{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Foundations of Computational Economics #23\n", "\n", "by Fedor Iskhakov, ANU\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "## More on Newton-Raphson method\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "\n", "\n", "[https://youtu.be/DKG_bJhVbsM](https://youtu.be/DKG_bJhVbsM)\n", "\n", "Description: Failures of Newton method, domain of attraction. Multivariate Newton for optimization problems." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Another look at Newton method\n", "\n", "- iterative solver \n", "- Newton step $ x_{i+1} = x_i - \\frac{f(x_i)}{f'(x_i)} $ \n", "- fast (quadratic) convergence \n", "\n", "\n", "Today:\n", "- potential problems\n", "- multivariate version" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "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(iter=i,err=err,x0=x0,x1=x1,fun=fun)\n", " if err" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "newton_pic(f=f,g=g,x0=-2.5,a=-3,b=-.5)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### When does Newton fail?\n", "\n", "1. Multiple solutions — *be aware* \n", "1. Failures \n", " - diversion (domain of attraction) \n", " - cycles \n", " - function domain \n", " - differentiability \n", "1. Reduced performance — may be slower in special cases " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Multiple solutions" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "hide-output": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Converged in 7 steps\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x0 = -2.5 # -2.5 -0.595 0.46\n", "newton_pic(f=f,g=g,x0=-2.5,a=-3,b=1.5)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Diversion" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "hide-output": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Converged in 6 steps\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Failed to converge in 8 iterations!\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f = lambda x: np.arctan(x)\n", "g = lambda x: 1/(1+x**2)\n", "newton_pic(f=f,g=g,x0=1.25,a=-20,b=20)\n", "newton_pic(f=f,g=g,x0=1.5,a=-20,b=20,maxiter=8)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Cycles" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "hide-output": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Failed to converge in 15 iterations!\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f = lambda x: -4*x**3+5*x+1 # function\n", "g = lambda x: -12*x**2+5 # derivative\n", "x0 = -0.5689842546416416\n", "newton_pic(f,g,x0,a=-1.5,b=1.5,maxiter=15)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "To cycle start with x0 = -0.5689842546416416\n", "Failed to converge in 15 iterations!\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f = lambda x: -4*x**3+5*x+1 # function\n", "g = lambda x: -12*x**2+5 # derivative\n", "h = lambda x: -24*x # second derivative\n", "# find the unfortunate looping x0\n", "ns = lambda x0: x0 - f(x0)/g(x0) # Newton step\n", "ds = lambda x0: f(x0)*h(x0)/g(x0)**2 # derivative of ns\n", "f2 = lambda x0: ns(ns(x0))-x0\n", "g2 = lambda x0: ds(ns(x0))*ds(x0)-1\n", "\n", "x0 = newton(f2,g2,x0=-0.56,tol=1e-16) # find the cycling starting point\n", "print('To cycle start with x0 = %1.16f'%x0)\n", "\n", "newton_pic(f,g,x0,a=-1.5,b=1.5,maxiter=15)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Function domain and differentiability\n", "\n", "- undefined value of function or the derivative during Newton steps " ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "hide-output": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:1: RuntimeWarning: invalid value encountered in log\n", " \"\"\"Entry point for launching an IPython kernel.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Failed to converge in 100 iterations!\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f = lambda x: np.log(x)\n", "g = lambda x: 1/x\n", "x0 = 2.9\n", "newton_pic(f,g,x0,a=0.001,b=3)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Suboptimal performance" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "hide-output": false, "scrolled": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Converged in 100 steps\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " 0: x = 0.88888888888889 err = 1.111111e-01\n", " 1: x = 0.79012345679012 err = 9.876543e-02\n", " 2: x = 0.70233196159122 err = 8.779150e-02\n", " 3: x = 0.62429507696997 err = 7.803688e-02\n", " 4: x = 0.55492895730664 err = 6.936612e-02\n", " 5: x = 0.49327018427257 err = 6.165877e-02\n", " 6: x = 0.43846238602006 err = 5.480780e-02\n", " 7: x = 0.38974434312895 err = 4.871804e-02\n", " 8: x = 0.34643941611462 err = 4.330493e-02\n", " 9: x = 0.30794614765744 err = 3.849327e-02\n", " 10: x = 0.27372990902883 err = 3.421624e-02\n", " 11: x = 0.24331547469230 err = 3.041443e-02\n", " 12: x = 0.21628042194871 err = 2.703505e-02\n", " 13: x = 0.19224926395441 err = 2.403116e-02\n", " 14: x = 0.17088823462614 err = 2.136103e-02\n", " 15: x = 0.15190065300101 err = 1.898758e-02\n", " 16: x = 0.13502280266757 err = 1.687785e-02\n", " 17: x = 0.12002026903784 err = 1.500253e-02\n", " 18: x = 0.10668468358919 err = 1.333559e-02\n", " 19: x = 0.09483082985706 err = 1.185385e-02\n", " 20: x = 0.08429407098405 err = 1.053676e-02\n", " 21: x = 0.07492806309693 err = 9.366008e-03\n", " 22: x = 0.06660272275283 err = 8.325340e-03\n", " 23: x = 0.05920242022474 err = 7.400303e-03\n", " 24: x = 0.05262437353310 err = 6.578047e-03\n", " 25: x = 0.04677722091831 err = 5.847153e-03\n", " 26: x = 0.04157975192739 err = 5.197469e-03\n", " 27: x = 0.03695977949101 err = 4.619972e-03\n", " 28: x = 0.03285313732534 err = 4.106642e-03\n", " 29: x = 0.02920278873364 err = 3.650349e-03\n", " 30: x = 0.02595803442990 err = 3.244754e-03\n", " 31: x = 0.02307380838213 err = 2.884226e-03\n", " 32: x = 0.02051005189523 err = 2.563756e-03\n", " 33: x = 0.01823115724020 err = 2.278895e-03\n", " 34: x = 0.01620547310240 err = 2.025684e-03\n", " 35: x = 0.01440486497991 err = 1.800608e-03\n", " 36: x = 0.01280432442659 err = 1.600541e-03\n", " 37: x = 0.01138162171253 err = 1.422703e-03\n", " 38: x = 0.01011699707780 err = 1.264625e-03\n", " 39: x = 0.00899288629138 err = 1.124111e-03\n", " 40: x = 0.00799367670345 err = 9.992096e-04\n", " 41: x = 0.00710549040306 err = 8.881863e-04\n", " 42: x = 0.00631599146939 err = 7.894989e-04\n", " 43: x = 0.00561421463946 err = 7.017768e-04\n", " 44: x = 0.00499041301285 err = 6.238016e-04\n", " 45: x = 0.00443592267809 err = 5.544903e-04\n", " 46: x = 0.00394304238052 err = 4.928803e-04\n", " 47: x = 0.00350492656047 err = 4.381158e-04\n", " 48: x = 0.00311549027597 err = 3.894363e-04\n", " 49: x = 0.00276932468975 err = 3.461656e-04\n", " 50: x = 0.00246162194645 err = 3.077027e-04\n", " 51: x = 0.00218810839684 err = 2.735135e-04\n", " 52: x = 0.00194498524164 err = 2.431232e-04\n", " 53: x = 0.00172887577034 err = 2.161095e-04\n", " 54: x = 0.00153677846253 err = 1.920973e-04\n", " 55: x = 0.00136602530002 err = 1.707532e-04\n", " 56: x = 0.00121424471113 err = 1.517806e-04\n", " 57: x = 0.00107932863212 err = 1.349161e-04\n", " 58: x = 0.00095940322855 err = 1.199254e-04\n", " 59: x = 0.00085280286982 err = 1.066004e-04\n", " 60: x = 0.00075804699540 err = 9.475587e-05\n", " 61: x = 0.00067381955146 err = 8.422744e-05\n", " 62: x = 0.00059895071241 err = 7.486884e-05\n", " 63: x = 0.00053240063326 err = 6.655008e-05\n", " 64: x = 0.00047324500734 err = 5.915563e-05\n", " 65: x = 0.00042066222875 err = 5.258278e-05\n", " 66: x = 0.00037392198111 err = 4.674025e-05\n", " 67: x = 0.00033237509432 err = 4.154689e-05\n", " 68: x = 0.00029544452828 err = 3.693057e-05\n", " 69: x = 0.00026261735847 err = 3.282717e-05\n", " 70: x = 0.00023343765198 err = 2.917971e-05\n", " 71: x = 0.00020750013509 err = 2.593752e-05\n", " 72: x = 0.00018444456452 err = 2.305557e-05\n", " 73: x = 0.00016395072402 err = 2.049384e-05\n", " 74: x = 0.00014573397691 err = 1.821675e-05\n", " 75: x = 0.00012954131281 err = 1.619266e-05\n", " 76: x = 0.00011514783361 err = 1.439348e-05\n", " 77: x = 0.00010235362987 err = 1.279420e-05\n", " 78: x = 0.00009098100433 err = 1.137263e-05\n", " 79: x = 0.00008087200385 err = 1.010900e-05\n", " 80: x = 0.00007188622564 err = 8.985778e-06\n", " 81: x = 0.00006389886724 err = 7.987358e-06\n", " 82: x = 0.00005679899310 err = 7.099874e-06\n", " 83: x = 0.00005048799387 err = 6.310999e-06\n", " 84: x = 0.00004487821677 err = 5.609777e-06\n", " 85: x = 0.00003989174824 err = 4.986469e-06\n", " 86: x = 0.00003545933177 err = 4.432416e-06\n", " 87: x = 0.00003151940602 err = 3.939926e-06\n", " 88: x = 0.00002801724979 err = 3.502156e-06\n", " 89: x = 0.00002490422204 err = 3.113028e-06\n", " 90: x = 0.00002213708626 err = 2.767136e-06\n", " 91: x = 0.00001967741001 err = 2.459676e-06\n", " 92: x = 0.00001749103112 err = 2.186379e-06\n", " 93: x = 0.00001554758321 err = 1.943448e-06\n", " 94: x = 0.00001382007397 err = 1.727509e-06\n", " 95: x = 0.00001228451019 err = 1.535564e-06\n", " 96: x = 0.00001091956462 err = 1.364946e-06\n", " 97: x = 0.00000970627966 err = 1.213285e-06\n", " 98: x = 0.00000862780414 err = 1.078476e-06\n", " 99: x = 0.00000766915924 err = 9.586449e-07\n" ] }, { "data": { "text/plain": [ "7.669159237266011e-06" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f = lambda x: x**9 # VERY SPECIAL CASE\n", "g = lambda x: 9*x**8\n", "x0 = 1.0\n", "newton_pic(f,g,x0,a=-1.5,b=1.5)\n", "def print_err(**kwargs):\n", " print('{:4d}: x = {:17.14f} err = {:8.6e}'.format(kwargs['iter'],kwargs['x1'],kwargs['err']))\n", "newton(f,g,x0,callback=print_err)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Conclusions for the use of Newton-Raphson method in economics\n", "\n", "- many of the problematic cases rarely happen! \n", "- the problems that are real in economic applications:\n", " 1. multiple solutions\n", " 2. function domain constraints\n", " 3. domain of attraction \n", "- good idea to combine slow robust solver (to get into the domain of attraction) with Newton method (for fast convergence)\n", " - successive approximations + Newton method is a classic approach in estimation of dynamic programming models (NFXP estimator, Rust 1987) " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Newton fractals\n", "\n", "- visualizing the domain of attraction for particular problems \n", "\n", "\n", "$$\n", "x^3 - 1 = 0\n", "$$\n", "\n", "- solutions $ x=1 $ and two more in the complex number plan $ x=1 $ \n", "- draw the number of iterations to converge to any solution " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "\n", "\n", "[https://www.youtube.com/watch?v=MWD2A0Vg2V0](https://www.youtube.com/watch?v=MWD2A0Vg2V0)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Multivariate Newton-Raphson\n", "\n", "Consider a system of $ n $ non-linear equations with $ n $ variables, given by\n", "\n", "$$\n", "G(x) = 0,\n", "$$\n", "\n", "- $ x \\in \\mathbb{R}^n $ and $ G(x) $ is $ n $-valued function. \n", "- **Jacobian matrix** is $ n $-by-$ n $ matrix of partial derivatives $ \\nabla G(x) $ \n", "- Newton step: \n", "\n", "\n", "$$\n", "x_{i+1} = x_{i} - \\big( \\nabla G(x_i) \\big)^{-1} G(x_i)\n", "$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Maximization of multivariate function\n", "\n", "- classic example for multivariate Newton is solution of F.O.C. in multivariate optimization problems \n", "- consider $ F(x) \\rightarrow \\max $, where $ x \\in \\mathbb{R}^n $ \n", "- let $ G(x) $ be the **gradient** of $ F(x) $, which is $ n $-valued function (derivatives with respect to each variable). \n", "\n", "\n", "$$\n", "G(x) = \\nabla F(x) = 0\n", "$$\n", "\n", "- Newton step in this case $ x_{i+1} = x_{i} - \\big( \\nabla^2 F(x_i) \\big)^{-1} \\nabla F(x_i) $ \n", "- $ \\nabla^2 F(x) $ is $ n $-by-$ n $ matrix of second derivatives is **Hessian matrix** " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Example\n", "\n", "$$\n", "F(x,y) = 2.575 - 2 \\cos(x) \\cos(y+\\pi) - 0.575 \\cos(1.25 \\pi - 2x)\n", "$$" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "F = lambda x, y: 2.575 - 2*np.cos(x)*np.cos(y+np.pi) - 0.575*np.cos(1.25*np.pi - 2*x)\n", "\n", "def contour_plot(fun,levels=20,bound=1,npoints=100,ax=None):\n", " '''Make a contour plot for illustrations'''\n", " xx = np.linspace(-bound, bound, npoints)\n", " yy = np.linspace(-bound, bound, npoints)\n", " X,Y = np.meshgrid(xx, yy)\n", " Z = fun(X, Y)\n", " if ax==None:\n", " fig, ax = plt.subplots(figsize=(10,8))\n", " cnt = ax.contour(X,Y,Z, vmin=Z.min(), vmax=Z.max(),levels=np.linspace(Z.min(),Z.max(),levels))\n", " ax.set_aspect('equal', 'box')\n", " return cnt" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "contour_plot(F)\n", "contour_plot(F,bound=np.pi)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Jacobian and Hessian\n", "\n", "$$\n", "F(x,y) = 2.575 - 2 \\cos(x) \\cos(y+\\pi) - 0.575 \\cos(1.25 \\pi - 2x)\n", "$$\n", "\n", "$$\n", "G(x,y) =\n", "\\begin{pmatrix}\n", "2 \\sin(x) \\cos(y+\\pi) - 1.15 \\sin(1.25\\pi - 2x) \\\\\n", "2 \\cos(x) \\sin(y+\\pi) \\\\\n", "\\end{pmatrix}\n", "$$\n", "\n", "$$\n", "H(x,y) =\n", "\\begin{pmatrix}\n", "2 \\cos(x) \\cos(y+\\pi) + 2.3 \\cos(1.25\\pi - 2x) & -2 \\sin(x) \\sin(y+\\pi) \\\\\n", "-2 \\sin(x) \\sin(y+\\pi) & 2 \\cos(x) \\cos(y+\\pi) \\\\\n", "\\end{pmatrix}\n", "$$" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "G = lambda x, y: [2*np.sin(x)*np.cos(y+np.pi) - 2*0.575 * np.sin(1.25*np.pi - 2*x),\n", " 2*np.cos(x)*np.sin(y+np.pi)]\n", "H = lambda x, y: [[2*np.cos(x)*np.cos(y+np.pi) - 2*0.575 * np.sin(1.25*np.pi - 2*x),\n", " -2*np.sin(x)*np.sin(y+np.pi)],\n", " [-2*np.sin(x)*np.sin(y+np.pi),\n", " 2*np.cos(x)*np.cos(y+np.pi)]]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 2)\n", "contour_plot(lambda x,y: G(x,y)[0],ax=axs[0],bound=np.pi)\n", "contour_plot(lambda x,y: G(x,y)[1],ax=axs[1],bound=np.pi)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 2)\n", "contour_plot(lambda x,y: H(x,y)[0][0],ax=axs[0,0],bound=np.pi)\n", "contour_plot(lambda x,y: H(x,y)[0][1],ax=axs[0,1],bound=np.pi)\n", "contour_plot(lambda x,y: H(x,y)[1][0],ax=axs[1,0],bound=np.pi)\n", "contour_plot(lambda x,y: H(x,y)[1][1],ax=axs[1,1],bound=np.pi)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "def newton2(fun,grad,x0,tol=1e-6,maxiter=100,callback=None):\n", " '''Newton method for solving equation f(x)=0, x is vector of 2 elements,\n", " with given tolerance and number of iterations.\n", " Callback function is invoked at each iteration if given.\n", " '''\n", " # conversion to array function of array argument\n", " npfun = lambda x: np.asarray(fun(x[0],x[1]))\n", " npgrad = lambda x: np.asarray(grad(x[0],x[1]))\n", " for i in range(maxiter):\n", " x1 = x0 - np.linalg.inv(npgrad(x0)) @ npfun(x0) # matrix version\n", " err = np.amax(np.abs(x1-x0)) # vector version\n", " if callback != None: callback(iter=i,err=err,x0=x0,x1=x1,fun=fun)\n", " if errplot_step.bound:\n", " plot_step.bound=b # save the bound for later calls\n", " if plot_step.counter > 1:\n", " # remove old conrours if resdrawing\n", " for c in plot_step.contours.collections:\n", " c.remove()\n", " plot_step.contours = contour_plot(F,bound=b,ax=ax)\n", " ax.plot([x0[0],x1[0]],[x0[1],x1[1]],c='r')\n", " if plot_step.counter == 1:\n", " ax.scatter(x0[0],x0[1],c='r',edgecolors='r')\n", "plot_step.counter = 0" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "hide-output": false, "scrolled": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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+/dcJV4Dm1nZe+f4w6QUVvDp/JPNHd71IBEEgp6SGqMQczlzLpbK+BQN9XaZG9OXRscG42Gn2Ad4NmULB5jOJbIpOxMLEkPfmRGpkLjUtrbxzOJqLeUWE9XTlk+ljcbqHBV0rK+ft09EU1Dcw0deHd0aNoMc9AUuFTY18c/USR/OzMdXXZ3FAMI/7B2LbCVts7BATV1lEfFUx8VVFlLQ2AaCtpYWbqSU9zW3oaW6NjaEJxrp6GOvqYaSrhwA0SsQ0dIipk4ipFotIq6+kpr0VADM9AyIcPZjfK5Chjp5dBhrVtLXy8tkTXCovYWqv3nw5arzGzfPCzUKeOnCIib4+fDN5otpiFQSB+Rt3Udcm5uQLi1R8jbehUCoZ/I91zBjUlzdndG4CvI3XfzhCVlEVx7546k/7Wh8GTa3t7Dufxm/RyTS3SRgxwIsV0wbTy0UzKRJ3yNh8NpGfY5Iw0NPh6XHhzB/SX014FtTW88nx81y+WUJPW2teHzeU4T6eKmMSBIG4omLWXUngalk5VkaGPBEUxMKgQCwMNW9YcqWShIpSLpWVkFhZRlpNJbLfA+NsDI3wsLTCw8IKTwsrrAyNMNa7NX+Mfw+kapS00yRpp1EioVbcRmZdDVn1NUh/D3JxMTNnmrcfU3v1vi8xhFsk7LkjR6kXi/l03Fim9emcQB1KyeStg6d5bFBgl+ZggK+PxrL9QgrR7z+Fjdn9fc53Q6FUsmrLKU4mZPPy3OE8Ojb4vveUVjdyNjmPc0l5ZBVVo6Otxcggb+aPHkD/Xk4PNBdPp+Xyyf5ziNo7WDE2jMWjQtTmRYdMzj/PxbM1PgkXSws+mzmOYHdVM3tFSwvvR58l5mYh/vb2fDwuEn97VdLX0tHBxtSrbEm/hlShYLpPH5b1D+n0N+tQyEmqLeNiZSEXKwrJbKz+45q9kSk+lnb0NLfGUt/oD03VVM8AqUJOi6yDFqkEkayDElETGQ1VlN61b0U4eDCrZwBjXX26DI7rUMj55mo8G1IS6dfDga0TZ2KtIZ6gSiRiys/bcTA1Zd9jj6gpMgBfR8exOe4qx557gp52moNSV2w4QG1LG/tfX9hpn+C/VLjCraCSdzedJCYlnzGhvvR264GjjTkONmZYmhpRVNlAdknNrb/iamoaW9HR0SasjztjQn0ZEeh1X7Z4Gznltby7K4rs8lomBvXmzRkjsDRRZ/MnMnL48NhZOuQKXhs7lEdC+6toq61SKZ+fj+W3tHSczc35YMwoRvRUDaioE7fxVeIl9mRnoK+jw6KAIJYFhmKlQXsQy6WcKc3jcFEmsRWFyAUlZnoGhNm7Ee7gziB7N7zMbR7a7CIIAmVttzTfazVlnCzJpqGjHRcTC+Z7BzLXqx92RppNsUpBYF1yAmsS4xjm6sGGcdM0RrKuu5zA13GX+GrSBI0bZ2xuIcu3H+LDaZHMCdasvS7+fg8yhZLtL87vcjwyuYLIl35k7EBf3n58zAN8gb8Ore0d/HYmme2nkxBLpESG+PL09MG4dRL4VFTTyOeHznMpuwgve2venDmSQd6qZixBEDifc5Mvoi5SVN/IYC833hg/XM3lAJBUVs76hERibhZipKfLFL/eLAjsr7ap3guJXEZqTRWp1ZUUNTdS2NxIUXMT1W2t9x2zub4BvW3s6N/DgX49HOjfwwFXM4sHEiTNEglfX7zEztQ07M1M+XH6VAIcOve9p5ZW8vhPewl2d2LTwpldWp6kcjljPtjMAE8nvl0y9b590QS5QsnbG49zNikPP3d7/Dzs6eNuTx9PB4z0dSmqaqSwsp7CygZuFFWTX14HgJ+7PaOCvZkwqHeXQUp3o14kZvXBW9pqH5cefPTIOLwd1X/jG5U1vLH/FHk19cwLCeD1ccNUtFWlILA9JZWvYuNQIvBSRARPBA9QcQNJ5HJ+uZ7CuuQEmjokTOnVm1dCIzQGJykFgctVxey/mUFUaQ5iuQxdLW2C7VwY6uRJsJ0Lvpa2WBk8HHmBW0pCen0VidUlHCrKpKKtBVM9fSa69eZx32D6Wnc+F6IL83k2+iiuZhb8OmU2Tqbq3/lcwU2WHTjEouAg3hk1Qu16fauY0V9vZnI/Pz6ernmvWHfqMhujE7j0yTOYdBHJ/V8rXOEWk/zn3oscuXQdkVjd7KClBe721vR270Gwrwsjg7yxNH1wE9e92uo7s0Yzul8vtXatkg4+Oh7DkbQb9HNxYPXM8Xjaqk7KKyWlvHkqivLmFhaHBPNSxGAVU51MoeDXzFS+uRpPu1zGY30DeSZoED00aKqpdRX8kpP0x8R2NDZjikcfxrv5EmDt+Kd8p12hQyHndGkuv+Wlcrm6GH1tHZ70G8gz/uGY6mkmKHtuZPDG+ShCHV3YMnGGWgqIQqnkkd/2kFdfz/FFC3EyV10IgiAwa/1OpHI5R559XIWk3MZXR2L5LS6Vy58+22VazbXsElas2ceaZ6cyYoD67/d3oLm1ne2nk9h1NgWpXMGMoQEsnRKm0ccmCALnM2/yxaHzlDe0MLa/N69OHYajleo3ksoV7LqaxrrzVxBJpEzu15vnRobhaq1uiblRU8vPyckcu5GDRC6nn4M9CwL7M97Xp8tI73vRLpPRIu1ALPvddy+TISBgZWiEpYEhFgaGnfrJu4JSEDiYmcXnF2JpapewcEAgL0aEY96Jpg1Q3dLK7PU7MNLTY/fyR7Ay7nptH0+6wVs7TrFxxUzCfNwfuo+3IZcr2HbqKsk5ZWQVVdParr732Jgb4+VsS0SAJ6OCvXF8QIEKv0eLp+ay+kAMrRIpK8aFsWhksNp3VSiVbL2UxD/PxWNpbMTH08YwzMdTpU1pUzMrT57ialk5Qz3c+XBMJK6WqsFSZ4sK+ODSOUpamhnh5slrA4fgb6dOvkpEjezOT+NQYSYV4hbM9AyY6N6bSBdvwuzdOt0L/iyUgkBCdQn7b2ZwsiQbsVzGdM++vBY4HGcTzQFfCRWlLD15EDN9A36ZPFtj/McHZ87xa0oqW2bNYHhPT/XrR8+yPzmTMy8vUQsAA4i7UcQzmw6y+enZDPTWHIEM/+XC9W60tndQ1SCiqr6FRlE7bvZWeLvYdpkj1hXK6pt4/ZcTZJZWd6mtZlXW8NKuY1Q0t/D08EEsHzZIhT1LFQq+vhjH5qtJuFta8sWEcQS7qJprEivKePfiGXIa6hjm6sF7ESPVJoVSEDhTlsemrASu1ZZhpmfAJHc/pnn2ZWAP1y7NtX8lbrbU88P1eA7cvI69kSkfDhzHWFfNfu8jedm8cu4E/ewc2DFljpoGW9LUxJRtvxLk7MRPs2eqaTZH0m7wxv5TbH58JhG91DfD06m5vPbLcXa9vIA+rp1rYmv3XWRHdBJnv+uaaf4dqGtuY8uxKxyIzUBPR5s5IwN5Ynwolmbqc6tDJmdbzDW2nL2KIAg8MTKEJaNC1KIUm8QSNl1MZEdCKgqlwKygvqwYPggHC/WAsRaJhENZN9iRmkZBfQMGujqM8PRkkl9vRvb01Ghl+HdCIpNxMiePX1JSyKiqZoCTIx9EjqaPfY8u76tsFrH814OUN7Wwa9l8vHt0nfuuUCpZ8O1viDtkHH7jCY1k7c9AqRQoq20iq6iaDpkcDwdrPB2tMTe5v79QE1olHXy49yynUnLwd3Pgw/lj6OWgPraGNjGv7ztJfEEJY/v0YtXUSDVycTAzi1XRZ0FLi3dHjWCWf1+VNVYuamFV3Dmii/LpZWXNB0NGE+Givs4yG6pYn3mFEyXZAAxz9GRWzwAiXbwfOJjyX0WLVML6zCtsuZGIlpYWz/QNZ3nfMI1Wucy6Gp44tg+lILB72jy8rVW/X4dczoxfd1Avbif6yUVqBK60oYnx321j6ZAQXh4zRO35zW0Shr77Iy9OiuDJ0Z373v+/Ea5/JU4kZ/PR3rNoa2vxwbwxRPbz1thuX9J1Pjp+DmtjI76eO4kBbqqBMsWNTbxw9BiZ1TU80r8fb40YrqKttsmkfBp/gR1ZaTibmfN+xCjGeHip5b4eKsrkh4x4CkUNOJtYsLh3CHO9+t+3IIAgCDTL2ikXN1HW1kiFuJkOpeyuFloY6+jhZmqNh6kNzsZWD5yjmFJXztsJp7jRWMN4V18+HDgOOyN1LexkQS7PRh9luKsHG8dPV2PfW68l80nMeTbPmq5mIpfK5Qz7ciNDvT35cvYEtWcX1TQydfU2Ppo/lmkD+3ba12e/3n9Lc3zvsQca29+BkupGNh25zKnEbIwN9Fk4LoQFY4I0ksHKxha+PRbHyZQcbM2MeX5iBFND+6gFmtW0tLI+NpF9SRloaWkxO8ifJRHBOFups3xBEEipqORYdjYnc/KobWvDWE+PoR7uRHi4M9jdDXdLy3+bf7qgvoHf0tI5mJlJs6QDTysrVoQNZEbfPvclihnlVTyz4zASmZx/zp9CuJfm9Iq7sTc+nY/2nX3gALj/BLJKq1n56wnKG5p5elw4S0aFajRzp5RU8PKe4zSK23ln0khmB/mr/E6ijg5WnTnH4awbhLo4s2biBJXUN6UgsDU9ma8S4xAQeDFkMEv6BatFll+pLmHd9XguVhZiqqfPo95BLOodgoPx/QtvSBQyStsaKGqtp6q9BalSgVypQKZUoBCUWBuY4GhkgZOxJU7GFljoGT3QXCtva+az5BiOF9+gp7k1G4bPopeFOvkobGpk3uFd6Gprc2z2QjUf7PXqamb8soMnggfwzih1P/3yXw+RW13L2VeWaiRi4z7aTJCnM589pr4v3Ua3cL0L4g4pnx2I4fDVLAI9HFn92EScrNXNOR0yOR8dj2F/8nUGe7nx5ewJaqkR0Xn5rDwZhbYWrB4/jjHequbIKxWlvH7uFGWiZp7sH8wroREqUW6CIHC+ooDPU86T01RLXyt7VvQNY7xb707Nvh0KGRmN5VytK+ZafTEZjeW0yjuP0rsXOlpauBhbMbiHF6MdexNi646+dhcVS5QKNmcl8m36ReyMTPlp5Bx8LNUDH3ZmpfGPC9Es6x/CPwaPULkmVSiYuPVndLS0ObZooZrwXXX0LIdTs4hbuVzFjwS3iMegN7/nkSGBvDq186IT415Zz+AAT95fPO4BvoIq5Aol8ck3ORZznfLqJtolMtolUtolcrS0wNXRCncnK9ydrXFzsibQz4UeNvfffG6jsKKedQcvEZOSj7WZMU9OGcTMYf00mrnTiir58vAF0osr8XWy44VJEQzp7aG2KZU3NvPjhUSOpGWhFAQmBviydEioRp8s3PqOiWVlHL+Rw4XCIipFIgCczc0Jc3Olr30P/HrY0dvODjODP2f6q2ltJbG0jITSMhJLyyhoaEBPW5sx3r14JLAfYa6uD7S5RmXm8uaBKGxMjPnxsWn31VjhVqTt1M+24etkx+ZnZv8tAW0PA6VSYHtsMt8ej8PWzITVj00gqKd6zq8gCOxMTGP1yQs4Wpjx3fzJ+Dmqavg5tbU8e/goJU3NPD84jGfCBqmQsDJRM6+eO0lCRRmj3Hvy4dDRuJipkq/cplpWJ8cQU1GAraEJS3qH8qjPgE6jd5WCkryWGhJqC0moKyS7uZqq9mYeRnrYGpgypIcXQ+29Ce/RE0v9rv21sRU3eTX+GB0KOWuHTmO4k3pwaUZtFbMO/sYgRxe2TZqlRkbfiYpmb8Z1ji5aiI+t6jw6npHDa3tPsG3RbAb1VDf9Pr3xIPUiMXtefbTTPnYL19+RVVbNG7+eoLSumafGDGT5mDCNrLGiqYUXdx3jekU1y4cN5PlR4So/mkyhYE1sHFuuJRHgYM/aqZNxsbgzeSVyGV8kxLE1PQk3c0vWjBpPqKNqbmNaXQWrU2K4Ul2Cu6klrw0YwUS33hoZfatMwpnKbI6XZZBYV4RMqUAL8DG3Z4CNK+4mNjgbW/7xZ6yrrzLpW2USitsaKG6tp6i1ntyWGq7U3qRdIcNM14BhDj5Mce3H0B69Ot2UMuoreTJmLxKFnB+HzSTC0UOtzXsXz/DL9VQ2T5hBpIfqQojOy+fpQ0d4f/QoFgYFqlxLKalgwebdfDpjLDMGqGunc9Zsx87chHWdVEypb25j3KsbeGXeCBaM6Tw5/F5U1bVw7FwGR89dp7ahFVsrU/y9HTEy1Pv9Tx+FUklJRQ/YyrUAACAASURBVCPF5Q1U1jSj/H29eLraENbfg7BAT/r7OaP/ACUaMwoqWLs/juTcMpztLHhmRgRjQnzVWPNtf9zaE5coq28mxMuFlyYP0ZiWUdks4uf4ZPYmZSCWyhju48mjgwKJ8HLv1CwqCAJFjU1cKi4mvriEq2VlNLZL/rjuYmGOi4UFdibG2BqbYGdigpmBAQICggACAnKlkprWVipaRFS0iChvaaG69VYglIm+PqEuzoS7uTGtT29sTR4sV1IQBDZdvMo3Zy4R6OrI949MxeYBStABvL87mqNXs9jz2qMaTaz/SdSLxLz7WxRx2UWM8vfig3ljsdBgUhZLZaw6coaj6dmM9O3J6pnjMDdSbXfgeibvRZ/F3MCA76ZOItTlzr4iCAL7cjL5IO4cAO8NGckcX1WNt7a9lW/SLrK7IA0TXX2eC4jgCd9gjaZXmVLBxeo8TpZf53LNTRqkYgDcTawJsHLGw9QGd1MbPExtcDKyQF9HFz0tHXS1tdFCi0apmApxExXiZsrFTVxvKudSTQEtMgnaaBFo7cI8z1DGO/ft1JpW3tbMU+f3kdNUy9tBo1jcO1Rtj9qVlc6bF07zfHAYrw5UNfE2iNsZs+UnAh0d2TJbNedZIpMz5IsNjOvjzSczxqq9e83vhUiurH6u01TF/3nhKggC22KSWHvyEtamxqx+dAIhvTRX70ksLOWl3ceRKRSsnjme0X6qQqK2tY3njxzjWnk5jwb25x8jh6uEe+c21PHM6SPkNzbwuH8gb4YNU9FWRdIOvkiNYUduCtYGxrzQbwjzewWqmWsUgpLYqjyOlKZxviqXDqUcZ2NLIh17E2rrQZCN232ZX1eQKGRcrrnJ2cpsYqpyaJSK6WvpyPN+ozoVsuVtzSw5t4ebLQ18Hj6RmT1VI3wlcjmzD/5GqaiZk3MfV4nkEwSBhXv2kVNby7mnnlTRjgRBYPx3W3G0MGfb4tlq731z+0lSCsuJenepxrEkZBXz7Nf7+fHV2YT63d98CHDwdBpf/3QWpSAQFujJtMh+DA7q2WUkaodUTnFFA9cySkhILST1RjkyuQIzEwPGRPRm/LA+9PV27FJrEgSB+OtFfL//Inlldfi52/PcrCEM6qPuB5PJFey7nMGG6AQaWsWMDujFsxPCNQqPRnE7OxPS2HU1jbpWMa5WFswP7cfMIP8uiy3c7lN1ayvZtbXcqKkjp7aWSpGI2rY26trEiGUyjffp6ejgaGaKs7k5TubmeNvYMMjNBb8ePR464C6/pp5PjsdwpbCUSQG+fDJ9LAYPWFM6pbCcJ9bu4YkRwV1aN/4TuFZQxspfjtPS3sFr04Yzb3A/zWursZlndx4ht6aO50cOZvmwgWo58x+eOceu9AwGubrw7eRJ2JneIS1NknZWno/idGE+g5xcWDNyAq7mdwi/Qqlka/Y1vkmPRaZU8JhPEM8HRGiM9s1uruJQSSrHStNpkIqx1jcmokcvwuw8GWTniZPx/dMaO4NCUJLRWM7F6nyiKjK5KarD0ciCJ70jmO0ehL4GId8mk/Jq/FGiSnOZ3yuQjwaOU5tfK2NOsSf7OlsnzmSku6rraUNCIl/GxrFnwXy1inhvHzxNVFYecSuXq1XUO5hwnfd3R3PsrcW4dZLK+T8tXMUdMlbtPs2p1Fwi+/XivTmRGoOW4FZ5rLcORuFqZcn3C6aqRQPn1tax9MBBGtvb+XTcWKb49Va5fiQvmzfOn8JET59vRk9kqKuHyvUzZXm8mxhFTXsri3xDeKnfUDWfqlQh50hpGj/lx1PUWo+VvjETnP2Z7BpAfyuXf4u5S6ZUcKQ0jQ05sZSJmxhk68ErfccQYKVutmqRSng69gCXq4pZHTaRub36q1wvbm5i/J5tRDi7s2nCdJX+plVWMmv7b7w9cgSLQ1Q1zO/OxrMxNpH4N1dgcQ9bXx91hXVRl7n6+fMaN9xdZ1NY81sMp75aft/qNwAXEvP4x1dHCAv05LUnR+PYo/MydF2hXSIjObOE03HZXEjMRyqT42xvybihfkwZ5Y+9befRowqlklMJ2fx48BJVDSJCe7vy7Mwh+PdU107FHVJ+OZ/Mz+eTEEuljA/0ZcW4MDx7qOfoSeUKztzIZ2diGknF5Rjo6hDp14sp/f2I8HL/U0Xp26RSWqVStAAttNDW0kJbWwsLQ8N/OciuSSzhh5jL/HY1DWN9fV4ZE8G8EM0CSBMqGlp4fO1udHW02f/awv94MNttCILArrg0vjx8ARdbC9Y8PkmtbOptZFZUs2L7ITrkCr6aM5Gh3h4q15va23n60BGulpWzfFAoLw+JUBEuWXU1LD91mKo2ESsHDeXJ/iEqv0t+cx0rLx8npa6CUc69eDdkNB5mqnNHEATiavLZkBNLckMpeto6jHTwYZprIEPsez1wnMbDQCkoia3OY3NuHMkNpTgYmfNq3zFMclFPy1MKAl+lXmBd5mUe6RXIJ4PGq8wRiVzG9P07aJC0Ez1/MRYGd/YQsVTGsA2bGOTqwg/TVdOzLuUXs/SXA6x/bDrD74nCvk3a1j01gyF+HhrH8D8rXCsaWnhp6xFyKmp5cdIQFo8M0bhoBUFgS9w1voqOI9TDhbWPTFHb4OOKinnu8FGM9PTYNHM6/g53IldlCgWfXr7A1oxkQhyc+WHsFOzvKqjf2CHm/cTTHC2+ga+lHZ+HTaS/rSqDapN3sKvwGr8UXKZW0kofC0ee9I4g0snv3zKxNUGqlLO3KIkfsy/QKBWzwnc4z/QernY6hUQuY/mF/cRVFbF15FyGOakyxU2pV/nk8gXWj5vK+J6qUcZzdvxGXZuYM0sXq5habpuGv5k7ifH+qvccvZbF2zujOPLmIjx6qOfkfbc3lt1nU7j04wv33ZRvFFTxzPu76eVux/fvz8GgixKYD4M2cQfnE/OIuniDpOslaGtpMTS0F7PHD2BAn85JkVQm58CFdLYcT6BR1M6IAV48M2OIxrrFTW3t/ByTxI64FKQyBZOCe7NszCDc7TTn0+ZU1bLrajonr+fS3C7BxsSYiQE+TPD3pZ+Lw99So7oz1IraOJCcydb4JESSDuaEBPDCqHC1uIauUNUkYskPe2kWS9j67JxOhdffjQ6ZnE/3n+NgYibD+/bk0wXjMTPS7Me+mFfES7uPYWFkyIaF09X8yyVNTSzdf5DS5hY+Hz+Wqffkix/MzeKtC6exNDBk3dipBDnc2VfkSiWbshL4Nv0ixrp6rAody1SPPipzUSkoOVeZw4bcWDKbKnE0smBRr3CmuPb7lyxjDwNBELhce5Pvss6S0VTBdNf+vN1/Iia66t/si5Tz/Jh5mXeCR/Okn2oUb0ZtFdP372CWb1++GDle5dqXsRfZlHiNc08tUXHhdcjkhK/+kVlB/mrFSaqaRIz9cDPvzh7NnMGaD5H4nxSuV/NLee3n48gVSlY/NoGhfdRzneCWBrH65AW2J6Qywd+H1TPHqRVX35OewXvRZ/GytmbTrOkq+Zq14jaeiTrC1apyFgcE8Y/w4SoBO1eqS3j50hHqJW085x/Bir7hKiZghaDkUEkq32Wdo66jlTA7T5Z6DyHcrmeXgkKqlJPTUkauqJy6jmbqpS3Ud4hokN4KVDHWMcBIRx8jHQOs9E3xM3fFz9wNNxM7tO9zlFObrINP0k9wqDSNwXY9+SJkFtYGJve0kTIr6hcqxSIOT3hChQnLlUqm7PuVBkk7Z+YvVtHOj2fn8OLR42yYMY3Rve6Y3OUKJRGfryeyTy8+ma7q/7hWUMaSH/ayfvlMBvuqm0/f3XSC9IJKDq9+sstxVda2sOztnejr6bDpkwVYW/7rx2VpQkVNMwdPp3H0XAYtrRI8XW2YOyGI8cP6YKCv2dTZJpHyW3Qyv0Zdo71DxsRwP5ZPG6wxd7JeJGZrzDV2x6UiVSgY08+bJaNCO01VksoVXMwr4khaFjE5hcgUCqyMjRjm48FwH08ivNzVfHv/DiiVApdvlrDnWjrnsm8iVyqJ8HLn9XFD8XV4OMFY19LG4h/2UtfSxsYVswhw/+tP0PozqG5q5ZVtR8koqWL52EE8PTa8U9/3/uTrvH/kDD49bFm/cDo9zFTzLVMrKll28BBKpcD6GdMIuSu9T6ZQ8Mnl82zLSGGgows/jJ2iUge4tLWJF+IOk1pXwXg3Xz4MVY/0v1J7k88zoshpqcbNxJqnfIYwxbVflwGOCkFJvqiCorZqqiSN1EiaqJI00iRtRUdLG11tHfS0dNHT1sHRyJpepk54mTnS08QRYw3C8m7IlQp+zIllfc4F3E1t+CpkNn6WqpYcpSDwbOxBokpz2DhiNpEuqlkeq6/Esj4lkd3T5jHI6U6QUkWLiJEbN7M4JIg3RwxXuWfF9kMU1Tdy6sXFqmNVKgl9Yy1PDA/mxcnq6TrwPyZcBUHglwvJfHvsIq62lny3ZKpG8xnccmiv3H+S6Kx8Fg8O5rWxQ1UWgiAIfB13iR+vJDLEw521Uyer+Apv1Ney9MQB6iXtfD5iHNO877BKuVLJ2ow4vr8ej5upJWuHTMffRnUDuFpXxOqMU9xoriLQ2oU3/MfR31pzwrJCUJLaWEBiQy7Xm4rIEZUhVd6qIayjpY2Nvjk2BmZY65uhhRbtig7Eig7aFVJqJE2IFbciio11DPAzd2VEj35EOgzARFfzpioIAvuLk/k4/QTWBiZ8HTqHwHv6VtraxNQTW7E1MuHAuCdUhGhqdSUzDuzgiYAgVg0Z9cf/yxQKRmzcgpe1Nb/MU/Wvvrz7GMklFZx/TbV8YWVjC+M+2sJ7c0YzO1ydQS7/cg8KpcDmN+ZpHAtAq7iDFe/uoqZexIaPH8HTpfMTbf4qdEhlnInPYe/JFHILa7CxNGHOxAHMGNMfs05yJJtE7Ww7mciec6koBYEZwwJ4ctIgbC3VE93rRW1sj01h96U0WiVSwnzcWDwyhDCfzmvDtrRLuJhfzIWcm8TmFdHcLkFbSwsfe1sCXR0JdHUkyM0JF6sHq7Z0P9SIWkksLOPyzRIuF5RQ2SzCytiIGQP6MDvYH09bzWuzKzS2trNk3V4qGlpYv3wGAzw1n7Tzd+NaQRmv/3KcdqmMTx4Zr7EYDdxaW+vOX+H7mCsM9nLju3mT1QrzR+fl8/KxE9iZmLBl9gx6Wt/5Tk2SdlZEHeFKRSlP9gvmzbBhKoT+RHE2b145AcCng8Yz2aOPyrPL2xr54vppoitv4GJsyfN+o5jg3BddDRYyQRDIb60gqSGf1KYC0hoLaVPcCX6z0jPF3sgKa30zlIISuaBAqpQjVcgoFdf90VYLLbxMHYh0GMAY+yDsDDt3xSTWFrIy6QCNUjGv9x3Loz0HqsxFsVzK/NM7KGipZ++4hfSxukMqJXIZI3f+hJ2xMYdmPaZiHn/hyDHiioqJW7FMJV1yR0IqHx+PIeqlxbjdU5xl4ic/EeDmwOcLNdch/p8RroIg8MWhC+y4mEJkv158OH+s2qS9jQ6ZnGd2HubyzRLeGDecJwar+gCVgsCqM+fYmZrGvH4BrIocpTKB48tLWHbyEKb6+myaMJ0AuzuCs07SxgsXD3O5uphZPQP4IHSsynFJTVIxn6Sf5HhZBo5GFrzaN5IJzv4aN7ObrVVEVSURXZVMXUcLulo6+Jo542/pQYCFB30s3LDWN+tSG1UKSkrEtdxoKeVGcwmpTTcpaqvGWMeA8Y4hzHQZjJuJ5oT+rKYKXkrcQ7VExFchs4l0UjVLXa4qZuHZ35js7se3Q6apXPvHhWj2ZGdwYcFSnM3uaGA/Xknkq4txnFm6WOWg5v3J13nnUDRHnluoYh5TKJWErPwni0eF8sLECLU+znx7K76udny2YnKn3+DzjdEci7nON/+YSUjAn6/c82cgCAJJmaVsP5xIYloxxoZ6TBkVwIKpIdhZa07pqW4QsfnYFY5cykRXR5t5owJ5fHyoxupjovYO9l5OZ/uFZOpEYno52PDosAFMCvLDsBNNGW5917TSSi4VFJNaWklaWRVtHVIATA308bS1wsPWCk8ba1yszLEwMsTcyBALI0PMDPVRKgWkCgVSuQKpQkGdqI2SxmbKGpopaWwiv6ae4vpbdWTNDQ0Y6OnK+L7ejOnTS8069KDILK3i9V9OUNvcyg9Pzeiyes7fibPp+bz+63FcbCz4etHkTiOWBUFgzemL/HQpiWmBfnw0bYxaatrBzCzeOBlFgIM9G2dMVym4X9kqYuGxvZQ0N/P5yHHM8LkjOOVKJauTz7El+yqBtk6sHTINF9M7wkKqlLM1L54NubFoocUyn6Es6hWOgY66a6RR2kpUZRInKq9S1HarlrCrsR2Blj0ZYOWFj5kz9oZWGu+9e6xVkkbyWysoEFWSUJ9NZksJ2mgRZtubyU6DGGzrp3Hvauxo4+3kw5yvzuWlPqNZ5qN6BGG1WMT0Uz+jr63DsYlLVIj9gZxMXjl3knVjpzDR684BD8nlFczduYvPxo9lToD/H/9fVN/IhO+28f6UUcwPVY0heXLdPmRyOb+8oLn86v+EcFUqBT47GMPuS2k8NmwAr08b3rmfSy7nuZ1HiSso4pPp6ukfSkFgVfRZdqals2xgCK8PG6ryrFM3c3kh+jjuFpb8Mnk2jqZ3NsicplqWxOyhXiLm44HjmO2lqmnFVefzdsohGjvELPMZylKfIRjeM0EVgpLzNensKr5AjqgMHS1tBtn0ZpxDEOG2fhjq/GtBG4IgcKOllINllzhXnYZMUDDMzp+XfKdja6DOKJukYp6+vJOs5ko2D15IqK2HyvV/psfxTfpF1g6ZpsKSy0UtDN+5mcf6BqporxUtIoZt2MTLQwbzbPidg9BvT3JNJ+VErtpIRG8PPpivHjI/6oUfGDeoN288qvkEi2ZRO9NWbGTi8D6sXPb31h2+F7lFNew6lkT0pWy0tbSYNKIvC6cP7DSoqqymiQ1HLnMq4QbGBvo8EjmABWOCNVYH6pDJOZWSw/bYFHIqarE0MWROeD9mhQVozOW+FwqlkvyaelJKK8ivaeBmbQNF9Y1UNoseaowGujq4WFngYWtFsJszoR7O+Dn2+Jd8vO1SGetOXebXC8nYmhnz1aLJ9Pf495189DA4lZLDWztO0tfVgXXLpndqYhcEgW/PXGLjxas8MrA/704aqbZHHczMYuWJU4S5ubJhxnQVDaugsYHHj+2lRdrBpgkzCLvL7NnYIeaZ2INcqS7hCd9g3g4erRKrUSiq4/Vr+8lqrmSsUx/e8B+Ho7H6nEttLGBvaRzxdVkoBCV9LdyZ6BhKmE3vLrXNB0WZuI6TlVc5UXGNemkL/hbuvNp7Fl6m6oF8SkHJm0kHOVaWwfv9JzPPU1WGXa0pZX70DmZ4+rNm8B1irVAqidy1FRM9fY7OfuyPbywIApGbt+JiYc7Pc+9YzQRBYNiXGwn3cuOLWaoFI97afpK04kpOvL1E43j+vxeuCqWSj/edZf+V6ywaGczLk4d2IVgVvLDrKBdyCzUWjFcKAu+dPsOu9AyWDwrltaFDVJ61+0YGb104zQB7R7ZMmKFyVFdsxU2eu3gII109No+YTYDNnQnTLpfyVeYZdhYm4mVmx+fBM+lzjz9BrlRwpjqF7UXnKBHX4mbcgxku4Yy2D8RS//7nmf4ZNEpbOVQWz47iGPS1dXnOeyoTHNUDv5qkYh6L/YlaiYhfhy7Bx+KOKUauVDLn9K8UtjQQNXkp9ndVd3n13EmOF+QQ/9gylQoqj/y2myaJhJOLn/jj/wRBYMgXGxjm7clnM1WLQcz/egfWpsZqua5yhZKw5d+ybGo4y6aGaxzjziNX+X57LL+ueRwvtz8X9KJQKKmqbqaysgldPR3MzYwwMzPE3MwQgwc8jPtuVNY0s/3wVY7FXEepVDJuWB8WzRyESyeHdOeX17HxyGXOJeVhYqTPgsggFowJwkxDmo0gCCQVlLM9NpmYzAIAwrzdmDHIn5H+Xg+c4nIbYqmMqmYRze0SWiQdtLRLEHVI0dXWQl9HBz1dXfR1dLAyNsTN2hJbU5O/rPQg3Dpf84M90ZTWNzMrzJ+Xpwz9W3zED4IjV7N4b9dpAj2d+GHp9C6jlf95Np4fLyQwLySA9yaPVvtGtwVruJsbG2aqHoaRXlPFouP70dbSYtukWSp1gYtEDSw+t4eKthY+DZvArLtS5ARBYF9xMqszTmGgo8uHgVPVrE8AaY03+anwNCmNBVjqmTDOMZhJjgPxMO368Ic/C7lSQVRVEuvzj9MqlzDbdQiLPceq+WVlSgUvJOwitjqPNSGzmeDir3L9y9QLrLsez87IBYQ73LFI7bmRwcrzUfw8aRbD3e7E23zzu5sv/ullKvnXL+w6SnZlLadfVhWia47Esic+jYTPntMoU/6/Fq4yhYK3d0ZxKiWHpZEDeX7C4C4PZX5593HOZhewaspo5oWqapVKQeCd09HsSb/O02EDeWVIhMqztmUksyruHMNdPVh/z0kwO3NTeO9qFN4WdmwZOQcnkzuaQnZzFa9e3Uthaz1PeIXxUp/RKuYUQRA4W53K5punqGhvwMvUkcc9RjOsR4BapO6/C6XiWj6/sZf0pkJCrX14vfdsHIxUN/pycROPxm5BC9g5bKkK873ZUs+EY1uY4Nabb4fcCXfPb6wnctdWXggO45W7Ery3p6Sy6sw5Tix6HB+7Oya053YeIb+2Xi244LnNh6hpblOrlnK7gMTKBaOYO0q1OAXcsmjMfXELdtam/PhB1yfr3A2ZTMG58ze4eCmXsvIGKiqbkMkUGttaWBjR29cRP18n/Hwd8fV1xML8wQ6PqKkXsfPoNQ5FpyOXKxg31I9Fs8JwddQsZPNKa9l07ArnkvIwNTJg3uhAHhkdpLFuMdyKmD98NZPDiVlUNLZgYWzI2EAfxvb3Jriny59Kzfm7UFLbxMYzCRy5moWbrSXvzYn8P2MGhlvlFj/ef5bQXq78c8k0jLsgWT/EXOH7mMvMCvLnw6mRDyVYEyvKWHLiAJaGhvw6eY7KKTbJtWU8dX4fArBx+GxCetzJ32/saOO91KOcrcwm3K4nnwVNp4eRqgUjs7mYLTejuNaQh7W+KY+6j2Kqc1iX5t6/Es2yNjbkn+BYRSJ2Bhas9JvNIBvVFMd2uZSnLm8nvaGMdWELGGJ/x5ctkcsYe2wz+to6nJj05B/BolKFguE7NuNqbsGe6XfWfW5dHRO3/qJWzGbrpSS+iIol9vVl2N11zvK2mGt8ffQi8Z8+o+ZiFAQBbW3tToXrn3N8/B+BUinwxq8nOJOez0uThrBkdGiXbd88EMXZ7ALemTRSTbAKgsCHZ8+xJ/06z4YP4qUIVSG9JS2Jj+JjGOvZi7VjJv9R0UQQBNb8nn81wqkna4dOVzk54mT5dd5OPoS5nhE/RTxOmJ1q2kqpuJY12ftJaSzA28yZT/st6tQPcRttcjF5okJyRQUUicsQyVpplbfRKhfTpmhDX1sfSz0LrPRv/Tka9iDQ0h8vU/dOn+tqbMc/g1ZwuPwK6/OPsyjhKz7rv5gBVnciep2NLdkQ/igLL25l2eXt7Bq2FJPfx9rT3IZlfQbx/fV4HvcNIsju1iLvZWXDWM9ebMtIYcWAgX8U1Jjg48OHZ2M4lp3DK3cJ1/4uDpzNLqBR3K5SpNzWzISs0jvnSN5GU2s7QKcnISWmF1FR3cyKRzRH+90LhUJJ1JnrbP3lInV1rTg6WNDLy57BYb1wdbHGyckKhUKJSNROi0iCSCShtKyB7JxKEq/eRBBundQU0NeFIRE+DB3sg4ND5+a0HjZmvLRoJAunD2THkascPJ1G1MUbjBnSm8WzwnBzUg348Xa144unp5BbWsumo5fZciyBHaeTmDm8H4+PC1ELfHKyNufpceEsHxNGQl4JBxMzOXoti73x6ViZGBHZ35sJgb4Eejr9nxC0giCQWlTBzoupRKfloaujzeKRIawYF4bRX5Q29VdgT3waH+87x1A/T756YnKXvu2tl5L4PuYy0wP7aBSsx7NzuhSsTxzfh6OpOTunzMHhLhdUdGkez108iJOJOT+NnIun+Z25kt1cxTNXdlInaeX1vmN5oleYytoXydpZl3+M4xWJWOqZ8Kz3ZKY5h3fpcpIpZeS1FnGjJZfK9hoaZc00SZtplDYjVrRjomuMiY4xZnommOqa4Gnihr9Fb3zNeqKnrfm3s9AzYaXfHCY4hrImez8rU3/iJd/pzHAZ/EcbI1191g16hEWXfubFxN38OnQxfSxvuQQMdfV4PySSpef3sS3nGsv6DAJAX0eHpwJD+PBSDElVFQT/nqLkY2uLj60Nx7NzVIRroOstK2JKaQVj+9yJQLb9XdDWtrSpCddRL67r9FvBf7lw3RidwJn0fF6bOozHR3R9qPEP5y9zIiOHV8YM4dFB6hrOT9eS2Z6SxtLQYDXBuic7g4/iY5jQ05t/Rk7+IwBBEAQ+S45h040EtcohgiCwPieWtdkxBFm78u3Aedga3tn4ZEo5v/0/8s47uqkrXfs/SZbce+827rjggum9J/TeS4CQkIQkZNInvYf0kEAgECBACBB6793YGHAF9957b5Kl8/0hkBAykJnJ3Dtzv3ctL1hb50jnSPvsZ7/teQou8Gv+aWRiA/4WMIVxrr0f6KkWtpRwsSqWxPpbFLeVISAgQoSbsTNWMgtsDa0xMzDF1MCEDqWcOkU99fJGspvyiKm+zh/FR7CUmhNuFUKUdRhR1mF61YFikZjJbv3oYxvIa0m/8GriRlaFL9EB2ABLJ77rPZMnr2zlvaRDfNFTm7tYHtKXHdmJfJ10iW0jZmvGl4RFcTIvm6M5mUwLVId1bE1NiHJ14VxOLi8N1BYpdXdRh6Eyyqvo003LtmRtZkx9SzuCIOgSmN+RIXyQQsm52CxMjGUM7tW1MMO9lpxSxPdrTpOTW0n3IBdeWfkY0VHef7pqtqWlg8yscpJSirh0JZM1686yZt1ZoFVXDAAAIABJREFU/HwdGTo4iNEjQ7Cx7rr9x9bKlOcXDGHehGi2H4xn78kkTl1OZ8yg7jwxrQ+ujrpVjP7u9nzxzATySmvYdOwaO88k8Me5JCYODGHeqJ642usCulgsom+AJ30DPGmTK7iSns/JxEwN0JobGdInwIMBgV70C/DCsYvq5H+n5VXUci41h+OJmaSXVGJuZMj8wZEsGBKJfReSYP+bdiO3mM/2nmdQd2++eWL8Q+X3zmXk8sXJi4wO9uOjSSP1gDW+uJiXjx6np5urHrDerq5kybG9OJtZsHPiTJ1Wm8MFabx4+QAhNk78MnQGNkbalMvFiixeit+NuYEhOwYvJdhKNzd9ueoWX2fspU7ezGzPISz0GvHANpnqjlouVV8jtSGdzKYc5CoFIkTYGdpgLbXExdiJYAt/TAyMae1so7mzlebOFurljRyoP8G+kmPIxFICzX2Jsg5jqEN/DLsA8FArL36KXsH7qdv5JmMfbcoO5nhq+04tZMas7zuP6efX8fqNffwx5CkNm9NwNz8Gu3RjbWoMc/zCNc7NrKBQvr52hd9uJ2nAFWC0vx8/xMRS19aGtbF6U97d2QGxSERaWZUOuFrf2bTXt7TpXG9np7JLCdR77b8WXC/ezmXtyauM6xnE/MEP55M9kpzOmvNxTIkMZukAfQ/+ZGYWn52/wBh/P14dPOi+4qUsXj9/koHuXnw7YqwOsK5KPM/PaXHM84/kg+hRmvPkyk7eTjjIoeJkxruF8WHEBB1ar8KWSt5L3UZ2cxlDHMJ43n8idob6BSeNimauVMdzoeoqeS2FSERigi0C6GMbRYCFD35mXhhJHp17ala0kFh/i5t1KVyvTeJC1VUcDe2Y7j6e/nbRet6ss7EN30U+zYs3f+LVxI183mMxkTbaUExf+248FzSE79POMdolWJPDMTGQ8XT3vnx88wzxlUVEO6hDeL2c3fCytGJ3RqoGXAEGd/Pmy4uXqWhuxtFMvYAG3ul3TC+v1gFXK1NjOlUqmtvlOg35dye4uYn+4qBSCcTczKVvuNdDtWABrl3P5e/v7sHO1px33pzAkEGB/3AriqmpIRHhnkSEe7Jo/gBKSuu4fCWTi1cyWb/xPBs3X6Rvbx8eH9ODXj29kXThKdpYmbJiwRDmTohm64E7nuzlNMYOCWbR1D443cf65O1iywdLHmPZ+L78cjSOfRdT2HM+meFRfswf05PuXvr9n8YyKSPC/BgR5kdrh5zL6flcSS/gSloep5KyAPCwsyLM04kwT2dCPZ3wd7Z/5Hf4j1hNUyvpJZVcyyribGoOBVV1AAS7O/L2tOGMjQp6aJj1f8sq6pt5ecsRXG0t+HTuYw8F1syKal7efZQgJwc+nTxar6Arr7aO5fsO4m5pwdpJE3SAtaChngWH/8BMasjWcdN0gPVoQTovXj5AlL0bG4dO14mU/Z4Xz8fJR/GzcGRtnzk43hMGblS08m3GPk5XJOJj5synYU8QYKFPA9upUpJQn8Lpiksk1d9GQMDDxJXhDgMJtvQnyNwPM+mje8RbO9tIa8wipSGdlIZ0NuXvZE/xUca5jGCU02CM71u7jCUyPgpdwMe3f+en7KO0dcpZ3E27rtoZmfFe+HiWx/7GusyLrAjSFkmuDBvIpONb2JJxg2dD1F6viVTGBL8g9mbe4t3+w7C400Y5yNuL1TGxxBQUMjZQXU1sKDXA286ajPIqnWuyvFPTUN/SrjPe3CZ/5P3/V4JrfmUdb2w7ToCLPe9MG/HQRTCxqIw395+kp6cr744brndsclk5Lx05RpizE18+PkanLyqutIjnTx+mh4MT60ZP0A0FJ13kp1uxzPWL0AHWZkU7z8buIL6mgBWBQ3k6QBesT5cn8EX6HmRiCR+HLWSgvW6CHqBe3sD+khOcrriIQujE29SDRV4z6G8XjYX0z6ux3DUzqSkD7HsxwL4XSkFJYt0tdhYd5IfsTRwoOcEsj4lEWetSzlnLzPj2DsC+lvSLHsAu8RvAiZLbfJR8lN723phL1ZNwrn8EP92+ynfJlzXeq0gkYnpACF9cu0xBQz2elmovbLC3Glwv5uVrSuNtzUywMzPRm+RWmknepgOud0WszbpgwEnPraCmvoX+UfpqGvda6q1i3v1gP54ednz7xWzMzP6aYhlXF2tmTu/NzOm9KSys4ejJZE6eSuVyTBb2duZMHB/BuMfDu8zP2liZ8sLCIcwZ35Ot++M4cDqFo+dvMX54KAsm9dKjVnRzsOKdRaN5emI/fj+TwJ4LyZy6nkmkvxuzR0QwsIdPl2FfE0MZo3r4M6qHP4IgkFVWw5X0fJLyS4nNLOTwDbW+p0Qsws3WEg87azztrfCws8LGzARLUyOsTIyxNDFCJpUgCAIqQUClUlfl1zS1UtXYQk1TC5WNLWSVVZNWXEllg5rk30AsJtrXjbmDIhgS3A0nq398fv9Pmbyzk79tOUxrh4Kfl099IOsSQE1zK8u3H8DMUMaauRP1Qtq1rW0s3bMPkUjEz1MmY2WsnQOVLc3MO7QbpSDw+/hpOm1sJ4syeeHyASLsXPll6AxNi59KUPHVrdNsyo5hkKMfX/WcpknZAKQ3FvFOylaqOxpZ7D2KuV5Dkd5HFtGhlHOs/CzHy85Rp2jARmbFFNfHGOrYH3vDf7wv3MTAmCibMKJswu5cQzb7So7xW+E+DpSc4HHn4UxwGYnsHk/WQCzhreDZGIqlbMk/TZtKzrO+4zRr02Anfya4h/Fz5mVGOAdpSCZ62LkwzNWXn2/HMd8/UqPuMysolN9uJ3EgK435IeqIZaiTExaGhlzKz9eAK0CAkz2JRWU692B1JyLW2Ho/uD5aiey/Dlyb2jpYsfEABhIx3zwx/qG5jrKGJlbsOIijuRnfzxqP7L6dd2ljI8v27sfO1IT1kydhdM/OMbO2mieP7cfd3JJNj0/RId//NvkSa1JjmO0bzge9Rmt++Hp5K8titpHWUMbnUVMY767N68pVnXyfeYCDJbGEWnrxbshcHIx0Q33NihYOlJ7gePk5OlVKBtv34THnYXiadi0y8M+YRCQhyiaMCOsQrtbcYFfRQb7IWEuoZSAr/BZjKdU+yFqAXcdrSb/wRfhSwq3VOWOpWMIHEROYfWED39w+zTs91KXwxgZSjfd6rbKIXne81ykBwXwVf4U/MlI1yhWB9nbYm5oSU1Cg03cW4GhPRkW1znXfVRGpb2nH/Z4WwruTvCvP9fL1HMQiEX0jumbnAsjLr+KNd/7A1taMVZ/M+MuA9X7z8LDl6aVDWbpoEFfjcjhw6CYbNl1k628xjBwezNRJPfHy1O+NtLcx46XFw5k7IZpf913j0JkUDp9NZfywEBZO6a3XJ+tgbc7z0waxeGxv9l9MYceZBF5ZcwgHazOmDApjyuAwbCy6prUTiUT4u9jh76K+DkEQKK9vIrmgjIzSagqr6iioqic+p4h2eec//B2IRSK8HayJ9nEjyM1B8/egXvT/NPt833mSC8r4csHYhyrvyDs7ef73Q9S2tLJ18XQc7wtrd3R2snz/Acqamtg2czqe1tp1oFku54mje6lpa+W3CTPwtdaC2rmSbJ67tI8QWycdYFUKKt5OOMj+wkRme0fzRugYnZTPwZJYvsvYj42hOT9EPUN3S11xC6Wg5FxlDH8UHaZO0UAPy+486TSXcOtgJKK/LloRaOHLGxYryG7OZ1/xMXYXH+JqzXVe8F+Kh4mWCEQiEvNq0DSMJTJ2FV7EwdCKGR7aPtfXQ8cQU5nL3xMOsHPwk5qWo5VhAxl/bBOb06/zfJh6jQm1dyTQxo69mbc04GogFtPP04PL+QU6aaYARzuOpmTQ1N6B+Z05aXmn7qP+PnB9VEgY/gvB9YdjMRRV17PhmWm42jy4UESlEnhtz3Fa5Qo2LZqG9X1k/QqlkhUHD9Pe2cnWmdN1GrUbOtpZdnw/hgYGbBk3VafdZlvmTb5PucIMnx581Fvr6TbK23gyZitZjZV832sWQ521O6I6eTNvJm/mVkMBsz2H8GQ33ckvCAKnKy6xo3A/rco2Btj1YprbWJyMuyZ2+CtMLBLT3y6a3jaRnKm8xLaCPbyVsorXAp/FzUTbImQtM+O7yKd47sYa3k/dzuY+L2F5JyQUau3K3G692JYbx2zvaPws1PnSuf4R/HTrKutvxWrA1dnMnAFunuzLvM1L0eoqbJFIRB8PN+IKi3Umub+jHduvJaJSCZocldWdSd6gt4NUh2dMjfXzOPEpBQT7O2P5gEra9nYF7320H5nMgC8/nfnAfOhfaQYGEgb292dgf3/y8qvYs+86J0/f4vDRJPr29mHenH50D9Tv33S0s+CVJ0cwb1Ivtu6L48CZFA6fS2XyqHDmT4zWo3I0MzZk3uiezBoRyeXkXPacT+KnAzH8ciSOUb0CmDQwlB6+Lg+N+ohEIpytLXC2tmB0uHY+C4JAdVMLdc3tNLS20dDaTn1LO51KJSKRmthfJBIhNRBja2aKnYUJ9hamWJka/6/yGf8rdjktn91XU1g0NIpR4f4PPfaHc7HcLCzl6xmPE+KqH5b//MJFbpSU8t34sToqLYIg8Nr546TVVLHxscmEO2qfw8TqUp65uI8AKwe2DJupIU0QBIH3Ew+zvzCRZwOH8EyAtr+/U6VkddZB9hXH0MvGn7dD5mie3buW0pDOlrxdFLWVEmDuw4v+TxJo0TWz1F9lvmZevBK4nOT62/yYvZm3UlbxrO9Cettq03tikZgV/hOo7KhnbfZhwqy8CLRQryVWMhPe7vE4L1zbxe78G8zppuYYDrF1YoSbH5vS43mye2+MDaSIRCIm+AWxKu4Spc2NGqWu/p6eHM/MoqC+XkNk43dHCzm7soYID/XvYmYkQyIW6a07Le3/x8A1o6SKnVeSmNm/Bz19Hu7NbY1NID6/mI8mjcTXQT+k8c3lGJLKyvl+wjj87LSvqwSBl88ep7ipkd8nzNQRGb5clsd78ScZ5urDJ/cAa4uig6eubiejoYLVvWcx2En78FW01/FSws9UttfzQeh8hjjoVinXdtTxU85WkhpuE2IZyELP6XiYPpzOTSkoqWgvpKAli/L2AjpUbchVcuSqdhQqOeYGVtgbueBg6IajkSv2hq5IxV1XARqIJYx2GoKPmRer0tfwduoqXgp4ilBLbTm8lcyMd0Lm8nT8ar5O38d7IXM1D/DywMEabuQf+qjDwMYGUmb5hbMmNYbi5noNS8w4nwBePX+C2zVVBNupNw6RLq4cSsugtLEJV0v1xPeys0beqaSssQlXK/WY2R3wbL5vUre2y5FIxHpRiQ55Jxm5Fcwc++BCt/Ubz1NYVMuXn858aEXvv8u8vex5eeVjPLl4MAcOJ7Bn33WefWErURGezJvTjx6h+uLizvYWvLpsJPMm9eKX3VfZffQm+08lMW1MOHMmRGN9n1dqIBEzJMKXIRG+5JfX8vvpBI5evc3hmNt4OdkwaWAIY/t1x9r8z5O0i0Qi7C3M/uMKjf5d1i7v5JO9Z/FysOa5x/o99NjEojI2Xr7OlMhgHgsJ0Hv9VFY2v95MZFFUpE5IEmBTyk2O5GTyep9BOrJpJS0NLD2/G3tjMzYNm6EJeQqCwGcpx/mj4CZP+w/i2cAh2mtWynk75VfiajKY5TGYp3wf1ymWlCvlbCvYw4mKCzgY2vGS/zJ62UQ8Ui6xqqOUvJY0auUVtHY206pspk3ZjEKlwEpmi7XUHmuZAzYyezxNAzCSPHhehVl159OwN/kqYx1fZ65nqttYprmN1dSAiEViXg+awaK4r/nw1g429HoR4zsh5BHOQfSy8+LH9POMdw/TpKWWBPXidHEWRwvSmHqHwGeUty+r4i5xJj9X471G3dnUJJSUacDVy1b9b0FNnQZcRSIRZkaGemHg1vauZRjvtf8acBUENQOTpYkRz47pmizgrmVX1vD16csM8fdmShfi25fy8ll/LZ7ZPcJ4PEB3F7o24Rqn8rN5t/8wejprQS6noYZnL+3H19KO7wZM1OzA25UKnon9jdT6Er6Onq4DrAUtlbyUsJ42ZQdfRywj1MpL535iaq6zMXcHCkHBYu9ZjHJ8MKtUg6KGG7UXyWxKpKgtB4VK/WMbS0wxlpgiExsiFRtiIJJS0pZHSkMswh3JdKnYkB6WfYm2GYaXadeFOr5mXnwc+hqfpf3Ip2nfs9R7LsMctVW8/uauLO42ivU5xxhQEcxIpwhAvYt8wq8/36edJbG2SMM/PMcvgrW3rrItM4HXI9VVf0M9uyECzhbkaMA1wlW9O79ZWqoFV1s1GOdX12nB9U6Y5n5wbetQYGIo1bunjNwKOpUqQvz1mV8AUlKL2XfwJtOm9CQq0qvLYx5lnZ1KigtraGlqx8hEhrGx+s/UzAiZ4Z9/tCwtTVgwtz/Tp0Rz8HACO/fEs/KVHYQGu7Fwfn8iwz317s/FwZK3nh3Dgsm92LQnlh2HbrD3RBJTx4Qza1xPbCz1FzUvJxtenzec56cN5NT1TA5cSuHb3RdZvfcyfbp7MjI6gCHhPph1EWL//9k2nLlGcU0DG5ZPeyhtY5tcwZv7TuBoYcbrYwbrvV7W1MQbx08S7OjAK4N0W8Oul5XwydULjPL25alwbUthi0LOk+f/QK5UsnPkDOyMtJ7n6rRzbM2NY3633qwI0lbWtnS281rSL6TW5/Nq4DTGufbW+az8lmJWZ22kuK2Msc4jmOUxEdkDWmVaO5tJbrhKTnMquc23aepU01mKkWBiYIaJRP0nERlQ3JpDqiIOpaDuBzcQSQm0iCTcqj9BFpFIxfrzykZmxbvBL7Exdwd7io9Q0V7Fs76LNABrLjXhreDZvHhzHT9kHuSVIHV3gkgk4pWQUUw/v54NWZdZ2X0EAL0d3PEyt2ZXTrIGXH2sbPC2tOZ0frYGXH3tbDGTyUgoLWVyiJpVzs3aAolYRP4dys67ZmYk01935P+HwPXozQxu5pbw7owRWDxE/FneqeTVPccxlcn4cNJIvUWpqrmFl48ex8/Olr8P1X0AYooL+eraZSb4BrIoNEIzXt/RxtLzu5GKxGwYMk1TnacUVLx6fQ/Xawr4PGoKI1201H8ZjcW8nLgBMSK+j1yOr7k2/NOubGd9znau1MTjZ+bNs76LcDbWZ0JRCp2kNd4kvvYs6Y03ERBwM/ahl80wPEz88TTxw1rm0CVYKlRyqjvKqOwoIaspmcT6K1yvO4+9oQvRNsPoYztSb1dpb2jLhyGv8E3mz6zL3YpIJGKog3anPttzCDHVt/kmYy9hVt443skZz/fpzfbcOL6+dZotAxYhEolwMbVguKsve3JTeDl8MAZiMfYmpvRwcOZ0fg4rotQbpEB7e4ylBtwsKdXo42p2kLX19EfNumJxp3ik6b4qvZZ2eZdVpamZpQCE+ndNkbf1txisrUxYsvDPi2s31Ldy6mgSWell5OdUUlRQTWenSu84kQhc3W3xC3TGL8AZv0BnAoNdMTR6ePWrsbGMmdN7M2lCJEeOJ7NjVywvv77zoSDr4WLDuyseZ+GU3vyy+yrbD8az+1gCE4aHMndCNA62+gVCJkYyJg4IYeKAEHJKqjkcc5tT8RlcSclDZiChX6gXg8N96Rvi9af0cf8vW15FLb+cjWdcz6BHElh8deoyedV1/LJwqiZnd9eUKhUvHT6KQqnku/FjMbwHpKtbW3j21CFczSz4YqhWp1QlCLwcc5iM+ip+GTodH0tthG1zdgw/ZV5kmmckr4dqz2lQtPBKwgaymkt5J2Quwxy1XLkqQcXRsrPsKNyPmYEJbwY9Tw8rXVL/u1bSmkdMzXES6y6jEORYSm3wMQuhm1l3fMyCsZM5d7nuqAQljYp6qjtKudUYT1J9DKkNccjERkRYDWCU0wzMpboEKTKxlKd95uNgZMeuooOYGZiyyGuG5v0jrH2Y5TmYHQXn6WMXqCkCDbZyYaxbCNty4njCtx9WMhNEIhEzfHqwKvE8eY21eFvYIBKJGOHlw5aUBJrlcsxkMsQiEeEuztwsLdVch1QiwdXKkoJaXXA1Nzak8T7Pte3/iueqUCr59sglgt0dmdxLv7r2Xtt05QZpZZWsnj0eOzPdhUEQBN48eYoWuZytM6fpFDDVtbfx/OnDdLOy5tMho3Qm+ItXDlLa0si2EbN1iLC/vnWa02XpvBE6hnH3FC+lNxax8uZ6zKXGfBXxJO4mWsq9enkDn6X/SH5LETPcJzDJdbRe0YBKUJFQd4nj5b/RoKjF3MCaoQ6T6GkzFDvDrj2x+00qluFs7ImzsSc9rPox3mUhKQ2xXKs9y9GybcRUH2Omxwp8zHQ9exMDY14LfJbP039gfc42nIzsCbJQ931JRGL+3n0Wi699w5fpe1jVYzEikQhTA0OWBwzmo+SjxFbn0fcOUcY0nzBOFWdxpTyPwS7qit3hXt346toVqltbsDMxxUAspoezMwml2io9e3NTTGRS8qvrNGPGMikSsahLz9WoK3DNKsPF0bJLWbmc3Erib+Tx5OLBGD0C8AA62hXs/T2W33+9QlurHEcnS7x8HOjVzxcvH0csrYxpb1PQ1ianrVVOQ30r2ZnlpCQWcu5kKgCGRlJ69fNlwNAgevfzw8T0wd6hoaGUKROjGPdYD44cT+a3nVd5+fWdhIW6s2zxYIK766cNvFxt+eDFcSyZ0Y+t+6+x90Qi+08lM3FEGPMnRT9QIMDH1Y4Xpg/i+WkDSc0t42R8BqevZ3I+QU2bGNLNiSERvgzq4YO3s81fopTz32RfHbqIsUzK38Y/fBOWUFjK9rhE5vcJp6+Ph97rG+NvEF9cwhePj9ERqxAEgZfOHqO+vZ19U+boiHz/dOsqx4syeCtquOb5AThTls6q1JOMdunOu+HaStomRSsrb66jsLWKT8IW0dfuXpWuTn7M3kxMzXV6WvfgKZ/5WEj1w/pZTcmcqthNfks6UrEhEdYD6Ws7Ghdjrz/124tFEqxktljJbPE1D2W8y0Jym2+TUH+Z63XnSKq/wliXBfSy0e3cEIlETHF9jJbOVo6UncbB0JaxLiM0ry/tNpobtVmsSvuDMCtvTe54mf8gjhSnsiM3nuWBamdpardQvkq6wB+5KbwSrh4b7uXDz0nXuVycr9GYjnRxYXXMVQ3gAnjaWmnEJu6amZEhze26m/rWjv9BcBWJRBLgOlAiCMKD5Un+CTubkk1FfTNvT9Pn47zX6lra+PlyPMMDfRgRpJ+UP52dw7mcXF4fMgh/O91qvw+vnKO+o51fx03TUbDZmHaNC6W5fNhrtKZvE9TMS5uyY5jl3ZP5Plry+ZLWal5J3Ii51JjVUc9ovDuAsrYKPklbTYOikVcDnyHSWpfXGKCoNYeDJb9Q0JqJu4kvk12fJMAi4l+u2jOUGNPTZig9bYZS0JLB74U/sD7nfQbZj2e00ywM7gkLGYglrPRfxhspn/Bd5gZW9XhL0wLkamLHkm6j+SHrEFdr0uhnp975TvWM4If0c+zMi9eA62CXbphJZRwrzNAsDgPcvPjq2hXiyooZe0exItjBga0JiXSqVBiIxWrP18qC0oZGzTWJRCJMZDK9Sd0uV3TJ3JOVX0WAd9e8qMdOJCOVShj7WI8uX79rgiBw7mQqG9ecoaqikf6DA1n41BC8uv35QrO62hYy00qIu5JNzIV0Lp1NQyqT0LOPL49NiCC6r2+X/a4AMpkBkydEMnZMGEeOJ7NtRwzPrdxG/75+LH1iUJfVxZ4uNrz1zBiWTOvLln1x7DuZyIHTyYwbGsK8idEPFAgQiUSE+rgQ6uPCyhlDyCqu4nJyHhcSs/lhz2V+2HMZWwsTIgPc6RnoTlSAG56O1v+nwba4poFLaXksG9kb24fkpAVBYNWJiziYm/LiCH0msNLGJlZfvcpwXx8mB+t6irvTU7lYlM8HA4fT3U47rxKqS/g66SLjPINYHKgNE+c31/DGjX2EWLnwWdRkTR61TSnnlcSNFLRU8mmPJ+hlq83ntis7+CpjHckNt5njMZkJLqP0frcGRS2HS7eQVB+DtdSecS4LibYZirHkX4tciEUSfM1D8TUPZYjDJPYUrWNP8TqS6mOY5vYUNobaZ1QkEjHPcwpVHTVsK9iLl6k7wZbq+5CKDXij+0yWXvuWX/POsMJfTbHqZ+FAP/tu7C64wZP+AzAQS3AwMaOPoyfHCtJ5uYe6FTLK0QVjAwNiS4s04Brs6IAAZFZVawrL3KwtSS4u17kHE0MplQ0tOmPt/8Nh4ReANODR8hv/oG2/mIC7rSUDAh/cUgGw7uI12uQKXhyhL0vWKlfw4dlz+NvZsjAyQue1cwW57M28zfNRfXQm+O3aCr5IPM8od3/m+mnPyWqs5K2bBwi3ceP1UK3ifYOihVeTfkEQBL6KeFIHWLOb8vgs/UcA3um+El9z3Xtp6WziWNl24mvPYmpgwQz3Z4i0HvxIYfN/xjxNA1jp/wWHyn7lQtVBMpuSmOP5Ao5G2s2DiYExK/2X8VbK5/yQtYnXg57TXMsUt/4cKoljdeYhetkEYCCWYCiRMskjnG05cVS1N2FvZI6hxIBhrr6cKsrk415jkIjFhNg5YCqVEltSpAHXQAd75EolubW1mk2Ps6U5ZfW6aizGhlJaO3R3kO3yTj3Pta1dQWllPY8N1g95KRRKTp+7Tb8+vg/l/1WpBL786ACnjybjG+DMa+9OIuyfyM1a25jSu78/vfv78+zfxpCWUsyl82lcOHWLqxczsHe04LEJEYweH4G9Q9ePzl2QHTMqhD17r/P77jiWPP0Lo0aE8MT8ATh0cZ6zgyWvPzVKTat4IJ5DZ1M4eDaF0QODmDcxGi/XB/ctisUiAjwcCPBwYMm43pTXNhF7K58b6UVczyjiVHwGoK5IDvCwJ8jTkUBPB3xc7HBzsML4P5D84Z+xPVdTEItETO2jvwm+106lZZNYVMaHE0fqqNjctU/PX0Dz51B/AAAgAElEQVQlCLw9bIjOeHlzEx/GnKeXsxvzgrWscU3yDl68fBAnEws+7q0N+bZ2ynnx2k4kIjHf9Jqh4f9VCio+SN1OemMRH4Yt0AHWJkUzn6X/SE5zPk/7zGeog+7aqBKUxFSf4ET57yiFTkY6zmCIw8QHFkD+K2Zv6Mwyn3e4VnuGI6Vb+Trzb8zxXEl3C23RoVgkZrnPAv7e9jnfZm7gs7A3sTVUe/o+Zs6MdoriQMlVZnsO1ih4zfKO5vlrO7lYkcUwZ3VqaYxHAG9fO0FWQzX+VvZIJRJ6OrsRW1Kk+awgB3VEMa2ySgOuzpbmNLS109Ihx9RQ/R2YGMpok2ujaKBed8SP2Fj+JeAqEoncgLHAx8BLf8V73rWUgnIS88t4bdKQh3qtJfWN/HYtiUkR3busDl4TG0dpYxM7Zs/QYVVpknfw5oVT+Fvb8myU1gPtUHay8spBrGTGfNr7sXtCL+28cG0nJgYyvo2egexOI3aHUsHfk7ZQ0V7H1xHLdELBqQ0ZrEr/EUupBW8GrdDLr+Y1p/Fb4bc0KRoYaD+O4Y5T/+Ud46NMJjFiqtsygswj+aP4J9Zkv82T3d7GzUQbfvIydWeh9ww25P7GgZITTHZTyzEZiCUs832Mvydv4XRFAmOc1axXM7yi2Jx9lb0FCTwVoA6jjXYP4GD+beKriunj6IFUIiHKyZXYUu0k735nkqdXVmnA1cXSnJQS/R1k6307xg55Jyb3KZEUl9chCGov7n6LvZZDQ0MbY0Y9eMEUBIEfvjjK6aPJzFsyiHlLBv8lKi8SiZiQcA9Cwj148rkRXL2YydEDN/j15wts23iRgcO6M31eX/y7aMUBMDaSMW9OP8aPi2D7jqvsP3STM+duM3F8BPNm9cWyiyImV0crXl02kkVT+/DboescOJ3M0fO36B/ZjVnjoogM1q9Ivt+cbMyZNDCUSQNDEQSBosp6bmYUk1ZQQXphJbvOJiLv1Ioa2FuZ4u5ghaudFbaWJthYmGJjYYKthQnmJoaYGMkwMZRiYiTDSCb9SxV0/iqTd3ay91oqg7s/nNhCoVTy9anL+DrYMilcfzN3Jb+AYxmZrBzQDzdLbdRAEATevHgKhUrJqqGjdRbqD2+cprilgZ0j5+lUBr+beIisxkrW95uHq4l247426zBXqm/zgv8kHVKamo46Pk77jsr2av4W8BTRNrq0rzUdFfxW8A1FbTn4m/VgktuSP512uvc+VHQiCAIGfwKQxSIxfWxHEmgewZb8L/g17wtmez5PDyttbYeJgTEvBzzNm8mf8nXmet4PflnTurjAewQnym+wNf8sKwPUCllDnPxxMDLn97zrGnAd5ebPO9dOcLwwA38r9frSx8WdL+IuUdvWio2xCc7m5lgYGpJepSWscbFU/9ZlDU0aHDGRSfUiZh3yTgwfwrEAf53n+i3wKvCX06tsu3gTMyMZk3rpV/3eaz+cvYpIBM8N1a8kzq2tZWP8daYEdyfaTbeF57OrF6lobWbt6DkaBiaALxMvkNlQzeZhWt5OQRB4J+EgRS21bOq/UKMwIQgCn6ftIrkhj3dD5hJmpfVKM5tyWZX+I/aGdrzd/QWsZLoP2MWqQxwr2461zIEVfp/iavJw77xJUUF5WyplbalUtN2iVl6AICg1lcECAhZSZ5yMg3Ex7oGrSTgW0gf3M3a37Mlzxp+wLvs9fs79kKd83sXFWHsNIxwGktaQxc6igwRa+GryrwPsgvE1c+bXvDOMdIpEIhLjZWZHbzsvduerQzRikZjBLt2QiSWcKMygj6M6F9XHxZ1VcZc0edduNjZIJRLSq6qYgDpP5GJlQX1rO61yhcYb6GqSt8sVeqQIReXqnImbsy5JB8DxkynY2pgRHfXg7/mXNWc4vO8GMxf0Z/7SB1dw/ytmYCBh4LAgBg4LoqykjsN7r3Nk/00unL5FRE9vZi3sT3jPrnmNLS2MeeapYUyd3JMt2y6zd/8Njh5PZtb03syYGt2lBN5dgYAFk3uz90Qie08ksuKD3fh7OzB/Yi+G9PH7Uz2oIpEID0drPBytmYR6g9LZqSSvrJb88lqKKuspqqynuLKeuLQCahpbUSr1i77uNYlYhIFEjIGBBAOJGKlE/a+BRIzUQIKxoRRzEyOszIywtTTFxdaCXt09/6054JOJWdQ1tzGj/8NTB3/cSKWgpp61cyfqMWDJlUreO30WTysrlkbr0q4eyErjbEEub/UbgpelNgd7siiT3TnJPBvST0fh5ve8eI4Up/B80DD6O2hTXgeKr7Kr6BJT3QYw1V3rldbLG3j/1lc0djbzRtAKTXj1rmU2JbG94BsA5ni8SA+rB6uJAShU7ZS1JVPccpOStkSaFZV0Ch10qtoRUP++FlIX7Ax9cTAKwMEoAGeTMCSirqMYVjI7nvJ5l1/yPuW3gm/pVCmIstEWmLoaO/G0z3y+zdrA0bIzTHBV6zi7GNvwuHM0h0rimOM5FEcjKwzEEqZ5RrI24wJFLbW4m9rgYGJGlL0bx4syNIQSd/Vv40qLeczHH5FIRKCDPWmVWnB1vgOupfWNWnA17HrdeRiBEfwF4CoSicYBlYIg3BCJREMectwyYBmAh4d+wr8ra5MrOJeaw8RewQ/VSSypb+RQchpze4drvpx77bsrV5FJJLw2WLcoIa2mit9uJ7EoNFKnYTutrpJf0uOZ4xehU0hwovQ2J0pvs7L7cHreIxj+R9FlTlckssznMYY7aneH5W2VrEr/EWuZJW93fxErmTZ8p1DJ2VO8jpt1Fwm17M1092ce2BPWqZKT2XiK5Lq91MpzATAQGeFoHESI1UQkIhkiRCASIQgq6uSFFLXEk9l4CgArqTvRdgvxNR+KqIsws43Mgad832Nt9jv8kvspz/l9ipVMPbFEIhFP+swlszmXzfm7+DT0DcQidV50vtdw3k3dRmx1Ov3t1bv2KZ6RvHZjLwm1RUTZemIqldHfyYsLpbmaz4u+0+KUWFnOCC8fpBIJ3aytyaqp1Rxzl9WmorEZbzv14mMs0w8LdyiUyO7TJy2rbADQI7tvb1cQfyOPieMiHpjnvHw+nZ1bYxg3OYrFy4f9j+QUnV2teXLFSOY8MZAj+2+y9/dYXluxje6hbix+ZjhhEZ5dnufoYMGrLz3OzGm92Lj5Er9sucTho4ksXTyY4UO6d+kR2liasHRGP+ZPiub4xTR2HLrO298exsXBkhmPRzJuWIheJOBRZmAgwc/dHj93fa1clUqgsbWd2sZWahpaaGmX09oup7VdQWuHnHZ5J51KFYpOJZ1KFZ3KO/92qlDc+X9ru5zG1naKq+qpaWjRsEM521rQL8SL/qHe9AvxwuAv5D4+ejMdVxsL+vg9eK1SqlRsvHydCHdnBvvrb9b2pt4ir66O9VMm6VQHtykUfBZ7kR4OTjwRqiVOaO2U8378KQKs7Hk+VJu7LWiu4YtbJxno6Msyf+14RmMx32ceoLdtIM/5j9eMy5VyvshYS72iscsU1NXqkxwo2YiDkRsLvV7F1rDr2gRBUJHXHENq/T5K21JQCQrEIilORkF4m/VHKjbCQGSEgdgIldBJbUceVR1Z5DZfBMDUwJ4Im1l0txyLQRdtOEYSE5Z2e4vNeZ+zu2gNJgZmBN0TIu5r15OL1XHsLTnKEId+mgKsBd7DOVoWz97iKyz3HQvAVM9I1mRc4EhxKk/fiZoNd/Pj84RzVLQ24WhiTpi9IzKJhJsVpTzmo867+tvZsv9WmobExvEOflQ2aXOsxjIprXK5DtGNvIt15377KzzX/sAEkUj0OGAEWIhEom2CIMy79yBBENYD60Gt5/pn3jg2s5B2RSfDQx/ODfvr1ZuIELGonz5hQFZ1DUfTM1jWO1qHhQngs6sXMJcZ8kJPrbcrCALvxZ/EUmakqTQDNbXhx8lHCbZy5glfbQgjo7GYNdmHGWgfzNx7VBzUuY4fAHg98DkdYG1TtrAp91PyWzMY5TST4Q5Tu1zEWztrSa0/yK36A7Qp67GRdaO//bO4mIRha+iD+CFFToIgUCcvpLQ1gVsNhzhV9hEJtb/Tx/5J3E2i9T7PRubAYu83WJP9NpvyPmW574cYSdQ5SWOJETPdJ/BD9iZia27Sz069Cx9oH4KdoQX7iq9owHWYU4DaUy25TZStGhT6O3txrjSH0pZGXEwtCLZTK1Ak3wFXAG8bazKqtJSHdzUVq5tbNOBqJJPScJ86hVzRiaFU93uoqG7EzMRQr18zIakQhUJJ72hd2b+7Vl5az9cfH8Q/yIXlL435Hy/WMTUzYsa8fkya3osThxP5bfMlXl6+hZ59fFi8fBi+AV2H7Dw97PjgnckkJheyZt1ZPvn8MHv33WD5sqGEhXbdPmIokzJxRBjjhoVw4Vo2vx++zrebz7FxdwwThocxdUy4nkjAP2NisQgrM2OszIzp5vKP89N2ZeU1jcSk5nMlJY+jsWnsuZBMz0B3Vi0f/0B1pH/Emto6iMsqYvbA8IeGrM+k51BS38irowfpzRW5Usma2Dh6ODsxtJsuuG1KuUl5SzPfjRirEy1Ym3qV0tZGdg6Yp9ElFQSB9xIPYSCS8EH4BE3dQ5OijXdStmItM+et4FmawiaVoOLHnM3kNBfwt4CndIBVJSg5UraNS1WHCTSPYI7nSs0zfq+pBCVZjWe5WbudOnkBFlJnwqym4GYaibNxKFLxw7WK25WNlLYmk1S3i8uVq7lRs41w6+kEW09EJtZdg2ViQxZ4vcK6nPfYlv81y3zewdNU62XP9ZjMy0kfsrf4KIu8ZwDgaGTNALtgjpRcY7H3KAwlUpxNLImwcedEyS0NuA5w8uJzIKa8gMndQpBKJHS3dSC5Sptu6mZjQ7NcTk1rK3amptibqa+v6h5wNZJJEQR1CuBun3NHp/66c7/9y9UygiC8IQiCmyAIXsAs4Oz9wPrP2vnUHMyMZER1ezAbU0NbO3/cSOWxUP8uvdYfr8ZiLJWypKduWOZycQEXivJZEdVHh97wUP5trlUW8XL4YKwMteOfp5ygQd7GhxETNfH/NqWcD279ho3MnNeDtH1ZcpWCLzN+oqqjlpcDluvkWNuULWzM/ZjC1mzmeq5khOM0vQdTJShJqNnB1tzZXK/ZgoNRIBPcvmSm1wZ62EzD3sj/ocAKao/TxtCTEOtJzPD8mRHOf0euauVw8WscKFpJvbxY7xxnY0/meb5ERXsR2wu+QSVo82j97aLxMHFlZ9EBOlV3msTFEia49OFabSZFrerQiqnUkAEOvpwqvY1KUIeL+jt5ARBTng+o1Sr8rG11Jrm3jTVFDQ0olOr3vttGpTPJpQa0KXQ5bbvaQZZXN+Fopz8X4uJzMDKUdgk4giCw6v19qFQCb344BekjHpx/p8kMDRg/tSebdz/H0udGkHG7hGcW/szHb+2htLj2geeFh3nw0+qFvPHKWKprm3jh5d9454N9FJc8+ByJWMywPv6s/2gO6z6aTXSoJzsOXWfasxt49fN9xNzMRal6eFj3f9qcbC2YMjiMr56byJlvl/PWgpEkZZey6JMdFFXUPfoNHmGX0vJQKJWMCH04DeDmKzdws7ZgeJD+5v+PlFRKG5v05Ctr21pZmxDHCE8ferto52FBUx3rb8cx0au7hjIUYE/BTeKq83k5ZKRG4UYQBL5K30NlRz3vhc7VoTTcVXSI2JqbzPWcrJNjVQkq/ij6iUtVh+lnO4aF3q/pAasgCGQ1nuG3vPmcKf8EEWJGOr/FHO+t9HN4Gg/TXo8EVgAjiQXdzAcw2eN7Jrl/i52hD1er17MjbyHlbbe6ON6YJd5vYiG1ZlvBN7R2NmteczNxYZhDf05WXKCiXRu+neLen8bOVk5XJGjGxrgGk9FYQV6TepPe3cYRK5kRV+6sOwBhDo6kVlWgEtT+3d22qNxa9byRGRhgaWxIdbPuugPo8GkrFMpHqkT9xxJ9KlUqzt/OZUCQ90NvYmd8Mq1yBYv760vJZdfUcCQ9g3kR4djcI7ytEgQ+vXoBV3ML5odoq4BbFHI+uXmWEBsnZvpocy2XKrI4UJTEUr8BBFpquULXZB2iuLWav3efhblUm5ddn7ON9KZsnvFdqMPTeRdYi1tzmef1kk4S/65Vt2fzR8Fyrlavx8M0mtneWxjr9iluplH/tCclEonxtxjBbO/NDHJ4gZqOPPYUPENxy029YwMswpnoupiMpgQuVx/VjItFYmZ5TKS8vYpzVVc043c1aA+UxGrGRrsGU9HeRFKtGsADrOyxNTLRmeSh9o6kVJYj3Jnk3axt6FSpKL7TfnPXc63SCc8Y6JXAyzuVXXqu96vGCILAtfhcIsI9kHWRK4m7kkVqUhFPrhiBi5t+IdSDrLGuhSsnU/l97Vm+ePl3np+ymll9PuCJ4Z/z/JTvefOJDXz64na2rz5FUmwOHX+i+fyuGRpJmTGvH7/ufZ45Twwk9nImS2etYe23J2hsaOvyHLFYxKgRIWzduIwnFgwg/kYeC5du4JvvT1Bb19LlOXct1N+Fj14az+4fljJ/ci9uZ5fz8mf7mL5iI5v+uEpZVeNDz//fMJnUgEmDQlnz0lQaWtpY9MkOEjL1N47/iJ1NycbO3IQwzwcX9yQWlZFQVMaCvpF6ueqOzk7WxMYR6eLCAC/dkP7qG7G0KBS81megzviH108jFUt4I1Iro1bZ1sgXqSeJtvVkmqc2fHy6IpGzlUks7jaKEEsvzfiFqlj2lRxjmEN/xjmP1IyrBBV7i9dzve48IxynM8ltiV5rX2tnHcdL3+VU2UcYis153PVjZnptwM9i+CM38g8zF5MejHf/gikePyIRydhf+CKpdQf0jjOTWjLHcyVNinr2l2zUeW2a+zgkIjE7Cw9qxsKtuuFt6sTeoiuaNWTUHRKfE6VqABeLRPRz8uJKeb7mmFB7J1oUCnLr1RvObjZqcM2r027K7MxMqWrWXXcA2u4B1w5FJ4aPCAv/peAqCML5v6rHNb2kkrrmNgZ37zqEB+p8zu/xyfTz8dDogN5rG+KvYyQ1YEm0brj4ZF4Wt6oreaXXAIzuyYX8kh5PRVsz70WP1DwwclUnHyUfpZuZnSbcAJBQl8OBklhmeAzUkWK7VB3Hpeo4prmNo7+dtj+tU6VgS94qDbCGWPbSuSZBUJFQs4M/CpbT2lnDaJf3GOPyIdayP5ef/jMmEUkJsZ7ENM+1mBjYcLjkdfKbY/SO62M7iu4WPTlR9jv18hrNeKRVKAHmPuwrPqahOLMztGCQfSjHS6+jUKkn31Anf6RiCafL1HJlIpGIfo6exFYUat4rzMGJmvY2ylrU7TZ3lUHuTnIrYyOkErHODtJQakC7nufaqbf5qqxpwvE+ZqLSsnrKyhuI7tn1fNq19QpOLlaMHhfe5ev3W3urnB1rz7Jo2Od89NxWtnxzguRruZhZGtN3RDCB4R5Y2pjR1tJB9q0Stv9whtcXrGda1Lu8PHst2384TVlhzaM/CHW4eNFTQ9m8+zlGPt6DA7uusWTmjxw/lIBK1XWGxchIyoK5/dm++SkmjI3gyPFkFixez5791x9ZYORsb8FTswawf+0yPnppPK6OVvy8K4Zpz/3MK5/9Z3qzEf5ubH5jNlbmxrz4/X7Kav65jYBSpeJKegFDgn0eGhLecS0JcyPDLulVD6WlU97UzPP9++psiCtbmtl+K4npASH42Wh7lGMrCjlTks1zof1wNNHO2y9vnaJD1cn7EdpwcL28hW8z9hFs6clsjyGaYwtbS/g5ZxvBFgEs8Z6j87kny3dyrfYMQx0mM9Jxut71lrQmsit/KQUtsfS1f4qpnmvwMuvXZX3GP2tOxt2Z5vkTbqZRXKz8lpjKnzSAd9fcTXwY7jiVxPrLpDXe0IzbyKwY6zyCKzXxFLeqGZVEIhFT3PqR1VxKWqO688DR2IJIG3dOlaZpzu3v5EV5axP5Tep1JcxeHUVMqaoAwNncHKlEQn6tFlztzUypbtJddwDaFdqNsaLzv9hzTSlU33yEd9dtCQCJRaWUNTR1WQLf1NHBkfQMJgQFYWuiG+f/Oek67uaWjPfVktM3yTvYmHaN4a6+RNlrw9A7865T1FLHa6GjNYLnnSol32Tsw8nImqXdtH2utR11bMrbSYC5D1PdHteMqwQVO4t+ILflNjM9ntUDVqVKzonS97havR4vs37M8t6Ej/m/p0oVwFLmwmSP1dgZ+nC85B1ymi7qvC4SiZjouhgBgePl23XGJ7iMokZex7XaRM34aOdIGjtbuV6rFto2kxoRaeNBTGWO5pgIe1fKW5sob1WDqf+dxSWrVg0w7nfaFErueK4ikQgrE2Pq7lGjMJQa6LR8CIJwJw+ineRyRScNTe3Y3adwc+t2CQBhIfophrycSlKTipgwNfqRRTHKTiXHd11jyahV/PrNCcL7+vLljuXsufkBWy++ySeblvLCR1N57avZfLhhMd/sepaNp15lV/y7vL9uEZMWDkAh72T76tMsHrGKV+et49TeG7S3Plp82dbenJVvjufHLU/i5mHL1x8f4qWnNpGXXfHAc2ysTXnhuZFsWr+EoCAXflh7hmXPbuZmYsEjP8/AQMKwPv6sfmc6e358kgWTe5OWo/ZmZ6zYyC9/XNUUj/0nmLujNatfnKLmId96+p96j5zyWlo65ER2e7B4Rptcwem0bEYH+2l6Ie+135NS8LG1ob+n7sZ4S2oCCpWSZyJ1uX6/S76Eg7EZiwK00bfb9WUcLk5hgU8fvMy0ueqfc47RquzglcBpmvRUp0rJ2uwtGEuMecF/iY7iVnztOc5W7qWXzXDGOM3WWVMEQeBGzTYOFv0NmdiUaR5ribCZ9S95qg8zI4naIw6xmkhi3U7Ola/SST0BDHWYhJ2hM4dKttCp0oLZ487DkYmlHCk7oxkb5hiOTGzAqXJtaHiQkz9pDeVUtavXmUh79e94s1r9/Htb2WAgFpNZqw4dS8RiXC3MKWnUbsasTfXXHUBn7VEoVXpiIffbfyy4phaWY2NmgrP1g7t7jqVmYmggYVigfs5j/6002hSdzO6hq0Jzs7yUG+WlLA6L0gnn/Jp5gwZ5u6ZsG9Q9rWszLtDXvhsD7il/3110ifyWCl7wn6Rp5BYEgXW52+gUOnnGZ6EO+cPZyr0k1cfwmPNcIqx1w0EKVRtHSt4gt/kS/eyXM9rlPYwkjy4kEQSBFkUeFS0nqWo9R21bHA3tSTTLM1EJj16ojSTmjHf7AnujQE6Wvk9O0wWd161l9gy0H8fNuksUtmZpxiOtQ3E0tOfoPZM82sYfMwNjzlYkacb6OXQjo7FCM8nD7dSbpMRq9c7T/45OZVadGlxtTU2QSSSU3jvJTYypb9WGPw0NDJDf47kqVQKCgA4g1jW0AujRHt66XYKJiaxLVqOj+24glUkYOfbhbRdVZfU8N/l7vntrD46u1ny5YznvrFlAcJQXJmYPJ7s3szCm19Aglrz6ON/tWcGW86+zYOVoaioa+Pr1Xczp/yHrPjlEVVn9Q98HwMfPia9+WsTLb02guLCG5QvX8/PqU7S1Pfh3d3ezYdXHM3jvrUm0tsr522u/8/b7eykp/XM5yrve7L61y/jwxXG4OFqxYVcMU5/bwHPv7+Lo+Vu0tj963v27zcXOkkWP9yImNZ+C8n88/5pcoKbhDPXUl4q7axcy82iVKxgbqq96k15ZRWJZGTPDQnWArEUhZ9utJMZ088PTUlvFHldRSGxFIU8H98HIQNu28vWtU1hKjVnqp12P0hqLOFx6jalu/elmpr2+Q6UnyW0pZEm3WTp6zNlNKewpWoefWRiT3ZbeB6wqLleuJq56I77mQ5jm9RN2Rg8vHFWfJ9Aiz6W2LZaatqvUtMVQ03aF+vaEP7XuiEUSBjq8QE/bBaQ3HieuWjcEbCCWMsHlCarlZTppKQupGYPt+3KpKo56uXqNMJca08c2kHOVSZr6jgEO6nuIrcoDwM/SDnOpIQlVanCVSSR4W1prNvUArhYWuuBqYkzdfesOqHuf79qf8Vz/Y7mFbxWWE+Lh+EDvTalScfxWJoP8vfV2j4IgsD0xiVAnR0KcdMvMNyRdx0JmyIwgbbN1s6KDDbfjGOriQ5itNs+yOTuGenkbLwWP0FxHZXs9m/NO0c8uSFMhC3C28gqJ9bdY5DVTR4c1qymZU+W7iLQeyBD7iTrX0q5s5Ejx61S2ZzDM6XUCLUc/9DtplmdT1XqOho5E6tsTUKi6XjwMxObYmwzH0XQMtsZ9EYu6bq0wlJgx3n0Vh4te5UzZp1jLPLAx1FYXDnWYTHztWQ6XbGG574d3tDrFjHEewpb83eQ0F+Bj5olUbMAg+xDOVybToVRgKJHSz8GHb26f4WpVLhPce9Dd2hGZWELC/6PuvAPkqqu3/7nTe9les5teNoWSkGoILaEqSpEmghAEVJSqKCJFQXkFBEFQinQEqUoAgUAgkISQEEjZ1E022/v0Xu77x70zd+7ObIkEf3D+SfZ77+xOOXPqc57T187xYyZTZLZQYrZklVwjCFQNjiAHKblBryWWTGUh8Uk5kswlBen3Ss61eJBz3d3UzcQJ5XkjOJFInLff2Mzio6fhdA1NcdfX5eMX5/8Nb3+QX957LouWzfhClYXSShdnX3Y0Z116FNs2NvPGPz7m30+t4d9PreGoUw7l9OVHUjeh8IgEyL3Vkw9h3jcm8fB9K/nn02t5f2UjP7rqeOYvzjf6IFUDjvzGZObPHc/zL37C0/9Yy4WXPMJpp87m3LPmjWpRvF6n5ZgFkzlmwWQ6e/28+UEjr6/axm//8ib/7+F3WHT4OI5dOIV5h4wdccj+y5JvLmzgr6+u4ZXVW/jpGaNfzACwpaULp8XEmJL8GemMrNiyk1K7lTn1+VWQ5zZvQa/VFqQ59MWiLJ81R3X+5y0fUWKyctYEpR2xpqeJNb17uW76UhwGCSuSFtPcvfNl3AYbF9cuzUwAACAASURBVI5bmr23JdzOP9teY17xYcwrVtpf3ngfT+2/m1JTFefVX4VWUD6LtJji/e672e5bwSz36SwovXxYXY6nBuiPrGUg8hH9kTXEUoUrJVrBQrF5AcWWxZSYF2PSFdZfQRA4ouRCwkkPmwaepdw0lXF2JemY4jiUKfbDWNn9Ioe7F2eJ/k+sPIa3uz9gZc9qTquRRnCOLJvJB71b2e5vpcFZx2RnBQ69ifV9+zildiZajYYZxRVs6Ve4yycVFWfLwgBVDger9u7L/uy2mPFHoyRTaXRaTRbTEUvkZK7J1IhVrq9k5hqKxtnbM8D02qGjx437O+gLhjlhev7i4g3t7ezp7+ecQ9SZSFvAx5v7dnNOwywVf/DTuzbhHZS1euNhHtuzlmVV02hwKaXph5reJCWmuWKS4igHYh6e3P8CDY7JLKtQxneCCR/PtNxDmbGa71RfolLgaMrHKy1X0hfbw/FVNw/rWEOJZjb3XMna9lPY47mLULyJUssSppbcwhFV/+SIquc5vOJxDil/kOmlf6TMciy94ZV81n0p77csZtfA/yOVLrzc16CxsKz6ZvQaC2913EJKVEoxJq2ZZRVn0xzeyVbfx9nzJaULMGtNvNH5bvbs6PJZhFMxPhnYBcBUZwUug5m1PdJ8q1GrY6q7LJu5AkxwF7PLo4zfVDucg5yrSe1cderyTObf3OH9Aa/UKynKcZTptMi+fX2ML8AJvHplI+FQjJNOHXrvaygY5ZcXPoynL8BvH7mIbxw/86CV7AVBYPrssVz7x7N45O3rOPmc+ax+czOXnngXt//saXq7hs9kHU4LV/3qFO568ALMFgO/ue45fvurF/DLGXwhMRh0nHf2fJ58dDnHLJnKP/75Mede8Fdee/2zIXu4haSy1MGFp83j+Xt/wAO3fJeTljSwcVsr1//xX5xyyYPc9ehKmlp6R/5FB1lKXDa+MWscr63ZdsC94a0tXUwfUzHk5xuKxflg9z6Ob5hUEMj0SuN2jp80AbdZDaB8dPNGZldUc1iFYks29bXzUVczl8iLvUFKDP68/T0qzA7OHqs44jc6N7DD38rlE07CqjPJvzfNg3uewKq1cNHYs3P+XppnW+4lKSY4v/5aFdubKIqs6voj230rOLzovGEdazzlYXvfzXzQspitvdfQE34Xp/EQphbfzOEVjzO74glmVz7J7MqnmFV2LxW2U/DHtrG970ZWty5hS891JFJD976/UfZjykxTWNn1e/zxTtW1U6ovICnGebPrH9mzKnM5051TWNWzNtuvnVc8Ba2gYXWvBGLSChpmF9exvrc5+7gZRZVs9/YQS0mZ50R3Ca1+HxG5h1rjdNAbChGTM1OXxYQogj8qlYYzGWosp2qWcbzDyVfSue7rGUAUYVJVfgkvIx/taUan0bB4Yv7w9mvbd2LS6fJ2tb68q5G0KHJeQ+4aJpFndm9ibtmYbOkSpF5rJJXg8imKs2wL9/F216d8u2YBVWalD/JMyysk00l+OP48VTn4lfZHiKbCnFt/FQatkhUk03FWtF2PL9HKSdW3M9aeT/YNEEv1sb3vZta2nUJf+APGui5lce0HLKx9k4bS26ixn4HTOB2ncQZF5iMotRxJpe0kGkpv48gxH3JI+QMUmxew3/con3SeQyRRGEVp1RVzVMW1DMSb+WzgOdW1OUVLKDFWsrLnpaxCW3RmFpbMYf3AJuIpqRR0qHs8Jo0+23fVyEr+2YBCczijuILtnh4FIewqYr9PcR6VdhvdQQWG7zSbVKueMj2OzLhOUgbm5JZnvAHJGbtyWJt6+wJEYwnqxuTr0+r3tlNe6aJhVuF5UFEUufeGF2lv7uM3D1zA1CEIHQ6GlFe7ufSGb/L4e9dz9uVHs25lI5ccfyfP/20ViXhy2MdOP2QMDzxxCRdedjRr3t/BJec+yIaPm4Z9TEmxnZ9fcxIP/eUCxo4t5c57/sNPr3mafc0H5hAFQWDWlBquufhY/vXXS7n7V6ex4LBxvPrOFr53zRMs/9Uz/PvdLf/TsvGxsyfhCUTYdQDOPZlKs69ngMnD2J31zW3EkymOKdCK+mBfM4FYjO80qEFO6zvbaPH7+F6DGiz31K5PsekNnJPDW75poJXPPW0sn7go23JKplM8vu8dpjpqOa5CQQ2v7v2YptB+zq8/PbtYA2Bd/1vsC23n1OqLKB1EZ7iu72F2+N9kdvH3mFt60RBr45K0+p/ho7YTaA/8kxr7dzmi6jmWjPmIWeV/osZxJkXmI3Cb5+A2zcZtOpwy63FMK7mJRbUrmV/9KvXO5XSHXmdd+6kMRNYXfC+1GgPLqn4Dosiq7rtUAKdSYyXzipeyceB9fAlllGxRyRH0xPrYG5LAkXa9mRnOejbIQT3AYcVjaA176I9JtqShqJxEOs0+v/R7xrrciEBrQMILVNil9y5je5xmyVb7ZNuTwdpk7A5AMpVC/3V0rvt7pXJnXal7yHvW7W1lRnV5Xkk4lU7zn127OXLcWKwG5Zooiry8s5F5VbXU2BUKwo+6mmkJejlnoqL48XSSZ/atZ2HZeCY6lNLG0/vfQ6fRctYYxeHuDe5ndd/HnFh5DOWmXD7hj9nsW8ux5adTYVIb7g977qM7up1jK2+gxlo4Y+oJvc1HrcfTHniBavsZLKx5kwnun2LU5aOiC4lGMFBqWcLMsrs4pPwvRJKtrOs4jd7wewXvr7fNZ5xtMRv6n8QXb8/5PVqWlH6Ljsg+dgc3Z8/nFh1KLB3nc18jIG2tmOkay6eePdl7prur2R8awBeXHN4UVxmBRIyOsBTNjnE4GYhGCMQlJS61WekLhbMzaHaTEX80lv3SZQbrE/IO1WQqP3P1y87VmVPibJNnQ2ur1foUicT59JO9LFg8ecjofcUz6/jg9c18/2dLmTVv5J7UwRBnkZXzf7aMv71xNYcumMjf//gGl5/yJz79aNewj9PptJz9/UXc+8hF2O1mfvnTp/nLXW+OOP4zYXw5d99xNj+/+kRaWgdYfvlj/O2RVcP2cId8DloNc2fVc9MVJ/Lqg5dwxflLCIVj3P7gW3zzh3/lzkdW0tw+OpT0F5HDJkkl240HMJbTMeAnmUpTXzb0KNa6vS0YdVoOqc0f03l9507cZhPzBwGZXtnViFWvZ+lYBbfhi0VYsX8Hp45tUFXRnmhai0Nv4ltjFHv0VtendEU9XDBW2U8dTcV4tuUVJtjqVVMJ3ngfr3c+zSTbLA53q/dVN3pXsGngGaY5T2FO8YUFX58vtoWPO05nR/+tOAxTmVf9ElNKfo3TOBNhFEAnQRCwGSYxsegq5lQ9g0YwsLHrAnYP/LFgT9aur2Be6XLawhvY6f+P6trCkhNIk+KTAaVCNts9Ew0a1g8oIKbDiyawO9CBPyFVa2a6pc9+i0eyYxlu4V1eKdAa45BK/i1+ybmWWeWxP3kyIbOLNyCvt8wG9Tm7m6XM9WtYFm7u9aARBGpLCq/H8keibO3oZt64/DGVje0d9IXDeVnrpu5O9vo8fGeSuhfyzO5NuI1mlo1R+lRvtm+jNxpUrZLrjnp4s3MDJ1fNpdiogAaebXkVu87KqdUKajicDPBy28NUmepZUqbus+7w/YdG3785tOgsxtvz+0GimKbJcz+f91yB1TCe+TX/YmrJjaN2qoWk1HIUc6texKyr5rPuy9k9cBfiIJQewKKyH6MRdKzuuVcVRR7mXoxN52Rtn6L80xyTsWotfJKDGj6saALNoW76Y5LznOGWkHrbvFIpeKKs5Lu9Uim4TlbyTPZaarWSTKezpWCH2UQilSKW6a3q5PGopDpzzXWuvmAUrVaDxawYrFaZRKFm0Pzqxo/3koinmL84v7UAsKexnb/e9m/mHDmF05cfWfCeL1PKa4q48S/nc8tDF5JKpfnVhY/wx2ufI+AduuQLMGFyJff9/WJOPfMIXnl+PT+64CF27egY9jGCIHD80hk88fDFHHf0NJ59/mPOv/gh3l3VmDcyMVpxOSycdfLhPH3XBTx4y1ksnjOBf63cwjlXPsaVv3uRNZ/uPaAy9IFImdvOmHIXG3e2jnyzLM29kp7UDxPUr21q4bAx1XkzjtFEgpV79rJs4kR0OeXiaDLJiqZdLBs7EXPO/uiX9m0llkpydk7W2hby8E7HDs6sn41FJ+lvSkzzVPO7TLRXM69YmW54reMdPAkf59efka2WiaLIy+0PIyLynZrlqoCxL7qH1T33UGM5nMXlPy0YTHYF32BD53kkU35mlt3DYRWPYjMU/m6MRpzGmcyrfolq+xk0+x5hQ+f5JNP5s9bTXd+iwjydj3r+QjipZKklxkom2mayvv+dLKrYrrfR4JzEx/2bsnp5mHsCImI2sJ/mqkQrCFnnOtZehE7QsNOXsTuSX8nYnTKZsKY7JD23TOaaca4Zu6POXL+mZeH9vV6qihzZHttgWd/cRloUCzrXN3ZKCOIlgyjHXtq1DZNOl+WUBOiNBHmndTenjZuRJe0XRZEn9qxjnK0kizwDeGb/KgQEzq5bkj3b5tvJZl8jp1afgEWn9FhWdD5JKOnnjNrLVUCC/thePui+myrzLOaWXJz33FPpCJt7fspe731U2k5ldsUTWPXDE/mPViz6WuZUPku17XSafQ+xo/93effY9KXMLfkBLaH1NAVWZc91Gj2z3UvY7t+YLdHoNFoOc89go2dLdub1MLcUmW/yyIu25V71ZlnJJzqlUvouWclrZSVvlSPIcpvMJyyXZxxyBJntfWgLl4VVzjUQwWkzqYxHe7sHk1FPSbF6OfS61Tux2U1Mn1V4lvih21/D5jBz9R/ORDMKUvsvS+YcOYUHV1zJ2ZcfzaoVn/HDE+9k7Tv5TDe5YjTpufyq47n9nnMJhWL89KJHefax1SM6M6fTws+vOYn77j4Pt8vKrbf/myuve5aW1v8+2xQEgZlTqrnxxyfw8gOXsPy7C2lq6eWa37/MOVf9nbc+3P5fO/Dh5PDJtXy2u33UfdfmHqliVl9W2Ln2BUPs7uln/rj8FsL7+5oJJxKcOEUNJnt3fxOBeIzvTFZKxaLcijqkpIpp7pzK2N6P0QgC545TRvVW9WymLdLH9+oUnutAIshrnW9zRNGhTLYrNupz7xq2+zeyrOIs1Z7URDrCWx23YNQ4OLbyVwVHbfZ5H2JL71U4DDOYW/0i5db8na//jWg1FqaV3MzMsrvxx7byefdPSIvqSoogaDiq/FoSYpQ1vQ+qrs0rPg5vop8dASWIn1t0GJ3RblojUsA41TEGs9bIpwOSc7XoDEywl2Wdq0GrZayjiN1y5uo2mbEbDLQGMkG9ZBd6ZLtjH8HuACSTX1Pn2tbnpba4cNYKsH5fGya9rmBpZtXefSyqr1eVhNOiyBtNuzi2fjx2gzIy8dr+7STFtAqpt93XSaOvk3PHHZGNCIPJCG90fMLSisNUO1pfaX8Tt97J0hwQU0+0nQ0Dq1hUepJqw01KTLKy83b0GgtLq27MU/BkOsinXcvpCa9kUtHPaSi5DW0BsusvIlqNkWmlt1LnuJC2wLN0h97Mu2e661RKjBNY1/cQKVHp880uOoo0abZ41+aczSSYDLEn2AzARHs1Vq2JzV4JeWfXm6i3FbPdK4EV3EYLxSYLTT7JUGfKM5neR2mmPBOWIkjboPKMbgjnmosADoRiOAahXjs6vVRVufJm/DZ83MThc8cXRP3t3trG5o/3cuYlS3AWfbnr/0YjBqOe83+2jHte+AlFZQ5uufwJHrj1VeIj9GIPnzuevz51KYuOmsrfH3yPW65/nnCoMLgtVxqmVfPAvedz1U+XsW9fL5f86DFeeHnDF840i5wWLjxtHi/ev5ybrjgRo17HTfe+zlW3vUTHQZ6ZnTW+ikA4Rmv3yONNAK39PuxmIy5rYYq/T1skYz5nbL5zfbdpLy6TiSNq1QjiFU27KDFbmJ9DdbhtoJs9vn7OzGGBi6eTvNzyGcdVTc3SHAK81PoRNeYSvlGmTDf8p+t9IqkoZ9YqZP2JdJwVnU9SbR7HopITVM/h475H8CbaOK7qBiy6/MChyXMfezx3UWE9icMrH8WgHTpz/2+l3Ho800puZSC6lj2eP+VddxvHMMP1bXb7VxJI9GTPpzlnY9M5+XRAGRWcXSS9b5s8WwEp0J/pqudzr4L4ne6uYptXAUlNcJawR7Y7giBQY3dmg3q32YROo6E3VLgsnHGuuXOuyVRqxFWJX0nn2u0LDrtDcXNbFw2VZXlDvG0+H60+HwvGqJX/s+5O+qMRjqtXc4W+vn8Hk12ljHcq4KR/t25BJ2g4oUZR5pVdnxFNJ/hWjULw3xruYLNvO8sqj8KgUco97/a8iE5jyCsHfz7wPH2xPSwu/xkWnbo8KYopNvf8DF/sc2aU/pE65wVfKmn8hKIrcRhn0th3E9GkGlavEbTMKf4+/kSnir2pzFRNhamWLTmo4QbHZAQEtvmk5dlaQcMkRzU7/EopbqK9jD0B5ctSZ3PTEpQyBLvBgFWvpzMozcJmKCozZWGrvGouJK97ygAIMk41nc7PXIOhKNZBhP3dPX7KBy0U72z3MNAXHHLjzOv/+BijSc9xp+XTag4niXiS9W9t4aUH3uH+657lhjPv5eK5N/Kjo37H7csf5sk//Jv3XlxPy67OkX9ZARk/rYq7n/8Rp16wiH89uYbrznlwxNlYh9PML2/9DpdduYx1H+7ip8sfpX0U7FBarYZTTjyER/96EYfOquP+B1dy5XXP0jGKWdyRRK/TsnTRVB79w3lc9YOj2bKznfOufoxnX9tw0NifxsqLApq7huZWzpVub2BYu7OtvRudRsPUQWxwoiiytqWFeWNqVSXheCrFB637OKZuvApZ/EbrTrSCwPFjlCrah9178CeifLNWcbjNoW62+Jo5RaYYBUimk7zd/T6HuBqotSgAzE8G3sWX6OekyvNUgXtPdCdbPC8z3fVNqi357GNNnvvZ672fKtt3mF56x5BjewdDquzfpsb+Xfb7HqUv/EHe9RnubyMi0uj9d/ZMK+hocB7BjsCnJOSJB7fBSY25iq2y3QGY6qhlf6ibcFK6Z6K9DE88nAU11dldtIW8Wd2qtNnpCknXBEHAbTbjiRS2O7pBdgcgJYpfv55rIpWiLxCifAgljyeTNHb2MKtA1rquRTLq8wettHt3/160gsCRtfXZs55wkI29bZw4RuljpMQ0r7dvYXH5RFwGBW36Wsd6xtsqmWJXotI3Ot9DL+g5tkxB+vbGOtnk+ZD5xUux6ZTM2xtv45P+xxhnW1ywz7rH8yf6Ix8xpeRGKmwn5l0/2KIR9Ewv/QNpMc623usRRbUxq7PNx6YrY1uOkgM0OI+gObSDYEKK+Ox6G2Ms1VnnCjDFUcueYCdxmQpxgqOU/cEBYilJUcfYXbTI5RhBEKiw2umWlTwzvuCJSOUYi1x9CMlr5gYreVLOonINVzAcz9uG09vrp7RU7Vx3bJNKRtNm5s8qhoJRVr32GYtPmoXNMTJROUiOftXLn3DJwpv4zbn389CNL/Dei+vxDwQZN72GojIHuzY18+ydr3PHpY/yw4U3c9mRt/LCfW/RO0oih4zoDTp++MtTuOG+79HS1MNPvn0vm0dABguCwLe/O5fb/3Qunv4gP/7Bw6xfs3vYx2SkuNjGbbecxs+vPpGmpm4uuvRRXvn3pwelX6rVaDj9+EN5+q4LOLxhDH9+4n1+ccerhMIjZ9cjSV2FlIE1d47SufqClDttQ17f0t7NxPKSvH5ri9dHhz+QZ3c+6WwjEI9zTL0aCCftNq7DbcyxMW1bcBssLMhpRa3oWI9W0HB8pRLgre3fiDfh54QKhYM4mU6wqucV6i2TGW9TkoK0mGJV1x8xa90F21BdwRXZFtS0klsPKt3hUDKp6BfYDJPZ2vuLvMDeoa+g3jafRt9rpNIK+GmGcy7xdIxdAQVQOd05mR2B3SRlOzPVMYY0IrsC0vd6gkMau9vtlwL7MTY3iXSaTpkhrtxqo0sO6kHKXjNBvTnrXAvbHYBUKo1O+zXLXLu9QUSRIZmZdnT1kUilmFVT2LkWWcxMLFGvtlq5v4nDK6pV22/+07oTETghx7mu72umNxrk5FqF1WlXoJ2dgTZOrjpC1fP4oHcdi0vnYtcrX8b3ul9CK+g4svSbqr+/tvdBNOj4RvkVec+5K/gGzb6HqbF/lxp7Pu9nIUmnw4QjK+nz3khH7+l0919Gv/dWfMFHCEXeJJUeObOw6uuZXPQLBqJrafE/qbqmEbRMc55EW3iDCjk8wzkXEZFt/g3ZswbnJHYG9pKQqcqm2mtJiimaglJmNsFeRhqRfUEpU6qzuekM+7MzZxVWW5Zf2G40ohUEBiISYMcqL/0OxQsreapAzzUUjmGzKNF3JBrHH4jmZa57dnWhN2ipG5sPFFv178+IhuOceNbcvGuF5LPVO/jZ0t/zh0sewWQxcuMTl/Lczj/yzz13ce87v+SXj1zCrc/9hL9v+C2vtNzLg6tv5PLfn4XZauSRm1/i+4f8kl985242rNx2QL3HhUunc88LP8bhsnD9BQ/z0qMfjPj4Q+eM476/L6eiys2vr36WZ/6+elR/MwN4+vvfLmJGQw333Pc2V/38WVqH2dJzIFJe4uCOn5/K1T84mnWf7eOSXz9L+yjLuUOJzWyk1GU9gMw1SLmrsHNNp0W2tHcxszqfGGFtizQWMr9OXTF7p7kJg1bLohrF6e729tHk72dZrZK1BhNR3uvcyQnVDehl6sJEOsmbnRtZVNKA2yA9J1EUeaPzXapM5cx0Tc0+/lPPB3gT/RxTrl5dudnzIn2xPXyj/CcYterXFYzvobHvRlzGw5hWcsuoHKsoJolEV9Pn+SXd/ZfQO3AVfd4bGPD9Hl/wsVHZHa3GxMzSu0iJUbb2XpsHrJzuOpVIyktTUCkDj7c1YNHa2OJTWlLTnZOJpxPsCkql4CkO6b3PVM0mys51j1/qs9bZZYSwXDWrtNrpj0aydqjIYmFAzly1Gg1mvS7f7uRUVFJpMW/OebB85Zxrl0cytEM51y3t0pqyGTX5BBPr29o4oqZGpWDdoSDb+3s5uk5N2P6f1l2MdxQz0aXMtL3ZthWrzsCSCkXx3+jYgEGjU82XrepdQ0JMcHylsr/VG+/nU88HzCs+Drte6ct2RRrZF/yIQ4vPwapTO/1wopXGvhtwGg9lcvEvh35TMvdH36Or7wL2dzTQ1X8egeATiOkQsfhn+IOP0O+9ge7+C2ntWkAg/OKIRrPafgallqPZ47mLcEKNqpzqOhEBDdt9CgVZpameIkMZjf5PsmcNjskkxAS75b5rRsl3yko+wSE5r6aADIO3uxCBtqAMYrLaspmrRhBwmRVWpsyYlRJBKlyqQLbEk9v7CEXiWMxK5trbK+lT6aAVdHt3d1M/rqxgv/WtFz5h3JRKJs8sPPuaK4/c8hLXf+dPePsCXH3fBdz37q+Yf8IhOIpsBUv7BpOeuilVnHLREu56/Toe+fgWzr32JDqbe/n1WX/mN+fcT9f+vgJ/qbDUji/j7hd+zLyjp/LQ71dw302vZMvlQ0lFlYu7/3YhRy2dwWN/fY87f/uvEcn8M1Ja6uAPvzuDa686gaa9PSy//O+8v3rnyA8chQiCwGnHH8rdvzqNvoEQP7zh2S+8iaeuomhUNIiJZIqBYJiyITLX/QMegrE406sL2J3WNsqsVsa61b3K91v2saB6DJacUZu32qRxqmW1CvDpva5dxNJJTqqZkT1b178DXyLESVUKuGlvqIWm0H6OrzxKhRBe1fsq1eZxTLIrZd9YKsgn/Y9TZ53HOJu6WpYWE2zpvQatYGZG2V1oBD3DSSLZzIDvNlo6Z9PZdyaB8D+IJ7YTjq0iEHoeb+DP9Huvp7VzLt7AA4ji8FUHq2EcU4tvxBP9hI6gekNOreVwXPpatnlfy55pBR3THHNo9G3MgienOSapWlJug41ykyvrXEuMNhx6U7YlNcYmfTb75apZRQbElFM1y5SFQbI9WbuT4XDOATSlUukRQY5fOeea2UZQ4igMItnT04/DZKTCof4SDIQjdPgDHFKpzmg3dEmZ1/xqxVDGUkk29LZxZJXicEVRZHXPHhaWjceUwxe8uncrc4om4dArJZwPez9hgm0sYywKufcGz3ukSbOwRF3W/WzgHxg1dma5T1Odi6LI9r4bAYGZZXcO2+sQxTh93hvp6juHWGILdtu5VJQ8R131dqrL32BM5Vrqq/dRV7mFytIX0evG0TvwY7r6v0cy2T7k7xUEgSnFvwG0NHnuVV2z6kqothxKU0DJhgRBYKJ9FvuCjVlo/ER5GfPeoEQEX25yYdEaaQ5JSl1rlfrLrSEpe6iySuXyDIF/qcVKXySc/RtOkxF/TPpyWuTRhcwmnEw/K5US5X9lQFOOkkeicdUYTmbNWtEgUFJbSz9j6vPJAgZ6/Oza0sbiE2eN2Pf+4JUNvPDntzj+vIU8vO4Wjv3uvDx6xZGkalwZ5157Mg+vu4Xlt5zO1rW7+eGim/nH3W+MSByREavNxA33fY8zli/h9WfXcc8NL47oYE0mPT+/6VS+d/GRvLXic+64+ZUsneRIIggCJy6byd//dhETxpVx029f4fGnPjpoiN/ZM+p48NaziCdSXPv7l79QibiyyEGPJzDifRkO6yJbYQrM3T1S5WVKRb7ObOnqZlalmtWpNxxir8+jAjKBtNN4mrucMotivz7o3k2x0cqsIqVF8UHPVhw6C7OLJmbPPupbj07Qsagk1+E20hfrZGHJCaq/v933Ool0mCNKLszT4/2+xwjGdzK15OYhKQpBslHewP20di3EG7gfo2EGZUUPUVe5ldqK1dRVfsrY6l2MrW6juuxtjMbZDPhuobVrMcHwa8PqQ6XtW9gMk2nxPa66L7MeszOyhVBSCTIn2WcRTYdpj0iMb1adhWpzBXtDygKK8bZKPso7sQAAIABJREFU9oW65d8jUGcrpjUkBVblFhsaQaBLnrEvkZe59MkO1WmUZuozYtbrFbsjf6dTchtEFEXSooj26wZoGgjKxOtDKPne3gHGlhTlKUxjj2TMp5WrKe42dnVg0umYVqycb+rrIJZKMq9cAbPsCfTSFfGrCPr3BDvoiXlZVKrA6NvCnTSHW1lYovRB0mKaT/rfZYJtBsU5EHhfvJ29wQ9pcH0zb8lwe+CfDETXManoWky6ofdGJpItdPR8C3/wIRy2ixhTsYYS12+xmBajEZTfKQgCWm0JZuMCqkpfpdh5C9HYGlq7j8QfenrI32/SlVFj/y7doTeJJntU18bZvoEv0YYn3qycWacRTUfoiEhnTr2DYoM7q+SCIFBnLaNZVnKTVk+pyZZV8grZqHRFJINXbLYQT6UIyVRkdqPiXDNLijML0rVyjyNTnklle67SuSiKRGIJzEYlEvfKM6HuHK7hWDRBT5eP6jHqSgLAJ+9La/KOOGpK3rVc6djbw5+ufIops8fyozvOwWAaPvofSfQGHd+57Fj+uuYm5hw7ncdve5WfLr2dtqahN97kiiAIXHjN8Zz9o2N464UN3H39CyNmo4Ig8L2Lj+TiHx/Le29t5dZfvkA8NjqHDhLD0113nM1xxzTw2JMfcstt/yJ6APtqh5OxNcX87qpT2N/ez+8e+M9/7bhLXFb6fKERQVKeoNTnd9sK99j3yjOwY0vUYMRALMY+j4eGcrWT+rRbQhYfXqEE4LFUkg09bcwvV8rEaTHNmp4mFpSOz2ajyXSKtX3bmV8yNZs1pcU0a/s3coirAatOsY2fDLyLSWNmpnNezu9MsdnzIlXmQyg1qedUw4kW9nrvp8xyLGXWY4Z8P9LpMD0DP2LA91us5pMZU7mBipInsVlORqNR22ZBEDAaplNZ8jQVJc8iCBZ6BpbT5/35kJ+bIAiMcZxPMLGLgeg61bVx9sWAyN7A6uzZeJtkg5uCygjaOFsde4P7s3+jzlpOW7g3W9mqtbhpk+2OXqOlxGSlKyxlqsVm6TVkWlCOnKAeJNuTtTuyfcm2owpgPQrJV8659gfCUnnQMoSS9w0wvjSfQWVbt2SEppWpe2gbu9qZWVqhIndf17UfjSAwt1yJKj/qkWakFuY41496GxEQmF+s9DfW9m+QzxTnuie4BU+ilyOK1Mr6ueefaAQdM9zfVp0nUl52e+7EbTqC6mH6rKHICtq7jyOR3Et58cOUuH6LIIw8niMIWpz25dSUr8JoOJQ+zzUEQi8MeX+t4yxEUrQHnledj7UvBGBv8MPs2TibRMLRFGxU7rOOYV9Q2dVaby1nf0hx1LlKXmGWyrOZzLVI7oP3y0puNxoJZJ1rJnOVUXuZzFU2lLkZNUAsnkQUwWRSACceOXN1uxWD0CH3CWtq853rx+/toKzKRf2koXmt49EEv7voIbQ6Ddc/tBydfnjU4IFIaZWbG/7+Q37z1OX0d3q54tjbWf3qxpEfiPQ+nP/TpZx3xXG88/JG7vz586RGkY2eed4CfnzNCaz9YCc3XvuPA3KQBoOO6689iUsuWsL7q3dwxdVP091zcJaqz5lZx/KzFrLq4928u3Z4dqqhpNRlI5UW8QQKL5fPiDckXXcPMYbT1DtApdOexwi3o1dqdzQMDuo72zFotEwvVZzupt524ukU8yuUoL7R24knHmZRuWJ3tvia8SfDqqB+Z6CJgbiXBTlBfSQVYot3HbPci1T0qk2B9wkmezikSG1bpGrZzQjomFx8w5DvRTLZTkfvqYQir+B2XE9Z0YPotEMnALliMS2hpvwdnLbLCISexOP/f0PeW2E9CYOmmBbf46rzImM9bkMde4OKc7XrXZQba9ib61ytdXgTfjxxqdRbby0nIabojMrfb6ubjog362wrzLZs5lpkkuyBYndMxFOpLL+wlLlK3wNpYYkwpN0ZSr5yznUgGMZtMxecIfJFovQFw4wr4Fwbe3qpdjhw5RBmR5MJtvX1cHiFeifs2u79NLjLcRgUhfywew/j7aVUWnKoEfsameYcQ5Exl7dzE1MdE3AblPvW96/EorWp9rRGUz52+N5kkuPYvF5rs+8RkukAk4t/NSSQIBh+le7+i9HrxlNd/jZW80kF7xtO9LoxVJY8jcm4gF7P1UTjmwreZ9HXUWL+Bm2B51QD3lZdCeWmBvblRJBOfRElxkr2hnIjyDF0RnuIpKTov85aRn/cTyAhGawaq5vWsORcTTo9LoMpq+SZCLIvE0HmlGf0Wg1ajZAtz2gHOdfBEWREhs5bTIoB9HjDaDQCDruiF20t8pdvjFqP4vEkm9bsZs6SKcN+cR65+SX2bm3lmvsvoKxmaKq8LyLzls3kvnd/Rd2USm67+CEeuvGFEUu9GTn3x8fy/SuX8d6/NnHnL/45qqzvm6fP4Zpff4vPNuzjV1c+fUAZrCAInH3mXG675XQ6Ojxc9pPH2T3MjtkDkXNOmcPU8RXc+chKfCM4yEJS5pYqJb2e4LD3ZZzrUDOuTb0DTCjND8a2dUtBZJ5z7e5gRlk5phwinDXdUlA/p0wJ6j+Udx4vKFNaVB/1NaIXtMwpUrLONX0bMGj0HO5W+rKfe9eQEOMcUaQgh0EK6p36Guqs81TnPeG3GIiuYULRlUOWg2PxLbT3HE8iuY/y4sdxO6444LFAQdBS5Pw1dsvZeAN34w8+VfA+rcZIjeMs+iLvE0rsU10bZ19MR/hzwkmlXz7O1sC+0Pbs/P04m1QBaJKrZvVW6TXtC0q4nFqLm5Qo0hmROYStjmxQXyz7iVy7A+CTiSNyM1fpuWpy7E6mHfU1c67eUBSXpfDqqzaP9CaNKcpfB7Wnr59Jg1DCuwb6SabTzCpTspBUOs2W/i5mlyn9jZSYZtNAK3NL6rNngUSEXYF2jshR8IGYh7ZIB4e5FTRxIh1ju38js1wL0eXMu+4JvE9SjDHT9R3Vc0qlw7QFnqPcugz7ENRiyWQHfZ7rMBrmUFX2MnpdYQah0YggGCgvfhittoTegSsRh9i5WG0/nXiqD090g+q83jaP3thuoillwL/eMpnWsMIhPMZSjYhIe1hCCNeYpb5UR0TqU1WanfREAqTkkZ8ysy2r1G45c/XFJONmNxqzKD1BEDDqdFnnmgm4Mk41s8Mxcx6VHYIpZ9WZzx/BZjOpeqHd8pxmRZUagNK0rZ1oOM6hCyYylLTu7uK1R1dxyg+OZO7SmUPedzCktLqIO169mlMuWsJLD7zD3Vc8MWrg0VmXHc35soP950Pvj/wAYOlJs/j5Td9my6YW7vnDigMuxc47Yjx/ufd8DAYdv/j1P+nq+uKkEDqthl/88Di8gQivvL155AcMkiJ5gYMnODxlpF8e/3KYC9ue1gEvdcX5dqepfwC32USZTemhpkWRxr4eZpaqqx+f9XUwxVWmCuo/7W9hoqOMYqPy+E2eJma4xmLRKVWqTd6tzHROw5SToW7xrqPUWEWNWRnf8cRb6InuYLrrm3mB+37f41h0ddTazyr4GtNilJ6By0AwUF22Aqv5uIL3jUYEQaDEfQdm45H0+35NPFF4VKzGfiYg0BV8XXVeb12ASJr28KacsynE0zG6oxJfdJ2MeWkNSyX4Wotkd9ozdkdOlLojUiBfZrbSF5UqWRa9AaNWhy8mfe72DHgyLgXoRp1OtQVHqxEUu5P+mmaugWgMxxDOtdMnI4kHIfrSokiz18PYInUWkVnEPdGtgBCaAx4iqQQNObRjewN9RFKJLBcuwHZ/CyIiM1z12bNtfqk0Nd2pIP32BreTEONMdagJ+Pf438VtqKPYqJ5x6wq9TjIdoNZxbsHXKIoivZ6rEElQVnTvqMrAI4lW46bEdTuJ5E68gQcK3lNsXoRGMNEbekd1XmmWHEhnZGv2rMpcTzDpI5DwyD9LRqQzKkXx5SbJaXVFpeulJjtpRAZiconWaGEgpo4YM/0Os16f7b+CRJodl1F6mUH69CAl18hKnlmkbshxrsFgFPsgxqbeXj9miwHroAXnOzdLSMOphwwdzDz5+39hNBs459qTh7znYIreoOOy27/LededzDvPreMvP3921E7vrEuPYvEJM3n8rjfZtGbPyA8Ajlo6nfMuWszbr3/Oi8+sG/kBg2RMbTG//+0ZxONJrvvV8/j8B55tDpaJ9WXMmVnHi//ZRGKUoKuMZGyJPxQd9r6AvKTAbs4HFgaiMYKxOJXO/AmGZo+HOpc6SGsL+Igkk0wqUuyOKIo0DnTTUFSuOtvqbWdmjt0JJ6M0BTqY4azPnvVE++iN9TPdqeAAoqkIe0ONTHUcrjLye/zvAQLj7UtUzykY34Uvtolqx3eHJOD3+u8ikWyi1H03Bv1/zymcEUHQUVr0JwRM9HquQBTzqyFGXRku42H0hNSk/aWmiegFMx2Rz7Nn1WYJPNkRkbJck9ZEkcFFR0Sqkth0Zmw6U47dkasWURkRbLTgiUWymacjB9+R4X0OJSQ9MOgVuwNSAJ9ZKJL592uXuQYjMezmwg6lK+tcB7Ht+APEkinGFamVfNdAHwaNljqnEnE2eqQPYmqOkmc4KHOd6xZvMxoEpjkUQ7vNvwur1kKdRcl6dwU+Qyfos71IgGCil47IZibYj8qj3Gv1P4NNPxGXsfA2nEDoSSKx9yl2/ga9rr7gPf+NWM1LsZpPxuu/m0Rib951rcZMiXkRPeGVKlKJMtMUNIKezvCW7FmlWXpeHREZIWwsQUCgU1byCrP0OXTLSl5mkoxSVslN5qxzdRpl4ydvxrEa9ITj8awDMep02T5INnMVM70PVOcxGV1rHMG59vX4KS6150WeOz9vpaTCSdGgmdiMtDd1s/pfn3LqpcfgKhmayedgiyAInHvtyZzxk2W8/vhqnrrjtZEfJD/uZ7edTvXYUn5/5TMjMjll5LyLjuQbR0/lofveHjXRRK7U15Xwu5tOo6vbxw03vTgiReNo5KyTDqfPEzrg3qvDKq8PG8G5BqMxNIKQJRDIlWxQX4DYZr/XS51bndHuGpCC+lzn2hMJ0h8Lq7iE28IevPGIyu40+ltIDwrqG+WgvsGpOLw9wc2kxGR+UB94j0rzDGx6NfakLfA8AnqqbKcWfP2x+Fa8gb9gs5yFxXRgC+aHE522ghL37cTin+IN3F/wnnLrMoKJ3YTiSmlYI2ipME+nI6w41xJjBTpBT2dUwXdUmcrpjCotiAqTO2t3SmW70xOVPj+30YwI+OJylcJgxC//P0OXG87JXHPpDrWCJq/n+rUbxQlEYllO2cHS6Qtg0GkpGtQX2TsgI/kGOdfdnn7GudwqSrJtA90YNFomOhXF3+ptx6YzUm9Tyspbfc2Mt1dh0SmGudG3k6mOiaqdrbsCnzPWOhVDDg+wRHovMtGh7oX4Y5sJxLdT4zi7YEkhkdxPv+9mzMbF2K3nF3wPvogUu24FwUDvECi+UsuxxFLd+ONKlqrTGCgzTaYzopTkKk0SIKMj2izfo6PMWEKHnLk6dBbMWkOBCFLudxgteKJyGdigzlwtej0i0jYRkEi3M9lKJlLMZKzZOddM5lrIuYZi2AZlqP29gTzGJoBdW1qHnW1978X10hjK978x5D1fplz461M57uwFPPPHFbz26KpRPcZsNXLj/eeTiCf53U+eGpWj02gErvn1txg/sYLbfv0S+/cd+MLzmTNquf7ak9i6rZ3b7njtC7M5zZ1Vz5gqN8+9vvGAytUOma0rMAKfckAO6gt9LzuHCOpjySSd/gD1g5zrzgFphGSiW7En2wYkB5CbuW71SOXM6S7FuW717kdAYJpTCeob/buw62zUmBVQ0Q7/JkwaM/VWpYrWH9uHJ76fCYOy1lQ6QmfwX5RblxXkDRbFJL2eq9Bqiih23Zh3/YuK1fwtLOYT8QbuIZXKJ/Qos0rl557wW6rzKstMPPH92ZaURtBSZqqhO6rM5Feay+mKKvpZbnJn7Y5Tb8ag0arsDqCqmg0e+wvLmatRp80G9SBnrnkVs+Ff91fOuQajcWymwjOfPYEQ5fb84fz9XhktNmiIu8kzwHi3ug+709vDBGdJlgkFJMTeVGeFajB7u7+Vhpys1Rv30R3rY6pD6ccFEz66Y21MtKt7b/uCayg2jsdlUBvqjuAraAQzlTY1g1NGBny3AhpK3Xd9KdzCOm0FRc5fEo19SCSWz+1ZajkS0NAXXq06rzRPpze6i5QMdrLobLj0xXTnRJAVplK6ZecqCAJlRhc9UelzKZEjyD6Z59NlNOOJRxBFEYNWi0mnwy/3PjLlmUwEachR8sx7kjtvlnseT0hO2KBXZ65Wa75zLS5VZyHxeJLOloFhUcIfrfiM6fMnUFJ58InNRyOCIPDTu85l7rKZPHD9c+z6bP/IDwJqxpVy9R/OZOfmVl58JP9zLyRms4Gb/t93MRh03HHzK/+VczzqyKlctvwo3l+9kxVvfj7yA4YRjUbgjOMPZUdTN3tbR0+yodNpMRv1+MMjZ65D2Z1uv2ScB8/Wt/v9iECtU71kpMnTT7nVlm15AOyUN7JMcSnAp0ZfJ3qNNssmBLDd30q9tQxbzpatnYEmptjHq4L6puA2xtumq7ZuNQc/AmC8Xb0esTe8imQ6MORkQjD8IvHEFopdv0WrOfi6LQgCRY5rEcUIwXD+1IJJV4HTODNv13SZSZrS6IsqLY1yYw29UWV9YpmxhGAyRDgpBevlJnfW7giCQInRprI7AAMxJbDPVMwyzjXTczVotarMVaMRSIkZu5N9YcO+7q+cc40kEgVLMwCeUKQgVL47GEQrCNnBYJDq4p3BADV2dbTZEvQyxq6ONPcHBxhrVzLZvpifcCrGWJtiaFvCUum43qo4zMxAc61FgdGnxRQ90R1UmdUOVxRF+iIfUGxegE6TT5ART+wkFFmB03YxOl113vWDJQ7r2QiClVBkRd41vdaFTT8BX0xtCIuN40iTUlEhFhkq6I8p4zZFRjcDcW/OdTveuNRjdell0JK8NN2uN5IWRSKpjLPWE05K/8+gKzO0ZHqtNjvXqs0JfqR/pb+VyVwTg/a+AkQiCcyD+mh+fwSHU61HfV0+RFGkfAj0b8ATormxnUOPnFrw+v9KtDot19x/Ae5yJ3df8Tjx2OjGZhYunc78Yxv459/ew9M3MqkCQFm5k0uuOI7dOzp59z9bRn5AATnjtDnMaKjh0cdWExzFNp7hZNFsCb+wfvPogoqMWIz6LJJ8KInEk8PYHckxD66YZVYjltvVTrdjCLtTbLSotnI1B/uptbpVgf7+cDdjrYrdiaZidEf7qMuxO5FUiP54FzUWNZ6jI7yZIkN93mKQ/shqdBonblN+K0oiingAg34qVvMpedcPlhj0UzDopxGKvF7wuss0G3+skVRa0RG3QUpuvPG2nLNSfIn+LFNTZmrDK/Oduw02gsloltvcaTArdkd+70MJuQWl1xNOKGVgUDbfSHYnx7kKAmImqEeN9RhKvlLONZ0WicaTKrRnrnjCEdWoTUZ6giFKbVbVUG9/JEw8naLKpmQoaVGkLeij1qo4V288jC8Roc6qZLj7w1IJp86iRJQtMiJtTM4mina5sV4l9yABBmL7SIpRKszKjBpAKLGHaLKDEnPhfoYv+AiCYMJpyyfYPpgiCEYspiWEI28XLK85jTPxxTarrrkN9QB44opRKzKUMRDPca4GF75EIKv0LoMVb0IyPhadAa0g4E/IyDy9XKqLK2CCwUqeWZCu02hIpDKoYOlvDQYWCJkh78xjcigNo9EE5hyCh0QiRSQcx+FUD8L3dsi7HSsLrzrc9rEUPc+YPzSS+H8lNqeFK+48l+btHTx/T/7awKHkB9eeQDyW5Kk/vzPyzbIcvWwGk6ZW8chfVhIJF0aaDyeCIPCjy47B5w/z1DNrRn7AMFJe4qCuuoj1nx+YczWNyrkOE9SHI1gM+rz90j1BKXgss6qda2cwQJVN7Vxbg15q84L6fpXdiaUSdEY81FkVu9Me6UJEVLHBdcpYh2qzMr6TFlN0RbdlAYgZkYL61RSbFxQEMkWi75JI7sRpu/RL3cQFYDWfSDS+nmQqv83gMh6CSIJAXJmft+qK0QlGfAnFuboMJaRJZ8GUroxzjUuI4AwPszcu2R6nwYwvoQT1kGN3dHpVGRiUoF6nVewOyM6VwkDKoeQr5VyzA7zDKLnbmo8k7goEs4u2M5JZY1aZo+S9kSDxdIpam2JA9welHkCdTYn29odkHlxrrnNtx6l34NArzro9spdiQzlmrZKJdkUl5Sg3KQAnILtiqcSS71xFMUYo/C+s5hPRavNn6Q62WExLSaW7iCfyRxucplkk0z7CyebsmVTeFhiIKWduQynBpJekTNjvNjgREbNK7jLY8MSVlU5OvRJB2mSu1aCs2BZdjnOVyT4yuqDTarLMKJkvv5K5ys5Vfk6JpHSfPte5xhKYcpyr3yf3WwZlrj2ycy2ryh+3ANiydjd6o45Jh9YXvP6/liOOm8GS0+bw/L3/oWOUPdGasaWceNY83nx+PS2jnEPVaAQuv2oZ/b0Bnnls9cgPKCCTJ1aw7LgZvPjKBtravxjR/5wZdXy2vS2LDB+NmA2jc66m4exOAVKbngKZa1oU6QwFVEE9yM7V6sy5L01ryKOyO23hXsmRDrI7gGq9XCaorx4U1CfSYSotyhwsQDC+g3iqb8ig3ht8AK22EpulMNDpYIrVfCIgEo7kB4ROo8SL7I0pS9EFQYPTUI03p2Lm1ksVRm+iT/5Zsu8eOXN16SVbnLE9Dr05C1qyyc41a3f0esKynVGCeoVqNde5CoJApjOSTTy+Tj3XiFzvNukLZ66+SLRw5hoKUmZVl1o7ZOeaq+RtIekDqLUpBrRF5rwdY1WUvCXcg01notigPLY13KFScID2SDNV5rGqs57IdsxaF3a9unfXH/kQm34SJl1+Ty8cXUVa9GGznF7gVR98sZiOATSEIm/nXXMapcjXH1PKgHqNCZuuDF9CUXKXvhgREX9Cev+KDNJ7mmFLcemtBJKRbGnFYTDjT6jLM4GE0u/IloXlzz6ao+TJQcAlpecqPRdhUFk4u8UimSKRSKmca0AeDbEPWiXX2ylFwiUVQ2Su6/Yw+dD6L0xzeDDl4ptOQ6fT8ugtL436Mef8+BhMZj1P3pv/2Q8l02bUsvSkWbz4zFp6/svZ1eUXLkav1/H3Jz4c+eZh5LCGWmLxJLubRw+yMo+6LDxMxazAeGB3MIRVr8dmyOGyjoSJp1JU5tidVDpNR8ivsjvdkQCxdFJld/aH5Q0uORWz1nAHekFPhUlB/3ZE9mHXubDrlf5o9xBBfX9E6sMWmxfkPf9EsoVo7COc1gsRvsQ9rhnR66ag040lFM13rkZdKWZdDf6YOuB36mvyMlcAT1xyri59JnOVnaucufoSUlWhYOaasTs5QX2mHZW1O1otiZS6LJwhcVFarl+jzDVT7x5cfgFJQcPxBDZjvhIUcroZNGqGAQigNyKXccxKpJlBklWYczLcqI8yk0v15vXHByg3KgqeFlN4472UGtUO1xNvpcg4Nm8Exx9vxGU6tODrjsbWIWDEbFxY8PrBFq22GL1uIvFEPsjEoq8HNIQT6tKbVVdCOKlkHVZZqUMpeV2cTnpPg0kpM8wAMsIpub+hMxBOShGjWV6MEJVLMEatLjtTlt1AkVmEnsOMIsihYqY8M7j3kSXyl51rQgY45aKHw3LfzzII5OQbCGG1mzAY852nKIq07OpibEP+7tf/SymucHHShYtZ9+bn+PqHZyDKiKvIxtLT57BuZSOh4PAgn1w59weLSSbTvPfW1pFvLiBFRTaOP246H63d/YX4h8fKlJUtnaPfgWs06Eacj00kkxgKbEgCaSuTzZg/weCN5Ge0A7LdKcmxO954lKSYpjTX7sQK2J2YFJhm5sQB+mIDlJqKVWCmgXgPJUY1HaE33o5WMODQq8/98e2YdTUYdWoGKYBobD0AFvOxhV72QRdBEDAb5xOLbyrYkrLo64jkBPAANn2pyu5k9mSHklKFzKIzIyAQku2OVZ7uKGR3TFo1nsOk0xFPJRFFMTtRotgd9WSCIChO9WuJFs6U/3IBKRnJsPQUKhkH4jHsg5Q/w7zhzDn3yCixDGoMwBMPo9doseawoQzEAxTlZK3JdApfIoDboHwR/AkvadI49eoybiDRhX0QtVgs1Usy7cdqKNyvi8U/xWCY8T+JHjNi0E8lntied64RDJi05UQGbdMx65xEUgpgySKXwiMpmfFEZo6JpKT3OMMuE5GV3KTVE01lSr8ZJc9B5qWUHitAQs54NTnMKJkyjCiq/81IVuk1avRwLvdvNCJHqma1HgV9EWzOwtR3vv4gkWCUyvr83a//13LUaXNJJdOsfnXDyDfLsnDpdJKJFJ+s2jHqx1RWu5k8rYr3VzaOfPMQsmjhJGKxJJ9s3DfyzUNIRYn0HezsGX0GrddqVFlIIUmk0ir+8VyJxBNYCtqduAqgBIrdcRiVTNcr2x13rt2Rx0GKjErFbSAWQC9oseWM/3kSXtx6dTXFl+gvbHf0FXnZVCjRhFWvBj5lJJb4HEEwo9f973AEBn0D6bSHVLor75pRW04spW5XmLQu4ukQyXTGQartjkbQYNIaCcvUq2Ztxu4ogXwklUAUpf2reo0mG9TrtVpEJIeatTsZfIcczGRm6gWEvIBAGKEu/JVyrpkvQCElz4xmDHauiVSKSCKZpa/KiDcWxaDRYtblbEgpoOT9sRBFBotKKQc7VwWJppR1fAlpUNxlUJQ8mY4RTvXnRY+hhDSIb9NPYLCIYpJYYjNGwyF5175MMeinkEy1k07nI0dNuqp856p1EUl6c36WlDycDMo/ZzLViPyzrORJtZJDrnOVP2+NJutM9ZkIMqUghNOiOnNVYki1081yfmbKwokMelgNcAIwDRq7CPoj2ByFnWtmv2plgcXq/9cytqGauilVvPf4T8arAAAgAElEQVTC+lE/ZtphdbhL7Xx4gAjgI49pYM/OTtpb/7u+6czpNdhtJlZ/9N+R8IOUhZa4bQfkXHU6bbYfP5QkUimVnuRKeIgJBn80mldJ88lzkyMF9f0yW1mRIce5xoMUGdXkJt64X8VjnhbT+BL9uPKcayeOQa2otJgknNiH1TCEc41/jlE/A0EoXA7/MsSgl8rW8Xh+kGbUlRNL9ZHOYXKyaCWbmwnstYIWk8ZMOBXIucec5TW3aKXPI5JUgnqAWFqpkmUnEbKL6VMIgqBqQQ2eqUfIszojylfLucpfAF2BnZgRuTZuGdSPDco8tHmZazSKw6geCvfEIhi1OpXD9cRCuHOiR1EU8cSDKufqiWecq6LkWeeqV0Z4Agkp6rLnOddmAKx6dX8WIJ7YgShGMRkOy7v2ZYpBPzX79weLWV9NdFB5xqR1EU35stGbWSuVuDIRpFmbKcdkIkiZ8SQnc813rhmiCF02sMr2S3MWoadySjOQn7FmnO7gFXTZ0RxV5iqjAwf1Todzrp1yf6+yLn+X5/+1CILAUacdQeMne0e9ZF2j0bDguAY2fLAz+36MRhYfKxnG99/ZNsKdhUWn0zJ/3gTWfrxn1LtjC0llmeOAlqjrddoRy8LJVBr9ELt4I/FEdv46V4Kx+DAVs5zss1DmGleoQJWzAO4cuyPZIq/K7oSSflJiKtt7zIg/0Z2H84gk20iL8SGD+nhiCwbDrIKv+csSo+xcY4l8HTJpK4A08VRfzpnkXKOp3MDelrU70s/m/KA+lcl0My0o2fZodDl2J+NclRZUBiOSbTXlgiYHl8y+TmXhVM6LHCwZFNfgfqzidAcZy0R+ySaYiGWb2hkJJKI49coXIZ5OEksnVMvRg3J2lukrSmeSw830AADCMvvI4C04sWQ3AnoM2vzMJ5GUCK0N+uH3hx5s0eskGH8i1ZJ3zagtI5ZSG2qjxkaaJEkxKv8svWextKTUJlmpY1mlNsjXFYeqRIzS5xtPKaCleDZiHORcBaUck3WuqAFNGREHEWqnkupMFhQWJ8Mg8EokFM/rw2akv0smw6j6vyGPGEnmnSCB0DLjQqORwxdNIhZJ0Lwrvzw3lJSVOxk7vozGLa0j3zyEzD6snmAwRnvH6Humg6XUbaPfGxr5RlkkxPnIznWo/ZyxZDI7qpEr4UQC66CMNjPaYdUrGW1QBtDk2h5/IopO0GQzLQB/MoIjhzwilo6TEJMj2p2UmCSW9mMdNGkQTUrjg2ZdPlYgmepEFKMY9JPzrn2ZotE40GrKSCbzx6kMWgncFc9hcTLKQXwsJ1M1as3EUgpntUlrICYH8QaNHLjLZeT8QF5LfFCVLMtdrtGQHDRmk0tUk/Wt8t/9WgGahtuTl0nPBzvejBHOHcQGucwz6N5EOoVh8H3pFHqNYmgTcknCkHOWGUg2aAw5j0vIf1f5wiTlAWi9Ro0sTIlhtBrLEK9Lpvb6EphRhhONRoqQxXQ+EEYjmBBJIIq53JqSEcmse8oww2R+1ggaBATS4iCS/czmGpTybkZxM4U6jSBkPeXgPkYukGCoHsdgp5v9/QU4QNMpObsd1NdPJpJoh9jLGsv0aS3/u574gUh5jWRU+0fJHQwKKtrTOzpCiYyUVTgZ6BsdeKqQFBdLxtLjGX5LzXBiMuqzPNKjEU2OYRxK0qI45NxiKi0WrKZJvTq1zsQzuJEcncu0PAw57S7J7mhVNiGRTmLI2ayVsTG5dicpZuxOzllaCnh1g+1OOiyfq8cUAdJpKfPXagqPnn2ZotHYSYuF7Q5AOmdzl1bGoaRySsVaQZv/M8q4nlbQZDNOLYN6p4JCwJ8d7ZN/T+5Pg8f+CmnGSFPBXy3nOgzzxf+n7qoD5aiv9Tczu7Pue93jngAJIQRLkAAl0EIpheKlDYXiBGihpS1UaLEiDdBHKVAeLsE1WEiAuNtNrsteWdfZkffH+M7ulUB46fkr+5vZm5WzR75zznc4xVDqrxVi5NpzE1XoSHmDw2UkJVfvkeBJQnsmK7TqcFlJAcyaH4Oc1VEFm2w4PgOKKA45ykpOEsXJ4g+UkIT4g+MFYwZASUrOCVnNmUm6Py89n5Lu0bark4qSq7CKXDtV6cOUZgFNdspDr8RCCWcrXtPfo5wr9RFC91j7lfMauFkrLMvryCe0kkszMNEmUCWu/3+L1WGBw23DwCicq1/iVh4pW5PyvIAT4RF2JhcTn1fid42MPPMsFAttGpVz1RrUUiIM6Vx5JVjUirYRRj3Td70Dqk0xE0bnqpU8z+oD/SJ2Jy9lZCZN8yMnyGd6u8Py4mdMkXrCFADghf8fuyP+n66ivR6k9J54QWVpkoN67Z5pijDp7I7Yl6GxQyAUu1MYaIv3Dp+dFnZ3FP57JHJQOVd5F3QxJecLYENZlNZpgyMtnrkWRpqF2ayapRqzWTOhV3ICBEiozx06cy3hXIUYADOIEs73QAlB2AEQ4ItkrhQpR5CqkpMFmStJkFI2qo0gSUXpyYKIkSSKZa6qkhsUXvN6CmFhw3uR71PeG6TXLxTcoSIgVEEmwrGcrqtYK7kMA2uRVWQHkwSqvAp8PRLx+B0gCALhvlE616AT0UhqxHtlDc/3SUP+o4B1C4WmTciNkPYRkNCPYZ1raZiPEwRDMAaUcq5S5kppM1fjGcNzOhsj3qe3RYrd0QXweeOZZHdMZEFQL8jO1Ui3Kjs3GcH6LoUgnUUzVzkp0TtXGSEr7VxJglLsjPhYtTVUQdcvCQ2zGwoQLkJN8FDE8Y5WDirnKhR0f2qFK0E5pRjLgnNOEAzRJicYfwx5gdOdsZJzpTRKzgpybVCbueZhIsy6D51Tsjp9HYYTcko2WCg8nwJJOA449VihEAQBgrBBEIzwHFlEyUklc9VsiiAoRYkBPfRbqNSUJjulikAufIED5TUhZKFZHC6CNGS/mo+W44pnrhzHGxyuLEwuD7Plu+uo3B/xBl2IjgLiNZkpOFxWxEeZQbo9dvC8oJBxjFac0vq/+DfY82oxU8qY1UhkJLCwAKFk8MbzgsG+AGLJoxAxk9EZE6G1KfrfhHjGGR2zwIEiKN1j8W9pA/i89Le0DpeRzvQBIKcgaUbbIwgye5rR8R5oIQl7UbtDKFkqo7lXOoPW7pDgoc1UyZLOVQ3WNdkpCgN51dnyBTBwsSB/xO9zVHcfYFFIAoq8CbU1mi841zfAyGIi9R+4eEYpEI0sZpJSIkvxsUn6e+p9csYqO17xjAYr5HWv1UTK9QE9QTlF2JT6R6GI9YeEbofqdyGCwEEQ0iAIYz2Gk2o4pOZHySu1VvVHzQmsAg+Lj3nFOHAGJyvo/g3oax4qRAPp/1YKqYZYa7gwRP5GZAeqVSfZgXKcXscoE1Wyg9Vio8F8A+KD70IGe6LwVxRnlyomuWweyXgG3qDx+x9KwoNJUBQJl2v/kJaYRD/p9e6/Uc8yrI4YZDgZqp4qi9awFop2I4pWxB2fBXqkzGlrbApltFHmEraIFYa2OyYpY5XnPsUzMRhmDXbHLt1bzJGJGWuxDPJACy8kQRZx6nIwT2rg7WIJC1cQhPACpwtAeIFXSk9qVqo+NmSsGnKaQuRMqzWjTYAOKueqONAiiizDvmyBMsuKWzgkTlP6fXyAyFvLFNxnJc0KmQGgdrlmOVV5LaTc+aqe0ZQVAgTkNVGWWaptMAXKbCJdYIvArwBAkUEAHHh+/7sn90d4XpobK9LQIMNJ2u098g9XbTDgIEBQfuziPSxMskEoaGwSHa8+mzVpaq+GJiRNVEkQRieplcLuvUJaRO26NLmRiS+ANc00hXyJOp7dZUU6kTUEdgeLsHkOPW0DqBlrZOEpJX1dor5V1o2Oy7qnK4KKKq+hIWyk0hsSG/gqRxEIFEo6w8A+Cpie50tnpbKQZOns1kSq/NZaMRdQ5AEqN7bWzsjwL6NxphbSpIyHqGdmnd2RG5mymk0xcpc+w2c194mBTr7A7phJsZ7K8saZYIoSR3k4buTr+74t4flI0QZOThDRDG0JTYG8CW3jqIgaKo8LnKv2MVssyCf1/SCq7dEG9cUbm7QyXB57UDnXoYyo8oEUGDh1EFh/ThdxpNoZJ1mslEkZMBbvkYeOVcW3KGMmRZSc0yq5Q3othUruBCsUh+woaTyH479bJeck50oWca4snwIBs9JgAGiaJuTsXPp8TAqUw0vOVg6C9JCWCHnpG5lkqI0TBDWyNHTrFclcCejuKTyXfwhq5qpxrkrmWuhcTcgzxTNXu8sKQRCQ3Y+tMN+FhNoHwHM8asaM3Ln2SEQQVXXFV+yVku7OCKpr97+zXXWu+99Ik84wuk1HwwlfomaqFW3dv1C0FJxaKWZjaMW5amyKvIxCd2Y22CILRevsjjLOpnO4snNVbZEa1OuhdjMlBjB53jgTTJFiUMXzg4ZrB1o4LgKKNOqdjO7JGTegooDaBi65JKc+5pSSnSAIuvKfCq2r0wuFqysJTWCvUqyKostci5wNJQeVc1WJ2Y2KXMj9KIucuTIFkB5NUgblpSlKob5Sz/QOV5mT0kSVagRpVPKcJoI0SxEXw+nrWCbSDV5gdLsKZREz1+8+gpQz5WLLkTk+BVNBh6EcQcqZq9xYYcxUKd1jLVewqQAWJnUKX7z1XRA7TcR/l4gVC6FklQZR78wBdR1dIQRsNpuGyFzF7zX1DeqEB1I694rkJTVjK4a5U5WedtGoVo7CuQqCgJ6uMKpqvolzFQ39N8pcs6PPXMki3b5aITTE7IViokhD8A6ImWuu0LlK+q7LUqVZS63tsVImsAKvKz+JmavR7uQ0dqOY3aEIMyjCjDxfaHck58oVyVwl58oVWf92IEUQBHB8GGQx51oscy1AzMSzvG5JPCuwRcpR0mPemLkWEkRQinPlUayDGCiepQ5Xgz2onKs8S1Y0SixYCSSLzJwik0nI4qItSBacOc0WpFhGF6G6zVZlawIgfpgukw1xVs0+XSYxI03k1ezTYRIj7ySr5dsVFSbF6qNBCyVmFNkCSkFAJXNg8vvP2bo/kmfFRe+mIgPmOa4PNKVngMnxSZgJm1JjlX/cyo9dyupVCF1mRBG/H4ZnFZRBGeLWMKQU1s7lYEqs1RbAvZLrLYT6CiEcRZ801HcyeQRT4EjtTgsyJZZ5y7XMgW9AfHAgZdVbG2G1W9A0pWb4myVZ++lOlFd74Q2MvOa6ZWM7UskcJk/b/wUGX6/dh/o6v2GB/WhkIJJCwDPymi3LcaCoofMNE0kYSk6yWEwm5IqsuLObTQa745A25KQYNRB3FuwRBQCXRFyTyKtO0mWyIZ5X7Q5JkHBQdiTyaklJtTt6h2mj/Aa7YzOJTHEZ1kj6QRB2UGQFGHaX4dqBFJbrBMDAbKozXGM48fXTmoA/x4nvXSaTEM+ysFAasg2O0QQi8mywTCYhT3+oiIK5YDmIansE5d9cYXlK0JQWRlh7Paicq2Jsi/CAKkqb00NzTlpcxC3Tjsnis9oQy2V1mW7AagcvCArHMAAELU4MZPX10KDFjYGcqrwBi/hlDzCqcfXTIpwbZtTIz2EKgCJo3Wo28TVOAAAkGKMim0zVMFG1yDJfGa4dSMnlt4AgrDCbjNRo6Xw7bOZ6/Rkbht2kRpvqVgqxMSIlMaY4THbpfnkrhUSLyObhMEkIgLReziZF9AzHKdBZoXPlecHQmFSo23JGq0C+kpE009IPStNZKhP2Fy7+dnntJTtna6VaZucId6B+l5JKZPDpa2tx3JmzYXMW70gvlHB/Auu/2IMFiw8ZVZPGe29shN1O46gFk/frtYb64ti0uQPHL5gy/M0lRBAEdPZGUFs18uw5z/JFN21pRaRILIFc0GakGWNJwG21IpY12h0AiGjOg1ZptjenOs6gRXQWA7mk5syNwZwewg1YfBjU2B0rZYOdciLC9Onu89DViDF6u0NTAdBUEAnGSHFKEASsltnI5tYUeccHTnKMuK+1GJd6lu0GRdiVjBuAshHHLrHeCYKANBeHg1JHiNJcGs4Sdicj2Rq7bHs4VtnKJaMOMrLAcpyChPIFVKoCUMzwDCkHl3M1FYd4AShbKWQCf1kIgoDbakE8q886fFbxw41mVUcasBRRcqsT8XxWVyMJWjwY0Ci5g7LDQlowmFOV3GcWnWtE41wJgoTHXFPEuY4DATMSjHELDQBYLXORzX096lbvbyIMsxm0eRoITSMAICkv2wG7Se9cM1wENpNq0NJSRCkreVrK9O1SRJliReOiKDnHwKZRcEDl/RSdq6zg8kygCvNQBbCw6hDUjmLAWE81SzzUeU3WYZNYlgo5dd1eO+LR4h3dlQ1loEwkug5C5/rJy2uQSzM4+cKjR/ycT9/aCJ4XsPCM4isQi0k6lcNnK7bj2BOm6vbjjkZWfCyiMycsnLpfzwfErDWbY1FbOXJmoTxbmpRfFtpkKmp3AMBhoZEqMlfrKeJcvRKncEQTwPsluzOY1dsdABjIqQFd0OJBnE3rSlIB2qcL6gHAR5fpgnoARe0OALjoSUgWCeoBwELPBsu1g+W+O73OMZsA0Aq3uVaybA+spipdwJfmwiBhgkWax83xWXACpwT1giAgxWZUu6MQ+Kscw2aSgomkxL4JjlV2tzIaSkSOF7s9VMSsgFdB0+ykjun8F8HC8j7FYuuhaBMFM0UZnCsgrneKF2SuXimCjGrOA1YRStIqeUCKIAd1Su7WOVeCIAwRJE1Z4TC5i0SQNYYIkiRoOOixRSNIALDSc8Hx/WDZlqLXv20RBB65/FZYzDMM1xiuH7yQgd2sh23SbBh2SnWuKVaEyGUlTyr7FKUIUoKJVSXPKzyqWc0+RfH/5IqSaANy5lrQgFAAC8vnhU1vtEQKwWgalWQ4MpMpKCN47UjEMkUDHJOZQmVD2UGZub779EqMmVqLCbMaRvycFcs3YPy0GtSPG3mN9rMV25HL5nHSafu/venDj7dj6uRqVFftP+VeZ6/4G6wbxd9gWE7RhVIirqUrXnMtlbl6LBbECoJ6rxLUq3bHb5Wdq9bGSM41q89cAWCQUctPAYtPF9QDgI8uL2p3slxMgVFlcdETkWSadQxHsljpwwHgO81ec/mNsJinFF2vmWF7YDXp92PLiJnscOVtODI8nufzYAUWdnl/tAExYxS7I5ejrJqtXDRJgSQIDWKmr9WSumYnUUotECmUg8q5ytFl6QjSjETWWBfz2qwIp/XOVV6SPpDRRIs20bn2Z1QFLLeKziGUVZ1pmcWDMJNQ2JoAoNwSQF9W33QUoCvQn+vWvxa6DjGmSzeHBgBuegpiuc06EgZZrJYjAQDp7IeGawdCmPxWCEIaliIbMZJ5cZGAuDRdFDE6HFCgGUCFhZ2Skiek5QZOqT6dZLMwEZRS+0jlcyo0I0E12uXFinPl9DysnIYFpxAWLhzfUTbqsHLmSoEg9PVVm1109oWLwj1+B3iOR6JE9lo/sRL7tnUWvfb/Javf2Yjmze045aKjRwzvbvhiD5q3deH47x824v+HybF44elVqG8MYsr0/au3rv5qL/a19OPE46ft1/Nl2dsu/gbrq0feiMXkSy9Cl4U2F6+rAoDLakEiZ3SuXpsN8WxW1yMSsBrtjoUywU1b0VfM7mT0dgcAejMqcX3QEkCCTSLNahA4ugJhpk/Hr+s1i99LmGnVv3Z6KgTkkcgVWfFGTwNBOJDKvFX0fX/bwvNp5Jj1sBTZACavx7MXlKNSbL+uHJWU1n86FLuTkh7bpfv1mWuaZRS7kym0Oyyr6e6W+0DU0hJFEpqGJnUkcKgmJ60cVM5VaU4qkp0CgN9uRyRt7NisdDoRSuojtmqnqLzdCVV565yi8rYn1SakBqfoMFoSquNscFSAE3h0pFXopd5eg85Mj667r8Y2Bl2ZFh1LUaV1Cniw6M/qoZig/ViwfAzR7HrD66fNY2Exz0Q89ex3Ag2LPyYKduvxhmvi6yPgtqhZbYodAMOn4KfV7CiS74eZoGGXYOEwI36mAVrMbsX1WU5FEaP5DDy0GF0mpC0hblqCjPN5ZYtIVqp7WaSsNs+rq8BUIv7iSl7YCUwQBKxWWtnhCgAeids2HtPrUbm08aavuziF4PR5E9DT2o++zv3bZfptSyKSwsM3PYumqTU4+fyjRvScPMNi2R3LUVnnxynnHD7i/+vZJz9HZ/sgfnHdov1iEstkGfz94ffRUB/AqScb0ZLRyJcbW1FT4UVFYOS0fZlcHnbr0A1UNtpc0u747DZEUka7U+F0ghMEDKRVR2ozm+Gz2nR2BwDqnV6d3XGYLQhanGhJau2OWNtvTakISb1dzOTa0yoaVmMbA1bIozejNipV2ESovSe9Wff/BmzzQIBCf+YTw+snCBpux8VIZV4HIwXVB1LS2Y8gCBk4bKcariWZXeCENLwWfakiwnTAS6soWiQv2mSftOozItkdv9krPRYzWx8tIgNRZgi7w+aVbWpyo6yMpuU5TrdXXODVLuOhZl+1clA5V7OJgokkkSnBG+pz2BAuouSVLhd6Evo50mqnGNl0JVUlt5tolFkdaEuoMEut3QsTQaIlqXbajXGIcFlrUlXyRkcdWIFFd0Zd0VVnH4scn9Flr5W26QCAnox+EXXANh8kQaM//VHR9+Z2Xow8uxPp7AdFr39bIggCUpm3YLXMA0UZCQSi2fVw0hNg1nCODubEzmK/ZYxyFs6F4KfLFUULMxFYSYuy1zXMJBUFZ3gWaZaBt0DJ5RVcKTYPR4GSW5QSgTZz1XfwKXZeOpeRD+3uTpvNjLSmvupwWkBShKG+WiHNboY6i3cEzzpGXAm46fPi0P53KYIg4MEbn0F0IIHr/n5hSU7kQnn96VXo2NePJbcuBm0ZWd20s30QLzy9CgsXTcdhc4sv3R5Onn5mFUKhOK67epFut+5oJcfksW5rO448tGlUTj6dZWAb5v3aaBMyJUaxfHYbopmMjowEACpdon73FtieWpcbnQl9N2+Dy6ezOwDQ5AygVWN3yiweOE1WnXNttIuOpS2toiZ1dvF76MyoDtFu8sFPN6IrvUH3f5gpLzzWQ9Cf/rjoe/O4loAgaEQTDxS9/m1KMvMaKLIcVssRhmuRrAhNe62zlTOGTyPF9sNHq9lsWILDfXS59DgqPfZKj5PSY9F+xfIZ1e4wBXZHE9TnJJuhOlc9Va6W5atwXKeUHFTOFRg6gvQ7bAinjLBdlcuFFMMgkVMhY6vJhKDNjs64PoJscPnQqlFyE0mh3uHXRZB1jnJQBImWlOpIG+zimENrWo0W6+xip21HWt2jaTN54KMb0J3RR5Am0gG/dR760yuKfilO+1kwmZoQif/1gFIhMvnNyLN74bB9z3CNF1jEchsN0WNYca5Nytkg04uARV3OPJiLImDxKUZPu/g5xogBkZeWskZGhG7kEYV0noG9IHPVRZCS0yxkb9IyqwBqQ5y229xmpZHROFeCIODx2BUaPlkqa0XoKdRVPDNtmFQFT9CFjZ9/t6MLxeTD57/E56+vx4W3nI7xM0dWaw33xfHMQx9izrGTMHeE3b6CIODBv70N2mLCz68+cb9ea0trP154eQ1OPmk6Zk43jl+MRtZt7UCOYTHvkDHD36yRdC4P+zDO1W6hkSlSVwVEu8PxgqF5qUJyrqGEHjWrcbrRWZC5Nji96EzGdNMLja4g9mkQM4Ig0OiowD6N3fHTXrhMDrSmOjRnFbBRDp3dAYAa+yHoyWzVkdwDQJl9AZLMLmSKNDyZqDK4HOcjmX4Z+SI7Vr8t4fk4MpmP4LAvNjRRAkA0uw42Ux2sJrUPIMqI79mrca4Rpg92ygWr1MAUkWBiv7RQPsIkQJMmOKWaa5RJG+yOvOdbtDvSMvVhMldeAAhSH9QPt2np4HOuFnPRpiUA8NtLZa6ikvfE9RFkTYkIsrUwgnQFsS+hQsA0aUKNLYh9SVXJq2wVMBNmnZKXWapBk1Z0pPfo/l6VbQZ6MluMSu44Hhm2EwnGWP8gCDN87hvA5LchmX6p6Pv/piIIAiLxe0EQLrjsZxquK9CMVV8TGcjtg8NUBisl85HyGMyFEKDVH8IgE4GfVptMIkwSfg00A0CFZ5gc7CYzTCQpZtL5POwmvZLLsDCriSAL9zCq9IZqjRWAbqTCZjPrnCsgdgbHCvaJOt02OFxW9HYUd64kSWLmUROx4dMd+70R5tuQ5s3tWHbLc5g2bzzO+uVJI3qOIAj4xx3LkWdYLLl18YizvneWb8CGNS24eMkC+EcxDytLJsPgL3e/DYfDgssvO27Uzy+Uz9Y0w2ox4ZApI6/7CoIgOtdhYGE7bUa6BGIWcEgNScmCgMwpZa4FJalatxtdybjO+Da4fGAFHp0pFRoe4wwils9gUDOO0+SoREuyV0di0OCo09kdgiBQaxtrcK7V9llghSxCGf1UQpltAQCURM28risAUIjE/1b0+rchycybEJCD0/Z9wzVB4BDJroXXqu8DiOTaAQA+DSwcZvrgo4Oax1GQIOE2y+WpgnIUo2au8ULEbCi7w/O6Hb6CrqFJylxLzEXLctA5V5eVRiJTfJi/3O1EJJ0xNB40+ESj3hLRO82xXj/2RPSD1RO9ZejLJDGg6dyb7KlEa3JQN9A92V2HrbFWtROVoDDe1YRt8d3KPSRBYYxjCnYlNumy0SbnfOT5NNqS+tnVCvtJIAkrOuLPFn1/Ttv3YaHnYCB6G/Jse9F7vomkMsuRzr4Pn/takKSRfq4v9QEAEgHbfN15b2YLKq3qbOIg04u8wKDSJmZNgiCgJxNCpVWEaliew2AujnKL+L30Z8Wgp0zqkIwwGfik8YRUPg9eEOC2SF3F0lC+HFEyHKcofOHsWSHZv1nuPtZ0BzscFqQKyCECQRcG+o2UcI0TKrFnmzG6l2X+92Yh0hfHxk+Lj1QdaGnb1Y1bf/QAnF47blp2ScktPoXy3CMf44v3tuKi6xehpjE4/BMArPtqLx782zF7qp4AACAASURBVNs4bO4YnHbm7OGfUCAMw+K2372C5r0h3HzDqfB4jDtFRyPhaArvfrYDJ86fNCrS/kwuD47j4bJbhrzPabMUbZYEgAq3lKHG9U40YLfDbjajPaqv04/1BpBlWV1gP9Erju5tD6tdvpM9IvKzNdKtOatHgs2gLa3eN9E5Bi2pDqQ0xDbjnNPQk21DLK/atzrHbFAEjeaEHgJ20E1w09PQmXiheDc8VQWv63Ik0y8jlfn2y1Is14dw7E+gzTNgoY2NdJHsGuT5KMrsx+rOe7NbYSbtusw1lO1EuaVW87gfZRa/wsDVm40qdofhWUSYtNKZLY9HybYnzuRK2p0cyyqlKUDa6SsF+cXWYhaTg8+5DqHk1V7RIXTH9Blqk1+E9PaG9VnHpEAZ+tIpRDSzrtP9kkIPqlnpLH8dBABbIqphneltQjSf0jU1TfdMQmuqA3ENY8ok96EIMyFd3bXOMRs2yofd8fd1r8dMeVDlPAO9qTfAcMYMiSAolPsfBgD0hX8JoUhn8f4Ky/VjIPprWOhD4XEuMVwXBAGh9HvwWw8HTandefF8LxJsCNV2tbO4Ky2ODNXYRJg4ziaQ4tKotomZbCgbAQ8BVTbx7yjOVeqQHMymEbCI0aRM/uGWoJoUw4CmKAWSYTRKrq4dlJS8YPRGNrqMJvhyu2yIJ/RwXlmFG/0ho3OdfEgDmrd1gSmRwRxx8kwEq3146i+vf+ck/l17Q7j1h38HRZL488vXoqxmZN2yqz/chqfuew8LTz8EZ116zIie09Icwh2/fgn1jUHc9qezR+zEZeE4Hnf+5Q2s39iGm64/FUceYSQqGa08//Z6sCyH888YeSMWAMRS4nfvcQ69xcdtsyDLsLp6vSyy3emK6lEwgiDQ6POhJawP6icFREe6c1CFfCf5ymEiSGwNq3Znmq8GJAhsCqv11Jle8Te1OaqO5U3zTIIAAds1gf0UjxjwbI+tVc5o0o5G55FoTnys6yQGgDr3T5DK70UkW5ysxue+HrR5MgYiS8F9i0tEBIFHf/hqCHwK5f4HiqImvam3QRF2BG1659qV3oBq2wyFFS7NJhHLD6LSpjrbrkwvamxVyuOeTFhjd0Q7LXdmh6URTLmjO5bLwiPNJcuMWjKfAsOqQT0gomaFQX3hRqRCOeicq9tuRTxdwrl6JOca1RtGJ02j0uXE3kGjcwWAnYOqg5ziFx3AFo2ST/fVgACwOaJRcp9Y19mkUfLpHrFWtS2mNrVMdosQ6o74OuWMJCiMdy9Ea+pLZDl9IFDvPh+8wKAz8ULR92g21aHM9xfkmDXfWpOBIAgYiNwMgU+jzHdf0ZpHktmFdL4VFY6TdefdaZFRpcauzjd2ZfbBRJhRYa2VHosNGNU2MXDpzUobV6xSk5DkXLVKLs8cy85VVvIkk4eDVutjOZZTxigUnlBZyQuI+WXnmtM0pjidFiQLxm7KKzyIhJPIF+wEnXxIA9g8h+YS2SttNeOiX5+B3Rva8Nlr64recyBkz6Y23HDa3cjnOfzp5WtGzCHcsqsHf1v6HCZMr8XVd541Ijg4PJjEbTc8C5udxp33nQeHY+iMr1B4XsBd97yNz7/YjauuOAGLTvxmozcAkEhl8fJ7G7HgiPGoGwUzEwDEklJJwjE0e5VTgo2TWWPdtdzlhIkk0R01Lt9o8vuwr8C5TvCLjYJau2OhTJjoLcOWcI9yZjfRmOCpwMaICvnW2oLw005siu5Tzsa7mmAhaWzR2J1ySy0CdCW2xfUzqhPcJyDLxdCR0p9XOE6BmfSiI/5M0fdPEBaU+e4Hxw9iIPKrb63vI5b8JzK5TxHw/g60eaLhOi8w6Eu9jzL78TpO4WS+H1GmAzV2tf+jK6MP6nmBR08mhBrJ7uR5Fv25GKqsonPtk8acym3S/HA2BbvJDJsEBcdzWbhl5yplrjITYC7P6li9WJ5X5u2LLQQpJgefc7VZEM9ki16r8UrjNTFj1jHW70dLYebqFyEwbQTppq1odPl0EaTLbMUYVxk2aiJIWck3RtWOvDHOetgoKzbHVFjQR5eh2tqIbbGvdf/3BPeJ4IU89hZANE56HPzWI9EZf1a3FFh3j/1MOO1nIhK/91uBaVKZV5HOvgOfZylo84Si94RS7wIgUe44QXfeld4IK+WBj25UzzItqLLWK+TZcge1rOQ90pyeHEH2ZRJwm60KQ9NgNq0M1hc61zSjNjcB0iyaDAvLK6LI4g1NxZyr22VDImnMXAUBBmh48iFiRLx9Q+nGjoVnH44x0+rwxJ2vfidbctZ8uBU3n3EvLDYz7nlrKRonj4w/ONwXx+8ufxI2hwW/efhCWEbAqpRO5XD70ucQj2Vwx90/Rln56DbXcByP+x98Hx98tA2XXnQ0zjxj5LO0Q8lL725EOsPggh/MHfVzo9J3P7xzlfh/i5SkTBSJSo8TXVGj3Wny+dAVj+s4zx1mGg1uL3aF9SxK0wKV2DrYqzPKs/y12BzpUhiBCILATO8YbIq0KPeZSTMmu8djc1S1OwRBYKpnDvYmtyLLqXBxveNwWEg3dsf1M/MUaUGN62z0pVcgnS+u3xZ6BnzupUhllmMguhRCEeKJ0UiO2YRw7E+wWxfB5biw6D2DmVXI8zFUOk/RnXcpQb3qXOXu6FqbmPj05QaRF1jU2EW7E8pGIWgQsz4pqK+QgvqBbFphy+J4HgmGgceiImYAdN3DVg0szPMqx3nhgpBSctA5V4/dhmiRpiUAqHC7YKZItA8aZxHHBQLYMzioG+guszsQtNmxub9Xd++sYDXW9XXqGg4OC9Rj3WCbQhxBEAQO8Y3D2sE9uk0LMzyTsT6yRTfbOt17BFrTuzCQU6PSMssEBCxjsCXyqiEKbPBcghzXV7L2CgBB759BmychNHghBqO3QxCKZ/PDSSb7OfojN8BCzykKBwMAL+TRnXwVAds80JrxHF7g0J76GrX2Q5WshxNYtKf3oNauQn1tqU5YSYsy49qRGYCZoJSh+J5MFJVS9MgLAgayKQSlzFVmsvFY5cyVgVOKHnlekOAZPSwsb7gobGiyWkTnqh3lcrttyOVY3axrhcTu01MwduMLulDbVIYNX+gb1LRCkiSW3Hk2+jsjeGjpMwdsLpnNc3j8D6/gt+c+hKrGMtz79k2oHWHGGuqK4MbzHkE8ksJv/3ERgpXDb6CJRdO46ZdPY8+uHtzy+x9g3MSqYZ+jlUg0haW/eh5vvL0R5/5oLs4/d96onl9K2rrDeOrVr3D07LGY0DjylXrK60qIjsfnGrrm65ZqsqUC+1qfB60DRrh0XMAPXhDQXICaTQ2WY2Nfgd0JVCPKZNEcU+ukhwUakGYZbIuqZaVDfePQl4uiLdWnOZuOnmwIHWn1vumeI8AJHDZFVytnFGHGBPfx2Jf83EDkX+8+HxRhxY6BP5TUW6/rKnhd1yKR+l/09P8ILNdX9L7hhMk3o3fgfFBUEGW+u0uiJp3xZ2Em/YY+j9bUF7BRXgQtYzVnOxGkqxRWuLaUmAzV2cRZ4M60mETV2EQb1p2W1hvapMUb2ZRCJCQH9V6pPJWUSEKcFtm5snpYWMNxTgyxd1wrB51zDbrtSOfyRcdxTBSJxoAPzX3GHYTTKiqQybM6iIYgCMypqsGaHj2zzlGVjRjMpbErqkaWR1eMR4plsGFQhWiOKpuKSD6JbTE10jsyOBvRfBxbY+pIxhz/QpAg8eWgmmUSBIFZvh8jzLSiNaUqPyDOvAZsR6M58nek88Ubl0jSjeryN+B2XIJY8jF09Z0GJl/a6BcKx4XRH74BPQM/gomqQWXgXyCI4o0godT7yHF9qHOfrzvvyWxGhotgrEuthXSm94LhsxjnVOG+vclWjHE2KLXQ1mQIdY4yhUqsPRVBnUOMJgezaTA8hyqHFE1KTDZlEqNWPJeDW8oi5A4+mVxEDpzkLj6V7lBUcnmWUetIfRJpRCSqNrDV1Ys/vs52ox4dcfwUbPpyL5JDrJebMX8CfnLTafjoha/wxuOflLxvf2XnuhZcd/JdeOnB93HqRUfj3nduQmCEXLpdrQNYet4yxCMp/OmJyzBxxvDjL329MVy35Am07uvD7X/5EeYfO2lUr3fHzm4sufJJbNvRjZtvOBU//+lx+0U2USipDIPf3v8mrBYTlv7shOGfUERCYakk4Ru629kndQRHksW/9/HlQeztHzRkK9MqxYBna0hPjTmnqhZdiTi6NCM5R1U1AgBW9qqlpvnlY0EA+KxX/W3PLxObBz/tV2fljwgcChIkVg6oCFm9fTwqrXX4alCPbs3wnQVB4LA58rLu3GIqx3j/DQhnV6E7+WrR90kQBPyem1Hmfwi5/EZ0hRYhm1tb9N5iIggcEqkX0NN/lphFBp9XFrMXSpLZg4HMZ6hzn6fbHZ3nM2hLfomxrmNBKKviWOxNbsM4l97uUASFBodYnpJHJ5ucYibbkQ7DbbYqUwrdqTiq7GKQL9udoF1C0LJZEABcSoMTC5tUnhIEQdc9rOyhHqbv4qBzrgGXxP+bKE5DN7Y8gOb+Is5VVvJeo5J3JuLoSar1kiMrGwEAX/S0KmdHlDXBTFL4NKQ2DRwRmAQzQeGz/q3K2aG+GbBRVnw+oDYGuM0+TPXMwdrwJ8hraA/HuxfCZa7E+sH/1UWKBEFgSvD3IEFhW/+vS9Y3SMKGoO9PqAg8CZbrQlffSWIncX5f0fsBURESqRfREToaifTz8DivRE35+yUVXBA4tMUeh93UgKBN3/DSHP8EJsKKeocKxzUnt4IAgTFOkREmz+fRlu7CWKc6b9mS6sUYh6jgvMCjMxVBnUPManvTorFRlVx0evI2kXg2q2SxcoAlKznHyd3Ccu1DP6JjMlGgzRTSGufq94v6FA6rzjVQ5oLNTqOjzahH806YAo7lsfazoedZz73+FBx+0nQ89psXsfXL5iHvHalEBxK4/9qncd3JdyEciuHXj/8MV939E1hGuJ6tdXcvlp63DEyOxV1PL8HkQ4afgW1v6ce1P38CkcEk/vz3n2De0ca62FDy1jubcM2N/wuKIvHQfefj5JOmj+r5pSTPcvj13cuxr30At191KoLDOMdSEook4LJbhh3FCUg7e8PJ4nZnfEUAmTxraGpq8HrhtliwpUefpc6pEuF7bWBf6/Si0eXDyp5W5cxL2zHTX4vPQqpzDVo8mOpp0Nkdj9mNGd7JWNn/tYKaEQSBuYET0ZnZi860Wr7y0DUY4zoG26KvG7iGa10/htc6G7vDdyHHls5KXfazUF32FgjCiu7+xQgNXo509mMIQnFqWkEQkM58iM7QCeiPXAOKqkR12YugzaWb2dpiT4AkbKhzn6c7b02uBivkMM61QDnrkIL68U6V4as52YpGey3M0lrLllQvArQbbrPoMNuTYTRIQb0gCOhJx1Ft1wf1Mk1uIpeD02JRIN8Mk4fVLJejJPtSaHf+22DhgATfDCaKr/8aVxZAZyRumIUd4/fBbjZjS0iv5IdXiVHNmh61SaXK4cZYdwBfaCJIh8mCOYEGXQTpMFlxmH88PuvbojhHmjTjiMBh+GpwA7KcCtUeETgJaS6BLbEvlTOSoHCI7xyEstvRndmke11WUxUmBm5FNLcO7fGnhvxMHLaTUFuxAg7bYsSTj6MjNB8dvccgHPsj0tmPkUi9iEj8HvSFr0ZX34noj1wNs6kJNeXvI+C9DSRZGhLrSr6CBLMDY3xXKVEiIELC+5Kfo8E5F2ZSrVc1J7egytYIhwzNpLvACizGORsBiMTZvdkIGiXn2pdNIMezqJeUvCctBjlVspKn0/BZbUp3cDyntsdnpSYDOXNV9i9KuzmV3YucljTCjGxOm7lKzlWzTo4gCNQ1BNHRZlxQP3FmPXxBJ1Z/sK3kZwaIP7Cl/7gEFXUB3HbOA3jzX5/sdwdxNs3gzX99gp/Nux0fPr8aZ115Iv755e9x9Okjr1luX9+Kpec9ApIk8df/LMHYKdXDPqd5Vw9u+MWT4FgOdy+7CNNHQf7PMCzuvv9d3H3/u5g5ow6PPHQRxo9iEcBQwvMC7nz4XazZ0o5bLj8JR8xqGv5JJaQvkkSFb3iqRDlzDQ+RuQIwoGYEQWB6ZQW2FGSukwNlcNE0vipAzeZXNuKrUDvyGhrVYyomYGu0W+mqB4BjyqZhT6IL3Rqe4aOCh2OACWNXQnWkh/qOgZmgdagZABzi/zEYPoXt0TcKXi+JKcE7wAs57BgsDQ8DgIWegpqKd+BzL0Um9xl6B85De+/hCMf+jGR6OeLJpxFN/APh2F/Q0/8D9A5eAEHIotz/KGrK3ym6+UaWLNuLnuSbqHGdCZrSN6k1J1bAYQqiyqYGansSm0GAwFgpqOcFHvtSbYrdAYCWZAhNTlUHOzSIWYzJIsuxqHJIQX1aj5jFsll4rGrzXjafV4P6gr2vJEmAIP4LM9eglLn2xYo71/EVIqS3J6Q3jBRJYmpFOTYVRJCTAmVwmmms7tbDr/OrGvFVqEMhcwaAYysnYF9yAK0atqbjymegNxvBtrgKDR8TnIscn8PqQbVjdKxzGoJ0FVb2v61T2EmeU2CjfFgz8G+DIlc5z0CZfSGaI/chltMzOhWKiapEuf8B1FV+jYDnDlBUBaKJZegdOA/9kasRid+DTO4LkIQLQe9dqC57HRZ66L2ZWTaE5vC98FoORaVDz/fZmV4nQcLHqfdzGbSldusg4T2JFun9NwLQQjOikrcnReMgO9fulJi5VmrgmYBN7RKMZVVYOC05VzmClNfRyRFk4RYcQGRk0tIdypnrYFgfwdc1BNDeom84AcS1dXMXTsGaz3YinRy6zu302HHX8usxbe44PHzzc/jlwj/iy3c3jagOy7Ec1n60DXdf+QTOm7IUD9/8HMZOq8PDn9yGy353Fuwj3M0KAO+9+DVuufCf8PgduOe5X4xo282nH27D9Zf/GxarGfc+cjHGjq8c9jmybNnWiZ9d8QTeemcTzjvnCPzljrPhcQ896jJSSaZz+NXdy/HBFztx+XlH4XvHfbNu457B+LCQMADYLWZYTJSBKEKWcWWi/u7sNQZk0ysrsat/QBfwUySJ2ZU1+LJLv6j86KompFgGa/tUp3tcpdhk+HGvipYcWy46lhWhjcrZHP8sWEgLPu5bpZzZKAdm+eZjQ3SlskwDAMqtE1Frn40NkeeQYfU9Kg5zI8Z6r0J/+iN0J/XQcaFQpBc+9/VoqNqAcv9joM2TEU08hL7w5RiI3oRw7A5EEw+C5ToR8P4ZdZWfwWk/XReoF4og8Ng+8BuRIMN9ie5aho2iLfU1xrqO0/2N3YmNqLGNUeqtnekeZLgsxrrEwIvlObSmQmiSgnqGY9GdiRrsTiFiJmeusVxOgYQBce5VCeq5gvVzEIPr/7rMtdonvvmeiLEzDwBm1Igf3qbOHsO1uXW12NIb0tEgmkgSx9Q14qPWvboC9KK6CchweXzSrUaBi6qngASB19tVR3dc+XTYKAve6FJh4Mnu8aizVeOt7g81fLckjis/A52ZvdiRUMn5TaQFcwIXoTuzydDBJ8LDd8JClWNj6JfIssOvNDOb6uBxXYbqshfRUL0VVcEXUVvxORpr9qGhah2qy1+F23nhkMoNiHDw1v6bwAk5TAneYaiRbY0uh43yoslxpHK2I74OrJDHVPcc5WxbbCfKLUGUWcSgZ3tMDGImucRa356ECD2Nc4ljUe3JCBwmWlkg3ZtKKPXXHMsixTDwSwov79B0SE0G8tIEteZqhGecdguSmlEun9cBiiLR368foxg7vhID/QlEwsYgbtHZc5BJMfhoBOM2wSof7nj+Ktz0yKXIpRn8/oJlOG/qTXjwxmfw0kPvY+Ub69G8uR1bVu3Bu0+vxOO/fxl/uHAZfjL9Fvzmxw/iq/e24NgfzMZdr12HP79yLRomDp9xypLL5nHvr17E/be+jGlzmnDPc1egonbo+VeW5bDsvvfwx9texphxFbj/sUtQU2/kmC4mmSyDB5d9iGtueAY5hsVdd56Nn1167KjnYEvJxh2duPSW/2DVhhZcc/ECXDDKmdZC4Xgebb1hNFYNPxNMEAQqvC70FRm3AcRu4jFBf0m7w/I81nTqs9QFDWPQEougWUNkc1RVE6yUCW+3q2M1E90VGOMM4o0O1e5U2wKY5R2DN7u/UmBgK2XBsWVH4IuBNYgyKjx9TNlisDyDz/rf1P3/88uvAMOlsbLvIcNrbvBcDL/1SOwY+AOi2Q2G64VCEBY47YtRFfwP6qs2orbiE9RXrkNj9R401XSivmotPM6LQRDDd6Xviy7DYGYlJvh/BZtZ3/2+LfYGeCGPKZ7TlLMoM4C29G5M86j6sEWa2JjqFgOTllQvcnwek92i3dmXHAAnCBjnFu1OW1LsxWlwib0LvckELJRJKUeF02nF7giCgFROHQlUgnqNnptI4r8vc3XbLbBbzOgtoeSVHheqPC5s6DAq+ZENDeAFAV+266PFE5vGoS+dwmZN997c8noErHa82aq2t5fb3DiyfAxe79ikKLTdZMVJlYfgo9BGJPJiVEsQBBZXn4iOTDc2xVQqw8P8x8JPV+D93ud12csU72motE7Fyr4HDR18NOXDrIqHwfEpbAxdiTynr+kMJRTphc16FGjzOJDEyDMdAGiJPopI9mtMDvwGDlrP1ZrI96It+SUme74HilRrVVtiq+Ey+dDgEOtynMBhW3w3pnvUBpgd8XaUWTwos4odervjffCYbQqBRGs8ggaXykHcm0qiStpgFM6IkJzfLi0+LujgUzNXEUJWlqNrlNxptyClyVwpikR5mQu9If3nOkGCTXduNa6RmzijDuOn1eKN/6waURZKEAQWnHU4Hlv1O1x7/wWYPHsMVr6xHo///hX88dLHcNXxf8JNZ9yDv1//Hyz/58fobunHIcdMwm+evBzPbLsL19x3AWbMnziqJqCOvX24/kcP44OX1+K8K4/HHf9zKTxSll5KBgcSuOnKp/Dq81/hB+fMxd/+cRGCIxy3WbehFT9d8i+88to6fH/xoXji0Z/i8Dmj4/gtJeFoCn946B1ccfvzyLMcHr79Rzjn1EO/cVNUd38MuTyHsTUjY6Wq8LpK2h0AmFVXhS1dvQadmFNbA5qisLJVP+JyQqPY6fp+i1qTd5hpHFczFu+271L0liAInF4/E+sG29GRUmHgM2rmoTsTxtqwWqr6XtXx4AQO7/Z+or5uax1meOfhi4F3dNlrwNKEwwLnY0/iI7Qm9U2VBEFhevndsJqqsL73ZyNysLKYqDLQ5okwmapBks5RfU+D6S+wL/owqhyLUes6R3eNE/LYGlmOOvsc+C1qiWJzTHztM7zzNGc7UG2tQNAiBk5yUD/FI47T7Y6Licp4t7SEJS4613qnCEH3pJKocqqvPZzOICDZHYblwPK8EtTLe37NGudKkaTSA1JKDjrnShAEKr0u9ERKK/kh9dXY2N5tOJ9VXQWb2YRVbXoIeEF9EyiCwAetqpJTJIlT6idhRVczUnnVGJ9RPwvdmRjWDap/44yaeWB4Fu/2qJnM/OAc+MwevNWtZqMUYcKJFWejO9OiG+4mCQoLq24GK+Twae+9hh+nk56A6eX3IMnsxtqeC4ZsNPg2JJJdh73Rh1HpWIwqp5Hrc0P4ORAgMNW7WDnLcRnsjG/AdM9cpSu4JdmONJfBNI1z3R5vV6JHANgTD2GCW92e05oQnSsgkmP3p1OolDLXQakO4rfpnauj0LmW6BYGAKedRiJVQLBe7kFfwUzrpCk1MNMUNheZaSUIAqdfcCQ69vVj4+qRr+KiTBQW/WQ+fvvUL/D8rnvwYvO9ePCjX+PWf/0cd75wNf697k682vYAHvn8t7j50Z/iyFNnjXg7jSyCIOC9l9bgqjMfwEAojj/88xJccM1Jw2aP2zZ34MqL/4k9u3rxqzvOxC+uG9mGmkyGwX0PvIcbb3keFEXi73efh6uvPFFZOv9NhOV4vPTuBvz42ifw4Rc7ceEP5uLZ+y7BjEkjm+UdTvZ2i4Hs2OqRZeaVXid6hnCu02srEE5lDCQ2VrMZs2tq8EWbXpeqnW5ML6vQ2R0A+F7DZAxkU1jTrwZ2p9VOBwHostejy6fBa3ZgeZfax1FpK8ds3wx8EPpM1/NxQsUPkedzWBF6Rfd/HRo4D366CZ+G7gXD6VEamvJhdtWTsFBBrO+9DOGMflb/25Ys24Mt/TfCYR6LycHfGZzy3sQnSHODmOn/oe58c3Q1amxNCFrE8bA8n8eO+B5dUL893g6v2aEQSOyJ98FEkGiUVoq2JiIIWO0KaX9PMqHYHUDKXKXO4eQwdgcQg/b/uswVgORci8PCAHBIXRV640mDktMUhcNraw0RpNdqw+FVtXivZY/OsZ3WMBlZjsVHnWpkuLByIhwmGq+2q7WOca5qTHXXY3nXaiWjNZEmnFy1AJtjO9CSUh3xLN9RCFqq8F7Ps2B5tQbjpeswN/hTtKZWYWf8XcN7KrMfh0MqH0WG7cKanp8gyew23PNtSIppwda+pbCZajE5eLtBwWNMF7ZH38Jkz/fgMqu1ux3x9WCFvCF6BIBpHjGTjTJJdGfCSvTICzz2xPsw3i1zDovE5Y2Scw2lk+AFQdm9G07LmasEC8uD3RI8Iy9SV5yrvByd03AJ2y1IFnAJl5e7ESqgO6QtJkyeWotN64sP1B9z6gy4fQ4sf2pl0esjEafHjnEz6nHU4kNx2IIpqKgPfiMINTKQwJ+ueQb3//olTJpZj3+8fi3mDDM2w3E8XnpmNZZe8SSsVjMe+J9LsWAErEmCIGD1V3tx2S+ewBtvb8SPzpqD/1l2CWZ8w802AJDJ5rH8w8246KancO+/VmDyuEr8556LcPm5R8E6ymBjKNnbJTrXphE61yqfG/2xlKJnhTJdKUn1Gq7Nb6zH7oFBw17pExvHYUOoB30p9XxhzVhYKRPealNRr2q7F4cHm7Bc3b2oWQAAIABJREFUg5rRpAmnVh+OVQPb0ZdV66anVZ+IJJvCJ5raa4W1DrP9C7Bq8F0dFStFmLGgcinSbBhf9C8zvG6rqRKzq56C1VSFDaElJVfTfVPh+Aw29V0LXshjZvkDoAqaLHmBw8bwC/DSdaizq1zW4VwI7ek9mOFVy1O7E/uQ4xlM96oNU9ti7ZjiqVfs2e54CGNdZTBLKFdrIowml1oe6EnGFbuTzeeRyudVxKyk3VGDUYokFadbSg5K51ob8KBjIFYSkpvTKHYAf9XSYbh23JgxaIlEsLtf33hw6tiJaI6EsW1AzQpnl9WixuHBc81qJ6/NROO02hl4u3MLBrLqD+KHdUejPd2Pz/rU9vgTK46Bg7LjufblyhlFUDit6kKEcp1Y0aefJZvhOwvVtln4LHQ/+rPGmdWAbR4Oq/o3OCGLr7vPlViTvj3pSb6Fr7p/CE7IYEb5vTCRehhREAR8EroHFEljdvAC3bU14RXwmgNodKijGmvDmzDW0aBspNgYEUeEpnsaAQBtyTBSLIPJHjHibEtEkOd5jHGLSt4eF6HaWrc05J0SI+ug1LkZl9hyXNJojrxKTqZDlBubWA0843ZakShwrtVVXgwMJnTzrwBw2NwxaN7Vg4E+YyBHW8z4/kXz8dWKHVjx+sghswMhHMfj7ee+wpJT78WXH23HxdefjD8+cRkCFUNDut2dYSy94kk89uAHmHPkeDz4r8vQNIJmp7b2Adx864v49W9fAkWRuO9v5+EXP18Iyzd0fG3dYdz/749xxuWP4q7HPgBJELjz+sW4/9azUF89Mq7k0cjGPZ1orPTDMcwYjix1AQ94QUDXYPHAfkJFEA4Lja+L2J0FY0WI/L3d+t/1qWPFmuDrzWqN1W6isahuApa3bEeaVVGzsxsPRUcqgk81Ewtn1Ii7T59r/1Q5m+gai0mucXi16x1kOBWlWVT5Y5gJC17qeERHclNhm4xD/D/Gjthb2BUzMr5ZTOWYXfUkHOYx2Bi6Ei3Rx8B/Q3YmraSYfVjbcyHiua2YVvZnOGhj9/emyEsYyDVjTuBiXb/I1+GPQIDALK9KMrEmvBFmwqQgZgO5ONrTfZgh8TILgoBtkW5lMYIgCGiODSh2h+E49KSSqHHpO4flmVeZ216xO5Jz1a6g+6/NXJvK/UhkcyVnXSdUBBF02rFqr5GA4ZSJ40ESBN7apZ9TPH38JNAUhRd2qoPZFEniJ+MPwepQG5pjqjO+aNw85HkOz+xTm5iOq5iBens5nmj5QFFch8mOH9SejI3RbTrezyme2TjUdwxWhF5BZ1qdSSUJCidV/xZWyo13u3+LLGf8EXss0zG3+mU46QnY3HcdNvddj1S+dZhPbGjh+Cy2D/wOW/tvhIuehCNqXoXbMtVw3874u+hKb8C8siVwmNQ6VU+mDXuSmzE3cKJCot2fG8TeVBvmBtT1dGsje2CnLJjsFjNXmat5hl8MhnbHxO5ceUNIe0yMxhs9YpNBKCk61wpplZeq5HLtQ6/kpiKZq9dlQzKdA6shYK+r9UMQgM4uPcPO/OPEyHdViZnWs392HKbNbsIDt72MfTuMZYjvQrata8U1Zz2IB3/7ChrGV+Dh5dfgnMsXDJkBC4KAN19dh8sveBQte/uw9Ldn4Hd3/QiuYTp6MxkGj/zPx/jp5U9g+85uXLFkIR5/5NJvtIc1k83jrU+24he3P4dzr30Cr7y3EfMOacKyP5yDp/52IRYeMeFbIZwolFyexfo9XZg7pX74myVpqhCNb0tf8bWDZorCEU11WNncZgj8JwSDmBgM4o0dO3Xn43wBzCqvwos7t+qec/6Ew5DI5/BaizrydVL1FFTZPPhX8xfKWZXNj0WVh+H1ri8xmBPtBUEQOL/hLETzcbzWpQbgbrMPi2suRktqB1YPvKd7HYcHL0W1bQY+Dd2DUMa48pKmAphT9TQqHIvQHLkPX3b9AAPpz4f8vIYTQeDRHnsaX3afiQzbgZnl96PcYdwLHMm14+uBx9HkPEo328ryeXwV/ghT3LPho0WbwQs8vhxcj1neqbBRovNbJ9WkZ/vFQKYjHUGYSWOmX9TbgWwK4VwGk3wigtaVENcBNrgluyPt45X386pBvQghy0G9vC8aEG0Py/4XOtcxwyg5QRCYN7Yeq/a2Gdqhgw4H5tXX4c0du3TK7LFYcVLTOLy+ZydynMoDeva4GaBJCv/ZrXb4NjoDOL5qEp5tWaNElhRB4qKmE9CS6tUNdy+qXIAySwBPtrwATjNgfXr1JXCY3Hih4yEdPGw3+XBy9e+RYgfxTtdtyPPGuTqrFEk2eX+B/vQnWN15GrYP/A7ZUdZiBUFANLsRX/eci67E82j0/AyHVf0bVpNx7CLNhrGqbxmqbNMxVdOpBwAf970KmrRiXkDdH/r1oJjNzfWr3J/rwnswyzdWaTjaFOmEw0RjjEvieI70gSQIjPOIj1vjUdAkpXQL9yWTcFssSgt8PJuF00IrXcGM5DCVzFVxrqqSyyMhMQ2fcH2dCAt2dBbQwTUGUd8YxMpPiq+QM5kp/OrvP4HTbcMdv3waiVjxYO9AyEBvDH+98TnceO4yxMIp3HLfefjrf5YMO2Yz0BfHrdf9Lx646y1MnlaLR5+5HCeeOnNIByYIAj79fBcuuux/8PyLX+OkE6biP//6Oc4+c86I6rLF/t725l785dH3sXjJI/jjP95DJJrGL847Gq8t+zl+f833MHNS7QFxqrJsbu5GjmExd8rIZ3ebykW7sy9kJBeR5chxDeiKxtEeNjYenjZ5EjZ096Azpr/2w0lTsSs8oEPNDiurwWRfOZ7etV6xUyaSwkVjj8C6wXbdppwLGheCE3j8b9snytl4VxOOKTsCb3Z/iFBWHSmb7TsOE12z8HbvMxjMqdMHYmB/O+ymAN7svAXhnDrjLwtF2jG97F7MLH8YvJDHhtDPsaH3cqQY473DSYbtxvren2JX+E/wW4/AvJrXizpWXuCwovcumAgrjq24TqcTm2OrkWLjmBdcpJztTuxDJB/DvKAKHa8N74bX7MA4p4iQyZ/dLCmo3xERP/dJXtG5tsbEILvRI5WnJMSswiE5V5mS1SY5V8lf0BquYRNF6oL6YnJQOldZyUs5VwA4cmwDwqkMdoWMs4rfmzQRbdGogZLs7InTEM1l8VGr2qQStDpwSv0kvLJvq66x6dLx8xHPZ/FKmwoJLqyYiXp7Gf6tyV5p0owLG36Ijkw33u9VoRu7yYkf1i1Bb7YDH4Re1L2OCtsUnFD5K/RmtuGdrt+A5Y3zlCRBY5zvahxV+x5q3T9Gd+IVfNF5Erb3/wY9ybeQyXeVhM0zbDdao49jdddirOk5Fzm2B7MqHsF4//UgS7TKf973APJCFsdV3KiDZQZyPdgUXYUjA4uUGTMA+HzgazQ56lFpExW2OxNGV2YQs/3jlXs2hTsxzVujcAFvj/RhjNuvbKVoi0VQ5/YozjOUTKLcqc4kxjI5uG1qF3Rh7cMkKbs2S5VXi0U19IW1NeKPqL3IIvT5x07C5g1tiJdwnP4yF2598HwM9MbwtxufP+CL0gd6Y3j0T2/g0hP+ipXvbsG5VyzEP9+9Ecd+b3gHueK9LVhy/iPYsqENv7zxFPz57+ejvGJoXuHOrjBuvvVF/O7O1+ByWfHgvT/BTdefCq939PtXw9EUXn53Ay6++Wlc9utn8P7KHThu7ngs+8M5ePb+S3DB9w+H3zt0R/O3JV/vaAdFkThs0sizbpfNgnK3A/tCpe3O/LGis/5ir7FWf9oksWTy5k49ErJ4nIiavbRLzVIJgsD5Ew7Fzmgf1vWrBDdnNR4Kt9mKJzTZa409iEWVh2F512pd7fXc+u+DIig83fqS7u+eVbsEJEi82LFMBw/bTX4srv0bKILGG503Ic4YJy4IgkC5YyGOrH0D4/1LEc2uw+quxVjXcwnaYv9GktlT0u7k2H50J17DxtCVWNV5CmK5zZgc/ANmVSyDxVScF3pz5GWEsttxdMVVsJvU0gAvcFgRegUV1jqMc6pkEl8OroOZMOFQn3gmCALWhptxmH+80mi5KdwJG2XGOKnXQ6a5lRGztrj4GTZ4imeuMSlzlW2PkrlqYGEzRf131lwrvE44LDR2dxsHtmU5cmw9CAJYsdNIBbhowniYKQovbdGz7BxV24BqpwtPbd2oO79w4qFI5HN4do96Pstfh0P9dXh8z0pkNNnrJU0nYV+yF291q93Ac/yzMMMzBc+1L9dFkZPdh2GOfwE+6XsNuxN6hqZx7gVYULkUnen1eLPzJgNNmSwWUxkmBW7DkbVvocJxMnpT72Br/41Y2XkCPus4Fl93n4P1vT/Hmp4L8GXXD/FFx8lY2XE89kTuhol0YXLg9ziq7kPDImKtbI++hb2JTzE7cCF8Fj2M9m7PszARZhxdpmazzYkWtKTacWyZ2ty0Usrm5wbk5qY0dsVCOCyg/r1t4V5M8amZ175oRIGEAaA3kVAgYUAkUdeypuRLZK55jZJ7pcw1EledpdVqRmWFB23tRn06euFk8JyAj9/fargmy+RDGrDk1sVY8+lO3HPzC8gz396eXVk69vbhvl+/iEuOvwuvP70KC06fhcfeuQEXXrsIVvvQNcOOtgHccvV/8JfbX0VtfQDLnl6C0384RyEaLyaJRBYPP/oRLvn549i2owtXXn48Hnv4YkybWlvyOcUklWHw9ifbcNUfXsTpSx7FPf9aAQBYetkJeOPRy3HbFScf8Cy1UHhewEfr9mDm2OoR11tlGVcVHNLu1Ps9qPd78NEOI+VlndeDQ6ur8erW7QbUbFHTeLy8axsSjBpIf79pKty0FY9tV7uBHSYLftw0Bx9078DOmNo4dXHTiRAEAY80v62c+Wkvzqw9BWsim/DVoJoEeOkgTqu+CPtS2/BxQd+Hh67G4rq/guVzeLXjGkSYEtzmBI1Gz6U4su4dNHh+ihw3gN3hu7C663R80j4XX3X9CGt7LsTanouwtudirO48A591HINtA79CIrcDta5zMK9mOWpdZ5f87nsyW/Fl/z/R5JyP8S49d/TX4RXoy3XhxIqzFafJ8ixWDa7DLN80BRLek+zGIBPHHL+67Wt9uB0zfLWaoD6EcptT2cS1LxqG00wjKM219iYSoCkKXqnGKi9vkMlsChEzQLQ9pRrflM9wyKv/T0IQBKbVV2BzmzGykqXc5cSchtr/Y++tw6M6t/b/zx7NxN2dODEiWAga3J2gRStQoX5oT4V6qVJBilPcpbgHSLBgIZCQECfurvP9Y8JMhgjtkfc95/397uvKdcHee/zZa61nrXvdi8N3HrSKpIx0dBjh5cn+e/FaghJikYg5/sHEPM7gVq7muYMs7AmzdmblvWgtgsFrPgPIrSlnc4vaa3+rAAKNXVmZ9AfFdRXq9/t8p+kIgsAvSRu0osXRtnOw0rFna9qPFNY+pR5lNISBNu+TUx3P/oxXW/XAtoSu1AFfiy/p6xRDN9s9eJm9j6lOd0SCgvrGEgREyMVmGMi9cTN5nZ72R+lquw17w0lIRO0r1DwoPc753O+w1w0myDRS61xSRRx3SqPpZzUWA6nGCR7OPoWuWEFfS41zPZVzEw8DOxx0VdFhdP4jmlDSy0qlLZpdWUZ2VTmB5qr+0rrGRpJLivAw1dR2M8vKsDfSkHSKqqox0dPUCWsbGpGIRGqn+mSxt4wgzZ7IHZZotx24dbLkYVJrkQ43Txs8fWw5sPtah4orI6b2YNbiwZw9eJMXR3xP9Kl7//REnMqKGo7vusqbkStYMPRbzh26xdBJXVl74i0Wfz4Ra4eOST41NfWsX3mG56etJPH+Yxa9OZTvVs3GvgNRiIaGRvbsv8702avYs+86gyN82bx2PhPGhvxpJnNTk5Krd1L5+KcjjFywgk9/PUZOfhmzxnVj07KZbPhqBmMHBaCn+9dmwf6rcO1BOum5xYwJ/+vqTn5O1jzMLqCyjbmuoLrXh/l5EfMog7yy1gHx5AA/kouKuJKh3T89LyCY8rpatsVrWm10JTLmeoVyMvMhdws19mi2W08MpQqWxZ1QrzFrhQnTnPtzKvcm14s0nQQjbAbiqufIb4+2UFqv4XB0Ne1PoHEYx3O2c6tYswsGMJO7MtrhO5qUDexPf5W8mvZ1tOVic9xNF9PT/hC97E/hY/4J1nrDEYt0UKJEqWxEqWxALrHEzeR1utnuoZfDaTzNlqCQth+oldY95njWh+hLLeln/baWA65sKONY9lZc9XzwM+quPn6x4Cql9WVEWIWrj53Pu4tYENHTXKVGV1RbyYPSHLpZaEhTtwuy8TfTTHlKKCrA3dRM/ZpP7M6T/xdXVSOXiNWD05+ME5RLNYNPpJL/0p0rQICzLYmPC6iqbX9m5ogAL1ILi7n3uLXRnNElkMr6evbf066nTfH2x1AmZ+VN7Z6uxQHhFNZWsSlBU3sNMXemn7UnvyVGqZnDgiDwutc4qhvr+PWhRrfTXG7KHJcpJJQnc/DxCfVxmViHGc5vAbDm0aeU12tLkbkb9me4/ReU1j1mT9pCsqvu0hFEggRDuQ8OhtPws/yaEJsNdLPbSYjNRrpYr8Lf8ntcjOejJ3Xu8HkA4ooPcCbnS+x0Axlq94marAQqgYiDWeswkVnQx0LT75pXU0BMYSwDrHqpo8eMqnwelGcSYaWpv17MTcJQqoOvscqZxhaoUl9B5qoextTSYhqamvBsdq5VdfUUVVVj18K5FldWY6qnSU/W1Tcgk7aMHsXq409gZqJyrgXF2s7Vx8uWzKxiSkpap39HT+xKZlohN6+1PxABYMqL/flkzRwQYOlLm3gzcgVx1/9aPaq4oJyoo3f46o1tTOv5KT+8t4eSogpmLR7MxnN/46UPxzzTqSqVSi6df8D8yBVs23CRvgN9WbdjIaMmhHboIK/dSGHuC+v4ecVp3DpZsfqX2by5eCimpn9OFL+guIKNe68w8eU1vPbpHi7HPmJIuA+rPpnCzuVzmD85DDcni//RXerTaGhsYvXBaIz1FUSEtD27uCN0cbGjSansMLAfFeBNk1LJ4TsPWp0b7umBkY6crbe0M1UBljaE2Tmy5vZ1Lc7HbK9QjGQ6/HBH0/JlJFPwklcfovMfEZWn2SFPc+qHncKc7x7so7ZRxeOQiMS85PYcNY01/JasGYEoCAITHV7CRc+bHRk/k1yhncUz13FjrOOPiAU5e9MWcbt49zODRYXUDjuDCXibf0iIzSZCbTYTavs7oba/E2T9Gy7G8zGU+zzz98+vSWRv+iIalfUMtfsUHbE26/1o9lZqGqsYYz9PM1ZS2cShxydx1LUjwEjlSJVKJadzb9LFpBPGMtV9H5Ovuod7NDvXopoqUsqL1HZHqVSSWFSIl6mF+vWySsuwM2wR1DfbnSevXVev2qG2HEEnlYjVx9vDf65zdbKhSakkLr19ScDBPqr078HbrRe5v401ftZW/H7rltai0ZfJmOnbheMpD0ku1tRWgi3s6WPryur4GCrqNbvdNzsPpLaxgZ8faPq/nPWsiHTqy/GcWG4UaRZ/uHk3upkGsTPjEKmVGrq+hdyG2S7vUlZfzLqUz6lp1CYxOeiFMMbxB0SCmP0ZrxGTv4bGfyEVvi3cLNrBhbwfcNbryTC7L5CKtJmkMYUnyKnJYKTtLKQizQ7kaM4ZRILAUOv+6mMnc24iIDDAKhBoNv55yfSwcFWTm27mZyEXS/BuTgsnFKlSb55mqkWeVaaKuh2MNDXCoqpqTHQ176umXnvGokgkIBZr95vp68qRSSWtdq5P0p1x8Vk8jd4DfDA20ePArmutzj2NkN6erPrjdV75ZBw5mUW8NXUlr47/ieV/38OBTZe4cyWZ/JwSMpLzuHcjlZjT8RzffY2fP9rHgqHfMrXnp3z+6haun09gwNhgvtv5Er8de5MpL/bH2OzZTi4jrYD3Fm/l43d2oqOQ8s2vM3n7wzGYdPDYx9klvP/RXt5espPGRiWffTyeb76cjFunZ89HVSqV3IhLZ8k3Bxn70m+s2n4RWytjlr42nIOrXuDtBQPx87T7X3WoLbH6YDS3kx7zxpS+yKRtj1jsCH6O1ggC3Eptnx3uYm6Cv701B263JsLpSKWM9/XlxMMk8p7qeX0xqBt5VZXsTdCwdQ1kcub7dONMVhI3CzRrc7JLCI56piyLO6GW/ZSLpSz2HENmdQHbWpCbHHRtmew4imvFtzmTp9mlSkUyZjm/hZnMik2py8it0W4hMpY5MMl5FY76XbmU9wtHs96n5i8oxP0jSK+8xv701xALMsY6/oSZXLstJ60ykatFp+llMRxrHU29/GZJHJnV2YyyHaRea3GlqTyuLmKQtaZj4ULuQ4xlCnxNVM70yXcaZKH6f351FcU11VoZs6yyUm27U1mNsW7LjFkzoalFYC+V/JcSmgD8nVTb+JsprY3hExgqdOjr6cKRuwnUNbSug03vEkhyYRGXnlJses6vCzKxhF9vXtE6vtg/nOLaalbHa467GJgzxSWU3amxxLcYaDzTeQC2ClO+ebCH6kbV7loQBOa7TsVQos+PiWuoqNcYeCc9D6Y7v052dRobUr6irlFbRchSx5NJzr/haTSY2KIt7E57scN0zT+KhqZaLuX9QnT+StwM+jHY7mMkIu26VGl9ISdyduCu70dnQ42eZ1l9BWdyL9HDLAQzuYok1KRs4mROLIEmrmrJw4SyXPJqyullqRk3daMgCz9Ta2TNu82EwgLEgoCrsep5njAsn0SQdQ0NVNbWYdoiLVzX0Ki1wEGVGm4ZQQqCgLmJHgXF2obN08MaqVTMnbutexRlMgnDxgRx5VJimzNen4ZYImbo5G6sPfk2c94aikxHStSxu6z89CDvzFjNzN5fsGDot7wZuYKPX9zID0t2c+bATaztTZnz1lB+2LWI7TF/5+WPx+Id6PSnHFNpSRUrvj/O89NWEn83kxcXD2bFpgX4Bzm3+5iysmpWrD7Dc/PXcCM2lXmze7Nu1Rx6dnd75muWVdSw62gsM9/axMtLd3HrfiZThgex48c5/PTBRCJ6eiGX/XXn9e+CUqlk68lY1h+5wuhevgzt3v5Elo5goJDjbm3OjUft2x1Q7V4TcwvazJpNDfSnoamp1e41zM4RfwsrVty8Ql0Lw/ycZwimcgVf3zzXYvqWhDc6R5Bcns/2FM081a5mnvS3DOD3tDOkVmhee7hNBH5GXqxP2UFSuSaboisxYI7rEiSClLWPPqOoTrvjQEdsxFDbT+ll+TLpVdfYkTqPh2Vn/umSx9NQKpXcKd7Lkcy/YSizYbzTz1oSh6BqvdmbuRpDiQkRVhO1Hrsv8ygWclN6mGlYwkezr6MjktLbwq/58Y1E5SYRZummrrdez89EIojUaeGEwmZyU7Nzrairo7i6RjtjVlWlFpQATc211c614b/UuRrp6eDnaM3ZuI7l56aE+lNYWcX+W62jyBFentgYGPDDRW2NWHNdPWb6BrI34Z4WPT7A3JZRzj6suhdDarlmV7vQqy9mOnq8F3uAuqbm/LtYyjvek3hcXchPiRoRCQOpPq96zCOvtpBlCSuoa9GG420YzGTHRaRUxrO2jR2sTKRLf+u3GWr7CdUNJexOe4Hjjz8iuzrun17sjcp64koOsiVlOreLd+NnPJYIm/cQPzVAvaaxmvUpX9GobGC03VwtI7wv6wi1TXWMtRuiPna1MJGs6kJG2Gpmvh7LuodYEOhro0rLldXVcLcwm+5WGnLTnfwcPEzNkYtVr59S3EyPN1E52/zm6STm+hp2aU1dPTpSbbazTCJuFVhZmhmQW6gtYyeTSfD3tefq9bZTv6MnhCLXkfLLt0efOe3iCXQUMibO78uyLS+w8+qH/B71Hp+um8uij8fy9rdT+HTtHH7c8zLrT7/DrmsfsvS32Uyc3xfPAAfEkj/X4lJZUcPG1WeZOW45B3ZdJWJoAOt3LmTs5G5qtvTTqKtrYOfuq0ybvYrd+67Tv683m9bOY9qUHsie4RATUnL59JdjjHp+Fd+vP4tUIuadBQPZt2IBC6f3wcHGpMPH/2+gqqaOJauP8N2Oc/QJ7MRbkf2e/aAOEO7jwo3kzHZnuwKM9PdCTy5j3aXWwx2cTUwY7O7G+hs31apjoAr8FoeGkV5WypZ7GserJ5WxOKA3MbnpHErV7GojbLwJs+zE9/GnyKrU9Gi/7DEKhVjO0ntb1OlhkSDiFfe5mMqM+DrhV/JqNKQsU5klc12XUNtUw6qkj8it0a4HC4KAv8k4xjv+gq7EjJPZn7AzbR6JZadoamd+65+FUqkkq+oWhzLf5GLeTzjodWWMw49affRPcDRnK9k1aYy1n4+OWOPcYopieViRwli7YepMWGl9JSdyYomw7oKuRJVZu1qQSnFdFYNsNYHVpexUAs1t1R0Kd/JVAUlni+a2nCJtuwNQUFGFuYGmHFXTPO1IR/Z/JC0MMDDAnfjMPDIL209V9HB1xNfWirUXr7dSzJBLJCzs0Y1b2dmcfaRdG1sU3B1jHQWfXjqr5bjeCxqATCzmw6saMoGRTMFHASNJKMtlVcIF9bVdTDoxzakfhx9f5XSL0VDehu4sdHuOB+VJ/PoUwamLSTiRjq+SVpnAyqQPKK5r3UrkYtCLSJcNhJo9R2blDfalv8ye9JdILDv5l9PFTcpGEkpPsi3lOS7kfo+B1JoxDj8QbvWKVo0VoFHZwO9p35JTncZ0pzew1NFovObW5HM85zz9LHtir6uZ3LIn8yJmMkP6Wmqo8Uez4uhm7oKZXJWqjM5Jo1GppJeNRkHldl4OgZYaksGjwiJMFDrqiDG/eZ6vhYHGuVbXN6B4yjnIpK0XuY2FITltqC517+ZGWnohWY+LW50zMdNnwcsDuXHlEVvXX2h1/lkQBAEzK0OCe3kwPLI7/UZ2ITjcEw8/e6wdTP+0M32Cmpp6dm6+xMxxy9myLopk7jqmAAAgAElEQVSQ7p1YveUFXn9vZLspYKVSyZlz8cyat4YVv52ls7cda1bM5t03h2Nh0b6aU2NTE+evPmThRzuY/c7vnI1JZFgfH9Z/OZ11X05ndIT/f9QuFVS11dtJj1mx/xLTlv7O6euJLBrXi2UvjfqnJRSHBHrS2KTk1J3WKmpPYKjQYXKIH8fiEsksbm2fXusVRnV9PauuaHM7+jq60MveiR+vX6a0VpO9inQLxN/Umk9vnKasTnVcEAQ+DhyJIAh8cOuQ2h6ZyQ1Z4jOZpIpsfkzcr3lPUgPe9V5EQ1MjXzz4mYoGTebMVuHCAtcPqVfW8cvD91p1LwBY6Lgz3vEX+lu/S5OykVPZn7E1ZQZ3i/dR1dB+e1JbUCqVpFZEszf9ZQ5kLKawNoVelosYZvcpcnHr9Xsx/whR+YfpaTaYzkaaqVt1TfVsTduHo64d/Sw1EoiHsq5Q19TARAcNuelIZhx6EhnhVqp2wMKaKuKKcgi3aUFuysvG1cgEI7mKL5JcpPpcrqYqnkNTk5KCikosWgT11c3dAS0De7lUou5eaA//WXfMU4jwd+e7Q1GcvP2Q2f1D2rxGEATm9w7l1e2HORH/kKG+nlrnx/t2ZvXVa3wfdYm+ri7qSfNGch1eC+nBhxfPcCo1mYEuqhSmpa4+rwf0Zun1UxzLSGCoo0piq5+NJ6Mc/FmdGMUAGy98mok6c1wHcaskma/v76KTng3OzXNMe5qHUFhXzO9pezCTmTDDWSNGHWgSho5Yl61pP7D84bvMcHoDV33t2atysT6h5rMINJ1EQukJ7pTs4VT255zL+Q4rhTfWCl+sdTpjoeOBRJCBICCg+mwFtck8rrpNdvUdsqvjqG+qwlzuxnC7L3HU69pmSlCpVLInYzWJ5beZYP8CXoZdtM7vSD+IWBAx0UFDbkqrzONKYQJzXQchFamW0r2Sx2RUFrPAQ7PoL+akoCeR0UVNZiqhtLaGAEuNmEVyUZF6gQPkNfeeWRo8vXN92rlKtAhNANYWhuQXVdDQ0Ki1u+vRrRO/rDxN9JVkJoxtvZ6Gjw0m/m4mm9ecx8vXnpBunVpd8+9GZWUth/ZcY8+2GEqLq+ja041ZC/rh7mXT4ePi7mXy6+oz3H+QTSdXS775YjLBHaSMQUUE++PsPbYeuk5WbglW5gYsmt6bkQP8MND7a1OW/hEolUrqGxqpb2yivqGRhuZ/N7Q4Vt/QSEV1HSUVVZSUV1NcUU1aTjFX49Moq6pFJAj4dbLh3ekD/pJgREfwsDXH2dKE4zcTmdQzoN3rZvYIYlP0TTZFx7JkmPZu2d3cjDE+3my+eYvnQoKwMVD1iAuCwJIefRi+axM/3Yjm/Z6qx4lFIj7tNoTRRzfw3e0LfBSqEmyx1TXmzc4DWXr7D3al3WCSs2rd9jD3ZoZzfzannsHPyJmhtiqHZKuw5k2vF/ks/ke+TVjFEu+XkYpUTsFO14WX3b9gQ8pXrHv0OaPsZtPTfIjW+xYJYryMBuNpOJDUymhiC7cSlbecqLzlmMqcsdcLxl43CBOZE1KRAolIB4kgp1FZT2FtMvk1ieTXJJJdHUdpfSYGEit6W76Kl9FQJKK22eM3is5z8PF6fI26MtJOe77rseyz5NUW8J73qy1achrZm3mJEFN3XPQ181tPPo4nwsYbHbHq817OSUUJhNtqgvpbudmE2WvWyaOiIsSCgKOxqqRVUl1NfWMTloaaAKDmqbnS0HZQ/zT+o52rvZkRPvaWnLyd2K5zBYjwcsPF3ITfoq4zpLO2nJpULOaVnj1488gxjiYkMtxL43yn+gSwKe4Wn0efp7ejszpFOcMjmN3Jd1l6/RThNi7oS1WL4m9+Q4nOf8SS2P3s6DMfuViKRCRmqd8M5l39gffubmRV6MvoS1S7rxE2ERTUFnE4+xSmchOG2wxQv7aXYRcWuX/OxtSvWZ28lJF2s+hpNqSV45OKFPiajKaz8Ugyqq6TVhFDTvU9Ygu3oKRjKriJzAkPgwgc9UJx1u/Z4YzXEzk7uF58lgiriXQ1G6B17nZJPJcKrzHWbiimMk1Lzp6Mi0gFMSNtNXT5I1lxSAQRETaa1EzU4xS6WTmq662381RMzACrFjvXomL6ddJEmG3tXGvqG9T0+CeQSyXUPhVBWlsY0qRUkldUga2lhqhgZ2uCk6MZ0TFJbTpXQRB45Z3hJCXm8OUHe/lp3Txs7P5n0qDFRZUc2HWVA7uuUllRS0j3TkybHU7ngI7l+zKzili7IYpzFx5gbqbPO28MY+CAzh2yhiuqajl4+i7bD9+goLgCHzdrXpw6gt5d3bUmf/wjaGhsIqeojMy8Eh4XlFFUXkVRWRWFpZXkl1RSUV1LZU0dldV1VNXUac1Y/jMQCQIWJvr06eJGmJ8LXb0dMfwXBwKCIDAk0JNVJ2PIK63A0qjtTIGVoT7D/T3ZE3uPl/r2wFhX+328EtaDQ/cf8NPlaD4frFE38zG3ZJKXHxvv3mR650C1UpCfmQ3TPYLYnBjLeFc//JrrhJOcgznxOJ6v7h6nq7kzzvqqlOoc18HcK03n24S9uBnY4m6gCl59DN15sdNMfkpaxy9JG1nkNludTjWRWfCi2ydsS/+R/Vlrya3JZKTtLCQi7ftKEES46IfhrNeTgtqHZFTeILMqlnslh7hT3PGAdYXYGAsdD4LNpuNuOKBV6akl4kqvsivjV9z0fYl0fBVxi2xaWX05e7OOEGTsh38Lkf6zeXcoqC3jLS/NhiUqL4nyhlqG2Wvar6KyUzCU6eBvqvoecyoryKuq1A7qC4uwNzJS11PVdkerHNWAXCLW6huXSyXU1nfc7/4f7VwBhgV58c3BC8Rn5OLj0Lb0m0gkMK9XKO/tP8Hxew8Z4qtNwR/p7cWaa9f54tx5+ri6oC9TEXikYjF/D+vHc3/s4cdr0bzdXbXbkohEfNptMBOOb+ajayf5pqdKQMFIpmBp4ChejNnKx7cO81nQGBWBRm7ER74zeP3mat67s5FlgfOQiSQIgsAs54kU15WwKXUXdY11jLHTOFBLHTsWuX/OtrTlHMhaR3JFHKNsZ2Msa12PEAQRjnpdcdRTEYzqm6rJq3lAQW0ySmUTSpSAEqVSibHMHhuFHwqJcavneRoNTfUcy9nGhfxDhJr2Z2ALIgFAYW0xPz9cj53CmnF2Q9XHC2rLOJJ9jYHWQZjKVVF5XVMDhzLu0NvKHSOZKsB4WFJAWkUJc701xKhr2VnoS2W4m6j6MQurqiisqsLNTNOfmVNajlQs0mILV9XWY6qvrRwkl0qofUrU4YlDzcop0XKuAOFhHmzdEUN+QTkW5gY8DR0dKR98MZFX563l7YWbWPbrLKxtn/09/iNQKpXcvZnGH/tjuXjuPg31jYT18WLKc73w8Op4aHp+QTmbtlziyLE7yKQSZk0PY/LErig6EE3ILShj2+EbHD5zl6qaeoI6O/DBoiEE+zr+ZbavUqkkt7iCB2m5JKTn8SA9j7ScIrIKylqpWOkr5Jga6mJpoo+zsSl6chm6OlL0FHJ0ZBKkEjFSsQiJRIxELEImESMRi5FKREjEYvQVMoz1FZgY6GKgJ1crev07MSzIi5UnYtgbE8cLg7u3e92csBAO3r7PivMx/G1oX61z9kZGTOsSyMYbsUzx98ffRmPU3+gaxpFHCbxz7jjbRk1WZ9TeDOzD8YxEXr98iINDZ6OQSBEJIj7rMoZxZ1fyypUdbOs9Dz2pHLEg4oPOU5l/7Ufevb2eFSGLsNRRrdVeFl0pri/h97S91DTW8JrHfHTEqk2CjljBLOe3OJq9lfP5B3lUcY8x9vPopN9ab1wQBCx0PLDQ8SDILJKGpjpya+Ipr8+loamGemUNDU2qNLaZvBMWOh7oS/5cO9aNovPsyvgVe91OzHR+G2kLYmWTsolfkjZQ11TPNKdx6uONyiY2pZzCSddSLVgDsCc1FjO5Ht0tVAMUGpqaOJOZRG8bF/V6uZbdzBy20txbDwsKcTNvYXeae5etWuxcq+rq0WkrqP9vd65ju/my8kQM689eZ9nM4e1eNzrQm43RsXx7Mor+Xq7IWjC7xCIRSwdGMHnrdn68eJn3+vdVn+vr6MJEL19W3rrKQBc3ujTvprqY27HItyfL716ij60rI51Vads+1h685NmHXxPO42Nsy/ROKiJPoIkr7/pM4tN72/gyfgfvd45EJIjURIMVyZvYnnGAgroi5rhMUUdoCrEez7m8Q1T+YY7nbCeh/Db9LMfQx2KkVgvM05CKFNjpdsFOt0u71zwLOTUZbE//icfVKfQwG8xouzlaN0V9Uz3fJa6mrqmO1z1eRybWLP5NKadoVDYxw1nTknPq8X0KayuZ4qKpmRxJv48ADHHU3AjRWel0tbVXT7W5n6eqO3e21LSGPC4tx8bIQMuQVtXWofdUPU1HJlETDp7A0bZZ7jC7mFB/7VThkEF+/L4tmmMn7jJjak/agr2jGV8un8G7r2zm9efXM29RBH0H+naoePRXUFhQzpnjdzl64CaZ6YXo6csZOiqI0RNDcXDqeLB3aVk123bEsO9gLE1NTYweGcT0yB6YmrQvK5iZU8zm/Vc5ej4eJTAwzIvJw4LwdH32hJwnaGpS8uhxAdcTMrmRkMGth1kUl6vIOiJBwMnaBHd7CwYEe2BvaYyDpTG2ZoaYGur+Qy0x/9twtjShp6cTu6LvMHdAKNJ2auYeVuaMD/Jl65XbTA7xx9VCu0f51bAeHHmQwPsnTrF3xlT1mrfU0+fvYf14++xxNtyNZY5/MACGMh2+6TmCmae388n1U3zeXRXQ2uga8W3oBBZc/p33bu7n+9BJCIKAqdyArwPmsPDGr7x9ey0/B7+kzpyNtB2ErljBb4+28kn8D7zrtRADqcppiAQxw21n4Krvw/6staxK/oggk3CG28zAQNp+tkYikmGnG/hPfbfVjZUczd5CTOFJ3PT9mOn8lhaBCWB7+gFuldxjges07HU1Ga6TObGkVeWx1G+GOk2cUVnE+dxEXvDsrR4xdzUvncLaKnVZD1R2x0Amp7O5ys5U1dXzqKiIYV6azdiTMaa2xhqOgsruaAetOrLWQf3T+I9f9QYKORN6+LHpXCyPi8qwNW2bmCEWiXhnSG/mbtzL7zG3mNNLO+0XZGfLlAB/NsbeZExnHzpbaQz533v241JmGm+cOcqRiTPQaWaWvezXi6jsFJZcOYq/mY16yPdLXn24X5rDV3HH8DC0pGtzw/Ig6yDya0pZlXwEU7khC91GIAgCEpGEhW7PYSYz4cDj4xTVlfCq+zx1JCkSRPSxHIWfcXf+eLyZEzk7uFZ4huG2M/Az6v4v7yFsUjYSlX+E4znbkIsVzHR+C1+jrq2u25S6m6SKFBZ7zNda4InlWRzMimGMfU/sdDXOYFvKNRz0TOhp6ao+diTtAaGWDlgoVDd1dkU5j0qLmdpZU8uKz1Uxtr0tWzR2F5dha6T9W1fV1qPbxiIvq9LWZjY30cdAT86jjNYydna2JgQFOvHHsdtMm9KjXYfp7mXD1z/P5JtPD/Llh/vYvSWauQsHEPwP1mGzs4q5eO4+l849IP6uiq3Z2d+ByOd6Ed7fBx2djkk4VVW17N53nZ27r1JdU8/AAZ15bnovrK3b1w5OzSxk3e5ozkQnIpGIGB3hz9RRodh0QG5qifKqGi7HpXL+VjJX4tPUwxBszQ0J83PBx9kaLydL3O0tUPwL57D+p2BaeBcWrtnPqbtJDO3i2e51rw7oydG4RL46doFVM8ZonTOQy3mvf19ePfQHW27eYlawpidzoqcvR5MT+fpKFH0dXXA1VjnmcBsXXujcnZX3Yuhp48wIJ1VKtKdlJ97oPJBl906wOjGK5z17A9DJwJZP/Gby9u21vHNrHcsC56kZtAOswjGQ6LP84Vo+uPcN73m/grlcEwB4GwbTSd+Xs7n7OJd/gPjS60RYT6SbaQTypxzevwJxpVfYn7mW8oYSws2HM9RmWquU9KWCaxx4fJyBVr0Z0EKNqbaxnnWPTuBhYEcfC43e8PaU64gEQV2PBpXdUYil9LPT3K+Xs9LpZmuvDtgTCvJRAj4tgvqskjKkYpFWWriqtr7V+pbLJM9sxfmPd64AU3t1YfP5WLZevMWbo3q3e13PTk708XBhxfkrjOnio6XuA/Bm716ceJjE+ydOsntapPpLNpTL+arvYGYc3s03Vy+qSQYSkYjlvUYz/Mh6Xo7az67BM5CLJYgEEV8Fj2XK+TUsvraLnX0XYKerSsdMdepLfm0pO9MvIBdJmec6GEEQEAkipjqNxUxuwvqUHSy99x1vey3EWKYxdKYyS2Y4v0FyxT0OZq3n97TvsJTb0d1sIEEmfdCV/DklnfbQpGwiuSKOk7m7SK18QGfDUMbbP4++tLWBvpAfw4nc84y0GUh3s2Ct5/g+YR+GUl3mumqmVSSU5nCjMJ03Ow9UR5RJpQUklhbwYYhmGkZ0lqrnuIedppYYn5eHraEBxgrNzfy4tIxwd2et99R2BCklr0S7p1UQBDo5WvAwte0pQiOGBbD084Ncj02ha4hrm9cAdPKw5pcN8zl7Io4Nq87yt1e30CXUhb4DfXHzsMbB2bxNp1hX10BKUi4J8Y9JvP+YB/eySE9VOXo3D2tmLehLeD9vHF0sWj32adTW1nPg8E227oihtLSaXj3dmTMrHBfn9h+b/riIdbtjOHnpPgq5lKmjQpg8PFgtDdkRisurOHktkXM3k7iRmEljYxMmBgrC/V0J8XQgyNMeW/OOhwH8X0GYlzOO5sZsi7rZoXM119fjxT7d+OZEFFEPU1ut22GeHuy+G8d3Fy8zxNNDrZ8tCAJf9h3MwO3refPMMXaNmaK2Sa8H9OZKbjpLYo4SYGaDg77Kvjzn1oP40myW3z+Dt7ENvZuZsaFmHnzQeSofx23hb3fW83XAXOTNxJ6uZl1YIn2VZQ9+5f27X/G65/N4GGjWvUwkZ7DNFIJMe7M/cy2HH2/iVM5uQs36E2Y2BFP5n89wtIei2lwOZ28mrvQKNjpOzHJ5Gwddt1bXpVZmsDJ5E14GbjznPEnr3Ja0s+TUFPO29wT1hqO6oY49abFE2HhjpVDZ0samJo5lJNDPrpO6BSezvJS0shJm+WkyffHNQ19aOtfHJWXYGBloBd3t2Z1n4b/CuVqbGDAwwIPd0XeY3rsL1sata2VP8NbgcEb/spkvj57n6wlDtc4Z6ejwfv++LD58hFVXr/FSd01vZriDM9M7B7D29g3C7Jzo56RafPb6xizrMZznz+/hg6vH+bL7MARBQF+qw8/dpzDp3G+8FLOVTb1mYyRTqEgxHqOob2pgc+ppapvqecltuNrhDLbui6nMmOUP1/L2nU9Y4DqdEFNtRmIn/c684vEVt4ovEl14nIOPN3Akewu+Rl3xNgzBTb9zh6mbp1FUm8v14vPcKD5HcV0+emIDJjq8RIhJ3zZ3xbdK7rE6eQs+hh5EOmlH4vszo7lXmsa73pMwkGqc4YqEC+hKZIxz0izew6mqlPDQFinhi5lpGMt18DbTOId7uXl4t1jgtfUN5JdXau1c6xsbqW1oRLettHBt6/SMu7MFh8/E0dDY1IqkE9bDHWMjXfYdiO3QuYKqnj9giB/h/b05tOc62zdd5OY1VVuXIIC1rQlisQixWER1dR3VVXVUVtbQ1DzA3chEF09vW4aM7EJYPy9sbP/c71ZbW8+hI7fZtjOGoqJKQoKcmT0rHJ8OarHJ6fls3HuFM9GJyGRipo0KZerIEIwNO55wU1JezdmbDzl5LZEbCRk0NilxtjZl+sBgegd2wtfV+n+kzvmfBpFIYEqvAL7ef55LD1IJ83Ju99oZ3QPZef0unxw+w76XpmsZY0EQ+ChiAEPXb+Rvx06wZvxYdY3VSk+fT8IjePX0H3x37RJvdVPt1KQiMct7jWbYH+t44fxedg6ajp5UhiAILA0cSXJ5Pm9c28XasJn4m6jUx/pZBVDf1MBn8Tt4+/ZavvB/Dl2JimTlY+jOR53fYFnCCj669w3j7Ucwxm6wFoHIQm7L/E5/J60ykYsFR7iUf4SL+X/goudDgHEPXPV9sJT/+SEMZfXF3CmJ5nbJJdKqEpEIUoZaT6W35cg2SU55NQV89eAX9CV6LPZYgESkuSahLJMtqWeIsApUz20FOJhxh7L6Gqa6ajJvl3PTKKypYpiTJiV8MUM1xahni6D+Xl4uRjpybA01/iSrpHXGrLK2vk278yz8VzhXgFeG9eRcXDKf7TnD8jmj2v2BO1mY8WKf7vx8Nppwd2dGBmgrtYzw8uRUUjI/XLxMiJ0dXR004tLv9ehLbG42r576g4MTpqtZfIMcPFjk25Of4y7jYmjGC51VBAdnfXOWd5vM89FbWBD9O2t6zsBAqoNIEPGG1zhkIgk70y9QWlfJO94T1Yy9UNNAPvV9h1+SNrAsYQV9LHrwnPMkdCUaZyUWxASb9iHYtA9ZVSlcKzrN3dKr3CpRyZuZyCxw1HXHTuGKQqyHVCRHJpIhFWSU1ReTV5ul+qvJorAuBwEBN30/hlhH4mvUTYs80BLHss+yMXUX9ro2LPaYr3XzpVbk8mvSYbqZeTHURpOCuVWUwYnH8Szy6ouxTGXIG5qa2JV8hzAbZ6x0DdTHzqan0M/JVW1cCquqSCkuZqKfhuWXVtQ8RN1c44gqqlUqWAYK7Tq0QkdGdW3r3l9fD1t2Hb1Jclp+q9qiTCZh/Jhg1m6M4taddAL9nz1QWyaTMD6yO2MndyM7s4jkh7mkp+aTkVZIfV0DgkhAoZChUMjQM9DB1d0KLx87LKwM/1Jav7KyloOHb7Jr7zWKS6roEuDIB0tGdziwPDm9gHW7ozkbk4iuQsbUUSFMGR7c4Xi3hsYmLt1N4cDFOC7deURjkxIHS2NmDgllcFdP3Oyfvav+/wIm9vBnd/Rdlu46xd63ZrY7ZUcmkfDZmIHMWr+bz4+e47Mxg7TOO5kYs6RfHz46dYbfrl7j+W4aZzDK3Yvox+n8EnsFPwsrhriqnIe9vjHLe41m7rldLL50kJV9xiMSBBQSGb92j2Rm1HoWXP6d9WGz8DZWlW0G2QSDIPBF/A5eu7maZYFzMZKq1oGTnj1f+b/H2kfb2JlxkFvFcSx0n421jvZv7aTngZOeByU207lSeIo7pdHsy1oDgJ7YABd9H6x07NETG6AQ66Mr0UcsSCitK6SoPo/iunwKarPJqEpCiRIbHSeGWE+li0kv9dDzp5FSmc63CSupbazjw86va2X0qhpq+DhuC8YyfV71HNPieB0rEs4TYGJPiJmGW7H94S2MZTpE2GvGX55ITcLOwFCtzARwI+sxXWxt1fenUqkktaCYoX7aWYry6lqsjLWzhgr5s6ct/dc4V3szYxYO7cm3By9w8vZDBgW2L8r9fO+uXE5O4+PDZwhytMXORJPGEgSBTwdFcC83l8WH/+DgzBmYNaePFVIpqwaPYuTu33n+2AH2jpuKnlT1JS4O6E1qeTFf3TyLs4GJmqDT3cKVH0In8erVHTwf/Tu/9ZiBnlSuIjJ5jMZYpsfaRycob6jig87T1LUQJz17Pvd7lz2ZR9ifdYy40gc832kGAcY+PA07XRfsdOcx0u45MqqSSa9KJL3yIWmVCdwuudzmdyAWJFjIbbBTuKgmZHSwsEEl1L8hZScncs8TZOLHK+5z1cL8oGICL723BV2xnHe9J2otyG/iTmAu12eWm2ZKzsnMRB5XlfFhqCYlHJvzmOKaaiKcNXWQ2CyVpGSIvUawIqVA1djt0tK51qjqqk87Vz0dKZVtDHcI8FI93+0HWW0Sd8aPDeHYyTg+/+owa1bMxtDwz9WXRCIBO0cz7DqYPPOPoLSsmj37rrPv4A0qKmoJCXZmemTPDp3qo4wC1u+O5kxMIgodGc+N686UEUEY6rf/WTLzStgfdZfDl+MpKK3E1ECXqQODGNzNG0+H/13R/f9EyKUSPp48iJk/bef7w1G8P2FAu9eGONszr1cIq6Ou0c/TlQhv7bTntMAArmRk8l3UJULs7AhuXvOCIPBx+AAeFBbwxpmjdDI2xb3ZCfS168TfgyP4+PpJvog9w3vBqte3VhixPmwWMy6uZ97lzWzo9RzuzfNLB1kHoSfW4cO4zSy8/gtfBMxWT6vSk+jyisdcgvL9WJuyjXduf8oUx9EMtOqjDv6fwFhmzmCbKQyynkxRXS6PKuJ5VKn6u1d6tblDQRsCAkZSM0xkFgywmkCAcU+sdDoeY3ghP4bVyVswlOrzvs9rOOlpX/99wn4eVxfyQ9Dz6kABYH3SZfJqyvkuVGOPCmuqOJmZyAyPYHVrZUVdHRcz0pjuG6iZfFNdTXJhEWN8NPa2uKqasppaXMy0s0sVNbUY6Gjbnad3sm3hv8a5gopgcDT2AZ/vPUs3d0eM2ulvk4hFfD1+CKN//Z139h5n4+wJWmktA7mc5SNHMGHLNt44cpR1E8apd1IOhsb8NHAEs/7Yw9tnj/PzwBHNNVOBZT2Gk1VZyuJLB7FURBJk0ZyOsfHku9CJLL62k+djtrCqxzT0JHJVK47LQIykevyQsJ+XbvzM5/7PYatQGWaJSMJkx1EEm/jxS/JGPr+/nC7GvkQ6jmm1wEDlMJ31PHHW84RmP1ndWEltYw31ylrqm2qpa6rDQGKEicyilQJTe6hsqOKHxDXcKY1npM1ApjqNVaexn2B18lGSKrL5MmA2ZnJNVHk6+wGxRRl8FDgCPYlmAW54cB17PSMG2GkMzLGUh8hEYno7OKuPXc/MQiYWaxHMUgqaJclaLPLy5gHG+k8vch0ZtXUNrdK/lmYGWFsYcvtBFpOGBfE0FAoZf18yikWvbWbZ90dZ+sHY/xXHkplVxJ59Nzh24i41tfWEh3kwbUp3PD3aF43IyC5m7a7LnLz0AIVcysyx3YgcEdyuU1UqlVx/kMG20zeJujWREcAAACAASURBVJ2MgECYnwujw33p5efSrozi/w8VApxtmN47iM3nYxkc6EGoW/sBz8J+PYhKSuODA6cIsLfR6tMWBIHPBw/kXm4urxz6g0OzZqgVyeRiCSsHj2LE7s0sOHaA/eOnqVWEZnkGk1JexJr7V7HRNWBOc1ubnZ4J68NmMfPieuZc2sjm8NnqHtgwCx++DZzP+3c38fy15XzkO52uLVpXell0xcvQjVXJm9mQupPjOeeZ7jSOYBP/VveBIAiYya0xk1sTaqbqDmhSNlLTWEVVYwXVjZXUN9VhLDXDSGbWYV9rSzQ0NbIpbRfHc87hY+jBax7zMJJqp2SPZV/neM4NZrsMJNBEE5TnVpex7uElhth1JqjFzOhtD29S39REpLuG0Xw+I4W6pkYGu2hskSao15RZUp/YHXNt51peXYu+4mm783/MuUrEIj6aPJDI77fy+d4zfDl9aLsG0c7EiPeH9+Nve4+z8vxVFvbT7lXzsbLkgwH9eP/EKZZfusxrvcLU58IdnHm7WzhfxlzAx9yShUGq2qyORMrqvhOYeHwzc8/uYuvAaXibqJxChK03y0Im8Nb13bwYvZVfu0eiL1XdHGPse2KrMOOjuC3Mv/oj73eOpIe5Jl3tZuDCV35LOJZzjv1Zx3jnzmeEmYcywX44NoqOyQQKsR4K8bOJKm2hUdlIVP4VdmUcpri+hOddZ9DfKqzVdYeyrrAz/QJj7Hqo5yaCShXl23sncTUwZ5yjptYaV5jD1bwM/hbUXx3UNDY1cSQ5gT6OLhjINAv1elYWATbWWqLYKQXFWBvqawlGlDU716cjyCfpmeraOgyeauL397Tj+t00lEplm+vE092a+XP6sGL1WXbuvsrkid1aXfPvgFKp5NbtdHbvu070lSQkEjED+nozaULXDolKWbklbNx7haPn7yGRqGqq00aFYmTQtlOtrq3nj+h4dp+9TVJWAcb6CuYM78b4Pv5YmrTPW2gLVbX1ZBSUkFZQTFp+CZmFpZRUVlNaVUNpZTUlVTXUNTQiag5EBUFAKhFhqq+LuYEe5oZ6WBjq4WJpire9BU4WJv9VddxFQ1VlqQ93nGT761MxVLQd2MskYr4eP4QJK7ewZN9xVkwboxX0GcjlLB81golbtrP48BHWjB+DtFlcxVrfgBWDRxF5cCevnvqD34aozgmCwAfBEeRVVfDpjdOY6ugyxkVVRnHSN2Nd2CxmRa1n9sWNrAmbSScD1RoKMHFldegrLLmzgbdvrWWB21CmOPZRB87mclOWeL/CzZI4NqftYVnCCnwMPZhgPxwfQ48Og02RIEZXYoCu5K+toydIKk9hY9ouEssfMdwmgmlOY7VKUACPKnL4PmEfAcauzHTRHqb+3b1TNCibeN1Hc7y2sYFNCTfoY+uKm5Em/Xv80UPMdBSEWGuyYzeyspCKRPhZaexrSqHKubbMmNU3NlJT34DBU+UA3Q76yZ/gn3augiA4AJsAa6AJWK1UKn/8Z5+3PXjZWfLi4B78fPQy7jbmzIto3ULyBKMDvIlOTufns9E4m5sw/Klc+mR/P25lZ/Nz9BXsjIy06n7PB4ZyvzCfZVeisFDoMslbRf0219FjY//JTD65hWmntvJ7RCQ+zWPUhth1RqlU8s6NvcyIWs+v3adio6tKSXc18+S30Ff4+91NvHN7HZMde7Og01C1bKBMLGOU3SD6W4VxIOs4x3LOcrHgKkEmfvSx6E6wib9axuyfRZOyiZjCWHZlHOJxTS6ueo684jEXT4PWbSb7My/zXcI+upt58bLHKK1zKxMukFZZxOoe07VSSj/cicJAKmeKm4aoFZWZRk5lBe/31JAMympqiMvJ1ao/ATzMLcDNUjvtWlalagN5Oluhr1At8srq1s411N+RExfv8+BRLt6drGkLE8aGEn//MSvXnENXT87IYf9cD19HKC6p5OSpexw5foe09EKMjBRMj+zJmJFdOpypmp1Xyoa9MRw5H49YJDBucCAzx3Zrl/1bUFrJzjO32HPuNqWVNXg6WvLBc4MY3M1La+Bze6hvaORBVj5307O5m5bD3fQc0gu05xCbG+hiqq+Lka4OzpamGOvpIJdKUCqhSamkSamkrr6BwvIq8ssquJ+ZS1FFtVqRSUcmwdPWAn8nG/p2dqWLi90/rQ7174RCJuWTyMHMW7Gbtzb+wS/zx7b7ft0szVgyrC8fHjzNV8fO895wbWlEXysrPo7oz5LjJ/nw1Gk+GzRQ7chCbez5JDyCv50/wVtnj/HdgGGIBAGxSMQPvUYx+8xO3rh8GBECo1xUog+dDCxYFzaLuZc3MfX8Gn7oNpkezWIKNgpTfgleyFf3d7Iy6Qh3SlJ4y2uCOvskCAJBJn74G/lwOi+KfZlHWRr/PQ4KWwZY9SLcvBv60n8seH8aSqWS+2UP2Zd1lDul99ET6/KK+1zCzENbXXu/LIO3bq5BV6zD3ztHqqfcAJzLSeBQ5h1e8OiNvZ7GEW5OiCW/ppIXfDQbqdLaGk6kJjHOo7NWMHcxNZ1AWxstveDE3AIUUgl2LXpcNXZHO4Btr/beEv+KnWsD8IZSqYwVBMEAuCEIwkmlUhn/rAf+o5gf0ZXknEKWH7lEJ2sz+vm23XsoCAKfjI4gq6SMJfuOY2OoT5CTnfb5gRHklFfw/vGTWOrp0cfVRX1uWb8hFNdU8+75E+jJZAzvpHLOjgYmbBs4lakntzL91DYtBzvU3hd9qZzXr+1i0vnV/NwtkgBTVYrXTtecFSEv88vDQ+xIv8D1ooe85TUBHyNNWkNfosc0p3EMt4ngZO4FTudGEVt8Fz2xLj3NQ+huFoybvrO6R/bPQqlUklaVSWzxXaILb5BelYW9wpY3PJ4n1DSwzSh1V3oUPz08SJi5Dx/7zVAHAgAPSnNY8/Aiox0C6GWlSbfczM/idFYSbwT0xlCmcXbb4+9gqqNQazgDRKWqBP37umpkD+saGknKL6TXU+0MxZUqwQKTpxa5ga7qeyivqsX6qTJor+BOiEUC568mtetcRSKB994ZSU1tPd8vP055eQ0TxoY8c3rMn0VdXQNXr6dw4lQcl2OSaGxsorO3LW+9PpQBfb2Rd1C7ySkoY+PeKxw+G4dYJDB2YAAzxnTFoh1HnJpTxOZj1zkSc5+Gxkb6BroxbVAwAW62He5ClEol6QUlXHqQyqUHaVxLyqCmWX3GwlAPfycbRoX64GRhjJOFCY7mxq36jf8M6hsbSckt4n5WHg8y87mflceOS7fZfD4WQ4Wc3j4u9PN1o29n13ZFG/43EeRqxwcTI/hg+wm+3HeW98b3b/d7nRTiT2pBCesv38DB1IiZPbRLE5P8/cgqK+OX6CvYGhiyqKfGIUT6+FNUXcWyqxcxkMlZGj4AQRCQiyWs6TeBOWd2sfjyIQRBUIvbeBhZsb3PfF6M3sLzl3/ng4DhTHBWtdDpSuR85Dsd/8xLrEj6g5kx37DIYxRDrIPV718iEjPYui/9LHpyoeAKp3MvsiF1J1vS9tLVrAvBJv54G7pryZ/+WRTVlXCvNIFTuVE8KE/CSGrANMdxDLTurcXreILYoiT+dmcDJjI9vuuyQK06BVBSV8WHtw7hYWjJC56atszyulp+vXeZXjbOdLfWkJsOPLxPTUMDkT6avtiCykri8/J4PVw7S/cgOx8PKwstJ6yxO9rv84nd6Qj/tAVRKpXZQHbzv8sFQbgP2AH/NucqCAIfTx5ERkEJ7/5+lE0vT8bTru10mkwi4afIkUT+tp2F2w6yfX4kTmaaH0sqFvPz6JFM3baTlw8eZuuUSfhaqxylTCxm5eBRzDq8h1dP/YGuRKpu0XE2MGXbwGlMPbmVaSe3snlAJL5mKgMebuXO1t7zWBizlVkX1/NZ0BiG26t+XLlYyute4wg18+D7hH28eP1nxtj3YEGnoehJND+gscyQiQ4jGG8/jDul97mQF8O5vGhO5l5AhAhnPXs8DDrRSd8JY6kh+hI99V9NYw1F9aUU15VQUldGSmUGt0riKKxTpT066TmxyG02YeahrWqrT7At7Rwrkv6gj4UfH/hO1XKslfW1vHltN0YyBe/4DdZ63Le3L2Am12W2lyYazauq5FRaMrP9gtQkA4Dzj1Iw1tEhoIUsXHJ+IfWNTXhZa/+eJc2L/Omd65Pd6pOabEsYGSgI9HHg/NWHvBDZq83PCSCViln697Es/fwgv607z4FDscycHsaQgX4davS2h8rKWmKuJhN1KZEr1x5RU1OPibEuE8aGMHSwH06OHasw5RWWs2nfFQ6evgvA6AF+zBzbDUuztlNwSZn5rP3jKqeuJyCTShgT7ktkRBCOVu23/SiVSu5n5nH0ZgKn7yapJ085WRgztpsvwZ3s8He0wcpY/19Wi5aKxXjYWuBha8Ho5uVRVVvH5YQ0zt17xIX4Rxy+8QBLQz0iwwOZ2MMfQ91//wCBv4IxXTvzKLeQDWdv4GplytTw9hXS3hwUTkZxKV8eO4+DiRH9vLQ3Aa+F9eRxWTk/XLqMjaEB43018oMvBXWjrK6WVbeuYSCTq6VZdSUy1vWfyOwzO3nt0kGqG+qZ1JwhstM1ZkvvubxxbRcf3DpEWmURi30GIBJECILAeIdehJh68PX9XXwRv4NTOTd502s8NgqNqIRMLCPCKpwIq3BSKzM4k3uRiwXXuFRwDQAbHSt8DD1w0rPDRGqEscwIE5kRemJdqhqrKW+ooKKhirL6chLKk4krfUBWdQ4AZjITZjtPpr9lmJbaW0tE5cfxcdwW7BTmfNtlPuZy7Rrs53eOUlxbxYruU5G1sCXrH1yjuLaaNwP6qI8plUq23ruNn4UVfhYaGxOVqmrL6e3irHXtg5z8VkzhksrmnauudlD/dA22LfxLa66CIDgDXYArbZxbACwAcHR8duvDs6Ajk/Dj3FFEfr+NV9YdYMurkZgbtp2+MNFVsGr6WKb8to3nf9/HtvlTtDRr9WUy1owfw8Qt25m7Zx87p07ByUTlgHWlMtYOG8fUgzt54fhB1g8fp+6VcmrewUae2krkqS2s7jOBHs1Rk7uhJTv6zOeVqzt46/oeksvyWejdV53eCLfwJcjEjd+Sj7Ev8zJR+XG87D6KPpZ+Wg5PJIgINO5MoHFnqhqqSShPJrH8EYnlyZzNu8yxnLPP/q5EcvyNfZhoMoIuxr4Yy9oXAahurGPFw8Psz4pmgFUg7/lM0Ur5Nin/H3vnHRblma7xH9JBehHpRSkqCIIiFhBRsfcWWywx3bRNMZpqqqZsNk2TGE3sXeyKKCCi0qQjvffeGaZ95w8iOplBzW6ye/Y6574u/3Hemfnm4/3ep93P/cjZdDuMko4Gdo5Z1dt6A3CruoTY6mLe8g3pZVkDHMvOQCqXs9TD677PEYguKma8k4OCp3inqqex22PgPYIT9HiQBjravfWpuzC8L3JVhQmjBvHFrqsUlzfgaNs3w1dLS4MP35tPUnIxO3df4/O/X+Tw0XhmzfDGy9MOW2sT9PWVHyhBEKiobCIzq5LsnCqyc6rIL6xBKpVjYqLP5IlDGTd2MCO8HR5KHKprbGPPyXhOX0lHLgjMDB7G4/P9sTJXraiUXVLDz2fjiEzOR09bk8enjmTZZF9MH9DXml9dz4XbOVxKyaW0vhkN9X6MHmzPqgm+jHVzwM78r9FR7gt62lpM8hrMJK/BSGVybuWWsjc6iX+ci+WHy3HMGzWMtRNHKrVC/Cfx4oxxlNQ1sy0sGjszY8YPcVK5rl8/NbYtmMqqXUd59dgF9qxdxFDrezU+NTU1PgqdTG17O5suhmOmp8sEZ+fe1zaODqRNLOb75Dj6a2nx7G/cDz0NLXZPXMwz0Sd449Z5WsQi1g/pec1AU4fvRy/j4/QL/JwXS2FbPR+NmNP7nDroW/KN7zOEld/kh4ILrI77ghWOE1lgO663k+EuHPXtWOv8GKudllDcUUZmay5ZrbncaEjgSm3MQ++Tdj8t3A0GMcFiDMOM3HHUt+3TmRcEgbOV8XyZcwI3A1u2ea/DUFNxHx8uSuRseTrPugX1TiUDaOru5Kc7cYTauTLc/N7/J9dUkd1Yz8dBkxU+J7KgEHM9PUXxiJY2WkXdePTh1P8+Y6arrYn6Q+RQ1f6sifNqamr9gWjgI0EQTjxorZ+fn5CYmPinfG9WeQ2rvz2ChYE+O56a/8DDIamkgrW/HsfF3JSfVy9QMLDQMyFhyYFD6GhqsG/JIoUBuo1dnSw5dZiythZ2hM5hgv29B6qqo5XHrx6muK2Rj/2nsdDlnhERy6V8kHqO4yXJjDCz55MRc7HTV9QfzWop5fPsY+S3V+Hc34qVjiFMsPRSqDOogkyQUdVVS7u0o9djbJd2oKOujammca9XaaRpoEQWUIWEhlw+zz5OlaiRxfaBPO0yXcGwCoLAtoxL/Fpwi9eHTWH1oHvavDK5nLkXf6VB1EHknKd7I1SxTMaEAzuxMzTi8JylvesTyytYevAwX86Yxuwh98hdH5y9SlhKFvGbnlUwuq/vPU9maTXnNq9VuOaKuhbmvPkz764JZdZYZeHxusY25j3zE8vnjOSZZeOVXlcFQRCIvZnHz7/EUFHZhOS30VKmpvpYDzRGJpPT1iairV1EW5uod7i6rq4WboOt8HAfSMDoQQxxt36kyLemvpX9pxM4FdFjVGdMGMrj80f3KVOYVVzNT6dvEZNWSH9dbR6b5MPSEB+M+mALt3V1czE5h5PxmWSUVtNPTY1Rg+2Y6u1GiOegPln3/0nkVtaxJ/o2529no62hwYszx7E4wOtP03f+V9HZLWb1t0cpqG5g68ppTPIa3Ofa2rZ2lv54iC6JhN2rFyplZdq6u1lx+Ch59Q18P3dWr4GFnufqlasXOJV3hxf9AnjJb0xvJkEsk/Fy7GnOl2azys2Xt30n9WoXC4LA/sJ4tmVcwkxbn0985/WK2t9FjaiJr3LCiK3PwkhTj6X2E5hnO0bJyP4eckFOi6SNJnELzZIWmsQtdMq66K+hR38NffQ19OmvoYe1zgAFIYi+UNpRy99zTpLUlI+f6WA+9Hxc6RrCK7J4JeEoYwe48P3oZQpn4+a4ixzKT+HCjHW4Gt+7t8+Fnya6tJhbq57uHdbSJZEw+rsdzPJw58PQe0Y3PDOPFw+f5fCTj+Fley/KPXIjlQ+PXeXyO+uVHLwDl2+zfIpvkiAIKke2/SnGVU1NTRM4C1wSBOHLh63/M40rQGpxFRt+DkO9Xz9+eGoBrtZ9p91i8op5/uBpnM1N2fX4AiWP5E5tHauOHEOzXz/2LlmEi9k9Q1jf2cGqc8fJa6zn8+BpzHG9ZxRaxSKevXaS2OpinhkawKveQb3tPYIgcKYsjQ/TziNHYOOwUBY4jFBIt0nlMq7WpLCn+CqlnbXY6VmwwiGYECsftB5hg/4raJF08F3eGS5WJWGnZ8Fr7gvxNlFWLtqZe50vsyJY7jyKTZ6KTO3tGTfZlhLFN+PmMNPxHqP4YFYab0aH8+uMBQTd55C8HR5BWFYWt559Gn2te1Hu/O/3Yayny67VCxS+e+13R5ELAr88ryiJ1iESE/T8t7ywcDyrpioTIwDe/PwUKXfKCdv+JNqPIFt2F3K5QHlFIyWlDZSXN1Ja3khlVTNamuoYGOhgYKCLoYEOlpaGDPWwwcHe7A+lkcurm38T1M9EgB6jOs+fgZaqMwv3G1VDPW2WT/FjyURv+vdR/0krqeJQbCqXU3LplsoYZGXGPP9hTB/hhpnBn0NS+atR3tDMB0evcDO3FB8na95dPAnnAX9uj/E/i9ZOEc/vDCOtpJp3F09inv+wPteWNDSzevdRuiRSdq9eoJyZ6eri8SPHyWto4NvZMwkZdC+FLJXLeSPqEsdzMlk+ZDhbxocosPA/TY5k5514gq1d+Me4OQps/MzmSl5PPE5RewOrBwXwkkeIQjoVILOlhN2F4cQ35mKkqc9i+/FMHzhSoeXur4BIJmZv8RUOlkSjo67JepdpzLYZrRRUXKvJ4/lbB/E0seGnMSvR07h3XtyuK2fBpb2scx/JW373mMO5jfWEHv6F50aM5lX/eyWhs3eyeensefYvXYS/3b2Wqk8uRHEkMZ24N59F674M03cXb/Dj5TiStr2oksCmpqb21xlXtZ4T9legURCElx7lPX+2cQUorGngye3HEUmkfP/kPLwc+u4TjM0v4bkDp3A0M2H36oVKBja3vp5Vh48BsGfxQlwt7hnrlm4RT14MI66ynM0BQaz3vnegS+Qy3ku4zIG8ZKbYufJZwAwFUk9lZzObb4cRV1/MhAGuvO8zCwsdxTqaXJBzrTaDPcUR5LdX0V9Dl2BLL0IH+uJp5Pin9mLmt1VysvwGETXJiOVSljkEs8oxpFeT9H4cL77N2ymnmWE7jK2+8xXSO2kNVSy4uIcpdq58O35u7zVKZDImHtyFqa4uYfOXK3jcAd/vINDJkb/PvDfpqF3Ujf8n23kmyJ/nJwYofP+sT37B3cZCaTKSIAiMe/ZrFk/05sVFQajC7cwynn//CJuensLMiZ4q1/w7UVBaz96weCJis9HQ6MesiZ4PFNTPL69je9gNolMK7hnVEG+VdR+JTMbl1Dz2X0smvbSa/jpaTB/hzjz/oQyxHfBI+0cuF6hpa6eovpGi+iaK6puobmmjpUtES5eIVlE37d1i1NXU0NJQR1NdHS0NdUz1dLE1NcLOxAg7U2MczUwYam2plMr/oxAEgdOJWXwWFk2XWMpTU/xZFzLyf0UrT2e3hFd+OcONnBL+NjuQxyf49rm2tLGZ1buP0SkW8/PjCxRSxAAtIhFrjh4nq7aOf8yaQajrvWhYEAS2xsWwIzmeqU6D+WrSDHTua187kJvMOwmXcDAwYUfgAgYb3zuzuqRiPssM51BRIm6GA3jPe1YvyfJ+ZLQUs7vwMgmNuair9cPfzJ0Z1iMJMPNQEpj4V9DQ3Up49W1Olt+gWtREqJUvzwya0Tu68n4k1Bfz5I19OBuYs3vs4xhq3TurOyRiZl/YTZdUQvis9b1ztwFeuHyWiOICrq9Yj6nuvfTy+uMnya6rJ/qpJ3qDH4BFOw6gq6XJnrWKIzffP3KZqMxCIt9/SuVv+auN6zggBkiH3undmwRBON/Xe/4K4wpQ3tDCUzuOU9/WyTfr5jBqcN/N3ncNrIOZCbtXL1AS+S9oaGTl4aNI5HL2LF6oMLFFJJXyypXznC/M5YnhvmwKmKAQpf6Sk8hHSVew62/Md4HzepnE0GM89xXE8WVWBJr91HnOfQLLnf17RyXdhSAIJDbmcak6iWu16YjkEgbqmBJk6YmXsROexo4KaiWPivruFpIa8zldcYv0lmK0+mkwaYAPi+0Dce6vzKgVBIFd+bF8mRnBGEsXvhv9mEIk3SkVM/PcbkQyCednrMNY+97mP5adwauRF9k5bZ6CKtPlvHyeCTvNzgVzFVJgsfklPLHnBD8/Pp8xLoqj4ka/+S3zRg3jjXkTlK5xxus/MdLdjvfWTlX5mwVB4PHX9yKRyvh128r/yAg0QRBIyizjwOkEbqUUo6OtwbzJw3lslh/mJqrriWU1Tfxw+iaX4rPR09Fi5RQ/lk7yUWlU20XdHLmRxoFrydS2duBgYcyycT7MHjnkoW0DnWIJaeVV3C6tJLm0kpSyKtrvU73S09LE1sQII10dDHW1MdLRQV9bC0EQEMtkiKUyuqVSGto7KWtqobq1jbvHip6WJr72Nvg72zHa2Q4PK8t/OrXb0NbB1pNRXEzJJWioM58un/ZILRF/NSRSGZsOXORSSi5PTBrFhmlj+nRiyptaeHz3MTq6u1Ua2LbubtYeO0FaVTWfz5jGLA93hdd3piby4Y0o/K1t+WnqPAy17+2FWzWlPB9zki6phK0BM3qn6dxFVHUO76WcpU7UxkKHEbw8dJICZ+IuyjrrOFeZwMWqRBrFbRhr6jPKzI0RJoMYYTIIK91H1zW/i26ZhPjGHM5VJhDXkI1MkDPMyIEnXaYpiEPcj8T6Ep6+tR8rXUP2jFuDqbbieffajbMcL0xn/6RlvVwXgIKmRiYf3s364X68GXDP4W7o7GTs9h9Z6+fL60H3SkQd3WL8P/meJ8aN5KVJigzi53eGUdvSzpG/rVB5jX+pcf1n8FcZV4C61nae3HGC0rpm3pgXxKIAZcWRu7hZUMqzB05hbWTIjyvnKsgkAhQ3NbHy8DHaxWK+nzOLAId7RCyZXM4HNyL5JT2Zac6D+WLiNPTuI/Ek1JbxfEwYLWIRb/mGsHywj8J1FLc38En6BWJq8nHqb8Zrw6YQNEB143antJuYugwuVSeR2lSIROipAdrrWeLSfyAO+haYaRliqm2A2W+anF0yMZ0yEV0yMbWiZu60lpHdWkZddw8r1EbXnHm2AUwd6KdEHLiLDkk376We4Vx5BlNthvLxiLno3BfVCoLA326cJawoQ2mDi6QSphz+hf5a2pxbuFLhdz0bdpqE8gpuPPOkQlTzVUQsP8UkEL/pWQXh8w6RmIBN3/HSjHGsDVFO/a78YD8mBrp8/dJ8pdfu4mZyEX/75ARzJ3nx2vpJ/zY1JqlMzrWEfPafSuBOQTUmRnosnOrD/CnD+xR/qG1q46cztzh9PQMNDXUeC/FhZaifyppqQ1snB2KSORSbSltXN6Nd7VkZOIKx7o59GjFBECioayQqp5Do3CKSyyqRyQXU1GCQhRkj7K1xs7LA2dwUJ3MTLAz0/9D9EktlVLa0kltTT1xhGXFFZRTU9Uha2poYssjXk3k+QxXUi/4IDl1PYWtYFO42lux8ZuH/CgMrk8v56NhVjt1KZ6avO+8smtynuHtFUwurdh+jTdTNN0tn4e+sGAS0i8U8dSKM+LJyNk+cwOMjFM+OsNwsXo28iLORCT9MnYuT8T1jV93ZxvMxJ0mqq2Cl6wg2+4YoMPQ7JN18lxPF3oJb9NfQYYNHMIsdfVVGplK5AzMaYAAAIABJREFUjPjGHC5XJ5PUmEezpAMAKx0TnPtbYatrzgAdE6x0TTDR6o9cEJDIZUgFKd0yCWWd9RS0V1HQXklpZx0yQY6plgFTB/oxbaAfDvqWSt8JPQHIL/k3+SrrCjZ6xvwybnXvxJu7OJiXwqa4C7zgOZaXhytOSnvh8lnCi/O5vnw95nr39tgvSbf58GoU51avxM3iXrB0Pa+Y9XtP8tPKeUotgEu/3I9pfz2+f3Keymv9P2VcAVo6RLyx7zw3ckqY5efB2wsn9bnRE4rLef7AaTTV1dm+Yg6eNorRW0VLK0+cOElRYxNbJoew2OteWlEQBHamJvLxzWgGm5ixPXQOLib3arR1XR28euMM16qKmGQ7mI/9p2Ghq6/w/uiaXLZlhFPc3oC/uSNPugUy2typz8OsWyYhu7WM9JZi0puLKe6ooVrUpFLn837Y6JrjYWiLu6E9w4wccDfsm7kHPSPkXk44Sml7I897TOBJ1/FK63dk3mJrciQveY3jRS9FstCnt66xIzmeA7MWM8b2nlNS1txCyM5drB/lx2uBiu9ZsH0/upoa7HtiicL/51bWs/DzvWxbOZ2pKkZ/vfx1GDVNbRx4d+UD78F3+66x/3QCaxeO5onFykpUfyYamzs4dSWdUxGp1Da0YzPAmOWz/ZgWNBTtPvZic3sXv16I58jVFGRygflBXqyd4Y+5kbIRqmluZ9fVBE7cSkcskxHiOYi1E0cyzF51P68gCGRV1XI69Q5X7hRQ8dtQaHcrC8YPdsTXwQZvu4EY9aE89K+itq2dG/klnEzOIr64HI1+/Zjo7sxyfx9GOT1Ye1YVojILeHn3GXxdbPnuibmPJI7xV0MQBH68HMd3F2/iYWvJV2tmMdBEdaq/srmVp/aFUdLQxJY5k5nrragpLpJIeOXcBcLz8lnhM5y3Jgb3kpUAYstLeC78DDJB4O8h0xUyQ2KZjG0pUfx8Jx5XI3O2BszA21xxmlJeaw0fp10grr4YOz0TnnAdxxy74Ur12Pt/W1FHDbeb8rnTWkpOawU1oia65cpDM+6HpbYxgwwG4tLfGk8jR/xMBz8wxVzb1cqbt8O4WVfIpIHufOAzByMtRacypqqINVcPM26gEzsnLFK4LwlV5SwKO8RzI/x7JwxBj/MzaeduLPT1ObJ8qcLnfXw+kiOJ6dzc+Ay6v+NkBL69ncnDXXm7D03p/3PGFXrqRjvCb7Ej/BbuNpb8fc1MbExVE0UK6hp4am8YDR2dfL5wOiEeimmKtu5uNpw+y/XiEp4cNZJXA8cp5Otjyop5MeJcz6YODmW6yz0DIBcEfslOYGtyFLoammz2DWGhs6eC8ZTIZRwqSuDH3BgaujsYajyQdYPHMdna46GMYejxMJsl7TR0t9EgbkUNNXTVtdFV10JPQxtjTX0M+ohOf492iYhf8m/yc14sBpo6fO63oHcY/P24VJrDM9dOMN3Bg2/GzVH4PRl1Ncw5vo+FbsPYGqzYB/vh1Sj2JacQ9eQ6rAzu1VhqW9sJ+vwnXpk0lvWBiopNkRkFvLjrNAdeekyl8fhkbwRXkvKI+OqZB/42QRD4ePslzkVl8vKaYBZNU9Yc/lcgk8tJzizjbGQGV2/mIpXJGenlwIJQb8b6OvdZI+wUiTlw+TZ7LyXS2S1mRsAQnpwdoHJual1rOz9fSeDYzXTkcoFZfh6snuiHk6Wpik/uiZLOpGVzJjWbwvpGNNXVGetizwQ3ZwJdnRho9M/J1/0rKKpv5GhiBidTMmnuFDF5yCDeCA1Uyhw9DGcT77DpwEVCPAfx2aoZ/2sUnqIzC3lz/wU01dX5/PEZfWoRt3aJePHwWW4VlvHsBH+eDw5QeI7kgsC26GvsTEgiyMmRf8ye2ct6BShrbeHZ8NOk19WwwXc0L/mNUdhj0ZUFvHnrAjVd7axzH8Urw8ejo6GYeYqqzmVHTjTpzZUM0DFg7eCxLHQYga7Gw7MBgiDQIumkRtREo7gNDTV1NPupo9FPHU01DQbqmvaZFVP1WZcqs9iSepZumZSNnlNZ+DvSJ0BOcx2LLu3FRt+II1NWKJC3uiQSph/dg1guI3zJaoV2wAs5uWw4fZbv5sxSqGUDhH61G0czE6VB9w/LmMH/UeN6F9GZhWzafxF1dTW2rphOgJuDynX17R08t/806ZXVvBEaxKoAn9+xeeVsibjKgdQ0QgcP4rPp0xS0byvbW3n20hlSaqtY5+XLxtGBCinPgpYG3oy7QEJtGWOtHPnIfyoOBoq1i26ZhNNlaezKi6WkoxE7fRMWOfgyw9azV0bxr4JIJuFAYTw7867TLO5iivUQ3vKajrmOcj3wXMkdXrp+mmFmVhyYtKx3IDH03Kc5x/f1CEcsXdMrPg49Tsq47T8SMsiFL2dOV/jMo0npvHMqglPPrcR1gCLbe2/0bT47Fc21D57GWF85Nbrz7C12hN3g+vcbHjrEWCqTs/mL08QkFvDeC9OZMs7jgesfBcXlDVy4lsWlmCxqG9rR19Vi+oShzA/1xsFatdEDEEuknLiWzs9nb9HU1sUEHxeemTsWFxtltntjeye7riRwODYVqVzO7JFDeXLyKJUOo1wuEJNfzP64FGLyigHwc7Bh1nAPQocO/sui0z+KbomU3TeS+OFaPIIgsH78SNaNG4nOH4hC919LZmtYFCuDRvDaHNWEtv8EimobeWnXGUrrm3h1dhDLxqtWQRNLZbx/5gonkjOZ5eXOh3Mno6Wh+PsPpabx7uUrOJuZ8sO8Odgb32s3FEmlvBMTwZHsDALtHPkqZLoCgadN3M2nyZEcyEvG0cCErQEzGGWpaOwFQeBGXQE/5MSQ2FCCoaYOM209mWvvzVDjB6t7/auQC3KuVGWzPeca2S3VeBhZ8ZnfApwNlEWBitsaWX75IFJBzsmpj2Otr5gV+PBGJDtTk5SyZQAL9x2ksauTy+vWKDggRfVNTP/6F96eOZFloxTnaudW1rHw8318tmo6od7KGTP4P25cAUrqmnhp9xmKahrZMH0Ma4JHqqxHdYklvHHiIpez8lky0otN0yYo0LIFQWB30m0+jbqGq7kZ386ZpdALK5bJ+PhmFL+kJzNigDVfhkzrnQkLPZ7oobwUPk2ORCKX8eywMazzGKlALQeQCXKuVGazp+AmtxvLABhp5sBMOy+CrdxUGrx/+t60NxBRdYe9BXHUitoYZ+nCCx4TGWZio3L9sYI03rh1nhHmNuwKXqzgOQJsT45j660Ytk+ZzTQXxbGAP8TF89m164StXN6rgnUXzx88TVZlLVdeWaf0MH96IpLTiVnEfvSsygf9Ytwd3vrpAoffX6XSMP0e3WIpr3x8nLTsCmZN9GT2JC/cnCwf+RARS6Sk3Cnn5u0i4tNLKCprQL2fGqOGOzItaAjj/Vwe2PIjlwtcis9me1gslfWt+LrZsmHBeIY5KzPcO7vF7Im6za9RSXSJJcz08+Cpyf4q+7lbukScuJ3JoYRUShtbsDDQZ7GvJ/N8hjxyVCiWyShqbKSqrY26jk7qOjpo6OikrbsbNTU11OgROFBXU8Oivz7WhoZYGxhgY2SIjaHhP8UMrmppY9ula1zMyMXG2JDPFk7Dx77vofC/x6cnIjlwPYW/r55FiNegh7/h34R2UTebD1wiMqOAuaOGsnFesMpRZYIg8FNMAn+PiMXX3pqvls7EvL9iKeBGSSkbTp9BDTW+mjWDcY4OCu8/eCeN92KuYqyjwxcTpzH+vslTADeqi9l46wJl7c3McRzKaz5B2Ogr74nE+hIOFycQUZlNt1zKIAMLZth6EjLQHReDP28kYbtExNWqHH7OjyWvtRYHfVOecgtkhq2nErkTejoS1kUeRSbI2RuylKGmihmshKpyFocdYvnQ4XwYqCgakVRewZKDh3k3ZCIrRyhqh/9y4zZbL0YT8co6BU1heHjGDP7fuAI9h9R7hy9zMSUX/8F2fLRsKpZGykZKLhf4e8R1dl5PZLjtQP6+ZIZS6uxaUTEvnz2HTC7wydQpTHNTNCJn8rPZFH0ZqVzGxtGBrBzmo5BGru5s4/3Ey1wszcFCR5+XvMazaJCXyk1V2tHIubJ0zpSnUdLegECP+pOfmQN+Zg54m9phpfvoA7k7pN3kt9YSVZ3Llaps8tt6FJF8zex5wWMiI80dVb5PLgh8kXqN7zNuMNbKkR8nLFByCpKqK1hy6jBTHAfxfaiiyH99RweTdu7Gz9aGnQsUyQEtXSICP/uRxb6eSiLnAE//cIKmji4Ov7Jc5bVll9ayYss+PnlqBpNHqvYwle5DZzff7I3m4rU7iCVSBjtYEBo4BE83awz766CrrYmujiYymZyyqiZKKhopqWyksKyB5KwyRN1StDQ1GO5hwxgfJyaNde9TSP8uBEHgVmYJ3564Tk5pLa52FmxYMJ7RQx2U/n4SmYzjtzL4IfwWDW2dhHgO4oXpY3EaoBwJ17S28+uN2xxOTKNTLMHX3prlo72Z5DHogcZOJpeTWVNLQnkFd2prya6ro6ChEYlcrrDOQFsbA20tBAEEBAShp5TR1NmlUOnX1dRghLUN/na2jLKzxdNqgMK0o4chvqiMt09dprq1nY/nTmGGl/vD30QPW3f5Pw7R3NHF6Y2r++RX/Ccglwtsv3STHyPisDc3YeuKaQyxUz3p6nx6DpvDwjHQ0ebLRdPxc1SsRZc0NfN02Cny6xt4LmA0G8aMVojCMutreTHiLPlNjawc6s2bAYEKJMtOqZjvMm6yM6tHQG+tx0ieGRqg0C54F63iLi5WZnKyJIWM5gpkgoCFTn/8zZ0YbeGMl4kNdvomKtv2VN4HQU5eay0xNfnE1OSR3FiGVJDjbGDOU66BTLMZ2mct9lRRJm/cOt87NMXFSLHPubajnZnH9qKrocm5RasUUueCILDqyDFy6uuJWv+EQrYRelpwpHI5J59VZgPvuprAV2evc/3DZ/qU4fx/4/obBEHgRFwGW8Oi0PltCHJfov+XMnPZHHYZLXV1Pls4jbGDFNPJFS2tvHDmLKlV1az08WbjhECFg6S6vY2N0eFElRYRYG3HtuCp2BkqeopJdeV8ejuSxLpyHA1M+Jt3ENPs3FTW5gRBIK+1lqiaXBLri7ndWEantKddQrufBtZ6RtjomWCjZ4yuhib3/1nbpSJK2hsp6WigTtQOQD/U8DN3IGSgOxOt3LDR75teXy/q4K24i1wqy+WxQd68P2qKkiNQ29HO7OP70FbX4PTCFQrpYIA3L4ZzMjOL82tW4WyqaCAOxKfywdmrHH9mOUMGKjMIJ733I/6u9ny0THWrjUQqY/xz37B8si8bFj6aCtNdtHWIuBybzdmrGWQX1jxwrZamOrZWJvgMsSXAx4kRQ+3QeYShyQAZhVV8czyGpJxyrM0NeXrOGKb6eyhlUARBICqzkC/PxFBS14Svsw0vzRzPcEflqLaovomfrydyOjULuSAwfZgba8f5KSkA3Y/ylhaiC4u5UVLCzdIyWrt7ZCMt9fVxt7TA3cICdwtz7IyNsNDXx1xPT2FyyP0Qy2TUtLVT2dZKRUsr6dU1xJeVk1NfD4C+piazh3iwdLiXwrzeB6Gpo4sNh86QVFLBhokBPBPk/0iOY2J+OWu/P8qG6WNZ/4BJWf8pxOeVsfngRRpaO3luWgCrg/1UPuc51XW8ePgs5U0tvBQylrVj/RT2SKdYwnsRVziRmUWAvR2fTZ+qwF0QSSV8FnedXWlJ2Bsa81nwVEZZKxrpio4Wvki5xsmiDEy0dXlyiD/LBvuoNLIAFZ3N3Kwt4FZdEXH1RTR097CG1YCBukY49jfDWs8YrX4aaPbrh0Y/ddTV+tHQ3U5lZwuVnc1UdbUglvd0ObgZDmD8gEEEDhjMCDP7PomVMrmcz1Ki+SHrFv6W9nwXOA8zHcUarlgmY9npI2TW13Bi/nI8zBT3/t1a6zshwawaoagDnVtTz5zv9rJxahCPj1HmX2w6cJH4vDIi3l2v8vrg/42rEopqG3lj7wWyK2pZPMaLV2cHqfR2i+qbePHQGfLrGng60J/nghU9RbFMxufXrrMrMQkPCwu+mDkNV/N7aUlBEDiSncEHsZEICLzkN4bVniMUoglBELhSkc+25CjyWupx6G/MGo+RLHLxUooM74dULiO7pZq0pgrKO5uo7GymvKOZis5mxHJp7zo1NTV01TVx0DfFvr8ZDvqmOPU3Z5SFo8oet/shFwSOFqTxye2rdErFvOETzFr3kUqHXZOoiyVhh6hob+XI3McYaq54kKZVVbNg3wHW+vnyZrByXWzhjv3I5QInVHiPLR0ixr+9nZdnjmfNRJV7GIAVW/ZhbKDLty8v6HPNw1Bd30p+cR2dIjFdIgmi7h4mpN1AExxsTLGyMPzDwgX5FfX8EHaDyOR8TAx0WTdzNAuCvFROfcmtrGPbqWji88pwsjTllVnjCRyizBwva2zm+6g4TqfeQVO9Hwt9PVkzZkSfqd+qtjbOZ+dyPieH1KoeEXVrQwPGOjgwxsGe0XZ2WPT/8xSbGju7SCwvJyK/gHM5OXRLZQwfaMVjw72Y5eH+0GhWLJXy9qkITqfeYdZwdz6co1yHVIUXd50mLq+Uc5vW/K9UoGrtFLHlaAThqXmMdLHl4+XTVGomt4u6efvUZS5m5hHk6sQn80OVpFqPpWfw/pWraKtr8MnUKUwerJgOv1VZxqtXL1De1spi92FsHB2oUIsFyGysZmtyFDFVRRhoarNssA9r3Udiqdd32UkQBPLbasluqaGkvYGSjkZK2huo6mr5rQ1HjlQuQybIMdbSw0bPGGs9Y6x1jXAxsGCspQuWug9Xfkqur+C9+HDSGqtZ4erDO36TVWoBvBkdzqE76Xw9aSazBytmOjrFEqbs2o2Jji4nVy1XYBUDbL0Yzf64FKJeXa+kcwCw+It9mPbXY8dTfbf4/b9xVQGxVMo352/wa1QSg6zM2LZqOoOslOt1XWIJH56L5ERyJqMcbfls0TQsDRQ339WCQjZevESHWMwbQYGs9FEkL1S0tfJ2TARXSwpxMzVny/gQ/K0VSQUyuZzw8lx+yoojub4SIy0dlg/2Yelgb+z6/3vF1AHymuvZHH+RhNoyRlra8bH/VIUBxHfRIRGz7PQR7jTU8cuMBb1DDe5CLggs3n+I8pYWLj+xBgNtxRptTnUdc7/fx+bpE1gxWnnCSFJhOWu+Pcp36+cy3kO1QDrAB7+EE51SwOW/P/1v62F9EEprmvjxrgCEthYrQn1ZNtlXZU9mQ1sn316I5WRcJga62jwbGsDCMZ5KKd2a1na2R8dxPKlnBN2yUd6sG+eHWX/lg6FbKuV8Ti6HU9NJrKgAYOgAS2a4uTHFdRAOxsb/lvvUIhIRlpnFgdQ0ChoasTE05LXAccxwd3voGLwd0fF8ffUGY1zs2b58zkMNbHFtE/O37WHe6GF9tk78pyEIAqcTsvj4RCRaGuq8v2QyEz2V68SCIHAgPpWtF6Mx76/Pl4tn4G2nmL0obGzk5bPnyaypZamXJ5uCJyikPTskYr5OvMnPaUkYaGmzcXQgi9yHKZSoANIbqvghK44LpdloqPVjjtNQFrl44Wdh+29/luq6OvgsJYqjBWkM0O3PZt+Q3rF690MQBLbERrI7/bZS281dfHYthh/iEjj82BJ8bRU5JBKZjODPdzLCwZqvl85Seq9UJmf0m9/y2Dhv/jY7UOn1u/ivN67ltc1cScqjurGV6sY2ahrbaGztxH6AMW72lrjZD8DdwRKngaZ/OLKIzS5m84FLtHV189QUf9ZM9FNZpwpLzuT9s1d70smzJzFliCKdu76jg40Xw4kqLGKMvT2fTJ2CjdE9D00QBC4XF/B+7FUq2lqZNcidN0aPx9ZAOdpIqitnZ1Y8l8pyEIAR5jbMcRrKDAcPpbTInwm5IBBbXczBvBTCy3Iw0NTmzRETWejipfRAAjSLulh7/iSptVXsCJ2jMKv1LvbcTmbLlUg+nTqFhZ7K2qtbzl7lWFIG0a+tV/LOAQ7EJPPpySiVwtn341hkKp/uv8KJj9Y8cNTaX43G1k5+PnuLY9FpaKr3Y2mIDytC/TBWIQAhlck5HJvK9xdv0iWWsHTccJ6eMlqpvtPRLeanmAR+uZGETC6w0HcYzwT5Y2mofD+Km5o4mJLG8YxMmkUiHE2MmTd0CDPc3RTId/9uCIJAbEkpW6OucaeujgB7O7ZMnoST6YOv6cTtTDaHhTN/xFA+mjvlod/zyYlIjtxI5cLmdViZ/GttRu2d3WSV1JBVXM2d4hrulNQg6pbiONAEx4FmOA00xcXGHO9B1n9Y9au4tomN+86TVV7LNB83Xp87ATMD5Wc7o6Kal4+co6qljacD/XkqaJTC+SSWyfjqeiw/xSdib2zMx1MnK2jmAuQ01PHWtQgSqivwGTCQN0cHKaWKAUramvgpK46TRRl0SiXY9zdmvvMw5jkNw97gr907BS0NHCtMY09OEhK5jHUeo3hu2BgFScO7kMrlvHXtMofupLPOy5e3xkxQcgJSq6pYcuAwsz3c2TZduZx0Pj2Hvx09z/fL5xDspqyjnl9dz/xte/nwsVBmj1Q27nfxX21cs4qr2fD3E7R0iDDQ08bK1AArM0OM9XUpqWkkp6yObnFPGtTMUI+JvoMJHeWOl4v1I8usNbR18unJSC6l5OJmbcH7SyarJB0U1DXw+rGLZFXVMnu4B5umT1BoaxAEgUOp6XwaFY0AvDRuDKtG+CikI7okEnakxLMjOQFBEHhsiBfPjfDHUl/5oCxvb+FMcRanijPJaa5DXU0NH3MbJti4MGaAA55mA5VSHf8MyttbOF2cyaH8VMramzHR1mWhsxdPDR3dpzGv6Whn1dljFDU38fXkmUx1Vp4Kkltfz7y9+wmwt+en+XOVHoC6tg6mfLWL6Z5ufR6cb+w9T1JhxQPrHgCV9S3M3vgzLy0KZEVo3+njvwrN7V3svZjI4avJSKQy5oz35MnZASoFIKCnRvjJyUjyquoJcLVn47xgJbKSTC7n+O1Mvr5yg4aOTmZ5ufNCyBhsVaR/k8or2BEXT2RhERr9+jFpkAvLvIcTYG/30OhDJpdT0d5KUXMTRS1NlLQ009ItoksqoVMioUva83wZaetgoqODiY4uJjq6uJtZMNzSChMd1UpTfX3XodR0Po+5TrdUyoYxATzlP1Kl83YXX0XE8sO1eD6YM5mFvn2L40OPBOr0j3bxTOhongkNeODaByE5t5wX/nGSrt9KA7YWRng4WqGrrUFxVRPFVQ20/jbmUF9Xi/FezgSPGMSYYU7oPmIdXiKV8fOVBH6MiKO/jhYb5wUzzUc5om/tEvHh+UjOpGYz1NqSrQum4mKhSOqJKytj44VwylpaWOw1jDeCAjHSuXc2yQWBEzmZbIuLobazg2B7J171H69UwoGeiPdiWQ4nCzO4UV2MALgamTPe2pnxA53wt7RT6Jf9Z9Hc3cXZkjscL0wnpb6SfmpqTLVz41XvIJwMVbewdUkkbLh8loiSAjb4juaVkWOV7ldbdzezf92HTJBz5vGVCvcBes7p+dv30y2Vcvb5x1XaieO30nn/SASnN67G0bJvx+K/1rim5FXw4tcnMdLX4duXF6iMSGRyOSXVTWQV1xCTWsD1tEK6JTIGmPRnyig3FgQNx9by0dKqV9Pz+fDYFZo6ulgd7MfTU0YrKb+IpTJ+uBbHD9fiMe+vz4dzJitJZlW0tPJexBUiC4sYYmnJR6GT8LRSpHJXtrfyTeItjmSno6muzuPDfHjKe6RSXeQusptquVCaTXhZHtnNtQD019TCz8IWV2MLXAzNcDY0w8XIFGMtXZUHardMSoOok5quNlLqK0mqq+B2XTlVnW0AjB5gz2ODvAm1d1OQTFO6TyUFvHb1Il1SKT9Nm8tYW+Xe4bbubhYfOERDZyfnV6/CXF/ZyHx8PooD8Smc27BaYYD9/Zj6wc8Msx/A54/P7PN67mLZ+3vR1dbk541LH7r2z0Jbp4j94UkcjEims1tM6Ch31s8KwMFK9QNZ39rBF6evce52NtYmhrw2J4iJni5Kf69bhaV8ciGa3Jp6Rthb88bUIIVRWNBzSFwrKmZHXDwJ5RWY6Oqw0seHpcM9sezfd5Tf0i0isaqC+KpyEqoqyKir6SWbAOhpaGKiq4uehiZ6mpq9fczN3SKaRV00iUR0y+7V9e0MjPCytGKsrT0zXNyUyGyqUNfewZarkVzIySXUdTCfTZuqxOS8C5lczhN7TnC7tJKD65eqJL3dj6d/OEFhTSMX31r3T+kY55fXsX7bEUwM9Hh9WTAeDgOUpCcFQaCxtZM7JTVE3s4nKiWflnYR2loaTBwxmEXBw/F0HvhIadX86nreOXSZjNJqgoe58NbCiVioyEqEZ+bx7pkIusQSXpk8jhX+Pgq/r0si4evYm+xKTMJEV5e3Q4KZ7qYoqdolkfBrRjLbk+Np6RYxa5A7L/oFMMhE9aShio4WwstyuVKeT0JtGWK5DK1+6niaWeFqZIGbiQVuRhY4G5phpK2j8tyQCwLtkm5K25pJa6wivaGa9IYqcprrkApy3IwtmO/syVzHoQ+s95a1tvBCxFlSaqrYMj6ElcOUy0iCIPDimXNcys3j4GNLGGGj3NIVnVvE0/vC+HjeFOb5KI+pBHjnUDhRmQVEb3lwmem/0rjG3ynllW/CsDQx4Pu/LcTK9NFSPB0iMTGpBYQn5BKbXoRcLmeclzNLQ3wY5WH/0M3e2ini89PXCIvPxMnSlC1LJzPcUfkPlFFRzcYTlyioa2SxnyevhwYq6OEKgsCl3Dy2XImkvrOTlT7evDg2AMPfeVHFLU18nXiTk7lZ6GhosMh9GGs8fRX0Qn+PBlEnt2pKuFldQmJdOUWtjQqHYz81NfQ0NNFR10Tvt4OxsbuTdolY4XOs9QzxtbBhhIUtgdZOOBs+eJSXSCrh45vR7Mk9jqIJAAAgAElEQVRIwd3Mgq8nzcDVVLkOK5XLWX/8JDdLy9i1cD5jHOyV1lS3tDHlq93MGu7eZ9Ra19pOyHs/8dqcIFYGPVxN6aczN/nx9E0ufv4UZn1EjH8W6pvbORBxm+NRaXSIxIT4DubJ2QF99tnK5HKOxKbxzYVYuiUy1kz0Y13ISCW5tZrWdj69GN3b8/nqlPGEDh2ssG8FQSCmuIQvYq6TWVOLlUF/nhjpx2JPzz4NVHFLExcKc7lYmEdabTUCoNmvH54WVvhaWTPIxAxHI2OcjEyw0Hu4lnBLt4jM+lrSaqtJr6smpaaKivY2tPqpE+LozDzXoUywd0LrAa1AgiDwc2ISW6OuMWSAJTvmzWGggernvLGjkwXb96Oh3o9jTy9/oBDGuaRs3tx/gZ+fXdinOlJfqGpoZe0nBxEE2L3pMQaaPdrYNalMTnJuORGJuVyMy6ZDJMbVzoJFwcOZ6u/x0GhWJpezN/o23124gZamBq/PCWL2yCEqsz3vnLpMVG4Roxxt+XDuZOxMFR3TzJpaNl0KJ7OmliAnR96aGKyUfm/pFvFjSgK70pLokkoJcXBmvfdI/Af2XWftkkqIry0jpqqo1zi2iEUKa7TVNTDU1Ka/pjZiuYxWsYh2SbdCy5aRlg6eZlZ4mVkz3d6NISYPntYkCAKH76TzwY1I1FDj84lTmersqnLtzvhEPo2+xquB43jaX5k1LpcLLPzhAC1dIi68sFpBx+B+zPpkN46Wpnyzbk6f1wX/hcY1o7CKJ7cdwW6AMd+9srDP1NrDUNfczonoNI5HpdHY1omjlSmLJ3oze9zQhyr5xGYXs+VoBNXNbTw21pvnp4+hv45i/r9bIuXrqzfYfSMJK0MD3pk5kQm/y9+3dXfzRcx19ienYqyry0tjx7BkuKdSOjevsZ4dKQmcyctGIpcR4uDCWi9fAmweMa3X0UJBawMFLY00i7sQSSV0/vYPBEx19DDV1sNMRx9zHX2Gmg5QUjh5EBKqytkYFU5BcyNPDPflNf/xfXqpmy9d5mh6Bh+FTmaJl+oRb2+FXeZ0ahYXXljdJ8v1cmoef/v1LHtfWKqyFeX3yCur47H39/LG8oksCvZ+6Pp/BvUtHew6F8fJa+nIZHImjXRl9bRRuNr13f5yp7yW945c5k55LWPcHHhzfjAOFoqHnVQmZ19cCt9cvYFMLmf9+FE8Mc5PKXOSWlXFtugY4srKsTUy5LmA0cwZ4qHSiFW1t3EsJ4PzBbncaejpZx5uacVEB2dGDbTF23Igun202fxRCIJARn0NJ3KyOJOfTX1XJ2Y6umzwC2D5kOEP7Le9WlDIy2fOoa+lxe5F8xVE1e9HSlkVq3YdIXCwE988NqtvIyCWEPzuD0z1duO9JZNVrlEFiVTG8i37qG1q56fXFzP4AX/TB6FTJOZiXDZHI1PIK6/HUE+bJSE+LJ7ojYmKuur9KK5t4t3D4SQXVTLO3ZHNCycqqXAJgsDx25l8ejEauVzOCxPHsGK0j4L8o1QuZ8/tZP4RexOxVMqqET48F+Cv5Nw3dHWyNyOFPRnJNIq68LIYwFovX6Y6D35o6lcQBOq6OshurqWkrYlWSTetYhGt4m7aJN1oq6tjqKmDoZY2hlo6DNAzwMvUCrv+j06mK25p4u2YK8SUFTPGxp5twaEqeSrQw6DeeDGc6W6ufDVrhspSw6mULDaeuMTWBVOZPVy1Ottdp/6VWeNZHfzgEtN/lXEVBIHlW/bR3N7FgXdXqiSC/FGIJVLCE3I5GplCZlE1pgZ6LJs8goUThvc5aBp6ouB/nLvO4RupWBj2Z9P8YJXMvuTSSt4+dZmCukZChw5m07QJSmSTzJpaPoqMIr6sHBczUzYGBTLBWbnNorazg30ZyezPTKVB1IW9oRFzBw9hrqsHzsZ9S+n9FRAEgdiKUrbfjiO2ohSb/gZ8OiFUSf3lLuSCwNvhERxOS+f5AH9eGqdaHP9mQSlrfz3O2rG+vBbaNxPvrYOXiEwvIGrLUypbV1Rd75pPDlLb1M6Jj9Y81IH6IyiuauRAxG3O3chEKheYPXYoj08d+cCSg0gsZUf4TX6NSsJYX5eN8yYwZbjy5KOsqlreCrvMnapaAgc78daMCUrRSFlzC9uuxXAhJxdTPV2eDxjN0uFeSkZVLghcKytmf2YqV0oKkAsCvlbWTHN2Zarz4D4Ppj8TUrmcmLJifkpN5EZFKU5GJmwMCGSK46A+D9XcunrWHDtOt1TGgaWLFWYo349d1xP5LDyGHSvmEuTaN3v81V/PklJUyeV31z/yQR52LZ0P91zm8+dmM8HnX1d6EgSB1PxK9lxK5FpKAdqa6sweN4zlU3yxteh738jlAgevp/D1+VgEQeCZ0ABWBPkoOShVLW28d/oK1/KKGDLQki1zJimNsKtr7+CL69c5np6Jsa4uL44NYLGXp9K+EUklHMvJ5OfUJIpamjDQ0mbmIDcWug1lxIC/VgJRFYqam/g14zYHstLQ6qfO66PHs2Kod5+1+YMpabx9OYKxDg78OH+Oynav2rZ2Zn+7BwczEw4+sbTPksGxm+lsORrBsVdX4Gr9YAfrv8q4ZhZV8/hHB3hr1WTmBv65g60FQeB2bjm/nI/nZmYJ+rpaLA72ZvkU3wca8bSSKrYciSC3qp6Jw1zYOD8YK2PF9JVYKmN3bBLbo2+hqa7OiyFjWDpyuII3KQgCEfkFbI2+RnFTM6PsbHlhTACj7ZVTVyKplHMFOZzMzSK2vASBnqhjposbgXaOuJqa/2UbXiyTEVGcz/bkeNLrarDU0+eJ4X4sHzpcQQz7fsjkct65fIXDaek8O9qfl8epnmnZ0S1m9nd70VJX5+SzK/rUkZXIZAS/8wOBQ535uA/xCFW4nVvOk9uO8Nz8cayZ/q+JCQiCQFJOGfvDbxOTVoiWhjrTAzxYPW3UQ+v48XllbDkaQWl9M/NGDeVvswOVWMBiqZTvo+LYeT0BEz1dNk8PVkoBiyQSfoxP5If4ePqpqbHOz48nRvkpqNAAdErEHMxKZ3d6EuVtrZjr6rHY3ZPHhnhiZ/jHWrlkcjkyQaCfmhr97pM8/KMQBIHI0kI+vhlNflMjowba8lHgJAarKCUAlDY3s/TAYTTV1Tm+4jGVdXqxVMbs7/ag0a8fYc+u7FOs/+4BefL1VbhYPbjcAT1R64K3dmNioMcvmx7705+tosoG9oYncv7mHeRygVB/d9bN9MfRqm+HubqpjY9PXCUqsxDXgea8vWiSUgZHEAQuZebx0flIGju6WDrSixdCxiilzTNravk4Mqo34/F8wGjmDh2ilEGTCwK3Kso4lpPBhcJcuqRSnIxMmOI0iAn2TvhZ2fxTEpePAkEQuFFRyq60JK6WFKLRrx9zBnvwmv94BqggfN7F3VFywS7OfDt7pkrDKggCzx04zY2CEk4+uwIn877v+zM/nqSkrolzm9Y8dB/8VxnXb47FsO9yEuFfPKVyfuWfheySGnafj+fq7Tz0tLVYOsmH5ZN9MdRXXcuRyGTsi05m+6Wb9OunxnNTx/DYOG+lh7ukoZktZ69wo6AU1wHmbJ4+gVFOisZTLJNxKDWNHbfiqe3oeKCRhR61pzP52ZzIzepN7w3Q7894WwfG2TrgaWGFo5HxH25Duh+1nR1ElRYSWVJITFkJ7RIxTkYmPOU9knluQx5IcGrq6uKVs+eJKS55oGEFeO/MFY4kprF/3ZIH6sfeyi3hyR0n+GrNLJXZggfhlW9PkZRdRtgnax+ahlOFuuZ2zt3M4mxsFsXVjZgY6LIo2JuFE4Zjavjgz2vtFPHlmRhOxGVga2bEO4smMdpVueacVl7N5rBw8msbmOs9hDemBmH8O+N7taCQD65EUtbSwnQ3V94MDlKqSbaJu9mbkcLPqYk0iLoYNdCWVcO8meI0+IH1TrkgkN9ST0p9JXeaaqnubKOqs5XqzjbqRB3If3cu6GtoYW9gjIOBCU4GpjgZmhIwwB7bR+jBlsrlHLqTxpfxsXRJJXwaFMocV9UpuYzqGpYePIy7hQX7lixUqQ4VcSefDQfP8O6siSwdOVzFp0BFYwvTPtzFG3MnsDxQmfjye5yJzeT93Zf4x4vzGOvZd0T8r6KuuZ394UkcjUpFIpE9kpG9mp7PxyciqWttZ4G/Jy/OGIfR786p1i4R/7hyg0MJaRjp6vDSpLEsGDFU4Uy4S4D7KvYG6dU1OBgbs2HMaGZ5uKs8O9rFYs4X5nAq9w7xVeVI5HIMtLQYb+tIgI0dwyys8DCzQOcPSFz+Hi3dIm5VlnG9rISY8mKKW5ox09Fl+VBvVgzzxlKv75KgTC7nmxu3+PbmLUJdB/P3mdP73PNhyZm8eTKcN6YGsVqFGtNdtHV1E/TODpaN9+HVB/S33sV/jXEVBIH5m3djbW7Ed6/880o7fwT5FfX8dPomV5Ly0NfVYtmkESybPAKDPrQkyxta+OREJDF3inCztmDzgol4OykaCUEQuHwnn60Xr1HZ3MrUYa68NmU81r8ThhZJJBxOS+eHuARqOzoYaWvDWj9fJrr0PZ6soq2V6+UlXCsr4np5KS3dPYQCXQ0N3Ewt8DC3wM7ACHNdPcx++9dfSwupXI5ELkMskyOSSihva6WwuZHC5iYKmxspaO4ZZj1Avz8T7Z0JcXQh2N7poQY7vbqaDafPUtPewbshwSzx8uzTsN4dSrxmjC+vT33wxv3w2BVOJ2YRveVpJdLPw1BU2cDS9/diY27I68tC8B/ycCJbS3sXcVmlnLuZxc2MYuSCwPBB1sweN4zQUW6PlGIOT8nlk5ORNLV3sWrCCJ4JDVC6drFUyjdXb7IrNglLA33emz1JKb1Z8z/knXV0VIfa9X9xd3eihIRADIITXIK7F2kpban3trcu99ZdoIUWWqAUCO6eAAlEiLu7T9wmmczM+f5IkTCTkLa0t32/vRZrsUYyZ2bOnMf2s3drK29evMylvHxczUx5c9JEBVJYW5eEH5Lj2JEcT7Okk2BHZzb7jyDQRrnhgiAI5DTVcqE0h5jqEpLrKm4T3PTUNbHVM8Ra1wAbXQOsdA3QUlNHLggIgoBcEGiSdFDc0kBRSwOlrY1IhW79YTcjM4JtXZls706ghX2f50t1WyubL5zkZlU5q719eWP0BKVV0PmcXJ44fpJZngP5fNZMhe9OEATW7DxIQW09559ep8CFuIWQd3fibGXKNw/PU3r/3Xjum+Pkl9Vy7P31f0kLtK6pjZ8vxBEa3h1kZ4wYxKZ5o3olULV1SNh6PopfIhIx1NXmudljmR3gpdDazKoS8d9TYcSXVOBta8mrMycoJLG3OmhfXr9BlqgWByMj1gX6s3CwN3qayjtTrRIJ18uLuVJcSHhJAVVt3TKq6qqquJuYMcjMAlt9Q6z09LDSM8BKTw9NNXUEodtpWhAEWrsklDU3UdrSRGlzE/mN9aSKqpELArrqGgTZ2jPD1YM5boPuG7BrWlv515nzXC8uZoG3F+9Nn9rrWmJVUwtztuzBw8qc3esW98kgP5OQxb9/PsuuJ5fg56z8t3Q3/jHBtUzUyLyXd/LiioksmfjnEFJ6Q26piO9PRRMWn4uBrhYPTR/G0kl+Sll+giAQlprPB8fCqW5sZVbgIJ4JGaNgBNDRJWVHZBzfR8QCsHqEHw+PHabQsrkVZHfExVPR3IKDkREPBfixcLC3gqLR3ZDJ5WTWicisE5FRW3P7/7cC7v2goaqKk5ExLsam+FhYMcHRBW/z/rnDSOVyvouO5ZuoaCz09NgydzZDbJQ7RwAkl1ayftdh7E2MOLBxeZ+2Yq0dnUz7zw5GDXTi4zUh/Xov9yIuq5S3dp6jqr4FDwcLVk0NYJyvK5IuGeLOLsSdEmqb2onPLiUmo5jM4moEASxN9AkZ6cWsUd69rtPci+b2Dt47Es6ZhCy87C15Y8lkvOwV96QLRPW8cPAMmVUiFgUM5sVp4zC4KzAIgsDR9Az+G3YFiUzGU6NGsjbQv0c2LpPLOZydzsexkYja25jq7MaTASPwsVD87AVBIKm2grMl2Vwozaa4tREVYJCJFf4Wtvia2eJrboezoWmfe6b3QiqXU9RSz7WKAsIr8omt7l7RcNA3ZpP3CBa6+PTa6eiSyfgoJoLvk+MYa+/ElqlzMFRyjn8bHcunEZG8M2USK3wVq9PU8iqWbNvHS9PGsXZ0gNLXejv0IheScol897H7slEnPr2VyYEevLqm/wSoB4H65nZ2n7tJaFgSckFg/jgf1ocEYdGLYEp2uYj/HLpMSnElQ5xs+Pf8YAXHFkEQOJ2azcfnr1HT0sZULzeemTwGZ/Oe57NcELiYm8cPN+NIrKjEUEuLZUOHsMbft4de8b0QBIGK1hZSRdWkiapJEVWRU1+LqL0NWT/iiQpgrWeAo5ERQTb2jLZ3ws/Kts9Oy92vfTwjk/+EhXfb7U2ayBKfwb1+v60dnaz76TAFtfUceWxVryt/t7Bhy0GKaxs5//qGfnUC/zHB9VxMFq99f4af31iFp2P/hL4fNLJLavj22HUiUwoxM9Rl/awg5o/1UarA0t7ZxQ+XY9kVHo+6mioPTx7OmvH+CgzPisZmvrh8nVMpWRhqa7Fx7HBWBvkqPE4ql3MxN4+f4hOIL69AT1OTWZ4DWeDthb9d/0kF4q4uasXt1InbqRW309YlQVNVDQ01NTRUVdFUU8PewBAbfcPfLEIhFwTO5eTy5fUb5NfVM2eQJ29OnqiwqH03sqpEPLTzIMa62uxZv0SpstDduOVG0ZfVU3/Q2SXlbHQmey/EU1hZr/Qxamqq+LjYMHyQI0FeTng7W/8m0+3onBJe33+euuZ2Hp0axIZJwxWeLwgCB+NTef/sVbQ11Hl33lQmevY0jKhubeW1C5cIzy8g0M6OD2ZMVVBUulFewn9vXCGjtgZfSxteHz2BAGvF1nqzpIOjhWn8kpNITlMtGqqqjLRyYprDQKY4uGOh8+AsCwFauzoJL89nR2YsyXWVWOsasNEriGVuvj28fu9GaFYqr1y9iIepOfvnLFUIsHJBYP2hI8SVlXN8zSpczRTbpqt+OEBNSxvnnl6ntBo5eCOF/xy6zJlX12Nv1juRq6S6gQWv/shrD01h3tgHy/PoL6rqW9h5OobjkWmoq6qweIIva2cMx9hAcTQmlwucjM/gy1OR1La0M3eYF0+HjMHcsGcLtV3SxU834tkRGYdEKmNJoA+PB49QKpeZWFHBjpvxXMjNA2C88wAWDvZmoptrv4IedCd+deJ2qtpaqW5rRSqX033JUkFFBfQ0NH+97hj0OWbqDVk1Ij6NvE54fgF+tjZ8OGOaggnI3WjrlLBxz1FSyqr4atksJngqN2m5haTCCtZ8faDfq3/wDwqun+4P58i1VK5+vfk3XeD+DCTllrP1aCQJOeV9upgAlNY28tnJCC6n5mFrasjzs8cxeYgiMzKrSsRnFyOJyC3C2lCfx4JHMM/XS+muVUplFXsSkziXk4O4S4qjsRHzvb2YPcjzfyJjd28rydXMlOfHjGaqh6Iy090oENWzemcoWurq7NmwRMEz8V50dkmZ/t8deNiYs23TgxkNyOUCUelF5JXVoqOlge6vdnIGutp4DbBCX6f37kBvEEu6+PJUJL9EJjHA0oT3V07H20ExEWgSd/D68YtczMhjpIsjHyyYppBcnM3O4bULF+mQSnlh7FjW+Pv2yJpF7W28cz2ck3lZ2Okb8NKI8cx2U1TyyWkUsTPrJicKMxDLuhhias0KD39mOA7s1fHkQUIQBCKrivgm9TqxNaVY6ujzXtB0JtkrP0fCiwvYeO4Y/ta27ApZpNAKrGltJeSn3TgZmxC6cplCdX1Lwq435nBqcRUrv9x3X5/XW37Av7y5us+Vqr8CZaJGdpyM4XRUBjpaGn1qUrd1SNh+MYY91xLQUldn45QgVo7zVdBgrm1tY+uVGELjUtBSV2dlkC/rRgVgoqcYuEsbmwhNTeVIWjrVrW2Y6Ogw18uT6R4e+Nna/CFex+9FYkUF30bHEpZfgJ6GBk+OGsm6QP8+j6Vd0sWje46SWFrBp4tnMs1b+V7s3Xji+2OklVRx9rUNSn13leEfE1zXvbcPNTVVfnhp6V9+TMpwr/+mu705TywYw2gfxRUa6K5iPjp2hbyqOgJd7XlhzjilMooxBaV8djGSlPIqbIwMeHjsMBb6eStUsgBtEgnnc3I5kp5BdEm3cbqLqQnBLi5McHUm0O7PY+8BVDS3cCYrm2MZGWSJahlgYsxTo0YS4qncGu9ulDU0sWpHKDK5nN3rlyi0pZThwPVk3j0c9rsEAP4qpBRX8uov5ykWNbByrB9Ph4xR6qqUWFLB8wfPIGpp49nJo1k7KqBHctYmkfDfsCscTE1jiLUVn4TM6JGJC4LAwaw03o26iriri8f9g9jkN0xh/zC7UcTXqdc5U5yJlpo6cwZ4sdLDnyFm998NlgtyKsXNNEraf/0npkkiRkNVDX0NLQzUtTHQ0MJC2wAbHaN+d09iqkt4O+4imQ01LHUbymsBk5TqxB7PzeTpS6eZ5uzO1qmzFc6pI2npvHj2PO9Pn8rie7SpJVIZkz/fgae1BdtX9/QIhu4EaOTLW3hk8nCemDGq12P9dP8VjlxL+Vsk9bdQWFHHt8dvEBafi4mBDutmBrEoeIjSDlqxqIGPj1/lWkYh9mZGPDtrrNLkvrC2nq/DojiXnoOOhgbLhw9l/egApY4wMrmcyOJiDqWmcykvny6ZDFNdHSa6uDDJzZVRTo69zmcfBFolEq4WFLI/OYWoklKMtbV5KMCPNf5+fXbJoPt7f3zvcWKLyvho0QxCfO7v8ZxZVsPSz/ayecYoNk4J6vdx/iOCq1QmZ9wTX7Nkoi/PLFG0JbsfGprbScupoLC0joLSWgpL6xA1tGJkoIOxoQ4mhrqYGOniPsASX087nOxM+32hkMsFLsZl8+3R65SJmhjqZsuTC8fi66448JbK5ByOTmXruSga2sSE+Hvy5MzR2Jr2rNgEQeB6XjFbr0STWFqJpYEe60YHsjhgcA+lp7tR0dzMpbx8wvILiCkto0smQ09TE18bG/xsu/8NtbHGWOf3s6zFXV1kiUTEl1VwLieXpMpKAHysrVjl58tcr0H9aiVHF5Tw4uFzSKRSdq9fgoeV8vWLu9HQKmbhx7uxNzNi15NL/xbuNndDEAR2XYnny9ORWBrp886yqQS5KzKBBUFgb0wSH5y7iq2RIZ8umYmPXc+qNqe2ls3HT1JY38CjQcN5evTIHklSaXMT/75ynuvlJQy3see98VMUJOrym+r4IiWC08WZ6Kpr8tDAADYMGo5pH+YOpW31JNSVkNFYSXpTJVlNVbd9ge8HU01dhpra42Nij6+pPQFmTgo2YHejUybly5RItmVE46hvzNZxCxhkojju+TElgbevh7F+SABvjJ7Q4z5BEFi+L5T8+nrCN25QWEHaEh7FN+HRXHx2vVLN5fkf7sLe3LhPpZ1HPjyATC5n58vL7/cRKEAuFygsqyM1p4K07ArSciuQdMnQ1dZET1cTXW1NTI10GeRmjbe7DW5OFv3a2b6FtIJKth69TmxmCTZmhmyaN4rpQcrZvTeyi/nk+FXyqurwc7bludljlarL5dXU8d3VGM6kZXerwgX6sGaEX69iLi2dnVwrLOJyXj7hBYW0dHaipqLCIEtLAu1tCbCzw8/WBit9/d/9m5ULAiWNjVwvKiEsP58bJaV0yWRY6euxLjCA5UOH9CuYi1raeC70NPEl5XywoHehiLshCAJP7jhOQkE5517fgGEf6l/34h8RXEurG5j/6o+8sXYqc8b0Lc59N2RyOYfPJbFtX+RtkW0rMwNcHM2xNDOgubWDhqZ2GpvbqW1oo/VXsW1jAx2GeNoRMNiB4CAPLEzvP4fqkso4HpHGD6eiqW1qY+xQF55YMAY3JZJ3LeJOdobd5OerCcgFWDHWlw2ThmGsp6hRGl1QyrdXY7hZVIa+liaLAgazKsi315MduqueG8UlRBQWkVhRSXZt7e31CSt9fRyNjXAwMsLB2AhrAwN01NXR1tBAR10dTXU12iQSGsUdNHV00NjRQXFDI+k1NRTWN9z+O95Wlkxzd2emp0e/W9FdMhlbwqPZHhHLADMTPl8SwsA+zLvv/hye+fEkkZlF/PLMcgba/W/bc/eiWdzBG/suEJaWzyQfN95ZNhUDJe1kiVTK26fCOJKQzkRPFz5YML0HaQngZGYWr5y/gJ6GJp/PnslIx54B+kRuFq9eu4BcEHhlZDDLvXq6ErVIOvkyJYKfsuPQUlNn7cBAHvYajomWYlAVBIH0xgouV2YRVpVNbnO3LrW2mjqeRtZ4GdniYWSJmZY+xpo6GGvqYqShg1SQ0dLVSWtXBy3STsrbGkhtKCeloZyC1m4zdAttfeY7+rHIyR97vd7Pj9iaUp6MOEazpIMvRs9hmqNiJfFWZBg/pSbw9ZRZzHbr6cuZXFnJwp/3KZW0K29sZvJnO3h28mg2jlPca372x5MUVNdz/N8P9Xp80577jjFDXHh97f1dd25BEAROhqWy5ecIWtq6CYTGhjoM9rDFQFeL9g4J7WIJbWIJ1bUt1DV2G4xraqgx0MWKEb7OBAe542x//x1coLuDdjiCrPt00GRyOcdi09l6LgpRcxuTfNzYPGOU0l3fAlE9312L4WxqDgICU7zcWTcqQEHD+m50yWTElZUTXVpKXFk5yZVVdPxq7KCnqYmziQnOpsY4GZtgpquLvpYm+pqa6GtpoqaiSptEQptEQqtEQlNHB/l19eTW1ZFXV4e4q/vvOBkbM9HVhSnubgTY2fa7FX0+PYe3Tl6mXdLFe/On9atiBTgem87r+y/w/JxxPBSsnBzXG/4RwfV6aiFPf3mUH15aqrQiVIaC0lre/+4C6bmVBA0dwLqFI3B1NEevF9UlQRAoq2okObOMpKxykjPLKW7XxCkAACAASURBVK9uREUFhgy0Y+JIj34F2o7OLvZdTmTX2Zu0dXQSMtKLTXNHYa2ERl/V0MKWczc4EZeBnpYmq8f7s3q8v9L1gZSyKnZFJXA+PQdBgClebiwNHEKQs8N9BcjbJBJSqqpIqqiiqKGBksZGShqbqG5t7fN5t2BtoI+XpSVelpZ4W1ky2NqqV53X3lDW0MQLB8+SXFbJQv/BvDIzuFet23txKCqFdw5e/k1kgr8KGaXVPL/rFNWNrTw7eyyrxvkpzdBrW9t4at9JEksreTw4iCeCR/b43mRyOZ9ci+T7m3EE2tnx1ZyQHgL77V0S3ooMIzQrDX8rW76cHIKD4Z0ESxAEjhWm835CGLUdbSxz8+V53/FKnYtEHS2EFsVzuDiBKnEzqqgQYObIRBtPRlm64GJggZrK72uBNknE3Kwt4khxIteqc5EjMNLChXVuoxhjpXy2KRK38ujVw6TWVfHN2HkKAVYik7H8xAEya0WcXLQaV5OeRJUNh46QUlVF+MaHFarXpdv3IZPLObRppcLrfn4ygp+vJRL74WalF+m2DgnjN3/D5gVjWNtP0ZH2Dgkfbb/EhchM/L0dCAn2xmegLXZWymX9BEGgpq6F9NxK0nMrSc4qJyOv27Teyc6U8cPdmTxqIG5OfSeU93bQ/D3s2bxwDENcFavT9s4udl+JZ9eVeMSSLmYFDuKxaSMUpBShe1VlT3QioXGptHZK8HOwYUmgD9O8Pe67BieRycioriGlqvu6U1jfQFFDI2VNTfQnsljq6eFubo6HuRnu5mb429niatr/riJ08xrePR3OyZQsBtta8cHCaQquQb2hsKaepZ/txcfRhu2bFvzmmfI/Irjuv5TAJ/uvcP7T+4uuy+RyfjwUze6jMejpavLM2olMHeP5u1oSReV1hEflEBadQ35JLSoqMNLPhXmThzDCz7nPGUxjq5ifzsQSGpaEACyeMJT1M4OUMvxyK2vZei6Ky6l5GOtps27CMJaNGar05K1sauGXmCQOxqfSJO7E1tiQBX5ezPPzvi8h6F50SqXUtrUjlnbRIZXS0SWlQypFX1MTI21tjLS1MdTW+kPWde2SLvZGJ7I94iYqKiq8PWcSMwb3L2sEKKzuPsH9XezY+sj83+Vk8mdAEARCb6Tw0bGrmBro8MmaEKVtNuiWMHxi73EaxR18sGCaAoGiqaODp0+eJrKomBW+Q3ltYnAPFmZ6bQ1PXjxFYWM9j/sH8UzgqB5t4rymWl6J6TavH2pmwzvDpynMVAVBIK6umH2FN7lUkYlUkDPG0pWZ9j6Mt3LHROvBmxlUiZs4UpzIoV+D+ETrgbzsMx07JZVsi6STtWEHSKmrZMu4+Ux16PkZVbW2MC10F+4mZoTO60lg6qt63REZxycXIrj07HqFbs8tpaZzr21QGM1A93bAynd+5oNNs5gceH/SS16xiNc+P0lZZSMPLx3FmnlBv+t8FdW3cu1mHldjc0lML0UmF/B0tWL2BB+mjPHsU5a1Syrj6LVUfjgZTX1LO+N9XXl8/milphENrWJ2hN1kf2T3qs+iET5smDRcqTdyW6eEQ/Fp7LuZTHFdI/pamswa4smigMF42fRvRe8WJDIZLR2dtEg6aZVIaO2UIJPL0dPUvP3PUFtLIVH6LRAEgUuZ+bx7Jpy61nY2jQ9i47hh/eagSKRSVn25n6rGFg4+v7pPv+je8I8Irh/9Esap6+lc/Wbzfb/Eb3+JYM+xWKaO8eTptRMwuY9qTn9RVF7HhYgsToWnUtvQhqWZPrMmDGbWRB+szXsPalV1zWw7EcXpG90Mv9XTAlk+xV8pwy+9tIqvz9zgRnYxJvo6PDQ+gKWjhyp9bGeXlEtZ+RxJSCOqoASAQCd7pnm7M2WQ231XWv5stEu6OBiXyg+RN6ltbSfYw5nXQib02c5W+BudEtZ+c5DqxhYO/WuVUqut/wXaO7t488AFziflMMZzAO+umI5JL4phlzLz+Nehs5jo6vDNijkKlmgF9fU8cvgYFc3NvDl5IsuGDulx/8GsNF69dhFjLW2+mBTCKPs7bWK5ILAz8yYfJ11BT0OTl/wmsFiJeX2UqIAvMi6T2lCOoYY2C5z8WDogECf9/mXwfxQSuZQ9+dFszbqKXBDYNHAc691HK8xkWySdPBS2n7T6Kr4bt5CJ9j0r3UNZabwQfo63x0zkIZ+eHYyHDx8lubKSKxsf7jF/K61vZOoXPyrdeY3NLeXhbw+xfdMCRngoWiNeisvh39+dYu8bqxh4n/W/sOgc3vn6LIb6Wrz9dAh+Xg+GcNfY3M7F61mcuJxKfkltt23dCA8WzfBjkGvvLdr2Dgn7LiWy+/xN2jskhIz0YuOckdiaK6lOG1vYfiGGo7FpqKqoMj/Im4cnDVdqKC8IAnHF5RyMT+VCei6dUhkDzEyY5u3OTJ+BuFua/U/5EDK5nIsZeXwfcZOMyhrcLM34YME0BV3lviAIAv89HMbBGyl8vWEu470VDdP7g39EcH3262NU1jaz/+01fT43u6CaDS/vJWSCNy9vmvanHJ9UKuN6QgHHLqYQm1KEqooKwSM8WD4rEC+33k/2goo6th6N5Epi/m2G38LgIUpZwAkF5Wy/GMON7GKMdLVZPd6f5WN8lc7xoHu2dCwxg7Np2eSL6lFRAT8HW6Z4uTPazRE3i7/mhBcEgfSKas6m5XAkMZ3G9g6GD7Dn6Umj8HfqXzv/FprFHTyz8yQJBeV8tWEO47x+3wn+oFHb3MaTO46TWVbDkzNHsW7CsF6rkyMJ6bx+/CKD7azYsmIO5vo9q8PkykoePnwUFRUVvp07hwD7O5+RTC7nw+hrbE+OY4y9E19ODsHsLj/f6vYWnr9xiutVRUyxd+fdoBlY6PT8++mNFXyWfokoUQE2OkY8OnAss+2HoKPed0XQJu2goLWKgtZKysS1dMgkv/7rolPehYGGDpZaxlhpG2OpbYyTriV2uvcnpVWJm/gg9TwXKjIYbGzL10HLsNLpmZg2SzpYdWkfeU11HJi6Ep+7KnBBEFh96hCpomqurXy4hzdsQnkFS37Zr1RYYs43u7Ew0GPHQz3Xt27JIL69dArzgxS5HD9fiOeL0KuEffl4r9Kn0E2YXPrUTpzsTPnwxXmYGj2YhP5uCIJAZn41J8NSuRiZSXtHF0MH2bEsJIAxga69tixvddAOhichkwssHD+E9SFBSjuAZXVN7Lx8k2M30wGYP9ybdROH9boH3CTu4GxaNufTcoktKkMuCLhamDJ5kBujXB3xdbDt1bbtQaOmuZVz6TnsiU6krKEZR1NjHhs/nFlDBv0mlrcgCHx6MoLdV+JZNyGQZ2eP/d3H9I8Irqv/sxcTAx2+emZBr8+TyeVsfHUf1bXN7PtiHQZ9/BgeFCpFzRw+l8jxSym0iSUM9bRj2awAxga69XrBvZvhZ2VqwCOzRzBrlLfSEyC1uIptF6O5llGIvrYmC0f4sHKsn9KM8hbyRXVcSM/jQkYuWVXdWsNmeroEuTgQ5OzAUHtrXCxMH9iKjkQqJauqlkuZeZxLy6G0oQl1VVXGeQxgw+jA3xxUodta68kdxymvb+I/y6YREuB5/yf9BcirquWJ74/R0Cbm49UhfWa0u24k8MG5q4xydeTr5XMU5svXi4p57NgJzHR1+WnxQpxM7qjDtHVJePrSaS4V5bPa25c3x0zs0Zq/WJrLi1Gn6JTJeD1wMsvchvZInkQdLXyYep4z5WkYa+qwyWMcS50D0VJTPiNrlYqJqc3mem066U0lVHbcEdXQVFVHT00bLTUNtNU00VRVp7mrHVFnE7JfZQ4B7HXMGWk+iJHmngw1dkFDtXchgAvlGbyaeAxDDR2+H7UKF4Oe80SRuJX553YjE+ScDdmAsdadrkBmnYiZobt4ZGggr4wKvn27IAjM3b0XqVzG6bVrenwe7525wsH4VGJefqzHnmeXVEbAi1/x+LSRbJo2QuE4vwi9ysEryURuebLP5PSDbRc4fSWdPR+vYUA/SUh/BK3tnZwKS+Pg2QQqRc3YWhmxLCSAWRMGo93LDmZNQwvfn4zmRGQamhrqLJ/sz5ppgUpbzJUNzfxw+SZHY9KQywWmDnXnoQkBSne1b6G2tY0LGXmcTc0msbQCmVxAV1ODQCd7Rro44G1nhZeNZa/bDr8VgiBQWNvA5cw8LmXlk1LWPaceam/D+jEBTPLsPeHoDRKplHcPh3M0Jo3lY3z59/zgP1SU/COC6/TntzHKZwBvrO29Gj1yIYlPfrjMW0/NZOqY+1OsHyTa2js5FZ7GgTMJVImaGWBnyqq5w5k6xhP1XjK32MwSthyJJL2wCkcrEzbOGcGUYcr3QzPKqvkpLI6LKbmooMJUXw/WjPdXuid7N8obm4kpKCW6sISYglJqWrpZiRpqqrhamDHQ2hxXCzOsDfWxNNDH0lAPC309NNXVUVdVvZ0gSKRS6tvE1LW1U9faTmVTCxmVNaRXVJNTXUuXTI6aqgojnB2ZPtiDyYPcFITm+4sb2cX8a9dp1NVU+WzdLAJc7H/X33nQiM4p5rmfTqGjqcHXD89VKmEI3T/6LeHRbLkSzVQvNz5eNENhcf9sdg7PnTqDi6kpPy5e0IO4VN7SzIazR8mpr+XN0RN6tD9lcjmfpUSwNe0Gg02t+WL0HFyN7lzM5YKcQ8UJfJp2kU65lPVuo1nvPgp9DcXvoqVLzKXqRCJEaSQ25CMT5Bhr6OFn4oabgQ0ueja46ttgpa2ciCMT5DRIWqjuaCSruYzoukwSG/KRyKXoqmkx2y6I5Y7BmGopTwQzGit4NGovMkHOtyNWMNS0Zxs1ra6KBed3Mdnegy1j5/U4hhfCznIiN4vLy9f3IHUdSEnl1fMXObRyOb62dyresKx8nvjlBLvXL2bYgJ7nU/Ab25g42JU3lkxWOMZXt58mvbCKY+9vUPoeALIKqtnw8s8sDQngqTXBvT7uz4BUJifiZh77TsWRllOJsYEOi2f6s3CaL4b6yn9/xVUNfHf8BhdvZmOgq8WqqYEsm+yndPRU3djKLxGJHIxKobVDwjBXe1YH+zN2UN+64i0dncQWlnEjv5gb+SUU1TUAoKICTqYmeNla4mRqjI2xAbZGhlgb6WOqp4uWujqaamq3Cw2JVEqTuJMmcQeN7WKK6xvJrqolp7qW7GoRje3dTOzBtlZMGuTKpEGuv7tLV9XYwnM/nSKtpIpHJg9n84zeDUb6i799cJXK5Iza9CXrQ4azaZ5yD9C6xjaWP/Mjnq5WfPnaov9Zz18qkxMencOeY7HkFYuwMjNg+exA5kzyUZpRCoLA1aR8vj12nfzyOpxtTNk4ZySTAjyUVr4V9c3sjUjkSHQabZ0ShjjZsGikD9N878/cEwSBorpGMiqqyawSkV0lIqtKRG1re5/PU1dVRSqXK9xuqK2Fl60l3rZWeNtaMsLZUamqS38hCAI/X0vk0xPXcLM248sNc5SyF/8XCL2RzPtHwnG2NGXLI/OwMVE+Y5fLBT44d5U90Yks8PPm7TmTFToS+5JSeOPiJfztbNm+YF6PpffMOhFrTx+mvUvC11NmE+x4R1mosVPM05HHuVZZyFK3obw9bGoPmbiCFhFvJp0kvq6EIPMBvOk7mwFKZqpFrdUcLovkfGU8HfIuHHUtGWPhzWhzL7yMHH83SxhALJOQUJ/H5eokwqqTUFdVY67dSJY7BWOupfiZlbTV88iNPYg6Wvh82BLGW/ckDX2XHs2HieF8PDKERa53ZtGVrS0E/7KDGS7ufDH5jr50S2cnI7duY4G3F+9MvRMsm8UdjPzgOx4bH8TmiSN7vMaST/diYajHlkcUBfw3fhSKXBB6Fa4RBIFHX99HeXUTB75c3yfR6M9GclYZe47d5EZCAbraGsybMpQVswMxNVZOVMsqqWHb8RtEJBdgpK/NmmnDWDLRV6leemtHJ0ei0/j5WiJVjS3YmBiwcIQPC4IGK8gqKoOopY2MyhoyKmpIr6wms1JEVVOLgrvSLaipqqCmqopEKlO4T0dDHXdLcwZam+Nla8l4DxdsjH7b5sK9iMsr44Xdp+no6uK/y6cxeUjfynL9xd8+uIoaW5nxwnb+vXISiyYot5D6/Mcwjl5IZs+nD+Fk+/tMw7u6ZEgkUuRyAblcjlwQ0NbWQEdJRnc/CIJAVGIhe47FkpxVjqmRLqvmDmfelCFKg6xcLnA5PofvT0ZTUFGHu705G+eMZLyv8vZyi7iTY7HpHI5OpaC6HgMdLeYN92bRCB+crX7b+2/t6KSmpY2allZqWtoQtbTRJZMhkwvd3p1yOdoaGpjp62Kmp4upng6WBnrYGhs+sCQmpbiST09cI7Gwgkk+bry7Yhq6D6h99Efx87UEPjp2lXFeznywakavLiuCIPDR+Wv8dCOBNSP9eGnaeIXv7pZpc7CLM1/PmYXOXZZpqaIqVp44iI6GBrtCFuJpdqdVWthcz/rwUCramnlr2FSWu/v2eN0DRXF8kHoObTUNXhw8jfmOvgrfTWpjEbuLLhFTl42mqjqTrfxY4DAaD4Pf3rbvD0rbRfxcFMaFqgQ0VNRY5zKVZY7jFY6rtqOVTVF7yWmu5tuRKxhteYfEJJPLWXV5H+n11Vyes7GH7vFH0RFsTYzhwtK1eNzlAfvcqTNcLSwk+vFNPUYfi77bi56mJrvWL+7x+pt/OEZNUyuhz69SeA8LX/sRd3sLPtg0S+l7jEos5Pn3j/DvR6cwZ9IQpY/pD+Rygc7OLsRiCR2dUkxN9NDW/m1uT7eQVyzi5+OxXLqejYaGGvMmD2Hl3GGYmygnA6YVVLL9RBQ30oowM9RlzfRhLByv/DrVJZNxJa2A0BvJxOSWoq6mytShHswP8maY6/1XAu/9WzUtbVQ1tVDZ1EJDuxiJVEanVIpEKkMql2OgpYWhjhZGOtoY6Whja2yIo6nRA5NZrGtpY9uFGA7cSMbR3IQv1s3ul79vf/G3D665pSKWv72nVzp8a3sn8zZtY/xwd17fPKPfryMIAoVFtcTGFRAbV0hqWilSqWKFZmVlyABHcxwdzHAeYI7vUEdsrPtvMJ2YUcbOQ1HEp5XcN8jK5HIu3sxm+4koSqobcbc3Z8OsEUz0d1d64gqCQHxBOaE3UriUnItULsfbwYqQAE9m+A3EzODBr1c8SJTVNfHV6UjOJeVgbqDLEzNGMX/44L/Nus3xm+m8vu8Ck3zc+HhNSJ/EiO3XYvn80nVWBfnyykzFWc2JjEyeP32W8S7ObJ03p8eqTVJ1JatPHcJQS4v9c5b0MDBPFJWzPjwUVRUVto1fRKDlnbZmu1TC20mnOFmWwhhLN971n4uFds8svkJcz7a8M4TXJGOqqc98+9HMtRuBseZfw7wua69la+4pImvTGWvhzStey9BT79mybOnqYE3Ej1SJmzkUvLHHqk5hcz3TT/3ArAGD+HTU7Nu3N3SIGbVnGyGuA/lk4p3f/cXcPB47doI9SxYx8i4rvndOhXEiOZPYlx/vcX69uf8C17OKuPTWRoVjn/TMVqYEDuTfqyYpfW///vg4KdnlHP/u0d+krNTU1M616zmEX80iM6uCjo4uhceYm+lja2uCrY0xri6W+Ps64TzAvN8JbWllA7uOxnD+WgZqaqrMmTSE1fOG97qnn5RbzrbjN7iZVYqZoS6rpwWyMHio0koWunkRB64nc/xmOq0dEqyNDZgVOIjZgYNwtvx9Bc5fhWZxB7vC4/n5WiISqZQlo4by1MzRSlvjfwR/++Aal1XCpk8O8d0Liwj0VJST238qnq92X+HHD1Yx0OX+dGu5XOD4qUR+ORBFbW23iIKLswXDApwxNdVD9ddZo6qqCs3NYopL6igpraOktB6JpFslxN7OhGEBzgQGOOPv69SvLDMpszvIxqXeP8hKZXIuxGax43QMxVUNuNiasT4kiMmBHr1e4Gub2zibmM2p+Ewyy2pQU1UhyN2RiT6ujPNywdr4j7VOHiSyy0UciUnjUFQqaqoqPBQcwLqJgX+bahW6Taif33WKYW4OfPPwXIW56d0IjUvhzROXmTXEkw8XTFdIDi7l5fPEsRME2Nuxc+H8HibfCVUVPHT6EMZaOuybuwR7gzut8MjKQh69ehgLbT12TVqGk8GdoFPUWsvTsaHkNdew2XMCjw4ci+pdLd02aQd7isI4VBqBCiosdwpmuVMwOmq9f8YyQUaluIZycRXl4krKxVXUdtYjR87dW/9mWiY46NrhqGuLg64dllpmPV77XgiCwMHSSL7NO4Wtjhn/9VmDs35Pckxxax1LrmzHUd+Un8eu70G++jjxClvTozg4dXWP5OLVqxc5mJ1GzJpNmGh3jyTEXV0M++ZbFvsM5s3JE28/9khCOq8eu8CZpx7C2fzOxf+LUxHsvppA/EdP9QhcMrmcEY9+wfqQIB5TMo4S1bey4PHtLJsVyBOr7m+cLQgC1yKzOX02hfjEIuRyAQd7UwIDnDE00EZHWwMdHU00NNSorWulvKKBiopGyioaaGjo5kqYGOvi5+tEgP8ARo9ww6gfrOSyqkZ2H43h7LUM1FRVmDt5CKvm9h5kE3PK+P5kNLGZJZga6LJiqj+Lxg/tteXdIZESnp7PyZsZ3MguRi4IDLK3ZOJgVyYMdsPd5n+7mnM3GlrFHI5O5cfwOFrEnUz3G8jj00YywPLPMTv52wfXW7tm+99ajZu9okrJ+pd/RgUVdryvqMByL6prmvno0zMkJBXjN9SRyZO8GRbgjIX5/QOPTCanrLyem/FFxMUXkpRSQmenFB0dTcaO9mDKRC/8fJ1Quw/t+94gu3LuMOZPGdpHJZvDjlPRFFbWY2duxMqpAcwZ7d0rKxAgv6qO0wlZnEvMpqyuCQBPO0uCvV0Y4eGIt4OV0hWgPxNNbR2cScjiaGw6WeU1aKipMdN/IE/MGPW3CvzQTV564vvjeNpZ8P1jC/sM+ufTc3g29DRj3AawZcUcBRb2jeISHj58FE8Lc3YvXdxjMT65ppJVJw9iqq3LvrlLsNW/M5c8W5LFM5EncDE0Y/ekpT1aopcqMnk54Sgaqmp8HLiwRysV4EZtBh9lHqJe0sI06wA2us7AQlv5/LpdKiapMZ24+mQSG9Nol4lv32emaYKVtjlqKt3vSQUV5AjUdNRS01l7+3FGGgaMNh/GeIuRDNDrfb8zqaGAt9L2IJZJeGnQEiZa9RzzhFVmsTlmP4sHBPC2750qtV0qYfKJ7Zho6XJixtrbbcGsOhHTQ3fxysjxbPQddvvxm44eJ626mohHH7l9Yc+prmXulj18uLCnpuyuK/F8euIa1999vMeqW2OrmMnPfMtzS4NZMUVRFeynI9Fs33+dA1+ux8Gm74uzWCzhs6/OcyksA2srIyYGD2LCeE9cXfonvlBV3URCUjGJScUkJBVTX9+Gmpoqgf4DmDB+EKNHuaOv1/e8t7y6O8ieuZKOmprqfYNsUm45P5yKJjq9GD0dTRaNH8ryyX6Y9yGmIGpu5UxCNpdSckkprkQQwM7UkGBvV4a7O+DvbIfRX7DFcTc6JFKuZuRzKj6L65lFSOVyxnk5s3nGKDzt/lzr0r99cD10JZkPfr7M2U82KpgEi+pbmbtpG5uWj2HN/L7dCmJu5vOf904gkws8/uhEZs0Y+ocyKolESkpqKeHXsrgakU1bWyempnpMDB7E3Fl+2Nv13Rq5N8iunh/EvMlD0FLioCKXC1xLzmfX2ZukFlRipK/N8sn+LA4eilEv4gXQnS0XVNdzNb2AK+n5JP96wmuoqTHEyZphbg4EuNox0NZCQdf4j6JLJiO9pJqY3BJicktJKqpAKpPjaWfJvOFezPT3fOCv+SCQWVbDQ18fwMHcmJ2PL+7zYhBfXM66nw7hY2fND2sWKJDK0qtrWL7vAPZGhuxdtgSTu0wTcutrWXh0H8ba2hyYuwwb/TsJxtGCNF6IOoWfuS07ghdjdNcqyp78aN5PPYePiR1fDFuCje6doCmWSfg65zinKmJx1bfhxUGLGWSoGOwEQSC5MYOzVWGkNmUhE2QYqhvgb+KDt5EHdjo22OlYoa3W+3sXyzooa6+kpL2c5MZ04htSkQpSBug6MMV6HMEWI1FXso5T29nEG6l7SGsq5mWvpcyw6Xnt+TzjEt/nRPJRwAJmOdyZY54qyuDJyON8MjKEhXeRm5Yc209VWwtXVzx8+/d8yy3n2OqVDLbu7mZJZXKGvbeFxQE+vDIz+PbzT8Zl8Oov5zn58lqcLO4EyeKqBha+9iNvb5hOyEgvhc9v8ZM7sLE04us3es5w74VI1My/XgmltKyeh1aNZuWykfdNwPuCIAjk5dcQfjWTsKuZVFc3o6GhxtjRHsyb7c9gb7s+r2v3Btn5U31ZPW94r7u5WcXV7DoXx+W4HNTUVJk1youVUwMYYN339a22uY0r6QWEp+UTk1uCRCpDRQUG2loQ5O7I0AE2DLK3xNbkwXE3oPtamVdVR3x+GXEFZURlF9PaIcHSUI8Z/p7MDhyEh+1fo03+tw+uP56JZcuRSCK3Pon2PRev8xGZvP31GX78cBUDnXtvCZ8+l8xnX57H1cWSt16bh61N/2em/YFEIiUqJp9LYelEx+YjlcoZHujM/LkBDA906XOGmJxVxvcHbpCQXoqFqT7rFo4gZMJgpTMcQRBIzqvgp7OxRKYUoq2pzuzR3iyb5I+T9f1bGw2tYpKKKogvKCcur5SsctFtxp6lkT4eNua425hja2qIpZE+Vkb6WBnrY6ijjbqaao8fgSAIiCVSWjs6aRF3UlbXRJGogcLqegpr6smuENHe2YWKSnfVHOTuwEx/zz89W/wjEEu6WPbZL7R1dHLg+VWYGfTedqttbWPBt3vR0dAg9NHlGN3jllHX1s68PXsREDiyakWPdRtRexvzj+ylUybjyPwVPdZJThdn8lTkcUZYOfJ98CJ0fxV8EASBLVlX2Jp9eVz2HwAAIABJREFUlSk2g/gocEGP1mluSzlvp+2ltL2WFU7BrHeZqrBrKhNkRNXGc6LiAsXtZZhqGjPafBiBJkPxMHDps7V7P7R0tXKjLo5L1RGUtJfjoGPLJtfVuBkoeqlK5FJeStpBcmMhn/k9gq/JHaNqqVzGQ5E/kd8i4uSkJ27PkAVBYObpnQgInA3ZcPtcPJydzvNhZzk8f8Vtc/jatjZGbN3Gv8aN4dG75BCXbPsFPS1Nfly76PZtERmFPPHDMfY8tbSHfGVaQSVr39vH50/OY+zQnvvMBaW1rHp+132JTJVVjTz/0n6amsX8580F+PsqqkD9EQiCQGZWBZfCMrhwOZ22tk5cnC2YN8efyRO9+iRjllc38uPhaM5dzUBLU53FM/xYMScQw16S9bKaRnafj+PU9XQkUhljh7qwamoA/h729w2OEqmU1JIq4vPLickpIamoki5ZNxPYUEeLgXaWuFubYWNqiI2xATYmhlgZ66OvrYmWhroCgalLKqO9s4um9g5K6xoprWuitLaRYlEDyUWVNP26omNjYkCQuyMz/QcyzM3hL/eb/dsH168PRbD3YjxR3z2t8CV+sO0C4dE5nNnxeK8fXFZ2JU88swd/PyfeeX0+Ojp/7lyvvr6Vk2eSOXk6ibr6VuxsTVg4L4Dp03z6PNnj0krYvj+StJxKbC2NWLtwBNPHefU6Y80rE/HLpQTORmfRJZUxdogLSyf5MXyQY78JQc3iDtJKqsmtrCW7QkRuRS351XVIZYrELhWV7opXU10NVRUV2jolyOSK54eJvg7Olqa425gz3M2BYW72f8sKVRneOxzG/uvJbHt0ASMH9n4hlMrkPLz7CEmlFezfuBzPe5x9umQy1oQeIqWqigPLl92ungA6pF0sOx5KVr2I0LnLGGJ5Z/YYWVnI+vBQhprZsmvS0tuBVS7I+TD1PHsKYpjn6Ms7vrNRv0s68HRFLJ9lHcFIU49XvZYTYNqzTSwX5ESIYjhYdgpRZx12OtbMsZ3KGPPhSqvLPwJBEIhvSGFH4T4aJE3MtJnEUoc5aN0z623pEvNY3Dc0SFr4btiTOOjexY5uqWV++LcEW3vwxfA7azCH81N4Ieo0P01cynjb7oDXIukk4KetrPAayltj7sxYp+38CTtDQ3YuuiM88/KR89zIL+bqv+6Ql5KLKln91X62PDyPsV53EoHo9GI2f36Y719cgp9Hz93YoxeS+fiHS4R+tR77XpLaquomnnzuZzo7pHz03hI8B97fP/ePQNwh4XJYBsdOJpJfUIO+vhZzQvxYMDcAM7PeW7nFFfXsPBjFpRtZ6GprsjTEn6UhAb2K8NQ3t3MwPImD4ck0tooZ5GTFkom+TAn06HNUdTc6JFLyqmrJLKshq7yGzHIRhdX1tHUqtzfUUldDW1MDuVxALOlSuhqoraGOvZkRPo7WBLjaE+Bq9z9f5fvbB9f391zicnwul754TOGxS5/eiZOtCR+9pGiGDNDR0cXGJ36io6OLndvWo9/LYvWfga4uGRHXszl8LJ6MzAoMDbSZO9uf+XP9Mell9+zWCs/3B66TXViDnZUxaxcGMW1s70G2rqmNQ1eSOXQlmYYWMXYWRswf68Os0d6Y38fkQBlkcjl1Le3UNLVS3dhKTVMrLR2dSKQyJL/S5OVyAT1tTQy0tdDX0URfWws7U0MGWJj+5TOVB4VbFczq8f78a27fnsGfXYzk+4ibvD9/KvP8vBXuf+vSZX5OTObTkBnM9boz35MLApsvnORsQQ7fTpvLdJc7+3TJtRWsuPQLDvrGhE5dhaFm9+coE+S8kXiCoyVJrHYJ4iWfabcrTJkgZ1veGfaXXCXQ1J03vFdirNnzOy9uK2NH4T6yW/Jx1XNigf1M/E18/lCV2h+0S8XsLTnCpeoIrLTMedxtLZ6GPYN+hbiOR29+jYG6Dt8O24yRxp1j/y77Gl9lhrFrzFqGmQ8AugXfxx3biruxOXsm3fFX3XTuOPHVFUSvfvR2kv3mxcscTc8g/snHb8/Bf4i4yacXI4l5+bHbvpxFNQ3M+eAn3lsxnVmBd76ry/E5vPTtKfa9uRp3h57J01tfnSY+rZQT2x7t1enmxVdDSc+o4OvPVuLq8td1awRBIC2jnENHbhJxPQd1dTUmTfBiycJhOA/ovR2aXyJiR2gUV2Jz0dfVYmmIP0tm+vcaZDskXZyOymTfxQSKquox0NVi1igvFowbgrPt71tnaRZ3UNXQQkVDM9WNrbR3dtHR1UWHRIpY0oWqqgo6mhroaGqgq6WBgY4W9mZGOJgZY2Go97chTt1CX8H1r2W89IJWcSf6SqpNUX0rpZUNzJ3ce1tm+86rlJbV88kHS//SwAqgoaHGxGAvJgZ7kZpexoGDsez55QYHDsUyY5oPK5aMwNKy52K9iooKo/xdGOnnzPX4AnYcvMG7W8/z0+GYXoOsmZEej84dxdqZwwlPyOPotRS+ORLJt8dvMG6oC7NGeTN68IBelaLuhZqqKpZG+lga6TNYkZz9fxL1re28ceAC7jbmPDVTuVDJLYRl5fN9xE2WBPooDawHU9P4OTGZDYEBPQIrwGex1zlTkMOrI8f3CKwFzXWsDw/FVEuXXROX3g6sckHO6wnHOVaazOMDx/OE550VH7FMwjtpe7lem8E8u5E85TG3RzXbIesgtPQkZyvD0VPXZZPrasZbjLwvq7dZWo+os5LazkpEnRU0d9WjrqKBpqoWGqpaaKpqYa3tiIu+F/rqvVcGuuo6POKyktFmw/gufw//yfiCJ93XMcLsjni+rY4Z7w15iGcStvFaym4+83vkdit7rdtIQovi+CjtPAfGP4Kqiiqaamo8NDCQj5KukNFQjZdJd0dgtrsn5wpziakou21sMMLRgb1JyaRWVeNv193udbXsvujni+rxc+y+zehXJbFmcUeP428Vd1dRyliyyZnlDPXsfbZ58XI6cfFFPPX45L80sEL3NcTH2x4fb3vKKxo4dCSOsxdSOHchlVEj3FizajQD3RVlDF0dLXjvhTnkFtWw81AUOw5GEXomgcUz/FkaohhktTU1WDh+CAvG+ZCYW87hK8kcDE9m36VEhrjaMmOEJ9OGe/apyXwvDHW0MdTR/stmov9L/C2Ca3tHF7rKHGRyKwHwHaR8Cb64pJZjJ+KZP8efAL8Bv/v1BUGgS9ItMCGTyTE00vnNGdKtk72kpI7Qw7GcPpvMmXMphEwfyoplIxTYyioqKowJdGV0gAvX4wvYeSiKd7eeZ/fRWNYtHMGUMZ4KbXAtDXWmB3kyPciToqp6jkekcvpGJuEJeZgY6DA9yJNZo7zv6+7x/yO+Ox9NY5uYbY8u6JNF3Szu4I3jlxhkY8krM4IV7i9qaOCdy2GMcnTkX+N7Cn5fKSnkm4Rolnr68PDQO8lss6SDR64cAmD3pGVY6d45F77IuHw7sG4eNOHOc7raeSl5J5lNJTztMZeFDmN6HkdbGZ9lf0dNZx2TrMaw3GEe+hrKuxhyQUZhWxZpTTGkNkbTLG24fZ+GiiaGGqbIBRkSoZMueSddcgnCr3s5NtpOuOp7M8gwEDf9wUp/F15GHrw35N98mLWFL3N2oOqhynAzv9v3+xg785LXEv6bvo89RZdZ79ItcaqtpsFTgybySsIxrlTlMNGmW196hbsvX6ZGsi83if8M737sJCcXdNTVOVeYczu4DnfobuXGl5ffDq4uv67gFNU13A6utxjCt+Z0t9De0R1cde9pddY2tFJd18KyWcqNsyUSKT/8eA3PgTbMnf3HvIclnVJamsWoqatiZKz7m687drYmPL15CmvXjOHYiXgOH41n0+ZdfQZZ9wGWvP/CXHKKath5MIqdh6I4eDaBZbMCWTLDT8EPW0VFBX8Pe/w97Hm+uZ2T19M5E53Bh3vD+PzAVSb4uzF79GACPR1+k4D+/3X8PYJrp0Tpcm9uUfcup6ujcjeOn/ZcR1tbk4dW9V2J3A1BECjIrSYqIpuoiBxKCkVIJFLu7o5r62hg52CGvYMptg6meAyyxTdgAHr9qIwdHc144dkZrFoxir37ozh5JonT55KZNdOXlUtHKMxG7g6yEXH57Ai9wTvfnGXX0RjWLRzBpFHKtYgHWJvy9OLxPLFgLNHpRZy8ns6hKynsu5TIAGtTJvi7MdHfHU+n3+bD+H8RxaIGDkWlsmCEz30z5i8u36ChXcy21fMUgrBMLuels+fRUFXjo5nTegjti9rbeCHsLANNzXl77MTbn7lcEHju+klKWhrZM3k5zoZ3GJj7C2/yQ+51lgwI4AnP4Nu3N3e182zCNoraqnnbZzXjLX16HEeEKIbtBT+jr67Hm97PMchQuZSbqLOSSNFpUpuiaZU2oa6igaehH276Plho2WKhZYuhhqlCpSsTZJS3F5DXmkZ+ayrRdReJrD2Do647U6yW4GGgyMLXV9fjlUFP8W7Gl3yR+wP/Ut2En8md455q7U90bSa/FF9hqnUA9r867Myy92FL1hW+z4lkgvVAVFRUMNLSYZqDB6eKMngtYBJaaupoq2sw0s6Ra6VFt/+mma4u9kaGpFRV377N1tgAVRUVSuubbt+mrqaKtqY6bZ09hRzafxV2uDexzyvuNsPwcFaepJ67mIaotoUXn5vxm8RQRDXNhJ37f+S9dVzVd///fz/n0N1dEhICBoJii93dMXvGulxdK+d6ujln19RZU7FbsQtQQUSQkO5uOPX948CBIwfQbde1fX6/x+3GTXw357zer8frWY/nQ25ciaMgv5zysmpqm4hLaGtrYGVjgrWtMbb2pnTwd6RjgAvmz1FGaGyky0szezFxXCChRyM5cChcSbJzZ/fC3a15Mmh7Fyu+eVdBslsO3GTz/hvsPxnJ9NFdmTC4UzOSBTAz0uOlYYHMHtqV+LQ8jl6P4cydOM7ejcfEQJf+XdwZEOBBV0/H5/ak/X8V/wpyra4VY6Img+3J0zyc7M3QVqOpm/w0n8tX45g5Lfi5Cq0rymvYs/0qVy89Ji+nFIEAvH0dGDm+Kzq6mmhpa6KtrYFAICAnq4TM9EIS4nO4dvkxMqkcoUiAl489XYJcCQx2x6uNdHgba2Pefn0oM6YEs3vvTY6duM/J01GMG92FqZO6YWKi+swCgYA+ge70CnDjangiWw7c5LM1p9j2xy1mjg1iSG9vtdnFGiIhvfxd6eXvSmlFNefDn3Ax8gk7z4Sz/dRdbM2N6NPRle4dXOji6fC3K5T8X8Avp26gqSFiyeDmXVGa4mFmDvvCo5jZrZPa3pDbI+4RmZnF98OHYmPYOOHJ5HLeuXSa8ro6fh81CR2NxvG6/tEtLmYm8mnXQXS3bvTBX86J58uoU/Sx9uBj/+HKsVQhqeadB1tIqczl645zCTJvbDovkUnZnXqI0zmX8Db04I32CzHRaq7nm1eTyaW8Q9wvvo5IoIGPUVf8TLrjZdgZbVHbiWcigQgnfQ+c9D0IsR6HWFZHZPEVLuUeZuvTlTjrtWewzRQ8DFXDNboiHT7wfpUVsT/xY/xGlnu/gp9xY7ejpR4juVnwmJ+fHOW7jvMQCARoCEXMc+/BiuhThBekEGSpSDga7+rLsZRYwjKTGOqk+Az6OrpwKTWZlNJiXIwVSUZ+NjY8zMlR3kNTJMLW2JCM4lKawkBbi4rqWpVtNXViNETCZu9VQoqCXN2cmi/ExGIpe/bdwsfbjoAuLm1+ljU1Yq5ceMTFM9FERaYgl4NXB3sCglwxNNLB0EgXQyNdxGIpudkl5OWUkptTSmx0OscPKfJSHJ0t6BjgQvdeHnQJcm2VtPT1tZk5vQfjxgQQejSS/YfusnDpDvr0as+cWb3UxmTbu1jx3XtjeZyUw5YDN9mw5zq/H41g0rDOTB7eWW12sUAgwMvZGi9na96Y3Jcb0U+5GPmEs3fiCL36EGN9HYJ9Xeju40y3Ds7NSiz//4B/DbnamjefJBJS8+jkrb5gfceu6+jraTFpfKDa/U0RfiuR1V8dp6iogm49PJg5vw/denhg2kqGXQPq6iTExWQQeTeZe3eT+X3bVXZvvYqdgykhQ/wYOMwfO4eW68FsbIx5581hTJvSnZ2/3+SPw+EcPXGfCWO7MmViEIaGqtawUCigXzcP+gS6c/luAjtD7/DV+rNsPXCT6aO7MipEfYMAAGMDXSb278jE/h0pKa/malQSYfcSOXLtIfsvPUAkEuLbzoYgbyf83GzxcbbBxPD/Rpbvn0V0ajbnohJYPLh7qwLkEqmMz45dxMJAn9dCejTb/6SggB+v32CQuxtjn4mzbo++x5X0FFb0HoBnE73gG9kprIq6yihnb17ybHQxPirJ4u3wg3gZ2/Bj4ERlHLVKUsvyB9tIKM/kS7+XVIi1TFzB6icbiS1LYJhNCDOdJ6jEXwEKa3M4m7OfqJIbaAg06W05kr6WozDU/GvqNJpCLbqbD6KraT/Ci8K4lHeYzckr6Graj7EOC9ASNlo4+hp6fOT9Gl/Erub7uHV86bccJz1FWMdC25h5roNZm3C8XipR0V91nHNn1sVfYUvCdSW59rRph6WOPoeTHyrJtZ+TK3CJK2lPcfGrJ1dra07HP6GwqgpzPcWC1dHUmLSiZ8hVV7tZpmpVTZ1a6b/E1HysLQzVdp05dyGG3Lwy3nxtcJseoeSEXFZ+fIj01ALsHEyZOb8vA4b6tTpfNEAqlZH0JIcHkSlERaZw8Uw0Jw5HYGSsS58QH/oN9sW3Y8tVAw0kO3Z0F/44HM7B0Aiu3XhCSD8f5szqqbZG39vNhh8/GE9sYg47Q++w7eAt9p2IYNzgjkweHtCiGIW2pgYhAR6EBHhQUyfm9qNULt1L4HZMKmfuxAHgZm9OkLcTHdrZ4udqi53F31v7+m/EvyJbeMR7mwn0cuSzeUOV28oqqhk6bx3LZvZhxmhVAk1NK2DOwq3MmdWTl2aqxqKaQiaTs3PzZfZsv4ZzO0ve+c9oPH3+moh5WWkVt6894eKZhzyIfIpcDh38HRk1oSt9Bvi06QpJSytkx+7rhF2Jw8BAm5lTgxk3JgAtNcISoHBj34lK4bfDd4iKy8TUWI8pI7q06LZRh1qxhIdJWdyJTePu4zQep+Qqa1+dbUzp5G6PTzsb3OzMcbM3x/BPtpL7N2LJplAeZ+Rx8sO5rVrte+9G8cWJS6yaPJxhvp4q++RyOVP27OdpcRGn576EhX4jSScWFzL8wE76OrVj09AxygmjuLaKwce3YKKtw5Ghc9DXVNy7tK6acWHrESBgX98FyhpPiUzK+1HbiChK4DPfmfSzbrQKy8TlfP5oFbk1BbzsNpPelqpiKnK5nDtFFzie9RsAPcyH0NdyNAaa/50yBYlMzMXcQ1zKO4ydrgvz2n3QjMCL60pZHr0SQw0DvvX/UFkOJJFJmX/3J2qkdfwe/J5ygbD5yTVWx14ktP9iPI0VccKVkRfZERdB+MTXlP1e++3ZgpuJGVuHK8pvbqWlMWv/QbZOHEffdgpi/vjIea48Sebaey8rn2f66j0Y6emw4eXGsp3Pt5/lTmwqp75X1Rye8fYO7K2Mm1UoyOVyZs3bjIGBNuvXzG6VHO7eTGDFB3+gb6DDWx+NIjDY/S8L2kTeTiLsfAy3rj2htkaMtY0xYyYFMWxM5zZDVqVl1ez/4w6hR+9RJ5YwakQnZs/oiZlpywvOpLR8fjt8h0u36sUl+vsyc0wgtlbPN65kMjkJGfncfpTK7UcpRCdnU1svL2tlakAnD3u8nKxwd7DAw8ESC+N/XzZwW/jXZwvX1kmaiUekZimSLlzUrLCuXItHIIBRwzs126e8Zo2Y71cc5erFWIaM6sSr7wxHS/uv/7lGxnoMHtmJwSM7KWMoZ0884JtPQ9ny60XGTg5i+JguGBiqH+xOTuZ88uEYZkwNZvO2K2zYcpnQ4/dYMKcvIf28m61EBQIB3Tu1o3undtyPzWBn6B027LnO7iPhTByqcNuYGLXuFtfW1KCrlxNdvZxYhiI7Oy41j4fJ2UQlZhJ2L4Gj12OUx1uZGuBiY4atuRE25oZYmxpibWaImaEehvo6GOlpo6ut+a9/EfLLKrgVn8r8AYGtEmuNWML6K3cIcLZnaIfmjSPOPEngXlYWK4cMUiFWuVzOx1cvoKupydd9B6l8Hp+HX6CktprfBkxREqtcLufTB8coqKng9z7zVcQTVseHcrfoCe95TVQh1nJxBStifyKvtoD3vV/B11iV+CskpRxM30BsWQQeBn5MclyGidZ/t5m3hlCTIbZTcdT34PfU1axN+Ih5rh9irdNYK2qqZcxit1l8G/croZlnmOQ4sv5cEYvdh7M8ahtnciIZaacQgJjkEsDauMv8kXKPjzsOB2CEszdbHt8lLDOJca4KKzfYzokTSfFIZTJEQiHelgpPwZP8AiW52hobUFBRRZ1Eilb9YldXW4vqOtWYa61Ygo5W87h6RnYJPTo3F8aIjskgM6uYD94d0erYDzsXw3efH6GdmxUrV09/Lg9ZW9DS0iC4jyfBfTyprqrj1rV4Th6JZNMv59m19QpDRnZi7OSgFq1iYyNdFs3vx8Txgez6/SbHTz3g3IVHTJ0UxKQJgWrr892cLPnijZEsmlrCnmPhnAiL4dilhwzp7c2ssUFtdicTCgV4Olnh6WTFS8MCkUikJGUVEp2Uxf2ETKISMjl3N77xGQ10cLY2w9bcEDsLY2zNjbA2M8TEQBdjAx1M9HXR19X61887Dfh3kKtY0ix5JCNbQa4OajQ9b9xKxMfLDrMW3BQAP31zgmuXYln06iAmTO/+X/lCLK2MmDK7J5Nm9iD8VgIH99xmy9oL/L7tKsPHdGHijOAWkxHcXK345stJRN5PYeOWy6z89jh/HA5n0fy+LWY+d/ZxoLOPA4+TctgVepcdh2+z72QEw/p2YMrwLjg9Zys+A11tuno50tVL4XKXyeTkFJWRnFVIUmYhSVkFpGQXcf3hUwpLK9VeQyQSYqCrUFfR0hChVf+vhoYQjfpmyCKhEC1NEXramujW/xjq6eBsY4qbnTlO1qZo/Rf1j8/cf4JMLmdEgFerx+0Ljya/vJIfJg5vNk7qpFK+v3qN9hbmTPRVLcs5mvCY21nprOwzCAu9RtK9kJHA0ZRHvO7XS1lKAnAo9R7nsh7zdoeB+Jk2elCOZN7ieNYdZjj3Z6R9o1VaIanky8c/k12dx3teS5sR65PyKPanraVKWsFIu5foZTG81TIcmVxKTnUMeTXxlImzlT/VkhJ0RcboaZiiq2GKnsgMW10/nA2C0RS2bBH5GAWw2O1ztj/9mnWJHzPHZTntDBpd5l1M/ehpEUho5mm6m3fBUU+Rvdvd3AsvQwd2Pb3IUJsANIQiTLT0GGznzYmMaN7xHYSOSBN/c1usdQ04n5GgJNeutvbsfRxNQnEhXuaWmOjqYqWvT0JBofK+NvW9P/PLK7A3VVhZetqa5JaoZgvX1jWfd/IKKxBLpNirEY44c+4henpa9Onl2WxfA06ERvLLdyfx7eTEF99Pfa4kyBeFrp4WIUP8CBniR0JcNqH773DicARH/7hLnxAfps3pjauHejU7M1N9Xn9lEOPHBrB52xW277zO0RP3eWlmL0YM9Vcr2+hgY8J7iwYxZ0J39hyP4Mj5aE5dfkSvAFemjuxKZ5+2FZwANDRESrKd1F9hGJVWVJOYWUBCRgGJGflk5JcSk5zDhcgEpGqEbkRCATramuhoaaKjqYG2lmLeEYmEyjlHQyREu36ftqYGOloamBvrY29pjL2FMQ5WJpgbvXhm9oviHydXuVyuGOTPrCDTsosRCQXYPeOCyM8v40lCDovmtSwCcOF0NBfPPGT2on5MnBHc4nF/F4RCAd16tqdbz/YkxGVzcM8tQg/c4fjhCIaN7sLkWT2wtFLffDugswsbfnmJi2GxbN1xlXfe30/XABcWzeuHh7v6F8TbzYav3hnN04xCxYryUgyh56Lo0cWVqSO6EODr9EIDRygUYGdhjJ2FMb38VWXg6sQS8koqyCksp6SimvKqGsoqaymvqqGypo46sZQ6sYRaiZTaOglSmQyJVIZUKqO2TkJxuYTqWrHip05MVU2dMjNbJBRgb2nCgAAPpoR0alUw/M/gZORjfByscLVu2ZKrqhOz5Vo43V0dCWrn0Gz/ngdRpJWUsnXiOJWs7dLaGr68eZmOVjZM8/Fvsr2aj+6cwcvEiqW+jbHb5PJ8vn54hu6W7Zjr3rg9pjSFX54cI9jcm4VujWGRKkk1X8WuIaMqm3c9l+BvohrnvZ5/iuNZO7DScWC+60fY6bqo/fvkchk51Y9ILA8jqfwqVVIFCWkJ9THStMNMyxldvU7USMuolhRTWJtMmiSchyWhaAh0cDHogYdhf5z0gxAJm1s3jnpuvOLxFVuTV7L96Te84vEVVjqNC4c5LpOJLnmsqIP1fRehQCGxOdd1MMujtnE2J5IR9dbrROcATmbEcDE7jhEOfggFAvrauXE6LQ6JTIaGUKiUP7yXm6Xsh+thYU5CYRNyNVKQa3ZpuZJcdbU01Vquz847DYt6x2daTspkcm7fSSK4m3uLHbIex2Sw9vtTBAa785+vJqH9J/u1vgg8vGx579OxzF82gCMH7nL8YDhXLsYS3Ls90+f2bjEM5uhgxhefjCPmUQYbt15m9ZqzHDwczsJ5fenVw0Pt/GFlbsgbc/oze1w3Dp+9z+GzUbzy+QE821kxZUQAIcHtX3ixbGygS4CnIwGeqrk1UpmM/JJK8orLKa2ooaSimtKKakora6iuFVMrllBTJ6FWLEEslirnHYlURk2dmJKKamrFEmrrFMeVVlarVISYGuoysocPY3v7P5es7J/BP06uEqmiabk6y9XG0rhZJt+N24kA9AxWX36QnVXML9+fwq+zE9Neajke+9+Ch5ctH3wxntkL+7Fv53VOHI7g1JFIho3pwox5fTA1ax7jEAoFDBrSMGFWAAAgAElEQVTQgb69PTl64j6799xk0bIdDAzxYdG8vlhaqifmdg7mfLR0KEum9+bwuSgOn3vAaysO4mJvxoQhnRjezxfdv/iCa2lq4GBpgoPl36PVXCuWkJZTTHJ2IclZhTxOyWXH6bvsOhvB2N5+vDaxt9qa5xfF09wiYjPy2lRi2ns3isLKKn4JGdVsX3ltLWtv3qanszN9XFxU9q0Ov0lRTTXbR4xH2GQi+vp+GIU1lWzpN1HZz1Usk/JOxCG0RRp802Wc0rosqavgk4e7sNIx5uMOU5XbJTIJ38b9SkpVBm97vkwn00aLWS6XczJ7F1fzj9PBKJBpzq+rJBQ1HicjruwM4QU7qZDkIhJo4azfDXfD/jjod0Fb2HJCiUwuJbv6IQlll0iuuEJi+SX0RGb0sX4DV8PezY4307JigevH/JLwAduffs2rHt+gp6FYKBlpGjLHZTK/JG7jTE4Yw20VfVMbrNfdKZcYZtsVoUBIoIUzNrpGnEx/yAgHRRlPXztXDiRFcb8gk0ArR5yNTDDT0SUyJ4vpPoqOOx4W5uyPfohMLkcoEGBtpLh3TlmF8hn1tDSpeqYUR53lmpFTAtCsC86ThBxKSqvoHuSGOtTVSfh+xVEsrIz4YMWE/wmxNoW5hSHzlw5g8sweHP3jLqH77/DqvK0E9XBn/rKBtHNTX1bk28GBNT/O4MatRDZvu8wnX4TSwduOpS+H4NOCvoCZsR4LJvdk1tggTl99zL4TEXyx9jQ//xbGqBA/Jg3rjKXZX+uCJRIKsTEzxOYvXqcBtWIJ2YVlZOSVkFlQSkRcOnsu3GfX2UgCvRx5fVIfvJzbbmf6IvjHybUhwK2tqUqiWXll2Fk3D5zfu5+KjbUxTk7qrZFtv15EJpOz/NNxf6kzxV+FvaMZb380mulze7PvtxucDI3kwqkops3pzbgp3dTGf7W0NJg0PpBhQ/zZu/82fxwO5/qNBKZO7saUiUEtrpjNTPRZMLkHs8YGcf5GHKHnovhx2yU27b/JmIF+TBzaGSvzf0fLN21NDTwcLVXk5jLySth9LpJDV6K4E5vKlwuH06Fd8+L3F8H1uBQABvmrX4SBwhrZFx5Ft3aOSsGBpvj9QRQlNTW827eXChFllpfx+6MHTPH2w8+y8Tlji3M5kBjFPO8g/MwbdWZ/S7xFXGkOa4KmYKWrWCjJ5XJ+iDtEaV0lGwNfw1CzMW6+O/UwceWJvOYxnwDTRqtYJpdxNHMbtwrPEmw+hDH2cxEKmifQ5VQ/4lreL+TXxGOt40N3y/m4GPRES9h2yRqAUCDCXq8T9nqd6C1/jcyqe9zO38KZrE/wMhpKL6tX0BKpLhJNtSx5yeVd1id+SmjmZqY7vaH8zHpaBHI1/zYH00/Sx6I7BpqKxJXJTn344tEe7hcnE2DmjlAgZLCdD3ufhlMpqUVfQ5ueNs4IgFs5qQRaOSIQCOhoZUNMfmNtq6uZGdViCTnlFdgZGWJlqHi2/PLGkIaOlgY19XNNA2rFkmYlgNn5pWiIhFiYqnpR7kelARDQRb0e9cnQSDJSC/ly1TT022gN99+EoZEuM+f3ZdzU7hw/FM6BXTdZMmsjQ0d35qWF/dTGfwUCAb16eBDczY3TZ6PZsesGy97YzaABHVg4r2+L7Tq1tTQZO9Cf0SF+RMSkcuR8NHuORbDvRCSDenoxaXgXvJ6j//b/AtqaGrjYmCk7/UwJ6UxBaSXHbzxi7/l7zP5yD18sGMrQbt5tXOn58Y+Qa1ZxmfL3Oomic8Kz7oS8wnLcnVXFI+RyOQ9jMggKVHVdNuBxTAZXLsYyc34frGxeLFOypKiCiCvxxIQ/pbZWjFQiRSJWuDdNzQ1w8bTBpb0NLp42mLQS630WtnamvPnBSCZO787mXy6wdd1FToRGsmDZAPoM8FFrPRjoa7NwXl9GDu/Ixi2X2bHrOqfORLFofj9C+nm3aHFoa2kwsr8vI/p1IOZJFntPRLLnWAR7j0fQo4srYwd1JKij8/+8c0RbcLAy4f2ZAxgc5MknW06zdNVBDnz+EtZ/YdV6NzEdJwsTbExbvsbdlHQyist4fUBzEZIasZgdEffo5eKMr7XqBLHu3h0AXumiWjf7zb0wjLR0eLWJOzirqoR18ZcZYOvFQLvGF/d87n2u5sew2H047oaNxH6rMJLTOZcYZhNCT4vGLHmZXMbhjE3cLbpIH8tRjLCd1WwcVEmKuJm/gSdl59HXsGCg7Yd4GA78S7ElkUADJ/0g7PU6E1Gwk3tFe8isfsBAmw+x1VMVt3DW92SwzWTO5OzFy7ALAWYKr4FAIGCm8wTei/6SE9nnmeo0FoDelr7oi3Q4kx2hbETQz6Y9O5Nuczv/KQNsvTDW1sXTxIrw/HTlfXwsrLiWkUqNRIKOhgbOJgqvSlpJCXZGhhjqaKMpElFQ0YRcNTWoEauSa51YitYzi/q8wnKszA2bJRbGPMrA0cFMrWZ4VWUte3Zco2OAC4HB7s32t4bK8mpuno8lLTGXyvJqqipqqaqoRSKWYO1ghr2LReNPO8vnNhj09bWZOrsXw8d04fdt1zh2MJywczFMmdWTCdO6q7WsRSIhI4d3YkB/H37fd5sDh+5y7foTpk3pxuQJLS/uhUIBQf4uBPm7kJVXyv6TkZy4FMPpq7F4u9kwbpA/A3p4/WUv2t8NC2N95g4PYkJff95ae5SVOy/g5WzdZqu958U/Qq51Ymnj7w3k2sT9K5ZIKSqtbGZtpWcUUVJahb9v89iYXC5n05rzmJkbMGlG8zpFdcjNLObS0XvcvRxHfFQ6crkcIxM99I100dAQItJUBMrjHqRx9mC48jwLG2O6hXgTPMAH/25uaLZQRtMUjs4WfPHDVO6HJ7Px5/Os/PgQRw7cZelbQ/HwUt9Nw9bGhM8+HkvUw3R+3XCRL785zqEjESxZGIKfms+gAQKBAD9Pe/w87cnKK+XI+ShOXn7EtYgkrC0MGR3ix9C+HbBtwd38T6FLewc2vDOJKZ/t5KtdF/jptbF/ihikMhn3kjIZ3KllqxXg8L1HGOloM9C7+YR4+FEsBVVVvNxNtQwss7yMA3EPmezlh71h4+d3NSuZa9lP+ThggEpv1u9izgHwvl9jPDW/ppSf4o/ga+zMFKdGt3VWdQ4bEnfiYdCOmc6NJSMAJ7J2crfoIiFW4xliM7XZ55JdHcPZzM+okZXRxWw6AeYz0RT+fTXMIoEm3Szn42TQjYvZXxOa/jr9bd7B23i4ynH9rMYQX/6A0MwtuOh7Yq6tsOyd9O0JMuvEuZyrjLEfiq5IB22RJv2t/bmY+4A3JePQ09Cmi7kTBhraXM6JZ0C9HGKglQOHkh8q464+FlZIZDISiwvxtbTGqQm5dndSWLcWBnoUVlYpn0tbUwOxVKrMMgbF3KOpofru5haWY/mMddcglN+ju3riPLzvNqXFVcxbEvJc47WuVkz45XjCTtznblgc4joJmloaGBjpoGeg+BGKBNy+GEtJYaNr28hEj4A+ngT29aRrb08MTdr2RBgZ67HkzSGMmtCVLb9eYMfGME4fu8+iVwfRq7+X2ufV1dViwdw+jBjmz4bNYWzfeZ0Tp6KYN6c3gwf4tqpKZWdlzJtzQ1gwuQdnrz0m9HwUX204x8+/XWZIb2+G9+uAt5vNvyrj10hfh68WDWfa57v4cONJtn84rVWJ1OfFP0KuTWtrxfWrSc0mK8j8ogrkcrB+hlyjHypWr+qI5caVeB5Fp/P6+yPQ1Ws9ZieTyTi68wa/rTpLbY2Y9n4OzHh1IEH9vHDzsUP4jGUnl8spKawgJT6HlCc5PIpM4UJoJCf33EbPQJvAvl4MGh9Al17t2xw0nQNd+fW3hZw9/oDtGy/xytzNDB3VmblLQjBpoeaso58j69fM5uyFGLb/do3X3v6dnsEeLJrfFyfH1ssu7KyMWTqjDwun9ORaRBJHz0ex+cBNNh+4SUdve4b08mZQT6/nrpn9b8PByoRl43qxav9lTt1+3KyJ9fPgcUYe5TW1BLqrFyABhYbwudgExnfxReeZF0kik7H5bgQdbW3o7qh6jQardWmXxqxeqUzG1/fCcDQwYWb7Rq3ZW/nJnMuK5VWv/tjrKQhALpfzY/whJDIJH/pMRVQfZ62V1rEqfhOaQk3eaL9QpU3c9fxTXC84SS+L4c2IVS6XE1NyhBt5v2Kgac0kxw2Ya6v37PwdsNX1ZYrLFs5kfkpYzg8I0cTTeJByv1AgYqrTq6yOf4e9aWtY6r5C6boeZTeYO0X3uZR3gxH1sdehtl05kXWXK/kPGWbbFS2hBj2t3LiSk4BMLkMoEBJk5ciuJ/d4VJRDRws7fMwV8cPYgjx8La2xNTJEQygktaRE+RwWBnoUVjSSq46mwmqqFUvQ01bMD+ImpToNyCsox89TNUSQnl5EWVm12nmntKSKg7/fomdfL7xbWfA24NrpaH75NJTykipMzA0YPrUb/UZ1wtPfUe3cUVFWTWZKAelJeTy4mUj41XjCjt1HKBTgG9iOYVO60XOwb5sLfAcncz77dgoPIp+yftVZVnz4Bx27OLP0raG0ayFx0tbGhM//M46oh+ls2BTGtz+c4lBoBEsWhbTZt9ZQX4eJQzszYUgnouMzCT0XzYmwRxw+F4WTnSlD+/gwol+Hvxyb/btgZWrI5/OG8saaI/x04ArLZwz4y9f8R8hV1oRc1VmueYXlAFg+Q66PHmdhbKyLo5parj3br+HobMHQkZ2b7WuK6spaflx+gBvnYgjq58XST8Zg3YZiikAgwNTCEFMLQzr39GDc3N7U1oh5cCuRW+cfcetiLFdORuHS3obx8/rQb2THVge7SCRk+Ngu9Bngw+6tVzj6Rzg3rsSx+I0hDBjqp/YlE4mEDB/iT0hfbw6GRrD3wG0WLNnO1EndmDG1O9pt9FnU1BAR0r09Id3bk51XyrnrcZy9Fst3my+wdtcVBvfyZkR/X3zc//lV5ZQBnTgfHs+vh68ztFvzBgZtISIpA4BuHi2T69nYBGolUsZ3bk7el5Ofkl5ayvK+vVU+i8LqKv6Ii2Gil6+K1XomPZ64kjzW9BqDtkjxvcvlcn6IOYeDngnzPBo9KbcL47hZ8Jil7iOV+roAv6cdJqM6mw+8X8VCu3E8JlbEcDxrB77GQYy0m/0Mscq4kb+O6OJDOOsHM9D2Q7RFzxeykMvliGUl1EiyEMtK0dNwRkfD7rm+e02hLsPsV3Ay8wPCcr7FQNMCe73G985Uy5KxDgvYl7aG+8XXle5hD8N2eBm6cyY7jGE2/REKhPgZu2Cna8bFnPsMs1XU4vezac/ZrFjiS3PxNrGlq5Xie7xXkElHCzucjU3Q09DkcaFCplBDKMTeyIj0kkZVJjN9PfKaJDQ1LKBqmpBrnUTVLSyXyykormymRBQblwWAr5oEn6N/3KW6uo45i/s329cUcrmc/RvC+G31WTw7OjJr1TQ6dXdD1IbojIGRLp7+jnj6OzJwXABSqYyEmAzuXo7j8vEHfPvWXsysDBk5PZhhU7u1GbLqFNCOdb8t4vSxe+zYGMbSlzYzeWYPZszr06IOQEc/R379eRaXrz5m87arvL18HyH9vFm8oF+LyZYNEAgEdPRyoKOXAxVVtYTdfsLpK7Fs2neDrQduEtzFlRH9OtCzS+uyjv8L9PJ3ZdrALuy9cI/J/Tv96bZ6DfhnLNcmv4vra5maZgUXlShiJebPxDeSkvPwcLNuNgFkphWSGJ/N4jcGI9JoeSLOzSji8yU7SU3IYdGHIxn7Uq8/TSTaOpp06+9Nt/7eLK2TcOVEFIe3XWXV+wf4bdUZxs3tzcgZwa1mDRoY6rD4jSEMHd2Z1V8d57vPjxB2LobXl49oMWaso6PJzGnBDB/qz/pNl9i15ybnLsawZGEIfZ7DcgawtTLmpfHdmD0uiMdJORw684DTV2M5ciEaZ3szhvftwNA+Pi3Knf23IRIKmTE4gPc3nCD8cRrdO7i80Pmx6bnYmRphbtiy+sy5Rwk4mRmr1RAOfRSLuZ4eA9xVM0P3PX5InUzKfP9GKUO5XM6m2Du4GJoy3KmxnjYsJ57HpTms7DwGbZFiDEhkUtYnnsRB14KJTbrcPClP5mzOZYbZ9KejSSPZl4mL2ZP6E5badkxxfEUleUkml3IheyWJ5WF0NJ1ID8slCNpoNVdae5/M8kOU1T6kWpKJVF6lcoxIoIeBljv6mh7Y6A/DTLdHi+NJQ6jNMLsVHEpbxtmsz5jotAEjrcbwRieTnlzJO0pYXiidTXspn32gdW/WJm7ncVkCHYwVQv29LX05nH6DKkkNeho6BFkoBBwiClPxNrHFRs8QSx19YooUGsJCgYB2JqYklxQp72dnZEh2ebny/yZ6OjzJLVD+v2F+aVjMA0gkUpUuLuWVtYglUszUzDs62prY26tmEEskUk4fu09ANzec27XcEEImk7Fx5XGO7bpJyOjOvPHVxOcKJamDSCTEq6MTXh2dmPnqQCKvPeHozhvs/Okce9ddYvi0bkx5uT+mrYj9izSEjBzflT4DOrBpzTn2/nad65fjeOujUXTwV78gFQoFhPTzoVeP9uzZf5s9+29z83Yis6b3YOK4ri0qzDWFgZ42o0L8GBXiR0ZOCUcvRHHm6mOuRyRhYqSrtGbVaTr/rzB3eBAHwh5w7EYMr09qvdKgLfwjmS1N3cKS+sHedJAXlSpeerMmgvwSiZSU1ALc1KSUXw17DECv/i1neuVnl/DGpF/Jzy7hiy3zGDen999moWlpaTBofADrjr/Bl1vn4ehmxZZvTzJ/0HecOXAXaZMXWh1cXK1YtXEuS94cQvT9VBZOX8/xQxHIZC1LU5qZ6vPR8lGs/n4a+nrafPblEd5+fz9P60XHnwcCgQAfd1v+88owTmxazPsvD8LYQIf1e64xbskm3lh5kDNXY6muEbd9sb8ZvTu6YqSnzYmbsS987qP0XHwcW267V1pdw+3kdAb5NK/nK6mu5lJSMqO8vZQNuEHhKv790QN6OTjjbtq4og3PzyC6MJsF3kFKC1sul7Mu7gqOeqaMcmzM9j2TE0lKZS6L3IcpZf+kcilbk/dipmXCVKcxymOlcil7Un+iVlbDTJe3VQT35XI5V3JXkVgeRrDly/S0WtYisdZJi0kt/Y1bmaMIz55BbuUZdDQdsDecQHuz5XS0WkOAzQ68zT/DznAcQoEueVUXuJe7gPDsaRRUXacliVQtkT7D7Vcil8s5lfkRdbJGshYKhIRYjyevNpOHpXeU24PMOqMr0uFy/i3ltp4WHRDLpdwtegKArZ4x9nomRBSkKo/xNbPhUVGTDGETM5KakKut4TPkqqtLaZP+rQ3VCE3zPcQSqeqivl4wxcz4GXJ9mo+Li0WzZKLwW4kU5pczcrxa9TvF/eokfPvmXo7tusmE+X14+7vJf5pYn4VQKCSwrxdfbp3PxlNv0X90J47vvsXcAd+yY9UZykurWj3fyFiXd/4zhq9+mk5trZi3Xt7OulVnqK6qa/EcLS0N5szqxW9bFtC1iwubt11h/uJt3L6b9ELP7mBjwrKZfQldv4jvl4+lk5cDB0/fZ9Y7O3np3Z3sOR5BQXFF2xf6m2FmpEcff1dO3nys5KY/i3+EXJu6hSVqLdcqhAIBxkaNE0p6RhFisVRtY+Jrlx7j7WuPlZrSHQCpRMq3b+2ltqaOH/YtIaBXc4m7vwMCgYCA3p58/dtCvt21CEtbE37++BCLR6zm+tmHLU5SoFiRjpvSjU17FuPVwZ5fvj/Fu8t+IzOtsMVzADr5O7Hp1zm8tmwQiYm5LFiynZ/XnqekpPUX61no62kzeoA/G1ZMY99Pc5k1Loi0rGK+WHuakQvX88Xa09yJSlF+X/9taGtqMKSbF2H3Eqioqm37hHqUVdWQXliKj0PLJQBhcUlIZDIG+zRPeDoZ9wSxVMq4Dqru4gspSWRVlDPbVzXssDn2Dmbauox3bcycvZL7hNjSbBZ59laSaI20jm3JZ+lg5ERfy8Zjz+dcJaUqndkuk9ARNar5XMj5g+TKWMbbL8RGR9WauFu4ncelpwgwn0Vns6lq/0aZXEJKyVaupYfwpOgbNIT6+FisoI/TVTpbr8PT/EOcjedgpT8IM91uOBhNwcv8Y7ra7qCv01W8zT+jVpLH/dyFhGdPo6j6jtr7GGvZM9juE4rrUrmSs0pln59xN6y07bmYewiZXDFutEVa9DAP5E7hPaok1QD4GjtjpKHHjfzGhVSguTMRhanKd6aDmTUJpQVUSxQLPVcTUzLLy6ip/7+tkSF5FZVIZIr7GOvqUFUnpk6iyOloCDvVSRszhiVSmcoCqljNol4ul5OUnIebGsv05pV49A20W80QXvtpKFdPR7Ng+QgWLB/RLJ/j74KTuzVvfjWJjafeonuID/s3hDFvwHcc2HSZumdKkJ5F1+7ubPp9MaMnBHL0j7ssmr6eiDutk6WtjQkrPh3PtysnIRAI+OA/B3n3w/0kJee90HNriIT0DHDjq3dGc3Tjy7w1LwRNTRFrd11h7GLFAv/0lUdUVrdM+H83xvT2pai8imvRyX/pOv+Q5dr4u1it5VqJsZGuSqwtsf5Lc3+GXLOzikmMz6Z3/5YTXw5svsKjyBRe/WI8zi0E7/9u+HdzY9X+pXyybjZCkYCVr+7mwzlbyM0oavU8WztTvlkzk7c+GkVyQi4vz9rI8UMRbRPz6C7s2raQkcM7cezkfWbO3cjR4/dbtX5bgpOdGS9P7cXBXxbw62dTGNjTi+sRSby58hDjl27it8N3KKuofuHrvihGBPtQK5Zy8V7Cc5/zOFMxTnwcW/6eLzxOwtbYED/75scciY3F08ICHyvVyXT3owfYGxgywLkxWSilvIgLGQnMbN8F3SZt5jbEX8VBz4TRjh2V2w6l36CgtowlHiOV1nK5uIL96cfwN/amu1ljIlRGVTKX8g7T1bS/Ml7ZgNiSk0QW7sLbeARB5nPV/n3V4gwismeQUPwD5ro96W5/hCC7/dgbTkRD2LKrvAFCgRYORlPo6XhGSbKROXNJL9un9nhH/a50NZ9NQvlFMiojm1xHRH+rceTUpBFXdk+5vb9VD2plddwpUmzTEIrobuHF7cLHShIOsHCmuK6K5AqFa9fXzAaZXE5cieL7dTUxQw6klCqSmGwNDZHJ5eTVl9+Y1DefKKm3XrXqs4JVLFepFI0mYaQGcjVtQq6FRRWUlVXj+sy8I5PJuX3jCUE9PFSSMZsi/Eoc5w9FMHVJCBPm91F7zN8Nh3aWvL96Or8efR2fLs5s/+E0S0etJibiaavn6elrs+ydYfy4fg6a2hp8+Prv/PztSZV+s+oQ1NWVrRvmsfTlEOLjc1i0bAe/rL9Adc2Lk6GpkR4Th3Zmy1cz2Fu/wE/PKmbFr2cYuXA932++QFpW6/Pn34HuHVywNNHn+J/wmjXFP+8WrreENJqsIMvKazAxUi0jSE8vRCgUNGuV9CBcMWiCeqhfPRbklLJ/wyV6DvGl/6jWk53+bggEAoIHdmDd8TdZ9tlY4qPTWDxyNSf23EIma9kCFAgEDB3VmS17l+Lf2Zlfvj/Flx8dpKK8psVzAIyN9Xjz1cFs3zgfL09bflp7jjff20tG5p8bkEKhgM4+DnyweDDHNy3mq7dH4+pkwcZ91xm7ZBOrtl0iv+i/57rp0M4GcyM9IuPT2z64Hil5Cvk6dxv1yQhSmYy7KRn0cndu5hIurKziQVY2wzxVY9f5VZXczExjgmcHlQXfwaSHCAUCpnk0jquY4kyiizOZ7RaMZr3VWieT8Ef6VQLN2uNv0igIfyL7AtXSGma7TFLeTy6XcyxrO3oahoyyf0nl+fJq4rma9zOOel3pa/2m2rBGbuU5bmeNp1L8FD/LH+lo9QuGWi1r4baGBpLt4XAKC92+xBV+TkbZAbXHdjGbhoGGNbcLtqi8351Me2GoYcrtwvPKbe4GLlhpW3C38IFyW6BZe0rFVSRXKOKqHU0VmbcxxZkAtDdRLHYSSxWeHGcjRfZ1epkiicmyvqFCfqViPBrpKLLfy2sUXo8GC1UsVZCrVCZDLldd1JfWv19N556MDMV4cn4mKz81OY/S4ioCuqlXbJJKZWz97hT2LhZMX/bXM09fFK7edny+aS5fbp2HRCzlvRkbWffFUaorW/cC+XZyYsPOl5k0I5iToZG8Nn8raSkFrZ6jqSli0vhAdm9fxOgRnTl8JJL5L28j8l7Kn35+54YF/toFbPhiKoN6enEiLIZpb27no1XHSUh5MQv5RaAhEhLs60J0YlarRk1b+GfIFXXk2vgoZZU1zXopZmaVYGNt3GyV+CAyBTNzAxxdVAUnGrDzp7NIJTLmvztc7f7/BUQiISOnB7P+xFt4d3bm18+OPJcVa25pyJerprNg2QBuXIljyexNxD3KbPN+Tk7mfP/1FN57axjJT/OY9/I2du252aZ7qDVoa2nQr5sHP300kV0/zCakuyeh56OY9OpWft4RpkxC+zshEAjwc7PlYVL2c5+TXlCCjqYGli30bo3PLVCU6bg0L5u4+jQFOdDPTbUjypnkBEUDALdGkpLJ5YQ+jaGXjQs2eo3JIwdSItEVaTLGqdFqPZ9zj6K6CqY5N1qhZeIKzmSHEWweoBS0B3hYepuUyjiG2kxDt4kKUo20jLOZn6InMmOg7cfNlJnkcjmJxWuIznsdPQ0XutsdxsageSOCPwORUIeO1j9joduHx4Wfkll+UM0xWnQ1n0VeTRwplTcbtwtEBJr1I778PiV1CmIUCAQEmPrzsPQxNVLFZN/JVOEReFCicMW1M7RAV6RJbIniu3c0MEFLKCKpnlwbsrUzKxSCNBb6CmuzoL621UBJrgoLSrPeQhVLFPON2kV9hYJcDfUb557M+u5c9naqyUzR9xXxYP/O6ktSLh29R2pCLi+9NeRvi7H+GQT09mT98TcZPasHJ3+Oig8AACAASURBVH6/xZJRq4kJb92K1dLWYOGrg1i5ejpFhRUsm7OZcyej2iQaIyNdXn9lED//MB2RSMg7H+xn5bfHKf4Lc4NAIMDfy54PlwwhdN1CZo3txt2oFF56bxfvf3+U+OTcti/yJ9De0YqSimoKWmhc8jz4Z6R65IqVIzT+2zRZoKyiBiN9VXLNyCzGzk5V31YulxN1LwX/Ls2tEIDER5lcCL3H2Jd6YduCXOL/Etb2pqzcNp/XVoznycMMlo7+ibDj91s9RygUMHlWT1ZtmINcLufNRds5sPtmm+5egUDAsCH+7Ni0gF49PNj22zUWLNnO/QeprZ73PHBzsuTjZUPZ99NcBvb05I/T95nwyhZ+3X2F8srWresXhb+bHel5JRSVPV8MOa2gBAdz4xZJJSJFUabTVQ25hiUnY6mvj4+VqgvwZFI87qZmtDdrXMDdzk0lq7KMiW6NCUsV4hpOZjxkmL0vhpqK8SuXyzmQdhV3A1sCTBtjvCeyzlMrq2OCQ+OiTyyr42TWLmx1nAk0Uy3tuJa7hkpJAUPsPkVXo3luQXLJOp6WrMfOYDyBdrvR1Wy75vJFIBRo4W+1BnPdXsQWfEJWeWizY7yMh2Ks6cDdgm3I5Y2emUCzEOTIiSy+rNzW1awjYrmE6BKF681axxQbHVMeFCtifSKBEC9jGx6VKshVQyjExdCUpDIFuVro6qEt0iCjXGG5NnQlKqhSjBPD+nKbhgbpzSzXenIVNRFEKK+sUXRSaUKGmVnFaGgIsbR8pub+fiqW1kZY2zb/Lupqxez6+Rzt/RzoNcSv2f7/NXT1tVn88Wi++/1lhEIhy2dtZMeqM4jbWGwHBruzfuciPL3t+GHFUb77/AhVbVi+AP5+jmzdMI/ZM3pw+Wocs+dv5vipB38qRNUUZib6LJ7Wi0O/LmT+pGDux6Yz9/3dvP/9UTJzS9q+wAugfb0865P0508QfRb/mA5ew8pRreVaUa1iucrlcjIzi3B4pqVaRlohRQUV+HdxaXZ9uVzO5m9OYGiix5Q2atDUIT+ziKObLvH5rHUsH7uKT6atZeW8TfywbAebPz3IvcuxbQ5OdRAIBAyb0o31x9/Apb0t3729j+/f2UdNKxl6AD5+jqzfuYjgPp5sWXuBj978nbI2sgEBzM0N+OTDMXz75SSkUhlvLd/H19+fpOI5XpK2YG9twsdLh7Jn9Rz6dfNgz/EIpr2xnSt3nz9G2hb8XBXlHbEpOc91fFpBCU4WLTcZiEjNxMHUCFtj1clSLJVyPSWVvu1cVIT486squZudwXBXTxXCPpT8EENNbQY5NCHMjIdUS8VMbtdYqhNRlMDTylwmOfVRnl8mruBMzmV6mHfFoYnVei3/JMXifEbZz1GxTFMqbpJQfpEA81lY6zbPiH9aspnkkrXYGYzDx2IFQsFfb3ygDiKhNh2tfsFMJ5hHBR9RUHVVZb9QICLIYg6Ftckkll9WbjfXtsHdwI+7RReVMVUvQ3f0RXpEFEcpj+tk6kpUyVOlheRtbMvjkmzlOW7GFiSWKlyUAoEAB0MjMstVLdfCZparqlu4+byjark295gVY2tjorL4l8vlPLyfhn9n9Yv647tvkZ9dyrx3X9xzUF5SyfGtl1k5bxNfzF7P57PW8dnMdXw641c2/ecP7pyLpqrizy1gfbu2Y+2R1xk4PoD9G8J4e+o6stpImLSwMuLbtbOYvagfYediWPrSZpIS2n4XtbQ0mDu7N1vXz8PN1YpVP5/ltbd2v1A1Q0swMtBh/qQeHPp1IQun9CQ8OpUZb+1g+8FbSmPtr8LDQbGQTvi/SK4N9WbKQd4kllVeUYtBE8u1vLyGyqo6bJ9ZJcY+VFgh/p2cml3/8f1Uou8kM33ZAAyMnk8GrqaylgNrzvL64K+Z3elDNnx0gPQnOchkckoKykl7kk3M7QSOb73MR5PWMMXzHb6av4mLB25T84JkZe1gxne7FzHztUFcPvGAt6etJz+79dWXoZEu//lqIq+/P4Lo+6m8sXA7WW24lhsQFOjKto3zmDE1mIthsSxYso2YRxkv9MwtwcnOjE9fHc62r2diZW7IBz8cY8fh238pXtEAF1vFgio9r+2VqVwuJ6uoDHvzlnWlozNy6OzYXKQ/JjeXstpa+riquoQvpz1FJpcz1LWRRMUyKefTExjm5IlOk0SmE+nRtDeyws+kUWzgZNZdjDX1GGDdSbntYu41amW1jHcYptxWI63mSv5RvI0CcDfwVW6XysVcz/sVUy1nuphPb/bcuZVnSCxehY3+CHwsVrRa6/p3QCTUoZP1WvQ1XYkr/BKZXHVR6G7YH1MtZx4Uq8Zmu5r1p7gun7QqRbmNhlBERxMfokseK8eJv4krpeJKMqoVBOptbEO1VEx6pcI1287IjPSKEmVGsJ2BIVkVivIbbQ0N9LW0KKy3XA3qLdeKesu1YfHeMO80eswaya+ishaDZ0T3s3NKsX2m5jwnu4SS4kq1NaFSiZTQHdfoFOxOx+7q47HPQiaTcf9qHN++vJUZvstZ9/4+Eh+mkZNWQF5GMQVZxRRkFnNyx1U+m7GOyR5v8faI79n/0xnKXjDnQc9Amze/msTHv8wiO72INyauJbqNzGCRSMjMeX34ft1s6mrFvPXyDiLqu5O1BScnc1Z/N43l7wwnM6uExa/u5NiJ+3/L3GCgp83cCd3Z9/Ncege6s/nATd779sgLVRe0BEM9HaxMDXia/ecTqP6xYEDD4G5I7Glwz0hlMqprxRg0kTDML1C8QNbP9ERNjM9BW0cTezUu34tH7qGjp8WQiYHN9qlDXkYRn89aT3JMOp4B7Zj7n3H0GNEJB7fmGaU1VXU8uBbHnbPR3D33kGvH7rH500NMWDqQEXP7ovecDZJFGiJmvDKQ9n4OfPPmHl6f8AufbZxLe7/WdYNHjA3ApZ0ln7y7n9cXbOOz76a0WPzdFNramiyY24cewe6s/OY4r7+zh9kzejJzWvDf0kHI09WaDSum8vWGc2zad4P0rGKWvzzoLzVENzHQRVtLg5zC8jaPraipo0YsaTHeWlxVTW5ZBV42zcsqwtMVsewgB1UVnluZaZjr6Cp7hwJE5mVQLq5lQBOrNb+mnPtF6bzi1V9prVRJarhREKuU9QOFAH9Y3g18jNqrWK13Ci9QLa1kgPUElfs/KjlOmTiLEfZfIxKoCpKU1z4mJv9DjLU70cHyKwRqOuQ8C7lcjFiShkSaiUSagUSSiVxeia52b3R0eiIUtD12RUJdPM0/4F7OAtLKduNiPE+5TyAQ4msyhmt5a8iricdKRxGn9jEKQCQQEVsagYu+QmzD09CNm4URFNQVYaltTntDxWefUJ6Fo54lroYK6+FpRQHOBuY46hsjlcvJqSrHwcAYSz19lVpXU10dSmoUVp2elmL+qBYrsl0byLUxHCWv/1sax31ldS0Gz8iAFhRW0N5DtUNT0hNFnM/ds7kmePiVeApzy1j6ydg2P0eAsqIKPp+1nti7SRgY6zF0Zi+GzOiJm1/z97muRkxseBIPrsZx/8pjdqw8wt7Vpxg6oyfjlgzEug0p1KboOcSXdt62fPbyDj6at5XXVkxg0PiAVs/x6+TMmq3z+fjtvXz89l5eeWc4I8e1fg7UJ2gO8iOoqyvffH+S1b+cI+JeCu+8MRSj5zR8WoOlmSEr3hhJZx8HVm8PY+FHe/jpowlYW/w17XRbcyOyC8vaPrAF/ONuYeUgrx/8DYIFerrNyfXZ1kdJT7Jx87BuRgwymYxbF2MJ7OuJThs6wwAxtxN5bdDX5KTm8/meZfx0ZjmTXxuillgBdPS06D7En9dXzWRX9Nd8d/Rt3P0c2fZFKHO6fMTeH09RWfb8pSqBfb1YdWAZWjqavDdzA7cvtZ0C3qGjEz9vmYe+gTbvvbKTsHMxz30/Hy87Nv06hwH9fdix6zpvvruXnNzStk98DmhpavDJK8NYOLkHp6/G8u63R6gT//lEKoFAgI2ZITlFbQ/y/Hq5O0sj9cpS8TkKF4+nOnLNzKSdqSkW+o3ELJfLuZGZRrCDk4qr+FJmEppCIT1sGpNZLmbHIQcGNel8cy3/EbUyMYNsGrOJY8sSyK0tIMSqsROPRCbmWv5x3Aw64KTXSNh10koiCndir9cZJ/1GLWPFORU8yHsVTaExHa3WtOkKlslrKK3YRlp2IBm5vcgpmEJB8duUlK+mrGIHOYUzSc3qQE7BPMor9yOTtR5yMNftiYVuH54Wr6dOqrq6b280CA2BDjElR5XbdER6OOt58qS80Q3c3lCRxPSkXJHE5KJvjUggJKlCITfYrp5ck8sVlqyDgcKCzKhUjFUrfQPyqyqVVpCJji6lSnJVLEQaerg2kGuD1StV4zGrrK5Dv8m8IxZLKS6uxNJCdTwlJ+QgFApwUSNoc3r/HcysDAnq59Vs37PIyyjinZE/kBCVymurZrD74Tcs/WaqWmIF0NLRpFNvL+Z8NJafz33A+qv/odfILpzYfoV5gf/huyXbyEltPbO3KeyczFm1fykdAlxY9f4Bdv18rk2L0sLKiFUb5hAQ5Maab0+yac25546lmpnq882Xk1iysD+37iSyYMl2HtS38vs7MH5wJ37+eCIFRRW8vuLgX06y/L9PrvX/NhRXV9UXCzdtmJ2X35xcZTI5SQm5uLVv3vcz7kEaxfnl9Bjk22zfszi96xofjF+NgZEuP519n6BBL5aAIBQK8evhwZcHXuOns8vxDnRl5zfHmN/tEy6Hhj+3+8PZ3ZpV+5fh5GbNiqU7ObbrZpvnODiZ8/OW+Xj62PP1J4fZvfXKc99PX1+bD98byYfvjSTpaR4LFm/j/KVHz3VuWxAIBMydGMyHS4YQHp3Kil/P/KVkBhszI3KK2rZc88sUL5OVcQuZwjmKicfTRjWzXCaXcy8zk0BHVas1uaSY3MoKetirhh3CshIJsnLCQLPRyjmXFUs7A3PcDBuJ+0LufWx0TOlg3EjCl/KuoyfSpZtZI+FGl96iTFJMP8tGhSaA+8X7qZGWEmz5crPYXULRj9RIsv4fe9cd50SZv58pyaQnm+0Vlt5BOigqoqjYwHb23uuJP0X09MTCieWw63mH9VCxiyIqoqg06b0tZdlesrvJppeZ+f0xM5mZZLKb7CJ4n4/PP7CTeZPJzJv3eb/t+WJY3j/B0Knl4ng+gnbfO6huOB4t7oego8uRm/UCCnM/Q2nBOpQXH0bP4r0oyHkfVtNFCEe3oLntr6htmopIdE/K9wWAvs77wfJBHGh7WXWcoSzoZ5uCivblCLOy27KfdTjqQpXwRQVyLDOVQE/qUCGSq56kUWbKxQGfkMTk0JuQzZiTyLXWJ4QI8kxmRDkObSFhI2s3GBR1rRRokkQgIrqFxfVF3tRL6458XxPJtUV0ueYkbeobUFKWndSCzesJYMOv+zDlvFGgU9S+Sji0qxYzz5yH1kYPnvzobpx55SQwxsxi5T0HFuP/XrkGb214AufdOBmrv9mCWybNwaLnO09WkmCxGfH4f67DaeePwvuvLMcz9y3qtKrAZGbw2DOX4LwLx+CT99fi8dkfI5SmihtJErj4wrF4+fkrwTA0Zs76AP/6zwpEo91TQ5IwcnApnp09A02tXtz9xCfdqscvzLahqc3bZeGcY0eunBj74CX3jOhKE8lV2fvP5WoHSRJwKrRuG+raEAxE0EeDXNcu3w1aR2HMSR3X93391s94ceZCDD+hP+Z/NwulfbvXoLv/yHLMWXg7Xlg2G3klTsy7aQGevf3ttOOxzlwrnv7vzRg3eSBee/xLfPSvnzodY3eY8NSLV+DUM4fh3X//jH+lsftU4rQpg/HvV69FeXku5s77Gq//+6cjEg8BgLMnD8HtV5yI5av34v2v1nc+IAXynZa0yNUlkmtOCk3hfU0uZJtNyLGoX9/f0gJPKIzRxWpyXVsn1NcqybXW78F+TwsmF8vxNG80hPWuSpxaNFCRtBTAhtYKTMkfAVKMg4bYENa1bMEJOWOhp+SFdK3re+Qwhehrlct3Qmw7trZ+jD7WyXHXqgRPeAdqvB+izHYlHIbUtduxWA1qGk+Dy/0AaKoIhTkfoTD3M1jNF8PITICOLgVB6EAQDEyGycjJegplBRtRkPMBOM6L2qazEQyvTfn+Fn1vlNguQa33IwSj6vj9APuZYPkIDvvl8X2tQmb1fp/gZaFJCr3NPVHhq4yf09tSGCdXAOhpycZhv5B0U2iygYDCchUzhJsCwnMX3MLyYmrS6xCIJFiurBSOEua4UjHJH4ioPGYul3YDkYP7m9Crb7JXa/OqCnAsh/FTOm643VjlwgMzBDWrZ776Pwyd2HFrxM6QW+zETY9fhH+vfhSjTxmCt5/8AvdOexp1aaol6fQ07vnHRbjqntPx0+LNePKO9xDrhOwomsTt/3cmbr3ndKz5dS8eumdh2gQLAP37FuCNV6/BWWcOx4cf/4b7H/wI/iOQZAkAwweUYN5901FV14ZHX/ymy+tZQbYNLMfD5e5aLf8xI1fJHSzHXMUFSNw1Kcm1zR0QFJsU7t8aMcuttEdyfeuODQfRb2gJzNbU/ny3y4s3H/scI08ehDnv3w6rRhPkrqLfiB6Y/+0sXPnAOfjpk3W4+/SnULUvvVpNg0mPh16+EiefMwJvPfctvvlQW3ZOCb2exn2PnIfzLhqLzz78DQvf+jWj6y0qdOD5Zy7D9HNGYtEn6/DM/KVxj0J3cdk5ozFpdG+8+ckaNLi65mLJtpnh9gU7/ZG4xTKgLIv2c69u9aBHdnIm8Z4mwV2c2BR9S1M9nAZjXLAAADY1C7HZcXky4W5qqQLL8zg+Vybcja0VYHkOE3Nk5bCt7t2I8lGMz5bVmNwRFyoDezE66+Q4CQPAbvcSxPgQRmVfkXS9B9pegI50oHfWnZrfEwBY1oV61yVg2QbkZ7+DotzFMBo619MmCAImw8kozv8ONFWIBtdlCIZWpjy/p/1GAEBV+0LV8XzDQDCkTaXYVGTsCR2hR1VAzibvaS5BdaAunhFcaspFU8iDMBsVxzhQHxDIlKFoOBkTmoKiBrBByBBuFQnVyjDxBCZAkNAMifKH0voifY60/tCKhKZQOAqDoruUW8zGdyj6pkYiMTQ1uFGikeexc2MlGKMO/VK4dQGhTGfOVa+BY3k89cVMlA9K7rTTVeQWO/G3t2/G3966GfWHXbhjylz8+uXGzgdCeO6X3noK7pgzA+tW7MH82R93KHQjYcZfxmHWozOwY0sVHnvgo4xq6Y0GPe69+ww8eP/Z2LajGvc+8CE8aVRApIMxw3rgjitPxNotlfh+ZccemFTItgnPvc3bNev3GJKrepJLMa2QGCMx6OVJ7vEEkwLfdaJySnGpujwnHIqiYkctBo9SZ30m4sN/foNwMIJb5l7cadunroCiSFx271l48uO74Gnx4e7TnsL6H9KLi1IUiXufuhhjTx6AVx79HCu/297pGIIgcOs9p+O0acPx7hsr8MnCNZ2OSfzMu24/FVddPhFLv9uOOU9+2S3RCeV1/fXaU8DzwItvr+jSezgsRrAsB1+w452tJyCKABi1e9NWt7pR6kzOJN7rckFHkih3JggFNDVgeJ66Bd/G5hoYKR0GZMnxtnWuSuhICsOcciLa+tZ9MFMGDLTJC+3Gtm0wUyb0t8pqYts8wnMa5pgQP8bzHHZ6vkaRcXhSb9bW4Dq0BFeip+NG0KR2bJnjvKh3XYYYW4uCnHdhNk7NuCSEpgpQmPsZaKoMDa4rEQit0DzPQOcjzzwVdb5PEePkGBdBkCgxH4fqgCzdSRE0io3lqA7ImaalpiKEuTBcYSFuW2zKAQ8e9SHh70KTHY2hdrAiKeYYzWgOCpaEwyBKHIrkatHr4YvI5GqgaYSiErkK3z+WsKlX3pdgOAqjklxFfW6HQg6xoc4NngeKNNpU7tp0GAOGl3XoEl767koc2lmLe1+5JmVOR3dx/NnH4ZWf/oaeA4sw94Z/45OX0/dmnXXpeFx1z+n4cfFm/PupJWmNmzx1CO6edTY2rD2Afzz8GdhYZhvz06YMxuN/Px+HKl24696FaG7uepxTifNPH4HBfQvxwts/wZ1mnbwSWVaRXH1dI/xjbrlKD0+KfYTFBd2g6C3Y7g2qRPwBoLa6FUaTHg6n2uLcu7UKsSiLwaN7pvzsuoNN+Pqtn3HGFcd32xXcGY47aSBe/vFBFPfOw5wrX8UPi1K72ZSgdRRmv3A5Bowow7yZH2DLms5T30mSwMyHzsFJpw7GGy8tw+JPMnPFEgSBa6+ahNtvmYJfV+3D7Ic/QeAIpLUX5tpwzfnjsWJdBdZs7lgdRgsO0QPh7mQH2R4IwWpkNPu/hqMxNHp9KM3SINdmF3pnO1Ui7v5oBBVtLRiWp54fm5trMSy7UJUIs8FViWFZxTCIreV4nsf61n0Y6ewTF+7neA6b2rZjRNbg+DEA2OpejWJjOXIYOfO0LrgN7dE6DHKcpfpsnudxoO0FMFQeSq3JZTnC54TQ0HINItHdyHf+BwZmnOZ56YCmclGU+wl0ut5obLkesZh26VaZ7UrEOC/qfV+qjpeYRsEfc8EdkeUrS019UBs8CJaPiX8Lllt1UEhiKjEKnqjagOgKNgoZws0hwUWbZ7SgSSRXp0GYF21iEpOF0SMUi8WFIhidklxFy1Xa1PPqbOFYjAXLcqq+yG6PMN+UlqtU+lZUot6IBf1hHNxTj0EjUzcRDwcjWPT8Ugyd2Bfjpv6+4hJ5JU489dk9OPG8UVgw5zO8/uBHaXujLrllMs67+nh88fZKLHq989AUAEybPhK33nM6Vv28B888/mXGnq+J4/tg3pMXwdXiw50zF6KquuP623RAkSQeuHkqvIEwXv8gtfclFbLEded/znJNzBZOtFyV/QHb24OwWhMt11YUlziTduQ7N1YCQIeT/N2nFkOn1+Hy+87u3pdIEzmFWZj35UwMndgPz93xNr5asCKtcQajHo/+6xqUlOfisdveQeW+zou3KYrErEenY8KJ/fHys0vxYxpWbyIunDEas+87C1u2VeH/Zi9CONz9lnOXnjMKZYVZ+OebP2bcyskhunnbOklOcAdCccH2RNR52sHzQEkKcu2Xow4v7GhuBMfzGK4g11Asil1tTRiZK7vyfNEQdrrrMSa7Z/xYdaAZjSE3xjrl7kv7fZXwxnwYlSUrOrVGmlAd2I9hDrmZOgDs8XwLPWlGL4ta7L0luAru8CaUO24FRSZ/T57n0dx6B0Lh1chzvgCTsfuathSVg/zsNwHwcLkf1jzHzoyAVT84SRax1CS0YqsJbFQc64sYH0V9UMgSLTEKm4qqgEiuYgP5mqDgqi80Cc9Lcg3nGS1oFt3Cjji5ypYrgLj1aqBphBPINSnmKq4fQXGOKy1XjycAo1GvWovqawWPWaLlum97DTiWw8AUcogAsPTdX9HW1I4rZ517xNpddgS9QYdZb1yP8289FYv/8xOevnlBWqRHEARumn02Jp97HN6Z/x1++Dw91/KMv4zDtbeegh+/247X53+X8fWOGFaG+U9finA4hrvvfR/Vadbwd4TeZTmYcdpwLPlpB+qbMquI+J8lV8liTWW5MoraSL8/DItF7epravQgT0N67MCuOhT3zIFV4cpRwt3cjpVfbcK0aybBmaJF3e8Bs9WIOe/fjglnDsdrsxdhzdItnQ8CYLWb8Ph/roPBqMfT936YlquWpik89MQFGDKiDC/MWxJfEDLB1FOH4NG/TcfuPfV46bXlGY9PhF5H4+ZLT0Btoxsbd6YvxA8AdlFQxNuJFe0LhWFJ4RJu8AjWTqIyUygaRb3Xi17OhMWyVdg5D8yW3b8VHhdiPIeh2TLh7vE0gAOP4QqX8E6PIDE5PEt26e5sF8QThtnlZJcK7zYAwGCbXIvN8SwqfatRbjkBNKn+LtXe96GnclFsPV/zO3oDH8AfXAKn/WFYTNrndAU6ugwO6x0IhL5FOJKcUU4QBPLNU+GN7EaElS0Om74QZjoHDUG5tKzI2BMA0BgS5oCJNsKhs6ExKCTf2HQmGCkGjSExI9ggPC9XWHh+2QYTWsOCm85A02AoGt6IMC8Sa1sZmkJEtGIlt7DU7pJLse7o9bJXwesLwWZVb2KaGjxgGBp2h3p9Obhb2Bz07aBG/buFqzBwTK9uJzBlApIkceNjF+L6v5+PX77ciH899FFarl6SJDHzHxdh+PjeeGXOF50qOUm49OoTcMGl4/HlJ+uxckXmsc5+fQvw4j8vBw8ejz7xxRHZ2F927miwHI9vf92d0TiLkQFJEPAFuqaIdczdwok7SKkFnXK36A9EYEoo7m51eZGTm1wkfLiiEWUdtJX76dP1YGMcpl42MeU5vxf0jA73v349+o4ow7xb3sT+NGu8cgrsuPvJC3Fobz3++8KyzgdAuH8PPDoDJElg3qOfZxwHAYBJx/fD5ZdMwJKlW49Imc7Ekb1gMurx45q9GY2TyrI66+noD0VgZrTLGVxiK7LchEziOrHBdoldPZcOedpgpGkUmOW45j5Req+fXS592dsuCAoMsMuEu9dbCyPFoMwkn1fhPYhCQz6sOvn9Dvh2wkLbkcvIYhJNoT0Ic170SKhrDcUa4Qr8jGLL+Zo1rRwfQlv7s2D0Y2C33KJ5D7oDm+U6EIQZHu8rmq9nGcYCANpC6lBELtMPrrCcwJTN5IMEhaaw3IAij8lBc7hFMcaGlrAQd3PqRVnDsPD87HoDQmws3sfVqtfDK1qqJp1gdQZFa1VHU/F+rpKlKK03fOK6I2bH6hM29eYExabWFh+cOdYky7PqQBNsWWY4nNpx8EM7a1C5uw6nXNR1N313cOEdU3H+bafiqwUr8N1/V6U1htZRuHfexaAoEs/dn75b+brbpqDvgELMn7sYTV2ony8tceLB+87GwUPNeOnVHzIen4iCHBuGDyjGD6szI3shuU8Py7jIOAAAIABJREFUXxd7yR4zcuUSLFeCVE9yqXk6z/MIBiMwK8QgwqEovO0hZCcUd0ciMdRVtaCHRpq8hB8+XIO+I3qgR/9kCbyjAYNJj7+/dxvsTgsev/Z1eNvSK3QeN3kgzrhoDD5d8HPc9d0Z8grsuGvWWdi1vQbv/mdFl6732qtOwLAhJfjnC9+hKs3dayowehonjOqNn9ftz8g1HCfXUMeWayAShYnRab7mEpMSEstwqj3Cj7/UrvZiHHS3otyhDjtUuF3QkxR6WOV4215PIxx6Y9zCAoC93hr0tRbFs395nsc+70H0s8pJdjzP45B/F3pbBqs+o8r/GwiQKDGrlW8a/EsAcCiyztD8fl7/B2DZejht9/8uEogU6YDNfAV8wcWIxpI9DzZmMCjChNbgOtXxHEMfuCPViHLC7p8iaGQz+WgO18XPyWWyVeSazdjgEsnVwYgZwSK5OvSCq84TEeOsej18ouVqEHu2SparnqLTt1xFQtYrkpH8/jDMGpv6xHUHAKoPNKFMQ1RCwo+frgNFk5h0bueKRr8XrnvkfBx38kC8OvtDVGxNr4FHbqEDtz1yHnZtqsRnb/7S+QAILegefPwCxGIcnvp71zb2Y8f0Ejb23247Ihv7Uyf2x6HqFhyoSl9kAwDMRn2XG7UfQ3IVYx+8egcZie8ghUkeCkfBcbzKcm1tEV1ECcXdtYeawbFcSnI9uKMGB3fW4LRLJmi+frTgzLfjwQU3orXBg2fveDutlHcAuHH2OcgtcuC5WR912pdRwuTThuCMc47Dh++sxOb1BzO+Vooi8bfZ54JhaMyZ2/0M4ikT+6HdF8KGHem7hi1xcu3YRRQIR2DqwHJlaCquOSuh1iMs4sWJlqu7DeV2ddJKhacZ5TanKplpb3sj+tvy4wQZ41js99ahv1V2DzaGmuGN+dDXKruJWyIN8ERb0cs8WPUZh/3rkG8YCAOlvp4m/3ew6gfBpEuO6XF8CG7vSzDox8HAHJ/0+pGC3XITABIe37+SXiMJHRyGUWgLqck1l+kLHhxawvLcy2OK0RySLddcQzZckdb4mpDL2OPkqidp2HSGOLnaGDFDWCJXHQNfVKyNlyxX0arV0SSirDorOGlTn2C5Kjvi+DQs1xbRclWC53lUHWhCaW9tMQ+O4/DzZ+sxavJg2LO1LdujAYoiMev16+HIseLJ695Ie2M/+dzjcPzpQ/Du89/j0J70SgqLS524875p2LGlCgvfSo+UE3HtVSdg6OASzH/x+27HXyeP7weSILB8dWZeM7NBD18nm/pUOPZuYWmSi8cli4YWLdeg2C3GaJQtEolcsxImaq3Y1Lekl/YkX/n1JpAkgZNmjD4C36B76D+yHDc8eoGgTfzlprTGmCwM7p13MeqrWvDFu+m5dgDg1pmno7gsGy8907X61dwcK2bdexYOHmrGF1+ld62pMHZYTxgYGms2p0/0Us1zINTxDjIQjsKo17ZcW/wBOM2mJHdevdcLmiSRZ5HnEstxqPF60NOurok92N6KPnY58YnneRzwNqOPTbZYaoMtCHNR9LXKnpGDfsH939ciW66H/UIMttwsy+RFWD+aQ/tQalbrYUfYNnjC25BnPk37ewe/AcvWw2HTbqB+pEDTRbCYzoPXvwg8n/wssgyj4Y8eQJSVSymyDULZUUtYFofPZgrgijTECS5H7wTLc3BHBC+CU29FS0R+jyy9CW0RwfNg1wvkKlmuZr1OlcAEyG5hPUXFhfopQq0tHF93xNsVTVh3ACAQiMCUIJ/qbvUjK8H16/ME4XUHUFKuve4c3F6D5to2nDj92FmtEuzZFjy44Ca46trw7j8WpzWGIAjcMWcGzFYD/vP0krQ/69Qzh2HKGUPxwdsr0dhJUxItUBSJh2efA5oi8fq/08taTgWnw4wRg0qwalPHTQoSYTLoEMhAHEOJY0au8X7p0r/Szj+hBZ1cmiMvmn6x5ZIlIdnA1SD8OHMLtFuO7frtAHoPLYUtRVzkaOPs609GjwFF+O/TX4FN0006dEwvjJrUD1+9twqRNIP9RqMeV994MmqqWrDq564VVE8Y1xvDh5Xik882dEuqjNHT6NczL6MmxxRJgqbITjWKw9EYDCmaBLQHw7AbkzNsWwIBZBmNKu3gllAQLM+r4q08z6M+4EWRSbYoPdEgArEISkyyhVsXFJt5G2WRgfqQ8F0LDbJHpTFUDYqgkGuQSViw7njkGuQsYwDwhIXktyxGe3H2BRaDogphZCZpvn4kYTaeC573aSo3WfRCoo4/Ki9gFjoXJCh4o3Kmu0OXDZaPISBKI9p0giXYHpP+NiHCxeJCEladAb6YYD2Yack6FQmVohFmZTIFEHcF0yQZt4alxyvl8kj/EuK2Pia6LqWm6gAQDkdVYjYcx8PvC8FqS1h3xLhiToF2guTuDcJGcujEfpqvH20MGFWO0y8/Hkvf+xX1abaAczgtmHHNJGxaWZG29QoA1956CgDg0w/SK0FMRG6uDedPH4XVa/fjcIYu3UQM6VuIg9UtcU5JB4yO7rI2+rHLFhZZVfpXmvxxQW1xkkc0svgCfjGBIdFl09gOnZ6GLSs5UzgWZbFn40EMGtcn6bVjBYoiceWsc1CzvxE/fty5EpOEC64/CW0uH378suNG60qcMHkgikud+PCdVV2WA7vkonFodnnx44rMsu4S0b9XPvZVNmXUe5HR0wh3QuoRloU+hSBIezAEmyE5k7g1EITTqC7zavKLDQBMcnzWHQkizMZQaJZdgnVieUiRSV5U64Oi+IGSXINNyNZngVFIHjaGa5DDFIEi5M2AKyzUMucw6jnqCW0FAQo2Ru1CBgTBiGBoBczGs373dnMAYGSOBwEDAqHvk14z64TrVpIrSVCw6PJV5GrVCZuR9qhwr2xikld7VEgus9LC8/DGhBIIM83AHxUzgmkxRCDGVQ20ThFjVZMrRZJx0QjJoo+vOwmWq1Z/13A4Br1iUx/wh8HzyZv61ibBys5OUX2we8NBOPPtyC3O0nz9WODSe6eBoiksfObrtMdMu3QcDCY9Pk0z9goAefl2TDljKJZ+uQked9fEGKafMxIMQ2PRJ+s6P7kDDOhdAJblcKAq/R6tjE4u58oUf4CEJvFCEixX6e9wWCJXheUqytwlxkNcjR5k59k0XWO1BxoRDkbRb0TqOrRjgYlnjUCfYWVY+OyStMW2R0zojV4Di/Dpgl/SjtdSFImLrzwe+/fWY2Mn/RtTYdyYXijvmYMPP/6tW/rD/cvzEQrHUFWXfokQQ3e8g+R5HpFoanL1hMKwaViubcEgnCY1uTaLWrW5JtlyrQ+IbQ+NMrnWBwVyLTQqyDXUCj1JI1svn9cQakKhQZ3s0hSqRT6jLttwhffDQNlhptU1t57wVlj0/UCRyZvGQGgZeIRhMZ6j8a2PPEjSBKNhEgLBZUlzwEgXgSQM8EXU88uqy0e7glxttEAy3pjgKpQsV2/ML54vfE9vVOzNqmPilqsp0XKlaYQky1V89lEFuSo3cCRBIHHaxmPlkrWrkFgV5BDlzY9XrHe0WBItV5Fc87RbnO3ZcAgDR/c6KrWt6SKnMAvn3nAyfvx4HSp313Y+AEJZ4OkXjcGKr7eguSF9N+/FV0xEOBzDlx93jRwdDhPOnDoMy5bvhCuN1pOpMEBUxNp9IH2v2f8muXLaiQUsy4GiyPjf2par8EMzJqbJN7UjO197gh/eI2Qn9hhwbLKEU4EgCFw1+1w0VrXgpzR3ZgRB4MIbTkTNoWZsXlXR+QARp545DDm51i67aAiCwCUXjUPlYRc2bU4v21AL/XsJk3zfofSExQEhwa2jSR7jOHA8n5JcvaGwpuXaFgwiy6hNrnkKy7VRJNcCFeGK5KqwXBuCbSgwqLOMG0LNyFeQa4yLojXSiDyDWlfWFT6AHKa3aizP8/CEt8PODIcW/MFvQJEFYPRHL4/AZDgNMbYK0ZhaNYwgKJh15SrLFQCsugKV5WrTCTXFkuVqpTu2XC00A69kuepEy1VMWjJQsn6wjkx0CxOqjiYkQWjEXKV1R936kuN4RKMsGAW5+r1iOzuLtuXqzFMnOgGAp8WH+spm9B/VM+m1Y42L7jwdBjODj19K9kKkwoyrTwDPA0veT38NKSvPxcST+uOLj9Z1OSHyogvGgON4LP46PX0ALeRnW+GwGbHvUAbkqqczciMrcexirinAcrxKvk6OhajdNYA6DgsIiQVWh7Z4RIu408orTdYEPdYYPWUwcouzsG5Z+mpKx08dAlpHYcva9K1QnY7CiVMGYfuWqi7HTU88oT9IksCWbV3vw1iUJ5BRYwa9EmmK7DAZS1oclRKGSgQj0XiPTyX8kUhSBnG7WNphZ+RFVEqgcTAyEbvFJBuHXp5z7qgfTr1MwBzPwRvzIUsvb/q8MTd48LDr1BaqL9oEq07dgDvKucHyfph1ao1hCeHIdhiYcUfFJSyB0Y8Qri22L/k1ugBhVu12M1JZCLHt8Y20kRI2LUFWuH8myiD+Ldxjg+g+D7GCdcpQNCKcuMlOIFAdRcZ7tErlNnI7OTJOogDkrEkkH5LmlkSuiYmVgFACCKiTKwHA1x4EY9SpXMgSGsQ44e8ts9oV2JwWTJw2HJtW7ErbE5Vf4sTAEWVpybEqcdq04fB5Q6jYXdf5yRooKnSgf78CbO3GukMQBIrzHWhwpW/90hT5v9dyLp7PlPBQOY6DUhpWjsHKkzwaiYEkCVC0+vIDvnCSNSvB4/KBoklYUig3HUsQBIERkwZg26p9abt59YwOfQYXY/emzCzIwcPKEAnHsH9v+kkJShgMOvQqz8XuPV37kQBC9q/JqEdbBjEYipLjZ1qQFlRl5yQlwrGYplUbiMZgpHUJx4RFVBIlABAv97Aqerj6YmGYaX08E1U4FoSFlgnYHxNdm7RZcaxdPCYTLsezCLEemOiERhQxweJj6OTyMo4LIMZWQa87uokyNCV4f2Kx5DmkJ7MQZdXufoa0gEMMMV7YtDAimUbE2leapEERJCKcRKbCfQ9zYiyVpBFh1eQa5STrlEKUUzc+V0qqSglNccQTmhLWHT5F7odiPsW9aIw6aS4UiMBo0l53WsQs2exC7STLY40h4/vC3exFzf70rbmBI3vgwK66+GYjrc8ZLnSR2tYNj9fAAUXYV9HYrY5dTrspoybqiaGFTHDM5Q8BeUIDAMereyxKsRBK0RoqGmWh0+g8EfCHYbJoT3K3ywuHhrLKHwVDj+8Hb5sfhzPIxBt0XA/s216TdqwWAIYMF7q0bN/S9R3goAFF2LO3vlsN0J12E1qO4CRnE6wXJXieRzjGamYSh6LReH2kBH80Aj1FqepZJXI162Qr1xsNwapTuwi90SCsOplcfWIcUYtczQpyDbEe8OBgotRJLyFWIFcDnWz5SJajXtdx3+IjDZJ0ggCDGJu8wdJTWYiwrarfNyNaqhFOSBSjCBo0oUOYlTVb9aQ+bqnqSeE5KQk1IpKpLoFcdYp5IYl2SB10BHKVr40AoUhoEo+J00Way7KQvziflJt6SeAmYR4F/Kk39XFyTVHBcKwhSTFuX5N+eGnwyJ6IRVlUbNdu5KAFu8OEHr1yu73uhMJRHEozw1kL2Q4zWjNoayd4zLq2zh0RciUI4gyCIPYSBLGfIIgHuvNePM+ryiISYyEAEI2w0OmTF8pgB5Pc7fLCnp0cE/mjYOgEYZLvyGCSDxzZA9FIDPt3pZeQAAi1wSU9srG9mztIfyDSrc4VXZvkqck1lmC9KBHvkkLTScejHAdj4mIZjapIFAB80TBIgoCR0qmOWWj1fEu0XH1xy9WkOJZMroGYEH9MtFxDMcGiYKhkco1EBXLV0UfXciUIAhRViBibvBHUUU7wiILl5Y2TXmyNF2blptMMaUCYCyr+1suWKync44jScuVi4HkhZEQSRJxchYzgRLew0nLV3sQrvg2A5BisvKlXWK7x5Er1fOlo3WlpcIOkSDhy/5hrT1GvPGTl2bB9dbKLPxWk5gS7NlVm9FlDR/TAzm3VXVJsAoR1BwB2ddG1DAj1ru72QNquXoo6hpYrQRAUgFcAnAlgEIBLCYIY1PEoJGXtycd5tSUr/VAUi6aU9JSIaCSWNPElBH0hmKzaHVP+CMgvy4bBxKRddwYAPUQN5YbqzNRLynvnobYbiidlYty6oQu6oRIsJga+DNrZEQTRoaWcmBinhKTSk9iKLhUhR1g2XtYhIczGwJC06v1DXDTeZi5+XsKxMCe6QhUi/JI71KDobBPhBBLWJ/RojXECEevI5DIPlhUSwmjqyDXcThcU5QTHJWd704Rw/crerjpS2GxIEogAQJN6RLmo4hwaUbENHU2I1ikv16vyADhIfWEJuWUcQagsVUDt4k10/6YMLSa4hfm4JSs/b9maVc+XaCQGnV471h/wCusOqbHp+yOAIAj0HFSM+kPprzt2pxlZORbUd2HdCQYicKepDJWIwgI7aJrs1rpjNTPgeSCQpqShkAR37CzXsQD28zx/kBdkWz4EcN4ReN+OkcK726Hb9w/qEgaE6yY0XJodjsnwfAnd/aEfCdd6pm9xJJ5cqvcgNF7ROlfrmrXfU+tEzXdM8/3+iPO6e5/Z0TdP/DqJz0f5t9azSz3uyEB7bnRwHX/gdQdI3nSmg66sPSTVzTlDEN2/lxmO787HHQlyLQagFIqtEY+pQBDETQRBbCAIYsMR+Mw/8Sf+xJ/4E3/iD4sjQa5a3J5kR/M8/wbP86N5nj/2wr5/4k/8iT/xJ/7E74gjQa41AEoVf5cA6HrEGdpxkaQ6rBRucC5FUIUgCHDdSOH+vcGyHGLRWFI8pyNExFT4VOUnqRAORTMeo/pcMWuS7KJbGhCSTsgMfC7pRj06Oi9luC3hFYJInkcECO1jGu+qnqui7J6qJESMDYJTHEk+ph6vkREulQDx3W8onTH4GLSWDz5+/YTqKKB2j/JQ51bwPB8fkfxT51P+nfhax+M6R9Jna61FCX8TBBGP0Sbij77uAEAoGMloPeB5HpFQZmsVINcJk11ce2IxFizLdSusxcVroNNbe7ohRHdEyHU9gL4EQZQTBKEHcAmATtstpFpXBYky+RvF+zAqJq9OR2mKIDBGHcIB7UC1xWGCN4PSj6ONQztqEA3H0HtoWdpjKnYIqfDl/Qs7OVMGz/PYs7MWfTMYk/S5Yk1crxRdQNKBuz0Iu9XY+YkiOI5TlWMlIt47VWORk+pbIwnNEaTs4XDCcQOti6v+SDDROoTYmIpgTbQegZh6vpkoBn42pPhb+I4BRdmJLKIgz0dGbDEXYtXJGgwlCE2E2eTMbJoS5ko0lnkrwe4ixjWBopL7l8Y44fqVCVgRMblJr5BvjHBh6FUJXVHoSX38/8L5YkkOx4IiCFAECZ7nEeU46KSSGY6LxwwTy7E4PnkDl2rdkYk/UalJJkYpaSmWsPYwBl3Kmk9btgX+9mBG5XJHE7Eoi/1bq9B7WPrrTn1VC3ztQfQakNkasmdnLbJzrXBoaL+ng4OHmsFxPMp75nR+cgq424OgKTLeI7ozsJ2sOx2h2+TKC1vqOwB8B2A3gI94ns+ou61KRIVMIFdxd6QswxDINXmymiyGuDRiIhy5VngyUOY42pDqzAaPT7+xwK7Nh2F1mFK22NNC9eEWuNv8GDoi/R9TInbvqUNujhU53ShtavX4ke0wd36iiETlrkRIP4CYRto8LZZvhBMIkyQIMDSFUEy9MJp1OgRiUdU8lEpz/FGZTK0KWb74MZ0RvphMpFIJjlSSIxwTiFSqdwXkEhypJEeCJB4hiUkoIdW3SiU5Rws8HwPLNoKmkhfXCNsGijCBUmRHSyU4UiY0z/MIs0EwCnINcxEFuQrPSS7JicWJNsZLGd4i0SmIVsoglgg1saxP2wpRN02P17tKSk2KdUeqREiU8DOamZTrTo5Y39rajQzX3xP7t1UhFAjHSwHTwc6NQhmfVJKTDniex/YtVRg6oqzLSUm7RQ2AQQO7LmHb4vbD6TClbbnGWE6zvC8daNetZAie578B8E0mY6QbnHijE2vTpEmuIlc9hWiEFct25PEmM5OyibgjxwpvWwBsjFUVhv9RsHXlXhT2zEVuUfqdM3ZvOoyBx/XIaLLu3CoUcQ8e3j1yHZjhrlUJnufR6g4gKwO1rFiK8isJdIL1ogQhkmii5QoARloX7/8pwUTrEOM4RDgWDCX8RCyiMpMvGoZVz4jHDPDFQqqxFtoIXzSk+FvYQEhiEoBc36okV4a0gCR0SeRqEOtbQ2yygo6OLgegP+rkKpQAcXGlJiWibCt0CUIYYdFyZUjhXsT4KDhw0IslOjzPI8JFYBDJVVZmEsmVZTXEI4S/WZ6LE22cGEUvBsdruKIhrTviMalxiMLaBbQ39XFyDSeQq4lBKMW6IykzuerakF+arXnOsYRUVz8kA3LdtakSZqsBPfomq4alQn1tG1qavRiWASEnYvfeOjjsJhSk6D6UDlrdfjgz2tR3vO50hGNWfNVRyYHSBay1g5QUUmIJxchGM4OALzW58jwPT4tP8/VjiUg4iu2r92HEiQM6P1mEu9WH6oPNGDwys8m6fUsVbHYjSnt07Yfe2upDfYMnXtDdFXj9YURjrNpyXbgQ6NkTIEnh34ULVWNYjgPVwSYirqyTIr6lp+kkVy8AGHR0vGWZhLg4fES2Ui3iMZ/SctUxCLGxuKUFCKLzXoWVaqQMIEGqyFWyXH0KciUIAibKiQCrbbmGNKQGCYKGXtcbkVjXevR2FTFWKA7QItcI1wY9mSDhyHpBEwyoOHkKlr0kgxjlouDBQ08lWK7ixiaqtFzFzZNkrUZZDrQk/MAnawyr3MI84guP3IJOQLxGVlx7pNZzyjVGkj3MxHKVyTXzZuFHA1tX7kVJn3xkpejokwie57FzYyUGjijLKPa5ZUMlAGBoF8mV53ns3FWLQQOLulWO0+L2I9ueAbmyHXvMOsKxI9eE+yO54ARFDJlc9aLModINbBCFs0MJhcC2LBM8rdrkmSfuGjMRaThaWPrOrwh4QzhxunYzbC18u0jooDPm5PQJua3Vj19+3IUJJ/bv8gT96putAIT2c13F4Vohflgk7UAXLgRuugk4fFgwJQ4fFv5WEGwspi15KYHW2IQpYWb08IeT4/E2hkF7WL0wOgzCot8Wki1QJyNY2S0hmSSzGcHN6Qr5FOdZ4QqrSTNLb0dLWBZcMNM20IQOrRG1NWrTFcIdqVYdo0kzGCofvoi2dcroRyMUXgOO61qvzK4gGF4NgIBePyz5tVgNDLTaqxGIuWCkZWvWHxPCMyZKuH9+MR5tpkzi62L3GZF8A2w0rv8sbZAMlByP1Yv/l5691LyB43mVCISQRCVartIxXu0GVvaTJojEdUcg/6DGuhOLsvD71F4MACjsmQuKJnFoV/pSgUcLlbtrsfHHXTj+rOPSHrNzYyWqDzRh3JROdYLi4Hkeiz9dj5Ie2SjrYrx067Zq1NS2YdzY3l0aDwjzo6quDSUZSFFGYqyqaUwmOIbkqnYLS+4ZmiLAslx80stxDtmlJzVJT9wtZufb4UoR2+g5UCi9PZSBVODRQMgfxqLnv8Ww4/th+AnpacRGwlEsfm8VRk3ql1Ey0xeLfkM0EsPFV0zs2rWGovh88UaMH9sb5T27nsy056BAKgPE1nN46CEgkEAOgYBwXPrsaAyMhjawBIokQZNkUlxVgt3AwBtKti6yjEa0BoKqY1KruaaATJoFJiG+3BCU4/ZSH1eprysAFBqcaAq5EeNYxbE81Ifk9nokQSGXKUJTSL3g5hj6oCV8EByvdl/bmeHwhLdqfi+L8RzwfACB0I+ar/8eCIR+AKM/DjSlngMsF0YgWgWLXp030B5thE3R7ac9Kmw05NZzYqs5nXDfpVZzkkazXyEz6RcTyKSm6aFYDAZasnCF+yapa8U4dbyM52ULNXHdSfR8EAQBRq+Ld+AC5CbpUus5CVKby9bG5C5PBpMevQaXYM/GQ0mvHWu8+4/FMFoYnH/bqWmP+XTBL7A5TDh1RvqGwIa1B3CwohGXXHl8lzf1H37yGxx2E04/dXCXxgPCpj4ciWFA7/Q7FEWiMTAdbOo7wjEjV3mSC3/z8Sw9MZbCqclVOcnNZnGSJ7iAc/JtcLt8YDVia7nFWXDkWrFnwx9rki9esAJtze24ava5aU+8H7/cjDaXDxdcf1Lan+P3hbD40/U4YfJAlPbo2u5x6ffb4fEEcenF47o0XsLeQ03IspuQ6xSl/qpSiHkrjguN0DtOEdDrtOOqAGAzGtAeTLYsnCYTWoNqYpfJVbZS4+QakMm1SOzjWhdQkKvRCQ48GkOypVpgzENDSN27Nt9QgsZwArkyvcHyEbgj6uN2w3AEY9WIaGQMG5gJIMls+INfa3zrI48Y24xwZDNMhuQFORCrBMDBrFNbF95oA6w6eUGT+rjGyTUmbGJstNg0PSqSq6jR7IvJ5CplZ0sJZqFYLJ71LT17nSL+rnTpcQnSqgJENzCtkcDE0GpyFfu4ehPJVXSpujTIFQAGjCrHvk2V3ermcqSxe8NBrFm6FRfePhU2p6XzAQBqDjZj7fJdOPvyCXErPh18+O5K5OTZMPn0oV261oOHmvHbuoM4f/ooMBpt/dJFfFPfO/1YcSQaA5NCUrczHHvLFQk7SDHrk5XE1sWbGY7IcTGTWXiwiZZrToEdHMejVSMrmCAIDB7bBzvXZdaH8PeEvz2Ij1/6DqOnDMbgcellCXMch8/e/AW9BhZhxIT0XSRffbYBfl8Yl1x1QpeulWU5fPzpOgwaWIShQ0q69B4S9h5sxIBe+fJmoixFclVWFiDG2CLRWDxEkAoMTXdArgw8GparU8tyNQuLTbOCXM06PWx6A+oV5FqgYbkWGcXwQ0iOnRYa8uGL+eGNypZwvqEUbZFmRBRlOzmMMAdawuoevVKjdE94W9L1EwR1vdujAAAgAElEQVQNs3EaAqFlR8U1HAj9AICHyTA16TV/RPhtmRWWa4yLIMC2wKbo6uONCfFHGy245yTL1aYT7rs3KjU7UJCrTiJXsadq3E0cjbuI45arSLbKDHM+IZM42WOm7oYDAAaGRigsrzsGow4URSZZrk6RXKWm6YkYMKYXgv4wqrrRpvFIgud5vPPkl7DnWDH95lPSHvfpm79Az9A4JwPP167t1di+uQoXXT6hw7BOR1j0yToYGB3OPTt997UW9hxohMmoR2lB+kmj4Wis0019KhzzmKs8ydWJBFFxkjMalqvVJvzovO3qRVFKe2+sSRYUB4T2Sg2VLlRXJJc1HG3wPI9XZn0AvyeIq2afm/a4rxeuRfXBZlx808lpW7p1Na348O2VGDOhD/p2Mcv3vx+sQX2DB5f9ZXy3Egra2gM4VN2CgUrXzJNPAqaEzGGSBFpbgcmTEd21GyzHd7qD1OsohCIp6g0NBrgTSBQAcswmuEMhlTvZpmdgoGnU+9SbtCKTDTU+OTHFROuRzZhR5ZOJtFgk1yp/s+KYsFOuDsiLa75B0F2pC1XGj2UxPUARejQEd6ivXT8YJKFHS3CN5nezmKaD5wPwBT7RfP1Iwuf/GDRVCr0uOebmjewGAR1MtJy04okKYRibXk5+ckeaYSBNYMQaYHdUICWbziaOCcBMGeJZwO2RICy0YDX6xNIns0iuwVgMxoR65bhbmGXjbuG4mL+4mZdCsfHs4HgCk7w5Mxh0qvgqQRCw2oxoT1p3hE1WU532ujNYjBNuXLFL8/WjjW/e+RVbV+7FpTOnwWhJr5lJxY4aLPtsA067YDQc2elZupFIDC89sxT2LBPOOLdrxLhpy2EsW74DZ08bDrst/bp4zffaWY2BvQsyEr8JRWIw/K9ZrlK6vPRF4zFWKYFJnOQmk2ilKsQhnOLDbUnI/C3rLRS1Vx9Qu+AkTDp3FEiKxPJFa4/Id+gOlr63Ej99sg6X3382+g5PL4Ou5mAz3nzmG4w+sT9OnJacTKKFaJTF3Ic/A0WTuHvWWV261i3bqvDuwlU49ZRBmJhBHa4Wfl63HxzP46Sxive5/HLgjTeAHj2EXVePHsA77wBvvgls2wZ61Ehcte1HWHUdT1eTXo9ACnLNsZjQFggmleoU24QFvd4rEylBEOhpz0KlR71Y9rFno8Kjds32teVhX7ucmJTL2GHXmbHPK8f2e1t6AgAqfHJIotwsJKId9MkLLkXoUGwagWq/Wn6bIg3INp6AJv+yBKUnAQb9BDD6UXB7X4TQO+P3QSi8CaHIGtgs12tusFpD62FnhqlqXF0hodRDssoBoDlch1xG3uS5wi1gSAZWsWypJdKObEbOXm2LBOIJZZ6IYDXa9aJVG43AIpZGBROa3EdYNi4gInfXSrRcheOMPlloxGRiVOsOIKw9iZ4xg1GPvCIHqlKsO/llOeg7ogd+/uzYy6rv3VyJ1x/6CKNPGYxz0gwrhUNRPHPfIjiyLbj6ntPT/qz/vPwDDuxrwMwHz4ExAzeyhDa3H0/O+wqlJU5cd/WkjMcrcaDKhUM1LTh5bGbrlz8UgTlNwYlEHLuYK6mOuUo7SCkzS1Jg0utp0DSJgKI9WZbTAoJA0iTPK3aAMepweH9yTSAAOAvsGDV5EJZ//NsxjX/sWFOB12YvwsiTB+HSmWemNYaNsXj2/kXQG3S4Z+6FaVuPb73+I/btrsPMh85FXkHm9WFtbj+e+MdXKC7Kwj13Tu12V4of1+xFWWEW+vRISIi6/HKgslJwA1dWAldcAVx7LbBrF0JTTsNd65fg9LuuAbZsSfneZkaHQFibXHOtZrAcD3dA7dIrsQv3pNajdun1smfhkFtNrn3tOaj2uVWqTP1t+ahob4q3PSMIAv2txdjrleOmNp0VBYZc7PPKSkpm2oYCQykO+NR6K2XmsXBHq+GJqF2I+eYzEGYb4A5tTPpuBEEgy3YvYmwtvP5Fmt//SMDtfRkk4YDNfEXSazHOB294J7KMY1THXeEK0AQDh15WSG0K1yHXIPf2aA61IJfJjs8tV9iDHJFcA7EIgmwUTkYgXolcHYxIrpEwrHo5/gpATnCKcdBRastVyh6WN/XCNSSuOwBgMTPwJ7RFdOZY0KpRzlfaOy/lph4AJl8wFvu3VR1Tr1l7qw9zr3sDzjwb7nvt2rRLad6d/x2qDzThnn9cBGuatelrft2LLz5ah+kXj8WESeklairBcTzmzvsaPl8Yjzx4XpfIWYkfVu8BSRCYPD6z3sf+YATmLn72MU9oIhNiH5LlGokm7CAV7hmKJpHltKClWU2uJEmirHceqiq0yRUATv3LeLjq2rD116NbGyih9kAjHrv6deSXZuOBN65Pe4Iv+tdP2LutGrf/fXo8xtMZNm84hE/fX4OzZ4zC8SelX7IjQZrgXl8If3/oPJhM2g2h00VbewCbdlRj8oR+6ZN0YSFqXluA+0+5GsaWZmD0aCGLOJScnGQy6BHQKLcBBMsVAFw+tQRmiV24l9UedZZ5uSMLVV5PvNE6APRzCBuC/Qrrtb+9AGEuhsM+xTFbCSr9jQizMtH3tfRChe+gSvWpl3kwKgN7wSp0g8vMQrJYtX+d6nryTKeCJiyo9X2q+f2MzMlg9KPQ5n0eHHfklcgi0f0IhL6FzXI1SDK5TrAttBE8WGQZxqqON4cqkM30Bin2aA2zQXiiLchlZDdxc7gVeYxcd+0KtyNXJNe2sPC84uQaFp67TbRWfZEILCK5SparUWm5JiRIEgnrDpdYlRBVJk4y8CfkdTizk9cdQCDXmoPNKrlEJU6aMRokSeCnT9Zpvv57IxKKYs6Vr6G1qR0PvnlT2klM2347gM/fXomzL5uAUSekR0wtLi+ee2IxevcrwA13pJ+JrMTCD9dgw6ZK3HnrFPTulSyzmQl4nsfy1XsxakhpRgISgGS5dm3d+8OQq+Su08XJVTHJTfrkSZ5jhUtjkpf1yUdlRWOy0L+I8WcMh8Vuwjfv/Nr9L5Eh6g41429/eQkESeCxD+6ANSu9B7159X68/8pynHz2CJx01vC0xtTXtWHeo5+juCwbN92dnHzSGTiOx8uv/YANmypx122ndnuCA8DSFTvB8TxOyXT3GIrgx/Jh2LZ4GXDVVcDcucCIEcDKlarzzIwe/lAqchXudbNXTa75FgtokkwmV3sWYhyHw+1yjLWvXciy3ueW46n9bEI8dY9Htkj6WUvA8hwqfLWKY73giXrRGJLH9rYMRpQLo8pfET/m0JfApitCpV8dX6VIIwosZ6PR/x0ibHKTaoIgkG1/FCzbgKbWu8Hz2oldXYXbOx8E9LBbbtB8vTW4FgR0cDAj4sc4noUrvB85BrVLGECcXHmeR1PYhVzGKY7h0BJuh1Mk15aISK564fm5I0FYdHroSAo8z8MXjcQzhwMiuRp0UvZwLF7zmiqhSSLDuP50RE2uPp+G5drqS/J8lfXOQzgUTZnv4cy3Y/iJA7D847VJ2sS/N0L+MJ649l/Yte4A7nvlGvQ/rmda45ob3HjmvkUo6pGN6++fltaYcCiKuQ9/inAoitmPnR/ftGSC5T/twtvvrcSppwzCWWemt951hB0V9ahpcGPKxMwsaJbjEAxH//csVymLLzH2YdCLu06le8ZigDehQLugyIF6jQSC/sNK0dbsRVOt9iTXG3Q454aTserrzdi7ubLb3yNd7N9WhXvPehr+9iAee/92FKUpel+xowaP3/4OSnvl4fZHp6c1prmpHfff/h6iERYPz70IBkNm6euxGIunnl2CzxdvwsUXjMG0M9KL73YEV5sPb366FmOH90h2CXcCj1949paiQiEO+913QDgMTJoE3HEHIMZLrUbtWlYAKHIIi3WtW+3+pUgSPbOysL9FTViDcoTNxM5m2dXX05oFi06PLS7ZZdvXlgcjpcOmFrlsaLijHACwqVXO+h1qFzwHm91yslIf61BQBI3tnt9Un93HejKq/Rvgj7lUx8tsV4HjIzjk/rfmdzQwo5FtfxSB0FK43Pen3GBmikBoBXyBz2C33gyKSi7j4vgoGv3fINs4ARQpJ500hyoQ4fwoMsrzpyYouMaLjcI9aot6EGCDKDIKCW7N4XZEeRZFBoFsG4PC88o3iuUuQT9yDALR+qNRxDgODkYszRPj7ZIlG46x8dpoNq7eJOZ6JFiuclWCIrHNakS7N6i6jwWFWeBYHq6EzOC+Q4UM+r3b1CIgSpx342Q0Vbdi+UdHL+fD3dyO+6f/Ext/3Ik7n7scJ05Pr+Nne5sfD127AH5vCLOfvxwGU+cEE4nEMOeBj7BjSxVm/u3cLglGfL54E56c9xWGDinBzLtO73YYiud5vPnxGtitBkyZmJn3ziNyjj3NpK9EHDtyFUtuErveSBmhyhR4m9WQVFtWXOpEQ20b2AQJxMGjegIAdohyW1q48I6psOdYseDRT4/YAtQR1n63Dfef90/oGR2eW3If+o8sT2tczaFmPHzDm7A6zHhiwfWwpJEt19riw6w73oO3PYh/vHg5yntnZnGGw1E88tjnWLZ8J66/ehJuuXFytyc4ALz83s+IRlnce92UjN+vzSuUZjikLjpTpwLbtwN//Svw6qvA4MHA0qVwmAxw+5PdxQCQZzVDR1GobksWGemfm4N9zWoi6+fMgYGmsbVZtkgpksTw7CJscskWqY6kMDK7DOtclfFjDr0F/azFWN8qqyoVGvNRZCzAxja5nMZImTHAehy2e9aAUyQqDbCfAR4c9nqWqa7JrC9HkWU6arzvI6Qh5A8AduuNcFjvhtf/Ptra52qekwlC4d/Q2HIjdHQfOGx/1Tynyf89wmwTSmyXqo7XBIT4cLFpZPxYdaACJsoKp16dQV1qEizZ2oDwHEpMwsLcIJJroUiuTUE/co2CS7MtJMyLLIMcfwUAc5xcY3ErlmXFagRSnUgprTsGUdowqFh3HHYjolFWldRUWCKUcdTVqDdj5f0KYDDpsWtjpeY9AoCxpw1Fv+N64P3nlhyVLjm1Bxpxz7SnUbW3Dg+/eyumXZVeUlAoEMEjN72FhupWPPr61eg9qHOpUzbG4R8Pf4YNaw/gr7PPweTThmR0rTzP453/rsKLryzDhHF98PSTF3c7zgoAP/1Wgd+2VuKqGeMytkCldSfL0rUuPsc8W5hIEMyWJnlIUXpj00h/LypxIhbj0JSgyNSjXwHMVgN2dqCIYrIYcMV9Z2H76gqsX7Yj5XndBRtjseCxzzDnildR3CsPz31zH0r7pqcO4mrw4KHrFgAA5r51Q1wFpiO0ewKYded7cDW348n5l6Ffhvq/Pn8Y9z/0MdauO4C/3jEVV1w28YgQ68YdVfh+5R5ccd4YlBamX2Mmwe0Tnn2WRbG5sFiA+fOBVasAqxWYNg3nvfQUGE8bIhoqTRRJothhQ40WuebkoNrjgU+hJUyTJIbk5GNbk5rERuYWY6+7OV4SAgBjcnpiv7c5Hh8EgDHOftjhqURAIew/KmsodrVXIKDomjPMMQGeaCsO+/fGjzn0pSg0DsUuz9dJ2cG9HLeB53kcdL+W8n5l2WbBar4Kbu/LcHtTn9cZgqHVqHddBprKR2HuRyAJ7c1dVft7MNJlyDGeqDpeE9iIbKY3TArpw+rAfpSa+sTnVRK5BoXYdbFRINe6gAcGioZDLyxwTUEfckXLVZKnjJNrOAKzXh+3SkNRWWCCTejjSZGJiU6kUMqlWHfsDuEz3R65fri4RLCo6xI8YxRNYcDwMuzcdFjzHgGCl+7KWeeiqboVi55fmvK8I4Ffv9yIu6c+hYA3hKc+n4nxp6dZXRCJ4Yk730PF9ho8MP8yDBvXeS09y3J4+rEvsOrnPbht5hk4M8OyG47j8crry/H2eysx9dQheOyRGV1yJyei3RfC/Dd/RP/yPFx05sjOBySgzSuuOxm0xlTimLuFJZKVEg60RCMcdpNqggOC5QoAtQk7SIoiMWhkzw4tVwA448pJKO6Vh9ceWoTm2uQYVnfRcNiFB2bMxycvfY9p15yI55bch5w0iaWlsR0PXvNveN0BPP6f61CchnvF2x7EQ/e8j7qaVsx55hIMHlba6RjV9TZ6MPP+D7BzVy3+9sA5OO+c7hVsSwiFo3huwXIU5dlx1YyxnQ/QgMcXBKOnYdBSZ5kwAdi0CXjkEfRe8QO+eOdphN5bqNlfrDTLjupWbcsVQJL1OiyvADtcjao2dqNyi8HxPLa1yEL6Y7KFUqr1LnlhHePsB5bnsKlNdg2PzhoOlmex1S1nCA+0jQZN6LDVvVr12UMc09EercNhv9qFaNQVo8R2Meq8n8IfrUy+HxAW8RzHXJiN56HV8xhcbbMRY1NnsmohEPwBDS2Xg6ZKUJj7mWZ7OUAQtvCEt6LMdgUIQl5OolwI9cEdKDHJMnlhNojGUA1KTXIMtjpQB7vOBptOUGeqCbqgIyjkGmSBjkKjXc4kDvmRF7dcxcUvbrnKyU1AguXKySQq3SNA3SfawOhUHjOHmBnrUWzsc/Js0Okp1FUnrxkDR/ZA5d76lM1DAGDUKYMw5eLxWPjMEvzyxZEvzfG3B/HCzP9i7g3/RknfArzw3QMYMCo9T1k0EsOz9y3Cxl/34a7Hz8fE0zqXGmRZDi88tQQ/fb8D1912CqZfnNlvPBSK4qlnl+DTLzbigumjMOveaV3uQqMEz/N46d0VcLcH8MDNU+MiIZlA2tQ7LP9r5EqpU+KlxAKjuIAGFc2HnVlm+HxhhBUTX5LwO3wwWYh/2PheqD7QhMaa1KRJ6yjc+/I18Lh8uPu0p7Br3YGU52YCvzeID+cvxS0nPoYD26tx36vX4s5nLoM+zbhn5b4G3HPxy2hu8GDOG9egbxpqSLXVrbj7hjdxsKIRf3viQhw3Or0fk4Rly3fihlveRG1dG+bOuQCnnJy+KHdHiLEcHp7/NQ7XteL/bpgCRt816TKX249sWweuGYYB5szB2vc/RZ0tC7brrgGmTwdq1TrSPXMcqGxpUy2oADAoX3Cdb2tQW6nH5RciFIthR7OcfX5cTjEogsCqBplIB2cVwUIz+LVJTkwa4ugJM2XAL83b48f6WXvBrrNhpWt9/JiBMmKwfQw2u39FhJMX5V7WE2HVFWCd6+0k67XcfjNIwoA9rjkpwxoEQSHP+SJsluvR7n8P1Q3j0OKeA5Z1aZ4PiK3fonvQ4v47GlquhI7ug6LcT0FrNEWXzt/fOh860o4i6wzVa1X+deD4KMrMcmlOpX8PePDoYZIT2g76D6OHSS7LOexvRLEpJ77prg20ocgkiMN4I2F4o2Hkm8Q6d1G20mkUFr/2UAhWRs7sDEZlcpW0nqUwlKwEJ99bo0GnWneyxITDVkUzEJIkUFyajarK5Ps4dEwvcByPbb+lXksIgsBdz12OQWN6Yd7NC7D0vSOTWMlxHFZ8vh43Tvg7vl+4ChfeORXPfvV/KEhT6tTrCeDhG97EL0u34YZZZ+H0izonyWAggkfvX4Rvv9qMy66dlLH6296KBtx0+9tYtnwnrrt6Em6/ZUpGAg8dYcHHa7BkxU5cMX0s+vdKX+5QiWa38Nwz6aKjxDEjV0l9JTH2YRRJKKDI+szJFXa1Lpc8ybOcZjhzLDiwLzn2NFEUd179Q8c92weO6YX5394Pg5nBrBnz8f37qzs8vyP4PAEsfHYJrhn5EN6Z+yVGnjQQ/1r1d5xyUfo6vJtXVeDeS14Fy3J45v1bMDSNzjPbNh/GXdcvQLsngHkvXYkJJ6afEef3h/HkvK8w9+mvUV6ei/+8di3GdqPbjRLRGIsnXvkWqzYdxL3XT8H4EZkRvhINrV4UODt3ixvHjMKVl9yFQ/c9CCxbBgwaJIhTiBu3fvm5CESiSXHXQqsVJXYb1lerNX0nFAnW/+paOVnJpjdgVG4JfqqVZTT1JI2TC/phef2e+CKuJ2mclDcUvzTtiJfkkASJk3LHY1Pbdrgj8jVMzD4DQdaPja0/x49RBI2x2dfBFa5AhVctys/QuejnvA+tobWo8X6Q8n4QhB45jidQWvArzMZz4PG9gaqGsahrmoFWz5No972DQHA5AqEVcLkfQXXDeNQ0TobH9was5stQlLdYM4FJgiu4Aq2htejluAM0qS7t2O1ZAjOdg2KT7AHZ590KmtCh3DIQABBkQ6gO1KGvVZ5zB3z16GMRrGSe53HQ60K5RbiGWr9wz0osAtlK2s95Itm6QyFkGQ3xsYFIBCbRko3HXEULRrJgWcXmxGxUl/zlimI1zS51XWuvPvk4oFHuN2R0T5gsDFZ+uz3pNSX0Bh2e/PhujJw8CC/OXIiFzy7pcu5HNBLDsg/X4LaTnsC8mxYgp9CB+d89gOsfOR90mnKDDdWtuPcvr2Lnxkrc98xfcMH1J3Y6prmpHTNveRvr1+7HXfdPwzU3T077mjmOx4cf/4bb734PwVAEz827BFceoRAUACxcvB5vfrIGZ08eghsvPr7L71Pf0g5GT//vuYVpcecoN7kWJpdJauuk2EHm5gjk2pwgGtGnXwEq9ib3uSzqkYOe/QuwelnH5AoAPfoX4YXvH8DQCX0w/+538fqDi+DW0CbWAs/zOLC9Gm89/jmuPu5B/HfeVxgyvg+e//4BPPLurcgtdnb+JiK++2Q9Hr7xTeQVZeH5/yfvrKOjPvNw/xmNu7snxCAES3C34FakFGuRCpR2S21rW9k6XajRoqW4u7u7JIR4AnF3Gb9/TDKTISEJLbvtvfc5h8PJTyaT37zzfv15tr2Mf4hbq/ecOBzLW6+sx8rGlGWr5hAW0XYB9Pj72bzw4hpOnr7PrOd68t1XU3F5AimmllBRVcviT3dw9Px95k/tybjBEa3f1AJyiytwtrNo9ToHSzNUQhF3JkzVNjx16gTz5sGAAZCSQjtn7SadmN8029HZzY1r2dkGm5y9qRntbO0NjCtAPzd/7pcWGJD4D3INpkxey41GXcODnDtSo5JxsUjPwtTPsQdq1Jwp1Kd7vc3a4WHqz5nCvagajdAEWg7A3sifK0WrUKkNR4zcLCZiZ9KLxOLPKW2GWKIxJGIfHG2X4e50BkuzWShVOZRVrqCo7C3yip8lr2gKlVW/IZUEYm/9JZ4ut3Cw+eaxNVbQdggnlXyJqcQHd8tnDM6Vy3N4WH2NYKsY3XwrQFLVXXzM2iGtZ3BKqcpAg4ZAc61xrVTUkl9Xhm+9cc2vq6BWpcDXQvu5ZTUYV7N6usGaakzFEl0quLyuDqt6ucA6hRKNBkzrsyUNTk8DvarokYwZ1I/81eqzB9bWZohEQooe2Q/8Ap0oKqigvMywVCWRiuk7IoJzh+9SWd4yz7OxmREfrH+Rgc9E8fsX+/h01i/cvZDYZiNbXlzFzp+OM7vLe3z7yjqEIgFv/DSLpUfeIjCi7ZqpCXcesnjSD5QWV/HpmufpP7r12mRKYi4L56wiN6uET76ZwohxbetABi2r3pvvbmXFytP0iPZn1U+ziXyC99sS1GoNv265wA+/n2VA9yDenDfoT0XCucUVuNha/mGj/+erxn8QDZGrTkexUVpYKBBQ3ahDz9FBG7U8alz9Ap25fiUVWZ0Co0fSrj0GhbHxhxMU5JTi6NpyrdPCxoyPN7/Crx/sYM8vJ9m36jShUf70iOlIl0Hh2DpaIqtTIK+TI6uVk/egmCtH7nLl6F0Ks0sRCAR0j4lgymvD8Qt/slqnSqli1ZcH2bX2PB17BPDusmmYteIpaTQaNq09z9oVp+gQ6cX7n0/S8S23+vtUajZtucya9edxcLDgP19PJSz0zxHxN8bDnBLe+GI3eYUVfPDKcIb0Cv5Tr6dUqSksq2pT5GpvoY00CsqroGsonDgBq1bB669DeDhBH36ERCMiMa+QwSEBBvd28XBnd/x90ktL8bXVO0XRbp5sjL+LTKXUiXf3d/Pji1unOJWdypQArePQw9EfY5GYYznxdHPQRukRNn7YSS05nn+Lfk7aeT1XEyfaWfhzquACo1y1jFcCgYB+jmP4LeNrYssuE2Gj9bYFAiFRDnPZn7WEuLI9dLCdqHtfAoGQcIevuZr7DHfyF9LNbRsm4pYb2KQSf+ys38PO+j00GhUqdSFKZRZqTRXG0q4IhW3visyq2EyNIoMIpx8RCgy/e/Hl+xAgIMRKT7dZKi8kvy6TTi56yr0Gxip/C29AG7UC+Jtr/460Sm3q1bc+cs2qaohcG4xrFY5m+pRdaW0dYU7aFKCOCrHBuD7SLayLXFWNI1cpFY1G/oRCAfb25k33nfqmxLTkPDo+kukZNrkbBzdf4eSeW4x+ruWoSSwR8dryGTh7O7Dzx2NcOHALVx8HBk/tQdSw9lhYmYFA+z40GkiLy+T2uQRunUkgLS4LjUZDh55BLPr2WTr1D3liI3B6/22Wvr0NW0dLPv51Nu6+rY/IXb2YzCfvbsfSypSlv8zCx7/tKdfLV1P54uuD1NbJeX3REGKGdXhq0Wp1rZyPvz/E2WspxPQN5c25g/6wyHkDcosqcLVvG2FPc/jrjKvIsCVe1UhH0dRESlUj2rGGyDX/kc7ggCAX1CoNKUl5TRp4Bo3vzKafTrJ95VlefH90q+9HJBYx/9NJDJ7SnfP7b3LxwG1+fncrP7+7tdnrjUylRPYN5tklI+kyMAybNrImNUZ+VglfvbGFezcyGP1cD154KwZRK8K8FeW1LP1sHxfOJDBgaDivvTuqzWoTScl5fLvsCIlJefTvG8ziVwbrZLT+LGRyJVsP3mTNjksYSyUsf38i7du1Hn23hsKyKlRqDc62rUeuxlIxliZG5JfXp/EEAnj+eRg2DF58Eclbb7Ld04etJiLob6js0dVd62BcfphpYFx7uHuxJvYmV3Oy6OXhDWjJJNzNrDiamagzrqZiKb0cAziSE8+b4UORCEWIBEIGOHVgZ9ZFSmSV2Bpp/4aBTr34PmUNt8riiLTRynCFWHbB0ciNE/nbCcxmex8AACAASURBVLeOQlQf8XmadcHdtDPXi3/D37I/ZmI9k5FEZEmE449czZnErbwX6OSyDqMW0riNIRCIEIucEYvarm3ZgGp5Oqlly7E1jsbepK/BObmqmviyg/iY98Bcot+sGxq2wqz0tbz7FUm4m7hgXs8pfL9CG/UHWmjXTWqlNsPgUx+5ZlaVYSKSYFfPM1xQXa1LCWs0GsrqarGuTws3cEw3jVwNjWvjZjUzEyk5BYZ7jIO9BQWFhjOtfoHaZ5Z0P7eJcfUPcSMw3J296y8QMyWq1dSsQCBg2j9iGP/iIC7sv8mRDRdY++lu1n66u9nrxVIxwZ19mP7mSLoMCsO/fduzVQ2oq5Gz4rN9HN56lbDOPrz7/bNYt8LYpFKq+X31GTauOYdfoAsffzMZO/vWv5OgjVZ/WHGCU2cS8PVx4L23p+D9B2UvH4VGo+HkpSSWrz9NUUk1i2b2Y9Kwjk9lPjanqJxQnyf/fjTgLzOuknr9RPEjkSuApbkxlY3mFY2NJdjZmpOdW2bwGqEdtAvr7q0HTYyrk5sNQyd15cCmy4ycFo1HG+c9fcPc8Q1z57m3RpGVmk/q3UzyM4sxMpFibCLFyFSKlZ05od3829yk9Cg0Gg2n9t3mhw93AfDG15Pp34b29djbD/j3+7soK6li7sJBjJ/SNoWamhoZq9edY9fem1hZmfLe2yPp1yf4qXiNcoWSfSfjWLfzCkWlVfTu4s/iWf1w+hMeX2OkZGmjFx+XtqXYPeytyS5+pCPYzQ1274Zt23CdO5e33nsdTU0Rgvfe0zZDAd421nhYWXEqLZ2pEXpWmJ7unpiKJRxMS9IZV4FAwCjvEFbEX6awtko3dznWK4Jjufc5nZfIIFdtU9gotyi2Zp5jb/ZlZvoOAiDarjNbMveyPXM/Ha3DEAgECAVChrpM4beMr7lafJxoez1Bei+nV9ia8QJn879jqOu/DD43M6kPEU4/cjN/HjdzZ9PJZR1S0ZOPO7UV1YoMrufNQICEYPsPm6yhO6XbkakriLSbpjum0Wi4VnISb9Mg7OsJ+2uUtcRXJDPcRS95dqcsHTcTe50TEl+Wi72ROQ7G2p9TK4rxtbTV/c7sqgq6umidoiq5HJlShV29ulIDmYh5/efboNPasN/o9p1GDU0WZsZUPsIE5+JszZ27hmUBK2tT3L3siLvzkGdoGp1OeWkAH81fx9Ed1xg+Oaqlx6mDsamUAZOiGDApiuzUfNLjs6koqdL2omg0aDTg6utIaDf/NhE6PA6JdzP56h+byXlQzMQX+jJ90SAkrYy9FOSX8/n7O4m7k8ngmA689PowTNrwHtRqDfsO3ObX1aeRK1TMnN6DKZOinsqYjUaj4erdB6zefonYxBwCfRz5ePFIwgOfbPzwcSgoraKiRoaf2x93Av76tHCDB6kyNK4VjzAyublak/3IbJmNrRlevg7cvZnBlBlNO9WmLxzEqb23WPXVQT78eeYTv0d3Pyfcn0BYty0oKazkhw93cfHYPUIivXjjq8k4e7RsOFQqNZvXnWf9yjM4u9rw3crZbZ5hPX8xif/8cIzi4ipGjejI8zN7P5VoValUceD0PdbuvEx+USXtg1x5/5VhdA57ck+6JdxNzUEkEhLs1bbPwcPemriHzRAsCAQwaRJnHd1RLFzE6E8/hZ07YeVK6K5tpujj68322HvIGglwG4slDPD240haMh/3GqhLK47zDefHe5fYnX6PF0K0TWu9nAJwNrFkS/p1nXH1NHMkyq4du7IuMsWrL0YiCWKhiHFuw1mRtt4geg217IqvWShH8rbQwboHpmKt0baRetLVfhaXClcQX76fUOuRBn+ajUkXIpx+4Hb+Am7kzqC90zLMJN5P/KxbQ43iATdyZ6LRKOnsshZTieFnXacq507pNnzNe+ForG+sy6hOoFCWQz+PF3XHbpfdQ6VR0dlG68ioNGrulqXT11EvqB1fnkuItX4EKLW8mEgHbVSrVKvJq6rEzbyeJrFGW+O0rxe6r6xviLSoVzRp4IhuoENsKEc1t+9oNBqdAXdzteHYiXvIZAoDoe72Hb04feweKpW6yehIt37BhHby5vflx+k/KvKJjaGbnxNuT3nfUciVbP7pJFtWnMLWwYLP18+lfdfWmxcvnU3k60/2oFSqefPDsQwY2jbB85TUAr5ddpj7CblERnixeOFg3J+gB+Vx0Gg0XLqVzpodl7mXnIujnTlLXhjIyAHhfzoN3BjJWdqsSaDHk7HJNcZf09AkEOjSweJmFrlFc8bVzYbs3KaUhhGR3sTdyTRQs2iAtZ05kxf058rJ+9y6+NeKpGs0Gk7vv838mG+5diaROUuG8+WG+a0a1pLiKt5ZtIF1v5ymz8BQflz3QpsMa0lpNR9+spv3PtqFlaUp3383nVdf/vNp4KoaGRv2XmPCKyv54pdj2NuYs/Td8fz0r8lP3bCC1rgGeTg0P+PaDDztrcktrTAg3G+MDhFhvDVmKieXfg/V1dCzJyxaBFVV9PP1pU6p5MojXcMxfkGU1NVyOUdPbednZUeEvSs70mJ1TSgigZAJXpFcLEzjYbV+DGyyZx9KFVUcy7upO9bbIQpHI3u2Ze7X3S8QCBjlNpNaVRUn8g21WTvYTMTDtAvnCpZTUJfIo7AziSbC6SdkqgKuZI8nt+pAm55XW1GjyOR67kzUGhmdXNZgLm3KD32rZAtydQ1d7GcZHL9acgJjoQntraJ1x66X3MFSbEFgfadwWlUuVcpaIqy1P9cq5aRWFBJab1xrlQqyq8vxs9SmxfOqK1FpNLhb1NMiVtcbVzNt5Fol00agFvWk6w360C1lzCzMjVGp1NQ0aqZ0q+/XyM0zzIa07+hFTbWMtGa6hgUCAbPfGEZpYSW71p1vcv5/jcS7mSwct1zLTx4TwY/7FrdqWBUKFT8tPcIHS7bg5GLDj2tfaJNhlcuVrFp7lnkvryU3t5x3lozg68+f+dOGValSc+xCArPf+p1/fL6L4rJqlswdxNZlcxgzqMNTNawAiQ+1xtXf/Y9Hrn+JcW2cSWrOuDYXubq72VJSUm0gPQfQoZM3sjoFifcMZxobMGZGD5zcbfjls30GpNz/S2RnFPGvF3/ji9c24eplx/e7FzLh+T6tDktfOJPAgukriI/NZPE7I3nro7GYmrWs0KBUqti15wazXljJxcspPD+rNz8vf46QJ2Rragy1WsPNe5n8++ejjJm/gh9+P4u7sw3fvD2OXz6ZQrcO3k+tMaExFEoV99LzCPdtu8C7h70VKrWGnJKKZs+7WVviYmXBHmdPiIuDl16CZcsgLIzohPsYiUWcSk0zuKevpzdmEgn7UwyVlMb7hpNYVkhciT5SnuAViUggYHO6fpa1o40fgRZubH54RsdxKxaKGOc+jLTqB1wvvaO71tXEmy62/blQdJj8Or2RFwpEDHJ9F1ORLYezP6BG2XSG284kmii3XVhI2xFX+A/iCt9GoWpKmvGkqJDd40buDFSaWjo5r8ZC2nTcq1pZRGzpLgIs+mNnpB+7qlFWcrfsEhE2PZGKtI6dUq3URezC+nnW26XaZ97BRssIlFiRjxoNwVbazz6tohgN4GulNa5ZldrP101nXLVjOfZmDZFrPRWikWHk2lrGDDDYe9xctR30WY9kzcI7ajtc79zMaPaZhUR6Ez0ghG2/nKakoPm1+N9GdWUtKz7bx2uTfqCyvIaPVszkH1890yqNalpyPq++sJpdW64wZlJXvvt1Fm6edi3eA3D1WhpzX1rL75suMWhAKOtWPs+gAaF/am/IyCpmxebzTHxlJR/85wA1dQrenj+Yrf+ZzZiB7ZFK/jvJ18TMAtzsrTA3+eNKYH+JcRWif9gNrfGNF7m1hQllFYat7J4e2g8344Hh8HZEZx/EYiEXzzX15gGkRhLm/3MUGUl5rP7q4FN5/21FcX4Fy9/fydxh33D7Ugpzlgznm80v4tlKh11pcRWfvLudj97cio2dOctWP8+wUa0X6S9fTWX2vNUs+/E4fr6OrPxxFtMmRyNupUnqccjIKubnjecY//KvvPzRVk5cTKBvt0DWfP4s338wieiOPv8Vo9qAC7Hp1MmVRId5t/kef2ftOknMaTpu04Ae/l6cT3mAzNgEli+Hc+fA2BhpTAyr9u3l/M1bBo0uxmIJw3wD2ZucQIVM79yN8g7BVCxhTYKeacfRxJKhbqFsSb+uo0MUCARM9x7Aw5pCDufqr+1lH4WbiTO/ZWxHrtJ3xw91noKxyJTND5ejVOujKGORFUPdPqJOVc7+rDeRqwwVfrTv1YVOLuvwsZ5PXtU+zmb2I73sV2QtkEc8DpWy+9zOf5krORNQo6CT8yosjJp2f2s0Gs7mf4cGNV0fiVrPFx1CoZETbaevId8ovUuNqpZoOz170+XiBDxMHXAy1hqzW8XaLEEHW21NNaFUyzAVZKVN02XUa+16WWmvz6/SNrE51qsfldfWk67Xj+Yo6kXQjST6+XqRUGCw71jVd+k33nsa9p0HDw2fn4OjJZ7e9lxrISM2e8lwVEoVS9/e9j9VwqmrlbN95RlmD/iSPesuMHRSV1YcfI2u/Vru3JfLlaz75RQvzfyVgvxyPvhiEi++NrTVGml6RiFvvLOFN/+5DYVCxb8/nsBb/4jBso0TDI+ipLyGLQdvMvut35n62lrW77qKp6stXywZzaalsxjZP/wP72ltQVWNjAux6XQN+XOZuL+k5tp85KpffLZWplRWy5ArlDrPxL++ISkltYCQYH0XqrmFMZFdfTl38j4vvDyw2c0+qn8Io6Z3Z8+6C/i2c2Hw+C5NrnmaqCyvYdsvZ9i7/gIqlZqYKVFMebE/Nq1012k0Gk4cjuWnpUeoq5Uza34/Jj7bvdWFlJ1dyvc/n+Dy1VQ83G357KPxRHXz+0OGr7yylmMXEjh45h4JqfmIhAK6dvBmwdRe9OrsryP5+F9g34V72FmZERXq3eZ7AlzsEYuE3M8sYHCH5qXthoQEsP1GHBdTH9CvnZ82NXz7NnzyCV0//5xN166SYGpM2Esv6hbrjPCObE+8x86ke8wM184CWkqNmeTXgQ3JN1nSsS/OptrPd15gbw5mxbEu9TKvhgwAoLdDGKGWnqxKO8IApwiMRVLEQhGzfSbzcfx37Mk5wkQPbS3VXGLFRI8FrMv4kv056xjjrpd5czQOYqjbRxzMeodDOe8xwu1zRELDmp5QIMbfZhGOpoNIK/uBlNJvSS1dhoNpP9wsJmFnEo1A0PyaUqnrqJTHk1G+msKaE4iFFvhav4yn5XQkouab1G6U/E561QW6OyzASqr/btaparhQdJBQyy64mOhnGU8XXMJWak17a+1mX62s41ZpKhM89H0T14sz8DKz1TUzxZXkYyKS4GupTS+mlZUgFYl0NdfcykqMxCIdW1ODcbWsjzxk9cZV2ui7JBYJdUYXtPsOaDf3BpiZGeHsZEVqWlP6yOhegWzbeInKitpmR+HcfRyY9+5Ilr+/i4/mr+WdZc9i0krm6c9AIVdyeOtVNv98kpKCSjr1CmTma0PxD229a/9+XBbffrqPB+mFDBgazoLFQ7BsRRi9qlrGuvXn2bnnBqamUl6c158xIyPbPL3QGDK5knPXUzh0Jp6rdzJQqTUE+jiy8Lm+DOwRhL1N2/RnnwaOXEtEJlcyuueTiQ88ir/IuOo3fYm4aeTaIGhbWl6j6zp1crTE3Nyo2UXeq38IVz/ZS3Ji7mPrkXPejOFhSgFL395OZmohM18f+lQ4LBsjP6uEXevOc2TbNWS1CvqOjGD6wkG4tCGlUpBXzn++OMC1SymEhLvz2rutSzbV1sr5fdMltu28hlgsYv7zfRk3pvMTL26lUsWVOxkcOH2P89dTUarUBHg7sGhGXwb1aPfEAsNPA6WVNZyPTWfqwMgn4gWVisUEuNhzL6tpLawBXX08sDQ24kh8sta4AhgbwyefoBo7lsKxYwl75WU4eQJ++AFcXAh3cKajkwu/xd7iubCOOnL42cFd+C3pBmsTrvNWpJalxt/SkSFuoWxIu8JM/2ispaYIBAIWBIzg5Rs/si3zHNO9tUY3zKod3e06syf7CL3su+FsonUiQ6260NthJGcL9+FtFqybfQXwNOtKP+c3OZH3GYdy3meI6wdIhE03d0ujECKcfqBankZ25XZyqnZTUHMMoUCKsdgVE7EbxmI3JEILqhUZVMmTqVVmApo2GVWA9MrzXC1aTaDlIDrYTDQ4d6noCLWqagY4jdcdK5GXcassjtFuQ3Qp4WvFSSg1KnrYa5vA1Bo1N4ofMthVT8MZV5JHiK2jLp2bVlaKt6W17ufcyiqczS10e0t5rQxLYyPd+QYxB6lYv+WJxaLH7juN4efrSFp600xIrwEhbFl/kVNH4xg1oXmHffjkKIRCIcvf38nbM37lo19mYWX7dL9P1ZW1HN1+nd2/XaAgu5Swzj68vXQaYV1aZ0WrrZWzbsUpdm25gp2DJZ98O4Wu3QNavEet1nDkWCy/rj5DWXkNI4ZFMGdmL6xaMcaPQqPRkJCWz4FTcRy7kEBltQxHO3OmjOzM0N4h+Ho8nXGdJ8Wec7H4u9n/qTEc+BsZVwMP0lrvQTYYV4FAgJ+vIynNepBBiERCzh6Pf6xxlUrFfLxyNr98to/tK8+QkZTHG189g2UbBcsfB41GQ8Lth+xed57zh2MRCAX0jYlg/PO98QlqvVaoUqrZu+Maa1ecQq3WsGDxEEZN6NKi4ddoNJy/mMz3Px2noLCSwQPDmDu7D3Z2T+bd5RaUc/DMPfYcj6WotAprSxPGD+3I8D4hBHj/eXH0P4PDVxJQqdSM6P7kPMch7o4cu5Ns0PXZGFKxiP7t/DiZkIpcqTKIZiSdOrF95SpMli3n9UOHEAQHw7ffwqxZPBfWkcUnDnI+6wG968dyPMytGebZjo3Jt3gprDsWUm1ksiCoN4ez7/FbymUWhmjHTdpb+9DTPpQNGacY6doNa6n285ruPYFbZXGsSPud90Je1RmdYS5TeVCdxPasn3E18cbRWB+BBFkNQqWRcyb/W3ZnLibG7TNMxc03jZhJfQm0W4K/7asU1pykXBZLnTKHWkU2FbL7KNUVmEq8sJAG42I+CnOpP7bG0S0aVYBiWRrHcz/D0bgdfZ1eN3jWclUdZwv3EWTREXdTvbLKucIraNDQ10Hf3HSh6B6WYlNCrbTRbVJFARWKOjrXCyKoNRriS/OZ4KdXdkkrKyHITr/55lZU4mKpzwyV1dRibapv3mvQhzb4rEUig4yZjWXDvmOYbvf1ceDSlRTkcqVBijSwnSsB7VzYt/M6I8d3fmymaOikrljZmvH54o28PuVH/vXrbFzb4HC3hqy0QvZtuMixndeprZYTEunNwn+NJbJnYJuyVtcvp7D8q0PkZpcyYlxn5rw0ALNWIuuU1Hy+W36Ue/dzCA125d+fTCSojUpfDaioquP4xQR2Hb1D6sMipBIxfbr6M6JfGJ3CPJ8av/AfQUpWIfEZ+bw+ue+fLnn9JcZV2Ni4iho8S/0it6v3IItLDRd5gJ8T+w7eRqFQGURnllYmdOsZwME9N5k0vQeWVs3n+sUSES9+MAbvIGd++ngvc4d9w/g5vRk0vnOrQ9SNoZArib2WxuXj8Vw6EU9RXjmm5kaMm92bUc91x6GNNIK3rqfz09IjZKQW0DnKj4VLYnB2bfne+PvZ/PzraWLvZeHjbc+yt0cR/gQMS1U1Mo5fSODIufvcSdA2gXXr4M3rc/rTI9L3v1rLaCsqqutYd+ga4b4uf2jOLMzTmR2X48goKMXHqXmDMyQ0gN234zmXnMGAYENZrbEd2jOmT188Z85g0vJlMGcObNzI8J9+5FMTU365fU1nXAHmhXTjwIP7rE64yqL2Ws3MAEsnhriGsC71EpN8OuFsomUVmuc/nJlXvuHHlP28EzIZAFupNc95TWRF2nr2ZB9hrPswQMsvPM1rMf9JeoM16Z/zcsCnmIn1Bi/EOgZTsQ1Hcz5m24N5DHH9EGeTxyuZCAVSnMyG4mQ21OD445yQllAmz2Rf5htIhKYMdf0XYqHhpnwsfxvVqkoGNopaVRoVx/LP0s7CHxcTbd+BTKXgQtF9etiH6JqNLhVom5s622uNa0p5ETVKBeG2zvX3KHlYWc5wP31jVXZFBT289DWy0pparE30+4CsPnI1ahS5SsRCndEFLa+5qbGkyb7j7+eIWq0hJTXfoCQFMGpCF775ZC9XLiQT1bP5MgRA9MBQPl3zPB8tWMecgV8yZmZP+o3sSECYW5ufvVqtJjkum2unE7h6OoHkuCzEEhG9h7Vn9IyeBIa3bR/Izizhl2VHuXQuCTcPW77+8TnaR3q3eE9BQQWr1p3j2Ik4LC1NePMfwxk8IKzNhlCpVHHpdjqHz97n/PVUFEoVgT6OvPH8QAb2CMLC7OmQ2fwZqNRqvtx4ChMjCcO6/TlmOfgb1FwbjGTjURrHeh7Z/GJD2rGwUHe277pOckpek0U+Y24/Fkxfwaa155i3aHCLv3/45CiCI7xY+eUBVn91iDVfHyaogwdd+7Yjskcg5lYmiMVCRGIRIrGQwtxyHiTnkZGYR3pSHkl3M6murMPIWEKnXoE89+oQegwOw9S8bfWUnKwSVn5/nPOnE3Byseb9zyfRo09Qi1+yvLxyVqw6zemzCdjYmLF44RBihrZvU2pbo9EQn5LHnuN3OX4xgTqZEh93O+ZP6cmgHu1wcbRq0/v+X2HpljOUVtbw3cIxf+j+bgFaQpHLSQ8fa1x7+ntjb27KzltxTYxrmJMTUZ4e/KewiNHHjmG0ejUsWYJRhwiWvziPaT5VXMvNoks9gUG4nQvDPNvxS/wVpgZ01JFKvB46iFN5iXwdd4yvu0wAwMvMkale/VifcYJ+jh2Ittd+ifs5dieuPIEtmXsJsPAhzKodANZSO2b6vMmK1I9Ym/4FL/i+p+u6BfA27844z+85nPM+ux++SnfH+YRZjzHg9G0NT2pY82sTOJzzPhrUjPZYasDEBJBcGcuZwr10sxuEl5neAF4uvkmhrJgZ3vr08YWieKqUtQxx0XPanslPItDSUaeGc61A29zUxVH7uSaXFKNUqwm21/7eOoWC/KoqPK31jmlxVQ2u1npHRKaoN66NukulYrGBUw/gYGdBYbEhUX9YPc933L3sJvvOgKHhbFp7ntU/naRLtH+L38ewzj58v3sRW1ecYv+GS+xeex43b3v6joggvKsvZpbGmJobY2ZujEgsJC+zhKz0QrIzishMLeDO5VTKiqsQCAS0i/Bg1j+GMWhcp1Z7ORpQXS1j05pz7Nx8GYlUzPMvDWDMM91abFiqqZGxYfNltu+6jkaj4ZkJ3Zg2OarNI325BeXsORHL/pOxlJTXYG1pwtjBHRjaO4QgH8f/akPkk2LlvsvcTMriw1lDsP6DZP2N8ZdHrg1pGrlBY4EZYpGQgkeMa3i9/NrduKwmi9zHz5HBMRHs3X6NURO64OLWMkuNTzsXPl45m9T4HK6eTuDqqfv89t1Rfvvu6GPvkRqJ8fR3otfQcLr1DyGiuz/GT6BuX1VZx8a159iz9SpCkZAZc/syYWp0E17kxqipkbFxyxW27riKUCjguWndmTyxGyZt+L0yuYJDZ++z88htUh4UYmIkYXDPYEYNaE+wn9PfamE34PStFPZdvMes4V1p10biiEfhZmuFi40FV1MymdKredEAsUjI6IgQ1l68QWFlNQ4WhuWBeV27MGv7TvYmJjFx/nyIiYEFC4j+5jsOeLlzKjWTLt8u112/pGMfjmcl8d3d83zaTRsZupvZ8HxAT35MPMNE7046zuEZPgO5UHSPL+5vY13U61hJzBAIBMz1m0ZGTSbLklfxefg72Bpp17CXWRBTPBfx+4NvWJX+GbN83sZYpP/y2xv7McHrZ07kfsb5gu9JLD9CT8dXcDFt28B/W6HWqLhR/DvXi3/DTGzPSPevsTXyNrimWlnJlofLcTByZaTrDN1xjUbD/pxjuBg70clGn949nHsdByMrOtpoNV4r5LXcKH7A7AB9jflaQSaOJuZ41qvhxBdpS0MhdtrSxcNy7biRp7XeSSyuriHcXZ+urNMZ10ZpYbHIoBwFWsf+Uafe1tYcVxdr4uKzmfTIMxGLRcyY15d/v7eTU0fjGDisZVFyJzcbXvnXOGa+PpSLR+M4te82G384geb744+9RyAQ4OBiRYcoP7r2bUenXkFPVLdVKdUc2nuTdb+epry0hiEjIpi1oD+2LZSR1GoNh4/FsnLNWUpLqxnYP4Q5M3vj7NS6I65Wa7h0K42dR+9w+XY6AgR0j/Rh9MD2dOvg/bfIjj2K6wmZrNp/heHRwYzo0bqObVvwlxhXSxO919PQYNDYuAqFAhxszckvMpwPs7Uxw8Pdlti4LCY3I+U2Y25fTh2LY/VPJ3n3k/FNzj8KoVBIQJg7AWHuTHt5ICWFlcTfzEBep0CpVKFUqFEpVdg4WOAd6IyLp90faoJSKlUc3H2T9SvPUFFew+CYCGbO64edw+M9TrVaw9Hjcfy65gwlJdrFPXd2HxwcWqcVLC6rZsfh2+w+doeyyloCvB1Y8sJABvVoh5npf69b8c9AqVTx6/7LrDlwlQB3e54f2TbauOYgEAjo4u/B2fg01GrNY1NX4yNDWXX+Onvv3GdOT0Nlj57eXoQ4OvLLlWuMCw1B5OEB+/bB0qUEvfEGQd99z+1ZLxARrt1MvS1smRYQyfqkG8xq1xl/K206+/nAnuzJvMPHdw+ws998pEIxUqGYd0MmM/faMr5L3M0HYVqqQGORMa8FzuWd2C/4T/Iq3gtZrEuVhlt3Y4pmEZsfLmNV2ifM9n0HE5F+gzUWWTDc7TNSKk9ysfBndmUuJMBiINEOc5tEln8EZfJMjud+RkFdAgEWA+nttAgjkeHmrNFo2JH1M9WqCmb5vK1TvwG4dply9AAAIABJREFUWnKbtOqHzPebrqspF8kquFqcyFSvfjr91vMFKag0Gvo6Bepe82pBJl0cPXTOYHxxAaZiiW4M52GZ1rh62Wh/VqnVlFTXYm+ufz6yem3Xxg6lVCJqErk62VmQntmMVmuYO1eupjWbQu8zIJSt6y/y269aope2NBRaWJkyZGJXhkzsSklBBZlphVRX1lFTVUdNlQyFXImzuy1uPva4eNq16IA/DhqNhmuXUvh1+XEepBcS3tGTed8OJjC45Zn32Lgsvv/5BEnJeYQGu/Lph+MIbsOcfIMzv3nfdR7mlmJvY8as8VGM7B/+1OhQ/xu4nvCQd389hLujNW9NG/DUXvcvMa42jZTdpfULUa4wJHhwsrckvxnpt/Awd86dT2qWdszOwYIJU6PYsPocMWMjiej0ZBqitg4W9Bzy9Lx9hULF8UN32bzuPLnZpXSI9GLeosH4t9LodONmBitWnSY5JZ/gdi58/P7YJpH6o9BoNMQl5bD14E3OXE1BpVbTs5Mfk0d0IiLY/W8ZpQLUyRTsvxTPxmM3eJhfxsjuofxjaj+D9N0fQRd/d/Zeiychp4AQ9+YjYB97WyI9Xdl6PZYZ0YZdyQKBgHndurBo3wEOJyUT0y4ITp2CTz5BYG3Nt4P7cTUtns1h4bpn+0p4D3akxfLx9eOs7f8MAoEAY5GEf7YfzoLLG1mReI5XgrUdxQEWbsz0GcSqtCN0swtiqIvWuLubujLXdxrLU1azNmMLc3ym6F4/wqYHYqGYDQ+WsiL1I2b7vI2lxMbgPQdYDsDbvDs3izdyu3QLyZXHCbQchL9FPzzMOiMStH2T1mg05NfdJ7niBPfLDyASSBnk8h4Blv2bvf5i0WHiyq8S4zIdN1P9d0+ukrPhwU7cTVzo7aB3mo7m3UCNhiEu+nnXU3mJ2EhNaV8/35pVXU5uTSVdHPX1xHuFBbSzc9BlwB6UajnHG9LCZTV1qDUa7M313asyharJmpJKRE32HUc7C4rLqlEoVbpmS9Cmho8ciyMzq0Q3+9oAoVDA7AX9eXfxRnZtucKkZw1FIVqDraMltn9A+ONx0Gg03L6RwcbVZ7lz8wGu7rZ88MUkuvduufT0MLOYlWvOcu5CEg72Frz75kgG9Gudgzwrr4ydR29z6Mw9yivraOfrxEeLYujXLeBvGaWC1tk6eSOZXWfvcjMpGzcHK75cMAJT4z/O2/wo/jJu4QY0zLHKHxmydnWy4uqdjCbXd+3sw8HDd4mLz6ZDM/Juk6b34MyJeL74cDc/r5+HlfWTtYc/DcjlSo4euMOWdefJzysnMNiVBYuH0K1HQIsLNSk5j19Xn+H6zQycnCx5Z8kIBvQLabFpQKlUcfJyElsP3iQ+JQ8LMyPGD4lg/NAI3J3/ewTuj4NarUGlVqNUqVGp1MgUSmplCmplCmpkCsqqaknPLSY9p4T03GLScoqpkysJ8Xbim5dH0yfCr/Vf0gb0DvZFLBRy+FbiY40rwIzukSzavJ/9sQmMiTDsTB4aGECQvT1fnz3PkNOnEL/yCgQFIdi3D+eaCq6cPcbe5ARGB2rrprbGpizu0It/XT/OrvQ4xvlqHbU+zoGM8mjPisSzdHf0pVN9F+w0r37cKEnm64Qd+Jm7EFCvBtPToSsParLYm3MUqVDKdK/xunUTZtWNGd5v8vuDb/g++R1m+bxlMEMKIBGa0M1hDu2shhFbtpPE8iMkVRzDSGiOj3lP3EwjsZK6YilxwURko3tthbqOWmUpVcpCHlRfIqXiFJXKfEQCCb7mvYh2mP/YKDix4hZ7c9YQYtmZXg4jDM5tzzpAvqyQf4a8qlP7kakUbH14jkgbf7zMtOndWqWck7mJjPBor4tkz+Zom5t6OmuNtUKlIrYon6khenGFlOJibE1NsKlvYMqvrCeUsNBH1rVyBSZSQ8dCKhY3Ma5uTlZoNJBTUI6Xq75e36m+4efq9fQmxhWgc5Qf0b2DWPfLKaJ6BODp8+ezBU8KjUbD1YvJbFp7nvjYLGztzVmweAgjxrU8nldcXMW63y9w4PAdjIwkzJzek0kTumDSgqHRaDTEJuawaf91zl5LQSgU0qeLP+OGRNAx5H/vzGs0GlQqNUq1GqVSTZ1CiUyuRFb/f0FZFdmF5WQVlpFdWE5cWi7l1XW4O1ixcEIvJvWPwFj6dGf4/3LjKhYJEYmE1MkVBsc9XWw4ePoe1bVyzBrVF7t08kEiEXHhYnKzxtXERMo7/xrHoudX8/XHe/jwi2cQif83RFQV5bUc2H2DPduuUlJURXCYGwvfjKFzVMuEDnl55axce5YTp+KxtDDmxXn9GT2iY4uNBrV1CvYcv8vmA9cpKK7Cw8WG12f3Z1jf0KfifZVX1ZJXUkl+SSV5JZUUlFZSWllLRU0dlTUyKqrrqK6TI1cokStUyOr/V7dR7NnRxhwfFzvG9g6nX2QAHQPa3jXZFtiYm9Aj2JuDNxNZFNPzsdyjg4L9CXZx5MdTl4kJD9IRu4OWIm9Jr+6kzZqN+Pw5rXTd5s1gaclktZqtCbF8fPEU/bx8saxXX3kusBMHHtznX9eP09PZRyeJ9l77GG4VZ7Lk+k529puPldQEsVDEh2HP8sK1//DPu7/xa9dFWEq0zuBUz7HI1QoO5B5HLBAxxXOM7vm0s+zIfL9/sSb9c5Ynv81wl2l0tx+mS7c2wErqSk/Hl4l2mEdW9Q1SKk+RVnWOhIrDumvEAmNMxNbUqSpQqPXznUJEuJt1pov9LHzMezRJATdGbNllNj1chrOxJ1M8Fxq8j7SqB+zLOUY/xx6E1zdpAezNvkyJvJIPw/TqOcdy71OrUjDCXZ89OpOThruZlY484n5xIXVKJZFO+uxPclExAXZ6g5dXrs14OVvp33ONTN7EuBpLxZRV1Rocc3fROqRZeWUGxtXF2RoPd1suX0lhwtim4uACgYBFb8Ywd+pPvP3qBj5f9iweT0lWrTUoFCrOnohnx8ZLpCTl4eRsxcIlwxkcE4HUqOVmpc3brrJtxzUUShWjR3Rk+rTu2LQw165SqzlzNYWNe6/VO/PGTB/TjQlDI54K0UOdXEFeSSV5xRXkFFVQUFpJeXUdZVV1lFfVUlFdR41MoTOadXIFCqUKlbpt+46ZsRQ3Byu6h/swskconYM8/mujP3+5cQUwloh13XwN0C/yUoJ89JGHqakRkRFeXLiUzIK5/ZrdkP2DXJi3aDDff32If76+kX9+OgGzp6Rb2hyyM0vYteUKR/bfRlanoFM3X954bzSRXX1bNBiVlXX8vukiu/beRCAQMPWZKKY8E4V5C7NmldV1bD98m60Hb1BeWUfHEHfeeH4g0R19/9AiUShVJD4sIOFhAWk5xaRmF5GWU0xppeGmIxYJsbEwwcLUGEszY5xsLTA3lmIkFSOViDGSiJCIxYhFQq3DJNQ6TUYSESZGUkyNJJgYSbAwNcLL2QYL0/9+631MZDvO3EvjemoW3QKapzITCAS80j+aFzfsYffteCZ2alQWqKig96JF9Dl/jo19+hGzdStW5toNRCQU8knvgYzesYFvrp7no14DdMe/iIoh5uBq3rt2hJ97j0MgEGAmMeKrLuN59uxqPry9j2+7TEQgEGBrZMG/wqez8MZPvHf3N77u+DwSobY2ONN7EiqNij05RxALxUzy0KvhuJv6sjjwK7Zl/cTenLUkVN5iksdLBmniBogEErzMo/Ayj0KlUVAuz6FCkUOlIo8KRQ41ylKMRVaYim21/0Q2OJkEYyxqvXnlXOEB9uesw9M0gJk+b2LUqNFKqVbxc+p6rCQWTPfS90DIVAo2PjhNR2s/Imz0mYptGTfwNLPVzbfWKRWcz81gvJ8+9X4jLweASGdtDVCj0ZBSXMyYUP3oRF6FNnJ1bjT3WiNTYPqI+IORREzdI3zj7vVjdFnNiIT07hnEpq2XKSyq1GlMN4atnTmfL3uWd17dyGvz1vLZd9MIaNd2XuwnRUV5DQd23WDvjusUF1bi7mXH6/8cxYChLdMDKpUq9h+6w7r1Fygrr6Fv73Y8P7M3bi00gSpVao5fSGDdris8yC7B3dma1+cMYHif0D/E2qZWa0jPLSY5q5DkzCKSswpJzS4iv9SwU1sgAEszY6zMTLA2N8be2gwTIynGEjFGUjHGUjESsUgXpIlFQsRCIUZSMUb11xhJxNhbmeHuYI2VufH/LKr+WxjX5ha5R/0iz8w1NK4A3aMDWLrsCGnphfj5Nk92MGpCFyRSMcu+OMCrL6zhnU/G49NGTde2oLpaxrmT8Rw/eJe7tx4gFgvpPySc8VOi8GmFO7iuTsGefTfZsPkyVdV1DBkYxuwZvVpsViopr2HrgRvsOHKb6lo53SN9mTG2K+FBTyZIXlZZy/XETOIz8ohLy+Neei6y+pS8mbEUX1c7enfww8fFFhd7S5xsLHC2s8TWwvQvHe7+I+gT6ouZkZR91+8/1rgC9A30ob27Mz+dvsKo9sHa2lxGBowcieD+fXK/+ooPNEIyrt3gnX59dPeFOzgzPTSC3+JuMTYwhIj6aMrPyo7F7Xvx+a1T7M2IZ7SPtvuwvY07rwT3Y2n8CbY/uMlEb22tMdTKizeDJ/JJ/Ga+vL+Nt0OeQSgQatVVfCaj1KjYkXUAAQImuMfoNgdziRUzvd/kcvEx9ues49vE1xnjNof21tFNotgGiAQSbI28sDXyavZ8W6HSKNmf8xsXig4RZtWVKZ4LkTwy67o35wgParJ4PXAeZmJ9eWZv9mWK5RW8HzZVdyytspAbxQ95LURPYXo+L4NalYJB7nrGoGu5WbhZWOLaiPawSi4noBGhRH55JWKhEDsz/e9sLi1sJG3q1FtbmGBuakRmM8Z12OBwNmy+xNHjcUybHN3kPGgd+6UrZvLWwt9548V1vPvpBLpE+zf/EP8AlEoVN6+mcfrYPc6djEcmU9Kpmy+L3x5B5yj/Fr+jarWGcxcSWbX2HJlZJbQP9+Cz58e32Kwkkys5dOYev++9Rk5+OX6e9nz86gj6RgU8kRJNTZ2cuPQ87qXncTc1h9vJ2VTWi7CIRUJ8XGyJDPLAy8kGF3tLXO0scbG3wsHa7Kkr3vyv8LcwriZGkibG1dPVBqFAQEZWcZPre/cI5McVJ9iy/SrvLBnR5HwDho3qiIubNZ/+cwcvz/yVqbN6tTr60hLKy2q4eS2Ni2cSuXQuEblMiau7LTPm9mXoqI7YtTJvJpcr2XfwNhu3XKakpJounXyYO6evjje5OeQXVbBx33X2nohFrlDSr1sgz43rRmAbGZRkCiW3krK4Ev+Qq/cfkvhQO8YgFgkJ9HBgXJ8ORAS4EurtjJOtxd+28emPwEQqYXinduy6Esf8wd1wt2ueoEMgELB4YA9mrd3BirNXWWisgbFjQaGAI0dwGTCAiUeOsvbGTWLaBdLBRR+NvN61J0fTU1h84iD7J07HTKJNyT8f3JVjWUm8e+UwYbbO+NWrucwJ6MHlwnQ+uXsQb3M7uth7AzDYpRO5daWsSjuCiciIxUFjdSLqc32nodao2Z61n/y6Ql7wnYaRSKp779H2g/EzD2XTw2VsfPgdpwp2McBpPGFW3R5rZP8MsmrS2JO9mgc1ifSyjyHGdXqTudp75Ylsy9xPtF1nutp11B0vk1exNv0YnWz86dgoal2XcgmpUMQYT/3o1L6MeKykxkQ5aR0BlVrNxeyHDPDW33cvX7uegx31Nc6c8kqcLM0NDE21TIGjlWG6s7l9RyAQ4OVmS0Z2U9UhNzcbIiO82LnnBhPGdjbQdzW4ztOOb3+ZxT8Xb+TdxRvpPySc6XN6t0lZpjnIZUruxWZy7kQ8507dp7ysBnMLYwYMa8+YSV3xfkyA0QCNRsOlK6ms+e0cKakFeHna8elH44lugX+8pk7O7qN32LT/BsVl1QT7ObPwub707OTXJidbrdaQlFnA5XsPuHQvgzspOTqqSU8nGwZ0CiAiwJ12Xo54OdkYNI/9v4K/hXE1NhJTJzOsuRpJJXi62pCU0ZTT09ralDGjItm6/SrTJkfh5fn42kZEJx9+2bCA778+yLpfTrNl/QW6RPsT3SuIrt0DHsvmpFKqyc8rI+thMbG3H3LjShqpSbloNFpGqCEjIhg4rD3tQluvFSoUKg4fi2X9hosUFlXSPtyDD94ZTftmasYNyM4v47ddVzh0Jh4NMLRXMM+O6WpQB3ocqmq1qg6nbqZwITadWpkCsUhIB39XFozpQddgD4I8Hf9rck1/J8wb1I191+JZdvAiX04f/tjronw9Gdm+HXk//IjmwDYEXl7a0ZsgLQnC2337cC79AUsOHmHPc9Mwlmg3VksjI74dMIype7fy4fmTfNVPO+MqEgpZ1nMMIw+u5sWzO9k1bAamYilCgZBvukzg2bOreeXKZjb0noOfhdYwPOc9gBplHZsenkEqkvCS/widgZ3vNx1nYwe2Zu4jsyaH14Pm4WisX/eOxm68HPAZd8oucDx/O78/+BZnYw8GOE0gzKorIsGf/6yza9I5lr+V+IrrmIjMmOr5qgHncQOSKtP4MuFHXEwcmes7zeDcitRD1KhkLArUE4QU1FawO/MO4zw7Ym+sTbtXymUcyUxiol840vo6+J2CPMpkdfTx0Hci383LQyQQGBjXzJJyPGwMU9rVdTLMHyEUMZZKmuw7AP5eDpy8lNTs2M30qd1ZvGQTBw/fZezoTk3ubYCDoyXLVs1h3S+n2LfjOiePxNIu1I2Bw9rTZ2DoYxstNRoNFeW1ZGYUcedmBnduZhAfm4VcpsTIWEJ0r0D6DQqjU5Rfq2o1Go2GazfSWfPbeRISc3F1sebtN2IY0C/ksSOFldV1bD90iy0Hb1JRVUfncE8+XDicyFCPVvc5pUrNzaQsTlxP4vStFIrr1YUCPRyYOiiSzu08CPNxwfJvwMb0v8DfYnc1NZJS08wiD/Rx5M795nVap0zsxt79t1m7/gIfvDu6xde3sTXjvc8mcj8uiyP7b3P5fBLnTt5HKBLg4WmPkbEEqZEYIyNtrSsvt4y87FKU9QLLIpGQ4HB3nnuhL5FdfQkMdm3TvKtSqeLI8Th+33iJvPxyQoJdefP14UR29HrsQs0tKGftziscPHMPkVDAmEHtmTKyCy6tzLfKFUrO3knjwKV4Lt97gEKpws7SlGFRwfSJ8CMy0B2TNgqO/78ERytzpveJ5NfjV3muTyRhno/hQVWr+fDKSUx3beB+u1DanT+DoFGTjIWREZ8PHcyMbTv45twF3u3fV3cu2s2TlyKj+P7mZXp7eDPSX9u442pmyXc9RzPjxGbeuXyIpT1GIRAIsJaa8nP0NKacXcm8i7+zqc/zOBhrswbz/WOQq5VsfXgWiUDEXL9hOgM7zn04PmaeLE9ezdux/2ZhwBw6WOs7nEUCEZE2vYmw7sGdsoucyN/BhgdLMRGZEWrZlXDrKALMwxEL274O5Ko6MmoSuVR0hHsV1zAWmjLIaRI9HYYbzNk2IK3qIf++vxwriSX/DHkVU7HeeY0rz+BAzlWmePbB21xfOlmbegmVWs3sAP0Iy8GHCchUSl3HNcCZzHSEAgG9PPQp7di8fALt7TGR6P+mrNJy+rczFAOvqpNj9kijn6mxhBqZvIkR9fdyYM/xuxQUVzaZz+zQ3oP2Ye5s3HqZmGEdWjRwRsYS5i4czLjJUZw6FseJQ7F8//Uhfvz2MNY2ZlhYmmBhZYKFpQkKuZKCvHLy88qR1Yu1CwTgG+DMiLGd6NDJm4hOPpiYtt6sqNFouHn7AevWXyD2XhZOjpb8Y/FQhgwMe2wttrpGxtaDN9m0/wZVNTJ6RPoyY1w3wgJbnm/VaDTcSs7m4KV4Tt1KobyqDhMjCT3CfejdwZeuIV7YW/3vhT/+DvhbGFcTIwm1MnmT4wHejhw9n0B5Za1Oa7EBVlamjB/Tid83XeLZKdGPrb02RnCYO8Fh7qjVGpITcrh4NpHMjCJkMiVymYLqKhkqlRpvHwd69GmHu6cdbu62+AY4tSpS3hgqlZpjJ+6xfuNFcnLLCAp0ZtHLg+jW5fENTvlFFazbeYX9p+IQCASMHdSB6WO64tAC57FGo+Feeh4HLsVz5EoCFTUyHKzNmNC3AwM6BRDu5/J/bb3iaWJW/85svxTL0v3nWblgfNPPoLoaZszAdMcOUkaP5ZnQaD7LLmSEnWEar4e3F1MjOrD2xk0GB/rTxV0/e7moczQXsh/wzpmjRDi64GGpjZx6ufjwWofefHPnLCG2zswN0ZKfuJvZ8FPUVGacX8uCSxtZ12smZmIjbYNV4CgUGhUbHpyiSlnLq0FjdaMpHW3C+Kz923yT+DP/vr+csW7DGOc+DEkjgykUiOho04sO1t1JqLjF3fJLxJVf5nrpKYyFpviYB+Ng5Iq9kQsORq5YiK3RoEGhlqFQy6lT15JZk0JqVRwPa5JQaVQYC00Y6DSRXg4xzRpVgIfV2Xx6/z+YiU14P3QxtlJ9Gl6pVrE0YRcORlbM8BmoO14mr2FL+nWGuYfhYaaPLHemxeJjYUuEnX5zP/0wnQ6OztgYa/cCjUZDXF4+gwP1Nc1qmZzi6pomkWtVnRyLR4yriVSCRlNPMNGoHhvgpY2CkzMKmxhXgUDAc9N68I+3t3D4aCyjRnSkNdg7WjJxWncmTutOWnI+50/fp7ioisqKWirLa8jLLkUsEeHpbU/nKD+cXKxxdrUmtL1Hq7JvjfGoUbW3N2fRy4MYPqT9Y52Amjo5Ow7fZsPea1RU1dGzsx9zJkY36XN5FHkllRy8FM++C/fILCjD1EhC7wg/BnQKIDrUG+P/Dx35R/G3Ma4lj4ijA7q6YkJaPt06eDc5P2l8V3btvcnyn47z7RdT2txwIxQKCApxIyjkyZqBWkNtrZyDR+6yfed18vLL+T/svWV8FPf6/v+Ou7u7J4QIEIK7u7ZoWwp1t1M5PXU59Za2tNAWKO4J7hoIRAhxJe7JRtd35/8ghbBsEmgP7bd9/X/XqzxoZmZ3Znbmvj63XXeAv9MdZ6vWNbaxce9lEk9mIQgC08ZEsGzWoJv6yj2hrVPKwYs57D6bSUl1E0YGeoyI8mdafBgDQz3/H6HeBnNjI1aOG8RHe09zKD2fydHdLSFUVcH06ZCeDp99hs9TTxGydjvvHjhFlKcrbtaaxvXlEcM4d72UZ/cfZN+SxTeLZgz09Phq7BQm79jAo0cS2D5zAaa/5V8fD48nR1TPR+mn8DC3YpJn1/eH27jx6YC5PHFpK08mb+XbuPsx1jNAV0eX54NmY65vwuayUzTI2vh32H2Y6neF05yNHXgn/CV+ur6F3VUHudiUwgM+CzW8WOgi2VCrWEKtYlGqFRR2ZJLZcolKSTGF7ddQCtrRohvQQQc3E1+G2U/FzzwcH7NgDU3j25HfXszHed9ioKPP66HPYm/UTZSCIPBVwT4KO6p5J2LpzesA+KXoIhKVghW3yB0WtzZxub6C5yOH33xv6sWdXKuv5enYbu+2rKWFFqmUfs7d0YgKUZdak7ttN7nKFEoUKhVmxpoL5BtVrhKZQoNc/bwc0NGB/Ot1DI3V7ruOjvIiLNSN9ZsuMHpkyF3r7AL4BjjhG/DHZD17g0ql5mJyEVu3J5OdW/27SHVz4hVa26UMjvLhoXnxhPr3PuFGoVRxKq2I3WevkZLXpfccE+TOimlxjIkO+H+Eehv+FuRqbmJEh0Sm9ffQABf0dHW4mlvZI7laWBjz+KrRfPzZIXbuvsL8uQP/grPVRrOokz37UtmXmE57h5TwMDeeeHQM8XH+d02qU0eFs2TWoF7Dv4IgkFlSw87TGZxIKUCmUBHq7cSrS8YybkDgX9La8k/GgiGRHErP572dJ4nyccXFxhJSU7uIta2tK786ZQp6wEdzJzLv+808u20/vz40X2MGqJmhIV/PmMrCzdt4IiGRDfPn3uyN9bC05osxU3j48F6ePXGI7yZMR1dHBx0dHT6Nn0rd8XaeOZ+A9WgTBjt3hTZHOgfxXvQMXk3by6qkX1kddx/mBsa/hYgn42hkxdeFCTye+i0fRj6Ak3FXu4SxnhGP+S8n3n4Av1zfxvu5XzHINppl3vOwM9JuqdDXNSDEMpoQyy6BfLWgplXRRIOsGomqE0EQMNA1xFDXCANdI5yM3Xv1UG+FXK1gZ8V+EquP4WBkx6uhT+FsrCmgsLPiPHurLnKf10hGOHaHeWslrawvusgU9wiCrLqN+rrcyxjq6rEwoLu46UBRPgIwxa978syl8i4DP9CjO4JQ3NBViOTn0B11aPttcLrVbdKfN8i2QyzDxqLbQzQzMcTf04FreT2npHR0dHjy0TE89vRGvl97mheemdjjfn82ZDIFR45lsWP3FSqrRDg7WfHsk+OZOD6iT1LdfeQqmxNSaGmXENffmwfmDiaij/BvZUMLe89mknA+m+Z2Ma72lqyaMZhJg0Jwd7y7CWD/f8TfhFwN6ZRqh4XNTAwJ9nMmPbui12Mnjo/gwsUi1v5ylgGxPvh4/3XKKPkFNexJSOPk6VyUShVD4wNZMHcgYX14xI2iDjbsucy+49fuilSVShUn0grZfCyN7Ou1mJkYMn1oODOHRRDk+ftaiwRBoLG9k6KaJmpE7dS3dnT9a+ugXSJDrlTd/CcIAqZGhlgYG2JuYoSFiREu1hZ4O9rg42iLt6MNpkb3Tirsz4a+ni4fLJrIvE9/5fXNR/jBEfSWLQNHR0hKgohuo+9tZ8P7sybw1NZE3j90hv9M09QbDXdy4v0J43juwCHeO3Wa/4zt3j7G24/X40fy9oVTfHjxDK/GjwTARN+AdaPmMf/or6w8s5MtYxcRbtdFKDM8+6Oro8uraXt48MIG1gxehI1RF7HN9hiCu6k9b2b+ysrLX/Hv8PuJse1uTelvHcZ/I98gofoYeyoPkSa6xkjHeKa6jtMiuVuhq6OLjaEDNoZ//H3Jayvi++KN1Eg2dSCLAAAgAElEQVTrGOkQzxLvOZjraxLyhYYcvilMZLhDOKv8Jmls+zT7GAICz4R0yyk2ScXs/k3dyt64+7MSi/IItnMgwLa7iOtSeQWOZmb42HQvJorrm9DV0cH7lsrwVnEXud6qaQ5ddgfo0fb0C3bj4OlslCq1hizmDQQFujBv9gC27bxMcKAzUyf3PCDiz0B9fRv7D10l4cBVWlslBAe68OZrMxg2JLDXWhCZXMGuIxn8uu8yLW0SBkV689C8wb3mVAVB4GphFb8eTeVsRjE66DAs0pc5I/sRF+r9u9vyWjulXK9vplrURq2onWpRG/WtHXTKFEjlCqSKLkEIXV0dTAwNMTHU77I/Jka42VriYWeNp701HvbWOFqZ/SO6Gv4e5GpqRKdEu7AAoH+IO9sOpCKVKXoMO+jo6PD8MxN4aNVPvPTadj54e16frS3/K+RyJWfPF7AnIZWc3GpMTAyZPLEfc2bG4uHeeyVvS5uYTQlX2Hn4Kkqliimjwlk2O65XUu2QyNhzNpOtJ9Kpa27H08malxeNZmp82F0XJjW1i0kpruBaWS0F1Q0UVDci6tQUh7AxN8HJygJLUyPMjAwx1NfDUF8PHR0dOmVyOqRyqppaaZPIqG/t0FBgcrezYoC/B4MCuv7ZWfy9Cxc87K15ZeZIKp57Cb2kQzB4MOzZA07aYbpxof48NDSWdedTiPZ0ZXqk5nzH6aEh5NTXs/ZKKqGOjszv103OD0REU9oq4oeMFLysbFgU1iXVZ21kwvrRC5h7dCPLT25j6/hFNwX+p3n0w1zfiGevbGfp+V9YG78EJ5OuZ2OgXRDfDXiC169t4Ln0H7nPayQrfCfcFPU30DVgjvtkhtkPZG/VYU7VJ3G87hxxdtFMd52Ar3nvPb5/BI2yZvZVHeFo3RkcjOx4LeQp+llrD7UvbK/i7exNBFm48XrYfRptQSdr8jhQmcXjwSNxM+smx18LUpGplKwI6Y5CVbS1klZXzUuDht38myAIXCqvIN7LU8NmlDQ242FrpRFtaPutn9LK9HZy/c1z7SFqFhnixq4jVym4Xt9rqPTBZcMoLWvk0y+PIJMrmTNTW7npXuFGPnVfYjoXLhYiCAKDB/kzf+5A+oX3LjcoVyhJPJHJ+j3JNIo6GdDPixXz43v1VJUqNafSCtl4JIWc0jqszIx5YPIg5ozoh5PtXY62k8pJK6kiu6KO3Kp68qrqqRFp6sRbmhjhZN0lRGNubIiDpRlGBvoIgoBYrkAiV9LaKaGsQcTxjEKUavXNYx0szYjxcyfG141YP3d8nWz/lmT79yBXEyPUgoBYptCq6IsO82BTwhUy86sZ0K/nxncbazP++8EC/vXGTp56fhPPPDGOcWPC7tkNV6sFrmVWcOxkNmfO5dPZKcPdzYYnHh3DhHERfSoqtbZL2HoglR2H0pFI5UwYFsqDc+N61f1tau1k28mr7Dx1lTaxjNhgD16+fzRD+91Zgam1U8qF/FJSiytJu15NcW1Xj7CxgT7+znaMCvcj0NWeABd7XG0tcbA00zBCd4JcqaS8sYXSehHX60Vkl9dy/Fohe5KzAAhwsWdydBDTYkNxtPrfpdDuOaRSZnzzETpJhzgYEoPzug1E90CsN/DMmCFkVNTwn4Tj+DnYEuaque+Lw4eR19DIm8dO4GFtxWDPLhLT0dHh30NGU9HWyr/PHcfJzJyxv/VmuphZsmH0QhYe28T9xzbz69j7CLTu8h5HuQTxw+DFPJa8hcXnfmLN4EX4/tam423mxNqBT/N1QQKby06RJiritdCFN3V5ARyN7Vnpt5i5HlM5VHOSY3VnudiUioeJK7G2kcTaRuJr5vmHel8VagWpomucabhEuqjr957kPJqFntMx7iEXWylu5JWMnzHXN+H9yAcw1ut+r5tlnbyVsZ8gSyceDhx68+8SpYKN+WmMdvO72RcMkFCUB8A0/+7ZsMXNzTSKxRohYYCi+ib8HTQL0W56rreFhW94rh0Sbc+1f0jX56ZklvVKroaG+rz971m8+2Ei33x3gubmTh5cNuwPTc7qDeXlTZw8k8uJUzlUVomwtDRhwdyBTJ8ShbNz7wpaCqWKg6ez+WX3Jeoa24kMceOtp6cSFdrzQHWpXMH+CzlsPJpCVUMrHo53v5iXypWkllSSUlxJanElWeV1KNVqdHTAy8GGSG9XFgxxwN/ZDldbS1ysLbXsfF9QqtTUtrRR0dhKWYOI9OvVpBZXcjg9HwBHSzMmRgczNSaYIFeHvw3R6gh3qQV7LxEbGyukpKTc/P+95zJ5d/0xEj9agYudpicnlsqZ/NC3zBoXydPLR/X5uQ2N7bz9/j6ysqsYNiSQZ58a36dOZl+Qy5Vcy6zgcsp1Tp/No6GxHRMTQ4YNCWTc6FCio/oOjdxKqmKJnNFxgTw0Px4f954bySvqRGw4ksKBpBwUKhUj+/uzfPJAwnx6LzAAKK0XcSanhDPZJaRfr0KlFjA3NqSflwsD/N0Z4O9BqLtTj6GtewGVWk1uZT3JheWczblO+vVqdHV0iA/yYuagMEaG+f4uAv/TUF/fJQyRlITk32+ywNiL+rZO1j46t/f2HKC+vYOFP2xFqlCyacV8fOw1oxOtUikLNm+jpq2N9fPn0t+1W2CiQy7n/oRt5DU18sOkmYz07O7PLGxpZPGJLchVSn4evYD+9t2eRKaoiscubUamUvJe9AzGuWp6hafrr/Fp3i4kKjlLvceywHM4RnraBlCslHC6IYkrzVfJbStCQMDGwAo/c298zb1wN3HGzcQZJ2OHm4L6AAICddJGKsRVlIurqRBXkdWaT6dKjI2BFcMd4hjrNEyjz/ZWJDXm8G72FnTR5YvoVfhbdF+bSlCzMulX0prK2TJiBcG35Fq/yDjHl5nn2TF+CbG/TcFRCwIjNq3FxdyC7TMX3tz3h+QrfHz2HGdXrcDVsstmiOUKBry3mlXDB/LUmO7Cp92XsvjP9mMcfv0hXG277UtVQysz/rWON5aPZ8bQcK3reOSNLbS0SdjyxQN9GmyVSs0X3xxl/8EMIsLceXTlqLsa0dYT1GqBkusNJF8p5tSZPIpL6tHRgcgITyaOj2DUiOA+238UShWHzmSzfncyNQ1thPo7s3LhEAZE9Nz+19YpZefpDLYeT6e5XUyotxMPTB7I8P5+fRZGtnRKOJtznVNZxVzIL0UqV6Kvq0uohxMD/NwZFOhJPy/nPy11JAgCFY2tpBRXcjq7mPN5pShVavyd7ZgaG8K8wf2wMPnzx2vq6OikCoLQY8jib0Gup9OLeGF1AhtfX0SIt7Yn8fwHuympaGTnNyvuWAmrUqnZsfsKP60/h0KhYsSwIAbE+jAwxqdXeUFBEBCJOiktb6KouI7UtFIyMiuQyZQYGOgRHeXF+DFhxMcFYHwHdaeeSPWBuYPx60XooqxWxLoDlzh8KQ99PV2mDglj0bgYvPqYaNPQ1sGhtHz2p+aSV9UlshHgYs+IMF9GhPoS7un0f1YxXNYgYt+VHBKu5FDf2oGrjSVPTRnCpKi+x139qcjKgqlTuwh2wwaYO5f61g6Wf7OddomMX56Yj59z7+o51xtFLF63DSN9fTavWICzlWZ4rK6jg4Wbt9Emk7J54XyCHLrzmC1SCfcn7qBI1MSaCTMY5dXdf1neLmLJia00SjtZM2IOQ126ybda3MKzV3aQKapiuf9gng0di4FuNwE2ydr4In8vZxoycTK2ZpXfZMY49e/1HrcrOkhvyeJaSy557YU0yLQViHqCDjo4Gzvgb+7DUIeB9LMK6dXzVQlq1l8/xi/XjxNg4cY7EUtxNdFcjHyZc4I1Bed4N2oGs72621jK20WMS/yRiZ5BfDm0u2/9VFkJDxzczdfjpt7sHwaYt2kLcpWKfUsX3/xbWlkVi9Zt59v7pzMquLvKd+3xy3x18ALJHz6hIYHYIZEx8snVPDV3GEsnDtC6nkNnsnln9WFW/2c+UaG9C77cwLET2Xz34ylEok78fB0ZNSKYUSNCcHXpvehHIpFTVd1CTl416VfLSM8oo7W1K3UTFuLKqJEhjBwWjF0fg82h21PdsKebVB+aF09cf+8en4nWDgmbjqWx7UQ6nVI58eHeLJ04gJig3kPMYpmcE5lFJKbkcqWoApVawNHKnFHhfowI9SXa101Lv/mvQkunhCNXC9ifmktGaQ1WpsY8MDqW+4b215K9vJf425Pr1cIqVny0jW+enU1cmLfW/qeTC3n10wQ+eGE6IwYGaG3vCeXlTRw4nMHJM7k0NnaJQXt72WNna4auri66ujro6urQ1i6lrLyRjo7uvIuHuy0DYn0YEONDZD+PPkcv3cDt4d9Rg/om1dKaZtbuv8TRy/kYGOgxd0QkSybEYG/d80skVyo5llFEwpVskgsrUAsC4R5OTIoOZnSEH262dxZZ/yuhUqu5kFfKN4eSyKtqINzTmRemDyfa9962P90RBw/CwoVgbg4JCRDb/R5UNrWw7Ovt6ADrn1rQ5z3Mrq5j2c87cbY0Z+ND87Ex1ey7rmhpZeGWbajUarbevwDvW4psWqQSFifupKC5ke8mTNeQ76sXd7D05FautzXzafxUpnp3e6lylZKPso6w5foVYuw8+WzAPByMNYk9XVTMN4WJFLZXEWbpyWMB04iw9r7jbZGqZFRL6qiS1NAga0JA4FZTYGdkg6epG+4mLjelFvtCm0LMO9mbSW7KZ5JLLM8Fzdbypk/V5PN48hbmekXzdtR0jW0Pn95JUm0pJ6avwtm0+xofOLCLrMZ6LixeeVOpqb6jgyHf/cAzQ+N5fHD3fNgNF9P44NAZzrzwMI6W3e/Rf/edYefFTJI/fELjOwVBYPAjX7JoXAxPzh3G7ZDKFExftYb4aB/+89SUO94DgNZWMcdO5nD6TC7ZuV1DBtzdbDA3N8bExBATYwMMDfVpbGqnqroFkajz5rH29uZE9/cmqr8nMf29+tQavwG5QsnB09ms35NMXWP7HUm1pUPCpqOpbD95lU6pnLGxgTwweWCvxZGCIHClqJKElByOZRQikStwt7NiYlQQYyL8CHV3+tuEYW8gp7KObw4mcT6vFHsLU1aOj2POoPA/RWLxb0+upTXNzH3jF959eBITB4Vo7a9Sq5n/5Dqc7C359q0Fv+u7BEGgtKyRy1dKSLtaRmenDJVaQK0WEAQBExNDvD3t8PS0w8vDDm9ve+z76DG9HaI2MdsOpLHzcBepjo4LZPmc3km1ok7Ej/u7PFVDAz3mjerPkgmx2Fr23Cxe2dTKrkuZ7E7OQtQhwc3WkqkxIUyOCcbH8c5SiP/XUKsFElNz+PpgEvWtHYzt589rc8ZgZ/Enz9kVBPjiC3jhBYiM7CJWd+18U2FNIw98sx0rU2N+enw+Tr0sbgAuX6/k4Y27CXZy4KflczC7LeRV1NTEfVu2Y2Kgz5aFC3Cz6jaOrTIpSxJ3kNvUwDfjpzHBJ+CWbRJWnN5JSkMlz/YbxpMRQzQM1v6Ka7x5NRFTfUPe7j+dUS5BGt+rEtQcrUnlh+LDNMnbCLfyYr7HcIY6hN0sevqzoFArOVh9hZ+vH6NNIebpwBlMd4vTMrg5LdU8cH49Hma2bBr+oAbxnqoq4sFTO3g5ahSPhHWTZUFzI+O3/cIzsfE8M6A7zLvl6jXeOHacg8uXEujQ/Z69tOsQySUVnHlxpcZ3v7rpEGnXqzn8+kNa5z/h+TUM6+fD68vG93h9n/10gn3HM0lYs0pLyOZOqKtv4/SZXHLza5BI5EgkCiRSOTKZEjtbc1xdrXFztcHVxRpfHwc83O++MEeuULL/VBYb91ymrqmdsAAXHpw7uFdSbeuUsulYKluOpSGRKxgTE8iKqYPwd++5WrxdIiMxJYetFzIorRdhbmzI+MhApg8IJcrH9W9HqD0htaSSrw5cIP16Nb5Otrx734Q+U0B/BH97cm3pkDD2me94bsFI7h8X3eMx2w6m8eUvp/jvK7MYEu3b4z5/JWoa2tiSeIXEk1nIFco7kmplQwvr9idz8GIO+vp6zB/Vn6UTYzX6625AEAQu5JXx69k0LhaUoYMOI8J8WTAkkrgAz7sug5crVZQ0NlPaKKKurYP69g4a2jtp6OhEoVShVAuoBTVKtYCxvh525mbYmZlga2aKo6UZwc6OBDs7YHwPNIglcgUbz6Tx47FkbMxN+eqh6QS7/UlV3QoFPP44/PgjzJ7dFQo26z33nlFaw6o1uzA3MuTLh6YT5tH7C3git5intyUS5uLE90tmanmwWXV1LN22ExMDA36ZN4cA++5wc6tMyrL9u7jWUMs7w8berCIGkKmUvHLpIHuvZzPRI4j/xk/B3KA7Z1TYVs+LKTspaKtngmsor/abpOXFipUyDtZcYUf5OWqkzTgYWTHFdSCTXGJxMbm3CzG5WsmB6stsKj1FvayFCCtvngycTrCldvj0UkMJTyZvxcrAhA3DHsDV9JY2GZmESQfWYapvyMEpD930TgEeObyPc5WlnF+88qYqE8DibTuobW/n2EOaudDxn/9EoLM939yn6RWv+n4XHVI5m565T+vcFr65AVcHKz57omcJ1eLyRpa+uJ77psbyxJIRPe7zV6JTLGPv8WtsO5BKo6iTiCBXHpw7mIH9es6pdohlbDmRxqajaXRIZIyJCeDh6YPxd+vZTuVV1bPlfAaH0vOQypWEezixcGh/xkcGYnwHLeMbUKnVlDW1UClqpaa1nZrWdqpb22jplCJXqZAplciVKlRqNeZGhliZGmNlYoylsTFuNpYEOdkT6OSA9T3o3RcEgTM5Jby/6xRN7WJenTOKOXERdz7wLvG3J1dBEIh/9CsWjoni6XnDezxGoVSx/KWNSGUKNn22/P9MDaS4vJFNCVc4dj4XdHSYOCyERTMG4O3Wc86uXtTOuv3J7D2fhZ6ODnNGRrJs0oAe9TZlCiUHUvPYeCaV4rpmHC3NmDM4glkDw3G26dubVqsFCusbSb5eQXZ1Pfm1DZQ0NqNQdZewG+rr4WRhjr25KUb6+ujq6qCn0xUilymUNHaKae4UIxJLboYI9XR18HOwI9zViXh/L0YG+mh5bL8HORV1PP1zAq1iKe/dN5FxkXcX5r9rNDfD3Llw6hS8+iq88w7cRf65oLqBp9Yl0Nwp5qPFkxkVrq3McwOn8op5ZvsBPG2tWbd0tkYIEiCvvoEHdu5GoVKxds4sjSKnToWcx48mcrr8Og9HxvJK3PCb+XFBEPgp7wofpJ3E28KWNSPmaFTNytVKfipM4vv8Mxjp6vNC+HjmeEVp5UBVgpqLjbnsqjhPuqgYNQK+5s4MtQ9jqEMYgRZuf6hiWKZSkCYq4mJjLucasm96yct9xjHANrBH436oKotXUvfgZWbLD/GLcTbpDr0LgsAT5/ZytKKA3ROXEmHXfZ9SaqqYu3cLzw0YwlOx3ePdKltbGfnDOp69LSRcJWpl7Oc/8drkkSyO05QknPXRerwdbfn8gWncjic+30Vbp5QNry/S2nYDH3x/hINnctj4ydJe3/M/G80tnWw/lM7uI1fpEMsYEOHJkpkDiQn37PG+S2QKtp1IZ8PhK7SJZYyM8mPl9HgCPbQ9VUEQuFhQzi+nUrhUUI6xoT6To4KZH9+PUI87q0lVNLdwpbSKnJp6cqrryKttQHLLKD99XV0cLc2xMzPBUF8fQ72udj99XV06ZHJaJdKb/8TybtUwZ0tzwlydGBHkw6ggX+zN/3irX2unlJd/PUhSfhlz4yJ4ZfbIe1Jo+bcnV4Dpr6wl0s+Vdx7ufXJJek4lj/9nG0tnDuSR+7VzJH8WBEEgOaOMrQdSuJxRhrGRPjPG9GPh1Bgt7dEbaOmQsP7QZbafvIpKLTBreAQPThmEQw9hxw6pjC3nM9h0Np3mDjHBbg4sHRHDhP6BfeYJ6to6OJVfTHJJBcnXKxGJuwohHC3MCHJ2INjZgSBnB/wdbHGytMDKxOiuwjkqtZq6tg5yaurJrq4nu6qOzOpaWsRSjA30GRHow8SwQEYE+vyhYoHGtk6e+TmRa2U1PDI+jkfGx92bWbEFBV2FS2VlsHYtLFnyuw5vau/kybX7yK6s48UZI1g8vOcoCkBySQWPbd6HrZkJPy2bg4etZtFKmaiF5Tt20SQW8+3M6Qz17m4jU6rVvH3hJBuyrjLGy5cvx07F3LB7wXKxtownz+1FolLw79hxzPfrp/G7lXY08mZ6IleayoiwduXZsLHEOfQczamWNHOuIZPzDTlktlxHjYC5vjG+Zi74mjvjZ+6Cl5kjpvrGGOsaYKRniJGuAW2KTuqkLdTJWqiXishrqyRNVIRcrcRY14AY2wDmeAwhxiag12dqU0ky7187RJStB6vj7sfKUNPL31F8jZcuHuDF/iN4LLw77CsIAnP2bKGyvZXT9z90U0YS4IvzSay+eInTK1dohN13p2Xz2t6jJDyxhABHTa8s/tXVTI8N5ZXZ2t0Gb/10hOTcMg7+d6XWthtobhWz4Kl1hAe68tmrs//SkGhxeSPbD6Zy5FwuCqWKkYMCWTxjACF+PUdXFEoVe89lsnZ/Mk2tnQyJ8OGRGfE9FooqVWoOp+fzy6kUCmoacbA0Y9GwKOYOjsCyD6+xXSrjYkk5ScXlJBWV3ZScNDU0IMTZgVBXJ0JdHPCys8HV2hJ7c9O7KrAUBIGGjk4KahvJr2skv66BtLJqqlra0NGBaA9XxoT4My0y+A8RrUqt5puDSaw7eYVIbxdWr5jZ53XeDf4R5PrgB1sxNNDj+xfm9Xnsu6sPc+R8Lhv+u7TXtpZ7hU6JnBNJeWw/mE5JRSN21mbMnRjFrPH9sDTvOf/SKZWz+Vgqvx5JRSyTMzkulJXTB+PmoF0s0yaRsvnsVTaeTaNdImNIsDfLR8Uw0L/38U41re0czS7kSHYB6RU1ADhZmhPn60GcjweDfD1xsbr7nPHdQq0WSC2v4nBWAUdzCmnsEGNpbMSiQf1ZEheFjdnvy0fJFEre3nGcxJRcZg0K5815Y/83gj15sstj1dPrEoYYOvTOx/QAiVzBq5sOcyKziPuH9ufFmSN6NQyZVbU8vGEPBnq6rFs2h0AnTaNe39HBgzt3U9zUzCdTJjElWDNXuiErnbfOnyTA1p61k2bibtH9jNSK23k+KZGk2jImegTxftxEbIy6UwiCILCvIoOvck9SK2ljiKMfz4aOIdS69xaQFnknl5pyyWktp6SjluKOGjpV0jveEx10cDWxI84uiMH2IURa+/bY+nMD7QopH2cdYVdZOqOcg/h0wFyMb9v/cn0FS45vIdbRnQ2jF2rc40PFBTx6NIGPRk5gQUh3CE+hUjF8zVrCnBxZO2eWxue9tOsQSUXlnHtppca70ymVM/jV1TwzdSgPjtauCF69+zwbDl/h4vfP9Pn8bTuQypfrT/PxSzN71Bu+l1CrBZIzStl6IJUr18owMtRn0vBQFkyN6XXkpFotcORyHt/vS6KqoZWoADcenz2U/gHaBYQKlYqDqXn8ePwy5Y0t+DnbsXxkDJOig3r15jplck7mFXMoq4DzRWUoVCpMDQ0Y5ONBvJ8ng3w98LW3veddCoIgkF/XyIncIk7kFpNb24Chvh4zIkNYHh+Dr8PvT3ccuZrPvzYdJsjVgTWrZv9PBPuPINdXvt9PQUU9u997sM9jRW1iFj79M/Y2Zqx59z7MTe99L1NeSR17j2Vw7HweEpkCfy8HFk6JYeyQoF5noMoVSnafuca6A8mI2iWMivLnkZnx+PWQ22gTS9lwJo3N59LpkMoZFe7HqnGDeg3BdEhlHMwqYHdaNhmVXYQa4uzAuNAAxoX64+fw1yqUqNRqrpRWsvlyBsdyijA1NGDZ4GgeGBKDhfHd/x6CILD68EV+OJbMI+PjeGzi4Dsf1BN++KErxxoU1KUR7ONz52P6gEqt5rPEc2w8k8bAAA8+WDQRB8ueC50K6xtZsX43UoWSz+ZPYYi/ptBJm1TKyt37SKmq4tmh8TwWN0jjtzpbUcrjRxMw1NXji7FTGObhfXObWhBYm3uZT66exsbIlPcHTWSMu2YYXaZSsOX6Fdbkn6NVIWGsSzCLfQcxwL7nwpZbIQgCddIWKiUNSFRyZCoFUrUCmUqOhYEpjkbWOBlbY29kiYHunUNogiBwsCqL/2YdpVHawYMB8TwVMlqrqCq7uZZFx7dgb2zGrglLsDLqXphJFAombP8FYz19Ds1fpmGsE3Jyee7AIX6cPZNRft2eulotMPLTH4n1cuOz+ZpVvSV1Tcz8aAMfLJrIlBjtYsntJ6/y8eaTHP50VZ+j0ZRKFUtf3ICoTcybT04hrr/3He/H70VdYxsHT2ez/1QWNQ1t2NuYMWdCFDPH9eu1mEoQBC5kXmf17vMUVjYS6OHA47OHEh+u/fsrlCoSUnJYe/wyVc1tBLs58sj4QYwM63kAukKl4mxBKXuuZnOusBS5UoWzpTkTwwMZE+xHpIfLTV3tvwrXG5tZn5TGnqtdegATwwJ5YtTg302yZ7JLePaXRCK9XFj72Nw/vCj4R5Dr1zvPselYKue/feqOggdnLhfy7urDmJsZ8fLKccT1/9+MKXQ92KcuFXL0Qi55xXUYGeozNj6I6WP7ER7g0quhUqnVHE7OY82+JKob2xgQ7MHjs4cS7uuita9YJufXs+msP51Ku0TGuMgAHh47sMfCHkEQSCmrYldaFkeyC5EqlPg52DIjMoTxYYF42f09BLOL6ptYffoSh7MKsDIx5o0po5jSL/jOB/4GQRB4fcsRDqTm8fMT84jy+R2tOioVPP88fPklTJoEW7eC5Z3bF+4Wey9n8/6uk5gZG/LR4skMDOi517FK1MpjmxMobmji5YkjWDxIs99UplTyr8NHScjNY0JgAB9PmoDZLWHgIlETjx5JoFDUxKr+A3hh4FANo5XTXMdzSYnktzQw0TOI12PG4GamGQlpV0j5pSiJTSWXaTnUgXgAACAASURBVFNI8bNw4D6fAUz36Ie5wZ8/1CG3pYaPso5wubGUMGsX/h05lQgb7d8yp7mORcc3Y2pgyLZxi3A313yO3006xdqMVLZMn89gt27ZRpVazeSfN6Cnq8P+5UvRveX+ppdXc//abXw8ZyLTbpOpPJtTwhNr97HxqQVEemt79eevlfDMV3tZ98pCIv37Fn6oqBHxr08SKKloZOmsQayYH/8/i7N0SuQkpZVw+GwOl65eRxBgQIQnU0dHMHJQQJ9poauFVXyz+zxXC6vwcLTmkZnxjIsN0iJKlVrNobR8vj1ykcqmVsI8nFg5bhAjw3oegVnW1MKutCz2pGfT2CHGwcKMiWEBTAgLJMrD9d6kcP5HNHWIWX8xjU3JV1Go1Dw1ejAPDIn5XSSZmJLDa5uP8OiEOB6d8McW9v8Icr2h0rT3gwdxd7gzcVzLq+LDNUcprWpm/NAQnl4+Epte2ll6giAIVNa2kJRWwomL+WQVdHmEAd4OTBsdwYRhIViY9W6UbqwYv9l1nqKqRoI9HXlizjDiwrQlGmUKJdsuZLDuxBVEnRJGhvnyxKR4Al21iwvkSiX7r+Wz4WIa+XWNmBsZMiUiiNnR4US43X1PmViuoLK1lfLWVuo7OpAolMiUSiRKBTKlCnNDQ6yMjbAyNsbaxBhXS0t8bW3R/4MruOzqOt49cIqrFTXMigrltcmj7rrwqUMqY/6nm1CrBXa8sPjulFXa2uC++7r6WJ9+Gj75BP4EJajCmkZeWH+AsgYRj00czIoxA3s0Lp0yOS/vOsyJvGLmxoTzxpTRGN5iGAVBYF1KKh+fOUeAnR3fzZqOp3X3cy5RKHg76RRbcq4R6ejM1+Om4mnZvV2mUvJjTjKrs5LQQYfHI+JZETIQIz3Na5aqFByszGLL9ctkt9Rgqm/ISKdARrsEMcwpAIt7SLRipZzDVdnsKE0lQ1SJpYExz4aOZa539M35s7fiJrHqG7J1/CI8biPW5OoKFu7bxv2hkbw3YpzGtsTcPJ7df5Cvp09lUlCgxraPD5/l1+R0Lrz8iFbk5NezaXy89wyn316Frbm2fSirFTHn9Z/5z4MTmRqvrY98O6QyBZ//fJLEk1n0D3Hnraen9DlzuSe0tks4l1LMmeRCrmSWIVeocLA1Z+qocKaMCsfVse+e9aKqRlbvOs+5ayXYW5nx8PTBzBgSpjUIXRAETmeX8PXBCxTVNhHk6sCTk+MZFuKjZUcEQSCpuJyfL6RyobgMPV0dRgT6MDc6nGEBPne9iFCoVFS2tlEqEtEikdIul9Ehl9Mhk6MW1JgaGGJmaIiZoQGWxsb42Njga2uD0R98d5s6xLy1/wTHcoqI9nTl/VkTfpfj8ermwxxMzWPtY3OJ9etZGrIv/CPINa2gkpUfb+frZ2YzONz7rj5HrlCyYc9lNuxJxszUkFnj+uPnaY+Phx2eLjY3HzapTIGoTUKTqIPsolqu5VVxLa+KppauBu4ALwdGDw5i9OBAPFx6V0a6gcziar7edY60gircHax4bNZQxsYGahldtVrgYFoeXx+6QI2onbhAT56YFE8/L22vVtQpYfPlq2y5fI2mTjEBjnYsHRzNlIigOxYNNXR0kl5dzdWaGtKra7jeLKJRrD0fF0BPRwcjfX3ECu1Znkb6egQ7OBDq6EiEsxOjfH1x+B2FA0qVmtWnL7HmbDKettZ8Om+ylh5vb8gorWH5N9uY0D+IDxdP6nvn0lKYNg1yc2H1ali16q7P8Y9ALJPz9o4THEzLIz7Iiw8WTcKmh5y7Wi3w1ckk1py9TJSHC18unIbDbcMMzpeW8XTifgA+nTKJkb6ahUgHivN55fRRBEHg3eFjmREQomEIKztaeS/1BIcr8vG2sOFf0aMZ595zUdE1USU7S9M4VZtPk6wTfR1dBjn4EO/gR5i1CyHWLr+LbAVBoFrcQoaokuTGUg5VZtGhlOFrbs9c72hmevbH2rDnBe6Z6mKePp+Aqb4BW8ctwtNC8z2r6+xgyo4NWBoakTB3iUaBV19eqyAIjPv8J/wc7FizZKbW936w+xSJKTlceO+xHu+RQqliyKNf8eCUgTwyc4jW9t5w6GwO//3xGFKZkrHxQUQEuRIR5Ia/l8NNIlIqVYilcuoa28kuqiW7oJqcolpKq5oQBHB2sGTEwABGDvInPND1jl5XTVMba/YlceBiDmbGRiyfNICFY6J67Jy4er2aTxPPklFag5eDNY9PjGd8pLaNkitVHMzM4+ekNArqGrE3N+X+gf2ZEx2mVQV/OzrlcjJqakmprCKztpbrIhEVLa2oeuAUA11d9HR1kSqVWtv0dHTwtrHB396OGDdXxvj54WVz9wQpCAKJ1/J498AplCoVL04YzsIB/e7KEemUylnw2SZkSiU7n1+CVR8OVU/4R5BrY0sHE1/4gRfvH8WC0VG9HNkzSioa+XTdCTJyq25ObdHX08XO2oy2DikSmSaRODtY0i/Ijf4hbsSEe94VoULXivG7PRc4c7UYO0tTVkyLY9awCK0VI8Dlwgo+TTxLbmU9Ie6OPDt1GHGB2tNJGjs6+flCKluvXEMsVzA8wIdl8VEM9u25xB66vJyksnJOFZdwvqyMytY2oOsBDnVyJNDeHg9rK7ysrfGwssLJwhxTAwOM9fVvhhtVajVtMhmtUikiiYQyUQs59Q1k19WRU99Au0yGDhDj5sbk4EAmBwVi30evqMa1X6/gpV2Hae4U88bU0cyLubu+sjVHL7H68EU+XDxJc6D5rbhwoUsjWKGAnTthzJie97vHEASBnRcz+WjvaewsTPlw8aReQ9iHsvJ5bc9RLE2M+Xz+FKI8NcONZaIWnkhIJLe+gUcGDeTpIYM1wsCV7a08ffwAqbXVjPfx5+2hY3A21yxSO1tdwlspxyhpaybC1pmn+w1ltFvP84NVgpqM5kpO1uRxsjaf0o6mm9s8zWzxMrfF1cQaa0MTrA1NsTI0QalW0a6Q0a6Q0q6UUi1u4ZqoiiZZ14LURM+Aca4hzPOOIdq292dVoVbx1bXzrM5KIsjakTUjZmsRq1SpZFHidnIa69k3ZzGBtpp1Cvtycnn+wKEevdaMihoW/riV92aOZ3Z0mNb3P/rDHpo7xGx7rvdWmxmvrCPM15n3V96dCtMNlFY2sf9UFscu5NHQ3KUCZ2ykj7GRAWKJArlCk0isLIwJ9XchPMCFwdG+BPk43hUBtLRL+PngZbafuooOsGBMFMsnDcCqhwVeeUMLn+8/x4nMIhwszXh0wmBmDAzVyo1KFUp2pGay9twV6ts7CXC044EhMUyJ6L2oSaVWk1ZdzYmiYpIrKsmpq0clCOgAAfZ2+NnZ4WNjg4+NDV421tiZmmJuZIi5oeFNz1SpViOWy+mQK2iVSiluaqKwqYmChkbyGhqpaO2qPPazs2Wcvz9TgoMIcby7sYi1re28tvcoScXlzI4O4+3pY+8qTJxTUcfiL7cyJSaYd+6bcFffdQP/CHIVBIExT3/L6JiAXtVS7gSZXElZdTMl5Y1cr2yiobkDKwsTbCxNsLEyxcbSlABvh17bZ3rD7SvGxRNiuH9sNKY9yCKWNYj4JOEsZ7JLcLGx4KnJQ5gUFay1Yqxv62Dt+RS2p1xDoVIzJSKIlcMH4u/YcwV0m1TKwfwCjhUWcbG8ArlKhZmBAUO8vYh1d6O/iwthTo5/OLxyKwRBoKCxkaOFRRzKL6CgsWtG5qSgQJ6Mj8Pf7s5V2iKxhJd3HuZcUSnvzxrPrChtw3c7VGo1S77cSkN7JwdffVA737RxI6xYAV5eXYVLQUE9f9CfiOyKWl5Yf4BqURsPjIrlsYmDezRGebUNPLklgZrWdp4eHc9DQwdoPANShYJ3Tp5m27VMIl2c+WzKZI3VukqtZm1GCp9dScJQT5eXBg1nUVikhtemVKvZdz2LrzIvUN7RQoStM4+HxzPWPaBPo9Ik6yC3pZbslmpyW2so7xRRJ2mjVS5BjaY90AHM9Y1wMLEgwtqNSFt3+tm4EWDppKF13BOKWht57kIimc21zPPrx1sDxmOir+llqdRqHj+ayOHrhXwzbipT/TUXVR1yORPW/YKdqSl7ly7SuH6A1/Ye5VBmPmdeXNljMd34t9cS7evWZzTk6S/3UNPUxva3l/V5PX2hrrGNa/nVZBfWIJcrMTM1xNTYEFMTQ2ysTAn1d8bNyfp3FR6KpXI2H0tj45EUJDIFU+JDWTUjHuceRr+1SaSsOZrMlvNXMdDT48HRsSwZEaOl9StVKNl25RrrLqTQ0N5JrJcbq4YPZIh/zyIUMqWSs9dLOV5UzMniEkQSCQa6ukS5uTLA3Y0YNzeiXF2wMLo3haUVLa2cLC7meFExlysqUQkCQ7y8eDRuIIM8etc9vgFBEPj65EW+O5PMrKhQ3p0x/q5yxJ8knGXjmVT2vbwcb8e7c7bgH0KuAE9+vouGlk62vrX0Lz+nniBqF/PzwcvsOJVxxxVjh1TGD8eS+fVsOob6ejw8diCLh0djdFt1catEyo/nrvDrpXSUajUzIkN5ePgAvO20f1ClWs2F0jJ2Z+dwrLAIuUqFp7UVo/18GeXrS6y72z0h0zuhoLGRPVk5bLqagVSpZFpIME/Gx2no5/YEuVLJY5sSuFhSzifzJjEp/M5keCGvlEd/2MNbC8Yxa9Bvk0rUanjjDXj/fRg1qstjtf2/k37slMr5JOEMuy5lEeBiz/v3TyTITXt13S6V8e99xzicXUi8nycfzJ6Ao4VmqO1QfgGvHTmGSq3mX6NGsKBfhGZPa6uI184c40JVOdFOrrw1bDQRDpo9jgq1in3Xs/n6N5J1NbVkgX8kC/3742h69/lAtaCmXSGjVSHBQEcPCwMjTPUNf7fgRJNUzE+5l1mXdwVTfQPeGzSRSZ7akQhBEHj17DG25FzjjfhRPBQZo7XPh6fPsPZKKtvvX0i0m2YEQCSWMOqTH5kZFaY10B66xNyHv/E9z00bxvJRvc9aXbMviXX7kzn99eM9Lpj/avTUefDorCH4umovalVqNXuSs/j6YBKtYimzBoXx+MR47C01o0wKlYodqVl8d/oSjR1iBnq78/ioOAb69Fykl1vfwM7MLPbl5NIilWJpZMRIXx/G+Psx3Mf7npFpXxBJJOzMzOKnlDQaOjuJcnXh0bhBjPLVzhnfjm9OXmT16UvMiwnnP9Pu3ObX1N7JxHfWMSk6mLcX3r1z948h17/LQ94hlvHr0RQ2H0tDKlcydUgoq6bH9zgsWK0W2Hclmy8PXEDUKWbGgDCemjxE6+GWKpRsSr7KD2cv0y6TMa1fCE+MitMSHwBoEovZcvUam69mUN/ZibWxMVNDgpgdFkaE8/+dUHaTWMyPl6/wa3oGCpWKeRHhvDxyeJ8vmkSu4OGNe8ioqOGr+6YxKqhv6UpBEFj4+WbEMjl7X16GnkQCy5bBrl1dXuvq1WD4+56NyoYWth5Pp7CyAVOjLvF0E0MDLM2M6OfnSmywBxZ/oNftbE4Jb247RqtYyhMT41k2SrtaURAEdqRm8sGhM5gYGPDezHEaE1sAqtvaeenQYS6VVzDM24v3JozH1dJC4zN2F+TwftJpmqQSZgeG8tKgYVqhYqVazfHKQjYVpnG+phR9HV3GeQQy3TuU4a4+mOr/ue9UnbidH3OS2VSYjkylZKpXCG/EjsXBRJvg1YLABxfP8GNGCo9GDeTlOG1ltpTKKu7fup25EWG8P0Hb4K07n8InR8+x7/ElWj3GAJcKylj5/W5+eGQ2cYE9z4KG7orhH1+aT1Tg7y9quVdQKlXsT8rhx/2XqGtuJzbYgyd66TyALu3cj/acJq+qgRhfN16eNVKr80AQBI7lFPHZ8fOUNbUQ6+XGU2PiGeCtfZ1ShYK9OblsybhGdl09Bnp6jPP3Y054GPFenn95280NyJRKdmZm88PlK1S1tTHEy5P3J4zXEBG5HYIg8OWJrvqHhQP68e+po+9oNz/YfYodSdfY/+oDGqMJ+8I/hlxvPOTfvzCP2OA7j3i615DIFGw/eZX1hy7TJpYxLjaQVTPj8Xbu2UvKKK3hwz2nyK6oo7+3Cy/PGqmlS6tWC+zPzOPzY+epbetgWIA3z40bSrCztqeT39DAL6np7MvJRa5SMdzHm4X9Ihjp56uhudrr+SsU5Dc3UtvZTqNETJNETKNYTKdCjoGuHgZ6uhjo6mGkr4+buQU+1rb4WNngYm6hFW7rCw0dnXyXnMyv6Rm4WFjw38kTtYZW34oOqYwHftlFQX0j3y+ayWA/7dzzrTiaUcAL6w/w1cQYRv7rWUhPh08/hWeegd9xnrmldfxy6DKn0orQ1dUh1NsJuUKFWKZAIpPT1ilFplChq6NDmI8zg0I9GR0T2KNEXG8QdUh4Z+dxjl8rIsrHlffun4B7D9WKJQ3NvLDjILm1Ddw3MJIXxw/TKFRTCwKb0jP4+OxZ9HR0eW30SOaGh2kYhDaZjG/Tk/kpIxU9XR1W9h/Ayv4DMDPQJs3rbc1sLkxnV0kmIpkEYz19hrn4MMEjkGEuvr/Lo+0LYqWcCzVlHKnIJ7E0B5WgZoZPGI+FxWtIN94KqVLJi6cOk1iUx9Lw/rw1dIyW4WuXyZi2fiM66JCwbLHWAk6lVjPhi59xs7Zk/YM9C8/8fDKFz/ef4+w7j2Ddh8hJc5uY8c99zzPzR7B4vLb3/GdDrRY4nJzLDwkXqWxoJdzXmUdnDmFgSM+57NqWdj5LPMfh9HycrS14fvowxkdqy0+ml1fz8ZGzXK2owc/BlufHD2NkoLbX19QpZmP6VTZdzUAkkRDi4MC8fuFMCwnGxuTO4jAylZLSFhF14k5qO9up6+ygvrMThVqFDjp0/aeDmYEBbhaWuFtY4WFhiYellYb61p2gUKnYdi2T/545Bzo6/GvkcK1Iz60QBIFPjp7jpwuprBgay/Pj+1b1qxG1MeX9n5kbF8Grc0bf1Tn9Y8i1pUPCuGe/4+Fpg1k5/Q8KCvwBSGQKdp7OYP2hK7R0SIgP9+ax2UMJ7mUMU2unlC8OnGPXpSwcLc14dtpwJkdrzyvNqqrlvYOnuVpRQ5irIy+OH84gX+1Fw9XqGr5OusiZ66WYGOgzKyyMZdFR+Nn1HvpUqtVcq6/lUnUFOU315DQ2UNoqulnQdQPWRsaYGxqiVKtRqFTI1WqkSgUKdbfmsLG+PhH2Toz08mW0ly/BtvZ35R2nVVXz4sHDVLS28sKwoTw8MLbX41rEUpb9vIPqljb2Pr4EN+veV4YqtZrnn3qbN3/9ChuVoqt/dcrdF5sIgsD3+5L4+cBlzEwMmTOiHwvGRGlJTyqUKrJKakjOKSM5p5zs67WoBYEgT0emDQlj4qBgrHtR4rr9+/an5vLB7lMoVWoemRDH0hExWu0LcqWSL44n8XNSKl521rw3czwxXppFUeUtLbxy+CiXKyoZ7OnBm2NHa+W4K9pa+PDSOQ4U52NjbMJD/WJYGh6FZQ8RBKVazeX6co5UFHC0ooBacTsA7mZW9Ld3pb+9KxF2LribWeFoYt5nK5ZSraZG3EZpu4iClgbOVpdwqa4cuVqFhYERU71CeCQsTqtg6fZzf/RIIlmNdbwSN5xV/QdoPTMqtZpH9yZwuuQ6W+9boBUOBkjMyOWlXYf5csFUxof1rE/9/Pr9ZJXXcuSNFb2ezw1Me3ktId5OfPyotv7wnwW1WuBUeiE/JlyiqKpLAOLRmUMY2q/nsKdCpWLzuat8e/giarWa5aNjeXD0AK1ugvr2Dj49ep6EjFwcLMx4cvRgZvUP03oeK1tb+e7SZfZk5yBXqRjt58uDsTF95jYFQSC/uZHU2mqyGurIbKgjv7lBw55Al90x1NND+O0YgHa5HJmqu8hLB4hwcGKouzdD3b2IdnbF+C7SXJWtrfzr8FEullcwITCADyeO7zV6JggCbyWeYFtKJmsWz2R4YN+aCP/eepTD6fmcfvuRu5pN+48hV4CHPtyKWCpny3/+/LyrVKZg55lrbDh0heZ2MYNCvVg5fXCvzeSCIJCYksunCWdpk0hZNDyaxybEYXpbP2dzp5jPj19gV1oWtqamPDduKDP7h2rF/W8lVRsTYx6MjeW+yAise1kt1nV2cLKshHMVpZyvLKNN3jWD1sPCihB7B0LtHAmxd8DN3BIHUzNsjU16DOUIgkC9uJOSlmZKWkQUtzRzubqSrMY6AFzNLRjr7cfS8Cj8bfouXuqUy/nX4aMczC9gQoA/H0+eqCGQcCuqRK1MX72RSHcX1i3rQ6N11y4UixZRb2SK6eFD2Awe1Oc53I5zGSU8+/VeJg8O4aX7R2N+N32zdC3ujlzOI/F8Nnnl9ejr6TIyyp/7xkbfUWAAoFbUzgd7TnEqq5hgN0f+8/+x955hUZ1r+/eP3ntHOoKKoBQBBVGwd8XeY0yMJppiyk7ZaaYXk5huSaKJGo1dsSs2RAQUBOkgXXqHGZi63g/E6DgDmmcn+//sdz/nccwHZi1mlVlzX/d9Xed1nvPG4Oei3op0tbic1w+doaq1jcXhgTw3ZjjG961id2dksv7SZcQyGctCglgTMUylPQUgraaKb9Kucq6sGDN9A5YFBPFoQDDWRprbYQRBIKe5lis1ZaQ3VJHRUEWVuO2P7dpaWtgZmuBgbIaBji5KQYlSEFAKAm1SCZWiFpVB1Nvchug+3sQ4exNq7/rA7Ep86S2eP3cCpSDw+aiJjPXsq3G/D85f5Kdr13lr9CiWBAeqbe+SyZn01TasjI3Yu3KhxnqaQqkk+s1NjBzoxXsPwQB9Z9spzqcVcfKzlWo8ib8aSqXAubRCtsQlcet2I24OVjwxbRjjQtUFIO7gRkkV7+6Lp7C6gRF+nrwSG4OLjWo/rFSuYMfVdL67mIxUrmB5ZAhPjAhTebYAqtvb+T4pmb03s9DS0mKW/0AeHRKMVw88BpFMSmJlOefLi7lQVkK1qHuCZmFgSICdAwF2DgywscfJ1BRHE1PsjE01BklBEGjoFFPZ3kZFWytFzY0k3S4nva4auVKJoa4uo929WT4ohGCHnoV7oPs38lPqdT69lICbpSW/zJuNk5lm2VepXM6sjb/S1tnFkTVLsTDquQSUXFjOiu/38/myKYwZ9GBTkf+o4Lrz9HW+2HORg+8/iqvDw7O2/gzaxV3sOZfB7vg0mts7CRvgxhPThmnU4byD0rpm3t0XT2pRBYM9nHhj9mg1EQilUuBAejbrT19CJJGxZGgQT0aHq7EYCxoa+ORiAheKS7AyMuTx0CEsDgrUGJTapRJOFhdyqCCHK7fLEQAnEzOiXN0Z4epBpIu7ih3Xv4JaUQcXyks4V1bMhfISpAo54z19eDI4jMH2mus+8Luby7U0Pr54iZA+zvwwK7bHALs7NYN1cedYN200c4cMuv+DuklLr79OZ0goE0OmsPqRGcyJGKTxszRBrlCycN125AoFe9Y9orFN6mFQWFHPkcRsjl3Jpk0sIcDLiUXjQogO6vvAhvqzmYV8sP8czaJOlo4MYdX4oWqrC5FEyoaziexIvoGLlTnvTR+nltVoFItZf+kye29m4WBqwivRI5nSX0OGpL6Wb9OucqK4EAMdXab27ceigYEE2js+MANRK24nt7mOanE7NeI2asTt1IjbkSmVaGtp/fEy1tXHw8wKdzMrPMys8DSzfujU8q3mJj68epGzpbcYaGvP9+OnqQhk3IvdGZm8fvosS4MDeXO05tTc5kspfHE2kZ8fnd0jISe7ooYFX+zqUfbwflzLK2fV+n28uCCG+aP/XCvgw0IuV3A6NZ+fT6b+EVRXTB3KuLB+PbK728RdbDh6mX1Xb+JoacYrsdHE+Hurfa8pJRWsiztHcUMT0b6evDIxWk1MoVEk5turV9mVcRMEgTmDAnhyaJjGoCRXKkmoKGVffjZnSrvJlKZ6+gx3cWeUuxdD+7jiambxl/A/OqRSkqsquFhRwqGCXNqkEgbbO7J8UAiTvHx7rfWmVFSy4sAhrI2M2D5vNi4WmgU4sqtqmbd5F1MG9eejmRN6/Dy5QknMW5uIGuDBB4se0G/Pf1hwrW5sY+rLP7B8cjhPxT58U/fDoKFVxK4zaey7kIGoS0qEvwfLJ4f3GlSlcjlbz11jy9kUDHR1eW7KcGYNDVCbYRbVNfJ2XDzXy24T4t6Ht6eOVmuraRCJ+DIxid8yb2Kqr88T4aEs0RBUBUHgek0VP2elc7qkCIlCjru5JTN8BzDZux8+VjZ/O6mpQSzi56x0fr6ZTptUQkQfN14KjyLIoecgeywvn7VHj/caYAVBYPnP+8msrOHImqV308NdXbBiBezYAYsWIWzZwtQvduNiY8HGlTMf+rwPXbrJe7+c4ZMnpzIq5F+3s+uUyIhLzObXM9eprG/F2dacZRPDmKZBEedetIm7+DwugQPJWbjaWPDW3LEa5ROvlVbyz0NnKG9qYVawPy+MG67mEZteVcXbZ8+RXVvHYCdH/jEyinBX9c8qbGpg6810DhXkIJbLGGhrz0K/wUz29sXyL5qA/Rk0dor58toVdmZnYKSrx1PB4SwfFNJj6u9UQSHPxh0j0t2NTTNnaExRN3aIGf/lVsI9Xfh2oWYPVoAf41P48lgi59c9gY3Zg/uzBUFg5ad7KK9t4fBHj/2lq1dxl5TDl7PYefo6NU3teDpZs3xyeK9BVRAETqTn8+nhi7SIOnvMkjWLO1l/KoED6dm4WJnzz0kxRN9HGpTI5fx8PZ1vrybTJZMxK2Agq4cO1UgIKmlpZnduJgcKcqgXi7AyNGJa3/6M9/JhiGOfh+J+/CsQyaQcyM9ma2Yaxa3NOJua8UZEDBO8enZfyqiu5tG9BzDR12f7vNk9djF8FX+F7y8m8+3CaYzq37P5wuu7TnE+6xYX3ln5QBLXf1RwBXht8zEupBXx/YtzHiod9yBkFVezOz6ds9cKUCoFRg/xZdnEUPr1UFO9g4zSKt76grAD3QAAIABJREFU7QzFtU2MD/TlHzNGqgm4S+UKtiSksOlSCsb6erw0fgSxgQNVgq9ELmfb9TS+u5qCRC5nUeBg1kQMVSMLyBQKjt8q4Keb18moq8Fc34DpPgOI9fUj6AFpkr8LHVIpu3Iy2JJxjXqxiBWDh/BC+HA12b07uBNgw1xd+Gn2TI0/xtstbUz75hdC3PqweWks1NV1C0NcuQLvvdftw6qlxYajCfxyIY0L767EvJdUzh3I5QqmvPwDzrYW/PjKvL/0fimUShIyivn5RCo3i6vpY2fBkvFDmBo5sNeBOKWwgnf2nqW8oYXpoX6snRqlJsPXKZXx7YWrbLtyHXNDQ14cF6VWRlAolRzIzuHLxCvUtHcQ7eXJi1HD6a+hwb5dKuFwYS47sjPIa6xHR0uLiD5uTPT2ZZxHX2yN/+e+mA+CIAhk1tdwsCCH/fnZiGUyFvgN4rkhEb0ed3dGJm+diWewkxM/zo7VWEMTBIGX9p3gVHYhR9YswdO2Z07CY9/upUXcxf6XHt528M7q9Ylpfw3no6apnYOXMtl3PoNWURdBPn1YOiGUyADPXltDaprbeWfvWS7nleLv6sAbc8YwwEWdBXwyu4D3jp2nrVPCo5EhPDkyXCVDIggCZwqL+PDCJSpaWxnl7cUr0SPU0r+CIHCt5jabb1zjbGkROtraxLh5Mbv/QGLcHo5M+VdDKQhcKC/m0+TL5DbWM9rdiw9HjsPeRHO2JKe2jkf27kNPW4ffFs7H1VJ9BSuVK5i3eRcNHSJOPLMM0x5MRs5n3eLZn448kGUO/4HBtbFVxIpPfqO+RcTna6YTOqB3dqkmSGRy4q8VsDs+nZzSWkyM9JkWOZA5MYG4PSDd3CmV8c2JK+y4lIaDhRlvzB5NlJ96IbygtoFXDpwit7qOyQH9eHViNDb3DZwpFZW8cfost5qaGN3Xm1dGjsDTWl2h5tecDDbfSKVG1IGXhRWPDgpmVr+BvbLpBEGgtrODW62N3GrrfpW0NdEs6aRTLqNTLkMslyIA1gbG2Bh2v2wNTRho7UiIXR/6Wtg+FFO4Qyrlw6SL7MzJwM/Wnq/GTO6xHnsoO4cXj58kdqAfn0wcrzHIbU28zienLrEnIoCAVY93B9hffum2jfsdd+of362IZfgAjweeY3JOGas/38/61dOIDtJcz/tXcUdTekvcVbJLarAxN2bh2BDmjgrEqAcCRJdUzsbTSfxyIQ1jAz2emzKcmeHq2Y/8mnrejovnRkU1Qa5OvD5lFH5OqoNql0zGL2k32Jjc3dI1oZ8vq8LDGOig2fzhZn0tx4sLOFlcQGlrSzcz2taeSBd3wpz6EOLYBwuDf01vWCkIFLc0cbK4kAMFORS3NKGvo8M4z748GzIMH2v1Npk7kCuVfHj+Ij+npTPC04Ovp03psaSwKyWDd46e45lRETwZ3XMdvq61g3Hv/MDjY8JYMzGix/3uhyAIvPHDCU4m5/H2o+OZEvlg4ZP7oVQKpOSWse9CBpduFCMgEDXYm2UTQxnk3ftCQRAE9l/N4rMjl1AISp6dNJz5wwerrW6bRZ2sOxrPqexC/J0deG/GWPrd131Q3tLCW2fiSSgtw8fWhtdjoon0UA0USkHgdEkhG9NTuVFXjaWBIUv8A1niH4T9AyZgIpmUwtYGClrqyW+pp6y9mVZpV7eql1RCu0yCvo4O5nqGmOsbYK5viKOxGf7WjgTYOOJn5dDjBP1eyJVKtt1MY33KZQx0dHknajTT+vbXOKYU1Dcwf9dv2Bgbs2/xAiwM1Z/rrNs1zNm0iydHhvPMaM3PhlgiY/g/v2PZqCE8M6n37Ol/XHCF7hTuU5/t43Z9Cx8/OZXhg3rvj4Ru9mdyThmnU/O5mH4LUZcUd0cr5o8OYvIwv4fqnU0tquDt385Q0djK3IhBPDdluNoMR6FU8lPidb4+l4SZoT5vTx3DWD/Vwbyls5OPLyaw92YWLhbmrBszmpFeqgFaplCwJy+Lr68nUSPqINzZhZWBoUS7efUY8GrE7STVlJFUW8aVmjJui1r/2Gaqp4+XmTU2hiYY6ephrKuHka4eAtAs6aSpS0xjl4iazg7apN0+nub6hgTbOjPS2ZtYz4Eq9l+acLb0Fi+fP0mHTMabkTEsGjhY435fX0niy8QkXhwxnFXhYWrbu2Ry3ly5lnW7fsTQyhKtI0dgiOozKpZIiXjtO1aMDWP1hAcPkh/vjCcuMZuzG57E8H9g4v5nIAgC1/Mr2XYihavZZVibGfPIxFBmRQ/q8di3ahp5f/85rt2qJMDNkddmxWhs3TqckcP60wk0izuJDRrIs6Mj1MQnWru6+CH1GtvTbtAhlTLC04Mnh4YR6qK5JUoQBHIb6zlbeouLFSVk1tUgUyrRAnytbfG2tMbDwgoPS0s8LaywMjTqfob09P5QVWqVdNHc1UlzVyf1YjHZDbVk1tWQ1VBLu1QKQJiTCzN9/Zjo7fvAoN3W1cWzccdIKC3j0ZBgXoke0WOaNLOyhsU//sZQLzc2LprR68pv2/lrfB6XwJFX/pzaDnQLODz31SGu51fw2ZrpDzXuKJUC2SXVnEsr5Nz1Im43tGJlZsSMqABiRwTgbNu7ED/A7aZW3v7tDMmFFYT2dWXdvDEaW7rO5xfz5uEztHZ2sSZmGMsjh6hwAORKJduupbEh8Qo62to8PzyCRUGBKil2QRC4VFHKp8mXyWqoxd3ckscHhzC7nz9GepqfXbFcSnJtOQnVJSRUl1DUeldC01BHF09zayz1jTDXN8BMzwBTPQOkSgVt0i7afg+65R0tNHZ1a57ramnT38qeCW79iPX0x9mk977S4pYmXjh3gvTaahb5DeadqNEan5XUykqW/LaP0d5efDN9qsYgvHbPMS7mFxP//OM9+lAv3LALPR1tfn56Xq/n9R8ZXKFbU3PNF/sput3AnJhAxoX64mRjjrW5CdraWrSLu8gvryevvI68slqu3CyhTSzBzNiAmOC+jA/rT2h/t4eSv+rokvDF0cvsvZKJq40F6+aNY0hf9YGqtLGZVw+c4kZFNeP8+vLW1NFYm6iaWMfl5vHe+Qu0dnbxWGgIT0cMU3lolYLAkcJcPk9NpLytlWAHZ14MG06Ei+YVepWojSOlORwpzSa3uQ4AC31Dhjm4E+bgSj9LO7zNbbA3Mn2oVKggCJS2N3O9vpLr9be5Vl9BUWsjBjq6THbvz4K+QYTY9enxs+rEIl48d4JLFaWsCR7KC2GRGl02njt6nJP5BexeOI8gZ+d7N8KGDShffJE8eydEe/YRGjVU47HmrN+BtakRm1bN6vWalEqBKS9vYaCnI58+Ne2B9+CvREZRFZsOXyEltxw7SxOWTw5nRlSARruwO207n8cl0NQhZlZ4AE9PilQzAmjr7GLjxRR2JKejp6PD48NDWRYRrEaMapdI2JGewdbr12kSdxLk7MSiwMFM7Ofbq3pXp0zGjbpqUqtvc6OumpKWZiraW5Hf11LRG/S0tRlgY8cge0cG2TsS0cdNxfC9J9xJV66LP0+jWMy6saOZN6hn/elmUSezNu5EW0uLfasWYdmL4IcgCMz85BeMDfTZ+dyCh76WeyHqkrLq073kltUSOyKAkH4uDHB3xNXeEm1tLTrEEkprmiipbiKntIaLN25R19yBro42YQPcmDh0AKNDfHr0fr4XSqXAb4kZbDh2GW0tLZ6fGqWR0yGSSPno5EX2Xc+in4MtH82aoNYrn1Vby2snz5BTV8fovt68PWaUGlkpraaKT5ITuFpVgYuZOWtDI5nhM0BjoGqTdnGiPJ8jpdlcq6tEqlRgoKNLuL0rIXYu9Leyp5+lHS4mFg+l4SsIAtXidm42VpPZVENKbTnX6ivRAiIcPYj18meSW381icw7UCiVfJpymY3pKYzz7MtXYyZjqGHfH1Kv8dGFS6wbM5pFQeqT/1v1jUz95hdWjeh59br+8EV2J2aQ9MHqXm3//mODK3SrJb3/yxnOXCv44z09XR3MTQxpbBX98Z6DlSnB/VwZH9aPcD/3Xm/I/bicW8rbe87Q0CZi8YggVk+MUBvE7ijtfHTiIvq6OrwxeRSTAlSZm40iMa+fPsOZolsMdnLk/XFj1WpimXU1vJkQz426agba2vNi2HCi3dT72jrlMo6U5nCwOIuUum6WcKCtMxNc+zHcyYMBVg5/SvjhQchpqmVXUTqHSrLpkEnpZ2nHK0ExRPfRXPhXKJX889IZdufe7FUIYMq27WhraRG37HenE5ms29h8yxaUsbFMGjIKRydHtj06W+Nx3tsXz7HreVx+/8lef8BZxdUs+2AX6x6bwORhD7YO+ztwLa+CjYev/OGvuXrmcEYF+2ic3LV3Sth0+io7E9IxMdBnzaRIZg8NUGMilze1sP50AmdyinA0N+WpmKEaexY7ZTL23szil7R0SptbsDIyZJb/QOYPHvRAmco7kCkU3O5oo7S1hVZJF50yGZ1yOWK5DAQBC0NDrAyNsDIwwtrICE9Lq4dK7alcT0sL75+/SHzRLfrb2fLeuLEEOvdMkpMrlKzacYjUskp+fXzeA12W0opvs+ybParymf8DNLWJ2Xo8mQMXM5HIFACYGhlgqK9Lwz3jjoGeDsP8PRgV7EPUYK8/pfRVWtfMm7tPcaO0moh+7rw1dwxOVuoruLSy2/xj/0mqW9t5bPgQ1sQMVdGzlioUfH0lic3JqVgbG/PW6BjG+6oSgGo62nk/6SJxRXnYGBrx9JBhLPAbpPb9KZRKLteUcqD4JqcqCpAo5HiaWTPGxYcRzp6E2rv+6e+8N5S3N3OwJIsDxVmUd7Rga2jCc4OGM79vYI+/920301h3+Rwhjn34cVKsWoZEKQis2H+QpPIKDixeqJGX8PSuOFJKKoh//jGNtdczGYW88PNRdjw7X6OL2R38RwfXOyi63UBNYxvVjW3UNLbT1CbGzdGK/m729HOzx/pPeLnegVQu58tjiWy/mIa3gzXvzB9PgLuj2n4dXRLePHKWE1kFRHi78UHseBzuIzZdKC7m5ROnaZdIWDs8guVDVKXwWro6+ST5MrtyMrAxMubVYSOJ9fVTC5D1nSK2F1xnR0EazZJOvMytme4xkOmeA3HvpTn/r4JIJuVYWS4bs69S0t7EJLf+vDlkDA7G6nR94XcJu80Z13h8cAj/HBatFmCvVd5m/q7fWBE6hJcH+cOcOXDuHLz6Krz3HlsSr/P5mcsce/oRvOzUCSqHU7N5Y9dpDr28FC+Hnntutx1P4ZsDlzm74cmHEn74u3CnJvvVvgSKqxofKAxQVNPARwcvkFJYgbejDS9OG0Fkfw+1/VJLK1l/KoHM2zW4WVvy9KhhTPJX74tUCgJXyyv49UYGZ4tuIVcqCXZ2ZsqAfkzw9cHe9K9RZvqzqGhpZXv6Dban30BXW4tnIyJ4JCSoVzamVK7g9UOnicvM453pYx7oriQIAqs2HSCnso5Tbzz+UCIAD4JcrqC4uomckhpyymqRyuR4OFrj4WSNp5MNfews/rRhuiAIHErJ5sOD5zHQ1eUfM0YyJWSA2vOhVAr8lHiNDfGJOFuY89HM8QTfJzpS0tTM2qPHyaqtZbb/QF6LGYn5PbVGuVLJL1npfJ6SiFSpYFVgGCuD1FW9uuQy9hXfZEtOMuUdLVjoGzLVYwAzvQIItHH+28mUgiCQXFvOZxmXuFZfiZ+VA+tCxzHEXnOZ49itfJ47ewx/Owe2T5mj1gPeKBYzeesv9LEwZ++iBWrj7B03pbemjmJ+qPrqtqalnXHv/MCrsTEsiFLvtb6D/18E178aJXVNvLLjBLmVdcyPHMwL00ZoZH3m1dTz3G9HqWhq5dnRETx+n7uJRC7nowuX2J5+g362tnw+ZSL97O7OlARBIK4on7cvx9Mq6eKRgGCeGxKhpqZT2t7E91lXOVSShUypYIyLD4/7hRNq92AniDvHaZKKqBK3qqqgaIGRjj5uJlaY/gnvTolCzuacZL65mYiBji4vBo5kkU+QRu3cdYnn2HYznRfCInk6RJ1l+cqJU2RcvMiRfXvQq6iALVtgabdISEOHiOj1W1gWEcKLGuTJcivrmPf5Tj5dOonxgT0L/7+y8Si5ZbUc/vCxh77GvxMKpZJTyXl/SNoN8nZizawogjVo1wqCwLmbt/g87hIVja1EDfDkhWlRapMJQRA4n1/Ml/FXKKhtwMfehqeihzLWr6/GWX5tRweHs3M5nJNLfkMDWkCYqwvjfPoS6eGOt7X13zpoypVKzt8qZldGJgklpWhpaTHDbwDPR0Xi2EPD/x20iLt4dnccKaWVrB0TyRMj1Ov29yMht4TVWw7xjxkjWTwi+K+6jL8UbZ1dvLc3npM3Cgjt68oHCyfgYKk+4WkWd/LqgVNcLChh/EAf3p0+VqVfXhAE9t7M4t1z5zHQ0eWD8WMZ56vaepZRV82rF8+Q01DHSFcP3okag7uFah23VdLJjsJ0tual0tglZrCNE4/7hTPWxeehV6gtUjE1nW1IlfJuJTilAoWgxFLfmD7GlpjrGT70cyYIAsfK8/jgejzV4nZmeQWwLnScRonPUyWFrD4dxxDHPmyfMlttonaHWPn++LFqZQdBEJj+7XaM9PT4baV6+UAQBIa//j0TAn15Y86YHs/3/4LrPRAEgQPJWXx86AKGerqsmzeOGH/Nqc8Dadm8czQecyNDPpszSU3surS5maePHCW3rp5lIcG8NGK4Sp2rsVPM65fOcKK4kMH2jnw4chx+tqqszvrODr66mcjuwhvoamsz2zuAR/uH4mXe8ypNopCR2Xybaw1lZDZXUiluoUrcQqdC3QD9XtgYmOBuaoOnqQ0Rdt5EOfR9YMAtbW/i9eRTJNaUMsLJk6+jZmCur56GefHcCQ4U5PDZqInM6qfKsmw9dgzmzkVbVxezY8dg+HCV7at/PUxmZQ3nX1ihtgqQyOSEv/LNA0lNsa/9hK+rHR//D+XrGpo7OH05j9u1LXR2yejsktIpkaGFFq5Olrg7W+Pep/tla/VwtW3oXvnEXclmS9xV6po7iPD3YM2sKI36xVK5nF8TbrD5TDKdUhmzhw1i1bhwtT5NpVLgRHYB35xLorSxGXcbS5ZHDmFG4IAevTgLGxo5lpfP8fx8ipuaAXAwNWGYmxtD3Vzxd3DAy8b6X267qO3oIKWikuTyCs4Xl1Db0YGDqSlzB/kzd1BAjyo696K0sZkndxzmdksb788Yy9TBDxaBkCuUzFm/HZlCycF/LP1TZaF/F64VVfLarydpaBPx1IRhPDpqiMZJUUZFNWv3HKOhQ8TLE0ayMGywyvPWLpHwz1NnOJ5fwDA3Vz6dNEFlsiJVKPjy2hW+T0/BztiEtyJjmOilqj3cJZexNe8a32cn0S6TMNLZi1V+Qwl36NmbVykoyWut4Wp9CfmttZSJGintaKRN1tXrdZvo6uNsbElfMzsi7fsS5dAXO8PenwOxXMq3WUlszE7Cx8KWzSNnaZTVPFiQw9r44ywLCObt4aqiI4IgsHD3HooaGzn92KNqrY/brqTx8cmLxK1ZqtHqc9k3exAEoVdS0/8F19/RKupi3d4znM0sItzHlfcXTsDeQn3WKJHJee/4efZdz2KopyufzpmIranqAHc8v4BXT55GV1uLTydNZJS3KqvwxK0CXr90hnaplLVhEawYHKrC2OuQSdiSk8wPuSlIFQrm+wTyTECkRgcRgApRE8cqs0isKyKz+fbvotjgbWaHu6kNfYwt6WNsibOxJca6+tz7vXbIJJSJGinraKJM1EhRWz2tsk50tbQZaufFaKf+jHUegLWBZvq9IAjsKrzBW6mn8TK35seYObiYqs6A5Uoli+P2cqOumkMzF9Hf5vfgsXkzrF5Nk5sbM+fO563HHyPmvnsVn3uLNbuO8N2i6Rpdc6Z9tA1vBxu+eFRz4OwQS4h+5lueio1k+eSHl0qUyxUkphVz7HwWSeklKJQClmZG3a45ht3uOQqFkvLqZsSd0j/+z9nBgoggT4YFeRHk54LhQ6Qfu6Qyfou/wbYTKXR0SpgQ1p8nYyM1MkmbOsR8dzKJ/Vdvoq+ryyPRITwSHYLJfWx3hVLJ2dwitiSkkl1Vh52ZCUuGBjE72L9HFiR0p2ivlJdzpaz71dzZCXQTlPra2NDf3o4+5ubYmZhgZ2KMrYkJ5oYGCEL3syAgIFcK1HV0UNXWTlV7G1VtbWRW11LW0gKAqb4+4W6uzPYfSIy3V6+axfcitbSSp3fFoaUF3yyYpqa93BP2JWXyzt74h5at+3dCJlfw3akkfjqXiputJR8umoi/m3r5SRAEfk3J4OOTF7E3M2XDvMn491HdL6e2jqePHKWytZW1UZE8ERaqkvLMbaxnbfxx8hrrmdPfnzciYlSyZEpB4FBJFp/duESVuI1RffrywuAR+FlrrmU3SUScrsohqa6YlIZSWmXdz4qjkTkepja4m9jgYWqDs7EF+tq66GnroKuljbaWNk0SEVWdLVSJW7ktbiG7pYq6rm7pxH7mDoxw9GGWezBuJj33K1+uLmFNwiG0gG9HxBLh6KG2zzuJ5/kp8zpfjJ5ErK8q3yK/vp5pP+9g/uBBrBurakvYJBIz8tMtLB0WxEvj1V2Z3tsXz4m0fC6//2SPE47/C650pxfXboujrqWDpydF8kh0iEaiSUOHiNU7j5B5u4aVI8J4etQwldmlQqnk00sJ/JB6nUAnJ76aNhln87skhE6ZjDcSzrIvP5sAOwc+GzUR33v6/ARB4ER5Pm+nnqa+S8QU9wG8EDgCDzP1B6xZIuLk7WziKjO50VQJgL+lM6G2HgyxcSfIxhVL/T9fa1YISjKaKomvzuNsdS4VomYMdXRZ7DWU5T4RPX5mYnUpTyUcRF9bhx1jFtDPUnX1VScWMXnvL1gaGHJ05kIMXn4FNmyAiROR7tzJlAOHADjx6CMq91SmUBCz/gdCPfrwxbwpasdduzWOoppG4l5dpvG80gsqWfHJHr58NpbIgN6Fue+gqKyeVz49TFVdK7ZWJkwcOZApMf64OqnPjgVBoKFZRFlVE7fKG0jNLON6VjkSqRw9XR2CB7oycaQfI0L7PjDQtom6+PlEKrvj01AKMDt6MMsnh2Flpn7PS+ua+fpEImcyCrEyNWLl2HBmDwtQW50KgkBScTlbElK5WlyBvq4Ok/z7sSh8sNrgfD+UgsCtxiby6uvJrasnr76e/Pp66jpEPOzIoKetjaOZGb52toS5uBDu5sIAO7uHYpDegUgiZePFZH5OSsPFyoKNi2fgpsGOURNqWzqY+9kOPOyt2LZm7v8zS0ZNaGwX8/y2ONJLqpgZ7s8/ZoxUU1mC7vryuqPxHEjLJtrXk49mTVDTwD2Sk8urp05jaWjIl1OnMMTl7sRDEAR+zLzOJ1cTMDcw4KPo8YzxUM3IZTRU8UbKKW421RBg7chrwaMY6qgukiBTKrhUW8jBsnQu1RYiF5Q4GVkw1M6ToXZeDLXzfODKUxMEQaCgrZaE2iIu1xWR1liOUhCY7BLAyn5ReJlpdqMqbW/iiQv7KW5r5JNhk5nppZrilSkULD66l4y6Go7PWYqXpepY+uaZePZk3uTciuUqYzXAml1HyKio5uKLT6jFg92JGXyw/xyn33gcRyvN1/tfH1zjruXwzp6zWJoa8fkjUzWSlqBbwnDljkM0i8R8MnsiYwao9q52SKU8F3eMC8UlLA4azGsx0SpptJKWZp48fYT8xnqeDhnK0yHDVOoANeJ23kw5xZnKQgZaOfBe+AQCbdUby0vaG/ipKJEjFZnIlAp8zO2Z4hLAZJcAnI0fbsB5WNx54H8sTORY5U1MdQ141CeSJd7hmOiqs+gKWxpYHL8LmVLB9tHzGWitei/PlxXz9P5fOXLgOF6JSfDss7B+PejqciK/gKePHOXb6VMZf1996M3DZzieVcCVl1ehf19Kb8PRBLZfTCfl4zUaB+w7kodHPnrs4XoKa1tY9cZutLW1eH75KCJDvP80KUUilZOeU0lqZikXkguprm/D2FCP6KG+TBzhR/BA114H+dqmdjYfSSIuMRsjAz0Wjw9h4Vj11SnAzbIaNhy7TGpRBY6WZqwYE8aMsIEaU58FtQ3sTs3k8I0cxFIZg/o4MjN4IBP8fXsVLL8fcqWSJrGYepGYBpGIdokELS2t7hego6WFvakpzuZm2JqY/I+Z64IgcDQzj/WnE6hrFxEb5MfLE0Y+9LlKZHJWfL+P/KoGdq1d0Cvp7d+N7Ioantsa150xmz+OiUGaOQOtnV08t/soV0sqeHJkOGtihqkM9EpB4LOEy2xKTiXUpQ/fTJuKzT3tf+1SCS+eO8mpkkLGevTl4+hxKuYNXXIZX2Qm8ENuCnaGJrwcFMN0z4Fq31mTRMT2W1fZW3qdJqkYGwMTprkOZrrrYHzM7f/ySUtdZxvbbiXxW8k1uhQyJvbxZ82AGDxM1b/DdqmEJy8dILGmlI+HTmJuX1USUp2ogzG7t+Jrbctv0+epjBNVbW3EbP6RZSHBvBozUuX/jmTk8vL+k+xduUBtInolv4xVmw7w0+o5DPHWTKz6rw2uMoWCzw5f4tfLNxji7cKnSydjo2GFAN1OJc/sPoqBrg7fL5qudqOr2tpYsf8QRY2NvD1mNAsCVcXkTxYX8tL5E+hoabNhzGSi3e6uoJSCwK7CdD5Ov4BMqWDt4BEs7x+qlirLaKrkx8LLxFfnoa+tS6x7IPM8htDPovfVx1+FgtZavso9x7mafGwMTPgwOJbhDupKR6XtTSw6uwuxTMrBiY+orrpLS6mKica+vILGTz/B4fkX/tikUCoZ88NW7E1N+G3hfJXPvJMa3rpsFkO9VPt9917J5N198T3OIL87mMjPJ1JI/P7ZBwbJxhYRK9/YhUgs4ft18/Fw+dcHY6VSICPvNicvZROfVIC4U4qbsxUzxwUyKXogpsY9u/KUVDXy3aFEzqcbYml5AAAgAElEQVQVYWVmxKOTwpkVPUiNXCcIAsmF5XxzIonMsmqcrcx5Ymw4U0MHaGTctndJOHwjh92pmdyqb0JPR4eRvp5MHdyfkT6ef7vzy4MgCALp5VV8fjaR62W38Xd24J+TYwh07bnt4X7IFUpe+uUY8TeLWL90MuMCff/GM/5zOJyazbt747E1M+GLR6eqyRfeQWVzK6t2HKK8qYV3po9lRqBqWrNTJuPFYyc4VVjE/EEBvDlmlMqEvrCpgZWnjlDW2syrw0by2KAQlSCYWlfBP5KOUdrezPy+gbwaHKPGmajrbGNr0RX2lF6nSyFjlFN/ZrsHE2nvja7231+7bpKI2FaUxK8lKSgFJa8GTGS2e7BaMJco5DxxYR+JNaVsHTWPKCfVLNWB/GyeP3eCNyJieGywqi/vnUVRwqoVKtKazaJOIj/ZyOrooayOUSVjltU3M/XDbby7YBzTQzWrdf1XBtf6tg5e/PkY6SVVLB0ZzHNTonoceA+lZ/PG4bN42FqxafEMnO/zGr1ZU8MTBw7TKZPxzfSpDL9HRkyuVPJpcgKbbqQy2N6Rb8dNVWmkr+/s4IUrR0moLiHS0YP3wyeotdQUtdWxPvsMl2oLMdczZKFnGIu8w7Ax6L1tQqaUUyaqo17SSqO0nUZJG03SdrTQwkhHH2NdA4x0DLDSM6WfuQt9jB5O8D+jqYI3b8RR2FbHE75RrOkfrfYjK2tvZsaJbdgambB//NLuH2xiIsTGopTJeOrxJdQMDWd/7AKVWeS262m8d+4C+xcvYLDT3YFUJJEy7KONLAofzMsTVGeXSfllrOxlBrnup1Mk55Zx/NMner2udlEXq9/ew+2aFr5+aw5+fR9+IH9YSKQyzl0t5MCpG2QXVmNkoMf4qAHMnRTcayDPKq7mu4OJpOSW42BtxhPThjF5mJ/aMysIAol5ZXx38gpZFbU4WZnxSHQIseH+ar3Zd/bPqa4jLiOPYzfzaOgQY6yvxzBvN0b6ejLSxxN7839fe05rZxdHMnLZc+0mRXWNWBkbsXZsJLOC/B9K7OUOBEHg7T1nOZicxcszolk04u9xsvmzuHdCH+bjyqdLJqsJhNxBZmUNT+08jFyp4Kv50wjzVH226ztErDx4iJs1tbwaM5JHQ1QDzrFb+bx07iTGenp8M24qQ53vmjlIFHI+Sb/A1rxU+phY8OHQiQy/Lxg1Sjr4Nu8C+8vSUQpKprgM4nHf4Xj3kJ69A7lSQb2kldquZmq7WqjpaqZFKkJHWxs9LR10tXTQ09bFyciavqZOuBrbPVSQruts49W0QyTVFzPWaQDrgqaqlajapRLmnN5OlaiNfeOX4Gup2pnx+ImDJN4u5/S8ZSrOSzdraojd/iuvRo/ksVDVwLtgy24USiV7Vi5UeV8qlxP68tesHDuUpyZo1pr+rwuuGaXVPPvTEcRSKW/PHcuk4P497vv9hWS+OneFoV6ufDV/qpo9XHzRLZ6NO4atiTFbZsbiY3t3gOyQSnnq9BEuVZSyeOBg3oiMUaGvJ1SXsDbxCB0yKa+HjGaRT5DKj6NFKubr3PPsKb2GsY4+T/SLYr5nqMZ0LIBY3kVmSyk3W0vIbCklt60cqVKuso+prhFagFghQSGoqu2Y6RrR39wVfwt3xjgG4Wrc84+oUy7lg5sn2F+WzhAbdzaEzVUjPF2tKWNJ/G6GO3nwY6UE7RUrwN0d4uI4pKXgufjjrBs+ikcC7rZFdEilDP9+M9FenmyYqmqAvuKXA9xuaeP4M8tU3i+vb2HKh1t5Z/44ZoSpzyCf+mwfYomUba8tVNt2B3KFkmfe2UtWQRXrX40lbJBHj/v+VcgrrmX/yXTOJOYjlckZEdqXRdOGENCvZ5JOSm453x64THZJDe6OVqyaHsHoEF+1wCMIAgm5JfwYn0p6SRVWJkYsjApkwfBAzHsQMpArlCSXVHA2t4iLBSVUt3aTSwY42hHs3odgN2eC3ZxxtPjz9bTeUNXSRnJJBZeLyojPLUIiVzCojyNzhgQw0d8XEw01yN6gUCpZf/gSOxPSWTk2nNV/Qj/470SbuIvntsZx7VYlS0YGs7aXCf2F/GLW7jmGrakxmxbHqvV432psYvm+AzR1ivl88iTG+tzNIAmCwPqUy3yblkyQgxPfj5uGo+nd76ysvZmnLh0kp7mWJb7BvBwUo9LKIlcq+LU4hW/yLtClkBHrHsQKn+G4mGjuo1cISoraq0hrLiKt+RaZLSV0KiQq+5jqGqIQBORKOTJBobJNX1sXDxMHAiw8meAUgq9Zz+pvSkHJtqIkNuTEY2NgwuehcwiyUc1kVYnaiD35M7ra2hyZ+Cg2hncDcE1HO6N2/cQIVw82TlB1TVq4ew8VLa2cf+IxlazhnRiQ8I8n1IirY9/ZQljfbvKrJvxXBderBWU889MR7M1N2bB8Kn0dNYuGC4LA1+eS+P5iMtMGD+Dd6WPVan3H8wt4/uhx/Ozt2DxzBrYmd298nVjEo8f2k9dYz3sjxrLA726aWCkIfH3zMl9mXsbHwpavo2aozbD2laXxefZZ2mVdzPccwur+0VhpYOvKlQquNRVyquY6l+uzkShl6Ghp42PWh0EWHgywcMPB0BIbfXOs9c0w0Lm7epEp5XQqpNR2NZPfVkluWwU5beUUd9QgIDDE2odYlwiG2QzocWZ5uPwGb984ip2hKZuGLcbTTPV+bs9Npe2Vf7D6yAWIiYF9+8DaGkEQWBy3l/ymBhIWrVCRf3w3/jy/ZmSS/NRKlYb3bYnX+fjUJS6+tEJFS1cqlzPkH1+zesIwVo5Tl0mc99bPuNpbsn51zxZkO4+k8u2OS7y5ZiITRvx7FZya28TsO5HOvpM3aBd1EdDPmYVThxA1pK/G1ZogCFxIL+L7Q1f+EKJ4KjaSyADNQhRpxbf56Vwql3JKMDbQY3roQBYMD+xVV1cQBArrGrmYX0zirXIyK6vplHVP1OzMTPB3dsDT1gpPW2s8ba1wsbLAwsgQw17SyV0yObdbWilvaqWyuZWC2gZSSioob+rWv7Y2MWKsnw/zhgQwwKl3R6qe0NEl4dWdJ7mYXcziEUG8NH3k/woCU0ObiJWbDlBa18y6eWOZMqTn9qFzebd47rej+DrYsmlxrJrZR15dPUv37kMLLX6cFYu/410mr0yh4JWLp9mfn82CAYNYFzVaJU18trKQ5xPj0NbSYn3EFMa4qHIb0hrLeTfjGPlttQy39+aVgAkaiUSCIFDQfpvj1anE19ygTd6tCexmbE+wlTe+Zn1wMLTC0cgKewNLlXFHEASkSjmV4npudVRT1FFNUUcVmS0lSJVyvE2dmOgUyjjHICz1NWdNsluqeD51LzWdbXw/dCER9qrkrJuN1cw+tZ1IRw9+iJmjUj/+IjWRL68lcWzOUgbe0/p4qqCQ1Yfj2Dp7JlGeHn+8f0fMf/3siUwepLoQW/rVbvT1dPnhSc0Kcv81wTU+s4h/bD+Op70VG1fOxNa859aSL+OvsOlSCjODB/LutLFqg9yRnFxePH6SYGdntsyaoZKnL2lpZunRfTR0ivhu3DRi3O+2j7RLJTx7+TDnq24R6+nPe+HjMda9O2us62zj9fTDXK67RaiNO/8cNAlfC3UafG1XM3srLnO2Jo0maQfmusaMchjMSPsA/CzcMdL5c7P9e9EoaeNoVQpHbl+lXtKKnYEF891GMtM1Eh0tDX13TZWsSd6FnrYOO6Mew8n497S3SITwyCNo7d/PnuhQAnYfYIDD3dRWanUlcw7tVquBZFbXMHPHr2rN3ZmVNczbvIsN8yYzfqBq/WzEG98zdrAvb8xWpdMDjH9+IyMCvfnn0rEar1cilRP71Gb6eznw+Wu9axT/nRB3STl2PovdR69TXd+Gp6sNj8SGMzpCs6/nHSGKTUeSuF3fyiBvZ1bNiCC0v2ayVP7ten65eJ2T6QXIFAqiBniyaEQQQ30erK8tUyjIr6knrbyKrKpacqvrKWtsQaa4bxWiq4OFkSFmBgYoBCVSuQKZQoFUrqCtS3U1Y2ZoQKhHH8I9XRnq5YaP/b/mQ3wxu5j39sfT0Cbi5RnRzB/es3LOvxOVja2s3LifhnYxGx6dyrB+PduUnc0t4vk9x+jvaMcPS2eqWSlm1daybM9+DHR12TFvjoqDllgmZfXpOM6Xl/DckAieHTLsj/upFAS+yLjEN1lX8Ld25LsRsbje0y7XpZCxPusMv5ak4GhkzmsBExntpO4u0y7r5FTNdY5XpVDUUY2+ti4j7PwZZutHkJU3tga9C+z3hnaZmPjaGxyvvkZeWwV6WjrMcxvJUs/RGGoYz1qkYpZd3kaFqJktEUsIvm8Fuz3/Om+mnua14FGs8Lvbgtcq6WL4js0Md3Hn+/F3J9wSuZxh321ilLcX6yffNUKXK5SEf/gd0wP9eHOKaq/s89viKK5t4tDLj2i8pr8tuGppaX0KTAWkwC3gUUEQWh70f39HcD2SmsNbv51moKsj362Y0WNqTBAENpxNZHNCKrND/Fk3dYzawLM/K5tXTpwi3M2VTbHTVSywMutqWHZsPwA/TZpJ4D3m4ZUdLTx+YR9FrQ28HTpOLQ18ojKLdRlHkSrlvDRwHPM9Q9Ue7kpxAzvLznOyuvv+RNj6McEphKE2/dHT/mtJKHKlgqTGXPaVXya95Rb9zV15uf9svM3UGcx5rTUsTdiKvaEZO0Ysx7K+GaZNg/R0RB99SIynIVaGxhyeuExFTHv+4d8obmni0qIVf5hkC4LAuB+3YW9qws75c//YV6ZQEPbBd8wJCeC1SdEqx5/16XZcbCz4crmqKL9SKTBs1QaWTghl9UxVcYo7OH4hm/e+O8mXr88mdFDv/owPgkQiQ1dXB50/yS6+F3KFkvgr+fxyMJmSykZcnaxYMiOMCVEDNBqwy+UKDidm8+PRbiGKQJ8+PDFtWI9BtrFdxJ4rmey5kklju5g+1ubMCBvItFA/jdq1PUGhVFLV0kZxQzM1re20dXbR0tlFW5eEji4JOtra6OvqoK+j83vQNcLN2gJXa0tcrSywNjH6S1aVje1iPj50gZPp+fR1tOHteWN71Xv9d6KopoFVGw/QJZPz7YpYBnv0fF6ncwp5Yc9x/Jzt2bIkVi2wZlbXsGzvfkwN9Nkxbw5ulneDY3NXJ8uPHyCjroZ3okazeODdiUWnXMbaxCOcqihgrvcg3gkbr1Keymmp5h/X91Pc3sBS76E8M2CUyoQfuoPq3opL7C2/jEjRRX8zFyY5hzLaIQgzvb9eTrS4o4ZdZRc4VXMdR0MrnvGdznA79ZJPQ1cHSxJ+olEiYtvwR/CzvDs2CYLAk5cOcP72LU5OeRxP87up9c9TLvPV9aucmvsI/Wzursz/eeoMR3PzSHpqFcb3cBQe+3k/TaJODj61WOX4Hx44z9FruSR+8JTG6/g7g+s44JwgCHItLa2Pf7/glx/0f391cL1jMRXu48qXy6dp7CP7/dz4/Mxlfrh8jblDAnhrymj13qaMTF4/fZZId3c2xk5TSWcmV1Xw2PGDWBoasn3KHDwt784q0+tvs+LiPqQKBd+NiFUhD7TLungn4yjHKrMIsOrDxyGxeJiqplcrxQ38VHyac7U30NXWYYpzOAvcR+Jg+PfrCQuCwLnaDL4sOES7vJOF7tE84jkW/fuC+bWGUh6/sp0JNRI+WLcV7bY22L0bJk/mYtUtlp3bwzMBkawdfLch+0plOQvj9vBu1GiW+N8lndyxpLu0cgXO5nfrRcu27qNDImHfqkUqx1616QBtnRJ+vc/ppKWjkzHPfc8L86NZMEZd8k4QBB59ZQcymYIdnz3ypwb721XNXE4soOJ2M5W3m6iobKKpqVu03cTEADNTQ8zMDHF0sMBvgDN+/Z3x8XHA6CGsDaF7YnAptYhtB65SUFKHs70Fy2aGM2GEn8YgK5XJOXw5i63HU6hr7mBwX2dWTB1KuJ+7xuuSyuWcySjkYEo2KYUVaGnBMF93pg4ZQPRAb41tP/+bIJMrOHIthw1HLyOWyHhibBjLR4X+r1FfyiyrZvWWQ+jr6rBx5Ux8nHr2rT2dXcjze48R0MeRLUti1cTi025XsXzfAayMjNg+bzYuFndJkbWiDhbF7aG8rZWvxkxmgtfdrE59ZwePn9/LzaYa3hgyhmX9htyzmlWytSiJL3PisTYw4YPgGWrp1Q55J3vKE9hXkUCHvIsRdv4s9RyDr9nDiXf8q7jRXMwX+QcoEdUSYevH2n4z1Ma8KnELSxK20qWQ8fPwZfQ1v5vqrRN3MCZuM4Ntnfhl1Pw/rr2lq5PIHZsZ5e7N12Pv9s4nV1SwaPdevpgyiakD7qaAvz1/lW8vJJH86lMqvJsfzqbw1fFEUj56GkN99cVNb8H1X1oKCYJw+p4/rwKaE9N/I/ZfvcnncQmMD/Tl/YXje5R/A/j5Sho/XL7GvNBBvDl5lFpgPZaXz+unzxLt5cm306eqSBler7nNsmP7cTY1Z+fUOSoEgvO3i3jq0kHsjUz5bexcvC3ukp7KRU08dfVXyjoaebp/DCt8h6vUN2VKOb+WXWB7aTw6WtrMdRvBPLcR2Dwg/dKlkHCro5RScSXtsnY65GLa5R2I5GIMtA2w0rfASt8SKz0LHI3s8TX16rGuqqWlxWjHQIbY+PBtYRzbS89xtSGPjwMfU0kDDbH14Jc6C3yefoEWGyusEhPRGtRdax7p7M00Dz825SSzwCcIx9+F/of1cSXIwYktGddYNDDwj9rI1AH9+TIxiZMFBSwfcjdlHOjqxA+XU5HI5CrtIrbmJhTXNqmde0tHt2JMT2L9hWX1FJTU8cJj6q49PaG+oZ3tO69w/FQmCoUSSwtjXFysCBviRR8nSxRKJW3tXbS3d9HW3smt4joSErtdm7S1tfDytGNYuDdRkf3o691zf6C2thbR4T6MDOvLlfQSftx7hQ82nmbbwWSWzRyqtpLV19NlTkwg04f7c+RyNluPJ7PmiwMM9HTkscnhRA32UjmWvq4uk0MGMDlkAJWNrRxOzeZwSg6v7jyJga4OUX6eTAjqR9QAT41M4/9XaOvsYl/STX5NuEFdawdBns68NXfM/6oe1pLaJp7cdBBLE0M2rZqp0Xv1DlJKKnlx33EG9XFks4bAWlDfwGP7D2JjbMz2eXNUJpuNnWIWHtlDjaidnyfPYlifu6nR8vZmlsTvpqFLxObo2Sr11Q5ZFy9d28/F2kLGOQ/g7UBV5q0gCMTX3uDLgsO0ykRE2fmzzHMMPg8IqjKljFsdZVR31dIsbaVF2kqzrI1ORSfGOsaY6ppgqmuMmZ4J7sau9DfzRr+XElaglRc/hq1lb0UC20rOsDL1az4LfFwle+ZsbMlPkUtZkrCVVUk72RP9xB/kSntjU14IHMHbqWc4W1nEWNfue2BpaMQS/yA2pafw8tCoPzo4Ql1ccDQz5VhevkpwDXJzQhDg5u0aIrzvZrfulBYb2kW42Kj20D/31cFe79VfmWdcDvzW00YtLa0ngCcA3Nw0+5b+WVwrquT9feeI6OfOh4sm9trjeCaniE9OX2KcX1+NgfVqeQUvHj9JqEsftcCa3VDHsmMHcDAxZdf0edgb363lnizP5+mEQ/S3smfrqLnYGt7dltpQyjPJ3bfkx4ilhNmpUuEzW0pYn7efUlEtMfaDeNp3eo81DblSQUZrNpktuRS036JUVImSbjawFlqY6ppgpmuCsa4xLdI28tuLaJfftcYy0jFksKUfwZYBBFoNxEJP/TgWeia85jefkXaDeCd7J89c/54NwSuxN7Ts9mD94AMGvf46tUH+zH5mPMuM2rlXJv/FwJGcKM/j26xE3g3rZtdpaWnxiH8Qz8UfJ+l2OZEu3Q+uh5UV3jbWXCwuUQmufk72KJQChXUNKr3GViZGtIg61c65Q9xd5zProZf0YnIh2lpajBr24B7I1rZOdu25ysHDaSiVSqZOCmThvHDs7B6cSm1uEZGXX0NefhWZNyvZufsq239NwsHBnKgIX0ZFD6B/PyeNgVZLS4vIYC8igjy5klbMj3uT+OD7U/x/3J11YFP3+v9fSZrU3d2pC1ZocXe3wWDAxoxtzO3Ox5wpGz4YNtzdrcULpS2l7u6uaXJ+fwSShpRu997d+9v3Pv9snJxzcpJ+8nk/8n7ez8Z913hyWiQjBwRorW2ZVI/pQ8KY2D+Io1fvsfHYTV775SDdXG15anwfBnfXFfJ3sTbnhdFRPD8ykvjcIk7GpXEyPo0zCRkYyPSI8HGlv78H/fw9cLX5a4VK/owplQKJeSUcj0vhwI0kmlrlRPi68tGM4fQP8PhbkJYeWE1jMy/+egCpnoR1z0/HyerR6yOnspolOw7jamnB6rmTdYC1uL6eJ/fuw0iqx+aZ07WAta61lSeO7KGgvo4t46cT4aThMzwQc2lTtPP78DlaYjRFTTUsvraNzPpy3g8dy+yHyk9lLTV8n7qPKxXJBJi58m34IvzMOhdJUApKMhpySKxN4V5dGmn1mbQpNRrmxhIjLGRmGEkMqWqroaG9iYb2BnWnglSkRzdTb4LN/ehlGYabsS5464klzHYfTKR1AK/fWcdLt1fzTfiTBJt7qM9xN7FmZd/ZzI3ewIdxh/i5jyZKnePbnY0psXwXf5FhLj5qB35eUDhr4m6wKzmR1yJUJSOxSMRwH2/2JCbRIpdjcD8z+YBgl1JcrgWuFsaq1H1tU7MWuCqUSmISsjv9ztSfq8tXAZFIdAboTMXgPUEQDt4/5z2gHfj9UfcRBGEtsBZUaeE/et8/soLKGl7bdBgXG3O+eWJsl8CaWFjCW3uPE+LswNfTxugAa1p5Bc8fOISbhTmrJk/UAtaM6kqeOLwbU5mMrRNmaAHr8bwUXoo+QJi1ExuHzsJUpvnh7M25zSfxR3AztmJF39m4d1AdaVG0sTL9CAcKr+JgYMnXYU8SadM5uzCnMZ+L5VeJKb9JXXs9+mIZPiaeTHIehZ+pF94mHpjoGSPuhIjUppRT01ZLblMBt6sTiau+y7XK24gQ0c+mNzNcxuNgqMva7GcbyLfhT/PWnfUsub2KHwMW4LDkLdi6FR5/HLt16+iZeJif7p2ln503/vdFLlxNLJjlE8aO9HieCeyrJlSM9uqGecw5ticnqMEVYLCnJ5tvx9HY1qaua/s7quojySXlOuDaIm+nuU2uFWXVq8G18xr7xRsZhAU4Y/kHIwkLC6t55c1tVFY1MGJYMAvm9cPR4c+DjKWFMZF9vInso0q71dY2ceVaBtGX0zh4JI49+2Px9LBhzKhQRgwNwsJC93lEIhH9enoT1cOLy7ey+HX3FT5beYJN+6+zcFpfRvT31wJNmVSPKQNDmRAVxInrKWw4dp23Vx3Bxdacx0f2ZEJUkI4co1gsorunM909nXlz8iBiMws4m5BBTEoOl+6pNgtXa3N6ebsQ4u5AiJsj3g7W/7SC1Z+xptY2bmYUcP5uJhfvZVFZ34SeWMzo7t14YnBP/J3/NUbxf9Lk7Qpe/e0wpbUNrF/cNbBWNzbz7JYDiEUiVs2dpFNjrW9tZdGe/dS3trFz9iyczbVlVJ86to/UqgrWjZ6sBaxpNeXMOb0NiVjMjpFztWRI71YXsvjadloUclZHPk4/O00Lj1JQcrjwOqsyjqIUlLzoO5FpjyAx1rTVcqH8KudKL1PaWg6Am5Ezw+wGEGTeDXcjFyykZp1GpYIg0KhoIq0+i7u1KdytTWVn/iF25h+iu0UwU1zG4GeqOyzFw8SeX3ou5rW4dbx2ey2fhy6gt7XGKQ62dOblgGEsSzrF4YIEJrqqVJqkYgmvhQ1kScxBDufcY5KnqnbrbGrGYDdPdqbcZUmvKHX7zRAvL7bGxXOzoFDNGrY0MsTR3JTkknKtZ3qg0V3doD2coKmljT+yPwRXQRAePW8HEIlE84HxwDDhv0Q9bmhp5aX1h1AqBX5+SnfRdrTC6loW/34Qa2MjVsyZqNNKUHLfczTU02PDtKlYdJicUFhfx7zDexCJRGydMENLHOJYbgpLYg4QbqMCVhOpClgFQeC7pNNsyLhCfztvvu01HTOZ5p45DaV8dHcLOY1lzHQbyFNeo3SYv0pByY2qOPYXnCCnKR+JSEJPy1AG2fYl3CL4T6umyMRS7AxssDOwobdVOIIgkN2Yz5WKm5wsvcCViliG2EUx1WUsNvrafXYhFh581/1plp7/iZrn+uKQmAeffQb/+AcikYiPw8dzqzKXD+IOsn3gIvUzvRDcj92ZifyUEMO3Uapah4GeHlO6BbItKZ6q5ia1NNtgb0/Wx97iSm6euo/PxcIcE30ZycXai9zi/iKvaWzuFFzNOolc84urycqv4JUFQ7r8nkpKa3n9nR20yRWs+nk+fr7/viKWubkRY0aFMmZUKA2NrVy4mMyxkwmsXHOOtesv0C/Sl2mTexEcpNvzJxKJ6N/Lm349vbh0M4MNu6/y6S/HVZHs9EgddrGenoTx/YIYExnAhbgMtpyM5evfz7H6wBWmDwlj2qBQ7DpRtpKIxfTxdaOPryqTlFdew+WUHC6n5nDubib7byQBYCiT4udkg7utJe62lrjZWuBmY4GViRHmRgZdqj0plQLVjU1U1DVRVtdAenEFKQVlJBeWk1dRjSCAsb6M/gEeDA7yZkCAxyPJiP+/TRAElu45y62sQr6aO4YwD13i3wNrlbfz4vZDlNTVs3HBdB2d5DaFgsUHDpFZVcWG6VO1Bnq3KRQ8e/Igt0qLWD58nFY3QnpNBXPOqIB1+4g5WtOzzhQl89atvVjJjFnf7wl8O9Qma+WNfJG0k6uVyfS09OHNgOk4Geqm2ZPr0jlafJbb1QkoBCUBpr5Mdx1Hd4tgTKV/TmxEJFJl0npYhtDDMuT++9dxrvQyR4vP8OHdZQSZ+THVZQzB5tqtL46GVvzS83neuPMrb8dv4MPgOQy207Q5PuHTlzPFyXyRcJCk7vgAACAASURBVJy+Np7YGaocknHuAay8e5Uf4i8x1t0f6f39aHZgGM+cOMC53CxGeqr2mAhXF2QSCZeyc7RacgIcbUkuLtN6no77Tkd7sO90Zf9WWlgkEo0G3gYGCYLQ9O/c68+aIAi8+/sJcsuqWfXsFNxtH034aZG3s3jbIVrbFWxcOF2nQbhFLufpvQeob21j+2MztTzH+rZWFhzdS4O8jZ2TZmmJQZ/OT2dJzAG62zjz29CZamBVCko+uXOE3bm3me3Zm3dDRmsB4dmSO3ydvAsDiYxl4U8RYa2tNSoIAvE199iWt5/cpgKcDB140vMxoqx7/emF3ZWJRCK8TNzwMnFjvNNw9hee4ExpNBfLrzHVZSxTnEdrRcCB+XVsfnkXitISln06iydefwH7+0BgITPi/dCxvHpzN1uzrrPAR9XI72BkytxuPfgt5SaLgyPVP/7ZASFsTLzNvrR7LApT1f97OjtjLJUSnZOrBlexWISfgy0pOotcteFWNzZrMV7rm1WLvDOJweibGQAMjNCVcHxgjY2tvPnuThqbWvn+69n4+nQ+HeTfMRNjfcaPDWf82HCyc8o5fjKRE6cSuRidin83R6ZP7cWgAX46JCaRSMSgCF8G9PLh4o101u++ysfLj7Fx7zUWzYxicB9tcQmJWMywnt0Y2sOX+Iwitp6KZcPR62w8doMhPXyZPbwHod6dp6YBFWjahjN7gMoRy6+oJTGvmMTcElKLyrmSmsvBm/d0rjOQ6mFsIMPEQB9BEFAolQiCilBV3diMQqntcztZmuHvbMv4nv6EujvS09u5S67E38V2Xo7nwI0knh3Zp0thGoBPj5zjdl4R380YS3c3XRD+8PQZrubls2zsaKLcNWUyQRB458JJLuXn8NWgkYz30bxPbn21ClhFYrYN1wbWfblxfBB3kBBLZ37pMxsbA81+kV5fyHsJm6hsrePlbpOZ6hKlswYKm0vYmruX29WJmOqZMNZhGEPt++Fk+NdIr5pLzZjiMoYxjkM5WxrN4aLTLL33I4NsI1nkOVsrArbWN2N5j+d5O349Hydu5Ycez9LdUhXpSkRiPu8xiannV/Np/FF+6asiOIpFIt4IH8iiC3vYm5nIY74qNvVQdy/sjU3YlZKoBldDqZTeLi5E5+RqPaO/gy0XUrNpkbergzALo/uR638bXIFfAH3g9P0/1jVBEJ77N+/ZpR2PS+ViUhZvTByo9rgfZd+fjiGttII1cyfjbavrpX1y9jzJ5eX8Om0ygfYaL08pCLx+7jhZNVVsmTBDawbrrfICXoo5QJCVgxawCoLA0vhj7M69zTPdBvBywFD1AlYIStZkHGNH3kVCzT35OGSuTm01t7GATTm7SapLxU7fhhd9FtLPpnen6d6/wixk5iz0nMV4p+H8nrufXfmHyGsqYLH3AvQlMjh2DB57DKmJCSUnD3FWuEz23a0s7/G82mEY6RTIAHsfVqdeYrJbuJow8WxgXzanxrI59RYf9x4JgJ+1LcE29hzJSFWDq0wioaeLM7EFBVrP5mNnzYm7qQiCoP4OH0QzD8D0gTXe/3dnzNfb9wpwd7bCwabz1J0gCHy//CRFxTX88M1/BlgfNk8PWxY/O5SF8/tz6nQSew/E8tlXh1nz6wWmT+3FhHHhOmxjsVjEkL7dGBThy4XraazffZX3fziCr4cti2ZG0b+nt9ZmKRKJCPd1JtzXmYKyGvZejOdA9F3OxKYR6GHPzCHhDO/VrcsJPiKR6D7YWjCup6Zk0djSRl5FDfmVNdQ2tlDb1EJNUwuNLa00tsoRi0SIRarrpRIJVqZG2JoaY2NmjK2ZMR52lupo4P+SFVTW8sORGKL83Fk8qnMpvAd2KimdfXFJPDswgrEhumL9e+8msScxicV9+zAlSFvQ5Lf7DuhrvfvxWAdhmsqWJhac20m7UsHuUfO0SJNH8hP4IO4gUXbe/NznMQw6CDpcKEvgi6QdmEqN+KXXCwSYuWq9X528gT35hzldGo2+RMYctymMdhii2gP+A2Yg0Wec03BGOAziQMFx9hYeI6+pkNf9nsVWX/OZTKWGfBu+iGduLmdp0jY2RLyGhUwVHHmY2PC83yB+uHeWq+VZRNqqIvuhzj4EWzmwPuUGM33CEItE6InFjPP2Y2vSHRra2jC5X36KdHfl20sxVDU1Y3UfQL1trVEKArmV1fg5qDIJJoaq8x/ed/6StHBXJgjCo0OC/4BVNzTz9f4LBLs5/KGW6OWMXLZci2Nun3AGdtMdQ7Y/6R67E+/yfN8IBntpzxBdefs6p7Iz+LDfEKIeYuc9c2EPjkambBiiDayfJxxnZ04si3z7aQFrq0LO0qRtXCq/yxSXKF70naDVr6oQFBwqOs3u/MMYSQxZ4DGLEfYD0PuDnlaloKSstZCS5jxalS3Ila20KVuRC62Y6Jljp++MnYEzZnpWXZJBbPWtedn3KbyM3diWt5/y5grePwVG73wAYWFw6BCuLi68UeLAp0nb2JpzjgVeKrEGkUjEG0EjmHJuNWtSo3k7ZJTqnobGjHMPYE9mIq+HDVLXosf5dOPra9EU1tfhbKoCvF7Oznwfc5nalhbM76s1eVpbUtvcSnVTM1b3p388oMd3tshFIjB8CCiUSoHE1EKG9H00kenEqUTOXUjmqfkDCA1xfeR5/wkzNJAxaUJ3JowL5/rNLHbtucGqtef5fcc1pk3uydRJPTEx0U6PisUihkb6MaiPL6djUli/+ypvf3MQfy97npoRSVQPL52/tYudBS/PGMQzE6M4euUeO87G8fFvJ1m24zyjIvyZ1D+YQA/7P00YMjaQEeBi90gh+v9FEwSBT3adRiwS8dHM4V1+V2X1DXx0+AxBTna8MERXTSytooKPTp+lr5srL/fTBumrhXl8fuUCozx9ebGn5tqWdjmLLuymuKmebcNn42Ouafk5WZjEu7f309vGg+URs9TAKggCm3POsj7rJEFmbnwWOl+nA+FqRSzrsrbRrGhhuP0AZriOx0zatfSlIAiUtxZR1VZGk6KBZkUDTe0NtAtyLKTWWMrssJTZYimzRSZ+9MAKmVjKTLeJeJt68HP6Bt5N+IKXuz1NSIc0sZGeAR8FP85zN3/mq+SdfBm6UP3dP+Hdl53ZsXyTeJI9Q55FIhIjEol40r83r105TExxNgOdVPv6KE8fNiTc4mJ+NuO8Vc5OT2dVNuF2URHDfVRRsaeNKgua0wFcJWIxJgYy3X2nVc4f2d8/F9PBvj10kfrmVj6eOaLLWZHVjc28u/8k3rZWvD5ygM7rGZWVfHj6DBGuLrzcT1uX9HxuFt/diGGybwALO2ji1rW18OT53SgEgfVDZqj1LAVB4Ju7J9mWfYP53pG8Gqj58TW2t/CPhI3EVWfyku9EZrhpP0tRcwkrMjaR0ZBNX+sePOU5B7NHpH8FQSCnMYW0+njymtLIb8qgRanLnn3Y9MWGOBt60cNyAKEWkRhIOifSTHQeibOeFXXPLsDoYBKNE0djvG0P3Jd8HO7QnWuVKWzKOUMva181k8/XzJ7JbuFsy77B414Ran3SBX69OJCdxJ6sBBb69wZgpIcvX1+L5mxuJk/c73nt6XJ/kRcWqYeoP1jk2RXVGnA17BxcG1vkGOnLdDa87IIK6htbCfPvvLWgqLiG5SvO0D3MjdmzdDfBP2uCICAI/FOi8x1NLBapiVBJ9wr5fcdVftscw849N5g8oQczp/XG3Fz7byYRixk9MJDhUX6ciE5m495rvPn1Afy97XlqRhRR3XVlEg31par66+BQ4tILORh9l6NX77HvYgI+zjaMjPBjRK9uuNr/5/uq/6/Z3mt3uZ6ezwfTh3UpwiEIAu/vP02LvJ1vpo3RmVbU1CZnyaGjmMhkfD9ujNYeVlhfx4unDuNpYcl3Q8eoGa9KQeD1K0eIryhi9aBp9LDVEJvOF6fyZuxeQi1dWNF3Nob3hSGUgpKf0w6ztyCGkQ49eNN/upY8YVN7MxuydxBdcR0fE0+e956Hi9Gj68elLflkNiSR1XCPrMZ7NLTX6pwjRqzuXnhgrkY+hFn0I8wiEnNp521UPS1D+TLkXb5NXc3n935ioecsRjkMVr/ua+rMYt/x/JR2kD35Meo9VF8i5fWgEbweu4cDeXeY5q7aq8e6+7P01hl2ZMSrwbWXgzNWBoaczEpXg2uogwNSiYRbBYVqcHW31uw7Hc3EQJ/6h9THmv+XwPVqai6HY5N5ZkQfujk9ullbEAQ+OHiamqYW1s2bokNgapHLeenQEQylUn4YP1ZLwDm3toaXzxwlwMaOLweNVG9Q7Uoliy/tJ6+hms3DZmvVOtakRbMp8xpzvfrwVrDmmpq2Rt64s47MhmLeD5rNSAcNUAuCwKnSi2zJ2Yu+RMbLvouIsum0D5kGeS03q85xo+oclW0liBHjYOhOd8sBuBr54mzoiaHEGJlYH6lYHz2RlPr2GspaCihrLaK8tZD0+gT2FKzmYNFvhJj3oa/1SDyMH0pXVVXRc87bcC6JEwsj2f60D+8ry/BFE/W/4jeZhJpslt7dzm99XsVITxVZvRQwhGOFifyUfJZlvVStzmE2ToTbOLEtPU7d2O5taYWXuSWnszPU4Brq4ICeWExsYWGn4NrTXQWOD8C14aF0THNrm07UChCfUqi6/yPAdcu2KygFgXffHPdPqS2lpRSRFJ9PVkYpednl5GZX0NTYioGhFENDGYZGMkxMDfHysadboBPdAhzx9LZHKv1jElpQoDNffDqdjMwyft9xle27rrHv4C2mTurJrOkRmJlpp1P19CSMHxLM6AEBnLh0j9/2XuPNr/bj627L/Gl9GRzhqwP6IpGIHt1c6NHNhTdnD+HEjRSOXb3Hyv2XWbn/Mv5udiqg7e2Ho/W/LnX3v2KlNQ18d+gSvX1cmdY3pMtzt92IJzojh/fHDdER4gf45Ow5Misr2TRzOnYmGie6pb2d504epE2pYM2oyerUJcBPCdEcy0vhne5DGOmqycJcKcvklZu7CDB3YHXk4+phHwpByTfJuzleHMsM1wG84Dteq7SUUpfBLxkbqGytYbrLOKa6jEUi6kQVTCnnTs1lrlScoKA5EwALqTXdTEPxNA7C3sAFI4kJRnomGEqMESGmvr2G6rZyqtvKqWgtJqnuJkeKNnG0aDMexv5EWA2jh+VAHcfP0dCez0PeZnn6BjZk70BfLGOwnSbomerSj9iqdFZlHCXUwlPdNjTaOYjNmdf4Ofk8E1xCkUn00JfoMdUrhE0psZQ3N2JraIxELGa4hzfHs9JoUyiQSSTo6+kRYm/PrcIi9fsYyaQ4mJnogKupoT4N/+208H/TVpy4iou1OU8Pj+jyvAtp2ZxNyeStUQPVoX1H++XqddIrKtkwfSr2HRa4QqnktXPHAFgzSluZ6ceEaPWQ3r72mjTxmaJkliefY4JLKO+EjFIvmlp5I6/FrSGvqZwvQhdotdkoBSUbc3ZxsuQC3S2CedZ7HpYy3QHfla0lnCzZSWLtVRSCAk/jAIbbTyfYPAJ9Sdc1KzOpJWZSS3xMVZuBIAjkNaUTW3We+JrL3K6+RKh5JFNcnsZYzxTS0mD8eMjNhU2b6PPYJI7dXcZ3qav5KvQ9LGSqTdZEz5D3g2bz4q2VbMw+w2JfFRvY3tCMed59+TUthsV+g9Xi/jO8QnnvxgmSq8sItFLVM4d6eLE58Q4t7XIM9KQYSqUE2tkSX1yifn4nCzOkEjF5VRolzQeTUzpLz3QGrvcySrA0N8LJTve7ralp4uz5e4wfE/anelgBMtNK+HXFGW5dzwLA3NIID09bho0OwczckJZmOc3NbTQ3tVFT3cjliymcOBwHgFQmITjMjf6DA4ga5Ie1TdepNx9vOz56bxI5uf3Ysu0K23dd4+Dh28yY1pvpU3pjbKydbtPTkzB+aAijBwZyKiaFzQeu8/73h/F1t+WpmVEM6OXdaSrTxEif6YPDmD44jJLKOs7cSuf0zVSW74lm+Z5ournaMjDMi4Hh3gS4//nU8f+Sbb54i1Z5O5/M0pVJ7Wjl9Y18fzqG/j7uzIkI03n9YnY2e++q6qwdCUygkupLLC9l3ejJeFtqQPlSURbLEy8z3SuEZzpo5+Y2VPLazd14mlizJmouplKVk6sUlCxL3sPx4lgWeo5ggecIrb/ZmdJo1mdtx1bfik+C36CbqXY5DKCxvY4rFSe5WnmShvZa7PVdmOT0JAFmPbCUdT0w3VxqhbnUSu24j3CYQXlrEfE1V7hTHcPO/F+4WXWeaa7PYquvLRNpIDHg1W5P83XKCtZm/Y6DgR3+Zqqqo0gk4p3AmSy8/j3fJO9mTe8l6IkliEQiXgwYzNNXtnKiMImJbqrvfZZ3GOuTb3AsL5n5fqqgZbiHD7tS7nK7tEg9mq+7kyNb4u4gVyjUWQY3KwutfQdQpYUfAtP/mbRwfE4xCbnFvDtlSJe0f7lCwbKTl/C0sWRuX11R77SKCn69GcvUoEAGenpovbY+4Ra3Sor4YdhYXDvMAYwuzmbl3SvM9A5lpo/mR5NeV8Y7t/cTYunMp90nqL3DZkUbb95ZrwbWjozgNkUby9PXc7M6nvGOw3ncfaoOYalF0cz5sn1cKj+CRCQh0noUfa1HYmfwr8uRiUQi3I274W7cjfFOTxBTcYzTJbvJbkxhflZP3Oa/CxIJnD0L/ftjCbzm9xwf3P2an9LX8X7gK2rvNtTCk3FOEezOj2asY288TFSg+YR3X/XA4/dCxwIwys2PD2+e5Gheihpc+zm782u86rt+0PMaaGfHsdQ0NYFJIhbjYGZKUU2d+jOIxSIMZVKaWrUXeUtbe6fgmpFbTjePzjeDU2fuIpcrmDDuj4XfS4pq2LjmPOdOJmJqZsgzL41gyMhgrGxMutxoBEGgpLiGtHtFpCQVcv1yOj8vO8Yv3x4jMMSVAUMDGDY6FPNO+l0fmIe7DR+8O5G5syPZsCmajVsus//QbeY+FsnE8d2RPSTHpqcnYezgIEYNDODM5VQ27LnKO8sO4uNuyxNTIhjSt9sjyykO1mbMHdmTuSN7kl9azcU7mVy8k8mGozf49ch1rM2M6OHnSk8/F3r5ueLuYPk/D7ZNrW0cuJ7EiDDfLhWYAH48exm5QsF744bofC8tcjkfnz6Hp6UlL0T20XrtZnEB6+JjmRMYxghPDYWlvLmB164cxs/ClqURGse9Ud7KS9d3IELEL31mq0mEgiDwY+oBjhXfZIHncBZ6jVTfSxAE9hYcY3fBYcItgnjZdxFGetoOulJQcKPqHMeLf6dZ0UiAWU/624zDxyT43/o72+o7Mdx+OkPtpnKz6jxHizbzQ+rrDLefwSC7CUhEmjUsFUt5pdvTvJf4Fd+nreXLkHex1ldlscylxizpNokPE7dwsPAq01xVohBRtt54mljze/YNNbj6WtjQzdyGo7kpanDt4+SCWCTiSkGeGlwD7e1oUyjIqqrCz1YViDlbmnE5Q5tFbKQv02nFaWn7HwHXLRdvYWqgz6SIrkeF7YpNJLuimpWPT9KpdygFgQ9PncVEJuOdwdrDuNOrKvj2RgwjPX2Y7KuJMitaGnnt8mF8zG3UrFeA2rZmXrq+A0OJlOURs9T1jHalgo8Tt5JWV8BnofO1gLVO3sA3KSvIaMhhgcdMxjhqT19QCkriqqM5Vvw79e3V9LQcxGjHOZhLddNL/47pSwwZZj8Nf9MeJH37NM5Lf6XWyxGDo2fQ99F8dg9jFxZ5Pc7KjI1szz3AXA/NNJlnvcdwqSyRn9IO8H33ZxCJRFjrmzDKKZCDefG8GjgcIz0Z1gZG9LV351huMm+EqdJBvR1dkIhEXOmg1hRob8eOhESK6urV7VBOFmYUdgBXAGN9KY0Pg2urXEfzs71dQXZ+Jb3H6or0C4LAkePxBAU64+nR9VDoI/tvser7E4jEImbNi2LWE/0xMf1zPZgikQhHJ0scnSwZNDyIZ5aMIC+ngpjzycRcSGH1j6dYv+Is/Qb7M3ZyD8J6PFqFyNPDlqUfTSU5pYhff7vEijXn2L3vJvPn9WfU8GCdtLZELGbUgACGRflxOiaZzQdu8OGPR3F1vMLcSb0ZPTCwS31eV3tL5o7qxdxRvaipbyYmIYvr93KJTc3n9M1UAKzNjAj0cMDf3Q4/Nzv83eywtzL9nwLcw7HJ1Le0MmdA105YUlEp++OSWBDZEw9r3Zr16us3yK+tZcvM6VoCNU3yNt48fwJnUzP+EanZk5SCwKuXD9Mob2Pb8DnqQRiCIPBe3AGy6itYGzVXa/7qpuwzHCi8ymy3QSz0HNnhXkp+y97JqdKLDLTty7Ne83T65AuaMtlfsI785ky8jIOY7PwkDoZ/jYreAxOLxPSxHkaAWQ8OFq7nRMk24msuM8/jdWw6RLEmesa86fc87yV+zXepq/k4+A1kYtXnH2QbQncLbzZnn2WsUwSGEhXXYrZnBF8kHiexupAQS1UQMtbdn58SYihrasDOyARzfQNCbO25WpgH9ANUTj3AvbJyNbg6mZtR3tBIW7tCPYLUWF9KUZX2XtTapj1HuzP724NrXnkNZxIyWDik1yMF+QFqm1v45fxV+nq5MrgTdvDuxLvEFhby5eiRauo1qOqpr587jrFUxucDNWkUQRB4++pR6tpa2DLsMQzvL3CFoOTN2L0UNdWwsf8C7O83MQuCwA+p+7lamczrflO1JjyUt1by+b2fqGit5tVuz9DHWpvpXC+vZkfez6Q3JOJq5MN8jzdxM9aew/iXmkKB83vLcf7xLGVDQ/nlUy8sFL/yjPxDTKSaNOog275k1GdzuPg0PqYe9LVWyRRayExY6DWS5WkHuV2dSU8rlcf9mGdvjhQkcrQgkRkeqnPHuvnz3o0TpNSUE2Bph4lMRqidA1cL89XvE3C/gf5eWVkHcDXt1IN8OB3T0taOwUO6uEVltcjbFXi66JIoEu8WkF9Qxduvj+3yKzq8N5aflx2jd6QPr7w7Hlu7f6/+KBKJcPe0xd3TlsefHEh2ZhnHD97m7IkELpxOwsnFiskzIxg1IRxDw87XeYC/E999/Ri34nL4dcMlln1/nJ27r/Pk/AEM7O+nA2x6EjFjBgUxakAgF2+ks3n/db5cfYp1O68wbVQ4k0eEYm7adYnBwtSQ8f2CGN8vCEEQKCir4VZqAbfTC0jJLeNyYjbK+9oxxgYynG3NcbWzwNXOAicbc6zNjbEyNcTa3Bgbc2NkXWSe/k4mCAI7Yu4Q6GLX5QQeQRD44tgFLI0MeX5wH53Xs6qqWHP9JpMCA4h8KB38zfVocmpr2D5xpladde2961wuyeHLPmO05kCvTYvmVFEybwaN1BLgP14cy4bsU4x27MlzPuPU60CulPNz+m9cr7rNRKeRzHGborVG5MpWjhZt5WrlSYz1zJjttoRwi/7/UQfJTGrJPI83SKq9ye78VazM+ICnvT7A0VDjCLsYOfGi70K+TV3Nr1nbWOyjGvcmEolY5D2aF26tYG9+DHM9VAHKZLcwfkw+y/asG4T0nALAWLcAfkyI4Xi+JnqNdHbj1/hYmuRtGElleFpZoq8n4V5pmbolysnCDEGAkrp6tfCHkb5M16lva0e/EyH/jva3X+k7r8QjFouYM7Br7/G3y7eobW7h7dG6w5PrW1tZdjGa3i7OTA/WHmu0MfE2CeWlrBg5AdsO0oa7MxM4V5jJR71G4G+paTtYlxZDTFkGH4eP15ovuCv/EoeLrjPPYyiTXDQU+zp5PZ/d+5F6eSMfBL2iI/uV25jG5pxvaVY0MNXlGSKshv1hb2tTezWlzUmUtCRR2ZqNUmhH6MDUM5c642QUiqNhKKbSh3o36+pg9mxVH+vLL2P37bc83nSXzTnLWJe1lOd9PtViFM/3mEF2Yx6rMjbjbeKh7kWb4NSH7bkX2Jx9Rg2u3a1c8TOzZ3fOLTW4jnTrxgc3T3IyL5WA+99jlLMbq+NuqBe5v60tIlTg+kBMwsncjLJ6bQ+y80Uux9xYO5rML1HVTFwddVN5J04nYmwkY9BA3f7DB3blUio/LztG3/7d+ODLGX+KjPTPmqe3HYtfG81Ti4cRfT6ZI/tiWfn9CX7fcIkps/owcXrvR0bJPbt70GO5O9GX09iwKZqPPztIYIATi58ZSlCgbvngQZ/s4D6+XI/PZcfRWNbsiGHT/mtMGRHG7Am9sLH8Y5ESkUiEq70lrvaWTB6oque3tMrJKKwgJbeMnJIq8stqSC+o4OKdTNoVSp17GMhUghPGhjKM9GUY6kuR6knQk4jR05MglYiR6kmQSiTo6an+39hAhoWJIZamhliaGmFvZYqnY9ctZv+uxWYWkFlaxdLZI7t8nwupWdzOK+KTicO1pqk8sM/OXcBQKuXdwQO1jseVFrMxMY4FId21xPgzaiv4Pv4io938mNWhDHWjPJvlyecY5xLMAh/N/nK3NodlyXvoZeXLm/7TO/TWK/gudQ1xNXeZ5z6d8U7aQnt18mo2ZX9NfnMmUdajGeX4GIaSzudfPzC5soXi5gQKm+Kol5fRrmxBLjTTrmwBRFjre2Fn4IetQTes9D2RiB7dRx1k3hsbfUd+zVrK6syPeN77U61oubdVONNcxrG34Ch9rLvT01LV8xti4UGUTQDbcy8wzbU/hhIZJlIDJrqGsi83jndCRmMmM8TXwgZfcxtO5qWpwfXBvhNbUsRAVw/0xGL8bW1JLteowTlZqPgQRTV1HcBVqsMObmmT65BlH7a/NbgqlQKn4tPo7++Brdmjf/wNLa1svxHPiAAf/DshMa2/eYualhbeH6pdD6lsbuKn2KsMdvNUU7QBqlub+CruPL1sXZjvpxGVT6stZWXKBcY6BzPTQ8PuvVOdyeqMYwy0DWaR12j18VZFG1+nrKSytYYPg17VIRDEVp1nb8FazKVWLPL6Ust7e9hq2wpJrNlPbsM1auUqJqxYJMVK5oFEIfrHNAAAIABJREFUJEMEiERiBEFJRv157tUeAcBUzx434z50t56NWWELTJgAycmwejU8+ywAfmbhzPd8iw1ZX7Il51sWer6L3v1UjJ5YjyW+T/FG/FK25OzhNT/VNfoSKdNd+7Mq4yiZ9UV4mzqpWnpcw1iWdIrchkrcTayxMTAm1NqR6OJsXglT0eh72DuhEATulpcR4eSCoVSKi7k5WVUalp7d/b93RUMjThaqqNFQpkeLXDsd0yZX6KSFi8tUrQJO9trgqlQKXL2WSZ8I70eOhSvMr+KbTw7QLcCJ9z+f/h8B1o6mbyBl+JhQho8J5e6dPHZsjmHjmvPs2nqFyTMjmD4nslOQFYlEDOzvR79IX06ducv6jdG8+OpWhgzy5+knB3WqiywSiegb7kHfcA8y8yr4/dBNdh27zd6TdxjZP4BZ43rg7dZ1qvxhM9CXEuzlSLCXdnTXrlBSUdtIdV0TlXWNVNY1UV7TQENTK40tbTS2tNHU0kZzq5xWeTsNzQraFUrk7Zr/yhVK2tsVNLS0oXgIqG3MjYkM9iAq2IM+ge6YGf+1konHb6diKJMyIrTrgQ8bLt/CycKMqd11Z5Fez8/nUnYO7wwaiI2xBrgEQeCzK+exMTTijYgBWsc/uHESIz0Zn0WMVu9VDfIW3r19ADdjKz4Jn9ihI6GBjxK3YmdgzifB89T984IgsCF7B3E1d1nkOYcRDtrAXtiUzcacr2lWNDDf4y2CzHs/8vM1tVeRXHuM/MZYSlruoRTkiNHDVOqAVGyAntgAmdgYhdBOZv0F9b4jFknxNhlAD+vHsdbXJU4B2Bu48Lz3p6zI+IB1WZ/xgs9SrPQ1wcBU57FcrYhla85ewsyD1Onsx92H8kLFCk4WxzLZRcUqnuwWzo7sWM4UpzDVXZUZHOLszW8pN2mUt2EslRFup1qj8WXFDHT1AMDH2pro7BzNM93fd8rqOww9kUpplmuDa5tc8X87ck3MK6G0poElY/t1ed6u2ETqWlpZNEB3kVQ1NfNb7C1Gd/MlyF678f2n2Cs0ydt4P2qw1vFv4i5S19aiRSSQKxX84/YBzGWGvBeqmWJf2VrHx3e34mxow7uBs7RmKS5PX09mQw6v+z2rBaxKQcnR4i1Elx/BxySYx91fU7F2HzJBEChsuk1C9T5yGq8iRoKbcQSBFuNxMAjC1sAPPbEuSCgFBVWt2RQ1x1PUFE9K3XGqz29j7EspSBUSRCdPwrBhWtd0Mw1juutz7MpfwZ6C1cxyfVH9WewMbJjgNII9BUdIq89Sf5ZxThFsyDrFnoLLvB0wA1DR45clneJ4YRLP+al+1P0dPFiZdJW6thbMZAaE2akk1eLLitWC5F5WlmRVaUbK2ZmqNqPy+o7gKtVhC7e1t+ukGkvK65BJJTpi/SmpRdTUNhHZp3Ptk5YWOUvf3Y1EIub9z6cj0//v/jyCw934LHwOGanFbN8Uw7bfojm05yYz5kYxeWZEp+liiUTMmFGhDB7oz/Zd19m19wYxV9KZPKEHc2dH6rTvPDBvNxs+fHEMT06PZPuRWI5fTOLI+bv0CnFj1rieRIZ7/su9u6BKSTtYmeJg1TUz+s+YIAjUN7VSXd9MdX0TuaXVXLubw4W4DA5fTkIiFvH4yJ4sntL/LxkwIFcoOJOYzqAgL4y6ULFKLCwhNreQd0YP0nlfQRD49lIM9ibGzO2uzR4+npXGrZIivhw0UisdfCA7iWuleXzeZ7S6jx7g26TTlDTX8vvAp9RDzhWCkk+TtlErb2Rlrxe1BpofLjrNmdJoJjmN0gHWu7U32J63HGOJCYt9PsPJ0KPTz1bbVsidql2k1B1HIcix0fcl1GIqLsY9cDQMQSrWXVeCIFAnL6K8JY3i5kRSak+QXn8OD+Moelg/joOhLmfGSt+ep70/YHXGh6zNWspin6WYSVW1ZD2xhLnu0/gmdSVnSi8x2lGlER5s7o6/mSt78mOY6NwXsUhMiIUzrsaWHCtIVIPrAEdP1t67zo2yPIY4+2Cmr4+3hRXxpZrOBE8rS/beTaK+tRVTfX3sTFXgWt4RXPWlKoevA6u4Td6uzqg9yv4z2np/kZ1OSEdPImZQUOeeD6g2141Xb9PXy5UQZ10dzHU3btIkl+uIRWRUV/J7UjxzAsPwsdTU5uLKC9mRcYeF/r210sHr02O4V1vMh2HjsLw/S1ApKPni3k4a21tZGjIP4/t9n4Ig8Fv2TmKr41ngMZPeVpqUtlJQsq9gLdHlR4iyHs1TXu93CqxFTQnsyn2aQwVvUNpyj17W85jnvYOxLp/T3eoxHI1COgVWALFIgo2BD6GW0xjt/Cnzr0xm4oI4mkwU7NoewrXQLOSdCFD0shrMKIfHuF19iZMl27Vem+A0HHOpGb/n7uPBfAYzqRGjHHtyuuQ2NW2qxehoZE4PK1dOFN5VXzvAyQulIHC1RFVDtTEyxsXUjDtlmkXuZWVFdlW1un5n14kHaSDVjVxb5QpkD0WXJeV1ONiY6YDD1euZiMUiInrp1uQBVn1/guzMUt7+eDIOTv/9sWsPzMfPkQ++mMGqzc8QFOrKb6vOMX/qz+zfeZ22RxApDA1lPDl/AFs2PMPwoYHs2X+TuQvXsmvvjUdeA+DiYMGbi4ZzYNUzPD9nALmFVbz51X5mLlnPpn3Xqahu+E99zD9tIpEIM2MD3B0sCfd1ZlL/YL58bjynf3ie9e88xti+gWw+EctLP+ylqu7flzi/kZ5PTWMLY7o/unQA8Gv0TUwN9JneM1jntfNZ2cQVFfNiZKR6rBlAq6Kdr65dwt/Khpn+mutqW5v5/PZZwm2ceMxHs19cK89iV84tnvCOJNxKoyK2JfsssVXpvNJtstZg86uVt/g9bx+R1r14zG2S1jNdrTjFlpxvcTBw5SXfLzsF1urWPE4VLWVb9hMk1x3Hz2wUczy3MNNjLVF2z+FmHNEpsILq72Quc8bHbAgD7Jcwz3sHva0XUNx8l315L3Ck4B2a2nVnMjsYuPKk5z9oaK9hc84yFIJC/VoPyxCCzfzYU3CExvYm9fvMcB1AXlM51ytT1cfGOgdzrTybihbVmu1t54q+RI/oYs1ouHB7R+6UFav3MG8rFWE0+37WzFhfhpFMSlm9Zt0/SP+2dth7WtsVf8gf+NuCqyAInElIJ7Kbe5dTbw7GJ1Ne38gzA3T7X8sbGtkSd4dJgQH42miTW766egkjqZRXemtAV3k/LeNgZMrLof3Vx9PryliZcpGxzsGMcNJ4X3vzL3OzKo0XfSfgaaIB9mPFZzlVepEJTiPU3taDz7S3YA03qs4y1G4qk5yf1GngliubuVjyAwfyX6ZN2cgQh7eY57WTCJuFGOv9k8OilUp47z0MFr6AOGoAoqvXsQodxe2q7ezLe4nG9kqdS4baTSXCahjnyvZzr+6W+riBxIDpLuNIqc/gdk2i+vg0l360Kds5UnRdfWyMSzBpdWVk1KnE97vbOGGsJ9Na5GF2qkX+wLytrWhpb6e4rh4A2/tDFrQWuUxKc9vD6RldD7Kkog6HTghIV69nEhzk0mk0l5FazPFDcUyfE0lE1D9HJmtpaiM1Pp+Te26y9ovDfPr8Jpa9sYPVnx9i24ozHNl2lcSbWV2CXGfm3c2Bpd/N5sd1C3H3tGHVDyd5evYqrlxKVW8OD5utjSlvvTaWdSsX4u/nyKq153niqXWcu3DvkdcAmJkYMm9yBHt/WcQnL4/DwdaMNTtimPL8Wv7x3SESUgq7vP7/h+lJxIT5OPHRk6P4aOEoEjKLmLd0KwXlNX98cRd28k4aJgYy+vk/ukyTW1nD6eQMZvcOVfdgPzBBEPgh+jLuFhZMD9FOF2+9G09eXS3/iBqs1Rb1fUI01a3NfBYxSq3O1KKQ82HcIdyMrVgSoNlH7tXmsTH7NCMdejDOSbPvZdRnsyL9N/xMvVnsM1+Lu3Gj8iz7C9fhb9aD57w/xlSqzWoWBCV3qnaxK3cRuY3XCLeayTyv7Qx2eB0LWeezXv/IDCRm9LaZzxPeO4i0fY7Cpjh25TxDWUuqzrluxr5Md3mevKZ0zpXuUx8XiUTM85hOQ3sT+wuPq48PtgvBRt+M3fnR6mNjXYJRInCqSDVcQl+iRx87Vy4VdQBXOwcqmpsobFCxf73ug2tmh6yZjYmxtlN/P/3bce/5M5Hr3zYtXFhVR1FVHQsG9+zyvH23k/C1s6avl6427I6EBFra23khUlve7l5FGWdyM3k9oh/Whpr0y5GceyRVl/Jjv4lausFfJ57ASE+mlQ4ubanm16wT9LX2Z6Kz5v7ZjXn8nreP3lbhzHGbovW+J0q2cbPqHMPspjHK8TGd5y1tTuZM8RfUygsJs5xBhM3CR3qJf2iNjTB/PuzdC4sWwYoVmMtkjCAEv8aRnCj8iAN5LzPR9VtMpRrHQCQSMdn5KXKb0jhUuAFfkxCk9yPkoXb9OVR0ioOFJ9UEA08TB8IsvDhRHMvj7qqa9gjHAD5POM7F0jR8zOyQiiX0snPhZpmGIRxsa8fRzFRqW1sw1zfA3VIVKebV1OBsboaVsSEiEVQ1aiIRfakebQ/XXNt1I9eyyga8XLVVvOrqmsnMKuOp+bpymAD7dlzH0EjGnIWdv96ZJd/JZdP3J4m/lql5RgMpDq5WtDS3UVfdRHOjJo0tlekR0N2NkN5ehEf5ENjDHXEXMp4PLDDElW9WPMGt65msWX6aj9/aSa++3ix+bTQubp07XN5ednzzxUxu3c5hzfoLLP3yMAeP3GHJ4uF4ez1aF1hPT8KIfv6M6OdPfnE1h84mcOjsXS5cT8fL1YZJw1ViFaZ/cY3z37UJ/YLwdbHh+e/28O7qo6x/Z9a/zEy+lpZHlJ97l5N69sclIULE4310iZbX8vNJLi/nq9EjtVoCW9rbWX3nBlHObuqaH0B+Qw3b0uKY7RNOkJXmt7gp4yoFTTX81m++WtqwXalgWcoerPXNeMVvsqYu297I92lrsZCZ84bf8+r2FYDkutvsK1hLN9Mw5rm/ruZTPLDm9hrOlnxFXuN1PE36Mcj+NYz0/roWQKnYkO5Ws3A16snxwvc5kPcKo50/wc1YOyAKt+xHUt1NzpXtI9yyv1powsPYlf42EZwqucRkp9GYSI2RivWY4NSHjdlnKG2pxt7AEl8ze7xMbDhfksocL9W9Ix08+DruPJUtTVgbGBFko6rpJleU42JqjquFOSJU+84DszExoqpBe98BVZbsgbV1kjF72P62kWt8jiqq6WpmYl5VDXfyi5kYFqDD6JMrFOyIT2CAhzueVtpe2po7NzGWStUSfKBqyfkxIQY/C1smeGii00ul6Vwpz+IF/8HqdDDAT6kHEQSB1/ymqt+7TSnnl/TfMNMz5TmveVqeY0z5Mc6XHaCP9QhGOszS/bzVe9iX9yIKQc4k1+/pZ7f4XwfWwkIYOBD27YPvv4e1a6FDbcfNOIKJrt/SrKhhf97L1LRpT6XRE0uZ6LSQqrYyLpUf7nBcwljHoaTWZ5Jer/EGRzh0J6+pnLR6FdHKztAMPzN7Ykoz1Of0sHEmvbaCujbV0GE/KxX4pVepomcXM1ULUEGdyqOUiMWYGxpQ1aF520CqR2u7ZoGDqqdV2mETVCiVVNc2Ym2pzXxMuqd6tuBgXS+8uqqRi2eSGDE2DGOTPwaNvIxSlr6wmddmriQ3vZQ5LwzjgxVPsP70m+yN+5TVR19j47l32Bf3KYfufs7W6Pf4aPV8JjweSVNDK9tXnuXNOat5cvg3bF1+muI83QzCwyYSiejV14dVm5/huVdGci+xgGfmrGLDqrO0tDy6ob1nDw9WLX+CV5eMIie3gmde2MiPv5yipuaP06eujpa8MHcQ+1c9zTvPjkAmk/DDb+eZ+OwaPltxgrh7+SiVf59o1t/dno8WjiI5t5Rf9sX8S/coqa6npKaecM9H7ztKpcCh+GSivN3U5YuOtu1OAhYGBoz3104r70+7R3lTIy/00G7ZWZ4Qg0Qs5qUQDbekoqWBdekxDHXwo4+tpoyxtyCGzIZilnSbhEkHIYgN2TuokdfySrentfTJC5oy+T33exwN3TsF1sKmO+zMWURB020G2C1htNPSvxRYO5qNgQ9T3VdgIXPhWME/SKk9oXPOBKf56ImkHCxcr5Upmeg0klZlKydLL6qPjXLsiYDA6ZI49bEB9r7cqMihqV3VVdDTVpUyv12u+v37Wqmc0bSqCkA1mcve1ITCWk0fq6WxIVVNmn3nQW9yW7vGsW9XKLrsFYe/Mbgm5BZjKJPi6/hoHeEjCSmIRDAuVHe24tmMTEobGpnbXduzzK+r4XBGCnMCwzDX12ykB3OSyK6v4pXQAeq0TLtSwbKkU7gbWzHLU8MOji6/S0xFEgu8RuBgqAHuHXkHKGgu5jmfJzCRajb3pNqbHC7aSLB5BFOcn9JyBARB4Gr5Wi6XrcDDJIpZHr/ibPTHykEPrm1tL0euqEGhbFUtxlu3ICJCJWl46BC8+ip00krgYBjEJNcfaBda2Z+3hMrWbK3XfU1DCDHvw7my/dS0VaiPD7Hrh5HEkCPFp9XHBtuFoieScKZUs8j72XlzqzKPxnZV5Nbd1hkBiK9UOU3d7oNr6v1F7mBqglgkoqBWIwpuZWREdYdFLtOT0NphgSuUShRKAameZhnX1qnmh1pbaINrYlIBenpi/Lvp9iweP3gbuVzBxOmPZk0CtLXKWf7BXp4f/wNxVzKY9/IINpx5i3kvjyRqRBBO7jY6gg5SmR7W9mb0HRrI0++O5+f9S9h54yPeXDYLJzdrtq04y5PDv+HNOauJPpGgw4p92PT0JEx9rC8bdr3A4JHB7Nh0macfW9llqlgiETNxXDhb1j/NxHHdOXz0DnOfXMvO3Y+u4XY0IwMZE4eFsuHLufz21VzGDAzkwvU0Xvh4F9Nf+pW1Oy6TV6RbS/v/YYO7+zB5QDC7zt35l+qvd3JUWrPduwDX2NxCimvrmRSuS9Apa2jgdHoG04KDtGqtCqWSNXduEGprrzVpK6e+iv3Zd3nctzv2RhruxYqUC7Qp2nkjeIT6WGlLDRuyThFpHcBAW0299lrlLS5X3GSK81h8TDzUx6taS9mQ/SXGEjOe9HxXRzY1re4Mh/JfRyY2YrrbSkIsp/yp9iZBUKJQtqBQNqNQNtGubEQp/LHWLoCxnjWTXX/EySiMcyVfk153Vut1M6klIx1mkVYfT1LdDfVxN2NnulsEc6L4PG0K1Xs5GVoTYu7B6ZLb6vMG2PsgVyq4WZEDQIiVA1KxmFvlqgDCVKaPs6kZKVWaPc3FzJx8rX3HkJqO4NpJ5CpvV/7fBdf4nCKCXe0fyf4TBIEjCSn0dnfB0VyXELQl7g7OZmYM9tImr6yLj0UiEvFUqCbdLFcq+DkhhkBLey1x7P15d8iqr+D1oBHI7tPcm9pb+Sn1IJ7GDsx01TDx7tamcLT4LKPsBxFu0VFAopideT/jbOjFbLcliDvUWJWCgvOly4ir2k6g+QRGOX2MvuTRLUdKoY3qlliya9YQV/IcF/MiuZQ/kAt5kZzLDSdhlRuK/r1pFdVSfPIftI2JeuS9AGwNfJns+iNikYQjBW/T3K5dqxrn9ASCoORo8Vb1MUOJASPsB3K9Mo6yFtUCNZMa0cfaj7Old1AIKnDob+9Du6DkRnkOAOHWTohQEcYAnE3MMJHK1B6kVCLBwdSEgoc9yEbtRd4qb1eDiPx+FNtxkVfUqGolD4NrSloJ3l52GBhoe+7t7QqO7IulR4QXbh6PduRaW+R8/NwmTuy6yYR5UWw4+xZzXhiOofGjx2o9ykzMDBk6qQdfbHyaTRfeYf6ro6gsq+OLJb/z7JjvOL7zOvI/AD0raxPe+nAy366aj8H/o+69w9wor/fvz6i3Vdved90L7sY02xTTIRBMh0AwndBCKCGBEAKhBb6AIQmEZlrovZuOu43B3V7X3fX2plXv0vz+GEmjWWl3TSDvS851+VrrmRmV0aNT73Mfk47bb3qV2254hc72weuNVquRa686iqcfv5D9Jlby+FNfc8ElT7Fk2eCGeaCMHVHKTZcexQdPXsHt1xxPbYWT599ezVm/XcSFf3iRF95ZQ3ef7wfdj59afnXMTOKJJO8u2zz8yQNkfVM7Bp2GMRWDtyS9t2EbJp2WeeNG5hx7beNm4skkZ0+drFj/eM8Omjxurph2gMKAPbppOVqVmssnyqWl3b4e3mj+jjPqZlJnkffkozveJSmKXJuVDnZHvTy152VGmGs4pVIuW0UTYRY13UdCjHPhiD/m1Fi3uN/n8467KTdO4rTaxygyDD09NBRvp9X7Khu6ruXrvQfzZfM0vmyezpfNM/iqeSZfNs3g247zaHQ/gT+6Y8j9pFObOaHqXiqMk/mq8356wjsVxw8uOpYyQw3vtS0imghn1k+qOBpv3MeSXhnfcUTpFBoDXTQHJHzH9MIadCo1q3okDnCDRssERykb+mSC/nHOoozeAai0WWnzynrHaZac+nRWJl1bzQY0xeL/o5FrLJFgR3svk2pz0b9p2dndR2NvPydMzkX0NfX3s7qllbOnTlaABvzRKK83bObk0eMps8gGefHe7TT73Vw7eXYmao0lEzy+fQlTHFXMK5cj49f2LqE74uaGcfMzfVfRZIwndr9IuaGEc2tlmsCEmODl5oWoBDXn1V2PNmu+oSgm+arzbzR4PmZm4fkcWnqdwvBmS1KM0+p7nWUtx7C24zx29T9MKN5CsWkeY523MNZxMzOeHsuUK1uJTKpi4/sHsbn8eZbsPYwNXVfTF1o56H106us4vvIuQgk3S7oXKo/pSjis5GQ2uJfTGtyTWT+27DAEBD7rWpJZO7J0Gr0RL1s8EiJ4urMGo1rLih6pHlmg0zPaVpTZ5IIgMNpZqNzkVivtWZvcYTLmRK6iSIacIB6X/mqy6lquVLpzoHHd09jNqDy1xu/X7KG3x8cvTs0/lQgkR+6RW99k/YpdXHfPaVx+y0nYncOTLuyLFJfbOeuKI3hy8Q38ceG5mCx6HvnTW1x8zAN89tZaksmhI9nJ02p57PlLufTqo9i4rpnLfvU4H7+3bkjlVldbxL13ns7f7j4Dg0HLn+98h5tvfZ22tv5BrxkoBr2Wo2eP56FbTuXtxy7lql/NRUDgsZeWMv83T3LT395h+fd78hJJ/LelrszJjLFVfLRy6w++dktLFxOrSnPoU9OSSCb5fNtOjhw/CuMAZjBRFHlj82YOqa2hzqE0Zs9uWke9zcHRWfzB7QEv7zZu4dwx0yk2yvvp8e3fYFBruXKcTIm4vn8PS3o2c17dPCqMctr2xeY3CSXCXDnqAgWt4UcdL9IdbuVXtb+j1KAshTR4FvNN14PUmGdxYtV96AYhjxBFke7AF6xqm8+ylnls67sdT2QjJaZ5jHJcxyjH7xjtuJ7RjhuosZ1PIhlgV/9DrGw7mRVtJ9Dhf2/wbIqg5eiK29GrrXzWcSfxZCTrmJpTKi/GHetjWe9HmfXx1tHUmCr5untFZm1OKoJf3rsFAINayzRnDWtSkSvApMJyNrs6M50Io51F7HG7iKd+W1U2K50+f+ax3WQkkRTxRaT3lE4LZ2fNYonEsG1fP0vj2trrIZ5MMrJscHTsihQ13pzRuW0VHzZIaLSTxo9XrH+0ezuheJyzJyj7zp7f8T01FjtHVsko0cVtW+gIebh0zJyMl+iLhXitZSmziyYyyS6/7gftn9EV6eXC+rPRq+Xa5jfd79Ia2s38qktx6GRPWBRFlnY/ynbvp8wqXMCsogV50zGiKNIVWMzKtpPY1nsbBk0Jk0sWcmjNCg6u+pCJxXdRoz+Nmqs/x3nXu3DuuZiW7GD/aZ9xUOW7VFvPpT/8Pd93XkhD392Dpm6KDWOYWXg+u31f0+hfrjg2p/hEDCoTX3XLCD6n3sE0x34s7VlNMhWpziociwqBta4dAOjUGiY7KlnvyqI5dJSyrb8787je5mCvV460ygosdGahg61GPd6Q7LmmFV4skVD8VaSFfZIxtmUhgj3eEB5PiJo84J9lXzVgMunY/6DBPff3X1zJl++t49yrj+So+YMb4R8jarWKOcdNZuGbV3PnUxdid5p58ObXue70f9CwYe+Q12o0ak479yCe+PfljBlfwUN3v89tN7yCq2/oNpr9Z9Tz5D8XcOXl89i8tY0Flz3Nsy8sI7IPEz+ypdhp4ZyT9ufpe87ltUcu4lcn78/WnR3ceO/bzP/Nkzz+8jJaO38cgveHypzJI2jscNHl2vcoWhRF9nS6htQ7m9q68IQiHJqHYnV9RwetHi8nT1DqnSZPP2s72zhj/H4KZ//lnetIiiIXZBHVtAXdfNK2hTPqZmYwHqIo8tTuTyjSWzmzRs6W7fDtYWnvan5RcaRiHutu/xZW9C3mkKLjGF2gjKAb/cv5qvNvVJlmcFzFHWgGGWjui+7g+84L2dB9FUkxwmjHDRxU+T5zqr9kYvFd1Nsvpd5+CXX2i6mzX8QY540cWPkWc6u/YVzhbWgEM5t7fs/G7muJJvKXDEwaB0eU/R53tIU1vYsUx+ot4xlXMI0lPe9noldBEDi4cCY7/Y30RqTnLDHYqTeXstYlR7/TnNXs8HZl6q7jHSX4Y1HaAlLqt97mIJZM0pFCDJdaLCRFkd6AlPWypcZbpnVPWr/E4rKj+D+bFt7TJd24+pLBC+srdu9lRJEzb0r4g4btzKyspMKqPPbG9i2MsDmYXirX3Rr6u/m2u4Vzx0zPRK2iKPLMrhWMsBRxaJlscN9sWYY/HuKCEXIdxBV1807bJ8xyTmOyXf5RdYSa+azrNSbbDmKyXaYrA9jqeZ/N7neY6jiTGYXn5f18gVgTa9rPZGP3bxFQMaXk7+xf/gql5qPRqVNecXe3RAbx4ovw17/CCy+AQaojW3RjGFv4e+bWfEWN9TxavC/wbfuvCMVa877eNOeZOHUjWNJw4xbAAAAgAElEQVT1MNFEVgO12szBRcey2bOGrrB87cGFM+mPedjhkyLaAq2RcdZqxSaf7Kxiu6eLcEJS1hOcpXQEffRHpOiy1man3e8jnPIIS8wWugP+jLdrMxjwZg0pTqdnoql0cDoqyo5c3Snjas/izG1pkQBD1QO4hhPxJCuXbueA2WNyJsykZct3TTxxz/vMOnw8Z//miLzn/JQiCAIz547l4Teu4sYHzqK3y8N1p/+DB29+DVfP0IaitNzOfY+exxXXHcO6tY1ces5jLPly6OhNrVZx2ikzef6pS5g7eyzPvbicCy97hpWrdv1HrTdVZXYuP2cO7zx2KffccBJj6kt48Z01nHHN01x5+6t8umxbJp3/35QDJkhtNGu2De2YZEuPN4AvHGFk6eDGdfmuZgQBDhqRS2z/wbbt6NTqDIVnWt7cvgWVIHDKaLlGG00keGXXBg6vHEWVRe6pfn7XSgQEzhspg56+79/NRk8j59XNywwJSYpJnm18FYfWxi8rj8163jCvtzyGU1fKsWVnK95HR2gzn7b/hWLDGI6rvBN1nj75aKKfbb23s6rtFLzRbYwtvJUDK9+hzn4RFt2oYWuyek0J1dazmVXxCqMd19MT/JqVrSfRHfgy7/nV5hlMsJ3Ihv7X6Qwp9+rhJacQTPhZ55Yd/gMLpbnYq/vkOutM5xg2uhuJpPTMFGcVCVFkq1vKko1L8TM39Es0h7U26X43eSSHLz1bt9sv6T1rSoemdU/aiKadeYBEIvm/Gbk2dkvGta4kd8IESKitb5tbOXhk7gbf0dPLzt4+ThiA1Gvy9LOmo5VTxylHKP175/foVGpOHykPQl7V20iDp5MFow7OIH79cTlqzW7afr3lfeJigl/Vzs+sJcQ4r7b8A6PawilVFyveR2doC0u7HqXGfAAHFl+Sd7P2BL9mTfsZhOItTCy6m4Mq36XEPE957ubNEnBp3Tp4/XW45Za8wCWVoGNs4R+ZUvIIwXgTq9pPpTvwRc55akHL4WU3EIj3sbL3CcWxOcUnoBG0LO35ILM23TEJjaBhjUsGMc1wjmabt4VAXPL4JjuqiItJtrolENPY1Cbf7pZSwbVWOyLQ6pM8yhKLhUg8gTeVjikw6AnH4hmU3uDGVQloUgkClqxa6N5WaT/VVCmdtS0b9+JxBznksFxAHICr28td17xIaaWDG+8/c5/aZn4qEQSBI06axpOf3MgZlx7GV++v5+Kj7+eDf68cMlWsUgmccuYB/PO5SymrcPDXP77B3X96E69naHBPYaGFW2/+Bf9331loNCr++Oc3uemW12hq7h3yusFEo1Fz6KzRPHDzKbz92CVcdtZsuvp83P7IR/zyiif41yvL6Oz1Dv9E/6GMqiqi0Gpi9dbm4U9OScapLx3KqW9mYnkpDrMSHBRPJvmwYTuHj6inQC/vvaQo8ub2LcypqlWUoj7Z20BvOMD5Y6dn1jzREG80f8/xVftRZpQHaDzX+BnFepuip3Vpz2p2B5o5t3Y+BrUMzPyk82Vc0S5Or74CXdZ6MN7Pp+1/wawp5sSqe/N2IvijO1jdfjptvjeotp7D7KpPqLGei2oIjuDBRBDU1Nkv5oDKN9BpitnQfSXbeu9AFHP37sHFl2PWFPNl533Ek3J2rc48jjJDDSt7P8k4euXGUupM1azsk3vwZzpHE03G2eiWQJmTU5Nx1rukYCA9/KDBLWXN6qxK41qWMq5dfinTk+aI9qbY4GS9o0QL/88a1xKrGUseImyAdXs7CMfieY3rR9u3oxIEjh+r5AR9K+U9njpG9h6D8Shv79nCL+om4NDL/a7P7VpJod7MidWywX27dUVO1Noe6uKr7hUcXXoopQY57ftN9/u0hxqZX3UJZo1MZhBO+FjcfjsWbQlHlt+St8ba7HmO9V2/waip4oCKN6goOAVh4HkffQQHHwzRKCxZAqedlvc+ZUuJ+SgOqHgTo6aaDd1X0e57O+ecUuN4JjtOZYv7PbqyvEizxspUxyGsdy8jkpAiQ5PGyGT7eNa45PreDMcoEmKS9f1SNJve5Bv7pU2eNq473GkPUnKeGt1Sra8sRT3WlUoNW9PpmQEeZMa4pv4qjKs/RIFFr0i/tbS40GhUlJUpB6cv/2Y7Or2G/Q/MnxJ+5oGPCXhD3Pr387AMQiP43xaTRc+CG47j8Q9/x7gp1fzjL+/wh18/Sc8wadaauiIefnIB5196GEu/3Mal5z7OlmHSywDTp9by9OMXcuXl82jY3sFFlz/D088uIRb7z6PNYmcBv55/AK8tvIgH/zifiaPKeP7t1Zx25VPc8/hi+n8CVqWBIggCs8bX8O22vfscgTelnPoRgxhXfzjChtaOvHrn25ZWeoNBThyvdNRWtbfQ7vdx2jgli9O/d66j1mJnTrnMPvd603eEEjEWjJKBiBvdjax37+Gc2sMyoMp4Ms6rLe8x0lzLIUUywn1vcCfLez/m4MJjGGmRQZWiKPJFx92EE16OrfgLBrXydwDQH/qWNe3nkBSj7F/xEuMKb0Gr/vEsZQW6MRxQ8Sq11gW0+l5mZ///5ZyjU5s5vOwG3NG9fO+SwZOCIHBw0bG0h5toCcltfQcWzWCnv5G+iKQ3pjpGohHUrO2XsmYOvZkas5MNKb1j0eqpttjZntI7JWYLBo2GZq90fUmKsCZtXDNp4XAqLaxW6h2QHPvBZiOn5WdpXDv6fVQW5m6AtHy3tw1BgBm1uRNAljY1M62inEKzklf2kz07OaC8SuE9ftm6i0A8ymkj5bpEd8jLsq5dnFY7PZOCSYhJ3m1dxUznaEXU+mHH52gEtSItE4z7+br7bSZYZ7KfTdnPtrz77wTjLo6uuA2DWpmyFkWRXa6H2eG6lxLTUexf/hJG7YDPJ4rw0EMS+f6oUbBmDczc9xqgSVvNrIqXcBoOZFvfnfiju3POOaDoQoxqO6t7n1asT3ccSjQZocG3LmttEj0RFx1hySOcaKtFLagyoKZiQwHFBgs7PF0AlBotmDU6Gr2SEqsqkByP9lTtIz0KsC8oKVtLivnGn5qEo00Z0XTEmkih+bKNq88fxmpRGsLOLg9lpbacNpn1axvZb0oNRlNueqy/18c3H27g2DNmUT928JFj/19JZV0Rdy26mN/efRo7NrVy5UkLWfXF0ClfjUbNry6cy98XXYzBoOXGK5/nvTe+HdbYaDRqTjtlJi8+cylHz5vIiy+v5MrfvsCu3V0/6jOoVAIHTq3nb78/hTcevZjTj5vGR99s5axrF/H2pxtIDAPe+qEysb6MPm+Qvn003m0uLzqNmmJrfoDP5vYuEkmRmXW5vdJLGpvQqlQcWq+sxS7esxODRsORtTKyuDPoY013C/NHTFKUot7Zu57phTWMtclAzndaV2DRGBRR68q+7+iL9nN69YmZzJooinzQ9hxmjZVjy89VvIcG7ye0BNdySPEVeVHBfaGVfN91KQZNKQdUvIZNPznnnB8jKkHHaOeNVBWcSbPnGboCn+acU22eyQjLXDb1v6OgZp1qPwSNoGV9v5wanuGQgp6NHmn/G9U6xhZUZvQOwAR7Ods9Mr3qSKuTppTeUQkCFRYrHX6pzOIwDqd3JOOaDc6LJ/9H08Id/V7KHYPPz1y/t4NRxYU5tIiecJhNnV0cPGBuYrPHzY7+Po6qV26sD5sbKDFa2L9Y/rF80LqJJCIn18igp9V9DXRH3JxcKddOPTEv33SvYm7xgdh18ntd2vMB4WSIY8qUDExN/hVs937KjMJzKTHkIpx39T9Mo+dfVBaczuSSB1GrBpAZxGLSFJvf/Q5++UtYuhSqfjgtmUrQMbH4PtSCkU0915NIKonwtSoj053n0hr8XlEDqTePw6Kxscm9KrM2ySp56Zs82wBpUs5ISzlbvXKENLqghB0pGkRBEKgtcNDskzzGIqMJnUpNe2qTp9myXCHpx2VJpdfSY+bSmzmeTEWuKWWc7UEGQlHMA4xlV7eHkmLlfvK4gzTu7mbytPwUdx+/upp4LMEvzh26nSmf+NwBdqxv5pu31/Lqw5+w8Hcv8q9bX+ODRd+wbkkDPW2uYVHA+UQQBI45bX8effsaSirs/OWK53j8rveGbdsZOaaMvy+6hOmzRvD3Bz7mgTvfG5J4Ii02m4nf33ACd/75FHr7/Fx+9fM889zS/L2x69ZJhCX7KOUlNq694HCev/98RtcVc/9Tn3PJLS+xdVfn8Bfvo4yolNpY9rQPT9IB0On2UWYffOD7pjbJucjHYb6suZlplRWYshDEoijyWdMu5lTVYczqef14bwMAJ9TKGI3N7nb2+Hv5ZbWsd/qjfr7u3sQxZTMxpICSoijyQfvnVBrLmJLV8tfg+56m4HaOLjsTQ1Y/ayDex4ruf1JunMxE+0k577s3uJT1XVdg0lQzo/w5DJrBOzR+jAiCwNjCP2LVTWJrzy0EYk0550xxnEYk6WOHV+6hN6hNjC2YyibPygx4stpYgV1rZaN7W+a8CbZatntbM7phjLWE1qCbQEzSb7UFDpp8/XJ62WzJ6B2tWo3dYMgQR5gH0ztZxjWREP/3jGsyKdLl8VNmz9/qkEyKrG/tYHpNbpP36r0tJEWRQ2qVCvOzJimlcFSdbFz9sQhfte/muJqxGeUsiiLvtmxgiqNK0V/2TutKCnVWDimSU8qfdn5DTIxxQtacxEDcx9LeD5lsO0gxPi6c8PF154MU6kfkBTB1+N+nyfMElQWnM77wL7lpYJcLjj0WnnwS/vAHqcZqHnr24lBi0JSwX/E9+KPb2en6W87x8fbj0apMbHa/k1lTCWom2Q5gm+97oimDXGoopljvZJOnIXPeBGsNDd6WTL/raGspu309mcd1BQ4afZIHKQgCZRYLnQEpHVNokoxr2oM0pyaSZDa5SulBJvLUXH2BMAUmZTmhu9tHaanSuG7dJKGYJ03LTfHFYwk+enk102ePpmrEvo9ga97ezl0XPsEZo6/n2qPu4d5Ln+LZu95h5ccb+Pj5pfzjppf546kPc/7UP3LWuBt55Pp/s2nFzh9saKvqi3nwtSs5+deH8O5zy7n5/Cfo7fQMeY2lwMAdD5zNry6ay2cfbeC3lzxDW8u+ET/MPngMzz5xEfMOn8ALL63g0iufZWtDu+TwvfMOHHooTJ8ON94Ivh/W41pfVcijt53O7dccT0+fn0tu+TdPv77iJ2F+GlEhAZN2t+1b3bjT7aPMMfgUn42tndQ4bdhNSse3LxBkW3cPs+uUemdLbzftfh9H1Sv7YT9qbmCsvZiRNhk49e7eDehUao6plA3mxx3fEhcTnJxFr7rFu52mYAsnlB+piFo/63wdp66E/Z0yBzHA0q6FxMUIh5fdgDBgTrQnspkN3Vdh1o5gRvlz6NWD93n/FKISdEwueQhBULOx+7ckBgwPKTPuR7F+DBv731JkVybbD8ITc9EckEn6J9nGs8nTkDG4E6w1RJIx9gQk52y0VaI53OWTHPvaAgeBeJTesKRbyi0FmcgVpKzZQL3jH8q4Jv8H08I93gDxRJIKZ/7IdVdPH75whKl5jOvy5r2YtVqmlCu9r08bdzGusJhqq5xq/qJ1F5FEnBNrZYPZ4Olkp7dbEbV2hFys7tvOiRWz5L7WRJTFnd8w3TGJSqP8Wkt63iOWjHBk2emK1/+2dxGhRD9HlP0+Z4CwJ7KZrb234jDsz7jCP+V6zTt2wIEHwrJl8NxzcPfdoFKRTPrxBz+gz30nHt8TBEKLica2k0zuWwqsyDSXWusCWnwv0R34XHFMpzIxznoMu3xfE4zLvY+T7AcRS0Zo8EpIPUEQ2M82nq2eHZlNPt5WQzARoSUg1TfGWEuIJOPs9adAagUOWv2eTNRZZpY3ud1oQICMB5lOz6SN60BIfCJf5BqMYs4yrtFonD6Xn9ISZZlhZ0MHKpXAqDwp35Wfb6Gv28tJ5w096jAt7h4vD1y5iCvm3Ml3X27h9KuP4bbnL+ef3/yJt5sW8sq2+3mraSHPb7iHe9++jqsfOIcZR0zgyzdWc9PJ/8evp93CM3e8TX/3vgN8dDoNl99yEn94+Bwat3dw1S8XsunbPUNeo1IJnH/JYfz1wbPp6fJw1YInWbNi55DXpMVqNfKHG0/g3r+ehq2zhU3Hn0OwqBROOUXKohQUSHSbBT98xJwgCBw9ezyvPLyAY+ZM4OnXV3LjfW8T2ofoeigptJqwmQ37HLl29Psot+d//6Iosr6lnSlVuftlxV4pUzN7gFP/aeMuVILAvAEp4bU9rRxfI9dmo8k4H7VtYl75OAq0kuFOiknea1vFFPsI6izyjNMP2j/Hpi1gTrFccmrwfU9raDfzSk5FLcio992+b9jjX8r+hQuw65Tc69FEPxu7rkGnKmR62VNyB8IwkkwG8QXewO17DK//RfzB9wiGvyIa27FP1xu1lexX/Df80R009P1VcUwQBCY7TqM/2kxL8NvM+njrTDSClg1uub91kn08vrif5qBUV51gk5zkranU8Bir1NOezprVF0h19HTWrNxSQHcwkNFDhSZTJmOmVavRa9Sy3lHnRwv/zxnXTrekaMsG2eRb29OpmdKcY9+1tTG9skLRAB6IRfmus40japRj675s20WRwcz0Yrmu+Wn7VtSCwLFZ3uMXXesRERU1j2/7N+CL+zm+XJ6JGk1GWNX3GZNsB1JmkDeyP9bDFvf7jLcdR7FBCbJKJENs7r4BnaqQySULc1F5X34pGdb+fvjiCxLnnoDX/xwdPefQ1D6RbtclePz/os/zZ7r6LqC16zCa2kfS2XsB8Xj+lptsGeX8LQW68TT03UVigFGeaP8FSTHGbt/XmbUR5vGY1BYavHLddaJ1DIFEkJZgCvZeIKWqd/ik1x+V2uR7/FL0UG2xExeTdAZTPWZmC50B6TtXq1TYDAb6U5vclOJDDqSmUaRbbtKpn3Tkmj1aLhCKYM6ae9rnkqLi4mLlfmrc1U1ldWHeGalfvbeOojIbM+cOPXIMYO0XW7hszh0sefc7Tr3qKBZ9dxcX3nYKBx03lfoJlRhSqGWVSkVxhYMps8dy/K/n8vvHL+KVrfdz0+MXUj+hkjf/+RmXHPRn3n3iSxI/oFVl7vFTWPjG1VjtJm5Z8DTLPx2elWjWwaP5x7OXUl7h4M83vsrXn20Z/oUCAXj2WQ743QUs/OAOTm9eSkdSTxKB2MRJsG0bnHzy8M8zhJhNev505bHccPE8Vq9v4taH3s+A1v4TEQSB2jIne7uGJ8dIJkX6fAGKbfkzZj3+AL3+IJOqctOma1vbMOt0OfOil7Y2MaWkTDEc5Ks2CedwbI28t9b2NuOOhjihSgZQbvXupT3k4oQKGbDUF+lnvXsLR5bMURDzL+v5ELu2kOlOuQc2KSZY1fMkhfoRTHWekfOet/fdQyTRy5TSR9Gph+YSFkWRUGQV3a7raO6YTE//1bg8d9DrvpFu12V09p5Da9ehdPb+mmisYcjnAsmxr7ddSrv/LfrDaxXHRlkPw6C20eBZnFkzqI2MKZhCg09uv9nPKt2/Bq90P8sMDmxac4bfvNJkx6DWsMcnOfnVqXanvX5pL5SaU72tQan9xmE0ZvQOSLonmNE7+SPX4eYd/+yMa3oaQVFB/rTnzu4+tGo1tQPI+MOxGDt7+5g8IGpd39VBQhQzQ7lBgscv72hidnldBlAA8E3XTqY6q7Hr5B/DN92bmGCtUXAIL+lZRaHOwUSrbCw3uFcQSgQ4uEgGN4FEyC+SZLpTCTIA2NX/EMF4MxOL7871HJ94Ao45BioqYM0aAjOCtHTNodd9M7F4IzbLAsqL36K+sona8s1UlHxEifMxbAVXEYosoaXrUNy+fyGKg9fjVIKOcYW3Ekl00uRRApic+nqcujp2ZRlXlaBmpGUiu/yb5HmIKS7T3X7JY6w2FaMR1DQGJCeo2ix9rpaAFLmWm6WMRGdQMnpFRtljBCjQ6zPMKGkGnFBM2uTq1GZOA5nSf9VZmzwUjmHKMpj9/dKPxzmAyL+luZfqutx+xnAoyvfLd3LwURNzAFADpXFLK39d8DiFZTYe/eKPXHTbfGyF+87cZDDrOfzUWdzx8lX8a9ltjJlex+O3vMbVR97N5lW7hn+ClFSPLOGBl69g5IQK7r7mRb545/thrymrsHP/Y79mwuQq7rntTT54+7vck0RRAs1ddhmUl8OCBVJv9T33oFqwgJH+TtaUTeDXo89jg+unASMJgsD8o6dyw8XzWLmukXuf+OxHjbordRbQ4x5+Jq03FCaRFHFa8qPCd3ZJ0e+YktzU6abOTvYrLVFEMqFYjE09XRxYoYwYl3U0Umq0MNomP883nTvQqzQcVCwHAEu6N6MR1BxSJDv6y3u/RURkbrGcJu6NdLDTv4lZhUcqotZG/zI8sTZmFp6f05XQE/yazsD71Nsvw6pXjsQbKOHIt7R2zaGj5xQCofexGE+iovgd6ip2UFO2lqrSr6gofheH9WbCkVW0ds2j23Ud8XjbkM9bb78crcpJk/spxbpa0DLScihN/hUKYNOYgim4ot30RSS9Uqh34NDa2O1vAqR9U28uzegdlaCi2uxkbyAVqZol57ozKDnyRUZJH/SFpdewGvSKnnqjTpuZHa1Jfa+JrH2YSIoKvZNPfnbGtdeb4oYdxLju6nZRX+TIKSZv6+khIYrsV6qMaNd0tKISBGaUyWnk7e4e+iJBZpfVZda6Ql4aPJ0cWiobzK5wP9t9rcwtkWH07qiXje5tzC6apZh6s6rvU0r1VdSbZZBCOOFli/s9RhUcgVWnTCe5QmvY632B6oJzcBqzRuIlEhLZ/mWXwVFHkVz+Bb32J+nq+zUadSWVJZ9QXbaCQvvtGPUHIQga1OpCDLppWEy/pNB2C1Wl32DQH4TLcztt3ccRia4f7HZjN0ynxHQ0e70vEE8GFMdGFhxGR2iTYu7rKMsk3LFeXFFpE5cZijGrTexKbXKNSk21qSizye06E1atgb1p45oiJ+9IRa5FRhP+WJRwXDKgNoMh0+eaHlKcnqOYVl7pdHCaziy7Zh4MxzAaZOPqymNc4/EE7a0uqmtzFeX3y3YSCcc46MihlY7PHeDOC/6F2Wrir69eQ+3YwYne90WqRpVx12vXcMszl+J3B7nxFw+w8LoXCAciw18MWB1m7l50MZNmjeCBm17lw5dXDXuN2aznrofOZdbBo3nkvg/59zNLJEPW1wcLF8LkyXDAARI5yfz5UtvXt99KJYqnn4brrqNs+RdoHDZ+d9PLvPH22p9s5usvj5rChacdxEdfb+GZNwan7xxOSh0Wuly+Yd9Xv19Sso4BXQZp2dUt/QZGDyCYiCYSbOvpZXKZ0qlf19VBPJlkVrnSqV/R2cTs8npF+eebrp3MKq7LjJUTRZElPZuY4RxFgVY29st61zDKUk+ZUY6Q1/R9gQoV+ztlghNRFFnnegWbtpJ6izyXGiCW9LGt93Ys2tHU2y8Z9H6IoojH/wztPfMRxQTFjoXUlm+k2PkgBv0BqFQFaDSV6LTjMOhn4bBeS3XZSmyWS/AH36Kl8xB8gVcGfX61ykC19Rx6Q9/gjyodyVHWw4mLYZr98h4eZZGi+p3+jVlrdRm9A9L4y0Z/Z+a7rjY5Mk69SaPDpjMo9A6QiVytekPGqQcwajVZTn1K76Qi1zQeYDjn++dnXFNDap0F+T3I3T19jCrJjTg2dUrKfL8ypXH9tqON8YXFFOjkOtzyjiYADs4yrku7pNrT3FKZkWlpj5Qum5M1gWJl31qSJJmbVfNoDe6hJbiLAwuPVvxoNve/Q1wMM71QyZSSFKNs7b0Vo6aG0c7r5QNeL5x0Ejz8MFx7LdE3/0Zb6Cy8gUXYLJdRWfIBet2UYVlStJpqygpfoMT5JIlED+3dvyQc+XbQ82ttFxBP+ujwv6tYH1lwKCCyxydzCI+0SPdip18amK4SVIyw1LA70JQ5p94sbfK01JidtKQ8yLKMcU15kCbJ6PWGpIyFVS97kKYUwjLHg0xHrgPSwrF4gkQiiSmLnN/VLz2vI8u4dra7iceTeY3rys+3YLEZ2W9mLr1dWpLJJPdfsYieNhe3LroMZ+ngbWM/RARBYPYvpvPE8ts57eqjWfzvFVxz9D20vfoh7L+/RBwyhBjNeu54cgGzDh/P3//8Nm88/c2Q5wMSt/B9Z3DkMfux+W9PsXvaYYgVFfDb34LRCI8/Dh0d8OyzUF8vjTL85BP45z/hwQepG1HKPx85n4MOGMU/Hv+Cv977PqHQvk1IGU4uOv0gjp07gUVvrGJjw9CR0GBS4iggEkvgCYSHPK8vlTErHETv7Ozuo9BswjnA+O7o7SWWSOTonTUdrQjAjDK57LTF1Yk7GmZ2eV1mrcnfx96AS+HU7/Z30B5yMbdYThPvDbbRHGxldpFcnoonY3zb/xUTbDOxaeXUbntoA93hBqY6z8iJWne6/o9IoocJxXehEnJLIiDVVXv6r6HPfQsmw+FUln5CgfkMVKr8jkda1GonhfbbqS5bhkE/i57+3+EPvjvo+dXWc1AJBpo9SurDcuMkTOpCdvm+yqwV6yuwaZ3s8m3KrI0sqKcj3IU/LtmMEeYygokI3RGpB7zGIumdNB6k3GSlPaDsTOhL6R2bQU8wFsvUVY1aLaEUKl6lEhAE2alP/1UJ/2PGtc8XxG425CXODkVjtLm9jCzOrRFs7eqm0GTKsG2AdBPWdbWzf7myX3RlVzMjrM5MihJgWfduyoxWRltlr3BF71bqzKVUm2TE6Kq+76kxVSq4PNe6vkQr6BQ1j4QYZ5P7bWrNB1KoV9Z723xvEoq3ML7wNtTpDdvUBIccAosXw+OPE73/CtpcJ5NM9lFW9BKF9tsRhH2fwCIIAhbTiVSVfoFGU0lX34UkEvmBHTb9VKy6SbR4X1asO/V1OHV17PEvzawV6yuwahzs8ct1upGWOlqCbcSSkqdXbymlI+winBoNVYhZ+iUAACAASURBVG12ZIyrVWfArNFlaq6FGQ9S2uQFBj2eiKQIdRo1gkCm9pH2IOOpH0DayKZT+2kAjEEvG9d0WthhlxVDa2p+alWNch+JosiarxvY/9BxaIYYhPzRc0v59vPNXPbX0xm//4hBz/tPxWDWc9Ft87nrjWvxu4OEzluAuHYtuIfn59Xptfzp7+cx97jJPH3fR3z0yuqhL9i7F81df+XGZ6/jnu0vULLlWzYfdAJs3CinhG02+P57iRFszx744AO44orMU1jMeu647RQuXjCXr5c0cOMfXyMU/vEGVhAErr9oHmXFVu7916f/EYK4xCHpg57+oVPD7tT0Jbt5cKc+n97ZnHLqJw0wrt91tjGusBhrFlvTyi4J+HRIllO/vFuK2uaUyp0My3ulQeyzi+Xsyare7xAQOLhI5iFu8H1PIO7lAKfcsQCwsf8NjGoHY63HKNY9kc20+V6l1vprbPpJ5JNk0k9n7zn4g2/isN5IaeGzqFU/zHnUaqopLXwWg24W3a6rB82c6dQOKi3z6fC/TzQh18VVgpqRBYfSHFiVIfQXBIFRlkns9m+WS1JmCUDWGJCQ/3Vm6TtoSmXNasxOIsk4vWHpuy83FWTSwhm9k3HqlZSHhqzIFSTdI/fX52I98snPzrh6g2FspvwDq9tT48iqHblf9m6Xi1GFTkVU1+x1E4rHmVAkG0xRFNnY18G0IqXB3eBqYUZhbeb6eDLBZncTMxzypg8nwuz072GaXY5kk2KSzZ41jLVOw5g1XaIlsIZQws1E+y8UryOKSfZ6X8Cqm4TTmOqhXL5cUlytrbB4MeKlF9Dt+g2CYKSydDEmgxJe/0NErS6UItikh173n/KeIwgC5QUnE4jtyknRVJtn0hnaQiJFSyYIAjXm0bSGZGRqlbGchJikKyyBB8qNUmahM5wCDxitdIe9mR9FkcFEXwoSb09t6rRBteh0BKLyaxk0mow3ObDmmn6+NC1hOEU4r8/iCfb5QphNOjRZJNvdqbaV0nIlA01bUy/e/gBTDhjcYAa8IV64730mHzKGExYcOuh5P4VMmzuOfzxzLiNjPXSrCviyc99o6DRaNTf931nMnDuWf97xDhtWDSALiUSkdq5jjoG6OvjLXxDGjkV8+WVeuONlrg9P5ePGrFr9u+/CnDmg1Up79VglrgAkRXPuWQdx2x9PYltDO7fd8fY+zYodTsxGHZedPZumNhdL1+57HTotjlQk6vaHhjzPl6K6G9g7n5bWfg/VzlzGokZXP3qNmiqbUidt6+thv2Klwd3Y10GV2aaYgLPe1UKJoYAqk4y5WN+/hxGWMhy6rPPcWxhdUI9NKwcEmz1rMKktjMoi5w8nvDT7VzPGelQOKf9ez3NoBAsjHL/J+xlFUaTbdTXh6FpKnI/hsP4up31nX0WlMlFatAi1uphu15UkB5Sc0lJRMB+RGN1BZcdCjXkWCTFGZ0jO1tSYxhBI+HDHelOPpQCnNSjRq1aaJL3THpJSwaWGFL4jnE4Fm+kLS++jQKdDLQgKvQMSABakSTjZU3DUgpBpJ0xXGFTDZBB/fsY1FKFgkA3enkISV9iVbTqiKLLH5WKEU+lZbu+TvoRxTjny7Ar56Q0H2M8p10g6gh66wj6mOOT6yA5fG+FkjCl2WdFu8+4kISaZlEXQ3xZqxBvvZ6JVOWh7u/czDGob1eZZivW+0HKCsUZqbOdJhvzFF+GII6ToYNUqmDcPl+ceorGtlDgeRqP+8exAet0EHNbfEgi9TSD0Ud5zSk1HAQJdgcWK9QrTVBJilK6wjAKsNI6gN9JBOBFMPZbuZVtI8hjLDdL30JG1ycOJON6YtJELDeaMcbWlPHtPqt5h1mkzkSqkB6RLxjXtKaYjGLnmKq1HUxR92cbV6wtjKVDup54uDxqNCseAsXHb1kmgrHGDEEsAvP7IYrx9fi7+y6n7NFj6x4rjtpsQgM+mncz9Vyzis1f2rf6o1qi5+aGzqagt4u5rXqSzxSWlla+7Dior4YwzJITvn/4kRaOffopw1llcfuMvmHHACB6570O+W7VLYgQ75RSYOBFWr4ZJ+SOetBw6Zxw3/PZY1n7XxF/vfX/Y4e/7IocfOIbKUjvPvb36B9d0beaU8zZMWtifirQtedDjkVicXn+QSntue2Bjfz91dodC0fYEA/SGggq9A7Cpr4P9CpW12Q2uVqY6qxRO/RZPs0Lv+GMB9gT2Mtkm652EmKDB+z3jrNNRZ6V+d/u+JkmcMVZlNBuJ99AVWExFwSloVPlBd/7gmwTDn+C03YLF9OOQ3wBqlYMSx6PE4o30uW/Le06BbgImTS1dfqVeKjdNQkBFa1DuTKgySfekNSg5izatFbPaRFtIMq5OXQE6lUbWO0apBNUdSkWrBhOuSBBRFBEEAavekDGuafKPdGeCXqtW0B2qVKpB9c5g8rM0rmlO2YHS7pY8kIHGtS8YxBOOMLJQaVwbXD2oBIHRDrlGu6lPqgVOytrkaQ7KqU7ZuG5wp/hxs0bLbfI0oBW0jC2Q+9YavN8jIDDWOjWzFkn4afIvZ3TBEQoEH8Be7wvo1MWUGo+SyPbPO0/iCV61CsaOJRj+Bo//X1jNCzAZlT+QHyP2gqvRafejt/9mEnlGQOk1JdgNM+gKfKJYLzdOBgTag3Jqp8Io3ZOOUHPqseSht4c6U9dI30M6ci0xpDZ5WNrkzqzI1ZZOx0SlTW5ORa5pJarL8iDTNQ7Zg5TOSSumSCpSyjaufn+YAovSuHZ3eSkqseakdbZ+34zFaqR6EOIId4+Xt//1BfPOOIDRUwY3wD+Z9PfD55+D08kZy55h2qHjePja51n6Xh5kbx4xFxj5ywOncnj3WkKTp0mG8R//gMMPl+qmjY3wl79I0WtK1BoVt959OnU1DrpP+5XECDZ/Pnz9NZTtG3vPccdM5srL57F0+Q4eeOjjH00IoVGr+NXJ+9Owu4u1m/Z9yg2AzfLDIlezPte4tnvSTn1ue2Cjq5+6AZ0L21MziscVyjV9TyTEXr+byU7ZWe4N+2kNupnikBHFslMv650t3h2IiEzKMq5NgQaCCX+OU7/D+wUOXS1FeiUbXZvvdURiVFmV+I+0xBMd9LlvRa/bH5vl0rzn/CdiNByMveBqfMGX8Ac/yDkuEcmcgCu8mkhcHkepU5koMYynLUvvlBlqUKGiLdSYubbSWJYxripBRZnBkTGuJanINa13CvVmYskkvhRrk02vz3Lqpe89mMqa6QZGripBzpgllXpnMPnZGVdfKDyoce3w+NCoVJQMQBLv6pNu5sgBkWtDXy91VruCemyzqwOVIDDBIadsNrha0as0jLFlrbkbqTYV49TLP6hNngbGWUcqesy2+9ZRbRqFRSOnhfb4l5AQY4yxyiT/II2R6wstpUZ1CqozfyURQlx8sVRnLSwkmfTS47oWrWY0Tnv+FO5/KoKgpdixkESynz7P7XnPKTUfm0oNy2lEg7qAIv0o2kLyJq9KGdd0atigNlCoc9CWMq5OnUXhQZakPchUeqbQYMqkZ6yZtHAaxKQjIYqZja3XqDP/16iVkevAmms+4+r15RrXnm4vxaW5UUjDhr2MnVI96PSbr978lmg4xunXHJP3+E8uV18NyST8/vfoDFpue+4Kxs0cwd8uf4YNy7YPfp0oSunbBQsonzWRy5s/QAgG+WzOOdDWJqeEBxkIbo6HebjzLY5rW827o+bhffI5MA0NZhkop50ykwvOO4RPPtvMoueXDn/BMHLcoRMoclh44d01P+i6TOTqHzpy9YbCFBj0eYkB0k79wMg1lkjQ4vEwYoBxbeiTyiPjCmUnbbMrBbjM49RPGcap3+JpQK/SMyrV9gaw1bsWjaBlTIFMeOOLddMR2sgY65EKxS+KCVp9r1JonI1Zmx+o19v/B0QilDgezmWI+5HisN6AXjuNXvfNJMVcJ6fUfBwg5nAOV5mm0R3elmnJ0ap0FOnL6QzLDlaFsYz2kMx5XW500hGW9I5Tb0IjqOjK0jsAvSndY8uOXFM2wp9KCxs0mgyQEqSaaw6g6X8tcvWHo5gN+VFsPb4AhRZTzg+gzSvdvBq7sibS7OlnhF1pcHd5+qix2DFqZAO509vFKGtxZuoEwE5fG+OtskcZTkRoCbYrotZYMkJrcHcGQZuWvf41mDXFlBiUEzK6Ap+g74xRe9KzEpvNgw9K/awpr8nte4JEsoti5yOohJ9+CoteNwGb5VL8wTeJxRtzjhcbDwOgP6xs4yg1jqcnvCMTKRZoHZjUFrojMoKz1FBET0QCCqkEFUV6K72R1KZODX3ui0ib2q4z4klFqgaNBp1KjT+aNq6p9puUQdWq1cQSSnReOi2TiVwHpIWzZ7MGgxEsA4yr2xXAOSAlnEwmaWvsHZKk/9svNlM7ruJHt93sk4RC8NprEmL3eglRbjDruePlqyivK+b+K57B1z+gjtXVBfffD+PHw+zZ8MYbcM45sHIlqx56hQc7q/h26zBsRSlgnX7ZEjrvfIDHSg5l0RNf/0cf4fxzD+HYo/bjpVdX/WjSf51Ww0nz9uO7zXtx/4ApOjqtBr1WTSA8dEtTYEi9IwFiSqzKPdMTkBh+Kq1Ko9vk6cemNyjII3Z5pWh2rE02uDu90j0Zl0XUv9PXToneTqFefs5d/iZGWerQZOmnpkADNabR6LN4hFsCUkdAvWWO4v24I+uJJLqpsJyS9/OFo+sIhhdjL7gOrfanB+gJghaH7SaSyT5C4dy5rhbdKIyaGlxhZcmj2DAWkSSuiEzIX2KopC8idyIU6Z24Y94MmLJYb6M3ImEqVIIKh96EK6130o58SvcU6PT4U5HqwM4ErVqlYGRSqYQsvZP+XP9jxjUUjWXIAwaKKxDMTE7Jls4Un2l6ZFla2vxeKguUG3+v301tgdLTbPT3UZ/FJeyLheiJeKg3y5u+JdiOiEidWTa47aEmkiSpNskpGFEU6QhtotI0NefmB1a+yYHz21Ht3APvvSfVv1LnJBIuPP5/YTaegEE3lf+W2AouAUR8gTdyjhk0FejVJbjD6xTrhboRRJMB/PEeeU1fhitrkxfqnLiiMprVoSugP5qiNUyRcniikgdaoNMTTSaIJKSNbNRqCaaQeXqNpEDCCuOaqrlmTRDJ/pteT7P5pGkSAUKhGAaDcj953EFsA0gl3L1+YtE4pVWDzBCOxNi6ehdT5+af/fqTy223Sdy9l1yiiDDNViM3PXYhnj4/j1z/b8RYDD78UErdVlXBTTdBYSE884zUQvPkk3DggZx68aFU1hfxr7veHxxotHq11Nfa1gaLF1N26/WcfPosPnrnO7Zv/eGtMIIg8JvL5mGzGnnwkcU/uv568PSRiCKsWt/0g64z6nWEIkNTKQ6ld/pSSOKBk7Y6U0Y3R+/4vJmJT2lp9vVj0mgpNsr7rtHXR5nRikkjG/XGQCf1FlnvJMQEe4PtCr0TT8ZoDzVRZVJyFrcF12FSO3HolHzZPcEvEdBSaFIa3bS4vQ+hUjmwWS7Me/ynEKN+NipV4aCtOQ7DTNzh7xTzXtOfwx2VI1WHthhXrCfz23fqpIDKHfOmrinAHQ1kSkd2nUnWOylqSV/KkTdqtATjQ+kd+b2oBEHWOyj1zmDyszKuoigObVyDoZwhxQAdXh9OkzFzg0BCn/qiUYVxFUWRZl+/wrgG41E6Qh5GFMjGNQ3lrs/i9GwKSnDvWpOcwmkJSujFbOPqjbUTTLgoNyqj2ehrTzNh/heoNEYpZXfiiYrjHv/TiGIAh/XGvJ/9pxKNugyD7gACoQ9zjgmCgN0wHXdYyfCTbiVyRWSEcKGulN6obFydOjt9UbmnzKmz4Iqmhg9rJc5gd2aTp+Ylpja5WavNoPQMqe8wEpc9yHimn1V6rbQHmcwYV2k9ljGusjEKhaMKisNEPInfF8JqGzCWLjVQvbQyv3FtWLuHSCjG1DnDUyL+aInHpT5StVoqHQyQUVNquPzi/RnxyuNESiukvbRsmdSbunVrJiVMVluaNsVF3NbUyzvPLst9zTfegMMOk65ZuVIC2QHnX3IYjkILC+/7iET8hxvHggIDV1x2BNsaOvjgow0/+PpsGTeiFKfNxMp1uVmXocRk0BIchqc4GIlh0g/u1Os0asXEG5Dnf5ZalLXYVp+XqgIlerjZJzn12Q53o7+XEVlOfTyZYG+gmxFmWe90hLqJiTFqzbLe6Qy3kBDjOU59W3B9Xqe+N/g1DsNMtKrcmnEkuolg+DNslotRDQJ0+ilEEDRYjL8gGP4sL3LYYZhJLOkhEJMR4VZdBSrU9GcbV10JsWSEQDw1pjJlXNOOvVNXQBIRbyzVjaA1ynonxXXgjcl6J5iFDgalcY0nlcY1o3cyNdehP/PPyrhGYglEkUGNa38glNPEDdDp91M+gDC8zSfd/GwPsj8SwheLUGuR08fNfilNlh25NqYmK2RHrs2BVkxqI8V6GRzVEtyNVeNQNHB3hKQm53JjClUpijBvHrozLyZcriX69EIYLRNVSKck8AVfxmg4HJ32v6+8zaYTicW3E43lkrbb9dMJJzoIxdsza069VKfpi8hKzakrwRPtIyFKBq1Q7yAhJvDGJIWTHbmqBRVWrRFPNNXLmjKuvphc7xgYuWbqrCo5ck0rjWQyf3ombVyz225CoRhGo7yfvN4Qogj2AZFrV1uqbWgQ47p+yXZUKoFJB4/Je/wnlYULIRiUULrZ049CIXjpJTjiCE64cwFnhtazNVKA/5kXpDaudEp4EJk5dywHzpvAy//8Qp6iI4pw771w+unSZJtVq2CcHJ2bzXqu+O0x7NrewTuv/7B6Z1qOPHwC06bW8uSib3C5hqciHExUKoEDp9Wzan2Tgud1ODHqtQSH6bsdyqnvD4Zwmow5RqsjlTErz4pcRVGk1efJyZg1+/qptTgU5zX6e6nPcurbQn3ExAR1WZFrmpi+Lsupbw1JmIgqoxy5emKtBBN9VJiUWa9grJlAbA/FpiPIJ27fQgShAKvlorzHf0oxm05GFMMEw7nzXO0GaS51f1gG66kFDVZdhSJydeqktkpXTAI/OVLGtT9jXKXvwpUqSdl1JtwD9U5Uxnek9c5Ap14zIC0sCAJpXJ6YtTaU/KyMazj9QXWavMfdoTD2PG063f4AJQNGsKXJ4Mst8iZvC0gKpSrLuKbJDWrMsoFsCfagU2koNcjntQY7qDZVKG5oR7iJSpOyRtEd3o5WZcKhS6FJIxFYIU1zMDdGMR1znqQw6+okUMk11xBfeDO6r5qw9h0uAVj+y2I2SICcUPjrnGM2gwSQ8EVkkgi92oJR7cATk4cB2HXFJEnij0ub2qGVPPX+mPTYrjXjiQUzqRSrzoAnZUwtqU2eBg+YstIz8iZPRaFqVSY9I5AyrjkeZDotrBxBl0gkiUbjClIJnzflxVqVkWtPh7Q3istzexkBtq3dw8hJ1ZitP30tXCHJpBStCoJkZEGalXrVVRLP9LnnSnXRO++kc8la/lRwLK+1mDN1++Hk0j+cSCwa593nl0M0KgHq/vAHOPts+OILKM5FSs+dN4GZB47kpUWDzHIdRgRB4LqrjyYUivLWu8PzHg8lM/erwRcIs7d938blgWRcQ9Hh08Jpus2B4g6GsecpR/X4A+jUamwGWSd5oxFC8TgVWdGsKIq0BTxUWeRo1hUNEIhHc/QOQK1J7stvDXYgICimb3WEmjCoTBlDA9CdapUrG5Axc4UkEpGiPCnhZNJLIPQRVvP5P5go4j8Rg24WalUJwfDnOceMmip06iK8kU2KdZu2Ck9MLknYdZIz4olKQZEjNUvbHU0bU8m4ulORq1VnyLQAWrSpIegxGd8h97VKDnkkTzkKpJ/jwHLU/5RxTX+Y7PRuWkRRJBCJ5oXKe8JhxQYH6A9LN9RpkH8U6faPYoNsiHsjKbCCsSBrzUux3qagt+qNuhRRqyiKuKI9FOqUjeKeaCt2bZXcfG0wQGcnK7Yeyo7Pz4GXX4Y//1lqv+nrg0WL0F73AOXn9mMed4mUlps6Fc48U+pBfPFFic/Vu+/jyIYTjaYKtaqESGxTzjGTpg6AYEzZ8mDWFCrGz5nV0v0KxCUnxqIxpx6nZiJqDIiIhFIsTSa1jmBcmfoNp2quOrWGaOq7T1McZg9CT2boxtI1V+k9pGsf6S2eRvGljWssD8ApnKLmMw4YqO5zB9HpNRjN+ZHqLTs7qRkC7PSTyUsvSfN7DzpImpU6fbr076mn4PjjJQO4axfceisVc6Yz66j9+PyVlcRj+zY9prymkBlzxrL67RWIxxwr1WZvuw3+/W9pr+YRQRCYf9YB+LwhVi3dt9FiA6W6ysmMaXV88dXWH8U/XFMhGaPWzuHZqtKi06gzYLfBJBpPoB/EuA6md9zhMHaDQaFk+1NE8Nl6JxiPEU7EKcrWOynWoHSbGpAB4pQYZEPXG3Xh1NkVYCZXtIdCfanidT3RdkDArlWS4/ii29CoCjBqcucWh6NrARGT4bC8n/unFkFQoddNJxLNLQ8IgoBJU0NoAOF/jt7RpPROQtI7ZrUp9Tg1SUst/X6DiVRWLFvvqFOgpbTeUeXqnVha7wgCoqjEdeQY12E+b/7d9P+TRPPUzNISiSdIiiLmPKmb/MY1RWeWtZ5u/3Aa5NRyb9iPCkExCac34qVIL2/wpJjEFXVTqMuq1Sb8RJNhHFneI4An1p6DEo5ZBAKGLspnnAP2s5RvXhTp3nIabN9BSc+V0vzW7dvhu++kOlh2JFtWBmPHwpgx0t/0v/p6yOOQDCU63SQi0Y0561q1Fa3KTjCuNK5GtYNgVn+sKbXJgynjatKkNnnKuGZvcpNGj0mjyxhaY3qTp6JVnVotb/KUYYxmgZgy0yhSu3kw1F4aMKMeaFyzqAxDwdR7GEAW4HUHKLDnbzcJ+cP0dbipHJk75vAnlWRS6isFyaFasUJytB59VIpYHbkp62PPm82qTzayevFGDjlx2j69zAmziihfdD2i6EN4/nmp13oYmbb/CIpKrCz+YD1z500Y9vx8cuQRE7jn/g/ZvLWNSROrhr8gj1SnMgutHcOPkUuLVqMZNi0cSyTRDkLEHohGKRyQGQPwhsNYB3Hq8+mdoiy9k0bOF+rllHJvxCvpIq285or0K/QOQH+0mxKD8v55Ym0UaEpQqwY4jdHtWHRj80ZZ4chaQIVet2/75qcQvW4KwfAnJJNeVCpl6tygqcATURpek8ZJKOEmKSZQCWpMaqXe0ag06FU6gmm9o5H0TiieBi1JekcURbQqFWpByBhXvUZNQhRJJJMZut10uUGdxWOuUQsI5EMLD/1Zf1bGNT0EO98mTw+uNQ3wIBPJJP5oFKtBGXH0h0OoBQFrFmF/XyTlVeqzDakfp96MOjtKjXgZZ5U3ryfmIyEmKNTLm7w/ms75y2m0hBjDF+tktFWe8wrgj0o9iQW6XKSpiEjQsQXzESeA43LlwUgEdu+WDW7631tvSVFvWjQaGDlSaXDT/4qK8u4CvXYyofBXJJPBHEJuk7aG0IDI1aRx0h+UIfEmtaQAggnJAzdrjKnHodRjSbkE4hGK9JJBDWQ8yIGRq9yKo1OlZ7amN7kgp38zvqKo/JtazjWuqRRPVkQSGixy7Q9iteefxNS2R/quq0b9l4xre7tEjP/3v0NPj4Tcuvhi6d/06UNeOvOIiRRVOPjkhWX7ZlyXLWP/31+APxni/1F33mFyFeT+/5xzppedne27yWY3HdIIndB7tyHSLiqIYsELouLlKgoqFlREpChXoldEiqKCCoIQaaEFQgghvW422b47vc855/fH6TOz2U0Af7nv8+SBOefM7JmZd97vW7/vHy/8OhdOAlhB+0xPO2sRD//uJUaGNBKOvZVjj56N1+vimX+t22dwDQd91If99O5l5BqfYC9sqSzXdOoBMoUSnQ01nPpCgUiF3YkbTr3XljEraIa/0qkHaPI5wTXqCeMSrfsYLcYcncKqqhIrDjO3zvldJ4q7iXicUauqKqSLG+kIn1fzfeWLr+Nxz0MUa+v9+yFefRKiUHwbv8+5scfnamcw8xSqqpiZv4DUAKjk5DhBVyNu0YNH9JoNTdo1/qrINSPr4Cq5kVWVkiLjkVz4JDcFm1MPmiPvd7uRBIGSUkm1qmgOv1BldWz2qLbsX+AqG3W2aiU3mDMqO/aMNUEGGYEhsXyeeq8zZTOWz+IRJTP3DjBaSJtzmOZ1xSSNHitdM1rUvGS7BxkranNrUbcFrqnSICoKEbdzDjJd0hoQQp7qZphSeTOKmsDnObLqHF4vzJun/auU0dFq0N24UWPeKdq89Pr6mqDrnTIHUCiWNuDzOg243zWNeME5jhNwRcnayLWNyNVIC5vpmbKu5LoHmSnn9df0mCl4s65qA9fKyNUavxHNtvrKbmEroDWo42rTIbo99gYnHeArxnNSiRzh+tr11N1bdXB9LyNXY4Rm6VJ44gktajWIGh5+GM4/f1IvI7kkTr/kaB689QnGBhI0tO2hdvbAA3D55QhdXTxy/rf422vDnF+WkcYBlUo5/dzFPPjb5Tz3zFrOv2TJpJ5jl0DAyzFLZvP8ixv40hdP22f6yClt9ewenDy4ulyi2ew2npRkuabdAc32VNod0EjeWyvGcOKF6sh1TC9H2Z36Yf230GSzPaPFFI1eZ2PmaDHGIVGLOzgjJympRYfdAW1KoXK9XK68G1nN1rQ7qqpQKL5JOHBhjXf8/onXo/V0FEq1wVWlREEewefSMoJ+l2Zzs+Uxgi6tLBeQwqZTDxB0BciadsenX6/XVfUxp6xc1MHV5UgLAxQVGT9uXPbJBCMbZk8Lmx1NTqd+PNmvwNXck1eDJcVoavFUpD8L5oog5/FcuUTA7YxOsuUiAZfb8aPOlosE3Zb3KasKObloRl7aNUY0Zv048rKW1gm4rB9XQda8Kb/kbIop6elUj1S94qwsazUGt2v8NdnsHAAAIABJREFUFWc1pbFRq8stqTBysgw9PU7A3bRJq9Xdd595WUAQ6JwqIsy9EuYdYwHvnDm4/fWU5YTjZd1iAEUtIatlJMGFRycFL6k6XZjOWlVSnYpbUozHkukVVtZVXYJIWTVqHU6iCFHA7NIbz1M0vs5KWjK5IsUDmLVJt9epL/lckYbm6lEFgJS+UaW+ee+jtSrZuFED1Pvu00gf2tvhv/4LDj1UA9S2NvjoR/fqJQ86dg4P/ORxdmzYXRtcVRW+8x246SY44QT485/pWLaF3L/+xHB/grbO6m0vtWRKZwMNjSF2bB2a+OJx5MADOvjXc+tJJnNEInvH+mRIfdg/4ZYbu7hs7Drjiayo4+7nLMlKzT6QQrmM31Vtd0Br0qs8FrTZI6MOaJ9xzZbzDrtTVmSKSslhd3Kykf50dijn5SQ+yfndF2UtAPBJ1bSVippAVbO4XP8GGk+bSGIUQQhSlgeqzrn1NHFZSQEauHr0rJp9cbpH9FJUCrbHbkqqHo1W2B23ngWw2x7D1rhEwym3bI9iA1PYc311IudwvwJXK0KpvmnTEFecGy/aLcplM+w3pCDLeKUKoyqXCdoUvKh/KV7JbTumd5TZ6hkFRV+LJvps1xk0XU6jUVJSSEIAUaj+uGX9ByDVAN59EkmCGTO0f2ed5TyXTpvRrrJ+BYW3f4m/Z0wz9hlr9mxOwENHt4i68CIEHXDDbbtw15eR1SKS4MKlvxdZZ0YxyMPL+ufnMh7bQLMSQO3fd2Xnr2LvyKtogDEbmiqPU/uHIUqWzhgdxZWGtFQs4x6nSz2b0psjwrUbfiaUTEajHFy6VJtHlSRtNvWKK7TvyOXSGJVAay7ay4iuY4ZmiPq2DXHIiRVZjkJBSy/ffz988pMmI1hbpxYF9PeOTRpcATqmRunbPfl6Z6W06btvBwYT+wyuAb+HbN/kV9qJojBhE5WiKuOSApQVpcrugJZOrLY7ep3fdtzI0NhtT1Ep4xElR9NkQSkRcvlt11TbnaJcbXdktYiKYgKRISVFc/bdYrVTaKyffM/szl6IJEZRlGodMtZvyjaKRJe+ZrOsWmAqCS7Kqm0dnCBR1sFTxIg4Lcfd/lgSxKp9rHZb47A7OG1MZVp4ItmvwLWScccu9u5RuxgRrbvieEGWq8C1qJRrgGvJka4pyLWA1IjO7CCc16+zlLykZPXrnEpeVlLjbqKQFR1cxdpk8e+phEJm96mgnMNQ30M0RL5GfeizWt1Pj3JTb/+J0rpX4PUVGigoCnOBuYDSPhPmHoBrzhyOC2+ifvEKOGohQne3prh65GqArTEH67IptQWuqvlYqej8tdrd7XNltd+W+RwzxNUBWq7Wp8q6rCETgavkEvH4as9B1hRV1ZqSli7VOsRTKa0R7ZZb4BOfcJLgG8QPwSB8au9Zchrb6vEGPOyqjChHRrRZ2eXL4eab4etfNz8bA1AHd01+pAWgfUoDb76+beILxxE7uM6ds2/d1wG/h+xeLGQXBYt0fTxRFBVpHAWTFcVRBzWkpMhV/SEWuFq6ZGTXvLaO37xcMrtXreucx/J6dOaVqu2Ox7ZOrjiu3dGyTy6pGlwVRQdXsbHq3PstohhFrgWugg6uikVvaTRoybZI1SW6kRVrJMwluCjrdkcQBFyCRFm3O6atsU0cyBU4Y49WKycQ9jTT+n+qW9jI3NQCV3PMogpcx4tcq6PUWpGrBrg2hZZ1MgPbMQNwfZKl0AUlj4jk2HpT1JlHKiNXDVxrpxxleQQBH4Lw72sqABCEMCBpHqQgaGvIpkyBk08mmYywYXQXx3e+gFeug61b2fXmA/SueoDDRo5A3LwT4ZFH+MDYGPA28ENwu/nxlBDynJWw+BUapzWzoLwbpo5A41yN+Nr0Hq1mAXAaPzPqNO6TiaMOQypB2PzR2KIOuQbRBBjgOk7NLZUjWFdNIlBTRke1KPHee7UVb36/tt7tiivgoYfgd7/T9qN+6UvQ0qJFsddfrz33mmu0OvteiiAITJneQt82G7hu3AjnnKORSzz0kDbaZZOmtgiSS9RW0e2FtE+NMvpEikK+hHdvnA1d2vSFCQMDiQmuHF80xqW9iVzFCXVIVcdP85VkpeZ6saIsO0DUOAYVkauZDZNs11U7+gWl5FgKUjTsjgNIx3fqqzJmshG5VpcKLKd+f4pctahdVi1wtSLXou2Y2xG5ukTJDIC086IFrkYJymZ7lAo75CxBOR30dzM2tl+Bq7qHgLsybWgeHycnrqhqFUjXSv3IqmqmEgAU9A/edkzGmXLQXktGFETH/Siq0YTjNNIqZQShtiFSKSII3n/LblC7CIKAILhR1erhegFJvzfZbKpKTzmWVYe/xLzpPyXi0Rq2vvvCeZwSW8DRY9Nh40YGXv0jM7f3wXM/o6NY5G4AHoSGBq6c0szRrSFYVcTXPY3ZuwYRFhf0v4cVuVYAo71Lz5CJ1L0y+rXLeNRliqKaCwAqpVxWkMZpdtGfrK2GW7pUm00tFuHww+GXv4SLLtJ29YLG8/uOvvxZJxYxRRRNgv59kUDYR87Y/PLccxrXsMsFzz5bXZdHi9y9Prc59zvpv6N3WRcK5X0CV6ORLD8B1++eRJJEZHnyRk8QrO99PNmT7TH2f9Y8XnGssmYH1vYm+2tU2h3tmOKYWpBxpi/tx+xLzPdkd7Rrq78n43cvCJMjH3kvRRC8qEq1U2faHdVGmC/YbJF5nYiK4nis2H7rgiDaaqWGsz5+6lexXVuJJ3at2Fug3a/AtfKDsItkLspWKo47U4yGuETRzMMb4rY11diPlW1fpluPREu2Yx7B2ayjvb7mPdl/eC6xuj4AIAl+R6rDLqJQh6ImHe3n/w5R1TKqmq/JJ6ro9y8KXtsxI91r/VDTERep2fOgXZvdve3VDGe1n8R/TPkgm995hV898TO+oMyme3eC4hvLOXzVZnjm60SAfwLKN+6Ari4+09TAkoZ6SMn4Wlppi8ctdhO12nEazw2p/EEYEatdNSSTvalCX9wScql204vXPw4I7dwJv/mN9q+nBxoa4HOf06LURYuqr//lL+Gyy2DDBo1tqa4Ohoa0GdYPf1h7/j7KyECcuQd3ayM9V14Js2Zp3cjTazfK5XNFsukC0abaGZXxZGwkjdsjEa7bt/pzPKH9DqLjjD1NRgrFsmOt4ESiqGrNJkm7CAjjAqy2y7NaN+z1O0OsZj3Z/H8jdVyyXavZHedz3aLksDGmLVJKtmPa78+RFtVTp9V2x0qzVvIKi4L2WFFSNd7x+yuKkjb/vuO4Hp1Kgr2ebPR0eGzXlXHZInxFlc0eD+05sq0xsrq+WllrtUew1ZkzS/Y2ANqvwNXQ/1oOghneV3ighuKWayh5aRLHKgHXXdFtph3TwdWh5BrwyGoZl67wLl0pZMVpiCXB7yjS20UbpFZR1TSC8B50o05SFFVLYddKR8uqFgFJtrV3lpK79efLqKgOb1lBV2qXi3x3J68eOYPzF19Od+Nc7l35F14f2cEzR3+aodVv8r0H7uYzrigLhhOE3nidc99+B55aRhewHCj/7FaYO5fLfCG2RJugwYXY0UmgWL2X09QI44dRESnYPU5R1xelgpvW5ZLMrTqV4vV7KOS0QXShWNQ2Gt17Lzz9tHbBqadqtdQPfWhcliNAG7U5+WSTFB+Ab3xDU/hbbhn/eROIqqqM9cU4w7cOfvUX7X7++EdtDGsciY/oHNDNe0fWPjaapqEhtM+ZllhMB9fovw9cVUWdsEdMEBg3JSKJzsjIEJckVtkdt43px2ceM5r97HamhqMvuBzHzA58hy3SQKbkSJP69NevAFd9frWWY28QOCjqe8f8NllR1BQuqbrebjn1tkUbut2xN4PKyHgcAKw4ons7gJp9HTbqVDNQq+wMxjaRsIfGpsnKfgWulWG6XQxwVSq8vcqCtSGeGsrrEaWqaNYjShQdCu1s3QYb4FZErtqxIi50cDUV3wkAkuhHUcYD14h+/4kqxpL3U1Qlrf/9WpGrdv/2yLVSyWWzYUB7rKqqruSS/hpGXcNobNJTXuEwxcUH8dcdizluyTksmLmIHz39d9YODfCvE85kx2uv8evfP8gVdSG6BgfpXrmKQ0aWwxN/IQq8CmQfvg0WLmBBfQuX9OXwPTMVjjoUQf/OKiNXuz7Zh8PtIrnEPYJrZ2EE5ZovIT3we62u2tmp0VNefrnGE70vksnAL36hgfKsWRNfP46k+kb48siTHNy3TVtRd9dd4N5zynZsWN8qspfjRaMjKRqa9n17SkzfQRsdhw1rMrIvkeuEi61t+zorRVuUXX3OLUo1nHonCYpxHVABnJI5mWAdczmOuUy7Y6svGlk0e41xnIyZS6/BltXqLTQmuCr/H8BVSSO6qnVINsBV3HPGTItMnWDrdUS2yviRK1Y6vlZnsLCnyHXv3ub+Ba5m91YNRZbMmaSKdF4FXZ4hbhsxgXlMlMy2eEM8ostsYtIea1+ivUBuRK5GY5N2nVc/lscvaR6iW4/0ShWeoiSGKKtZFLVcNY4jiVp0ISsjuOnk3yWyog3hizWi5bKSRRT8FTUiI2Wjd++ZSm+ArRNMa43dVA5mW86UgiCKMHUqaZebB7b1cPxHPkTXrJl86/ePMToyysOnHkli1Vv87y8f4IN1EtNjw7S98Q++nErCa38F4ENuN4v9DYQ+/jzMn0ewdSrz4z1IMat5QrKR+tvF5XZRKlaAayoFDz3EGXf+lIvjG1B/6daA8NOf1qLDPdVhJyP/+78Qi72rWiuDg7jOOIPjitvYcfk1dN9z26RGefp6tG7RxtbJg6uqquzuHWPuvH1fFt+nMys1Ne5dOtouuXzJsYxhItFMxp4/E8FOs1khkihUgShombBqu1NtjwyHveA45qIgl/U+EO05HsldYWP0+rbjmBaxGY1NYPwmhSq74xI0AKucWQetYxesxqZ/l6iqiqLEzKDCLoqe3RMF+6yvBriSI5otO8C1rMgEJMupV1BNu1Ou0bxkRarVEwrV0wpOsHW8lwne634FruY2kxqK7DM3xTsbIUL6NpB00ZmKrfN4SRacnlzE4yNZLDg8lHqPn+1pi0rQJUqEXD7iRcvbq9c3viRKlpdXpzOHJMtj1Hu0dvaQzpqSLjlHIvyuqYBCvtxHwO0k0Pa45wNQLL6N79/I8VkqawTsbtfMqnP5cj8+l3PwPC8ncQk+MzrP6SQaPp2ZKa/P3/n1juq8ySPs0R+XzTEDw/AY3ZJFWTG7Kw3v3m3j9pS9Xpg/n8LULpa+OUTH+acw/ehF/Ou19fz4jj9y/wWH0z7Sz7anXqRv+RtM27QJnnqSaKnEnQDn/0Ij3Zg7l0WhFi7sSyM9Ng1OOEKjjfR6CYZ92jyrqmrNRvfeC3/4A2Sz+Lpmck9wCaf+9U5mnrxnOsJJiyzDbbfBEUfAMcfs22usXQvnnot7Vx+3NJzJ1T/7waRnZF9dto7Gljq6Zk+edWrzhn6GBhJcesXx+3a/wMuvbKGjvZ7WvQD1ShkYSdK6F7XiclnG7dpzzdUtiuMuc/e73VV2ByDk9ZCpsDvGztBUsUBrUAO3iEcDC2NpN2h2RwWSpbzJax5xBxnMW46gR3Tjl3wOuxN2a854smRdJwoSQVcj6dKw414Cbo0gIlPeQSNOHZPEZkSxgWJxLf9OkZUBFDWB2z276lyhrN2/V7LGEvO6Y2AnyMjLGfySndAnT6uvSf9/Y7LDcEzK+mO3+dhj2h3n2FRJsfilK8d1NMzQ/t6eGibtsl+BqzFOU5Kr03MGA1Pl6qigx4MApCuAtN6nAandU6n3+imrCqlSgTpd4aPeIG+OOnl0Gzxhc9E3WGuNxoqWB2gAaqI4CgFNUYKuZkQkkqV+5z26taaSTGlrFbi6pE5EsZF8cRV1fLLm5/J+SLG0HnDhcVenI/Pl3fhdTp7SnBzHb1NwA1wtjmHNcPglg2PY4PY0wLWE32UpOFhzfxrvp54+1jMTLlsZwPBCqwmzBRK+EIUjjoS2BjZ2H8731X/yp7s+Q3s0QHz1Om75zG38x8ENLHBnYONGGla+xBWjw/AFfe2VKEJ3N1cWA6iZDHR9H3p7tZngSy6BK65gMDSFR0/6HgckFKpdkX2Uv/1N44021svtrTz9NJx/PmogwI1TPkbw5OMnvQ4vny3yxgsbOf2jhyFO0Ohjl+eeWYskiRx9fDVH9mQknSmwanUPH/3wYe+qO75/KMmC2ZOfkS3JchWzW6W4XFJNuwMauNZaWRf2eEkVnOAa0WlYEwUrsjR4hmMFC1yjOu1hrJA1wbXRE2ZD0mmLop56h93xiQE8oo9EadRxXdjdVmV3PFIzLrGOTHELlSIIAl7PYgqlt2q+5/dLisV12r25qyld8/IAouDBLVq9AjlZy3TYbU+2nMYvWWnlrJwjoNsdawuXTuAvG6ssLdvjlSy7A+CxBXVGWl+poFLVkh8Guhp12T2/1/1q5ZzFK1vtQfr1yLVSyUVBIOjx1FRyRVXNxbgADTWUvMETIF7MOWq5UU+YsaLVRRd2hZAE0VzICxBxa+Aatym5KEiE3K0kS05qr6BHA7D0OEru8xxCobiq6tz7KcXSBtyumTVb8XPl3fgqwDUvJ/C57EqvgatfXzWXM1c8+fTHBrenEcmWTKA15v4MjuGiLFfVpexbKcyu35qVEEwlN1K+iqKAy4U0Zw6vNh/AhnMu0jp1n32WdU+9xocP/W823feYtmbthhvg8MOpK6SYFduuvdDSpdDfr43OHHUUbd2aJ92/wxkZvCu59Vbo6tJGZvZW/ud/NGanri7W3Po7VmVCnHT+EZN++hsvbqSQL3HMGQsn/RxVVXlh2ToOPXIGdZF922n72oqtlMsKxx5dHbVMVtLZAqlMnvaWye8fLZWViSNXSappdwD8HheZWuDq9VRnx3RwtR+vaXd04poxW4Ys6gkRL2bMEgtAgzti7kgGzV7Uuxsddgegzt1OqsLuCIJA0D2TjM5tXile90EUSxtRxplkeD+kUFqr/+1qcC2Uh/BKzlV6OTkBCGbkWlKKlNSi6dRr1+Txm3anMmNWQhIE3IKRmi+bi0OMyNUtSnrPiNXsJFfUau1TC9ZUwp7Rdb8CVzNyrdFY4nO7EATIlqqXNYe9XpPA35A6fRg/OYEH2eANoqASL9oBN+QAV1EQqXdHGLOBa0AK4xLcxEvOmkWdu41kqc/5vsQwXqmNdLH2LkyvZzGl8mZkZd8H6/dWiqV1eNwHVh0vKxlKSgy/y1lXy5XjDs7knE6cHdDrzZWRqwGuRnomJ5esbThli28YdNJ0oxu8gnFLUW3MORWRq3nYJItw1lPd+qq5km2Xp8/nIevyEZtxgBaZfvvb8NBDPHbtnXzigGs1eshPfUqLXHXxh3xEm+vo2/4egeuKFRpr0pe+tHerAmUZvvpV+Oxn4fTTYflyHn92B6FIgMNOmT/pl3nhidXURYMsOKx70s9Z89ZOhgYSnHDq5P9OpTz3wgai0SDzDpwy8cXjSN+Q9hvZO3CVTcd9PHFL45P7jxu51rA7Ed3uxCeyOx7td2Oso9OOhVFQSdhLUp6Iw6kHzbFPFJ12J+xuI10eNnshDAm5Z5Iubq6ZwtQ21CgUStWrJ98vKZbW6tm66rJAXh7AKzlXeObkGD4pbDZKmk69bndkVaagFMe1O3m5hFfS+ORLioysqja7o/WBSLYpEve4katVSrTszp7f634FrgY5trEN3i6CIGjKnC9UnWsI+BnNOr2vZr/24Q9lLUVt1ReiD2Qt4Gz3az/SvqylwG2+KAO5MYcH2eprpj9v1VIFQaDZ28Fgvtd5L97pjBW2m4PdhtT7FjOWf62mkvu9JwIq2dw/qs69H1IsbaEs78bnPbzqXKq4AYBgRbo4VR4k5LIUP6l70yE9mjXqQnXusH4+iySIZnomXcoTMjdW6ETmOqdzrlx2RLGgrQkDretSsgEtWFGtNRetiVWz144Y4FooWvoUDOn3k3LqUbQ5zIjsJlOq/YuZPn8qm9/aUfPcXsutt2rEEldcMfnnZDIasf+tt8JVV8Ff/8r6jSO88OgbnPWJ4/BMssFn67o+lj/5Dqeff9ikt+Eoisqv7niaaEOQY07Yt5Tw+g19LH95M2edvnDCzt09ycZtgwDMmDp52r58sTTuInRDvG4XhRqOO0Cdf3y7M5bNOn7TzQHN7gzb7E7Y7cUvuZ12J6DbnZxld9r92pxzX96KSlt9zYwUYiZbE6DZncJuR7atwdONisJYYbvz3n2LKClxMqXqrJnPewTgIZN9rOb7fq9FVUvk8i/g8x5V45xKpriZgLvbcTxVGiTksvoCjFqzVXtO64+D+mPNgTE4mlOlPGFzx6tzgUKuXKqKYo3yVFnRgFeo0Qi1pyYnu+xX4OrXN5Xki7WVvD7gJ5atHmlpDYUYSjvbzTtCmpHvS1sK3RnSFLo3bSn0tKCm0D0ZizGkK9hKSZXpz1nHpgWm0Jvtcyj0FP8Mdue2O35crb55lNUCowUn/2qT/3iK8jBpHbzs4vUcjNs1g1T2kZrv+72WbF6bzwz4Tqs6lyhoXmzEZ5Eg5MoJ8nKCeo+1gzNeHEYSJEIu7TON6XWhBk+9fj5DxB0w0yrJUt6sc6dKmldvNKNlyyUCbqMm4mx2KsuKCZpW67x2DxZJhF6n1VN/RgQiSSJer4t83oo66nSy+GSiwhnTl3AP99fOHixYMosd6/tIjk1+G0tN2bEDHnlEI3oIT7Ipp69P22bz17/C7bfDnXciI3DXfz1IY3s9F3/5rIlfA+1zWvqjxwlF/Fz42ZMmfctPP7Gajev6+Mx/nkYguPf0jKqqctcvlxGNBvmPi6oN697Iynd20hAJMK1j8oQb+WJ5wu5iv6d2dAp7tjslRWEsZ50Le7yEPR760lYTkiAITAvXO+xOvSdAndtHT9puY7TyQ09myHasAxWVXTkr5TvFP52ikme0aB1r9Wtp1oHcO457bPIfB8BI7sWq+5fEekKB80hlHzKJ/N9PyRVeQVHjBP1nV53LlnZQUhLU+xY7jseLvY49tUamsN7dpD/Wfq9Rvek0roNt1KNlnpKlPBGPBrRJvUQY0regOeyOkU2zOfV23mg7PeZkZ1/3K3B1SxKiIJAfx4OMBvzEx1HygbTT6LWHtLRDvw1cI14/YbfXoeSdQa3rd6ddyYOaku/MOpW8oBQYKVjXTQlMJ1NOkixbxwwlH8ytc9xPo1/bejKSe6Hq/gVBIBQ4n3zhJYqlavB9ryWbewqPez5uV/XoTyK/Gp9rCl7btoxYsQeABm+3daw0QsTdZILnWDGOS3AR1muwsWKael3BZVXRlNytKXm6pHnhhpLnStZ6wEolt+/ZHG+xg3HcWHZtbL4BjW4vZwPXUNiHIEAq6dSjlg4NXIf6au8JXbhEqxOuW1G7fjVpuf12rYnq6qsnd/3q1XDkkRqr02OPmc975M6n2bqml8997wL8ocmxJb3xwkZWvbyFS646hdAkm5+ymQK/vnsZ8xZO5ZQzJ1+jtcuyZ9ezdn0fn778eAKBvQdnQxRF5fU1OzlsYddeRb+5QomAd880f36Pe492J5bNVxnTVr10MJiqsD3BsMOpB5gajLAz7dStrlAjO21OfZu/AY/oYqcNXDsDGrD0Znebx6YEtAbJ3VkrSg27Wgm6mujPrXH8DZ+rjZB7NqPZanAFqA9/DlXNk8z8tub591KyuScQBD9+3wlV54z90RGvNTEhqyVSpQHq3U6nHiDqadYfa+Ba79HBVU+pG+CaKOaoM+2OAa565Fqyg6vu1OsZtJIs47KN2qmqiqFyk+0W3q/AVRCECTxIH7FsNUNPayhELJdzpJPrvNUeJMC0UD270lZ04nd5aPPX0ZOxPLeugJb+7Kmh5DvtSu6fAVQruV+KMph3gqvX1UzYM5+RbDW4AtQFP4kgBIklb695/r0SWR4hX3ydgO/0mueThbeJeA9yHIsVdwAQ9XTZjg3R6GmxPU4Q9URMry5eSlPv1hTciFQND9JQ8rDdg3Q5PUgjTVxWqiNXA1ytNnntHixwtVLyfp/HEblKkkgo7COVcIKrFbnWBtc5B3fj9rpY88rmmucnJfG4NuJzwQUwderE1z/+uLaKTlW1Gu255wLQs6GP+3/8d4774CEc+4HJjQbJZZmlP3qCjq5Gzrl48tHjQ/ctJzaW4XNfOmOfOnxz+SL/s/Q5Zs9q5czT9g2cDdmyc5hYIssRi7omvth+D4US/gkiV5/HNa7diQb8lGSZbMX5Fh1c7SlggI5wHX0pJ7h26nbHbpC7gg302MYAJUFkaqCJHptT3+Zrxi246M1afRwt3qlIgkRfzrI7giDQ7l9Ef25NldFvDBxHLL+SslJNJuFxzyXgO5VEeun72tikqgqZ3D8I+E5BFKodu0ThLVxinTlZAZAs9aOiOCLXWGkEt+AhIGlZn7hejqp3a8FUvJhGQCDs1jJUiVLOZnecTr3d7hTlCrsjOyNXe1q4Fq1qLdmvwBW0zrxsoQaPK9AYDDCWqVaAtrCm5P0VCj0lVMfOpDPN1xWOsi3pTIFMDzWxJWk1q4TdAZq8dWxOWQrdGehAQGBrusc81uHrQkRiR8aKNjUlX8iu7JuoFWxSzYGTiBdWkSvtplIkqYFI6HIyuUfJ5V+q+f7fC4klfwJAKPChqnPZ0k7ycj/1Xue87XB+Cx4xSMileYuqqjJc6KPBa83CjhTGaPREzcdjxRQNuvcYL2rfmT094xElvJILVVXJlopV6Rm7B+kWK9PCTiWXzbSwBq5FO7j63WSzFU0n9UHiMaehiTaHcXtc9O+snR7z+NzMO3wmrz/9zr5vyvjVr7SdupMhjbjjDvjgB7U1dStWwGItXTY2kODG/7iLYJ2fL/zwokn/6f+97Sl6Ng/yqevOHne1XqW8uWIbf7j/ZU49axEHzN/7JiRZVvj+LX9nZDTFFz93yrsqzw8AAAAgAElEQVSqtQI889IGREHgiIMmD66qqpLNFycE14DHTXacZQKNQU1vRytsjxG59idr2Z24E0jDUTLlIkM5K8qdHmqiP5cgU7L0c3qwzWF3JEGiM9DB1oxld1yim3ZfNz1ZZ4PklMBBZMojjBWdddcm/wmolBjO/qvm+6sPfxFFGSOeuqPm+fdCcvl/IStDBP3nVp1TVZWx3CvUew928KuPFXYAEPVMsx0bJOppNm3AaCGOgGBGrqPFJPXuoDm+p406GXZHc/LrdHDNFItmxszIWnht46D2DWyKolalhSt57itlvwPXkN9Lepx1Uq11IYZTGbOj1JDpUc2o77Ax8QDMamhkS8xpLA+MttCTjjtGdObXd7ApOUjBxtQ0v66LdxI7zMd+yceM4DTWJS2F9kg+uoJz2JR2dtvNDJ9ApjxSlaKZEj4PENiV+kPN91cfvha3awbDsS+hKO+ytldD8oU3SGbuoy70KTzuuVXnh7La7GdzwFmP68+9TZt/vqn4idIoOTlDh88ycv35Qdp9WiSrqApD+QStPu17Gc5r76XZp3mbsUKWBp9OPlEuU1IUs7s7ow/rB/V6bLFszShWdvAJFW17Xn1lXNFWsw8FfaTTTnBtbAoxMuw0iJIk0jW7la3rnJ3edjn+I4fRu3mALW/vHPeacaVUgp//HE48UdupO57Ispb6vfpqLVJ94QWN5B9IJ7LccNHPSYyk+fYDV1E/SerC5U+t4ZFfPc/ZFx3JMacvmNRzdu8c5eZvPMK07ma++NXJ1XTtoqoqd/5iGctf3swXP38qixa+O/axXL7EY8+s4fgjZtEUnTz9YqFYpliWiQT3nDoP+72kazQtAbRF9EbIhFNn2sIh3JLEzrgz2zGnoZFkseBoppzXoDXlrIsNmscWRDtQgbVxS+fmR7oYLiQYzFuveWDdbDantlO0cZvPDi+iJ7PJ7J4FmB46FgGRLannHPcT9R2G3zWNXcmHa74/n/dIQoGPEU/dSaG4ruY170YUNc9o4mZc0pSa9dZUcR258i5agqc6jg/m1iEKbhq9VnPlYH4XrT4r6zNYGKbBU28y6w3kY7T6dfYpVWGskKHZa9kdwLQ9qWLBtDvZSrsjy6aDD9oMrNFIWUnuP57sd+Aa9nlJ5cZXckVVGaqocUzXt4lsG3OC65xoE73JBDkbu8q8qKbkG+JW6mVhtIOyqrAhYSn+wvpuBvIxRgpW5DsvMofN6e0OOrK54cX05baTss2idYeW4BJ8bE45PUWfq53mwEnsTj1iboCwiygGaI7+jLLcx2jippqfwb6KqhYZjl2HJLXTUPdfNa8ZyjxD2HMgfrcVpeTlBLFiD+1+K6XXl9sBQLu/G4BsOUe8lKTdr322o4UUZVWmzQRXzSg1ezWjOFbIEfU6mwyMZqdssYRbFM2uPU3JnQQTRp3XpFNUDHDVu81t4BoO+0hnnKWEppa6KnAFmLOok01resf1SI/74CF4Ax7+dNfTNc/vUf7wB2236p6i1lRKo1e84w748pfhz3/WFqgDhVyRb3/8F/RuGuCbv/2stgFnEtK7dYifXv9H5i7q5LM3fHBSz0mn8nzzuoeQJJFv//jCfWpieviRFTz6tze54KOHc96HDt3r51fKP15YSyqT56Jz9u61knoZKTwBuIZ8mlNfix2uPaI5MX0V4CqJItMiEXpiTnCd3aD1K2was8ZlDqzXHM+1YzZwrdecpjVxK5O1MNIN4HDs59XNoaSW2JK2jh1YdwgKMptTlmMfcDXQETiILclnHVGzIIhMDX+MeGFlzVl7gMbITYhihJHYVxwr394LiSV+Qqm8kab6W2quvxvKPI2ARHPgFMfxvtxqWn0HWJztSoHR4gCtvk7bNYO0+azy1GA+Trtud8YKGRRUmn2W3QEctqfOY0WxYIFroewEV0daeA80vXbZ/8DV7yU5Dri26x5kf4WSNwT81Pt8bK8E14ZGVGBL3Ipe5+sepF3JF0Y1MFkTs5R8gaHkcSsdM79uLrIqsyltdQLPCWv1yU2p1eYxt+inO7SErannq+bOOusupqSMMZj5Z8336PMeTiT0eVKZ35PNLat5zb5IPPULSuUNNNX/oCZZf6E8TKLwVpWC92e16Lvdb3UP9+d7EBBo82npmgF9RMmIXAd0Cjcjch0ywFWPXMfyWXOI3phDtjzIIgGPbWF0uWxFruZgd2XtQ1Nyj7saXEMhH6l0NbiODierfhwHHNRJNl1g17ba86zh+iAfvvJknv/LG2x7Z1fNa2qKqsJPfwpz58LZ1Z47oLFCHXccPPkk3H23NnKjOxjZdJ4bL7mLta9u4St3XcYhJ1YP4NeSbLrAd7/4O9weF9+441I8k0gHy7LC97/5J/p3xfjmDz5Ge0d0wudUyjP/Wsc99z7HiccfwGc/Pfmu5PFEUVT+8MSbHDCzlYVz947XOKk7VpOJXAEyNUpSbXV6+jde7ZBNi9azowJc50S1MaGNNnANe7x0hepZa4tco94gnYEoa2JW5Doz1I5PdPNOfId57IC6WQgIrE1stP5uYDYBKcT65ErH354VPolEaRcjBSeIdoQ/goCb3eNkzSSpgab6mymU3iKR/lXNa/ZF8oXXSaTvJhy8lID/lKrzqqoymHmSqO8IPJKla0Uly3B+U4Xd2YmKSruv23xuf26QDt2pV1SFwXxsfLtTyOIWRbPXI1mojlyN8lSxXDadeu21LTIbocLujCf7HbjW+cePXMcDV4DuaJRtY84FvLOjmge5YdRS8hZ/iEZvgHfGbG3svjqafSFWxyyDOTvcgUd0sTpu1S8OqJuFiMia+HrzWId/OmFXPWuTKxx/e1b4ZPJygt7M647jDb4lBFxd7EzcN+6XE418FbdrLsOxaymOw66yN1IoriaevI2g/xyC/tqNTEPZpwGVlqBzPKcvtxpRcNPis+Ybd+e20eBpxacPbu/WxwSMyNUA1zabkntEiTq3ZuDGClmTtSZRMCJXXcmLJZONC/S0sEnKbZBFOD1II3L11JhrDYW8pFNOcG1uqaNcVqrqrnMXaR7x+rfGT/ue/8XTCdUH+OU3Hh6Xi7ZKnn8e3nxTi0Zr0Q2uXKl1BG/bpjUxff7z5qm+bUNcd+5PWPPKZr5692Wc+JHq2eRaUiyU+ME197N7+zDX33aJ2bC1J5FlhZ/f8jhvvLqV/7zubBYdvHeNQwBP/nMNt9z6OAct6uS/rzvnXddZAZ59dRM7+2JcePahe91UldDBNTxBl3LIp0UstWyP1+2iKRRgd7x6g0x3fT098bgj4m0KBGn0+R3gCjCvoY13Rp0sSgujU3g7tssaJxMlDoxM422b3Qm5gkwPdrImYdkdUZCYE17MhuSbDgd+Ruh4RCQ2JZ9x/B2P1EhL8FT60o9RqkHkDxD0f4iA73TGEt8nmXmw5jV7I2V5kKGxq3BJnTRGbqx5Taq4jmy5h5ag0y71Z9egotARsJorjcbRDj1jliilyMhZ0+6MFdMUlbIFrrnaTr0gCKiqqkeuVsYMLCbAQsmaUgDNwauMXGttSrLLfgeu9UE/sXTtrrXOaARRENg+Ur3Ffm5zExuGhx2ANb0+Stjj4a1Bi3NTEAQObZnKiqFex7Ejmrp5dXibGR25RRcHR2fx6uh68zX9ko95dbNZMfaWbSxE5KD6Y1ifXEm6ZCltV+gogq5mVsf+6LhPQRDprv80yeIaHdCqRRR8tDbeg0qZ3UNnkM4+usfPbE9SLu9mYOQyJKmZpvof1rxGVVV2JR8i7JlHyEaoraoq29MvMzVwsJma0Y6tpzto1Wx3ZHpxCy7afZqS78wMISLQEdA8+L5snCmBelOpB7NpWvx6qiavpWoa/PrQd6FAWPcmVVUlVyrj0yNSY8G50T1cOW/m9+nLHWzgWh8JkMkWHXXY9inaj6+v16lHnTNbaGyp440XNjKehCIBrvzO+ax5eTMP/OTxca9zyK23QnMzfPzj1ecefRSOP15bEffyy3DGGeapl/6+iv889fsM7R7jpvu/wMnnHzmpP1fIl7jpc79l5fLNXP3d8zj46InX2cllhR9/5zH+8ddVXHzZsZz94b1bUCDLCnf+4hluufUJDlrYyc03njepSHkiiSez3PrrZcyd3sIpR1f3CUwkIwnNgWqK7Hl/bL3etJSoMY0A0NVQz45x7E6+XKanou66qKWNVYPO+v1hzVPYlUmwO2PZicObuhnIJdmetoD48IY5bE73MZy3rjus4SA2pbYxWrCyc4ujx5KRU47o1e+KMD18LOsTj1OqWHM5PfIZykqazbGf1nyPgiDQ3PBz/N4ljMS+zEj8BlS1dpPXRKIoSQZG/gNZGaWl8Z6a2TKAncn7EQU/bUFnXX97+kXcgp8OvwWu2zLrCLuiNOhTCjsymg3vDmg1WGOEqUsfpdytEwNNCWiO5WDOsjvJYoGyolh2xyhP+XS61rJld8A5tVDJDDee7Hfg2hgOkMwValKRed0upkbr2DYSqzo3r6WFRL5An61zTxQEDm7tYGWFkh/VOo3edNwxknNsyyxGCxlH3fXYpnnszo06RnKOajyU/vwgPbaRnCMaT0FWZVbGrDEbSXCxKPpRdmdXMZx3dvW1hz5M0D2LTaM/rNkeD1qL/NSWf+Jxz2No7PMMx64zVzJNRlRVJZX5I7uGTkNR07Q13Ydkm121Syz/OunSZjrrLnFEBqOFbSRLfcwIHWceGyzsIiOnmBGyaPC2ZXbSFZxqkl73ZIfo8Dfi0Yn5d2XiTNXniVOlAjm5RFtAq2ON5jRHqtFvpImtVI0xe2YsbTCiA6OxoHI3q0EUkLM1xBl7QxM20oip0zTQ39XrbHYTBIHDTzyAlS9uojQOkQnAaRcfzakXHsWDtz7BqufXj3sdoM2n/v3v8IUvgN82gqCqGuiedx4sWACvvab9F8gkc9z1tQe5+fJ7mDqrlTuXfZ3DT51cI1I+V+TGK3/DWy9v4dofnM8ZH5uYc7hYLHPzNx7hX0+t4fLPn8zlnzt5wufYJZXKc/0Nf+RPj67k/I8cxi3fu4DQJGdv9ySqqvLje5eRzhS44aozJ6QwrCXDce331Vy/5yaoSEC733imNrjObGlky/BYlUGd36qXmQadm7AObZvCltgY8bz1m13S1g3AqwNWqenYFm0VxPJBK417bJP223ppxNpYs6TxMFRUXh21gHRueDFhV5QVo87ejoOiF1BUMqxPOBnfwt4DmVb3CXan/kAs70wnGyKJEdqafk8kdCXJ9FL6Ry5Blqudij1Jqbyd/pFLKZY20dq4FJ9ncc3rCuVhBtKPMyX0Edw2Yn5FldmWXk5XaInDqd+afoeZofmmjTI6qKcHtfLUjoxmu7uD2neyKxvDL7lp1JckDGRTtAW0KLbK7ujNbAaxTb5UMjexgbOhyc57vifZ78C1IaQTWqdrA8mMpga2DVd/2fNb9YaBwUHH8UPbOtg4OuzoDl7SqqW7Xh20lPxoXclfGrKUfEmTxr273KbkRzYegiSIvDxipXvbfJ10BeawYuwZx49vXuQc3GKAt8acdQ5RcDGv6Tvk5QE2j91a830CuFxT6Wj+E5HwF0ll7qdv6FwKxeo5tkoplXsZGLmE4djVuF2zmNLyeE0eYUN6k7/DLUZoC57jOL4t/SIg0B062nZM+yxmBLW6n6IqbM/sNBUcoCczSFfQajLYlY3RGdDAtV+ngGsL6JFrztnBl7RFrkYjmk+vwZZNcHXWXI3aqdslIUmiY661vl77YY3FLXBtaY3gcons7q3WoyNPOpBcpsA7b+yo/WHpctUtF9M5p40fff7XjA3sgRP6ttvA69XA1ZBSSUv9fvWr8NGPwrPPQlsbqqry/F/e4Mqjb+Lx/32BD3/2ZH7y9+tonVbbKaqUXKbAjVf+hjUrtvHVH13AaecdNuFz8vkSN33tYV56fgOfv/YMLv7ksZP6W4bs7B3lC9fcx1tv7+RrXz6Lqz53irlA4d3K//75NZ59dROfufAYZk5rnvgJNWQknsbrcU2YFo7qkWtsHLszs7mBRC7PWMZ5flZjA25Jqml3AN60OfZz65uJev28MmiVHaYEo3SHGllusztdwRam+ptYPmzZnQ5/K9OD03h59A3zmCRIHNZwIhtTqxxbctr882j1zeft2J+qaFhnRr+IT2pn/ciNNZsqAQTBRWP9t2mO3k6h8Dq7h84klXl4wjlYWYkzGr+R3oETKJbW0tJwJwHfieNevyv1EColOiOXOo73594mLyeYGbZWGw4X+kiXE8y0O/XpHjp8rQR0qsMdmUGCko9GfYtZbybG1GDUBOOBbIpWHVwNVi27Ux9wu81UcL5Uxu+xphRUtYbdUf+PjeJY4Fr7i5zR3MCO0VhVV9/c5iZEQWDdkNODPKRVa3dfZUsNz6lvpsHr52WbB9nsC3NApI0XbR5ki6+eueGpDiWvc4dYGDmQl0dfd3y4RzSeynChzzHz6pVCzIucy5bUs1Wbcup9BzOt7hPsSj3IWO61cT8PQXDTGPkGbY33U5YH2D10OrsGj2M0fhPZ/L+QlRil8nZy+eWkMn9gLPE9dg2eSL64gsb679HR/Cge95xxXz+eX8VQ9hk66y5FEp3RxrbUi7T7FxJwWVRz29LrqHc3mqmZwfwwOTnPjKDmsJQVmd7sCF2695go5kiW8mbkOmCCq/YDGMllCbk95vB2yha5GrNnvnEjV6cHKQgCfq+brA1cjcg1HrcyBJJLpH1KA7t6qmdaFy+Zhdvj4rVn9zyS4At6+frSz5DLFPjmxXeyeXVP9UXDw3DfffCJT0CL7mwkEnDOOXDPPXD99fDwwxAIsO2dXdxwwR388Mp7aWyL8LN/Xs9nb75g0jOp8bE0N1yxlHde3851P7mIkz80cVo3lczxzS8/wMrXtnLt1z/ARy6cXNrZkBdf2sRVX/od6XSBn95yMWedsWjiJ01SHn/uHX718Eucefw8Lv3Q5OrMtWQonqY5EpywVmukheOZ8cBVy3ZsGXLqjFuSOKC5qSpyXdzSjiQIvNFvgasoCBzV2sUrAz0OB/nYllm8PtJDXh8FFASBY5vn82ZsK+mydT9HNx7GlvQOBvJWw93hDSehovLG2HPOv9/wMZKlPrannTPzLjHIAU3fIlPayvb4nhuXwsELaG/5C4LgZTj2JXr6D2J47Ctkc8solXdQLG0gX3iDbP454sk76B04mkT6V4SDH6Oz7WVCgfG702UlT2/yIZr8JzqIIwC2pp7HJXiZFrSyLlvTGq2jA1wzPUwP2Z36IbqDLeZ3vTsbY6ru1OfKJRLFPO06uI6YTr3eOVzIm0494CxHqU6783+2W7hZr40MJWrPec5pbaJYltlWUf/wu93MbWpi5W5nCvjg1g7coshLuyzjJwoCx7ZP5/m+rWY0BHBi6xzeHN3JSN762ye2LGJdcie9WUuhj28+iuHCGKvjlgE+KLKEgBTiuWEnCfZB0fMRBYkVI7+uei+zotcQcHezZugr5MsDVeftEvCfQmfr8zTV/xCXNIVE+jcMjPwHPX3z6B04mv6RjzEcu4Z46k783qOZ2vockdCnHEPZlSIrWdYO/zc+qZ2uyOWOc0P5jYwVtzErfKJ5rKyU2JRazazQQlOBN6a0hqtZoW5Ai1rLqsyMkEYwsUOvJRkczrv1VHx7UFPy4VyGpoC1+DiRz5t1j6zeHm908Bnzza5x0sLa5+Qma0sLNzZoEfLIiFOfuqY30VNjy40v4OGw4+bwwuOrKZf2PJLQNbeD//7Vpxnpj3H1qT/gh1fe61xLd/fdkM/Dtddqj3fsgKOP1iLVpUuJf+Xr/PXXz/OlM2/hqpNuZtOqHXz+Bxdy21PXM2fx5JuJNr7dy9Uf+Tlb1u7m+p9dwonn1k7D2WX71iH+81P3svbtXr5240c464MHT/gcQ2LxDDfd/Cjf+s5faG+r5xc//wQLF0yCcWoSoigqv3zgRb5391McumAa13/2tHe1+7VvJEF748TzwJGAD5coMpKsXaaZ06plD9YPVOvMorY2VvcPOPbB+t1uDmppZ/muHY5rj2ufTl82yXrbKOCJbXMoKGVeGLDYv05sWURZlXlu0Bq1ObrpMERElg1aVIZN3nZmhxby8siTlBRL76eHjiXinsprI/ciK84ItTlwIm3Bc9kWv5uxnLMRs1J8noOZ2voC7c1/Ieg/m3TuMQZGL6V3YAm7Bk+ib/gDDIxczFjy+3jdi5jS8jTN0VtxSa17fN3NYz+mpIzRHfmU43hJybM5uYzu0DG4RauMsi65kqinmUaPZleG8iOMFePMDmkseaqqsjndx4yQtudXVhV60mOW3dHr3O26U2+wahmLFhK5PBGfBa7ZYtFsbqq0O4IgIIlCFd9Cpex34Noe1TuCa7S9Ayyaqn14q3urwejIaVN5s6/PQYMY8ng4sqOTZT3Ortszp81lrJDjdVtj09lTF6Cg8o/dFvn1Ge2HIgkif++zlPDIhkOIuiM80W/VOjySj+Oaz2V9cqWDDjHkbmZR9Hw2JZ9mIGdFwACS6OegljuR1Ryrh65BVmp3SZvXS03UhT5Je/PDdHesp63pQZqjt9McvZ32pj/S2fYy3VO209b0u5q8wZWycexHZMs7md/8A1yis+FjXfxvuAQvc+qs7uGt6bXklSwLIlaEsza5ibArxNSA9r2sT2kd1wfWaX/fYL6aVadTSqZjeESJNmNDUTpNmw60ZUUhkS/QoKdqjA4+gxfWVHI97Wjtb7U8yGDASzZrGZOmphCCAEPDzk7PGXPa2LVzlGym+jM/84IjiI2keWXZ2qpzlXLk6Yv49YrvctG1Z/Hqk6u58uibuPmye3ju989Tvv3nlE49HfWAAygvfwn5sMMp7+zl+S98jxuX5bh04X/xi/9+mFK+xBU3nsev3/guH/z0SXuVVn3qkde57pJfIogitz70BY47c+Lo8YVl67jm00vJ50v85Bef3CvO4Ode2MDlVy7l5Ve3cMVlx3P37R+nrW3y69/2JIlUjut/8hj3PbqCD56ykJ9+/TxzvGpfRFVVdvTH6G6fmORfFAWaI0EGk7Wd+uZwkPZImDW7q+3OkmmdZEsl1gw4U8OndM3g7eFBBjPWa57WORtREHhqp9U0d2TzdBq9Qf6+ywLSA+s6mR5sddidJm8DhzcsZtngcvKypbcnt36UVDnO62PPWu9HkDiu9WrixV5Wjj1Qdc8HNt1EwN3FmuGvUCgPVZ23i5YROoqWhtvp6niHjua/0RT9KS0N/0Nb4/10ND9KZ9srtDc/hNcz8UrCwcw/6U09wLS6y4j6nVmJzcllFJQ0C+otBrmcnGFL+m0WRo4yHa21Se3zWxDRmtx25UZIl3Om3enNxCgoZWYbdiel9el0hbXmpoFMCkkQaNJtzVguR4PNyc8WSwTHsTugRbH/5yLXxlAQtyQxEKtuewfobqwn4veyeld/1bkjOzsplGXe6neeO6VrJltiY/QkrI6+Eztm4pfcPLHTSuPOqmvhgEgbf99lMSs1eetY0nggT/a9QVlf5O0SJc5oO5G3E+scnJ9HN52JTwywbMi53ebQxksJuVp4duDHVV5kyDOTBc0/JFl4mw2j3540tZ4oBgj4TiQcvIBw8AL8vmNxu6YjCpNrJBnOPsvu1MN0RS6nwe9MBxbkNJuSy5hVdzJe21Lid5Ir8IheZoc1A66qKmsTG5kfmWMSO2xI9hJy+Zji19NoqSF8koupesfezlScqaGImWIZyKRoC+o0iXodJKo3/hgzh8ZgdxW4mmlhy4MMBbykbeMULpdEY0OIoQrSiFlzNA94y6ZqY3no8XNp6ajnHw+Nn663S7DOzye//iGWrvgup160hA0rt7H6c9/CFRvjmys83Np6DvJxJzAUK/J511n88IFt7Fi3m498/lTufv6b3PXcDZz/xdMJ1++5o9UuxUKJO771Z3729UdYcFg3P//TfzJrAopCWVZYevcybv7GI8yY1cpdv/kM8ybJnJRIZPnO9x/j2997jLbWCP9z12VcevESk3Ly3Yiqqjz90gYuvvY3vPLmNq69/CT+68rTTK7ofZXRZJZ0rjApcAVojYQYjI/PjLZwSitrdtVy6rXP8JWdzhGuU7q1Po5/9Vhz8U2+IIc3d/JUr9XkKAkiZ09ZwPODm0nqe6UFQeCcjiNZl9zJ1rRlz85qP4mMnOXFEUs3ZwTn0R2Yy3NDj1K2sThNCx7O7PApvDn2ALGC895cYpCDWm6nrGR4c+DTFCfZtCQKPnzew6gLXkwo8AEC/lPweY/E7eqe1PNzpd2sG7mBOs9CZjdc6zinqipr4n+hwTPDQVqzPrkSWZVZGLE4sd9JbCTirmOqX3PqNyQ1p/4A06nXHAYDXI2lCV1hTRcGMmlagyHThsRyOdPulGSZYlmusjv20RxJEmsSjjg+q0l9Iv9GEUWBlkiQgXGUXBAEFk5p4+1aSt45FVEQeHWnc8fqyV1a6sCu5H6XmxOnzOTJnRsdH9K5UxeyJrabHTZC7Q9MOZJYKc1LI1Ya+JTW43ALbv7Rb3mLfinIsc3n8E5iBf05Kw3tEQOc0HotsWIPK8d+X3XfLcHTmFF/FX3pv7B+5FvvOUNKpRTkEdYO30DYcyCzotdUnd+Q+AdlNc/8yAfMY4oqszaxggPCh+DWO/gGCyOMFmPMr7NGJDYke5kbnmqC7ZbUMDPDzebjnnSMrlBUf02VwUyatpCzyaAhYICrTknmNRqadOemInK1p2dCAS/pCi7h5uYwQ0NOZ23eQi2NuXZ19UyrJImc8bHDWfXyFvp6RqrOjyeNbfVc89NL+fVr3+ELrf1kZs7l4yc089XhfxCfNpuNv3iILz/9A/6w6VZ+u+r7XPGt85g+b+85e3dtH+baj93FEw+9xvmfOYHv3vspIg17BuZ0Ks+N1z3Ew/e9xNkfPoQf3fUJGpsnt/LupVc2c/mVS3nxpU1ccdnx3PWzjzRX2AgAACAASURBVNPdNbkmq4mkfyjBdbc8yo23P05bcx2//uGlfOysQ95VKtiQHf0aYHS3TRJc68MM1ZihN2TBlDZ6YwkSOWdHcdTv58CWZl6psDtzG5qYEq5j2Q5n1uyMaXPYGB92cJyf27mIkiLzdJ/VfX562yG4BYnHbdHrAeFZdAc7ebLfYmESBIFTWj9KvDTCG7HnHH/rmJarcAs+nhu8tYrrPOSZzeLWu8iWe1nZfxnF93ntnKKWWDP8ZVBVFrbciig4NxUN5N5htLCVhdEPO77/NfFXibgb6AxoI2WqqvJOYgML6uaa161P7sQrus1O4S0pDVxnhDU97UnFCLk95nz9QDplZswAxrI5cyxnIrsDmmP/fw5cAdrqw/SPE7kCHDS1nc1DI1VKXufzMb+1heU7nM0lXZF6ZkUbeHK7cyTm7GlzGclneNXWvXfO1IWICPy5Z5V57PCGOTR7I/x5l9UcUOcOcXzzkbww/CpjttmzY5vOxif6eaL/907i7tBRzKk7jTdHf2+yHtllRv1VTK//HLvTj7Bq8POU5PHf/7uRspLh7aFrkdU0C5pvqVLwvJxk5djvmRI4mFa/1WG8LbOedDnhSAm/rdec5+upmZxcZGu6nwPrtCYDVVXZmBhkVrjFfLwzFWeanpoZyWUpKQrteuQ6lnXOvJqUZJXpGX3kx6iB2ME16PeQrkj1tjTXMVgBrnWRAF0zmnlrnK7gM84/Askl8uhv936Jgue5Zbi3bibY0cL8v/0GLrmE1o2rOPHKszjwsBmEo5OPUO0iywp/WvoCX/zQ7YwMJPj2PZdxxXVnT7j0fPXKHXzu4/ew8rVtXP21s/nS9edOaga1fyDON7/9Z2646c80NIT45R2f5NKLl7wn3cAbtg3ynTv/wQXX/Jo31+7k6k+cyK++dwmzu1smfvIkZcsurSQxfbKRa32YgVhq3HTfwima4V7dW501O3raNFbu7iNVsHRPEARO657Ji7t6SBetjNWZndrv5W87LGd9QX0H3aFG/rzTsjv1niDHNS/gyf43yJTz5mue3X4Ku3L9vBmz7Mic8GK6A3N5auAhMmXLQQi4oixp/iz9ubdZHaveF93oX8Li1rvJlntZ0XcJmdL2qmveC1FVlfUjN5EovM285u8ScFdnTFbFHsIjBplTZ3EMZ8spNqbeYkHkSNNB7832ES8lTbsDsC6xk7lhaxxwY2KQqYF6gvqi9J5UjGkhq3O4P21lzLRyVN7KmI1nd+zgKv0frLkCTGuOsnOk9uovgKNmdKKq8Nr23qpzp82axaq+/qoNOR+afSCv9e2i17Yl57TOOUQ8Ph7c8pZ5rNVfxyntB/DHHSvJlbUP2SVKXDjteFbFtrLGRkv24SlnoqDwp91PmMcCrhCntV3IxtQq3oovd9zDcS1XE3K38s/+75AtO2d1BUFgVvQaDmy8ibHcK6zov5BM0blw/d1KuriFFX0XEM+/ybym7xPyzK665pXh/6Egpzim+SrH8ddH/4VPDDA/Yo13vD72Fu2+Fjp08og18e3IqsLiqJYpGMwnGSmkWRDVxhL6skky5SKzI5o32ZvUvuNpdfq6t4zeZBDSwCeVdw52l3RlNna91mpoqgv5SFbQHU6d0kD/QNyxig7gyKNn8/aqHjLp6tnGxtY6TjvvMP7x8GtsWrMXVIcAP/wheDzw4otw441w//3ge3dzn9vW9/GVC+/m3lse5+BjZnP3367liJPGH68CKBbK3HP7P/naF+/D7Zb46T2Xce4kxnMKhRK/vX85l31mKW+s3MGnL9dqqzNnvDvgK5dlnnl5A5/95oN86vr7eWHFZj5y2kE8eNvlXHTuoWaK7r2SNzfvpqOpjpbo5CL0rqZ6CuX/x917R0dVb+//rzMtvffeCwkJKbTQi/SOIKBIE1FQRMWC9apYsGJBpSgKAUE6SO8IodcUSEJCEtJ7bzOZOb8/JpnJkATQ6/387v0+a7FYnnNmiJP37PLsvZ+tprCD7LWLuwtyqbRduzMsMACVWs3xdMPv7Bj/YBrVTRzK0DcruZhZ0tfFhy1p8bqzKwgC03y6ca0sm/hWSnFTvfpT09TArpxzumu97brhZOTA5uzduokFQRAY7z6X+qZa9uWtN/gZOlmNxMe8D+eLV7fZMw1aBxvtvJYmTTUX86Y9sMnpr0KtqedWybvk1ezA1/o5nMyGt3kmo/oMmTVnibJ93KCR6Ur5nzSJKrrZ6mevL5RdRUAg2kZLHdc01ZNcla2zO6CVsu1so2eFUitLdHZHrdGQU12Fh6W2V6CkthYRcLzH7li02J0mQ7sD2sD+f9K5ejlYU1pd16EMYri7C6YKOefvtD3kw4O0DuNQquHezQmB2rnMnan6w2UklfGobxiHs1MoadB3Cc7w70mlqp7d2Xq94DFuPbGSmxGbqdf7dTS25xGnvhwvjCO/Xt/M0Nt+OF6mgezOXWsg6G8kNWe46/s0qKs4kr+0zQwagLvlFKJdfkGlruJi3hSyqzah+ZsqKa2RX7OPi3lTUKkriXZei4v5qLbP1CVwq3IfXWwmY2/sp7teraogofI8kTZ9kUu0B66mqZakqhS62UboosGr5enIBClh1trW+hat5hbt5tsVWoo1wFo7s9hSA29xroXNC+9bVnm1aEybN7fIK5sb1eQy7bFtqfe1PuRWFiZU1zYYOFx3dxs0GpH8e+ZRY/oGolZruHSufYnJ2YuHY2NvzieLNlJT9ZACHnv2aJ2qWg2xsfDee3pJl7+Bmqp6fly6m4UTviU/u4zXv5rGuz/MwM7p/h2wd24X8vycn9i+6TyjJnTlh/Xz6PQQHb0XLqUze97P/BobR+8Yf9b9NJcnpsb8W2pL+UWVrN4cx8TnfuLdr/dRVlHHolkD2bXyGV6eMwgn+4fb7vNXoNGIXE3JISrw4buYvR2bt2sVtRWpAe1C9QgPF861Y3ciXF1wtjBnf4ohOxbl5IqHhZWB3QF4PCCSvLoqTubpz95Ez0jMZUasTzuvuxZs6UE320C23P1Tt7VLJpEy1XMcd+tyOVWsd7quJt4McBzL5fKTBoL+giAw0Pk1zOQOHMprG9iDdjSwu+vvGEntuFIwi6Tit/8RmriqMYnzeY+SW7MNb6t5+Fo/1+aZRnUNfxZ9g52RH11sH9NdF0WRC6VH8DQN0EkeAlwsu06QhZ9uzdyN8gw0iETbam1/SUMNefWVhFlr7U61spG82iqCmu1OQW0NSo0aLyvDoN7xHrvTEtS37HptXXOVSf9Hnau3g/aQ321HiQm0EUS0lxvn77Stl/na2hJkb8+Bew65u4UVPVzd2Zl604CunRYQgUqjYXu6nmKJsvUk1NqF2PTzusjQRKpgimc/zpcmk1Kljywnuo1EIZGzMWuH7ppEkDLJYz6NmgZ25xqO4Ngb+9PP6UVy665xtnhluw1MNsZd6eG2FXNFEMmlH3AudyyFtYf/1h5RjagkuWQpicWvYKHoRA+3HW0amADUYhOnCr/CXOZEN/uZBvfiSvajFpvo46AXnb9Wnoha1NDNVj/2cbU8jRArT0ykWjoloTwXmSAh2FLbPJRSoaXpApsjyLtVlQiAu2Vze3xNLcYymU4lpbqhERO5TBcxtkSQLYdc1k7N1dLCBFHEgBr2cNPSgjm5hucpuLM7VjamnDvdvtyhpY0Zb3z9BMUFFSx/Y+vDff4//6x1pnv2wPTpD36+A2g0Go7suMLTw75g78ZzjJrWk58Ov8KA0RH3rUdqNCLbNp5j4ZyfqCyv5cOvpvHCayMxMVF0+BqA0tIa3v9oN0ve3oZcLuXLT6fy7pvjcHT8e45P1aTm+PlUXvxoG5MW/sS6necJ8Hbgs9fGs/mb2UwZGYX5A4Qd/h3cyS+loqae6KCHX3X3IOcKWtYsuaCI8jrDYEsiCIwIDOTPjMw21PCEwE7E5WQZdA0PdvfHwdiM327rWTMzuRGPekVxKC+J/Dp9IPik92DKVTXszdM3McXYRRNo7svmu7tpUOuZl8FOk7A3cmF7ziqUraYPjKUWDHN9jwZ1BftylqBsRxDCVO5Bd1dtk2N+zW7ickaQVbnubwX3oqgmo2I1F/OmotbUEeW8lgDbl9o9u+eKV1HXVMZA51eRCvog7k7tTYoac+lpp59YyK8v5G5dLj3s9KNjV8pvo5DICLXSjq8lNm8ZCrdtDuortXYnwLrF7twb1Gudq9MDMtfWDXYyqfR/s+bq5fDgQx7j60lGSXmbHYsAI4ICuZKb14YafjQwlIzKcgPVFH8re7o5erDp9jUDimaGXwwZNaX8WajPgCe498JcZsKvGXpNYGuFJePdR3Cp/IbB3KuTsTtDnCYTX3mOGxVnDX6OTlYjCLOeQHz5Ni6W/tKu0TaRudLVJZYIpx8QkBJftIiLeVO4W7WROlX2fQ29KKopr79EcslSTt8dRHb1b3hZziba5ReMZe1Te9fKNlOmzKSv00IDWqZeXcu50sN0tuqOg5F+I8nZ0svYyK10863VqnpSq3KIstHr2CaU5xJs5YxCqv3C3CovwsXUAuvmpoK7VRW4mFtg1Hy/uLYWBzP9wH9lQ4PugIN+CXpb56pnAKyaZfcqq/XGz91d61yzcwwjcalUQs/egVw8e9tAe7g1OkV6MeeVEZw9ksTmlSfafcYAu3ZBYmLH228eAI1GQ9zhRF6c9D1fLdmCi6ct3+xYyIJ/jcfCyvS+r72bWcJrz61n9XdH6NbLn1Ubn6V7r7bUf2solU1s2nKBmU//pG1cmtGHNT/MJuovzNm2QBRFbqbl882vJ5i4YA1vf/UHWTllzJkUw47vn+bLNybSp6vfP07/tofLt7SB91/JXO0tzDA1kpNR1HHnbIyvp7Yk1U72OjI4EJVazZHbhhtpxgeGIGLImsklUib7d+FkXjo5NXp2a7pvd0QRNtzRO9Iu1j6EW/uwIfME9c3rLgVB4EnvSVSoqtiRc6DV+yqY5P4sZcoiDuYbjuA4Ggcx1PVflDSmcSD37TbawwAyiTmBtq8S47YbK6MupJYt43T2INLLv6ei4RoasWNZUFEUqVHeJrPiZy7kTSGtfDmOZo8Q47YLO5OYdl+TXXuZm5V76WIzGUdjQ+3ok0W7MZWaE26tV4g7X6atSXe3beVcy9IIt/bRya3Gl+UiFQQ6WWk7iVOaGbOWzPVuc2nQs5kWLm52rg7N6x2rGpo3dbVkrk0tUyKta64Pzlz/fWXt/wA8Hawxkkm5lVvMqOj260r9A3347NCfHLmVxpM9DQfgx3QK5uu4s2yNT+SF3vpf6ki/IJaePcEvCVeJdtbz8bOCuvLc6Z3sy7rFWB/tnNZwt1BW3DrBt7dO0M8pAIkgwUxmzFTP/vx05yCXSlPpZqdVPhrlMpg/i8+zKj2WL7q8q5Pj6u84lptVl9mWvRJXE28D59TH8XmaxEaulMaiVNfQx/H5NoIPgiDgYDoQO5O+5NfsJrtqIymlH5ICKKT2WBtFYqHohIgGjViPWmygSVNNaf05lOpiJIIx9ib98bCciq1JTzpCfl0Cl0p+wd9iID7mvQ3uHS3cRoO6jsFOj+quFTYUc608kfFuw3VNBnElSWgQ6WGn/YI0qFVcK8tmqo9+ji2+NF+3TxcgrbwUX2t9s0leVTUulvr6WGV9A9amekffMqTfsv2mxcm2RJYANs0OqLyqDk9X7XtbWZpgY21KRmbbzt/+Q0I5tPc6cSeTGdjBIvEJs/uSdjOP9csPYWwsZ8Lsvu0+B2iz1pCHWwnXGiplEyf+uMbW1afIySjG2cOWl5dNZvD4KCQPcEaNDSo2rTvDltg4jE0UvPzWGIY9IMMVRZFTp1NY+dMJCgur6NHdl+eeGYyH+8M1/7RGdn45+08lcSQumbzCSuQyKT0jvBn7SDg9I7z/T5zpvdh//hZ+bna4/gXKWRAEglwduJXb8dxnmJsztmYmHLp5m+GdDZXPIlxc8LK2ZmtCIhM76+c9fa1t6e7iTmziNZ4Kj9ad2ycCIllz8zyrbp5naXdtHdLNzIaR7p3ZlHGRWf4xOBhbIAgCz/iN5Lkr3xObcYx5/lqR+0ALX/o7xPBH3hF62kXha64NiHzNQ+htP4IzJfvxM+9MqJX+O+htHsMg5yUcL1jG3pwljHL/BIWkbdBmpvAl0mk1xXUnyKn+jTsV33OnYgUyiQW2xj0wlXsDAiAgIKDUlFFad4YGtbbZy1weSKj9MlzMx3Z4DqtVhRzJ/xAbhRfd7GcZ3EupukZK9TVGukxHIdEv8viz6BxBFn7YG2nPaV59GRm1BYxwadULUppJJysXTGVatiaprAALuRFuZlpnml5eikIixdW8eU9vdRUyiUTnXFuWN7TYnhad+xa7A9rSVHv6963xX5m5yqVSgt0dSbzbsWqRr4MtQU72HEhoS+l52VjTz8eb3+PjDRSYzBUKpnUK50B6KjnVetpluGcQgVb2fJcYp8te5RIpz3caSHJlAQdz9WICUzz74WZix9epu1BqtFGcQiJngd9MypQVrM/Ub8GRCjKe8HoJqSAjNvNLlK3oG0GQMMDpFbrYTCahYidH8z9ps/u1BRJBhpvFo/Rw3UZPt10E2/0LO+MYqpXJpFd8y52KFdytiiW/Zi9l9RexMgonzOEL+nueoYvT1/d1rCUNaRzIewcLuTP9nV42uFfcmM/ZkgN0tR2Iq4leouxQwUkkgsBQ5/66a8cKb+BsbENIc6fwldIslBo1vZs1mysb68moLiPSQRvUaESRtPIyApp3XwLkVlXhZqk3hhW19di0cq6NqiYkgqCLIGXNtdfWjUp2zbOipRWGtJevjwPpd9oazahuvri42bBvZ/tC5qA1uouXTabviDBWf7KXr9/cRmnhP9PNnZtZwrrlh5g96FOWv7ENhbGcJcsf56dDrzBkYtcHOtbL59OY98RKfvvlNP0fCeXnzQsYPibyvo71dlohL77yG+9/tBszUyO++nQqy5ZO/kuOtbq2gV1H43nmnU1MWbSW2J0XcXe25q0Fw9i75lk+fW08vaN8/39xrCl3i7iZWciEvmF/eaQnzMuFWzlFHRpOmVTCsNBATqbcabP7VRAEpoSHcSknl7RSQ5ZkXkQ3cmuq2X9HX65yNbNksl8XtqTFk1+rP0/PdxpIk0bDiuST+p/L2pthztFsvnvKQC1upvdkrOQW/JC2DlWrGddRLk/ibuLHprvfklefafCzBFkNYYjL2xTWJ7EnezENHUwmCIKAo9kgopx/or9nHGEOX+FkOowq5S2yKteRVfkrWZVryahcQ0HNfiyMQuhk9z59PU4Q474bV4txHX7+TZpGDuW9h1pUMdztA+StpFebNCr25P2KvcKFPvZ6BiihMpm8hkIGO+r1r88UawV/+jlqA+P6JiU3ynLobu+teya+NJ8wO2edbGFqeSm+NrY6O5JbWYWzRauZ17p6ZBIJ5kYti9O1drn18nS5VEpT0/8gLQwQ6uHEzZzC+6beIzoHcS07v939ro9HdKGwppYT93TvzQrXztD9En9Vd00iCCwM601aZSkHWolKjHLvTJClE9/cPK4rahtJ5SwKHE92XTFb7uq34ARY+DDObRgnis8atMjbKByY5vkChQ3ZbLz7NepWTUyCINDLYT497J/idvVRDuS+3eFB1z4vwUIRhIflVDo7fkYfj8MM8rrKYO8EBnvfYKDXefp5niDCaQXO5qPaqC7di+KGVHZnL0YqKBjt/qmBYATA/rxYpIKc4c5Tddfq1Q0cL4qjp100tgptzaJSVcvlslQGOnXRfZnOFt1BLpHS1U4bTV8v1Ua0EXba7D23uoq6JhUBtlrnqlKrKaypMXCu5XUN2Jjqv3SNTWoUcqnu32ipgbSWnbPVCfXfs6s10IU7GcUGov6gnaseNT6K+GtZ3G1HDrEFUpmU176YxsQ5fTm2+ypPDfmM9V8farfT+EGoKq/l0LZLvDLtR+YO/Zwtq07gE+zChz/PYcWuF+g/qssDx2tKiqr46O3tvPnib0ilEj5d8SSvvzcBG7uOt79UVNTxxfIDPPP8r9zNLuPlRcNY/f0sIv8CBXwzrYAPfzjImHmr+Gz1EWpqG1nwRF92/jiPr9+axKgBnbF4wGLy/zR+P34NhUzKiJ7376ZuD+Geziib1KTmd3wWRoUF0aBq4nhy20a4iZ1DkEkkbIlPNLg+yMsXX2tb1ly/bFDSmR/aE40osvKmvonJ08yWx7y7siPrKneq9T/HfP9RGEnkfJOyS/ceZjJT5vlNJ7s+j+05+qkFmUTOTJ9XMZGa8kvGMipVhlS3v+VAhrm+R0ljOtuynqWooeM1iwAKqQ3O5iMIcVhKX4+jPOIT3/wngSE+SQzyvkyE0wrcLR/DWOZ83/dqVNewN+d1ihpSGOT8OjYKT4P7cSUHKW7MY4zbTGQS/WaafflHsZZb0sten6WeKIrHz9wF12bRmqtld2kSNXR30CYDDU0qbpUX0cVOzxreLivRLbSHtkF9eV091qbGOjujbDdzlRrYnfbwX+tcwzydaVA2caew4461EWFaWqa97HWArw9O5ub8dv2GwXVXc0tG+QXx+60Eqlo1HozwDMbfyo5vE+L0S7kFCS+HPkJ2XTmbM/RbcHraB9PXoTPrM45SUK+vC09yH4WHiSur0zdQo9Ib9yDLCMa7PcWtqivszFlj8OUSBIFou+n0d3qJnNrL/J45l5zajrOoeyGVmCAR/jq7X1h/kz3Zi5FLTBjv8TXWCsPaVFpNIklVlxjkOAELuY3u+smic9SrGxjprG+N/7NI29w02Enf3HS2KJ0oW09MmqmZGyV5CEC4nbYOcrtcS9EGNi+0L6iuQSOKuFnde8j1matS1WQQPUolEqQSwYAWtrIwRioRKL3HuXYOcUOt1pByuy0bMnR0BDKZhH27rra51xoyuZSnl4xm9YHFxDwSyqYfjvPUI1one/pgPJmpBQa1W41GQ01VPXlZJZw+EM8P7+9i/ujlTOnxAV+/uY2KshpmLx7OupNvsPSnOUT3DXpgpqVUNrF141memvoDZ/9MZsbT/Vm54Rkiu/p0+JqmJjW7/7jGjKfWcPBIIpMmdCP2l3mMGRnxUDOr1bUN7D4az5wlG5j75kZOnEtlZP8Qfvr4CTZ8OZPp47rjYHv/lW7/VzibmMGeM0lMHhiBlbnJg19wD8K8tI4hIatj1izSwxUXKwv2xre1O/ZmZjzi78fOpCQDGVaJIPB0l64klhRyLldfr3U3t2aibxibb1/XLbUAmB/cDyOpnOU39dMJtkYWzPEdysWyVE4X6513lE0Y/R16sjv3EGnV+jlVK7kds32WUK+u4ZeMZTSo79nvatGH8R7L0YhqdmQ9z43ybW2EJv5p1DaVsjv7ZQrqExni8pbB5hvQTiYcK9xKkEUknSyjddez6/K4XpHEMOcByJsdbl59KUmVWQZ250xhOopWQX1CWQFNooZIey1jVqNUkltTTaCtXgSlrXNtaMOYwT2Z6/8qLQzQxVtrhC+ldTxj6GlrTbi7M9uuJrYZ/JZJJEztEsbpzCySiwyj0Ke7dKVGpeSnG3qHKZVIWBTWh9uVJWxL17ex93H0p7ejHyuST1JQr6eSFwZoawnLbm1ptWBdzgL/WVQ11fBd2lqDLDXGfhgDHSdwsewYe/LaNjGFWo9lotf3yAVj9uS8womCz2lQd6wW8+8greoEu7JfwkhqyQTPr7FSuBrcV2ka2ZGzGhuFA30d9CM7So2KP/IOE2jhi7+F3pjvz7+Ep6kDAeYt86wVpFQV0sdJP85zqTibQGsHLBTa+smt0uaxnObMNbtS+9m2dA43qTVU1N9DCzepMbono5PJpKhaGTGpRIKNlRnFZYYKXyEhbggCXG9ne421jRn9Body8I9rVFbcf60WgIunHa9/NY1vti/EJ8iFzT+e4OMXNjJ/9HImdHmHiZHv8lj39xkT8iaTu77HU0M+5+NFGzm84zI2DhbMeGkYy7c+x5qDr/DYMwOxfwhtXlEU+fPYTZ6e9iNrvjtKeKQXP21awPSn+nc4JtNSV53zzFq+XnEYP19H1vwwiwXPDMLc7P6dutrmpAI+/vEQY59Zxaerj9CoamLxU4PZs+oZXps3hBB/539ESemfwsELybyyYg9+bnbMn9DrwS9oB87WFjhbW3DhdtuGpRZIJAKjw4OJS88kt6It0/R4RBfK6xvYnmioTT0hMAQHUzO+vnzW4Pv/fFgvREQ+v35Sd83OyJy5AX04lp/MqQI9lTzBvRd+5i58lbKTylYB/Ezvx7AzsuaLlJUGojauJj484fUSBfVZ/JLxiUFpCsDZJJTHvFfjYdaNuKLv2ZPzCtWq+y8R+bvIr0tga+Y8KpTZjHT/mADLwQb3RVFkR85qVKKKMa6GEwtbs/diJDFiiJPeGe/Lu4gEgSHOkbrXnyhIoZu9t67e2qIdH+mgtU0pZVpfENTsXBubmiisrjEM6mvr7rE7zc5Vbtgt/H/iXAVBeEUQBFEQhH9GEw1wt7PG18mWE0ntzyC2YEZMFBkl5ZxIaSu48GRkBGYKBSvOnTe43tnBidH+Qay5cdmgPX6UVyeiHdz47NpJqpR6RZS3w0fSJKpZemOf7kvhbGLDwoCxXC1PY2u2fkuFr7kns32mcL0iiXUZWwy+RMOdp9HXfhRxJQfadbCOxkE85r2GSNupJFceZHPGLOLLd7Tb1fd3UNKQzr6cNzmc/wGOxkE86vk9FnJDCkcURbZlr6KkMZ9J7vN1c60AhwtOUaosZ4qHXlQ7tTqXpMosxrnF6Azt4TxtV+QQV21jT6O6ictFObo9ugAJRQV4W1ljZaSlEDPKtAbBx1abJZfV1iGKWsH0FjQoVbrdri0wkklR3rO9xsnegqJSw8DEytKEoEAXLlxqX5hj2qw+NNQr2bj2z3bvt4fAMHc+Wfc0O65/wHe7XuC1L6cy5dmBDH20KwNGdWHKswOZIaA0dAAAIABJREFU98ZoXl42meVbn2Pb5ff5+Je5TJs/iOAung/tmK5evMPCOT/z4VvbMDFR8PE3T7D0y2m4uNl0+JqbyXm8sHgj7324C4lE4MP3JvLVZ1Px8b7/XtRGpYo9x/RZ6rGzKQzvF8LPnzzBhi9m8uiwCMz+gyM0fweiKLJ6zzneXrOfUB9nVr36WJtz8rAQBIEBob7EJWdSr+x4BGVa9y4ICMSeu9bmXoynB5GuLvxw/oJB9mosk7GoawwX83M42koS0cPcmrmderDjTiJXivXJxBz/XvhZOPD+jb3UqrQsm0wi5a2QqVSp6vji1nYDevjVoAXUqxv4NOUHA2H/TpbRTPFcSGZtMr9mfkrjPRmssdSKkW4fMcBpMUX1yfyWMYNThcupUrZVovo7aFTXcLHkV3Znv4RcYsKjXj8YrJNrweXykyRVXWK48+M4GusbTm9XZ3Ch7CpjXIdgITdvfk8Ve3Iv0Ms+BCdj7ffgVmUBd2vLGOaqbyiMK8gk2NoRe2OtHYkv0uoRhDtq7V5WRQUi2hHOFhTX1N5jd1pWX+rPlELe1u7ci3/buQqC4AEMAdoOnf6bGBjqx5X0HKrqOq5rDQsJwM3akrVxl9vcszYxYVZ0JAdTb5NSbJi9vtq9L00aDcsv6eXtBEHg/W5DKWusY/kNvcP0MrdjYfAgThSkGjQ3jXLtTl+HUFanHSCtWj/eM8SpH2NchnCo8BT7848ZvP9o15k6B7stZ6WB0DaATGJEjMMzTPL6EUuFK2eKvmNd+mTOFq2kWmW4deNhUanM42j+x2zJepr8+nh62M9lrPsXmMis2zx7pHAL1ypOM8x5KgEWevHsuqZ6duUeINwqRLeJAmBnzlmMJXKGt+rWO5R7k05Wzrp1T9eKc2lQN9HbxVv3THxxAWEOeseeUV6OiVymE5DQtce3PuStdiy2QC6X6WoiLXC2t6CwpG3W36ObL8kp+VRWts1OvXwcGD2xK7u2XOTi2dtt7t8PxiYK/EPcGDgmkhmLhvLs22NZ8K/xzHhxGBNm92XIxK4Ed/FEJr9/HfVeJCfl8trz61nywgYqymt55e2xfL/uabr28OvwNQWFlSz9ZA/PLYolN6+CxYuG8fPKOfSOCbivMy+rrOOnLWeZsGANy1YdQdWkYfFTg9m96hlenzeETn7/XVkqaLs4L926y5KVe1m95xyjYkL4/uVHsf4bdHBrDA73p0HVxNnkdnb0NsPFyoLhnQPZdjVRNxfZAkEQeLF3Lwqqa9rUXqcEh+FrZcOnF/40aLZ8rnMvnE0teO/SEV1TpUIqY2nkWArrq1h+86juWX8LV572G86p4gR25+pFJLzM3FkUOJes2hxW3F5rsG860qYPj3k8R3pNEj+mvUuF0rDcJggCIdajmeqzliDLodyq2M/GjOkczf+YssbMh//wWqG+qYLzxWtYf2cKl0vX4WPRh0leK7EzalvCyKxNYWfOGnzNQg3YMlEU2Zi1Ayu5JWNc9bKIJ4puUKmqZaKHnqE4mJuEVBB4xLVT87+v4nJRThu742hqhlOz9GFmS1BvY6P794qra7E3N7Q7AMatGCJFO3bnXvwTmety4DXgryscPAADOvuh1oicvpXZ4TMyqYSZvaK4ejePa3fz2tyfHR3VnL0abjjxsrJmemgEW5ITSS3Tj2iE2jrzRGAksalXdKIHAE/69SDM2pWP4vdT3qg1/IIg8GrwZKwUZrybEKvT/wR43GsCPWwjic3azsVSfXTb4mAHOU7kUtlx1txZSm1TW2rJwTiQiZ7f8ajn93iadedG+VY23HmcvTmvc7l0A7l111Fp2g86NKKa4oZUbpRtZX/OW2zKmEl69Skibacy3fc3ou2eQCppKypwpewURwu30dVmIIMcJxrc25t3hOqmWqZ5jtddq1bVcbTgGkOco7CQaw1aXl0FN8pzGOamH0U4U5CJVBDo4ahtXCiuqyWvpppwB/1YTkZZGd42eu3P4mrtZ2xwyNvLXOVSXU2kBc4OlhSWVLUpFXTv5osowqUrme1+bvMWDsHX34nP3t9FcdF/Rtv5YZByM5d/vbqZF576mYz0Iua/NIy1W55j6OiOa6R1dY2sWXuKGU+tIe7cbZ58PIYNa59m9APqqtn55Xyy8hATF6xm7bZzdA5wYcW/HiP2ixk8OiziPyr08LDQaESqahvIKijnWmoOO07F88r3uxm86Afmf7mNP2/cYf743rw3Z9i/taKuBdG+7liZGnMsMe2+z83qFUVto5LtVxLb3Ovl5UlXNzdWXjDMXuVSKa/17EtaeRlbk/WvM5MreDNqEIllBfyepu8TibD14AnfHmzKuMSVUr2zn+LZj552wXyXusdA1CbKJowZ3pO4VH6D3+7uNPz/su3PHJ83KFUWsuL2GwarMVtgIXdmgPMrTPf9jXCbidypPs3mzNlszpjNmaIVZNaca1eAAkAUNVQoc7hddYxTBcuJvTOVq2Wb8DTrzmNeaxjm+l6bpkmAgoZsfsn4BGuFPdO9X9KN9wFcLU/gVvVtJrmPwlhq3PzviOzIjsPT1JFomwDdtUO5ScQ4+GKt0I4WXS7OQalR08fZW/d+8UUFuqwV4E558yo6G22iUadUUa9qasOYARi1OlsKmRSlquOZX/g351wFQRgL5IqieOM/EdWGeTpjZ2HK4RupjIoO7vC5iZGhfH/iHKv/vMiP08cb3LM2MWFmVCQ/nL9AYkEhnZ31Bv2FrjFsS0nig7gTxI6epDPsL3fpx97MW7x14QC/D5mOVCJBJpGyNHIck06u4v0b+1jebTKCIGCtMOO9ztNZdHUlS5M28VH4TKSCBIkg4Xn/2bx/cznfpa1liex5ndC0IAgMd5mGo7E727J/5NvUJTzh9RKeZm0H/p1MQhhq8i7VqkISyneSVXueu7Va7U8BCaYyW0ykNggI2hlLUaRCmY1K1FI/VnI3Qq3HEmk7FXN5x5TgzcrLbMv5EX/zzkx0f9ogS8mtL2Bv/lFi7KLxNdd39v2Rd4FGjYoJ7vro8UBzZj+0FTVzJj+DcDsXXb01vkhb0wlrfcjLyglr9bvpKHM1usd4KmSydmhhS5QqNeVVdbrRHICgAGesrEw4dyGNRwa1nUU1Mpbz5oeP8vzsNXywZAvLvnsSswfUJv8piKLI5fPpbN14luuXM7GwNGbGvAFMnNID0/v8DEplE3sP3CB241kqKusYMjiUubP63VdZSRRFElLy2Lz3Cqcu3UYukzFqQGceGxWFl+tfn3NtD3UNSvJKqyitrKWsqo7SqjrKqmqpqVdS36CktlFFfYOSBmUTTWoNqia19m+19u+mlv9uUlOvVHGvZoqTrQXDe3aid5gP3YI9MDW+vwLVX4FMKmFAqC/HE9KpV6ow6YBiDnV1ItrLjfXnrzGtexeDsykIAot6x/Dklm3EXr3O3O56ZmeYTwBRTq58efEMI3wDsDbWBqajvTqxMfUan18/ySPuATiaah3RopBBnChI4c0ru9g6YB6WChMkgoQ3Q6by1MXlvJOwnlXdXsBGoX1+hPMg8uoL+SPvCLYKa0a66GubQZaRLPBfyi8Zn/BD+jtMcn+WSBv9aEsLzOUO9HZ8jijb6SRXHSS79jJJFX8QX74dABOpDUZSC+SCETKJMRpRTVljhs7uSAUF/hYDiLJ9Ahsjzzbv34LChmzWpC9FJiiY6/s25jJ9/4FKo2LD3R24GDsxqNX4TUJlJsnVObwYqN+ek1CRS3ZdOfMC9TPop/MykAkSujlqVbqqGhu5U1HGuAB9F3lGWTkOZmZYNEusFumCev3sb4OyCZlEYiB/qJBLH5i5PtC5CoJwFGivt/ot4E1g6IPeo/l95gHzADw9O/6wW0MiERjfLZRfTlwmp7QSd7v2Gz/MjBTM7tWVr4/FcSUrl2gvwzVeT3fvypb4BN49cpStT0zTzTPZGJvwWo8+vHP6GFuTE3msk5YGtTEy5d2uQ3j57B+sunmeBZ21ziPQyolFIYP4MukosennmeGvFagIt/bhhcBxLE/ZyXepe1gUqJ3vUkgVvB68gPeTvuLT5B94JehZwq31v9gom744GLmyIetLfkh7hxEuj9PHYRRSoS19aCF3opfjs/TiWRrUVRTUJ1FYf5OapuLm8R0RsZk8cDIJwdkkFFeTLvd1qC1IrLzAxqzluBp786T3Kwbt741qJctTVqOQKJjhNUl3vUGtZHPWKbraBuBvoW0WEEWRbZlXiLT1wNtc26hUUFfNjdJ8XonQz8RezM9BLpHQpZkWrlEqya6sZFKYPtvNr6hGIgg4tnKu9UoVTtaGYx5GChmN96gruTlpo9CcgnID5yqVSujfN5iDhxOoqW1st6nH09ueNz6YyAdLtvLO4k18tPzxB0oH/juorW3k+MEE9u64TEZ6EfYOFjy98BFGjY++r1NVqzUcO3GTX9afoaCwkohwT+Y91Z9Owa4dvkajETl58Tab/rhM0u18LMyMeXJcdx4bGaUbYfqrqKipJ+VuEclZRWTml5FdXEF2UQWllbVtnpXLpFiYGGFqLMfUWIGpsQIzEwVyqRSZVIJM1vx38x9583+bGsmxMDXG2sIEO0szXOws8XSy/o/S1OO6h7L70k32X03m0Z4dL5N/bkBP5qzbzm8XbzC7d7TBvZ6eHgz08+W7s+cY3SkIZwutQIogCHzQdzDjtm9g6dmTfDlohO76Rz2GM2r/Wpac38/PA7UBvJnMiM+iJzLzzK+8cXUn3/WYikSQYK0w48Pwmbxw5UfevPELX0c9i5FUjiAIzPaZQqWqmnWZW6ltqmeS+yjd5+Vi4sXCgE+IzfqKTXe/IbX6OqNcnzRwbC0wkVkRaTuFSNspNGmUFNQnUtyYSlljJk1iA02aRprERiSCjGCr4dgZ+eFoHISNkbeBlGF7yKm7w893PkQiSHna711sFYbqcb/f3UNefQFLgp/XbbsB+PnOIWwV5ox01YtjbMm4golUzjA3bdAsiiKHs1OIcfbCTK79/l4uyEEEurno/UNycTGB9vpWoRbFPxcrvZhNvVKFidG9jFlbu3MvHuhcRVF8pL3rgiCEAT5AS9bqDlwVBKG7KIpt2s1EUVwNrAbo2rXrQ1PIU/tEsO7kFTaduc6r4/p3+NyTMZFsuHCNr46cYcNTjxl88SyMjHhzYH9e3neA3+MTeDyii+7eE6ER/JGWwtKzJ+nv6aPj4sf7hHIsN43lN07Tz8WXznZaRzDHvzc3ynL4POkwnaxd6NY8rDzBvRf59WVsvnsKFxMbpnhqf1ZLuQVvh7zIx7e+ZVnyChb4zaSPg76Y72Hqx6KAz9ia/QP78mO5Wv4nY91m42eudzT3wlhqibd5DN7m7UuKPSyUmkb258VytvQQHqb+zPV9GxOpoZH9JWMzOfX5LOn0PLZG+gaanTlnqVDVMttHr/t5oSSDrNoy5gfpf0+Hm5dCt6zZAjifl02EowsmzQ0CKc3d3MEO+kAgv7IaRwszg2ixrlGlWwPVAmOFTEfbtMDdWetcs/Mr6BJsOGI0fEhn9uy9xslTtxg9MoL2ENM3iCXvT+CTd3fw7iubWfzWWJxd29an/y5EUST1Vh77dl7lxJFEGhtU+AU688o74xg4tDPy+9RmRVHk/IV01vxyiozMEgL8nXh50TC6Rnl3PLCv1nAkLpnYnRfIzC3D3dmaxU8NZmT/UEyMH77xR6MRSc8t4UpKNldv53Irs5D8Uj19bm9lhqeTNb3DvPFwtMHV3hJ7KzPsrMywszTF3MTov65u2xGifd3wd7Zj69n4+zrXGD9P+vp7s/LUBSZEhmLdai5bEATeGTSA4WvXsezkn3w9Rl9L7OzgxLOR3fn+6gVG+wUxsHnntJ+VHW9EDeS9S0fYkHqVJ4O0DjvSzpPXOg/j44QDrE49w7NB2q7ZTpYevBU6lX8lbODjm7/zr86PIxEkSAUpLwbOZVX6Brbl7KW6qYZZ3o/pKFcLuQ3P+P2LIwVbOFm0h5tVlxnpMp1utoMMaNnWkEkUuJtF4W4W9W99tqIoEl95ju3ZqzCWmjLP713sjVwMnjlXeoU/8o8wxKkfkTZ65bSrZWlcK0/n+YCxGDdrmFcq69mfm8AY93DM5drPP7mimKyaCuaF6gV0zudmo5BKiXTSBqBNGg23S0qZEaW3A3mV2vPsaq1nfuqUKkzvca7GCrmuFtsR/jYtLIpiAqALNQRByAS6iqL48NulHwJO1uYMjQhk54VEFgyLwawD+sdUIee5gT15/4/jnEy5w8Bgw6aPMZ2C2ZKQyJenzzAsMAA7U23aLxEEPh0wjOFb1vHWn0dYM1xLNQiCwIfdh3G5KJtFcbv5Y+RsTGUKBEHg46jxTDm1hpcvbWXbgGdwMtH+Ip71H0lBQzk/3N6Hk5ENA5zCAbBRWPFe6GK+SPmR79LWUq6qZIyr3imZysyZ4f0qiZUX+CNvHavS36OLdS9GuTyJteIfa8A2QE7dHTbf/Zaixlz62o9iuMvjuiXoLThVfJ4TxWeZ4DaCCGu9s69Q1hCbeYwedkG6DTgAWzKvYCk3ZqibnnI9lJ2Cv5UdflbaTLZa2UhicSELovTLA241N5t1ctQ717yKKoPoEaCuUYlpm5prW+fq4miFXCYlM6ftjHRwkAtennYcPJLYoXMF6P9IKCqVmm+W7eWpqd8zcWpPps7s87dpYlEUSUsp4MyJW5w5mUx2VglGxnIGDunMyPFRBIW4PtDxJCTlsObnUyQk5eDmasO7b46lf99gJJL2X6dqUrP/ZBKxuy+SV1iJn6c9S18czYCeAQ+tnFRaWcvpG3c4m5TJlZRsKptFM1ztLens68KkAV3o5O1EkIfD35or/W+FIAg81rsLH28/TuLdAjp7diyMsHhoHyb8uIE1py/y6jDDuU1Pa2ue7dGdb8+eY0p4GDFeetbuha4xHM5I441Thzk8ZTaWzdTkjMBoTuam89HV43R38tRp4j7h250b5Tl8d+s4YTau9HbU6ngPcAznWf+R/Ji2D7vbFroxQakgZb7fDCxl5vyRf4QaVS0L/Gcia9bglQoyhrs8ToRNX3bmrGF7zioul51gvNtc3Ew7npv+d1ClKmdnzhqSqi7hYeLHdO/F2CgM2bWcujx+TFtPoLkvs7wNt+SsvXMYeyNLxrnpneae7Bs0qJuY0kpq9dDdFARgiLteovJ8XjaRTi4YN8+r3ikrQ6lWGwb1FdUIAjha6GvDWrvTNqj/tzPX/wZM6xPB/qvJ/HH5JlP7dGwQH43qzK9nr/LV0Tj6BHgbZD2CIPCvwYMYsy6WZSf/5POR+p2CPtY2LO7em4/PnWL37VuMb15PZ21kwvLeY3ni6G+8e/Ewn8doqRVzuTHfdJ/ClFNrWHTxd37tMwtjqRyJIOGtkKmUNFayNOk3jKRyYuy1NLCZzJQ3Or3Aitu/sCFrO6WN5Tzp/aiOAhYEgTDrngRZRnKyaDcni3Zxs+oKXW0G0N128D922GubqokrOcDxwh1YyK142vcdAizC2zx3tzaXn+/8RohlAJM9RhvcW5V+gHq1kucDxuquFTdUczTvFo/7dsdYqnWA5Y11XCi8y7Oh+gz7cn4ualGkp6t+W0lyUTGWRka4WOidaX5lNeHuhgat3QjSSE5FjeFogUwqwdvdlrS7bVV2BEFgxNAwVv50krt3S/H0tGvzTAseGRFOl2hvfll5nN/Xx3Hwj2uMm9ydfgM74eZhh1TWsYNSN2m4m1VCWko+qTfzOB93m8L8CiQSgfAoLyZM6c7AoZ0xM3+wmlFKaj6/xsZx/mI6trZmvLRwKCOHh+tW7t0LVZOaA6eSWL/zInlFlXTyc2bRzAH0jvLr0BG3QBRF0nJKiEvI4ExCBjfSchFFbY2zb7gvXYM8iA72wMXun18T99+G0dHBLP/jNJvjbvDhfZxrkLMD4yNCiD1/nandwvGwNWQ55nXvys6km7x37Dh7ZkzXiREYSWV8PnA4E3f+xodnT/DZQK1NEgSBz3uNZsTen1l0Zjc7hs/QBfbvR4whtaqQVy5tZ+uAebibadmkqZ79KWmsYmv2aUykCub6DtclCdO9H8VSbsHGuzuobqrlhYA5upEWAGdjD571e58r5afYl7eeb26/RqB5F3rZDyfYMhJJO2WqvwqNqOZi2XEO5G9EpVEyyuXJdktgNU21fJmyCmOpES8FPq0LBECrxhRfmcHLQRMwarYxoijye+ZlwmzcCLHWZ78Hs1Po5uiBg0mzGH9jI4klRSyM1jvlFv2D1kG9ljEzN9jdWtfY1u4YPcQKxn/MuYqi6P1Pvde9CPdyJtLHlZWHLzAquhMWJu1nD3KplFeH9uP5TXtYeeoCCwcZDpIH2Nsxr3s3fjh/gQG+PowK1lOVT4VHc/DObd768whhDs742WgbO2KcvVgY1ptvE+IIsXFkTictpetv6ciy6AksuriFJVd28GW3yUgFCUZSOZ92mcPL19bwZvyvvB0yjcHO2oBAIZHzYuBc1mdu40DBcTJrs1ngPxNHY312qpAYMdT5MbraDuBIwRYulR3nXOkhXE186G47iDCrHgaKSQ8DjagmrSaRi6XHSKq6hFpsIsK6N+PdnsJU1naRdHFjKcuSV2AqNeGFgLkGX4DzJcnsy7vINK8BeJnpayRrUs8gIhoI9e/NvIVaFBnpqW9GO5WdiZFURpSTvjYYX1BIqJOjLnNTqdXkV1YzopUwulqjaT7khhGkiUJGfWPbecQgHydOX05DFMU2GeGQRzrz87rTbN15icWL2i5ubg0HR0tee3c84yd3Z82Ko2z46RTrV59ELpfi4W2Pj58jVtam1NerqK9rpL5OSWVFHRlphTQ2Ng+fG8sJj/Ti8dl96dUvCCvr+2+3aUFKaj7rNsRx7kI6lhbGzJ3dj4njozHpgL3Rzqgm8NueyxSWVhPs68TLcwYRE+nzwKw4I6+Uw5dSOHwphawCbQdlkKcjT4+JYUCkPwHu9v8zlO4/BXNjIx7t2ZnfTl9nWp8uhHp07GBfGNSLwzfTeGvXEX6dNckgiDGWy3lvyCCe2raTz06d5p3BA3X3IpxcmN9MD/d09WBikJYhsjc248teo5l9YguvnN3Hir7jkQgCpjIF33SfwtRTa5h3bgOxfWdjZ2SOIAg8HzCGBrWS2MzjNKpVPBcwRvc7G+s2FAu5OWvubOTVG0tZ4D/LoP9DEAS62g4gxLIr50sPE1dykF8zP8VG7kCUbT/CrWJwMvbokDJuD6Ioklt/h+sVccRXnKVCVYqvWQiPejxjsMSkBY1qJZ8mf09RYylvhywyKEOVNFbyVfIOgizcGe2qZ71OFaZyp7qEZVETdNeSygpIqSjm/W76dqAzOZloRJHebvpZ+/iCQoxlMoMZ1+zyStysDQPH2kZlG7vzMHPU/xOZqyAIvD5+ANO+/o0fD53jtfEDOnx2cCc/xkV0YtWfF+kX4EMXD0Muf2GvnsRlZfHWoSOEOzvjYa0t4kslElYMHc3orbHMP7SbXY8+gWlzIXxReF9SKor56OpxfC3tGOCmpZyHuIawpPMwliUe4oPre3kvQnuYLeSmLI+axxs3fuWDpN+oaapnnLs2e5MIEmb5PIaPuSe/ZGzmtfgPmek9mQEOvQyMl63CkSmezzPGdRbXK85wsew4u3PXsiv3Z+wVLniaBeBlGoibiS/GUlMUEmMUEgUyiYIqVRlFjXkUNeRQ3JjL7eoEKlQlmErN6Wk3hG62gwyWD7dGek0WnyV/j1Kj4l+hi7FR6JscKlW1LLu1BR8zZ+b46A9ubq1WHnKiZ6SukUkURbamxxNs7UiIrZPu2rHMdHq7e+rqrbVKJcnFxSzoqa9D51ZU0aTR4G2v/3LVNmhF0u8NrEyNFe06186BLuw9kUh2frluO47us7UxY8SwcA4ciueJKTE4P4RCUmAnVz7/fgZ5OWXcTMghI62QzDvF3LiaRW1NAyamCkxMtH/MLIwZMS6KgGAXAoJd8PCyfyiZwRYk3cxlw6ZznL+odapPzerHhLFRHVLSjcom9hyLZ/3Oi5RW1NIl2I3XnxlCjy4d12EByqvr2HfuFvvOJnE7pwRBgOggDx4fEk3/Lr7YW/93SBr+/4n5w2I4eC2FpVuPsfHFaR3S6c5WFrw5YgBv7TrMunNX2zQ39ffxYVZ0JL9euUYvL08G++vLVi91682Vgjze/PMIIfaOBNtpM6l+rr4siRzIx1eP813CGRaFazthvc3t+L7nNJ4+G8vcuFh+7TMLK4WJdsFE8EQUEjlbsk9Tr1bycvBEpM0OcaBjL7zN3Pn29lo+uvUNo10eYarnOJ2cIGhLVIOcJmo3elVe5lzpIU4W7eZY4XZMpRb4mnfC1ywUJ2MPzGTmmEjNMZWaIxVkVKhKKFcWU6YspqQxj6TKS5Qo85EKUgItIhjrNptQy+7tnsm6pnqWp67mdnUGLwU+TSdL/eSERtTw8c3fUWpUvBM6TdfcpBE1/JB8ClcTK0a46+uyW9LjUUikjPPWl6eOZqZjY2xClLPeqV/LyyPM2cmA4cwsLaePv6HWdnV9o24Nqu5zMvp/xLkChHg4MalnGJvOXGdiz874O3dci3xr5EAuZuTw+o6D7Jg/3aBOJ5dK+WbMKMas28CLe/exedoU3Yfram7Jt0NGM2PvNpacPMw3j2hpYIkg8FXvMUw+tIGFZ3axfdgMApvrIDP8YyhX1rEq9TQKqYw3w0ZoqWOZCV9EzOXdhFi+TNlBdVM9T3gN1B2s/g49CbEM4Ie0daxMj+VS2Q3m+U7HWmEYNZnKzOllP5xe9sMpbMjhZtVl7tamklp9g6vlD1YTMpdZ4W7iyyjXJwm17GbQCXwvLpZe47u0tVjJLXkn5EXcTfUHURRFvri1XasMEzFXR8sArEg+iVSQMD9Y38h0vTSPhLICPmgVPaaVl5JdXcmzkXpHGp9fgEYUiXTT/1tZpdr9lt52+gNtM62dAAAgAElEQVTdMqhvfk/WZmIkp67BcDsJQFiQtiMwITWvjXMFeHxKT44cS2LZl/v4ctnUh3Z+ru62uP6NtWwPgiiKXL9xl9hN57h2PQtLS5MHOlWlqom9JxJZt+MCxWU1RHRy54MXRxEZ0vGCcI1G5OKtLHadTuTktTSa1BrCfF149fGBDI4OxN7q73UN/78KCxMjXhs/gNdi97MlLp5pfTsuS02IDOF4cjpfH4ujX6A3fg6GJYdX+/XlYnYuSw4eYs/MJ3VlEJlEwrdDRjN663rmH9rD7ken6+qvczt1J7WimK/jz+BnZc9oL222GW3nxXc9prLg/CaeObeBn3vNwExuhESQ8ELgWExlRsRmHqOmqZ43Q6bqvq8+Zp4sC3uTDVnb2Zt/lITKZBb4z8TbzPDMSAUZYdY9CbPuSYWyhLSaRO7U3ORObRKJlRcf+LlJkOBrHkJ/x3GEWXVvlyFrQV59AZ8n/0hhYzHP+j1JDzvDhqlt2We4XHabxUET8WzFlu3PSSSxIo9PosYjb3a4jeomdmckMdwzCKvmvdFNGg3Hs+4wyMtXtwmnQaXiZmERc7rpg6DaRiXF1bV42Ro60poGZRu78zCjX/8zzhVg4cjeHLqeyrKdJ1nz7KMdRuUWxkZ8MmEYs37dxpeHT/PO6EEG992trPh42BAW7tnLV6fjeH2Avgmhj7sXi7v15vOLZ4h0cmV2uPYXbSpTsGbAJMYf+JW5J7exfdgMHZ//QqdBNKibWJd+DiOJjMWhQxAEASOpnI/CZ/Lxzd9ZnX6AvPpSXgyaoFvq62BkxzshL3Kg4ASbsnby8vX3mOA+gmHOA1C04wSdjN1xMtZ2v4qiSLmqmPz6LJSaBpQaJarmvy1kVjgYu+Fo5Iap7MHZhyiK7M0/ysasHfiZe/Nq0Pw2Tv5wwVVOFSfwjN9I3egNwO2qQvZk32C2fy+cTfQZYGzKVczlCib46iPKw82Sb4OaOyMBruVpJdYiXfQMQ2ZJ82C3nb52VVOvdaDmxvdkrkZy6pUqNBrRgIrzcrXFwsyIxNR8Rg1ou6fVydGShfMH89lXB9i64xJTJ/do88z/BdRqDWfO3mbr9osk3crD1taM+fMGMmZkRIcjQE1qDQdOJbF22zkKS6oJD3LlnedHEB3q0eF3oqa+kb1xSWw6do3c4kqszI15bFAE4/p0xs/tP9M09/8KhkUEsutiEt/uj2NwuD+OVu1/pwRB4L2xgxmzYj1v7DjEb3OnImsVtBnJZHwzZhTj1m/g5b37iZ0yWWfsHU3NWDFkDNP2/M6rJw6ycthYfWNlj+FkVpezOO4PnEzMdXObvR39+bLrJF66tIXnLmxiZcwTGDeP4jztNxwLmQk/pu0jv76Mj7vMwt5I+/00kip4yncaETahrEyLZUn8xwxw7MVUj7FYK9qyONYKe7raDqCr7QCA5uy0iHp1DXVNNdSpa2gSVVjL7bFROGCrcMRSbtvuSOG9uFaewLe31yITZLwd8hIhloaz/unVeaxK209v+xDGtmpialSr+PrmMYKtnBnjoe8Z2Zd1i0plA4/56SdCrhTkUtHYwBBvf921xMIiVBoNka56W3a3TBvUt7Y7ADUNjW3szr2jOe3hf8q5WpuZsHBkbz7afpz1p64yc0B0h8/28PXgyZ6RxJ6/RrSXGyPDDLfcjwgK5PEu4ay5dJlQJ0dGd9LXBedH9eBaUT4fnj2Bt5W1rk3e1cyS1QMmMe3IRmYc28zGR6Zha2yKIAi81nkoSk0Ta9PO0iRqeL3zMARBQCaR8nboVFxMbIjNPE5adR7vhT2Jq4k2+5EIEka5DKaLVQjrM7eyIWs7+/OPMdFtJAMdexkU9FtDEARsFY5tZsP+KnLq8vjt7i6ulMfT0y6K5/xmoZAaGvUb5Xf4KmUH4VY+TPXSZ6eiKPJJwkHMZUbMDdQPeefVVrEv6xZTAyIwl+sXHf9x+xaRTi64mOuj2Es5OQTY22FprG/sySgtx9LYyEA8u7pem7lamLSNIEVRq6LSOpqUSAQ6B7py7WbHAuzDh4Zx7kI6a9aewsvDjpie/h0++0+jpqaB/Qfj2bHnCoWFVbg4W7Ho+SGMHBbeoRB/k1rDodM3+XX7BXILK+jk58ySZ4bSPdyrQ6eallPM1hM32H/+FvWNKsL9XFkwoTcDI/3/spqRKIqUVteRWVxOTmklZTV1VNU1UFHbQGVdAyq1Gkkz0yMIAnKZFDtzU+wtTbG3NMPewgxfJ9v/j73zDovq3Nr+j9577whIEQGxgth7w94Te4+JSUzvvRdNT9Ro7L0rYgUFQUVFRDpI730oM8OU/f2BgOOAMe/JOec97/nu6+Kf2c+wZ+/97GetZ6173Qt7c5P/qPythoYGb04fwYyvdvDG7kh+WzVdxWg+DGtjI96bNJIXD5zmq3NXeGP8MJXj3Swt+GD0SF6JiOSzqMsq+df+js68ETqUj+Oi+TbhKi/1b32n9LS02TRsBjMid7Is6iC7R80j4EF3qVGOfnzWexqv3TrCmvjd/DhgHkYP3rm5bkNxNrTmo5Q9LL+xkfd6Pk2wRUc4uo9FIBuC3+dI0Rkiyy4RV5XABIeRTHYcg6F218xvC10bNYbvX4VYIeFQ4SlOlV7A3dCFl31XY6OnutNvkDXzTvJOTHQMeM1vlsqc2ZwZS4m4ng+DJ7fngZWCwKbU63Q3s2agfUdoN/J+FrqaWgx2cW//LKGoGIBgxw6nPveBU/9wOkqhVLbuXB9dd/6vGVeAWaGB3Mgu5NuTV/C0s2KQn3uXY18eM4jUknLePHoWZwszNfbpWyOGkVVdzatnzuJoakrvB6FJTQ0NNo6cyJzj+3jm3An2Tp5DL7vWh9DL2pHNw2ayPPoQCy7uY9eouVjotRrYtwLHo62hyY6ca4haxLwfHI6upjaaGpqs8ByPj4kzn6cdYPmNDbzuN5shth31c86GDrzZYx336jM4UHiCLbl7OF5yltF2QxhsM6C9d+rfhQpJFQeLThFTeR19LT2edpvBRIeRaoSFpNr7vJr0OzZ65nwQ8HR7/gbgeGES1ypzeTdoYrvkGMAvKXEICKzw69gN3qsqJ72mio+HdJRNS+VybhYXM6Onak1vRlkl3naqBJq65lZGsLmR6ktv/CAH2yiWqoVqQnq5s2FbFIWltbg4qJPANDQ0eP3lCax/bR/vf3KcLz+dTVBA1yHVfxSCIJCeUcrpyLtcjEpFIpERFOjC2lUjGRji1WVoWq5Qcj42ja2HrlFcXodPN1u+eHUKg/p4dmqkBEHgemo+OyJvciOtAD0dLcb092XmsCD8uz2+1+bD58wpqya5oJS7+WVklFRSUFmn1iBcW0sTc0N9zAz10dXRRhBaz68UBFrkcqobmml8JGxvZqiPn7Mtfk62BLo5EOrj9kSL1b8TrjbmvD1rJO/sPcfG07G8PHlIl2PH9fTmdkEJO+IT8bSxZHZfVTb+NP8epJZXsO3WbVzNzVjUpyMMuiywD9m11fxw6xrWBoYsCmg9ZqFnyI6Rc5l7fjcLLu5jz+j59LBo5TJMcglEAN68fZSnY7byS+j89ijSIBt/fuu7jreTd/Di7d9Y7jmOeW7D2t9jY20jFrrPZIzdEPYXnuBo8Rkiy6IYZN2fUXaD1cLF/yia5M1ElkURUXqJRnkTo+2GsMBtJnqPOPT1siZeSdxCmaSWjb1XYa7bES1Iry9jU2YMk5wDGGjb4SycKUgno66S78Imq5AjT2anM9zNA+OHymli8/Lws7VpL8kEyCyvQltTE4+HjKuoudWpf7j1JXSsO4/Df5xx1dTU4KO5Y8mvqOX1XRHsWz8fZ6vODY+utjbfzwtnzqa9rN1znIOr5mP/UO2knrY2P0+dzKzde1l19DiHnprXrjFprKvLtokzmHFkD0sijnBw6ly8HjTYHeTQjU1DZ7Ai+hALLuxj16h5mOu1SpK9HjAOM10DfkyPpkRcz8b+s9sNzxDbALxMnHg/eSdvJ+9gilMIq7wmYPyQl9jTzAd/05dJqkvlSHEEewqOsrfgGEHmPRhmE0ofi0C1neWTQikoyWy4T2zVDS5VXEUTDSY6jGSK0zhMddRDXXdq7/PaA8P6Xe9VWOl1hIqrpY18kXyW3pYuzHbviCCUNInYn53ELM8gnI07QkwH0u6hp6VNuFdHhOBWcQlimZzB7u4dv1EpkFlexbRgVYNb19RaX9nVJG8Ut2D7iP0c1MeTDduiiL2Vw7xJfekMhoZ6fPHxLNa9tJu33j3EF5/Mxr+HU6dj/6eor2/m/MUUIs7eJTevCn09HYYN9WXG1D54edp1+T2FUsnFuAy2HoynoLSW7u42jzWqcrmCswkZ7Dp7k6yiKqzNjHh2xiCmDQ740xpUQRDIKq3manoecRl53M0va+8KY26kTw9nO4LdHXGzscDN1gJXazMsjQ0x0NX5011os1RGTWMT5fWNZJdWk1ZUQVpxBbuuJCJT3ERXW4sQb1eG9/RkmL8HVib/O/O+U/r5k1JQzo7oW/i72DE+2KfLsa+OHUJedS0fnYrCzdKCAR6qRur1YUMoqq/n40vROJmZMeoBwUlDQ4OPh4ymWizm/dhLmOsbtMv1ORubsXf0fOac28WCC3vZM/qp9hrYcJdALHQNeTHhAHMvb+GXkPn4PShNcTe2Y1O/5/gi7RCbcs4QV5XKa36zVdj+9ga2PO+9nPDGMUSUXiS6Io7z5VfwNHJjhN0gelsE/EMOfpW0hgvlMUSWRSFWSOhjEch0p/EqrSvbUC0VsT5xM8XiKj4JXETgQ7X0MqWCt24fw0zXgDcDx7d/rlAq+e5uLN3NrJno1sGCvlRwnypxM7N9O1JDTS0t3C4uYUlf1dxuelkl3awt0H2ob2uHU69aMvckmtsaj7Y9+1egb9++ws2b6l1s/gqKquuY++0e7M1N2LFu7mM936yKKuZv3o+LpTm7ls1WEyLIq61l1u69WBgYcGD+XMwNOhai/Po6Zh7bi5aGBoemzcPZpMNgXC7JYWX0YXzMbdg5cm57Ah1aC5vfSTyBo4EZv4TOx924I6/VopSzKecMhwpisNQz4QXvqSq72IdRIi7nSuU1rlReo7qlFm0NbTyMXPEx8Wztq2rsjpmuaaf5DYlCQk1LPXlNhdyuTSax7h6N8ia0NDQZZhPGDOcJWOl1XtbTZlht9czZ+IhhFQSBdTf2c7kskyPDV+Nl2vGSvnMjkv3ZSURNWY2TUeu9ksjl9N/+C8PdPPhuVIdKzWdRl9mReIebz67B6IFXWVBTx9iN2/hwyihm9em4J79fvMF3p69y/fNnVbRe4+/l8dzGI/z++lyCvNTp/U+/tB1zUwN+fG+22rGHUVEhYt3Lu6moEDF2VE+WLRmCtVXXJIw/Q2VVA7FxWcRczSTpbgFKpYCvjwMTxgUyYqjfY8Uo2mQKfz8QR25RNR4u1iyfPZCh/b06NWQtMjknrqaw/UwCpdUiPBytWDC2L+MG+KLTRS0stHr11zILuJCUxdX0PCpErZKF3R2s6efpTICbPYFuDjhbmf1TwrgyuYI7eSVcSs4hKiWHkhoRmhoaDPX3YN6gXgzo3nUO+d8FmVzB8l8OtToH6+bh7dh1vrpBImXe5n1UNTaxb+U8FYIetNZtP7X/ANnV1eyZO5sA+46ogkQuY9Hpw9wqK2HL+GkMc+0wMHkNNcw9txu5UsmOUXPbd7AAGfVlrLm2h/oWMd/2m8VQ+45yNkEQOFd2m+8zjyNVyljcbTRzXYeqSAu2oVHWREzVdS6Ux1Ikbm2I4qBvh7+ZNz1MvXE3csFCxwwDLX21Z6QUlIhkjWQ25JBcn869+nRKJOVooEF/y2CmO4/vckdcLqnlxdubqG4R8WngEvpYqqZqfsu4wndpl9jYb7aKWM3JvFTWxR7nh8FT20lfAEsjjpBSVcHVp1e257cv5dxn5ZFj7Jg9k4EPiXoM/3ozfd2d+Wpmh9G+k1vCwh/28/OKaSpR0oZmCcPX/cyt31+6JQhCp577f6xxBYhNy2PtlqMM8/fkq4UTVDyORxGTlcfqXccY0t2d7+aGqxQJA9wsKmbBgUME2duzdeZ0FQOcVl3JnGP7sDQwYM/k2TgadxiaqOJsVl8+QjdTS7YNn42DUcexW9X5rLu+H4Wg5Ou+MxlkpzpR0kSFfJV2kOzGUgZZ+/Oc92QcDDpnoioFJffqM7hbn0pmw31yGvORCx0KIQZa+hhrG6GtoQVoUCerR/xQY2QTbWOCLXrS27wngeY9MNLuvNZSEAQulN/h6/RDnRpWgF8zLvN9WhSv9RzLIq8OgYjCxjpGnviN2Z5BfDygo370WGYqL1yMYHf4LMKcO3IhY7f+gZ2RMTvmdGgWn0vN4vl9p9i/cp5KGP+bE1fYF3uHhC/XqfyW5JwSlny2j43rpjIo0INH8eueGHafSODkptWYmz6+vrSxUcKuffEcOXYLLU1NJo4PZOL4INxcrR8rviAIApWVDaRllJKeUUpScgFp6a1ELVcXSwaH+TBimB8e3R6fp1IqBaKvZ7L10DXuF1bh5mTJslmhjAjx6fT8YqmMo1eS2XXuJhW1jQR4OLBs0gDCArqua5UpFNzIKuR8UhaX7mVT1yTBWF+XUB83Bvm6M9DHHbt/QwmOIAhkllQRmZjB4evJ1DVJ6O5gzfJR/RkT9OSKUv8KVImamPPtbnS1tfj9mVk4WnYtqFFYU8fsTXsxNzBg57JZKl2eoLVBxczde5HK5eyZN1ul5lIklTLvxH5y6mrYNmE6oU4dhuC+qJoFF/bRKG9h09AZDLDrOFYhFrHm2h4y6st5yX80i7xCVNI91VIRGzOOcbkyme4mTqzrPpkgC/V3B1qfS15zIffqM0itzyStIUtlXdHV1MFCxwxNDS2UgoJGeTPNCnG7zrmeph5+pl4EmPnR2yIAR4OuIzU5jaW8nrSVJrmEL3sto6eZu8rxm1X5LIvbwQh7Hzb073CWWxQKxp3agq6WFhETl6H5YO4XN4gYvHszzwQP4OUBHZyQ985f5EhKCjeffaZd0KOuWULo57+wfvQgVgzuqNWPTslh3e8n2P38PALcOtYjhVLJgJUb/+8aV4C9MXf47GgUA33c2LAkvMsOFgD7EpL44OQlRvl58e3sCSr1TQARGZm8cPI0fZwc2TJjWvtuCuBWWQmLTx/CTE+fvZNn42LaESKJKc3lmStHMNTW5fdhs9p1iAEKm2p47vo+skQVLO0exnO+w9HV6nAC5EoFBwqv8Mf98ygEJRMc+zHfbXiXRrYNMqWM3KZCcpsKaJA10ShvpFHejFxo7dRgrmOCha45lrrm2Ovb4mns9qcF4JWSer7JOEJcVSr+pq58HLhIzbAezU/krcTjTHIO4Is+01UW8TWXj3C55D4XJ69sdzIEQWDCwR20KBScn7ukfeJnVlYx4Y8dvDtyOAt7B7f/j2/OxbA9/jYJb65V6TLy5p5IbucUE/nOMpXfU1Bey/S3tvHhsnFMCFXvdJNTUMWCl7ez9ukhPDW5n9rxzlBSWscfO2O5FJ2GQqFET08bJ0cLXJwtcXK0QKFQImoQ09AgQdQgoai4hpqa1l2fjo4WXp62DBzgxeBB3ri5/jkTV6FUEn0ti62H48ktrMbNyZIlM0IYOdCnU6PSLGnhYFQSO8/epK5RTG9vZ5ZOHMCAHl03YM8uq+LY9RRO3kqjtlGMoZ4OQ3p4MD7YhzBft8c6pv9qSGVyIhMz+CPqJjnlNfg62fLBnNH4Of9j5L2/E/cKylj12xEM9XTYtHoG3Wy7fl9v5RezYscRHM1N2bF0FpZGqk5ednU1T+07iJaGBrvmzlIxsFXNTcw7cYACUT2/jZuisoMtaqxn8aX9FDbW8WXoRKZ060ilNMmlvHnrGOdL0wiz9eTT3lOx0VeNxESX3+X7rONUSUX0tezOUo8xagbtUSgEBblNhZSKy6mT1VPbIqJOVo9SUKKpoYmxliHGOsaYaBvRzcgVL2P3LkmZbZAqZOzOj2JPfhSmOoZ8HrQUbxPV1ExaXSmLYv/ARt+Y3UOWqXA8fk2J54vEaH4fNosRzh0bmPdjL7Er5Q6X5y/HyaR1PZIrlYT9sol+zk78OCW8feyVzFxW7TrGtsUzCPHocFSOXLvH+wfOE/n2MjUn6o1fT/H5mvD/u8YV4Oj1e3xw4AK9ujny0/KpXeoPA+y8lsinEdGM8+/OVzMnqLH+TqWls/70mU4N7N2KMhaeOoS+tjY7J82ku2XHwpleW8Gy6IPUSsR8P3gKo5w7KOXN8ha+SI7kYP5tfEzt+KLPdLzNVD24ckkdO/MuElGSgIDAWPs+PO0+AmfDf36ZhCAInC5N4Oesk8iUClZ4jmOGyyAV8hLAlfIs1l7bQ3/rbvwSOr+9pAjgQlEWK6IP8VLQEJ4NCGv/PCr/PksijvDV8HHMeijvsSH2Kr9cu8HV1SuxecibX/D7AaRyOQdWzVc596pfD9MoaWH3C/NUPhc1SRjx/M+8OHsoT43pnD3+zHv7qahuYP/3S//SDqiyUkRSchGZWWUUFtVQVFxDSWkdOjpamJjoY2pigImJPrY2pvj5OODr44Cnh22XbN9H0Saov+PodfKLa3B3smTJzFBGhHp3+jvFUhkHo+6wI7LVqA7s6c6ySSGdhsOhNdcZcTudo9fvkVxQhramJkP9PZjcrwcDfdzU2vf9b4NSKXA2KZOvjkVT2yRm0bA+rB4TqtK0+t+JjOJKVv52GE0NDbasmYmnfddSmtfvF7J69zFcLc35Y/FMLB4h5mVWVbFg/6FODWy1uJkFpw6RVVPFNyMmMLl7B2+hXipm1eUjXK8o4OVeQ3nGP7TdwRIEgYP5t/g8ORJ9LR0+Dp7CCAfV1p0SRQvHi+PZnRdFnayJ/pbeLOo2ip5mjxcg+btwozqDDRnHKBZXMcquF2u7h6s59HmN1SyI2YqOpha7By/DwbAjNVfcVM/oE5sZ5ODOpmEdEbBqcTNhuzYR7uXLV8M7omhX8/JZdPAwP00JZ6x3xxr93cU4Nsfc4Pobz6g0B9l0/jo/nokj4YvnOn1fNDQ0/m8bV4DIxAze2H2Gnq72/LxiWpcSiQB/XL3FF2evMCHAhy+mj1MzsKfTM1h/KoJgR0e2zJymwjJLr65k4alDSBUKtk6YTp+HFD8qmhtZEX2Q5Joy3uw9kmV+/VQmaHRZBu8knkAkk/CC30i1cA1AhaSOvfnRnCy5jlypoJ+VN2Pt+zDIxr+9C8TfBblSwZXKexwsjCGlPp9gc09e8ZvZqUFPri1mcewfuBtbsX3Q4vbuEwDVkmbGntqMrYExR8ctQu+hnfnsY/soaqgnev5ydB9ECgRBYNSWbTiZmqqEhGUKBf0++Yk5/QLVShimf7kDV2tzNi6drPK5IAiErNrIwnH9WDtdvS8lwMW4DN7ZeIqvX5/GwN6dh7+eFI/W0/5PIJMriLySyo6jNygur8PT1ZpF0wcwPKRzoyqVyTkUlcQfZ25Q2yAm1N+NFZNDCfTs3KiW1Taw7+odDsUnIxJL8bSzZNqAnkzq64el8ZNJLwK0yOXk19SRW1VLaV0D9WIJIokUkVhCg0SKlpYmulpa6GproaulhaWRIc4WZrhamuFsYYadqfHfEs4VNUv45sQVjt5Iwc3GnPdmj6avp/Off/FfgJyyalb8cgiFUmDT6hn4OHUd+o/LyeeZ3cfxsLZk6+KZKh10ALKqqnl6/0E0NTTY/YiBFUmlLD9zlITSIj4cPJIFPTuiPVKFnNevRXAsN4Up7j34LGQCBtodEbz7DZW8cvMwafVlzHbvw8v+o1XeXwCxooVjRXHsyY+iXtaMu5EdEx37Mda+jwpT9+9ChqiIPflRRFXcxcXQhhd9ptLX0lttXJm4nqevbEWskLFr8FK6mXSsTYIgsDz6IHFl+ZwPX6lCoPz6eiw/3b7GhblL26VsAd6IPEdERibXn1mFvk7HPVq87RANEimH1zylcv7PjkRx6lYaVz95ptPr+K8wrgDnk7J4bWcEvs62/LR8KhaPYUhuiUngm/OxhAf58unUsWoGNiIjkxdPnqaXowNbZkxrb6YLUCiqY8GpQ5Q1NfLT6HBGunfQwZvlLay/epKzhZmEu/nxacj49lpPgBppE+/dOcnF0nSCLJx5O2gC/ubqi2S1VMSRojjOlt6iQlqHoZYew2wDGWjtR7CFJyY6T75IPopySS0RJQmcKL5OdYsIRwNLnnIbwUTHfp2Gjm9V5/Pc9X0Ya+uxe8gylfCSIAisunyYyyX3OTFhSTt7EVpF+mce28u7YcNZGtixq7xXVs7Unbv5ZOxo5gR2kJaSi8uY/dteNsyeyLieqi/akHd+YXSQN+/MHMmjGLv+V4b08uSthaPVjkGrMZv+zGY8XKzY+PbMfxtJpqFJwtHzSRw6c4eq2kZ8PexYPCOEQX06F9SXyxUcv5rC76euUVHbSH8/V1ZNGdjlTjU5v4wdl29x4W4WggAjAjx5akgwvbs5/ek1S2RyUkrKSSwoIbGwhOyKaopqRSgfWh80NFrbN5oZ6GOsp9tabqNQ0CJXIJXLqWuWIFcq28cb6GgT5OJAf3cXQjxc6Olkp5aK+Su4lpnPBwcuUFIrYt2EMJaO6Pe/gvCUX1nL8l8OIZbK+HnlNALdHLocG5uVxzN7TtDd1ooti6ar1HKDqoHdPnuGSq9RiVzGs+dOcSE/h+f7hvJC34Equ9SfU+L55s5lfMxt+WXoNNxNOoxKi0LOd2mX+CM7Dmt9Y17rOZbxTj3V7l+zXMrF8jucLrlBqqgALQ1NBlr3aF93HPQt/8f3vK6lkYvlSUSUJpDVUIyepg5Puw9nnttwlShYG6qljSyO3U6ZuJ4/Bi1WWye3Z9zk/YTzvNt3FEt8O1I+IqmUsF2bGOzsxs9jO5zxFoWCkJ9+ZYSnB19P7CAtyRVK+n/6E9N79+TticNVzvHS9tA6plwAACAASURBVFPklFVz7LVFnV7Tf41xBYi6l8MrO05jZWLIt4snPVZs+7fLN9h48SpDvbvx7eyJaiziMxmZvHgqAg9LC7bMmIajaUe4oqq5iSUPmGhvhg5lWWCf9kmnFAR+TYnnm6QruBiZ8f3gqQRadbxwgiBwsvAuX6Wco1raxFSXIF7oMRJbA3VihFJQklSXy9nSW8RWpiCSNwPgbmRHgJk7PcxcsdUzx1rPFCs9U0y0WzVG5UoFYoWUZkULFZJa0kSFpNYXkCYqpFRSA0B/S29muAyiv5WPWgi47XfuyLnGNynncTQ0Z9PAp3E1Us0tteU73uo9kuU9+qt8d87x/eTUVhPz9Ip2nWaAd85d4PC9FOLWrFRhZrc5PJdfXoGtaYe3LGmR0//1H1g7LpRVYzpUWtow970dONmY8c2zU9SOtWH/6Vt8tz2alXPDWDxd/X/8M1FZ08D+07c5duEuzeIW+gW4Mi+8b5favwqlkrPX0/ntRDzFlfUEejrwzLQw+vq6qo0VBIH4zAJ+v5hAQnYhJvp6TA/pybxBvR5LtFEolSQXlxOdcZ/4nAJSSyvaDaOrpTk9HG3pZmWBh40l3awtcDI3w0Rf97E7UblCSZmogcKaegpr68gqr+ZmfjHpZa3dR4z0dBnt58XsvgH0cnH4Hy3SzVJZaw4sMaPL+fDvQFF1PSt+OURFfRNvTB/GzFD1TlNtuJyZy3N7T+JsYcrmBdNwslBVRcqqqmbRgUOI5XJ+nhpOqGvHc5crlbwWfZbDGSlM7e7HZ0PHtOt0A1wuuc/zscdRCEo+HTCecHdVHkJybTEfJp0ipa6UPlauvBEwXqWbzMPIbSzjdGkCF8puU9PSCICdvjlB5h54GNvjYmiDrZ459gYWmD4gSCoEJXJBgVQpo7C5kpyGUrIaS8hpKCG9oQiFoKS7sSOTnAYwyi4YE53ON0Dxlfd57eYRGmQSfgt9iv42qiU78WX5LLy4jyGO3dgyTFVg4qvrMfx0+zqnZi6gp01H+u1kWjovnopg68zpDOnm3v55YkEJ87fs59vZExjfU7W8asH3+9DT0WbLmpl0hv8q4wqQUljG+j9OUd3QzLuzRjG5nzrRpQ37E+7y4alL9HCw5denp2L1SNjsal4+a4+fxEBHh83Tp9LTvuNhNctaWH/xDJG5WUz37sEnQ0arTPQbFYW8GHuCSkkjr/QaxjK//u2EHoAGmYTNmTFsz7mGtoYmS7wGssAzBDPdzidci1JOSn0+yXV5JNfnkVKfR6NcojJG50FJjuwBselh2Omb08PUFV9TF4baBuBo0HWOqFEm4e3E45wrSWOkgy+fBE/B9JHfFVWczbKog0xy8+O7QVNUJvjB9Hu8EhXJp0NHM79HhxRZnVjMoF83M8nPh8/HjVX5f4u3HaKuWcyxtQtUPs+tqGHK59v5ZP5YwvuqP8vnNhymvknCjrefUjvWBkEQ+PDHM5yNSeP9dRMYM8ivy7F/BwRB4E5aMUfOJhJ9IxsEgZEDfZg/uR/e7p0TcwRBICbpPj8djSWnuBpvFxuemRbWKftXqRS4cDeLLRcTSC+uwNbUiIXD+jAjJKBLzkGLXM7lzDwupmcTk5VHTZMYLU0Nejk70NvNiV4uDgQ5O6i9A/8oapvEXM8tJDY7n8iUTJqkLXS3tWJ23wDCg/wwM/jztnsPQ6kUeHf/OU4kpPLCpEEsHfFkRLV/NuqaxLyxO5Kr6XnMCg3g9WnDuyyFSsgr4tk9J9DV1uK3BdPo4aA6J4rrRSw7fJT82lo+HTeGaf4d814QBH68fY1vb1zFz9qW38ZOViFYFjfV83zscW5VFjPLM5C3+4zEVLfjHisEJUfzE9mQepG6lmYmOQey0mcwniadh7QFQSC/qYLbtdncqbtPSn0+ldJ6lTFaGpooBaGdJfwwjLUN8DJ2wN/MjVH2wXgad72zlykV/JQezebMGLoZW/N1v5n4mqlukO6LqpkeuQNbA2MOjV2gcm1FDfWM3LuNcR7dVcr+AGbs2oNIIuXsssUq6/APl+L49fINrr62Wi1UP+r9TYT5uvPB3DF0hv864wpQ2yjmlZ2nuZFVyNNDglkfPqRLybKo9BzWH4zA1sSITQumq2lLZlZVseLwMWrEzWyYNLG94Btad6nf3Yzj+5vx+FrZ8OvYKbiZdXy/Tirm9WsRnC3MpK+NM5+HTGhvHN6GoqZavkk5z9mSVAy1dZnl1odFXiEqWr2dQSkoKRHXUCUVUd0ioloqorqlAQ00MNTSw0BLFwNtPSx1jfExcVYjCnSFhKo83k08QVFzLS/2GMUSr4Fqi3tOfTXTIrfjamzOwbELVHI8NeJmRu7bhqe5JQemzlWZyJuuJ/DllRhOLVqA70N9FJukLYR+/gsLQ3vz8pjBKueKy8hn9W9H2PbsLPp4qOfaPvzjLHHJeUR+s+qx19Uik/P8x4dIzSrj+3dnEuT79+ftmpqlnI/L4HBkIjkFVZgY6TNpuD8zxgXjaNv187ydWcSPh2O5m1OCq505q6eEMaqvt1q4WBAELiXn8PPZeLJKq3C3tWDJ8L5M7OPbKeNXEARuF5RwMimNyJRM6sVSzAz0GdLdnaE+HgzycvvLxu0fQZO0hYh7GRy8mUxycTkm+no8M3QA8wf0UiuPexwUSiVv7I4kMjGD16YO46khwX/+pX8BFEolP0bE8fulBIK7OfLNoklYm3YuipFVUcWqnceoF0v4bs4kBnV3Vzkukkh45vhJrhUU8kLYQNaGDlB5Dy/l5/D8hQi0NDT4fvQkhjwk7ydTKvjubiy/pMRja2DMJ/3HqTBpAUQtYn7LjGFfbgIShYzRjj1Y5T24XXyiKwiCQL2smXJJLWWSWsoltdS2NKKtoYW2phY6mlpoa2jjaGCJl7EjdvrmTxSlKG6q5ZVbh7lTU8QMt2DeCBiPobaqo1gnFTMtcjuiFglHxy3C1aSjdlgQBBafPsyN0iLOz12ioklwp6SUmbv3qlUnAMz5bS+amhrsXTFX5fMWuZy+r/7AM2NDWT228wjJf6VxhdYw1TcnrrA7JpEB3V34auFENfm8NiQVlrJm93EAfn5qCr0eaVVX2djEqqPHSC4r560Rw1jUO1hlwkTl3+f5C6cB2DBygkoeVhAEjuTe4+ObF2iWy3guIIxV/iHtnRzakFlfzu9ZV4koTkYDDcJdApnt3pdAiz/Pmf0dyKgvY0PqRa6UZ2FvYMqXfabT19pdbdx9UTVPXdiLTKHg+ITF7WIRbXjp0hlOZKVxetZCvB9iVMuVSoZv+h1XczN2z1UVdbiUnsPaPSf4Y/FMNTWbQ/F3+fDgRc69sxx7C3Vhh1+PXWXr6RvE/fp8lw5UG+obxKx8ey+iRjGbP5mPs/1f643bGeRyBdfu5HE2JpWYm/dpkcnp7mbDzPHBjA7zRf8xAifpBRX8fCSWuHt52JgbsXJyKOED/dUaoQuCwJXUXH6KjCe9uAI3GwvWjA1hbK/OSVC1zWIO37rHgZvJFNbWY6CjzSg/L8KD/Aj1cP3T+/SvQEpJOd9djCMmKw83K3NeGzuEYT4eTzzXZQoFr+6I4GJydpdRjX8Xzt7J4J195zA10GfD4nCVGsmHUSFqZNWuY2RVVPHB5FHM6K3aZKJFoeDNyHMcS01jmn8PPh4zqr02EyCvvpbVkcfJqKni5f6DWNN7gIoze7e6lFfjT5NRV8m0bj15t+8ozPVU18AaaRM7cq6x5/4NGuVSBtl6McMtmOH2Piplg/8sVEka+T3rKvtyE9DW1OSDXuFMcFYX1ZHIZSyJOsDtymJ2jZrX3sCgDUcyUlh/6QzvhY1ob7jShhdPnSYqJ5fYNStVCKq1zWLCvviVtcNCWTtc1YDmV9YS/tkffDxvbJfRz/9a49qGYzdS+OjgRSxNDPhk3jj6d+9cHSSvupZVO49SLmrk/fCRTH1Egk8sk7H+VATns3OY7t+DD0aPVAkDF4jqWH32BKlVFawI6stL/Qeh/9CLUClu4oOb5zmdn4aPuQ3v9xtDiJ16Hq24qZY/cuI5nH8biUKOi5EFk5wDmOQcqMKW+zugFJQk1xazLTuecyWpmOros8J7EE95DEBfS90oJFWVsDz6EIIgsGvUPHwtVMNZF/NyWHbmKM/2DlEp3IaOnMfPU8IZ463a/eLd4+c5nZxB/Otr1HYwG0/FsCP6NglfPtepITkWk8zH289z7LOlONv8uURbUVktK97aQ7NYxotLRzA6zBejLjrQdIVmSQuJKYXEJ+Zy6VomdSIx5iYGjBzow9jBfvh3f3xOsaiyjl+OXuXsjQxMDfVYPKE/s0f06rQJ882cIr47HUtSXinOVmasHhPChN6+agZSEASSi8vZeyOJiHsZtMgV9HN3ZkZvf0b5eamUGPwZmlpaqGxqoqqpmcqmJhqk0tYuLdAuzm9rbIyjqQkOJiYqC/5fxZXMXL6IvML9qhpG+nry0ZTRaqUqXaFFLmfNpmMk5ZVw5JWFuD7B8/9XIbOkkue3nqCivon14YOZP7hXp3OiUSLl+f2niMspYFFob14aM0iF+CUIAj/EXeP7uHiCHOz5YfIkFf5Hs6yF16PPcSI7ncHObnw1fBz2DzXHkCrk/HQvjl/uxWOmp8/6wCHM9gpqVyxqg6hFzJ7cG+zPvUm5pAFTHX0mOPck3DmQIEvnv9Qo/UlQ2FTDH9nxHMlPRKZUEO4SyLO+w3AyUnd4K8VNrL58mMSqYr4NC2dqN1UnpFBUx6RDu/CysOTg1HkqDkZxvYiRW7ayILgXb40YpvK9E0lpvHY4Uk20BiA+I59Vvx1h6zOz6OvVeZTrv964QmvR9xu7IymoqmXZyP6sGRvSKXOxpqmZ9QciuJ5byNwHJSEPL/ZKQeD7q/H8FH8Nb2trfpgySYUyL5HL+Dguml0pSXS3sOKbEeMJtFV9aOcLs3j/5jlKmkSMcPLi1eBhKizbNjTIJJwrSeV0UTLXK3MRABdDC8LsPOlr5UY/a3e1wvAnQYtSzs2qfC6UpnGpNIMKSQPG2no85dGfRV6hKgXaD+NcYSbPxx7HWt+IP0bMUQtvFzeImHhwB44mphyZNl/FsZDK5Yzd+gfGurocX/i0ipGUyuQM+WoTQ3268eWM8TyKdb8fp7CqjqNdMPbaVJq+XjuZYcFP1tkm4345P++JIeFuPob6Oowe5MfUUYH4eKgryMgVSkor6skvruF+YRU37xWQlFaMTK5AX0+bkKBuTBjmT0gvd7Ud56OoETXz+6lrHL58Fy0tTeaP6s3CcX0xMVQPzWaWVPF9RCxXUnOxNTVi9dhQpvTvoTZvlUqB6Mz7bI5J4E5hKYa6OkwO8mNe/yC87R7vjMkUCtIrK0mtqCS9opL0ykoyKqsQSaVPcBc7YG1oiLe1Nf1dnBng6kygvf1fMrgyhYId8Yl8fykOe1Njfn16Kt2sn6xvbkV9I1M+305wN0d+WjH1fwWDuA11TWLe3nuWK6m5DPX34MM5YzqtYpApFHwReYXd1+/Qz92Zb2dPUFNzOpuZxatnzqKrpck3EyeokHIEQWBP6l0+jotCR1OLj4aMYrKXr8q9SK0p572Ec9ysLMLLzIo3gkcw3Eldp1ohKImvuM/xwjtcKElHqpRjoWtIf2t3Qm09CLHxwMXQ4i/fZ8UDRz6mPIvY8mzu1ZWgranFZJdAlnUPU5GIfRipteWsiDpEjbSZb8PCGe/6SK2uXM7Mo3vJF9VxauYClbQctJbfHE9N4+KKpe09dNuwYscR7lfVcv6FpWopmN1XEvniWDRRH6zsUu/6/xvXB2iWyvjiWDRHr98j0M2Bz58ej7OVeh5MrlCy4UIsW6/eIsjZge/mTsLOVLXWKyY3j/WnI2iRK/h03Bgm+qqyzC4X5PJa9Fkqm5tY23sAz/YJba/zhFYj/EfGLX6+F0ejTMoMjwBeCBqsFmJtQ6WkgQslaUSVZZJYU0CTvLXTiLOhOW7GVjgamuNsaI6ToTkGWroqxIJGmZT8pmryG2vIb6rmfkMVYoUMAy0dBtt5McLBl+H2PpjodJ57UwoCv6fd4LPblwi0cmDzsFntvWzb0KJQMPf4fjJrqjg5cwHdzFW9z9+u3+CrK7Fqep4AZ1MyeWH/abYsnE6YlxuPYuInW/FztuXrRZM6/X3NkhaGPvcjqyYPZHn4k7NHBUHgXlYpx8/f5UJcBi0yOfp62ujr6WCor4uBvg4KhZKisjrkio4SEw8Xa0J6uRPSy51AX6cnat3WJGlh19mb7D53C6lMzuRBPVk5ORSbTqQGy+sa+eHMVU7eTMVYT49lI/sxb3AvNfUxmULB6eQMtsQkkFNZg5O5KYsH9mZqrx5q/Scfvubs6hri8vO5ml/A9cIimlpa55KRjg4+Njb42ljjYm6GtZERNkZG2BgZYqKn19rxBgFBaM3pVTQ2USpqoKRBRFG9iHtl5aRXViIAetpa9HVyYmZAT8Z093piQ5tYUMKze08gVyj5fm64WoqgK+y8fJuvjl9m45JwRgT861oHPgkEQWBPzB2+PRmDhbEBnz81vsud0ImkNN47cQFTfT02zJ5IbzdVpaK82lrWHjtJZlUVa0NDeHZgiMoONK++lvUXz3C7vISJnj58PGQUFvodxlwQBM4VZvJ5YhR5DbUMtHfj5aChBNt03qyiQSbhSnkWMeVZXKvMpULSAIC5rgFuRla4G1s9WH/M0NPURltTC20NTbQ1NamWNFHcXEeJuI6S5npS6koQySRookGQpTOD7byY7hrcaZVEG84VZvLi1ROY6uqzeehMFfW7NrwefZZ9aclsGT+NUQ+l4wBSyyuYunM3C3sH8/aIYSrHKhoaGf71FlYM7scLo8J4FB8dvMC5pCyufLS6S0fi/xvXRxCZmMGHBy8A8O6sUYzrortF5L1M3jp2DgMdHb6aOZ5QT1WjUCJq4PmTp0gsKWV+UCBvDB+qEiaul0r48GoUhzNS8LOy4fNhYwiyVc3l1knF/Hwvnu0ZNxEQmOLuz/IeAzrdybZBrlSQXl/Gzep87tYWU9xUS1FzHbUtzV1+RxMNnAzNcTO2xN3YmoEPPNDOQr8P476omjevRXK9ooCxLt5sCJusQl6CVuP7woXTnMhO58fRk5jkpepZVjU1MXLLNga4OLNp+lS1c6zdc5zk4nKiXlquFvYVt8gIeeNHVo8JYc3YULXvtmHam1vxdrHhizXhXY55HESNEi7EpVNSXo9YIqNZ0oJY0toVxsXBAjcny9Y/R0tMjZ+cACSVyTly+S5bT1+ntkHMyD7dWTMtDHd79V1Zs1TG9uibbIu6iUIhMH9wL5aP7I/ZIx055Aolx5NS+Tn6OiV1IrztrFkxuB/j/L07zaUKgkBKRQUR6RmcTs+kWCQCwM3cnDA3Vwa4utDTzg4XczOVcNr/BHViMQlFxdwoLOJCdg6F9fVYGBgwK8CfOYGB7V2nHofi2npW7z5OXlUt74WPZGYf9Wb3j0KuUDLn2900SqQce23RY2VQ/11IK6rg1Z2nKayqZ+XoAawaM6DTNEd6WSXP7ztJSV0DL48ZzMJQVX6HWCZ7oI+bSl8nJ76dNF4lTCxXKvntTgIbE65iqqvH22HDmdrdT+V/tCgU7MlK5PvkWGqlYgbYurLaP4Shjl3nvAVBILeximuVuWSIyilorCavsZryBwa3K1jpGeFoaI6niQ2Dbb0ItfXoMjrWhkaZlI13Y9madoNAKwc2DZ2JraG6I7ov9S6vXz7H2t4DeGWAKhFSEATm7ztAdnUNF5YvwUxf9T1qExOKWLeo0yjJoh/2A7D9uTld/s7/b1w7QXFNPa/vOkNSXinTB/TklSlDOy1hyKms5vl9p8itquWZYQNYNWSAygImUyj4JiaWLQm38LSy5JsJ41XKdQDO52bz1pXzVDY3Ma9HEK8MGKTiTUIrfX5z6nUOZN9FrJAxxKEbS/36MdjB44kXvCa5lJLmelqUHYL+GoC+lg7OhhZ/iZwgkcvYlHqdn+7FoaelzVt9RjLbM7CTDhgC78VcZGfKHV4LGcya4AFq/+vNs+c4ci+ViCULVULo0BqGH/rVZhaGBvPKWPUemalF5cz9dg9fL5zImF7qCi5teOXnE+QUV3Hkk6VPfI3/TLQJQGw5GU9lXRN9fV14dvogenqoMzEFQeD0rXQ2no6lor6RMUHdeWHSYLWoilIpcCYlkx8uxZFfXUeAkx3PDAthqHfnQv2FdfUcuneP0+kZ5NXWoa2pySB3N0Z39yLMzRVns8ez0f9RKAWBq3n57Eu6y4XsHBSCwERfH14fNkQtPPcoGiRS1h84TWx2Ps8OVyebdIZb94tY8uNBVo4ewLPjB/5dl/G3olnawieHL3HyZhp9PJz4aN7YTqNnIrGEN4+d42JaDmN6ePHB5NFqZSLHUlJ57/xFtDQ1+WjMKLXoWVp1JW9En+NORSkDnVz5cPDI9raZbWiStbAv+w6/p92gtLkBX3NbFvv2JdzdT42p2+U1yVuokIiQKRXIlEpkSgUKQYmFriEOhmZ/6sA/DKUgcDw3hS/vRFPe3MC87sG802ck+trq/+NUdjrrLpwmzNmNPyZMV3NUjqem8dLpM3w8ZhRzg1TrjgVBYPovu9HR0lSTWm07PuSdXxkT1J13Zo1SO96G/3jjKpMryCiooKymgdJqEWXVImoaxLjamePraouvmx32liZ/OQcgUyj46Uwc26JuYm9uwgdzRhPirR6WbJK28OGpS5xISiPYxYEvZ47H+ZHC76t5+bx6JpKqpmbWhAzgmdABKmHghhYpGxLi2J58G2NdPV7uH8a8HuqkgjqpmN1ZiWxPv0mlpAlHI1Mmu/dgiru/Gnnon4F6qZgjuff4PS2B4qZ6Jrj68l7f0Z16jQqlkjcun+NA+j1WBvXljdChas/gcm4uyw4dZVnfPrwxfKja//gl+jrfX4rj5LML8bJVr7s9fC2ZDw5c4OQbi3Gz6ZrZu/1MAj8cjiHiqxXYdsIo/ldBEAQu3c7ipyNXKSivJdDTkWemDexUAAJadzOfH40iMbcEfxc7XpkylN4e6iG62Kw8vj4XQ0Z5Fd521qwbMZARvuq7DIVSSdT9XPbeSeJKbh4aGhoMcHFmoq8PY727Y2HwZEShvxvljY3sTkzi95s30dLQ5LmBISzq01vlHXkUcoWSd46f59idVL6eOZ6Jgb5djm3DS9tPtbbRe2/F37J7lUhlZBZVkppbRmp+OS0yBe72Frg7WNHNwRI3e4tOSWh/huMJKXx+JLo16jNxEHPCgjotu9p29RYbLlzFytiQz6aNVYue5dfWsf50BEmlZUzw8ea9USNUGoArBYE9qUl8eS2GZrmMJQG9ebZPCGZ6qoa6RaHgZF4Km9NukFFXiZG2LuNdfZjhEUB/O9d/OKLxZ1AolVwpvc+3STHcqykjwNKeD/qN6TJcvfPeHd6NuUA/B2e2TZyOkY6qI1BcL2LS9p14Wlqyf/4cNcN7I7eQRdsO8V74COb2C+JRFNfUM/7jrbw5YwRzw9SPt+E/2rhW1TWy7rujZBZWtn9mZKCLubEBpVUd8mxmRvr09nFmTD8fBgd6PLb84VHcyS3hnX3nyK+sZVZoAOvDh3S6iz19N50PTl1qNSrjhzGjt7/K4lYvkfDRxSiOpabhZ2PDx2NHEeSgulPJqK7k/dhLxJcU4mluyfr+YYz38FabvFKFnPNFWRzOuUtMaS4KQcDH3IYJrr4MtHcnyNpBrZTnfwpBELhdVcyerERO56cjVcgJsnLg9eDhhNirOxvQ6pi8eCmCU9kZrOsTwov9wtQW+lqxmAnbdmCmr8/xhU+p5d2kMjmjNvyOn70tmxZO6/Q8Hxw4z/mkLGI+XvNY5ym7uIq57+3g7YWjmTqk8964/0wIgsDV5Fx+Ox5PWn45Ho5WrJ0+iCFBnYfZ6prE/HgmjkPxyZgZ6fPCxEFM6eevtsBmV1TzZeQVYrLzcLU0Y92IgYzvqd6CrkEqZe+du+xMvENpQwN2xkbMDgxgdmDAn+4S2yCWycgT1ZFfX0u9VEqzTIZY3vonCGCur4+5nj4W+gZYGhjS3cJKpazhSVBYV89Hl6K4lHMfTytLPho9iv4uXdcbt8gVLN1+mHvFZexePgd/x65blkErs3rpTwf5YM5opg3483ByVyirFvHmpghScktRKFvXGCszIwz1dCiurG9fd7S0NOnn68KI3t0ZFuyF5Z+0NXwYpbUiPjhwgbiMfPp4OPHBnDGdsp1TSsp55dAZcqtqWRDSixdHDVJxHORKJZtuJPDD1XiM9XR5c/gwpvZQDQNXi5v54toVDqTfw1RXjzW9+7O4Z2+VNBa0zuOEyiIO5yQTUZBGo6wFRyNTRjh5McTBgxA7V0x0/7xR+JMiq66Kw/eTOZZ7j3JxI45Gprzaaxjh7j06NeiCIPD9rXg2JMQx0s2DH0eHq12DXKnkqX0HSK+s4uSip3E1V7+nK3ccJbW0ggvrl6HfCWfiTGIGr+2MYP/6px7bjek/1rjmldbw3MYj1DWKeWXecPzc7HCwMm3vAi+RysguriK9oIK0vHJik3Oprm/CQE+HwUEejOvvS1hgtycSD5e0yPkpMo4dl2/hYG7K+3NGE+LdSZlMnYi3jp7jem4hQ7278eGUUdiaqO7qzmdl8/6Fi1Q0NrGgdy9eHBSmok0sCAJnc7P4+kYs2bU19LC25aV+YYxw63whrpY0czo/jeO5KSRWFSMAhto69LN1IcTOFW8zGzzNrHA2Mnuia1UolWTUV3KroohblcXcrCyiuKkeYx1dprj7M697L/wtu5aNLGts4IWLEVwrKeT1kCGsDu6vNkYpCKw9doLo+7kcfno+PezUJ+iua4l8EhHdaW1rG2Z9vQsrE0N+XTX9sdckCAKTXt1MD3d7vlo7+bFj/24kpBXwy7Gr3M0pxdHalOWTQpgQ2qPT/KdCqeTItXt8H3GVRomUfu+bPwAAFY5JREFUuWG9WDMuBNNHhBxqmpr54VI8B28lY6Sry5phIczvH6RWplTd3MyO24nsvH0HkVRKqKsLTwf3YoSnx2N1fEVSKbfKirlRWsSd8lJy62spa2rsdKwGoKGhoaIz3Pa5l4UVgbb2BNnaM9DJVS3s2BUuZufw0aUoSkQNvDp0MMv69unSeapubGbWb3tQCgIHV83HpgvmJrTOgxlf7URPR5u9L6qH+54ElXWNrPzyADUNzcwZEUwPdzv8u9m3k89aZHIKKurIK60hNa+MqNvZFFbUoamhQa/ujkwI7cG4Ab5PtKMVBIHjCal8dewyMoWC5ycOYt6gXmrOk7hFxoYLsey8dodu1hZ8MWMcAU6q72hmZRVvnTtPYkkpYW5ufDRmpJphSa2q4OsbsVzKv4+toRHr+oYy2zeg0wiCWC7jfGEmJ/JSiS/Pp1kuQ1tDk2AbJ/rZOONtboOPuQ0eplaPjUC0QSkI5IpqSK4pJbm6jOvlBaTUlqOlocEwR0+mewQw0tlLpfHHw5ApFHwcF832e4lM9+7BF8PGdjrHf4iL57ur8XwzcTxTeqgrsaWXVTLt5108P3Igq4eqp7EAvjgazeFrycR9uvaxNeH/kcY1KbuE9T8cQ0tTk++en4af++M9VmhduBIziziXkMnFW5nUN0pwtTNn/ug+TAjxw/Axreja0LqLPUt+ZR2zBwby4qTBartYpVJg9407fHMuBn0dHd6dNILxPb1VFocGqZRvY66yK/EOtsbGvDtyOGO6e6mMUSiVHM9KY+PNOApE9QTZ2rOqVz/GdOuuFi5uQ51UzPXyAq6W5RFfnk92fXX7MV1NLdxNLLDSN8JAWxsDbV0MH+QqqiXN1EibqZY0UyluRKJozcva6BvRx9aZoQ4ehLv3UAuvPIoLeTm8EhXZWnI0ZDQzfPw7HbcxNo4f46/x5vChLO2r3gpOKpMzeuNW3CzN2bF0VqcLa7NURthbP7F8ZH/WPkEO7ZMd5zl3I4MLG9d0KTv3d0EQBK4k3Wfn2ZvcySrGzsKYpZNCmBzm3+W57xWU8cnhS6QUltPX05nXpw3H21G1/EChVLIv4S7fX4yjqaWFuf2CWDssRK3us7q5mV+u3WBf0l0kcjlju3uxOqQ/AfadO0VKQeBOeSmR9zOJLS4graoCAdDW1MTf2hZPc0u6mVvgbmZBNzMLLPQNMNTRwUBbBz0tLQRaUxt1Egm1EjEVzU2kVJVzt6KMuxVlVEvEAPhb2zKlux9TuvthZ/T4bipNLS28euYsZzOzmNLDj0/Hju6SVZxWWsFTW/bjY2/D9iUzH9t/tq2E4tDLC9Tu75+hRtTMyi8PUFHbwI/rZ3TZeehhCIJAdlEVl25nceFmJrmlNZgbGzB9aCDThwRgb/XnymhldQ18dPAiMWm59PZw4oM5oztNg8TnFPDm0bNUNjaxcnB/Vg8doFYquDsxia9jYlEolTw3MITFfXqr3dcbJUV8eT2Gm2XFOBiZsCSwN3P9AjHV63xX2qJQcLuyiJjSXGJKc0mrrUAutDLotTU0cTY2w1zPAFMdPUx19THW0aNFKUfUIkXUIkHUIqW4qZ4GWWuJl76WNj0t7Rnv6sPkbv5Y63ftMAFk11bz4sUIkivLWfEgBdXZzjY+v4BFBw8T7ufLNxPVy/oAXth/ipisPC69tLxLdbL5G/agp6PNtmdnd3q8Df9xxrW2oZlZ72zHxFCPH16c/kTCAI9CLlcQfSeHHZEJpOaVY6inw9gBvswZ0Qsv566ZuNDqJf54Jo5dV25jY2rMa1OHMSrQS80A5FbV8Prhs9wtLmO4jwfvTBqBg5lqCO5OSSlvnztPemUVA11deWP4UPxsVc8vUyg4mHGPXxNvUCCqx8nElMU9g5ntF6CWG3kUdVIxOaJq7otqyKmv/n/t3WdYVNfWwPH/tkcBIxYUKQpW7CKIvYBiiyXWaExs1xRjmt48UW9y1RtNYsqbokZTNFdFE2OPookoiAUBpakISBNQUaJUYYBh9v2A5EVnBjEiE3H/PokPz7DYnHPW2W1t4rJukpGfh6ZIS662oHhID7CsXZeGdepiWbsujZ6qR0dLK5wb22BTr3655qozNHksP+nLrphInBo14WuPUXcd5VTappBQlh/xZULHDnw4bKjBz1/je5rVvgFl9lpPx1xm7rpdrJkzln5OLQ1+T2nHw+N56+s9rJg7Ak/X+8/P/RVSSo6FxfHtvgBiktNo1tCCaUOdGde/k9HzUW9rCvj64Em2nQijkXk9Fozuz/BubfXa5fyVVJb+eoQLV2/g5mDLkhGD9OahbxcUsOHMWb4POkOeVssYp/a81NOFVg31e4xSSoKupXAwPoZD8ZdIvZ1DzWrVcGlmg2szG1ytbejWpJnesNpfaZOU7CwOJ8ay99JFwm+kUk0IBts58LZrH5waGR9W00nJ2oBAvjh5Cjc7W9aNG2N0qLlky9acvj1YcE+JzNLSc/IYvHQ9Mwe78PoI/S0WZVm0/gD+YbF8/dZ4urd58PKYUkrORiezzScU//A4AFzb2zPd05meTvZl3mtSSvYFR7JqzzHytVrmDunJzEE99F7WsvI0rPD2Y1/4RRwbW/KfMUPoZnf3S8C17GyW+RzFJzYOu6frs2jgADxa3b2nVUqJX1IC34YFE3A1GbOatXjOqTMzOnX/83BxYwqKikjIvkVMRhpRGWlczk6/k0SLE2l2YT61q9fAolZtLGrWwaJWbazqmtO5YTM6WTalVf1GRjsQpWm0Wr4JDeSbkCDq1arFhwOGMMzB8MLG4JQUZu/YjbWFBb9Mm3LXaGGJwPhkZvy4g3kD3XhtsOHdB1l5Gga8t45Zg12Yf5/r57FLrovWH8AvNJYt703DsfnDVSSSUhIRd409x89xODgaTYGWfp0dmDHC1ejRXSUiLl/jgx1HiLqSxoAODix+dhDNGtx90WmLdGwKCGG1bwBCCN5w7820nl3vGp4tLCpiW3gEX50MIFOjYUKnjrzVtzdNzO5+sy/S6fC5HMeGiLMEXk2hbo2ajHBsw7g2TrhZ21bI2ZgPKkOTx6bzYWw8F0J2QT6vdnNlnrOb0aGbbWERvHfYhyGtHPlq9CiDwzZxaTcZt9aLIU6t+GziCKM/+6PdvuwMOIf/B6+Ua3GKTieZumwzBVot25fPqNASf1ptET5nL7H5tzNEJ93AtsnTzB7lxrCe+pWSSjsemcAHO4+QmpHN5N5deH1kH709qLfzC/jC5yRbg8KxrPcUi4YP1BsJKSwq4qfwc6wOOM3N3Fw8W7fi7X59cWyo/4KTrsljZ/QFtl4IJz4zndrVazDArgXDHdow2N7hvi9sDys+4xY7oi6wNTKczHwNE9p1ZIFLn7uqBt1rb+RF3vE+hJNVE36cOF5v20SJ9/YeZlfIBXa/+nyZBTJmrN5Obn4h2xcYP8zhXhcTrzP9Ay9mjezJq+MeLCkbcvWPTA4ERLLrWARpGbdpa9eEF4b1wN3Z8JapEmlZOazac4zfwmJwtLLk/UkedGupv7DHLzqe5fuPkpqVzRSXLrztoX9tHU9IZIXvMWJv3sTNzpYlgwbqvdwDnEtL5buwMxyIi0YnJX1t7BnftgOeLVs/9MvXX6HV6fg94RKfBp0kPuMWY1q351+9B9K4ruEeblByCnN27qapuRlbJk/Ue7ZC8bGKY9ZsBiR7571gcK4ViktX/nOTN5vmT6Zry7JzxGOVXFNuZDB28QbmjOrJy2Mf/gIvLTMnj+2+Yfx0JJTMHA3d2zRn1sieZb5Raot0eB0PZc2hUwgE84b1Ymq/bno3x5X0TJbtP8rxS4l0am7F0tEeeiddZGo0rAkIZHNIKDWrV2dWj+7M7OFs8EFyPu06m86H4h0XQ05hAU3rmTGmdXtGOralY2OrR75671pONj9EnGHrhQhytYW42zuwwLVvmb2QX86dZ9Gh3xnk0JI1Y0cbnIfR6STTN2wnLu0WB+a/aPQEFiklI1ZswLFpQ1bP0d8ba4xfaCwL1+zjXy8OYWy/h1/YlJ2rYbf/OX4+Esr19BzsrBowc4Qrw93al/mAvJWTy6o9x/AOicLBypKlk4YYvFFPXErk/X0+pGZl85xLF9706IP5PQ/IgKQklvn4EnvzJq62Nvyzf1+6Wet/1vm062yIOMv+uGgKiopwbmrNNKcueDq0vu9w/6OQma9hbUggGyNCqFZNMLdLD17u5nrX8YOlHYmN47W9v9K9uTUbJ443eP2k5+Yx/MuNODWz4ocXnzV6337vE8RX3ic5unSu0cL595r3+U6ikq6zd+XsP9d1VISCQi0HA6PYdCiYy6npNG9cn5kjXBnVy6nMil7+kfGs2HmUa+nZTOzViTdG9dWbm7+dX8CXR06yJTCMJuZmvDtsAJ4dWt/VLlqdjm1hEXx58hSZGg3PtG/H/N69aGmpP+x8JTuL7VHn2Bl9gZTsLMxq1mKkY1s8HVrRy9rukSfazHwNP188x3/PhXAlJ5sW9Z9mWV93BtgZH7k6nZTMP3btxtrcgi2TJ9LYzPDf+/PDJ/jueDAbZ4zHzcHw6n2AxV4HORGViO+yl+7boXmskuuP3kGs3nWC/R/PKddcxV+Rl1/Ibv9zeP1+huvpOXRv05xXx/Wla2vDy74Brt7KYuWuo/hHJtCueRP+Pcld76xYKSUHz8ew0tuP9Nw8Jrt05vXBvfX2pyWmp/Op/wkOxVzCvHZtZjh3Y6ZzdywMJFmNthCfxDj2xFzELzkBrU5HgzpP0dfGnv62LehnY19mj+BBpGRncvRyPEcS4zh1JQmdlDzTqh0vd3OlXUPjQ+lSStYHBfOZ/wn6trBn3bgxRufOtgWFs3z/UT4cN1SvdnNpsal/8Oyqzbw3wZ2JvY2fjWkolhkrt/FH5m12r5hZrupJ9yqZuz94OorDwdHk5hfSo50t04Y406dTS4MHm5f++QfORrFqrx85mgL+4eHKbHcXvTnCzDwNHx86xu7QyDKH9j7y8+dAVDQ29S1YMmig3tAeFB9K//XZAI4lJ2JWsxbj2jgxtUMX2pfxNyuJNSkng8j066TmZnPtdjapuVmk5uVQqCuiGuLPOsJmNWthZ9YAe/MGtLRoQAtzS+zMynfaSXJWBqsCT/BrbBSOT1uydugztDUSW8nexLFO7flkxDCDn7/5dCgrvf1YO3U0g9o5GvgUiLpyg0mfefGfKUMZ42r8OisRfDGJVz7bwVuTBjBtqP4agYqg00mOhcWy0TuIyMTr2DSuz5xnepU5+pGbX8CaQwF4+YdiafYU74wdiGfXNnrtEpGSyr/3+RCVmkYvBzuWjByIY+O7pwoyNRrWBwazOTSUfG0RY53a81pvN4OraXVSEng1mZ3RFzgYH8PtwkJqVa9OL2tbBtk74GZtS6sGDcs1tHs/mfkaTqZcxi8pgf2x0eRqC3GztmVWZ2fc7R3KTHDHExJ5Zc8+bOrXZ8vkCTSqZzixRqWmMWGdF2O6OrFirOHj46D43h/4/nr6ObVk5dRh9439sUquq3ce50JCKt8snPjI4ygo1LLn+Hl+OBCIpqAQ70/mGj0LE4ofRofDL/HxHj/q163DjoXTDT5os/I0rPYNwCswnLn9XXnD3fBinIs30lh9KoDfLsUyq4cziw3sAy3tVl4u/smJ+CcncjzlMmm5twHYNnoSvZobfxMrj5yCArpuXI1Wp6NF/acZ0qIVL3Tsetc5kcakZGYyYuMmBjs68NGwodQp4+124S/e3LqdV2avA4qPmVu2/TCb5k/BykCJwLIEXUxi0br9/LTsBYPlBe/H50wM767bT93aNRns3JopHt1pZ1e+PcbX0rMYtfJH2ts0YelkD1o1NTx0+d3xYL48cpI5fV14ZUBPg/O173gfYn9UNC/1dOElVxeD7ZqhycNt83rq1qjJ7C49mN6hq9FFKff6PTmGl47t/PPr2tVr0KyuOVZPmVO7enWK7pzPqZOSzAINSdkZf5bdBNjmMdXoVi1DTqUk8brPflyaNecbT+MH268JOM2mkDB2T5+GtYX+i2NhURHj1m7Bs0Nr5g82fG9JKZnw6RbGu3Vkar/7H0e361gEWw+H4PXv543OnVcUKSUnIhJYt/cU0Uk3WP3WeNw6lN2OkcnXWf6LD3GpN9m/eJbBe0JbpOPnM8WL4dpYNWLzbMOLcW7ezmV9UDBeYWF0aGLF9mlTDH5fifwiLUFXU/BNSsDvcjzxmekAPN+hCx/0H1LO39o4j582EJt+C/NatfBs2ZqZnZ3pUMYIWQmdlIzb7FU8NTdpAg3rGd8GtTUonPXHAtk77wW9zk5pqRnZvP7DXma7u+DZ1XDlvtL+dslVCJEGXK70H2xYI+APUwfxhFBtXXlUW1cu1d6V5+/U1vZSSoPDMCZJrn8nQogzxt48lIql2rryqLauXKq9K8/j0tamPzFZURRFUaoYlVwVRVEUpYKp5ArfmjqAJ4hq68qj2rpyqfauPI9FWz/xc66KoiiKUtFUz1VRFEVRKphKrqUIIRYKIaQQ4uFqLipGCSE+EUJECSEihBC7hRAPXjhaKZMQYpgQIloIESuEeNfU8VRVQghbIYSvEOKiEOKCEOINU8dU1QkhqgshQoUQ+00dy/2o5HqHEMIWGAIkmTqWKu4w0FFK2RmIARaZOJ4qRQhRHVgDDAecgOeEEE6mjarK0gILpJTtATdgnmrrR+4N4KKpgygPlVz/3/8B7wBqEvoRklL+LqXU3vnyNPDgR48oZXEFYqWU8VLKAuAnwHg5JOUvk1Jek1KG3Pl3NsUPfeM1VJWHIoSwAUYC35s6lvJQyRUQQowGrkgpw00dyxNmFnDQ1EFUMc2B5FJfp6Ae+I+cEKIF0A0ING0kVdoXFHeAdKYOpDwebRHNvxEhhA9g6CTpJcBiwHg1Z+WBlNXWUsq9d75nCcXDal6VGdsTwFDBZjUa8wgJIcyAncCbUsosU8dTFQkhRgE3pJRnhRA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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Converged in 14 steps\n", "x* = (-0.56967,-3.14159)\n", "G(x*) = (9.68660e-08,0.00000e+00)\n" ] } ], "source": [ "x0 = np.array([-1.8,-.2])\n", "# x0 = np.array([-.8,-.2])\n", "# x0 = np.array([-.2,1.8])\n", "# x0 = np.array([-.2,-.2])\n", "# x0 = np.array([-.25,1.5])\n", "fig, ax = plt.subplots(1,1)\n", "xs = newton2(G,H,x0,callback=plot_step)\n", "plt.show()\n", "print('Converged in %d steps'%plot_step.counter)\n", "print('x* = (%1.5f,%1.5f)'%tuple(xs))\n", "print('G(x*) = (%1.5e,%1.5e)'%tuple(G(*tuple(xs))))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Further learning resources\n", "\n", "- Oscar Veliz videos on Newton method and domains of attraction\n", " [https://www.youtube.com/watch?v=E24zUEKqgwQ](https://www.youtube.com/watch?v=E24zUEKqgwQ)\n", " [https://www.youtube.com/watch?v=zyXRo8Qjj0A](https://www.youtube.com/watch?v=zyXRo8Qjj0A)\n", " [https://www.youtube.com/watch?v=MWD2A0Vg2V0](https://www.youtube.com/watch?v=MWD2A0Vg2V0) \n", "- NFXP estimator\n", " [https://en.wikipedia.org/wiki/Dynamic_discrete_choice#Estimation_with_nested_fixed_point_algorithm](https://en.wikipedia.org/wiki/Dynamic_discrete_choice#Estimation_with_nested_fixed_point_algorithm) " ] } ], "metadata": { "celltoolbar": "Slideshow", "date": 1612589585.728849, "download_nb": false, "filename": "23_mutivariate_newton.rst", "filename_with_path": "23_mutivariate_newton", "kernelspec": { "display_name": "Python 3", "language": "python", "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 #23" }, "nbformat": 4, "nbformat_minor": 4 }