8fpqenh5qaGmKxGBcuXNh2llB9fb2d/7O5uYnW2naEq6urI5vNsr6+ztLSEgDBYJDW1la7N9ub8fH7/QQCAbsPx5S+mUBHa43f7yeZTG577AEb8Hi7ApvX6W1xbUrYzG1NsGWCF3Mbc9mUvpl9SSYA8maCvIGP9/m9+3/8rsuYp/TNfOzmLYBpip3fmh56iNd/6ENw8iTBsTHuq6nhvl3cX9w6VR8UxWKxsk4g3g1uqVTKtuI+C5y4ganUQgghRDWbn5/H7/fT399/255zYWGBdDrNPffcc8PlelprlpaWbHZmbGyMvr6+XT1eMpnk3LlzbG5u0traytjY2LZldiZ4mZ2dJR6PEwwGOXLkCH19fWXBk7nd9PS0DXxMtsfMIzJ7dExnuGw2SyAQoKenh56eHlpbW20zg+1mCXkzQt7W2QMDA/j9ftt1zgQkDQ0NtuOd67p23xEUAyGfz2dL17a2vjazfkwAY7JD3uYGJuAxWR2zl2dzc9N+39v62htAbb28tSGDNwPkbXDgLYPzDjo1fxvmMxkOum7ZzJ+TwGFgp3B/jWLwE+ro4N0f/3ix7fWJE4y0tHBrijvFzar6oCgYDJZN//W+K9CUzdr2hMv33iv1mkIIIcR1cF2XlZWVK9o/7/Vzzs7O0tnZuWNHt6tJp9O8/PLLbG5u0t7eztjYGHV1dbt67rm5OZaWlggEAoyPj9PT03NFIKW1JhwOMzc3RzKZpL6+nrGxMXp7e6/oDGeyQqZ07NChQ/T19dn1JJNJ2xDBBDom49Pe3o7jOITDYaampspmCZn21xsbG0xPT5e1zjbZtVQqxeLioh1aGgwGqa2tpVAokE6nSaVS5HI5fD6f3a9jSuZMUwLTYMFkW8w+H9Oq2pS4meNi3qQ2WR3zvUwmQzweJx6P28cyTbLMbbwBkDf74w18zNdbO76Zv/0ymQyZUte3raVvE8BO06cc4CXgBaX4+U9/2s786ejr4yek8cG+VvVBkfkFNe84mM4gjuPwJi5venvD5z5XyWUKIYQQd5zFxUUABgYGbttzXrp0Ca31DbXgNrOUpqen8fl8jI+P09vbu+P9vB3iAPr6+hgZGbkiECwUCiwvLzM/P086naaxsZHjx4/T3d1tAyettS1NM9kX05jBcRxGRkZwHMc2YTB7b0z3uM7OTlKpFJFIhOnpaVuWZtpj19TUsLm5yfT0tC0ja21tpbm52baxNv9ugUCAmpoaG6CkUimbnfH7/TZYMsGEtyW2aTpgWlZ7y9u8wZF3T5DZ/7O1JM5cTiaThEIhALsnyJv58e7/2Zr52W7/j+u6BByHY/n8FaVvV9/1ddlFitmflkcesaVvdUePcl8gIKVvd6CqD4pMTenWXxzvfqI40PzqV1dymUIIIcQdJZ/Ps7S0RGdn56734Nyszc1NVlZWOHTo0K4yO17JZJKpqSlisRidnZ0cPXq0rHPbdrbrEDc4OHjFc+fzeUKhEPPz87iuS3NzM5OTk7b0Da6cF1RbW8vg4OAV+3ieffZZNjc3gWJW5+jRo3R2dpJOp20g5DiODXZGR0fx+/3E43FmZmZshqW5uZmmpia01sRiMTt/yOwBMhkcs6XAlPN5W2Zv7RDnLWfzXmeCoq2tr72zf0wAZf4eM+2uvZ2B19fXCQQCZQNOt8v2eEvgzPW4LiPZLA8Ck6WPExRL33aySjH4CXd3866PfcyWvh1uatrV/cWdoeqDIpPC9XadcxwHJ5Uqa8X9th0mTAshhBDisqWlJXK5HENDQ7fl+bTWXLhwwbaZvp77zc3NMTMzQyAQYGJigu7u7mveZ3Nzk7m5OdbW1ggEAmUd4rxyuRyLi4ssLCyQzWZpa2tjfHzclvV5s0Jra2t2XtDhw4fp6Oiwe4nOnz/P+vo6CwsLHD161GaEHMchEomUBTsHDhygp6cHn89HLBZjZmaGQqFAIBCgrq6OhoYGcrmcDazy+bydAWQyN+l0+orOb/F43FbWADazY4abmr+lTEDj7Qzn7fzmzfyYy9622eazKaPzNj5YWVkhlUqVZYFM0GYDJcdhIJPhfi4HPpPAGDv/0ZumuIf8RZ+PX/jMZ2zpW1dPD6+X0re7XtUHRcAVPeQdx+E+wPyX+LYvfamSyxNCCCHuKKYMra2tjebm5tvynMvLy8TjcY4fP37VDm9bxeNxpqamSCQSdHd3c/To0WvufVpfX2dubm7HDnGZTIaFhQUWFxfJ5/N0dHQwNDRkGxNkMhmWl5dZWlrCcRxqamoYGBiwWaH19XWmpqZs57hgMMjg4CCRSIRDhw4RiUSYm5uzAU17e7sNyDY2NlhbWwOKA1GDwaANQBKJhN1/YwIcn89XtgfIfM/MAPJ+eLNBgM3gmM5y3qGn3r1A3j0/JogyTa688322lr1tDXo2NjYIBALFJgiuS4/r2qDHfD4O7JQjzAPngReAyXe+k/GnnoKTJ6k/coTTfj+nd/GzI+4+FQmKlFL3Al+m+HObA/611vqHqvjb+AXgLUAKeK/W+pm9XIu3DtVbY/oW742kFbcQQgixa+FwGNd1GRsbuy3Pl8vlmJ6eprW1dVezkAqFArOzs8zNzVFTU8Pk5CSdnZ3b3lZrbYOQa3WIg2JH2+XlZZaXlykUCnR3dzM0NGTL1KLRKEtLS0QiEbTWtLW1MTo6SkdHR1lnuGw2S01NDT09PRw4cIBsNmu7z3V0dFBTU0NbWxuBQIBcLkc0GrWBRyAQsAGSt4zMzAEyAZIpsTOBkdmjY0raTBmc6TZnsjm5XM4GPubYbx2A6i2982aBzHN4Z/1cbcaPbXzguhxwXY4XCmXBzwlgN+H2NMXgp/70ad744Q/D5CT+Y8cYr6vjyjG4oppVKlP0aeA/aK3/l1LqLaWvfwJ4M3C09PFK4Eulz3vG1At79xKlPKVzPwZODg7u5RKEEEKIu8r8/DwNDQ12OOhem52dJZPJcPLkyR1vG4vFePnll0mlUvT29nLkyJErMj1QDIZWVlaYm5sjlUpRX1/PsWPHbGmakc1mWVlZIRQKkUwm8fl89PT0MDg4SENDA9lslrm5OUKhEOl02maF+vr67HNcunSprHNca2sr+Xye9fV1QqEQWmuCwaA9pplMxmaDTGmc3++3mRcz4NR0hDPZIBPsmPuZIMe7B8iUtnmzQmZwKVDWRS6dTtvHMQGQN9jZGvh4O/xu97nBcRjP58uCn0mgYxc/A0sUg5+13l7e/bGPweQkTEww0tQkLa/FrlQqKNJAS+lyK8WfZYAngD/Wxd/YHyil2pRSfVrr0F4tJJVKEYvFylK0LdmsjcTWX7mnMZkQQghxV4lGoyQSCY4dO3bDM4KuRzKZZGFhgb6+vmuW6uXzeaanp1lYWCAYDHLq1Kltg7ZCoWCbIjiOQ1NTExMTE3R1dZV1iItGo4RCIZv1aWlpYWxsjO7ubgKBABsbG8zMzLC6uorWmtbWVoaHh2lubiYSiXD27FmSyaTtHGf2MUWjUcLhMIANhHw+H47jkEgk7PdMYGa6spk9RSYI8raq9nZ/M5kcb1MDc9mUv5kGByZI8mZ+zP4gE1B5mx6Y672Zn+2Cn0A6zdg2vsVbWAAAGlNJREFUwc9uJlmtUQx+5pqb+flPfaoY/Jw4QX97+67uL8TVVCoo+jBwRin1WYrzrh4pXX8QmPfcbqF03Z4FRbW1tbaTiZkB8CiXh3C97pOf3KunFkIIIe468/Pz1NbW7qqM7WaYDMzi4iJ+v5/R0dGr3nZjY4OpqSnS6TT9/f2Mjo5ekR3K5XIsLS2xsLBAJpOhtbWVo0eP0tFxOU+RTqdteZzrutTU1HDw4EH6+vpobGwknU6ztLTE8vIyqVSKQCDAwYMHbZvspaWlss5xvb29KKXY3NxkfX0dKN8HZP4uyWQy+Hw+G+SYEjO43AjBW/7m7fZmZgFtzQyZkjeTvQHs30KmM6+5/9aMj7cEbuvge+91tY7D4WyWCSj72E3mJk6x6cHLgQDv/cxnYHKS74bD/OS7383rpOmB2AN7FhQppf43sF1z/38PvAH4La31Xyil3gH8AfBGYLufcn2Vx/8A8AGAnp4ezpw5c0PrXF1dZWpqiqWlJfvultlPFAN+kEyib/Cxr8fm5uYNv4ZqIMdnZ3KMdibH6Nrk+IiblUgkWF9fZ3R0tKzE7FbKZrPMz8/boaLd3d0MDw9v2yAhl8tx6dIllpaWqK+v595776Wtre2KxzNNEXK5HO3t7QwNDdnbFQoFVldXCYVCbGxs2MzOkSNH6OjowHEcVldXeemll0gkEgA2oPL7/ayurvL888+jtbblbz6fj3g8TiwWs7N+zNwfU/6Wz+ftPiAoNoVIpVJEo1G7LtOtzdv4YGvJm7nsbXBg7uMddmqCH5Ppudp+H2/jA/O5vpT52Rr87GY6lR12Cjz8/vdz5Mkn4cQJmoeGeMjn4yHPbTNnzoAERGKP7FlQpLV+49W+p5T6Y+BDpS//G/DV0uUFwLuBZ4DLpXVbH/8rwFcATp8+rR999NEbWufFixf57ne/y+rqKrFYjHwmg3mk7wYCPPH44zf0uNfrzJkz3OhrqAZyfHYmx2hncoyuTY6PuFnz8/P4/X76+299IZO3/C2fz9tgqKGhYdvbmw5urusyODjI8PBwWWME13WZn58nFAqRz+fp6upiaGjIluDF43FCoRDhcJhcLkd9fT0jIyP09vaSy+VYXV1lZmbGDkdtbW1lZGTEzgS6dOkS+XyempoaGhsbbfbFDEBVStnAMZPJkEqlyrq/eef1mP086XSaaDRaNnTezP3xlrmZ7JDJ6JjAyARK3ozO1eb8eDM/6XSajOvS4rrbBj87j7eFDDBFMQCafNe7mHjqKZicpO7wYRl2KvaFSpXPLQGvA74HvJ5iZ0SAbwAfVEp9nWKDhc293E8El1tSml/+B7g8xfiJL395L59aCCGEuGu4rks4HN62RfXNMLN+XnrpJRoaGujq6mJ4eJjGxsZtb5/NZrl48SLLy8s0NDRw//3309LSYr+fTqeZm5tjeXkZKFabDA0N2aYICwsLLC8vk0gk8Pl8dHV12U5zkUiE559/nlQqBUBbWxsDAwMopUgkEszOztqZPTU1NdTU1JDJZIjFYrYszQRC6XTaDiz1zvIpFAq2/M0EJ2Y/UDweJx6Pb5v5gWLLazM7yFy/XeCz3T4fWwLnOLSl04xrfUXws31/vnJp4GXgReCBn/s5xt/+dpiYoHZ0lJM1NezcCkOIyqhUUPQrwBeUUgGKmdMPlK7/JsV23BcotuR+314vxOfzkU6n7XwiacUthBBCXL+FhQUABgZ2UzS1s3w+z+LiIvPz82SzWZqamjh9+jRNTU1XvU8kEuHcuXNks1kOHTrEoUOHbBCSSCSYm5tjdXUVpRT9/f0MDg4SDAaJRqPMzMwQiUQoFAo0NzczNjZGQ0MD0WiUc+fO2UxOc3MznZ2dNhDa2Niw5WumDC6fz5NIJMpaYQN29o/J/JhyNRPUmNI14Io9P4VCgc3NTRYWFmyWyARHWwMgb/mbzfSUOuzaIMhx6HZdjhUKZYHPcaC8wHB7CYpZnxeB1/7qrzLy+OMwMUH98DD3+f2S+RF3nIoERVrrfwAe2OZ6Dfz67VyLN0XsOI5txf0ccO8epP+FEEKIu41pUtDV1UVd3U6jM68tn8+ztLTE3Nwc2WyWjo4OhoeHcV33qgFRJpPhwoULhMNhmpqaOHXqlL1tLBZjdnaWtbU1/H4/g4ODDAwMUCgUWF5eJhQK2aYJ/f39tmHC/Pw86XQapRT19fU225RIJGyGxu/3245v5rnMZVO+5s3qeIMZc9nb0tqUzZkZQqaZgSmDW1lZsU0SvO2tvYGQmfFjPvKZDD3p9LbBz9XDy8s2KQY+Uz4f7/30p2FiAiYmaBoc5EGfjwdv5h9biH2kUpmifSOfz5NKpUilUrRmMryidH381a+u6LqEEEKIO4XZlzN4E3P9CoWCDYYymQzt7e0MDw+Xlb5t5TgO4XCY+fl58vk8IyMjDA0NoZQiGo0yOzvLxsYGNTU1jIyM0NfXx8bGBi+99JJtWGDaYRcKBSKRiM14BQIBO8swlUrZttOm25vJFJn9QeZ7Jvtj9gOZr83cH29jg0KhYAMfc3m71tbm9isrK2xubuI4jr2feWO3wXEYyWZ5ADhW+hijOPhxN2HqGsXg52IwyHs/9Skb/LT29/OwUjx8w/+yQtwZJCgqvYvjui7elgqv+fjHK7YmIYQQ4k5RKBRYWFjgwIED15wTdK37h0IhO4D1wIEDnDhxgtbW1m1vbwKh1dVV4vE4UNzbc/ToURoaGlhbW2N2dpZ4PE4wGOTIkSM0NzcTDof54Q9/SC6XIxgM0t7ejt/vJxaLEY1Gbbc3k/lxHMfOETL7j72zenK5HD6fz/4NYQajeoMikxEywY3WmmQyWbYXaOueHu8weW/pm+u6ZOJxRgoFjmldFvgc4/J+6J0sUwx+5pua+EVP8NPR1cVrlOI11/0vKMTdQYKiUqbIdV27n2gDaHtY3hMRQgghdhIOh3Fdl2PHjl3X/Uz52uzsLK7r0traysTExBUts+FyIPT000/bQKilpYXDhw/T1dVFMBgkHA7z4osvkkwmqa+v5/DhwwAsLy9z4cIFlFIEg0Hq6upwXZe1tTVbpmb2HSWTSVvGls/nAWymxnztDXa8ZXDebnGmiUIulyOdTpeVum2d63PFh+NwwHEYzeWuCHxGAD87ywPTFLu9bXZ3857f/V04cQKOH6e3o2NX3eKEqDZVHxTZjYeplG3F/b3aWp68hZ1zhBBCiLvV/Pw8jY2NtLe37+r2WmsbDDmOQ0tLC+Pj4xw4cKDsdlszQqFQiImJCRsI1dbWEovF7DBVx3FoaGigv7+fbDbL9PS0DWQCgQBaaxKJRFn2p1AokE6nbYDj8/nsvhyTDTIBkTfoMQGMySiZ7JC30YG3sYEJjBzHsZmfgONwyHW5p5T1MYHPGLDbfNsqxcDnnFL80ic+AceOwbFj+EdHORIMcmSXjyOEkKCIXC5HMpnkFYD57/zJ3//9Si5JCCGEuCOsr6+TTCYZHx/f8bZaa1ZWVpidnSWdTtsOb95gygxCDYfDNiPU3NzM4cOHicViHDlyhI2NDaamptjc3LTtr4PBIK2trbiuy+LiIul02jZByOVyJBIJu+/HG9QANpgxAZC3sYE322MaHHhn/Hgve4MgO+A0nabXk/Uxgc8x4OAuj7FDcW7JFJAbGeFdH/1oMfgZG6OrvZ0uQHZBC3Hzqj4oyufzxONxfsF75WOPVWo5QgghxB1jfn6eYDBId3f3VW+jtSYcDjM7O0sqlaKpqYmTJ0/S0dEBXD0QGh0dpb6+HsdxiEajnD9/npaWFrTWBAIBAoEAfr8frTWpVIpwOGw7vxUKBTsk1XSBSyaTNiNkMjuO49gsUCqVKhts6g1wrlXy5nddel2XgVyOYWCYYnODY8BhILjLYzlHMfBZbGjgvSbrMzZG3dAQJ/1+TlIcsIwMWBZiT1R9UJRMJsvmEz0NPNAr1bZCCCHEtcTjcaLRKKOjo3ZPjpfWmtXVVWZmZmwwNDk5SWdnJ47jMD8/XxYINTU10dvbSyAQwHEc5ubmbBbH274aiuduU5Lm8/nKStlM6ZtpTW3K2UzGyJTMeTM73vk93sYGjuOgHYde16Uvk2GY4r4e7+fr+Ythk1K5G3DvO97B5M/8TDH4OXKEocZGhm74X0MIcbOqPihyXZfGeNwOTSq86U0VXY8QQghxJ1hYWMDv99O/zUy/SCTC9PQ0yWSSxsZGTpw4QVNTE5FIhGeeeYZYLAZATU0NjY2N+P1+0uk0m5ubpFIp2wkOihUduVzOdpXLZrMAtgzOlK+ZIMjbrtq0zDZ7eUzwYxosOY5D3nHoTKfpc12Oa31F4LPbMjcjA8xQDH5SAwO88yMfsVmf1p4eXqGUHf8hhNg/qj4oisfj/FTpnSeABz/60QquRgghhNj/TBOEgYEBAp7GRGtra0xPT5NIJGhoaGB0dBQoltnFYjG7j8fcJ5lM2jI3E/z4fD4btJjZPrlcjsXFRWpqamzZm7fpgekaZzJIjuOQSqVsI6UDySQ9jsPRfP6KTM8Au+voZuQolrrNUOzw9sp3vIPJt74VRkZgeJja/n7GfD7GbuoICyFut6oPiqLRKG8uXV4H2l/5ykouRwghhNj3zIDTgYEBoNhwYXp6mng8js/ns3t/Xn75ZVuyls/nbbOCeDxOJpOx+3lMUwOT0fHu8zHlb6FQyA529WaIco5DcypFdypFn+tekekZBGqu47UVgAWKAc8McO+TT3LPE0/A8DCMjBA4eJDRQIDRW3MohRD7RNUHRauhEO8pXf5eMMjb/dfzfpEQQohqpZR6DPgCxUTDV7XWn6zwkvacCVZCoRDd3d2kUinOnj1LJBKxHd8ymQwXLlyw2ZtcLkcsFrPDUE2ZWyKRsOVsyWQSN52mNp2m0XGoT6dpcl2as1la83k6KHaI3e7zlVONdrbI5UzPgXvv5fEPfrAY9AwP4xscZKi2liHgdbfioAkh7ghVHxTp738fMxnh7V/5SkXXIoQQ4s6glPIDXwR+imJi4UdKqW9orV+s7Mp2ZpoWmHbTO132XlcoFMo6uz377LOsrKyQTqeJx+NEIhES8TiZtTVUNIp/c5NgIkEwmaQ+naY7l7siqDGXD3B9ZWzXssLlTE/DxARv+83ftJkehoY4WFfHQeBVt+j5hBB3vqoPioLf+c7lL6QVtxBCiN15BXBBa30JQCn1deAJ4NYHRT/+Ma0vvghNTaA1FArofJ5CPk8ukyFvghfHIZfJkM1kyJQuZ1yXjOOQdV2ymUzx+65LPpejkMuRz2bt5UIp8KFQQOdy5M3l0nNRKBRvl8+T2tjADYVoB0Ypz960A7W3/CBAlGKZ+1rpYx1I1dXxyje/mVNvfKPN9DA8TE9DAz3AQ3uwDiHE3anqgyKzn+hHwIPXmLMghBBCeBwE5j1fLwB7sin12VOnrvjjXlHMqtyJBd9xLgc13s+vfOwxHnjTm6CjA9rbyz+3tfHDb3+bRx99lMOVXLwQ4q5V3UHR6ir3lC76Hn+8oksRQghxR1HbXKfLbqDUB4APAPT09BQHb96Azhu6195LUx7UmMu+zk5e88QTZFtayDY3k2lpIdvUZL/WNeVtD9pKHxGg7AjFYsWPmRkANjc3b/gY3i2q/RhU++sHOQZ7+fqrOyjq6sK3tATf+hYPPPxwpVcjhBDizrFAsbGZMQAseW+gtf4K8BWA06dP60cfffTGnukf/oGnv/c9HnjwQfD5QKniZ/Ph/fp2XQ4EqK+vZ6D0wm+HM2fOcMPH8C5R7ceg2l8/yDHYy9df3UERQF8fvO99lV6FEEKIO8uPgKNKqRGKzczeBbaZ6a31qlcRSSRAhosLIcSekaBICCGEuE5a65xS6oMUK778wNe01mcrvCwhhBA3SIIiIYQQ4gZorb8JfLPS6xBCCHHzfJVegBBCCCGEEEJUkgRFQgghhBBCiKomQZEQQgghhBCiqklQJIQQQgghhKhqEhQJIYQQQgghqpoERUIIIYQQQoiqJkGREEIIIYQQoqpJUCSEEEIIIYSoahIUCSGEEEIIIaqaBEVCCCGEEEKIqiZBkRBCCCGEEKKqSVAkhBBCCCGEqGoSFAkhhBBCCCGqmgRFQgghhBBCiKomQZEQQgghhBCiqimtdaXXcNOUUqvAbKXXcZM6gUilF7GPyfHZmRyjnckxurabPT6HtNZdt2oxd5NbcJ6Sn105BiDHoNpfP8gx2LPz1F0RFN0NlFL/orU+Xel17FdyfHYmx2hncoyuTY7P/iX/NnIMQI5Btb9+kGOwl69fyueEEEIIIYQQVU2CIiGEEEIIIURVk6Bo//hKpRewz8nx2Zkco53JMbo2OT77l/zbyDEAOQbV/vpBjsGevX7ZUySEEEIIIYSoapIpEkIIIYQQQlQ1CYoqSCk1qJT6rlLqJaXUWaXUhyq9pv1KKeVXSj2rlPqbSq9lv1FKtSml/lwp9XLpZ+nhSq9pv1FK/Vbpd+wFpdSfKaXqKr2mSlNKfU0pFVZKveC5rl0p9XdKqfOlzwcquUZRpJR6TCk1pZS6oJT6nUqv53aTc2VRtZ8Hq/1cV43nsdt9npKgqLJywL/RWh8HHgJ+XSk1UeE17VcfAl6q9CL2qS8A39JajwP3IMepjFLqIPCbwGmt9STgB95V2VXtC38IPLblut8Bvq21Pgp8u/S1qCCllB/4IvBmYAJ4dxWeJ+RcWVTt58GqPddV8XnsD7mN5ykJiipIax3SWj9Tuhyn+At+sLKr2n+UUgPA48BXK72W/UYp1QK8FvgDAK11Rmu9UdlV7UsBoF4pFQAagKUKr6fitNb/F1jfcvUTwB+VLv8R8ORtXZTYziuAC1rrS1rrDPB1iv9OVUPOlXIelHMdUIXnsdt9npKgaJ9QSg0D9wH/XNmV7EufB34bKFR6IfvQKLAK/JdSWcVXlVKNlV7UfqK1XgQ+C8wBIWBTa/23lV3VvtWjtQ5B8Q9RoLvC6xHFP/7nPV8vUGUBgVcVnyur/TxY1ec6OY+V2bPzlARF+4BSqgn4C+DDWutYpdeznyil3gqEtdZPV3ot+1QAuB/4ktb6PiCJlDyVKdUbPwGMAP1Ao1Lq5yq7KiF2TW1zXVW2ja3Wc6WcB4EqP9fJeez2kKCowpRSNRT/k/9TrfVfVno9+9CrgLcppWYolo28Xin1J5Vd0r6yACxorc27pn9O8cQhLnsjMK21XtVaZ4G/BB6p8Jr2qxWlVB9A6XO4wusRxd/xQc/XA1RB2cxWVX6ulPOgnOvkPHbZnp2nJCiqIKWUolgf+5LW+vcqvZ79SGv9b7XWA1rrYYqbCr+jtZZ3R0q01svAvFLqWOmqNwAvVnBJ+9Ec8JBSqqH0O/cGqmiD7nX6BvCLpcu/CPx1Bdciin4EHFVKjSilain+P/iNCq/ptqr2c6WcB+Vch5zHvPbsPBW4VQ8kbsirgJ8HfqyUeq503b/TWn+zgmsSd57fAP609AfTJeB9FV7PvqK1/mel1J8Dz1DsYvUsMhEcpdSfAT8BdCqlFoCPAp8E/qtS6pcpnoR/tnIrFABa65xS6oPAGYodp76mtT5b4WXdbnKuFFDF57pqPY/d7vOU0roqS5OFEEIIIYQQApDyOSGEEEIIIUSVk6BICCGEEEIIUdUkKBJCCCGEEEJUNQmKhBBCCCGEEFVNgiIhhBBCCCFEVZOgSAgPpVSvUurrSqmLSqkXlVLfVEqNXeP2w0qpF27xGr6qlJq4RY+llFKR0jRslFJ9SimtlHq15zarSqmOW/F8Qggh9pacp4TYGxIUCVFSGoj2V8D3tNaHtdYTwL8Dem7nOrTW79da35KhdLrYc/+fgYdLVz1Ccb7BIwClQXgRrfXarXg+IYQQe0fOU0LsHQmKhLjsJ4Gs1vrL5gqt9XNa679XSjUppb6tlHpGKfVjpdQTW++slBpVSj2rlHpQKeVXSn1GKfUjpdT/U0r96ja3b1RK/U+l1PNKqReUUu8sXf89pdRppdTblFLPlT6mlFLTpe8/oJT6P0qpp5VSZ5RSfTu8rn+kdHIpff49yk8+/3S9B0oIIURFyHlKiD0iQZEQl00CT1/lew7w01rr+ymelD5XescOsO9k/QXwPq31j4BfBja11g8CDwK/opQa2fKYjwFLWut7tNaTwLe839Raf0Nrfa/W+l7geeCzSqka4D8BT2mtHwC+Bnxsh9f1T1w+2bwC+O/AYOnrRyiejIQQQux/cp4SYo8EKr0AIe4QCvi4Uuq1QAE4yOVyhS7gr4Gf0VqfLV33JuCUUuqp0tetwFFg2vOYP6Z4AvkU8Dda67/f9omV+m0grbX+olJqkuJJ8e9K5zo/ENph7T8E7lNKNQI1WuuEUuqSUuoIxZPN53Z3CIQQQuxjcp4S4iZIUCTEZWeBp67yvX9F8aTygNY6q5SaAepK39sE5oFXlR4Diien39Ban7nak2mtzymlHgDeAnxCKfW3Wuvf9d5GKfUG4GeB13oe96zW+mF2SWudUkpdAH4JeKZ09Q9Kz9sNTO32sYQQQlSUnKeE2CNSPifEZd8BgkqpXzFXlOquX0fxHbRw6UTzk8Ahz/0ywJPALyil3lO67gzwa6UyApRSY6V3wPA8dj+Q0lr/CfBZ4P4t3z8E/GfgHVrrdOnqKaBLKfVw6TY1SqkTpcsfVEp98Cqv7R+BDwPfL339feBDwA9Km1yFEELsf3KeEmKPSKZIiBKttVZK/TTweaXU71Csz56h+J/0WeB/KKX+BXgOeHnLfZNKqbdSLBdIAl8FhoFnSjXdqxRPSF4ngc8opQpAFvi1Ld9/L9AB/FWpBGFJa/2WUqnDf1RKtVL8Hf58aX3jXL3u+h8pnlzMyeYZYKC0TiGEEHcAOU8JsXeUBN9C3B2UUn8DvF1rnan0WoQQQoit5Dwl9jMJioQQQgghhBBVTfYUCSGEEEIIIaqaBEVCCCGEEEKIqiZBkRBCCCGEEKKqSVAkhBBCCCGEqGoSFAkhhBBCCCGqmgRFQgghhBBCiKomQZEQQgghhBCiqv1/lT0TRB7QatUAAAAASUVORK5CYII=\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "m3 = cake_continuous (beta=0.92,Wbar=10,ngrid=100,tol_bellman=1e-4)\n", "V3,c3 = m3.solve_plot()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Conclusion\n", "\n", "Dealing with continuous choice directly using numerical optimization:\n", "\n", "- is **slow**, consider using lower level language or just in time complication in Python \n", "- more precise, but not ideal, requires additional technical parameters (tolerance and maxiter for within Bellman optimization) \n", "\n", "\n", "(Will come back to full blown stochastic consumption-savings model in the next practical video.)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Further learning resources\n", "\n", "- Overview of SciPy optimize\n", " [https://docs.scipy.org/doc/scipy/reference/tutorial/optimize.html](https://docs.scipy.org/doc/scipy/reference/tutorial/optimize.html) \n", "- Docs [https://docs.scipy.org/doc/scipy/reference/optimize.html#module-scipy.optimize](https://docs.scipy.org/doc/scipy/reference/optimize.html#module-scipy.optimize) \n", "- Visualization of Nelder-Mead [https://www.youtube.com/watch?v=j2gcuRVbwR0](https://www.youtube.com/watch?v=j2gcuRVbwR0) \n", "- Brent’s method explained [https://www.youtube.com/watch?v=-bLSRiokgFk](https://www.youtube.com/watch?v=-bLSRiokgFk) \n", "- Many visualizations of Newton and other methods [https://www.youtube.com/user/oscarsveliz/videos](https://www.youtube.com/user/oscarsveliz/videos) " ] } ], "metadata": { "celltoolbar": "Slideshow", "date": 1612589586.469676, "download_nb": false, "filename": "38_optimization.rst", "filename_with_path": "38_optimization", "kernelspec": { "display_name": "Python", "language": "python3", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" }, "title": "Foundations of Computational Economics #38" }, "nbformat": 4, "nbformat_minor": 4 }