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2D Navier-Stokes for Flow in a Cavity (vs Ghia)


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2D Navier-Stokes for Flow in a Cavity (vs Ghia)


\n", "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 117, "text": [ "" ] } ], "prompt_number": 117 }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "# Understand the Problem\n", "\n", "## Question\n", "\n", "* What is the 2D velocity **and** pressure field for the **2D Navier Stokes Equation** for flow over a cavity?\n", "\n", "## Initial Conditions\n", "\n", "* The velocity and pressure fields are zero everywhere\n", "\n", "## Boundary Conditions\n", "\n", "Dimensionless form:\n", "\n", "* The u-boundary condition at y=1 is 1 (the lid) \n", "\n", "* The other velocity boundary conditions are zero (no slip). \n", "\n", "* The p-boundary condition at y=1 is 0 (atmospheric pressure)\n", "\n", "* The gradient of pressure at y=0, x=0 and x=1 is zero (Neumann)\n", "\n", "* Density = 1\n", "\n", "* Viscosity = 1/Re = 1/100\n", "\n", "## Governing Equations\n", "\n", "* The Navier Stokes Momentum Equation is described as follows:\n", "\n", "$$ {\\partial u \\over \\partial t} + u {\\partial u \\over \\partial x} + v {\\partial u \\over \\partial y} = -{1 \\over \\rho} {{\\partial p} \\over {\\partial x}} + \\nu \\left ( {\\partial^2 u \\over \\partial x^2}+ {\\partial^2 u \\over \\partial y^2} \\right ) $$\n", "\n", "$$ {\\partial v \\over \\partial t} + u {\\partial v \\over \\partial x} + v {\\partial v \\over \\partial y} = -{1 \\over \\rho} {{\\partial p} \\over {\\partial y}} + \\nu \\left ( {\\partial^2 v \\over \\partial x^2}+ {\\partial^2 v \\over \\partial y^2} \\right ) $$\n", "\n", "* The Poisson Equation to link pressure and velocity is:\n", "\n", "$$ \\nabla^2 p^{n+1} = \\rho {{\\nabla \\cdot \\mathbf{u}^n} \\over {\\Delta t}}-\n", " \\rho \\nabla \\cdot (\\mathbf{u}^n \\cdot \\nabla \\mathbf{u}^n)+\n", " \\mu \\nabla^2 (\\nabla \\cdot \\mathbf{u}^n)\n", "$$\n", "\n", "* **Assuming viscosity is small**, the Poisson Equation to link pressure and velocity is as follows:\n", "\n", "$$ {{{{\\partial^2 p} \\over {\\partial x^2}} + {{\\partial^2 p} \\over {\\partial y^2}} =\n", "{\\rho \\over \\Delta t} \\left( {{\\partial u} \\over {\\partial x}} + {{\\partial v} \\over {\\partial y}} \\right) - \\rho \\left[ \\left( {{\\partial u} \\over {\\partial x}} \\right)^2 + \n", "2 {{\\partial u} \\over {\\partial y}} {{\\partial v} \\over {\\partial x}} +\n", "\\left( {{\\partial v} \\over {\\partial y}} \\right)^2 \\right]}} $$\n", "\n", "(note: this equation applies in the discrete domain)\n", "\n", "***\n", "\n", "# Formulate the Problem\n", "\n", "## Input Data:\n", "\n", "The Poisson Equation has **no temporal component**, so we use a number of iterations `niter`\n", "\n", "The Navier Stokes Momentum Equation **does have a temporal component**, so we use `nt`\n", "\n", "* `niter` = 51 (maximum number of iterations - for Poisson Equation)\n", "* `nt` = 51 (number of temporal points)\n", "* `nx` = 129 (number of x spatial points)\n", "* `ny` = 129 (number of y spatial points)\n", "* `tmax` = 6\n", "* `xmax` = 1\n", "* `ymax` = 1\n", "* `nu` = 1/100\n", "* `rho` = 1\n", "\n", "## Initial Conditions:\n", "\n", "* $\\forall (n, x, y) \\quad n = 0 \\rightarrow u = 0 \\land v = 0 \\land p = 0$\n", "\n", "## Velocity Boundary Conditions:\n", "\n", "* $\\forall (n, x, y) \\quad y = 1 \\rightarrow u = 1$\n", "\n", "* $\\forall (n, x, y) \\quad x = 0 \\lor x = 1 \\lor y = 0 \\rightarrow u = 0$\n", "\n", "* $\\forall (n, x, y) \\quad x = 0 \\lor x = 1 \\lor y = 0 \\lor y = 1 \\rightarrow v = 0$\n", "\n", "## Pressure Boundary Conditions:\n", "\n", "* $\\forall (n, x, y) \\quad y = 1 \\rightarrow p = 0$\n", "\n", "* $\\forall (n, x, y) \\quad y = 0 \\rightarrow {{\\partial p} \\over {\\partial y}} = 0$\n", "\n", "* $\\forall (n, x, y) \\quad x = 0 \\lor x = 1 \\rightarrow {{\\partial p} \\over {\\partial x}} = 0$\n", "\n", "## Output Data:\n", "\n", "* $\\forall (n,x,y) \\quad \\ p = ? \\land u = ? \\land v = ?$\n", "\n", "***\n", "\n", "# Design Algorithm to Solve Problem\n", "\n", "## Space-time discretisation:\n", "\n", "* i $\\rightarrow$ index of grid in x\n", "* j $\\rightarrow$ index of grid in y\n", "* n $\\rightarrow$ index of time\n", "* m $\\rightarrow$ index of iterations\n", "\n", "## Numerical schemes for each Momentum Equation\n", "\n", "* For the **one** first derivative of velocity in time: 1st order FD in time\n", "* For the **two** first derivatives of velocity in space: 1st order BD in space\n", "* For the **one** first derivative of pressure in space: 2nd order CD in space\n", "* For the **two** second derivatives of velocity in space: 2nd order CD in space\n", "\n", "## Numerical schemes for the Poisson Equation\n", "\n", "* For the **two** second derivatives of pressure in space: 2nd order CD in space\n", "* The the **four** first derivatives of velocity in space: 2nd order CD in space\n", "\n", "## Discrete equation for u-Momentum Equation\n", "\n", "$$ {{u_{i,j}^{n+1} - u_{i,j}^n} \\over {\\Delta t}} + \n", " u_{i,j}^n {{u_{i,j}^n - u_{i-1,j}^n} \\over \\Delta x} + \n", " v_{i,j}^n {{u_{i,j}^n - u_{i,j-1}^n} \\over \\Delta y} = \\\\\n", " -{1 \\over \\rho} {{p_{i+1,j}^n - p_{i-1,j}^n} \\over {2 \\Delta x}} +\n", " \\nu {{u_{i-1,j}^n - 2u_{i,j}^n + u_{i+1,j}^n} \\over \\Delta x^2} + \n", " \\nu {{u_{i,j-1}^n - 2u_{i,j}^n + u_{i,j+1}^n} \\over \\Delta y^2}\n", "$$\n", "\n", "## Transpose\n", "\n", "Assume $ \\Delta x = \\Delta y = h$\n", "\n", "$$ u_{i,j}^{n+1} = u_{i,j}^n - {{\\Delta t} \\over h} \\left[ u_{i,j}^n(u_{i,j}^n - u_{i-1,j}^n) + v_{i,j}^n(u_{i,j}^n - u_{i,j-1}^n)\\right] - \\\\\n", "{{\\Delta t} \\over {2 \\rho h}} (p_{i+1,j}^n - p_{i-1,j}^n) + {{\\Delta t \\nu} \\over {h^2}}\n", "(u_{i-1,j}^n + u_{i+1,j}^n + u_{i,j-1}^n + u_{i,j+1}^n - 4 u_{i,j}^n )\n", "$$\n", "\n", "## Discrete equation for v-Momentum Equation\n", "\n", "$$ {{v_{i,j}^{n+1} - v_{i,j}^n} \\over {\\Delta t}} + \n", " u_{i,j}^n {{v_{i,j}^n - v_{i-1,j}^n} \\over \\Delta x} + \n", " v_{i,j}^n {{v_{i,j}^n - v_{i,j-1}^n} \\over \\Delta y} = \\\\\n", " -{1 \\over \\rho} {{p_{i,j+1}^n - p_{i,j-1}^n} \\over {2 \\Delta y}} +\n", " \\nu {{v_{i-1,j}^n - 2v_{i,j}^n + v_{i+1,j}^n} \\over \\Delta x^2} + \n", " \\nu {{v_{i,j-1}^n - 2v_{i,j}^n + v_{i,j+1}^n} \\over \\Delta y^2}\n", "$$\n", "\n", "## Transpose\n", "\n", "Assume $ \\Delta x = \\Delta y = h$\n", "\n", "$$ v_{i,j}^{n+1} = v_{i,j}^n - {{\\Delta t} \\over h} \\left[ u_{i,j}^n(v_{i,j}^n - v_{i-1,j}^n) + v_{i,j}^n(v_{i,j}^n - v_{i,j-1}^n)\\right] - \\\\\n", "{{\\Delta t} \\over {2 \\rho h}} (p_{i,j+1}^n - p_{i,j-1}^n) + {{\\Delta t \\nu} \\over {h^2}}\n", "(v_{i-1,j}^n + v_{i+1,j}^n + v_{i,j-1}^n + v_{i,j+1}^n - 4 v_{i,j}^n )\n", "$$\n", "\n", "## Discrete equation for Poisson Equation must be Divergence Free\n", "\n", "Since no terms have a differential temporal component - bring source term to other side and equate to forward differencing (as we did for Laplace Equation). Then take steady state after a certain number of iterations.\n", "\n", "$$ {{{{\\partial p} \\over {\\partial t}} = {\\partial^2 p \\over \\partial x^2} + {\\partial^2 p \\over \\partial y^2} - \n", "\\left[ {\\rho \\over \\Delta t} \\left( {{\\partial u} \\over {\\partial x}} + {{\\partial v} \\over {\\partial y}} \\right) - \\rho \\left[ \\left( {{\\partial u} \\over {\\partial x}} \\right)^2 + \n", "2 {{\\partial u} \\over {\\partial y}} {{\\partial v} \\over {\\partial x}} +\n", "\\left( {{\\partial v} \\over {\\partial y}} \\right)^2 \\right] \\right]}} $$\n", "\n", "$$ {{\\partial p} \\over {\\partial t}} = {\\partial^2 p \\over \\partial x^2} + {\\partial^2 p \\over \\partial y^2} - \n", "b $$\n", "\n", "$$ {{p_{i,j}^{m+1}-p_{i,j}^m} \\over {\\Delta \\tau}} = {{p_{i+1,j}^m -2p_{i,j}^m + p_{i-1,j}^m} \\over \\Delta x^2} + {{p_{i,j+1}^m -2p_{i,j}^m + p_{i,j-1}^m} \\over \\Delta y^2} - b_{i,j}^m $$\n", "\n", "Assume that $ \\Delta x = \\Delta y = h $\n", "\n", "$$ {{p_{i,j}^{m+1}-p_{i,j}^m} \\over {\\Delta \\tau}} = {{p_{i+1,j}^m -2p_{i,j}^m + p_{i-1,j}^m} \\over h^2} + {{p_{i,j+1}^m -2p_{i,j}^m + p_{i,j-1}^m} \\over h^2} - b_{i,j}^m $$\n", "\n", "\n", "$$ p_{i,j}^{m+1} = p_{i,j}^m + {{\\Delta \\tau} \\over {h^2}} \\left( \n", "p_{i+1,j}^m + p_{i-1,j}^m + p_{i,j+1}^m + p_{i,j-1}^m - 4p_{i,j}^m \\right) - b_{i,j}^m \\Delta \\tau $$\n", "\n", "For the fastest convergence $ r = {{\\Delta \\tau} \\over {h^2}} = {1 \\over 4} $ and $ \\Delta \\tau = {{h^2} \\over 4} $\n", "\n", "Hence:\n", "\n", "$$ p_{i,j}^{m+1} = {1 \\over 4} \\left( p_{i+1,j}^m + p_{i-1,j}^m + p_{i,j+1}^m + p_{i,j-1}^m - b_{i,j}^m h^2 \\right) $$\n", "\n", "So now we need to define $ b_{i,j}^m $\n", "\n", "$$\n", "b = {{\\rho \\over \\Delta t} \\left( {{\\partial u} \\over {\\partial x}} + {{\\partial v} \\over {\\partial y}} \\right) - \\rho \\left[ \\left( {{\\partial u} \\over {\\partial x}} \\right)^2 + \n", "2 {{\\partial u} \\over {\\partial y}} {{\\partial v} \\over {\\partial x}} +\n", "\\left( {{\\partial v} \\over {\\partial y}} \\right)^2 \\right] }\n", "$$\n", "\n", "\n", "\n", "$$ b_{i,j}^{m} = \n", "{\\rho \\over \\Delta t} \\left( {{u_{i+1,j}^n - u_{i-1,j}^n} \\over {2 \\Delta x}} + {{v_{i,j+1}^n - v_{i,j-1}^n} \\over {2 \\Delta y}} \\right) -\n", "\\rho \\left[ \\left( {{u_{i+1,j}^n - u_{i-1,j}^n} \\over {2 \\Delta x}} \\right)^2 + 2 \\left( {{u_{i,j+1}^n - u_{i,j-1}^n} \\over {2 \\Delta y}} {{v_{i+1,j}^n - v_{i-1,j}^n} \\over {2 \\Delta x}}\\right) +\n", "\\left( {{v_{i,j+1}^n - v_{i,j-1}^n} \\over {2 \\Delta y}} \\right)^2 \\right] $$\n", "\n", "Also assume that $ \\Delta x = \\Delta y = h $\n", "\n", "\n", "$$ b_{i,j}^{m} = \n", "{\\rho \\over {2 h \\Delta t}} ( {{u_{i+1,j}^n - u_{i-1,j}^n}} + {{v_{i,j+1}^n - v_{i,j-1}^n}} ) -\n", "{\\rho \\over {4h^2}} \\left[ (u_{i+1,j}^n - u_{i-1,j}^n)^2 + 2 ( u_{i,j+1}^n - u_{i,j-1}^n) (v_{i+1,j}^n - v_{i-1,j}^n) + (v_{i,j+1}^n - v_{i,j-1}^n)^2 \\right] $$" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Navier Stokes Equations - slice notation" ] }, { "cell_type": "code", "collapsed": true, "input": [ "def navier_stokes_initialisation(niter, r, nx_or_ny, tmax, xmax_or_ymax):\n", " \"\"\"\n", " Returns the velocity field and distance for 2D linear convection\n", " \"\"\"\n", " # Increments:\n", " nx = ny = nx_or_ny\n", " xmax = ymax = xmax_or_ymax\n", " dx = xmax/(nx-1)\n", " dy = ymax/(ny-1)\n", " nt = int((tmax / (r*(dx)**2))+1)\n", " dt = tmax/(nt-1)\n", " \n", " # Initialise data structures:\n", " import numpy as np\n", " p = np.zeros((nx,ny))\n", " u = np.zeros((nx,ny))\n", " v = np.zeros((nx,ny))\n", " \n", " # linspace is SIMPLER than list comprehensions:\n", " x = np.linspace(0.0,1.0,nx)\n", " y = np.linspace(0.0,1.0,ny)\n", " \n", " # Pressure Boundary Conditions:\n", " p[:, ny-1] = 0.0\n", " \n", " # Velocity Boundary Conditions:\n", " u[:,ny-1] = 1.0\n", " \n", " return p, x, y, u, v, nx, ny, nt, dx, dy, dt, niter, r" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "def navier_stokes(rho, nu, niter, r, nx, tmax, xmax):\n", " \n", " (p, x, y, u, v, nx, ny, nt, \n", " dx, dy, dt, niter, r) = navier_stokes_initialisation(niter, r, nx, tmax, xmax)\n", " \n", " # Increments\n", " h = dx\n", " error_target = 1.0e-2\n", " import numpy as np\n", " \n", " # Intermediate copies:\n", " un = np.zeros((nx, ny))\n", " vn = np.zeros((nx, ny))\n", " pm = np.zeros((nx, ny))\n", " bm = np.zeros((nx, ny)) # bm needs to be exactly zero at the boundaries\n", " \n", " # Loop - use decimal points for all floating point numbers\n", " for n in range(nt): \n", " \n", " # We know the velocity at i=0, j=0, i=nx-1 and j=ny-1. b is zero at the boundaries. \n", " bm[1:-1, 1:-1] = ( (rho / (2.0 * h * dt)) * ( u[2:, 1:-1] - u[0:-2, 1:-1] \n", " + v[1:-1, 2:] - v[1:-1, 0:-2] ) -\n", " (rho / (4.0*h**2)) * ( (u[2:, 1:-1] - u[0:-2, 1:-1])**2.0 + \n", " 2.0*(u[1:-1, 2:] - u[1:-1, 0:-2])*(v[2:, 1:-1] - v[0:-2, 1:-1]) + \n", " (v[1:-1, 2:] - v[1:-1, 0:-2])**2.0 ) )\n", " \n", " # First points for p. We don't know the pressure at i=0, j=0 and i=nx-1. We DO know the pressure at j=ny-1\n", " \n", " while True: \n", " for m in range(niter):\n", " pm = np.copy(p)\n", " p[1:-1, 1:-1] = 0.25*( pm[2:, 1:-1] + pm[0:-2, 1:-1] + pm[1:-1, 2:] + pm[1:-1, 0:-2]\n", " - bm[1:-1, 1:-1]*h**2.0 )\n", " \n", " # Set zero gradient boundary conditions:\n", " p[0, :] = p[1, :]\n", " p[:, 0] = p[:, 1]\n", " p[-1, :] = p[-2, :]\n", " \n", " error = np.abs(np.sum(np.abs(p[1:-1, 1:-1])-np.abs(pm[1:-1, 1:-1])))\n", " \n", " if(error < error_target):\n", " #print \"n = \" + str(m) + \" completed\"\n", " break\n", " break\n", " \n", " # First points for u and v. We know the velocity at i=0, j=0, i=nx-1 and j=ny-1.\n", " # We are simply using the value of pressure here\n", " un = np.copy(u)\n", " vn = np.copy(v)\n", " \n", " u[1:-1, 1:-1] = ( un[1:-1, 1:-1] - \n", " (dt / h) * ( un[1:-1, 1:-1] * ( un[1:-1, 1:-1] - un[0:-2, 1:-1] ) + \n", " vn[1:-1, 1:-1] * ( un[1:-1, 1:-1] - un[1:-1, 0:-2] ) ) - \n", " (dt / (2.0 * rho * h)) * ( p[2:, 1:-1] - p[0:-2, 1:-1] ) + \n", " (dt * nu / h**2.0) * ( un[0:-2, 1:-1] + un[2:, 1:-1] + un[1:-1, 0:-2] + un[1:-1, 2:] - \n", " 4.0 * un[1:-1, 1:-1] ) ) \n", "\n", " v[1:-1, 1:-1] = ( vn[1:-1, 1:-1] - \n", " (dt / h) * ( un[1:-1, 1:-1] * ( vn[1:-1, 1:-1] - vn[0:-2, 1:-1] ) + \n", " vn[1:-1, 1:-1] * ( vn[1:-1, 1:-1] - vn[1:-1, 0:-2] ) ) - \n", " (dt / (2.0 * rho * h)) * ( p[1:-1, 2:] - p[1:-1, 0:-2] ) + \n", " (dt * nu / h**2.0) * ( vn[0:-2, 1:-1] + vn[2:, 1:-1] + vn[1:-1, 0:-2] + vn[1:-1, 2:] -\n", " 4.0 * vn[1:-1, 1:-1] ) ) \n", " \n", " return u, v, p, x, y" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 74 }, { "cell_type": "code", "collapsed": false, "input": [ "%timeit navier_stokes(1, 0.01, 50, 0.5, 51, 0.5, 1.0)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "1 loops, best of 3: 1.25 s per loop\n" ] } ], "prompt_number": 75 }, { "cell_type": "code", "collapsed": false, "input": [ "u00, v00, p00, x00, y00 = navier_stokes(1, 0.01, 50, 0.5, 51, 0.5, 1.0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 76 }, { "cell_type": "code", "collapsed": true, "input": [ "u01, v01, p01, x01, y01 = navier_stokes(1, 0.01, 50, 0.5, 51, 1.0, 1.0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 77 }, { "cell_type": "code", "collapsed": false, "input": [ "u02, v02, p02, x02, y02 = navier_stokes(1, 0.01, 50, 0.5, 51, 1.5, 1.0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 78 }, { "cell_type": "code", "collapsed": true, "input": [ "u03, v03, p03, x03, y03 = navier_stokes(1, 0.01, 50, 0.5, 51, 2.0, 1.0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 79 }, { "cell_type": "code", "collapsed": true, "input": [ "u04, v04, p04, x04, y04 = navier_stokes(1, 0.01, 50, 0.5, 51, 2.5, 1.0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 80 }, { "cell_type": "code", "collapsed": true, "input": [ "u05, v05, p05, x05, y05 = navier_stokes(1, 0.01, 50, 0.5, 51, 3.0, 1.0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 81 }, { "cell_type": "code", "collapsed": false, "input": [ "u06, v06, p06, x06, y06 = navier_stokes(1, 0.01, 50, 0.5, 51, 3.5, 1.0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 82 }, { "cell_type": "code", "collapsed": false, "input": [ "u07, v07, p07, x07, y07 = navier_stokes(1, 0.01, 50, 0.5, 51, 4.0, 1.0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 83 }, { "cell_type": "code", "collapsed": true, "input": [ "u08, v08, p08, x08, y08 = navier_stokes(1, 0.01, 50, 0.5, 51, 4.5, 1.0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 84 }, { "cell_type": "code", "collapsed": true, "input": [ "u09, v09, p09, x09, y09 = navier_stokes(1, 0.01, 50, 0.5, 51, 5.0, 1.0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 85 }, { "cell_type": "code", "collapsed": true, "input": [ "u010, v010, p010, x010, y010 = navier_stokes(1, 0.01, 50, 0.5, 51, 5.5, 1.0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 86 }, { "cell_type": "code", "collapsed": true, "input": [ "u011, v011, p011, x011, y011 = navier_stokes(1, 0.01, 50, 0.5, 51, 6.0, 1.0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 87 }, { "cell_type": "code", "collapsed": true, "input": [ "u012, v012, p012, x012, y012 = navier_stokes(1, 0.01, 50, 0.5, 51, 6.5, 1.0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 88 }, { "cell_type": "code", "collapsed": true, "input": [ "u013, v013, p013, x013, y013 = navier_stokes(1, 0.01, 50, 0.5, 51, 7.0, 1.0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 89 }, { "cell_type": "code", "collapsed": true, "input": [ "u014, v014, p014, x014, y014 = navier_stokes(1, 0.01, 50, 0.5, 51, 7.5, 1.0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 90 }, { "cell_type": "code", "collapsed": false, "input": [ "def vector_contour(u, v, p, x, y):\n", " import matplotlib.pyplot as plt\n", " from mpl_toolkits.mplot3d import Axes3D\n", " import numpy as np\n", " fig = plt.figure(figsize=(11,7), dpi=100)\n", " Y,X=np.meshgrid(y,x) #note meshgrid uses y,x not x,y!!!\n", " plt.contourf(X,Y,p[:,:],alpha=0.5) ###plotting the pressure field as a contour\n", " plt.colorbar()\n", " plt.contour(X,Y,p[:,:]) ###plotting the pressure field outlines\n", " plt.quiver(X[::2,::2],Y[::2,::2],u[::2,::2],v[::2,::2]) ##plotting velocity\n", " plt.xlabel('X')\n", " plt.ylabel('Y')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 91 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Results" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "51 spatial intervals tmax = 0.5 seconds" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "vector_contour(u00, v00, p00, x00, y00)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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whFigffpJG0REOFBfb0V1zRmJoPHyMkm5cs544ZZb12sCTUPj/CDNmD/SwLxl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"text": [ "" ] } ], "prompt_number": 92 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "51 spatial intervals tmax = 7.5 seconds" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "vector_contour(u014, v014, p014, x014, y014)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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u3sgHhIIwPP8su3r9N3LO2x+IK5KSibR4qfj+FROVO2+/Ub3kzffFdT/xrmmc\nwgVj0NhK/Yx2F2jr4a4auKx7zvvnU9M88bq6aKiqoD791Aj63gftpo3qVHm+/ioNANjqVf05Y99G\nKtrFW1pE9uork+nkKZWRGFH+B/qMAZIU8fZ4GhoaGl2hwHLgapWLrijS4jnXZTnfSUVFymC+/Ta0\nDoxX0Z2Vv2iA1OmAQzAIessddOc1c7HP64XO74fo93Hdp0tZ97sfEEoGDqbuP7wgLHnobvWmPz+n\n1l12BansWUC8NMzx1jS6xgVj0Eg6q2t/AQ7EcJ8wUv76tDk4nc4YAOBr1wzmZWUbw00Dw3ft7A4A\nqK+PZ8s+7SZcNas6HL3jqI8/OgwtzQ7U1JgARKy9HADw8mNG5cH7J4rvf/hFJHU1NDQ0usoBX++l\nGbayu9aql8wbJ6x/51yX53ymCinVBhJ6tzffP4GAJ1XQ7vdwEGcSr11p5d7qjmyU2UzYnBuEyvaW\nmXeLUL5nF//yuafVq5a8S8rve4huvOk2ISJpETXOjgvGoOme9P2jq+tyv5/SKVO2s+WfjRIW/GIZ\ngsGww10kO6eeHyurJQW9yyBJEQmf8SPFZvbpJ2MAgNfVmiOheRz1o6Up6qMLZpNBgw//GNEztm1r\nFPvow2zhgfn7SUpKl3oAaWhoXHyEFGNzqTvz5Sw7v3uNOv7m8cI3b2rxmtPDQXkJco6UkJwjBIyk\nojJlIN85pY4k3lhHEgUO4kzg9att3HOMgnc5t21uT+IyGBE6fJDn/PM1FtQM2rnhgjFo4UDMZiYu\nem2D9F3vPF5fZ+lq6qSTEf/60nfyJSMziM0WFObMbfcfSWdRfrFg3PGUR9zpNEVCkzMG9aEHRrD3\n350Exqhww417I6KrKIR9tiyZLfskj2/bloe62kR6/4OfRsKc8bpaPS8utvLyY1ZUVVl4Xa0VIUkU\nnnp6eyQHNNXQ0Dg/kFSDp6Ql++Ucx5F7VqsTbpsorHldM2ntw0F5BdIqK0jaGwAQj/q4kfzbaQ0k\nfkYDibcAkNsmhQMyQBQAsoO3HBagBihYQITiM/GA89RhNYaPIA3dUlBf6IZt9w5eUHiYf5nXk4T9\n3NQ4Oy4Kg3Yckpzs5CUlcRETtFiD3OM2drxgx3DGIDzx5Ebl2quzSc/8sk7kpe0U7PVXs9gXnw8B\nYxTx8U4yfUZEeknx3bvs6pO/vRxVVd0AgEyZ+q341DN7IqHNln3aXf3149efyCUZn9AgvvbG++Ga\nMy5JRJkgiljoAAAgAElEQVQ+bSY/UpyGE3kD9TKdM/c74bHHD4SVTHvhyzns65W5JD7eg8QkD0lN\n9ZCMTA8ZPLgpnHKzdWtj+f59MWTAICcZPLg5UuPu8aoqA5KTQ1pPYY3zBZnpfcUtPV7KtRfd+7U6\n6c5JwupXaaRuhBcBDUhwLiMz3wYAE/xGC3xmI4ImA0ImA0ImPSRTOj+W30IcvQEuEkAHQA8CM1qN\nnJ+D+KJ5087MgaH6jXv8S379sNTnn6+yqX/+vTrglbfEjed0By9CLi6Dlp7hZHt3Z0RM0GYLwOOJ\nSKSLUArYbApcrhjh179dTIYOi0iaGjJ4iBPBoBHdutXQkaMORSRnqN9P2ct/74+amiTodDLJzikT\n31q8Klxdduiglb3wlwFs1dcDj5sz0rffIfH9JZ+SxKQud5jgZWUm9sF7mWzTxixeXJSOlhYHACA5\nuVb47f98KVw9u6pLupJE+KaNsezbTUl8z+4Uvm7tkBNPE5vNQ+fMXS+MGtWl1EBcUQjft9fG9+6J\nVZ956lqoqgBBUBET00R65JaLz/9lTTiRYLbqq2T18cfmIrlbHcnIqCU982vp0KG1ZMKkemKzdalq\nhDMGZe61U6ETVTpocCWZMrWK9u4TdsNv9b1/dYcsUzp9RhWJjj5tQuqzLmtdrR7xCZJmUM8vFKYL\nFrbkvdTTcfjer9nkuybRVa8IYFqHprMkAHMwAHPw1M93kwFbT/2MgJFoNEXFojG+gB8c3kSihhHA\nAhHmu/4G+abnmG/v5sDIImLJJ6SjuObBiO2DxsVm0PLynPh65eCI6dnsQV5bEx0pPfbFilRYLD4y\ndFhTRIxUMEiV226eTbKyy8X3lnzCnQ2GsMu44vNE5dEFM+EPmITnnl/Mt25JEZ58eltXIztcUQh7\n47Us9t67g/j+fXlISq6j187dgJZmExgnwsv/2Hi2x4J7PAL7cEka+2Z1Ft+zOwtVVd1gs3lIQa8S\net0N69gbr11Kr537jfCH57d2tj0e93gE/s2aBLbluyR+6GAyLz2ajJqaRMiyDjExLpKWXgO73Q1Z\n1tGrZm0Qnn52W0dmgisK4Xv32PmuXTG8uDCGl5XForo6htfXx8DVGANVFWA0BiEIKlRVgM3uoVdM\n3yr86je724vKcY9H4Af22/mRIzZ+rMyOmmo7r6uzw+m086YmG1qa7fB4bOCcoKw0jbdO5bBYtgmT\nJte3V15UlBt5WZmFV1WZUV9n5vX1FrgazbypyYKWFjMvL09CQ328+uUXwLPPAHFxjcKD81cK9z1Q\n3OExDgYpamsNvK7WAGeDkTc2GtDUZOR79yaxTz8epy54mCE1tZrkFxyjI0aW05tvLemqmWSfLUtV\nf//slSS/oJQMG15KZ11dGq6ZVH7+8BCYLTK9dk5JJIwpO3DAShITQyQu7qKq1le5KB1qyf97L8eB\nu//Nr1gQrTZVDxa3f2RG4AeGQyN8OCh3IbbJhdimYpJbdPxzAkZi4IqOtTbGx0/w20tVTqiOtnef\n58DBbj9BkS8aLppMAgDAvlkTp8y+6j5dYcnvInHTUx6ZP5StW9tLv2P3P8PVAgB53g0TcKwsQbd+\n0/uR0uObNvTVrVm/KOxeq34/VR+4bwxbvmwMGTlql7jo1a9JYpLU1eTZvPSoSf3Dc4PYqq8Gwuez\nkCFD9wm33b6DzriqBjj7BNps3dpYtnRJLtu+PRtHS9JBKSPZOWVkyNCjdPqVJceTM/OyMhNvadbR\nfv3PmKCaMwb2/rtpfPv2JF54OJkfK0tCXV0CACA+oYFkZNSQvJ61ZNDgGjpxUh1JTg5xxqA+Mn+Y\n8Njju0ly8veHeKmqMrAvv+jGiw7H8mPHYlBdFcPrG75vwmLjXCQpqREpKS6SmeUiPfNddMiQRqRn\nBJRJ468hkyYfEh75+UFiNDK2bWsU370rhldUtJqv+no7GhttvLnJjpYWO/z+1g4mer0Eu92NqGg3\niYnxID7BTZIS3SS1uxuJSX51wfzr0X/AITpq9FESFxfg9fVmOJ0W7mo0o6XFjJYWC/e4zfD6zPB5\nLQgETDg+urZeL8Fs8cNq9RGr1Q+73Y+oKB+vqIjFoYN5iItzkvyCUpKXVwdJFuFxG7jXa4TPZ4DP\nZ+QBvwGBgBGBgAGhkAHBoBGyrPveiTAYQtDrQxB1CppcMQAAozGAzMwKkptXTaKjAwgGRQSCOh4M\n6BAK6RAM6iBJOoRCOi5JOkghHSRZB1kSIUk6SJIeiqKDonz/z6kgKKT/gINkwqRCQgm4olDIMoUs\nC1Da5rJCocgCFIVCUSnz+fTw+wxQmQBVIaitjUVlRSoAIDbOidy8cjp8eCkZP6GKkDP8Rk4avoCX\nlVmgqhQGvQq9QeXHymzsmaeuRU6PUjpmTBG9/sai9q7b711zfj/lhYetJDZWQly8RMxmpi5+J41v\n3pRK5/3s0NkmkudVVQaoCkG3lBARRc4VhcDl0nV1KCBeetSE7mlBIortPIA4bAZPepbp6DQ/McdY\nudeZTw8t747K7/WYV4IKVYIKNUYZIxJdlbySoLfqu9zA/lQ44wgnFdSFguyX6XOW53+rZRKIHBeV\nQeN+P1V//vAI4bdPbj/1IdoV2BcrEtmO7Qnib57YF64WAKivLsoC50S48+6SSOgpDz80jAwbVi3M\nvb4iXC0eDFLl0smz6byfbRNuu700XD32xYpE5RcLZtIrrtguPLxgXzhVmAAg3zB3Ej94MI3073+U\nTp5ylM6cVUnM5i5VjXDGIPfIegg2m5dkZtaQ/IJaOmxYDRk3oYE4HGf9EFBfXZSlPvnENe2ZsDOZ\n3NNllZAvnTyTH9jfAw6Hm0RFexAb6ybx8W4kd3OTtDQ3ycr2kIJe7vaucV5ZYYSiEqSmBuXk+N/A\naAzCYvHDYvUTm80Hh8MPR5SfxMT4EBfnJ4mJPpKU7Edamp9kZPrPdBzkObOn8NWrhsNgCMFoDMJo\nDMFkChKTOQSzOQiLJQSLNUhs1hDs9iDsjhCJig4iOipEYuNCiI8PkqTkEOLjJSKKXB417AZeWJgN\nQjh0eglGQwh6vQydXoZeL0Ovk4neIMPQNun1CoxGmRhNMkxGGUajDJNZhtksQ1UJ+78/X338EAAg\nIIS3tkXUyRAEFVRgEKgKQWCgQutcOHlOGRFEBkFQudMZhdqapLO9HsJCEFTo9VJrWUS1tayiCoGy\n1rmgQhRVqArFsWNpJ9YjhINSBlUVAACiKMNq8yImpoVERXlhNEowmSWYTRIxmyVYLBIsVonYbBKs\nVokt+6Q337KlPwjhMBoDsFj88Hit0OslJCc3kMzMWhIb50NsrJ/Ex/uRlOwnKSl+kp7hR2LiD9o6\nStnpD8HttsMR1YKoKDcMeonk9awi3dOaSVZWC+mZ30z69HUf/w3rqGQpsB+4yUvtCWOx9m/xcJ4Y\nkHXPm3u7f3bbv2+xJlobojKjauJ7xdWkDEupyZmWXXumvJbt8fb4xVc0FrlSM8an7x94R/+D6WPT\nTzv4a2doOtpkenvs4nkjHh2xaugDg492Vec4K+d/PdAUYwxe8sSYsOsSKzZVRn37x82D5iy7ZnW4\nWgCw/PbPh+9+fc9UzaBFjovKoGn899LVSN5PoRfp1F1cUUj7kYdzp8cliUAUecT2NRik0OtZRKr8\nGQN8PgEmE+P79tpIQmIonF7H3O+nCAaE4++V3/+uH0wmWZhz3RGSnCSBdXBIGfveA4C7W0T4/AKC\nAQGhEGU7d8SzP/3xSmRlVdDefcrJ4KHV0OsZJElAKCRACgmQJMolSYAsC5AkAbIkQFYol0ICfD4D\nAgE9DwZ1CIVEeDwWFB7OAdAaiYyPbyRx8c2Ii3NDknQIBPQIBvU8FNIhFNQjFGqdJKl1Lsv6M+4L\npSosFj/0BglSSA+/33zCDFLKYDb72yKufmKz+rnBKIFSTjgHl2UR+/b2BNAaNW2NdBpACIfN5kFM\nTHP6IzOiTLfMtgqrVtWmHPt2TXyvuObkgUktphiTIvtlWrLyaEL5+vLk4s9L+qiSovNUexOZwnTm\nOHOjI91RG18QV9NtSHJN9qXZNTE50e3WJtTuqrVtf3lnwdFVpb1bylpSbam2mswJGQcG3jngQPdR\nqc3tn9Tvo0oq+eyWf48+8MHBcVmTM7fOem/m6nAifZ/dvHxk8YqSgQ9XP/h3KrZb3dgh+987kPLp\nTZ/d8hv58f8NR+dkniG/03JxRhDNoGloaGich/DyY0YkJYci1XNXfe2VLL5/fzydMbOEjB3nPOu2\nnYpC0NwswunU80anQbl53g2QZR3JzSsjgwaX0cuvKCMjR7kIpa1muKFez8vLzbyy0ozaWjNvqDej\nsdHMm5rMaGk2w+02c4/HDJ/XDKcz9kSvbUI4Bg7cJ1x/4y7i85h6XJE6lXVLsXjnP1nm+faAOdAY\niJJ9shkAdBadzxRrarHEm5utSdbmyu+qekpeyZIxLn1nzuU5xd5ar7Vud12yq7gp2V3hTlKCitEY\nZWhxpDtqYnvG1iQPSq7NmpxZk9g3wXO8GnL7wh2Zfef1Kddb9WrV1mrHjn/sLChbXdarpdydYk+z\nV2dOyNg/6J6BB1OGduv0QOIHPjjY7csHvppFBaJOW3TZx3lX5rY/8PoZ8FR5DC/lLJw/+jejlo35\n9ajDXdE4TuFnRYlLZiy9+zfq409FqgpWM2iRRTNoXYD7/bSr1WcaGhoaFzrc6dTxwsM2MmKkK9zo\nJvtqZYLyiwVXkuzsatKvfyWdOKmSjBzlMugUaw9b0R0CVHksXfeqGYET0U6/06+r3VXnaDjodDQd\ncUW5KzxR3lqvo2ZnbT6TWWv7QgKeMrTb/stfmfZVYt8EL2cclZurokrXlCXX7qpNdhW5kpvLWpJl\nn2zRW/U+e5q9JjY3psZ5qDHFV++LGXBbv7Xjnx23V9ALHAAqN1dG7Vi0q6BsdVlvd6Un2ZHuqMyc\nlHFg8D0DDyYPSj7RNvBMbc589T7dx3M/nXJsQ/mAvvP6rL7ilWnfdSUKtmTW0gk1O2qzHyy979Vw\njFXpmrLYxRPfvf8XTY88G6n2e5pBiyyaQesCysMPDROeeHJHpLr8s+3bHCQ/30ss1og1TNXQ0NC4\nEDh9cwJOekUdmG/i/ubxwto3OzMe2pEVR+LXPrF+XHR2dH1C34S67iNT67uPSm06brBOv22Our31\nttJVpUnV22uSGw83JjsPObNViekAwJJgdg55YPCa0b8adehkM3RsfXn0rld39ypbU9bLU+NNisqM\nKs+alHlg8H2DDm75y5a+3Ud3rxpwe//Tjr7/7R83565/euMMe6qtbtZ7Mz9JGpB0Vj1+nYeclkV9\nX5s/9a+T3x18z6Autweu2lrteGPYm/MfPHbfHxxpjoj0kNUMWmTRDFoXkC+bMpOkZzjFf7wSkYH7\nlOd+1wtut0H83XM7I6F3HO506i62LvoaGhoXPiPs397gpvb4aXTFiz/lYLWla8pi/33HiisNdoPf\nHGvymBPMHmuS1Vtwbf7R1OEpp63SLF1TFrvrtd0Fx9aW9/bWehN0Zp1f9svmvBm5G67614y1OrPu\nB7Ut9fsbrB/P/eTKpqPN3Uf9csTys230v3jyu5e5Kz1x9x66q8u5S52HnJaFBa/8/M49t/85sW9C\npxOut4dm0CLLRTNKI1u9Kp4dOGCNiJjHY2LLPhnDiwotEdGrqrSz99+7hPu8QscLdw5eVWVQf/vr\noZHS+562Nm6khobGj4RBCDqcQlz6ELrtnZ86k0DmhIzGB0ru/eedu2774MZV16+Y9e7MDVP+MmnX\nmczZ8XVmvTtzw8PVDy6c+uKUd+SAbAIHCj8tGvNyz0W3lX1zLObUdRJ6x3vv2nvHu/1u7rtmwzOb\nrnpz9NszPDVe/ZEVR+J5R51LAIx7+pLNjUWNmQc/PJTc1X01RBllAJA80kU1HuqFxEVzYvjuXXFs\ny8I0uuSjlWFr+bxmSJJeefTn43SfLv88bL2aGgdamh3qM0/3F5/7445w9QCAffhBBlu/tg+ATZHQ\nO6H7+fIkWG0yGTuuSyPka2hoaJwZjlxb0U0m5q9MFOovuHuMJcEcHPXLkZ8oAUVsnWTdvsX7c+MK\n4nZaEy3fG/KDUIJpL1+6LW9Gbuny2z6/elHvV+42xpjcGeOLDl3xyrQt7W0ndURqc8rQlH2bnts8\nuuCa/A+7Ulajw6AAgOQ9s0GLhTMmF0WDEnh9emc0n+lKQTTOyMVj0I4dc/B1awezAwc20V69wgvn\n+v0mAODbtvZma1ZvoRMmOsPSa2hwAABb8v4Y/tsndkeiLRrbsD4LtbWJbN3aWBohM8UZg/L0U5OF\nBx5aByCiN0+27JNkZOd4IzECu4aGxoUJJUwMEb1Fz6WAAkEQoV5Q7XJ7zSmo7jWnoLrjJf9D9tQs\n572H73rtjRFvzWnY39Cj+Whz99QRKTX9b+lX3t56Y34zatP705fcXbqmLDZzQsZZ349Fo8hAwCXf\nmQ3aaL5xBiU8Dee8su/i5OIxaLU1DiiKqD71xKhwo2h03ITdbO2afvTauZtI//6d7mp9xrJ53Bbo\n9RISk5zswyXdhZtvLQtbc/++LABgi9/uRceOWx+uHgCwRf/IwZHiLNTXbYuE3nHUD95PVR9/bLau\nqOTFSOpySSLqs8/0pVdfc5T27asZPw2N8xzGBeVoS/aLBfaDt33BL5s/iOx4pxtqzph+7L+FpqPN\nJmOUwSeaxKASUIwrH/r6muRByYvaaxvW4/Kc+oTe8cXrn9owMnNCxvKz3SahBFSkiuyTz+gDlpGZ\nZ5kl59D/nG05NM7MRdMGDfV1UQDQFkULqy2auOjVjaRHbgXfvav72aQjOqPeK69/RLKyymlBr4pI\nmDO2Z7cdTmccALBvNxWEqwe0mZ2/vjAZAHh9fWTa3gFQ334zXZ3/wDwkJjgjNlgqY1Bf/L88uV+v\ne/iG9bmRNGds29Yo5dEFg+VpU2dErE1jG5wx8CPFZl5ff+YBQTU0/stRmC6wt7nvSw61uWYLH3b7\nCnbZ/WVITzv/u7N1ncS+Cd6bN9y0bEH9/D9N/vPEfyX2Szjy6Y3Lpkteqd12ycMXDNtYsamyf+2u\nWltn2q6dSkcGTePccvGcGEFU4YhqIb16lfBDBxwIs5qT9O1XyT75eFgkikYHD2lR0zPqeGlJQiT0\n4PWK9OePLmUv/GWm+JcXPuYej9DVpNLHUZ9+sj/q2/JRNrnMkSim+so/stXf/nouFEWk+QWVEdF8\n71/d1ef/MBnHjnUHpUx49Y2w85ryw4ctylNPjOS7dvVAQ308BEEVXvjr2+FWlatLl6SwpR/2Qm1N\nNG9oiIbLFU1GjNwjvv/hF2HpvvKPbN7QYEIoJEIKCQhJIqKjA8KvfrOvqyaYezwCAIR7HWlodA6C\nze5R71KiisNt312zm/S/bh/vLfWgR1bkoqjop+488FOht+rV4Y8MOzL8kWFHJK8kyH6ZtpcXtN/P\n+lZseGZj5apH14yxJFrcVy2ecVYjC1AdVWS/ZtDOVy6aEyN+uvwT5ZpZ02EwyMLsa6vC1aPjJ1Sw\nRQun85oaQyTyepKe+fVsx/ae4eoAAB012oXmJj1TFJFMnlofiTQ59JKxVfyb1UcAwkGFsLtxcr+f\n8v3744+ngyHDR4SfL5QxwO3Wo7KyGwCQ0WN20NFjupxH7wRpaQGUH0tAQ308ANAH5y8Trr+x3fYh\nnYJQ8PXrBiIUMgAAvf7Gr4QX/7Y5nPPFFYXwHTuS2dIlE09spnefw+Lr/1weVoSyrtYgT5l4Jzwe\nGwyGEAyGEBISGsX//f1KOnFSQ5fKyhiUm2+aAFkWSLfkFpKW3kKysltI794t7eUn7Qi2fl0sGTCw\nWTOTFz6MC8q37lHvAZyMsa+fXUx6XFGIPBqrNlYME7d8qIPyX3uO9Va92lHS9kNLDyeLRlEqXVU2\nxJpkqQdwVgZN0AmKHFAuGh9woXHRnBhis6kkO7uebdvaIyJ64yc4YTCE2OfLU4Tb7ww7CS4dPKSO\n/fWFGN7UJEZkAFyzpVUj4BcQgU4HdMrUeuXO2xKFhx5eQR94qDBcPWI2M1DKYbN7yJAhB+nl08OP\noDXU69VFC8ciMakeUkgn/v6P68KVVD/5uJv668evRDBgRGJSHR0+4pD4myf2dVWPMwb2j4U56ptv\njMTRkgykpVWiqipZ+PmjHwu/eOxQlzQlibAP3k9jn35cwLdvK0AgYIJeLwEAve2OL4Wn/3dXV8wO\n27nDwZZ/ls63b0vnhYfT0dLiAACEQgYy5pJd4l9eXH+2f044Y+CHDln5xvWJfN/eRH5gXzrKyv5T\nfZWeXiHc9+A39JZbuzQAJ/f7qfq3F4fwb9YMRVxcI+mWUk8ys+rJwIHV9J77irtyHLjfT9UH7htD\nevWqI5dNq6T5BREZM0rjbCB8g3vshwCH3eDOFE3y9H/zKx6NZq7KYcLWJSYEw/6TfCGSe2WP2o2/\n2yQDgM/pj2UKI2eTnYCKVFE0g3beclGdGNK7bz0+WzYqIlqiyJGeXsm/25yKCBg0MuYSJwDw9Wvj\nyYyrasIuoNXaatDcHjESBo3t2W2Hx2MjUy6tjERbMV5WZmIffjCO3n3vCuGxx/eHm2+Q19QY5GlT\nb4CqCLovVr7NyytMpGdPX5f1XI065d67x/PVq4aRseO2iX9fuIatXpVE517fpcgZ93gE9Y/P9WFL\nl4xEU1MUuWTsDuHvCz9Dc7OOu1wGYc7cszKoPBik7P1309inn/TiO3fkIxQykIJexfTue78Ubr2t\nWLn7zknCY49vpsNHNHVKjzHwbzfFsC9WpPMd2zN4UVE6WpodiIlxkbyex+j1N27gR4/G8uKibuLv\nnvuSjp/QYc9l7nTq2Lq1CXzH9kReVJjAjx1LRE11IgIBE0ymAJK71ZHoGDcvKwPS0iqFe+//ht52\nx9H2TBR3Ner47t0OXlgYxY+VOnhVVRTq6hzc2RCFpiYH3G77iYUbGuJ4IGAkOTm1dOqlVe3qMgbU\n1Bh4ZYUJtTUmXldn5k6nCU0uE5qbTezbTQX49ONxePYZICq6mWRnV9A779rS1Wi88ttf9+ebNvQg\nw0eW0GuuPUIHDHR3vNaZ4fX1epKQIHW85IUOgTvkKN0f6vtXi86bZLL4r/qCX/ZzG/PU5wmFK7qj\noupi6nAo6AU+b80NH782+I15TSXNadXba+ztjdn2g/V1VFECsqhKKmkv44LGueHiMmgjR9bD7zfz\nw4ct4Ty8T+j1zK/khw+nRqRsNpuK+Hgn27kzgUbSoHncIiJQBctXr+oGu8Md9hAlbShPPTEMsXEu\n4fFf74+E4VOumXU1VFXQrVj5DkntHiSp3bucuoRXVhjlcWPuhKhThJcW/vO4eepqtab6xuuZ6lNP\nzAIhnF52+Rbh8V/tIGnpXS6fctcdo9mKf4+ALOtIr95Fwv0PrqC33l58ctYI8aNPV3QmWsRdjTrl\n2tkzeHFROrxeKxISGkhez2P0jju/ptOvLD952BN24ICV5Od729NV33+3O/vHyyN5ZVUimlzREAQV\nCQkNJLV7PR06tJj07beRjBpdTwp6eQilUD9amgJnw256x10lp9NVHpk/lO/amcEbnQ40NUXB729t\n/2ix+BAd00xiY1uQmNhM+/SpJOkZzaRHbgvfuydWXfzOaHrtnM3CIwsOHh+2htfV6pX7750Aj8cE\nr9fEfV4T/P7WKRAw4fjI4ZQymEwBmEwBmC0BYrEEQAg/vl0yZMgh4dbbd3NXo0G+bs5kqAqFLAtQ\nFAGqSqEo33vNVfU/n6uqAKZShEJ6uFwxfM+eArZoIRAf7yQpqbXIzGogZrMEo0GB0aTAaFSI2SzD\nZFJgtiiwWGRiMSuw2hRYrQqx22XY7Iq68O892dIPh9MxYw7Qn91ygKR2D6jPPj0YiUkekpLiJekZ\nHtIj14u0tA6rjrnfT+H3CydfT+pHS1P44UPRdPiIOjJqdCMxGsNq5qC++H95ZPiIOjpseHNXNXyy\ntXZP84CFen9DbK5UNGtX5oAbdmEAolhz9SXC+sVdNWq1u+tssbkxvtNlAOgKweagGKlcl6fDGGVU\nblx1/XtvDH/r1uptNbGdNWiLJ787LeSRLIeWHh4MQjD5TxN3h1OOw58UJoWzvsYPuahSPXHGgKKi\niJgzoPVBDotViVROTn6k2IyMzEBEIlSKQlBZaURqajAieoyBFx62Rqp6h7e0iLy4yEIHDwl7mBIA\nYF+sSCR9+rSEY8xORv3jcwX0nvsKI9GOie3da2MfL80SfvHo/kiMcaf++fl8AKC33Hok3F7EnDEo\nt9w0nvYfUEOvnFlOsrP94eixz5Ylqx8uySf5+fV02PA6MmJkIzGbu/ygUxbMH8obnFaSktJMMjNb\nSF7PZtK3X0t7vzleWWFEt5TgqUaENzWJyg1zL4fNFiAORwDR0QFExwRIXFyAJCQGkJwcIGlpfsQn\nSKeuq9xz1yjSs6eT3nFX8fH9URctzGYfLe0HUVTbJgZRVCGIDDqdSkRRha7tM52+7bVOhV6voqI8\nmi37dCzi4hrJ0OEHhdmzD6kfvN8L5eUJXJJEyLIIWdZBkVtfK0rbe0U83m6zXZKSa6EqAgjh8Hhs\nCARMAABBUGG1eWG3e0iUw4voGA+Ji/MiIdFDunXzkrR0D7Kyvcrca64nubkVwr33b6cTJzUov/rl\nQLZ0ySg0NsZAEFQkJtaTtPQ6ktOjjgwYUEvHjqsjmVmBH5wLSSIQRX7y8eSMQR4y8BaUlaYhMbGe\nDBl6mM6cVUhnzKzuShW0+uqiLPVXv7yB9O1b1HvDX1JFs0G9nH7+QlcN2ks9Ft5sijZ6frZ+3iei\nUQzLpH37/He5m5//bsojtQ+9FE5i8+O8mPbSHYPvGbh+1OMjf9DMpHp7jb10VVnyqF+O6FQTlLfG\nLb6ifF35IACYt+aGv2WMTw+rve7Wv23PWvngV/O0VE+R46IyaBoaGhrnA+rHH3UjDodMxk9oOFtT\nwmm/IDsAACAASURBVBWFwN0iwu0RudstwusV2Ruv9mGfLbsEGZnldMDAo2TK1FI6/crq400HuMcj\n8OIiKz9aYkVFhY3XVFt5fb0NjY1WNDXZeEuzFW63DT6fBac+mDKzjtGrZ28THnzoMHx+ga39JoHv\n3JHIC/+fvfOOjqra3/6zz5mZTMlk0nsPLaGG3ntVAcWGXa8KFiyIIjZEvXbBiggoSFGKFJEmvYVe\nQggJIQRI722SyWTKOXu/f4Tw43pRktmHK6/MZy3XUph5sseZnHnOt2YEsZzsYBQVBcHh0MBorG2I\nAsaUkIS2JUKPniWkXTuzc/St48UJE5OEfz3xH+lrmnzCi/60pDVNSmqD81nRMBjqSKfEs8KIUWeF\nBx+62JybI3YoKSDKv+Rxe2WdB2Z+mTL0vT67mpPqu5K8/fney25d8VhAgn/2w7sf/JUn9VeTV+Px\nddy3L4+aPWJp5ycTr7o8vTl8EfbVxLb3tT38Z9EuRhmaagQ3PrW524m5ybdovT3ML1e89IUSBtK9\ni1NZ3AbNjRs3bv4/h+7c4U8SO1fzRvOZw0HYnt3+0oP3TYBOV08iIwtJi1ZFpFOnImH0mLyrRsko\nBTt6xJsdPBDEUlOD2fmsIFaQH4TKSl+oVBIoFUCpgJiYHPH5F3eJDz/6X0aFFRR4yIsWtmQ7d7Rm\n6WktwRgh8QlZZNDgDPGRR8+RyCibNGN6R3HylDRiMv3HaxSJpIk3nXlahOyMWD/7172v7xxUcbYi\nJnZozLHhnw/d5x/v3+yMSc6eHN/lY355NKhjUNbDOx9Y35zC+z+ysPeiO0DAHtv/yK+uajTyTYs5\nj0YPjrrmKqimsOWFrZ2PzTkxMqxHaNqj+x5ex6sHuA2a0rgN2g0APXDAR+jdu0nF3E2BORyEt+je\njRs3NycsI8MAALylIKy0VCN/+lFHuuCHWwA01PYZvWqFgQNPip9/lfRHo3X5eXUWkS77OYpu3tSa\nnTjRBpZaT8TE5qCy0hsqlSR+8NGv4rg7CwFAILI63nRmkgaOuqHC9vmN89FOzE+OSvrgwFBLoSWw\n1diWB0d8PuygMcxob06E6cL2i36/3LH6sZBuIRkPbb9/g6sRphPzkqM3T9rywHPnn/nMK8KLqx54\nbof59wW0DSgYt+x27u0w6x5d3ztrY1bnxAmJewa/P9DlzvQrcRs0Zbl5NgkoCN27x48ePuStlJ40\n5cVbmc2m2HshT5vajVFF6lsvw8zmm6qhxI2bmxXSpk2dIk1UgYEO0qtPgTjvh+9Ve5JmqQtK/q25\nkPOFasGi3X9mzgCAGDxl8YkJF9Srf92sPp/9uWrBovkkOqYEVZU+KCsNkCc8/oTzoQcGw2LWJJjS\nn1bDYR0mbJt35fDazk8m5jx3/pkfBrzTf03u3ryE2a2+e379Ext7pq88E7r52S1dm3L+2KExFXf+\ncseiwiOF8T+PXD7KlUn9AJD4RKdsDy+P2gOfHmrnksAVqPVqu8Pi8ODVAQC72a41BBsq2t3X1qWR\nNm6uP26D5gIs86xJnv7mIEW0KAXOZ0XL787opIQeANB9e+Pp11+2VkoPAOQpL/ZWUg9oKNpWWtON\nGzc3DuK4OwvFO+8qENq1r3Ulqk8EAcLoMcWkdesS0rPXSdK9Rwrp2i0V5WWm2Np9zxMqyUOFHfOv\nFuogAkGfab3OvpA7aU7XSV22Zqw523Pdo+sfPvbt8Vs3Pf17t6b8/BYj48rGLbt9Ud7+vPbLb1s5\n3BWTRgSC2OExyZnrMhOb/eQ/oDao7Y46pyIGzVHr0Or99bWB7QLcc/2uASFkASGkhBBy1UgjIeQB\nQkgKIeQUIWQ/IaSDEj/XbdBcgBUWerJjRzvQzZuCuMXKyzWQZZH+tGSQYjsYKyu95e/nDVAqisZy\nc7R0/W/9WG6OVhHBS8hTXuyrpB7QMHtL6eihGzdu/l5U771/Ur3x93XqzVt/Vf++dW33gx8F6OOj\nnENVu+aK+OtfeFEjsqEfD04Z/vnQ1UxmIgAc/+7ELRsmbGrSqr5Wo1uWjl0yZnH2rpzElXesGkIl\nSvL25zcrg9L7lZ4nzXk1oec2ZnGt89N4auxOhSJoDotDqzFqFOl6vwlYCGDkX/z9BQD9GWMdALwH\nYJ4SP/SmMmgs86wyS77LGpaFy/9+d8i1HnotWE52w1wni8VTnja1F7eew0FQY/ZCYWEI/earVrx6\nAEA3bgyHJKnkr79sr4QeANBDB33opo29mdWq6GdQevapQXA4FP9cs6xziuwfdePGDR89TIcfthK9\n72Bh5xwNnE1uivCP96/pN73vmta3t9rnH+93/vRPaf3XP76xZ1OeGz+uTfGYhbctOb/lQrfvuy64\n5/fntgxvzpmDE4NrAxL8s47OPsYVRdN4auxOq0IRNItD6+Hl4TZoTYAxtg/An9aJM8YOMsYau4YP\nA1BkPupNZdCkl18apEQtFSuv8AQAlnGmpbxkcRSXVn6+Hnq9FYJAmSwJjUupXdY7k24EpQIAyPPn\nDVQimsSOHg4HAPr779wh+kbkb2cnwulUs+3b+KOQjZpr14SyHdt7wm5X1vRNfKIf3bYtVElNAKBb\nNnPdTbtxczOSXp+wWwCVttOhk84jNqapzwvrHmru/1bfM/esvWvn0+kTl75a+/KnnScmnnFanU26\nXkT2i6iI7BdxqiSltE1xckl82vL0Zl0TEu5NSM7dk9fBYXG4fI3XGDV2Z72kiEFzWp1arUnrNmjK\n8ziATUoI3VQ1QOxsRrT84fsdVR99cpxLSJYFhIUVEl/fGoiut18DAGnTpkb128a50tBBk8Wnnz3J\nPRi1uEgr3HnXTrp61WDVN9+uhtmsAmfrPT2T3nA3UFgQQjdtDBJuubWER485HITt3d0JAOi+PeHC\nmLHcmxOY1SrIb70+GowRJQ2aNOHxfnT1qsHqqa99qpQmyzqnl555aiRp1apYGDGqVDHdqiqV/N23\nrcUnJ2ZeOQXejZt/ErUOr9wzjviZfb323Z1K2t2dwdrY2wgZ62JxIbs5bXdEIAjrHtrkWWlaH63T\nJ86nPP9AgdVpder3vrtvcNvxCUub+vyek7tnHvj4IA59fqRV/7f6urR318PkYZcUM2iSVuvzzzJo\nHaa49rx5pxC9PQfRl/8g0zUdQsggAP8CoMhKyZsmgsasVgGVlT50zapeTJK42mdVC3/cLgwdnsLM\nZk9X1/80IsQnWITEzjXw9a2k27dxh0WFEaNKxa9m74coyqysVKvElgNh9NiTCAwsEx771yaYTNxf\n/HT+3BaorTUCAEtNDePVAwD55cm9UFTUsGrEoYxBazRnl3Yvck3YBy5N7X93RgfnwH6T2KmUNuK0\n108ocU66d4+f8967hjvbx7+E7GwfpcwZu3hBJ3/1RSvnIw8Ooiknva79DDdu/lcQllTTf2VmVevP\nvKi55DRrd/d6NnpKktT7XgkiVxbiz1Dr1fTW70YdeSZj4letxrRMqjxXFXViXnJ0U5+v8dTIUf0j\nU9JXpHdmlEF2yM3+HtKaPOySTSGDVu/U6nz/WQbNVSZ0QPbK0djd+I8rGpcaA+YDGMMYU2Rs1k0T\nQWOHDvqCUgEVFX509tetxBcmN2kdxtUgBk+Z9OhZiJ+WDGNWq8CzyuayZmxcPjuZHAaAex4N0Wop\nAgPLWHJyIFxc5nwlqtffPO1Yu6YLnJIo9OnLtQ4EAEj7DpXC7eN209RTUcKw4S6/D42w3Bwty8j4\nv3SDnb8GTZo2tQv9de0AACBRUYW8esxsVkl33n47Sz7RFgDIwEFHeNdSsfPn9dIjD97OzqS3BNCw\ncPzLrw/waNJTp4zym68NYJmZkSgrDQAhTHz1tV+Ejp1cXuZNT50ysj27QlhhoSdKSoysotwIp1MU\n3/9wF++ScDc3NwwCPVDTdznAiMnDHCfq5FvWs9FTvWlVQTfx2C+eqPuvwbq8eEV42e9dd/eOgiOF\nx04tTm0JILupz+02qUvysttWPv3zyOWjer3S82jssJjy5vxsna/OppRBk+olrT5A7zZoCkAIiQSw\nBsCDjLEspXRvHoN2MtkfoihDpZLo+t/a8xg0ABCGDSuRZVlku3cFEM6UHwCQdu0K6PbtirTmAgAJ\nCy9lmWcVq+8inp71rLpKp4SW0H9AhTxntoZ4e1vEKa+4FOr/j7NFRtmE++4/LmeciRPfmrEKouur\nWRoRp89IpmtW9QbASHw8t8klJpNEBg/JYCeTE8AYEadMPcSrieAgO3S6hsGXarVT9fW3a3mXWBMv\nL4nl5wWirDQAAIRnn1snvvIq13tEDAZZmjXzVtSYG6JwgYFlqh8WLeMxZ/KnH8fLi37sD0GgEAUK\nQaQkNrZI9c23O0lQsKO5eqzOIrKdOwNIx47VCI/4rz2ebm50CDPbvbPMdu+v9Oq6IL2h7vatbPhL\nRlpb2kE8tSYIpRVK/8Sw7qHmsO6hx5r6eIfFIe5+e+8AEODCtovd296XkNbcn6nz09llu+zRnIG7\nf3YW6qRqQ6DBbdCaACFkGYABAPwJIXkA3gagBgDG2FwA0wH4AJhDCAEAJ2OsO+/PvWkMGunYqUKY\nPGUtnTtnhOr3basZpeC5CBNfPycCg0rp/qRQ3posACB9++djyeLhrLZWVGJBN4mLK6XHj8Xx6lzG\naLTCbFauk9Fs1sPbW5Gl9QBAt21rSVq1viA+/Ywidy/yO9M7w27XqPcfms3y87mNqbxyRTj98vOx\nwjOTfkNBgYl3cwTLyDA4H7j3HphrjGTI0EMkKqpS6NvP5egms9kE+Y1pXemK5QPh61cFk7dZuOOO\nA6p33ktxVZMePuQtf/VFV7Z3T2Ljgm/Svn2GasWqta6YKODS/sZfVrZgB/a3QFFhQ0pbFGXhjjt3\ni59/ecDlaLbDSaT33xuGc5mx0Ggc8PGpJn7+1cLDjxwWn5x4wRVJ+esvWyEwyCrcdlsRMXhy/067\naRpWp6HkZHXnuRrR4dnRM/mu/azPRC2z1bYSMjfG4sLFKwfa/i/ReGrkATP67115x6pWlFJ1XXFd\ns68ren+9nVEm2KptKp2vzuXyldqCWg8A8AzxdBu0JsAYu+8af/8EgCeU/rk3jUEThgwtA6Wgn31i\nRF2d+FeTrJsKiYkpZGmnQwEkc59v+PASGQDdsjlYVCAtSdq2K8WG9dxjOy5jMtWjsNBHMb2aGj0J\nD+dOlzbCTp1sIYy766AiWqWlGrrs54HCAw/tJOERNt5UJD16xFt+efJ4MnzkQdW7/z7J21krr1kd\nKr/0wniEhJSqd+6eB8oIIiNdTuXI876Lk2fNHIF6q054YsIW8c3pp+jPSyOvtjPxWjCHg9B537Wg\ny37uxs5mtEBMbI446fmNJKFtJV27prU47/u9RKVq8hckq60V6coVkXT71hbsZHJLlJYGICCwjHTs\nmIXa6FyIIlXN+nJ9U80pq7OILGmfHz1+PJBlZAQiJzuAFRYEorLS9/KDHA4NCQisFF+eukcYPab4\nmpo2m4CiQg9WVKxFWYmWVVRqUVWppbt2tmQHDyTKz6skREQUkPi2uUK/fjnCv5640Jz/B43In34c\nT/r1LxZ69lJsLdw/GYessRw19/hRILKqp/Hg3ekkYdwpdNAYWF1lmFCQFI3s89cjBfpXtLy1RWmv\nl3uu3//hgXF1pXXNvuE1BOrtAGApsnhwGbRCixYAvMKNboN2A3PTGDQAIF27VZE2bbJQUuwBJQxa\nv/7n2dmMAEXOZvCUSc9eJ2G1KvKekH4DismynwuY2axSwowK7doXMY0Ht85lYmJKSdt2inQwMrNZ\nRfz8qoW771EkesYOH/JFSGiJ+PY7J5XQo7+saEFatspWLVy0CwBX5JZRCvmjD4aS3n1OqX5csoN3\n5ypNS/OUZ0y/mwwdfkT12awkEhjoAABXzBkAyNPf6EwXLxpGevVOUb377znCkKFljedWNcHs/BHn\nkIEPIC83jLRufUEYe8dh4Z57s4TOXcwAIC//OUK4Z3xeU/9/ssyzBmefni+BUgG+vpUkNKwUUdFl\nwoiRaULXbqV0965wdmB/C3HqtD1NiYpL06Z2oT8uGAGnU335Dwlh0Gpt0OpsEIWGqJkkqWCp0xOj\np5307F36Z+bMObDvvayk1Bc6rZ3odHbo9Dbo9XYYDHbi6Wln6WkR7KMPWiAqKk8YNvyU+PSkNBId\nfVWDQU+dMkoP338viY0rJG3bFQp9+xaSAYPKG1Pg7Px5PSvI1wn9BzQp9Se9/VZHlnk2UHz2ueM8\nkVoAYJJEpMceHixOnnKs8b3kge7Z7cdOpfiJz71w1d47ykTpQE3fZQDgIdpMXQzHb8lDxMCzpPUd\nJmouGiru+L7xsQ6LQzw063Dr7s93y9R6a7mvdxe2X/Szllm17e5re/mme/AHA1MLjxZGWCvqm23Q\nzq7LDAeAulKrR0BbuJSBqMyq0tUW1OqJSOSURalR3Z7tckHU8JeFbH1pu2JjmNw04F6W7sbN/wAm\nScSVqMlVtRRKg1/WKynWuJpy/C+t8nI1KCWNRo8XmnzCi7RqVadEipBRCrZhfQjp27ec+Pr9V6cr\nKy9XN6cDlqac9GLpaSbiH2BDULCNhIba4OvrbDSM0rszOrDUU6HiQ4+kkNtGF13LSMqLFkaznBwv\n1NZ4oKbWg9VZPGCxaGG1esBq9WBFhYGorv6/CfYREQXi5CnbxUcey/6v15KdrZO/+qI9O5MeyrIv\nhqKsrKEGNyS0mMTFFZJWrUvogu9HkR49U8QPPtojtGtf+5dn+35erDx/Xh9knYtFXIuLwrg7j4vP\nPZ/R+L40p1mKlZerpXFj72Tns6LEKa+sE196OaMpz/szpBnTO9K5c25RrV73XVNLB/p57bm7RAxu\nmUiSl0Yj53InvtPqFD7zmzV18EeDf+nxQrfzPOcCgNXj1/YvP1MROjHlieVX/rnD4hAPf3m0Zb83\n+jT5tTssDvFTv1lTqZOqb5t3y6KQLsGVwYnBf/m+XY205emhG57cdL/T6tARQaDT6l75QAmDVplV\npZvdcs7Uv3NZOpuizLJ0MvPGWJbuNmhu3Lhxc4PDJIlI48beCi+veqF33xxh7O15JCzM3uTnl5er\n6bYtwezIkVB2Jj2EXTgfjooKPwCASiWRocMOqz78OIlERv1lyovuT/KVZ3/dme3bmwgApF//ZPHZ\n507Ir706XPzy601NbfxglEKeOqUbXbxoBOndJ1m1cPEWV0cCMUohDR9yJysv81EfOLLgWkaxt9f+\n+8pF/+ju5MiCMBT+V6T0h+4L7/QwedQ/uO1+7mGj6x/f2DM3Ka/Vs2efWsyrZa+xC5+YZr4FAiao\nBGn8+nvmxY2IbVYXKNBgQj/xnjmNOqla46m2vFr7ykzeszXyHvngbzM2/0SD5m5V+gfCO+fNjRs3\nNxZEpWLq3zZuUC9dtkN85tms5pgzACD+/k7xvgfyVJ9/eVj9+7Zfhb79TiMkpBit22SRLl1PgxAm\nL/ihNXM4/vLaIfTpW6n+ecV2dca5WcKzz21iWVmh0phbn2Ppaa2kMbdOlBf/2KTNKkQQoPrs86Oq\nH5fMZ2fSo519ejxJd2wPAJq/ko8IAlQ/Lt6ImlpP6akJA//8kQzdTYcerhD9IvuSpO+uZs4AIGZo\nTGbRsaJWrixG/yMaT7VDtkmK7Fi2FDXUjYGBiGrR2dwRHY2o9WrqHeOdDwD6AINidcBulMdt0G4A\n5AU/xCi54Ft+Y1oXxcQA0K1bFF1J5F5m7sbN34tqwaLdmtMZczUHDv+k3rRlnXrpsh2qGe+mNLWm\nkRg8ZdW019PUSQeXkPYdzoAxAqtVL7/04iPS5Bd6NPV3XLjl1hL1/sPzSGxcgXT/vROkSU/3dt57\n973N3dFLwiNs4r/fX8M2b+xz9fV7DF1Mxx6vFbwCB5FdswNQ/qep0MQnOmbZauxemRvOcY8p8vDy\ncCg1t8ycV3O569O3lW8uz5iNwPYBeWpPdZ0hyFCtxNncXB/cBs1FWGmpIndFAEDXr4tXarE5oxT0\n558Unfwuv/P2UJafp1VKj+3b60c3bVRsRhtwaVOEGzdu/rfY7YL4+pu7xU9mLhYmT1kj3P/gVlZa\nYqQLFzR5Rybx93eqN2z+TXj+xXV0+bKhyM2JkP71yNDmHkW8/8FcctvoffL0N8ex3Jz/uF71NB16\n0CoYfIaQHd+YUGP5Kx2fWJ96nxif3PQVZ7ivyRovD4dkl5WKoOkEteD0CjcWhXQJdqmJp5Go/pG5\nOl9dtdbHg3tDipvrh/tLzUWkV17qwyor1Nd+ZBOoqPCS584ZrEhqsqjIA1arXn77rX4KnAwAwHJz\nwuT3/61YVI7u2B4hL/xB0Y4f+Y3Xul0rPdNcFHt/3bj5h0KMRlkYPqJUfPyJi6o3p6eqvvrmkPqn\n5dvFx5+42Gyx8nIDPDzsAMC2be0lfzGrdXMlVHPm7YW3qUZ67JHb5DWrQ1lJsWaA165xlYJvRB+y\nf74B1iaNlYjoG56Ztz+f26BpTR4O2aGMQasrqdOpdWpb3Mi4lBYj47gMWvydbfLVWpVD56NzG7Qb\nGLdBcxGWkREuv/tOZ0W0qquMKC4Okj/7JIFbK+20CQDY/qTO9OgR72s9/pp6uTlaWK16umlDT2Y2\nKzIChJ1MDmcHD3RgdRbFdubRzZu60PW/hV77kU2DUQrp+Un9ldK7rPuHO3s3btw0oPr8y8PqjKzP\nxLfeXk46dkqXP595Gz10sFmzF4lWS1XfzV/N0tNaypOfv0+9dU3XQjGsTWdyYokfKps80qP9A+0y\nzbnm8PIz5c2qh/sjHiYPh2yXNUrUs1nLrTq1QV3fa2rP1FZjWjZ7ZM2VGMOMdqdN8tD76xQbFu5G\nedwGzVUqyn3or2v6sNpafpNhbliBQxf+MIjZbFzvCTt/viG1Sakgz5jObTDokcMNnV4Wi6f88YeK\nrKJiWeciUF+vo9/OViStS3dsD0BZaQDbsjlWCT0AoAu+j2UH9rdXSg8AaNI+X/mdGT2U1GSUgp5J\n91RS042bvwtiNMriiy+dVe/c84v60LFvUFnZ7OgTXbm8FSgVYLF4Bnf2G6CG025A3V+mNf9IzJDo\ncp2vrjL5h5SWzf35V6Lz1TkYZYLD4uD+nqivsOnUBnW9X0tfqxJjMRy1Dr0+0OCOoN3A3FQGjWWd\n07OqKu4oELNaBVRXe6O21ii//14nLi2bTUBgUDkIYcKgISfZ6VQj1+EcdpEMHHQE3j7V4stTD/AW\n5LO0ND94+1TDaKxlBfkmbr2iIg+UlAQCAP11rSJpTvrT0gQAoCdOKLbaSv5uTn+YzSalonzMZhOk\nSc/cwSSnor9z0mMPD2IHDyoyLLkRVlqqYUVFihQ2u3HjKiQkxO7KGj3x01lHhIce3gpBoNm3vaTS\nWiqr9rL+z26XhzxRAd8mZRWIQBDaPSQze2c2102k3r9hV25dqZU7zWmrtuk0nhrFNh8465x6Y6in\n26DdwNxUBo1u3BAhfzGrLa8OO5ViwqUZKXTTxs5cUS9BYOp9B5YgILAMAQEWoWs3rsna4guTz4ov\nTD6C6ipv0ia+lnfps/jgw1niq9M2QJZF9aKlu3j16MEDfqR3nxMQBEr69MlUIm1KD+5veE9zsiOU\naN6Qf14aiYsXogCAJSebePUAQH5hUh/k5YYTlVqxFlbpicf6sw3r+wuDh3ClO65EXrM61Dl61Hj4\n+SkyaLYRJZtM3Lj5KxpHeIhz5i6gECxHXt2cnG2O/gJgbA8b8OwmOmpSJlq2oCB/WbPaanTLzLK0\n8riKc5V6V1Oden+9AwCs5fwGzW626zyMyhg0W7VNJTtkjVeElzvFeQNzUxk0lnIyhK5b241bSJKI\n+Ob0FQCgXrd+KTiiSkSjYUSrpSQyspidSQ/mPhsA0rNXJdRqJ921g7tTksTFWUmHjpWwWvVKfMmK\n4+4sFF99bT8oFcRpr6fwrqFiJcUa8elntwOA8PAjW1jmWe50H537XS+IYsOE9LTT3PtH6frfguma\n1QMBACqVIhsApKcm9KVr1wyCt3f1n637aQ7M4SDSxCf7yhOfeJzEJ+TxrpBqhO7a6e+8deRYedZM\nRdLjbtw0FfGuewrU23bORXWVzkk1dcfN3X44Xx33iRetKc9grcf+xsZM3S33f6gWnv+1cslhcYhV\nWVUmKlHVD10XPlVyqtSlGzV9gN4JAPUV9dwRaXuNXedh8lDEoFVmVekBwDva2x1Bu4G5rgaNEDKS\nEJJBCDlHCHn1Kn/vTwj5nRBykhBymhDy6PU8Dzt3LgR5eWF0/W9cRkjo269SePa5sxBFmR496tfU\nFSd/BWnVuphlX1TGoGk0DMHBpezEcUVGWZBOiWYIAqVHj/pe+9FN0AsLqwcAlpOju9Zjr6kVFOwQ\n7n/wIgAI4+7K4t4TSClUq39dA63WJvzr8U3w9mnWQNCrQQ8fCoG3dzVEUYZGzW3QpLfe6ETXrBoI\nACQigjt6Rk8cNzl7d3+Erlo5BJQK4tPPJvNqyitXhDsH9L1XuuuOZ9nFiyHivz84xqvJrFZBXv5z\nhPTkv/o7bxkxll28wP35cfPPhrRoaRW/mn2g8b8pE537a/ouP1OVMLOgLmypnWgN29iwl7bQ4U/l\nIDK88a5E46mRK85V+jPKBHuN3eWyE5VWRQWVINmqbNwRNIfFodN6axUxaOZcsx4EzDva5F6WfgNz\n3ZalE0JEAN8AGAqgAMBRQshvjLEzVzxsEoBkxthrhBB/AGcJIUsZY8ot5b4ClpcbAgDy/LldhdFj\nNvBoEY2GwT+gnKWe8sc99+bzno0kdi7G6l8GMEq5lmlf1ouILGFnzypj+LRaCl/fKpae5os7xhVy\nC4aFN1wUiop0SESTVsP8JRZLw+dYr+f+3BBBALPWiairMwh33XNO6NGTe5CjOOWVVPr9vFHiW2+v\nRFAw9x2r+PY7KXTVL71AZYG0bFXEqwerVYTD0TBSpEWLi7yvmW7aGCS/+drtjauExOlvb+S5I7Ax\nngAAIABJREFUiaEHDvjIr0y+hZ0/HwWnUw2drl615OcFJCbWpS8rlpujZamnvFlllQeqqzyY2eyB\n2hoPYfTYC7wG382Nx9WvpwQWh7HgpCPxO5Xg1HUxHrsrmSU+kIKOko9cVZioSv517I+jd3/bZm4b\na5nVj+fnix6iw1atlEFTJoJWm19rUOvV9YJKuPF3Pd7EXDeDBqA7gCzGWDYAEEKWAxgL4EqDVgSg\nMfXhBaDiepkzeibdEw6HBgBYfl4gKyryICEhXNEREhpazrKyFCnQFgYNKpbtdg929Ig3UcAUkNat\ni+m2bR2VOBsAkIDASly4wHWhuqyl0TDodPWsuPi/UguuwOrqRAAgRqMinx16YH8AVCqJdOnKVQ94\nWW/Rwjio1U7hyYlZRKvljrbKH33QDrU1RnXSoa9ZYSF32pntTwpGcXEQGT7yAGnfntvwseJiPSwW\nT3h42EmXrmni+PvzuAQFAlZVbYTTqYZa7RS//OYnYdBgl9bcAAAoI9ILz92DqqqG9LVKJQkTntpI\nevdxyZzRHdsD5LnfdSYtWpSRDh3KhN59yq610/KvYGazijf176bpSFRdf9jcawnAiMnDHKfWOUZs\nYcOnaL3tNfG721pODp7Kb9DMdm6D5qxz6nR+ekUMmqWkTq/x1Ljrz25wrqdBCwNw5YU5H8AfRwzM\nB7CTEFIIwAjgnut1GKLVyqpVv86VRo96XvXj0l+UKIImkVFlLPOsIrO3SExsPbxMNWx/UjCUMGid\nu5Rg6ZJA5nAQReqJQkMrWH6eIilOAIBOV4/yMmVSVJbahs+xwVOR+i6WmuqPgIByolIpU4f1++YE\n0ikxQwlzxqxWgS5aOFAYe3sSiY6u560/o7t2+stfzBorPDFhkzh9xkk4nVzDfuWPP0yQZ346Trj7\nnp0IjzCL4++74KoWoxTyhMf709/W9ScJbTOZLKnEF6f8Lt55V4FLetnZOmn6m73Y/n3tYTY31BQF\nBpapvpnzizBkaFlz9ejePX5008Zolp/nzfbu7sJ2bFMDgAyAJHZOE7/4aovQrn1tk/V2bA+Ar6+d\nHT/mL8+f21d86JGDwlPPZLn6OWT5eVoSHmFj+XlahIbZeCLzzOEgUKmYEtH9GxfCzHbvrFP2TlkC\nkdUmD3PLyDbygJYX1rNzTut9FZJUnKhKXmuEpVlRcJWHyuGoVcCgWZ06QyC/Qdv15p52F7ZeaE0E\nQne+vrv94A8GpvJqAkB1drW7EUhhrqdBa8pF5XUAJxljAwkhcQC2EUI6Msb+66Im/euRgY3/TgYM\nzBYfeSy7OYchMbH1iIi0ia++9gsJDrYrYVqERx87zfLzmj8x+08QX3v9N9Kte7O/KK6GMHxkEaa8\nshaSRKDAaxWfmJDMamsVm6wvTp22kXTv4XoU5ApITKxVfP3NlfDxcSqhJ4wZe5G0bPmnu/qarffo\nY8eIrx93LVuDmADhvgf2iS9OTlNCjsTFWYQHH9qu+uCjEwAALec1NiqqVnjuhXWqt97mvugTQWhY\nDP3Ov5eLTz+TRbduCRSGjyh1WVCnlVnWuRDh/gf3kMjIGvrburaqRUt+J75+Ln1u6M4d4XTThs7E\nP6AaBkMdzGYT6ZSYJjwz6aA47s5mlwJIL08eg9zccBDCwBiR334rRv76ywrh9jsOia++ltKcc8pr\n14TKT094lPTpm0yCg82suNikWrbyd1eve9IdY0bD379WtXAxfyf3ju0B0ltvDFfv3LNMiZsW6fHH\nBpDWrcvEqdPSebXoieMmefILI1U7dq+sYr7pVTbfdFJZpjUK5W1kL9VtR+Vu9wwWd/3YVL35XX64\ny15rN5z//UK8qFHJA9/t79LvLZUocdZL2qPfHOvtE+dTGzci1uVrpyFQX190rLgtAJxafKo3j0E7\nMS85+sL2i9EAUJFREeKqjpurQxi7PiloQkhPADMYYyMv/fdrAChj7OMrHrMJwPuMsf2X/nsHgFcZ\nY8f+oMU0FeZ3rstB3bhxc9PBamtFYjQqE3GlFPLTE/sKT05I5RmTwygFLl7US6+/2pdt39YLWq0N\nwcGlJDyijHTvkS2++lpaU6NpjFLQH+bHyt/P74Osc7EAQNq3z1CtXb+a+Pg0O30qr1wRLr/43INk\n2PDD4sOPnkZQkK050cH/OFtlhdrZsd2LwoSnflfCyDtvHTkGarWs/nX9Rl4tumVzoHT/+KfVZVXv\n/J8RZehsOv6EnXgYRghbv1FDavLnZlbwl8/UldQFAMC4ZbfPbzs+waUaXnOuWftV1OxXAeCBbfd9\nEzs0psIVnT9q6fx0FS+XT/7GVa0/8h754G12aQTV/xpCCGNToIhPIDPxt72OK7meEbRjAFoSQqIB\nFAK4F8B9f3hMBhqaCPYTQoIAtAbgckrEjRs3bpqCUuYMuDR3a+78JCV0EBdnFcbff5rMePcAad3G\n4mq0iggCxCcnXmDl5To667NoUCqw1NQ2zsEDHlav+XVZcxssxHvuzYdAlsjPT3pIOnigLYlPyBbW\nbXCp0Yr4+jmFW249RH9e2o+99sZp3lIC0qJlKU3aG8+jcRmZEuA/Gwt6mA4/VCN4eQ8l279ujjkD\nAEEjOIGGOrTWt7dyueO6Jq/2cmg7pHMwV22sKdJk0wfoKwBA6+3hksl287/huhUUXCr2nwRgC4B0\nACsYY2cIIRMJIRMvPewDAF0JISkAtgOYyhhzd1FxQk8cV2S46mW95BNeSuopvdTcjZt/EuId4wqF\n+ASXzdmVqF57I019/OSn4vwF84XJU9YIiZ3Pyx++39WVDRkkINCGoOBSVFT4sf1Jneme3S4Xz4tv\nvX0UZrMX/eYr7nVvpH37UhQXB/JuOQEAyDIBIZcNYx+vffdWC95h/ci+uXrUN7tMQbJKWq2Pttq3\nhU+uSqty6YC1RRZNTX6NHgRM7am2aL213A0kvi198j1DPcs8TFp3o8ANzHWt+GSMbWaMtWaMtWCM\nfXjpz+YyxuZe+vdyxthoxlhHxlh7xtjP1/M8NyrMbFbJq1eFKaUnv/rKUFZZoUi9GLNaBXnK5BFK\naDUiv/5qVyX1WEYG10JjN27+yZDIKJs47s5C1ZvTU1ULftyjmvfDPuJCQw3p179CfPiRA/D3Lwdj\nRJ4xfYjLZwqPsJEhQ4/KCxf0k16f1pnHXAl9+5fAZtOy1FP8N5L0/wzaAK9d48rEwLie5ND3Pqhu\ndqSJUQZ7jd0Y0iU4M6RLSLarR7qw9ULQ75O23EkIYUxmomSTuL+3Y4fFZmoMGpvOx23QbmT+yS05\n/9/Ajh/zpl/O6qeY3sWLYfLb0xUxQexUiomlnEyg27YqMk6EZZ3T0xXLByqxE7URafLzwxS5e74E\n3bnDn0mSO8rnxs0VEEGAOHlKhjolbY4w8en17OKFcHnlinBXtFhJsYYYPO3Izwujc+eM5jFXpE2b\nOuj1VrZ/f6CrGpfPJVMCQphBYwktFMPaJJLkJcEocakgv7ag1oM6qbrDw+1TW4yKc7mZrPXYVkX1\nVTYTo0zQGNRWtZ5/XVz/6X3T7TV2g85f16wl8m7+t7gNmouwkmKNvGa1IiM2WNppX5aW1ppu2cx/\ngXE4CMzVJrpubR9FFsOfTvUBAPnTjxUxkPTgwQBYrXr54w8VmdHGrFaBnTjeli5dHKWEHgDICxd0\noKtWuvTFczUYpZBXrVQsQurGzd8J0Wqp6oOPTqhPpHwNh8Ol7xASFOyA5Lz8XHb0iD/XoUJCSlla\nKvf1E1Qm6rgIFmYoeCRELsyMRo7LM/zK0suNQIPBSrgn3uUB31pvreQV7lUEAH5t/HJc1bkSIhDY\na+wGQ4DeHUG7gXEbNBehe/YE0jmzeymhxc6fbzBBn33KbYLYmXQjKBVQV2eQ353RhVsvK8sHANiJ\n4+1o0j7uOWgsLdUfAOja1b2UiFKxHdsDIUkqunQJ92u9rJmSHEfXrlGm6BgAXbk8gi5d0kkpPaCh\nq05JPTdumgvx9XOKDz6U6+rzxXk/7CX9BxwFAJZxhmsYLImMKmHnz3OvthM9RI+Yw4tU/nJ5Ti/V\n4VU8WpXnKr3UelW9h5eHTAS+S11Agn+eoBacwZ2C+De5XMJRYzd4hhjdBu0Gxm3QXISdTA5kJ5MT\naMpJ7roHlpfrCwAs+URbuj+JywSx1FRveHjYoVJJLPNsELPZuN5jlpfrA43GAV/fKrrspzY8WgBw\nefNCebkf/fablrx6dH9SGACwk8kJSuxmZOfP61FQEMqOHk1QKm1Kly/rwM5mKBbhY2azSn7vnVuU\n0gMAmpbmyfLz3IMm3fzPIIIA1YpVm0nHjuns4kWXI2hMkghp2aqU5ecFyt/ObsFzJpVW8IAgoFrw\nDj6DNvEUxGVnZc6rMXqYtPyr7ACE9QrLAwHzaeHLPcQcaKiPc1icBq9wt0G7kbnpDJpStUXsXGYg\nKBXkzz7pxi1WX6+Br28ladfubGNK0VVIQoJZ/GbOYkiSSrXkp828gyDFJyacFMaMTYKfX5Vq9ncH\nrv2Ma5wvIrIKLVpeIP36HyMtW3GvUmJpp0MhijJ0unr5qy87XPsZf428cnkMADSkiX/lTmGzOovI\njh5ph9LSAKWWe8vvv9sJhQUhSjWCAID8/LMjWXGxh1J6AMAKChTVc/PPg2g0TLVu4xoSEOjyuAe6\nZnUY/WVFXxQVBctffTGc5zz2EktdZtAwe6EtdFMWbTFqPRv9SpLUZ7wTqmZ3vVoKLUatj1aRMRbR\ng6KKqINqAtr6K2LQLEUWDypRlXeMt7sG7QbmpjJozGYT5A/+3V4RrdzcAABgu3Z24f2iVC1buZF0\n6JgFnd4uTnz6PI+W0LmLWRgxogSCQNm+vXx1HQCEQYPLSes2ZSguUaRJQPX5l4dJq9YFqDHrhVG3\nlPDqiZOeO0w6dzlNevQ6Lb41/QSvHjtxPAImkxn+/hXs982xvHp0/rwWsNm0AEDX/RrJfT6bTaCr\nV/UBAHbsGJeZb0T+dnYLdjK5LWy2Zn8J/RnSG68l0k0b3HV3bq4JMRpl8atv9rv6fPGee/PhH1AF\nAMTPl++mr2E4Kau2+WSkVyfMKrSGrTQLXoEb2G1T98j9H6yHtskrm+pK6ow6P50iBs1Z51QB/DPQ\nGqnIrDQAgG9LH3cE7Qbm5jJoW7cE0TWruiuhRTQaCVqtjXTtlsZrhIjJJJHY2HJWVKTMMnKDpww/\n/wqanMxfNAuAJHYuR43Zi5WWcu+TAwASGVnFysoUMRfCiFGl8PGpQ3WVwdWVPVei+n7hdhKfcJF0\n6Jglfj3b5S+NRtiZMwEICipFUFApO53KXSMjf/JRO1RXewMNzSXc56usUMszP7kVAGC1KtJZKy/+\nMYrO++420qq1Il8mAED3J/m66+7+ufCu3hNfeHE3AMA/gO8zR6+cg0ZQY/fKPl3d4asCS9jCeqLz\n2sxGvbxTHvRYDYzXHO1jLbcaDQF6RQxaWVqZt8aoseh8ddwz0ADAnGM2iBrBaQg0KLIez8314aYy\naHTPrgjk5YXRnTu4DBWjFKptO1fAP6CCtG5dIoy9o4j3bCS+bTnKSv2VqnsioaFlLPOsIlEv0qNn\nJQSB0v1J3BE5ACAtW1ahslIRgwYAxM+vjpnNisxCIyaTBJVKhtMpKrGvVTV3fhIJDKwUevY6I34z\nh3vaPCy1GgQElCM4uIRdvOjNKyc99+yARsOnRASNHjjgI78+7V5QKpD27RWpv5F/XBAtjb/7caFz\nZ0WHWPPWZ7q5cRDveyAPLVtdIMEhfCnAS5sE/kid07M4pbrTt3m1EXNkiKrtbOiLW+mwCRcQE/1n\ndWr1lTajZ4inIgat6ny1t85Xp0h6s/xMuaEmv8ZT7ampY5SB0euz7tENPzfVBYqdOhUBAPL387g6\n6ogggGi1lPj5mVlBgSJT+0nXbuWw2bTIzFTGaETHlCI3V5kIml5P4edXyU6lKGPQ2rWvgs2mZbk5\nyhSl+wfUobZWuWG1KpUMSVIs3cfq6z1g8LQrsRha9cnMY5AkUXjokX3i9BnHuc5ltQokNq4coijD\n5G1m9fVcr5kVFHhI/3r4ftTX66DT1SsR0ZSmvdJFfmXKQ/APqCAtWlp59RilkBctjHYOHzIO7qaI\nfxTiCy/uRkSEyxE0uj/JlxUXGUAIoxvXB19t44lN0lWdMHeZn1MT/aWGOWynWbs717Gx07bJQ5+8\niOjIK82a3WwzeoV7KWLQzHlmb0OgXhGDdnpZevSBTw7dItVLHgv7LL6Dt8PUzfXjeu7ivOFg589H\nAADbn9SR2Ww7ub8wg4KrUVLCHcUAANKuXS00Ggc9cshfbNOGuy6AtGlTRvfsUmy0AwkOKWNZ55SJ\nyHXoWANBoCz5hA+JjOKPPoaEWGCp9VTibAAAjUaCxaLcl3e9zQNGY7PXxFwNVlsrorraW+jQsZz4\n+3MZIKLXU9IpsQwA1Dv3zIXk5LpSs7xcPYlPuMjMB73g7c2VamI2myA9MH4E272rOwAIPXud5dED\nAPnzmW3khQv6oSA/VJjw1Hpew8dyc7Sw1otQqxlEkSEysp5nPROjFEqsd7pZEe97II8VFJS6LOBw\nCHTmp3cCgPT6a7dpbh39/Z8+VNZYDpt7LgYAraret4Mh5bZU1v6ek+ikNtLasjic22q3OI3eMSZF\nDJqlyOJtDDVWKaEVOzymcN97SZ4AENotxOUxKW6uPzfN1YDl5miFgYOSoVY7hXvH72HpaUZeTRIe\nVg2rVZFONSIIQFBwKcvNVWTvJenarRT19TpmNitjwqOiylBZqYgJIhoNg59/BcvLU0YvNKwOlApK\ndegSnd4BUVRuNQEhjHh725SQYmmnvaBSSaRnT0XSfezo4WDExOaQ6Oh6XsMi9OxVhYoKL2H0mCRx\n6rTfebSIVkvFt99NgoeHHaIoC3fdncmjBwAwedtRkB+KqKg88b33k3nl5M9ndXT26fGyc+jAiXTD\nb+G85kp+9eVu8tw5cbznAi6taFu7JlSJ4dcAwPLztEqlhFltrahkBzLLzdE2loaQsDCXb4TIgIHl\n8PapAgChR48m3xDYJF3lEXPPxWeqEj7Lq42YL0J2ptD298Zd2CDk9blvlBKrmaylVm9TpFd1ZVaV\njjclGdE7vEqtV9WLGtGR+GQn7hufRo59ezxGKS03DRDGbvz8MyGEaSrM7/zd5/gjSt/xMkkiRKVS\n5A25fMFS6HxKng1wRwt4UPxzZ7UKRK9XxJAyh4Ogrk4kPj6KFDOz8+f18k9LWohvTj/F+5oZpZA/\n+qCd0LVbqTB8hOuRlkvQw4e85Y8+6K36du4OEhLCFSFldRbRmdjhaVRW+gpPTNio+ugTl9PXLCPD\nID3/7Ah2/Fh74f4Htqq+/vYg99miI15X/fDj98KYsdwRb+mZiX1o8okYzcGjS3m1AMAREzlZfOHF\nTeKLL3GbDUf/PuORdrq1+PPyOeKIUS5/Ruim9SFhMY4JYnVlPZn9bcr9m8Zv4TnXR56fvjzw3f6/\nbn915/ixP45e2P6BdgU8enMS5j4IgNUWWgKnVk/5nEerkTOrMkJW3b1mAmvohP2fQwhhbAoU8Qlk\nJt7+u17HldxUKU6lUdpgKGmAbuSzAcqf72ZC8fdWIXMGXIqOajSKmDMAIHFxVtX0GacU0RIEqF5/\n87QSWgAg9OhZLaz9bZMSWsTgKatPZ8xmaaeNLPWUDysq8nDZ9LVoYYXJZAUAdupUJAAug0YMnjL8\nA8rpsaNB8PW1C3378UVvZUqIIChzI2q1CqitMZKWLRXpGCYmk4WJKkkYxmfgE3qQceYimZVMfM/S\nfnwbrnFC1nKr2lnnNAhqQWYSE6P6R7q0G/RK/OP9CxhjcNQ59bxajcTf1YbbvLv5T9zfkm6uiZKL\nyN24cXN1iEbDhMTONeLDj+bwROSISsVUK1b9TsaM3cMunI/k/f2VJjzeD06Hmv4wf4QS20RAZQGC\nMiUELD3NCMYIad9BmQn7drsawUGlPDdB8WcXPWn39POpnDC9oq7Q7B/RJ7yY50xFx4tNAGCrtms1\nRo3FK8KLu561+/NdU0SNKGtNHu5BtTcwboP2D4Ru2sg9b6sRlp+npXO/41qfciXyyhXhV+uOchVW\nXq5YLYsbN/8UiCBAvXDxbmHs7fvZvr18ey6HDLuIqiof2GxahLveJXkZWRYgCMoYtDNnvKHROBAe\noUiNJ4oKA8jgoSmuPt3Lwxzj7Nw18EL/J8Xas0X+ABA7LKbMVb3cpDyf4uQSP41RY6nKqvQxBBm4\no2cAEDUgqtJaZlVskK6b64PboN0g0G1bFemQBAB5zuzuSpk0duqUSZ47Z4BSUTS25fc4+dOP2yoi\nBkB6eXJfxRoh0NBqr5SWGzd/N6pv5hwgXbtyRZfEe8fno3WbLAAgMTHcs+2YLBMoleK8cN4Eb2+z\nEml/5nAQlJYGCL16u7SQXKey+gXri+9rXX1olTMrDwCg99dXaDw1sqtnytuXF7jn7b3jqFNWn9uQ\n1dUU6eWy2fsj9ZU2T72/3h1Bu4FxG7QbBOmN10axOosis7dYSbGvPPPTfoponcv0Rl5uOP1+njLd\nZcVF3nTJogFKRdFYenqE/P67io0Tkae/OVjJpeF03doQpbTcuHEFYvB02SA0Ik55ZTcAkPgEvvEp\n2dk6UCpAECgrKuLvgC/INxFfP2XSm4cO+kKSVEL/Ac02QSrBqY0y5jzuL5ddbBdUftbD5FHjYfIw\n+7b04SrmD+8dViY7ZI1kkz0gEOrbwleRCBoA2KpsnoZAg9ug3cC4DRoH9NQp7lEdwKVC14sXouRP\nPm6nhB7Ky33YyeS2dM9u7tVRLDvbGwDkOd8qEkVjZWUmlJX5yzM/TeAWA4CKch+66pe+ipnb7Oww\n+d/vdVVCCwCkjz4cwrLOKVaISzeuD1ZKy42bpiLeeVcBadvuLIlP4EqJyR++34Xt2Z3IMs/GSM8+\nNYT3XKyoyBsBnOudGrUOHwqEydvc3Po/Aiq08cqYaKCWin6q/csAwBTpVazSig7/Nv5c9WfhvcKr\nBJUgaYwai8PiMAS0C1DMoNlr7J7GME+3QbuBcRs0DuTJz49QQocdOugLSgW6ckVvXhPE6iwizGYT\nAMgff9iX+2yFlzYl5OZE0AXfcy8PR2WFNwDQxT8O4J1bxqxWAWazCWazSf7wgw68R2sYAlvlTTdt\n6KlE2pRRCuTlhsqffNSFV6sR6f1/D1E0wnc6VZGbDDf/fMRZX2zmXX8m3DY6C3V1BlitemHI0HO8\nZ2LlZSYSHKKMQTuTHkRCQ5vdcdnNdPQhB9HoeosHL48NiRkSk1FfZfMK6RrM1cEpakRmCDaUxQyO\nTpZtsjaid5giBo1RBketw9MUaXIbtBsYt0FzEXb+vJ6dTG5L1//GHdFgySca6s9KSwLp/LlcqUR2\n/Lg3/Pwa2uBN3lZWUsy34NxDKyEqKo906ZoKH1++WU8OB4GnpxWEMJLYOZMdOcK1hYGdSjHh0qwa\n+tu6rryDNNmRww31Z3V1BvkjBQxfepoR9fU6uuX37kpE+JjDQXDxQqQ8ayb32RqRX3pxmKJNGwoN\nC3Zz4yF07cZthMittxXD09MCjcYhPPzoBe5DVVaaEBGhTIrzwoVAxMQ0e7zGqboOv+mY1byFjZiy\nW+7/kB0ades7Wl2kDuoROyyWK4IGAL4tfQvDe4flixrREZwYrMh+25r8Gi2VqMqnhY+7SeAGxm3Q\nXITu3B4MAPK877rxarHMs/4weZvh51fBkpO5apZIy1YW9c498wFAfOrpEyQo2MGjp/px8U6hW/dz\nrLZGL955F1c9BSgl6n0HF8LPr4LEJ5QIvXvzrS6x2wVx6rRfAEC9bv1SyJwRuZSTfjAY6qDT1bOz\nGcHc0cwD+xumuFssnvKsmdwpXZa0zw8Oh4Zu3thVkXRznUVkKSfj6aKFik0Al996I1EpLTf/PIgg\ngLRtl0US2p4jRiNXbRyjFKiu9iZxccpE0AoLgkib+GZHvGySriqlOnFOviV8vo3ojJvYLS+f1PW5\nVxvkVePbwqee91zDPh28tya/1mgIMpQrsTeTUYaKsw1bYfzb+HGvFXRz/bjpDJq8+McoJXTY8eOh\nAMCOHmnPCgq4il3Faa8fE+65Zx+0Orvqu3lJPFokJMROwiNs8DLVsOQT3MvNiSCAJLQtRVER98oY\notVSYjTKJCyslJ3N4NYTBgysEF6YnAFRlOnxY768xdBk6PACccZ7qyHLomrV2k3ck+vT0/0REFgG\nP79KFFxKFXNA9+0NBQCUlgbQFcsiuPU2bgyBJKnoql868moBDSNP6JJFQ5XsqmXZ2TqltNzcGJD+\nA7LIkKEZPBo0+YSXPGVyD0iSCk5JYLk5XGl/VlWlQkWFr9C1q8sDaq1OQ1lKdadv8y3hC+w6L6/I\n02s990r9HnBAzfX7ENIlpKbyXKW/McyoSHoz+YeTUTtf3zVQUAvSjld3dXZanTedD/j/hZvqjWFF\nRR7yZ58MV0TrXGYw1GonPD0t8uyvucZGkJjYetKiZRUqK3yUOBsAICionGVkKLPcvEfPUtTWGnkv\ngpf1omNLkZ2tyI5AotVS+PtXsJQU7tcqdOhQS7p2K4fDoUFmpoFXT3xz+gnhvvuTIIoyr/EGAHY2\nIxA+PlUICi5hBw6Ec+vt3R0JACzlZDx3KhwA/WVlFOrrdXTB94rMzWOZZw3SjLd6KqHl5sZBvP+B\n8+Ijj3HVn5FWrero0sXDAUCe8dbtCOZctbV3dwAEgZK+/Sp4dADA6jSUZI7/MC//s7UnLYLBZz27\nbdomOmrSXqnfAyUI9HOliM+cW+PvHWNSZgZa/8iyomPFbamTqopPlkSo9Wr3JPIblJvKoNFf10ag\noCCU7tjO/WUuvvPeTpLQ9hzp2StNnD7jJK8eade+CvX1Ot5o3GW9sLBylpPNHUEDANK1WzXUaidN\n2qeMqYqPL2VFhYpoAQAJDStjWVnKmNF27WqhVjvpiWPcHbDE399JYuPMqK42KZGSVH04PiIcAAAg\nAElEQVQ1ew/p0zeVBAZWqr6ezbW+BwDY6dQIqNVOaLU2+dvZ8bx6dO/uGACgGzcoMudOXrE8lh06\nxH2uRtjFC+5o3A0AiYyy8Sw1B/5v/RQACLfceoS3eYEePx4E/4ByJUaSAADLzw+2w3g+tbrjN9nm\nmJn59vBdNkHreYD1fnIdGzttKx02IR3xCXXQN+mm11Jk8Q9I8FfEoPm19rN6mDxqAKDzk52OKaHp\n5vpwcxm0/fuiAED+cWF7Xi2hb79K+PrWoqLCSLRa7m9f0qGjGYQwduK4IlE0EhdXxgoLlTFoKhVD\nYGAZO8UfpQIA0rVbGaqrvVlpKXfUBgBIZFQZ8nKVOZsgAL5+lezMGUUG1pL4+Go4HBrk5nKbA+Lv\n7yQBARZWY/ZU4mzix59tQWxcjjDyliPiCy+m8+qx1FOxAMBOp7ZmlRXcGx5Y0r4WKCsNUGJcDADI\ns2Z2ort2KvI74ebvh4SFlUKtdoqvvpbMq8XOZgSS8HCu/ZuXtXJztDBXm0ifvsUAIFF1fVW9b1py\ndee5mVWtPsqtjfzeg9ms2TR6yO9s5Mvr6W0v7ZQHPnoBMdF2aP7r98ZablXbqm3eIV1DFBux4R1t\nKjQEGco6/atjzjVfDwAH1Kqm/KPU+dw0cFP9D2VpaVEAwPYndWCStIt3ATgJCKylBfx1XsClhdUm\nbzPLOOOD0WO4O39IQttyLF3izyhVZLk2CQsvY+fOKRNB69W7EqIo0317A7gbDwCQ1q3L6N7ditRR\nAQAJCqpk2RcVMQWkXftaEMJYWqqJREdzFwyTwKA61NQqYtCEHj2riV5vY7U1WuLr5+TRYlVVKmHI\nsBT689JA4c67drPUVC8yYKDL6SImSYSlp7UAALrs53hhwED+FHHyiRhaV6cRBg3ew6vl5u+HxMWV\nwmSyEs41T0ySCMvJCRI6drqoxLno7l1B0GgcpEfPqzRBEdRL+vJD5t5LAUAgsspTY4lopc0clEbb\njksmiQYNc9TpWL05TCw4EIaC3MJ9Z40gYJF9I/iW1F+Bf7x/UViPsItXazpgAEoR6J8ptRpWJ+i9\n64neJEPUELAmfF++o9QRbzgIISMBfAFABPA9Y+zjP/y9P4ClAILR4K0+Y4z9yPMzbxqDxiSJiA8+\ndJAePlwg3H77GZSUaMAbZu/XL09QqxUJiQOAMGrUUURGKdL2LPTtV0p79U5Bba0KJpPErTdi5BlW\nWalIiohotZTccut+YjRymYLLegMHFZITxzMUM6PDR6SBKDMtgmi1lIwctR8mb65u2st63bqXktTU\n00poAQAZMDCT6PXcnw/i4yOpvvz6kLOk2Et4+NF0oUdPvtEHebla4elnNyM315v075/Lez4AIF26\nXiDh4Yp0/AGAo138RPXufQuIvz/351hesTwcjBJx/P15vFrSi8/3gFpFhfsfPCskduYey0DT0jzp\n/Lltxc9mHeG9qQUA+dvZLWDQS+Ijj2Xz6JC27UqETonp0gvP9RSenJAmtGvv0rVTGjV8HAryg9Gx\n00V5wfcxLDPTV/XRJ8ddPRc7cSIYwSElRKVi8ldftEJgYP2fva+UiVKN3XTxmL3bRaDBsBk0dWHx\n2vQBF2nM0DTS1lcVbCzR+22u1Hhq5A0TNvXo/ny3tMB2AVzzy6IHR+XoAwy2rZO3JQ7/fNh/RCB/\npyMn2YjWqBesVfmOiEN1DkOOTdJWAn99TZRefL4HgJE857pRIYSIAL4BMBRAAYCjhJDfGGNnrnjY\nJADJjLHXLpm1s4SQpYwxl6+vhDXFFP/NEEKYpsL8z7Xmbty4+f8OVlqq+X/snXdYVFf3tp+9z6FI\nESlSpEqzgr1ir1FjN8ZobNFojDExJrGk2OJrjcbejbHGbsReY0dFsTcUQRERpEgVZs7Z+/sD8TMm\nbyKzt7/4xrmvy0vBMw/7zDBn1ll7rWcRV1cpgbexZ/emtEHDWOXDgcLeYIYaVXvjTowfXN2S1VVr\n1or6l2nDv6jOtofXtLx+a77o2gDAUDX0A1qzdrRo4wzPzaX82lV7rWWzoereAzNNPU9DSLkBePDA\nA1ZW+aR1m5P83Nkgy/OXl5m6LmPrlu1hZWW02Bq+y1Al9ANar/51U2pGazqc7p1J7V2NAz+/kHr6\njvO727r8Oqf0/BG9j/Wc7VPPW8iiiDOOI2OOVjy36HyjL5KHzn3+/45q9XtkUzvHy49D5/63x/+p\nZk62YvTx/JY/9ab8v4YQwvkXclJ4ZDrGPH8ehJA6AMZwzt96+vVIAOCcT37umIEAQjnngwkh/gD2\ncM6DRdbxxmTQzJgxY0YmsoIzAFA+HXqO1qgpxXAVuqYAAG3e4rwMc1l27FhZUqOWkC1GITz6pi3u\n3vWmP/wYLqpFbGyYvm5tMNzck0TOkzg5Z/AHDzzoW60j2OXLvrRKtdsi6+L37rnTtu0ieXq6ivvx\nnqRJ0z1F1ajtEPH+Y1rCrb7hwIIt5+NalvBzSLmzP9ZNsVQMXrU9hX9PCCXITMiyt3a0/kOGtbZ6\nav1O3uZLO8ssz2yD/UuXoMhqsBDBGEIbyVH6Q1m5J4Dns6D3AdR64ZglAA4RQh4AsAfQVXQV5gDN\nzF/C8/KojCaIZ3oGAxHtuDJj5t+GtOAMADRdQUBAnDJj5mkRGXY20gF5eQpu3ypNvxpxSMbS9FUr\ng+DklEYaNZZS8M5OnChDqlWPFhIpWTIDVlb59PNh51jTRvXJV8NNOlceF1eMP0y0RnJSSVK9RhIL\n/9ULqqrRVq2LVFNcp/iJ7mnU2bMhObJga8P5zdNvp3tZO1jn3vw1Otje0y6JqlTK9TPnYY59Madi\nf9gWtoRRc9FT7lnZ5He6bAidI+Nn/V/x5H31sCmPW75E9zt8kPv9xSEv85x/DeAC57wRISQAwH5C\nSCXOucllS29UF+ebAtu/T0pHIwCwrZs99S2bS8nS00cNF568UAjbud2dZ2VJGZIOFASjsrTMmPnH\nsLQ0qguX/CpaL8ajbzpo73QaCEI4P3LYh+fmCr8/+JHDZUm16jdl1Iry5GRLxNz2o23bCQVoxMMj\ng7ZqE8GPHPaApaWBtuvwwFQtrUPbQdB1hc2ZWY/t2xcAv9LxRbnBDSt+vFuq4uxTjxxf5IjHmVqe\nZpn3ON8h7sjdqrkpufYl/EoIzfZ8ntyUXHubkn8M0ACgjhqx3kAsbe0ss4QNsf8X6PuhErdinXq4\n8M+fHJIA4PnnwhsFWbTnqQtgIwBwzmMAxAIoI7Iu8wfSawK7fk1KZx4A6MuWVNE3bfCUocXj4orr\n06Y0kaEFAGzjhgbs+DEpFhYsIsJDHzX8xTSzyehffl5bhl8Z8HSMksTg0YyZl0UZ9c1+WrWaeDOE\nzggMBkvougJKObGxEXpz8LRUC37zRgB9u52U7VK2eqU/rK3zaKfOQp3gpHLVh8q48afZb4cCSdly\nd0zO8Pv4PCmcDQxnl0x+O9qThoT8rY1FIfWKH+36SClZOoycXOKC1McAYF/KPg0A/Br6RmUn5ji7\nlHeRFqA9Scuzt3O3+9MATYWuO+spd/1s4jrJ+nn/45wFEEQI8SOEWAJ4F8CL2/Q3UNBEAEKIGwqC\nM6GaUnOA9pqgjxrRUIabOwAgMdGRzZrZQIrWgwfFEX0zQF+9ykdUiudkK8jJsdVHf9NUxtKQ8dia\nbdncgN++ZSNDjh09UoHNnS1U1PmMhARr/fNPw6RooWCMkiwtM/9uZFjXAMCz2balS99Vpk0/IyrH\nVq30h4WFkXZ9V7hTFQDYwQNlSEjoLdFMIe37QSzx8s7jly8FkrphJtefEUqB4sUzoaqa8s13J3D3\nrhdp0OilArT6xY90SVbcAmuTU8tc8eiZPY2Dn0M6oYQ1GFv/ZHZitqtnrVLCFkyF5D3OK17cy/6/\nbr/VUU+tNxILa3urTCnjEf+XedqJ+QmAvQCuAVjPOb9OCBn4tDkAACYCqE4IuQjgAIDhnHMhaxRz\ngCaADDPOZ1rRN330SROlDJrmjx458mtXg9munW7CWklJxQFAnzm9ifDw8NhYGwDgFy+Wl5Hh448z\niiE/30r7clhjUS0AQH6+lT575lsyZknyzEyVhW9rwE6elGI8rM+eWUHG61mIrEyhmX8xOiOwsDCq\ncxdsE94ujb1TjO3fV4aEhEbLqEHlmkb45UtBtGmzm6JahFKwUxGOSE11ou++J9QggBKOmaRxk0h+\nJ8YejFHatt3fbpeGFT/eLUlxD6pJzvzkgYe/M8t1LuOc5lXH85L2RFOZxtTSzUrLMdNlHPmZ+fYl\nSpf4rzYsKnTmoqfc9Sl2r+PLlWD9u+Gc7+acl+GcB3LOJz393iLO+aKn/07hnLflnFfinIdwzteK\n/kxzgCaA9vln9WR80PG8PIqUFGe2Pbw2NxiEWpQ5Y0BaqhMA6NOn1RdeXGqKPQAgLs6H/bTUX0jr\nbtyz+Zb6lMnNhJ+7rMxiAMCPH6smpe4uP98S6emO+vAvxec/ZmVZQNcV/avPW0sJhvLzVG3EV+1l\n1cnpX4+sZg7SzPwlTCe0V+99tHYdIUsHADB2bN+dXzhflvj6pbDzUcWFl7Zlsyfy8qzp+72EbUkK\n9DYFwM09iVaoIOQvRjw9U9QJE4/z3w75wtsngfytByUnjxQXPwqm3dYDm6XCyeH5//Wo5p7WYGz9\n4/eOxbsVcy6Wbu9hJ9w5nHQp2e63746EMCNTASD9Tvof/C05gNsI8M+kxV0MxNJWIbqc3R0zRcIc\noAnAjxyuwjZuEB9aHXHSCbqu4HF6CTZ3tlBRIW7fsoWNbS4AwNY2j8fECG3/kXLlHsA/II60anOc\n1AkTunvj2TkqebvtUVDK1J9XbYZosGE0KnB2TiPlK0TzBwnCw82Rn28FAGz/3urs4gWxD5HsbBUA\n+I0bgezH6eLzJHWd4EGCh/7l51KGh/MTx4P1Md9VlqKVkGDF78e/1ExBM/870PoNk5SJU0w2bP0d\nj9Md8ORJMbZ3Tw3i6iZkEA4AbHt4MAKDYmVZnfBTEYGkcmWx7BkAZcLEoyQwKJdfvOhLKlR8ie1N\nwm+lB09NzPXYmk+sbI/whp9s529/cVhv2CsZJZ196nmn+zcrnZp8OdmtuHdxKfVnToGOuSenRrQH\ngN2D975r62r77DnMRTGrI3r9HuG83fBrvHwne5aVGvM4YKrOVWmWMmZeHnOAZiLsymV7ZGXZsxXL\nq4lq8bORJaGqGqys8tnuXWKDph0cjBYRp+dDUXTa54MoEhCQKyKnzl1wklSocA9xsW6id5fKu93u\nq/MXHgUhnN+8UVy06FhdtGQfbdY8iufmWou6knPGQFu/fRI2NrnK51/sIkHBQufKc7ILtr8VRWeH\nDgYLd8DpjAIA27ihsZRtUwtVY0sXt2KnIsS1VIUbu3bpLJr9NfN6QcqWzZExOQAACovnlVFfh4sO\nSgcAfi6yDA0LE7PXKNTKyVb4rVulaYuWwgEarRiSxTWN8Ng7PrRevZeqP+OgLCO/xO3zj6suup0e\nOOl+rtcWIyysTvCwAeG87ZeH9EZ9Mi1dfJyCnF66/oz9xSgUCxsLZu9hnwQA/s1LR1naWeqJcHfd\nrzf7cA9/68snxMYhIcdz3fX0cj+czAz7hXFFysQXM0XnjfNB07dsLqV06mxyG3Uh/MD+UgDAz52t\nyBMS9ohcdEjNWsl06LBf2ZJFzdXd+7aIjCwibu4FdzrOzmn80sWSkHCuNCT0oX7kiJRsC7G10+FR\n6iE/edxTdG3EyzuP1G9wD5s3NeK5uVQk4COUQl22/IixcQM3dvKErzLkM7HW/ZKuecrEyav1r0e+\nr0yaekg0GAVjBRfcYsWesBU/VaR16x4T0lMtdBgMltqggR0tIs78LOJ1R9zcDYi946P17tnM4pf1\n+4XWBUBfu9qHdukab/bL+xfBOSFh9c4pAz6KEZViZyMdkJTkSt/rISVAY5s2eoNzQt/pKqV5ge/f\n54r8fCvavkOR9Tgoy8x3iI3Kr7YE4MTeMssruFh0C9vp33kRh2IeB3UtgILpDFTRiaIyUFVHwd+M\n0IK/QRUOQgm4rkA3Klw3KtCNCjSDynVjcSXzRskvexjZ/svcd3b37B2s0lAjsSjmgMeJdzN9Zxt0\nKynjBs2I80Zl0HhuLtXHjZFSE8SiogqK3HVd0WdODxXRog0bpdLQ0FRkZhaHwUCkzJN090jhMbfl\nDHIPq/cQmRnFeVycnFmcAQEP+JUrUmxAaOu3E8EYZXv3uMvQI5Wr3OXXrgl3LdGmzR4pAwfFwMkp\njW3dXFp4XSEhyXTAR9vBGFXmLRQeHA5Ly4LamNQUJ338WPHgu3jxLL5vT11t/Fih9wIA8JgYB61F\n03dkNGuYeU1wKJGpLloqHrz/OL0sW7okBO7uSVKsRACw/fsCSFBwrCwnfHZgny9KlUp8drNsMoRn\nGYrHn73osva2dysk3GRbCBjjIPSe5nPznsHn3L18nyPxT7x33sv12XA3y/enuEy/2Xce+0+OSQ8Y\nF/u49LS7Wb5L7uX6bIjP894Xb/A5o0DXMvTi5SybhTm5jR2gpXiE1HZkaQ9upQdNjcyo9bM5OHu9\neKMCNLZjeyncj/fke3YLd8PRmjXjSY2al0jdsCjavqPwXSGpVPkxOCf88iXhAloAgI/PI9y7JydA\nq17jMays8tnhQ1K6CElopQQeFyslQCMODho8vR7wo0ekGCrS5i3ikHC/lCzLE1K+QiyPOCnWXAFA\n6T/gjjL08yt48qQY2x7uIbwuP78UUrvOBXh4JKsTJ0eJ6sHBIQsA2NzZ7USNjWn7jnH88qVyxmaN\ne/CEBCsRLX4/3lr/ZY23uSHin0UZP2EH8fAQrz2LiPBlG9c3hdFooY0aUVXG2viF84Gkdm3h7c3/\nr3fBh5Qr/9L+Z38HO/KbGywtDbk+laIjM2r9HJlRc3lyjtuJ1FyXc+lPnK5m5JeIyTbY33+i2aQY\ndKvsgi1JAp2r+XlasbRsg/39x3mON1NzXc6fzqi98lxGjWXRR3I2xB1MWnf5ceic45kNNnDQf3xM\nk5k/8kYFaPzgAT8A0NesChHVUj759Bbc3R8jM9OG1qsv5HUCFGzXwdo6j1+9KsWWgQQFp/CHiVIm\nChBV5fDwSOJRUVKyVLRBwwQ8euTCExOFPnwLIWXKxPNLF6UEaKRFy2RYWeWzX7fKCfjqht3hN677\nywgQiJu7Af7+d/mO7UGiWsrseSeVTz+LQEyMnwwfOVLCMQsOJTJISOgNEhAgVL9HQ0Oz4Oychjsx\nfsaWTfvwGzdMbgAhXt55bMXP1YyVK36o/ef7ijLc8F8FXNP+1fV7SsdOwqUWvyMvz0oZOOi6qAy7\nfs0OiYnutPM7UgI0zhj47Vu+tE5daQEav3DBDe4eSdLqAQHQt99OpB/0l9IBa+bV8VperF4V/NZN\nD1DK+M0bXlI+MJ2dc3hWpnj3YCGOjo/5nZgSMqRoaKUUpKY68ZxsKW72xK/0Qx59U842YoOGqbC0\nNLC9u4UzQQBAq9eI53di5ARoqsqJf8A9dvy4FHNG2qVrHLKy7Pmxo85S9GrWusXORQoHaIRSkOYt\nk+HsnKYvXSLcZap8O/qIMmLkdn7tapCMLj1StlwsAEBVdXb1itB7Ql2waC/S00uwGT90ZqtWmLzd\nzDWN6Fs2l9I+G1Lb2KThO9o3o6T4FupbNpfSBw8KkxmkSfVo1DQiswFExnkqQ4ftIH5+TwAxTz+2\nfl0AnJzSCq1EhL0eT55wQna2HW3f4Z6Q0POa0TfdiK+vtAkCQEEtsIxSmudhkWekfHaZ+f+8UTUe\n6pr14fzC+aOkQYMUMEZAxYbOKgMHXaUdO0tLjauz5m4hQUFSagBI4ybJ6k8rlsDCUsrejjLqm5NQ\nFCl3cERVubp42XJSp27q3x/999D3e90hFUPWijRXPI/yn0n7iLt7noSlgQQE5CqLly0l1atLGYat\nDPnsEu3SVUpxNKEU6o+zN5JKlYXXRhs0TOV1w9Jga7cGbuIBGg2rd4fXqh1HW7e5R6tU/a9mmi8D\nKe3/hA4avBt3Ypxovw9NzxpQyomFBWMPEkrwW9F+JCRUuKicnYpw1IcO6Y6cHFtSvfoD5cOBJq+P\nMwZkZals/143fdjQ99Td+xeKdl4DgD7mu8rs0MEKlhFnVotqAYDWsllnUqNGrDp5mkkWHqRK1avK\nsC9vAABPemhprF93gLp85VoaVq9IOxn6qpW+/MTxQBJa6dk1nM36sSzbvKmqxfEIk0xG2e5dvnB1\nfURK+z8BAGOHtm1IcHCSOnX6WVP09PnzAnn8PTfaqvV5lpdHtOqVB6iz522mTZoKD5vXVyz3Y4sX\nhlmcOL1GVAsA+KGD0mY2myngjQrQiIdHPvHwkHYnQoLL5JDgMjmy9GjTZo9kaRF7e520a58oS49W\nryGlIPeZXtt20kaWyH5daYOGUgLHQqSN3sEr+J1r3Ube+0FVufJ+TymZA/rViGsy7/CVkV9fgcFA\nRbaJCKUgbds9pG3b7eE52fsRf1/I+43H3imm9erRAzk5tihW7Ak/H+XBGbtj6nmzVSv82N49gfz4\nscqkYaPzMoIzHhNjw1Ysb077fCBc4A8AbPcuN37xQnnl29GHTXk8cXLKUSZOetbBrE+fFgrGKKlV\nu8hmuvqUSW8hOakkCQq+o29Y76V0ffc+2x4eAhcXk691POqcLylT9i7wNPN47mx52qixyTfx+pyZ\nLZCcXJJt2WwN++J5SEx0J+XKS7mJ5zdvOvGsLClj8gBAGTHqmj51siw5M3jDAjQzZsz8byB7+4VQ\nCghYifxBz9ZOR9myJgfKPC+PamNH16ZNml2grdvEkNZtHorWGLFlS2vzq1fKwNX1kTp+wkkRrUK0\nTwc3h6trijJ2/AUZevrUyQ1J1WpXaOMmJmWAlImTThMnZyNQkDFk4eE1aavWkSY9d5Qy6LrCMzPt\naLv2D3hiohW/eiVY+XHWqqJK8YwMlUfftOPR0b60X/+DAMC2h3sgL8+avtc9tshrK8TRKQPJySXh\n5JQBXadwcUmR0WwBADzxQXHi6CSUnTbzajEHaGb+Eq5pRFZxKs/LoyJ+W2bM/Fsg1tbMYsXq32Tp\nsZMnHfnVK0+nkBDOoqKclNL+Qplbfe1qH37mdKi6eu0iGdcAtnuXG798qay6YfN8UzUKgzMAYCt/\n9kN6mqPyxXDTgkdF0UEIVydODifW1kxbOL8sbG1zaNduRd+6VhWudWw3AE+eFOORZ3zY1atxfNeO\nQJQufU/EboM4O2dyAMrnX/zGNm2sQHz9pO2KIDm5OFxczAHaa8wb1STwpsCuX7OTpaVPnVxBluUE\nW7XCj+3cLqXRgKenq/qypcL+Ys/0JHWUmjHzT6DPnF4TlDLaodNhi7NRi0W21dmpCEd29aqd/v24\nt0mzFqdoy1ZSBnTrUyc3JFWqXpVRPwUAbMXPNUnNWpcKmwWKjKIw0qz5qcJyC7ZvTwipG3bZlGCU\n2NrpMBoLGjMyHtvSChWy2bmzgbR6DaEaZeLqlokyZW8r3brH85iYUqRceWndsDwttThxdTMHaK8x\n5gDtNUGmKac+flwdGQOJAYBfv+6qjRxeV4YW0tOtte++aS2lW03XiT5xQjuekiKlW037dHBjnpws\nJxA9FeH4b7dNMPP6wBMTrfjdu67qmnWL1GXLj4garrL164K1t1t9iLx8K3XWnCMy1liYPVNGfSNH\n73xUcX75Ulnlo0GRpmoQD49Ude6C34CnN7W3bvkrPXtdNnlRVlb5UFVNmTp9H7931xr37nnRtu3F\nmsg8PTOUL746zPPyKBIfuJNatcSn4DBWcL7p6Q7w9DQHaK8x5gDtNUEfObwWz8qSYomBhPvO+vix\n9aRoPU635bt31WVXrwpn5XhOjgXu3vXWvx8n7DYPxggep5fQBg1oKqwFACkpxbW+vd6SIcUjTrrp\ngweFSdEyGAg7G+kgQ8vMvxRdIxbHTq6mLVpKyXTxs5H+yMwojpxsW/3H6RVlaMrOnuk/zqgOH5/7\ntE1bk5uN1B9nHSQuLkYAYIsXVUBJ10dC2UIrq3zSus0JWr1GBlv3iz9sbXNIy7eEmnCUgYOuK527\nJPCjR1ygaSpt1kK4uYpQCu2dTj2QlubItm6urv+yRopFkRn5mAM0AWRmSVjUOX/9h6lSLoY8LdWB\nnzhelV28IJ5Fy8q0gdFooY8a3khYKzfHEgDYT0tb8PvxQh1w4AWlbPzQwVr6urXiFxhLSyM/FVFF\nnzq5vLCWh0cO27Shqb54YYCoFLG05NrHH7XnsXekjNni6enmutN/GcTLO0/W3FKem0v57Vt+AEB7\n99mrTpoiPGWC7d3tKjN7xrOyFP7bwWq0S9czIjokMCi38N/st4MhtGEj07NnAEgpz2R1+o8nAIAd\nPRJIKobcFm12KZzxzI4fKwWXkinE1VVwfNRT3YKmAwVZWXb0nXfvy9A0Ix9zgCaAPvrbKtJGyCQ9\nLMk2rq8rRS89vQR0XdHHjRHOohW2YfOIk1XYwQNikwlycwu2I3Vd0UZ8JbY2xp8Fx/qY79oJbxFb\nWRkBQJ/1Y1vR7WHi5Z0DAPq4MV3Y6VPi5o2cE2PH9t1lmI/q331dU3QUk5l/L2zbVk8wRpVvvluv\nTpth8vYh8DT7e/yYkz5lktzs2cwZ5UEpUz4bKjxJAADYieNOiI/3pP36XxHRUab+sJc4ORs5Y+BX\nLgeS+g3kjY+6esWD+PnJm8bgH5AEALRN2zMyJxSYkYs5QBOA7Qivxrb9Kvxhx+/HWyMryx5JSa7s\np6VCcxt5YqIVNE19+m8n0TE+JLjsfbi6JdNu3Q/A3cO0YtxC3D2ySLPmEXByTleXrzwopMUYSLny\n0SCEK6O+2Yn8fLHfZSsrDZQyODml8/37vESkSGn/AvuFvDxrrV+fd0UDK+LhkYr4e15au7e78Lw8\nofMk5co/0gd/1FtfsdxPRAco+GCTVeto5vWAR0Z6KDNnryw0ghXTOuOo9en1PtTQGAcAACAASURB\nVL90qZys7BkAsM2batKmzc5JG26+fFlF+PrG0xo1hQybaa3ajwGA79/riuxsO6Vbd2mjlHhMTClS\nvoK0AI1WqPgQlpYGZfhIKfYpZl4N5gDNRHhWloLERHe2fJnwwF524kTBUHNCOFv+U20hsfx8qm7+\ndQEoZerIUQefT+Obgrrml/2kXLm7/Fa0m6jxpfrdmMvKwEFRSHzgjgcPxLY4S5Y0qAd+W4/S/nf5\nieM+oql/+lbrm3TgoB3Izralw74UuzP38MhHiRKPoaoa7dj5NHJzhWoLia9vKgDw69eCtW7vtBLJ\nstL2HeJhMFjqX33xvj57ZrDQuiqGZGrvdOqjT5kkvi1s5rVAGTMuSnmvh/CEBADgZ067Ij3NEZwT\n/buvW8qosdW3bimFhPul6LAvTZpC8Ic1MgZ27Ggobdb8kgw9AGDh2wLh7Z1gcnfpC/Dc3KcNArWl\nBWikblgSqVP3oixPNTOvhjcuQJO1vcP27XUHY5RHngmR0f1Hu/fYBxubXGXOvJ0itW3Ez+8JrVc/\nDS4lU1hUlKvougilIKGVEnjsHU9RLQAgjRqnwM4um23dLDTrklhacmJtzWjt2tEsUnw2pdKvf6wy\neMg15ObasA3rhGraCKVQ16xbSapVv8JPRQQQL2+hsVEkKDgVbm7JsLbOUxcsPiBS10K8vPPg4fEQ\nuq7oE8Z3FQnSiIODRipVvqVPnfyOsVWLDiJ2LDwnW9GGf1FdxuB2M6ZDHBw0WVr86pWC64+Pb7y6\nbecGYm8vnPFiSxbVIKGVrtOKIXLc9HfucEdamqMy8ONrMvQAgEVGBtJq1W/J0uOHfysJXVdo8+by\npn7Uqp2ufDkiQpaemVfDGxWgcYOB6GNHt5FR58VPHi8IWAwGS33mDKHifuXdbvdpl67RyMmxJV7e\nT2TUBBBPz2QefVM4QAMA2rjJfaSkuAgX9uNpwBcUHMdOHPeTsDTQTl1uIf6eF4++KTy0nnh45JNy\n5W+xzZsqCK+rdp102qt3FL94oRyPiREKOmjrNvctDh9fBju7HH3CuGqiayNly92FnV02fHzu008+\nFZrrqfT7MAoA+JnTlYxhtT9ihw66mLQmWzsddvYGY91aw4ytW7Zn28Ol+OWZ+efgsbGucHdPsti+\nc21ht6SpsKtX7XhMjA0/GxlC+/YTag54Hn3NqlASXCaGBAQI7TQUwpOTLRF7x5e0flta/Rk7eaIU\nXF0fPW/SKwpRVU7r1i3yeCwz/7e8WQHa7p3uSLhfim/f5iEsZmWtkQoVbpJy5aOJn5/wnEpSuUoG\nAPAL58WLygEQf/9kfveulACNhNVLg5VVPtuzW0r2kVSvEcevXZViMksaNkqBo1O6vmZ1oBS9t1pd\n5ZFnKnCDQbhDl3btFg8n5zR91o9CtiIkMCiXuLoaaNdux9mO7XVEGyKU3n0vqOE7l+DBA3d96mSh\nYJS2bpOEUp6JIISTgMB4kUJw5dvRl0hwmRh++lRlrU/PgYZa1XrxGzeKHHhzxqBPnVxeG/1tZX3O\nrGB9/TovdvSIM4+9U0xaU4+Zv0fXFIut4atEM8gAwBbOCzF2ePt9uJRMoa1bS3HT5wYD4aciKpJW\nrYW6N5+HrVvrB2vrPCppDrK+eGEAv3zJk5T2l9cgYOZ/hjcqQGP795UGAP2XtSGiWurEyVGkXIX7\n4IwqAz6KEdUjDg4a7O2z+I3rcgK08hWSkfhAToCmqhw+vgn8zGkp25y0dZs4JCW5ytjOIpSCVK4c\nzY8dEaqnKkTpPyAaBoMlW73KT1SLUAr6VqtzbN+eajICA2XkqMuglOmTJwoFfLRtu4e0UuVM2vmd\nI2zRwhaiTQy0Y6czypQfVvGLF8ppY76rZKoOoRTK/EU7YGWVDwDE1vYJvL2K/OFOKAXt/E4c27+3\noj529Hv6xwP7aR3bfaKN/q6OqWsrhF26ZK99PDBM+2ZUFVGtfzOcMSgLFu8kwWVMnlf6O72k5OJ4\n8MADSQ/d9DGjq8vQZL+s8UVenrUy4KObMvQAgP12KJCUKx8jqzOSbdpYiZ84XpVH3/TRvvumsgxN\nM/87vFEBGiwsdfj4xpOSJaXUL6B06XTYF5eSGgcAEhh0F0ajFLNaUrtOMorZPJE1oYBWrhLL8/Kl\nuPaTevVT4eWdwC5edJShR99qFc2zs21kBEHExcVIqlW/ym9ed5awNChDh12Cpiv88iXhbkdia6fT\ndh0i+MULUowllclTzsCm2BO2ZbOQnjJ2/AWlX/9YOuSzcLZhXZhIpykNDc2iffvtJS3fOsHj4931\n0d+atKVLAgJyLY6cWEPatX/WPch/O1gdJrwfeHKypTZ2dCVDrWq9tMb1h7H165qx8G01tGFDa5qy\ntkLYpUv2+k/LSvPYO8W0D/o0lGEGDRRMJdFGf1tZVraQXbpkr2/aUKSbM0IpaLnyf9pUpG9Y71Xk\ncomUR8UBgNSqfUGZNed3tVP6yp99i1q3y9PTVbZpYwgJCb35fIMRv33LxtRtes4Y+KVLQSSs3rPt\nTXbwQEkeF2e6h6GTUzY4JzAaLZRhX15h27Z6yDI05/fjrU091z9Dioekmd9BOH/9LVAIIdwyNWPc\nP70OM28GnDGIGky+Kj2Zw+sB+QPseXq6ShwdhQrNOWNAYqIVOCNwdcsXNWHV588LZFs2VVY++/x4\n4dzFoqyFLZgXxA4dDOQ3b/ggMdEdAEiFijfpB/1OKX0+iDNlTey3Qy5avz7vw754NpIeusLFJVWd\nMm2biDM+APCYGBvjOx27ISenmMXBw8tEtxd5erpqbFivL3Fxfmxx6OhGEa1n62tUbzDt2fugOnHy\nS5vgGqqEfgAAFkdPrHi+2UD/ZY23/uknfdR9B2fRKlVfemyRoXaNnoi/V0oZMWor7T/gNrGxYQCg\n9evbkJ07G2h54fKyopwXizrngMePLbR3Og22OHH6B1K2bE7hummt2tHqwsXHi6JXiDb4o7ps3S/N\n6cBB25XBQ64aQ8uPVDdtnUcbNxH2lNOnTi6vL17UzPJ27GxRLQBgp0+V0Fq3/Ixz/o+MuSOE8AzN\nUkqc4KAaxvxT5/E8ZldxM2ZeQGZwJltPtqmkzOAMAESDM+Dp8/XUQV0GyseDb9Mu79wzxYqFUApl\n8JBbyuAhtwCAJyRYsW2/evPkJFtTgzN90wZPfeinPfDkSTFkZDjQIZ/9qowee9HU3xOekaFCVTg/\nf95B69urB0o4ZlrsPyQenDEGrds7bWHIt1TXrA8X0SpE+2RQC7iUTFXGTzhfpAdSyi3WrPtDJ6g+\nc0ZjElYvqijBGc/JVnAr2h8A9FkzW9HWbZYgMCiX5+VRduhAVdqrz6EirQ0A27nDhy1b0hz29ln6\nxvX+yjffXeY3b9jh3l1vOnP2tqLqPcPVLRsuLinK6LEX2OqVfrC2ziP1G6SarPccPD7eAU6OwvXT\nhRT6wJmRhzlAM2PGzL8eaSNyPD3zlY8Hm9yhpy+YH6iPG90VlpYGlC59l3iUSoW1tSYSxGuffNyA\n2Nvls/BtYaRiyC1189ZwGSau+mdD6vArl4PV9ZuWyPDL0n9aVpqfjQxR165fWNQbDXXqDzsKs1LP\n9Fat9EVsrI+yeNmvRVrIo5RndjDKd6O3FXpFskULgmAwWCpDh10tkh4AqCpDVpY9AMBgUAil0Ff8\nXAYuLim0YSOTAyri4ZGjDPjoELG2Zvz0KS/4+CbIuknjDxMdiLOLtADNjHzMAZoZM2bM/B/ANY2Q\nUh45FmfOzSA+vsKdjcDTOZd7doVxxihp3iJCXbt+n4yMrb5oQQBbt7aZ8p9Ja2m9+mmiejw9XdUn\nTXibtG5znDZv8aioj6dNm/3hMfrsmY1I/QbnaKXKL509AwCelmoJAKRN22PPZ0H19euqk7B6F0zJ\nAhNVLchEBwTGKuO+vwAA/NiRsqRGTaGJDLR1mwSU8swDAH79uhctV07K3Ext1Iiq/N69ksTf/yE7\ndNBF1hguM3J5s5oE3hB4bq6011Vfu9pHmpZEx3kpA9KfImPGpRkzfwdRVU7bd0yUFZxxg4FoI75q\nB8YK3u/JyQ54JG6azY4fc9LHj+1Cu3U/IKNDHQC0z4Y0ACFQZ887JkNP//knP9yN81bGfV/02q7U\nVEv4+NxXFy89XPgtdirCEdE3A5RBg02bUGBhwaCqmvrjrB2EUvDERCt+61Zp2rGzUIBGvLzzCKUF\nDQhxsV6kRi0pARq/ctkTt2/583176/JrV6U0a5mRjzlA+xeiD/+itgwfLwBg8+eFsX17pdh1sO3h\nlUTHCz3T+nl5NX3RggAZWvqoEbXZ2UgHGVos8owUmxQzZv4OfeTwGnjwwJ3UDYtSN2yeb3HoyEbi\n5m7yVq6+bq23vnqVj9a/73skJPTmi92SpsL27XXlu3eGKV9/u13GpALOGPQ5sxqTRo0jTZooYGnJ\n1MXLNj9ff6nPnV0V/v53TS6+V1VGO3Q6QsPqpQGA/vNPgbCxyaXtO0jxL+MnTzjhyZNitE0bKQEa\nCQoumErg7JxGP/pYmqmuGbmYA7TXBH3mjDKytFhkZIA+ZZLQdINC+JNca+2bUULzH59BCPTp09oK\ntZ0XYmubr08Y34ldvCA+rNvSStN69ujOExKsRKXY1i3+2pCPhf22AICdjXQQGftl5t8LT062hNGg\nWByP+NFi+67tf7YFWFTYT8tq6F8M7QlLK4O6ftMOGVulXNOINuKrt0nNWpdMbap4EbZsiT/u3y+l\njPv+hCmPpw0bpT4/GJ3nZCv8yOGqtFOXs6auidSo+Uj5cdbJZ5oHD5QjVarekOaHdvCAF1xcUmRl\nX0mlSskAQN9ud1p245EZeZgDtNcEtnlTVf2XNXK27TIy7NmK5Y2lbHXm5VnhToyfPmWS8PgjEMKR\nnW2nDez/lrCWvX0ecnNttA96dxbx3QIA4uf3GMlJrsYuHd4Rfc5onboP2No1LbRPPxEbeg+A37tn\nqzVr/A5PSRHegpXlnWTm9YC4uhrUOfMjpBnB3r5lwy+cLw9NU5Ga4sR27RCftgJA/2ZkNaQ8clbn\nzt8nQ48zBn3e3MakcZPI/+azVlT0WTPLgRCuDPnU5O1IWqv240KrDp6VpfCrV4Jo6zZC25vPwy+c\n9yIBgVKyZwBAGzRMgpVVvjJi5AVZmmbkYw7QBNCXLvaXpcWTHjqzBfPDpIhlZdojPd1RHz9G3O08\n32AJAGzxwhbCQ+EJ4QDAz0dV0Gf9KJQxJPbFC+4k4+J8tP59GwtpBQUX3E1HRwdo73VtLZItJE2a\nPIKi6GzNqpba0E9riayLtmufyO/E+Bgb1+/LLl2yF9HiV68UN7Zr87aMLKGZfx/69B+qQNcV+JW+\np27culh5r0e8iB7PylLYlcv2bNXKZnTAR3tIaf8nMtbJFi4IxMNEN3X8BJOyZ3+quWVzddKw0XkZ\nna8AwFavKg1COO3RM06GHgDw27e8SGiotACNlPZ/Qjt3OSKyJW7m1WMO0ATQlyyqx04cdxLV4bm5\nFOnpjvzqlTLst0NCzs48PV1FXp41ALBNm8J4erpYp26JEpmwts6jzZqf43dixAaSu7unIzAwltSp\ne4H26iNWfOzgkAf/gDiUKPFYnTbDJBPIQkhopcdQFB0AiF/pFDxIMHkoPLG10+HukQQAbMum+iJ1\nckRVOQkJjcaDBx5au9Yfsm1bTc5q0Np10vE43c4YVmuwPmeWUB0gj4mxYeES5tmaeS3gBgNhvx2s\nTLu/v88i4szPMoZoa507tNc/GdQavr73lW++kzLrkjMGfeG8xqRpszOyMofs0EEXxMX6KJ8ONa05\n4M80d+8sSyqGRBdm1EThaakWSEx0pw0aSQvQAECZ8sNpmXpm5GMO0EyEMwbEx5fS582pKqwVecax\nsBNLnz6trpBWwv1i9IN+uwBAnT13PTgTqmGy2Ll7LQkKiuM5OZa0dh2hC7e6au1+pVOXs/zC+TJ4\nwXCyqCiDBl+zCN+5DtnZdmz/XncRLfj4PFG+Hb0Bpf3v8uQke1GDT+Lv/wDe3gkoWTKVfjhQKBCl\nTZtFAwCysuzZ9vAgkS1Y2qffaWRl2etjR79nbNG0E4+9Y1ItIAkIyNVnTGtgqF6ljz5zRhlZDSlm\n/hn4pYvF1fmL1qtz5kWITm0AAH7jhi0/dzaEX75clpTyTEVsrPDMXQBg8+YE49EjF3X8f07+/dEv\nh75gXnVSpuzt52vSROCaRviF82Vp8xbXZejpa1f76BO+rwJV1UjDhikya1JlBZBmXh2vNEAjhLxF\nCLlBCLlFCBnxX45pRAg5Twi5Qgg5/CrXAxS4eMvQ4REnnZCfb8WPHa0iWt/Db1wvQUIrXYeVVT6p\nVTtWaJZhxZAsddqMSDg7p7HzUSWJk7NRZG3Ezd1AqlSL41ev+onoAACxtOS0V58Y5OYKZ2CIp2c+\n8fDIJ5UqX2fr15k8oBt46hb/6dBo5f2eEfzI4WqiW7nK+P8ctVi36RckJHiw+XODRLRoj/fvIDDo\nDhxKZABiF1Xap28sXN2SAYAnJznxuDiTM6LK3AW78CDBXf9+XDdjhTKfaF8MrWnK+4AnPbTURg6v\npv+yxltGrZ2ZokOr18iQ6YOlb1j3LGtMfP1SSUCA8Lxizhj0RQsbk+YtT8vQAwoyU/zkiUr03W4m\nNwe8CNu0wQt5eda0d18p9iTIzrZgK5a3AmNUa9XyHVBqLuh/g3hlARohRAEwF8BbAMoDeI8QUu6F\nY0oAmAegLee8IoAur2o9QEEqXx83po2MjkR25HApAEBuro0+Z1a5vzn8L6H9PryjTJh4APn5Vkr/\nAdEyxu8QH99EfuWylG0o2rxFHBLul+JJD4U9loiHRz4Cg2LZr1vLSllb5y4XedS5CjK8zOjHn0TD\nxjZXnzyxspBOaGgWKVs2h7R8K0KfP7eZyF0vcXM3WGzeulEZ9XU4C9/WgO3fV9JkLUpBO3Q8TapV\nv4wHD9z5hfMmb6fTiiFZtFef/QCAtDQnGIwKbG2LnBUlbu4G4uuXoX82pLexTMDXhrKBg40tmnbS\nN2+SciNl5v8efuJ4AFRVU74bs06dMfOMqJ4+c0YZNm1KeaSlOqrjJ0ix/gAA/ccZFWBpZaAffXxL\nlibbtq0sKVM2RtrkCnePgmBU1xU6dNhR2WPozLzevMpXuyaA25zzOM65EcA6AO1fOKY7gM2c8/sA\nwDl/pW7GfM9udzx44ME2bfQSFouPd4C3z314ej1AVpZQ4EJUlZMqVR+DEM7PRkoxDSRBwYk8JkZK\ngEZatEyGlVU+27JFimktrVfvJj97RoqtCO3b7w4sLQ36/HnCAR+xtOS0fftTLHybFB85deKUk8jM\ntNcnTggRWpeXd57y4cA7pGatS9oXn3cQybAqXw2/rK7+ZQf9oP9ufcqkTmx7uMnbw8qEiVEo7X+X\nhIReZxvWNWE/TDXJiFgZ9PFtZeLktVBVDY8eufAb1/1JsWJF9sviycmW+swZZbSRX1XTPujT0Nih\nbRtjw3rv6tOmCN1AmXl5uKYRHn/PXZm/6Gdl6LCbMjTZpo3V9OnTOpEyZe/whPviFj2FuuHbqtNm\nzc5J2dbVNMIZAz97pixp2Eha9yZKlcoFAFKt+mWlU2cpnmpm/nd4lQGaJ4DnO4HuP/3e8wQBcCKE\n/EYIOUsI6fkK1wO2f58fALD1vwh9YAKAMmfeSVq//jVYW+erk6ZEieoRGxsGR8d0dvWKs6gWAJCq\nVRORcN9DRraQqConAYF32fGjfuIrA2j3928iKcmVnT4lbOpKLC05qVvvEtu5Q2ibsxBlxNcX8CS3\nGJs/V9hQl3h65tOOnY6xFcsb85xsYZsLdeHifcjMsNe//NxkCw/i5Gwkrq4GdfLUc6RBw3Pap4Pf\nY1ev2pmkpapcnTUnXN25ezMd8NFO/YepnbRBA8NM+Z1T+g+4o0yauhYWFkYSGHhX69VjoLFF007s\nVMRL37AQV1cDnF3y2N49ldm2rY34saPV+ZXLZdnuXRW1IR/X0Vcs9zM1m8nCt3kY27ZuW7j9zTMy\nVH4/3uRmkhfheXlUitdgoZ5ErSJx924xdfnKX5TOXRJkSfKEBDfousLv3i0FGxtho1t9/TovffUq\nHyTcL0WHfiF87QYAtu3XUlrnDq2Rnu6o9OodLatWjPj4PoGi6MrEyQdl6L1KZE6wMVPAq3xCX+au\nxAJAVQCtAbQE8B0h5E9rdrQPejcq/KOvWO5nyoJo6zZ36EcfhyuffyHcvUJUldNWbe7Qjp2kdf/Q\nXn0O02rVk6VotXzrAe38zhE8yZXif0V79T5DGzaKlaJVpWomfb/XXhSzkdLWrgz6OIo2aCDlrpW4\nuhrohwP3wNev6A7lf4IyYVIkqVf/ErLFAzTi5Z2njPg6HJ5eUgYcq6t/2Udq1LqG/DyT10bD6qUR\nWztd/f4/F5SpP6zmj9NNLghXPugXq0ybsUbdun2runb9QuTlWfJr14oUxCs9e921OHdxmTJ67Dq4\nuj5CcYdMuJTMZBEny+jjx7UvSg0PNxiIPuOHsobqlftofXsN4GcjKxqbN+ll8Cn1pdHf5xttyOAm\nRT/LAt3CLXl+76619vHAMGO54M/YmtW+pui9iD53dpCxWqV+smr6tG+/rmLs/m6zlzmWBATk0lq1\n/7Lg3til41v6T8tKv4wev3fXGpkZxWFnl62uWrOSVqn6u7mbPCXFwtiiaSceffOl6yn5/r3++hdD\ne6Kk6yN+4pjb8/+nr13to33Qp+HLaj3DaKD86JEaAGDs2aMTngbI2rChNfXFC02feOLiYqBvtz1O\nq9fI4IzB2LlDKynm3CiY42rSuT6HvmK5X+HnsrFpo+4y1mXm/0M4fzU1h4SQ2gDGcs7fevr1KACM\ncz7luWNGACjGOR/79OulAPZwzje9oMUtUzPGvZKFmjFj5l8JNxiIPn1aeeWrEdeIqnLOGF62hocn\nJFhpQ4c05uejgpGe/iyLR7v32EfKVXhEypTJIJUqPyYuLkVqwuFJDy21zh270K7vnmWHDgbxUxGV\n4Oj4mHbsfEr5asQlUwZ1P9POzaVavz5N+cEDtWi37geUmbNPidYsaZMnVmAzfuiojBi1WfniK+HO\nRG382FA2f+7b6obNi2iDhql/d7y+8mdf/euR76orVi//s2kJxr69GvGIkxUsoi4teNkGGmOHtm34\nsaPVoSi6snDJT89vHRrr1ekOZ+dMi207dhTlvPRVK331oUP6QFU1deOWhbRBw1Sel0eNwf7DlCGf\n7VS+GmHyc8ezshRib6+zo0ectY7tPrE4d3Eq8fMT8pXjjEEf/W0V9uuWmpZXbiwS0Xoeg7PDGM75\nP9LVTQjhGZqllDjBQTX8Y+fxPGIeWX/NWQBBhBA/AA8AvAvgvReO2QZg7tOGAisAtQDMeIVrMmPG\nzBsCsbTk6qhvrj77ugjBCvH0zLfYuGUPgD08OdmSHTtakp+PciWhlR4pXd81yY+KRZ1z0N5/rzuS\nklz1cWOCSLny0cqEievoB/3viAZS7Gykg9b/gy7IyrRTFixeLmOLUZ87O4jN+KEjHTwkXEZwxk6e\ndGQL5rWhAz7a9TLBGQDw2FgHdf6iVX8WnLGocw58184wZez364vU3fw43Q4A6KDB258Pztihgy78\nxvVAdfOv815aqxC9YEuTdn//QOG5sTWrfWE0WtD+A4SaEMhTSyK2b68PXF0fiQZnAKB/OawmizgZ\nDAtLoz7jh7LKsC/l1c2ZkcYrC9A45xoh5BMAewEoAJZxzq8TQgY+/f9FnPMbhJA9AC4BYACWcM6v\nvao1mTFjxkxRIa6uBqVzlwQIBD365k2e+uefvoecnIKtODu7bOW70Qdpy1YmlzSw81HF8eiRNb96\nxUn/YWp7EhQcq+7YtUbUxw8A9J9/8tO/H9eV9um7Rx0z7pKoHs/JVrSPPuxCKoZEK2PHv/R4IeWr\nEVf+W/Clj/iqGQkMjFMGFW3YN3+cYUeaND2tjvv+4u/0fpxeh5QvH00bNnqp4PF3GI0U/gFxyrTp\nz7pW2a9bKpKQ0JsiWdHn4eejfEhwmXsytFC8eD6ibwYAAE9OEjMgN/PKeJUZNHDOdwPY/cL3Fr3w\n9Q8AfniV6zBjxoyZfwp2/Zod+3VrGdqx83Hi6/uYBARkkIqhGShd2mQ/L56bS7UP+nSB0WiB5KSS\ntFfvvcrU6ZEybBj0Deu99JHDu9POXQ6rU6dL8QjTBvRvjJwcG/XnVSuLlMn8b8HZurXe/ML58uqG\nzQuKuhbi6flIXbH6d7NBefRNW376VCVl+sxVRdUDANjbG9X5C7cVDh7nubmUn48qpwwf+atJen8C\nvxXtQ9/vdUSGFq1aLZkBQLFiT5ThI4UDcDOvhlcaoJn534ffj7eWcUfOExKskJenSDGtjL1TDN4+\neYUXQzNmXmdoufLZdNWaQzI1tYH9G+PeXW8AIC3fOqFMnHJWRnDGdu100z//tAdp+VaEOn+RlHmX\n+tLF/nzf3jrKvIXLiadnvqge1zSiT5rYkjRsFEkbNymyNZO6dPneFwM/ffLEGnB3T6I93r9ryppo\n127xzz//7Ofl/mCM0r79pBjW8hs3bJGa6kRbtZaSQSP16qUAAGnc9KyombmZV4e5LfZfiKxpCQCg\nDfywpayWfa1X944y2s/59evFtb69TOqgexF9xXI/duSwFGsTnpFhvuEx88rRFy0I4Lt21gOljJQr\nH01CKyUiP1/oWq5v3uTJjhx21gb270Xqhl1Ul6/8TcZa+e1bNvr34zrSTl1+M7V270X0/3wfgtQU\nJ/WHH03KJhEPj98FiTw9XWX799Wg3bpHmBrkvvg4tn1bRVK5ynUiONLumd7O7T4oXjyTVKsuZSQV\ncXI2omTJFGXEyEgZemZeDeYA7TVBhidYIfrkSc35jRtS6gr4hfNl9SmTKggLubkZ+I0bgfqQwUKz\nRgGAVKuWznftrKeNGiE8B5UEBmVqPbv3ZQcPmOzQXwhbtCBYG/OdFD82Ip0amQAAIABJREFU4SH3\nZv6VsCuX7dmqlbVo7767LSLOTLc4HvGLOvLrqyKBADt9qoQ+7LNuWp+evUilyjfV9Zv2yMjGccag\n9e7ZAW5uKcqceVKycTwlxYItX9aMvtvtsIxieQDQp0ysBAsLozLsSyn1zzwrS+EXL5Slbdtf/fuj\nXw52+rQPCQi8J3OSgNLvw0O0YogUOyEzrwZzgPaaoI/+tjGPi5Pjkp2WVkIb/kVjKVqcEzZ/bmse\nEyM08JioKoeVVT7buL6pvna10EQC4uZugI1NLluy6G190QLTPYYAkDp108AY1fr07MP27nYV0aLd\n3rvD5s9tZ+zapaWI2z8A6HNnl9M+HhgmqmPm3wXx9cu1OB6xVp0x8wwJDJIyk1L/flwDZGfbITvb\njlSsKM1gVh82tBa/G+elLv15iwy3fgDQvhoWBmvrfOX7iVJq47imEbZlcx3apu1pGSP2AID9tDQQ\nlDLau88dGXraB30a8mtX/EilSvEyRtoVQiV05r5JvMxs8afH1SCEaISQTqI/03zxF0DW1hgA8Ph7\n7vr4MbWkiD3JLcZPnqgqGnAAADgnyM210QYNeEtYy7pYHjgn+tcju4gGfHB2TgfnRB87uivbtdPt\n7x/w5xBKQXx9E5Cba6P169uH7dxu8ugj4uObB/+AOH5wf21jo/o9+L27JjvNK598ep1tD69rrFGl\nv8iaAECbOKGiPntmsCx3czP/HLK2zAphJ0868lMRlQGAVKt+hb7X45aw5UfkmRJs53Z3tnZ1c2X4\nyF9paKiULM0zW43Phv2hhsxkzflzg5Cdbad8/a2UiQIAwHbuqECqVrsmbY1nTpVFYqI7+2VtEx5x\nUtpnjnmu58vzMrPFnztuCoA9AISvt+ZXSAB93OgmMrJenDEgLc2R7d1TiycmWglp5eZSGAyW4Jxo\nY0aL148RUnDnq+tUeBu2uH02bGxySd2wSzw9TehOkJR0TYetbQ4pV/42PDyEtjpImXIFtTHW1nk8\nKVno9aT16xf4Cd2+VVobNrSRqRkw4uiokSZNz+LBAw+td88Bxp7dm5pa46b07ntLnz6trTGk3CBt\n7OhKIiNZ2JXL9v/YGCEz0tEnjGsAL+8EZdGSpRZ79m+llSpn/v2j/js8J1vRenbvoQ0b2oXUb3BO\n+XRotLS1mmir8ZeaK1fUJQ0aRr1Yl2YqPC3Vgl+6WJZ26CRtexPFbPIAgFSrfpW2aftQmq6ZovAy\ns8UBYAiATQD+4NtnCuY6FwH4nTve+vSpldU58yOEhG7fsoXRaAGj0UIfO7qGumjJcZO17scXg0ep\nh0h84E7r1I3G3bhiKO1vcgCjjB2/UZ8zuykJCY3/uxEuf4c6f/FmfcnCSvzyZT9avcYBES1lyGcn\n+cPEC/rob98ljk5Fcv1+ERJW7x4NDt7Epk/rBEtLoQwF7dn7Jvt1ax1kZ9uRqtXui2ybKMNHRWq7\ndtYDYxQ5OVbIylTh4FBkTyXi6ZlPBw7ay6ZP68zmzOrAVvzcRBk3fovSq0+RO9b40aNuWod2fUnZ\nsnEkrF6M0rVbrIzOXDP/9/DERCtSv8FtdcSobbKyKWzZ0gA8euTy9MsYnp6uyvABE7HV+G+wbVs9\ncDfOW1mybIsMPa5phC1dEgRLSwN9v2ecDE0AIMWK5XMrq3x1+o9SO4H/jdwkwY3kKF158Rt/Nlv8\ndztehBBPFARtTQDUwMuNu/xL3rgATV+31lvp1j3+74/8a3j0TVtkZdmz3btrcE07JWL5wC5dLAFr\n6zwYjRY84b4Tz8lWiK2daYFCSdd8i4gzS40h5T4j3t4ZRCA4AwBlwEcxLOKkNzsVEQxAaIYprVs3\nHZxd0tq1acgiz5SgNWqaHPDRdu0TOWPQZ/6Ypk+aUF1dtPSYyVp9P4gllMIYdc5LnzalBe3eY6mp\nH1i0UuVMdfGytWzvbj82f25r1rFTHC1XPtskrQoVskn1GpdhY5PPI05W4jdvRppqeaKM/PoKC99W\nBbei/aEqGqlRs+hmnACUjwff5gn3j7GF89vxiJNV2A9TQbu/v0+dM69INymcMbBtv5YiVlY6nJwM\nxMUlHyVdDbC318xbL/83EA+P/OcnLciAbQ8PAQA4O6cqAwaeEw3OeE62oo/5rirbv7+SqbYa/w19\n7py6pErVqy/O9zQVrXu3FvzeXVdSvcY1WTV3AABb2zzaucsRElwmR5rmv5TttN1hUx4Xtfi8350D\nsX5/ccjLvJ4zAYzknHNCCIF5i7NocIOB6BPGt5ZRi8N+O1RQF5Se5siWLBYrVA8um6n+9PNy6Lqi\nLlq61+TgDE+3xuztdeLvH88iz3iLrKsQ+na7W7gT48uTky2FtcLqpcHHN54tXhgqqkUoBe36bgTb\ns7smz8oyeeB3YUCgTpl2FI+SXUS7VmmTpinKpKln4eWdqH/Yr63IlqC6aMkedeOW3aR6jSvagH7d\nizIU+nkIpVB/mLGT1Kh5ibi6pmlvt+7Hjh4xqZ5F/c+k87R9h2cWBzz+nhO/H1+kejtCKYiVla59\n/uk7Wpu3PjXWqv6V0d/nG61D27dl1cqJbOWaKTo8JcWCX75UhlSuctXiyIklIlMSCmE7d3qw5T+1\nRsL9UqR6jXgZr6m+aYOnPnd2ED8fVUH55FOx3Y/n4DG3SuFWtD8/G1leX7rYX5YuqVgxQZk89czf\nH2nGVKoOqBLXZUOnw4V//uSQBADPf556oyCL9jzVAKwjhMQC6AxgPiGknci63qgLGN+7xw2Jie5s\nwzrhwIVfuOAOe/sslHB8zE6eEOpKpKGhWaRx00dQFJ2dOC5s9wAApGJoPL95Q06A1r7DA1hb57E1\nq6RcdGjLlhfZkcOVZNQyKV8NvwJCuD51coioFint/4R27HSULV3STCTgA54GRAsWbeN3Ynz1saMr\nm6zj45tHKIW6buMulHRNM3bt0s1UCw5ar36aunLNTnX/b7+QsmXjtO7v9tM3rPcyRUtZuvwwqV3n\nPO3/4U4eE+NpDKs9WJs4oWJRXlPauk2SxYnTi0jtOs9G//CLF8po3d9toW/dUqooWjw9XdU3rPfS\nvhha09i6ZXtD+eBB+qeD6xXtrMyIwJYvC6Td3z+g7j+0SVpN17EjBdcwzgkSE+1lFN7zqCg3fcx3\n3WFjk8suXnCRVlNpMFoAAKla7brSf4CUDk4AUP4z+azITbsZKTybLU4IsUTBbPHw5w/gnPtzzktz\nzkujoA5tEOc8/E+0Xpo3KkBjJ457wtLSwI8fEw5clC+Hn6eduxyHQ/EsCwku4cTSksOlZAq/fMnl\n749+Cb169e8jIcFDxh0nUVVOKlS8zY4cFsoUFqJ8/MlVPH7swHfuEOpOBABia6fTVm1Os22/1pCy\ntolTzoBzok+eKJzho1WqZtIPB+5my5a05EkPhbKPxMaGWWzashF5eVbawP5NTdZxdTUQGxumbt+1\njTRrHqkP+bg3O3SwyL9zhFKoG7fsUL4aedHi3IUltPM7x9icWW21ls06F0nHxcVosXPPNjp02BZ4\n+9ynAwftxYMHTvqAfv2M5YI+0Vet9P07DW4wEH3WjxX0CeNbsZ+Xt+KnT1VGUpIr27kjzBDsP8RQ\nrXJfY5OG7xjf7dKiqOfJkx5aaoMGhrHIMyWAp6am28Pdte/HhegrlvsVVe9Pf4amEX3xwgCekiLF\nQoEzBrY9XPi99UwvLdWCXb9m93fH0X79b6szZp75uy1qdv2a3csGRfzSJR8AoB99HK7OmnPqT48p\nYqMWj7/nCADIy7MmwWXSn18vz8pSeE62aTdnRoMFXFxS1J9+fjZGSoZ59fPbpTJtd2Q3+8j8nXvd\n4Jxr+H/snXdUFEnXxm9V95CDCBJECSYUTICAYgQxrxHMOWLCnOO67hrXnBPmhFkUxIxZUQRMmBFU\nBAkShenuqu8P1M/dNcBU+66u/Ttnz1mQeaiBYfrpqnvvA/A+W/wuAOx+ny3+Pl/8W4Ao/f7TchBC\nVCs1YwarDs3Lw5DxhocS5mpZBjG+m0kjV1SGnBFGNC8PQ+JLbdYatA96jx/rgaVFvlx3ciQ6yoi1\nY+w9NOmVFuTmcnI9V3LpkgmqUeONHHUklBCgp06WwI0ay9LVQ65HGCMjI1GuehRpU6Ad7tErTpaY\noJgYQ3o9wozr0/epRo+/d9fgfb0effxYT1qz0hG37/ioKLWK5PAhK2n9Wld67WpV3K37CVTCPIcm\nJRnQ168NID9PpQraF1YYHfrihbY0Y5o7CTlaC96+1UWVHB/QV69KQHqaCWBMwNQ0DTdpduNzpuGz\nuoR8OFKniYna0vy51cjRYHfIyDDiFi7exnXpxhTlQ2JiDEX/fq3h5QsL1Y3opcjMjOm9iSa90hKa\nN+2KTEyyVCfP7GXRAihIFhAaNfTHvfuc4qf9+sUMSEoICGVsRuH+/sf5yVP/UbUNUFDoLw4c0Et1\n5vxSVLFiof4mBB8vP3oz0okbN2EPN37iX4bTisOG1iRXL1fQunpjS+GfVQHqCmWG8gsW78UtW33o\ntFTXcu+Ga3k+4BcuZj6ipGmpKqFypdH8zqB1GgW6f4S0ckU5EnyoMn3y2JrzH3QKDxtxn/W6I61f\nW0YaP7Y7pfRfGeeDEKJT6SRmnwAAMBPNmv5vPY+P+akMmoKCws8BTUzUpk+f6mFPz/QiPS4vD0tj\nR3mQ/fvqQV7eh7o6VLNWFKpb7xF2rZGMPD3TNLlRIYcPWZGL561x81+eSksXu9NLF6uDgUE2btHy\nGjd2fBRrTqU46/fKZMWyFsjO7jm3Zv1h1inxNP6ZjtCqRTegAKrgo9uQjS1TJi/Ny8NCvdrdAABU\n5y5u+1qHM4m8YUzPhVtyI0bd/6SeWo0E1+r9Ublyz1UHDocUdh3qapX74Tp17vIrVl/6i15GBi9U\ndRyOu/c8zf8+62Zh9d4j/vZr1Y9NJ7lzx0CsX3sUvzNolRw3aFLgBntp8oROqqcJc1mH6pKQoxZi\n9y4DAQBQLc+bqiOhTEdx71GbGv9rxua/aNB+ui5OBQWF/z7IyipfkzoopKNDuCXLL3OjxkSRqCgT\nePigGH0WVwzMLbL5CZM07niU5s+tJP05rx1oa+eTDeubIweHx9zUX/fgAf6PWXcuaFycrtivdwt6\n+1YF3Kt3GDdr7g3WHVH66KGe0KZld9DWVquOHNshR02Z2Ku7D6S8Lq46fmptYQwGqu6cgV1cMz73\n79L4se6QmWHIL191qijrQM7Oj7llKy/9/fPSH79VB46TuImTvriz9zm4KdP+8jiyekUVsLRKkm33\n/NxZO1Sm7DM5Eg9QLc9UQIgCpYgbPlK2RgkFeVEMmoKCgsJHIIwB7Mu85QqOzF+yaFFCQBrQtx45\nsL8gek0U+U8drRUVEnLUAjVtlkTWrC4nzfmjNRQ3Tef3HVyNa9dJY9EFeLfz49umBxgbZauOhu1k\nPSYFKNjdo2dOu/Fr1wcWNqLqSyaTxMQYkl07vPGwEYeLsvNICQF+9brwv2vT3FxM9u6pg339Lmpa\nxvGPwPTTp6rhho2iPvPlRYbevmWL3T0eyqGFTExEKGbyBszNU+UykAryoxg0BQUFhW8AVauRNGRg\nXXLntg2qWesmsrDIBEurTChdWqO5eB90Y2P1xcH+XVHFSk9p5A0n7Nv+DLdk2SU5aiZJ5A1jsaNf\nD2RhmcofPRaENBiM/A/N0BALsnRxKzxw8BHcum0iqx4AgDR8aDOws0vgxk8s0q4mwhjgEztQ0uw/\nqoIkcdyU6UU+2vwUJCzUHJKSzLH/oE/WzhUVmp7OQ3x8KTRh0gk59AAAkJXVa9yzF9NsS4Vvi2LQ\nFP4nfFwcraDwM4C0tCi/LvCcnJo0J5sTunbsAFlZhjTyhhO3dPlmOQZvAwCQK5dNxC6deiJb25f8\nkZB9cjQE0bg4XTFgcEfkWTuKnzEzWo51SsuXlqd375TnDwSvlKXZS61GZPfOurhVm0tyGFIAAGnT\npmpQvsIT7OTEZMYBAKTNG+1oTLQ5cJyEm/+SKNd7KWra7Bbu00+2cSAK8qNcMf+DaDon6++Q6Cgj\nWQLXAYAsWVTx/agCVsRZv1eWo92ciiIiNyON5FiTgsL/ArFblyYQF2cDCFGwsX0Oz54ZMmtOnVyd\nnDltJnZq3xuVKxfPhx7fK4s5U6uR0KVjOzAyyua3bi9U9+xXNdNSVdLCBS1w6zbnitoA8jmkP+c5\nQW6uLjd9xnU59Khajejli1Vw8xayGFJIS9MhmzY2A0qR2KZlG1k0AYCbOPm2ctP8faP8dr4T5Jxv\nIw4d1EAWIV5FxBHD/GQxfDq6otijaxfWMHgAAHj6pLjYomk71p8Z4nkqjRjWTNqxjWnQMAAAuRlp\nJG3byqyjoPA5xBnTq9KkJBM8YGCw6tLVBVrXb25irmW7ctmErFn1i9itc19UpepD/kjoATmK0AEA\nxH59vODFc0t++64gucbziAFD6oOWSuAWLflHkb8mUFFEZOuWurh5i8ty1NoBAJAtm+whL0+HGzQk\nVg49MDRUA0BB/eLI0RflMlWKOfv+UX5D3wnS2FEecg0OpOfCnaUN6+1ZdVCxYgIkJ5cQ+/Yq8oDP\nf2g5OLyB5OQSgm8bP2ZjVcPtBY266SQ2b+LLOogXOTo9l4YH9BQnT3Rm0qlWPVOaO6up4Ne2KevA\nUSlodyk5TKPCfwsuYNg9rUtXt/Oz50bKNgdv0ngfkCQO8vJ0wNCQeY4gJaRght2iBRXpsRBPbt6C\n3Zpm0f4dcjzMnB4Pq8VNnnZEtnmMy5Y4QMYbY276b7JEKdGcbI7s3VMVVXe+K5fhg2LF8gEAUP0G\nEbhZ8yRZNBV+CBSDxkBR8we/BDl7pgrZsE6e/DZBUEnzZrdgjSsCExMBAICGn3WTlixyYJFCVasV\ntMvfjy0ndu3UhEULN2n2EgCARkc5ir80ZTJpuEPH+0AIJqtXthLat2uqqXlEGANu0+4aPXPaQ6hZ\nYxDLlHncrHmiNH1qa7W7a4/CTNL/EuTQASv64gX7rqXCv45cA7HfI+3YZkOjox1BV/ct7tDpJL90\nRThrowHZsd1G7N2jlTRvTlvcu88xrmOnv+cVagQVRSSOH/sLcveI4br3eCaLJiEgBW6ohxo1vso6\ngw6gYI6a2KKpH4266Yj92ms0quNTIONiatDTy+WXLDsjl6bCj4Fi0BgQRw5vIFsgc0aGkbRsaUPW\nXTRKCIAo8pCSYiqNHuHJooX09AhgTAAApEULWpDbtzSud0FmZgLo6RW0179+baxpUDcAALKzewsm\nxd/VnyCgV68U11QLe3mngKlpKgAAffLYioaFWmiqxY0acxt0dd9CerqJNGVSe2ndGo0MNzI0lLhh\nI8Lg8SN7aURAL7WbS0+NjZpJcbVQs8YwoU6tLuLUydWLGouj8N+EiiKSliyuj9u0O6uKuLmEX7Xm\nohw7PmTrZld657YDaGvnI4dKTNPu3yNt22ojTZ3sDK+TzfilK2TpYiTXI4zJmtXl4HWyGT9thjyd\njEmvtOmtWxVBEFTSksU+sv2tmZqqcY9eJ1Gp0kyDghV+PJQuTgZodFQ5aeniBJYBlgAFM3ggJ0cf\ncnL0ybIlDtzwkZ+cnF0o8vIwvJuATCIjy9LY2MjCRqB8ClTB4TF9nmCF/QeFIXv7Qs0v+hy4SdOr\n9NFDK9A3eIvr1Wd688YNGkTRnFxtejOyPKrlyTT7Cbm63Yf0NH169045VLnqZwdjflXHxEREXt43\n6JnTrsBxEqrlqfF8ITwk4IG0c8cjuB9bDhJfWiB7e42mwuN69VO5seMPSTOmd6b37pYnq1cS3K3H\ncX7RkiJdlCghII0Z5U4f3LdEpW1SUblyaahy5VTkXjMNmZjI0vmm8D8kKUlLtXvvXmRnJ0s8GkBB\nxya9GekEAADmFinI2ZnZoNGcbE6aMLYTEIJxvwHHUNmyTO9B7xGHDm4FaanGyMs7Qi5NmpxcsFON\nEOXGTzwm188WVayUxc2YKds8NYUfh59uB03atYM5KB3gXadkWlpxsntnTWat2Hsfdqak9WvrU1HU\nPGIi7y2HR43ZB7q6b7k+/S6wmDMAAD4kLAi5ud+hYaGVWes+uLUbzuF+/pdpxLWq9NFDPVYtfvGS\ncMjN0ZNmzqjGosXP//M8fyT0EJQwTxX9+zVnWteoMRHcgsU7UKnSiWKXjp3e57UWFYQx8H/MDoOS\nJRPByDhTHDakjaZH6tywEQ9w67ZnAQCAUgRv36qoWl2k1xjCGLg58yJAR0dNgnb5SLN+7yB26TRI\nmjSBqXaSqtWIPk/QIZE3jMmlSyYaCykUCWRtnS+nOQMAkBYvrAoAgLt2D1NduroVO7swZ+2S/ftL\nwdu3upCfr00OHawh267UyxcWkJpqSs+fc5Yt5Ds1RRsAAPv6neG6dWfKVP0YpKdH5MhnVvjx+KkM\nGhVFJP3+W3MmA/Re68J5M6AUQXx8KWlvkDWTWEqKNu7U+QQAAB+4OQhycjSuHUPFTQV+8tTbqHyF\nOBJ+hrmmDRkbi7h9x9v07t3yrLVMCGPAXbrGg4VFsjR3dg1WLWRhqcYdOoaT7Vu9NDVCAACoVOk8\nxPOUX7r8EL19q4I0b46jplrY2SWT69jpOb/vwD4QRF5s79taUwODvbxT+MDNQapjxzcBpUho2qgn\nfXBfXxMtbu36c8jR6QEeOuwQCT3qIdRy60WuXC6SIUJaWpQP2ncMd+7y4ZiJhIW6SaNHehSlMYLm\nZHPigL511SXNJwhWJaYJ1SqPFxt5jyDBh5gbWwDeFarL0S2sUGgoIUDv3rHmt+1cyy9dfkUuQ0FO\nHi94D7O3f6YKPrpNDlNJnz7RhZwcfcCYcNN+3fdxuDmTbmqaDpSv8IRbsfqCHHoKCj+XQTtx3BwS\nEy3Jzh3sYxUibxTMB9PSUpONgUxmAzdukswtWX4ZtLTU9O6dYnIMS0Rubk/o7VuyNB3g9h2eg4Fh\ntrR2dUXmdWEM2K/DFXI8zI3mZLM1MQAAN2NmJPAqUZo00YNVC9euk4a7dDspLVvSQlMj9B5kYanm\nt2zbSR/ct5f69amv8Zrc3N8gG9s81YkzW8DAMFf4pVlvEnnDuMjr4XnKB+3bz037NVp19vxKZFws\nW2zbaqA4eaJzUQwkwhj45asu4ZGj96NfWp7Dfu0vkOBDHkL1yiPFPj0b0MePv7ozivQNJH7thvP8\nhk0bwb7Mh4JvsnZ1S3XFckOE1r/8Is6cUaUoM+poXJyuOGeWk9CiaSuhrO1Icva0uVxd0QqFIC8P\n8/sOHsKNmyTLKUujo8qi6s53VKfCmcPa30MuXyoBAIBHjj7ADRj4WA5NAAAwMBBUm7buV3a7FOTi\n5zJoGW+0kGftSKDsb9yoStUUPHrsPuTT6Bq/cUsosx7PU+RZW7Y6A9y67RNkavZGjvlqCGPAzZpd\ng/w8WWoWuVFj7oBVyWQaHcM8JBbpG0hc/wEn6csXsgzB5eb9GYFs7Z6Ts2eYjz2wm/sbbu783eT6\ntQo0I4PpZ4fMzATVidM7UEnrZLJmVVWNNKys8hHGgOzLvOVPntmDBw89QrZubkhvXC/yz46fMu0W\nv2jJBX7eguuq27HL8ZCAo+TaNQexR9dCD9LEzZonqa7d2ITHjt8LNjbP+cNHl+H2HS+CIHBk80Yv\n0cdrpLR44Re7h2laqkro0c1bcHcZTebP9aNXLjtDZqaRNHRwH6GEyXR1CZOpakuzSWpri/Hq8vYB\nRXmONOmVljhwQJ33jUDkzh0DaeniCmKfng2EOrW6iAMH1CmK3ie/ByEg7dpRWvDx8iUXzmvc7PIx\n5PQpM6FT+8ZyGVRp6xbbr+0qIz09ggwNC1UCIU6dXL0w5pvGP9NBlZye8WEn933uppXm5WFx3Oga\nRbnZo7dumeHefUL4SVP+EcNELpwvLq1dXbawWh/Ddej4/O8lJdL6tWXkPLqX5s52lGN3mKrVSNob\nZC1t2WQrV6Mb66gihX+CKP3+zT5CiGqlZsz4t9eh8HMgdywVFUUk1101VasR8DyVa300PZ2Xq8if\nEgLwPEFHk50OmpaqAiNj8eOfE4mJMUSWlvnI3Fz91cc/fqwnbQqsQM+cdqQP7pfhps/Yjezssmi+\nGoM6n4P8fA4AgOvZO+6rWllZnDRtSg2yN6geUIqQfZkEGv+sJGRnG4C+fg6ysX0J5cu/xE2aPi5K\nzNLHryuakcFLC+ZXJgf2uUNSkjlycb3D/frbWVyzlsbT8WleHpaGB3iSA/saINcat/kdu4+w/m6l\nhX9WlObO9sXt/M7yq9ZcZNECAJDmz60kzZ/ryy1YvPVr4zJobi5GenpfdJniIP/aJPSoh+rC5ZWF\n7XIkEdeKYTf3N5/6N6FhAz8gBKvOnAsqjNaXoKKIhAplh+POXcL5P2YzZ3ySyBvGYiPvEfyZ8wtx\n1aoaNQ19jNqu1Ch4+1YXd+x8il+6/AqrHo2L0xVcq42j75rU/tcghOhUOkkWnzATzZr+bz2Pj1G6\nOBUU/obcE7blPPKQIxD7L3oydmAijAE0PIb61IyvolyEUNmyufzMP6IAIIomJmrT16+1inoRo2o1\nkmb/UYVs2eQFb978/66ipWU65+sXibx9XqLKlbM0eX2QixeKk6DdFXCv3nelhX+60bNnXIDjJNyo\n8XVu7PjtrINnSViouThmdBvIztLnps/YzQ0JeMiiBwAgThjnSjasa477+x/lZ82JZNWTDuwvKf05\nrx32H3SkMLPMvmbOyJnTZmTfHi9u2q+7izKC4nPmjISGWNDoKEd+Z9Cqwmp9cX2bN9lBbo4eN2w4\nU5f/B70D++3BzCxVDnMGAADm5qmQkFCSGzdelpMbuZtOFBSDpqCg8B8DWVnlIyurog8ezc/HuF79\nl8jO7hB98cIAkpIMaMprA1yt+ktuxCiNR99IgRvspamTOgDHSWT71sZga5uAhwSEcMNG3PuaCfka\nNCebk4YF1CHBh+oij5rR/Op1x1mHrlJCQBrQtx4JPlyXmzw1iOVlf8C6AAAgAElEQVS5v4fcjDSS\nRgR0Rj6Nrr4z0kxQtRqJI4e3Ri6ud7ihw5jNKACANGdWA+Tscgc3aqzxeJyPIbt3OiMX1zvIwvKr\nO8Bf1bp6pRi9eqUMcnSSLdwclbROAbsyr5T5at8vikFTUFBQgIIBwcjLOwUAUuTSFCeMdSUb1jcH\nQjAAAO7TN4SfvzCCRZPGP9MhwYdLo9I22eKEca0hP0+bmzVnB9dvAPPFm6rVSOzo14xeu1qFW7B4\nqxzjImhyspbYvUtnZGf/nN+87RSrHgCANHpkTUhPK8YfDN4hhx45dMCK3rntwO8/tEIOPRr/TIdG\n3XTkFi7ZIoee6N/PD5KTzVB153vk8CEr3Kp1IqsmKl8+GXfu+kCO9Sl8GxSDpqCgoCAzlBCQRo3w\nIBfOVULOLnegRIlMZGWVgcqVT2OpcaS5uVho79se0tOKQXp6MVSv/nV+1dpThanT+6p2VhYntm7R\njj55UprfuGWjHB2ZVK1Gol+bdoAQ5fcdlKXDkVw4X5wE7fLmJkzaJ9exmjRvrhdy94hmHaD9QW/5\n0spgbJyBu3SVZx4aoQjy87Xp/ft2qG69o3JIcuMnRcmWF6rwTVAMmoKCgoLMIIyBX7z0KgDIEyP0\nDrFrp6bw6GEZAABUy/MmvzPoGHN+5uFDVsjNPU1o3aITZGQY8nsPbMA13DRO1PjLent286Hx8SX5\nwyHr5DADVBSRODygNapSNZYbOTpWjjVKu3eVog/ul+WPhC5jXt+7xgZyLNQZe/vclK2eVUtLAADg\nRo4KkatuVDFn3z+fffUghEIRQrIMjlT4MWEdDfEXLca5Yh90cnMxTU9XbiwUfjrEMSPd6LlwN9DR\nyUMurrdRLc8nkJnJ9LdAIm8Yi8OGdBYaefUCtVqlCjkeKJs5mzTBhZ457cYvXbFTrsJ2adwYN0hO\nMuPXrGcebfRBc+GfXqiW503sUfOTzQNFgRw6YC20avELvHxphYcERMuxPgAA0NISUOUqsXLV2yn8\nGHzJ3gcCQBhCaDJCSOMp7Qr/e8jRYFmiS8ihA9bSgvmV5NCS5sxykzYF2jEL6egQsYNva9aoKIB3\nXWU7t8sT/SWjmVVQ+Dvk4oXi9NUrI27Rkk2qx8/mq06c3sdPnnqbdRdEGjWiCWRlGUJycgnOf/BZ\nYMzbBQCQFi90kAI32JP1a5tz4ybsl6NeCgCAXLlsQnZs8+GGDjsqR34mTU/npa1bbOHpE1tuxsxz\ncqwRkpP16MULroAxkcaO8ilqpNrnQIaGudyCRcfk0FL4cfjsRYVSugchFAoA0wDgOkJoKwDQ//9n\nuvB/scCfBRIaYoGbNU+SQ0ucML6VyrNOIOtWOCptkyOOG9MVVa2WwtzZVKZsqjRhXBfQ1t7Kde5a\n6NlR/1gTxgD6+nlCk0b9+XUbtmPvhhoXdOPGjZMER4cR5OiRKH7NurMsWaPSb9NdICtLm5s19wrL\nRZPmZHMgSkiONAmF/w64dp00XLuOLAX275FWrSxHb8VUAgBATpUfoJJWOaxHcuTOHQNp9h9+wPMi\n9m1/hhs1hvkYkqakqMjmjeWk3TvdUSXHR9z4iXdZNQEARN/WbWn6G0NUt94NOXJDAQBoSkpBVqiW\nlpqbPfe0XGNxuKnTw+Xa2VT4cfjaX6MAANkAoAMAhgBg8O4/wy896GdBjkzP94gzZ/gUJianULxO\nNhMH+3uxyqDy5bNBEFTiYP9ONP6ZRkHd78G1PF+BIKik0SO7Sgf2l2TS8m74EN6kFxO7de4nBW7Q\n+Bge6RtIqG69KBoaUkdwd+1PjoeZa6rFTZxyk4Qdcxdcqg4Xx47SPMZKV08Su3ZqLrRp2ULat9da\niStS+BbQjAxeWrKwCXL3iOb37F+hOnMuCLduy7zTJc2f4waiyENeng59nlBcjjg3sm1LGWnenHYQ\nH2/NLVgUxqoHUNAQQW/dqgjxz0rThIQSmsSnfZL0ND0AAG7ar/uwi6tshgrXqZsml5bCj8OXatCa\nAsBNANAHAGdK6XRK6Yz3//3PVvgdI02Z6CKb2Ovk4uL4MfVk0UKI0uNhntLuXaWYdEpa5wHHSZCW\nVlzs3MGXZbse1a6TChwnQX6+tjR8aBdy6mQJTbVwl25PP2jNn9uUnDltpqkWN3RYwQDOV68sxOFD\n/TSN20FmZgLu0u0M5OTok8ANzQWXagPJxQtF1nqXdXmCRkdVkAb07Sc4OgwWhwz01KSGj9y+ZSg0\nbthO6NHNW1q2pIIcx8IK/w1o1E1jfuuO7arQ4wdZdqH/opmRwdNTJ2sAAKCGPlf4jVuOsexKv4ec\nPOEAosiDIKikJYtc5LhpoWfPlPgw+uSXllFymSmakaGLW7c9K2vGp8JPy5d20CYDQHtK6XhKKfN5\n/38RcvSoK7MJek9urh4NP+tGzoWbMmshRAEApKmT2rAU1COMAQwMswEhCkbGOfTyJY2zApGODoGS\n1olgXCwDNfS5jhv6aHxkiszMBChbNg7MLZJRCbN0VL+B5secNWulQwWHx2BgkA26unnI2VnjN2pu\n+owoMDMrWIup2RtUtZpGWsjO7i332x/7ASEKr5NLkKtXKoCxcZGPTXHlKlncmHEX6OmTNaRfp3UW\nPGqMVVepNIBcjyjybgE5cbyEtHRxBWlToJ20f19Jcua0GYmOMqJZWcw7JAr/e3D9Bqmfm6ivKdKC\n+ZVBXz+XW7lmgypoX5hcXZs0JroCcJyER4zar9q87YwcnZEk4polAADu73+En/ZrDLPgO7CL6wtu\n7Xp56tkUfnq+9EqvRymVJaLie0LaG2Qthw4lBCDltSlZtbw2s5ZajSAvTwcIwdLUyT7MiytePB20\ntNS4cZNImpCgyyKF+w84gTxqRoMgcLh+A6YZQfyiJYe4gGHH6LHQWvTpE6Z18bPmHuO3bt9BHzwo\nQ+bP/WKQ89fgBg0+zx89thYyMw3Erp2baqqDdHQIN3joSdy331FIeV1cbNa4g6YGhuve4xlq2eoc\nlDB/Dc+flxT79GpG01KL3KyDGzdJ5tes2wI6OgXTwt/m6dCLFyyLuguBPD3TyMULdtLokT2l/n36\ni35th4hdO3eG7Gzm5gj64oU2OXzISjF7PzbI0DBfFXFzNdex03O5NMmhgyUBALjlqzbxU6ffkkuX\nxt6zwN16hPFz5t2QSxMAgBs5OlbOaDeFn5vPGjT6I6SoFxEqikiaMb2FHLVj9O4dQ1CrteitWxVJ\n+Fm2Xa+EBF0wKZ4OAIDKlk1irUVT7T+0DTk6PaSJicas7e38xMl3cJ9+12l0lCPrqAzs5Z2Ch4+M\nBbMSqeKUSUzGFnt5p+Aabhm4S7eT0oplzWlcnMaGj+vR6xmuXCWLX7FqF71yuZo4eaKzxusKGH6f\n+3VmJL//0CaanGQqNm3UUdMOT37V2nPcxEkh/M6gtfTJY2uhjmdfTY5gcYuWr/iVq7dAyZKJuH6D\naGn2H76Cu2uvotQCIn0DSbV773Fu5qztoKdXsKOe+NJSaNaouzhqhDuNjS30a0PavNFO8PHyVVd1\n6q8uZTlOqOo4Qfzt1yaQmyOLQZOtllOhSHBjx99DhobMR5p/4cljI/5g8DquQ0fZTB8AAG7T9h6/\nZBlzQLiCwrdE3lTo7xx6LtwUXr60Ils22zFr3bhuChgT0NHJk9as0viCDgAAxsaC6uLl1aCvn4Oc\nXV6ytpCjCg45yMv7Pr0Z6SBHvQZu2+4FWFgkS4sWVmfVQhgDN3joaXrqZJEu6p+DmzMvAoqbpouD\n/RuzauEmzZK5kaMPknVrWmi604owBqSnR3DlKln8geBNNOW1idCscUeam1vkvzWko0O4nr3jsJd3\niur85XXIxiZJbN/OX1qyyKGoWrh120R+++6d/IaN4fyp8KWoZMkUaUDfvkLjhu2KspvJDR7yiD92\nchWUK/eUW7h4M67pGUtCQ1yFOjVHq2u5d5Pmz/3qWBauZ+84PHDQFVTMOAvevi343k+f2AqODhPV\ndqVGqT1qdBd82zQTx45yI9FRRoVZF4mJMRSHB9RUO1fpK44IaEhjY/VJxLVi5PQpM3L4kJW0c3tp\naesW28I+z69BX7zQJjExsjVL0fhnOnKNZAAA0GS39bNahIAmr9/P6hXhBpkbO/7e1+rDNHmP47p0\nk2fCv8IHWG6SFT7NTzW7CdnY5HIr12zAtWszF8WisuUy+W071tA3GVrY1+8Fk9a7Wg1uyrQDyLM2\nc7wKAADXq/dDpKcngCgiYGz1RhgDN2lKKLKwlCVWBfsPfEQTX4aAmRlzPA3S0qL8gkWH6eNHhbqQ\nfw1u/MS7NDNTG1euylyfg52csvmDwZvJyhVVQEeHySkjMzOBDwk7IE2e6AKmZhr9Ht7vpmInp2x8\n+OgRcuL4VWnxwlpQ3LRItULYySlbdf7yVsjO4lHP3nEAcIGEhZpLW7dUofdjSwDAva9pcH4dXnB+\nHXaR0BALacH8uqhqtXjcpu1jGnnDjN6/b0bjnpYgJ45XQ9Wck6Ba9c+OQJACN9hLK5Y1gLinNu8/\nR+PjSwm1Pf6/gQchCjwvgoFhNte9x9LCPk9pzaqyNC1Nhxs/8Q6NuFaMhB2zoZE3StMH920gKckc\n1a13HR8MZordISeOl5CWL/WgV69U5Wb+sYvr78+Up0kzMnhx6OB69MK5aqrImGWso3Zobi4WO/q1\nAABQBYcEs2gBFBhHoVHDblzf/ue5wUMeseqRiGvFxL692qsOBG+XYzaaOPsPJ3rtqq3qwOEQVi0A\nAKGDXxPs4RHPjR771b+Jr0Fzc7HYyKszt2T5ETlGboiTJrjQe3ctufETL+OatdJZ9aR1ayqyaij8\nFfQjnGQihKhWaobSOaqg8B+FpqWqUBGN4nvI7VuGZP8+e3rlsj29d68MsrV9wa9edxSMjUUwNhZA\nR4cUpbCcnD5lJk2d1ITGxpYDq5KvICvTALKzDcDUNA2VKx+PqlVPwD6NElD9BilFqTd6/xypWo3I\n6pXlpe1ba8Ljx3bI0ekB7tXnKu7V+ylLAby0ZZOt9PtvLQEAcVOmHeZ69HqmsRgA0KRXWkKbVh0g\nOcmUXxfINHMQ4F0up0+DjjQlxUR14kwgsrbOZ9UTPN17IgPDXP50eBBr8wDNyeaEapWH4KbNrvPL\nV11iEoOCo3ahltsobtnKTax1edLuXaXoo4fFyNLFrVUPnsyVY06i0K1zQ3ou3FkVfWexXPFRalPj\n6ZRS2XaCiwJCiE6lk2TxCTPRrH/teXzMT7WDpqCg8H2iqTkDKOhWxZWrxABADCUE6LWrJlChQpGH\nrtKnT3TFMaMa0PCzbvD+zTkvT5sbMeoobvFLAqrgkKPJ+ighIA3oWw8MDPOBEERCjrhDbq4eqlsv\nkluyPJh194I+T9ARBw/0oZcvOaOmzS/yS5efY73gkpgYQ7Fz+67AcRJ/JHQDruSYzbRGQkDs4Nuc\nJiRY8QeDN7CaMwAAadTwWpCcbMbv3rdSjs5OadoUV5AkjvtjzjVmMQCQFi+oBqZmqbh9B+b6Ofrk\nsTFZ+Kcv6OjkiQP6evM7g46zPmdkXyYV6eldlcucKciPYtAUFBT+MyCMAWloeGhmpgq373AbvLwf\n0fR0HXiTrguZmTq4WQvNzVl6Oi928G1NI29UBgAAM7MU3M73EjdmfAwyN9f4iJ9ERxnhatUzpYV/\nVpSWLGoBxsaZ/OZta3HzFsxpJCQ0xEIcNKArsrF5ye8/vE+OcRnSIP869NrVKvzmbRvwF46sC73G\nsFBzErTbm5v2625ZYp+SXmmRPUH1cM/eJ+XYnaKEAAk75opbtromh3lE2toFzRd5eTq4Y+fbcmhi\nz9qJyMlJlsB5hW+DYtAUFBQUAABXq575pXq3okLu3TUQO3foBAkJBQ0nGBNu6LATXMDwByy60opl\n5aWtW2oiHZ18eu9uedyh02lu/oKriLHOEQBAWru6rDR9agfkWTuK3xl0TI6oInHG9KrkwL4G3PwF\n25gj46AgBUAcNaId8qgZLVd4uDRxQi3Q08/lpk5nDjiXViwrT5OT9SAjw5gbOVqeGWvvDBpq4HWN\na+f7Ug5JuaIFFb4dikFTUFBQkBmakcGThX+64BpuD6B12whkb5+BylfIRJWrMBlAEnLUQvr9Nz9Q\nq7Wojc1z/tCRlcxHpA/u65Pbt41p5A0LsnZ1C9y560m5RlBI69eWISuWtcIjRh3kChpKmBEHDWgA\n+fla/IZNzLFPlBCARw/1SehRT278xP1yGFIaE21J9u7xhmImb6RVKyvxf8y+yaoJ2toSGBpm8ctX\nnWbWUvhhUAyagoKCgswgY2ORXxco60R5EhNjKA727wpqtRYAAKhUIhgYMB/HiUMHN6FxT0tCRoYx\nN37iPjk6DsmpkyUgPx9LUyd3xB07neInTbnNqkkzMngScsSKhh3z5Jat2MRyRPweaeig2jQpyQgs\nrZLwsBH3WfUAAGhqasH4oPw8bdyq9VM5NEFHV+SGBIQiKyvm2j2FHwfFoCkoKCh859DkZC1xQN82\nqIJDHKpb7yHXuctjVK48c+2VtHZ1WXrjehUAAKjg8Bg1asJc0E6uXDYRB/bvBIKgQrXr3OSWLL/M\nqkkfPdQThw5uTB89tEFNm13iOnVJYNYkBMihg3UgL08H1asfQaOjjJCzC/sR95s3BoAQ5abP2Is9\nasoSp4UbN3klx1gihR8LxaD9x6CEABCC5IgbIZcumSAXlwxZals2rLfHvfswjREAKOi0o4mvdLCn\nJ/PcHpqezisdTAo/CqpzF7fJcQT3HpqWqpLmzvkFAABsbBO49h2uo4oVmbo1AQCkeXNqQVpaceA4\nCVWsJEudkxS4oSKNuFYNeF5ElRyTqCgyv8fRK1dMIC9PBwAAcnJ0kFNlptSVD7oZGfq4Q8dTrDPt\nPkaO3UKFH4+fKknge4bmZMuWQyiNGuEhhw59/MhIbN+uhRxpBOTcWTuxg29T5pgtW7u34sB+fuLs\nP5yY17RlU1mho19j+jxBh0WHiiKSAjfY07w85e9J4ZuAzM3VcpozAABxeEA9ZGOTyK1cs0HrZkwg\nN2pMLOv3oI8e6tGLF5wBAFDFio9wO98nsoSbnz1TkFChpaVGpW2yZLkBDT9TEgAAuda4xR8JPSDX\nzxdXqfKMW77qohxaCj83ygXlO0EaOdxTDiOEMAZyYF9dOULhUY0aqfTSRRexb68GrFq4vlccPXPa\nQ2zWuB2LGUUYA65ZK5b8Oc9PaNm8JUukDR4S8IDeiikr1HIPECeMc9U0agfxPKWPHpoIjhWGiYP8\na7MEwdPYWH1xxvSq5N5dA001FBS+BhVFxA0feV115lyQnOHm4h8z3d91Q+5Snbu062sxTYWBPk/Q\ngYcPyoB1qZf84aNruO49mAbwftCNjrJGLq63+cNHD8ppfrmVa87JYUoVFJRXEQNS0O5ScmmRK1cq\nSvPmMO8KAQAAz4vS+LF+rDtDyKFiNmhr59PDh+qL48fUYNHCbdslAMdJNPJGZcHHqzNNTtbSWGvg\n4BgAAHrpoovg6TGAhIWaa6KDeJ5yvfuehdxcPbJuzS+CcxV/EhpioYkW9/usSDC3SCVBu3yEmm6j\nhBZNW5Erl02KvKaKFXPg5UsjsU6t0erKFf2Frp18pM0b7TQxtSQs1FzaFGhHIq4VU3b3FD4G8TyV\nIy7oY2hWFoe0dUTV1esruBGjZCm4BwCQNqyvgNzcY1TnL23EctSIvQPZ2afywSEH5Cjh+IuuzHoK\nPy/KmzYDZMnC+uR6hLEsYoJaRVavbEKTXmlsXD6gra2GN2+KiT26tWTZlUMYA5iZpQIAkK1bfKR1\na8porGViIoKNbcGduiDw5MJ5M021sItrBpQtV9AdZWKSgVzdNK5HwyNHx4KFZUGdjIFBLmroo1EW\nKsIY+JWrD4OWlhpEkaevk01QdWeNLoDcqjUXkGftSEhMtKTHQmtLy5Y2gFdJ2kVeU03PNLJ1Sw2x\naaPhQmmryeqydsMFr3odmI908/IwTUlR0adPdBXjp/AeZGgo8avXXpC7XgrXrfeSPxJ6SI4Bsh/D\nzZpzQzFTCt8zP92bq3Rgf0m5tGhSsqn0+291ZBFTCyrIyjIUhwc0YNbS0ckHAKBJr0zJ9m22LFKo\npPVrKFkyEVVyfMRa9Ird3R/i1m3C4eVLS+zoxHT3jpu3iMYjRu2HJ09spTWrHDTVQTxPub79wrGv\n32l49aqE2MG3uaamFru4ZuCevY5DBYfH8OpVCbFpIz+aklLkI1iEMfB79h8Fh4qPQFs7H57FlRbH\nja5fVPOOjI1FPuzkPtS8xQUgBMOb9GI0NcWYhBy1LupzlJYvLa8uYztCbVZsmmBtMVVwKDtJ7Nmt\nNchQC0QTE7WlfXuLvCaFnwPs3TDlWxwZKseQCt87P1VYOiUEhOpV+qsio9czdwCp1UiwtpgCCFH+\n5NkluGpVpg4gtU3JMZCTow+mpmn8mvU7sZe3xsHEon//OvTRQ0vQ0hJVoccPsqyL3LljAM/j9cSu\nnQfyB4OX4zp10zTVonl5GLS0iODu0guZW6SrQsIOaaz1rotLnDLJmWxY15TfvXctrlc/VVMtePsW\n0yuXi4u9e/RGdevf5LfvPKHJGzglBOjlS8VBV1cSu3fpDAhRfuuOnZoczdCkV1rS77+5Iq+Gz6Sp\nk1pBbq4uN3xkiCbHR+Lkic5k2xZvVMPtLr14wRlMTN5g3/aXubHjbxV2Z4LGxemKAYN96KWLLh8+\naW39ElWr/gQ39HmMfdsnIEND6YsahADZvbM0vXihNI2NtaLxz0pCampx5OYew82acxo5OGQjfYMv\nanxNn144b6rpa0FBQUFzlLB0efmpbiFodJQR5L3VpieOa1Sz9Bet27eMwNQ0DUqXfkEvX2TWw63b\nXIQS5q+5gOFhqH4Djc0ZAAC/Zt0F3KlzJH1w31bTwvcP63JyysZNmiWjipUeka2bmWrkkI4OQRgD\nP2tuCL0Z6UhiYgw11npnsLnffr+JqlW/J/061ZtFCxkaSrhR49f8ilVb6dnTNcjGQHuNtDAGXLtO\nGnZxzVCdOR+ITM3eiJ3ad9fk94AsLNXckuWXuXa+L1U3otfiFr9clWb/4SeOHF7kLl3+j9k3uUVL\nd6r2HQxVXbuxEHt5R5NtW7yEKpVG0EcP9Qq1Hju7t6rgkGBu+cpAMLdI5mbP3YYbNoqBp0/NpYnj\nOwvl7CYInTs0+qIGxoCdXdNAEDF98qQ0pKYWBwCg1yOqiI28Rwg21lPUpSzHqSuWH6z2cO1R2GYX\ncvuWoejfv47gUDZAWjC/lrRtq4208M+K4qQJLuLAAXWETu0bC35tmxZG62Nobu5f3iMpIUDCz5qK\n48fUkJYs0njn9i+aaakqccI4VxoXp3FzyV/0UlJU0qIFFeXQAigYkEtOHC8hm97hQ1Zydq1rWjf6\nKWj8Mx364L6+XHokOsqI9T34g1b4WVM5m4doTjbH0mT1d6T1azUugVH4ND/dDppc29o0NxfDO8Mh\nFzQvD8tVE0HVagSCGrPsRvxFLzlZC8zM1LL9/OKf6SAb2zxZtFJSVEAIkqv2hUTeMEbVnTPkeK5U\nFBG9eKE4rt9Alh0dcvVKMWRqqpZjSCnNzcVk86Yy3KDBjzR5LKSnq5C1df4HrYP7S4Eg4MJG+lC1\nGpF1a8qRXTtroNq1H3ADh9yljx8Z0Lg4A/ryhQEkvTLE3Xrc+1KUkbR5ox1Zt9aTxt4rBx/f8Wpr\n54Ou3lvQ189Fhga5YGCYC8VNs1U7d58o1Nry8rA0aUIN+vq1ATdwUBQ5EmxHr0fY0wf37SA72wAs\nLJNwq9YR/Jx5Nwqj9ylIdJSRNH+uGz17xhW0tNTc/IV7OF+/F5rqAQBIq1aWk/6c2wK0tNWqS1fX\nsc75I4cOWInDAzqjatUfqA4dOcKiBQAg7d5VSho+tAc3fuJ+buRo5qBuceaMKmTl8l9Ul64uRvZl\n3rLqCb5tmtEXL8y0rkRsZdWihIBQpdJA3KjJTX7x0quseupy9sPgTXox5NPoCv/7rAus7wHizBlV\nyPat9VQ3olbLcZ0gwYctxV7d/f+rO2gIoaYAsBgAOABYTymd+4k1LAWAZgCQCwC9KKVMMV8/1aBa\nOc0U0tOTvWBGzoJVpKVFQUtLFnMGIP+gRLnMGQAAMjMT5NICeNeEIBOI5ymSyZwBAMg1mRyg4DWs\niTl7/1jQ08v/+GOuS7f4ImloaVFuSMBDbkjAw/dDg5Gd3VsAKHSgNu7a/Rmysc0mZ07fpTHR1vTR\nw1LIpHim6vylnUVZy8dIO7bZSL/PbA5JryyA4yQx5EhdMLdIRo6OcdywESG4nW9cUc0AJQSkObMq\ncxMm3SZ7gkqRdWtq0qibjmBrl8ANHxmMA4bfZ/n7p7Gx+uLQQU1pTHQl3LrNOW7x0ousF11pwfxK\n0rw57ZCXdwS/ZXuhjO2XIMfDzKVRw7uiZs0vyWHOyJXLJmTl8l9w3/7H5DBn5Fy4KT0XXoNbtmIT\nqxZ9nqBDLpwvAa9fm3FDA26x6gEAgKBWAaUI0tP15bhBQxUc0nG9+jFy3cTjlq1eyaHzPYIQ4gBg\nOQD4AMALAIhACB2mlN776GuaA0A5Sml5hJAHAKwCgJos3/enMmgKCgrfJ5ru9CCep8jLO+VdzWYU\nQMFuryaT5mlsrL44IqARjbhW7cMnMSb8rj2rsXdDjcsOaEYGL/q1bU0f3Lcju3fVhMSXlsjF9TYf\nuHkdbtU6USNNQgCePtUDW9u30tTJzmTLpkZgbf2K33tgFWv9HSUEpMED65D9exvgfgNC+FlzIln0\nAABIxLVi4oC+3ZC7xy1+w6azrHo0NxeLA/v7okqOj7jffmcPIwcAacqkRqhKlVg5YqRE//5N6IsX\nZsjF9Y4cZgoAADBHQFf3Lb9iFXNIPAAArl07BWrXZiqn+YlwB4BHlNI4AACE0C4AaA0AH+fWtgKA\nzQAAlNKrCKFiCCELSqnGaRqKQVNQUPhPofFub5kyufzmrZebyv0AACAASURBVCE0Le0kpL9RQcYb\nLZqZqQIjI413aGlsrL7QuX0niI8vBQCAypRN4HYF7cKVHJkilST/fvVodrY2fXC/FCQllcB9+4dx\nv/4WxXJKQLOyOAAAsX27lvRWjAM3789tXK8+cSzrBHhnfLt07I7KlY/n9+wPleMkQxw0oD5kZhrw\nh49uY9Uj4WdN6bM4Axp7rxx/8MgK5sUBAH31qjgkxJeiSa/MpZUrynGDh2i0U/0XMCJ4wMBjchk+\nVKq0bKcYPwHWAPCxcX8OAH+vBf7U15QCAMWgKSgoKLCAtLQoWFiqkYWlPLWMx8PMxUEDOoMgqMC6\n1EtkZvoGStukoJLWTBdG8bdfq5L9+7wA3sUU7d67m/WiLa1ZVZZGRVmSa1cqQFaWAb8zaD3rThy5\neKE4srPPEfzadgMzs3T+UPAB1u55EhpiQV8n69CQo3W4Jcs2y1EqIY4IaANZ2frIy/uaHBm/AACQ\n8cYQAAC3anNeFnMGAKi68wNuyrQYObT+q8SqHRpo8rgXwZHFkk/fLfaFLyns6/bv9XdMr3fFoCko\nKCh8C6xL5aquR61gLdT/GClwgz1ZtqT1h0/o6eUD404ITXqlJc2d3RIyMoyhTNk41fHT69/VAmqu\nmZXFib17dAFDoxzgOUkVHLqbtdaJpqfz4mD/LgAAuGWr80WtefycJjx/XhIIwfT69UrkXPgNOY6I\nITPTCDm73OZWrbnAusb38CtXn1Jmt32ZQ9ltzmr0QK82AF4ffbzSePrfvuIFAJT+6OPSULBD9qWv\nKfXucxqjGDQFBQWFbwB2cmI6xvw75MTxEtL8Oc2Qu0cMqlP3Edep8xM5iuPFgQN8ICOjIBHl7Vsd\nmpnJs7bhSX/MrA6pqaaQmmqKO3c5AXp67F2C69ZUgMxMIwAA+vKlCU1LVaHipkwNQiT0aEkgBIOO\nTh4378+9sszPi4/XBQvLZD5o72FZG9Nk2tlV0IjrAFAeIWQHAC8BoCMAdP7b1xwGgKEAsAshVBMA\n3rDUnwEoBk1BQUHhhwCVKZujunN/pZwXfWnrFlt6LtwN7OziuY6dr+JhI2JZu8lpbi4me3YXJKyY\nWyQjd48XcnS9k9CQygAAUNrmOTd77ilWcwYAQC9eKAW6um/5VWu3yNWFSHNyOH7bjl1yrE/h+4BS\nKiKEhgJAGBSM2dhAKb2HEPJ/9+9rKKUhCKHmCKFHAJADAL1Zv69i0BT+J8g5g05B4WcElS0rTzfg\nO2heHqbnw234wE1rceu2GnWTfgpp7uwq8PatLu7R6xg3e26EHOODaGKiNr17pzzy8r7Kb956Qrb5\nji9emPCBmzfhxk00yuD9FHLvnCp8H1BKQwEg9G+fW/O3j4fK+T2VK+Z/DEpIQTyTDEj79lqTM6c1\nDjX/i9bokR4kOsqIVYe+eKEtjhjm8fcJ75pAwkLN6YsXRQ4hV1D4L4B0dAi/dsN5Oc0ZFUUESUmG\nqtPnlvGLllyVa7Yj2bXDHo8cfVC198AxucwZAAC/YPEZOc2ZgoKcKAbtO0GuuBKEMUj+/VrR9HTm\n3VHk4JAp9uzWi5w6yRzzgkqXzhB/aeYvbdnEFt5ubZ1PHz6wEGo4D5CCdpdiWpR1qbdCnVqDhe5d\nvVniXSghIA72ry2OH1ODNSaGiuK/nv+moKApiOcpv3rtBVSxYo6cunjQkAf8hEl35NQEkH9XUkFB\nThSDxoCcmW3S3Nn1ycULxeXQoulpRmKn9i0pYbt5xZWrZAHHSWLvHj3J8TCmvFHcu+8jEASVNGpE\nT3F4QE2WtXGjx16CpFcW0qABfYU2LVtouguGK1fJwi1bXaYhR+oKdT1HCL5tmpHIG8ZF1UEYAzd2\nfCTZs6eO4OkxWu3u2kNjs5aUpCX4ePkK9et0FPv1rictX1perh1RBYUfFTlTVhQUfhS+qUFDCDVF\nCMUihB4ihMZ/4evcEEIiQqjdt1yP3IjjxjSgiYmyHJFRtVolDh/aSo4dFFTMJJNej6gqBQz2ZNay\ntXsBOTn6Yt9ePVl2+ZCJiYicKj8AShHZsa2RNHRQbU21sHfDFOTo9AAAgEZcqyxt3lheUy1u3p/X\nwMIiGUSRp1evVKEPH2oU4I7sy7zlFy/dDRgTePzInuzc0YA+flxkY4WsrfP57TuDaXaWHjmw30ua\nPrWL2LyxPwk+bFlULXLpkom6lls3deVK/uoazr2Eup6dhSY+bcmlSyZF1foUND2dpxkZSh2rgoKC\nwjfgmxm0j7KrmgKAIwB0RghV+szXzQWAY/DPIW+yQ44GF/lC9zlo/DMLafKEWnLpwdOnttL4MW7M\nOsWLZwEAkF07G0krlmlsXgAAkKNjwRwXjpPo/dgvDfL7KrhJ07ugr58DPC/iHr3uMmn5D7oIZmap\nIEkcpKXqaqqDdHQIN2XaUTAyzgSOk8ja1TXfT1Qv8ppatU7E/oOOAM+LQCkSf5veiNy+VWTDhyws\n1arQE9vBvswzAADIydGXVq/0KOruHvb0TFftPbgHWVikwtMntvTunQr04QNbEn6mZFGPwElYqLnQ\nuGE7tWv13uoKZQLUJc0nCDWch0B2tkY/q4+h6em8FLjBXqkHVFBQUPh/vuUO2ofsKkqpAADvs6v+\nTgAA7IUiBCSzIE6Z3Jyq1fIYwcxMAxIaUos+fqwnix4AkD1B9cjVK0xGCJUokQUGBtlgXeolcnRi\nmoyNatZ6jgcMDIbcXD0wMcn/+iM+D+7T7yH356JdyNHpoTjYvy3L7wF36RrPL1y8l5sybQ/ZsrmJ\ntGSRg6ZaXJdu8dyceXv4vQc20IR4S6Fhg66a7ozyM/+Iwn37h/LHT60ChKnYtNEgacH8f9yYfA1k\nbq5WHTuxHcqWe8qtWb+BpqUZik0bBQjt2zUtytEpsrbO50+c3ov7+x8BnheRrd1LsmpFM8HJYYzQ\nomkraVOgXWF2bXGTZsnc9BlnkYlJJqSmFof8fG14k15MqFNzsFC/TkdxQN+60ppVZenTJ181yzQt\nVSVtWG8v9OzmpXat3ltwKDtB+n1Ga3IstKS0b681OXWyBIm8YUzj4nSL+hqhooiklSvK0bi4f6yD\n9cj/W+spKCgofAyilCmJ4PPCCPkBQBNKaf93H3cDAA9KacBHX2MNANsAwBsAAgEgmFK6/xNaVCs1\nYwbrmmhWFieNGl6bmzD5uhzFoWLf3vXB0jKT697zAWtRrNinZwOan89zffpFo1qeqSxzg8ipkyUA\nISqtXunK79h9nCVe5f14DHGQf23k5JTMDR32UFOtD5pxcbpin56/8Bs2HpFl0OaEca6QmqLPrws8\nx7y2Rw/1hK6dffnfZobhJs2YursoISCNG+1GLl50UJ2/tF2T3wNNT+fB2FhEGIO0ZZOttGiBD27S\nLIqfM+9GUbVIWKg58CqKatdJJZs32pN9e6vRu3fKqa5ELC1KLh85fMhKnP17Q2Rjm4w9asaTmzdL\n0kcPSkJCQknkUPGJ6tTZvV98fHSUEVm7ujIJP1sFEhMLdrRVKgF4XgS1Wgsk6cOuHDdj5o7CvObo\n8wQdaf686iTkiBtkZxtgvw5naXKSIaSkGNG0NCPIeGMEksRpPXuxoLDPEwCA3Iw0gtxcHteuk0bz\n8jA5uN+aHj9ehkRFlkUOlRJUO3efKIreP9adl4elxQsrkd07a/K//XFUjllc0rIlFcieIBf++Kkg\nOWq3xMkTnSEnR4tfvPQqqxYVRSR27+LD9eodzfr3BVAwfkMcHtCAX77yjMYZrB8h7d5Vit6KKcH/\nPos5gJ3cjDQiB/aXwTXcknCr1sydstLSxRXo8wQjbsKkaDlmrJE7dwzoiTBrbsSo+6xaAADi8ICa\nZNuWJpTSf6XRSS6fAACgNjWe/m89j4/5lgbNFwCafsWg7QGAP98lv2+CAoO27xNaFLduE/7h4/oN\n4rieveO+ycL/JZQ5Yf9d5PzdUkIACEGsmYYf9HKyOU3HFpDbtwxx5SpZf1lbSopWUS6U5NTJEtKW\nTZXh0cOSfPjFHYjnKc3NxZCWqkVTU7VQ6dJvv3QxoomJ2uKIgPo0/GwNEATVh38oUzYOmZpmQokS\nmcjSMhOVKp2J7MtkFvZCSfPysDR2tAfZs9sLeTe8Bs+fm9FHD+1AkjiwLxOPXVyeYN/2D3BDnyLt\n/JPTp8ywd8MUGv9MR5ozy5WEhrqDoFYhb5/r/KQpV1lu9Eh0lJE0fGgzeu9eOdymXTi3aMkllhs9\nmpeHxa6dmtCLF5y50WMPcGPH39NUC+Bdt3P7ds1oxDUnftvOjXJEKomNvP3o69cmqstXA5mjpNRq\nJLhW648qOT5TBe0LY12bULHcUMjONuBGjz2EBw56wLo+oWsnH3ostDZq1Piyatee4yxaAAAk8oax\nNH+uu2pnkMY3GdLmjXY0/KwdAACVJESPBNdTDJp8fEuDVhMAfqWUNn338UQAIJTSuR99zRP4/7oz\nMwDIBYD+lNLDf9OS7QevoKDw/cFiPKlajejFC6bkymULeveOJTx5YoF79rrKDRj4WJO1SHuDrKXp\nU1vCq1cFTTHFTN4gd4+72Nv7MfbrEK9JtiYlBKT+feuTyBtlkZ3dK3r5UnUwMXmD2/pe4caOj9FU\nk16+VBy51ngjjRvjTvbs9kJlysRzCxaH4Jq1mEob6NMnukKn9u3hdUpxfvnKnbh5C6bIGgAAoXuX\nhvT0qRp84KaNcuyeieNG1yDbtvrwBw6vxh413zBpzZxRBXJzVWTbloaqy9eWFWVH+VPQB/f1hVru\nYwAAwNQ0VXXyzHrWYHehaycfeuWyk+pyxCo5dgupWo3gyRM9OUei/JvG5r9o0L5lB9ZXs6sopWXe\n/z9CaCMU7KD9xZwpKCj890EYA2Cs0d0i0tKiyMs7BXt5pwAA06wsacsmWxK4wQMVK5ZF9Q1yQRR4\nZGiUwy9ZFq7pRZFmZPBi+3at6I3rVQAAqJaWwP0+axfu0+8Jy86q2KenFzx9ak5TXptATo4eN3L0\nITxm3F1NNSkhQFYsq4AqVkoXBw3oDMWKZaqOn1yLypXXuByE3L5liErbvJXGja5FT55w55av2sJq\nzqS5sx2hgsMbsmljU278xH2s5gwAgGze5AWZGUaooc9VkKG2kNy+XdDQo6v7lg/cvIPVnAEAAEKU\nmzT1sBzmDKDg7wZknlenIC/fzKAVJrvqW31vBQUFBU3gevR6xvXo9UwuPfrooZ7QwbcTPHtWGgAA\n9PVzkLV1Ku7R6ymTOZswzpUGH64HAIDc3GP4jVtCkJUVUxOPNGWSC9mxrQHk52sjj5ox/PadzFP7\npSmT6kFaqiG9f78s9+eibZyv3wsWPUoISIHrvSEz0xDVrXeDGz2W6dgVoMBEQnqaCQAAvX3bHtTq\ni6ya8OhhMcCYcLPm7MZ16qYx6wEA16dfNPZumCKHlsKPwTedYVSY7KqPPs8cLKqgoKDwPUHCwy24\ngYPDkUPFN6hqtQxNjjL/jrRsSQWyfm0LAADQ0ckDlUoEHR0mI0WuRxiTjRuagFqtBSYm6dygwRGs\n5oxcjzCmFy+4ACEYObvcwR4ezOaCHNhvDSkppgAA9M7tMuRmpBF2dslk0gw+bAMAAPb2z1TBoTtZ\njS4AAE1IMMYDBwfLafYVc/bzoQyZVFBQUPhGcH37PZVTjxwNtiS7dtbA7XzPoCbNnuCWrV4iLS2m\nQmIqikgcPLA1qNVaYGqaipv/EoGcKjOZHgAAacb0ekAIBi0tNapQIREsLJmND9m+tRoAAKrk+IDf\nvO2QHN34NOKaLapY6SF/JDRIDgMNAIA7drov186Zws+LYtAUFBQUfhBQk2ZJqhYtd8ipKU2Z5IJ0\ndfPx3Plbca8+T+XoECZXLpvQq1eqIc/akfz8haflKESnOdkcvXG9Eu7aPYxbvPSKXJ3RqIR5Jrd1\ne5icIeyKOVOQg/9j776jq6i6NoA/Z+amQAgJBAghAQKhl9CbICC9SO+KNCnSiyKKBREbYm+ISkcE\npCO9I9KLhhZ6DYGQEEIK4c7M2d8fCX7oi5LcOZGr2b+1WIskk2edm5k7d087O8ue4lSJn+JkjLGs\nQRcu5BChobbnI7yfOXFCuFa9eozWuo3ted3ukWvXBNKdO7resdNVVZkAT3GkEj/FqRafQWOMsWxM\ndXEGAI4JEyNUZ2otW9me6uNBuDhj7oq3TPaX6Gach6p2NnTmtJJ2WGSagm7GeTx8ScYYY+zfiws0\nN0HJ9ptO3+NK78cHoehrXman9q0oNdX2dmIt/rGY0al9S7vFlXA4yOzXp5k5dkwNu38zeWC/n9G7\n5xNyx/YAOzkAIHftypPZBuSMMcbYX+ECzQYVhcs91pjRdVSdGbIW/1jNnDSxot0crXz5JDp9qrDZ\nuGF3ionxtJOlDx8RSfv3lTdq1xhkLV4UbCtr5Oi9cuaMlkZ4hWHmxAnhrjZd16rXSBBeXqbZoe0w\nZ7XKfc3XX61MsbGurQNpCaNqpeHO6lX6mP36NLDmzilKiYmZLiBJSliT3y1nvvNWBWvRwhB54ngu\nbsrNGGPZDz8kYIM5emQt/e1399vpd3eP0bb1kxACHit++sl2VucOLWj7thr6xLd+0IcMPWMrK73/\nG4IKXXMsWDT//t6Lmc565qnGtGZ1PQhBomXrnY6vp2139ckpo32b1vTzjuoAgNJlzngsW/GjCCyY\n6Rm2yekUxmM1e+P8+aJA+qSfCxevEn5+mX7cXq5cEWQO6t8HTqcnAIiGT+xz/LBoXWanQaAzp3Ma\nXTp1x6X0yU0dDlM0b7nbMWvOlszcL0OpqZr12vhqdCXKHyBASgGCEKVKxahoBk1Op6CzZ3y0suWS\n7GYxxv79+CEBtbLdGTS5YX0BVVl0JKKw9er46krCcuRw0s6fq6m4PCnCwmIhpWZNfL2btXBBiJ0s\nrVnztAIv+mpBc0C/dhQV5eVqlj5i1EEAAJEQnp4W7rh+BtLx3pRt8PR0AoAICrqJ/K61PxGenuT4\nZvoyeHndhaZJun49D128mMOVLK1tu2j97fcWQNctAKATx0PlwgVFMj2mEiVTPLb9PEdUqXoUAGCa\nDjoZGSy/nlqCTDPDOw3h7S31F178Dal3PGjD+sdo08Y6tHljbToZGSg3rC+QmTNzlJqqmW+8Xsno\n2rm5Ua9OD2fpsKFGSMFX5Fdf2D5TS6mpmvXD94VVnPVljLH/imxXoJmvvNySUlKUvG5KTvKWP62s\nSdev2br8BwDIkcMAALlmdXlXLo3dT5SvcAMAoGmSThwPsHOJTOvc5TJ8fRPh45OsNWh4QgQHuzzZ\npFaj5i1RrfoR0bjJHrlpQ3UkJbl8z5YoUyZZa9v+Z33ylLm0b28Fs2ePJi6Pq2q1BG34yFX6W+/M\nFz4+d8wnWwyS69e6VMjr/Z49r7/w4lKtd9+1olKVM9aYkb2M1i3aZXYdCD8/07Fu41LRpu0OUTH8\nhChS5IY16Y0uRvnSQ6xvpxV/eEJ6TmBBp8eylWv0Tz6fhbx5byJXriQ6e6aQ+VS354wSxUYZ7du0\nzsj2K7y9pd6n3ynh65tKF84XRmxsPliWLud/38wZGjLGWbNqb6N9m9bWlMkZOsCgUyd9zIkTwo0m\nT3QywoqOtYYN6Ucb1lcwhw+pY44cXtscM6qm+cLoGvLAfr+MvlYg/RLxd98UN9q3aU1SpjUUj4z0\nsRYuCLE+/bh0ZrL+kPun96TcszuP3Loln6t5fya3bwtQeR+qPHQwU3+3v0MpKRpdueytLC862uWD\nvAfmKbz3k1JTtcwcBP0deeyY0tsTVI0rq8i9e/wf9Rj+a7LdJU55YL+fqFAxUXh7237nyF278sDP\nz9DKl7d9iUeuWBaEHDktUeexOOHra2vCRDp10sdauKC4VqlyrNa2XbTtsa1dE0jJSQ6tZq04u01/\nKTbWA/7+pvzis1LaiFEn7TziTqYphMNBcsP6AriTomvtOth6rfd2gNar46vq417+zc6s4pScpAuf\nXJbcsjmf3LolxDHp7V9dzZIH9vtp1WskUFSUl/XeO1XFE40uujIXFMXHO6yJE6o5PvlsL50/l8Oa\nN7cE7dsb6li28qfMTE5KMTGe1ltvVpWrVtTR33hzGRISPOnUyXx08WKAKFo0zvHF1F1/+/tSQv64\nKEQuX1qW9u8ve68PIgoExiB37iSQ1CClgJSaPm78Br1b9ysPHVNykm59MKW8XLTgMVy7Fggfn2T4\n+KQgPt4fhuEBh8NE/gKxHhHHpmXqMnFkpI85bHALreczB5Gc7CG3bC5BRyJKIC4ur2jabLfHgh83\nZDgsnYyI8NXCwxNJSshvp4VZs2fVxqmTYfr7H87V+z1rq/OA3L/P33p+dAu6cD7E48iJT1y5VP+H\nvBPHc5k9e3QRgQVveqxZv8JO1r3xmd0699FHjVmjjxh1ym6eNX9eEWv8S509du7+SoQUtrVvMl9/\ntTLiYnPSyZNBHpu2LrE7NnPY4Mfk+nXVtPYd9ujDRx6xu++0Fi4Isd55q4U+YeIaFXPBUUKCwxo/\nrqbjy6//9v2a4fG9/145a/K7XfgSpzrZrkBjjKlBiYk64uI87cyjRVKCNm/KLxcvKgOhkePrb3Zm\nNkMePeJrjRnVlCJPFEdysg8AwMPD0AY+t0aULRsnwivHi9KlkzNVhJqmsF5/tYqcPbMpUlO9IQTB\ny+uuKFvurHis7hmta7ezrtyPaX07rbj1yUfNtCfbHJDLl9VCQoKfqFvvsD76+b2uzj5vffxhGa3/\nwNPW86MekyuW1xelS5/VP/xknVaj5i1X8ujM6ZyiRMkUa+GCEGvcC10RVCjG44dFS2yt51Mnfej2\nbYfZtXNfUbz4ZcdPa5fZOUi2vvqyhAgJSTaHD3lKNGp80GPmnG2uZgFpZ86M4kVehGF4aF26btHf\nfHufyJfPsJNptHvySdr5czUUKhTtsXn7LFHAtdsw7rHmzS1ivf5KR49f9k5V0S8USDvrpdWq7dJ2\n8iB8D5paPC0AY8wlwtfXgq+vrUlOhaZBNG12Q2va7IarGVqFionahs1LgbRZ8eXuX/JRRER+7YlG\nV7QnGmW6wbTcuiWfOXbMk/ceHAEAFClyxWPnnll2Hggyx71QXU7/rhWIhFz8Y12t1ZP79HEvHbZz\n5sccPbKW/HFhA2vqlymwpK6/+vqP+vCRLp+ZItMURo9uXbSqVc/JZUsbiBatdjm+m7HVTr9Pa+mS\nQvKjDxpSdHR+ERoaZbc4AwA5f15NOn2qGIqHXXRM+267nSwAkD+tDMLdu14AIA8cCNMN44DdTLp2\nLQ/8/BMcCxbPt1ucAQAsU9NfnbBCVXEGACqLM6YeF2iMsf8MERp6Rw8NvYweT192OSM4+I5j6jfL\ncfeuhrt3dTidGpx3NaSk6HChQCOnU5g9ezSjzZtq//7N/AVu6q9NOGjng9t8560Kcs6sFgCA3LkT\nPX7e8Y0rTzLfzxo9ojbOnQ2V586Gas+PXeIY/+pRO3kAYE1+pwnOnCkGf/9b+udfrbVdnEVE+FLk\niRIgEoi6UpDWrwsUbdraailFGzcUBwBRpeoxx7KVy+zeZgIASEnO4fhuxjwVt8AAafcDq+wXytwf\nF2iMMXYfUap0ssprG3LZ0mBRouQNrWmzuaJ0mQRRMTzBzv2NAGB9901x+fGHHaBpEoULR4nwSufp\n/HkfOwWaXLsmUC5c0BgA4OV1F+fP5bXbp9L67pviOHOmGADAP89tOnHMDzYLFvnFp5VBJFA87ILj\nm++WaVWq3raTBwDy18PFRKPGex0/LFqvolk8mabQx7+6VmvUONNncP8KF2fZD9+Dxhhj/yJ05bK3\n9cbrNUW1Gle1Tp0vqbh8RgkJDqNOjQHw9HJqbdoe1EeOPmb3HiySEkalCgNhOD30wUM3acNH2noo\nCEi/BFu+9FCtcZPD+ief77Jz6fX3zMRE3ZrwWjX9g4/2cV9Oe/geNLW4QGOMsWxOrl0TCE2Q1rxl\njKpM64fvC1NERH59wsRfVTw1D6Q9BYqrUTnsPrF9P7tnCdn/4wJNLS7QGGOMMWYbF2hq8WEDY4wx\nxpib4QKNMcYYY8zNcIHGGGOMMeZmuED7D1LSGxRpPfjkimVBKrLkju0BcuUKJVnW3DlFKTLSx24O\nmabIbK9Hxhhj7J/ABZqbsBYtDFHVWNccM6q+3Lwpv90ckTOntD6c0sAcMay23bGJ2nVumi++0MFo\n06oNnTppq7gSZcokGE0aDjVaNG1vp+gTDgfJuXPKOsuWGmw881Rja9HCEFcbEtP1a55G9y7NzEH9\nH7e++Kyk/O3X3K7+zSgmxpOiorzcvTkyY4yxrMMFmg3WtKlhqj5EacvmUGvk8DoqskRIyC2zzzN9\n5OpVBW1nNWl2XH4/t7n5RP1udOmit8s5np6k9XzmZ9r1S1Wj4ePDzRHDalNKikvbn1aj5i2tW/dt\ntH9fJbNvr4HOapX7Wt99U9yVLP3jT/eIsLAoWrO6njV44LNGWNExrmSJwIJO/fmx++SmTVWtCa89\nZTZqMNooVvh5a+GCkEwPiiTM3j2fNArme80ZHDjOGRY60hlefoArxag8cTyX9clHpc2JE8LNF0bX\nMAf1f9x4unsTuWql7W2DpISMiPCVe/f4281ijDH2R9muQJMbN9g+s/R71ratxa03Xq+sJKxAgST5\nw/dNrW+nuVRo3E9r8MRlpKTkNAf2720tXVLITpb+3JBIeHgYdPRIGaNpo/7y0EGXLwnqL750FPny\nxeHuXS+5Ylld+d03JVzOmvzBfoSGXgIA3IgJEDVqujRjt9A0OBb+uBqhxdKyLEtHaqruSpZWo+Yt\nx7KVM5AvXxwAwDA8aPPGYpm95CwCCzodGzYv0Z7tvwaG4YFb8f6IvRFg/biorNyxPSBTWSVLJdOt\nW95yxndN5cwZreTiHxvR5k015c/bQ+TmTfkzc5aPoqO9zNdeqWx07dTcWbNqb6NIoRfNJx4fQwcP\n5qOEBJe7kpCUkKtXFTT69mpovvh8dVdz/kzu2B7AbWNHaQAAIABJREFUZyFZZqi6isGYCtmuQLPm\nzamg6k0o8uRJoWNHg1TkieDgROQvcAM3b7p8lur3rCZNY+Cf5xZCCl8VZcvaaoMiChRwiorhJ+Hl\ndVfr3XebVrVagstZnp6k9ey1Hf7+twBA69LtostZDgc5Pvp0JYIKXUP+/HHWm2/UdTnLJ5flsfDH\nhShUKFpr2+4X6803usk1qwNdydLCwxM9VqyeicCC17Wne26WO7aHG82a9Mr0mDQNjskfHHB8N3M6\n8uSJFzVrHaGTJwqbHdoOM18dXyXDOQ4HOd548zePfQc/Fy1a/gJdt5Anb7xc/VN1s2unIUbR4LEU\nE5OhAlIEBd3Vate+huRkL1y8GII7d3IAgPXa+KeN4kVecRYOGmt069wsI1kkJaz584oY3To3M0oW\nH2n26jmIVq5oINeuqeqsWa2Xs3rlPs4q4f2sBfMLZ/S13mMtWhhiNKjXzXxuQFc5bWoJc9SIWkbH\ndq2Mpo06ZTbr98y5c4pan31SipxOYS1aGGL07dXQnPBaJVfzKD7eQVcuewOAPHTQz3i6exMZEeHr\nah7w/8WFPLDfzxw+VMnZeACwli0tZM2aEWo3h1JTNQCw3n+vHEVFednNk9u3Bcjffs1tffRBGRX7\nYDpzOqc18Nn6qg7iKSVFsz6cUpaio22/1ntUXBW5hyIjfYyunZqryrMmv1tOVRZLwxPV2qByBmpK\nSHDA19dUlScPHfQTlaskqMizFswvrNV+LFaEht6xm0VOp5ALFxTRmreIVtGiRu7f5y/KlE3E3bua\n7dY0p076iFKlk+WxY7nsNjimCxdywM/PgI+PRYcP+Wm1at9yOSsqyotOnfTVnmgUKw/s9xN58hoi\nLCzFlSz5y8688qdVoY53Jx+iK5e95fr1Qfqz/c9nekznz+Ww3p9cVW7bGu6xYtUcunIlB5057Qc/\n/7t6t+5XMjSWvXv85dLFJWj3rhJ06lRxGIaHqFL1qChXPgoOh4RDl1rX7qe16jUeelBAUkJ+PbWE\nNeO7ejh/rujvP/DxSUb+AnGiYME4UbRonP7F1F8y856gK5e9zcGDmtKuX6qiUHA0bsblgWF4ICzs\ngt6+4yF93MvHMxx273WfOJ7L7NG1u9ai1WHaszuMjh4pg9DQS453Jq/RmjV3aSZ/86UXq4lataPl\nyuWlaM3quqJkqXOO1et+FH5+LvX8lPv3+dPuXQXo8iU/OXtWc61tux2O72bucCULSHsgx+zcoZUI\nLRYr589rqk/5cJ7eu+8FV/MAwOjUviX9ergUpNQ8du75SgQH37WTZ06aWFF+8lFHBATc1Ce9syyj\n2/FfkVs25zO7dBwqatT8zfHT2hV2e3ySlDCKBo91bNg8VStbznYDdkpN1eSyJcF6j6cv280C0rYZ\ns0XTkTxRrTpcoDHGXEapqRru3tVcLQR+z0lO0uWPiwrjxo0c+thxJzL9+2dO57QWLSyOc2fz0uXL\nAXT9WgBu3vR3TJ02T2vd5lqm86SE/OD9ctaXn7dEUlIuAICvb6I+dtwqrcdTF0TeAJcOBuSqlQXN\nEUN74Pbt3HA4TFGj5hF9yLC9WqvW113JAwDz3bfLyw/e7wxPTyd8fRP1Uc+v04cMPeNqHqWkaMZj\ntfoiLjYvLEvXx45bro9+PtLVPAAw33wjXH76cQfouqVPevsHfdDgs3byKCbG06hcYQzu3vVC3rw3\n9XcnL9U7d42yk2k0a9yRDh6oiJKlznksWb7IbsFnTZlc1vrqixaOJctn2LnycA8lJDisqV+Wdrw0\n/pjdrKzCnQTUcvm+EcYYE97eEgr6LAqfXJbep98Fl3+/RMkUx/hXj/75+5Sc5NL9hLTrl7wUFZVb\na9N2N0xLg2VqsCxNVK9xw9XizPpwSllryuQOMAwPAIC3d6o+fMQeO/0vralflZAffdARAGCaDn3I\nsI12ijMAMJ8b2BCXL4UAgChb7pTWtv0lO3l0M85DzpzeOG3Alk6HDweRlGftnN23PppSEXfveiFX\nriR95Oh1doszcjoFHT9WQtStd9Cx4Mc1ImdO29s0xd7wcUyfNVdFcQYA8PU13bk4Y+pxgcYY+88S\nPrksV35Pq/f4Ta3e43tUjUMeO5aLrkXn0l8av0QUD7stypVLQPGwFFtFyvx5RayJr3dF/gI3RNmy\nF7VatS9qLVrZuixnzZhejFavehw5ctwRtWof0Xv3/RXFirl0Of33zJderI3bt3OLiuEn9PGvbnP1\nMu49JCXkypU1RPUaEY5p361TceuF/GlVkNa+w079sy93qbrNRH/9jcOubn8Pwg3dsx8u0BhjLItp\n5csnaVM+2q8qj6QEJMFjz4GPVRQoQNr9dnLFsvL6+FcXaQOfOyV8fW0XF/LE8Vx09mygY8asb7R2\nHaKVjHPnzwF6/wHb9DEv2Lrsej+tabPromOnq6ryANcPDhi7h+9BY4wxpvShp98zExN1FYUe+3fg\ne9DU4nOmjDHGsuQSGhdnjLmOCzTGGGOMMTfDBRpjjDHGmJvhAo0xxhhjzAVCiLxCiI1CiFNCiA1C\niL/sTSyE0IUQh4UQqzKSzQUaY4wxxphrXgKwkYhKAdic/vVfGQngOIAMPZ3JBRr7W6qaTZPTKe71\n4rOdxQ2wGWOMuYe2AGan/382gPYPWkgIEQKgFYDvAGToM4wLNDehsqGuNf27YvcaMdvOGjOqljV/\nXhHbQQ4Hmd27tDRfebmKq7O7/+7KFW+jWeOO5tgxNejM6Zx2ouT2bQFGj65NrfffKyePHctlK2v9\n2gLW3DlF5YH9fqqKUcYYY24tkIjutWq7DiDwL5b7GMBYABnuUsET1dogt27JJxo0jFXxeLqcOzuM\nLEs4Xn7FfiuPHN6W0bjhs46Zc+drjz0WbydKa9f+rNmt82D546IDjq+mbRZBQS71pxOaBn3k6L1m\n106D5fzvG2qdOu3UX3vjsCs9HEVo6B1t4KC91uBB/eTMGS1RqvRZrVnzo/rgISdEYMFMNWDXGjSM\nk1u3xFiT3+2Cye8C/nluiTJlzju+/HpjZicAFTVqxlsd2zekIxFlIQTBN3eiKFLkqmP+wuWZ7etn\nLVwQYn3wfmM4nR4QgqAJErn9khzfL1iR2Sw6czqnjIjwx6WLvhR91ZdiYnIhPt7H8d6UbaJMmeTM\nZP1P9qmTPnLd2mBRvkK81rjJDTtZv2eePZvT1WbwjLHsSx5yNHTp93b95E+Ht/3dvWMbARR8wI9e\nuf8LIiIhxP9cvhRCPAkghogOCyEyPMZsN1Gt3LC+gN1WI/eYz4+qCd/cdx1vvPmb7XGtXRNo9np6\noP7u5O/1/gPP2cmi1FTNKBH6Ajy9nI5Fi2dq1WvY6gXnrFOzJ06dDBNVqh51rFi13M4M2UaPbk1p\nw7rHoOuW/vIri+00YTZHj6wl58xqAQCiStVjjiXLl7vatNt88fnqcvp3rQFAlClzxvH9wqWuzNBO\npinMvr0a0ZrV9QAAQYWu6f0HbNNHjTmZ2Sy5Z3cec9iQdjh/rigAICDgpta02UHt2QHHMtPfjyIj\nfcxXXqpPO7ZXh5RpRxO5/W5rLVruE1WrRmtPP3Mho70H6fy5HNZHH1am48eC6cL5YNy65Q9Nk9rg\noatEaLEEUb58vFar9q1Mv9adP+eVc2aVlzt3ltdq147UxrxwEElJDlGiZJLIl8+1xuQ7tgdYH06p\n4/j6240IDLyL8+dtFX6UmqrJ7+cV1Z/tf56kBG7Fe7jal/P3zMhIH1GmTDKlpGjw9pZ2D/boZpyH\nyBtgkNMphKen7Z07XbroLYoUTVU1ia21YH5hrWv3y6rmXJM7f86r1Xv8ppIwZL+JdSk21sPV99f/\nZCUn6UaR4Fcf5US16EFqJrT/QWR4olohRCSAhkR0TQgRBGArEZX50zLvAHgGgAnAG0BuAEuIqNff\nZWe7yzAUF6vsUqLWqPElERqqpBGuqF0nTrRqvVNr295WLz0grYG11qLlHq13ny12izMA0Pv03Y1S\npc/qL770s932JY5PPt0OP/8E8Xj9g9qgwadsjevDj/eKSpWPI1++WFG7zllXizMAcLz/4QGtx1Mb\nEVjwOpmWRsnJLl2GFQ4Hecydv1kbOnwFfH0TRcWK5+S6tWVdydJq14n32LN/ttarzzo4HKaoUvWk\n/OWXsnL9upBMjalMmWSPJcvXOtas/1zUqv0rhCDkzXNLHjwQZk2a2BEkM7xDFcWK39E6dDyN/Plv\nw+n0TBuoJuWC+fWs18Z3tV5/9YmMZpGUsKZMLuusUGaQ2e7J4XLJ4ka4fi1QrljewGxQb4zZusUI\nuWB+aGZeKwDIVSsLGo0adDE7tB1Ge/eEG80a9zaCA182Hq8zgqRrPbCtpUsKGdUqDbS++ryh8WTL\ntkZY0dFm397NXQpD2j2ZRo+uTc2XxjY0+vZqaJQtOVp+P6+oq3kAYH3xWUlz6OCG5rN9GxiVKzxH\niYm2biWQO3/Oaz7VvYPRsV0r8+keTe1kAQBFRXlZ48Z2NWpW7WMtXJCpbfiBeU6nMPv37WE0atCF\nEhKUXA0y27XuaI57obqKLAAwenRtquK13mM+P6ompaQo+dyWERG+RstmT6nIAgDrlfHK/m7/MisB\n9E7/f28Ay/+8ABGNJ6LCRFQMQHcAWx5WnAHZ8AxadqGybQtJCcTGeooCBTJ1+fCvyM2b8iu7HBYd\n7SXXrimk93v2vIo8a+mSQrqinnxy5YogrW07Jf0H5Y7tAciZ01RRcMstm/PJfXsDHS+NP2ZnO6Hk\nJF1+8XlpuXpVuOOHH5eJ4OC7ruTJA/v95PJlxWnf3mIUeaK4qFHzmGPylO3I7Wcib15DOBwZ2klR\nbKyHOXJYA9q8qSYMw+Pe97VOnbeIeo9fEjVqxonSZZIyMz66fs3THDq4EW3dUgsAIASJWrV/E/Ue\nP6N373FOFCue+bOsly56G926dMapk2EAgCJFrmgdOu3XR44+7upBhvXN12HWq+N7wLJ05MsXpw8d\nvkEbNuKUy+v2ZpyHUa9Of1y/XgB58sY7Pv1skda6zTWXwtIZXTs1p82bagOA1qfvWv3d9/fbOctn\nfTilrPXOW10hBGkDBv3keHfyITvjk3v3+Jutmo9EoeBoj2Ur5okSJW1dZienUxgli43RP/7sB1X7\nFPPtSRUcr7x2VEVWVnjUrZ4e0Rm0vAAWASgC4AKArkR0SwhRCMC3RNT6T8s3APA8EbV9aDYXaIwx\nu1QdEJCUoIMH/LUaNTN9mfQPGSdO5KLDh/LSyci8IrRYgv5s/0wX8BQV5WWOHtkQ16LzwLI0Mk0d\nlqXrffv9og8dftqVscnNm/Kbzw3ojps38977nvbckJWOt9897EoeAFizZoRa48Y+DdN0AICoXiPC\nsXT5SlfPdpOUMFu3aE/79lYCAPjnueX47POFdgo0uX5tAfPpHs+BSIhy5U9pI0ft0Dt3jXI1DwCc\nVSo+i7i4PNqgwev0l185anf7M4cPrUMnI4McCxatsnvpGgDkb7/mpsjI3Hq37ravivxbZMcCLStx\ngcYYY/8ASknRrCmTKwhfXydCCieJ4sUTRekySXbuebJ++L6w9c5bLUVI4RhRqdJlrX7DK6JR4xvC\n29u1a7kAzPEvVZVzZzcW1aof1zp1Oar1eOpSRs9iPghJCaNW9d7Czy9Zf37sz1rLVtcf/lt/z1q4\nIETOnV3V8cXUTD/M85eZ8+YW0Z56+lJW9CTNLrhAU4sLNMYY+5eihASHnXsv/ycvNVWTixYU1jp3\nvZzRB0ceRp44ngs3bnhp9RvEqcgD0i49Z/aJbZb1uEBTi6fZYIyxfymVxRmQ9oCR3qvPRZWZWtly\nSSiLJJWZXJyx7IDP5TLGGGOMuRku0BhjjDHG3AwXaIwxxhhjboYLNMYYY4wxN8MFGmOMMcaYm+EC\njTHGGGPMzXCBxhhjjDHmZrhAcxOuNnF+YNbZszkpNVVNQ92tW/LJ337NrSLLWjC/sLVoYYiK12p9\nO624NWdWUUpOstUQGgCs+fOKyM2b8tvNIilB8fEOleuSMcZY9sQT1dpAkZE+KFUqWUkPwq1b8ssT\nx/31YSNc6vH3B5ogo37dno4vp66009MQAESlSglGzeqDRY2aJxzvTt5pp62K1qz5NaNOzYHWhFdJ\na9bikD5iVIQIC3OpIbHWstVVo2mjftaLL/iLsLCLokatM/qktw+40jZHhBRONvv0ega3E3IjIOCm\nKBh0Q+vc5bA+fOSpTOVoGswvPy8rv/6qJYQgeHunIkeOVFEx/Lxj7vxNmWrSLSXklMnl5Pp15eF0\nOshwesDp9BCFgm84lq1cldkm03T+XA556FBeijyRBxcv5KGoqLxISfFyLFi03M6kn3T+XA65YnkR\nuWd3Uf3pZyK0Nm1tNdQG0vo2yoMHCzjGv6qkKbT87dfcsCyhVa1mu9E8AMhjx3KJsmUz1XT979CV\ny94ipHCqkjCkHaC5+r56YF50tJcICrqrLE9R31bG/uuy3bvEnPBaJUpJUXN2afPGQtakieEqskTd\nenHWu293lL/szPvwpR+SVaz4HeHrm2L269OVEhJsFeEib4Chde22kzase8x6Z1J1u1mODz5egtjY\nAPnjwoZ0J8XlM1YipHCqY/7CefD2TqXIyBJ0Ncrf1Z6GWv0GcY7lq6Yjf/5YxMYG0PFjpUSVqrGu\nZDleff2I4/sF0+GbOxE3b+ZFVFQhxMf7ZPYDSWgatLHjjmtt20XQ1ahAnDlTDJcuhdC5syFy9sxi\nmR0XXb2aQ86cXk1+8lEHuWRxI9qzuzKdPxdi9unViuLjM7WN0IULOYzuXZo5y5QcYlSv8qI1aWJ3\n2rypljVtak1zwmuVMjs2AJC7duUxBz77uLNsySHmU90Hy59WVTL69mood2wPcCUPSDv7a7Ru0c5s\n8sRIuWhBCXPsmBquZgFpbZDMUSNqmZ3a95LfTguz5s8rYicPAKyvvixhdO3cyfr049J0/Zqn7bxl\nSwsZ3Tp3tebOKWo3CwDkxg35zR5d28kD+/2U5G3ZnM8a90INMk0lbXTkmtWBMiLCV0UWkFZ8q7r6\nAKS14lKVBQDW+++Vo6goLxVZFBvrYb49qYKKLACQK1cEqcpiabJdgYbr132Resf2ZTEA0Hr1OaeP\nHafkKF94e0vHqjVfa3Xr3VSRp780frvHqjVzVbSC0V9/41dtwKCf9I8/3WU3S2vT9prWtdtm/a13\nF2oVKibayqpS9bZj2rfzUKLEeX3o8AO2ssLDEz3WbpyJIkUvixo1I0TNWvEuZzVoGOfxy57vRN16\nBxEQECfqNzjjSo7QNOijxpz02HfoS9Gy1U5omtTqN4wQwSHJmR5T3Xo3PX5au9KxYfOnouET++Bw\nmCI0NAp+finI5DYiQkPvOD77cpvW46mdKFnqHADA4TDh6Wni7t1MfyBZ331T3Bw94km5Ynl9xMTk\nBwDE3siD8+cCEX8z00WLtXRJIaPh413Nzh2G0p7dlSGlJhctfJz27Cnh6uVna9HCEKN65QFy7uwW\nuBGT35o4oQvt2OFygUZOpzD69mpovTb+aZyMLGG9/157uW1bAVfzgPRbCIY+1wvnzxW1Jr3R1vYl\n+7Nnc5qDB/agIxFlrUkTH7eTBaS9ZnPMqHZyxvRW8svPS9nNAwDr3bcbmS2bDpG7duVRkjd6RDOz\neZMuqgpIs0fX1tbCBSEqsgCArl/LhcRENUVf6h0d164pK27pxg1vVVksDTdLZ/84Mk0hHA5lG57K\nS0R0M86Djh/31eo9rqRQtubNLaL3fOaSiiy5ZXM+BAWlamXL2e5rSJGRPnLHtoL6wOfO2h5XRISv\nnPZVRX34qN9EmTKZLh5/H1Nioi5XLA+mrVuKUWKit2PBovWZPfNITqeQy5cF04njeen8uQBEReWl\n69fyatVrnnLMmLU902NKTdWs50fVlmtW14LT6QnTdMA0HVrX7pscU6f9ktk8IK3wMXp274hTp8Lu\nfU/UrXfQsXTFalffF9bsmaHWuLFPwTA8AAAhhaM8lq6Y7+qlTkpJ0YwG9Z7BubOh0DQpypY77Zgx\na6UoUdLlS6fmiGG15fdzm6NAYIzWpetu/Y03f7VzqdNatrSQNXhgH61V6136+x/+IvLlM1wOQ9ql\nXKND266Or75eqepyuDVjejG937PnVWT9G3CzdLW4QGOMsUwg0xRITtZdOTtNUkJ+PbUEEm97In+B\nO6JgwRQEB98RRYqmiDx5XDrbLbdszme99059UaRIrKgYfl08Xv+aqFwlwdXih6SE2fuZRrgR46c1\nanxSe6b3Wbv3oMm9e/yt115ppD319CGtV58LKu5BMydNrKg92eaiVqXqbdthAOjSRW8UCHQKb29+\nysdFXKCpxQUaY4yx35FpCpimUFmoUGqqxoXPfx8XaGrxU5yMMcZ+JxwOgsJbEIC0e2xV5jGWHWS/\nhwQYY4wxxtwcF2iMMcYYY26GCzTGGGOMMTfDBRpjjDHGmJvhAo0xxhhjzM1wgcYYY4wx5ma4QGOM\nMcYYczNZXqAJIVoIISKFEKeFEOMe8POnhRC/CSEihBC/CCGUNB9njDHGGPu3ytICTQihA/gCQAsA\n5QD0EEKU/dNi5wDUJ6JwAJMAfJOVY8oOyDSFq02h/ycrNVWj2FgPJVnJSbo8cTyXkqz4eIc8esRX\nxeuk5CTdbmPpfysyTUF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"text": [ "" ] } ], "prompt_number": 98 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "How much time needs to pass before the open cavity flow settles down to a steady state?" ] }, { "cell_type": "code", "collapsed": true, "input": [ "def plot_u_vs_y_2(u0, u1, u2, u3, u4, u5, u6, u7, u8, u9, u10, u11, u12, u13, u14, y0):\n", "\n", " \"\"\"\n", " Plots the 1D velocity field\n", " \"\"\"\n", " import numpy as np\n", " import matplotlib.pyplot as plt\n", " import matplotlib.cm as cm\n", " u_vel = np.zeros((51,15))\n", " u_vel[:, 0] = u0[25, :]\n", " u_vel[:, 1] = u1[25, :]\n", " u_vel[:, 2] = u2[25, :]\n", " u_vel[:, 3] = u3[25, :]\n", " u_vel[:, 4] = u4[25, :]\n", " u_vel[:, 5] = u5[25, :] \n", " u_vel[:, 6] = u6[25, :] \n", " u_vel[:, 7] = u7[25, :]\n", " u_vel[:, 8] = u8[25, :]\n", " u_vel[:, 9] = u9[25, :]\n", " u_vel[:, 10] = u10[25, :]\n", " u_vel[:, 11] = u11[25, :]\n", " u_vel[:, 12] = u12[25, :]\n", " u_vel[:, 13] = u13[25, :]\n", " u_vel[:, 14] = u14[25, :]\n", "\n", " ghia_y = [0.0000, 0.0547, 0.0625, 0.0703, 0.1016, 0.1716, 0.2813, 0.4531, 0.5000, \n", " 0.6172, 0.7344, 0.8516, 0.9531, 0.9609, 0.9688, 0.9766, 1.0000]\n", " ghia_u = [0.0000, -0.03717, -0.04192, -0.04775, -0.06434, -0.10150, -0.15662, -0.21090, \n", " -0.20581, -0.13641, 0.00332, 0.23151, 0.68717, 0.73722, 0.78871, 0.84123, 1.0000]\n", " \n", " plt.figure()\n", " ax=plt.subplot(111)\n", " colour=iter(cm.rainbow(np.linspace(0, 1, 15)))\n", " for n in range(15):\n", " c=next(colour)\n", " ax.plot(y0,u_vel[:, n],linestyle='-',c=c, label='t= '+str(0.5*n+0.5)+ ' sec')\n", " ax.plot(ghia_y, ghia_u, linestyle='none', marker='x', c='k', label='ghia')\n", " box=ax.get_position()\n", " ax.set_position([box.x0, box.y0, box.width*2,box.height*2])\n", " ax.legend( bbox_to_anchor=(1.0,1.0), loc=2)\n", " plt.xlabel('y/L (-)')\n", " plt.ylabel('u/U (-)')\n", " plt.show() " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 93 }, { "cell_type": "code", "collapsed": false, "input": [ "plot_u_vs_y_2(u00, u01, u02, u03, u04, u05, u06, u07, u08, u09, u010, u011, u012, u013, u014, y00)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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V0vHAhRHxWGe7pFYyM0a5zIiI73Rj+A8BL+a5dhCwNSIWZrU9B5yUp/91wKyIOFFSOXBU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05i/StWyfWRqNzsrRU7ZKU7lK8QIxm/m8zYcnTK60mnrGx2wuM6SctrpMyclTQc36jHsNOG386I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\nSQTHOOJIYhwnTnCSRJzYiBPHOJXYcao13ErNdSo1cUpVkfGyu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"text": [ "" ] } ], "prompt_number": 94 }, { "cell_type": "code", "collapsed": false, "input": [ "def plot_v_vs_x(v0, v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, x0):\n", "\n", " \"\"\"\n", " Plots the 1D velocity field\n", " \"\"\"\n", " import numpy as np\n", " import matplotlib.pyplot as plt\n", " import matplotlib.cm as cm\n", " v_vel = np.zeros((51,15))\n", " v_vel[:, 0] = v0[:, 25]\n", " v_vel[:, 1] = v1[:, 25]\n", " v_vel[:, 2] = v2[:, 25]\n", " v_vel[:, 3] = v3[:, 25]\n", " v_vel[:, 4] = v4[:, 25]\n", " v_vel[:, 5] = v5[:, 25] \n", " v_vel[:, 6] = v6[:, 25] \n", " v_vel[:, 7] = v7[:, 25] \n", " v_vel[:, 8] = v8[:, 25] \n", " v_vel[:, 9] = v9[:, 25] \n", " v_vel[:, 10] = v10[:, 25] \n", " v_vel[:, 11] = v11[:, 25] \n", " v_vel[:, 12] = v12[:, 25] \n", " v_vel[:, 13] = v13[:, 25] \n", " v_vel[:, 14] = v14[:, 25] \n", " \n", " ghia_x = [0.0000, 0.0625, 0.0703, 0.0781, 0.0938, 0.1563, 0.2266, 0.2344, 0.5000,\n", " 0.8047, 0.8594, 0.9063, 0.9453, 0.9531, 0.9609, 0.9688, 1.0000]\n", " ghia_v = [0.0000, 0.09233, 0.10091, 0.10890, 0.12317, 0.16077, 0.17507, 0.17527, 0.05454,\n", " -0.24533, -0.22445, -0.16914, -0.10313, -0.08864, -0.07391, -0.05906, 0.0000]\n", " plt.figure()\n", " ax=plt.subplot(111)\n", " colour=iter(cm.rainbow(np.linspace(0, 1, 15)))\n", " for n in range(15):\n", " c=next(colour)\n", " ax.plot(x0,v_vel[:, n],linestyle='-',c=c, label='t= '+str(0.5*n+0.5)+ ' sec')\n", " ax.plot(ghia_x, ghia_v, linestyle='none', c='k', marker='x', label='ghia')\n", " box=ax.get_position()\n", " ax.set_position([box.x0, box.y0, box.width*2,box.height*2])\n", " ax.legend( bbox_to_anchor=(1.0,1.0), loc=2)\n", " plt.xlabel('x/L (-)')\n", " plt.ylabel('v/U (-)')\n", " plt.show() " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 95 }, { "cell_type": "code", "collapsed": false, "input": [ "plot_v_vs_x(v00, v01, v02, v03, v04, v05, v06, v07, v08, v09, v010, v011, v012, v013, v014, x00)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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3JJz8gdxDkTqkS5EUxn8DvkgzjaA/81BEMF3gvP5Qyvw124HfIefEf1le/AFb\ndlxDdU0/Fm+aR6DsOAqLt1FVswC4FmuXN+exK4qiKEpz0EqF0grgSmvtR02cJxG4FjHTegW40Fr7\nWT3bfwJMtdZOacrnNgctUigBGGN+Rq09+DPW2vuNMVcDWGufMsb0QlKDkhEHsDKkDqMHEpkAsV/2\nWWvvjzF/iz0xWz3G9APeJCFuCePco4gz/2Nc743Ex10NpDMmdQbiYnY1Yv/8NzKmVQf9mRMR84YS\n4LoUT96C8JROv5/zEYGUjKThPedxZ9Vpk+0L5XdBohRpwM8QB8UCRBz5m8NYoaHkUJCAmB50RWqG\nulG/PXhdYwdiDLEhm7T9EvXyhfJ7UyucTgY6IpG4T4APva70JXW91xG6RyBRpguBFdSKphKAoD/T\njYijK4C3gNyU+WuKkN/+t8CbLNv0MWWhW9ga2sHCjS5WlXZhXVkn4D4gD2sblCqoKIqiKD8FrU0o\nGWOmIjc4Q0jN/x+ttQ81w7yrAW8DhNK/rbXPNGC+QcAzSC15JfCRtfZC57VhwOPAOMRY625r7SvO\na+2APyMtZjojJQenWWt3RM3fMoXSvqalnpitHmOOBV4h2fUGh3X7FQlxf2Rc6olI+tavGJM6BqlH\n+Qq4mYxp64L+zO7AA8CZSH3Ki+Emsf5AbmekMelvgQWIeH432o46jC+Un4i43V2N9PT5DBFG73hd\n6TGbpu4tjvgZCAxFoizdIkbXqOfJiDX4JqDYGXXZg9c32iM3A3og/3htcEZR1HKXddmk7ZXDXUNw\n0hjD0abTnWN8GXjZ60pfXNf7/IHcBKQFwGWIoH0eeMzjzloBO+uYrgNuAGYA96fMX7MUsYS/nhr7\nJgvXL6eiOpPVpV+xcrOHwuIt7KgqAa7A2u/21TEriqIoSmNobUIJdkaUrohMvTPGlAB1CYT7rbUP\n7mHOhgqlEYBBMszuqitVzxjzAjDXCai0QVyvv3SyyhYhDspTEXOuD4DjrbULjTFPIsZdXuR66Sjg\nO2ttRdT8KpSUZsKYK4D76dvpdXp3/AWd2t7EkG53A9/Qp9OtdEuajJyI15Ex7f2gPzMeqUHJQaIK\n94aNGhwHu8sRtf8e8LDHnfVDXR/tC+X3QvryXA0sQSJTb3td6dubelg5FBhE6I2MGsOAAPKHWIQI\nhPAojnpekk1as0WwnH1KRgRTT2rFU6zHbuQuywJgYdRybTZpzfaH7rjsHY1E/yYhQu1l4JU9RJr6\nIILoCiT+hQ3iAAAgAElEQVQy9bDHnTULIOjP7OCsvwX5B/P+LgvXfmdq7F1AOtsrHmfxxuFUVB/N\nwqIVrN4yjJUlbbA8A9yDtTGbDyuKoijKT8XeCqWJN1Y0y//RMye3afQ1byyh1FQaKJSOAuYjN5Qv\nQm6wj7Ex0uuNMc8h2TY51tq1EesvAK6z1h4fse4pJLvoz8BWxCiuzmtL5z0qlJQmIjVlfwV+wYju\n8+no6svAlL+S0v5R4M+M6v0/4sxrSKrkdWRMKw/6M49ExMwOJM1ubng6fyDXg4RKq4AbPO6sb2N9\nrOPcNhExdPgZ8BLwpNeVXu9JXx85FPRgd0E0AvmDmhc1FmaTVmfqX0vBEVU9kTsnwyOWw5EIVbR4\nWgisbKqwc+rCjqFWNAWoFU0xG/06DoYZSJrdeqSR8Osed1Z10J/ZBkkDuB2x/8/pMn/NciNpmL1Z\nXZJP8bar2LQtSOGmQ1gWrKI0ZICriKpRVBRFUZSfkgMlotQMc+5RKMV4z7tAgbX2iRiv9QT+hJRZ\nbAYettY+a4y5zVkfecM8AcleuRe5wZ1kra33hroKJaVpGNMZeJE4056xvdqTGL+MMe5vSIz/PXAR\nY1LbIYYL9wL/CI7ok4LYfZ8FZAFTI9LseiEW4acjF8P/juVg5wvlt0PuMFyP1Mc8CeR7Xekljd39\nHAqSEdOQM5zRid0F0bx9mbq2P8mhIAURTtEiqjtiif4FYr4xI5u0RjfqDeOIpuMQ0XQusIZa0bTb\nHSJ/IDceOAfpndULSbmc4nFnbXUikecg/wCuw9qbUxasHQg8Qk3NdyzcsIwdlRksC/7Ays1jWRqs\notq+C9yMtRv39hgURVEUZW9ppUJpOWLmEJl6t5W6U+/us9Y+sIc5m1UoRW13DPAhcpP7SMSx7/QY\n28UhN8AnWGvnRr8eta0KJWUvMWYI8Cau+NmM6XUsceafHJE6EGNGEWd+xajeFyO1ReeTMW1G0J95\nKfAQcoF8d4onrwR2GjXcANyBNCD9k8edVRb9cb5Q/gDENeVywI+EYt9viFV1mBwK4oCxSD3UGc7j\nmcD/kBS/Bc2ZitZayaEgCRgPHIsInAmIuAkLpy+AH/fmu3JE0/HUiqYfETE91etK3+139wdyJyIW\n4CchBZuPe9xZa4L+zEQk3TIbeCOxrPy+jquK04Eb2Bp6jqWbDmNbxTDmbyhnebAzG7e3RSJV/1Yr\ncUVRFOWnpJUKpZnAFGvtv5phLhdSc7QEyRz5PNo4wdmuE3LN8SmSWXQB8BSSerdbNoox5jxgprV2\njTFmBJK9NBwpe5iH1Ci95Gw+BnHKXmSMeQIpobgUKRM4CvhWa5QcWvKJ2Sow5jTg33Rr/zaDUv6P\n9olZjOh5LbCc1E430T3pH0i616TgiD5BYDJywe1N8eTtLLL3B3JPR1KnVgKZHndWYeTHOOl1pyHR\no6OBfODvXlf6sobuag4FPZEo1ZnOXMWIKPof8Fk2aU2uYzrQcYwrRiG/YVg8VbKrcJqXTVqDRSuA\nL5SfgDjnXY0IIR/wN68rfbdWAP5A7gDEyOHXwDvAgx531lzH9OEPiCnEX5OXFr2eEKq8H2tHs6bk\nBTZtu5R1W9azuHgIhZsqqaz5FLgSa0v35rtQFEVRlMbSSoXSWUgpRDLwJ2vtI02YayXQF4lGGWc5\nwFq7yhhzJ3CstfbnxpjuiEPxMMRtbyHiVhfTotwYk4sYMnRC0ukesNY+7bw2BHgEEUFxwGzgZmvt\nXGNMWySL6TwgyXntTHW9c2jJJ2aLx5hzgScZ2OUTunc4ij7J2biTHwQmM6r368SZ15E7ATcFR/Tp\nBbyK2EBnpHjyymBnX52HkYvvTODt6DQ7Xyh/AvAocgI/BvynIeYMTk3OMUi+6plAf6RZ6nvAe9mk\n/djk7+Agx/mOByKCKSyeuiGC6S3grWzS1jdmTl8ovw8imK5CijifBN70utKjGw13dra5GfgIuNvj\nzloR9GcORmrlRgG3dZm/ptTAZKprVrNow3K2VUxiQdFaFm5KpXj7diznYu3Xe/8tKIqiKErDaI1C\nSVGhpCdmYzEmDZjC8O6LSXZVMLLnW7RLvAPpj5QIPA3cSca0p4P+zDOA54AHgUdTPHnWH8htj9Qf\n/RZR+Y943Fm7qHfHbvoBJD3rLiQla4+RihwKuiNRhd8gTimvIeLIn01aZbMcv1InORT0QqJCZyNp\njQuB14HXs0mr0yY8Gl8ovw2Sknc94jb4FPC015VeFLmdP5DbERFLNyLWn/d53Fkbg/7Mk5Fza4up\nrL6ty+LAscDtlO14naWbRhAo68yc9X1YFrRY/gg8irWNioQpiqIoSmNQodQ6UaGkNBxjTgX+w2Hd\nfqRT24UckbqdOHMCceYcpx4pA0m1+xoRONcCF6Z48j4D8Adyz0FS8GYAt3rcWWsip/eF8pMQEXUt\nUn/0oNeVXq+1sxPZOBERR2ciF+b/BGb9FLVG3pA/7CjXxRmdnVHX48jncUj+baWz3NOoBMqp7ZEU\nHpHPi30uz36/6M+hwIX8Lucgxh1bkN/mDeCrhqbo+UL5Y5BeSpOQdLsngZleV/rO39YfyO2JpN5d\nhJg+PDp4VWAHkI4YPnzQbkNpXruNZb/D2pNZuulDNm77Bd+v3cGCTe0IVX2D5RI1elAURVH2FSqU\nWicqlJSGYcxxwH8Z0nUZXdut4ojUnhhTSq/k6+jV8W9Ibuh5wRF9KpC7+52B81M8eev8gVwXYftw\nuNzjztqlaZhT3H8ZclH7MXCn15W+ur7diYoehZCow7+zSWu0811D8Ib8SUhj2egxGBEvxYgtZYkz\n9vS4FBE/iYhdZX0jcpsO1PZICo/I58nOvkSKqPVI8eQiJMqz0efy/GR/3I6Bxngk0nQOkIIIpjeA\nj7NJC+1pDl8ovwsifH6LONU8SVQqpj+QOxDpjXACci49PXhVoC1iEnI18FjnwnVfxVXVPEVp+Tcs\n2zSGJcUh5halUrQ1hOV8rJ3ebAeuKIqiKA4qlFonKpSUPSONv95mUMpSurcvYlxqb+KMn8PdTxEf\n9xpiivD74Ig+I5B6pLeAW1M8eZX+QG5/xOVuHSKSNkdO7Qvln4jUIW0Hfud1pX9V125ERI+uRlK7\nmjV65A3544B+xBZEKYjYKIwai30uT4sxBfCG/G2QWqFIIeVGBN0wxP4bakXTooixwufyVEXP2dzk\nUDCYWtE0EngfMXF4Z08pkk5D29OQKNNRiAD/e5RgOgJJ3eyHRDanDV4V6OesOzp+R+XvOy0rSqO6\n5lgWbVhAUdl4vl2bxOKgocY+AuRgbbM1B1YURVEUFUqtExVKSv0YMwZ4j0O7LKFnh1LGpaYQZ75j\ndO+PMeYfwC1kTHsu6M/8NWLOcEOKJ+9FAH8g9yzgX0Au8GikWYMvlD8Iucgdg/RTeiUynSoSpwns\nZUgBf7NFjxxhNAKpqzkJqYnazu5iqBBY1RJS2pqKkyrYnVrRNCxi9AKWUSui5gBf+lyedftqfxxH\nwrOQ33cgUtP2TDZpS/b0Xl8ofyRwD2Ik8SDwD68rvTz8uj+Qexpy7lUBWR531idBf2bYYvyzTosD\nH8ZXVj/E+rIv+DF4AnPWb2deUTLbKxdhmUREh29FURRFaQoqlFonKpSUujFmOPAR/Totxd2xnCNS\n2xNn5jG691yMuQM4JziizzykLuRk4Fcpnrz5/kBuInAfcCFwoced9WV4Sl8ovzNwN3Jh/BCQ53Wl\n7+ajD5BDgRvpkXMhzRA9ckTCMGqF0YlICtwnzpi+L0VBS8cb8rcHhlArosYBE4FtSK+pL53lbJ/L\n0+zmGDkUHIbUuf0aEWvPANP2ZN/uC+WPRgSTBxFG/wyfU/5AbhzSr+k+YDFw++BVgWWIJegvE7aF\nbk9eufF8QlWHsqiojJWb3Xy7rjvryiqweLH2neY+TkVRFOXgQ4VS60SFkhIbYwYB0zkkeRmpydWM\n651IfFwho3t/hzFZwMlOPdI0YC2QnuLJ2+IP5PZBGnttAS71uLM2wc5+SFcgF6yvA9nRLmZhcihI\nBm5F6lHygfuzSdvU2ENwhNEgdhVGIWqF0Sc+l6feWqiDHec7HIwIpqOd5aHAd0SIJ5/Ls6G5PjOH\ngjZIPdsVzue9hIimb+sTyb5Q/ljgXuAIRAg97XWlh2BnU+PfIKYPLwN3DV4VOAJ4BmtndF4c+Cqu\nsvoeVm2eyaqS4/h6DRQWJ1Bd8wyW24hqQKcoiqIojUGFUutEhZKyO8b0Az6ld8cf6dspnrG9q0iI\nW8Ho3l9HiKQBiGnDI8BDjvX36cDzSM+jXI87qwbAF8pPQWzD+wPpXlf63Fgf6zilXQPcCbwL3NPY\nnkfekD8eOAW4GDgVaWj2CTAdEUYrGjOfsjvekL8TUh800RkTgCAimmYA7/pcnmbpVZVDQR/ExCED\nKEPOI182acG63uML5Y9HBNNoRJhP8brSKwD8gdyuSMrnqcB1g1cFPkZE1bmJpdvv6bgm+Gu2htpT\nuKEL8zck8n2gC1srVlJjz8JaPXcURVGUvUKFUutEhZKyK8b0Bj6jV9Ja+nduy9je20iIW8uo3jOJ\n2ymSjkZqQi5O8eR94g/kxiOpT1cAXo87a3p4Ol8o/1ikUP81ICt8hz8SxxXtYsSpbD5wRzZpPzRm\nt70h/3Akne8SxDhiKmInveyndHg7GHFqvYYhEafjEZv2jUhn7XeAGU1N1XPOkZOQc+zniJD+B/BZ\nXVEmXyj/KOCPwHBEMOVHCKaTkVq374GbBq8KDEGiS7M6FwYK4yqqbmTpxjms3DyGWWs6sGZLiBr7\nC6z9oinHoSiKohycqFBqnahQUmoxpgfwKd3bb2BgShJj3EES4zcxqvcXxJnbEJF0ApADnJbiyVvo\nD+T2Av6DRG4u9rizimCn5fediDvZlV5X+tvRH+e42J2BuJGVA1nZpH3W0N31hvzdkfqlyxAjgn8D\nU30uz/y9/g6UJuMIp/FAGiJqBgEfIqLpXZ/Ls74p8+dQkAJ4kYa0QeT8eauu3ky+UP5EJMI0BLEP\nz/e60qv9gdx2SCreb4C7+q3b8J82VdX3AZNcwa25HQIlGRRvK2fxxsHM+DGRwuJErL2GGvt8U/Zf\nURRFOfhojULJGLMSyLDWftzEeSYgN8PHAdVIls+N1tqY1wPGmBQk5f40YBNwh7X2habsw96iQkkR\n5KT8hJR2JQzp2pnR7vW0iS9lVO/PiDO3AicFR/Q5DbmwPCXFk7fYH8g9EYkWPQ3keNxZ1QC+UH4q\nIloALvG60ndzD8uh4Cik8N6N9Ll5vSEmDd6Q34VcgP8aqTl6G3FK+9jn8rR4S+cJgUIDtAHaI25s\n5bPcQ/e5Jff+xBvy90KiTGlIytsyaqNN3+zt75ZDQTxiMX4H8n3mAi9kkxaznsgXyj8GSbNLAq7z\nutJnAvgDuaMQo5BK4DeDVwW6A1Ooqfm6c2FgfdyOqouZF9jMV6u7MXt9e6rtk9TYLKxt9S6IiqIo\nyk9DKxVKK4ArrbUfNXGeM5E+kO8hQukJoLe19md1bB8WRVcAY5FrhqOttQuash97gwolBYzpBHxI\n57Y7GNq1K6PdK3El7OBw98fEx4VFUhrwe+CUJX3dy5GL0xuAyzzurPfDU/lC+WchF52PAw94Xem7\nXATnUDAESYOaiKRFPZtNWr1CwTEUOAoRRxcA8xBxNM3n8pQ1x1fQUByh0xOpt+rnjFTkH4B2yAV7\neEQ/D6+rRiJo8c668PPtzrK8jufliEvfuoixFlg3yz30J/0e9hZvyJ+IpOiFo009kD5crwDv+Vye\nRpsmOJHJk4HbkZ5XDwNPZ5O2LXpbx1TkIqRO6X0kHXSDkz56LRJ5erxHsPSxTlu33wNc0HbDlsfb\nF5Vex5KNRXy3tj8zV7dnR9UnVNtJWFuvI5+iKIqiQOsTSsaYqUhZRAi5TvmjtfahZpp7HDDdWpsc\n47UOSLbICGvtUmfdc8A6a+0dMbYfhESfRiM3PD+y1l7ovDYMuR4dh5QE3G2tfcV5rR2SZXIu0Bn4\nATjNWrsjan4VSgc1ckK+R8c2huHduzHKvYS2CdUc7v6Q+LhbEJF0DpLmdPKSvu7VwN8Qhf9Ljztr\nLYAvlN8WqVs6C7jY60r/MvJjcihoj9zN9yK24JP3ZPvsNE+9HMgEEhCjiKk+l2dlcx1+NBMChQlA\nb3YVQv0inh8CbAV+BFY6y7WI0UBY3IRHrOfls9xDd9brRESY2tUx2kc974xE4XojAi28rCFCOEWN\nNcDiWe6hjXYO3Nd4Q/7+iGi6EKlzehmpL/PvTW1ZDgXjkb5cJwBPAk9kk1YcvZ0vlJ+MWM9fhqSS\n/t3rSq/yB3IPQe50DUaiSwDPxoUqv+m0ZH0/s35LEt+v7c/0lS5Kdqyg2p6MtQetpbyiKIrSMFqb\nUIKdEaUrIlPvjDElSLlFLO631j7YgHkzgfOttUfHeG0s8IW1tkPEupuBE621Z8XY/gVgrrX2fmNM\nG2C8tfZLR3AtQjKhpgKjgA+A4621C40xTyKtULxAEXJD/jsb5XKrQukgwRiTBsyw1u5s0trJmM55\n8M7lHRLjGdmjK6N6LaRtomGk+wMS4m5GRNJ5wJWISFqP2HX3Bs7yuLPKAHyh/KHAi0hK1VVeV/rm\nyM920uymAl8DN8W6cI0kQiDdCSwA/gJ80dymDBMChfFIw9kJSA+eCUg9zUZEAIXHyojHq2a5h+4W\nqdifOGKrI7XCqXfU40OQSEsF8n1Gj6JZ7qH7/Y/dG/Ifity9uhSJtv0b8Plcnj02n43GiVzeitwp\neg54JJu03azgfaH84cjdpm7A9V5X+uf+QK4BfgVMBt7qvGXrn7qXlD1IjT2885LAnLjg9hP4bk0y\n01e0ZW3ZdmrsKVj7/V4etqIoinIQsLdCqfuULc3y//PGjORGX/PGEkpNxRgzCnEjPstaOyPG68cB\nL1tr3RHrrgIuttaeFGP754AdQI6NaBRvjLkAuM5ae3zEuqeQG8p/Rm56e6y19ZqHqVA6SDDGdEZS\n3u6y1pYYYzqfAO+8mmB6dR3XO47De82mfWJbRrrfJSHud4hxgxdR2qcs6evehPSzSQQmedxZ5U4a\nUzoSSfoD0uhz50mTQ0EiInZ+C9yQTdrL9e2jI5DSnfcsAv7oc3lmNtd3MCFQ2ItaQeRBDAfWAbMA\nv7OcP8s99IDrmeOIKTfiABc94ogtoNbuDwHlpFoegTgYXgSsQETTSz6XZ2Nj5sqhIBWJSGYAbwIP\nZpO2MHIb5zw+D0nZmw7c5nWlB/yB3M6IUcT/Ye01g1ev7wPkdFhT/KJrQ9lFzFm7g+krOrMkGI+1\nXmrsf5ty3IqiKMqBy4ESUWrifNKjE7Kstb46tokVUboFiQTFiij1RIwi0oDNwMPW2meNMbc56yOz\nl8LZSfciUaQku4cUehVKBxERYumvw+CxGXBMythehtHuL+joas/IXgUkxGdaw8mbh/e5HLmrfsqS\nvu4yxN67FLH/rnBSl/6BhDIv9LrS50V+lnNHfypQAmRkk7aboUMYRyBdBtwFFAL3NlUgTQgUupD0\nwMhoUSdEEIVF0Vez3EPr7MdzsDAhUNid3cXTCCSqMwtpLDsT+HqWe+jWn3LfvCF/AuJ6cwnShPZz\n5Lx6y+fyNLg+KIeCLohgvxExkbg7m7Q1kdv4QvlJiOC/EoliPu51pVf6A7nHO5/52oA1RS8n1NT8\nJ3FL+YyklRuPMwuLdvDFyl58v94F/IWqmhwO5H84FUVRlL2ilQql5YiZQ2Tq3VbqTr27z1r7QB1z\n9UNE0v3W2n/W85mxapSmAquttXfuYX+PQVx2RwJHIo59p8fYLg6JKE2w1sbs7RmxrQqlgwljTH9g\nxVLYNHBYt2oO7/kNvTp2YESvN0jcKZJ+A/wMOHVJX3cF4iy3DLjS486qclLtCpCT8WavK33nBatT\nWH8NouLvAf5Wl5udU9ifjgikxYhA+jLWtg1hQqCwI3JHYRJwurPPsyLGklnuoepU1kAmBApTqW0q\nOxEplFxMrXCaBSz9qaJO3pC/I+JydwmSSzwNeNzn8tT7j1wkORQkIzVM1yC1dg9mk7aLEYZzfj+O\npC1e73WlT/cHcrsgxaL9k7aVX+MuLrnHVFZ367w4UGlWbe7JFyvdfLkqkcqat6iquZioHGdFURTl\n4KaVCqWZwBRr7b+aOE8q8BnwN2vtww3Y/gVEjF2JGDG8DUy01i6Mse15wExr7RpjzAikzGM4Yis+\nD7kB+pKz+RigzFq7yBjzBFIbfSmwAbmu+FZrlBxa8om5rzDGdE6A+3+ACQ+2Sxhw/5GpM3uOdg/k\nsJ7/xJVwvSOSrkdst09b0tcNYuU4C7jR486q8YXyj0RSmO70utKfjZw/hwI3cjHZHbg0m7RFsfbD\nEUjhCNISJMVutzzVhjAhUNgJ+D9EHJ0MfIE4qL05yz203loopXFEROkixVNb9kPUyRvyuxHb0GsR\n8fYYEmVqkNV4DgWHIDnKpyMh+Gci3ReddLxfAo8CXwI3DwoWrUcEVg7W/n7w6vV9sPaG5GUbPk9Y\nX3o8X67syCcr2lBWsYCqmlOwtsWZZyiKoij7h1YqlM5CbhwmA3+y1j6yl/Pcg9w8j6zxtmHXO2PM\nncCx1tqfO8+7AFOo7aN0u7X2xTrmzkXKRDoh6XQPWGufdl4bAjyCiKA4YDZws7V2rjGmLWIydh7S\nNmQ2cKa63jm05BNzXxBOu1sLbXt3SDxu4/DupXdtqxx55zkjHuo/sOulNs6csvmw1N8hJ9MZS/q6\n2yLuIG8Dd3jcWdYXyj8VaS57pdeV/mbk/DkUnIu4jD0F/DmbtEqicATSrxF1vxQRSF809lgmBAq7\nIO56kxB3s+lIdOGtWe6hm+t5q9LMTAgU9mFX4XQ4cjfnPcT2e86+jDg5aZvnAjchtu1PAM/4XJ6S\net/okEPBOMSFsRdi/vBOZATUF8pvjwj6K5Ho0itO36WXgK/6ry16KbG65ul2RaVftF0dPNV8vQo+\nWJZE0dZSauxx1NiYNwsURVGUg4vWKJQUFUoHzYlpjElbBP2Gxps/MNZdxfjUuJWJCVNmW248e1zq\nhM3DU3+HXOT+bElfd2ckre5ZjzvrLwC+UP75yF2FSV5X+ufheXMo6IS4gx2NRJFmxfp8b8h/DBJt\nWouk2H0ea7u6mBAo7AacjYijo4GPEHH09iz30C2NmUvZd0wIFHZAIpJnOiOJWtH0wb6M8nlDfg9S\ng/Qz4AUkLW+PQsVJF/050ltpPXBLNmnfRW7jC+VHOjdePyhYVImc98cmb91+Q89g6d0J20J0XLL+\nEDMvkMB7S7qyfDNYTqK6JubfhKIoinLwoEKpdaJC6WBBXEQ+4vAecETqCrq0+4KR7vOs4crNw/uc\nBwwE0pb0dbuRSNIjHnfWYwC+UP61SBTo515X+pzwlDkUnIBYL7+LXFzuZpvtDfmTkML4ScANPpfn\n1YbustPT6JfAb5BI1/tIWt07P7WpgLJ3TAgUDgLOcMaJwEJENP0PMdNoUKpcY/CG/L2RFLmrge+R\ntLz3fC5PvfVpORQkIOl89yJ/A3dFWoo70aVwr7B0ryv9Y38g9yLgMVNTc9/ANUV94qqqL+i0eP3q\nuCUb+lNQ2I35GwB+TlVNk7qaK4qiKK0bFUqtExVKBwPGpADfcWiXNozpNZ/UTpWM7t0TY14Ijugz\nACl6+8WSvu5DkQvYbI876xmnTuNuJF3udK8rfTnstP3+C9Lz5qps0t6J9bHekP804J9IAd/vfC5P\ngxzmnKjE5cDNQAC50C1oaf2LlMbh1DgdQ220KRWJXP4PiQw2yvp7T3hD/rZII9ubkMa9jwPP+Vye\nsvrel0NBR+A2xCXvKeCBbNJ2Ri19ofwzkOjoK8Cdg4JFvZE+Yuv6rdswrU1l1cNJqzZ9m7h4w1Hm\n9QVJzA4Y4sx5VFS/0ZzHpyiKorQeVCi1TlQoHeiIBeLbdGs/lNG9VjC8R19G9JpLYnx5cHjqLIz5\nLTBxSV/3UOAtINPjznrRF8qPQ1KLjgHO9LrSi2Cna9jLiBvJpdmk7Vaw7g35OyM9aU4FrvG5PO82\nZFcnBAp7ADcg0YDPgYdmuYfutQteU+jqD8QBnZFGpLFG94jHnYH6zqW6/pDKEM//YNSIua7Y4w41\n6aBaGI6r3ulI2tvpiG37S8BrzWnb7vRlOhYRTCchgulRn8tTWt/7cijogxg+nInUKU0J1y/5Qvld\ngb8jNuqXDAoWzUduHpyfXLYtq+fmLVltN27Z3m7+uuHm9fnt+WadIc5kEKqa2lzHpSiKorQeVCi1\nTlQoHegYcw+u+MsZ5y5lXGpvBnabSqe2x5UM7nVvTZuEZ4Cjl/R190Hqfa7wuLPe8oXy2yANuXoB\nZ3td6aWws3lnAeJydn2kS1gYb8h/NmK7/AZwu8/l2WP90IRA4RDg94jzyEvAI7PcQ5c0x+HXR1d/\noD1wGHKxO9IZ/RDxk4K4s2xEHFeiR+T6EqCutK66zjGD1O+kxBhd6lhXiVhYrgCWRy1XABuKPe5W\n+UfrRBHTgAsQgf05ci680Zw1aN6QfyASJU0D8oDJDYgwjUMio6XAb7JJWwY7nfEuRpzxHgNyBwWL\nTgOmxFXX/OvQtUXDXKXbh3eYt+YQ88aCdny5Oo54cyM7qv7WXMejKIqitA5UKLVOVCgdyBjzcwzP\nM9ZdzfjUKtzJU+jbJWN7z04X7ejW8RXgvCV93YlI2tCFHnfWR07TzVeRTsYXeV3pOwByKDgcEUlP\nIr1ndjk5vCF/DyQCdQRwpc/l+XRPuzchUHgM4jR2NCKu/jbLPXRDcx1+mK7+QBtgCLViKCyM+iDW\n0vOA+c5yBSKCios97t2c+/YXXf0BA3RAxOsA4FBnGfm4HbWiKVJILQcWF3vcraK3j9MP6yxENJ2I\nGHe8hKTnNUttmjfkH4pYlZ6CRD+f9Lk8daZ2OvVLmcDtiJ3oY+EbBb5Q/iFAPvL9/3pQsGg7MBVr\nzUUVDz0AACAASURBVKFriua5tu44u+Pc1cnm7YXt+XxlPMbczY6q+5vjOBRFUZTWgQql1okKpQMV\nYw4FvuKwbvGMT/2RHklfMrzXpKq2iZdsGdjzCSB3SV+3H/gYON/jzpruC+V3Q8TQD8A1Xld6FUAO\nBWFb8JuySXsh8mOctKaLkLvqzwP3+Fye7dTBhEBhPHIRfCvQA7lIfW6We2id72kMXf2BeESsnYo0\nSB2JCIkfESEUKYqWtiQx1FS6+gPJ7C6eBgCDkEhZITDHGbOBOcUed4vuNeVYwZ+DiKaJiIPeS4ih\nR3lT5/eG/CMQ84ZjgVzgKZ/LU+e8ORQMQqJLHYErskmbC+Ckqt6ARKvuTN0SfKZdVeV9wKS+gY2+\ndlvLr+30w2prChZ15uPlCRjzEOWVWU3df0VRFKV1oEKpdaJC6UDEmHbALA5J7sa4/2fvvMObLNc/\n/nnTNikrHWkoYUMLAVFQRJKKE1laN6BoRLGieBx1HI84q1Q97tXjPEpRa114XFg9bj2ONuL6qSgB\nCsgwQEgpZSa0fX5/3G+hlpbVQlt4Ptf1Xmnzriftm+T5vvd9f+/O8+mRGGFg517KYty35qCu5wA/\nze/uuh9JobvF45r6YmHkue7IJPRN4GafbZICyKVoEjKBHJ9D5v9qn8YX8XdF6jR6AlmFNs/shobk\nDQYswCTkjnwZYsX8VlO4njn8wc5sc1YbgTQc+xD4HhFEc8Me1+aGj7D/4/AH2yCicZC5HAoMBCqo\nJZzMZUHY49qhQ1xzYFrEn4mIpsOR9M5/A980tleTL+I/FBFMRyC1Rs8W2jz11oSZduIXIZGlp5C+\nYRGAwshzBwEvAn8Ck9PLVo4B7usYLv9XYvn6qxJ+XbrR8v5cJx+WWoFn2Fz5N/bnD1qNRqPRAFoo\ntVa0UGrFGIaRCXytlNraXDPBMBLvg5lT7LY+DHYt5+BUJwe7lqi4mDlrBnS1At2XpjrO3myzfgoU\neVxTpxVGnuuPOI894rNNehi2TgZzEHFzUg6Zv9ecw4wiTUYmlI8D/yy0eRpM6/IGA0PM7SqBqcDX\njZnYOvzBeCQCMAYRRzXuaR8AH4Y9rqU72F1jYqbz9URE06BajymIwJwNfAV8Gfa4gs00zHrxBgOd\nkE7cU4Ao4k5XUOJy71Kj2YbwRfxDgGlIT7E7gecaurZzKeqMXNduYHIOmd8AmDV+OYiYmpBetrIa\nmNlh/cYXXKE1E+2/Ld8Q82HARdG8NlSrV9lcea4WSxqNRrN/o4VS60QLpVaMYRiJwF3AzUqpcsMw\nEr3wZlGM0S95SOd1HN4lib7OWXSI71HWv/PbWCxTtsRYjlzcJTUfqUE6f0Fy6uHAu8A/fLZJBQC5\nFFmRiechwMk5ZK6oOadpufw0MqGeWGjz/NLQ+LzBgMMc32lIJKmgxOXe7UiFOaF3sy1qdBQykf/A\nXGaHPa4m78dzoOLwBxORaJMHOBpxPixHDBa+Mh/ntQTjCG8wYCB1TFMQ4fwmcn36GyPGfRF/BiKY\n0oE7gIJCm2c78xLzhsJYpD7vP8BNOWSuAyiMPDcKaVL7z7SylbMMmGWLbvm+25+hI+zzV8TEfhTo\nYrz1exsqqz9gc+XJKKWvYY1Go9lPaY1CyTCMxUCWUurTRh7Hi3yXDgaqgM+BbKXUiga2/xyZg9R8\n7y5TSvVvzBj2FC2UWjm1xNL9veD+72Fk0qDUaoZ23US3xNfoknhqRS/nPyrb2p5AHO4uRS6+UQuS\nU7sjPY4u9dkmvQ2QS1EC4oC3GZhQu4msL+J3AW8AS4ELGyp+N9PsssxxvQbcuid3+h3+YDoSuZoA\nxLBNGH0c9rjW7O7xNHuGaZXeDxFNR5mPbRHRVCOcfmruei/TXn4S0qB4AyKYCktc7h3agO8IX8R/\nDPLhnow0TP68vu1yKUoGHkDMIS7NIfN9gMLIc72R98yvHdevvc4e3TwjpqrK1mvZSmv7P1Z3sn44\n12W8PqcNW6q+YVPl8Si139TMaTQajWYbrVQoLQImK6Ua1TTdMIwxiCHVB4hQegzorJQ6sYHtPwMK\nlFL5jTlvU6CF0n6AYRg9gUXzIZjeJzmeoV2X0dn+Lf1ST9uc3D5roytxOjBufndXf8SGO2NBcmos\n8A1wj8826RnY2jfmPWTym13b/tsX8R+O3K1/Briz0Oap9+LwBgOHIw52VcBlJS73T7vzWkyHutOQ\nye6hiEHEc8CvLSGCoREc/mA3RDTVLL2AbxHh/QHwXXNF+UyhPhyJMo1AIj1PA9/tSZTJTDU9E3gI\nKAauK7R5ltW3bS5FI81zfQ1ck0Pm6sLIc22R981BsVVV43quXX2lodSJvZatmNv+z/JB8R/+nmq8\n8rONzZU/s6nSi1IHdD2dRqPR7I+0NqFkGEYB0gIjgszppimlHmiiYw8GPldK2RtY/xnwolJq+i4c\nKx1pAj8IaaPyiVJqgrmuH9I7cTDiaHyrUmqmua4NkmI/FumH+QswUtX5DtZCqZVTE1H6Dto/ZYsZ\n/89jevzq7J9azkBX/ypr7E1r+7pygHvmd3ctA54HjlqQnLoCCXu+67NNuh0gl6JBSApeHvBAbftv\nX8R/NqL+pxTaPG/UNw5vMJCMRJDOQNLsXtidNDuHP5gGXIxEBOYiRfpvHOgmDK0Fhz+YhLjSHY+k\nwHVCDDXeBz4Ie1yh5hiXWct0IXJtlSPmCy/uicuiL+JvC9wIXIaYkTxcn+FDLkXtkCjUBOD8HDI/\nNnsu1diLn5detrI3Sk3rvmL1R/YVa0a2/XhugvHCjzY2billU+UglGoSF0iNRqPRtAxam1CCrRGl\ni2qn3hmGUQ40JBDuVkrdtwvHvRo4Syl1ZAPrP0NauRiIY+/NSql6284YhvEy8LNS6m7DMKzAEKXU\nN4ZhtEPmk7cgafADgY+AY5RSvxuG8TjSS9OHmIANBX5QSkXrHF8LpdZKjUj6BmZlWIxXw4M7rbpu\n/Rbn/RcfUepIbDtrzYCuRyMOdzMQG/AzFySn+oF3gOXAxT7bJJVL0SjEqevKHDJfrTm+L+K3ALnI\nRXR6oc3zf3XHUE+aXU6Jy71LaXEOfzCObdGjw5Do0TNhj2vuHv5JNC0EM+I0BjgRie7MQ0TT+zRD\nTZl5nY4ELkc+DP+F9O3a7RROX8Sfjtjhu4HsQpvnv/Vtl0vRcOTDeQZwew6ZlYWR545HrPYfTitb\n+Z0BL6eGyz9wBMMnt/90blsj/wcr66OL2LjlIJSq13VPo9FoNK2PPRVKDn+wSSbjYY9rt+e89Qml\nxmIYxkDgM+BUpdTXDWwzFGnlEkVa0DwGHKqUWljPts8j5SK5SqnltZ4/G7hcKXVMreeeRua/dwLr\nAY9SqsFae3MfLZRaK4ZhZJ4B371h8A1pyR05vteWld2TvypaWJZ8+iXDfsEwui/q3PGSytiYr4Gb\nFiSnvgzkI/2LTvPZJlXmUnQO8AgwLofML2uO7Yv42yOTPAcwrtDm2a4RrJlm9zhQDVxe4nL/uCvj\ndviDvZE7/BcidwqeppVGj5z5FQZgCWXZdSF+A5jplEcioulEoDN/jTY1eZPhHeENBg4Crkf6eU0H\nHi5xuf/c3eP4Iv5M4FHEWOSaQptnUd1tcilKRd5H8cC5OWQuM6343wBKu64N3x1fVflawroNv7iW\nh463f/JbG+Op2fFsrvyVDVsOQ6ntDCQ0Go1G0/rYXyJKjTxeOpLRNFUpVbgb+70PFCmlHqtnXSqS\nxZEJrAEeVErNMAzjevP52hkaschN+duRKFJ7tZMMjhYrlMzCr0eQIv5nlVL31lnfD7lTexgSkntw\nV/c1t2mxF+ZuYRh3YrdNYUTvCg7u9BM9ktPX9HU9r+JiLipv3/aEUHLCLOAdj2vqHYWR53KRu/zH\n+2yTNuRSdApSO3FCDplzag7pi/h7IT1q/MDlde2RvcFAe+A+pG7jRqRh7A7T7EznukykKedgZPL4\n7+aIHpniJhnoVs+SBFjNxVbr54Z+j0NC0FFg3Q6WinqeWwEsAZaFsuyNbp7aWnD4g13ZFm06AZiP\n1L/NDHtc8/fVOLzBQHfgWuB8pI7pvhKXe7fOb7pAXmsujwP31m24nEuRBbHFvwppUltUGHmuDVLL\nN6R9ZNOkThsq7muzORLXfckKd8L7vyYYT8+2UVntZ330SJRqcT2tNBqNRrN7tFKhtBAxc6ideree\nhlPv7lJK3dPAsXogIulupdS/d3McDQqlOtsNQ9rFHIz0RcxSSo2qZzsLElHyKqV+3skxW55QMgwj\nBok0jEBCZLOBc5RSv9faxgn0AE4H1tQIpV3Z19yuxV6Y9VFfz6RPDOPoDQYfnHpEl9V4u61mYOeu\n67s6/h5NbHt/lcU4amHXTvchE/JJC5JTLwGuA4b5bJNW5VJ0HJIql5lD5tZGsb6I/1jgFaSZ5r/q\nmjZ4g4H+yKTyW+CaXUldcviDw5CmtQnm4+t7M3rkzK+wAH0Qg4H6xFA3RNgsrWcpQwoXI+Y2NUvd\n32ue24J8YLQBOuzGYkfqeLoBXREhtRQRTjWPtX9esT9Grcz0y2FIMeU4RDzOZB+KJrOR7RVIWt5n\nwL0lLvf3u3MMX8TfDXG98wDXAG/Vfe/kUnQUknb3KnBTWiRUCfwNuN1SXX1R7/JQZtyWLcf3Xvhn\nQsKsn5OMZ2ZbwfiYdZFRus+SRqPRtG5aqVAqBvKVUs808jhdELOnJ2oHNhrYNgHwAl8g9uBnI5lH\nhyqlFtSz/XigWCm1zDCMAci8/yBgNZLxcQvyvQtiErZOKTXXMIzHEEfficAqJC3/+1ZRo2QYRgZw\nm1JqjPn7DQD1qVTDMG4D1tcSSru0b0u+MOujbs+kwwzDMRDmPdLdbksa2WcLh3UJVia1LahIS70G\ncbg7FRgCjF6QnDoaKWI/2mebVJpL0RDE3e7sHDI/qzmHL+K/BAlTnldo83xUdwzeYOAcxOxhaonL\nvVPLRoc/2B8RXIORBpwFe6M2xZlf0RGZoHrNxyOAMFBK/WJoaSjLvq6px7GnmMKuIyKaujfw6ACC\nwCLkjT+n5jGUZd8vrNId/mAM4qA3HhFNQUTMzwx7XNt9ODY1ZqT0YiQ69DtwD/DZ7jjl+SL+4Uj9\n0zKkfilQe30uRSmIi2MKYr+/uDDy3FHAqyj1ZNqaVRHrlsrs3guXxyW8/mOS8dz3VmIt/6F887gm\neZEajUajaRZaqVA6FflOswN3KKUe2sPj3AbchrTuqEHVuN4ZhnETcJRS6iQzEFKEiJgq5Pv41oYs\nyg3DuBeppU9A0unuUUo9a67rizjWDgUswE/AtUqpnw3DiEfmqOOB9ua6Ma3C9c4wjHHAaKXUxebv\n5yEFV1fWs21dobRL+7bkC7MhavdMOhYK32gb2z95RNpaDusyX3VPqlxzUJfeGMb987u7rIjDVsaC\n5FQ3kkZ3ks826btcivojxg6X5pD5NoAv4o9DLqSRwKmFNs+82uf1BgM2c/0oYPzOLL8d/mAXJP/z\ndCSC9HjY42qS1DJnfkU8km5ZWxglIRGuEiRd8NtQlr1ZXNb2Fs78ChvQBUhDnGAONh8HIFHDX/mr\ngPotlGVf3zyjbTy1RNNZSLTpT7ZFmvaqaPIGA1bkQ3cqEum7B3hrV10czffTFcBNyPX/cKHNs/UG\ngdmk9hrEAe/SHDLfKIw81wXpX7ai15pVn9qiW25KK11mJLz6fbLxwo9x2GLzWbPpoqZ8nRqNRqPZ\nd7RGoaRpuUJpLKLq9kQo7dK+rfXCrOmZVAobeh/uquDIHiEGde5U3qfT+9W2uJj53V2FyB3rYWav\npC+AC322Se/nUtQDaQ56Sw6ZLwD4Iv5kZAIaBSYU2jx/ac7pDQZ6muuXAFk7at7p8AcTkSL5KcCz\nwD2NbQxrRotGsk0UHYzYPfrZJozmhbLsB2Qdh1lv1Z1twulgc3EjoeQaAfUtUBLKsgebaah7jCma\njkbu+tQWTa+EPa7tDBSaCtMp7zSkDi8eEU7/3dUIk1nrNwOplZxUaPOU1l6fS5EHSXN9F7guLRIC\nqVsa1KN89TNtopE70uYvq0p40Z9ivPRzLG3jHqZs07VN9fo0Go1Gs+/QQql10lKFkhe4vVb63I1A\ndQOmDHWF0i7taxiGAqbVeupzpdTne+P1NBWGYSQacNdv4H2kvfWQu0/rtzEpo2cokmp/fUM3h2+5\nM/mcjW1sbwGnL0hOLUUayt7ps03KN923vgQeyyEzD8AX8TuAT5Diur/XvusN4A0GMhGXvHsRZ7B6\nLwiHP2hD6jtuQCZ9t4U9rqV7+jqd+RVOpB/TWUj64CdIo08/8H0oy657zOwEZ35FDNAbEU2HsC0C\ntx4RmDXLD6Ese6uxoTZF0zHItTEOaRA3HXFN3CuGGN5gwEAE091IDdX1JS737B3vJZgW+1cBNwO3\nAk/Vrl3KpSgRGX9P4Oy0SKgUseSf0KWi7P4Omzf/M23B0i0J079xGjPnxNDeehvhjblN+fo0Go1G\n0/QYhnEccFytp27TQqn10VKFUixiyHACcvf4W+oxZDC3vR0pzHpwd/ZtbRdmTdrdPJjXJz72tvDR\nPdZfEVxneXjyET9bPWkDo3Gxl/3RueOjiA34u4j4ectnm3SHORn7HHgzh8xpAL6IPwkRIB8DU2tP\n3rzBQCwiIs8HJpS43PX63Dv8QQuSonQH8DNwU9jj+nVPXp8zv8LBNnHkQayjXwPeP5Ac4fYmZvQp\nHRFMGeajGxEbtcXTH6Ese4s3DzAF+qlIH6+hyPUyHfg+7HE1+fjN98WFSFrp18DNu+qS54v4+yMN\nn9cAFxXaPMtq1pmpeJeZx70yh8xXCiPPXQbckrp+bW7ixg13pS9YGk144ksnb/8eY3SwXU1446NN\n+uI0Go1Gs1fREaXWSYsUSgCGYZzINovv6Uo67k4BUEo9bRhGJ8TZwo708VkHHKSUWl/fvvUcv1Vd\nmIZhZObDogsNShjYKcIxPVeG01NSXl2xcdHZpx3iX9DdlQqULUhOvRqJ6iwGLi21OdsgPWu+A67J\nIVP5Iv5ERCB9AVxXRyR1Qpy5qgBfictdb48bhz84Gok0bQKmhj2u/+3ua3LmVyQjdUxnIRP3D5DJ\n7ns6arRvcOZXtAMOR0RTjYACEUxfIWL655ae2mg2uJ2ECJl1SCS0MOxxrW7qc3mDgbZIDeC1iJNO\nbonLvXJn+/ki/lgkje9Kc9/COtGlw5Drfxbwj7RI6HTgKcfGdbkpG9blpAWWVibmfd6R9+dZjA62\nSYQ3Pt/Ur02j0Wg0ewctlFonLVYo7W1a3YVpGAYG7+PqcDSj0qMM6bZ2c5fENze6kkYv7NLxgaqY\nmOsqDcvhi5OcTyHmBmeW2pwWxMhhJZCVQ2a1L+JPQIRTCXB1HZF0DCKSpiOTv+0c6hz+YALigHIk\nUo/05u7cvXfmVyQh4mg8Ygv9IdvE0YYd7avZ+9SqecpAUtxGINfTp4ho+gRY2FIjTmaU81jgIuBk\n5PrKBz5qasdF01b8JuAC5D3xYInLvVM3RV/EPxhpeBcALi20ebYaj+RSlIyYOqwHzk2LhA4HZto3\nb3zIta78mrR5S1TifZ86+aTUYiTYxrJ64xtN+Zo0Go1Gs3fQQql1ooVSC6S+nkm/GcaF82Mt/zpt\nRO8yvN3/qO6RHCrv3+WodW3jJ69ISZoOjFyQnDoOmdgOL7U5I4josQLjc8is9EX8diRq8z1wZY1I\nMmsw/oHc5Z5U4nL/t75xOfzBY5AJ3n+Bv4c9rl0WNs78Ci8irE5AolmvAUWt2ZntQMGZX9EN+b+d\ngFxfm9kmmj4NZdl3Gk1pDkxzkXOQ1LxOiMnJjLDHtbApz2MantyB/G3uBJ4pcbmjO9rHF/HbkFqk\n84G/Fdo8b9Wsy6XIitmMFjglLRJKAoraRjcXdFtbdkHa3CUxif/8sCNf/WEYHWwjCG+s1zJVo9Fo\nNC0HLZRaJ1ootUDq9ky6zzB6l8Jvd/dP2ZR8QtpKdWiX9uXuzvOr42I+X9DdNRp4fUFy6jzgcWBI\nqc25GmnOlYY0lN3si/g7IALnZ+CyWiIpEamdSAXOKnG5l9Qdj1kLkos05bok7HG9uyuvw4xOjEJM\nHnoB9wMvtKQeRprdw/yf9mebcDoOcUSsEU5ftMT/r8MfHISk5fmQaOojwKdNWcvkDQYORazE05FI\n08ydOeT5Iv5hyPvva+CqQpunHLbWLV1rLmekRUIrgf/Gb4l+3q08fGKfwB9tEm97z8nsPzHaxXkp\n2/RtU70OjUaj0TQ9Wii1TrRQaqHU7pl0Bnw03dnWlXRi30qO6LZuY4+Uos0d7Ycu6NbpQ2UY3oWJ\nzouqLZbZwJk+26Rvcim6BzgeGJFD5jpfxN8OMUcIAFMKbZ5q2FqP9BHSLfma+u6CO/zBAUAh8Adw\ncdjjqrdmqTam49qZiECKRyaPr4Sy7Fsa/YfRtCic+RWxSI1TjXAaigiRd4BZoSz74uYb3fY4/MG2\niFi6GqnDewR4Kexxbd7hjruBNxg4AanfqwL+VuJy/7Cj7X0Rf3tz+1MQo4etzZ5zKToNsdq/LC0S\n+hR4N66qclnPstAh6b8vSk66qSiFX1Yqo03cQNZsmtNUr0Gj0Wg0TYsWSq0TLZRaMFt7JsUY63sP\n772WYT2WVfd0LC/v1/nYUKL98nJ7u0e3WCxH/JHofAl4z2ebdHcuRVORyM+xOWSGfRF/W6TD8SJg\nci2R1B1JgXsRuKPunW+z1uNK4BZE8OTv7O672RR1IpJiF0bslN9taUYAGdlRA7AB7cylfa2fDaRz\n9Ma6S3GetbJZBtyKcOZXtEf6Xp2C1AitQMwJ3gFmt5RrweEPGsg4r0aE3lPAk2GPa0VTHN/swXQ+\n5k0CIKfE5a7Y0T6+iH8UIopeAW4qtHkqYavJw9vA0z0jqx+JQb0aW1UV32vNqo7pcxZ1Sbru7SQW\nlFUbcTEu1m7erxotazQazf6CFkqtEy2UWiiGYSTGw32/Gpxxf0J8wl3jBixL9vaIKe/XOVxpjX1x\nYddOVwDXLEhOHYLYaY8ptTknI6LmqBwy/zRF0ixgGZBV0yfJGwz0QSJJj5a43A/XPbfDH+yC1HO0\nAyaGPa7SutvUxplf0QG4BEkT+gURSP/bVwX/GdlRC+BCUp7SgT5ID6EEthdCNUsVIojWm481iwLa\n1rPU7LOR7YXUOsSKfhmw3HysWVYX51n33zfSDjAjix5ENJ0KOBBHxneAj1uKs6HDH+wHZCP1TO8A\nj4Q9rh+b4tim4cO9wGhElP1nR+l4vog/BYngWpEG0CsBcinqjIilufaqTZc6K9f/y1JdPTCtbKVK\n/2VRetLfZiZSvnmDEalMYuMWHbnVaDSaFkZrFEqGYSwGspRSnzbyOAchNe69AQswB5iqlPqqge2T\nEWOxkcBq4Eal1MuNGcOeooVSC6Qm7W45tO3saDN+zQm9q65fui72hsuGvZPUp2PS/G6dVmEYGxck\np85ELrzBpTZnP8SqeFgOmaW+iL8NMrFaBVxQSyQdgtQq3Vbicj9b99wOf/AsxMHrX8A9YY+rwSiK\nM78iBZlg/g1xRbsnlGVvkglmXUwx1JVtYqi2KEoD1gILai0LgTL+KoK2CqPdjQ6ZUag4/iqcan62\nA53N8dVeuiAirUZE1V6WA/OBQHGetdU0fG0MzvyKNLaJpiGIPf0sJOr4Z3OODcDhDyYDFwNXAKVI\nWt6spnDLMx0ln0Rs+68ocbkXNbStL+KPQXoqTQLOLrR5vgHIpagt8n7vZCh1Ru/o6qsNVT0+Lbwq\n1P+rXwd1uPzNdkaM8QerNvRif/7w1mg0mlZIKxVKi4DJSqlGmQYZhpEAJCPfgSDfszcrpTo1sH2N\nKLoIOAzJjDpSKfVbY8axJ2ih1AIxDCPzG6jKiDFe55ieFRzbK/ino/3yTzZWHz1o/BE3bYq3XRVs\nn3DiBmv8V8AFpTbnHKRPUlYOmR/4Iv544E2gHJhYk8LjDQaOQCamV5e43K/UPqdp+/0YUmNyXtjj\nmt3Q+Mz+RzlIatHrwP2hLPsuNd7cVTKyo12ROqvjkahEb0T4LEAERm1RVFqcZ21xBgIAGdnRNohg\nqiuguiHNXnshHxxzgN/MxznAvP1ZQJk28WMQ4TQG+B1JOZsZyrI3SfrbnuLwB+OAscA1gBPIA6aH\nPa5GXWPeYMCKRF2vAx4AHtqRO54v4j8ZsTa/A3is0OZRuRRZzN8nII54JxhKTU1fvWLVwW+V9G9z\nw/vxRnKbz1iydnhjxqrRaDSapqW1CSXDMAqAc4EIklEzTSn1QBMcNxaYggiww+pZ3w6Z7w1QSi0w\nn3se+FMpdWM926cj0adBwBbgE6XUBHNdP+TG/2AgBNyqlJpprmuDONWOBRKRjKiRSqnNdY6vhVKL\nwzDisRgB0pMdjExbpQ7tapQf1GXLpnhr3lKXM6caTlyYnPpP4LtSm/N2xG3s4xwyc03b4TeQ6Mm5\ntUTSMYiouajE5Z5V+3QOf/BYxHnrPeAfDdl+m45nPmSS9wZwVyjLvrwpXnJGdrQj4qA2HBFHDuAz\nc/kaWFCcZ93v+ixlZEetQF9gAHCQ+TiAA0hAOfMrrEh4/WxEOP2IiKY3Qln2Jm8Yuzs4/EEvIpiO\nBx4F/hX2uHZYa7QzvMFAL8ShsjtwaYnLXW/qAYAv4u+NvNd+Ay4utHk2AORSdD7yPvSlRUJJlurq\nf/UJrSg75OmP0q0PfBlrdLHnsbDsqsaMU6PRaDRNR2sTSrA1onRR7dQ7wzDKkTKF+rhbKXXfDo5X\njmTk/AkMV0ptV9phGMZhwFdKqXa1nrsWOE4pdWo9278M/KyUutswDCswRCn1jSm45iK19gXAQKTs\n5Bil1O+GYTyOuPj6kH6jQ4EflFLROsfXQqnFEWO5iQ7WmznZXYW3x6b1fVK/jiS2iyzo7uoKvLMg\nOdWCTCiPK7U570Ym1icHIimxiBjagtQ3bAHwBgNjkItkQonLvTV8aha034Kkzk0Oe1zvNTQkmWMj\nfAAAIABJREFUZ35FHyR1KAW4JJRlb5QdcUZ2NAlpDHo8Io66Ie57nyLi6JfiPGuLKPxvDnYgoLoD\nvwJ+cykBFu4vdVDO/Ip44EQkYjIG+AZJKX0rlGUv39G+exOzjukWpNYoD8gLe1xr9/R4Zu+ysUh6\n33+BqSUud7i+bc002ieRdMUzC22eeQC5FB0NzASmpUVCIUt19ePulcs3Dpz2VveYF3+yGN0Tsigt\nm7GnY9RoNBpN07GnQskbDDTJ93uJy73bc976hFJjMQyjLXAbcoP0cFVHbBiGcTTwmlLKVeu5i4Fz\nlVLH13O855H+jrlKqeW1nj8buFwpdUyt555GSh/uREoxPEqpX3YyXi2UWhSG4cBiLMHTZQOj+wYr\n052lFemdjljU2fl8ZWxsRmlSx1uVYbwJHFFqcw4BHgIOD0RSypEmrjHAWYU2TxTAGwyMRZpXnlHi\ncn9TcxqHP2hFei0dDJzSkNuXebf/eqQQ/W7g0VCWfbfd38wao2OBkxBx5EYmwTXC6AftKrdzMrKj\n7RCXNk+tJR74lm3i6dviPOuaZhtkE2E66J2MRJqGA58jkaZZzdWo2OEP9kUE04lIOD8v7HHtsYDz\nBgN2pEfZBMSI5fn6zB58Eb+B1E/diVj8vwmQS1EaYpBR1DsSmh1bXZXX/8+l1Ydc/lKq8dlCw+jS\nwcPCNbrHkkaj0TQz+0tEqYmOayBGWEcqpX6us66+iNJ1SCSovohSKpKSngmsAR5USs0wDON68/na\nxlGxSK3v7UgUqb1SaofGUlootTRiLU/gaDuZM/qvUkO6b14zoEt8RYd29650JN6yzho/fGX7hCIg\nu9TmnIukpJ2UQ+ZsX8R/F3A0MLLQ5okAeIOB8xHHrZNKXO6tJgsOf9AO/AfYBJyzg1S7oxExtRC4\nPJRl/2N3X45Za3Shuawzz/spMplvsD5Ds+tkZEc781fhdDgQ5K9Rp/9rzULUmV+RAJyGCIphwAfA\nS8B7oSz7Pr+OHP5gH+BmRMg9hjjlNUYw1ViUb0TSYxfUt50v4j8CiSK9CtxcaPNU5lKUhKTN/tI7\nEvo8rqrq4YOXLI496NzpycwPKyMpvhNL1u60/5lGo9Fo9h6tVCgtRGqJaqferafh1Lu7lFL37MJx\nY4EKYGBNHVKtdfXVKBUAS5VSN+3kuMOQ1jcHA0cgjn2j6tnOgkSUvHWFWj3baqHUYjCMnliMuZzQ\newuZ/aLrDuryfSShzcLSbq4RCqaWJqf6gCWlNufNyOT3sRwyn/ZF/Gcjgmhooc2zCsAbDFwG3AiM\nKnG5f685hcMf7Iq4h3wFZNfn6GWaNdyL3DW/CqkV2eWLwUwbOwVxK/Eik7pnkajR/ntRtRAysqMx\nSJpejXDKQAwk9ovURmd+hQNJWzsPiUwWAvmhLPuv+3osDn8wHbgJcfJ7HBFMexTN8wYDMUjvspuR\n9+70BqJLNRbiccA5hTbPylyK2iPW5sFekdCHtqrKew+bO69t+pnPdGB9NGoo1Z7wRm0brtFoNM1E\nKxVKxUC+UuqZRh5nBGLz/QtSo3QncHR9Zg7m9i8jYmwyYsTwLpChlPq9nm3HA8VKqWWGYQwAZiMl\nC6uRUoVbkHkowKHAOqXUXMMwHgP6If0/VyE1St/rGiWTFnlhxsW8TWr7Eznr4GDlkO5zKtJSe5d2\nTfVXWyxbFiSn/ghkbcFy5BKb41mgGpgUiKQchtxdH1lo8/wE4A0GpiJ9jUbUtiF2+IODkIstD3ig\nbgNZ06zhXKRI/HXgllCWfZfrMDKyowch4ug8xMVsOvCf4jxri+iXcyBTxyxjOJCEpLJ9hoinQGsU\nsWbt3CTgAiSKlg+8vK/rmRz+YBoimE5D6okeDntcZXtyLG8wMAARQouBi0tc7u2ayNZnIZ5LURvk\nfRvtFQm926Zyyz+HfvtT+27jZrSlvXW18Ue5c0/Go9FoNJrG00qF0qlImrkduEMp9dAeHmcckgbX\nFYnkfA5cr5Raaq6/CThKKXWS+XsS8n1e00fpBqXUK/UcGsMw7kUMGRKQdLp7lFLPmuv6IiUqQ5H+\nTT8B1yqlfjYMIx4pKRmPtHL5CRijXe9MWtyFaRiHEWsUc1LfajXaHSkf1H3LqpTEh8rt7bOW2pMn\nRWLj3gYySm3OEcBlgDcQSWmPKOfrCm2emWaB+J3AGcDIEpd7a1Gbwx8cBbwIXBn2uF6te3pnfkU6\nMsFzshtmDRnZ0Q7AWYhA6om45+UX51mb1C5c07TUsl+vEU5xbBNNnwGLWpNwMpvbjgSygFFIKlo+\n8Gkoy77PImcOf7AXIpjORGoD798TlzxvMGBDapfOAyaXuNzv17ddLQvxnEKb56lciqyIyLL3jKx+\ns92WyLSj3/oi0TllppXuCT8Zv4fqvXun0Wg0mr1LaxRKGi2UWs6FGRczm+72Q5gwaPWmob2Wr+uc\n9N2irqnjo5aY8UsSU54Bbiu1ORcgaXPDApGUPxBb8C8KbZ5bTJH0EGKYMLr2XWiHP3ghcA8wLuxx\nfVn7tKZZwz8QC+RdNmvIyI56keLyM5HGodOB91tzHcyBitlMtxfbrNmHI30TPkKut09aap+q+jBT\n885FRFMy8BzwXCjL3mCT16bG4Q/2RCI+o83H6Ttq3twQ3mDgOOTmwyzg+hKXe7vorC/iT0P+T28D\nN7ptqy3I+7FXz8jq1zpENt06/Il3ku05H8RycOrLxg9/nrtnr0qj0Wg0e4oWSq0TLZRaAoYxClvM\nO5zeX6nhfVaVDewWu7Bbp4VVFst7pcmpBwGRUptzKvA9cE0gkvIWUvjdCTij0OapNtPtzgGOK3G5\ny2Gr/fftSP7lSWGPa27t0zrzK7oi5gph4LJQln3xzoaakR0djIiudMTo4fniPGuzNgjVNC2mcOqH\nTPIzkTqzEiRKU1ScZ53XjMPbLZz5FYchRiLnILnR+cDroSz75h3u2EQ4/MHBwINIpPa6sMf13909\nhjcYSESiU4cC55W43D/U3cYX8TsQobQUmOS2rd6CmEwM6RFZ/XJiZOONo294Idn2zLcxDHZNNfzL\nGuxzodFoNJqmRwul1okWSs2NYViIMUrp6+iofIdu2HBEr/JVXVKKQ8kJvUuTOuYrw7husxHrWW5N\neh34JYfMf/gi/suAy4GMQpunwhsMTADuAzJq0u1M++9/IwVtp4Q9rpW1T+vMrzgGsVrOA+7dmVlD\nRnY0DUnrOxbJM322OM+qi8MPAMz0yhMQ0XQS4sz2HhLF+F9xnnWfiI7G4MyvsCGGC5OBw5CIy1N7\n4uS4u5g3LE4B7kfqjq4Le1w77NtQH95g4Fyk79KDwAMlLvdfjFh8EX880i+tI3C627a6HDFlGdMj\nEi50bFr39zETH0uJ+Wi+wZAuo42v/viwUS9Mo9FoNLuMFkqtEy2UmpsYyyTaxj3Nmf0jVcf3+aO8\nf5fNC7p16lke3y5rdbsO+cDxpTbnWCQd6oRAJOUoxL3jyEKbp9QbDBwFvIEYN/wM4PAHE5BI0Ubq\n2H+bhg01zlrnh7LsH+xoeBnZ0VTgVsSW+RHgkeI8a7P0sNE0P2a0aRDbRNPBSFFmEZJ6ubT5Rrdr\nOPMr+iJ1fhMRJ8DHkFqmvfqB5/AH44BLEQeet4GchvqXNYQ3GOiO9IAwgPNLXO6/CD1fxG9BzFjG\nACe6bauXmOc7r3sk/GLq+vKrRo+8J9lYEDaMgZ168dUfixv9wjQajUazU7RQap1oodS8g4gnxviT\nwzrZ1NmHVlUc0TOypFtq8fo28QsXJqcOB/5VanMuRe5+DwlEUmxICtTEQpvnI28w4Ebqg84vcbk/\nBHD4g92Qu/3/o479tzO/og2SLjcQODOUZV/Y0NDMKMJ1wBXIxOyfxXnW7dy3moOJGdVWxF6yfT1L\nu1qPUUQsbgQ21Pp5u6Wg2KJrq/aAjOyog20peqOBZcCbiFCf05INIcyGtj7kGo9FBNMLoSz7Xq3H\ncviDiciNiguBh4GHwh7Xpl3d37QRv5ZttYUv1bUR90X8V5nrTym0eX7Mpeha4Mpu0bIXu4VWXnbC\nkXcmE6msNron2Ph2ub72NRqNZi+jhVLrRAul5iTWcgt2222cdUh59Pj0ZWvSXMsWd+k4eFFiyktV\nlpheC60pf1eG4QfOCkRSfkAazM4otHke8QYDTqAYuLvE5Z4O4PAHD0WKvh8FHqxt/+3Mr+iJRJ5+\nBy4OZdnrtezOyI7agCmIc9eHQE5xnnXxXvoL/IWJGdUWxDrSDfQ1H91AN/4qhgzEXrLusqHWzxsR\nJ7e2dZZ29TzXFrFb34g0OVu2g2VlQbFlu95Tmq39m45EDD7OBDYj19x/gO9bqmgyo6zHIILpBMQ1\n7vFQln3uDndsJA5/sDdS7+dFhFNh2OPaZYc+bzBwKDLWX4C/lbjcf+nf5Iv4xyJOlucX2jz/zaVo\nCnBLt2jZS+55Cy7JOPq+RLrYK4xfVyY01WvSaDQaTf1oodQ60UKp+QaQhMVYzlHdDTX2kC1rDu8Z\nXdTdFVwXH//Ccnvy9ZuN2CHLrUkzgdcCkZSHgNeAdUBWaVliPGLj/EmJy30LbBVJH1KP/bczv2IE\nYg1+L/BIfSlGGdlRC5Jedycipm4szrPusFvxnjIxozqRv4qhmsd0oByYBwTMZR7wB9LBeT2wvqDY\nEq3nsI0Zj4GIqnaIS1rXHSwOYAUimpabj0uQv9lvwNKCYsv++8bZRcwUvcORxrBjARvbRFNxcZ61\nRYpN0+BkCuLo+AsSZXo3lGXfa+N1+IPDkLqjWODasMf1v13d1xsMtEHe16cAZ5S43D/VXu+L+I9E\n/u43F9o803MpOg+4v2sk/OrRb30+Jf38F+LVUT2+sXxSOqzJXpBGo9FotkMLpdaJFkrNhTXmSZLa\nTFa+QWWbj+sbXtUr9fdgSlJyaVLHWAzj5VKb82AgFRgXiKTcgtSDHFdalrgFmIncrT+vxOVWDn+w\nL1Inkh32uF6vOYV5p/w6JE3n3FCW/bO6wzAntKMRa/AoMLU4z/p5U71MM0o0EOltMwKpb2nLNjFU\nWxTNLyi2tGgbajPtz8VfxVNPoD9inNEeEU1zEOFU87i0oNiyz/r5tCTMa2wAIpjORMwG3kJE0xct\n0RTENH8Yh5imdEEa7v07lGXf7Z5Iu4Jp+HA2EmH6Grgm7HGt2tX9vcHA2Yiou7rE5S6svc4X8buR\ndNwXgdvdttVnAE92i4TfO3Pqs+fZn/g6tvqUfjfE/GfOvU31ejQajUbzV7RQap1oodQ8J++OxZjP\nqDTUaQPWlA3qsW5BD1fiivaJ/1pvi89caE25XxnG3Uhd0vHIJG1ooc0T9AYDDyJ36keXuNwRhz/Y\nHfgSmBb2uPJrTuHMr2iHWCH3RuqRtiuyz8iOdgSeQaygbwTebIr0qIkZ1S6k+eco83EtEu36CGmQ\nG9xfoy4TM6qT2SaaBpiPByEdo2uiTjXi6YeCYkuwmYbabGRkR/sgTZHHAmlIuuirwMctsQ+XM7/i\ncOSGw0jESfLRUJZ95Y732jMc/mA74DZgEvKezK+dQrsjvMHAIUh92LvAP0pc7q0C1BfxpyJ/5znA\nJW7b6hNQ6oVem1f/MGHU7aNif15hVJ/ev3/M8z/u1XRDjUajOVDRQql1ooVSc2CNmUVquzFq0uEV\nG47uE1nay/Xrmg7t5i9K6jh+kxE77k9r0ivA+EAkZS3wGXBSoc0z2xsMXIHc4T6yxOVe4/AHOyIi\n6emwx/VQzeGd+RXpyIRpNtIfaTv75ozs6MmISHoOuK04z7rH6WwTM6rbAkcjwmgUcgf+E0xxVFBs\nWbynx95fMNMNawuoAYjg3YT8n741l+8Kii17JWrREsnIjnZDokwTEFE/E3gJSc9rUR9AzvyK3sDf\nkWa2rwEPhLLs8/fGucxU2n8j18eUuj3QGsIbDCQhdUttgbNKXO6tUSlfxN8OeBmIB8a5bauPQqkZ\nfdcuW3L2gOuHYI1RxtE9Y3jhxxb1d9doNJr9gdYolAzDWAxkKaU+beRxDkKMwXoDFuSm3VSl1FcN\nbP854AFqbp4uU0r1b8wY9hQtlPb9iQcRa5nNqe6qqlMGLA8f1HXlom6deixMdH5ZbbEsL7U5ncDa\nQCRlGjJxvq3Q5nnRGwycgjjWDStxuReZzlmfAbPCHldOzeGd+RUnATOQRrNP1a1HysiOtkPqIcYA\n5xfnWXe5HqIGs6ZnIJKyNxIpRv8RiRh9iEz2W2QNSkvC/Dv2BIbWWg5Dap6+rbX83NR1WS0Rs1fX\nBMSJrg0yqX+pOM/6a7MOrA7O/IqOiMX+pUjK672hLPt3TX0ehz8Yg9iY5wCPA3eHPa7IzvYzXfFu\nBy4Axpa43LNr1vki/likd9qRQKbbtnqYoaof8f7yfdWIjH92VYM7r7N8udje1K9Fo9FoDnRaqVBa\nBExWSn3SyOMkIDXgi82nrgBuVkp1amD7z4ACpVR+fev3JVoo7WusMd/RPeEQlTUkuvbI9MpFvToH\ny9q1f2NFh8SJS+KSrtpiiX14Y3XsoUu3JP4H+LHQ5vmHNxgYArwPZJa43N86/MG2iCD5Abgq7HEp\nsx7pBiTidFYoy/5N3VNnZEePQO42lwBXFudZ1+7O0M3I0TnmOZKRFJ8Pgc8PpCjI3mRiRnUsEm2q\nLZ7SEWOBb5H/3f8Kii3Lmm2QexmzpmkgErk5BzH4eAl4uTjPutcbxO4qpr34ZKQGcD5iqvBRU/dj\ncviDXZH02/5IdOmLXdnPGwycjkSlbihxubd+2fgifgOYCvwNGOG2rT4mRlXdPvbZV5Pcl73SrvKs\nQ0riCn/KaMrXoNFoNAc6rU0oGYZRgHwPR4AqYJpS6oEmOG4sYpo0WSl1WAPbfAa8qJSavgvHS0fa\n6AwCtgCfKKUmmOv6Id+fg4EQcKtSaqa5rg1iYDYWSETmWSOVUpvrHF8LpX2GxRiFNaaIcQM2R08+\n+M9V/bssWdbRYS1N6uiqNGJu+cPmuB+YHIikHAkcBYwpLUvsBnyD2P++7fAHrcA7wErgwrDHVW2K\npHswm0yGsux/1j5tRnY0FhFR2YhA+osr3s6YmFHdB5lUnY9Ykj8OfHigmhPsayZmVLdD3uRDkUjA\nMYgL4Bc1y/6a3mi6MQ5DPqzHIaYfLwEzW0pfL2d+RRwi6K5HPqTvA2aGsuxNWm/l8AdPRz7wPwT+\nEfa4yna2jzcY6IcYZ3wGXFXicm+NTPoi/slIPdQIt211prW68oopF97VPfG1H2Oil3tvtD3w5T1N\nOX6NRqM5kGltQgm2RpQuqp16ZxhGOdCQQLhbKXXfDo5XjjgM/wkMV0qVNrDdZ8hNYwP53r9ZKVXv\nTULDMF4GflZK3W0YhhUYopT6xjCMdsBcpOl6AXID9iPgGKXU74ZhPI7cgPQhc+qhwA9KqWid42uh\ntI9OaCHWsoh+jk5q0pAtazxpG0t7dbYssye/ttFq61RqcwaB+EAk5UmgCBhcWpa4EXHAeqrE5c4z\nU3FeRqysx4c9rkpTJD0IHAuMCmXZw7VPa6YzFSA9giYV51l3KRIxMaM6BmkiejmSDpYPPF1QbFnU\nBH8NTSMwnQT7I//zmiVCLeEElO5vhhkZ2VErkup5LnJtfo2kmc4qzrPuNCVtb+PMr7Ag7pRTkTq9\nB4DpoSx7k43N4Q/akTtg4xGDiZd2ZvbgDQbswPOYLpolLvfWGym+iP9C83gj3LbVE9pURSZcc+hl\nfWNWrmPzDccPaHPtu7811dg1Go3mQGZPhZIv4m+S7/JCm2e357z1CaXGYhhGW+Qm3UjgcFWP2DAM\nYyhSxxRFbkQ+BhyqlFpYz7bPI07QuUqp5bWePxu4XCl1TK3nnkZau9yJtJzxKKV+2cl4tVDaJ8TF\nXIgt5hl13qD1m08cULHM3XXxyqSEBX8kOk9dEdthyoaY+Lx1VdYhf1baPwWmlZYlvgF8APxfict9\ntWkf/AzQC8gMe1ybTZH0KFIjNDqUZd/acNJMX7oQSQf6J/BocZ51pxGgiRnVTiSd6FIgiESPZhYU\nW7YzhNC0DMxap76IYDrOfFTA/xDR9Dkwb38STmat3ZnINX4IcgNhRnGe9cdmHZiJM7/iSKSJ7CHI\nB/KMUJa9yWzQHf7gUCStbiVwWdjjqveuXA3eYMCCNJH+G2Ly8HXNOl/EPxG4F9RIty18cdLa8Ogr\nel3aT3W1q8hNJ1jbTChscU6EGo1G09rYXyJKTXRcA+kNeqRSaqc9Ow3DeB8oUko9Vs+6VOAO5Abq\nGuBBpdQMwzCuN5/fWGvzWMRU4nbk+7O9UmojO0ALpX1zMhuxlhUMdrWrPn/wuvDhvVeWdu9kX5TU\ncVGlxfL2IpvzEuD6QCTlWMBVWpZ4DnIHuD0wfv4SezVwP5KONzLsca0z714/juRknhjKsm+tN8rI\njqYgk6h0wFecZ92hWjYn2l4kepSJNKh8oqDY8n0T/yU0+wDz/5nGtmjTceaqD83l44Jiy07TtloL\nGdnRXohxwSSknmkGUFicZ13dnOMCcOZXZAC5yP8jF3ixqVLyHP5gHHANkvJ3D/BQ2OPa4c0QbzBQ\nY/YyDXiyxOVWAL6I/1zgQQM1pq8tfNXAr7477rQT7uhVdZJ7U+ybc9o2xXg1Go3mQKaVCqWFSC1R\n7dS79TSceneXUmqnadtmnVIFMFAptWAXtm9QKNXZbhjwMXAwcATi2Deqnu0sSETJuzOhpoXSvsAa\ncyvtrLeprMEb148eULmoT9fQioTET0Lt7ENLrSmfYhg9ApGUp5AUuUGlZYkXIKHGY0tc7o0Of/Bm\nxA3s2LDHVWaKpKeR/kcnhbLsW5u0ZmRHxyBFbS8Bt+woJcmcUI9H6pfswBPAc/vTJFqz9f/sRqzb\nRyNW7r8jEcsPAH9BsaXVRw3MeqbjkCjTKYhF/Qzgv83dn8mZX3EMcmerEyJSXg1l2ZvEGdLhD/ZG\nbP6rgPPDHtd2PdNq4w0GarcPuLSmbskX8Z8NPBpDdWa6rezGcXflD+8/7a2kTVcfPaftfZ8f3BRj\n1Wg0mgOVViqUioF8pdQzjTzOCGA1YpjQDsm0OLo+MwfTIc+LZMRUIs3Yn0ZS77YTVYZhjAeKlVLL\nDMMYgHy3HWSe71ekRqmmNv9QYJ1Saq5hGI8h8+iJwCqkRul7XaNkss8uTMNIJMYIckzP2Crf4FUr\nD+u5ZInLWVWa1DG9PLbtdeHY9g+urbINW1HZ4RPg0tKyxFWIw53HtAG/ArgaODrscQWd+RUxiBDq\nAZwSyrKvh62GDQ8g6UiTivOsOwyTTsyoHoyk7XVAUnL+q80ZDgwmZlTbEIOEmr5XvZBi/w+BD/aH\nOrSM7GgC8uF6IWLBXoCk5v3eXGMyU2WHI4IpAcnRfiOUZW/0+86sX/wH4sCXHfa4XtnR9t5goD3y\nN+mAWIivBfBF/GOBx2OpOi3NWjbtqsypw+1fLYhbe29mXuLf3riqsePUaDSaA5VWKpRORUyE7MAd\nSqmHdrJLQ8cZh3z3dUUiOZ8D1yullprrbwKOUkqdZBiGE6nV74fcAPwdcaur16LcMIx7EUOGBCSd\n7h6l1LPmur7AQ4gIsgA/AdcqpX42DCMeuBsJGLQ3143Rrncm++zCjI99ioT4yWrK0Mja4f22LEjr\nWvlHUsr/NsVZly20OY8D7gtEUk4AIqVlidcD3wM3lbjcMx3+4ESkvuiYsMe1yJlfEYvcOe4EnBrK\nsm8EyMiOtkfUciwwoTjPumb7gQgTM6pTgbuAk4FbgXzd8+jAxrwmRrJNOK1DRNP7wCcFxZZNzTi8\nRpORHe2PpOVNRHpU/Rt4pTjPusO85L2FKZjGIKl4cUifpFlNYSvu8AcPR1oAfAdcEfa4yhva1uy3\nlIek9J5YY/Lgi/jPAJ6yGpVn9oopu/emtAuGxahqVj05bnTqSc9+2NgxajQazYFIaxRKGi2U9u6F\naRgJxBghRqer6HlDVi0b2HPFMmdy6dKElGGLrcnPVRkxgwMRx7/BeKiq2hi0uDzhKWBjict9icMf\nPA0JNQ4Pe1y/mRbEBYjX+xmhLPsmgIzsaCrSz+gXYEpxnrXegnEzipCNOHI9B9xRUGzZrT5Kmv0f\n01HvECRF7yTElvwLYBZQVFBsWb6D3Vs0ZtT1RKR/QwbwIvB0cZ61WZzdTMF0KiKYIohg+qCxgsns\ns3Y/Um94wY76LnmDgZr+a1MQsfQ7gC/iPxV4Nt7YMuHgcOmjV/e5+GB1qIvl953RsduRj7QIW3aN\nRqNpTWih1DrRQmlv0ibuATpYr1FXD4uuOdYdnterC4uSOm5YH2N7ImhNvKW8Kn7kysr27wPjSssS\n05Gi7CPmL7EfivQ+OSnscX3nzK+wIjVH8cC4UJZ9M0BGdrQvcte/AJhWnGfd7h9m1qecjIQe5wJ/\nLyi2zNurr1uz3zAxozoZEU2nIFGQRYhoehf4obWma2ZkR3sAFwMXAfOAp4A3msNm3Kw5HIvULq0B\npoay7F819rgOfzATccp8Hrgt7HFFG9rWGwxcgPR/Glvicn8F4Iv4M4EZ7YzopFEfvPf02LH3dd0y\ncXDl/BszbQPSb2+V/3eNRqNpLrRQap1oobT3ThBPrKVcHdczZtPlR5UvOrjXuiUOx+xw2w5tFlpT\nOiqM5+ZFU0YB80rLEvORnjDD5y+xh5C0mSlhj6vImV9hY1sR2tk1PVkysqMZiDvdLcV51no7F0/M\nqB4APIzkhF5TUGz5YK+9Xs1+z8SM6liktukURHzbkTziWUiK3oZmHN4ekZEdjQNOQ+zwByLmD/8u\nzrPu0G57b2DWH56DpMZ+C9wQyrI3ahwOf7Aj8CzyGeALe1wN1mh5g4HRSJTtkhKX+00AX8Q/Bnih\ngyUy5Yqp97ww4MmP2q+7a0zIfu2sjo0Zl0aj0RxoaKHUOtFCaW8RH3s9beLuUdcOi64afcjChd1c\nFQuTnOnLrUlPbrbEHR2IOGaA8feyTbZhaza1+QJ4Zv4S+7OIU9enYY/rdmd+RTzwOpJ7SEQ5AAAg\nAElEQVSWc04oyx4FyMiOno7UWVxQnGd9v+6pzSjANKSY/U7gyYJiS5P1cNFoACZmVPdBBNMpwBDg\nS0Q0vV1QbAk259j2BDNCewliNf4DEmWata8d85z5FW0Q2+9rEeF2VyjL3mCt0c4we7BdjAiw24En\nGmpS6w0GDkf+h3eVuNyPA/gi/pHASwmWzVfdM+yCgg5/rLYsKTj/+R6jnpi0p2PSaDSaAw0tlFon\nWijtnYPHEGdZozxd2276+/GRuYelRxampM5dFxf/+VJr8iVrquLPWFXZ/j/AyNKyxAuBbsC4+Uvs\nDwN9gFMsc9rZEAvftcB5Nc0qM7KjlyMudacW51n/0ufIvON/KVLrMBO4raDY0uy9ZDT7PxMzqhOR\nFL3TkDqg35CI55sFxZbtOmm3ZDKyo/HAOOS91AuJyPy7OM+6T+uznPkVnZD6pdMQt6CnG9O01uEP\n9kUiRquBrLDHtaK+7bzBQG/gv8B/EGMZ5Yv4hwOvdl+9NOeug857wujv5LdnLxg54OA7P97T8Wg0\nGs2BhBZKrRMtlPYG8bGTiIvJV1cfuSV42uDl83p0+W2ZPbnrQmvKGoVRNC+aciLwUWlZ4hzEdvGw\n+UvsY5DozxDLnHYR4G3E1/2CUJa90uwRczfmRLQ4z/oXC+eJGdX9gVeAEJJmt8MmsxrN3sI0Djke\nsao/DQgiov8N4NeCYkur+WDJyI4eggimcxDx8GhxntW/L8fgzK8YCDyI3FC5DijaU8MHs0ltDjAZ\nSe99p77tvMFAClKHNg+Y7O/cb+SoL6eTcsSAGeNnvDjrtCufyApNGqwOenvuuNWr1r2xJ2PRaDSa\nAwktlFonWijthQNji1mhDklN2XTDCZG5Q/pGAx07b15ptc+oiGlzwryI4yWFcdbiNfazq5RlNjB2\n/hJ7BfApMMIyp90vwGtAFJgYyrJXZWRHbUgKTnfgtOI8a7j2KSdmVPuAR4AbgektcSI6zcAGOAEb\n0tG5Zqmu83t9z0WAdbepBjtBa1ooEzOqY4AjEdF0BrCFbaLp29ZiBmH2ZcpCnCNXIj3IXm/IZbKp\nMR3yTkQE03Lg76Es+//t6fEc/uAwJLr0OnBj2OPaLr3QGwy0RW6+xC++9a6sldMLbhz95fT3HUcM\nyJ966sXrnvpsTu+rHxu7ru8lr9n3dBwajUZzoKCFUutEC6WmxhabSYwxS2VnVAbHHbFiTq/uwWD7\nxLmLbSknramMz1pV1X5GVbUxbHF5wtPAx/OX2B9DughPC3tcLzrzK+5G+pqMCGXZIxnZ0URkYhkG\nJhbnWbf2tJmYUd0GEUjHA+MLii17PHHaXaYZxAIpiPjpWGtxNvBzGyTaFQGMOotlJ8/ZEMe/Ncjf\nocx8bOjnMiS9aMVtin1aX6JpGNOB8TC2iaZExN3xDeCLgmJLi/9fZWRHY5CarKuQNNknkLS8fZLi\narYJuBiJChUBt4Sy7HtUD+bwBx2Im2YcMCHsca2qu403GIgFHgeOWPnCK+csvuH27GNeu/f/lr/3\n1cPffPhFnLNNTFzg1Ys+7nf4/SP3+EVpNBrNAYAWSq2TFiuUDMMYg4iAGOBZpdS99WyTh9xl3QhM\nUkr9aD6/GKhAOvpuUUoNrWffvXNhto1boNKTe2++deTm34f2i85N7Vy1yJbyXSUxJfOiKScB+aVl\niSnA8LXr40auKmvzJrA47HFd6cyvuBC4GfCGsuyrM7Kj3RD774+BvxfnWbc2hjUL6Wcilt+XFBRb\nKpr8tZhMM4hHHMGG1Fr6AeVIeuAqRAStqrPUfm5tYyJC0wysQLK5OGo9NvRzirn8CfxhLotr/fwH\nsOQ2xT63g9YIEzOq3YhgGgv0RATTq8D/WoloOhSJMJ2BRGYeLc6z/rovzu3Mr0hAahUnI5+TD9Y0\noN4dHP5gDGL8cj4wPuxxbZdWaPZaugXIWv7Ikxctu+/RT44vyrvhkPQulz0y8KzuakQasx+74BJP\nz5ueadSL0mg0mv0YLZRaJy1SKBmGEQMEgBFImsls4Byl1O+1tjkJuEIpdZJhGB7gUaWU11y3CDhc\nKVW2g3M0/YUZFzMUi1Gi/ja0KujzrvolrVdoSfvkuUFr4oB5EccbCsNTWpZwJxgzgcPnL7FfhPSm\nOf7/2TvzuKjr/I8/P98ZhntAEAGPvPA20zJhstTUzO5ruzSs6NhyN9ptt7Zja5rK1dqupWsro1q6\n97e12112WdZo3rconqioiCCgwDDM+/fHZ0gyUEEUsM/z8fg+cL7z+X7m85Vh5vv6vt/v19taHjkc\nneYysjDDucqV6RuEvmP8uDfL8UTdl0l3BS5F3+W9H+1o12y/qKAgGcgvRdFqtG157ba0tYuM4Ll0\nRl+Ed62z1T7uhI5A1RVRa4GVwEq3ULT/nIYjQ7or0B1toHAZOsX0P+gU1O9yvFbNgY5taVyZvg7o\nhq03o987TwIfebMcRzytMCG7tDvwMDAMuKUww/lBU+YJNrh+ER2per4+V7wTZn36u4Lnsh+JGjxw\n4vo73Gecn/vezgkffnXDZXc9m1x59+l4bz6r5+gOt7Up4w6DwWA4WrRFoRQMPGSIyFfNOOd96OvX\nsQ3Nq5SKA14CzkBnCN0lIm821xoaQ2sVSi7ALSLjg4/vBBCRaXXG/BP4WkTeDj5eBYwUke1BoTRU\nRBq80D0ib8wox3zp5BxS5RnnW+nqv3dFYqeqdaHtpTgQcfd2f9QjpVUhpxfuifwYmLxmkzOAdtM6\n2VoeGYW2Vr6yMMP5lSvTdwo6Jen33izHO7XTB4vkHwXOQafazf/lIhqHR9EVGMM+UTQAWIcWQ/OD\nPxe7hYoGJ2mjeBQ2IJmfC6leaGHYD11PszK4rarz73y30CZqa9oi6a5AT+BStGjqiI7WvAN835pF\nkyvT50Cv+VagHZAFvOTNchzx/lIJ2aVjgOeA5UBmYYYzv7FzBF3x3kXfmJpclJr809+8UioWmDJw\nxn+/jRzQ96myuQsmrrhgwoUXrn1fPZN+x9XJazZFbH1lYvWC4YMjzouZ3OqjgQaDwXC0aaNCaT1w\nvYh82Uzz9USXk8QBkw4glGpF0XXolP2PgFNEZEVzrKMxtFah9BvgTBG5Ifj4KiBVRG6pM+YDYKqI\n/BB8/AVwh4gsUEqtQ9tq1wDPi8gvUkKa/Y1pt3qhVK5knCTbrjt1x6JePUrWR7XPK7RHV6z2tR8o\nwoPrimMvBTau2eR8CvACv7GWR64AZgPTCjOcL7kyfScAn6N7JH1aO33wjvs7wGbg2hyv1eS+Kh5F\nIvpC9EqgN/AZ+uJoHrDILbS5xqHNjUehgCS0YKoVTrVbLDriWSueVgBLgLVGQDUvwRTTWtHUgX2i\n6YfWagThyvQpwAX8CRiBrmN66kjXMQX7rv0FuAXtkJnVWDvx+DkFkegbOL2BS4pSkzcAKKXOAb4X\nkZK0gtyzgFfL5i1MX3nxVSHXbv1swgu9zrvCSolVi/513foh/R/s0ZznZTAYDMcCbU0oKaVygAno\n2vIawCMijx7mnJ+gbyI+C1xXn1BSSkWia80HiEhecN+rwFYRuaue8Sno6NMJ6BvcX4rIFcHn+qLd\npU9El4PcKyL/Dj4XjnabvgR9XbcUOENEKvebv1UKpUuA8YcglKaJyPfBx3WFUkcR2aqUSgBmALeI\nyHf7vYagc/Nr+UZEvmnyoqNDZ0j7iDG+B8+sXn7awPKViZ3K1oYmRG+sjv2/SgmJXbsrZiao6wuL\nQ08vKQv9BnjFWh75T7Qoml2Y4fyLK9PXC5gJ3OrNcvy7dup0V+ACdIPZqcA/mpJq51HEoGspJqDT\ndD4A3gRmuAXTjLYReBROfi6e+qP/QOPQf2iLgMXBn8uM8GwegjVNtaIpHi2Y3gDmtUanRwBXpq8P\n2tL7EuB14DFvlmPDkXzNhOzSWpOJDsBvCzOcsxtzfLBB7a3AncCkotTkz/cfk1aQeyaQA1zcM65k\nzqAZ3m/uuOhPpwQmnsDMv018aXTHP11/+GdiMBgMbRel1ChgVJ1d7rYklOCniNLPBI1SqgQarDmf\nKiKPNDDXpcAEEbmovnnrjBsCzBKRyDr7bgNGicj59Yx/E1giIlOVUg50RtkPQcG1Cl1jm4OutZ8B\njBCRlUqpZ9DXcBPRbrbDgAUi4ttv/lYplNKA++uk3t0FBOoaOgRT774RkbeCj39KvdtvLjdQLiKP\n7be/+d6YNisRRYFMPEEKJo8qWtgnZc/aqA7rC21R69b54i7YXh5xabnP8W8RhuflO+8GQtgRcpVV\n6HgZcAK/SVkU1hGYBTzkzXJMB0h3BULQ4uhS4PIcr9WoCx6PIhw4Fx05GoO2IH8T+NAtNLrw23Bg\nPIo49B/iCcDg4M9+wCZ+Lp4WA1uN3XnTCfYNuxz9AQdaML2R47VyW25VDePK9CUDf0CbL3wKPOzN\nciw5Uq8XtBO/Am0n/j5wV2GGs7gxc8TPKRiBrpt8BphalJr8swheWkHuOLT4u6RnXMn839/8wNq0\nf3+RWDH1bL6YeMbF57eb/F6znIzBYDAcAzQ1ovQAHzXLtcJ9nNPoa94DCZpGzhONLucYKyKbDiKU\nTgPeEZHkOvtuQIus0+sZ/ypQCTwgIlvq7L8c+J2IjKiz73m098FDQDk6CHPAvqOtVSjZ0alNY9Cu\nZT9yYDOHNOBJEUlTSkUANhEpC6rJz9Hhws/3e43mE0rRoW+JM/Ry39/G+5aPOqF8RWLHHWsdCXFr\nq+NXVIv18fri2GuBaWs2OSOByUCatTzyVrRN8siURWERwLfoeoZHAdJdgS5oB7BiYFKO1zokYwGP\nIgRtgnEl2sZ4HlocvesWmpyuZ2gawd9HX/YJp9qfAAvYl/I41y1sqXcSQ4MELcdPQgumK9CfF28A\nb+V4rVb3/xnsx3QTOmKzCG3E8K03y3FEPmwTsktjgSnoz5rbgdcb06w2fk5BJ7S7ZiE6urS77vNp\nBblj0Z8vlw6wb1nyhGvC9uiaKvuWlyeKd+igLpdG3djqfgcGg8HQErS11DtoVqH0GFAiIg/Wmbfe\n2qcGIkp/RkeC6osoJQIPouv3i4HHRORlpdQdwf11AwN24F9oM4ntQJSIHDBw0CqFEoBS6iz22YO/\nFAyp/RZARJ4Pjnka7Rq3B7g2mHbXA12QDPo/5HURmVrP/M3zxlQqGrtVIhf0Y9vtY0vm9e3tWxOV\nuGUb0Qu3+GNc63bFzBJU5JpNzmeB/wHDreWRQ9CmDGkpi8LK0ZGez7xZjnsA0l2BU9G1GE8Afz+U\nWgyPoiO6PmECkIe+eHnHLWw77HM0NCvB+qeO6Av8ocDJwc1HUDQFf85zC4Uttc62RrC57Sj038BF\naCHyBvCfHK/VqGjKkcaV6QsD0tHiZRdaMP3vSDnlJWSXDgP+ibb0v7kww3nIkbf4OQUO4HFgHHBx\nUWryzyzQ0wpyR6Nv6lz+5xceL754WvYCdWpXFjyTXrGqa1fnxNBrjLmDwWD41dNGhdI6tKCpm3pX\nTsOpd1PqGq/VOWYh2oW49vsgAe0lME1E/r7f2PpqlHKAfBG5+yDrHY5uqTMQfV2VISLj6hlnoSNK\naSJywOyOViuUjjTN9saMDs2ScPst1VPOrF467sTSZYmdt2xwtA9fXd0+pLQy9PHCvRF37tgVNnJ3\nueNrYLK1PHIH8CFwRsqisFx0Gs4ytMOdpLsCZwKvARNzvNYvagP2J5judSfaGSQbeM4tGIveNkZQ\nPHVF/2HXiqeT0HdHfoo6AfPdwu6G5jFo0l2BMHSPtQnoC/yv0aLpwxyv1WrSToMNbC9E3+RwAn8H\ncrxZDt8BD2wCCdmlduB3wL3oGqaphRnOQ3azjJ9TMAmdyndTUWryf+o+l1aQOwodebrijQmXD+v+\nw7K/+W85hS/vuDh3fIc/9G22kzAYDIY2ShsVSl4guz5TtEbOE4cOXgAo9PXMH4FPReQXddzBuiNB\np6ufiL5udtXNLKsz9lLAKyKblVIDgnP3R9uKL0PXKL0dHD4YKBORVcFgS1/0Tcsd6Bql+W2iRulo\n0CxvTKVCCbHK5Iyetm33nl36Y/8+gdyopJL8QOzsIn9E2Lri2N4B4aG1+c6bge+s5ZHT0W53v01Z\nFPYp2iJxN5DuzXIE0l2Bi9F3fS/K8VrfH+ilPYoodPrOH9HRpwdN6taxhUdhoe3Ka4XTUPQf+Qa0\nU+Js9PtppXHba5h0VyAGLUZqjUz+iw69z2wtznlBp7xR6JsefdG1iS97sxzN3qssIbu0EzpaPxjI\nKMxwfneQQ34ifk7Bieiap8eBJ+r2W0oryB2B7n814ctTTpsWUb7nxPLHz+OTC8a8fJnzhozmPQuD\nwWBoW7RRoXQ+2jXOCTwoIo8307w/S+lTSt0NnCoiZwcft0Pf/K/to3RnrSdBPXM9jE6/j0Gn000T\nkenB53qjv6+GARY60+Q2EVmilApjnw9AVPC58W3C9e5o0CxvzOjQe8RuPVT90JnVS88duntJ0nH5\nGx3xvjW++JTNpdHTq/z2QWs2RS8FdYLKC79CVVnfAS+lLArLQjtwOIGLvVmO6nRXYBI6/ebsHK+1\nsKGX9ChCgRuBu4FvgPvcwprDOg9DmyFY8zQISKuzdUDX8XnR4mmOaZZbP+muQBJaME1CuxTmADk5\nXmtViy6sDq5MXxq68etA9Id49hESTOejb8y8Cfz1UKNL8XMKjgM+Rkfp/lCUmvxTb6u0gtzTgHfj\nduy89sPTxvyf6tEudMuzl/PFkCGTrgm/Oqe5z8FgMBjaCm1RKBmMUGr6G1Mpi1B7ubg6h26fcv6e\n2QP7yaqo5Kq1/rjFu/2hyzftjrlqe1HYb0v3OJ6mSg2x8iJeBja022abHL8t5Gn0RdB4b5ajIt0V\nmAzcBYzL8Vq/CCvCT81RJ6ItzVcC97iFBgWV4deDR5EApLJPOJ0MbOPnUaelbqHVNmttCdJdgRPQ\nIfeJQD46yvRWjtc6ov2ODhVXpm8Y4EYL42los5fKAx/VOBKyS9sDT6MNRq4uzHD+eCjHxc8piEFH\nj/YAE4pSk39KnUgryB0OvDfpny8+ePPUJ7Lk4gEsfvASmd21d/ebHVdubM71GwwGQ1vBCKW2iRFK\nTSXKcZ0opvsfGOdffImrZFFi180bHPGF66rieq8vjlldE1Az1252Xg3cZS2PHIVu4HhuyqIwN7p2\n4nRvlqM03RW4E7gBGJvjtdbv/zLB2pUL0FaGJcBdbuGQU2UMvz6Coro/+4STC+iEjjrNAr5HR53K\nWmyRrYh0V8COdtichHbN+QYtmj7K8VrNHslpLK5M38lowXQCOuo8/QgIpsvRTQBfBB4ozHAetEYq\naPLwAjAAOK8oNfkn45i0gtxTgP++evHl3/VeuuLi6rtP54sbzilb2y4p5hb7ZcfuF4vBYDA0gBFK\nbRMjlJp4MBEhRXJ8YuyOxy7a+8Og/qyI7Fi9prr9jp2V4R/u3BtxRl5+9FciKtFaHjkLbQl+Ssqi\nsOvRhWkjUubad6Jtey8EzqjPytijGA38DQhHp9p9bHrvGJqCRxGPFkynAsOBIcBqtGiaBXzvFja3\n3ApbB+mugBPdHHYScDy6qe2/gDkt3dTWlekbik7JOxF4BHjRm+U4ZDOGg5GQXZoEPA90AyYVZjgX\nH+yYYHPa+4BrgLOLUpN/ioinFeSmIfL+1yem1YSFkVTy1CW8P/rUr66OvHZMc63ZYDAY2gpGKLVN\njFBqClGO86RG3q+5b3TNwokjSxYkddu2zt5+S74vJnRdcUzv4tJQz86SMLfaFDpRldnfQduAj0K7\nTZ2WMte+BX331gWcuX+qj0fRC93ksQf6IuQtU6xvaE6CtW4nsk84DUf3Gvi+zvarTtdLdwW6Aleh\nRRPowtKcHK+1teVWBa5M30noz4WhaMH0QnMJpmCj2klo970sYFphhvOg9t7xcwquDq7l8qLU5G9q\n96cV5A5rt6Pwo4+HjYqX03uoNX+/hC/7DJo82XHlc82xXoPBYGgrGKHUNjFCqSk4Q/OlR7tOO566\ntOr7wQP9yyM7Vqyubm/llzq/qKi2l+blO0/Hz71WbuT9wAMpi8J86IuOkSlz7euB6UBP4Nwcr/Uz\nq2ePIh3t0DEFeMYtVB/GaRoMh0QwxbMXWjDViqck4Ad0M+Tv0H2dWjwV7WgTbGrrAq4FfoMWkS8D\nH+R4rWa38T5UXJm+E9GCaRg6Je+fzWX6kJBd2gV4CYhF1y7VWztZl/g5BaOBt4DbilKTX6vdn1aQ\ne/KE7Fe/umXK36P8t49g1k1ny8IO3freZrtkdXOs1WAwGNoCRii1TYxQaiwRIaniD8wO3DmyZsEN\nZ+z+Mal7yWrVYetWX/SW/N3O09ZtiXq/psZyWssjKwBHyqKwHHRfpHEpc+2rgNeBaODiHK/1UwF0\n0O77GXQh/hVu4YANsAyGI41H0QEtmk4DRgB90P2caoWT1y2Ut9wKjz7prkAkWixdi64Dex14Ocdr\ntdjfqyvTNwTdfXwgWji97s1yHHYkMBhduhFdHzkNeLIww3nAeePnFAwAPkLfDJpSax+eVpA76p0z\nz/uiS+kOW+njF/Lx2OHlG6I6xN1lXWBuBBkMhl8FRii1TYxQaiyxYSslKarPjn9eXv3d0BOqlkck\n78r1JYRuKInZVbrH8XbBzoib1Nqwe1Sl7Z6Oa0MuiSizzQAuSZlrnw+8i05vurJukbhHcSL6Tuy3\nwK1u4RfNtwyGlsajcAKnoEXTaeg6p+Vo0fQtMMst7Gq5FR5d0l2BFHRtztXo3g3ZwJs5Xqu4Jdbj\nyvSdhrYTj0XXNH7gzXIc9od4QnZpD3QEzQZcU5jhzDvQ+Pg5Bcno5oALgZuLUpOrAW783xvX/vPy\nq7PVqG5smHIhnww4cfbksCtdh7s+g8FgaAsYodQ2MUKpMYSH9BZ/IDdw6ymB+ZlnlXo79qpcKR1K\nNu91LivcExGTlx/dgwrbVGtd+NSQKnVJ15WhzwLPpcy1vw58gG4UmpHjtfzwU7pTJnAPkOkW6m2m\nZTC0RjyKMHTaV61wcgEbgZm1m1vY0XIrPDqkuwI2YCw6yjQe+AQtmr7K8VpHtcYr2Lj2HLRgKgXu\n9GY5DtslMyG71EJ/Vv0V3cpgemGGs8EviPg5BVHoTuh24NKi1ORSgBmXn//m2A8+uaLmtlNl7g3j\n1KyOve+5PeSSvx3u+gwGg6G1Y4RS28QIpcYQF+6VmLC0ndOvrP46dcieZRGdCtb44vzri2M7btoW\n9UFVlS3EWhHZFeHDlMVhJwC+HvNtf7IC6jNgDnBLjtcKAHgU7dEXU0nAlW5hbTOfosFwVPEo7Ogo\n00hgFDptbys/F04FLbbAo0C6KxCHbmh7Lfz0N56d47Xyj+Y6XJk+W3AdDwArgLu9WY6DutgdjITs\n0n5oAbQc+G1hhrO0obHxcwrs6I7upwDnFKUmbwYo7pq0I1ZVJZQ/cq58fUYay5ydh91tu2De4a7N\nYDAYWjNGKLVNjFA6VBy2OBEpClx/cmDu3Rfs/SG5T2BZTWLV+tLYtbv2hC3evD3yPLU6PEdVWyf3\nXBT6gUJNar/JGhe73focmAHcWWsv7FGMRNctvYVuHNtiBeEGw5Ei2M/pBLRoGomOOhWiRdM3aOH0\nC1v8Y4V0V2AIukfaFWgDiBeBj2sjykcDV6YvFF1ndA/wJXCvN8ux7nDmTMguDQeeQPeeurwww7mg\nobFB+/Dbgd8DY4tSk1dXh4cm2QKBrYzurrbcfy4zBg32bQ6Pj7+Pc35V9W4Gg+HXRVsUSkqpDUCG\niHzVjHPeB9wPjG1oXqXUN0AqUPt9uVlE+jXXGhqDEUqHSofIV8VSk4r+NdH/5fCTSxeGdd6aVxm/\nM3+3MyEvPzqcEvvz1paw25LWh9wUtdv2vM3H8O6L7f9A31G/McdrSfCO+73oC5cMt/DJkTk7g6H1\nERROx6NFU+1WjBZN3wBfH4vCKWgAcRlaNHVFR5leyvFaG47WGlyZvmjgj8CtwJvAQ94sx7YDH3Vg\ngk1qn0IbSTx9kFS8jOC4M4tSk5cFYsL+oPyBJ2r+OFyWXjtKfXncgLV7Q8J73cc5x+6XjsFg+FXT\nRoXSeuB6EfmymebrCbwHxAGTDiCUvgZyRCS7OV73cDBC6VAHR4T45PQetjnPXV0xq2OfwNLqJP/a\nknaVm3dEzirfE1JjrYxMc+xV7uNWh/4NISNlnv0idOPG83K8VrVH0QXtkOUD0o/1FCSD4WB4FBYw\nAB1xGoUWTrsIiia0cDqsi/nWRrorMBAtmCaiHQRfQNuMHxX3N1emLwFdY3Q18BzwsDfLUdbU+RKy\nS3uiU/HygYzCDGeDRhbxcwquREeizi5K67hQohwraB/Rd++Us/jhjJPxtkv51332865u6loMBoOh\nNdPWhJJSKgedwl0F1AAeEXn0MOf8BN0u51nguoMIpddE5KVDmDMF3c7iBKAa+FJErgg+1xd9Q+9E\ndEbLvSLy7+Bz4WhX10vQJkhLgTNEpHK/+Y1QOijxEZdJRfXbZdN/E/jgwjOK5zmOK1mzJ3771t1R\nOzdujTpJrQ7/UVVb21IWhw0GPk6Za68GrgRG5HitUo/ifHTazZPAI7/mJp4GQ0MEhdPxwOnBbQSw\njaBoAr5xC4Utt8LmI90VCEd/ON+I7l/1KjA9x2sd0FGuuXBl+rqiIzxj0QYNrzbVUjwhuzQU3cfp\nQuCKwgzn7IbGxs8puAh4HrigaHinDWKpfBnTw7b9nrNk5gnHq8XhXSZMtY9/synrMBgMhtZMWxNK\n8FNE6WeCRilVAjQkEKaKyCMNzHUpMEFELqpv3v3Gfo2+kaqAXOAeEZnZwNg3gSUiMlUp5QCGisgP\nSqlIYBX6Oy4HGIQuhRkhIiuVUs8A/dA3LrejzakWiIhvv/mNUDoYkhC5mY7RnRa+O7n6826DKpZW\nJ5bk7WrnWLfFWRXY7vivtcMxpvuS0Fm2gOrYc57tLSXqYcCVMtvaiu4/cjkwwZOlcAsAACAASURB\nVC38cCTPyWA4lqhT41QrnE4FNvNz4dTm7cjTXYG+wPXAJPQdreeA/x2NKJMr0zcMHeUJB/7ozXLU\n+0V0KCRkl16IFkGPAo8VZjgD9Y2Ln1MwHvgXcFnRmK5DRHi85tZTJHfSCL7t3lfW2jv0ftQ21pjb\nGAyGY4qmCqXXq15plovxiaHXNFqMHUzQNGKeaGA+ui5p0yEIpWFo0yAfOvDwNDBYRH5RY6uUehWo\nBB4QkS119l8O/E5ERtTZ9zywBR1JKgdSRWTpQdZuhNIBiXQkSZW/wHfP6fLu7VeWzwpNqVy1O758\nY2H0muJdoXus3MgRHTaGPOYstl3bebktM2yv+hcwNmW2tQzdQPZE4Kxj4YLOYGhJ6rjq1Qqn4UAe\n8FVw+84tNDmNrKVJdwVCgYuAm4De6KatL+R4rc1H8nWDluKXAY8Ac4E7mmr4kJBd2hVdA1UMXF2Y\n4dxZ37j4OQWnA2/bavyTdozr+YR0iOxb4RnP/LEnyaz2Pct3WM72T9jGGJMbg8FwzHCsRJSaOM9j\nQImIPFhn3kOufQqm7H0kIk/X81wiOkPiHPR3z2Mi8rJS6o7g/r11htvRN+ruR0eRokRkLwfACKWD\n0TH6fwLnr/lwcs27g1LL51V13ryhOHbv+s1RySo3cldYqfVRlzWhN8RsV9cmbLJNB9JTZltfoS9y\nUoBz3EKDFroGg6FpeBQhwMlo97XRwX8vZp9w8rqFyoZnaL2kuwIDgJvR+eEz0fncX9a2FzgSuDJ9\n4cBtwe1F4G/eLEejP7sSsktD0F9OE4GJhRnOb+sbFz+n4BTgv6N+nHnnf26b+IKM6WHtuHOcmj14\ngPwY1X3xFPtZQ5p+NgaDwdC6aKNCaR1a0NRNvSun4dS7KSIyrZ55FgKd2edilwDsBqaJyN8PYR0N\nCqX9xg0HvgAGoq8JMkRkXD3jLHREKU1ElhxkTiOUDjgoIsQvZ/W23n9xctVnkf1rlu7q4Mvb4iz3\n54fPtXaGhPZYEtrPUammdl1qvxN4KGW29RparSYAF7iFPUfhdAyGXz0eRTi6Z8/o4DYQ+JF9wmmu\nWzhq1tzNQborEIUWS5OBSHRa3is5XuuIRahdmb6OwBR089x7gZebUr+UkF06HngZHVmfWpjh/MUc\n8XMKTgI+euPujBnjZn95VeAWV03eVafa5vTsxUJ756efCBl7y+GdjcFgMLQO2qhQ8gLZIvLiYc4T\nh47mgK47mot2Yv1URPbsNzYGSEPfJPSjy1eeR6fe/aKON1j75BWRzUqpAcG5+wM7gWXoGqW3g8MH\nA2Uiskop9TTQF0gHdqBrlOabGqUgh/TGTIy6Tsp903e8MymQM+6sqm8rum1fs63d9h3bInZbayL6\nd1sRmhtSpVb0nG9PBT5LmW1NQaedhAK/cQsVR+FUDAZDPXgUMejeTbXCqTvwHVo0fQEscwtHLELT\nnKS7Agr9xTEZOA9tr/ocMLe2P1tz48r0DUXXL0Wj65e+buwcCdmlHYE30E5EVxRmOIv2HxM/p2Cg\nksBneRecYMVEBhJ9944JLBhzkm1eUndWqcTfPBMy6j+Hey4Gg8HQ0rRRoXQ+2jXOCTwoIo8307w/\nS+lTSt0NnCoiZyulEoCP0CKmBliJdqurN01PKfUwOoMhBp1ON01Epgef6w08jhZBFrAIuE1Eliil\nwoCpwKVAVPC58cb1LsihvDElMaqITs64Lz65vfq9doMDC4uSdq7eGKPUqkirw8aQz2N22rv2mG8r\nsUSVdpuvfmuvVv+HtlG8wjSRNRhaFx5Fe3Rt05jgFsM+0fSlW1jfgss7ZNJdgQTgWnQtUzE6Le/N\nHK91wDzrphCsX/oNun5pIXC7N8vRKKOFhOxSG/A39JfRBYUZzl8UzsbPKejdZWv+1wsuPyVJje5G\n8Z/G1MwZMiBkfmzX6vWB+C4vOU7d3gynYzAYDC1GWxRKBiOUGn5jxoZ1kXLfpj1/O0uy/zDJN6Oi\nV9mSje1lz5qojWFbQ9Z3WRPqOm6J7RNHlUpJzFMXR+9U/0Er2avdwlHpiWIwGJqOR9GVfaJpDLrg\n80u0cPqqtVuRp7sCFnAmOsrkIpjmdiQa2boyfWHoNIk/o3s/PejNcjRKmCVkl04A/gHcVJjh/EWU\nKH5OQbc/v/rkvDv/9UQ8N6f61088RX5M6RUyL7Tr+oKAM+X10NQ2Ef0zGAyG+jBCqW1ihFIDyHEx\n3xCQkXO/uSOQc9wp/jmFHXeuXRO7zZYXYeuxNLRjh3W212J2WmfGbmV8+03WG8Aa4AbTI8lgaHt4\nFAqd0zwWLZpGABvZJ5y+dQvlLbfCA5PuCvRAC6ZrgFnohn5fN3danivTlww8hq4Fy/RmOd5vzPEJ\n2aUnodMGXwHu399CvNPMdZ2+zzhj3XEUh/jvOr166eghth879bQtsTpOfy5k5A3NdBoGg8Fw1DFC\nqW1ihFL9T1oSbvfXXDxATZ9+e/WHlf2qFq5PkKql0f6uS8MK222zfZ2cZzsvsojxyWus6Whv+N+3\nlXoHg8FwYIJW5EPZJ5yGolPPvghuP7ZGY4h0VyASuArIRLsSPQW8luO1mtVUxpXpG4NO+VsF3OrN\ncmw41GMTsksTgf8DdgHphRnOnznrvXzxpMGTPnpzoRrdXcoyR/p+OPn4kMXtjlNratpf+JLj1EYJ\nM4PBYGgtGKHUNjFCqT6Oi/mT7Kp4NO+zyfLMyef6vy04bufGZe2q4pZEFCVtCNnedYltWHipuqLz\nCutRdI3Dn93SoFWiwWBo43gUkeiGt2OBM4BuaEeeWuG0qjV9BgTNH0YDt6DX/TLwbI7XarY6LFem\nLxSdivdHdJPZx71ZjkOqzUzILnWg0/BGouuW1tR9viipgztuz+77AzenBTZNcPnm9EwJXRje2b+l\nJrbba6FpW5vrHAwGg+FoYYRS28QIpXqQpKhy6Rob+fqXD9S8XT3YPz+vw97AwuiSHkvCfD0W2mPC\nytQdxy217kSnkNzbmi6QDAbDkcej6IAWImcEN4t9oulLt1DQgsv7GfWk5T0FfNVcaXmuTF+P4Jw9\ngMmNccdLyC79LfAAujntpz89oZSqiQxdqzpGda+8Z0zNypHHV/2Y3CN8ieq0uVTCerwemtrqonkG\ng8FwIIxQapsYobQ/iVEpUrR3TfGzlzDlmuurP9/Uc2/Bwjiry9wIf8qCkNLoIvVC10XWNcCrbmHK\nUV+4wWBoVQTrm1LQgmks2llvCzAjuM1sDf3UGkjLy2kOt7ygO96F6CjRTODP3izHITnVJWSXngq8\ng7Yif7Qww6m/eOxWb1FqZeDCflbRzSN9Cwb1rl4a2yVyuT/xjVfChk883DUbDAbD0cQIpbaJEUr7\nISnxi/HVDHp/wUPyov0U/4/LkosjvdEVveeFliavtS3uPt8aDjztFprFS95gMBxbBOubTgTGocXT\nScA84HO0cFrQkqYvwbS804E/oN3ynke75R12FMyV6YsC7kPbl7uB5w+lWW1CdmkX4L/omqfrCzOc\nugddpONZCbPf5LttBBsuOKl6cdfuLI3oGLKmKm7CWxFpbx3ueg0Gg+FoYYRS28QIpbo4Q21SHfD7\nrhrC/U97at5b37t619y4qhRvREmPBfY9PX+0oixR09zCcy20bIPB0MbwKKLQtTi1aXpJ6NrGz4EZ\nbmFDS60t3RXoDdwKTEALlSdyvNaSw53XlekbiDZ7iABu8mY55h3smITs0nDgRaAfcFFhhnMTSoXi\nsG2XQYnRZXeMsVYO67d3YeJxthVWkn17TXTft8OH/aJLu8FgMLRGjFBqmxihVAfp0/4Rtpbd7p37\nV5mSeI7/xx87VSZ/61R9f3BUp/xobQ3dq3LcwsMttWaDwdD28Sg6s88UYixQyr5o09duYffRXlO6\nKxAP/Bb4HbAC3cn8sxyv1WQnz2A63iTgYbTL3V3eLEfZgY5JyC5VwJ+A24DLCzOc3xFmH4/wsUwa\nEtg0aYS1rF+3spWxHaOW+5NKfMre8fXQ1KqmrtFgMBiOFkYotU2MUKqDJEf7pGdcyANfPBV4fe1A\nf9VXCeXHfxVe02uObV27ApULXGOMGwwGQ3PhUVjAIPZFm1zAErRw+gyYdzRtyNNdAQdwBVqoONCC\n6fUcr1XR1Dldmb444O9oUXijN8vx2cGOScguPRP4F/CXwgznK0SEfC1x4SP9t4/0rRh3kiO3Syff\nyvBkx4rKhO/fjkw9ralrMxgMhqNFWxRKSqkNQIaIfHWY83QD1sHP6nWniUi9tf5KqTjgJfT34k7g\nLhF583DW0FSMUKqle7vBsrl04YY3r+V3o2/2/ziza03vGdFl/Wfa87ussFUCo91CZcut2GAwHOt4\nFOFoO+9xwa0L+9L0Pj9aaXp16phuA04GnkPbi+9o6pyuTN844AXga+A2b5aj+EDjE7JL+wEfAy9v\nuDn52chA5VYZ0dXakzmyZu7gASF5HRJ3r7InxeRVxj30v+iT7mvqugwGg+Fo0EaF0nrgehH58jDn\n6YYWSjY5BHGhlKoVRdcBQ4CPgFNEZMXhrKMpGKEUJNAvIV9V+Ts/vvR5eXp1qj/sf+0Dg78MK+r9\ng+W3AmqYWzgkByeDwWBoLjyKZPQdtVpjiN0ERRM6Te+AqWzNQbor0BfdK+ky4D/AYzlea2VT5nJl\n+qKBqcBFwO+9WY73DjQ+Ibs0Cf0FuXBLZlKuQ/kflptSa7ZefPLeWT36RG2Ji9+bKx0iN1c4z/oo\nZvBBI1UGg8HQUrQ1oaSUykHXr1YBNYBHRB5t4lzd0EIpREQOaPCjlIpENyQfICJ5wX2vAltF5K56\nxqego08nANXAlyJyRfC5vmiH1xOBQuBeEfl38Llw4CHgEiAWWAqcISKV+81vhBJRDrv4A9V7Jp/C\n5Xc/GVjwYbfqoe9G1xz/hb0ytEKNdguLW3i5BoPhV06dNL3aaFMqsIB9wmm+W2hyTdHBSHcFEoCb\n0XVMs4GHc7zWD02Zy5XpOw39xbYQuMWb5WgwUpWQXRoFvKMkoLb9vkM/1dXZpeZPIypWjTjeWpTc\nNWxDZHv/Sl8ChRWR3T6PG2Sa0RoMhlZJWxNK8FNE6bq6qXdKqRJosAxlqog8Us883dBCaWvw2BnA\n7SJSVM/YIcAsEYmss+82YJSInF/P+DeBJSIyVSnlAIaKyA9BwbUK+CuQg/7+nAGMEJGVSqln0OZB\nE4HtwDBggYj49pvfCKXA0E5vqDVFV+aszuKevLMDnV9PqEr7T0hF7A7rOrfw35Zeq8FgMOyPRxEB\njADORAunDuiGt5+h0/SOiGhIdwUi0M1r/4zuF/Uw8HFjjR9cmb5wwIM2fLgNeNOb5aj3Sychu9QO\nPDd4/fxTPp82ti8X9A2UZ7iqFx/fq2ph7HHRW8Lb+XMr2u/aVRF+3MwOA0wzWoPB0OpoqlCaU/Bw\ns1yMpyb/pdFirD6h1BSCoqUPsAhoDzwDRIvI+HrGnga8IyLJdfbdAEwQkdPrGf8qUAk8ICJb6uy/\nHPidiIyos+959PfWQ0A5kCoiSw+ydiOUJCkqUDMgUV341juy8l+9a0a+GlF23FLr0ftF/a2l12kw\nGAyHgkfRBS2azgTGAJvRoukz4Du30KzucOmugB34DfAXIAR4BHgzx2tVN2YeV6bvZCAbWA/c7M1y\nbKlvXNAR757nXr7xL5es+iCSW1zV284aVPxj157W0shO7bY7YmTtnnazPo4dPPqwTsxgMBiOAMdK\nRKmZ5k0ECtBiac9+z9UXUfozOhJUX0QpEXgQOAcoBh4TkZeVUncE99dtqm5HGwXdj44iRYnIAZuu\n/+qFUiC18zi1oOCzH764ncurbpUTn2xfOfhz+/u2GnWlcbgzGAxtkWDT25PZJ5wGAN+xTzitbq7P\nt6DxwxlowdQL7ZQ3PcdrlR/qHK5MnwO4G53WdxfwUkPRpYGP514/2z3shcj+0eK75dQ9eWl9ZUli\n55DVoYmhG6Udm8pjpn0Rf/w9h31iBoPB0Iy0UaG0Dm3mUDf1rpyGU++miMi0Q5i3VijFiEjZfs/V\nV6OUA+SLyN0HmXc4OrNiIPo7MENExtUzzkJHlNJE5IC9A3/1QqlmUFK5VVEdeeF3H7N12qDAmJdC\nl4eXW8OMw53BYDhW8Cji0FGm8Wjh5EcLpk+BL91CaXO8TrorcDJwBzAK7ZT3VI7XKjzU412ZvkHo\n6FIx2kp8fX3j3h4x0X3p3H/fL1cN9pdfPrhyVb/uu5fEdolc74h3rquOk63l0WO+7dB/5uGfkcFg\nMDQPbVQoeYFsEXnxMOcZhjYjWgO0Qzckby8iYxoY/yZajF2PNmL4EHCJyC+MhJRSlwJeEdmslBoA\nzAX6o23Fl6FrlN4ODh8MlInIKqXU00BfIB3Yga5Rmm9qlIIopUQ6OcOkcE/ltnvOxNX7FTn3zviS\nhI1Wf7ewraXXZzAYDEcCj0Khv0Rqo02noE0hPg1uiw/XFCLdFeiFrmG6FHgD7ZRXr+jZH1emz46u\nWboDuAd4ob7oUllsu4WRsQz2/364b/vofjtWdutctii0c+xme2zC+sq4ysK9ET1mJ/c5ZJFmMBgM\nR5I2KpTOR7vGOYEHReTxJs5zBfA3dC1tbZP1O0RkR/D5u4FTReTs4ON26JtmtX2U7hSRtxqY+2G0\nIUMMOp1umohMDz7XG53lMAyw0DVSt4nIEqVUGNqF9VIgKvjceON6F0QpJVVn9FoYMnfTkPSln7H3\nGlf1oK9CUu8PqIUtvTaDwWA4WgRNIUYCZ6EjTk72RZtmuIWdTZ073RVIAm4FbkDbfE/N8VqrDuVY\nV6avH/Aa2iXpem+W4+ctGpRKFru1qWZ0T/ue64b7Ng3tVrEqsWP1Snti+EZpF7ZxT+yycp/jpNnJ\nfQ5oRWswGAxHg7YolAy/cqEUSIjEN6wLQ0+bLeff70yfUqFeb+l1GQwGQ0viUfRAR5rGo1PoVqFF\n0yfAXLfQaOGR7grEAr8HMtENZ6fkeK0D5oXDT7VLbiAD+K03y/H+zwaE2e8Rh+3B6hvTZOfZQ2o2\n9kkqWBufaK20JSWur25nyy9zPvldYv8/NXa9BoPB0NwYodQ2abVCSSk1HngSsAHTReThesZkoe+C\n7gWuEZGFjThWAnaLR757gfzfXDP96c22G47g6RgMBkObw6MIRafmjQ9undF9KD4BPm1sI+50VyAK\nuAn4E/Aj8FCO15p7sONcmb7h6D4YXwJ/9GY5tFGEUjYctg2S0i557+SRgVWpJwR2dItdv8HZvnxZ\nTdLxW/xO27byyAtnJ/f9qDHrNBgMhubGCKW2SasUSkopG5ALjEX7nc8FrqxbxKWUOhv4vYicrZRK\nBf4hImmHcmzweKnp256x/Rbkf/Net5sDUmO+SA0Gg+EAeBSd0NGms9HmEOvQoukTYI5bOKQeRumu\nQDhwHdopbzk6wvTdgY5xZfqc6BtgI4B0b5bDC4DNGoqlZsuF/fy7r0pTqwb0tG9MTihdF9a+fFVl\nQlJBZZS/1BfWf3Zyn0OqkTIYDIbmQil1DvC9iJQYodQ2aa1CyQW4axtRKaXuBKhrOaiU+ifwtYi8\nHXy8Cp0m0v1gxwb3y4wHJ8r4e//9Qg2+O0Wk5MifmcFgMBwbeBQhgAsd1T8LOI6fR5sOaoqT7go4\n0A1n70L3fXoQ+DLHazX45ePK9F2Mdkx6AXjQm+WoJsz+Os6wK+TmYdVbxgyuntOpd2hpcsSmDWHx\ncasr42PzS6M3+cXed3ZyH+NmajAYjhpKqVhgCtqYptgIpbZHaxVKvwHOFJEbgo+vQnfPvaXOmA+A\nqSLyQ/DxF+i7k93QrhUNHhvcL5GRPd7ds2fddUYkGQwGw+HhUXREp+edhY7or2dftGn2gaJNwea1\nV6AvJnaju6Z/1JBgcmX6koGX0B3e071PhW7FbhXISR3D/Deklq4cNlDNbdczsiwufNGWkJjotZXt\n+uSXRP93bpc+FzfjKRsMBsNBiXB0andNRNGu53ZXYYRS2+NAvx/raC+mDoeq0A7rjbVnz7p84A9K\nqfuVUqMOZy6DwWD4NeMWtrqFbLdwKdoC9lb0Z/RTwA6P4m2P4mqPInH/Y3O8lj/Ha72GbhL4KFoo\nLUx3BS4KNrT9Gd4sRwG6C/srwCzXLVVXBZR1g1q8Tdlnb4jovnWLo79/S5Wzeu9QJxXR7ewV6+Ij\nKy84cdOa247Yf4DBYDDUQSk1Sil1//hRvbaH7K5q6eUYjgAtGVFKA+6vkz53FxCoa8oQTL37ptZX\nPZh6NxKdenfAY4P7BZ2+cY+JKBkMBsORo0606Wx0tGk18HFwm7d/36agODoPuB8ttu4H3q8vwuTK\n9PUBXlMS2DHzpbiOIYmhxwd+76raNrLftnlJPQNLbZ26+RLspWt88aFbyqLCd1eEjlzUrdesI3i6\nBoPBAMDvu9TccF+n7i/cv2IHz5WZiFJbpLWm3tnRhgxj0D00fuTAZg5pwJNBM4eDHhs8XtDdgadg\nxJLBYDAcFTwKB9pJ7+zg1gFtP/4x8Llb2FU7NiiYLkALJX/w5y9S8lyZvhDg3k4la2/+95sD4xif\n4q+8JnVv3uCe/uVxnavmlHdLsLUPrNwkMX027nJKRbW965LuKaYZrcFgOGLcZ5ceH927Zk3qlH7W\nbZeeuLnXG/M6G6HU9miVQglAKXUW+yy+XxKRqUqp3wKIyPPBMU+j71LuAa4VkQUNHVvP/CIiKlho\nN1xEjOudwWAwHGU8im7ouqaz0VkBS9gXbVrsFiTdFbCAi9BCqSL485N6BNMpd828+dNzt74VpW4a\nVl1yxoDS3J6dylbHJrdbVtMxeqdELNghEf3zS6KL/TVW1+U9e/4skmUwGAzNgUcRvql/zboTXGOT\n0v/1LTH9OjhsS7b5jFBqe7RaoXSkMW9Mg8FgaF14FGFosXQ2ugYpDC2YPgK+zEsL7AUuQQulMnQz\n2s/rCqaHxr7Y8fbv/7DRPqS9rSZjWPHmtJSitclJ29aEJIZsCokbtsEfs217RUTc9t2R3hW9eow+\nyqdoMBiOcTwKtTcq8H8f3ll+0ZJ3eitqRGzLtltt0R5cKbUByBCRrw5znm7odhJ76uyeJiJTGhj/\nDZAKP5kAbRaRfoezhqbSWs0cDAaDwfArwy1UuoXP3MKtQC90CvUqIBMoSJltfZIy20rqPk9dgM4a\neBL4Pt0VGFtr+vDXL27YGlLju85avI3A/IJ2cVuKu8TtKR/Y3l7eKSZQ8XVEaU18YlRFICayakTK\nig2PtdS5GgyGY5OAJTetdtWc0++8hVi5O6kc0vmNll7TYSAcpnHafjhFJDq41SuS6rzu7+qMbRGR\ndDCMUDIYDAZDi+AWxC3kuoXH3cIYoBO6d9IQm1/NSpltuXvOUR9H7uIrhGeAb9NdgdMBrGp/jvLX\n5Dq+WhVwLNvuiNxQqTqWFO/oYtvVq2viroKKLY5AcsTe4lhn1R+6LM6f1JLnaTAYjh08itSiLvL3\nFaMr7c+88oDCbhH52oL0ll5XU1BK5aD7432glCpTSv25GaZtjLY4JIGmlEpRSs1USpUopQqVUm/V\nea6vUmqGUqpIKbVKKXVpnefClVKPKaU2BI/9TikV1oj1mdQ7g8FgMLQ+PAoLOBE4FzhHkJSSZFYX\nd5KuYpEnFrfnzLGVY7MWygV9/bsuG05u715qW8eYRbtjwzdstMedPn9rp6hKm21XYVVY4tadESN2\nDO3kbeHTMhgMbRiPIqEyQpbMO786buMftthzJw61/O0iqkLm5odBw9edrfl6VCm1HriubuqdUqqE\nhtv4TBWRR+qZpxs69W5r8NgZwO0iUtTA634NDECLpVy06drMBsa+CSwJehk4gKEi8oNSKhKdkfBX\nIAcYFHzdESKyUin1DNAPmAhsB4YBC0TEt9/8Df5+7A38JxgMBoPB0GIE7cTnBbf7PUoltSvgrNht\nnFuawFm7Oss31x1fs25aXj9v++83nhJ3fJIvJSHcXxHpGFoeFtonOrLqo0GJ2+JX720/ptwXUhLn\nrJoRP6egf1Fq8qYWPjWDwdAG8SjsASVvbxgSsK8/qYrM6C8tNpZA34SbDnfuXXP+0CxRi7jUJ5tF\njIlIbBMOKwSGAovQjcKfAV5HG7LVx1+A5YAPuBId1RosIuvqGesDuimlOonIFuCH4P5zgfUi8mrw\n8SKl1LvApUqph4BrgVQRKQg+P7uxJ2UiSgaDwWBoU3gUDr9DxuzqKHdKTNHwfyzvarOdkhyonjCs\ndONJPQt/YEDHyi423/aEiKLCyqiPC6qib8ovj5IdJeFby/aGHF+Umrzn4K9iMBgM+/Aopm7vVnP5\n4vH+mA2XFjlXv3iuPeKzVahde3+6zjxWIkrNNG8iUABEi8hBP3OVUp8AH4nI0w3M9SDaAKgYeExE\nXlZK3RHcv7fOcDvwL7Qh0HYgSkT2cgCMmYPBYDAYjhncgu/BKvXJM+utkXtC4tt9F3/NLBYVWCwt\niInfvDulf9jmEKtI2StnO9u3D907ISLU925swLc3IbbyuBBbzVvxcwpa5QWLwWBonXgUF1VEyTVb\n+0v8lt4+a1DfrVbEt3nU9O+wvaXX1gz8ImKilCoP1izVt93ZyPkPW2uIyHYRuVFEOgG/BZ5VSvUE\nNgEzRaRdnS1aRH4HFAGVQMrhvPYhLV4p1U8pdZZS6kylVN/DeUGDwWAwGJqLV+daZaO3PzeKCn9B\nyMxcicgrIG5zWXWvvYXSp0d+bJG3fVzyKkYkxFTstZVRkhhXOQ6Re1t63QaDoW3gUfQOWPJ8/sBA\n5eY+/sDevhVhd6z6j8X2cix/zbiWXl8zsB3oWXeHiETVcaPbf5tW3yRKqWFKqT5KKUspFQ9kAV+L\nSFk9Y2OCmiJMKWVXSk0ETkM3Jq9v7kuVUp2DD2vrp2qAD4HeSqmrlFIhwe1kpVRfEQkA2cDjSqlk\npZRNKeUK1jgdMg0KJaVUd6VUllIqD/gnMAmd6/e8UmqtUuofwcItg8FgsoFo6wAAIABJREFUMBha\nDpEaq8Z/pZW7Q0Lnr66M27VdOcqqIyPyZeXgrhvWWZ33JoZ+GBvfK6q8XcherLgo31+TZ2y7vKWX\nbTAYWjceRRTw7ta+snBH90DV9h7VJZ16F9uHP/wfSIjEmp2/pKXX2AxMBf6qlCpWSt12GPP0AD4B\nSoGl6MbhV9Y+qZS6Wyn1cfChA50ytwNd2/Q74AIRyWtg7qHAbKVUGfA/IFNENohIOTAOuALYgk71\nmxqcH+DPwbXMRUeYptLICFeDNUpKqXeAF4FvRKR6v+dCgNOB60Xkssa84NGkNeeEGgwGg6GZCbXP\noEPk6XLjMF/xaX19qzp3DV9R0V0VlcbOKh/iT1u2sFtVeGh1YV58aK+CbeGMvzlhZufFoa8BH7mF\ngoPObzAYfjV4FAp4syxOojYNCgxbM6w6ZPOpZfaJo+ZHPNH9YivQt8Mc26wNaXWPaYs1SoYmut4d\nSAAFhdPnwc1gMBgMhpbHV3MNBWXr1Hfr7c5OscXHxYSt8TlDxN6xcnjxd719XTsW79zaPrRHzM6Q\n/9YkV5z3/lO7Tp54WcKumG32v3sUa4D3gQ+AJW5p0BrXYDD8OsissUmfbb0CMVv71mzf1sNni+1Z\n3u13/3nDoqQS27ayhtzcDMcQjQs/KfXCkVqIwWAwGAyHhcgWLPU487ZYtuVbo2N27E6Js3Z36GAr\n+W+vQesWOzuVHRfxYUxRXGL5+SGF9hXt4ytsr75deOJ3maWdgDuBeOBdYINH8bRHcaZHEdqyJ2Uw\nGI42HsVpwF0bB8uykmTZXBpfE1adVJXQP3mnrcc/v0a6xNSQV1TS0us0HHka60Rx8hFZhcFgMBgM\nzUF1wEOZb7f6Zn1YVG6B1XFbUXXc3jJXROyeDonRux7teuUav93rLE/y+fpEIQFnZHXiwgsqvnEL\nX7mFP6Idks4C8oH7gO0exb89iqs8irgWPTeDwXDE8Si6AG8VdgtkVYfJ6Ts716Rs6+bzRXTdGzKu\nZqXdWr4DEqNePehEhmOCRvVRUkp9KiJtJtRockINBoPhV4jduogQ27/lsgEVVecPKt7cr8vWre3j\nNm+KiT9xvSN+ud9vX5a3O+GGknc7Ru0cs8excXuEv3q345OisxIu2H8qj6IDunfHBcBoYAE6Re9/\nbmHt0T0xg8FwJPEoEoFvq0PllY1D5OZNA/xzdxzndxYOqujTP3Vb7Hsv/ik6bsoXqFCbndKqmv2P\nNzVKbZMD/X5Mw1mDwWAwHFsopQix5tLZOUiuP9m/e3ivqrwenWo2tms/vzwkbOXG0PirtldH3lbi\nD59a8F6XXeX9KweuLQ8TW0Hoqzsujb+2oWk9inBgDFo0nYd2UXof7cL0o1sIHJXzMxgMzY5HEQ98\nA/w7Ly3Qfa8zELGlT83peSdUFjtOKIu5oH9u/LPDJtilumaPlbszqr45jFBqmzSp4axSKlsp1WCq\nnVIqVSn1cnMs0GAwGAyGZkNEqA5MZNNupX7YaItet720046idR3Lip12qbkqPOB7LjFkTwaWvJd0\ncf58W1jgh24V4q9Jrr6m78OlM9JdgXrrktxChVv40C3cAHQEMtD9PKYDWz2K6R7FeR5FxFE8W4PB\ncJh4FDHAZ8DHeamB5YKM2No70Kmws/9T4vw1SfF7bWdtW2hjbREqwnFXS6/XcPQ4kD348cDtQBqQ\ni/YmV0AS0Af4AXhURJYdnaU2HqPgDQaD4VeMw/YisWHXyjUnlpWP6evf0KtLyZZ27ebsjIhuv87R\nPr4GKzvPF3+7r8a6J7/E+WjpvBhrh1Ml9XgvurjPj2G/A97O8VqHFCXyKHoC5we3k4Cv0JGmD91C\n4RE7R4PBcFh4FJFokbQwb1jgCSxmb+ld8/Se2MCFawdVtreOLw+c2ndLx5w7MkMiXluA2lNt0cDF\ns4kotU0OK/VOKRUKDAG6ou+cbQQWi0hlcy+0uTFvTIPBYPgVo5QTm9rKsE4hMmFIZdFJ3bfndU0O\nX9+uQ1m5LTS7wBF7R77P+du94sjavDtqcqXf/s+tS2JLKpTq3/3jqO19fwzbDPwpx2vNbMzLBlN4\nzkan6J0BLEaLpv+5hYYaKhoMhqOMRxEGfAhsyh8QmFwVzXfVDvnPxhNqbs3vVfV2ZSdfWvuBu7te\nddyShHv6Z9gk3L7FWr6jc0PzGaHUNjE1SgaDwWD4dRJiu5FQ2zNyxfF7q84ZuDu/X5etBXHt8vJj\n4kesd8S/F1BWfG5V+91A+NpdsdtEGLxutbMnu0N6dZgfMXvIjNCOCrUAuCPHazVa5AQvxGrrms4H\ndhIUTcA8U9dkMLQMHoUD3Q6gDLgqLy3wKNAjb6h/sz9EItYPrDyb/nsKT+xV2H1a7mvhQ0Y+rlSP\ndmPI3flVQ3MaodQ2aVKNksFgMBgMbR5/YDpVNRvUrI1hoau3x7cvLEkJr/adFeqvXtDVV1QDnNrD\nsetT4PTu7Uq8ShHXNaXs1UBC9fbCAZXD5p5TtaXGkgXA7HRX4NF0VyC2MS/vFirdwkdu4UZ0XdP1\n6O/eV4B8j+I5j2K86ddkMBw9PAo78DrgByblpQXOBS7K7+9/BsXFm/pW7STWvyjG6YvrGVksxz/2\niSLaIQcSSW0VpdQGpdToZporQin1rFKqUClVopRqMBqvlIpTSr2nlCoPruHK5lhDc2Nv6QUYDAaD\nwXDEEAmg1ATWFv+g5uVbUZ3b7U5yRmz2W1bkurjEdGdNxV9LbeFPhlAzuVrZXoh0+M7d43N80T6+\ncvJOi+eLfeqkxWcQ33VZyKj4LbZbgdx0V8ADvJDjtfyNWUowejQ7uN3lUfRGR5r+CrzlUXwG/Bf4\nxC2YZpYGwxHAo7CAbMAJnJ+XFugIvFBjl0uqInmmIiLwQMDOQ5Jctbpj/B77kOpNYXbvRujonN+y\nK/9/9s47LKor/eOfcwdmaI4IjDoW7GLUqCkGbnqvpjcTd7IbssluGum9EEzvyeymJ2yyE9P3l2rK\npm/KlU2PiZEodh11pDiAMsNwz++Pc3EJARUBleR8nuc+yr13zjl3GOB+7/u+37fbkCgPgq7gUdSD\noDFAFTBpI+c+ADQAfVElPjOFEN9JKed00Vq6BJ16p9FoNJrfPp6kmfRNO1ieMbkhuvfoxIIRA6vD\nvTP/XZ2akVfhzlmNEAvKYzmZgLuiKvMD4LqFyzNuTDQadxg/pWX6F7jr0qOuQ0Z+kSSBewA/qn7p\nra5YntOvaQpwDLAvSky9ArxWLFnWFXNoNL93SgQCeBAYBxw6v8BuBP4D/N/8yQkJHDx/YsM8mZnI\nThtVt485fEXqHW8+4s099Skh+mcMY1l00cbG72mpd0KIEHAqEAOagBIp5V1bONYYoAwYKKWs28S5\n6SghNU5KOd/Z9xSwQkr5K1dBIcRI4AlgItAIvC+lnNpi3r8BOwMR4Dop5YvOsVTgJuB4IBOYDRzU\n2mdhi2qUhBCvt9olUbnVHwAzZA9QWNvrB1Oj0Wg0WxkhBuMS8zlwBPbxEyJrJuWuWDCof58FffrW\nx4ykR5a6s6Y32K4pixv7PAecXVGVeQoQn7fEGyWBafyUNn5ghacptd44Y+QXSS+j+ijdBSxACaYf\nu2qpJYIM4GCUaDrCmeMVZ5tTLNnu//5qNNsbjki6C9gTOKhYEg2Y9p3A2IqdE+dJF1+sGdB4Uk3f\nphfsHeq/GZG7NvcgX8WI6YcVuYwfVyXEyrrkTc3R04QSgBBiIXCGlPKDFvtqoN3fM7dKKe9oY5zT\ngEuB94AAyi37Binl/7Vx7k7Ap1LK9Bb7Lgb2lVIe1cb5zwLfSylvFUK4gV2llJ87gmsuKiofAiYA\n7wJ7Syl/EkI8AOwATANWAbsBX0sp463Gb/f7s7HUu7vb2JflTDYeuHIjr9VoNBqNZvtByqW4XY/w\n1YpzxLh+aemD+gz2ZnoXDXRVfbusd/a1SbLpphSD+wTyTIkozU5db1auT/1oxKDoNRXLvJPtEQ2v\nLhfi8EE/ux+YPzkxHrhx5BdJbwPnAB8FTPtFoDhkGZ22Ai+W1KGKzP+vRJCMurE7BngTaCwRG0ST\nVSxp6ux8Gs3vhBLgQGA/RyQdAZxsG3Jn6eIp4N6avk1nSW/iOY+n6cTstIaU/OoKYXwbhn4Zv7rZ\n71JKT+iahx+FL3WJGJNSdqgW02EQSh+8hIq4745Kp5sjpZzb6twMINpqXy3Qq52x48BQIcRAKeVy\nVIsiUFH4hVLKp5yvvxVC/B9wohDiJuB0IF9KGXaOz+roRXU49U4I4UKpsYkdnWxrsz0reI1Go9Fs\nZYTohUusIH+QW06dtK5ql6E184cO6LWkd86/Y0lJqxd4fLsCz5THciYASRVVmY8Dr1StdR9cuTbl\nLSLJTxqr3IWDy90rPQ3GPOBPVtC9LmDa2cD1qAeJtwPBkGXEunr5zhPxSSjRdAzqZuR14GXg/WLJ\n+q6eU6P5LVAiuAL4E7BPsWR1wLQHA18Cx8+fnOgPTF84ruH0pmRetsfWlw3uXzfA9C8fd9OD96Zn\nXfY6oneKl8p1tZua57cSUdrCcS4CbgNSpZS2s+814D0pZbDVuW1FlC5FRYLaiij1A25ERdirgbul\nlP8QQlzu7F/X4vQk4J/ADagoUoaUch0boUtd76SUTbQfjtNoNBqNZvtEylqEuIrZq1xidpj0lTWJ\nvlVrvx4UrfQIOCWnsfYeoGRAUvQe4MARWTW9gcezesdvAjkVX+MZMqPp/qV58cy4xxbAp2ZRfHDI\nMipDlnEBsAewN/BjwLSPDph2l94YFUtkseSbYklxsWQiqiH8bFS6y8oSwUslgj+UCPp05bwaTU+m\nRHA+cBZwoCOSkoFngfvmT07MBu4H/tKUzE2yV+JRl8veMys9Nm60XO3q8+xX4O9VvzkiqQfzq3t6\nx4mutp2tvYyy75tfvqnxgZ+BJKf2qJmJwA9tLlDKVVLKs6SUA4G/AA8KIUYAS4CPpZR9Wmy9pJTn\nApUos4iRbY25ubQrlBzbvtbbSCFECdBludgajUaj0Ww1EvZDrE+sZNaSVM+CiD+zunaX5Kam3TLX\n1/+zt91wCVI+0ssVvwU4E3jM36vuPmDwqNzaUcAdcmjD8dIlH18yJj427rFfBWaZRfECgJBllIcs\n40hUOt6twDsB0x7bXZdSLFlQLLmvWLIvMALVOPMEYHGJ4L0SwXklgsHdNb9Gs71TIjgbuAw4oFiy\n3Nk9HahDRX9vAt6cP6khBRgiB8eG981qmO1Pr6vNX1ruFnMjkJp0z7ZZ/VZjFer3xwaklBmO4Ghr\nu62dcT5GCZerhBBJQog9UMY077Q+UUpZj0ovnu5Yiu+JqvsMtTWwEOJEIURzo9/m+qkm1O+80UKI\nPwghkp1tshBijBPVKgXuEUL4hRAuIYTp1DhtNhszc1jEL1WgRKmzj4AbpZStcwu3O7bnUKdGo9Fo\nthGGOAy361WOHxtvPHzssjU7DFq22O/rW9Gn73pbGE8s9ORcBlxcHss5EkhUVGU+CHwoJbvNX+q9\nA6gyfkyvBvbP/cl9pztmPABcagXd/2yewnlqfS5wDapfyw0hy9gqlt8lgnTgIFR63hRgEf8zg/hR\nm0Fofus4tX33oZo9H1ksmQcQMO1DgceBnedPTgwFXk0kyfGLxsf+LTMSTzC04cYxuTXskbU4vfja\n2zyp93+GSDaSqYtvViuAHpp6dxTKNc6Lur/fYmEohBiLen8noH7vXCOlfNU5djWwp5TycOfrPigh\ncxDKLO5KKeVz7Yx7Oyq1uTdK2N0mpXzcOTYa5US6GyoA9C1wsZTyeyFECuqh1YmouqhvgUO7yvWu\nuWCqx7I9fzA1Go1Gsw1xu75gkHeCPH2XhugeoxKLh/krqtPTP1zWO/uPy5Iz/xozku9fnUjfvbop\n9b/ASRVVmSZw5MLlGUclmowyJLcZc9JNYFTuT+5L3DHjJeBfwFVW0L3BYCFg2j7UU+ujUXVMT4Qs\nY6sZMDiNNZvNII5BNdjUZhCa3yyO1f6LKHOAacWStQAB0x4IfAWcPH9y4jNUjdKd8yc1NAEX22Pr\nv8ju0zBkjL9q/PHG7EGn5V/uor5xpVhU7d/cuXuiUNJsuVB6E8gGPgTeRhVddai53rZGfzA1Go1G\n0yZCjMclvmZKnm1PGbuqasfBayoG9x+8KDPn9YQrKV7h8aUBVeWxnM+A6fXxpF1W1mW8A7wyb4n3\nHeAjmjjEmJt+OZAyeK77LE+D8TxQD5xqBd2/yLoImPZOQBD1VLMoZBmfbN0L3mAGMRE4FiXcBqDM\nIF4B3tNmEJqeTolgZ5S5ydPA9c0PAgKmnQS8D7wXsowbzaL4JcChi3eIHdHokXNkRuJKOaTh0VGD\no6smZa8ccsE3b6SM2e9+IfqmT2NxzTObO78WSj2TLRJKzgtTUfmFh6Fs/pYCbwFvSymXdP1Suxb9\nwdRoNBpNu7hdz5OTdpw8beeadfuMqls+zP9TZe+M1Quy+h2yXiQFVrj7zJCSw3+O5xQDX1RUZc5A\nNVTcZ94S7wTgZuoN01iU+iQQ8Vckn5le67oP2Ac4wgq6F7WczjF3OBm4A2Vve1nIMpZuxSv+BSWC\noSjBdAyqWeP7wKvAG8WSym21Lo1mSygRnIJ6GHFOseTFlscCpn0jYAKHzJ+cGISKLBXMn9RwCHCk\nPa7+e296fOSoAWvzD+g1v9dFZ97cK/nF2Yh1jQYdsIfWQqlnssVCqY2BhqNE0yFAfynlbl2zxO5B\nfzA1Go1G0y5C9MMQi9lvqJDHjq+r2mno+oohfteqjN4PR1PSpixw5zwkhfjLvFjWiTbG18CeFVWZ\newF/BQrmLfHeBQwT81NPETHjHdTN14Ujv005H9Vr8Fgr6C5rPW3AtNOBy4HzUI5bd4YsY5tGc0oE\n2Sjr3WNQdR1fo0TTq8WShdtybRrNxigRuFB1KCcAxxZLvmt5PGDaBwJPoeqSVgOvAWXzJzXcB8yT\nGYmpckjs5RGDol+Pya7MO67+G//Rk691gfhBLKjasSNr0UKpZ9Ipe3AhxCVCiIEAUsoFUsoHHI/z\nvbp4nRqNRqPRbD2kXIUh7uablYb4abWdHq6u8a+p/q9vXe2hSNkwLL7GAzSN8lQdjHLKerRfRv0T\nwEpUJ/jLgBw5cv0FKNOEvYFiK+gOoixs3zCL4ie0njZkGfUhyygGdgF2BH4KmPYJXW0n3hGKJZXF\nkn8WS44D+qOKo3cEykoE35UISkoEOzvpexrNdoFjhf8m6mdpchsiqT+qp85pIctYhUo7HQHcCVwM\nfCCHxPb1uBMfpCYndunrquu962ffGCyLItY3/nnrXo1me2STESUhxA0ot4hq4DngRSnlqu5fWufR\nCl6j0Wg0G0WIVFxiBTv7PfKUSXbNrsMaFw7xL4qmpr603Jt1wcok78n1Ls9zjdIYvyCe9QbwWEVV\n5kyUe9KUeUu8K4AvgNOMH9NnA58AD0QKvfebRfGdUE+v/wbcaQXdbf7BDZj2fqjIUgRVv7TdtOBw\nntabqEjT0UAK6ppeAz4qlnR5Y12NZnMoEYxDRT1fBy4rlvyijj5g2h7gPeCDkGUUm0VxLzAHOHX+\npIafgJ9kRmI/OST2wbCBtW8PyVw7Yf+keXl/PflGj/HxwiZR05DU0TXpiFLPpEtS74QQE4GTUKHN\nZVLKA7puid2D/mBqNBqNZpO4jNNJTXqEE8etTxyYt6Rq9ICVCwf1G7cwM+f/mgyXu8LjiwHJ5bGc\nB1E3XhMqqjL3RkWZdpq3xFuAamA52fgx3QA+BS6NFHqfN4vig1A3cl8C51hBd2NbS3CKzf8KFKMK\n0W8IWcba7r70juBEk8YAR6FE01jg36ib1TeLJdXbcHma3xElgmOAx4BLiiX/bH3cic4+DXiAk0KW\nYZtF8SCQZgXdf/aVRu8HhD2ufonLsHcfOTi6/459VidPXV3m3rfgpiQ8rvfEguqDOrouLZR6Jl0l\nlPwokXQKkCGlnNB1S+we9AdTo9FoNJtECIMk42dGZg2Qp+0Ur80f0bA0t9+X0fS0RQuy+p7QIJJO\nWu7u8zxwVHks5zhg+AxP/skF4fJngNWz/HkXZpeFrwCOA/Y2fkwfjTJGODlS6P3QLIr3QgkpD3Ci\nFXS320/JsRO/BZXKdyUQClmG3b1vwJZRIuiHWudRwH4oMfgauq5J002UCAyUzf4ZwPHFkv+2dV7A\ntG8ADgX2C1nGerMoPhn12Rw3f1JDb+BLmZ6YJIfGynL71z07oHf9PgXpi4ee8/QzWVlnviiE1zOM\nqvWLOro+LZR6Jp0SSkKIc1CRpGZf+uellHO6fJXdgP5gajQajWazEGJv3K53OTqvyT54TLh6/KB1\n83P9/cO9Mv9W7045uMKd8xhCnLck7t13vXR/B1xYUZX5OfA9cNq8Jd4PUZ3mV1Tm+8/1lUb3BV4A\nDooUer8zi+JJqLqfA4ApVtC9USERMO3JwN8BGzgvZBlfdd/Fd54SQRpwICrSNAVYjYo0vQZ8WSzZ\nLsWepudQIuiFqjfqixJJK9s6L2DaAVS0tyBkGaucn73/AvdaQXfIVxp9Gphnj6tfDXLKqNzo+NFZ\nVa4DEj/3DRx1Y7L4LhwTa9albMkatVDqmXTKzAEYDFwopRwrpSzuKSJJo9FoNJrNRsr/IKVF2XKX\nWFSVkVJVl9y3au0H/evWmkDa8PiaOBDLdUenoYwaHhiRVRNHPdn+x6jcqBf4E3Bwdln4D5FC70co\nV7s3fKXRIVbQnbCC7iLgEeAzsyiev7HlhCzjC1Rt0KPAGwHTfiRg2jnddPWdpliyrljyWrHkDFR/\npr8AScCTwIoSQWmJ4DjnZlej6RAlgj1Q1vwRYP+NiKS9gbuBIxzzBoDzUXX2T/tKo5OAA2VGIghc\n7s9Z/3l6cmM0x6hPHr98iUvMXonIcL/Q/Vek6Sl0yB68p6EVvEaj0Wg2GyFG4RI/cPBIW07Zob5q\n0pCmBbn+2prUtIdWZ/S+YGly5olxI/k1YFx5LOcuoHqGJ/+ignD5Q0DqLH/en7LLwjsCHwB7V+b7\nf/KVRi9A1R7tGSn0VgKYRfEpwD+As62g+6VNLStg2pnADcCpzr+PhCyjqRvegW6hRDAcZT0+BdWT\n0QLeQPVrWrAt16bZvikR+IHbUamdlxZLnm/v3IBpj0aZqUwLWcZ7AGZRPBdldb+7FXT/7CuNvgXM\ntMfVrwUKR+VG3bm917oKkhePP/P+p9IyrnxTiJSkbOriVVuy3p4YURJCLAIKpZQfdMFYacBdKBO4\nZOA7KeU+7Zz7EZAPG0w4lkkpd+jsGraELuuj1NPYnj+YGo1Go9kOSXY9QVbqaZwyYU1s75ErKof1\nW7K0f87o+X36zkaInys8vt5Aanks52rgB+DIiqrMn1AueJfO8ue9kl0W/jNwAZBfme9f5yuN3gHs\nARwYKfSuB2jhiPd34I72HPFaEjDtHVENNfug0vE+7YZ3oFtxIkoHAkeixNMaHNEEWK2dyzS/T0oE\nyaiI7NXAE8BNxZK69s53oq0WcHvIMh4HMIviAvW5mmUF3Tf6SqP7AY/LtKaxcljDN1ne2IP9stZf\nMbZPJPOwdT8aRx92a5pYUFUrVtV5t3TdPVQoLQT+LKV8vwvGehqVrXY+UAVMklJ+0865HwIhKWVp\nZ+ftLJ1NvdNoNBqN5vdBwr6MNesa+Xq5172kalRq3fp93fHGmiFrK78Hzu3fuPYJYEqeZ81w4BLg\nsRFZNTHgj8BDBeHyvqgbu+9Rlt+gTBkWAs/6SqNJAFbQ/Q0qtW4q8JhZFE/e1NJCljEb2B/VXPPZ\ngGk/HTDtAV15+d1NsaS2WPJysaQQ8AOnAzHUe7WqRDCjRHCq0wBX8zukRLAf8A3KjGHPYsmVmxBJ\nKcArwL+aRZJD82fsdl9pVAC3AdfKYQ1HAHVZvWO756Stm+N31daMWbjQI+ZGEG7XA912YdshQogQ\nkAu8LoSoFUJc2omxxqAegJwlpayUijZFUsuXbebYI4UQHwshaoQQESHEcy3nFUK8K4SoFELMFUKc\n2OJYqhDibiHEIue1nwghOlR/tk2EkhAiy7mon4UQ/xZCZLZz3qHORc8TQlzRYv8NQohlQohvnO3Q\nrbd6jUaj0fxmkbIKwY3MXpUsflzZ2Gtp5eKBq6tqk+2mC5Kamh5Ot+PXAVcADwxOrnkOWAVcNMuf\n9xmqHufRUblRUOl2e2eXhU+NFHpt1E1bGvB356YNK+hehmre3h94yyyKt/m3sCUhy5Ahy3geZdO9\nBPg+YNqXBkzb3cXvRLdTLLGLJf8tllxfLNkZmAh8jBKPC0sEs0oEN5QICpx+TprfMCWCQSWC51Bp\nqdcBhxZLyjf2GscG/AkgjIo+AWAWxYeihNFpVtAdRzlSJktv4nngmrSUxCNCyEO9ybGJ/RNR39B/\nfemiLg6r60u65+q2T6SUAdTvkSlSyl5SyrsAHFFR3c52eTvD7QYsBqY7YuZ7IcRxm1jCrc65nwoh\n2kzRc7gReFtKmQkMREXWEUKkA++irOB9qN8dDwohmlP47gJ2Qj2UykI1Ce+Qscw2Sb0TQtwBrJFS\n3uEIoD5SyitbneMCylEh+uWohn6nSCl/EkIUA7VSyns2Mc92G+rUaDQazXaKEB5cYinj+6bJUyYm\norsNb1ia26+sNi110YKsfkdLOH2BxzcdeLo8lvMuylErv6Iqc5nz/3tn+fOezC4LT0L9Ed+jMt//\ns6802gslBF6OFHpvbJ7OLIq7gPuAfYHDraB76eYuNWDao1DRmGHA+c21GT2dEoEHla54qLMNRL2X\nbwH/LpaEt+HyNF2I872+EHUT+yBwW7Fk3ea8NmDaJcAhODbgAGZR3EDZ879lBd13OFHcH4Hz7XH1\nArh75ODo65mpDRN2yFgz9vDq2f6DDrndw8q6VSJc278z17LFqXdFZtfcjAetDt/zOql3Z3S2RkkI\ncTVwE6qO8hZUPeJMYLKUcm4b5++G+r7EUa2H/o5K1ftV3aIQ4ik+I5YsAAAgAElEQVSgAZgupVze\nYv/JwLlSyr1b7HsEpRtuAuqAfCnl7E2sffuqURJCzAX2kVKuEkL0Bz6SUo5pdY4JFEspD3W+vhJA\nSnmbI5TqpJR3b2IeLZQ0Go1G03EMcSIpSU9z7NjGpgNHL6nZYcC6+bn+oSszMm+o86ScudCd/Sdb\nGO8AY8tjOacDBwMHV1RlTkDd0O88y5+3LLssfDbKAa6gMt/f4CuN9gc+B26OFHqfaJ7Oqae4yNmO\ntILubzd3qc5T9SNRYusr4JKQZSzpmjdi+6BEMAj1Hh+KeoC6GHjb2T4vlrTZyFezfVMiOAQVHSgH\nLiqWVGzuawOmfRpQgmMD3rzfLIpfgGprs7cVdDf5SqNnAScDB9rj6j9yuewnhw+su2NYn+p5OyWH\nx0z9/EPv4MMfcYkM9/mEa//emevpwTVKXSGULkJF8VKllLaz7zXgPSllcDNe/xYwU0r5q++BEKIf\nKqp0BMrB8G4p5T+c6NaN8AthnYSykb8BFfHPkFJuVHhvjzVK/aSUzR/qVUC/Ns4ZCLR8qrbM2dfM\n+UKI74QQT7SXuqfRaDQazRYheYlGex5fLHMZS6tzPNH1fbLX1r3Tr37tAUDVsHhlATADVS90L5AD\n/GGWP+874AHgkYJwuQAeBn52ziFS6F2Jutm/yVcaPaJ5OivollbQfQ9wMfBvsyh+yOYu1UnHew0Y\nB8wGvg6Y9jVO7cZvgmLJsmJJabHc0NfxPJRb1l1ApETwcong7BJBXonYvLoHzbajRDC0RPAy6mfl\n4mLJUR0USfugvvdHtBJJecC1wB8dkZQGFANX2uPq9wAGDRtQl+JxJb7v5Woc07+hxuV/7guDeBOs\nrHu4Sy+y5/CriIkQos6pWWpru7KtQVB1mfDruqNOR2SklKuklGdJKQeiHjw9KIQYgUob/FhK2afF\n1ktKeS5QiYpCjezM3N0mlJwapNltbEe1PE+qkFZbb+LG3tiHUGkGk1B5qe1Glpx6puZt345fiUaj\n0Wh+d0gpSdhnsqjGEN+He6UvXpPUZ23t7oaUk/rV1TwN3JCdqLsPODzPs2ZX4EzgzmmxshyUeBoI\nBCrz/dI5dlB2WfgkgEih92fgGOAfvtLoL/opWUH3i6h6iqfMovgZHVlyyDLWhyxjOrCrs/0QMO0j\nNvGyHkexJFEs+axYcl2xZDIwGvgXqkbiXWBZiSBUIji9RDBkmy5W8wtKBONLBEHgS1T0c3yxZGZH\nxgiYdh6qmfMpIcvY0NvTaSz7T6DYCrrnO7svBD6LFHq/AK4GeYcQFPXNWFfd16iLDK9enZ704XxB\ndup8pOyw46IQYt+W95kdff12wipgRMsdUsoMR3C0td3Wzjgfo4TLVUKIJCHEHqh04ndanyiE6C2E\nOEQIkeKcOw1Vr/l2WwMLIU4UQgxyvqxBaYQmlKvhaCHEH4QQyc42WQgxxolqlQL3CCH8QgiXEMIU\nQnSonnNbpt7tK6VcKYTwAx+2kXpXANzQIvXuKsCWUt7e6ryhwOtSyh3bmGe7DXVqNBqNpgeQ7PqA\ngb32YNqkynXm8EjlYN93K/pm7Ti/T99ZCJGo8PhmoaJAu5XHcu4EcmZ48k8rCJfvhLpBmDTLn7ci\nuyy8C+omoKAy318B4ESUHgf2ccTTBpwn42+iolbFm2Mf3pqAaR+KSmuaC1wUsozNfmLfU3GiScNR\n7oDNWx2qt9UHwIftNSvVdA8lgjRUKtxZwBCU+cKjxZJlHR3LsQGfBdwasownWh4zi+JXo/otHWIF\n3baT5voDUGCPq/cCrw0fFD07yZA3j+xTPWhX17LUqW+/7e578j8NkeE+gdX1/+rclfbY1LujgL8B\nXuDGTdX/b2KssajfaROARcA1UspXnWNXA3tKKQ8XQvhQ9UtjUILnJ+C69izKhRC3A9OA3ihhd5uU\n8nHn2GjgHtSDEgPVquFiKeX3jsPdrai+ThnOsUOllA2txt/uapTuACqllLc7IbzMNswcklA5qwcA\nK1AFss1mDn4pZdg57yJUodipbcyz3X4wNRqNRtMDEGIMLvEdh42y5WFj6qsmDZELc/tXxJKSn1nU\nx3ethP0XeHwPAM+Vx3JCqBuzM2d48t8tCJdPR2U+HD3Lnyezy8LnA38Cdq/M98cAfKXRQlSq0O5O\nWt4GzKJ4X9QT07nAnx33rg4RMO1fFcqHLGOzCuV/CzjCaSz/E037ou4pmoXTx8WSLWouqtk4JYIJ\nKHF0CqrH0aPAm1vaK8tJJX0P+CRkGVe1PGYWxSc6x3ZuNkPxlUYfB6ojhd7LssvCLwKfj8qNHupL\nr182Iq2mYK/18wYdc87DvYyXfkA0JFx0wQ1xTxRKmu1TKGWhwqa5KMV5kpSyRggxAHhMSnmEc95h\nqOJUF/CElPJWZ/8/UX98JKo3xV9a1Dy1nEd/MDUajUbTOZJdz+JLP56pO66O7TFiRfVQX8XiAX33\nWdQ75+6Ey3VYhTvnIoR4HxhXHsuZjHo6O76iKrMJlV502yx/3ozssrAAXgKWV+b7i5qH95VGrwOO\nRUWWaltObRbF04FngHTgeCvoXrsllxAw7UGomo4CVATs5ZBl/HY7zreDYzM+if8Jpz1RNdCfo27m\nLeCnYtkxC2GNokSQjooe/QWVfvoEUFos6ZS5SMC0DZQFdBIwNWQZG74/ZlHcg3qYfo8VdD8F4CuN\n7oSKyI6xx9UPAD7O7V93uMfd9MbwPjUrxiev8h+28LucSYfclyTWN37BitrdOrO+ZrRQ6plsd0Jp\na6E/mBqNRqPpNEIMwBAL2G+YLY8a21iz89DE4kF9P2nwuOdUZPU7CriuwuPbC+h9PUecMS1W9hIw\nZ4Yn//qCcPmuqBSTibP8eSuzy8KZwNfApZX5/v8DcPoqPQQMBY6MFHp/4eDm2IffD+xDB+3DWxMw\n7f1QQi4MXNCyxuP3SIkgCdgR1WelecsByvifcCorltRss0X2AEoEk1C1eFOBz1DRo7e3NHrUkoBp\nu1DpXMOBQ5ttwJsxi+K3oIxMjrGCbun8PH0EzIgUeh/NLgs/CcwflRsdnOGOi2G9aqbsKpd4Tv7X\nm316n/68EGnJu1O93ursOkELpZ6KFkoajUaj0XSGJONeslLP48Txaxr3HL5k7Yj+lRWD++evTO99\nXp0n5eZVSb3y61wp3wInlMdylqJy4Xef4cn/uSBcfgsqF/94JwVvN1RKXX5lvn8hgNPr5VVUWthZ\nkULvL/44O/bhF6PS6KZYQfd3W3opAdNOAs4Grkc9pS8JWYYWAg4lgr6oyFuzcNoFVaRutdjKiyVN\n22yR25gSgQHsgEpl/COqafLjqOhRh2uP2sMRSf8ABgFHhiyjvuVxsyheALwCTLSC7lUAvtLo8ajP\n9s72uPrBwFc5mQ279fHGvxzWp+adYcnVo/ZaO2/sIYUPpYj3KxKiNpbcVevVQqlnooWSRqPRaDSd\nQYjeGGI5BYOQx++YiO4ypH7FAN+/oxlpKfOz+nmALys8vkWoWqBdy2M5RaieHwdVVGW6UVGk6bP8\nec8DZJeFL0LVbuxZme+PA/hKoxko56h/RQq9t7S1DLMofhKqMeMfrKD73525pIBp+1BNGY9G1Un9\nI2QZv9ub//Zwok4T+GXUqT+qAP0HlCV787/hYtl5O+TtjRJBCspJcU9n2x2oAj5FlVK809XC0RH0\nT6Hs4I9uXVtnFsXTgG+Aa6yg+yUAX2k0BZgD/DlS6P0guyz8IBAdlRuNJhn2uKRPXz9m/336c3J4\nrmv0EQ94RKP9tlhZdwqwh5SyQ+57baGFUs9ECyWNRqPRaDqLy7gcr/tGjh9f17TX8MU1YwbI+YP7\n96tzp1y4slfmwzZMXOjxzQBeLI/lPIKyQL59hif/2YJw+W7Aa8CEWf681U690qvA/Mp8/8XNU/hK\no35UxOLaSKH36baWYRbF90LVOl1lBd2lnb2sgGnvjErH8wDnhyyjS9KQfsuUCLwok4jxqNS95n+T\n+KVw+gH4oael7pUIslFiqFkYTUQJw0+d7bPudA90RNLTQB/gmNbpdgBmUfx+IMcKuqc17/OVRq8E\nCiKF3mOyy8KDge9S3Inxg/uv+2KQN/psdu2y/X6+6r4xT4/vlTLgyreM15OMyUc3JE5HubN1+nuk\nhVLPRAsljUaj0Wg6ixAeXGI5E/p55EkTGup2HbpmTf+sj1ZnZ+48v0/f9xAit8Ljuw34EBhbHssZ\nhRI0Y2d48tcWhMtvB4bN8uedBJBdFs5CPRE/vzLf/1rzNL7S6DiUI9vUSKH3w7aW4tiHvwWEgBu2\nxD68JQHTFsCpwO3O3FeELCPcmTF/jzhpe63F0zhU75dylHHEMmB5q3/XbG0DCccRsBcqOtYf1Z9y\nD5QwGoSy4W4WRv8tltRtjXUFTDuZ/xmYHBeyjIbW55hF8f1RPZMmWEF3FUBLO/BIoXe+E02qHZUb\n/R7kGSOyanLHJK92TZj3/YB3DrzTfenahoYRtfFSukgkgRZKPRUtlDQajUaj6QoMcRppyY9y7NhG\ne98RK6rHDUqpGNw/knC5HlzYp+904MQKj28q4LmeI/46LVb2KBCb4ck/vyBcnoKqXbp2lj/vJYDs\nsvDuwMvA5Mp8/wZnMF9pdD/gOWD/SKH3x7aWYhbF+6FqnX4AzrKC7sa2zusIAdPuBVyNKsy/A7g/\nZBmxzo77e8ap58lFNcYdiBIhg1r8fyCqh80KlHBqKaJWAA1AY6stsYl96fxPAPVr5//9ndesRPWm\naa7D+hSY3RVGDB0lYNpu1OfeDRzf1mfPLIp7ge+Bs62g+63m/a3swHOBb4SQY0YOrn0zO2396/7U\n2mkTxIrso78p620f8XDS8DXrAYZJKRd11fq1UOqZaKGk0Wg0Gk1XIISBS1QwOtvH1Ik19bsMWbF2\nQNbXS/vnHL4wM+eGJsN19iJ31iFNwjUHOKw8lrMYVTMxZYYn/8uCcLkJ/B+w4yx/3hqA7LLw5cAx\nwD6V+f4NYsdXGv0DqobIjBR624zuOPbhz6HS5k6wgu5oV1xmwLRHoZo45gEXhizjza4YV9M2Tg3Q\nAH4poAYBfiAFldKX3GLb1Nf1KAHULILa/H+x5BfmCNsSp+fXC6jWLye3J9DNovgTQJMVdJ/VvM+x\nA38LyIsUetdml4UfAtaOyo2+ATw5vE/ND0OTq7N3rl80fq+7XvSW3PSBkTDEbo81yT+hI0q/e7RQ\n0mg0Go2mqxDiEDyuVzh6Byn3H1lTPSHXvXBQ388bk5K+qMjqdxjwWIXHlwScBuxdHsv5I3AekD/D\nk99UEC6/Gxgwy593CkB2WdhARYa+q8z3/6KRpq80eg1wPLB3pNDbZuqTWRRPQtUY7Y6yD1/eVZca\nMO3DUf0MfwYuDlnGz101tkbTjNNM9iUgBpwSsow2myubRfEpqM/6BCvoroUN9vofAc9ECr2PNEeT\ngLxRudFHU5IS3w72Ri8cn7Qqaec5X7tePvjetJvWN67NqmnIFEJkAjeja5R+12zs+2Ns7cVoNBqN\nRtPD+TdN8ke+XC7E4qp42sqaOYNXVq4VcGFGbP104OZB8aoXUOlPU1HOXeuAvzqvvw7YpSBcfixA\nZb7fBv4EnJZdFj6w1Vy3oJrWPu9YiP8KK+hOAOcAzwKWWRTfsasu1IkkjUe58X0eMO37Aqad1VXj\nazSOSHoZ9TMydSMiKRt4BPhTs0hyOA5l+vCE8/XVwKOjcqNZwF7+XnVpWa7132Ql6qpWvv5lys2x\nBFlu18MAjji6BlWb9btECLFICLF/F4wzTQhR22KrF0LYQoid2jk/SwjxshCizlnDKZ1dQ3egI0oa\njUaj0XQUISaTZHzCEaNtefDoWM3E3KalA3wvr0/xJM3P6ucCllZ4fG+i0uLGlMdyhqKeeu84w5O/\nsiBcvicqzWjHWf68SoDssvABqAL1nSrz/aubp/KVRpOB14HFwF9b91hqiVkUPxUVAZpqBd0fdOUl\nO3biJcAJKAH3YHs3tRrN5hAw7VRUH6QqIBCyjDbropw+Ys8CYSvovqh5fxt24ENQVvx5o3KjNwlk\n5fCstYWjkyOVO69dNPLQO150J935iRDgJWHXtjVXZ+iJESUhxELgz1LK97t43D8C10opR7Vz/Fnn\nv2cAO6Eac+8updzqTbB1REmj0Wg0mq5Eyi+AD/h6hUvMX1OTsazqx4GrqwYBh/pra54F/joiFlmG\nisRcNcOT/yPqiffdALP8ec39Z+5rHrIy3/8+Sig95aTjARAp9DYCJwK7AVdsbFlW0P0McBLwnFkU\nD3TdBUPIMiIhyzgH2A84GPghYNpHO455Gk2HCJh2GuoBQISNiCSHM1AOgle32n8B8H2k0Nv8UOBq\n4JFRuVEDOHlQ79rFqaJxmVc29M+trGxMeneeEJkp4e4QST0RIUQIZTTyuhMFurQLh/8T6vdZW/Om\noyKB10kp10kpP0O1S2jzd5YQYqQQ4mMhRI0QIiKEeK7FsTFCiHeFEJVCiLlCiBNbHEsVQtztRKxq\nhBCfCCFSOnIRWihpNBqNRrMlJOwiltdK5qzyJa2KTnTFGsf2idY9k94YuxIp/wbchhI2f53OzOHA\njcAe02JlBzgjXAOYBeHyI1uMej2QCVzYcqpIobcW1cD2bF9p9NSNLcsKuj9CiZmbzKL4Nc7T+C4j\nZBk/hizjcOB8VH3HBwHTbjO9RqNpi4Bpp6MiCMuBP25MJJlF8Z2AW4HjraB7Qz8lxw78MmfDiSad\ngHoYcR7wgttl/6FvUl1l33h03eC5S1KZXwWSO7rtwnoYUsoAyu1wipSyl5TyLgBHVFS3s12+qXGF\nEEOAvWhHKKEcIBNSyvkt9n2HstJvixuBt6WUmSizk6AzTzrwLqrnlg+V6vygEGIH53V3oaJVJpCF\n+qx0yIZfp95pNBqNRrOlJBml+NL/wPFjVzflD11cM9qfNn9w/+SE4Zq+qI/vHpRd+L7AbtdzxLHT\nYmVHAXcCE2Z48mMF4fJ9gBmoFLxqgOyy8DCgDDisMt//VcvpfKXRHYH3gRMjhd6PN7Y0syg+AHUz\n+gVwjlPL1KU4jUHPQKXkvQVcE7KMFV09j+a3Q8C0M1CfywrgzJBlNLV3rlkUz0Q1br7WCrqfa3nM\nsQOviRR6LwXILgs/CkRG5UZvARb50tad0Tsl9uAOyaszdqta4N6/+LkU49EvhEjYKUjZLZb3W5x6\nZw7umptxa2mH73md1LszpJRdlqorhLgO2E9K2WbtkxBiL+AFKaW/xb4zgVOllPu1cf5TKJv86VLK\n5S32nwycK6Xcu8W+R1AC/CagDsiXUs7exHp16p1Go9FoNF1Ok7yK1fUJZq/KMFbX5iXXNRj+NTXv\nJEl7upD2dcC9HrvxPmDCdGYePMOT/xowF+cp+Cx/3seoGo17m4eszPcvRD0Rfy67LNyr5XSRQu9s\n4BTgBV9pdAc2ghV0rwD2RqXWvGoWxTO67LodQpaRCFnGI6gnxKuA2QHTvt5Jq9JofoFjO2/h1BVt\nQiQJ4B/A222IpJ2AKaibYbLLwkNR7pD3AKcDn3hT4kfnuOqtPon6SO7K1cL4eKEQvVPKu0skdQpr\nqeiSbfvhNJSJTXvUoXqHtaQ30F5K5OWAAP4rhPhBCHG6s38IkN8y4oVqnN0PyEZZ61ds4TUAWihp\nNBqNRrPlSLkKuJ8fV6eKuatlxuI1Mn3d+pOEbS8fXh1JA1yDGmuOAS4C7pvOzGSgCLhwWqxshDPK\nlcDeBeHyw5qHrcz3v4Ayf3iw9ZSRQu/7qBuHN530o3Zx3MGORPXN+dgsim/0/C0lZBnRkGVcCewK\njAXKA6YdCJi2vs/QABAw7aOBz4C/A+eELGNTKVAXodKsLmm507EDvxcojhR6my29rwYeGpUbXQtc\nnJrU+ChwXB9jfW6/eDRnwI9LXCyqhkRTSVde02+EX0WzHCe62na2Kzc2mBBiD1T/r5c2ctrPQJIQ\nYmSLfRNRzbN/vUApV0kpz5JSDgT+gkqvG4FKG/xYStmnxdZLSnkuUImKQo1sa8zNRf8C02g0Go2m\nM9jyFqobGvhuZZKxujYnpbp+6eBVlT8IuM6TaLwOuG1IrPJd1B/1c2d48hej0u/+Pi1WJmb58+qA\ns4CHC8LlLZ+yXgDskl0WPq31lJFC71PAk8AbvtLoRiNFVtDdCPwZVSxtmUXxjUaiOkPIMhaGLGMq\ncDIqKvZFwLQP0YYPv18Cpu0KmPbNqP5HR4Ys45GQZWw01cwsiu+Bqu87yQq6W0eAjkXVmzwBG1JV\nj0eJp+OAFQO89TulifhH6TI+vG80StrMH5NotG3Wxl7o4sv7LbAKGNFyh5QywxEcbW23bWK8PwIv\nSSnbbWbsHPs/YLoQIk0IsSfqgU6orfOFECcKIQY5X9agxF0Tqv/caCHEH4QQyc42WQgxRkppA6XA\nPUIIvxDCJYQwhRDuTb8l/0MLJY1Go9FoOoOUtUh5HeVrUpi72pu2vMrviTdOS0o0fTg4WrU38EUS\n9sUog4ZrpjOzL+qmLhd1g8csf957qKLkDTchlfn+dSjBcXd2WXh0GzNPB2YDz7bXY6kZK+iWVtA9\nHbgB+Mgsiu/byaveKCHL+BxVQH0Lytnvo4Bp79mdc2q2PwKmnYOqXTOBXUOWUbap15hF8b4oW/1C\nK+he1PKYYwd+F3BRpNDbXHPXHE2qAi4XyLuBc/on1zVmJ+pWDg6vzjBmLRHC6/kSKdtN9fsdcytw\nrZO6dnFnBnIc5U6kjbQ7IcTVQog3W+w6B0gFVqPMGP4qpfypnaF3BWYJIWpRD3yKpJSLpJR1KAfO\nqai6pLBzPc1i6FLU78gvUBGmW+mg9tFmDhqNRqPRdBYh3BhiCeN8qRw/vnL9TrmL6/yZFQsG9T+2\nMjX9qOrUjFeBHSs8vkuB3tdzxJ+nxcr2Rhk5jJ3hya8tCJdnolJPTp3lz/tP89DZZeFzUBEhszLf\n/4un606PpTdRqSznbazHUjNmUfwAVE+aS62guz1Xqi7DMXyYhjJ8mIMyfPimu+fVbFsCpr0rKv3q\nedT3fJNmImZR3AW8DXxhBd2trcDxlUavAHaPFHqPhg3RpC+BUaNyoxOBh4b3qbnOJeyL7Ldm7nj4\nTpmu49613Cnnv+YSycaBojb+FbCHlHJm113p/+iJfZQ02sxBo9FoNJruRco4tryQ+VXJlK/ulxKu\nGetKNB2TEos/l72+/ixUCshNqCjQEdOZuesMT/5/UA52JQCz/Hk1wLnA4wXh8tQWoz8ELKJFtKkZ\np8fSCSgr3ktaH28LK+h+H9gXKDGL4iVdbR/eGsfw4SkgD+V2NjNg2i8ETHtMd86r2XYETPsMlIC/\nJGQZV2yOSHK4DkhG2eT/ghZ24C17/VwDPFiZ769yjt0tBOf3T6r7YUdz6OJ/XfW8sf7lHwwg0VuJ\npJtRdVIazWahI0oajUaj0XQFQhi4xBxGZA3mhPHLYzsPXlw7KLumIte/V4Mr6aRlvbNfAA6r8Ph2\nQkWI9iyP5WQDPwIHzfDkfwdQEC5/Dlgyy5+3oV9Jdlk4C/gGOKcy3/+rp+G+0uhg4HPgkkihd7Pq\nMMyieD/gNWA+Ks1pq7iBOT10zkPd8L4OlIQsY/HWmFvTvQRMOwVVi7QHcFzIMuZu7mvNovjBKJe7\nXayge2Xr477S6GPA2hZ24MOB/wKjR+VGBwDv5vZee3Syy/7X6OQ1lXkNq3wT//Nf399OfDL5XJf4\naPza2BzgGillTeuxuwodUeqZ6IiSRqPRaDTdjZQ2TfIcFtUIfl4z0L26dhdXomkvb926f6Q0JYqR\n8gbg7vSmhidRT82nzfDkR1BPxR+eFitr/pt8PnBaQbh8cvPQzhPzPwBPZJeFB7SeOlLoXYoqhv67\nrzS6x+Ys1wq6V6Ea03qA98yieM6WXnpHCFlGfcgybgdGoeoKvg6YdjBg2v22xvya7iFg2kOAT1A2\nz/kdFEmDUM1Jp7UjknajhR24Q8to0qXA35Jd8i9eI/ZGGo05WevrPMPLV7gua2hk/NrYvsCd3SmS\nNL9NtFDSaDQajaarkPIDmuzv+Wq5IRZUrslYWjm7b9XaAqQcMLx69TKgb/9E7ZEoMXTbdGb2wnHv\nAgoBZvnzIsDFwBMF4fINDk2V+f5PUHbhT2eXhV2tp44Uer8FAsC/fKXRtswffoUVdK8DTkJFoyyz\nKD5qSy+9o4QsoyZkGdcBO6AcrOYETPvmgGn32Vpr0HQNAdM+CNUk+Tng5JBltNcP51eYRfFk4AXg\nPivo/qj1cceo5FHg0mY7cCeadDRwb0G4fCBwVHba+ueB4/ol1fXJaqwLD1pTmbrutR/FHYgEMAy4\nTAiR2akL1fzu0EJJo9FoNJqupEmez9Io/LzGn7SmbrIr1jg4pzr6vAG3C2lfCtw1Ihb5GngPuGaG\nJ98GzgZunhYry3ZGeRZlJ966Z8nNqL/dbfYyiRR63wGuBd7ylUb7bs5yraDbtoLuK1CW5Z+aRfG9\nOnjFnSJkGatDlnERsBOqUeQ8RzDpCNN2TsC0jYBpX41yOZsasoy7N2X93Qa3oxzJ7mjn+AVABHim\nxb5rgQcq8/3VzvF/ZqbETkyi6c0k7MP6xNeNTf1hsXHNrGXi+gz3S1LKRagI1M1aLGk6gq5R0mg0\nGo2mq0ky3mZAr/04ftyypl1yl9SM6p8zf3D/SoR4Zn5Wv2OAdys8vudQ1rXm9Rwxb1qsLAikzPDk\nnwVQEC4fhKpL2m+WP29DI8bssvAglNPXcZX5/s/bmt5XGr0JOBDYP1LoXbe5y3bqRJ4GLrKC7hlb\ndvGdI2DaI1CpVFNREYq7QpZRsS3WommfgGkPR9UjZQEnhixjWUfHMIvixwF3o+qSqlof95VGhwBf\nAQWRQu98gOyy8AhU9GrkqNyoDSxMMuzJQzKjHw9Jrn5hgL12z51WLxq85pJn+u394myjj8sYQiyx\nBMARSdr1TvMLdI2SRqPRaDRbkyZ5IctrbeZGcozKuonJ68rg4VMAACAASURBVGKJgaurPgJuSGmM\nXwdcPSIWiaOeot/jvOo6YMq0WFkBwCx/3jLUU/AnCsLlG1LtKvP9y1ANap/JLgu3l6Z2Hcqk4Wlf\nafRXaXrtYQXd/wb2B242i+LXd7cjXluELKMiZBlnA2NQkYYyxyVvl629Fs2vCZh2esC0b0L1pvkc\n2GcLRdJI4GFUU9m2RJIAHgDuaxZJDtcCf6/M99egfg7eGZIZ3RnkohSRODKrsT7bH6nOPmpxtdEn\n3b2mWSQBSClrukskaX6baKGk0Wg0Gk1XI+VcBK/w/apU8XOkLmPxmvVpsfgZwrb/M6i2+ihUb5kb\ngPuBvOnMPGyGJ38tcDnw4LRYWbO4eQyoRzWr3UBlvv81lGPdY9ll4V+JGaef0hlAH1SDzs3GCrp/\nQDUIPRJ4yiyKezry+q4iZBmrQpZxLaq+xAJeCZj2ewHTPjhg2vrp/FYmYNoiYNqnAHNR35OJIcu4\nOWQZ8Y6OZRbFU1E9lm6wgu4v2jntOGA4KiUUgOyy8EjU5/I+p37vQuf4+TmudR+myITo3bAus+/P\ny6F8DQj+1tG1aTQt0UJJo9FoNJruoElewcq6JuZGMozK+uHutesWDgmvWQSc56uPPgxMHRGLDEfd\n7N03nZluVAPaKKpmiVn+PAmcCVxVEC4f2WqGy4GRqKfqvyJS6I2hbjYP8ZVGL+jI0q2gO4zqtdQL\neMcsimd15PVdScgyakOWcS8wAuWMdg/KKe8Up5mtppsJmPZOwH9QvYpOCVnGtC2JIrXgb8BPqB5h\nv8JXGvWiHiL81fkcN3Mt8DcnmnQK8NOIrBoJjMhyrR+X3Vi7ckBNtUj9aJ6LtQ2wNnZPG8NrNJuN\nFkoajUaj0XQHUi4B/sEPq9Mpj4j0ZVWZyYnEGUmJxNO9Y+svAm4F7ryeI95EpcmdP8OTL4FzgOJp\nsbJ+ALP8eRXALcBjBeHyDX+3K/P9DcDJwE3ZZeHxbS0hUuitBg4HLveVRo/tyPKtoLse1cz2S7ay\nI15bhCwjHrKMfwITUKmFZwM/B0z73IBpp23Ltf1WCZi2L2DajwJvoUTq5JBlfNqZMc2i+F+APYGz\nrKC7vUL5m4C3I4Xe/zTvcKJJU4D7C8LlAlXHdidwvkckQgb2/t5Ew4R+K9ekGv9ZZIgMdzlS1nVm\nrb8HhBCLhBD7d8E404QQtS22eiGELYTYqZ3zPxJCrG9x/k+dXUN3oIWSRqPRaDTdhS2LWbMuwZxV\nLrG6rndKZd1XQ8JrkoApQ6sjHwF5M2JPHoSyA79qOjP7zfDkz0E13ryzxUj3A6mo6NIGKvP95ain\n/M9nl4XbFAuRQu8ilJXyo77SaEFHlm8F3U1W0H0pcC/KEe/gjry+OwhZhh2yjDdClrE3MA04CFjo\nOOW1jrpptoCAaScHTPsCYA6wDtghZBmPhSyjqTPjmkXxY4Fi4Egr6G7TQtxXGp2Msqy/otWha4Gg\nE006FGga1qfma+C4QclrRZ+m9d/l1NdWZ89Z7mZRtSBhT+/MWn9HSKDTqaxSyhlSyl7NG+qBT4WU\n8puNzHtui9fs0Nk1dAdaKGk0Go1G011IGQHuZe6aDOat7pUarh5t2PbU1IbYQ0nSvgUlcu4ZEYtU\noCyWmxtqTgf2nRYr2xtglj+vCVVzdFNBuHxwq1meAr5FiZk2iRR6vwROB172lUZHdPQyrKD7YdTN\n61NmUfyibWHy0BYhy7BClnEMsA9KSH4WMO3/BEz79IBpZ2zj5fVInJ5I36KiN/uELOPCkGVUd3Zc\nsyi+D/AISiTNa+ucFj2TLosUeiub92eXhXcAjgCCzq7LgLsMwZ9Bvpok5LTMRH12v+qafu53yw0R\nSzRR3/hCZ9f8W0cIEQJygdedqM6lXTj8n1BRyI0uYXMGEkKMFEJ8LISoEUJEhBDPtTg2RgjxrhCi\nUggxVwhxYotjqUKIu52oWY0Q4hMhREpHLkILJY1Go9FouhNb3k51Q4zZq6RYWZtIC9d8NnB11Rhg\nxIiqVetQzm5noMTRlOnM3HmGJ78OFWV6cFqsLBlglj/vR1Rtx0NO6hEAlfl+iUpDOyC7LHwi7RAp\n9L7hzPGWrzSa09HLsILuj1EmD38EnjSL4h264ehOQpYxN2QZFwODUTVMxwBLA6b9j4Bp76XNHzZN\nwLSHB0z7ZZSYuQY4OGQZc7pibLMoPhF4ETjFCrq/2sipRUAVyqK+JbcCt1fm+2sKwuW7ACN7pzS8\nBJwzMKn2O4/dWOWNNwzov2RVgi+XC9LdnyBloivW/ltGShlA9Wub4kR17gJwREV1O9vlmxpXCDEE\n2ItNC6VbHeHzqRBin42cdyPwtpQyExiII5iFEOnAu6jPiw/VUuBBIURzdOouVH82E2Vjfxlgb2r9\nLdFCSaPRaDSa7kTKWqQs4efKVOat6e+J1O4mmux9MqP1jwi407DtS4CSEbEIqNqb4HRmCuBfwHLU\nzWMzt6GeAJ/acorKfH8UdZPwQHZZeFh7S4kUeh9yxn3DVxpN7+ilWEH3ImAPVPTmY7MoPqCjY3Qn\nTh3TKyHLOBrYAfgRZUH9c8C0rwmYduto3O8ap2HsAQHTfhpl9/0lMNZ5D7uk0aZZFB8GzATOs4Lu\n99s7z1cazYX/Z++8w9uqzj/+OR5SppJYUZKbhAycRAl7FUlhU7ZZLVAKIjSoUEaK2bsYMKOs0mJm\nf4AIpGLTsgwt0LIKsphhJEHZ+8aWZTuyY1uyrfP741yDcWzHM4nT83me+9i698zIsc+r932/L9cD\nF1qqjQA4I+YBqMPug9atq4C/jBxUnwesGpKZOmpkY03p6ERV7dD5awayNgHJxht6Y+1bDSFkr1y9\nhJRyuJRyRDtXe4WBW3I28KGUclUHba5BqSeORXkRXxdC7NxO2xQwSQgxTkqZklI21487HlghpXxK\nSpmWUs4H/g6cJoTIQHnRL5FSmtbzEilll1QataGk0Wg0Gk1fI3mY6tQmvjabxNqq+JC1FZ+OrEoc\ni5TVO1fF9gDeBK5D5SYNAk63hB1+D1znT0bGA5QY7hQQAO7zmtFRLaeIe4zPgbuAZ50RM7uD1VwP\nRIHnrFCnLmGJPJyOkif/1Jef8nR1jK3BvHDGhnnhjHuB3VC5TOOBr2f50v+a5UufPsuX3m48Ylub\nWb70pFm+9M3AclTB188AtyX3Xd9b8/jyU6OAfwF3hots7YbCWTWTHgTujwUci5vvW9L3dwMFcY9R\n7zWjk1GFlB8D8odkJJ///pXwTGLxn7kqqpxZ/16SIYSoG1bXuFAIkddb++hzpBS9cm0/nI0KCW4X\nKeWnUspNUsoGKeXTwMco4Zm2uBoVpvepEOI7IcQ51v2JgKelxwv1IdJowAkMAHpUrFobShqNRqPR\n9DVS1pOW17C0wsay8onZFZsOymhsmjA6XvUScOvgVP3twLm5ydhOwCXA3YUUDwrZPUuAh/mxKC0l\nhvtzYC60WSPmz6jQpXYT2a1P688FsoFHrUNqlwgX2WS4yHY7KmH7DV9+6jddHWNrMS+cIeeFMz61\nitiOQx3gzgXWzvKlH53lS584y5d2bNtV9j2zfOlBs3zps2b50v9GeY6cwC/mhTP2mhfOuH9eOKO8\nN+fz5aeGoj4AeD5cZHtwC81PBqahjKKWnISSqG8OxbsceCw3p2pnIHdsVvXE3fafGHnh6meE/ZvV\ngm9LhZmd8UoCbkcdvDVbZjNPlBCippWCXcvr2o4GE0IcABioOlm9s0ApS6WUv5NSjgPOR4XX5aLC\nBj9o5fEaKqWcgwpprkeVUOg2Qspe89RtdwghpNy+LGyNRqPR/K8iRBYZYhlu5whO2mVV4+5jVyRy\nR09astOY7xHi26U5owUww2+ffUYhxc8B3xeQd7M/GRmICiG7IGT3vA3gNaMDga+Bq0sM9ystp3FG\nzFHAV8DsuMd4p73luIKJIcD7QHEs4Lipu9vy5ad2BV4BXgeuDhfZ+kVuyCxfegLKM3YU4EX9m70D\nvA183lOFt+0BKzfLgwpBOg2IAEHgtXnhjGRHfXuCVaT4DWAFcH4HMuDNNZMWAGfFAo4Pmu87I2YW\n8C1wedxjvOU1o05gCbBrbk7VrRmkV0+1V/x+cn3ZykmLFruf+e1TQ675ZkPGz5rk0+Uq3Kqqr/bX\nHu2dO7fn86gQIgwEpZSP9dJ4/wfYpJSzO2gzDPV/7gOgEfX/8K/AXlLKpW20Pw0ISynXCiF2RXlA\ndwHKge9QiojPW833AqqllN8LIR4EpgOzgDJgf+CL1uF3Hb0/2lDSaDQajWZrIcQvGZD1NCe6pTwk\nt2HjbuOX1w0Z+Nxqw3XdpmzbfubQER8Bpy2zu9YBXwL7FJC32p+MHI/yKu0esnuSAF4zehDwHLBb\nieH+iSqZM2L+HJgH7B33GKXtLccVTIxGffJ+Tyzg+Gt3t2UVpG1Wojo9XGTrsUra1sSqw3QQymg6\nCuV5+jfKaHpnXjhj5bZbXdeZ5UuPQR0Oz0F5Dp8Enu5hkdhO4ctPZQDPAHbgtC0Zzq5g4n5gaCzg\nCLS874yY56GKyv487jGk14zeCEzKzam6Blgy2VZx7VCZ/M20TaXTvQsWZdRf+Lxj5/kbBDBZSrmy\nL/a2JfqpoXQiyjvtAG6VUna7SK+lKGcCv5RSvtfq2fXAgVLK44QQLlTe2nSgCVV8+EYpZZs5bEKI\nu1Dhs8OAUuBOKeXj1rNpqN+N+6Mi5eYDl0spv7HW80fUhwRDrGfHSCnrW42vDSWNRqPRaLY5Qggy\nxQJ2HjGRE2esbNpj3JqNbmOXZeNHv5LOyLAtzRkdBi4AZi6zuwqAGQXk/RrAn4y8Cnwasntubx7O\na0YfAIaUGO5zWk/ljJh3APsAx8U9RrtKT5Zc+EfARbGA45X22m0JX34qCxU6dQJwUrjI1iuKaduC\nWb70WFQuzFGoOk0bUUbT28D788IZiW24vJ8wy5fORglX7G1d+wC7A/9AeY8+7i1hhi1hycbfD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2inCR7VzgLOBuX37q77781A4RyrO948tPXYD6mTk+XGR7tZvD3AGsQsmIb4YzYo4DLgBaFoo9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\nyQO3nZyMO1seCUpCCCGEaNk0bQDwLq2SfmeksTdJ2gz2Nb6kVfJE4H+oYPQ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"text": [ "" ] } ], "prompt_number": 96 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Around 7.5 seconds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] } ], "metadata": {} } ] }