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The rotating cone problem SLCN vs SUPG
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# The rotating cone problem\n", | |
| "\n", | |
| "Over a unit square a blob of heat is rotated one revolution subject to a high peclet number regime. The evolution of the heat is governed by the advection diffusion equation. \n", | |
| "\n", | |
| "In Underworld this equation can be numerically approximated using 2 different methods: the Streamline Upwind Petrov Galerkin method (**SUPG**); and the Semi-Lagrangian Crank Nicholson method (**SLCN**). Various numerical parameters can be investigate in the model below.\n", | |
| "\n", | |
| "This classical test problem is taken from J. Donea and A. Huerta, _Finite Element Methods for Flow Problems (2003)_ with an initial field (temperature in this case) given:\n", | |
| "\n", | |
| " \n", | |
| "$$\n", | |
| "T(x,y,0) = \n", | |
| "\\begin{array}{cc}\n", | |
| " \\biggl\\{ & \n", | |
| " \\begin{array}{cc}\n", | |
| " 0.25(1+\\cos(\\pi \\hat{x}))(1+\\cos(\\pi \\hat{y})) & \\hat{x}^2 + \\hat{y}^2 < 1, \\\\\n", | |
| " 0 & \\hat{x}^2 + \\hat{y}^2 \\ge 1, \\\\\n", | |
| " \\end{array}\n", | |
| "\\end{array}\n", | |
| "$$\n", | |
| "\n", | |
| "where \n", | |
| "\n", | |
| "$$\n", | |
| "(\\hat{x}, \\hat{y}) = (x-x_0 ,y-y_0)/\\sigma\n", | |
| "$$\n", | |
| "\n", | |
| "with $(x_0, y_0)$ as the center of the blob. A solid body rotation field $V(x,y) = (-y,x)$ is utilised, along with a fixed timestep of $dt = \\frac{\\pi}{100} $.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import underworld as uw\n", | |
| "import underworld.function as fn\n", | |
| "import glucifer\n", | |
| "import numpy as np" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# numerical parameters\n", | |
| "nEls = 30 # number of elements in x & y\n", | |
| "dt = 2*np.pi/200 # timestep size" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def runModel(method, nEls = nEls, dt = dt, elementType='Q1', viz = 1, rotations=1.):\n", | |
| " \"\"\"\n", | |
| " Defines and executes \"rotating cone problem\" numerical model.\n", | |
| " \n", | |
| " Args\n", | |
| " ----\n", | |
| " method : str, \"SUPG\" or \"SLCN\"\n", | |
| " The numerical scheme used to evolve the temperature in time.\n", | |
| " \n", | |
| " nEls : int\n", | |
| " The number of elements of that define the numerical domain, \n", | |
| " equal in both axis.\n", | |
| " \n", | |
| " dt : float\n", | |
| " The dimensionless timestep size used to integrate the temperature \n", | |
| " field one time step.\n", | |
| " \n", | |
| " Q1 : str\n", | |
| " The underworld finite element type used to approximate the temperature field \n", | |
| " \n", | |
| " viz : bool\n", | |
| " Show the initial and final timesteps of the model\n", | |
| "\n", | |
| " rotations: float\n", | |
| " Number of rotations to perform.\n", | |
| " \n", | |
| " Returns\n", | |
| " -------\n", | |
| " maxT : float\n", | |
| " The maximum temperature after one revolution.\n", | |
| " \n", | |
| " avgT : float\n", | |
| " The average temperature after one revolution.\n", | |
| " \n", | |
| " num_t : float\n", | |
| " Wall time (fractional seconds) taken to complete.\n", | |
| " \n", | |
| " steps : int\n", | |
| " The number of discrete time steps to taken to complete.\n", | |
| " \"\"\"\n", | |
| " \n", | |
| " # default model parameters\n", | |
| " sigma = 0.2 # width of blob\n", | |
| " x_0 = (1./6, 1./6) # position of blob\n", | |
| " kappa = 1e-6 # thermal diffusion (entire domain)\n", | |
| " # unit 2D mesh max/min coords\n", | |
| " minCoord = [-0.5,-0.5]\n", | |
| " maxCoord = [0.5,0.5]\n", | |
| " \n", | |
| " mesh = uw.mesh.FeMesh_Cartesian(elementType = elementType, \n", | |
| " elementRes = (nEls,nEls),\n", | |
| " minCoord = minCoord,\n", | |
| " maxCoord = maxCoord )\n", | |
| "\n", | |
| " tField = mesh.add_variable(1)\n", | |
| " vField = mesh.add_variable(2)\n", | |
| "\n", | |
| " all_walls = mesh.specialSets[\"AllWalls_VertexSet\"]\n", | |
| "\n", | |
| " fig = glucifer.Figure(figsize=(400,400))\n", | |
| " fig.VectorArrows(mesh,vField)\n", | |
| " fig.Surface(mesh,tField, valueRange=[0.,1.], colourBar=False);\n", | |
| "\n", | |
| " # functions to define the cosine hill\n", | |
| " fn_X = (fn.input()[0]-x_0[0])/sigma\n", | |
| " fn_Y = (fn.input()[1]-x_0[1])/sigma\n", | |
| " \n", | |
| " fn_inside = ( fn.math.pow(fn_X,2.) + fn.math.pow(fn_Y,2.) ) < 1.\n", | |
| " fn_hill = 0.25 * ( 1.+fn.math.cos(np.pi*fn_X) ) * ( 1.+fn.math.cos(np.pi*fn_Y) )\n", | |
| "\n", | |
| " fn_ic = fn.branching.conditional([(fn_inside, fn_hill ), \n", | |
| " (True , 0.)])\n", | |
| " \n", | |
| " # evaluate the function over the mesh and store on the tField\n", | |
| " tField.data[:] = fn_ic.evaluate(mesh)\n", | |
| "\n", | |
| " x_vel = -1.*uw.function.coord()[1]\n", | |
| " y_vel = 1.*uw.function.coord()[0]\n", | |
| "\n", | |
| " vField.data[:,0] = x_vel.evaluate(mesh).reshape(-1)\n", | |
| " vField.data[:,1] = y_vel.evaluate(mesh).reshape(-1)\n", | |
| "\n", | |
| " fn_K = uw.function.misc.constant(kappa)\n", | |
| "\n", | |
| " measureT = fn.view.min_max(tField,fn_auxiliary=fn.input())\n", | |
| " measureT.evaluate(mesh);\n", | |
| " maxT = measureT.max_global()\n", | |
| " \n", | |
| " intT,vol = mesh.integrate(fn=(tField,1.))\n", | |
| " avgT = intT/vol\n", | |
| "\n", | |
| " dbc = uw.conditions.DirichletCondition(variable=tField,\n", | |
| " indexSetsPerDof=all_walls)\n", | |
| "\n", | |
| " # extra variable needed with supg\n", | |
| " tDotField = None\n", | |
| " if method == \"SUPG\":\n", | |
| " tDotField = mesh.add_variable( nodeDofCount=1, dataType='double')\n", | |
| " \n", | |
| " system = uw.systems.AdvectionDiffusion( phiField = tField,\n", | |
| " method = method,\n", | |
| " phiDotField = tDotField,\n", | |
| " velocityField = vField,\n", | |
| " fn_diffusivity = fn_K,\n", | |
| " conditions = [dbc], kwages=None )\n", | |
| " \n", | |
| " from timeit import default_timer as timer\n", | |
| "\n", | |
| " t0 = timer()\n", | |
| " num_t = 0\n", | |
| " time = 0\n", | |
| " steps = 0\n", | |
| "\n", | |
| " if dt < 0:\n", | |
| " dt = system.get_max_dt()\n", | |
| " \n", | |
| " while time < rotations*2.*np.pi:\n", | |
| " system.integrate(dt)\n", | |
| "\n", | |
| " time += dt\n", | |
| " steps += 1\n", | |
| " fig.save_image(\"{}/{}\".format(method, str(steps).zfill(4)))\n", | |
| "\n", | |
| " num_t = timer()-t0\n", | |
| "\n", | |
| " if viz: \n", | |
| " fig.show()\n", | |
| "\n", | |
| " measureT = fn.view.min_max(tField,fn_auxiliary=fn.input())\n", | |
| " measureT.evaluate(mesh);\n", | |
| " maxT = measureT.max_global()\n", | |
| "\n", | |
| " intT,vol = mesh.integrate(fn=(tField,1.))\n", | |
| " avgT = intT/vol\n", | |
| "\n", | |
| " if uw.mpi.rank == 0:\n", | |
| " print(\"{}: t_max={:.4f}, t_av={:.4f}, wall time={:.4e}, its={}, dt={:.4e}\".format(system.method, maxT, avgT, num_t, steps, dt))\n", | |
| " \n", | |
| " return maxT, avgT, num_t, steps, nEls, dt\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import os\n", | |
| "if uw.mpi.rank==0:\n", | |
| " os.makedirs(\"SLCN\",exist_ok=True)\n", | |
| " os.makedirs(\"SUPG\",exist_ok=True)\n", | |
| "uw.mpi.barrier()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": { | |
| "scrolled": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
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nUHvnCJgzn+CACB2ZdtCHzgMn3T44nxWGRS+5BIy5wrN5cuWVm6ZKV/dvWh1uucWlhz1zaFNm5dcOv2spqGQ63rEk4m+6us36CWBNSSAF7zB1vXZT5uGamkvK6x+vq7Bx/8stM9BwCxabz1CtM2LFCFhWPZ3Zljec5eMbizuXRJrbv6/0d3tSJT2O32JMcZOaJ0SW3mB3vGyxRLX+H42/K6RhczMKLXZjwawbo9aCmIX5Hs63EU8UBTFMvdjTzX4bT+n1zvtHRxbVlNQ3FoWaZvIDYtiO1sHo9G5qzefKy7IxWPzaprzD2HRhtLjEcjM5fUasnEkV2tyb7nXVQZBX4t+SuDTqvBII7sah3t7Qxli4yfFp2FSfDZ65S+F6s1ZK/pfmRX67vPVjjGyl0JbRzCitVCMqyS8Thj+V2c7CCrKLO5dLCQU7Kvp6J+Q/Z7cqS7Q/5dOJw72ddzIhrRxhKCoSw7gObt6L5OPF+igrtcgkIueYw7gJR3ZFermEvCMmhcsI9d4QodWFpgUdNDyb6e8ehryb4eHEZeFArL4xxsCQsAsAYpANCxxLHujnhXO1bpc8TmjGG5vvvF+Irc+yIwbuhuGl28EaS5JGx2MEvffDjr0D0fz1IP3iMsA8m+noH7NuUzA4Xrvq5ZMoeHIdheW+PRCCbO5HIzaGOjWBwZePU4rAU6aYKyPKEsFhRO9vUIGZWFMvCYuCYdlJwjz3U4JTvhvhGkg0cPO4oQHlZDLl1SOwNJlog/9hiPRt7uase5y2bVNc6oDOZy6eP9kex7Hm3k3Gfukrcb3bGlrKYht+lzrH0Htm3K+hA9LZyFfRd85nu28+54hKUDT0/V6s3u5rxxzVZYlshdzWw0IXO4Fhnw+7N0SS2W2R2PRuatbcrl2auNJQa23QwAlfUb0D1RXteYy4AMeaq+suUNFltvUrg26wQk0skJGSKb9nSP5IVm7MyltUWhcFkO84AkejuPdXcAwKy6xll1jZPeAPwWIcm+niO7WotDYUclRoHHfPO5xrK64U8LZ6VFyQ3O8ggLgFdiwBHkTr8wn3rwGNHLPaaD0Ry1JICOtqyKXQbDH+ivDBaFwpiv4LBm4aMAUL6q0WlBXn3p78kn1x8yznd/WpHt4pSNwVQ8luzroU6mp0/FY293tR/v6ykOhWdzlZpte0z/dKT70aEn28qWO1ZM6HNwMW0lOvWUkkBmd9hp4SwU5rz6k0dYElAIYEkzp9/mgq2O7GrFiyaHELIJ2liiv2UNXtxZL6B0sCO7Wof37ASAikvXO607GO9qx8ruudf/SkdBpWURACC58ZEJzGaFzMZgJgtR3vA7vZ3Dzz6qjSXO+ez3mGUdZv8dDCDe1R5/emd5XWOl3fQ5mX4YPiBT8ZiLGVIx1SZzx9PCWQPbNmljiQW3bper0LxHCUu+f7BuTO6ZBGJyUBdslYrH+r+yBpP0nJqfR3a1Du9pB+fEkex7buC+m7Htr6h2lJTIUaC5fFmQbY8JkMkEFK9CNFkSVgbCyn680r/UWhOWpX9ExAsGoI0l3u5qH+nuqFr9D7Pqrkn7uox8jFMuOcyzA5g8mfnUc5akJL4l3nwvlkgGAAxvVa9vQeXpqPDLaG/nyHMdqXjMhaWD3tNkf0/p4lpHV0wqHkO2AoBEb2eVNF3YpFBKAgs+873TPItEQSIjbWRQL6IfMhrJJrWI9BWW1TJFD0XvyQkLgMmUyBUX4+/5SgJzV2+eXb/hWHdH+kYYYYQZ3yAjUNNQHAoP7mzGWE3ul31l/QZ/ZTC6Y0sGf0LG2sq8xrGzPHjgyVn9LWsGdza7lvanEFNJWMm+npHnOjD3x2mWJqbkIek4nd5dpPMl+3sswf5JN1px6QZ/ZRDLKzva4fccT00GcR+TDIREgBGrdGLyx0R8jx2pTUJYxIaz7AiL8dWIhRkZY4wAAPGVBqousz72GAMCwAgQQBvGuhP+yuCCW7fHu9oHtm1yNJYjUNPgrwziuD87X9jp4qyBbTeXOrlZThOmmLAA4EQsUhR0Nk+nNpYY3WeQjiPuH+5qB1fxMgDIKscKMS24kGBzfIQ+srUNiaAkwuw5R+prYb1J2Mpun5hlXQaM6PqIm4CcuZj+zQRpC2xkFCGcs/S27eVBKp1bhQBQHAovbn4COcvuyj/1nIV+3ugDW5x2POWYMsJKxWNYmh0ATsQi/S1rJjUJE72dqG5E/Q1RtjT37WbN7ZxaTD8XlSPY/DxJGaXrLO7DYkQiLw4m90oXWTkRlllkpcsr8TnD6ADjHiyCnxLGDMK1kVF8gDWz+3WMQTpJ5g5UPRkK0UDunJV7/DdQ01B9fcuRXa1FU2orTBlhiYxBnL29wi7UIgPDKzhPUSoeq76+xV1Z2MKfcv29Bq5j0pxQXFghWwnyMq8jOjKZFHJUWEBsPeuiTZhOKgy5SXZpMYb+NcKYcKdx6YW9BFUx65cDl2B5clZWsTMJZx3Z1VpW00DHEpj5mItuKq9rFIms7vY5f0xZlLB8VWMqHsu90BWGKly7/TC983Sq2fwP45+hwpKc4sy416X/idlXJZEOI5J0kslL6m4Yg7LIys5WXPeI7diLLMZZBqUTkx1ePPyHnxrUxtIoT6xpx1ni/TxPPQ57yPDIz3hZihj9a1suAACluKyyfkNW3aDvJE6tcMlFF763ooRO5/XWxhIht7yOOeVz3XYfj0bA85qfOhBTQ5JXZn+WLqwAgOjkpXMTMd3lsmPeqsLszEwB8S22IkunIYZfZziqGNP3R48XEm45MsDJoEwCgOAnhBBDc5n2h+ssbWwU3Kbm+iuD8a72eFd7oKYhLak4o84S28LKf3R8dOjJ+3Ey9uxWyNy1TdpYAoC62NX8MWXlZRyNDhl6ss3dkHfgWZeuZ6/AgWAuOnqQkOk5n27H6aKJsxVDbcXf0V8qAArhCzCFMELEXyBE+lRa1EzvK2nr6N/P+GJ6KXZPfwnYBoUwfQ+JJPcIykOWKUVD5Jod+MIlLiaSQJQuqcWJJPq/siatRO0k8k34pIqCy0I5pLOqJQF3BXhPCQq64ihw19Xcax2POEVg/cY82WqyUc0Zgdmtp9kULVygFDL5wg2DjhH5lgazuwoYEFBkeWWOGEqmov5tAOlSK32HjJ1h/D9ZrQlxxLjsYoSgAmImr5b+kuk7or88+fZg7PH7y5bWlsxfVhwK6zuhf4/Jb2/JKSUEfCWBsuWXje7rHN3XCQ+C09TC0iW1GDcvXVzrKNcBuHQoXbwy5SSvcKpQ6IQ1uLO5KBTOp6S6i+GmiDzZKhWP4cAx12yV7Osp5ETTyfwuJmYx3pScULpa4S/TvOxMkaw8fU1DeYH0/VbCstUyIBEZsgeTXwIAg7GhwbG3B4tnVxfPrmaMMGA6eSH7Mv0lshXVnfG6b754djUdSwz86C78spp/f1opCQDRffVMdp5xU1E+moEPNIzuexoAypY3OL1mcDQrDt5w1BEAikLh0E33BmoaDu/YMrizucBL1BZuxVEAiHe1n4hG3DnasR581erNLqrZQd5shcGU6vXuBxsf2dUa72ov9Cce2jv2i66AFNDtNbStiGHNMW67MZUwVWHcQGMqYQphKgFFYSphPgV8CqgKUxXmI8ynMFUB7KIqzKfgCtgQ79gs/gxtvQthqsLK5p65/8dbf/v5tb/a9MHf/fO1uDP65ghTxEtF7CfIZuOZl1+PB2buZdf7SwOGVYs/XHLMkbSRSXihli2/7EQ04nROueJQuPr6lgW3bq9avRlH/znqi5uuXt9yIhop8Pk3C5ewxqORow+3unZdYUUOd9IsT7Ya6e4Y3NnsevaKRG/nwLZNpUtq5zssCi7vAM7W46LvKQT3Ouk3qvATEWAKSI4hBRQljbZkztKpSucslXOWmY9AUNXJeOyFb//TM82fevzGv3h5+1cy8Vc6W+E7K27+Eu7//A+tMdhK3zQY5EWYqu+n4UqbFV55xtILqz549Wjf8/FnOxSLMw4dcOJNbguj0FJLAtXr7z5r49b5G+89vGOLU87CR2Nl/QYc9OPifKklger1LUcfvmfKr5wsKJRqDRbgkEuMerj4fhwQ764evFu2YmLTAOBi/gIAgpN6YelRd5NfjHR3jPZ25lgqyxapeCzR24njPybZXZDMMdsVuKQiZquNf4peahDKSzb3xodi8Ze6Rt/YP/rG/sUf2TTvwnouTLhXXrIiubXILUqAYwMHfv3FGwFg8RXXvf9vN84oLTN2UpiBumWHbe76BgCA136+PfnWoK80MDJw4AMb7yyuqkavk25IAjAAyghjQBmh+A53S42/HZtRGZxIjh76n28yBgs/dRcVgUbTN+ipEpaMU1xhPBo5vOP2+Ru3usvSHNi2qSgUNmdL5Xqb42Sudm5fYyffo9UasqyQD+PkExbMQ1sxLFqExfycbhcA4l07sUiWizp5mImDtTTdzbuR7OsZ7e3UxhJYiTTdjk4vTWMhLLtUdaaXJ3720cWf/mbRbL0uKKcVjOiJuJ7Zmw7syO8ee+W/vgIAwYuvmnfhpXPOvcBfGuA+L2YSKRJ/iR07tOeJo6+8OPf9F0Sfe6Z0TnX4yuvK5pzJ9xtAJixBRvoHcDKZYAC+ksBbr7742s93zLvw0kV/83Ej04oRBkAZ6IQFwDhtgZmJDj/23bdf6grfdr9SEsAEeXMCF9FZLG2MNMuPs/B5b/afOrjNM+Q8eoSVAViZ11HxBgGskebOHMvHEhyPvja4s9mdywwLJZcuWeWC6bByqTaWqKzfkEORZRPpiNp+olxyJlWFZ2TZN54BqcAxDq4iwMajEW0sUbak9nhfj1ISCK5t8s8OAjA2lji0/fbjfc8DQNnSlb6SstL5YQAomh0sml1NAMrOWuafWYZspRgZAPqdoRB2LPJCf8f28zd9Kf7aC/HXXkglE+VnL6teeUnF2ctkbUUk/tK92wQAIJUcRW115JUXI7/4ib808L4r/65y0VL8UcJ3DrLUAh7XY4BMxBi8+vMdseefWXHzl85YsEwIJcrMIosB5YlaQkBRBvG9Tx9+7HsLP/XlklBYDPGRxJrBbqeWs9CLKlWXdHCbY9G3tLrMHmHZIRWPHWxdV72+xd2dP7Bt07vPVonezqHd33EXjhSVc/2VoVzWF7HnnKeu0IHCc/7GrYneTlGpedLh35YJbETU0l8Z9FcGgUBJaJlaErBkGCDQezXS2xn92T0faHmMEKBj7yQP7ycETrwdO/F2jBBIvrF/YiwxK7xyJPK8rzQQvv7/llQFBQEpsv4ioBB45/X9Q6++8NarLwJAqPbSee9fUTa3mlgEF+g3l0XzHX/rzb3/80Di6Jsrrrup+rwV6YRlsJXgHZ2MyPGhwZ77vzY7fME5q9f5SwIMCGUosggF3pBsQ/wGZLTRN/b3/+DueZdfX3nRNYBcBpy2Tj9n8dvB2W2e6O0c3Nm8qOkh6dLyCMsOB1vXuZ5l61DrOtczMrlmK2Sc0MZ7cy89CAA4C9aRXa1YshIAJs8TABja3ZaKx0qX1I50d5QuqZ10AKYAljkEgPJVjWUOZ44Rc4hZal3amoTESBXQFZMCQMcSvpkBBYyUS7TpdAc8pySFr2+kNdisgGFHAIBoz563Xn1x9Ohg2dzqM9+/ovq8C4pmlokqWmB3QAnAieOjf3z8fw51/+a8q/5uacOVsuQRbRB0gzyikxHZ/4uHXt/zRM0n/m/VuRdKCos3uGNLT3pg2BcokInjiUjbHWVLVwavukUa9EPSOQvMZVjz5CzJPVLmtC9OdCCVvvEIKw1px8gBXDOdC7ZCmYN5oQBQvb4l9ycYeuWVkgDWBpEYZxLCSvR2Yn2Pqis2505VwBknFY+diEbc+chskY2wCIAexRdRQiNcKOw+2YEls5XCzT0LSSlpDi+kp+NDg0f+uLd6+YrAnDPl1FNIO6bC737i+OjBZ38T+fXu6vNWLL/6YzNmBjhf6CcSRZNwriPvMAYnj492t33NVxr4wCduU0sC+L6htrABRLYo8R3KoOdTYagAACAASURBVP8Hd6WSo4s+eZdaEmBZOQuk6ylPzuL31I+ddgTrPeURlhl2KjRXIAs4ytjC0n3utBV6JcejEcmvmdNhTPb1YKHkqituSfNYZSMsMVkGAJTVNEzh2AgBS2DOyPAEnchkhkprpHFQGiUpnNEM3zwI25AZKkxSZERqQ/oBNWeTIk289uvdB//wm5Ufv3H2oiX8TTCEFScdQViovA737Nn30wfO/eimM1deaogsi2PLpM50Rjv6+0cHf/3jJZ++BycZs+UskVN6qjhrcGczAHORz2j2z3iEJSGDny8btLEEhvAzB2Kz9T3whUvKljeciEacshXOnAgAVVdslkgnp8N4sHXdidh+pbgsUNOQJQozLaAQWVsxSWRxthIJk4K/pAZPtmREDMSTs0mBYXKWvVXI8yFsYoWWoTxid4npf1lPCeeRnOhAqc5QwsoTUgvl0vjoaO9PHxh+vW/lp79YUhUUtMXpiWjMqrDw246/EXmtrWnRJ+8KLF1pyW+Q2ibCAomzXDguMGhYXneNu9nzeASsICahmOKhOSPdHUpJIFDTEN2xxWlIPtnXM/hgM4bznYYUsfLZ6L7OsuUNTk+/SAXOXNPDHtpYIsdZCAsEWRmUAYCSTlUSiwli0jnLMPSAgJHIbiYsrqqAKYqelkmkv0J2GfxlIimZwvSdFCaq/LtkaQMADBiTdA1jQAlwQw+4VgLuVgfKoLSsrPaGf3zzlb10LKESxggQRghjCgPKCFZnoMAoEEX3jKFzipUtCJ93e1ukrWlew/WzL7oGgIG+Okh/GWOEmDmrOBTGnFKnnCXqsk9WQssG5XWNyb6e6I4tC27d4ajjacIUE9Z4NDK8p70oGAYAp9VjMLiOZd2dbleUdR/d1+morDtmBlRf35IlCSATcKZ1Zzs69bCdRQFAJwGm2FEV8DQrWUaZnVM8tV12YAnCAiA8xVxPhTfMQ5O3XjGbh7JJKGsr21/AGDOrG0D6YoZxxyjFAYPcg87TrxgDjQChUH3eCsoIxe8CIAQYI0T/CtwyQ3mlEMZ1HCupqj5vS9uh//kmAJg5i2HJGsFZ8tFmeXNWdMeWolDY6RN67tqmgW2bhna3FUKp3ikmLCQdLOueisdUh6aZ3ujvGenuyF3uYkl4UV7ZkTTD4Qu5r/9ngCw6SyRMgYmqhFvdlrN0HaRKowVVcwaphbBUxWQqmoQY7yVrKxFGJNJepv8KxgBHLzNrQT4GaNPRzDqLAWFAABQGGgVN4immG8WEKEyjAHrhKL3MA/AngH9m2eIb7qKi8gMY2krmrPS5wlxzVnEoPHdt08C2mxc3P+7imj90z8cxDyb3jqcDU0xYqbhR1n1od7aiV+k6KNnfoxQHMC3AqdhZ+vVnHGalToGnr8AhO7alsTWi4gKTdJA5ZUEfeQeKNLQ43T9lISzLeGmiV60ypcvb+bAMhWjhLBHO06WW2atFGVMJ0RijjFCqs5WssxQKCgGNAiFAKFDkSkYoYwTpjAIoAIwQqvOU/obOabgpQoExIHp9eJNVKBLDbDgrtPFeF6csUNOQWr15YNvNC279nnz9TzrDbnEoPPfapsGdzXwW6CnDVBPWcAx4EZ8s5D3S3TG0u00mrGRfz9xrm3DKeKcbLZzZj6cRbHWWkVkurDC5GgHnLJs0K11hCTIysxLoZRv0AcZYF0HoLLMPXlZbtiahaQAjbwgxpfvFgYkcKEFJlIHKQKNACeN2HxHMRUEXWfhXY2DIK0IIZUQhenBRIUAZ1beLtMXMR5RRIMBEAVNuIeIeM52zZJeW66JDlfUbTkQjI92PVtavF2/ikLLsDtnK+g3Jvp4prz8zlYQ1Ho34K4KTpnpirRXLYcpdnWKIxF1ul4fM0O8d2fiSByETUZZAigDyd5gujowiDSCVauCEpZdz4cylgErM3MdFlhx2FOah2CvJh2VIQiM8x5iRu4D8BQAAlIHGGKVEJaAhQ5l1FvqwCAGFMoUQheqroeudKEAYAOWGIb7knGamIH3vKJd4QITPXUgticL0VUROvt4dSyTnYmpIPg39G4tCYayPPHdtU5ak4ur1LYda18W72qewRttUEpZaEshlxvah3W35GM/RHVvyKfjpyCX/HoCkXNDgQs4i6ToL9Y5N/hTSjUpEkSkkL6YY1Vr0v6pMWLxhVlUmNpRjkRaTUNYzhAh5JdLZGRMN1EEUVAYaAcqYyohGGSXE8GcxUBhTgCgMNElq6RYiA4URjTJQrIYh5fQDVs5iACSVfEcpOQOPcpqRyFhWzkrFY/1fWVNx6QYnpT7078D1U8OD0QduL128MtNk1GpJILRxKwBQ50WcTxWmkrByeRqMRyMj3R2u9RGmILhOsxzp7kj29XiEZUJaigDw1AFOUtwFLiV/CsFlLZEuqk0Ro2EhLOGYF1LL5Mwy6q+bCDHdJLSE3HjIj1mlFgBjjBKgjKgMNAaUAtdZGDfUBRfhIkv8Ra8WRUe7Aro9yBihoCkEsNCMmIxCL5xscNIbP/vmRDIxt2F92dJavqKJs3Rnl+l3AH6Md9PwnvaR7o6q1ZtzvuYJAFM4PfkrqrPzHWorEe9691HoJZKP7mp14VNHpOKx4a52dzVqACDZ1xPPo/t4NIKJ++66FzhEHgMInQUiHsdEEpbgLMFiglzSLUEUWQqv5KmmEZZsIco2oGKntuzSGqSpxsTQGS6veBCQiUILGgNKmcqIRphOXnrckFFGhLBSGCj8r8ag97Gf+kvLzlr1IV/JGaAwYRgCBVAIOsyobKQSo1W+bGX/D+8+9nJX2dKVZ3/irhmVQRvOMvvgBWcJM604FHb4iCXFobBSXKYXd5/qOGB2FDRh4Qg419kfh3dsmbu2yTXZYdXQPGevcNEXURimqLV8gKGnsCGNJeQZpPrcMFiBU6YnRcq6wqqhimK43tN1Fve1W61CVSK1dJNQTtSy1VaGD8vkwNIzsCgAY+z1yMHQ0nNUiiYhqIK8CBH+LLQBFQCNEQIMfzdhrLRs5q++/a8AsGDVhy7+zL+oJQFQACgBBUUdAYUB1TOvCBAF/VMAADArfCE2iiqri2cHeZBQDhoa8lD6TcAAikJhpTgQqGlIxWNOL1p/ZQiHxPW3rMHyjY66v5so3BLJ6Gt3nfSEpVfcHXqsB5/LlEe2yH+uHXclbk8tjIgb11OEGDe8yFewjrMxsg1k9pEro/NKxwrzK9SvML/K/Ar1q8yPpdZV5lOYX6UzVDrDx2aobIZKZ6isSGUzfJS/pDNUVuSjRT5a5GPGX31NWqTSIh8rUlmRyor11WiRjxarUkOlM3AdHy3CDflokUqLVBY70L9x1TUtn/zsT7/1Xb9K/Qqbgfupshkq7jP1q3qFZUsV+aV/cTEewKpFS4rLylRu24pcWcVEuFx7AhBgxbODRbOrQ1fdnIzul+qym43ADBk2aklgUdND1etblJLA0O42R+faXxnE6kbV61uO7mp1Mc/Yu4bCVVj5+NrHo5F4V3suHn1bDO5srnQyz6tl03nOXnF0V+vctS6nNQMAHKt0qiYTF84pkEKBAAaRWQ0xKbdTQRnFTTlx33KLD3DyCFV6X9ZWOFWE7OSydWapJqvQ2PRTuzp/uasTAC7+cN1Hb7ha/AoBPVNBHyTIFRYDBuyvP9rws/t//Mb+g1eub5yhMMP1LvmzDDY3+91nBmYu/uDFsxctfuWpX5xd96FZC5cCxewPBkBAYYyCHgjUM9xBXs7/YrtSEiiqDL7x03sWfvJuRuwIitjMyQrcKVy9vqW/ZU1ZjeMxZwCkdEltUSg83NVeCEnttihQhYW+dnd3HSoU1zM4DO1uczHkCpH/7BXDXe2uu2O1VX9l0DVbYUF301vG81/PUUAtIDRXZneS7mWXFJbQXMZ0EqohqZgussRflR18+eWnvv+jR/7f/Uf6+1FVzTB0FpuhUpRd6TqrSGWXXbFqLHG8t/uPPoVxScWKfKzIx4p9Qp1xRcalXJGPoi5b/5nrbvr8TXu7/vC7x5+awfdtBipBlc6QNJeYAkPl8/esuf2fLl5/4zVf/Mr//tsXhw8dsCSaqfJRAibkFf7FMtBz/vIaAhB74n5D3poEb7Y0ZrUkMH/jVrcincxb2xTvahcZ3YUG9a677nr3t3r33Xdnp/DYD//5jAtXuzPo3nrs2/7KYMXFf+eiL07i4C41Lk+2Gtz5ZQCYt7ZJ8Re52PRbj31bLQnMveY2F2YsloQ/9rufamOJmUtqkegFQykmqgLgtqF+y0nTJvNRNdz20S0mSAwciDz2o/kr6vjsWLoPS6cqY9ItwHdUFYR5+IsH2l9+5g+hRaGquRXl5aU+BZA7eAN83Jb0K8DfB7/KSkv9NRcuPXtxsLy89H++//isWaVnnV3l418rqBMn4JHSwXQluOTcReHzwx+68kOv9Ox76qe7l69aXlQ8Q7CwSDEDSXiKsIN/xgwCUFIxO7j8gt3fuDO4fEXprEq+ln4QeYoC4U50IvsGAWDW+Q2xx+/3lQSK5i0CYzvG9szRWmkFAH9l8OTRQ8df+13ZuRc7vRjUkjPYxMnhrva0Z7bx/al4rOLoyzfeeKPTL88fhVJeRgbmtbsz6DAZ190AAozrZXC0T3KU8mErdPBXrf4Hd9NPxLva1ZKAo7oRom+it/NENFIUCqfnHBoaChghkIrH4s92VK+5BQBOvh1LxWN0LDEe20+AnYzHiquCJ96OVYYvDF58tcg7R5/O4Wcef+lH304lR9+35mNFMwMKYcHlKxQCZy4+Z2Zgpp9zlk+xpjjg+yeTo3944qlVDRe92PWHQ5GD57xv4V/8VV31/LkKX02RQo2mhCwwMu8T7xzfuf0X74wc/8TNV4bOmgPG+Bsi1YQRI5wJwxGClEwwolHy0rN/3HnfQ//wlX+cXT2PUiwdQzQKKY1MUJKiZIKSCUo0iu8TjYHG33yzv/+xr9354c9/ddbZSyn/lEprio7UqAWo12U+eTzx6tZbFn7yruJQ2CjIZQwhMs1qYck3wQK81etb3DlV+lvWzF17h1kxGN/v1cMygIWxpOL5DoAnyR1rYEJ85rrs2Y5SPmyFpdlzr+kuoI0lhrvatbFE7omCaGhX1m/IwlMCMmENP9sR23UPHRutvOhqnPymbOlKBaDsrKVFZQE5/CePSRZ+6PGhWOz5PTVX/52iMC05Gn/9gALw5h/3Kgo7eXy0pGxmKjkaWnpO3ZV/rUpeqvRJT1WFDQ0e7f71s3967eDicxdd+jerQvPnpOU6yCnvAFLWe+Kd5Dfu/GHwrKobPn3lGeWlMlsJjhD1GChDDtIJZWQk+dXP/uuaDY21DRfhyhOaQVXIXBN2hDVByZt9/Y99HTlrmSbxHSc40JjeV94TbI++EfnTD+9edtt3SUnAKJil85RRGx7sOAsvS3cP7+wPfo+wDBzZ1ZqKx9wZZYd3bCkOhd35Cw+2rss6503Go5RnPXgslAwA1ozMzJsb7e30VwYTvZ3znCRt4JQEdDwx99qmHKcdlBXWeDQy/GzHWR+7g3/K+HA/YwyN7PlWicEyPn32ZiZGBYpPDYWlG3qGt8s04ylfTWzxrdjR3z7VfeCVQ8vOW3j56tqzFsyRgnF6QikIM1aircNvvNXyxR9d9Jfn/v0tqymfQsI8/w1hwBUWJUJnTVBo+/oDJWWB6/7PxykFnaoombDXWfoK+Olgf//jFs6iZIKBIcooaAw5S6ZRoIzEX3r6zV/tXHrb94zR2rLIApmzrJeQ+QJzhix3k0dYOvCmclclOdHbObS7zV2i5uDOZpx+JvMq1qOEA9zdsdVIdwdOllW6pFbyFExOWCghU8Ox6utbnIYFxqORZF8PHUuU1zXmcngthEV46QXdjQUghJWI1iFtESnTSkwuL08ir0g+LH8abXHOAnk2ectczXKg8Ej06IFXDn34ylpFZGlxhcVTw/jBlcKdv/vNq9/9zyc/dv2lf71mJZM5gmeNUp2ndIUl/j75887fPtX9j1/7x+KZZchWGXSWQVgpbhsiZ5UvWEYZcJ6yoS2Ds3hh5cOP3T/+9uCCT9wtiuGYRJYYhGjHWZM9iTMC6yPb3oxTSFiFFSV0ndeO80E4fZJgvslIdwcAONVlgzubh3a3udNWQ7vbjj58j5mtcgJqq4pL3Ryi4lC4sn5DjnOCZYMpOUtURxCRLGESigwDw1GNi8jDkqaANxo+npnlU6gwCfVFz4QyBQoXnl11xVUrMdinZ2mJWKGPFfl47I9HDzGSeNll4R89dNv46Oj/a/25Kcio0hkYNDSyupjIAivy0TUfu+yGf7xu25e+/cb+P/kV6lfpDNUU2RRxQwtNn7l48VVf+MpT//alkdf3G6ar7okzBirp44r48VQACEDoqlsIQPzZDnxaiLMglcrIeLpcp1b5K4OV9RsKISVQRgHlYbnIa8fgq78yGN2xpcJ55tSBL1xScemGZF+P0/E32lhidN/To/uerrriFqcbHenuSA0Pli5e6eIaKq9rLID0dwAAkCSMNPLZRGQKYZjvTvRyVwaLqTwPSyXMR3QhposyYi+sjEgiJwJpRLShrcRLk7bi5f1AurcpY5/81MWUEcoon15QSC1GCZkgoBKYUJhKyQQlCiUaAYXAueed/fl/+8y/f/6+VZdfVN94OSFUjxkiQOF2qD7uRxwz5KzHv/6lv/qnr806eykObmKEMQVUivKPMQKMjzAUOboEyIKPfe61b91SEgoXh8J63jvPxtIz4Yk+qNoisopD4Yr6De7KwlSt3lxoue9Tr7CSfT2peMxdXjuq1sM7toDzEc7j0QgADO9pLw6FnXolR3myEk567KhvUSj8vq0vLrh1eyHMfJMVRrIoviRSA2NwPFPUVPoKxw8a5a4UnZ5Unap4+pVBQGClJ+QsQuVFJVQl1Ec0/SXTVKopTFOoplJNoZpCJ8wvNUXD9oTxDtUUbUKlEyqdUJmmAvWB5gOqgqYyqjJNLH6FzlApplz5FcYFHZuhUr/KKmaVtvznP5WXl5rtVvBb+RSTzkBR9PyPuecsWfOFr/7q3784/PoBzuMiSUJKYTMlZwEB8JUGltxyz8HvfS4Vj4lRnFb7j9i8BwCV9RvoWELMReAIhZb7XhCEdbB1HZYQcxoZTMVjdDwxuq8TuH2XO7A6M36J0zQ5bSxRff3dS7++x0V66hTWEnIGrqEM17W5kV4xRpFKjBIzPZnMQImzuLsdMK9K9mT5FKYC9YnFoC1NJZqPaAqbIBMTRJsgGjY0RXqpaBNkYgIm+N+U0caGok0YTGf81VSd8ib8RDf3ZuipXhRH5OCbPpVd8terVDPtysFNHrjkzKWrPzZn0eLV//LV39z3DUVY03zcJc8RZUKr8nPBCIGi2cFzPv3Ng9/7HE06po/q9S3DrtJBRe67046nCVNPWABAxxPJ/p4T0YjTshXiBKTiMad9k309ZcsbFnxm+4Jbtzt16+B0hO+FyqVGTT5zcT40rIzJBMGUPmp4rCwkRQAVh0h2N/vdQU4E1W97rq1M5MUX1cpZE2RCI9oE0TT+MmVwlvjLyUuZmFAk8YXaSmG6cFOY5iOUe6boDD3ZnfvRhLtKDmiKUIPBWfKR0X/4nEWL//ab23UbWa5Gb5lmkUhHHgAAZs5fNqfh+ujP75HoLKegmb8yOHdtkzuHVEHlvk+9D2ucKx1tLDEejaSLrPFohI4lbMVXKh5TigPoS3a63VPgfv6zwKSxSdn7o8srwuv2AQ515vJKKtcnqjVYSUomL2J42S1qC29+FVBkMVxUvvgIUxhWnaLAKJlgRGGEAGGMECCUEUXKqrQOhNTdW4wQIIqiiJgBUEaAATDsqoscRWGKqiiETBBQCExg3St9GgqFAWCFdzlaJ2qW8npbQJlMW0RV9JnE8B0s4kAY031gAJQwBfRpdkSNBmzPvqjRKDjjBIGaBkzJtr1ZspR1F95316WWTiGmXmFh9cLSxbWLmh6ydetkkbL+yuCipofcJV55bJUVTM/wAQCDs5iFvIxglmQMSk4ZvXKDSkyWoLSIIXhpLnZVNMCnUKs/Cy1EXWehbagZIktuYNtQWCndKkzp75OJCVUz6SyhtkTbT6gcBEQ3Fg4nnGHOa/XZtqWSFcJIVKR3zCahkT5ieAbFaSFACFR+8BpZl+WO6vUtGBNPx4loZGDbpkx+larVm23GmU4Fpl5hKSWBudc2ZfJA42HK5IyflKow46kw3NtOrqwpgM38g7LRIVGV7g8GkN4xl6YiRhUHXsxP5ybDAW/SWebcUT/PxhKqygfUkFfAfMAUoEAogEZMOkuXV3riKBhTvwPfVeN3KXzPCFEUhfu4gTAgDGdGBUYZEJVRUFRQGJkAohAyQYiif7uurbA6n9gUMw39YT5M7FKIwkAl+nBnisMwAVQ+aSseQ4o6i+l0z4yyEAxloJ2u0ssAjkcjWjIxc8mqTOc4e1HyZH9PloEi1etbBnc2l/KhplOFqVdY89ZmZCsAGNrd5pputLGEZa4dR0jFY8Jcfc/CFCU0ZwaIWn0EDFEglZqR3TfCPLSRV6J6nyX3XSgXvz4omvpAk8KF0kugKkg+eFuvFvdeCbVFUqa/ijahMnM8USxMU6jmU+gM1ZoUJrnhaXqCqxxAxPEAimK44S1SiwAjhGljCTEoUhZZ0hmRJwcy/gIAHUsM3Hfzm3kE9VLDsUP3rLONJ5YuqS2EmjNTT1hZTDOUVxVuCQtHnLt+IAzubJ7CYvuFA1l4ESnlCoT3nd8wlsIyiuHM4i5ni3koTfYlfPDy4EE5aKi/CRouKlCVSAFEoD6gJs6akFzvknkoxwrlxeqDZ4ZhKHIj0AcvQoczJO87kpeIb9ozl169TxwNPdVD4ckfBOCdgQN77vzUcOR57oYHqSGVeAZIK+wHWJp9eE/7odZ1rsuu+yuCaknAlvIKIdA09SZhFuBIXXfHSBtLjHR3LHRbUj3R21kUCruubz3S3aGUBAon3S532BquZs6SH/JGNXeRNCSlO/AxPVLk3hIllDzxhg9eHzyINiDRzUDhbld185CCbhVSAA0bRPbB4+4abnBuHopfpNMAGpB6jrluGwIBRhhhQFVGACgwwoACQ3JRiYIBPKYwBoxR3tBn3flT5OCBP77+oWsuZ4wJ1zs2fIwxggYtKEynLcppS2Uw99wL3hk48Oy/fiZ08VXLrv+/SvEZRHfAM0J4tT+mZ4pKpZMZACnhppw7/6y/IogT2RdKcrIdpl5hZYI2lojbFOXJFUO721xUXBGbzhRMyQXj0Ug+ycEYLXXX9xQiS5U40+g8eZ56Y0ZCG3uQk5fIS5LcWAZ5gZHroDIpxQFkTzxaglxeaUJnqaCp6T74CbN5aKewiLRgflbi2PHEseMiDRWTVFWqKWzCL+U6cKlFudSifpUtPXfhtju//dk1n/7NY0/ZCC5hEhrmoSS1CPhLy/D4KhlFFjM9V4jx119ZXXHpBhfP2qJQeHHzE5jBUDhpoukoXMIaznliyHSk4rHR3k7Xzq+ju1qdTO5mApKd61L0OCiyQCKYpkCh5SPBU7KdCHrekMLTHWR70OTYsrixTNaiUQleeKxUQn3c14NRQpVRBajCqMr0l3KD0DQHlmwemhnKxjbUJhQ6cWbNXddt+v5jv3hZYdYwog/jhnyEtj9tqak7763Y0fHR4+ZgqPF7UVtx81DyaiksuPKS8Nqb/KVl/pkBsyfLGLypJ7XL4zoBCMDS5ifOXHvHaG+n07QpvNpxGoTCSRNNR+ESVjyPwtL56KNkX482lnCtjwZ3NudDdljQ3bWnIN7VfsrmjOPOKUFbcnzdyGyU2sIBD/oIXmZDVTz1wUpPijQoGqs+UGpaNI1QXPhLTSOaBpoGvE0mNPn9Y8eOf3TLz1u+85u9rw6CNoFrwoTeRbSxl/4+/zurbEbjh9/36JN/nBWYIe2GJhoqoRZhKP+Kiz+86rav3fp65KA51YP7sBRmjG02tKc+1Ln2li+9b+2msaFY/LUXIC0+CxJPZTpxVas3O52HQqBq9WZ3g3jeHRQoYY10d7iWV+PRyHg04s6WzH+qnoCb4v/6pvNhKyxbGqhpcGQLyBf9SdshSkTP/ZGoytBTYgpC27bNEDkzc5mihBYjkTCVMNDoyPDo73772u5fvDjw+hAWqQKNgqYBpYJ3iMxB0jKrxL9wXlnLd39/bGSMM5EdbXHKs7zzqbUrntp50w9/0jMynARKCdWAUkIpUA0oBUolzrLGPf/2xqv/Zu3lNXXn/ez+B80/3BgBToSbz9CqxnLBzXe+unOr8LJbGzrszfbyuka8C3K/EgRQZGVK15pyFChh5ZOOcHRXq+tZGPIJLCZ6O7WxhGuizIetRro7MFvNHcUnejvf2t12IhqZkdbdkrIopykKPUXEp8IZz29C2Xv16m9/axFZSlqU0KSzCFMJKy8r/slDv71x4/379r2hUwnyBWcuolGJZaiFj5pvWvWzb1z50mtH/uPBFyRhNQHaxKSc9ZHLl9avOvveL6353F2PjBw7DprOVrLu08MC6ZllhKkK+/C1DW/Hjr72fK/IU5NtQMUgd30BPUmLEWD+0rKzLlnT9/B2+SyYHFhZE/vmrW06uqvVxcUAAOV1ja4F2ulGIRLWSHeHvzLoLkKHBpHrycGSfT3uPF84y7TraX5csxVKQhw84aLvse6Ot3a3FYXCc1ZvPiPNCpaUlN6O730a2ef4G/uHIy/0PbL98G8ej+zaPvDME8m3Bo2qWMCT4AkoBE4eTzxw+x0/+ddv7vvN77p+8vCBF1+ODx4xOMs0XseS6wAqYd9q/cTPd966PHzmv967u/0n3ceGjwvmIpRCmjIyiyzfRy5eeNvfLl9xTsXt39pzbCQp8dREutRK11mzZvrv/dKaz335kZFjx4FqRKOgiywNNM1sG6Ynl8Fnv/rZXfc/KH4vMWlMpmRSWACEwKK/+fjw/hdGByJ4GswJJZMMBPoZ2gAAIABJREFUzMFbwJ1/oHRJrb8yWJgiq7AqjiIOtq6bt7bJHekMbNtUtXqzu74HW9fNzzh5arajpI0lsJJfVsaxfyDmw1bJvp5Eb6dTl1mit7M4FManQqCmgfdlxLyD8vxdCmF0LPHat2458XbsnOtu18YSgQVLy+ZUl80902+kGsllkcGvGDX2ZviYX2EDL7/0vpXL/Sp758ibx44ciR3oD5415439B5edd/b7ly84++w5ftXo4leY7BEn2oQKVAU6+s7xJ/533xvR4Rs/ev7CMwOGqqIa6FTCDUbQJ3fWGwDHEiduv+93N1yxrP78agCkB8XIg7JkOagKqCr4fKCq4FOPHU/d/pUnvtlybfmsmaAqTFE1RZ0AVSOqRtQJUFNUOakpJzVyUiO8oZyYICc05fAbb2370rebvvONkxo5SZWURk5qJKXxhl6qVJFrlorKpaNHB/du/+qFTd+hjPB68FiVVMyiKKq88+rJAIwR4NMFuBsAmOzrObKrNVP9Xq9EsoHsRyo7Rro7kn097jxQ8a52OpbI7KrPdpQGdzaX1zVOxpI2hOWOrbSxBBYRczF/4uDO5pHnOkI3bcWogiWRXYaFsPDv8EtPz7mgHtt2GZJ80LJR0oDKZaSkaQdpkZi6WRWlPqX8AIWKPE+Y0MjEBGgTKtP0ECHQx375ykuvDJ4fnvOR+sUSbRmERcBMWDwh6/u/PPD6kdHmT6wQ9MTZyvSXmQkLVN+x46nbv/L4N1uuLa+YiYSlgc5WGlEnCHIWMWhrQjmhkRMTygmNvPTsH3/1yK9vuPP2kxpJaeSkwVZKSiP6QnXa0ivB8/kp9u/aQYrLQh++3ph0hxENayUz4BPB2hAWnm4XhW0RWXSDVyLZQD5jcVwHBzENwl3fke4OF2kvid7OZF+PO201tLst+sAWFxciutgWfGb7pHubKX109or6TOtzfxYD2fUu+ebT/O7WeW5sfViGhQhMNgA/0rC0+R8uPn9p1aE3hm3c8LKtZzL6Jm78q0U3XL7optY9L+1/y9YqzOTIn1Xmv7f5qs81c9sQrULeIFRTgFqTy/iPWr5q+bzQ3N8/9pQYdmM+GvLUZPoYHTG8eclHNg7t3XPi7RgAAJEjHjy5Qf9n80zNJ1xYWb+hAD1ZhUVYKBzcPRBGujvQ9nbRF3MRnPY6sqsVvd0uGHaku2Pgvk0uHPzaWIKOJaqucJM5oZYEsEqii75mf5ZRCVOOrxOT611Kczf74BXrHWvJdTD7sKQwnEJAnx8CvUgaXTgvsHBemSGsNA0mMrjhNSpSFhZWlfzXbRd17R3s2huDCXtnlpX1dH/WjHub13zuzkdGjmHcEPeEEkrRJa/o/iyJrfiMrR+75foDL74cPdAvpTiY4qfGERP+LNAHbC7+yKYDP95KLPmi5iwT6T8D6At2540qr2t0UWbudKOwCGuku8MpcWBWLqZrznXu8+5vWTO0u83dKJxkX8/gg192N3/i6L7OsuUNLlKK1ZJA9fqW01rMK11eWfOqrVmkpqQtwtPfOaQZjk36IgNnWXMdrFKLc5DZBtR0HxahFp6yXSZgQrvt6iWXnVslqbDcfPBlM+798lV3ND+MnAUyZ1FKKFVAKqRjnmXjE3fc/NNvfffEaCJNYYFR7kLODuERjMr3XVhaVT20t0sPyPLILFh0lh3mrm0a2t3mLnm9avXmQnO9FwRhYfoPDnV2Kq9ORCP9LWuO7mp1l46QGo4NPdlGxxIuzuiJ2H5/RbW7RISlX39m/sat03GwISJdPZlySo0VmEl2yeahkkVnpdd1ANlO1HnKTFVAkV8kqsqQnyXniBJrfsOEZWU7neX/ZvNVr7/+VrpVSIy4oS6sZPMwcEbp+s/d/LP/+K6dRWyoLT2/QY63AjvnI5tef/R72liCWMYeiFoO1hQtHejodJe8Xl7XmHCeNH9aURCENdLd0d+yZnBns8uUguHYyHMdyb4e1xWWXaiV8Wik+vq7Fzc/kTPDGqJDLQlM+aj3LMgtCjPJWjaWo5zSTdLH7lgaTAFcQG8YJVlAAeCchREyVDc4zpgCkxhN5zVmbUgLMVazNBhfwdKLzQoUrXh/EHTVKH6v3gAmpVwppnGCC8PnnLuypvuJ/5XoyZBX8jvCS4WHzl8aWNS46dCj38OXFlWV3pBRUb8BC8PldGLNKDRPVkEQFgCkhmPJ/p6R7o58JGiRwxTzVDxWFAwvvOMhF4NpXA1qn4KAbHbksUNZ0xb5GrKqkinMvGVTLeO0/eIV8aQYmIPFYDRLw7QCkd8XrCctxPgq/SVhTBE5n2D6a2RXEWMaNKLHYdlfXv3hv7j6w+LXye5z+bilY84Fl518e3Bk//OTnxwz1JJAhVveqajfUFAiq1AIS8BCOpg+Pmmvqis2L7h1u1PSwQrL7+40NgXHWQJZ9sxaeMkp7Dul+bmkhn7TmljD/FJfPRNDiSWdqqixGqWiF0mnM2qiLWL3/UQvW6jrIEMxCQ8UkYSSkfZpHjYgj9k0HyvLkQvf2Oxzpc0r6zfkMiI6/V5TSwKV9RsKx5NVEISFFllRMLzQTB/aWGJwZ/OkNLTgM9unVVn3wuUsgfRdNL/jhLYyrStF4nUBwgwVZtpmurCCtEZOOsusoaiVmIhMbVbikzhL6qtPeyGoSoruCfeT6a/hShfFmqVqotKoZovsQvhKA2VnLXN4AnTkMqp5YNum9BGI5XWNhVNzplAIq3xVY7pEGs2hqlSW2QwHtm06Zbt4ijENOOu0wjYrQj8sejk6Q0MRqU66sU42hqIZXppFliy1OG0RqxCzmpDE0qZY/t1gK1MBBvNUEemeKZO7SjoIhEddgVNb7jiWQQ2V1zVOOnTsRCySzlkFVXOmUAiren1LupJK9HaWuY2jjUcjSh6O7dNfQq8QOSvzPpGsn04Cw5PFG5m3ycy9ROFQ4FahQx+WVWRxAjL+cmKy2IYmXUYtDqx05cVdV8KrJWsuls5ZcuTUMs0HAJw8njCOu10aiW0bEe9qH9zZ7EIQYRc6nkjnLNfD3U45CoWw0t/EASiuA//DeVQrxawud32doBA5S8Bu51w5sLLDjgkNB5a8O/Y+LHnJ2TC0spWdbSi73mnaN9hzlllkgchfz2AbAohJEkXmGhLcH77z9WjPHv0XOjzqJ6L7R57ryDJnV+aOBklZnFauixGcchQEYdkiF3swC8ajkXzILp9NOyG7acZZtmE8N5BLFFgTIOw3qysRna2kBkgvJzUSDRpKe8dqG1pYTDIzqXk1/g2EMcn7zh7+SdfoO8f1cmBiziFhIZoT2UA8DQgAQCo5+tt7v/DKz3aA5VPTIZwETrN8lJJA+arG0sW189Y2uS7QdLpRuISVjz2Iw3RcbzrZ1+NanSV6Ox368k33Z6GNhEiHeOK74ywjcJZ9I0woDsZznZj8uZWSZObKrIMMhrL63W3MQELZscQJYwW7dIf0ReEm4cMP7Vn3N/984I+HRNxQkeKGkv9OSDNmOTLJtweTbw2CyTDMXGifN8rrrilf1VhZv8HpQ7c4FK5e34J5DI46vpsoUMLK0x7E6XZc981n1hBX3fWr0HWVyNOH7Kx0yvRhmmGYprakRnbKyEVwyW6sTBlYlAFjt//nH26/7/fH3hm3sSt52+qG5z749y8/O3b4ra5fPsdH2+iOLTBFDI0FJGKaX3vJ8r/9+znnXjBzTrX+prRCdgTXt+QzpCZQ04BVwt11P90oUMLKxx7EZBPXKQvxrnbXyi7e1e6WKBkADLvvrlfyc9fXuh/mlpWVmE1aZ7avSlvfgPX+S3PAp301sb1pWfpikMi3dh/8wZ7Dx46fnFQcpTPdwnll3/75H7v2xuzW17fC0trog//wlSu/unVz8Kw5RroDd2xxq1AariQHGQice9XfLbvyutf3/EI+UPJs21mOIuEXv+tsz0BNw2ihiqwCJaw87UHXEgllnespJJJ9Pa5N0XwmzsC6Wu66IyecjMdsGIqhvSInFBjv83xv821uZgzK72UjsQmMhunGxynijZd8EDAAENj7ypt7ug8SyGBPEruFe4lmzfTftP3lY2MT5lQC4T2SGsCVDG/c8NdLnv/OtYfeTBhbEmvynwnSDwHRAFJ38fs/sq6+68nnRt85bt5XcSSzCaYZM8vmnLvirVdfsJypHFVteV2ja5FVVtNQsFZhIRJWnvZgPmSHsxm66+u6RDIAJPt6/JVBd6ow/9krjMwdU/CNsPSkKDN58dWkRRAZ/wYqUgUYoTpb6VE4CoQCoQz/4jvAX4raDgoQciwx/tHNPz4UG7GWCVUUIBkWnnV+bW11/9bL797Vd2xMSyMs20UR7YVnlp2/dPassqKnXxq0JIYicxmcxdkWADiPEwC4/a4bf/zAEwzfNHMcGIfR7BbUPXhk6errXvv5A9K5kghuMt7Kh3QK2SosRMLKxx7E+r/ubt3xaMRfGXR926fiMdeM41oV5j97BVb1M/Y87U4wbjMGwGAimQCAVDIRf+35Iy90vfl811uvvGCVV4ZNxge0AOzd8/uvfvKzL3T+4ZWeXvkjfjNzvuMKiwKhPIv8sr9c3P/M516PvfODR14+NnpC5hRRUEoaN2xaZs30L5wzc+snz9vS/uqx8QnzmubvsTR4rYkbrgx3PPOnY6Mn7MJ7xPixQKzHgUH1/DnH3zn+5uGjeCglzuLi1HTUidFg4J8ZKJ1z5vGhQWk1O8FrB7UkUBwK58NZhWkVFiJh5SORRns785FIro2yeFe7i2pcCHeVvCAPtsLJpZElxViodO+VBQzg7b1d+755y9CLXaNv7K8Ir5x7Qf28C+tnn3thmuPIEGg4nTxjpOaSv/iXH2w7v/6DZy07Z99z+37/q2d/+7/dLz77CuXKS597HhUWCKbTaWXWrNL6Dy66Ye2KR57u63r+DXtxlM5cuhAjs8pmbP3k8i3trx4bm+AazUpPlkWerrr5potadjwryysuKiW9yfkIZDuXwd/fdt1Pv/+4IVeFdBUrM9NRl04Eed/ajZFdO9LdiAAwqQu+on6Da9IpWKuw4AgrH3sQ+7obzJyKx7SxhDuJlOzrcV0xJt7V7sJrpo0lUvGYO7ZK9vX0t6yxrQefibMYf7ZXrrjs/C/tnL3islnLVko3GLG/e+VkJmEYAikum3lubU3d5Rd98K8u+kDdeVxYEVGkXFAVRaMSeKl1QkBRbrj2A2fPr/iPh148dCSR0SQ0DEZJapX5Jc4ihtmYzlmKXC8VgJBZZxQ1Xrr4B4/+Eczv685z2Ri0chbMPGNm4IyZ/a8eZLIJaRFNktoCic5K51RPJBPJNJFlf9bMKA6FXVt2BWsVFhxh5WMPjnR3uJZXeQT4XG4XZxUDV5OSjfZ29n9ljbspppWSwKKmhzJRM0t7ycxt2YRBa05yult8WGIxDEPJh8WFlVhklxYIt5fOWcxwSykLQ+W3ra/NqKoyO6dmzUSd9Yrkz1JADKiRBteku7Quq11wbHT80OA78kSMhhyTzVs5dADAGKy94epHfviYdAx1kmKSD54BEWrLOBGMLLpiXfQ3j9uykrAuM53rijwKLRSmVVhwhDUl8UEULC6II97VHu9qd1clfbS3c+C+m127vaqvb3E3WLI4FM6+URvbBEz0IzQUpNkyMpHpOUmyhWitKyVub2J2aQmFhexGGAMqeIRz08LgrEnsQZNVqJuBs8pmbP1Uzd279pvklVmLZVjgtg2rWr7zG8ubgrYMYQVEkloEAGYGZtbULe/t3mdk7AMA53GQjhvwZ4A4pLPft/Kdgf2pZEIWWUKpZcefX6ywsAgrH3vQtct8cGczTjHvYqOjvZ1HH77HnXIej0YqLl3vLg2isn6D6xmqc4HJpyu9MOwd7kYxsRsDQ23J8kpwEBqGuq/KLLKk+KBZYemOMJ3XBL/YcFOaPZhmFQJ3w2/9VI3V6S4biRl8W4yQO//PJf/xw+60DAmDs4wUB1RMXGpd/pHLH//Ro9KRIRK5G0fS5NvCNoN5F9bHfvu4vIJFVZnOlwS1JOCvDLrLRi5Mq7CwCMudPTgejSDpuJxu57mO4T3trs9NUXCZO9KpXt8yz210790Ds2kad5pocOUl/Flg8mERww6yycMyaytdiBGTwgLh0jLba8Y0qLlIJMFKiomVjFlUbZxZ4i9ud2Fo1opzz7TYg2aXlvzTpB8IcNUnrunq+BUeDX648ADaRAzlv6GLr37rxT2W0wGib9qZkuG6oDsUpFVYKISFNTHcZZmrJYGR5zpG93UO7W5z8TApCoYBwJ1ZV17XuODW7e7c/NOAqlh6E6TUR+5zMYwa6XaV5ZVxD3PdZMgrnoEl3sT3DdoCBkTK5JJ9TBJPZU9uMGkuM20ZlJTZB49b5J/WX7SQEZ5yb2seGj/ZyNJgDM6trXk98ifxjjCWjSNs8WpJx7/64qsGzSLLOClc7ZpecQRqGlyP9ypAq7BQCAtJ50QsgrTlqK/wyBSHwi64w18ZXHjHQ+7U2Wm1y6YcDCxUJb8pzTOs8wtPbdfT2QmTE9xFyRZBT/I8D1js0yi0p6sqs+kkbn6zVWjiFzuT0NY/ZeUpxay2bPWaYqEwRuSdlEOlGVx1DDbccbOc85GWumX1agnZNWdF/Zu/ewzA/KndKUuH66kJC9AqLBTCEqTjrwwidziaxFEpDpSvanQ3Sf28tU3vbln3woR9pMmkkoSeYgBGyI8PAQYiblHkJo3pE4xqlGhUn2BdYwQbE4zo07JTolHQqPFygoLGCFNV4IvcTn8JPh/4fMznAx9OK2+34Ec+n75Yv02x66WAgn8VUFVQFLlNgWg4dzzff40SjeGi/0xJOUL6S1Ms1TCcDaMYJGeWrzSwZN3tTDorWc6aBY6KslvoqdCsQt9U74AOnHuiKBgWhZJxFugc3UNVqze7TkqYosruBQiS9oQm+EDX7yJCOGURBgwYMEIoA4UBZYwyUIh+KyqctjRGVAYaY3gbq4xoFDTCVEIogQlCfBQ0QiYoUSmohKgUVEpUQhQNFCBEVVXJYNK3rIHkeka3kQb6x1JVKUvQ0bKAKOlip630+bnS2UrV24oCTKEa0UAsoAFolGiEaIRoQDSKtGXmLCq/lJNsJYe9ZRAP/7kzz1qmUXvZmx3+yqBSEtDGErlYAyPdHXKOXllNQ571S04tCkVhqSUBf0VQLus+Ho3kPm2Xha2SfT1O7UoPAJCpFAJIfhZDEXCrkOssfQCgfDeimKKSDEEWQ/6iTFZVfNFk5aUwxdA+zJcmmkzqSQUfruOTlgxqS1VB9THVl1GRyYvBVpy/VBUUFRSFAWjGL0JtBeLXWX1z0kvJfJbq05gsX9kcNghbdixm4q10O27+xq05+i6SfT2DDzYLt1ehWYWFQlgAYJmE4kQ04tpSG49GXLuWMCfLXd8/C2Qo38JVVlpEz3CKU16eAQN8EmcJnuImoWQqmnkKLPylMYVa6Mn2pWrwFPOZKMxmUX3gU5n9l9jahqrVNkQKU1VQVIZiyvhFRKOCo3Vb2GIV8olfdRYz6IkZnsGTx0eF2x7PAZPPBQCIj9KQ7OtxUSJZ9AUAubs7T8tpQgERlsU0w7wqd1+VT5kXFzNI/9mBpLeN4g38/Ww6S/eyG0Rm588iQpvY6Cxq8JdG0/xZPrMbS3dOGQTEbBaftKSxlc/0N62v2R7kVCWUFwPTz9GY5aXBWWKqHVOKPzNRFR69gT1PvL7ncSPUCIKzRJY8yA0Zyb4ejF85OekMgI1HX6Pj+lQUR3l5NdcFl04HCsWHZcF4HvIKAFwXTgCAZF+Pa3dYKh7Lp5Z8gUMK1WOqIwDeMAT/oj+LycFBKoUL0/xZjLvhmcbIBAOVEpUSlYBKiUJAIYQAUQjoMTyFqaCiVQSabg8RLFClgYlkCXfHmSKX3P8mJCKmIMgBQcy3Es4sq+YSCkvVM7+AACjACDCFUU5SCuguLUb2v3IwpSnzl56jYdzTxkgkBpcZrnfCAJJDg/1P/oQyUn3x1TJngX4I9IMvTo2MZH8PACT7ely4n+Zee8dId0f1+pbCjEQVkMKScSIacS2R8mGrPLtjcZt8Nu2676mGbfjJlMpgziEydBbXEURKYrD3Z2nUJLtMlmCaS0tjSroRZ/VqSYZhWnwwTVJZwoU+u/ijqh5Lpmz8WbphKOhMAUVhRtxQ/1F7n33ln2+4s//VQ7aOLWYcGX6gJNf7sdcPAMChXz6UOp6QvFqGJ95ogMk8xGFbpYtrF9y63SlbFYfCWAyez6DjyLn/bqBACcuRx92CfOzBPMnuRB5mbKFl6ElILw8gJTqAbqpw8SVLBi4r7P1ZpvB/mm0ItrYhVax2HLNykB09ZaEz1ViZf5XsxlJeihy96fMPW/1ZRgyRu7QUFYjCf77+6xLvJI8nkr965NfCsZVBYRHJlNYfAMuu3RT60JoLPvvvamlAmN768WcgKsECP/7AKQxjfGUG6ThGUSgs5ZoWFmcVKGHl43HP04GVD9m5JlnIj+ywfKDrTTuBPnYXRPYjM0JXgsLS5IONP0vWVholND0bSyNamldLYwpDQpH4KIP73Mi92tv/dtfemInOkLPMbi+d8sRHnJ7++2cvPvK/r3EukxSWxWBU5fws0ChpaGz4+3/auHp9o8g+S0t0SF90f1bluRfOu7D+zRe6pHR5Qs3DdwAM45yZiaV0Sa1rV2xxKGwmuwLirAIlrHw87vn4vxL5FTvNZ+KMfMjO+dxiJmQIJ2VLSpT9KTxcKMblEKaPXtZvMLM/SwgQ4x6WzCWiMWugEJf48Fh8eGxCIxrlcUOLJ95EVabMhlmzZn70jkdMxp3PtA7TzUOf8amqgk8BVT2/Zv5Pd3zq/A/MTzMMuVUoFJbgLP6jZgfnrWy4qPvXz1JmZucMCsviz5pzQf1w5AXD7y6FOPihTmuALr6KTSrJGezGSxcKZxUiYeXDODlmx50O5CORRro7XJNdPvXvgVcfTH/f7DchBkNxm8VIfZTKWhkvKejRQFRPOASHgqZ/xDPadXeVICn9oxQlKUpOYkPTXzZc+mVsTFBCFZUqPqqqVFWp6mOKShVVvKSKyny4+JjPd/aC2c//dNOhI8fxJfP5cB3RhSkqM7qrVFE1omigakQNlJdevfoD33+oRwNFA1UDBRcKCuVtjSgaMb9PdQqeXT3v9cif8KVsCJsUKFjblIH1gDNRl8bgLADI8lxRSwKu86fy4bvTikIkrHw87vnYdOPZtjvJGIh8JJLrSqfAs8ZOX/6HlPUj5YsCMAbv7H9+JPJCKpngRp+RaiRklD7shuuL46PHX/7lkwdfehk/SmVYJihJaUqKkpSmnNRIiionNaW4bOaennu7nomc1JSTmnKSKhoyjuKjiqopPk3xaUTVFGQin6b6mM8vGGrB2VV7D7xlZDbInKWoVFE1RaUEv81HFZ9GfCcpOamRk5pykpL5odlvDY/rLzXlJN9PIzKgWSWhMHLPWnbO0dgRWUVSzllSvUNi0waoCF84HHnBOBeS32pS0ZOPVVi6pNa1C+y0ohAJKx+Pez5kN9rbmbVvNs7Kxx4cza+GfT5zmk12rIhZVQEDmEgm3v7Do4kDPWXLasuWriTFAZmkDAcNoLvq/7f3/rFtXHme4PcVzYhURKvFKHaL9HjskdLM9kaJu1vWTs9Mt6K9w8RnbOvat7fQxcIBM23fjIH4sNAhwt3MobXTatz8w+xpgHMALdpu4LArZY0bQDnNXKAAO8coc5i+VdQz7mHuLkyktltjUi21QkWhQlKmqt798a16LFIiVe/7JLFk1wfsNCXrqUqsV5/6/vx8waIttsPZiWDo+X/6n0VeeOnn937283s/2/o8X9JZSWc7uoZvSuKNyVbaI0N7pLNHhlbStUeG9o3f/Orc+6lHhsVZ7ITgLBt5Ifuc0LWK8qv/+r/s+V9nkiaFCc5iJ5DsTKpiNgpjJ0z7Ttde+d0X334nWWZVk0krkwM629Grc50Gh5f6vvl37/1Hw8qTYibRsOJZZVMLKt8DcIAvxb7+Wepvuc3gAl7JXLWhQlhNnoXlHIoRdzLZOXBFa3KWYsicPKqHLFi6NHbZIbNbt4fpifiCofA/+U5LVw9U+IbMut/sphYWtVtdwVi7wEE32JkXLpzpvuBvbtmxW1V2I0svm1omZyFH6No3vvnV999PPdJNCtOZyVC6dkLXbCZS2c4qv1584cyDX+Z2cZbPbmpZbGVxFtce6Sz49NMPfvEpngO+kE9LulZlWJV0G38ZTDdY25dP/8MnPxeReMOqmzXrPGpxFgeDs6d/LbaR+ql1IUTtLrNfnVpoqo6dS2BX3N0tcCNhqUTcyTEsxwv34CyyP1jKZnJUEym/uHA/Pkhm53Mjd6V+vtIxrJj7YvcHuc0xFN/UOQanQMgb7JR1Dsyb3PbSLAurbGpZtKU9MtgjXfvGN7+6vlHA948Mn142sk7owsIyOcunaycMi6Fe7P61uQ+WuWAxn9/yDW0vJt77DM23A74S10o6+y/++W/95Ts/2+v09mqHrOiIZNHnfuPTzKqtgMM0P+3dOaaVWvYNzYKswDMdpXyO745q2SpI94RKDIusU3rYcB1hqUTcj6qgoWKXFNMpsj9YTKfSP/7vaBUJWjDkvKO1CrQZPxVVo1ZZtvBQ7N0nVeWj9jIrwVY7Nstrx2AlQ9s7qqVj9L0czEKeCrS0WO/ZI920sIyyheWz+Mv6pkVS3/qdrzz4ZY5XWl62JVY8S/NZzOXTwVfi2ulIe/LDf6gIY6GpZXLW3slNfH31t3/r7//6J/ayBqx91220VS61BTvps9bYNz7bHcbiADZSqwXF4gYXcpbrWnNUglBkssslE1vJhMxQwrISy+b8zMb7U7BLMcIJfMFQ68Xv0P7eo++c4PhXcwAGDDtyAL+ykoMAjDFUcuKcGcAZB8ZQJBR0AxiAxoAZXAPr+4alLWygLh9Yo0pt4irmew3A4FzAJ+I8AAAgAElEQVTDrznnBucnODc0fgK4wTWfxhhnADrezAzMYV0cLIljAMb52XOncHmlHKili2C16RiMYUUVNnIjsT73/NkHy59Gf/00B6ZzrdJ1tXmFuwpfT576cuaTn1daWPaeSlvKlVc/GE4+9/Vf/MWPWl98ucLIcnbJkLCcbLDdphrG3d3WoOM6wqqbqqsJVPvbSiZoneXrsxPbmVQpmzl787bjRSZn+YKhpshXaG5dUzTmqlb4/WHyE3Bma9cDYKZUFjM4NxkH33CGAu+Mg47fRGIyGcqamGWylcbMdxpjRvmI5aNrHAxAAS4AH4DBmY9zg3Ofxk8A92mMIT9xnQFw/KXAObYJAreGCOL/7PO4RNeRRVjmzDFTS143mA7Q959+I53ZKOmMc7ZjJTr35KyKYn2d7RjsdGfnpyurzc92mFoOZTvLKqatFGW1cojw1DPRnXzOlJqxSNY+/qMOAtEYeWpOUzSWX1xopS0+NLiIsHLJBPIOwVTRgqGVt0YB4H58kCCyHojGtjMp+bHPDIA3d/WQhZLd0wTvHNZ9wjhaUnvYWQwZyqQtDpppwpjdzhoHZoAGdtsKGBo3hjCyNKQVAAPNCitkpuENyy3zqpq2NAagM86gwsLinIFmzWxmnNuoCuzMZVhK7QYwHZhhMEMrD0zUDXg2+uwjXeOg6dxkqH04y8obPvfN3374yc87n4kYwsJCqjJEu1I5U2FLuYLBoemZaHE9cyIcMWyhw70uSjX84Qi5BSIQjZGnVxweXERYALD2dhwAln54+dR3R6RoyxcMNUVi25mUffa6czRFYx1dYyTXjJEd2GMNbrmEDPD2RzsLM1ncAMY4MMY1M5AMjPMq39BmW1Uxl5g+g/ehZuMWw6pC0jhwg3Nf2SsEgzOTwhgwjSGZaoxbb4CDNXweOAjPy25eWcwFYHqCJk8BE1PI0CbiumVh6ZrgKTtzVXZuw44BTz/b0flMBPuNdJs/aBbZViYNbS/GOYSe+0b2Z+89+/KQJedQJ25V7dthKIpwUzwVjhTTqd0qtI2FiwhL3PlNkVggGpPN9+HYm9NXRgiHDnX3K7S2uO2aHhh4jToOyy+0mp8tI4sDaieb8SyNg1H2DYEZjGnoG1oDG4Q9ZbEVWO/FgaAimKUhN3IwDABDYz6LttC8Mjj4ODuhMR/TGLMbVuYbzkBDUw5EBwyzbCu7qcV0IUNoMENjBjDDAF2z3EMDdow9Ylj7eYhQrimt7AMvO4n4pSglAeAArS+9/NT6ij3dsfuK4Ie3+2JhcYMsYeHdF4jGCulUMBpzz/52UZbQFww1d/ZogdCZa+PrsxOypmxzV0/02jjt0Mqy7o5mAewH9+yKMuzuGGCIx6IPXp7HZdoChlnxaNZwm/0oopoBHRzDLM4S93DJqCgCEPe5qHja66U90rXtHfZoh22b77VHO9q2rj3S2bZVnm7+GOYWrcKIbavotMS1kqE9sl4lQysZ2iOuPTK0R9wqtS//EytZP4NZywpLapcYzo5Rbpm0zaoQGspl+QqRr7DPvjZ4tYZi0zMR8b4G9v6n5q4e2VvpUTbz8M4wuLLe3UUWFgA0d/W09Q0hfcg+E0RhwcrU6Cn3DyjdG7VsmgaCceDMirIDAAfGuFUAhGJ+jBnAgYMGprafwZj5txhmcg800xkEjYPBQAMwKg5TVbrNy9JatbrtmMa4bnCfxnUNfBrb4fyEwXc0fkLjOxrX0HwzvUImnEGNMYbWVtmwKnuFhjC4rKC4boCoGtvhtuk4dm2J3aVYhtVEadlTQnbG/GZZHLksLIOTYsX3ec2HmKNNgup9hNl3m/Mz+aWffp5MYNxdau1hw12E1do7gGylIpZCLhwHZT2sg8Cx4SxucZYBXAPGGbdMA64BcGAGcAxrAQDjXBc8pXFTzskwY172g4kvDI0ZVvkCRqzs73XOfebcHZOkfBroGvMZXNe4TyuHqxhD2VJgjGvAmJUxNGNVlZEsy2Asl8JW8ZTZsF22H0UdQ8V/rSozUSCKou9W+7cIsYs52FargD1KxQF28jkteLI2c9VEfnFhdTreQlI3xsTi2nQ8em3cbfK5LnIJweaalTYao725aulYNxQu9A3ZHr6h7b1oyuHlL8VtbzXoWBkx0zyx3uzY9BiwRrz83irOfLRj8wd37I4h29a17R3zVdxh2zor7ojvMOv7WnGHbe9oRd38MfFmW2fbO9q2rm3vsKJu/vw2/lrd9DFL1R05Ff5pnXpRWxd0paiOwQxLbdWodAkNm6FXyuc+nnjd9jlX26F1sDk/YxRzkrLuAACfJxOljRUAKG2sbCUTT7ssp+QuwhLwtx24upMjGApryQUve+EYcBZUDEcQ2gNlqV9xE5bjOFzEs2xjRw22wy162kVbZiAJg1DVYSz2SEdysZOUtq0zZJ/ijlbUbWxlkVqxzGLln7eIz/bG+nIXT4n3WqkGZ5mROJ3tGOzv/8O7pkm1F3mVfUO7RDKAweFXP/nL3Cd/+6uf/EWV0b3v5tALuc0PZgBg68OErE8XiMbOvvYjf1vH+df//bPShT6HDne5hAIqfplK9EqlRqGYTpGr7PZyRd3uG2JNg0VZAOgDAsNMngEMKzYNYBrnupAqNXDgqhXMYgAa5wazDdwzf9CHt65m/tfgYPg0g3PDygn6NKYxrjHwMaYxrnPwGQz9wR2Na6KGnnEsVcV0IWMMC7JAZDlFPIvb+YJZKQIwOMt9/kXT0y3l0JWoS7CxcFXoHYVVf/nzpfd+9Oapf/S15vYOEW431cEqB+rYvVF886uf/CUA/MOf/+vW7n6tObSr57ne9jj72u3V6fh55x2j1i976pnIU89E/M9E3FbjjnCjhdXADiaVEKMKUdb4k11vZ1mxYTN1aOa8WNW9Zxpc3BaurrzVDWtyvak2IzqiK/9bZWFtV7zRijvats6KlhtYNp1sDqOwrUwLS69rapV9Q/Y//v737eZVqcLmMt+UCxps5PX//Id3H33xxf/7V++W84blsoZyw6Buk5AWGYCuP3ij5blvvBif04IhWykDs/13b/iCIazyUbnSX7gs3I5wo4Wl4pcpjqjVFK6xyqG3aw4H29/OUmn5JsG0s4CJkzM7/0QLIcbgDQDN/BI4MIPZ8obcfM818QYAyqlDzsGnAReV9EwoLJvRdx/nmgGWkcV8jGuMmUlDwzS+GGOiDJUBn/8/53/zP/knTFSTmgdidiNLBOANywgyOHyQ+I9r6bWf/NX8hb7fLFcnGBXBOMOotrPwX3/z9//b/NYXL/2L398RsquWnSXaCe2tzqLgnnPwPxP1BVusFkJHvTh2aMGQUhLJbfY9ALiTsACgIQJ+eiGnYgarPNDq/r37cJYKUVLVeJhVMQpgZvzMWgcr9cYBmAbcYKAB45wbAJotb8gM07jn5TccNAZQ5ixTtEAz/+vjwDUobG09HXqac/Bx0BjzGVzTmMY4eoUaA5/BdjR+wuBY7M7KlaJs6s27X/n6iy0nm5HIQMSwbXaiqMy0C3u98DvfHBzO/+Pf+eb2DjOqqMrWFShYzCIs88un27+8Y6e5cqGD3cKqYC6RtQxGYyJRWBFAdIBANEYmLHNDuq8m2qWE1ZAqKpUaOUXLbr8yjsOKZynwOwOLoawzY1a1AtIXN8NYAAZjGjKS1bijVzAUdvGU33ADOJgMJcJYyFz/3//1Ny/97u9yDj5u8ZTBNQ0tLDBNLYPpGrd0IMp21n/+B1d9zS3FHXNkqiigL78BgMo6LMEmn3/+xbauiahWmarE/FR7w00lYRmcfba6Gnymw5YnFQ3P1RYW/gZ7q2P+4cdPd/VYTHpEZk9ZS8tlnOVGwmpgrRrZflac/OrAsqvJWY0qkS2kPw5Gv8KY5Q0CMM5Mx4VjYyE3wCzLMoBpjBscAFj2XuLZr73MwUZVYFWTghmABwAD3UDrvz4AzuDpZzt2DI0D1znXmMVZvBx6x//uGOgSWsoQAIxxf3PLZxuF5pNPI38Jewrs0XfRS2jnLIOd/o2uBx/dP93Zaf+m2VtTaXAZ5ayo+Z32f/S1z9d+6Q9H7D9jRayqOcuMAFpVo/5whNvIFMz3TmlLMUwBGKZwE2e5MeiuAhWJZLWqUfqjT3GKREMmzuKMazHdU0g4iVoHDMRUqo+ab8Iv9eeWP66qyaxS9bPF3bWy7qjBvvyPL9y/97OSKeZnVWmVQ+BVxQf2Ygjt/EsvLX10X5RxbevVUXz7kgoRVIOFTn059/kXO4YpP7+jaztGZWaQV5y5VctufgLbW1u7PwpuxedERQj+F8z/AgA8FY48+hStb+kN5sLGGnW4lLBUosgqZe7kg+YXF5qiz9PWNkQSGtT+XpEiqMNZUFE7WiFGGjwTKztWVpWACPRUcIFenTHc4WVhYkv5U7Noq6I86pFVFypoK7eZNylpR6tkqOpyUBQ4FbVgLc9+efHvkiVbHrBUGVwvDy4zmbc8f/Dkrz/32S8+sZlRNhV8m6wVr36Zkhal7Ar5MjnEnup9h31QGtzoEirGg1SgMs3UIg5p61ml6Gx9doLcPEEe1VMFDgw439s3hHLvjmHG6Znp26DTCIwD9xmMM/AxDhrjBvgY5xrDoJbBwODg0xjn3NDA4Kz1158r6UzTLH0rDj4G5QAWOoZmxN3MDAjfsGTAtl7uJbTOf3c8y6aQZfFL6NTpEtpNhpnOM0RZrNAOtTt9VsW/LxjilcambtV/WCyPHxbj5UObHBKIxrY++emBXKZaqGW5HdUscTm40cJSsWMVR0aTrRUbycqZ7rlkYmVqlBy2kxcdLOMAg1+17CywQsW2IkwRvrG6dmwNehWdetbNX7atdLZjMC0QslRcUOBFs1lV5vQtWyV6hfV0ojn0SNfQ8tpTAWKXtVU2srK/XLMmUGj2IRQ2T1C0HIIwu5C8vvjVyh4Wlu3TwBd+dmZdGwfg4AuGCtTbQbF12Z2E5UYLCxTqoQzqUNJSNkOu/1qdjm+8P+kPRyzRQYkoZai7fyMaI1vg7ulN3W1nAVY7mTXl2AbNNOAGAJpX6PNolv4VN8DHADTgBmimrQQGM0viRYmDz0oaWmIMaD1xy84yE4gamOYcFl2gwRV94cIj3bS2rNM2/89W4lCuxipn6zgLnfpyyWD2CJSo87Ri8BVxd6EeYwAE2zvMqi7D1NjhlXYcF+YVQJX8MXlbqjyQVAoSDxUuJSxCPZReyG2nU2R38uGd4e1Mamns8rmRu7JXurV3YNeseQnOIst4uQ1VnIV0xTi3SrbM+ixm+YYWOwEOtUCRPW5wHxY3mG083GBME96Zxg0OhsY0zi22MmlLB9MZFAlEPKwpbQpWxhCnUQhFU+G52ggL7MoNVnHpl796YUevLvIsMxeI2tGyQLsoAa20sKxydhstAtj0sKxzwBNr7upxnhY8KAQrb0D35AndRVilbAZfNFHX5TevA8BHwxfOvX5Xdnlr78Da23GakFYgGjt9ZWSXZef0Kh9P6a69UcFZYLEFdiACAMMpFWYYC8sdTPVk5CyD+RhwjfsMZjDQGDe4ZWehqWUVOmg220rQFmNYUAo+BqI6lFl9ivZgligchao3lfUNdqWXYHukZFTUZ9llYUSZgii2siiPGRy+FPvGTqV8RZWFZQWwBJGVGeqLxQVOZQva8xuP7cIZX+A2wiqmU+kfDwPAgzcGCbLurRcHNj+Yab1IkXVv7R3YUhg3X2NqjnueTEeHMmdZFfE4Uwf/jZteIdM4GMwasWO6h+boHZ9hyrFj0SfnJqsZDDTd1MnyMdFzg1O8GIrz6VanjmAlJCkAq47U/E7FhbETFuzpEoKlsWdjK8FHopuHc1FNKr4DBmenv/nPdKOigL4i4l5myT1E+1S8M8KzUDClUdiq+r4btrK7CCvU3e9vi5Q2Mv62CGF2TmvvQC6ZOEWSdfcFQ4fjmrnkQh8puFUHL75G1sLolsHtXqHgLGBmMhGAA9c452hkgcG4xi2DizFNB0MDgzFkH62CtoAB0xjXrX+1+YP4xvQFGbOfrfXG7h7umlrILWk9e95AaIEJ/uK2EnbrZyp+3t4zaHcMQdh3nNlNqtPfHSFbWCrwhzsacNT94C7CAoDW3oH1dydo0/qau3pOK4gjH5pr9oRyFkavLM3Rihg81jpUmldmsyH+EDcsIWXONbSthDINA82wlGnKthVYFe0isMWsWNUu5tor6A525ipTld3OqojB280rw2Z/cUuahlfGuSzmEu+FhWUzrHgFfyH84Sh59/jDEXKl3u7eaTfsY9eVNbT2DjRFiFkzvZBzmwS1hQMJmjZ8t8hBWA3WlwAiwAzC1sC73V7oALaaUpv4n02kVJSVloVJDbP6vKywLobI6+bwiB2rEEHo2JRQE0YvF4JaS0QJu/idWrmo3dB2yh3O5Rr9HbNEwypzt6YZmlLI5ffMKOu1s/LeKJeuHViInSwy88Xiwnb6488OUpPyYOA6wvKHIyp5XEUxePJaB/A4aw/OqqAqKwwk5NVtVLUXhVU391SWyNvEXnRzQk/1kIiqNztW2f2OfchN+Y1NxsuaIlHZCVghyIedNyI4Zc8/AgfnXh458a0XcqvTcdojPDM1CgcsonswcB1hweMs6O5xVsVNCyKMbblU9ukP3GZtWTIGle8tWikPfbA1x+iV9LQnSTnlrD2lB+2TUPciL6NcGMGqXL9q26ou0neGaZy1Nh03ijkC6Xw6N4n9QKXsyufJBOHQhwc3EpYWaIyK3pEIunucZXGWeNmzb1DO+pfvfMPGDrb3qNNisQzsph7bl9Xm1Z4UptfiLDTxqjnLTAjaDCu7uJXJrfgH/uonf1GOr9spbL+PLpdM5JcWCKRTTKdQ1n3zgxnZm+KZvqHfGPn3/nDHr9/8kduEkt1IWI1S0VNp+JQxvKs5i+SKPgacJVD2CkXxpHiPQS4rdGUPY9knvNsiSmUtKtBx2DK3sRWvx1nVNpfgLM50g21/sVXNWdYgL8Oc4VwRg7NsLih+mln+83/9xT+kwGZg2l+1oBdya9NxILlmgWjs+fF7TZHY2dduy67F5f5w5OmunqcaPPWuGm4kLGhQ0ZpKwF6yH6iCs6jHPfacZXtZcSsugtMWhVlf6iJIJGiLV3ttoptvZy+7qc6r2rzabXxx9rf/y39faWeVacuooK2q8BbL3ntPL2yt/99/IQojdr/2hC8Y6hx9p7mz5wy14IYs7k5uYDxsuK6sAaEo607O45IPKm8llXPECsF+nl/8qWuVQHYDBZI5B7aXZ4ycpZkfC+Mg+nqwphQ451hexSwteLM0lIu6UDAAGOMaM78DtlIKAFi/996zX3u5TvRoz9p3ANhI/XRr+ePVv5175sLLoiwL7BaTFaUSdaTid7a/PFT8dOXMP3/dVnUF4Fg7VAuGyO2xKj25tIWHDTdaWCpyKyqiZYFojBwCI50zU1hrQi98rrC2AZvSXiG558sQ85BFPMtMupnG16MvcoZhN68skWJ0/WxCgMKnE4bSz//32/UNrj3MK852DBZ6rue53xtte6m/YgJFpaqEYVRG3LmIyjMteNLg5fQoOLazVOYMOFOyrQm3Ra8QjxthKeLIZd1RoU0xK0r0DRslR2lK0/G9XyKAZVTGsyz9Utj42Xs2WXQww/CWenotfxD569f+2R9UxLP2etXyDQvrKzuCKM0YmX2QtV3+2F7lAKV8zgrSmU6u8wvWQMlQd7a4upGwoEGy7ipE2RSNUfcWa+7qIXMWWTVQEYpBxs+TiVoWlijCslKH5pdWjTg70RY1+/VsI5RtUflyFq+Ctjjb/mKLBU7Wib6Lf6rmLM7yv1ppijyvWzaXyBKWactKJopaBzMeb7D8w4+bu3rE90UBR61X1WelokZLvkBuLcB2K2GRoSJa5g9HlImDAi14knxclb+3uauHvDYQjeWoFTrFmkMYBZhtALIohWcGh61PFpqf6+G8wrQRGTqdixmllck+znSD5ZY/bu7qsbw8qPdCB5PDjpVqzH+6ciIcEV9WFGdx60vrlGwZT6xxB0N4tTYjq85LQEXvX24wyjFJ4biRsA5Cp5gIMnH4wxGVm7+Y/pi2tjyOiYQDkXWXhePgCLPU/8TdhL6kPTRuGSZ2CuDlGJk1gxoMDjv5nBUmq2fgVLysYrH8w4+fCke4rXys4iQrzKLqmH5+cSEQjVnflyvEO1LZz3IaAcCtsu5uJCzFm5AMFaJUjLv5giFaTaleyK3PTpCPe1Cy7oeHKs5qisa49aUwRszvlPnFRluWXoL9OyaR7fcCaxVweKrNPm7LLrNXdbp7x6cObcjuAYDv9UUD5yrUhxsJCxRijf5whBxe8QVDKqEZ8sMwl0ysTsdzyQSBs3zBkEtk3Q8Pds5CZkfWEM09VVRSUUZvVngxzpnWfNKwfWk4eAkSzKc/RksKv1NlLnHbf8V3BOup3PwqcwaII+A4cCtG6UI30aWERYZK7zQAGIUcjXfWZyc2P5ihdSOGuvv94YjlYUlzlntk3Q8Pu33DXXxkM474Xi+Ap7t67F9KvYLRr5Rl9ioPYbutK/hLQOWpoFgP5fDQ1cTEAdwq6+5GwlJ0nlFkRvaxphdyH//Rt/JLCw/vDBMO2to7oAVCNXRH98fZm/b+iaMW8D4W2MVZ1f9qRZ32qGmq8gdrklrtF8bdqgJk1ceqcW4qFlbDAkncq8NyjGI6Vcpm8osLssZOfnHho+EL25kUirtLwRcMnb4yAjXFjveBPxw5fWWEfI13PQmZ/Ks+ZE2K3Xd941Gfs8D0CrEyYJdXaL2MXQF1Jy//M1Fu8wf3/JnqU7EqywKR58kPIZXyAtVsjCs3gusIa3124sEbg6WNzPKb12UjSs1dPS0v9ANA68UBgh3e2jvQ3NlDtpLIC10MN21VAKjkrHqvOuaSk5+psRBsYfha9G7G12wM9SWFjXHEgu4CpY1DHzdNg7sIK7+40NLd72+LAIC/LUKIznRcHVNxzaLXxo9FHPoI4V7O2vO1f3zKKomivepzpe0kD8ZkPU0aUKAOf5sp6P7IZeNU3UVYuWSilM2cUnDN0LMje/4eW+0Fd3JW7RcprH5QLwA4wCikSpm7SqkNrv08mbAr27hhH7iLsALR2HY6FeruJ7hm67MT6EI+jq5Zw+GGvVqBuqxRrl2o9TLq/mv9F+xfbtp4+IIhnOSiF3KyPQmoLfMom1mZGhVBNDf8UeA2whKNJtFr47LPB5Va8yOtJz6ucMmOPTAom1FHCvIWTd8ZdnJf2P+op8KR9ks3Ht4ZNopb+aWf6oWce669uwgrEI2hlURwzVS66nLJBLkz7kmCe/btk4XN+Rna/lydjueXFhzeF+LqYgX1dsZsF/vCTY3Q7iIsAAhEY7SHCXkhAIS6+1XI7kky0DzOIgIrdQgL84sLK2+NEno/iukURqC2MymHJQ7i6j7TN9T5/f+jKfKV0999Xfa4hwrXEVaTZWQRQJZbUNFpUNEtOJ5M90RzFq24SS/kHjpzzXYDe0UJN0UgGjs/cre5s6fj1THnFfPi6hbTqeaunnDf0Ek3tVK4jrACdGGpskdJAHmmoT8cUVFZO56u6BPKWStTFEsHADbnZ5ybOVXouDrWenGA1jGKdUKtvQNSEWG8utvplAuL3V1HWI0SeGpR8AqbqN6oCtmVspmGGmjHlbPyiwu0p1p+cYEwMgsR6u4/9d0RWv4aSYfWMVqkkg63eqcblWSoBdcRloqVpEJYKmtD3f1kQ0mF7MgnfEDiIQ3byXohp+Ka0TqK/eFI9HvjtPs/l0yEuvtpa/OLC+S6QpW1ZLI7VLiOsEAtfE7W0lIZc69iKIW6+8kDwZu7emjk7guGDkgDtzGc9SA+SFu4nU6dH7lLu4c352dQV4N2XJUSUFo9M3khKA+wODy4kbBU4u4K2ur0+x8UDCUA8IcjNJJVIUqyRYliGLa1FM7KLy5szhPdq/ziQufoO7Rbkaw4rFI4XspmyCJ8KmaOnETyruMetnAgDW4kLJW4+3H0Clu6+7eoa1t7B1QMNMLfi7M5ca1FOk45S5Bdc1dPay+lQV3Fx9mcnyErrG4lE+S16A/S1mIAi7yWTDrujLiDOwmrUXF3lbUqxo6KNwpqxl1zV8/S2GWapVNJOo44S5Ad4XCgxlZoW6m4SOS1Kv6gpQdPXKvyUXsWllMoVic0So5ahThaewdyyQTZMbwfHyQf+tzIXdrCXTjceJZeyKmo2eWSCfLyXDJBblBV8QcVoRLDcmfEHdxJWKAWd1fMM5I9O/QKaaedX1xI/3iYZqP5gqEz18b3I7ua+gG+YOjgNCoOkbOU1J2yGRUhaRUTScUfVFmrwjiujbiDawlLJe6uGIraSiZoy7Nzk2tvx2kRpdbegdaLdJGJ5q4eBzvsaJSXXVW1Y8IfjjQkZA7K/mCjChrc6Q+CawlLJe6OITBCEgqLdDY/mKENzkJZd7JEZMfVscPfJU8uZ6mAbOYokp3KFFUVwnJtxB1cS1hN0VgumcjOTcraWZvzM8u3rm99mFh5a1TWifAFQ+G+IaBOggtEY2dv3laJsxyJfKDHWXJQkcFzMOO6JlTYSnG5ayPuAHCi0SewB1amRjc/mAGAtbfj516XCwlj9Hrrw0RzJ4U4MLZKDtu79rlUCXYkhMK98T8qgTP1lGjl9ySuuGsj7uAeC8uui3jqyogWCAGAFggRPriOq2NNkRj5Yrf2DjwBmqWeneV2NLD+o+qmc5WmiFsICwBWpkbxjS8Ywjl9tA8dl7veNWs4PM5yNVSqxvRCjmwiVUXc9UJu+Zb00LzDg1sIC0sKhZEViMY6Xh1zSDoYLN/92w7+LB83eJz1eCLcN1S1/7Nzkw7X2iPuyFaljZVG1TbuhlsIC6ySAvGlc9fMFwyRR8wDSRrtMYLHWccG5B2+MjXqPPEtXFFkKxRKVlF8O1i4iLBadrXjOTeJW3sHnD9DqrA2HXfPA6QR8DjrGKCYTq1Ox4Xt0BMAACAASURBVAkLMYVlFLcc/nxzVw8G7DfnZwRFuieM5SLCqvIKpdDaO0AuFm3tHSD3HtP2kPvgcdZRQC/kaHXFm/MzD96gdF8V0ynhQMguD/cNdVwda4p8pfXid9zzRHcRYcEur1AKZG11FcGDgEKf9gEpUh0UPM5yCtrdW0ynlm9dJ+w0lLgAgO0MRda9/dKNlhf6aaSzlUwgbWF9ohvgLsLa7RU6R1vfEJl3WqgqeiquaDGdco+lDQAeZ+0LvZBbnY6LdLYU8osLBMYBy/No+/YQrXlrc36m/dKNjqtjhLxhTkFU55DgLsJS8QqxX5r29MNyU8JCAAhTiTLcN0TrAQKA1cOKuz3+nIV+Ge0xk19c2Hh/klYx4AuGTn13hHb/55IJJB3ZhXohR+5kRn0Lt5X4uIuwQM0rJDt3vmCI7NxhrzWNPtov3aDdOe2XbpBzBfuZdceDs0rZDC29axRyhLYtcdCzr90mkA66deG+IYJvlV9cINdkbc7PkKugtxS0Ig4PriMsFa+wtXdgg+qgqTh3bX1DtOPiRqTJfp66MkLmrOzcZF3aOjLOIs6EL2Uz9+ODhFkSeiG3PjvR+f13CKSDl8mZMEY1NuYm9yOOmh9Cdu7fhfuuOvu4ql8bc/+utfc7zh4PrOqVS77X0v1Pbd9xBVxHWCpeIa6lPXiRO8hDp8lzXMjSfWTO8ocj4b6hUjZT1xrde4PmFxdyyUQumSAblfbfcz8+uN+F3uNOQx2OztF3ZGuD9UJubTp+6soIwWDB1jFa7Bn3Bq2SGZVOaW3MOAmVZpq50x8EFxIWqHmFLd39ZCOr/dINclBJJSBFPq6KndXc1YOphtrUswdnNXf1hLr7Q939zV092+mUM9IxYSe7pmgs1N1/9uZtB05HmbNw9npr70AgGiMwDrIV7SZcm47TRpniWnKWbX12oo26dmNuUkXD3oX+ILiTsFS8wlB3fzFNHLGLA+vJa8kGmi8YIg/7EpxFOHNfMIQzgZfGLtdwS+s5Akhe50fuOtzZdrJD1nDMHRztQTxhZ0sqoMhWyJIqc3rIo3rIIXO9kFMRt3FhfhDhRsJS8QpBzUBrv3SDbKC19Q2R60ibu3pwhxEozxcMtV+6sfTDy7S/2h+OnLk2Xlt30CXBCy47b11Aka1wwja5NXV1Oq5iIpHNOhUTybX+ILiTsKBBuUJQS/kJQ4mWbfSHIw/eGKSduRYMdbw6Rg4q7RdIbjxn+cMRcmJxfXaCzFa4nMwaKPNCHoOqMjjj8csPIlxKWCpeIT6HVQbYbMxN0jKGpWxm5a1R2pljcSDZqWztHTjMcuTGcxYA0DjrtAJbZecmyfYRLidflC1qjB+sza8yOMOd/iC4lrAUvcLW3oH12QlCRXIpm8kvLqy/O0Gz71q6+/1txAGFvmDo9JWRU1dGCGuPBMeYs8gIRGNkYSkVG0dxeXb/KoqacLM/CK4lLAAIdfdvzE2uTI3KlimgGPzmBzOosywFlfEqABCIxs6N3FXZpq7dKADwBHKWiqqaymyxzfkZlUPnFxceS38Q3KnpDgCr0/HN+RmjmIMlkP3oFaX72i/daIrGyFEwcibrmOBo9OD3xTEQjCdHvgAgl0wQGnHEWhVF9lwy4WIz3x0WVn5xoSp2Y7/nZQd4oERy68WBpgjxsoW6+8nb5QmAS5iCUvnt4lcF2i/dINvam/Mz5LhbHX/QJY36biGsqspJHJmFoygIV84XDClqYrjbNWs4XMJZjy1UTCSjpqB7dfNN5Qughj+oF3IrU6MeYZXR1je0e8g7cta+VhI6j3v+02PtmjUcHme5FDjAZTfyiwv7Ftzszg+iUPLmBzMeYZWBE0x38w5yVv21Kj0x5Jp4DwDgcVZDQCOO9dmJ5Tf3GX6jF3IdV8fsvkUxnXoQH0QZL4+wKoBiCbvpY1/XzB+OtHT308qmjEKOJsbmwYLHWUeHYjp1Py4tlIwm0vq7/2bfn8TKZ/t3XEJSdriFsPzhSIjat4z9NLQGYH84Qqv22pyfIWcSHy94nCWHzfkZ2UodVMV58MZ/tZ35WLbsRmXgTai7v7V3oLmzx99Gr/U5WLiFsEBBzQ4rCchktz47QSA7HHtBk7J57FzRJ46zaGpCm/MzS2OXV976V4SYujB2ZAkLx3a1XhygkU52brLj6ljn6DsuiQi7iLDQyKKZLSjoTlOVIqu7kKVd/OHIYzdb7EnhrFwy8fDO8Cd//G3CWr2QK22sNEW+IrvQFwxpwVD7K3/ob+sgHHRzfubUldc7R9+RrRDanJ8JdfcjRaoUVB8gXERYYLXUEBYi76yRxBJC3f3YkUM4KHIWeSGBs/KLC2Rl1EPGseGsUjaDnVu0J9zWh++1vPAyofAlv7jQ8eoPCIXN+cWF7XSq/dKNztF3ZNeikpekno+J9dkJlxhWAu4iLAwqkQfY7C5AdYjTV0ZoRBmIxpq7eghryZyFFj6tLgaVUmRXyeDoOAtV0mnSGnoht/7uv9GCIYIK4Ob8zNnXfkS4jbNzkxgSOi1fR74+O0GrZMYnMY10Nudn/OGIYt/IgcNdhAUKkSxQkO7EVCNtbWvvgKKBJnvLBaKxjqtjhKi/PxwpplPrsxPkrnIHkOMs8pnkFxeW3/xvUNVPaiHq/0S/9z/Lts4IXS1UIpRaiyYSjTjWZydaLL+MsJbcIZRVUOM6PLiOsJDRaZJSZO4AgHDfENlA67g6tj47QdPeI/uG7Zdu+MMRWb8m1N3ffulGIBpbn52QivqVsplcMoFkl52btH9Wuz7wfTgLr1F2bnJzfmZlavR+fND5aaCNsz47EYjGOl79gZTdgVMFUdI+1N0vxXQqKoCY46M16OHHTuvZyC8ulLIrNJYUEzcIaw8VjPMG9LIyxp4fv1frX9F22LdkdE9glw9tbTGdWpuO09aWspmVqVHaWvWbAXWHCWu3kolSNoNEL/Ub0LssplNImoFoLHptvPL8uf2HkeBQhLq5q0cLhjBTlnOsDYAqyWgL0+JHON2P9iGraJYu37recXWMZiIt37p+6sqIs6xi9XNi+db19ks3aKSzfOt6a+9ALbLLLy6c//Dfvvfee4TfrAg3EhYALI1d7rg6Rv6syddpfXZCC4bID7TN+RlarEHxlkAnGiMOhN+QSybSPx5uvThAO/napHMwWyuXTGynUzi3gvYbsnOTjdKDX52OE1xIRHZu0ijkHPtlFYSl8uTOLy6sTI3WCfA3kLBc5xIi2i/dIJdlnroyQtZWx+PSCg5UMgbCN0RDQHZ5uG8oEI2lfzxMTh1Evzfe2jtA+8Nr340HEIPHKQztl27Q7nm0fDHaTViuPr1id/m480Or6C6sTsfJKjE43Z629rDhUsLCaX3kKYEBBUGr01dGyP067ZduoJ1FyBugCbD85nWyrHv7KzdoU3+wAu5wdCZVOUtFUhHZn+yOKbJVMZ1CJ5SwFgBWpkbJ4s6b8zNkrVSMmrmtmkHApYQFDZr0B5ahRFNYBoCmaGzlrVGawrJeyLW80L/1IWWuKpohZ6oDSW5Aw+qzmrt6yBJDimyFsUUVET5UCactV0kOrs9OHOZwAFW4VHEUANr6hpbGLrdnM/5wRC/kpPYNhmZXp+NbyYRsrZ1eyBmF3Mb7k1ogJF1WDOALhvxtkfwSJVOJY/serwp4hEt0SiVQymZUZu2sTI2SRfiQ7GjhJwDIzk2SyyDQvCKUpx4Z3EtYqDmzOh3fTqdkA/BY9kJjDQGjSBw9j3PGiukUzSZ3n4l0IDhmnKWoMhzq7if/BrSPyGS3MTd5buQu7dCb8zPhviE370CXuoR6IYd1OlsfJkoblEiWiH/J9iejWunZ1243RWK0ki4AwHHqtLWPL45N744iyDF+sJ615HzoxtwkeUg13nSujV4hGkxYmArZ/X38xGlUBQDNXT3nRu62fXsIAAxqyu/8yF3ZZlEP++FJ4SwytGCIHPlSTCxuzE2G6vqSbpDHaryFtT47sachE+4bOvf6XbIQD475O/va7dpD2B39EvJaDzXgcVY9BKIxclYUyxFUpsbWCdVn5ybJ1UIHiAYTFtYf1crH4Zi/5s6a0aulscv1Q9T7DWH30BDUn4bg8PWkYf8PJNw3VN+hQ5mKPf/JriSze9Xyretrb8dpzsrBovEWFn5MtT5HnNlVyzVr7R0g10x5eqHHHE8gZ5kgy7rXUVj2hyN7+pLZucn78UHMX6k4KweFxhMWAHRcHcvOTda5DLWs3PZLN4xCjtbxjxWehIUeXIMnjrPyiwsP70j3M+SSiaWxy+vvThjFXC1/s5YvEojGxN3nBmfFFYSFDfQ0D7nj6tjadJzwzDl1ZSQ7N0nTOL4fH6Qt9HDQOH6chaFx2V4I9MuW37y+9WFCtqAUa6HxPUFhuSkaa+7swSGhDYcrCAsA2vqGttMpQhkBmrIEx9AXDJ25Np6+M0wgu46rY+k7wzTOOkwtqicTDeMswiwJlFdeeetfyYbG7S1KhFnoANDyQr8WCMkSFqokRq+Nnx+56wa1GbcQVv3oe32E+4a0YIjQvucPR6LXxh/eGSZI6EWvjdM4yyjkCEf0UBdHylnZucnlW9c/Gv6a7EAanyWqAwAtkpVWeiFXTKewUkfWNcNb48y18fMjd2UJS7Q0ukR91C2EBftF3+uj4+rYBsm/C0Rj4b4hgi47mbNaewfaL91YmRolnC2q7smuejIgx1n5xYXV6fjyLUqruS8Yyi/91N/WIVtjWUynNudn2l/5Q4Ik/Np0PNw3dPrKyHN/+teyB92Ym4xeGwf5TvL12Ql/OOKqUlIXERY4iL7XgoqBhteDQJRkzkKNYwL7tF+6oQVDD+8ME3xnsvqFa4FJelsgUoKzStnMxvtTpWxG1tJBheVT331dtru4mE6l7wxHr423X7ohWxqKmxM3qizTrUyN0poiS9lMdm6SrFFzSHAXYalE37F7i2yg0YSoyJyFEbRSNiP7x4a6+89cGy+mUw8lo2+BaCyXTKxMjdIeCYeH1ek4wdg0JZvfnai84vtzVimbeXhnGADaX/nDXSqp+wBnf3RcHdu34qkKgq3Qm5M6aC6ZQJEc50sE0ESiNfqsTsdd2GHmOsVRvZB7EB+kyY3iWrEtZNeilC1hbdV2lEIumUCLnTDBZWNukiAqgLe60PB04iNgL7cvGBKyGXh1mqycd3a/rg77aWPoB43EUjaz+cGMFgidvjLihAKqTh5733Z97HtvaVRB8AVDbfL9vSgESFOyVdkexXQKpbd9wZO0454buUtTlH54Z7hz9J0913oSyRXIJRNr03GaxgWqu9Iukm1zUNaSN6XKzYB2O/kmtN/8KNvm5JdUkY5uqfHsSTroQ6GaOzIa0pyIp+Dwu/pkJ0+yFbsayV0v5MJ9Q4TGF5QbpgkBqmyMyoeoXJBO5cEPAEtjl9sv3fA03a2j7qfpvnzrenNXD02EDJ0swvQ3sOwd8gwLla25Nh1visZU5OSbu3r0Qo7QjYR0sPZ2vCkSO3NtnHBbHpL7QDAGdwMZs61viHZ6OA+J5pGpbAnYbxJEfajcBdjeW+cu8AirGqVs5n58kJCFRdyPD56+MkKeQ3EgG1RWdBAANudncskEShXTRnUi6RCMRExgocqlG7LXiFwyodIMjMPEwn1DtL8InyLNXT00ylBkq5WpUX84QntmYw6U5ivgrXf25u06p+0NoaiGSvQdADqujpFrnXCLYP6OXJ9FU1hu7R0IdfevvR2n6zt39viCIYJAcyAaO31lhDxt6JBAtqoAYHU6Xspmzlwbp/1FSDdtksH1quVktsJJKDS2wvLUjqtj5DE/Loy1C7iUsECh9h2s6iqkDHLXzvrsxIP4IOHQrb0D6+9O0KTZi+lUUyRW2sgQ6oPCfUNnb94+e/O2qwpnGgWHUfw9sTk/g5kQ2n2ryFbFdCo7N0lWxVqZGg1T/V+sa3ftyBxwM2HZS6twbKfUcuyLlh0sLA4diMbW350obUgfFyuS8T3B0jl9ZeT8yN3nx+952oGNBdlCUWSrUjaTvjNMHiaC1XYNGdVzNHAvYYHlESzful5HFqMWkKQ2P5gxijnZFgo7P8qaeFhg9dyf/nXHq2Mq/TeutcmfBKiYqCtTo2S2Et4ceYTE2nT8zLVxwlpwZV37brh3CAUA4HxzFEouplNSwQgsHcL3smv94cjZm7cxZJtfXCBcQvKcYQ/HHeepAyDA6r8hhxFXpkbbSHUbYNXHkEf1HBkaSVhIKLWeRVjmJ2TdZdUOsRZ5fXZi431iYTfmy7wuZQ9HBnJGEqwOZ/JIQeex9sa2STTSJcwvLqRr5/JQazT6vXGUdScQB8q6d37/HXKmCTxZdw9HCBWrfHN+Jkp1Bh3G2jfnZ/YVJT9sNJKwwn1DTdFY/fR/qLv/3Mjd9lduVMWhsnOTDusGsEJC6UQ9eHA9zjvr7sBZXlWR2X1j7fnFheVb11feGi1tZBobXW1w0L3j6th2OlVfysoXDLVfulH19GjtHSjut7AWiumUpxfq4VhDL+RkLR3stF8au7z2drwqTFanCwfzAMtvXkdZd/IUq4NC46fmdFwdW3t7/379KvpHh3F9doIm4EnWC/XgoYFAeeWHd4Y/+eNvSS3Mzk0u/fDyxvuTRjG3ewxVHVcUzYWmiGlVqURXDgSNL2to7uppf+XGytQooVrq7M3ba/LiJCp6oZvzM4RT9eDBjlI2Q9hIm/Mzn/zxt1beGt36MNHyQr9UdLW1d0DwlGwW0mxZj8RAXp35wNF4wgIAnP5Ik/1sv3Rj+db1I9M4bu0daO7qWb51nZArKVIL9z24FvnFBam9pxdyS2OXl354eeWtUdlu09begZYXTGUrgsRVMZ1CzpIlnbXpuC8YOj9yN/o9Yn3ZAcIVhAUA0WvjuWSC0I+CisNHzFmnr4ws37pOEO1bn51YnY57Btpxx8rU6Md/9K2Phi+sTselSMdeoCebCyqmU9vpFHKWlFAqytRg51bHq3KCM9iQjxHkUHd/w6sL3UJYGMxaJQ3sws6po9Rlb+7qOXvz9srUqBTDYj0qGmiyoTeUGPUE3Q8QOEti+dZ1Qp+8PxwxijmQ12/B+7/14kBzp5wqhuj4OXNtvONVubahtek4+iIA4FDyDIFxenKX0mHAXfIyq9Px/OICrVb4fnywuauHIABEbv7SC7mVqVGkWtmFa9NxvZCT2gqoQoeV9y3dEiGMUjaTX1ywD6d7bIDSek3RGPaUyH6Y6+9OAED0e+POPSy86P5wBCuZpS49FuKgQqyQM3QClf7Ew7inPD2sMsi8I+xegtWqsiFQ7YygcYyiRa29A7KuAY7hDHX3O1QZ1Qs5rAzEm6S5q4cm8r3vUWjPYRRZR6U6WbHzrWRi84MZAOh4dczhdbfzPkqhOm8Vzs5Nbs7PoNQaGmUOT1gv5NJ3hmmalCqbc3N+Zn12gibAW4fpPMIqA/XDOq6O0cKKy7eu19ceq7NWZVugHgjBRsObh9DvisYF3m/O16K1hQ4p9h7VP2d0CoxCrrmrJ7+4oFmT9YTAsZB1Xxq7fOrKSP2rJrSVRXt5MZ0yCjms8Wnu7NmX9zFxgbkLZN6Hd4YdPqVwyg6KGaA75tzMQRlrMuOgBDZtS6vowZNvB5xXUktB0yOsCmzOz6xOx2sJ4NcHiucfPWcpbsqVqdFQdz/tZhBq5XgTOrd0iunUVjKB0yWQvJxIyzsnHedk9/EffauOfBWSLFqIeJ72M3Ty92IfO5YUEfxiNKJPXRmh3fmoB3/0G3L51nWafiGmMutcEY+wqoHzlGi942jvHP0sCfRJabwDANm5ya1kAvlCyt0Aq9W+lM2EuvsxXCXlF6PPSHCv7CdAc+vECexelUsmkKR8wVBLdz8qR8v+Zgxyo6oiefxES3c/rbuLHC6Ag9iKtPAIACzfuu4PR+qE5zzCqobizb86Hd9Op45+lgQoBFbB8juaojGjkCPoeaO+xcb7kwBw7vW7suePtkAgGlOZ+HBQwPET5NPQC7mtZGJzfqalu5/Moeg/nr4yQjgHzKuAZFReQH16RX3GqQPsHqn/vPcIaw8U06kHbwyefe02TR7o4Z1hQv5OHFpsl835GdnHFJp4gWiMZiSuz05g9opAOitTo5sfzDRFYv5whHanPQYoplNr03HyvBmwuJvm4INlb5INHPVHpl7I0WT88osLy29e33fjeYS1N7Jzkxtzk7QcB9pomIMjkA5umqZobOvDxHN/+teyJ7A6HUdLh0C4S2OXUQWsKRJTUYPzQICoWsDuC8JvUBd0V1mOeUxaPARHGbb1De3r/zaQsFytOBruG8LBqGeujeeSCX844vwqYqfh0tjlrWQiv7TQFI1J7QD0jLY+TADAVjIhGxJCtgKA7NykLGHhBFkMacs6lR4UUcpmVDQ/RfyUdtUU2QoNQ4c6M7uB4QiXazG5pdK9FlB/ZvnW9fSPh2Wl2QEgEI1h9kq2iW9zfgbZCgBkq9J9wdDz4/fOvX4XK5JpCo1YMOWx1REjEI2psBXOH20IW6EjTD56dm5yO50ij+o5MrjawgKAUjajBUNIOsV0qlVm7frsBC4EgPzigtSjA6vJt5KJXDKBA7tkn1qBaAyTU1KrPBxfqETNFNkKAyCnSYUXePS1t+NnX6M4kkeMhhHW+uzEvoXaOPJIyLrLWlinr4yE+4Yw60GQScA+1dbeAa9X2cMRQJGtyDF+DNu1vyIxQ7eBsu4NC7o3RWKBaGxfExRrwbNzk9hriqF6WXsHfwmtEseDB5cDXVGVwavO09mb8zOb8zOlbOa3XnzuycoSdn7/nfvxQZRqcbIEu6LO3rytBUP1y3A9ePBQB1ikhi1KDrtK8JG/OT+D7k7rxYELzZtPVpYQtVaWb113GOjBoBJYs3BW3hoF0pQRLCZ0v6/uwcO+kEoiI09hTBYAOl4dA4CmaGxfyRDs1EEXB9Hc1QOZv1I4cToaGXQPRGNIPVow5KRCT3ysyFM0zsK2MlqhigcPDYdo/8Y8kvN2iLXpOLZeIfDxH3BQ7uMLhjpH31m+dX07kwIAf1vEH45Ag6JYDc4SmtQzNeqXbFcmc1bH1bH12YmlscuEBmn0YV1eqOLB/cAG8mI6hSaS8x21OT+Dex4AtECoTWYrdlwdK2UzmDeXlYTHksCmSGw7IzdE/cDR+Dqs1t6BUHc/QeO4tXeg49WxlbfkZD8BoP3SjdNXRtJ3hmULrM7evL2VTNAE3bNzk1628fED2jtSirWlbGZp7PLym9fX3o5vvD8p1f1jnyURkoxsbM7P5JcWcLnUQUVj7/mRu60XB550wgKAjqtjKBx8ZJzV2jsQvTa+MjUqNdkQq+dbuvsJGse+YOhBfHB9dsKjrccDS2OXPxq+8OCNweU3rxsy19Qfjgi+aPv2kFTmOjs3KWZJSPXGo2nW8erY2Zu3Wy8OOJeER7Zq7urBLGTH1TEpOfkDhysIC6ym9vSdYdmFZM4KRGPnR+7itCWphSjmvz47IaUF3to7cG7kLgA8iA/Kzn9F3XHaBMbHHioPgJWp0Y+GL3w0fOF+fFB2/7TYSMe50YFzSUvZTHNnjxYISZEOzhDoHH0nem1ciukEW2HwREqYG+8Oe81EY4O/biEsNF5QX0V2LZmzMFOJzxCpfe8PR86P3A1EY0tjl52XpKKA3LmRu+gUOD/bszdvt1+6sZVM3I8Pys7pwG7YBlb6OQFhjrHAVjLx0fCF5VvXUXzK+UL7ZyLVk7A5P7M0dhkAmjt7/G0SKkD5xYWlscuBaOzszdvRa+PO+6vFFsVkESbKnZ+tna2ksDI1ijJN7slQuUutAWUS2y/dIAS2FS9MMZ0iyEKiWCgq58pGMddnJ4rpFAqEO1+IlXtg1Xk4EdvEOIsQdN9XFllAtkC3mE7RarVR1aT14gCOfXR+ONQdxEByUyTm5NYSUlkA0No7gNauw3sSZfhxAo0/HBFKzfsuRHUtLO8k7zHCoAOVmyI7N4mVj7tP2JOXKQP3Lu0jVrk8WEFHSB3iXtxKJgitFdiwCgD7ChNXAUcHo5ZmW9+Qw+MKrWG7LLLQKRanJH4b1kBDJXOJ8xQLheTxR8MXWi8OoHjh7qMLbWWw9aKjvLJeyGHKXAuE6pQE42+okktuisZEkGVfPfiNucliOoXz9fCcc8mEEy1TlB4FAIJQMvYJtnT300Y6YZPg0d8OK2+N1hJH8girAvhhEeTrQO0ioR48bXOgDA5OdSWsJYyTQODkmPziQlvfkJDWdGLpoCwy3v96IYdmV3NXT/32A+ekg5wCMmTX8kL/btJBkkVjyhcMNUVjyFP2H6uvd6YXcpvzMxtzk81dPS3d/bKafLtHV0hhfXZic34G00qya/EhStNlV7kR9mVJj7CqsT47geWdR8xZKg9DbCItZTO0iQPYe9Tc1YMWSn5xocr2qX9odBVxPB8qHUs1lyEpCPfKyQCb3b/B7tbJupMoRY/vizYzCkXQqgZPOATOEi9lMzSxeZQ5zi8utF+6QdtLK1OjgWislslZHzhli7yXFNmqfkmqR1h7AONKtICfygXDACd5n+WSibXpOMo2ohUj9UhH2sKReQAgq7BcTKfWZyew96L14oBsQyx+bk0RkyBkq3XggFJIaG/Kai4K4EiO/OKClL9sh2ido1EVWGK5+849q3X0tel4Yzd//Z3jEdbeuB8fBMcB0SqoXDaw0SX+KqkkAE7NxPelbAYVRKWWiy6K9lduyPqYKOsOAJg1lzpzVB9zT0qIgId3ho1CTkWaCrmmtXfA4ZzaKmCmWwuGaBPeHVJGLShue7zj9hXm9ghrbxzgxVuZGpW1mNAtRc3Szu+/IxtdenhnGC0dAukIWXeQV4XHgPoTK6RDHkANlnnb0t1PFnS329eE5SpZcji4h7STFISn6b4HfMHQmWvj9+OD2nT89JURjGo7v3tFv6HZlCA5ra/90o384gLGdLJzk1JRLQwV4/uspBSXXsipoew9hwAACnJJREFUKNXS3KjHBirmId6u5MFiK1OjRiFH/g1IdmTdJEW2Wp2O55IJsh78kcHVhAU2FZr84sJ2JoWVRM6Xt/YOIFsBQE5yloRYiO9ln7pnro2LQRK43OFCLDhwfiAPBwVCpkXgQXyQliNG1Cl6cgJFtsKMDZlqjxJuJywA8IcjvmAIU+a5ZEK2m0GQjqw0e0t3fzQ4bhb+LC1IRbJEtt7DEwLZSKUd6Ivtq6JXC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xWCm4VfMpOHDxLr8QOy8jyzY0/E442Kf61BicioinWnUZxrOq9xjKoIram3NYT5Y8C0JBMUSgtQGiFeXUJ0njBLLsfuGiv/0f8jHLLOyU163P0/2WpdWm4tKc9wuuJyd9DU7P632vxvteX2xtoGBQCWLFuGwzXldUP8bV9XXnnlBwVY8cqkxz20r6F4k8kUwxdkrJ38ddvMpUgGgJHWxvGOFr1g0Vglurc7KnGM1kZ11UdGVQw6l/FSHZ0lel1ZIocMYLJxShoNvFi/lz7asA4QMcEg5sBE1g4/1zg96k23O9gpxgPPrageaW0M9HWS6OK4nlWSmp2Mf2NdWh5vw5+trGrK6yYZlqd9XkvSjwiV7INQkFj23IrqRIafSGT0Cs+e7cWb600ndO/fuXXS415c+6SJ6iDHFhqtjUArtUWjmRBvAukYa4wxpSpDfiAECDCSbDFpQvykLEfMJK01Ojp1Xd0J6UzK4UnzCMhIFsxOmboIs8YgAvD3dPp7OifI1NtJ0kto7ESlFitzKqrFt9pGnts1uPcB0lfMWNRKGE1SDADWpeXxPqskpsG6tDzQ1zne0RJXXWtJee7V1Utqn8ytqI7dJJxBSWoNKxQUScCIudFuEqSVr71ppLXRXD54Un2svalwQ625wS9CQXGktdHf1RYlmllDK3ZBKChqcx5Et+w0L6RK52LcRoZqjq76pl6g9v6Y8rsz7nHZjkMAMDXqDQVFJe2fnlUo0weRoAcE0Pfju0nxdHvx8gcP0OXAqVQYEML88ll2h72yZqR1FwBYS8ppX3GDU1LrWfbKmrFDTdal5ZMe90hrY1wh7DllVcQSpCGKcWVnJoZL0YbacFAc2LM9ycf7SpbOz7pC8tUuMaWeJD7WzqTHzdy8OK4S6fAVDorFm+vNpWMfa28a72jJq6zRza9AREsE9tdYR8uZjhZLlm3h1h0AEAEuBjDSFsDatYq2FeEg9RZpluubh+cDYigoZsyNfg3p7Rl6vtn7zBOhoB8A5l5z6+J/ekhVgPuJ1atOPbPr1LNPAEBexa2OO2oJ7lWvCA0Aocvp+p769dIdxzBfjkE3fnS4kyZdCwGAOExNJISBCzQMQtQ3bga75iSvSUhzYpiom+BtI6A096khQxBaS8oX3rs7LloR62O8o+W4jGk1rbTmE78SAIIet6e5rrdh46TH7dxcL9NKW5yrBQAIKa2EwQG373DLqWcaNQag+likisbHCAChoBgKitL2dWxMYp0phipCcObNg/2/f+zt729+vbZK7Dmi1NVOKhsQYN5HNs9ZsRbkXQcH3MT0Q3xbIWMzcsvnrb8np2RlTsnKjLmO7h/+49jhFnpxNOeO6bnTlUUbahds2bH43t22FVXHGjaSPmS6RjkAqFBmr6yxZNksWTbyzB9r2BhXkx+R3Irq4k31g3vr4rUNAYDumrx6ySlJqmGRvuzmzLEER68YbK6zlpRrjNDoV4l0lZj0uE0kWgM5+yjZtT4oke6stOvxjpaxjpZZdseciurZK6o0JY0b4xAAwERP50TvkeCA+5zPO8vuyFm2KqekPGu+i7zP/p7OnGWrtPulrzHi/oNQQLRYbf7uzpFX9o8eftr11V220nKNPaiv9CGA8wGxe9f9Ys8RALAtW5V3RWX2fNfsUm1/TMO70veLBwMD3c5b7h55Zf/U6GD+tbfOvfa2NKsN+D7SbHX6HpwPiMEBd05peSggev74mNjTOe/me/KukZ8lxhkvNQyql0gy6XF7muvS8xwOg2hyLlRXI0P7Gvxdbe/pWBK6QlqZIuek/CBma4ic031oX8P7TyvSx8qgL3uUq0S6sJJsISb2Swc70M2TJ4na4wMgJ3IK9HbOrayZQ+La9IoB4LHDLcpbJ4+jNdFzZNLjDgXFnJLy7GWrrE7XLGp/IQCAcEDs//UD410Hr/zxEQQwNeo95/MiorzIWdsJWQAgFBDTrDYAmGUvti1bdfIPjxHTLMtZmma1WbJyrAtc5KhsyyT6ZM8vtVhtKt4RC/H4bx87/crTK/6l6Wz3kYmB7rPdR9KyZs8uXWmdXzq7dJXFaot4T9DESbd1gQsAzgfEkVf2n3p+r23ZqjlXrM27Yq20D1AsUTZMVEWfc6PeU88+MTXqnXfzPcpoGnKxyMwCDMOtjeMdLcWb63VTtkZmFnkR3ruxJIyEJJtM5XRn9moMrEBvZ/9Ptr5HyfMj141IyUhXyfTHcNLjHt7XAAD567ZFzUEcmhQDvZ1knD4yHJbY1ZbpdM2trMlyKq5l0OpfAXGguW6it3PJl3866XFP9ByZ6O2cZXdkLyvPLllldbqoY14FjrFXWjx/fJRCx5Jls1hzrLIbm0Iny+lKy7bRdAt07+eD4snfPzbyytMV/9UJAFOj3qnRQQRwPigGBmTYdUuwOy/DLmNu8dLPPUAWBmTo0BMh5DrbfeR8UMye75pdunJ26SrJyaUfca5EqE+cdA+17Z042Z13ReXca2+jrjEcA7b8PUdOPbMLAzjuuD9LHv+CKcMxS7WpSY/75J7tOWVVBXqpryIzi+g75sahSHwwl4Vf2q3LyhSwJEkk6CmR20PSEkU05fSvEjUhY0zDRmKarSXlJM3upMddtKGWPBNGfmsioaB44idbAWBuZc2ZjhYAmFNRTZKRKxUNaHVs59ZJTzcAzC5bm71sVTax9bhK8oxGO/P3dPoO7/cd3l/ylV22ZeVqG5DMyw1vukcycdKdvcClXas5VAkb54MSuaLKxEn32e7XznYfmRz1Zsx15C5bZV1QylmOHEQkcp0PiGNHD4688jQAEFOR7l+tJamwhZG/p9Pzx0czna55N9+TPtehZRaAnqqFIRQUT7c2TvR2OvSesajMGmyuM+eGT+SliNBKngIWgJyJgfQgj3eDieSDJy160fIKKVeJtOZYsmzE0Ra7xk5OMN3uyHC6SLwCe7SRgeVtriMDqedW3FbAW44qtUi1HRJSNNHbOdF7xFnzoP0a7vqwTnedhdL/mHh/01SKmMI4hlYaH7xqTu0FoxHiemtjl8lR79nuI+cD/uKPbGKX88SRdkL+nxr1nnp+79nuI9b5pUVVmyRVDtMwBl1sIcDgO9xy6tlds8vWFt28zZJlU0EN+I8bi62J3s6Te7bbK2sKNH6DyMwi41AIWbZ4kytAwgO7BHo7tRHwKWBJTaokpVm8WzNxS4b2NRBnU8xNyJgeZ1/9evLNifcBGtrXMHaoGQDy1mxWOfUjvKgI4ExHy+ihJjLSX27FbU7maCPTijRmqXzh3Fojvkhrse5ahk3Kw6PngFcHK0RWBvlziRIHD3xogt5a6ex1vUsELmTJ2NGDIy/vnw6Iy7c/ARynEBhj63Rb03B7c17FbQVra7TY0mcWQCggepvrzvm887fsYL86rCZodL4k1OZC5WWPUfp3bg0FRVWL+QcUWGyyF5I3JvZIAtIkR4Pl4roZ0z5v38PrSZBezOandJUodOIaDwIk39xdZD49r5jtqROZVhFKRKeVJsUA4n9oHU9yRWWhwSq5onbv2s1GwxOzSse0NBSsO6ssUgKmVMU4l7lGLWLXyuhRtqDYfej8hHj6YJOvY3/RzffYK6pV2pwqKQ17hGffbBva18DG2an8btqzIWI6mDnBIalUmsQHMUUyAPi72ojniGiecSV+8Xe1jb/aMu3zBvo6470NI62NABDo67QuLY/LWTbt8xJaAYDY1ZbPDBcWVYQs28Iv/TSuUSQi0CoGUwtAD0bsaqSigx59EL8cgIcRo6DJZaKZh/q7wEYnEkn0zFgALuCd4AVJC6VjxPIqqcOg0uOZxyem3Z0V/5S8CQDAadk5xeu3Fayt8XW0SCeLAbOWMqNqIYZKs1dUZTpd3uY6f1fbfB1fBDa6DPbKmnS7w7Nne8TxXHXEdI5jEpzVV79+sLnOXCzrhZWZBFagt3P81ZZJjzsu3YoICckj0Il3eHdSl1Qf72iJvbrY1Za3ZnO63UHSK8d1wLqfxOgvp6YE0vsRwRJUb0Cpok8WPbuP2SadZ1UwlRGn2lok9UrP5DTAkJFgzRxijpX2YUZMOx4iuRywfMQKVPTIhQEDRsxGCbZI1xyMcJo1p0AeoRojZo8AGGHEM4vubdZcx6J7d4+2N53YufUSnchyQ2bZyqrS7Q7S7y+uGJoEmdW/c6s1npflPZIZBhYAkM7icZnloaBIuqcDQKCvMy72j7U3AUDO5VJuZYYj0U1j0wkbdCXy24g0JYzRQ8RYn5JXqCwv1XKt6adClb7+xRqAqgJMr8NI6lUEqzAGYrE8YG+hpFUhRFUbRcdRBqhACrZAQy4OW3RjckmKMyR10sGAkKy+UVULI7qeOTAyg2BupN5XhszKdLqW1j1DmBWX1mOaWcTPS7L9zSyzZgxY0z4vSc0OAFNed1/9+qgmodjVRrQbv6wi0bSlse/XXGxn4mJCmYq0MpJupczp6C8AKkVJRSu19hQRVZREiN2dpnoE25Bjoq5KSGtpVlDTT+8cAWNFq0IgBVshGYeySSjHYGmMQQAOWzKGMCYKmqxJSThE8tbkc1UKgKSgMc2UHLMoPPU+mIbMIloPfRFiFxWzSPtvLLaCrayqeFP90L6GjBlNQTNjwKJZFsno7XmVNZGvGok/IOMUTfu8xZvqzaWFfc8GobiQEoVuJmil/NCxBJW/XEU9GGlRxW6HYwcHII3ORRdyfaqNFDFdYXfHve1YWospCKT0CtIhKM2L5AhlXxUGUBmD0moZvBRbyu7JSsk8lNI+KFADeRWpioBiS8ssA4nELHPKDqk1tK8hp6wqHBRJ5GMsm8qtqKaBrCb2e0FkxloJc6+unvZ5Y090RZoqTLv9SHhnxH29t9chdg1LWxLFUAyxn2++AFJ+MD4jrW6FuAJa/UuFKrkKRyt9BukgifP3q8owxSAO0Ws0ZBr15BmmmU9uzpNK8sUQVtr7pLNitybPy1ocBqyYnEoVWlL5yRwiprP8cWok0oWY9nlJbo94x68n5d/ZfiUACJk2e2VNLBshQyusvmblB6uVMPaM9wAw0toYCopOs1wnMeWFZqtPetxg4DW/4BKLbhWJaLo4U9FKbx8srVSqFtItADzOkBpVWpUKAeh42TUFDA5QxySUzkrl05ZnqVcJ05Y9WQ+SC2DZgSUpY4hhh3QkNCuy4qRSucQwRlIxSiPGHsRYdnxhLP8EqQz7iTk/KQIGNp5LdZYRHo10u8PX3uRrb7KVVeWv2xajDUHBRDL/hSfFkecayWDskbdQuKE2FBQBwrHs5YLLjKWXif39D/R2jjzXaCLGl8h4RwtJ/GCu+qTH7YmSQPKCif6LGnk1VWqYAjqqCqhJEQlGSFsAqwuwZqBk62AlhQuf/oXJNaoUEAwKCPwWBHlS6gK3cQFxk1IR6BakjKMC0u6XlMQIYQHJx68+MHahkgyHvQ5yRlNGzVQ2orKsdRyI5Gf3d9acjH8gCSLWknIykETfw+sjpKjVFeqTynC4nDFEpVqybBe29SkuSd58WESI66rw9lpzCg7J35ggrcyl+AD54GPMTBSLbqUtRvUaqhNpVRhdSxCU94qBEVIKyG+pAhp1AQRK6mEVBciLKlFAxpCaJjoFZOJgAbBA18qTQCdQCqiK0QIIYYowAciMVFL+q3BNnpdXcWeE1dhCmDlNmUQIzvk8J371gO/w/uCAm1cw9ZnF3g5Lli2nbK3/rYODex/o+c4aE5mOpZml5fG2KZFn27q0/L0cZviCSbIDa7C5LsPpSiSleuEG87BLhFZk78RxFgVGBrSa6O0k1mgkWiHDkEv5G865nBQYATHQsFISKRuhaxGzlldMMAKsvO2cViW94YyOQ6nB8IJTjhTuCDJoLsQk80vQ3awOuc6Nes92Hznn8woMtgTppBRFT0CyqsUwOmOuIxQUT/z6wXce2fz6l1eFAyJAJGZxXw6A2XJjd87la+P1phNgkc4bcVUEgAyny3nnjoX37s5wupI5dR+RpAaWr71pyuM252gn+eDz120zl1I9Qc9L9NEAACAASURBVFqRxpTizfXmaBUKiqf2Nfjam2bZHVFoJc8b0UopoFLBVOYbswtEBm5QmzY8kljTSWNYKajSgxSr0VBCIZ4mrJKlwZnOZNFZYswvikVQkQtnFTh6frPj5W9tOHjXNYe/fbuEM5BNSxZbMsWUiwBQVCV1vS5cuymNyfMViVnynSMPqq1s7ZTHPRUndzKdruJN9Qvv3Z2/bhvp/RdXXbLr4s31Ux53ko+/mbzAmvS4h59qMO26Ihk5zKlmCdJqvKNlsLmOdPgyQauzXW3Hd27NLilfyHTa0LcEDVaNHW7p/dFdkwPvgKJMcVDjfCvKEs4AVGpx6pVsH6k8O9Ro4kCmCykWYcCgCisWmR7Cok6UUJMjg6/+5zfbv/vZpz933dGfPiww+9Ljl2IzkoWXb/kuuUrF19+i1q0kbKnYLataCGa7ym3LVs695lax58jo4RbV5yGCnoUALFm24s0PLdiyY/7WHQN7tsfLLKKU2StrMs0qSpYsW/Hm+uGnGkyoae+bJEu2BpWQLpek1cPE9geb60h3n3gqSdchQVqRZ6VwQy2XqcpAEP/jnM87tK8h3e4gmd74Z11VSyfMMhQUxw63jL950H7Nbbkr1pJsMIjfArNNJSJUNgABAM6Nen1H2+1XVmbOdVDFAYjaxRqMdBWri9G1zPap+clVVw5eyYxOjwcAgiODg52Hxvt7xk/0XHrHnY7yStXxk2ugErpg/ET38//yeQBYetOnXRu2pGfbVANGYKzENMgBDcqSvqd2B0YG06w54sme5V/4bma+A9PkDZjbAla2IMU3TI16Z9kd5wNi/+8fwwCLP/OQJtxB7lDN75c9/uCAe2DP9vlbdjBRmlGfJkX6d27NcLrMRUuNtDZGHWL9A5qtIUIBU8SRxGyzIIbEaEVGSbKWlGuzHQHoPG+qBaPtTWJXW4GcehQx5fT1KQZY50a9Yx0twQF37ooq+7XVNDpUzREygwAYewQBhILi2e7OsaPtoeDZjLmO3NJV9ivXMlYkRkhKf6wBk6yOacBHloQCouevBwZePFD+lUesBcXAEEfTfAYgqyrk54lDB4488T0AWLT6Zkf5moLLrkpnEMxcEk7oshPtB4b//nrBZSu9nYes+cVL12205heDAiwaPIWwJhRrOuDHGCxWm++d1/r+tLvgyjXzP7YJKOYUTnHM0hbwHNh15mh76VefEGi8ggaO0k81T2HSo2JWHMAi33t7ZY25yNKoMY8pYHFCshXHlbyBCsnLbiofPE6EViQtZEEElxky/DXpcZ/a12AtKS+USafSvCiwtLQ6N+odenZXKCgWVG3OkTKO6wR2kiUhKZmntCmx54jYc+Rsd2fGXEdu6crZrlWZcx10L4RrBEZDLz3d9+TjN/zoeQRwPiD6T3YDgqkR7+ToIAD4+7vPB/15l64ce+e1dGvOpZu3Z+UXI4DzQfG1H33D987rADD30qvSrLbcRcsAwJpfbM2fhxDkLlw2K9sGKvWNYdbpv7/29h/2VGz719N/e/303187N+Gfs3jZ/PLVcxaXypdERygazgXEdKsNA5z+22u9rb9Ns9pK1n06d9EyoJCSkcEqXEAZJBfre2r38Ovty++sy1lQCpRTpBiDPCWslAHZ2NGD3gNPLPrMg1nzXVpmsclq1DGuambFASyQvajm8sGTpG8R8jKngKXItM97rGFj8eZ6E85ycpPMjV4x6XnHNK3ErraR1kbd7LeKIN1ZGG5tDPR2OjbX03RuagNQ+i290ud8XjJOxERP59Czu2bZHUU335ORT1ujDcLQAUZfaRlq21tyz6Nnjh4kw0bMLl01e9mq7IUujXmouFdCQfFv/1U73v0aAMxxrUzLsuUsLEUAmXPnESrZFpamywndGfuRbAojBENH2t9u/o8bH9+HAE8HxLP9PQggMDIYGDmFAM6c6J4O+AuWX3X676/PsuZc8U9fzS6cx6mEvOV75kTP8N9eH/7b6wAw/+rVhcuvyi4oVl1pTbi5tIGJ04Nv/2HPxOlTl91xZ/7ylYqGxWlJKlNRglFgZPDtPQ/Pca1ccOM/WsjoOxgwQJiqWgwBQVV3wH3slw8VVG2ae001e2xsHDzFHBgy61KIUxJ5HcSutsHmuiW1T+oGOqSApcixho16o2xFF5KAON48QUQmPW7Pnq+Zo9VIa2Ogt9O5ZUdaZH1QfufCcnfTid7OU/sa5lRUs/31tZ9RCiwEMPRs4znfYM6yVb7D+3NKVhWsrbHIZhotQzdEX3sEMPJKy4lfPwQAc6+5Ne+KtfYr1lIQSNqN1qajZl1QHHrp6aGXnr78Sw1Z+Q4kh7MzniyugR8A2DIIwfSEOCs7R/Z50QPjwuIVJUvP48ZdGbnAwKuHht5+3X/6VE7BvMLLriq67CqirwFw7ADGzgKAcwF/9zO/9XQeWnbzxkVr1muNO+DVKxY9J/78G+9fD5T+4/Y5rlVak5DVvICveD4g9j5xf07JquL197AHw45eEY1Z/2Gi13EiUdNkoAPdQVVTwJIkwjWKKqZJJ1uCj8dOq2mfN93uIFlPAYBY+1FUdvmt8zTXAYAlyzbt86pGrNPdAgXW2Tfb+vd8HQAK191NUKUqoEsrAAgFxdFX9p/zeYMD3Y71d+eWrgKOL5jjiAwOVZAR9TrxipiaVhzOVAXkn6BxzxuBjJbhrg/bCoEBACZODw797fWiyxRty8jJTVedmxAHOl843v5s/vKrlq37dJrVpvKdq1BF2TQdEN/a83Balm3Zpu2WLJvW9c5RjzcYj/3qwVDQv6jmQYEZUFrFLO0QPjKz7uN98LHKe/FOpYAFEE0LjSykbS6uiC2Suo/xW5XGXpd4JSc9btavGRVYCGCit/PEzrsAIH/dPYW8b16fVtI/HAqIA80PEO1s9oq1NGMcLQB67zMDDrWTSF4VnVbA9Llh9SZSPhY2GW0HmCZCXeWOOUHuEtG1ABE9WXwqZM5hJP881v7MwKsvXPaJO3MXlWo1I6y2GVEYAGMYfu1Q359+uqT6rvyrKjXltU2QytqRV/YPt+295K7HmEF3eAe8dhSMhJll4u0gYuSfSQErup9PK6Gg6O9qy62ojqUhVlu35zurcy6vmvK4ZUsw1utAs7Pn33QPG3URGVjkHetr2Djl6RaycmxlVXQsiQgVyWvMldHRPiL2vIFotFJ0KL7ZTg0jUMGINfEMURUTudSUZMkFdCFzbNz1oYLVs1ie09WzVKqTvFDGEwsazvpDxG81PSH2PrVbPNlz2Re+m5Hv4CtC2JhZgQF33xP3L/zMgznLyhVmRTQMgWGWCccFaTTMrag2N3qetgXsA5rTHQDGO1qELJutrMqzZ7utrCou91Ogt3Nwb914R8ukxx1vkyLJfOZ/qy3n8qp4bz8NBY43p0coKM7bUMsOmBqFcUDfMmWReVrxXi1QKTvqcColXkHDLD5GNKJWZcg1VV3g1UAmektzvsbXTaN2EeecDA4ZX3L+qTBJkYUwxoAR9UBJxcIIYYzZ5ZKqBRgBhAHNyrZdunm7753XQkG/dKewAlQBcFhKNgqAgKYTBATW+a7Sr+7qe+L+grWb7NdWS1hCTMI/PrEylUyna/6WxwfibxqiedlNpNDKragO9HZ69mw3F2N0wWWGI90nPW7Pz7Yfa9gYCorxpn8hocCBvk5zjSBkxv9WW1wdTUkWoeJNDy397oF4KWnJskUd3pkKoQYzz83IotNPkBajWzCglWIMIi2tWP2ICVtHKlrJUe+C3M+GRo3zvQKZ3jA6P5WgcwsCQQAL373GgsAikOXSJAhgYSekmeTypNeORcAWAVuQPAlks3KHHvJTkEoK3DGA5rCBXTj30pWzF5UqJwJSjx8aE89omspVzZjrKP3qLn/vEd8r++nngf3eGNxuyHS6nFse9+zZHm8wOmEWybMUV0WQ88mQoVtmXGYYWAQ6U143AEz7vHHVpTlLyVgSsVckKeFzLq8q3lS/7HsvxJuQn/QQfO/6tSPKGt4aYp9fFmfAGEqIlpKVLzWtEPNi8LRS2XrMX8z2R2HyLkgLNagCpguenDUBtO882zmZdqzhyEW7LluY3oKELGwvQolHghZMSkUZhTKqJDwRwJEy8lHJ27cIwDCLw5aF7dnDXjGkdEiKzKw0q23xPz0499rb2Luj3Do+cRgrppmV6XQVbqiNt6chyM/8yHON9I2bQZlhYFFITXndJEufUUktkgJ9nUKmLW9NzdLvPhODcY7Zadn3Ds3f8nhuxW2WrBx54cwKBpBStRgdD1KV133Q5Tk2ASlHKxl2iN8gGzmlohW3RFnI0kqFKuV1ZdUNXZWKp4CMKkYFoyCjYBIQgyTdvtAClqETUdUiapRAlSy6CqSKPJh0NSydVVTBjMYs1uKW/WzMPVV9rhghzIrhoVIL6eumZVZUhGU6XYW31w4215nI1XVhZYZ9WGQcCpLEJ0JI7nhHy0hrI6sKBXo7C2+vJUPGx7tTc72p32tBes8m0luLVDhD2pKcG5udZw0QUL02vDcKAKiWBwgEAHVHHJlWinnIeaBoH2kl4QHXwZD1nWmcVvJemGZEndPUCHthkOS5Yv1WkocbEUc4lnxGgDDI7ioEsusKEKAwYISIB13xYWF5dAr5AmEMKAyyowoAAASAMGABozCK5M9S5iXvmDK8BdAc8XpiOv+tvbJmyuMe72hhv/GePdutJeWRHbL2yppAb+dgc52JsdkvoMykhjXpcafnOUhajAi0CgXFoX0NqkZZa0m5PTaHdygoHmvYeAEO930X3VeSjkOjX4V+q1UbYWmFKFM49vHwYkxF4MkiF9OhlWQzMtkRGFrpG4NKMc5pJQhcihiLooIpehZnFapsQ1qete8YA5AzCQVqEtJNScegeLsEHVXLwmlYzIlI5xujnoW5y87eOLaBWP+OK7fP194Uo1OleHO9yiLJcLpGnms83rBRjDgMTzLkn5lJDcuSZWNHbDeSkdZGMoagub149mxPZCS1uEZafY+E0SYYvmj+UssC8bVYjYnTU7RKFtLgSfNS6bi6lMJYYLdJE+Cp3k+NWsdsXD/EgWlb5IM8tNdKOk/pP0a9wtI8yNEGcjtgWBqHS61kIYzCpE1QWglhQKyGJeufWNazICwvkXWrGPQskNQ8jCAUOGvJmg2KkgVkz0h17zkhm4Npn7fv4fV5a2ry122L14Yg5afHvJ6fbbcuLXfqDEYtFXNu2QFyb40ZkZnUsGLxW0963OMdLaaHFSJfA9MpqMc7WmbE0YhUX1pJ9EaR0JiKGpWKWcssVHxS8sbpfpGWVkxhJSeyHq0QKC2GVOlA0nLeBwTGXi3O3a74sDivlqBpKxQkj5WgNCYqSpkyjxRVi25QUazYtkJJRwPqkqfLOVVLAP68VLqVoZ7F3GnJI+n9w6PHfnrfRE+n8uVgtGB9K1i+d+RtGjvU1Fe/Pl4lSJDxlJ7niMy7TKfr/RmNxUiSN4EfkeF9DfbKGnNNctM+71h7k+mRwQK9nb72pkTG2nn3gpii0mOqGW9GrWhgdjXr60HyWsTTSmmIVDuAeTypghvY8hpaUcAJtID8JiMGZ4a2odrgoqhSHOGMdzySYaiYhAKFEdMmKEh2ImseskdCIx7kpgBSRSfcwYI4ip34y17PXw+Eg2JkZgFrdMsXzVa66mzXwb4f3933o7vO+bxSQQTst8qAWphyJNPpitcmyHS6hEybdWl5ut1h2pR5fySpgTXe0TLt85oeqHlgz/bCDbWmYUf8i6ZHrxjYs91hlpUAMHa4BXRtH/1oHd7Wo8tZ2DEWIp2hbwtTC6vxFD+t2OZC2vAvY0uZZ71UDHeUhkKLohAp+pHS5Bd5klAFMqq0AVmq+Aa5vIDHjvcQB5bc1CjpejIBNa4rZmZWtq1r98P/+6WPvfHjb4SCZ42YpWNZA8gJgmCWvXjWXAf71WHutb5kOF1Cpi336mqIv1kp3e5YUvvkwnt3T/u8kd1YMy7JCyxdX3vsMtLamG53mEvoTvLBxzLkka7QlCD0oxfhOQNNiXBAPNlUBxxxdCxEalyolC+FaJLvSWkv5xUoJhWyBknA4omPY6C0YkKrqDLF+p6po10nJgBJlpRktRFSKJagohDRICwZW5QdvCWYprEN0wSwIEijhGKjtAScJgDzU9pymmwS+o73/Pc/VP1u+9aXf7ZTVtbowYDyU32CICBwrFpDLv/sRaWzsm0R9Cze7gYEOHOuY5a9eN7Ndwc93aGAgZ/IQMmyZNmW1D5ZvLleyLLFG+SZbneQR714c/3wvoYZj12IIMkLrER87ZMety8BY3Cwuc4ezzivql2boBUtExxwn9hzX35lTd411cx6eUZnW0qjIVk5+vL+/t89Rs1AUAxABluMMaiNaweQfdsKrXg9S2GZjC3ZylOZgTQUU8MvnXlquAlMeJSqUU9us+NswDQ9DevNPz/3y9qv/7L266/u+wOlVRqiLNPqVqQAtgj48hvXzS4sGj3WW3DJUl1aCUwzJdMAigWEM7JzileuLt2wxfPi02J/t6KKsmopucKIuYPS/cPLv7W3eP09hWs3ef/YwN7WWB4kCh1fe5O5vOzWkvIMp2ssicehSFJgJeJrJ6MBmrbmRlobTXS5IqKlVQRB3H8AAGOHW0bbmxZteTxrvouu0n1eWR8WNQbF7iO9u74+a65j0ae+TtmkaSvELKF4WuHJ0cHh19o5q1CHVoz1xziqkBKdwGoTRsGWyjynXimuJbAgfPLNN1749S//0vhfw+/2qgI+dQLc+elDq6+b8vuPH30TKZACTsnS+LDkbYJFwNfXfG7tXf98/PCL3c+3qnUrWl5gPe7Kia+651+X37Gl4quPvPbjbyjMYk1p4s5TrrPSrEHyUM+9thoBnHpGUZRisQqJWLJs87fsMD1gV9GG2tgjJN5/sTz44IPv/14feuihyJ4p7y+/NXvlOnMG3emnf5Rud+R9+FMm6o53tPi72syFxk0Z0EoLJu1yBDDQVAcAzjtqhfQMaQ0DLB3zkLHyggPugad2plltCzZ8maQ5Bo3RwfZnBnmGWCiTI97Blw54Du47HxDzl69Kz85hFShOz2JoxShNjFtdXiUxCwFC4DvW88YfmxevqkD8i6042gVlXikjgIDg0K9+6X7p5cKFC2bb86y2bLIQIRAEUPQ4AZRNydOsWbMWXnZpwcIFVlvOy3/YZ83JthcX0XZMhAAhJChnhBBdCIAQFC1dWnzpZa41VQNdb3Q9u3/BiivTZs0iZci1pxqqrL8qt8syaxYAypgzd+6lK4/86Jv2S1dmzpkr3zFlC+Q2YuYOs1vKvaJq6NknLFZbRtES9QOkbxUqy9LtjnPDxyfeeSln+Yd1CkYUS5YNnz831t4U4Zs97fPmDb/5+c9/Pt6NJy7Jkl6GFRLXHkuIllZIMO7i2ic16lX00yR52c2lZyR5tXR1q6jAmh71DjTXFa27J3tZudb6kx9ndddCUuDcqGe4ba/FmjPvI5uZYXK0mWG4TDIEOlMj3pE32v0nu20LS4uuWpNVUMy6sRAoxEGAgyOD/S88c9kntiAEwdODgZHB6YA4fqIXAE+cHrQVFk+cHiy+/KplVetUROt+/tkX9+w8NzFxZfUnMrJzEIIFZVcgwEVLS7Jycqj9qNm1hMgpv//15/582Q3X//2vLw329jlKll62+jr7vCKkd5W0QqKugn7/i79/KuD3f/gTG+zzivh0MVIqGFUSmDBGYflv/5tHX2r6xce+9i1b4bwwBiytImtRSC4mLQdaAIXCcOZEz6v/+c2rvvzDnAWl0r6wlFiZraXsnUl6cz4g9vzo7gU1D2U6XWQh0H5bSuC++oEiQhLwFm+uN+dU6atfX7ih1khjSOXDUoQkxjKdPP94w0aD5BtRTpPkDCo2zsseQRWXLMGt+pagbkW6cKK3c7i1cf7mh2YxA0CAjnrFBUwigPNB8XRbcygoOm65O81qU8rzvVtkbGEEMDHQPfTS0/M/+o+jb7RPnOzOWVhaeNUaa76DMVg0TYQIBAT9Lxzo+vV/Tgf8i1bfnFNYDABFl12FELYvLsnIsQmKIoYFdV2MEEwMn3r38Asr/+GTCODchDhyrBchOPnmUcKjzJycqQlx3tKlV910Ez1Uo+M5c2ro7b++5Ol517nsksv1yMUJnyU5KE786ce75swrWvPJ2zNyclg0hJl5mvQqzGAr6Pf/qb7uyn/4xCXXrCblyapQmHJNnmF4R9YaMYthn3wMGnQGTrr7mx685Ms/FbJsbDZU6ZRUwSyax9KzZ7vexzu6GH/4pbUpYEkytK9h2uc1Z5QN7Nme6XQZGJtRTvNYw8bIw0QbAUvxW82PlXR0yXBr47TPO7+mno1QJyUYO4HDUGDAPf7mwYy5jjNvti34xP0Z+cWsMsXFN/Dq1cRA95uPbgsF/Us3bi+4sjIzv5iFi0bHodEJUuTn2RPdJ1549qrPfoVrKNQagCA73UFZQj3TlD5MWBanYdHwCJVzjT08AEAIfKeG3npBIteK1dfZi4vY64zk+y2/20pKPN/g0FM/2nXJlWWrP7WBVWpUelaYV7IIg55/4iezrDnXbP48ZhQroknxwFIvZ5lFCzB6nLwElPEsaIb4M0cPnj7YfMmXf0oXgj6zdJ7QkdbGaZ/XXOtThLcpBSxJyDgf5rIkk6FrjHNXRzrNwea6dLsjsltN9TiQxFicl90AaUjzc6yjJRQUJz3u7JJyu9QayAWpI74u9UCdD4juRzad8w0u/MwDBddWA8jNebRWRPVq3H0kFPQXX39LJsEczw6WXEDnuaHnNdGhiIMRGyCqSyv1BhlHGNXmdLQ8PVVLvizgGxzy9Ly7Ys11CHGXUXqxVSnSZZ2r5/U3Dz751NU3f+xDq69nIUVVGxZYrIXY9Zfnel5+8eNf+1a6NUdlEkqEAqV8CKOwzKyxEz2dlFmYFmMVLqkitVWpwnXqmV1TPu/8mnosJ1BWnmamU7fu4xf1S2wkJD+y7ss4g8BKrlZC03HtZDyIeL8kJN6EJK6JNzzV21x3urUx9jZBVk63Ng7tezS7pDwvzrbI8TfbZtkdBWs3SZ51AODUK1Yjo2ulqNGcBaXzb9y0uHoroRXILz9bTDKsVP2cZVpRTFBacR2k2eZCxJAIMWoU53GnTWwYcUFYqpZEKcScNiPKCfykyIYCR+FVa69loqXkLjuIicNSWhilybVyxd2P1J0L+P/y81+r2gflicyTLdC+O3jFxz5+Q83n/vwfPxg93stG2Mstnmx8Fvd3zqJl5V955PUff0M82S3prQAImBmkXGflkgIgBPPW34MAxg63IP5G0zkj9R8SCK1KtzvslTWmWxvfI0kiYJmIa5/2eUn7q2fP9rz4I6d6vrNmaF+Dif43oaDof+vgyHO7ciuq493pWEfLtG/QWrJK9QwZPnPMirnXVpd+9YkFn7zftqzcqAr3QCvYkib6m9iPwChi8ho2eQBWZuj7w+SNYTmlBEPyfZ4FlYWI2K45XNS70kQo8NEDdJ5J26CEsAtM4Lsem6RYLYohpGzwultuvHVrDS2WxkSx6sXNSwibV7L0lq9/83DzL955vtUiB75beHLpM2vxsvKvPPLGj7/hP9nN8p27ngC0gYVVpBx31I62N08OuEH5xnC33Oj5yXS68sxyJ3/dtmSLfZ95YAV6O6d9XnNx7URrHdizHeLv4Uwi68YONWc6XfF6JektnPS4I3+7tI9RptP1of94fcm9u/Mra3QeMq09CGDoWtUqVkwZxKhX8nIubx/i98WSizfHWFVLlSIZpNAHRskSotEKIa0ypRtKaqhqqdikhLkzfEnjUAUWAdIQUHLJEfBAArLkMjhNjndPE3AaVa/4CK80AWfnZN9R95DVlq0oVkx/aQujWgr8/JzFy1YRZvV3c1qVakajZKVZcxZvffzEnvumR72qJyTCw0bEXlkTDorm0sIkW+x7UgDrWMNGkkIs3pbBaZ83PCn632qDGLImqmRKDgWmalrsEgqKxZseKv3eoQVxhqcigKy4NDLeL6OPJ/pTZS+o1CvmMUdMGc4wVHzeLKo4CxEYC1FQK1n0TaOqk5Y+jMHIJmxg1C55XmGKStUSmJB3VbJ2C2cPSl12qOqk0ApRHkl7SaOhpBRn7JYlnQvSaOyoAKXXfZh2chTkhQKNwgfSDUBNrjmLlq36yiNv7XmYuiZ1Jm0cPMCsuY5FWx/v33NfKHg2jkcIAACKN9ePmQoHTbbY95kHFgCEJ8VAX+eUxx1vLhd6A6Z93njrBno7cy5fu/BLP1147+54vWZzK2vmxJDsNIJnQVVChRhGIoTaAE3gya6kf9Wc4hPFsbFawNiAADyzuKEDsfrjr1aylDEpFIoxDi8jw1C3v6EmplTxUlE8CZJVqGv9KQoRWaiildxZhyUXpCmqGdBwdkX5YrfMKFacG4tmoRFoxx0mJhYkf9YND/9SYH2FCAM7Y/DwZDldcys3D+57NMpzpZF0u6NwQ605wzCpYt9nOEUyyKYZAJCGM62SNelxh4OirvI17fMKmTZ7ZY2JjA7567a9dwNJ6EosCjzif0RQqbTJ/CL8VDuq1NafsjvElGEL6HWI0/G4C4ovBlOEMUEP2mZBJTaVXaVUkZEnn4VeyBg9YACdrGFYRjsAABnaCzBgAQOm6Y8xyD8BIxAwCmNMAg5CGBAGAUMYI4Qxon8BIwyhMIAAZJgwmr4PAIGAIYyogkyS9QkYgZwbWQCMMRIQhDBGysVmT0cqzXyyMADKu6baXLu+rayKhGTrviyk1Vu3IvW+J8NIXzOvYZHshdal5Utqn9T1Q0VQZUlaDHP5Z95rWsWuXsVaASmldALf6V9+ufyDzc+nLFasEhZhSNbdZGxxKhVrISpuFx0lS2DKaGmlxEDoKVZIs4Tr8aeoWrKTXtC3CqljPk12cnE+LIFagqwaRVU2sgR0O1drj0cQMJsJAd3hOQAAIABJREFUR3G6kXm1eaicHb2GukqWZLAzX628a6qVrH5RHzNGijfXG40vNeVxRxhQJ3m87zMPLCHLVnh7rZFdRi6TUbcmRkvCutN4x5987b+OpV9O4qJyQ6jXIgyqST5I9aASUvkIu+LKU4VCpYixCgirXoGMFdWO+MgG5oUBPV+7nu2pxFjJ6pWgNNvr00p6e9l8pMD7vLhUpfKMtqe0QfgCZxsijQ9LLpmm+LmA2o8Sy/gmQiXWgWeobK5iQQAlAQ7t2q11ZqniabUT4i+78aNFJRjNqRI5KXmgr/N4w0ajNA9J4n2feWAVbaiN0MA30tpoOsExGf3RdEb2aZ/XXI6OWET92GnVIsMCSn4rbUWVnqXaAKteAdWq6NZYA1Caw+yWqTEIoCgFTKs8CCzdmElQZpgALqpfgEqfwpoZYKKceB884/MWkOxfF6ScM6rJwutW9CfNNpNGfVg09kpaorjneU+WoosR3gmstsWciEVgz4WNTePiaRHC54OipGTx5qF8H9g4YUbJQgCAw0Gx/ydbhxLAyvSY9/ijG3XbE60l5aZTaV5AmXlgRTDNiHqVZxZYpMe56UG9BpvrLlSy/bj0dt0KKNJKnZL6n2IJSYofnbZSAYczJrefzBpgyjBueNkMBIVBKiVLUbXkVex7ixh9SmsG6sGLnVEP2iyZinq53olVmCbHN6RRhQvxDnUp8wyk6Tjv5SZCLskM3Y6COS4uTBmVR7H+5NyHvGEIGAEEBrpff7jmbPcRrZIVVUhq9rFDTccbNpoeiyA9z2HJsukiL5G36ULJzDvdIwgZPc3cNQoFxfGOlsWGPXWiiNjVluF0mc5vPdbRYsmyzTboD6GmT1Q8If3VGophVUl9a4JXsuQZPtufDCnmI89+9tU6lMacwYKqgKyCCTzXFKe7ZA+qfjKud6qUUVMXcd435cCivd7ECCfdXASMacdjAWEsdZrBCAPxr4cxCmMcCgMCQAJj0IcBCYDCKCRgCAMICMIYAEBAw329p3r7Lv3oOhzGGAEGhBFYSDGiGCGMAcl+dywdBkIAMMe1cmKg563Hv1hw3a2LP3mfkGVDAFjCGcJSogbp3iAsjdxDymQ5S8kJmvPPpuc5MpwuEynh30+ZeQ3LSEJB0RcxKU9kGWltjDwwZORdGzWmxCKTHre/q43SKkb1ihYLBcXggDtyRZUNSCwC9UK9CpyLhCxRGYbMjNx2xWhhHKEYHUo2A4HDE+dR5loSGbcO48nif+roXGxeZs51zeT2U8d56jizeEvQoopsQDhNwFMT/qkJkY1NZfzxkjNeaxiS8sVLl7bu+OHP7tzkJqHw1JMlK4acSchbygJAWlYOcF8FrjU2svcgPc+Rt6bGxLc2w+laWvcMiWCYcUdVBEleYI21N9nKqkwPIeHvajPt/Bre12BicDcioaA43NoYYfgJ9aPG/w4FRe8fH53FnrVKadKoVZJuxZZFHJgMhbqoqFYiGybURaK8JCorUl+9YhHGO7a4SQrIQpxBBIhjEw3U0nFmCZxLW0kPzzTMGRqGShuiYgnSmCwulPTOG2p2bP/e6+0vs6FeijNe43dnlyxcccXZ4aFzE34uiEw1biuNRKMUBkAI519VufC2rWlZtjRrDnsLGHIpCRq4rxSCkroDRRtq/V1t8YZNkaedDIOQPGGiWkleYPnam0zrOInoR4HezlBQNJfsFAA8zXWFMcNOBZNQQPT+4VHnHfdbrDrVjcmjNBp6/q95vFt2Xmi1Kt4qRMqMXpCE6mXgl7CbZbeugZdcUmMhCjzvBNZVL+sXAmsPqi1KrFavWLe9gAWEg6K/7os/+OWPn3z3nXcNghKkGHc2aJ44tmbnWq/5SMWrbYdts7MVrrEBpcbMEgTsuv76W75ee/pYL8tQVjHkumRSGCEQECz/Qt2S2+6a8g0ST5byOWFuTWTJX7ct3nEo2LozO7ZzZElSYI13tJhWryY97kmP25wtmeBQPcOtjbayKhOjVyBCqz8+6vgETyukKaeelfSgqVFvzy8fmnvl2jml1BbQC+ZgAx34TQZPDwZOD6qYxBTDqiXskXAo5ECFVUaNpqKGU6AQTUAQ9Pv/3tn16vOHRwaHVf4vTQAXiy0QEJ6da3XML/jFj34bECcEAbOTCje0CyFFWJqAb9zwkX/7+cPtLc9P+v0Wpp2RDaGQBivUMOu6OzZc8bGPL77iileaf6GxYXWxxVh/CCMErs/Xvfvbx+ULzjQaMt8hI8mtqCZvgXERQyFKllG41oxLkgIrkXCE4X0NpkeKTqRh8WxXWzgoxpsxhohEqzvu53cdW3AgguGX9/veOLjscw+waWe0xfSXIRg8csj9x93j/T3WgnkgW5EygDSuMckfzyWSowVYcqnUurdf/CtbhlqsaitS9nCRhTm27IN/ev6HX/v+8Xfe1dCKtQTV/iwSrrV1+6e/v6v23b8f+/3Pn1ZCSRGw1hklF+1LSJZ/+MaKK6750F3fvvN/frh7cmLCQt1eSkMhHcJHCg1jnGhgEWDFx24ST5/ydr2hRRUbd4aos48xpdOsOfOuv/Xk00/wF1+Lfv0Yw6INtcP7GgwfhoiSW1FtWkF7ryUZWwnHO1pMj0BLWnNNDw4W6O001/9g2uf1tTctNlU3FBAHCa2sNtWDyEFGT9s6HxA9B56wX7k297pVfDGu444u8s4HxKHXDk2ODC5cs95ZvoZgSKW4kfq0en/HC4uvuQEARo/3Tk/4B996fXbRPP/wqdyiooUrrpwzr0h3j5N+/6+/+9BgX58AcGbo1PxlS+c6CgscRYxmofIuc62QX/n3r9y4oarIWfibn/ymyFlw/ceusc22Ko2JnG5CISh54mbnWqtuuhoAXnvl7R89/PO7vvapnNnZ0hkiwBgwQoAhjDCZFzAOI8AYkCB1wZmda73721t++v3dX/jm1qycbCRInXUAQG4cBGAaCrEAOIwAYYwAI7j1vm80feO+j3/tW9kF80hzIQaMEVgQwgAY4TAC0gCLAAQEGGMBEEZYAOT86Kajj22bWOG2zneR+4FoTx1EDt0wJJq8AoHeThPvgrWkPN3uGO9oScLmwuTKOErkWMPGog21cV5o6Sz6d27NX7fNHLCONWycbzx4agQ1hwy8umCrfuYG+m3UbgfJXnbnHV+3KENIKMWQzrySSE/sPjJ2tG3+rXenE9IpryvQVFYC6ygBQAiGXzuYu6jU89cD1vx581aumZVjE5iefewM2053PnC29YGv+odPXXfnvecC/oJLSnIL5+XOK+K94zrtenIUJRx74+iylSsQwmdODY2dOjXY+25+ceFA77sLSy9Z5FpS6CjSaRNkNBGihgT8E4f/7/CQZ/imO6qKFxSwcQ+SMcVgC2T8kSsjjk88/tAvbv3U2lXXXYZBypuMZQSoUqqTXoRhOWX72bMTT3zvZ3d+a0tWTg5J1h4if8PoPEahMAqFIURmpLXofBiFwnA+jEYHh55+tOGTP9gRCkurSHlS8Tyti1E4DCGSxTQMJJdp4PRg9y/ql2/fpU5MSo9flVVVTkkKAIHezpHWRnMf4EBv59C+BqP8vakUyYpEvlLGggFgvKMl0NtpzgPla28KB8UIrvoIwPI2182pqM5epk/JCMAKB0Tvvkcdd9xP2oMgGrAIiUIBUew9cm7Um5ZlK7juVvX7SRv4JC8JB6y39tQPvnTgqi8/Mm9VpSpxKBPJSZcw0U8IBAT9hw8tuXY1Ayb+L6iWgGys6RWmf+WEB0jdOKjzl+Lp5f893PfO8WXLF6/5+NUsalXYopeUKn37f3fQc/L0Pfd9CpRMxNLtYUevkVIeM2nXz44Hdn3/Z1u+uSUrJ5swRUYVOk8xhCmS4LwEI3Q+jI4dPXr0z8997Gvfomsp6c4z8zSrckjJsIyO739CyJxd9JFN3Cg7IB2nfBaylc4ACwAGm+usJeXmFKUIekMqRbIiifTFMd04SMIgzNU909FiIuzl7JttEz2dhFbUyx6Biewq7zNP9O6637ZsVcF1t+nV0XrHJVZOB0TnDbdc/c3/sl+6UrVZZQYxM0htli66djXZoP6hqvwrUlInnb5yQNmK+CW8J4uzFhlaCYBv+FjFF77yqdLLFg15hgUGr3x8FiGm0hvZIuDbN1Zu2Fj50H3/1fO347L3SvJ8ccFZTK9D4rHKzbVu+86dP3tkz+TEBNc3iAmRVxzwsgufdMxefMUVefPm/f3/Wo2871J8FmsOS1cDL7rt7rGjB8+NeqV7oaTKUmx2I0mkudBeWZOEnqzkAhbJPmrugzDe0UJsbxN1B5vrTNDq1L6GMx0tYlfb3PgJO9ax/9jOu/MqbtONYDAWfD4gnpeH9gKNgamrx1FJz7bZL11lv3RlOqnLPveIrYWNliPmB9IjkfIKIfZ/ZZtkEULsdphJp7uvei9sLtPiBYWO+QWc9cqOdK+Cl5w2fv7C/H//z22vvfL2ay//TWEN002Hy9jHBGrl5lq3fecLe34gMUuOdYA0nlkC3ZqcT8KC8OrPfNbz1hujx3ojNBrSkDTlHAEQwMLb7jrxu8dpVj96ZTQXWXPH7Q5rSbm5Jr/cimoTaebea0kuYI13tMQLDhKVS2LT403NDgB99etHWhvN9cIJ9HYO7n3AzPiJAVHsOmgrW2sUUqzGkCQYANKstks+++D8W+7OiNAgyAk3ooqaLHozrHamYZayhNs+f8BI7y1i3OpY5zB4tYLRqnRULYGxH6lVK5ulWMYEabaTdSuZC5Qjn7v75ms+vFygrYQIaLgDl4yUR1hubvYX/4Uwy8+oV0o6QHlrTI9CEsiK4MZ7/rl990+mAyJLTynMVXHV8dRGgBDOda3KzC8+c/SgzlWV/tM00chSuKF2pLXRXPB6/rptyRbfkBTAIlG5kTPJGMmUx91Xv35436PmwhGmxwZHntsVDoom7uiUtzs9r9hcDMTy77cv2vp47oqqCGX458/Q1chrPZEEabaDkHo1/Z8hlH5YKc8knSgHdsNI58i4UAalpM7E20ps3ANDK8Q1FGjVK7qQyZ9F9SBq+jGde9KQEsTA8it3tvWL//KFEe+QQiipML8dQRrdh9qG2bacG+/550M//YkuqvgWBobaAALAwlvv8hx4Ihw8K91EakqrlCzZg0nFkmXLrag2F7yeW1Etxh80/55KUgBrvKOlr379YHOdOe/V9Jh3/NWWQG+n6QzLJgzJoMddvOmhkrpn5sRvwFqstjgtQUWQ4Q+D5bplNAvVelZk8sUpuhjT7kF1ajrqFWc80lh5akYpEadI1pgEXXjJFqKczljpN0N9Xpo+iVyY++xc67LLlihKmQJBkPMmU7UOWDDNW7p00YoV7zzfSgmFlENSeupolaw0q23BrXd7DjxBL4X6uiHNNZQlr7JmvKPFnJKVbJ6spAAWAEyPeQN9neMdLYmooBlxhphP+7wZjtLF9//GRM/BLKcrFlTpK/AzJDrgYBdhpCzg8vIifoRhqTVKmiQhdZm0hPx6aYBlbux4KYaAluOqYANtjRFWyWNj5UG2K9ksLkiZYWgi6KNKUMaSANmmo54soMsFxZYEBVuM4ckoTQq5yj62ruzGmwTAjD0LfOiskm6fNZntV1SeGx08292p8hJEFUuWLc8sd/Iqa5JKyUoWYFFRQUfsaovly5B/0z0L790dL3RIhmUTPWkuXjF6wLXLFRtPl1byPAspoy0zBaS4ScxvUCEXsyQmZiEjbCk/WWowI7lSxUdx0lsY15KFIRR1S6nTmTKQotgS5AL6TZZsvxxOhwI2bk5QwVc+nUs++0A61c3j+frZK2ti6RGtfdcsWTZ7ZU3yeLKSAljEIstwuBbz+AgFxcHmuqgYWvil3cmZ1l0lSaVtEcE6c3zQAkcrxNNK/wwwq08pWpWkvrF4UmGOVqSFY1IgWA2FLEB0ISDAtDePSttCStMh0OAG6oOnNhrLIFa9Yrr48LoVgy3WJmXCYlkvG0ZIX9WiMXTyWQIApGfbrPNLdds0okosvZr7d27V9kDMrahOnpwzyQKs3KurtSqSv6stataECKMZ9u/cesEO8f8j0e8SrS+a5UrHEG4ZZnHD24myVqUxEvWxhUDBFgBALHHNkvWEABSFC9OFCHQwwU4aNxYwTYcGhiHxXjF6mcI12SRkOKjRsARFxeNVLWZ4R8b7zl1NpNwJXWydMdCGciuqo/axnfK6tcxKqpwzyQKs4s31Wk1K7GrLMZvmZdLjFhJI53rBs7lH+B6+/6qWLgRYPUgjEke01fX8WQB6zizqrmKLYwCMdexEsk4qYxCmqjo+2pLIYIuyjDcG1RmKJQe84saiCbbIQDiKbsWagaBYiHq6ldwHW2MeCirzUG4ZRLRfJJwPiho9SwlcUPzuerfLd6hpsLnOhEJEqoQnRS2zTHd3u+CSLMDSLgwFxUBvp+m8VGMJZCslUV3m6sYoyWAPElE/72oaqedVfnTWQmRdWkb7Yuw+oJ2IqdOKVbiIs19mVkznwrYhAqu5AG8GIoz4iXNjIcomkJUsWeeiXi02dkEPW3IQKeY1L8ZI5DQvJugMAAG89sS/nXrtEK9nUX1Vfb6qh2nK0z3+akuEMbuMZIqBlMppZToZwQWXpACWrsRiD0aQSY87EdglsuvhZGoGNpJoBFC+3fxf2SDR6FNGe9FM0nvHYAt0sQW86z0qsxRO0Z8gjfQn/5R7wGhDHIgFJyhKFh+DzsW+U8OQ8c1rtC0EL+7/36kJPx0hURBA0DUPeduQwOt8wP/qf36r56ndMmo1aWBVJ67cIkXijfIRsmy5V1dbl5YXbag1naDpvZbkBVYi9iDppmN614HeTtPa2dmutlnRfPk6QTSy+HuSoieEyqmkXstYJzqOc16NYgSpygCnbamxZYJZwHiCGGzR2FTFn200MXDBFgFPiBOSPShI46Sy8esMoXhPFsKCgF98+vm6zV8d6OlT0MbbgEwolrwQiMYnnUtwZHBydFA5ZqA4xgBS9AO9P5RiuVfflnt1tb2yJt6PbqbTVby5nsQxxFXx/ZQkBVaC9iAZbsd03UTSAJ3paDERSkokOOAOerpN79q0YG4GqZcC6z/hlqsAouPPov4ppsVQzSbGumT8aNQepGYj50eLLEqsgHQQXPSAgDACtVUoTRxcoP5ffl3/nV/5z/oFllBKB2kpIpSJclC6+CxxLRkZHH6j/RWtM54LE+VdaQKAAOAsX738jjvzl6+0FhQzif2wQM+OPVNmWFwAcGyuT6RLja2simQJN1f9vZYkBVYi9iAJNjEdsuBrbzKt2Y22N5noCE0EAZw+2FywdrO56ucD4ru/fSzW0pj+iVzEWNmh1ZnwBbpZ1pml4yPDSi15gQQpNddoGdZONPCysYsV9QrBzxpbf7/30NnxCXYhUVj0J4YpCxbm/2zXcx0v/d3CIYZRteT+z0ooqRxNWvHRa75Y/5UCRyEbXMrSULfJkihcpTd/etm6T/e/cEBQMpopR05OQ8cwlFeRh990tKetrMqfrEpWkgIrQXvQtIpE1DrT4+VM9HZmG5iiunRgHjh06pld826+J+pesOYHBjgfEI/97vGFt96NGW+G8s4bKSa0YQ7DxOlByiO5vIwPOSRd5oiClTAZxU/GE03YJOeT0k7I4K/+hDEKA4Qx9P39+NGOt6TySuIq4A+Mm6eSm2u970tPnD0bYC94ZMOQtuX9Y83qv7zwbwP9pwUFMYx+pGrvY9I0CwiXXf2hqn/4yOsHX5n0+xFXXmmpZEJb6bjZ0s9Z2baC5VeNvvMaqOxcxmakDjvtE5VbUW1aycopq0paqzAZgZWgPZgI7MhohubqjrY3zdO4KvVBoZnx93TOsjtmxZqAgd0COh8Qj//u8SWfuo/tn6jdrwwvdcBB4PRg/wsHWFqBrNRoKIB4OiAFW4QvABhQGMhYpFKqOQ2Y+IVhA4rJyzGGMEbi2YmH7/3B0MBpuoTZI3MwElsR2wfo47eUv3R0x2M/+OP4+ITqmuhbhXIwp4Bg0aL8shUL8+ZYX/nr3zTMYr3y+n50hOCz39j63N4WQbZDWTVKnUtH02Wy5OaN7+zbrahOwEVsRJZEoJPMVmEyAisRe1Dsast0usypSJMed7rdYa7utM877fNGdbfrSiggjh3eb7+2Wt/DHbHu+YB44nePL/6kTCuiGXFFNNtUDDwYeOHA9IQ4f/Ut1nwHZiwvJTxdg6qpCRFjNOX3e956/djhF9995UVP11EGT7LyBSgMHLP+9uJLO+/64tsvvtT3xptMql99nQvzgPvQ1WW7//LE4MDwn/e1ieMBWcWTsKjvwpcPODfXumBhwUPf/8wD327SYZbRpKSsgY01q//8zBHx7ATPLGzEKcaPDkWOwkm/3zc4hEBPvWJdaSBPco/CWdacnILiwOggsBZfbGLJsmU6XYkwKzmtwmQEViIqkr+rzbSKNJbASIi66pVKjNAz9Owuxx33y7/0n0rduucD4onfPbboU19PM8r9wOpKij6CpgPi2f7ugRcPzL/h1tmLSimkQNZWpNqYe/MxhhOHX2h94KvHO14YOdZb/KGrFlWsXnTN6uIPXckbg0jGlsQsMu+6/sNf3NV46fXXF12ytPf1N9964aWuF17uee1NYzsRsfDKysn+0NVlH739Iy/+b8cbh9+WSafuAyQfsGLtkkuXm5v90Pdr6r6lYZZuWgilW5+Eodpv3/H4I39EPK2Yn4AEQ3J9ctumP+/9E9NBBytONH0NC9OeRq4NW7r37WYOVg68kgzDSJ+zvMoa09BJWqsw6YCViD1I6prrzDzt84aCojlX/URvp8Vqi0s1ow/a6bam2SvW8tlmon9JzwfEqVHvid9LtNK4oZWcSLTdjf72vXPk0P0b0qw25w23qJxcqhnJvCL1MMIACyrW3PrDny28evW8D13FsExyY1G9idG2JAuRxVBGTs6SK69YfsOHl99w/ZIrr4jm21IMQwwQxnDj7R8pcBT+/ucHBgdOhykTFTWQQRVmEkIA5OZm1/+g5rvfbBo/o7UNozBrzhzr+ltX/W7vISQHeQqy2Yh0bENuSc7s7JzZ2QM97zKcYkIZtMlzmGPILigOBcTgiFeJCWF7d0d8SDKdLtOWXdJahUkHrETswfGOFtPqla+9KZFICPuauOsGB9wk6ipHZ/SKKHrW2NGDR79b7ZQTJbMhTrrlWUmz2q576FdZ+cWq1cqgBtQkpNTjVC3qg6ejtkieLMn1Dopipahdsm8rDGoYhRm9TFfDYmcICgudRbd/7lZFj+MDJtTaFs1jA5Cbm/3wIzX/+i0tsxiLjDXNGNvwhtXL/eMBz8nTsuqkG6CgcsBLP2/eXP0XyZPFJrpRYKcZUJbGK+BLbtro+esBRbdSPSJyZKyu5CWQaCE5rcKkA9aMtA+GguK0z2si1nS0vWm0vclaUh6jesUi4mzXwWM776aO9si+KvZRxQChoLjknx7Q36kEHR1PFnmHbQtLM4nHSqt/MU2EwL7/tN3QsFVOaRmUfViS612jdnEKFI5EK1CVVOlchc4ijSLGdA/ieUqvRm5u9r/9oOaR7+3TXl+NhiUP2goSs+750k2P/+CPGl+VkQNeUbhyZmdfVn5592tvsn53qWVQ6XlDQcm55POXrxT7u88HRDqKKtCOhHr9dVj5/6+tMLmAlYg9aNplPthcN9LaaG6n/q624aceNac5Bz3uuZWbjMIgIuv78z6yueC621Suq0jIYzUmrF6OsQpMak6BeiET8aD4jzgqUde7rH+xrnRWsdL1tWubFJUZDOwSEuigHAaw/iyVGiifeu6c7O/98DO6V1xtl3FDyWMBwTe+vWH3f7eqkIRUqBK0YVawpvqjnJIFwJGLS4OlPpJ5q9YQJYscpSpptRTJoufSsmTZ0u0Ocz35k9MqTC5gmbMHJz1uAh2Tw+28un/sULPpe5PhKDWGTiSZv/khxx218eRKVqtCqhnNKulJ1tWkDEbqkhUrBnC8eaVVr4gBqA53UHxPSgHFMc8rVkY401e1uCFFOSDKIVqgOU5Z54pFj1XbaLKjijBr4eKCshULeac71ZW0nizOVFy3+baXDvyvkvqK6Ywt71TrSsMI8MIbbjn9WruqoVCmFWZVLa2YTugOSWkVJguwfO1Ng8115qLMLVm28Vf3+986ONLaaOJjkuEoBYDYzTpWciuqF92725ybn6LK+CWKpx1bK5j+0VnDT4gllPyXj9iSF4KeA4tFFebjsGhzoSrKgVes9A1G4xnEDndKUSWpYJqALCVcg55IRJHc7TRtsTIDAuAb1ixX3E/AQgd4iql7Dl52ddlA97uyt172uIMS6KCwkvqw5ACI+atv8f71ANuACDKqgFO11GL7f+y9fXQc13UneAsQhO4mmiCaICh0UxRlQmo5FhRLAmFPNhaETHKM0BZinmSHFpGzm2PSMXbN2Q0dY2admSA2PElOAiXI7tK7cEL6j0kAhTkngRZyZHicSQv+iB2o9WFDttQkKFIUu0GCYINgA90Awa63f7x6n/XRVa8AoiThnj5kd3W9qkJ9/Pre37v3d1s7lbWSAhgVBgWwqsPRxZfGV3MZDFuextKpvVAiqYAdNbH4vi/+rZp3tkOpVY9gyPKtxUcAMN+TzM9CpiUkTuBWtgQmYWuyM8XNFepi5ChhjRj6WXBVus5TUW5ySjUd4WbxJI+ULQG8NTFRnu4akG7y+IDODBhEm3S+kHjCuaiQ6SVoNJojPa4Za27NZMkQ9ptf/Czj3VlUKDlcwDgsEiTe89gTuR98Ey+h+CTjlI2rpdyaMIBRYVAAi4JOTSyOscNTE8eqULT+wFNqTep3H+oLrqy7ZeDGUciSG4WkFUzkFF2Nd6zEf5nrhNMRCD1EPBqcowASXmhlkzdkLNFxP3e8DuDm77hXO/6XrKCVdSgb63BrIqBLdMSvIM4hEiwrsyOh05TMuWMhJPb42BkTwme8kMw621ysAAAgAElEQVTTEVyg+QQa4oBMfsPX/bGvCNJpRr67sIJBtJOIT5woNKwmEn3oyO+whfZFOWbzJMouwVPQosKgABbuPVEbT1KhZE9tuxq7PqeGVnDHld0tzORZWbpahA7XpOVmNovRTwB8xgOlxuleOMzSLDEL8fDEuG2N8u4MOHQOv3RjYVk34MNAHAG86IuDIQPCjIHGmrpWppvSgSw3wI7bNdt7mffsxNiQhy0kkXSmy0E5Iwwr+HSK+MX34+JlIch8HxdO0n8ByCyusBxpDrijQf3eB+2+dLaaWLwqHHXpKEmdq4IWFQYFsKrD0ZqGOC/rvpLNuG/bJaVQFWfSXuPKzTU7XsWCLLcfi0DYkORk8csRWVkMAEXMog8zB0+6iF+mmT7T/B3xjygGceBFVxAxi6JYBczinS8L2CoTtwtJTpaJ++fPF+O/yGJNhi3TZCJDKD5BwZSvwHtPHELRy0vgj8WevLn3pwDAHMftOTrkkrsozqRnn+2ntFfQosKgABYASE0oVrMZ5UhtJZtRppZwTpbaWHWTGChk8RV9y2sH0y9MbpbgZImBIddnkPHTptgQNOpq0UhQwi8CYZoAFgJwaEYAiN8g2YEqs3jQeOl0oYBZYMIsA8gwmUVhju1dl7gtOmsJBGTJi+CUxeUgITlFGfxBI/4R8ChmxH18IwkWvjGHy8qr0jg6Ci+8tVzgSTRPVjyfVpBINsbOpAGAH64cu2yEBQiwpNAM51Wpbao4k1ZWHFXoIL3xplkAGbfA7GQJy21odW59ilkiqwUEnoirJblXNKGBVvbpBJgYO06pKB0HayyKpFwVda8Eh8tAKOM9h1nkW50js3S6ayP21IWvKJllpFMgEpWxiQgzanMEInknUVo0HhQbNUvOl8jfC24UmD4aW0fnX/zW+RdfEDkA6WDk99SKM2k8f2X1pZOtZDP6itGKYm5sEC9UFlzaCAsQYPG24sO9AoC1fG5TwO5WPndznQL+SrPvppQi3smSwhzyFjEY03jM4t8ImGXKV5DcK4R42DJ8HzlCNGCLQAn1ubBzZJDujIMvy5ilmTCLhyowNiU6d2XiPZGvNA6tiM8ozieIJ9xgk1hsyFXwgTlAsw4MYeaNC+ffuGADYcKaIEAYaABL16788P/94wuT39JEhq0iWgHxkoozaYXJwaZP9dXGk/u+eCZQjhW1gALWajajjBp+0MrncCxuo7zrW9ctQlFLZkpyrOT1zetwIacNVGnAMIuHKiFC5NwrYEJ6HGxJwaAFbOnAzRjyKEZAjYaHEqVFEYqRXAS/sJsmwlaZ7dSIGY1cB+vMVaATi/yfDwA3bhSBwhmbKASTTyQEhthv+vG//vREzx+85YBZHE4xSNJAA8hfnAGAzLf+bq24ZJ40BDNakc/lUqH56YHI/ra9x095TdYJJZJYDH51vdvcrZcFFLA8Me6S+XGRfILdSjajJokFAIs/MVwzRwKe/5qjogixxVa2cbLoR3P/G+6NXDMIkqvFMVlm2CIIZcHBc/ODxLeS6XbbkJC+NwgsnYKdwXlhgl+38LaMwLBMgkHOt6JTolaCzggQgp/8+NJvf/YUOeNySoER0zHKXHizVCguF4rfGUtRAgvkeNCgw/hKILzdR//db7V0dHV88Y/u3lanVcAqgeSqDkfr27vrfIBObSK57n0518sCClh+GHefBJafeNCPe1W6nJEVRx2jQv7L1eu51es58wg7Jwv/R59PQuLwbI4mkPGiqyUmOphhiyZhWUSI3IwhwRedpTtwyVkWISF9j5FOR6Ivxr2XAsM3Xr849S9vUCBjojdAE8p4COPPCQDAyN98//nxV+jpIhwWN8fHO1kcXXXw1zv+/X/+rV//rU+YmCy+9Mc0w6ghDSD+8KP3tn/snZe+R/egcV4Wz65ZUvKRljZlKjaUSG55WN7MD+Puh/8q+BM7VR5763ouvEc+ZmTzgXtrzMrnX3uxdmdc9rkqOVm0+GatWJCIZ2CssySLTHkuTh9Zhi1aBshP2JnTHeRYT1wuY9ZyYXn55rKAXzpQeCrTeUMDEHl81LZF604cfWZxsUjDRj4wtFKMYKe49ZG9o2f+t9ZH9mL3SMAs0wvE5fF7mz72Kwd+8E8v2ZDxtNugBRMPgO5r/9jcz14FjcaMpsDQPn005MNLUq6XvgMWRMDygzjlUmGzZjQqxINW7hJdtjD1/PZHrMAOCatJw/D/N8+mGz78JJhxChgTT70GEKkrQLCQeRmrPtCpfR6hSO4lo6spbIkYZPGxrFMfh4vRqBPEZzCIie9C3gMj2rWhY58XllPYIhw8fc8y73UoI213omnkW39y+dI1I2w0vUT2nZ9VgPr6yCefemzkb77P96kGEhuC6V/BkwJovreJ8e6mmUSzU2Ygjhx1yqw/26P9gmrXyaJm84N3G2pBBCw/jLufmG7Fx35v5XO1iaQjC65Zog8CKBcLd8earYaYKBX6lry7XVxavT5bG4szJotbE7H3mhmzEMBC5pX6B9tEB4orzRESlzSDdycL59985dobr9xaXuK5bQJbmgRbGGhWlpZmXnxh9qev6QKnbkNjEZzC72u21f3uyH899+pP2HKduWMcAS9U/NDk1d2Jpjdef5ulPuiEYkdMdFB68azWvXsbb9xYNrCei6YtL7f0bcsH913JztG7wJPd86FHr/7sVUduwNb8RIWRlrZgRoVBBCw/jLsfsFuaTimPpfGg471lLW9yczq13WEsD3OmNW78ONX40aeQ+BWHU06YdePNl+sffNygnKUkBr65DvWtEOgIbi0vvfP9F66/8WpD8vGG5ONV4SgLvhiBJWRF0a+qw9H7nvhE40OPzf701dmfvlZaWhISGoQ3FphVRtp9j/w8wyzqUtG5QnHekB2JrpWR9onfePK5v5sUiHnEK6AKoSL5aJyQTzz12Deff4WdIs4PFZhCgTU07Bd/pf0H35kid4A3a/q5R+d+9qp8G9jcDJL5AazA8u5BBCyfjLsy2PkJRVe5eNB8I/GsE+8oYbuVnzVLzQhvrAgshGD1eq4GU1dkCRAnyxmz1pYLU1/6tfrk48ZXRr47B1uYwKJZoxxsVUei8f/hEzuSjwmpWLaBIRcGcujT+MHHGh96rDocpenvoscEEk5ZYxaFLboFYWsa8bMYn9XywX3ZS/M0rxWDFxJwiiIXhjPjDNTXb7v09ryAVmKEaDa6/J5E01tvXrDAKitlBcli+x6Y+9mrlfdhZbU+uPPA8u5BBCw/jLsyh+WH/LqVz9WKlLlLP+vW9dzNn6R2tD/lxueXnKzCufQbf/x0ZE9S+GnnfoedMevR//w39Eeb8xfEmUHqcOHcSzIVaORecqGTORLkX6ykRqa3CKbwIOXgc+lQ1rXburb3kZ9furks1PSYJgpNL9ARtHxw39S//EzMYgUZXilm0QlEAATw9G/+4jfHXzZPQdBzaHW1DGv54P1Xs3Ne3StsdU333FpWoaL8cFiB5d0DB1h+3JxNSWhYyWYK06nowxXmB8Ub2ECNlWzm0unfvSWWLlZ2shAAQHU4+oHf/rO7wqwJBYdoGj/QjFnV4SjutYPIo0bxjrpagEB4OAGTPprOK7vTiULDZ7H0sNhC3l3SafI6/co2JGTThbfJ+7u31d0m+aKcgyYy8dyLUlqPfvRDl9+5xvQkCD1vajFL8uMJl3fv3l3T05eQcK4YcoElbBH7hV9u/+E//avzHWJnTR989Nobr4LNxpHdLgHAd3JDADErcIDlh4RSBrvCdEqZwLoxNT733DNmCY5KTpMGANXh6I72T+KuOfyd5yYCiOxJRnG7HTHGJMBUAbMwUQUGPGnAhX5AYcuETTRapN4T4l5mAovHL5avwJPxPL+OHEJCKCPttoRfzJ+is4QiE2/ysPCM4e54E5ccT6cv5cwGOtVgwC7Aw617L719jSR8MA+UvzSIQy767+5E04U3L3JXnrFZFd2upp97NPfyd4XbwMQq2Nl7j3cPHGCpMe5r+dzi1Lgy6MxPDC++9LxCsSgAVIejtfEHd7iogZBuMoS0UCK5p8epYsvsbZGx4nLxozvMouyVsVyCLS5IZBw8HxIaS4TYUJM9LCHfneUZMCcLMfkqOSS0wiypllCKFmUmXnqR2kORa+NnBvjMBhYV0sSOX/3k4wgBUP0ZzgMFEh6aLpXx/wc+uO8qnSv0Ytt2Nd8uLpk36LSEmB8vKZi8e4AAqzCdyk+OqHVCrQpHZ5/9g+L5ly8MHlY4y3iPam2fIy1tdmJDFX8GqyPbhfU9OVniGhahQSXMsoMti7kw8gwbLSfk6hZTbCgSWEJylhWBpRM1PoF+csSs2xxC3RbCQI6JF16Ehud5epLfIIgvU8ClUSEQbwtpe+5rYqcFOHx3DAkB4KP/9iMX3ryA3zunU5ktsuue4rVZpzW4uJ63mlhcWSspmLz7XZt9AILNPTcIAOe/erDpU32e2ppiN2c1d7a+vVsB72oTyeaWNjXvzFPLHCTenwiBpmnOyEaHyGPxD73GLec+IkJrIU3TCAmmIUCa8S0g0Aj7b6wJxrwVKUu0EDYBBBqdHeO+FVdECPFxD69CbozTQEMIqjSEQKsChJBWpQECVIVnKjWEDIlPRGSDEWBBA7YESBGfBgBaFfEDdaRxRSxcgjjSNOouahoC7E9qoGlGUKfh80X/cA3h06ixLzRjIVB44p0sMViTfiR2x5ti9+y+rVucMc28SLRdH3xs9pXv7v2VT4uXQn5jadjJUut1EEAPK0CARfGiNp4MJZJep+1w25vdh/oUdh1t7dwgoWTkdB9SY5iFECsNc4Iq+ob7ToIwZ8wC4pRVgi0QngjpOCzeGghCtolAQA28Q+MrjJnIOD6EUUzTECJYgXSAKgS6BlUAOkJVGnBLGMemA6uoqyL8HEYlBCys1SmKIQ0AxK2BjrQqTdORVgWarqEqAaQ00PDxIZJ3Ls1ISDm362gIIP74EzevXjGfank9K8PJDV4BCz99ymC3cRagkLA6HI3sb6sKRfccHZqfGPboymqRlrbE0SG1XbtBq8o3obvb1I6Nqryy9OtN35h+1ekKzAvgk4bE+EWam2deA3sgrQl4U12LOTBksaEpXYvW63A5nFxExoeNNuLIXKYVl57KEVt0flAMSEXuXxff8OEkOXKL6U7K4onp8uyk6TycWb4n14w5ZQTvyLXmfogAwruahbvFNSZGWtq8RoVr+Vz29AkIJO8eIMACgEhLW/ORAQwfXnE92vpL2CObHe3fIAlqNczy+nNrCWFSzY28fRNdxe+XLNFoTinP2fOwxcOc8ICJNJbgU4gpV/K8IVjjF0UHQnKxWTy2nGCWzk0gsqx6HbiFjGvXLWcJCYTp5FXmGljw7BjDUPweeMzlpg5pKjw5FQShjKjUCaqAYpbGTj7+RWG/JcKVkjxdhmuOhtX7QomkV3J2cWq8eD5dmE4FkHcPFmDVt3fjAhdVplDDY5VTQCvud138LDUni2KWeSMOmMUwyFhCYEt2ozjfSgIsEcJ0ktZgPJxgWoF/yXAGBAUk78ba1aLsuC66V4SqZ0S7rguuE5UJ1M3gRdcxCUWIb9iRIMm9Yoo0JD8en1h+CpWfu5BhS/RYyTVD7MKxWchbywXJqWLXneCdpRVn0lfHBtV+uTHSzY0N1sTiygIkG2TBAiwamq0tKLeBkGvaPdlVomPtYAqY5dPJkjBLzmmg760wC0Q3itsOe2FvCGjoh4w+L4gUPMsTgqLzJaWJupw95AHCztUi0uwsJNR5zCLyx7RykLY41Dk409lL03UOwnSxP6voypWFIyT+lOBekVEMkqR208TfJCfZYPktvC2N+41hfdhWl5cm/+z3+FuCd7Wcb6rFqXF9paCQqVOYTuGnb20h56e6doMsWIBFraZBnQL3Ew/q7sZa3is3eP3sShDlyckS1/eAWeY8Ceu4j34lTYGxFYRsLPF506SXyasy8uN1GdqohJa9q8V3rBCzEGhtcxlxrVgJ2NnljuICaQO8+OQJ8obPb+D2iF1LgYZD5Ag5qKLcluGI4VP07X9Imb0t7uIxGQ/a9gKvc/7Fb8397LULky9IaIXE92YrlwqLL40DwNLrKa+Jo6FEcu/nT9U0xPd98Yxaos+GWlABy8ecXXU4quxkuf89Md8ocrTvxa26ZQpF7SAMAbjDLM57Il4ni/usNmsRFZKlEo0lEFVkTWsPiwaJsnslcd4ie8VcLeJVESyTskZ1UpHDh346q8gRskatwIscAN8F1sTHl5F240aRhoECh8WvzwWG9DXzswvDf/SNK9k5G+pdmFjkg0QEMPPitwDgtb/+v24Vl2SEYhAm5NlT2/v5U7Xx5ENDr3l1kWpi8UhLW00sHqjJQWpBBKx14vlUMMvTz5F0l1gQZ46YxX+5kj1rsa5tYAguMIsnO4yffXZzm5gpfuOyD8Uvl1406OMWihyWAGGUAOKec9HDElI3BeQqUwjj8uN5xp1raChFnWBAEo0KyfSizvfmkdNTgXf3en7tvxjbFKYRqOfI4RQQ5AINAXz7H17Esu68JwvUOQUexXj3SgOkPdn3R00/9+iv/dVETaSOv9D8v5Y/P9XhKM7yMd9T7i14ze4AgglYLuMySxPjQc+YVeXxGvP3inUo6s7PssRoZD+cx6ylc2lpRTqQjx3IRw24BAUefni3iA7iXS0zOcWtoFk4X+Ygka/dkYMsYyHnavFBIuhi4EbaTwiMO6PSrRyrl1L/ShPfGVQRB41nsgTKH8F3Xkhn37n2nX9ME2wS5g3JG2EmkTqkn/u9z/zypzqf/vynGRVoRisuqDSuLAIEsG1Xc02kjtZ78oEhf4k5b0uwqnB0E1oCb7AFKHGUt/UT8KuQR85buVRQcIMRwUXbHzRki5z0m1DiQdsVuaWmFTQAdLtYMH+LuJxS/PeLH400y7Vi4a5IVNoiiJhlPhy2mE7Mk++Q1RANuFRX4ziNzxpJJa8CpBsZ6ghw9nkVzX5FoGtQhQC028VC7bY6nPOpAWhVUCZpomWSGloGRBPfNZ1lvT/3l6MfbHt4e/02mhMPVRpOKC0DgioNcDFkFWhGYirSNE0DePLjB/7jQPHJrgM6Rg58GhFrH0sLvwkMGfOnGLyaEk0Ep8RQmkcrgYNn57Bh3wOry4Wq0HYgXhvJexUiQcusl1AiqdwFSvkB3GgLoocFDg+/irn1s5Rz5FBFpr8SZpo5LGGc1XCyDBNVFvuRHDTEhZBAPKPiZflPrhgnAgIzgWUxc8+StnjHihJAUjAoRIgkZZSnkwyf63L6e+QrLgmL5FgJQaIw0wc6gk9+tie0LcpCQp7LR6R5D0tMJYeng460xcUi4/jFTAgerXSShKVzaQ0AcDU7RyNiAZh4tELkgooc4uLb54RrwYfqVChC9Lb8mx8trQ21IALWBgTPbjHLT6seZ3bTgUS/lc+FE0k7x17CLBmSCLjbYZa0XwN0pHVMCMWWM5AS1kEAy5cz8sSilFnKYxkHags/TiGuLSt+YmmEiIwnn9FD/L+hnc2ExjLIcq6emYWEPFdFwSu0ra5wc0kOCWk+hEFjUZyi5dOajrQHf27fG6+/TWYPzWhFyXu6nKH2hw586Er2mg7yeZDQipxAgjsIEEBk1z3MezJdO/5yY8dZugH8gE7QctyxBRGw/JgfiWSfXVQrmh1mreVzNbEEgO3PowNmFc6lw4mkAwcPliCFAAHcPJuue1AGWe7Xm4V4Zlfrxo9TkQQTOyWlxPJGLKAQQf0jncV3Mix0kp9bRmAzeggMaNj50GNzb7yCCLqJPpTAtTOdBsJntXz4kUtnL7CBNLOUptTTtC9xEqCswz17dmEnS5oiEGVLxbQMLr90+eYyh8JcMoSIVmyUEeVp23Y1L1+bFX4ViOdV0QJYWOPfAgpYftLVNi7N3cFcquJYYlbJ0IO3Lb4Be8wqlwpVEU50lFtB9pikLSO4dT0HSPzZ5wBGxinuWwRQ/0gnfYSA+gX842SCK/5TaE8S+Hl97ull+MW1C0RcDgH3r4xTvLsk4Rf+dunmMhMgNWYbKWxxER8/UYg0HWm7E00v/cvPyjy6kX3JKEaPSjc68dyXvP+tNy8wMp73JZnbZQFe+KvitSvUabX8FdkIC1q+KLUgAtYmBs9+uEaXQGnGLM6tE4pv5IHCf8b/V7/1dW6ZgFl0Nd674WGr3qoTouxSITAS31nuKMnw4qRK2SHxU4fE+RLIZp4wxkCGSLK45GcB/ZdlQiCA6N4HpayCsgm5rNwu0zQlPxXIiTuTiUg2L4nXvCfRxEYxTGRhoAnFcIcLLRKtA7GmEv+NHISZAkNy9rbf9wC57izcJmfPqTTHvwVzhjGIgOXHj/XZMlrZO/MEsjym3JxO5Ub7lxltZwE6bKDwHyCA3V2fE5dZD5dhCwABVGNZdyt3DFggqfHfch6B4IVRx0qIXDjEkX09JDDNkp9FBPMY6PC+VXU4yrZghVNlbqEk41e7rU4simagZnBbnNa7LsJW7jJTgic7opjFc21SnAg6grncHEVtGTot0cr406AmHF18+6wYEgqS1g6OVm0i6YcODiZgBTStwWs+FDW9VFADrLV8Tjn/6+rY4MJ3R2ti8Z2uRQcR0b3a3tqZTyTNqRh0BXkg9U/w8J/vlL+iw6WRou6V9VHJC5icgN1qzFEyLZHmOpC4wFCXwspbGuhIqzJUsLBGFt47QkhDRsYD0jUNENIAdNA0jYheaUgjOKUhTUegAegI8Uvoa/+HH8Ff6XgsQBkRJSyc31CFAGmaDlCFL4FWBUZ+wz2JXWUjjU2r0nhHiU0aEJzlwEvXdASNzU0GP8WBEfMczWjFgf5acQmJsTb7SCDM8mr6mWpXfgA32oLoYYF3bRkAKJcKxZm0cjh5+fSJ4vmXzw8cVNhCfXt3VajOc107ecTvPToEMlh487NMm7SI4ECM7KDSC5nQSvCV7PwsoEs0/qmjzxj/1LEpfJOfxTM+VBaCp7FIgGn4a7rg7Fi5XVwevOBesfpqOj8oVO0YESLSfr79YRuyjNHzVmQW6Ei7lptjX0nd0uh7KTmLwN/Ohx7jTgXwF8VAKxve048Fsy4HggZYa/lccSa9ls+pVedc+tqx1VzmzRMfVhhe394NAE2H+hR+l0KJ5O5DfXd79OyoJ2KzR5+YJSxBVkOcX3gleeaRwxHgnx/651AksjcGXtzzZnIxOOUDxD/A2J3hp+H4chlGLXFa8hzfhDjxBlbuI8AWJewl2NqVaKJBIgv9yEArMkujCPjQ4606+ys0ZKjFc/9SjOZDZqQhpF1/8xUL0Dfes6QtS9DyQwcHTQkLW7AAayWbufS1Y2sLuYvPHM5PjngaWx2O1h/oBoD6Ayqy7vXt3ZH9jyur/9S76JpjbcjyLbZ1wyy6nEUWLg5M9ptMFBWYnCaMVhXRkI11wCzBU2P/csIPgpMlpAVYc/AahzWMeyqbCSyJ2xK9rTKZRuRWFjYoghfoSPuFT/6yxGohMR7kl/CkOwK4K1LHTVnw11EqaLfg4P1EhfrKVuJoJYu2dmJhmZqGuKcmFNjq27urQtEmJVn36nBUWWFZ2STQsTJ1zHLAJYYIDi9xF+SjhoBTyzLNHjJpJ9sXGc5tGVGJFQGzTDpcwosyR7KTxeBDoMYNt4tmsVPZBoJTJAOLU56xhC2dTSNScVTOlRMJeObWmTGUHbzIxItNiT749Anhr8Ypb8zJ4tBqXWNDPxJPG2fBAiwgrkrzEadufXYWaWnbrRTTYVvXeiCPZgU6xBQxiy5x6VFZb1wAL030pIQtM0pL5IzFF58Ez+a5jK/MmCW5V0K0xSCAd7IEFBMcHx65xAwseX7QOq1BhC1GqFMOS6rmKUsgxaTlgQWDwOql+X8RJ+UaamwWxDBI0I3IXWGcOqvYsCYWV44Kg1k7HUTAqo0n1fLWMO++7ofk0tRBQXynjlmI+2i1mifkMq2p2SwHh2Oz3AI3TJqxZG4XWLqB3HaYC8Y5WbwbonMQwDoMisSWI2xpjrDFkr94JS/CnQlMvLimcGDsX1NgCNy0Bki/DeJJczjPyiIzxZn0ai6zyGtSBsMCB1g1sbhyekG1029C5XJC/78ndwCzrPFChC1nYHIK1yRcQ8JDsp7xBr9ZYM+kcAYET03II2XvEWHoyWOPEYEAGWW1gYMJntjieHcZtrhqag62+CQv4kZxhY3UfRN9QBpL8sjF0e3U2zKWGB9BA9BuFZeQCGFIuEi2Vi4Vro4Nqv2EY23lLcByZT4E3Z2tAma5EXSvaBuNWQ54JGxEnAVfL7P5kV+HLSJpmehPsZ1yTywLLfnJNRo3SS6VmOMuRpdChx4OcQTYYl0tjLwHgcCSyHgxPLSbBJC9KpYxS0NjgNf+7/+4VlyyyOCtdGrnxgb1lYIC6OQnR6ise2E65XX4hloQAasqpM4lVYrYnTDLj3Agf1usI2ZZx2WmGIEfikwfFJHL3r1ad09L8K2Q/BUSgyN+iKWfhd/rBMUcnSzBDxLjPo1rSAFibMhoKdo8kSfdiSAqc8d++I//xLHvGg9eYmxoeFskswyuvDKZz7yS+8E3sVNJUuSoj2lbnbOSzWBZ98WXxr3SWLGOnn1fPFPTEN/7+VNBS8gKImD5OUcuInZbzPJT8Ck53p4eaSqGZcYssMAaod7QDrYsx3tCLmT/ZoMMmfZFgcw2dCWEvc70pzSO2xJZba7qWCegZh8h8k6WVkZaYXFZig057VO+LwZ5T1K05nNX//7//Mt3zr5l9rBY0GrEg4a3hd/cWl56Y/QvAODKv/yjOKGhVQwXQonkQ0Ov1caTez9/SuFahBJJKu6uMHzjLIiABRuetGZ9sf0Q9ubr6v7x5vdriVkgA43GFnHUhv368oNeOadBitTM7pW4tfUxs5OF+MX8bhlbT0Mn3XCmuPCQxVkymcV7NyygM5wgjSQ38A4R/Mnv/LHA05MG1Ixr5278pfgAACAASURBVBPfEfOwXvvuj0pLy1Pfok4WN33J+30kHiSOIVSHo7/4p8/tSD728P86yP52qytoZ8ri7sHMGoXAAtb6ybrbmQVm+amfsiTsXT7I0lg7zAIBhozoYHnmZVZMw7QQmCKCSjBotX8Z/uTjAW6/di9vOzVBMJ681ziUFIqHqO4xZqx45KJYkPmXH/BOFg0MEXOvaHAntK1//aXXL7554V//+UdM6o9CFc9b6QJU4ZU/9huf+thvfOqp4706dd9MaRYS764Dk1G+K1x39864Lrqfli/J1vI5PzW5agM32oIIWH68UC+iZfIjFEoklZNW7I7ZDVg4eWdW4/m703zAHNejSUOkjZWLTn8sfwyW4eFGRIjItCdzbLhWLIjxILcazeFivLXgZ/1g5L9yTLwmBoZCmoJEbyUfb/3cV/73xzr+DZdrKvDuFLNo50Sdc8dq6+os0rJ0mlIvcvDM9dNuFZe23ZtkWWZezvxaPueHXQmmrPt7DbA8moxZfpRt7MCu4u1l552ZwzHrFSy/Mr6W/0D+ji/Z/7GWvpXz8ayv8TBE3+GP11+b5FGM7zdjoBWQZ17ysxD8wpH/mXhbfBqqNG/I9+wh03y6Npeb42NGXuqPJ+A578z4uHxzGQncvIBcZaLmjEEQcRwWQlC4dBbRhmlEEAIoW2d6ufdkK9pm5lHbWxABC+5oTzR2gf0AZW0i6QB2zs94pKXNoQkFdS4srSocdYYthKzvYPrMOwcXMplF3luCnfsff+fJcgmtSMRnWO3OZkqcEcwC2omDgRdidDv2s1aWl+7eVmdIFXPwRHXZ+QlErhuFVkba1dzcngc/UOZZeaGukHHtHP9lxIaXZ97a9/OPWKaPEnwECoVY84/qTyCk1e5sFqQpWHVUhYvnp/I5mE0JIbCApWxKomXGI10Tiyvnjlb8OXJ4kivWQCAToUMtlEguz6SdkYIWzUq27YG25XNO58piEAkPw4nkTQ50PEWIK9mM2yJzE6O8ePbl+gcfB+6ccJgFrB6Yk2qhTPzc+fOJ1g8Tkkv0qkyBoTRReC07t/Oe3Sxs1GlCKUMo7g3wlJbsT4kelmV+Fs3DKs3P1sbiZImFWpYDZJla3r0XLIiAdQd0ik1mYJYyYNXE4hWB0u6RDieSbiZlLEGHb8fkiBpMdp03O8/OfjPs7XYZdNxClkCsiP6fZrHMYieGS8XTWAyzjBWYn0WCrJXlJSlCZGgitaqX0hd07e3MWw337Nap90TnFrn20TrpeaFz8WAZwVuv/WT3B/Yzxp3QZPw0H4Mw0qgC/zkr12fFv3/dIr6KFkywCyJgbVZPND9A6TKctHumlfXgy6XCtYlhaRc2e+G0k4iZQEfYDh7kxXzzW5r1B7rdyJ4HxeWCIJSFn8VCQhoharTJBavC4XIauPk75mHFmnezIJG0L7SDKqIUaLhaCGl3b6vjE+UFD4urc6bsGx/Lb7v3Qb9n1bsFsykhBBOwwAf5XROLK6eQVIejftJPXHpn5mf65nTq6tjgTXc1EBJmVYeju7p6LfdiBR4a9VDwq8ok626msczbcD7ACn+AuHJll4r/HoHUp5rujz3t+CMCYDqlhnd597Y6qpNHYEKj5YeCw8UJkOIZwEtnL/CZ61bulSa7V7pBxhcLSyJvxb03UNUqNgTQESy9kzH/yS7NT8u7wPYHCyhgKZuf2mkA0EsFtahwfmJ48aXnXVYjSs/09tbOmljcwdmRh4vjnb0kE35o3iAFFKIQVzswH4dGFOnBMnHLKqQ1vuFUH3jMopEjhoD4w48SVotzvlhUyBcti9N5uhZv+YCRqcAElEEnbywxi6Zr1dbV0c0KbcS4AFNMBKUUu3a7uOTmZNrZe0/WPYiA5TN4VhN3L5cKZ7/0seL5ly+fPqGwUyzr7l53VHr27jvurX7CU3K5Cba8Y5ZklSGs4g7cHYG5kYbd5ohLBbyTiDj/i6eNhL6H1h4WTfvEXzW37GfVhQZyEWEZMSQ0lpCJQh1ppcISpeq5tAkrh0t4aTqC7Q8+rvuOs9UsaFWE2IIIWCvZDBV39zSwOJN+88SHV3OZS1875nWn1eHo7kN9oCp2XBOL7z7U5+ka8/ehwi+hdT2NfVwnLtCo8mfFl6Fy6dnkoxG3KxvvXgnLrbZriVw0353HKTLPaDD0rLcNjha52mkbAt4AlB27d1MAookIImZpwhJO0XTXB1rKJsadbplSWnzrRgqpi2dfxsfm/fz74qECKN2HLXCANT8xfPGZw2sLuUtfO+aVUYq0tNU93AkA9Qe6FSAAy7orq7MrDFz3304Zpkw7qMBPuV95/WarrEHKBr+YIYvvLRIdyHJCcmmmkBB/xZNZctaokBGq0xQtmmylSeBVptQ7Al3XPvTLXawmkTLuXAKEg4dVHYrq9Jg9nlg/8eCGSTz5tWABVnEmXcfJuiu0hGg+MlAViiqDTuLo0B1O8N0If18AGqsd2BHtbnl3bL4xy9UGKHLxa/NoJG5G8LO4GQaQcuJZSMjSR0lFoTkPC2OTCC46SWc3kt0F94rLHdU4jBNb8ggsO1H14+cKAfb+j7+LuMO7Y9EhFXQPmqsVLMAqTKfW8rkmH6EZjuyUWbBNKUfYoLuQgc7G3ebrnBVEvCbRvbJK1XKCVC4znj3kNDw0+CwALp+AV4Xno0IhMKShHG1uqMtNdOTcd15Ui6eruGlEIbSUIRJpd8fiOp0ZsEmms7SyakdhbHhsYToVNNHRYAFWKJFczWairZ2R/W1eAWt+YhiHkOodtzbPNg5SqH+xbpuSbN0wS+BpLLdqwWch6y9F34qR8UCiQh6hMA3PQ5iYRGomyPkcd4ZlMlRxvLvOO1niBmVKi04aUiUvIxWDzyOrbNXhKO7kUi4VvKqG4udoLZ+bHe0PWo1OsACLFtYkjg55/X1wk2tuZ0HwezfU20ceJxYtt2Br64BZlbkyu51wPBTwCpyIDwmFdfhsBj4k5JYDCDglNoXmp/yoBin9yGeiSk6WyFhZTxQSeRlGruFJg9XrOVJI6O1eyZ4+4fW5qInFG7t6L58+oa8UiufVu6lvhAULsEKkSEUhNFOqIjSsMJ0Kgnb1RjMUG0eCaJoTajloCGApQutvxaWmIxdzTjn3T+i6KqYykClCjaj6SdkMAoHF2qZywu28VIOIWTibgXhSTGSGOVlyGheQyUGKobT/s5hRm//R+KJwf7r9ibg6Nlg8n/b6XOAM6tWcMeUVKCcrWIAFAKFEUs3fUR4IANHWzuLMy2pjMe+mNtZsG86qmqpz1s00C2CqAFUs31NYyIFQhUPlHSsLT4rQVXxUxRh3IO6MdSqWRrNJOeF2nqKS/Cw+KqS0OtvyzbkruddfEz0sVp6tI1LwzIofjZL1pXPpSyNfXrl81usFWckafbpWcxkFWff9v/9CbTzZ9CmVtsQbZ4EDrFp3lcCWpiy3QAaqxDahRFLZO/OjU6puPL+zvkbIckFj1I0EqaODZme2PheBKw6VKHIZQGCQ6yCAVFnALPIiLhX2pIw6G1ItKGEWbcJa1oWU95WlpX/+0/905aevctQVPgAKW0KnMn6idvaFr4OjeJmdhRLJ+/vORPa3NT89oFD+sZLNRFraYh09CpP1G2eBA6yQo7BUxbF+CgnVMKsmFvdTeGUJdncGs2AjYMvsYlmtwgc8Nvw6MsMaMr3B61o4VozMElIZaEiITO6MwCVx7Z0NP0sHHcH/98xgbuYtCje0wpknsLhpQVZcfTb1rfzFmdXlJcnDwpEjOwbzbACCvb/5lVj7U7t/9XPeLgQAkDyh+vZuhRnD1WwmgMnugQMsP1RUpKVNeWxdaycZ6xmzalWjUQewc86QQgC38rlb+VzF1fjfarsdWCbNV8ihd8A5e57cOkLUuP8tXS3HC0KByXxUZJZQCAlzP33t+oVzOsccITrHZ+lhkYUXXvvx9Hf+W2lpqUwzsKQSQq7Bl0F7kfd72p547H/69/ueOMg1NAS+UofmWxAni+23cO7l7Y88Wf+Iipuz4gN0/NROb5wFDrD8eEl+AEsc6w2zoq2dylGhH7Dz9Mfyj/P6zPs4Y5Ype8qBWTd9hfhvzXa7WLhtEqSnc2pE+9zIHSV1RZoOsLq89N//5D+tLi0j3qOhSMFSFjTza3tT86f+80Dj/S0c9U64dpoISrLbSUdoLDUDb099L972xPa9D5jJMjkOpbLOpO3g0rmXt6nmFRZn0so5iX7AbuMscIAF/uhzZS0tU5t7D5jlJyqMtnYq5+ZFWtq8gjuGrepwdHldpn44zLKDJIflNtQVkvPaTdD42h/2SIvkNZAxvcA+IQAE1y+ce2rwG00felSamNMZZtGMBPn1k3/69gc++ot1u5pprCfUEuoCZtHqHOxA5S/OhHY2C9ORrGKRBYlcygXz8m6XClo4qjPkdWvlUkE5EdpnA4uNsyAClh/e3Vlb3dlMz7+H+0PZUQKAmlhcDWSVgRIBRFra1DCrXCosz6TZWIlPEiNCuzO4PJNemBrn2/YQ/HKk1DRAAItnX277w3E7lSgxZtVIVGj4XMvXrm7b1YwEdCAZD7QuGll4WKWl5eiuewgMMdZcKsdhmu46Q6vC3JX6+x6QciZoohbO8+JS4YFjsqB0ORNKJKngjCfG0Y9E8ko2E8B4EIIJWH549/WLCrG5xSw/UWFda+eS6tj69m4/DpoCZlWHo9ta2ra1tC3PpG9MjZdLBcvpOssTh8GuOJOue6Ct4SPd1ZEo8JOJ4hbIG6SRPC8N4CbRdMdm5WcZASAjsIir9dbkC4kDHxNKcMSiHESaRZs5rJkffv/+j/4izU3nhPrkEkLikTHP652XvnfPY0/Q8FDIgRCjQqJQykLCpZmX61o73TCHZvMp4LflYbm1zeLdbca6wiw/UaEpGvVmfpy7SEvbzMBBNf9uW0vbjnaiiuHuSborEq17oG3bA8bPPjuz3DnmawmlU3/z7Mv1Dz7mZkcYqoALo5auXdnWeM/dTGGVCs5oOqOxaG6B7GEtXr1aE4nSj5xQn2aFWWxhGcHCxXOhnc0iSHEclk69LdHtQqAjWD6Xro0nJfrfJWz5IbCCybhDMAHLZ3bCBlQSuMIsP8BR395dmE4pB4YXBg8r73pf3xmFX28F0+xTSIX8BnuifTvnW4HJgaL/8uWBJOUKLk99d9fPPWbmqnSZM7Jwr87/6PvJX+qSUIOLDSXMMugtvKmluSsc185IKyNiRUDSZ3HOP5sisDhNTkG2hfnhsILJuEMwAQv88e4+5xltIrvKNwqOCtUOuziTzn7jC2o+WnU4uufokDJMV4ej9LbeOMzyX25oQVpxVc10po8+8zT9Sgdtee5KvO0JGm1xQGYJVbJ7de2tmW27mvklTCWGwyw+x51iU/bl7+5+rENEK2MvFU9SYTqlnLTpB3ECy7hDYAHLD+/uJyqMtnYuTadshld46PKTI3PPPaPGKNW3d9cfeEphILZIS9t63WEbgVl+0Apx0GPpBjKo4hl36mQhQAhCu5rDjc20thlLeuqIhy0eqoCkR0FZh8Urs7H7WspG8rrxYmoNXJmhqS5H0xHcuDgTbmzW+UpGbi/OZ8hnTPfeY9whsIDlh3fHFNgi5oO9WLlUuHz6xOJL4/Ni4yzOnB49LOuuLN3ffGQgIHfJ+mKWc9mzt21JqETzFdhHwckCBFwevKZztdA8bJmgik9G13Sk3dv+hORz8d29SPoocbVYz3pYvnYlahEPGoeNCX6HP3ctn1PWtPIDWIFl3CGwgFWbSBamU/nJEa9+1uLU+KWTx5ZeT80+2+81gK8OR2MdPVChQaHtHRZKJPceP+Wng8amyAda2kbzWXQnKs6X6eCMxAWSeyU4ZbywFFdpTN6bCSwjuKMpDpFdzeacLF1MGdVpyqiY37Bw8WzTYx1kL2CBXPaxoR+08jk8sIw7ANy12QdgYbOj/YsvjQPA3HOD+754xtNYzF4vvZ6K7FcBDiz+V8k10+ye6MD+LikYWg/iSdzeBholszTQEEIaANI0QMi4Vhop0AFUpeFQ0ahVRACaBghpGitg1EibDBZpmo3CDXGXSH01J7a169EndSCzfmJUSFPwkc2J8eMi+QS7wDLuEBwPi9dFbDrUVxWKAkBVKKpw4pqPDNTGk8oXu76924Vm6bo+y0G1IHPwVgdnroLWhDe8bicYJYRIiBOtySxGadGXHdfOynTI1nRN18m/oodF/T68O+nERFoORFoOKEwOgm+wkx66IMhbUgsKYAHA7Gg/flMdju49fgpUGxTi4Rsfmm1hlqKt54mzDA95WU72rwFeOpOXwa6WRkuOKXYghlPijKFOXlx7Lplrpy2jSYGOGANqYoTIFGZ08W+picWVKYJyqaDsIkmMe7lUuHTSc9O8jbOgAFZ1OMqnFIQSyeanB1yCDibLzVtb/6OUbQuzPJsr5QVHs0j7FqfbmJ9FdaYESssAIzaZaMRrRnoUgxJddrLoVwSeSIGOkPkpSyHzXaBNyCXBouJZlSzW0SPd//nJEZdjecYdo9XaQi44KslBASwgKQX0o7vQDACgOhxVbjEPRHJf1bYwS93Ec6eyE3nGkNs2R71z4i1sCReRURKKaBabEYqbHyRdVLkAkBLwjHRn8sqChyUuERw6mmFvcW4AwEdoNjvabz/xLVukpQ2DHUYrLJTsR/FtfS1AgFVnKsdz7xLXt3e7/w2RbG5s0N8PyBZm+TIHGT/LrCtbwwQ55bD4Hn/sX6kFtKYDzyUxh4v3eoyXLntYukxmia4W+aos45QmkGi8f0ccQLOtZDNXxwa9n11jCktfcXuHR1raMGG/ODVOITI4NFaAAEuKCj1ZfXu3crJofXu3cu0xuYe2MMt2tksK3JDpK2S1mrSEIg6/tl3EJ8CT7FtxmGXtQ1nHgDYrSCkR3EIgR4sAkIbnKG8XC9d/9Dxj2Qwzi7TKt9Pi1PjFZ1Sqr1ayGRpAeB0e6+jB81f1B7q3QkJri/rQLVDWVvcjeBBiddqeMStQzUhcmhpmAYBToijiVpCWEQDit0MhCawwC4hEDecrEbkrPjbEWaO8tifI8FTm8Uhna64uLbEmYHwUafhlTMiUm6nUiu9kMn/xues/+iZQBVd3Vi4V8K1C29i4t1Ai2djVW/dwpxroLE2nMGzh/MQgWLAAyxwVureGjh5l3KlTVdETQ1FvmLWSzQTH03ZvCphFltH6XusVaA2g4GQhNkpwsjhQoyAFHISByGHJfpAJnsTJQSGbgcR62urS0ut/8xev/tVXK3tYhBqjdvPsy6XsWRCSLVwZjjwanuipP6DSIXhxaryxq7f5yIDCvGFhOlUXpA4UEDTA8hMV4nppNd8Vp5sqDASAmACUHjAr1tHjngqV7Kpf3s2Xrb+fJU7zmb8Uw0ONIpfMrAuTgxrzwjj3am156fL3//Gtb/8tmyKUQjyTtgxd4dqbr174b38XvTcp5cTTdZAMW0aqFwKoDkcTv/679Y88yf2lbhOsCtMpDDpuVuatXCooVzIXplORlrbgVF9gCxZggb+oUDm4qw5HQ6oiXLjWmoMPD5jV2NWrNlfQ2NWrPFewLm6dV8ySKBuEzMvZChSMpCE8cq1ezy2/kwHJk5LJLBqXAQnZYLW49JNT/+WuyHYimm68zL6VGcuK12YP/If/Z9ejT+islwQPVWZvywgYbxcLhXMvNz15pLHziDStWdHPKs6klXOyFqfGXU61m23Jh1bExlngAMtPVFjf3r2gOlfoZ56xoaNH3K/m4gVAkgMVgLI6HG061OcRs9je85Oja/nZiofnbH79LKv1kWkFPgakoePK9dmf/GHP7VIBcQNN5Dq3kCxfW146/9ypj/3pWNOjT1Qi12Una/6NV3QEO5KPbbv3wbIMT5oQYwJI3tmVfx6NfeQpfDCUhncJWvnJEWUKaWFyxCVgaYD4FwAKYDwIAQQsP1EhHquWV4WxQ7npdLlU8OjvGM+ksnSfEmYBANTE4rGOnrV8ztEbtRU8KUynCtMp7FRW8A6Q7aflmZdv/iQ186efvvkTuwstcfBE4gpg7ofPl4uFD3/1+ShRLhUYeg6zDHqbwNat5ULm2aEHP30i1BivDkdpSGgVG/I8F+gIbi0vXX1l8t5fflqEKs6ZIjQ8LfGhyRNry0u3i0t13NFavixtLZ+rDkfVCgNxJ1Q116wwnYq0PF4drlMYu6EWOMACf1FhXWunspPV2NWrTCopEVKaz/0qYxYARFra8FSDGM9aHJ40KtraGW3tjLS0rWYzhenUW4OHb9pcLME5AlieSd+cTt2cTi3PpEOJZLT1l+4/fmo7326Pc7JMUSEAQPFyZv6Hz+/6N0+F9ySrI1HMtSN+IMEsEDwsQAjWioVzfzvU8ukvVEWiRnho97LysN58dmhf92etcxpYTwozDa8hBO/8/TONTx4xPorgWxG25ieGG3y4V8ouEhcPupwbuEMWRMDyExVGWztXshllrWFl2l7VQdMAoDocVW72RTFL4cirw1HcE/j8wEEFzUIMXvf3nanAdJAbfltLW7S1c3tr5zbys4//tX8gNLqB1eu5+R99szocbfzoU4I/xYmLAgeRzM/CRHuxMPO3f97y6S/cFYnyTZUtX2YyK/uDb97zC5+oCm+XmXguNdQMVfj9yvXcXbF4TSxB1bgIyGo2L/b3+6HMy6XCSjajTEJhsVNy+QOEWUEELD9RIfhz0Bq7epUdtIaOHqVcZA0AIi1t+A5TiEmrw9HGrt7zX/2E2l9dE4vvOTpkrzvoi89Czl+L25c8MmlDOz/6VO3OuERnAfGnQCTyMSJgOFtbLsyc+fP9h79ghIEAXM2z3YvhTunabGl+dvuDbWKiA9BKHRYY6syronXU2b//s50dPZR9N3JKkYVvZXayFiZHGrt6Hc6dg/mhzG9y84NBw6wgAhZs0lwhWEz5eTDqKHkn0TUAqInFLz7zabUjrwpHm5/+inKiQyWF5fXELCR9hUBM+2aRIAEdAIC7d8bxmsIK7I3GL+GDQR1pF8f/6gP/7ncZWhG3S3d60VxQuDD+V3uf+m3CSWm0oIflo1KXjSzUEWnafDYdaWmrCm9nOfcAhuhWJcOCS8o1/Os4PxioMo6AApafqBAzlH4a2CxMjqjNGK7lc7PP9isduRZpaWt44ojaYePgbiPTke8QZvHhHv2Wvkd0TZGfIly7xmJDxL76wGGMVkzHne9U6hwYXv7Os/F/+7RujGW1foTU59koArtkIQDMT442Pql4UXCWudpYfBcpa/j5aX6x0RZQwPIZFda3d89PDFOBLfe2ls8VZ9Lz3x5W8+/qWjtrGhQbFFaHt+8+1Nd0qE9h7B2xzcIszQ6zBNgCOUGUc7J4kGJxX4U8BtAQ0iJ7kpF7k8ZGqC4NIhEljUMlmh8AEOR/NN7Qrt5YxI+LlHedzYCNv7Q3A5kvSi2ggAUA0dbOhcmR2dF+r2kKWAx+8aVxrLPsyWpicT/asqFEcl/fGeX7DEAL7I0CAEHDLNnVYm8ENoqilW56b0mx81mj2x98nIZ+lPaiW9B5ZDSOmQWtt/Kz2x/5JTdnzGyLU+N+BN2KM2n3N6F0UYOZL0otiJruAHB1bHBxalxfKcB58Pr8+5Tua+zqrU0klVkwHJ352L+tYHwwzNXhIXu5GI37ml8NYRDSNARI49ZEGt6lhqXaNYpummYItWPddo3bnLB7WgyE6OEjADLY6U8AHhyRsVCcjtT4NfkiQQRa06/2Kl/IwnRKoRCHjvWjyF6YTu0OrpsfDA+rOJOWuBv+mffawANLJNcf6K6NK162aGun8u2yHhYoltNsgfCziG+lgVSRw78ROCmBhzJcLWCBnpWHxUp2OOqK4925nqzsiJFxqCbvy4M1dvUq+9qLU+NWqVuo0gvAMR4MSKF+UABLypzELbNwKwqFK1cdjvrUxNjs0GwLs4Q17TALiDsDokIDWD2RDIb4+A6RckIxs4EXb+DxjkaLDArxrCKvwWCVteDJ/LhIupqguwagwdLrqegjndLlLZcKs6P9W4DFrKGjx9zkHWNWRS8JB4+WX/kLzTbdtjBLWNOWz+JgS1AZNb3A5H+ZcId7cSwVBS+REaOiNEwoAkhguImGG7iYrTiTrphwQ/NFNXJ5y6XC2yePLb70/BZgMcMdTM24gzHLeawfkRblnPg7ZVuYJaxpxizgXCrynoMt0cGhWCaEeCJyiTgFvKsl5WGZM+PxHCUHoH79LEtTA475ieFLX/us8zrlUiF+ZOAuGltosJLNXBg8vJo7q7zfdbdAABYQsQQzfFQMzWpi8brWTrW0Kb1UUEh9uLO2hVnCmhxmaTwEMCKJwhY4vegEn6l/Pf+er2EGKR7kU0xJFMnmDe0rb9QvKIYPr8CBe0nMf/vrFdfEmc/0owawtpAL2g0YFMCqicWjqnXLuJ5GrQC4JhZXy/ZanBpXnkn0aAG7ZWTbtJxShKxgi31rCgaFF8dkAeXjWX6WmL7AN4xgRBhtaMiz78TVsnWybkyNe83UKZcK8xPDF585vJrLeE278dPwJtraWd/eHWl5vCbWDMG4EYMCWOBDzQ5nEiiD3fzEsALY4bYXalI23kPRINwqDrbBmIUYZlFKm67Aw5bxrSk9yjZA40HNtD7ZkVTtqCHQqJoQO1qE5yudym4Wp8bPDxycfbZfgRSnjpVXwMJtu+oPPFXT0Ox1pxpAfnKk+chAy++/EBBGOECAhZ0sNbcFC7qrqUopq7soS7vUxOK+e4sFzfxiFuK+FpwmBhMMTcyohP0dYB/dvbhd8AO5I5DlT29Op945fSLzpSc8nBti5VJhbSGnkG1THY5WhaONH++tafCc1VwuFRanxpsO9e3vf8FrhtCNqfFoa+fdsTgA3O0joXodLUCABaSkRmEgxp05pcZt0dZOXJGjsFOMWcoDFTCrOJNWVkbdYPOrU4rEryUXiTTL4r4iX7PVCOMubVZ6CK0aTQAAIABJREFUrV7Pzb7w9bf/5su3i0sGHYbxzsR8mf/GqnC0MP1iXeuTVeGoVxK9OJN2389cGriazTR29e7vf8Hr2LmxQZrV5TVZ59rEcEAcK2rBAixMKik3sDEnoLq03Yf61IAylEhGWtoUxipjFvbw1fJi1vK5DZ7rWQfMQqavOZAyMAsBlIuFpXPpwrn07eWClHgFSE6qkl63i0tXvvWXVaG6KiLhACI4ShElPYxysXBjavy+43+l8BjnJ0cwJaSQRz4/MayWyYx/iXe0dyuIYd+YGq+Jxbf5qxtZdwsWYIEPJgt8SHfiqUa1sfXt3T4dNK+YFUokm48MKLD+NbH4SjYzPzGsXFXuwrxhluWRWGIWQRMjiXxpJn3h5G8vTI1XR6IA9iGe6ZX/0XjhXPq+Y3+2+1d7ZarLjqEHAIBycenK2OA9h/q2tbRt91hth10kNW9lfmK4rrVTrcR1fmJYWVHr+uTILtWxG2eBAyzsMKs1sFHGDgCIdfQoO2jNRwbmJ4bVtPeUY8PGrt6aWHx2tN/T2GhrZ2NXbyiRnJ8Y9sT6reVzhekUBrv85Ah/rkwnvAJm4Wt0fXLkxtR4brT/rcHDt03y8AKXRF4IoFwq5Keevzrx9VAimTjylT09AxYkuomTwq/by4Xs3w/eFYs3PtmzvbWzyizrbvKqqJWLhStjg7sP9VXjSNCCwLc1PMenpsOBT7uLmg0LcC7OvLSWz+5of6rC8VnZ8kwaAILmXgGAhsw/Z3dgr5r20NBrdt9i36Fiyqil4SoftbEr2czc2KDa2LV8bna0X21suVSYGxtsOtTnSDFYXyb8MGCR9Ur7kXGkXCosTafW8jkM9J64FRxdrmQzGDRDiWTi6JDd8WOEWsvnsAh1pKWtKhwNJR4EK+klS7TTAG7lczemxu/eGY+2dt4l7khjwxBbQgwvWj6XvjmdaurqxR6ZWMOtSStLJ7tcKmDfqopqOiPrI7W8SJdOHms+MqDmIl06eazpUJ+LWUWL/K63Tx5r7OploONuqhmvdfHksR3t3Tvau7kTwiq9izPp+1//6xdffNHVFtfVgghYAHB+4GDzERV6EgAunTzW2NWrNnZ+YrgqHFUrQizOpBenxtW4BheY5XSZcBBdE4s7KhnZ3rCF6VT2GyfqD3SrHbwPvTfrP0o60MJ0aiWbCSWSTGVcs/9jNNBMm51/caQ6HN1BIjKq6eAGdCha0ROLbNDKPBYAro4NYvF7u+N1sPzkiF4quIvpZMBanknPTwzfx/+Cugas5Zl0brT/gf4XQEDwQABW4EJCbI1dvcppmU2H+pS01dl+1RIO/MwY0NgQ99HyOjzW0RNKJLPf+ILy1EHiM0P17d1qf7gP+STbx54++bfyudpEcldXL94LC/3sYjJSIoNLC1evz14e+YNo6y/taP81SjSTGUDr9E7g3mO02n2oD88J2hHzdnHh4tS4lD7u3nA6gnLLnKtjg5bsvgP7Tjn4G1PjAWSvsAUUsHC3PuUugSEfgla7D/Up1+s0dvViP0th3gCnv1762jFlWffGj39OresPzoDbJJ1J2999DAE1sbg5AwiTUxJImKmrpZn0zelU/MhATSxuyWpZ8OvIyEQFpJWLS1f+4Zndn/oP1aHtYm2NK19lJZvBLeaVTgvMjvbvrsAS2NqNqXH8FEjL3Rz3rXyuMJ3aEbBsBmoBBSzwV9Xsp8MgdpTUFJYBoDaRnH22X01huVwq1D3cufS6Sl/VUCLZ2NW7x55ICrBVeI7sSG0JgMy2raVtZ0cPSDhl5RORj0wl5napcHVssEn0rVww7IZhbtGPCB9WCVcbbjk56LJa4trE8EY2B/BrAVUcBYCGjp7zAwcb87maWLxcKnh6DnGawtWxwaXplNdcu3KpoJcKC98dqQpFPdcyAFSHozUN8eJ5lZlK3KN0wzLgUYBLfCoLmVY8eoSsuS3XHK0wdC2fqzQN4mSzo/3KInwY7DxN4PCHfn1ypI6kp3s17F494D099Y5ZcAELa85cHRtczWa8EvA47UUNNajpKyrAUd/ejfuMYZ5YYQs2d/m6SCe/xzELkEE+88rLauZTZTja2qm8BewfuQQ76YSUS4WFyZH7+86o7frG1HisoyfITnpAQ8JyqZCfHFmcGl96PbW2oMJkUf7La30yVivd+/lTtfGkWkoXANS3d/u5421sXbBmEyaFXVvlP7Dy0SPjH5ex20YYzmhXG4t/a93w9JZcGu6Xo+zZ5SdHePYqgPfKJgMWngoxL8dnXA2qACDS0rav70zDEz0AoKtO+d3fd8ZrsejG2xZmucWsd6lVhaMS8+W+pAY/TTs7etzOC4h2fXIkysWS5rN4KwAafpvvYc1PDFs6MrGOnn1fPKNQno6tOhzdfahv7+dP2Tdhd7UR5bEbZluY9V7GrFAiqdxobnFqfBcXS3qFrTxXi2M+f9cnR5SzhdbRNhmwcP6R3XwcbvMX2W/LXp0fOOhMUVdqwv4utfcDZlV4WeqICuvIOp9OYwNM7RGrIKEKmgY7n+zZ8ZFu6TRo5AUAt/K5OZvZ84V/HY8+3FnTEDcXRd26nnv75LG55wbVgpX1tc33sKKtnTiNwPJb3LPLLjSrb+9Wzpm6U3qhG2TvecxSMTe81Xvgb5ZCM5dwOzcx/Ja9wnJNLG6ZzXB9cuTC4OHi+ZcBwE+wsl62+YAFAM1HBvKTIw5ponahWWNXr14qqGkP4AxPhYGBsS3Msja7NPRNpOHXy5Zn0u+cPkF/3V1C1c3p1LmBg/MTX9dLS3bpDttsYpFQIkmfviAEK4EALIzuahFy85GBubFBhZz4pkN9+ckRNY3jC4OH1Qaut21h1rvPMDXutRbiVj739sljl05+dmn6xW0tbc5QJX27raWN8mJeCbJtLW21iWRk/+O4SeimWyAACwAaOnpWsxmFNIKaWLyho0chMKwOR/ccHcqePqEAds1HBrKnT6hh1nprUW1h1qaZQi+Jy6dPnPu9j80+2+91PufuWJxijcPkNQ9V9D3eV7T1yapwnVfAWp5JF2fSe44O3d93Rjnzfh0tKIDlzL47W6yjpyocVSjfq4nFE0eHLp8+oSChlzg6pIZZeqmgsEdH28KsO2r5yZFLJ4+9eeLDXhvSVIejNKqq81YRjcqlwko2E+s4AgBhK8Cy87k0IuZx79GhD/SdsQQsh2uPSxqrwlGsBeLlmDfEggJYUIl9d7bmIwMLSvFdKJGMdfQo6LIrY1Z9e3djV+/saL/C0WLVPatvAj/JFTArzqSvjg1eOqlSal4djhbPp2sa4l6zQ1eymcWp8caP99Y93OklkR0BwNWxwVhHzz2H+pJ//F1POy1lM9cnR+49OgQAd9tUktvZtYnhmlg8UIXQAQIscMG+25kfBw3fdgpAqYxZWOPYHn1srbGrtyocvXz6hFXsXAGzlNUvAmtr+dz8xLAaEbmWzy18d2Qtn/Po6cDi1HhxJt30qT6vMgwr2Uz29InE0aHGrl6aGupC7AUBwLVvDwNAQ3s3eMwNRAA5R9UHB7S6lc/lJ0cUFOg31IIFWH7Yd1y9peygqQlRKWMWZtDW8jmvf2y0tXPP0aGVbOayBfvmhFmhRLIwnZod7Vf7Sdg4uzo2qIY4henU/LeHvV7xtXzu8ukTAND48V4HlVRLw70/mo8MxDp6PLlXFK1wSOh6pwgAbr6eKkynEkrCD9hFslOgd2YBro4NbkyFmS8LnOJouVS4OHhYTW4Uj6W3hdexWMpWYax0O3qywnRqYXLE65MDpMzVSlSgwgXFj/pqNlObSEaF7ga2eIdruavDUSqbga9OLZnzxi1h3BC65VIBUz/YSVzL5xZfGq8KRXcf6nMDAdLB49I5l6cdqyBUh6MN3ut7sQS2mpKtw+3h6BUjAFjJZXKj/fuOn5IOWKNr2G+qlM28c/rEB/rOWP6x8l0ifl6eSV8+faKl/4VqqgrN7WFLIlmwwnRqbmxQoQUbABRn0rOj/ftsLpKzrWQzWJddbawyZvl5GNbyufzkiOkhdHVNpYe/MP2iy7pZCXTKRI3HEnRwDIXV3DGiYZirIdNe8xPD9e3dzmBnD7KuDIN7uVSIdfQoFL7gRgFquuzkxvhzyxvDOYwvrxTePnksYfoRJaGiMRpZbapcKpwfPBw/MmBouot3RMX7Y2bgYGNXr3g1twDL3i6dPBZpaVNTa8RBllrsjf0d5R4WypiFNd1rE0k/cvKRlrZyqaBQjYThYO65wdp4cs/RIYXHcoPCB584hQ0jZkNHj9rh4X5IalJ83C3xoOUKPMpoJvS6ePJYfXt3g/gbQIkt0wYEmx0bBIB76FMgSrM6H8u1ieHiTNrhKdgCLNnW8rkLg4fvt5mFrWgXBg/vPtSn3IdiPW7QpFfRQQBYnBovTKewVLFaq04MOgpOIp7AwiqXQZi9xlaYTvkpBsZdsmMdPWp/Ef4VibS0qWnFiD9g1k+ZA2BlR/trYvEm7jebfI/EgNACs5Zm0lfHBvcd5yr/kfS/7bHcyucuDB7ee/yUA75vNaGQzQ/7DgDNRwaUc52wW4fn75Tzs9QUluvbu6OtnXPPDarrO+9vqw5HFQSaQ4nk7kN9yt2GNsiUvSoAuDo2uJbP7Tk6pPYXYbhp8EiuS8PV3G0AWJga10sFjFaingxiACVEhMzKpcI7p0/EjwwoMBsoqFw7tYACFvjIfQeSXYUhQ7lqZ35i+OLgYYVd17d3z397WE2afSWbqY0n1xZyCvlBsY6evcdP7T1+Slk97r1kLll8S1ucGsczIWrPrU+0WslmFiZHEkcGTLmgDK2Mr6wwKzvav7OjxzK51NkQQHEmXZxJKzfOuAMWXMDiU6tw205Pw3Fd9Oxo/4XBw16BA2ckz397eG3B835xRjJ+r+Dp7D7Ud3/fmYeGXgueduD7y5qVPBTwjVa38rl3Tp+412LW2EArufhGxKyb06m1fK7JO+Lg8X5a9dwZCy5gAYkILp08dsFeFsPOMEgtvjSurxS8llDw+OjVxcMJVg/80feanx7wU38TWJ/8/WB+XNTZ0X4TWrmliWk0Z6mpUFGb4VY+d2VsECe1W5rzccxPDNfEPKfv32ELbhMKAMD9zbFQ8ko244mMwKlD+L3XsTWx+N7jpzBlW5xJK1xCNdZ8y94DZmoA4QqtsKN0ZWxwZ0dPnfW9qiGENDlEFDaPg0EHjWMHw/kxavPjd9I2E7AwoNi5EjjNj8q6e1U7xLnI8xPDuAJD4fDwfNmGNd3asve+aS5Bg8DQtpY2x8I9AbMktLo+OQIAtA+j2dYrr31zyyQ2MyQszqSz9nN5WGs08ZkhLOuuABxY1n3/77+gPNMEAZV137J3gWk0P9xFxSC2He3dlarYNZaGJCLQwtT43qNDaiKFy+649sWp8Yqi5BttmwlYsY6e2kTSefo/2tq5r+9M48d7JR4qPzniMm/ATvt1y7ZsI03ADdeQ5cY0y07X+/vOOEgY09VxL69lkZmtyLUXZ9KXTh6bfbZ/bSG3uezqJnNYzUcGLg4extl9dutUh6ONXb0Srte3d186ecx5oJ05h6JbtmVKZuvZWOGRSzfIDsq0cukmcO6/c2Eg/oTVFxanxvWVpYeGXuVXaez6X+wo13KpMDvav/S6Md+t3MVqvWzzu+Y0HxmYe65yvb4E/zhgnJ8YVhPwVNYL3bItszQvTpMLaLNPCl2YGr90+sSbX+qw3aFYhYM/XZ8cOf/VTyx8d1RfWYrsb5PGOkwQYXehNm78uvthV9bFNj+tIdLS1vjx3tnRfoVsqb3HT815Fyfxoxe6ODWucKhbtmUAtPsYrOVzN6bGc6N/oJcKFpCjWSRYAcDC1PibX3oiN/oHhekXo61PWrtXXAkOv3xHezdtl+c19d8oWY8nwVGd+c7Y5gMWADR29VaHo2qyn41dvZdOHrtjGsf17d2RlrZLJ48pzJWsqCbub1lgrTiTdr73pDyEcqlwduAT5wY+mRv9crlUqI5EHXwzCbMa2rujrU/i99a97JHxj6ULt5LNYMzyCjpzY4PV4ej9fWcSn1HMhl1HCwRgAUDi6FBhOqVQj4IVh+8wZu0+1Hfp5DEF0b75ieGrY4NbDtq73WZH+89+6WNvnvjw1bFBT2p81eHojvan8OedHUcqjuExq5TNrGQzGLOoJh/DJiR+5KxcKrx98hiu3Gp+2pvSHC7ITxwdAoBoa+emZxcGBbAwmXVVqWFXrKMnlEjeSV32SEvb3uOnZkf7PSEszkfFDppX6g1LjL7LGykGy3AviUsnjynUydfE4vpKATyoGCGMPAtT44XpF3e0fzLS8njdA21uJg0xZmE1vnuPDu09OhQ/8hUZJR1J/Ktjg6HEQzhrwaXkGTasiKtcpbQRFix5matjg8WZtClX2JVdGDwcaWlTkMFSLv7CEygYar0OnBsbLJcKnm4FrEKHM+/rWt12MQCAtXyuOJOOcM3p3jOGpfVqE0lcU+L1ZM5/exgAEp8Zso6wbAbOjvbXxOI4kxlfelGjihlXnwwaoMuj/QDQfKjvrkj01vXc3TsrXw6cHVrKZt45/YV7jw5JJc1u3Ksr7JnymD5h/0xt6WExU8YdrHHsVWwbm5+C1fmJ4eJMWkHjGDduqW/v9pqZgdtwRls7XUr9lksFXIWPNT8jLW3un0/3pqD/hQ2LrNe3d3tCHAAoTKeWplOLL40DQPPTAy6vO4/7WArVvTgBTgvAUmvlUkETJq+dAAsXCW5rebypqxdz6hUNkf8qoxXYAtaNqfH5ieH7jRQtb4Dl4D1sARYzLN3XfGRA4aFayWYunTzmrD3mMFYZszCCKOjB04dHQX4XOxf4eXM/FntbOCDFtUfOx4yDAr1UiLS0FWfSVaSzHhU4prLu5wcONh3qc75qVFuZlpevZDN6qVA8nwaAyP62iriPJy7w3AVG3sunT7j8lcJddtbyOSr7RVWb3YydHe3nVXBNT7/8HGnkv5VsJjva39TVu721E4suaHZjTJskaPXn4cRDtnsCAGSxcCWbefvksfuOnwolkpIoe0XD/UrsFDS3AEuwxanxq2OD+4kAvicrzqQvnz5x5zEL68E3dvWq4ezsaH+0tVNBhwhrJ2G1cvwQuvd0VrKZpekU7i6BwcuNtLx70HEPdme/9DEH+SoMsthDxMfJH6GbvxfXseOUIk8/DPgRx5LBuw/1WdwYDASQxTKAm9OpaxPDiSMDzD/SkCvAEtAqibdqu74JsDBa7Tk6hDXdPQFWuVQ4P3DQ4YpsAZZsuJ+SWu049nfufC8JHJOq4Q4A5CdHlqZTGC8wB+yJpcLNu6KtnZiu8hQX45hRIbziD0AtrKMHYB5VmE5hkKoOR+taO7FytNct40kurKro1YfVAJZn0vMTw3WtnTstw3YBAZC8AGBuYrg4k8biVmKaFWJjLE1GK15p1Gp1cUN0WpCWUnsCrEsnj9XE4g7M7BZgyebz4b86Nriazdz5XhIAgCsccest9xEHNhx31CaSeqngiVvBhvUtFr47AgD7vnjG4/GjwnRqfmI4lEj66fjg0WwfIdx+wsthCLdxuVRYmk4tTo3XtXa6xFDpUMqlwrWJ4bV8bvehPkOwxfF5Nw+/MjYIAAmuZypd1cLDEp9COicYNqI50axb4LA9vF0JcRwMV484/95vAZaFrWQzF585vPfzp9Q0uS+fPqEwf0d3TTFrcWrcq7uBXbxQIqnmJM5PDOPZK++gA7Oj/YsvjdfGkzWx+O5DfV5AZxNuAwBQmLqyMXb8K9nM3NggdvfUjqMwnbo2MbxLCvBtjtS8GKuGxjp6cMMbeYVKgEXRyvrq2/a/MbaaG+0vlwp77GX8HKw4k770tWMVb7wtwLK2/OTIwuSIWpNB7KPhOTgF0MGYVZtILr2eeuCPvuf1AK6ODWJPRwFwzw8cxCpgtfGkWoaHkm0WYME6YZbf48cHUS4VcqP9NbH4rq5e+aKbDtPyuFc4uLH+wxwByyVaWf21GgBcnxxZnBpX40NwH+KGjp6K09abCFiBVhyNdfTgxqh7jg4VplM1sbh7jwNXGp4fOLg0nSqeT9cmkp68FRwZ4SL1pemUV0oIoxUA5CdHvAIW7iCLKW2vQeW709D6+Vl+bS2fi3X0bLO/ZM4HujA1vjA5su/4KTc5VmZzg1YOwHxzOoWTGNTySzAdEXAtpqBkuttZ85GB1Wzm0slj2W+c8CrNDgChRBLPXnkt4lucGqeSGl6z0qvD0YeGXtv3xTPNTw9gJsvTcGw4Yep9gFbYNtG/EyyUSCqj1Y2p8eJM2hmtHIQcKqKVszgfDoT3Hj+lds/kJ0dWsxk1CuVOWqA9LABYy+eqwlEMOivZTL2XsfMTw3ggABRn0p5+OnA2+dJ0qjCdwg27vP5qhRJJPDnladT72ALkZ1laxYNr+Eh3w0eULjeqgFYV4fx2qfD2yWPWiRcubCWbmXtucO/nVQLJO2ybBljzE8MVE7XX8rns6RNU1t2rh7X7UF+sowfPeijIJOBGEvXt3Vu1ynfKgo5ZzoaQRbt5eR37Rcpo5afGA0ixUePHPfTQ3URZ900j3WvjyVAiWdEFxbng+ckRXGuKqXqv/g7eiEImzvvJghKUqWLW+pDuTiu4Oy6XqxnmRKKLy+3/PhyKNh/5qpcdM/OU87g4Nb44Nb6Wz/3CIw+8v2YJ9//+CxcGD2OpFjdDFqfG5yeG9x4/VRWOOqfhbpmSBQewQAmzggJY/Jr8s+UwGjl+dFzKf+khkX1pOoVLlFxWleCf/MWpcRzu1B/o/nBk8f01S4i1Vi6dPOaS6MGkEpBeOLPP9oNSw0ucTBj8WP39be+F2FDyBOgnzWqhwxIHu5XPWbZctTSMU5iTBYDmpwcAoDaRrCgZgit1cIiDLdLSBrn/7uVI1802k3QPJZIYeqrCUTclePS0YpxSwyxcVqaWqLJld9AC5fF5Noe4xeEPcxMA4vJv3Jgr1tHjvhxibmwQl15hwz//IRfpPtXh6P7+Fy6dPLaaywBATUO8JhaHTWKxNnmW0ICe0f4aj+XKypjVfGRgfmL4/MBBhQJpHMMGPFHlvWrvYo/LZOVSYSWbWclmcJ6d3P3UGq00ALgxNY7veQCoCkUbOn7T/YlpPjKwls/hefO6h70FGTglsDaeXM15a6K+7rb5eVj17d3R1k4FjeP69u7mpwdmn/Um+wkAjV29uw/1ZU+f8Jpgtff4qaXplJqge35yZGu28b1nK9nM8kzak2LtrXzu3MDBt09+9urYM/nJ0WhrJ3LnW4HYSyLqkdlYnBovnk/j4Z40RWhh7/19Z+oPdL/fAQsAmo8MYOHgO4ZZ9e3diaNDs6P9+ckR96Nw9nxda6eCxnF1OHpx8PD8xPAWbL037NzAwZ/9zqNvDX767ZOfdXlNcQPUmoZ49GEDLxqeOFLTEDdSQpEwaWj5uj45QntJeKqNX5wan322v/npgb3HT9UfMOhgN4bRKtLShif0m48MuB+7ERYIwAIiNZs9fcLrQGXMCiWS9/edwW27PA3EYv7zE8OetMDr27v39Z0BANw41tMese64WgfG97z5+QHIjfa/ceLRN048+tbg4Rse7x/qpMQ6jjgkx1PDrBaWHl3L5yL7H68K1e0ygY5DOjvuIbC//4XE0aGGJ3rc5+hQtMLkiSdhbvx08OlHm0v+BgWwsPOC9VW8jlXGLDxTiX9DPN33NbH4/X1nQonk+YGD7lNSsYDcvr4za/nc+YGD7o927/FTjV29S9OpC4OHvfbpwKq+m5jp58bKpYIy7hSmU2+cePTtk8euTQwve0kPvsWdk1AiucM1E3pjavzcwEEAiLQ8XhNrNoOO2TBaLc+kZwYOhhLJ+46f2nN0qJGrr0aOUEVvUTxZhCfKXR6thFaebHa0H8s0BWeGKlhqDVjjuLGrV4HY9nlhVrIZBY1jLBaKlXO9spjzE8Mr2QwWCHc/EGfuAcnzcCO2ieeVqKC7jSyyxW3gNUF3JZtRKw0pzqQvfe2z9Qeewm0f7VaT6GX8dxWmU8XzLwNAbfzB+1w8WuVSgTaUq2/vxt6um4EAUDyfvjI2GEokd3X13h2LY3ys6F4hgHKxgGVL4zb3mHOR4Oxof6TlgEKjAz8PRX5yBGc+mg94S16GGVbkUTvFfi4PzqBTmDrEsnlL0ykFzT9csAoAFYWJJVvL56iWZkNHj8v9Uq1hXhaZ6hTjp4YHHZwDDSJy0eOkA6nk8ZsnHq0/8BQWLzTvnWorA1eLjuWVy6XCau4sAFSF6hxSgvVSgWq6U7nkUCL59sljkZa2eKVIZyWbyU+OrGQzuL8ezmC6OZ3a5kLLFEuPggb3eKzXQ6RFW93DnffYI47dQ4h/wncf6qtv/zX3O8Xm83GYfbbfThxpC7AEwydLQb4O/F0krAevlkOPZXBwV1eFsQrtJLDhzjHFmXRDRw+V1nTj6WBZ5NVsBvcuxk9+pOVx5/ID96CDMQW8gF3dw0+a6RUMshinqsPR2kRyW0ubJJd8Y2rcIaArlwpYUhE3rfAqun+La12BnSk+5b3iw3NtYnhxarz56QFnR8xyO/hHdM/RoUhLm9e8Dj8PAoeSW5rueK+VBPzmJ4Zxeucdxiys21fX2qnWZwy7JAqhJZDao0hLG/ZQijNpzvepvGscKuL2fFjp2JNUCAYFrB0GAJH9j3ttXCaFdV7DSSxFj9/zbhQWQZMaT7h8dgvTqRtT42v53A4lsflyqYBbXTV29UqAqNl1IuRsJZvJjfbj7OjqUIVdmzeFd83dSx4Ayz9aOaekbgGWhWFeSY3w83PBMMEZSiTtQhtnK0yn5sYGsWwj9mI8/aRj2MIt8wDAq8LySjYzPzGMay/qD3R7lTfC5602noy0PO61faHXxhkOhv1NZ81Fh8f3Vj6XnxwpzqRDiWTMdbzMW7lUwJMVZqhydQQA1ydHFiZHdtO+Z5UeMv573GfXdPO7Bax1ufmd75wtwLKR/kLYAAAMTklEQVS2C4OHAeDOYxZwcIk35WkSoFwq0PyMtXwOK4h6Gk6rKBo/3us1xsSy7gBQFYp6nb7A6mPV4ei7tzLm8ukTeqngRtDdDgAw1uCSBoUb71Y+NzvaXxWOOnBqDieXQMZDzUe+4u54BfN52+MnrqIw9xZgWZtLvLcz/uLNjvZ79ZhwWIo1S/f//gte2aXLp09gT0cBdKisO3hXhceE+noI6QQNs6Qn1vrwPIWi0hZxn+S61k4LQXd3VphOXR0bbOjosWoLZuzNeUJQeZYc1u9H2s3U85amu4VVh6N7jg5dGDxcNTa4+1AfZrXdP7203tAoSvDYra+xq7c4k8acTn5yxBOrhali/D7vUYqrXCr4UapVSyywMi14mMWb9eF5AhpJFAI/ru71D3jD3Sv0UsF5Cw4nFJMJyrpJPtHq6thgYTqlrAd/xyzQgAWcCk1xJr2ay+BMIvfD69u7MVoBQMFjLwk6EL/3mmm15+gQbSSBh7sciBMO3O9oI+1diVmejMcsh7SDioZnV/FVVjgmh6QnN+YTrfCMjbIe/J20oAMWANTE4tXhKJa2KEynPIVXs6P9FHS8SrPXtXYmwkN44r94Pu2JyaKz9e9+e39hlrJ5ZSp5w7FYRRU9O/OJVsWZNB6+fr75BtomANZrr1Vmr6it5XMXBg9T8bDVXMYT6DQd6ou0tFHRMk8Nu6rDUT5tR0EV/r1iW5i1sVarOiUNvtEKJ7UqDL9x48bFixf37dunsFM/tmmA5bK5KQ4JFyZHCtMpDFueEgX4RhJYFlb5sAMTpm2KbWHWBpqywhrOFFNGK6ob4344fo4Wp8Yvnf/xjh07FHbq0zZtlhAAPJ1ofKbmJ4arwtFAVWO+n2xzMcsZT9bn2JQxy8XuNwQPFRrQAalzwPlubpraS/LKANDR0fH+miXE+grgWi8U+0p1rZ2zo/1qeqEr2cxqNrPVusKHBdzPWgd714nJ617ydXH9QGE6RcWO3c9H5ydH8KjNtU0DLDWNY5zoMDvaf+nkMVJj5dbW8jlc7qDMF2zZFmZtuuHfXfxv8Xy6piG+r1KeJ7XFqXFe1t39xDdWf7o4eJimB26WbeYsoR9d9sjUuFdRh2hrZ6T/hezpE5dOHvNa7ocrZrAyqvtR71Hbwiy/hpNdWNF4NuO+cnMtn6Oy7uAFdACg+cjASjaDHaWqUNSTdujSdGptIVfTEN9czApGEwrvmIVXvjo2iCWlXI7CPxTzE8MXnznc9Kk+92Qn3t3l0yciLW27D/V5SlnARbzvrVA0yC7I+pgbSBYnjjX3xeqAS4jI3Hfjxz2ATrS1M7K/DSfrVIWinu4rrP6IQceTJDydi8T64DWxOIDufr/raJufh+UHs2oTyUsnj+keU8Ox+NTsaD+uhnd52TCDNj8xfGHwsKf2SlXhaHEmfXVsMNbR0+CxPE2NUt0y94bdHE9YQ212tH9tYRa/j+xvc1+pjiUoMOjUNMQbXP9wUkUQ3MDG/S8uLlAtTKdwduj5gYPudyplTuBWLJvVlzAotYTK6SRr+dzl0yfAe400vvar2YzXQA+r7mEZGfcDscRoYToV6+hxX6lTmE7NjvZHWzvrvAs5vX9sJZsBQGp5j7Oj/YsvPY/f18YfdH8XYUp06fUXAaCmoXlf39+5Z75nR/trYvG1fG5tIZf4zJDLK4sH4tana/lc9vSJfe4qaXD6AgDsOTqEbzys2+Nmp5YP5ibWElZ/+ctfvvN7/cpXviJ5KKFEsiYWn322H//4uN9UdTi6/bEuXFsQ3vfIXdsbXQ6sqqnd/lgXAOT++v8AL2lWd21vxOJKs6P9pbenw/secXPT4DTU7Y/9/+2dP2hbRxzHf1GrSDFWXYviYKkETAKajDO4WQq1s5VCAh6KqbMY2jEQKPVqaEonBeqhQ4bQTS6lBYdMyVJXS4ZgiKiWChzqFvRcm/RJykstyYqdDr/4cn6WpfsTIl/8/Ux28Mn34rvvu/vd776/j5vl0vri/PbmWlzhrR47PfLuh58+f7b95OG9f37+dntzjf9RpZ9bqyu1B3d26kEkGjv6yzS+fan4aCGePLxX/uFLP5+r/1V8Fvx78vRIJBpTaRgUl//74z6vkiLx/vc//07lImHL9zaXshtL2cToxZbv7Taenrl662QyrdJwfXG+ev+Xoam5oUvX4ulMy/eGLl1T6erjuzfXf5znCnWRaOztd95LjF5UGe1s8UZEZ67eEj+vOB4OW0a0fG9w8/fZ2VmVD3m1HJUVFmPpy84rXjNf9rdOJXQt69gcma/saF0Y2qkHlXzOz+c4Z09RK0UuDKfOdl1zCa9OPlRiGzw2mer6dt2pBy3fM1iz+PmcWRokW2NHB1Oc6Kvy/ue4dbNcEuf0RDT82dddBw/btAbFZfb82ljKEpHKyOF3AC+TeXfPlvDJiStd43ps/hEKC6hs+dmtiK/EG4xtTg01uE7fYTLCXuYlNprFY8LgvrvY4Q/PXNfdeZntEBk+fGRzZPW2usol+imOwzvrF5vqPL57k/g8q+K9qE5ORJK7MUnL0sipRDydaZRLazemObsn9DgcKuKvRaxaNlzmX/TiY8+Ot315CIViIY6nM9z/WDqzdmM6Eu/vLDohnRIlPDaWsgMXLnfWAk6zZKNkeXRJinOoYIk94PDMdQMLbI4JGOTi8FQycDeibtMQgrUPe/N8rRNAuS2PXbPyJBtLWYMzRG4rXtRaj9xBudjTpsMQ76Bfj775JJbKiHiH3ERddGKpzG49aFW8SDwhtEC+Ex4SPiF2Q8Kls6NChfRlfXF+aOqrts97mE4povzXaSNYHOdqlkvyQ6mzsZStPbhjZjjj53Obtw1v7XSdgBCsMPa1JMyWwSKEf3C6dsV4h8gcfIcHxWXFiN5B5eJXunoIWSgX2/gQUSSe0F1vGmzrZNg8r+V7Kgp1CC8Hs6VOkfb6NyxYbfeAitiMQ9oLj+hmVjMqUw+C1Qb7WhJ8nmIQbz74ZlNPLwjtEHniqS/35CgJ185TPAkS/XxaXBa3KGKpjO7hKb+Ziajv7DhbHqpPGF4Q2Zxm8sURHYUKExR/tdQpswijLFg2e0CyW+lzwKvlewZF50h50kGw2mNvp09SuoNWTpMcO+CMBJU7onLPeYfYLJd26sHI3E9aA5ePkzhPx0B0hK07EUUHU1rGbEFxmYj6FEr1HTX4T9Z3bjwxOmmgU7RX7ZGlSr/k2gmy3gPaxFKp3ZjXQn26QbAOJfSfqFWahTOttlZXRLKclkeaOJ0hoqZX0vVW5+Z7VbM0sgoZ2dZdt/6Nn8+xrbtZPqSj7B8beqN6L0vut+TEjMFmloiITtjsAcnitFo0//v7L/rOjZvtKrQWB/B0PxQ5D56vBahHpuWb0tFkarcRVPI5LaviM1dv/Zmd5u0VO9iq95zLFPPXW49WtM775as8HKhWz/QjC38lp9k/S/UuD7X89Wgybez5KfaAuktpAe/EzU70SNoQ2JdrMWj+OjnqgkWSZkXvploVT9eafXjmemNPdLS81YlITvBhl2T1X93yPRYOPlzjcLjiaOZAr3o/gSWhQq1acGzebA9I0o0L3SW83AFLQ3dX1IqcECwi6h+9yGpF+tbs64vzQnRaFU9LdHbrweBHV5rlEh/Yc4lTxbY2cwA4RL9RaJ8Rp0NaRysyfEB0TNSKnBAsDiXKphbq1uw79YBVY2t1hT9BS7AGLlwekL5tlEtaWzNwHLCMEnKRcIOG8n3mntTa6Qk9Eyz1mg6sEbLbYe3BHXXViCZfpAXxVRXOGzAWnd16YGMMD0CIeDpjVt/Ez+e2VldOT81xwEG3eaNc2rydHfjgcjSZ0m0ugrOvn96cEk5OTto0z+fzY2NjPfHAB+ANoFAo1Gq1iYkJ4084f/78wsLCK+ySIr0RLEuq1Wq1Wn39JYYAeDMoFAqFQqEndguWOClYAIDjSaTXHQAAAFUgWAAAZ4BgAQCcAYIFAHAGCBYAwBkgWAAAZ4BgAQCcAYIFAHAGCBYAwBkgWAAAZ4BgAQCcAYIFAHAGCBYAwBkgWAAAZ4BgAQCcAYIFAHAGCBYAwBkgWAAAZ4BgAQCcAYIFAHAGCBYAwBkgWAAAZ4BgAQCcAYIFAHAGCBYAwBkgWAAAZ4BgAQCcAYIFAHAGCBYAwBkgWAAAZ4BgAQCcAYIFAHAGCBYAwBkgWAAAZ4BgAQCcAYIFAHAGCBYAwBn+B4zNwJxitNoiAAAAAElFTkSuQmCC'>" | |
| ], | |
| "text/plain": [ | |
| "<IPython.core.display.HTML object>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "SUPG: t_max=0.4956, t_av=0.0399, wall time=6.5554e+01, its=201, dt=3.1416e-02\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "results_none = runModel(\"SLCN\", nEls = nEls, dt = dt, viz = 1, rotations=0 ) # for init condition\n", | |
| "results_slcn = runModel(\"SLCN\", nEls = nEls, dt = dt, viz = 1)\n", | |
| "results_supg = runModel(\"SUPG\", nEls = nEls, dt = dt, viz = 1)" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "language": "python", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.5.3" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
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